{ "metadata": { "name": "", "signature": "sha256:293ab5af30e988d9f238ae3d0d8015f8409905e5cd63ea36c0fd9d55223c6821" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Quick peak at new Neah Bay Sea surface height forcing files." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import netCDF4 as NC\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import glob\n", "import os\n", "import datetime\n", "\n", "from salishsea_tools import nc_tools\n", "from StringIO import StringIO\n", "import urllib2\n", "import csv\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_winds(sax,eax):\n", "\n", " response = urllib2.urlopen('http://www.ndbc.noaa.gov/data/realtime2/46087.cwind')\n", " html = response.read()\n", " text_file = open(\"Output.txt\", \"w\")\n", " text_file.write(html)\n", " text_file.close()\n", "\n", " fil= csv.reader(open('Output.txt','rb'),delimiter=' ')\n", " fil.next()\n", " fil.next()\n", " timeair=[]; wind_speed=[]; wind_dir=[]\n", " for row in fil:\n", " aList=[]\n", " for element in row:\n", " if element != '':\n", " aList.append(element)\n", " timeair.append(datetime.datetime(int(aList[0]),int(aList[1]),int(aList[2]),int(aList[3]),int(aList[4])))\n", " d = -float(aList[5])+270\n", " d=d+ 360 * (d<0)\n", " wind_dir.append(d)\n", " wind_speed.append(float(aList[6]))\n", " timeair=np.array(timeair)\n", " wind_dir=np.array(wind_dir)\n", " wind_speed=np.array(wind_speed)\n", "\n", " fig,axs=plt.subplots(2,1,figsize=(10,10))\n", " ax=axs[0]\n", " ax.plot(timeair,wind_speed);\n", " ax.set_xlim(sax,eax); ax.set_ylim([0,20]); ax.set_ylabel('wind speed (m/s)')\n", " ax.set_title('Winds at Neah Bay Buoy - 46087')\n", " ax=axs[1]\n", " ax.plot(timeair,wind_dir); ax.set_ylim([0,360])\n", " ax.set_xlim(sax,eax); ax.set_ylabel('wind direction (degrees CCW of East)')\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "#forecasts\n", "files = glob.glob('/ocean/nsoontie/MEOPAR/sshNeahBay/fcst/ssh*')\n", "files.sort(key=os.path.basename)\n", "\n", "#observations\n", "fileso =glob.glob('/ocean/nsoontie/MEOPAR/sshNeahBay/obs/ssh*')\n", "fileso.sort(key=os.path.basename)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Compare Neah Bay Forecasts to Observations" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#forecasts\n", "sshs=[]; times=[]\n", "start = datetime.datetime(2014,10,29)\n", "day=0\n", "for f in files:\n", " data=NC.Dataset(f)\n", " ssh=data.variables['sossheig']\n", " sshs.append(ssh[:,0,0])\n", " for h in range(ssh.shape[0]):\n", " t=start+datetime.timedelta(days=day,hours=h)\n", " times.append(t);\n", " day=day+1;\n", "sshs=np.array(sshs).reshape(len(files)*24)\n", " \n", "#obs\n", "sshso=[]; timeso=[]\n", "start = datetime.datetime(2014,10,28)\n", "day=0\n", "for f in fileso:\n", " data=NC.Dataset(f)\n", " ssh=data.variables['sossheig']\n", " sshso.append(ssh[:,0,0])\n", " for h in range(ssh.shape[0]):\n", " t=start+datetime.timedelta(days=day,hours=h)\n", " timeso.append(t);\n", " day=day+1;\n", "sshso=np.array(sshso).reshape(len(fileso)*24)\n", " \n", "\n", "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(times,sshs,label='forecast')\n", "ax.plot(timeso,sshso,label='observation')\n", "ax.legend(loc=0)\n", "ax.set_ylabel('SSH anomaly (m)')\n", "ax.set_title('Neah Bay storm surge')\n", "ax.set_xlim([datetime.datetime(2014,11,26),datetime.datetime(2014,12,8)])\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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pt8/MXNIha4FLl70ANZDJHDIhhBC2oNFY5k9rVFdXs2bNGl5//XU8PT2JiIjgySef5PPP\nPzccExwczCOPPIKDgwOurq589NFHLFmyhC5duuDl5cXcuXNZvXo1AJ988gnTpk3j+uuvN5x7+eWX\nA3DTTTfRrVs3AK699lpGjx7Nr7/+CoCLiwsZGRmkpqbi6OjI0KFDW/eN2YkEsmaqqqmioLwAHzef\nes/7uftJh0wIIYRNKIpl/rRGdnY2lZWVREREGJ4LDw8nPT3d8DgsLMzwdVZWFiUlJQwaNAgfHx98\nfHyIj483dLbOnDlDdHS00ffauHEjV199NX5+fvj4+PDjjz9y4YLaBJk9ezYxMTGMHj2a6OhoFi5c\n2LpvzE4kkDXThZIL+Lj74OjgWO95GbIUQgjRmfj7++Ps7ExqaqrhudOnTxMaGmp4XHcLIX9/f9zd\n3UlOTiY3N5fc3Fzy8vIoKCgA1PB2/PjxBu9TXl7ObbfdxtNPP01mZia5ubncdNNNhrlqXl5eLF68\nmJSUFL777juWLFnCL7/80uD92zoJZM1kbP4YyLIXQgghOhdHR0fuuOMOnnvuOYqKijh16hR///vf\nufvuu40e7+DgwAMPPMCsWbPIysoCID09nc2bNwMwbdo0Pv30U7Zs2UJNTQ3p6ekcOXKEiooKKioq\n8Pf3x8HBgY0bNxrOAfjhhx84fvw4iqKg0+lwdHTEwUGNN127diUlJcXKn4RlSCBrJmPzx0A6ZEII\nITqfd999F09PT6Kiohg2bBiTJ0/mr3/9K6B2py7tUC1cuJCYmBiuvvpqvL29GTVqFEePHgXgiiuu\n4NNPP+Xxxx+nS5cuDB8+nNOnT6PVannnnXe444478PX1ZdWqVfzlL38xXPP48eOMGjUKrVbLkCFD\neOSRR7juuusAmDt3Lq+88go+Pj4sWbLERp9Ky2iU9rJAhxH2WF/k64Nfs+bgGtbesbbe81U1Vbi9\n4kbFCxU4aCTnCiGEaJn2tHaWMK6xn2FTP1tJDs2UVdJwDTJQNxjXumplg3EhhBBCNJsEsmYytm1S\nLRm2FEIIIURLSCBrJmMbi9eS1fqFEEII0RISyJopuyTb6JAlSIdMCCGEEC0jgayZGlv2AmTpCyGE\nEEK0jASyZmps2QsAf3fpkAkhhBCi+SSQNVN2SXbTHTKZQyaEEEKIZpJA1gyKosgcMiGEEEJYnASy\nZsgvz8fNyQ1XJ1ejr/t7+JNdKoFMCCFE53Pvvffywgsv2LuMZouNjeXXX3+1dxkSyJqjqfljIMte\n2NKZrAJ6zH6A2cvX2bsUIYQQGN8qqa0xFhoPHDjAtddea6eKLpJA1gxNzR8DGbK0lX/8axfd/t9A\njrOJ/6busXc5Qggh/sfaWz5VVVVZ9fr2JIGsGRrbNqmWLHthXVXVNdz82hv89aeb+Vuv1xkf8CRF\nlYX2LksIITqVQ4cOMXz4cHx8fIiNjeX77783vJadnc3o0aPR6XSGzcFrPf7443Tt2hVvb2/69u3L\nwYMHASgvL+epp54iIiKCoKAgZsyYQVlZGQBbt24lNDSURYsWodfrue++++jVqxcbNmwwXLeqqoqA\ngAD+/PNPACZOnIher6dLly5cd911JCcnA/Dhhx/y5ZdfsmjRIrRarWGD8sjISH7++WdDLbNmzSIk\nJISQkBAef/xxKioq6tWyZMkSunbtSnBwMCtWrLDY5yqBrBnMGbLMKc2hRqmxYVWdx7Sly/kl60u2\n3bOLJdMm4u2mpbiywN5lCSFEp1FZWcm4ceO48cYbycrK4t1332Xy5MkcPXoURVH44osvePHFF8nO\nzqZ///5MnjwZgE2bNrFt2zaOHTtGfn4+X3/9NX5+fgA888wzHD9+nL1793L8+HHS09NZsGCB4T3P\nnz9Pbm4up0+f5sMPP2TSpEmsWrXK8PqmTZsIDAykf//+ANx8880cP36crKwsBg4caKjhwQcfZPLk\nycyZM4fCwkLWr18P1B9qffXVV0lKSmLv3r3s3buXpKQkXnnllXq1FBQUcPbsWT755BMeeeQR8vPz\nLfLZOlnkKp1EU4vCAjg7OuPp7El+WT4+7j42rKxzOJZ9gqG+tzO0dwQAvp46SmukQyaE6Hw08y0z\nV0t5qXlDjDt37qS4uJhnnnkGgBEjRjB27FhWrVqFRqNh7NixXHPNNYAabry9vUlPT8fFxYXCwkIO\nHTrEFVdcweWXX66+v6Lw0UcfsW/fPrp06QLA3LlzmTx5Mq+99hoADg4OzJ8/H2dnZ5ydnbnrrrsY\nMGAAZWVluLm58eWXXzJp0iRDjffee6/h65deeom3336bwsJCtFqt4T0b8+WXX7J06VL8/f0N50+f\nPt0QEJ2dnXnxxRdxcHAgPj4eLy8vjhw5wpVXXtmsz9EYCWTNkF2STVfPrk0eUztsKYHM8i6UZRLj\nd5Xhsa+XltIa6ZAJITqf5gYpSzl79ixhYWH1nouIiCA9PR2A0NBQw/Oenp74+vpy9uxZRowYwcyZ\nM3nkkUc4deoUEyZMYPHixZSWllJSUsKgQYMM5ymKQk3NxZGmgIAAXFxcDI+jo6Pp2bMn3333HWPH\njuX777/n5ZdfBqC6uprnnnuOtWvXkpWVhYODOhCYnZ1tCGSmvr+IiAjD4/DwcM6ePWt47OfnZ7gm\ngIeHB0VFRSavaw4ZsmwGU3PIQCb2W1N+VSahvoGGxwE6HRUa6ZAJIYStBAcHk5aWVq/LdOrUKUJC\nQgBIS0szPF9UVEROTg7BwcEA/O1vf+P3338nOTmZo0eP8sYbbxAQEIC7uzvJycnk5uaSm5tLXl4e\nBQUX/7Ft7M7N2mHL9evX06tXL6KiogC1w/Xdd9/x888/k5+fz8mTJ4GLXTFTd4EGBweTmppqeHz6\n9GlD/dYmgawZTM0hA1n6wpqKyCQyoG4g01KpkQ6ZEELYytVXX42HhweLFi2isrKSrVu38sMPPzBp\n0iQUReHHH39k+/btVFRU8MILLzB48GBCQkL4/fff+e2336isrMTDwwM3NzccHR3RaDQ88MADzJo1\ni6ysLADS09PZvHlzk3UkJCSwadMm/u///s8wRwzUEOjq6oqvry/FxcU8++yz9c7r2rUrJ06caPS6\nkyZN4pVXXiE7O5vs7GwWLFjAlClTWvGJmU8CWTOYWvYCpENmTeWOmcToLwayIB8dVY4SyIQQwlac\nnZ35/vvv2bhxIwEBAcycOZPPP/+cyy67DI1Gw+TJk5k/fz5+fn7s2bOHlStXAlBQUMCDDz6Ir68v\nkZGR+Pv7M3v2bAAWLlxITEwMV199Nd7e3owaNYqjR48a3tNYVysoKIghQ4bw3//+lzvvvNPw/D33\n3ENERAQhISHExsYyePDgeudPmzaN5ORkfHx8mDBhQoPrPv/888TFxdG3b1/69u1LXFwczz//fJO1\nWIpGsfaiIVak0WisvuZJXd3e7sbP9/xMlE9Uo8c8nvg4Yd5hPDH4CZvV1VlonvMi/YkMgv3UeQAn\nM3KJeqcbyut5dq5MCCEsx9a/24TlNfYzbOpnKx2yZsgqljlk9pKZWwyaaoJ8vAzP6f204FJITY38\nxSWEEKJ9s2ogS0xMpEePHnTv3p2FCxc2eH39+vX069ePAQMGMGjQILZs2WJ4LTIykr59+zJgwACL\n3E7aWqWVpVTWVKJ1afoujc4WyF5c+QMpZ3Os/j5H07NwLA/EweFiu9jNxQmq3MjOL7H6+wshhBDW\nZLVlL6qrq5k5cyY//fQTISEhXHHFFYwfP56ePXsajrnhhhsMK+Xu37+fW2+9lePHjwNqW2/r1q34\n+vpaq8RmqZ0/Zmr8uLOt1r9o9zPkFj/Hu9MnmT64FY6dzcS1KrDB8w5VWs7mFBDo42nV9xdCCCGs\nyWodsqSkJGJiYoiMjMTZ2ZmEhATDqri1PD0v/hItKioyLMRWqy2NoWeVmL7DEjpXh6ymRqHc4wS7\n0w9Y/b1OZmbiScNA5lil43yuLH0hhBCifbNaIEtPT6+3eFxoaKhh4bi6vv32W3r27El8fDzvvPOO\n4XmNRsMNN9xAXFwcH330kbXKNJs588fA+LIXu9J3sWr/qkbOaL/+TMkA51JOFFo/kKXlZOLt2DCQ\nOdVoOZ8nd1oKIYRo36w2ZGnuraG33HILt9xyC9u2bWPKlCkcOXIEgO3bt6PX68nKymLUqFH06NGD\nYcOGNTh/3rx5hq+HDx/O8OHDLVF+A6a2TaplrEP21m9vkVuay6Q+1h3Ws7Udh1PQlASQ7Wj9QJZR\nkImvW8NA5qroyCqQQCaEEKLt2bp1K1u3bjXrWKsFspCQkHor9qalpdXbUuFSw4YNo6qqigsXLuDn\n54derwfULRNuvfVWkpKSTAYyazJnDTK4OIdMURQ0Gg0llSWsP7yecO9wG1RpW7tTjxNedQOn3L8l\nM7fYqvO4skoyCdaGNHjeVaPlQpEMWQohOg4fHx+rrnclrM/HR90+8dJG0fz58xs9x2pDlnFxcRw7\ndozU1FQqKipYs2YN48ePr3dMSkqKYZ7Y7t27AXWfqJKSEgoL1V+yxcXFbN68mT59+lirVLOYs0o/\ngIujC+5O7hSUq12bDUc30KdrH1LzUtvUnDhLOJqVQqT2ctyLe7Dx92SrvldOeSYh3g07ZO4OOnKK\npEMmhOg4cnJyUBRF/rTjPzk5zV99wGqBzMnJiaVLlzJmzBh69erFnXfeSc+ePVm2bBnLli0DYN26\ndfTp04cBAwbw2GOPsXr1agDOnTvHsGHD6N+/P1dddRVjx45l9OjR1irVLObsY1mr7rDl6oOreWDg\nA3g4e5BVkmXNEm0urTiFnl2j0TvG8u/D1h22LKjOJMyvYSDzcNKSVyodMiGEEO2b1YYsAeLj44mP\nj6/33PTp0w1fP/300zz99NMNzouKiuLPP/+0ZmnNZu6QJVwctgwoD+CnEz/x8biPeX/X+5zMPUmg\nZ8NQ0V5dqElhQGQ0p3Ji2Zdh3UBWoskkqmvDz87LWUdeqXTIhBBCtG+yUr+ZzF32Ai52yNYfXs91\nEdfh4+5DZJdIUvNSrVukjZW4HWdoz2iu6hZLaol1A1mFcybdgxsGMq2LlsIK6ZAJIYRo3ySQmSmr\n2Ly7LOHi0herD64mITYBoMMFspMZuSiaKnqGBzC6fyy5LtYLZFXVNdS4ZdMjrOHn7+2mo7BCOmRC\nCCHaNwlkZmruHLIjF47wn9P/Yfzl6o0MHS2QbTuYgntpNA4OGq7qEUaNU5HVtlA6dT4PTaUXXu4u\nDV7zdtdSUiUdMiGEEO2bBDIzVNdUk1+Wj6+7eds4+Xv4s3zPcsZEj8HLRd0MO7JLJKn5qVas0rb+\nOJmCryYaAAcHDV4lvfnxd+t0yY6cycS5wvjcOz9PHSXV0iETQgjRvkkgM0N+eT5aVy2ODo5mHe/n\n7kdGUQaTYi8uBNvROmTJ544T4hFteBzqEsv2Y9YJZCnnMnGrbiSQaXWUKRLIhBBCtG8SyMyQU5pj\ndncM1A6Z1kVLfPeLd5hGeEdwKu+UVdYi239+v83XODtVkMLl/jGGx738YzmQaZ1AlpqVidbBeCDz\n12qp0MiQpRBCiPZNApkZcktzmxXIrgy5ksWjF+Pm5GZ4TuuqxcPZg8ziTIvWVqPUMGDZAFb8ucKi\n1zUlszKFfuEXO2RDYmJJK7dOIEvPy6SLs/FAFthFR6VGOmRCCCHaNwlkZsgpzcHHzcfs4yO6RPDg\noAcbPG+NYcuc0hycHJx4+qenbTokWuicwtWXXwxkNw6MpdD9ADU1lu/UZRSex9/deCDr6q2lylE6\nZEIIIdo3qy4M21E0d8iyMbWB7KrQqyxQlSq7JJuILhFMGzCNqd9O5Zepv+CgsW7OzikopcYtmysu\nu7g3ae/IQKhx4s+UDAZ2DzbrOnlFZdy25A0qqisMz10d0Z837rut3nHZpZn0CTS+dZbeT0eNs3TI\nhBBCtG/SITNDblluszpkjbFGh6x2fbQnBz9JjVLDWzvfsuj1jdl24AQuJZG4ONe/ycG7PJZNe8wf\ntvy/jdvYlr8SF0cXXBxdKKsq463kpxocl1eZSUgX4x2yIB8vcC6mqrqmed+EEEII0YZIh8wMluyQ\nHcw8aIGKLqpdH83RwZF/3PIPrvr4KsZEj6F3YG+Lvk9dSSkpeNdEN3g+3C2WnScOAObtO5p4cDtx\nHrfx84sJX/YOAAAgAElEQVQvAOoCsM4vLOPYmQt0D/UzHFdUk0lkgPFA5uLsCFXuZOYVE+ynbf43\nI4QQQrQB0iEzg0WHLM1Yi+yjPz7iUNYhs65ZdweBKJ8oXhv5Gveuv9