{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot Germany's electricity price\n", "\n", "Power production from https://www.energy-charts.de/power/month_2015_04.json\n", "\n", "Electricity price from http://www.pfbach.dk/" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import print_function, division\n", "\n", "import pandas as pd, urllib, os, json\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import datetime as dt\n", "\n", "data_folder = \"data\"\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def duration_curve(s,percent=False):\n", " if type(s) is not pd.Series:\n", " print(\"Warning, {} is not a pandas Series!\".format(s))\n", " return\n", " r = s.sort_values(ascending=False)\n", " l = len(s)\n", " norm = 100. if percent else 1.\n", " r.index=[norm*i/float(l) for i in range(l)]\n", " return r" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def pad_number(number,digits):\n", " st = str(number)\n", " n_missing = digits - len(st)\n", " if n_missing > 0:\n", " return \"0\"*n_missing + st\n", " else:\n", " return st" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'012'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pad_number(12,3)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "years = [2015]\n", "\n", "datas = {}\n", "\n", "for year in years:\n", " datas[year] = {}\n", " for month in range(1,13):\n", " file_name = \"month_{}_{}.json\".format(year,pad_number(month,2))\n", " path_name = os.path.join(data_folder,file_name)\n", " if not os.path.isfile(path_name):\n", " print(\"Downloading\",file_name)\n", " url = \"https://www.energy-charts.de/power/\" + file_name\n", " urllib.urlretrieve (url, path_name)\n", " with open(path_name) as data_file: \n", " datas[year][month] = json.load(data_file)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "columns = [d[\"key\"][0][\"en\"] for d in datas[years[0]][1]]\n", "data = []\n", "\n", "for year in years:\n", " for month in range(1,13):\n", " for i in range(len(columns)):\n", " if datas[year][month][i][\"key\"][0][\"en\"] != columns[i]:\n", " print(\"Error\")\n", " for j in range(len(datas[year][month][0][\"values\"])):\n", " data.append([d[\"values\"][j][1] for d in datas[year][month]])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "index = pd.date_range(\"2015-01-01 00:00\",\"2015-12-31 23:00\",freq=\"H\")\n", "\n", "df = pd.DataFrame(data=data,\n", " columns=columns,\n", " index=index)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ImportsHydroBiomassNuclearBrown CoalHard CoalGasOilOthersPumped StorageSeasonal StorageWindSolar
count8760.0000008760.0000008760.0000008760.0000008760.0000008760.0000008760.0000008760.0000008760.0000008760.0000008760.0000008760.0000008760.000000
mean-5.3488932.4674325.34618010.04825715.99286111.6186103.7638400.2593090.0900961.0494430.1819578.9341023.820646
std2.9622560.6248340.3870981.3879402.5210525.7285192.0887730.1506490.0709910.9332060.1507697.1398805.829201
min-15.8620000.4430004.7860005.7270006.8450001.6210000.7890000.0000000.0060000.0080000.0000000.1230000.000000
25%-7.3080002.0070004.8530009.46500014.5037506.1942502.1997500.2010000.0550000.3840000.0590003.4680000.000000
50%-5.4125002.4160005.30300010.43500016.36850012.0610003.2395000.2200000.0660000.6915000.1400006.7240000.126500
75%-3.4887502.9370005.59900010.78600017.97925016.7492504.5480000.2290000.0960001.4320000.27400012.9387506.103500
max5.9690004.0910005.92500012.07700019.97900022.19000014.0620001.4080000.4210005.9090000.65100032.60900025.812000
\n", "
" ], "text/plain": [ " Imports Hydro Biomass Nuclear Brown Coal \\\n", "count 8760.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n", "mean -5.348893 2.467432 5.346180 10.048257 15.992861 \n", "std 2.962256 0.624834 0.387098 1.387940 2.521052 \n", "min -15.862000 0.443000 4.786000 5.727000 6.845000 \n", "25% -7.308000 2.007000 4.853000 9.465000 14.503750 \n", "50% -5.412500 2.416000 5.303000 10.435000 16.368500 \n", "75% -3.488750 2.937000 5.599000 10.786000 17.979250 \n", "max 5.969000 4.091000 5.925000 12.077000 19.979000 \n", "\n", " Hard Coal Gas Oil Others Pumped Storage \\\n", "count 8760.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n", "mean 11.618610 3.763840 0.259309 0.090096 1.049443 \n", "std 5.728519 2.088773 0.150649 0.070991 0.933206 \n", "min 1.621000 0.789000 0.000000 0.006000 0.008000 \n", "25% 6.194250 2.199750 0.201000 0.055000 0.384000 \n", "50% 12.061000 3.239500 0.220000 0.066000 0.691500 \n", "75% 16.749250 4.548000 0.229000 0.096000 1.432000 \n", "max 22.190000 14.062000 1.408000 0.421000 5.909000 \n", "\n", " Seasonal Storage Wind Solar \n", "count 8760.000000 8760.000000 8760.000000 \n", "mean 0.181957 8.934102 3.820646 \n", "std 0.150769 7.139880 5.829201 \n", "min 0.000000 0.123000 0.000000 \n", "25% 0.059000 3.468000 0.000000 \n", "50% 0.140000 6.724000 0.126500 \n", "75% 0.274000 12.938750 6.103500 \n", "max 0.651000 32.609000 25.812000 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.rename(columns={\"Import Balance\" : \"Imports\",\n", " \"Hydro Power\" : \"Hydro\",\n", " \"Uranium\" : \"Nuclear\"},inplace=True)\n", "df.describe()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/tom/.virtualenvs/tom/local/lib/python2.7/site-packages/pandas/tools/plotting.py:965: UserWarning: 'colors' is being deprecated. Please use 'color'instead of 'colors'\n", " warnings.warn((\"'colors' is being deprecated. Please use 'color'\"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtIAAAGSCAYAAADO2iZbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4VFX6+D93khAI6QVCTSAIUhQLKiAQsGFZFmyIrFjW\n9lOx4O6qiIgoroqK+8VdLLhSRNS1ggIKivSq0juBFEgnZRJSJ3N+fwyZzLn3zmQSSD+f55knOeee\ne+bM3Lnnvuc9b9GEECgUCoVCoVAoFIqaYWnoASgUCoVCoVAoFE0RJUgrFAqFQqFQKBS1QAnSCoVC\noVAoFApFLVCCtEKhUCgUCoVCUQuUIK1QKBQKhUKhUNQCJUgrFAqFQqFQKBS1oE4FaU3T/qtpWoam\nabtd6sI0TVupadohTdN+0jQtxOXYZE3TjmiadkDTtOvqcmwKhUKhUCgUCsXZUNca6XnASF3dc8DP\nQohewGpgMoCmaX2AsUBv4AZgjqZpWh2PT6FQKBQKhUKhqBV1KkgLITYAubrq0cCCM/8vAMac+f/P\nwOdCCJsQIhE4Alxel+NTKBQKhUKhUChqS0PYSLcTQmQACCHSgXZn6jsBKS7tTp6pUygUCoVCoVAo\nGh2+DT0AoMY5yjVNU3nNFQqFQqFQKBT1ghDC1Ny4ITTSGZqmtQfQNC0ayDxTfxLo4tKu85k6U4QQ\n5/w1bdq0JtOvGmvT6rcpjVV9B+o7aGpjVd+B+g6a2ljVd9C0vgNP1IcgrZ15VbIUuPfM//cAS1zq\nx2ma1krTtG5AD2BbPYzPyfDhw5tMv2qsTavfpjTWuuq3KY21rvpVY21a/TalsdZVv2qsTavfpjTW\nuuq3rsbqDq06SfusOte0xcBwIALIAKYB3wFf4tA+JwFjhRB5Z9pPBu4HyoEnhRAr3fQr6nLcCoVC\noVAoFAoFgKZpCDemHXUqSNcVSpBWKBQKhUKhUNQHngRpldlQoVAoFAqFQqGoBY0hasc5IzY2lqSk\npIYehkKhUCgUiiZGTEwMiYmJDT0MRROjWZl2nFG9N8CIFAqFQqFQNGWUDKFwhzLtUCgUCoVCoVAo\nzjFKkFYoFAqFQqFQKGqBEqQVCoVCoVAoFIpaoARphUKhUCgUCoWiFihBuhnQrVs3Vq9e3dDDUDQg\nSUlJWCwW7HZ7vb/3iBEj+Pjjj+v9fZsL06dPZ8KECQ09DIULQUFBtY7eoO4HhaJloQTpeiQ2Npb2\n7dtTXFzsrPvvf//LiBEjGnBUirrGbKGzYMEChg4dek7fR9NMHYqdLF68mMsuu4ygoCA6derETTfd\nxMaNG8/pGFoK5/qaVnftFGfH66+/zo033ijVnXfeedx0001SXc+ePfnf//5HQUEBsbGx9TjCpk9s\nbCwBAQEEBwcTFBREcHAwTzzxRL2OoS7mVYWiOpQgXY9omobdbudf//qXob4x0hDazZZEba97RUVF\njc+ZNWsWTz/9NC+88AKZmZkkJyfz2GOP8f3339dqDApzzvW9XJtrrTAybNgwNm/e7Axtlp6ejs1m\nY8eOHVJdQkICw4YNa8ihNlk0TWPZsmVYrVYKCgqwWq3Mnj273t6/oqICIUSjfZ4qmi8tR5DWtHP/\nqgX/+Mc/ePvtt7FarVK92da8fotw7ty59OnTh+DgYPr168fOnTsN/QsheP311+nRowdRUVGMGzeO\n3Nxc5/GxY8fSoUMHwsLCGD58OPv373ceu++++3j00Ue56aabCAoKYs2aNbX6jI0JTdPO+asueOON\nN+jRo4fz2n733XfOYwsWLGDIkCE8/fTTREZGMn36dOx2O3//+9+JioqiR48eLFu2zG3fVquVadOm\nMWfOHEaPHk2bNm3w8fHhxhtv5PXXXwegrKyMp556ik6dOtG5c2cmTZpEeXk5AHl5eYwaNYp27doR\nERHBqFGjOHnyZJ18D96g1cHrXPLWW29x2223SXVPPPEEkyZNAiAxMZHhw4cTEhLCyJEjyc7Odrar\nnAc+/vhjYmJiuPrqqwFYunQp/fr1Izw8nKuuuoqDBw+e41HXHY1h6r3ssssoKytzzpnr169nxIgR\n9OrVS6qLi4sjOjoai8XCsWPHAMe8OHHiRP70pz8RHBzMoEGDOH78uLPvVatW0bt3b8LCwnj88cdb\ndBxis8/+6KOPSvfDs88+y7XXXgvA2rVr6dKlC6+99hpRUVF0796dxYsXO9tarVbuvvtu2rVrR7du\n3Xj11Vedx/Tz4rhx43jkkUfYvHkzQUFBhIeHA7B8+XL69u1LcHAwXbp0YdasWXX18RUtlJYjSDcS\nBgwYwPDhw3nzzTcNxzwJaV9++SUvv/wyixYtwmq1snTpUiIiIgztZs+ezdKlS1m/fj2pqamEhYXx\n2GOPOY/feOONJCQkkJmZySWXXMJf/vIX6fzPPvuMqVOnUlBQwJAhQ87ikyo8oX/g9OjRg40bNzqF\n3rvuuouMjAzn8a1bt9KjRw8yMzOZMmUKH374IcuXL2fXrl389ttvfPXVV27fa/PmzZSWljJmzBi3\nbWbMmMG2bdvYvXs3u3btYtu2bcyYMQNw7Ez89a9/JSUlheTkZAICApg4ceJZfgPNj8prOmHCBH78\n8UfnYrmiooIvvviCe+65B4Dx48dz2WWXkZ2dzQsvvMCCBQsMfa1bt46DBw/y008/ceTIEcaPH8/s\n2bPJysrihhtuYNSoUdhstvr7cE0cPz8/rrjiCtatWwc4vt9hw4YxZMgQQ50ZX3zxBdOnTycvL4+4\nuDimTJkCwKlTp7j11lv55z//SXZ2NnFxcQ1nLtVIV5Zvv/02e/fuZeHChaxfv5558+axcOFC5/H0\n9HRycnJITU1l/vz5PPTQQxw5cgSAiRMnUlBQQGJiImvWrGHhwoXMmzfPea7rvLho0SLef/99Bg0a\nREFBATk5OQA88MADzJ07F6vVyt69e7nqqqvO7QdUKIQQTe7lGLYRd/VnDp77Vw2JjY0Vv/zyi9i7\nd68IDQ0V2dnZ4qOPPhIjRowQiYmJwmKxiIqKCmf74cOHi//+979CCCFGjhwpZs+e7bFfIYTo3bu3\nWL16tfNYamqq8PPzk/qtJDc3V2iaJqxWqxBCiHvvvVfcc889Nf5cjRngnL9qSmxsrAgKChJhYWHO\nV0BAgBg6dKjbcy666CKxdOlSIYQQ8+fPFzExMdLxq666SnzwwQfO8sqVKw2/n0o+/fRT0aFDB49j\njIuLEz/++KOz/NNPP4nY2FjTtjt27BDh4eHOsuvvtD6oi0mlplR3Ta+//nrx0UcfCSGE+P7770Xf\nvn2FEEIkJSUJPz8/UVRU5Oxr/PjxYsKECUII4ZwHEhMTncdfeeUVcccddzjLdrtddOrUSaxdu7YW\nI69/GsHUK4QQ4qWXXhK33HKLEEKI/v37i6NHj4off/xRqvvkk0+EEEJomiYSEhKEEI558cEHH3T2\ns3z5ctG7d28hhBALFy4UgwYNkt6nc+fO9Xo/OGnIG0LI90RoaKgICwtz3gNbt24V4eHhIjY2Vnzx\nxRfOc9asWSP8/PxEcXGxs27s2LFixowZoqKiQrRq1UocPHjQeeyDDz4QI0aMEEKYz4vz5883zKsx\nMTHiww8/dD7nPFGb+V3RMjjz2zC9Y5RGugHo27cvf/rTn3jttde8PiclJYW4uLhq2yUlJXHzzTcT\nHh5OeHg4ffr0wc/Pj4yMDOx2O8899xw9evQgNDSUbt26oWmatLXcpUuXWn0mhWeWLFlCTk6O8zVn\nzhzp+MKFC7n44osJCwsjLCyMffv2ebwuqampUl1MTIzb946IiCA7O9ujzXtqaipdu3aV+ktLSwOg\nuLiYhx9+mNjYWEJDQ4mPjycvL69yUdti8XRN77nnHhYtWgTAp59+6ozKkZaWRlhYGG3atHG2Nbt2\nnTt3dv6fmpoqtdE0jS5dujSoeU1TZNiwYWzYsIHc3Fyn9njw4MFs2rSJ3Nxc9u7d61YjHR0d7fw/\nICCAwsJCwHgfQsueQyvvidzcXHJycrj//vsBuPzyy+nevTtCCG6//XbpnLCwMFq3bu0sx8TEkJqa\nSnZ2NuXl5YZ5yfV37813/fXXX7Ns2TJiYmIYMWIEW7ZsOduPqVBItBxBui4UI2fBSy+9xNy5c52T\nQtu2bRFCUFRU5GyTnp7u/L9Lly4kJCRU22/Xrl1ZsWKF8+Gem5vL6dOn6dChA4sXL+b7779n9erV\n5OXlkZiY6KrlBxqv42NtcbeCPJtXbcfhjuTkZB566CHmzJlDbm4uubm59O3b1+N16dChAykpKc5y\nUlKS2/4HDRqEv7+/ZHetp1OnTlIfSUlJdOzYEXDY/B45coTt27eTl5fn3ApvKEG6LrYZajUOD59/\nzJgx7N69m3379vHDDz84Tag6dOhAbm6uFLknOTnZcL7r9e7YsaPh+qakpNCpU6dajrx+aSxT76BB\ng8jLy2Pu3LlceeWVgCPMXceOHZk7dy6dOnWShDZv6NChg+H6ud6X9UpD3xC4vyf+85//UFZWRseO\nHXnjjTekY2b3Q8eOHYmMjMTPz88wL7n+7vXzotnz69JLL+W7774jKyuL0aNHM3bs2Fp9NoXCHS1H\nkG5kxMXFcccddzi9miMjI+nUqROLFi3Cbrfz8ccfS4LzAw88wFtvvcUff/wBQEJCgumE/fDDD/P8\n8887J/esrCyWLl0KQEFBAf7+/oSFhXH69GkmT57c7ATnpsjp06exWCxERkZit9uZN28ee/fu9XjO\n2LFjmT17NidPniQ3N9fwcHIlODiY6dOn89hjj7FkyRKKi4ux2WysWLGC5557DoBx48YxY8YMsrOz\nyc7O5pVXXnFqUQsLC2nTpg3BwcHk5OTw0ksvnbPP3lxp3bo1t9xyC+PHj+eKK65wapi7du3KgAED\nmDZtGuXl5WzYsMEQOUUvjIwdO5Zly5bx66+/YrPZeOutt2jdujWDBw+ut8/THGjdujUDBgxg1qxZ\nUoi0K6+8klmzZtUqWsdNN93E/v37+e6776ioqOD//u//JN8GBRw+fJipU6fy6aefsnDhQmbOnMnu\n3budx4UQzvth/fr1LFu2jLFjx2KxWLjjjjuYMmUKhYWFJCUl8c4773iMud6+fXtOnDjhdJQuLy9n\n8eLFWK1WfHx8CAoKwsfHp84/s6JloQTpekQvtL744osUFRU56+fOncvMmTOJjIzkwIEDTq0JwG23\n3caUKVMYP348wcHB3HzzzU5nCtd+n3zySUaPHs11111HSEgIgwcPZtu2bQDcfffddO3alU6dOtGv\nXz/1IK4nqlus9O7dm7/97W8MHDiQ6Oho9u3bV62j54MPPsjIkSPp378/AwYM4NZbb/XY/umnn2bW\nrFnMmDGDdu3a0bVrV+bMmeN0QHzhhRcYMGAAF154obPPSoeqp556iqKiIiIjIxk8eLAhHm9LXIx5\n85nvuece9uzZw9133y3VL168mC1bthAREcErr7zidEJ013fPnj1ZtGgREydOJCoqimXLlvH999/j\n6+t79h+khREfH09WVpZ0fw0dOpSsrCzi4+Oddd7+piMiIvjyyy959tlniYyMJCEhQZq3WxqjRo2S\n4kjfeuut3H333UyePJl+/frRo0cP/vnPfzJhwgSnsFsZRapjx45MmDCBDz74gPPOOw9wOM8HBATQ\nvXt3hg0bxl133cV9993n9v2vuuoq+vbtS3R0NO3atUPTND755BO6detGaGgoH374oRQVRKE4F2hN\n0c5R0zRhNm5N01q83aZCoWgcnDhxgvPPP5/09HQCAwMbejgKRaNj7dq1TJgwwdS8qSFQMoTCHWd+\nG6YrbKWRVigUinOM3W7nrbfeYty4cUqIVigUimaM2htUKBSKc0hRURHt27enW7durFixoqGHo1Ao\nFIo6RJl2KBQKhUKhaPEoGULhDmXaoVAoFAqFQqFQnGOUIK1QKBQKhUKhUNQCJUgrFAqFQqFQKBS1\nQAnSCoVCoVAoFApFLVCCtEKhUCgUCoVCUQuUIK2oV7p168bq1asbehgKRZ3xyCOP8Oqrrzb0MBTn\ngKSkJCwWC3a7vaGHolAoGilKkK5HYmNjCQgIIDg4mIiICEaNGsXJkycbelimzJ49mwsuuIDAwEC6\ndu3KHXfcwb59+xp6WE2Wzz//nIEDBxIYGEh0dDSDBg3ivffea+hhKWqJp3v5vffec6ZXVzQeNmzY\nwJVXXkloaCiRkZEMHTqU33//vdrzvE0XrlAoWiZKkK5HNE1j2bJlWK1W0tLSaNeuHY8//rjb9g2l\nBXniiSd49913+fe//01ubi6HDx9mzJgxLFu2rEHG09R5++23mTRpEs8++ywZGRmkp6fz/vvvs2nT\nJsrLyxt6eIpaUNN7WdGwFBQUMGrUKJ588klyc3M5efIk06ZNw9/fv87es6Kios76VigUjYcWk9lw\ncd++57zP8bXQ0FYGe2/VqhW33XYbkyZNch677777aNOmDUlJSaxbt44lS5YwYMAAJk6cyI8//kjb\ntm154IEHnNqu2NhYvv32Wy6++GI+/fRTJkyYwL59++jduzcff/wxP/zwA9988w3Tp09n//79tG7d\nmm+//ZaYmBgWLFjAJZdcYhjf0aNHmTNnDlu3buXSSy8FwM/PjzvvvNPZxmq1uh3TsWPHePDBB9m1\naxcWi4XrrruOOXPmEBwcXOPv6pywuA60SeO9D9hvtVqZNm0aixYtYsyYMc76/v3788knnwCwfPly\nXnjhBRISEggNDeWvf/0r06ZNA6C0tJQHHniAFStWUFFRQc+ePfnhhx+Iioo6t5+pCaFNP/fXVEyr\neRIGd/fyfffdR5cuXXj55ZcBmDt3LjNnziQ3N5chQ4bw3nvv0aFDBwAsFgv/+c9/mDVrFpmZmTz5\n5JPce++93HXXXRw4cIDrr7+eTz75BF9fX/Ly8pgwYQJbt26loqKCwYMH8/7779OpUycA5s+fzyuv\nvEJWVhZRUVHMmDGDO++8k4SEBO6//3527txJq1atuPrqq/nss8/OxdfmJXWh0a3Z9Tp8+DCapjF2\n7FgA/P39ueaaaxw9CcGrr77KRx99RElJCddffz2zZ882nbPmz5/PzJkzOXHiBO3ateOZZ57hoYce\nAmDt2rXcddddPP7447zzzjtcd911LFiw4Cw/p0KhaOwojXQDUVRUxBdffMGgQYOk+s8++4ypU6dS\nUFDAlVdeycSJEykoKCAxMZE1a9awcOFC5s2bB0B8fDxr1qwBYN26dcTFxbFu3TrAManHx8c7+/3+\n++8ZP348+fn5jBo1iscee8x0XL/88gtdunRxCtFmeBqTEILnn3+e9PR0Dhw4wIkTJ3jppZdq+zU1\neTZv3kxZWRl//vOf3bYJDAzkk08+IT8/n2XLlvH++++zdOlSABYsWIDVauXkyZPk5OTw/vvv06ZN\nm/oavsIL3N3LAKtXr+b555/nq6++Ii0tja5duzJu3DipzcqVK9m5cydbtmxh5syZPPjgg3z22Wck\nJyeze/dup9Brt9v561//SkpKCsnJyQQEBDBx4kTnGJ588kl++uknrFYrmzZt4qKLLgJg6tSpjBw5\nkry8PE6cONEiNec9e/bEx8eHe++9lx9//JG8vDznsXnz5rFw4ULWrl3LsWPHKCgocH6vetq3b8/y\n5cuxWq3MmzePSZMmsXPnTufx9PR08vLySE5O5sMPP6zzz6VQKBoeJUjXM2PGjCE8PJzQ0FB+/vln\n/v73v0vHR48ezcCBAwGHJviLL77g9ddfJyAggJiYGP72t785NZnx8fGsXbsWgPXr1zN58mRnWS9I\nDxkyhJEjR6JpGhMmTGD37t2m4zt16pRTW2aG3W73OKa4uDiuvvpqfH19iYiIYNKkSc4xtUSys7OJ\njIzEYqm61a688krCwsIICAhgw4YNDBs2jL5ndkz69evHuHHjnN+Zn58fp06dcmrULr74YgIDAxvk\nsyhkqruXARYvXsz9999P//798fPz47XXXmPz5s0kJyc72zz77LO0bduW3r17069fP66//npiYmII\nCgrihhtuYMeOHQCEh4dz88034+/vT9u2bZk8ebJz4Qzg4+PDnj17KCkpoX379vTu3Rtw/IaSkpI4\nefIkrVq1YvDgwXX8zTQ+goKC2LBhAxaLhYceeoioqCjGjBlDZmYmixcv5umnnyYmJoaAgABee+01\nPv/8c1PTuhtuuIHY2FgAhg4dynXXXcf69eudx318fJg+fTp+fn51ajaiUCgaD0qQrmeWLFlCTk4O\npaWlvPvuuwwbNozMzEzn8S5dujj/z87Oxmaz0bVrV2ddTEyM06kpPj6e9evXk56ejt1uZ+zYsWzY\nsIGkpCSsVqtTIwUQHR3t/D8gIICSkhLTB0VERARpaWlux1/dmDIzM7nzzjvp3LkzoaGh3HXXXWRn\nZ9fkK2pWREREkJ2dLX3XGzduJDc3l8jISOx2O9u2beOqq66iXbt2hIaG8sEHHzi/swkTJjBy5EjG\njRtH586dee6555TtZSOhunsZIDU1lZiYGGe5bdu2RERESE7G7dq1c/7fpk0b2rdvL5ULCwsBKC4u\n5uGHHyY2NpbQ0FDi4+PJy8tDCEFAQABffPGF02xk1KhRHDp0CIA333wTu93O5ZdfzgUXXODcPWpp\n9OrVi48//pjk5GT27dtHamoqTz31FGlpadI1iomJwWazkZGRYehjxYoVDBo0iIiICMLCwlixYoU0\nv0VFReHn51cvn0ehUDQOWoyNdG3smeuCSrtKTdO4+eabefjhh9mwYQO33HKLs76SyMhIpzbp/PPP\nBxzhmCptIuPi4mjTpo3zIV4ZEeLDDz9kyJAhtRrf1VdfzcSJE/njjz9MbairG9PkyZOxWCzs27eP\nkJAQlixZ0rBbyTWwZ64LBg0ahL+/P0uWLOHmm2+WjlX+FsaPH88TTzzBTz/9hJ+fH5MmTeLUqVMA\n+Pr6MnXqVKZOnUpycjI33HADvXr14r777qv3z9JYqI09c13g7l52pWPHjiQlJTnLp0+f5tSpU3Tu\n3LnG7/fWW29x5MgRtm/fTlRUFLt27eKSSy5BCIGmaVx77bVce+21lJaWMmXKFB588EHWrVtHu3bt\nnGYGGzdu5JprriE+Pp7u3bufxaevCY3jernSs2dP7rnnHj744APDNUpKSsLPz4/27duTkpLirC8r\nK+O2225j0aJFjB49GovFws033+z8HYCK8KFQtESURroBWbJkCXl5efTp08f0uMViYezYsUyZMoXC\nwkKSkpJ45513mDBhgrNNfHw8//73v51mHMOHD5fK7nCd/F3p0aMHjz76KHfeeSdr166lvLyc0tJS\nvvjiC2bOnInFYuH22293O6bCwkICAwMJCgri5MmTvPnmm7X5apoNISEhvPjiizz66KN8/fXXFBYW\nIoRg586dFBUVAY7vLCwsDD8/P7Zt28bixYud569Zs4a9e/dit9sJDAzEz89PMhNRNA4q7+VKc4pK\n7rzzTubNm8fu3bspLS3l+eefZ+DAgdLOk7cUFhbSpk0bgoODycnJkXwPMjMzWbp0KUVFRfj5+REY\nGIiPjw8AX331lVMDHhoaisViaXG/oUOHDjFr1izn95CSksJnn33GoEGDuPPOO3nnnXdITEyksLCQ\nKVOmMG7cOOd3VDlXlpWVUVZW5jTVWrFiBStXrmywz6RQKBoHLWs2bQSMGjWK4OBgQkJCmDp1KgsX\nLnRqds20GbNnzyYgIIDu3bszbNgw7rrrLkkbGR8fT2FhIcOGDTMtu8OT5uT//u//mDhxIo899hhh\nYWH06NGD7777jlGjRgHw7rvvuh3TtGnT+P333wkNDWXUqFHceuutXr9vc+Uf//gHs2bNYubMmURH\nRxMdHc0jjzzCzJkzGTx4MHPmzGHq1KmEhIQwY8YM7rjjDue56enp3HbbbYSEhNC3b19GjBghLaQU\nDYfZvawXpK+++mpeeeUVbrnlFjp16sTx48f5/PPPncf194On++Opp56iqKiIyMhIBg8ezI033ug8\nZrfbmTVrFp06dSIyMpJ169Y545Rv376dK664guDgYMaMGcPs2bOddr4thaCgILZu3coVV1xBUFAQ\ngwcP5sILL+Ttt9/mvvvuY8KECQwbNoy4uDgCAgKYPXu289zKaxIYGMjs2bO5/fbbCQ8P5/PPP2f0\n6NEN9ZEUCkUjQXOnmWzMaJomzMataZpbTatCoVAoFAqFO5QMoXDHmd+GqaZDaaQVCoVCoVAoFIpa\noARphUKhUCgUCoWiFihBWqFQKBQKhUKhqAVKkFYoFAqFQqFQKGqBEqQVCoVCoVAoFIpaoARphUKh\nUCgUCoWiFjSrzIYxMTEtMk6xQqFQKBSKs8M1VbxC4S3NKo60QqFQKBQKhUJxLlFxpBUKhUKhUCgU\ninOMEqQVCoVCoVAoFIpaoARphUKhUCgUCoWiFihBWqFQKBQKhUKhqAVKkFYoFAqFQqFQKGqBEqQV\nCoVCoVAoFIpaoARphUKhUCgUCoWiFihBWqFQKBQKhaJFcQK4FhgOHGjYoTRxVEIWhULRzNkJPAf0\nBP6F0h8oFIqWjR2IAnLOlMOBU6xePRVNW48QA7nqqtdr0ecBIB2Ip5klzvaYkKV5fVKFQqGQKAIu\nB8qBn4BDZ/4qFApFS+UdqoRogBy2bbufIUM+oVWrcmAta9YEMnz4CzXo83Lg9zP/twa+AW44N8Nt\n5CjVjEKhaMa8h0OIrmQlji1NhUKhaKnMNNRcfvnHZ4RoBxbLyhr0t5AqIRqgBHistoNrcihBWqFQ\nNGPWm9Q9Ve+jUCgUisaBHcistlWPHkdr0OcMk7qTNTi/aaMEaYVC0YzZb1K3rt5HoVAoFI2DzV61\nCgvLpaTktBctTwNHTOrLAFsNxtV0aTBBWtO0yZqm7dM0bbemaZ9qmtZK07QwTdNWapp2SNO0nzRN\nC2mo8SkUiuaAmVYkt95HoVAoFI0D73xE2rQpYceORV609KSY2O3VezV1GkSQ1jQtBngQuFgIcSEO\np8c7cbjW/yyE6AWsBiY3xPgUCkVDchxIOAf9lOFwNtRjA/LPQf/pwBwcGplzySHgPuD/AdZz3LdC\noWjZbPMxFwVvAAAgAElEQVS6ZUHBr1602ujh2Hav36sp01AaaSuOp1xbTdN8gTY4VEejgQVn2iwA\nxjTM8BQKRcPwKNAd6AG05+wE6i89HPPmAeGJDUAHHA41YUD2WfZXyUygNzAf+AC48hz1q1AoFOBY\nqHuHn1+GF6121fJY86FBBGkhRC7wNpCMQ4DOF0L8DLQXQmScaZMOtGuI8SkUioYgD3jfpZwJXILD\nOaY2zPdwbFMt+6zkYZf/y4GJZ9kfOD7n84BrjPy9QOE56FuhUCjAG0fDSnx8Krxo5ckp8bDX79WU\naZA40pqmdQcmATE49li/1DTtL8hPEEzKTu69915iY2MBCA0N5aKLLmL48OEArFmzBkCVVVmVm1R5\nCSA4U8Rx2MqaNY8C42rR37YzZdf+KsurXcq1Ge9+XX9fMnz452f5+dOACpPxvgZc2wiujyqrsio3\n/XLxmTIAPPLI7dhsvpx/fgcsFjsXX/wv53F//1Iv+kuR+pPnr+RG8HlrV678PzExkepokMyGmqaN\nBa4VQjx4pjwBGAhcBQwXQmRomhYN/CqE6G1yvspsqFA0O9pjri1pB3izxehKIRDk4Xh3am82cgg4\nX1dnAbzR3njiGuAXk/rxwKdn2bdCoVDI86IQ0KpVGTabHwCDB29k48YhzuP79vWhb9991fTpg/td\nw7Y0lx01T5kNLfU9mDMcAgZqmtZa0zQNuBpHnKqlwL1n2twDLGmY4SkUivony019Jg6zj5pQnUON\n99ubRhaa1Nk5ewdJd2P+3U29QqFQ1IQdUiktrYNTiAZITe0oHQ8Pz8Ez6Xg2vTuNwx2uedMggrQQ\nYhdVqXB2ARrwIfAGcK2maYdwCNc1TfauUCiaJEfwYMmFZ3tnM36r5vjpat7PE+681D+vZX+VuNPc\nJJ9lvwqFQgH6cHQpKV2kcliYLDhHRWVRUlLgob/VXryn2S5b88KtjbSmabO9ON8qhKhJMnYnQog3\ngTd11Tk49jcVCkWL4udqjn9DzTIS7q3muMDhCNOrBn1Wkuqm/mdgSi36A0jCvWBfjCPlbuta9q1Q\nKJouduAA0Pcc9HVQKp040Vkq+/uXkpMTRni4I9a+r28Fhw9voE+fG9z0t8WL91wJuDu/eeBJIz0a\nh8bY0+vWuh6gQqFoCVQ3IW+lZlmyvDGzqG0IPHeh7qoT3j2xqZrjZxuuT6FQND1+AYKBfkAgDl3j\n2XBMKrkK0t26HWPr1is4dSpCapOd7cm0bI8X79n8Y0l7EqTfEUIs8PTCEehUoVCcU2y0BLsyGdmh\n5cMPH8Rm83GpKaOg4Jka9GeW0VBPdeYf7nBngnGK2qfE3VHNcW+2UBUKRcPyMhCOwxk5mYSEjezY\ncTHp6dH8/PP1NewrBxhJVcKn08BfznJ88rxYadrRq9cBNM2OED7k5wdLbUpLPSkljnvxnidqOMam\nhydBeoGHYwAIIf51DseiUCiYBfifeT3YwGOpT1Kk0q+/juCzz+6U6oKC3mHr1re97O+UF232e9mX\nK3YccaPNEFRvolLbsdRW6FcoFPXDcmAakIsjnsJIcnKe4uKLdxIdncGIEav47beaRN95BmMkIE9Z\nBL1BdrI+caIzl1zyG4cO9ebYsR4AFBe3kdpomjsncKiocH+sirPVojd+PAnShzRN269p2lxN0+7T\nNK1nvY1KoWhR2HGkg+4F/I1KL2ghPmLv3n7s3n0B69YNw2pNa8Ax1jVyyu4jR85j5sxnsNvlaEMD\nBjzDqlVPVNubEGapwfV4o7XWU53A643NoBlJ1RyvSmxgt9c2QY1Coag7HtCVD3LZZVULYB8fOzk5\n39agP7NdqgIcjtm1xSqVTpzoTGCgvMNWUSG7zvn6utuBs2OzyTtwAwZsY+vWy3TtTtPccStICyHa\n4UjRvREYBHyjaVqGpmlLNE2ryR6rQqHwyGM4rKTkLFCaBv367ePCC/cybNh6/vjjTtOzmwNClErl\n5OSu7N17AR988LBU7+Nj59JLF3HihKfYpqloWpWwabP5YB523huttZ7qQtHVRssN+jjZixaN1x1P\nJSsrEtA4fTqE1auvqmH/eTjSmlura6hQKGrMVqB6RUerVu78K8xIcVPvTRwIdxTL75DSxRDyzmqV\n4+9bLObx8e32Xfj7V5kg5ucH8/vvAxg9eoluvrVT8/ClTQuP4e+EEIeFEPOFEA/hcD6cgcN1dHp9\nDE6haJw8BIQBlwHeaD6rwywusZHo6PRz8F6NkWQ0F8VzSYn/GUFY8NFH93P0aJzUOjw8l/37p7nt\nrbxctic+dqw7f/xxiUnL2ly7VdUcT6xFnyCEvP359tt/Jz29vVQXFeUQ/IOCChk+fA07dvzPy95v\nwvF7HXrm7w+1GqNCoXDHO1618vcvrb6Rk1w39ctq0IcrhQhRpWCw2zWysyM4dqy71CorK0oqt25d\nYtrb8eNLpfLhwz0BjYyMDoY+HAuN5otbQVrTtMGapv1d07SvNU3bBryKI4XNXUBIfQ1QoWhcvAbM\nxbHC/g0Yfpb9HcBbge68846QmXms+oZNDtmrOzm5Kz16HAU0/vhjAP367WbHjoukNv7+7m3zjh2T\n45YeOXIe//vfWJOWAveh7MzIprj4a6nGoSV2pTbmN0loWpXWx2bzYf/+Pnz77c1uz7BYBJmZK7zo\nexUO281K7DjMhxQKxbnDu1jJ1Sc4qcSKe8flRGrnjL5TUlikp0fTpUsKdrtsypGU1FUqBwWZx5HO\nyJB35xyCtIODB/WZX/+o+XCbEJ400huAcTgCuA4XQowTQvxLCLFFCNHSQgooFMBO4EVd3XZg81n0\n6b2/ro+PnT173juL92qsyCGUkpO7ShN+aWkA27YNkNqEhbnT1kB+/lGpfOTIeXzzzS1uWlcXdq6K\nHTtuok2bKu2MzebDiy++rGvlflzukTVMBw+eT1mZP4sW3eXxLIvFm+yMc03qmr8XfdPHDjwOdACu\nQJnkNGasuA+JKdOlSwqlpe5thu12O6tXP8fu3Z7ufYG3u5gyu6TSiROdiYw0mrft3dtPKkdEmAv/\neifEQ4eqYvInJsbqWleXZrxp40mQ7gj8E7gY+FHTtE2apv1b07S/aJrW3cN5CkUzpAwYgrmW4Hnn\nfzk5qZSVmW+FmeFOq7hzZ3/Tek1rfumi7fZDUjklpQvJyXLGre+//7NU7tbtODabu/W8vH16+HBP\njh49j5ISf5O23n2fyclHOP98OSvYu+8+zvLlN+pa1txcpLBQ1mbt3n0hAJs2Xck//jHTEI6qEj8/\nb5x4zJwfi/Cc1lfR8PQC/o0jBfM24CLPzRUNyPdetwwIKObgwaVuj69fP5yrrnqDCy+srs+vvH7P\nKozJWHx8jM+zTZsGS+XIyGzKyowmKb6+8rkxMYnO//UZE2vn2N108ORsmC6E+EYI8XchxDAcGQcP\n4rCPPhu3UYWiQSkpOc3PP49kw4YrWblyAjabu3BmrryLe+9jh4PZypW34u9/HnZ7KOvXDyElZbeb\n9pXY0LRiQ+2MGVO4+OKdxMQk8vzzr0rHWrWqiY1d0yAnR9Ygp6e3N0zEy5bdRG5uqLMcFFTIzp1f\nmPbXpo0szB45ch4AJ092Mml9yKTOyLFjX0ra6KysSF566SVOnuyki3ct8FY7VUlKygGpvGfPBc7/\n33rrH0RFZdG5cwqPPfZvqZ2vb3W/WyvuHZaq+20qGo5fgKO6uuPAS/U/FIUX1CzkZVbWBtP6oqJ8\nLr/c2+QltVGoyGaBKSldsFqNi/SMjI5kZVUlZbFYBMePG9+vbVv5eXj8eCyxscfP9NFe17pmc2JT\nw5ONdIimaddrmvaypmk/45iR78Kx/LqjvgaoUJwdM3CkVg4ExgM2Nmy4lWuuWcmQIZu47rpFbN8+\nrNqQYqmpH3k4mk1m5nEGD/6Jtm2LaN26lKFDN5KU9IjHPhMTFxAVVTXBFBe3JjCwgKlTZwDg51dO\nRIQ8AQUFuQtF1HQpKZGdKDVNYJyaLIbtwpycdab9hYbKofSSkmIAd4J0sldjtNnk67BnzwVYrSFU\nVPga0uzW9CFXVibbKHbocJKoqCqzjfLyVpw82dlguxgQYFyEuSLEIA9H19ZojIr65Ds39Y6FlM1W\nVssQiFagGw5XpwtxpJ1XnD3y/f7GG8+wYoUj+UpZmZ9Je3M/l6SkbdJi3TPZ1PT6lZfLi+qTJzuZ\nmGA4yMmRsxtmZhpD8bVtKz+LEhNj6dAh9Uz7drrWtTF5azp4Mu04CjyKI17Ky0BnIcRAIcQkIURt\n9hUUinomHYdNcykObfJnwNV06SJnYxo0aAsbN87y0I8dX19PK2o7R48+R2CgvELv3fugxwfe8eOy\nRnXNmuGcPh3oLGdlRfLHHxdLbSIjm9/KXq9BPn26rWm7goJAqWyxmDsK6u2nKyd1c0HaGztjsNvl\n8E2umpy0tA661jXbsNML/omJ3enTxxhGr18/2ZY8JCTf0KaKVOz2gx6ON/+0vU0Xd9fmFFu23Exq\nag8KCsJYuXJMDfsdg8NRzY7DL+GmsxijoopEqbR9+2XceOMKgoKsBAYW8sILr0jH/fzMzb+ys/e6\nfQf9YttBTWJSQ0GBHGLz9OkA8vLCTdvqNdVFRYcNbUJCZLv9Q4d64efn2CUzCtLNTwHkiifTjigh\nxJ+FEK8JIdYJITyrPxSKRsebOLbaqxBiHb16GSeF0lL323OHD39Fu3ZVAuzp0wHs29dHahMbu95w\nXkREDkeOmGtNAYKCZEePH3+sSiE7ePBGrNZQVq26VmoTHZ1OYWFzWt0nS84sFRUWw+KhkvJyWbtj\nliggJydVWtCUl/uSn+8IMmQuSHsb31T2XLdagxk2zKHVTU+P1rWtSWQVO+3aycL8unVD2LOnH5GR\nVc48w4at4ddfR0jtPC2q0tI+wcfHk9bSk5CtaFjcp2QeOPA7unZNISTEyjXXLGXjRm9jChdg3IVY\nDbi311V4gw393LBrl8O/pbAwiPLyVgbNbUCAuSBdUmKebvvgwV60b59p2JGqPhSnHtkUTG/jLI+l\nta5GtnG22UoIDpYF6X37+pKY2A2LpcIgSJeXN2/x0ZNpxxBN0+52KX+ladrqM6+aZgNQKBqArw01\nmmbSDGjb1r1AlZIir/y3bBlocMjo2NE87FlKivmDKicnhb59Za3jTz+NPDOWQlJSHOYCWVnRUjxh\nHx87R47UdAJtvGRlLZLKBw70Zt++fqZt9XZ3rVsb7cVPnpTDLGVnO5KYOI6ZCdLeOQdqmtwuJiaR\ndeuGER2dZiJIe2cuApCW9pu0nWu1BvH775eSkxNJYGAB8fFrGDJkPevWxfPbbwOkreKQECuZmeYP\n35QU+TdSUaGf6msS9k9Rfwi8TalssQhatfI2esNzmDuY/gX3YdYU1SNH/SksbEtCQhxRUZkMHLiZ\noUPXOufySvQL50qEMM8TMHv2E+TlhbFw4d26IztrME67QYA/dSrCTVuoqPCRyn5+8m8yLe0AFkuV\nkio/P5ji4kCSk2O47LJtBkHaZnPz4G0meDLtmI4jUG4lvYB/4PB4UJkNFY0cGzURaOLijrk1w2jV\nSg4XtnXrFQZNsXsOmNb+8ce/JAEqObkz0dFpDB68kbi4BFJSYpzH9MHtc3Kaz7Z8QoK8E3DkyHkk\nJXUzbesapxTMTRvy8mTnQdfvzlyQrsCbmKw+PrJGRQgLoBEXl2AiSHsfSzopaY18ZloHHDasDhOP\ntWuHs2HDUEDDbvczPKCSkow7IQCaJi8Mv/rqNl2L5p1prOlygJpEVLnkkh1kZ1c3z9mB+W6OFeLY\nuVPUjp+k0p49F9C58wkKCgLZsmUQ69fHs3SpHHHIcdwYds7HR74n8/JCuOaaVbz3nsPXplLTXYX5\nItqcI5Li4fTpAEOiK1eKi9tIZT8/eY7MzJTnWVdTkK1bB3HBBbux26uE5zZtSjk3ycsaJ54E6WAh\nhKvK7IgQ4nchxDogyN1JCkXjYC16sw5PtGuXxZ495iGH9Da3f/xxCUuX/lmKIuEOf39z2zC7XX74\npaR0Ze3aEWzadCW7d8sTpj5la0VF80nKYrfLDjOuqb316HcB2rfPMLQpKZG/V4dG2oG5IA36+Kpm\nWCzyuCojdWia3cRD3X2yGD2nT8sLrep+U7m5YVK5oMB87Pr4sF9+ebuuRTE1uT8U9YU3SXaq8PGx\nc/z4mmpavYtnIeb9Gr2nwhU5vOSuXf3p1u0YJSUBzrqTJ7uSlibvKh4+bDQl9PGRd9jeeONZfvnl\nGip31PSCtM1WgLeLrrS0z6VyYmIsSUmxbtvrs6rqnSALCxN1ZdmvpaAgyETjbTSp9B47Dt8B73xa\n6htPgrQ0owshXDMa6J8cCkUjY3n1TXRkZhojGdjtdrp3lwXXgIDTlJa2NtlqM6K3I6vEYpHt6mw2\nM2cSB+XlraRyq1ZGbUZTpU0bWdNrdFKpYvXqEZJpQ3h4LunpsmOf3S5PtK4a6YSEOIRA0pQ4MHqk\n69EL0pUam4yM9gaNtBA10fbKJhZG20QZ/QPLbk80badfZPzyy9UUF+v7rolGS1E/bKzxGfn5nheC\nNttr1fSQjErSUzsKC42hK/fv72No57qgB8jPN845eptl/QI9ISFOuv99fSv4/ffbqo3gcuLEITp0\neEmqS03tSHq63kna9b3kVCH651h5uTxvFRcHSOWsrCiTuby2gvQjgB9wOQ7Rc7Dn5g2AJ0H6oKZp\nBrdeTdP+hLfBVxXNkN+ASwBfHFm3zO26Gh6zRBTVoY/dCpmZx6QwY8XFrVm2zJGEY/r0aRw/Huux\nR3fpVX195RW+EO5tyPTCk16oa8rotf0HDvR227aiopUhQkZi4q9SWb896ipIZ2REs3nzINasGS61\nyciQMwua4eNTIZVPn3Y8OBIS4gwJU8rKvPdQ1/8O9A6VesrK5KQyZtFk8vMzpN+szeZDXl6oSair\ns8nI2dRprPeQ+8gN7rDbk9wes1pXGDLQ5eaGGNolJ/+ZVav+yr59P9b4/VsyFRVypKbSUj+ys43K\ngIICeVfRZjPuKrZuLc8FGRnt0TQ7vXodJD7+V8LCctm27XKpzaWXfsvatVd7HOO+ffrsq5xZVLt/\n5vz++6VSOSJCVt5UVMg206Wl8rx04kRnMjNlk8S8vNo4OE/BsWPier9uBhpXhl9PgvQkYJamafM0\nTXv8zGs+MOvMMUWL43LgMhwavAocQvTwhhyQB2qeM8jPz2hzm5oqO6/l5ISTkxNFz56HyM0Np3//\nXRQVtTGcV0loqLl2Um/C4KkPvY20v3/ziP9qt9sNmtM1a+I9nqM3cykulr3JfX1lDbdeE3TLLd+w\nYsUNUl1ubvV6AX3yk4ICh/Bst/satDVCeC+k6W0P9ePVo//8Zs6zaWmyliwvLxTQOHZMn5C2ek18\n88KO48EchMMOfQCNT6A2dwJ1l90SwM/PffSWQ4emStFbdu26kPDwXHbskDMldu26g2uvnUffvjfw\nyy9P13DMLZVsg6LE6C/hoKxM3lU0u2b6HAF9++7Bx8fGoUPns3btCHJyIkzjPg8Y8Bt5eUYzt6r3\nMvpseNJGA6xfP1RyUI6IyJHsui0W+VmpVwDYbK0oKpIVQGlpcvjO6rEBb7s59p8a9lW3eAp/dxRH\n1Pb1QOyZ1zrgQiHE2Ri7KJokmzCPb3qIxpclTQA1N38wS3BhtR7RlR0PtOhox+RUUBDMpEnvOI/r\nBcHw8FyKiozmHfptPL3GwpXKhCKVNJekLCkpWw0RK3buNA99V4ne9MFmk7Vtem29XlOSkRHN6tVy\n0KEOHdKw2TxnjGzVShakXW2V9WNq1aoMb5352raVbVdPntQnd5HRa+T1gjhAfr68s+IQpOH4cb0T\nZ0sKgWcFooF/UhXT9nfOjaOdDbOdObvdzuHD62qQPKUQs+ypZWV+9O69n6FD1xEdncbTT8vChbsd\nqpKSPHr0kEPpzZ79BKDx8ssvuh1Fx441s9NuqdjtS6XIFUePxnH8uH6x6qCwUI6B7+NjzEqqd57e\nv78vNpssgBtD4DmeB9u3T3M7Tn0a8JycMKZOne62PcDp08EGBc6xY1WOzT4+8u/UbjeKkvpY1HZ7\nTQ0ZXseRA8KM/TSmhEKeNNIIIUqFEB8LIf525vWxEKLxjF5Rj3zi4dhz9TYK79iJN5omvdBrFpe3\nrEzOBlWZLOTgwfNp394hTH/44cNceOEuXn/9Ge644zNOnZKD3Ccn/4Yef39ZANI7kbmyd29fqexO\ny93USEmRY2w7tDkepySDvbjdLpuGOITYKrp2NUY02LnzInJyqr7vkBArv/46weP76rddXTXHxcVt\npBBXjodrGL/8ch379q302K/+Wh440Mtj+8p055XoBXHHeGR718rfln5Bpo8N27x5FnMn0M9N6mrC\nAqAVDjO3oc7an3+eQGpqF3r2jOfgwX5uwxTKfCqVxBkZbc+eC0hL68SGDUPJyIg2ZNI0CwMJsGPH\nZ4SFVf2+cnLCWLx4PABr18ab+Ao46N37YC1MPIpovGZ+dUNSkuycvndvPw4dMr9/9QtgvW8IGOeC\n3bsvMLSZNWuS5LhYSevW7k2C9M+aZctuJDPTs0YajML/6dNVuyUWi2zqZpbBsTJ+fyV6M7bq+dTD\nMUFNE9LUJZ7iSP9Q3cnetFE0F9wnFnGsDhsTS0xrXR8cSUld+fbbm6XjnTufoKxMf7PLwnVJiUPD\nmZkZTW5uGAMGbOPyy7dw4kQnJk9+g8zMDk4NYCWnTu0zjKV1a++d7DZvllM9R0VlYbMZNRpNjeJi\nMxMEz+idMvVOm/7+slBh5rxnt/vw/fejpLo+fTZSXu5eK61/8Llu4RYUBLNkyWjDOVdfvYq+fUey\ndu3rpn3a7XbD4m3btivcjgEcoRddCQvLNZiSlJfL27yV36sxlXnj9ICvG9a4qT8brXwZ8CBV0U82\nAA+wdesrXHPNIjp3dggeffocYM+eh73oT04Y/PXXt9C//07+9jdZA51tlc3A3Dk0FxXJwvvevf0o\nKXGcm5sbzjff3GJ2GgCpqTWxQX0eaItjMaEPs9h8KSyUdyvz8kKoqDD3cThw4Hyp7LrAAUciKdcF\nUVmZHykpRu1zYWEIX39tvG7R0e5NO/QJYZKTu7ht60rls65qTFW7vHqfEb3QDbB9u2xn3avXEXbs\n+J9X7+1QhFVn+PBHNcfrD0/qnyGapi318PoeMLqnKpopnkKueR/uq36QY+tmZkaxdevlPPTQB6xe\nPYKZM//BxRfv4Pvv/0ReXtWquVWrcpKSfpfO9fGRt9tcBbmystb89tvlbNs2kNzcqlA/ejMN/QMN\nMKQT1wftdyU1tYtkI+nnZzOMsymiabIGSx+71Az9FqKPj6yR1WuO09PbExVlFBinT5/mDGEH0KlT\nKjt3utdO6pMZuF6vlJTOJuHlqggP/9R0ez819ZCkUS4ubs3evebJaCrZuVO2bW3XLpPcXP0DR9bS\nV2qkjYK0pxTjzY1EN/Ul1N53/u/os8XBf7niCqPZRHBI9aZmeXnyPf3TT9eze3d/1q4dLtUf9ZVN\n6fSOYJXYbLJw1apVKcOGrXGWH3roQ6ZNe4nly29AT9u23s7pWwHXqCBf01LSz+tNAfWRK1xZv36o\nVO7QIY2SkqpnQEaGrIxyaHPNxbPHH5/DiBFy+LyoKPfXSy+079vX101LGb1js81WNa/4+cnmIlar\n0YH1yy9vN9j29+8/jqIib+adl6h+V7nxKPA8CdKjcVh6u3u9hSMtkqLZcxLP9khFNC6nHVkDPGXK\nqwwcuJX//vdBrr56Nc8+OxO73cLx493IyZHNMLKz5VBSPj7ytpjN5jmqAhgFQrvdqC3QO6kkJLgP\njg/GLFTp6UZzkaaGfqvPzM5Oj34LUb/FaKY57tTJaMJw/Hh3Nm68UqrLydng9n0DA2Wtjqvj3qlT\nUaSlRfP775eYnnvBBXv59VejcJWaKkeWcdgkev4OCgpCKCio0v60bl1KerosuGia/NuqtJE0CtIt\nxUovE8+f9cNa9uttVkHoff6hagQIu8Fudu1aE8db32LSzvtI2l1r1y6LU6eMi3WLRY6sUFbmz7p1\nwxg2bA3nn3+A3NxwXn55GjfdtJzhw+XoN8HB3i6yxpnU3Upzz5aYl7ebbt3k7/yHH2502/633y4j\nO7tqDm/btogtW/7l0p9sy+7JZwYcgrnrXBgamm9qPmS3VxiE7E2brjS0M6O8XN79s9urdj70vhmu\nCqlKCgpCDUlfLBbBtm3vVvPO2RQUvCPVJCV1lRQfZ2qr6af+8ORsuNaLV0uOn9SCWOxFm5qHbZJ5\nHUfoch8ca7jaYbdvMcQS1ofyAejR4whgMThEFBbKmndfX1lQy8+vPheR3oPZx0d+oFVUVBjs4arT\nEujtzYqKahqVJJsqJ6vGgd5JqtL+3BP6Nq4RCQDatpU1/UlJXd2GINyzR7ZB9PVNNG1XUlIoaZ8q\nKiwkJ8vbrv7+ZTzzzBu8885Tpn34+BiFdKu15qYtYIzskZMja2b0jkCViwBjQpoKWoYw/ZXHo0Is\nJyVlt6lTsHv2URONfmDgabZtm+32eE7OFsmJuKAg0GAPD8CYe7CFJpKhCy2WlGQ0vfP1le93h/Bt\nYd264Rw82JtLL91O37576dXrAD16yLsankwFqjiAuaY/BYepR/N1WtyxY6bkaLhnTz+WLzdEC3bB\nYriedvtq5/96v4bK8JruqKhoZTAHTE42ZjlNStoh2UgXFAS6zRyrx5jboOr3pLe71iukKtHvoAGU\nlXlWAu3c+bR0L9jtGn/5y6fcdpv+Pm48NvnVq4AUCl0aVGNiB4BfTeq85TVgMo4Hkx1YCnxRq562\nb39SmuAOHeppejNX2qPpw87Z7XL4Kb3NbXXhyRx9yLeVPiRbVlaKJAAWFrYlM9M8bFIl+nEKYR4m\ny5wrgSggBJhXg/PqFn1IOf1iwQx9+Dd9H3qh+ejRHmiaeQY/vZ2fv7959resLDNtkawd2bv3Alav\nvhHTSqIAACAASURBVIYXX5xOaOgp1q4dJh3X28QD2O36h2f1CwkwCtxlZbJDpT4knhAakZFZlJe3\nMmQsO/sFcFNgq8ejmnaQLl36U1bWlZ9//ruXfbqPkuCO4lL34zh06Bup7EjqobuQ5y2Dfl8CcCJd\n3qHKyzNeR3dJhCr5/ffL2LevH4cqkphX9qWkgYyMPOWFg6SnMHllwF+w223VRsRpivj4yNpQbxyl\nMzJkwTc0tMpUQh99qLrETGAUXvPyjOHl9LtV3jy/KqmokOc4TauaH719Lj7wwMesXz9EqvP3zzVt\nW4ndLn+ODz98iI0bh5hEHarJwrduUYK0olry8mRzh/fe+38mrc7GZve/JnVV2z+ZmYlehZDKy0sl\nLs4Y7kkI+Wc+ePAGNm1yOPDpo0Dotcd6DWd14cnAuC2nNz/IzJQ1iA6tuPvg+GA0KbFYvJ1EPsIR\nuhAci5RnvDyv7tFPxllZ+pSyRnJy5DaumhGrNVty2LHZfDh5srNbTW9pqXztw8PNJ/jcXFlQLSpy\nry0qLAwmPz+cVauukeojInIMbS0W2bZVH2vWHcb3lx0W9b+3wsJAOnZ0LLyM5h3Vp0dv+njy76gi\nNDSf2Njvqm1nt++huFhO4vPii9N57bVnDb8pV8o97AiVlsqC8JETYTD0VahMGx2SBDc+5jx+Ilue\nYyoqjNFp/PzkRWZeXghc+gGMvQ3G3AOXzYEx98JdN2CP+5mklI5S+6NH3UfuOHVqNcXFa9wed5CL\nxeJHcXHkmSghjcn87+zQm5AdOxZb7Tn/+5/sRxET4yqMy3OPN3OBfuFtt6cY2ugdIr1RVlT1Jz83\nNa1q90r/+dPS3CuC9I6WZtGxKsnKOk6/frJp5ty5DwLG8J1ClONYsDU81QrSmqaN0jRNCdwtGCFk\ne7f58+8jM1O/Aj2b0OJm0QN+x2YrY926oURExJGSEsvKlQ957GXbtieJjKwSTvLyQlizJp4+ffYS\nF3eE+Pg1XHnlBjZtGowQjtW2a9B5MNrt6m1j9alTzdALhK6xkgHy82VNT3X2cObj9FbLoxec3U9i\n9Y3eWSctraObllXotzNdnQuzs800xxb27OlnsPm84ILdrFx5rVTXtWsyFRWyEApQXCz/Pr3RFv30\n00ip3KnTSUOkFf01dBeOTI9eWLNY5H70jkD5+SHOyA5GQbolxJL2fvemR48Etm9f5LHNjh0PS/d0\ncXFr5s+/l+eff534+LUcOdLD9Dx9aEZXfH3lnZSdWTa4+gV4NgyeioEn4iCsSvA6kSP/BvWLMjA6\n3q44mQOj/h/0+RouWgg3PQYXLXAeP54qz1uFhTvdjvfo0cnSd1BQEMjAgeaWnkFBhcTHr+Pnn80U\nME2T4GC9j4v5NXfl669vlbT+ERE5pKc7Yr5bLPJzxmhWYUQ/D/j4GOd2u12uM99Ndoc8H7n6C+kV\nTCdOuI8E8uOP8lzYt+9+Vq0yN4E7ePBbKWZ/YmIMf/zh8D0pKAgmK6tK7nDsvP3i8RPUF94IyHcA\nRzRNm6lp2vnVtlY0K4qL0ySvX5vNh/37+xi8kGvysDJiTEIAJfz220iGDduAj4+dmJgUrrtuLqtW\nPe62l4AAOYPTDz/cxMGD57N/fz8SEs5j7drhbNw4BNefvd7bWJ8oxWgqYGK3qEMfeSE8XJ9OVXZ+\n8yZahT68kF7raM5x9JoOBzXP+lgX6L/b6tKtgzG6ieuEnp8vb7dWamyE8KFPH1nLERaWy48/Xi95\nlQcGnubgQaOJUkmJ/DDSJ3kx47ffBkgOOAEBxRw6tFpqozc58ZTd0hW9Vkm/ha8X2LKyIp1mLEZB\nOoHmT82SM+XnexakAwPl/mbMeMEZqmzr1oH06nWI3r33M3q0rN0OD3GvkdYnWdqXf+beaFUMocmg\nM0M6YZWFHL2JExiFnX2lRo2lK8czZQ2nxXLCtF1JST7nnScrTp599g22bh3I2LHuTfLatjWGAW2q\n6COluHM0dqWsrA2pqXL85uPHVwFGvwb9LqoZ+gW9r69xoaZp8s6lN87ylegduyvnK7vdXiMF05Il\now3RO847z3znp7hY/o1kZUXSpk0RQ4c6fACMZppL3b5vfVLt1RJC3AVcjGPGna9p2mZN0x7SNK16\nNZqiyZOQIK/4Tp7sREWFL8uW6R0rjFvX3pGNu4gfAweuMdQFBbkPraS/uXNywrDbPa/s9Zp1Vy2O\n3W43CHvutE2urFp1nVTWayMrKmqu4dSbJ3jSblXxspv61W7q6xd9/NsDB6qPpqlPc+16zV0TBoBs\nArFly2Di49fQs+chhg5dy8aNgxHC1+A0mJpqdJCy2WTHUO9MMCykpsoa9vR0WUjXZxwzi8Vqhl4r\nrzeRMUYu6eC0LTcK0p6Fq+aBUYC12427PJWEhrrftUlIWEOvXlVCpN2u8dFHD0hthLBw8GBvg+Da\noZ17gV6f1S6x1M0Yss+D3BhOFsqCc6tWxh0q/S5Mls2zOdixHNkm1s/PXPDfsGEy4eFV98SpU+HO\n7+Cbb27h4EHzpCT9+u31MvRZ48ZqzZZ2PisqLGzaNNirc0+dkp83BQUO0ypXvx4wxnA2Q5950Cwx\njz48qLvfvBn651LlGK3WLGnXq6zMj9xc97bXdrsfO3bIGWtjY5NMbfAtFr2SKYDi4rasXz+MIUPW\nsX37ZbozNnPgwCoplGBD4NW3KoSw4nB9/hxH1PWbgT80TXOvHmy27MaR8MPcMam5kZMjb++lpDi2\ncDZs0Guka/t9bKq+iQt9+uynsNDcllVve7VjR/VagpQUOdubq2CWnZ0sRe0oKfH3OGFUsnfvhZI2\nsnXrUo4cWePSQh6/PsqHGRkZspOY3lzEHHerdc/OV/VBUVG+tD1aUWFh//7e1Z7ncMKqIiQk32l7\nWVbmeYGydu1wDh/uxfr18c7ECUb7aaOpg2vYJ/Duepn1XVEhxyvWpx3Pz/cuakdiYqxU1i/29DGv\nk5O7OsMrVt6/VXgTnaEpU4IjOonMnDmPsWDBPaZnVNqTm5GQ8L5U3r79MjIzjZnm6LWEE5c/K/fb\nIZ3ycvMFsKvjGUCmMFFMJF0J4UehKJITOsFBr9G22+0Gu/xs4fIe+Z0gu6d0/HiB5wVZJb6+so/H\nV7/2p9zXcY9UVPjy/PP/ND0vJMTKli1vmB5rShw/LkfgycqKoqTEO0dhvV2zpjkWW94kONFz6JB8\n/cwy3urDt3oTYrQS/U5p5S6oPtSiN2MdMcJogpGQ8JOhzs9P/s25mq8kJ8ewbdvlujN20bv3dRQU\nxFZrklWXeGMj/WdN077FkRrKD7hcCHED0B/4W90Or7FxBY6PPQYIxHMKy+ZBeXmiVK58ECckxDlT\n2DoQ1M68o2bxkIODC9i69TVDfUlJIdHRcjgcvW2WGfv3y9ZKrpPRqVNHpWPe2DJXok8Jm5ZWFZ7K\nx0d+6HmjJUhKkjWneu27kRzc7xI0fCD7EyfkpBJ5eaHY7dULqPn54VJoKF/fCjIzHeYJFRV6E5rq\ntTp6m8Hhw1dis+kfPjW3XwSj5trPTxaWahMRBowp48PC5M+t/20cOdIDqzWULl2STTTSzSPdvHt2\nGGoqKizMnPkMEyf+m4cffp/nnpPnk44d08jMNHdQ9PWVF2vrE9pAG52m2bcIrplM6cn+ZLjsePn4\n2Dl61GhHbLVmExpatViz2XzIFXmQOASs0ZB6MeR3hJiNYBFga01Smaw06NgxVXLmy8w8Ji3UTp8O\noFgrgeRBUBIEISch4jBk9YKMvpDRm+M6bXFYmLnCQm/+tj2tHMbcBwGOyBPffnsLjzwyh3Xr9MoW\nqKjYbahrauTmyg667kK/maE3l6jU+hvjMle/qF69+iqprP8NAGia58gtntCH4Ku87vn53jtfV+Fj\nMH+xWo02+MaEWlVOjMnJXU3TowNERWVjt1cXn7ru8GZ5civwjhDiAiHEm0KITAAhRBFwf52OrlGx\nG9jmUhaAN2lfmza+vvKEXfkgttt9TG7KmmmXHdRcqLNYthnqDh1aJWmPMzOjSE/Xx801ol/hRkZm\nU1HhmDCsVtnm1tutdzAGqLfZqraD9U5m3tjDHT4sax/0W8FGfvBwzOjhX9/os/Hp43l7Qm8jnJ7u\neLA5Ns6q8EZzfPT/k/feYW6U5/r/Z7S993W3170bF8A2YHsxYEhIgAABDvClJCEnJL+QQEg5SThJ\nSCWh5SQnJ4cUIJADCRAgQExxWde1ve7e9RZv79quLZJWK2l+f4y0mvedkTSysYHkvq697JFGo5E0\n877P+zz3c9+1IlUnIcHLrl0iNUcv+wSYGAOYQ75e5KyTnDk2StOZQy4jFxZ2j9ubezxOQ2Yq+Bkn\nT243CaT/2StrRjWhd9/dREvLdFyuVJ566t955PEvU1MjXgeyHF0QfkUMItuGVFiny8DGO7UmPj9Q\nUEFzu1h+7+gwBtItLWIyoac3F7VxPRTthsxOmHwEsnRJCtVGs79dWATm5vZTVxc6dnu7uIDo6cuG\n0QyYcAySAxUMBSiohgkVkNFO/ZiYiDALzACSksRgx+4ehflvwgNT4J4L4Mtz+G3hl9jw9xq++bti\n6bUfHsmy08XoaKOwHcu8IFcWg3QMmZahN28Jh9LSi4RgNyNjmPp6cQ6WfRBiOVd5TA6qwLhcYhXL\nanAuZ+NtNiOtTB67qqv1NCGFpCSPIakUxOrVB8IugM82rHCk71RV1aj2rj334WiZPCcwK5OPcLp6\nxx8V2GzixKEvDctue6dnDdsY8ytkWSftXES6gswjDYfW1hlCI0R8vI+WFk3H0uUSmxdjWc2PjoqZ\nzoSE0OAjNwpGE98HY5NFTk4/Xm8k97BIt+YHP5k5nWIwPzxsrTQKxkB6YECjYyhK7Jljmc8OMHWq\nyNPTyz6Btoi0Alk3Vs62GG3HRZpROPT1FdDfH8pYxcX5xy3ju7pqhMnT5UoeLzvbbL4wpiz/fDq/\nIYimNw5HBl/4gkjPYOErVLfmCA+5XMZMNoAilcpHPMCU/fD5lfD/LoevTYbsBphQCcmDtHaLwUjv\noDFx0NcnnmNXbzYkRKBu2bz4FZWqWvF6aW4OLZ4HB8VqWndfFvQXQRitdFId9LpUwTUzLc1Jfb0x\naZEmVTzsngDNJH4MphyEvDotc55hp2JA3Dd6AuDDD5stds3nIOSESLARXa4iWZFZNevDaG0Vx315\nroxF/m5gQLwnghWO0dHYe3zA6JSYmGisqspVZVnUYM+eizlwQOZJh3DkyA8sncv7DSvUjusVRTml\nKIpDUZRBRVGGFLkV9F8C4UwcP/qcr0iQubj6QLqpSZ74jc5K0WEmfRcZZoOx1ytOHLFkOOXSXGfn\nYQDGxsRsfCwDptE4JBTcnM7g1t09UQj44+L8tLdXR3iFeSCg4YN3sxuTsl9ut/VFihx0ezxaZsNm\nE4MEK3Jyr732KQPXcOrUVoHeYbPJgbQ1mTpZ91TmMp9OI2sQ8jVrt2tl0t7e8Lqxvb35jI4mCxJS\n2rHeHZfh+ueD+LmeeeZumpulcWv5s1R1itdfYqLRVh4gM126xjwpMOmwlu21ecExDWbu0J5UwO6Q\n6EVxRk662y1WvroH0iE1wriYoJ1DZYt4Dfj9oSDd4xEVN3ocqeCNco8NT6ahRaSktbaWGHaTs4ZD\nQxnQdBH4jBWgcikZMWNG00deT1puwoyFdyw36U+f3ozH42LSJPF7MqPFmEEeBzwecVEm08eMya/w\nkPcNHsvnEyk/kbTT9dDTNABSUsR7qaurkaysUGjp8SSwe7doZ+73x0fMqqekRDMROjuwcgX8HLhG\nVdUsVVUzVVXNUFXVepTyTwNzvVVVPcW7797D1q1XcPToq+f4nM4+ZGUFfSBt7FQ+He5t7BzNSZOM\n1qAJCadnbgHGoHt4WKMd+P2xi+QH0dYmZgr0g4bRXtXa4NbfL2YIuroiudI1RnjOB0TKZp8LiIuh\nWL5bOdsPWoZIVsGwOsFdcYXY9JKS4qay8t3x7bg4uQJiLZA+ckSsIuibv9zuEaHZ0u9XwqodmEG+\nZp1OLWAcHhYz/fpyan39TOLjxwz0jtzca8jMXEZJSTEej3mD2UcXYkApq7Sw6CWYuY3qXjG4kzmr\nQeTliNetfdimSdTN3KkF0BPFe7LfJV4r5g6XYnDdNZAMKRFUkJK1MbOyU7xnEhP1Y6mYNe0eTAJv\nlJ4BdzYNHeIYMzoqjuler4eCfHGsbe9Ngxl7YWAaNGyAoVAw3uxvE7Lc2dkOqqtLIp/Hhxyy3KT+\n80XDwYMXCrSN5ORR9u59TNDUHxpK5/jx8ywdT+7xSEgQ50ajgk9kB1095IravHmn2L//D/j9YgLA\navO1bMwiN8N2d4sxVn9/jmnfzFNPfT6sVKhc9TtXsDLT2FVVrYy+2z83vN4O08cVZZhNm37PZZdt\nYeLEe6mr23eOz+zsQm440TfR/eEPMkXegcdjDHIjI/rE3deXI6x68/N7aW4WbUTlwc2KfFAQ8k3p\n82l8RLnwIpemIkHkdmkTSBByST+SK5Qe8oA9PByOD+Y3NMgZ8cFqScu8Y9mONhJkjnJ8vCNwTFFC\nyqr5QEtLEeXlohqI3b5DtyUeV24YCoedO0Wb8Pz8HpzOwcDxxWrC0FAGPp/1xYRMMwpa24+OikGZ\nPpD2ehOZM6fWICEIms51cfEO9u79mOVz+CjA7xcDSqGKllcN198OTetpd4qLpZQ0czmtwgIxiGwY\njCxD2TssXisZqcbxTlXEMbZnOAGSIxR9A019J/vFoEGf9LDZxARFz3A8qFHuMV8i9d2yNrHYQN7c\nfESQPhsczGDQHziPvHptMZHeAY3roPM8VAVO1oqLl9ZW0RUyPL4EZAOLOTOfgvcXcq+DzP2NBple\npapbhG0rduNByNVMmRMta4k3N4c3TpEhN8wDFBb+CEURF5NWm6+3b4/cHOlwiPNZuMzzvn0X8dZb\nV9PXl2N47oOiDln5tQ4qivIXRVH+LUDzuF5RlOvP+pl9qODBCo9w4kQ7LS3fjLrfRwVjY6OGQDoh\nIfQ91NTMo7dXLC2dOnVZWHk6I7xYyYxu23apIYvW1CTa1xp5x9YHNzkbGhfXGzimTBWwHuyVlsoN\nYaFSrcyHs2JEApqmph6ysUsIdYIuqcuVbMiQw9kzR6is3EpPT2R9YiPv2FqWF8DjERdJwUy0nJF2\nOmPhXYtd8n5/aKEha7waM+LmGB7OEmgUNptKQ8Me4MwUYcCYBYqL0+45n08M9GTlkoKCLt5918gL\nD2LRog9e0eX9hMslBxK6oO7yb4EnAwqP0Tckfp/ZJhNyf3836emh442OJlIVZazrGBCPW5BnMtFL\n1KEBlxK56JHkhLFkjjvF5M6sWfXjTaeyOUf3iIX7S/HSIH0cWZ/abhcpY/buXIiTsoAKULQLJh6D\n1gsob5JVLaxcY9cBv0GrXJ1Es7L4cFBCjNS82Ar08v6ybKu+/yEaZPqYPLfI23JzdSSYuRXOnNnI\npEni2GV1XiwtvUhowk9JcQuJR7dbrB5FmsNvuuklpk5tZtMmUfc/kv342YSVQDoTrbV7E/DJwN8n\nzuZJffhQRny8tZt47dp9hmzpRxWtrUeEFa7DkUlRkb50rPDKKzcIr1m8+CSHD19r8R3MOb76m62j\nYyLPPXe7IWCXm4HOZHCTKQDx8c7Av7K6hvVg78CBC4SseGbmEO3tVYH/i9kmOXsdDkYuWneY/XYI\n23V1s03eo/oMuYpOYCGQBKwnOMmVlGxg4cLLSUubx5YtD4Z9taxvapUuAdDfb+5GKZf1ZC5wJMiB\naWJiKKKQF2mx2OzKPMPubu26HRmxPmmYQa6OBK3tVTUyZcbtTub1168Nu3ApLOzm1Kndps999KAa\nsodNTTNgwatw3R0w/+8wOAlSHbQOiAuOCYXdhvujqUlU1+jsKsCXKJa5ZVT1iMeYMtHIkbZJ5zg4\nauFeGCmg1tcs3AtZWYMcPvwcYFxU9rh8oERxQ00aomFEzJjLGU2nU3TCtPdlQlKE78CbQrldHF+T\nkyN/Z5ok6uvSY13AvVFed24g8477+63zjsHY47F0qZjUiKWpvazsfGG7oCA0J3g8boFzDMZmx0gI\nl72Wz9fqvKiqNkP1tbU1ZA7m9cpNnJGryi5XOjt2bBAqlHl5ffT1hUswnT1YUe242+TvM+fi5D4s\n8PvDNRoakZTkobr692fxbM4durrEBcHAQBZNTdOFwOK73/0RtbWzhf3Wr9/Fvn1PWXgHo44kwPPP\n387bb1/JP/7xMTZu3MbwcIYhu5iSInJBjbxj60GUXB4LTkIyVSAWugjEGaSOmpt34nING7ixFRWL\n5RebQqY/xMWZl7EaGkSRnbq62SZluu/S21vI9u2XWnpvI25G6xvwoDWZ3kZp6W8oLtbeOyXFzbx5\nfzVoMgehSGOvVZ4dYDDACPJO9dlCgKamIsvHlK179XJUcrnUmm6qBjnT7PHUBf4VKVCxTJ5gzKAH\nF5I2m6xcIl4zFRWL6e/PMdBO9GhqMrfv/eihWfgd3e4kutd+C265HpY/B80XjXOa24Y8wgIpLc1J\nZ6co0djXJ/KfO3uyIDmyo+vR4W5h3MjOHjQ0CadIgdmg20J+y50NChysEGk6DofG9zfYxI96wLB4\nlZDWRb1brGjIGT6fTwxSugZSITlSVl41KHfk5karWD4Z5vGXAWhuPsHWrZvYtu0yTp3aE+VY7z/k\nBbvsjhsNJ08uifi8Ff37IN5++yphe/LkdgYHtYDUbhfpe4ODGXg81scZvz8hrNScHlapHWDUx/Z4\n9NWJ2B1kPZ4Uwzzb0LAjzN5nD1ZUO5IVRfmSoii/URTlj8G/c3FyHxbY7SLvORpHMi4uUhOYGbxo\nq+2lwAcnKi5jZETkLA0NZdLYOIt160LqHN3dhaxdW0pdnTige73PWngH8wbOnTvX87GPvc3VV/+D\nqqqFeL3xhpX3/Pk1gu22kXdsTZMXjJnL4OR7OjJ1esjNgUNDFXR0iKv5wcFMy4ObMXNuzi8fHhaz\nRnV1sw0ySQAFBb1cemkJW7Z8w9L7i9gibb+IzSb+5tOnt1BSYk51ko0CYlmkNDbKbpRaAC2rCVhx\nSgxCVqDRX0+yAUUsWqxGpRctMIlGwYiGzk6xESjYrBTMTAcha5Q7neksWXKC++77L6qq5oep3Jw9\n2s+5xMiIKFna1DQDtahE2xiaoBmSBJHopsMuaj63tooJlCGnOB7a+9IhNUwgnZQFq+/Df83NtLSJ\nWbi6OpEjnJ4mjl39w2ECk6wZ8Jm98EAbTNYWfmUN4u+XlKRRyOTxsMfjgjDjRehEOml0iffQ5Mnt\nov2yIn5euyMxcmNkvJtyqWRfVNQYdoGtYXuYx/uANjo7P8tll73Hxo3bSE+/gb17fxtm/7MD+btt\nb4/uV6DHj3707YgVU6s9M6BJYer3t9lUqqs1usOZ0scAdu++OOq8Z1X/Hoy0uMTEED3JZhMrFT6f\nfB+oMO8NWPUU6PTIZeUSh+Pcm/5YoXY8B0wErgR2AFOBaLWZfyo4HGJg8sgj36S0dE3Y/VNSYvF9\n9wOLgN8C5cB9wLaIrzhXCDbdBRHMxO3ZcxHnnx/SF+3pKeChhx4W9l2x4miUwRLCNbydOjVX2HY4\nsvjxj78tNNsVFnZTWvpf49tyCdJohRwecid/kFemb6oBbSERC+Ryvaq2jMuUBRELBUUeCOWydQhi\nhss8Ix3ChAn/sHwOGjZjJqG3erVRczYlxfgYaPJ9esQiLVhZKQbI2dkDeL1j5OWJwWlZWXi9URn1\n9eGl6s6ENiRXERISghOAGHzEkpEHaGgQF67B87XScDk8nEFT0wwWLqxi7dpSXnrpRuH5pKRojaof\nDZw6JaooHTq+AHIaNWWJxGHI0EnMJQ7R3i1my4aGxB77UZ/ISe4ZStL0kmUkZcGXTsJVv4RN/x+V\nTeKix+UWF6E52WL53T4cZlr++K9h2lrImAyrlwFQ1iUGx0FdYtkyvNs7pH3mSLCpOAfzBTfG+Hgf\nVVUhVRtV4nP3OW0QF4EiltxPh9pFX1/ou01Lc7J///+GeYGbSI2FLS03c+GFIb+CSZPsZGT8d/j3\nPwuQ5xqrPS5BOBy5nDixNOzze/ZcEtPxZM+EgQGNgjQ0JMYtsVTSgrj99v9j9ep9HD1qriIyMpLK\nD37wn5aPNzgoJiH0Y6sxCaAvW6pw9Rfh1mvgk/8O91w4rl4jJza83kbL5/N+wUogPUdV1YeAEVVV\nnwWuRvPK/peBqoqDVU3NPK6++i3+8pebGBjIMmS+ZEOHyHgYY0D569M6z/cbiiJnzbRSi9ebyOHD\nK1m/voRVqw6ybt0OXnrpRqFJIi3NSXm5mYmNHkbVCb9fMQTS7e2TcThyDd+zyxUK0mRN3qhNFbYx\ngmoMx46Jg0QwIJPLo3KGORqMvNs+hodFbndvr/WyYH+/uPKW6SxByKXH2to51NXNNt0XNM5bQ0Ms\nVu3WqUvTppk3HRobA60P8vv3i8NPQUE3tbU7DWoCdrsxCx8O5eViuVXfZCtfB1bse4OQFWGCi5+E\nBDHzF0t5FIzXbDCAstJ0W1Mzn9HRRKZPb6KyciFtbeIiS7Yc/6hCVcXPsa8xGYYLYcYOSJKSHSn9\ndPSJ35XXK167oUWQBocrzPS57DYt2AVISKWkXqSOpaVL9AlJBqzRYRKYZkyGOTpFlUwtC1omyR3O\nmVOLw9FhaBLv8TnGA4+IcObR0CpmGHt7Q5l5+foacEfhx6Z3ggK7j4pjussVznl1c5jHNUybZqRy\nzJ17Cr8/Cv/7fYLf7zf0uMTSwBfE/v3mi/zOzgn87nefi36AeLeWnV3+NH0DcqZZ01J2ucSmTtlt\n1yoqKpaGHfOOHFlBba112U45AaBvhpSTACc74zV5SsUPF/wPXKCrPORXw83XQ0qfoXcoPt6qN8VR\n4N+Am9B4+acPK4F0cMkwoCjKEiALsGYb908C2ZSktnYO/f253HLLX8jJGWDlysMCF3HatFZagNfx\ndQAAIABJREFUW612v5s5I34wNpcy4uLEDIa+1OL3x7NzZzGHDp3Prl0b8HqTDJnd7u5omXVj5qGm\nZh4jI6EVZlbWAN3d2uUm80iDboFer8cQSMtZy3GkdcHn1sB/JsJNn4aEEbZt24jPF7oVCgu7GRiw\nGyajlhYrblMhyA2SSUmjKIpsO269yUwOeGRB+yBkikNjYxEHD55vum8QNTWxUIqsX5/Tp7eYBuky\nXSIWLda+vgJBhcRmU2lqek7YJ9ZFz+HDK4UGvOxsB06nxkE3mhpYX/zIZcegCoJRQis2jnRp6Rrh\nms3N7WdkxGHIng8Omk+eo6MpAWMSxeDuOGVKO6pqkmn9iEF2SSsd6IDeueazXmo37QPihKzEiQFv\nUqL03YYTcpoiLvS2S5znRQur8Xi0OaW3t03g9ns8CTQ7TTLHy24Hm666kaEF0m1qJx06mk9KipuD\nB78tNJk5nSn0+YciB9Kp+RCfAmOp1HeKFRefL5ToSZYb7ZxRFBuSh2E0jfeqxcpIdnZvmBe8G+bx\nCG+RPCrYo59N9PW1Cj0TbncSfX0FgArTd2sulxbw4IOPsWeP7MNAoN8omgqGCjferGVnr/sMO+rF\nRXhCgjYX2mxiQk9WfYoFMp0uiL/97bqYjlNVJWpJ6+dteU7Y3+WGm26C78XB1V8yHmzmdvjqDA62\nygmraJVwgK+gKcG8CLwEXAB83cpHMIWVQPopRVFygIfQfLJPopm0/IvAy4QJYqd1Roa4Ip0ypc3A\nQW1vt3ZDgVnGzlyz+lxDXiFGUxaQm/ZstmhuacbMl5xtnDOnlqCig2xCEcxAdnRUCxJlg4MZ47bI\nBlx9L0wN/DaLXoGP3cfISKahPFZV9TrTp4vZnldfjU31UTbYyM3tIyFBDH5lKbdIMJbzjROu3+8V\npPZA0y1tb59iaKjTIzZHqNjcKOvq/mx4LDHx9K1rwcjLS04Wzz/W43k8KYbgu7n5UODY4kJaNiqI\nBJlSkxbgw8rBeU+PyM+NhpGRTHp6xIC+sXG/YdGvN38Ih7ffvlKggOTkDNDQYE7JOTdwo003Hwe+\nz+nInjU0HGTSpNC47XYnccx2CMIpDMT56ZEk4hSb+BulpojbDmcYOs5kMdt4bOp0gdqQk+3g+PGX\nAGhrOyTs292TCwmjWjD+b2/CJ5+CzGlwueSgG8hIo0DZSTHISU4Wmxkra2eguvJCFIw43YIhPhmu\n+QM8aIdvOeDyVdR2hzd6yZAaevtHLEifDU9kS4/Ik164sHJ8MaGHPvsN8MQTX7WkktPefm6aDnt7\n5b6hdC1jesNt8Jl1cM8a2PQ1C0ey8dnP/s7QW2SpQXreW7AgVO1tGRYX5cHFdEKCWEmPRW1Ixi9+\n8aCB0rZ790U88UR4ZSYzyI31+qSPoQLssRAQJw3zbpuY8MrKilZ5qcO8F+1R4L3o72kCK6odv1dV\ntV9V1R2qqs5SVbVQVdVzy+7/ANHXt02YnHp7c+nomEhSkvaYovjJy+s1TNxDQ2LHtzk8gBmfOna3\nv7MBeYUoy47JkLOriYnmGdMQjAOpHEjrSz+NjUWmz/X1WWyqmLETFv1NfGzlH2HCMUNQMjT0usDj\nbWubTGOj0cgiErZtEwXop01rMTSqyFnmSDhxQqQfyJlngJaWMiFIdTgyx7ufI2Wlp05tDfucEbGJ\n3ttsxuaPM6FLgJEXV1goLnbDOV9FgnwOvb1aVUl2B4vEN5ch234HDQPS0sRFkMFxzwKM53vMUJmJ\nROkJwu9PMOi0NzfHypt/P7EI+BFamf8HQOwmMc3NW4Xt+qYpjMU7NapBGLRJnT/ZmUPStvib9Q6Z\nBNKJGZAvLqDVWRs4Vl0kPNbXp6nb9PeLPOzuviyYkgN37YB5V8PKe+B+cUGvnUyI01/WKGYaL75Y\nDEYrmnLBnaXRQ+7YCt92an93lsB3XLDiM6DYIC4BLr6cmn5xkat3Y8yVnB07hixIn7mzqfI10Nsb\nWqimpTk5edJozDIyIiZXSkvXGsZRM4yOWplvzxwOh1hRdDrT4NKHYOkLoQcvehy+WgTZjRGPVV29\niIcffmicY33w4Co+97koaleZrVoySIc2lzinBOeY1FR53LJOdZNx8uRSvvvdH7J//wV0d+dTVnY+\nX/hC7GHgoUMrhe28vL7xZlaDrOCYNZfC6lHxnp4yJZp5z23IJlsh3MN7791PSUkxO3c+EmYfI6yo\ndmQrinKfoiiPK4ryX8E/y+/wEcepU6KeZX39LMrLz2PmzHo2bChhxYojlJVdaMjWer1WAhPz7mRV\n9fDBWzgbL2xZdkyGrFUsUyNENKG/mP1+hc7OQoPtuP57lQPBYOZ1cLAx7GsErP6l+eNzNxuC76ws\nUdMylk7qILZvv1TgpaWmuliwQFQqqaiILIWkx7Fj5wnl/OxsBy6XONm3tYmVkO7uApYu1QLZffvC\nN8jOmtVAfb3VKkpsNtJmtshyljcWugQYGz8XLhSzcLFk+oOQg3OXqxEwdunLQWckHD0q24T3oqoq\nOTniIsiqBKIe8jXrdtePc6VD72/NaljWu/Z4rCoP+YHvAJ8mnC58bCgnyPEMIfbma7dbpNY1dOSC\nJw1y68K8Ao5LMfbsWY2ClnR+rvibtQ4qMP9auGMb3FsOi2+CeZ/QglI9Zmygsk38rRSb9hk9HrEi\n2dWfDl97HuKjXL/pEyFJuwfKeiL3/p+0J0BWNtx7AmZu1CgiCSlQtMG4c+4cTjnFzxm0cvb7/QZ7\n8AaHF1C0rHlKmOqHNxkUqKwX75vu7hJ5R4Mz3bFj5/Hii7dE/HwANtu5qeK6XOL7DA6nwvqfGHfM\nboJbroO4yEZuf/rTXSxZcpyLL97JBRccCF9JDeJj90GWGFu0ecQKeTDBIo8FFRXWVYzM8Otf38ea\nNQcoLOzmwgvLqKgI3zAZDk5nhsGRsLn5MGBs4uz3Sok4f5zWKOxNgKaLxx9u8bcLiZPc3H7q68NV\n1PxE5kM3ccUVT1JcvINVqx5mzx5r/WpWqB3/AIqAE8Ah3d+/BDweMWMQLP9WVS1ix45iDh9eFdjP\n3B0vMsz5YJrG7rmXcJGRJskyRcua/eMfHxe2586tZWDAaECgYa+wderUXCZNsnPsmBh46NUUNm++\nSuCxTpzYyeBgDx6POLi5XClg88KkQ3DRL2DNk1BYDgtkkf8Apu8y/H7Ll4vqGnretlWoarwh6JLp\nGO+8E95lTsboaKqBftDSIp6n0ylmZhyOrPGg7fe//9y4yH5rq1Gyqa1tp+ExI4aJtdSemWnMYJ8J\nXQKiGwvIUoFWIHPwfb5OuroahKZOjydhnLNvBUeOrBCk/dLSnPT2tgnGCQB7966N+XxlpRNFaRWs\n6H0+G0eOrDitYyUmWhm/QOMW/gRN43cZEMHa2hLMMuFeYh0P4+PFMaGhKwW6F5irbBRdCjMv43CP\nT6iq5eb2U16uZU19Ph+FBaKm8oGLL4dbXoOZl0LhYrjxL3D988bjZ03j5IAYINkStOt/zCdG792D\nyRpfORoUBQo0W/uDzsi0rIoBJ5w3HVJkh0ETZE3jlFccs6dNa8Hr9dDZWSNUZ12uZDpz0+H+Fi1r\n/vUuuNhE7jJAp6lqFSuaiiJWEk+delzgdg8OZlBbO4f/+79bDdU4GfHxsShlnT48HpHW1jMYgS4x\n8ZhmQb/sOc02PQyczgz27l1H1HAswak1GEpok4xMZs5sxO/3MWmS+J5bt14W+fjnCMZKmrZol10Y\n+/2B7ZYLoWUNDE3ULOjjxzQuepuWWFMVONUgqnQ1NYWzoS8BrDWmpqU5iYszuZ9NYGW2SVZV9QFV\nVZ9WVfXZ4J+lo/8TIDFRvEHDyXTpM4UQcseLjEiTw94Iz50bxOrAt2XLJiFAS0rycPiweRNbXZ0o\nmi5bnQIsWFApGKv09Eygs1PUzKyqesugydsxkAQPJcK/nw+bvgFX3Q9fXAq2MDfQ9D0MDcm0FLG8\nGSv1IPS68HSY/v5sjh+3FugEIVOIurvFQFpVxbKWy5UyrpPd3V3IokUnufDC/cyfX83mzVdJ+1op\njx6L6XwBQ48BGOkSbW2xabHK5y5DznpYgbyYstn6aW0tEx7TKEDWg3SvN8lAGyov/4uBftPSUhTz\n+cpKH0lJ4oKltzePsTFrvEiZcy5bQ5vj28Bh3bYH+IWl9wuPcE1jRp59JCQkiAu1hgEFxkzoPp/4\nX7hzG9yxBfVTazlWJdK3Oju1wKWl5ZjhNxtealLhkbPRAVQijh8FwSyvRJPqGkkWmwplNJaAPWCU\nla9lGHuVfuobw8t9nnR2QorFio8tnv6cHIGGkZw8SkXFZtrbxfyZvTsPbr5Nx9e2waU/NC4EAkYw\nVd3idyPPrT09olzh3r1rWbXqEH5/HHfd9cx48/boaCIVFYuEfYuLd54TRztVFbP1jpEopiGLX4br\n74DPXwAZZ3h+kw9CnLFS3Y/DwH8+efI8gdoxOJjBkSMr5Zd+IJAraSMj9Xg8boN8aa/aD42XwLQD\nMG0fZOm+v/hAosyuVfKqW8RF4thYOLGH2Mzy1qzZT1lZ9HDXyozwZ0VR7lEUZZKiKLnBv5jO5iMM\nudQkN5AFIXfHh9f41aMpwnMfrCmC3+8zUDOslImN3b3mC4KuLjHTL0vegXkAJrsY9fdvR+aUdw0m\ngBKD6kCyg+rWyE1Ze/bEnjEE8HrD6wOfHi9WvM5GRsTFWEKC+JuNjcVTXr6EgoKuwP7plJVdiNOZ\nZsiWK4qV8mjsgXRBQS9dXWKTjkyXiPW72LJlU8QsVWXlgrDPhYOcxU5IGGFwUKTinM6CSv7NRkfF\nYFGmVViFPHnKpVzLyiV51YaGtci0rCB+Z/LYS9beMyzCTYAlMR0lWVK0aRhyQ4FkAJUxBVZ9PrRd\nOIujDeLvm5ioLS47OsRScWd3rkaviITe0MK0Mk/kp86Z1Uhj4yFskttgl1sK9vtqwdUP7QdhpAeK\nimEsEIDmh0r1ZVXmC9FOewH1/hYxuO0qh6ad0FAC/Q0w2AZNIZMtcudQ0yieb1fXO4a+H3tvFuQV\niW8YlwCX/SQg13cVXPkELNfmzCqH+JvIiZqJE8Xxp6Nj0rjc3uHDq5g5s4ElS05QUNDNs8/eYfis\nx4/fZvodvL8Qz3nQpVvMtqwBVyaMmDQOZ7bBxu+e2VvL0n99gf4HBdo6xCrZkiVi/KD1F8VepTsb\nMKv8NTTsE9RQentzGFU8oEZYVNpUGNXG1sZekQoVHx+uorY75vMdHn466j5WvtlRtHbGUkK0jjMT\n3fsIQb7ZwxmxdHWJN0+wGTESfL5wtAf4oCXw7PYagdrh8STQ2RmhWSGrCabvos0uZiPk7y+IuDhx\nUDXLdstKGmBU7khKajSUodsdUcwteudC5zLhoT+/vTKsY2VPTx6PP/5A5GOGQXd3eDWG09H1lCkm\nNluLtC3SLoaGMvD745k3z5htlrPCCQlWjDgqDY/4fGLDkceTYOCU19a+Pf7/4eF+Ibvn9cYZNLKt\noKxsVdjnTqeMKXPrbTY/o6PNEfc5neOmporl/FgVRoKQM92zZ4v836jSinEeuOaz8OUF/DlOnCym\nTm3D54vUp+EDzCarU5xZf0e4rF1szWR50qKicxhIE6kZLL5J3C5cwq5W8dyDyj2Dg6L+e3t3NqRH\n6BlpLyOoNgTQMXUube2h/VNTXTQ2fo05ReLnbfHqGgf7GyF3DqTkwOTzIS3we/sCwXdBKJDeWW8+\ndu04Mls7jWAg3bwXCpfAjPUwsxhyZmoZ5Qzd2J47l6MN4v2YkHBy3N4+iK7+NEgzoTmtvEdzX7xt\nM6z5Ktz9KABVLpEWMWVK6LO3tlYwc2YoseTz2fjRj77D/v2rWbUqaDCSSUXFEgoKutm+vdgwXs+e\nXSdw2s8GbDYxiz7oCgR6zWu1rGnKIPSEoZ0tfxayTBpHrWKGRL1zhBZPciOsDFmG84OEWeWvq0us\ndnR0BZIL0WztA5X/9iExcSb7FAShqmLMpZctDgdZRtMMVgLpB4DZqqoWqao6M/AXm3zBRxjGjLQ5\nYV/2pE9Pj87Z8nrDB9sjI5Gy1WcfdruYedTKamE6tJc9D1+ZDZ9Zz8MVYtZHG9yM2XmZK1xQYCc+\nPhRcrV2711QLWpZwS0sbMfBtq/oiTOR+G4wlaY1HOhxtzgrbjFdVNR+fL0oJLwwOHQpP3YhV6xiM\nWUhZTk+WPwtm8GXq0Zo1pYYmQFmD2BxiQOP1xvHQQz/iiSe+Ov7Yn/50h0EOcng4REHp7xeDfy3Q\njD1bcu+9/2Mo8Wrvlcb27ZfGfDy9NjVoGqeKIgZfsViZByHbf8+YIU6msWho6yHrmsu/vVvObuqR\nOAS3Xq2p1gB2tUc4j4yMYWpqtoZ7NbAV8853P6DRIbq6GmhpiYXb7MdcxQg0pRhrQZLf72fSJHHy\na+iVDG9yZsHlPxMfm7CMtx0VjI2F9p01q4EDB57FR6Ow66nOLEgIo8vr7IWcOZA1DdTAORcs4L/+\nIVZJiot3MG9uKDgdG4vn7ZTAb9ZYAjlFkT4mTAqV6l/rNl9olNQFgs3UfBhs1ZwRzZA5JXSu+QvY\n2yaO2VlZDpKSxPu2ujMl8mIiiNQCiE+h0d8qmGcUFPTQ3KzNM9XVIhe1vn4W9fVzARsNDUUsX36E\nhAQPa9aU4nBkcvDgat5445PCa6ZNa6WsLFr20A0UA5PQmmR1z7iH2bHjx1RVhW9ujZds1nucgXFL\nrwYzfY/WFCdbXCsqTN0X5fzCILMFZks9VZnt49nvPccim8JUV0fuKTmXMFb+hnG7xUVae08gYZYc\nRSEqoI3e4RIDblkoQcMgqirOcddc8zrR1l4LF1Zz8OCfIu5jZfaqBawQfv/p4HT2C1lZrzcu7AV5\n8qQ4oZtJk4noC+tMB+ByWW32OTsYHKyTtsNkzTJb4BNfGOcfV/prGBwMcaBycgY4ckQ2nfEbGiGO\nHFnB5MltrF5dyoIFJyktXYtZ4L59e7GwPX16s4FbVT0c+O7tS8CTDF2636bpEphYDn5pkEvv5Lvf\n/aFpE57sehcLXnnlhrDPHT4cO2dNDp7khtD8fDHwC577vn1rWLt2DzabjyVLTnDq1ByDjbrcNW0O\ncYH3wAOP89OffpsHHnicdet2snHjVp5++i6T7G5oEh4cNPK4TwceTwqPPPINw+PawsqCvq2EPXsu\nFrYnTeogIUEcyH3y5GgBfr94LtOniwGJ0xl7lhtgxw4T1QUd9AGhAVfdD7N1VtUK1DSI11ZHh7mq\nkIZXwz7j97/Mrl3ryM6ez7Rp53H48MoITcd6RDKxUunvf4+SkmJ2776Yd9/9XNjsY2fnKYEf6nIl\n0zkoTXXX/EHUUwZIysSRk0fJflGNwOH4G/GSJm+NI/Cbte7TaBH+wOJ9sBUczZCSwyRPH0kjgQAr\nfwH/3VpGd3d4Gs97e5bTmxt4PtlIIVJUP1e1b+YyZyBZkTFZU8sA2rFTesio/PJeb+B+Tc2Hka5g\nJ7sR8ckw1D5+rnsc4mJv3rwa8qVmy9LuwOs8IzAQIfGjKJA7B5/i51S9mHCqr9f0kFVVzPjrm4/7\n+vI5enQFY2Px7Nu3lt5eLXi88cZXOHxYTFQMDZkZnOnxSWAH0InWJPsHAAYGOmlsPJ8NG77LvHmX\nU1q6loEBYyZSdnbscvq1bjc9/1lBa4obTYNuKRmUG81bQUJ6B3zy8/DAdNBXG3vnaMca0hJLb1VG\nTvT88Y93x/a+ZxHy3FBcvIP8fJHu1jEQmBPSoowbqdo12e4W5y65cVHDe4LfRHPzNDZvvpqSkuKo\n5zw4+FzE560E0iPAUUVR/vdfTf6uo0OUgHI4slBV88nJzLZ4eDiS1W5kro6inN0SVTSMjooSO2FL\n2pf8DHRNI6oCZeXi6ri3V7SDbWoqFdQFRkZSeeutq2luLmL//rVUVS0iXPb7+edvF7KCEyZ0MXeu\nODhVewLn7syDRDfkntI6fzuXwMxAeUzmUKfb2bVrA7fc8gIvvXQjR44sp6GhiJKSDdx77/+Yf3YL\nqK2db2qE4vcrvPBCdFknGceOiROHPnD2eNxCuRT0qiA2SksvxmbzUV6+lN7eAsrLxYnXmjW0WJ6t\nrw8WpxR2717H9u0b8fniDLat+saikRFxcDzdQBrguefuNGR0Zfcsq3jlleuF4HPiRDsJCeJi1+mM\n3dQgmhGCrDVtFe+9dwUjI+HdysbGwkyuma1wnrGB5lSbWCHxeiPJ2YVvhvZ6X2Ldut3j9J2VK49w\n6JAV/mrkBuuRkc9SXLyDSy7Zy6ZNf2D3bvOFRFubyDy0d+eJAeTE5RrX2AwTl1NSLdPH+smSSuc1\nY4HvfcwFM9bBUKfGZ86YDBOX89ihB2h+fTrL3YGANG0CI5k5PPJqeJnDZw7Hh6gSUsNeqneEd7dt\nYnPJx3moTdd4OTU07/y8JDRGe71xPPjUeurU5tDxIlRAAS3QBshfQIO/lU57iJaWluZkyWJxobNP\nDSziuwLNj10R+noCNJSqZllmUctIJyeLEn7Dw2ZeAMZwxVihjKQa48QopfgA4KGs7F4WLNCud5tN\nZe3afRw+fKvhCHLyy+7ywPBESDBJiqU6YERqvMw9ZdwvHNK64N9XwiqTXoShSdoUOap9T3/qOcDj\nL6w3PUxFxSIOHDi9Hp+zgWDzux4rVohN8+2OeBhLhtQoCcWkYfCk0T4mJi5leVGA3l5RySOYZHrp\npZsMzdZ6dTCA/PzIAb2VQPo14Mdoo9y/lPxdb69Fow+gvX2acFMnJHg5diySdMphYUsuUcvNWOca\nqipewOHUSgy8LeBAvTwRicFdfb3oHtTcPA2v11rJ3OVK1wVvRti78ulXAkG6LVDGiR/TOn8n6hZG\nNonGECjN7dmzjptueomVK48wa1YDl15awpk2aZgZeJSXL6G2NrIKihneeks0p5gypW1c0L6q6j2B\ne9zbm0t1tXhdeb2h4EpeiU+caDd1GxMhTnjybzFhQifHjp1nqNzk5oaup9FRMbMlUx9ixcsvi1l/\nvWRiLBgZyTQ0PRYViZm2/v7YGwOjNRPKVRarUNX4cTlDM4RtjFz7mGn3f02XvPiJ1HAYXo9ZVrwB\nmDQpmkkCwNGIz06dKo4j69fv5uBBY6ZoaEikl9l7s0KL/YRULRutR5/us0xcwdE+MbuVk9PHVIkq\nUhPkKwdVOrKmanxmxcY1bX/ngeoniFd9THUGFvWKAqvv4zftB2hpNY4HW/as4OXBfZAbaLpOzmHu\nYA0TA7rFPzv6LS63a1SbKU7d9zAlREd7bfgAt/xsE2+/vYmVDy/msQ7d2JyaD74o1K3RwL2dPgmS\nM9m8LzwdoKV1Eu2ZgfvWOwrZM7RguacaWvfDqBTQ5mvjUJVdllnUxoLJk8UK5dGjYg9LOBw4ILpI\n5udHCrx+gJEeNAisITfXmFFftOgkIyNiQCZX7bo8ThiOIIeZIFX58mIIpJc/Axkm/Nz+Ik3BA8Yr\nq6OKh6/V7OSeX3zCsPvJk4Gs+AecnAvisce+FrV/o2NIBXd2WDbpOBRgpIAOvygBWFjYhdcrLXrs\nYtgaDKRfffVTbN58Fc8+ewdjY/GUlq7hxhvFpully05EPI2IEYKiKHHAJr3s3b+S/J3LFVujkayC\nMDKyK8yeYLeLTVuHDq0Ssnga3zEWt7n3F3FxYkl7bMykmcXmhXxj1uqgXQzG5IZDj0fUPe3qywLF\nmrYjRLY9rm7Q8VwTIhiHSNziSI5nZwqjksnpGbwANDTMET5/QoKXujrtOuvpEbu69VKBZqivnyuU\nmjW5wkglLCdyI5letlBR/OTk9ON2p/LyyzcK+82eXY/brWX1xsbEAE1uPokVn/nMHykp2UBT0zR2\n7bqEu+/+42kfS24OlYO3SDbr4SBTaPRwuZJ5803j5GcVkZo0TVVNCirgQnOTAc1cI4TwnPkhwnOZ\nzbFoUSUVFea6+SFURXneiIEBY7JibEykznT2pUNqt0aX+MIxgVsMgLMbBhq1/8+5imNOcdxdvPgk\nU6aEAj2fz0b95MCCS6aHAHfVPzP+/2lO3blc8EVcpHPrc/lCk1NNbRF3bmlHTc2FuR+H0SGeOfRF\nat6cT9PrM3C/mMSXa0K/2RSX7pqcIWYh/+LYx8eufYUTipQdTs0H1XyMnTVUx60Nf2b2WCAYURTI\nX8DvKsLzU0uOzgyplgS/A8WmuTpOXQ3uAWjUBfIBzeuqPvGaSklxUl1dwqxZoTnB643jd7+7J+x7\n6yHfO9OmtURIBrwW5vEjrFp1xPDoxIl2du/+/4TH5LnMPjYInvAJNtLEAC8masd8E9+DrkUQ74LE\nwNwWL3KBf3/EL/TltLdP4itffRyu+ip8Mwdu+5jWH/EBorx8Ge+8c0XEfdqdo5G/Vz3cWbgUNwMD\noQReQoKXhgZRaUdRxO8qGEjb7RN58MHHuOuuZ0lNdXLRRaX09eWFVWgzQ8RAWlVVHzBDUZQzm+k+\nohgbi60E7XSKZda1a982rIqC6Opqk7YLTCbcMj4oxEmOTD6fCec0pw7ijJNthVP83mQ+dFyc+HxF\nRxLcudEY3IJWCksRKQeROpC3VerK00kRBowkKWMSjYt1BvjMZ/4gcK/9foVnn73ztI8nNyn29Wkl\nV69XzHZYUYNobBSztw7HljB7AoiNMm1tk3G7U0hJcbJu3Q5UVRlvxt2xY6PAc0xJcbNz522B8xS/\n6zPNSIONSy8toaiomfXrd9HXF14pJRrCVl4CqK2NnYYRiWrS1DTDstazGSItQl588WbpERWu/qKY\njR6crDVGAZ1uMQCRVV1CCM+PjoS2tv+NskfsigamJVepQdTuSIQFU+Gb/VrWWI+OIzDlwhCtYfIq\n2tIVenpCY4xNMnFpaJrKWGEgWys1HOaO9nJ1e6iELATSiekw+WZ2e05w5WNL+evba3j42Q2c/3wP\n7dhhxWchIYV0dw93NmjNTYn+MZL84hyS4nOTM9o3fr6k6q735EFY9ZSomZ81HRLTAAXMHam1AAAg\nAElEQVRUlQWOSu6u+yMPnXiYutdnUffGHP5cejs/63wx9JpJqyj1lHOswjwr/atj/Zr6h8l3MP6e\nReuhObC4D1A7KiUL8Fmz6hkdvU94rKpqfqDRMDqOHDlfSAZomtd/D7N37A38kyeLTfeyxGSXv19z\n3AuHjDax6TDdbpx7zJDdCNMlqlP7csg/CRm6az5JojDkNHLXXc+wY8d6du++iB/+8Lt0pFTCml9q\n18bctzWDsg8YN974Crt2XRz2+Q7PCIyFp60JCOzXLimG2e16ipexAVnvlNzXp11DQbna/v4cU9Ww\ncLBSs64H9iiK8pCiKA8E/yy/w0cYfr9400Sb8Ovri4TtjIxhdu260nRfVRVvpoKCboMpicsl6Uae\nQ8hNFabKAgVSc1DnUnDmUedrMXBNW1tDGZL4eHHCbh+0QdFOuPQ/dSfghRtuhfvmwQNToSjU+FRW\nJpbzgujtzeGXTbrMQnIEzm+KJIV1FjPSg4M5/PGPd+NwZDI2Fs+OHet54YXT1zw1WkM3AkY3OiuZ\nXrnKkpISSUtabAhpaJhJauoILlcyu3ZtQK7DyTSJTZv+zokTbwLyffXhWadHc1CTLeytYP/+C8M+\nF61qEA1y82kQra1TOHVKF8Avfwa+H7jP9HBMHV+odo6JC8+MjHALUTP3wehITu6Oske0541YsqSc\n5maJEmIT+cy9I3Hw/0yCq5EuTb1DscFYYBGv2GDeJzlcWRT2PY/XTYK8QKCXJNLY/vPEwyT6Q8mF\naSNidpw1xTBcyDb3UW7ev4/vNe5gSBnWuNEXPQjAMk90Gsx4VlqxwVyR7sUlkhrJRC1DuWy0naOb\nl1P51iL+uP+zPHzie8waCWWC5wzpsqUzN4IC976eaJAI27JnBWXeSk2SL/AdzBhuZIHDKI1J8LvI\nnQuKjeNjp4SyfkFBr6Fs3tMT20K4vV1sEO/pKTHZqxlNyTc2LF1azrvvfgHQVGj0alyjo4k4GIxc\nTY3zw6B0j+ZFkXJc9hx8VaKndS+EyUeNEZs8b2U3Ul6+lOLiHaxbt4ff/vaLUPwDcZ+N/8kHDxv3\n3PNU2GfrPXawSPfEpwW/7T1i4sjlClW46uv/LvRlDQ5mhDWYS00d4eTJhQbPikiwEkjXAW8G9s3Q\n/Z0RFEXJUhTlJUVRKhVFqVAUZbWiKDmKoryrKEq1oijvKIpyegKr7xNsNnEiiaY5KMvxAIbmrxDE\nLIeqKgbFiK6uM81Ie4CvAV8mVuEVORsla9YCUCANnO5s6FqMV/EZurNra0NZLLlk3DYcGIhW/CHE\nKVv/Q1j6QuAFLrjurnFe87PP3mH6W/zwpaUMBAXz/XGGTLaApBFNCi+IlAGIi32gtYrvfe+HFBZ2\nsmzZUTZuLDmjY8lZU1XVsmmy5E/QCSwS5EY32bpahFgqq66ez8yZDYQbRhyOTMNjnZ3/Q1yceF+d\njhLG2cKPf/xtnE7zylNDQxHl5da4m3pUVy8Ie8wtW87Mtnfr1o2mjwu8/AWvwnUmXfttq2DqAcjU\nMsF2r9ywE44jfXo2AkFToPCI3eY5Pt5HVZXopqhISYDu0URz2+3uSkjWphjhCp5yIc8eCj+JH29L\nhhzNDOPLbX/l6D/Oo+H1Ih458g2+dOq/hX2nuiR6XsFsGJCoXv4kuOGF8UbDCe7w1bHDOStwxSWL\nPOlZm8SdZDpBIJB+tP0ZzhsIL0c4e1jHFQ80Y5aOlXP7ry6kry+bkZFUXnpnDXduCQT6kzQd9xdO\nPEjj32dS+dYiHjsk5diUwDgdnwQZk/EqPvYciVwyt2L8pYc8ziiKGX//RWErFsnJlStfpqen2eDs\n2NWdp+UOwmgWj2NEymzKCSg9JhyHaz9jcowwzpQpA+MNhwAkOrUmRT0KRdGEDwuqqxcJVcsg6hun\n0Uk3WJWcDeRvGrvEpJCihCoQdXWvCM/V1MxjwQKThR+waFEFXm8ib79tngQ1Q9RAWlXVH6iq+gPg\nF8H/B7bPFL8E/qGq6kLgPDSC3LeALaqqzkdrr/2P9+F9ThtxceLALusfynjttRs4eFDk302b1sLY\nmDFAkxtyentzDdSQGTN2sn//ao4eFS8C61gEPA78OvB/65CbNk6cWGqyk8mFGBCcr2oWswrB7mww\nNlK2uwPbKQNwzeegqATW/0g8bnbzePdyW9t0gzFOY+N0ftOpK4U58yJf3QrgkrjW6WeP3gGaXFtV\nVfiufauQ+eo2mxbwyDKApr+ZhL/+9dPC9pw5tQwNhQugRA5rRcViQ6lTj/vvf8LwWGrqAHGSyL4V\nUfxzBbt9cli5w1htzEOwmWY3Ojom8LOfffM0j6nh+edvNw0KxisNyQNwjQnf1JukTbgKmrrAcCHd\naq/QrZ6b24fTaSxDq6oYHHq91ppx586tjWLjbL1PQo/0dLHnIjlZHG/b/SZBU9NOmH4JGzu3cvLN\nhbxTpxtvJq3k/wZK2bnffNF0fCgOEtNIHh3gv45/i/MGjlM00sQ3Kn9BvMRDNmSkM6fC1DJNhrNn\nnuaGN+vzWgY4gEK3ccExpsSzP+9CVvYfoSV1msiTnh6+RK59Hi2QzpeafGVkeIcpdAXGwNR8Td0E\n+MtgKXm/GiD9USc37dun0VAypkDGJBJ8o9zc+rfxYzxQ/QRzB3UZ10Tdd5+lLSBKasLn4fbtu5D7\n73888ueRIM+biYlmlKQdwtZf/3oTZWXnm+wHf/vbdYLufn5+L0eO/IyBAXH86+oL5PmiJWBka/pI\nge2mrxkDc/sSmB5G5UtBUw3RI0d3PyQ4zSmOyVacS88+ZL8BgD3lAYqrHG+lT4RPPQd3bBXulyAl\ntKbH6EwbRHy8eB8OD6fjdieTIjmgZmY6xq+nZ5+9I7qpVQBRR0BFUdYqinKSwCyqKMp5iqL8xtLR\nwx8zE1inqurTAKqqelVVdQDXAsFGxmeB687kfc4UMjfOSql89WqRR5qS4qai4i3DfnIw2dIy3fRH\nW736ADbb6axbHkPsrG8CIslZhTA25jFk0jdvvsq4Y47kvpg4DDmN0D2fyg65OzuUJcnKEjNf7R7d\nZL30RbjrUlEzM4hNXxtfzV955du8884V1NXNorx8Ed/+xd2MKboByG3Bytkl7XMW6R3vJ2S+enz8\nKB6Pe9yFLYg33ojexLZlyyZB+SEhwcuhQ2bWz+B2iwFURcXiiKYy5eXLePhh0RZ36tQWA21oePj0\nDEnOFvr6zD+TmWyTVdTVGZVmdu5cf9pGP0H4fImmQfq4rv3qX5pLSLWsgWzd5DI0Ba/iE6oYNptK\nU9MB6YUdqKq4ELr//idQzbxZJMTH+zh69LdhnrXiqmmOlSsPc/RoqOKVKZlhtSZLlZnBVpixnnxP\nH6/suoGFg1VMcusoTYWLIS6Bh8LIaB9P1gLBGe7I40VJwXomuTuI8+vGpbQCTXt5xm7Ir9Hc8GaK\nWblgRro+bSadyYWUZy6iPzGb1b3ab+FIyBIz0lkzQIlAEQo0V+oD6eqMeezNX0tfYg5D8ekcy9YW\nDUJWesXnwh9zxrrAuXYZhBVq3pzPoc0r2fvOWh7sDAXZZGlVys0d5vSxP/3pdtau3U+sGvByJdeM\n2++R6DI1NfNMNf49ngS+8pUnDXSsuLhqPB4xGLP3Bcat+AhN7WB05ysIIxMYNwqzJBOk/iKtf8cW\n4QZzSeNVdmPo/5NEdbBxFEaQKjyHkJ2KAXY3BcNS3ZWVlKUF0Mtu14Lo296GyQGKZ4CmeWpQpIwG\naTgdHdVceqm4kKqpmUd9/Rzmzath8eJyli49zsUX70JV4eRJLZHi8yVaTp5YSSU8CVxJwA9WVdVj\ngLlgoXXMBHoURXlaUZTDiqI8pShKKjBBDXg4qqraCVhne58FyDaT5tqWIvz+BI4fFzOB3d3GETk7\nW1wRlpcvCZtBXLbsBHv2/Crqe4v4icljfzZ5zIjKyi1Cxry7O4+aGhNHxxwxE0RKYMIenkjdQHgF\ngAJJ2L/NGzlTEjqIG9ZoWU6XK52rrnqXOXPqWLq0ghe2SNmF0Qi/Vf5CWHobIN3EZ7Hh8P2EXMqM\ni/NSUfF3IRPX05PH4cPmXHIRRkrR2JiZ2owfOWM4NhYf1azmN7+5V+DLz5jRInDVIIJM2weEo0fN\n3ShjKfXJuOKKd9m+fQMeTwJ+v8LWrZdyyy1/Pe3j6WE22N9//2MaTWqtsSpAwwajbKVbu6Y6e8RJ\nuafnuLT9nJBgqKqaz69/fR8//vG3Tc9N1iq32cIpGTWGedyIrVs3Ci6UycmjDA09Nr5dkC/Zg6fp\nPlN3JWROJdU7wot7biF7TLsWJ7l0wV1cIuQvYaf7OFv3itdCb2/OuGLHxAiB9JHs5eR4+olT/Ux2\nSZznTKmpXHIHDAbSWWMDTHR3sWTwJIW6INgVlxKS1QNNZSNzufmJ5M3TsuBA3mgvJ7IWU5a7ivlD\nNVzUU0q2p58Ur5OsgA6vGEjfDf4wCklr7gegcNScrrOy/whre/fxcM2joQcDgfQxXw3Pvyn2Guzd\nu4Y774xseiEidA3KY5BZlay9XZxv7fYJpoH08ePLaG2dYVDvSUlxYrM1Co+19QeSRWZN8sKLpYVs\nuCA2tUf0NxhN1xJT6SZ0u4JFWnb2trdhtkijJFs3L2dKFZHx15/jQFrxA6qWCMsLJfQeeeTrwr08\nMpLKWz0Brv6nr4CbXtE+6yf+d1z5BYC4BLj9HZj3CchsA1XhlFP8nidMsFNa+iSTJonN3l5vHI8+\nqlGQjh1bTkXFEk6cWMaePesYGhLZxFbdhy3V5FRVlX+N06vBhRAPrAT+W1XVlWjkuG9h9JwNuwy7\n6667+P73v8/3v/99nnzySUpKSsafKykpeV+2g8FfSYn2198f/JJLAn+YbpeUqOgOx/Hj+4Xjb936\nOocPhzIwW7bY2LfPydatlzE0lD7+fqHjQVnZ72M8/z7h9drTWyy9/r33/iy8/xtvZBg/r+0dyAhM\nPg1AvQIZgQljoJ7yitDNX1ICFRXagNveXs2hQ8Pjx3e7k+g/mg7VuqxkQ+APtMFEvz3vTTTWj3Q+\nqm7F2QC0jorbwdcXFcP8xyH3c7Buofj8eEa6xHj8D9H23r0e4fcpL+9m69bQIqmkBF57TT8gRD7e\nnj3i8aqqGgzXxzvv/GY8UC8pgTffTA0Y4ygRj2+3T+b556cIx+/rOyFsl5aORjy/c739m9/MN9x/\nr7+eyVNPff4Mjr+LjRtLWLduB0uW/JLLL//PKPtb337mmenC+f7kJ2vwePbD4pc0i93g9e3KAXc6\nsAOadENrA9ChBVL2vgxh/HG764Xx4eTJHcLzWud7CQ89dAW1tVrWXf/88ePLhO0pU9rCjD9v6LaN\n459+e/t2+P3vZwvP9/Udx+/3MTzcT3VVp7B/c+tw6AAjdigp4UtP3chlds2co+QkHDvaT5LPHTqg\newkocON7dfz0iXmUlGjZyv94YTFqazyUlIwH0iUntb/x8zkJB04Mk+fRJvacd/4mfoC+aaHxCKDc\nLjzfXVrOL9uXkufpNz3+oeOD9JbqFjglJTCkC/z0492sTVBSQtLWzQzHp7HIcZKR3YfGj2cDdp/0\nU1vWik+xaQ2HwS88IRVm3i0eD2BsDZzSgscJbrvp5w9up/jcoc8fCKRpgC+8fJSDR7VF1iuv5PCN\nb3xc9wYlhL3eJxyHa2fCHXHwxSVQVMLrr2cJX29tbQvbtoUyuyUlJezePabbhpMn7dTWzuXll2/Q\nze/ZfOvX18InZ/O7V33C/o2NDSQljYxvl5TAya5A+GTvhc5c+NivYNNj0JYmfl+Oem1+DKK/CeI3\nGz9fkNse/L6DlA35+29NhqIfaNnZOVdCRqH4vHdf6PtK6za+vgHI1luplxD2+34/tvN+C9dP1pqd\nv7QYPrEAFt0LwObNn+Cqq77Jk08uo6R0Jbf8z2LaGjq1c5wxBxZeD4v+G3p0i83gD5CSA//2Blz2\nLjTlUedrxe9Xxp+eOrWNtWvvN4wff/rTNE6d0i+C5fPfBsmvANv57W87uOsuuOsuIsJKl0+LoigX\nAaqiKAnAVwBzlrZ1tAItqqoGu1ZeQQuk7YqiTFBV1a4oykRkGzUdnnnmmbAHLy4ufl+2KyuHAtva\n47t3B8tn4v7y9vz5kyguDvGgLrggmfXrQ/tMm5bAvHmh/RctmsDIyDWMjMA771zJjTeKnOjiYigu\nPs67715PTs71FBffHuX8l0jbwf+dDLO/uL1kiQf9Q/PnT5Y+YzHk6i6BmWgyWvGBcuOSLkaTQg01\nxcUwdapG1Whq2iYcu62jEHJmQpyb8Wa2YMNy93yNcz05XXMwAk2gfnImtOsz0MUwca94PuRJ22iZ\npk88Feq43/K2+HxD8ObSf9YP33Za2gUUF4cG4vXr4+noCJW1iovBZtNzzyIfb3T0SoqLQyXAT3+6\nh/z8EO+yuLiY/fu36Lbh0KEFHDkS7AeIfPyZM4soLg41fkiXG4mJazFcXxGOd7a3W1ruprg41PBT\nXAwHD84hVHI+/eNrDmOyy9jpHw/gmWee49prBzlypJn+/hy+850tgA1WBAqH49f3Ms26WParmQkk\naLz7zv4UbtcxglS1UxgfFMUh/H6aIY/2wM03/5VDh84ff37Xrkv4+c8f5ODBvxIfrwUmc+fWMjLS\nz/Llnwp9muJi9FNKcTHU1MzF4bCTlTWI17uRyy/Xgl6/X2Fg4DqefvouHnhgMhkZw4H3G6Ks7E/E\nxaWxUUef7OgsZGzjOlgaOKm4JGavKuCnHe+Op2mKA4muia5OmtKLtBO46Hz4zl4G0uv49uAgeSU5\nJOyIp5PdcNdPYMY6JlY9Kbw+iLy1i/m8owKvKw63LYmr5zs5vlj3pX3iZnhT57C38XKYGur52LhQ\nRSV7XMREPv7KZZlkjQ0yXgMoLobZ6fC7FzU5Uv3vO3sTzC9mwkgTzTtnUDjaYzietu2nJWWqlpHW\nqzysXgs7L4LCSnCpkHox/MfTGkUFmOCyU7wIynLPx+moINXnMhx/3qrJ7M9fAzUBys1MGMHJ6icm\ncIPru2ze/DGGh/UL/+B3pcLUfZDTBvbzoEuFG/4NChsDz1fAjTfT+GQjK1Y8AIFG8yuvHKOqKhS4\nFhcX09Ji022D16vpGN9yy4tcc42m6LJt20Ycl30RVtVTonbi9yvYbCrFxeD3d1FXlzH+eoCf7A/M\nScsz4d4D45l/1j4Av5oHfQE50jleGJjOuLzjTCBvCowXQAMHTN0Seh6gI03cDuLWr8OlOp3+4mLo\n0bFti4B9gWOmdZnf7zP3g+0b8N7Peb/HT8P2p56Gqbpq70xg8vNQ/UvwJVJefh/3338f3HEZzNoW\nOt+UACVLnjDMtpuW4m7cTkvbFIqL2yLuPmXKXOkcdf/PbIE77tVoVw3FXPeppVx3rfa7PRvBPcVK\nRvoLwJeAKUAbsDywfdoI0DdaFEUJhpOXARXA34G7Ao/dCZgokp8b+P0+pk4VOaFbtlxu6bWyjJ0s\nI9XRIco1DQxkoWX2FJ555g5++tNvmZp4bNr0KkuW3MOWLQ9GOYNwDmEOZEMNMyQliaUkUzMWmdah\n7ypOGKVnSOx6zws0Lw4Oip3P9W352oQ27QC06GzWR9O10nSiC7qkBr1ZJlrHBoUOk2LG8rtCQTSE\nDAXGtz8a1I6aGlFjNTNzkJQUkWNqtUkC4Je//IrQsKYZETwi7ONyiRrVTmcKbrc1nU/ZjVHGqVPW\nNGPPJXbtukTY3r790g/oTKzhU596nZUrj3DZZdsAm3bvyA1K2Q2mrwXGq0n2ITG3Eh8vlsRtUu+C\nXh3k8OFV/OQn/4HXG0dHx0T+8pdPc+zYyhBfO4CurndMTkCc/E6dmsv55x+krm4WP/zhQ1xzzes8\n+ujX2LBhB6Wla3E6Mwz3QX//GwwMiJzQpvYCzakviKwZ/Ozot4hTQ5/DY9PGN4EnnZgOmSH1iF6l\nX1MSgPES80R3J2W5qziSfR6dyRMYiUtld/7FTHDbUYAEfLSnTGJDl8jPZIZkbZ5mpHZkeYwWx0Gk\n+FwiBQNgygrolIxmJpwHc7TelgJ3N6NxkeXEepLyjcfNnQMz9kJKv9YMfsny8SAaNGrHqfQ5nN93\nkI7kiewoWM/ufLH5ccZIYBGdJVIQ/FktvPTSLVIQHYDNC7ddDZ+7CG64He65QJNHLZQUL9K7YMlf\nDDKSHR0ihUieg4MNzj5fPK++ej2vvno9jpEkmK9VRkYUJ3UNoTnYZlOZO1c0Uyl3t4InHW59ORRE\nB/HlGlikC3adUn9FjomySKpE4fCaKP3M3gQbvic+Jr93pi5ukRU89Lj4FzBF7oF4n5HdqCkDyUga\nhsmSKpk8h6eYqE6NuTRtcr8Ux+Ro1bDdx41xkx47d67j1lvDUVxVrTE7P9AsO7OEXbXvU7Ohqqo9\nqqrepqrqBFVVC1VVvV2V/aNPD/cBf1YU5SiaasdPgEeAKxRFqUYLrn8W4fVnFZWVW8jICAUnDkcm\nO3YUW3rt7t3iQCIbkrjdoo7k0FCI8/rWW9fw1FP38PGPv2WYKEBrXly+/Bnq6vYZngshktzNzgjP\naUhOFkn7/f0mHFa50dAjNox19KUJ3NicbAd9fe3ExYksoTp7OgR1pScdhsb10HSxFphnBwYEuSHL\nTD5I7kI2s0O9QFr/SRPYR6XZ8MgRkbdZWNjFnDniIH/4sDSpRkBPzwQTrrO4WLHZZBMV6yYijz76\noMCDk3H8eOyScmcbP//5g9TVzQrofq/jG994NPqLPkzIaRD5lo5pkNMcfv/MdnBl0yKZ2cXHi+pC\nsiKGLGn3ne/8hNzcPmbMaKK0VOPBaomCEGSuKYDPJ46RfX251NbO5fbbn+fo0RW88cY1fP3rj7J7\n9zqa+7TxQDYcSk7uwesVx6WmrowQB3mogx/X/5obW8SKX1nuBXQn5Yk8aYAF8dAhcY8Ll0KqVu2a\n4LYzEp/OioFj5Lu7SfU5uaRnj8Bn7kvM4+LuPWLDYf58UY7PhCOdNxp+is0cGyTDO8xUvSKILQ5m\nJsBQ4FjuC+DWtzQuKVqjodcWuQDtjEsVtaRhPECJdK7tKZNRgNkjDWzo3sklPXtw2pI5kbUYZ1wK\nRSON2s5SIK0pPIVhby55Eebq6A8JbtjwI/N9V/7OMEeNjek5wG6DI6HXG8fFF0sLzXU/DlU+gZ0n\nzDXaQaN5dqhdkJIN08Joy1/zx9D355ECMnn+BKNsoc8kgbXpce231uN0A2nQpDHPJhaEc5MEZkq9\nY4ZAOsBP9o2BzwP249Bfr6nUtElBeOA7+MGhNlOp0ZKSDSiKjw0bdoY37Jq1FeaIi/ySLmuhbthA\nWlGUxYqiXKPbfkJRlD8G/qzP0mGgquoxVVUvUFV1uaqq16uq6lBVtU9V1ctVVZ2vquomVVXDL8vP\nMjo63hO2NftvazJPr712ncGQpK0tVLqMj5cDazEoaWycRWXlYlONRdDkeJqazJt7NIRX53C7X2XX\nrsfp6Wmlqcm8o1fWj62sNHFmk61O/eIgrXqTsHeJq/Dm5lKDNFFtrxJyeoof0wwjZuyB3MbQTrKl\naZ7J50uRAulFs+DyR+CeMvjMXrji5zBBCtgMGemPRiBdVbVQsBhPSvIwYUJowPT7FZ5+2kQ3OAK0\nEn0IWVliRBUnOVhGcwAUEWeo0gThciXT3h7eQvuDwptvXsucOaeYObOO4uLoi88PHeSJOpwObRAK\n4JhG/bB4f6aliZWO9HRx2++3/f/snXecXGXZ/r9nyu5s732zu+khvZFeIYQuqFQFQUEpIqggIqig\nAvK+YkH0RcWK0qSDSA9JSEgjPSE9W7LZ3ndnZ3Z2yu+P58zMeZ5zZnYSQII/rs9nP8mcOXPmzJw5\nz3M/133d101Vlcx09/ZmMnnyDrZsET7DakfYpCRzcVZnp8xIh7uXrl8/l54eQ8Ds6qTtiilwwcVs\nfE9eUBYXN+FwysFIbXtyZJI9vXUVt7//U+n5PZnjmN22noaUMouiwFKR6q1ZKKzqsufD+dH8brGn\nCbtud+cgaHKvAOh1ZpDudzOxWyE38vUxNSld6gyYHPCSOdgT16ou/Nz4HoVQGFUsAqfeQph9EmSW\nSa+xPkMDQiHyB9rIGDQEnUnpMuFgwZ5HtOUGpAa9TOrezdacqVFG2pUlN7BxDMQI9EIw7xgWrsXb\nTL+xzMzootHvf18qkG1ry6O2toq1a+czdeoWJi55Cr42AxbdIx3jrerYpWC7DlSKeyYvTjFacgbc\neAgu/RcMVwqCc60YaeWahyzs3wot7FPTi0Vjnsjjlqgln8pyqxhllR36EDHx8djPDTc6lITMnz8l\nF+o3gM0BaGL+Dn/+YXOh1pB1yBBEzYFQLVf+bgpebzKBgI3Nm6dx002/ZOnSlQwZv1ksKnY6N0pW\niLEQb4/7AOMnOx14