{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Practice reading in HYCOM model data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import division\n", "\n", "import netCDF4 as nc\n", "import numpy as np\n", "\n", "\n", "from salishsea_tools import (\n", " nc_tools)\n", "import datetime\n", "import os\n", "import urllib2\n", "from StringIO import StringIO\n", "import pandas as pd\n", "from dateutil import tz\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "\n", "from salishsea_tools import viz_tools\n", "from salishsea_tools.nowcast import residuals, figures\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#HYCOM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The HYCOM model provides ssh forecasts. Data is saved at a 3 hourly frequency. We can access the HYCOM sea surface height at a url like this:\n", "\n", "* http://nomads.ncep.noaa.gov:9090/dods/rtofs/rtofs_global20150716/rtofs_glo_2ds_forecast_3hrly_diag.ascii?ssh[0:64][0][1661:1662][1931:1932]\n", "\n", "** Variables**\n", "* time - measured in days since 1-1-1 00:00:0.0\n", "* ssh - metres\n", "* lat, lon don't have a lot of meta data\n", "\n", "First, try to figure out if this data is the same as the NOAA forecast.\n", "\n", "Below, I copied and pasted the data from the 2015-07-16 forecast page. I will compare this data with the Neah Bay forecasts with are collecting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reading in data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def read_url(date,i,j):\n", " \"\"\"Reads text from a url and save the output to a file\n", " Returns the filename of the output file\n", " \n", " :arg date: the data of the download\n", " :type date: datetime object\n", " \n", " :arg i: the i index of the hycom grid\n", " :type i: integer\n", " \n", " :arg j: the j index of the hycom grid\n", " :type j: integer\n", " \n", " :returns: filename, the name of the file where the data was saved\"\"\"\n", " \n", " url = ('http://nomads.ncep.noaa.gov:9090/dods/rtofs/rtofs_global{}/rtofs_glo_2ds_forecast_3hrly_diag.ascii'\n", " '?ssh[0:64][0][{}][{}]'.format(date.strftime('%Y%m%d'),j,i))\n", " \n", " response = urllib2.urlopen(url)\n", " html = response.read()\n", "\n", " #We might want to save output like we do for neah bay\n", " directory = date.strftime('%Y-%m-%d')\n", " if not os.path.exists(directory):\n", " os.makedirs(directory)\n", " filename = '{}/hycom_{}_{}.txt'.format(directory,i,j)\n", " text_file = open(filename, \"w\")\n", " text_file.write(html)\n", " text_file.close()\n", " \n", " return filename" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Notice the first output for ssh is bizzare. 1276 m ??? " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def parse_hycom_text(filename):\n", " \"\"\"Parses the text in a output file from the hycom model. \n", " \n", " :arg filename: file where the hycom model data is stored\n", " :type filename: string\n", " \n", " :returns: data, lon, lat\n", " data is a data frame with ssh and time columns\n", " lon is the longitude of the hycom model point\n", " lat is the latitude of the hycom grid point \n", " \"\"\"\n", " ssh_read = False\n", " time_read = False\n", " lat_read = False\n", " lon_read = False\n", " #initialize variables\n", " sshs = []\n", " times = []\n", " lat=0\n", " lon=0\n", " \n", " #variable to define number of lines to skip\n", " skip_lines = 0\n", " with open(filename) as f:\n", " #loop through each line\n", " for line in f:\n", " # check if we should skip a line\n", " if skip_lines >0:\n", " skip_lines=skip_lines -1\n", " continue\n", " \n", " # read the line\n", " words = line.split()\n", " if words: #there is data in the line, do stuff with it \n", " #if we should read a variable, read it\n", " #read ssh\n", " if ssh_read:\n", " if words[0] =='time,': # check we are still in the ssh part\n", " time_read = True\n", " ssh_read = False\n", " else:\n", " sshs.append(float(words[1])) #append the ssh data t list\n", " skip_lines = 2\n", " # read time\n", " elif time_read:\n", " if words[0]=='lev,': # check we are still in the time part?\n", " time_read = False\n", " else:\n", " times = words\n", " #read lat\n", " elif lat_read:\n", " lat=float(words[0])\n", " lat_read = False\n", " # read lon\n", " elif lon_read:\n", " lon=float(words[0]) - 360 # subtract 360 for conersion to model coordinates\n", " \n", " #if we aren't reading a variable, check that we can determine which variable should be read next\n", " if words[0] =='ssh,':\n", " ssh_read = True\n", " elif words[0] == 'time,':\n", " time_read = True\n", " ssh_read = False\n", " elif words[0] == 'lat,':\n", " lat_read = True\n", " time_read = False\n", " elif words[0] =='lon,':\n", " lon_read= True\n", " lat_read = False\n", " #finished reading the file\n", "\n", " #convert times to datetimes\n", " time_units = 'days since 1-1-1 00:00:0.0'\n", " for i, t in enumerate(times):\n", " t = float(t[:-1])\n", " times[i] = nc.num2date(t, time_units)\n", " # remove first ssh/times element because it is not real data\n", " sshs = sshs[1:]\n", " times = times[1:]\n", " \n", " #add the data to a data frame\n", " data = pd.DataFrame({'ssh': sshs, 'time': times})\n", " \n", " return data, lon, lat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Compare with Neah Bay forecast and observations" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(735807.0, 735813.0)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnIAAAE7CAYAAABZkWysAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nofp/F6P4UERWY0cAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid_b = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "\n", "fig,axs= plt.subplots(1,2,figsize=(10,5))\n", "ax=axs[0]\n", "axm=axs[1]\n", "date = datetime.datetime(2015,7,30)\n", "\n", "#Hycom\n", "iss = np.arange(1934,1920,-1)\n", "jss = np.arange(1661,1665)\n", "for i,j in zip(iss,jss):\n", " #filename = read_url(date,i,j) read website\n", " filename = '/data/nsoontie/MEOPAR/analysis/Nancy/nowcast/{}/hycom_{}_{}.txt'.format(date.strftime('%Y-%m-%d'),i,j)\n", " data, lon, lat = parse_hycom_text(filename)\n", " ax.plot(data['time'],data['ssh'],label='Hycom')\n", " axm.plot(lon,lat,'o')\n", "viz_tools.plot_coastline(axm,grid_b,coords='map')\n", "\n", "\n", "#Neah Bay forecast\n", "filename = '/ocean/nsoontie/MEOPAR/sshNeahBay/txt/sshNB_2015-07-29_18.txt'\n", "NBdata = residuals._load_surge_data(filename)\n", "surge, dates = residuals._retrieve_surge(NBdata, datetime.datetime(2015,7,20))\n", "ax.plot(dates[:],surge[:],label = 'Neah Bay')\n", "\n", "# Neah Bay observations\n", "obs = figures.get_NOAA_wlevels(figures.SITES['Neah Bay']['stn_no'], '20-Jul-2015', '31-Jul-2015')\n", "tides = figures.get_NOAA_tides(figures.SITES['Neah Bay']['stn_no'], '20-Jul-2015', '31-Jul-2015')\n", "\n", "res = residuals.calculate_residual(obs.wlev, obs.time, tides.pred, tides.time)\n", "ax.plot(obs.time,res,label='observation')\n", "\n", "\n", "axm.set_xlim([-125.5,-124])\n", "axm.set_ylim([48,49])\n", "ax.legend(loc=0)\n", "ax.grid()\n", "fig.autofmt_xdate()\n", "ax.set_xlim([datetime.datetime(2015,7,28),datetime.datetime(2015,8,3)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first glance, these models look very different! I need some more data points. Will need an longer time period for comparions with observations.\n", "* We might be able to interpolate these points across our open boundary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Compare between forecasts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two forecasts are available each day. How different are they?" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAI3CAYAAACh7e4XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl8VNX1wL8nIRshgQDKvibgAm6oqHUB10BUrFixbnX5\nibZWQW2t2mqltS1iXSouVQHr2ipVVFohuAZsi4oKLoBKgLDIJntCCCHJ+f1x3zAvwyRMmGSSTM73\n83mfmffevffc++a9mTPnnHuuqCqGYRiGYRhGw5LQ2B0wDMMwDMNoCZjSZRiGYRiGEQNM6TIMwzAM\nw4gBpnQZhmEYhmHEAFO6DMMwDMMwYoApXYZhGIZhGDEgaqVLRIaJyNciskREbgtz/mARmSsiZSLy\ni7rUNQzDaGhEJFFE5ovIv7z9I7zvrC9EZLqIZNRQz76/DMOoE1EpXSKSCDwKDAMOBS4WkUNCim0C\nbgTu34+6hmEYDc1YYBEQSFo4GfiVqh4OvAbcGlrBvr8Mw9gforV0DQYKVbVIVXcDLwHn+Quo6veq\n+gmwu651DcMwGhIR6Q7k4RQt8Q73U9UPvPfvABeEqWrfX4Zh1Jlola5uwCrf/mrvWEPXNQzDqA8e\nwlmyqnzHFopIQIG6EOgRpp59fxmGUWeiVbqiWUPI1h8yDKPREJFzgA2qOp+glQvgauB6EfkEaAOU\nh6lu31+GYdSZVlHW/47q/wJ74P7x1VtdEbEvN8Nogaiq7LtUVPwAGCEieUAqkCkiz6nqT4BcABHp\nD5wdpq59fxmGUSM1fn+p6n5vOKVtKdAbSAYWAIfUUHYc8Iu61nVd3P8+RjiOZxpaRmPLtDGazOYi\nz5OpMZY3BPiX9/4A7zUBeA64Mkz5mH1/AeNiff2tH9aP5taHJtYPrelcVO5FVa0AbgBm4Wb/vKyq\ni0XkOhG5DkBEOovIKuBm4E4RWSkibWqqG01/oqCoBciMtbzGkBlreS1FZqzlNRYBq9QlIvINsBhY\nrarPAIhIVxF5E2r+7ot9lw3DaE5E615EVWcCM0OOPel7v47wgahh6xqGYcQaVZ0NzPbePww8HKbM\nGnyuRvv+MgyjrlhGesfWFiDTxmgym4s8ozoFjd0Bj4LG7oBHQWN3wKOgsTvgUdDYHaBp9AGaTj9q\nxJQux4IWINPGaDKbizzDh6oWNHYfwPoRivWjafUBmk4/akO8oK8mi4ioNvwsJiOOsRlkTZtwz3e8\nPPfxMg7DMCKntuc+6pguw2gO2A9f08QUYsMwWhLmXgREZGi8y7QxmszmIs8wDCNeMaXLMAzDMAwj\nBlhMlxH32D3UdKnps4mXzyxexmEYRuTU9tybpcswDMMwDCMGmNKFxeXEi8zmOEYRSRaRKSJSJCLb\nRWS+iAzznT9dRL4WkR0i8p6I9AzIFJFTReR9EdkqIsvDtF0kIqUiUuxt+SHnLxGRFSJSIiKviUiW\n79xCX71SEdktItO9c/1F5A0R2SAim0Qk31ujMFA3RUQeEpHvRGSziDwmIjZpxzCMFo8pXUaLRmRg\nnsjwfJFRBe51YF7dWuh6XHT1aQWsBE5R1UzgTmCqp1x1BKYBvwGygE+Al311S4DJwK01tK3AOaqa\n4W1+ZW4A8ARwKdAJKAUe31NRdUCgHpAHrAKmeqfbAq8D/b26HwNv+OTeDgwCBnhlBnnjMgzDaNFY\nTJcR99QcNzQwD054GCblBI+OLoS5Y1W/mrHvdqOrX0t/Pwd+B3QEfqKqJ3nHWwMbgSNV9Vtf+TOA\nSaraJ6Sd5cA1qvpuGBl/Anqq6mXefl/cWoPtVXVHSNkhwL+ATqq6M0xb7b1+dVDVLSIyD5igqq94\n5y/29nuGqWsxXYZhxBUW02UYYekxprrCBG6/542xqb83ItIJZx36Cmcp+jxwTlVLgUJgYB2afNFz\nA84SkcN9xw8NaXsZsMuTHcoVwCvhFC6PU4C1qrrFPxTf+wSgu4hk1KHfhmEYcYcpXTTPWKCmLq8x\nZNZdXkZq+OODh4mg+9rguNzw9duk1a0fDhFJAl4EnvEsWenA9pBi24FjImzyEqCXt70PzBKRzEAn\ngW1h2q6mGHnWtVHAMzX0uTvwKHCL73A+MFZEOopIZ2AMztXZOsJ+G4ZhxCWmdBktmOKy8Mc/zldF\n9rXBR7PC1y+pySJUIyKSADwPlAE3BBoCMkOKtsXFX+0TVZ2rqrtUdaeq3otbuPpkX9ttw7RdHHJs\nJLBdVeeE6fMBwFvAY6rqjzX7IzAft2bjf4DXgApVXR9Jvw3DMOIVU7ponEUyYy3TxhiOVRNdDJaf\na5bCykdiU98hIgJMAQ4ALlDVSu/UQuAIX7l0IJtgQHtdUYJuv9C2s4Fk4NuQOlcAT4XpcxZO4Xpd\nVcdXE6Japqo3qmp3Vc0BNuMmARiGYbRoLJDeiHtqu4dcMHzPG51LsGQnrHykLkHw0db3+vcETgE6\nwx/E7s1eLASuBmYAvwdOUtUfeOcFSAFOBf4KHASoqpaLSA+gJzAP9+fqRuCXwMFesPuhwFzgbJxV\nahKu8iU++d2B5UB/VV3uO54JvAN8pKp7xa+JSFfv7VrgOJySeLWqvhOmrAXSG4YRV9T63Ktqk95c\nFxtcxtBGGFdMZbbkMTbkPRTtGHHxVlU4l2Gxb7vYO386blZhKfAeTpEaGpDt1a0CKr3X97xzgUD5\nEtzMwreBQSGyLwZWeGVeA9qFnL8DmB06Rpz1q8qrF+jvdqC7d/5knLK2w+v7xbWMP+xnE4vnPkb3\nZFyMwzbbbIt8q+25N0uXkzFUY+wKi7XMljzGhryHWvJ1rae2w3428WIhipdxGIYRObV6V0zpMuId\nu4eaLqZ0GYYRbzRoni4RGeYtU7JERG6rocxE7/znInKU73iRiHwhbumTj6Pti2EYhmEYRlMlKqVL\nRBJxOXqG4WJILhaRQ0LK5AE5qtoPuBYX8BtAcfEiR6nq4Gj6Eg2Wwyo+ZLaEMTaGzMYYo2EYRjwS\nraVrMFCoqkWquht4CTgvpMwI4FkAVf0IaOdl3Q6wT9P7fq5pZxgxRUREpM94b1ahYRiGYVQjWqWr\nG24h3ACrvWORllHgHRH5RERG1yxmZi6c8HBDKV6xDoRuDJk2xljIzB4Jw66H7PNjJ7PhaYzrahiG\nEY+0irJ+pFH4Nf3zP0lV13iZrd8Wka9V9YO9i10J9M6B4odFpD+wIPBDEHB92L7t17YfoGHazzgH\nug6H4e1hZCYs/4vIQfdA2UpYOaEpjL+p7vuP4VJg9MYwDCNOiWr2oogcD4xT1WHe/h1AlapO8JV5\nAihQ1Ze8/a+BIRqyJIiI3A2UqOoDIcc1qNuNmq06deh+d7jmcdi0/ziQGZDnLKI9xri1FYvLID8X\nhs0K7q+aWNcEprXJBGbDr/Oh4iyYAIypgLf+BUNPh3euUi2cVh+y/DLj5d6x2YuGYcQbDTl78ROg\nn4j0FpFk4CJgekiZ6cBPvI4cD2xV1fUi0lpEMrzj6cBZwJe1i6v7mnZGy8IpXCc87FzSU4fAHd6i\n1DNy4Zgh7rW+XdUTb4Kjz4ByXAjj/1rBmefDXzPhpOdEDl4h0uVai/cyDMNo2UTlXlTVChG5AZgF\nJAJTVHWxiFznnX9SVWeISJ6IFOIyVF/lVe8MTPN+g1oBL6rqWzVLu7aormva1WEcBQ3RblOSGc9j\nDFq2LkyF4gEwqWPwbOCWmoVbleYhoFMOHPS8yPB50Vi9nAJ12Hlw6U/h1QQ3iTcFuC9QAuiSDhdU\nwJvZcMJP4e15QFSWr5Zw7xiGYcQjzSI5Kvx0ORxYDB+vbQgXkdF8CVq2JuW4I+O8TYE/44yx/wR+\nDfwB+CluLkcH3KTaawvhf2Oh9GQo+rXW8kA4Jav3n6Do1zBgOGT+EY45Ag6shDu9PzB3AifhlDwB\nlgDbgB8A44GrdsDcTVC2CFbmAUnAXyHhAqhKAJYCd6hqvifzdOAxoAfwEXClqq70zp0K/BY4Ctii\nqn1C+lsEHIhbIgjgv4FQAO/8JV6nOuCWCbpaVbd45xbilhwKkArMVNUR4taEfAO31mMSsAz4naq+\n7mv7ZuBXQGvgFeBnqloe5pqae9EwjLiiId2LMWLhL2DXIUGXUf3OZrRcS81ZZo8xTuFS4Dpgt3c8\nYNnydDGqcEpQe5xS1B5nBZuUA5l/gN43Q9/za0/7EJid2PvfkPEGnHoknC+wshUcCzyPM9quwlm9\nHsDFhid5sgXolA7dusCws+CET6Hf2ZCaDhcnQPaVOK3tDRHp6Sk304DfAFk4DfJl33UtASYDt9Zw\ncRQ4R1UzvM2vcA0AngAuBTrh1nZ8fE9F1QGBesC53qCmeqeLcYtwH6iqbXFa7lQRaeO1nQvcBpyG\nW1uyL/C7GvpoGIbRYoh29mKMSL8O7k2qfmxSDuTdCJi1q0WTkepeZwGbgDJc+rgzgQdxFi5wesJp\nuHWZT8K5GS8Efgn0ORL6CrR+ERKLYWgGvDcP5/4W6P4mpPeC01Lg8Uy4fTjMFdem4CxZRwMHAN8A\n/uwnW3A60SycIvY9cHKSJ/8o2DYNRm2HZzJg9HhISINNSVDxc9i+FPhSVV8FEJFxuMWruwOo6jxg\nnoicUcsFqsnKcikwXVX/47V9F7BYRNJVdUdI2SOAjsCrntxd3kARkQScRrsRF9QGbkHsyaq62Cvz\ne+DvuAW0DcMwWizNxNIV+GENpU1afbQez/FOjSUvdjILO8I5wAc4N2I3XFzVVpy+8X2ZK/fZfEjd\nAhfgvG2Cs4olAZ3FKUFZqZBxAJycGgiAhx6Pw9knwrHroH0fT8naDcOB5TilLRO30MJLVfD6Ljhj\nV7B/fsvXIOBHPvk53n6nTHgRWNAfju8IpQJnXAhtx0PS7oDlTVVLgUKcVSpSXhSRDSIyS0QO9x0/\nFPg8sKOqy4BdQP8wbRwBvKKq1SayiMgXwE7gGeB8n/uwWtvAF0AnEcmqQ78NwzDijmZi6SouC3/c\nZjMau34FbV6BqjSnyCiQsBUqkmFUEbTvAaSq/m+Qc0f/bzLkdIFbcHM5DsT99xBc2NRlQC5weTqQ\njgsCA2cm83gi2b0qkA/M8eq3Koeyy2DtTmeFbZPmAvtneoH9c3HhVxtw8stx+shBwKe4FFXvpbm8\ndG26wpwFkLDFuTT3BOBvB9pEeHEuAT7zBjgWmCUiB6lqoI1tIeW3Axn+AyLSGqepnhvauKoe7s1a\nvg541Wt7R5i2t3uvGTjTn2EYRoukmVi6Vk2E0YXVj12ztL5mM8ZvvFPjyatJpsjAPJFh+SKDV7jX\n/YvLc+0Mz4dj74GqVs7gcvou2FQB6+fDu5fDPwfCO1cG6riJF0tnwUfzYdVsWFLsFKAknLK1FRci\n9QvgBpyXLOARy8PFnFfh3JbDKp2itQjn0ryoHBKqAFVdOEN1xnCXU27VFcF7t4Lq8V7FOMvcMOB+\n4Fvc/6D1JfBVAiQPhv55zqU5dLzIwQtBelM9wL1GVHWuqu5S1Z2qeq83wJO90yVA25Aqbb1O+RkJ\n7FDVOTXIKFfVR7x6p/vazgxplzBtG4ZhtCiahaVL9asZIgNx1oPsg0ET4cMxNnuxeRGcaXhBjhfj\n1BNeyXYx3fuePbh3O4EZi5OALTvghXtgxRJI7udLSDrNHxOvuuiqYDvD8+GcXKfD/A+X0aQNLuXD\nlbgYrTKcQtYf5x5MwFmpjkmE4Rth3W5IWwfb7oRdqZDcz9/X6vduRTdYkw2jW7uzfQjOtLwa5+58\nBHjuU/h2IlTeARsHOeUutR3svBl0MmQO9tyNdZ16rARjvBbi3IbetZBsIBmn+fm5gmDejdpoRdDt\nuRA4EjdrEU/O+sDMyH1hucwMw4hbVLVJb66L/n3tBroFtE1j960lbIBA7/F46UXqXn9AHuTmw7Er\n4OhiOFvh1wpV3uupCoeXwnUVcMJnMCBv320Oywf12pjgvarC8JmR3EPV+3bNElf3N14bge1uhacU\n8hV+671OCilzYcH+XY/hM+HCAhj2vWvnOoXjFUqqjQO6XQnJCidvgOur4Pg1kL4jeK0OyYOe9+EC\nzIqAFOg5gaCv9EScIpWKi+ZfD2R51+RQnAvwJJwb9e/A30OuW3ecJtgn5PhxXr1kIA03U3EV0MY7\nn4ubOnoIbtZlAfCnSD8byL6gps+suW3xMg7bbLMt8q22577RO7c/nQd9HfSa4P6APPdDfGGBe933\nD7dte65vNaVq7/3sC+Cn21y6hLopYEGlZqbCTQp3KcxQuN1TLs5TGKxwh08JO3IX9JxYe7sXFrj6\ngXbza1WCan0A9ihBZ37hcmip7q2EhSpkgS28khf5tR+QB6OWgyikeVsrhcRKOORzOORv0O5uYDFI\nJWQo/Ny7Vjcr9KzEWa8UF51fBV0qvM8qEMxegptZ+DYwKOS6XAys8Mq8BrQLOX8HMDvM9TwFWICL\n1foeeBMYEFLmZmCdp9hNAZL29dlAl2vhoIVw/ap4UVbiZRy22WZb5Fttz32zSI6qIUnGRO65G7bd\nDCsXwLo2kNMVnu7izs4BHiiFxKWwc00kSVRb0rqE3ntfks/skXDm0/D2VaqF00RyLnD7/34R2gyF\nU9vAYz1g9LcwJw2GHgDvXVrbeoLO/dd9DCw6HQ5v5bxLf8DlyvwIOBxnJCnDGWS24+KlbsHpB9/s\nhKw5sHou9DghNCGuyKCvoOuAYLt34vSLxctVl/YNM/a97qGa+93TC4Bflw453dx9NQfnDv2jr/Q1\nS+HDMbCwNJrPMSizohv0yIEpvhm5owth7lg35mH5MDbX9SUB5/E7kWDqi6+BH5TBk6nus/pPBWx/\nWHXNU/vbt2AfY7P2orsvL70Jut8PExIi+cyaOpYc1TBaHrU9980ipsuPF89zGUxqCwxxP7h/8M4G\nfhzfaA0c5rbR2SIDsfgvP9kjIXsspFwKJ5W5QO2znhQ5+B9w4la3n3oJzMuABHXpDD7vD2eVwyPJ\nMHq8yMH3hPtRrx639ThwAk6pElwgeQouxUMu8H+43FqVwBivzCFAhzTokQuLT4Onklxm+eOAB08W\nGbkUOqVAryqXwV1wwe2sg21PRnNVvHtkz33ixpLnU8LOEmhX4mbNrnzEKUPRTVAIyHTxZVMOq372\n8hxY/azIqIWQcaQbaxluidJA8vlA6olsYFeK20/oCVUPwtpJ0fQtHH6FXev9H5smw6tj4P1ynEvU\nMAwjrmh2SlcwA3kA/xDeoro1Aqr/cIVfPijWVq7GkKmqBSJdr4XMsZCbCY+kwaVdQFu5H+ojO8AJ\nu6H8QLdfmQ5l+VBxEryxGrr1ht27QZIhvSNUXAtrw1i7ku+DtTkub9YbuDjsNFygeCYu/OjhjfD0\nQpdO4YSOLpB9Es7KVQE8CvwcWJvkkpuWAF8Br7eGPx/mwpOmKbxbBaPKoF0yLJmiunFC/V6z6kpY\n+DL19TmG5qIL/IGY2ZE9fy4CMx8zcTrJaoKpJ5YBB4nbb50KA66GyhwR+XG0ylH1MWaPhDOvr481\nJAMEFbmlifBtKeRfipeI1TAMI55oJikj/IT+OFX43ofqkP4frvpfPqi5EFjaxlk+zl4Gbbq7j35X\nolsa72Zgp8CcRJcf8xYgoRWknAzvPwKvDIQvHwNS4ZJCIAsuPcG1HbpkTvZGpzAFlt3ZiMs/NRmn\ncOVvglVXBNMpfFzorF4DcPHYmV69tThlS4CJODfkEGAlTrneLLDgc/hnG3jvIpdJvjkTmosu9A/E\nWbhY+VycZbAjMIK9U088gLvO2Z3hjAsg+/xAeg2RUQXute73v0jXa0UGLIaRz/tTWDhFPlqyR0Le\nGHjz/+COIbW5rg3DMJozzVDpCv1xOgu3NB1UV8AgvOVrUo6LoQnSVHJYNRzZI2HgjXDHDDhhuLOM\nXAZUiPuxfhD3w90vsfoP95AM6HsdXPg+dDwPCu6Hf/SH7b+EztfBLb9ziTuzzw8qdjmpQTfYhbhl\n974BLtwMD+fDmp8ELI3ude5YyMuHT7cE692CS1qai4sRfxH3WQ7CpVSYg7OiabqqqmrhNNVFE5r3\n5xiaiy70D8QpuOtxzmaYsQzmlrp9wbkaJ3nnXwQCBr8nEuGUv0PSG3BJLhwzBGZE/McjqKyduACO\nvgBuTYXKKiczozNU3A3JfQJKd+3rVoZrP6CwnXovPNoa8nfCwbPrR5EzDMNoejRD9+KqiTA6O+hi\nPAV4aC2ctQZIhquz4WkvD1JNw6uf5YOaOkF34tBWcGk65OfCQ+IsRtnAD3Auq8AP9zhf7TTveMC9\nBTD6Ikj6H8wqgc83Qu6v4f5E+NkDkPAXOPVAF8P1WgWMbOWC5cuBBzb5lS0/wZimgXnw4HPwiw5O\nkX4IeLUKBifATKrHMFXhkpc+vKx+r1jjUT2fVyCTPR2rlzoFuPdjmD8ByluHL9sDp0gHFtk+IMVN\nUlBccvqHgE45cNDzIsPn1TTRJBib91SOS8r/BPBkGZRUwY+/gQNz4NzfQ1m3oKsxctejU8x6eR9q\nVm8v5q8SKn7rua2jis8zDMNoijTT2Yv+WWbBoOa9z/mXYPGTl686Y3hsRrD/RBu07Or3vQDOeQoe\nzoLrdsH5Kc4ichfBCQhQfUJCuP05OGvT4s2wYx4s+xTOuAp+0AUeBo5TeETgJuCdzZCyBnI2hX4+\ntfc39HMtagXtOkB6K9h1MByW5ALxq4Cl62D5/0XWbvObQbZ3AlgIzJgMHXP1snfiUmjNwikyi3HZ\n+k/EfZ4/Bb4DfoyzdgZnSFZvc3i+c8fnE1yseyXwt/mw/AlodxeccgA8kQIjSmFpMhy3DZ7uEMns\nSTdLdtjz8Fga/LwMNixzSza9c6WbRdv8PrNwxMs4DMOInNqe+2apdEVeN/IfrmD5HmNCUxTsf++j\nI5i+waVz2Pv8vpUykV/eAxW/gQ2FkNEXRiY6pSs0DcIc4PndMCnJ7Y8jaPkKlzLh3LXQtS18vxGq\nukPvBPgLLrXTV2th2TWqC+vt2okc+jdodwR02w7fZcLWBaqLro6srjTtm7zF028VFP8B0je61QQW\nTYgXZSVexmEYRuS0WKXL1Q9YT7LaQq9jYcFlqjNeDpExFAa03ltBC28FqA8CuY9CFSe33/1NSO8F\np6TCk33h2kL4oBy2PQypfYJlg0oZLH1t73ZOehJGXQ4frYTlOyG9LySnwL+9BZvnAA+WQsJSKPsO\nVn4IPY/f20oYavUCF0P0t/mQuQGG5LqZdAEr1HBc/NbMCY2Vi6ylygxaqALMwU1i6IDLU5qJs1p9\ngZsF+gFw3xZo/YX3R2MudD8BNg2B36W687k4pXsI8HC+6szhwXtv02pnoXr7CTjrpy7Ra6t0+OQK\nWDuw+v3Y+0/w7nj4cDZ8djDcnwrXrYR3b4Gl0/x/HOJFWYmXcRiGETlxlaerrvin/YvwLNArfMlA\nKgrF5YW6FbefdyP7SBsQHaFxMNkj4YwTofRTaD/EuYja94HLnoBnNsOZf4Z/txU5eIiL1Xo8E0aP\ndzFVQw+A97x2TrsSBl4Dq7fBC/3dSixDgZFe/Fv1fFOhvXLK6mhPCQ13mxwEtO8NaX1dONEgXCzW\nW3grwrSIuLmmR7iYx98Uw5IN0L49XJTlktNX4uK7NgH/yoI/D3G50F44DS5Icm7F97xyj+HixB5b\nB6u8ReaT+wWV/ezzIXk0vH0lTH4Dlr4JFRPhyGR4y3dfn3UDfH4xlH4NO/rCKM+liNZ/zi/DMIym\nR9SWLhEZhvMrJQKTVXWvXEkiMhFn/igFrlTV+XWoW2//FEUYBO/kw4PzoU1K9SznowpcWolADEsP\nYDPwzTYo+TDU1Rh9vFUgyP3kZBesnLcNVrSBExQmt4KLqyAjATaWw85WUKzwA4H7EuAXlfAhbtHl\nwcBfFI4rg0fT4LwyWJYMQxQeTQxmaw/E8ECkMW1BK2HCcfDvrOAZv7sxnBUschlG/VNTzKNIr4nQ\n/jrIS3af2S9w61sfhps1+h3uEQ1k+j8Pt0pQ+g5XcN8u3eB9PawTPNQBfrgLClvBiTvhyTZw0/cw\nqwp2vgYrr/cUtn6qiyZUbyc+LETxMg7DMCKnwSxdIpKIy2R5Bu4be56ITFfVxb4yeUCOqvYTkeOA\nvwLHR1K3/hnYGfLawIyzgsdcxnpI7+oypR+BS6GwJ+C4LVyWCyMPEzlzHWzrCO0XQ79P4fSwM7WC\ny+BsPsSVXR0mNmztJOjQF9re6qxZB2VAdiW0SXL72xNcX55MdhaJaVXQysvAnpIIbbfBriT492ro\n0QuqKty5niVQNRs4EaRzcKafz+MUoRWq+szC0T7Xqz8VRyBlR+gSOSsfiUSGUf/UnNR15VhIKYb1\nt4CkwrcKJeLumwdx1t2PcelDBJc77Xpgyieq/xwamfS1kyBtM+x8AKQD9NgO6Qsg/TgvJchOqLgF\nVgbciZaTyzCMFkO0eboGA4WqWqSqu4GXcH+P/YwAngVQ1Y+AdiLSOcK69UyPMXCfT+GYg5s+n/US\n9O8GSaXBpJ7tcUk+vwNmA4d0hV8Mgk49oSwXTr41XJLIYPD+TblwYk+4uVpeJJf7aFg+ZG+C0bdC\nZYLLS1WWAN2SXHLSy4D+OJddArAFuCshmMNqJzCwLXz5Dbx8MHwxEaqSYdQiqEiBbxQqDoAfVbqy\n4o0hQMnOuly16vm0Rs12MxgDBPJH3QVcuM2VcRMVYp03q3nn6Wp4mU7JqfoMksrdvdKlKpgLTYAd\nOIN0AsH7TIClEbuKnQxRSGjn3Y+p8NECd++OWgSShbkTDcNooUQb09UNF8ATYDUuMGRfZboBXSOo\nW8/4s9n7XWQFGS7e6dTNsDkFfizQOQEWABtwlqZA4tXA0jbiWaTS2kPFT2HtNJcctN25wWVwHsT9\neH2eA22nipzyNQzuCqO6uDREgWVdzsKtQ7gM+BHwP4I5tMB9TP6ygbipFdtdkPKhm+HdS1x8Tf97\noMNNbpZiKjDFKxuYH7B/VqjqsXHD86lmOjvF2/LmmkuxqeOPxep/Dyy8EY7LdPdpIjCjEu5MDN5n\nD2yClXW0RoWN9/Lv96v/cRmGYTR9olW6Iv23GlVMg4g8g1sDBWArsCAweyvwrz+y/eIyF1AO8A6e\nwuWTdEl06qayAAAgAElEQVR7eHAJlCdBj97OvfIjXGLIzTi3yxxgHXAwcGkZlLWHYffD4ruh36GQ\nJNDd66Z43b4AIB3mHe3yJr2A86rciUvLMAeng/7B688y4HdenwqApQTTNxTgZgn2B14d4LKFp5ZD\nwjingA06C+5Nd0okOMVxNjBzM9z3MXxcAJtKfde2DtcvsN/h/WCwduD6vbAUVj7iL+/NztyP9vdv\nP9by/NcwVvJCrVx17+/iD719Be4U6XY0bMmGgWtcKo5VVXBHJUzZ6SyinxXApo/qKO9D3/5mYELI\n/l7teQzFrRllGIYRl0QVSC8ixwPjVHWYt38HUOUPiBeRJ4ACVX3J2/8aN/e8z77qesfrMZDen7dr\nHNUzsAcYNRsW3gd9JsNhXVw275/hFmVej3O9FOIsUbPzYQmQlQtniVOabgE+BQ7HuWvaAp1wFrN0\nXJLKObh27/AuRS7OMhawvO0rh9Yc4EWFJyW4/0ApJC4F6Q6v+oLeg+Ny6x3WD7UlqDWMaImXAPR4\nGYdhGJHTkCkjPgH6iUhvYA1wEXBxSJnpuEjulzwlbauqrheRTRHUrVeqL7WScBzgKScFBC1DJTtV\nF84Q6f836PYrGFUO7VLg37vgt62DS9S8UQEdukFOFxgrTvEJXOMUXFD+08BynMXsUeB2nLJ1OHAu\nzssq3uZfzqhdCaxLd4rcntQOH0JemBxaAQXtjdbAYc56Fo7Cek3hUHOwdpBY57Bqajmz4kVmY4zR\nMAwjHolK6VLVChG5AfernwhMUdXFInKdd/5JVZ0hInkiUogz/VxVW91o+hNZn2uakQfV451aFcO7\nF/niUM6Bh7vAA92gRw7MTgMOc9Yy/0LNigtGfnQzqMBtWUGFrJygQpYCzAf+UA5PfuMlJ41wuZxR\nBexZDzF0Ue8aZxPaLDHDMAzDaETiPiN97W3X3UW2d8bvO3H5VntSPch9Wr5T4PpMdtawwELNn2+G\npOX7Sk4aeR/GsbebdA5w32Zo/aW5/ozmSLy45eJlHIZhRE6LzkhfG5G4yPbGPwMSnKI1Cxjt7ecS\nsJg5d+ahs2DTfq0ZWDP+rOMVYc6fAtz7sepUm0loGIZhGE2EFq10BahbzEpxWfX9U7zX4RshY2Go\nZUl10VXRy6xO9di0im5wdTY83TpYYu+0EBZ7ZDKbizzDMIx4xZSuOhO6th3Ac0th1ZhYuvCq580a\nmOcUMJtJaBiGYRhNlRYd07W/WLoEw2hYmuJzvz/EyzgMw4ic2p57U7oMw2hyxMtzHy/jMAwjcmp7\n7qNdezEuaE7r5zUXeY0hsyWMsTFkNsYYDcMw4hFTugzDMAzDMGKAuRcNw2hyxMtzHy/jMAwjcsy9\naBiGYRiG0ciY0oXF5cSLzJYwxsaQaTFdhmEY9YMpXYZhGIZhGDHAYroMw2hyxMtzHy/jMAwjciym\nyzAMwzAMo5ExpQuLy4kXmS1hjI0h02K6DMMw6gdTugzDMAzDMGKAxXQZhtHkiJfnPl7GYRhG5FhM\nl2EYhmEYRiNjShcWlxMvMlvCGBtDpsV0GYZh1A/7rXSJSHsReVtEvhWRt0SkXQ3lhonI1yKyRERu\n8x0fJyKrRWS+tw3b374YhmEYhmE0dfY7pktE7gM2qup9njKVpaq3h5RJBL4BzgC+A+YBF6vqYhG5\nGyhW1Qf3IcdiIgyjhREvz328jMMwjMhpqJiuEcCz3vtngR+GKTMYKFTVIlXdDbwEnOfvWxTyDcMw\nDMMwmg3RKF2dVHW993490ClMmW7AKt/+au9YgBtF5HMRmVKTezIWWFxOfMhsCWNsDJkW02UYhlE/\n1Kp0eTFbX4bZRvjLqfNRhvNT1ua7/CvQBzgSWAs8UMe+G4ZhGIZhNBta1XZSVc+s6ZyIrBeRzqq6\nTkS6ABvCFPsO