eqd10eSD+O3rVhIOsTFMuh\nC+Z3yPbnbeeGy4cYHjs5OuBdMoBvdu6pd1ypYybRQY3vAepQqeVcjswjE0II0X5JIDNDblkuPu62\nGbLMLsnmscTH2HZ6m1nXzC7JrrfH5v0D7ye3NJc95/Y0cVbrnMhNIdo3psHzwy6L5WyVeYGsrKKK\nHI/fmDpySL3no9wHsvXI7nrPVblkcnlo44HMsVrHuVyZRyaEEKL9kkBmBkt1yMxZi+z9Xe9TWVNJ\nRmGGWdfMKqm/x6ZGoyEhNoFV+1e1ut7GZFSk0DekYYcsPq43xR7JZs3nWv/fA7iUhRIdXP9zvTJs\nIAcu/GF4XFRageJcRETXLo1ey7lGy/k8CWRCCCHaLwlkZsgttcykflNrkZVWlvLerveYETeDs4Vn\nzbqmsT02E2ITWHNwDTWKdSa6FzikcGV3I3PIAr1xrPDj+53JJq+xbtd2Ih2HNHj+poGDOKe52CE7\nnJaFQ1kATo6N/6fqoujILpQhSyGEEO2XBDIzWKpDBk0PW674cwVXh17NiMgRZBSZ2SErzqo3ZAkQ\nGxiLzlXHf9P+29pyGyirqKLS4zTX9O5m9PXBHvfw/HfvmbxOUsZ2hoYPbfD8jYMup9Itg9OZ+QAc\nO5uJS2Xjw5UAbhod2YXSIRNCCNF+SSAzgy0CWXVNNW/+901mD5mNXqs3O5Bll2TXG7KslRCbwOoD\nq1tbbgM7D53GsSwInaer0dc/uHcmhxxWczC16R0Jzjhs587BDQOZi7MjXsV9+ecOdQ7cifOZeChN\nBzJ3By25xdIhE0II0X5JIDODpSb1Q+OB7JvD3xDoGcjQsKHovfTNmkN26ZAlqIHs6+Svqaqpam3J\n9ew8moK2suFwZa3Ybl3pUX0nMz5d2ugxu46cocaxhFEDuxt9vZvbIH45rA5bpl3IROfYdCDzdNKR\nWyIdMiGEEO2XBDITSitLURQFdyd3i1zPWCBTFIU3drzB7CGz0Wg0BHkFkVmcaXIOmKIoRocsAWJ8\nYwjzDuPfqf+2SN219qWl0NW58UAG8PadT/Kf8g/IzC02+vqX23bQtXwIDg4ao6/HhQxkX5YayNLz\nM/F1NRHInLUUlEuHTAghRPslgcyE2u6YRmM8PDSXsbXItp3eRl5ZHuMvHw+Aq5MrOlcd2SXZTV6r\nuLIYRwdHPJw9jL6e0Nvyw5ZHLxynm3fDJS/qGjWoO0Hlw3j44+VGX/8lZTsD/BsOV9a6sd9Azirq\nnZaZxZkEeDQdyHSuOgrKpUMmhBCi/ZJAZoIl549Bww5ZVU0Vs/81m2eGPoOjw8WtiPRa08OWdReF\nNeaO3nfwzeFv6u0V2RqKopDu+CtXdetr8tgFY55m/fkllFU0HDI9Vradcf0bD2Rjr+xFhccpzuUU\nkVOWiV5nIpC5aSmulA6ZEEKI9ksCmQnWCGR11yJ7fdvreLt6c2//e+sdp/fSm1z6orH5Y7XCvMPo\nGdCTf6X8q9V1g9rJ0wbk8cIk01sj3X/j1XhUhfL0irX1ns/MLabE4xCTrhvU6Lkebs54Fsfyzx1/\nkl+dSZhv04HMx0NHcZV0yIQQQrRfspelCZZag6yWl4sXni6eZBZncqbgDO8mvcvu6bsbDImac6dl\nY/PH6kroncA7Se9QXHlxPtdlfpfRP6h/s2t/Y8cbPDn4yXqdvKY8Ouhp3tz9EosqbsfNRf1PbeXW\nJLyK+9HFy63JcyNcBvFz8m6KyaRboKlApqWkWgKZEEKI9ks6ZCZYukMGapfsUPYhpnwzhbdufItQ\nXWiDY4K9gk0OWTa25EVdk/pMQu+lZ23yWtYmr2X5nuXct/6+ZtecnJXMrvRd3NPvHrPPeemum/Gk\nK12fHsl/k08D8OP+7fTwbHy4stYg/UD2Zu6m3CmT7sFNBzJ/rY5yRYYshRBCtF/SITMhpzTHoh0y\nUAPZjA0z6BPYh0mxk4weo9fqOXrhaJPXuXTbJGN83X1ZccsKw+OiiiIC3wikuqba7E4XwOIdi5l5\n5Uzcnc2/29TJ0YGMxRsY9//eYOg/ruCpHh+wN3c79/efbvLc0X0G8tXpd6j2yOSykKa/Rz+tlnKN\ndMiEEEK0X9IhMyG3LNfyHTLvSPLK8vjg5g8avXtT72XekGVTc8iM8XLxIsgriJTcFLPPSS9I59vD\n3/LwFQ83671ADWUbn5vDRyO/4+8HZ5Ot+xeTrx1s8rzxV8dS7nkMFEcCfTybPLZrFx1VDtIhE0II\n0X5JIDPBGkOWDwx6gI2TN+Ln4dfoMWbdZVlieg6ZMbGBsRzIPGD28e/89g5T+k5p1ecwbcxVpDy9\nm4f1nxHbravJ43WerrgX9cKpvOnhSoAgHx1VjtIhE0II0X5JIDPBkqv01zJnUr05d1maM4fMmD6B\nfcwOZAXlBXy852MeH/x4s9/nUuGB3rz30F1mHx/mNBDXanMCmZYaZ+mQCSGEaL8kkJlgjQ6ZOfRa\nPeeKzhmWxzDGFh2yT3Z/wpjoMUR2iWz2+7TWwKBBaDHdTQvy9QKnEqqqm97ZQAghhGirJJCZYK9A\n5uHsgZuTG7lluY0e05I5ZNC8QPbN4W+adWelJf39r1P4YuoSk8c5OTpAlQfncopsUJUQQghheRLI\nTLD0OmTNYWoemTl3WRpzuf/lnMw7SXlVeZPHFZQXsOfcHq6NuLbZ72EJQb5ejOzf9L6ZtRwqdWTk\nyDwyIYQQ7ZMEMhPs1SGDpu+0rKiuoKSyhC5uXZp9XRdHF6J8ojhy4UiTx/1y8heuDr260b0y2xKn\nai0ZuRLIhBBCtE8SyJpQo9SQX57fotBjCU11yLJLsvFz92vxpuexgbHsP7+/yWM2pWxiTPSYFl3f\n1pxrdGTly8R+IYQQ7ZMEsibkl+WjddE2awFVS2rqTktztk1qSmyA6Xlkm1M2Mzra9L6VbYGLoiWr\nQDpkQggh2icJZE2w53AlQLA2uNEhy5bOH6sVGxjLgazGA1lKTgrFlcX0CezT4vewJTeNjpwi6ZAJ\nIYRonySQNcEaa5A1R1NzyLJLslvXITNxp2Vtd6ylQ6K25u6oJadYOmRCCCHaJwlkTbB3h6ypOWRZ\nxVn4uzd/yYtaUT5RnC86T2G58a5Se5o/BuDppCOvVDpkQggh2ierBrLExER69OhB9+7dWbhwYYPX\n169fT79+/RgwYACDBg1iy5YtZp9rC9bYWLw5muqQtXRR2FqODo70DOhJclZyg9cqqyvZmrqVG6Ju\naPH1bc3LWUd+mXTIhBBCtE9WC2TV1dXMnDmTxMREkpOTWbVqFYcOHap3zA033MDevXvZs2cPK1as\n4MEHHzT7XFvILbX8xuLNUdshM7Zaf1Zx6+aQQePDljvP7CTKJ4pAT9PbFrUVWldto90+IYQQoq2z\nWiBLSkoiJiaGyMhInJ2dSUhIYP369fWO8fT0NHxdVFSEv7+/2efagr2HLLUuWhQUCisaBo3s0tbN\nIYPG77TcnLK5XQ1XAni76SiqlA6ZEEKI9slqgSw9PZ2wsDDD49DQUNLT0xsc9+2339KzZ0/i4+N5\n5513mnWutdl7yFKj0ah3WhqZR9bSbZPqauxOy80n2s9yF7W6uGsprpJAJoQQon2yWiAz9+68W265\nhUOHDvH9998zZcqUJjfTtrXcMvsOWULj88hau+wFGB+yvFBygUNZhxgSNqRV17Y1Py8dZTUyZCmE\nEKJ9crLWhUNCQkhLSzM8TktLIzQ0tNHjhw0bRlVVFTk5OYSGhpp97rx58wxfDx8+nOHDh7e69lo5\npTl2XfYCGr/TsrXLXgCE6kIprSwluyTb0G379vC3XBtxLa5Orq26tq35emkpU6RDJoQQou3YunUr\nW7duNetYqwWyuLg4jh07RmpqKsHBwaxZs4ZVq1bVOyYlJYWoqCg0Gg27d+8GwM/PD29vb5Pn1qob\nyCytrXbIapQackpz8HP3a9W1NRoNsYGxHMw8yDXh1/Dqtld5f9f7fD3x61Zd1x4CdToqNNIhE0II\n0XZc2iiaP39+o8daLZA5OTmxdOlSxowZQ3V1NdOmTaNnz54sW7YMgOnTp7Nu3To+++wznJ2d8fLy\nYvXq1U2ea2v2ntQP/wtkl3TIcktz8XLxwtnRudXXjw2MZePxjby49UWcHJzYPX03wdrgVl/X1gK8\ntVQ6SIdMCCFE+6RR2tKkrWbSaDRWnXMWsiSEndN2EuYdZvpgK/l87+ckpiTyxYQvDM8dzj7M+FXj\nOfq3o62+/tKkpcxKnMUrI19h9pDZdtu3s7V2HzvLFR8NonqR8XXbhBBCCHtrKrdYrUPWEdh7HTIw\nPofMEvPHak3tN5Xru11PzwDbdyAtKchXS42zdMiEEEK0T00GsszMTL7++mt+/fVXUlNT0Wg0RERE\ncO211zJx4kQCA9vPwqHNVVpZSlVNFR7OHnatw9gcMksseVFL66pt92EMILCLJziXUlZRhZuL/DtD\nCCFE+9Lob65p06aRkpJCfHw8Dz30EHq9HkVRyMjIICkpiTvuuIOYmBg+/vhjW9ZrM7UT+u29ubax\nDpkllrzoaJwcHaBCy/ncIiK6drF3OUIIIUSzNBrIHnvsMfr27dvg+Z49ezJy5EieeeYZ9u3bZ9Xi\n7KktDFcC+Lj5UFZVRmllKe7O7oBltk3qiBwqtZy9UCCBTAghRLvT6MKwxsJYS45pr9rCGmSgTgAM\n8gqqN2xpyTlkHYlTtY7MPFn6QgghRPtjcqX+77//ngEDBuDj44NWq0Wr1aLT6WxRm121hTXIal3m\ndxlv7niT8qpyQB2ytNQcso7EWdFyPl8m9gshhGh/TAayWbNm8Y9//IMLFy5QWFhIYWEhBQUd/5ee\nvfexrGvVbatIL0xnyPIhHL1wVOaQNcJV0XGhUDpkQggh2h+Tt6OFhobSu3dvHBystu1lm9QWFoWt\n5efhxzd3fsMHv3/A0OVDqVFqZMjSCFeNluzCjv+PBSGEEB2PyUC2cOFC4uPjGTFiBC4uLoA6r+mJ\nJ56wenH21FYm9dfSaDQ8fMXDDAsfxpyf5hDlE2XvktocLycfzhfm2LsMIYQQotlMBrIXXngBrVZL\nWVkZFRUVtqipTcgpzaGHfw97l9FAn659+HHyj/Yuo03Se4ZyOveMvcsQQgghms1kIMvIyOBf//qX\nLWppU9rSpH5hnkifMHakbbd3GUIIIUSzmZwYdtNNN7Fp0yZb1NKmtJVlL4T5eujDuVB12t5lCCGE\nEM1mMpC9//77xMfH4+bm1qmWvWhLk/qFefpEhFHkmGbvMoQQQohmMzlkWVRUZIs62pTK6krOFZ2T\nQNbOxHUPo9I9jZoaBQcH+255JYQQQjRHox2ylJQUkyebc0x7cyL3BNd8eg19uvahW5du9i5HNEOQ\nrxeaaneOnMm2dylCCCFEszTaIXv22WcpLi5m/PjxxMXF1dtc/Pfff+e7775Dq9WyevVqW9ZrVav2\nr+LRxEd5bthzPHbVY3bfWFw0n2tZGLuPp9EzXNZpE0II0X40GsjWrFnD8ePHWb16Nc899xynTp0C\nICIigmuuuYZ3332XqKiOsxbWMz89wzeHv2HT3ZsYqB9o73JEC+kI5+CZNEB+hkIIIdqPJueQxcTE\n8Pzzz9uqFrtafWA1/5ryL7r7dbd3KaIVAlzCOHpe7rQUQgjRvnSu/ZAaUVVTRUZRBpFdIu1dimil\nEG0Yp/PkTkshhBDtiwQyIC0/jSCvIJwdne1dimilaP9wzpVKh0zY39y5cPiwvasQQrQXEsiA1LxU\n6Y51ED2Dw8irkQ6ZsL9Vq2DnTntXIYRoL0wGsgkTJrBhwwZqampsUY9dSCDrOAZEhVPiLIFM2Fdp\nKZw+DR1wZSAhhJWYDGQzZszgiy++ICYmhmeeeYYjR47Yoi6bSs1LJdI70t5lCAsYGBNCtfs5yiqq\n7F2K6MSOHQNFgePH7V2JEKK9MBnIRo0axZdffsnu3buJjIzk+uuvZ8iQIXz66adUVlbaokarS82X\nDllH4eHmjEOZP3tTMuxdiujEjhwBvV46ZEII85k1h+zChQusWLGCjz/+mIEDB/Loo4/yxx9/MGrU\nKGvXZxMyZNmxuFeG8+dJGbYU9nPkCMTHSyATQpjPZCC79dZbueaaaygpKeH777/nu+++IyEhgaVL\nl1JYWGiLGq1OAlnH0kUTxsEzcqelsJ/Dh2HYMKishNxce1cjhGgPTG4u/uijjzJixAijr/3xxx8W\nL8jWajcSD9WF2rsUYSFBbuGkZEuHTNjPkSPwyCMQHa12yeLi7F2REKKtazSQrVu3Do1Gg6Io/POf\n/wRAURQANBoNEyZMsE2FVnam4IysQdbBhHmHcSL3hL3LEJ2UoqiB7PLLJZAJIczXaCD7/vvvm9xc\nu6MEMhmu7HhiAsLYeW6rvcsQndS5c+DqCr6+FwOZEEKY0mggW7FihQ3LsB8JZB1PbFg4+ftlyFLY\nR213DCAmRhaHFUKYx+QcMoAffviB5ORkysrKDM+9+OKLVivKlmQNso5nQHQYZS4SyIR9HDkCPXqo\nX0dHw8qV9q1HCNE+mLzLcvr06Xz11Ve88847KIrCV199xalTp2xRm03IGmQdT6+IQBSXfHIKSu1d\niuiE6nbIZMhSCGEuk4Fsx44dfPbZZ/j6+vLSSy+xc+fODrVavwxZdjxOjg44lYbyx7Ez9i5FdEKH\nD18MZKGhkJ2tbqUkhBBNMRnI3N3dAfDw8CA9PR0nJyfOnTtn9cJsRQJZx+RZFca+UzJsaQ1vvAHF\nxfauou2q2yFzdITISDh50q4lCSHaAZOBbNy4ceTm5jJ79mwGDRpEZGQkkyZNskVtVidrkHVcfk7h\nHDori8NamqLAvHnwn//Yu5K2qbwc0tMhKuric9HRsqelEMI0k5P6X3jhBQBuu+02xo4dS1lZGd7e\n3lYvzBZkDbKOK8gjjJM50iGztPx8KCmB7dthzBh7V9P2HD8OERHgXOevFJlHJoQwh8lAVlVVxYYN\nG0hNTaW6uhpFUdBoNDzxxBO2qM+qTuadlOHKDiqiSxh7zu22dxkdTnq6+r/bt9u3jraq7h2WtaKj\n4dgx+9QjhGg/TAaycePG4e7uTp8+fXBwMGsv8nZD5o91XJcHhbM57Vt7l9HhpKfDwIGQlARVVeBk\n1sI5nUfd+WO1YmIgMdE+9Qgh2g+Tf52mp6ezb9++Fl08MTGRWbNmUV1dzf3338+cOXPqvf7FF1+w\naNEiFEVBq9XywQcf0LdvXwAiIyPR6XQ4Ojri7OxMUlJSi2poSmpeKt26dLP4dYX9xYaHUfS7DFla\nWno6xMZCWRns26eGM3HRkSPqpuJ1yRwyIYQ5TLa8Ro8ezaZNm5p94erqambOnEliYiLJycmsWrWK\nQ4cO1TsmKiqKX3/9lX379vHCCy/w4IMPGl7TaDRs3bqVPXv2WCWMgXTIOrIrLgun3P00NTWKvUvp\nUNLTISQEhg6VYUtj6i55UatbN0hLUzuKQgjRGJOBbMiQIdx66624ubmh1WrRarXodDqTF05KSiIm\nJobIyEicnZ1JSEhg/fr19Y4ZPHiw4QaBq666ijNn6q8bVbuZubVIIOu4wgO9QdGQlpVv71I6lNpA\nNmSIBLJL1d1UvC5XVwgMVEOZEEI0xmQge+KJJ9i5cyclJSUUFhZSWFhIQUGByQunp6cTFhZmeBwa\nGkp67YxgIz755BNuuukmw2ONRsMNN9xAXFwcH330kcn3awkJZB2ba1kYvx+T34KWJB2yxmVlgUYD\n/v4NX4uJkTsthRBNMzmHLDw8nN69ezd7Qr9GozH72F9++YXly5ezvc7f8Nu3b0ev15OVlcWoUaPo\n0aMHwy6dnAHMmzfP8PXw4cMZPny4We9ZUV3B+eLzsgZZB+alhHHgdBq30cfepXQYZ86ogSwmRl1z\nKy0N6vy7q1OrvcPS2F99tfPIbrjB9nUJIexn69atbN261axjTQaybt26MWLECOLj43FxcQEwa9mL\nkJAQ0ur06NPS0ggNbRh+9u3bxwMPPEBiYiI+Pj6G5/V6PQABAQHceuutJCUlmQxkzXGm4Ax6Lz1O\nDnKbWEfl46jnZHaGvcvoUGo7ZBrNxS5ZQoK9q2objA1X1pK1yITonC5tFM2fP7/RY80KZN26daOi\nooKKigrDOmSmxMXFcezYMVJTUwkODmbNmjWsWrWq3jGnT59mwoQJrFy5kpiYGMPzJSUlVFdXo9Vq\nKS4uZvPmzbz00ksm37M5ZLiy4wv0COZMngQyS6mogNxc6NpVfVw7j6yzBrKMDNi16+LjTZtg0CDj\nx0ZHq0uF1FIU2LYN8vIuPufnp4ZcWzh5EgICwMur4WuKAvv3Q+/e6tZPl6qqgqNHoVcv69cpRGdi\nMpDVdqAKCwsB0Gq15l3YyYmlS5cyZswYqqurmTZtGj179mTZsmUATJ8+nQULFpCbm8uMGTMADMtb\nnDt3jgkTJgDqwrSTJ09m9OjRzf7mmiKBrOML1uo5nH3I9IHCLBkZ6uT02l/SQ4fCJf/G6jRKS+H6\n69Vu4f+2+0WjaXz3grpzyPLzYfp0+OMP6Nnz4jGbNkFRUf1V/q1l6lT157l6df0QWVAADz8M334L\ncXGwcqW6QXqtU6fgrrvg0CHIybF+nUJ0KooJ+/btU/r376+EhYUpYWFhysCBA5X9+/ebOs0mzCi/\nUS9seUF56ZeXLFeMaHOe+mStop91i73L6DC2b1eUq666+LisTFE8PBSlsNB+NdnL448rysSJilJT\nY97x+fmK4umpKDt2KEpkpKI8/LCilJTUPyY8XFFOnLB8rcaEhirKG28oSkCAoixerCjV1Yry22+K\nEhWlKA8+qP5MX31VUQIDFeWbb9RzvvpKPX7RIkXx9laUCxdsU6sQHUlTucXkTP0HH3yQJUuWcPr0\naU6fPs2bb75Zb72w9ko6ZB1fTJCeAmTI0lJq54/VcnWFAQPgt9/sV5M9/PILrFkDH3xgfAK/MTqd\n2kn7y1/g73+H99672FmrFRkJqamWrrahigrIzIRZs9Sf3dq1cNVVMHYsLFwIy5apQ5nPPqt2yh5/\nXB2enjsXNmyA2bNlsVshrMFkICspKWHEiBGGx8OHD6e4uNiqRdlCclYyl/ldZu8yhBX1DNVT5iSB\nzFIuDWTQ+Za/KCiAv/4VPvpInfPVHO+9pw5T3nKL8ddtFcjS0iA4WN32qls3+PVXmDFDnQ93++31\njx08GPbsgXvugd274Yor1OflJgUhLM+sSf0vv/wyU6ZMQVEUvvjiC6KiomxRm9VUVFeQnJVM/6D+\n9i5FWFHfKD3VbueoqVFwcDB/GRZhnLFANmQIvP++feqxh8ceU+eJ1Vky0Wx33NH067YKZKmp6nvV\ncnaG++5r/PguXeChh+o/J4FMCMsz2SFbvnw5mZmZTJgwgdtuu42srCyWL19ui9qs5mDmQaJ8ovBw\n9rB3KcKKuni5oanyJOWszD62hMYC2c6dUFNjn5psaf16tZv05pvWub4tA1m3Vm7hKwvdCmF5Jjtk\nvr6+vPvuu7aoxWZ2Z+xmoF52Re4MXMr1HDiVQffQZo4viQaMBbKAALWDcvKk2jXpqDIz1S7R118b\nXyrCEiIj1c/R2k6erN8ha4noaFixwhLVCCFqmQxkR44cYfHixaSmplL1v91xNRoNW7ZssXpx1vJH\nxh8SyDoJjxo9h9PPArH2LqXdq12l/1KxsXDgQMcNZIoCDz6