GXgbOBFa43ykCIXkYM2SlY0BtzvT1O774MHoykzt7OfzWaw8iW+3NXLkQfx+\nc3tugZqYr3O5fsPChTeTnz+MysoZrFs3F58vej6hUMhkfff226eoh4FCuRsVymfC7qOxVR5kOjt3\nkpoqW1Md6vWaV+Iq1AA3fy8mJsOlrLk+fznMv1V03xo2F+Z9x+K4SiD9CXHtABu7d8f2Ba+pqUq4\nxW4Yq1cvlB6rle+qpVRjY+Jdn0BMXlY40Rw7ZNg4erRi6N1ORKiB9GACFoPebA575Oueny9Pbuoi\ne/t2sTidMGEXBQUtTJiwi0WLVuqNfkTgVlsrp1vVYBygp0dmfsKBtAnF28RhJ/6T+/fIAfyoUQdJ\nTpbHobo+eyR4+0ad7ArR48ggJdCPgyDdzkwzI51ZDmntUPWOSPde+ruIJzMIaUeKP7712aDOAo/r\nkT2II4F0mkyWFHpb6HZm4VIsBo3I83Xgsbs4Se0kmH+SsEnLaDE1oMkfaIsE/bGQGugXzHKvhbwj\nDDWQ9jSTHohtXejXnFFGGiJe0tHHFlmS4m1QvN28PRaS+nntLXn8mjFjcyRrW/5FIfsAACAASURB\nVFcns5etrfn096cDGtu2TWdXXxuUblEbs7KiR5azGfGvHfrclmKY4wY90Gth7TfmbPi84hBixUir\nQa+aVS1Xayt02J3muSxc+K8uVBonQ8jwQUu2fnTzXtEOa1lHGJXvRD9zco9oJhOGI0VY3vm9wpXG\nbhEjVS6EmpXi/xnRjOdTvespvXEhCxeuYubMLfz6199M7HyrVpo2DTp7OVJfLrWht0K8QLokFAoZ\nKrjoCYVCz4RCob8Dx2+oegJhx46XePfdeWzePJ233pIDraQkORU0VHtwFap9zsBAdGBQB/tYzPNv\nfnMDbre1DrWy8ghr1vxvjHdviLHdjLlz17Ny5ZWRx4cObZLaoPb1pVl0TwuJm8QIVV+c1Edjhzx5\n+3w15CvWd4f7e6x9bo3IaJJTY64ec3CtSjtcCQRo6Z9MaQfATTf9ip4ea4s/qatdgnj77SXS46Ki\nZmmhpjLU+/ZZ2CHGgaUPOdDS8rE6XH40sPlh2Fo5xfqfhqrBDMZgI1PyYNH3YeHt4HRSHZDHjrKy\nBrxeESj5fP2mwHrt2vnU1Axn9+6JtLYWsnv3RFavXkJPT/T+Uz15CwstGo4MysFY7EB6a+S/7VXP\ns/9A1L3DZgsxf54seasNiMxJ2mAfy5qicqUBWxIH00dR5RaBXBCbHPAB5CuLVSVYKfY0kTmoaGEU\nhLXYY3uULFqe3t3PguFtT44/aWtAs6uIk3qUQNpoD2YRSBtbl1sh7DIyqk/JNhrrStTAf6CFnIHY\nzT1sBKjqq4lusJR3KBj5hnmbEbXzoFe+Fv/zu0s4fDia9XI6/Rw6JJShLS3yIsYopQTMHXp1NNPG\n+i1mBtjrTeZP9fr8F55nfH3Q1yR+I00WNUp5CrFhGUgrjKxN0QGrEpKjhiA1lrxDDaSz6qBNyTCX\nfdAOyjEw/Y/y46MzoN3wPdgCMF6XWWUoMUtGqQigh0JY958uz3mdjibWrVtg8YIYSGsx6+91jLvq\nSgoL41v0xgukpVk6FAoZW8l9Ime/N988kwMHRrNmzQIaGvbR03Mf8+atY8aMrUyf/kdJ6qAWJxw5\ncmzMlDmdGQ3SMjPlYx86NBIrvP32Mn772+t59905rFixxNSJaWAglhZ6CIZXQWmpOM577z3C4cN/\nkJ47erSMUEjR1qU3Q5rhhzXogjM+K+x/pn4ZbE5I6aCxS07/Oxz1lCts9+GuoIkJMEFPO0vIVyYm\nVdrhipNyq1sjNFauHHGuYST3De0JGg9JvUOn0j4kvP/+JLZts/aOXbny2G3eDxwYJ/lTu1wDHD4s\ngpJgMEhRkbxQWrVKZoCGwp/+dJVly/KwZdp/DYp2CFuuqxbAjaPipzY/SqgTtcOi+1r+SXDNFlj6\nEzjlHrj0s/RrHpqaoySAaMEt3G2qq981pcg7O4fmVF588TNSx8TS0gY6OuSJM6CQpTED6QlPSQ93\nHIy/aNyWLPTU43r2khwULK/bnkpNWiXTu6JBeUrAw5ROhQUtNrSqtjmk4FQLBSkYaI0En7GQ6ndH\n3l9COJC20Bx3O81NKlR0OrOZ0K14AZcYFJcWgXRKIP7YVtLfSBCNMT1yDU/kXGOcbzwZStqgOyrt\ngMQC6RFKIF29WNTO1CyA+pmi+FFtu53ZRE1NlbRp+fIX9HqlddJ2dW421dzURse2W14zh0gPPjub\ndk2fb8LzTMN7wn1K04RUZ0DpCKpqzbOrzVlcNTOrPj9KISMC/mjRnRpI5xwWr3cZziNoF5lbt7JQ\nKzoG9j9RODwwWfEFH0wV7l5GhDXUpkBav6+d0WuV6nfzrT2/4GdbbmF2m75gDnfOzFCOqx7PiKQ+\nOPm3cOr3ohJVCzY6jIGSDbGPpSNeIN2gadpsdaOmaXM4FsrzBME77/yCZcteZfTogyxYsJYjR77E\nggVRwj0np4uDB28FROBQWVkrvf6NN049pvdraTEbuoehFuhs2hS7ccZ3v/sz5s9fx6mnvm0S0dvt\nsSTk5ra+8TBx4m527pzIzJlXsHz5n6TnLA3JVVlHxlg44xcw6wY4789w9XrID3C4Q/55zZy5KWKD\nBXC4Zhh93YkZnuNRJla1zaoq7Qin3I4qqaW+ZsgbR5K/Xwx6aUrhgcoKhKEFYOpf4OLPwTnXmhnw\nSY/BbTlwcymcdYO5m9VHgBde+Iz02O+38+qry/n+938a4xXxobLDjY3i/ti580UpS+F2p/Lee4k0\ne4kiEEhi3To5NdnZmc2NN/76uM71hMSoV+DLi6KLPMcAfO5yKH0v/us+CqiBtHp/FE2Br6yVA5tR\nIhA7fEQOltr0SaulZau0PWawq6CtrUivMRGw2ULs2KF2z5RX05auM6NeEZ0ADXj9QOwCurXvTaK+\nQASUo3ujafrtOVMY2yun7dP9fYzt2UdSwLDgyCiFVH18UJjYAm8rITRyffFbLef6hFTGxEhHpB3m\nwLTfPrRTgNuRxrSOrXIRY96YqNNBijmQTh+MLcEA4TLS5Co2M93hc7U5JScFLRTE5e8nORSb6c73\ntZEW6CffqweJqrQjW55ncXhFyl/ap1rUzlStgXL9XhpUMrUZDTz22CWm91+w4F3mzJEDIbdb+X7z\nlc+bUQ/1Iouy1reT7/1JuKwMDjp48uVF3L5/bXTfMCOdO4bkgBdHcFBch74moe8NIzkDsquij+1+\n8zyqkjBJ+vWyOWD+d6HQUBAeDHCe7yA5vfpCJGeU/NqpfzMfrz9PRHyaIos8FhlNohj3vHB5Mb53\n6Sbx3RoRDuIzFEmMHhifPCCIt9yBdt5+cym/2Hozt+z9Oetfn8s/1n6RdIdOhKUVyjrx1A7r1u25\nBwXRcfYNsPA+uHKxmMvjBNKUr7c2LzAgXiD9XeAJTdPu1DTtXP3vLuBx4Na4Rz0BMTAgi+pnzzZr\nd/LzxQ9vz543ycuLagXd7lSeeurCY3q/1atlVrC8/CihUIiOjgYKCqIsRiBgY8UKCw2yBUJK8YEj\nZmvSIVqWWmDSJOtOR5ZFZeWKY8g4pRNcyXT47P+xslFOe2ZlyQH+ym0V4E+waE2tYDa2PtUCovGE\nEclZYiArmwXVK0Xlb089ud2H2LFyKbf06hXbCnMTM5D+3OVw/lfgpOdg5u/hs1eI7bkH4PRvwee/\nKFJVdj/M+i2c+Y3EPtcHwC9+cQsrVizB7U6lurqKhx++mjPPPP7iEVWvPDAgmKmWFjlFd/DgKBIt\nvDXi3HNf5I03TsXtTsXtTuWxxy49IQsNjwtLfwCXnWX+HdoCMOdX//nzURkZVQd57sOyvhMi6dHD\nTTIjGgrtoa2tDo9HXhBYtfeNBbVmJBCQg6XcXJnZnThxJzk5Br12Vh2cfb3puO9015q2hfHEpmzI\nEu8bliu47alM6TCn3nN8nThDfjPLG2alFcar2NtEi6tgyGRasUdkIsf0qizvaLGYsdBI+2zWNTNG\n+G1O0gL9TOpSgrEyXUZjwUhnDw5du9/iKkxYz50/0EZ3UnwiJPz5IwuJoRjp4q1y9qSnDLItWGvV\nySmjgT/96WpJ3hELkrVscrdwrIkc1yHOaTBKWt1Xv4qqaz/DvHlrueTB6fg1Q/okvQT8Xm48+iQd\nT+fieTKFu7ffQWZGEZTPjmp4AUpmyCeiLrDVuSe5ByZcBDc3wTLZwGzu0dd4fuMVzHHr12rSpfJr\nh78NJz0rb/Pq47vqjqHKND8MqJ1TmydBkle4CfkN1y6jSXxudbxKF/fb25su4yfbv8+qNxczq0OW\noHyx9jGe2ao7cdnsFjpxC736orvlxVtmA8z9RfxA2tVt7RRmQMzZMBQKbQRmI7oQXKn/2YA5+nOf\nKIS7EsXD+PHv09XVTEPDi9L26urhDA4ei0sB/PWvV0hFhGVlDRw48DZ79jwt7dfUVIzHk0AhEEhe\nv2D2dBXoQ7RzltHRIQdJBw5Yy0mM8PvtPPqo4QZ1eEWq+hSl1rTcwv7npM+ysd1DQ5yitLdrQ+BM\nMOhPVlj2EoMftSmIzhQ31qB+7OFLRLFCZjm/rf41k7p3Rdv7mgJpC2lGehNMUlL0Y1+CuzS4cQzM\ntQiUpvxdBPgfMU499W3Kyo4wYsRBrr/+dx/oWGrK02ZrIBgMUFoqF3U1Nx9boaHhiCxf/qYeJLVz\nww3/N/RLPgmY8GRsay4wTyofOUKQrDjdGO+RioVQZpFR0NOp2xpklve00/5NVtZIli+XW5qbmL04\nUAunMzOj5zM4+D7FxS2Gxw5eeeUs8vNbWbRoFVOXPAfXTRLtkhXsC1SbxjaA5pZ8/tGyPZLyDtu6\n7cieTFrQPOaE7eamdipBdpmelFVS88P6j9DlHDqbluXvpSMph3S/m3mta+UnF//QFFwVeZsJJaAN\n1XTt9ex2Je0cbuyiZNqyfZ1kx/GmDqPXmWFmz3NGClZUCaSLvM30DCFDSQr5aU3OjzqMqIG0quUv\nVz5PV8XQ0j/QAzEbmzcPbSj2/PPnRx+oeuzuSrAHTBmcWude3ntvlqWWN6evjge2fpvUgAdHKMAd\nu++l++lszmh4RXec0GEKpI09FULmrNGI4XDBkxG7RSN+vP8XgCHTUjxVdO014kylyK5f/02ofvK5\nBz6YpNEKqquXQz++PQhdVfJzhbsspR1Zvi7SAv18f/c9TFQXuDqWt6wg06PP2YnIO6wC5sV3yzr5\noA2aFIevka9bvn8YcWmlUCjUEgqFfhgKhT6v//1Qb6byiYPKhlrB6fSzf/+r2GzyijzRFKYRbnem\nyVLsyJF/4nbLk+rRo4otThx0dckDt9NpJR+QJwLRCSyLuXPX8cADN7Jy5WLuv/9mfvrT70VM6WNh\nzZoF/PGP14gHSX3wlQVwwReUvTQY+xnTawHILualdWOsnwNWdh+GtAQL/NSbv3C30GGBeQAK69Yc\ncoHo5M7tXFL3JBBlSiKp2zCsGGmVgU8ETo+5ac1HhO7uXKJd944fRstGgMLCo6xYcRYTJsircWlx\ndRyoqRlxzAvTExqL4gTRAFlHICs2c/qhI8ktp28HU4SbQxhLf2z9OocLXDmsbTPrfp1OcyOnhobE\ni1pffFEeI8aO3Udfn2DG9u79vfTcrl0T2bp1GgcOjGX16sVs62uStZ690YVcSIMDtWaP8kv+XEYX\nPZCpM9J6ID0Yw0s5OTRIR1IOc9qUe32M3uYxV06dj+49QJ8zMQKk2SUC0Dt2y/ZqnPQ5GHeetGlO\n2/oh3TUAXMGByP4ShgsJok0hCOwBP/ZYns0GBLCT4e+jrN+Qgrc7xee30Ed77BZNQxS0JudHHUbC\n7HYYBXvAZpCGlCmBtJWXMsivgQhjeNFFT/OrX93Ie+9ZB9SNjcW8wWtwxSmCFJr4hLxDjz4fq0x5\n7kERbFoE0nPdSrZBx9PvXMCIoOF3W6oE0kYyyOEFh2E+9yfBtIstj3v1wYc5tVlYxxklS8wewp1i\nWLkgjpK80GXIENmCZqnkB0We4niSYhhT1OY0Vy6FOQ/I2zJKI7KooVDl1a9JhhJLqTFDRoNZSmSF\ntnFR9j6MUa/Gfcmx52c/UfgdwqmvzWTpFgvd3ZtJSpK1Nb291u4IQ0FlYez2Paaugf39iXWHA2hq\nkgeylBSzfyfIaZpNm04mJ6eL/fvH8c1vPsDSpSv57W+/zt/+dkXcRhhvvbWU0083GOKfcZOygtYx\nbJ7Z/SLy3DB+uuswBw+bCzWffHUO9YE+uPlJOP8RueLcCqld0G0oqLAFoimpWI4dSTJj9pMdP4j8\nPyYjbWXFV77OvC0RFFivok9UqAu/yZN3smyZvBLftWsCjzxyxX/ytE5sJPdAkTIJ1c2Fpinytv8k\nK636rhsdbyZ9wcxctRkYyIxStvj24/UO7VL06qunx98hvTGiLfzLX66U6kYyM3vxeMawatVinE5Z\njiTIBcPUVKywxG3joCU6Xry4RV4Mv/bOdFaGXZKKRUFuuGPfsH65IZQRHUm5nNPwL3lj+RyRMs6V\nXRdG9R7EZ1PkBTHQmizO78yGVzi5PXYyd0rnNma3b8AVsNB2KkgfFNc4HFBFz3cu5I4iaBjXHMFB\n7CSWHUsOijllfLeSyi6bbRqjy/vrGUxAhtLryIgy0ql5csBjH5QLx1VG2tSxVofKoI58U7dFhW99\n6wFOPnkz69fPMr1s98EKmP9LIX244AtR14jI++kBX2ondFZFt9uCIlhXA+nMMkap3SB1pAX6Wbf5\nyuiGwknyDsZgXSWDBjLhpPNR8Z3td/L7jddESPoRfYZaiDHngCuOtOX6H8C36kWRcZ8igzheeUdK\nu5AxXnBJVO/s8MqfLaRBlmFhFmtxZERGKbkD5mu/LXsK+9JH49eixFHE/125R8lTFjiJzuOebMhU\nAu7KVdb76vgvDqQ/B1wH/AS/v1LSPMdDKFRLWposA6mtPT4dp2qB53T6TT6s+/Yl7vertg238mMF\nmU03FvmEMWLEYYJBR8zP9Z3v3MeyZSvw+XS2IaUDpv7V+qRm3xj7hCfNoTZ0lAmPNHLXXxdHGPBX\nV8/gqvU7YMIZMGwOTLlcFD4VKFZDqQXCmmvy5eJxj7LiDKdjVMcOXft5d+3D7HtpDNv/PZnXVizn\nM0dfiuxS5G2Ovof0nh8SIw2CNf8E4dvf/nlcjaHbncrdd9/Of/WwcaxQg7yOEVCxTgzGRlgtQj8q\nqLKOcGFWwQQ4QynubHgP+g2Lx4xSfNogm3aMJR66uzN59NEvWj9ZtB2umQ63lArnkowGwM7evTIb\nWVDQzuLFqxk3TpYS9PQoTK96HyX1QXI08Phj/W46O7P012Zw6yr98xeMh7QCnAEfRd5mGl1FVLlj\nM1I9zkxKPY3mYHfEaZaM9JANTnTYdBmGBty1866Y+92479doIDdEiYGw5/Ww/nomG91GbHZYcJu0\n74Tu3QzYE8sA5ejFk/NVGcrwU6BEdo2a3rGFUALfwYA9Wfa8VhtjhQOw3ANyFi/gNDObYVhZlS77\nrvTQiqR6dkecBWJPmUx+9CqZjqLtkKkQchmlsiuJgoKB1uj1NBW2d0Qt7tRAOj1LLk4c7Ce/t5b/\n3f1jbIbMwvA+w/dlswvXLCu4cqDgJJGlnfttCCrB7PE6d5z+bZj9G5j4pMhY5+8Rhc7GjFhvCTgN\ni8Pk+JaRAGSWmxjp9zNPoqy/nrF9B1hTEO0eHQmk85UxS3X2qlB+01aonQ8V70JOrUzcOeKbB/wX\nz4hRZsHhSFz/k5TUbfJKVVsyJ4r33pMHnhEjDptaOb/wgpzai4c9e2Tv3qwsK82bXK1vFUiHW/Y+\n8MBNpucCARuPPabIN4atFStyFfZLYLyhCLN+A7QZAvmJlwBJ+LRBflS7ihH3FDL97rGcuWIzbq0f\nJhpSV65sOPXe6OOMUrhuh7Dm+uwjsOQuc2Firj7IxpB23FjzV8b0HmBy106WN8lauKi0IwGNtLGw\nEaB5vGAdw7ZMjZNFf5gaxRLuE8ZI9/Vl8dxzZhYkjE2bZvLkk6q05/9zDHtXfhxmetSK8dwYAcFH\nAZWRDqSIdtHX75L1lv4BsZA0OkfoOukH3omfst+7dxwBteALRIBz+XLR6AFEYLRMBHbr1s0x72+B\nd9+db3gUMt9H6U2Q1SDuQaCFNkY/YOPiX85hyq8y2RHQv+sKUfBd7G1CAw5kjI4b9oVlCssbFT1k\nyXRLRtoRNMtdrGAM3s9seIWljW+a9lnatIIrqkXXxERS2rmDXbQliWt5VsO/5SenXSU/7NiakAQD\noLRfBCWnNK+Qnxh+iklXP7PjPeyhob8DLRRiWP8RUvz6PGwKpHU2dOxL8vbmiXIAZkRGsxh7jRj1\nWtTpAjhwwExSPd0ap2isp0yOiAaV76xqlVwImZQOyZkR5nRVgTifjbnReV+DqJ2gzSF8240IEzfq\nHFaq7Ne8k7nd5mDX5H0+/xrwWywWpn456mox/WpwKiTccTl3hGDcC9GHyX1wyfmRzEAEbiVjXbwd\n2hWXESPSiiB3NDm+TlYXLKAmtYK6lHJO6tlDgW43eXLbJvZlCNloJJDOU2SkKiM9XPlNH5kTnbMD\nDvH/yrXiomkIfX6CGDKQ1jRtjKZpD2ua9rqmaSvCfwm/w8eCfiC++XwsJCcPUFIiV3u+/vry4zqW\nytiUlDSRmhotdGloKOGVV85K+Hhbtsi6r9zcTvx+daUk28uogXR2dmdE0rFq1SmmyW379ilmJwU1\nLd1dDu0jYOlU2TTd7wG3wdovNQ9GRBcKR2hka2Cf+JHac2G08tnHnCNYM80Gn/2HXIU7/7uQoayi\nw2xFiqLpdGWT4u8n3R/b7inD3ysG9qFcO5L6xAAR+YxJwri9Yh0MXyVsmUp2iM+kFkQOUel7IuJ7\n37s3ZhfCv/zlyv/syZzISO6Gq2fDsu/J24O6BldNSauD+kcJlZEuyTLfawD16yC7UhSAhYNCvVr+\nmd4NLPjpJO5/5DR+/euv84tffJO1a+fR2prHvn1jeOiha6zfe9ZvRItiIyb8E1I6+OEPf8ShQ/F9\nw3t6MuTfWUajbKPlS4MMnRU0dGhr1zr5Z896akIGxrBK2JaFZVwpgcS6EE7vUBbOlYsl+ZojOEhF\nfx2pQ/gyh1HmOUqjS7xeA/6y4SrsnuiYdXL7Rh5/91LsoSB+zU6+N37zhzCOpIqxfWnz23H3m9a5\nNSEJBkBmoI/W5DxmtW+MBr4gijYNrLwtGGBq5zaSE5ChpAY8aECF3vzGFEiHG4KMUWQ1viEklZWr\nwW1geR0DUlHYQw9dKzWtemvNTFo1C99vb5Zo8qJ24VNdsVSdrF7clj3YhV+zM7VTLB7zB9rodUSz\nKlIrd6VgM9IwRS2YNzYUCwXBmWrSw2/NnkJKwEuxsSNneiF0KguMtGJR2GpEjqIBL9pBZNE6+4HE\nGOrsGvN55++Hi5Uujj4lw2QLie88FkaeBppGrq9DNErqr6PCUy8tgtOCHkr7j7IlZ1qUlc9TGOm8\n/UQ6IKe1yIuFkAZ5e0TX0u4y8OSI/xuhtmiPg0T2fArYAnwf+I7h7wTGcWpaEayxsbCmtTWPurqh\nLXWsUFdXRW1t7FXN3r1jOZakQHd3rtQ0w24PcuSIqm2Sa0HVYsYpU7bjN9jPXHrpY7z++jI2bZrJ\n2rXzuPPOO81vrPp6dpdD3mHIVVaANoewdPIbBtfzfgH9indobxGc+3thXG+EZoNLX4TTfgbDl8rP\nOVxwlhIMhIMTtTAko4wib3NM9mlN/nzW580R8o6hfKTVzlCevNhV5KrFWDxT+BMUg4Mu/XcpY/Xq\nBTzySIy04f+PWPwT6/a34bSl2tUwp/o/4i0OmBnpCoumKd11UDabAm8L39v3c3J7asR23S4OTXjo\nfufZcm666TfcfPMvWbBgLYWFbYwbt4+//e0r5mM6PDDj9xbbB2Di4/h8Kdx6632sWrWQ1asXUF1d\nZdr1yJFh9PcbAiiVje6qjA6ZBbtlKy0jnKmRxUOxpwm3PZXJnUPoQPU5d3qnEkiXyBnJEX2HcYQC\nZA4q33MMaEBDSlQmUNlfxylHX4HqleRVv8a61+dS5BXjTFtyPs4E9cxhx4zZ7RsiLh5WmNa5laCW\n+DzT5ComOeiTOkGqGN/zPqkBT1yyIows3Xavol8fp8NOKGGUrxeEhZrdUYvFVGhAq9JhdUT0nLdv\nn85TT13A/v2j2bRpBl97yeI7qlkENp9o8qJCtU9T62f0QDrH18mezJPI8ovfwwh3DR1JuRGGekKX\n4TccM5BWs6qGQLp2NRRNMunh+/RgXZJ3AMwICIlC4zRomw5ffBlcSuBamAkDhvvM1S304l+dJdw+\nvjZTLoa0QsnW+M+HEbIoci3bHMkomTBCEJc5vs64i9+MgBtC0foH0gqFY1cYSe7oOKyy0a3jIFUf\nq7OOQrqVW5eFfV4MJHJ3+UOh0EOhUGhjKBTaHP5L+B0+FsRvebl6dezWkUVFcuB0/FZfArEq2/v6\n0rjttmNvnKF6/ba2ypNDKCTrhcNdE6dM2caiRatYu1a2qqutHc7pp7/BrFmbWLBgLf/6lyo1CZlX\np+FmDznKAiM5S9ywxhapmeVw1lehPxs6K6BpIhSlwZQLrD9gzgih4bLCQkVWkHtAnJ9aiZtdGdFA\nryyUV+e1qRVM6tqJz+YUTNVQxYZqIK1W8xqhspCp7UMauZ+I+OMfr5Ka/xw+PJxvfOO/qHHKB4UW\nFJZ3Kroqo00WkvvlNsa2wNCBwYcFlZFOtmD2+tv4XOO/2f3yBO7dfgeLevXzTqTzXBj2AZj8DyG7\nyt8rmhKlxWBT9aKuZ5+9kCVLVrN48TvMnGleiKgF1abJ2mNwLkrthsYYdmcTLopMqsXeJmrTKuM2\nDoEoY13priXHotApcmjdiiteRz8VfQ6ZlZvmOwrDlzAiIyfSRhygcwhfZitkDfaY/a91OIKDTOvc\nimYVzMRAt1MEXTfteyDmPp+pFxaxiXhTF3nEWBxhpHNGyFZlTg9M+7Msm+gthuzYhaER2JWCe8VO\n7+qr/8zYsfuZNW8Nh13KPObNEBnFpBjBWnaNXKirQneEyfD1MFbx3q7sr2Nx62pWFi6Wr02igXSy\nPs/UrGRkbil37Lqb2Yp2f3hfNU2uIrO8I2+4kCiUbIU5hXLHyzAKJ0C3cq9fdCEkhW3q/MJfOR6K\nEwykM2Ncx4p10DRJyiyRmh9xAcsd6BjyHssc7GZkr37NNc1sWjBKL2SuWCNvVztjWiH3kLzYiINE\nAumXNE27XtO0Ek3TcsN/CR39Y8POuM9a6YZj4ViaDlihu9s6hbF58ww2bUpMM2iEGkh3dxs0SvgJ\nhWTW68CB0VRU1LJ9+1RWr14ssdEJIbUdnIbBaiA9mrpVvFVva3iCyw8/QpJfGZgq5gnXjZw6KN4F\nJXH0UfGQVgh244pTtyNSJ/usCoq8zWzOmc6SltWsy5vNwfSRbMmZBoTI8vcAmtBJD1VsqLLM8QZW\np098P2HYzH6knwT87W9fYfnyV3n00Uv485+v5Kyz/sWOHcdXJ/BfhfRGwMilCQAAIABJREFUWPxj\n0RgkS2GcA07wO4VPahh9yiL6PyXvUBnpJMNk0PAetO3jKvcWnllzAQX6RBXpZqd2nosVSI9/Cr4x\nVjQqWvIjuHYKnHd17HOqXG2SYHV0FPCvf8lZpjffXCa/brSi/1XTraoNWhgTol3uij1NdCXFWQDr\nKNO1lhowoyM2VzS++308dheZ/mPoIKt4Q4d1sxH3IB29jsQdorJ90bT6vFYLRlXfnu53kzTEIsII\nvyZkIKc0r4i2YjYgxd8fCbJzBuJ3dgTBHHY6s6OMtKYJuYwRixVLxi7ld2hEwXgYf4H4Vy00j2Vv\nVrBbjMdhdJeDS71P0mHseYZOjiFojeMmNUxo+d22ZJJiaMUdQf/xBdKubOht4PnaX3LwX2O52+A4\nBbA5Zzrl3gaaXUVmRtpYpJgWgwgsmQbeIWKbiU+Y5S1GJKKr7i0ShXvlc2DqlaIOatH3o4x78U5x\nrasXQ/k1cPXGCHue7eukvL8+9rERi9lSTwPJAT1GGam0UZ+ge9+rjh3OofuKYEN2bhli16FwBULK\n8S6wWf/7GHreHgsOxn12585JcZ83wrKz3zHguec+a7n9vvuOrzlke7u8hhk2bB+vv/5Z3njjRoLB\n9dgMfrFtbXmMGHGIuro4g9JQUFPU7kIx06TkSmmUFH8/9+65l0fWX8G/98s3vUkTp7Bel9Q8zswY\nE0HlIcNCQdOgUJEdlL5n9ujNqqTY00SvU0xKc9s3MKrvENM7t1Kp2185QoOCtVbN7lMUFlllpK0K\nOYzwKoySVfHiJwBr1y7issse56qr/sK+fUNYE/7/AC0g/E6X3ik6W6roK4R8ZdwZULSBapOCjwqx\nGOm2vVAyg8zMYn62VVbnRVwVrBhpNasy/C246CI5aFGr2oM2eaK2BSy9WM899yVef30ZGzfO5Mkn\nL+S++26PPunqNDNJauvzWLZdldFMVImnMSGrujLPUbod4pyvOWhxjXVM6N5NS/LQXQ2NSFPac4c7\nHaqBtNc+tO1gGKN6D0RswD5z9EXLfZY3Cc2wy29llWqNFL1hjQb8493LyOmXz/GO3fdQONBKe1Iu\nDovmX1Y4mlomu1uogXSqol2ONc7OvBau3w0XPiX+PUdxjsmqBSu/bNVdR3XkSEqHa3fAJc/D1/fA\nRc+CIyW2dAhghPDsHohzzTL9PVS6a6PXP+FAOovcgXbOi3Fdw1KdXkdGdIEShtFeUH2/ME65x7S4\nM8EWjDK6VlBjgxqLTH/HKJh9A1y1Ds77Cyz4njAQ+Myfo/vk1MDwVSQtPEvKcjsC3iGzSFn+Hgbs\nyVFWeoLSgXrkG3Dq7eagXx1HjCibBbNvEjUBHut6IRVDBtKhUGi4xV/8ipGPHfE9o7dtm8KqVYvi\n7gOik+D999/8gc7kD3/4mql4a+PGmbz66tnHdbyHHrpOejxu3D6WL3+e0057kOpq2d/3wIHRBALW\nDQgShnqzhIsEsmVZR5W7JjKxLG1bS4px4kjNk1N5ymQ9su8QT757GU6Fyf7cgT9TveF8qowr7mGK\nrmrEW2ZLoqxhFA60RFepFnAFvGISsyfJuipbUPalVgPp4BDfp7rKt/Kl/hSfPJRsMdsphXFkjtDZ\nqVDZ06wEUtUfBmIx0u4W0DS+sf9BcpSUfMQ32JUl3w+OAfNi0GohoaJxutBoGmEZ9No4/fQ3mD17\nE5dcorNHqW2CofzqbJlFbB9l/p4dg9CqLK6ThoEzKk0q9jYl5LChATXpVQBccOQZvlDzqOV+E7p3\n03WMEoxCrzyOjOvZixYKRt2DdAS0xBsrpQU97NedC5Y3vk6hx9wr7ZyjooAvNZAAAxc51+hxRvUd\n4o23z4CaVeRVv8ZrK5Zz+27hrtRxDN9BZ1JOVNoBIuBxxGFEXV0i43nGr+CSF0UA5kyDZf8j77fs\nDrko0ek1j9lgbo6lOnJMvVKWKp70WZj7Lch/H4IW1ySrAnJGYgsG4rbCKvY0YiMUaVF/LIx0hc9a\n1rA5ZxozOwSXGdBsZtY205BxjxVIA3zzttjPhRGv6FDN3uZUi2C6X493eotFC+6Fd5hfO+68aOM0\nHfYU5XFg6JoSDWhJLojqpAvGR7zjI1j4U3kc6aqEtBjSrVFnCiveM34FX9si5KoJIGYgrWnaKfq/\nn7P6S+joHyE2b47XsjG+fdC+feO44YZfs3r1ArZuncrvf381mzbNMO336qun88or53zAM7Wxa1fU\nH9nvt/OPf1x23Ed7+umL2L7dupHKyJHyKquuriLmvglDDaTDnrSKrMNoDG8jxJRuRV5jZKUz5UC6\nwl3HCHc1D2z+lqhQBsY2r+PRzdejEZ0MgEglfgQTH5dvktQCcKaSO9BBmj/25JE52Bu7u6Ex+E1X\nJidtCK2hXymg/IQy0p9CQSyJQ39e7KIcVXYQSyv4YcOKkfZ7oXgqGYM9fHuvWfs4zqjxjCfvSOo1\nuytYIZBk0X1uj/W+Rth98KVTBfOvegirPvJhqA4AU2RHkWJvE5mDCXjXAl3O6LHu3Xa7aTK3B/2M\n6dk/ZGtsFWWeo/QbLOgKBto4++jLLGyVC7m1BLoPGhFu9uIM+fnaoT9Iz92w70GmdInFS1aCnx9g\nmPsIXluUZZ3RvZ284gnMTA6xvOmNCGFyLN9BAJvMnKbkwowYnfg8OVDZBletF8zg2HOFJOBbR+RF\nHoDdAS5Fqmkl71B9p9Usy0mK0wTAjGshvQdqLZjW8ReCppE92BU3M1Ew0EafPS06P5rmmtiB9LgB\nc7F6bWoFpZ6GyHu6AgPxA2n1/YwYeyoEh+jOGZO5DZnnNlcXVK2B5E7oLhWE1OQS2X0rDM1mnstT\n5Gy7LZhY0W23M1vWiZ/zewjF+VyxxhFHCpz9ULSte3IGTI/dmVk61zjPhT/luRZ/HzS6/MCYMeN0\nWlutupWHgNi6ng0bZtHWls+uXVNYvPgdpk/fyrXXPsy5577IQw9dwyOPXMarry7nvvu+w0UXPf2h\nnOtXvvInVq9ewI4dk3j88Ut48EGzf/Ox4JlnElvH2GwBQqEP2Do6Q2GAwoysUmio6rRMFfJFhk5v\nCiMdHmCvO/R7Xn/zVL733i3sWrEw0gb35A5D8WiF4tWsFjdliyAgx9cZd/LI8XUYmrLEscBT2Q1t\nCGZLTQV+ykj/d0BdUIbRPFGwolZIUhwNPk5GuqsWkjO5ffe95PqiGZduZybv5M8nLdBPRTj1rso7\njIHJyNdFcVgY/iQh4zDCnwQFu0TDCSPyEwikZz0IxRbMddAOufth9NmiCZTRj7d8o9BYdg4XLgzz\n5cxcsafJJKGIBadB61rZX8e1e+WCuwuOPI0rOHBMzDGAnZBeoxHFP9dexGmKM0aRBasc/3yjv70f\n7vwxX9j/e+xN2/jdxmv49WbRLCug2cgbsLB9iwEHQWrT5MXUlK7tpm6HHnviXXnT/G7K++tld5FT\nvgtdVeadmyfB/OvMjkopMRjwUnXhZxVIKw4MxsLG1AJJChQ9zjBR+Fa5SvyugnbRy2D2N4U8Acj2\ndeGI09JdQ8haItIDlSEOB/gWgXTxQHTucdtT2ZwzjWxfJyWGjEGOr8McSGcZ7GvjMdLOVBj99djP\ng5nJDyPJLddO+ZPFNhB1IlkNwgN8nLW0FYAq2Zkr6JID6UR1/W5HGmX9hjilbBZMvNW6UDBog5QY\nBYyTL4vEDxGcPN96XwUx89ShUOhO/d8T1vNq27bfcdppql2bfLOHQvDww1/la197mP7+FH72s1vo\n7TWvpJubS7n++t99JOdZXT2KxYvfGXrHBPGTn9zJKaesYMmS+G2H29sT0/fEhRpAaPqgkSd3KZNa\nlYK5ijx3ZPQQWRUS72JM+Z3WupLTWldKL5XYsrQCyJkCnTFSTrope46vM+7kkevriKYw41ngqYG0\nYwitoSr9+JSR/u+AVSBdN180K4oF1cXlY2Skh3mOUvfYONOu27Mn4wpE20LXpVWaZFtSAKx6o9fP\nERkhY9ewI3OFx7pdmQhzDov7R22sFIbTDYvusX6ufhZ8biqc/X/i8aIfwCPLoHm7iFaG6y188+oh\nMyoj00JBCgZaSDV6IsfBpM4deG3JkUX8g9tv5fXUk5jv3ses/oN85bDQdsaTjcVCgeIPnaIcY3v2\n5AiDnCjG9uwliIaNEM6Qn0ffu5bQvEe55mCUna5OGx6zjXUstLgKGNsbLY5d1vSmiSwJ2BJfTJR6\nGkgO+ij2NNGYql+fpFRIqYCB9uhv1p8EeY1w8vWJn2zRCLl9QiKMtLEhSfmcaLMSFYvvhH0vCHcP\nTyYMHw9n/DLydI6vE2cwvgShLTkvKj0wBrkQDfotAun8jujvZVPeySxpMbepLvE0kh5w4/J78Dr0\njIfeKIaBHlMg/dkjz/LcMAMR95lvwM//F+oWwrB1Qo5mXGTEYqRVWYcn12wXaHPApBjdTwFGnh79\nv2bDp7DnWQnKkXz2pGhTljDGjYZVxcIRxKUXBXszoW0slMdwdRtxmnnbxFPhJfNmFZ/wzoZWk5gc\nsHq9Lq655vcMH36Y4cOrWb9+LrGNgD85WLp0Bd///o9Zv3625fM+n5Of/zyGjdyxQA0gwqvQIrlg\nc2L3LrbkTGNHlthuapuaEU43aabBZFh//ABjbI+iTV0UR7c++UsAJPk9pMdpmGADksIFOPG6G6qu\nHSrLaIKSmv2UkT4xkXNYuG9ccl5iUgX1PqidL4JHR5wMhSoLymiM7TIxFEboRTNq9bkVLBjpC/vM\nVlVNriKmdG6P3H8R5w61ONhYqGViqEJQtE0wwtWLoWV8NKhN8shpVFswvnPJtL+YXRgAjs6Aghrh\nDhJGaj5c/JyocTAio1QKioq8zfQ4shKe6DICbrbnRLNnGnDWwEF+eOg3XHfwdyTrQdOxMLxhjO3b\nz4a8WTGfH0igIFJFnq+T3VkTpG1hDXMYza5jt3C1K77Upze+JmcGIdLRLxGUehvx2F3mwrgxgCdb\nML71swQbPW2kKc0vQfXMzqmSH2fXmF+jBnnGwLVA8aI2ongKLL9f/D+lB9JkEi57sIvkYPymNINa\nUpRoyiwHYzYjvQWc/WbGPCWPAq+YO1qT85jSqRRL6sgIuGlPyqPcE0PeoQTS926/XS58zSyDwnFi\noWAbFMyj0Y4uo8HcpRXMBNGAhcxn9NmRTqmWyB8bHWtSCwjZoiRU7kA7yXGYfiNCIbGgkJBRCvkH\nwJeqdyBeCAF77CAaoGqJeVtSOmhDO/58ogPp1FSrFYusVzx6tBTQqKkZTktLEcXFiZtsn9iwc889\nP2Dx4rfZt8+s49m1ayIHD5obaxwz1EK+pB4xURXIg/fkrh30ODIiBSgxdVsZJYQMk1/OQAfvZ43n\nvRyzRn1Qc7CqYBFZgz1y96YpX4TuieZzLZwII4WZ+2ACi6VIWjQljrRDrSZXOzmpsCk3/6eM9ImH\ngvfh2qlw8kMw7kX4wrmw+EfxX2NaUMZhS0pPhjMegLlflTuvaaHja9Iz6lW4/HRRNHPlEtHAIh4s\nGGk1YwTQ4Cohy99LsbeZHkdGdMFaPEXe0VjxrnphOz2Q7BbB8/BVouunEb2KPlJtumHElEfkxzUL\nYSBNNG+YtdScOcoZLiZrI5RFenl/fULWd0Z4bDJjPrt9g4kYGMqWKxaKPY2S/jiMnVkTOLnj+Myw\n2pPlzONEJRs4aDv2gvMw0x3G9M6tjDT8hvyanZG9ibvQaECjq1guOAQhI8o+IgK58o3iWlsxg+Hg\n2d0qLBzbDfp5o90bmKUdWsBMiBjH+Pw4gTTArBujNUFKgVyOr3PIDpcpgf4oI21zyBpmEN7XpoL5\nCgoGWnHbU6lLrSQnjkyxMaUk9nyr3DPl/fUmXX7EZ1pDWLj2Ge5ZzaJPA5gJIitb2OmKHWb1Sjiq\neMdPuFj8myG7qJR4GgkN5SqiIyXoNTPS4eNlNukdiN+BtDhWjQXjzeNLGDO/CP7499AnOpAuLLSo\nzkXW4T39tGyHkpaWePXyJwE+Xwp/+tNX8Hrlwbm5OQHD8USgpnBSOoUtjKEqvsDbQpG3BWfIz7he\nMQCXeZSBIXxjKwH4qL6DeG0uhvXX0a0Ur7ybP5dFraupTa2Q5R2aDcaPEyvNZv14KYXCXifBmw8g\naHOSPthrvoEig0TInJ5P90SLEYywJ8OUL8EMxVrxU0b6Y4ZF8daZN5qDzaV3xWd71UA6JYY/+Nyb\nhdXT7BvhrN9CvlLYcsw66RCc8v1okavDB8tvxvJzhWHBSKuB9KqChUzvEiyXBtSlVUQn48KJcqo7\n9xAk6+lRlZF2DcFKqu2Bx8TJk+YqxYU5h0WQDjAuRl3IlC/Jj5UgZVj/EaldcyJQOxZ+9shz2Azf\nd31KGanBY5d2AFT2H2FrzlR8hpbdHrsLWyh43HnSXF/8a5CRYAdGI/L0bn2xcCh95DF/B51JueZM\npVrYCuZAun499DVDwxah6y2bJWQLYai6VjXwS20T2ZAwPNkiYAxDaeIx8sDTMGioA7DZoUIvOHTJ\ni7JsXxfpg/GzlCWeRircdTjDhatq4F+xViZg0grBmUL+QBuNrmJmqJ02FXQ7M82BdMl0URvhiC4K\nU/z9pPndTFXZbXXhrDYrsZJ3qHGBaleYUSYcMIxwZYHqxDFC941XmOtST0PCTYRyB9rNgXR6HCZ8\nxDK4chXceAim6splKzY6jClXxM88kmAgrWnaPE3TvqBp2pfCf4m87qNGVVUNXV1qcYa84g139guj\npeWDdSo8EfGzn32Xu+++g+3bJ+P1JrNhwywuu+zvH8KRLQJJV5cp9TupSzh0ZPm6KPa2sD17CoXe\nFhxBQxo7JUcMgookZFLXTkIaFA20sjdjbKSyfW3+XBa0rolYUo1TOkcxYqxYaRbthsFkbDfuh9KZ\nkaedCaSFvHYXBQOtsYsNnf2yzlNLhjs74dsN0YE1jLN/C+f/Dc6TC50+iQ1Z/itQtgG+MQZuLoua\n8oPQKavtYsM46xtYBqha0MwYmSQ/GWIht/x+MfGGUVkl76cW70oIicYlJz0bbYRQtQpKFVeQineh\namXsw1gw0iMNGtlVBYtMDTy6krKj6VFnaqTWIIJl3xUsvKrzHophz1Am+BFvWbP5Do+8OAna5e/K\ncG9LGH22XHiYaZaNxfP5tUJFvxyIuZTUfbPrg5EUc9s3UJ1WxarCRawsWEynM5sJPQkUYsbAmO59\ncWUhps53CSJel8XGlDiBSgy4HalmaYda2JqaL88RwYBgjDNKoHQ6JOnMp9Eq1eQyo3hJq7IO1Rs4\nX64dWL3rRq4+9LC8T6F+TgrpkuvrGHKhUu6px2dLYmL3LrFBDaQrlVon/fP0aUmMcsfxO9bhtzmZ\n3qEE2zOvE7IN40fwtqAhCkclFCmB9IDCLluNWWqmNeiUH0+8RB4HW/cIW7pcpRlbwQRAMzHSpZ4G\nHDGa3Kgo6z9K1mA3KcY6iKQ0s8MLwLjz4fI3RHFpzgj4zB9FPFO5JPYbFE+VFiRWGDKQ1jTt78D9\nwALgZP0vxqj2n4XT6WfLlt8oW+VUvDGQzsnpsJRB/Dfgnnt+wNSp20lJcTNnzgY6OuLY3iSK5B55\npexLEw4Fw0+VdpusF8iEXTB6nBnYCMmVtCBWqYWTTa916gH37I5NuB1pHE6rYl7bOuz6YOgIDjKt\nQ9F4lhikIK4QQVfUtsoe9ONKoOJ3UHOIFqSm7ob6IKEuItJyBVOXVgCff1zcXPNugR/4YdpV+rko\naeRPA+n/PLQAXHCpsE/LaITzvhL1Bp/4RGwLw9LNMOZl8/bUNnlB5c2S2wo7UuCKt4UXrQq1s1is\nDIXdB5//Inx5MVz8ebjsDKFZtGpFDvLiQIUFI13qaaDfnkJ7Ug6LW1fjRF5oBrDLrI7aMOPk38Ed\n6TKz5y6ApCFYybxD0G0Ibh0D5oUBmPXk7vzo7JSab2Ydw7A7YbKhoElhpMv76wkeo8NGvq+Dxji6\nYrXd9/FgbO8BFresZknrKkoTdBSJBVfIF/GTVrE3Yyx5vjgp7TiY3baeutRhpu199jQmxyr2jgO/\n5rCQdijXtUyp+WnfF+l0F0axp5FKn2GeTysEDIGOq0ced9VCQ6OeN3u4FHBl+rop8TRyWpvSCEgn\nj2wZcnBa3N9A+hBFcTagPrU84v1sDqSVIkL9t54UTKyewh7y86XqR3BJi4sKWHyXtF84SzxFvXZq\nTYQaFKsLETCPYyEln6IE52e2ruSpNRfy8K7bSfYarl1SmpBoWUg7kobQnoeRGvTS5CqOLe8wYqbc\nhwPNJprTxGOk7U4YNi/uOSTCSM8E5odCoetDodA39L8bE3jdfwQOh1rJKlvfGQPpCRN2fXA7uBMe\nH+LnU/XBwWy45AXRXcqA5Y2v47ankq8PbuHiJUvdlgUjnT4YHYgKBtoYYWjuAqKwx9Syt9QYSMvB\na46vEy0BiYdGSA+kFUY6PEiohU9G+6XMcrjDA6f9TF55qwbuyYn7t36KDwmjXpMlCEluGPe8+H9J\n/DQpC35q3uZSfgdeZbG09Mfy79GIWA0YVJxxE0x6PPq4arVovz3+Gev9T3ou6qCjQmWkk9JI87vZ\nnDsjZlCV5ndTMNCKPdy4ZOHt8T1oQXRzHAoaoh2zEVY2eGqxlddQbFYS47sNY+lPohpWC0ZaU4vT\nEoBq/2ZE6AQsVld10mE0HUehYRhOAvQ4MiLdHsN4L3cmuXpDH58f3t0Ptz0B3/w77I4jHbeFgmZ2\nXM18lMuB9IjeQzzy7uVce+AhCIW4fv9vOfL8MG7peiO6k6aBQwn4jfIO1QN+MCX62x53nvTU1M5t\naETJoQj0YNORKQdnWQMdCf0aOpOyo3OYGkhnKgGgvrhIIjFGNtXfT56vgy9VKzUGEy+WHs7R272P\n7j0gu86kFyvjlEI0qPcmmKUdqi933mjp4c2NT3PBkWe4+vBfmB1m5sMYfqolI52iNGiLh2ZXkUUg\nrcjqNJtwaFEx5hwp06ANdFNao3R0NDqMWCCRKoRdQDFwQlbpTZ68g97eTjIycgA5pePzOamvF4N4\neXkda9YM3c3wUxigMrIVBcJX04CMwR5OaV5BXWoFo/XuTZXuWtz2VLNOOn+sSSM9qWunqbhHRYW7\nDjtBnAEfg+FCxawKEQD3t5kKQLIHuxKaPJ0hv6iMzlaKMsMMhvr541WSh/EpI/3xY+pfzNsmPgHb\nvmzWKNcsEkFrGBXvikCvzaAPVa+hT/HPnaLIeTyd0UVXrGyHEcPfEoyv6ZxjsNEgGNzibdCoBJk2\nv+zzjEa6JkK/eCnoYk8j9lCQIm8zDall4v668Cn425LY56AuKGIhoMgOrBqzqKyXsXhJXaQc3SS2\nhXXcyZlwxq/h8XNMEpDhfdXH2OJEIM3fj1+zW3oEpw1RXPZhoKcfntoISXao74CdR+C0SXDFQrBZ\n0F8lahChIz0Q1e/2D8A9L8A/10NzN/TqsVRVAWS4YP4Y8PhgaiVcfxokOWBiz/tUp1WyPUcEkumD\nfSxpFeTVm7vgK3+AIwa+5cHXxHmeOw2WTYSxhvgoLeBmbM8+7EE/gXCdSc7wqFUbmBjpO5uf4vKa\nf3B5zT+4Zc/9kYLH0n7l8xZXQr1BY59VC016hzt14fa5RXD2Wtj/crTQTsf59WLBPar3oGwppweb\nmhLwpfqHcnES8Npd0UA632xDKSGrkvTBXkIJZlKyfWJ8umnfA/xh9DUx95vfKlzOHKEAE7t2sTnP\ncK8UTYHD+uLEruiYrRhplVxQNcS5ciA9ylCYOql7J6uLDBmvc+VGQiAC6TSF6e/uh5/9Cxq7xG/s\n9MmQow8Tvc4Mc7YjdxRUvxV9XDDeWu6h4MzWVVx55O9cVGUInkedAXw35msSYaTzgfc1TXtN07QX\nw38JvO4/guzsbtau/Zb+SE7HVFcPJxi0s2jRKurrK8wv/hTxkaIw0mlm1uPsoy+THPRJ7WLthKhO\nH262tTv7IXBE9YqVfTUUDLSZ2ueqSA16aU0uYJLaLbFYb3CQYq6kTkRf5fJ7BCOtpoDSmwTbpw4W\nrtiawQgcLjAUEuHwDe09/Sk+XJRZWBxVrdK1zmrzgjpoVFrKTv2r/FgNpP2G9sKZ5eZi1VAQjuiF\ni4kw0nN/ad6WCNTOf2Ah60gn099HR1IOk1VtpAGl3gbc9lSZ1alaDH1nxnyNKZ1rRP44mPNNKJ8r\n+9IC5O8176+m341e04VKAa/fA7WK88Co00UwYHDtcPk9TO3cRlqCHtJGTOrexZoCi452QMFA/PHq\ng2J3PUy6Da5+GL70O7j9n/D4OhG0XvwgdFjEbmN7D7AzS3Yy2p8xmpENW/n9W3DJg1BwHdz7Ahxs\njgbRADWtIlD/3Vvwt3fgW/+Amd+Hl3U13XB3LYta17CodU2kQPWvq+DM/5WDaIBgCF7bATf8DcZ9\nBy74lVgUgAj4XMEBs51p+PpqdlFIaMDstg2R/xtdQ0zsY+EI5bGB9VQXblV68DzGbM/2+SMiA+QI\nBcy9EAonEUyX54pECzm1UCgaTBZPM9s2GpFdSdZgd8KSpPD8Ob5nD8sbX4u53/y2qF2wWSdtkHc4\nlfvFipFO7pEf3/p90cYdxDyZGo0VkgNeKRaY2KUw0hYo8TTy1TvrufQ30OUWv/kld4uF4J9XwaW/\ngZKvw190QUJAszOmV7HWVLMdQ8gzwud69847Wdb0ptxZUZW/KEgkkL4LOB+4F/i54e+EwRln/I03\n3/w2qvVdWNbhH8K65FPEwBCMbMZgD3ftvAsgunLX0ZGUy5LmlXEP//kjz9CWlIcrFN/QHqAxpdjc\nLTFfZ5ItLImSA0PrqzIHe0SxoTNFLliyBQTjF+/zBw2Burc7Gjhp2qes9McJm9+6eYpjQBQIqoUz\nac1mhnmE3G3OJPExMqwKo0XzDjGJhH9/MR1hdCT1mt8vFlSJhJVfrkWhYcZgLw2ukpiDfZ8X/H4h\nZzD5sc5MEe44VojV7XHON+G6XXD6L+Era2CCkmJNRNoRNAQRShZxFmW8AAAgAElEQVTrLPf7FBSO\nAbchoLU5It3mIqfRvp7koI/s49QIT+jaZSri89mclLnjFYwePw41ww+fhtk/hLoYNtVPb4TRN4v9\nttcKD90wtFAwUqxdk1aJw9PHaXeHuPbP8OR6wUgnip1H4NyfwyqLS/X3d+DLfwB/Aja/z2yCrK/C\nwh/D6tcFYxgziKuYL42ded42RvdaLBYRmcxMn0E2p2YtRhiZSMWSMYZv9LLGN6gwBHzhIvoISqYz\nqNQ8ZOuM9JF2uOkRuPABuPUxeGYjDBgkzml+N1mD3cK5w5EsCthioXgq2b6uIdvFD/ph3QHobHZH\n5DfX7/8/y33Hd+2myNtCo0tY25l10gZNszpfWTHSaiDtyhFt3KdcYSooHNl7SHK9Wdr8dpxPJVDZ\ndZAVOwI8sU4sJi9+ELYpZiwDg2LB1t4LtlDAvEDLUzLNalfk5h0QiF6kZF8Pr759BtM6t5Ez2GXy\nTY+HIQPpUCi0CtgLZOh/e/RtJxQmTnwMn2+DtO3QoZFoWpCamth6t08RB6pG2hBsDuvYxco3l0S7\nXyn3vEaQMxpfpVQtODTg4ronqU8tj/m8EW57mnlQDaePLCyJXAl0Hsv1dQhGGkwVzmTWmwOocMDu\n7RbV5N1HoGWXXowwF+r0Fb/rU530x4aMBrOXdxglW8BuWAB5skXRoMrsqnZP6sQS0BfmuaOFX7QR\nHv0349RzjkNJO0a9JjO2XcOgq1y0uzaipxQ6FNbNqhWyRaFhhr+XnqQs066NnXDVH6D4esj5GhzY\n12Vm+jLLBJvfrlTb9+dCTo35/ctmiwA6XDeg2eC8G+Q24tl15sZGKiMd1lzaHNEFs46/v387h/41\nhuFNil3h2HOlh4taVhPQbBR7jq+Yr8DXzrr8udK29XlzTIWaicDthdae2M8/t0kwuD95DtxDBLwd\nfWK/qbdD4XVw1zNCqjGx5326nVlsyZ5Gaf9RHnuqkc0xOjwnglAIvvu4HKzXtsLVfzTvm5IEzjgE\n6pp9cPVvB2kacJn1x2H7tTHy9Tur8d9SABaGX7OTFujnsXe/EN0YtlELY9hasTgb9aos59LsJtkB\nQJGniYc3fhWArdkiyDWd54jTpHqYAm8Lms3G/kax+Pn1a2Kh87OX4YIHYOwtIqAOBiHf14YGFIaz\nGWUWWl0QGa6sCtF63KLYsM8rsgqn3APpV8G8u6DyJmgaFGTA2Q0vM0yVOADfe1/UfjiCg9SnlMW+\nBmDWP6c3Yprg1UA6LJk4/68mbfaoPtlvfGzvfi6ufcJ0jmFM7txOsLk18rt7aYuQEVmhf0AE2b6O\nHjMjrYwbqkkCoZAIplt2QeNm/rD+Kql7ZFgKkwgSce24CNgIXAhcBGzQNO2ChN/hI8LOnXIaq7i4\nmaQk2dLpwIHRzJq1gYaGxIK1T6EgFiNbs5IXNlzO9M6ok0amYhif723DEQpww37VVUXg5PaNnNy+\nKeFmCc7QYOxAOl1mCfIG2mms7uCGv8IZ/yPSQH9dJVbwAL0e2FYDTbXdZIW7c6mFCRlHzdKOlFyh\n5XNlCVYha5jw3HXqjGZ4ofEpI/3hIrkHcg+atXtWsGJpw1AbmfTrQW5aq+yDmtIlXzP1+oXsgon+\nxn5z4VBYtxuWdAwl7VAr9ruGQ3a9GOSNXQG7Ks0SoWNgpH2azKw+vQFKbxBpUveAmJDWrWq0CKTL\nRcFgCNG+OYyW8dYNYudadFMdsQQ8VfI29VqorFe4m1ruKCkNXuxpJNfXSYa/j1/XWejKDTileQXN\nyUWWge/mahj/HUj9MlTdBPnXwEnfEWxityGzvahlFduyp7CyYBHv5s1hXuta9jfC/S/D8++JYrtQ\nSA42wxj0w89fFkFW9tdE0Hvpb8T4Y0QgCN9+NDbDm58R+zO29cKPnoXxt8KWaijxNjG9aysM+rn/\n3+b9XU6YMwrGl8OisTB3NCw+CYpiSEc3HIJ3DEqcx9eJzxxGkgNmjhDa6sEATBomjptr0Z8DoK7e\na2ZDy/XFyuizpM3n1kc9x+tTxL2wI2sSu7ImsD9jNGc3/Jv5LbqcM2eEfC86fHBLKVymSJNyR0ny\nQgKDnFv9BBtfm0WV7nFtJ8CWnGnmYHOk7G9d6mmgv2+QpfcI3a6K2rZoQL1hZT1+zR6VMY441fwC\ngGHzAVHnY0UGXfMnuOOf8Pb78nWo3SdIL0cowEObrsPuiy5Uz2h4hS/WPIpfs5Pna6cmrcp8DfJP\nEvfZ/FvhujcAgzONw2cmlWIF0iC89A0Y0yMC3ObkQlqTRWH/fdtuo9CjWhcLLG98nYZjSCK9tRtu\nvW1H5H0iyB4elVkWjJdlPAO9YlvpDCicSE7ucL549Fnp5fPa4jSPUpCI5uEO4ORQKNQCoGlaAfAm\n8HTC7/IR4LbbfsrLL58b83m/385LL52Ly5V45eenUKBqpHXdk82ZzvhuOV2m+oMO76vGr9n5zp6f\n0evM4Fdjv4nHkUq++yiX1D/Lj3beiQasfWEP61rgsgUwzLrwHIBiTxPpfsVmKKyBUrxIh/Uf4Qt3\nNNFmiCmeWCfSkRPLYffR6MT3/Av6Z1QD6cyjFguJHJI87eQG3TRZ+KimJqfQD2bnjqG6IX6KGAjB\n2V+HGX8QLHNXJTzzGByJo3WzYmnDUIM3r36dNKC3RGZYs6uhSdfgWy2EwnpAFZGOWmWi+UCq8qNO\n7RDyk6A+9OYr6Ui7Pnnm1oAvBWrnid9PxTpoVRgWq45jMRhpmyGYbOqyZhWrW+FMq85zAPkHoXEy\nBJOERrxwp/kAmcPgpBiNU4qmgLEpTNVKOGxgEdXrFmaslWYZRt3qGU1vkOZuwp2mdE8EhvcdZmHL\nO+zKmkipVw7Sq1uEvjfMENfqBFx7H+xtgOc3wxu3QWWBYJqmGqQIz24SeuNBJehNS4Z5o6EkRwQ4\n3f3wioUk/Yl1IuhacXu0aPD594RO2YhkB5w8UjC5bb1g00TQu+GQdcDd0Qc/eBpe/o54vOeovCAA\nmFAu9NfrLRoSJjtg1kjo6ocUJ2w3/AxW7YVFuhpia438urmjxPNh7NTJ34JMGFsC+5T1UV07LGtb\nhxYKEgovOosmQ85I6VrbggGWN70OwNr8ecxve5cBzclkvU5mU66Qcpx39AXWFupa9hHLYYu5cE1C\noYGAq1uDM7OMZ9dfJhWVVvbVsCV3hjmQVlDqaWDrSzuGDPoONsMlvwqy7cH0aCA9+mwhNahTtP7h\nQNrXRbpSyHioWSxkrFDbOAh6DePZDf/m3u238z95Z/LT1ue4rOYfaEBbcj7F3maCmo2cwS6Gues4\nkqbf33YnnPUbmC5YeXKLocPwQ0lvBI9B2mhasMcu4gsHpHuyTsIWClLQ+g5V7lq2vTKVMWdupy9F\nJhtOb3zNcmECUJgJWaliDDPq/Bs6RRFwufsI9Wl6nYTNDoUToGmbiY3OaNvJPK2HlUVLGLC7OKV5\nBXbFoED12o+HRDTStnAQraM9wdd9pPj3v8/hnHNeJBi0Lnh59NEvkprqZu/e8ZbPf4oEEIORHpsE\nycEoO9joKjLZarlCPqrTqnCEAty7/Q76/5nGWUdf5shLI3lw843k6vs/9FgLt/9TrNrVQdqIKncN\nxf3KqJxdJVacihdppbuWrhj1RbvqFV1hk572VaUdGUctpR0zBxuof76cC2uFj68jOMiZR//Nm2+d\nSs/LI4RbyKeM9AdACEo3wfQ/wkUXijbeYalGdi18aZlcSKTCKrgMQw2kjUWDHqWQ1Gifp14/p2Zi\nzwA48i7kjGBe61quO/gHUntqhTQhRQ2mDanTPIVFMS5ekzxQ+a5oOgTmJjDZNZhTrtaMtLGN8Z3P\nmIMsEJORufOcYZFasgPK3oPKdyC1SwQCl74EX98D878rujnGakd9ssLAGRvK2Pzm7yGsZdcDizCM\ngbQjFODSOmtnkysP/xUbIXqdUTrXH4A/rYS5d8WXWRxogrPvF5O1EVtrrINoEKz+G7vgkXdEsGwV\nRIexag/81WAU80dFMlqeK1w01hjWWMEQrN0PY0pgstnaGRDp7zDbvfOI/NzM4fGt6Qb8sPEQ7G8U\n723ExmgvH7YqP4825ecWRmuPCKILM+HkEVHZR10bZA92mxlRJZMxsXsXWYPiIpXq7k/Jht4AXl0L\nLnXpm2SQesRCWCfrH4CyWcwfqJGC6PqUMrL8vaT63RQMtFHujt2JdHTvAQ4fSSBLpmPd1j5RkwMi\nyLvgCfAbithS8iKfIXuwiywly3vfi9aZD4C3lCHxhsN/5HRbJ1879DCpAfGjCDfYyR0QY4xJqx4O\nosFMLEnymKCFxaa1t7oWCrK4ZRWDmoNRPbLtXom3iRff+bxo1qLj7KP/4tTmtywXJylJUJQl7s+T\n5T57tPaI+3tql9K1cdz54l+l0PDO5md4deWZvL5iOY7gIKc1vYGKEm9TXGmqEYkExK/qjh1Xapr2\n/9g773g5yrL9f2dP772nnPRGEhIggfQA0gQRFZEXEBGVF0HAxisiP7v4ir6+ii/YsFFUQKVDQkJ6\n7z0n7ZSc3s/u2bN95/fHM7M788xsOQECwVyfz/kkuzs7O7sz8zz3c9/XfV2fAV4FbIpGpx+vvnoN\n+/efY3k+HFb40Y++SWHh2QDmbcGOI+3uYtagOYvWnFHNT1+Fxd+HaffDR34mMiKdkobpq2uuNrmE\n1XdCixare/xCi9SIHpe4aYIhoQTSnl1JjVGb2pECxeNxSGYNZb2NSTXCAIQ7tYEtqYx0MRXeDlLU\nME9vvIm76x7l6MsTeG3Nh7lEW9GW+HrOakmfCrK7YfozcMtl8IU58JHP22sop3ngsq/F3k88akeG\nxMs18naD5mZZCo2BtDSq3/OFKJ1HR+t2qvLKWLVyKRveXMBj2+/iUrdWtZEbDnWedKrXrHGrKlAQ\nJ9rJ6jfLwqV5rHzGGBnpEm3y7BgQygx2aO2zVpZsLZxTMoQ03m1rhQZr6WS49MfCnCgWzjXr9VKz\nJXpfFNaL8rEOdylka69NvNr0toWd5oO/94TkQKdBlzELaKXdQa8IoD/3O/EbJMKBZrjw29FAMRyG\n235jH0SfCh58TjRL9btFadqI7AzojqGqdrAZ9moxzWSpKOYPwnKtUCAH0jnDMHdsl36frcdFAOfy\niOyqDkURVYx46HTCthNwnkb515soF3VJbn4XfNH0cG6P6HfyOdIjlAsjQpqihUmXevRCyBtj2daE\n0UICN6v/OGnA9U3PmV5u0PTDazSK09Wtr8Tc1dKOVbQYhoaLDNTr88ZEv7OOrccxK1TlVcOCK6B1\nFpTfBV88EKlgFfr7KfRFtbofeQV+v9q8vzmGYPIf28wKKtkhD09uusW0fVeGGIfGDR4npDiszftG\nFEkHb+wbkfsb0nPNXgoGzOzbQ7G/j82lcxnhbbXwmBf0bCa9qJav73yQQ69M5uU116AArVroNrsW\nFkyEhZNFEK1f14dbzQu+sCoqPded/Jf5AKbfJFxnJf1oPUu+qGsdt9Q/yWVty22P39LAGAPJNBt+\nHfgtMEP7+62qqrEF9U4z2tutgvN///sNVFa2sXHjfJt3nEXSkDNg2SUw1B0puenYsuwYX38G1h6G\ngy2iOWDh96CnO37D37Pm3lCW7xPNGYdaYOkPoPQ/YeJXoeKLsP0EONMKrJJEo+ZbJvu8LhEMVOTD\nrNr4X9Hb1S9kbiRHNEoPWYOynPLIQJimBnl0xz2WQb7M12VtNjybkY6Pqp3w5VHC2W9cEgoW45eJ\nrLUdZAvreDC6FcpSbsZzL58/ueJwcjM3eQ9w4M05pmaVCKdfdjfUbbWLjptdFp3VkBan00ynoBgh\nZ3ItmSKRkS7ziojnv182qwmMKBa8VhATkcVEKa/KLOcIMPtzMDVBm8xQD7QZ3EjzR0DY0LCYEoSr\n7gZUqzyZzg0vmWiSsEoL+S0TnmU80KArLji0bOOvV4oxRMbsWhhXIf7mSFmuxm6RBQShjrDH2sOV\nFKbWwNxxgp+so71fZK4fX2EOzmvLRFY4GRxug8WSJPGLmnCVHEgPZwFwvMMceHc6RcC8p8mcEa0t\nhaEkE7Kphow0wIfarBlAI3TZu+O542yp+Pp5HWnMGCsOWPrt+AeiKYTcMLCFvueL+OLRx00v626C\nNZ4WetKLrYGZ/vnhEEs6VkcypxeOF9eIjh314m+xQSBk2wmsUq/55VC9i5RZY029Pjl+J5mqn/9+\nGUrugPv/an7byGKhYjFXu2aDIdHsaIRMVdB/s6ywj/qcMdaMtBGFUmOzMZCW+dHpWtWnbZdZSQf4\nWLPgHeu/a1FggJMGgYE0NcgXjv+e84aOMdlZFznXbX3iGtzZAOuPCJ6+kf7U2ieoV7NGm5/7aPML\n5ibN4vFw10ETfz495DNZqv9hy+2MMSzIfI70SMOppYExBpKiaKiq+g9VVb+i/dlfWe8RHn30btzu\naHaoubmG3/3udtauXYJ9N8xZJI18q8X3Rb4GbpUclJ5fYa3v9QzCj767C3dKtuU1HXZ8r0/8QjTO\nrDbMrb2DcOuvIYTCok4pkzH+SsIGZ8KUcJD0ThGojCqDfU2CG6jjoglQmhudgHqdKiX+HqiaZd5v\nzXarmkPppISa12XeLhtqx9mMdFxc9jXJRCQJjHnL/vlYFtx2MGZvU6XPj0ftkM7vzf3reGrzZygK\nmLeLaKcWSLV4vUwqB8HuJFzo3FJ2W6a5yBnpjDxyg4M8+q8hlJvg56+bXx5bLhauaSmiKjTk8lNl\nNLtQHFba04ybEx9n536hbmNEhcRtn/kUXPdpYSxjRGG1yM7dbc4GLelcTX7QRdCgr6sAdxw1Nx3e\n2PBMZOTPDg7h9Qs6i4xFk8VEfbxD/O1phBmS3cDvVgkdZCMPGES2cUq1yJRNrIIJFWJ/iyfDkilw\nyTQRpC+ZIoLQLcetgfpnfiM0oo0YHadPxA4yhe3V3SKokgPpzjhUFhkqMF66FP+4Bt6S1iyVSfrx\ngFD7AGjQAukr215nepyM6EXdYnIwUnOMyNTkJTPDPiqNko2zbgX/AiHZWL/Y3ER8/p2RzOkE11GL\nsc5Aaj4zNaqIAtTnjGFJ52rz/jXM7ttJYWCAlj6RGbXjnQMcMwjG1HcaVDt0ZAt+cLo0pqSHPKzY\nL6q0g1I+KjVFBJn+oKgK6PjdKnD5Y0unGLWc2zMrrPQaI4qGEUhr/OjLhg5DwAONa5nVtZk7jzzG\nVw79DwAlvmjlrCXLPJ48uuMebmgy3wit/YJnHw/7Twqqkb5dcy8U+/v4lKwIIiXJZvXtMlFTZRwo\nmIorTVBV3nZGWlGU9dq/LkVRnIY/l6Iow7gt31288sq1