6OHb74GzdqGqe8qLyGTgX7XIegYo8na3AgtUtcA7N9RrL6p9n6x6ac/2tUBVC+JZ\nHh4iMjTW19cvOx7keQwFemMYhhGnRBtIv0lVJ4jI7UC7MIH0rXCB9KcDa4CPCQbSd1HVtV65m4Fj\nVfWSMHIsENUwWhjx8tzHyzgMw4ichgqkvxc4U0S+BU7z9hGRriLyJoCqVgA3ALOARcDLqrrYqz9B\nRL4Qkc+BIcDNUfQlKiwuJz5ktoQxNoZMi+kyDMOoH2p1L9aGqm7GpYIIPb4GONu3PxOYGabcT/ZX\ntmEYhmEYRnPD1l40DKPJES/PfbyMwzCMyGko96JhGIZhGIYRIaZ0YXE58SKzJYyxMWRaTJdhGEb9\nYEqXYRiGYRhGDLCYLsMwmhzx8tzHyzgMw4gci+kyDMMwDMNoZEzpwuJy4kVmSxhjY8i0mC7DMIz6\nwZQuwzAMwzCMGGAxXYZhNDni5bmPl3EYhhE5FtNlGIZhGIbRyJjShcXlxIvMljDGxpAZ7zFdIpIo\nIvNF5F/e/mAR+dg7Nk9Ejq2h3h0islBEvhSRv4tISmx7bhhGc8OULsMwWjpjgUVAINbiPuAuVT0K\n+K23Xw0R6Q2MBgap6mFAIvDjWHTWMIzmiyldgKoWxLtMG6PJbC7yYomIdAfygMlAIAZjLdDWe98O\n+C5M1e3AbqC1iLQCWtdQzjAMYw+tGrsDhmEYjchDwK1Apu/Y7cB/ROR+3B/TE0IrqepmEXkAWAns\nBGap6jsx6K9hGM0Ys3RhcTnxIrMljLExZMZrTJeInANsUNX5BK1cAFOAMaraE7gZeDpM3WzgJqA3\n0BVoIyKX1iBnnG8bWr+jMAyjsRGRof7nvLayZukyDKOl8gNghIjkAalApog8DwxW1TO8Mq/gXI+h\nHAP8T1U3AYjINK+9F0MLquq4Bui7YRhNBC8EoyCwLyJ311TW8nQZhtHkiPVzLyJDgF+q6rki8hlw\ns6rOFpHTgXtV9diQ8kfgFKxjgTLgGeBjVX0spJx9fxlGC6O2594sXYZhGI7AP9Brgce8FBA7vX1E\npCswSVXPVtXPReQ54BOgCvgMeKoR+mwYRjPCLF1OxtBYz9CKtUwbo8lsLvI8mXFhIYqXcRiGETkN\nkpFeRNqLyNsi8q2IvCUi7Woo97SIrBeRL/enfow4sgXItDGazOYizzAMIy6JZvbi7cDbqtofeNfb\nD8ffgGFR1I8FjaHwxVqmjdFkNhd5hmEYcUk0StcI4Fnv/bPAD8MVUtUPgC37W98wDMMwDCMeiEbp\n6qSq673364FOMa5fn/RuATJjLa8xZMZaXkuRGWt5hmEYcUmtgfQi8jbQOcyp3wDPqmqWr+xmVW1f\nQzu9gX95a5QFjm2JpL6INO1If8MwGoR4CEC3QHrDaHnsd8oIVT2zlkbXi0hnVV0nIl2ADXXsV0T1\n7QvLMAzDMIx4IBr34nTgCu/9FcDrMa5vGIZhGIbRbNjvPF0i0h6YCvQEioBRqrrVn0DQK/cPYAjQ\nAWfN+q2q/q2m+tENxzAMo+lg7kXDaHnU9tw3+eSohmEYzRVTugyj5dEgyVENwzAMwzCMyDGlyzAM\nwzAMIwaY0mUYhmEYhhEDTOkyDMMwDMOIAaZ0GYZhGIZhxABTugzDMAzDMGKAKV2GYRiGYRgxwJQu\nwzAMwzCMGGBKl2EYhmEYRgwwpcswDMMwDCMGmNJlGIZhGIYRA0zpMgzDMAzDiAGmdBmGYRiGYcSA\nqJUuERkmIl+LyBIRuS3M+YNFZK6IlInIL+pS1zAMwzAMI14QVd3/yiKJwDfAGcB3wDzgYlVd7Ctz\nANAL+CGwRVUfiLSuYRhGc0ZEVFWlsfthGEbsqO25j9bSNRgoVNUiVd0NvASc5y+gqt+r6ifA7rrW\nNQzDMAzDiBeiVbq6Aat8+6u9Yw1d1zAMwzAMo1nRKsr6+++bjLCuiEQjwzCMZoq55QzDiDeiVbq+\nA3r49nvgLFb1Wrehv3xF5BlVvbIhZTS2TBujyWwu8jyZ9mfLMIy4I1r34idAPxHpLSLJwEXA9BrK\nhipOdalrGIZhGIbRrInK0qWqFSJyAzALSASmqOpiEbnOO/+kiHTGzUzMBKpEZCxwqKqWhKsbTX+i\noKgFyIy1vMaQGWt5LUVmrOUZhmHEJdG6F1HVmcDMkGNP+t6vo7obsda6jURBC5AZa3mNITPW8lqK\nzFjLMwzDiEssI71hGIZhGEYMiNrSZRhNnYYOyhaJ/SS7WMtsSHk2S9EwjJZCVBnpY4FldDaixe6h\npktNn028fGbxMg7DMCKnITPSG4ZhGIZhGBFgShcgIkPjXaaN0WQ2F3mGYRjxiildhmEYhmEYMcBi\nuoy4x+6hpovFdBmGEW9YTJdhNFFEJFlEpohIkYhsF5H5IjLMd/50EflaRHaIyHsi0tN37lQReV9E\ntorI8jBtF4lIqYgUe1t+yPlLRGSFiJSIyGsikuU7t9BXr1hEdovIdO9cfxF5Q0Q2iMgmEckXkf6+\nuiki8pCIfCcim0XkMRGxmdKGYbR4TOnC4nLiRWYzHWMrYCVwiqpmAncCU0Wkp4h0BKYBvwGycEtn\nveyTWQJMBm6toW0FzlHVDG/zK3MDgCeAS4FOQCnw+J6KqgMC9YBzgVXAVO90W+B1oL9X92PgDZ/c\n24FBwACvzCBvXIZhGC0a+/dptGikk+SRyRiSSaWcMrYzUdfrjIgbyOA46Se37299VS0Ffufbf9Oz\nWh0DdAS+VNVXAURkHLAR6O6VnQfME5EzahtiDccvBaar6n+8tu8CFotIuqruCCl7hNeXV/1y9wgQ\n+Qtwp4hkqeoW4Bxggqpu9c5PBCYA42q/GoZhGPGNKV2AqhbEu0wb495IJ8mjOw8zgpw9B6eTLZ2E\nSBQn6SR59OOa/a0ftk2RTjjr0FfAz4HPA+dUtVRECnFWqUh5UUQSgPnArar6hXf8UOC/vraXicgu\nT/b8kDaOAF5R1Z01yDgFWOspXHuG4nufAHQXkQxVLa5D3w0jakQkFditqpUi0kpVKxq7T0bLxdyL\nRsslkzHVFCaAEeSQyY0xqR+CiCQBLwLPqOq3QDqwPaTYdqBNhE1eAvTytveBWSKS6Z1rA2wL03ZG\nSJ9aAxcAz9TQ5+7Ao8AtvsP5wFgR6egteD8G5+psHWG/DaNeEJF2OPf3hyLyKLBaRIY3creMFoxZ\nunBxObG2ysRapo0xDMmkhj3ejWHyuwiWDupWY7tpEffBw7NGPQ+UATd4h0uAzJCibYGeRICqzvXt\n3isiVwAnA296bbcN03aoJWoksENV54Tp8wHAW8Bjqvqy79QfgXbAAm88k4EjVXV9JP02jPrAs3C9\njluw/Wvcn5DrgSdE5A3gtlqst4bRIJjSZbRcyikLe/w78vVu3ee/YXlB8oHcMO3W6Ytc3MKGU4AD\ngDxVrfROLQSu8JVLB7KBorq070MJuv0W4tyGgbazgWTg25A6V+AUq9A+Z3nHX1fV8dWEqJYBN3ob\nInItbhKAYcQEEUnE/YnZANykqlV4E0VE5H3gSVw85CU+l7thNDjmXsTineJFZp3lbWci0ymsdmw6\nS9nOI/tdfxpb2Bph/SB/BQ4GRqjqLt/x14CBIjLS+9d+N7BAVV8Ap6x5x5O83RQRSfbO9RCRE72U\nFKkicivQgWAc14vAuSJykqfM3QO86g+i91yHQ/EF+nvHM4FZwH9U9dehgxGRrt4mInI8bubi3XW8\nJoaxX3h/Yv6Cm/xxuadw7cGLPbwI+DNQ4M0SNoyYYJYuI+7Ya0Yi3hdxO/7EVpyS4H//AjeSTBrl\n7GQ7j0QaBK/rdYZ0kmD9MjJJpT+VNbgtw/VVpBdwLc4Nt879XgBwrar+Q0QuwMVMvQB8CPzYV30I\n8F6gO8BOnCvlNFxs1uM4y1gZLjh+eCDYXVUXichPccpXB+Bt4KqQ7l0O/E9VQ3OAnY+bXXmoiFzp\nk3+oqq72ZD4HHIhLh3Gbqr4T6TUxjCj5FW5yxykhf2L2oC4r+LMiMhI4E/hHDPtntGAsIz0W79Tc\nZe5RsnbRGaGC9nTlPLrwX+BEnJ2mG8voTC/W8wWlzKQvN7CUq3SzTvMrZFrHB0JEhtKG/qRxM9l0\nJpd2TOdbVlBBBSvZTl5d24xEZrzcOzU937F47mNBvIyjOeHlsftWVddEUPYqXJ67H6nqoobum9Ey\nqO25N/ei0azZk/bhUnI5gCPoydH8kC4U4kLFX/cK9qUvPUmkiqPozq85m0x68px0lBVk8jg5XE8W\n59dJtoiQxmiuYxqnkoqQjABp9CSDj+nHDwJtiohIlowXnynLMIz6R1ULIlG4PJ4BHgQ+MDejEQui\nVrpEZJi4ZUqWiMhtNZSZ6J3/XESO8h0vEpEvxC198nG0fdlfLN6pGcsMpG0oxIWBf4dzmK3EhbgH\nkivsAg7H5XVPw4WT7yKd1vTgEC7jbDLpzXjpIAulrcwMpxztpThlMZIBjGA1n1LCZ+ymgimsZTkp\ndOYnnEMm2TwoHWXh/ip24WgJ945hxAJ1TAY+wLkZDaNBiUrp8maIPAoMwyVbvFhEDgkpkwfkqGo/\nXOzKX32nFRiqqkep6uBo+mK0UMroU03J6oyLYNpFQLFyCG5BHfW2fFwyhv4ISqpnoepFR772W6iq\nkcVIcrieTB6TjrKQvtzP2bShiHQ+4kS+5e+sohtl3E85xQhQQg/SyOYgRkSi2BmG0SjkA5a/y2hw\norV0DQYKVbVIVXcDLwHnhZQZATwLoKofAe28rNsBGv2HR5rnmn0xkReNWywmY0xhOYNxilSRdyxg\nycr3jgP0w1m52gGJOAWtPy63eyXCZNawnGTacS7nkEkOD0tHWSht5FrJlBnSURbSm/GcTSaHcDFp\n9CORXhQBFexAmcIB9OFQ3iedM0kgiaksojU7yOAtkuiIAK1oSxVvRuN6bC73jmE0I2YBuV6+PMNo\nMKK9wbrhFsINsJq9U0bWVkaBd0TkExEZHWVfjIYgYN2pB7cYuBgs6Sf5MkAKpJ/kSyfJi6rBYiby\nBaVU4PJOVwHFlLKapWxjNmu8lA45uLvtLJzCJd6xRGADO2jDEqooopxyBEimC6ewla4I/TmZnmyj\nNX33/EVI5O9UUsx7FKF0pCNXcTm5jGIIvTmSjSRSSSUbKGQD6ZRTxjNsYTWd6McNnONZvUJcjxb7\nZRixx5uhuwU4al9lDSMaok0ZEemsrJp+QE5S1TVeZuu3ReRrVf1gr8rp8h3lFFDBEmArLldRAQT/\nhUe7v0dWPbXX1PdpRy5JfEAC49hNT7JYQDET2UApaYwmkdmkMJb2ZDKATCoZLx3kHnZSwk5ui0Se\nqhb496WT5JHBU5xIN/p4F3wKR0sX2Ux71lJOGWt4n1I+2mf/D6Q1mYwhnd5UkEYmJWzjUwrpSjmF\nul3zfOXf5wXyqaIbz9OPk0ilD84ytgE4jUz6MIQlwDyqmMJ6kmnLcgbSnscZSALzOBxBmMImUkmj\nhJ5UshRIYBUHcjxdAJiLW1znKlKAw1gOzGI7y3mETdxFG6aylREIUOqlc+jE+ZxNJtMZTwV/5QDa\nIcwDpjWV+7Wh5IXIGAr0xjAah5m4v2SfNnZHjPglqpQR4hIfjlPVYd7+HUCVqk7wlXkCKFDVl7z9\nr4EhoUuCiMjdQImqPhByXBkHTKeQ1Yzd34WEDYd0kjyS+SOdOJzt7GYwKSzFWX0+YQ3FlNGFXgir\n6UIVm+nDGcCbrGcJz5HNdSxzqRZqlRHIk1VCG1ohpFJMOQO4jI4oLkVnN2AZLqtUIL3Dv/b9Oe+Z\nsXguOXvqvUsR3/LzcPX803e9vgXycrn+BHgHt/pgOZspZgVlbKUP/TmHbjzPVjYziS3cRgfuoR3X\ncblX933gVK+Nd4HTQzpQBPyHjSSzkO20pRP92UkRafRG+ZI0BnEgSXyI0pViziGT6XzLSirYxcNa\nrE/VdC2aO5YywmgqiMipuPxyF6rqh43dH6P50pApIz4B+olIb3GZsC8CpoeUmQ78xOvI8cBWVV0v\nIq1FJMM7no5z/HxZo6QoFhLeFy0lpkvayUQSeI0+HElPEthBCl/h/tt9AmymK93oy9kkkkovPqIX\npSjPUuG5xW72u8UkQ67dS05AIbqMXHowhF4czeUMoitD6OopKYF0DvNxCkpgfy6QTg4deL5W16N/\nxmIJsBQ4g94k7Dvrua7XGbpEh+tCHUoyC/ecKMLZY0cCP6Y9ozmK9hyMksVUFtGOROBDVVWyOGaP\nwrUc59IMEPpEFXn9u4yOe7ke1/MNK9jBLnbyLd/SlnISvLQTqXSjDfdRwqRQd2O8x3SZa9VoDFT1\nfWAs8G8ROayx+2PEJ1G5F1W1QkRuwAUhJgJTVHWxiFznnX9SVWeISJ6IFAI7CGa97oxznwT68aKq\n7rXGWzX2YyFhw5dPqhMHcCzJrMClTygEUnHKRgbQleCsv91AaxI4BMimFf8FtpKIAIm0oYoxlLC3\ntSugEAGsAS4AluCUo+9x6Rw64xS9f+BypvfGzRv6N84115r2jCKXlzlMsmWdZyUrYzsTdb3O2DNj\nMdDOe8BHQIXn4osU/9qLS9nbQtWJLqxgO234njWk0JqJMkDGkMTh1cplE7RwVYW04W+3CHdtA65H\ngKfZzlo2kslatpBEOt35J1+TTl9O5C/05ViKuZylzt1Yp/E1V7IYyZbG7oTRElHVaSJyMm4CWM1G\nAMPYT6JeBkhVZ+J84f5jT4bs3xCm3jLgyDoJq+NCwpEStzmsAmQxkmxG0INEACpwP9+VBNMnVOEU\ngkpvfzfObZfjtdEZ2IHwOuWk0IlEJGym9WRvCRwFNlNdyXoHp3gEFLssoLtvPw1oi1PN5wIH0JXT\n6OpzPWZLJ4FMihhMf1Z49RQ3j/ZDn+UqEtzaidmMICeshUqA/yOTIob4lKduvOsr18f3/gU2UsVa\nXiebH9IaqG75ClXsioAeZFJKJsvoyw5gCxUk8HeS6cJyLuJARrOOZLbyiiRJKa34A+1oKyKzcTFQ\nv8UF/25RVX9vEJEi3FI8gQW0/xsIBfDOXwKMJ7gM0NXqLRMkIguBnr6yqcBMVR0hLonkG8BBuHUf\nlwG/U9XXfeVvxi3H0hp4BfiZqpZTC5Ih15LCWHLIZF5tJQ2jQckH7gL+2NgdMeKP5jM99mU2UsWB\n9TbrrQUgGXKtdJSFZPMAZ9OG1SQyB2eTHIRbqS+QPmE3bu5OjrdfibM6BViBS6+wi50cSCk53Bl2\npt1u3A9rIdAF97OtOAVGvGOVKFMpZTeVFFJCJS6pyFKcwjUMp7CtwylqAddja3JI4hU6cgy7ccpj\nQEGcxzqK67bQtK7XGaxmLC+Qz5oQ24pfQQpVlgKWLT9fsJTtXKFL9XDWcCEvkM9UZvMdG/eUCX3a\nluJWT2yLs//eCfyIVuzibrZzL2X8ksUkcTpwPJWkMY9dXOWbTVoCTMYtYxJ2iMA5qprhbX6FawDw\nBHAp0An36T6+p6LqAF+9DNwM5Kne6WLgauBAVW0LjAOmikgbr+1c4DZctF4voC8hi2aHpYRJdGUy\nyXTdZ1nDaDjmAEeISFZjd8SIP5rHgtcvsoT29GW4L+h5urN61EdgvcTruoQlTCKLQ0lmjJdPKpEM\ndnMGSXuUoLmU8jJLKWUX7elGjueiywCO9topIhjv5FQE2MVAdvI8SZzLciqlnxxDMqns5CieQslG\nGIBz+6XjluNJAdZTTCkT2cRdZHE+idzBahJJoTeHkkWxJ6sYKPfe5+Jcj98DXUkjhzS+ZCcbWUMm\nqykmk10s4HtK63qJdL3OEJGZZPESbzCI8zzbnl9BClWWenuvL7KZMlaRzFo2s50tzuLr3ZMzwItx\nm87DjCBnL9djAi6L/lDfsf5AEmWUcwxlDCaNKr7iG3aRQ1tOoYQEugOVjEf2rO/4AFBtUW+fFbKm\n+KhLgemq+h+v7l3AYhFJV9Ud/oIiMhboCLwKoG4R4W+8cwk4O+lGIGDJugKYrKqLvTK/B/4O3FFD\nXxzjSGExN7GMcoh80XDDqE9UdaeIvAfcLyI3qmqdv1cMoyaah6VLWcZwzzUWoAED65sK+8rZ5D8f\nWlZEhA5MZRA/owrhYyCZREop5Xk+ZSqz+Q/5bOFCXayH6wo9ljVcs8dCs4JPeJ21wN6Wns+BV0ik\nDZd4axj+CsilFUO4mkyOR9nlubR2U8Fq1lHGbL5jPmW8ohv1TlVV3azT9Hs9VlfpIIq5jJWsJQFn\nvUon6Nr8AliLs5LlEbC6pVHJTl2kQ3WVDtINevV+X2jnfh3GSl4Oa6EKVZbAKV7Kx6ziJjYzmWyG\nhctlVs2a9h1f8rpPMQzXbglQThrwFXA4ZbzNIgayiYupYh5puKQpregNXvb8FE7aM469c6q9KCIb\nRGSWiPhj0Q7FfZKun87dvwun9oWSC7zi/Rj577kvcPbSZ4Dzfe7Dam3jPsFONVkOAm2iTOB7tlHI\npeHKGUYMuQL3LfRKY3fEiC+ah6UruYZ/vfUUWN9kY7qcMnB9IIh6L0tG9fPiL+udu4DvEXJwLrGl\nwIG0ZTHf60Lda8kLv4UGPCvNC9xIMicQsHCBC8JvDSyhAiGJdJLIwrkGlwFpJFBJBfNYRDt6sJmf\n6+KaU0wEZMsBMoudHEEG29lKNzbQle60Zgkuk3zAOheI4fqMTXW+pj72xBD1ppWXJ+vCQJoGWrN6\nj4XKHygfYDpL+Z4ldOAxeu6pP146yj2haR72sny94KWsKCGd1+nGDz3r4jLgFarIZCsHMpHlFFPJ\nAlVV6ST/z96Zh0dVXo//cxIICYSwg+xbQBRQsQrqVwUXhESLW0WtWldwY2mt1r1q3a1WgVbrD3Gr\nK7WuFSJaBLVFoSwqi2WRfZctQEJYcn5/vHeSm2ESJplJZsn5PM99Zu7y3vO+c++dOXPes+yhAR3Y\nCfwACGlkcwE5wHruZQMpdOFVzqZ+ST/SeJu93If7czUa+EREDlfVfFxVSv8EMriEGQ3LfEYi9XEe\ndT8HytyTulWP8qKWrwf+4Z17d4hz53uvDSGEi7xTFkexmAJOpbv+S7dZAKMRS1R1u4hcDWwSkcaq\nuu2wSF0AACAASURBVD3WfTKSg8RQuvxRZmW3V4tjfawpUQY6k8bZZPFPnpTm8jQtgA60ZSW/lOYC\nndlLe7JYw1u0BM6mLq8xQVrI23RhLzlISWTfbuBoT8Cy8JTVgLIg3SQPZ+3wOoib6jtAHSag7Efo\ngPPFmoqbjtzHJjbQy5tC7BaWvM16tX9dWshLrOFo0ulER5qQT2lpHxdhGdn138V46rKVFJ5CgAZ0\nZzCQzfNlJuU6cXDKziF0RRnJUihx6E8hnWJuCRnVGRhjeYrtAdqyjZ60JYVLaUoKgxjHdrazD3BR\noT1ozWagB66uAwQCElLYjFLHW69LEw5wIxkcx172elONj4nIlcApwMc4m1qpIu1ohJvY9XMBsIVM\nekhzeY6uZJZRMDMZozt1nIjchFNLP/TOnRV0XoLPXZJypDOPk0t9JrGVKXwlT8qY8j4/wwgX6dw5\nl5YtR5GRkU5h4R42bRqry5eH7Y7iWXa/As7ELF5GlEgMpcsfZRbgQ5aRf7DjdJnEnP40AxUQTz5d\nIiI0ojMZPEG69+O/m07UBzoinAH8iw6sQKmDcBSwBClJ/dCCejRhHam0LWMV8l/pyiqrwZ//CpxV\n5gRPbjqU+GIpcCrwNd8B/StKonooAkqYtJJclvMqJ9GsxGI3gy3BjvOVvY6qqtJUFKExE1lIBu2Z\nxFWV6bNkyu85gt8ykTVk0N47bdgZh0t8yuqzmlakcDGlk/6H05jZDJaeMo26HEVvXJzwOqAf7nPI\nwwU9CMJ+MvgHe6hPC9pzH/XoGJRqIqCuAiygVA1HRLriPMwWB3XxSuALdjGevhxLEcO9GpJZHGAE\nqRznTWnXAQqkiTzqnfsYSn+ojgY2BiIjPXnuPgfIoBMCFFNMMb/3lNYyEdCGURmkc+dcevYcw623\nlv5mPPlkV+ncmcooXrgnbDCmdBlRIiGULt2ok6SVwGuMpAnZpJLFGkYFlKkSRauYNrTxhetDVB3u\nq4NypgxHkM4B9lKXiRSQQQZtkZLUCgDdEXawn7+zmAN04gDCRBaTTid+oiFtSOWjgBCfwHKU1Yoo\n8/kHZ3KvA8zBTTcGrFBViCQMQ/6v+JqRzCGDvRSyk3FRuaapdGMZV7ON9ypjlSuhDu0iau94jgM0\n5FJKn8gVBHy+6tCL/qwFpuHSb2TgJuy64ixwk3CKV3eEAtKZBzSiN72BAzwpzeRpiqhHCi1oz6+l\nlRTjknnMEJGTcWlqHwT+4XeiF5F2wADq8TG382sWcwFL2c3f2E09WtGRX5PKUXxHW/aTThatyOYm\nvmcMRQwTkddxMaj3Ai+VGXFTLiSb3zAT2EsRE1nhV1ptetGIiJYtR5VRuABuvTWb228fic/SHAaT\ngdvESzEezS4atZOIygDVBMHp9OUBqY+zs5yh9+mCkgzoQ8g+ZAmWMC1fNYk0lQvpyoss5nXq0p9O\n1OccOvEGxRSRwrG4MWRQWulSce7L29lFA2azjW7s4we2cCbtmE1L+nAk7kd5Bm4qStnKPmaSH7my\nIj1lGkPpX7LhMwLRhjvYyY8UMS8ix/YoE8+lWESkI7AcQanrC2zpDFyKu9Mn4TyhMnGpJWbj7vPl\nuFQbUGpl7AR0w1nDfsJNA6fiMnG1wAUjrKQAYRk/ofzEYTiH4U+Bq/2+K5ImLwMXcgz16cA+ZvEh\nO3mL3ZzIAUaj1PUsrMWkAV3YwznU50MW8wNZFJb8+XkHuEFV90lDGU46v6E77RhIJg8ATVlNEQ+R\nxk+k0k036+PxfM0qQ7KMI9GQAQOmcf/9/Q/acf/903XatAFhn8dp/8uAIao6P3o9NJKZip77hLB0\n+dH7tEDOlclsYIpMlCVk0ZMhntWlohIseEpCnFi+PL+tu+lAM86mAcK1rCOFVOogQCtS6IiL4NuC\ncyRvRKkilQ9cQybQnxXADBrTgm8R2jHEJ+gk73Ui3+uSg53nq0Swj92Z3utrzNDVUZJRS1DVlUBK\nmT8P4Oo5gstwFUgtvAL4mK0cYG1JAtb7KVv7cQXO8tjQWzJx+cw64LJm/RMopj696M3RBGqaXh38\nPEhjGUszLqUbaZwOTKUeezmXYjawl9E04Ru68BQ/pwMfs4VdzKIOJyHUJ40WpDOcNH7GDmfBLYlQ\nvJ6nWMWtrEFKLLDKb9jNu7orzv8BGolDYWFoP+DCwkq5Vnj37kfAwyJypTnUG5GSGCkjfEgryWUt\np5JLG4bSn7a+3F0VlWAJECLVRLRry0kryZVsyZO2slKyyyZylVaSK90kjwbcTlNa0ZAGnvNzGg1J\nQXDZkPZRGq3XFZcmINtbL8RVuYRSxfJS6nMJvWlO6IR+W6NYQsn5eC0tsy3EtGWy1wiMpswyqSWC\nU1YE6IRLU/Ejo8pNwLoMSpT1QTilqw2l3lwZwPE4y6RS3vMgpHMOp5OG4u4xBc4gjeZ086ZZSn3h\niklnAws4QArvsATIogeP0Y2bS9JXuAjFEaxlLgXMZx8HmMjCwPBt6saIKps2jeXJJ8t+R/3xj8vY\ntKkqbg934OYLvrK6oEakJJyliyxG8XO6lKz7Fa3g0P7yVMpyUk1UxQk/5DnaMYYjyGYZkE0HFnrl\na4ASa8Y/cKkXAs7Q+4CmpNAF9yPXidKg+07e62veNKnSG2gKlJ8tPTi9QX706vaF8PEqjMa0ZW2n\n3KSqAXyKbbnHplCa1BZcDGEH3H3yLk7p2oiLZnX3J9QlQ5rIo2znLlqSQyceoxWd2Yizks30ziNA\nPe/ZOdgXbhjLuJp9NKce99KRNvycDN7iDWkpdehMIWeTSR6FLOUk9vEG+dwEFFfRD84wykWXL58k\nnTvD7bePJCMjg8LCQjZtGldJJ3p3LhfFOAL3xPTE5dAzjCqReEpXcM4uv5LRydv2puez4gogNyeY\noOg9VZ1Woiz9nOzgWn+VUiZSeIKdZLMKZ2n4BNhANmlMJJ1ChtC8xDdrB5Tk0PoA53eTjbsqwcqU\nKzMzSjdq2RQOFWVLr8v3JQrR7ugqRMGpD0IeU8MRoXGbb60q562EYlvmWKEf+KydXXEpQ34G/Bd3\nz7XEJZmdCvwb2E1fsjmZTdyAkEV7UjgdV/RnN65kVCDzlvfs6GZ9zNeFd73FWcnqshXhKYQOZLGD\nunxPGn0RYD+FFHML+bwbcJjXzfp4dD89wyAQpRiV7z3vXv0n8AcRucrLdWcYlSbhphcP8ifqhPth\neY2fgrOsk8+V4UyDAc6CNoRsluKyDC2jwqz35WaLb0s+fSmdzlFcmZceNKCNpwAuxUX7NaZ0ytBf\ndicwpqnA22zlNfL80ZplpvcqyJauC3SALtEcs0AlJrpRJ+kSzQnnOgaOZQeXl7nnOwHKev7DbIr4\nnjSKqIe75zYRiHrM4GxSaUtjikkpiZJtgMvqdTTuPl176MjXEFOPGaxlDvtRbzqxCTadaCQmd+LC\nU+aJyEmHOtgwQpF40YvBDsfgFCm/UuJv76YMR5JBIxpzPOu4TJfqxDLHiAygHc+TQXcOwzkcfwKs\nAlIppB5fsIMZZHEihRxBBovYxmy6MIJlXK1b1WWLb8lTXM71bKQ+y3AlhDNwVoLdOOf3fbiw/y44\nI3U+0AvnJP8d+xhC3UqNq5i2ZB2UJuOgdvGUi6ym5VVnBFk8fq4l90YIC5k0k4fpzO8oZC/1yKCp\nl4rkTJyTfRbuXnV5s1xhoG3sJo0vw51ClhZyBwdYXGbq8QDj/Wk1Atat8q5NskT9Jcs4jFJE5Dxc\nsfjLVfWzWPfHiD8qeu4TTumCin9UKjzXA/I34Hu9T58IkjGArtzBCQxiJe4H6GNc6P0moC3wPfs4\ngrrMwv0QtWQ/udRhMhtZBaSwn3a0JYtilrOHE6nPHNwPWGA651NcmH974AhcyeD1FJHOYg6wlh18\nTSNOqPS4wvg84lE5qCl5tU3pqrCtXyHqxPe0pmfJdPc+XFHyLpSWjdoBzGKmrtd+0ej7Qf0xpctI\nQMQVge+lqsNi3Rcj/kg6pavK53pAjuVH8pjBXOpSz+8sL4Plj6xlNJnUpQiXmztgodqI87M6DBea\n/z4u99G5wOvsYw91SrLFTwX+x35SWEsmWfSjSYki9xmwB1CUQgpJJ42VPK4/6T3RGJ8RGvvhC410\nkzyOYFCZVCSrKY2MhQqtrVHpgyldRgIiIofjvtE72FS5EYwpXYFztZJcuvEOA70IrBXADApIZSVN\n6cpy5iKkAT1IJaPEQvUZbqqxtbf+d1zpm0KKqYeUmaL5DBey/zV57GQcjXiBZl5BYwXWsZMCxrKF\ne4OnWozqQUTi+yav5ZjSZSQani/vj8A5qrog1v0x4oukSo4aEVmMKqNwBfJbLecIOgMf0ow1jKYh\no0qmGgU3ndgNZ/X6yFs/DDiHFD7A+W4pZYsx1yNDl+okaSGfUMjRNCSfnWRRxDz9Se8RkQGR1CWs\nLIk2DRZNedX5o5fon2u8Tk0bRjzjRTNOBnJwtUYNIywiVrpEZDDwDG7C7QXVg602IjIWd3MWAFep\n6txw20YVf7qJ8hKnvsZI8hnLTI6iGa3Jw8V4LuEA/UllBc4fawelUYf+bPEBP5jS0Pqrq3VMhhEB\n4aT+MAwjJHnAKODJWHfESBwiUrpEJBX4M25ibS0wS0Q+VNVFvmNygWxV7SYi/YDngBPCaRt1/Okm\n/MkyOvvep5GhG0NYqPawha/ZTxonciaNSo4PKFqBdA/ZhFVU2nJYJb682iLTrFyGEZLPgddFJFNV\nd8W6M0ZiEKmlqy+wVFVXAIjIWzj3cr/iNASvLK+qfiMijUXkMJyqc6i20cXlt+rKELJD5reCQ1qo\nyiQmhYOzxVt2dsMwjKRHVXeKyCxceNVHse6PkRhEmhy1LS7eKcAab1s4x7QJo21UKVPfbi3f8z4F\ngEvjAGFZqELWHXTZ4q+sTDJSq0uY+PJqi8xYjNEwEoSPgVtEpGmsO2IkBpFausKNCoub6J2Data9\nxkiKaE091odjobK6g4ZhGIbHn3EGhLki0tOmGY1DEanStRaX6jNAe5zFqqJj2nnH1A2jLQAi8jIu\n3hBgOzAv4GcS+BdelXXdqJNEpKAK7Qt0o+b49/v6WuX+JNu6qk5LZnl4+KP7akq+X3YyyPMYQOmE\nvWHEPapaBPxWRPpg04xGGESUp0tE6uDyqp8BrANmApeGcKQfoaq5InIC8IyqnhBOW6+95bkxjFpG\nsjz3yTIOo2JE5Dags6reFOu+GLGnouc+Ip8uVd0PjMBVKlwIvK2qi0TkehG53jtmEvCjiCwFngdu\nqqhtJP2pKuaXkxwya8MYYyHTfLoM45DkAYO9pKmGUS4R5+lS1cnA5KBtzwetjwi3rWEYhmEkGPNx\nLjOXAa/FuC9GHFOrygAZhpEYJMtznyzjMA6NiBwLvAm8qqoPx7o/Ruyo6Lk3pcswjLgjWZ77ZBmH\nER4i0hv4AOiq8f7jalQb1ebTlSyYX05yyKwNY4yFTPPpMoywmQ/Uw1XrNYyDMKXLMAzDMKKAZ90q\nW7XEMHzY9KJhGHFHsjz3yTIOI3xE5BfANaqaG+u+GLHBfLoMw0gokuW5T5ZxGOEjIo2BVUArVS2M\ndX+Mmsd8ug6B+eUkh8zaMMZYyDSfLsMIH1XdDnwHnBrrvhjxhyldhmHUakQkVUTmishH3npfEZnp\nbZslIseX066xiLwjIotEZKFXccMwwPl13SYiE0SkRaw7Y8QPNr1oGEbcUZPPvYjcAvwMaKiqQ0Rk\nGvCoqn4iIjnA71T1tBDtXgGmq+qLXlmzBqq6I+gY+/6qhXg5u74B3gJOB/qpasjawkbyYdOLhmEY\nIRCRdkAu8AIQ+JJcDzTy3jcG1oZo1wg4RVVfBFfWLFjhMmovqjoHaK+qVwBTgPNi3CUjTjClC/PL\nSRaZtWGMsZCZ5D5dTwO3AcW+bXcAT4nIKuCPwJ0h2nUGNovISyIyR0TGi0j96u+ukSio6gbv7WQg\nJ5Z9MeKHiGsvGoZhJCIicg6wSVXnBimWE4BRqvqeiFwEvAgMDGpeBzgWGKGqs0TkGZyy9vsQcu73\nrU5T1WnRG4WRAHwKvCAi6aq6J9adMaKP9/0xIKxjzafLMIx4oyaeexF5BLgC2A+kA1nAu8C5qprl\nHSPAdlVtFNT2MGCGqnb21k8G7lDVc2p6HEb8IyL/Bt4Gxll5oOTHfLoMwzCCUNW7VLW9pzhdAkz1\nfHCWikh/77DTgcUh2m4AVotId2/TmcCCmui3kZDc4C1veHm8jFqKKV2YX06yyKwNY4yFzCT36fIT\nsEAMB54QkXnAQ946ItJGRD72HT8SeF1EvgWOAh6pyc4aiYOqfg8cB2wB5olImxh3yYgR5tNlGEat\nR1WnA9O99/8F+oU4Zh1wtm/9WyBkDi/DCEZVC4ARItIQuAD4c4y7ZMQA8+kyDCPuSJbnPlnGYUQP\nERkK3AKcpar5se6PEX3Mp8swDMMw4oP3cWWC5orIiSJyhohc4QVtGEmOKV2YX06yyKwNY4yFzFrk\n02UY1Y6q7lXV4cCtwHu4qMbbgTdN8Up+qqx0iUhTEflURBaLyJTyIjJEZLCI/CAiS0Tkdt/2+0Vk\njVffbK6IDK5qXwzDMAwjGvQSyc0RyRsqMi1HJK+XSG51yFHV94A+uMjX44D/A3pUhywjfqiyT5eI\nPAH8pKpPeMpUE1W9I+iYVOB/uJtqLTALuFRVF4nIfcBOVf3TIeSYT4Rh1DKS5blPlnHUFnqJ5J4I\nY8ZDdmDbMFg6A0bPV51UnbJF5P/hohufAC4FJqhqUXXKNKqH6vLpGgK84r1/hdC1pfoCS1V1haru\nwxX/PNfftwjkG4ZhGEbUaA+j/AoXwHjI7uDSg1Q3f8T9rv4A/Br4WkRa14BcowaJROlqpaobvfcb\ngVYhjmkLrPatr/G2BRgpIt+KyIRYJowzv5zkkFkbxhgLmebTZdQWGrrKBAeRCRnVLVtVl+CmGUfh\nphm/w1VMMJKICvN0icinwGEhdt3tX1FVFZFQ85QVzV0+B/zBe/8g8BRwbTn9eBlY4a1uB+YF6pcF\nfhAiXD8GiOb5DrnuG1tSyqst68AxIlLT8mv6fq12eR4DgE4YRozYCSFrI+6CwpqQr6qFOMd6ROTv\nwG9x041GkhCJT9cPwABV3eCZQD9X1R5Bx5wA3K+qg731O4FiVX086LhOwEeq2juEHPOJMIxaRrI8\n98kyjtpCKJ+u62DZ1zCqun26ghGRPsDLuMjGZZ4lzEgAKnruI8lI/yFwJfC49/p+iGP+C3TzlKp1\nwMU4B0FEpLWqrveOOx/4PoK+GIZhGEZEzFed1EuEXBiZCRm7oHAVjKtphcujLa681Ku42ut3AS9Y\nwezEJhJLV1NgItABN/U3VFW3i6spNV5Vz/aOywGeAVJx0RiPettfxU1bKLAcuN7nI+aXU+3/FEVk\ngG+6qEaoaZk2RpOZKPI8mUlhIUqWcRg1j4jcjav9eTxuevN14EdgmKpuiWXfjIqpFkuXqm7FpYII\n3h5cn2wyMDnEcb+qqmzDMAzDSHJeA/JUdTaAiPTDFVX/VkSuUtXPYto7o0pY7UXDMOKOZHnuk2Uc\nRvwgIgOBl3ApmO62XF7xR3Xl6TIMwzAMowZR1U+Bo4EuwDcicmSMu2RUAlO6sFxLySKzNowxFjIt\nT5dhxBeeT9eFwJ+B6SJys4jVbUwETOkyDMMwjARDHS/gajZeBXwkIi2jKUNEWorIFyJyjSl10cF8\nugzDiDuS5blPlnEY8Y2I1AXuB64GrtMopLgQkUxcUuSZwMnA26r6cKTnrQ1U9Nyb0mUYRtyRLM99\nsozDSAxEpD8ur9dHwG2AAA1UdXMlz1PXO8dqYDgubcWLqtoruj1OTsyR/hCYX05yyKwNY4yFTPPp\nMozEQFWn4/JfNsclJ/8U+J+IXFzJU43CKWw3eslYZwPtRKRFNPtbGzGlyzAMwzCSBFXdhqv88hhu\nanAw8KCIvCIiWWGe5gjgXVXd760XA/WAgmj3t7Zh04uGYcQdyfLcJ8s4jMTG8896GjgduFxVZxzi\n+MnAX1T1n956U+BHVW1c7Z1NAmx60TAMwzBqKaq6S1WHAbcC74vIfSISsiKNiLQG+gDLfJv7Ayur\nv6fJjyldmF9OssisDWOMhUzz6TKM5EBV38MpVCfj8nt1ARCRVN9hf8LVSV7k7WsATABuruHuJiWm\ndBmGYRhGLcGrjzwI+Acuo/0dwEYReVJE6gHdgfd9TToAP6nqVzXf2+TDfLoMw4g7kuW5T5ZxGMmJ\niBwNPA+8DJwL/A+4BDjWU84QkTOAe1T1tFj1M9Go6LkPOadrGIZhGEZyo6rfAicAiMi/gQ+ARsBu\n32FtgXU137vkxKYXMb+cZJFZG8YYC5nm02UYtYL5uLQQW4BTfdvbAmtj0qMkxJQuwzAMw6jleElQ\n84AmQE/frjaY0hU1zKfLMIy4I1me+2QZh1E7EJFBwO+AIaq6W0QygK9xPl0fxbZ3iYP5dBmGYRiG\nUSGq+gnwiW/T9UBrnOJlRIEqTy+KSFMR+VREFovIFBEJmalWRF4UkY0i8n1V2tcE5peTHDJrwxhj\nIdN8ugyj1vIc8DfgCxExi20UiMSn6w7gU1XtDvzLWw/FS7jaT1VtXxMcUwtk2hhNZqLIMwwjDlDV\nIlwW+wxcPUYjQiJRuoYAr3jvXwHOC3WQqn4JbKtq+xoiFla2mpZpYzSZiSLPMIw4wXOw/wh4XESa\nxLo/iU4kSlcrVd3ovd8ItKrh9oZhGIZhVD+/A34EvjV3g8io0JFeRD4FDgux627/iqqqiFQ5DDLS\n9lGgUy2QWdPyYiGzpuXVFpk1Lc8wjDhCVQuB0SKSB7wuIn8Dfq+qe2PctYSjyikjROQHYICqbvCq\nkn+uqj3KObYT8JGq9q5s+xgrY4ZhxIhkSLVgKSOMZENEWgAvAO2Ay1T1hxh3Ke6orpQRHwJXAo97\nr+9XfHjV2tsXlmEYhmHEB6q6WUTOA4YDX4rIvcDzGu9JP+OESCxdTYGJuArkK4ChqrpdRNoA41X1\nbO+4N4H+QDNgE84k+VJ57SMbjmEYRvxgli4jmRGRHsAbwGrgAZzr0YOqOi+mHYsxFT33cZ+R3jAM\nI1ExpctIdkQkDXgQuA14FcgF/gg8parFsexbrDClyzAMIwaY0mXUFkSktaqu93y4/wbsBa5U1TUx\n7VgMqOi5t4LXhmEYhmFEhKqu915XAAOAz4HZInKkiAwUkTtEpJWIPCwizWPY1Zhili7DMIxqwixd\nRm1GRB4HegAnAQuAvsAcoDMwSFXnx7B71YZZugzDMAzDqGkmAWcD1wCnAznAqcAEb1utwyxdhmEY\n1YRZuozajFcku6uqLg3afhzwNnC8qm6NSeeqEbN0GYZhGIZRo6hjaYhds4EPcGWFjqzhbsUUs3QZ\nhmFUE2bpqj1IK8kli1Gkkc5e9pDPWN2ok2Ldr3hGRB4CMlT1t7HuSzSproz0hmEYhlHrkVaSSzvG\nMITsko0f0lVaCaZ4Vcj7wFsi8mBtSY5u04uGYRiGEQlZjCqjcAEMIZssRsaoR4nCHGAyMM/Lbp/0\nmNJlGIZhGJGQRno52zNquCcJhaoWq+pI4E1gWKz7UxOY0mUYhmEYkbCXPeVsL6zhniQq7+LSSSQ9\npnQZhmEYRiTkM5YPKRul9yHLyGdcjHqUaMwGWohIh1h3pLqx6EXDMIxqwqIXaw9e9OJI0shgL4Xk\nM86c6MNHRF4Hpqvq/4t1XyKlWvN0ichgEflBRJaIyO0h9vcQkRkiskdEfluZtoZhGIaRCOhGnaRL\nNEcX6ABdojmmcFWaycDgWHeiuonI0iUiqcD/gDOBtcAs4FJVXeQ7pgXQETgP2KaqT4Xb1jAMI5Ex\nS5dhhIeItAQWAy1UdV+s+xMJ1Wnp6gssVdUV3of0FnCu/wBV3ayq/wWCP8RDtjUMwzAMI/lR1U3A\nMuC3IpK0Fq9Ila62wGrf+hpvW3W3NQzDMAwjucgD7geeF5FnYtyXaiHSjPSReOGH1VZEzNPfMGoh\nNi1nGLWOscBHwCJgmYg8paqrD9EmoYhU6VoLtPett8dZrKLatrq/fEXkZVW9qjplxFqmjdFkJoo8\nT6b92TKMWoaqbgQ2AojIFGAQ8EJMOxVlIp1e/C/QTUQ6iUgacDHwYTnHBitOlWlrGIZhGEbtYR3Q\nNNadiDYRWbpUdb+IjAA+AVKBCaq6SESu9/Y/LyKH4SITs4BiERkNHKmqu0K1jaQ/EbCiFsisaXmx\nkFnT8mqLzJqWZxiG0Q44VkQmAEcA21V1foz7FDGRTi+iqpNx+TX82573vd9A2WnECtvGiGm1QGZN\ny4uFzJqWV1tk1rQ8wzCMi73Xb4F6ACJyd6InT41Y6TIMwzAMw4gyA4DvgGOAvcBmYJaIvKKqRbHs\nWCSY0mUkPdXtlC1S80F2NS2zOuVZlKJhGMGo6nTv7eeBbSKyCDgZ+FdMOhUF4r72omV0NiLF7qH4\npbxrkyzXLFnGYRjxgIg8ADTD+YL/U+NUganouTely0h67B6KX0zpMgwjXETkBGAGsM17vcZLMxFX\nVGvB62RARAYku0wbo8lMFHmGYRjlMAu4GRfZ+C0wV0TOjG2XKof5dBmGYRiGEfeo6gHgWW/1LhGZ\nAYzDpZRICGx60Uh67B6KX2x60TCMqiIiKcB64GRVXRLr/gSw6UXDMAzDMJIKVS0GngCmichZACLy\nM08Zi0vitmM1ifnlJIfMWI9RRKSzyKNSifwKIpImIhNEZIWI5IvIXBEZ7Nt/hoj8ICK7RWSqiHQI\nyBSR00TkcxHZLiLLQ5x7hYgUiMhOb8kL2v9LEVkpIrtE5D0RaeLbt8DXrkBE9onIh96+7iLygYhs\nEpEtIpInIt19beuJyNMislZEtorIX0TEXBkMw4g6qvoU8CtggohMxjnYTxGRtrHtWWhM6TJqNb1E\ncnNE8oaKTMsRyeslkluZ9m2gX6D9mTDneBjZFc6vxCnqAKuAU1U1C7gHmOgpV82Bd4G7gSa4hmhN\n1AAAIABJREFUeqVv+9ruwhWDva2ccytwjqo29Ba/MtcT+CtwGdAKKKDUVwJV7RloB+QCq4GJ3u5G\nwPtAd6/tTOADn9w7gGOBnt4xx3rjMgzDiDqq+i/gaGAh7ntnGjBHRH4Ry36Fwny6jKSnvHuol0ju\niTBmPGQHtg2DpTNg9HzVSYc6b6j2dwGLYM1CyN8Dq1ZBbmVzyYjIt8ADQHPgV6p6sre9PvATcIyq\nLvYdfyYwXlU7B51nOXCd94UULOMRoIOqXu6td3Fdp6mq7g46tj/wEdBKVQtDnKup169mqrpNRGYB\nj6vqO97+S731DiHamk+XYRhRR0T6Aq8DXwKjVXVnDco2ny6j9hBsvYKyU