oLhVxzTXWe59u3WzXIWvtKkIyZCmE\n5ZkMZBMnTmTGjBncf//9OP5vAaLmbIvUFu3O2M2k2En2LkPYQBdHPSeyZGJ/aykKnD3bdCD7y19s\nX5ctfPYZnDih3llpTaGhcP68ehfk/zZFsYpL55C1REiIukhwSQl4yMwPISzCZCBzdnY2LNzaEVTV\nVLE/c79M6O8k/N30pOVKIGutnBx1mQtPz4avxcbCjz/aviZbOHUKnnoKfvpJ/f6tyckJ9Hq1E2nN\n+6YsEcgcHNSO3okT6s9fCNF6Jif1jxs3jvfee4+MjAxycnIMf9qrQ1mHCNWFonU1b8cB0b6F6II5\nVyyBrLXS0+uv2F5XbYeso6mpUZe4ePJJ6NfPNu9p7Yn95eWQlaUue9FashaZEJZlskO2YsUKNBoN\nixcvrvf8SVvMPrUCmdDfuYT76vn9/A57l9HuGZvQX6tHD/UXs7WH2mztnXfUADN7tu3e09qBLC1N\n/Tk6mfyb3zSZRyaEZZn8v2WqLWaZ2tDujN0M0jeyA7DocGK66ik4KB2y1moqkLm7Q0QEHDumbkjd\nESQnwyuvqCvZG9tg21qsHcgsMVxZKzpa3dNSCGEZZv076cCBAyQnJ1NWVmZ47p577rFaUdb0R8Yf\n/KVHB519LBroEaKnxOmsvcto95oKZHBx2NLWgay83PJzuyor1ZXpX33V9neORkaCNW9gt2Qgi4mB\nH36wzLWEEGbMIZs3bx5/+9vfmDlzJr/88gtPP/003333nS1qs7jqmmr2nt/LgKAB9i5F2Eifbnqq\n3DKoqVHsXUq7Zm4gs6XqanVu17Ztlr3uq69CYKC61IWttbcOmcwhE8JyTAaytWvX8tNPP6HX6/n0\n00/Zu3cveXl5tqjN4o7lHCPQMxAfdx97lyJsJMjXCxRHzmQX2LuUdq0tBrJ//hOOHFH3h7SUpCR1\n0/BPPjF/43BLak+BLDJSvSO0stIy1xOiszMZyNzd3XF0dMTJyYn8/HwCAwNJS0uzRW0W98dZWRC2\nM3IuC+ZAqswja422FsgUBRYtgvh4y71vSYk6VPnuu+ryE/ZQdy0ya7BkIHNxUT+n06ctcz0hOjuT\ngeyKK64gNzeXBx54gLi4OAYMGMCQIUNsUZvF7c7YzcAgCWSdjUe1nsPpEshaw1Qgi4lRjykpsU09\n//JxPHIAACAASURBVP43FBbC3LmWC2Rz58KAAaY3AbemumuRWYMlAxnInpZCWJLJSf3vv/8+AA89\n9BBjxoyhoKCAfrZalMfCdp/bzdxr5tq7DGFj3o56jp+Xif0tVVYG+fnqvpWNcXKCyy5T706Mi7N+\nTYsWqQu29ukDBw+qa4Y5mPznZeN+/hnWrYN9+yxXY0vVDltaenFYS65BVqt2Hllrt2ISQpjRIaur\nW7du7SaMHck+QlJ6kuFxjVLDnow9MqG/E/J31XNaVutvsbNn1a6NqcBjq2HL/fvhzz/h7rvVjc27\ndGndsFlenroA7CefgK+v5epsKWvNI7PkGmS1ZC0yISynFf+mbNve/u1thi4fyoJ/L6C6ppoTuSfQ\nueoI8Gzin/miQwry0nOuUAJZSzW1Sn9dtgpkixfD3/4Gbm6Wed9HH4Vx42DMGMvU11rWCmSWHq4E\nCWRCWFKHDWQHMg/w6V8+5d+n/s3Iz0ay/vB6mdDfSYX76Mkul0DWUqbmj9WyRSA7c0Zd++qhhyzz\nvuvWwX//qw6BthXtKZDJHDIhLKfRQFZ330pjf9oyRVE4kHmA0dGj2Xz3ZuJj4pnz0xwJZJ1UTNdg\n8qslkLVUWwlkVVXw3HMwdSr41Fm5JjZWHcZsrvPn4ZFH4LPPjG+abi/tKZBFRamBTJFl/oRotUZn\nEwwcOBDN/xbiOXv2LMF1ZoJqNBpOnDhh/epaKKMoAycHJwI9AwF45ppnGHvZWIK8guxcmbCHy0P0\nlDhKIGspcwNZeLg6+T83t35gsoRTp+Cuu9TgtGRJ/ddiYxs+Z4qiwP33w333weDBlqvTEqwZyCw9\n+V6rVf9kZFj2ZgEhOqNGA1ndPSwHDBjAnj17bFGPRRzIPEBsYGy95y59LDqPPpF6KlzlLsuWSk+H\nK64wfZyDg7p10sGDcM01lnv/tWvh4YfVTb6ffLLhzQU9e8LRo+oCpc7O5l1z+XJ1kvu6dZar01Lq\nrkVmyc3ardEhg4vzyCSQCdE6HXIOmbFAJjqvsABvcKgkM7fY3qW0OzU16lIWYWHmHW/JYcuSEnX7\nomeegQ0b1EBm7E5PDw81xJi7jc/Jk+o1V660bOCxFGutRWatQCbzyISwjA4byPoE9rF3GaKNcHDQ\n4FSmZ7+s1t9s77wD3t7mD+tZKpDt26euZ1ZaCrt3m+7Qmfu+1dXqHLQ5c9Rz2ipLD1taYw2yWrKn\npRCW0eiQ5ZtvvolGo0FRFLKysliyZAnK/2ZuajQannjiCZsV2VwHMg/wwMAH7F2GaEPcq4I5dCaD\n6wfE2LuUdiM5Wd1oe+dOcHQ075zYWPj225a/p6LA++/DvHnqvLApU8x/3wMHYOLEpo976y31fx9/\nvOU12oKlA5k11iCrFR2tdjCFEK3TaIessLCQwsJCioqKuP/++w1f1z7fVtUoNSRnJdM7sLe9SxFt\niM5BT8p56ZCZq7JSDUOvvqr+wjVX7Ryyllq2TP2zY4f5YQzM65AVFsKCBbBihfkB017qBrLKSvXu\n0rg42LWr4bF5eTB5Mtx4oxq8jLHWcCWoP/Ovv1aHjhv7c911xgNmairccIPatSwoaF0digLvvaf+\nt/Djj627lui43nlH/TumLWr030vz5s2zYRmWk5qXip+HHzpXnb1LEW2In4ueUzkSyMz1yivQtSs8\n0MxGc1CQutVSXp66gn5zHTwI06ZB9+7NOy82Fl58seljTp5U58JZeksia4iMhC1b1JonTVLvWn3k\nEbj55vo3N+zYod59Om6cGozi4uD//g9uvbX+9awZyAYMgKIidb6hMYqi1nTllWpgqu1irlmjLvA7\ne7Y6B23gQPjyS/W45srOVv+7SU+HZ59V16mbMAEWLgRX15Z/b6LjSUoCd3eYPt3elTTUaCD76KOP\nuO6667jssstQFIX77ruPdevWERkZyYoVKxg4sG2u6SUT+oUxQV560gvkTktzJCWpv0D//BP+t/KN\n2TSai2tTDRrU/PdOT1e7Kc3Vvbu6fVJpqfqXrTHWDCWWFhmp7q+5caMaMB57TA1gI0eq3bB//Uud\n17dsGXz4IYwfr543cqQa0DZvrn8TxL591v3ea3dNaMyTT6o/10mT1NoURd0g/scfL+59unYtjB2r\nHnvnnea/96FD6s0fCQlqp87FRe0W3n8/XH01rFoFPXq0/HuzFUVR/zHT2H+/wjJSU+33GRebuK+s\n0UD21ltvce+99wKwatUq9u7dy8mTJ9mzZw+PPfYY27Zts2SdFnMg8wCxARLIRH1hXfQcTz1k7zLa\nhQUL4LXX1Dv9WqL2rruWBLIzZ8xb8+xSLi7q+x4+rHZsjGlPgax3b7j8cnWbqLr/9o2IgK1b1Q7m\nvn3wxx/1P6+rr4Y9e9TtoEaOrH9New/TxMWpN2g8+aQa3Hfv/v/t3XlYlFXfB/DvDIzIooCIgAPI\nDpIsmkhuSai5pJhaD9Jij4+pmWZmWvZab2r5dFma+UiL5VZmadlTZhr6apllKeaSqWCAIAgqoGyy\nM5z3j9OMDLMwy33PDPD7XJdXOnPf95w5sXznnHP/Dq9hpvTQQ3x0bNYs4P33Db+uiwuwaZP61lc9\nevCSJuvW8aB29qxw70Mshw8Db7zB/0vEY81Alpam/3mdgUwmk0H2d1Gf7777DtOnT4eHhwdGjRqF\nJUuWCNpIIZ0vPo9xIeOs3QxiYwI9ffB1Nk1ZGuLiReMLrbZkzv6Ghhah1SYqiq8j6wiBzNOTT1lq\nY2/Pb3rQxdUV+PhjUZpltm7d+IieLv7+wIEDwryWRMJHzpYt49Op2kqm2JKLF03bcYIYrr4eKC7m\nXwvW+Jpo6+eizuZIpVIUFRWhrq4Ohw8fxqhRo1TP1dbWCtZAodGUJdEmQt4b1VL9gWx/eqaFWmO7\n6uqAoiIgMND0a5gayJqa+A9LU0fm2lrYn5dn3vsi7Y+LCw+oRe1gtUJODi9NUlZm7ZZ0XAUFvGah\nuzvfXcLS2ioPozOQrVy5EnFxcejTpw+SkpLQ7++iPUeOHEGwMbddWVCjohFZt7IQ0bMdLBggFtWv\njw8auuj+Dtx6MB0P7LsLdQ1NFmyV7cnO5qNIhla818bUulQ3bgAeHqa/tiGBrL2MkBHhmDNia0nK\nNl66ZN12dGTKnwFibU/WFpNHyCZMmIC8vDxkZGTgo48+Uj0eFxeHXbt2CdZAIWXdyoK/qz8cZbQq\nkqgLlXuAyW6jsrpe6/OvpL0FSJuRWVBi4ZbZlkuX+Nolc5haud2c6Uqg7UCWm0uBrDNqLzsJ5OQA\nMTEUyMSk/BnQ7gJZeno6SktL0aNHDwDAxx9/jKSkJLz00ktoaGgQtJFCoelKootUKoFdnRfO5mjO\nXRw+k42iLj/CvjIYGQXXrdA62yFEIPPz41MvdXXGnWduIAsIAG7e5Buct1ZezqdE//5xRjqR9rCT\ngELBw8K4cfzGFCIO5bKFwEDe35ZUX9/2NKnOQDZnzhw4/F3A5ejRo1i6dCmeeOIJdO/eHbNnzxa0\noUKhOyyJPqGSsXjq09Uajz+7820M7jIHropg5Fy/YYWW2Y7MTPNLBNjZ8cXZxv7AKyzk6ztMJZUC\nkZF8cXRrV67wwGZsGQ/S/rWHKcvCQv5hoX9/GiETkzWnLPPy2t4TWGcga25uVo2O7dq1C3PmzMHU\nqVPx+uuvIysrS8h2CoZGyIg+Bxa/hb+a07DisztlvDPyS3BRuhPv//MZuNp7Ia+URsjMHSED+DSR\nsaMS5o6QAbqnLWn9WOfVHgJZTg7/ngkPp0AmJmsGspyctnc90RnIFAoFGhsbAQCHDh3Cfffdp3qu\nqcmwhc9paWmIiIhAaGgoVq/WHJnYsWMHYmJiEB0djaFDh+LcuXMGn6sNBTKij38vV7w5dCtWnp2F\nrKs3AQBzt7yLcMVDiA7yhoeDNworOu8IGWPCBTJTfglSICNiUH44+HsrZpuk/GUdGgpcvsynMInw\n2m0gS0lJwYgRI5CUlAQnJycMHz4cAJCVlQU3A/ZEUSgUmD9/PtLS0nDx4kV8/vnnyMhQL8wZFBSE\no0eP4ty5c3jllVdUU6GGnNtaTWMNCioLENKDNo8mui2afB9i7P6BxLfnorSiBkdr38PbDz8PAPBy\n8cKN2513hKy4mE839uxp/rVMCWSmFoVtiQIZac3Dg4exW7es3RLdsrP594yTE9Crl3UWnHd09fV8\ni63evfmSioICywZfswLZsmXLsHbtWsyYMQO//PILpH9XUGOMYcOGDW2+eHp6OkJCQhAQEACZTIZp\n06Zhz549ascMHjwYrq6uAID4+HhcvXrV4HNbyyjJQJhHGGR2ZtyvTzqFQy/9G8U4j4jlU+DdMBTj\n4viQkJ+7N241dN4RMqFGxwDrjpBpK65Jgazzkkhsf9qy5S9rmrYUR34+X6NqZ8e3+vLwsGwtMrMC\nGcAD0+TJk+Hs7Kx6LCwszKB9LAsLC+HXYgWbr68vCgsLdR6/efNmjB8/3qRzm1kzPj33KaK9otts\nFyE9ujti8wPbcbPbYbw6+s6uEwE9vVCh6LwjZEIGMmPXkDEmTCDz8blTYLYlCmSdW3sIZCF/T+5E\nRNCdlmJo/TPA0tOW2dl3/h/ronPrJHNJjLid6ccff8SWLVtw7Ngxo88tqirC418/jkZFIz6b+pnR\n7SSd02Mj78bdoUXo6++peizUxxu10s49QibUJsyBgfwTqULBP5G2pbKS/7d7d/NeVyK5M23Zci9H\nCmSdmy3XImNMc4SsxXJqIhBdgWzYMPFfu7mZv1ZQkP7jRNvJSS6Xo6CgQPXvgoIC+Gq5p/3cuXOY\nNWsWvv32W7i7uxt1LgCETQ1D8w/NSMhLQPZpGy82Q2xKyzAGABF+XmjoQiNkQujale/H2OLbWC/l\n6JgQZSlaryOjGmTElkfIbt7kJVuUX580ZSkOa42QHTlyBM8/vxz29svx5pvL9R4rWiAbOHAgsrKy\nkJeXh4aGBuzatQtJSUlqx+Tn52PKlCn49NNPEdJiLM+Qc5XSNqXhx20/YuWKlUhISBDr7ZBOIFTu\nAdalCrdrrVv4OC0NiI7mQcKSMjOFC2SAcQU5hZiuVGodyKgGGbHl4rDKBf1KFMjEYa1AlpCQgEmT\nliM2djmWL1+u91jRApm9vT1SU1MxZswYREZGIjk5GX379sXGjRuxceNGAHy/zLKyMsydOxf9+/fH\noEGD9J6rzTB/C4w3kk7B3k4KaV1PZOQXt32wCBoagMWLgVmz+GbIllxw2tDAR7OE3KbWmGkic4vC\nttQ6kNF0JbHlKcuW68cA/sGkqurOND4RhjXXkBmyfgwQcQ0ZAIwbNw7jxo1Te2zOnDmqv2/atAmb\nNm0y+FxCxObQ6I1LV28gLlygdGCgrCwgJYWHkrNngQkTgLIyy71+Tg6vIt2li3DXNGaaSMgRsrvu\n4oGMMT4qRoGMyOX8+6mmhpeWsCWt776TSoGwMD5KFhdnvXZ1NNYMZIbcYQmIOEJGSHvkDC9kX7f8\nOrJp04DkZODrr/nt2O7ulg1kQq4fU7JWIPPwAFxc7qxfo0BGpFL+NXD5srVboknbL2uathRWyxpk\nSpasRUaBjBATuNl548pNy95pyRiQkQE89dSddU7WCGRC3WGpZMy6HSGKwrbUctqSAhkBbHdhv65A\nRqUvhNOyBpmSJWuRUSAjxAQeXb1QWGHZEbJr14Bu3fgfJTe3jjNCZsiWNUKOkAFAVBQFMqLOlP1V\nLUHb+iIaIROWrp8Blpi2ZMzwNWQUyAhpwaebN4prLDtCpu3Tk7u7Ze+yFCOQubnxT6Gti7RqI3Qg\noxEy0potjpDdvs0X7/v4qD9OgUxY1gxkrcua6EOBjJAWfN28cKvesiNkugKZJUfIhC55oWTIL8HG\nRv5Dy8tLuNdVBjKqQUaUbDGQXb7MiyhLW/0mDgvjoyrNzdZpV0djzUBm6HQlQIGMEDWBvbxR2WzZ\nETJtw9mWDGSlpXxha69ewl/bkHVk167x17YX8J7vyEgeMi9fphpkhLPFQKbrl7WLC1/flJ9v+TZ1\nRBTICGmHQny8UGvXuUbIlNOVYoQWQ+o/CT1dCQDOznwa6PBhmq4kXEAAv3mksdHaLbmjdQ2ylmja\nUjjWDmSGrB8DKJARoqavrxcau1h/DZmbm+XWkImxfkzJkFEJMQIZwKctv/uOAhnhHBwAb2/bGnVq\nXaW/JbrTUjjWDGT6/h+3JmphWELam0AfdzBZNcpv18HNpavO446ey8U3J3/H2zMfNvs1bWWETAzB\nwcB77+k/Rsgq/S316wesXg3o2HWNdELKDwjK77fvvwd279Z/zqRJhn0NVVYCb7yh/yYWd3fgf/7n\nzprGnBzgwQe1HxseDvz0E/DMM5przISwZg2vfejnp/lcZiavifjMM3z61BiMAZ99xgvwTp6s+XxD\nA7B2rfpSBpmMf6+6urZ9/dpa4O23edu6d2/7eG01yJRa1iKzs+Ojp2+/Dfz1l+7rOTgAS5bwtX+G\nyMkB/vUvw46lETJCWrC3k0Ja26vN7ZPW7v8aW/5MNfv1ysr4DwFP9X3OLRrICguBPn3EuXb//vyH\nu75fUmKOkCkUNEJG7lAGsvp6YOFCXvtvwABgyBDtfwYO5MfNm8eDgC7p6fw6xcW6rzVkCL9GbCxw\n9Cg/T9/6opQUoKQEuP9+vpWakGprgaVL+fv7+us7jzMGbN4MDB8OHDvG39OpU4Zft6wMePhh4K23\ngBdfBGbOBKqr7zyfnQ0MHQr8+qt6v/z8s+Gvc/488NprvG0nT7Z9vLYaZEota5Hl5vL3/dNP+v8f\n9uwJxMcDn39uWHuNWUMG1o618+YTG+W08G625cAJvcf0WfQIs18UbPZrnTzJWGys5uMVFYy5uJh9\neYOMHs3YgQPiXX/aNMbee0/38ykpjH3yifCve+4cYwBjv/8u/LVJ+7R6NWNTpvDvuSlTGLt5s+1z\nyssZS05mrF8/xs6fV39OoeDX7NWLsd27DWvDvn2MeXsz9vLLjDk4MFZfr/vYxkbGli9nzMuLse++\nM+z6hsjIYCw0lLHffmMsMJCxuXMZu3aNv8+oKMYuXODH7dzJmKcnY2vX8veqz88/M+bvz9izzzJW\nW8tYVRVj//wnY+HhjJ05w9j27Yz17MnYhg2MNTernztjBmMffmhY27/4gv+/272b9/vq1frbdvAg\nY4mJup8fPJix557j73PdOs22aXPqFGNhYbzdVVW6j7t9mzFHR/X26cstNGVJSCvO8MLlG/rXkV1j\np9HkVIjmZgap1PTV8Prusqqt5SUbhLz7UJviYnHusFSaNo1PA8ydq/15sUbIwsMBR0fDpxZIxxce\nDrz6KvDOO8Ds2YbdyOLqykdDtm0DEhLUF2iXlfHR7ZMn+fSXIcaPB06fBqZPb3v/WHt73t6RI4FH\nH+V/N3T6Sx/lmqp77gHOnOEjhb6+/Hs0PZ2PHAF8SnPQIOCRR4CPPuJrW7VhjF9z0ya+D6/S1q18\n+jIxka/fO3wYiI7WPN+Yzd+VbZ86le/1+eijwJYtfFZBm9JS/v9Nl5AQYN8+IC2Nj7oZQjlyuGAB\n3+FE27QvANTV8Z/vhk45UyAjpBU3e29cuan7Tsuim1VocLoCNMuQe70Mwb1NL3KlK5BJpfwXQXk5\nHyIXk9iBbOxYYMYMfoebtrViYgWyLl14/1INMqI0YQL/hW5szTuJhH8N33+/+k0Bdnb8l7OxH5p8\nfIADBwwrmgwAw4YBq1bx4CBkIAP4z5nPPuMfmloXqAX4B5qjR3mI1FcXLTRU+8+qRx4Bxo3jH466\n6liWGxwMfPml4W1XbvPm7w/8+CNvm749KcPCdD+3fj1vl6OjYa+v5OLCg+Cff/ICv7po61NdKJAR\n0krPrl4oqtQ9QvbNb3/AubofmiTVOHu50KxAlp0NDB6s/TnlOjIxA1lzM/8EKeZrODjwhctffgk8\n95z6c4yJF8gA434Yko7Pzs68AsRyuXBfq1IpHzUylJB11FrfdSiR6P9ekcn4uilT6Rq9UjLmveXl\n8Q95Svb2fBTPVG21rS1RUead3xIt6iekFb59ku4RssMXT8NfNgDOzXJcKLhq1mvpW/BpiYX95eX8\nk56+aRMhTJsG7Nyp+XhZGX9tY+/kIqSzETOQWZsx+97aWtuFRIGMkFZ83b1wq0H3CNnZ4lMY2Ptu\neMh8kVNcaNZr6Qtklthg/MYNcacrlRIT+V1Mly+rPy7m6BghHYmnJy8ZIcTPBFsLNe7ufKSrtFT/\nccq1amLdFW5tFMgIaSWolzeqmnWPkBU2n8b9UQPg5SRHfrnpgay2lu/hqKsGlyU2GBd7/ZiSvT3w\n0EPArl3qj1MgI8QwEolxi9/1sbVABhj23kpL+XovQ+qPtUcUyAhpJdTHC7V22kfISitqUO+Ug6R7\n+sHPVY7r1aYHssuX+Sc9bfVxAMtMWVoqkAGa05b5+XfqCRFC2ibEtGVtLVBRYdz6NUswZN/bvLyO\nfdc0BTJCWrmrjzcaHbSPkH3z2zk4Vkegu7MDgj3luNloeiBrq2BgRwtkw4bxT7gXLwJffcWLUiYl\n8ermhJC2CRHI8vL43YliVP83hyHvLTfX9kb2hER3WRLSip+nK2DXgNKKGvR0dVJ77tCF0/Cz50M6\nEXI5qk6LF8jc3IBbt0y+vEEsGcikUl7X6MEH+S3qe/ead+cWIZ1NcDBw/Lh517DF6UqAv7cff9R/\njK22XSg2lpEJsT6pVAK7Oi9cvKI5bXnm+mkM8L4bABATKEe9g3mBrGWRydY60hoypTlzeE2iM2co\njBFiLKFGyGwx1Bjy3my17UKhQEaIFl2bvJBZqDltWdB0CqP6/T1C5u8JJqtEZXW9Sa+Rnd25piwB\nXil9/fqOuyiXEDEJsajfVkNNSIhha8hsse1CoUBGiBYu8EZusfoIWWV1PWqdL2HyYL73h72dFHZ1\n3jibY9rOv51tDRkhxDy+vnwdpr6Nzttiq6HGxweoquJ/dLHVtguFAhkhWrjZe2lsn/Tt8fPoWhOC\nHt3v7LHh2CjHuSvGF4dtagIKCvTfMUSBjBDSkp0dvzO7dT0/Y9hqqJFIgKAg3e+to9cgAyiQEaKV\np5M3rlWpj5Cl/XkKcql6jQZXqRx/XTN+HVlBAd/CxcFB9zGWKAxLgYyQ9sXcdWS2GsgA/e+tpARw\ncgK6dbNsmyyJAhkhWni7eGlsn3S66DRive5We8zTQY7cm8YHsrbWjwHiL+pvaOCb4rq5ifcahBBh\nmbOOrKYGqKw0bz9PMel7b7YcJIVCgYwQLfx7eKOs1fZJVxpPYWSk+giZvLsviqqMD2RtrR8DeFCq\nrOQbgIuhpIRvx2Jr9YgIIbqZM0J25Ypt1iBT0lcclgIZIZ1UYC8vVLE7I2Q1dY2ocb6AqUNi1Y/r\nIUdJnTiBzM4OcHbmoUwMNF1JSPtjSEV7XWw91OgLm7bediFQYVhCtIj0643bLmfRfeFQAIBCUg8H\nSSB6uTurHRfmI0d5hvGB7PRpYO7cto9TriMTY1qRAhkh7Y85I2S2HmraCmSRkRZtjsVRICNEi4To\nIHxcehTV9XdqjEX10dwF+y5/OWrtjQtkO3cC164BDzzQ9rFiriOjQEZI+xMYyPeBbWoC7I38DW7r\ngaxPH6CoiK9v7dJF/bm8PGD8eKs0y2IokBGihVQqwfRRA9s8LjaoN5ocr6G5mUEqlbR5fGEh8Oyz\nwP79gKNjm4eLWvqCAhkh7U/XrnxRfltlc7TJy+Nbl9kqmYzXWsvLA8LC1J+z9TApBFpDRogZenR3\nhKTRGZeulrZ5LGPAv/4FzJsH3H13m4cDoEBGCNFk6jqy9hBqtE1bdoYaZAAFMkLM5tAgx9nLbReH\nff99Hq5eesnwa4tZi4wCGSHtk6nryNprIOsMNcgAmrIkxGwuTI6Mq4UA+us8JisL+N//BX75hQ/L\nG0rXCFl9vf6isoYoLrbdekSEEN1MCWS2XoNMSdt7aw9BUgg0QkaImXrYy5FTonth/7FjwOjRwMqV\nQESEcdfWtqj/6lVeS6iuzoTGtkAjZIS0T6YUh7X1GmRKFMgIISbzdpajoFwzkCkUwGuvAVOmAOvX\nA08/bfy1tY2QnT3Lw9SBAyY2+G8UyAhpn0xZQ9ZeQk1IiOZ7ay9tNxcFMkLM5Ocmx/Ua9UB2Ka8S\nI+6vwg8/8JpjkyaZdm1tgez8eR6kdu40scHgi2SLi3mlfkJI+xIczDfhZkz3Mfn5fGmDUnsJNUFB\nQG6u+g4l7aXt5qJARoiZQjzluNWkHsgS1k/H7fiXcOgQINcsX2YwbYv6z58HliwBvv8eqK427bq3\nb/MaRk5OpreNEGIdrq68/MWNG5rPKRTA668DffsC8fFAZiZ/vL2EGmdnYOhQYOJE/qERaD9tN5eo\ngSwtLQ0REREIDQ3F6tWrNZ7PzMzE4MGD0bVrV6xdu1btuYCAAERHR6N///4YNGiQmM0kxCyRfr64\nLbkTyPanZ+K68//httcB2NmZd21ta8jOnwcSEoDBg4HvvjPtujRdSUj7pm2t1dWrwMiRwOHDwKVL\nfJnE8OHA5s181Km9hJrvvweio4H+/YH/+7/OE8hEu8tSoVBg/vz5OHToEORyOeLi4pCUlIS+ffuq\njvHw8MCGDRvwzTffaJwvkUhw5MgR9OjRQ6wmEiKImEA5GhzuBLJFX67FCOclyGz8AJfLLiPIPcjk\na7eesmxq4j9o+/YFpk3j05bJycZflwIZIe1bSAjw4YfA77/zf9fUAO+8AyxYACxdyvfCnT2bjzal\npAAZGcBzz1m3zYaSyYA33gBGjQKmTweuX+/4NcgAEUfI0tPTERISgoCAAMhkMkybNg179uxRO8bT\n0xMDBw6ETEcdAKZvgpwQGxEq9wCzr0FpRQ3OXb6Ov+y/wgf/mo/7g+/HwZyDZl27dSDLzuZToM7O\nvOL2Dz+YtrUSBTJC2rdZs/iShsuX+Z8bN4BvvgGWLYPayPxddwEnTgBr1gCxsdZrrylGjuQ3WswH\neQAAEoZJREFUMf3nPx2/Bhkg4ghZYWEh/Pz8VP/29fXFiRMnDD5fIpFg1KhRsLOzw5w5czBr1iwx\nmkmI2aRSCexre+NMdiGW79mGu5pTEOHfE2PKx2B3xm48NfApk6+tXEPGGCCR8OnKfv34c66uQGIi\n/yH8z38ad10KZIS0bwkJ/I8hHB35lm3tkacn392kMxAtkEkkbe/rp8+xY8fg4+ODkpISjB49GhER\nERg+fLjGccuXL1f9PSEhAQmGfoUSIiCnJjl+zriE3xo24lAK/+AxOng05u2fh0ZFI2R2RlSDbcHB\ngQ/fV1cDLi7qgQzg05Zbt1IgI4QQW3TkyBEcOXLEoGNFC2RyuRwFBQWqfxcUFMDX19fg8318fADw\nac3JkycjPT29zUBGiLW4SuV4+9RKyCWJSIwNBgD0cu6FIPcgnCg8gWH+w0y+tnJhvzKQPfTQnecm\nTODrREpKjCthUVzMby8nhBAintYDRStWrNB5rGhryAYOHIisrCzk5eWhoaEBu3btQlJSktZjW68V\nq6mpQVVVFQCguroaBw8eRFRUlFhNJcRsvbrKUe12Eq+PW6L2uNDryFqPkDk7A+PHA199Zdw1aYSM\nEEJsi2iBzN7eHqmpqRgzZgwiIyORnJyMvn37YuPGjdi4cSMA4Pr16/Dz88O6devw+uuvw9/fH7dv\n38b169cxfPhwxMbGIj4+HhMmTMD9998vVlMJMZu/mz/cyhLwxOg4tcfHBI/BgRzzSuor15HV1fHt\nT8LC1J9PSQFSU4GiIs1zm5v5LgGpqeqPUyAjhBDbImHt+FZGiURCd2ISm1BaUYOyqlqE+nqoPV7f\nVA/PtzyRtzAPPRxNK+EycSLw5JN8H7rHH+ejZC01N/Mtmj74gNcbGj+eP15czNeWlZTwu7Bycni4\nA4CoKOCzz/h/CSGEWIa+3EKV+gkRQE9XJ40wBgAO9g64t8+9OHT5kMnXVq4hO39ee4CSSoFXXwW+\n+AKYOxdYuBDYt48XVezfH/j1V+CBB4C/B6YB0AgZIYTYGgpkhIjM3HVkyjVkrdePtTZ8OHDmDFBQ\nADz1FLB9O7BqFb9Lc/FiPnVZX8+3Vrl1C/DQzI+EEEKshAIZISJTriMzdXrd0EAGAD168AX+BQW8\nRplSdDQQEwPs2AHcvMmnLu1Fu8eaEEKIsSiQESKyMI8wSCVSZJZmmnS+clG/IYFMnyVLgLfe4tuQ\n0HQlIYTYFgpkhIhMIpHggdAH8OXFL006392d311ZWgoEBprejvvu42Uytm6lQEYIIbaGAhkhFjB/\n0Hy8d/I91DbWGn2uuztw7BgQGckX8JtKIuGjZO++S4GMEEJsDQUyQiwg0jMScfI4fPLHJ0af6+7O\n132ZM12pNHUq4OtLgYwQQmwNBTJCLGTJkCVY89saKJoVRp2nrB0mRCCztwfWrAFGjzb/WoQQQoRD\ngYwQCxnuPxwejh7Yc2mPUee5u/P/ChHIAGDKFEDHLmaEEEKshAIZIRYikUiwZMgSvHnsTaNKYAgd\nyAghhNgeCmSEWNCDEQ/iZu1N/JL/i8HnODnxvSh79xaxYYQQQqyK9rIkxMI++P0D7Mvah70pe63d\nFEIIIRZEe1kSYkOeiHkCJwtP4qe8n6zdFEIIITaCAhkhFuYoc8SWSVvw8JcP442f30Aza7Z2kwgh\nhFgZTVkSYiX5Ffl47L+PQWYnw/bJ29G7Gy0SI4SQjoymLAmxQf6u/vjhiR9wr/+9GLBxAHJu5Vi7\nSYQQQqyERsgIsQEv//AySmtK8cGED6zdFEIIISLRl1sokBFiA4qrixGeGo7MeZnwcvGydnMIIYSI\ngKYsCbFxvZx7IfmuZKSmp1q7KYQQQqyARsgIsRFZN7MwZMsQ5D6bC5cuLtZuDiGEEIHRCBkh7UCo\nRyju7XMvtpzZYu2mEEIIsTAKZITYkBeGvIB1x9ehqbnJ2k0hhBBiQRTICLEh8b7x8Ovuh90Xd1u7\nKYQQQiyIAhkhNuaFoS/gzWNv0vpIQgjpRCiQEWJjxoeOR4BbAIqri63dFEIIIRZCd1kSQgghhFgA\n3WVJCCGEEGLDKJARQgghhFgZBTJCCCGEECujQEYIIYQQYmUUyAghhBBCrIwCGSGEEEKIlVEgI4QQ\nQgixMgpkhBBCCCFWRoGMEEIIIcTKKJARQgghhFgZBTJCCCGEECsTNZClpaUhIiICoaGhWL16tcbz\nmZmZGDx4MLp27Yq1a9cadS4hhBBCSEchWiBTKBSYP38+0tLScPHiRXz++efIyMhQO8bDwwMbNmzA\n4sWLjT6XWM+RI0es3YROifrd8qjPrYP63fKoz61PtECWnp6OkJAQBAQEQCaTYdq0adizZ4/aMZ6e\nnhg4cCBkMpnR5xLroW9c66B+tzzqc+ugfrc86nPrEy2QFRYWws/PT/VvX19fFBYWin4uIYQQQkh7\nI1ogk0gkVjmXEEIIIaS9sRfrwnK5HAUFBap/FxQUwNfXV9Bzg4ODKbxZyYoVK6zdhE6J+t3yqM+t\ng/rd8qjPxRcTE6PzOdEC2cCBA5GVlYW8vDz07t0bu3btwueff671WMaYSedmZ2eL0nZCCCGEEEsS\nLZDZ29sjNTUVY8aMgUKhwMyZM9G3b19s3LgRADBnzhxcv34dcXFxqKyshFQqxfr163Hx4kW4uLho\nPZcQQgghpCOSsNbDU4QQQgghxKIEW9R/9epVTJo0CWFhYQgJCcHChQvR2Nio95x33nkHtbW1Wp97\n9NFHERERgaioKMycORNNTU0AgNLSUowdOxaxsbHo168ftm3bpnFubW0tHnjgAfTt2xf9+vXDSy+9\npHquvr4eycnJCA0NxT333IMrV66onhs7dizc3d0xceJErW1asGABunXr1lZXWIyl+rysrAyTJ09G\nTEwM4uPjceHCBY1zO0ufA8L3+8yZMxEbG4vo6GhMnjwZFRUVqucWLFiA0NBQxMTE4MyZMxrnUr8L\n3+/6ClYrdYZ+l0qlajUi16xZI8gaI3P6BwCWLFmCvn37IiYmBlOmTFH7fnnjjTcQGhqKiIgIHDx4\nUPX4smXL4O/vr7Nvv/rqK0ilUpw+fdrs92cuS/f72bNnMWTIEPTr1w8xMTH44osvtJ7f0fvdJjAB\nNDc3s7i4OLZt2zbGGGMKhYLNnDmTLVmyRO95AQEBrLS0VOtz+/fvV/09JSWFvf/++4wxxl599VW2\ndOlSxhhjJSUlrEePHqyxsVHt3JqaGnbkyBHGGGMNDQ1s+PDh7Pvvv2eMMfbuu++yuXPnMsYY27lz\nJ0tOTladd/jwYbZ37142YcIEjfacPHmSPf7446xbt25635OlWLLPFy9ezFauXMkYYywzM5ONHDlS\n49zO0OeMidPvlZWVqr8vWrSIvfbaa4wxxvbt28fGjRvHGGPs+PHjLD4+XuNc6nfh+724uJidPHmS\nLVu2jK1Zs0bruZ2h3x0cHFhQUJCq/9asWcOWL19u9nVN7R+lgwcPMoVCwRhj7MUXX2QvvvgiY4yx\nCxcusJiYGNbQ0MByc3NZcHAwa25uZowxduLECXbt2jXm4uKicb3Kyko2fPhwNnjwYHbq1Cmz35+5\nLN3vf/31F8vOzmaMMVZUVMR8fHxYRUWFxvkdvd9tgSAjZD/88AMcHR3xxBNPAOAJf926ddiyZQvq\n6uqgUCiwePFiREVFISYmBqmpqdiwYQOKiopw3333YeTIkRrXHDdunOrvcXFxqjpkPj4+qKysBABU\nVlbCw8MD9vbqS+EcHR0xYsQIAIBMJsOAAQNU53/77beqdk6dOhWHDx9WnZeYmAgXFxeNtigUCrzw\nwgt48803NW5AsBZL9nlGRgbuu+8+AEB4eDjy8vJQUlKidm5n6HNAnH5XfnpkjKGmpgY9e/YEAOzZ\ns0f1OvHx8SgvL8eNGzfUzqV+F6bfa2trVf2uq2B1S52h32UyGWbPno1169ZpPJeXl4fExETExMRg\n1KhRKCgoQEVFBQICAlTHVFdXw9/fHwqFQu1cU/qnpdGjR0Mq5b+64uPjcfXqVQD8+yUlJQUymQwB\nAQEICQnBiRMnAACDBg2Ct7e31uu98sorWLp0KRwcHGyi7y3d76GhoQgODgbAf7/26tVL4+c70PH7\n3RYIEsguXLiAu+++W+2xbt26wd/fH1lZWfjwww+Rn5+PP/74A3/88QceffRRPPPMM+jduzeOHDmi\n9g3ZWmNjIz799FOMHTsWAPDkk0/iwoUL6N27N2JiYrB+/Xq9bSsvL8fevXtVP5BbFp21t7eHq6sr\nbt26pfcaqampmDRpks4vLGuwZJ/HxMTgv//9LwC+i8KVK1dU34zadNQ+B8Tr9xkzZsDHxwd//vkn\nZs2aBQAoKirSKJBM/X6HkP1+7tw5PPnkkya1rSP3+9NPP40dO3aoPgQrPfPMM5gxY4aqrxcsWABX\nV1fExsaqKr5/9913GDt2LOzs7NTONaV/dNmyZQvGjx8PgH+/tCyPZEhB8dOnT6OwsFB1DVspo2St\nfk9PT0djY6MqoOnSUfvd2gQJZG115uHDhzFnzhxVunZ3dzf42k8//TRGjBiBoUOHAuBz1bGxsSgq\nKsLZs2cxb948VFVVaT23qakJKSkpePbZZ9U+QRijqKgIu3fvxvz5820qxVuyz5cuXYry8nL0798f\nqamp6N+/v8Y3u1JH7nNAvH7funUrioqKEB0djddff131eOv3r+v1qd/N7/dVq1YZ3a6O3u/dunXD\n9OnT8Z///Eft8ePHj+ORRx4BADz22GP45ZdfAADJycnYtWsXAGDnzp1ITk4WrW2rVq1Cly5dVO3Q\nRt/XTXNzMxYtWoQ1a9aoHrOV/rdGv1+7dg3Tp0/H1q1b9R7Xkfvd2gQJZJGRkTh16pTaY5WVlcjP\nz0dISAgA0zp8xYoVuHnzJt5++23VY7/++isefvhhALwwbGBgIC5duqT1/NmzZyM8PBwLFixQPSaX\ny5Gfnw+A/zCtqKhAjx49VM+3/kI6e/YssrOzERISgqCgINTU1CAsLMzo9yI0S/Z5t27dsGXLFpw5\ncwaffPIJSkpKEBQUpPX8jtzngHj9DvBpuGnTpuHkyZMANAskX716FXK5XOu51O/C9bsxOnq/A8DC\nhQuxefNmVFdXqz2urb8nTpyItLQ0lJWV4fTp00hMTNQ4xtj+0Wbbtm3Yv38/duzYoXZdQ79fAKCq\nqgoXLlxAQkICAgMDcfz4cSQlJdnMAnNL9ntlZSUmTJiAf//73xg0aJDONnWGfrcmQQLZyJEjUVNT\ng+3btwPg6yGef/55zJgxA46Ojhg9ejQ2btyomtMuKysDwH/Rtx6SVdq0aRMOHjyIzz77TO3xiIgI\nHDp0CABw48YNXLp0SWs4ePnll1FZWakxD5+UlISPP/4YALB7926NtSWtv9jHjx+Pa9euITc3F7m5\nuXBycsJff/1lUL+IyZJ9XlFRgYaGBgDARx99hBEjRmhd59HR+xwQp9+VBY4ZY/j222/Rv39/ALzf\nPvnkEwD8k7Gbmxu8vLw0zqd+F7bfldoKeJ2h3wE+2viPf/wDmzdvVoWlIUOGYOfOnQCAHTt24N57\n7wUAuLi4IC4uDgsWLMDEiRO1hitj+6e1tLQ0vPXWW9izZw+6du2qdt2dO3eioaEBubm5yMrK0hsu\nXF1dUVJSour3e+65B3v37sWAAQMM6BXxWarfGxoaMHnyZEyfPh1TpkzR2Z7O0u9WJdTdAQUFBWzi\nxIksNDSUBQcHswULFrCGhgbGGGNNTU1s0aJFLDIyksXExLB3332XMcbYhg0bWHh4OEtMTNS4nr29\nPQsJCWGxsbEsNjZWdQdUSUkJmzBhAouOjmb9+vVjO3bs0NoWiUTCIiMjVedv3ryZMcZYXV0de/jh\nh1lISAiLj49nubm5qvOGDRvGPD09maOjI/P19WUHDx7UuLat3AHFmOX6/Ndff2VhYWEsPDycTZ06\nlZWXl2ttS2foc8aE7ffm5mY2dOhQFhUVxaKiotiMGTNYTU2N6vl58+ax4OBgFh0drfVOJOp34fv9\n2rVrzNfXl3Xv3p25ubkxPz8/VlVVpdGWjt7vLdtx48YN5uTkxFasWMEYY+zKlSssMTGRRUdHs1Gj\nRrGCggLVsbt372ZSqZQdPXpU63XN7Z+QkBDm7++v6nflnYOMMbZq1SoWHBzMwsPDWVpamurxJUuW\nMF9fX2ZnZ8d8fX1V76OlhIQEm7jbz9L9vn37diaTyVT9GRsby/744w+N8zt6v9sCKgxLCCGEEGJl\nghWGJYQQQgghpqFARgghhBBiZRTICCGEEEKsjAIZIYQQQoiVUSAjhBBCCLEyCmSEEEIIIVZGgYwQ\nQgghxMookBFCCCGEWNn/Ax8YTD3fYwe1AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Neah Bay Winds" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eax =times[-1]; sax = timeso[0];\n", "plot_winds(sax,eax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kDiKqXTSphDVs2BALFy5EfHw8fvvtN3z44Yc4duwY3nnnHQwaNAgnT57EwIEDLQ4iJSLS\nUnp6OpYuXWo2o1ILubm5+PDDDzVvBxFVnSYhrFmzZujSpQsAmVlz0003ISkpCZs3bzbMjpk4cSK+\n/fZbLZpHRGTRkiVLEBwcjDvuuMOs67im/fjjj/Dz80NAQADuv/9+zdpBRNbRpDvSVGJiIvr3748j\nR44gODjYME5EURR4eXmZjRshIiIiqis0HZifk5ODkSNH4n//+x9cXV3N7rPVvnJERERE9qhqyyvb\nQH5+PkaOHInx48fjnnvuASBT3S9evIhmzZohJSUFfn5+JZ7Xpk2bSk2HJyIiItJKeHi42Vp6pjSp\nhCmKgsmTJ6NDhw6GVZoBYPjw4VixYgUAWTdGDWemTp8+DUVR+K8G/7366quat6E+/uN553mvL/94\nznne6/K/srZR06QStnfvXqxatQqdO3c27Ff39ttvY/bs2Rg1ahQ+//xzwxIVRERERHWRJiGsb9++\npe7rtn379hpuDREREVHN44r5VK7IyEitm1Av8bxrg+e95vGca4PnXXuaL1FRWTqdDrWsyURERFRP\nlZVbWAkjIiIi0gBDGBEREZEGGMKIiIiINMAQRkRERKQBhjAiIiIiDTCEEREREWmAIYyIiIhIAwxh\nRERERBpgCCMiIiLSAEMYERERkQYYwoiIiIg0wBBGREREpAGGMCIiIiINMIQRERERaYAhjIiIiEgD\nDGFEREREGmAIIyIiItIAQxgRERGRBhjCiIiIiDTAEEZERESkAYYwIiIiIg0whBERERFpgCGMiIiI\nSAMMYUREREQaYAgjIiIi0gBDGBEREZEGGMKIiIiINMAQRkRERKQBhjAiIiIiDTCEEREREWmAIYyI\niIhIAwxhRERERBpgCCMiIiLSAEMYERERkQYYwoiIiIg0wBBGREREpAGGMCIiIiINMIQRERERaYAh\njIiIiEgDDGFEREREGmAIIyIiItIAQxgRERGRBhjCiIiIiDTAEEZERESkAYYwIiIiIg0whBERERFp\ngCGMiIiISAMMYUREREQaYAgjIiIi0gBDGBEREZEGGMKIiIiINMAQRkRERKQBhjAiIiIiDWgSwh56\n6CH4+/ujU6dOhmNz5sxB8+bN0bVrV3Tt2hXR0dFaNI2IiIioRmgSwiZNmlQiZOl0OsyYMQOHDh3C\noUOHMGTIEC2aRkRERFQjNAlhERER8PT0LHFcURQNWkNERERU8+xqTNgHH3yA8PBwTJ48GRkZGVo3\nh4iIiKjaOGrdANV//vMfvPLKKwCAl19+Gc888ww+//xzi4+dM2eO4XpkZCQiIyNroIVEREREZYuJ\niUFMTEyFHqtTNOoDTExMxLBhw/DXX39V6j6dTsduSyIiIqoVysotdtMdmZKSYrj+zTffmM2cJCIi\nIqprNOmOHDt2LHbt2oXLly+jRYsWeO211xATE4PY2FjodDqEhobi008/1aJpRERERDVCs+7IqmJ3\nJBEREdUWtaI7koiIiKg+YQgjIiIi0gBDGBEREZEGGMKIiIiINMAQRkRERKQBhjAiIiIiDTCEERER\nEWmAIYyIiIhIAwxhRERERBpgCCMiIiLSAEMYERERkQYYwoiIiIg0wBBGREREpAGGMCIiIiINMIQR\nERERaYAhjIiIiEgDDGFEREREGnC09gWOHTuGxMREODg4oGXLlmjfvr0t2kVERERUp1UphCUkJGDh\nwoXYunUrgoKCEBgYCEVRkJKSggsXLuCuu+7C008/jZCQEBs3l4iIiKhu0CmKolT2SaNGjcIjjzyC\nyMhINGzY0Oy+/Px8/Pzzz/jss8+wfv16mzVUpdPpUIUmExEREdW4snJLlUKYlhjCiIiIqLYoK7dY\nNTB//fr1yMrKAgC88cYbGDFiBA4ePGjNSxIRERHVC1aFsDfeeANubm7Ys2cPduzYgcmTJ+M///mP\nrdpGREREVGdZFcIaNGgAAPj+++/xyCOP4K677kJeXp5NGkZERERUl1kVwoKCgjBlyhSsW7cOd955\nJ65fv46ioiJbtY2IiIiozrJqYP7Vq1cRHR2Nzp07o23btkhJScFff/2FwYMH27KNZjgwn4iIiGoL\nm8+O7N69O/r27Ys77rgDkZGRcHJysrqRFcUQRkRERLWFzUNYfn4+9uzZg+joaMTExMDLywtDhgzB\nHXfcgbCwMKsbXBaGMCIiIqotqn2dsKSkJERHR+PHH3/EqVOn0KtXL3z00UfWvqxFDGHlUxRAp9O6\nFURERFSji7UWFRXh119/xa233mrLlzVgCCvboUNAt24SxIiIiEhbZeUWqzbw/uOPP/DWW28hMTER\nBQUFhh8WFxdnzctWq7Q04L77gJgYrVtSPf5ZOxfXrwM1OFSPiIiIKsmqEDZu3DjMnz8fHTt2hIOD\nVatd1JidO4Fdu4D8fKDYtpd1wvXrcnn8ONCli/H4xYtAfDwwcKA27SIiIiJzVoUwX19fDB8+3FZt\nqRG7d8vl+fOAt7dcd3fXrj22lp0tl0eOmIew6Gjg00+Btm2B4GBt2kZERERGVoWwV199FZMnT8Zt\nt92GRo0aAZDuyHvvvdcmjasOhw/LZUICsHQp0KAB8Npr2rbJltTuyJMnzY8nJwMHDwItWwIFBfK+\niYiISDtWhbAVK1bgxIkTKCgoMOuO1DqExcYC8+YBq1cDzZsD//d/wP33y32ZmVIhSkgAzp0DPDw0\nbarNZWfLWLDkZGD6dKBrV2DiRLmt7iil1wM+Ptq2k4iIqL6zKoT9+eefOH78OHR2th7C2bMSxA4d\nApKSgAsXjPdlZwP9+wMzZwJBQUCPHmW/1oEDwK+/Ak88Ub1ttpXsbKBdO2DfPqmGDR0q1bEVK6T6\nVVgIXLnCEEZERKQ1q0bT9+nTB0ePHrVVW2wmOxu4dAn44w+5nZlpft/zzwMBAcDRo+b3WfLxx8CT\nT8qsytpADWHHjgG33gr88gswbRqQkyOVwU6dgPR0rVtJREREVoWwX3/9FV26dEFYWBg6deqETp06\noXPnzrZqW6VkZBivZ2dLtefUKemOTE0FcnON97VsCYwcKbfVMVSlKSyUy82bbd/m6qCGMACIijKf\ndNCrl5yPK1e0aRsREREZWdUdGR0dbat2WOX4cWDECKn+ABJEFAX480+gZ0/g88/l3/XrQFER0Lgx\n0LGjPLa8SlhCAjBmDPDzz8DkydX7PmwhOxu45RbA0VHeY1CQjH0DpPrn7c0QRkREZA+qVAnL/mcd\nhJCQEIv/TB9TExITZeyXsX1y+fvvEsJUW7YArq6ypU/XrnK9vEpYQgLw4IPAnj22bnX1yMqS6leb\nNjIBITBQjqenA40aSQhjdyQREZH2qlQJGzFiBNq1a4e7774bPXr0gJeXFwDgypUr+PPPP/Htt9/i\n77//xvbt223aWFOxscCZM9Ll6O0twevaNaBJE2Owys01hjBfXyAuToIXIF12R4/KFj+lyc8HUlKA\n7t1lRmFVZGUB//0v8OabVXt+ZWVny3uMi5PFaAMDpSqmzgJlJYyIiMg+VKkStn37dowcORLr16/H\nrbfeCnd3d7i7u6Nv377YuHEjRo8eXa0BDAC2bQNefBGYNUvW+wJkVfi//jJWwgBAHaIWFQWcPm0M\nYYDMECyrEpaeLuHF3d04pqyydu0C3nqras+tiuxswM3NuBtAYCDg52fc0NvbG/j2WxmoT2QPCgtl\nFjIRUX1T5TFhUVFRiIqKsmVbKiU9HThxQq7v2yeXa9cCL7wAREQA48YBjz8uAWrmTKmEffONBBRV\n48YyRuzGDbleXEaGhDA10FRlq6OrVyv/3qxx9Srg4mK8HRQkIUzVv7+cl507ZfkKR6tGBRJZb80a\nYPx4bjpPRPVP7djw0YIrV+R/2pGRxmPqahm7d0sI691bKkDz5gH+/iUrYTqdhLTSBufr9YCnp1x3\ndq5aNaymQ1hurrRV1bkz0Lev8fbNN8sG5g8+CPwzfI9IU+fPa90CIiJt1OoQBgB9+shl8+YyTkwN\nTaZhC5BKWFpayePu7ubjvQ4cAO65R66rlTCg6iFMfe38/Mo/tyrUcXGq8HDggw/MH+PsLO0ynczw\n0kvA//5XM20kMnXpktYtICLSRq0MYYpiDGGBgRIoRo+WTasHD5bjxcOW2iVX/HjbtsDffxtv79sH\nbNokgc4WlTB1kdfkZGDlyso/v7KKV8IssXT/m28Cy5dXS5OonvvpJ5lAUxr1dyQ9XbomiYjqiyqF\nsPT09DL/VbfUVPkfdoMGEsI8PKSbDQBuu00uiwcNNYQNGGB+vGNHCW8qddHXfftKVsJiY2UMWWWo\nf+W//jowYULlnlsVxSthlhQ/N9euyWX37tXTJqrfPvgA2LCh9PvViuyXX8oer5X9HSMiqq2qNCy7\nW7du0Ol0UBQF586dg+c/5SK9Xo+WLVsiISHBpo0s7sgRqYRNnw78619yTA1XbdpIVUxdH0sVECAb\nWasbeatuvhkwnciZnCzjx5KTZYC7GsJcXIB//xtYvBh45JGKt1UNYT//XPHnVJXa5Vne5AHTEJaf\nb1zktkED88cpinFWJVFFWPrMJCeb/6FjKjVVllMBjL8rhw/LOn5ERHVdlSphiYmJSEhIwKBBg/D9\n99/jypUruHLlCrZs2YJBgwbZuo0lqCHsjTdkLBhgHGQeHCyzJE1nCAISTJYvLzkbsHNn2ehblZQk\nwS4pqWR3JGCckVlRardpNedSABXrigTMH5OaKkt7qM9XFRYCDg5ldyMRmbpxQz4zpt37gISw+HjL\nz/niC+Dee4EWLWR5GQDYu7d620lEZC+s3jty6NChhtt33HEH9qnrRVSjefMkVBXvdlMUoFWryr1W\n584SuNS/wpOTgR495LJ4dyQgi7dWxo0b5u2szmn4FemKBMxD2PnzEsSaNjUPYWfOyOW8ebZtI9Vd\n6pjH48eNxwoKZMzXiRPy+3Tffea/A6mpQFiYfP6OHJEu8QsXarbdRERasSqEBQYGYu7cuYbK2Jtv\nvomgoCBbta1Ua9YAv/1mm9dydAT69TN2F5qGML2+ZAg7fbpyr5+fb6zKOToCeXm2abcl165VrBKm\ntickBPj1V6mEtWplHsKOHJGZo6V1IxEVpy4Rk5AgiwZHR0vI8vGRkDVnDrBxo1Sk1aGj6h86TZvK\n71bfvvK7R0RUH1gVwtasWYNLly5hxIgRuPfee3Hp0iWsqYHpTf36GTfgtoWOHaXbLSdHvhR69JDw\n8fPPshk2YAw3lf2CyM+XagAgC8VW50r1ubmVq4QNGyaLtqohzHRNsyNHgNtv5xcilS093VjZunRJ\nKssJCTLI/o475POj7tqwdq087qGHgM8+k+tql3/TpvI6t95qvnQKEVFdZtV66d7e3nj//fdx9epV\nuBQfhFWLuLrKgq1HjwLt28sXxsCB8i80VB7j7CzjzdTZkxWVny9dkoB80eTkyNZB1aGy3ZG33QZM\nnSqVsVatzBfNPH1awu6mTRygT5Zdvy6f5bVrZTLMpUuyV2tCAtCrlzzm2DH5vdHr5fdr4EBgxw5j\ncDOthLm7Ax06MPgTUf1hVSVs37596NChA9q3bw8AOHz4MB577DGbNKwmubpK98mRI1IV0+lkxuTz\nzxsf4+ws3Xc5OZWbQl9QYOyCVENYdalod6T6mJAQ4PJlGedWvDtSr5ctj5ydjV1HRKrcXPk8A8bJ\nG5cuSSUrNta4f+uGDTIDWV0iRl0IWZ2okpEhlTAXF/mDJyiIIYyI6g+rQtj06dMRHR0NHx8fAEB4\neDh27dpV7vMeeugh+Pv7o1OnToZj6enpGDRoEMLCwjB48GBkVLbkZAU1hMXHG9cbK87ZWVbdd3au\nXJDKz5eZhkD1h7DKdkd6eckEh9OnLYcwT0/pSmL3EKkURZZ5OX1aKlzLlhlnPqalAVFRcvzzz+XY\n998bQ5iTk+xbumWLMYSp4y6bNpUQ5u4uvzPcYJ6I6gOrV8wPDg42u+1YgR2hJ02ahOjoaLNj77zz\nDgYNGoSTJ09i4MCBeOedd6xtWoWpIezSJaBZM8uPcXaW0FLWXpOWmG5XVB0hbP9+Y9WhspUwFxfp\nTkpOli9A0xCmdhOxMkGmcnNlYkxMDNCunYwB++sv4Jdf5HPi5ydjCX//3bjWlxrCAgOlyhwaWrIS\npoYwnU4tBntfAAAgAElEQVT+2Ll8WbO3SERUY6wKYcHBwdj7z6I+eXl5mD9/Pm666aZynxcREWFY\n4FW1efNmTJw4EQAwceJEfPvtt9Y0rVLUEJadXXJbI9XQocD48TK4vrIh7IcfgF27qieE9ewJvPee\ntL2ylTA1hDVqJF+QliphzZsD587Zts1Ue6nr3n33nYSmVq2As2eB/v3leOPGErgUBRg7Fvj0Uxnn\n5ecngR4AWreWz9pPPwFZWfI7NWqUcSFlb2/jzyEiqsusGpj/8ccf46mnnkJSUhKCgoIwePBgfPjh\nh1V6rdTUVPj7+wMA/P39kZqaak3TKkUNYYoiXwiWdO4sl+7u8sVRUfn5QESEBJ5PP62ebhYnJ5mJ\ndvPNFQ9hDRpIV6S3t1T/1L0x1UH4aiXMtGpBpI4P/Oknmdjh5mYM776+cqmO/3J3B6ZMketduhj3\niGzUSNafu/12+bw5OgK9ext/BkMYEdUXVoUwX19ffPnll7Zqi4FOp4OuBqfjublJsCoqKr0SpqpK\nd6S6jVDTpubLQKj69weeekpWDq8M9bWaNJGg5OQkszvL4+5u7Bry9pYA6ugo7bxxQ65fu2bsIvr+\n+5KvkZoKPPMMsGpV5dpMtVebNhKgVGFhskK+OrtYXSnfNISpevUyzpgEpErWpAkwYkTJn+PlxRBG\nRPWDVSHsxIkTeOyxx3Dx4kXEx8cjLi4OmzdvxksvvVTp1/L398fFixfRrFkzpKSkwE/9P7kFc+bM\nMVyPjIxEZGRkFVpvZFoJKy+EubkBiYnAo48CDz5o/hd8cYoisyPVEObiYhy/ZeqXX2R8TUVD2Ftv\nAbNmSTsAqVpdvChtr8iee25uwMmTct3LS5YaUNuXmyth1N1dvmDVStjatTLzrUULeey5c7IYJ9UP\nmZnGhYrvvRd4/33j/qweHnK/+ruj/uqWVlVW3XOPeRe4Sq2EzZsHtGwpq+j//DMwZIhxmzIiInsV\nExODmJiYCj3WqhD2yCOPYN68eZg6dSoAoFOnThg7dmyVQtjw4cOxYsUKzJo1CytWrMA96lx2C0xD\nmC1UJoS5u8v4rnXrpFpUVggrLJRuP7Wo5+FR+jpjFVlm7do12dz4xReBwYONez7+/bcEp9OnZXXy\ninBykktvb+OSG2qX5PXrxp0C1BC2aJG8n3Hj5Hh2tnxRFhSU3I+zPAcOSFh0sHpaCNWUhASZ9Xju\nnHzGTDfG8PSUz7X639NSJaw0lrrPvb1lfbGPPpIuzuefB2bMAN5+G5g92/r3QkRUnYoXh1577bVS\nH2vV12Bubi569uxpuK3T6dBQLfuUYezYsejTpw9OnDiBFi1aYNmyZZg9ezZ++uknhIWFYefOnZhd\ng/+3VQfMZ2VVrBJ27Jhs8r1zZ9l7QebnmweU4mNdTNcbq0gI+/BDY+j7+WfjPpbHjsllQYGxOlFR\nQ4cC//63XG/aVM6B6cblzZrJF+y5c+azJNWKXmVnsZ09KzsSqFvcqMt3kH07dQoID5fKafHFhj08\njJ8XQD5HjRuXXwkrjZeXVIcBGUf29dfG1yUiqkusHhN2Sl2pEcDGjRsREBBQ7vNK29po+/bt1jSn\nyhwdZaxLTk75/6P39pbNiJ98EvjiC1lDq7QuEtPxYID5WJe33wYWLDCuwWU61qY0pstP/P67jLHx\n8zOGMKDyIaxPH+N1NSRmZRm/aHU6ICBAwpPpemFqCEtLK31ZD0vUTZ6vX5c9BCdNqt5Nzcl6MTGy\n8fbjj0sQLx7C1EqYSqeTQfuV/SyqvL3N9yzds0cu1YH9RER1hVUhbNGiRZgyZQqOHz+OwMBAhIaG\nYvXq1bZqW41SK1blda3ddJMMXg8Kkn8XL1Y8hHl7y+yyjz8GXnhBjqmVpGvXzJ+7ebMcGz265Ot2\n6CDVqsxMGaN14IAEvPT0qn/xqe27ckWqHh06GI8HBkoIs1QJu3Spcj/D9P1u3Fj1tlLN0evl0sUF\naNu2ZOguXgkDLE/mqKh/JkmjXz+plO7dK3/0MIQRUV1jVXdk69atsWPHDly+fBknTpzA3r17ERIS\nYqOm1Sx1en151BX11U2Ji4eQzZuBd9+V65ZC2JUrUlmYO1e6a555Ru4rPmvy0CHgjz/Mj6lLY3Tp\nItezsmScDmCsaJmO1aksNcip2zep1Ne0RQhTZ5Zeu2ZcaV11/rwsfUD2JTNT1vF6801ZZmXUKPP7\nPTyMYwht4bbbZOzjDz9ImMvKkmVeKvtZIyKyd1aFsMuXL+PJJ59E37590b9/fzz11FO4Ukvnlrds\nWbHHtW4t411KC2Hz5gEzZ8p4r9K6I9PSpCsxK0tmHQIlQ1h+vnHWoiozU2amPfKIXFcrYYAsc+Hi\nUv6YtrKoIfHIEfPtmwID5XVtEcLUIJmba+yaVffWnD1bJhzk5BgnHZD29HrpknZ0lD8cig/79PQs\nWQmzRoMGsi6fs7OEO1dXy79rRES1nVUhbMyYMfDz88PXX3+NjRs3wtfXF6Mt9Z/VAhUNYQ0aSMhS\nt2Ip3kWihoysLPPlKQBjyLl0SZ67ZIl0S/boYTmE3bhR8rWjomQtMLUSpoawYcOAadOMMzGrQm3f\n8ePS7aoKDJQvxeRk4/it7GzplqrsavqZmRJG1RX+/f2NXZRqNXL4cJmVSfZB3VqoNP37y2LB1Ykh\njIjqIqvGhF28eBEvv/yy4fZLL72EdevWWd0oLdxzj7EqVZ65c+XS0hfD5csShNStXEyXO3N1larP\n+fNy/OGH5XjPnhLITJVWCXNzM26dlJkJqL2/YWGyfpg1vL2lC7RRI/PlBTp0kJmY8fHSXentLQGw\nV6+SXYrlycyU8JaUJF/s/v5yDgMDjSHs55+tex9kW3q9VIBLExFR/W3w82N1lIjqHqsqYYMHD8aa\nNWtQVFSEoqIirFu3DoMHD7ZV22rUPfeUDD3lKR7CFEVCWJs2smZXZqZ5JUynk+4V09mHgHQjVrQ7\n0t1d1lYqKJCf1bKlcasha3l7A3/+WbIKNWyY7E8ZGGjskszOluUyTGexVURWloSwCxfk55meQ9Ml\nO0y7Q0k7n3wiS6PYcsxXVXh5yWe+tHX2iIhqI6tC2OLFizFu3Dg0atQIjRo1wtixY7F48WK4urrC\nraqLBNUifn7At98a91bMyZFxM4GBEjIA6b40pQ6kN52FWVoIs9Qd6eYmgcvNTSpqtjzNXl7S7tK6\nAgMDjctUZGfL4P2MDOPsuYpQK2GmIUzdJtR09fT8/Kq9B7Kt//xHwrEtx3xVhU4nn0t1lwgiorrA\nqhCWk5ODoqIiFBQUoKCgAEVFRcjOzkZ2djayKrPLdS3Vs6d0p61eLWOpLl+WLjUPD2NYKSgwf47p\nrEOVs3PJEJaXV3olDJBLvb5iq5JXVHi4XBYPjqqgIKmE5eZKN6Sbm3SDqnsGVoRaCTt/XkKYv795\nCBs2DIiNNW4UnZbGdcS0pO7AoHUlDOBm8kRU91gVwvbu3YucnBwAwMqVKzFjxgycPXvWJg2rDby9\ngaefBl5+Wb6sLl+WS09PYyVMnfmnevLJkntEVqY7Uq18qeHLlpUwb295L+rWRMWp3ZHz5xsrZpWp\nTuTny/nw9pbne3kZgx0gIeyuu6QrMiNDKjCDB8s6UaQNdXkShjAiItuzKoRNnToVzs7OOHz4MBYs\nWIBWrVphwoQJtmpbrWDadZeWJiHMtBJWPIR17w589ZX5sYqGMLU7EjB23Vnae88ar78usxMtUbtZ\n4+KANWvkC7oiX4yJidKdpIZIZ2cZB+btbd7FmZsr58LRUSqI3brJwrGHD8uMzbvvtulbpQpQq6L2\nEMLatgUOHtS6FUREtmNVCHN0dISDgwO+/fZbPP7443jiiSeQrS4gVU+YhjC1ElZWCLOkomPCcnON\n2yqdPClLW9hiQH5FhYTIrE/TxVwrEsLU2Y56vYQwNTiqIcy0Ema6NdPhwzLO7sgRYMsW4LvvzPfe\npOqn10t3szqWUUv33w9ER8uG3kREdYFVIczV1RVvvfUWVq1ahbvuuguFhYXIr2cjqk3XF6tId6Ql\nTZpI1ct07FPxSlhRkYQyJye5ffy4bCBek0JD5ecmJspYMPVYed2R6t5/8fFyftSgpW79VFoIA6QS\nEx8v77