PPHEbWzdej6rVy/iuuv+wapVlyZ+41nE\nhyMgKQwokFfFrCFzWqdnyGHi8hmx5YjKyv4a29dWHRQTV7I42AKtB9qsgbTU3DRiqBnnoFiJdzkh\nGBZZkIsmiEly01FRNvVoi9Zulxb85lZadSeNKKyF9FwqvPadxjrKfF02zYZnM9IxUb4fxtjoivaN\nEUYpzhpoOU84EBpRvd1+f3bOgbFgvL7lxU5hkoF01yEePiZJ4GmIZMvypehMp3MUS7OvP4bUgREy\nBaVcim5sMtJpPjfftKES1xSJLFkwDGO0+Nye3mE4/sJae5tdGRn5Qp/diOk2etQzn7JmEa++1NJk\nCHBDo/gS68oWcDwnOtHfW/cLMjU7YUUNm5SCKgaaWPwDq4byuApRQTPCFxRUsiLDaXB64F/brdtm\npcOhVpEpO9IGRzvENmsOiyTAygMiSF99SCxQAI53iqbBWMhIhRPD9HrZd9J8vL2D8NeNIqjQkZ4a\nbahMFgVS/uPxFaLR0oiUYeSpTvZCYbYoyYfDIlv6k9332247o28PU5wik1Lgtx87Cwwa0hZe/8RU\nGLNG/PXVQuN8qPk8XPJwZJMqrzU43lU8y8TDdqblkx4O8IfNnzVlORU1zNcPPUIwBJ0D1sWXES19\nouoDgkdf4DKf4JRcEUinZpkD6dSQj6fM/nIRXDReVCPAfJ4HhuAvG+xPSkdaKevfPMlRLbAPKylM\ncB1lYqxA0RJIG4jyMQLpf26/nQsDraSPmMu2FfN5bPtdkcVKjYFr7E2J72QMYhwqyEq4GQCjtMWn\n/t0e3f4l5nZvjrn9Je0rY74WUhykhENMdh4mjMIk19sMpFVVXaD9m6eqar7hL09V1cQ+i6cR9977\nK+bO3cbSpWvYvn1u4jecRWLktZnLzjnlkJJuKf2+tC1MyFBBGim5aH/tu0fZmR91JutNL+LFwHSu\n+al5u3gTjI7f/qGeOT1bI5OmHUa7G+nVxD30ZiGXVwTQew3xgT6xdA8S1ZIeHcN4AiKmEOXeTjaV\nzGVb8Xk0ZY9kMCWHPYUz2FMoSoaC2nG22TBpnGOjJ9p8gQhkq3aLqkjNDsiSAmTbQFq1coa7YyyO\nghlm6lK8Rj75/BmcNIsGmxnhiU4SASWVFRUXU59Ta8hIxwik5YpPMhU0h5RJSSIjneq0r4hUF0eD\nvBIt8dfah9Vqt9DAl5T1ejv3g0fqJXC1QsUMFEOlCICZV4jAJhFGzLY8VeLt5j8anwEgN+g2MXGm\nOA+zdsUiFtf9kVUrlzJPy2bW59Ty5390m5rlQJTDj8dYD3v81ma+N/aKRj8jmqWvnAxaemFBnLX6\nrFoRcA4HYRWmSLmK+6VbanL18LndOxvMwXTPoJXacjR+TsGCykLx++oBzxVtyyJN20Z8/vjvUICh\nlCzGDtrwcYDxg0cjiykTTxrMVL+yOhi9AS6+wUS5k42HDuRPZZ6kG+zQqBFXtr3BqpVLWdDyBjfX\nP8n6NxfwyabnaB8Qv7+S4LY1qlGldpt/NIeWLVWk5IsS8POMjWhEVaFZCaW5F7INqpQ/fzlI2GYc\n+eOrTm5+DCZ/DbYcgyJ/Lw5UXlrzESbIsnEAxVL5pOgEkfHQJpDO9w+QE/KwbNXlTB04aKKVtGRV\nk2XojYq1ONLh8YsFV1Yc80cj8rWAW/9dCgMDLH/rMiZ1brVsO2bwBF8/9Ij956Zksr3oPGYO7KPc\n183h/MlWSb0YSEZH+slknjuLDxhkBzitvGsMpLvJ4zsG6cVJVSKrY+QCHm2DZU/uQ7+tiv19dG/Y\nZzIdmDdBdHbLqJbi0S2HQ2SE/VzVGrvX9YLebfS5oSQXvFY9+wg6BgSHuttFtJO6dknsN2iySRXe\nDqb37+OC3h2MGjpJbsjNzP69zOzfy7bi80V22+JmN4wZp2YrTHrJatP6QUXVTvPjxvkwYps1piw+\nHjVCASFVJ2ef092QZqiDBjOsboA6XFWQ4ojy+zIHwWfoPE8fEhlrJWSjoVoAgSFo2criVHPjzf6C\naVza8RZN2aMSB9LyPeaIc8HqkBcKZYkz0iluawFx8WTYZggw9YVsax9WvfYKg0V3kTTBDnWLYFqf\nOAcayXI285fNn8H55gzSjA6j+dWQlSMqDLGQlh3VFTbg/kM/IUvr+K8aamX84Ak2lEapIhf0bmf1\njs+y2FCxalDK+eGL5v0UZkNXAldnfSGu42+bzOX1klyrXF2yWF8nFDRkLJocmx6QCGEzFdaiNlIU\nm10XE4Nea7OcERMrk2vaNKJQOw5jQP6brXdQ0xaNGCc4j3DriT8DcCh/CulqEDukoJKmlectGWmp\n+RywWIHrJj1dGaWsLl9MzVCz5bNK/NHuvQVdG1i35kqe3PTpyEJNb5T32x9iBEajmoxW87GGtKBf\nlVyD1d0HLIufiyaIz5JpOqMN69XjHbBKNTs3tnkz+cHfxG8VVuGxFcJtMKQ4mOQ6wpFXJrFh+TxS\nG9dCo3b/ZJdFTaVANGrrtDnLYj0/MofmB13sesO8EO6QRAdm9u9hX4HZrdSIjUfE90xP0pBaFxYw\nLjDygy7+tOMuaI0mXC5veoHNyy6kUFND2V40mw2lF3Esdxz786dyNHc8cw1uhl0ZZdS6G4QbZQIk\nw5E2fWNFUVKBOCPhWXwgYMOPhmggvbdgOo+tckSaR0BIHXU6rVzAV3ebLzS5zJiWIjiEC6J9RVTk\ni6B8kaGZxhsQncnf3v9dITMnQVHD3Hn0cVp6xbEkQmWhCKQjGelJ11izyTq0jHRa0ENuyD7IrfK0\niQElV2oIy2u13T6CFB9MehHunA6fnws3Xgt3TYlNX/ggQebH5sZYdKT5oVe6sColjp8cZHqKrIob\nOgpr4GsdcH8PfPQvIjgelPSIi+oFdcLYlJhTLigL7buZmpNj6YzXHQTT1ADl3k4xCMscab0hUr4u\nYi2eHKlw9a/hS8fgk7ebeZ+5neYFhU1GWhk0P7dwkpXz26cFj639kqQYQIXBzrhQiq6UFKGE4GyG\n7jpScip488CXuaXhKXJDQ1HnUx0Ti0WFYahAUHdkjF5sMszIaNnMHzbfxlcP/wwAV2ouNV7xuzls\nxgAjtq89aVpMF2YLbmki+sTBFsiNo3JRWxb7tUQIq4LXqZugjCoRY9zG5BJftjDycO0wcIpWCoda\nok2CMsqtRpkJkaElWPYa+NtFgX6+efIv0Lmfu3d9m63L5pCn6Se7Uu0l1XSM8jSzuWSOjWSjTSCd\na763q7xtrC5fRHbAzZLONRQGnXj9cM+fYfQ98NnfQlXfcdvsrg690TBRw2WfYWHmb+8m2+CHEE7P\nhawSfPnmMSK103xSF04SVdUeGzWXYuln2vvWUVaXL2ZvwXS25s5g6be8psTV3zdDdthLU3Z0gT+v\nexMXZcGTzb8WEnWKAiWSA6S+aLfJSJf6YnOHBqXz6AAywj6cqfb8d70/KlnmkK6sI2uWnzuwD6Xi\nXOg5xtjOrbyx/jrKtYDf68hg6sBB5ndvYvzgcc5xHmTGgLm6l6oGSFVDTHLV2Wftpe9kC0VRHlAU\nxQXMMPKjgQ7gxVjvO4sPCORsmRZIV3taWV2+mBkD+9i925ySCGuVnyPSwL693qwU0CTdcyHtfeuP\niAFj8WQIIwaNDUfME9fRdpjRv4/7D/7Ecsg3Nv6VcYMnaAPwnbYAACAASURBVOyOlnviITdTCqTT\nc+G8O+w3HrMUAMXGslZHsa9HBNK6KYeOeIF0/kn4wgVw40ehwnAjFzbBTVcJq9vLvwIfvxFm20t9\nnbHI6TQ72gXTzdxkGUNSJ5bMMZYz1L4CqNgr5NRkXDATskuFEcHMW+Cm18AraUkX1osKgRE1cwCY\nEujmwGvnWEyCdC5lkU+UTkd4mq0Z6cJGocUqL1YzYpQ8598vrsvicbD4a6BIE5yRJ22TkcYpnivP\nFzzcdTa0Pz3DerLHRl/WaB8sy2JlaJNhwSgoncRnGp5ivsERTFfPiEB3dMsegOKj0C/9NuOviP6/\naT2LlQFuO/GnSKm4MWd0ZIKd0bcn5mTsVdL5+RPmmXXaCExyZbEQCpsblGXEC7KTQSgstKQ7nEIO\nbu1hwVM/VXQPiqZRO2SlizL5qaCt35zc0HH+GGL2xcSDrvixW4p7F3Wth7JpPFj/m0i2EAyVwjgI\nONJtMtK15scpGVFXXkRDenbQzcLOdeSExSojHBaN7o8uF+fkj2vgh097OJY3nljQM+vOBMXDYx3R\nik/XANQONpg3KJ+GPys6RqWGAyht0ZM2skQsamIhRYrijp8MsKRzDTMG9tG+Zq8lwAyFxfeVM8XL\nVl3OzY1/ZcygNgaXTze/sUJrDrUJpOOdKwXrxT3RdYzuDPvO2mXaxyR7T5zoFL9B76CQzNWRGfYx\ndqgBSsZzZZ95HN9fMI3scHxVMb3HZc9rMznyShxOFvE50g+rqpoHPCLxo0tUVY1h63UWHxgUSIQ4\njdpR6usmRwsejknJw34DN7nGEJP4AkIKSIeckfYYVvTr6kS2TDdMCIXNHDP9Mx/e8wA7Xp/NokNP\nsODka9x15Fc8vvXOyP4zJMUuO6SmSNQOgLn3Wjccc3Gk8zclTiCdHfaS6x8Q1A6DsgBZ/VZVCBAZ\nyOtvgAoblzgQpbTbF8BFP4fpf4OPfEEYlXxQUCEFbH1jICUOmTMsndQiifxq0VTOh7EXQY/NIDjp\nI+bHI+dBrZQ5LqoXesdG1IgejLvareJFPkc64wbFMem0jpHuk6IZx8iBTAnAhFetCyw7xZHULJh7\nn/m5qdIEZ6R32DRGqi4xu0ypFlUeOwz5RVNUU4/Qmc0JGFJf2aXRSVXKSKdmFlCrTbxpIT8PHHzY\n9LpFn3Wi4XfPcEMoDVzahF4yFWbdHn29fDrn95qrMrqpBEBO2MPuIpusNrC8rdTkjlZRMDzqRIcz\ntvay/x3Skn4nUVNk//z0kfEpbomw+pDgdY8pEwmNxZOtgXCy0DO36+sw9dWcM3CASzpWUmlo5B5M\nyWGSs45j7aLJUee0d7uEJOGnH4cf/AvUrq74HGmwZKPLvZ00Zo82jeUv7BCVUyMeXQ5Hh2KXNldo\neY8+d8xNADG/6fSLTqcNp3u0uZF65NDJSMP8vIli/oylKw7mJBWY+f9NPVgQDIk5Um7606lTY9za\nZF0xw/xGfZ6yy0h77TPSQSWFaf32EpVj3Q30pBdxKF+Mz/6Qwv+8JhqgISoIkAi+YLRZWlar+Uiz\n0K9c0GXu3JSz5HYY6WmmN70IR5w5X0cyOtIPKIpSpCjKHEVRFul/Cfd8Fm8f0/4OXzwHblsE06xN\nGe8aHEGYLBUd8mpQ1DCFgX7Gu46iqqIL3QjjxDVKSgIam3XkQDrRQNRtuG/1RhUFmN23ixsGd/DM\njjv41fYvkR902e4/FgJBKSMNgktXc7t5w9lfEC8FnAQdCTog1LCQDJMGb1PmFSDFDzdfASNjeL7G\nwpLvCCrIBwGy4sSQTebYiBSphipnpOVAdN54YRryoaXS554D4y6z7n++pEYxbhlMkQLmmjkQDvHJ\n1pctb99UehGVmjxibmiI1swqavRGxOrzzRt/4lNmyog3H0oL4ar/g0/8HSq1APGcG6yc+xHSBGds\nOLQJpEMD4r5IlI2tLhLVohQ1zPQBaXF3514he2c4lpRQgO43Z1L/0ljWvbmA/9t+F+Ok5rAPt75q\npmFVzTKbH5UchzQ3uM6FL+6BdI2X6XdDRr6lH0Ke0or89l/qj8+ZV/ljyszBWyI0dMHMGGoMw+UG\nnw7Eom/EomYMB+vrhIRfQ5dIcpxq9rxPCwYHhkTDmxE/3v0N0+PD+ZP40h/CTPgqfPx/4Zz/gg8/\nAuO/Ag/8HZ5cLyzR//P+Ohtqx0hMxAAbWkdvhpmT/Bcbk6JQGJ75/UHb7+LyCDpieqrZqjoWdIk2\n+0Da3OSuO/POHCUoP4mkC/ukjLhxXo7VFHuwhQjHXEZEbcgSSGup4hxp4k/Po8zXxdqyBYQUc0i5\nt3AGxZosqKrC2kOCoqJXJ0r8fUxx1tGRUca878JXn46+V5b9iwf999V11HV8pv5PZIS8EQMWHfGo\nKDoUoCGnNqnPT6bZ8HPAWmAZ8F3t3+8ktfezOHVMehGu/5QINkavE5nLC39+ej57+tOiuSsCBUYv\npNDfjys1j6LAAO39ZkmpvExzk448gOurzFDYenPLzTEyGrqjndFHJdrIlIFDVHvMmb2TvdYGHDsM\n+kS2IM9lDsAci68XTW/uEcL6eNonASj29eKXzSkk6DSVhPSO2tXivA4X+S0w7bnE250JkOlD4QTd\nJbJDZHGCjHS2FvR94lvg0mvUaXDFL+1b7SfKNtZrze6eKelQM4dKXydlfnOqZ03ZQhYbzFgA2rIq\no7rji7+NaXJPl2a/YCl8botweJv2Sbh1leDaT77OepzlkpurcUEic8Kzigj0u6jIt1aQZGSmRTNY\nsuMbANeZe8xHDzVREBBB+oKuDXz+uLVaUubrZk6PRI+plLLImYMwxmu2Fx/qpsTXE9ET1jHBZY7A\npsYwZHl9RzRtnJNhrogli83HrJnerPThS8mdDuxtgnESvaMsb3gSo+82jAu55dI67fxecwTU0OLn\n1waVMm8AXttttbava4V031DE9hoQ96mxuVBqNKzytBEmOkH1Dop92+GvKz0csclKv3VQZHZlfnIs\n6A34HQPJB9LZSVKIZDvthq7oojFWIL2nKXYwWenVJlk5kC7fLxqiZbnSkgmU+roZM1jPppILGdLs\n28MoEROYcBg+9r+w+Acw7ztY5DgrfF2caDcvk3vjZOFlpGun89kt5rl/Rv8+Dr8ymVEGDW2vI8Pa\nUB0DvenFiTciuWbDe4ELgEZVVZcCs4Czel7vJlL8cPWd1ucvfcBq4vBuQM7CnXsrFI+nxN8TsRmV\ns9HV0oTTI1E1dzaIfxu7zVJMRTmJmzU8/qhWpBwMLO1cbZLaae8XpS5fEuXXTi0uS+k1DygpBdVC\nMml8hbA+1oKuIn8fqhL/lknVjyVRIF1kztwB0LBQmAgcv8T6mhGjYgiMnmmQfxNHgvb3XGkVVXQc\nU45S5kjr8mupGXD5DUIt4vLfR/juAPQbIo3KWVAsBalGXHA3ZBZS7DPPTutL57G4a52lOWYwNTdK\nGxq9EObeE3vfY0eajQMyC4UhiUxBgUjja/SxHkyqthnpQL8rKfMMf1AEKk4P3H3kV1yawH0uUgK2\nQXd6CR0ZIrKzGD+UTbG+QcoajvO30/GvClNZ9XDeJKq85msgBZUdRWaVgMNKtancXVt2atbeYRVK\n80VAqmPO2OFltk8nSgzHmZshOPHu91HxyhsQFBsQDW/xkh1vvdaQ1D7DKjR1q/F50pImcs1QC6kG\nhY5le2NfH6oKN/7QidMRVbBo74cHtQJxslrHev9Qp9OGI51iTs6MdjfS7zarfcTDoFcoyegIhKBZ\nW1ectKF2gDj+Ua56+tOsXaMRacCcCvN9meaB6X81L9yVFBhzMWW+Lop9vSzo3og7NYeNJRfSkDOa\nc/v3srdJuBS/YGBpPfKquVdq0GuuTKelRJsIk4GewGrtg1d2mV+T3YeP5E006YUbcawdPvUojLlP\n/EY+JQmOKMkF0l5VVb0AiqJkqKp6GIjPvD6Lt4eqHVYqAECqD87/tfX5dwJ5rbD0/8HcX8BYyaZ5\njggAin299GuqBHKnuNEUAARPy9gEcbxDcKhXSrK3o+z7DSzQA4FY+q869GyRNwnr2o4BkTmXO6TD\nehAsSRIV+3sjK+xYyFK1mUsOpHOl8ykHhQ2LoHadMBEYu1IE1Tp8UtqjUhopzlRYVCsSyAtk9woK\nhI70IfPvKFM7jDrGMz8p1CJGSUGouxP8WupDUWDOF+w/O7cSLv4BAIWSg2FqDIkuVVHMTphLvguO\nGBmOKhulgQz7RjoKR4usm47sXqHWke4W1tuRA8sk1ZGCx+UjL7EHAk7t52/qFpa+T266hcIY1Amw\nUfcwYH/hORwqEAGzbq4RQelk6xskpZtZ3iaLxXF7ViWv7IRfLReOpTpkBZ8Vh82T36nIv+nY0ygm\n+OkjBcdcVjt5P2HrcWEOsmgyZKbDgTgNau8VdDWlw63Cic8OTRnV/P7l5NORDV02WV5jIC2Z+0x2\nHiYzHB1r5Oz4/ImY7pedDfDkjizWli3gX95pTP8GHNBUYHOTuK8gem+19cO5/bHvG4hmpIeDCike\n1pVp4umdT70vyP5sazdpJJBWFBh3ufnF6241Px55EWQWku0fjDRulvm6mdezmbHaOfnyU1b6ZigM\nv3gj+lgO+CuHqQpj7LO64w9wqDf2iZFpPTqOtcN53xKLvIYu+NGL0Lj7pO22MpIJpJsVRSkEXgDe\nVBTlReB9VDD6ACJexlFufjoVKGGz1JYSglsvhsXfhyvvExOyjuyySNd+ib8Hr1a2kcX45eY+YwOA\njt2N1kGrMMlJLkOr+noD8YPpQ1pslgy/SgVKciDc0UFKOBqAhLJKIDXTZLwBIiMdz1oUwIEi5I1k\nCTxZoUEOpI2ZVQVB++irhcEyq+Ndxd7E2dszAXIgLTexyFCwStTlGwyC8qVBz7iYKT9HBJ+yFF1e\nDbQZFibnfQGKPmz97Nmfjzj1FRoMBdoyKzm/x16mMD0cMDeyZhZAzbW22zJinv3zdlAcIMllUdho\npXVkFpIXcOHyQEoS2S2di6nTOyq9Hfx1w40xt5cbeIyoddeTrt0r1kDaJiMdQ+dXh9+Rxlt/2so1\nP4Mv/RlmPAAPaMYjs/t3s7ZsATuKZrO6fBFb3zJPTwmKSAkRDIsmpkOnqH5xOrG3SaiADCebdzph\nDFC/+Sy0hKwR08aOfALS8DZ9pGg6P3+s4A5PNtzaDV1CF9kETV0HgFJzID3VeZA8jZKkqtY5adAr\n7N2N2L29m0Vd6+nfcsD02ybT1A5R+kVTD4x3HTNTUSSMGaynfyiqj5wMZCfKZftExj9eIN3QBXUv\nbiOEwvrS+ZHnTa6PE2zGQiPGXwlAOIYU5ZDP6gqq47EVsTPnyVJmdBgD9fZ+uOnnPg7nWRcJdXkT\nuaDbatSiH49TyuW8+g97QyAZyTQbXqeqar+qqt8BHgKeAD6a1N7fVSTupDxjES+QrtwjAt9TggqX\nPAD/VQQP5sCnLxUUg+odUBpDz2jsJZGZqNjXS0hTo5C5d3Y3vbxKXvpDeF66hhM1UugwcuP+uDb2\ndn/UaKryDRELhTnQ5wxbnK7Iq7FkpIv8fSYNUFsoigi05ICtsMH8WA6k5UY6BWE6ktsltJUHDauS\nNC+UnIL+1PsNciCdlQT51CdlaY2/o6w0IxszFI4ROtA6wiHILTdnflMz4D9+Jig2OkKFcP5/Rndj\nyEjX5U8kVZJ3UlURyGR6ncKgx4hzY0xM4z4U/X93jHPbbFhEy9+toNGG1lFEXlAE0nJnvx26XYLL\naTQbuaJtGV/c+yPb7ed3bWBt2UK2S9SKzSVzqXU3UaZl46cMJBFIyw1h0v24JjyJ7z9tvql//DLs\n19ZOi7rWc17fTpZ0rrV07ic7FpzFu480Aw2+dxB+vz6F7vRoWXIgLZ+VrzSY3rNwkljInOyB7ScE\nv9cob9rYbbOoG2Nw4JSoRFMGDlGsVVp2Npg5xjkZohFPbiDUe3xapMA0NclFWrdL6Ia7PKIyO7fH\nPiHmCIc4v3c7XU5zljURZLv2R5fD/ubEZjG/fUvQoxZ0b8CZkkt3erH53ht3GaTGyXZpgXQgRii5\n7UTsBYE3AA8LUQ2LukhOkpl+HXID8P5GlarBFnYaVH3Wlc2naqg1kjk3Ihy2xiYAy7d48JPYGSbu\nZaAoSoqiKJH1hKqqa1RVfUlV1WGc4ncJDxRYm48+EFBh1IbYL6e7oSQ5orwFE1+BhT+GTC16HbsS\n7h0nTEBi4ZxoRqrE30OKRm3YJQXSp9LJXpKbvMbp0fZof9jPX7dfae9ujK5+EymB6MjJEFJ7NR4p\nY5xfA5nmjHSxv5eVy1t4dnO06/h4B9z3JHzs57DqAKSEQxQEBqzGFbI+shxIx3MyVIABKXCSHQHP\nNKS7hFuWjmC6kAlMhKA0wkZ+R9UaSMv6zcYsFQhahyPVwqGksFZQbJrmiYB63C2m7LauFLG6fDEL\nO0XDaJcTvvdPmPENyLoNyv4Tbr/vIOU+qZlgzGxonWV+rmhs9Bja9wgjhPq3zNu07wajS6As8VXY\naHVgzCoiL+DC6Un+fqgqNBtmACwZ2AUN5tXrRGcdZb5uVBRGeJpZVzqfLSVzWFO2kHN7RYZ/tLuR\ngJLKiKFm8wI0q8is3AGWCk6lgQu9sfQifvuYfVrrUUldLxiyZo5l3fqzeO8QkoKqQ3t7URWF1WWL\nWFO+iLaMCl7eaI5i223mFqN7bkM3LOlcjSNs2Hn5NJj3dbj+OZPJVm7ARfVQCzt3dOP2wtPSVDtt\nhOAY10vr3/3NIrt6Qnp+OOm8idol3tAFF3Zvtt1mRv9ecvyDnOwZnpHOthNmLv+QD67/pXmb8RVm\ngzMQdKA67X7JDw1S6u8lNWRYdWcWwJW/sP/QnAqDxrz9L7HmkO3TEbymtU/IgXTaMKtIbp+5uh0I\nwVCvm1l9u6nLnUBXegkLuzbg7x/kmp/C2Pvg1l9HF0ZbjtvzyYMh6Hap9CRoOox7uKqqhoA6RVFi\nCAG9h8hwQZm9NM0ZjaITZqUAX5514j1VjuyYtxJvY0TmFTDxmsjDYl8vWcEhOgbMq/iMVOvAA+Lm\njucwOG1E8gPRkD9KFRnywVU/gc3KeFozxejU1gd3PCFeL8iONnckQmaayBbUDNkY0NhkpL/z+35u\neFTI9Px9E0z8quB6/Ws7XPwjePyHm0VGWjauSJSRTrQolOkdVWc4T1ruAXCX21tZZRTAzFth4Tdh\n1AKrsof+O2b1mpUw0nIsCyFGSPJ2Hu0+y8gHj+GCTs0QgfOojSKgHmUurRT6+9lUMpclnWtIQWXZ\nXhj7Zfj2P0TmTM/+HmhSKRmSboycMsjqAb9h1J9p4B16+0QFaNRCqF8F4SAMnGR02M0ij0GxwmI7\nbpeRLhQZaa99MGKH4lyrTvC5fbuFbF1PdAF/b52YXLNCHiq9nSzs3sDcnq0s7lpHpupn1QF46Jkg\nJ8KlOFCtfGpJO1cOpKs8wnkuQArntmzila32qbXfvgXX/wLcWux1tN2cfS/LS34RcRbvPlxS8+Ox\nDsGpXdK1lsWda/EdOGpKyuRkWJWaZDR0QUHAyQUGe2cAPvQTmPoJ01NTnIfo6g9zxcOQe7tIyhih\nG6f0uc39O6GwuC9kWuHQMJo59ab6xm742Ml/2rrzzu/eQFu/CASHc936gjDW7K/CEWmIrSoUiaZZ\n0hp8o5SX68koodRYSZv9OeiRYhCACVdGqtV2fSJdTviV1K+8aLK5ibKhS0gbfl/SN0h2/jZCdtts\n6hFTyqTBoxGVpR+8IJoR67uE5OEFD4kk4HNxGLNXPxyixB+HI0NyHOki4ICiKCsVRXlJ/0vife8+\nZB3aDwJkW+jeceCTotFTVW0oHUanTMMCWPBhk0xYib+H/ICTXQ3mTceW23ey+4Mwqcr6PIjGnQ3D\nFCAxBuX7TsLKfx2j2tvGno4MRt0rVteQfCc1iFJjt8s+I61IHOlCb2+kTPzz1+FTv7Le8I3tQZGR\nzqsBo1ReTjek6xlY1RpIy9JtMmTqx5necCjTOmRXQRBB9B074aN/got/CLetgzkSLUC3FC+UtWRH\nWSXupEC60tfFJe0rmNm3G9zS+TBWFKSAvNDfH+FYAnz9GXtOfiAE3u4BYROuIz0XyrqgvxYaF8D0\n+4VzYeR1La2UkibURUJ+5vsa2bf+Cn5zzODmKWekC5psONJF5AecDHqtsmGxkJsh7i2josKEwWPk\nK2HIreCRrXfz1oql3Hn0cQCKJRnAYAhueUwsKn/yCuzcJH5XWRqQ2iXmx8VmB7kRQ82MGGomjRAr\nD8Q3FXl+K9yrKfPJtI4RSTYzn8XpgUyNONBsLv3LfOWJUkuEDuNiSaciXd3ySsLPn9W7K6bcal4m\nprmtRkpCbj9htZe3s+yOBX1B0NgtTGgePPBDyzaXtK+MNMz3D3MBuP2EVT3LCF3BJU+aH2VNb2d6\ngZXqmC0t3B2pcOFXIg9zQtYB8MFno8ZqIBYpxzujmXkdB5qxIJGSlx3kfis7uc+XpUJuWz9c8iNz\n46OMXTYLKBnJBNIPAVcD3wN+Zvh771H2bxBI+/KFYYER49/glDjisXjQMrrHQ+16KDQLkxb7eikK\n9FsGu5IY4gIgnAoXTBIOTReOF/9fNFloig5XRkqOi7ZogbN7wGcajJPtpAZxc8fKSKdJgXS6qy9C\n6YiFgSGtGc2RYmMNrdE7MgeEAosOfw5kJIh0ZM3lyt2c0X0CsoqJnqHNHwmX/RRueRO+0W+lXSwy\na65GFiSJ+NEAVWYu76fcu1nx1ofY/fosZnsazNsaKwqG0jAIjnSpX8x2fW5r8GZEc6+N1XFOGZQf\nhNHr4Yr7RWNr5DXzPZfhcPCHLZ8lLzholviy8L9jZKQDLoLDuEwcDpFlk22FH992J6Wqj/uO/5ql\nnasjxYOqIfOGX3kKnjKUy9/UVHqWdkgSDbUGCcK0HNP3cYRDTHQdYZRbnNMVktJPiU0j0pPrxb0n\nn4tk1ErO4vSh22VOiHgDZnqfbg+tIzUGPdVoQtLaJ8y1bm54KuHnL+5cE7M6M7vW7PyZLn32+iNm\nLWxFsS4M4sHpEdVbPVD+7t5v89+77qdEy/5+vOl5rm1+kaYewQEf7ugeClu1xHXkZ4lGVLAuqrdK\n/XR+RxojPFJ0Oy0dnAY61tLvQ4VwO3WEQ+RJvOP6Tmsv08JJ4veyu39lDFe1BCBLavyUbdWbe6wL\nIRCBvDEhlpUO54wwbyMbvchIptlwDdAApGn/3wa8Pwiaw81In/M3uPlyWPqQEBZ/P6JGKk85/OJ7\nBg1yV8UnrK5uiZDqNdMLVAW6JkJIGi3CKdHsXpY5nVPi78HT1WcSyofE3cXr64RD0+Zj4v9rD59a\nA5DMw958THCV5axAdgLzQSPCYWG/ahk48keQkm122nMMJLCGQwxSBQHtQGV6R5EWSMvZ6KEk0mYF\nTWbpt6x+GGHPszsjkCmdzBGlcMMLcNchuOirMPZS+/flSPXLSCAtZaTzE7PRRhpE+pcOSmOJISPt\nkALpXH+0iXCbJBYAogqjd/0392KWwIPod8gqhuzouVeCXo6vXoTz2TzuOCpkLm9qeJqJmnlAVshL\nuUdLjcgZ6aITVo50ZpGWObfjzNhD19NdLXEb/6Pxr3T9s5xUg/xjV0YpOWFPZHG5+qCVs/zqLnGP\nzevaSGrYMOaWTICiceL/pWY11bHuE7hS80jXysW6Br2OcRVCoswIf1Bkm+Rt36+az//OGCkNd3oW\n2O0ViRcjGmwCHxC0hfHabRRWRRm/1t3IJe0r7N+gYVHnWouBCcDCyVZpQ5la8dwWTImUqoLh65OX\n5kUz6A5U7j/0CJ3/rMD992yeX389DlQau83NlMPBzgb7984aHXWklDO1e5usFJWxkkMplaNBCQqZ\n1u5FsCDqRJkfdJImycI+ud4cF4wuFQsRSKxtXpAtAvHhQnbcPCgF0rHUQ2ScO1qcJyPediCtKMrn\ngeeB32hP1SCk8N57DCcjXbEHPnYzjF8u7HUuePydO47CBhi3PH7DWDJIc1uDo/wWSPdAp6R/WyuV\nShOh+CgohlHAVQ1lR8BTDIOG4KRtNqSKCc8hSVLluHsZfWfI1E2cn4WF6vFuob5TcOZ0dDnFoNQl\nKX+kJylJBGIg7HbZiORXnUewxDzB53RGAy+HAsU5Qt/6/LEwQStBDngM8mhyw2GRFnXJgbQvCdFM\nB9An7e/Kezljs9IyJ3zeFJh8bdQiOhZk63X9t5wksc2MOrIxMGaw3vb/4v3R3zotyxxIK+EAKdrv\nvllazy6YJLK5ujpBx4AkJwWikRWgeILp6cmuo4x1N5AXHOTX2+7kqpZX+WTjs6Ztxg3q/KVRwgxB\nR26HVf4vS6h2hEPJXyMubYH7oxcTNxC3hvO54CFI+zTU3itUeWR0OmF7PeSEhljUKaWo7jkmKFCl\nVlWFvnRRDQqHrePLyR5BC5shCeM8uhzelKplXe9TGbh/Z+RKjn164/raw2aViZHF8c+f8frUg9Nf\nbr+HiU77yutY13FGeFpMmcpJVUJab51NkHW8w94AVUdZnP6fWCjItvYgOFDJDkUzS43d5nluOHD7\nRCBoxKQqMw/a7RO/rY6QdI+lhYNWOcGicZDXIdxex5urf/kBJ08/ustEm9gjFQhHl0YXtTvqrfKC\nRkypPjWOtOyEKAfSK5MIF6uLxCJNNpxbn6CYnwy14y5gPuAEUFX1KBCjgHCakd9qLWfGwsKHwWFY\nIl30DrFTxi2H+8bALZcLLebUYRjE2+3LWPIfGAEF2uQo86TlUnYiyLSOQe0U5nZCME3wNRsWQkFD\nZBNV6qzPam1AxsxR5nLYuwkVa+nqUKvo2jZiOB2/noAoN83u20m6URWhaAwBQ/YzI+Ql+6QYXGrL\nRGai1y00K7efEPy3xZMFVzbfr43wJVLaTK+gyA58gSTTD36pJlazTWhKn4mQNaMzkpyV7ALpqp0w\nVmqknXBVwl2ZAmnZpc9QTVCkjDRqGJcHLv+xaDC00Saa6QAAIABJREFUgz7JdzlhpFsKcHUNaOn6\nmOIyNw28uuZqLm83p3jPGdB4Dilp1orHCKljRqN2DCcrqwcuzb3wiRjN+jp2rzzB9hNigoxnm61P\n0te0vGx98bZ1MOuzpqemOA/hTBMpoaPt5gxWcY7gNQJ4pXFn63FzhrC21NpwdRbvPeT5Qs9CL5MW\nQSPNBUELXF5BF4To9TfVeYhDr0zhs/segYGT0Bqt8H7rgDBU2q8VHy8aLxa9sahZbh9MjtHjA6eW\nNc7JEI1u8XS+G7uHV1WVsfawCEYXTxZ/J3usmfMqiUu9xRA3ZwWHrBlpI8VOGqvzA06OnBji+l9G\nlS9kWkW3FOQeaLYqiOhIVlJQhqz8cawjujALh6MKITrOG2NuvJxdKyrlPYPie4w35BcTBfbJHLLP\nKHenKEoq76c0WFKNdypMkWa8wiZhTPJ2cck3o/8fsQVmJOZpxcS5fzI/7hsbrcrKxypnnxJB1h0O\nGJj5hc2Cr1m7TugWA6TloGZGM6XpIR90mWfLsjwrl/LdRr7UUHC03eqyOJzAwaVJg6lDXub02Au1\ng3DDGnCFyMkQ2Q+7G6BvSATYGW5tpi+fbt6gXJsp5MbCUJKj5qgN0GNuyjpjA2mZ2mG41vAPQv1q\naFwLDauhaT00bdS2KzS7+qW74frrzfsatdAgyxQbte4GmrOErJ01I10b+a8qNRumhIP8z2vWxiiI\nyjI2dglFmE4njBqKIcsnBcLjBxPTtc7pNxCGpYy2heqWP5J0jytpq2EQC0N9+/V1oss9FtbHaRY2\nmjHpDnsfabbpUS8aA2MuNj01ZeAQHs34abt0WmoN+z3SBlMlFT0jRicIxM7ivYE8Xm8/AZ0DsFwa\nypLRPtcXfkY5Vgcq13evFFr+ZdP5x+pr2fvqdG478SdABNJ5mbApCXZkPNUp9yk0xOkGLttOxN5m\nV8Pwqqp2ONQqqCprDts37snBqrHhMD/gjB9Ip5t5D/kBJ05Nq/7HLwm+umzYdlKa8nxBEfDPlMWH\nsmH/KTpyun1CmUSHrrQCgvJibDLNzRBeGHua4IKxMHO02MbYNB6vcVNGMoH0GkVRvglkKYryIeA5\nwCa18B5h2rOJtyk5arbOjTw/TNkIGcXHhJmJEQt+zCmtM875K0yWJpp0Q9YuVSIV59u0usaDrNiR\naBGRb56hqj2tptJJTZGQykrWUOWdgiw8f7TdWoaRJZbiQdfqbO61URYwYNrAAfrcVpMZI/TGk7RB\n7Y6tkAPpA+J3l62sw0lGOgrmhg99n2ciYmWkXW2AAmOWCIm02iVC9k6/HhXFStsolgZ9gwrGNXbB\nG1Do76MwMEB3RiltmRVWi+H8kaIzHQhLGekM1c8/pFYGgHkToiVmFRFMdrmINM1FoAfSUsXHyNmO\nhWkDhvMtB9IySieROuQidRiBdFg1T0YPPQcvYSN9RXzOYXEukc/VTVPGuuu5qT5xouGC3m0ENcWb\nf0m/s6w4EMsZNTPt9C/yzyI5dA+anQkBnlht1v9OcSTnMaA748mUnkvbV/CVQz/jwLLZfKz1JaZr\nlZyBITFOy667sWAn6wpQlGM1JUsG+vy11aa3AkQzXFs/w1r8ngp6Jf63seGw1NdtrdAVjI5SyWwy\n0nrP01/WCx16Iz+6osBqcKNjT5PI/C6eLDLUpXnDVysxYpTEv9dl7eQm1mkjBKc6rIpFjd25HA7/\nPZlA+htAF7APuAN4DfhW8h/xLmPyC4npFCM22T9fbTMbDgd2QXzxcWtwnQhlB+Bac3mTnvHCxVCH\nnMEbdiAtZaQT2TFLk3zNUEvk5ps3UXQvvxcTlUfKUhxpszZPdCTJ9gHocYkJv7kXLm9bFnO7af0H\n6B2Mb2neOygmgOxeLeWSW2XWok53C+UOmdqhc9fTcoRixXVPmVUNjEiRfoAzVblG5khnaCsU50l7\nnnTBKPBq7yk/J/Z+p14PE68GBMXm2uYXbTfTM9CV3nbq8iaTFfJSaZR8cqSIYDo9l0BGdPWkqGEc\nLW2WcvDUGmujm77QjJmRzjNHE9VDInLozLDO8kElhXWl86PUDhANe7GQmikaZt0uUoZZKpXteVN2\n7WJb8Xmm5zoGYtMmJlcLHuRY7WsY5a3+sunTvLD6alF2t0HNUDNTBw4CKv1ueFlSeZR5kDvqzeYc\nOuZNSF47+yxOP+SExDelqXRqTeKmNBCZzepCMRcZDTVS1RA/2/U1pkr29Pq1KFtqx0JTT5Q+YsT0\nkafWyKq/5aUYIYIuCSsnjN5pHO/AtMBu6BJzIUBB0ElqOEiFx1A6SEmLJjDiBNKDXmFMZUSizO6x\nDpE5X3s4scxcIjik3+3J9eK6kDnOaZLGgh1iLaJsPzfRBqqqhlVV/Z2qqterqvoJ7f/vH2pHhkuT\ng4sDWVIu0fPJIhatRKaRJML8nwjbZx3BdKGq4TD8zHLwVXCS5DPfqpXaIcupyZAy0jWelsgkNtyJ\n+Z2ErNCx7YR5cs1IHd4EGlaFHE9zr7CZnd5nT5WY0b+XPnd87pqK2FdmtxZhKIqV3lGxz0rtqCyC\njz0D3xwUihUzboJb3zLrC2vC92RJRLAzNSMdi9qRP9K6LYjfsk9L45TFCaTn3hP5b6mvO+biaMxg\nPQEllTJvF+MHj0aeM6FoDFSdF/3tgUnOOo5LXSvVhaKxRdY6TnUIjnTsjLQ5kK7xtOBzpJMddLO6\n3Czzt6VkLqqiUO7tpMSrXT/xMtLFE0Bx4Bh0xW2YsoPc6FTXBlWedlyp0Qj7rxrTZt5EwS0szBbj\nwtzxUemqSi2z3emMckIdqFzb+iozwr2CuiPh8rZlKEBaOMDzW83NZ6NLrXxWX1A0+xoxssTaBHoW\n7y8kko0rStBzbIQelL+RBMtNvy6Gc0/saYoG0w5FyLjFyigngn4972yAX9oMTXZNj+8GAqHoQleH\n3iCoAF2ZZUx2SgejJzDiBNIAL0mabnmn2Dh5KtjdZJ6jOwZg0fet10YysoXt/ebqXDwko9oxX1GU\nNxVFOaIoyglFUeoVRYnD8EkeiqI4FEXZqRu8KIpSpCjKckVR6hRFWaYoShJyBsCnrosfGL6TgXSq\nVzQFFh+DqhjLyqnDCKRTfCKrbkTzXCiV7Iay+iFgEEVNd1uDkVjIbY/aggP4ciA7Qdo23yykWONp\niQSxPe9hJ3yzFEfKepOyiH4yKMgWgbQCfLnu55bXU8JBLulYSa878SKiKAfSOw01STuetEzt+Mzn\nYfqNWHDJwyI7/ZUW+JYPblkBZb1ikRX5wHqrzviZADtqh6fX2kxohF+7AGXKjA5fJYycF3lY5uti\nhKeFaf37LZtOGzhAR2YFKahUedoIKKnWcmbhGBgx1/TU3J4tFlmsCTEO2RcUQWSNp8XsYpZXDalZ\nlqpPtaeVAwXTyA0NsaRzDetL53M4bxIbSy5ket9ecoJuFAwNhyMuFFUMO+iNjC5XQu1zGfI1vqsB\nRnhaaM6q4Z+N5fzgBXjo+ei2OxtE9tChCK6lzkU0Zoo3Siy6y9uWCS77SXO18GMnRTrr1b/V8fnf\nm98Ty5yjuVdov4LIspXnn5qhw1mcPhzrgDnjYr8uKzHFg+4b8CfruswCXdbRP4wGeY9fBODVRZCd\nIZoj4xkExYNRZu5rT8OfduYS1hqh6jvhaW2BOgyhnVNGqcT/3tMkKBmHW6EvpYAZ/VL0WTEDAIcU\nSOf4XSYlLxlyU/C7CY8fLpCuqwZpui3KST7bnGyfRTK5xSeA/wEWABcA52v/vhO4FzD6fH8DWKGq\n6iTgLeCBpPf0sVvsn3cENPMKG1TtAscwznLVTrh7klDouGeCULywQ8lRawY5Fia8bg5y3aXmTHfZ\nVEERUIBBaSZJlt4h0zpccTp0dJSYW2prhqIZ6bdbfnk78AXjX9yy/mMyyM2INondXP8UYyXpn9tO\n/JGskJfewcTlvNxM8Pe5yAnECPoq9lmvjbwYEYLiENnpvGrB1x17CXz4e1aetGw/fibAjtrR3xg/\nVaQHo7GoHY65puyxboRyqY227K31f6YnQxDqUlBpzaq2ZqSLx8HIBaan5vRsNXH4UhxwOAbFod+t\nUYeCAatT2OKHIDfaFq6oYSo97RG1CoAF3RuY7KpjXs9m8kODlGgughGedGYBXHif/YdrgbRjoH/Y\nUlLy4lSnrExx1fG/f+7koeeiTTl6+T0QsnIKBw1Bg5wRuqLtDXGuK2dCw1rGO+t4aN/3uKr1NQCe\nftmaMoo1+TV0iSBn0WQh9bWj3n67s3h/oaHLngtcW2bmSyeCPmRsPBLfHAmivP7BYfTR6Gjts3cw\nHQ6MPUWBENz3+CAtGZV89dUCpt4fDbQTeTO8E5AbDr/yFEz7L5jydahbfzxmIJ2eaQ6kMzyxVz25\nGVa5v3cbG+oEtSsWjGociZAsBSiZQHpAVdXXVVXtVFW1R/9L/lDsoSjKCOAqwJh3uBb4s/b/PwMf\njbmDfqndc8wq++bBir1m2oQRaR4oPWT/moz0QbjxGqH2kQxkC2Q7KCFY8h3zc11TBKXDkQbXPwdf\nPABfbYXrn4eARDZKVrlDpnV4EpCWcipg6sdNT9W6G+h1i0D1dMndxUJtnED6VLhlWenRQDpNDfLT\nXV+LvJYR8nJP3S8BQSFJlOnKTAPnkEE72C4jLVM7cpLsfAEhFRaUNADPyEDaJiPtsw7Il7e+wbPr\nrudfaz/K1W6to6h4vMW2G1WxeM+WahSI65ueMz3/iabnGDd4gsHUaDa3J6OE8S5ZFPoBi4ze3O4t\npkDz/LGx9ZZb+wV1qGfQxr54gTlHUO7tJE0NUuCPXWXSXQRNyh2xAumaOeLf/j4Cw7xfZfevgy3C\nLAOs3fjdcTKHxvLpG5L01IKu9eQGXJCWTVX5eI6+Mpnv7fu2yBd4zXxXEE5jdpa/Oo53iCDJzm74\nLN6f6HTa849lw5ZEMKp7fPGP4A7ad+ptPBJ19ZO59qcLHQPR6gmI48nubmPX7gFTlvt0zLF2pmh6\n38ORem/MQDql2JzyzdCa641ScjpmjB5e9v+dQDAsKJ921xa8O9TUZHa5SlGURxRFuUhRlNn63zvw\n2T8Hvo6Z6FuhqmoHgKqq7cTTq/bZpB7tpOcSGZfIToKxcM7fhG51skgmkB633NxQCJCjzWKXPgxT\nPxF9furHYZrEH81Ocj0jK3aEE2jrnH8HpEf5kEW+Xj7U9iY9rlPL+L7T2HTM2p0LovSbjKSRjNSU\nqLIAwHXNL/Di6qv5+oH/ZtXKpZGO76Ptia1LUx1CCURvHKNcMtIpOWK9jrKTrB+BkH6rlFrez7hA\nWo3BkdaGAlUlJRxkZt9uXlr7Ea4/+TwfbX6Rhxs0TyhHKlz5S1AMHSMnL4QaM6FNz0jP797It/Z/\nn3z/APM71/PYti8CEHBEZ7ShlCyubHudlLA06juik3L1UAsz+/dEqB1l+dEFmB2cHpHR6HLB9/c+\nFHUltEG1R1wTlsZEAzLUAG2ZFWbljuxSKLnQuvGEDwMQ6u0f9qQ86LUuVr/xdyEVaZSQ0pt0Y6Gx\nO9qcW99lbk5MDwe4/fgTgKREggjcjXSU1BRhXX4WHzxsOmoOeMaWw45hEkeNltfr62DRd8PsKpzJ\nkdzxrC5fjNeRQWsf3PdkdLvO97ARtUbKARzrsFJZ4lEl3ik0dFub84yvTes/YKakFY+H7FK8Yy83\nbTv25HZSU0RlzihnN6rESqs4XQiEBI994SRRsUhPFYvxeROG1z8h0/hiIYneRXSS4PmG51TgYptt\nk4KiKB8GOlRV3a0oypI4m8YuSm48AMpI0XSXCVQCk16EVd8DVmsbLYHRa0Av9Y1B2Cy3OaOPq7fD\nrrHR7cH8fv1x1U+jn23cX8zHq4ArY+8PogYK+vtT58LILdCSC0MGHdzV2vaja4R+ir59pu51GmP/\n+uPQRvEe/fg6ukT7cKzj76oQn7lEvP/GP32BnSdd9AyeunXpOwl/UGSGL5ogmpjqO4XSwKm4IYEo\nwdd3iaBgRLGwOs4/+Co/mfoqIB4PDIkMSqKgRAX2NUHKqhXwqcUi09pVAYMd4vd1hM2/d1o2bNgK\nQ92weIngAa9dD7nlcMllYjv9/GvnA2cqtBM9X+G1wDTiXr/vp8eO5dAUiB5/Uyqs3wzj0rm89Q0+\n84dbqfR2smSq9m6N/DVnujbDrl4NjIDPbYGHvgwtA1CyE7I/YXgdSgu6I++/5OD/43tT/x+KYX9K\nWTjy+r4CJwtqOvlw66u8dExrzdB/b21/v0x5lFQ1REMXzBwp9JFlW1oZVYUiGzt7oIv/qfoKN897\n2no+V68mo2sT7ZkVVHo7Iscnf/8lU6E9s5K+jbshbXX0/RlLoX5z9PcsuBXWbYAlSwj19Cc9GRiR\nK93nv1ou/oyoKYpvxAKiTK+Xdt/YK4oG+vf5X75Mkb+P/bu6WH00+n3/achtjCsX9/XeYfpPncWZ\ngWA4yj8eWSzuqeHy209Klt8HTqr0b9jDrGkwcfAYT25J49ZfRoOJ/Cz7bOzpgixH+cJ2qwJWvAXq\nO4V+twg0ZVt2gJ2aG+mM/r3s2aOtnpcsgYUPEtq6P/K40N9H/4pN5GcKSb19JwX1MqyK73Cqc/I7\ngbAqvlt6qqDK7D+FatX2JBd1CQNpVVVj6HC9LcwHPqIoylVAFpCnKMqTQLuiKBWqqnYoilIJxHZc\nvw4YcoKRwxI+IJoBHedD0QkRvEx6OWpqAtAzAcYYmgSrtwOPSTtfYn6YNR0uMFxtkqEYY4CmecDG\n6OP6fIisfKT96Y/LHjPvr1HLFC9dCpdcathc237lm+btG/QRJMb+dUztBmMT3rggGDO6Y4Bpn4Sl\n34egz8LrfbB8I9V5QvLu/WJy0O0yu0N1Ok9d01pfHKw+CDcviE7oOpZMhTWHREloIEFGOhASWcjK\nc4tYpT+5eCEcfD66kfH6ySkX57dhNeSUir9ra6FlK3QfhqAHahF6yjquvBhWGxpUx4Zhh+H1RNfD\ne/0461zzbzC5EJYs4Xtbv8RDx34FkgpD5HyEPFQPtdCq3w8AM1tglMZp150otdfLNv/Z/H5pf9tD\n7sjj3KIM6IN7637BS5dILolLljC3ezMfX67pOimi6pAoiAZxLRTnis9QG57hJ1PuZ6/x+LX9z6nb\nQ/OJGiq9HbbHW98Jf98EJR/K4toJLgrmnUskqfa5H8KOLTC0H+ZeCtf+FlLSyfcP4PacmulU36BQ\noJFVcowoy0scSBcYAvI39sA9l5vPx7f3fw/SAMNzeh/CvAlma+Oz+OCitU/8nQrcXsHF1XnPvgCc\nYyjeji8OmDJyVYXvbSBdnm/WyG7pM/cXJLrv3kmsqxOW4jKPWa+8XtX6GnuWGEznJCrZh9reZGJ5\nmMpCEUiH1cRjwunG26GWhFXztRULyah2VCiK8oSiKK9rj6cqinL7qR8aqKr6TVVVR6mqOhb4FPCW\nqqq3IIxePqNtditgLwKrI3sABgx3jCMEV90FX6uEO2fC1yujGr0AQ8VQetC8j4o9kJJgCRyrWVHH\nwEgISWuSZKgdZdKxZGgrv1ELrNsCZEk1ocwkRp5Uj1B2MGL2ZDj3tqgyR2YhfOQJ0aAkBdHT+vdT\nrTVKtfXFLgWdydBvtDVxpIcONAt74kTw+MUgFKF2AMz5Uuw3jNEWTIqUpqiZA6WToXIWVJ8fbbQD\nqD3XvO2ZRu2QaR2aTvON7a8nfKuF+pBn4EUXmPsmLNbcErL7o3XHQr+49y7uWMXz6z5ORtA80955\n9PHI//vdycknAaSnQJM2sSgQoTPIuLj9LQYN8nJGrNgP53wDPvUreOV3QmlotNsw8ykKnD8I1Tnw\nsacjzo+FgX6cnuT0eGW09InqTDxkJyFrZZSiXH0oOW6q3jB2cBhMurP490alJFNmpBTI9+p7XVWV\ns7QvSOJhp6I89XbQ3i+cHo1o6hEL2g+3vBr3vVe2vY7TY5XM/CAhmcbUZJhnfwKWATox8wgQo8Pl\nbePHwIcURakDLtEe22O8RptwSnzR2X8Q0nB26JgOGR5wGVQSUv1QbpXHMqFqV/zX+8ZYg/HcBG4l\njoC1ObJACxJiBdJyg1VWgkB60ovwrWzzYiJ7FHzmFbj2D3D3EdH0VLvUxIk24rJ2Uc/tGLDvzP8g\nQC8lvrAdvDHWVAdakuvgHfILZypToDN6ERRfat04JQMWPSj+n5pBesjHF4/8H9/b8xBzurdEt0vP\nhT7DYkh29pMXSomQ4oOl/w9uuhKuvuP0m7rEcDW0KFtocKbmsa1YMMsqPZK/sFEuTwqkRw010ZZp\nr4gSDsPsT59k2v3w27egaDD62R8/+U/+ufa6SPPjRZ3ruLHxr5HX09KSvw8cijlD8x+Nz9hut6Rz\nNQoim2bs2G/rg0/+MtrNv+NoMPLdTCgYZVloF/n7cHmjjYLDxZ4mUfqNhViGLEbUtYmSPYhF5q2/\nhh4ldqOFLyCyZLkZb8/h7Cz+vSDrThsVXg5KyrhZb9N+++1CzobLrn+nO9BvH4DRZTB/IiyeIp4L\nhkTD74U9m5naH3t+uLxtGU6PvSnSvxOSCaRLVVV9Fs2UR1XVIPCOhVOqqq5RVfUj2v97VVW9VFXV\nSaqqXqaqamyx45teEzqswcyYm5jQOzbqcDggKX4kyjjLr9cvFuoaAK4qKDlsDd4TZaSLj5td6gYr\nIMspsknV55s2zQpqdRY5I50VJy0276dwo43oycRLov9Py4JLfgQ3/NO6HZAZ9PCfR38NRFf1p5Ld\ner9Dn7C7XfDUBvttthyL6pXGg9srSpQWTeJrvgtdRklBBT70k2hQnJ7LD/c8yP9tv5uHDvyALcsv\n5L8OGNaRg4YAMq8aVMPBZPfYK7iUHhLXvGwHP/8RWPx9mPAGnP9buOWyxE6X7yTkSkpmIQX+fnJC\n4jrvSytkY+mFNGdWcyRvPBkhL6lhca9UemME0kqKxURo5NBJDhRIPAkNzb0iaDvYAnc8AVd/Zwhn\najTAu6p9GWXuFopbNrF+xWLStc/3BYanDBOSSp2lvh5uPfi/pm0u6tpIQcBJ65EORt0DaZ+G/35Z\nvPbYCnPDi65KYVqogbDwlazMC/39OIeSo6DEwro6ofe7yKyGycxRyRsfjTLQwV7ZBX98xUVbZgX7\nC6ZZtl1XJxYN5ck5CJzFWQBmJQwwSyDK/Pq3cTu8IzjWHr+y+15UffefFK6Kaw5FK1GHWyFFDfPs\nhk/avmdm326qPW04PWebgZP5+m5FUUrQuPqKolwIvIc9r1E4yqcJWbpE6JkAqUOQpqUbA9KST1a1\nkCEH0pl9UHQU+mohqwvyOiFTivnzEqRr5M90aZn1ihmR0izASHcT17Ros2qWVPOJRe1wBGGBXTI/\nDRY+GP+4DPjFjnuZ6BIkxRbtoz6IWaKWvqie6U9tKln7T8a2Ipbh8or9WTSJa84V9uCNC6B+EXxm\nk8mFb92O2/ja4Z+Z3vLjPQ8wq3cn6SEfqUaqgSMFsmeY9z/SbGzBnF/B3VPhc/Pg9ovMmuOTJMZU\nfqvVFOhUkeoVzp6xXD8BciX1ipzyiGpFe2YF+YEB5nVvZoS3lYmuY2SoASY6jxBQUqnwSu/VA2ld\na1tDmbeTIa/Ki3+QVHE0yBJvm49BQ5vZZWFcqJ95ajcOA8NyTxNkDyP74g+KMqkRDxz7P+gUWR5F\nDfOtAz8A4LePH4nw/L/xN2G1+7S0sOvTaCWWQLpwtKViVeTvw6++/Rlu63EhLbd4ssgU15YNj2Nq\nZ/BS5e2gytNKc5Z58fO6drqS1W89i7MALBKPKwxF5j1SIP1eSd/pGPLDuDhaxm9Xq/rtolJbxOqZ\n/GkDB/lPA7VNx3Un/wWIsSD8Xq9O3mMkM8p+BXgJGKcoygbgL0Ac0ufpQ2nVOYKWMRSHVNRyPhTU\nQ77RN16q38cLpB1Bqw5zYQOkBqFI+xdsTDZaRQk9FoqkdlCfRq2QstEX9GzjvF6tOTJZasfoNfbS\neDP/S5hMJELHXq7d/0u+cPx3kaf0QPpUFADe7wirUe3Sujb4zUrz67qVq515gAynR5SwHX295AUM\nWd60bCgsgNHrYewGGGX2NJrTb08f2vnGebifzeGN+ofNL4w2XyeRaguI6+7ibxle2wrXa1mFVK9V\nchGGb2tvByUMN18ON3wCPrsQFn/XfrtcKaucUxEJpOvyJpJiI9aTE/ZQlzcxNrVDonWMdjfS1eXj\n8b/10O+xDnN25h7HGswz2NjBE1zQa5bH3HocMoYRSLttNJEnDR4jJb+Gv635GEdenshVrYIbfrzd\n/L2//Q/74zzQYmc7bp+RDoTfufTWmsMiCGjoSt4ZDKxjxq4G8W+Jvw9nWh5dmjHO8Q74ndahmy1l\nGM/iLOJBVr3Y2QAffgTmfcesP64ow7t23y1U5Ns/71CEzOp7Cf3eM2qyy1r8I91NfPmwcAHuHzr9\nWtHvNyQMpFVV3QksBuYBdwDTVFVNwtX+3UdWxbT/z955x0lS1+n/XVWde3LOeTMLu8DCLhkRA4ci\nKOKBipg9z3DqifEU86E/w5nDcaCeAqeCoqgEyewCu8sCG2d3dsJOzqlzd9Xvj291d1V1dU/Psoll\nntdrXzsVp7unuur5fr7P53nAGYFRS9LZ4OkwVwVjy6F2a5rsgiCjVklErlCWkh5QDMfPVwkJhhWu\nsDlxTk5kNhMaYSXSSWsRC5E+c3IrlwzrzC7fZkNrRHmoBCZb4FUfyf56TOctY1PMLCwbmBS2Pcez\n2/lowuiP/e+/hceirQRUB//zCPz3w2J9vtNXRV5d3mGtSpfoVhX+SlMCX3l4PCUdsINDS7B+ykK0\n11xkXjZWpNvvz2zoa9wsZk1qnjVLipLo+Ds4F7AkWQjNj0KLIaf34i9C2/2Z+/mtVeXqVKU56f1s\nhyl3Waa0I+nUYdVHB/oYnRUNMw/tzCyXPGDTFmF9wLbNH+SikYdN657uym9AlcRsSMQJW0Nbrh/4\nPdcM3EXHvHAcUVWhrc8HOw9lkXZYNdKxqSNGoPo3AAAgAElEQVRKpOHw7Kysn+u+obRue/XsXhQ1\nwVefrGTNjcKrGjJT15awhFyYDIhUSyPu3SF8qo1oLj82Hs0LIdvXaEVtpmb6mEO/ZewyUICLRx7i\n8p47ACiJTHLHE9dQFBe2WU8dOP4hbccb+bh2XAW8HlgBLAdeJ0nSJZIkZQ9LOUaIVegau4Yn4ZBu\ndz3VAv5hIbeo7DS8QwnedAfcOAmfud18otKD2avH1obA+Vr7/SAzutmu8mf8nUYkf3/dWabVZ05u\nZf3UsyLMIa+KtAbLLSlqEx1QP2sO/oiHhRPEgb+b9w3PQFE966bMcpaBqfxcK16qMDagzIXgvj92\n89Fb4rzzZ2nykC+JKPJkkXeU6kS6wNwAl0EObVAWnaLJ1MBoaUit3S6qzQCrf4ctKndB/dP22xyR\nhSVOC2HNHZnrLv6PzHUZ0o5qSqLTJCQ58zMzIIGSvSJdYe6Kawr2pUIO7rGMQbpH4U69l/O05nSI\nQJflZX35hf/ggrHHTOueObg4DWPSxupBS7/Ofz/1btPy6OzCscDJaNud/TYa/LJ2e2lH7Dgaueqw\nBryoGjzVlV4ui03TtXPMlFB3PP1nl/DSRE0euvraBUJ9jxW296SbcI2oylKpPpZIVpf3GIi0BNy1\n+To29fyJwbvr2TS+BRBSz60HMaUyvhyRz7j/XYgY7+v0fz8HbgSekCTpbUfxtS2IyTK9kcgRF0Em\noSJRQS62afRbdZXwSgaoWwdKQ3qbrEKFjSs5ZBJpa6KipMA5nxD2cSUW4VOuJkYrkfZMQVGjyX5O\n0lTOnNiKjCbcM1wFZps0ZyhzAFC5R4TUJBHzipj0ckv7/cwhURVteyUcMlQzh5+lOdDLpcPmSuK2\n7uNvG3Q0kbAULfcOmn2qIVOHlw0+t6jgtwUsf+OyZeJ/v3kMWh0eYcpZQq+vkTF3OVvKz8YO54w9\nmV4orIVCQyarEhNkGoS0xw5Vu9IhQHawSpgWA0nNnAkBaNwirj8jbCrSxbEZuv2teNXscii3GrbX\nSEsynHa9afXK2b2M6X+/O7dA97hgv6oK//brNGntHRdR3pBJdq14vk9cF4vheMGomCr94u9zT38O\nGMbEp7dk2lGtqkuTgJ2HRKR4QcxwgboKhF2iASXRaaKRE8Nmx2rp9ZhlzNZvkb+83B/MS1g8njuU\n+b2x4kRxbw1FxXPC+kwdm7Pf/1giOes8G4J9Birl0BL89Zm34U2kS+b/2C0GvcGT0IRgMciHSDuA\nVZqmvVHTtDcirPM1ROLhjUfzxS2EsKtQTGkm4Z3N+k2RLvqieUWr2S+ZtgfsD7QSadXykZ3/Gbj0\nm7D+nXDdW8zbslX/JFU0nhlROAQrXm9adc7Yk3jUML2+RlbO7hUCrwznDktVuuNv5uXRNaLJ0vKQ\nJaTLW2QFGs6Gwa0wtAOaL+Rt3b8yNVhtPShIRD6uFS9VWHWcT+7P9B8N5flw97kEMVo1Y5EMVenX\nnK/StLoyMsZzpafRFDxERWSCjRNP8XDVhahIxA0Dp0/uudl8vuZN5uUGXb5R2mP/wqp2Qn0OIv1i\nKtJF/eDPIsu45ko4/6tQps+z2lSki2KzjHhydOAA5dGJTCLtrxbfPYMloCce4k19v0tVpAMROOMz\nGvcqp7Ph8/BHveXA6xIVlbFZEWfbOSS61rPh/beI/xeqHFtRViB0j9/4U/Z9kteaxymafNwOOFOf\nwCjxCfePef0Bt3tA3OaWzZnnraWm803L3vnJvG7wxwOPGsZsmgbPW0xnTsZejCUcXUwHYF1L7n32\nnkDe5PuGBPE/f4WIrz5vRaZV3/GAsYB0+xbztuKYWdZ6/wvi/5PRzWsxyOc+26hpmvHpNaqvmwSO\ne91AXvbaPHZyoFVZdNTt5rx4VmR5ylmJtMMgYJJkOPMD6WUrsWncnK4SGlE4KPyrkwiWQUHM5OIA\n8PqBP7GvcAX9vgYag/qTxirvsOqkrW4JMb393TL1/c7Zzfzh0Su5uvdOMfaoOxNq14Ek8ephs9zj\nFw/rv+ok9orsHDZbKA1OiWl8I4byTN5yOUQIx9rpF8wbkrMNRokNUBkeQ1ETSKTHgReNPsKkq5Sw\n7KbLLxjV+qkdXHHI4K7RYLnemp7IPQvS8jCU5cg8fTFEOkPzb0DZQbjkc/DuTeAbt6lI11AcnSEm\n577A6gMD+BIhiqIGwbHihNf93LTftb2/oTw6aUq6nArAxMPb2d6TXmds+KnV+/S+ZxmHJvH359N6\ny8XqAZMOFF++O/uDslNXrKxtFNXY8XnY2i20+3NhQfKH9LcdiMDoDHTMHTCdQ/ObB2gVo10ZjhnH\nC32WtLMnO9PuBP2TZg2515XpqrKEJeSDx/bC+mbhMJP0RE5iXbPQUp9IGJgSlo87++HxFzEheCQx\nOpvuA/l1DvMlSPeanKy9U/kin9vsw5Ik/VmSpOslSUqmDT4sSZIfyLM95ujBe8o1C+9UbzNVvuJ1\n5uWmxzIt7CAzNc5rmINsvsCcrFbaCjUWN4VNZkszIHMKfb4GLvuRSBY04A39dzPtKiEmO2kI6i20\nloelScYBmWTIq1cJLdKOi6e3cmX/3dz5xDXs+Os6XjtwL+/f/2OuP3grG8fNw9C/6BpT54KB8i9d\nxBKwsi779uri/CPInQrsH4E1MxatQNkycHgy/oYVkXE8auadqCI6SUEiSGugm2mnEACePWGoKDee\nYz6g/T5ofJKsqH4h+zY4ekQ6Cd8EnHJ7ZuXaX0VRfBZFzV3q9ashhjzVrJjL/sTxxQN8ZtfXAJHY\nZYQ1btoY4pAcJN61FT50W+Z5jU4ui53GTE43xxPwkwft97nvBfPrSGJ8Li07Gp5OJ4j1jGdWpK0o\nG+g8YfxdD01CvaEGEI5B4bvgma7MAWtH9ZJGegmHj2d7hcPMI3vgvOVCd7yqLh17vYSFkdSbHxiB\nXz5mv0/PmNjuWURA1cmKfG6zHwT+B1in//sl8EFN0wKapl18NF9cPgg2XQAFORoAAVf9hsyVpW1I\nmsEKTlbtEw6t1TOfobSy8srM/S+0+DQ3bMncp8pKsBph/Q2mVe/o+h+Wz+3HHw9QER5PV6TLLRIN\nYyqdHIcyc5WKYp2AW6QdK2bTZOTU6Re495F/4sfP/Au3brkBh5b+VuwdFBUjyO9ieSmjKId0pbki\n+zYrZFlUEAvj87TOG1iCrEDFKltpR2EsuzhOBg4UdAAWcl57OrgN7N8VgPO/lv8L7bMQ8fJOkbh5\nOMiHSIPwq5YNd11PCTjcFEdn8CQWLmuMuys5ZTp7Eumnd32ddv0z77VUQZ+wTC4ZI66Nmtwf3Adv\nu83LoEfcV27f7uLubenti+2qdxsGoL+yeSglVOHTDGattB2adJvG3gWIdEV4DG1y6oTRhEK6WdKI\nTV+EN5rzaTJS6pawhMPF452iALJn0BwbvoTcKDe0gt3wUxgis5MzOfhfSJf+ckA+9neapmm/1zTt\n3/R/v9M07YSpF2iSnEFCrShvPNN2vauyzbKjpdLlDILb4N6ecJhsxfwNZocNANpfZV4u7QaHhSBY\nCfupp5kWl8128r1tH0FFomNuPytm91Ec0ctrVZY0MOO5SnrM1maBSvDMiaCKUrN/tJFI54LRJuxk\nrxL15yAxi4mVlRDSkEDYTt5xqq20ozSam0HNOoUOwUSkJRlWWQZz1oTNqZbsJ1UdIlEzCWcY6rZl\n3z8XrES653xI2HxobZaSbKEYCBTHZiiOZ+Y8aZpwUUnqkgMOX+ZnasBbe36d+tkahPKCZfLGaLE2\nbglpeGx7iKrwCJOOIt71gyjGO97MIitbxu/NdBD+3zYzo/zLsyIxsdS/sKQhadPYMwarZrMLupfP\ndTIVgBPnTm0/SLA2+cJSdWsJSzjeMJJjVYO795s96uMJ+K4ug/MvEemTpMj4iq/Cssuybo7U2hNp\nqckiorI6d1ir0cFyaL1QOHRc+B8E62yItNMHRQZPW0mDckvlyEqkTzM3Cf3vk9dRFJ/j+ZJTKY3N\n4CRBb0EzZZEJsGq9jeeyDgSSaYklrUJLqqM2OEhRfI5J18JeQLcYDCBO9gdc1whsaLPftphpwSRx\n6hy210lLFmlHaWSSioilfGqBLy4Icut8dzoyHmBdDmmTqpiJshUFAzBpecPZHD8WgpVIu2dhdBX0\nXJD7uNZXAlAUm6UinP4M5kIiSveKb0PRu2HNjcI5Jiq7OWXGviK9YeJpWnSLwHB0YSmOkcRZXSP6\nJiAeVZkamDVJOfzuxVekgxbf2nv/NsKjlcK+sHccPq27BtpVbK1IEuPecWGNuTzLgHj5bCfTQXui\nerxwYATOziMP6kQIzFjCEl7OsBbNtjw6kApOAvjmX9L2eEvhSScLkQa4/KemkIsU3EVMlq7IXA+E\nrelwViJqdRcoqIR3PCxcAi66SVTD7VC12rycCnzRYPk9mXHO1em45/WT29kwuRWAGWe6GyrgKBDy\njkqbirSkPy2tA4GwXr6yNBomNaaymuCpsg1EszR5/XZnYSqFDF4ellQzoUyf4GU1mTGzuRDX/xy2\nRLpqLYpF2qGoUds0PyPadN9gGY32eYMJb8PZEM+SpzyxHGq3iRAhK8JFoglQtQjf190G0mJHTFqm\npMg3BrXPi4CWodPsDwM4TThoehIhiiPT/P5pOO3Tgjwv+zjco/fqdg7BuTdB7/ODWSvS7+y6JfVz\n38TC1dh5A0GOxKHOUHTRNFEdftIiB1lutgDPC1YHiu4xuGDscT52h0LHx9INiEapSTYk7bF6xkHR\nVL70vI1PN+mKdOwEItIg9NAb2uCClfbBNstqMrXtS1jCEo4trE2Z2zvjzDiLebjqAm6fXcNnDJEB\ni0l6PVmRTyDL6yQpG2M8frh84B7ziqIGaH1F5o7WhiwjKhZZkV7WQF7IOK8ugLzsQ3Ct2eIOV6Hw\nj9bx5r47AYjILmF5p0PWEtQHB8RUuDEK2BWEj7RB3TOZDiGa/mez0UcPe6opic9y9uQz7Cw6hd1F\n4jWPuKvo8TfzeMW5fOrnZt2u1Vf5ZETnkLAjMqKsYHHnSLoRdA7ZE2mrtCOf+feqyBiHfOL6awn0\npDcoLlDX2B8UqBQe62OrMrdNtoOsCds6Iyr3wKWLdLWs2GuOpI/6hJ1jEpEsKQMVq6D2DACCoQQd\nH4M3fU9YLdohEoPH7+2iOjzCaZbAIEdkOqesww5Wz9Zqiwxw/3CmrvpwvNQHLZKGvgkxNXqgP2Gy\n0ovmMVA9OCoSRpP676sO/cF2v9cM/e2EjO5VNUGmH92bDsIxoq4kc90SlrCEYwury86+IWiePshF\no48i7TL3eLlOYhOCfJEPQb4G2C9J0s2SJK1ccO9jhJ8+9V4kzVxucZ/61oz9vC0XZj+JxSWD0i5z\ns5XfIlj05zH3CpmezVU7hb/zWT/M3LflIuEPDRRHp3l31y8A2Fy+iWpDXLIvERTT/5IEHa8xn6Ok\nF957Fpz6v+b1SY9pi2PHytm9DHjTKYynTz/Lal1vWR0ZpSXQy9q+J0xfJqeSSQhOVjy2T9gnra4X\nlbOnDix8jBHJAUfnsGgIcyUMpc/CWuIWIu3CzHbmw/ZT8j3+FgBa5nvMG8pXZ+wLpLX5Nc9mSjiS\n5La0G4Ytnurn/D/7aO8UNHjljfChZfDaD8PKP5o3j60SJD2J2u0QsRmNnPq21LU/vbs3r2agkRmh\nQf/Do1exbjIdWXjOwd9REE+XUZJEM1uctyJn2hlafdJ39GJqMgRzFTtfhGPmCPqECj+8X0hXjJjK\nQz4US0B7VVpL7dTivHf/T037nD2+hfVTO5gKnNhBCVu7xfcsCYci3D2WsIQlHF8EIubCQiwhCgsg\nZm2NcJ5wZdZjj3yaDd8KrAe6gFslSdosSdJ7JUkqXODQo4r9hcu4/x+XmtY52jIr0p7Wi0zLm4zp\ncO4iZKeB1ChxcyXNJjgiGxoDhjKaQaoBCOeOcy1hGkmc8b7Uj+/q+m8qIhNsKT+bC8YeYT4srGd+\n8wQoE4aGtAs+z4IZTZFCqNwtfrYQ6RWz+wg6ssgBdOy3POQbyk7+ZsMkVE3YJ+0eSLspLAYjM4Ko\ndQ4JopOrKaw0MokmiSH93kHY8HlhC1b4LvjFQ+Z964P9xCRHZjz0+nWZiZu950H9M+Jn76zQLPec\nL+Lie84T4S0gLiPvOMxZNAtn/SD7G1z7GzjvZig/AGd/H175afP2mMV2wR2AwTMyz3PqdQD4Y/OM\nTWbKSeyqv8N6P2JboJutfz+Tnz92LUwe4F/Hzd7nPWMiyGR9i/1bqC3JvJ4ly1fqi38w+xs7lczv\nRb5YYTEW+vffCCcBI/IdqFYUCoKcHOj+y/4f4Uykhdif3fVVQEhK5hep5z7WeGQvnNUuBqyr6pb8\no5ewhBMF1tmhnfrkpbXZ+kSx2DyeyOsj0DRtFvgdcDtQC1wJbJck6UNH8bXlxPCfHkNVVdMDJFDY\nKOKX11wjGhBf/R2m6jaajvv4XrOvs1RSb1qmyNDabxNlnA3X9BpEQzXrkTAo8Iv7ofWhzIO8y0zV\n5Y3jWwgqXlZP72JiFs78HFz/E7juR3DpBw6liXTlapGomAtjq0DRyYmNtMOp5p5H7hwyL1cc12HT\nSwuqJnw4k6TrkuEs5sFAU7AvlV74wVtFiiSICNn332L+O7QFethWdnpmRbphudDD95wvGvwAmh83\nj7X849DymCC/LY+LtMskiodgptF0yqzuHed9A96YOfNjgt+GbTY/IhoPNf1FnfcZKBZz+0WxWZMm\n79RGEUwyG0pbx12gX8JG/ayiqbx2/BEqfUVcMWCuiv9jt5DkuLNMO9pdzyOZpiEmbFp2+MEDveNQ\nbBgYWBt3ywvyP3eS8CdDXE6bfp77H7qUj+79Dnc/cgWvG/gzIEjpSyEo4ekuMWC1uqosYQlLOH7w\nW3o2kkTa2nhvLUC8HJGPRvoKSZLuAh4GnMBZmqa9FjgN+PjRfXnZ8dYfQ9N4J2tnLBrUT4zAm24X\nRHPjR02b1k49T918P4qankpPlLeajzdqRvOsSF808hCOsKGc5HDjKbLRpRrRvwGu+pnwFtaxenY3\nz5aupzA+z1t/JHRJSUzMgWPW8Dsu/jLeDV/LbjOW0BlE3QZTAIg7EaY52EtlOHfp50GL1bV3qTN3\nUSgvFBXBsVkxePPE7RnN27p/BZIgcQ/tNm9LqJiaOgDCiteskQYRj108KIhyVY6MayvcRekG3Zpn\nzddR0YDZMx2g7YHM6rMVEx1Q0Zm5XkY0Hk43gnIBvOIrqU3FsZkU4Tu1ScRFJ0lVMkVw60GREGgl\nu1XhUb7y3OdwGQaGewdFk2CRF7qyXOYFNo19+4ZEKpodqorSg5zDQf9k7vjimkVogyd1qz7j/eHC\n0Uf5zvaPccVAOqG1ayTTMWQJS1jCEvJBwjJjt0unRg9bnlPqCdbQfDyQT0X6KuA7mqat1TTtm5qm\njQJomhYE3nVUX10OxBPQ/dwgK6eez/uYrzz3WWojI2Yv3kJLA6ExKbDIUiLRK9IOSzX3qr7fM4aZ\nzHrqLPIOIwY2QNte6LgotUpR4yyb248vEWTPQNrs3Ij4uIFISxIFLc2CPA2uN+94aCN07Iar/hfe\n87Rp08rZvajINAWy21DsHTTb3sGJ5Uf7UkBSb9s5DHWhIT636ysZ+7TMd/PBzh/iUBPcvtn+M/79\nM3Dld+Bn/xAx1XIwYEOkW0HKIga2Q2k7fHAvfGoG/n0MNnxQNCVOWQaV1c+Zly+8aeFzR4pyq45K\n+6A2aipjFMVmU9OF2Zr5glE4pUHojacN1WunFue9XeaI8GQKodcl5BKrbBIr41lu/uGYfRV7Vd2L\nJ6WP7IEzWu23FedWWpnQpY/vrbNGRkzOY2pkXMISlrCExWDS4q2/s193MrK4+R5csqskn37LYU3T\nHjWukCTpPzVNu1HTtOxz1scAD++G0vn85gPffeDn1IRHaA72curkszxfqltyFVumtFMVaU04GBhR\ntgyAXzz1bga89dzZ/GYuHH2EdVPb6S8yW+kpHefC3l/Zv5ioL0Nu0TF3gBeK13LG1Hb+89ksh42Z\nRZSKV/eBbnwaBtdBrAA0oOkJuOIOWHN1xjmu7fkNPf4Wls1n76D7zl/Ny05FeMAuIX8km9z2DcK5\ny+Ezu75GQlK4ac3nUBUXZ048w8+feg8eNcL3btrC73Ike9+9VfwDOGfVszz+uQRVoRFGvfoMidML\n1Wth2OBk4S4WMzKeEtj2Mxg3XMvnfzZtiegtg9d8F7r+Dr2V5mry6b8QOuuKveCdEHKRbNAkId1o\nzcOH2tJsWRadTBFpa7e4EYo+7N83BGd32O+zbxB+rN+Vkn8Dq4yjsUzICeywZxBW1kI0kdbrtlWJ\n2OGjicUMVCNx0Qi0LweR3jckQhUm5rPvs4QlLGEJ2WB1PuocyuQGaxuXJFmQX0X6Upt1rz3SL+Rw\n8NBuqAwuzPC+uuMzfGfbRymdG2TLfiieM8g3iiwV6WQVumDYlGKI058i3b7IFJ/a/Q12/HU939v2\nUZxagrbQgOk0kZWvE169dnDNZziGrJrdQ0BvAPxzFiKdmDQTadVjCFSp2yGITsvj4CuGlW/IOL4+\n2M+HOr/PmKcyY1s8AQ/uhOd64V6zsxjnLIOhJW/XRSFZDXxev5wk4D92fpnvPf0B/n7/RTzz97NY\nNy0qvj3D+ZcOn9qXIKIqbJywRM83bDIv/9OP4aIvCjL9vu3mOHurk43sgNVXg2apaq+9XUg51t0G\nK/6c+WK6LxQDuO4LYLJVkOi6DfCmO+G1/yXIvB0sEqnq8AgzIaETzmVbl2ycy3Xj/vo9wiYP0oXx\nHb2iWTaJ2tLcjbN7hwSJ7qiGjR2iAn6ktMbbumGNdRLMB9u77ffPhqoiYc2X7XV1DuXnS72EJSxh\nCXYIRTObpH9wn3m5xNJX/nJF1oq0JEkfAP4FaJckyaifKASeONovLB9sPQhfH3majeOb2VJhJhLL\nZjuR0PjMrq9xffcvebTgDD76kW082wPvL3sG1uk7Flkq0klph7UaXbESJBlFjVMSnWFb6emEHV7i\n4Ri/+vpTTCu7cVwYI66Hm8z562DqNKh9zHye+WqoegFKzUmMHXMHKIlOMxfKDIFYUSsqTIkJM5GO\necqwxYrXm5IMAU6b2sEvN78dbyLMUP8cn7pbkIvV9WJUef1P4K/PZZ7K54LNi7B/kwG33sYrASoQ\ntoioyhwOQqpKSF/vkWU0TSOqaQvEkrx0kCQ41iCX86e2Uh4xs8UxQwKfLImmNkmCx21C6xIqHBxW\n2TS+mT81XJHe0LAJtv5Y/OyvgjVvTm9zeOCyH8Leu0Q1uNQmvnHVG6Ho9vzfoF312VUI1/5Z/H6A\nmtPhtotAtZgZF2QS6T1BaK/OXUFNRkw/n4VIx1WJP23TDMvi/7mw8Do9d7mYrsxWjbbiwMjRmYkJ\nRcHjTAccrWsS7hWLQaFHDCy++Hv4tk3v576hpb6GEwES4FcUXJKEU5YZiWbXB7kliTq3m1KHA4ck\nEdM0RqJRoprGfCKRcR/NBwWKQpPbjQqMx2JMxGJH5B6rAKVOJz5ZZjwWo8jhoFBRcEoSiiRxit/P\n2oIC3LqEK6JpdAaDbJ+bY08wSCzLFIxT3z+mabglibUFBSQ0jf2hEB5ZpsLppCsUynr8Eo4sKoty\nz3wtuewI5JJ2/Ab4K/B14FOG9XOapp0Qbp+qBvsf3M1NhZ/nNa+4L5U0+OldX+Nrz30WgElXKQOe\nWp65Y1sqpW9+u0Etn60iXWlR1FcKr962+YO0h/po03WqH7oN/ucRKC+YZ/XM7rRkBKCjDKY94DR4\nUI0vh5bHkErbTDe0tvmDNAYPsXm/uVrWVgVV+jRudNT8sUc9WSK+V15lWrx6z4+489kPppb/8N87\n+U0OKYERaxpEgIIdShwOXllaSpPHgwRUOJ3Uud04bNp4o6qKQ5JIaBpOnWiPRqP4FQW/IiqhCU2j\nPxJhfzDI84EA+4NBZhMvTaFnv/6nes4iCVg9sxunZiaWyWCQqiKoKEqHgJy3XHgLJ1ShW0+id0xj\n07glHbPRMJBceaWpiRWAwlpxrVutGZOoOwMa5mHf2dD41MJvsHAwc93KN6RJNEDTuXDOJ+Dxb5j3\nKzBb7VWHR3gqtDDxG5kRGupsFelHez1MBdIlWmOU98R8ZrjK8cLBUVhTL6o5DgWesE/5zomkbOXH\nD9gT6b89L8j6Eo4sChSFV5WV0eH1ElFVDkUiJDQNRZKod7no8PlwSRIRVSWqaZQ5HHiV9HdxIBKh\nMxgkkEhQ5HBQ73YT1O9xy32+VBHCClXTGIvFOBgKUeJw0OH1IkkSE7EYY7EYg5EIYVXFK8us9vtx\nShJuWabYYX7ExzWNiZgYwXllmblEghJ9n4lYDFUvZoRUlb3BIH3hMAWKwnKfj0a3G5+i4JZlihQF\neZF2Dc0eD5eWlRFWVfYFg4xEo0zH4wxEIvhkmcvKy2n0iOaSQCKRei5YMReP89z8PNvm5vArCh1e\nL40eDwdDIe4cHSW4wICjQFEoVBS8soxfUdgdCPDSfMocfWzrFjOFdgWOtqojR6SL9Gtstd9PtdPJ\ncDTKP6amGMgx8DyRkItIa5qm9UiS9EHrBkmSyk4UMv3f9wa5+Yo4//vkddzWej0bJp/hn7t/wxMV\n5xCTnaya2U1tcIhP/CZ9zMD2blyJCFHFDUX1Ymo7WTUrHAbvpCHWW4eeVtg+d4DmgGBH0Xi6KW9i\nHl41vsNEpEtOa2X6dyvBMyvimA9thEbBYN1lbRgtXkvCY5TGZnjM8lCtKxWZ9rIE4VFzRTrktiHS\nigvaLjGtumb4L6blzkV44WYLtOjwevlkU1PWm50VLv0BYbz5VrnMzEmRJJo9Hpo9Hl5Zlq6294bD\n3DI0xIFQCAV4TXk5JQ4H/5iaYugE/aJNBYQF3vAMHJqAxnKx3kqi58PCE/i85bDlAIwaqtOPG4jf\nhatEsxoIj+S3T2xFUeMkZP0rXNYBvhywQn8AACAASURBVEoIjpllHEZUnQL1Z2d/0ZWrYKAHAhXC\nLi8b5qozI8FB2E5acdaH4MlvmavSdtKOYH4V1IYyeCFLn+xtD5ivhYXs7I4ndg0svE8uJAN7wjEx\nkL/BoNZ5pgue7clM6Hy5osTh4JziYkocDiqdTubicWKahixJSIj7TpXTiV9RmIzH2Tk/z75QiIFI\nhA6vlya3G7csU+l0cm5JCR4D2T1rka+l3u2m3r14zY0sSVS7XFRb7pnJdaf485tjd+jnSaLIQLSt\n9/LVeZ5zsfDIMqcV5I6LzfVcKXQ4OK+khPNKzFY37V4va/1+vtzby3Q8M9Kz0e3mzVVVrCsoMD2H\nBiMR/qu/n0OREzi96DghFBUSNzsi3Vh2ZIj0+oICPtzQkOIISVxSWsrd4+P8cXw8VXRc5fPx1upq\nPIrCtrk5/m909ISYnVioIn05sA3RwmYcfmqAzfzwscczByH21DNsWFvLP/fezpyjgD5fI+eOp0uu\nT1qe+fsOJVg2t59dJacI4lm5GkYM6pWaZzOlHZWCSFfM96Hof9YHdpqTw8oO7IBl16eWC2tPY7ru\nu+LTivig0aBrtUyvSwlRJbAGgKiaSMpb3wKz01G88SAhXUutyg5wFUDUcJU3nivWJTE/xOUj5pS6\nXN3+RpzWlNmhC1DrcvGJxsa8SfSLRbPHw02trYQSCVN157JywU5DiQRziQROSaIrFOL+qSlUTaPd\n62VTcTFVTifjsRj/OzLCC4EAflmm1evFryjEVZXnA4Gj8mVsKBdE+umuNJG2IumLPDqX3UkCzKSw\ndxz8iSCnTT/H9jJD0EnDRui8B+qzPN4XItIVK6H0UZirgkNngRKF6hdgdC3U6sJ5VYGpNii0aB4c\nHmi3aacorIPll8Peu9PrrEQ6JIh0PnHWhR4RlPPQbrjYEOg46iznt4+lJTNux4lNpF8sjAmLP7gP\n3nqehFMR1/DXdQc8OY+CoVuSWO7z0e71MpdI8Nj0NNET4MF0pFDldPKF1tZU1XUhtAJnFC6Z5r9U\nUeN287nmZn40MMBynw9FknhgcpI6t5vPtbSYBkFJ1LndfKO9HRDPkrCq0h0OM59IUKrLEJMDKQkI\nqirBRIKxWIxgIsHzgQC7AoGM854seOGQkBtuNnCBUj88dwSaDOtdLv7VhkQDOGWZq6uquLqqiluG\nhkhoGjfU1qZmvP+pvJwWj4ev9/Yed0lo1ruLpmmX6/9nMWw6cXDdzUEe+tIhdiw7jfpgP2ssSXJb\nLER6cAouHNsmiDRA7elmIl37bGZFWpd2eMPph/U92827aDueM7VhzjZdrPv0quA2uJgrbsIG2z1J\nUymNzzE0lUmke3VrmSKvqHKWRqdSRBoAT6mZSFviw68ceQC3wa5veDqt33UoYlTZbbGvcTtgea19\ng2G9y8Unm5oozPFgCqsqmqYhAZ48yHZMVdHA9stkhDfLubyKktp2ptPJmUWZTZ6NisKnmpttpwwP\nhcN8+9AhRmO5Q2oWi2QAx/fvgzdm4bb36rr0gQXmd/YNipvXVIBUlPam8c1mIt24SVzH3iySn6q1\n2Uk2pJ1kCkfFvySK+kVjoaRBYT80bc48tqRVDErtcM1d4nVt/YnQcdtopGdCmUb/dnDrcoU3fQ9u\neS9ccQbEJYUnZ2uIJdLfzfojVC05UZGUAwFs74GrfyBz7Rtr+P1dA9ylO7zkerjUu1xcV1PDGr/f\nJMV6Z20tD01Ncefo6EtWVpWEW5L496amvEn0iYBAIsFINEpc0/DIMlVOZ1730GxQdZ21hqg+FxzB\n4sd0PE5c0yhUFBKalloGiKgqcU2j2OEgoWkEVZWEplHrclHqPLqao1q3my+3pQtVF5eUoEiSLYm2\nIvksWcxrvLyiglAiQSCRYCaR4JfDwxwIHZ8kpDV+P6f6/fgUBY8sE0wk2BMMciAUwilJjMdih1U0\neqZL9FPtHhDuSctr4alF9E5lwxsqK/P6u7yzttZ2/Rq/n3OLi3l85vhWTRa8w0iSdCXwD03TZvTl\nEuAiTdPuzn3kscPYLLznh1Ge/KJNtxz2Gt+1O+7ht8nqcc3pwK3pja0PColHEoorVUH2RdNz75st\n1drxR7fjuDHdcDhT1Axrr4Xnf23esdQ8NmkMHiI2NUfdv5p3W16TlmFE42KapTQ6xaDPkMboLYNZ\nw9Cw1hzFfM2Q2W3hKUOjlc8lSPSGNkGeJUk4FozN2utQLygu5oba2gzC2xUKEVdVXHoziJFkT8Vi\nTMZiFDsceBSFmKpS4nAwGYsRVlUKHY7U9OJMPM5gJIJXlmnxZjEUfpGwq6I3ejzc3N7O/42N8ZeJ\nHLYRi0SSnjyyB+7cAm82h2wyOQ9fvgsqC83EyA4awsv4yf2iIg2CSP9wueGiab4QBp62PR4QDYWu\nHNO15Vm0AP7xhW3t7BoYjag+FS77AfRvzqhI14SH0TQxSMgXk/Pwhm/Dx6/28fk3OYjsMCcIlRec\n3ER6cNLcsPjHpxNEIwOmhuFkr0W108kKn48EcDAUYrnPx/U1NVn1uBeXlrLS5+Prvb1M2EyRHy90\neL20e714ZJlAIsG2uTmmbF5ftdPJO2trOWUB+cDhYjoW42A4jFOSkPW+D1XTcMsypQayOp9IoGoa\nFS4XLr3RcDoWQ9KPAdGcLUsSDr1Jr9blos1y79M0je5wmLCqIiOkKNUuFwlNI6ATOA1RwVM1Da8s\nMx2PU+VyUeJwUGuQkmiaxmQ8TkhVcUoSmv664zoRdkgSLkliNpFA0X+OahoJfT+fLOOSZQoVJWOA\n4suDpGuaxlg0mmp6dEgSbV4viiQxG48zF49T5nTSF4mg6iS93u0mkEjgkmXmEwlGo9HUM6jS6SSk\nqhkyQSNqD0NKs1gkCXgF8NnmZm4bHubxmZnUwOJooEhROKe4GJ+iMBePc4rfb1tEMsokJ2IxvtLT\ns+iiUVwVSb2ntwiZx5Eg0V5Z5kzL7M9AJMJ8IkGD2533jPcH6ut5TVkZD01P8+DU1MIHHAXkM1T/\ngqZpdyUXNE2bliTpC8BxJdJntsJWg2XU5v2iqldvY2Rh16Wv/f3vuK7SddK1lkCTZX8zL5cvFzpq\ngMeepvhzojHM2tG/84UZ3tr9a25tvyG1zr3+BiJWIl1hTj3smDvAb35gKW8j0s6SRHo6IC7m1tBA\nupIOUL4MRgxPzwozGTpt2jy4+Kr+V2utTFeiszUTGtHs8fCeurqMBpPOYJDlvuxpEqVOp3l0r385\nym1ufMUOR6o5JpRI0BcO49Nv2P7DaG5ZDJyyzLXV1VxbXU13KMR/9fe/6Ar1jKEo8c6fgaPQx1Vr\nRNl1ZAbe8VMh21nbuDCRBjFD4FSgRyfS549aHGEazxEyimywkujAqLk50OJtvigsRKRBzM6sfpOp\nYq6ocbyzE1QV5UekrdHaB7uDFMczNccnu2OFBjRXmDvqra47kQi8s6aGS8qyuPvkQK3bzedbWvjl\n8DCtXi/LvV6imsY94+N05lFtK1AUNhQW4lcUdgYC9ITDCx5jhUeWWV9QwHKfj41FRSY9L8ANepUq\nqjf93To0xKbi4pTky4qYqqYqhUltdESfDfPIMm6dqBUpCsUOB4UOBzFVpT8SSZFVtyzT6vFweh7y\njwLL67XTOOcDSSebdshWOW2wXSvOVZ7lmErDa6u33ePFQ5IkKl0u0++a1N1E6txu6vVmwxWWZ0ry\nsyyTZcosr78QUckfj8Vo1o/Phb5wmJhO0nMR8MOFS5Z5T10db6mq4oGpKSqdTqpcLv4+OcmW2dmF\nT5AD5Q4H19fWUu92U3MYr73c6eTVZWX8amTxdkSxhJj9OlLYWFRkKspNxGLUulzIksRgJIJM9llo\nK1q9Xlq9XlySxF8nX1z73hq/n/UFBVS7XMzG49w/NbXg/SsfIm1Xtjjuc2V7h4QG0Ohw8dfn4N0X\nm/cbm7WvTD2weZ4NE8/wRNV5ULMeZCeoWYiTgfhu+eXTzIbs/Vv3DMJ/PvldE5F2VK8lo4Whao1p\n8ZSZnTzSZxbIFrhht8HuemgGHDJcPrOL+2pfnd5QuQb4nfjZ6Te5kChqnLb5NEv+3t/SpLmuNFPS\nkQ2FisIHbEj03kCAZTlI9IuBV1FYYWh20TSN+XicsVgMhySluruDiQQ94TCFisJsPJ7qhB+JRpnR\nK0LJL2Sj2516D9PxeNYp31avl+8sW8anurpeVAOK0RM5EIFrvxnkhTtaeHhHhH/56lDKa9qfZ8Gk\ne0x4em8+AIEwNHGIs8af4ukKg+55/SLCRkd2QutF6ZjwkhYR4BI+DNNwK5FORO2lHqf8s2mxMjLG\nXFCjJM/LaN5yP+ufFI13tz1qXp/LJ/pkQfkCBdfztXrOKMvi5W3AZCyGS5Yzpv0rXS4+3tRkWreu\noIBbh4dTlR9duJaCW5K4qLSUN1VWpiqUMVXlP/v62BPMQ7ujwyfLfLG1Na/GPJcs0+71mqbzrRiL\nRil0OFiVZwOdpld73Xo/xRKOHsqczgxyvFj4FQWfLNMTCuWczRyNRqlwOlPXZkLTOBgKieq3buE3\nps+WAinZk4x4DjokiZCqEtb/eRWF9iy/r9Dh4MrKdGbDcp+PN0YifLe/HxnxDJpbhHzKIUl8qrmZ\nuhdZYc82KDuWkIDXWga8I9FoapBX53YzHo3SEw6nvrMRVeVQOIxXH/CusPkuv6W6mv5IhF2BABqi\n4OCVZWpcLub0wVYuvKOmhksthYczi4q4savLtoE1iXwI8VZJkr4N/FBf/iCiAfG4Yj5sdjIA+MuO\nTCJtF7UNwqP3LVN7BZF2+aHpPOh5yH5nnUj7Y/P0H8r+MNA0+MOtO3FfGyai6DY+3krwlkPIwKoq\nTzEdt2Z6F7cYBogNZWK635imNh2AsgKxrwlVxuq0OeSlNdCNSx8cfO6hCr76q7QTg7KwLCmFG2pr\nU8Q1id2BAKt8PqSjWCU2QpIkChyOVGViOBIhoqpUu90Z3eWaplHrdmNVVYVVlblYDEWSKHU4UHVv\n00aPx3YaKdmAsjsQ4G8TE2ybX1xM3MiM2TooEgO5p4fp/eb4ZtcihqWKLK6zHX3CF/nNfXeaibQV\nhzabrfGMcHphYn96FkOSxfeg0yZ8ZSFYiXT/FihuEuQ8x35t8weZCeX/GVhja/snReqjcdDicR7f\ntC2fLLO2oIACRSGYSDAdjzOu25QdSThzfGZuWWK9L0sglAF7AoHUgyqqP6jacwyOZUninbW1vL68\nHLcsU+hwMBOP0xkMMhSNcnFJSUb/hFOWeWdtLZ8+eDCvqe5iReEjjY2H5W5hhwPBIBVOZ15azCQk\nSTpmzdRLODJIVrv3BQJ4FIUalytDvjSnS16SUCQpoxiUq//HDmPRKPOJBDFNyzk7C4Ig3qw/V2Kq\nyp1jY9ybp5zw6srKvEj0VCzGUDSKIkmomsYKn89UBGt0u5HI3UNxtHFOcbHp+53QNKotg6kKl4sK\n/W8VVVVckkSH/vmGEgnGo9HU9iSSgw0gda8x9oC8MD/PbcPDtm5fG4uKMkg0iNm1Hy5fznW7d2ds\nS/3enO9W4EPA54E79OX7EWT6uGPYUjh7slOQDCO3+0uWlMBYAtxd+yCphGh/dXYirUs/qsMjHFpA\n0/7Hp1WWz3byQmnar1eqWIl2KJ1h46w+BeMjtX5gZ6rSVl4gyEG/zexEVRG0jJqJtFx1SroiZCHS\nK2aFl94jlefztwfNMoC5PHshvLLMBss0ZmcweNSskfJFTY4bSjZy75FlPIYvngSs9PsZj0YZiUaz\njtRX+/2s9Pm4ZWiIh6enF3UDaigzWwft6hfNrqbXu4jzjegzg9u6BZF+/cCf+MTp/89+5/CM0NBn\nQ2krjO8zy4FaLj4yRNpbDoX1MLZHeFh7SmwPe1Pf75gJ5ucwAZlOHEPT8Jk7zevOaD32ntFOSeK0\nggJeWVrKMp/PlrR1hUL8YnCQviNksxXM4fxY63KbHp7ziQRTsRiVLhdhVWU6FiOhaaYKrUvvTegK\nhbJW2ZIwPsCKHQ422Ggzjahzu7m8vJy7x7PbKlY5nXy4oSFnBbg3HCaUSFDpcmWVKCQxEIkIz+Wj\nNGu2hBMPfsNMZncoZLqW5uJxmo9CNbbS5SJZdx6LRpmJx/O65pyyzHXV1WwsKuLHA0KbNhWP2wbv\nnFFQwOUVFVnP1RkMouoN/u0+n0nyk5xdSQ4MvYpCpdN5xJvrF8Jyr5drq6updrkyZFpdeu9GNlj7\nsryKQlTT2BMI4FMUW0mPXZ7F2oICvtLWxjd6e9lvkahdUpqlST8PLDhE1zQtoGnapzRNO1P/92lN\n004Ir5f9w2Yt5OiseLCGosLi7ZE98FuLwcDGjvTPUqfBtHlZjtRz3TKsPDCSodFM4lR9BnRyHtom\nzI4fpdW69tRfDVf/H7FKs7TD2Zke6ZxiI25rdLt5Q0UFRZKDmkHzqEitWJkmKRaNa5JId0zvZVe/\naROHLIPgQkXhVaWlbCwqMhG7ZV6v6YEcTiRoyUOH9lJChd7gMxyJMJtl+kaWJN5dV8evV6/mrEXY\nYxVZ7tvP92W6oWS7puzQNSIqrtv0/oCOuQPUBbOYEk/q1ebRzGmZsrleDvzjXL4+8n/mDWe8LzOk\naCEoLihtN6/zV4t0zcpVYBn8pQ5T4/xz728X1WQYV6HawtmMdo6SdOzj7Nf4/Xx/2TL+rbGRtQUF\nWSuf7V4vn2tpofwIuUjsH85eyTdWe7pDITRNo9HjwSPLlDgctHi9tpXnZMPbvkAg1RDXH4nQfQRc\nCK6uquLCEvsBlQQ5SXRnMMi+QIAmt5uVfj+lDgd94TB94TB7AgEmdVKgahrdoRB94TC1LtdSVfll\njGaPhz6DtrU/ErElV0cSlS4X7V4vewIBesNhevPoDWj3evlWRwff6ujgv1eu5GttbazVBwNOSeKC\n4mI+ZpFYgSCfewIB5uNxlvt8rPT7WWFx4QFRWLJKGvLRki8WZQ4HRTbft+VeLze3t/OF1laW+XwZ\nJDqmqhnBQfmgWJdqNXs87FmE/aBHlvlkUxOXlpbil2UkxCD+xRQHc0WEf1fTtI9KknQPNrMAmqa9\n/rB/6xHAZeXlbJmZobYqbiKJH7gFHt5jr2Eu85u9aueeMxDp6lNR6jaSGNxiPqi4WVTUgKK57AL9\nUsPfoKx/LxgIe2HVKiYVF7z9wQx9dGOgj94uUWZzKHDAoue+pLSU62tqUCSJnw/GiU9N0zbXxcFC\nA3G5cQqeuBmazjcdu2p2D/sKlyN1dqa6+0FUvcfnwaVPaxUrCu+srU0J+xvHxvi/MSGgtjZ99ITD\nrDzO1eijhRq3m6iqsjcQyPke/7WhgZv7+tgZCCABpxUUUOV08tTsLPVuN1dUVDCfSHD76Cga5hvY\njt7MxsLQIjJlEqqI0k42fUjA+WOPcUfzWzL2PX9uJ5ft+B0/Lzibg1VrTdsumXyK9vmDvDt2O5/f\n8J2U0wwuP1z9O/if87P3DIDoKag6BcZ2iXhyp4EAzQ1CgUFY47QnR68avo+a8AjDM5BYRJm/oTxd\nmbdiU4e99/mRgFOXBM3E40QMEoV31NTkPR3sVxS+0d7On8bHuX9qivOLizmjsJCdgQB/XqRjzHQg\nU96WRL1eMZ5PJKh3uxe0ljTCp1f1gokEoUSCepcLSZLoDAZp0NPtFsKeQEA07CmK6bN5b10d762r\nYzQaRUU0iT03P0+Zw2FLovvC4VTqmRGyJNFkIAOqpjETj+OSpCVN8xIAcY1UOp10BoM4JYmVx2hm\nQpKkDC3+SDSad6Nps8eTkifYIaFpDEYiC84aGRG0aLE/2tjITd3deTUO54ICXFhSwmvLy6lzu1E1\njV8MDfHY9DQbi4q4rLx8we/j/lDoRc9wr/D52BsIUKA3kC50v/MpCu+oreUdWWz1DukuOS0eTyqJ\nORdy3f1/pf//rQXPchxwXXU1l5aW8gfZ7MPyp0zzixROaRQpgUkMbT+IQ03b1SVecRP8+tXmgxrS\n+lPflD2RPrvdrHl17t8DF6WXE9XrYNPHMkg0wJX9d/F8X/o8xinpS0tLTX9ov6LQOw7Xd9/GF079\nkvlE534y49wXjTxMv7eB6QHzPHdjOTRQwHtqa227vi8rL+evk5NC0G+5+RwbRfTxg0uWWen30xMK\nEdRjza0PcUWS+HRzM78fHeXyioqUDu96y5dyuc/HrXMHwRBAu6Mv8zOcWeS9rNQnHGtCUTEjc9ng\nvRlEWlIT/GT/zaye3cONwDrp9zzfno6Of0/XzwGoiEzw4X3/xbdXfTx9cMPZcPaHYPO37V+Auxje\n84xwjJk5BKM7TZuvGnuITzz5A9579s/YWbIWatbBVHeG7ePbusUtZmTG/P1ZCAU5ZIK55A4vBpeW\nlvKW6mo8skwokeD7AwM8Nz9Pi8djq1ucjscZiUaRgQqLc41PUXhLdTVvqU7bAK4tKGAyFuPJRXb1\nb8kyaFivz5qMRaOHTSx9imIizct9PgKJBF3BICpQ6nDgkeUMdwqj7npfMMgKm0GGUaeajRB0hUI0\nezx5VRFlSTqsqtYSTm54bQZhxwPVLhdj0ajJrvFwX9eBYNC20S4XnDbfoc+3tPD57u7DctRJ4p+r\nq01Ng7Ik8d66Oi4rK6Mhj6r3rvn5IyITlSUpVfxSNY2oqjIfjzOq90S1er2LkqQG9WbG+USCrkBg\nQQvFrFRb07RtkiQpwHs1TXvE+i//t3j0UOVyUR7Jzyv07HZ44YDCKUoJZfpn2dkXpzFo6EpqfxVM\nvsp8oCFu2TkuiHR7lVnTqWF5gG/dajrFaO3ZsO4G7PCB/T+2bYxa6/fz9poa0zq/orCzHz6697uU\nh3NEOAMt8920z3dRkJjLSDIsDxTxyaamrNZJLlnmpytWcFNra8bIeiFd4smCFq+X1X4/y/WRrh3e\nWFWV1YsXRDf6mVSarpWukUzbxPE8rO+McDtFZfo5fQB2bc9vuHTovtR2ZWgbf3z0ClbrwUQS8Oi2\ndyANbcdz8D4efPAVXDr8QGr/m3d8kvMH/m7+JSuvwhYOL7zlj4JEAxQ3Zsiirhz+K5smtvDgg5fQ\nOn9QNDGGp4STh47y8DhX9P8REL0OxpmiEoeD84uLOauwELvaZ7YExIpCER9+XnEx11RVsbGoyPb4\nheCWJC4rL+df6+u5sqKC99XV8Y7a2pRkw6sofLihgeuqq/mqjVNEv15FXeHziRkfXYawEF5XUYFX\nn2rMF5E4XGBxLTzF709Va0M2essXA7+i0K6/rwqXiwKHwzStui8YNFX+Vvh8i5p2TWJPIEBbniR6\nCUt4KaDS5WK5z8dyn482ndgtFnPx+GE9g9u8XgYsvRmyJPH+ujrch/kdK1IU2+Y8IC8SvVsfcB9p\nwwJZknDJMmUuFyv9fpb5fDgkiVX6szy6wD2xPxxONaAWKAor/f4FB+k5t2qalpAkqVmSJJemaUep\n1vPicIZSwd3kdlM4Zxkc7HXytbZWihwOvtoTZZIgQ9Nwznw/3QXph2HRmQlmHzoXlBi1l6xlaM2b\nU9ukUcGAakugxA9ep7DZenI/tBnseEe2d1EZHmXMI1ZGnQUZjYAA13X/mpWz+1JEOulI4JYk3l9f\nn2E3V6AT6aL4HL9//I28f8NP2Fu8Cju8aug+JKA+OJjyok6iTsmvQtVhqRSFE4mXDZE2YqU+zT2c\noyExGzYUFvNAfJiuLOEgboe9DCkXkqqCbd1C8+/QEtz30Kv59zVf4FunfoHXx3t53eBfTMcUx+dY\n5vezTB3kFSPmplpFU/nJs//GmnqD/r76VLD2djs88PYHhF91FkiayiXDDwJQFRnje1s/wusvukek\nhw49Cw43LXKcW579CL6EeOMjs2l5y8UlJby9piY1NXcoHOYbfX0m66HhLA2/q+vBM1JqmhnYGwjw\n1d7eVENu0nZpmdfLzkCAR6enTUlfFU4nn2pqWrAC4ZFlW79iO191Wffu3R8M5rSLbPJ4+MXKlcwn\nEtwxMsI/pjPF3mcXFbGxqAinJHHPxAT7gkH2D6dTL50yvLkqfTM6FkR0ld/PWDRKVFVZ7vVmPBhX\n+nz0hcMmKUY2xFSVPoPl1RKWcDIiOdMZ18N8JmMx0F027Ga4RvUQm0qnM8OpIh/IkoRk45jT6PHw\n3ro6vj+Qpc8mB15ZVrbo+8usIXTtWBsWSHrVeiwaZTIep9LpxCvLJq/qsWgUtywvOrMin7mwg8AT\nkiT9CUiVFjRNyzLve2zR5vGxpkph16j93PB5y4Wbx5dbG1Ii9waPh936aLBk4hAYCr+lZY3MNt8q\nfj77swxJ6YpjYkSwofF52Dto/j1jhhnZ/UNw7tgT3N14Jdnwv09cy1WH/sDAZJpAJy28XlFaavI4\nVjWNQ5EIflnmGZ10Xzj6KHv+spptJadx5qY/mFwTZDXB+w/8hHnFT0142BTaAByWkTvAeCyW10jz\nZIRPUQ5r5O5VFBr9Trqw1xvXlKSTCvNFQC8sJBsOk7hwaivfkiQuG7zX9rhTpndy5uRW222rZvfg\nCE8R9+idy+5CIcWYMqT1nPG+nCQa4JreO6gNp0durxv8Mytn9ogBn+5+c9v9F3DBWNpFZngaXHEn\n76+r5HxLM1ryRn9zX19qXc+YaDg06qRLfKJCf2ONufN6pd/PhSUlPKST0tdXVKSI5llFRVxYUsKX\nenrwyDKnFxTwvvrDj6KYi8ezkkW/orDM52M8GiWoqjlJZYGi8K66OurcbnYFAoxEo2wqLuYqgyct\nCDnIt/r6eGE6QE2xcHE5P9pgkkr4F6GNfjGozHFPkXRt+b5gEIdOFsocDqKaxnwiYRpc9C1gv7eE\nJZxMcEgSSJLJhWowHCaQTJ5EzCp1eL0vOjymzuNhNh5HxhwWtLG4mGaPh79MTPDkzIyp/yMbal0u\nXpcl+MiIPt33udLlQtM0igxJxscL1kAgVX+/UU3LeR/LhXzusl3An/V9C/V/Ryd79TDxanedaXlD\nmwi5qCiExztFRcRo0t5ouGh988IAFwAAIABJREFUY2Y7C09JY+rnmWLztG2sdwBJgm6b6uJcWPw+\ngK5R2DT2ZNbX+/aDt3Ft72/xqBH+qDty15dCNCrxxspK3mqRdOwNBomrKn5FYd+QWU96xvRzVMdm\nYEYQDU88xK83v5X1Uzs45G9Eggxph7HadiAYJK5pdAWD7AkEchqWBxZhHn8yol7vDh6PRukPhzkU\nDjMajdIZDNKTo2njtXJjhntHEi2V9utzIdmsuNWSSHnh6CM4E1EuGnnY9ri10y9wzrj9dSkBNdP7\nzCtr1qV/lp22OnwjCmOzfGPHpzLW/+2h1/D5F77Eslmh1a8Jm6dIRmbghqLmDBKdxGkFBdzc3p4K\nDNEQOv9qPWvE44SOakhE7G2Q3lRVhVNvPHqDxUKq3evlM83NfH/ZsgVJdFRVmclhyj8Siy3oVVzh\nclGoR/ouhNeWl/OJpia+2dGRQaJBPIT/pb4etyQxPCP6K5pcZhJ6orhWFDocrPD5aPd6WebzUe5y\nUet20+71sjcQYF8gQFcwuESil/CyR53HwzKds7TqEsPFNAvnQpHDgUOWGbLIPGrdbt5dV8ctq1Zx\nU2srrygpyVltfnVZmek1BRIJDhqegRFVZU8gQLWBtB6rzInFQpYkZElalM+8FfkMDXZrmmbyyJIk\n6erD/o1HAacXFHBFVRnPRCdpLIfdA6Jql6zcWadTGwxE0jFoFigrSesvSWGk2CzHiO7cS10JDGSJ\nc2+pEHrXSAzW7vobnP5N2/02TD6T+vmH94v/a4rgg6WtGUQgoqo0ud0EVBUpkSAaFxZqpxv6th55\n6i2cdfE/OH/Xj/jFvi9RExYSlElXKXc9I2wBU+8PqNTlGXFNS/ldJh9gMVXlQDBo64P58qbRAnZT\nzslKQVzT6A+HCaqqadqqwe3hlVWF3N03Z0rcqy/NJMP5YGhKBLPs7Bc/1+pF2ML4PFf230XHfJft\nceunnuWsiaeznnfF3H76azamV7z59zDZJYJVlNySHs/4Hv6x9W00B/sytjUH+/jSC1/gE3u+Rcfr\nD1AdNovEh2egtCj3+ev1IIOfDw5S7HDwbN8cs4kEtSVC0rC1G84stCdhJQ4HF5WUUOJw2D6QrA21\nVvSFwwQTCapdLkqdTg4EgzhlOfVdHYtGmYjH83YFKHU6mYzF2B0IICNkIk0ez6KnE0E8GC8pK+Pe\niQkUhI1lEqqmZTQCnmgwNgktYQlLOPrw6NKFmKraOlJ0eL10eL28sqyMr/X2Mm9TQFtmkTj2hcOs\n9PnoD4fREFXfl5M8Kx8K/uk81x1TDBpGVJIk8eaKGlxhD091ieqwEdaucCORTvSZK9LxIr0iXdZO\n3BBxXBMaov/gNFVZEnclLFHPO3eyfHaf7b7njolwlts3C9IPUBopsK2mdYVCFDgclOt6HoCfW3Jj\nVsx1sve+M/ls/69SJBpg21/3cdV3zfvW6jHZB/RpViucskyHz5fRmAAcdlPCywUOSaLF62WVrgk1\nYq1UztpGWNMgNPant0Cd28U/FVctypcahJdya6XQSv/1OfO2m174Qtbjrhj4E95E9qa3TTPPZ64s\na89Oosf3gRqH+RH+KfACZ07mDjwtis/x9u5fUhxLj+xicQgGzVreyViMLptGnGKHg080NfGeujo+\n19KCR5YZmiZl7bgqB5F9R23togz3u0MhoqpKKJGgyeMR3sX6ALTD5zN9VytdrkVba5XpvqUr/X5a\nvF6hRtdnhhaLS/X3VehwmMh4IJFYatZbwhKWkIFql4sDC1jfNXs8fG/ZMl5RUpLiHiCKcVaJZ6Pb\njSRJNHg8Kb/6lxOyvltJkl4rSdL3gXpJkv7L8O9WYOF5yaMMuwfE+gJ7xYm1ac6nKKlQhPBBc0U6\nWCAq0p4qcxPfyuk9HBjOtN4qczj4amsrv1i5krpQemq6c0jEN1txwcgjrJvawdc2V3LDT9Pr623U\nMgORSGrk55AkoppombrtMbMmG6A2PMymCbMH9n2PZMYjnlMsRgKxBXRQ1insmXg8IyZ8CfaQJClD\nm9rm9bL3kMSufhEYUjlbxodL27miooKPNDZycUkJTkni6spKPtbYyIfq63lfXR2Xl5fjMlzrbR4P\n/97YSE1cXC/3Woj0yiyDNzvsKTLbPby7/w4I55lm0veECHuRHVBQzfL5AwsfA9xw8H9MyyOz4JXT\nVdN9wSAlDge1bjdTOWRGdW53RrjHQjZv+Xo9J6ckXZZGlKMJSZKQJCklHzJGaQcSCfrCYXYHAhwM\nhZiOxUzbq1wuChTF1FcB2FaSlrCEJSwBhOR19wKOOh5Z5l11dXyssTHlJtRgcdOZisVO+Jmvo41c\nw4ZBYCsQBrYZ/v0JeHWO444JqlyuDFuyU22IdKXTaWtdkiSF053mivRkoTBCr6hebVpfN7SbWMIc\nPw5wfU0NLV4vHlnmXFdax7h3EG7c/Z+snk6nukmaypef/zybKzbxl7+PmUJSrA2AuwMBSh0O09RL\nVFWREA4H1/8EJnLYpkVi8JAlGr7O5eIy3a6mcAGC0OH1sjsQoFtPT4qr6hHTab0cUK77hiZh9KMu\ndzh4e02NqXr47ro6bl21ijdUVnJGYSEbi4u5oKSEf66u5rPNzdS4XHywvp6bWltZV1hIm1Nc63Zh\nHPlixlnMjCMdE9gcPETFwBM5jjC+QbPsqWPOTKQfqbqAGWdmbPSaGfNFuXeQlFfxeCxGvT5j4lMU\n4prGgRwV2kvLylI3dwlosnS757KXCiQSjETNRkTjOkFd5ffnFTpyNOCRZVb5/cR1L1QAny79WO33\n0+b1UuJ0mq4tEBUhK5G2ixpewhKWsAQQg/fVfj/z8TiBRAJV0xiPRk2z/Ums9vtT/Moq65g8xlHj\nJyJy+Ug/p2nabcBa4Neapt2mL/8RyPykjwOsSUFNHk+GB2u26d7kVOxI5yjF0XQVLugqgpJWXJXm\nirT3oGAsxhS6YkVJBR+A0D4mp+n/sRsK4gG23LeRLz7/BS4fuIfbn3gLF4w9RlR2st/iJWwk0r16\n0o/1Ya5q4qEKYkq/6SPwSNFZtu/vkf/P3nmHyXGU+f9b3ZM3R63yKlrOAWfjRDLJiWAf4Q4TDdxh\njnCAyWeODHek82F+xgbfYWwcwMYGjHPOli1ZkiVZOax2pc07sxP7/f1R3TPVPd2TdnZ3dvf9PE89\nM13dXV2dqt96633fegWIKXfplMZGXLl0KfyahrhhFA3vFTDD0ywLh3F4XR3aJugxPBfpdzQw1mhA\nd5kh9FZGIvjxypU4vakpK3wvMzuCh0bzI8ioPNRxlue69vhBbGm0C8QXp3cAe54E0gkgMQpkXBrJ\n3nVAnd35zSlIR1JRDAaa8XCB4wPA7x7PPdO9iUTWoRCQJhMrIxH0JBKusYi7AoFsqKhOv9+mPY5m\nMlgaCqEv6R6105oxb6M5le9205SjVkwhQpqW7bi6OemMOrTNi4LBPIVBsgTve4Zh5jb1Ph/qdB2a\nEGgPBFCn667CtDVq+hZH7OhSonzMdkpRMf4dgPrlDwO4z2PbKaXZ58OYYoIQ0rS8EDFOg3druNhy\nBts3ABw3+KJtG/+CE5BotwvSxgYpSPcrIatPb2qC7vjIvdP0rt/SI2dRbEiP4RsvX4U/P3wBLtkt\nfTaDIwM20wwduYlOehIJz9BYGdi98GMJoGXri9jSsCpv2zsUc9XzlgdwxaJFaDWPcSCRyKs3U32c\ns0md2tiIOk1DZxVicS9VOo2Pb3HfpifUhdMOPYneYGfeunha4OwPbsfDd9u9Hc/vuQdYfJq0iw7U\ny98dD+U2OLhJzmyoQoTVo/ZKdCYOoju6G2cffATPtr7GtX5jceCWp5EVAN3ipwLSrv/wujokDCMv\n2oU1FbbTOdaKBxoQIm963HgmI2OI6jqOqKvD0lAIy8Nhz+PXImnHx2txKJSnkc7wB45hmDJp8vnQ\n4fdjs0N5cUJDA97e1mYL1QdIheJcpxRBOkREWfHR/F8TMYqEEHnh2s5sasJ5ra04s6kJ9bqOIxwf\n2B5TQ9VtGsRHE8CKffZ5xdsWvQaHWuyC9NBzckhanYXu5Mb8oeuFwWDWMP+PLiF7t9UtBzbYp1Tu\nDASygu1QOl0wTEy946HtP5SEAQ1jvlyH4bZngV8/lNumIW7vTFR7tjPGnWXhsE0rHdA0HNfQUFI8\n0K2xWJ5GWyWoaVhoNmj3vey+ze66JQhSCptcJu159lXC/kHg5r/Y7ejP338XLth7h5yN0HoOu8+W\nAnTfBmnS0bzUts/yse02J9dERuBz39uNTaYjbVq4dxzuWisj6zT7fDiUTHrOtKme816XsE0+IfJi\nmlrPeLPfD0LOOTllGNiTSFQ0qUEt4XT8XRoK5WmkuavMMEwl+DUNq83RQAtdCLyr066UeSUaxUL2\nnSpJkI4KIU6wFoQQrwFQ5lxsk4dTKLy4owP/1NWFjy9ciGsOO8z2wUwZRjZihy4ElpsPQN3GtbYy\n4qsvRMKfEz6bk4PYvr4XAR+wUq/HV5cuxecXL86bwQyQwr11jB/eJSePUOkLdWDdTnuetX00k0F3\ngYdSAHkmGev2AGtGN+NAaB4e6jwLv9m7DO/6ibSRBuSMi/NETfR75hyaEHl2uKvC4TyN9MZoFBuj\nUexPJNCXTOKVaBSrIhE06Hqene/mWAx7zIgg1rNy81PAH59FHg/+ZScu+RlATz8jO3AKVrSPtTvz\n46Lf9ug7ccohxXFVCKDjcKDzSECTHblzDzyAHz//Wbx1391444F7bfs/tolw29PA6d+UoRpP6n8G\n+8L2WO8A8Cezo9ns82GghLjKbiwIBPD6lpY8R1jVa7zOdMTbPj6OwXS64OyCM4VWxzO0MhzGiY7o\nLzzqxDBMpQghirbLxabOniuUIkj/K4BbhBCPCiEeA3AzgH+Z3GqVTjlBvnfG42j0+bLG8dbHN/GM\nXSM91GZ3NDxiaCO29AAtIYHPLVmCw+vqbLbRTixN4VAMOOXrwJ0D3dhavxIPdZ6F0/qfxgs77dtb\nAtGueLxglABdCCx1CtJm2N6VY9txTt8jeOJv9unuFrXKWYhUIuw0OGU4NYcrw+G82ZOaTBODBcEg\nOgOBbFzdgKkV2G/aCPckEjgsEslGY7DspImAd/wE+JfbG3AwKCcceeFACN+4ug+3PA288evjePCR\nXjzacQZ6fO34w1PAT/4mj50xgI9eC6j9UR9l8NWX/8PznN6y7y944IHX47Ob/wt3P/x2/PLZT9jW\n32f61w7FgI9dK6cg3x1ZbNsmnswJ8y0+X56pghfOsEpLQqE8bfSWWCyvQxrRdSyvwuxgtUKL35/t\nUFm0OYTrNv7IMQwzAZYEg55Oy4OpVMWzJM82ikpURPQsgDUAPgHg4wAOJ6LCAWOnEKddYCEss4gh\ns5dlzXC457FNaI8f9NxvUd8mjCeBukxpNpRqnOq+EeBPt+7EqrFXcU7fIzAM4GlHpDDro18sTrNf\niDzN20uO+S/W26P5IRrPtz0tNoTOVA+nQ+yycDjb0bJoLnI/Fpg2ws7RCGe4t9vvH0UkMYKrX+rA\niZ+PI2kqEzIG8KVfRXFG7+O49e5DuPTndqfZ+zcAX7vVfszTDz0hJXSFcDqGmx+7BH95+G0F66ua\nmjy9DfjLi8Bp/U/jkY7XYlwPIZkR+NyNwIg5rtXs85VshuB835eEQrbnOWEY6AoEanYWrWpSaKbR\n/lSKHYQZhpkQDT5fXofd4kAyOSfa2VIoKkgLISIAvgjg00T0MoBuIcTbJ71mJdIVCLh6mDrZFI1m\nBZGE2cOyBOkXtlPe8LRKww5pH92kewvt25Tg5k5BabMZVeH+l4HWy/OFX0sgcgpdToJC5E3asn6P\n1O4BUu7Z7JgOfE2qHUHHVJ7FQt8x1aPe58sLVaYSzWTKnsbZ2n65I/B9zxCwaXsS19x00CkDo38M\n2HIAeNQjzPR37wTGKPf8tSYHsWp0q22b3z75gazDrBeb9wPP2wdF8PYfAW/+PtB712PIQMMZVwFX\nK69bs89X0tCYtW28gAC5fXwcjXNEE7ssHPYMPeX0HWEYhqmEVeaoqEp/KmVTGM51Svl+XQ8gCeA0\nc3kfAO9x32lgxMWOxzAliYFUCtvHx23RO6yTtgTe3mHg8Jfv8Sw/8II0QPWyBxpMpZBWhj+cwx1b\ne+U0xpf+HBh2hLZt8fnQZApbxYKaBzUNTT6fzUs2mQYuv04K0YdG5XFy2wu8udEepqyXe5FTzsEC\nQk0pnUAn7aYG1q9pONoRleaa+3PmPk6e3ZY/GmJBBLxwyG6u9JFt1+KKV36KXz/1IfztgfPw7j23\nuu+s8G+/z1NkAwDuWQf8w8+BPbtj2NZj36DZ73edqtYNIQT2F+iYtMwRIRqQ7YGnVpojdjAMUyUW\nBIPYGothdzyOzbEYdJQ+wdVcoJQrsYKILhVCvAcAiCgmakwSWxWJYNv4OFaYURKICGkiGUs2HM5z\nzLFMPMK6jja/H/2pFBJ3/hWBtySQ1O29LN1IY/gxacniZUbSm0zaNIPtfj98Akib37KDI8CVN9lD\n51lYkT8G0+k821knVlzpU5qa8PeBXLSFGx6VAvXHX2/ffp4/YJv0A3CfEZKZXJaGQjiYTObd37FM\npiJnjYiuoy+ZRGcggOMbGvDsaC6UzLUPee9311pgd7/3+mc3jOOsc3LLX9j0w7Lq9YO7gD+/4L3e\nIOCmJ+2dPQGgUdcRLcPZMOFhs7c/kZhRIeyqweJQKNv2WQymUlheZqxyhmGYQswGJ+3JohQ1UFII\nEQZAACCEWIEamZDFQhcCK8JhjKTTaPH50B4IoCsYxIpIxFVwbA8EshrreaaQ/cijB/OmLwaAY4de\nwvMbpNmGJfQMpdPZaAyDqRQWBIM2cwlNiDynpmsecK/7G1taAOTHhXUjpGlIE+H8tra8GMU3PSkd\nzlScNrUbo1HPGNXM5FGn69AAvBqL4UAyiQPJJLbFYhjLZCp2fhs0Bc+jHBrpQvzhafvysg77TJ13\nPe49E6AbT7SfhsfbT8NDnWfj24+344u/L77Prx60Lzf5fNmZDEul3cOm3G1kai7gvHK9yWTJGn6G\nYRhmYpTS2n4DwN8ALBZC/A7A/QC+MKm1qpBG86NcjKCmZW0LLbvkxzYD737wu6hL2dXGx/c8hS0H\n5H9LkN6fSKDT70dfMolGnw+NPh+a/H6bMNzlLy4gndPcnBV2izkaAnJYO5rJoNXvx8cWLMi7eQMO\njbcarWPH+LjnLI/M5NNmztLXFQigKxDACvN/pVjCU5vfj44KnUfntwBr5ueWH9oIrEvnh6lzY3td\nN04/9CTOOPQkzul7GBvWHrKtP3sNML85f78DQ/Zly86unGHCjkAAux0OMAOpVN6kLHOF7nAYW2Ix\nbI3FsCkaxWFz9DowDMNMB6VE7bgXwDsAXAbg9wBOJKKHJrdak4+l0bMEaSLgdzfuxp2PXICGlJx2\nMJQex4n3XZM1N2w1P/YBISBMrbMVq9UnhM2prJiQdMXihfjg/JwUU2r0ESsUzelNTfjW8uWY5x2F\nL+uY+EoshmXhMNtGzyJUTbaX4BQJAEcs9C4jlQY6HZMUXnv3GNKisHZ4V2QxlkV32vKcU94PjQOj\nceA1ywoWhbOamxHNZMo2OWr1+bA5FkPKnO1wJJ2e02ZLqyMRrIpEcHhdHb/nDMMwU4inIC2EOMFK\nAJYC6AGwH8ASdYKWmYo1fa4aKeOGR4Hgi89h659X4cbH34MNdx+J3Q+sz663nBOd8VotRhTHH6dZ\nhcrpywVOaWjKfvjHTS1zKajTHXeHQji+xV2ICmkajq2vB5AzX2FmD2o89CM9zDu6O4CWApYfewfz\nRzF+/ocR/H7vYjzUeRYe6jwbWxpWYnPD6uz6lPDhYKjDFq4uY+Qi01gcGJJTgD+/Azh9NVxp1HWc\n3NBQMIybF/U+Hw6LRECQNuPdbBPMMAzDTAOF1KA/LrCOALyuynWZUiwBWtXsZQzgkz8fxTXXHI73\n7LoJj7wCXH2fXNfh9yOi6xhNpz21x4Zi2rGmwPBqA+za6oOpVMm2y86ZHBckG3Hyihie2Wbf7pTG\nRgQ1bU46YM0VDqVSaPX7cXpTEx4ZGsImxyyIHfXAU68Ci9uAPQ4nw6agwHvrFmJ3Io5DTYfQM5xb\n98Ev7cTj39iJU1bK5Z11S/BE26nQQKhPjeLEAbtH4brdUvts0VInI+FYjLmHIcVJjY3wa5pnwP9S\nCLAtMMMwDDONeArSRHTuVFZkqmnx+9GbTOZpa1/eDRy97xlc/zTwoV/l8q2Y0/2plKc9Z1j5qM8P\nBNDm96E/le8A1ZKxC9nlaOScM7sdFongroPSHrVnKFePC8zZ3obTaRakZylkdtx8QuCr3d24bagH\nt+8fBAAEdOBNqWX4yOoQbo7vwp5+u5Dd7a/DCY2NOAGNWDQWwE9H9sMw+4EZA/j2HcCdnzO3je5G\nd9QeU28sDjy3HThxOfDwJnu9VnUBPXuDGEynMZbJYN1uYOU84FWH+Yc1pfVEBGmGYRiGmU48BWkh\nxBeI6Afm/3cT0S3Kuu8Q0ZenooKTyVAqhXmBAOYFAtkoHAYBa3cBLztmCLQ0xk6NsEpnIICUYcCv\naRBC4Ki6ejw8ZPeuag1peEuky5ZXjm1nlxlxxHKqXBQKYY1owvrUME5bBayJdeL4SFPW/KSRJ1+Z\ntThNjN7ZPB9DoTFQRuBMsQDdIWnucHFwCda3bsaugdyIycnKFPcn1jfjoq5x3N4zmM17cqv0G3B7\nNHf0AWd9C9g7ADSG7dpoAFgab8GnV8xHwjDwu95e3D84iJAfCAdyMyq2+Hw4wjRJKXV6cIZhGIap\nNQqNi/6D8v9Kx7o3T0JdphxLJF7uMKt4bjuwzkOQLiTyRnQdW5UZDs9tzg9b8Nq6ljzB2Sucl9cx\nnJN4XL5wIS5u6MJL2zS8oak9K2AZREVjUzMzl/ZAADuU5w0ADot34N3BbpsDYkjT8L7GxTh7DXBC\nSxiXdHbiLMezeXFzF0JKt/rQKLDLHogDvcPAu34CLP+MFKIBOc23Uw4+NiDLDmoaPjR/Pr7e3Y0z\njAU4tTOE45cCR7YE8OlFi7LvARtnMAzDMDOVQt8w4fHfbbkshBCLhBAPCCE2CCHWCyGuMPNbhBB/\nF0JsFkLcI4RoKlbWRLAmZnFOXvDs9vzZ4SzTjmLTOS8JhbK20qsiEXygqyur1Wvx+fCm1lbb9v2p\nFFrKdAZ0m5Di9a2tuHLp0ryy2YZ0dmM4pNjXNje7TvJyZKQer2zz49Nd3biwvT0vTKQmBJaF7R3K\nhzYC23qBdAaIxoFz/wO47dnC9Znn9+dNY39YJIKzmpvx/vpu9PQE8K6mBbbg/kF+RhmGYZgZSiFn\nQ/L477ZcLmkAnyWiF4UQ9QCeF0L8HcAHAdxHRD8QQnwRUhP+pQkey5NO00zCqZH+43O5IWgA8AuR\ndU4sJvTWmxpjyy75Ta2t2IFhLPKHcWqoLW//3mTSMwqIFysiEWyJxbDa4dDo7BAMlTBbIjOzWRIK\nIWEYJQmjF3V02EZDkoYBTYhs3jJ/BJuQs9P44K/yiijpGF6x3EOahrObm/PiXjew+RHDMAwzQyn0\n9T1WCDEihBgFcIz531o+eiIHJaIDRPSi+X8MwCYAiwBcCOC35ma/BXDRRI5TjKCm4WAqhWXhsG2m\nQFWIBuSkEboQGM9kUFeCwDLkmGGtI1OPcyMdeQLzeCZT8UyDy8NhbI5G846lkmLb01mPX9OwL1Ha\nRKNOc45t4+M20xBnx6xcjq2vxxlNhQeRXtvUZOtMGkRo5vCMDMMwzAylUNSOKVETCSG6ARwH4CkA\n84io1zz+ASFE52QffzidxrxAAIdFIng5GnXdxhJ2h9LpgvGhLcghwJ7e1JQ3BXI0k8H+RKLi+et9\nQuCwujrsjcdRr+uuDoulzJbIzHzcTH1KwSeEbWjp+IYGdAb86EumStp/eSfQ1QTEksBSqsc76hZn\nJyjaHIuhQdfzIsY446UPptNlj8gwDMMwTK1Q+ry8k4Bp1nErgE8T0ZgQomQTkl/u25cdIo7oOpaG\nQtkoABtNgbiU5TQRNkaj6AoEPAVpvxDYGI0iYAoJxcrvT6WwMRrNLg+kUhhIpbLLDw4OosPvx1Hm\nhCnl1Ne5vCgUwl/7+/POfyiVwqmmdnAi5fNy7S/HDQMvjo7iODMSh7W+TtexIBDIOsA6918QCCCk\n61g7OoqgpuGIujq8t3MefrJ3L4rRHAG298kEACfNb8h25jZGo9gbj+MNra3oTSaxLRZDs9/vWv++\nZDIbMadWricv8zIv8zIvz+1lANgUjeJgqrhiSTi1p1OFEMIH4C4AfyWin5p5mwCcQ0S9QoguAA8S\n0eEu+9LvjjiiKvV4NRbDykgEPYkEPr9tm+s23+juxupIBJuiURxuXuxCZIgQNwxPx8SN0ZyQXQ2i\nmUxevGg3G2pm9pIwDIwbhm2yoC2xGDJErs/sgDmZC4C85/rx4SE87z8APWDApwGPvGLf94Ru4IWd\nueUWnw+/WJ2bvtAgQswwss68O8fHXWceTBkG2/EzDMMwNc/7Nm4EEbkO80+nu/x1ADZaQrTJnQAu\nM/9/AMAdk10JS/CYHwziSBfBU4ecirscdCGyWjY3yokbXQp1uo5Wvx8bo1G8GothUzTKQvQcI6hp\nEAD6zOdu2/g4VobDOLyuDpuUHrbFIaWXvToSwQHleT2jqRnHJbvwxBYpRJ+tdGWPXQLs7pdmQ8tD\nIQSEwHHmyIrFvkQiK0QDQHc4jJ2OMH2ANP9gIZphGIaZyUyLaYcQ4gwA7wOwXgixFtKE48sAvg/g\nD0KIDwHYBeCSya5Lq9+PWCaDiK7jLW1t2OCYZrkzEMiGkPOXEabLa7a2DBE6J8EmNGQOzTNzlyaf\nD0SEkXQaKxQN8JJQCP2plM0WWe3M6UJgLJ0GFKH2+Pp6+IVASNPw8KYMVnUBugDQX4ePtrXhqMVS\neI5mMnkjL6MuM3XW6Xpahk6jAAAgAElEQVT2PQOAeCaDxRU62jIMwzBMrTAtgjQRPQ6p7HXjDVNZ\nF83UHi8Lh3FcfT2OrKvDBkWDd7QinLZ5TA3uhteMgjvGx7GStcXMJCGEQKPjOa3TdaQMA5uiURBk\niEZnqMRl4bBNKG7w+fCbw3Oq6G2mRnlFi30/N/OlJpe8jkAAe+JxDKXTEJCmKG7mHgzDMAwzk5hW\nZ8NawZr2WwiBj8yfj2/v245D4wYCQmQnUNkVj+dNNFGIRaGQq51ytc06GKYUmv3+gmHmdCGwL5Hw\nNAlaUaLQq8ZQd8IaaIZhGGa2wYI07GHiOgMBXNG1BLsyUZwQasnaUI+7DFcXY0EggN3xOJaEQhhJ\np7EvkSjJWZFhZioJw4DgziLDMAwzR2BBGsC8YBBpoqy2eEU4ghWwa+baK7Brrvf5ENF1JM0IBixE\nM7XMinAYe+NxLKpQc1xqVBuGYRiGmS1MZ9SOmqFe17HdJaqAxcgEJo3QhEBA0zynTWaYWkEXAk0+\nX/Zd6EsmsdnhfAvIOOlxw0DSMPBKNIp9iQQ2RaNYw7b/DMMwzByDNdImegFBty+ZRCMLCcwcoMHn\nQ72uI02EzkAAnYGAzdY/mslgPJPJdizXmBrohSXM+MkwDMMwsw3WSJssC4WyMXidJKdp0hqGmQ6E\nEDan2CWhEDZFo9gUjcIgqtj0g2EYhmFmG6yRNtGEwKFUCp0uE0Q0eISyY5i5QEjT2PaZYRiGYVxg\njbTCEg9NGw9bMwzDMAzDME5YkFao13VscThXbYnF2FGQYRiGYRiGyYMFaQeNuo6EOUGLQYRQGdOC\nMwzDMAzDMHMHtpF20BUMYl88juFMBhFN42mMGYZhGIZhGFdYkHZhYSiEhdNdCYZhGIZhGKamYbsF\nhmEYhmEYhqkAFqQZhmEYhmEYpgJYkGYYhmEYhmGYCmBBmmEYhmEYhmEqgAVphmEYhmEYhqkAFqQZ\nhmEYhmEYpgJYkGYYhmEYhmGYCuA40kzFCCJEUinoRNCIIMxfjQgaYMsT5rKV0pqGuK4DAPyGAZ9h\ngISAIQQIgDDLV38BIKnrSGkadCLohgEBwBACSU2DBsBnzkrpMwwEMhkQAJhlAgABIHPKd0EEnQhx\nn3wNdCIMBwIYDIUA57Tw