3+B9+1hlF9hAhgP2R1g\nZDhyQrV/BEiFw5rBf3LgpIDVK9ypRxFphbMOzcf9Y/s2sE9VC4ClQK9w+ufxujcN+ImIHOXbfmTQ\nuX8EijzZwVwJvBNK4fI4FVivqtv8Q/G9TwHaiUjDSvTbMAyjyqjqTKAPzuI/V0T6xbhLgCldQOx9\ngZJRXixkisiAgPVpMgyaCP0nwyCAE2DpILjtRJjdDR4aDDfVc7leDqIvDEZED7X0884dzB6oczxc\n8xxkDYZxR4gsaA/PDoabKpp6FJG6uH9mL3uWrAZAftBh+cBxYX4kvwQ6esvnwCcikuXtywR2hDh3\nGcXIs64NBV4up8/tgD8Dt/g25wGjRaS5iBwGjMJ98dUPs9+GYRgRo6q7VPVa4HfAhyJyb6z9S03p\nMhKegGXrJHimPbwyHrIVF9Jyr3fM6dDl/yB1H/TpC3c9C1kKPUKd7wv4USAFVfEvAimd4bHAvn/D\nvFDtC6FwJxQKsBpaNofu58EFz0LWAHj0cJEFHUUm+61eXrTN34A9wAhv8y4gK+j0jXD+V4dEVWeo\napGqFqrqY8B24BTfuRuFOHewCf4CIF9Vvwg+v4i0AKYAf1FVv6/Zw8Bc3OfzFfAesD8eM0cbhpH8\nqOq7ON/S/rhIx06x6ospXYCqTkt2mck6xoBlaxIMOheO7uv8oPgEl7wlEL5SDFwOdMUdIEAhpF4Z\ndL7LYX9TaBfKItUVLhgMN7WDvxwjsqwlZN8VdMxdQG/IqAsNLoI9LUHqwJdp0FCALGjTFmYHTz3W\ncwpKC+DCTvCQp5AtwDmH4h3XwBvCRKqGUjrtF3zurkAasDiozZXA/ws+kRfpOAV4X1UfLSNEdY+q\njlTVdqqaDWzFBQEYhmHEBFVdC5wFfAa8FKt+mCO9kdDkiORNhkF5OEXreyAdp008BPwGGIOrG7Ed\n2Ae0BOoCB4AtQKG3bbF73f8G1BkOS7+EvTtgTB04rwF07A/pf4Uud8C+LyHlKJBfQsqfgA44k1Qb\nYCowDPd0TwHugoLjoN4iOLAb0v4PisdAym9gy+ewfTEUZcHh6XBFXdg7EF78FK5eBl/gfLiuASYB\nf8AlATwJnLIG1ANOA54DDgdUVfeKSHuvW7Nwf65GArcCPTxn9yNxodVn46xS43GNfxn4bL2pw+VA\nd1Vd7tuehfvi+kZVD/J/E5E23tv1QD+ckniNqn4W4lhzpDcMo8bwXCY2Au1UNdjFIloyzJG+ImqL\nv1NNyqspmduh8zm48JQhOGenrbg5MsF5hgOcgzMRdcApZU/hHJ3W+7Y1AxpBirj3XW6EeV1gzzlw\n6llQ3AQ6CZAPu+pAfjqkjANa4zSXh4B1wDs4Zy8BMoDOUP8CSJ0Gaf2AXZ6MpdA4DTrtgSO3Q+oa\neGMlvPMaZLWGPx8O0xvCi7jpuq3e8C7xfa79cVONHwPtcfpjIBdXQ1wKiK3AGpwOmBNwdlfVhcAN\nOB+yjV5Xbwr6eK8A/uN9VH7O9/pytS+XV76npOF91P92Q+Ul4PZQCpdhGEZN4wUk/QcYKCKNoEQR\nqxFM6TISmkaw/Gbc9KF4yzFAEehQKDjgDFoMxr35o7cIThu5xNv3J1yYSyqk/AJ2zYN9b8J5/eGl\nZ6HBeuiwFTgf1h+ArH7QJAenpRTgkljBwcVMp1CqhH1FqSPVLUBXSBUoHA779gC/gOIboXgncCyk\nC9y/E37byeXEaqCqp6vqqsC5VXWaqqZ4S6r3erq3b6GqHq2qmaraXFUHquocf99U9U1V7egdc76q\nbg/a/6iq9g/+zFX1FU9Wpi8HWJaqrvH2f6mqnVW1gaoeoapvhnMtDcMwaog83B/alV76nG3iosvT\nqluwKV0kr79TNOSFm+ogmjIrwxoYOxGK9gAf4kw938LOafDI3yFzqou8IxfyZsL31/ic0OvgpgED\nVql8nFIEHNgBC7fCN9tgvQA7oXgqPPU+tF0KPxzutTsNuBY3BwewP6h/fiVsCs6LfTCllraGkFkf\n6v7WHZJSBHIJrFPIehieuAHuCI56TJR7xzAMI055D/gnboLkJOAXuFQ8/xGRw6tTcMQ+XeJKljwD\npAIvqOrjIY4ZC+TgfvCuUtW53vYVuN+6A8A+Ve0boq35REQZcaEbj6xwft8E3quq+vepqmaLXOjz\nMXrPv68qsnuJ5LaHUQ0hfSfsWQ1jw0lEWt552kHbZnBkQ9g5D+athaztMG+h6jW+8ZbcQ71EcjvA\nyEzI2Ak9J3uO91/gfMIe9sk4DbZ2h0bboKgx1PseVraH1bvgqEkuQ3wJXwCPwk8HYH076Pqilx7h\nHty0I8D93hLgHpzi1QE39/c7b/t8yJsPy5vCL3OhwSNQZxgs+Qr27YAx6dB5RQTXIJ4I9Xx7Cn5x\nMjz39v1lGImB971zE64CSAdVDf4PXZlzlf/cq2qVF5yitRTohPNNngccEXRMLjDJe98P+Nq3bzku\nA3ZFMjSSPoY5jgHVLSPWMv3yusKFN8CO7vDQCTD3eth/IszpCbmBfT3gpRNhw62wuxj0RljdDVYP\ng8KucEG4MntC7mDIuwimnQL/vRrWFYM+DloMej6sPRNmHw8rB0FeT5fBvcLz9oTc62CJ/zyjYFkz\n5zsU9j0UOI+C3g2qvmU66IWgeaDTQK8AHe/bNwz2K+jn3rZrYWmg7z0hNwcme2OedbWzXB0k476g\n9cBykSthIV3gF9fDagW9DYougJs6w4XnwK5wr0G836uhrk1XuLAmnvsa+uySYhy22FJbFlxk9xqc\nW0eLKp5Dy9sXaZKwvsBSVV0BICJvAefiyokEGAK84vXiGxFpLCKttDRnj/0LrCHaiAzPgrvPgJYn\nQfosuLs7LuztIuiTDx+fBsXPQsqdcNW/YM8O2P86MBPa5gDPgAyDR3uIPJgPY9apHpROIGCF6gPd\njoHDJkD9P+IycT6Mm0xfDzwNHAFtToE2nwCDocM70LWXCBVZvwKZ4APnmQKMgS5fupxSB1lay2O+\n6qReIuTCyAZwIr68VQFfLHAWqVd97U51L6k58FM+rG0E61fBuECfvdeS/vcSyc2Fkfuh7TU+K1h5\nf6N2QaGqaraICmQNhYU7odtuGJcLGy+EBq+7fF8P+ksNBVspw/0c4gXv/hw9EDKXxbozhmHUVl7F\nzWSkAPNE5GpVnRKtk0eqdLWl1IcYnHYYnGo/1DFtcRFTCnwmIgeA51V1fIT9qRKa5D5d3o/xoAz4\n8hzISoX0y3HTaU1wWm8HXPhaMy+yzlv2C2R8AAVtIX037BZomA6N9sPN610x5jL46xEGptYCytEi\nXBTh0TjH9SHAStz88licc/k8V1bn/cEiU9fAjPZwYvBUZCBiMXCee4BxQD1oXNnPJqAgeeWCSjLM\n+x+MUA/JqcCfYcFk1QHhyoBSBSwTMjZAg2ug7YsuAJIvgKdhTzq0zRHJS4P1gWndLnB+K7gzA352\nGvA2dKkPW06Dw7+D2b1E7ukKGQPhpk9dmoiDrk1Vqal7dT2MPxXSGzl93DAMo8ZRn4uUuN+FN0Xk\nHFWdFY3zR6p0hftvujxr1smqus7LbP2piPygql8GH9RSZO0umFYIS3DpluYFfggC4fO2Xv56Ezh1\nMNyUCZc3h8YzcbkA9uGUnotw6RKOBGZ7662ARpDZFbgE6n8NrIDMgbAjC1o0grqedaWMvDS4/zIv\nI/xnwL9w+QP+BtyJ0zzScDdEV0/OFkpvkGOAbVD3JBi0CE7/JdR9C3gbGA5dm4v07gg7b8YpKdNx\nc9QjgDHwY3mfR4Dy9veEscOg62VeLcWAFWoa4Le6TPNeB+AsUpW9HgugYIEr/jwNoLnI7cfCBc0h\nowMcPtplr+g9AHoPg6XvwQ9A/wzY0wzaLgfpBxyAOv2hlWdW7qPw8SmwayhkLodnApbI9V6y02je\nT81g2Ba4PNT1r+y6f1sGDFwDo+eG/71iGIZRbajqVBF5CWcjiIrSFZEjvYicANyvqoO99TtxDrB+\nTfGvwDRVfctb/wHor0ElQUTkPmCXqj4VtF0VGAZLZ8DoqjhdhzGOATVt7aoJmYHpmpOhzmXQPQ/0\nK5D+OCVnr3fcE7gIvFRcCMdZwFW4SLvrvGPG46xhz0DeL6HhD7D/ETitU9B01lCRaROhfx7wV5zZ\nMx94FJeo9H+4isopuKiKjsAmXOXlfOBknJnjZmAV0BtXF6c9Tjn7DApzoag3NP7SG0cxsAw2zIBn\nfgodyKEahjOz38l+AzTI9qxQoZzsr4NlX8OoBVAQjesYSPLq3xZwzm8IC3ZCzwugeQec7bsXLifY\nOOAOXGLWbaB/BLkR1k6B0QfguJVRmGr036v+wIqlrrRGRIiIAimd4JFl0PJh6PMKPLQM/hHONYt3\nzJHeMBIbT895H7gdF3z2LDBOVYsraFPucx+ppeu/QDevjtE64GLg0qBjPsQZIt7yOr9dVTd6ychS\nVXWnV97kLOCB8gSNh+xcl1U76kpXsrIexmfA1kx4QYBtUHQvpA/CJRP1KxJtKI2yA+hMqcIFLtX5\nFCATTvwU5oyHYzbBbXWCprOWQYvA1N9o4C84K9o1OMVgMxRscxF+a5ZD23nQ7gFIb4ib3lyHU6TW\n49I3CG4K8Qbc9OTxkHECZLwIBau88wQiFrfAN5F8XuX5YgWUsLNAGsOuXVAY8OGKVgLYhs7CVUJA\n0fOiK/vfj0tvAfAmLqfYJtyUbDEuGex+4FrYlwlts2F0Fzg6WlONAQX+NEh7FrIO5ddXGbzySqM/\nhK33Qo97VXdVIUOJYRhG1FHVr0XkVzjbw3jgMtzP2YNVOV9ESpeq7heREbjfh1RggqouEpHrvf3P\nq/thyhWRpcBu4Gqv+WHAu96Xax3g9UM5q2W63+Wokww+XcFO1IH1YdBiAzR8HhZnQYfXoXgwpHjO\n4JwHBSmw7Cco8vsX+Z28gyw9jV6D006D/afAw49BnWtgbE+RV4C9R8LuwaBLQU7DWa3mwr428MMP\nsH93UDqHXiK5Y2BkCvQbAU0CikQrXJRGPi5l+hzg/7zz3QPshvpFUPj3MHyqqkqwEhaKaF3Hnc6g\nV8IUylrW/NejHc5JcjDun8rTwAfAXSCboO4E4Eg45S/AcHi8h8jTGbCzLjRsCovWVCJNR8AfcAXc\ndQ0cvh9+I0BdaLAPRqfBcRL4W1dJR/42IsMBBsKfxkHGjbD/DvgmX2RMOH0zjGRApFcutB/l3GV3\n7oHVY1Xnm3EhjlDVKSLSyfuem4ozIv0CZ6u4FJe54RENI81EpJYuVHUyMDlo2/NB6yNCtPsR58IT\nNrtc7staQ3mKVKj1rnCB34k6YD1YC7IcFmXAlnxotwkW5cLqTMjwW2ygfCfvYAXgMqAZ1PkEDgiQ\nCa0vh5SNQA40XQj7tkLKUCg6DNL+B0/MVL0n1BgDik0vkdw/wau/hWYBReIfUNwXUibjLG9QOp04\nApjgZhwTGi8D8nMCfepCcS9IeZTSB/NfuKnWlcBrOAX4LJwSnA2cjiug2Bo3N6m4CJUfcZ/ZWshO\nwf0jagk86IsQXeACDx7FGSM/xdVH3Ob1awFuRrnOGpcd//bJsLcfFFwOhVOh7WZ4QyAtBS4WkVu6\nQmrgHhSRjrjUY/VxgaA3qmpgRhtxB3QGaATtxPVd9sPvvQCNMt8hhpGMOIXrxDEwPrt067CuIr0w\nxSu+8P2RnInLLToRFy0/D+eN8xLOXfqQJ4rrBS930aWwYyDMvgimDQ4zn1MlZAyIwbgOKTOQMyuQ\nkynU+llQcDisuhYWF4OeCZt7QNG1sKMYdDjsOxv0Lu9zvA6WhPvZBfJN/QK2B+eSmgx6Pew/FYp+\nBjray5d1F+hJoD1hBTCgK1xwRDn5s8qTdxFMy4HJR8CnJ8KcXNj6COhNoL/xZOWB5sDkcD7TwPNS\nwbWQTk75kKpcxwjb1wfuAzr0hNyj4L+p7nPdshk0C/Qd0CLQS9z6vpNg3ikw62ew8Bi37OrkyyF2\nBeivvbbHg/b3rkuxt/140KOdhXN/c1cEuwHOoPhmoF+tYfjhsPJq2D0VtBFoa9jdAZ5rCTd1g59u\ngAPFoH2ce55eBj959+DqVNjXGH6PU+w+Bx71j/tYuHSkcyvUG2HXRbDgesgP3NuHumaJsiTLOGyp\nngUG54VO15czOdZ9s6Wi61biD5+Gc1FugpuYSfe2a3ltI7Z01QRnwHe9odcbcGxg27Aw8jklKgH/\nmUHQ+M+QdR682Usk9TQoeBYang0v9xSZeCbsfRYyrnCGjjoC9IHGfWFbEWQJ0BTqnA/U885dGd+4\n8tIpgIsanA+7W4EOhrSAL1YxcC8wAVYsACrjbF3edF4vkdx9PivYFOAp2LLO+ZFHTLCVsCbbqyu+\nGvBlXAVMEpFvv4OPfg7DekPLC72dafBjPrT9Dzypqq8FznGMyCxcAeqSUkMdcJ6fTXBO94HalMWe\nsCcg41IgA66fAQsXuMu2yPOvLOgMZ/SFjFZQ/1ucifkk2LESPloFkzNhk8LTCu3aAv+DA62gkQA/\nQrM68EEjyNju0rP9AXgDuLONyPBmcGsudHgM6o4DPoOtO2FMA/gpDbpV6sM3jISmYXro7ZnV4kpj\nRAct1awC1vttIvI9LptQhW5SCVF7MQ3WPxPU1/GQ3cEpDxGjceTTJW6+qfMlMDUTWgnQDrb3gvmZ\nUF+AblC/D/yQBoVeFODOVCi8CBbmQ+Fb8PJuKBoKBYW4H9vTfDIq6xu32qVTWBpY/wJXLPoryDoC\nGvXBTYfdgvtxFmC3S/AZcoyVZb7qpHXwqzGQdzFMHwN56+BXwQp3ZeW1ERneQ2TBAHjkWcga4JzD\nFwR8jcJpfzj8partQyEirYDu2+HVufD1Mlg1FKbnQt5sd78vxlc/EmANvLfZc/vy15ME+DcwAafx\n/Bx3bebhtLt03HPUHkZ2cs2KgO7e1PSFR0CLPcALuKnM0dC6I4xUVRXQidCmDuinkJ4JbxZAwTWw\nPh8yjoZuOaU1I78DWrUXeXopzH0Imu2BgoCrfDH8ZgOMX6r67sIQ0aeGkbzs3BN6+65a5UqTJEzG\nudpWSEJYuoIjuwJUl2N9TRLsp+X94P1aoTgfGAoFjaHZOqjfGlJvAQRSV0GbBlBvKCzcA10/gzE/\nwh1d4fw0uPNbWNYUOudA/dVBMivrG+fP3B5cs/AsXGLTYd77aFuh/H0gypGrgejOVHhKgBbQ/Rlg\nEDyPyCF9itbiEr9+gVNmUiF9P9wSKmlsOIhIXdw038uqulhENm+ANyaq3uk75i4g099uC8wU2JIL\nc1Nclo4m4BSt3bgI0ia4qMdtuMjSzrhI0dOBrXDaIBg4AWgP03IhYwykXgRswPmH/QHnvB945tKg\nW1O4aBv8MxWe3QKXT4Kr90LDHfBsC+j5LKSOhmenQv4CF1hxw+dwzTfw171ww1BYiEsPp4F/jrFA\nRFJxkdhrVPXnItIX+DOutNl+4CYtJzFicNua6rORLKweC8O6lvXpum4ZrIrq96dRI+ThUlLeUtFB\nCWHpCo7sChBKeeglkpsjkjdUZFqOSF4vkdxDnT9aYf+VISDTU7Juagd/OUpk8RB4YRykfwP1FkLq\nz12UXurhkDkYeApXOfxwaPI9/O/v0GsJ/LIebFVVTYc9J0Pj/0Cf30HjL3CpH6Z5cq+DZauqoBDN\nV500STVnouqAhq42FeBsqaOAr4ChsMNvharpz7Wy8gIWmxRoPBQWboOdI+BCURXCWERVroL7tkP+\nUFgoTrepkgIhIim4B3YPLk4AXNaMrKBDG+FmD8uOBQonqeasgMsDVskTgTPd7vVrYHYqFA/0TpiJ\ns3YdAHKh3nOQmgKpWW53Xc+iykk4p6xbcfdR4JlbqPrYUtV3VXXvbtXrDsDyVbB7A4w/AKsLYJsA\nK6BxQ5cHl2cg/Z+w/V24chK88Xc380kcTCmOximAgev2BHCvqvbB+aU9UYm2hhE2zll+xmjIzYOh\n093r16PMiT4hmQM0E5H3KzooISxd3vRW1/FetnAoqzwEav0dgDZ9fbXtIH59vxrCOT1E/jIA6jwL\nWQ3gyq8hvQBnNekDqf1x00TLgPt9bQfhzA1PQKeL4PMNkJkOMlQkpz30HO9ZoQJpIe4FpkF+Q/iP\nP1qxqgQrwad6Sy7MmKSaE8m5a5o06BYoteNZCSulAGRAu0jaQ0l1+wlAC1yQwwFv1wLgSt9xDXAK\nzIryzhVslfRHqKaKrPoIGpwCTdfj5hIH47w/f8SZdM7HWcOux92HM3EWTDikwl4HlyhW00RWb4O+\nQ2Fha2g/A97PgIuaQkqxk3PzKnhXVVVEiOWUooi0A3JxAbqBf6jrKa3D2Rhn1Ay3rWFUCk/Biqvf\nJ6PyqGqxiEzCpcOq8MC4XvB81gKRbVfAN3dC0Znwi8D262CJgt4dIgxkunP03lwdUY+Him7oVEFE\nGyDd4OHRsF9dBNe+U2HnaBcFVhKhF2pc033RiP73Cnpf6FAYvchVBYjK2PyfeWC5FpbW1Gdb1Xso\nXhdc8v4ZQIOg7c1xZa8uwE2xPwH8x38PedtzcIpYPSDN29cel9oszTvmNmBjNrx+Isw5HWamgl4M\nejPo4aDZoLd6910x6L2g4p6f/ByYHLi+uCnMk71zZ+AyNa8GMlWVljBBnO52RDu4Ig02HA17giMU\nK7o2NXXNgL/jcs32Bz7ytnX0xrMKVyu2fbhtE+3es8UWW6K3eN+1KRU99wlh6YKyPj3/EJn6Ezwy\nVGSE37ITPJjgrN5QM5avXiK5J8DDR0Pv72BQL5F7/Lmw2sOogdDmWOhR5PlpFUOdvpB5ptfvUymt\nEn4WcDelubKmlPMeyibR9BPNHGcVWVOiJaO24OWzGo6zHm7wZWIfrqpvisiFOP+i14CvgUt8zfsD\nU733irvG03CuWg1x5Sq6eueeC+QsUZ0TaHykyLefwlEFOItXOq7yQMAJPwMXCSnw7yALZj2cK18X\nnMFsJjBYVXcBbFS9VkTmA5+vgYwMWLwDRv4d3qmqNbA6EJFzgE2qOjdoanoCMEpV3xORi4AXgYFh\ntg0l537f6jSNQeCOYRjVh/cdMCCsg2OtGYahOZbRGHtC7g2wMpRlJ9giFMrypZXI71SVpQOMPRb2\nBvIi3eVyIhV1hFlHehYiL5eRPu+zKlwNOr4c65WCngfrBsJ/L4JpF8CW8ixbodpeC0ubhZkrK8rX\nLmqfayTygu+hRB5jNGUGWyyng14He2vy3inv2lTnNfPJeAT332Y5bkpxN86vLt93jAA7wmz7aizG\nYUtyLbgo5TtxZfJi3h9bqnQNtbx9CWPpCtAeRj3ncyT2W3aCLULlDa68qMeAFaohpO+EPasrKJdS\nXnb406D3xVA3ENFWBLSFtH7wswXw5njIysM5jHSk1KrQhtJah35frIWwtRBm+i1J/rxZwZatQNsc\nr1BywAq1JSjNgGGUY7H8OhdO8Fswk/XeUdW7cAVsEZH+wK2qeoWIzBGR/qo6HWc1XBxm21/VXO+N\nZERErsT5By4HckXkClVdEdteGVEl1hphZTXGi2BaRZad6aDnwu7z4bvBsDkcS5dq6b/+YtDHPetT\nRdnbQ2WHvxF2ToSiybjM34NB/dnazwHtDTrCZwU7G/RvFVioQsn3Wygq0662LsH3kC3xs5R3bWr6\nmuGmaj/03h+HK54+D+dr18fb3gb4uKK2sR6HLYm74P5IbwB64PyCbsPVtf9ZrPtmS6WvpZa3L5DK\nPm4J1NINrOeI5E0Oyo7+BfBokGXH+xefeyKMCY56/BpGBVuwAufNw/mBtccV9vsMCpvAF2tg7AKY\n3A4+bgAd+0PG/2fvzuOjKq/Hj39OFraEsIUAYTEpS1VEFglgXYhbQbRurVq7qV+3SgFBqYhtFesG\nFrXV2upPqahVqVWxLoDS1oBtFcKuLCJCkD3sayCQnN8fz51kshIyyczkznm/XryYO3PvnOdOZjJP\nnufc8zwLmZfA/jxo+h049DykjISjiyFxsPe8zXH1kJ7G/fmSirtabCJwO3A57mQEuBK2HITNLeHA\n8fKkThMZ1iVoncQmIDU5LhaVfw+Z6FHVz8YvPzO/nIepXyLSD1fn6UpV/W/Q/b8GUlV1dMQaZ05Y\ndZ/7BtfpOpGOVGD/LjCyJaRkQNZKuGG66mvlYmQPgufaQI/euGXDh+Ou1z8dV8n7Odi8BQ73gZMS\n4HAzaDYJZAzsPwQ7k6DzExB/C+gOKHgbmj0ADMJ14