VJE+kKNZ1FSdVLXZLEHnh5ATt2AB99xDBORHWDVSFs3bp1cHJywtKlS9GsWTMkJSXh2Wef\ntVXbagUnJ+Cll6TCow7M9/IyBqiKhDBHR6lomQ7iLx7Crl2TEKJWvtq1s251/KoICZHA1b69ccPx\ngIDy12/av1/aHRsrsyHVSlhoqDxfXQT26lVjCFu+XBYA7dMH+OsveY2PPwbeeUduU/UrLJRKpC0n\nf1grPFw+E7t2ad0SIiLrWbVYa0BAAGbMmGG4HRwcXO/GhAESwv77X+O6XaYLtFYkhAES5m7cMK4r\nVrw70lKVqKa5uMil6ebezs4lNx83lZcn47oGDrQcwlxc5L1fuWL+HidOlPtSU6X6VlgIjB8v3ZLx\n8caZnFR9MjLkjwsHq/5Us73bb+cAfSKqG+zsf6+1U+PGcnnhgnS3mYawivbOOjmZV76KV8LsIYSp\nBgwwXnd2Nl/fy1RurpwbX1+gVSsZ4+XnZ6zmBQbKpVphK/4e//1v4PHHZfxZx47yvJtvljFiv/8O\nDBlS8mdu2iSLi5qKjwemTq3qu62/9Hqp6tqb6dONG98TEdVmDGE24uYGnDlTMoRVVOPGtSOEZWcb\nt1sCyg5h6pZGer0ErsREOTf/rGpimHmnDu4v7T127GhcQb9jRwlzO3cCP/4o+3iaduP+8osM4De1\nebN0b5ZVsaOS0tO1X6SViKguYwizEVdXCRI+PsYFLivDUiXsxg3jYH3T8VJaatrUfEZmWSHsyBHp\nOjp4UDYABySE3XOP+dpf6uD+0kLYjBkStgDZwHz/fpkl99hjMjZo1SrjYxMSZMzYqVPyr7BQApui\nAL/+atVbr3fstRJGRFRXVGlMWKdOnUq9T6fTIS4ursoNqq3Uzbl9fY2D1itDHROmUrsx8/KkSmYv\nlbDi1HYXFhorWzk5Mp7ryBEgMlLWd1Jn2Hl6yvnp08f4GqGhwNGjxnXCilM3KQdk+Y9p04BXXpEN\ny8eMASZMkK7Lpk0lhCUny88EgDfflHaMGSNhLCqqOs5C3cRKGBFR9apSCPvun/6ejz76CAAwfvx4\nKIqC1atX265ltYw6eLmqlQNLlTBAjtlzCNPpjIPzmzaVvTRHjJDq1PHjQL9+8jgvLwlpLVqUfI3g\nYGDrVnmv6hIcZXnqKWDbNqBTJ+kG7tkTaN5cZmkmJJhvhbR+vSxyO2IEMG+e7d53fcBKGBFR9apS\nCAv5pzSxbds2xMbGGo537twZXbt2xX//+1+bNK42UYt/jsXOaEW/xCyNCQPkmLu7/YYwwNgl2bSp\njNNq314uU1NlCQpV8X00Ve7uUr1ycanYTDw3N2D3buPttWsliH39tXQ7pqQAN90EnDghsy6vX5ft\njx54wL7Po71hJYyIqHpZNSZMURTsUVfihOwlqdTT3ZYVxTjuCZBteXJyKj6VvrRKmNpFac/hwXRc\n2M6dwNy5skp+WlrFJim4ukoIs2bds6gomUk5caJU50JDgS5dJJC5uEgbAwKMi+hS+VgJIyKqXlat\nE7Z06VJMmjQJmZmZAAAPDw8sW7bMJg2rbfbtM9/axde3cs+3NCbMNJjVlhCWmAjceSfw0EMSQity\nHtzcJLCpq/BXxaOPynixRx6R26GhEgBjY43hTt2n0pqfU5+kpxtnpRIRke1ZFcK6d++OuLg4Qwhz\nt6eltWtY797WPd9SJczV1bisQm0IYUVF0u7GjSUEnTpleaB9cWpIsqYSFhICzJplvH3XXTKpYeNG\n8xCmbpFE5WMljIioelkVwq5fv46vvvoKiYmJKPhnwI9Op8Mrr7xik8bVJ8XHhOXlyYxC0xBWkUCj\nBTWE3bgh70PtDszKqtjzbRHCihs6VC7d3Y2vGxQklbG5c2UMn7o7ARk9+aRMcNiwgWPCiIiqm1Uh\n7O6774aHhwe6d+8Op4pMa6NSWaqEubvXrkqYur8lIJWpiladmjSRAfnVsRemaQgLDAReeEHC4rPP\nAqNHW1/BrGsWLZLLSZNkUgNDGBFR9bEqhCUlJeHHH3+0VVvqNUtjwtzcjGOtcnPtt2vI2VkWkzVd\nYkLtjqwInU6CUnWEMDc38xCm08liuv/7H/Dbb/KPhOkWW8uXS+WV4+eIiKqPVbMj+/TpUy8XZq0O\nanekXi+3i1fCrl2r2BpaWlArYaYhbPhwWVS1oqorhLm7SxADgEGDgHXrjIu/Hj5s+59Xmx07Zr7E\nSq9e9vuZIyKqC6wKYbt370b37t0RFhaGTp06oVOnTuhsuk4DVZiTkyyfcPPNsvo8IOtuqSFMXTnf\nHlkKYSEhEnoqqiYqYd7eEg49POT29evGc02ys8DgwXI9NFSW+yAioupjVXfkDz/8YKt21HtOTsDZ\ns8Dly7KelaKYL/1w40bVtkOqCZa6IyurOithxV9XHefUpIksjdGsmfE+Ly9Z4yw83PZtsXfx8bLo\n7d69wIsvAuPHa90iIqK6rUqVsKx/pr25ublZ/EeV5+QkC7zm50swACQkqJUwdeahPfLwADIzJYSp\nA/Mrq7pCmIeHsTvS9FijRrK/ZPHJA3q9bKFUG8ybZxxHmJ8vsz5Nx3WVZ/Vq2UVA3QD9yBGpxAYF\nSSWMiIiqV5UqYWPHjsWWLVvQrVs36HQ6s/t0Oh3OnDljk8bVJ40bSwgzZVoJy8uz30qYh4fsDGDN\nuDU3t5JhyRaefrrkUhSenlLxCgqSENatm/n9p0/bvh22VlgoMz2HDwfatZOB9C+/LFXUyZPLf/6l\nSzJm7803ZS9Od3eZSBEWJuGsY8dqfwtERPVelULYli1bAACJiYm2bEu95uRk3HRaVVsqYZ6ewMGD\n1nVHTpgAdOhg23YBsrF3cR4eMj5MDWHFVXRWp5YuXJC9ONPSgNatgRUrgAcfBLZsqVgI274diIwE\npk6Vz9Xw4fLfLiSkeiqSRERUklUD8x944AEsWbIEx48ft1V76i0XFxkPZso0hNnzwHwPDyAjw7oQ\nds89NbccgqenhLDSVtBPSqqZdlhD3ZM0OVkqfQcPAqNGlfwMlfX8tm3l+qRJsu+piwsDGBFRTbIq\nhD300ENITk7Gk08+idDQUIwcORLvvfeerdpWrzRrJoPxTdWWgfmenrLe1lNP1Y4lDfz9pdsuIMA8\nhKnnv1gPu11SQ9ivv8plnz6yd2llQpjpuK+bb+Y4MCKimmZVCIuKisKLL76IN954A4888gj++OMP\nfPzxx7ZqW70SFGS87uMjlaXaVAlLS5MKUlUH5tek4cOBzz6Talh6uvG4umPBPztw2bXTp2VNr59/\nBoYNAzZvls9NRUNYYqJ56OrYkSGMiKimWbVExcCBA3H16lX07t0bffv2xZ9//gk/Pz9bta1eCQw0\nXnd1lYHStaUSpq67BdSOSliDBrIGm6encXFcwBjCKjPDUAs3bgBffCHdj19+KftkOjtLt2R6umyk\n7lDGn1fnzgG//AJ89JHx2KRJxlm5RERUM6yqhHXu3BkNGzbEkSNHEBcXhyNHjuCaWrqhSvHwMAYY\ndVxObRqYr7LXoGiJOpZNpZ5rew9h+/cDfn7AnXfK7X795LJhQ/nsmAZLS159VSqv6s4BgHTNcp1l\nIqKaZVUlbOHChQCA7OxsLF++HJMmTcLFixdxw3QTRKoQnU6+GFNTzUNYbViiomlT4/XalMFNK2FJ\nSRJCXF3tP4RdvAi0bCljwBwdgdtvN96ndkl6e5f+/CtXgPfes9/PExFRfWFVCPvggw+we/duHDhw\nAKGhoXjooYcQERFhq7bVOy1aSLVLDWHOzhJqZsyQL1Z7rYSZDmTPztauHZWlVsK2bwc2bJCuvKAg\n4J+1iO3WxYsykaNv35KB0ddXPivt2pX+/CtXyg5pRERUM6wKYdevX8czzzyDbt26oWHxFTGp0tas\nkQqFutatWglbuhTIybHfEAbIulXNm9t/gDHl7i7t3bRJzjEgVb0rV7RtV3lSU823WjJVkcH5V67I\nYrVERKQtq0LYs88+a6t2EOSL1XSbHQ8P+cLMzJTb9tx9pM7urE0hzNFRqo2//mqcEakotaM7smdP\ny/f5+JQ/wD49nZUwIiJ7YFUII9u75RbplgRk8PX588b77LkSBgCzZkn7axNPT+DAAePtggLZEkhR\n7He9MLU70pLyKmGKIuPgWAkjItIeQ5idiYoyXm/aVIKXOs/B3nt833lH6xZUnlo1cnEBrl6Vc+3o\nKNUwe608lhfCiu9BCsjm3C+8IF3dBQX2/1kiIqoPrFqigqqXTifVMFVZaz9R1Vy7Btx7L9Cqldy+\nfl0Cij13SV68KKv+W6IOzC9uyxYgOhqIj6/ethERUcWxEmbnindJkm2dOCHLPSQmAu3bSyXMnkNY\nUZFUukoLYaV1R+7cab/viYiovmIIs3PcgKB6qZuGq0s6XL8usybtNbCkpxu7qS0pPjA/LU2qXwcO\nABERMgZu7NiaaSsREZWNIczOMYTVHJ3OOF7KXkNYWePBgJKVsL59pXr25pvy/nx8pPuViIi0xxBm\n54KDtW5B/TFwoCyxkZJivyGsrDXCAOmmPHMGePFF4NFHpXKWmsrxhERE9oghzM698oos2Pruu1q3\npO774Qe5bNfOfkNYeZUwNzcZ39a9O/D778CAAQxgRET2iiHMzqkLilL1c/znt6E2d0cCMtFg61ZZ\nlqJv35ppFxERVR5DWC1g74u01jX2HMJSUsoPYYAsmlvbFs4lIqpv2FFRC/TrJ+s/Uc2w5xCWnGzc\nIoqIiGo3hrBaICLC8iroVD0aNpT9JO+6y7rX8fGxfZhLTgYCA237mkREpA12RxIV07AhMH8+cPZs\n1V+joEA2X792zbZbBDGEERHVHXYXwkJCQuDm5oYGDRqgYcOG2L9/v9ZNonqmYUPrAhgA5OTIpS0r\nYYoCJCUxhBER1RV2F8J0Oh1iYmLg5eWldVOonrJF5So7Wy7z8qx/LVVGBtCgAeDqarvXJCIi7djl\nmDBFUbRuAtVjpiGsqh9FNYTduGF9ewDgo48ALy+gQwfbvB4REWnP7kKYTqfDbbfdhh49emDJkiVa\nN4fqoaIiuXR2Bq5erdprZGXJpa0qYXFxwKJFwG+/2eb1iIhIe3bXHbl3714EBAQgLS0NgwYNQvv2\n7REREaF1s6geUYOXuzuQmSkbZleWrbsjExKA4cNt81pERGQf7C6EBQQEAAB8fX0xYsQI7N+/v0QI\nmzNnjuF6ZGQkIiMja7CFVNepIczNTUJYVdblqo4QFhpqm9ciIqLqExMTg5iYmAo91q5CWG5uLgoL\nC+Hq6oqrV69i27ZtePXVV0s8zjSEEdmaOrPR3d3YrVhZthwTVlQEnDsn2xEREZF9K14ceu2110p9\nrF2FsNTUVIwYMQIAUFBQgHHjxmHw4MEat4rqm+LdkVVhy0pYSgrg4cE9RImI6hq7CmGhoaGIjY3V\nuhlUz5l2R1a1EmbLgfnsiiQiqpvsbnYkkdbKqoStWwfExgK7d5sfP3NGugxVtuyOZAgjIqqb7KoS\nRmQP8vNlUdSAAODCBePxrCxgzBhZsT452XwNsVdekU3WFy6U27bsjmQIIyKqmxjCiIqZMUNWpW/f\nHvjqK+PxjAy5TE6Wy+vXAScnCWM7dwIdOxofa+sQduut1r8OERHZF3ZHEhXz7rvAnDkSqo4cMR7X\n64GbbpLgBcgG3QBw8qTMqCz+WFdX24SwxEQgJMT61yEiIvvCEEZUirAwCUDquK6MDMDHx7h1kBrC\ndu4ERoyQIKYey8gA/P1tMyYsKQlo3tz61yEiIvvCEEZUikaNAE9P4PJluZ2RIUtFfPIJ0K0bkJ4u\nx3/+GRg4ELjlFmDfPjmm10sIs7YSpijS/VmVBWOJiMi+MYQRlcHV1Ti+S6+XEPavfwHBwRLOLl4E\nduwABg8GoqIkkAHGSlhFQ1hpG4VnZwM6nbSDiIjqFoYwojKYhrCMDKmMAYC3N3DffcCwYcD48UCz\nZkBEhLESlpEB+PnJIP8ffij7ZygK0KqVBLrikpJkNiYREdU9DGFEZbBUCQOkOgUAR48Cs2fL9ZAQ\nWdIiPx+4dk2CGmA5XJlKSZGxZ7fdBmzebH5fcjJDGBFRXcUQRlQG01XzTSth6sKs585JFQyQy0uX\nZKyYu7txFqW6F2Vp1FmV8fHA+vXm9yUlcTwYEVFdxXXCiMpQvDtSrYR98omELbXaBQANG0pIO3lS\nLhs1kuPlhbD4eGPYK74UxcGDxtmYRERUt7ASRlSG0rojQ0OB7t1LPj4wUEKVh4eEMqD8EPbHH8Dj\nj8uK++rPUv38swz4JyKiuoeVMKIylDYwvzRBQUBcHODlBRQWyrGyQpiiSNDauxdo105mWqqysoDT\npy2HPSIiqv1YCSMqQ2mVsNIEBgI//SRbHqnPKyuEnTgh3ZahofLa6tZIgAzyb97cWFEjIqK6hSGM\nqAyVrYR17w6cOiVbHqnhy1IIy8+XsHbokKw7ptPJa+v1xsdwZiQRUd3GEEZUhtIG5pdmwAC57Nix\n7ErYtm2ywGt8vHHj7+KVMM6MJCKq2xjCiMqghjB17a/yVq5v2xYYOxbo1AkYOVL2mrQUwho3lsu4\nuNJDGCthRER1G0MYURnc3aWLMDNTrquLtJZGpwO+/FLC2u23A9HRlkOYurH37t3AzTfLdXZHEhHV\nLwxhRGUIC5PB8xUZlG9J06aWQ5jaVZmbC7RpY3zs1avAZ58Bf/0FLF7M7kgiorqMS1QQlaFlSwlg\niYnlD8q3pLQQpq7C3769cfajTge8+CKwfLkEv9GjgSFDqtpyIiKyd6yEEZXBwUG6C7dtq1olzMWl\n7EqYOh5MNWaMhL6dO4EpUyTEERFR3cQQRlSO228H1qwBunWr/HPVSlhRkfnx7GwZ7zVokPlxPz/g\n/N2xB5UAACAASURBVHnZGPyWW6reZiIisn86RVEUrRtRGTqdDrWsyVTPubuX7M585hnZ8PvZZ80f\nW1go3ZOtWwN//12jzSQiompQVm5hJYyomnl7A1eumB/Lzra83EWDBvL40NCaaRsREWmHIYyomlUm\nhAHSJckQRkRU9zGEEVUzb28gPd38WHY24OZm+fEMYURE9QNDGFE1q2wlrGvXqk0CICKi2oXrhBFV\nMy8vyyGstOUnFiyo/jYREZH2WAkjqmaWuiNzcrgGGBFRfccQRlTNLHVHXr0qC7kSEVH9xRBGVM28\nvEpWwnJzGcKIiOo7hjCiaubqatymSMVKGBERMYQRVbPiISw/X7YxatRIuzYREZH2GMKIqlnxEKZW\nwXQ67dpERETaYwgjqmalhTAiIqrfGMKIqhlDGBERWcIQRlTNGMKIiMgShjCiaubiIktSFBbKbYYw\nIiICGMKIqp2Dg4SunBy5zRBGREQAQxhRjTDtkmQIIyIigCGMqEa4uTGEERGROYYwohrAShgRERXH\nEEZUA1xdgawsuc4QRkREAEMYUY3w8gL0ermemgr4+WnbHiIi0h5DGFEN8PMDLl2S6wkJQGiotu0h\nIiLtMYQR1YDiISwkRNPmEBGRHWAII6oBagh75RXgwAFWwoiICHDUugFE9YGvr4SwTz4x3iYiovqN\nlTCiGuDnB6SlAY6OwPLlgE6ndYuIiEhrOkVRFK0bURk6nQ61rMlEOHYMuO02ICNDti9iCCMiqh/K\nyi2shBHVgGbNgORkICCAAYyIiAQrYUQ1RKeT7YsyM7VuCRER1RRWwojsgJubcdV8IiIizo4kqiEx\nMcCVK1q3goiI7AW7I4mIiIiqSa3qjoyOjkb79u3Rtm1b/Pe//9W6OQQgJiZG6ybUSzzv2uB5r3k8\n59rgedeeXYWwwsJCPPHEE4iOjsbRo0exZs0aHDt2TOtm1Xv8RdUGz7s2eN5rHs+5NnjetWdXIWz/\n/v1o06YNQkJC0LBhQ4wZMwabNm3SullERERENmdXISwpKQktWrQw3G7evDmSkpI0bBERERFR9bCr\ngflfffUVoqOjsWTJEgDAqlWr8Pvvv+ODDz4wPKZNmzY4ffq0Vk0kIiIiqrDw8HDExsZavM+ulqgI\nCgrC+fPnDbfPnz+P5s2bmz3m1KlTNd0sIiIiIpuzq+7IHj164O+//0ZiYiLy8vKwbt06DB8+XOtm\nEREREdmcXVXCHB0dsWjRItx+++0oLCzE5MmTcdNNN2ndLCIiIiKbs6sxYURERET1RZW7Iy9cuIC7\n774bYWFhaNOmDaZPn478/Pwyn/Pee+/h2rVrFu8bN24c2rdvj06dOmHy5MkoKCgAAFy+fBlDhgxB\nly5d0LFjRyxfvrzEc69du4Y777wTN910Ezp27Ijnn3/ecN+NGzcwevRotG3bFr169cLZs2cN9w0Z\nMgSenp4YNmyYxTZNmzYNrq6u5Z2KGlVT512v12PEiBEIDw9Hz549ER8fX+K5PO9VP++TJ09Gly5d\n0LlzZ4wYMQKZJrt6T5s2DW3btkV4eDgOHTpU4rn15bzX1Dk/fvw4evfuDScnJ7z77rsWn1tfzrmD\ngwNmzpxpuD1//ny89tprVr+uNecIAJ599lncdNNNCA8Px7333mv2+/L222+jbdu2aN++PbZt22Y4\n/uKLLyI4OLjU8/vVV1/BwcEBBw8etPr9WaOmz3lsbCz69OmDjh07Ijw8HOvXr7f4/Lp8zu2KUgVF\nRUXKv/71L2X58uWKoihKYWGhMnnyZOXZZ58t83khISHK5cuXLd63detWw/WxY8cqH3/8saIoivLq\nq68qs2fPVhRFUdLS0hQvLy8lPz/f7Lm5ublKTEyMoiiKkpeXp0RERCg//PCDoiiK8uGHHyr/+c9/\nFEVRlLVr1yqjR482PG/Hjh3Kd999p9x1110l2vPHH38o48ePV1xdXct8TzWpJs/7zJkzlddff11R\nFEU5fvy4MnDgwBLP5Xmv+nnPysoyXJ8xY4byxhtvKIqiKFu2bFHuuOMORVEU5bffflN69uxZ4rn1\n4bzX5Dm/dOmS8scffygvvviiMn/+fIvPrQ/nXFEUpXHjxkqrVq0M53D+/PnKnDlzrH7dqp4j1bZt\n25TCwkJFURRl1qxZyqxZsxRFUZT4+HglPDxcycvLUxISEpTWrVsrRUVFiqIoyu+//66kpKQoTZs2\nLfF6WVlZSkREhNK7d2/lwIEDVr8/a9T0OT958qRy6tQpRVEUJTk5WQkICFAyMzNLPL8un3N7UqVK\n2M6dO9GkSRNMnDgRgCT5hQsXYunSpbh+/ToKCwsxc+ZMdOrUCeHh4Vi0aBE++OADJCcnY8CAARg4\ncGCJ17zjjjsM1//1r38Z1gcLCAhAVlYWACArKwve3t5wdDQfytakSRP0798fANCwYUN069bN8PzN\nmzcb2jly5Ejs2LHD8LyoqCg0bdq0RFsKCwvx3HPP4f/+7//sap/Kmjzvx44dw4ABAwAA7dq1Q2Ji\nItLS0syey/Ne9fOu/qWoKApyc3Ph4+MDANi0aZPh5/Ts2RMZGRlITU01e259OO/Vfc6vXbtmOOe+\nvr7o0aMHGjZsWGp76sM5B+S9TZkyBQsXLixxX2JiIqKiohAeHo7bbrsN58+fR2ZmJkJCQgyPuXr1\nKoKDg1FYWGj23KqcI1ODBg2Cg4N8XfXs2RMXLlwAIL8vY8eORcOGDRESEoI2bdrg999/BwDccsst\naNasmcXXe/nllzF79mw0btxY8/Nf0+e8bdu2aN26NQD5fvXz8yvx/3agbp9ze1KlEBYfH4/u3bub\