5rkGM5nc+avXwqqfpmE0EMjfnykJQfJOUanXjwiRdBq6NRupEIj6/UqB\nk3MfdMOAIIIhBAxNgyBCIJNBRtOQ1jTohpF9zks+lyrjMwzUJZPwm+/WqN+PpPmsgwgd4+NoSCZh\nQF63cZ8P0UAAumEgqetI6DoEgGA6Ld83893VDQMa7O+lFxkhMBgKIVPhDLEaEYLpNDKaBgIQTqdB\nZn3VlNY0CMj322dee2G+2wJAazyOYDoNjSjbzmSU/a3/Krb323wuQ0oZVluitikkBAwl36q31f45\n20O1jVOvqbpOIwIBGAqFMK60VT7DsD33ViIhAHPfYCaDSCoFH1E2T71vQrkeaU1DxrwWGfO/IYRn\nW6yZdbDaXCvfuh5WW24o/0mtJ3Lvq+F4PnTDQCidhiEEEroOw3ynQul09ljWvfaZz+tYIAASAhoR\nAuk0gpkMEj5ftn2fUtT7qd5TR15a05DUdWjm85Uxr7f1XfUsvtjhnc+y+dxZGEIg5vfnv5dE8BEh\nLUR5bafVNhAhpWnZfX2ZDMLmPXNiPWdA7ntv1VUA2W+8ek4Eec1ifv/kt6tE8BuGbMOLbCqowM2q\nVYQQtLW5GTG/Hwldx4G6OowGg57b1yWTWDU4mP2wDQeD2NPQkPfyTjeRVArH9vWhIZHIPiwjwSAI\nwHAwiP319RUJBuFUCisHB9GQTCJsNjAZs+GsTyYRMAwMhEJY39GBg5FIVvhUEURYNDqKxSMjCKXT\nqE+lEEyn4Z+Bz08xDMgPoPVBNISATmQToovtT6ZwH/f5sLuxEZva2uzPGxG6R0awcHQ0+yEIZjJZ\nwWYoFEJS1zESCCCcTqMrGoVGhITZkeitq8NIMIi6VAqhdBojgQB2NzZm71s4lcKy4WH4DAM9dXUY\nCIezjVZDIoHVg4Noj8UgAAyEQtjR1ISDdXUTum66YaB7eBjtsRh0IgyFQtje1IS4KtiqEKF7eBiH\nDQygIZmUAhCADICRYBBRvx9xnw8h85lN6jqifj/GAgH0RSIYDIVw2r596B4ZcS0+qWnYX1+PDe3t\nGA6FEEynsXR4GI3JJFKahtZ4HA3JJDKKEJQRItuxGwoGkfD5EMhksu+K3/yYB5QGPml17Mx3Ia7r\nCCnPStr8OMZ1PSvo9EUieLm9HQLAkpERzB8bQ30qJTt/QmBdRwe2trbazsefyWSv1ZjfDwHZCRXm\ntd7W3Izu4WEsGh1FfTKJpkQib8hxIBTCQCiEedEoGlKpgvfTOsOJtpJRvx/3LV2KaCBQdNvOaBQn\nHjiAoPnxDZf4zlnCqpO0+fGdje3UbGMkEJCdNcNAKJOx3c+kpmXbBy+SmoaUpqHOIbi91NGBDR0d\nuQwihNNpNCYSaEomEchkbEoeK6mdG79hoC6Vgs9839wEY2vbibwvGZidrgmUUQ5Rnw/94TDqUqms\nokiDbKt2NjVhc2srwul0tl0SRGhMJLKdtM5oFI1K2w0ACV1HzOdDOJ22tYPVJK7rWNfRgVcdbWQ1\nCKbTWDE0hFUDA7ZnSQAgIlcBbMYK0mqtDQAb29uxrqMjTwDsjEZx1p49tg8fIBvYbS0teH7evAlr\nrXyGgXnRKOpSKUT9fvTU1ZUkpAsidEajiPt8OGxgAMuHhoq+QPvq67GltRU99fUFt2uLxXDYwADq\nUil0jI+XcTbAaCCAFzs7saehARAC4VQKZ+zbh85YrKxymBzjuo71HR14taUFAsCZe/Zg0dhYVY/R\nHwphZ1MTmhIJrBwasq1LCYFXW1pgCIHD+/tdn7MtLS14rqurovdBEOHcXbvQ5XhGkpqGRxctQq/L\n83rUwYM45uDBso9VLgaAPY2NWDA2Br+jHahlYj4fNre2YjAUQks8jjX9/SULlrVGXziM+7u7C2qR\n2mMxvG7XLqk9ZZgq0lNXh+FgEKF0Gu3j46gv0olkZgYvt7djXWdn1cprj8Vw9p49rkqzWS9IW6zr\n6MDLSs+zIZHAeTt25AnRKs92deVpfsph2dAQTjhwAEHlGKN+Px5ZvBjDoZDnfpFUCufu2oWmZLKi\n425oa8P6jg5XgX3h6CjO3LNnwr3a0UAAY34/2sbHC15DpnSGTa1cpfd9stnZ2IinFyywDflphiGH\n7ExTnMZEAsf09aEzFsNAOIx1HR3ojMVwQm+va5lpIbB23jxsbWnJCult4+M4b8eOyT8hpmbY1tyM\ntKahIxbLjg6mzKFtQwgsGx6e7ioyDDPDmKgMZxFJpfCW7ds9R57njCBtsb+uDj319Tiiv9/TPsdi\nXNfx51WrkC6mQSbCgrExLB8aQoNpDhHIZDw1XFG/H39esSIn6BJh4dgYIqkU9jY04Jzdu9GSSBQ+\nZhH6wmE8sHSpTZjWDAMXvPoqIkXOu1okNA0pXc/au6n2gtayVbusjZy5bF27jDncnd2WCFC2E5Ba\nRctuKmvnCEjBTBlWt44JIbLDZHm2zIodLgFZ2zGNCE3JpKdtWtq0K3Nbaw17RVKpGT+M3BcOY1N7\nO9b092OeqWG2Rn1GAwGc1NNTkdbw1eZmbGxvR9Tvx+n79mGpi0mGgcqHNdNCTJk2M2M+O+rx1OFn\nyzzIZ9rxTxcJXce4rkMD0JBM2uqSEQJDwWD23QpmMvAZBgzTvMXqPCc0zWYzq/od2K62YpsLyJG6\nYuYjxSDzHCzb7LjPB5jvmjWMrplD79azk1JsGq1zSAmBsUAga8aj2iOrZbkdXyWtaTa7YVi/Vp3U\ny+GwcQZybY5lJ2wdQ/XbsK4jlDZOMwyEM5lsXdX7AdhtsFVbZUOIbEfFsit2nlfWJwWw2W9b5ZF6\nrxV/E5jlkyPPOg+rLbfKzl4v5dr4TDMON8Z9vqzvgXVvxnU9ezwBZK9BKJ3OKrMm0oZUE9VWXr2G\nWTt2mL48hpF9LlXzsJTyXbe+L4C7CVPWHNPxDAK5Z0qVVHSiqssIbtfdgLyPeTbbZr10w7C1Jep2\nlu+Cur0A8kYTCMCjixZhb2PjhOp/yv79WOEYybXKt57hWSlIDwaD0rayxHNIm41ps0OA3dXYiMcX\nLvQe0ibCyT09ecPlxdhbX4/HFi+Ww+mHDuH4vr6i+6SEdM7RDQNpXYfPMNAWj3tu/2pzM55ZsCC7\nvGJwEKf09Hhu3xcOy4+O8tIZQiCUyZQ03HUwHAZMe+FAJoPgNAsK1cZAzqbVahisTlZQadC9sJ5E\nA7IzlfD5iprWHAyHYVhOMpbDmlmH5ngcKV3HmN8P3dTiWXZ6unn/GivQbidMXwEBKWBV25btUDiM\n9jJMivrM7TXIj2Vc15HUdcAU6iwHuLQQqE+lbAJaRggMBwJoTSQwrmkY9/tRl0phNBBAJJ12/WD0\nRiLZ5zjrKAZ5ry2nmaTiCKPen2A6jZD53MdNjWo4lYIfQBpAStfhz2TgM5etfRM+HwwhEHc8E+Om\nLXzQMJDQdbSPj3t25jJCoD8UstW5LR7P69APhELwZTJoSKWy72dM1xENBLLPdUMigZCHIsAw66UT\nVfyOR30+m0BeDodCIURSKYRKeOcAaVtqbWfV1YAUwgkouRxmaiEAA8Gg/NZlMgiZ76NudhwAICkE\nxv1+BNJphAs8rzG/HxkhUJdMwgf5js/zMEfMCIEx08eKVCHW+iYCWQHPUr74DQN+05HVUsBYbYUG\ndwG31GtgdXLSkM+xXmFZ5ZAUAkNmWyIgfcki6TQyAPojEenrAtkOjJt+LprpTGh9nzQiNCSTCJo2\n7WmzTMO8h63xeNXfu6FAAPWWA61CbySC4WAwO9qVEQIJny/7zdAdHU2VhkQizyzxYDiMhkQi20HT\nMAsF6ZiuI5zJ4FAohPYCgqZFbySCTtO56kAkknfRdjQ14ckFC1yF6aP7+nD0oUMFy09bPUzH9dze\n1IRnFizAxVu2FHRWMyCFj5bxcThdswjywxI0DFeh6cWODmxqbwcJgdft2oWuaNS2fiQQgCEEApmM\nZy/UgHTwSpneuq3j47aX2QDQW1eHjmiUQ72UyajfL53bHB24Mb8fBoDGAh0YLycqlRSAgXA45+xC\nOY/wjvFxjPl8iPn9CJlOpklNQ0s8joD5rI6ZGoOJag8trA9YXziMlkSiqF3yqN+PekXgK0YGwKFI\nBBGzvkld9+xspoTAcCiUFeqj5rlOt43kwXAYPsNAStPQkEjYBIQxvx9Rnw8tiUTWwXTUfIeb43FE\nHO1IUgiMBoNoi8dhAOgPh/Pe3+niYCiEtjI/piOBACKmMMQwlWJAdigt+eBgOJwVgBsTiWz7x7iT\nNAXRctrmqeJQKDQpQrrFmN+PSCplK3/WaqQtCvU8Adkwh5Uh94QpLAYdH/h7li1Dfzhsy6tLJvH2\nbdsKhqKJ+v3IANkhKKcGZltzs+uQgUV/MIimRKKkD8e4piGj63mCwGgggMcXLsQbdu60CfNjppBS\nLqqWLKlpCGYyNWvXO1NImAKPIQR8hoFml6gK00Vc05D0+UrWbltDlM73oi8cRsf4eLbhHTKfoUIm\nVn3hMDrLdIgtl5ipeYqk0zX3UagWaZjmT9NdEQeDgQDI7DDEzU5dJJnMmidkTNMRS8PX7KJMYJhK\nMCD9UvyGgfopMndkpoZict9EOBgKocOhnJn1gjQgP8Y+ItSboaEi6TT8hoH+UAjNivZN3d758d7W\n3IynFTMJADh5/36bSUdc1zEcCGTtmnTDQFMymRWIhoJBRFKpkoczS9WoqwwGAmgpQeAZN0OHzVbB\ngakuGchRkdZ4HH6SsUT7QyG0JBLZ5zktBAZCIQQzGTQmkzgUCmVt9MOplKt2PQ05VBhxmGQAspPr\ntN1lGIZhmGL0hcOImOF4q4WXgD4nBGk3ijkdOC9YWgjcvno10mZ0AkGEd2zebNNcl6I9GzG1wIWO\nbdmougn5pbC/rg4LHCYcTg6a2kGGKYeUEFkBN0CEDKTpCAF5ZgjlQgAORiIIpVJI6zqC6XRe3FeG\nYRiGKQVrno2kMikTgKytveWUasPhfGk5CwfTaTR7KCnnrCBdDANA3Oez2Q0/sXAhdjY1AcgP0VVK\nUHgLL4HbClQ+UQ0cQQ6b6/B2NpuKIXOGYRiGYZjZTCFBulZMNKcFDdK2WGWpEsu0yzFhxnAwWPIF\nq0ulpOOeg9FAoCrD2AJASzKJ+mQSIy4zhsV8PrSyEM0wDMMwDDNpzGlBGpB2nSrWVMzW9MUq5WjB\n69JpDDkmZEmZ0wxXEyuOqhpz0gpdxV7vDMMwDMMwk8ecl7UaUinEFPMOnQjN8ThC6bQtSoUBGW+3\nHDrGxzEQCmWFXC9nrIlSn0phzOfDgCm4B9JptE1wsheGYRiGYRimMHNekBaQ4etUO+n2WCzPSa+/\nQse91jIjclRKfTrN4X0YhmEYhmGmkBls2hGsWknOGAQd4+OY54iI4avyzG8MwzAMwzDMzGYGC9Jf\nALAGwMMA7gDQUGT7JsAjzH/AISQvHRmxTZmc0jTTzGMpgIUV15hhGIZhGIaZPcxgQfoqAJsAnAXg\nAgAjAJ4E8DcA74Q02vg4gPsBjAEYArADboJwYzKJpOZ9KYYDAWh4E4DtAPYCeBnAp6p3Ksws5/sA\nNgP42HRXhGFmGKshlSAMM5u4FEA/gFsBhItsy9Q6MziOdLF6vwjgOJf8XwP4SF5ubziMeR420HLd\n/QBOc1m73izzp0Xqw8xN1kB2+Cy+A+AmAD8BsBtSuK6+AyrDzHy+ANkJ3QXgdAD7p7c6DFM1XgFw\nmPn/FgCXTGNdmFKYpROyVFrvNIAVkEJMjhG/3zOiRlw7ESHj2SLlfgmy0WcYlQ8DuLbA+k8B+MUU\n1WWi+CDfH4aZDOoA/BLAEgC/gexsNprr7gRw4fRUi5klnAs5Sn0DgLunsR71AEYdeUfArnBhao1Z\nOiHL+QBWAbgM+e6CKtcC+JCy7EN+gxxCYyqCvnD+EMtgMIiQcXEJ9fkipu9y1gPQp+nYM52TIU2D\nqjFNjhunFln/0Sof72rIIcMfo3oOuSsgtYG7AVwE4GgAN0JqVT6L4v4JU8lqyBGnViVvCYD/BfAQ\nZH2Z6uPuf1Ie3wTwfkhzveuQE6IB+Y4urcIxmLmJBuD3kJrfWwC0T2NdjnbJu2yqK8FUEyKacQmA\nOWWKlcJE8BMhQoT95lb7iXCyss3HlRL+puQfRoQhIsQohdNoKBCwld0bDhPhGWXfi4gQIMIVZjlq\nzV7jqBeI8DYi3EaEN7msq0b6NBHiRNhKhPOJ8G0i/IAIPyLCH4nwIhH2EOFeIiwps+wPE+EWIhw/\nSXWf7nQ8ETLmvfsvItxMhO+SfG5+SoRPmve5aQLHWE+552OU3J/oY6t0Pqc4yv1tlcr9jUe91fSZ\nab6XC4nQRYQ+sz5/Udbd66jrRdNc19mUwkR4jggjRPjiBMpZQoQEFX7G3l8D58tp5qXlRHiZ7M/S\n14lwE8lv/2YiHF6lY/lJti+FyvsEuT/f1xPhJJft64lwDsl3bbqv5VxK7yPC94nQSgSQFJc9ZNLp\nFoqrI0iraTURPkXyo6rmL1ZKiBPhm0R4yFHynZQC6EAkQv2hEB2IRMhAK+WErTTlC1X/q+z/b451\nYZIfGCLCGBHmudT3MCL8JxH+RIQnqfSP/IdJCsjlXLm9RDirQJlnEOEJIqwje8OztsQ6zbR0bYnX\n7QWSnadSynyvcg/rKffspEg+k/9NhBtIdnCs8j9RpfO5xqXuJ06wzKYSr1E/EXzTcA/rSH4Q3erU\nTLKz5Mzfbd6bqa5rqUkn2fG/zPw/3fUplN7nuLYfqLCc7zrKibnct1/WwPlymllJo3wh2i09SQRR\nYpkfIcI2IlzpyG8gwsNmeeNEOMFjf7d22kppIlysbCuI8Ji57gmq/fagltMSkh0dNW8FER4lKQu+\nTck/Rrkn9xFhzgnShdK6Ekr/AMkP8JVEuIMItyvrnnQp8zJl/f2OdW9xlP0TM7+LCPNJviSbHdsk\niXBmkfO4jCq/eiMktXfOMo8mb40pUX7HpNrJR4R/Jtkx+RoROgtsW0+Ec0lq4XcS4bNUeiOopifK\nuG7/XkJ5X1a2f4akRttaXufY9jPKul9X4fr5SWpXnPW+Y4Llfq6Ma/SWKpxHualQZ+iCAut/VKTc\nZspvdCcjLaX8Z/2nSj3vI0JoGq5rqckpFDxYQRktRDiklHE+yXf8FCJcquSvr4Hz5TSz0vup9Pbr\n3SWU16xsnyZLWynT9xzlbSL5XX0jyfdiLRFeR4TtyjYjlF+Pg5R75y9wrKuW0mWupZ+Z1+8xklr/\nD5n38mnH9X2juf2nHfkXEAvS2eTUepSbPutS5gLKaR0zZDef+Jlj/yjJ3ua4+f9rHsfZQt7avX8o\nUL8kEe4iwt9Jat28tvsXl3KvL3Lu/1DhNS8laZQ//D5IhONctm0jQq9L/W6g8oRpP7lrvbxS1LzX\nbmUJkqMNhfb/P8c+ZzrWp4jwHXPdIpI95HvJvdMDko3AL0maMuwzk9tx00S4hAhHVnBf3uAo698p\nZzpBRPixy/EuUPZXtfhHk9TWByuoh1daSPKZ97rm15C9c/Fzx/10e8fCRLjV3CZOhL+SfF9CJEdz\njqli/b+t1Odn5P1+30HewnQlHchqpo2OusZJmtiVU4ZqIreLZHug3g/1Hnu9D6eRNGk7ucxjc5rd\n6VEqvY1/pITy/tmxzznKuk1lHIuIMEBSYee2bowIXyLCAUf+MBFWKsfsItkuu5mONpM0TfgZSQHe\nyg+S/B5tIPnOLHPs10iE60jKIVZ7filJc9nHyPv9vpBygmgtpSPLuCdJkh356xz59xML0tnkFF7K\nSX3k/QCpH4JnST6Iggg7JnC8j7gc51KX7Z4l+SLMp/zh6jBJ7db/EOEryj5/dSn78SL12UiEIyq8\n7sWSl83YQ47tukkKNV51vJHczWfc0tkFyrmacrblav4PzWt6MUkTolXmvR8r4X5+wXF81exDTa8n\nwj3K8jOUb1bSQPkCjJp+QYQHHHlJcre/c0ttRFhDUiiy9t9FsvNxEsnhy2+b255T5LzvISmQW8LQ\nT0usQynp35XjPO5Ydqat5j67lLyjXMq83mP/tPJ7ahl1XEiyLWgk+/ujU7426jMkO1Re7c/55r7z\niXCnsm4tyY9msboIkh2BatladnnUVf2o+0l2DL0EfqfpzcUu26id7H91Wf8pZf0hKl+Q51Q7yUfl\nj8AcRe6mWl2U38Y+Q/aO2Rcdy25tgprWOsr7tJm/iNzfhULpWsr3aykl3afU524zL0WyfbmIpJno\nvWRXehARvmXu41QopojwH+Z1fx3ZOwR7Kb+Nv47kN0K9Ll9U1v8H2TvD051+W+b1HSc3s1kWpLNJ\nJ3sP7ymSPcx7XI6iOr6Mk13T5kzvcux7O+WbdZSbHncc42JHnUZJCl2lnvsSx/k4P6aqBvtrRHie\n7PbfVnoPEf6JCD3m9SunDl73RNUwb3Ecbz/Jod/bqbTrtp3yG9XDSGrpryM5lA6SWj63/f/u2Pft\njvU7Kryfb3Y5d2ej7JU+6Njv80W2fxsR3umS//sS7sd3PMosdJ+/RjlBs5RULVtqtbNwqZm30OOY\n1kfkT0qe03ktQPbOg1e6h6Q/wbUkhwjbSX44VGFRo5xme9hMRNJ5FSQdTAsdYyNJsyU1b5ykWZcz\n30pXE+GtJDumT5IUKu8lwkfJLow+QdX50DlH3Kx0F+Xe7fvNvJ95lPF9Zb+bPLb5iKPuzvXOd/LC\nKpwbp6lPF5L8FsRJdrjbS9jHEgqHSfqffNvc9wNk1/beT7ln/jySShFr9OJmZTun3bOV3kT5phtE\nObM89VgbyLtDrKazzTo9Sbl35KuUP8o2TFJJoJZ5EskRUnW7R0s4bjGFmVva7pIXp5xzcbdLnR+l\niTnpVyMJkqY3xdr0a8n9e2lPLEjb0jlE+APZnWIWkdSy/YWkdteyB55PUoAu5YVW7Rqd6b/Msr3W\n/5Zkb3I+2R0bW8yyIyRNHaztN1NlNstblTKOVvJ1sgtCqgb0h0XuxghNzHHrBKWsHpLDTr93HOPm\nAsf/E0lHNzXvCscxblHW7aD8To663qkRC1F5JiA3krR5dWpC3MxCXldG2TdT7kNwf4Ht9lJOI/cj\nl/X7SXaa/k6ycVafo25yF4hLiTizlLzNS5ypkMNrOWlAKdMyqdLIPfqDJVx9U8n7oaO8k5V1u0l2\nfsppmUYoN7T5dY9tnjHXf7JAOVvN+7KC5PNUTh1KTRONInSEo7xvOJYfJdnhVvO+SvLdtJ7P15K9\nXfOysW9VtkmSdDD9BcmOcafLuV0/wXPjNPVpJeULPDHzPhcazSi1A//xAsd22lE/QFLTbB23kOLi\nOZLthirAfpbks27VbQtJZdv/Kduovisa2c0rTiMpjL9Csg23vh2/U/bfSe6mdeWmJye4/y0kOzBu\n626k4h3295D8nqmd30UkZaGJPE/HkHQIVevzCkkT0INEuIoI7yC7qZ7XecjEgvSUpV+61DZDMvyO\nTnII8i8kX6j3kNTG/JOjDPXBtpwfVM/4XpIPWiX1u08p5zwlXx2W6nHZT9UIuSW34dhS078q5fzO\nzFtW5HhWepqk8Pc2R/52yjWCguyOTG4NQYBkw/cpjzq6jVh4JUugUzWAfyxw/seQfA72llD2Z8g+\nhEYke9JbSZrBfI6k9l0t/zgqLKzfqWz7E5f1fy7jXh5JOecNNycaK/2mSDnWu/IYyYbvNSSFJ/Wc\nrlDK63fsv9XlmKvNdRcrefc69lPLvMHM+0AZ955IPmtLyC7k57Vg5C0g3075nS5nZIxqpBvLuK9q\nWkxSu6+W9aC57g8lHnuI5Luudnh2UeGRip3Kttcr/93ezXGSbdYnqLo2+ZwmLzmdu9T0Vpftl5P8\nVpXyvK2jwuYi80DeFp4AABalSURBVD32203FNbzjZLfDXkc5xZJTiJxvbvsAVSYoHk2FfULU9Fci\n/KN5nbx8sRaQ/D5+nXJC/06SnZfLSjxOsXQ3eTttNynHPWRer7NJykwpcjdFbCzhOkVICs3Ouny0\nyH5OOYJIKkgvJsJBYkF6ypJbqK27yyzjm8q+t5l5qg32lyZQvxuUclRzgdOV/Gc89nV6t6rp+grr\nU0f2SCGXK+t8lIsJ7pacJhghsgvM1rCdU3OmphEqrVNSyC77nZSzu/2Kss98ksN9F1Bpw+gXO8r9\nPhV3lCk1LOERVFhQryMpgDu1O1fRxOxNj3Ip00qXkuwYbCcZ/lG9726jN5tIhpd0K8sZLcfpuJqk\nnJCmdtIOOvZThdtPmnnCvK8PFrkXanI6CEUdy85oMb8l+QH+Z4/rGCD78Op2kiYsC6g8jbUquMYq\nuLdeHWrrg1fM4dYr9VDxWPV/rbDsb5Z5jpzsqYukj8NkR21Sta2qwoco369iMdnndiCSZhffM8vZ\nqeT3Ur5ywS2VEiKPSCq6Pk7uzvxJkoLrZF4np7OjV1J9hS5yWf9dR7ltlD/y7pwng0j6ZP2e8u2v\nrTSf8k1Cvcy63uHYbg0RXlKWVUXHCSSF4xRJp/FCnW43X5l7qXgI2xbKH0m25njoIhakpywJlxtR\nbkiww5V9LW22qt1bOoH6qU4GX1XyVSfG2zz2Pd9xXqqANEDSAa7c+tziKNPpzOhmmkAke/QrXcr7\ntWO7K8lbAIqRu6bDLekkvZtvJjlEdzZJballI9bqUvdyk07SpraH5MdfJ6mtLqRN/lYZ5YfIHrWi\nUOqn6jmLvIuklvVs8o73TJT7AH2oxDqq6ceOY/4/x/qNyjpB9kgeC5R8VcPlFgO2xVHuD8379Dki\nvOpRt2vMfZ/yWL+5xOu40DzOf5C98+cn+UFaQ4QOynU+bzW3tY7zNXN7NQRooZj1rzOvqxrtxc1W\n8uuO/dwcoom8NXsvUmltWqXD2BMN/ziX00LKfXtSJAXqyTqWOop0IkmfDPU+HiApYLsJsE4zpSDJ\nzvlN5P6dcEvvo8La5xGSfhHW9ne5bHP1FNwTH+WHqX2A7J3kWxz7rHCp6ztLONYxjn32K+vaXMq0\n2jIf2U1CE5TzyTqFcm2rM3Tmh13K/IxLHlH+nB3quarO/4+RNBspNbqRGi7VPmLJgvSUJrU39qcK\ny1A1cupw+9AE66Z6t19NUlhqJ7sN2E8K7H80yQ+2j+SDqTZ+Xy6zLvPILow/7LKNszH9KxW2x3Yb\nmvFKtRimxyu94HEOlczGJUiGoSt0bf4wSefRSN4Cp3U/KrEJdjpCfsWx3tk5fERZZ3WmTlTyesm7\nI2H5QvRQ/vDsb1zqdmGBdUT2Dm010nySDrIhkiMNV5MUKixtzFXKsX/jUcZryD6E7NSwE0mhY7XL\nvoe5bPs2ku/tPJKRkz5GUrP2+gLX2ZmKmZcRSaHe6S/xaJWvb7XSIpKauh+S98QdpSZBUgu3l2SH\no1qdYKf2829VKteZVBv4OMlnNUTSbKLYPX+sivVYSrIjv8o8/kmUMytzajPV0JVEUuHhFR612sk5\nYvcWkkLoiyQVPnWO7QXlR5ZaWuKxdij7XO9Yd5ujzP9xrFfb+nNJtoXWstN+mcjdHKOc+x6g/Ink\nKnkXTiGpALI7S7IgPaVpCUkt6O/zbkTp6XLlbNWH67kJ1k0dSukl2bt3Dr27xcr2Spcp+211WR8m\nqYlcQrIRHqCcPbVqG72d3IdqAo66ucW/VlOQ8qN+WGmAZDzl+0oop9bSSspvZCY62+RbPa4TkXvo\nxWqlE8jdGfDDJBt3Ne91lO/E5kxuoRydNsUfc6xXo01YHUB1OPC6AvXXSAqAi13WOZ0TE5Tr+LnF\ni91JUos8lc/Sa5Tj71byV5AccbmHpMlLoWueJruzsvP6qNuOU3UmtjnDUa5bzN5zSXb0VeXDy1W6\nbgGSguV7qTpRZ1Tzngx5+2eUkpw2sAdJjgJ9jUpzlPdKzpGdNBWeKKvSpEZMUCc9+6PLPXam6ZgE\nCpQ/8uJ0XJ7M9I/KcUvVgqv30hkRrFA6lqQGPEb5YT/VTjmRNBFV11+trPsG2U1LJ5oGXOp6ibJ+\nnCY+q689sSA949IbPc785gmWe2oJV7fYrIpqCpBdKHJ2HO50KX+PuZ86o+OHCxzDcuDsJfssUl5p\nPkkt36DjuP9YA/d1IslPUgj6Dkmb4Ik2EhrZnbbuJzni8TRNfhzeyym/A+c0YRmj3HS4PvPcu83l\noFn328nddrOVcvby11D+tLqq+Yj1TqkdsFKGPd1Sg+McnlfWneVYdxlNT6xVH9mHsC0nrFIdBcep\nuD2zGpbwXVWqd5ByvgiWo+SDynHWKvdZDYG4f4LHfR/lxxZ/jiqPxX0OuUd0SVIuSlO5yctelUhq\nqb0msSmWnHbIRDKywXtIam0rvab/SrnOmtN5Tp1BdhHZtZovmefzAZKmdJVMMlWttEqp1wjlx1We\n7PR+M5XahgiSSq3zqTSHPTU1kPu3V5VTYi7r1c7GA1S6HbpXGiL7d8MaEXTG1SfKzXNQvcSC9IxL\nKz3OfKIPx+ISrm65Xu6q2cHZSv4JBY6hhrMboMLmGgGS2lM3DWChpJvlnkilT0QyF9MyymkXp1Kw\nW0hykhqvZ8TpQFhuqiPv4UtVK7uZ7BM1DdLEpuRWh6O/51j3HpJmJ9XVlJSfVOHEsu13Xv8Bkpr3\npWaaR9JGthTHreNIftickxBNNLWQ7JBYz+mxJDXT95BdUxpWziNe4bH+ley29M5UiSa00CgQUWWz\nxy4pUiaR9I0ot1ydCptWHKDKRlw/WqSuTq1nE8nIVs7Z92oh/YikicIlNVCX6UgaSfOOPeRuKumM\nc+2WSg1f+HeS4TLVkRxrpNE5+RhRae1UeYkF6RmXAuQ+651zYo5yk7/IlR2uoEzVOP8zSr7TkcAr\nXVUD15vT9KTzyLtxrZYm0y2FKKeVzZDdr2GiDkNWTNo+Kn2WzalOqjf++eQei3km+RC4JVUILFd7\n7PTfcEufqKBOzglsEmSPVvG7MsvTyD4Z2H0kBc4djuO4md0VS6rT+x5yH10sNEmZVyo0CVUf1daM\neJwmntxCkW4gqdG/jqTW+r8c6zNknytBdSy81rHtu13Kf3BSzqWQIK2BqUGSAPa65G+bYLkpAHcq\ny2kA/6ks/7CCMl9Q/p9g/goA73BsdwuAuCNvp+P4zNxit0ve/wBYAODWSTxuHMAr5n8NwPuVdb+f\nYNn/B2AxgG4AvRMsa7JQ25GVAI53rL8UwL1TV51JYVD531rmvqsA6EW2WVJmmYC81irvAPADZfn1\nZZR1DIADkO2qxXMAdgA43KzfmHLcFWXVFDhJ+b8WwIcA9Di2Ob3MMk8DcJyy/EUAZ0F+d9YD+DgA\no8wymdrmYZe8FwBshXymbgbwN8f6QQAfBHAjgCsB/EhZt8Gx7bXK/xiAywG8ewL1rQwWpGuWHY7l\ncdiF1kr5IIC/AsgA+D6AL0E2ZL8A8JMKyntR+X+U+Xs8gHbz/wHIx+wS2F+IAQAXARiq4JjM7GCP\nS97TAPqm4NgvueQNA3iyCmXvhWzUa5VXlf8rALxGWf5vAH+Y2upMCgPK/3IF6cXK/3sBBCCFvnVK\n/kQF6dMB3G2WOW7mzQPQomyzCMDPAXwPwBGOsq4E0OHIe878jUO+W/cr60oV0s+AFG6+q+Q9DeAQ\ngPMd25YjSK8G8ISy/GfITsSjAL4A2TG4vYzymJnBIy55/+tYvhfAJsc+uwG8D/LZJ2XdjY59G5X/\n3wXwK8hndWrxTfkRmRJ5FcDZyvJdyGkYJsIAgLcCCCGnIf7CBMrbovy3tB5vUvLuRe5FuApAEPLD\ndhXcNZLM3GEMwH5IDbTFOo9tq82LkA21yv2QozSzHVUjfRqALmX5OcwOVEG6xXMrd1QheT3kSN4P\nADwD4EGXbUrBBzlKYWF15AjAZuQ0tYcBeArynXgMwFIz/3JITfkhSG35mx3lDyt1s3gOwIXm/+Ul\n1LETUrhvcuQ/Y/4+DynsWyMtJwHwQ16fYnzcsfybEvZhZj53QT4v8yA7TR9AvpLQAHAO5GjecgDf\nKVBeL4AGSAWcc9TogYlXt0JqUiMthHizEOIVIcQWIcQXp7s+08N/Q5p4WDh7YhPFaWZRKYcgG3FA\nPuBdAN6jrFeHiFOQQvtHwEI0I1FHKTIANk7Rcd00z3+aomNPN2uV/ycg15HpAXDb1FdnUnCadhwD\n4HeQw8nFUIXk3R7/yxWkl0AKnQCwD/YRi1eU/2sgFShbkROiAaAZwOfM/6eayxY/hhwF7HccUx3x\nWYzifAf5QjQAPKv870PO7DAEqTUvhoB9uP1bYO3zXGEAwNGQz+xZyBeiLfogFXArUbwzPwb7SLiV\n96zLtlNDzQnSQggN0s7gPABHAniPEGLN9NZqOlgL4ExIm+bvorY/8luV/z2QHy1APtx3T311mBnE\nzwD83fx/HYDEFB33cQD3KMsvo/qd1VplD+y+EhZfAjA6xXWZLJymHf8N4L0Afg3ga0X29RKkVb+V\nhShuR62imnVsdaxTBekTILW1EZcyPgngWNi/Bb8C8Hm4CyhOQXo1pD3qdgAfdWx7EoAPu5SxHvnm\nd+UK6KciJ3AfBPDvJezDzB4OQpoHVZOHHMuPobSRkcmh5gRpACcD2EpEu4goBeAm5ManJpWHaq7c\nZyBP/ctVLLMwlZX7qkf+zwEM1Fhdp6fcyShzppXrXmYG0tRoMYCPVbHcUvgI5BD7PkjfgUyVyvVm\nMsqsrNwfOJYNSNvYiZRZGlNTripItwN4rbJ8FfIdLFVygvRDNuemJHIOdzqkML0G0jnTj8Kox9vq\nqKsqSH8KdhOQjyAnJDdCauLalfU32Eqyl6sKvIdBmn6cB2AZpAB+sbL+SuX/Wsi2+y8ALne5X2q5\npWikz1T+/xnWe5Zf7sSZjDJnWrmTUWbtlfvfjuXHqlBm5dSiIL0Q9jd1r5k36Tw0g8qdjDIrL9ct\nOsHzkM6MtVbX6Sl3MsqcaeV6l5mBe5SaiZZbjL2QtqmL4DacWHm53kxGmZWV+zjsH6NfwDkaUH6Z\npTE15aqC9HHI53p4OyGqgrTzuVSVBu+ANBG6CdKB26mhPgfAtyFH6N6g5D/mqOsmuPNhSA36PR7r\nn4C8jzns5aqf0U7YfREAaV7xdfP/WUr+PwG4AsDbADzpcr/Ua1KKRvpk5X/OpCq/3IkzGWXOtHIn\no8zaK3cHgF+a/1NwOkhXVmblCDMuc80ghHgngPOI6GPm8vsBnExEVyjb1FalGYZhGIZhmFkLEQm3\n/FqM2rEPdiO1RWZeFq+TYRiGYRiGYZipohZNO54FsFIIsVQIEQDwD3D3jGEYhmEYhmGYaaPmNNJE\nlBFC/AukK78G4NdE5GVExjAMwzAMwzDTQs3ZSDMMwzAMwzDMTKAWTTuYKcIx8c0XzLxvCCH2CiFe\nMJNzCi2GKYoQ4tdCiF4hxDol7wdCiE1CiBeFELcJIRoLlcEwbng8W8cIIZ4QQrwkhLhDCFE/nXVk\nZiZCiEVCiAeEEBuEEOuFEGqQg0+Z7dd6IcT3prOeTG3BGuk5ijnxzRYAr4ecp/kZyCkJLwUwSkT/\nOY3VY2Y4QojXQs7IcwMRHWPmvQHAA0RkmB8iIqIrC5XDME48nq1nAHyWiB4TQlwGYDkRfb1AMQyT\nhxCiC0AXEb1odsaeh5zMoQtyQoe3ElFaCNFORIems65M7cAa6bmL28Q3F5nrOCoKMyGI6DHY52kG\nEd1HRIa5+BRKm82BYWy4PVsAVpn5AHAfgHdOba2Y2QARHSCiF83/Y5BBvhcC+ASA7xFR2lzHQjST\nhQXpuYtz4pt9Zh4B+Bdz+P1aIUTTtNSOme18CHIWC4apBhuEEBeY/y8Bd9KYCSKE6IaczedpyPnV\nzxJCPCWEeFAIceJ01o2pLViQZlQIwP9ADoseB+AAADbxYKqKEOIrAFJEdON014WZNXwIwD8LIZ4F\nUAc5nzfDVIRp1nErgE+bmmkfgBYiOhXAF+CcSo+Z09Rc+DtmynCd+IaIDip5/w/An6e0VsysxrRf\nfSuA101zVZhZBBFtAXAeAAghVkHOb80wZSOE8EEK0f9LRHeY2Xsg51QHET0rhDCEEG1E1D9d9WRq\nB9ZIz11cJ74xnS0s3gHg5WmpHTMbEFDs7c0IMP8G4AIiSkxbrZjZgPPZ6jB/NQBfBfDLaaoXM/O5\nDsBGIvqpkvcnmJ1/IcRqAH4WohkL1kjPUbwmvhFC3CCEOA6AAWAngMunsZrMDEUIcSOAcwC0CSF2\nA/gGpNd7AMC9QggAeIqIPjltlWRmJB7PVoMQ4p8hzdNuJ6LfTF8NmZmKEOIMAO8DsF4IsRbyefoy\ngOsBXCeEWA8gAeCfpq+WTK3B4e8YhmEYhmEYpgLYtINhGIZhGIZhKoAFaYZhGIZhGIapABakGYZh\nGIZhGKYCWJBmGIZhGIZhmApgQZphGIZhGIZhKoAFaYZhGIZhGIapABakGYZhGIZhGKYCWJBmGIZh\nGIZhmApgQZphGIZhGIZhKoAFaYZhGIZhGIapABakGYZhGIZhGKYCWJBmGIZhGIZhmApgQZphGIZh\nGIZhKoAFaYZhGIZhGIapgJoWpIUQo9NdB4ZhGIZhGIZxo6YFaQA03RVgGIZhGIZhGDdqXZCGECIi\nhLhPCPGcEOIlIcQFZv5SIcRGIcSvhBAvCyH+JoQITnd9GYZhGIZhmLmBIKpdpa8QYgRAM4AIEY0J\nIdoAPEVEq4QQSwFsBfAaIlovhLgZwB1EdON01plhGIZhGIaZG/imuwIlIAB8TwhxJgADwAIhRKe5\nbgcRrTf/Pw+gexrqxzAMwzAMw8xBal2QFgDeD6ANwPFEZAghdgAImesTyrYZJZ9hGIZhGIZhJpWa\nt5EG0AigzxSizwWwVFknpqlODMMwDMMwzBynZjXSQggdQBzA7wDcJYR4CcBzADYpm9WugTfDMAzD\nMAwzq6lZZ0MhxLEAriGiU6e7LgzDMAzDMAzjpCZNO4QQl0Nqor8y3XVhGIZhGIZhGDdqViPNMAzD\nMAzDMLVMTWqkGYZhGIZhGKbWqQlBWgixSAjxgBBigxBivRDiCjO/RQjxdyHEZiHEPUKIJjO/1dx+\nVAjxM0dZDwohXhFCrBVCvCCEaJ+Oc2IYhmEYhmFmNzVh2iGE6ALQRUQvCiHqISdXuRDABwH0E9EP\nhBBfBNBCRF8SQkQAHAfgKABHEdEVSlkPAvgsEa2d+jNhGIZhGIZh5go1oZEmogNE9KL5fwwyxN0i\nSGH6t+ZmvwVwkblNjIiegH1CFpWaOC+GYRiGYRhm9lJzAqcQohtS2/wUgHlE1AtIYRtAp/eeNn5j\nmnV8dVIqyTAMwzAMw8x5akqQNs06bgXwaVMz7bQ7KcUO5b1EdDSAMwGcKYR4f5WryTAMwzAMwzC1\nI0gLIXyQQvT/EtEdZnavEGKeub4LQF+xcoiox/yNArgRwMmTU2OGYRiGYRhmLlMzgjSA6wBsJKKf\nKnl3ArjM/P8BAHc4dwIgsn+E0IUQbeZ/P4C3A3h5UmrLMAzDMAzDzGlqJWrHGQAeAbAe0nyDAHwZ\nwDMA/gBgMYBdAC4hoiFznx0AGgAEAAwBeBOA3WY5PgA6gPsgI3hM/0kyDMMwDMMws4qaEKQZhvn/\n7doxDQAADMMw/qzHIdcq2ShyBABY82ntAACAGUIaAAACIQ0AAIGQBgCAQEgDAEAgpAEAIBDSAAAQ\nHFrxTF76iL56AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1)\n", "\n", "fig.set_size_inches(12,6)\n", "\n", "start = \"2015-01-01\"\n", "\n", "stop = \"2015-01-31\"\n", "\n", "\n", "colors = {\"Brown Coal\" : \"brown\",\n", " \"Hard Coal\" : \"k\",\n", " \"Nuclear\" : \"r\",\n", " \"Hydro\" : \"cyan\",\n", " \"Wind\" : \"blue\",\n", " \"Solar\" : \"yellow\",\n", " \"Biomass\" : \"green\",\n", " \"Waste\" : \"orange\",\n", " \"Gas\" : \"orange\"}\n", "#reorder\n", "cols = [\"Nuclear\",\"Brown Coal\",\"Hard Coal\",\"Gas\",\"Hydro\",\"Biomass\",\"Wind\",\"Solar\"]\n", "\n", "df[cols][start:stop].plot(kind=\"area\",\n", " ax=ax,\n", " colors=[colors[col] for col in cols],\n", " linewidth=4)\n", "\n", "ax.set_ylabel(\"Electricity generation in Germany [GW]\")\n", "\n", "\n", "ax.set_ylim([0,100])\n", "\n", "(-df[\"Imports\"][start:stop]).plot(ax=ax,color=\"magenta\",label=\"Exports\",linewidth=3)\n", "\n", "ax.legend(loc=\"upper left\",ncol=5)\n", "\n", "ax.yaxis.grid(True)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig.tight_layout()\n", "#fig.savefig(\"germany_generation.pdf\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAEbCAYAAAA4Z5XNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "load = df.sum(axis=1)\n", "\n", "fig,ax = plt.subplots(1,1)\n", "\n", "fig.set_size_inches(8,4)\n", "\n", "ax.set_ylabel(\"Load [GW]\")\n", "\n", "load.plot(grid=True,ax=ax,kind='area',alpha=0.5)\n", "\n", "fig.tight_layout()\n", "\n", "fig.savefig(\"load-2015.pdf\",transparent=True)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAEbCAYAAAA4Z5XNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUVS8ULoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1)\n", "\n", "fig.set_size_inches(8,4)\n", "\n", "ax.set_ylabel(\"Load [GW]\")\n", "\n", "ax.set_xlabel(\"Percentage of time [per unit]\")\n", "\n", "duration_curve(load).plot(grid=True,ax=ax,linewidth=2,kind='area',alpha=0.5)\n", "\n", "\n", "fig.tight_layout()\n", "\n", "fig.savefig(\"load-duration-2015.pdf\",transparent=True)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAEbCAYAAAA4Z5XNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsXXmcHUW1/mpmMtkmIQk7AkaEIG6sIpvmgiIuPEARRAEN\nPvHp44kKoqIiqM+noGCQRUF5KJsLwhMQUTYvkiAYCAEhISySBbOQbSazZubeW++Pc890dd2qXu7t\nu9Skvt9vfnO7u7rq6+rqqlPnnDolpJTw8PDw8PDw8BhraGs2AQ8PDw8PDw+PesALOR4eHh4eHh5j\nEl7I8fDw8PDw8BiT8EKOh4eHh4eHx5iEF3I8PDw8PDw8xiS8kOPh4eHh4eExJlFXIUcIcZ0QYq0Q\n4mnt/OeEEEuEEP8QQny/nhw8PDw8PDw8tk501Dn/6wFcAeAGPiGEyAH4NwBvkVIWhBDb1ZmDh4eH\nh4eHx1aIumpypJTzAGzSTn8WwPellIVymvX15ODh4eHh4eGxdaIZPjmzALxTCPGoEOIvQoiDmsDB\nw8PDw8PDY4yj3uYqW5nTpZSHCCHeBuC3APZoAg8PDw8PDw+PMYxmCDkrAdwOAFLKBUKIkhBiWynl\nBj2hEMJvrOXh4eHh4eERCyml0M81wlwlyn+M3wM4CgCEELMAjDMJOAwpZcXfhRdeaDzf7HSf+MQn\nWpofc2xlfno6rtNW5Wd6/83mlyZtVP22wrO42hZ0vq3Iz5Qurj00m5+tfluRn41vK3PkdEn6hVZ7\nDhvqvYT8FgCPAJglhFghhDgDwP8C2EMI8Q8AtwD4eNp8c7mcT+fT+XQZpc0yP5/Op/PpWrPsrS3d\nKJJITs36I3ru4MILL2w2hVi4wFGFS3xd4spwibNLXKV0j6+UbnF2iauUbvF1iSujLC9UyBE+4nGG\nyHr2XA+4wFGFS3xd4spwibNLXAH3+AJucXaJK+AWX5e4xsELOR4eHh4eHh5jEl7I8fDw8PDw8BiT\nEDLCK7nZEELIVubn4eHh4eHh0XwIISCbtITcw8PDw8PDw6Ph8EJOhsjn882mEAsXOKpwia9LXBku\ncXaJK+AeX8Atzi5xBdzi6xLXOHghx8PDw8PDw2NMwvvkeHh4eHh4eDgN75Pj4eHh4eHhsVXBCzkZ\nwgU7pgscVbjE1yWuDJc4u8QVcI8v4BZnl7gCbvF1iWscvJDj4eHh4eHhMSbhfXI8PDw8PDw8nIb3\nyfHw8PDw8PDYquCFnAzhgh3TBY4qXOLrEleGS5xd4gq4xxdwi7NLXAG3+LrENQ5eyPHw8PDw8PAY\nk/A+OR4eHh4eHh5Ow/vkeHh4eHh4eGxV8EJOhnDBjukCRxUu8XWJK8Mlzi5xBdzjC7jF2SWugFt8\nXeIaBy/keHh4eHh4eIxJeJ8cDw8PDw8PD6fhfXI8PDw8PDw8tirUVcgRQlwnhFgrhHjacO1cIURJ\nCDGjnhwaCRfsmC5wVOESX5e4Mlzi7BJXwD2+gFucXeIKuMXXJa5xqLcm53oAx+gnhRC7AjgawPI6\nl+/h4eHh4eGxlaLuPjlCiNcCuEtK+Vbl3K0Avg3gTgAHSik3Wu71PjkeHh4eHh4ekWgZnxwhxHEA\nVkop/9Hosj08PDw8PDwajHvvBT7+8aYU3VAhRwgxEcDXAFyonm4kh3rCBTumCxxVuMTXJa4Mlzi7\nxBVwjy/gFmeXuAJu8c2c6yOPAMub453S0eDyXg9gJoCnhBACwK4AnhBCHCylfNV0w5w5czBz5kwA\nwLRp07Dffvshl8sBCF5EqxwvWrSopfiYjhctWtRSfMYSXxfev37s69fz9e3B823I8aZNQD6fWX5z\n587FokWLRuUDGxrhkzMT5JPzFsO1lwEcIKXcZLnX++R4eHh4eHi4jIsuAh54AHj44boV0RSfHCHE\nLQAeATBLCLFCCHGGlkRiDJmrPDw8PDw8PFoHdRVypJQfk1LuIqUcL6XcXUp5vXZ9D9vKKhfB6rRW\nhgscVbjE1yWuDJc4u8QVcI8v4BZnl7gCLch3YID+DKgL1yZZZRrtk+Ph4eHh4eHRbJx5JlAsAr/+\ndWPKa5KQ4/eu8vDw8PDw2NowezbQ1gb85S/1L+vCC4H77wfmz69bES0TJ8fDw8PDw8NjK4KUTdPk\neCEnQ7SczdUAFziqcImvS1wZLnF2iSvgHl/ALc4ucQXc4usS1zh4IYexZg1w553NZuHh4eHh4VF/\nNFqz4n1yKtFQn5zvfx+45x7goYcaU56Hh4eHh0cz8OEPA2vXAuPGAQ8+WP/yLriAfHL+9re6FeF9\ncuLQ2QmUStnnu2YNMDycfb4eHh4eHh7VYN26xpfpfXKajAxegNGOecopwBVX1Jx3VnDN1uoSX5e4\nMlzi7BJXwD2+gFucXeIKtChfy7iXOdd6KBASwgs59YaUQHd3s1l4eHh4eHgQmqFV8T45lWioT86l\nlwK//332e2vMnk1/3/52tvl6eHh4eHhUg3e+k7QrnZ2N8cn5zGeAhQuBv/+9bkV4n5wkaGGBz8PD\nw8PDIxM0eqxbsqSx5SnwQk6GMNoxW0xwakm7cARc4usSV4ZLnF3iCrjHF3CLs0tcgRblK8z7Y3uf\nnLGIegojlobk4eHh4eHRcDQjRo73yalEQ31yfvAD4I47gHnzss33ne8EjjoKuOiibPP18PDw8PCo\nBkccQf/HjwceeKAx5W3ZAixYULcivE9OEtRDoJLSa3I8PDw8PFoDW9HKKsALOQHqFScHaCkhpyXt\nwhFwia9LXBkucXaJK+AeX8Atzi5xBVqA7/nnA+vXk39MzHiXOVcv5Hh4eHh4eHjUDY88AjzxROAE\n3EjBo4lCjvfJYVxyCfnk3Hgj8NrXAu3t2eR7xBHAe98LfOMb2eTn4eHh4eGRFrNnA9/8Jo1JRx5J\nFoYJExrjk3PIIUChADz+eN2K8D45cWDv7zlzgLvuyjbvFjJXeXh4eHgY8KlPAX192eW3ZElrRbuX\nEmhra/xy7muv9eaqloKUVTd0a5ycFhJymm4XTgmX+LrEleESZ5e4Au7xBdzinDnXF14AVq7MLr/P\nfAb47ndHD1uibtvbEwk5mXK9+ebs8qoCXshh+Dg5Hh4eHlsfnnmGwnwA2ffVIyPZ5lcLVE3OVuKP\nA9RZyBFCXCeEWCuEeFo5d4kQYokQYpEQ4jYhxNR6ckgMNldJWbU/Ti6Xy5ZTHeACRxUu8XWJK8Ml\nzi5xBdzjC7jFOTOuS5YAxWL2Wnctv5ao244OelaG5Xkz5zqGzVXXAzhGO3cvgDdJKfcD8AKA8+vM\nIT3aMqwWlp49PDw8PFoP9RqAW8xVYXQC32hNThO3dADqLORIKecB2KSdu19KyU/9KIBd68khMdRl\ndVU2zJawucbABY4qXOLrEleGS5xd4gq4xxdwi3NmXBvkqtDUuuVnTOh4nCnXRgtVGpqtYvgkgHua\nzCEAv4ispe9WkuY9PDw8PAKorgpZa/FbBWyiEqLxmpUm10NHswoWQnwdwIiU8paodHPmzMHMmTMB\nANOmTcN+++03ai9kaTOz482bASGQKzf0tPfzudD1nh7klGuZ8q3yWOXaCnzGCl8+1yp8fP16vtUc\nq9xbgU/d67c86Oe7u4HHHkNur72y4dvTA7zyymj/nxnfao6LRXq+xx9HbpddACnpeGjIOD7lcrns\nyuf8e3uBDJ9/7ty5WLRo0ah8YEPdgwEKIV4L4C4p5VuVc3MAnAngKCnlloh7GxcM8DvfAe6+myT5\nc88FTjwxm3wPPRT40IeA887LJj8PDw8Pj+xw883ANdeQhuP664GykFMzDj+cguBdemk2+dWCwUHg\n3e8GrrwS2GEHGpPa24FJk4D7769v2YceSoEApRyzwQBF+Y+JvBfAeQCOixJwGg51K/isfXJayFxl\n5diicImvS1wZLnF2iSvgHl/ALc6Zc63HIpFW8clhIUM3V1meN1OuY3wJ+S0AHgEwSwixQghxBoAr\nAHQBuE8IsVAIcXU9OVSFrISSNWuyzc/Dw8PDI1uwY6w60R1rWLeOnpOFnEY/ZxPrta4+OVLKjxlO\nX1/PMqtGBqurVFsxFi0CvvCFpi+f0xHi6ABc4usSV4ZLnF3iCrjHF3CLc2Zc1QE4y8G4leLksHCj\nCjgRY12mXMeyJscp5PPZrq7asIHyUwMveXh4eHi0Fv73f+l/PTQ5raLFf/nlYMLdYhPvesMLOQz1\nxWfpk8MqwhaBSzZ3wC2+LnFluMTZJa6Ae3wBtzhnxlUVbl5+OZs8DWhq3U6aVGmWK5WA/n5jcpfa\nQRy8kMNQVXhZ5cd/LSTkeHh4eHgoUPv+5cuzzbdV+n7etkJKYFM5Pm+h0JiyvbmqhaBGhawCITtm\n1kJTRnDJ5g64xdclrgyXOLvEFXCPL+AW58y5Zt1Xa6u1mlq3qqXixz8moSdCyGn5uk2BpgUDbDmo\nL6GOywg9PDw8PFoI9VxZlfVYUi1Yk1Mqkb9oo7Q4QNMn+i3yBloMWfjktKi5yjVbq0t8XeLKcImz\nS1wB9/gCbnHO1CcHyN4hV9PkNLVu1Wfbb78gbs7rX29M7lI7iIMXchiqUNLenk1+6n8PDw8Pj9YE\n99PbbZdNfixUtMoEVx2HdtopOLfNNs3h00B4IUdHqVS1kON9crKHS3xd4spwibNLXAH3+AJucc40\nTg7/sQBQK1asIG1JK/nkmMxylvHJpXYQBy/kALR3iaqy3LABWLAgm7xbTMjx8PDw8LAgK5NVTw8w\nPNxY35coqPHaGh3x2PvktACuuSasefnpT2mTzpSw+uS0kKDjmq3VJb4ucWW4xNklroB7fAG3OGfG\nVY8CnAWKRcp3t91GTzW1btXnUwU5y/PWhWuTxkEv5ABhQYQbZ1YvpFQCpk/PJi8PDw8Pj2xRj4lo\n3AT3hReAJUuyLTMKzdqf65lngt9N8k/yS8iBSiGHz6WEC3ZMFziqcImvS1wZLnF2iSvgHl/ALc51\nieVSRwEgxPess4AtW4CHHqpbeSGo41oCTU5mdfvkk033T/WaHEa9lhF6eHh4eLQ2ePDPUoPP+UZd\nbxRMzsaN0OoI0XR3DS/kMPRGUMWLsfrktBBcsrkDbvF1iSvDJc4ucQXc4wu4xTnzvauydsjV+v8Q\n30abbtRtHRrpk+OFnBaBScDJ8sV47ZCHh4dH64IH/6z66iTjRyMHf1XISVvuokXVl+uFnBZFlS/F\nBXu2CxxVuMTXJa4Mlzi7xBVwjy/gFudMufLg/61vAUuXhq89+GB1+an/YYmj1iikLC/E9fOfr353\ndi/ktAj0l6DGFKhH/h4eHh4erYGuLvrPgs68ecG1Ugn49rfT5xnnk9NoqFocdXxLwo+1QNWW22R4\nIQeoVOEND1eVjY+Tkz1c4usSV4ZLnF3iCrjHF3CLc2ZcOcK9lBS878Ybg2vsp5PWjGXo+1umbhNE\nPB7lys9fy8Tfa3JaCOoKq113bS4XDw8PD4/6QzUt6VqLevpTNmPwZ7+jpMu6qxXyGC0w0fdCDlD5\nArxPTsvAJb4ucWW4xNklroB7fAG3ONeFq20s+Otfw4Ht4mAwVzW1bm1jWlycHDWIYJblNhBeyKkX\n0kq+730vcMUV9eHi4eHh4WFGVPgQHuQvvJD+0ubbAoM8ALuJKo6fHiS3mnLHsrlKCHGdEGKtEOJp\n5dx0IcS9QoilQog/CyGav9e7qZFXEcfA6JMDJBN4+vvTzRSqRMvYhRPCJb4ucWW4xNklroB7fAG3\nOGcaJ8f0GwBuuik4z747afJsNZ+chLGAKrjWoskZy0IOgOsBHKOd+yqA+6WUewN4EMD5deYQjXq9\nBLWR33RT2GPflr5Je3t4eHh4eKDS/+Smm8gZuVohJ+p6Iwd/k3CTpPxafXJUH6cmCTt1FXKklPMA\nbNJOHw/gl+XfvwRwQj05xOLxx80NToh4wURDyOaqR5VcuDA+g7b6Ww9dsrkDbvF1iSvDJc4ucQXc\n4wu4xblmrqVSZR+vD+jqhs1p+ue4ODlcRqPrO6GgU1G31Qo5WUeRrgLN8MnZQUq5FgCklGsA7NAE\nDgG2bDG/+OXLga9/Hejuri5f3VzVEbMXqtfkeHh4eDQOixcDX/tacGzTOPCqqzT9c5SrQi5H2iFT\nWfWGPqGv9+qqXXap7r4M0Qq7kEfW8pw5czBz5kwAwLRp07DffvuNSplsN6zpePFi5EolQAjke3uB\noSHkxo+n6xs3Ag89hNzxxyfKb+7cuQE/KZHfvBkYGECuWAQ6O+P5rFoF5PPZPp92vGjRInzhC1+o\nW/5bM9/Q+28BPr5+Pd+0x1tVe/j734FNm5Dbfns6HhgAisXgOJ8HuruRmzwZKBaRX7s2Xf88MAC8\n+CLoSOFbFjTyPT2AEKPX61pfUiLf3w88+SSVD9DxqlXG8vk3BgfperFYXflLlwb59/ZmOr7NnTsX\nixYtGpUPrJBS1vUPwGsBPK0cLwGwY/n3TgCWRNwr647HHpNy332lPOAA+tt7bynf+lYp3/52KQ89\nVMrVqxNn9Ze//CU4uPVWymOvvej/tddG33zYYVKefXZ1z5ACIY4OwCW+LnFluMTZJa5SusdXSrc4\n18x18WLqd488kvr+WbNoLDjkkCDN4YdL+ba3SXnQQVKedlryvB94gPK75JJKvu94B+V72GFSHnFE\nbc+QFDfeKOU++0h5//1SfuMbNM7ts4+Uc+YYk49y7e2V8uCDaZysBg8+SGXtvz/91RFleaFCjmiE\nuUqU/xh3AphT/v0JAHc0gIMdnZ12VVxKVSJLmKP3qupPVk/akNbmWyVCHB2AS3xd4spwibNLXAH3\n+AJucc6Mq97P77ln5fVqzErafaN89bGhERs41xon57e/zbbcBqKuo6oQ4hYAjwCYJYRYIYQ4A8D3\nARwthFgK4F3l4+ahs7P6GAJRuPLKcD5RcQaWLfM+OR4eHh6NhNrfqkKHzTm3Gp8cKYE1a8zXGI0S\nctQ/GxfbvU88UT9udUZdhRwp5ceklLtIKcdLKXeXUl4vpdwkpXy3lHJvKeV7pJRVevZmRjJayk0h\n6IzaMfleFVGanE2b0ju2VYkQRwfgEl+XuDJc4uwSV8A9voBbnGvmyjtkR604KpWCZdDV9M/z5wMf\n+QgAha8uZDz2WPp8a0ECIWeUa9YRj//4x8YIdQoaYa5qbUS9PF4+WG2+agOJ0uSMjJAQlCYOg4eH\nh4dH9eC+PWrH8K6u6saAl16i/7298WnVFV71gm21V1JNTla4+OJkdZIhvJAT9QJTNu6QjVjfBC1q\nZ/NikQSdBki4LtncAbf4usSV4RJnl7gC7vEF3OJcM1ddyNHPA8Aee6TXZDz3HHDzzfRbuTeXy5k1\nI81eRm5AyCcnybh02mkUdiWDsrOGF3KighXpO9Kmge5cFrf3R7EIlJeue3h4eHjUGSYfFT5vSpvU\nXLVlS2UZDJPbQiMGfXUsSlO2apGIwsqV5m2JTAJdtftgVYlIIUcIsTnmr1cI8XyjyDYU/HJTaFcq\nbMRqw3r2WfuN3Ihe97r0PFPCJZs74BZfl7gyXOLsElfAPb6AW5xr5moz4dQKfYJb/p3P5ysFhmZo\ncaKOywjVbbEIHHKIPc958ygfk7uFKf9WEnIAvCSlnBrxNwVAfyOI1g1RDbzWBqje/69/1cbFw8PD\nwyM7sAAS5aei+ussW5Zsqx/dVcGmybFpV2z47GeBSy9Nlva3vwVuvz1cVtry1LTlAIlG/OxndsHF\nJFSNjCQvPwPECTknJsgjSZrWhU0VZ1NlRiBkI2bPfc4rSnptoHDjks0dcIuvS1wZLnF2iSvgHl/A\nLc6Z+OSUSvExzNT0F1yQrgzF5SGXywXH1Uygn30WePTRZGmvuor+GDahKy5ODiNujEr6PC0o5Bwn\nhDhYCGHd/kFK+c+MOTUWceq7arU5e+0VPm6wis7Dw8PDIwJJhA1Vk5N2s0mTlojHAf6fRuCRMnnA\n2DR5JrkeN37ZnsMBTc6uAOYCeFUI8ZAQ4n+EEMcKIWY0gFtjYJNqqxBuIm3E220XzaFBXucu2dwB\nt/i6xJXhEmeXuALu8QXc4lwzV5PQEjVYp9G4q/4+Jp+cavv6pM7PNo2NXm53N7BqVcXt+auuAq67\nLpmQo1otTDz046iVxnVApJAjpfySlPIw0B5T5wPYCOAMAM8IIRY3gF/9EddwazUlJbGDNtr5zMPD\nw2NrR1rNTLEITJyYvgw9D6C6Pj+LceKll4AFC4L8Nm4kXx8dd98N3HBDcJxkW6IkkDK5eTAjJF1C\nPhHAVADblP9WAWhwmMY6IW1Dj0DF3lVp0QBhxyWbO+AWX5e4Mlzi7BJXwD2+gFucE3ON2pswzsSi\na9kPOii+PN0fU+WrCznVOAFXCymB226rXOLe01ORNLfTTvEap3nzgL6++DL1+mwlIUcIca0QYj6A\n3wA4FLQP1UlSyoOklGc0gmDTUW3D0u+L0gj5VVUeHh4e9cGRRwL33Vd5vprl3HGDuglqvux4XG2f\nX+3WP2mf86WX4u85/3xaWRVlrtLvbzVzFYDdAYwHsAbAvwC8AqC5e01ljay8xhGzd1USc9XW6JNz\n552R76Dl+EbAJa4Mlzi7xBVwjy/gFufEXKU0h/Cw+cfYlpBLCSxcWBVXoMy3kZqcJOktafIbNoSv\n6+kGBqhutmxJJuQw+J4GIs4n570A3gbgh+VT5wJYIIS4VwjxrXqTawhqdQTLAg10PG45XHopOb95\neHh41ANSmgPV6fFskiCtBkbPt1Co7O/T9Pv10OSY8ozTcv3oR5RGCFrxJaU5nyjTX4MQ65MjCc8A\n+COAewDMB/B6AJ+vM7fGIM4rPMULibQRt4jjsUs2d8Atvi5xZbjE2SWugHt8Abc4J+YqJTBunPl8\nGjNL2uXeGnK5HC2fbsTqKp1DyvJy22xD95x7rjnBypWklWprCzilWfnVQMT55JwthPi1EGIFgIcA\nHAvgOQAfAjA2lpHH7U9V7QvxfjbJUIt92sPDwyMOUgIdllBvpr5HPadPdpP0Vfr9Jp8cPf9f/So+\nXymTx8mJEjiSaJH4/Cuv0H/9uffZh86xkJNG+GslIQfATAC3Ani7lPL1UsrTpZQ/kVI+JaUcGyOT\nqdFW6SNTlT17YAC48sqqyqsGLtncAbf4usSV4RJnl7gC7vEF3OKcmGupZNbkJFlZW4M2REc+nw9W\nFun5Pv54fAYsVCSBLnhEcTfEwMn39ERPQDn/9vZAoDJxS7MAp06wRjIGACnlOeqxEOI1ANi4uUpK\n2di1YPVAnINwraur4u5/8UVg06baynIVGS7f9/Dw8DDC5pNTjfmpGmde9Vj1yUnLAajNJGR7BlPa\nJL6qrFlKo8lp8PJxIN5cdb4Q4pvKqb8BuBvAvQDOqyexhiFD9VlknBxbGQ2WbFvK5j4wQP8j6qCl\n+MbAJa4Mlzi7xBVwjy/gFudEXJ9+2m6usmkq4kw4cbCky+Vy4ejC9ZzgJRU8LONfbupU+sFbMNiE\nJtd9cgCcBEDd9nSDlPItAN4E4AN1Y9VIZLiEvOK+pOrCrXVl1TXXeJ8cDw+P+mHePDLH2DQ5cdC1\nH9UIOurvyy4LOzHXS5MTxUFHVP9rMq8xD12TY1ulZePUICRZXdWvHF5ePlcERUF2H2lssjEI2YiT\nDtwmJ7c6oqVs7sPDsUJOS/GNgUtcGS5xdokr4B5fwC3OibiOjJCQc/fdlddME9EsJpwWx+NRvtXG\nykkrDEVFelZhSJffvJnS8WowWz42h+6o8lpMk9MlhBj12JJS/gIAhBDjQds8VI2yKexZIcTTQoib\nhRCdteRXNepV4UmFnK1Ri/PyyzRDKBS8FsfDw6N+4EF64cLAPJ4G1Whyovo0KYMVVvXs93XNSlRZ\nUbuC2/baUp2NVa1OCyKO1e8AXCOEmMQnhBCTAfy0fK0qCCFeC+BMAPtLKd8KcoA+pdr86oIqVlhZ\nbcRJVYUPPwysX5+4vGrQEjb3OXOAW2+lyJcxS/hbgm9CuMSV4RJnl7gC7vEF3OKciCtrckyRdpNq\nOmznbHjmmUrnYpWvHkW5EZPclH5GuSlTwtdNQk6pRJqcKJ8ckxanxTQ5FwB4FcAKIcQTQognACwD\nsLZ8rVpsBjAMYLIQogPAJNCmn41HhuaqEJJqKL70paCMNWto8N8aMDAAbLedcfmih4eHRybYa69g\npZC+sifJgKuvgkoyHtx8czidOvhvv705z6y1IFGOx1mYj5g3Czk2n5wk5dcZcds6FKWUXwWwG4A5\n5b/dpZRfrWX5uJRyE8iheQVoT6xuKeX91eZXEzKULI