gS30NxaXLLyRqCdi3GkFaw+DJvqs7MkItka\n5gTecMesKl59fvHF8utaR89tnS4T00QkE1fqcISqTi/3WD9gOnCWqm6MRPvMiavuc9/gcrpO9Mq5\nMpXMRZ4BelW2XwtY9wvoMRdXEnwB7nr7J4ErgK8h/TzcJVvXQ9Jhd/+uNGiyClqc4V2FmATyNRwe\nAisbwbc6QquhlFZr/39ALuxTWLcJivfAko9V/68OXyJjjDENx0+BR8p3uDyLcV8bC0VkiKouCW/T\nTF1rcCNdIT5Zxr9h6ZOQ2xQSgpPlHxeZtBDGtIPEfOAoLoHj98BdQBtKpwUvwy0cnAi7tkPCKZDy\nA0o7VhuAt2HWN/D0iYzKmfphow3Ry0a6TKwT701ynH3uB1qq6pgwNcuEwFfTi6E4TWSjPgazAAAg\nAElEQVTYUJg22aVaMRd4HA41gvVdoWuOW7uuUSvIOBtabcQVJCrAXS6Zj7uMy8u/YgiuUvyESmJd\nA3PeUM0Ozr2yfKvIEJHofpPHOOt0GVM9EemPK8Y7SFW3Rbo9pnq+ml4MRWcYFdzh+hD4BzTLgVOy\ngVugzadwxz7gKLx8F7T5LnADLhfrB1QsXHq8YqRVLdTsp7ycaIlZVbz6/NKL5dfVGBM2C3E15JaI\nyHdV9fNIN8jUToNY8LquNHdFt4GKldwBnoduXWDkF6ozNsPP/gCzroU562BBEWwZAiTiRrgCNbUC\ntcGC1XZRaWOMMaY8de4DngNujHR7TO2FPNIlIkNxqU/xwAtayeK1IvIUbn24Q8ANqrq4psfWpeCF\nmoNPPDvodqBwavkRqtNEhg2DkXFu3blWgfurKkZ6vCnEcI8cRGKkws7RHzFtlMuYqPE+8DK2wHqD\nFdJIl4jE49aFGwqcClwnIqeU22cY0E1Vu+PWmPtzTY+taxvgqVtgDZz4GoVfqM6YoXpxHvwk8BwB\nL8PXG+D6N1SzZ6hebDlbxhhj6sEiIFVEuhx3TxOVQp1eHACsUdU8VT0KTMPV+wx2GfASgKrOA1qK\nSPsaHlunvlCd8SncMQxmzYfP/89b3iTHe7wm04LBz3ENzBkGs2pzNeLxFsmta+GOF4mYsXCOkYgZ\niXM0xlSkqsXAbIIKhItInIjcLiIdI9cyU1OhTi92pDSnHFzNz4E12KcjriLD8Y6tc8HThoEpw73Q\noQVsqemVhVUlxxtjjDH1bBaufOTz3vajwPeBCSJyraUDRLdQO101vRQ/pKvHRGQqkOdt7gGWBN5Y\ngb/Ca7P9heoMETlU2+Ntu/ptVc3xczw8wVf3hSt+cGw/xPNkAxkYY6rzEfC0iHTGdb4uxw1YXALc\nQ+nkjYlCIdXpEpFBwARVHeptjweKgxPiReRZIEdVp3nbq3ALxGYe71jvfqtzY0yM8cvn3i/nYaKL\niNyF62AV4pYIyhORFrgZo+6qujWiDYxx1X3uQ83pWgB0F5EMEWkEXAu8W26fd4GfeQ0ZBOzxirvV\n5NiwsLwcf8SMhXOMREzL6TImuqjq48CFwPmqmufdtxe3aMoi7wI2E4VCml5U1WMiMgJXZzQemKKq\nK0XkNu/x59RN4Q0TkTXAQbwaI1UdG0p7jDHGmFigqksrue9hEfkEeFlE/gGM1lCms0ydi6llgIwx\nDYNfPvd+OQ/TsIhIS2A5cJ6qro50e2JNfU4vGmOMMSaKqOoeYCauKLmJItbpwvJy/BIzFs4xEjEt\np8uYBmkWQfW8THSwTpcxxhjjP/8EzhaR1pFuiCllOV3GmKjjl8+9X87DNEwiMhG4Dvi+qi6IdHti\nRXWfe+t0GWOijl8+9345D9NwicgvgItV9dJItyVWWCL9cVhejj9ixsI5RiKm5XQZ06C9BpwrIi1E\npKu4tY9NhFinyxhjjPEpVd0NvAAsBD4D7o1si2KbTS8aY6KOXz73fjkP0/CJyBVAX+DHwMmqeizC\nTfIty+kyxjQofvnc++U8jD+IiAAzgObATwJLCJm6ZTldx2F5Of6IGQvnGImYltNljD94SwJdAkwH\n5ovItRFuUsyxTpcxxhgTI1S12Fswewjwgog0i3SbYolNLxpjoo5fPvd+OQ/jTyIyF5ikqh9Eui1+\nYtOLxhhjjCnvT8CLInJNpBsSK6zTheXl+CVmLJxjJGJaTpcx/qSq03A5Xg+LyIs21Vj/rNNljDHG\nxChVzcWVkugE3BTh5vie5XQZY6KOXz73fjkP438i8gPg/1R1WKTb0tBZTpcxxhhjqjMbOFlEnhWR\nppFujF9ZpwvLy/FLzFg4x0jEtJwuY/xPVffiphl7YNOM9abWnS4RaS0is0VktYh8JCItq9hvqIis\nEpGvRGRc0P0TRGSjiCz2/g2tbVuMMcYYExqv4/UscHGk2+JXtc7pEpHHgB2q+pjXmWqlqveU2yce\n+BK4ENgE5ALXqepKEbkf2K+qTxwnjuVEGBNj/PK598t5mNjhDaAsBd4Bxqnq4Qg3qcGpr5yuy4CX\nvNsvAVdUss8AYI2q5qnqUWAacHlw20KIb4wxxpg6pKp7cNOM6UCuiPSKcJN8JZROVztV3ebd3ga0\nq2SfjsCGoO2N3n0BI0VkqYhMqWp6MhwsL8cfMWPhHCMR03K6jIktqroLuAZ4Bngzws3xlWo7XV7O\n1ueV/LsseD9vEc3K5imrm7v8M5AJ9AG2AI+fYNuNMcYYUw+87/XngBQR6Rrp9vhFQnUPqupFVT0m\nIttEpL2qbhWRDkB+JbttAjoHbXfGjXahqiX7i8gLwHvVxJoK5Hmbe4AlqprjPZbtPV9I20Gx6uT5\nbFtzVDXHz/HwiEh2uF/f4Nh+iOfJBjIwxkQFVVUR+RAYihv1MiEKNZF+p6pOEpF7gJaVJNIn4BLp\nLwA2A/MpTaTvoKpbvP3GAFmq+qNK4lgiqjExxi+fe7+ch4ldIvJD4EeqetlxdzZA/SXSTwQuEpHV\nwPneNiKSLiIfAKjqMWAE8CGwAvibqq70jp8kIstEZCkwGBgTQltCYnk5/ogZC+cYiZiW02VMTPsI\nyBKR33oDKSYEtX4BvUS7Cyu5fzNuAc3A9kxgZiX7/ay2sY0xxhhT/1R1l4j0w5WQ2ITL8zK1ZGsv\nGmOijl8+9345D2NE5EfAtap6uYgkemWgTCXqa3rRGGOMMbHhQ2CQiDwKrLe0g9qxTheWl+OXmLFw\njpGIab9cjTGquhM4A+iFq0Lwvci2qGGypDhjjDHGHJeqbgQuFZHTgBwRWaCqr0e6XQ2J5XQZY6KO\nXz73fjkPY8oLSq6/XlU/jnR7oonldBljjDGmzqjqIuAF4NJIt6UhsU4Xlpfjl5ixcI6RiGk5XcaY\nKswCLo50IxoS63QZY4wxpjYWAmki0vm4exrAcrqMMVHIL597v5yHMVURkdeBf6vq85FuS7SwnC5j\njDHG1IdZwJBIN6KhsE4Xlpfjl5ixcI6RiGk5XcaYaswCzhORW0SkzOiOiLQXkaUiUmHJwFhlnS5j\njDHG1IqqbgPOAYYD00XkIRF50Xu4O9ASeNk6Xo7ldBljoo5fPvd+OQ9jjkdEGgMPApcD7YG2wFXe\nv1wgU1WHR66F4VPd5946XcaYqOOXz71fzsOYEyEinwBLgWRgK/Aq8A+gq0Z7p6MOWCL9cVhejj9i\nxsI5RiKm5XQZY07QFUA7oDfwKPAF0BjoFslGRQPrdBljjDGmzqjqTlW9Guinqnu90a33gUdEpHmE\nmxdRNr1ojIk6fvnc++U8jAmViCQDTwLnAz9W1c8i3KR6Y9OLxhhjjIkYVT2gqrcAY4F3ROR+EUmI\ndLvCzTpdWF6OX2LGwjlGIqbldBlj6oqqTgf6AWcBc0VkkIi8GSvTjrXudIlIaxGZLSKrReQjEWlZ\nxX5/EZFtIvJ5bY4Pkz4xENPO0WI2lHjGGB9T1c3AUODvwBxcRfsLItqoMAllpOseYLaq9gD+5W1X\n5kXci1vb48MhEh2+cMe0c7SYDSWeMcbnVLVYVZ8E0oGHcLlevhdKp+sy4CXv9ku4S0QrUNVPgN21\nPd4YY4wx/qSqO72bhRFtSJiE0ulq55X/B9iGq8kRzuPrUkYMxAx3vEjEDHe8WIkZ7njGmNiSDmw6\n3k4icoOI3Fx+jceGpNqSESIyG1fOv7xfAS+paqugfXepausqnicDeE9VewXdt7smx4tIdNe0MMbU\nCz+UWrCSEcYcn4hMA95X1b9Ws8/VuJIT+cBG4CZV3R6mJp6Q6j731V6uqaoXVfOk20SkvapuFZEO\nuBfiRNToePuFZYwxxvja50B/oNJOl4icCzwDfBdYgVvjcamIXKCqK8PWyjoQyvTiu8D13u3rgXfC\nfLwxxhhjGr6ZwNUi0ldEXhSRqwIPiMipuKscf6SqS1S1UFXHAS8DP41Qe2ut1hXpRaQ18AbQBcgD\nrlHVPSKSDjyvqpd4+70ODAba4Eaz7lPVF6s6PrTTMcaY6GHTi8bUjIjcDPwe+AToDuQAjwEfAb9R\n1VfK7X82MAU4U1V3hbe11avucx/1ywAZY0xDZZ0uY2pORNoDO4EmwB+AG4BfqeqjlewbBzwO/AC4\nXlX/HcamVss6XcYYEwHW6TKm9kTkFGCVVtNREZEhwF+Ap1V1YtgaVw3rdBljTARYp8uY+iciXYCl\nQJqqHo2C9tiC18YYY4zxH1X9BlgHXCYip4rIdyPdpqrYSJcxxtQTG+kyJjxE5HzgVVw+2AZVPT2C\nbbHpRWOMCTfrdBkTPiLSDuiL63ydrqrHrXJfT+2w6UVjjDHG+JeqblPVWcA/gSGRbk9lrNNljDHG\nGD+ZBVwjItWuuhMJ1ukyxhhjjJ+8hevfzBWRb0W6McGs02WMMcYY31DVfcBQ3Ko380TkehGJitxK\nS6Q3xph6Yon0xkSWiJyOS6xfCfw8HEsGWSK9McYYY2KOqi4DsoAtwBKvtETE2EiXMcbUExvpMiZ6\niMhQ3CLZU1X1V/UYx+p0GWNMuFmny5joIiKpwCqgr6puqKcY9Te9KCJDRWSViHwlIuMqefxkEflU\nRA6LyF0ncqwxxhhjTF1R1R3AR7hE+7ALqdMlIvHAH3GNPxW4zlsVPNhOYCQwuRbHGmOMMcbUpQ+J\nUPHUUEe6BgBrVDXPW9l7GnB58A6qul1VFwDlV/4+7rHGGGOMMXXsI+ACEWkuIn1EpFu4Aofa6eoI\nBM+JbvTuq+9jjTHGGGNOmKpuAV4BluA6YJ+KyC3hqOUVaon8ULLwa3SsiFimvzExyBLQjTH1RVVH\nicg/cbNw63G1vC4RkZ+o6oH6ihtqp2sT0DlouzNuxKpOj63vX74iMlVVb6jPGJGOaedoMRtKPC+m\n/bFljKlXqvpu4LaI3A28CbQB6q3TFer04gKgu4hkiEgj4Frg3Sr2Ld9xOpFjjTHGGGPqnIicDPwV\nuEpV19dnrJBGulT1mIiMwF0JEA9MUdWVInKb9/hzItIeyAVSgGIRuQM4VVUPVHZsKO0JQV4MxAx3\nvEjEDHe8WIkZ7njGGBNOPwFeVNV/1XegUKcXUdWZwMxy9z0XdHsrZacRqz02QnJiIGa440UiZrjj\nxUrMcMcLO6+EzQJgo6p+T0QG4EraJALHgOGqmlvumM7Ay0AaLkf1/6nqU+FtuTGmDnQE/hOOQLb2\nojHGwB3ACkov8HkM+I2q9gXu87bLOwqMUdWewCDgF1Zr0JgGqSOwORyBQh7pMiba1XdSdhiuMo54\nzPqMF+mrFEWkEzAMeBi407t7C9DCu90Sd+FPGd4o/lbv9gERWQmkA5FKkzDG1M4hoFU4AkX92ou2\ndpkJlb2HoldVP5tw/sxE5O/AI7i807He9OJJuOkGxc0InFndOm0ikgHMAXoGX25u7z1jop+IDAcG\nqerP6uj56m/tRWOMaahE5FIgX1UXU/YK6ynAKFXtAowB/lLNcyTjLjW/oz7r+xhj6s0s4LsiUu99\nIut0ASKS7feYdo4Ws6HEC7PvAJeJyDrgdeB8EXkFGKCq07193sQtW1aBiCQCbwF/VdV3qthnQtC/\n7Do/A2NMSFR1LbAP6F+b40UkO/hzXt2+ltNljIlZqnovcC+AiAzGTS/+VEQWichgVZ0DnA+sLn+s\nt2TIFGCFqv6+mhgT6qXxxpi6NAl4T0RGqOrfT+RAVc0h6CpvEbm/qn0tp8v4XrjeQyIitG//CFu3\n3qvR/sGKEtGQ0xUUczBwl6peJiL9gWeAxkABrmTEYhFJB55X1UtE5GxgLrCM0qsex6vqrEiehzGm\ndrxSMa/i8jlHqer+Wj6P5XSZ2CGZmcNk4MBZkp2dIwMHzjr+EXUkPf0qBgwYTnr6lSIi0qHDo8db\nQFVEGonIFBHJE5F9IrJYRIYGPX6BiKwSkYMi8m8R6RL02Hki8rGI7PGmx8o/d56IHBKR/d6/WeUe\n/5GIrBeRAyIyXURaBT22POi4/SJyVETe9R7rISL/EJF8EdkpIrNEpEfQsY1F5EkR2SQiu0TkGRGJ\n+lF1VZ2jqpd5txeo6kBV7aOqZ3o5X6jqZlW9xLv9H1WN8/bp6/0L3/vNGFOnVHU+0BdXm2+JiJxZ\n1zGs04Xl5fglpohkS2bmMHr2/AOTJg1hwoTBTJo0BED6918oJ5+8Xnr1WlBye8CAWZKZOSzkmKmp\nt8pJJy1n4MA/Mnp0Cmec8TgdO66nf//RpKdf6e1XVScsAfgGOFdVU4BfA2+ISBcRSQXeBn6Fu5x5\nAfC3oNf1APAC8MsqmqfApara3PsX3JnrCTwL/Bhoh7tk+k8lB6r2DBwHfA/YALzhPdwCeAfo4R07\nH/hHUNx7gH5AT2+fft55GWNMVFPVA6p6CzAWmC4i9x/vj+cTEfV/fRpzPJKZOYy0tFH07NmepKSO\njB2biipMmwaneLUqr7mmH599BgcPduGCCyA3F7KyuvDee70kK2sriYmpHDu2ku3bn9J162bUKK6I\nkJp6P926HaNNmy7s2tWMl16C1aszGDhQGTFCeOqpp+Wkkx4kLW0uAwb8iAULcnEdKQBU9RDwQND2\nB96oVX8gFfhcVd/y4k0AdgCdvH1zgVwRubC6ZlZx/4+Bd1X1P95z/wZYKSJJqnqw3L69vba8FRw3\n6HX4PfBrEWmlqruBS4FJqrrHe/wpXL7EhGraaYwxUUNVp4vIPOC/wAyCfueFwjpdlCTB+TqmX8+x\nZGRr7NhuAEyd6h7IzYVdu+Dll932smVw8snw9tvwr3/BPffA734HycnpPPhguvd0XZg8uat06nQD\nmzZdWz4vq0LOVufOD3H66YMZO7a0Y/PYY0pSklJQcACRFPLz00hJacsZZ7Rm5MgUJk9+VDp3fpDC\nwm/Izx9WSYx2uNGhL4BfAEsDj6nqIRFZgxuVqqlXvcugFwO/VNVl3v2n4n6ZBJ57rYgc8WIvLvcc\nvYE3VbWgihjnAlu8DlfJqQTdjgM6iUjz2uZIGGNMuKnqZhF5B7iYOup02fSiadjS0kYxdmw3VOH1\n12HdOhg/3nWyhg93HS2AQ4fgoougc2do3hxEYPduGDeu7PONHduNzMzvVzotGMjZatv2GcnIWMlJ\nJ91ZpsMFcPfdQrNmccTHp3D//Ydp1Upo1OhTEhNbIgLNmrUnKWkuAwd+p5IYicCrNGq0EvgKSMJd\nxhxsH5Bcw1fnR8BJ3r+PgQ9FJMV7LBnYW8lzNw++Q0SaAd8HplYWQFw19z9SWskdXM2bO0QkVdyC\n96NwU53NathuY4yJFi8DI0RkfF1MM9pIFy4vJ9wjQeGO6dtzbNq0CeBGtlatgl69IDER8vNdx+qQ\nNygUFwcPPwzHjkFxMTzzDCQlVf6cXbvG8eCDb0lODnz8ceDee0oeHzPmdqB0VK28uDg45xzIympC\nbi5MmdKfQ4cSueOOQgoKUujV6zZGjBD++MdnpVu3x2jXbjZZWT9ixoxzgCYMGdKVhQuvZPPmA7gq\n6cFaAF0qBq1IVT8N2pwoItcD5wAf4PLBWpQ7pAVQfiTqKuCgqs4t//wi0hb4CHhGVf8W9NDDuKVz\nlgCHcXlnfVR1W03abYwx0cK7avkM3BWNHwELQ3k+G+kyDdumTaklI1tXXAF79sDs2bBvH0yYcIhj\nx4oAGDAALr0UDhxwnbLhw12nrDLFxXDvvUe4445innlmN8XF8PDDxTz2mJsKfPLJ3dxxx27WVbhg\n0DnpJBdPBBo3hvbtm3HOOfE8+WQjTjkFDh0SRGDz5jY0bZrJeef9nLy8FBo1Oovs7L6MGZNCnz6P\n0rLl1cTFfTfwtCKSBHQF8mr5aiml037LcdOGgefuCjSiYj2q63G/aMrwrnT8CHhHVR8tE0T1sKqO\nVNVOqtoN2IW7CMAYYxocbwmw6bhpxpBYpwv/5jtFMl7YYh49ejeNGx9AFfr2BZcitZ/Fix9mzpxk\nFi++BoC33prFO+/MobBwAV9/vZAHHphDfv5e/vCHss/3u9/BypVFtG6dwOHDs4B44uKgoGAP8fGH\nmTBhBcXFKZx8cit69oQXXih7/BNPwBlnlG4vWAAPPOA6YZ9/DgUFkJzsRtratYsjLk5ZsACKimDQ\nIEhKch2y5OQudOgwieLittK8+Vsi0gS4H1iiqn8Fb1rS3Z/obTYWkUbeY51F5CyvJEUTEfkl0IbS\nPK5Xge+JyNleZ+5B4K3gJHpv6jCboER/7/4U4EPgP15xUco9nu79ExEZhLtyscpigcYY0wC8gkub\n+KWEsFyQFUc1DVLJFYspKS0oLMyibdt49uw5TNOmCSxZMkk3bCgpUVDVe0iys3O48srBLFzopiE3\nbXIdt6uvxpsWPESPHo3Zv/8Ihw41Yffu7aSnr2LfvjO48MJkLrkEli51U5AFBdCuHezcCb8MquAw\ndSrccIO7PWWK2yctDbKyYOJEN+r2wQcQHx9orBtp69v3GFddtZc33nifNWt+ysGDx3AdphtU9Rvv\nvLKBf3uRAqNYOap6voicilvWpituim8xME5VFwW9LtcBE3GdsdnAjYErDr3HxwNDVXVwmdfNTVO+\niEvoD/wCUeBUVd0oIufg8iDScOUwfquqr1f6c4yi4qj1wS/nYYwpWdj+FeAo8DNgE5BWPnWius+9\ndbrwcb5TBONVFbOks9S0aRMKCg6Tn/8paWlnBm0ft2RDhSsW338f9u8/wLRpD5Gc/BWJid01L29S\nUDsq/2IfOHBWoI4XU6bATTeVPrh0qbvS8ZJLoFEjmDkTTj/dbQfvu2QJ9Onj9n/ttR0UF28hNbUr\n48Y1q/C8wR2wwHZqamkn7Nln3f1bt85h5coVJCdfx5lnNufmm+OZPHk1n39+jEOH/sDOnav98t6p\n7GfjJasW+6GzYp0uY/xFROJxOb6jgDnAeUB7VS3yLoZqDOy3ivSmVqop6nnizxXoLE2cOIRvf3sw\n1103hJ49f1WyPXHiEHr2/MNxC5aWv2LxkkvguuuSSUu7Sjdteju4w1Wt/PynmDx5DVA60hQQPC24\ncKG7IvKSS9xj/ftXnFb86KOvyc+/XnNzT2fVqqsZN24WEybMYenSBUyatAVwU4jBiopcnlkg/+s7\n33EdPNVeZGR8i8LCP3HgwDZEoGnTdhQV3cfOnc+TknJLXRbrizrp6VdFugnGGFMZVS1S1Ydx9QiL\ngD1Altfhehf4S3XHhzzSJW7Jkt8D8cALqlrhC88rjngxbjrihsCSGiKSh7tMvQg4qqoDKjnW/lKs\nJ5WMOj1FXt7M4FpU0rHj9+nf/y8sWHAjmzdPP9G1BcvF6MmkSanMn++m7/btc52ZwHbbtrB/P6xf\nv4sjR3KrGgWT7OwcJkwYXHJcVpbruEyYMEdzcrIrtKG6oV7XvpHExQ3k0UdLlsEpMypVfoQK3MjW\ntGm7aNz4cwoKCsjPf7qqEbqSGMXFHcuMgi1dCrNnH2Xs2ESWLnXncvPNpQfee+8W2rRpwcGDG2jV\nqjtpabnMnduYrl17sWpVHi1a7CUpaX9NRwijUfDPRlJTb6VZszvo2zeZd9/t4ofPvf3+MsbfRGQM\nMBJXU7EV7gKllvUyvegNs30JXIib28wFrlPVlUH7DANGqOowERkI/EFVB3mPrQPOUNVd1cSwX1r1\noGTU6a67ujFtGvzwh3DffZvZufMw3bqdxLJlmxCJp2/feEaObM/jj69hyZLG9O3blkWLfqybNr1d\n7XOnpY2iuDid1NSu3H13M6ZNgy+/hCNHoGtXN+U2fjxs3w69e8PIkS4Jfft2SEmBYcPgn/90HZKA\nyZPXsHz5HSQk/I7U1FNLnmfKFPj6a9ix4wv96qteFdpTg/dQhSnL4GnB8lOPAePGzdJ5807oapaS\nDljTpk29ztpnpKUNqtDpAzdtOnPmYlasOINOnT6kefOL6NfPtSX4tRo/Hh5/fA1ffHEHR46c05AW\n3C7T6RIRhg4dS6tWE3n99Tg/fO7t95cx/icilwPXATcDbwJD6mt6cQCwRlXzVPUoMA24vNw+lwEv\nAajqPKClV3W7pL0htiFkEiPrEoL70pcBA2bRqNFb3HVXt5LK7RMnwvbt6fTr9y3GjInnrLO6kJzc\nkaKidvzzn7BmTTeystK5884m9OnzqHTpslxSU2+tECd47cOWLXsxblyzkhht2riyDqpuOq1LFzjv\nPGjSxG2npLg6WykpLodq7NjEkinEJUugZctuNGnyJh06tKJfv+KS53H9i63k5/+1tq+Prls3g+XL\n76h0WrCy6cTf/e5r8vOfPtGfo65bN0PnzbtYc3Kydd68i3Xdugd03ryLadx4WYWdO3eGlJQMBg/+\nmA4d+nL99e5cly4t+1rl5rqirklJDwUW3K7t61CZsL1XP/64LWef/UsKCo6EJZ4xxtQBVf2Hqv5Q\nVQ/g+jxVCrU4akfcQrgBG4GBNdinI7ANd8XTP0WkCHhOVZ8PsT2mGiUdonPP7cbbb8OYMXDaaa5m\n1bPPwpYt7io+EVdENDkZEhOFL7+E9u3h2DFXzqBRo5YUFQ1n586Ko12BfCtwIzHjx7uRreHDXcfl\nxRfdeojPPONiLFhQRPfu8Ywd66YWe/WCX/wCnn7aHfutb7krA/Py4IIL4MiRpmRlNWXbtqPs26dM\nmHCE5s0bsXHjFPbtmxfK6+NNz5VM0Ulm5jDGjXOjUrt2JTF2rJCcfCB4OrHOOiQFBYfLbAemG93o\n12CmTnU/l8JC99rFxZW+VhMmuJ/fKaf0YfRoYdKkl6Vz5ycpLFxBfv4wMjIuLj+NXNupyApLIdUB\nERE6dpzIK6+cyfLlXzB//h/x1nk0xpiGRFULq0u5DbXTVdNfulW14GxvbaO2wGwRWaWqn1Q4WGQq\npQUh9+BqFeV4j2VDaU2o2m4HxaqT54vGbene/QvWru3GkSPwyCNudGvNGvcFf/QoDBwIq1fD/fdD\nixZuJKplS7eUTk4OqMZx113FJCWlkZZ2rm7a9Fb5eBw82J4lS9yUYePGrmOwdjLgo8QAACAASURB\nVC0lhUiTkmDx4oOcdNICduxIYfv2NHbtOkSHDqmcc04rvvzStWfbNtfZys93V/etWOHWTBw6FGbM\ngC1bEjl4cD15eTeQnHwObdoUqmpOXf58vU7Voer2D9wX8vsvI+MpJk/uyoUXug7rwoUuv2vJEhek\nqMi9Fq1bu+KrGRlu9HDpUvfannYaJCcLS5fCsWNJtG5dSJcu5/Lf/75M27bnMWlSR8A932uvnSaZ\nmbcGdxpr+vkgOfk3ZGaOJC4uF3g71Pdn0HOO4Z57tjN//myO85eiMcY0VKHmdA0CJqjqUG97PO5S\n7+DL9Z/F1Q6a5m2vAgZXUtfifuCAqj5e7n7LiQhRyejEoEHZDBo0iGXL4JZb4L77XMmC+HiXa9W0\nqSvsmZUFjz3mvsgDtagC5ROystwIzJo1x/jPf65i9+7vBI96yODBn/DAA2czfz7Mm+dGywJL8ajC\npk1b2br1pvIjLZKZOYwOHV6gY8cOgOsErltXxGmnxXPzza6T2KIFjBgBzz/vOnUffDBH58zJrsH5\nN4j3UJl8r+LiXvz2t61LHgxOtF+61NX2auGt4nPkiKv/tWePqzW2cyf07Ony5CZNKmLv3njOO8/d\nf8oprkNXerFClaNeZS6C2LQplSNHmtO/fyNGjmzP5MmrWbbsWFULdx/3XEWE1NQP2LHjYn7wg90M\nH96Kxx9fw7JlhV5ZjOcaws/seBrKe88YU3eq+9yHOtK1AOjuFQzbDFyLSyYL9i4wApjmddL2qOo2\ncQvpxqvqfnEVsb9LucrX4RItNazqTXr6VWRkjKZPn7gyU1RHj7opxYSEXWzbtouUlDRuv92t9Zea\nWloiIVA+IWDAABgwIIGiohfYsaMJixYVycCB/WnWrCl792Zx223FZGXFcfbZ8OabsHFjMc2abSYu\nbjsHDy7RvLwKX/K6bt0MOemkD9m7tzepqfvYsSOFffvi2bfvVCZMEETiS9ZMDHy/Hz5cEPwcDf3n\nGDy9KQMHzgKGlDzY21uxZ9y4HRw8uInCwjYkJByhbduN7NvXj+Li5px7ris7MW1aoHHQsmU855/v\nXrNVq9w07fjxAK2BIUye3FUyM6m0Exy40OKJJ+C552DWrCOsXx9fUsICpjBw4M0sXHglbtSr5lOP\n6elX0b//ubz7LsTFNUEERBpRVHSPN239XB28pMYYE1VCSqRX1WO4DtWHwArgb6q6UkRuE5HbvH1m\nAGtFZA3uF+lw7/D2wCcisgSYB7yvqhXWeAP3BSTHq91kKpDU1FulS5f19O37Cj/4QRMWL07g2WeV\nRo1cjtWVV8LRozvZuPGnunp1d3buvK7SRPLyNaxmz3Zf3AUFbRk9OoXeve9GZAiJiefyxBONufZa\nOHSoyPvSP0xx8URWreqiy5f307y8/6uqvbp+/Y26fHk/nTMnW5cv70dc3OssWnQt69dfxo4d+0vW\nTBwwAN54Yyf5+U/X6wsYScE1xAK8WmAsXz5aV6/urCtWdNM5c7Jp1Oh/jB3rXpdFi+D733c/s2ee\ncZ2s115zSxCNHOnKctxzjxs5VHUJ+GlpIyvED+TmBUp7LFgAqamNOXQIRo3axrJlLcjKGsWYMSmc\nccbjkpGxkrS0Px0vkd97Ty5n0KA/MXq0W3H84MHG/OY3W3DrOWpDufLSGGNOVIOoSM/HH5eUC2iI\ntYgiRTIyhtGly1/o3Lkdt9zipuVWrNhDXNzXNG9+oMb1pcqXM1CFN96ADRuKGTs2juefh2bNYPdu\n98UP8Mknx9i/fzUpKZ1ZuPCG6kpM1OhcKpZaqLLdFY6N4ikecWsl/hm4ADf69DUwXlXdHxoJCRPY\nsOE0CgsbIbKc4uLvaekyQOcB9wFZNGnSmJkzE8pUuX/iCTelWFzsEu/79oXu3Ut/VomJ8OGHsHcv\nNG1aQPfu/2PPnk9o2/ZMliz5LkVFQlyc2+/wYTdVnJa2ma+/7k18/BLi4jrSqJE7kdTUYs46S7j5\nZuGJJ9Yyd24z9u9vheoR3CXUt9O+/QOMGHEfe/fO5JtvzuXnP0/kvPMgPf13bN48jvT0KwOrCUTz\nz+xE+OU8jDE1V21tyAbT6YJa1UWKVSIidOv2NTffnMmCBe5OVdcpeuutE3odK9SwWrrUTRu2bw9f\nfeUS3gNX0k2Z4pK1Dx/ezNdfdwr+Iq2XE61J+6P4i8+bZv8l8KKqfiMil+DWTDwNV0z4a+D/gPeA\nh4BzVPVM79gsoAfQDJEHycpaXKaDfN11bh3Ir76CjRuVvDylsDCOXr1cHbTbboMOHeDMM+HTT92F\nD9/+9lHOPTeR//7XjYoVFLj8v0svdf/Wrp1Fbu4VtGx5K+ec8xD79m3kwIFMFi5szNChWxg3riMP\nPFDMf/9bxFlnFbJ8+c/Zvv0mEhN3c/HFF9KnTx5FRYV8/nkP9u7dwJw5p5Ke/v3ynfJo/pmdCL+c\nhzGm5qr73DesZYCaNm1aH08brXW6gpfgCdTXkpNPXi8DBsySzMxhZR4Pug24nJnTTstg0SKX/P6d\n77gO1/btJ/w6Vqhh9dprOxg40D1vz55wzjluNCVQM+tnP4PWrZcBg09oWZ4Q1fbnWOG1O8GYoRyv\nqodU9YHA6JWqfgCsA/oDVwGfq+pbqloITAB6i8hPvH1zVfVVYB2qBTpv3sVs3fqTMtOSqpCbu5Ml\nSx5h377v0bjxboqL3ZWgrVq5qyETE+HRR12B2eXLE/nsMxg92nXW9u2D2293yfpr125l+/anVfUI\nKSlJLFx4I3Pm9GLVqt8jcoSEhOaMGLGZBQuEjAzhvvuS6N79Bdq1OxeRKxg9ujkrVnTmlVc68dln\nrzJnzmkAJCZ2P9HXzRhjGqJQE+nDq6Cg4Pg7+YhLNh7OokVF9Ox5Leee281b9qYLc+d25dixs+jX\nbzgLFuQCQv/+w/nss1aSmXkeAwemMHKkMGUKTJ/uamUFlpiZO/eEX8cySd7Z2TlceulgwI2OBK6k\nCyS5T5++le3bG06+VeB1dq/jiU+Dhnp8EHGFg3sAXwC/wC0tAbgOmpcbmVnV8bpu3QzJzIRx40ay\na1c248bFUVSUAGQBb9Cp0585evRu5s4V2raNo39/oaAAOnZ0eWC9e5cWqz12DHbsgK1bj9G06V7y\n82cGLoLQ9esnisgy4HUOHjxA69YvsmjRv9i8eTpxcVtp1iwJkQTS0vaRkPAlc+eezYEDcPjwPo4d\nu5P8/LdVVUWESI6CGmNMODWcka6HHz5IcXGaZGfn1HVifbiveDtezJIE+F69XmL06BTS0+9l5cpu\nfPaZSyT/4ANYubIbffveQ8+eKSQnv8lpp/2d0aNTuPDC20hO7kZxcTtEXL7OlVeWLmPjVVIPqfHB\nhTx79y5dM3Hr1l2sXLmYLVtm6rp1M8L9up5ovJKk7j59HmH06JTqKu1XdTydOz9T2+MrPJ9bMPVV\nYKqqrgaScGuTBtsHrK/ueQJV7yksPJ+iohSgA/Ax8CHFxYUsWnQtO3fmsHv3BvbvL72aNSHBdbSO\nHnXbHTq4K1j37YP9+68qfxGEqp4ONAcmsGvX5Wze/KGqKqrFNGkiTJiwgqKiJqxe7YrWPvTQV5Ys\nb4yJZQ1jpGv06MV063Y6v/pVv5L7qrjU3ReSkzfSsWMibdokecvlCL16lVaL79jR1WUqLBQuugjm\nzj1GYuIRRJLZu3c7cXEJJCS0Kvkife21I7z33moKCzedSAJ6ldyVdV1LcrxuucV15jZuHNWgfh47\ndz5Po0a7iIt73LvSsgcjRkBW1nOSk3P8kgV//7tbrHvZMvdziYtrQlHRnZVW6j8OEYkDXgEO464I\nBjgApJTbtQWwvybPqaqfBm1OFJHr2bx5gap+ICI/Y+/ef7J27eVcfXUbsrLgH/+AFSuK+fnP40rq\nsf3pTwdQPaCqc6uIUQg8LSLDcRcDvIuI8vnnf+LQobtJT7+SuLjhgDJ//kDS08+z6URjTKxqGIn0\nAwZ8yKRJQyo8WEeJ9dFU36nSBPjg4pfgRiO2bHFr84HL02reXNm7dwMtWnSkWbP4kiKnubnu8Xfe\nma9ffVV+iabat78GVxOG+3Wt5jWt+kqSjh2/T//+f2Hv3o21udJSWre+j3POuau2x3vtE+AvQBdg\nmLor/hCRW4DrVfVsbzsJ2A7cqqp/DTr+QuB5Va1y2tHbbwVwt6q+LyIPAyeRkfEaaWkjKS5uxcKF\nA+jU6RE6dDij5Oe6cGE7ioqWqeoNx3nur4DbVfWfIvIqsE5Vf+09dgHwV1XtUMlxlf5s/JKA7pfz\nMMbUXH0WRw2Ppk2bVHF/vSTWh1NwQUkyMi6mZ8+H6dEjsyQBPivLjaj873/wox+57YkTXVmAwOOP\nPgpbtghNmyazadMRLrigWUnphsD/M2c2rst2l1+nsMFKSOjOggU3snnz9MCVlid0fKNGnUI63vkz\ncDJwYaDD5ZkO/E5ErsK91vcDS3DrlwY6a42BRG+zMW7qrlBEOuM6cbm4NIKRQBvgv95zvwp8Sl7e\ns+Tl/QB4Hlir33zz60BwEemES+p/LLixIjLQizkfiAdGAU2Az7xdXgamep2vrcBvgBdr8boYY4yv\nNIxOV/nFgEvvL4Byy5Xs2pVM48ZCUtL+mi7uG6mcLsnMHMappz5M1669WLLkJpo0aU2fPvHcdBMl\nCfB798I118C3vw2vvbaDGTOWU1zci/Hj3RIxS5e6mkz33gvQmilTSivJB0tK2hLWEyT8r2tt4un6\n9RODNk94WlC3bg3O36rNtOJJwK24acWtQRdA3qqqr4vI94E/An/FdWp+GLjSERgM/DvQFKAAyAHO\nx+Va/Qno6j33YuBiVd0NoKorROTnuM5XG2A2cGO55v0U+F9gCa8gjYGngG8BR3Cdr6GqesB77g9F\n5DFcHllTXJ2u+0/0tTHGGL9pGNOLGRmXlKkTBTB58tcsXz4KoOSx4PXpSvcLe1HVMp3Ach2/ksd2\n7eoJpDNwYBw33QTPPgsrV0K3bjBqFDz5JJx1lhvJEnE5UytWjNJ162bIwIGzSqZbp0wpTZIHKn0N\ngo4N12sQTWyKJ3rZ9KIxxm8afHFUVZUyOUQJCX0oLt5PcfHXFBT0ZNKkVKBiBwRcJ+S113bQtOny\nqka+6jL3qMyaddOmuQWG33zzECJfs3dvIR07pjNuXAcefhguvJCSxaefftrVTNq9u/Ry/YICOHx4\nLwUFnwbnTJUpVjp1KtxwQ8VznjZtF40bfx7ItyIv71C05K2FO159fvFFUz5gQ4xnnS5jjN80/Jwu\nSnOIJDNzGKef/mfGjOkCdGLq1NKdyq8RGBj1cZ0yV1eqvq96DKxZN3++S2DPy4OHHmoG9CrTKYyP\np8Li0/v2uRys4AT4uXM/LX+xQJlaTHFxA4FWZdrQuze89tp8zckpOS4SBWCNMcYYU6rh1OkKSEsb\n5XW4nKIiKr0NbpHe4Gk2qHSB38Bf8ZKZOUwGDpwVUi2wAwcyGT/ejWAFFhgeP94tEh3oFKq6tm7b\n5jpYw4dDp06wdavrdIm4/1esqLKmVkktpvIVyKHSWlzRVovMD/FiJWYkztEYY/yowYx0lSh/JWP/\n/vDCC65zFXwbKo58lT5HhaseK6wvCNWOigVfdehV1nbbmZmbufzyHiW1m1Thiitg7Vo3ZQhuFKtF\nC9iwAb73PXffNdfAr3+9hbFjN5OcfNzFqAPKjHrVYjFoY4wxxoRHw+t0lb+SsXdv9/+4cS5va9eu\nJMaOFa/j0hNIreQ5yiyDIyLZDBgwqkyHa+lSaNWqG507vyIDB+aSn/8paWlnliTHd+q0MLAEj2Rm\nHi65CrFly2IOH1YKC4Xf/94VJ12zxtXYOnQI7rwTTj3VJcn/739w003FNG68mebNv6htZ6km5Rss\n98hiNpR4xhjjVw2v01W+GjrARx99TX5+havzJDNzGJMnlx+9WlvplF1gBE0VnnoKmjVzCe7QmqVL\nhzB79vncdVcijzziipWeccaF3HFHPPfe+ypbtjTh299204lTpsTz0ktFqO4iIeEIcXEdOfVUYdQo\nNwq3Zk0xu3YpIvEcOnSYwsInWLv217YsijHGGONvDa7TdSLTaRX2bdPm25xyylx9//0y+6pqjgwa\n5IpS5uZCcXHpCBq43LCxYxOZP99NC3boAEePxiMC7ds3pmfP0iV6VOHnP4/nzTcXkps7jI4dH+Lo\n0TsRacKePYc5cOADEhIu4p13XAXz4uKF4ehwWe6RxWwo8Ywxxq8aTMmIOnmunJxTWLToU958cwGN\nGiWUKaS6Y0dvCgtbMGCAlBQnXbMGUlLcFYZHjkDXru7qw9/+FpKTXTJ8YqIrThpYokfVJcHPmDFH\nc3KyKywzs2TJPygqmh5cwVzz8ibVxfmZyolIdL/JY5yVjDDG+IkvSkbUiRtvzGTAgHgeeeSCMkVE\nlyxxI1t33rmHffuSEElEFXr1cnWzwF1lGEiOLypyo10//CFMmuTWQTz33LKlHgJ5Y5UsM6PffPO2\niGSf6Bp9oYjl3KP6/NKL5dfVGGPMiQm5ZISIDBWRVSLylYiMq2Kfp7zHl4pI3xM5tk6lpY3i9tuT\ngYrlJETguutaoiqMGLGL3FzX4frFL6BxYzfydegQPPywG9nq1g3i4mDYMGjZsspSD7p+/UTdtOlt\nVVXdtOltG9UyxhhjYlNII10iEo9bF+5CYBOQKyLvqurKoH2GAd1Utbu3UO6fgUE1ObbOBZebCC4n\n0aeP+z8/HzZu/JLly3uRnv53CgquQCSevXsPU1Cwmi+/LCIlJYOLLmrF9u3umPJXT9a01EMM5OXY\nOfojpo1yGWNM3Qh1pGsAsEZV81T1KDANuLzcPpcBLwGo6jygpYi0r+GxdSu43ET5QqoAl14KjRpt\n8BLbXych4SATJqwgLu4oxcUP6IoV/di27SfMnbumzKLS7urJ6zUnJ1vnzbvYamQZY4wxprxQO10d\ngQ1B2xu9+2qyT3oNjq1brtyEq94eKKQKLqcLylZyD+RizZlzGgsX3kBiYnfwamItX34H48bNYsKE\nOYwbN6s2i0mHe1meSCwDZOfoj5i2hJQxxtSNUBPpa3pVWFRcvVOhhESgkOrhwwkkJW0JnhbU9esn\nBh36dvnn4TjFSI0xxhhjgoXa6doEdA7a7owbsapun07ePok1OBYAEZkK5Hmbe4AlJeslen+F13Sb\nvLxD5OVNqu3xtl3zbVXN8XM8PMFX94UrfnBsP8TzZAMZGGOMT4VUp0tEEoAvgQuAzcB84LpKEulH\nqOowERkE/F5VB9XkWO94q3NjTIzxy+feL+dhjKm56j73IeV0qeoxYATwIbAC+JuqrhSR20TkNm+f\nGcBaEVkDPAcMr+7YUNpTW5aX44+YsXCOkYhpOV3GGFM3Qi6OqqozgZnl7nuu3PaImh5rjDHGGONH\nMbUMkDGmYfDL594v52GMqbl6m140xhhjjDE1Y50uLC/HLzFj4RwjEdNyuowxpm5Yp8sYY4wxJgws\np8sYE3X88rn3y3kYY2rOcrqMMcYYYyLMOl1YXo5fYsbCOUYipuV0GWNM3bBOlzHGGGNMGFhOlzEm\n6vjlc++X8zDG1JzldBljjDHGRJh1urC8HL/EjIVzjERMy+kyxpi6YZ0uY4wxxpgwsJwuY0zU8cvn\n3i/nYYypOcvpMsYYY4yJMOt0YXk5fokZC+cYiZiW02WMMXXDOl3GGGOMMWFgOV3GmKjjl8+9X87D\nGFNzltNljDHGGBNh1unC8nL8EjMWzjESMS2nyxhj6katO10i0lpEZovIahH5SERaVrHfUBFZJSJf\nici4oPsniMhGEVns/Rta27YYY4wxxkS7Wud0ichjwA5VfczrTLVS1XvK7RMPfAlcCGwCcoHrVHWl\niNwP7FfVJ44Tx3IijIkxfvnc++U8jDE1V185XZcBL3m3XwKuqGSfAcAaVc1T1aPANODy4LaFEN8Y\nY4wxpsEIpdPVTlW3ebe3Ae0q2acjsCFoe6N3X8BIEVkqIlOqmp4MB8vL8UfMWDjHSMS0nC5jjKkb\nCdU9KCKzgfaVPPSr4A1VVRGpbJ6yurnLPwO/9W4/CDwO3FRFO6YCed7mHmCJquZ4j2V7bQhluw9Q\nl8933O2gc/NlvFjZBvqISLjjh/v9Wu/xPNlABsYY41Oh5HStArJVdauIdAA+VtWTy+0zCJigqkO9\n7fFAsapOKrdfBvCeqvaqJI7lRBgTY/zyuffLeRhjaq6+crreBa73bl8PvFPJPguA7iKSISKNgGu9\n4/A6agFXAp+H0BZjjDHGmKgWSqdrInCRiKwGzve2EZF0EfkAQFWPASOAD4EVwN9UdaV3/CQRWSYi\nS4HBwJgQ2hISy8vxR8xYOMdIxLScLmOMqRvV5nRVR1V34UpBlL9/M3BJ0PZMYGYl+/2strGNMcYY\nYxoaW3vRGBN1/PK598t5GGNqrr5yuowxxhhjTA1ZpwvLy/FLzFg4x0jEtJwuY4ypG9bpMsYYY4wJ\nA8vpMsZEHb987v1yHsaYmrOcLmOMMcaYCLNOF5aX45eYsXCOkYhpOV3GGFM3rNNljDHGGBMGltNl\njIk6fvnc++U8jDE1ZzldxhhjjDERZp0uLC/HLzFj4RwjEdNyuowxpm5Yp8sYY4wxJgwsp8sYE3X8\n8rn3y3kYY2rOcrqMMcYYYyLMOl1YXo5fYsbCOUYipuV0GWNM3bBOlzHGGGNMGFhOlzEm6vjlc++X\n8zDG1JzldBljjDHGRFitO10i0lpEZovIahH5SERaVrHfX0Rkm4h8Xpvjw8HycvwRMxbOMRIx/Z7T\nJSLxIrJYRN7ztgeIyHzvvlwRyariuKEiskpEvhKRceFttTGmIQplpOseYLaq9gD+5W1X5kVgaAjH\nh0OfGIhp52gxG0q8cLsDWAEEci0eA36jqn2B+7ztMkQkHvgj7nfbqcB1InJKfTQuWjq91o6yrB3R\n1QaInnZUJ5RO12XAS97tl4ArKttJVT8Bdtf2+DCJxChbuGPaOVrMhhIvbESkEzAMeAEI5GBsAVp4\nt1sCmyo5dACwRlXzVPUoMA24vJ6amV1Pz3uisiPdAE92pBvgyY50AzzZkW4A0dEGiJ52VCkhhGPb\nqeo27/Y2oF2YjzfGmFA9CfwSSAm67x7gPyIyGfeH6ZmVHNcR2BC0vREYWF+NNMb4Q7WdLhGZDbSv\n5KFfBW+oqopIrS+DDPX4OpARAzHDHS8SMcMdL1ZihjteWIjIpUC+qi4uNy0xBRilqtNF5GrgL8BF\n5Q6P7su+jTFRqdYlI0RkFZCtqltFpAPwsaqeXMW+GcB7qtrrRI+PcGfMGBMh9V1qQUQeAX4KHAOa\n4Ea73gYuV9UUbx8B9qhqi3LHDgImqOpQb3s8UKyqk8rtZ7+/jIlBVf3+CmV68V3gemCS9/879XG8\n1bgxxtQHVb0XuBdARAYDY1X1pyKySEQGq+oc4HxgdSWHLwC6e39QbgauBa6rJIb9/jLGlAglkX4i\ncJGIrMb9YpoIICLpIvJBYCcReR34H9BDRDaIyI3VHW+MMRESGJW6FXhMRJYAD3nbZX63qeoxYATw\nIe7Kx7+p6srwN9kY05BEfUV6Y4wxxhg/iJmK9CKS5OeYItJdRH4vIr2Ov7fFjNZ4kYgZC+doTG15\neX0RFy3tMKHxfadLRDqJyN+B272Chr6KKSIJIvJH4GXgG1X9/HjHWMzoixeJmLFwjg2B95qcJyJN\nvO2IfLl6lflTRSQhsB2BNiSISPtItiGoHYNEpLlGcDrIa8ejIpIZBe2w92hpO2r/PlVV3/7DVZr+\nCvh1ufvFLzGB7wDFQI8wvq6+j2nn6J+Y0f4P1wFdBVwcwTbcBCwHXgde8e6rt9+TVbThh7iajW8A\nL0fwtfgp7uKJGcD7QHyE2nEBsAz4O9AFiIvga2Lv0dJ2hPQ+9e1Il9cjPxuYqqoPefe1B1cXrCHH\nFJGmgduq+j/cciQ/EZHe4ta6vMO7qqrOxEJMO0d/nGNDISKB379FwL+BfiLSpdxj9d2GBBG5Hfgx\n8BNch+MCEblCVTWM7WiDu/pziKpeA7QXkTEiEtai2eKWcroVuEpVhwHfxv2hEInRnf7AA6p6tap+\no6rF4W6HvUcrtCXk96mvOl1enkgygKoexvXOO4jICHFXHT0tIvcE8kjq4s0bzpgi0kFE/g08GYjp\neQq4C/gr8DHQE/hDoMMXiliIaefoj3NsgAJ/iH2DW2ooFe8LPvAFW+8NcFdhLgauVdXF3vZjeMup\nhKsdwD7ckkuNve37gdOBgWHu7CQBO3G/qpvgZi1aiUij+vpjvRoXAIdEJElEHvO+UzqFuQ32Hi0r\n5PepLzpdIpIsIq/hSlPcHbhfVd/DvWl+ilvf8QkgGRjnPV7rD1G4Y4pIC+AWYC/QA/cXh3jPuQa4\nFDhTVV9R1Vtxy5RUtnyJxYxgvEjEjIVzbIi8v9KTgUxcR3Q+cIaIjBeR3vUdP+hLYqmqbg/aPg03\nrRVOzYF5QBcREVX9FDfFN4iySzTVuXJflpuBfwG/BdZ7/36BKyHSIxztkNL8oH/gFlR/E9cRHIBb\nDebccLQDIvseLfdzidh7tFw7Qn6f+qLTBaR7/98CnFbuzTARN1T8hvcCvQ8gImkh/gUVlpgi0hZA\nVfcCb6nqlcBHwI1Am6Bdc1T1QND2IiB422JGMF4kYsbCOTYEInK9iNxWyf3ivQY7gERcx/NW3MLZ\nGwL71Fc7An8AqmqBd1fgy74prvZYnavqtVDVXUA+0AcIrEzyBq5zHkoR76racYWI/MDbLPkeVNXN\nqvo08B/gSVW9HZdLlIn3O7+OfyYV2qGqRd72RuAkYK3+//bOPfqqqtrjn8kPfoIGysMkEUwUkxRF\nMUmza/hIRdEsK4uhopGPm4pSKr4irNCyVLo3y0y9yrUUTM0XlZr4yO64V0OkcuRjdHt4vTe8mreB\nIinz/jHX9iw25/c7j733ec7vGGuc/Vr7O+c665w991pzzWmZDj4PvIH5xBdqRQAAEWdJREFUdxUu\nR8LR4D7a1/fSsD5aQY7M/bRtjS4R2UdEhonIQFV9BjgTm6pYAfxjcp2qvqCqL0RV3wesVdW/1Drq\n1EhOEXmfiPwSuEZEzhCRzVT1N+H0lVjnP0hEBpWqyAAR2VtsWvPdQa5a9Ot4TtexM3RsB4j5rN0F\nzMIcgDdAGEUYCWwP3A8chY0mPAJMTK4pWo5InjfD5jhgRfhOz8rKX0kGKfnk3AoMB6aF/vM88Dww\nIQ8ZIr6xwCLgKyIyTFXfSmQQw0BsdmKNiPSo6p+B1wh5iPOaZuxLjsiIeRhYhfkNDVfV1ZjhM7gR\nciQcjeijleRIUGQfrSRHbv1Um7QSod6CvW3chVm5VwMXp87vBvwIy58GvB0AdhqWeugRYGp8rtU4\nsR/WddjowERstcYCYFR0zafDvbeOju2EWd2fqaNdO57TdewMHduhhDZ5CLguOjYwdc2A8HkGcHxy\nDLgQmNwoOVLXT8VGHa8Kn7Mb3Bb7Y/+xS4DrsemsETl/N8OBrwKLgatS/Ml/94mBfz5mZDwOvKcJ\ncuyIzZwsCe3yH8CUJshRWB+tRo6i+2gd7VF3P81N0EYV4AhgSdh+N/AicEB0flPg5OSa6Phs4LR2\n4MTmjZ8BxoT99wPfSN8LuBYbbfsycGrcKcJ21Uudu4HTdewMHVu5YC9om4btz2DG6FbY1NCXgQOB\nkeF8b4vI0RPVOxTzw7uYfoyzAmQYFNXbDDgVmBcfzyhHb7Q/EXP52BZYmfTb+DvBHKX3wgyu+U2Q\nY1Cq7uGY4dNoOTYpuI9WK8fAaDu3Pprle6m3nxbSmEV8OdH2p4GFwOCwPxtYTmQRh8b4Xji+DHhX\n6n4V/9wbyYkN2d6B5XJ7bzh2FXBe2O7FEup+Bxgf1VuIxTy6E9g2Ol4xnks3cLqOnaFjOxTgI9ho\nyK3Asuj4ncBzwE3AWVjMpYuj83sAu4ftzDGHMsixJzaq8i6i/74GyzCFMIpTQFvcEx0fB3w1bJ8d\nrrkmJUfyneTxUK9Xjj2APQrqo7XIsXuBfbTW7yWXPprD91J3P21pny4ROVREHsX8ROaIraL4X2AS\nkKyE+j42xz07qro/cBiwFjhXVV+M7ilaclRsKmfwD7see/Nbgn3Z14bTPwUmiMhEVV2HBaYbgD3Q\nEJEPYL5i01X1CFX9Q+ILoP0soe0GTtexM3RsBwQfoCOx1ckXqOrRmA/O+eGSLwJfUNWZqnoF8H1g\nrFjy7OHYKqzXIfNq6qxy7IwZvy+q6n81UYbXoJC22FpEklXmY4ARIjIeOBjzxfnvUHd0kGNtkOPN\n9P0bKMcuhPbIghzkmERxfbTW9sjUR3OUo/5+mtVaLKpg03UrgA9i0xWLsRWBYP4Bs6NrjwAejPYv\nBY6O9qt6k240JzAWOCXaH4g5T04M5xYA34zOPwJ8MGxvFh0Xqp9+6nhO17EzdGyXgq1kikf0DsPe\nnjd6C8ZiHN3cqXK0ggyV5MCmjVZg4SHOBD4OPO1yuByNkCP3pbhZEUaFFDNyVqlFsEZEZmJvyrdh\n0xQXichTqvrv2HLWfxORAaq6XlXnRfcbqBXeVprBCaCqfxKROxMZgG2wN4rnVPXvInIL8F0RmQ+8\njD3kXgp114R6PWqjaP2N3iX6dSxnM3SM0eh2baSOUR9veLu2IkTkXGya9Fuq+gbwNLAuumQy8EzS\nH0OdIZhf00mE0cG4z7arHK0gQw1yPKuqKiKvYy8I96nqGrFVaSPEVi2+5XK4HEXJAbT0SJeEMjDs\nnx1KsnrgC9iqgeuw5ZrnpOu3Imd/12BOpj8HhkXHdgq8S4Fda9RnTCXuAjh3SO2XW32SGydmFA/o\ni6sgHacBW1W4Jk8dDwJm0I+zZkE6LgCGNoqz1QsWG+gC7A34cWC31Pme8Pk14JjUuTOB+4BJnSBH\nK8hQhxyfKlM/s8+Wy+Fy1CRT3jeso1GmYnOmySqXntT55IG6NG4U7C16G8woqmkJLeaIlzR2OUMk\nN05gB8y5fnZfXyIlo24mcEvY3p6wBDWWEfOT6de4C5w/xuKqXAbs3ADO7bERwcewKPzvbwDnJ7G3\nl3l99J28+cZjqWt+nf7xFsGJLV1eTEg0m/xGGtB3/hVYjY38DiFlzObN2S4FeyHbF/sfWBj6+UZG\nKWZQjMOmKS4KxzKvOmslOVpBhjrlGIeFO+jJs1+6HC5HtaVpjvQiMkREvg3cgi25/CFsEI2XsL9e\nRIZhDrl3iOVzOwGLAfRnVb1MVZ+QDYOX9cU5UkTuxYyp/fq6Li9OEdkOM3rWAJeIyCBVfTNdR8O3\njj24lovIedgIwtT4fJiaWR9dX45zKmb83A98AhgBTBeRTeLrcubcG7gdi+J8AObfs2M4F0fzzYUz\nuuf/BF2PEZHt1ILYJRGL89Zx91D3D6q6i6qujM5tkDYjL04s2W6vqu6kqstU9W2n2oQzZx0PwYL9\nPooZmO8ERoffQ1E6tgWi6a9fqbkO/BO2immfpG3EMJZSWITbkvqq+vdOkaMVZMggx+3YwzT7NJHL\n4XLUg7ytuGoL9kb9QLT/EDCXMnFBMOvzPixK7NPA6anz1Tit9wAfw1ZdLcQMvSRGTLnRrro543PA\nh8Ln7YRlp/Q9mncP5iOziBoDAkb3eAcwIzp+dNzOOXPG8X22ibavBU4nFYcoK2e6zbFpihOx6awf\nxt8l9oaTW7uG7Z8AB4btGdiK1aHlrs9DRyzF1NywfTIWp2fP6HyuOmKjWsOj49cTOc7n2XfarRC9\n+Uafc4EfEIWHwRYVvIyFyxjZiXK0ggwuh8vRLnJsJFfRBKlGmBxtjwduBiaE/b2Ae4keKtG1B2PT\nSJdTY3yOFGcyerU/ZvV+rJ96NXNiWc8fwwJDTg/HBoXP0cDfgB3D/kYRmbHE2ZOiYxWHOFOchyb3\nis7viU1RDS5TNw/O6an2vRtb+XEH8F3gH2KZ6uFM8R0SHf8kln5pcywJ6VyCkZuzjjPCscOxyMO/\nDH31nvBD3TdnHadH+q0C5mBG+5ewPIYnJffMu+9EdQdjsbdmpftUFs52K7DhSkts+XwSm6w3fC9H\nYj5wh2Dx+iZ0ohytIIPL4XK0ixx9ytcQEgtqtgx7WF2JGT2jsSnFqZQeVldgSUZJNVovkQ8V1T1Q\nYs4r2PBhLdgDYyEloy/9UKmJkzByB3wUG136FRZ6Io6k+zXg4TJ1yxlg1Yze9cUZt90cQiqDVN2N\nRtsycibG5eTwOQqLg3Je9P2We3BXCv5Zli+cOx9zMhfM0HsN+HBf986g44qI80uU0mGMwUZML8hZ\nxycjvp/GfQb4MDb911svXw39dR5RcMuYox7OdiupthiNjfytBHal9Ob8WSym0/PARzpVjlaQweVw\nOdpFjn5lLJzArMmHgOOxt+dFwGfDuW9ghshWYX8c8J9EOdtS9xpAdTGMynFu4MiORdldRHiTjznq\n5JyIzR0n++dgxt6k1HW/x6zs44D9ytyn6pGCajixKPnJlNistDw5cm7kWI6laTi9HEe1nH3wLcIW\nXxwF/DH0ma9j08EnZOHrh/NbpFZmhnNfAc4qSMckON96wrQ7Fj/u8oJ0TPed92IvLtv2c5+OGtnq\nQ8cLsBHHL6aOT8bysV7aLXK0ggwuh8vRLnKUla1ApROrcjCRvweWGHoOZsyMwhwsT6A0UnIDdc6r\nVuA8Ddgidf3R2MP6ZsqMBtXIvR3wz8A+YX8kcA1mXMX5mhaHh+gSIv+ZAjiHYCNAi8OxxzADrM8Q\nADlwxm8ZM7ApvyML4psJTMdGnpKcf4diQWozGQI1fJdHYAloP5oz36jANyvqM4uw1CmPAxdm4atC\nx2QUbQ9sOnPLrHztWLCcbE8CNwJjo+PJi9uoev+r2k2OVpDB5XA52kWOfmUsQOkhfRwfhfn5PBga\n5DbsbXsK5hfzY8wy/RfKhFXIiXMp8IHo/FzMz+ouasggTxRugpKhNxLzE5sNbB6OnUgpUfZAbHXE\nowQfoOQeBXJuiRl4P6FMCIeCOLcK7fkAwZ+rAL7ZwE3putQxxVWnjkMx37WfF6jjicBtYfsdWPTu\nKwnTjkXrGNVdSpcaXUH/mtwaOlmOVpDB5XA52kWOPuXLWdnzsPxaZTOTEwwbzHHtXOCSsL8JcAwp\nJ+gCOM8Gvh72NyU41EXXVvK9iUdyNo22k4faJ7DRg4Ojc78mWNxsuGKi2mnLrJyxkVltipl6OH9D\nacRpcoqzqHZN+NJTwo1o112j40XquE2Ze1Xky9qutNgfVTNLtb+bbpCjFWRwOVyOdpGjXMklDZCU\n0t48CszHRq1Wpq9T1d+FzzUi0ov5N6EWlv/mcK/kgVIpNUk9nIOxLPeoxTw6qhbOwIeITAM+LyLX\nqurtmAH1FjaNOQY4RSxR9vZYuInVof6LoX5PJa4cOX+Raq+KvHVy/hZLDI6qPpnSUwvSMUkxsz51\nv6J0jNv1qQbpuDq+j4SUPJX4MnK+pOGfK6VjVyK0RdP1bwU5WkEGl8PlaBc5ykGi/9Z8bihyKeZT\ndZGq/q3M+SFYAsk54Zp7o3N15d/KyJk8xMrdV1IPn70w/5pfYOlOfo85bq9LjBoRGQQcCHwKm4Y6\nR1WfrUGXjud0HTtDR4fD4XDUhsxGl1h08C2BU7Dl7c9h2bovAX6WegiMwEakXsacgVe1A6eIDFbV\ntSJyPjYK8D0R2Q9zOn5KVReljTcR2UxLSX77NOy6mdN17AwdHQ6Hw1Edak4DJCKXi8iFYfud4c/5\nr1hMjGmq+hI2VTgLSyOS1Bugqi8DJ6vqkaq6SiyNjmzM0jzOYNDFnx8HTg2nd8aW8YPFNVqOpdjZ\nWi1VSpzyJnmA9VR6gHUDp+vYGTo6HA6Ho37Uk3vxDmCuiLwH+LaIHKTmk7UE2EEsf9vVWMiCw0Qk\n8RtTAFX9LZT+3KucTmwYZ/TAGRY+e4FdxPILfidsj1GbxnwjcB6fqhvfrxr/oo7ndB07Q0eHw+Fw\n1I+ajC4REVV9GIvdcynmiHssgKo+CPwJi100CMu/NwtLuEza0Kn2z71oThE5QCwxdbK/iYicgS3P\nB4uavxpLkP0KtrrrBhE5HFtu/wSwtYhsUY0+3cLpOnaGjg6Hw+HID/WMdIHlu9sfWx3wqogcF47f\nhxlAx6vqXcBxqvqX7GIWwynm73UjcI2InBQOr8Py620uIgeE0YC7sUCRY7HUM3djjvlnAw8Db6rq\nX53TdewkHR0Oh8ORM7T2+BdJjJ/52FvzNOxtejfgMuyhsFt0feZ4P0VxAltggTyPxVZ4nUCIn4VF\n/74xunY5cAulXI1Dgc9hoRJm1qBLx3O6jp2hoxcvXrx4ybfUPNKlYYpOVRdgKwi3AL6J5aZbp6rH\nqerK6PrMMSmK4lR7238Fi1w/B9ibkKAZe2CNEpELRWQ68DoW2f2Pofq+mCP/h1T1php06XhO17Ez\ndHQ4HA5HzqjHUiNEw8aiyD8dtnuj87lHgi2KEwuQOi9snw68ihl0PVjC31uxsBRTUvXq1rEbOF3H\nztDRixcvXrzkV+qO0xUc3FVE7geuVtWlItKDDTQVsuS8CE4RORZLzqzALth05VHA/2HJlF9Q1bUJ\nPzZ1mUm/buB0HTtDR4fD4XDkh0zBUUVkKHATsEBVn8hNqgZyisjmWKTuH6jqaeHYBGCcqj4QXZdb\nKpRu4HQdO0NHh8PhcOSHrLkXp2D5Dp/MQZamcKrqqyJyA7AM3n5YPQs8m7outwdYN3C6jvnzNYvT\n4XA4HPkgk9GlqsuxVVINQ0Gc44HBYhHs335YJdOZOXN1E6frWAyawelwOByOjMg94XU7QkSGq+or\nztnefM3g7AYdHQ6Hw5EP3OiKIE1I9NsNnK5j53A6HA6Ho3640eVwOBwOh8PRANSbBsjhcDgcDofD\nUQPc6HI4HA6Hw+FoANzocjgcDofD4WgA3OhyOBwOh8PhaADc6HI4HA6Hw+FoANzocjgcDofD4WgA\n/h+22fuhZqY52QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig= plt.figure(figsize=(10,10))\n", "axm=fig.add_subplot(1,2,2)\n", "\n", "ax1=fig.add_subplot(4,2,1)\n", "ax2=fig.add_subplot(4,2,3)\n", "ax3=fig.add_subplot(4,2,5)\n", "ax4=fig.add_subplot(4,2,7)\n", "axs=[ax1,ax2,ax3,ax4]\n", "colors=['b','g','r','c']\n", "\n", "#first forecast\n", "date = datetime.datetime(2015,7,29)\n", "count=0\n", "i = 1933\n", "iss = np.arange(1934,1920,-1)\n", "jss = np.arange(1661,1665)\n", "for i,j, ax in zip(iss,jss, axs):\n", " filename = '/data/nsoontie/MEOPAR/analysis/Nancy/nowcast/{}/hycom_{}_{}.txt'.format(date.strftime('%Y-%m-%d'),i,j)\n", " data, lon, lat = parse_hycom_text(filename)\n", " ax.plot(data['time'],data['ssh'],marker='o',c=colors[count],label='{}'.format(date.strftime('%Y%m%d')))\n", " axm.plot(lon,lat,'o')\n", " count=count+1\n", "viz_tools.plot_coastline(axm,grid_b,coords='map')\n", "\n", "#second forecast\n", "date = datetime.datetime(2015,7,30)\n", "count=0\n", "i = 1933\n", "iss = np.arange(1934,1920,-1)\n", "jss = np.arange(1661,1665)\n", "for i,j,ax in zip(iss,jss,axs):\n", " filename = '/data/nsoontie/MEOPAR/analysis/Nancy/nowcast/{}/hycom_{}_{}.txt'.format(date.strftime('%Y-%m-%d'),i,j)\n", " data, lon, lat = parse_hycom_text(filename)\n", " ax.plot(data['time'],data['ssh'],marker='*',c=colors[count],label='{}'.format(date.strftime('%Y%m%d')))\n", " count=count+1\n", " ax.legend()\n", " ax.grid()\n", " ax.set_ylim([-.1,.1])\n", "\n", "axm.set_xlim([-125.5,-124])\n", "axm.set_ylim([48,49])\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Need to save this data daily. That might mean changing the name of the text files or writing in some other file format.\n", "\n", "Right now all of the text files have the same name.\n", "\n", "I don't think there is any need to look at the further in the future forecast.\n", "\n", "Notes: \n", "* Hycom model files don't change day to change day to day. For example, if on Jul 21 I look at Hycom July 22 results, that will be the same if I looked at July 22 results on July 22. \n", "\n", "Potential difficulties: \n", "* HYCOM doesn't have any observations. What do we use for nowcast? We might have to use a combination of neah bay and hycom. (but it has nowcasts)\n", "\n" ] }, { "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 }