nHXN1dUVwcDD+/vtvLF68GOfOncPhw4dx+PBhjBs3Dk8++SQCAwMRExNj9gtYXH5+PlatWoUhQ4YA\nAB5++GHEx8cjMDAQ4eHh+N///ldm2zIyMvDdd98Z/idsugCso6Mj3N3dkZ6eXuZrLFq0CHfffXep\nHyat1OR5Dw8Px9dffw1AdjI4e/as4ZfQEp73yp/3SZMmISAgAH/99RceeeQRAEBycnKJBYvr43mv\n7nMeFxeHhx9+uEptq6vnXPXYY49h9erVhj9+VU8++SQmTZpkON/Tpk2Du7s7unTpYtj+5vvvv8eQ\nIUPQoEEDs+dW5RyVZunSpRg6dCgA+X0xXcaoIgt8Hzx4EElJSYbX0Ol0VWqHLWl1zvfv34/8/HxD\nKCtNXTzn9qJKIay8E7hjxw48+uijhhTt6elZ4dd+7LHH0L9/f9x6660ApO+5S5cuSE5ORmxsLB5/\n/HFkZ2dbfG5BQQHGjh2Lp556yuwvhcpITk7Gxo0b8cQTT9hdWq/J8z579mxkZGSga9euWLRoEbp2\n7Vril1zF8161875s2TIkJyejc+fOmDt3ruF48fdf2s+vy+e9Js75m2++Wel21eVzrnJ1dcWECRPw\n/vvvmx3/7bffcP/99wMAHnjgAezZswcAMHr0aKxbtw4AsHbtWowePbra2vbmm2+iUaNGhnZYUtZn\np6ioCDNmzMD8+fMNx+zhv4EW5zwlJQUTJkzAsmXLynxcXT3n9qJKIaxDhw44cOCA2bGsrCycO3cO\nbdq0AVC1k/zaa6/hypUrWLBggeHYvn37cN999wEAWrdujdDQUJw4ccLi86dMmYJ27dph2rRphmNB\nQUE4d+4cAPkfaGZmJry8vAz3F//wxMbG4tSpU2jTpg1atWqF3NxchIWFVfq9VIeaPO+urq5YunQp\nDh06hC+++AJpaWlo1aqVxefzvFf9fyoODg4YM2YM/vjjDwAlFyy+cOECgoKCLD63Lp/3mjznlVGX\nz7mp6dOn4/PPP8fVq1fNjls658OGDUN0dDT0ej0OHjyIqKioEo+p7DmyZPny5di6dStWr15t9roV\n/X0BgOzsbMTHxyMyMhKhoaH47bffMHz4cLsYKF6T5zwrKwt33XUX3nrrLdxyyy2ltqmun3N7UKUQ\nNnDgQOTm5mLlypUAZHzDM888g0mTJqFJkyYYNGgQPv30U0MftV6vByBf7MXLrarPPvsM27Ztw5df\nfml2vH379ti+fTsAIDU1FSdOnLAYBl566SVkZWWV6FcfPnw4VqxYAQDYuHFjibEixT/gQ4cORUpK\nChISEpCQkABnZ2ecPHmyQuelutXkec/MzEReXh4AYMmSJejfv7/FcRs871U77+rOD4qiYPPmzeja\ntSsAOW9ffPEFAPkr2MPDA/7+/iWeX9fPe02ec1V5oa6un3NTnp6eGDVqFD7//PP/Z+/O46Iq9z+A\nfwZBUUBxBYUIEhRH2RTBNXHBJRU1iy6Wcd0yLf15MTP1WljXtMwsTdPMUm+m2KLQIpcysdxScUtx\nS1ERESVTkUUEzu+PxxkGmGEGmHOG5fN+vXgNc+acMw8naT483+c8jzYg9ejRA1u2bAEAbNq0CY8/\n/jgAwN7eHl27dsX06dMxfPhwvYGqoteotPj4eCxZsgSxsbGwtbUtcd4tW7YgPz8fKSkpOH/+fLmh\nokmTJrh586b22nfr1g3fffcdOnfubMJVkZdS1zw/Px+jRo3C888/jyeffNJge+rCNa8WKjuiPzU1\nVRo+fLjk5eUltW3bVpo+fbqUn58vSZIkFRQUSFFRUZJarZb8/PyklStXSpIkSStWrJDat28v9evX\nr8z5rK2tJU9PT8nf31/y9/fX3rl08+ZNadiwYZKvr6/UqVMnadOmTXrbolKpJLVarT1+3bp1kiRJ\nUl5envT0009Lnp6eUnBwsJSSkqI9rlevXlLLli2lhg0bSq6urlJCQkKZc1enO5ckSbnrvm/fPqld\nu3ZS+/btpdGjR0u3b9/W2xZe94pf96KiIqlnz56Sj4+P5OPjI40bN07KycnRvv7SSy9Jbdu2lXx9\nffXeRVRXrrtS1zw9PV1ydXWVGjduLDk6OkqPPPKIlJWVVaYtdeGa67YlIyNDatSokbRgwQJJkiTp\n8uXLUr9+/SRfX19pwIABUmpqqnbfr7/+WrKyspJ+/fVXveet6jXy9PSU3NzctNdec9efJEnSwoUL\npbZt20rt27eX4uPjtdtnzZolubq6SvXq1ZNcXV21P4eukJAQi9+pp/Q1/+9//yvZ2Nhor6W/v790\n/PjxMsfX5mtenXCyViIiIiILqFZrRxIRERHVFQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERk\nAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZE\nRERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbA\nEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERE\nRBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxhRERERBbAEEZERERkAQxh\nRERERBbAEEZERERkAdaWbkBF+fv74/jx45ZuBhEREZFRffr0QWJiot7XalxP2PHjxyFJEr8U/Hrj\njTcs3gYlvv7zHwlz5hQ///NPCVZWErKzed3r0hevO695XfnidVfma/fu3QYzTY0LYURykSTxpfHi\ni0BREZCba7k2ERFR7SVbCMvLy0NwcDD8/f2hVqsxZ84cAEB0dDRcXV0REBCAgIAA7NixQ3vMokWL\n4OXlBW9vbyQkJMjVNCK9dEPYqVPA6dOAg0PJYEZERGQuso0Js7W1xa5du9CoUSMUFBSgV69e2LNn\nD1QqFaKiohAVFVVi/+TkZMTExCA5ORlpaWkYMGAAzp07BysrdtZZWkhIiKWboLiffwaeeAL49lvL\nhbC6eN2rA1535fGaWwavu+XJmnAaNWoEAMjPz0dhYSGaNm0KAJD0fKrFxsYiIiICNjY2cHd3h6en\nJw4ePChn88hEdeUXVbcnbN8+oGdPQKWyXHvqynWvbnjdlcdrbhm87pYnawgrKiqCv78/nJyc0Ldv\nX3Ts2BEAsGLFCvj5+WHChAm4ffs2AODatWtwdXXVHuvq6oq0tDQ5m0dUgm4IO3IE6Nq1eDsREZG5\nyTpFhZWVFY4dO4Y7d+5g0KBBSExMxJQpU/D6668DAObPn4+ZM2di3bp1eo9XGeiGiI6O1n4fEhLC\nNE9md/8+YGcnesIYwoiIyFSJiYkGp6QoTZF5wpo0aYKhQ4fi8OHDJQLTxIkTMXz4cACAi4sLUlNT\nta9dvXoVLi4ues+nG8KIzKX03ZEqlWXLkUREVPOU7hxasGCBwX1lK0dmZmZqS425ubn46aefEBAQ\ngOvXr2v32bZtG3x8fAAAYWFh2LJlC/Lz85GSkoLz588jKChIruYRlaEbwnTDGHvCiIhIDrL1hKWn\npyMyMhJFRUUoKirC2LFj0b9/fzz//PM4duwYVCoVPDw8sGbNGgCAWq1GeHg41Go1rK2tsWrVKoPl\nSCK56IYwTU8YQxgREclBJem7VbEaU6lUeu+uJKqq118HsrOBpUsBV1fgwAExOP/IEaB1a0u3joiI\naqLycgsn4SJ6iOVIIiJSEkMYkQ6WI4mISCkMYUQPlQ5bvDuSiIjkxBBG9BDLkUREpCSGMCIdLEcS\nEZFSGMKIHird+8VyJBERyYkhjOih0jPm624nIiIyN4YwIh0sRxIRkVIYwogeYjmSiIiUxBBG9JC+\nBbw124mIiMyNIYxIR+kpKliOJCIiuTCEET1Uep4wliOJiEhODGFED+mbMV/fdiIiInNgCCPSwXIk\nEREphSGM6CGWI4mISEkMYUQPsRxJRERKYggj0sFyJBERKYUhjOghliOJiEhJDGFED+mbMb/0diIi\nInNhCCPSUXrGfJYjiYhILgxhRA+VLkcCLEcSEZF8GMKIHmI5koiIlMQQRqSD5UgiIlKKtSk7ZWdn\nIzU1FSqVCq6urrCzs5O7XUSKYzmSiIiUZDCEZWVlYe3atdiyZQsyMzPh5OQESZKQkZGB5s2b49ln\nn8WkSZNgb2+vZHuJZKNvigrN91WVlweEhwNxcVU/FxER1Q4Gy5EjR46Eg4MD4uLicPHiRezfvx8H\nDhxASkoKvv/+e9jZ2WHEiBFKtpVIVvpmzDdXOTI9Hfjuu6qfh4iIag+DIWznzp2YNGkSnJ2dy7zm\n7OyMF154ATt37jR44ry8PAQHB8Pf3x9qtRpz5swBANy6dQuhoaFo164dBg4ciNu3b2uPWbRoEby8\nvODt7Y2EhISq/FxElSJXObJePfOch4iIag+jA/P79+9v0rbSbG1tsWvXLhw7dgwnTpzArl27sGfP\nHixevBihoaE4d+4c+vfvj8WLFwMAkpOTERMTg+TkZMTHx2Pq1KkoKiqqxI9EVDlyliOtTRp9SURE\ndYnBEJabm4u//voLN2/exK1bt7Rfly5dQlpamkknb9SoEQAgPz8fhYWFaNq0KeLi4hAZGQkAiIyM\nxPbt2wEAsbGxiIiIgI2NDdzd3eHp6YmDBw9W9ecjMpm+KSrMVY7UhDDeaUlERBoG/z5fs2YNPvzw\nQ1y7dg1dunTRbndwcMDLL79s0smLiorQuXNnXLhwAVOmTEHHjh2RkZEBJycnAICTkxMyMjIAANeu\nXUO3bt20x7q6upoc9ojMRd8UFeZUWMheMSIiEgx+HMyYMQMzZszAihUrMG3atEqd3MrKCseOHcOd\nO3cwaNAg7Nq1q8TrKpUKqnI+5Qy9Fh0drf0+JCQEISEhlWofkS59U1SU/r4q5waABw8YwoiIarPE\nxEQkJiaatK/RjwMnJydkZWXBwcEBb731Fo4ePYp///vf6Ny5s8kNatKkCYYOHYqkpCQ4OTnh+vXr\ncHZ2Rnp6Olq1agUAcHFxQWpqqvaYq1evwsXFRe/5dEMYkbnIWY7UnKOgoOrnIiKi6qt059CCBQsM\n7mt0YP5bb70FBwcH7NmzBzt37sT48ePx4osvGm1EZmam9s7H3Nxc/PTTTwgICEBYWBg2bNgAANiw\nYQNGjhwJAAgLC8OWLVuQn5+PlJQUnD9/HkFBQUbfh8ic5CpH6vaEERERASb0hNV7eG/9999/j0mT\nJmHYsGGYP3++0ROnp6cjMjISRUVFKCoqwtixY9G/f38EBAQgPDwc69atg7u7O7Zu3QoAUKvVCA8P\nh1qthrW1NVatWlVuqZLI3JQoR7InjIiINFSSVP5HzNChQ+Hi4oKffvoJR48eha2tLYKDg3H8+HGl\n2liCSqWCkSYTVcoLLwDZ2cCmTWJer/v3gcBA4PPPgYCAqp07LQ1wdQWuXgUMVNmJiKgWKi+3GC1H\nbt26FYMGDUJCQgIcHR3x999/Y8mSJWZvJFF1wHIkEREpxWgIs7Ozw+jRo9GkSRNcuXIFDx48gLe3\ntxJtI1IUy5FERKQkoyEsLi4OXl5e8PDwQJ8+feDu7o4hQ4Yo0TYiRembMd/cd0eyJ4yIiDSMhrB/\n//vf2L9/P9q1a4eUlBTs3LkTwcHBSrSNyKLkKEeyJ4yIiDSMhjAbGxu0aNECRUVFKCwsRN++fXH4\n8GEl2kakKN2esNLbzYU9YUREpGF0ioqmTZsiKysLvXv3xrPPPotWrVrB3t5eibYRKUoTwjShi5O1\nEhGRnIz2hMXGxqJRo0ZYtmwZBg8eDE9PT3z33XdKtI3IIkrfIWnOc7InjIiINAz2hJ05cwbe3t6w\ns7NDXl4ebG1t8c9//hMAcODAATRv3lypNhIponQvmO52c5wbYAgjIqJiBnvCIiIitN/36NGjxGtT\npkyRr0VEFlK6HAmwHElERPIxWo4EwBnqqU7RTE8BsBxJRETyMSmEEdUFSpQj2RNGREQaBseEXb16\nFdOnT4ckSUhLS9N+DwBpaWmKNZBIKUqUI9kTRkREGgZD2JIlS6B62B3QpUsX7feSJCEwMFCZ1hFZ\ngJzlSPaEERGRhsEQprkTkqiu4N2RRESkJI4JI3qId0cSEZGSGMKIdGhCGO+OJCIiuRkMYbNnzwYA\nbN26VbHGEFmSJijphjDd7ebAEEZERBoGQ9gPP/wASZKwaNEiJdtDZDH6xoSxHElERHIxODB/yJAh\naNq0Ke7duwcHB4cSr6lUKty9e1f2xhEpTd+YMHOdF2BPGBERFTPYE7ZkyRLcvn0bTzzxBLKyskp8\nMYBRbSRnOZI9YUREVJrBnjCNuLg4ZGRk4NChQwCAoKAgtGrVSvaGESlNiXIke8KIiEjD6N2RW7du\nRVBQELZu3YqYmBgEBQXhq6++UqJtRIqTuxzJnjAiItIw2hP2n//8B4cOHdL2ft28eRP9+/fH008/\nLXvjiJSkRDmSPWFERKRhtCdMkiS0bNlS+7x58+baNSSJahPeHUlEREoy2hM2ePBgDBo0CGPGjIEk\nSYiJicGQIUOUaBuR4nh3JBERKcVoCFuyZAm++eYb7N27FwAwefJkjBo1SvaGESmN5UgiIlKSScsW\njR49Gu+//z7ef/99kwNYamoq+vbti44dO6JTp05Yvnw5ACA6Ohqurq4ICAhAQEAAduzYoT1m0aJF\n8PLygre3NxISEirx4xBVnu7akbw7koiI5Ga0J6yybGxssGzZMvj7++PevXvo0qULQkNDoVKpEBUV\nhaioqBL7JycnIyYmBsnJyUhLS8OAAQNw7tw5WFlxeUtSjr4xYeY87/375jkfERHVfLIlHGdnZ/j7\n+wMA7O3t0aFDB6SlpQGA3oH9sbGxiIiIgI2NDdzd3eHp6YmDBw/K1TyiMnR7wkpvNxeGMCIi0jAY\nwrZt24YbN26Y5U0uXbqEo0ePolu3bgCAFStWwM/PDxMmTMDt27cBANeuXYOrq6v2GFdXV21oI1KC\nvjFh5i5HMoQREZGGwRD2xRdfICAgAJ6enoiMjMQnn3yCkydPVvgN7t27h6eeegoffvgh7O3tMWXK\nFKSkpODYsWNo3bo1Zs6cafBYlblqQUQmYjmSiIiUYnBM2DfffAMASElJwb59+7B//36sXr0aqamp\nCAwMLDGg3pAHDx5g9OjReO655zBy5EgAKLHk0cSJEzF8+HAAgIuLC1JTU7WvXb16FS4uLnrPGx0d\nrf0+JCQEISEhRttCZIyc5UiGMCKiuiExMRGJiYkm7Wt0YL6Hhwfy8vKQl5eHnJwc7ffGSJKECRMm\nQK1WY8aMGdrt6enpaN26NQBR8vTx8QEAhIWFYcyYMYiKikJaWhrOnz+PoKAgvefWDWFE5sJyJBER\nVVXpzqEFCxYY3NdgCFu4cCH279+Pmzdvon379ujevTumTZuGtWvXol69ekYbsXfvXnzxxRfw9fVF\nQEAAAODtt9/G5s2bcezYMahUKnh4eGDNmjUAALVajfDwcKjValhbW2PVqlUsR5LiWI4kIiKlGAxh\nGzduhL29PYYPH47u3bsjODgYjo6OJp+4V69eKCoqKrO9vNn2586di7lz55r8HkTmJHc50tYWMKET\nmYiI6giDIezs2bP466+/sG/fPuzevRvvvPMOsrKy4O/vj+7du2P8+PFKtpNIdnKXIxs2ZE8YEREV\nK3dMWPPmzTF8+HAMHjwYR44cwe7du7FmzRqsW7eOIYxqHUMz5pvr3La2DGFERFTMYAiLjY3Fvn37\nsG/fPpw8eRIdO3ZEz5498f7776N79+5KtpFIMfp6vcxZjmQIIyIiDYMhbP369ejVqxfeffdddO7c\nGQ0aNFCyXUSKk7scaWsL3L1b9XMREVHtYDCEvfvuu8jIyCjT67Vnzx60bt0abdu2lb1xREpiOZKI\niJRkcMb8GTNmoHHjxmW2N27cuMS8X0S1SekpKnS3VVWDBgxhRERUzGAIy8jIgK+vb5ntvr6+SElJ\nkbVRRJagb4oKc5Yj69cHHjwA9MzcQkREdZDBEKZZWFsfU2bMJ6ppDI0JM9e5razYG0ZERMUMhrDA\nwEB88sknZbavXbsWXbp0kbVRRJYiVzlSE+wYwoiISMPgwPwPPvgAo0aNwqZNm7ShKykpCffvkOBO\nTgAAIABJREFU38e2bdsUayCRUuQuRzKEERGRLoMhzNnZGfv378cvv/yCkydPQqVSYdiwYejXr5+S\n7SNSjNzlSIYwIiLSZTCEHTx4EJmZmXjiiSdKBK8ff/wRTk5OLElSrVR6igrNNnOclyGMiIh0GRwT\nNnv2bKjV6jLb1Wo1XnnlFVkbRWQJ+hbvZjmSiIjkYjCEZWVlwd3dvcx2d3d3ZGZmytkmIotQohxp\nawvw5mIiIgIqOUVFbm6uLI0hsjSWI4mISCkGQ1j//v0xb948SDqfQEVFRZg/fz4H51OtpFuOlGPt\nSJWqeMJWIiIigwPzly5diokTJ6Jt27bw9/cHABw/fhyBgYH49NNPFWsgkVIMTVFhrnNrQlh+vnnO\nSURENZvBEGZvb48tW7bgwoULOHXqFFQqFdRqNRfuplpPjnIkwBBGREQlGQxhGm3btmXwojpB7nIk\nwBBGRETFDI4JI6prlC5H3rtnnnMTEVHNxBBGVIqcd0dqQtjhw4CHB4MYEVFdZjSE/fnnn8h7OLHR\nrl27sHz58nKnryCqqZS6OzI/H9i9G8jMBDZtqvq5iYioZjIawkaPHg1ra2v8+eefmDx5MlJTUzFm\nzBgl2kakKCXLkXv3An5+wMWL5jk/ERHVPEZDmJWVFaytrfHtt99i2rRpWLJkCdLT05VoG5FFyF2O\nvH9fhLChQwF2KhMR1V1GQ1j9+vXx5ZdfYuPGjRg2bBgA4AFnm6RaSLcnTM5y5OnT4tHHhyGMiKgu\nMxrCPvvsMxw4cADz5s2Dh4cHUlJSMHbsWCXaRqQoQ2PCzHVulQqwsQF27QJ69gQcHYE7d8xzfiIi\nqnmMhrCOHTti8eLFCAgIAAB4eHhg9uzZRk+cmpqKvn37omPHjujUqROWL18OALh16xZCQ0PRrl07\nDBw4sMQg/0WLFsHLywve3t5ISEio7M9EVCWle77M3RN24QLQti3QpAl7woiI6jKjISwuLg4BAQEY\nPHgwAODo0aMICwszemIbGxssW7YMp06dwoEDB7By5UqcPn0aixcvRmhoKM6dO4f+/ftj8eLFAIDk\n5GTExMQgOTkZ8fHxmDp1KoqKiqr44xGZTqlypCQBdnaiJ4whjIio7jIawqKjo/H777+jadOmAICA\ngABcNOGWLmdnZ+2ak/b29ujQoQPS0tIQFxeHyMhIAEBkZCS2b98OAIiNjUVERARsbGzg7u4OT09P\nHDx4sNI/GFFFKVGOrF9fPG/UiCGMiKiuMxrCbGxs4OjoWPIgq4rN8Xrp0iUcPXoUwcHByMjIgJOT\nEwDAyckJGRkZAIBr167B1dVVe4yrqyvS0tIq9D5EVVV6igrNNnPQF8I4JoyIqO4yaUzYpk2bUFBQ\ngPPnz2PatGno0aOHyW9w7949jB49Gh9++CEcHBxKvKZSqaAqp6uhvNeIzE0TtuQqRwLFIaxhQ8DW\nFigsBB7OhUxERHWM0QW8V6xYgYULF6JBgwaIiIjAoEGDMH/+fJNO/uDBA4wePRpjx47FyJEjAYje\nr+vXr8PZ2Rnp6elo1aoVAMDFxQWpqanaY69evQoXFxe9542OjtZ+HxISgpCQEJPaQ1QepcuRKlVx\nb5itrXneh4iILCsxMRGJiYkm7Ws0hNnZ2eHtt9/GvHnzYGdnZ3IjJEnChAkToFarMWPGDO32sLAw\nbNiwAbNnz8aGDRu04SwsLAxjxoxBVFQU0tLScP78eQQFBek9t24IIzInucqR+kIYADRtCty6BTys\n0BMRUQ1XunNowYIFBvc1Wo7ct28f1Go1vL29AQDHjx/H1KlTjTZi7969+OKLL7Br1y4EBAQgICAA\n8fHxeO211/DTTz+hXbt2+OWXX/Daa68BANRqNcLDw6FWqzFkyBCsWrWK5UhSlNzlSH0hzNkZeDgs\nkoiI6hijPWEzZsxAfHw8RowYAQDw8/PD7t27jZ64V69eBqeY+Pnnn/Vunzt3LubOnWv03ERyMDRF\nhbnOrS+EOTkB16+b5z2IiKhmMek2Rzc3txLPra2NZjeiGqn0mDDdbVU9L3vCiIhIl9EQ5ubmhr17\n9wIA8vPz8d5776FDhw6yN6w6uH5dLLasIUmACVOkUQ2lW47UkLscyZ4wIqK6y2gIW716NVauXIm0\ntDS4uLjg6NGjWLlypRJts7jJk4FRo4D8fPH86FEgKAjgRP61k5LlyIYNxWPpnrDLl4HNm83znkRE\nVL2VW1csKCjA//3f/+HLL79Uqj3Vyr17QEoK8OqrwAcfiBD211/A2bNAHekMrHOULkeW7gl74w3g\niy9EOOvbt+rvS0RE1Ve5PWHW1ta4fPky7uvW5OqQvDxg6VJgwwbg2jXg+HHA2hrYs8fSLSM5KFGO\ntLERzzU9Ye7uwJkzxT1wMTHAmDHAkSNVf08iIqrejI6w9/DwQK9evRAWFoZGD/98V6lUiIqKkr1x\nlpaXB7i5ATNnAsOHi7Lkk08Ce/cCEyear1RF1YNS5Ugbm+Iw1rGjmDU/ORlo3VpM2tqlC3D+vHne\n15DnnwdWrACaNNH/+o8/inYNHy5vO4iI6jKjY8Latm2LoUOHoqioCPfu3UNWVhaysrKUaJvF5eWJ\nD8V584DevQG1Gpg7V/SMVXD5TKoh5CpHas5Zv35xKVKzbehQID5elCWdnETv2KVL5nlPfa5fB/77\nX+DTT4u33boFfPMNkJsrnickAL/8Il8biIjIhJ6wujw7fW6uCGEqlRgTBnBQfm2m2xOmYe61Ixs0\nKBnCAKBrV2DjRjHm0NkZ8PCQN4QdOwbUqyduAJg5U2z77DNg1izgu++AYcNEUGvQQL42EBGRCSFs\n+PDhUKlUkB5+iqhUKjRp0gSBgYGYPHkybGvxoneanjBdVlbiQ6xzZzF9BT+oag9DM+ab69wqlShv\nx8WVfM3PD9AsM/bMM8Cjj4oQptuOikhPF6XN114DCgqA994rfk0ztvGFF0SP7r17gL29GJcGAFeu\niMfr14HGjSv+3kREZDqjRTUPDw/Y29vjhRdewKRJk+Dg4AB7e3ucO3cOkyZNUqKNFqMvhAHiQ9PF\nhfM71Ualx4RptpnjvCqV+AoMLPmaWi16pgDRS9akiShbZmZW/H0yMwEvL/Fv9513RIlRo6hIvNe6\ndUCvXuLf8cGDIgD++isQGgqkpop9MzJEiZKIiORjtCds3759OHz4sPZ5WFgYAgMDcfjwYXTs2FHW\nxllaXl7xXWyltWkj5nR69FHxAZufz16xmk7f4t3mvjtSH1tbcVfkU08VzxmmKUm2bFmx97l8GcjO\nLr6D18YGePBAPKakAHfuiN6vwYNFAEtKElOwAMCkSaKXFxB/YHDcIxGRvIz+bzY7OxuXL1/WPr98\n+TKys7MBAPU1kx7VQpIkQpihYGVnB/TpA8TGAnPm6O8xo5pFiXKkIaNHi69Ro8Tzyg7O1/Rk7d4N\nDBgg7rKsX18EsZUrRS/ZpElAs2aiJ0zz95WdnRibduWK+Hd/+zZ7woiI5Ga0J2zp0qXo3bs3Hnvs\nMQDAxYsXsWrVKmRnZyMyMlL2BlrKgwdiTjBNmai0v/8WjyNHKtcmkp/c5cjyfP118feVDWGaMV2J\niUBAAPDzz+L5tm3AsmXA1KkijAEihI0fL4LZuXNiSa7UVNEL1ry5+Dde2XFpRERknNEQ9sQTT+Dc\nuXM4e/YsAKB9+/bawfgzZsyQt3UWZGg8mMaPPwKHDonBz8nJyrWL5KNbjtTtCVMqhOlydwdOn674\n+6SmijLinj1iTrvLl8Vg/61bxR8MCxcW76sZTdCtm3h0cRGD+g8fBoKDgZ07xR3Cpe/mJCIi8zCp\nHLlkyRJ89NFH8PPzQ2pqKr7//nsl2mZRmukpDHF2FhNZnjwJTJkitplrPimyDEMz5pvr3BU5l2ZM\n2KlTxb1ZprhyRfRwac7h5iZ6xL75RpTPHR2L923QQAzW37Ch+HmzZqJHrmdP8b2mx5eIiMzPaAgb\nN24c6tevj3379gEA2rRpg3nz5sneMEsz1hOmoVIBq1aJ2/zv3pW/XSQffTPma7ab49wV7Qm7dEkM\n2P/4Y9OPy8gQc3+tXi3GhAFAWJh4bN++7P6aOzY13NzEXGE9ewJNm3JcGBGRnIyGsAsXLmD27Nna\nQfh2dnayN6o6MDWEabRqBdy8KV97SBnVpRypmSvszBlxV6OpMjMBX19g8mTxhwEADBokVnzo3Nn4\n8Y88Iu707dqVPWFERHIzOiasQYMGyNWsZQIRyhrUgbkYKhrCWrYEbtwAPD3laxPJqzqVIx0cxFis\n334DcnJMP/6vv8Sgel0qlZgHzBRubiKsNWrEnjAiIrmZtGzR4MGDcfXqVYwZMwZ79+7F+vXrFWia\nZVU0hDVvLpaB6dFDvjaRvOQsRwIVD3Rt2gB//CHmqvv7b9EzVR5J0h/CKiIwUPTqAuwJIyKSm9EQ\nNnDgQHTu3BkHDhwAACxfvhwtWrSQvWGWVt5Erfo8/zzwj38AixeLOZeoZpKzHFlR06cDZ8+Kgfl/\n/gkEBZW//9274g+HqnRUjxlT/D17woiI5GUwhCUlJUGl86d7mzZtIEkSrly5gitXrqCzKQNMLKyo\nSHyIVCYzVrQn7JlngFdeEWNyGMJqJkMLeJvr3BU918SJ4vGll4BffjEewv76q3L/1g1hTxgRkbwM\nhrCZM2dCpVIhNzcXSUlJ8PX1BQCcOHECgYGB2L9/v2KNrKxVq4Bp08QixoYmXTWkoiEMEOPCbt4U\ng6qp5tE3Y77u9qqeu7KBbsQIIDpazElXnszMqpUiS2valHPgERHJyeDdkYmJidi1axfatGmDI0eO\nICkpCUlJSTh69CjatGmjZBsrTTPj+I4dFT82J6fiIaxFC94hWdOVHhNmqbsjdXXtaloYysxkTxgR\nUU1idIqKM2fOwMfHR/u8U6dOOF2Zqbwt4PhxoFcvUcqpqNRUcbt+RbRsKT4IqWYyNGO+uc5d2XM5\nOopFue/fL3+/69eLB9WbgxJjwlJSxPqWRER1kdGB+b6+vpg4cSKee+45SJKEL7/8En6aKbmrMUkC\njh0DPvxQfC1ZIma318wObszFi4BO9jSJphxJNZO+KSr0Pa/suSsbwlSq4oDv4mJ4v7NngXbtKvce\n+jRrJsaZyWnFCnFtli0rfz/N9Xv3XbGahasrMGGCvG0jIpKb0Z6wzz//HGq1Gh9++CGWL18OtVqN\nzz//XIm2VUlSkvgQGTlSlHLeew/YuBHo2xcwNpzt6lWxXMzDNctN1qIFe8JquupYjgSK56HTd15v\nb+Cnn0QI8/au/HuUplnYu6jIfOcs7exZ0/5wGT0a2L4dmD9fjI/z8pKvTURESjHaE9awYUNERUUh\nKipKifZU2c6donyzebMY0NyokShJJiUBajWQmChCWPfuhs8xbpxYALmiIaxlS7H4MdVM1bUcCRhe\nkSEjQ5TONVNL/Oc/lX+P0po1E79Lr7wizmuOhbwPHBAlyIwM4P/+T4QwY79nmZlAbKxYTikwEBg8\nWKwAQERU0xnsCRs6dCi++uor5OTklHktOzsbMTExeOKJJ8o9+fjx4+Hk5FRiTFl0dDRcXV0REBCA\ngIAA7NAZNb9o0SJ4eXnB29sbCQkJlfl5sHKlmF9pyxbg5ZfFtqeeEj1gmv/Z79oF9O8PHDlSfJwk\nASdOiLE3v/8utlX0Lkf2hNVs1bUcCYgQptsT9t57wJdfFpfN168XPVbmXrEhO1uUCv/3v6qfKy8P\nGDYMeO454F//AhISRCAz1hO2YoUIXwUFwNKlwBtvmC8cExFZksEQ9vnnn+OPP/5AYGAgfHx8MHDg\nQISGhsLHxweBgYE4ffo0NhgZYDVu3DjEx8eX2KZSqRAVFYWjR4/i6NGjGDJkCAAgOTkZMTExSE5O\nRnx8PKZOnYoiE+ogZ88W9z7FxYkAtW+fmDjVzU1sHz8e+OILEcIaNQK+/16EpUWLis/z2WditvvA\nQDEg//79yk9RQTVXdS5H6v7b+vprUYJMSQE8PIChQ0XvUkX/zRqzcKGYn+zrr6t+rkuXRO/aq6+K\nr2eeEb+T+sqsGhs2iGEE334LPHjAFSmIqHYxWI5s1aoV3nzzTbz55pu4fv06Ll++DAB49NFH4ezs\nbNLJe/fujUuaeSJ0SHo+1WJjYxEREQEbGxu4u7vD09MTBw8eRLdu3cp9jxkzgPh44NAhUX7U6Nmz\n+HuVCrCxEYOWn3wSeOIJ8Rf5Y4+JmcgbNgTefluUPJKTxfaH65VXCHvCarbqXo7UhJXcXNGLm58v\nQo2mh9fa6OCCinvxReDpp0UQi4sTvzuVfZ+LF0Vg1Pzx06UL0K2b6L0zdH0++QRYs6b8GxKIiGoq\nk/536uzsbHLwMsWKFSuwceNGBAYGYunSpXB0dMS1a9dKBC5XV1ekpaUZPZdmcsonnhAfFhcvig8m\nfWNGJkwAnn1WjHMBgEmTxPivpCQxPqV/f/FVWewJq9nkLEcCVQthbm7Ajz8Cly+LKVe8vYGjR8XX\n9u3maZ8hzZuLAfETJwL29mK8ZOvWIgh26VJy39xc8fvUq5cY1N+kCeDkJF67eLHk+K/wcPHYsCFw\n507x76WGJIkbZAIC5PvZiIgsSYa/ncs3ZcoUvP766wCA+fPnY+bMmVi3bp3efVUGPrWio6O13588\nGYKdO0PQr5/x97a1LVmuCQ8Xf5UvWAA8bFKVNGsmPkwKCuTplSD5yVmOrIrHHhMhJjwcOHgQeOst\nEYoiIkT4l9uwYeKPmD59gIEDgY8+EuMsU1OBa9eACxdEW/75T2DbNuDzz4GvvgI6dhQlTaBsCNPQ\n9PKVDmHXrokeaSV+PiIic0lMTERiYqJJ+yoeFVrpzCY5ceJEDB8+HADg4uKC1NRU7WtXr16Fi4Ea\nhG4I27ix4pOqavj5idnIn3qqcseXVq+e+CC5dcu8k2aSMnTXjqxu5UhNCNMs2Tp6NNChg3naZooW\nLUSpvl07YNYs0fOsUokS5fbtYnxa795iaMCBA+IOxpwc4Pbt4nP8+WfJYQIanp7AmTNl5zg7dUqE\nOCKimiQkJAQhISHa5wsWLDC4r9F5wswtPT1d+/22bdu0d06GhYVhy5YtyM/PR0pKCs6fP48gIysW\nFxUBaWli4sbKUKnEQH61unLH68NxYTWXvjFhmu3mOHdVQpiTk7hT8cwZMQmxkgFMo3178TMsWSKm\nrfjwQ9HLpSnBT5kChIaKoDhtmljI/vBh4O5dcdfy8eP6J0D28xOvlZaczBBGRLWb0Z6wPXv2YMGC\nBbh06RIKCgoAiDLhxYsXjZ48IiICu3fvRmZmJh555BEsWLAAiYmJOHbsGFQqFTw8PLBmzRoAgFqt\nRnh4ONRqNaytrbFq1SqD5UhAhK+kJDFepWFDU3/cssx9qzvHhdV8uqGrutwdqVKJ3rCTJ8XgdktS\nqYA33xTfnzwpBs+/9JIIWrGxYntUlChbvv66GDf2558ilLVtW/Z8/v6idFnaqVPFPX9ERLWR0RA2\nYcIEfPDBB+jcuTPq1atXoZNv3ry5zLbx48cb3H/u3LmYO3eu0fOmpAC+vmKw8iefVKhJsnNxEYOn\nqeapzuVIQISakyeBxo3N0yZzGDpU/A7OmiUW+x42TGy3swOCg8Xs9itXAmFhYuoYff8LCQ4Wc/vl\n5pb8g+rUKWDsWEV+DCIiizAawhwdHbVzeVUX774r5hj69FNLt6Ssbt3Eh83zz1u6JVRR1bkcCYhA\n4+9f9baY0+DBwLp1YmLjTZvKvt69u/i6fBkYMED/OTw8xO/NsmVi/jBrazHUgGPCiKi2MxrC+vbt\ni1mzZuHJJ59EgwYNtNs7W7BOsHq1GABcHfXsKT6UqOaqjuVIAHBwqH49Q/Xri8mQjXn00fJXoFi+\nXJQtv/9e/BFz5owYaqCZgoaIqDYyGsIOHDgAlUqFw6UWRdy1a5dsjTJm5Upg0CCLvX25/P3FwPw/\n/tA/CJmqr+pejqzN3N3FDQeaqQL37tV/JyURUW1iNISZOteFkqZOtXQLDLOxEe1bvVqExYq4fl1M\ngmmuyUGpYqp7ObK2a91a3NSSny/uWuYSRURU2xmdouL27dv417/+hS5duqBLly6YOXMm7ty5o0Tb\naqxevcRi4BV17Jh4ZAizrOpajqztrK0BZ2cxSev582JVACKi2sxoCBs/fjwaN26Mr776Clu3boWD\ngwPGjRunRNtqLG9vMaalopKTxeO9e+ZtD5mG5UjLc3MDrlwpXmeSiKg2M1qOvHDhAr799lvt8+jo\naPj5+cnaqJrO2Rm4f1/MnN+smenHaXrCbt0Sg7BJWfpCmGa7OTCEGefmJuYUu3Gj8pMwExHVFEZ7\nwho2bIjffvtN+3zPnj1o1KiRrI2q6VQq0Rt29mzFjjt1Sjz+/bf520SVU13Wjqwr2rYFEhJEAOP6\nq0RU2xn939zq1avx/PPPa8eBNW3aFBs2bJC9YTXdo4+Kskr37qbtL0nAuXPi7spbt+RtG+nHcqTl\n+fkBH3zAOyOJqG4wGsL8/f1x4sQJ3L17FwDQuDpN112NtWkjBhibKi1NzDLu4cGeMEuRsxzJEGYa\nPz8xJrK6TkFDRGROBkPYf//7X4wdOxZLly4tsYajJElQqVSIiopSpIE1lYtLxULY2bOihNmsGXvC\nLKn0FBVVLUc+eCAmNJ0zhyHMFG3bivVXw8Is3RIiIvkZDGE5OTkAgKysrHIX0ib92rQBjh83ff9L\nl0QvWNOm7AmzFE3YKj1FRVVkZorH/HzA3r5q56oLrKzEEke6a0gSEdVWBkPY5MmTAQADBgxAr169\nSry2Z88eeVtVC1S0HHnvnrgjkj1hliNHOfLmTfGYnc0leEzFAEZEdYXRuyOnTZtWZtv06dNlaUxt\nUtEQlp0txoSxJ8yyzF2O1A1h7FAmIiJdBnvC9u/fj3379uHmzZt4//33IT38JMrKykJhYaFiDayp\nHn0USE8XgappU+P75+SIEMaeMMsxVI6sSgi7cUM8MoQREVFpBnvC8vPztYErKysL9+7dw71799C4\ncWN8/fXXSraxRmrYEOjbF/jxR9P2z84GGjViT5glyVmOvHePIYyIiEoy2BPWp08f9OnTB+PGjcOj\njz6qZJtqjb59gf37gWefNb6vphzJnjDLMnc5kj1hRERkiNExYRMnTsTt27e1z2/duoVBnMTHJC1a\nADqXrlwcE2Z5ctwdyTFhRERkiNEQdvPmTTg6OmqfN2vWDBkZGbI2qrZo0sT0EMYxYZYnRznyr7/E\nI0MYERGVZjSE1atXD5cvX9Y+v3TpEqysjB5GABwdgYerPRmlGRPWuDFw9y7wj3/I2zbST9+yRVUJ\nYdnZYn6w7GzztI+IiGoPo8sWLVy4EL1798bjjz8OAPj111/xySefyN6w2sDRseLlSE2+jYkBtmyR\nr21Ulr4yZFV7r7KzxQzwt26xJ4yIiEoyGsIGDx6MpKQk/P777wCADz74AC1atJC9YbVBRcqRmhBG\nlqNbjiy9vbI0ISw1lSGMiIhKMlpXLCoqQnx8PI4cOYJhw4YhJycHBw8eVKJtNV5lesJ0mWPhaKoY\nOcqRLVsCBQUMYUREVJLREDZ16lTs378fmzdvBgDY29tj6tSpsjesNrC3FwPuCwqM75uTI8aEAWKd\nQRsb8UjKkbMcaY5zERFR7WI0hP3+++9YtWoVbG1tAYi7Ix88eCB7w2oDK6vigfbG6PaE2diI73UH\ncy9dCnAonrz0TVGh73lF5OQwhBERkX5GQ1j9+vVLLFN08+ZN3h1ZAaaUJJOSxF2UuuVIfSFs8mTg\n88+L77jct8/87a3LdEOYucuRmnMRERFpmLSA96hRo3Djxg3MnTsXPXv2xJw5c0w6+fjx4+Hk5AQf\nHx/ttlu3biE0NBTt2rXDwIEDS0wEu2jRInh5ecHb2xsJCQmV+HGqH0fH4rmi9ElMBHr3Ft/b2BRv\nb9SoZAjz9wc6dwZWrwaWLAEyMoCePVmylENRkXnKkYWFwIMHYu63qp6LiIhqn3JDWFFRETw8PPDO\nO+9gzpw5aNOmDWJjYxEeHm7SyceNG4f4+PgS2xYvXozQ0FCcO3cO/fv3x+LFiwEAycnJiImJQXJy\nMuLj4zF16lQUFRVV8seqPrp2BX77Tf9rt24BTz8NfP89cOpUyQ9pOztRytL4+29gxQpg2TIgNhY4\ne1Zsv35dvrbXNeYuR2rmfmvQQDxnCCMiIl3lhjArKyu89NJL6NChA15++WW8/PLL6NChg8kn7927\nN5o2bVpiW1xcHCIjIwEAkZGR2L59OwAgNjYWERERsLGxgbu7Ozw9PWvFXZgjRgBbt4reldI+/hgY\nNgzo1w9Qq0u+VroceeuW6FEJDhbPX35ZPKalydPuusjc5UjNzRaaHk6GMCIi0mW0HDlgwAB8/fXX\nkMw0X0JGRgacnJwAAE5OTtolkK5duwZXV1ftfq6urkirBQkjNBSwtgbeeUeEKkkqDldffinGeemj\nL4Q1bw7Uqwd8+y3wxx9i+7Vr8ra/LjJXOVJzs4W1ddXPRUREtY/RyVpXr16N999/H/Xq1dPeIalS\nqXDXlFv+jFCpVFCV88lk6LXo6Gjt9yEhIQgJCalyW+RSvz6wbh3g7Q3MnQv885/A+vXAhg0iWAUF\n6T9Od0xYUZEoR2o6Fb28RBnz7Fn2hJmTvp4w3e0VxRBGRFT3JCYmIjEx0aR9jYawe/fuVbU9JTg5\nOeH69etwdnZGeno6WrVqBQBwcXFBamqqdr+rV6/CxcVF7zl0Q1hN0L69CF2RkcDD6dYwfTqwcWPx\nMkWlacaEbd4sBuHrfpgDosT59tvsCTMnfWPCqlKO1IwJ073hgoiIarfSnUMLFiwwuK/BEHb69Gl0\n6NABR44c0ft6586dK9W4sLAwbNiwAbNnz8aGDRswcuRI7fYxY8YgKioKaWlpOH/+PIIMdRPVQM8/\nL4KTlZWYYsLVFQgLM7y/nR2wdy/w3XeGg5aLC5CcLE976zJzlSNzctgTRkREhhkMYe+lZ/a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Ftn+BzGypEMYUREZG4MYVQr1K8vSpI7dgDjxwO//gpcuQIEB4vXe/QATp82fLyxKSoYwoiIyNwY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\n6/kEEnQwAAAAAElFTkSuQmCC\n", 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