17V8XlrS6jLpWAzvpa7VrC5s4f9axZsfXf\nEnwTwiWuDJc4u8QVcI8v4BbnRFx5ywHALOQkRdoxwpA+n88D++2XLh89zyyWkMedA5Dv7Q2f0Cft\nPG51dwOLF9O5arecqDPilpAfAABSykEp5T/Kf4OmNGkghNgDwBcBvBbALiDfn4+lzScTxHmg17K6\nKmk6bkBbS9wYFnJUta2Hh4dH1lD7GN33xNb3R40JtToJm5yS0wgv1UY8to1ttYxvUtIGy1FbVbSA\nuSrONfp6IUQOQNQbuA7A/inLPQjAfCnlRgAQQtwO4DAAt+gJ58yZg5kzZwIApk2bhv3222/UtsmS\nfE3HTz+NXLmsfG8vMDiI3ERaOJbv7wcWLEDuzW9OlB+fy+VygJTI9/VRfuWYA8b7u7uRm0QuT/nu\nbmDp0oBPFs9nOFa51iP/2GMpgfZ25J96CujtjX3epvNNeMznWoWPM+1hjNava3zHZHv4xz+ov5ES\n+fnzgX/+M7j+1FPAwAByXV10PDgIFIuUnu9fsyY8PrS1xffP5QUV+UHSB+S22Sbg+89/Bvdv3kzX\no8YH9XjzZmD16uTjQ08PoNbPwACNN+Xoz/mBAaBQMJaf6+qi+9X6UfPn8W39euQmT6bjJ58EpKys\nf7X+hofD9RvFP+Z47ty5WLRo0ah8YIOQEVKVEGIZgBKihZx1UsqDI0upzHdfADeBdjjfAuB6AAuk\nlFdp6WQUv0xw5520CdmUKSRh9vYCkyZRGPDBQeC3vwXKQk4qHH88sGwZ5Td1Ktli77uvMt3hhwND\nQ5RuxgxJt/xWAAAgAElEQVTg058GPvnJmh+rpXH44cBZZwGTJwMXXQTccQew++7NZuXh4THW8Jvf\nUB8zbRpwww3ko8O45x7g7LOBri7q+/v6gIkTgZkzgbvuojQf/Sjwj39QHz11KmlS4rZgOPxwoL+f\n8uvqohg9TzxB1y68kDgJAYwfHzjvHn00cPHF0fkedBBw4IEUXywOuRyF6HjkETq+8krg8suB17yG\nuPX00LNMmEBcnnwyfP+BBxKvzZsp3fveB/zwh8H1a66hmD+veQ2V090NXHUVMHt2OJ877iC/07Kg\nhKEhuu9974t/hpQQQkBKWSGrxPnkzJRS7iGlfF3EXyoBp5zvUwBuAPAEgKdAQtS1afNpCFIIWfpM\nKBGmTg2H0K6zUFcVx3qgLZm5qmX4JoBLXBkucXaJK+AeX8Atzom4qn2rvsihXn3tQQcZfTKNfNO6\nKDTI74W1TKPQOc6YET6vul1E3QeQcNnfX3m+TsjYpTs5pJQ/kFK+SUr5VinlJ6SUEYv1I3DkkSRF\nVot6xGmZPRtYvTp8ztaQd901fO3GG7Pn02pgG7SPkePh4VFPqH3ML36R7J6oVUm1xsmxCQJtCYbi\nWoQy2yqxWn1y4riZfHIWLQL++tfqyq0CTRNyMkOpBKxbV/39GS4hH7UVp1kWncVyvhRQ7dlNR4JO\no6X4xsAlrgyXOLvEFXCPL+AW50RcVW3x/Pnha0n6Wj1NkomZJU0F32oEjaSanKhIxToM6Ubj5DCi\nYgrFWSFMY1wDV2K5L+TY1GRZ5Kv+T4M0KkhLCPAxD1WTs7U8s4eHR2MRNQhXI+QkQTXjUdJBP2m6\ntBzSrixOWpdJV63VEYmEHCHE4eVIxxBCnCaEuKwctbj5qFUwiNpSPmW+ozbXNIN3gzcwawmbewoB\nsiX4JoRLXBkucXaJK+AeX8Atzol9coB0Qk6SPviOO4Dvfje6TC2/fD6fbtdzE2rZoDPF81bEyUli\n8WjRyWpSTc5PAAyUV0WdC+AlkONwa6Cevh31luSTfnh/+EO8V3+ro1AAli6l30n3VfHw8PCoFklj\nkKXtgy67DLj33uo46ZO8NOabaoWcLNPWWk6D+/ukQk6hvJb7eABXlpd6T4m5pzGot32vGp+cNEi6\nC/kPfhBewlclmmpzv/12WiIPkKNdoRDb6Mecj0CLwSXOLnEF3OMLuMU5EVfuW0xCThLNRtoJ9Jo1\nFA7EAI4vY0RSx+Nqx7qUgkWFT06Suos618SJbFIhp1cIcT6A0wDcLYRoAzAu5h43kNZc9PjjlbEA\n9PxUx+M4yTXphzcWViIND4frQz/28PDwyBJR7giMLLX1J58MvPxyugUt9ej/bKufkrpmJDVPVTMu\ntagm5yOgoH3/LqVcA2BXAD+oG6s0qFWTk3Z11apV1nvy+TwJOKyhSFJOXONjlEqZaKyaanNvaws/\n45YtsfU/5nwEWgwucXaJK+AeX8Atzom4Rq10rcUX06QZ6u839/1lGPkyh3pYI6pxrJ4/H5g9m3xy\nktxfLFanrdHj8NQRiYQcKeUaKeVlUsqHy8crpJTN98nJYnVO2nvb26PvSbN0Ty8/StAplcaGNofR\n1pZIyPHw8PCoGiyMJOk7a/VheeqpdIN+Gp+cl1+m/0nMWgCwyy7pnJz5/MsvV25kCkQvIY/K23bu\nqqsqz9cJSVdXHSKEWCCE6BNCDAshikKInnqTiwULBVkNlKZ8UggWuVzO3EBsefP5pKrLkRHg9NNr\naiAtYXPXzVURddwSfBPCJa4Mlzi7xBVwjy/gFudYri+9RFvz2MaIJEKArW825Xf++ZHuD7lczt7X\nxQk5zz1HAlRH3HaTZXR0RPO1jTOdnbR/l+6To6OWCXeDXRQS1hiuBHAKgFtBm2t+HMCsepFKDFZF\n1lrhSc4lva5K8tVwiRKG1q+nv3GOukOpz6abrjw8PDyyhL4H4B57JLsvyWKQKMEprm/TNTdJ+sHO\nTsq7vT0+LWAXcuKEtvb29BqgtOaqtFtZ1IjEwQCllC8CaJdSFqWU1wN4b/1oJUQSp7IkeZigv7hC\nAfjxj80S9yuvACjbXG2anLTl29JKmVxlaUDTbe5cn0IEQmrE+2s63xRwiSvDJc4ucQXc4wu4xTmW\nq6oljpvMZjXoRqziCvHVhYMkPjlphBwdcVYPPl+epI/GyYkTYOLq0KTZarDbRdLRckAI0QlgkRDi\nEiHEF1PcWz9kpclJ0sDXrqUdyfVGfMcdtFMtx7BhISfpR2PyyfnUp8xpGywB1w38DD7isYeHR71Q\nL7NI3BYH1dwbh66ubPwyTRz1cybBJGtNTgORVFA5vZz2vwD0A9gNwIn1IpUYbBrKwlwVJ6kOD1M5\nuqZm8WJyoN20iWyuNsezpJKwlGR/NYGFnBo88Ztqc1efVYhEH8WY8hFoQbjE2SWugHt8Abc4x3KN\n83esVjsRlXdEn2blm0Q4SOqLY4OqqTFBM9Hlurri86tWiGywT07S1VXLpZRDUsrNUspvSSnPKZuv\nmousNQFR+SxcSOXpK4ImTCABqLOTjk3mKk7/yU8Cy5dHc7BJ61LW5u/TCtC5e02Oh4dHvVCt5jtK\neInyxUky4U6iSTGhVtcMm5CTVAtTi0CYJl0dECnkCCGOF0KcpRw/JoT4Z/nvw/WnF4MsNTlx159/\nngSYoaHwPe3tdL6jI4iTY8qztxd48UXgySfD59OqBoGaNDlNt7mrM4AEu7U3nW8KuMSV4RJnl7gC\n7vEF3OIcy1XvW20rn9L4ndjSR+2RpfI1ae6TaOdrFdYYNp9RTZOT7+tLJ7QkrbsmIE6T82UAdyrH\n4wG8DUAOwGfrxCk5stAEJJG8AeDgg+k3L0lksAMtr3iKGrgLhUqn4TTcWaBr4Db1mcJrcjw8PBqJ\nevh/mPLUNTlp+7RqfDiTolQCuruT3W9zI0hi6kta11ICkyYlS5sB4oScTinlSuV4npRyg5RyBYDJ\ndeSVDBHRJTODLrHed1/4utKoK3xydKgCULEI3HVXfJl6WcUiRV3mPaBSoqVs7rXYsVsQLnFluMS5\nqVyvvZbM0ingUt0yXOKcau8q/TcAPPJI+nts52wrRZXjSJ8cdnewoRZh7bbbgHnzKjlFaKJifXLU\nvKoxde22W7L8M0CckDNdPZBS/pdyuH32dFIii9VVtpgIumMVS+obNlQ2DlWCj9p0slQKHMjWrAEu\nvjidA5eUFBBw82a7c3IrQ/24xloEZ4+xjZtvrjQ1e7Q24swoTzyRXd5J/SXV/l53e4jC4sXB/Wmx\naVO8H1BaQSXKbykqnTqeNghxQs5jQogz9ZNCiP8A8Pf6UEqBgYHanLGAdPeaXgzbOEul+Dg5HCgK\nsPsTxdlBWYgycXn2WeDVV+n39dcD99xTkaTpNnfTxxHR4JvONwVc4spwiXNTuRaLwFe+kuoWl+qW\n0VTOL70E3HRT4uSxXHXBI0ooSSqgAOb+KoGQM+qTk1Q7xNiyBfjlL5PzPO88qkuGKa6aTcgpn8/3\n9SXjlyRwogkNdFGIW5f2RQC/F0J8DMDC8rkDQb45J9STWCJkJeRE+bjwS7R56utSrJpOb0TFYiCx\nF4uUdvVqe16msnhvLFOaz34WmDgR+POfgV/8Ath2W+B977M/WzPBgpr3x/FwAeq361EfXH898PDD\nwGmnZZNfVN8SJZQkNVfpQlOScvX7eeyxTfQWLQL6+tJpPh59NHys+9mYfDtN45eOV14Bdt01fK6a\n8bfBfX6kJkdK+aqU8jAA3wGwrPz3bSnloVLKtfWnF4N587ILkGT6bUtnsmWWSmRzjbpf1eQUCiSw\nJMWuu1ZI2/jRj8JpCoWg4VoaX0vEyUkh4Iw5H4EWg0ucm8q1ij7GpbplNJVzwthZjEiu738//Tf1\n1fpvHXEcqtTkjI4PJnOV7d7Pfx74+tejy9aRRHhTjw1uGRU+OaUScOqp9lVkbGWwrWjTy24hcxUA\nQEr5oJTyivLfg1kULITYRghxqxBiiRDiWSHE21NnctttwSaP1YKl6SQN2ySt6/ELorzrdS2PyZHR\ndN/ateYGefvtlfkffHBlulaB/nG3Gj8PDxtcj1HlArLcz66/P/p6LSs7P/CB+EE7yiyVpv8TorYY\nOXF9rskEFzV2DQzYy7r8cuCss+zXTeU2AM3cmuFyAH+UUu4DYF8AS1LncPzxtXc+SZeQ8++ZM+n3\n6aeTanXLltF88vl89OZmqqBULCbj3tMDnHTS6P5Yo/mYGmuhQOn/9regDA1NtbnrglqCj73hfBcu\nBH73u6pu9T4Y9UVDuX7wg+Swyaiij3GpbhlN5ZxytWwkV5u/CcPU90aZplSYBKQf/9ie3sZX7QNN\noUcGBgK3Br3sKOgcttnGLMRE1FFFnBzmGqcBe/75yvNNDnlSY6zo6iCEmArgHVLKOQAgpSwA2Jw6\nI7aRZ6HJUfMxDcC65mbFCuCCC8IN3qQRMtlC1XziYHI0VjmNjFCMHhaa3vQmWrnViiuX0go5a9aQ\nuvappxrDD6DO6uWXgQ83P9alRxOxcSPwr3/RN3X11V6L0wjMn59dXty/2AbYah1m9XsZ8+cnNxMl\nLZNjstU6vtk0ZCYhRx+XTOOf+l/PT3fBSFMndUKzNDmvA7BeCHG9EGKhEOJaIcTE1LlkEUwu7l79\nJf/rX+bzshwnJ8pBWR/Yk8wk2OdIvaae+8UvgnP8UbOwZWiILeEnYFKRmtDfj9w229SfT0ZoibpN\nCZc4N5Qrf5/33Qfce29wLgVcqltG0332UtRxJNe4QT1qkpl0TEh5vYKvzkdHW5td6Ehbvn5Oj8uj\njUsVPjnLltk1OXwvryx+5hl72WlMdRmhWUJOB4ADAFwlpTwAwACAr6bOpZEVxh8g711l00ZEDdyq\nk7Qtnf4srFY1aZaKxcD2zPnFOB43DAsXArNnh8+pdZZkJtXe3vhncDWatEe24HY6MhJ8gwm2IfGo\nAVl+63ETyDTReas9F1VuUmElqdY7Kg9dkyMlcOCB4ZW3UZNvIPB9japXTvO5z4XTNLlPbZaQ8wqA\nlVLKx8vHvwMJPRWYM2cOLrroIlx00UWYO3duyK6Zf+EF5Pv7RxtOPp8PX09yvHRpcNzXh/zgYHA8\nMIA8BwCTko45sFKphPymTcgr4bLnzp2L/MKFQfr+fuSHhsL5semlVKLrmzePNpR8b28oPkE+n0f+\n4YdHpfl8Xx/yvGweQL6nB3mOh1Aq0f1XXjmqycmvX1/xvHPnzk1XP9UeP/oo8hs3hq8vXUrPy8cr\nV9L74+fR83v0UcxVfJHqypePV68O+HzmM8ifckri+yvaZyP41njcsPaQwXFD61dK5P/+d+QXLx6d\noeY3bWpdvhkdN7U9dHcj39OTOH1k/UpJ/WFvb3D91VeD66USlaf294ODlf3R+vXB9b6+cP/c0xMu\nv6eH+mc9P5Wv2p8NDATlSVn5vA8/jPzGjeH0K4MNCCrS338/8vvuGzx/Xx9dLwsZ+cHBgH9bG/Jr\n1gT8uPzFi4N7e3vD482mTTQecXo1Pynp+Xk8ZH5KEMPQ+DoygvxNN9XUXubOnRuSD2wQskmzfSHE\nQwDOlFI+L4S4EMAkKeVXtDQykt+llwI/+xlw1VXAu95VHZGrr6al2JMmkTDR30+/29tJa3P11cBR\nRwF33gl8+cvA9Om0SWdnJ/0VCmS///GPkR8/HjkA+I//oHg1IyOUX1cX+c309QE/+AFwwgmk6Tj1\nVLo2NEROZlxuZyfw93KsxeXLgZNPJil5ZIQ4sQlHCIop8fnPk8PxO98JTJsGnHsu8N3vUpycP/4x\n9Lj5fL4xKumrr6bAXo88Epz72c+An/+cnvXrX6d4DvfeC9xyC7DffpV5LF+O/LHHIvf0042bDZxx\nBgXS+utfgWOPpY1VH3oo0a0Nq9sM4RLnhnI94gjgiisoTsmVV5IWR/0uE8ClumU0lfM73kH1rPYZ\nEYjkethh1K8C1DdOmADMmgX83//RudWrgRNPpJWrkycHff/kycB22wE8mB57LPnoDQ1RXy0EtYNS\nifrqxx4LuG/ZQtHoJ08mf5qhIerTOzqARYuI7+2301jS1hbkNTwMfOxjwHe+E36GdetI29LeTuk3\nbgTe/W4a73Rs3EiBYM88k8akYpHyXbCAxoDvfpfymzKF0r/lLfScDzxAPP70J+A1rwH+93+Biy9G\nvlgkV4G+Pip72rRgK6IddwSuu47ynDqVrm/eTM86ZQqNdVx/N94IfOtbNB4KQX3/5MmUtrMzcd+a\nBEIISCkrBopmrq46G8DNQohFoNVV/5M6hyzMVezHkjQPVY2tml1Un5wo6OaqOHsrq8mj/HyA8HYS\n7e3hmDwKGtaB7bhjdFTRhOra3NSpJGQ2A8zxwWRRE1wb0AC3ODfcJ6e3N+wTse22qbJwqW4ZLnG2\ncn3mmWjfEaC2Vbm2qPa2/avKCPHVTT/5PPDCC+Eb0pipvvpVmlzr95vAY54pXfl3brJha8qkAXGT\nmHUb6E7RNCFHSvmUlPJtUsr9pJQfklL2xN+lIYsVRFERivX/6ovRYxckbYw226ftfn0JoYkLEHx4\nbINV98mqN558EvjiF8PndtzR7HtjsjPb3mOc/1K9ICVw5JE0s5OSZiIeYxPDw7RSUkexSO9d7R9a\nccXiWEJWg153d/wgWo2Qow/iev+d1M/mjW+kYIV6H3j33ZVp9XxtbZDNQHHjkO28adWv6fmSjHN6\nn69r4bNQTqRAMzU51eOKK0g1l1VlJTGF6JoXdYWTYlPVz41C7yjjOkxe0WHShqjPzdzVdO3tdDxh\nQkW2qk0zM9x7b+Vmd1wPthgPd90VH/FZSrLxNsOkGjMrM6EudVtnuMS5LlyvvJJiXungmFZqp79x\nI/C1ryXO2qW6ZbjE2cp13bp4TU4tEY/TChDla/l8ntJMngxsvz2ZRNV7TXtMcfuLE8pMWzfw/Uk4\na+kq9q7iNGniyqnHURqgOsNNIefWW8mGmMUScpOWRP1ty9sWpMmkqlPzuOoqsl/aPkJu0LwMT19d\npaYzfbRSkr0zZWCtmsAfYi4X7NRsqg+V86pV5O/A5235Rl2vB0yr05ohZHnYcd11QISjYSpsNoTn\nYuFcyiBUPbeHefOyKdejElmZMO65J52gYhuYbZziBIakz/D614fv1Sfb6kSao+OXStR32sqvtQ5j\nBDVceCH5VUbdp+dhix/nhZwIFIsUfIl32a5FjWxqXCaYYtWo0nV/P3JveYvdHql+AGvXRg/gUgZx\nDPTZJMO2tJxRKAA77VSRdV1s7uqzsF2Z+aj2a33WEKctKZXIJ6fRQkaVH6RL/gwMlziPcv3DH8hh\nMgvYBjE+t3p1uH2naIsu1S3DJc5Wrmyuj0LSYKwmJGkHhjYVG9fHNA7pfeX69cBHP1qZTvex0ceF\nKCEEoIUwCiri5LDgv3QpLcqwhQCJE5LU3w0KyeCmkCMl2dGrMCkY84rKwybF62X/5CfARz4S9o0x\nNTRTcD81b04zbhydM6kI1XwY6mzzG98I1KKNgkmzZGrI6iw5rqNpoLTvsRUjaqbOIRxM6TyyRVb1\nywsv9DyTDsZRiNMAJRF+bJNqm++KClXotnGr5tk4dEBckETT8yfVdOnXvJATAR481Uo+/3zg4ovT\n5xXXYGwdnEE1mF+71u55z42buasrdvS8VadhXWOkl2/KI6KxV21z7+szq/YBs0lNvcYwOSFbeHL6\nfE9PIBA1AraOJkH5LvkzMFziHOJaT4FDbc+8HJfLTFGuS3XLaCrnlO/UytWmydEnYaYyo/rVOJ4x\nWpNRnxwblJg91vx4+bqKT34yMGeZJps87qjnOTK+5RmsPjlpv7uoPr5YtI+XGcI9Ieepp8IvDqD/\n8+cHa/PTIOqlRXmF60KOquExOYHp2pz77zd3mnyOhRyTuQewh/t+/evrM/P8j/8wO2gCgelAfR4e\nKGwrw5LwU9Ndckl1vNNgYAB48cWAY5WDm4cDKBQCod00ydDbsSmdR7bI6jsTIl5LUI0WRr83jTCk\nCxh6uVKSGTaKI2AW3pYuJTOWqc2aOPE13f9Q9+O0jWE2/mkFQo7lU2e4J+R8/ev0MjhUdVwlp4Gp\n8aaIa5ObOpUci22dohCUz/BwtIOyKuSYzD4mcw//501LLRi1C599NvDLX0amDWHTJlpdYoK+nF7l\no66gSmvHlRK5KVPoOkd2NqFYBC6/PJp/Erzwgvnd678tcMmfgeES54o4I7XgiiuAf/u3IGCcClU4\nr6FvcaluGU3jvHx5am2tlWsSzW8tq6uqvC+ybqM0TyaBjLFihdl1QU1rytvk5HzJJaN9+ahPjmkC\nEBVXLupbMT2Hrr2qA9wTcvr6goGTK235cvqvv8yTTgJ+//vo/JJqPUyDuEnAUvf44HP6svIvfSna\nrFUqBcIKCzd6Hrrgo55TBQzbx7xoEW0+mBTjx0eb9viPl0EyX1XI0eslqSanVLLXV6lEwtfttwPf\n+x5w223Jn0ldoQeQ4BdnvvRoPrgN1eJ8zNt3vPJKtCbHv/fG4OMfz66ukwg5HMw1SV7qf/4dpbUw\nXU/a16XhAVB0e3XCa+pjk5iZSiVA2TLCikIh3nfINIG1aaVMZrGM4Z6QM316YCfnirv1VrNmZPXq\nYJmyDVGCC5/bvJm2KVDTqOC9ojZtMvug6NoB9QMzDfqsqQLsmwNy41WXFnJ6xmOPBWHMy1D3dsnM\n8UutMzXkeK1lsE8O+yWZ8MUvkilNSlpt97vfJct782YSinhX+XJ5o7zV/+o1xtAQxWpS4H0w6osQ\n11IpWrsXh+5u+wSH25oaRZyRYiB2qW4ZDec8NBSskk0JK1fbO1PPnX12VWVa8zMd8zneOyrKJ8cm\nBMSd4w1kowTzOCGE+2llI88Knxx1whm3Q0CS74XL9T45BrzpTYEtL06lHDfIDg0FeztFvYze3lBj\nDaVX7xseDneMquChCjBRkr4ueev36c+7ZQud47JUAapUMkdz1cusFcxZVZvazHs2QTKKX9R7fPbZ\nwB6dJjbQpk3BB2srM2pm9sMfkqbQozkoFsmHqloIQe2FN9xVYWvDXquTPR58kCYbNu1INUiSTy3m\nKtP1ffdN1k7iBv248/ox+x/ZJmS28nTHY03IScyx1vfWgAUl7gk5r3tdYL7QBYMtWypfsMlHhdOs\nWkW/Va2Jeq8QpA1auTLRgJzjTTnVZeKTJwN77GEe3PX81N8bNpAWqlikjdTe8pZwOi6D99Phe1n9\nbml8uVyOnlu9NjBAm3xu3hwITZZnxDXX2J2JTYKLbUaVRNofGUFu0qR4iV/1W1q7Fpg9256WYdrf\ny9bJ6NdeeIGER42T98GoL0a5smYvxv8sEm98I+Wj7LI8Cpvqv1q+DqHhnNWBNeVWC5E+OVHfctTv\nNOlUmKIVqyiVovmW04Rw3nnmtLb2qh6r6ZOYX7kvLOef6+oKp1XdJqpdZWXjXme4J+SwqkzV5Kib\nZeqNUm98w8O0L1GhEGx/wGn5N39sQgA33AB85StmLYr60jgyKgtazGXSJODwwys1HXEajdtuI5Vq\nsUhOyAccEE7D+bA0bnI84zrRcc454fOrVlEwqOOOoxg7tnoHaMdwPU9VOyUlcPPN9kYdJwjp+bIq\n1qbJUVdSmBygbeBlpiZ+cU7mZ5wBPP98UO7ISEMc6DzK4G9ND1iWBuoyY70N2PYmMqX1qA2mfiKX\nq80UyfnWCybOSQdrm0Bl4rtmjTkPXWiJ8scxjQGmsnTtpZ7eVJ5+3dbfR6EB35M7Qs6WLYFTLxB0\ndED4vy7F6kLO4CB1Yn194TxYyOEVUCzk2IQaFWXVd763N3C05YGfO2J1RZQaxdckPAHB4G5SPerp\n1DpQhbVSCVi8mJ61fD2fzwcBpXSBq1gk0w+jUAgf2z4a/SO79lrz7CTprEgpP89bYKhaEzVPVV2b\n1Ilc5Wxaoq8vHdefWR8Ezz8fOPFE74NRZ4xy5W9LDYufFqpwHDW7rKETdqluGQ3nbBMkVV85C6xc\nda237Xfa/igKJuFC65NG+SaJsK9yso0V/FudBNr6QP04Zhm4MU6OWl4S3nFIklcGcEfIOeUUUt+p\npgl1cFZ/A2R6kZLi0SxbFuRzxx2Bmlr3j/nEJ0jLw9shCBFoiUwNTD0uFintW98KvPe9lMfJJ5MW\nBwjKGh4GeFk038/Q+aiClwpOM2VKpYkNCAStUonivrz//cBllwXpuA5ZgOH6KxTCO5dfcQVw4on0\ne/36sKCmQo23YKojhuq9rz+njquvpv2JmBs/09KlNNNj4WTy5EoNTpKPzCSEMdSZit55mJ5v+XLy\n2/JoDNgkXMvA1NYWvWJP/c9owKxzq4SpP00iCAwOmr/fHXeszNdUThI+tutJB+ck6WzlRZ1X+y9V\nyDE9s+m5dZ+cpP5n6hirntPHgDhE9b8Zwx0hZ906ku5NJgl1KwV+AVdfHZiOPvGJIO1115HDsWoK\n4XsBYPfdSdDhY46jYZOigdFGlvvAB8gBbaedgKOPJlMVCw2nnEL+M8UiDfa6tmDGDODUU8PPbPqY\n+BnnzAF22cU8CKt5s7Zq9WoAZTs2fxiFApldWLjSHXHXrAnSqQPC4sXBsn1Tnai8VV5PPGH+iEwf\nxoMPAlu2kJ8TC4cA8OlPExeeaaiatzQ2fZPAps1mKjoTW7oyB++DUV+MctVXV1aDOCGH20YNZbhU\nt4yGc9b7gxkz6H+cjwuA3Pe/HywcYZx/Ppne4zQZafnpiNIaq+eU4LCjfa8t0nASwcskjJg0Oep9\nJvMSEBZMikVgwoTR+0d9cnROUaYqE3RrgVp+g+COkFMq0X5OppfFg3SxGLzsnXYKhBxV8uzqCvx5\nkkSGLJXI2dkmEauanF13tX+cnZ1BI5owIax94rw6OsLl6oKH+rwAndeXkOsmOF5iaFoZVirR/ayt\nMmmNAKCnJ8z3i18kvx5TnfF/kzCqBl5Trw0NVcZL0IUl1uTwO+b07CynmjLTaHLigjKq79fEXcXf\n/lfODJQAACAASURBVBZfrkc2MM0Ah4aAZ55Jdj+bq0wrSnSftqQaAI/qoH+3qmbAhOFh4OWX6d3o\nfiuPPJLsO8xCCFK13rb84vqkqP0XTffqloV99jFrntU8TO1X/35YyEkyHu65p/0d6ferCggTqtXk\nrF9PvrIJ4I6QIyUJOVGzK3VQ3G67QJMhJa24WbKEzEmcTnfgYrBTIg+c6szR1GjKf3nVLGbCG94Q\n5KfeDwQNhq9xeU89FU47eTKZwwBynNaXkKvPw3uDsIAwMEB2YfVZurvDmhxVSOP6GRoKhAu+r6cH\n+PCHK8vU60itK95ZXb/nO9+hYGAqyku88/39QX2oZQwPEy/e0Z3rIW5GpJZvEl70PGydlF5OqYT8\nLbfEl9ticMlvZJTr298e/tYBMkOfcw5w1lnJMmN/u6jVl0naQRK+DqHhnE3btXBfb8Ovfw184hPI\nd3dHB6ZLIsgkORf1zm3twiC8GOtWCGDaNHv+ceXtsEP4OCrILKNUMk8qd9kl8N2MCtLH/Xjct9Hd\nDfzmN+a4OjZhKykefxx49NFESVtfyPne9+g/rzIyDUR8rGptVGdUPv/cc4A6aD72mFnjAJBg0NFB\n16OC96Xp/HRBxvQcb30rmbVYA3P33cFshZ+DG3ZbG73ok04yC2D8nKUS8I9/AO97XyD0cNqvfY1M\nVnxsckgzmfYKhSAYnlquHrxQFx7VvNXfGzaEeRcKJLiYhCYu//HHwzMMXWiJAj/L00+Hz1sEWKsm\nZ84cErZsMxuP7GHSll52GZlRkwohHEIgbpDT33sDfAjGJBYupNALceABMcpcxZv2mpD0/Sftu01C\nk+lc1AKLqOB5p50G7LVXfNk6b90dwOTPyf91bjyW6mXYfNBM42ySeu7vp7TTpwdmyDQCZBSSTmbh\ngpDD0TB51qVrX9QGpA7EqpDD/3/0I/ILAej4ppvsFTVnDjBxIqX717/MM37+Xf7LzZwZ/zwqJ5Ng\nsu++JCkPD5O03dsblN3RQZocFf39pM3o7g7z4d+sgSkLDLlDD60MWPjTnwbCoC3goekD0rUr6nOx\n47f+Eekfqc6ZMWMGUCggxytoikUSqlRhlt+9mm+cr8YZZ4TT6xGaTQKVaXDjPF5+mTrdUgk5W2fV\nwnDJb2SUa9Rgk7TT5E7e1F7U76OGiKwu1S2jbpy/8AWKxaXD1h9ETRi4v506NVnZaYSZtINwlLDV\n3h4yaeVyOXN6k2AXla8u5MQ9l56mWAT23jvS2di6d5XpnE1g5PPbbEMTbNN9tUwaxoyQo24hz06m\nfKz+B4KBWj2vmlnY4ZjPs1Ot7rfD4Gu6OUTXFkmZbjdVtVFwA1Qb+PjxVN7gYDjA4QknBKYqILhH\nSuBb36qsD25EumO2XjZHatbNVWoeJuGMV5Spz8R/N91k5mOqA9MmiW97W9hvqlQKnKR5g1NuD/om\noKZB609/Aj77WYq/wZoXGyfTR2sSctT3r7Y9j/rC1vGmeQe6IKtCzSOqvxnriNsSJw2kNK9AtH1f\ncXmZ3pt6LUke1VxTr6sTbNMA3t5OmpokeQKAOkmOSq+286TtU70+Zw7186wp5/NxriBq+Twem/p3\ndpOIek+mfNMiYZtpfSGnWAR+/vPgmEO565Wnfyz6gDwyYt5yoVAg/50996wsmxuT6r8jJfn37LFH\nMNAdeCBwyinxPjmqFob9fZgXRy4GgCOOCAZuNejhhAlhZzfVIZmD0ekDtNr5S4n8X/8arh81rg87\nYjJ4yTfHFlLzYyFRDYKnD/xAWEVt84EyCZjlDyVfXhWGYpFWiLFg881vUjwe1XdK/fvc54K83vUu\nWg7/zDNBXemdg8pPF+wA6hhUqO2ifJx//vnK52hxuOQ3Etp3Tf3Pv5NuuqjeY+rYdcfjWvk6hFHO\na9aYNS+1wLbjO5BssNb6iXxPT/VcbOOHjV9cHqbJkqaZse5dxcLCP/8ZnLv/fnveQLSG0TYG6Bg/\n3jrxjPTJsb0rHl/Z1SAqdk8DJw1NFXKEEG1CiIVCiDutiQoF8paXkmKkqOYrUwXZnAYHB8NbQaix\nYdrbgUMPNZdvmtnvsguZlLhj5eM4TJ8OfOADgYAgJXD66bR0/OCDg3RtbZRm222BWbOCuA86VHON\nGvVZh/pB6GY31hRJScLC9Ol0rVSijk5K4D//M1wP7NdTLJLzsXpNFQ5KJeDyy4PybHZrXci5+WYy\nw6lCV6lEpiW2J69bF6ywUPPk8nWH7f7+8LuP8scwdRKqMKc/a1R+HtnD1vmnDSEAmAVs9V3aBPNG\noAGbF4bwzDO0Jxsjy+edPt3cN/G3xO9h40Y61s1Vr7wCHHVU5f22PE2/kyLJPTpH/Z5cLqx1V2Ez\nxanP8j//Y/cvlJK0+n/4Q+UkzZTWZOEAyB1DbdtJNaF8j77qV71X1ebo95nySgvb+G9AszU5nwew\nODJFsUgB7YBggOXfpg7IFi9Adx7+5S+D9LbK2nbbSo0QQAMvaxTmzBnVwiTyyVHDyQtBxx0dlWai\nE0+kWDuHHQYcc4w9L4CEE311kS6UlK/lDj00PEjre4BNnEi/1Qava3FGRoKAbAMDYUFEX4Vm+wh1\nwUtN99OfjsbUGd27SnWWbm8PBDS9LF0Dw8+l1o1anm12ob53PR0/i5ZfzqQNbHG45DcS2rtKb1um\n9hYFvb9QYZsoqf/T8K0GQ0OkgUxjBq8V8+cjxyYlXlofNei98ALAmuE47LYb5ffss5XXkgio6q7x\n5cHV6JMTlUfUgGtb6qz3HbZ89H5o223Dq6ZKShwtm5Cjl22rEy5j5Ur7xFFPq5u3TPcoz5ibPNn+\nPenCkGlCoLqJMEwbKPNxPp9sz0ED1zg0TcgRQuwK4P0Afh6ZUMrAXKLuNcXaBNaoqOkBs3CiXueA\nUVGV9Y53kJBhauCqsJIGaiycKHR1kXkqCkuXBkKH+pHqkjXPOrgzYej+Oup13Q+Hz+l+MqrzMTds\n3WeJr+tCKf/WzXWKo3TIrMj32Va9qbyjOjTdpKamswlNJiFH9Rfz/jiNQ5TAkfY9mLQlar677ZZM\nS5s12E9u+fLGaXTU5169mo6jhKz//m/ggguS5y0laWRM53XB0vS9mbhGrcKK62PV68ccQxp5/XzS\nPPR0qiAT5bujpjX1U6ZyuE/iyR6ft/FW61fdCkV3dE6i3VbTqdseccgWNS89pk/UhOLll5NPIHp6\nwv5EMWimJudHAM4DEM1USjI1qLt7A3T88Y+T5zan0z8WNQ+ToFIqkRp1333NZXd0BAGSdA3RPvsA\n++8fSh7rkwMEpiig9iXHu+xCdaOanEx/wOjvvBrbxjR7URsk16dJ0OE6UT82joxsEpD0cvRze+8d\nnFP9XPr6wveVSoFfEreJKVMCzZpJgNE7ggULaEWaCfoz2zon9fm5blnj6BBc8huJ9cnRz0UhSccr\nJXDQQcESX74nyl/BxLca8Hf0mc8AF19cfT5JUSoBGzYgv2kTHT/yCNWNyY9GRZr65oFRP5/UrKGd\nN/rkRPGxXZOSwnIk6Y9N/YB+3sLf2h5UtwPG1Kn2QIF8rAoZfN4kHHJftuuuYbcM9X5N6xLyydEF\nTHVyy8e77RYWutRxgHHyyZTO9CwbNiRvSyecQD6WCdEUIUcI8QEAa6WUiwCI8p8ZXKH8f8sWGhDZ\nEdQm8ZuEHfWYX/Ab3mD3eQECjc0b3gC85z2BCrKrC3jzmxM8rYZx44LVPdttl/5+FfvtFzh4qSut\nVIFE/wh7e4Pf6soo/q8HI9TtueqKM07DAkbUbCyqE1CFSLVsdbbA6vNCIYh8zVqjffYBPvKRSu2O\nDub3ox8B3/62maMuoKl1ODBA/kKcly5Y+jg5jUGU4GkK7meCTUMHhDt800By112V9wwPBybwLKCu\nCF0cbdHPBI88Avz5z2Hhj1cyRiHJwDQwEMT60jUvrAEwfYcqksa/SgPb+0+bh+mcaZUqEK1pVK/p\nTsEq1D4xymIRJ3gBlRtdm/oxXZOom6va22ki8M53Bud45a1a7qRJld+TyTQcBz0mUAyapck5HMBx\nQoh/AvgVgCOFEDeYEs555RVc9OqruGjdOsxduTLYlRqkORmV5qVEvr8f+Y98JDgeHKSdwXmm3d8f\nHHd0IN/djfy6daNl5ZctC2lj8suWIc/Ot1OnIj88jPwb32hNz+ci81u1ivL7+MeRnzUrPn3U8apV\nFPWzrNHIb94caD6kRL63NxQxOK8G0eLrvFqtUKD6Yg//QgH5nh6q73KHmx8YoDzKwkW+v5/KL3/Q\n+ZkzKb/yR5AfGKDrAK0+Y37Mv78/KL9YRD6fp9kOv98ZM2gmDQBC0Pvi8qSk/DZvpo9MCOT7+ij/\ncoc4mh/Xx6ZNdD8/T29vaDY4elzuZPN9fVR/fP/cuchffHFwPDgYan9c5mh+XH4LH6toaPnz5iH/\npz+lun+UM9f100+HtDv53l5qD0n5DA5Se+H2q7Y/bk+vvBLuP7q7Rwf+UH5LliD/wx+a+VZTP/w9\nd3eP+tvV9X309gZaHADYbTf6/v/yF/v9a9YE33dU/u9/P/Dqq/R+lAUB+Xw+eF9SUn1v3jw6qIby\nk5K+/zPOIIGM83juuXB+Sryw0f6A28vGjZX5KZqqfE9P8L1zfhs3Btf7+8P91+bNodWq+YGBoP9r\nazOPD7xCFIb+fHAw4FcsBv0PXx8YoPLLk8r8k08i//LLwXW1vwdpY/KPPELP09mJ/A47hMtbsQJ5\nJV5O/sUXR/PLTZ5M9ysLLkafryxk5IeGiM9ppwGTJlF7YJ+uUgn5730vNObkly0Lt5f+fuQXLgyO\nu7uTtddyfnNXr8acOXNw0UUX4aKLLoINQtYqydYIIcRsAOdKKY8zXJNyr71oEB83jswSg4PAzjuT\nvwxA8U82bw78NGbMIGe4X/yCZuu8SWZfH5meOjvp98yZpCLbZx/z8nHGq68CDz1Eq5xsZq1mY8MG\nqpuREQpvP3EiHR94IHngF4s0Y2pro3rkcOhDQ3Ru8mSyc3Z0kErxv/+b9gbhCMlqlOS2NurkOex6\nVxfd19MDvOUt5DA8cSLV+4YNtIfY/Pm0LJ4FpoEBehe8SaIQ5GTNKsj99ydOO+4IvPGNwG9/SzOb\nadOAVavoHU6eTCsx2tspps5ee5GW6s47Ke2UKcEeNocdRukGB4m3EHTc309pOd3++9OAMjRE53lv\nsK4uuu+882i1GG8Q2t9Pau5SiY4//Wnznl4elZg9mzbO/eQn09/7n/9JS2wvv5zaKAAccgi9l46O\nZOHer7kG+P73ySwwbhxFz2YsWBBoit//foqKvWwZtZm2Ngps96lPhfNbsgQ480zg+uvtEWzTYM0a\n4PjjqcxttzVrj7LEH/9I0eWlBObNAx54gNr7bbfR3n0mnHoq1cv8+dF5z55N/cfmzRSZ+j3vCa59\n6EPkj7FlC727zk76/fOf0/YdjAULqN5ZQ8La/TPPBP7934N0hx5K3+6KFfTdCkF906RJZN6///6A\n0/r19A1PmkT93n33UZ/V1RW0h1yO3sWWLdSvdXRQPzN5Mv09+CD9P+20IAL7xInAcccFXO++m8ap\nbbclFwspw74xzz9PbUzts04+mc61tVEb4D6Y+82uLqqrd7yDtMvjxwfx1cqTeAhB2rk77gBuvx04\n/HDz+7nhBqrLf/93KuOWWwJ/UBbapkwJtHpHH01mp5/9jDicfDKdX7mS+v9CgdrT6adTvzh1auBU\n/OCD1G93dBDXa68FDjiAVh0PD1Pbi9uc9fDD6ZsdGKBdC8pCoxACUsoKdXqzV1fFo1CggU43IajQ\n1V+q86uuaubf7MQcV6E8ELNTWgQS+eTUA9tuGwz8IyOkNjzqKPI3mjWLBJyyWlKVpCvqZdy4sGO3\nusxexYQJZN81qUlVfx3+/dhjZtOCCr2Msto0v2IF5cXxgqSkZ+Ql5hwUEKAPkdXsel4qH/1PxfBw\nIDCrjtRcbqlEnaJuMikWkX/pJfP7aWHomoeGoQpTQQXXKPV8kvJtUE0jQlCnrPrkKbPlULpSiQY0\nG980UPs4NdhlvVD+Nka1OVHmPMbKlcnqnPMplWjSo8LkF1gsAl/+cuVydu1P1dolglqGukWQjmKR\nHL7T5glQOzjhBOO4omohKu7Rz6uuEHo7V4Pi2twy1PQm85kJim/UqEbI1G9zX2p6DoY+Dqhp9PHi\n1VeD9HE+YCqnhN9804UcKeVDJi3OKI45hmbq6qZ8cVvV82DEv/m6Ct4JnM0lNmyzDaXrbMIKi2rw\nnveQcMON+u1vp5kYq2FtnZeUJCSVSjQLUgVF/UPq7CTNDAserJKUkpa9smDE6c87r1LA0Pfv4mNO\np+60znmpK66Gh2lWpDoiAzQjMA0KakdrE3CAIOQ5CzWTJlV+eIrJNJRvUn8Qj9QCjvFe24BRK7iP\n4QFl/Pjw++ZwDSq4M89qybc6MCTp+LMqj/+rvnk2xK36WrIk+Eb1chj6t6p+l6r2Sn3nUX4tSQXf\nuPbHG73aJme2/zao9WsTOJJyZ/9ENZ2eXr0e58/Eadk/R18Npm8gqgouapk6L1P8MHZOVv9M/p82\n6ItgTN+ihqYLObFgp2A1boOpkaiV9vjjlYOlmo53fh0crNwLSgfP6hN0noni5NQbO+9cWT9velMQ\ny0XdmE39O+EEYPfdaSPP008Pa3L09IzDDgscn/nalCl0jTUsvEpAv1efwXFnx418cBBoa6M6nTOH\n3gMLO8ceSxqqtjZSne6+e5DvttvSn2k39SQrpo48MlgBd/LJFK9Id+AeGaHnVh2uS6Vgny2HkCqW\ny4IFpNXIAglnYSpGucatOkkCkzbYdI3fsd4pm/JjTc5vfhPmWw3U9tbAJeS5rq7wYBM16PA3pvjI\nhHD77WSK0mNxqbCt8NQHR4MWP/HeVaZybcISv2PbRMl2LkHbs+5dZco/qo1HbW9k+q4WLQoHM7VB\naWejcXIOPjgIo6KmUzXoJnCfXywG+yoC5tV16ru1rXplPPxweDGSLeCigtYXchgsXRYKwUAKVL7k\nYhG48MLKeC9qes5rl13s9ma13D33jBeGWh0HHBCsTgPCH7iUgT28ry9oxOp19R4+3m238N5aQFC3\nIyMkbOh7mEhJvjsf/GCYn2om0/nxdX6X06cHEaJ32aVSqHvjG8OCjzpI6b/VNACZ4WbNoj+2f/Pz\nXnttwPGYY2jH+LjBbyzhnHOAK6/MJq+4GXkUbIMTkE6TYxLcTfnvsAN9H6y51Ge2QGAmLRbtg34a\nqP2WqV29+920cXBWUMsqFIBLLokXRFkY+t73zNfZzKdPElTobgXqpMf0fer9eS3Q61fXRFx7bXy4\ngCjhwpZOb6OmNmvqf/m3SZNjCrQHUH0991yyvskUJFWIcBwf7udGRipNT6Z4QIUCab5V6MKrKhB9\n5SvRHHmyyz6iCZ7LHSGHdyD/wAdokGSoAxari7nSdt+dOgO1AbJWplSKD7bHYMfVGDTNJycJ3vxm\nQMpgtYE+O2WnZO5c2CHYNJtidHaGOzFV41UoUJm8r5Qq7HCUZ9PMRf14yisURssulUiAiYM601F5\nq7Eb9A/k//4v4DN5ctjpcfvtK4W1KVPoGfj5J0xAXt2nyxGk8htJok5Og5SDlboyxnh/tYOf3s7V\ntt/RQaEaTj016DN0vxIgmECUSqOz5pp8cmyaJb42OBj2WakV5Xac7+4m4YnLNw3yN98c7GvFQVpN\n4PaiT3L0NOp5tZ829T3Kt5vv6SGnWRVRwoYuLOiTNz0o3733Vk4G9UGd77dFTFbuzd9wA2m24twt\nbPmoggdP0pMIWXvvHd780wZFyKnYu0rvq4eHK59DnWzqk1aGSZPD5W7ZQmOQHjBSL0O9J0F/5I6Q\nM24cVdg225i3pGdbuCrhTZxIM3NOpw7EK1YksueNKaidzqRJgfM1mwBVe2mhEI69A9CHojaqtjYS\nADhgIhCOrMxmH7UTsM3CVV8ANhHqH72uYbKBncX1/HljTrUtcKyiF16wO6IffXRF4L/RZ2PhRxes\nxiKymkHXCt1vQEVSTU6cXwd3pnpfM26c+V5u56USrfCsFVEDHs9+t2wJVrKkxSc/CfzqV+EymL8S\nNgHnnlt57/z55BJg0x6oeerCjc1MGGU+BCrNN+o3rMP2buOEnEmTgu+cxxOb/4maxxVX0HhiQ6FA\n/kl33mnuv9JocoAgPo5qRrIJ/Cw8qH6LNpiEPVO8n74+agN61GH1myyVaBPrYjG8kswU3VntW195\nBfjYx+J5puhr3RFygCAQnA4pyXwwYULw8A88EL7OUCXMpB70CdESPjlRGBlBjuvohBNIKzZ9OjXW\nzs5AJc9Ciq5+nD2bZg9qdOJjjgn8VngvLs6f82MNCgspet4AzXBeeinQ5JRKwKuvBnV6wAH0fpNo\nctSo0rzUV+8c+Xj8ePqvOlpH5cdCkhC0jHNoiDgPDrb++zcgld+IPqisXx+2t6dBFQLTKFeuf1Oe\nSfPVBwdda8B/ajmnnEKTLJuQw/eWzekVdbtwIYVDSIKoTlzVni5cWF1E5BdeAJQYOFx3ucmTg0B0\nNtMQ9yFxs2k98JsJtnv1slmgUiYpuSlTzAOe6Z2aNCW6kHPAAcC//Vtwfd26Cu2RUZjQ95DSUSgA\nF1yAHGvJbW3X5Eeoc9WD7LF2ceedzZomKWlyFyXk8PekCHS5SZPoWltbZaDZtWuDSaTqu8QTA35P\nHR203JvDvajlMT8eF9TJdVQQSnW1q5pXBNwRcljK1sHaiB13DFfU+vWVL4crnwemN7yhsc/QbPAy\neG6g06eTE+/b3haYq1jI4Rg6etTKI4+k2EKMjo5A8zJ5ciDkdHRQfqzCL5XIz+XNbw4LSZx3oUCO\nis89R2Vzfox99qG4IbyNRxRUrcrzz4c7KNV0pZZ/+OH2VQ9tbeHNQEdG6Pn23JPiY6haq7EMKSlm\nFEev/ehHgbPPrky3Zk2ymVa1miE9b1WjUO3qKttESM1vwgS7xk71K7A5eZ5zDvDjHyfjE+XHwu14\n+nS7RisKPNlQByjToGoTUFjjq/rJLFliLkt/hrh2YXtm7odUrQofqwNimrrQy+rspIUSquDEbWvK\nlLAApOcR91zDw7QKNUrI4byeeCKIlwME7VEVWlgY6O+nhSWHHWYve2jIrBxQoTrYqxp/tb7VCaq6\nITRD9RV66SXqy+M0SGrfzP3yyAhpz03aMTVESMJJjTtCzjbbUPAwE/SlzqzK5ZUgakNkrUIddvdt\naZ8cAJg9G/mddw4HP2xrC4SO7bcPnCvnzg02Rk3ScZx4IqknWcgZN44GBZ69jIyQo+7++wd7Tan5\njoxQIKhvfjPUwVZVp3reqlDDPlu6+aytLbxJqI4DDwwGhte8Jvh4WTDaZhvkly6l4GkOIZXfCHd6\np55KHeeWLYAaJZdx8skUhCwOS5akWjmUP/RQ0j4uXx5+x1ddFfBjDA1Fh4eIatNSkgCx887m66YB\njScHSlurqNvttksuCEfNVHkAeu1raVadVsh59NFwOH+lnHx/f1h4MQ0k7E/HfcPmzbTHlomnmo96\nTk9jEuT0/oHrtnzPaPR6VSNlysuUX6lEYTD23z+8SEF/bhYIp041T7CSahSKReKrC85AYEZn3HVX\n+LtQw2moHO+7jwIG6lz0Z47ym2IIETgoS4oePhr0VfU9mjbNvLpLx9KldE0vVxee9Qkol1MomHe4\n1/0qE7T9BIa6Fsdhh4WFGa6sTZuCwVuVyrffngZZZTuHrQpxTmiskXjppaDjTjJb7OoK7mchh31j\nOjqCCJ0M9YPl2cmGDYFmrtpZPuetz0pZ26JGawaCtnH55dHLF2fMAP75T7pf33Ps1FPJbLBsGeVz\n5JHZ+GW0Grget2whMyVg1n4Vi7RsdaedyEH1wQfNM7onnwS++EWqz2OPJUEyCgMDQURc5gPQt65r\ncr7wBdIo/f739mexHbMm8qijzPeahBxV5W7T5Ki+a3EwCCCj4O/jV78KTAxDQ8kXUvB7NIXX4LJn\nzAjqVXcTUBccqJxsZamD0auvmss03aeCNakc/V7N93vfCyJfq2WaeKjYfnvz6lo97UknBX1XlHbN\nBq7vCRPMMY9YM6O3Qb5X9ZVRJ/K8iERdAaXyV1ckxwk5xSKNo6tX0/iwaRP9cSBZgKJ/j4wAzz4b\naOZnzQryMDkV6+WqfbturuJ7ALvJKslmrhrc0eTYMHVqMGirdsJDDw2WGRcKJK3vsw99DDyQmiKX\n1gAXfDJiOXLDGxkxB3OKQ0cHxbVhR2Zu1CYVrZp3V5cxNkRVdWoTcnbYgQSS4eFgk1Quc/366Dy5\nY29vJ/WwjrY25GbMoGf60Ifo3PHHAzfdlJ5/EjzzDAkSl10Wne7pp80zojJS++RIGcRGKpXCndi9\n91LwNwC45x7gv/6Lvr3f/ja8bcLf/x74dDz9NN13zjmBFtGE7m7kpk2rFGZUbiqee4466ccesz+L\n6T4gWtvCvgsqnn2WhFzOr/ysFXWb5juK+u7UGFY8SJh25I7L3xChNsfRvLfdNnjfesyYzs6w5so2\no1ZNHsxXb68mYU4d2BlPPhnW5JRK5JOjp9W5RAlRNtOmXve8NZB+v42/Jc8c16nJmVflrfq2AMEW\nIzwBVWPG6UKOyiGpkDNlCm1ZNDxM73raNOSOOy78rUlJdcCT2GKRfLfUCZ9en6VS5bOOjFQK17/+\ndWUd2Nq/OkYkHJvcF3JUcAUWCmEJfepU8gXhzR6lpBfKTqceAVj7IiXN1jkQXwpv9lBeQlTGvNDL\nkTKIQA2kF6x06H4T/EHwR2eagcY9H6vop083ayXa24PZJue5aRN1zvXAWWeRtsKmqWB885vABRdk\nU6Zaj7xRH2vwAAoW+OKLYY1qsQj85Cfh5c5PPRUWaDjd0UcDP/iBuewTTgjS6e9MdXDVhdsvfzn5\nszFMnTODI3CrOPdcWuHEedi2YUgr5Nju01f6qW0uTf42YUAfbHTN1NSpgUZCfddRZSTV2NjOWrds\nfQAAIABJREFUT5wY9Bfq85vS6qYU3vspifBjCv4YxUs36dnyVdOZhIEkwtm4ccCHPxxOowo5+j18\nbng4Wsg58UQy282YETanHXFEsP8X58ffhc23iNMxP127eMghpHxg3qUSBaC1+YTpUOuK3/OCBbTf\nogVjS8jp6qIOZmAg/FKPO45m8QyuoEMOybT4lvfJQQKO73pX4PjLjfXAA6vfnHT77YMVUyo6O0nj\noaqB1U7s0EOBN72ptjpVP4hikWZkbW2BcKt2fHGDBEcAtUGU99lSnRZtnX8c5yQrluI6VYVXVJrU\nPjn8n+t21arg+s47h2f4+kye0dkZ+FioaUslchS3cd2wwawZVIVwbkdqW4p6FtNxVJ2aOl81IKZS\nZkXdJm0LQ0NhXwsduhO9lOn2t2JNkBpC49prASmDXbhVIUc3G+jvzWZeTjJ46+3Y1q7vvbfiXH7z\n5mSCyOtfH+y1lwS2ARYgPyjWdqnhMlTnYBNKpWBHex3sC2iqJ/0/90Pq+7E5MgtBGtUkjsdAsNBE\nCOp399wzLOzrQQH1hTv6EvJCgYRTFV1dgQ+UKrDaQgToYMdnNc1tt9FzWuC+T46KD36QKiFurxeu\nnCSxA7Y2zJhBAs2LLwYNXF0NlRbvfjf52pgiRnd1kVQ/MECe9KoavpadnHmGcP31QX4nnkiDqxDk\nGMtBxOJm3wx1OwwTdt2VzEfqTKhYpB2Lk2DNGuBLXyIT15VX0iqmKHDnlqTjTqNBiMpDH9ykDA+U\nLLy0t4dX4EgZ3g6ChRJVkwOYTUEqRkbCQcj4uXhvKeZz0kmUjh3fVTz7LLB4cViQLBTIvMWCfJww\nonNUNZVS2jXESTWUv/xlYOY0pdf3eWPBLin4O1PvUZ+Z3w2/P70O9SW8vKmtycE1Tnix1Yd+Xq/z\nqPz0c1On0qIHdXf6KG0dD7qmTTwPOYS+aTZvl0rUj3F92bYcMgVXZey1F1keIgbqivzU36xhUWN2\nAfT/d78L3k8c1q4NJoMquD9Vl5PvuGNlOjU9hw+x+Ylx27r00kqBnWHzfVN9eYBK/zANY0uTA9BH\n1qQtGMaETw5AJpmoTiANOjrog1DNGipe9zrycWEtHGuR0vDVwZ3JDTcEGgPd8ZlnNnEzh6SYNo32\nBVMHslKJglvF+c0AlG7ZMlo5lMT0kJRvjCCU2CdH9c9SNTN60EV1wFfNkVu2BAKf2qkBlRo3E2R5\n3zWTJkcXZtatM29f0tdHq4AuvxzQtSy8ISM/a5QqXu9Q1brhZ4OhbtVne+IJ4mnyBeOtVWzvTX0P\n/Pv550nIjsOf/0zfhV7XZe453qSXyzY5KKtCDmt69CXpTz8dBGJV8o/V7NhgMH2NxnKJ0w6xEGAT\njHSodWsCf1P6f76mo6zpyY0fb15dpeap5mf7xm2aHL0vY9NqEsdjIDAhC1HZ70oZ5FEsBmEk9Gdg\nqJur6lB9ivi96r42tvpXXQ74noGBrUzISYJafT7GOjo7qY6SqDizwuGH08fY15cs4F8UhCB/GJb2\nTe/6+ONpx/Y07YBnrTaoswtGf3+83wwQ+CTddVcys0ZUJ6inywL67J4HdrU+9K0vCoVwnCR14FTN\nHKrQows5pVKwtYDui9HdTT4Kqr+GLkCpz9/TEwSn1OtHNTlF+RvwdRUs3PHvKOGE8fnPk8ZJ38MN\nCEx+ceVzeyyVgO9/H/jc5yhgZxRuvDEQpPWJh1pn3JYLBVoOzLjqKrpffc+8BFrVoJ91Fi1xNmlk\n1C0DbL5BukbMJMjoEXdNaXWBGCBfNt5gVwcLserGwzp4kcTAAAmpcUEP99gjWC1UKoVdJ9RyVb6m\nPsCmtWKfHN0XqViMb0sq9t6b+k19BRw/H2tybFpD3ZHdBlVDJmVgSuTvn/sL0/YOLEyrz7VunRdy\nKlDrrN2CMeGTA1AjHBmxqyPrAZbut2yh4IRlVB0nhwfRgQGzdmDSJBLm0swqC4VIU2h+ypSgY3z0\n0fBHu2pVtEmBB5SkAnjSNjw4GJkusU+O3oHyOd3MoWpz9E6L06p2eF1oUrUBf/sbkMuNOib+f3vn\nHiVVdeX/765uGuhWBFHAB9AyoKICAiHiI1iaaNT4E+MTlRiTjGZmkpiMWb/lL4+Z+ZmZxMckKw81\nmsnLx/JNHPXnGA0KlfExxgdiRHxMHMAXiNo09INuuqrO7499dt99T91bVd1dXVW3PZ+1enU9zr13\n33NPnbPP3vvsE4oXIeLOePPmIAOvq9i4993TEww0US4nUdhKKZlRSo4Ohu7rA9auLaxbLY+Ud11B\nssKl2PN1zyPWFlEsSyF1FZGUsz9PjlZ0tJvnzjs5cFwfFxXjEyd7Xx9nWy5WRj53LUEO/fvwud/F\nPT8p9+c/Rys/wkUXxSefBXgBy9Kl/P2114Zjc9z0EgC75JubWd6JE4tbyLWi7n6uf4NyLxLvKK5e\nV8kfSD64xYu571+4MLrfFYtYnHtIW7aK/YZkH0r5k1VyQPgen3yy8Fixsvb1cV3HKUOKj6aS4y05\nxdljD16NVk1LjhA1yxko8oOXzNbFlDV39lqMYh0j0L8JKnbt4jxDQDBgLVvGGxvGITMUN0mby7vv\nAkuWFFpHojjllMIdgAfD5s0c0+Saw11rkjY5u3EbbpC3HKfv2VVyNm/m93/8Y+G1gcD64gYt6ve6\nfqS8azGS97IfTylLjj7nu+8CU6cW1sfXvhaUyWbZwqLlceOR5PUJJ7DFyVW+7703cBHogUBm63pj\n3VLuziiFVd67f/k8b1AquHVrDA/iIkdUOV1erCTuvUfJEyWbS5RSF6XkumklSqGVdZfGRo7z0S46\nY3g16nHHxZ+z2O81zuUk77PZILmlG+BLxBO2888P3rvHl8tZZxVa+MQdKUpOPl98ZXIxV5/Iry2v\nOmddqQUDuRwHLp9xBk+A9EKHGD6aSs7BB4c3DasQIyYmp7Fx8KuphkJEQx10TI7McA89lJcfRyEz\nqg0b+H+pZGrFfnwiqwy6mzcHKeKlc9+yhTuqH/0oPCD84AfA/feXzkt02WXsLtCb0ObzwEknBfeg\n0cnC4mQuJybnueeCPCzujFIrJrpzc8vpwdeN6dAdm2sNMIaXZ+dySOuVGkQcV+MqRnJOuY5GrDhR\nnWIuB1xxBe9GX26enHyet7bQMqtgyP663bo1WPWp703/B4KkcDrnjnx/9dXAjTcG15XvopZVlwqi\nj7q2PTbd0hLkyJJnuHJl4f1pOSZM4DjIKDegW9cisxxfTEZ9XEQ28vTYsYWbLMsArQd5PTjr8xez\nqEj/ITlq4spoGhrizzl7NstbjiL36KOFdXPyyUH+rcWL2QUGcDn5bYplWmLXtCIxQEL9rvRjDQ3B\n1j9RiTL1gotSiraseJb4HrftxrkKczmu43HjePKq9zSL4aOp5OyzT+GmYZ6RQ0sLDxjlLKs1hjuy\nXC7YmyYON+7ARWZQ+TzH4cgKI7nO73/PCsl99wUme4AHcUnYV6xTeuYZ3vpCOgBRHLq7C5de6wF9\noDlUXH75y2hXhNxrVxfn49FuKn0fIoNWDtxBUDplXb9yj7290fsTNTeH3UyulcStR70PW9R/WRlW\nzJKjZ9FyPj2bdPdYAgJLiyidUbICgeVR2o2Wv7c3rEzqupPridJbzGUlSTBdGfW1vvUt3nRyxgwu\nM2dO8J1+vqLUSj4s3c6KDVKukuO2lSiZXFn1MbInn5bPxQ3ALzXwlwhm7T/HfvuVd745c8qzcGiL\npj7n3nvzwA5w8lvJRKzbv9DUxP1MicG/bJqagnxpzc2c3iNqCxwdJlCqPvbYg62bYiUSon4Xmptu\nCr5LpTiregmL9kdTyRkmRkxMTq2IaKiDknfUKHbpdHcXdzsAPPDk81y2VHLIQw9ll1QMmY0bg45l\n585g9qh/hFFupjjrwtlns3Xh8sv5vR7M9HFRnee2bYHrpcigV1ZMzvHHhwdHd0Bqb+fZ/v/8T6Hy\nosu7lhyRXf/XHXZjY6DI5XLI6KR0YhnJ5YIYC30d/V7qRm+yGjXg5fPcdoqtrtL3cdVVfIwolPvu\nG+yvl88Hdevut/PjH4fraMkSXm0lz0t2AXfvSQaWqAFAK1jFlPuenkJXkqqzTFdXIK8M4Np9oa+t\nYzPcJIlRW0ZohVaO1/Xstv8I+XT76m8PccqQ+ztzX5cKLi8V3zRtGu9cLnEqJSZVmc7O+BAAURIf\neCBQBIutjGxoCJ6lWHWAIAuxuP0HOcEp2u/q67n3IPVajgVJLOc6r1Vra9AfHHNMuLz0fdq9pSeW\nMfhEMZ76oVTHMxCmTeOZj3TUUejspqUGNiAcmxCH7sx1QKIQFYsRpzy89Rb/oN04iO7uICmYKDhu\nhyxWkTFjgu9uuYXdkOKKbGsD3nmn9D3Jajs3rkH+ZGDUQc66Dlz3kRuvI6Zwt670967SJAN6by9b\nxdxyWoa1a3kwcvPZRF1H6rKYJee++9iF9/bbYZeAtCF5Lbl4JO5IVpXce29Y3t5ezks1cWKgcLuD\nRD4fxJa59+C2n6jBNp8HHn44vCIpTiHYuZOfx+jRnOLBnWnrthCn5BQbeLSSru/Dfe3KH4V7HakH\nydkk+WH0wCvXL/V7L9cKIlbKUkG+RxxRPEzCGM6RpZXxuKXfEtvkljn33PD5hmrFHShi2SsXWeWW\ny3GqkWOPBe65h8/jJhLs6Ch0T8qClalTYxNoektOBRkxMTm1YvHigizUQ5L3jDPid5IGClO4D5G0\nnoVoS4VryZGBTeMOaNpiEzcrBgJzr3s+13X0ve8Bv/gF7y4v/Mu/IH3DDbwkuBiuUqJfEwWDsnYb\nRdWpVnZchU7Xl76uWmmUdjs9qae99gofq8+ZywWbdWoXXpSrRhSc22+P38tM3HNvvRWUd4Mf7fnT\nP/wh8NhjgatJruta4rLZIG5Hu3O0fNpaV8ztl8+z+1PT3s6WoquuCgdfu23O2L2renoCRS9qyXA2\nyzPuWbOCc2glR+QUN13Uvch9yIDoKrH6PFLWaU/97UF/LuWmTGGrmrhzxar6l78UJs2LI2qlVNS9\nrFrFu3O7u5k7pOfNi88XJshzlg1+45SUWbP4Oc2fX7h/lGsdG0TfNuh+150MlUKexSmncLZ9IDxB\n0mzZElZcgeBaReIpa6LkENH+RLSKiF4mopeI6NJayOGpMw46iIMYq0WUpWWoaKuLdFhRf26Mi1hB\nZNATNxoQDB6u9UOUJfd8+hgpt3IldxC6k+3q4uPcAf2aa8KBzO4WDCKDvBZXVlRQqv6T/Cj6ftxz\n6mfhunl0felraLeFPocoSbt2sdVqxYpoRUhf+/rruXzcrPz11/l+df4fOV6/zmZ5Zdvll/NKK/lM\nriP/Jf7ijjt4pZauR3fAdy16rrtSFM0nngjL/A//wLu9i+Ib5c6LsoLJgOkqKn19bHU6+mj+fvfd\nOfhVVhTq87vXkucq/92VQu5zEdzfqJY5yiIlA6Tcryg5Oqh6qBABP/8513lLy9CTp+r+QeID4xSx\nVIqzOM+eHX++KGVxOBHZJ00qvUpUkLYxaVLhTu9PPx3+bX/xi/zsorI3F1FYa2XJyQK4zBhzKIAj\nAXyFiA4ucUzdU9fxLpYkyKgZdnklpkJnQx4kmY0bgaOOCn6k7qCUy/GPNpcLL+1ubS3c/0gUBz2Q\nAoXKix4oNVox0Tl4mpv5/5tvAmPHItPWxivBfvIT3lZi1y7gwQeB73638Fz6uiJnKhVYcoqVMwb4\n278NKyER1o9Q56iXnZuIGAypG3ELRVk1entZmduwAXjllfCqIUE/n1JLyBsb+dl0dBRacfQy4F27\neK+ttrbCZ6kHeVFUOzs5eFsrdtqq41pAdJCquEvkGejNibNZ3lZF2oC+rqscAMhEucqi2rEM6J//\nPLepXbuAn/0sOH9cG9DXLZZJWT/PqHPl89wedFxQe3thwK58L8qarGLs7a1MRndjWMErw81eVl+2\naxcH5cq5iyljCxaU7rcGackZVL87dixblqQ9DkTJ0cgEo62N9ywDgolf1ORD+qEYaqLkGGO2GGPW\n2tedAF4BUCR4wuMZBsQXvHMnm0srwcyZwY9227ZCi4fMJK++OjjGnZFqhcEZ6PstPq5LTH78mzbx\nyopVq4JjZGCV8zz5JHDBBdyZ9vWxG+Peezn53pNPcnmdYKvY0uCGhkDJcXemdv927eK9o2SPnigF\nTgYNIGwFcBUiY4LAYzfbsGsJ6epiK4OsmJGB2o0xcgfNKCQouK+Pz6vz02jXi36WotDK56L0yLH5\nPF/bTVSoEwNKfUm9yCow+U6OFfedcPzx7FqT46SsPp9W6lwFVruhtILoxopohUyXj0I+l0R2+v60\nsh6l5OgJxBFHsDVp61bep+6KK4LnJ+VaW4M4mF27uO319pYOKi5HMRDZe3sLN6scDG4/MHdueXGA\nxTCmuMu+kqRSHO8XZX2NQz8rIZcLUhJIW5V2QcTPVJB2W4eWnH6IqBXA4QD+VFtJhk5dx7tYkiCj\nZljlbWriwaWnJ1ieOQT6ZV2wIOxC0rEX8sN1V6K4s1yxEOj4i/32Cw/oetATV8GXv8zBynffXThr\n1q9zOWDMGKTHjAkGfz34afl0fI+cRwaTUaN4Q0np7LVCI9cSeXt7ga9+NRy7o90OJ57IvvX33gvk\nUB1/KM+IKA/jxhUuIY9y69x9d/hzPWDrcpJrJK6D/vSnWSHWZURObW7PZpE++OBCxay3N1ByOjuD\n5ymB23I+UVq04ijyy0aw+TwnDzziiPAAqZfh60FflAit3GiMjckRmd2YHLF+RK1E1G3NdW9q2bUS\n6rqr5BzugLVjR9hiJu1h1iwOOG1v56XFa9YEkwhpE0uW8PJruV/5ftmyyMcbopR1RnZBnzQpnJ05\nhpJ9mTwrSfq4YMHQ8pXl8zyROfHEAR865H43SnmJImrz54MO4r4ulwsWRkhqhWXLwtv+SOBxEUtO\nTVdXEdFuAFYA+Lq16BRw0X33oXX8eADA+DFjcPiUKf0PQExq/r1/P6j3774LNDYibRWcip1/zhzg\n1VeR2baNz2/Tlmd27AB27uSNJrNZZK68Eli/Hmk7KIirID1mDNDVhUxHB9DZyce3tSHz2mv83u66\nnbExNenmZuDJJ5G57TZg82akOzuB6dOR2bABaGgIyu/YATz0EN9vXx8y69cDXV18vVyO3SuXXsrn\ny2aReewxPt4ODBkbkJoeM4bl7ejg+7HLrjObNgE9Pf0bEWZmzmT57N4ymbY2Pt4uo81s387nt8nL\nMt3dLI+N3cm8/DK/t+6QjE2WJwNxxnbi6W3bgH32QWbiRK5POxBmOjuB0aORnjIF2LGD77+nB2m7\na3TGxtakbRxYprub62/cOIAo/vnavXYyVjlM21VTme3bgY0bkc7ngdmzkdl7b2CvvZBeuzZcX3bF\nW6ari88n99PezucbPRrYuZPPD/Dzz+WQWb2ak8r96ldBfbW1Bc9jxw4gl0PaKteZlSuBDz8M7mf7\ndm6P4pratAnIZJBevJi/t1s69Mvzzjt8fquIZVatArq7uX6bmsL1c8AByBjD5zvkECCVCup79GiW\n1+Y7Sl93HXDOOcjccAOwZQvLP3kyMqkUsGEDy2sMMlu38vmuvjq4P2OQtopo5u23WVGfORP44AP+\nvqsL6SVLgAkTCp+f1Fc+D4wZU/r3LM8z7vu33+b2Z+Pchtx/WHdM2g7YQz6fnQSkgcqcr9z3VrnJ\ntLQUr7+NG/n3Ju1Rvj/ySGDNGv49/PrXSH/jG/x76ewMne8nTz+NtevWobVElm8y5WhbwwARNQJ4\nEMDvjTE/jSljzD/9U3UFGwIZ9QDqlSTIqBl2eWX2WQH/fEjWW29lt8GOHTwLaWkJZue9vRy4+alP\nAatX8+uNG4MAxmyWZ6BPPcXlGxvZ171uXRALIu6C3l6OiWhuZp94Xx9bQubO5aXV4m6QYL1Uildu\ndHYCS5Ygc9ddSI8fzxaUzk4O/JbZ7jPP8Iz9W9/iPYuamgqtJqNG8Z/ItHNnMAM+5xx22WUywSx1\n4kS2BOgcRlOncu6N1lZejfTtb/O9vP46cOWVXCfd3ch0d7OsuRzLsu++PFN98UU26x9yCLvdOjv5\n+FSK9xlqamL3nQTJdnQEeUaAYJm9xJqkUlzutNOKP/Dbbw+sD3vswXXe2srPfuFCZJqbuT1IOW1q\nf/ddllOy5M6bx3t0yTMSaw/AweKdnVxPRNymxAV2/vks+0svccxRPg986UscbNzRwe3IKiVob+d2\nIjFMp57KS5Y7O3npbkcHMqJEjx3LeUq2bOFnmE6zFe7UU9lSeOKJ4SR8GzZw27jjDp59n34630NX\nF9fvzp1BG5w3j4PAjz6ag96zWa67efO47T7xRBCbIllt29p4y4HVqzmGbMkSZPJ5rt+1a9mSmctx\n+z3hhOjndcstwXYMZ55Z/NnedhtbgIpZQW6+mX9LqRTwmc8UPx/K6MtuvTVIpXDBBSXPV5L2dm47\nUYG6JRhSv/vQQ9z29HL2OF54gZd+S34p4bnn2PW+227sRt+6lS2op54aXW7+fNCtt8IYU2B+q6Ul\n5zcA1scpOB5PVahE8GEUF1zA577zznDA6fz5PKCvXs0drmQt1Sb7bJaX/Mox2SwPIjooNZtlJUp2\n4JVBRL5vawvHl0j8g8RO5PO8u7S4N8RtoJWP3l5WMiTtusg5aRIrK62tnHtFzp3NskLS0sKd0qhR\nYdeQMTxgAkHHO2oUB2vLEtBUijMs24GsX3bXFbJ0KQ/cL7/M5z/0UP5eu2bE3QJwmalTudNsb+ft\nGN5/n4Ny29o4kaEcX07ApDwrmUFqhSifD7cr7ao56ihWPt9+m5WIadMCN5fdiBS7dvFg19rK+0L9\n7nfhe+/oCNpLKsV1t2gRsH49f/bhhzxgbtsWtAFxMXZ3c0JLUWSBsGtR6k9craNG8TErVwJ//ddc\np/PmFe4x19gYrJ4T+XVc0qRJXO/igrjkkrD7Sepr8uTg3mRlnGQvT6U42+5773G9SXCsBD5ns9GZ\nePXzEkW7FOVM/o87jl1klepDyo1jKRfrAak6A7kPcTe5SDuUxINxecxkQ9m4fEKokZJDREcDuADA\nS0T0AgAD4NvGmIdrIU+lSIKFJAkyapIkb0hWNwg1l2PLhlg9+vp45YBWHmTQzGZ5gGpoYN/0li3h\nOA2xOJx8Mlt7pLPXQZtdXWElRwZeYziwN5UCtm/vd3X0y9DZyYNmUxO/XrkyHJQ6Y0agfMhnel+g\nuXPDfnZ3N2ddbt68wgEin2elo7ublRCRbflypFesCGIzpFM76KBwjgwdl5NKcblJkzi+Yc4ctk6J\nzJMn8x/AlgDd2Rbb1FXLGqUQ2fP3twc31kSU15kzC8+XywUKMhCu2/Z2ViBtPBV6esL1ZwxbMp59\nlu9TVmDlckF2XGPYuvXaa0G7keR/xiAtWWaff55zzYhiQhTkm5k/P7ouRIGVIGyt3J58MnDXXfxZ\nVxdbXxoaAsVKrxKSAU728pKBTJ6LXT3WX79TpnB9LFhQPMhWK1WVYLfduG2WuTKzZF9WI69KFEPq\ndwdyH9Ons1Uz6hzy25ffS5SS8+GHhekzHGqi5BhjngQQr3p5PCMFWZ6uZxsyAIi7RAdWyhLmVIo/\nW7KE3TGvvBK9f5Nerrl9Ow+CQPQKEuk4urq4g9ZLsnXwc18fu2tEJn28VnAAdjlMnsznu+WWwmRn\nEyYAF17I1ot33uGl61IHUTPgzZt50NLBo8YE2YLdmX9jYziLrLt8uaGBy8j+SwccEKzecusGYHN4\nc3N5A5cx7Nb5+MfDnx98cDgxnLbSASxv1MxT7st1L4jS0NPDSvK8eXw/brmLLmLlxsY+9StIen8g\nkWHHDlYis1lWXsRNMnMmn/f99wMlUery4osDV5eLvsYNN3Ad67xA+tq5HFujZKXaaaeFrQ6y9UFz\nMytOxxwTdo25jBsHfPaz8d9rKqnkjB8fuJgrgchWKuC53hlI/Y4fzwqwi0y6Nm1iV+mJJ3K/5TJ6\ndGBBjMFv61BBkhDvkgQZNUmSN1LWs89m8/pTT4Vn5z09rGSIqf3cc3lwue02/lHvv3+gBM2ZwwPX\nkUfybLihIRiEZbY+fz7w6qtBXEJ7O19n9mye3W7ezK6dc87h665aBXR2IpNKceCm3uBTrCBiOWpo\n4JiXqD1rZs0KXi9fHu3/T6XY4jJ1KitEqVQ4l4tGYpbE2jVxYn/ekMzEibzCatKk+IFAr0Zz3UYA\nx1lExWxMn87/S2W51YhS4t6Lzdrd3x6MYUvDSSfx942NhVYckT3qvo46ihWjVIqf/5gx8XEWEgej\nB8uWFl5K3tfH8VEi+65drHg++ywrOhddFMh83HGBTH19/Ez0JqEu0g6XLmVXpV5B6AaFiqtMlGzJ\n7issXRqcM5uN3e9pwH3DJz8ZbIRbCcQyWqZ7s2x568CiM6R+dwB1EssbbwQrHbu62C0el6CzRH15\nJcfjGU6am3kAdS0Dixax8rB2bbDHFMBKwP778yAmVpFUKhh0DjiAB31ZWrpwIZdvbeWU9X19rOS0\ntPAsZ9EiLrfvvqxoSJCyKBELF3KMxqJFQbzE44/zTP/73w86rJaW0svsSwU4NjcHsTNxyMw/l2Mz\n9p57srUIAA48MJwjIwpxfTQ0cL2UG5cg9TsQJkwoTyk67TSum1L1FzWjBcKKZG9vccuBKC/ipmpq\n4u1NhLPPDspls5z08Y034mfDsgN8KVfP7rvzNd9/n4OJxT370EOFM3Cx8OyzT/SGt1oxjdvQcjBM\nnVp+tuNcrvy0EkMd0IULL+TA7TpQcobMUO9h9Ghue+LebGiIVrAnTIjfgsXilZwKkgSLQxJk1CRJ\n3lhZU6nCjUJlJv/cc0EeDyCY7cfhuovGjg0G/sMP51ToRME+MFoG3WnPnw80NSEt1hlZJfVXf8VK\n2T33sOUHCDb7rAZ2OTkAVrSU4lRWWyDiXDblBJcOlRKrr/rldS0VcbjBvFEcc0zxnCx0nzW4AAAP\nLElEQVQzZnCQugSSxy2tbW3lmJxNm0KB75F1LO6qYhtQjh7Nz0qsPUSs1E6ZwnET+jwyAO69d/EN\ndEswqL6hXHfVeeeVtyppAO6vkvIO1yKIQTDkfneoit+BB7JrW9zW2Ww4P44g+x1KwssIvJLj8dQS\nCa6sBDNmsFusnAynxTK0NjbyQLV9ezCTrlTcQSnOO49XpPX1sQulnIFfc+GFwyNXvRDlMtRMncqx\nOTfdxO/jBpvJk1kJsbl7YstJYPqcOaz8xpUTpUoGfFHsJJAZYAV9xw52q2rrUrUpRykpd5uX0aMH\n5uIsh0pZhmrFJz4RuCIHiywUWLGC37e3F2zeDKAsxbB+VMcRQBL2hUqCjJokyTsoWffbrzIp4YXl\ny4tv2ucQK7MEIEssRrVmmakUx6AsWxbeKqGYrHVKTeVNp9ndWWxA37mTFcnZs7k8ImQ+6CDOebNw\nIQ/mcUqnxOQYw/E/ssGkZv/9eTZeIQVnUPUrQeyV4qyzOFauDMqSd/x4dv3VmCG13QkTigeKl0sq\nFVgZiQY+4bF4S47HU0tct1K9IB2LDFwV2MC0bPTS62q4nUYira0cUFxMyZEYh2JbB6RS5cU1SZDz\npEmVjaOpNEuXVtYqWWnl/+STk2/JqRQVqtuaZTwuh6RlPPZ4RhRvvslBqXPn8uysjmIGPGXwl7+w\ny3Hhwujvb72VY7rOOmvo1+ro4HiwCRPYOlmtTSE9I5ubbw6sW8cfH19u0ybQTTeh3jIeezyeemba\ntHC+F0+yiFqmrvnc5yp3LcnJo3MYeTxDxRheSKATfg4Q3xorSBJiBpIgoyZJ8iZJViFJMidJViB5\n8gJDkNkNPK4CSavfJMlbN7Kec86QFBzAKzkej8fjGSp66w+Pp1KUs71KCXxMjsfj8XiGRk8P8Mgj\nvHLpYx8L9gTzeKpBkZgcb8nxeDwez9Dp6Ai2lfB46gSv5FSQuvFjFiEJMmqSJG+SZBWSJHOSZAWS\nJy8wBJmbmjivkWwwWwWSVr9JkjdJspbCKzkej8fjGRqpFLup+voqkwjO46kQPibH4/F4PB5PcvEx\nOR6Px+PxeD5qeCWngiTBj5kEGTVJkjdJsgpJkjlJsgLJkxdIlsxJkhVIlrxJkrUUXsnxeDwej8cz\nIvExOR6Px+PxeJKLj8nxeDwej8fzUcMrORUkCX7MJMioSZK8SZJVSJLMSZIVSJ68QLJkTpKsQLLk\nTZKspaiZkkNEJxHRq0T0OhFdXis5KsnaLVtqLUJJkiCjJknyJklWIUkyJ0lWIHnyAsmSOUmyAsmS\nN0mylqImSg4RpQBcB+DTAA4FcB4RHVwLWSpJe09PrUUoSRJk1CRJ3iTJKiRJ5iTJCiRPXiBZMidJ\nViBZ8iZJ1lLUypLzcQD/bYzZZIzpA3AngKXlHlyuKc2X8+U+iuUGWraS5/PlfDlfrj6v/VErJzQO\nqHTl2A/AW+r922DFp5APPij4KLN+PdK77VbyItUut3HLFuCDD+pWPpEx091dt/K55aRO61U+jStr\nreQbSNli9TucMo70tgCE5a1H+aLKlWoPtZZPEyVrPcnnkoTxQcpt3LGjZL9QV/eRy8WWr8kSciI6\nE8CnjTGX2PfLAXzcGHOpU65+17d7PB6Px+OpG6KWkNfKkvMOgGnq/f72sxBRAns8Ho/H4/GUQ61i\ncp4FMJOIphNRE4BlAB6okSwej8fj8XhGIDWx5BhjckT0VQB/ACtavzbGvFILWTwej8fj8YxM6npb\nB4/H4/F4PJ7BUhcZj4moo9YylAMR5YhoDRG9YP9PK1L2WCL6f1WWL09Et6j3DUT0PhHVvSuQiE63\n8h9Ya1miSHjdJuL3pSklMxGtJqIF1ZInRoa6brNRENF3iGgdEb1o+7BFtZapGES0HxHdZ5PG/jcR\n/ZiIYj0QRPR1IhpTTRntdfNE9K/q/TeJ6B+rLUc5qHFsnR3LLiOiERv/WhdKDoCkmJO6jDELjDHz\n7f83S5Sv9n11ATiMiEbb9ycgvFS/JETUUHGpymMZgAcBnDeQg2xiyWow5LqtIUn5fWmSIPOg2myt\nIKLFAE4BcLgxZh6AT6H+2/C9AO41xhwI4EAAuwP4QZHy3wDQXA3BHHoBnEFEe9bg2gNFxrHDwP3Y\nyQBG7E7Y9aLkgIiaiehRInrOzjJOs59PJ6L1RPRvVvN8WA00VRez4AOiFBFdQ0R/IqK1RHSx+noP\nInrQbl/x8yrJ+BCAz9jX5wG4Q8m6iIieIqLniegJIpplP/88Ed1PRI8BeLRKcvZDRC0AjgDwFfDA\nIZawP0bVHxF1ENEPiegFAIurKOpg6vaPRDRXlXuciOZUUWZ72bBlkYiuJaIL7esNRPR/rewv1oll\noqjMtaZIm42r41OI6BUiepaIflptK69lHwAfGGOyAGCMaTPGbCGiBUSUsbL9nogmW5lXE9FP7Gz/\nz9W2+hDR8QB2GmNusfIaAH8P4AtENNb2AS/ZfvcrRPQ1APsCWG37smqSBfBvAC5zv7Bj2GNWzpVE\ntD8RjSOijapMMxG9We1JpjHmAwCXAPiqlSN2PCOiy207eIGIiimadUXdKDkAegCcboz5GIDjAfxI\nfTcTwLVW89wO4MwayAcAYylwV/3OfvYlAO3GmCPACQ0vIaLp9rtF4E5wNng12RnDLJ8BZ48+zyqC\ncwH8SX3/CoBjjDELwZr7leq7+QDOMMYcN8wyRrEUwCPGmLcAbCWi+fbzuPprAfBf1qL2VJVkHGzd\n/grAFwDAKj6jjTEvVUlmjUFx68hWK/uNAP53dUQqSSmZa0lcmy2Q17aXG8G5wRYB2DuqXBX4A4Bp\ndtJwPREtIXb9XAvgTCvbbxG2lIw1xswH/w5/U2V5DwXwvP7AGNMBtj5dDE5DMtcYcziA24wx14JT\nkaSNMZ+ssqwGwPUALiCi3Z3vrgXwWyvn7eCxbAeAF4joWFvmVAAPG2Pis9oNE8aYDQBSRLQ3YsYz\nIjoJwP8CsMi2h2uqLedgqSclhwBcRUQvgq0J+xLRJPvdBjUwPA+gtQbyAUC3cleJonUigAutVeFP\nAPYEMMt+94zdusKAZ/3HDLeAxph14Po5D8B/IGx9Gg9gBRG9BODHAA5R3600xmwfbvliOA/A3fb1\nPQDOt6/j6i8HNmNXlUHW7QoAn7EztC8CuKla8g6Qf7f/nwcwvVhBD4D4NhvFwQDeUO7tO4qUHTaM\nMV0AFoBn7u+DlfYvAzgMwErbh30HbA0R7rDHPg5gdyIaV1Wh4zkWwC9s3wBjTLv9nBBhca8GxphO\nADcD+Lrz1ZEInvmtAI62r+8GcK59vQzAXcMtYxnEjWefAitqvUCovuueWiUDdCEAywFMBDDfGJMn\nog0AJICsV5XNqc/rAQLwNWPMytCHrKG7s7Vqzd4eAPCvANIA9lKf/zOAVcaYM6y1abX6rqtKsoUg\noglgy91hxBmuG8D19B8RxaX+dkrnVgMGVLfGmJ1EtBLA6QDOBrCwuuL2kwXXreD+huQ3lkP99Aul\nZK4JRdrsfYiXty4CO+3v5j8B/KdVyL8CYJ0x5ui4Q9RrQnUtUOsBnKU/sFaSaQA2VFGOgfBTAGvA\nFjEhrs4eAPB9254WAFg1zLJFQkQzAOSMMe8TUdx4dlItZKsE9WTJGQc2meeJ6DiEZ5N10UEgWo5H\nAPydNfuCiGYR0Vj73RHW1JcCa+xPVEm+3wC4whjzsvP9HggyS39hmGUpl7MB3GKMOcAYM8MYMx3c\ngX0CwCKn/h63x9SiPQylbn8N4Gdgy1QtrGUGwCYAhxDRKCIaD6Da5vyBUs8yx7XZBgCzI+R9DcAB\nFKzGPLfwlMMPER1IRDPVR4eDFYm9iYOSQUSNRKQtvOfaz48BuzGqtlLPGPMYOERguZWhARzG8Ftw\nv/s3EsNiFQUA2AEeS6oNAYAxZhvYQvMl9d1TCILTl8P2Y9ay9hxYMXqwihO3/v7TuqhuALvUgOjx\nrBnASthYKPv5BCSEmis5tpH2ALgNPKi9CG4IOjlgvfjlo+T4FbijWGNnRjcimAk/A+A6AC+DzdX/\nHnF8xeUzxrxjjLku4vtrwC7B51EHz95yLgJXiXAv2Hz7LML1d5/9vhbtYdB1a4xZA+58fxtx3LBi\nf1+9xph3wJ3vOrCbYo0WsdpyFSMBMke12d/Zz+8Gt9d+eY0xPQD+DsAjRPQsuC3UQtndDcDNxAs4\n1oJj3f4RbC252n72Ati9IvQQ0RoAPwe7W6vNZwGcQ0SvA3gVwE4A3wZPHN4E8GfrWhEl4pcAHq5B\n4LFujz8CeyXks0vBCsJaABcg7M66y352ZzWEtIyxsaXrwHFaDxtjvme/ixrPGowxj4AtT8/Z9vDN\nKso7JGqeDJCI5oF9q9VcJeOpc6y775vGmNNqLctQIaJ9wa6sg2tw7cT9vpIocymIqMXO3EFE1wN4\n3Rjz0xqLVRQiWg3+Da4pWdjjqVNqOpsnoi+DLTjfqaUcHs9wQUSfA/Bf4Nlnta+duN9XEmUuk4vt\nqsyXwe6UX9RaoDKoKwufxzMYam7J8Xg8Ho/H4xkOqmrJIU6CtIqIXiZO4nSp/XwCEf2BiF4jokeI\naA/7+Z62fAcR/cw512qb70G2WNgr6poej8fj8Xg+mlTVkkNEUwBMMcasJaLdwDk5loJXo3xojLmG\niC4HMMEY839sVPfh4DwOhxljLlXnWg3gMmPMC1W7AY/H4/F4PImhqpYcY8wWY8xa+7oTvIJqf7Ci\nc7MtdjM4pwiMMd02o21vxOmA+lkh5PF4PB6Pp86omZJARK1gK83TACYbY94DWBECMCn+yBA3WVfV\nd4dFSI/H4/F4PImlJkqOdVWtAPB1a9EZTGbg840xc8BJ4z4hCaM8Ho/H4/F4gBooOTaT4goAtxpj\n7rcfv0fBzrdTAGwtdR5jzGb7vwu86dnHh0dij8fj8Xg8SaQWlpzfAFjvJMJ6AMBF9vXnAdzvHoRw\nKuoGIppoX48C7+C6blik9Xg8Ho/Hk0iqvbrqaPDmcC+BXVIGnCTtGXA69Kng/WrOkV1O7UaduwNo\nAtAO3iX1TXueRvB+MY+CV1r5pD8ej8fj8XgA+GSAHo/H4/F4Rih+CbbH4/F4PJ4RiVdyPB6Px+Px\njEi8kuPxeDwej2dE4pUcj8fj8Xg8IxKv5Hg8Ho/H4xmReCXH4/F4PB7PiMQrOR6Px+PxeEYkXsnx\neDwej8czIvn/DGkaVe5NFzgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tech = \"Gas\"\n", "\n", "fig,ax = plt.subplots(1,1)\n", "\n", "fig.set_size_inches(8,4)\n", "\n", "ax.set_ylabel(tech + \" [GW]\")\n", "\n", "df[tech].plot(grid=True,ax=ax,kind='area',alpha=0.5,color=\"r\")\n", "\n", "fig.tight_layout()\n", "\n", "fig.savefig(tech + \"-2015.pdf\",transparent=True)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAEbCAYAAAA4Z5XNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8XGd1//HPkWQtli3Ju+JVdkzIgo3JBkkoEYSWhIaE\nQmlL2rTJr4S2/Fh+hUIJpU2XF7SEkkIhUEhD3NBCaBMIS8nGMoQshCSOnYUsxIljx3a827IlS5as\n8/vjmZsZK9o80ug+c/V9v1735bkzVzNHOol1/DznPo+5OyIiIiJZU5V2ACIiIiLloCJHREREMklF\njoiIiGSSihwRERHJJBU5IiIikkkqckRERCSTylrkmNm1ZrbNzB4e8Pz7zOxxM3vEzP6pnDGIiIjI\n5FRT5ve/Dvg8cH3yhJm1A28BVrh7n5nNLnMMIiIiMgmVdSTH3e8C9gx4+s+Af3L3vvw1O8sZg4iI\niExOafTkHAe8zsx+bmY/MbNTU4hBREREMq7c01VDfeYMd3+NmZ0G/DewLIU4REREJMPSKHI2Ad8C\ncPf7zazfzGa5+66BF5qZNtYSERGZ5NzdSvm6iZiusvyRuBl4A4CZHQdMGazASbi7jgiPK664IvUY\ndCg3lXYoN/Eeyk28x1iUdSTHzL4OtAOzzGwjcAXwVeA6M3sE6AH+sJwxSHls2LAh7RBkCMpNvJSb\neCk32VTWIsfdLxripYvL+bkiIiIiWvFYSnLJJZekHYIMQbmJl3ITL+Umm2ys813lZGYec3wiIiJS\nXmaGR9x4LBmUy+XSDkGGoNzES7mJl3KTTSpyREREJJM0XSUiIiLR0nSViIiIyAAqcqQkmr+Ol3IT\nL+UmXspNNqnIERERkUxST46IiIhESz05IiIiIgOoyJGSaP46XspNvJSbeCk32aQiR0RERDJJPTki\nIiISLfXkiIiIiAygIkdKovnreCk38VJu4qXcZJOKHBEREckk9eSIiIhItNSTIyIiIjKAihwpieav\n46XcxEu5iZdyk00qckRERCST1JMjIiIi0Yq2J8fMrjWzbWb28CCvfcjM+s1sZjljEBERkcmp3NNV\n1wFvGvikmS0Efh14rsyfL2Wi+et4KTfxUm7ipdxkU1mLHHe/C9gzyEv/Any4nJ8tIiIik1vZe3LM\nbAnwPXdfmT+/AGh39w+a2bPAKe6+e4ivVU+OiIjIJDaWnpya8Q5mOGbWAHyMMFX14tPDfc0ll1xC\nW1sbAC0tLaxatYr29nagMLyoc53rXOc617nOs3Gey+VYvXo1wIu//0s1oSM5ZvYK4IdAF6G4WQhs\nBk539+2DfK1GciKVy+Ve/I9T4qLcxEu5iZdyE6/YR3Isf+DujwKtL74QpqtOdvfB+nZERERESlbW\nkRwz+zrQDswCtgFXuPt1Ra8/A5w6bE9Ofz9YSQWciIiIVLixjOTEvxjgrl0wU0vpiIiITEbRLgY4\nLrZsSTsCGUTSJCbxUW7ipdzES7nJpviLnJ6etCMQERGRChT/dNW998JrXpN2KCIiIpKCbE9X9fam\nHYGIiIhUoPiLnO7utCOQQWj+Ol7KTbyUm3gpN9kUf5Gze9C7y0VERESGFX9PztVXw3vek3YoIiIi\nkoJs9+QcOJB2BCIiIlKBVORISTR/HS/lJl7KTbyUm2yKv8jZujXtCERERKQCxd+Tc/HFcP31aYci\nIiIiKch2T87Bg2lHICIiIhUo/iKnry/tCGQQmr+Ol3ITL+UmXspNNsVf5GjFYxERESlB/D05v/Eb\ncNttaYciIiIiKch2T05Pj0ZzRERE5KjFX+T090NHR9pRyACav46XchMv5SZeyk02xV/kHD4Ma9ak\nHYWIiIhUmPh7clasgLe+Ff7+79MOR0RERCZYtntyenth5860oxAREZEKU9Yix8yuNbNtZvZw0XNX\nmtnjZrbWzG4ys6Zh36S/H/btK2eYUgLNX8dLuYmXchMv5Sabyj2Scx3wpgHP3Q6c5O6rgF8Blw/7\nDn19sHdveaITERGRzCp7T46ZLQG+5+4rB3ntrcDb3f3iIb7Wva0NFi+GH/wAGhvLGquIiIjEpZJ7\ncv4PcMuwV9TXhzusnnlmYiISERGRTEityDGzvwJ63f3rw17Y1ASHDsFTT01MYDIqmr+Ol3ITL+Um\nXspNNtWk8aFmdgnwZuANI117ycaNtLnDNdfQsmkTq1ator29HSj8R6lznev8pX9JxxKPzgvna9eu\njSoenRfO165dG1U8k/k8l8uxevVqANra2hiLiejJaSP05KzIn58LfAZ4nbvvGuFr3c8/HzZsgLe9\nDf7u78oaq4iIiMQl2p4cM/s6cA9wnJltNLNLgc8D04A7zGyNmX1x2Deprwd32L27nKGKiIhIxpS1\nyHH3i9x9vrvXuftid7/O3V/m7kvc/eT88Z5h32TWLDh4EB59FDo7yxmuHIVkaFHio9zES7mJl3KT\nTWUtcsZFa2sYzTl4EL73vbSjERERkQoR/95VV1wBDz4Izz4LJ54I//3faYclIiIiEyTanpxxs3x5\nmKrauhU2b047GhEREakAlVHkNDfDtGlhvZx77kk7GkHz1zFTbuKl3MRLucmmyihyAObNg64u+PnP\n045EREREKkBl9OQAvPAC3HEHLFsGN90UVkIWERGRTMt+Tw6Eu6waG2HfvrBZp4iIiMgwKqfIAVi4\nMDQgq8hJneav46XcxEu5iZdyk02VVeQsXgw9PfDcc/D882lHIyIiIhGrnJ4cgP7+0I9TWwvnnQef\n/GR6wYmIiEjZTY6eHICqKnjd66CjI9xKvm1b2hGJiIhIpCqryIFwK3ldXejNufPOtKOZtDR/HS/l\nJl7KTbyUm2yqvCIHYOnS0JuzZk3akYiIiEikKqsnJ7F+Pdx/P5x5Jnz1qxMfmIiIiEyIydOTk2hu\nhsOHYc+etCMRERGRSFVmkdPSAu6wY4e2eUiJ5q/jpdzES7mJl3KTTZVZ5NTUhBWQOzrgM59JOxoR\nERGJUGX25ADs2gXf/z4sWABf+hKsWDGxwYmIiEjZTb6eHIBZs8JozsGD2uZBREREXqJyixwIO5J3\ndITdyXt60o5mUtH8dbyUm3gpN/FSbrKprEWOmV1rZtvM7OGi52aY2e1m9qSZ3WZmzSV/wLHHglkY\nzXnqqXGJWURERLKh3CM51wFvGvDcR4EfuvvLgR8Dl5f87lVV4U6rQ4fg5ptLj1KOWnt7e9ohyBCU\nm3gpN/FSbrKprEWOu98FDFzM5kLgP/KP/wN465g+ZPFi2L8f7r47rJ0jIiIiQjo9OXPdfRuAu78A\nzB3Tu51wQlgzZ98++PznxyM+GQXNX8dLuYmXchMv5SabYmg8Hts97NXV8KpXwfbtYcpqy5ZxCktE\nREQqWU0Kn7nNzOa5+zYzawW2D3fxJTffTFtLCwAt9fWsam2lva0NgNyGDQC0H388PPssuS1b4JOf\npP0LXwiv5yvzZK5V5+N33t7eHlU8Otd5pZwnYolH5+E8eS6WeCbzeS6XY/Xq1QC05X/fl6rsiwGa\nWRvwPXdfkT//FLDb3T9lZn8JzHD3jw7xtUMvBjjQ00/DfffB8uXwne9Abe24xC8iIiLpiXYxQDP7\nOnAPcJyZbTSzS4F/An7dzJ4Ezsmfj92yZWG7h7174dZbx+UtZWgD/1Uq8VBu4qXcxEu5yaayTle5\n+0VDvPTGcf+wqqpwp9XmzfC1r8H554fnREREZFKq3L2rBtPZCd/+NsyZA+9+N1x6afmCExERkbKL\ndrpqwjU2woknwp498I1v6E4rERGRSSxbRQ7AK18Zpql27YJ//Me0o8kszV/HS7mJl3ITL+Umm7JX\n5FRXw2mnhcUB166FRx5JOyIRERFJwbA9OWbWMdLXA1vd/bhxjarw+UfXk1PslluguztMX331q9DQ\nML7BiYiISNmVsydnvbs3DXNMBzpL+eCyO+ss6OoK6+dcfnnY+kFEREQmjZGKnLeP4j1Gc83Ea2qC\n178+9OY88AA89ljaEWWK5q/jpdzES7mJl3KTTSMVOReY2elmNuR6Ou7+zDjHNH7mz4eFC+HAAfjy\nl9OORkRERCbQSD05/wycCRwPPALcTVjB+B5331324MbSk5PYsSP05yxYAJ/4BLzudeMTnIiIiJRd\n2Xpy3P0v3P1MoBW4HNgNXAo8ama/LOUDJ9ycOTBjRtju4WtfSzsaERERmSCjvYW8AWgCmvPHFuC+\ncgU17s44I6yG/NRTYRNPGTPNX8dLuYmXchMv5Sabhi1yzOwrZnY38E3gDMJU1Tvc/VR3r5w9E2bP\nDtNVu3bBxz8OGzakHZGIiIiU2Ug9ObcCs4FHCQXOvcCjPkEbXo1LT06iqwu++12oq4NTT4Vrrx2f\n9xUREZGyKWdPzrnAacA/55/6EHC/md1uZn9XygemZupUOPfccKfVU0/BT36SdkQiIiJSRiP25Hjw\nKPAD4BbCHVbHAh8oc2zjr6Ul3Fa+Zw988pPQ25t2RBVL89fxUm7ipdzES7nJppF6ct5vZjeY2Ubg\np8D5wBPA24CZExDf+DvzzDCas38/XHVV2tGIiIhImYzUk3MV+bVx3H3rhEVV+Pzx68kp9vjjYRXk\nBQvgiivgnHPG/zNERERkzMbSkzPkSsYA7v7BAR+0AKjOn25x975SPjR1J5wAGzfC9u3w6U+HXcub\nmtKOSkRERMbRSNNVl5vZ3xQ9dS/wv8DtwIfLGVjZvfGN0N8PO3fClVemHU3F0fx1vJSbeCk38VJu\nsmmkxuN3AJ8pOt/l7iuAk4DfLFtUE6G6OiwSuGcP3HknrFmTdkQiIiIyjkbqyVnj7icXnV/i7qvz\njx9091PKGly5enKK/fCHYcuHY4+F1avDFhAiIiIShbKtkwNMM7MpyUlRgVNH2OahZPmpsMfM7GEz\n+y8zqx3L+5Us2bBz0ya4/HLoq8w2IxERETnSSEXOjcCXzWxq8oSZNQL/ln+tJGa2BLgMeJW7ryQ0\nQP9eqe83JrW1cPbZsG8fPPQQfOpTqYRRaTR/HS/lJl7KTbyUm2waqcj5a2A7sNHMHjSzB4ENwLb8\na6XqAA4BjWZWA0wlbPqZjjlzQn/Ozp1w223w7LOphSIiIiLjY9ienBcvMmsAludPn3b3g2P+YLPL\ngKuALuB2d794kGvK35NT7Ac/CNNVr30tfPazUDXaTdpFRESkHMq2To6Znezua/JFzSPDXXM0H2pm\ny4A/B5YA+4Abzewid//6wGsvuflm2lpaAGipr2dVayvtbW0A5PK7iY/b+dy5sGYN7Q88AFdfTW7F\nivB6e3t4PT+cqXOd61znOte5zstznsvlWL16NQBt+d/PpRrp7qp1QDswXAX1I3d/1VF9qNnvAL/u\n7pflzy8GXu3u7x1w3cSO5ACsWwePPgqtrfC3f6vVkIeQy+Ve/I9T4qLcxEu5iZdyE6+yjeQAzcCD\nDF/k7Cjhc58E/trM6oEe4Bzg/hLeZ/ytWAE7dsCuXXD99SpyREREKtSoenLK8sFmHwYuAQ4DDwHv\ncvfeAddM/EgOQFcX/M//wOLF8P73w9vfPvExiIiISFnXySkbd/+0u5/k7ivd/Y8GFjipmjoV5s+H\nbdvgmmtC0SMiIiIVJbUiJ3rJNNWePXDHHenGEqGkSUzio9zES7mJl3KTTSpyhlJVFaarurrgO99J\nOxoRERE5SqNdJ+csYK27d5rZHwAnA59z9+fKGlxaPTmJjg64+eYwdXXllXDmmenFIiIiMglNRE/O\nl4AuM3sl8CFgPXB9KR9YUZqaYNGiUOx84QvQ3592RCIiIjJKoy1y+jwM+VwIfMHdrwamly+siLz6\n1WHKasMG+OhHobs77YiioPnreCk38VJu4qXcZNNoi5z9ZnY58AfA/5pZFTBlhK/JhqlT4fTT4YUX\n4Kc/hYsuCgWPiIiIRG20PTmtwEXA/e7+MzNbDLS7e1mnrFLvySm2fj384hdQXx96dG64AZqb045K\nREQk08bSk5PaYoCjEVWRA7B/f2hEbmmBpUvha1+Dhoa0oxIREcmssjcem9lrzOx+MztgZofM7LCZ\n7SvlAyva9OnwhjfA3r2waRN85StpR5QazV/HS7mJl3ITL+Umm0bbk/MF4J3Ar4AG4F3AF8sVVNQW\nLAg9Ort2hVGdu+9OOyIREREZxGh7ch5w91PN7GF3X5l/7qGj3X38qIOLbbqq2G23hRGduXPhQx+C\nCy5IOyIREZHMmYh1crrMrBZYa2ZXmtmfH8XXZtM550Btbdjf6tOfhn/5F62jIyIiEpHRFioX5699\nL9AJLAIm99bcNTVw4YVh64etW+Gb34R3vxt27Eg7sgmh+et4KTfxUm7ipdxk06iKHHd/zt273b3D\n3f/O3T/o7k+XO7joVVWFrR5OOy0UNw8+GNbR+fa3045MRERk0hu2J8fMLgQW5lc4xszuA+bkX/6I\nu99Y1uBi7skZaO9e+PGP4eDBsI7OF78IJ52UdlQiIiIVrZw9OR8Bvlt0XgecBrQDf1bKB2ZWSwv8\n1m+FdXP27IGPfATWrUs7KhERkUlrpCKn1t03FZ3f5e673H0j0FjGuCqTGZx7Lhw+DBs3wt/8TWa3\ngND8dbyUm3gpN/FSbrJppCJnRvGJu7+36HQO8lJTp4bbyQ8fDgXOu94F11yjO69EREQm2Eg9Of8F\n5Nz9mgHP/wlh76p3ljW4SurJGaijA+64I+xaPns2LFsGf/qn8Gu/lnZkIiIiFaNse1eZ2VzgZqAH\nWJN/+hRCb85b3X1bKR866uAqucgBcIc1a+Cxx8IIT0sLnHUWvPe9sGhR2tGJiIhEr2yNx+6+3d3P\nBP4B2JA//t7dzxhrgWNmzWb2P2b2uJk9ZmavHsv7RckMTjkF3vEOmDcPtmyB22+HP/ojuPJK6OtL\nO8KSaf46XspNvJSbeCk32VQzmovc/cfAj8f5sz8H/MDd32FmNcDUcX7/eDQ0hGmq446Du+4KTck3\n3QSPPgqf/SzMnJl2hCIiIpkzqr2rxv1DzZqAh9z92BGuq+zpqqE8+iisXQtNTbBkCVx1FSxdmnZU\nIiIi0ZmIvavG21Jgp5ldZ2ZrzOwrZtaQUiwT7xWvgDe/OSwc+MwzoUfnpz9NOyoREZFMSavIqQFO\nBq5295OBLuCjKcWSjpkz4bzzQl/Ohg3w8Y/Dhz8cmpQrgOav46XcxEu5iZdyk02j6skpg+eBTe7+\nQP78RuAvB7vwkptvpq2lBYCW+npWtbbS3tYGQC6/0F7Fnu/eDStX0r5pE2zeTO5b34Lbb6f9t38b\nPvhBcvffH65vbw/X5/8n1LnOhztPxBKPzgvna9eujSoenRfO165dG1U8k/k8l8uxevVqANryvy9L\nlUpPDoCZ/RS4zN2fMrMrgKnu/pcDrslmT85gdu4MfTpbt8KsWWFtnde/Pmz4uWBB2tGJiIikomzr\n5JSTmb0S+HdgCvAMcKm77xtwzeQpchLr18P994cVkqdPh2nT4HWvC1NZTU1pRyciIjKhKrHxGHdf\n5+6nufsqd3/bwAJn0jr2WPid34FTT4WqKnj+ebjlFrj0UrjnnrSje1EytCjxUW7ipdzES7nJprR6\ncmQ4VVVhTZ3jjoPNm+FnP4Onngo7my9aBBdeGHY8r6tLO1IREZFopTZdNRqTcrpqMAcOwAMPhFGd\n+vowhdXUFLaIuOACeNWr0o5QRESkLCqyJ2c0VOQMcPAgPP546Nvp6YHGxlDsHH88XHYZnH562hGK\niIiMq4rsyZESNDTAySfD298e7rxqbg77Yd17b5jK+sQn4NlnJyQUzV/HS7mJl3ITL+Umm9STU4mq\nqsJt5QsWQGcn3HlnmMq66Sa49dbw/Eknwe//Pixblna0IiIiqdB0VVZs3AiPPAK7d0NNTRj1aWkJ\nu6Cff37YILRGNa2IiFSWsUxX6bdeVixeHI7e3jCq8/jjsGkT7NoVprNmzoTly8OdWWefHUaDRERE\nMky/6bJmypSwo/l558Gb3gStraHQeeIJ+OEPwx5ZF1wAH/sY3Hhj2CC0hNE8zV/HS7mJl3ITL+Um\nmzSSk1VmMHduOM44I2wbkYzubNsWNgW9/fYwrbVwIaxcGXZHP+UUOOaY8PUiIiIVTD05k01/P7zw\nQlhkcNu20MMzZUoodmprwwKDzc1h7Z3ly+GEE8IdXernERGRFKgnR0avqgrmzw8HhB6e554Lhc+u\nXWHE54UXwnNJ0TN9eih4jj8+jPacfnpYo0dERCRiGsmRIx0+HNbe2boV9u4NIz29vWGl5bq6UPjU\n15Nzp/2MM8JeWytXhiJo1qy0oxdCb0F7e3vaYcgglJt4KTfx0kiOjJ/q6rA/1qJFhed27w6Fz44d\nsGdPmObq7Q0jP3V14aiuDtNcCxaEEZ/ly+G000JPkO7kEhGRFGgkR45eXx9s316Y4tq3L2w5AYWi\nJ5nqamwMU2NLlsDLXx4WKTzuuPC6iIjICLR3laSvvz9Mb23bFvp6du+Gjo5we3pdXWhuToqf2tpw\nB9exx4Yen1NPDbe9a8RHREQGUJEjEy63YQPtbW3DX+QeCp0dO8KIz+7dYdSnu7tQ8CR3dU2bVtiq\n4lWvCqM9S5fC1KkT8v1kiXoL4qXcxEu5iZd6ciROZqFPp7k59OgkenrCiM/WrWHUZ9u20POzYUMo\nfm69NYz81NSElZqPOQba2sLIz0knhffSLe0iIjICjeRI+tzhwIHQ57NjRxjx2b8/jPjU1ISCZ8qU\nwlRXQ0MofObMCUey6OGiRaHvp6Eh7e9IRETGiUZypLKZhbV4pk8PozWJw4fDNFdydHSEkZ/e3rBy\nc01NOKqrC4+nTAlTXE1NYRRo4cLQ+Pyyl4Xpr3nzNAokIjJJ6G97KcmoenLGqrq6MEpTrLMzFDud\nnWEEqLMz3N21Z08Y/TErFD7Fo0DV1eFxU1OYQkuan5cvDyNAxxyTieZn9RbES7mJl3KTTakWOWZW\nBTwAPO/uF6QZi1SQxsahV1zu74eurlD47N0bGp337y80PB86VBj9qa0tFEBTpoQFD485JowAzZoV\nmqBf9rLQB9TSkokCSERkMkm1J8fM/hw4BWgarMhRT46Mu76+UPTs3x+mwPbsCdNgBw6EAmnKlMFH\ngerrYfbsMKo0f34ogJYsCas9NzWl/V2JiGRWRfbkmNlC4M3AJ4APphWHTDI1NTBjRjgWLz7ytf37\nQ9HT1RUKn/37w2jQjh2hOXrDhsJdX0kBVFcX3mvBAmhtDVNfCxaE9164MBRMIiKSijSnq/4F+DDQ\nnGIMUqIJ6cmZaEnz82C6ukIBtHdvYSRo375w+/vmzfDkk4XCJ2mCrqsL01wLFsCyZUceZVz/R70F\n8VJu4qXcZFMqRY6Z/Sawzd3Xmlk7UNIwlMiEmTo1HAsWHPl8b2+45X3v3nB0dIR+oK6u8FpNDTzx\nBNx5Z5j2qqkJfyaNz/PnhymwZARoyRItgCgiMk7SGsk5C7jAzN4MNADTzex6d//DgRdecvPNtLW0\nANBSX8+q1tYXRxByGzYA6DyF8/a2tqjiSf183rxwPm9e4fWnnoLOTtpramDfPnKbNkF3N+1VVVBd\nTe6hh6C6mvYZM2DKFHKdneG8rQ1aWsgdOgRz59J+4YWwYgW5xx4Ln5f/12Yul9N5BZ4nYolH5+E8\neS6WeCbzeS6XY/Xq1QC0jXHGIPXFAM3sbOBDajyWSaOvr7Dmz/79hf6fgwfDHWDV1YXb3ZO+nylT\nwtTXrFnh7q/588Pt721tYf+vKVPS/q5ERMqiIhuPpbJlsidnoiTbVcyc+dLXiu/+2rcv3AG2d29Y\nDXrLliMXPUzu/KqrK9z2Pm8euYMHaf/N34QTTwx3hFXp1vdYFI8USFyUm2xKvchx958CP007DpEo\nFN/9Vay/P4z4FN/1tW9f6Afq7g4rQCejP93d8LOfhceNjaH4mT079AAtWRKKn+XLh15rSEQkI1Kf\nrhqOpqtERiFpfk5Gfzo6wp1gnZ3h1vfi0Z/aogUQ58wJt7kvWhSanl/xijAFVl+f9nckIvIiTVeJ\nTGZTpoQ9uebNO/L5ZOPTZARo375Q/OzbF+7+2rwZfvnLwm3vdXXhmDMn3Oa+dGkogBYtCis/19Wl\n8/2JiJRIRY6URD058XoxN8Ubnw689f3QodDvk9z+nqwAfegQPP/8kcVPTU1h5/e2tjD6s2xZ2O9r\n0SL1/BwF9X3ES7nJJhU5IpNRbW0oWo455sjnu7vDCs87d4bip7MzjP5s3RqKn3XrCk3PyX5fs2cX\ntrqYNSu858KFoSBS34+IpEg9OSIyss7OcIdX0vuTNED39R1Z9FRVFfb/qq0NDdRNTTBtWiiGFiwI\nBVCy9cXABmsRkQHUkyMi5dXYGHp0li498vnu7lD47NoV+n+6uwu3wB88GEZ/qqtD8ZM0PydTYDU1\nofiZOzf0E82ZEx4vXRp6gObO1VSYiIyJihwpiXpy4jWhuamvD1NV8+e/9LXe3jDi09UVCp6k+Ons\nDM3P3d3huvXrB9/9fdq0MP01Z04ogo45prAQYltbeK3CqO8jXspNNqnIEZHymDIlFCJDFSP9/WH0\nJ5kCO3AgFEDJ/l9QWPsnGfkpXg16xoxQ8CxeHHaAT26HP/ZYrQAtIoB6ckQkRv39hYJn795CAdTd\nHUaGurrCVFZt7UunwWrzG6DOnh1GgJI+oBNPDHeFaQpMpKKoJ0dEsqWqaujb3wEOHy70AiWN0F1d\nYRqsp+fIqa/ihRAbGgprCs2cGYqfY48NI0KtrdoBXiRjVORISdSTE69JkZvq6tCrM2fOS1/r6wvF\nTrL68759YSRox46wDtDGjYWpr6T4SabBGhtD708y7bVgQeGYNm3MYavvI17KTTapyBGRbKmpGboX\n6ODBsAZQR0dhNegDB8LoT09PGEF65pnC9hfFvUDNzYX3TY6FCwsjQ3PmaEsMkcioJ0dEBAqN0Dt3\nhlGfZAqsuzsUQGaDN0Anj2tqQiHU3ByaopubQ+Eze3Zhk9SZM0NB1NCQ9ncrUjHUkyMiMlZVVWHh\nwqam0KBcrL8/THslt8F3dYVG6K6uwkhQb2+h4Ck+kqKoqqrwXENDoSCaOzdMh82bV9grTGsEiYwL\nFTlSkkkxxN/2AAARWklEQVTR91GhlJsyqKoKozPDrdDc11e4FT65A6yzM0yR9fRAVxe5vXtpr6kJ\no0JJATTYMXVqGAVKRn6SneKTlaLVID3u1JOTTSpyRETGQ03NyIXQhg2hSOnuPrIvKFkh+sCB8Gd/\nf7h24DpBydHSEqa/WltDIZQ0Syd3iWnPMBFAPTkiInFxDyNAye7w+/aF82RUqLv7yJ6g4uInGR2a\nPr3QD7RwYSiCZswIzy1aFB5rOkwqhHpyRESywizcrj7ULev9/aEASoqgpC8oWSzx0KHwHk8/fWQh\nVNwjVFcXeo9mzChsnLpkSaEf6JhjVARJJqjIkZKo7yNeyk28xiU3VVVhimrmzMFf7+8vrBSdjAR1\ndYXiJ9lEtb//yJ6gZL+w4kUUm5sL22W0tobiZ/HisG9YU1MopDJEPTnZpCJHRCRLqqpCz05Ly9DX\ndHeHgidZLTo5kiKotzcUO088MXhPUENDKHSam8Of8+aFQqj4mDNHo0GSOvXkiIjIkfr6YM+esHVG\n0hOUNEZ3d4e+oYFTYMU9QcXrBs2aFQqh6dMLO8sn6wgl02Vz52ohRRlSxfXkmNlC4HpgHtAPXOPu\n/5pGLCIiMkBNzdDbZvT3h1vi9+8vrBWU9AZ1dYURoWTdoOLip6rqyLWCBp7X1YVb45OCaPr0cJdY\ncjQ3F+4qS9YzmjVLO87LsNKaruoDPujua81sGvCgmd3u7k+kFI8cJfV9xEu5iVcmclNVFaarRlq1\nOdlDLLk9vqcnjAIlK0gnhVDyJxxZABUXQsm6QgOfTxZWbGwMBdK0aYWiqKmpMHLU2loojmbMGHTU\nSD052ZRKkePuLwAv5B8fMLPHgQWAihwRkSwYbg+xgfr7Q2N0MhpUXAz19obXksIo6Rnq6wuH2UuL\nn+KjeFotea6uLhRC06aFEaPmZti+HR5+OBRB06eHP5PepmR0qUZtrJUm9Z4cM2sDcsAr3P3AgNfU\nkyMiIoPr7z+yKEoKo6QoOnQojCIlI0lDFUYDR4eSP4tHkMzCxq1Tp7509Gj69PC4sbFQNCVTbi0t\nhddra9WMXYKK68lJ5KeqbgQ+MLDASVxy88205e8SaKmvZ1Vr64vDvbkNGwB0rnOd61znk/l82rRw\nXlND+/Llw1+/eDH09JD71a+gp4f2GTPg4EFyW7bAoUO0NzZCby+5nTuhr4/22lo4fJjcgfArqn3a\nNKiqItfdDWa0T58ezru6wnlzczg/cCCc5xdezO3bF85bW6G+nlxHBzQ00L50KTQ0kNu2DaZOpX3l\nSpg6NcTb0BCm0BobyT3ySHj9/POhuppcLhfiyU+xZek8l8uxevVqANrGOL2b2kiOmdUA3wducffP\nDXGNRnIilYnegoxSbuKl3MRrxNwkU2rJaFFxb1F3dxghOnQoHL29hSMZPTp8ONyVNtiUWjKyNNh5\nMqJU3JvU0BBGkKZOLYwmTZsWRpCKHyfrKTU3h56kCh1FqtSRnK8CvxyqwBEREYlGVVVoWB7Lre6H\nD7+0QEqKoaSASgqj5M+urkKRlBRMQ/UgDXxu4DRcfX0oipL1jaZNK6xpNGdOYe2j5Db/Ci2KiqUy\nkmNmZwF3Ao8Anj8+5u63DrhOIzkiIiKJ/v7QY9TVVSiYkgIpKZKSEaXikaWkOCq+bb94XaOBBVFj\nYxj9SXqMmprCqNDs2aEgmjmz0FheW1vWb7niRnLc/W6gOo3PFhERqVhVVYXb5I9Gsr5RV1dhccfk\ncVIwFY8qAaxff2QBVLzmUXGh1NwcjmSUqKUF5s8Pe6EtWADLl4frUqD74aQk6i2Il3ITL+UmXpnP\nTfH6RiPd1t/fX9j2I7l7LblLLZlqO3AgFEPJCFFNzZEjQcXbgTQ0hBGgRYtg2TJ4+cvh9NOH3oR2\nHKnIERERkYKqqsKq0iPp6yusft3TUxgh6ugIf+7dG4qhjRvhscdC0VNXFwqfZcvgFa+A006DV74y\nTI2Ns9TXyRmOenJEREQq3MGDsGtXWHCxoyM87uwsFDv19WHkZ9asML21ZEkY6Xnta6Gqakw9OSpy\nREREZGLt3w9btoRj9+5Q9FRVhSbmZNHFxYvhS1/CZs6srMZjqXyZn7+uYMpNvJSbeCk3E2z69NCb\n8/KXh/O+vrDz/fbtYaRnw4bQBP2Nb4zpY1TkiIiISLpqagrr9UBoSl6/Hu68c0xvq+kqERERiUtn\nJ9x4I8yfj91zT8nTVZW/nKGIiIhkS2NjWHPn8OExvY2KHClJstmdxEe5iZdyEy/lJkK1tWG/rzFQ\nkSMiIiLxqa4ec5GjnhwRERGJz49/DJ2d2Jo16skRERGRDDnhhLCGzhioyJGSaP46XspNvJSbeCk3\nETrmmDFv9aAiR0REROLU2jqmL1dPjoiIiMTpySexG25QT46IiIhkTG3tmL5cRY6URPPX8VJu4qXc\nxEu5ySYVOSIiIpJJKnKkJNqtN17KTbyUm3gpN9mkIkdEREQyKbUix8zONbMnzOwpM/vLtOKQ0mj+\nOl7KTbyUm3gpN9mUSpFjZlXAF4A3AScB7zSz49OIRUqz9oUX0g5BhqDcxEu5iZdyk01pjeScDvzK\n3Z9z917gBuDClGKREuzt7k47BBmCchMv5SZeyk021aT0uQuATUXnzxMKn5fav38i4pGj1dOj3MRK\nuYmXchMv5SZOY8xJWkXO6D35ZNoRyCA2bNqk3ERKuYmXchMv5SabUtnWwcxeA/ytu5+bP/8o4O7+\nqQHXxbvnhIiIiEyIUrd1SKvIqQaeBM4BtgK/AN7p7o9PeDAiIiKSSalMV7n7YTN7L3A7ofn5WhU4\nIiIiMp6i3oVcREREpFRRrHg8moUBzexfzexXZrbWzFZNdIyT1Ui5MbOLzGxd/rjLzFakEedkNNoF\nNc3sNDPrNbO3TWR8k9ko/05rN7OHzOxRM/vJRMc4WY3i77RZZnZL/nfNI2Z2SQphTkpmdq2ZbTOz\nh4e55uhqAXdP9SAUWk8DS4ApwFrg+AHXnAf8b/7xq4Gfpx33ZDhGmZvXAM35x+cqN/Hkpui6HwHf\nB96WdtyT4Rjl/zfNwGPAgvz57LTjngzHKHNzBfCPSV6AXUBN2rFPhgN4LbAKeHiI14+6FohhJGc0\nCwNeCFwP4O73Ac1mNm9iw5yURsyNu//c3fflT39OWANJym+0C2q+D7gR2D6RwU1yo8nNRcBN7r4Z\nwN13TnCMk9VocvMCMD3/eDqwy937JjDGScvd7wL2DHPJUdcCMRQ5gy0MOPAX5cBrNg9yjYy/0eSm\n2LuAW8oakSRGzI2ZzQfe6u5fAkq6/VJKMpr/b44DZprZT8zsfjO7eMKim9xGk5trgJPMbAuwDvjA\nBMUmIzvqWiD+xQClIpjZ64FLCcONEofPAsU9Byp04lEDnAy8AWgE7jWze9396XTDEuByYJ27v97M\njgXuMLOV7n4g7cDk6MVQ5GwGFhedL8w/N/CaRSNcI+NvNLnBzFYCXwHOdffhhhpl/IwmN6cCN5iZ\nEXoLzjOzXnf/7gTFOFmNJjfPAzvdvRvoNrM7gVcS+kWkfEaTm7OATwC4+3ozexY4HnhgQiKU4Rx1\nLRDDdNX9wHIzW2JmtcDvAQP/Ev4u8Ifw4mrJe91928SGOSmNmBszWwzcBFzs7utTiHGyGjE37r4s\nfywl9OW8RwXOhBjN32nfAV5rZtVmNpXQRKm1wspvNLl5HHgjQL7f4zjgmQmNcnIzhh51PupaIPWR\nHB9iYUAz+5Pwsn/F3X9gZm82s6eBTsK0iJTZaHID/DUwE/hifsSg190H32xVxs0oc3PEl0x4kJPU\nKP9Oe8LMbgMeBg4DX3H3X6YY9qQwyv9v/hG4zszWEX7ZfsTdd6cX9eRhZl8H2oFZZraRcKdbLWOo\nBbQYoIiIiGRSDNNVIiIiIuNORY6IiIhkkoocERERySQVOSIiIpJJKnJEREQkk1TkiIiISCapyBFJ\nmZkdNrM1ZvaImX3TzOpTiuMDaX12/vM/nf8ZfGrA82eb2RlF539iZn9Qhs/fYGbrzOzk8X7vUpjZ\nW8zsI/nHF5rZ8UWvXWlmW83sg+lFKBI/rZMjkjIz63D3pvzj/wQecPfPjvJrq9y9f5zieBY4Ja2F\nz8xsLzDDB/ylZGZXAAfc/TNl/vxnCN//mLcmMbNqdz88DmEl73cd8H13v6noub8h/FyuGq/PEcka\njeSIxOVnwHIAM/t9M7svP8rzpfyK0pjZfjP7ZzN7CHiNmZ1qZneb2Voz+7mZNZpZVf5f+/fln78s\n/7Vn53e+/h8ze9zMvpZ//n3AfOAnZvaj/HNfNLNf5EdXrkgCzK84+nh+9+zPmdn38s9PNbNr8zE8\naGZvGewbLBqxWWdm78g/9x1gGvBg8lz++SXAnwL/L/9zOMvMrkhGMPLfy1X5WH5pZqeZ2bfM7Ekz\n+4ei9xn0ZzkwNIqWkzezZ83sU2b2cP57WpZ/fraZ3Zh/v/uSUaZ8XNeb2V3A9QO+57OTn1P+/PNm\n9odFn/O3+Z/ZOjM7Lv/8H+WvOwO4ALgyH//SonhFZBipb+sgIiTFSw1wHnBLfmrid4Ez80vRXw38\nPvCf5Hetdve/MLMpwBPAO9x9jZlNA7qBPybs6/JqC3v03G1mt+c/bxVwIvBC/vkz3f3zZvbnQHvR\nSMbH3H2vmVUBPzKzm4BfAf8GvNbdN1pYhj0Zefkr4Efu/sdm1gz8wsx+6O4HX/xGzd4GrHT3FWY2\nF7jfzO509wvzI1pHTBW5+3Nm9m/A/mTEwszeOODn1+Pup5nZ+wl7Qq0C9gLrzewqYN4wP8uR7HH3\nlWZ2MfA54C35P69y93vMbBFwW/7nCXACcJa7HxrkvYYbNt/u7qeY2Z8BfwG8u/Aj8HvN7LvA99z9\nW6OIWUTyVOSIpK/BzNbkH98JXAv8CXAyoQgwoJ5QlEDY6yj5ZfdyYIu7rwFw9wMAZvYbwIqiUZEm\n4GVAL/ALd9+av24t0Abcw0s3xvu9/AhQDdBK+EVeDax39435a74BXJZ//BvAW8zsw/nzWsKOz08W\nvedr81+Du283sxxwGvB9Sh+ZSDZYfAR4xN2357+39YQdi3+Nl/4sR7vB7w35P78BJNNCbwROKBoN\nmmZhk02A7w5R4Izk2/k/HwR+q4SvF5FBqMgRSV/XwBGM/C/Q/3D3vxrk+oMD+laGmnp5n7vfMeB9\nzwZ6ip46zCB/D5hZG/AhQo9Kh4WekKQpeahixIC3u/uvhnh9qK9JlNogmHw//Rz5vTnhexvuZzkS\nH+RxFfBqd+8tvjBf83QO8T59HNkeMLDBO4l70HyISGnUkyOSvsGKhh8Bv21mcwDMbEZ+amTg9U8C\nrWZ2Sv66aWZWTZhCeU9+Cgwze1nRaMNQOggjPuT/PADsN7N5hGm05POWmtni/PnvFn39bcD7X/ym\nzFYN8hk/A37XQs/QHMIoy32DfF/F9hfFVYrBfpaLR/iaRPL9/R5wb/7xbcAHkgvM7JWjeJ/ngBPN\nbIqZtQDnjPLzE2P9GYhMSvoXg0j6XjKC4e6Pm9nHgdvzPTGHgP8LbCq+3t17zex3gS+YWQPQRZhO\n+XfCNNSa/KjQduCtI3z2NcCtZrbZ3c/JT2U9nv/Mu/Kf121m7wFuM7MDwP1F7/EPwGfN7GFCwfIs\noWG2+Pv6tpm9BlhHGHn5sLvvGOrnkPc94EYzuwB4H4OPrgzG85851M9y4zBfm5hhZusIfU7vzD/3\nAeDq/PPVhCnG9wz3Ju7+vJn9N/Ao4eeypvjlUcRxA3CNhQbx33b3Z0fxNSKTnm4hF5GjYmaN7t6Z\nf3w18JS7fy7lsMbMBtxCP/A8NhbueHuxIVtEXkrTVSJytC4zs4fM7DHCFMqX0w5onOwg3EWW9EdF\n+y9AM7uScIfYUD1AIoJGckRERCSjNJIjIiIimaQiR0RERDJJRY6IiIhkkoocERERySQVOSIiIpJJ\nKnJEREQkk/4/ZmvNF4vGY3IAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1)\n", "\n", "fig.set_size_inches(8,4)\n", "\n", "ax.set_ylabel(tech + \" [GW]\")\n", "\n", "ax.set_xlabel(\"Percentage of time [per unit]\")\n", "\n", "duration_curve(df[tech]).plot(grid=True,ax=ax,kind='area',alpha=0.5,color=\"r\",linewidth=2)\n", "\n", "fig.tight_layout()\n", "\n", "fig.savefig(tech + \"-duration-2015.pdf\",transparent=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Get electricity price" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "price_df = pd.read_excel(\"data/2015_de_spot_price.xls\",skiprows=3)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "price = pd.Series(price_df[u\"€/MWh\"].values,pd.date_range(\"2015-01-01 00:00\",\"2015-12-31 23:00\",freq=\"H\"))" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAFjCAYAAADPWpb4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1)\n", "\n", "fig.set_size_inches(10,5)\n", "\n", "ax.set_ylabel(\"Day ahead market clearing price [EUR/MWh]\")\n", "\n", "price.plot(grid=True,ax=ax)\n", "\n", "fig.tight_layout()\n", "\n", "fig.savefig(\"price-2015.pdf\",transparent=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "count 8760.000000\n", "mean 31.626461\n", "std 12.666900\n", "min -79.940000\n", "25% 24.920000\n", "50% 30.540000\n", "75% 39.902500\n", "max 99.770000\n", "dtype: float64\n" ] } ], "source": [ "print(price.describe())" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAFjCAYAAADPWpb4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIqIlQXJERERERMt/E5EpL78dAvMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1)\n", "\n", "fig.set_size_inches(10,5)\n", "\n", "ax.set_ylabel(\"Day ahead market clearing price [EUR/MWh]\")\n", "\n", "duration_curve(price).plot(grid=True,ax=ax,linewidth=2)\n", "\n", "ax.set_xlabel(\"Percentage of time [per unit]\")\n", "\n", "fig.tight_layout()\n", "\n", "fig.savefig(\"price-duration-2015.pdf\",transparent=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot both together" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAHxCAYAAABNpCvoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axes = plt.subplots(2,1)\n", "\n", "fig.set_size_inches(12,8)\n", "\n", "ax = axes[0]\n", "\n", "start = \"2015-01-06\"\n", "\n", "stop = \"2015-01-12\"\n", "\n", "\n", "colors = {\"Brown Coal\" : \"brown\",\n", " \"Hard Coal\" : \"k\",\n", " \"Nuclear\" : \"r\",\n", " \"Hydro\" : \"cyan\",\n", " \"Wind\" : \"blue\",\n", " \"Solar\" : \"yellow\",\n", " \"Biomass\" : \"green\",\n", " \"Waste\" : \"orange\",\n", " \"Gas\" : \"orange\"}\n", "#reorder\n", "cols = [\"Nuclear\",\"Brown Coal\",\"Hard Coal\",\"Gas\",\"Hydro\",\"Biomass\",\"Wind\",\"Solar\"]\n", "\n", "df[cols][start:stop].plot(kind=\"area\",\n", " ax=ax,\n", " colors=[colors[col] for col in cols],\n", " linewidth=1)\n", "\n", "ax.set_ylabel(\"Electricity generation in Germany [GW]\")\n", "\n", "\n", "ax.set_ylim([0,110])\n", "\n", "(-df[\"Imports\"][start:stop]).plot(ax=ax,color=\"magenta\",label=\"Exports\",linewidth=1)\n", "\n", "ax.legend(loc=\"upper left\",ncol=5)\n", "\n", "ax.grid(True)\n", "\n", "ax = axes[1]\n", "\n", "ax.set_ylabel(u\"Spot price [€/MWh]\")\n", "\n", "\n", "price[start:stop].plot(ax=ax)\n", "\n", "\n", "ax.grid(True)" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fig.tight_layout()\n", "fig.savefig(\"germany_generation-price-{}-{}.pdf\".format(start,stop))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }