{ "cells": [ { "cell_type": "raw", "metadata": { "collapsed": true }, "source": [ "The story of your project (why did you choose this topic?)\n", "The question: what is your hypothesis?\n", "How did you choose to answer your question and how did you design it\n", "Method and materials - Explain your process for conducting your experiment and how you planned and built your project/model.\n", "Data collection - Include your original data book\n", "Results and conclusions - Show and explain the results (graphs, charts, or table) and your conclusion.\n", "Bibliography - Include your bibliography if you did research." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Electrical signaling in plants - Logbook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### by Teo Ruffini, Driscoll Elementary Science Fair, March 2016" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## INDEX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Background\n", "\n", "- Hypothesis\n", "\n", "- Build process\n", "\n", "- Experimental plan\n", "\n", "- Method and Materials \n", "\n", "- Read recorded data\n", "\n", "- First data acquisition (March 2nd 2016 18:36)\n", "\n", "- Look at the data\n", "\n", "- We plot the data to see what it looks like, both signal and flag channels \n", "\n", "- Let's look at the spectrum of the data\n", "\n", "- Now we filter the signal to eliminate noise (we look for low frequency changes)\n", "\n", "- The data has been filtered to eliminate noise. We can plot it now and see if there is something interesting going on \n", "with the light changes\n", "\n", "- We do tests with fire\n", "\n", "- Conclusions\n", "\n", "- References\n", "\n", "- Annex: some needed functions for filtering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Abstract" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this project we are demonstrating that plants communicate internally by electrical signals. We are putting the plant into different experiments: Lights on, lights off, etc... We will connect to the plant to a super sensitive voltmeter, and we will record the experiments in second intervals. After that, we will compare the data under the conditions, and then we will conclude if there are differences. This is the main idea of the project.\n", "\n", "### Question: \n", "Do plants use electrical signaling when exposed to light?\n", "\n", "### Hypothesis: \n", "We will verify that the electrical signaling of the plant will increase when the lights are on, and will decrease when the lights are off.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "It has been recently proposed and verified that plants communicate internally using electrical signals (*Fromm & Lautner 2007*). For example, Trebacz and Zawadzki (2006) verified the presence of action potentials in the response to light of the plant *Concephalum Conicun*. In this context we wanted to check using sensitive non-invasive Electroencephalography (EEG) technology, whether we could detect electrical changes in the plant when exposed to changing lighting conditions. In our experiment, the plant that we used is the *Beaucarnea Recurvata*. Our motivation is twofold. First to develop the techniques to measure electrical signals in plants in a new plant. Second, to prepare the ground for future experiments using electrical stimulation in plants.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Experimental plan\n", "\n", "\n", "### Materials: \n", "- Plant (*Beaucarnea Recurvata*)\n", "\n", "- Starstim (super sensitive voltmeter and stimulation device)\n", "\n", "- laptop computer (to receive data via bluetooth)\n", "\n", "- Faraday cage (shielding)\n", "\n", "- light sources (leds)\n", "\n", "- computer with timer auditory signals\n", "\n", "### PROCEDURE\n", "\n", "#### Preparation:\n", "\n", "First, we prepared the plant applying small cuts to get to the plant's stem interior for better electrical signal capture. We placed some conductive gel on the exposed stem cuts and attached adhesive electrodes (four in total, see Figure 1), and connected the EEG recording device (Starstim, by Neuroelectrics) to the electrodes. Then, we inserted the plant in the Faraday's cage interior to reduce external electromagnetic interference in the recordings (mainly 60 Hz line noise from the house electrical system).\n", "\n", "#### Recording:\n", "\n", "A MacBook Pro computer was used to control the EEG device. A second laptop was used to set up an audible timer (10 seconds bell) for the lighting system operator (my dad) using Matlab. After verifying that the EEG recording signals were of good quality (low noise /amplitude), we recorded 3-5 minute data segments of electrical activity with markers on the lighting transitions. Every 10 seconds the operator switched on then off a set of LED lights of medium intensity directed to the plant. \n", "\n", "#### Data Analysis\n", "The data was low pass filtered below 1 Hz to reduce ambient noise after detrending (see Figure 2). The 10 second data segments of each condition (lights on or lights off) were then averaged to compare the two conditions, as shown in Figure 3. \n", "\n", "In summary, we will compare the electrical signals in the two conditions, $A$ and $B$ and verify if there are differences in the patterns of electricity. Repeat a couple of times and conclude." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from IPython.display import display\n", "from IPython.display import Image\n", "#Image('./plantdata/plant.')" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('sVJMFlD9OdQ')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Here we are going to read the recorded data and do some simple analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# First data acquisition (March 2nd 2016 18:36)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# load needed libraries for reading txt data, dealing with arrays and plotting\n", "from pandas import DataFrame, read_csv\n", "import pandas as pd #this is how I usually import pandas\n", "import matplotlib\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.signal import butter, lfilter, filtfilt, freqz, detrend,periodogram,savgol_filter \n", "%matplotlib inline \n", "\n", "# define the filename to read:\n", "Location ='./plantdata/20160302183637_PlantTest2.easy'\n", "\n", "# Load the data: \n", "df = pd.read_csv(Location,delim_whitespace=True)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df.columns = ['Ch1','Ch2','Ch3', 'Ch4','Ch5', 'Ch6','Ch7','Ch8', 'Flag','unix time']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ok, let us look at the data:" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# get rid of columns we don't need here.\n", "d = df.drop(['Ch2','Ch3', 'Ch4','Ch5', 'Ch6','Ch7','Ch8'], axis=1)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# demean the data in Ch1 column. Divide by 1000 to go from nV to uV (from nano to micro volts)\n", "d.Ch1=d.Ch1/1000-d.Ch1[0]/1000 # go to uV\n", "fs=500. # samples /second ... This is Starstim's sampling rate\n", "\n", "# create a time column in seconds from beginning of file\n", "d['t']=(d['unix time']-d['unix time'][0])/1000. # go to seconds " ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# create a variable to hold the state of light stimulation: on or off\n", "# we will call this variable \"u\"\n", "u=np.copy(df.Flag)*0.\n", "s=0 # to start with, light was off\n", "\n", "for n, val in enumerate(df.Flag):\n", " # if we see a flag equal to 2, light is off\n", " if df.Flag[n] == 2.:\n", " s=0\n", " # if flag is one, light is on\n", " elif df.Flag[n]==1.:\n", " s=1\n", " u[n]=s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the data in Channel one, and also the light status variable:" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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N9eOPP2rmzJk6+OCD/+yzceNGHX300brvvvt066236oUXXtAdd9yhrl276vTT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[18.0, 10])\n", "plt.plot(d['t'], d.Ch1,d['t'], u*100, 'r--') \n", "plt.title('Ch1 (uV) vs time (s)')\n", "\n", "plt.annotate('lights on', xy=(30, 100), xytext=(30, 150),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "\n", "plt.annotate('lights off', xy=(60, 0), xytext=(60, -100),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Figure: the raw data (unfiltered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### There is a linear trend in the data, let us look at it a bit closer (zoom in in time):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XBVJPP31Gfrv4cy06+ujy/Pb2yAY90KM8v914o3TiJ5o1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0WYxzIKAZEb/h6aE5glo61fhdxmYw656Sl61o/qHKnQORK1czQf98SMqsiDzDIq20hA17wVsP2d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\ntaFLEFatavLyZpvV+t4FF/SRYTcHdtuty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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[18.0, 6])\n", "plt.plot(d['t'], d.Ch1,d['t'], u*100, 'r--') \n", "plt.title('Ch1 (uV) vs time (s)')\n", "plt.annotate('lights on', xy=(75, 100), xytext=(75, 150),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "\n", "plt.annotate('lights off', xy=(50, 0), xytext=(50, -100),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "plt.xlim((0,10))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let us look at the spectrum of the signal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concept of Fourier decomposition of a signal into a sum of components:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(url= 'http://dagsaw.sdsu.edu/images/fig3-4.gif')" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Me1RIsX27u+83vpG9ksIzRnrb26RbbpH+6q+k3/7t9nXWuuAjWEkhuX2sQ0gR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\nkfY2MsXARtxjerokPGZRpPB+ruM6KQC6vQ0nRVcXfae0tQWfyM573KO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Hz0khBKfJSbOz\nmk1N6qhT1hZfqrgHT/dgolALIoU37pHkZ4VFCj3SFCm8cQ+AnBQ632dhFEakSBLhprjuOjqQeelL\n6XKOezAMUwRmZ9PpSWDSEym8cY/ly+myAwdKEz+AaCNIhZMCAN71LuD66yujFuKAWhSWmcQ9gpAj\nH7KTQo5uqO5XdXC/ZAlt98xMZR8FoBf38Fqdw7j+ev+IjE7c46KLgCuvBP7hHyqjHoC/W0GHvXuT\ndVI0NpaiszJZW3xxJwVjC69IMTdXvOkeaTopohRnZpGiiBR+cY8zz6TvfnZSpMTHPw586EMkVixe\nTJetXg3s25fOASfDMExSsEiRDq5LC8hqxD0aG+kAwpv1NR1B2t9P11+3jn4+9lgS7r///fLreRd1\nuk6KsINbIVK4bqmTAojmpKirowX3vn0kvJx/fvnvdUQKEyeF69LJjiNH1L/XPYi89lrgoYdoDKw8\n2QPw733QQddJ0dFB2zoyYnYQmhcnhV8nRREWR0y6NDbSe0m4vYvqpLDdSeFHUZwUHR30WtoWDQRp\nxz1ct9xJ0d4OnHoqOyn+C9eN3kmhw7nnApdeCvzFX5Qua2igAzS5yIthGCZvsEiRDhMT9F1VDScF\nQN9XsnABmDspHngAOOec8pFuF1wAbN1afj3vgt5G3AMoiRSDg3T/YkxdlE4Kcbs77qDnRoz4FNgW\nKTZupH/n5tSOAh0nBUBCxA03kFjhdVI0N9N964x79aLrpHAceq727rXjpIiycEsSPydFFheITLZx\nnPL3U1FFCtvTPfxobi6GSLFoEXDbbcmtW1XfS6rvr7gIkeLwYXrN5X6kc85Rj5E1oTAiRRr8/OfA\nhz9cftm6ddxLwTBM+rz//cAPf2jnvriTIh1EOWk1OikAcv95RQpTJ4Uc9RB4D1KBaE4KnTNwa9eS\nSCFHPYDwuIffwqC7G/jZzyr7KAD7IsU3vgH8/d+T+0HlpjA503X22XQ84n09HafSfq2LrpMCIAfK\nnj3FdFJwcSZjEznyUcTpHvL+JmyMdFwuvBD4v/83mftOE8ehE99JkXYnhde5CQCf/zzwt38b7/5Z\npDCgpaVy58K9FAzDVIPf/x64+mo7C96ZGXZSpEHaIoX3oMHPSRFXpFAtiqemkot77NxZKVKExT38\n7re7G/jd7yr7KAA6CzQ+XlqwxumkOHCAzpy9+c3+IoWuk0Lw8Y+rhcoo5ZnibNjRR+tdP4pIkedO\nCi7OZKIiv++L7qQQ25ikQ+C005K57yLR0kLvufn50mVJdlKonJtdXeykKCPJuIcfLFIwDFMNduyg\ns57f/Gb8++K4RzqkJVLMztL0B++C88UvrlyMh40gveoqWsSL+33oITqLL6M6azM9nWzcw1SkCHJS\nzM6qnRR1dSQoHD5MZwdV26frpPje94DXvpaebxtOCqDkmvASZQxpXx9wzDHlMZ4giu6k4E4KxhZx\nnRR5ECmEUMtiXjZwHHrfyAJ6kp0UKuemDTKUAoxHkiNIgzjhBODmm6vz2AzD1CZDQ3R292tfA175\nShoDuWBB9Psrikhx3320WD3++GpviZq0RIqBARIFvJbbV72q8rphToq77yaR4vbb6QB51SrK08r4\niRRJxD2OOYa2d9u2SpHCr5MiKO6xdCndz+rV6t+L56etrXxaiUBHEJifJzHxRz+in4Xw4cXUSeGH\nrpPic58jsfNTn9LvoxAcdRSJW0XspKiro2PK+fnS680iBRMVr0hhGoXI03QP/pxkB/HdJHoikox7\neEeb26JQTopqsG4dOykYhkmXHTtoIf6CF9CZ8a98Jfp9uW5xOik+9zngPe+p9lb4k5ZIoYp6+BHk\npHBd+t23vgVccQWNz/RGPQC9ki5bToq6OoqtbNyo30kRFPc48cTyQmwvHR0kKPgd4Kn6OLzccgsJ\nOy98Yek+bTgp/NB1Ulx/Pb0mp55K+xDdPgqARArArIgtL04KoLKXgoszmajUgpNC7G/4c5IdvN8D\nScY9knJSJC5SOI7zHcdx9juOs8lz+WWO42x1HGeb4zhXK263xnGcbzuO82P9x7KxxWasXk2WR9XZ\nAYZhmCTYuZMKBAHgE58AvvAFswkNMiKzWAQnxdNPA3feCTz8cLW3RE1aIoUqH+rHwoW0XappEOPj\ndMD5utcBn/0s8KUv6YsUXsHh6KPpOtdcQ04gFboHuGvWAI89Vi5SLFpEC3/TM/VXXkmFln4IJ4Vf\nM3pYSaXrklPh6qtLxyi2Oin80HFS9PdTxONHPyKXzL59JFboIkSKInZSAOWRDyHkZm0bmXxgQ6QQ\nToosvgflfSDHPbJDGiKFHPfIq5PiewBeIV/gOE4dgK8+d/mpAF7vOM5J8nVc133add3/qfsg1Yp7\nNDXR2YdnnqnO4zMMU3vs3FmKNJx0EvDylwPf/360+xIH4nkXKVyXRIqrr6ZFYRZJ00mhK1LIvQte\nhofJaQEAb30r8MtfkmDhxc9JIR+sNjeTsHDgALB+PY3P9H5v61qF164lcU0WKerqaOF88GDl9ePE\nCXREiiDXwt13kyjzl39ZusxPpBgbKx/hFpXW1nCR4u67gYsvJuv5859PzpR//mf9x4giUuTNSSHv\nG5MsA2SKjY3pHuykYExJS6QQcY9cOilc170HgPe8ydkAtruu+6zrujMAbgRwZdLbkhRcnskwTJrs\n2FFyUgAkWPidnQ5DHDxlVaQYH6ez76tXB4vRQ0O0iPjQh4B77wUefzy9bdQli3EPwL+XYmSEfie4\n8kpg8eLK6+kUZwIU0/j2t+n1ufZaKr+U0T0Lt2YN/euNJ/j1UsQ5uI8rUvzrv9L7V86h+4lCIyMl\nUSgObW3hcY+77wYuuST6Y9h0UmTRpSCLFJyzZ+JgK+6Rxc8JwMWZWYXjHtFZAUA+PNnz3GVwHOdN\njuN80XGcY577Xea1axYpGIZJE9lJAZQfBJkiDsSz2Enxq18Bp5xCTrV9+4Jt9U8/TYvXBQuA974X\n+MxnUttMbcbG6Ix/luIegH8vheykCEIn7iGzfj11VHhfT5O4x1FHVR5w+fVSJOmkCOqkuPdeel++\n/vXll6s6KUT/hywKRUUn7nHXXcCll0Z/DNtOiqwVAtbXs0jB2EH+fp6biyZSTE9n16XgLc7M4jbW\nImnGPZIqzszY1wLguu4NAG5wHGex4zjfAPB8x3Gudl33Wr/b9Pb2YniY8rJXXtmDnp6e1LYXoPLM\n7dtTfUiGYWoYr5OisREYHY12X1mNe2zbBvzN3wA//jEtpn73Ozr77JfZFyIFALzznSTiPPUUichZ\nYWyMuhPScFKIkkYd/JwUcUQKv0W9QJwdlNFdDJ5+OnD++ZWX+40hTTru4SeefepTwP/6X5UH7QsX\nVpaIiv4PG4vhMHfHrl30WTLpoPBSC50UoqeFRQomDnGdFI5D77+xsex9ToByoZadFNkhLZFifFwt\nUmzYsAEbNmyIdf/VEin2AjhW+nnlc5f9F67rHgLwDp076+3txXe+A7zvfWQnTZvjj6fiKYZhmKSZ\nniZXgbyva2iI76TImkjx7LOUlRdne8Vi0U+tl0WKjg7g7/4O+PrXgS9+MZ3t1WFsjOISaYwgXbpU\n//q6cQ8/TJ0UQLlFWKB7gLt+PXDTTZWXB8U90u6keOQRYNMm4Be/qPzdwoWVPVa2oh5AuJPi7ruB\nnp7Kcaom1FInBZ8dZuIQV6QAaN9z5Ej2HEcAOymyive7aWoqmbjHvn3kYPV+P/b0lJsG/uVf/sX4\n/tOKezgoj238EcAJjuOsdhynCcBfAfhVSttineOPJ/s1wzBM0jz7LLBiRfmBgI24R9ZECm+vghgF\n6YcsUgA0MvPOO5PbvijYFin8OjoOHqRpGrrYiHtMTpZvj7c400scJ4UfQU4KG50UqgM8P5HivvuA\nV71KLWyoOil0n2sdwpwUcaMeAAkhLS1mB71i4e993+ZBpOCzw0xUbIgULS3klsza5wRgJ0VWSctJ\nMT2dTB8FkM4I0v8A8AcA6x3H2eU4zl+7rjsH4N0A7gDwOIAbXdfdEv+x4t5DNI47jhYOYpQfwzBM\nUsjjRwWNjdE7JarRSfHb3wKbNwdfx1vE5He2X7BzZ7lIcdZZdLbaO+3h8GGKkFQD2yLF6tXqxejB\ng6Uz3TrEjXvU1dF7UP67VMWZMn4iRZyD8CQ7KSYnzTopxsaA9nb1fao6KWz1UQDBTgrXjV+aCdDx\n1mtfa/Y+cxy1oBrn9UkK73QPXngxUbHlpMiySMFOiuyhEimCvpOjIESPJPoogHSme/x/rusud123\n2XXdY13X/d5zl9/quu6Jruuuc133s3Eeo7e3F5OTG6xsbxTa2ihn3Nenf5vPfAbYEluWYRim1vCW\nZgLxnBTVmO7x+c+TUBGEt/zR1EnR2AhccAHgjUT++Mc0baEa2BQp5uZoOsbAQPnlrksixZIl+vfl\n56TQjXsAlQdEScY9/PBzUsSNexw+bN5JMT5OFlgVqhGkNuMeQU6KHTvovbN+ffzH+cEP6G8xQdVL\nkUUnBRdnMrYoukgh7wNZ0MsOaTgpxHdikJNiw4YN6O3tjXT/1ZruYZXe3l40N/dUdRvWrjWLfPzg\nB8B3v5vc9jAMU0y8pZlAvuIe8/PAAw+Ej0j0xj2CnBTz81QGeNxx5ZdfcgmdNZb52c/UvQVA8IhT\nGwiRQlUeaIoQOryL8tFROgj2KxhVEddJAajzr0kVZ/rh10kRJ+7R0RE+3cMbdQHotTYRKWzGPYKc\nFHfdRZ+LajlPVb0UWRQpuDiTsYVXpJDHEeuS5biH2JfPz7OTIkukIVLU1dHrHyRS9PT01LZIIajW\nly5gJlK4LtmQf/az4IPiu+8GPvhBK5vHMExBUDkp8lSc+cQTdGY6TKQwcVLs20cLvLYpbYnXAAAg\nAElEQVS28ssvvZQWZYLhYRoLOTWlXsStXUvjIrdu1ftbTLHppBBnrrxOCtOoBxC/kwIwd1IkEfeo\nxnSPujr6O71/y/h45ftRoOqkMHGthNHaqn5/uy4VjsaNesQhL04KLs5kbGGzODOL70PHKe3PWdDL\nDmmIFADdZ27jHmmR9BmwMNasIbuxDocO0U7KcYBHH/W/3o03Ahs32tk+hmGKQVJOirQ6Ke67j/7V\ncVLodlJ4ox6CM84gsWPfPvr55ptpgbZsWeVidnoa2LuXxlteeCHw5jcHT0jwcugQOeSCyKpIEXe6\nB2DupFDFPWwVZ3qPB5IUKQD131JtJ4X38+W6wHveQ++Pq66y8zhRUDkp4jhdkoKLMxlb2BIp5uay\n190iEJEPjntkhzRFitwWZ9YKJk6KZ58lW/Jf/iW5KVS4LnDrrWY9FwzDFBvXTa44My0nxX33Aaee\nah73CHJS+IkU9fXAxReXIh8/+xmV/aliAfv30+Uf/jDw1FPA44+bicT33Qdce23wdZIQKbxiS1Qn\nhY24h7xQj+KkiHuA29pKt/e+T+KcqdcRKVQdEGNj/k4Kv+LMpOIergu8+93AH/8I3HGHeY+ETfyc\nFFlbfMmdFLzwYuJga7qHuK8sIgqE2XWUHdISKVpb2UkRSG9vL6amNlR1G0xEimeeoVb2IJHi8cfp\nwKK/n6eGMAxDDAzQwbJ3MZOnTor776cYRpBIMTNDizZ5sR3FSQGQc+Kuu2jReOedNJq0u7tSpNi3\nr3Q2oLOTXBi7d+v/Xbt3k5siiCw7KWzHPaKOII17gNveTs+zTBwnhRAUJibMRIqg4swFC+j6ovMA\nsB/3kLfnn/4J+NOfgNtvt/cYUWlqymfcg0UKJiq2nBTivrIIOymyR1oixYIFwPLl/r/n4szeXjQ1\n9eSmk0I4Kc4+mw6mnnii8jq33koH052dlQehDMPUJioXBWBnukcacY+hIVrMn312sEgxMEALbblg\nLIqTAiBB5O67aYF2zjkkEqhGVXrjJStX2hcpxsezKVLYmO7hHcUZNoI0ibgHoBY/4ogU9fXkTBgc\n9D/AU40hDYp71NXRfY6Oli5LykmxdSvwH/8B3HZb9QUKQL2vyqpIwcWZjA3kiFPUyEbWRQp2UmQP\nr0gRJLTH4Te/oZM6fnBxZgZYvpwOwHUyzM8+S04KMWf8pz+tvM6ttwKXXw6sWEE5aYZhGFVpJpCf\n4swHHgBe+EKymwftK71RDyC6k+LUU+lM+P/5P7S/BfydFMccU/p51SpzkWJiIlh8yWrc4+ij1YWT\naRdn2jgL53e/ceIEnZ30/AQ5KbyCS1BxJlDZSzE8nIyT4otfBN75zmwIFEB+nRRZ2z4mP9RK3IOd\nFNlC/h6Ynga2bQNOOMH+4xx3XHKDK1iksERdHQkPzzwTfl0R9wDUkY/Dhyk7eumlJH5wLwXDmGNj\nzGNaTEwAGzaEX09Vmgnkp5PivvuA885T2+NlvJM9gGAnxc6d/iKF41Dk4957gf/23+gyVSeF10mx\nahWwZ0/w3yMjBI2hIf/rjI0BixbZESmmpujA0IaTYtEiej28nRIzM8ELbZksjCD1u9+4xYw6IoWJ\nkwKo7KUYGbHvpDhwgE6CvPOddu7XBionRRynS1Jw3IOxRS3FPVjQyw7y99IDDwDr1gFLllR3m0wp\nlEhRzbgHoI58eM+uAKW4BwCcfz4dLD/1VOn3d95JB/Ii58NOCoYxY8cO+gzlhYceotx4GH5Oirx0\nUtx3H3DuueEihcpJ0dGhdlJMT9M+dNUq//t7yUuACy4oiRCquIcNJ0Vzs3/kQ4hm7e32nBSrVtkR\nKRynUrgRUQ/d71VTJ4Vf3CPuAa7tuAdQil3aKs4E1E4KWyKF2J6vfY0meRx9tJ37tUFenBRcnMnY\nolacFBMT/FnJEvL30m9/C7zsZdXdnigUQqTo7e3F5OSGam9GxRjSwUE66PXamkXcA6Avwje8gRYo\n4otbRD0Ainuwk4JhzNi7lz5/eWF0tLLsT4WfYyCuSCEfkCfF/Dyp+boihddJ0dmpdlLs2kVibtCB\n31vfCvz856WfVXEPv04KnfHWrkuui1NP9RcpxJn15mba18cdmy1EChtxD4D+dvk5MV002yjOzGrc\no6Mj2Emh6qQIKs4Eko17tLWRo+cb3wDe9z4792kL775K9D7I/TNZgDspGFvYdFJkzXEkYCdF9vCK\nFC99aXW2g4sze3vR3NxT7c2ocFLcfjsdeGzeXLrs8GE6gJItN5/5DMVFrrqKPuC33gq88pX0O3ZS\nMIw5hw6pXUxZRVekGBhQj3qK20nR2mp2+yNHgE2bzB7niSfojO7SpdHjHionRVAfhaCpqXzh7idS\nyE6Kzk7aL6sKJb0MDNCCdOXKcJGiro4WZHGdK5OT9HzOzJQ/l1FFiu5ueg4EcUWKsOLMosU9vPsb\nHSeFLLrZjHu0tpJIcf75wIkn2rlPW3idFFl0UQAc92DsIY/dLWrcg50U2UN8J4+MAH/+M/DiF1dn\nO7g48zmyFve49Vay9j78cOkyEfWQt7WpCfjxj+n/e3poJ7R+Pf3MTgqGMefQITuW+rQYG9MTKQ4f\npsW6l7jTPUxFio98BPiHfzB7nPvvL0VwosY9RkcrRzLriBReli5Vxz28wohuL8Xu3XTdJUvCRQpA\nvZA2RYwTW7q0PPJhy0lhOhKz6HGPsTH9uIfr0s9BIoXcSTE9Tf/p9n+EIe7nAx+wc3828e6r4gpI\nScEiBWMLr5MiimsoD3EPdlJkC/G9dPfdJFgnMX40aQojUsS1ztpAFinm58lJ8a530XxygRz1kBFC\nxbJl1EAvRAx2UjCMOYOD+XNS6EwGOnLEX6SIU5xpIlI89RTwrW+Fj9v0IkozAVpEmcY96utpO+Wx\njQCJFKoy0SCWLKFFuPibXVf9mLq9FEKkWLw4fZFCnswxP0+PH6Ucy7aTolrFmU1NyYgUgL5IMTlJ\n2xG0GJHjHqb9H2E0NQG33FK9M2dBqJwUWbSw83QPxha1VJzJTorsIL6Xfve76kU94lIYkSILiE4K\n16UivKOPBl7zmnInhTzZw0tTE+WmP//50mXspGAYc4STIgvipQ6jo3QgHCQ0zM/T9drbK38Xt5Oi\npUVf5LjmGuBtbzMXKZ55htqlAfryDBJlVHEPQN1LEcVJUV9PC3nhQBgaom1qbS2/nuilCKPaIoX4\nO0ZG6DGiHMja7qTIyghS16VugTidB0Kk8DsT5e2kCIt6AJUiha2oh+Dyy6vvLlXh3VdlNe7BxZmM\nLWyJFI6Tve4WgdgHsusoO4jv5LyWZgIsUlils5N2JAMDpV6J008Htm4tHTTJkz38kA8sjj6aDmDy\nZF1nmGozOEiLkzQmVthAuAOCIh9jY/SlozpIiStS6DopHngA+MMfgE98ghbjJiKQXCQYJe4BqMeQ\n7toFHHus/nYI5GkWKhcFoB/32LOneiKFHPeIGvUAKns64sY9wooz/eIetkUKsSiIs2DXcVLIf0tY\naSZQ3klhc7JH1slTJwUXZzI2sDXdI4ufEwHHPbJHaysdCw8N0Vo0jxRCpOjt7cX09IZMnDUQkQ8x\noaO1lUYGPv44/d4v7uFHXR0dPO/bl8z2RuHIkeQnATDMl7+snuagg1go5kXcE+JEkEjh10cBpFOc\n6brABz9IAsWSJbToCxIavIyPl84uNzaSM0S1H5mcpOdh0aLK33V2VpZn+rkuwpDHkHrHjwpsxz3E\n359U3OPgwejjJpcty0Zxpu1OirhRD8A87qHjpJA7KWxO9sg63EnB1Bq2nBRZjEUJxD6QXUfZobWV\njtte8hJaS1YLnu7R24vGxp5qbwYAEikefBDYsgW44AK67MwzS5GPoLiHH8uXZyvy8Y53ADfeWO2t\nYIrOJz8J3HxztNuKhWJeeil0nBR+fRRAOk6KO+6g5/Utb6GfgxbkKiYmSnEKx/F3Uxw4QO4A1Zeq\nykmxf7/adRGG7BwIclLkKe5h00lRlLiHjc4DU5FC10mRZNwjq+S1k4IXXkxUbIkUWRTzBOykyB4N\nDfRftaMePN0jQ6xZA1x3HXDppaUvtbPOKpVn6sQ9vKxYka3yzH37gG3bqr0VwfzHf+RngcpUMj1N\nC65bb412+8FB+jcvTgodkeLwYVrYqIhTnCmme4Td/o9/BF796lLcxFSkkJ0UgL9I4ScYAJVOCjHt\nQ9XTEYa8KPdzUuShk8JW3MPrpLAR9whyUiQZ95AXwTbO1IeJFKpOChORopadFFmOe3BxJmMD+T0/\nN1fMuAcXZ2aTo47Kb2kmUDCRIitxjy1bKOohEE4KMa/W9KxfmJPi7LPLDy6T5tAhKqvzMj5efiau\nmnzwg8COHdXeCiYq+/fTl95tt1WOnNTh0CH6Qs+LUKUrUlTTSdHXR/siQTVECq+TQrgoouz75TGk\nYZ0UQd0bc3MkcqxYEU+keOAB4NFH9bffL+4RVaTo6KDFmCg0rYaTIqtxD/G50+2k0C3O5E6K7IoU\ncnEmOymYONSKk0IUZ2Z5O2uNbduidXZlhcKIFFlp8Rej8GSR4owzgD//mRbNq1aZZ4PCnBQ7dgCb\nNplva1QOHaLYipfrrweuvjq97fDDdenMYl4WqEwl/f3AKafQgkse4avL4CCdGc+Lk2JsjA6Ksxz3\n8LoN4ooUbW3qCR9B8Q2vkyJq1APQc1K0t9PBYdDfuX8/9Wc0N8cTKX70I5rupMvUlN24h+OUT/iI\nIlLI+9yw4sykRpBy3CPbNDXlx0khijP57DATh1oRKdhJkT383Ld5oTAiRVY4/XTgjW8kMUKwcCH9\nfNtt5lEPINxJMT0NPPGE+f1GZXBQ7aTYujV60aFNRkZoR5mXBSpTiVg0Xn65eeRjYoIOLhcvzs97\nYHSUFptBYznDijPn5qKJtWk4KebnaT8lj3C06aSIgk4nBRDeSyGiHgDt60V5mJcwkWJ8nIQBXWzH\nPYDy58Q0gmBanKmKeyTRSVGtuAcXZ6ppbKyM43AnBVNkamG6hxCp2UnB2KRQIkUW4h5LlwI33FB5\n+ZlnAr/4hXlpJhDupEhTpJiaov8GBioPsrdvDz4TnBbigJ2dFPkljkgxNEQLaNUiKKuMjtK+I2on\nhZifHqWXYnaWnquw28ZxUkxM0GPI+2gbnRRRJ3sA5dM9+vvVTgpAT6RYuZL+33HIVTE0VHm9MJFi\nbCyaSGEr7gGU91KYnt0vctxDCAiyyCYT10lRa3GPvDgpWKRgbFAL0z2EUMtOCsYmhREpshL38OOs\ns4D77osmUgQ5KVw3XZFCLABXrqQSUJmsiRR5OYvOVCIWxBdeSON7Dx7Uv+3gII3IbGnJz3tgbIwW\nzVE7KYDokY/ZWTrrG3Tb+fnKhbyJSOGNegD+IkWQO8Kmk2Lp0vK4h5/YsXIl9VL4ITspAP/nJSkn\nxcKF9NpNTNh3UkQVKebnww9WVZ/PJOIeNkSKxkZ6Xv3cEXE7KWop7uF1UmRVpPB2UmRxG5l84BUp\nRPm0Ca2t2V78s5OCSYJCiBS9vb2Ynt5Q7c0I5MwzSVCIGvfYu1ctxIgv0SeeSEeoOXSIFoBr1pRH\nPmZm6OcsiRR5OYvOVCIWjc3NwCWX0PhLXQ4dooVic3N+3gOjo+EiRVAnBRBdpBDTPYJuOzhIiyrZ\n7m4qUojxowJbToo4IsXAAG3D6Cj9PSpM4h5AdJEiipOiuZncG6KXwpaTYm6OnhOTPKv8eoqFZ5C7\nUfX5TGoEqY2D5u3b/d0R3veyyXQP162tuAc7KZhaw4aT4vTT1S7trMBOCsaPDRs21PYI0t7eXjQ1\n9VR7MwJ5wQvo3yhOCrEwEdZQGZHzrqtLZ7LG4CAdhHtFCvH/LFIwNpCjBaaRD/EezZOTQkekCIp7\nAPGcFGEihbePAiCx0iTuoeukMOmk6O+PLlI0NdHzuWUL3YdfoXGaIoUqJuKHcFIApUkltpwUR45Q\naajJGT+5lyGsNBOg9+vcXKmcUPwb5SyjTBJOCiDY6eDtpNCJezQ20nMkpn7VqpPCRmdIEnBxJmML\nGyJFfT2V8GcVEa9lJwXjpaenp7ZFCkEWOin86OoCrrgCOOkk89s6TslN4UWUk51ySjqRD3GW+rjj\nykWKbduAk0/OlkiRlwUqU4lXpLj9dv1RpMLtkxUnxTPPBBfKzsyUij7jxD0aGqKLFE1NdEbX7zne\nt69SpKhG3MOmkwKg2z72WHCvRVoiRdS4B0BOiv5+eo/EWewKJ0WUjgT59QwrzQToe01+Hmwd3CYl\nUgQRJe4BlNwUtd5JkcWsPTspGFvI7/msFsXGRY578GeFsUVhRIqsd1IAwK9+RWe8orBihbqXQij8\naYoUIu4hjyHdvh14/vOzJVJUa4E6NxetwJApIYsUq1fT2eGHH9a7rRDSsuKk+OAHg0dLjo3RWesF\nC+LHPaIWZzY2Bjsx+voqiyUXLybXig4qkUI1gnR0lLbH7++02UkB0P74scf8SzOB8E6KPXuqF/eQ\nRYonn6SFbhwngnBSRIkfNDeXBDcdJ4W4jXgebJ2tTmIEaRhRijOBUi9FLcU98tJJwSIFYwsbToqs\nw3EPJgkKI1IUnSAnRZoihV/cY/t2irRkRaTo6qreAvXrXwc++cnqPHYRmJ8n67p8dvuUU8pFsSBE\ncWZWnBR79tDi24/RURIpVIt2mSSLMxsagm8f10kxMaHXSSFEBz9XXBJOikcfDXZSCJHCrxPowAG9\n0aw6Tgoh0ujgjXs88US8qAdQclJEiR84TrnlN8xJAVQ6KZIQKdKIE6g6KXSdFCMj9LoHfbaLRF46\nKbzFmbzwYqJSKyIFxz0Y2xRKpMhy3CMufk6KtEUKcZbaK1Js20bbILapmgwM0JnNai1QDx40y5Yz\n5QwO0gG7fFDY1aX/nGbNSdHXFyw+jI7S4jXMSZFkJ0WYSOHnpLAd9wgbKSo7KcbHaXvjLO5E3CPI\nSdHWRiKScGjJ9PWRQCAfdMZxUjhOuQgThNdJsWWLHZFCOCmixA/Ea6q7qJPHBNs6uG1qSj/u4e2k\n0CnOBOi929dH143bxZEX8uqkyOI2MvlA/m6dmyumSCH2/eykYGxSGJEiD3GPOPiNIa2WSCFK/sQZ\n4u3bgfXrwxdaaXDgAIkU1VqgTkxk4wx+XpGjHoJFi/RFCuH2yYKTYn6ePrdBnwnhpNARKZKa7tHY\nWH5Q7kXlpFiwgG6r8xzrihQHDtCC248FC+hzPTNTEjTiiNNLl9KCPEgYAWh/oop8ePsoAP8YjBwB\n8HNSdHfrRz68IoUNJ0V7O32X7t0bLX4gXtMocY+knBRpxT3kz4FJ3GP37tqJegCVToqsnlnm4kzG\nFuykYJhoFPCjUkxWrAA2bqy8XBzYHXMM/f/AQPBBflxEJ4XjlMozTziBFgzHHltaaC1alNw2hDEw\nALzoRdVboI6PZ+MMfl6JK1KI92gWnBQHD9JBSZCTwlYnhao487HHgI99jPpw/IjqpHAcWpAPDQU7\nEQD/EaTeBXlY8aPjlMoG40Y9gNLtw7Z/5UqKcZ1zDr23RkaAxx+nffLateXXjeKkED0OxxwTTaRY\nupS2Ka5IAZBgI/otTJGdFKZxj6Q6KdKIezQ00HtTCH4mcY/du2unNBPIr5OCRQomKrUgUgihtqmJ\nPyuMPQr1USly3COsk8JxyE2xZUuyIoU4Sw2UIh9CsGhooMVWNZ0UrluKe+ha0W0jziQy0di3r/LM\n9qJFwK5dercXbp/mZvX0iDQRn1lbToqwuIfXCXHgAPCf/0mfC7/9Y9ROCqC0IA9b5OuOIA1ziwCl\nXgqbIkWYk+L97wduuQW4/37aB7a3A6eeCnz0o8D555dfVyVSCBFCCDXehbTo7Fi0SE+kcF26vRAC\nxD7fhkjR3Q1s3Qqcfbb5bU2dFEnEPaox3QMoRT4aG9lJEUReOilYpGBsUQsihfibxD6QYWxQiI9K\nb28vpqd7APRUeUuSY9EidVZZ/vIUkY+LLkpuO8QCECiJFHNzFPUAqh/3GB2lneWiRbSwqgbj49WP\nGdjGdYGHHiKHStL4OSl0zzDLxZkm0xKSQIgUcTspZmZo4RV0dlYlMkxP037DO4FCJkykmJ9XC0eA\nfi+FbtxDR6QQvRT9/ek5KXp66D8dVM+J+PuFUORdSAuXRVeX3ntW7Pfrngts2hQpli2jSTove5n5\nbeM4KZIszkxjUSD+9o4OfSdFRwf1ObGTonrb4wcXZzK28IoURe2faWmhfV8RRRgmOhs2bMCGDRsi\n3bYQnRS9vb1obOyp9mYkSlOTupBSJVIkibDSAyWRYvt2YN06umzBguBJBkkj4i7V7CPQiXvMzgLv\ne18622ODvXuBK65I57FUIkXU4sxqi0V9faVFix86TgoR9Qhyi/mJFACwebP/7cQizq+TYnCQzviK\naIFMHJFCNc0kbSeFGAkd935kVM+Jt0jRu5AWz4+uSCFHPYDS32HLSbFrVzrFmUnFPaqxCJZ7KXSL\nM2sx7qHqpMiiSCF3UnDOnomDLMwV1UkB0D6wsbHYrnbGnJ6eHvT29ka6bSFEilpAVbQGpC9SyHGP\n446jsZDbtpWLFNV0UgiRopp9BDrFmfv3A1/6knpiQBaZnk5vakt/f/ROivFxcn20tvp/ZtJk7176\nbMTtpAjrowDUIoX4+3VECj8nhUo0EuiKFLojSE2cFDZEihUrgDe8QS3ARKWzk14vscABwkUKUyeF\nV6RYuJC+B2w5KVw3nkghR1GC8MY9iuCkANSinIqFC8nlVEtxD5WTIouLNo57MLYQ362uS98LRXZS\n8OeEsUmhRIoiq3fesWqCNEWKqSl6vPZ2+tnPSZEVkSLLTooDB+jfLVuS3x4bzMykJ1LEKc6Ui13j\nvgdsTAzq66PPho6TQuUsEIT1UQDq4szpaTog+vOf/W8nzjT7iRR9feo+CqA6cY/OTnsiRXMz8O//\nHu8+vNTX098giw1JOykch/Z7tpwUQPTpHqLhPcp0jyJ0UriumZNiZqa2nRRZjXsIkcJ1s+v2YPJB\nfT3FJmdmKKJXV6iVV4mWFv6cMHYpzEel6CNIvRZWgXwwuGoVncHTtcWbMjREixIhBgmRYtu27HRS\n5CXuIRwUaYyNtUGaToq4IoVw+sRxUnzjG8C73x3ttjJ799JnQ7eTQjhBvOgs3lXFmdPTVPBYbSeF\n7U4KW3GPpPA+LyZOCp33+eRkpVPhYx+j1zouonskrpOimnGPtEeQAuVRFxGfCkMIj7UkUuSlk0KI\nFGL7inwSjEkWx6H30MRENl1DtmhtZScFY5fCiBRFRyfuISZ8BJ01jYO8AARo4VhXRwuGFSvosqyI\nFFmPe+TRSSHsikniuv6dFMPD4Y8vSjMBfyfFr36l7l6QeeYZ4JvfpH/jIOIeOk6K+no6kFFtc9S4\nx/Q08IIX0EhJv8kdYZ0UQU6KJUuq66QIm8pRLUxFirhOCgB4+9tLLrc4COEnjRGkScU9pqdL+4q0\nzoILF4luaSZQeq/XUtwjL50UojiTox6MDWpBpOC4B2ObQokURVa6RXGmd5Hm/QI9/3xg48ZktkHu\noxCsWQMcf3zJvlZtkeLAAX0nxbe/DVxzjf1t0HVSnHhifpwU4qDSb6FriyNH6HPsXWw1NtIXYFgp\nq46T4u1vB559Nvh+hoZosfaZz+hvuwoR99DppAD8Pz+6TgqVSLFoEYmITz2lvl0eOymK7KSIKlLY\nQgg/UeMeUYszbcU96upogZn2yD/xt+tGPQB2UgDZ7qSYm+PSTMYOtSBSiOJMhrFFYUSKosc96uvp\n4Etl55YPBi+5BLj77mS2QZ7sIVizphT1AKovUpg4KbZto9Iy2+iMIB0YAC6+OH8iRdKRj6AFsU7k\nQxbS/JwUOiLS8DAJWD/9KU06iMLUFC26V6/Wc1IAwSJFWCeFX3FmUxPwvOf5Rz7CRIosdlLs309/\nW1bPQFfDSWGLuJ0UJsWZSYwg9d5vWotg0UmhW5oJ1KZIkbdOCnZSMDYQLskiixTspGBsUxiRohZQ\nnRn2foFedBFw//3JLCa9cQ8AOOEEcgQIsiRShAkFfX20KLKNOEgP4sAB4Mwz6YzwyIj9bbBNXkQK\nWUhTfV5EqV3Y6zM0RO/tv/3b6G6Kvj46K93ertdJAcRzUqjiGmL/EEekSKqTIuoI0o4OKutdujS7\n7rmoTopFi6ovUrS1AX/4g57I4MXUSSHvp211UgDlz2+acY+oToqsim1JkMdOCl54MXGpBScFF2cy\ntimUSJHVA1ZbiMiHjPdgsKuLnA0PPmj/8VVxj2uuAa6+uvRzFkSKpUv14h779tkXCFxXP+7R3Q2c\nfHI+einE+y4PIkWQk2Jmhiy8OiLFokXA+98P/OhHwO7dwOOPA729VFCog3AgtLWVWv9V6MQ94nRS\nNDUBp53m31UjFglROilMRApbcY/OTnJBZTXqAahFClmkybKTAgDOOy/a7eIUZyblpEgz7jE5Sa+l\nrkgh3uvspKje9vjBnRSMTWpBpODiTMY2hREpih73APScFEBykQ+Vk6Krq/wsUBZECt24R1+ffZFC\nPKZOcebSpSRS5CHykZaTor8/ftwjyEkhztzrihRHHw38z/9JToTLLgN27CDRQoe9e6kLoq6OPqN+\n7wlv3EPluoga94jrpHDd4NfEpJMiLO4xNUUCUtjiu6Mj230UQL47KeJgWpyZRCeF937Tnu5hUpzJ\nTorsFmdy3IOxSS2IFOykYGxTCJGit7cXs7Mbqr0ZiWMiUmzYYP/xVZ0UXlQixdwc8Mtf2t8eFSYj\nSKOIFOefX5rMoWJighZRs7M0FztsO085hUUKmSAnhc4CLsxJId6buiIFAHz848Bvf0tlm5//vP57\npq9Pb+qNLFK0tdkvzmxupvLOvXvV9x0kUgwO0rb7LYg7OkhUCStUVcU9GhvpMyLcG8ItEuaIE89D\nkUQK8fwsWECXhz2fWRUpRC9DLcY9xN9uEvdoaaHOmlpyUoj9jDixlIfiTBYpmGDF0/sAACAASURB\nVLgIkaK+vtpbkhzspGBUbNiwAb29vZFuWxiRoqGhp9qbkTg6cQ8AuPBCinvIB8F79pBlPQ4qJ4UX\n1WJs1y7gf/wP+sK3yego8C//Uvp5fJwWPWJRFbQQHRujhZ9pJ8WWLXQW1w+x2PCbLCEQTopTTslH\n3CMLIoVpcWZUJ8X8PAkR4uzmggXAi15EjoiODv33zN69pZiEqn9BoNNJoRP3aGjwL85saPCfJhMk\nUgS9HgAJCl1d4a+LSqRwnHI3hY4QA5RelyKJFOL3jkN/X5gQNjWVTZEii8WZ1Yh76DopHIfGHEfp\n/8gr9fX0d4vjgazGPWQnRRa3j8kX7KRgapWenp7aFikERe+k0HVSdHRQjOD+++nnmRngVa8CPv3p\neI+v6qTwolpkDQ3RdsYVSbw88gh1BPT308/CneA44cWZ+/bRAnJkRD8q5Lq0WDxyxP86OiLF5CT9\nTrxO7KQoYbM4U/UeEEJB0HvjyBF6H6sOJlpbSweuYYi4BxDspLA5gjRo+o9f5EMs4lSdFEF9FAKd\nyIdqBCkQTaQQ1xGjMrNIVCcFoOcYyqqTIgsjSAF67GqIFKZOilpF7qXIukjBxZmMDZqaakOk4M8K\nY5PCiBTcSVGO3EvxxS/Smfu4Z+yjxj3EwnLbtuDb/v73evl2wdat9O8dd9C/QqQASgepfu+Lffto\nfKrjhMdCBJOTdPYnSKQQ2fsgkWJgADjqKHrsNWtIZNHp8Th8WC+vbsrAQPjznmZxpt/i07Q4U/Ua\n6MQ95KiHF8ehRXLQe0Agxz38nBSuqz/dI04nBUAihao8M46TAggXKUSZrJ9IIZ6XWnJSNDbSvkRE\nwuTfF0Gk0C3OTCPukeURpLWK3EuR1U4KLs5kbFILTorW1mx+lpn8UhiRohbQjXsApV6Kp56iHP2P\nf2xHpIjqpABobKAfTz8NvPKVwK9/rb89W7dS1v722+nnAwdKIoUoK/RbVIszxJ2d+vZ9cb0wJ0Vr\na7CTQ0wgAegLa/36kuASxJe+BHzuc3rbasI73gF8+MPB18mDk8J1y90+QU6KqCIFoB/5kOMefuLD\n9HTpvRp0vTidFOK+TztN7aQQZzJVt7fhpJiaKk0P8SImnwD6IkVzM/1NWRYpurvpvSzEBq9I4Tjl\nZ/vliRBFECmiFmfmuZOCnRT6yN/NWe6kYJGCsUUtiBTspGBsUyiRguMeJS64AHjoIeBtb6MF6Itf\nTAe2g4PRHz9q3EMccPs5KVyXFsoLF9LCTpetW4H3vIecFHNz5U4KILg8Uyy+Ojr0ixCFOBE37uHd\nTt0xpIODwaWdURgaAm69FbjttmA3Uhoixfw8vVf83mNhi7fxcTr7Jc7Yi4MBOcKQlkjhuuULfD8n\nheyiAJIZQSoWiyefDDz5ZOXtgpwU3veqijCRws9FAUSLewAkLmZZpFi0CHjd60ggBtQLV3kfIU+E\n0On4mJzMZo9B3BGkSUz3SLuTgkWKcOR9TZbjHlycydiiVkSKLH6WmfxSGJGiFuIe8pk3gd8XaHs7\n2bvHxoB//EcScHQXwyqmpuixRHbeDz8nxfr1/k6KH/6QIg9XX00Fn7ps3Qq8/OXkSnj44XKHAhBc\nninO2OuU1Al0RAoR9whyUojSTIF3woffe3l4GDh4UG9bxf1cfHFw58VPfgJcfjn9f5CbIw2RQiy8\n6nz2SmFOCpWI5n0d4sY9AH+R4kMfKm3fyAgJJiKi4Sc+yH0UQdfTiXsEFWcC9DjyyE9BUCfF5GS4\ndT1MpFCNHxVEFSm+8x1yUWWZ3l7guutoXxMmUtSqk0L+fNp2UqR9pl787Rz3CMfrpMjiwoaLMxmb\n1IJIwdM9GNsURqSoBeQDL0HQgd2115IAIHaKcUSKoSFajIS5VfxEirPPVjspBgeB978f+Ld/o1Fs\nuk6KyUm67po1wCteQU4A71nfIKFAjnvoihQmcQ8TJ4UsUtx/P7ByJZWCehkZMRMp+vqAjRuBt7zF\nf6ThDTcAb3oTcNll9Bz6kUYnhV+5oiBMpFB1pqgKCoFwkSJoJKCfSPG1rwFf+Qr9v1yaCQQ7Kbwi\nhfd6rqvfSRFUnKkSOYFgJ4XOYnjJknAnhW2R4oorsn+wd+yxwFvfCnzyk+ZOiiKIFKZOilocQVqr\n5MVJwXEPxhaNjbTfzvr3Vhxe+1rgmmuqvRVMkSiUSMFxj3Iuuqj8bKP3jL0JOn0UYhtnZ8sXS8PD\nwJlnkkvCu8i9+mrgr/6KRjyuWKEvUmzfDqxdSzv+yy6jXgpV3MNvMRqlk8JW3MPrpBDi0b//O/Dq\nV9NtVY4SU5Fi82bqJlmyBPjsZyt///TT5J64/PJwkSINJ4UNkSLMSaEz3SOKk2J6mrb/q18l4UEu\nzQT8HRI6cY+pKXJlhJ2ZDuuk8OtoCRMpwh5XJ+6hK1KIUsyicM011Ae0a5e+k2LRonyLFGJ6kW5x\nZpFGkLKTQg95X5T14kye7sHYoBacFEuW0KhzhrFFoUSKomMS91ChclLs2gV87GPht9XpowBIKPIu\ntIaGaFG+ciUtjAWzs3QA/5GP0M8mIsXWrcBJJ9H/X3QRsGkTCRe6TgoR94jSSTE66n8dnbiHV0xZ\nt46el3/+Z+Cuu4Dzz1cvxqOIFM97Hlnjv/KVSnfGD34AXHUVvX9e8hLgD39Qn+0HsiFSiKy+XxxG\ndSbeKxbpxD2Gh81FiuFh+oLu6QG+9a3y0kxA30nR1lYpUug6DHRECu/Em/l5+q+uLrqTQifuYbuT\nIi8sWQK89730t0V1Ujz2GPD3f19+2yyLFKbFmXLcI4lOijTjHtxJoYfXSZHFhRt3UjA2qQWRgmFs\nUxiRohY6KUzjHl5UTopf/hL46U/Db6szflSgEikWLarspdi0CVi1isZxAjR6cnDQP5ogI4sULS1U\nFHrPPebFmaZxj6am+HEPr5OiqQn45jeBBx6gCQx+Z1JHRuh1mJvT294//5lEihUrgC98AXjzm0uL\na9ctRT0AWhyedRZNhFEhXpOgxX1cJieDRYrWVhLBVL0KAG2bd2Hk7SUZH6e/1XYnxfAwLS6vuYae\n65079ZwUOp0UOlEPILw4s76+dHZQIM4yO45/J0VckSLMSWE6gjRvvO995Gjyvqd0Oyk2bKAYmEzW\nRYooxZl5j3vwdA998tZJwSIFExcWKRjGnMKIFLWAadzDy+rVdCZeXmT/7nd6i3TduAfgL1KsW1fe\nS3HvvTR1RNDQQCJDf3/4Y8giBUBxBaDSSaFajI6N0fPW2Wke9zjmmPjFmaqJCX/916XL/DLpw8O0\nmAyzggs2bybRAwDe+EZaKK1bR4vojRvpDPo555SuHxT5yIKTAgi2wqtECq9QNT5O9xFHpFAJW+I2\nz38+/ff1r0fvpIjqpFCJDN7FoncfIi/gknJSBIkUUUaQ5o0FC8gh5X0exWvhuuXPkffz//DDlc6q\nrIsUJsWZRYl7iE4KjnuEk7dOiixuH5MvhEhRX1/tLWGY/FAokaLonRSqTLnJgV19PeXFxBSHmRng\n97/XW/Tqxj2AyoWWsM97nRT33EMOCBndyIeuSKESCvbtIxeF45jHPVassF+c6UUlUrgubeeqVXqR\nj7k5eo5OPZV+dhzgy18G7ryTxKFLLyXhQv7MXHYZjSNVkYXiTCC4l0LHSTE2Ru/jpJwUALkpBgfL\n4x5xOil0xo8C4XEPoHIfIi/g4ogUQaONkyjOLAIifjM5Sc+9OHj1fv4feSQ/IoVw5YyN6Tspko57\npN1JwU6KcPLQScFOCsYm7KRgGHMKI1LUStwjjpMCKO+l+OMfqXxyZiZ88Rk37tHVVe6kcF0SKWQn\nBaAnUszPA08+WV7Qs24d8P3vly9y/IQCEfUAzOMey5fbL870ohIpxsfpdV6+XE+keOopis94R8ae\ndhrw858Djz4K/NM/lf/ujDNo0fzUU5X3J852JS1ShC28TEUKlZNCR6Qwne4hCxsvfjE5Y04/vfT7\nuE6KOHGPMCdFXJEi7DNUy50UQYjXwiviyJ//iQn6PI6Pl7tksipSAPSajoxkJ+6RdicFOynCyUMn\nRX09d1Iw9mCRgmHMKYxIUQvYEClOOaUkUvz2t8DLXqa3UI8a93BddSfFs8+S2LB2bfltdUSKvXtp\nMSNPAnAc6leQnQF+Toq+PoptAGYixZEj4SJFWNxDWKGDFp2qhfjICG3rUUfpiRSij8KP006r3AbH\nKU1K8TIzQ69rtZ0UojxThZ9I4e2kWLTI/nQP2UkBAN/9LnDCCaWfVYWYgLqTwitm2CrOBIKdFFE7\nKcRnyE8oZieFGvHe9J55l0WKP/+Z9psdHeXC5dRUtkWK4WH9uIfspMhzJwWPINUnD50UjkOFwpOT\nLFIw8WlspO9CFikYRp9CiRQc9wjn5JNL5Zm/+x3w0pcmK1KMj9POubmZogoDA3SZ6KPwvmY6IoU3\n6uGHX3GmiHsA5p0UOk6KoLjHwAC5KILeqyonxfCwmUgh91GYcP75wEMPVV4+M0OL6WqLFFHiHvJ7\nYGwsvJMiynSPMGFDJT4Aek4Km3EPb/muDSdFUxPdh1+hKYsUasRrEeSkePhhGt/sfd9n3UkRpTgz\n750UHPfQJw+dFAC9b4SLkWHiwE4KhjGnMCIFxz30EHGPI0co63zBBbT4DeulGByMFveQrfP19eSc\n2LFD3UcB2BUp/Ioz5biHSSeFSdzDz0kR1kcBqEUK204KPxYsUD9nWXFSRCnO9DopguIerht9BGlQ\nRMTPSaHTSRG3OFN+TrxjjGWrtUqk0D1j39Xl/zkSwp2KWhcpVE6Ktjb6nE1P0z76BS/In0gB6Dkp\nGhrIUWe7oLAacY+mJvo7Rkc57hFGHjopABYpGHuwSMEw5hRCpOjt7cXc3IZqb0bi2BApTjgB2LUL\nuOMO4Oyz6WAqaIEh6O8PX1wLvCKFvOATvRTeyR6CtJwUceMefqKYiHv4OSnC+igAf5Giqyt5J4Vq\nzC1AlyUtUoSNIAXiOynCpnuMjdHBRNBnys9JESRS+DkpvHGP5mZaVMljZm13UnidFHGnewDBQqf4\nTKgQI0hnZ+l6tXQG2q+TwnFK++Q8ixQ630uOUxKT8z6C1HHob6+r40VtGHnopABKIkVWRRQmP7BI\nwdQqGzZsQG9vb6TbFkakqK/v4biH5n2sWUMjEl/2MrosbKE+Pw88/TRw/PF6jxEkUqxfDzz4IN3f\n859feVsdkWLLFntOCtO4x5Il5AjxW+TKcY84Tgq/ToolS8JFiokJEqLWrw++ngrvmXZBlpwUcTop\nwuIeYbENwN9JEXS7ICeFLFI4TuV1o3ZSuG7l2Wnv62ujkwII3ofojCA9coSEmKLvw2X8nBQA7QMG\nBsgRdcYZapFCx6lQDUxECqD0POQ97gHQZ4VdFOHkoZMCoO/6iQkWnZj4NDbSfptFCqbW6OnpqW2R\nolaw4aQAqDzzrruojwJQn7mX6euj6+ie5ZRFCu/ibd064Ac/AF70IvWBiRApguI7W7dSbCWMoOLM\nqNM9Fi6k//wiH3LcI6iTIojOTrr/+fnSZSZxjy1byDET5cBKJYQB2emkMC3OVDkpguIeYY4IIFrc\nQ7eTQlxXFimidlKIxVmdtJc3GUHquvqL4agihYh71FrUA/B3UgC0z7z/fmDlStrf5MlJIbYrikhh\na7Eqi3Fpnqlvba0tN1BUxL7GdbMf92CRgrEBOykYxpzCiBS10EmhOssdRaQ4+WRaUJ15Jv0ctlB/\n6qnySQVh+HVSAHR2f+9edR8FQAfk9fX+2zMyQguaFSvCt0Mn7rFgAX1xeM8gqxCLxSCRQifuEeak\nqK+nhau8EJaLMwcHg28ftY8CCBYp0nBSJDGCVNVJ4TfdQ8dJsWAB3V6OZITdTreTQty/10kRJe6h\n2jeYjCAVi7v6+vDHDtqH6IwgrWWRws9JcdddFPUAyt/3QjzKqkjR2krvJV1XjBAS8x73AOhvZydF\nOOJ7ZnaW9i9ZdVBxJwVjC3ZSMIw5hREpagFVX0AUkeLss4ErrywtPsKcFE89RQ4IXcI6KQB1H4Ug\nKPLx5JMkdNRpvHNVbobRUToYFuNL6+qCRQcZYUkPc1K0tsYrzgQqXxOTToqofRRAdTspkijONJ3u\noSNSOA69B7wiko1OCnHdKHEPb1xD9XyEOSnk25tECsKKM9lJUUmQk6KrC7j77pKQLIsUs7P0Hszq\nwa6Iu+mSVNxDLmZkJ0W2aGqi7+EsuygAFikYe4j3eVb32wyTRQolUmRVjbeF9yyo60bLc7761cD/\n+3+ln5N0UnjjHsccA5xzDnDeef63DxIpBgeB7m697VA5KYSLQn6v6EQ+pqYoftHcrBf3iFOcCVTG\nGkziHnGdFEXtpHDd8OLMsG4JgTfyERYT0e2kACoFjaidFDpOCtkK39BQfnuTs/VBxZksUqgJc1L0\n9amdFFl2UQD0mpos6pKIe1Szk4JFinAaG+n1znJpJkAncrg4k7GB2CfqOBMZhiEKI1LUYtxDCBRx\nxZmwEaTbt9uLezgOZa2DFiRBIoXOQlagclLs21fqoxDojCEVUQ9xFl0n7hHHSeF1DAiRoquLFnRB\n8ZQ4Topqxz2SnO4xNUV/X1tbPCcFUC5SiLGlQSKFOEDxTs9IspNCJVKonBR+0z1MRQp2UpgR5qQA\n8itSmDgpxGc0qeLMtDspOO4RjnBSZLk0E+BOCsYe7KRgGHMKI1LUAl4rvq0Mb9gI0ridFDqLPpkw\nkUL3AF0VuZBLMwU6TgoR9QD04x5xnRSySCE6Kerr6fk8dEh9uwMHaMG3enX4Y6goWnGmvFgZGwt2\nuQDRRIrRUbrPsM+iyk1RjU4K3eJMWyJFWCfF+HhtixR+TopVq8g5BeRPpIjipChKJwU7KcKRnRQs\nUjC1AIsUDGNOoUSKWot72DrzFLTAcF1gxw798aNAsiLF5KS+k0K1GO3rK5VmCnTGkMoLRT+RYm6O\nDrqam/0XwnE7KYDgyMdNNwGXX67X2aHCr5MiDZFC57UV26DajjAnRdjkFUBvugdQLlLoRkS8MQ7X\nVS9Q5c/PzAwJUjr3r+ukCCrO9HZSJO2kECNIa1mk8JvuIVwU4uciixTCSZH3uAc7KfTgTgqm1mCR\ngmHMKYxIUStxD3lxZkukCCrO7O+nRZPJAiKok0IHm3EPv04KGe8Ca3gY+Nd/Lb+ObLlvb1eLFGLb\nHEf92OPjJGR47f0qVCKFKPsMEil+8hPgv//38Pv3w89JkZXiTMfxd1OEOSnGx+lvEAfIqn1GFCeF\nrrDhdVJMTtK2eA9a5Os99hgJhDrvGZ3izCAnBXdSpEuQk+Kqq4AvfKH0syxSTE1lX6QwjXuMj9Nn\n21Zeu1pxD+6k0CMvnRQsUjC2YJGCYcwpjEhRC1TDSWEa9QCCOyl0sBX3UPVCHDoELFlSfpm3k+KR\nR4CvfKX8OjpxD3kxpnJSCBeFjuPHrzgToO1XiRSDg8ADD5CTIirVLs7UeW39JnyEOSlE3MNx6IBB\n9XdGESmiOilUfRTieuLzc889wZNwZGw4KaKKFGHTPXgEaSWyk8K7sF2ypHy/W3QnxZEjdheCHPfI\nNnnppKivp89blreRyQcsUjCMOYUSKTjuEY0gJ0VUkWJ0lP6/mnEPla1fXuwLvHGPHTtIUJDPSntF\nCvH3ycgihcpJMThYKZD44VecCZCTYnCw8jY33QS8/OXxDpKzXpwJ+Jdn6jgpgkQkILpIEcVJoeqj\nAMpFinvvBS64IPy+gWidFPKZTO/tTc7Yh3VS+DkpGhtpas6hQ7UrUgjxLIjOTnq/zM3lQ6QwHUGa\ntEjBcY9skadOCoCdFEx8WKRgGHMKJVIUHVXcw8YXvFhgqOzvcZ0UUeIe3d20aFEtiOPGPfxECnmB\ntXMnPRcDA6XL5DO9fk4KedtUi+DRUb0CRKBcOJqfL398v7jHT34CvO51evfvR9aLMwGzuIe3k0KI\nAn4iRZQRpLpuIa+TYmzM30kxPk7vwTScFPJ0j7Q7KRyHXvP9+2tXpFA5KbzU1dHzMzycD5HCZFHX\n0kL7U5uLVfHcijHdaYoU7KQIJy9OChYpGFuwSMEw5hRGpKiFToqknBSNjXQ/3skDQDyRQhQcmh60\n1deTULFvX+XvTOMeuk4KeYG1Ywf9u39/6TIbcQ/5PsKQRYrRUbpf8eWmEimGhoA//AH4i7/Qu38/\nknJS/PCHwD/+Y/B1knZSyGesbTspdG6jclIExT2efpoW8ccdF37fQKXIoDuC1FYnhUqkEN0fQQuR\nWhcpdJwUQOl9Pzlp5lRImyzFPebnSeCJWiRsyjvfCbz1rek8Vp4RToo8FGcCLFIw8WGRgmHMKYxI\nUQt4z4LanCvvlymPIlK0ttJ2Dg7S/UaJ4fhFPkzjHjpOCm8nxc6dtN39/aXL5OJMHZFC9dh+i1IV\nslvAu80qkeKmm4CXvET//v2or6fXS17sAvGLMwcGgDvvDL5OEiKFarqHuNxPpNBxRciL8qhOijCR\n4p57KOqh+/kRC7G5Ofo3TLQB7HVSiM+QVyyWy2T9aG2lz1qtihQ6TgqgXKTIspOio8NMmE5CpBBi\nXNrFjGvXAitXpvd4eUV2UmR50cYiBWMLFikYxpxCiRS10EmRxHQPQH0m1HWjiRR1dbQY3LvXPOoh\n8BMpTOIequLMkZHKxZCqk+K888pFCp0RpGFxjyNH9EUEuZNCR6T46U/jRz0EKjdFXCfF9DTwxBP+\nkQBAX4ASYyu96E738F4umJig97zONthyUgR1Utx7r37UQyALDaZOijgiRWMjPW/erpagqIegrY1E\nrFoVKaI4KbIsUrziFcC3vqV//ZYW+izZPKNeV0f3Nz7Oi4IskpdOCjFthkUKJi7ifW5rghHD1AKF\nESk47hEPVXnmwYN0gBdFaFiwANizJ55I0ddXeblpJ4V3IXr4cHDcY2iIFm6nnhov7uHnpIgS9/AW\nM3pFipERYONG4FWv0rvvMJIQKYTt/49/9L+O7msrJkJ40Z3uAagFLBH10BE7bXRSyMKX93qyk8KE\nMJEiaARpnE4KQC106ogUra3k/qhVkaJoTorGRppipEtzM+0bbS8Em5vpc8QiRfbIWydFlreRyQfs\npGAYcwojUtQCYhExP08/J+2kiOKiECxYQE4I0/Gj8vbI7gaByQG6VygQB0XeRZMc99i5kyy7xxxj\nHveQpxjEdVLIIkWYk+KWW4CLLrK3yPMuZOfn6b+2tnhOCsehEakq5ubotdF5P6tECtelx4gz3cNk\nEo0NJ8Xu3cCqVerr7d4N7NoFnHGG3vYIdJwU8t8t261VnRQm3Qd+IkWY8CR+X6siRdGcFKYkEfcQ\n9zs6ygvMLMKdFEytwSIFw5hTKJGi6HEPxyk/y520kyKuSBHHSdHWVn7WWWAa95AXZCLq4X2fyILI\nzp3A8cdTcadf3KO93d9JIbZN1e1g4qRob6e/dXY2XKT4zW+AK67Qu18dVAvZxsZK8cKEmRlacN9/\nv/r3YuGl8xluaakUKWZm6Dn3FuSZTPcwmUQTZQSp10nx7LPA6tXq6z36KHDOOeYHNA0NpfecrpNC\nnu4RNe4BqEWKoPGjAvGZ0f1sFIWiOilMEXEP2wtBUQbNi4LswZ0UTK3BIgXDmFMokaIWkBdXWXdS\nxBUpVJb+OCNIVaWZQPnfvmMHOSmWLat0UpjEPVSPb+KkqKuj7Roertzuzk56LHEm6rbb4k/1kPEb\ndSvOfkVhehq48EISKVTRLJPXtbW1MqqhinoAZtM9ojopdOMeXifFs88Cxx5beb0FC+g5Mu2jAMqF\nBtVzohpBKg6aRFZWFG9GESm8Qqdu3GPBgtrL6ooz/fPzemeTiypSJOV44LhHdslLJwXHPRhbsEjB\nMOYURqSohU4KoHyRkXWRIk7cw89JYVrmJ8dj/EQKseB03ZKTYtmyyk4KOe4xOqqeZCAvyLwLYRMn\nBVByt4yMlD+PjgMsXgwcOgTcdx+djV+xQv9+w/CKFOJAUrhDxCLWhJkZYM0aek6efrry96YihVfA\n8hMp/JwUqr4SXbEBiBb38Dopdu3yd1IA5n0UQLxOCnF74cQwXQyrJgTpihS1FvUA6LUYHqbXW8dB\nVFSRoqUlubjH2BgvMLNIXjop6utp+4ru0mWSh0UKhjGnMCIFUBtfJPIig+MewThOuVDgJ1I0Npas\nwcJJERT3aGig63sXyt78vddJYTKCFCi9JsPDldstIh+//rXdqAdQuZCVuyJUpZo6CDfGueeqIx9J\niRRJdVK0t9P7ZX4+mpPCdUmk8HNS1NXRc2WKaSeFV6SQeylsxT10OilqVaQQXS86FFWkaG5OJu7B\nTorskqdOiixvH5MfWKRgGHMKJVLUArUU94grUgDlQoFq/KhA9FIIJ8XixSQqiOdajnsA6siH96yx\ndyFsEvcAyp0UfiLFb35jb6qHwM9JofqdLkLoOOec+CKFqpPCT6RobCTnx9yc/nQPHerq6D0+PEyv\nu45DRnZSDA7SNqhut2wZcPPN0Toa4owg9d4+rekebW21K1IAen0UQEmkmJoqnkjBcY/aIi9OCnFC\ngmHiwiIFw5hTGJGC4x7x8DopDh2iBcxRR0W7vwULaCFpO+4xMWF2gK7jpADo8oMHaezpscfSInTp\nUuDAAfq9HPcA1CKFd6FtI+4xNOQvUjzwAP3+rLP071MH79l24YJQ/U4X2UmhmvAxOZlMJ4Xspgkr\nzjQRKQB6TXbton+9hZ0qZCeFX2mm2ObLLtPfDhmd4ky/6R5AZadFWiNIa1GkaGig902tOylaWux+\nlwl4ukd2kTspsrxoY5GCsQWLFAxjTuIiheM433EcZ7/jOJs8l1/mOM5Wx3G2OY5zteJ2VzqO8y3H\ncX7oOM7Lkt7OvJBU3MO7wNixg1wUUSM0YjEY1UnR2urfSRHHSREkUmzaRN0O4stERD5mZ+m5lh9X\nx0kRpzgToOdO1UkBkEhx/fVUmKmzQDYhSSfFWWcBmzdXigwm4pNJ3AMostgGXAAAIABJREFUuSbC\n4h5B7w8VHR0kNugKcbKTwq80My46xZl+0z3E7aN2UsQpzqxFkQKg18fUSVE0kUK8RznuUTvkxUlR\nX88iBWMHFikYxpw0nBTfA/AK+QLHceoAfPW5y08F8HrHcU6Sr+O67k2u6/4dgHcAuErngWqlkyKp\nuIe8wNi+PXrUA4gvUtiKe8i2/sOH/RehHR3AI49Q1EMgJnwIcUF+f0WJe0QtzvTrpNiyxX7UA0hG\npBBOirY24KST6LmWSaqTAiiVZIZN9zB9fYRIofsel50UfqWZcYlbnBmnk0JVnMmdFME0N7OTgkWK\n2iNP0z1YpGBswCIFw5iTuEjhuu49AIY8F58NYLvrus+6rjsD4EYAV/rcxUcBfC38cWJtZm6QF4m2\n4x7yAiNOHwWQjEjhusGLURXyFIcwJ8Ujj1BppkBM+PBGPQC9uEdcJ0VYJ0VTE/DSl+rfny5JFGfK\n96GKfCTVSQGUOymC4h6mxaYdHSQ2RHVSVEOkCCvOrEYnRVcXsGSJ/uMUCRMnRWcn7UPGxsz2gVlH\nvMe4k6J2EE4KLs5kaoX6enK91tqobYaJQ7U6KVYA2C39vOe5y+A4zpscx/mi4zjLHcf5LIBbXNd9\ntBobmUXSKs60JVLY7KSYmqK/1yTeYBL38HNSyJM9BO3t6TkpVNu9fDkJFCaLal28C1kTJ0V/v/r3\ncq+FqjzT1Emh20kBlIQq+fVRjSCNKlJEcVIkGfcI66TIWnHm3/0d8IlP6D9OkTBxUtTX0/5j/352\nUujeL3dSZBPupGBqkcbGbL/fGSZrZO7j4rruDQBucBzn3QBeAqDDcZwTXNf9lt9tent74bp0oHvJ\nJT3o+f/bu/8g2cr6zuOf7/zqmbnX+wMWEEEJogRDFAWFKBrHxBXUVVOhoqKmXHcxpWuJulY0qBVG\nzabcTemuq8YtS2QTjDEaRWE3VtRgK64lqGiIIIJBuUiA4L3I9c7AwJ159o+nH+dMT/86p8/pc85z\n3q+qqTv945w+3U9P336+5/v9PktLkzrcietunJnXJLW7ceaPfiS9+tXZ9xeCFGlq/JN6BSnSlnpI\nozfO3LXLP/9kJsUxx0g337x9ZQ9p9HKPMJl+8EG/3GCaLzwhvbtXT4rzzvP9KIrQHYjobpw5KEhx\n/vnSG98ovagrLyqZSXHSSdLtt2+9vchyj/Ae6C73uLcrvytLucf3vy89/vGj3T+ZSVFUuUeyXCME\n9ZJGWYI0754Uw8a11YorMyCNNJkUkv9MuPNOghSj7pdMimoK/49Q7oEmIUiBJmm322q322Pto6w/\nlzskJc8jHt+57peccx+Q9IFRdra8vKx3vUu6+OL8mwhWTVGNM3fu9BOKMGnJI5Ni9+7sqW39ghRp\nv5ynyaSQtmdSXH11/3KPQ4e2H193uUeYEIYJcJq+KXv2+KUqV1a2B6NmZorJopCy96Q4fFi69trt\nAQRpa6Aja++CIEtPilHKPdKW44RMit/8zdHuP+rqHuPoLvfofk16lfIUmUlx//2jZwo0UZpMCskH\nKa6/Pq4gRZHlHvfdx6SgisLnTNWDFDTORJ4IUqBJlpa2Jg28853vTL2PSU3prfMTfEvSY8zsBDOb\nk/RSSVeM8wBN6UlRVLnH1JSfdB086L/Yraz4SXpWO3ZkL/WQNlf3SI5r2pU9pO2ZFP0a9IUgRXdP\nin7lHmkbZ6adAEv+9du3zz/WJINvvSayowQpbrjBvwa9bk9mUvQ6455mbLP0pLj//q2T7rx6Utx1\n1+jv84UF/5iHDvmfo44a/bFGlaUnRffqHskgRZoMh6zlHk2WJZNifT2uIAXlHs0zM+Pfx8ngdRWR\nSYE8EaQA0pnEEqSfkPQNSSeb2T4ze5Vzbl3S6yV9UdINkj7pnPvB+I817h6qr7vcI8//QMMkY9zl\nRyX/xTtr00xp8wxGckKVpdwjTSbFkUduvT0sQZq13CP52GknwJKf/N52W/aSmax69aQYpXFmaIY5\nrCdFd2mRlC5LJmSoJANYwzIpfv5z/28I9uQVpJBGD1KY+ffvTTdJj3xkMYGncVf3GCeTYtcu/xpu\nbGxeR5BisCyZFBJBilH3S7lHNZn5z5rV1WqPD0EK5IkgBZBO4X8uzrmX9bn+C5K+kMdjLC8vS1rq\n/MStqHIPafMM97ilHpJ02mnShReOt49Q8hG+kGcp90j2hRjWkyKZRSENX93j1lu3XtcdRElOhNP2\nO5D8hOT++8fLSMkia7nHNdf0nvyHfYT36s6dfkyS+73//tFfn6mpzXENr/ewTIoDB7aese4+zo2N\nreUgowjviTTBuB07/NKxRTTNlIY3zgxBiI0N/zrm2ZNieto/v1/8YvPvLEtgsUmyZFJIcQUpWN2j\nmebm/Gdu1TMpqnx8qJeLLvJNz4EmGac3RRQdHDaDFPErqtxD2uwVkEeQ4qijpFe9arx9dPelyFLu\nMeoSpGefLb397Vuv27XLT+juumv8xplZyz2kcjIpsjTOvOYa6cwzh2dSmPnndPDg5u1pJ7PdfSmG\nZVIcOLA9yyUZpAhjlya7IYxLmiDS4qIPUhTRj0Ia3jgznMEM98kzk0LaXspDJsVgBCko92iq2Vkf\nRKry+JBJgTy97nVxfXYDo1haWurM09OLIkjRJJMo98gjSJGH7iDFOOUe6+t++36BgmOP3b4ihZkv\n+fjRj4YHKZzbvpJBr8aZaSws+C9wZQcpRsmkOHhQ+vGPpSc/eXhPCmn7ZDbt2Hb3pRglk2LQ8rBZ\ngkjjZFIUFaQYVu4hbc3GKiJIkexLQZBiMMo9/Ptvaopyj6apQyYFjTMBoDxRBSma0JOiyHKP0Csg\npiBFmIyG5pdp+wA8/OHSLbf0LvdIBikefNB/GU5+IR63caaZH5NJBymyNM789relJz7RT8KHZVJI\n2/tSZMmkCFkq0uAmjyGTorvcI7l9lp4haXtSSJuZFEWWewxa3UPaGujst7rH4cM+8JZ2gtcdpDh4\nMF2mQNOcc44vjRtVjEEKyT+fvCeDc3MEKaos9KSocpCCTAoAKE8UQYqmrOwhFVvuUfVMiixndkMm\nxaBSj0FCkKI7C2Lnzq1Bil5njLsbZ6bNpJD8BLiMnhRpG2dec4101ln9b+/OpMgjSJEmk+Leewdn\nUkwqSLFjh//7qmomRehJsbbm379pA7/J5WXvuccHh048Mf3zaIrXvjZ9kCKU7MSk1aInRdOETIoq\njw9BCgAoT4X/exhdkxpnzs35CZVUTCbFHXf4yeNxx+W336zyyqQIQYp+y48Ocswx/ovusHKP7lKP\n8NjjZFJIflJSdrnHKD0prrlGOv986Sc/2Xx/JvXKpEiecU/bb6RXkKLf69SrJ0WeQYo05R6Li770\nqMggxaDGmdLWIFS/JUizBASlrZkUX/ua7/VS5UlI3ezdmy14VHWtVjHlHs7FF9CJRR16Upx9dnFZ\nbwDQBDTObFjjzCJX97juOr/KRRHLI6aVV0+KtbXxMimk4eUe99+/PZMiWVKQZRIslVPukbYnhXPp\nMyl69aRIMynO0pNi0OoeWTJd9uzx74s0x71jh59gHn98usca1bDGmdJoPSnGCVKEcf3qV6VnPjP9\nPtDf3r393+d1VkS5R3idCJJVUx16UjzhCdLzn1/2UQBAfdE4s0GKLvf4zneqUeohVafcQ+qdSZHM\nGOhX7pHMpMha7lH1nhS33+6XtDzhhP5BiqJ7Uoy7ukfWxpk335xum8VF36S1qBTiUco9ujMp8g5S\nhEwKghT5O+KI+PpRSMWVe0gEKaqqDj0pAADlieK/7yb1pEhOAoso97j33uoGKcZpnJk1SHHMMf7f\nXj0pVlb8e8+s97ElA0pZMyne/ObJl96k7UkRsijMtm/bax/S5HtSFFHuIW2+P0a1Y0dxpR7SaI0z\nk0Go7saZoSfFuJkUBw741V7OOCP9PtDfox8tff7zZR9F/ooq95CYBFdVHXpSAADKE00mRWw1uv0U\nnUkhxRWkyCuTorvcY3ra73tlxV8uqnHmmWeWE6RIk0kRghTS9iwMyfdgcM6/ZsEkgxTz89tXmchj\ndY8sFheLrXEuO5Mi9Bq5+mrpqU9lgpg3M/+ZEBvKPZqnDj0pAADliSJI8c53Lsu5dtmHMRHJCUYR\nmRRStYMUaSdOycaZeZZ7hOtCX4peQYo8GmeWYVDjzF5BiGuv3QxS9ApidGdRSNsbZ6YNUiQDQNLw\nTAqpmEyKtPbs8WfDizJK48yie1Lcd5/UblPqgdGF/i55IkhRbeG7DEEKAIhXu91udk+KP/7jZZkt\nlX0YE1F040ypukGKtCtASJu9Bw4ezF7u0WptPQsfJIMU/co9xs2kKEPanhR33rlZwtDr9u5+FFLv\nxplFZlJI+TfOzOKNb5Te9rbi9h8aZ4ZARTJ7JUiO0aDVPbI0aAzjSj8KpHH55ZuBzrxQ7lFtYVwY\nHwCIF40zG6TIco+9e/3+HvnI/PY5jiqUe+zY4Zsj9lrtZFgmRXfjzLpmUgwLUiSfW5pMikn2pJAG\nZ1JManx27iz2cUKQYdBnw6Byjzx6UuzbJ91yi/SUp6TfHs20uJh/ySaZFNUWPp8IUgAAeokmSNGU\nnhRFlnscfbT0zW/2PvtahrzKPULjzKzpxP16COzaJd1zj/99WLnHpMoJ8pC2cWZy5ZJRMym6gxRp\nJ8VZMimS4zM763tlbGz4y3Uan0GSQYpBQZsiyz1uvNH3TShqBRNgFAQpqi38n8D4AAB6iSJI0aTV\nPYos95CkJz0p3/2NI69yj3EyKQZ52cuk5WU/2e2VCZDsm5B1CdIypMmkWF/3zzEEALL0pFhf95Pl\nNO/lLD0pkuUeZvUNIg0SelKMmknRvbpHHo0zJUo9UD6CFNVGJgUAYJAoghRNUmS5R9XktQRpUUGK\nCy7wr/+f/3l8mRT9Gmd237ay4p93KIfJ0pMijGuabKhxMymk7T1D6jI+g4xS7lF0JoVEkALloydF\ntdGTAgAwSBTnGN71rmVJS52fuIWzoM75M9AxnyVaWBi/3CP0hTh8OP8gxdSU9JGPSE9/uvS850kn\nn7z19jAJds5P5usyCU7TOLM7Q2TUTIpdu/y2GxvZgk/j9qQI19cxiDRIaJy5tjZeT4q1tWxBip07\n/d9D3k0QgbTIpKg2MikAIH7tdlvtdjvTtlFkUjRxdY8wcYy5F0fVyz0k6ZRT/IoNl13Wu9xjbc0/\nh1arOr0+hunVk6JfkKJ7VYzubaXemRTT035Ce/Dg5IIU3Su0dC8RW5dynEGyZFL0W90jS5Biakq6\n+ups2wJ5IkhRbfSkAID4NX51j6b1pFhbi7/UQ8qv3CM0ziwiSCFJb3mL9Ou/vn3/4bHrNgHu1ZOi\nX+PM7lUxurMwurdPCn0pxlm1Jcha7hFbJsUojTMHZVKMG6QAqoJyj2ojkwIAMEg0MeyYMwqSwgSj\nqUGKLOUeq6t+Epp1dY9h5uakr399+7GFiXTdJsBpelKMUu7RK5NC2uxL4RzlHnkZpXFmkT0pgKrg\nTH21EaQAAAwSRSZFk4QJRhODFFnKPVotPxFeXCy23GL37u2T5Lk5P+HrzjaoujQ9Kbon96P2pJA2\nlyHNMiHO0jizu9wjlOP0eh51FXpSDFvdI4xR9+oeoScFQQrU3dSU/9wiSFFNNM4EAAwSRZCiSeUe\nTc+kyFIWIBWXRTGImf8Ctn9//co9BvWkSN42TiZFCFKU2TjzgQd8887V1e1BjDoKmRCDGmeGDJLQ\nfDcZvCOTAjFptZgEVxWZFACAQTjHUDP0pEi3j5kZPwkrqh/FMPPz0s9+Vq+z9Gl7UmRZ3UPaDFLM\nzo7Xk2J93f/0+7I7rCdF9zKqdTZK48wwRuvr/jknnzdBCsSk1SKToqooxwEADBLB13KvKT0pQir+\noDOlsehV7pFl4tRqlRekaLV8kKJOmRThzPr6uv933HKPQZkUWRtnJjMpwnKZ/T4D5uf9/bszLUKQ\nIpZSDyld48zulT2S2xOkQAwIUlQXmRQAgEGi+O/73e9e1sbGkqSlko+keNPTfjK2uhp/kGJ+fvOM\nr3P+J8sXmvl5MinSCsGwhYXxG2f2y6QIjTOPOGL8IEW/CXl4Lrfcsj2IEWuQYtTGmd1NM6WtPSkG\nvaZAHRCkqK7wf0pdluYGAKTXbrfVbrczbRtFJsU73rGsqamlsg9jYlotP7GKPUhhtjkZzXK2PSCT\nIr3u5oqjBim6szCk4ntSDAtSSNJxx22/LsYgxaiNM0MmRfcEjkwKxISeFNU1N+fHpilZsADQREtL\nS1peXs60bRRBCqlZ/9G1Wn5yGHuQQtos+Rhn0lRmJkUIUtRtEpxskJmm3KN727D9oJ4UWRuihp4U\nowQp+u0jtiDFqI0zH3xw+8oeye0JUiAGZFJUFyuvAAAGiSZI0SRzc80LUtQ1k6Ku5R7dmRSjNs6U\nti9hOkpPinGWIM0apAiZFL2eQ12N2jiTTAo0wUknSUcdVfZRoJeQSQEAQC9RxLGbtASp1JxyD2kz\nSDE9nT1IMT9fzhKkUvPKPXrdZ1hPigceyF7u4dx4QYoHHogvkyL0pBi0JOuwnhSHDxOkQP195jNl\nHwH6mZ0lSAEA6C+aTArKPeJU93KP+Xlp//76TYKT2RCDGmf2K/cYNZMia7nH9LSfUIeVbsbJpIgt\nSJEmk4LVPQCUgUwKAMAg0QQpmqRp5R40zpy8fj0pwpn2jQ1/eZxMinGCFNJmXwqCFJtGaZw5KJOC\nIAWASSCTAgAwSBRBCso94pVHT4rFRWnv3nyPa1ShpKBuk+B+5R5m/raHHvKXRwlSFJFJIW2WfBCk\n2DRK48wwPgQpAJRlbo7GmQCA/vgvooaaWO6xvp590vShD0mPeES+xzWqcMx1zKTo1TgzeVt4Hw4r\n9xjUkyI0ziwjSDE/7wMUhw/Xb3z6SZZ77NjR+z4hS6bX6h4hU4YgBYAikUkBABgkiiDFn/zJsjY2\nliQtlXockxLKPcpqBjlJIUjhXPZMihNPzPeY0giT57qdqe/Xk0LaGoQ4dGi0TIpeQYDZWf8499yT\nvdwjj0yKjQ3p2GPTb19FycaZRxzR+z6UewAoGz0pACB+7XZb7XY707ZRlHu84x3Lmp5eKvswJoZy\nj/oIE726BSnC2faNDf+TnMyGIIRz0spK9kwKyZd83HlntgnxwsL4PSliXN2DJUgBVB2ZFAAQv6Wl\nJS0vL2faNopMiqb1pGha48zVVd8LoY6TpjB5rls5QQg0hJKA5Oo54baVFf/8pqe3bxuabkr9e1JI\nPkhx113l9qToFWipq+lpXxo1qCdFMpOi1+oeYdyb8PkCoBwnnSS9+MVlHwUAoKqiyKSQWII0Vskl\nSOuYSVHXco9kkKJ7Ihtu61XqIW0tFZGGZ1JkLfegc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# And this is the spectrum of our signal. Notice the peak at 60 Hz.\n", "plotSpectrum(d.Ch1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Figure: unfiltered spectrum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we filter the signal to eliminate noise (we look for low frequency changes)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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01A/LTkkBAAAA028YSoolKqWsXUo5NsmOi8+qGLRnPjP58Y+Tu+5qKwEAAAB034ptB0hy\nc5InLPZ8w4XXUmu9Lcnrx3uBXq+XK65IvvKVZPXVZ2f27NlTGnD11ZOnPS35wQ+Sgw+e0pcGAACA\nTuj3++n3+8v1GqVO18TJJb1hKRsn+U6tdbuFz1dIckWSfZP8Osl5SV5aa718GV+v1lpz4IHJ616X\nHHjg9OT+6EeTiy5Kjjtuel4fAAAAuqSUklrrhMY3DPoI0q8kOTfJFqWUG0oph9da5yd5Y5LTklyW\n5IRlLSgGaWwuxYIFbScBAACAbhrodo9a68uWcP3UJKcu32svz93j23TTZK21kgsvTHbddXrfCwAA\nAEbRMMykWG69Xi9/+MPsJLOn9X2e97zkpJOUFAAAALAkyzObYuAzKaba2EyK5z43ecMbmm0Z0+WC\nC5KXvSy54oqktHooKgAAAAy3oZ9JMdPtvHMyf37yi1+0nQQAAAC6pzMlxSAWhJSSvOhFyVe/Ov3v\nBQAAAKOmMyVFMpgtGC9+cVNSzPBdMgAAADB0DM6coB12SFZeOTn//GS33ab97QAAAGBGMTiz1hxw\nQPJ3f5cccMD0v+e735386U/Jhz40/e8FAAAAM9FID84cZNfy4hcnX/96smDB4N4TAAAAuq4zJUUy\nuGNBt902WX315Cc/Gcz7AQAAwCjoVEkxSC9+cXL88W2nAAAAgO7oREnRDM7sD/Q9X/GKpqS4996B\nvi0AAAAMtX6/n16vN6l7OzM4c//9kze/OXnOcwb33vvsk7z+9cmhhw7uPQEAAGAmGOnBmcngZlKM\nedWrks9/frDvCQAAAF3VqZJi0A4+uBmeefPNbScBAACAma8zJUUbu1Ye+chmq8eXvjT49wYAAICu\n6UxJkQx+u0fSbPn4z/9spyQBAACALlmx7QBTodfr5bbbZieZPfD33m23ZKWVkh/9KNlzz4G/PQAA\nAAyVfr+ffr8/qXs7c7rHfvslb3lLst9+g8/wwQ8ml11miCYAAACMGenTPdrsWl75yuTEE5M//KG9\nDAAAADDTdaakSNqZSZEk66yTPP/5zWwKAAAAYHI6VVK06e/+LvnkJ5P589tOAgAAADOTkmKK7Lpr\nsu66ySmntJ0EAAAAZqbOlBTDMP/zjW9MPv7xtlMAAADAzNSZkiJpbybFmEMPTS66KJkzp90cAAAA\nMBN1oqTo9Xq57bZ+2zGyyirJq1+dfOITbScBAACAdvT7/fR6vUndW+ow7JNYDqWUWmvNM5+ZHHFE\n8qxntZvnppuS7bdPrrkmWWutdrMAAABAW0opqbVOaM9DJ1ZSDJMNN2yOI/3kJ9tOAgAAADNLp0qK\ntmdSjHnb25KPfSy55562kwAAAMDM0amSYlhss01zJOkXvtB2EgAAAJg5OlNSDNtojSOOSD74wWT+\n/LaTAAAAwMzQmZIiGZ7tHkmy557Jeusl3/xm20kAAABgZuhUSTFsjjgiOeqo4VvlAQAAAMNISTGN\nDjwwmTcv+e53204CAAAAw68TJUWv18ttt/XbjvEQs2YlRx7ZPKymAAAAYBT0+/30er1J3VvqDP/r\nuZRSa63ZZ5/kXe9K9tmn7UQPtGBB8uQnJ//6r8nzn992GgAAABiMUkpqrROaHtmJlRTDbNas5D3v\nSXo9qykAAABgaZQUA3DQQc3Hk05qNwcAAAAMs86UFMO8SqGUZiXFkUc22z8AAACAh+pMSZE0ZcCw\net7zklVWSb72tbaTAAAAwHDqVEkxzEpJjjoqeec7k3vvbTsNAAAADJ/OlBTDvN1jzDOekWy1VfKp\nT7WdBAAAAIZPZ0qKZLi3e4x5//uTf/u35I472k4CAAAAw6VTJcVMsN12yXOf22z9AAAAABZRUrTg\nve9NPv3p5Kab2k4CAAAAw6MTJUWv18vtt/fbjrHMNtwwef3rkyOOaDsJAAAATK1+v59erzepe0ud\nCRMnl6KUUmut2XvvZoXC3nu3nWjZzJ3bDNE84YRkjz3aTgMAAABTq5SSWuuEpkd2YiXFTPSoRyUf\n+EDyxjcm8+e3nQYAAADap6Ro0YtfnKy2WnLccW0nAQAAgPZ1pqSYibtWSkk++tHk3e9Obr+97TQA\nAADQrs6UFEnzR/9Ms+OOySGHJP/8z20nAQAAgHZ1qqSYqd73vuSkk5If/7jtJAAAANCezpQUM3G7\nx5i11kqOPjp57WuTefPaTgMAAADt6ExJMdO9+MXJ+usnH/5w20kAAACgHSsu7YullIuX4TV+V2vd\nd4ryLJeZOJNiTCnJJz+Z7LZbcuihyROf2HYiAAAAGKyllhRJVkhywFK+XpJ8e+rijLZNNkne9rbk\nNa9JTjttZpcuAAAAMFHjbfd4ba31+qU8rkvyhgHkHNdMnkmxuLe+tTmO9HOfazsJAAAADNZSS4pa\n6zlJUkp5RSll9cW/Vko5cPHvGQZdWHmw4orJF77QHEl6ww1tpwEAAIDBWdbBmR9LcnYpZevFrr13\nGvKQZNttk3/4h+Rv/qY7K0QAAABgPMtaUvwqyauSfKOUcujCax1YtzC83v725LbbbPsAAABgdIw3\nOHNMrbX+rJSyd5LjSylPSTNUc2h0bcXB2LaPZzwj2WefZNNN204EAAAA02tZV1L8Oklqrb9Psl+S\nmmTb6Qo1WV2YSbG4bbdN3vnO5LDDkvvvbzsNAAAATK9lKilqrc9d7PMFtda31VqXteCYdr1eL3fc\n0W87xrR405uS1VdP3ve+tpMAAADA+Pr9fnq93qTuLXUp+yRKKd9Js2riYdVanz+pd51CpZRaa80e\neyT/8R/JHnu0nWjq3XJL8uQnJyedlOy+e9tpAAAAYHyllNRaJ7TnYbyZFB8ce+0kn03yN5MJNghd\nm0mxuPXXT449Nnn5y5Of/SxZc822EwEAAMDUW2pJUWs9c+zzUsrdiz8fRl2bSbG4gw9OfvCD5DWv\nSU44ods/KwAAAKNpInMlOrxWYWY4+uhkzpzk059uOwkAAABMvaWupCilrL3Y0xVKKWul2fqRJKm1\n3jZdwSaqy9s9xjziEcnXvpbsuWfy1KcmO+zQdiIAAACYOuPNpLjwQc9/ttjnNckmUxuH8Wy5ZXLM\nMcmLXpScf36yxhptJwIAAICpMV5JsWWt9b6BJJkCozKn4eUvT84+Ozn88OQb3xidnxsAAIBuG28m\nxbmllBNLKa8rpWw8gDwso498JLnppubYVQAAAOiC8U732GVhObF/kmNKKRskOSfJqUnOrLXeO+0J\nl9EozKRY3CqrNKsodtst2WWXZN99204EAAAAy2fc0z1qrdfVWj9Va31Bkqcl+U6SZyY5u5RyynQH\nnIhR2/bw+Mcn//3fyWGHJddd13YaAAAAWD7jzaR4gFrrvCT/u/CRhSsraNE++yTveEfyvOclP/qR\nQZoAAADMXEtdSVFKWaOU8u+llC+XUl72oK99stZ68/TGY1m86U3NsaQveUly//1tpwEAAIDJGW+7\nx+eTlCTfTPKSUso3SymrLPza7tOabIJGbSbF4kpJPvrRZN685B//se00AAAAMDnjlRSb1lrfUWs9\nsdb6/CQ/S/K/pZTHDCDbhI3aTIrFrbRS8vWvJ9//fnLssW2nAQAAgIkbbybFKqWUWbXWBUlSa31f\nKeXmJGclWW3a0zEhj350cvLJyR57JJttljzrWW0nAgAAgGU33kqK7yTZZ/ELtdYvJHlrkvumKdOk\njPJ2j8Vtumnyta8lL395cvnlbacBAACAZbfUkqLW+vZa6+kPc/17tdbNpy8Wy+PpT0+OOio58MDk\n979vOw0AAAAsm/FWUqSUcuzCj5+Y/jjLZ5RnUjzY4YcnL35x8tznJnff3XYaAAAAGN94R5A+Ick5\npZRvJzl34XNmiPe9L9luu+Tgg5N77207DQAAACzdeCspnpHkiUm2W/hx9nQHmiwzKR6qlORTn0pW\nWy15xSuS+fPbTgQAAABLNt5Mii8m2SjJU5I8odb6pYGkmiTbPR5qxRWTr3wl+cMfkr/9W2UOAAAA\nw2vcmRRJ/qXWemuSI6c7DNNj1VWTE09MLrww+Zd/aTsNAAAAPLxlKikWfnzX8r5ZKeW4UspvSykX\nP+j6/qWUOaWUK0spRyx2/ZGllC+UUj5dSnnZ8r7/KFt99eS7302+/vXkmGPaTgMAAAAPNejBmZ9P\nst+D3mNWko8vvL5NkpeWUrZa+OWDk3y91vraJM9f2gvbxjC+ddZJTjst+fCHky8N9cYdAAAARtFA\nB2fWWs9JcvuDLu+W5Kpa6/W11nlJTkhy0MKvbZjkxoWfjzv20UyK8T3hCcn3v5/80z8l//VfbacB\nAACARYZhcOYGWVREJMlNC6+Nfb7hws9VEFNkq62SH/wgOeIIRQUAAADDY8WlfbGUsl4WDs4spbQx\nOPNbST5eSnluku+08P6d9aQnNUXFs57VPD/ssHbzAAAAwFJLiiS/SHJpKeX4JN+cpgw3J1l81sWG\nC6+l1vqnJK8a7wV6vV5uvjn5zGeSu++endmzZ09L0K5RVAAAADBV+v1++v3+cr1GqUuZOFlKWSHJ\nM5O8JMkBSX6S5PgkJ9Va75nUG5aycZLv1Fq3W+w9rkiyb5JfJzkvyUtrrZcv4+vVWmt23rkpKXbe\neTKpRtsvf9kUFUcdpagAAABgapRSUmud0OiG8WZSzK+1fr/WeniSxyf5zzRDLX9VSvnvSQT8SpJz\nk2xRSrmhlHJ4rXV+kjcmOS3JZUlOWNaCgqkxtqLi7W9PvvzlttMAAAAwqsbb7vF/aq33lVJ+meTy\nJDsn2Xqib1ZrfdkSrp+a5NSJvt4DX2N57uZJT0pOP71ZUTF3bvK617WdCAAAgFEzbklRSnl8mu0e\nL03yqDTbPZ5fa50zzdmWWa/Xy113zc5ynpA68p70pOSss5qi4rbbmmNKHesKAADARCzPbIrxZlKc\nm+Y40K+l2YZx4aTeZRqNzaTYaafkc59Ldtqp7UQz3y23JPvtlzz72ckHP6ioAAAAYOKmfCZFknck\n2bjW+rZhLCiYHuuvn5x5ZvLjHyevelVy//1tJwIAAGAULHW7R631rCQppayT5NVJNl78nlrruMeD\nDoqZFFNr7bWbYZoHH5wcemhy/PHJqqu2nQoAAIAuG28lxZiTkqyZ5PQkpyz2GCq2JUytRz0q+c53\nkpVXTg44ILnzzrYTAQAA0GXLerrHI2utR0xrkuVgcOb0WXnl5CtfSd70pmTPPZNTTkke//i2UwEA\nADCspm1w5v99Uyn/L8m5tdbvTupdptHY4MwnPzn5z/9MnvzkthN1U63J0UcnH/5w8u1vG1AKAADA\n0k3H4Mwxb05ycinlnlLKnaWUu0opQ7X430yK6VVK8ta3Jh/5SHPyx8knt50IAACArlmmkqLWunqt\ndVat9RG11jUWPl9jusNNlJkU0++QQ5o5Fa9+dfKJT7SdBgAAgC5ZaklRSllvvBdYlu+hW3bfPfnR\nj5KPfzx5y1uS+fPbTgQAAEAXjLeSYllmULQ+p6LX6+Xuu/ttxxgpm2ySnHtu8vOfJ3/5l07+AAAA\noNHv99Pr9SZ171IHZ5ZS5ieZu7T7k9xZa91gUu8+BcYGZ+6wQ/LFLyY77thWktF0333J3/990u8n\nJ56YbLFF24kAAAAYBlM+OLPWusLCGRRLeqzeZkHxYGZSDN7KKyef/GRTVOy5Z3LqqW0nAgAAYKZa\n1tM9YKle85rkf/4n+eu/To46ymkrAAAATFxnSgp/FLdvjz2S885LvvGN5GUvS/70p7YTAQAAMJN0\npqRIbPcYBhtumJx1VrLSSsnTnpZcdVXbiQAAAJgpVlyWbyqlbJdkq4VPL6+1Xjp9kSauOd1jdpLZ\nLSchSR7xiGaI6bHHNqsrjj02OeSQtlMBAAAwCP1+P/1+f1L3jne6x5pJTkry+CQXpznNY7skNyQ5\nqNba+sGTY6d7bL998l//lWy/fduJWNwFFySHHpocdFDyH//RDNoEAACg+6b8dI8k/5rkgiSb11r/\nstb6giSbJzk/yfsmF3N6mEkxnHbZJfnZz5Jrr0323ju54Ya2EwEAADCsxispnpnkHbXWBWMXFn7+\nzwu/NlTMpBhOa62VnHRScvDByW67Jd/9btuJAAAAGEbjlRT31Vrvf/DFhdfunZ5IdFEpydvelnz9\n68lrX5shbocIAAAgAElEQVT84z8m9/pPEAAAAIsZr6RYtZTy5FLKTg967JxklUEEpFv22iv5xS+S\na65JnvrUZM6cthMBAAAwLMY73eM3SY5eyteGhpkUM8djHpN861vJZz7TlBb//u/JX/+17ToAAACj\nbqmne8wEY6d7bLttcsIJybbbtp2Iibj88uSlL0023TT57GeTtdduOxEAAABTYcpP9yil7FpKWW+x\n539VSjmplPLRUsrQ/DnZ6/Uyd26/7RhMwtZbJz/9abLRRsmOOyZnnNF2IgAAAJZHv99Pr9eb1L1L\nXUlRSvlZkmfWWm8rpTw9yQlJ3phkxyRb11pfOKl3nUJjKym22Sb56letpJjJTjut2fbxghck739/\n8qhHtZ0IAACAyZrylRRJVqi13rbw8xcn+Uyt9Zu11ncn2WwyIWFJnv3s5OKLkzvuaFZVnHtu24kA\nAAAYpHFLilLK2HDNfZP872JfG2/o5sAZvDjzrbVW8qUvJf/xH8khhyRHHJH8+c9tpwIAAGAQxisp\njk9yZinlpCT3JDk7SUopmyW5Y5qzMcL+8i+bVRXXXJPsvHNy4YVtJwIAAGC6LbWkqLW+L8lbk3wh\nyZ510QCLWWlmUwyNGX5ICQ9jnXWSr389eec7kwMOSN7+9uRPf2o7FQAAANNlvNM9Vk2ye5qtHoeN\nbf2otV5Za/3ZAPJNiO0e3VNK8rKXJZdcktx4Y7LDDskPf9h2KgAAAKbDeNs9vphklySXJHlOkg9N\neyJ4GOuumxx/fHL00clf/VXymtckf/xj26kAAACYSuOVFE+qtR5Wa/10khcm2WsAmWCJnve85NJL\nkxVWaI6bPfHEthMBAAAwVcYrKeaNfVJrvX+as0xar9fL3Xf3247BgKy5ZnLssclXvpK84x3JQQcl\n11/fdioAAACSpN/vp9frTereUpcycbKUMj/J3LGnSR6R5E8LP6+11jUm9a5TqJRSa63ZeuvkW99K\ntt667UQM0r33Jh/4QHLMMcnb3pa85S3JSiu1nQoAAIBSSmqtE5oeOd7pHivUWtdY+Fi91rriYp+3\nXlDAKqsk73pXct55yZlnJjvumJx1VtupAAAAmIzxtnvAjLDJJskppyTvfW/y8pcnhx+e3Hpr26kA\nAACYiM6UFEvZtcKIKCU55JDkl79M1l47edKTkg99KLnvvraTAQAAsCw6U1IkzR+psPrqTTnxox8l\nZ5yRbLdd8t3vtp0KAACA8XSqpIDFbbllU058+MPJP/xDcsAByRVXtJ0KAACAJelMSWG7B0tywAHJ\nJZck++6b7LFH8ta3Jnfc0XYqAAAAHqwzJUViuwdLtvLKTTlx2WXJnXcmW22VfO5zyfz5bScDAABg\nTKdKChjPYx+bfPazycknJ1/4QrLzzsn3vmclDgAAwDBQUjCSdt45Ofvs5F/+JXnzm5NnPSu58MK2\nUwEAAIy2TpQUvV4vc+f2247BDFNKcvDByaWXJi98YfK85yUve1ly7bVtJwMAAJi5+v1+er3epO4t\ndYavcy+l1FprttiiWcK/xRZtJ2Kmuvvu5Oijk498JDnssORd70rWWaftVAAAADNTKSW11glNj+zE\nSgqYCqut1mz/uPzyZMGCZOutk/e9L5k7t+1kAAAAo0FJAQ+y7rrJxz6W/OQnyUUXNatzPv7x5N57\n204GAADQbZ0pKWb4rhWG0GabJV/7WvLtbyennppsvnnymc8k993XdjIAAIBu6kxJkTSDEGGq7bxz\ncsopTWHxjW8kW22VfP7zyf33t50MAACgWzpVUsB02n335LTTki9+MfnSl5qZFf/1X8n8+W0nAwAA\n6IbOlBS2ezAoe+2V/PCHyac/nRx7bLLttslXv9oM2wQAAGDyOlNSwKDts09yzjnJMcc0R5duu22z\nssI2EAAAgMnpVElhJgWDVkqy337NSSDHHJN89rPJlls2AzadBgIAADAxnSopoC2lJM9+dnLmmckX\nvpB861vJpps2xcWf/tR2OgAAgJmhMyWFmRQMi732Sr73veTEE5Ozzkqe+MTk3/89ufPOtpMBAAAM\nt86UFIntHgyXXXZpVlT87/8ml12WbLJJ8u53J7fe2nYyAACA4dSpkgKG0TbbNAM1f/KT5He/a2ZW\nvPa1yRVXtJ0MAABguCgpYEA22yz51KeacmK99ZptIS94QXNCiO1KAAAAHSop/JHHTLHuusl73pNc\nd10zbPP/+/+Spz0t+eY3k/nz204HAADQns6UFImZFMwsj3xk8oY3NCsr/vEfkw98oNkK8slPJnPn\ntp0OAABg8DpRUvR6vdxzT7/tGDApK6yQHHJI8uMfN8eXnnZastFGydvfnlx/fdvpAAAAJqbf76fX\n603q3lJn+D6JUkqttWaTTZLTT29OUICZ7tprk49/PPniF5PZs5M3v7mZYWG1EAAAMFOUUlJrndBf\nMZ1YSZGYSUG3bLJJcvTRzUqKffZJXv3qZKedmpUWf/5z2+kAAACmR2dKisT/y0z3rLZa8rd/m1x+\nefJv/5Z89avNVpB3vzu55Za20wEAAEytTpUU0FWzZiXPeU5y6qnJmWcmt92WbLtt8sIXJmecYSUR\nAADQDZ0pKfyRxqjYaqvkE59ojjDdZ5/k7/8+2Xrr5JhjkttvbzsdAADA5HWmpEhs92C0rLFGc4Tp\nxRcnn/tccv75zSyLV72q+RwAAGCm6VRJAaOolGTPPZP//u/kiiuSLbZIXvSiZJddkuOOS+bObTsh\nAADAslFSQIesu27yjnckV1+dvPe9yUknJY9/fPLa1ybnnWdbFAAAMNw6U1L44wsWWWGF5IADkm9/\nO7nkkuZEkJe+NNlhh+SjH20GbwIAAAybzpQUiZkU8HA22CD5539Orroq+chHkp/+tJld8dKXNieD\nLFjQdkIAAIBGp0oKYMlmzUqe8YxmdsW11yZ77JG89a3JZpsl/+//JTfd1HZCAABg1CkpYAStvXby\nd3+X/Pznyde/ntx8c7L99smBBybf+lZy771tJwQAAEZRZ0oKMylg4kpJdt45OfbY5MYbk0MPTT72\nsWaLyBvekPzkJ/67BQAADE5nSorETApYHo96VPLKVyY//GFy4YVNUfHKVyZbbpn8678m113XdkIA\nAKDrOlVSAFNjo42Sd74zmTMn+fKXk9/+Ntlll2TvvZPjjkvuuKPthAAAQBd1pqSwJB2mXinJU56S\nfPzjyS23JP/wD8kppyRPeEJzOsh3v5vcf3/bKQEAgK7oTEkBTK+VV05e8IJmsOa11yZ77ZW8973J\nhhsmb3pT8uMfKwsBAIDl06mSwkwKGIzHPGbRYM2zzmqeH354sskmyT/9U3LxxQoLAABg4jpVUgCD\nt8UWyZFHJpdfnvzP/yQLFiTPe16yzTbNwM2rr247IQAAMFN0pqTw/9pCu0pJdtwxOeqo5Fe/Sj77\n2eTWW5M99kh23TU5+ujkppvaTgkAAAyzUmf4X/ellFprzYYbNkvPN9yw7UTA4u6/vznW9PjjkxNP\nTLbbLnnJS5KDD04e+9i20wEAANOllJJa64QGMygpgIG5997ke99LvvrV5mSQHXdMXvjCprBYf/22\n0wEAAFNJSaGkgBnjz39OTjst+cY3ku98J9l220WFxeMf33Y6AABgeU2mpJj2mRSllONKKb8tpVz8\noOv7l1LmlFKuLKUc8TD3PbGU8rlSyteW5X1meNcCI2fVVZPnPz/50peS3/ymORXkF79oVlc89anJ\nhz6UXHdd2ykBAIBBmvaVFKWUPZPcneRLtdbtF16bleTKJPsmuSXJ+UleUmud8zD3f63W+qKlvH6t\ntWaDDZLzzks22GBafgxgQO67r5lh8Y1vNDMsNt540QqLzTdvOx0AALCshnIlRa31nCS3P+jybkmu\nqrVeX2udl+SEJAdNdxZg+K28crLffs3pIL/+dfL+9zenhTz96c2xpu98Z3L++VZPAQBAF7V1BOkG\nSW5c7PlNC6+llPKKUsrRpZTHLfzahFoXoDtWXDHZd9/kU59Kbr45Oe64ZP785LDDmrkVf/u3yQ9+\n0Ky+AAAAZr4V2w7wYLXWLyf5cill7VLKsUl2LKUcUWs9akn39Hq93Hlns4f9+c+fndmzZw8sLzAY\ns2Ylu+/ePN7//mTOnGY7yLvfnVx5ZfKc5yQveEGy//7J6qu3nRYAAEZPv99Pv99frtcYyOkepZSN\nknxnsZkUuyfp1Vr3X/j8HUnq0oqIpbx2rbVm/fWTCy5wjCGMoltuSb797aa0OPfcZK+9koMOSg48\n0D8TAACgLUM5k2Khkgdu2zg/yWallI1KKSsneUmSbw8oC9Ax66+fvO51yfe+l9x4Y/KKVzTDN7fd\nNtl55+TII5s5FgsWtJ0UAABYmkEcQfqVJOcm2aKUckMp5fBa6/wkb0xyWpLLkpxQa718ed7HED0g\nSdZcM3nJS5Ljj09uvTX58IeTe+5JXvnKpsx41auSb30rueuutpMCAAAPNpDtHtOplFKPPPLIfPSj\ns3PZZbPzuMeNfw8wmq65JjnllOZx7rnJU5+aPPe5zbaQTTdtOx0AAHTD2GyK97znPRPe7tGJkqLW\nmsc9LvnZz6KkAJbJXXclp5+enHxyU1qstVZTVhx4YPK0pyUrrdR2QgAAmNkmM5NCSQGMvAULmn9+\nnHxy87j22uSZz2xOCtlvv2SDDdpOCAAAM89IlxTrrZf8/OdKCmD53XJL8v3vN48f/KCZZTFWWOy1\nV7LKKm0nBACA4TfyJcUvfpGst17biYAumT+/ORnk+99vTg+57LKmqBgrLTbfPCkT+scuAACMhsmU\nFCtOV5hB6vV6ue++2Ulmt5wE6JoVVkh23715HHlkctttzSyL738/ef/7m1UV++3XlBb77JOsvnrb\niQEAoF1jgzMnw0oKgEmqtVlZ8b3vNaXFT36S7LxzU1o8+9nJjjs2JQcAAIyikd7u8djHJhddpKQA\n2jN3bnLmmU1pcfrpyW9/26yu2HffZhDnppvaGgIAwOgY+ZLi4ouTxz627UQAjZtvTs44oykszjij\nOdb0mc9sHvvsk6y7btsJAQBg+igplBTAkKo1mTOnKSxOP71ZcbHRRotKi732SlZbre2UAAAwdUZ6\ncOa9986OwZnAsCol2Xrr5vHGNyb339+cGnLGGclRRyWHHtrMsxjbGrLrrs3KCwAAmGkMzqw1666b\nXHKJlRTAzDR3bnL22Yu2hlxzTfLUpybPeEYye3ZTYCgtAACYSUZ6u8e66yaXXmqPN9ANt92WnHVW\n0u83j1/9Knna05rC4hnPSHbaKVmxE2vhAADoKiWFkgLoqD/8oSktfvjDprS4/vpkzz0XlRY77qi0\nAABguIx0SbHOOslllykpgNHw+983wzfHVlrceGNTWjzjGcneeystAABo38iXFL/8ZbLOOm0nAhi8\nW29dtNLizDOTG25Idt+9OTVkr72SpzwlecQj2k4JAMAoGenTPe67b3ac7gGMqnXXTV74wuaRNNtD\nfvSjZhjnO97RbIfbfvtFpcUeeyRrrdVuZgAAusnpHlZSACzV3LnJT3/alBZnn918/sQnLiot9tor\n2WCDtlMCANAlI73d4y/+Irn8ciUFwLKYNy/5+c8XlRbnnJOsueYDS4vNN0/KhP4nBQAAFhn5kmLO\nnOQv/qLtRAAzz4IFzT9Dx0qLs89O7r232Rby1Kc2x5/utFOy6qptJwUAYKZQUigpAKbM9dcn5567\n6DFnTrLDDotKi6c9LXnc49pOCQDAsFJSKCkAps3cucn55y8qLX7842SNNR5YWmy/vaNPAQBojHRJ\n8ZjHJFdcoaQAGJRakyuvfGBpcf31yS67LCotdt89ecxj2k4KAEAbRr6kuPJK/zIM0Kbbb29ODhkr\nLX7602T99ZvC4ilPaR7bbmu1BQDAKJhMSdGJf03s9XqZN292ktktJwEYbWutley/f/NIkvnzk0sv\nXVRaHHNMctNNyZOf3BQWu+3WfHz8450kAgDQFf1+P/1+f1L3dmYlxdprJ1ddZSUFwLD74x+TCy5o\nVlmMPWbNWrTSYrfdkl13beZdAAAwc430do+1106uvjpZe+22EwEwEbUmN9ywqLA477zk5z9PNtro\ngastttvONhEAgJlESaGkAOiEefOabSJjpcVPf9oM5XzykxettNhll2TTTW0TAQAYVkoKJQVAZ91x\nR7NN5Lzzmo8XXJDceWey885NYTH2ceONFRcAAMNgpEuKtdZKrrlGSQEwSm69NbnwwuYxVlzcc09T\nVow9dt7ZYE4AgDaMfElx7bXNZHkARtevf/3A0uKCC5IFCx5YXOyyS3M0KgAA00dJoaQA4EFqTW65\n5YGlxQUXJCuttGiLyNjjsY9tOy0AQHcoKZQUACyDsRNFLrjggasuVl21Gc65+OOJT7RVBABgMiZT\nUnTiMLder5d582Ynmd1yEgBmglKaI0432ig55JDmWq3NCSI//3nz+MIXkje/Obn77mTHHR9YXGy9\nteNQAQCWpN/vp9/vT+rezqykePSjk+uuSx796LYTAdAlv/vdouJi7HHTTcmTnpTstNOi4mK77ZJH\nPrLttAAAw2Okt3soKQAYlLvvTi666IHFxZw5zdaQxVdc7LijU6cAgNE10iXFmms2y3SVFAC04b77\nkl/+8oHFxUUXNSXFDjsk22+/6OOmmyYrrNB2YgCA6aWkUFIAMEQWLEiuuSa5+OLmcdFFzeN3v0u2\n2eaB5cV22/nfMACgW0a+pLjhhmTNNdtOBABLd8cdySWXLCouLr44ufTS5DGPeeCKix12sOoCAJi5\nlBRKCgBmqAULmqO0x0qLsQLjt7996KqL7be36gIAGH4jXVKssUZy441KCgC65c47H7jq4qKLmlUX\na6+dbLtt89huu+bjVlslq67admIAgMbIlxQ33ZSssUbbiQBgeo2turjssqawGHtcfXWy0UaLyoux\nx2abJSuu2HZqAGDUKCmUFACMsPvuS666alFpccklzcdbbkm22OKh5cUTnpDMmtV2agCgq5QUSgoA\neIi5c5PLL3/gqotLL20GeG6zzQO3jGy7bbLuukmZ0L9OAAA81GRKik4s/uz1epk3b3aS2S0nAYDh\n86hHJbvs0jwWd/vtD9wy8j//06y+mDWrKSu22aZ5bL118qQnJeuso7wAAMbX7/fT7/cndW9nVlKs\nvnqznHX11dtOBAAzV63NiSJj20Uuvzz55S+bx6xZTVkxVlqMfdxgA+UFAPBQI73dQ0kBANOn1uTW\nWxcVFouXF3/606LCYvHyYuONzbwAgFGmpFBSAMDA3XbbotJi8fLiD39oBnY+uLzYdNNkpZXaTg0A\nTLeRLilWWy359a+VFAAwLO66K5kz56Hlxc03J5tssqi82GqrZMstm0JjtdXaTg0ATJWRLyl+8xv/\ncgMAw+6ee5Irr1xUWlxxRVNmXHVVM5xzyy0XFRdjHzfc0NwLAJhplBRKCgCYsebPT264oSksxoqL\nsc/vuqtZabHVVg8sMDbfPHnkI9tODgA8nJEuKR71qGYauZICALrnj39sVl8sXlzMmZNcc02y3noP\nv/pi/fWtvgCANo18SXHrrc1Z8ADAaLj//uS66x668mLOnOTPf27KirHH5ps3qzE2///bu/8gu876\nvuPv72q1kmVsyZIsWbIsybL8g2ESwLQODVDWMcUmBJwJk2JTGJI2ZEo7mGk7KTTtjDd4mHHaQkJC\nhg4T4QQT4kASiN3iCXbgmoEM4IAdgo0s27J+WfZav2VJlqXVfvvHOZe9e3dX+0O7e+899/2aOXPP\nOXvPuc/VM9e7/tzn+T5XWsNKkqT5YEhhSCFJkkoHD44EFtu2FTUvtm2Dp56CpUtHhxb1xyuugPPO\na3XLJUmqBkMKQwpJkjSJ4eFihZF6aNH4uGMHrF49Oryo72/c6NKpkiRNR1eHFEuWwL59hhSSJGnm\nhoZg586R0KIxwNi7F9avHzv64qqritVHenpa3XpJktpL14cU+/db4VuSJM2Nl1+G7dvHjr7Ytg0O\nHSqmijRPHdm8uSjgaYAhSepGhhSGFJIkqQWOHStqXTSGF08/XWyHDsGmTSOhRePjhg1OIZEkVZch\nhSGFJElqM8ePFyMwnnqqCC2eempkf+/eYqpIc3ixeXMRbFjEU5LUybo6pDjvPDhwwJBCkiR1jlOn\nimKdjQFG/XHHDli5cvwA44orihVKJElqZ10fUhw86DcOkiSpGs6cgT17xg8wnn66+JunMbTYtAku\nv7x4tA6GJKkdzCSk6J2rxsyngYEBzpzpB/pb3BJJkqTZsWBBUbNiwwa44YbRP8uEwcHRocWDDxbT\nSrZvL+pgbNhQBBaN4UX90VEYkqS5VKvVqNVqM7rWkRSSJEkVc+JEMV1k+3Z45pmR8KK+v2jRSGDR\nGF5s2lQss2oxT0nSbOjq6R6LFxffGhhSSJIkTSyzKDbeHFzU9/fuhTVrxh+BsWkTXHwxxLT+3JQk\ndauuDykOH4bFi1vdIkmSpM51+jTs2jX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d['Ch1 filtered']= butter_lowpass_filter(detrend(d.Ch1), cutoff=1, fs=500, order=6)\n", "plotSpectrum(d['Ch1 filtered'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Figure: filtered spectrum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The data has been filtered to eliminate noise. We can plot it now and see if there is something interesting going on with the light changes" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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7pYYGs96kTVs1aPfnZj21d+jF4jftegHGbq/U8LeOmvVcfbOWlti+bnh0Y7kG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\nS45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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "light=u*20-10\n", "fig = plt.figure(figsize=[18.0, 10])\n", "#plt.plot(d['t'], d['Ch1 filtered'],d['t'], light, 'r--') \n", "plt.plot(d['t'], ConditionSignal(d.Ch1),d['t'], light, 'r--') \n", "plt.title('Ch1 (uV) vs time (s)')\n", "\n", "plt.annotate('lights on', xy=(5, -2), xytext=(5, -3),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "\n", "plt.annotate('lights off', xy=(20, -2), xytext=(20, -4),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "plt.xlabel('time from beginning of recording (s)')\n", "plt.ylabel('voltage in Channel 1 (uV)')\n", "plt.ylim((-5,5))\n", "plt.fill_between(d['t'], min(light), light, facecolor='yellow', alpha=0.5)\n", "plt.savefig('plantPlot.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Figure: In this figure we show the filtered voltage signal (uV) with the lights-on /lights-off condition superimposed in yellow (yellow=lights on)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Second experiment (March 9th 2016)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We did different tests.\n", "TestPlant1= This was a test without Faraday cage\n", "\n", "TestPlant2= This was a test with Faraday cate\n", "\n", "TestPlant3wierd2= flashing light for 5 minutes\n", "\n", "TestPlant3lightsonoff= Lights on, lights off or 5 minutes each 10 seconds\n", "\n", "TestPlant4fire= putting a flame to one of the leaves, and then separating the fire from the leave" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "got light\n", "got dark\n", "got light\n", "got dark\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/giulio/anaconda2/lib/python2.7/site-packages/ipykernel/__main__.py:8: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] } ], "source": [ "d = pd.read_csv('plantdata/20160309191904_PlantTest3lightsonoff.easy',delim_whitespace=True)\n", "d.columns = ['Ch1','Ch2','Ch3', 'Ch4','Ch5', 'Ch6','Ch7','Ch8', 'Flag','unix time']\n", "# demean the data in Ch1 column. Divide by 1000 to go from nV to uV (from nano to micro volts)\n", "d.Ch1=d.Ch1/1000.-d.Ch1[0]/1000. # go to uV\n", "d.Ch2=d.Ch2/1000.-d.Ch2[0]/1000. # go to uV\n", "d.Ch3=d.Ch3/1000.-d.Ch3[0]/1000. # go to uV\n", "\n", "d.Flag[0]=1;\n", "D= detrend(d.Ch3-d.Ch1)\n", "\n", "fs=500 # samples /second ... This is Starstim's sampling rate\n", "\n", "# create a time column in seconds from beginning of file\n", "d['t']=(d['unix time']-d['unix time'][0])/1000.\n", "\n", "# create a variable to hold the state of light stimulation: on or off\n", "# we will call this variable \"u\"\n", "u=np.copy(d.Flag)*0.\n", "s=0 # to start with, light was off\n", "\n", "for n, val in enumerate(d.Flag):\n", " # if we see a flag equal to 2, light is on\n", " if d.Flag[n] == 2.:\n", " s=0\n", " # if flag is one, light is off\n", " elif d.Flag[n]== 1.:\n", " s=1\n", " u[n]=s\n", " \n", "light=u*20-10 \n", "d.Ch1=ConditionSignal(d.Ch1)\n", "\n", "AverageLight=np.zeros(fs*8)\n", "countLight=0\n", "AverageDark=np.zeros(fs*8)\n", "countDark=0\n", "\n", "AverageLightStack=detrend(d.Ch1[0:0+fs*8])*0.0;\n", "AverageDarkStack=detrend(d.Ch1[0:0+fs*8])*0.0;\n", "\n", "\n", "#for n, val in enumerate(d.Flag[0:]):\n", "for n in range(0,259*np.int(fs)):\n", " # if we see a flag equal to 2, light is off\n", " if d.Flag[n] == 2.:\n", " print \"got dark\"\n", " AverageLight[:] =AverageLight[:] + detrend(d.Ch1[n:n+fs*8])\n", " AverageLightStack=np.vstack((AverageLightStack, detrend(d.Ch1[n:n+fs*8])))\n", " countLight +=1\n", " \n", " if d.Flag[n] == 1.:\n", " print \"got light\"\n", " AverageDark[:] =AverageDark[:] + detrend(d.Ch1[n:n+fs*8])\n", " AverageDarkStack=np.vstack((AverageDarkStack, detrend(d.Ch1[n:n+fs*8])))\n", " countDark +=1\n", "\n", "AverageLight=AverageLight/countLight;\n", "AverageDark=AverageDark/countDark;\n", "\n" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "collapsed": false }, "outputs": [], "source": [ "AverageLightStack =np.delete(AverageLightStack, 1, 0)\n", "AverageDarkStack =np.delete(AverageDarkStack, 1, 0)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.36685342, 0.36681993, 0.36678529, ..., 0.25568222,\n", " 0.25589124, 0.25610056])" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(np.std(AverageLightStack,axis=0))/4." ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cuW2nCV2RkdKHH0pRUVLz5u78BgCAt1A0JFO2bO4+zLVrbScBbtyhM4c0ZtUY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\n0dPVn5ZhkzEsMcZoWotpej3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kn4hRNHjI+fPu5N49e6SoKNtpcD1GLB+hTUc2aUbrGbaj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[18.0, 10])\n", "theTime=np.arange(fs*8)/(fs*1.0)\n", "plt.plot(theTime, (AverageLight),'g',theTime,\n", " (AverageDark), 'b') \n", "#plt.title('Ch1, Ch2 and Ch3 (uV) vs time (s)')\n", "\n", "#plt.annotate('lights on', xy=(25, -3), xytext=(25, -4),\n", " # arrowprops=dict(facecolor='black', shrink=0.05),\n", " # )\n", "#plt.annotate('lights off', xy=(50, -3), xytext=(50, -4),\n", " #arrowprops=dict(facecolor='black', shrink=0.05),\n", " #)\n", "#plt.fill_between(d['t'], min(light), light, facecolor='yellow', alpha=0.5)\n", "#plt.ylim((-5,5))\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RERERERElDIsLg/B+1obHNu6UjpEwrifUp3PhcnFhZu1h5DY2CqezqCOE8upXpVNYcf/L\nR5DX0CAdw4qx+z7GlB27pWMY5TndjiU1qfM9aSirqvcCra3SMUT4jp/D/BfrpGMYU7y5AZktLdIx\njCrcegg5TU3SMYxLO3UBizam7tdqf0/X7AXa2qRjmBN18Vz169IprFCt3VhVk9rXDUQSWFy4Tbie\nMEZkKHi9LqC97FwgIiIiIiKihGFx4TbguC6gFbIygLQ0F1orFheIiIiIiIgoYVhcSCLds2ejueKh\nhB836DhQrg9+vwOvVwOuB1qouBCeMQMHn50vMraUtgULcGL1A9IxrOgoKcGx8rnSMawwdb4mo12V\ny6DH50rHsOKddWUIzpogHcOaLVVPAtk+6RhGNVeUoWfOJOkYxjWtXYFA4UTpGMa9tX4FItPGSsew\n4sTq5bi48B7pGFZ8/tSTOPODadIxjHpvTRm65t0lHYPIKBYXbgMhx4GKZsDvj8Y7F7igIxERERER\nESUOiwu3gaDjAI4/3rngAi7XXCAiIiIiIqLEYXFhENG78/HmhuXSMRIiFI0CUT98vms7F46Vz0VH\nSYlwQoty/aiteko6hRUfPjMH7aWl0jGsOL9oKk6tXCodwyh3Yh72VKbG96Qbsb1qMVBQIB1DRHjG\nnTj4bJl0DGOa1pUiUFgoHcOoljXz0FlcLB3DOGfKGOzbkLpfq/29UrkYyM+XjmGO14MXqp6QTmGF\nLsjG9srUvm4gksDiwm0g5DiAE5sW4fVqaJfTIoiIiIiIiChxWFy4DQQdBzoSmxaRluYCXHOBiIiI\niIiIEojFhSSSffQoira8m/DjhqJR6EhmvHPBhRZcc8F3/Djmv3hQZGwp+QcOYPq296VjWJHb2IiZ\ntYelY1hh6nxNRstqdkGd6ZCOYcXDm+uQ8cFX0jGsqah+DegOS8cwqmhLHbKOfCkdw7jil+qR2XJa\nOoZxj26qR/rJ89IxrJi+bSdG7/9UOoYVk199DeP/20npGEY9uLUOIw59IR2DyCgWF24D3SEHiPqR\nlubG1lxwFTsXiIiIiIiIKGFYXLgNdAUBjxvbxzy25oIXLC0QERERERFRorC4MAjvZ214bONO6RgJ\n0R104XH9AHDNmgszaw8jt7FRMp5dHSGUV78qncKK+18+gryGBukYVozd9zGm7NgtHcModbodS2rq\npWNYs6p6L9DaKh1DhO/4Ocx/sU46hjHFmxuQ2dIiHcOowq2HkNPUJB3DuLRTF7BoY+p+rfb3dM1e\noK1NOoY5URfPVb8uncIK1dqNVTWpfd1AJIHFhdtAV1DDq9MBAF6vCzcqt+YCERERERERpR4WF24D\n3SEXXsSmRXC3CCIiIiIiIko0FheSSPfs2WiueCjxxw1FkYbLnQsablSuuBCeMQMHn50vMraUtgUL\ncGL1A9IxrOgoKcGx8rnSMawwdb4mo12Vy6DH50rHsOKddWUIzpogHcOaLVVPAtk+6RhGNVeUoWfO\nJOkYxjWtXYFA4UTpGMa9tX4FItPGSsew4sTq5bi48B7pGFZ8/tSTOPODadIxjHpvTRm65t0lHYPI\nKBYXbgM9/ToXtOa0CCIiIiIiIkocFhduA4GwizRc3i3CheaaC0RERERERJRALC4MInp3Pt7csFw6\nRkL0hKNIV2kALncuqCvFhWPlc9FRUiIZz65cP2qrnpJOYcWHz8xBe2mpdAwrzi+ailMrl0rHMEpP\nzMOeyhXSMazZXrUYKCiQjiEiPONOHHy2TDqGMU3rShEoLJSOYVTLmnnoLC6WjmGcM2UM9m1I3a/V\n/l6pXAzk50vHMMfrwQtVT0insEIXZGN7ZWpfNxBJYHHhNhCIuEj3XO5c0HCjXmh2LhAREREREVGC\nsLhwGwhEnL6dCy6nRRAREREREVHisLiQRLKPHkXRlncTftygE4XPEysuxNZckNstwnf8OOa/eFBk\nbCn5Bw5g+rb3pWNYkdvYiJm1h6VjWGHqfE1Gy2p2QZ3pkI5hxcOb65DxwVfSMaypqH4N6A5LxzCq\naEsdso58KR3DuOKX6pHZclo6hnGPbqpH+snz0jGsmL5tJ0bv/1Q6hhWTd+/BuDdOSscw6sGtdRhx\n6AvpGERGsbhwGwg6Ufi9V7eiZOcCERERERERJRKLC7eBoOPA5/UCiE2LcFlcICIiIiIiogRicWEQ\n3s/a8NjGndIxEiLsRJFxpXOh77SImbWHkdvYKBnPro4QyqtflU5hxf0vH0FeQ4N0DCvG7vsYU3bs\nlo5hlDrdjiU19dIxrFlVvRdobZWOIcL30Tk8smmHdAxjijc3ILOlRTqGUYVbDyGnqUk6hnFppy5g\n0cY66RjWPF2zF2hrk45hTtTFc9WvS6ewQrV2Y1VNal83EElgceE2EIpG4Evr1bkQZecCERERERER\nJQ6LC7eBsOsgI15c8Ho1XFduQUciIiIiIiJKPSwuJJHu2bPRXPFQwo8bdh1kpvXdilKqtBCeMQMH\nn50vNLqMtgULcGL1A9IxrOgoKcGx8rnSMawwdb4mo12Vy6DH50rHsOKddWUIzpogHcOaLVVPAtk+\n6RhGNVeUoWfOJOkYxjWtXYFA4UTpGMa9tX4FItPGSsew4sTq5bi48B7pGFZ8vnQJzj4+TTqGUe+t\nKUPXvLukYxAZxeLCbSDsRpCRHvun9no5LYKIiIiIiIgSi8WF20DEdZDli3UuxLai5LQIIiIiIiIi\nShwWFwYRvTsfb25YLh0jISI6jIz02JoLHo/usxXlsfK56CgpkYxnV64ftVVPSaew4sNn5qC9tFQ6\nhhXnF03FqZVLpWMYpSfmYU/lCukY1myvWgwUFEjHEBG+7068vX6ldAxjmtaVIlBYKB3DqJY189BZ\nXCwdwzhnyhjs21AmHcOaVyoXA/n50jHM8XrwQtUT0ims0AXZ2F6Z2tcNRBJYXLgNOIggy6cAxLei\nZOcCERERERERJRCLC7cBR0eQ7b/auaBdrrlAREREREREicPiQhLJPnoURVveTfhxoyqMLH/sn9rj\n0dCCCzr6jh/H/BcPiowtJf/AAUzf9r50DCtyGxsxs/awdAwrTJ2vyWhZzS6oMx3SMax4eHMdMj74\nSjqGNRXVrwHdYekYRhVtqUPWkS+lYxhX/FI9MltOS8cw7tFN9Ug/eV46hhXTt+3E6P2fSsewYvLu\nPRj3xknpGEY9uLUOIw59IR2DyCgWF24DUUSQ7bu8W4SGdhU7F4iIiIiIiChhWFy4DURVCNkZVzsX\nXNcLzeICERERERERJQiLC4PwftaGxzbulI4xbFpruJ4IsjNin8emRVxd0HFm7WHkNjYKJrSsI4Ty\n6lelU1hx/8tHkNfQIB3DirH7PsaUHbulYxilTrdjSU29dAxrVlXvBVpbpWOI8H10Do9s2iEdw5ji\nzQ3IbGmRjmFU4dZDyGlqko5hXNqpC1i0sU46hjVP1+wF2tqkY5gTdfFc9evSKaxQrd1YVZPa1w1E\nElhcSHHhaBTKTUdmRqyYENstIo3TIoiIiIiIiChhElZcUEp5lFL/Qyn1d4k6Jg1f0HHgcf3w+x0A\ngFIAtAcuawtERERERESUIInsXPhDAKcSeLzbTvfs2WiueCihxwxFo1CuDz5f9MptCoAjVF0Iz5iB\ng8/OFxlbStuCBTix+gHpGFZ0lJTgWPlc6RhWmDhfk9WuymXQ43OlY1jxzroyBGdNkI5hzZaqJ4Fs\nn3QMo5orytAzZ5J0DOOa1q5AoHCidAzj3lq/ApFpY6VjWHFi9XJcXHiPdAwrPl+6BGcfnyYdw6j3\n1pSha95d0jGIjEpIcUEpNR7AbwPg5KUkE3QcKMcPv/9qccGjPHBdwVBERERERESUUhLVufAygAoA\nbLZPMiHHAaJXp0UAgFIKUc6LICIiIiIiogQZdnFBKfXvAJzXWp9ArONeDTtVEojenY83NyyXjjFs\noWgUcDL6dS4oROMLOh4rn4uOkhKpePbl+lFb9ZR0Cis+fGYO2ktLpWNYcX7RVJxauVQ6hlF6Yh72\nVK6QjmHN9qrFQEGBdAwR4fvuxNvrV0rHMKZpXSkChYXSMYxqWTMPncXF0jGMc6aMwb4NZdIxrHml\ncjGQny8dwxyvBy9UPSGdwgpdkI3tlal93UAkIS0BxygE8O+VUr8NIBNAjlLqL7TW/6n/A59/vvnK\nx0VFk1BUNCkBw9P1BB0HcPp1LgCcFkFERERERHSbam5uRnNzc0KPOezigtZ6PYD1AKCUmg1gzUCF\nBQB4/vmi4Q5HNynkONBORp8FHT1KcbcIIiIiIiKi21RRURGKioqufF5dXT3sYyZytwgapuyjR1G0\n5d2EHjPoONCR/tMiPGJrLviOH8f8Fw+KjC0l/8ABTN/2vnQMK3IbGzGz9rB0DCtMnK/JalnNLqgz\nHdIxrHh4cx0yPvhKOoY1FdWvAd1h6RhGFW2pQ9aRL6VjGFf8Uj0yW05LxzDu0U31SD95XjqGFdO3\n7cTo/Z9Kx7Bi8u49GPfGSekYRj24tQ4jDn0hHYPIqERMi7hCa30UwNFEHpOGJxSNwo1kXLOgo6vZ\nukBERERERESJwc6FFBd0HOhwZt9pEVCIcs0FIiIiIiIiShAWFwbh/awNj23cKR1j2LpDLpTrg9d7\ntVPB02srypm1h5Hb2CgVz76OEMqrX5VOYcX9Lx9BXkODdAwrxu77GFN27JaOYZQ63Y4lNfXSMaxZ\nVb0XaG2VjiHC99E5PLJph3QMY4o3NyCzpUU6hlGFWw8hp6lJOoZxaacuYNHGOukY1jxdsxdoa5OO\nYU7UxXPVr0unsEK1dmNVTWpfNxBJYHEhxXUHNTza1+c2D6dFEBERERERUQKxuJDiukJReAcoLkgt\n6EhERERERESph8WFJNI9ezaaKx5K6DF7QhppSO9zm0dBbCvK8IwZOPjsfJnBhbQtWIATqx+QjmFF\nR0kJjpXPlY5hhYnzNVntqlwGPT5XOoYV76wrQ3DWBOkY1mypehLI9g39wFtYc0UZeuZMko5hXNPa\nFQgUTpSOYdxb61cgMm2sdAwrTqxejosL75GOYcXnS5fg7OPTpGMY9d6aMnTNu0s6BpFRLC6kuJ7w\ntZ0L3C2CiIiIiIiIEonFhRTXE4oiXfUtLnhZXCAiIiIiIqIEYnFhENG78/HmhuXSMYYtEHaRptL6\n3OZRCm58K8pj5XPRUVIikExIrh+1VU9Jp7Diw2fmoL20VDqGFecXTcWplUulYxilJ+ZhT+UK6RjW\nbK9aDBQUSMcQEb7vTry9fqV0DGOa1pUiUFgoHcOoljXz0FlcLB3DOGfKGOzbUCYdw5pXKhcD+fnS\nMczxevBC1RPSKazQBdnYXpna1w1EElhcSHE9kWs7F5RSiLJzgYiIiIiIiBKExYUUF4xE4fN4+9zG\naRFERERERESUSCwuJJHso0dRtOXdhB4z6ESR7um/W4RcccF3/Djmv3hQZGwp+QcOYPq296VjWJHb\n2IiZtYelY1hh4nxNVstqdkGd6ZCOYcXDm+uQ8cFX0jGsqah+DegOS8cwqmhLHbKOfCkdw7jil+qR\n2XJaOoZxj26qR/rJ89IxrJi+bSdG7/9UOoYVk3fvwbg3TkrHMOrBrXUYcegL6RhERrG4kOICkSj8\nnr7TImJrLrBzgYiIiIiIiBKDxYUUF3Qc+L39FnT0aE6LICIiIiIiooRhcWEQ3s/a8NjGndIxhi3k\nROD3DjQtIvbxzNrDyG1sFEgmpCOE8upXpVNYcf/LR5DX0CAdw4qx+z7GlB27pWMYpU63Y0lNvXQM\na1ZV7wVaW6VjiPB9dA6PbNohHcOY4s0NyGxpkY5hVOHWQ8hpapKOYVzaqQtYtLFOOoY1T9fsBdra\npGOYE3XxXPXr0imsUK3dWFWT2tcNRBJYXEhxIdeBP61v54LXo+BqVygRERERERERpRoWF1JcKOog\no19xoXfnAhEREREREdFwsbiQRLpnz0ZzxUMJPWbYjSBzgOKCVG0hPGMGDj47X2h0GW0LFuDE6gek\nY1jRUVKCY+VzpWNYYeJ8TVa7KpdBj8+VjmHFO+vKEJw1QTqGNVuqngSyfUM/8BbWXFGGnjmTpGMY\n17R2BQKFE6VjGPfW+hWITBsrHcOKE6uX4+LCe6RjWPH50iU4+/g06RhGvbemDF3z7pKOQWQUiwsp\nLuxGkJk1We8FAAAgAElEQVTu7XMbF3QkIiIiIiKiRGJxIcVFdBgZ1xQXAM3iAhERERERESUIiwuD\niN6djzc3LJeOMWwRHUGWb4BpEfHawrHyuegoKRFIJiTXj9qqp6RTWPHhM3PQXloqHcOK84um4tTK\npdIxjNIT87CncoV0DGu2Vy0GCgqkY4gI33cn3l6/UjqGMU3rShEoLJSOYVTLmnnoLC6WjmGcM2UM\n9m0ok45hzSuVi4H8fOkY5ng9eKHqCekUVuiCbGyvTO3rBiIJLC6kuIgOI9vX95/Z6wGnRRARERER\nEVHCsLiQ4hyEkeXv+8/s8QBabElHIiIiIiIiSjUsLiSR7KNHUbTl3YQeM4owsnz91lzoNS3CNt/x\n45j/4kGZwYXkHziA6dvel45hRW5jI2bWHpaOYYWJ8zVZLavZBXWmQzqGFQ9vrkPGB19Jx7Cmovo1\noDssHcOooi11yDrypXQM44pfqkdmy2npGMY9uqke6SfPS8ewYvq2nRi9/1PpGFZM3r0H4944KR3D\nqAe31mHEoS+kYxAZxeJCCnNcFy5cZPn73u7lbhFERERERESUQCwupLCQ48Cr/cjIcPvcHpsWQURE\nRERERJQYLC4MwvtZGx7buFM6xrAEHQde7YPf7/S53etRV7ainFl7GLmNjRLxZHSEUF79qnQKK+5/\n+QjyGhqkY1gxdt/HmLJjt3QMo9TpdiypqZeOYc2q6r1Aa6t0DBG+j87hkU07pGMYU7y5AZktLdIx\njCrcegg5TU3SMYxLO3UBizbWScew5umavUBbm3QMc6Iunqt+XTqFFaq1G6tqUvu6gUgCiwspLOg4\n8Lh++HzRPrd7FOCyd4GIiIiIiIgShMWFFBaKRqGifvj9/YoLHlzpXCAiIiIiIiIaLhYXkkj37Nlo\nrngoYccLOg6UmzHAtAi5NRfCM2bg4LPzhUaX0bZgAU6sfkA6hhUdJSU4Vj5XOoYViT5fk9muymXQ\n43OlY1jxzroyBGdNkI5hzZaqJ4Fsn3QMo5orytAzZ5J0DOOa1q5AoHCidAzj3lq/ApFpY6VjWHFi\n9XJcXHiPdAwrPl+6BGcfnyYdw6j31pSha95d0jGIjGJxIYUFHQfKubZzwcvOBSIiIiIiIkogFhdS\nWNBxoKLXdi54FKC55gIRERHRgCLRKP702DFu3U1EdBNYXBhE9O58vLlhuXSMYQk6DuBkXLOgo9cL\nXP5Zeax8LjpKSgTSCcn1o7bqKekUVnz4zBy0l5ZKx7Di/KKpOLVyqXQMo/TEPOypXCEdw5rtVYuB\nggLpGCLC992Jt9evlI5hTNO6UgQKC6VjGNWyZh46i4ulYxjnTBmDfRvKpGMY8X//4hd45p138P/1\n2rXmlcrFQH6+YCrDvB68UPWEdAordEE2tlem9nUDkQQWF1JY0HGgIxnXLuioABeuUCoiIiKi5Pbz\nb74BAHz69dfCSYiIbh0sLqSwWHEh89oFHb0a7PIjIiIiGtgv4sWFy/8nIqKhsbiQRLKPHkXRlncT\ndrzBOhe8SomtueA7fhzzXzwoMraU/AMHMH3b+9IxrMhtbMTM2sPSMaxI9PmazJbV7II60yEdw4qH\nN9ch44OvpGNYU1H9GtAdlo5hVNGWOmQd+VI6hnHFL9Ujs+W0dAzjHt1Uj/ST542P09rdje+OHo0z\nHXLf+6Zv24nR+z8VG9+mybv3YNwbJ6VjGPXg1jqMOPSFdAwio1hcSGFBx4EbzrxmzQWPhws6EhER\nEQ2mIxzGXaNGoS0QkI5CRHTLYHEhhV0uLlw7LYJbURIRERENpjMUYnGBiOgmsbgwCO9nbXhs407p\nGMMSdBxEQ5kDTIvAlb6FmbWHkdvYaD+clI4QyqtflU5hxf0vH0FeQ4N0DCvG7vsYU3bslo5hlDrd\njiU19dIxrFlVvRfotUr77cT30Tk8smmHdAxjijc3ILOlRTqGUYVbDyGnqUk6hnFppy5g0cY66RhG\ndIRC+I2RI/F1T8+V256u2Qu0tQmmMizq4rnq16VTWKFau7GqJrWvG4gksLiQwgIRB244a5BpEdwt\ngoiIiGggHZc7F3oVF4iI6PpYXEhhPeEoPK4PHk/fKRCx4gIRERERDaSD0yKIiG4aiwtJpHv2bDRX\nPJS444VceOG75navUpDaizI8YwYOPjtfZGwpbQsW4MTqB6RjWNFRUoJj5XOlY1iR6PM1me2qXAY9\nPlc6hhXvrCtDcNYE6RjWbKl6Esi+9udEKmmuKEPPnEnSMYxrWrsCgcKJ0jGMe2v9CkSmjTU+Tkco\nhHG5uegOh+G4Mt2eJ1Yvx8WF94iMbdvnS5fg7OPTpGMY9d6aMnTNu0s6BpFRLC6ksO5QFOkDFBeU\n4m4RRERERAPRWqMjFEKe348cvx+doZB0JCKiWwKLCymsJxxFuhqgc4FbURIRERENyHFdRLWGPy0N\nuX4/2llcICK6ISwuDCJ6dz7e3LBcOsawBCJRpKn0a2739CouHCufi46SEtvR5OT6UVv1lHQKKz58\nZg7aS0ulY1hxftFUnFq5VDqGUXpiHvZUrpCOYc32qsVAQYF0DBHh++7E2+tXSscwpmldKQKFhdIx\njGpZMw+dxcXSMYxzpozBvg1l0jESLhSNIjMtDQCQ5/ejPRgEALxSuRjIz5eMZpbXgxeqnpBOYYUu\nyMb2ytS+biCSwOJCCgtEovCptGtuZ+cCERER0cCCjoOMeHEh1+9HBzsXiIhuCIsLKawn4sCfdm3n\nglIK3C+CiIiI6FpBx4H/cudCRganRRAR3SAWF5JI9tGjKNrybsKOF4xE4fcO1rkgw3f8OOa/eFBo\ndBn5Bw5g+rb3pWNYkdvYiJm1h6VjWJHo8zWZLavZBXWmQzqGFQ9vrkPGB19Jx7Cmovo1oDssHcOo\noi11yDrypXQM44pfqkdmy2npGMY9uqke6SfPGx0jWToXpm/bidH7PxUZ27bJu/dg3BsnpWMY9eDW\nOow49IV0DCKjWFxIYb1/OPbm9QBay2yrRERERJTMQr2un3qvuUBERNfH4kIKG6y4wK0oiYiIiAYW\ndBz4vV4A8eICp0UQEd0QFhcG4f2sDY9t3CkdY1hC0Qgy0wfoXOhVXJhZexi5jY22o8npCKG8+lXp\nFFbc//IR5DU0SMewYuy+jzFlx27pGEap0+1YUlMvHcOaVdV7gdZW6RgifB+dwyObdkjHMKZ4cwMy\nW1qkYxhVuPUQcpqapGMYl3bqAhZtrJOOkXCDTYt4umYv0NYmGc2sqIvnql+XTmGFau3GqprUvm4g\nksDiQgoLRx1kpnuvud3jAbigIxEREdG1QtHo1WkRGRmcFkFEdINYXEhhYddBtu/af2KvR7G0QERE\nRDSA/p0LnBZBRHRjWFxIIt2zZ6O54qGEHS/sRpDlH6BzQQEaMgs6hmfMwMFn54uMLaVtwQKcWP2A\ndAwrOkpKcKx8rnQMKxJ9viazXZXLoMfnSsew4p11ZQjOmiAdw5otVU8C2T7pGEY1V5ShZ84k6RjG\nNa1dgUDhROkYxr21fgUi08YaHaPPVpSCu0WcWL0cFxfeIzK2bZ8vXYKzj0+TjmHUe2vK0DXvLukY\nREaxuJDCIjqMbN8g0yIUexeIiIiI+uvduZCXkcHOBSKiG8TiQgqLIILsjIGmRcT+rzULDERERES9\nhfpPi+CaC0REN4TFhUFE787HmxuWS8f41lytEdUOsjPUNffFd1eCBnCsfC46SkrshpOU60dt1VPS\nKaz48Jk5aC8tlY5hxflFU3Fq5VLpGEbpiXnYU7lCOoY126sWAwUF0jFEhO+7E2+vXykdw5imdaUI\nFBZKxzCqZc08dBYXS8cwzpkyBvs2lEnHSLjeW1GO7NW58ErlYiA/XzKaWV4PXqh6QjqFFbogG9sr\nU/u6gUgCiwspKuQ4SEM6MjOi19ynlAa0YucCERERUT99pkWwc4GI6IaxuJCigo4Dr/YjM9O55j6P\nR0PBwx0jiIiIiPrpvRVlbnxBR/5BhohoaCwuJJHso0dRtOXdhBwr6DjwaB8yMgYrLsSmTtjmO34c\n8188aH1cSfkHDmD6tvelY1iR29iImbWHpWNYkcjzNdktq9kFdaZDOoYVD2+uQ8YHX0nHsKai+jWg\nOywdw6iiLXXIOvKldAzjil+qR2bLaekYxj26qR7pJ88bHaN350K61wt/Whq6wvbPk+nbdmL0/k+t\njyth8u49GPfGSekYRj24tQ4jDn0hHYPIKBYXUlRPJAKvmzFocQHgtAgiIiKi/nqvuQDEp0Zwxwgi\noiGxuJCiAo4DT3Tg4oJS4LQIIiIiogE4rov0XsWFkRkZXHeBiOgGsLgwCO9nbXhs407pGN9aIBKB\nimZet3PB1Rozaw8jt7HRfkApHSGUV78qncKK+18+gryGBukYVozd9zGm7NgtHcModbodS2rqpWNY\ns6p6L9DaKh1DhO+jc3hk0w7pGMYUb25AZkuLdAyjCrceQk5Tk3QM49I+uYBFG+ukYySc47pI81y9\nRM6L7xjxdM1eoK1NMJlhURfPVb8uncIK1dqNVTWpfd1AJCFNOgCZ0ROJQDnXKS5ocFoEERERUT+O\n68KrFP7qr/418vKC3DGCiOgGsXMhRQUcB3AykJkZueY+7hZBRERENLDLnQuLF/8H/PCHjyIvIwPf\nsLhARDQkFheSSPfs2WiueCghx+qJRIBI1iBrLlydFmFbeMYMHHx2vvVxJbUtWIATqx+QjmFFR0kJ\njpXPlY5hRSLP12S3q3IZ9Phc6RhWvLOuDMFZE6RjWLOl6kkg2ycdw6jmijL0zJkkHcO4prUrECic\nKB3DuLfWr0Bk2lijY0R7TYvQWm5BxxOrl+Piwnusjyvh86VLcPbxadIxjHpvTRm65t0lHYPIKBYX\nUlQgEoEOD1xciHUucLcIIiIiov4creFBbEHHUCiNCzoSEd0gFhdSVM8QxQVoxWkRRERERP04roue\n7gzccUc3QiEvRqRlXu1c4B9miIgGxeLCIKJ35+PNDculY3xrAcdBNDTYtAhAxadFHCufi46SEoGE\nQnL9qK16SjqFFR8+MwftpaXSMaw4v2gqTq1cKh3DKD0xD3sqV0jHsGZ71WKgoEA6hojwfXfi7fUr\npWMY07SuFIHCQukYRrWsmYfO4mLpGMY5947Bvg1l0jESLuq6iIR8GDkyiNGjA0iL5qA9GMQrlYuB\nO+6QjmeO14MXqp6QTmGFLsjG9srUvm4gksDdIlJUIBKBG8q+7laUnBZBRERE1JfjuoiE/MjOjiAt\nzYUK54qsuUBEdKthcSFF9UQicILZyMwcbFoEd4sgIiIi6s9xXUTC6RgxIowRIwAVyuNuEUREN4DT\nIpJI9tGjKNrybkKOFXAcRAODdy4ood0ifMePY/6LB62PKyn/wAFM3/a+dAwrchsbMbP2sHQMKxJ5\nvia7ZTW7oM50SMew4uHNdcj44CvpGNZUVL8GdIelYxhVtKUOWUe+lI5hXPFL9chsOS0dw7hHN9Uj\n/eR5o2NEtUYk6MeIEWHk5/cg2j1KpHNh+radGL3/U+vjSpi8ew/GvXFSOoZRD26tw4hDX0jHIDKK\nnQspqivkQEeykZZ28Zr7Lm9FyWkRRERERH05rotwyI/s7DDy8kKIdI5CO9i5QEQ0FBYXUlRXKIp0\nDLx3OXeLICIiIhqYE1/QccSIMEaNCiDcORrtPq65QEQ0FE6LGIT3szY8tnGndIxvrSvkwKf8A953\neUFHV2vMrD2M3MZGu+EkdYRQXv2qdAor7n/5CPIaGqRjWDF238eYsmO3dAyj1Ol2LKmpl45hzarq\nvUBrq3QMEb6PzuGRTTukYxhTvLkBmS0t0jGMKtx6CDlNTdIxjEv75AIWbayTjpFwjusiFIgt6Dhq\nVBDB9ny0B4NYXbMX+Ppr6XjmRF08V/26dAorVGs3VtWk9nUDkQQWF1JUd8iBzzN454LitAgiIiKi\na0TjxYXLnQs9l/LRFU7ttUmIiBKBxYUU1ROJwu9JH/A+pcDdIoiIiIgG4LguwsHLxYUg2i9lY2RG\nBjSvnIiIrovFhSTSPXs2miseSsyxwhFkeK+z5oLQbhHhGTNw8Nn51seV1LZgAU6sfkA6hhUdJSU4\nVj5XOoYViTxfk92uymXQ43OlY1jxzroyBGdNkI5hzZaqJ4HsgX9WpIrmijL0zJkkHcO4prUrECic\nKB3DuLfWr0Bk2lijYziui1DQj6ysCEaNCuDSpUyMyc62Xlo4sXo5Li68x/KoMj5fugRnH58mHcOo\n99aUoWveXdIxiIxicSFFBSIOsnwDr9d5ZUFHTosgIiIi6iOqNSIhHzIyHIwaFcSlSxkoyM4G2LlA\nRHRdLC6kqIATQXb6wNMiYmsucFoEERERUX+O6yIaSYfPF73auZCVxWkRRERDYHFhENG78/HmhuXS\nMb61oBNBtn/gzgWlYp0LrtY4Vj4XHSUlltMJyvWjtuop6RRWfPjMHLSXlkrHsOL8oqk4tXKpdAyj\n9MQ87KlcIR3Dmu1Vi4GCAukYIsL33Ym316+UjmFM07pSBAoLpWMY1bJmHjqLi6VjGOfcOwb7NpRJ\nx0g4x3XhhH3w+692LozJysIP188A7rhDOp45Xg9eqHpCOoUVuiAb2ytT+7qBSAKLCykqEA1hxCDF\nhdiaC+C0CCIiIqJ+oq6LSMgHvz/WufDNNxm4IysbXTogHY2IKKmxuJCigm4QOf7rLOjI3SKIiIiI\nrhGbFuGDzxdFeroLvz+K3LRcdCMkHY2IKKmxuJBEso8eRdGWd4d9HMd1EdEOcjO9A96vFCC1W4Tv\n+HHMf/Gg9XEl5R84gOnb3peOYUVuYyNm1h6WjmFFos7XW8Gyml1QZzqkY1jx8OY6ZHzwlXQMa9ZW\n7wF6ItIxjCraUoesI19KxzCu+KV6ZLaclo5h3KOb6pF+8rzRMZwrnQsOAGDkyCAy3VHo1kGj4/Y3\nfdtOjN7/qdUxpUzevQfj3jgpHcOoB7fWYcShL6RjEBnF4kIK6g6H4UMGsrOcAe/nbhFEREREA3Nc\nF5FwbFoEAIwaFYDPGcVpEUREQ2BxIQV1hsPwIRNZWQP/NYrTIoiIiIgGdnkrSp/vcnEhCF+oAJ1g\ncYGI6HpYXBiE97M2PLZxp3SMb6UrHEa6m3X94kJ8WsTM2sPIbWy0G1BSRwjl1a9Kp7Di/pePIK+h\nQTqGFWP3fYwpO3ZLxzBKnW7Hkpp66RjWrKreC7S2SscQ4fvoHB7ZtEM6hjHFmxuQ2dIiHcOowq2H\nkNPUJB3DuLRPLmDRxjrpGAnnuC4iQf+VaRGjRgWQHvgOPvmTDugLF4TTGRR18Vz169IprFCt3VhV\nk9rXDUQSWFxIQZ2hENLc7EGLC5e3ouS0CCIiIqK+YtMi0ntNiwgi1JEPAOgMd0pGIyJKaiwupKCu\ncBgeZ/DiQqxzgdMiiIiIiPqLui7CQX+vaREBXLqUAaUUftX9K+F0RETJi8WFJNI9ezaaKx4a9nFu\nqLigZXaLCM+YgYPPzrc+rqS2BQtwYvUD0jGs6CgpwbHyudIxrEjU+Xor2FW5DHp8rnQMK95ZV4bg\nrAnSMax5qWoJkJUuHcOo5ooy9MyZJB3DuKa1KxAonCgdw7i31q9AZNpYo2M48eLC1WkRQVy6lAkF\n4JddvzQ6dm8nVi/HxYX3WBtP0udLl+Ds49OkYxj13poydM27SzoGkVEsLqSgznAYKjJiyOICp0UQ\nERER9XV5K8renQvffJMBD9i5QER0PSwupKCucBgIDV5cUArcLYKIiIhoAFGtEQr6+6y5cOlSBhQU\nftXF4gIR0WBYXBhE9O58vLlhuXSMb6UzFIIO5dzQbhHHyueio6TEbkBJuX7UVj0lncKKD5+Zg/bS\nUukYVpxfNBWnVi6VjmGUnpiHPZUrpGNYs71qMVBQIB1DRPi+O/H2+pXSMYxpWleKQGGhdAyjWtbM\nQ2dxsXQM45x7x2DfhjLpGAmltYbjuggF+u4WcelSJn5v/ffxuecb4YQGeT14oeoJ6RRW6IJsbK9M\n7esGIgksLqSgznAYbnCI4gKnRRARERH14WoNj1KIhNN7TYuIdS7kqiyc7TornJCIKHmxuJCCvgkG\nEe3KH6K4wGkRRERERL05rguvUgiHvb2mRcQ6F/JUNs51nhNOSESUvFhcSCLZR4+iaMu7wz7OxUAA\nTtfo66y5ILdbhO/4ccx/8aD1cSXlHziA6dvel45hRW5jI2bWHpaOYUWiztdbwbKaXVBnOqRjWPHw\n5jpkfPCVdAxr1lbvAXoG/lmRKoq21CHryJfSMYwrfqkemS2npWMY9+imeqSfPG/s+FGtkebxwut1\n49NI+3YunOuyV1yYvm0nRu//1Np4kibv3oNxb5yUjmHUg1vrMOLQF9IxiIxicSEFXQoGEem8Y8g1\nFzgtgoiIiOgqx3WR5vFcmRIBXO1cyNJ+tIfaEYmmdkGOiOjbYnEhBV0KBBD+Zgyys8MD3s9pEURE\nRETXclwXHqWuTIkAAL8/irQ0F1EnA6MzRuNCzwXBhEREyYvFhUF4P2vDYxt3Ssf4Vi4Fggh33IGM\nDGfA+z0eDR2fFjGz9jByGxstJxTUEUJ59avSKay4/+UjyGtokI5hxdh9H2PKjt3SMYxSp9uxpKZe\nOoY1q6r3Aq2t0jFE+D46h0c27ZCOYUzx5gZktrRIxzCqcOsh5DQ1SccwLu2TC1i0sU46RkJFXRde\n5b2yU8RlI0cGUf7iX+Bf6Xyc7zI3LUNU1MVz1a9Lp7BCtXZjVU1qXzcQSWBxIQW1BQLIwAgoNfD9\nSiHWucBpEURERERXxBZ07DstAohNjdBa4Y6sO/Crrl8JpSMiSm4sLqSgb4JBZKucQe/ntAgiIiKi\nazmuCw88SEtz+9w+alQQ0ApjMsfgfHeKdi4QEQ0TiwtJpHv2bDRXPDSsY3SFw1BQyPanDfqYWHFB\nZreI8IwZOPjsfOvjSmpbsAAnVj8gHcOKjpISHCufKx3DikScr7eKXZXLoMfnSsew4p11ZQjOmiAd\nw5qXqpYAWenSMYxqrihDz5xJ0jGMa1q7AoHCidIxjHtr/QpEpo01dnwnPi3i2uJCABqxzgVb0yJO\nrF6OiwvvsTKWtM+XLsHZx6dJxzDqvTVl6Jp3l3QMIqNYXEgxX7W34ztZo5GZOfB6C0BsK0rN3SKI\niIiI+ohqDa8auHNBa4UxWexcICIaDIsLKeZ0ezvG+EYjJyc06GM4LYKIiIjoWpc7F7zevldJsTUX\ngPysfBYXiIgGMeziglJqvFLqsFLqY6XUT5VSTycimLTo3fl4c8Ny6Rg37XR7O/LTxiAnZ+BtKIG+\n0yKOlc9FR0mJxYTCcv2orXpKOoUVHz4zB+2lpdIxrDi/aCpOrVwqHcMoPTEPeypXSMewZnvVYqCg\nQDqGiPB9d+Lt9SulYxjTtK4UgcJC6RhGtayZh87iYukYxjn3jsG+DWXSMRJqsDUX8vMD+N8feBNZ\nvzYR3wS/EUpnmNeDF6qekE5hhS7IxvbK1L5uIJKQiM4FB0C51noqgFkAfl8pdXtMEEtCp9vbMVIV\nYMSIoYsLnBZBREREdFXUdeFRXni9fYsLd911CRcvjsFI/0hcClwSSkdElNyGXVzQWv9Ka30i/nEX\ngE8AjBvucenbOd3RgRHRsdedFqEUoF1OiyAiIiLqzXFdeAfoXJg8+SLa2sZiZMZIXAqyuEBENJCE\nrrmglJoEYDqADxN53NtF9tGjKNry7rCOcbq9HVnOd4buXIBHZLcI3/HjmP/iQevjSsrfvx/Tt70v\nHcOK3MZGzKw9LB3DikScr7eKZTW7oM50SMew4uHNdcj44CvpGNasrd4D9ESkYxhVtKUOWUe+lI5h\nXPFL9chsOS0dw7hHN9Uj/aS5NQ8c14XCtbtFTJ58EV9/PdZq58L0bTsxev+nVsaSNnn3Hox746R0\nDKMe3FqHEYe+kI5BZNTg+xXeJKXUCAB/DeAP4x0M13j++eYrHxcVTUJR0aREDU9xp9vb8VuBO5F2\nA2sucFoEERER0VVRreFRnmsWdMzP7wGg4XTFOhe01lBKyYQkIkqA5uZmNDc3J/SYCSkuKKXSECss\n/KXW+sBgj3v++aJEDEeDcLXGmY4OpEXGIXOIzgXtynQuEBERESWr2LSIazsXlAIKCn6JX/xsPBQU\nAk4AWelZQimJiIavqKgIRUVFVz6vrq4e9jETNS1iD4BTWus/S9DxxHk/a8NjG3dKx7gp57u6MCoj\nA4HOnCHWXNAAFDSAmbWHkdvYaC2juI4QyqtflU5hxf0vH0FeQ4N0DCvG7vsYU3bslo5hlDrdjiU1\n9dIxrFlVvRdobZWOIcL30Tk8smmHdAxjijc3ILOlRTqGUYVbDyGnqUk6hnFpn1zAoo110jESynFd\nKH3tgo4A8M/n7sPPf3IRozJHpeaOEVEXz1W/Lp3CCtXajVU1qX3dQCQhEVtRFgJ4HMBcpdQ/KaX+\nh1LqNtrbMHmcbm/HxLw8dHX5ht6K0vVwWgQRERFRL7GtKK/tXAAApVz8y78ojMoYxR0jiIgGMOxp\nEVrrFgDeBGShYbpcXOjs9A25oKPWitMiiIiIiHqJXqe44PG4+OwzD0Y+yB0jiIgGktDdImh4umfP\nRnPFQ9/6+V91dGB8bi46O/3XnRYRW9BRZivK8IwZOPjsfIGR5bQtXIgTqx+QjmFFR0kJjpXPlY5h\nxXDP11vJrspl0ONzpWNY8c66MgRnTZCOYc1LVUuArHTpGEY1V5ShZ84k6RjGNa1dgUDhROkYxr21\nfgUi08YaO/7l3SL6L+gIXC0u5GXkoSNkfgedE6uX4+LCe4yPkww+X7oEZx+fJh3DqPfWlKFr3l3S\nMYiMYnEhhZzt6MC4nBx0dV2/c0EpQGtOiyAiIiLqLbbmgmeQaREa4TDg0znoDHUKpCMiSm4sLqSQ\ns52dGJebi87OG1hzgdMiiIiIiPqIag2FtAEXdASA737XRaR7BLrCA+66TkR0W2NxYRDRu/Px5obl\n0igS4wkAACAASURBVDFuytnOzhvqXLi85oIGcKx8LjpKbqP1N3P9qK16SjqFFR8+MwftpaXSMaw4\nv2gqTq1cKh3DKD0xD3sqV0jHsGZ71WKgoEA6hojwfXfi7fUrpWMY07SuFIHCQukYRrWsmYfO4mLp\nGMY5947Bvg1l0jESynFdePTAay5sq1yM7/xmPgLtOegMp2DngteDF6qekE5hhS7IxvbK1L5uIJLA\n4kIKOdfZiTtzcoZcc0EpDbheTosgIiIi6uXyVpQDFRcA4N57XXS2sXOBiGggLC6kCK01zsWnRdxQ\n5wI4LYKIiIiot2i8uDDQgo5ArLhw6Vc5LC4QEQ2AxYUkkn30KIq2vPutnvtNMAif14vMtHR0d6cP\nWVyAq0R2i/D95CeY/+JBgZHl5O/fj+nb3peOYUVuYyNm1h6WjmHFcM7XW82yml1QZ8yvjJ4MHt5c\nh4wPvpKOYc3a6j1AT0Q6hlFFW+qQdeRL6RjGFb9Uj8yW09IxjHt0Uz3ST543dvxY50LaoJ0L99yj\nceHsCCsLOk7fthOj939qfJxkMHn3Hox746R0DKMe3FqHEYe+kI5BZBSLCyniYiCA/MxM9PSkw++P\nDlpxBy6vucDdIoiIiIh6c1wX0J5BF3T8znc0ui/loCPEzgUiov5YXEgRFwMBjM7MHHK9BSC2FSW0\nh9MiiIiIiHoZqnPB6wVy/SPwdUcKLuhIRDRMLC4MwvtZGx7buFM6xg27XFwYar0FIL6go1ZwNTCz\n9jByGxstpUwCHSGUV78qncKK+18+gryGBukYVozd9zGm7NgtHcModbodS2rqpWNYs6p6L9DaKh1D\nhO+jc3hk0w7pGMYUb25AZkuLdAyjCrceQk5Tk3QM49I+uYBFG+ukYyRUVOtBF3RcXbMX+Ppr5Ofk\n4FJ3CnYuRF08V/26dAorVGs3VtWk9nUDkQQWF1LE1c4FH3JyhiouIN65YCcbERER0a3AcV3ATbvu\n9NIxeSPwTYCdC0RE/bG4kCJupnMBiBUYogN3/BERERHdlmJrLgy+FSUA/NroHHRyzQUiomuwuJBE\numfPRnPFQ9/quTez5kKMgitQXAh///s4+Ox8+wMLalu4ECdWPyAdw4qOkhIcK58rHcOK4Zyvt5pd\nlcugx+dKx7DinXVlCM6aIB3DmpeqlgBZ6dIxjGquKEPPnEnSMYxrWrsCgcKJ0jGMe2v9CkSmjTV2\n/OiVzoXBL5LG3TECPY75zoUTq5fj4sJ7jI+TDD5fugRnH58mHcOo99aUoWveXdIxiIxicSFFXAoG\nb65zQSsu6EhERETUy1ALOgLA+IIcBF12LhAR9cfiQoq4mTUXAABKcVoEERERUS+O60K73uuuuTB+\nTA7C4JoLRET9sbgwiOjd+Xhzw3LpGDfsYiCAURkZN965EJ8Wcax8LjpKSiwkTBK5ftRWPSWdwooP\nn5mD9tJS6RhWnF80FadWLpWOYZSemIc9lSukY1izvWoxUFAgHUNE+L478fb6ldIxjGlaV4pAYaF0\nDKNa1sxDZ3GxdAzjnHvHYN+GMukYCRXVGogO3LmwrXIxcMcdGHuHD65y4LiOQEKDvB68UPWEdAor\ndEE2tlem9nUDkQQWF1LEza65oLRHZM0FIiIiomQVW9Dx+tMi7rhDweNkIRAJWExGRJT8WFxIEd9q\ntwguuUBERER0heO6QNR73QUd8/MBRLLRE+mxF4yI6BbA4kISyT56FEVb3v1Wz73pNReEdovw/eQn\nmP/iQfsDC8rfvx/Tt70vHcOK3MZGzKw9LB3DiuGcr7eaZTW7oM50SMew4uHNdcj44CvpGP8/e28e\n2FZ9pvt/jqxdlmR53519hUDKToCwNDTM0JaWDre0M+1cKOtcfjOlQzvQNtxkGDrstwM/COsMnTul\nw7Q0LUwJpEkITSAQAllInNWO91W2dlnWdv84li1Zsi3ZOjpycj5/YZ1zdF7HSOec5/u8z5szfrj+\nFfAF5S5DUq58bCPG7afkLkNy1jz6PIZdrXKXITlff/h5NAd6JHv/0Mi0iMmdCxAdNkouLpz79AsU\nbzoi6TnyhQUvvULNfxyQuwxJufyJjRRubZK7DAUFSVHEhdOAaDQqZi6MOBfSaotAIKI4FxQUFBQU\nFBQURglHIkQj6kkDHY1GIGik3+XNXWEKCgoKswBFXDgN8AaDqFUq9Go1brcu7UDHsKIuKCgoKCgo\nKCiMEopEiIY1kzoXANRRI912pS1CQUFBIR5FXJiAgmN2vvXQC3KXkRaDI64FYMS5kI64AJEoXPzk\nNiybN0tcYR7hCnDv+pflriInXPTUdqxvvy13GTmh4vVDLHvuJbnLkBSh1cktG56Xu4yccff616C3\nV+4yZEG7t5MvP/yc3GVIxppH3sawa5fcZUjKqie2Yt6yRe4yJEfd2MdND22Uu4ysIrZFFKQUF+7Z\n8Br09wOgFU5DcSEc4afrX5W7ipwg9Hq5e8Ppfd+goCAHirhwGuAYGsKm1wPgdqc7ilKZFqGgoKCg\noKCgEE84GiUa1kwa6AigLzDSO3iaiQsKCgoKM0QRF04DHENDFI2IC+lmLqC0RSgoKCgoKCgoJCC2\nRUwe6AiiuNDvVMQFBQUFhXgUcSGP8K5ezXv3XZvxcYNDQ6NtEWlnLggQlUFbGL7gAt66//rcn1hG\n7DfcwL57LpO7jJzgWruW3fdeLXcZOWG6n9fZyIvrbiNaa5G7jJzwzo/uZOiSOrnLyBmPPngLGDVy\nlyEp7913J76r5shdhuRs+eEd+FfVy12G5LzxwB0EV1RI9v6iuFAwaaAjgElrkjzQcd89tzNwwxJJ\nz5EvnPjeLXR8e4XcZUjKn35wJ55r5sldhoKCpCjiwmlAsnMhvbaIsNIWoaCgoKCgoKAwSqwtYirn\nQqHWiMOrOBcUFBQU4lHEhdOAQb9/GpkLKOKCgoKCgoKCgkIc6U6LKNQZcfkVcUFBQUEhHkVcmIDw\nohJ++ZPb5S4jLWLOheHhAiIRAZ0uNOUxAgLRKOy+92pca9fmoMo8waLjyQdvlbuKnPDR96/Ced11\ncpeRE3puWs7hu74ndxmSEq238sq6O+QuI2c8++DNUF4udxmyMHxeNW8+cJfcZWSdEwMDXPOLX/Db\nv78K/6pVcpcjKbt+cA3uNWvkLkNyQkvLeP0nd8pdRlYJRSJEwuqUgY5Pr7sZSksBMBuMeAKnmbhQ\noOIfH/yu3FXkhGi5iWfXnd73DQoKcqCIC6cBgyPTIjwe0bUgCFMfI2YuKIGOCgoKCgq54f8eOMC2\n5mb2eE/JXYqCwoSkG+hoNRjxnm7igoKCgsIMUcSF04CYcyHdvAVQMhcUFBQUFHLL/p4erp0/n2OB\nHrlLUVCYkHAkQiSknjLQ0Wo04g0q4oKCgoJCPIq4kEeYduzgysfezfi42LSIdPMWRATkmESp3bOH\n63/2Vu5PLCMlmzZx7tM75S4jJ1g2b+biJ7fJXUZOmO7ndTZy24YXEdpdcpeRE770yEb0H7bJXUbO\n+OH6V8AXzMm5jvb3891zzqEp0JeT88W48rGNGLefyuk55WDNo89j2NUqdxmS8/WHn0dzQDqBKt3M\nBZvZhD8k7bSIc59+geJNRyQ9R76w4KVXqPmPA3KXISmXP7GRwq1NcpehoCApirhwGpDoXAikdYxK\ngIjSFqGgoKCgkAPCkQhNg4N8ZfFiBkNe3MNuuUtSUEhJLHNhKnGhxGwkEMlf50IkkkaPrIKCgkKW\nUcSF04DYtAi3W5e+cyEqBjoqKCgoKChITa/Xi1Wvp1CrpV5bwqGBQ3KXpKCQknA0SiSoSRnoGE+x\nxchwND/FhccfvxSj8ce4XDq5S1FQUDjDUMSFCSg4ZudbD70gdxlpMa3MBUEgHIly8ZPbsGzeLHGF\neYQrwL3rX5a7ipxw0VPbsb79ttxl5ISK1w+x7LmX5C5DUoRWJ7dseF7uMnLG3etfg95eucuQBe3e\nTr788HNyl5FVerxeKkwmAH71igff1jdlrkhaVj2xFfOWLXKXITnqxj5uemij3GVkFdG5kLot4p4N\nr0F/PwClViNBfHm5UPOv/3ouVusQb765KLMDwxF+uv5VaYrKM4ReL3dvOL3vGxQU5EARF04DppO5\nIAjIkrmgoKCgoHDm0ePxUFlYCIBBpaHZ1SxzRQoKqQmlGehYZDQiaH34/TkqLE3cbi3NzTbuv38n\nu3bVy12OgoLCGYYiLsxyQpEI/mCQQq0Wt1uXduaCEFXlpdquoHA6EwqpuO++NTidilVV4cyix+ul\nIl5ccCvigkJ+Ik6LmDrQ0agxotJ7cThyVFiaHD1ayqJFds4/v5O9e6vkLkdBQeEMY9aLC02Dg7gC\n6T1Q5zve1at5775rMzqm3+ejxGhEJQh4PJk4FwTCMogLwxdcwFv3X5/7E8uI/YYb2HfPZXKXkRNc\na9ey+96r5S4jJ0zn8/rhh7U8/vgq/vCHhRJVJQ0vrruNaK1F7jJywjs/upOhS+rkLiNnPPrgLWDU\nSH6ebo9ntC1CK6hxD7sY9A9Kfl6A9+67E99Vc3JyLjnZ8sM78K86/Veq33jgDoIrKiR7/1Am4oLW\nJ6m4sO+e2xm4YUlGxxw9WsKSJf2cfXYPhw+XzZqFpBPfu4WOb6+QuwxJ+dMP7sRzzTy5y1BQkJRZ\nLS5Eo1Hm/8u/8D9/9zu5S5GNnrgbNrc7g8wFIKr0RSgo5JTGxjIADhyQ7sZYQSEfib9WCQg0mBv4\nsP1DmatSUEgmFIkQTiPQ0aQxgUZacWE6nDxZzPz5A1itAXS6MH19JrlLUlBQOIOY1eJC06C46vFJ\nZ6fMlchHvNU0M+eCkrmgoJBr2toszJ8/QGurVe5SFBRySo/XO5q5AHBhxYU898lzRGfLsqrCGUO6\noyiNGiNRtQ+nM0eFpUl3dyHV1eKo13nzBmlqsslckYKCwpnErBYX/tjUxLfOPpt+nw/PcJojGNMk\nvKiEX/7k9qy+pxQkOhfSz1xQIWYu7L73alxr10pZYn5h0fHkg7fKXUVO+Oj7V+G87jq5y8gJPTct\n5/Bd35O7jClpa7OyalUrLS1FGR8brbfyyro7JKgqP3n2wZuhvFzuMmRh+Lxq3nzgLrnLyCrdHs+o\nEL7lR9dx3jd+RIujhUd3PSpzZdKw6wfX4F6zRu4yJCe0tIzXf3Kn3GVklXA0SjioTRno+PS6m6G0\nFBDFhUhB/jkXursLqaz0AKK4cPJkBuJCgYp/fPC7ElWWGdde+1f8x3+cLdn7R8tNPLsu/+8bFBRm\nG7NaXNja3MyaefOYU1TEqXz7ds8R8eO9MhlFCQJhZcVIQSGndHaaueiiDtrazoz8AgWFGPHXKgCD\n2sDb336b5/c+z8ufnhnjgRVmB+lmLujVesJCgIHBcI4qS494caG+3klb2+xzyrW2WtmyZT6vvSad\nuKCgoCANs1ZciESjbGtu5pq5c6k2m+l0u+UuSRZ64laDMhlFqRKYNSE/CgqnCw6HnkWL7PT3G+Uu\nReEM45Gdj/DsnmdlO3/8tSpGjaWGt771Fv+w9R9wDuWZt1zhjCWWuTCVuCAIAhoM9DnyaxZlvLhQ\nVeWmq6twiiPyj8bGUurqnBw5Uip3KQoKChkyq8SFYDjMbb//Pb87coTPurooNRqps1qpNpvpcLnk\nLm/GmHbs4MrH3s3omGTnQpqjKAVBlswF7Z49XP+zt3J/Yhkp2bSJc5/eKXcZOcGyeTMXP7lN7jJy\nwnQ+rw6HnpoaF+GwCp9P+oT+bHHbhhcR2mf/d2w6fOmRjeg/bJO7jKzyee/nPLzzYe7bch/uQKIQ\n/8P1r4AvKOn5w5EIA34/pcZkUW1Z2TJWN6zmvw7/l2Tnv/KxjRi3n5Ls/fOFNY8+j2FXq9xlSM7X\nH34ezYEeyd4/HImMtEVMLi4AaAQjA26fZLWc+/QLFG86kvb+0Sh0dRVSUeEFoKrKQ1eXWaryssqC\nl16h5j8OAHDiRDFr1pykvd3C8HCBzJVlj8uf2Ejh1ia5y1BQkJRZJS68fugQO1pa+N6bb/K/d+zg\nzxaK49xqzGY6zlTnQlygo9utSz/QEYGwkuiooJBTnE4dRUVDlJV5FfeCQs745cFfctf5d/GFqi/w\nUcdHOT+/Y2gIi06HWpX6luObZ32T3zT+JsdVKSikRnQuTB3oCKBTGXF4vTmoKj1cLh1qdWT0XrCq\nyk139+xzLpw4UcyyZX2Ulvro6VGmXSgozCZmlbiw+eRJ/v7SS/k/X/oSh3p7+V8XXghAuclEXx59\nueeS+EDHTDIXBAElpVtBIcc4HHqKioYoLfUp4oJCztjZupNr5l7DysqV7O/en/PzD/j9FBsME25f\n3bCaD9s+JBKd+mFOYXZh99mT3DL5ztgoyqnvkfQqE06fdM6FTOnrM1FaOlZPZaVnVrZFtLVZqatz\nUVnpmZXiiILCmcysEhf+1NLC6oYGvr1iBU1/+7fMs4kJuMUGAwNDQ1k9V8ExO9966IWsvqcUJDoX\nMhhFidgWcfGT27Bs3ixlifmFK8C968+M8LCLntqO9e235S4jJ1S8fohlz70kdxmTMjSkBkCvD1Fa\n6qOvLzNxQWh1csuG56UoLS+5e/1r0NsrdxmyoN3byZcffi4r7xUMB/m061MurLmQ+bb5NA3m3pJr\n9/spiWuJWPPI2xh27Rr9ucxURqmxlCP96du/851VT2zFvGWL3GVIjrqxj5se2phyWzQaZfEzi/nz\nX/55jquaGbFpEamcC/dseA36+0d/NqiNOP35s7gVc8fFyLgtIhzhp+tflaCyzOjvN1JW5pVUXBB6\nvdy9Ib/vGxQUZiOzRlzwBYP0eL0sKC5O2lZsMDDgz69AnVwQiUax+3yUjdy0ZZS5gKAEOioo5BCH\nQ4/VGkAQUJwLCjmjabCJisIKrHor84vnc3LwZM5rmMq5ALC8fPlpJS4owJH+I6gEFZ90fsJQKLsL\nQFISikQITSAujMekMeEO5I9zIeaOi2E2B4hEBDwerYxVZU5fn5GyMt+I82J2ZEYoKCiIzBpx4Zjd\nzoLiYgpS9GyeqeKC3efDotOhKSggEhHw+TSYTOkFc6kEUZxQUFDIDfErSiUlfkVcUMgJJwdPsqB4\nAQC1llq6PF05r8Hu81EyhbiwqHgRx+zHclSRQi7Y37OfyxsuZ3HpYg72HJS7nLQJRSKEhjVpBTqa\ntCY8gXxyLogidgxBgJISHwMDk3/+8o3+fiOlpT4qKpS2CAWF2Ubeiwv79lWydu1f8kmLkyWlqUfS\nlBgM2POo5226eFev5r37rk17/+640V4+nwaDIYRKlaZgINO0iOELLuCt+6/P/YllxH7DDey75zK5\ny8gJrrVr2X3v1XKXkRMy/byKN32iuFBUNITTqZeqtKzz4rrbiNZa5C4jJ7zzozsZuqRO7jKyxsmB\nk8y3zQeg3FROjycxZf/RB28Bo7STS8Y7FyJRIWmfhSULJRMX3rvvTnxXzZHkvfOJLT+8A/+qernL\nGOVAzwFWlK9gYfHCrDpm3njgDoIrKrL2fuMJRSJEQtq0MhfMehO+oHTiwr57bmfghiVp7z/euQCi\nmG2357+4cOJ7t9Dx7RVEIgIDAwZKSnwUF/sZHJw918qp+NMP7sRzzTy5y1BQkJS8FxeeeeZC3nln\nAb99X2BJSUnKfc5U50L8GMpM8hYAVEpbxBlNh6uDv97013iH82fF5XQn1hYBorjgcJw+N0wK+Uu8\nc6HMWIbdb895cGK8uPC///eVHDmymHA4cZ8GawNtrtNrBOiZzomBEywqWcQ82zxZsj6mQyQaRUBs\nHU1nscasN+IL5s/iltOpGxWxYxQX+2eVc2FwUI/ZPIxGE5l1tSsoKMwCcWHPnmq+//0POdDpYPE4\n54LPpyEaBZvBgGNoSHKbf749jPfEORcyyVsA0SqntEWcubz82cu8uv9Vfn/093KXksQzz1zIH/94\n+in7Xq9mVAAUnQs6mStSOBNodjQzt2guAJoCDRadhQH/QE5rsPv9o20Rb7yxlGhU4OTJRLdElbmK\nLnfuWzYUpKPd1U6tpZY5RXM45TgldzlpEYpEUKsK0spbALAaTPjD+SPSp3Yu+LDb87sNLxwJMxwR\n23pjLREANtsQg4P5Jy5sPrGZn+/+udxlKCjkJXktLgQCBRw/XsItt3xGT7g9oS3C6dRhMv2YX/zi\nHNQqFSatFmcWJ0aEF5Xwy5/cPvpzczOUlcGNN+aPyJDoXNBl5FyITYvYfe/VuNaularE/MOi48kH\nb5W7ipzw0fevwnnddSm3bT+1nS/O+yIftn+Y46omp6nJxj33/Bm33vqVjD5nPTct5/Bd35OkplAk\nRIerY8bv4/drMBjEm6fpOBei9VZeWXfHjOuYLTz74M1QXi53GbIwfF41bz5wV1beq9fbS0XhmIW8\n3FROrze3UzhizgWPR8vJkzbWX7ae99RfTNinqrBKljwIqdj1g2twr1kjdxmSE1paxus/uTPltg53\nB7WWWioLK+n2dOe4sukRikQoUAkTigtPr7sZ4u5Fi0wmAhFv3twXjs9cgAydCwUq/vHB70pQ2eTc\n9Oub+M7evyYcjdDXZ6KsTBRsbDbp2iKi5SaeXZf6vqHX28t/fv6fEx77420/5u/e+TuC4fRyzhQU\nziTyWlxoaSmiutrNkqU9BM0nqdRUjW77wx8WArBpk9iLZtXpcAXSX7nPlMcfh1tvhaYm+N3vJDtN\nRvR4PKPiguhcyKAtQhCI5svVUCHnHOo9xM1n3cxR+1G5S0lg+/Y53HyzGPx19GjqjJVc8+D2B6l9\nqnbGs9p9Pg1G4/TFBQWF6dDn7aPMWDb6c6mxlH5f/yRHZJ/YKMrm5iLmzHHQ0NDK8eOJzoUSYwnu\ngJtASLrruELuiEQjdLm7qDZXU2GqoMfbM/VBeUA4EkEtqNIKcwQw64yg8SHh7WdGzMbMBe+wl3dP\nvotaUHPI2Udfn/zOhZ/v/jnf/M03aXG0JG0LRUIcsx+j2lzN4b7DOa9NQSHfyWtxob3dQm2tiy6P\nC03ETOvxsaCiAwcq+Ku/2s++fZUAWCQUF6JR+PWv4fbb4Qc/gJdfluQ0GdPj9Y62RWSauSCALIGO\nCvLT6+0lFAlxad2ledcHu3t3LZdd1srll7fy4Ye1cpcDwOaTmzFrzWxr3jaj9/H71RgMIUARFxRy\nR5+vjzLTmLhg1VlxDjlzWkPMuXDqVBENDU4qKnpoaUkUF1SCiorCilmzwq0wOb3eXqx6Kzq1jorC\niqQg0XxFdC6o0m6LMGlNaE1e3DPTnrPGbMxcaOxvZL5tPleUXsG+wW76+8UxlIBsgY57OvdgUBtS\nujvbXe0U6Yu4pPYSZcKNgkIKZoW4cMxup4RaDh4cs8h+/nk5X/nKUTo7zQwPF0gqLjQ3g1oN8+fD\nV78KO3YgyYXEtGMHVz72btr7x7dFZJ65II9zQbtnD9f/7K2cn1dOSjZt4tynd8pdxiiHeg+xvHw5\nc4rm0OpsJRwJT31Qmlg2b+biJ6f/EH7sWAlLlvRz9tk9HDwoXRp4ugyHh2nsa+TWlbfyadenCdsy\n/bzOZufCbRteRGh3yV1GTvjSIxvRf3h6BAsGQgH8QT9WnXX0tSJ9Ec7AmLjww/WvgE9aa+/ASOZC\nS4voXCgpGaC7W520X4WpQpKWjSsf24hx+6mE1w4dKsNkeoCWFmvi6729szaPaM2jz2PY1Sp3GYAY\nGlxrEQXimHMhW/ccX3/4eTQHpBErQpEIBYIqrUkRACaNCbVROnHh3KdfoHjTkbT3n42ZC4f7DrO8\nfDn3vNnOyt80pWiLyL0wcmLgBF9b+jU+7/08aVubs406Sx1zi+ZmvEBz+RMbKdyaX4s6CgrZJq/F\nhY4OM7W1Lo7a7cwxl3PoUKK4cM453VRVeWhvt0gqLnz0EVx0kfjfZjN84Quwa5ckp8qI+EDHTDMX\nVII8zoV9+3S4XGfGSLt85ZTjFPNs89Cr9dj0tpz3X0/GyZPFLFgwwNln9yaIiXLRNNhEjaWGS+ou\n4UDvgRm912wWFxRmJ32+PkqNpQjC2OhHOZwLdp9v1LkwZ44Dm22Qri51Up96saGYwaHBnNT0+uvL\n8fm0vPHG0tHXWhwOznruOTYdSf9hTiE17a52asw1gLi6XyAU4B7Ok+X9SQhHoxQI6TsXjBojakM+\nORdmmLkgA419jSwpWUKxxkZ/wJsQ6Gg0BgmFVAQCBTmrZzg8TKe7k+sWXJeydbTN1UadtW5WTUFR\nUMgleS0uxDsXzq4q4tAh0drp8Wjp7TUxb94gDQ0OWlutkooL+/eLgkKMK66A99+X5FQZkexcyKQt\nQpVz50I0Chs3muntKz+t5hbPNro8XVQVivkl+WRD9vk02O0GamtdLFnSz7FjqUfP5pJ2Vzt1ljrm\n2+bTPNg8o/eKD3S0WodwOvV5EwKmcHrS501siQCw6q04hhw5qyEUieAZHsaq149e041GcXS0c5zG\nYTPYcjbJ4uDBCv7sz46xZ0/N6Gs7WsT+6m3NM/usK4hhjjFxAcRMDbvPLmNF6SE6F9KfFmHSmlDp\nfXg8EheWJqmcC/kuLnR5uqi11GIqMDEUDtHZz2hbhCDk3r3Q4+mhzFTGfNt82pzJLraYc2FO0Rxa\nnMmZDAoKZzp5LS50dFiornazt6uL1UvNo86Fw4fLWLzYTkFBlPp6Jy0t1qwHOhYcs/Oth14A4MQJ\nWLhwbNull8Lu3Vk71bSIRKP0eb2Uj06LyDBzYcS5cPGT27Bs3ixVmQm0tkIoJGA0+Hj//Ya0j3vi\ngw/4/95+OztFuALcuz5PQjMk5qKntmNN8e/2yn918eZrorhQWViZN0FbTU025sxxoFJFqatz0t1d\nSDCY3ldUxeuHWPbcS1mvKTZKLbZCMRNBLt65oNFE0OtDeDzatI8XWp3csuH5aZ9/tnH3+tegN39c\nNblEu7eTLz/83Izfp8/XR7kp0QE0vi1Cagb9for0elSCQF+fkbIyL9c++jY3Wt+hvT1x32J9YOH5\nggAAIABJREFUcc7EhePHi/na145w+PCY+HLK4eDCmhoO9fXN+P1XPbEV85Ytk+7z2mtwwQXgyJ3W\nk3XUjX3c9NDGpNe7Pd1UmcdCuG16W85cKTNhrC0itbhwz4bXoH8sENWkMaHS5ZNzITlzwWoN4HKl\nOfo4HOGn61+VoLKJ6fX2it9TgoBFo6fV2zvqXADpxBGh18vdG5LvG/p9/ZQaS6m31tPqTG4zanO1\nUW+tF8fnnkYTbhQUskVeiwv9/UYsxYN81tXFV1aWMDSkpr/fyKFDZSxfLt50VlZ66OkplNS5cOKE\nmLcQ45xz4MABeUdSDvr9mLRadGqxbzXTzAWxLSK3v0BjI9TVhdDpAuzfX5n2cY998AFPf/wxw+Hs\nZQOcqTQ1QdtgFy2Hqjh2TOyFzRfnQk+PicpKcflHo4lQWemhrc06xVHSEhMXbAYbBaqCGT34+P3q\nUXEBlNYIBekZPykCct8WEQtzBEZ6qcWHBoslkqQdFRtyIy5EIgInTxbzpS+doKnJNnotb3E4uG7B\nAg5nQVyYimgUfvxj6OgQA6NPN7o93VQWjl3nbQYbg/7ZIS6oMmyLQJMf4kI0mrotwmIJ4HSmKS7I\nQI+3Z3Rcrk2rpzvYMZq5ALm/VsbaySoLK7H77UkTbNpconOhqrCKTndnzupSUJgt5LW4YLcbaKeR\ns8rLMeu0LF/ey6FDZRw6VM7y5eLFv7zcS1+fUTJxIRqFkycTxYXKSnHlv1vGZ7LeuJYIyDxzQQx0\nlKKyiWlshJraMFrt8GiLy1T4g0GcgQALios50p/b8WmnIzt3grm6i8vPrWT79hHnQp6keNvtRkpK\n/KM/z53roLm5SMaKxsQFgLlFc2l2TN8u7fNpRqdFgNgaoYgLClLS50shLuitOAK5WyofGBlDCYyk\nwIsPDWZzhPFf6bkSFwYGDOj1IerqXKjVEfr7xfpanE4urq3FOTSEPyhtyOXRoxAOw4YN+dFmmW2S\nxIVZ4lwIj7RFpB3oqDUR1fjyQlzwerVotWG02sSFGKt1KH3nggyMOheAIo0eu6p1VISE3IsLMedC\ngaqAqsIq2l2JFqs2p5i5UGYqwznkZDic/r23gsKZQJ6LC0YOeRpZ3SBa6Jcv7+PQofIE50JZmY/e\nXhMWnQ6nBOJCby/odGCzjb0mCLBihZjFkE28q1fz3n3XprVvn8832hIBmWcuqASIkHvnApeex6u3\nf4fGxvTEheMDA8wtKuKs8nKO2fO/XzMV9htuYN89l8ldBiC280RNXVywtIpPP82+c8G1di277716\nWsfa7QZKSsZuKObMcXDqlLziQnzfcI2lhg5Xx+i2TD6vkNgWAeINk9M5O8SFF9fdRrT2zAhifedH\ndzJ0SZ3cZWSFVJkLRfqiBOfCow/eAkbN+EOzhn3EuRCNkhDUZjZHGG8QkEpceO++O/FdNWesJrth\ntI558wY5ebIYEK+rlYWF1FgstLmknY6ydStcc414L/F5ciD9tNjywzvwr6qfescckFJcyIJzYcep\nHZx92zDOpcUzfq9UxNoi0s5c0JiIFEjnXNh3z+0M3LAkrX1T5S0AmM3DuN26vMz4iUaj9Hp7KTOW\nceJ7t3DwLxbi1TcltEXYbLkXF2KibL21njZXYu5CzLmgElSUmcoyWqD50w/uxHPNvKzWq6CQb+St\nuBCNwuCgnk/6T3DFiLhw1lm9fP55Ofv3V3LWWaK4UF7uHRUXpHAunDoFc+Ykv750qbjyIBf9Pt/o\nahCImQsZjaIku6Mof/tbWLt28hbpI0dg/vwgpaX9SeO/JqLb46HabGZRcTFHFefCjGk8EsUjdLFq\nRRUHDoiBjr2+/OhrHxgwJDgX6uudtLbK2xYR/3BWY66hw90xxRETEx/oCEpbhIL0pHQu6Kw5zVyI\ntUU4nXr0+hA6nbiqmktxIammAQPFxeJ3TV2dk/Z2S0Kt9VYrbePTJrPMJ5/AxRfDsmWi8J6PD34z\nIWVbRBacC/+2/9/oCdv5oEuacbGhSAQVGYgLWhNhCcWFTEiVtwCgVosZP15v+hk/ucIVcKEr0GHQ\niK1TFeoSIrYTmExji2VFRUM5DQHv84ptEQB11rqEUMeh0BCugGv0vqCqUMldUFAYT96KC06nHr3J\nz57Odi6rF5X4lSu7ePXVc1CposyZI9o6pRYXuruhujr59XnzxHYJuej3+Sg1jAXceDyZBjpmry1i\neBjuugsCAXj88Yn3a2yEBQuCmExeIhEhrQerbo+HysJC6q1W2iVeSToTaO1xolapOXtxIc3NUGLI\nnwRvu904esMPUFXlpru7UMaKYMA/QIlBnFpRY66ZUX9lKueCMjXlzMDhkGcySK+3N8m5UKgtxDOc\nu2h7u89HicGQ4FqA1OJCrqZFxIsLNTVuOjrMgJhlZNPrqcuBc+HgQTj7bCgsBJOJpH+L2Uw0GqXH\n2yOJc+HkwEnq1VU0Dkiz2BCORlFRMGGg43iMGiMhIT/aIiZyLkD+5i7Et0QAWILVUHwc4py1Nptf\nlrYIgDpLXUKoY6e7k2pzNSpBfHyqMlfR5VbEBQWFePJWXBgYMGCev5c5RUVY9eKXyqpVbRQX+/nO\nd/YTG9stZi5kX1wILyrhlz+5ne5uMWNhPPPni+F4ctHv81Ga4FzQZdgWIRCJwu57r8a1du2Mann7\nbVi8GJ55Rky/TnUT3d8PwSCUl0cQBGhocKblXugZERdqLBY6snH1tuh48sFbZ/4+s4CPvn8Vzuuu\nG/05GoUOZzdVhVVUVopj4AxCMXZ/vogLiW0RVVUeurrMaR3bc9NyDt/1vezX5LdTbBDtt9Xm6hk6\nF5IDHTNpi4jWW3ll3R3TPv9s49kHb4by8ql3zHNefnklxcU/4sYb/weRiJDWMcPnVfPmA3fN+Nyp\nnAu5FhdiboDYpAiALT+6Dsf5lyVlLlh0FtzD0j+lJYoLLjo6LAyHwwTCYQq1WuosFlpn6FzY9YNr\ncK9Zk3JbOCyK7WedJf5cVydOU5qNhJaW8fpP7kx4bXBoEKPGiF499v2WLedCs6OZs3QLOT4ozXVr\nqlGUT6+7GUpLR382aUwE8ebFKMpUYY4xYuOPp6RAxT8++N0sVzYx8WGOAEF3GQURPV1x/6BSufyi\n5SaeXZd83zA4NDh63R/fFtHuak8YsaqEOiooJJO34oLdbkBT/zHnx9kGVKoobW1P8fDDW0dfKysT\nnQtmrXTOhYnEBdmdC3HiQubOhexNi9iyBa6/XrR3CgIcP568T2Oj2EryUc9udnqP0dDgoKVl6n76\nmHOhxmzOjrhwBuNwQEFRFzXWKlQqmDsXfP355VyIb4uoqnLT1SWfcyESjeAccmIziIErNZaZOxfi\nAx2VtojTH49Hy/33f5FPP32enh4Tzz57QU7PnypzwaQ14R32TnBE9hnw+1M6F4qLw0mr9WatGVdA\neodaKufC4IgIIggCVWYz3RI+LTY1ibqZeUQ7rauDNmlc/rIwviUCshPoGAgF6PX2Mk9bR7dPmr9P\nKBJBQJV2oKNBYyDEEG5Pek4HKXE6dRM6FzIaR5lDxjsXHI5CCgNzEjK2RJdf9kdRToQr4MKsFT+c\ndZa6BHGhw9UxGvIM4qKDIi4oKCSSx+KCEaHsKMvKJg/+MxhCqNURCkLmnIoL8+aJeQwRma4nyc6F\nzEdRRrMU6Lh9O1x9tSgsrF4N772XvM+RI7BkaYT/9d7/4t8Gd1I071BazoXukakYNRYLnTKKCz2e\nHjYd2STb+bNBezvY6rqoKhRnj9fXg7u3JGdz5adiJs4FKXAMOTDrzKhV4rjXanN1QqBjpqRqi1DE\nhdObN99cxAUXdHDuud288MKbbNiwOqfW5HxwLthHnQumhAT4kpLktgiLzoI7kHvnQmenmYGRlgiA\nCpOJHq90AsyJE7Bo0djPp6O4UGGqSHgtG6MoW5wt1FpqKVZZ6fFJ8/cJRyIUMLFzYTwqQYVG0OP0\n+abeWWIcDn3KzAXI87YIY7y4YKaY2gRxIdeBju5hN2adeO9Rb61PaIsY71yoNlcrmQsKCuPIY3HB\nQMTcRp1l6oTysjIvQW9RTsUFoxGKiqAri98pph07uPKxd9Pad6bOBVWWMhfsdvGh9dxzxZ9Xr4Yd\nO5L3a2wE46IP+WKngQP/qsdRvoWOjqn/to6hIWwGA+UmE3afj2A4POUxUvDU7qf42n9+jebBzEcR\nlmzaxLlP75SgqsxobwdT5Zi4UFkJnn4r3qCXUCQ0xdHpYdm8mYuf3DatY8c7FyoqPPT2mtK2kmeb\nAf/AqDUSkgMdM/m8gryBju+/D4cPT//42za8iNB+ZmSefOmRjeg/zM6T3ptvLuarXxWTf5cv7+O6\n647z1FOXZOW9pyIYDuIZ9ow6b2IY1AYC4QDhiPhd+sP1r4BPurGLqdoiACyWMI5xEzHNOmmcC1c+\nthHj9lNjNSU5FyyjdQJUFBbSK6G40NICIznV4vkqJg9DTpc1jz6PYZf8/RUnB04y1zY34bVsOBea\nBpuYWzSXux/9DdXHpRGhxEDH9MUFAEOBCadfGnHh3KdfoHjTkbT2dTonzlzI13GU8c6FBS+9wgXb\ntlOpqU7hXMihuBBwY9GJ96exQMeeHjj/fPjk2MycC5c/sZHCrTL2VCso5IC8FRcGBgwMGzqps069\nul1a6mPYZZNkFOVE4gJATQ10TH8hc0bMNHNBQMhKW8T+/eIorYIC8efVq8UHmfFv3dgI3pKdrChZ\ngVGlpUP3MZ2dU69Ke4aHMWu1qFUqykwmSa2qk7G1eSsN1ga2n9ouy/mzQXs7aIu7qDKPiQu9PSqK\n9EXZdS8I0xMDxjsXdLowZnMAuz13dsiEenz20TBHEJPs/UE/vuD0biLlcC5Eo/DP/wx/8RfiZ/N0\nCo3LFd7hYW77/e8Z8Pun3jmOUEjF5s0L+PM/Pzb62j/8w06ef/48QiHpL739vn6KDcWjwWMxBEHA\nqDHiDeamNcLu91NiNCa1RVgsEQbHPWvqCsSHn0Ao+9fyeJIzF8wM+IdGxYVyk4keCa8146dQlZWd\nXp/NY/ZjLC5ZnPBakb4Ix5BjgiPSo3mwmXm2eahQMRwO4wtmXxSLiQvpBjoCGNQmXP7ctRpNhOhc\nSP3ZEZ0L+eeUG98W4ffraCisSBIXcu5cGGmLsOltBCNBXvyFi717YXdja4K4MNOgZwWF05G8FRfs\ndiM+dXdazoXSUh9eRzG+YDBrOQIxphIXOmX6TrH7/aPiQiAgPtlrtemv6gsCWWmKOHAAzjln7OcF\nC8TgxpaWxP0OHYI+zV7mFs3FoNJyYriR9s6pHxrdgQCFWnF8UrXZnBDykysG/AMcsx/jngvv4eOO\nj3N+/mzR0QGYE50L3d3iQ7PcuQvhsDg9xGZLXHWRszVivHNBEIRp91dGo2KgY3zmgtUakOyGKRyG\nf/gH8QHm9dfh00/hz/4M/v3fJTndaUE4EmbZ/78MTzjxIWHziRO89Nln/CZD68cHH9Qxd+4gNTVj\nK6xLl/ZTU+Pm/fcbJjkyO/T5+hJu2gF+/nP4p38SWyNylbswMEFbhMkUZWhIvF7EEAQBs84seaij\nOPZWrMVsHqagIErHQAhbzLlgMknqXDjdxYWj9qNJ4oLNYEtLXGhuhol0vGZHM3OL5oIAFq02Y8Ev\nHWKZC5k4F4waI56A/OLCVJkL+dgWMT7QcWhIx0JbKUcT2iJyOy3CFXCNtkUIgkC9tZ6dB9u4/37o\nHj7OwpKFo/vONOhZQeF0JG/FhYFBHV5hgCrz1A8WZWU+BvoLMWo0eIbTX72fjIJjdr710At0d4uW\nxVRUV+eHc8HjySxvAUbEhWiUi5/chmXz5mnXEXMuxL/vFVeI7oUYLhcMDMAR117mW+ZTgIoqk5Vm\nf0vyG47DPTyMWSdeEKvN5pnnLrgC3Lv+5Qk3BwLwV38Fv/712Gvbm7dzWf1lrKxaSWN/48zOn0Mu\nemo71rffHv25vR2CukTnQne3OI5S7twFp1OP2TycdENXWemhp8c05fEVrx9i2XMvZbUmu99OibEk\n4bUaS820cheGhwsoKIgm/H7itIj0b/aEVie3bHg+rX1feUVsT3rnHdi7VxRCv/UteOONjEuXjbvX\nv5Ydr3iaHLMfo7G/EVc4UcD8qKODysJCPs7wy/7NNxdx/fXHkl6/9tqT7Ngxubig3dvJlx9+LqPz\njafPm5i3cOoU/PjH8NOfgrEgd7kLqUZRrnnkbYwf7KKoSJxaE08uQh3jnQsguhdaeqIUjVxrivR6\nfMEgQ6Hpt4utemIr5i1bUm4b3xYxm8UFdWMfNz20MeG1o/ajLC5NFBesOiuOIQfRSRaAHA4xz+pH\nP0q9vWmwiXm2eQAUanUMSiAujI2iTF3nPRteY/yYE5PGhHc4vzMX0m6LCEf46fpXs1zZxCQ5F4a0\nLCm30uJwjLbBShXoKPR6uXtD8n2DOzDmXAAx1PFQWxs3fiPCcOEJqvULRreVmcpwDjkld1spKMwm\n8lZcsLtDaAQt2pjffhJKS3309xuzPo4yGhXQaMQZ1KmQqy1iOBzGHwxiGbkRcrt1GeUtQGwU5cy9\nCwcOJIoLkCwuHD4Mi5b7xPnAJnH6x+qGOXTrP5ny/WNtEQDVhYWShzq++ip8+CHccw/E7iv/2PRH\nvjj3iywqWcQxe/LDwmyhvR28qmTnQomxRPZxlONbImKUlPiw240pjpCeAf8AxfrihNdqLbW0u9oz\nfq/xLREgrdXzlVfgwQdhyZKxLpUrrhDFQNeZEZ2QMQd7DzKnaA6BaOI15PjAAF9fsoRjA+kLcNEo\n/P73i1OKC5dd1squXfUzrncqer29CZMiXnwRbr9dbI8haMqJuBAcsa5bdLqUn/GiIpJaI3IR6mi3\nGxPEhdpaF10DjF5TBUGg3GSiTyL3wunsXAiGg7Q4Wphvm5/wuk6tQ6PSTNpW9u674r/LROsdzY7m\n0SyHQrWWwaHUD9IzYTqZC2a9KWdtRpMxWebCbGmL8HkNNNQOUW02c2oklCU26SIX+UvBcJBQJJQw\nRrXaVEf3UAuWujbUIRsdzWNTrFSCiorCCro93ZLXpqAwW8hfccEboLBg6hVLkE5ciIRVE7ZEgOhc\nkKMtwu7zjY7MgphzIVNxgUlXENIhGk1OvYZkcWHfPqg/p4k5RXNG+3+/tLiW4eqdeL2aSc8xvi1C\nanHhjTfgkUegtG6AL75wIztbd/L2ibdZM38N1eZqXAFXTkalSUF7OzjDY86F8nLo6RGdC3K3RYwP\nc4wR+2zLgd2X7FxosDaMJkdn8vEZH+YI0okLXi8cPAhXXpn4usEAF18sTneJ0dMDH8/eTp+scrT/\nKNcvvJ7haCjhu7HD5eLyhgaaxj8FT0JjYxk+n4bzz0++QJx9dg+HD08+BSkbxE+KiEbhV7+Cv/xL\ncWRwNFCYk4ehwZFAXkEQUn7Gi4pIGeqYi7aIeHGhvt5J92BkVFwAMdRRiokR4bC48B1/b1FaevqI\nC82OZmosNejUyavkRfqiSUMd9+yBv/5rcdEmlQjaPDjSFgEUarWSOBdCkQhEM8tcMOtN+PJAXJgs\nc2G2jKL0eg3U1LhYVFIymrugVkcwGoO43VrJ63EPi2GOQlx2lC28DOuCzznYv5fS4Bc4Mi5fMx9y\nF/7u79by+OOXylqDgkKMvBUXBoeGsGjTs0GVlXnp6zNlVVwIhsMEI9FJxYVsOxe8q1fz3n3XTrlf\nqjGUmToXBEGYcebC4KC4KmpLDCPnrLPEKRKx0Vq7dkHN2SeYb5vP8AUX8Nb913PlnAao30lbx8QP\njpFoFH8ohGlEXKiSWFzweuGDD+Daa8F29Ss09h/h8n+9nGAkyPKy5agEFQuLF3K0/2hG72u/4Qb2\n3XOZRFWnT3u3n0DYj00v/sGKi8W/YbGhOGvOBdfatez+/lUZHzeRc0FOcWF85gKMjaV65x2Yf8+t\nvHXX19J6r1TOBatVFBeyHBPDnj2im0ifQrdYuxb++7/F/w4E4PLLRRHigw8mf88X191GtHbq/JvZ\nTLenm0Uli/jKLUbazh0TlTrcbi6qqaHP603bJv/b3y7hhhuOpMw2ralx43LpJL/Rj2+L2LsXVCpY\nuVIUg8P+sbaIRx+8BYyTi7zTJdYSAak/4zZbaufCdAXcpiaoqhL79uN577478V01BxDzXVyuxN70\nujoX/a5QgrggVaij3S6KKvGmzJISsT1kBl0YAGz54R34V0nvipmMo/3JeQsxpspd2LsXLroI5s5N\n/hs6hhwEI0FKjaW88cAd9C22SpK5EI5EUEUzdC7ojIQE34z/fqnYd8/tDNywJK19J8tcyMdRlMFw\nEFfANXqdPfo/b2FD4KdUVXlYVFKSkLuQq1BHd2BsDGUMg/1CqPmYna07ma+7OClTLJPchT/94E48\n18zLVrmAmOf0859fzD//s/z3mQoKkMfignPYR5EuPXFBCufCc/s/wVnQh6Hh4IT7yJW5kGoMZaaZ\nC9kYRdnUJN4EjL+BVqngxhvh//5fiERg2zYorD+ZYJMsM5nQB6p47+jED7We4WGMGg2qkRNIHej4\n2Wfiqp7ZDI7SzdQf+xlb/moLv/vm70ZV7EUlizg+cFyyGqTC4wG/uotKc+Xo7xK7sS/Og8yFvHQu\n+BOnRYAoLrQ4W/j3f4fhYRUHDixP6738fnWSuKDThdFoIvh82X2wO3wYzj479bavfhV+/3vxc/nM\nM7B4MfzsZ/B8elEOpzU93h4qCyspVRfT7hEfbkORCL1eL7UWC9VmMx1p9pT89rdL+drXUo+PU6mi\nLFxo5+jRkpTbs0Wfr2+0LeJXv4L/8T/E7+qaGgj5ctMWEQtzDIcFnM7kwNaUzgWtedptEX/4g9jq\n9ctfTryPmO8SSOipr6tzMugLjub7AJQYDJI8vO449inRq36a4I4pKACrVcwmkoPPPqtk1apbsjKZ\nJ1WYY4ypJkacPCmKX6nEhZhrIXb9sur0krVFCBm2RZi0JnSFXiTMAE2LrGQu5JA+Xx+lxtJRR6vD\nocNi8aLVhllaWsqRuGyLXIU6ugKuhLwFAM/x8/AajvLcJ89xedlXRxfOYkw36DlbtLZamTt3EL9f\nnRN3h4LCVOStuOAa9lFsTO+LRApx4f32FrThQvY33EY4EiYYDvLEB0/wq89/NbpPZWVO88ZGSTWG\nMvPMBWacudDcLIYvpeLOO8WHl3/7N7Gf1K0+yfzixB7MuqHLeOfUxAGJ8XkLIH1bxJ494hzjaDRK\na/BTOj++iC/O+yLnV58/us9szV3o6ICyeWN5CwA6HWg0YC7Ih7aIiTIX/HnpXNizB776VRdNTXMn\nODoRn0+TMCkihhSrMceOJbcqxViwQLRgv/66OKLy8cfhy18Wgx+z7aCYbXR7uqksrKSowELvyFi5\nHo+HEoMBTUEBVWmKm62tVk6dKuKKKyYOrG1ocNLWNvWY5ZkQ3xbx3/8NXxsx2VRVQdCbm2kRsTGU\nDof4QD/+gW0icWG6zoXPPhP/f962beJ9xrdEgNgW4QoMJzgXig0GSR5en/xsHfblD7GjZUfC6zZb\ncrhlrnjmmQv54IN6Xn89PbF0Mo72J4c5xphMXAiHoatLFL/mzEkhLsTlLQAU6aQJdAxFIgjRiQMd\nU2HSmNCZvUjctTklk2Uu+DSdtKs/zXFFkzO+JaK/X09pqWhlWlJaSmOcuCBVqON43MPJzoXGA0b+\nZu4zrLtiHRfPO5vW1sRj5G6L6OiwUF/vZPFiO42N0rfcKShMRd6KC96IlxJTeiprtsUF59AQH1uH\nueO832PQarnx9Ru56KWLeOv4W9z+5u2jq7zFxTBY9hZbTkxyJyMBqZ0LmbZFQJQou++9GtfatdOq\no6lpYnHhC1+A730P/v7vxQeYZkfzaMpzjHN0F7PbsXfC94/PW4AsiQsWHU8+eGvKTZ98IooLvd5e\nCgoEnF3lSZbd2SQufPT9q3Bedx0g5i1Ya8fyFmIUF4M2nA+BjjNzLvTctJzDd30vuzWlmBYRcy60\ntEa57DIvPT3lExydSKq2CMhMXIjWW3ll3R1T7nf8OCxcOPH2devg5ptFAXDx4rHP8PjVGLl59sGb\nxWCQHBEvLvT4xAfvDrebmpFxyOl+/2zatIQvf/nopCufNTUuOjomnoQ0fF41bz5wV4a/QSJ9XtG5\n0NkpiuDnniu+XlkJQ67cTIuIORfiJ0UAbPnRdfhXrZqwLWK6mQvt7aJDY88e8WE1ZU0pxIW6Ohfe\nkD9BzLbp9TNyLuz6wTW416xJeC0ajXLIuZu59jt569hbCdtShVvmio8+quVv/ubjaQWNhpaW8fpP\n7hz9+djAMRaVpFY3bXobg/7Uv2R3t3g90ulEgaGrK3H7iYETLLCNpfQXanS4szQdLJ5wNIowSVvE\n0+tuFhXaOIwaIxqjFxkmZY8SCqnw+9UTLjQ9fvQXHLn4pqkFmQIV//jgdyWoMJnx4kJHh5GaGjF8\nZGlZGY1xQSQ2W/aF+Gi5iWfXJd43uANi5kI8Bw7A3171l9x/+f3U15MkLsjpXAiGw7S3F1JT46K+\n3klb2+ndvqgwO8hbccEX9VBuTs/eU1bmo6/PiEWrzYq4cHxggLlWG26Xhb+r/jVr5q1hw1Ub2Pqd\nrayes5o/Nv0REK2MkRtv4rubvjPjc2ZCNjIXstEW0dws2hcnYv160eb5xS8iToowVydsX1lehzvk\n4bg99YNt/BhKgFKjEefQEAEpGhsZExcO9x1mWdkyVpwtcOBA4j6zSVyIp6MDjOWJzgUQV8vUw/kg\nLiTf8IMoLmTDqjsdUjkXrDorRAVMxU6WLAnQ3T3BnNpxpAp0BOmcC5OJCzfdJPZ9b9gw9trKleKq\n75lMonNBfErodLupGRmHnO60mk2bxLyFyaiudtPRIe1NYMy5sG2bmKsR6/GvqgKf04Q7R+JCicEw\noXg4UaDjdJ0LXV1i5k9lJTROYIobGDAk1VJX52Qo6sesHbve2AyGrK+Md7o7IVLACr5/cbISAAAg\nAElEQVTNe6feS9hmsyX/W+QCr1dDc3MR3/nOfvbvT+/7bDKaB5MXEmJM5lxoa4P6EW2jvDzZFXpi\n4AQLihcQjcKuXStRh424sxjgHUN0LqgzCnQ0aU2oZRYXnE4dVmsgZc5LJBplv70ZTc95bBtvCZGR\n8eJCe7uJ+npRVaowmQhFIvT7RFFSdC7kIHNhOHEMZXe3mIVSWyv+XF+fLMTXWetocU49Wj3bHOnv\nx/jww7zc+jo1NW7q6qR3xCkopENeigvBoIqQ2kVZmuKCzebH6dRTqNFnR1yw25lnLcLtNrOoppy/\nufBvuH7R9agEFZfUXsJH7R+N7azx0+/PbcxztjIXIqR/8UxFR4e4wpAO3Z7upAfb2hovVa6r2TQ+\neneE8W0RKkGgsrCQbgmu4E6n+PssWQKN/Y0sLV3KihVMKC7MdNJGrmlvB40tWVwoLgbBL39bhHjD\nn1+BjnZfcuaCIAhU6OZQsaSJurogfX2laYl0EzkXYqGO2SIaFVdV4sfcpaK4ODErZeVKcUzlmYov\n6CMUCVGoLaRIHedccLmoHXEuVJnNdE0hLjgcej75pJo1a5om3a+mxj2pcyEbxJwL27bB1VePvW40\nghAsxOGT/kkoNtlooranVOKCSWOadFzhZHR2iuLJRRfB7t2p90nlXDCZggh6F2Ff0ehrxQYDA1lu\ni2hztWGONrCk6FwO9x0mFBkTyuVyLpw4UczcuQ6WLevj5MniGY37Gw4P0+PtodZSm3L7ZOJCayvU\n1Yn/XVEhTrJJqHPgBAtLFrJ7N/z7v3+FTz9ajieY/J06U2JtERkFOmrNFBjcsooLDsfELRGnHA6x\n5efoV9mVRxa1Xm8v5cYxcaGlpZCGBlFcEAQhwb2Qq0BHV8CV0Baxfz+cc87Y9bK4WAxDjr8ULCpZ\nlHHQdzZ46P33+duLLmJ38A+UVHdTV+dSnAsKeUFeigtutw5toTPhwXIyCgqiFBUNoY4UZkVcOOVw\nUG+x4nIVJk2LWFm5koO9YshjICSeq4DsBLKZduzgysfenXI/u9+flLlgsWT2ewvCzHusu7vFG7mp\nCEVCDPgHKDOVod2zh+t/JtpBq6vd6NquYfupUymPG98WAdLlLnz2mXgBUauhw9VBnaWOc84Rx2jG\nU2woRqfW0ePtSf1GKSjZtIlzn96Z5Yozo70dIqbUbRH4yujzZUcgs2zezMVPbZ96x3FM1RaRay0n\nFAnhGfZg1SevAlSqzsI49yClH7/HW5HrGRiY2lmRKtARxBumbM4et9vBZBLHTmbC4sViO8VE3Lbh\nRYT22TmCNR2cQ06K9EUIgsAD/7KT6s9Esa0j3rlgNtM5xdPDu+/O57LLWlP+reOpqXHR2SmduBCK\nhHAMOSjWl7B1a6K4AGBQmxhwiwLKD9e/Ar7sP6TBWFvEZM6F8Q/UJq1pWnkQw8Pi+MLSUlFc+Chu\nDeDKxzZi3H5KrCmFuACg0jtx9I7Z3W16fdadC+2udvSBOmrKCqmx1CQ8kGTDubDm0ecx7Gqdesc4\nTp0qYu7cQQoLhykqGpqR6NXmbKPaXI1apU653aa3TTiKsq1tTFxI5Vw40n+ERSWL2L4d9hWci2ZX\nAR4J2iJioygzEReseiuCwSVJ5sK5T79A8abJnVAwubiwr7ublVUVhFsvZG9nV8p95KDH0zPqXIhG\n4Rt7HufGE6+Nbl8SF+qYq0BHdyDRuRATF2IIguhiaG8fe63GXINn2INzaOrQlMuf2Ejh1snF53Tw\nB4O8dewY9116KRbfUlzWvdTVOWlvV8QFBfnJS3HB6dShNXowaNJ/aC8r8yIMm7MiLvR4vZQbTbhc\nZirGuQTjbfHNjmZMgQWEo6Fpr7RMh/HOBZcrc3FBJTDjUZRdXUw6qjNGr7eXEkNJ0g1HdbUbb9P5\nfD5BKub4tgiQbhzloUOinRbE1PiKwgpWrkwWF2B2tka0t8OwNtk9YrNByFVKv6+fSHRmTpaZMNHK\nZuwhLdsTFabCMeTAqreOpljHY/GfQ7RcXOZXa0J0dU19M56rQMfYyu1EhCNhmgeTbbELFkwuLsjB\n0JAeCfLaUuIMOEeFJLVQgCMg3qR3uN1Ux4sLU3z3bN8+hzVrTk55PrGVzzTDqifG7rNjM9hobSkg\nGBQdWfGYNIUMeKVPn7OPtkWk/nynylwwaUx4g5mLCwMDoliqUsHFFyeKC4n7pRYXoloPnc1jK+7F\nEkyLaHO2UeCppawMVlSsGF2ogNQujlzQ0lJEQ4P4ULRwoZ3jx6c/xeSU4xRziuZMuH2qtoiJxIUO\nVwfBSJA6Sx3HjoHJ5KO3vVIScSE82haR/h2SVWcFnTNvnQv7urs5p7KCQt8iDvb25o3zsrG1l82/\nqeCZZ+DNN6FAHcVsHvtHXBoX6pjLQMf4zIUPPoALL0zcp64usTVCEATRvWDPnXvhnZMn+UJVFRWF\nhWi6LqW9YD8VFV56e6W7rigopEteigsulw613osxA3GhtNRHxG/NmrhQrCvE6zUm5Yk1FDXQ7enG\nH/RzcuAktuh8TEJpTm3l2REXhBldYCIR8eI/XnxJRayXeTzV1W56jy1nwO/HkcJ+6g4Ektwr6fY9\nZ8rhw7B8JCi7x9tDhamCs88W+3bHOy9no7jQ0QEeIbVzwe3QUqgtnDBoKxdMtLIJ8rRGpMpbiKHu\nW8mg8WMi0Qiqwl6a2qZ2WGUj0DEdurrEEbkT8f13vs+8f5k3mhsTY+FCOHEia2XMmEhE4JFHHuEb\n35B+pQpE54JVFxMX1AwOif8vdrhco4GOVVN89zQPDrKx8kKc9W9Meb6SEmmzRGJ5CzHXwvg+bLO2\nEKdP+mkR6TgXxk9IMGqM0xIXnE4Y+VOxYoU41jDVnytVvksoEiEiDHO8cazPzybBtIh2VzsRhygu\nzLfNp2lwbAUzldCSC06dKmLOHPGBv6HBSWvr9Hu2e729Ka/1MTLNXIjdorzf8j6X1F6CIAg0N4NO\nP4zfZcHhl6gtIpKZc8GisxDRyisuTDYpYn9PD+dWVmJVFyFEVZKO9E4Xux027+xhbnk5f/oT3HIL\nrDh7AOK+q+KdC7lqi4h3LgQC8N57cM01ifuMFxcAlpYt5VDvIcnri/Ffhw/zF8uWATDUfAHtoWbK\nyhRxQSE/yEtxwenUU6D3YlCnttalorTUR9hblB1xweOh/LiKwyxjfAlqlZp5tnmcGDjBycGTVGjn\no4lYpx1ANR36fT5K4nzP03cuRLn4yW1YNm/OuAa7HcxmMdl5KiYSF8zmANFIAQtspZxIMeDbMzyc\nsi2iYybigivAvetfTnr58GEY+Z6mxyM6F0wmaGhIDgZbVCxPf12mXPTUdqxvvw2IzoXBYOpAx4EB\nKDeVZ601YjpMtLIJ6YkLFa8fYtlzL2WtnsnEhdDJ1fRxmKcOPMWQ7TCPHvrllO+XjUBHodXJLRue\nn3Sfjs4wHWfdy+YTyZ9pV8DFL/b/gv/zpf/DYx88lrCtrEy0lcuVVj+evXuraPbNpXNfP505COGO\ndy4UCCoC4TD+YDC5LWKS754XPtmPYF/IlsGpW9tKSvzY7RO3+2j3dvLlh5/L/BcZIZa3sHUrXHVV\n8naz3oRrKDfiQonRmPT5XvPI2xh27UqduaCdXuaCyzUmLmi1opX5k09S1JTCueAOBDAWGDh8aEwt\nn6lzYdUTWzFv2ZLwWo+3hyF7BWVlMM82L8FFJJdzIV5cEAPhMrNVqxv7uOmhjQD0+/qTcmriSde5\nYDCIY5LdbtFt9dwnz3Hj0hsBcUqVWh2msiTEoCf74c5iW8TEgY73bHgN4kYkgtgWEVa7ZHcuWK0T\nOxfOrazEahlmgaWGg+MDLeIJR/jp+lclqnKMl18GS1Uvf/PdCv7zP8V/0tq6xO+keOeCzZb9QEeh\n18vdGxLvG9zDbgq1hQD84hdw3nnJQ4vGt0UArKpbxc7W3LS/+oNB/vvYMb6+dCmhkAr3yS/Q5Oqi\nvFwRFxTyg7wUF1wuHSpd5s6FYY8tK+JCr9cL/lJUqtQXl8WliznSf4SmwSbqTPNRBS04A7kbUJ0V\n54KKGTkX0s1bAOhyJ6+Yg7iaVlnpoUxbQmuKAd/ucYGOAAtLSjg6wXSJmZAgLow4F0Ac3za+NeKs\n8rMS7Kz5TiAAA85hnIHBhGRmEG/G3W5RXOj1pm5PkZqhITXBYMGEE09iD2LxRKNRhiSaGgIw6B+c\nUFxoP6Vj3coXmGeeR4l7BXu9e+iZ4q4yV86Ftzpepc36n9z133clfb7/1PInzq8+n9vPu509HXto\nd43dHQmC6F7Il9aIzz6roqAgzKpVYcY9n0lCvHMBBEoMBlqdTjrj2iKK9HrCkciE15gtR7uoO3o/\n+3o78U5h1zYagwhCVLJ2nz5fHyX6Mt59F0am0SZQZCzEE8hBoOMEoyhH65gg0HE6mQtOJ1jjFt3H\n5y7ESCUuuAIBLHotBw6MiQuxzIVsWsgH/AN4+0ooK4O5RXNpdoyJC3I5F1pbrTQ0xMQF14zS5vt9\n/ZQaSwmFUmc62QwTZy7EBzpGo9HRf49/3vnPCILAt1d8m2BQDHosKAhTVTqMO5B950I4GoVpOBdC\nBU5JMhfSZaK2iAG/nwG/n3k2GxZLgAZ9PQcmExdyxFtvgWDuSboniWeuzUaX240vGMyZc8Eb9GLW\nmfnsM3jgAXjyyeR9UjkXrmi4gvda3pO8PhBbIlaOtET09JgoUVXR4/WgMztwOPSEw9MPZVVQyAZ5\nKy4IWn+GmQs+/I7irLVFhN0TiwtLS5fS2N/IycGTzLXNQwhY0wpyyQb+YJBgJJKwoj8dcUFAmNGs\niHTzFmDEuWBKvXNlpYcioZyWFEs27kAgKXNheVkZhybIaJgu/f3iA3hVlXhTE3MuQOoRfedVn8cn\nnZ/kTd/iVHR2Qvm8LioKKyhQFSRss1jEFb8yY5ls4kLMppxqhBaktpBv/OQTDP/0T0Qk+htM5lxo\naYFbL/kGX5v3NbQF0BC4lDcmmns3wmSBjtm8Ydo99K98s/A5VIKKz3s/T9h2oOcAKytXYtAY+OZZ\n3+SVz15J2D5/vmglzwf2769ApYpw3nlhPvxw6v3vuktcYUqhUaaFMxAvLkCpwcjB3l6C4TBFevHv\nIwgCdVYrbSlOEopEODTYyjnWpSwvK2Nfd/eU50wlmmWLPm8fYVcZ8+albpMpLiycVutBpsTaInp6\nCqmsTBYzJnIuTKe2eOcCiLkL4ydGRKJRPit7gk5V4mfDFQhQbFLj8WhpaRH/P9Cp1WgKCvBmcSLB\noH8Qd5+N0lKYa5vLKcep0W1yORe6uwupqhL/NtNxLsRj99sxUopGA489lrx9IudCICAKCZWV8NSH\nT2H4JwMFS//A5mNbeWbPM/zy679ErVLT3y+KMIIAFSUhfOHstq3AiHMhos4s0FFnZViQ37mQSlzY\n3d7OBdXVqAQBqzVAVcEcDmb5HipThobg4z1RXOHeScUFtUpFQ1ERzYODSYGOn35axUsvfSHrtXmG\nPZg0Jm67DZ56KjHMMUYqcWFZ2TK8w96EViep+PXhw3xj6VIAOjos1Fb7WFBcTJOzn6KiIcmuKwoK\n6ZKX4oLTqQO1L2Pngm+wZMbiQigSwTE0xJCjnIIJxIVlZcs43HeY4/bjLKtYSMRvyUpbhHf1at67\n79pJ94lNihDinsTy3bkQ3xYxfMEFvHX/9aPbKis9GIPVKZ0LqdoiFpaILodsrlo3NoquBUEQreOa\nAg1Gjfjl/IUvwJ49iftXm6vRFmjTnmtsv+EG9t1zWdbqzZSODiie00GNOXluaExcKDeV0+edeVuE\na+1adn8/hQ97Av7r0CF+d7hpwpYISN0WsXnkKfiYBC4WEMUFm96W9LrDIa7I2Wzi5/X5r9xNef91\n/Nfhw5O+Xy4CHZsGm7ALR7i6fi2X1V/GRx2Jy7b7e/azomIFALefdzvP/z/23jS+rfJO+/8ebdYu\nS/Jux3vsOPtOFhIgJAQKtFAYWujMtKWQtkw7ndKZdsowdOj2TNun05lPp3unU4YypXQBWkoSSAgQ\nAiEhO3E277stW7Jk7ev/xbFkLUe2ZDvA8/nneuejc+Qj6Zz73Pf1u67rd+wnnLOdS4wDDQ2i5FgK\nP3vkfmJV71wK9cWLVmSyCKtXR2ckFw4fht27xQnfT6Z3jWSF0z9li9j7pU8xtraUl7u6WGAypYy1\nC4xGel2ZY/3p4WGM0TIW14dZU17OWzl4OYqKLl/ugs1rY6SrmFtukX7dotfhjYgroW9/5V7Qzr+C\nIhiJ4A+HMahUDA5KkwtqtXg/JUcbaJXaeVUuxGLw8j98Cu91tbze28tg3U/5r+7fphw7EQxiLChg\nx452/vjH5sT2+e4YYfPY0QoWlEpYYFxAr6s3cf/NR7eIF7/4SXybq3PePxYDm01LcbH4fc+HcqH7\nvJUFC+CnP81UL2QjF/r7xfmETBbjO69/hx/e/EMG1n2cvz9yJ0/e8SSVRvHZNTYmdgP5w0OfRFhR\nSTDmn3eCWSQX5HkFOhoLjAS4PJkLJz+7C/tti2bcz+kskCQX3ujtZWOVGFRqNAYoiTa868qFc+eg\nrtlFgbwAjXJqDGy77176P7I8Zd9Gi4U2uz0j0PGzn72J++9//7znMbmDbkb69YyOwj33SO8jZYuQ\nCTJuaLiBvW17p33/g1/4FO7r62d9fuFolN1tbXxgMqW3v99AZaWLOrOZTofjijXiCt4TeE+SCy5X\nATGFL+/MBfdo0ZzJhdHJvtwOux5ZFs/d4uLFnBk5Q9d4F0vKGwh7TO+YLSLdEgGzVC5MZi7MFkND\nuYU5Agx5hiRtESCSCwpPJT0SE3YpW4RKLqfBYkmE/MwHslkiADZtElsRpZ/e2oq1vDUgYeh9D6Kv\nDwwV/ZK9x99N5cKIx8Pdv/89//DmLygszk4SSFV4L4yOUldYOK/XQTKyKRe6u8Ucjvh602Bwo+zZ\nwbHBQWye7AuibLYIkykwb+TCE6efwDr4YSrLVKwuW83xweMpr58ePs2KMrEMs7JsJZ+76nNc/z/X\nc9fv7gKgvv69o1zo7TUhE2IsXhylvT3z/kvGL38JDzwAn/kMPP307P6fM+BMSQiv1pvY3dZGkzXV\nP77AaJRULrzR24tpYiWNjXbWVlTw1uDM7d5ERc7lUy60nynm1lulXzfr9ASil7fMGlctgJBSHU+G\nIGRW7HXKuWcugHifRqOpFcb9HR2oT32KM/ZuvEmKBFcggLGggL/92zf5xje28r3vbWB8XD3voY4O\nn4MivUhaapQaNApNYrEt1ZbzcsPpVKPRhCkoiACicmEugY6j3lGGO4t44AHweiG9y7SpwMREYCKj\nM1E8b+Gs7SwapYZ7V93LjvMX+H5jG9fUXjP1/qMiuQCwoMqFLFqAbx6VJSB2iyCWn3JBr9ITwo/L\nfXlauuaCbMqFN/r62DTpNzEaAxgDjVwYGyMUibzTp5jAqVPQuHJ6S0QcDWYz7Q5HChHv8Sg5ebKM\nTZt6eOutaRKMZwF30M2FM3p27hSLcFKQUi4A7GzYyQsdM2fuzAWHenqoMZmomhzs+vuNVFW5qCss\npHN8nOJi7xVy4QredbxnyYWIzJ+3csFpE8mFuVTkh91uSnQ67HZdVlvEoqJFtNpaKdYVU16sJuQ2\nvmO2iPkiF2RzJBccDrDm2LFqcGIwa4J0WZmbkKNczLlIg1QrSoDlJaWcHJy/8EGpMMc4tFpRXnvg\nQOoxayvWcrQ/TdLwLuPIkUq++c0tGdv7+kBV3DezcuEdDnR89vx57ly8mHp1A5GaA1n3S7dFxGIx\nepxOttfXSwaBxrF/P3z727M7N4dfOnMhTi7EYTROYB+2cGNjI8+cz96L3OebIhf2dXQkzns+lQtP\nn38a1aW/wGqF1eWp5II/7KdzvJNFRVMVsC9u/iJdf9fF8cHjvN77+jtqi9ix46/40pe2S74Wi0Ff\nnxFBFkWpFK1JR45Iv08sBnv2wM03i0Tg6dPMqn1lauYCNBZa6HA4aImvZCaxwGSSVC4cGRgg1nsV\nCxeOsbq8nOM5kQu+y6ZcaB8eITRezKpV0q9bDDqCXF5bhH2yDaXbrUIQyJqpkkEuzMEWkaxcEIRM\na8TJoWECbdewtKQkRV3imrTgXXVVP7/+9e84eLCGD33oTsxqtWQno9kgFovhDDooNU4posr0ZQy5\nRQvNfCgX8sXIiC6hWgBxPIpGBVE9OguI5IKVlhbxfjx0KPV1uUyOTqXLUHrG8xbO2c6xolQkQEtN\nhYQnUicZyeRCZaUDWUg/7+0o47aIbIGOUhAEAa3MiMP77oUuiIGOqfPASDTKkf5+NkwqF0wmP/4J\nIzUmUwYxf7kshlI4cwaqmkdS5lrZ0Gix0G63o9cHCYdl+HwK3nyzihUrhlm/vp+3356ZoMgHnqCH\nc6f0bNqUfR+TSXz2pPPMOxp2cKDzAJHo5SNu/nTxIrc2NSX+7uszUlk5IZILk8oFm+2KLeIK3l28\nJ8kFp1NNRAjkmbngYWzEjFIuxzcHyfyIx0OpTscJ/woeuVN6ZaJVatlSvYWbF96M2QyBiXfGvwqZ\n5EIkIuD3S/u5p4NcJhCLweEHt+G68ca8z2N8XJwU5oJs3SJAJBe8o5WSVd+JQCDDFgEwdm49n/hy\nLcGgPOO1GWEs4N++8omUTdMpFwBuvx2eeCL1ba6uvppXe17N//9fRnz961v5p3+6PuGZffPz1+G8\n6Sb6+iBkaKPB0pBxTEK5oHvnlQu729q4tamJZtl6nCUvZd0v3RZh83rRKJU0Wa2J9P7hu5bQ+un7\nUo776lfhS18SuyDki2y2iK6uVHLBYJhgdFTLHS0t/H6a3AXRFhHC4fOx4/HHuffZZwFxMp/rRD5W\nbeIXj3xS8rU+Vx/dzm68FzZhscCy0mWctZ1NVAjPjpxloWUhKnm6EkjFJ1Z9gv8987/vGLkwMaFi\n374GHn9cwszKZLcgeZQffuVuKClh40ax17gULl6ESES8f7VaaGmBY8fyP6fkbhEAG8rEyXjyJA6y\n2yLe7Otj/Ow1NDQ4WFJSQqfDMWOo43TEUnBNBX966NP5fowE2gZsbFpZnLXyZtHrCXF5lQtjkyrA\nwUFDhiXixS/dhG/zZkBauTBbW4QxzbmTHurYNuZEF1jAqrLSFGn4RCCAcfJZc911XfzmN7/lzJlS\nFGHjrG0Rh75wPRM7diT+dgfdKIUCSoum7sFyQzmDbpGIMplE0v6djPIZGdFRUjL1XQtCPHchd/VC\nuKWYpx7+FCDeR72XTDQ3w+bNmeQCSFsj4m0ou8a7qC2sBaQDLpPJhaoqBxG/gYnLQS5EsisXvv/I\n3VMnkQSd4p0rMklBSrnw9sgI5QYD1sk5o9EYwOUqYHlp6vX/3ydOYP32t8XCnFzG177y0ct6rl1d\noC3JXbnQ5nAkrs2eHhNvvFHF5s091Nc76OzMcSIqgViJjh8+kjpvEJULOtauzX6cIIjWiHT1Qomu\nBEOBgV6XhKxhnvDnS5e4tXnKupViixgfp6TEw/Cw/rL9/yu4glzwniQXXK4CQkL+yoXRUS3GgoI5\nWSOGPR5KdDr6+gqxWLJrFA989AA/uvlHGI0Q8uiYCOQv45wNxrxeipLaUE5MFGAwBLKG4WWDgDAn\n5UK+5EJ6C8Q4SkvdTAxWSSoX3BK2CICz+3cQLTnD4cOZMv/ZIEO5kEYufOQj8OKLYohlHBurNnJm\n+AzuoDhp7nH2sK9j37ycz2xx8mQZK1cOcuhQque2txecylZailoyjomTCxWGCvon+t+pUyUWi3Go\nt5ctNTVU+TYxqH09q+Io3RbRPT5OjclEuV4/bb/ut98Wr9GLF/M/v5lsEXEYDG5sNh03NS7k9d5e\nxrziOBBIIzjjgY6vT/pf3xoYIBAOJxaYc11Q7L60m50NO3GMKbBaxQm8VWNNtLpLtkSk446WO/jD\nuT9QWRljdDTV/345cPJkGevX9+H1KiUrLL29oswzjk2byJq7sHcv7Nw5ZVNZsUL83bMhGAQp7tkV\ncKUoF/RKFdFHHmFL8o+NqFxIz4cZ8XgYdLsZv7SasjI3KrmcJSUlnJrB12wy+XE6L0/6+aDLxs6r\ni7O+bjFoiAjBnCpscV9+vojbIoaGpPMW4kgnFzRKDf6wP0M6PxPSbRGQSi7EYjE6x+0UySpoKS7m\nnG1KqRW3RcShVEZ5//sv4BopmzdbhN1nR4OF4qSfJVm5UFAgtl+cxl01a/yutZWD3ZkZQenkAkB1\n9eytEe6gm4FuPbW14n0rRQqa1WZJcmHBAuh2dudMLphMPoSwhhHH/Cbjh6NRYnl2iwAwqEy4gu9c\nS/J0OJ2Z5MIbfX2JvAWYIhdWpJELB3t6GPf7uTSNEnA+0dcHcsNIxlxLCg2TygUQr83u7kLeequC\ntWsHqKpy0d8/v1lA7qCbwW49DZm1mBQsWJCZuwDQZG3i4tgsJh05YMjtZsjtZnVS4Fl//5RyoWuS\nXLhii7iCdxvvSXLB6SwgFAvmnbkwH+SCbZJc6OmxYLVmJxfkMjmCICAIopJh3P3OkAvz0YYS5h7o\nmCu5EPdXxvsGp6OszM1YfyUTwSDBNA+glC3C4VAzfmEdmtpjHD+eY6LkNBgfFyel8RZYw57hDKme\nyQQf/nBqWJxGqWFNxZpEX+OPPvNRdjy+g9PDp+d8TrNBJCL6mj/wgQsp34s37KVjwElP8GQizC8Z\ncXKhtrA2Jbn8cqPNbkcll1NtMiF3tIA8lDWcMT34zub1UqrXU24wMJil95fLJS6Sr7kGLlzI//yy\n2SI6O6GuburvgoKgKJ8N6rlryRIeOXCA+/74R9Tf+AbOpEVJPNDxSH8/2+rqaLBYOGuzoVaHEQSx\nHedc8Gb/m6wpuRq1GuJ83PLS5ZwaPgVMhjmWZP7+ILbW1Sg1nBt7m+pq8TNeTnR1FdLQ4KC5eZRL\nlzK9VX19qeTCxo2itD0qMdffsweShVeLF4thYVLw+aC5WVz0pL9XunIBSAlyjFIczjwAACAASURB\nVKPZak1ZlAL8+eJFri5vosgSTCxIVpeVcWyGUEeTSZzozxY9zh7JBbjLBT7Bxi3XZa8KGo0C8og2\nJ8XdL3+5kpKSL9Lfb8jr/MZ8PqxaLT09Jqqrs1d008kFmSBDrVDjC+WnGJiYAH3aY2bdOrGVcDgs\nwx7wIRcUlBiVtBQVcT5pvJF61mzZ0o1ruGzebBEOv4OCaBq5oJsiFwAsFmlrxNde+Ro3PH4DY978\nA2z3d3TwwJ//zG2/+U3KmAQiaZROLtTVjc+6GuwJetDK9ajVop1JKi+lUF2Iw5c6t4qTC/koFwQB\nCmQqOnpnfw9JQWxFqcgr0BHAoDLiDr23lAvJeQsgkgtOp5rlpaUp5OeR/n7K9fqMse1yobcXwurc\nlAt1hYX0ulyEIhFqapx0d5s4dkwkFyorJ+jrm19yYSLgptQsXsPTIVvuwkLLQi6NzX9P574+I197\nTMbmBQuQJT2bkpULIrkwwfDwFXLhCt5dvDfJBZeCcCyMOg9yIe7H0ivVcyIXRr1eDHIDfr8SvT63\nEoJOpcUxD+UG3SuvcO13pg+DmS9yQS4Ic9At5E4uDLnFMMf4RF119Ci3/J/nEq+XlbkZHjJSpNUy\n6k0laCYCgQzlwltvVbCmSYagCHKybQ4fYBLnzolS6vhYLaVcAPjsZ0VyIfnSurbmWl7qfIkj/Ufo\ndHTyxU1f5Fenf5VxrPWZZ1j5/dfmfrLTYGREh9nsY9myYS5eFBdskViUO/fdyckbC6k3L5T0N2o0\nYjW3RF3JqHeUQHhugajGPXvY8L3s+QlxHOrt5epqUWFhH9OyXLOKPW3SP6jVmmqLiFdEp1MudHdD\nba0oXeyfhSAjm3IhmVyI36/FxV5sNh1fu+46Dvf34wuH2VpTwwtJHoN4oGO7w0Gz1Uqz1TqvuQtH\n+o/QqF6PJemUl5cuT5Bd0ykXAK6vu579nfuzWiPu/+rPEPrmpyoXX2wuXGjn0qXM7zidXCgtFRdd\n6aSB3w+vvQbXXz+1raUlO7nwm9+Ir3u9mXLt5MyFnd/6Meo3pGWt1SYTvnCYEY+HQDjM71tb+eZr\nr7Gj6BoqKqaIrjUVFRyfoR2lONGf3cLo/Oh5av69hu+/+f2M1/a/FAWNnQXThOLo9SAL63EH3Xzx\n0V+AN7ut7tlnF6FQRPjTn5qz7iMFu8+HRa2mvd1MfX12on6+2lH6fOJ4lgyjURwHNn3z54T2nqdU\nWYrV6stQLjj9/hTlAsDatQPYeivmrVuE3WdHETJnVS6AuKBOLx7/6cKf+NWZX2EoMPDDoz+c9n/s\n+PZP0BzqSdn2H2++yb9u387V1dX8KU3GJaVcqKtz0NmZaQmbCZFoBH/YT1mR+COoVGK3pfR2oFK2\niHjmQi7kgtUKH/zmT1CeHkYtV9E3NL+dTsTMBWXeyoVCjQl3eP5DM1Z+/6dYnsme5xOHFLnw1sAA\n65J60cYJzWRbhCsQoGt8nNsXLXpHlAuhkPg7+mSZyoXGn/+CyidSCzQFCgVlej09Tid1dQ5ef30B\nExMq6usdVFa68iY9p0M0FsUf9tFUN7NSKxu5UG2qntYWseW7P0a/P/92lY8+eg0/fC7IgtiyxLZY\nbEq5oFep0KtUqKz9V2wRV/Cu4z1JLox7QCVTSFaOskEQxAqnRtDMTbng9YK3mKoqR85WA6NGi8v7\nDikXJqtBccyWXBAEiOUpO01GPuRCtrwFgNJSUcJVotNlWCOkWlGeOlXGmtVD1OoqOWebe6eAZEsE\nSCsXQNxn0SKx5V0ct7fczpNvP8nXXv0aD258kA8s+gD7O/fP+Zxmg/gDprl5LEEudPhGUckKUPzs\nNH+8WzpGXxDECbjXI6fKWJVze8254rWeHjZPVlTGxrRcVbQk0V4yHem2CIfPh1mtpkyvZygLudDV\nJS4qKiogh66AGbD77Jg1mRPszk7xfZNRXOxhdFRLucHAsV27eOKDH+SG+nqOJLEa8UDHrvFxagoL\nqTGZ6BqPp8TPjVwIRoJcHLtIcXRZSshqnFyIxWKcHj4tqVyJY3v99mnJhflEd3chNTXjNDbaJZUL\ng4OGjM4CV18Nr7ySut/Bg7BsmbgIiWM6cmHPHlGBdPvtqfcxSCsXpCAIAivLynijt5e7fvc7vvP6\n6/zDpk3UhTemnPOa8vIclAuzt0U8e/5Zmq3NPHn2yYzX/rTPjlowopRnX3Tp9UAot2yDs2eL+fzn\nD3PwYO4tDmEy0FGrpaNjFuTCLHIXpMgFgPXrwestwObzYhEqKCryUmU04gwEEnMFu98/2dliCgsX\n2vHaSxhyzk8HAIfPgeDPtEXEMxdAekH9vcPf46vXfpW/Wfc3/PnSn/P6n71OJ4d6e/nQkiXsqK/n\nlbT2DWKgY+rcZbbKBW/IS4FMS3nZ1LRSKnfBrJG2RVRVxega76LGJFqRZlIuAOgKFPSPzE31lY5w\nNEo0Is8r0BGgRF+El8vTvWgmRKMCbrcKg2FqLugJBul0iBkwccRtEdUmE95QCJvHw1sDA6wsK2Oh\n1Ur3O5AoOjAgEsYj3tyUCzAZ6uhwsGFDH7/85Squu64LQYDiYrHwMF85Jb6QDwVqmhbOvDSSakcJ\nosU0+Z6eL7z6ag3WZa9iPzPVPcXlKkAmiyXWAPVmMyFd9xXlwhW863hPkgtOTxStMtNrPxOKiryo\n0M2ZXHCPVNDUlHu4nVGjY8L//6AtYg7nMV/kglodRqsNYVYZUsiFWCyGJxTKIBcuXrTS1DRGrdlA\nn2vuEkRJciGLD/B97xOzF+JYWbaSpSVLOTl0kvtX38+a8jVcGL2QkYT9TiBe7W1osNPRYSYclnHe\nO8xizVVUKpZRbc7sFBFH3BpRV1hHhyN/Rn02SFEu2DVcW93IoZ4eyXvXYAgQDMoT1oG4cqFQrcYX\nCuGXMNHHZbaVlfkrF2KxmGSgo8MhhgemF4RF5UJqpaPJaqU9aWYcD3TsGh+ntrCQ2sLCxERuruRC\n13gXlcZK3M4CSXJhYGIAmSCb1t96Xe11HOw+SG196LKTC729RqqrndTUjCfCR5OR7tEfmBhgy01D\nGW0m9+wR8xaSUV0tLkCkhGTHjsGaNeKCJ72amt4tYjrc0dLCnb/9Ld5QiFc//nF2rVnD4KAxRbmw\ntKSEDodjWkm9yTR75cLRgaN8cfMXOTV0KkNt9OpbNkp02fMWAAwGIKhPZMZkQyQi0NNj4rbbznP6\ndI69hycRD3Rsb7fkTS5olblZNpKRjVxYvhz8fhUjfi+GUBVWqxeZILDQYuHSpDUiTlgmQyaLUV6o\noNc2PysXu89OxJupXBh2T8nT0xfUdp+dtwbe4vaW29lYtZFTw6cIRaYnO37ffo5fnRarvz8/fpx7\nli5Fp1KxacECXk9bDc2ncsET8qASdJQlPe43b87MXSgsSFUuTExMhu5qx1DJVQmSz2LJVHGkkwsG\ntZzB0fmdxsZtEfkqF8qNxfhl7w654HCoMRoDKVaOU8PDLC4uRiWfCr6Oq6UEQUioF97s62N9ZSVl\nej3DlyPwIw19feKzecQzkjO50GA202a3c/XVPaxd288DD4idulSqCGp1eE72smS4g27kUT0LF868\nbzblQoWhgoGJWVQ0poHHo6Sn10jIdJHzB7cmtoudIqbmm/VmM25V3xXlwhW863hPkgsuXzSvvIU4\nioq8KCL6OdsiRjpruK7sMPd8/ac5HVOo1eIO/j9GLkwGOm74t5cw7tmT9/F5kQu67OQCiNYILaYU\nW4QnFEKtUCBPizu/dMnCwoV2mkq12IL5+09xBXjw0f9K/Hn2bBq54JZWLoAov06vnj53z3N0/G0H\nGqWGAkUBayrW8EZvlvS5y4i4706jCVNW5qarq5CP/fQ8N7zpJ8lyKYk4ubCidAUnBk8AzNkeMR1G\nvV4GJiZYNllRGRvTUFsGW2tq+KNEQIIgpLajjJMLgiAkFC+lT51l8Y9+njhmbEychJaXwwzq9Ax4\nQh4K5AUUKFInLO3t0NBAhqKpqEi0RSSjYbLSEofPp0Be4MPm9VJhMFCV1HUgV3JB6HFy71d/krG9\n3d5Og7mBsTFSbBGNlkYG3YO80v0KayrWTKsEK9YVU1tYS7TsGB2XmV+y2cRqaVWVS9IvOzyso7TU\nzQOP/pretmMs/eFSvtS9hNd7X2dkkvONxeDZZ8UWlMmQy6GxES6lWV6dTjGQddEiUap9/HhqKr8z\n4MRYkJt395Nr1vCr22/nmQ99KDFxHxzUU14+RS4UKBRsr6+XvJ7jiFcRpaA6NsCt3/xR1mMvjF1g\nVdkqGi2NnBk5k9ju8UCfw0aleXpyQa+HWGBmcqGvz0hJiYfVqwdpa7MQCOTeocfu92NWazl9upRl\ny1LDLXd8azeayZJ2NluEN5TfM9XvlyYXli4Fv0+JzeuhwFNLUZH4vk1WayLnxSGhXACoLhEYdMyu\n+9Tm7+7HkMRGO/wOQq5UcqFUX5qRuZC8oH6l6xU2V29GJVehUWpYYFwwbVhcMBbkz12X+Mzzz9Nu\nt/Oz48f55GTsfZzwSs42kiYX8lMuKM7ZuOvrPxa7YUT1lCY9PjdvFtvIJucuFKoLcfinxsZ4SG63\nc8oSAbkpF4xaGSP2+Z3GhqNRYpHstojPfvXX4omkodxYQlRtIzQ/Qpe8MDqqTVzXcRwfHEwJ/gNR\nLRUfc+LkwpGBAQyulZw4uFJUAkai/POjj122cxVVKiK5kEsrShDJhXa7HY0mzNGjP2P79qmHVLqy\nMR8IIx4e+OrUvMEddENwbuRCub583smF9nYL1YsuIZNHuHhicaLQkp5nU282Y48NMjyse0e7zlzB\nFaTjPUkueIIhdKr8fXTFxR6EoGFW5EIoJOO555oYdns5f7yFlsW5y5rMBi3ed4lcGB9Xz0G5MLvR\nx+8XA9FmCryBmZULIJIL6og5pR1ltjaUly5ZWbhwjIZiHVFDHx7P3PyW+SgXli6Fjg6xQhaHTJCl\nyI+3VG/hYM/BOZ3TbJDsU29uHuXCBSv+aAiFrzxncmFD1QYO9R7ie298D/U31LTaWi/Lub7e28uG\nqqoEcTQ2psVq9fHhpUv5zdmzksckTyAcfn+iyliq1zMsYY2w28WJutWaWf2aCdnyFk6fFmX46Sgu\nzuwrXWMypUhMvV4l7piDYq0WhUxGiU4nWrAQJ3xzUS60O6bIhWTlgkKmoKWohf8++d+sLls94/ts\nq9tGv+qly65cGBvTYLV6syZ9Dw/rKS0Vx4LH336cXWt28asP/gruuoN/+Q/x5F59dcrTnY6mpswO\nISdOiBVsuRxKSsTKfZxE8Yf9xGIx1IrcfgOlXM6HJqvBcQwMGFKUCwAfW7mS//v667iztMqbrS0i\nGovSbm+nydrE8tLlnB2ZumdOnYLK5hFK9DOTCxHfzLkGvb0mFixwoVaHqasb5/z5zBZ82TDm9eIb\nK8Fi8WG1Zs8tuNy2iKVLwe9XMur3ErY1Jn6nZHLB7vNhlji4sSrGqGd+iFan30lgvDBTueDJrlzY\n37mf6+umQkWWlS7j7ZHs7VB8UT+ri8v53FVXcdXPf87i4mKWTpK4KrmcGpMpodYAkehLJxesVi/h\nsAyHI79r0xP0IIukKhfMZti2DX7966lt6ZkLcXKha7yLmsKp7iy5KBcsegGbc/67RYi2iPzmRyW6\nYhQmG9M0MLpsGBuTJhfWpJELyYTmislQxzd6e3niX+/n24/cydDE5Z/H9vWJ5MKwOz9bRFs60zSJ\n5MLDXOEOuon49DQ2zrxv3BaRvoi/HMqF/n4DxoZTtBQXsah5jFOnxDlqT484PsdRbzbT5xlDLo8x\nMTG/QadXcAX54D1HLkQiAsFYEK0q9wpJHEVFXggYZ0UufPObW7jvvvfT1h/l4slmVq3MvU+txaDF\nG7n8crJYLJZBLtjtGiyW/AOn5tItIq5ayCWTIldyQea3pigXpNpQer1KxsY0LFjgotpkQlXUNSf5\nl8slTlbi3ebcQTexWCxrZwuVSly4TNfqbmvN1neFXOjvnyIXFi0a5cKFInzREOHx8hlbKsXJhR0N\nO3ip8yX+9dC/cs+ye3ji9BOX5VyPJYVMxWKipNNi8fH+5mZe7e6WDFCLd4OBKeUCIJnVAVPkgsUi\nqhjyQXLeQiw2NXk4dUpsdZiOuO8zGWaNBm8oRCAcJhoVCAQUTEQmKNaJCodinS5Bps3VFtFub6fe\nXI/dnmnZWFG6gn0d+9hWt23G99lWt43TEy/R1TXVTSEWi/GJZz9BkNlVb6UQJ5PiSd/pw1BcuQBw\nsPcgty+6nZsW3sSXNz3CTz0388Qf7Hzxi/Dgg9JjUHNzZoeQ48dFS0QcK1aIvydMWiLUprwyftIx\nOJhJLnyguZkNVVVc/YtfSGaDzNYW0evsxaKxoFPpaLY2c2Fs6sMeOwYVDTaKtdOTCwUFQEjPuHf6\nldD4uDrxfFm6dISzZ3NbDIB4n7Yeb2br1ulzXC5noCOQqKSPeL24e1qorEwiFyZXr1K2CICW2gjO\neSocOPzjeOymFHKhSFuE3WcnHBXvr3Ry4WDPQbbWTMmgG82NtDuys3++qJ86o5l/vPpqvrBxI//1\n/venfp7iYlqTgizFzIXU71kQYMkSW942GHfQDSFdyuIf4Mtfhocfhh07oLgYTh5OzVzo6RHtTN3j\n3dSaahPbCwvF51J8LPL7RfuEISm/z2oC+zy7EMPRKEyjXMiGYl0xMsO7Qy6MjmqxWmdWLiSTC+sq\nK3ns1CnkgpyhC0tZXh9jwPXO2CJKq7z4w/4M62E2JLejTIfV6sNunx9yweX3EHLrM3KVpGA0imR1\n+thl0Vjwhrx5d7uZDgMDBpRlZ2kpKmLdugGOHBFtrr29qcqFBrOZDoeD0lI3Q0NXrBFX8O7hPUcu\neDwq1AYXWmX+FemiIi9Rb2He5EIsJrbb2r33MQTNOM//fg8FBTP3/46j2KQjEJn7BMRzzTW8/A83\nZH3dGwohQMp3M1tyQRBmn7mQqyUCYMiTSi4E163juS/fkrJPWZmbmKcohVyQag3W1iZ6d2WyGFVG\nIxj759TP9/x5USYdtyTGLRHTLTKSFyVS2Fi1kWMDx/CHp7zWY7fdxsnPXj3r88wFovdOnDQ3N4/R\ner6QUDTCxHAxTU3THxsnFwrVhRy9/yiHP3GYe5bew5v9b+Z9Hq4bb+Tw56+bdp+Tw8OsmixvOZ1q\n1OowKlUEY0EB19fV8fT5zGRsKVsEQKlOJ+kTjS+0papfMyGuXHC7xWr3kiUwMgIvvyy2MYwjfr9K\n2SJkgkDxJPHh9ytQq8OM+aaIwWKtNqFcKCycfbAfQN9EHwtMCzJsEQAPbnyQv9/491xbe+2M77O1\nZitvDb1JYZE/kVPx/KXn+fXbv6bmQQFf2eykp8kIBuX4fApMJj9GYwCZLJbx2aeUCzF6nD2sqRBZ\ngYdv/DS3Lb6V+1++hTXrQ9x7r/T/kFIuHDuWqnJIIRcCqXkLe7/0KfwbZ5D7pGFgIDOEUhAEfnLL\nLWyrq+Mf9+3LOCbeFi5f9LnE3xsye6qfOAGFlbacKoLKmI6xCQ/f/sq9oJV+3iYn0C9ZMsLZs9OT\nFskY8/nY/9waPvzhadhYxAW1ZObCLJULJ4dOpqiuBAH+tuU/+ENDFFtnY8Kj3Gy1cmFS3p48piRj\n2cIAvtj8LLjG3E6UkcIUxZ9CpsCisTDqFc8jebxy+p2029tZVbYqsX+duY5OR/ZesR+6txDt9U1o\nlEq+vGULNWkP6paiIs5NfuZIRMDhUEuqStat6+fo0ew5PVLwhDwQ1KcErIIYqLl7N3z607B3L/z2\n8UKGnJm2iOROEQAKhaiwcU6uneJWN0GAPzz0SULLSykujOFwx+ZVAh6JRolGlHkHOhZrixF0808u\nnPzsLuy3LZp2n3RbhC8ktnZeVppKEGm1IQIBBaGQjBWlpdzS1MQHy29kyZIRNqxyE4iE8V5mX0dv\nL2hLB6gwVGTMtdruu5f+j2QGD8cXzVGJH9pimb0tIh1dA25Ugi4nVS5IWyMEQaBUV5qiSErGwS98\nCvf19XmdV3+/kbD5Ii3Fxaxf358gF0TlQqotot1up7TUcyXU8QreVbznyAW3W4XW6EIzS3Ih5Dbn\nTS50dRUSCCiobOjCrClgy+b8EuBKzFqCscsvJ0tXLcBU1TdfyAWYLb2QD7kwMDFAuaF82n1KSz2E\nnCWMJlWspWwR8bwFEBeVUY1tTuRCa6u4cIxjOktEHIsWZVZFk2EoMLC4eDFH+4/O+rxmg/5+Q4py\n4WyHDIUgwz6mmtE/GCcXAJaULKHOXMfKspUpXu75xMmhIVZOkgujo9qUtPIPNDentHCMo6jIm2qL\nSCYXJGZz8YW20SguOvKZLzl8DiwaCz/+sfh733mnWPV2OMSJcjqkbBGJc/N4EmGOyfdvoVqdUDbM\nVbkw4hFbeqXbIkD8Pb9zw3eQy2ZWghkLjCwpXkLRysN0dIiqhUdfeZTHbnuMUpmFV3rn3knEbtdg\nNvsTigPRGjFVivR6lQSDckwmP1Fi1JnrUMim8nd+e/+32bxOx9K//hmyLE+vpqbclAuTmXcJ5cI0\n2YszYnBQn6FcAHGi+fDWrTx9/nxGuGPc/5zvwmjYM5wgbNPJhUuXQGmaWbkAoESPfYaV0Pi4GpMp\nTi7Y8lIujHp8dJ1dmOKPlkI2W0S+mQtxcuGaX17DPb+/J+U1S8MZjJFS+vsKE+PkwklbhD8cJhKL\nSRY0VrUECCucRKNzl96PuMYp1GSGhpbqpnIXkpULb/a/yZqKNSm2u7rCOjrHpcmFUCRET3CAJZbs\nv32jxULH5D8YG9NSWOiXrNBv2NDHq6/WZGyfDu6gm1hAJzk3WLsWPvhBkeDbtLqQ9n4JW0Ra5gKk\nKs/ibSiTYdYJCCrPnMjZdIjKhfwDHYt1xUQ1NiYyh4HLjnRy4eTQEIuKijLauYvdoQJMTIihjn+6\n+242CX9Bbe04y5baUEcsKfbUy4G+PlCYRXIhVxgKCjAUFDAg8eXOpy2io9+dVbkqhbo6JDOK0lvM\nzhUDAwbc6nZaiorYtKmXQ4fEMOxLlyw0NEwRdRUGg9ilp8x2JdTxCt5VvOfIhYkJFQX6iVkpF4qL\nvfid+ZMLJ0+WsXr1IKO+zMV7Ligxawlx+cmFMZ8v4/zmZItgdq0o8yEXusa7qCusm3afoiIvYWdp\nykNNyhYRz1sAUQ4fVNoZHJr9QyUjb2GaMMc4Fi7MDItLx9aarbzS/cr0O80jYrHU1ODm5lEuDkRQ\nyuTYbMq8yIU4yg3luAKuGQPf8oXD58Ph81E3Wd4SyYWp3319ZSVHJVr4Wa2+WdkiBEE6GGw62H12\nLGoL//u/8NnPwqOPwte+Bk8/LVbT0iF2i8gkueJ5ED6fAq12klyYPG9BEBLqhbmSC/HrVopcyBfb\n6rYhNOynvR32tO3BG/Jyx+I7WKZo5Lm27EFyuSKetxBHeqhj3BIhCIjkgil17BAEgUe2PsIPjv4g\nYeuKRCP84MgP6BrvAkRbxMWLU3YWt1uUXre0TL1PunLBP25Co8lf5QIQDssYHdVmeNfjsGg0XF1d\nzb60WWhBQQSZLJYI58oVQ+6hBAm60LqQNnsb0cm2wm1tEC6wUTxDtwgAtaDHkQO5MBvlgjcUIhyB\nD9zcg0o1vQowa+bCLGwRClUIV8BFm70t5TVtZSuR0YUYjQFMJnF+YNFoKFAoODE4SJleL6lYKymM\ngSxMe/fcK6N2rxOrLpNcSO4YkTxWHeo5xOYFm1P2rTNnJxdaba1YFWYMquxWm9rCQjonv2ypMMc4\n3v/+Cxw6tID16+/nhhv+inB45qmiJ+gh4tPPODe4dYeZoaQf/OJFMYQ1XbkAqZk56XkLABqlEr3Z\nKRkMO1uEo1Gi4VmQC9piwgUj71LmgiZFgfJWkvUwHelBsvFclfp6B4KviBHv5SUXenshqhug0pif\nMqbJak3JC4nDbJ7b8zMZPYNuCrW5L8obG8UxNx3zTS4MDuqx0UNLcTEtLTZcrgL6+oy0thazZMlU\nZzu5TEZNYSHairYryoUreFfxniMX3G4VKt3ErLtF+MateZMLJ06Us2rVIKNeb8ITHWmy8r8P78rp\n+IoiHRHZ5feqSSkXZk0uCAKxGBx+cBuuG2/M69hcyYVx/zjhaFgyHC8ZVqsXv718RlvExYvWhHJB\nKZdTgI7ukdztKwAYC/i3r3wCEMmF5AVHLsqFpqaZyYXt9dt5sePF6XeaR4yPq1EoohgMYnBcRcUE\nXsHO5++oYq/5zhkXnEbjlPQ0DpkgE6tk00hwZ4NLdjtNViuyyYm8zZZacWkuEu0xydcCTFUnxDaR\nvtRAR4+H4buW0Prp+xL7x8kFyN8aYffZUUbMdHWJNghBgI99LLXynYzSUrekgiZZuZAgF5Lu3yKt\nltFJciGX8LRYtYlfPPLJjO3x61YqcyFfbKvbht28l4ttYR566SH+5dp/QSbIWKSo5aXuzlnntMSR\nXmGrrEwnF6bCHO/48mJK6zITNK+uvppgJMiR/iMA/K71d3xm92f4+xf+HhC/A7kc4tbykyfFUL9k\nvrqxUbS6uFzgCriwD4qLvgMH8v9Mw8M6sVPRNIuR6+vqEuRCLBbjh0ePEopEslojgmsq+NNDn5b+\nf+4p5YJepcesMdPr7MXtFu9jTyw35YJapmN8hoVEMrnQ2Ginr8+Izzfzs3nM60Xmt3LnHZkWJ4AX\nv3QTvs3iwjlr5kIetohYDAIBcEVGKNOXIZfJGfNOLURkRZdwtK9gxYrUCX+T1crLXV1UJBv5kyAI\nAsqIkZPn8l+8HPrC9Uzs2JH42+l3UmzIfHAmd4xIHqv2tu9lW902bDaxQvqnP0GNqYY+Vx+RaOZz\n7+jAUWpVVdOeU11hIV2TX7bNlp0QMxiCvPDC4zz00EHGxjS88EL24J5wSzFPPfwpPCEPYa8uwxaR\njvddZ8HHGMPDYp7ChQuwaFEsI9ARUr+PuC0iGVqlEq3JKdnSdraIxGKTr6b/3wAAIABJREFUtgjp\nse77j9ydeSKI96IMOcPpD9N3AOnj6tGBAdZVSi/e4+0o4+jtNbJggZO6OgcRVxk2v5+vfeWjl+U8\nQyGRJPIq+qnQ565cANHGdFGCXDAYArMOL4yV6PjhI1Pzhn6bB4s+d3Jh4cLpyYVAgHkhm2zOKBOR\nCWpMJgQBrr66h8ceW4FOF8qwNTVZrVB8jsFB6THtCq7gncB7lFxwzzpzwT1WlDe5ILJ/Nmwez6yU\nC8VWJTGYsf/0XJGNXDCb89fzymTCrLtF5EouxCsRMwWlWa0+PLY0ciEQQJ92DVy6ZKGpaerhYpSb\n6B6TTmLPBW+/LS464hh2z0wuNDaKMrjINJzG1pqtHB88jisw+6SpH/xgHTfffE9OFaP+/qm8BRAX\nw3XLLuAaaGTZspmJJ6MRSSlnnbmODsf89iXscDioT5p9pk+KZILAmvJyjvanWpPitgh3MIhKLqdg\nknwslVAuiCGRJCa5syEXRrotbN8urVRIR2mph6EhfYa8vVirxebx4PMp0WjCGfevSa3G6fdjscw+\nkCoQDuAOujFrzJKZC/nimppriKgc/CR0NcXaYu5ouUP8LIIZmSBwXqIFWz6IhznGUV3tpLd3qpqb\nHOY4EfNRacicIAuCwL0r7+W/TogtZf/t8L/x3x/4b/a2702MwcmhjsePZ3aVkMtFS9Tp0+DwOhkb\nMHL//XBmFk6gwUEDZWXTzyC319fz4iS58NbAAH/z/PPs7+yc7BiR38Q4PSR3oWUhl+yX6OgQF6Ej\n3tz6x2vkelz+3JULSmWUxkZ7Th0jekZDhJwlXH/9zONH3N+c7BrRKrV5KRf8fjFwd9QnWoQWFS3i\n/OgUsRExdbJAb+TjHz+Zclyz1cqBacgFAK1Mx5m2uXUlAnAFxykzSygXdFMdI+LKhX5XPxfGLrC1\nZivPPCNaB/7zP6FAUUCxtpheV2bg9JH+I9QXVBONCvzoR2slA90WmEwMud2EIpHJMMfsiss1awa5\n7bbz3HlnKy++OLNH3B10E3TPrFyoMhch6EZ59tkYPT3iXCKstKOQKShUpx6cPHZL2SK0SiUaw8S8\nKxdis7BFCIKALlxN93jPvJ1LrpAkF7IoF5LbUcKUcqG2dhz/WDnD7sunwh0YEANWh9yzUy5cmCQX\nLo6Nsf1//odRr3falr75YnDMTXFh7hV/qbbHIJILfeNDrF4tWn5mKkjNhJFoL7WGkkSHrfe//wIP\nP3y9pOVsVVkZ/sK36ejILSzzCq7gcuA9SS4oNe5ZKReKiz24bMV5kwvd3Sbq6hyMeDyUzIJcsFhA\nCGnz9ojmi1GvF2ta6NSslQvMvhVlruTC+dHzLLTM3DDYavXiHKpgzOdLVEYngkGMacqFZFsEgEVl\nYHBidooRl4tERSiOIffQjLYIrVYsWkj1N07so9SyoWoDL3e9PKtzi0QEHn30Wo4ereT552f+/pLb\nUMbRuOIco92L2bJlZgOoyZSpXACoMlTNe0ulDoeDuqSLJz1zAWBtRQXHBlNbwcZtEen96EskAh0n\nJkBVfpGjQ4cAccKeD7ng8DvobLXwvvfltr9eH0Qmi+F2p9p4iifbTWZTLpgKCnAGAnNKu7Z5xSq1\nTJDNiy1CKVfyq517kJ3+KE9/6OkEMSgIAttq6iTzMPJBui1iwQIXPT3J5MKUcsFL9jTxj678KL9t\n/S2vdr/KsHuYv1r+V9SYahI5IcmhjseOSatO4taI1g4neoWJTZuYVRvOoSF9RphjOpaVlOANhWi3\n23lyst3MqaEhTKb8J8ZDnqEUErTJ2sSlsUu0tYmTXZsnN1uEVqnDHZh+/HQ6CxLkAuSeu3DighKd\nzJhzMHK6eiHfzIV43sKIRyRW0rto9IcG+cbfneauu1Jb3TZZrbzY0UGtKXPRH4dJpeVCd/7dq9Lh\njTqpsEhkLugzMxf+/fC/89fL/xqVXMVLL8F3vwtvvCGS2g2WBtrtmRfq4b7DNBRUc/x4HQ88cAvf\n+tbmjH0UMhnlej09Tue0tohkrFkzyMmT03d8AnAHPAQ8OowzrPMLFAUUyDU89Ucnb70FK1dCt7Ob\nGlNmxkNy5oKUckGjUKDUzj+5EA3nH+gIYIxV0+d658kFkbQV7xdXIECv08mSEun7NH0xHg8F1GjC\nqCMW2ocuX5Es3oZywJ1f5gKkKhd+efIk+zs7efLtt+eXXBh1U106P7aII61DlJbCI4/Arl2ZLSvz\ngUPRRXNSlso995zhc587zEMPZXYmW11ejk1xgba2OVYaruAK5oB5IRcEQbhREITzgiBcFAThS3N5\nL7dbhULjmZVywWr14RzJn1zo6iqktnacgYkJKmd6MkrAbIZYSIs7z3TrdOheeYVrv/NC1tfn1RYh\ni112cuHE4AlWl6eWDFVHj3LL/3kuZZvV6sNuK0SnVCZCzyYCgRRbhMtVwMSEKiU0rUSrx+aZneYs\nbomQJ80Zc7FFQG65CzfU38Detr0AWJ95hpXffy3nczt1qoziYg9f/vLBnMiF5DDHOJpWnWf9kl5u\nuWU8y1FTkMpcADF3IV9ywbhnDxu+l11b3jmDcgFgTXm5BLkg2iLsaS3j4rkGyegb9hL40PVc99h1\ndI13YTJJf75sGPXYOX/CzExuoeT7Var1UzxTIRu5UDgPyoV43kI4PNnxI8cslOlw3coGAoc+Tdg3\nVcG5/6s/45aCUvbOmVwQlQv7Ozoo+7//F0XJxRRJ89CQPqFc8MaCWNTSE6QKQwU3Nt7Ijsd38ODG\nB5HL5KyvXJ+wSiSHOkopF2Aq1PHMJSf1lSbq66GzE3Z+68eo38i9FfHgoJ7y8ulJPEEQuKGhgb3t\n7TzV2spn16+nzW6fVC7kJ7lPtkXAlHKhrQ0aGqOM+cYo0s6sLtAq9UwE3Xzx0V+AV3pBIQY6Tj1P\nc81dONMhx6rJnajPIBfytEX4fKICwuYVO2UkB11GY1H+/b+6WH868/2aJtm49FT9ZFj1KjoG5hbo\nGI1FCcY8VBVnzi/K9FPKhcJCcPjt/OLkL/jCpi8AcO4cbNkiVnzPnxd/7/RMiV5nL/0T/ez6j+cZ\n+42b7dvb2b1b+tlRZzbTOT6eM7mwYsVQTm0p7R43KvQ5qb3KDMUcPm3jmWdg61bpvAXIzFyIk6cf\n/OZPUJ4eRqtUIld7UtRPc0VklpkLAIVCNQO+uQffJmPl93+K5Rlpe1EcySqUYwMDrCgrQ5El8Tbd\niiXaIsQHZJFaT8fw/LUdTkdvr9hhod/VL0kuNP78F1Q+cVry2LhyIRaL8dvWVj6zbh2v9/bOG7kQ\nDIrXcE1F7uRCdTUMD5MRBlymL6NjZIjt2+Fv/gaGhmDPHvG1Ld/9Mfr9+SlC3ep2lpZNPQvV6jD/\n/u97WLQoU0m4urycS55O2trnYTJwBVcwS8yZXBAEQQb8J7ATWALcLQjC9H1zpsHERAFytWdW3SJU\nqghauQanP3epvMejxO1WUVLiYWBiYlp5ZDYUFIAQ0jHqvPzKheTFSSAgJxSSo9Plbw0QnzvzTy6c\nHDrJXz/91zx19in2de7LCKSSgsXiw+FQJzzoILLvycqFtjYLjY32lL725SYd9tDsrAfplgiYJBdm\nUC6AKLmW6JaYgp2NO3mhIztRNB1Ony5l1aohtm3r5MCB2hn3Tw5zjGMsMMHq5hFyuY2kMhdAXMAN\nugczX5gDOsbHU8gFm02XSS5UVHAsLdQxbotIbxlXpBXVDJHY1ETwD61Po/Ms495V9/K71t9lJU+y\nnuOgneoSC2UzF+sSKCtzZ6QzF+t0k7YIBRpNKCOQNa5cmEsrrTghNj4uKlDkcy+wIpOJ98bptDne\nhooqXuvpIRCe/eQzToZ+9403iAFHAvvTlAu6hMXAG/NPm9fys1t/xjMfeobPrP8MAMtLl/P2iKgK\niIc6ut2ijSn9XgexzeipU3Cpx8WSBhNlZeJEMV8MDelntEUA3FBfzxdeeAGzWs2O+noG3W5MpsCs\nbBHJ49RC6xS5UFE/jk6pQyVXTfMOIgwqPZ4ZAluTbRGQu3LhUl+MClPun0tKuZCPLUJKuRAnF7rG\nu5ALMvSKzPPZWlPDDQ0NvG+a1NvyQgU9ttmFH8fhCriQR3WUl2VOuZK7RSiVoNj4I3bW3kq1qZpo\nVCSym5vFjgtvvQWNlsYUcsET9PCFF77AR5Z9BAGBwcFCPvKRM/T3GySzXOoKC+l0OHImF0pKxHa6\nMy3gHG4POmVukvJSQzFXbbPxxBNw113ZyYWZMhc0SiXyAu9lUS7MhlwoUlYzEnjnlQvJ3Wqms0QA\nKWopn0/BxERB4jooN2notc9ssz0zfIZx/8yFi3TElQvZfu/p0GCx0Ot08mZ/P+FolPtWr+bU8PC8\nkQutrWCweDDnEeioUIi2h/SOEWX6Mka8Q6xfL+7zjW/AQw/NTr0QDssImi6yvCI3JUK1yYRZoyJo\nPoPdfiXU8QreHcyHcmE9cCkWi3XHYrEQ8CTwgdm+mdutQqaanXIBoNgoxxnIPYOgu7uQmhonggAD\nbvesyAUARVTH4NjMD2qHA+6+W6yQ5Yt0cmF0VJTCzRBpIAmZIJu1TGt8HMnQpiP9R7jh8RtYVLSI\nh196mEA4wJaaLTO+n0oVQaMJYy7QJ8iFibRuEcltKOOoNqtxRfJ/wIHorc4gF3LIXACxw8S5c9Pv\ns6xkGZ6gZ1aBiGfPignAS5bY6Oszzvjg7O/PtEWMeDyYFLlVRLNV9sv15fNOLnSNj6f0XpdSLjSY\nzUwEgylZCglbxCS58PTTi7j77juQIadQrWY8OFVdfa771yxwfIStNVs53Hc4q+0jG/rtDrZvyk9S\nGM9dSEYuyoVxvx+jMYDXqyQUyn84ns9OEclYvjyTXDAWFLCkpIRD03mCZsD4uBqNaYzXenr43s6d\nnHdforfXlBiLBgYMCYuBh0BW5QKIAWo3LbwJmSB+b4uLF9NqawWmbBHHjomfRSWx1l6+HN58E3qG\nnaxsMVFSIoY85ovBQcOMtgiA21taWFtRwT9v3ZrocmIy5Zd0HovFUrpFwKRyYdIWYVlgyylvAcCg\n1uEN5x7oCLkrF7pHwtSW5s50pZMLWmV+NsM4uTDuH8dUYKLJ2pSwRZwcOolGJv0dF2m17P3Lv6RE\nl30SXmWVY/f6CQZnz9w5/U5kQRMLFmS+ltwtIhaLEVn5E/6y8fOAWOk1m8FggFWrRDKs0dLIJfuU\ndO6DT30QhUzBN6//JgADA2YWL7axbNmIpOKgdjLUMVdyQRCgtnac7u7p1QEOjztncqFYW8wnH7TR\n1ga1tbmRC9kyF2KKy0EuKLIGOk6HkoJqxkLvLLkwMaEiGhUwGMRn4FsDA6ydhlxIXozHCxMymfhZ\na4tUDHumV8JeHLvI8h8v567f3pX3ufb1QXlVgBHPCFXG6cNH06GSy1ldXs7n9uzhzpYWGiwWOh0O\n9AbfvJALL78MRRVudKr8FuRS1ogidRluhlm3Tvz79tvB64XXX8//vFyuAmQlrSwtmVmNFsctTU2U\nXPMrTpyYvlPbFVzB5cJ8kAuVQPJss29y26zgdqsQVL5ZkwsllijEBPw5VtfilgggRbkgvzjGPV//\nac7/V4GWYfvMD+rHH4cnn4Qf/jDnt04gfXESD+KZDeQyiAlRNvzbSxjjeq0cIaVc8If9/MVv/4Kf\n3fozHtryEOc/c57Tnz6d0qN+OlitXgxyQ1blQmenmfr61H6CNcUqvDjyI0lcAR589L94800SA38c\nyf3jp0NLi8hyx9HaCj/4gZh8HYcgCKypWMPJoZOZbzADzp4tYckSGwpFlGXLRjh1anrCQ5wgpMqy\nh91u/vonrZh2757x/+Vji3AFXLzvifexr2PfzB8kDeLCKJXAk5KUC4LA6vLyFPVCYaEfv1/BkCuI\nWa3mn/7pep58chlvvllJqU5H8VNvs/hHPycQDnBy/GUWxm5hbcVajg8ez0u5EIuBwz/GrTvyC0MS\nlQupk5Ip5YIStUYkF6wSgY4yWQyz2YfDMb01Quhxcu9Xf5KybcQzkugUMdcwx2TELQPpuKG+nr1S\nJtMcMT6upkd5lI0LFnBdbS1nRgdRq8MJ5YY4pjmJxWK0fcuHZSJ3lcTi4sWcGxVZv3jw6oEDsGGD\n9P4mE3zqU9CwxEmFxYjJJC5SY3kWLHNVLmiVSg5+/OP8xZIlSeSCdLcI1bEBbv3mjzK2uwIuVHJV\nygS4wdJA13gXl9rD6EpGcspbADCp9fgi+SkXGhocDAwY8Himfz4Pufw0Syyk49jxrd1oDh1K/C1p\ni5iFcsEX8qFVamm0NNLh6CASjXCo5xA62exbFlt1BRhLh/MOSNv83f0YXhS7BjkDTqLeQklyoVRf\nmrBFnBo+hRwVpbHlgKiQWzSpA125Ek6cSLVFHBs4RqutlV/e9kv0KpHcHB420dhoZ+XKIcmshLrJ\ndpQ2my6lDfB0qKsbp6tLWq6oOGfjrq//GJffg6Egt6pvsbYYV9hGw2QTiq7xLsnMBat1+swFrVJJ\nRBagt9c4J097MsLRKNFIduXCZ7/6a5HpkEClrhZ7bH5DkGdCnNyMF5lODg2xahrZXTK5IOYtTD0c\nF1YocPpc/POjjyW2pU+lnz3/LPetuo8TQyfoceZHpPT2grKkkwWmBTnPDZNx+6JFHOnv56MrV6JX\nqTCp1XgVo0xMzKzUksJYa4yPf/l/efhheOwxsJa7E/dRrpAiF8a6S0E3hNEoXpSCAJ/4BPzP/+R/\njsNjCqKmHhbmUT3YtWYNI9VP8MJr5fn/wyu4gnmAMNfWYoIg3AHsjMViuyb//ktgfSwW+9u0/WK3\n3NI04/udO1fEqLyN6hJSKpy54ujRCsYKX+O6uupEovx06O42MT6uZsWKYfa2t3FtbS0FcgWldi8P\nHRvmczt25vR/97x9mIXWRhrKM9nFE4MnKNGVUGms5PhxUbo8MQFXX52639KeHm7uusi3tlZL/o9X\nurpYVV6GsUCcjA4M6BkYMLB2bf7V5Us9Stq9HTw/CofKaznWkL3VVDpee01MWk9WL/S6ehlwDXBV\n1VXTHls/OMjHzp3hkW21KdsPHqymoOYY5SYVC0wmjvT3U1NoolQnDvRnzpRgMASorZ0qQQ+73Ry9\nFOLGZRYUityu44JAmF/u78TEzezcOSUjD0fDvND+Au9bOHOKn98Pr74KN9wgLkZffllssdTSQsrk\nsdXWikqu4mO2CIscA/x8Q26c28sv17B69SBGY5AzZ0rQ6YLU12dXaLzySg2rVon7x7Gvo4M/DCg4\nWl7H0Rl+W78fDh6EpK5p4vawn1e7X+WGhhsS23qdvZwePo1JbeLq6rQLGFjb3s7GwS6+f3XmLDoc\njfBiewc3JUmQX3yxni1belCrU2cw52w2FDJZygP1wIFaShedIkyYoTPrqaiYQKsNMaw6zYN2OY1+\nDf+xbCHH+85S4tvC0mVRdrftpkVxE16PTFIanw6XC14dfJ4bF+5EIZu+Upl8v168aCEWE2hungoc\nDUcjvNDewWLlWpwTCgbUh1M+e/f4OM6An+WlZRw4UMu6dQPo9dktTmaXn399Y4BP7pwKgzhrO4ta\noUYfbKCrC66a/vbLGXa7SJrFx6if7tnNP2yqol0R4cLYKJsXSI9RM+Hw4UpkZacpMgnUm83sbmtD\nO3gNK5ePYTIFeOGFerZu7UapCvHLvW187pptuPMI2d3dtpvtddtRypUcOiQqxTZskOwcN3VOfYep\nN9dToith3z54WXaAp5oNXKzMrRr62msLWLzYhsWSu2IuEo2yt72dhqjIfCRfNwC1QxPc1+rg4W3b\nU7a7g26O9B9hW922lO37OvYRaNvIyg1OBt0DrK1YO+M5nG1z0Rc5gbPNzUduqCekzLze//znhdx0\n0yWS7duvvFLDihVDFBZKZxsFg3JefHucFY0xqrJkGD38cje/a2zhfJVYvTx9WiR7aibXl2PeMS6M\nXWDTgk0zfg4QF57nz4Np4dvoVXpqC2vZ17GPTQs2cWzwGM90Btlba+DtmvznFO12O119GpaWFiXC\nRnPB5w/28nJVPSfq6hj1jHG47Tw3L9+coTSMxWI8f+l5blp4E232Nnr7QywrW0JJiahwdLth2TKx\n1eaBA7D9BvFZdWPjjZwcOkmhupB6s9jN4Z8OHOCfPUtQ3yIqDRwONStXpnp97D4frTYbofatrFvX\nj14/c4Cf+PwNJgoxySgf9fIPJ0ZY22BC5qzj6lUzK2fOjZ5DKVPSaGkE4JWuV1hVvgpjQer14nDA\n2bPiOLR/v3gv63TwrX0v8p/LizhXqORofz/+8zvYvr0DpXJu9hWAl7u6iPWvYfVSd0reSBz/s7uN\nT197HR5NJmHV1RvgrPdlbm7Obd6YC+5/43VaLXCoWXoQGxvTcOFCEZs29SbGlZsaG7N26ersLMTt\nVrFs2Qi9vUZGR7WsWiXacvqHFZweayPQEeS2W27B5xO/9xUrpuY2b/S+Qb2lngHXABatRZIUyoaD\nB6GyaYSRUAcbqjJZ37uOHWNC6WX3cumCSiwWwxsOoVOKZMKh3h4aTKWcemMxO3fmnwc0fNrAc72n\nWV2xU2xnWyzO43PJrIkj+R6No7sb3vbv5oaF21HKRCJ2YgKOHIHnVa+wb4GGU7W5jUUDYzFODvfz\nvsX5KT3eHrLTZXdjLWxh9NjxvI69gv9/QxAEYrHYnIKG8qcOM9EPJM80qya3ZUCvn6p2LFtWwrJl\nmQPIj3+8FlnRY2xfo+W6uvwlPX7/VRwtPc3tNy3KOrFJxlNPLcHvV3DX3cd44ek2/uYv1iETBGKt\nNjStTnbt2pXT/33t5yO01G7jY9tTB8xQJMRzTz2HucTMrut3sWsXfOEL8I//KDKZyR5p+d69WF39\n7NolkT4GHHq6h4/vXJmofj79dAtVVRruuy//geN3LxjpGR6h9LTAxo0bWXPbbTkfe+IEfOQjoncO\nxAH/7/b+HQ8sf4A1FRKx7EkQXn8dU39bxmfs67sWzSYHTdVh7ljcQsc+O7cvb2FpiViF+5d/uZab\nb77IunVT1ewLo2Oc+F07H7xtS06VQ4CY04/wUi+1Nbv4dFIb+X5XPydfOcmuW2f+vWMxUd724Q+L\n6fKtreL38fvfi6nAcext28v50fOsbi/CfN6d9XdNx4EDd7Br13MYjQFeeKGBs2eL2bXrcNb99++/\nk0996o+JhWksFmPPU22URY1c9f+xd97xbdYH/n9Lsva2LG87XoljO3sCgQwSZjBQoANKW3pACuU6\nbpS2XH/0Oq7Xcb32oC205Xct10FLKZSyCSOMQCB72okd2/GWl6wtS5ae3x+PJWvakuxw6euXz1/J\no23peb7f7+f7GevXs/KGG2Z8vQhZkvhTD4VDvPb4a9z+kduRTS20v7/7+9xTfA+/Ovgrbtx+IxZ1\nPJsuf/JJit4dS/lZ+11uDu4aZEezeNvkpJQXXvgw99zzp6Rk7re7u3njzBl2XDL9PL29m9GstxPy\na6nWXcny5TaOHCnCcsEApfsDLBgvpXprNfZjVpoCt/PJT8L+v+5nrepazhwrTfp8qfDbP0wgLX2J\nu2++a9YK1djz9cUX62hry2fHjvejtwuCwCuPd7JCfjk2xyS+/MPsuG7687x15gzv9vaxY8Mq2tou\n48orD9LYmL7qMdw5jnL/cNw16T/e+Q9Wl6yGri2o1cnfYa5wu+HTn4Y77hAzGJSvv8JHPtKIw6rk\nnuefZ8eNmf2WE9HSejljq7/AZ7deTKXJyPEXh1EfuYBLLgmyevUAL774Ye6553HG/B4kr7Zz8803\nI5khbC8Rp14+xZaVW2i0NrJxo2iLuOUWZrSOnXr5FDetvInF1sWcOAE69yEuvbSCzZsymzS///61\nfOpTr2VkjYjFzj92cJFiK2MjBu68M+Ea/m4vhp7WpPHn2NAxbEds7NgWf7zt+R6GJRtZdU0vQ54y\n7lx956yv/9gzg/zF2Yq0w8Ntty1Hoo3f/ZuYyOPll2/grrsejzvudF7EypUDbN2a2vJ17Fghb8tf\n4fpmK6tKU++cmQ+PsHnzZjZeKpIkjz4qLhpvumnq84y28bO9P2PHlZn9oA8cENULlm3/RYO1gctr\nL6f7tW5W1a7infffweoqYOPGYi66oi6j54vFy6dP89fdsER/DR/60Cx+uBhYT9q56KKLWNvczMsn\n3me/LMhnPpP68+x5eg8f2vohvv/O91ls+jvW1S7n8stFhWNFBTQ3i/fbvx9uugFa9rXQ2NTIW/ve\n4kfX/gi1XFzoGvYfQi+9lE/v6KK1tYCf/3w1O3a8FPdaoz4fX3zxRYT2HezY8dcZCc0I/vCHJoJB\nGZ/4RAo501EbmlMutGsKKLF9iB07mmZ9vqdanmLUO8odq+9AEARefeJV7rrurqRd495e+Na34M47\nYedO+MxnxMYm3Xu7ueqqOtYsNnL0FRtmx800N79NZWUW/rc0OPDsAMIb1/HhD3elJFPydnZyyy23\nILEmK4TeeUfgROfb3HzTzeiVuVlsE1Ha3YmqEZpuWZry9jfeWIBMVs6OHbtpHRnl5L5RPnNl+nnY\nW29Vsnt3JTt2vM0f/tBEIJDHJz95GIDuPhWff60VSSfs2LGD558Xcz4mJ8WxxRPw8OrTr3Lvh+7l\ntc7XODV6ih0XZD7ovP02rLjmGeyTFnasTX5c/ve+S1BvoyLDuZL9bR9rS8o59M4Oduz4Y8bvI4Kv\n3bkBufxLPPSQ+F7++eVT3LDqBhYXZB4bd+AAPPlk/Nj7wAPQXbSf6666Lmr/EAT45CfBZDrBhg1m\n1m+fPawb4HdvO2k7pmXHjuyj7Hbus9PVlzn5cx7/f2LXrl3s2rVrXp9zPsiFvUCdRCJZAAwAHwNu\nTnXHxx67adYn+/Oft2JreoKLtlXQ3Fif9Zt5++01tGqtrNpUwvry2Zm+117bSkWFk0UXdbFw0MJ1\n14on8Fi+GpSHaI6M6rMg/+3fYy5tSrr/EdsROAwBS4DLLmvGboe7QIGIAAAgAElEQVQvfAF+/GPR\n81sTUx99qr6evRf6+Hhz8q6vIAh4Dgf52I1LUU0pMnbuvIJly+w0N2ffUtEyVMBTHS9g7pFhbmyk\nIsPPCeJA/6EPEQ28e/PMm8i75dy/4/6o/zkdupcvZ2fdELcnfMbHHruI8OK3KVzcQfNl9fyfvte5\n8upaVpaIk9Mvf/kGPvrRx2lqmh6wl42Pc9/Joyxbto7161PyWUmYGPYwKci5/fZmYj/yG11vUBeo\ny/j7XrlSTO9+9ln4538WF2EPPijuHEcaoAxdBu577T4sN95LT4+G65pn3+31+fIIBq/nlluOIZFA\naWkJn/709TQ321Pe3+FQkpd3DR/72NHoAsrh96M+nkdBp5aCDL5bQRBzQK68kqQAyML2QtZuWRvt\npL63+17uvOlOhsqHCNeGaV4Z/9zHqqtpaZHy4RS/4be7u6n159PcLJ7X3d1Giosv5frrk60jjWNW\nfv/oseh9AZ57bjVHK54i3L2GW2+tYvFiHe+/fxnrN/0e3cAARcoihsqHWGj/e9YXit/v0vGlVAoL\nGO+5kky+2n/5fjcF24u59tprZ71v7PkaCi2mp2clzc3xk9vi0zoKXU0ogk5GK4xxn0feLuPwniGa\nm+v5+c8vprFRRXPzqbSv5zhiQ6LYHfcbfWD8Aa648Apan7uCYJCMPmOm+PKXxVyS2lr4z2/eze23\nKjAYlHy+80Uu3FqR1FyTDmFB4F9efZUr6uoImGpRN+Xx2VvXIpFIeNR3GJdKR1HRKlasOEVZ2Wau\nv/4QhwYHkeRJ2Lp1K9osSOanwk+RX55P8+rmjP8W93bfy9XXXE1TYRM//jH8epWPe+55h6oMdpYE\nARyOD/Pxj3eg1WZX4WZqVbHCVMfhd5YlXcNtoTCSP55Juh75jvto1DcmHX+o+wWkfgvGZS7qdfU0\nb5j9w3cND/Fk1338xzdu594bi5AnKBf6+/Xk52+juflw3PEjRxpxOFbR3Lwz5fN2d69FveIFmq+t\nZ1VJanJh4CtvsmrVKkqmPsfx46ItIvKxTgyf4JeeX2Z8PQ6FxEm+ZtXvuXDRhTQvbeaVvFd4uv1p\nrrj6Cg5dsZV1606xcGH2wSQTJ0K87esjr3M7zc2Z74z3futdzEuWUN7czNtOB/kLO9N+nrXOtVAP\nQ2eGuNF4LxqlguZm+NGPRMLl8inx2AUXiFaBG65/nf/Y8x/c94n7+MjWae/7/3nfReezF9Hc/Gs2\nb1bw9a9/nKuvPhOXHxAWBO5ue45JLosbN2bCwMBy9u4tpbk5eSd/VK+Anx5HWqekvuBymptnXxja\nK+28fPplmpubGfONoWxRcvONydPG0VExCG/TJnFs+uhHxeM//9YXaG52ojDJ+FL3Thq6L6S2Fq68\nMnfLVgRf7HwJDmxm27a9NDQkk71emZRt27ahqUwez1Uq+OlLDdReUDurijNTPB12UVn5BitXpj6X\n2touZPVqI83NI/Tt28em/AVx40wiDIYF7NlzKc3NwzzzzFVcfPEAzc2i6ioYlPL5Lg3gobm5mUcf\nFcMI770Xrr4a/nLyz2zyb+KmD91EVX8Vf/f03814jraNtlFprESZp2RiQswd0Kx4houKt9O8Lvlx\nO1V5qNV/ovnizJRxr8o7KTdokUiaufzyoxlX34IYHuzzXYNCcW/0M9zXex9Xbb+KJYUZyBynsHIl\nPPRQ/Nj71a9CzbU/oHFDI5uqNkWPX3gh/LZJyh13vMDixZmpI37Xd4xi53qam7NImJ5CQ8MYe/Zk\nT6iex/9f2Lx5M5s3b47+/xvf+Macn3POmQuCIISAvwdeBo4DfxAEIXN6PwEul4KQNPfMBavVizRg\niFYazoZIoFzb2FhWnqZE6JVaRp3JAVQ9jh42V22ma7yLrjNhKipEtUJ9/XRVWiZwBwIoZLIosQCR\nCqHcmHqpJLeuCEEQpYqxjpUf7/kxn1/3+VmJhZlgsXiR+CzxgY5TmQuCIGZjLFgQ/1lL9HomlaPY\nhjMPRPP78wiFZdx6a/zxfld2vcuXXioqFZ5/Xky7VijEurBY8q/KVJW1JzHRP7lkyRDt7fn4/fE8\n4IDLxRGbje5uI5WVjrgJos3jmTGgLBESiZi74ErRplemL6PPJRI3vqCPrvEuFhcs5sraK3mhffY8\nh1gMut1Y1Xr6+kSCqLvbmBREGUGN2Yw7EIirmayrG8PmDNB+rI5Nm7qorrbT1WWiSKvFF5pEQGBP\n7x40IxdHg78qDBX48voyCnS02aDTNkypKXNJZATFxW4GBpK9mlaNhhGfh7BqDEuCjNaoVOKYuk7l\nWkc55BmiSFeE3T6/mQsgkp9Hj8Yfk0gkLC4ooDWN5zgVXmpv55GDB/nIn/7E4PL7+VjDqqgqpMJg\nQFvSyYkTVtrb86muFkm0Ua8XCdmr8hoKGjg+fDyrxzj8DowqMazOaASvN/PricOhQqEIZU0sgPj9\n52ntWVVRDroHCYwVJ52rCtdC5EVt9Ln6Mg5Ky9drmZSkJ6YT8xYiEBsj0uc6HDtWSEAxnFU4cn5+\nvI1dK8++ijI2cwHg1mW30jbWFm0TyRVmlQrUdk6dyn1+0NY7TqEhfSDi8qLlfOONb7C1ZisVpQoi\ncTOxmQsg5i4cOgRf3vBlvnrxV/nyxfHN3w6HloIC8Zqq1wcoKXEl9d1LJRLKtGbM1S0Zh0GnqtpN\nhC/kxqLPPHNh2DsMQKe9M21zQH6+aAc5eRJSZRRq5HK8wSAVFY55C3UMhcOEgoqcAh31epC7FsYF\nbp5t9Pfro00RhwcHWT6L0quoyBPNB+ruNsbNq+TyMHkT4vgXDos2nOuug5IS8Tt4vu15rq4TraNL\nC5fSPtaOL5g6ANIdcLPoJ4v41pvfAqCvT3yew7ZDrCheMbcPPYVSvZ4BtyunxojDh4tpaoq3DLkm\nXBmHkkZQVib+RofFnzNOp2iVqCksjrbARLBsGfT0ZDe/aHf2Uyw9rz44j78tzEegI4IgvCgIQr0g\nCAsFQfjuXJ7L7VYQkkygzqQsOQWsVg9MGHFMpPaDJiJShXd8aIj6OZALBpUWuzt5MtTv6qfWXItO\noeNI+2jUU7pokVgxlSlGvN6kxUlkYZkLcq2i9PvFxahqaj7cMtzC7p7d3LbitpzeRwQWi4+wu3Ca\nXIgJdBwe1qLRBJPkmwqZDGVYz+nBzCf2L71Uh0QSZkxxiCt+ewXv9b4HiN9TiS7z8JsPfxgefhiu\nv37az33ppaI/MYJSfSk2t43JcOahdLETBQClMsTChaMcOzbtYxUEgSt/9zuWP/ww+1ulSdLNIY+H\nIl12oUTpQg/LDeX0OMS81uPDx1lkWYRCpuCKuit4teNVQuHMdwoG3W6Ov7eU8vJ/oqfHQGtrQcqe\nZhAXsevLytjT2xs9tmFDN6f7QR40UVc3RkmJG7tdjUlhwDMZxDnpotJYiWckP7rQLtYV45EOZhTo\n+MorsPSCEaza7MmF8nJnysmtVatlbMKNoLLHhTmCGOjonLpOzYVcKNQWznugI4ge0lShjtUmE2fG\nM29p2dXVxefXreOnV29n0lnEVzZO7+iV6vUo8ns5cqSIEyesNDWJM7Qxny8HagEarA20jszSE5sA\nx4QDo1Jc+JlM4PNlHg7W1xd/vmYDg1KJVOPIqory/RM2nnmsmPvvjz8eGFxIQN9G13gXlcbMdv3y\n9WpCEj/hNAmW6ciFVasG2Lu3LG2A3uFj+XhxYc0iKyOxBjTXtgjfpA91nngerS1bS/j+MNtqts3y\n6JlhVqsJyJy0tWV2goXCYT71l7/gCU+PV6d7x6koTK+EuaHhBnqdvexYtYPSUnEh5nSKLTexAswI\nuVCkK+I7W7+TlFEwPq7Fap3+PS5bZkvZGFGkKERXnvnuRqqq3URMCB4shgzbIrRWhj3iuT5TLaFE\nApWVsGePuIhLhCovj4nJScrKx+eNXJhLFaVOB9Jxsb3lg4LYsDNFLthsrJilQzmWKEo1h9QIJgTE\na39Bgfj7a2yE1pNhnm8Xs0EAlHlKqs3V0crXRLzfJ1oEXzr90tRrQUVliOPDx1lWtCznzxuLUr2e\nfldu5EJrawE1NfFZN84JZ5RozhQSiajwOz7Fae/fL56npYZkcmHJEujpyW6g7vCfplp5Xn1wHn9b\nmBdyYT7hdiuYlPhzVi4UFHgJe01ZKResVg/v9vZyQcwoHlpk4fdfy9xLZtRqGPemJhdK9aUUaYs4\n3mWjqko8XlEhJudmiiGPB2vCbvRcyAWZVCLu9P7jpTivvHL2B0whsSniu7u/y+fXfT7r+p5EWCxe\ngo5ChmPaIiJVlGfOGFmwIPVixiApoHMk8x2uR5/awN/d+BO++OIXMSgN3Pb0bYSFMO1j7dFwqUyw\ndKm4q/tQTKD7li3xygW5TE6htpBh/3DGz5uqPWHVqgEOHpyeMOzr78cdCPDpFSt4vPUwS5bE9+cN\nTSkX3vuHLTiuuiqj1zUYUtc1Vhgq6Hb0cvAgHBo8wtJC0fdZqi+lWFfMwcGDGX+2HruX7hOLuO22\ng/zsZ2s5ccJKY2P6v83FlZW83T2t/Fizph+VaZhbb+xFIgGpVBB//54ifnOJkoc+spiLKi6KW2gX\n64pxhgcyUi68+iosWjGSVZhTBCUlLsbG1EkKE6tGg33CxaQiWblgUCqj5ILF4o02JqTCgMvFi6ER\n/vv+z0SPhYUwI17x/Z4tciFRuQCi2qA7i27P9/r6WF9eztVVy1E9+1ushulre6lez6R6kKNHCzl0\nqJimJvG3POrzcfVX66Y9RhliccHirMiFyfAk/kl/1OudrXIhtm0oWxhVKlA6UioXAqtLeea+u5OO\nH2of5IKlRTzxRHxnuqNzIXbZSU4Mn6DB2pDR6xv0UqQhDUFSk5/pyIXKSgdqdTDlTr4gwLFOgQK1\nBpk0/fRi55evwrdhQ/T/xcUwEJNLnGtbhDfojeYPALPmpmQCk0qFN+zBblfjds9OPB0cHOR/Dh/m\n7z9hwHXZZZw6Bad6R1jdkP66sq5sHa6vurii7ooouXDypLgJEftnXLlSzDxKB4dDi9U6zaSmIxfM\nkmKURZlbCFJV7UYw2WDl8a/dRQA3RebslQtd411UGavS3reyEnbvjidZIpBKJCjz8igsHaWnZ/7I\nhVBQnpQDFMGD99+cNiFWp4PwyAerXOjoMFNbaycsCBwdGmLZLMqFSPOSz5eXcg5pUBpZf8vf8/rr\n4pwGRPvum+37MalMcfOkekt9tPI1Efv697Fj1Q6ODR1jMjxJTw8Ya9oo1hXPXx6FXs+A241OF8jo\n3IxFa2sBJStC/Oz+OwBx08Y54USvyP69LVkCx46J/37vPVi3Tpx7JJILNTUwPJz58w97PHjDHqoM\n89gzfR7n8QHgnCQXggRQz8EWEXRZonLj2TA8ouKwfy97envZHFn55wCzVovLn7zTEiUXdEW09edO\nLgx7vXE7QV6vHJdLidWa+e5OLERbRPbKhVhyocfRw3OnnuOedffk9B5iYbH4mLAXM+L14guKSoSI\nBeTMmWRLRAT58nx6nZntHI6Pq3jrrSqqm97lwMABfn/D71HIFGIw0dgpFllmbzOJxZIlYrhUBEuX\nwtAQDMaMJ5XGSgZ9g8kPToNE5QLAypWDHDgwrar4c0sLH21cwnX19exzHmTp0nhp35DHQ2EWu4Yg\nLqpS7e5XGCt4/KUeVq2CXz17LEouAGyr2carHa8mPygNWnvCFOt0fO1rb/LLX67mhRfqWLcufVbG\nhooKdsecJHJ5mMKqHj53x/SkuLTUheAqZGzCT4u7NSW54Ahlplw4cAAs5bmRCzKZQHm5k+7u+F0P\nq0aDc9JFQDae2haRoXLh/tdf52N/fQJneHrBZffZ0Sv0KGSKD5RcqDQasyIX2sbGaCgoSLlYLdXr\nGZkYp65ujEcfXcGmTWcAUbmgIfvu8mpTNUOeoYwl9ZHJZGQRKioXMn9d8dqUG7lgUCpB6WJ8PHMy\no8c+yPXbxMVDbP1Z37FqbBOdhIQQ+erMfgg6HUgndQSyJBcANm48w5tvJkt1+/oMyM19lBuzU06V\nlMRfN9V5aiYmJzJWRqWyRcwXzCoVdp+Pmhp7ksUgFXZ3d7OyuJh23zA/+1kBGzdC/cpR6kpnXiBE\nCK6FC+HUKTEoeHFChltNjWhLHBtL/RwiuTA9fixdOpSSXNAGyyA/88rEoiKxajedWkUQBIISD0Xm\nzDYZinXFDHmGCIVDMyoXQGwQef755L9FBBq5HGvpyPzZIgSB0GRezsqF4ODZIxdStbu1t+dTVzdG\nh91OvlqNOUWLRSwkEigs9NDaWkBeXhiDIV7lW25WMeRRsHMnbN0qHquuhreH/8L19fHB3/WWek6O\npCYXuh3dNBU2UaovpX2sne5uoOw91pauTXn/XFCq19PndKLVBvB4sicXFi2a3tzwTfpQyBTIZdmv\nPWLJhXffFbNRinXFDHri537V1TA0lPnv9P2+PqyTizGbZg9dPY/zOJdwTpILgfDEnJQL/nFLxsqF\ngZqH+f7Bv/Cz7dsxqTKf5CXCYtDinkie0Pa5+qLKha6RoThyIUbxPSuGE5QLPT0GysudSKW5VYmK\nj5sbufDXk39l+6LtmFTZ13slIj/fh3ekhBGvl1GfD4tGE53w9/frKStLvTosVBkZcGewcgSefXYR\nmzZ10i8/w0UVFyGXybln7T3813v/xaHBQ3EL51wgk4mVWW+9NX0sllx47bVqNm26jfffT19JmZpc\nGODgwWly4Xd7u/n3237A7779RYYVx7jgknhZos3tnjdbRIm2nANtvbzyCuztOkGdcToJfFvNNl7p\nfCXj1+gY9lNflkdtrZ3t208xMqLhoovSM2zryso4bLNFySYQF535MZOn4mI3cmctXZ5x9o4f4NLq\nSxkdjScXRidmJxcCAXGnUG4awapJ7yefCQsWODhzJoFc0GpxhR34pY4kW4RWocAbDBIKh2clF97u\n6aHGaKZ1cjqhP2KJAM4KuVBfL1Zq+RIstZVGIz0Jf9BgKMSbZ84kPUcgFGLE66VEr0+5WC2ZkrV+\n+9uv8Y//+A4NDeJkb9TrRSPJnlyQSWXU5del3U1LRGzeAkSUC9mQC8a0xOdsMCqVTOY5M7ZFCAK4\n6eeCxjLWrRNT3EH0+w72Kfjqhq/xb5f+W8avr9UCAR0TpLaVORzKlFV8AJdc0s1bbyWTC8eOFVLW\n0EpJFnkLIIbjDg2JPm8QFQdquRrfZGo/dyJS2SLmC0aVCncgQFX1CF1ds491bWNj3NTYSF/AwX//\nysT+/VBSmzlpaTaLY+zjj8PahHWYVAqbN8NTT6V+bGzmAojKhaNHk8kFhaeSoDbzPCC1ehKVajIt\nERZkEomQh8WcmZ1VmaekQFNAv6ufjvEOqs3pQ1vXrhXba5alUdJr5HIsRWPzaosIBRU5kQt6Pfh6\nRVvEXGveE9HjcGD87nf5rz3TzVF2u4pAQIbV6uHQ4OCslogIqqrGefnlWmpqkoOiGyol2NwK3noL\ntk05impq4KTkaa5bfF3cfesL0isX+lx9lOnLaLI2cXzoOD09MG54J+N62UxQpNUy5PHkpFw4fdpM\ndfW0LcI54UyyGWWK1atF644giCqbDRtSKxeKi0Xbndeb2Xvd2dGB1XVhWpL3PM7jXMU5Ry64XEom\nwoGcMxcsFi9+R0FGmQs+Xx6Ti//Ar66/lluWzm1haTVq8Eymt0UUagsZcNqimQvl5cnKBe0bb7D5\nBy+nfP5E5UJPT+6WCJi2RWSLWHJh15ldXFZzWVaPV+zdyzX//mzScYvFi8NWhDsQYNDtjtvlHRzU\npa2aLDPoGQmkblJIxFtvVbJly2mGhLFooNCty27l+bbnsagtlOgzz1xIh40b4Y03pv9faayk6rnX\nWP7g29x993aWLh3i5ptvJBhMfeqlIhdqGro52qonFJJwrN9B/7ifV39znHxdHiWyKrpD8TLwoSwD\nHUFcVKXajLZ3VSAv6GHrVpAWnWDsZGP0tk0LNrGndw/+yemBz/Dii1zwo9dTvsaQx82SKvFz/+pX\nTzMw8EMUivQ7k1qFgiarlX1T6WaBUAj/5GTULgOiHcE1XEyV1kSJqpgKQyVjY+IEHaZ2yLyDhMPi\nIiwdTpwQJ1DjgeGMFwGJ52tV1XjS4sOq0eDBgQ9nknJBKpGgUyhwBwIzkguT4TBto6N8aulyukPT\nk5WzTS4oFOIu6okTcOc3f4mkV1y0VKRQLjy0bx+bfv1r3k24qPU6nZTodORJpWmVC/0uF9u3t/HD\nH74cDZgb9flyIhcgO2uEc8IZzVsA8dr2vffvQvVuZrIyMWg2d+XCpMyDw6FKuyMci5EREPS9LC4t\nZ/Vq0dsLYnhYRQV8Z9u3+OIFX8z49XU6IKDle9/8M3iTCYaZlAuXXtrJzp01hMPxtoPDh4uw1pym\nJEtyU6EQCc7RGAt0NqGO6WwREWz+wcNoXu/K6j1FIJVIKNBoKKzpoLNzdnKhc3ycJYWFKMMayhs7\nKSsjal/KFGvWiLv1l1ySfNvnPgc//KHYkJGIn5y8jcb+/dH/19aOYbNpk/zo0vFaXIrswoYLCz0M\nDaUeVwJCEGlQF2eZnA0LjAvoGu+iZbiFhoL0Vp7rrhMr/CK76AA3fOfnyI+Iij2NXI7ROkZPT3Ze\n+XSYDIcJBXILdFQoQPBakEgkjHgzD72dCSse/AX5f2nlfw4f5oLycr791lv4J0W10enTompBIsks\nzDGChoYRnniiMWpDi0VTNUgNA2zfPj2OKgq78EmHWFe2Lu6+iyyL0mYu9Dp7KTOUsaRwCceGjtHV\nBb2SmcmFukf+m7LfpQj6SQOTSoU3GESl8+DxZL4hGQ5LGBzUUVo6TcQlEs3ZYM0a6OoSbbF6vTi/\nL9GV0OuM30GUSuEZ6bVM/tmW8nliEQqH+evJkxiGNmM0nicXzuNvC+ccueB2K/CHgjkrF/T6AAFH\nPmO+2cmFXpscwXKK9eXpd5IzRaFZiz8FuTDgHqBEV4JFbWHEMxYlF8rKRI9pqglCKgwnLBjnkrcA\n82OLODF8Ys67/RFYLD7sY1ry1WpOjY7G7fLORC5U5+sYD2c2iO/bV8rq1X04BA8VBrEqUSPXcOSu\nIzx3y3Nz/xCIlVlvvjn9/0pjJc6gE6dTj0wm8OCDz7NggYPHH0/dBT4wME0uCILAV155hcW//Hf8\n91Rww693csuj71A1fh2Xbunm4Yef5ZMbTUk7xkNeb9bkQjrlQm9LOVJTD84JJ4JqlLefrYreZlQZ\nabI2sad3T/IDU8Ap2FlcIdbdSaVCRjtDGyoqeGdqwWr3+TCrVHE+6uJiMZzqp+uu4vuLv4XbLU7w\nIiIki9rCqG80re0jgpMnoaEh+0VALBYsGOfMmQRyQavFL7XjEZxJygWYzl2wWHyMjqYmF0a9Xsxq\nNWuKS+kNTU9KEsmFyERwPpHKGlFpNHJmPP6P+XpXFzVmMy+dPh13vNvhoNIoTthSLVb1CgUhQcAT\niJd95mqLALExomU4s8Iiu98ep7wyGiEUznxY7Ow0U12dY+aCUok35EUqFZKyOlLh5Gk/KJ1YtdY4\ncqG9XSSBsoVOB+EJXdpxYCZyoa5uDLPZz7598RH+hw8Xoy7qoMKQ/Q5gcXG8NSKb3IVYW8R8KxdA\nJNT05aczUi502u1Um0xo/OVULBdT3ka9o1jUmfumv/IVsbJ6zZrk27ZtE8fgP/wh+bbQpAy9flrt\nIZMJNDUNxwUCA4QGmxhnEFeGwdcgkgvDw6nHlQkhAEFtVtegKlMVrSOtDLgHZlQuFBXBo4+K328q\naORyZEo3gkDWoX6pMBflgkQCep2EasP8WyMODA5yx6pVLCks5KUpT1TEEgFi1kem5EJT0xD79pWx\ncmWyZbNQq6Fm6S4ee2z62IngC9B2FZKEJcNMjVh9TrG5ZnnRcg7bDnOic5zhYCfLi5Zn9B4zgUQi\nwarVIjfaslIujI6q0esDcdWVc1Eu5OXBZZeJQd833CAeqy+op32snUAoIYhcMcn4+Ozk61OtrRTp\ndAgDq84rF87jbw7nFLkQCkmYmJDhmwzmnLkglQpoZBpG3bN7lA53u1F6K8ibIXgqU5h1GgS5F29M\nBEIkcM2qtaKXm/GE7dE6JaVSXAzYZicwgWTlwpzJhRzbIiLkwmR4kg57R9Y5BemQn+9jdFRDgUZD\n68hIxsqFplIjLkWyHDsRfn8eLS1Wli8fwCl44uramgqbWGjJYXaeAitXigx2xBNbaaxkPDDO2JiJ\nK69sRyKBu+7ax6OPpq5iEpOfxc/6myNHeL6tja4vfIG/F37L0KkldJ6s4Kc3Tw/OGxcs4M3u+ME9\nF+VCukDH9v3lTMhGeK/3PeotDTz/nJTJGIv2iuIVHBs6NuvzC4LARN4oS6uzC1hbXlzM0SFxd8Xu\n98dZImC6AlKbp0AtUyft4JtUJtFXbwzNSC709oq7vyPeESya3MKTqqrGk3Y2C7VaJvLsjAYcKXdz\nDVO5CzMpF4Y8HqwaDcusRQyEhgmGglPHRXIhHBbPyw+KXBjsLMfplvGLR6eDvY7abHx6xQoOxKby\nAWfGx1kwxUamWqxKJBKxrtMbnx0zF+VCg7WBlpHMyIVR72jc920yQTiU2XgQDktoaSmYMZR0Juin\niCWj0Z9RHeXB9n7UoRKkEimrV4sZIaGQmFKezo8+EzQaCPvST6ZnIhcArruulb/+tT7u2OHDRQR0\nXdTmIKMpKRGDDKPvL4vGCJ9PJBR9k/OfuQAioaYo6KSzc+aTTBAEusbHqTKZyHPUoCgVd3WzJS3X\nr4cf/5iUVZESCXzrW/CNbyRvTkyGpBgM8VaSpUttHD0aTy6MDpmo0VRGVWGZYCblwoQQIDyhw5jF\nxm+1qZpnTj1DXX4dedLclKogkgu+yWDaxp5sMRkOMxlUpA10nA1GI1Ro5r8xosNup8Zs5qaGBv50\n4gQwTS6EwmF29/SwoTKzppgbbmihvn6EG25Ivk4WajV4JRrSyZcAACAASURBVP64396r3c+h6r06\nWrcYQbGuGLvfHqdeBAiGgox4RyjWFbOieAUHBw4xKNvD6tLVOWUazASrRoNEZ8sqcyGVQnQu5AKI\n5+TWrfClL4n/18g1LDAuSMqkyJOHcDhmvkYJgsD3du/mKxs24BhXnycXzuNvDucUueDxKNDo/ARD\nIZQyWc7Po1doGPPMTi4cG3CgC6a+GMtOjXLLt3+R8WvqFFrkGk9cV/eYbywauIbfjNpsJ9btkRhi\nNRMS2yLmSi5EbBEX/Oh1DC+8kPHjIuRCt6ObQm1hSglqLjAa/Xi9ciwqDS0jIxRkqFxYV61nQt8+\nq7/x9GkzFRUO1EEP73+nO+Mu+Gwhl4thPpHchWpTNY7AOGOjJrZtEwO0rrnmFO+/X8bISPwAc2xo\niL5+nRhSKAj821tv8ZOrr8ai0fAPOzo4+F8/YZvjW1yxafpHtqGigvf7+gjEzDJtbjeFWi3rf/Q6\nxgy/23Q7+wf2yVlkbuKhfQ+xqeZCysrEwKIIug808OPfteBO/fVEYff7IahhYXV2AaQNBQW0TJ1U\niXkLACUlonKh6PHjND70CKOjENsoK5PKMCgN6CyOGRsjentFKeOgezCrStJY1NWN0dYWT0xYNRom\nFaMM+cYpS7Gba5xaYM5ELgxPKVH0gz5O/ygcJXP6Xf1iG4ZTXCjmyMfOiFTkwp/+tAS5t5zfPiOS\nBp5AgH6Xi+vq62kdiVcRdTscVE597nSL1QKNJtoSE8GYz8f3v/2qaMTPEtnYIka8IxSopxd9BgNJ\nUv906O42YjRO5DzxMyiVuCYmMBonknIXFPv7af7OQ3HHjvX0YpKK162CAnFH9/hxsT1g5crsX18q\nBVnAnJZjno1cuPbakzz11OKopcPny6Ojw8xYeICaWZiuy773Aurdu+OO1dRAR0zGYC62CF/QN29j\nUiwqDAbC+t5ZlQs2jweNXI5eqeQXT59i/ZmdTExO4Jv0zWnhkohLLxW/v9iq2IkJEMIS1Or4uc/y\n5ba4zB4Am03HxtJ6/hjpz8sA6ciFvJZhPvudPyL4tWQTtbGubB3PnHqGC8svzPxBKaCRy/EGRXJh\nro0RgiBMKRfSBzp+7puPwUh6tWRhIRRIReVCKAR33w1PPjmntwVMkws3NjbyXFsbnkAgSi7s6e2l\nTK+nOEM7UkWFk9bWn6RsuilUqmn/xvTE1Bf08eaZN6kRLicxVkcqkVKmL0uS/w+6BynQFJAnzaMu\nvw6bewjNmie4bI61sKlQqNUiaIazskVEyAXJkIfPfvMRYO7kwuLF8Mc/igqsCFYUr+DAwIG4+ynk\nIZzOmcmF3T09OCcmaK6vn/U6fB7ncS7inCIX3G4FOtM4arl8ThVSRqWScf/scr/To07MZBaAMxu0\nCi15ak8cszvkGaJIJ8rUgk4zCmN8NkBR0dyUCxUVc1EuCCDJXbkw6B6kVF86+wMyhEQCZrMPg9zA\ngYGBqJQaZiYXaktkEJLTbZ85+CtS1wTiBOJskQsQb42oMlUxHhzH6dJxySXiyKzRBNmwoZtdu6qi\nj3m9s5OlDz2Et+ppzGYfu3t6kEokXDK1E1FVNc7o6Pd44onH43YUjCoVC/Pz2T+1AyUIAn0uF+VZ\nypJT2SLcbnFtt7FmPU+1PsWW6i1cdx08/bR4+5tvwr4XGnDIW/jmN2d+/g7bBLiLsFiyJBesVk6O\njBAWBIY8njjSCaZtEREkkgsA+ep81PljsyoXysqmA1hzQUPDCK2tBXH+eatWS1jfg28ymJS5ANO2\nCKPRj8ejSJnFERvmKpPI2Nu/F4AeZw+VxsqzkrcQwbJl8QsYgFdfrWFRkYbDZwIIApwYHqa+oIC6\n/HzOOByEwtOT8tlsESD+jZKUC14vkNsYsMiyiNP200yGU7cgxL2OL165oNNBOENbxJEjRSk9y5lC\nr1DgDAQyVi6023op1kxftzZsEMPDDhzIjVwAUITMafVrs01q16/vw+uVRxeue/aUs3y5jY7xMWpz\nkNHU1cU3YGRri1CoJgkJIeTS+WfZKgwGfPLBWTMXemJ+7yGfEZ/MFs1dmo9azAgkEjGP4e23p48N\nD4MsL5ykdlizpj/JvjI0pOXOVWt4vq2NCx55hL4M6nSsVm9a5UJYgLywjmxEoJurNlOiK+HWZbdm\n/qAUiJALFRVzVy6EBQGpRJJzWwSIi0vDpEguPPEEPPcc3HWXGBqcK3xTajWzSkWxTscF5eX8pbWV\n9vZ8yqoH+PZbb3HbitRqyGyRqHp848wbrCheQW2pOYlcAFGdmWiN6HP1RedYMqmMhaqLcNT+X66t\nv3Ze3mPi+w2rR7KyRZwN5UIqbK7anBR6Lc9AufDLAwf47Jo1SCWS8+TCefxN4pwiF1wuBRqjI+e8\nhQjy1SocgdlTpgddXvLn6WKikWuQKr1x5ILNbYt6on1j+ci08f1RxcVZkAsp2iLmplyYW+bCoHuQ\nYt38EDMRWCw+tBjosNtZEJmghSQMD2soLEw9yZRIQO5YxLunxb/FV195hW/s2pV0v9On86mtHYsG\nIVm1uTUCZIKNG6fJBb1Sj0yQo9aPo9dPzy62bOmKIxeePXWKWkMR8jW/RiKBx44e5RPLlsVNSLXa\nYMqQqY0LFvDG1Khv9/uRSSRizV0WSGWL6OgQdxP/6aJ/5HPrPsc1i66JkguCIMr/vvaZBqSFrTzy\niPjbSIdjXQKqUH5Kme+M70upxKRS0e1wMOh2J1kLRFvE9HbZ2FhqckFhHJtVuZBf7CIshHOeYOTn\n+1Crg/T3T78ftUQDsiDFOm3KxUWEXIiQa3Z7MgERsUUA5CFlb59ILnQ7us86uVBeLk6Kw4I4VASD\nUvbvL2HtIhkhbS82m46jQ0MsKSxELZdToNHQ55qetJ1xOOJsEWZz8nW5IMEWIQgCdr8fSY7kgkau\noVhXTKe9c9b7JnrhdToIC5m97htvLOCSS7ILxYvFTMqFVOh19rLAPE0ubNwIP/+5eN42Ns7wwBmg\nFNKTAA6HasYgMalU4FOfOsyvfy0uat54o4p1mw4zGQ4nkYCZoK4OYiM7srFF+P0gU4p5C/O5iI+g\n0mhk0D9KOCzB5Uq/iOlzuSgzGAgEZIR8RsZDNnqcPdGMn/nEmjVw6ND0/4eHIU+WHOK0cuUAJ05Y\no7keoZCEoSEty2qkdHzhC6wvK+M7sRVHaSBmLqT+XsMCyMkyRFhlpP+f+tm4YGNWj0tErHIhHbnw\n61+vYPnyu2Z9rslwmDyplMlJWU6BjiBuGindoi3iuefgvvtg0SJ4NfPW5iTYA35qzObob/vOVav4\n3u7dHFH/kdv2fRmLWs3n16/P/QViEMkGipCzz516jqsXXk1VFWnJhR5HfABun7OPMsN0ltkG33fZ\nGvgxy4vnL28hAqtGQ1AxMmdbhGPCERfuOx+4ovYKXj79MmFhmqiSyydnVC6EBYEX29u5bvHi6PUm\nsS70PM7jXMc5RS643QrUBlfOTRERWHR5uIOzkwujPg+F2vnxZ2rlWlB4iLUcxwauuYbMhJXJyoVY\nW4Rn0yZ2fenylM8fq1wQhIhyIbMKxlQQB6k5kgva7MmFwNq1PPvVa1LeZrF4KckTd+obreLif2RE\ng9nsRy5Pv4tgdK5i1+leehwOvrt7N//6xhsEE8yoEeXCgNuNBFHOd7awbh20tEwrAZ5YWscDl8W3\nalx8cTfvvju9UDgxMsIt5dcSKH6HUa+Xp1pbubEhfYJ2LLZUVfFap7iQit0pzgapbBHt7VBbCzXm\nGh646gEUMgUrV4o+3x07IBiEz36iDM+kkyuudfLgg+C88kr2/MOWpOc/2RdCL82tsrTRauXE8DAD\nLleS7LOgwIvTqSQUEm1UsTWUEWRCLvT1gcyc3Q5jqvN18eIRWlqmiSuPR1w0pltsRcgFIK01Yjgm\noFPGB6tckEhgxQr40kd/gFBuoKXFSmWlg7oCPYaKU3R0mDk2NMTSQvE6V2M2c3psmkTNSLmg0TDs\nmSYPnRMTcx4DGgoyy10Y9Y3GeeF1OrhCvhP/hbMvBnfurI1anXJBJHPBZPKnrfiLxZC/l0XF09eM\nm24Sg0jvuIOsdoxjocbMBf+4HjTJhH4mO2af+tQhHntsCU6nkiefbKDigtdYVVKS0wK/tjZBuZCl\nLUKqTJ+3sOtLd+HdUpX1e4qg2mymc3yckpJ4MjMRfU4n5Xo9NpuWPEHB2ISdTnvnWVHKNTSI40wE\nw8Pwmdrf4NsQb/VUqyeprx/h8GFRRTk4qMNi8aJQhMiTSvns2rU8c+rUrNbCmTIXQgIoJdk1hMwF\nT973GYLLxM+jzsuLsUWkHvuefLKBI0eK04bmRhAhFyQSIeea7+JikIyJyoXXdwls2QKXXw6vpy5R\nmhWHPreDtzZZ4qxGH1q8mK2V9Xit7/Dsxz/Gb2+4AcUcrMSxiGSQddg7EASB59uf5+qFV7NggZgn\nlYhUyoVeZy9l+mlywXVqFR+v+8Ksr91+x9/R9/E0naNpUKjVEpSPnZPKhWpzNfnqfPbHNLj86dZ7\n+askvYLj8OAgJpWKKpMJl0uRdlPpPM7jXMa5Ry7onXNWLlgNefjDE3Hy3FSwB1wU6+fHn6lVaBHk\nnrh6SZvHRpFWHADH+s0E83KzRXiDQULhMLqpCr6REQ0aTRCdLned3bmoXMjP97FcfjGfXbOGZUXT\nE6F0logISgOr2T3Qzs/27uVz69bRZLVGQwAjOH3aTE2NnX63M3VK1jxCqRR3ld55R/x/eKwac82h\nuPssXWqjtbWAyUnxFDw9NobJ10Cx90Luef55LBoN9QWZBYBtqqri3d5e/JOTOZMLqZQLp0+LE/5Y\nSCTw8MNiPeH//b+QJ5Oy0LKQm+46yQMPgMOReoLTORTAkuPAvaSwkGNDQwy43ZQkmHqlUoHCQg8e\nj7g4S6dcyNPZ0yorQiGR5Atp+uMmRLmgoWGElpbp783hUFL46m/5+TWpCTWjUonDLy7gLJY05EKM\nckEmkXFq9BTj/nH6Xf1UGCpSEirziVWroK9P/LscOFDCypWDYsCdtYuODnNUuQAiudA59YcWBCEj\nciFRuTCaIlsjW2TaGJEY4KnVgt8vn7UacnBQR0+PgTVrMg/ES4RBqcSVoS0iHAan0MfSBdOLVL0e\nPB749rdzfgtopGZ8QupxJBNyobp6nO3b29i69ZMEAjL8+QdZW5qbrai2VlRLRQJjs7VFIE9dQzkf\nqDGb6bDbKS5xMjCQfhEdUS4MDupQ5IUxKoy83vU6C4wL5v09NTaK1+HIb3V4mLimiFisXdvP3r3i\nOdzTE78xschiIRAK0TOLNWImckEQBFTS7JQL84VpW4QjrXLh4MFiiorcnDgxs2IxQi7kGuYI4rzO\nYTMjl6gIKAZZtAg2b46vqE6HX/wCbrst+Xifx0lNTM+nRCLhU2W30HjsYVaXzr1COxWO2I5wavQU\ngVCApYVLWbAgtXKhwlAxoy0CRBK0vj7xkfODQq0Wn3Qsp8yFWJwNcgFg+8LtPNc23UZmMnkZHk4/\nR3vzzBm2VFUBmV2Dz+M8zkWcc+SCUufKuSkignxzACUqXLOY3FwhJ2XmuVcXgSjhDEnjyYVY5cJw\njxk/9rjdgcTqrXSI1FBGdoPmqloAkVyYi3LB5radFVuE4Czjp9u3I5tizzMhF+ryltPjsfHDd9/l\nc+vWsaSwMClYTlQujNHvdOUots4OEWvE5CQ4u+tQFccnBmu14k7LyZMWJsNhzjgcBIfrWC+5jj8e\nP85XNmzI+LVMKhVNVivv9vTQOjJCXQ4rzVTKhdOnRalyIi6/XPR6R3zeiwsW49Oc5FOfgn/6pwoC\ngeRd5167n2J9biqhZUVFHLbZ6He5UjYulJa68HjERUWqzAWzyoxUm165YLOJi/MhXx8l+rlN1Boa\nhuOUC2Njaso9W1idZsGVqFxItbM27PVGLVESxJCoX+7/JTXmGpR5SoaGxAnt2cLKldPkwsGDxaxa\nJWaihPU9nD4dr1yoNpnotIsk6ojXi1ouj5KiMyoXYsiFMZ8vZW1nNlhcsJjW0dlDHRNT/PPyQCYL\nMzEx8xj06qvVbNnSlbMvG6YyFzK0RQwMgNTcS601fgdcKp0bV6rLM+EjteQ204ntAw+8wPbtbfz5\nz39k30A/a8tyI+i0WigtnbZGaPKya4uQyM9ODSWIXneAgvL+GZULvU4nZXo9AwN65PIghWorjx17\njCWFS+b9PRUUiCGuEbXkyAjo9an/XuvW9fH+++L30ttroLx8+mIvkUhYVlTEsVnCU63W9ORCWAB1\n3v8uuZDOFhEMShkc1LFx4xm6u2cm3ifDYfIk0jmd12Vl0NMD+cJClm1ui6q/jh0jrmkpFf7zP8Xa\nzcRNpz6vi+qEHJP2dtHqebZwaPAQT598mu0LtyORSNLaIsoN5fS64gMdY5ULgnB2yQWrVotXMv6/\n3haRDonkgtnsYXjYkJbA3jcwwLqpa+j4+MzWtPM4j3MV5xy5oNC65qxcMJn8KAQ94/6ZT0qvZJwq\na+pJXWiRhd9/bUfGr6mVawnijVcuuKeVC/3dSvKk8ridmEyVC7GLC5h7UwSAVCIqF/b8wxacV12V\n8eMi5MKIL/fKvnRIJQvPhFwoLghyh/brPPnRj7LQYolb4ICY/t7VZaK6epwuwc/V/5Kd7C4XbNoE\nu3aJzQomoQJnXvLEbcWKQQ4dKmbA5cKiVjM8YGF90ULcX/0qH1+W3XvcWl3Nq52dHB0aiqo+3vuH\nLTgy/G5TBTpGbBGzod5Sz8mRk3zve2A2T/Kf/3l30sBp87ipyJ9d+p0Ky4uKODw4SNvYGAsTmQOg\npMTFm8uv5MTdd6S1RQjqsbTKhUhTRIe9gxpTTU7vMYLGxmGOH48nF/Lz01u0ksmF5EV1pFpUqDTy\n3/d/hhsabuDeV+5lXdk68fYhMaH8bCGWXDhwoCRKLnjlg7T3h/EFg9EA0RqzmY6pP/QZhyOanQJg\nt6eu1EpSLni95KvV/OzrN+f8wRqsmSkXImF7sVCpArNOVF97rZpLL50902EmRDIXLBZv0vceWF3K\nM/fdHf1/VxdIjL1zVtYkvQe5Gb8k+Tvx+/MQBFCpZg/FNBgm+Nd/3UVT0zD7+vszUi7s/PJV+FIQ\nqEuWiIswmFIuZGGLQH52aihBXIDXmM2oS07Nqlwon1Iu/NvqrxO68joCoQAXVVx0Vt7X4sXiwg1m\nUy70sXev+L309BiSwqCbpqxnqdBhtzPm801lLiQTCJMNVm665Wp0iiyqIuYRs7VF2Gw6rFYv5eXO\nGYkhEMkFmXRmcuHB+28WmZ00aGwU7Srh4YWULhXrKA0GkThrm6Gd0u8XF+8bNsRnaQD0eZ1JDSyR\npoh5h0zKHV+/kmdPPcsfjv2BGxtuBEivXDBWJGcuxCgXbDaRBEsxdM8LCrVa3MJ4TrYIoVDLz+6/\nAzh75MLFlRfTNtrGkEecA6pUk+TlhdKq1fb197O6RNzkEHOKzpML5/G3h3OOXJBrPHP225pMfvJC\ns5MLEzI7NUXz41NTyBQIhDnTE4wes3mmAx27u8UdVLtvetGbaaDjoNtNUVyY49zJBdGel71ywW4H\nsxncATf6eZ5MiJPs7MkFq9WLxr6KaxYtAqYlrBH09+sxm/1oNEH6XE6MH4A3dMMG8Tu/+264ZHEZ\n3T570n2WLbNx5EhR1FPf1ycOeFpF5oNkBFcvXMifTpzgzTNnWJ/DzqHJJFoKYpHKFpEK9ZZ6To6e\nRCaD73ynl+HhAnbujH+gPeCktig30rDRauX48DCnRkdTptCXlroYGRElo+lsESHF7ORC21gbCy0L\nc3qPESxfbuPw4eIouZINuWC1pg5MS2yK+fSKT3N57eXcs/Ye4OyTC/X14HLpsdl0HDokKhfKDAYc\n4TFOujpZXlwcVVXFEnuJFp2REQ0FBck7q1atNk65MOrzpWzWyAaLCxbTMtIyo488FA6lbL1RKoN4\nvTMrCXbtqmLLlrmRC5HMhaIiDzbbzLu+bR1BQsrheVeLGRRmAinIBXHHbCIrVUS/y8XE5CRVptyy\nVUAkFyLtiFp5drYIIe/s1FBGUG0yIbWcnjVzocxgYGBAh9Ho4KO1H2XnJ3ZSm5/BhTQH1Ncnkgup\nlQtNTcP09BhxOJScPp1PdXX8xbDBaqUlBbkwGQ5T+8ADfPSJJ7BYfNjtKkKh5B+FLxxEp/jfVS6Y\nTH5CISlOZ/y5OzCgo6TERUmJa0ZiCCLKhdzDHEEcM3t6oO/IIlSlp6LHV6wQa2PToaVFfOyaNdME\nWwS9HtcHRy4AlRQSCInK3601WwFx3hcKJQc3lxvKk6ooYwMdz6ZqAURywRlyZmyLEEPCtRQVxc8r\nz0agI4BcJmdt2dpoEDOA1ZraXuWcmKDb4Yhmjp23RZzH3yrOKXLB41GQp3bPWblgNvuQBQxRL3Mq\nTIbDhPM8VM+TXU0ikaCRa+mxuaMLi15nLxXGCsbHxQ5qi9aM3T+9yEwMdEyHfpeL0hiv+VxrKGFK\nuSDJTvonCOLAYjSK5IJOMb+L9FSe88FBXdIgkIiCAi8jI9OLrwUmE2diNPAdHWLeAog7SwbJ2Z8E\nqVTwm9/Ali1w+zWFnPHbCScsdJYuHeLo0SJGvF4KNBr6+/WUleVmd7moogKjUolOoYgOTNkgP19U\nLkRyMAMBUW67IAOrcH2BSC4ABPAQunk7X3rptbj7uIVxFlfkRuQp8/JYX1bG4oIClCmIx5ISNyMj\n4qQglXLBrDIzmZc+cyFKLoy2UZefwgeSBQoLPWi1Ac6ciZAds5MLjii54E25M5jYFGPRWHjp1pdY\nU7oGOPvkgkwGtbXt/Nu/Xc7ixSOiMkwmo0Rj5rRqJ8tjPBnVMZkLZ8bH45QL6ciFROXC2DxkLhRo\nClDKlAy4B9LeZ8gzhFltRiGLJ/NUqmA0iDMV+vr0OJ1KGhtT7/RmCq1czkQohLXIEVenmgrHOgfR\nYEUum9+aRbPKzIQs+ffpcCizntTu7etjbVnZnNoaYpUL2bRF+HwQlnnPmi0CRNJ6Un8m7QJVEIQ4\nW4TZ7ECVp2Jbzbaz9p5iyQWbDYzG1H+vvLwwy5cPsn9/KS0tBTQ0xP92q00mulL4xrrGx8lXq3mn\np4ewRFzAp1JX+cNBDKoPLtAxFhFyQSKB8nInfX3x5M/AgJ6SEjclJe5Zz7PJcBjZHG0ReXniuG+V\nLWQ4PC1VWLJEzMhIh64ukVyoqxOzRyIICWGG/J64aymcXXJBipRDdx3i/Tvfj4ZfSySp1QtmlZlg\nOIhrQrQZiHXYfVGV1cmTosLmbMGq0TAedKZVLvQ4HNjc03PIoSEt+fm+pJDws6VcAFhTsob9A9Oh\njiK5kExSHhwYYFlREfKpcM7z5MJ5/K3iHCMX5MhUnjlnLphMfiQTphmVC07/BEzoKSiYvVUiU+Sr\nzeTp7USsi5GquPZ2ccBIVC5YLOKCLhINoX3jDTb/4OWk5x1I8JoPDOiS/GLZIpd0cZ9PXGioVLmT\nC4q9e7nm359NeVsqWbjNpqOoaObdq8Qd3xKdjsGYwaSz00R1dYRccGLMsjIrV2zZAg8+CI2vvcoj\nTxOnpgBRuXD0aGF08djXZ6CsLLfvVSKR8M7tt3Ngx46cJvcymaheGB0V/9/VJXpHMzkVF1kW0Tba\nRlgI0/I//8ojz5/mmPxZ2kfFiU84LGFCPsqSqtwXHS/eeit7br895W0lJS5GR8WJ1+CgqAiKhUll\nIiAdn5FcKC0L0TLSQkNBZg0dkP58jdhdQCQXZpI1GlWqqHIhVdXbZDjMuN8/407+2c5cAHizaxOv\n/U8JN988vaW2rrSCsQWPc2H5dA5AqV6P3efDGwzG1VD6/XkEg9KUIbSJbRGjXu+clQswuzWix9mT\nMsX/idFr0byXvmLy6NEiVqwYnHMurEQiQadQoLeMzrroae3vpUAx/40D+Rozo98fBW8w7nguk9pD\ng4OsSjz5skRTU+62iLAsvXJh8w8eRrOra07vrdpkwq3oTatciJzHBqWSwUEdJtPcNgAyQX09tE5F\ni/T1wRee/RfUu1P/dtetE60Rx48X0tAQn0m0wGTiTIoL5OmxMVYWF1NjNnPUZksb6hgQgpg0Hxy5\ncMN3fo78iCj71MjleKfCDFI1RkSUC+naeGIRsUXMJdAR4C9/gSd/KTZGRLBw4cy2iMjYVVkpqh4j\naPqvB/nsYVkSsX42yQUQ1bh50vjXTJW7IJFI4tQLY74xlDIl2iklS2tr5sqFukf+m7LfHcnqfeoU\nCgQEXP5gytvXP/II1zz2WPT/qfIW4CyTC6Vr2Ne/D4BLfvgwzeG/piQp9/X3s6ZkesfzPLlwHn+r\nOMfIBQUypWdeMhfCPmN0RzAV+scEJAEDavXsntJMYdFYqGka49gx8AQ8eIIerBorbW3iwJKvzmfM\nNz0YSKVgtcIsOUpJyoUIEz8X5BLoGMlbAHBNuM6CcsGbNPgPDSXL1xKRuONbotczEEMudHSYozLQ\nPpfrA7FFJEInU3I4QaayYME4DoeKMyMBCjSaqC0iV+RJpSl39jOF1SpKayFzSwSATqEjX51P+1g7\nu227qdaYUHRcy6PvdwEwOKgBrY2K/NzDU00qFUZVao9iaamL4WETgiCqLUoS1EhmtRimOhO5ICls\noUhbNC85IrHkwuioJktbRPzEfdTrxaxWRwNOU+FsKxcAFPIA//Pob/j859+LHrtzbROMV3FZ1fTM\nUSqRsMBkomt8nDMxtojRUTUWiy/lgjxfrcYxMcHkVLvPfCgXABoLGmeso2wZbmFxQfKWmlQq4Pen\nH4NOnLDOWbUQgUGpRGMexWab+ZrUNdZHuf4skAtacVzxBedOLpwYGaFpjj/E+nro7BSVftnaIsLS\ns5e5AKJywS4MpiWCOux2asxmJBIJAwMfDLkQm7nQ2wvyvFDa+150UQ8//ek65PJQkvKxwmCg1+lM\nUtd12O3Ums2sKS1l/8DA1Fib/DeeEAKYtf+7ygUgJMXOxgAAIABJREFUZWNEZL5kNvtmrXwVlQuy\nOSkXQNyAaSiq4/TYacKC+FwLF8KpU+kfk45c8IX9mJTx10OvV87IiCYumPODQLo6ygpDRZRciCh2\nIzjbtgiJREKBWosrnHy+TYbDDLjdHB4cjFrk/jfIhaVFSzkxPC1b0eu9SSRlKCRhb/coy2MI2vPk\nwnn8reIcIxfkSJXeOWcumM1+Jt35MyoXemwS8sLzu4NtUVsoWzjK0aPTu2ISiYS2tinlgjreFgGZ\nhTomVvBlkkMwGyKBjtkgllxwB9zolfObuZAqLd9m086qXEi0ReSr1bgmJpiY2s3o7DRTXW0nEAox\n5vOh4+xJZ9NBn6fkUAK5IJHAkiVDtHSDXmJEoQjNqV50rsiVXABotDbyr7v+FavailamoEHdyM5W\n8fMe75AjRYZeOT/NLIkoKXEzOmrE7ZajVEJi0YBZZcYTnplcGFG/ywXlF8zL+4klF9JNZCKIJxe8\nSbuCiXkLqfBBkAsAq1f3xk26r1hYQ9mfDuMbjw83i2SetI6MUD8VgJHOEgEgk0oxq1SMTlkjRueh\nLQJE5ULshC4RR4eO0mRtSjoukQoztkXMJ7mgVyhQ6scZGtISDks4cKCEoqJ/Zu/e6rj79Xt6qbHO\nP7mg14tsT6zSC9KHb86E40NDOVmyYqFUQnW1uCDJ1BYRCokp/AHh7NsiBv1DafMxTtvt1E55sj4o\n5UJ1NfT3g9stqs7yZiAXrr32JD5fHp/+9KEkkk8tl2NUqeLk4yB+phqzmRVFRRwaHEyrXAhK/OSn\naPL5IBBLLqRqjIgoF0wmP3Z7BsqFOdoiItAr9ZhUJvqcfYBILrS3k7YlwGabJhdi1QG+kB+zIp4U\nETdM7HPKhsgF6UIdyw3l9DjFUMdeZ+8HVkMZQaFGi4fkAb7TbqfKZMKi0dDnEsfh/w1yodpUTa+z\nN5pjYTR6k5QL3/72Rv74mpQyxTQxk8t1+DzO41zAB0ouzNYd7vEoxK7qeQh0nHSbZ8xc6B0BhZCe\nXJCdGuWWb/8iq9fNV+dTXDXG/v3QOtLKIosYMHjkCCxdCvmq/DhbBGQW6jjgdicoF8TBci6QyQBJ\nmAt+9DqGF17I6DGJ5MLZyFxItEUMDWn5f+y9d5hcd322f5+Znd5ntndtU5erXBC2JRu5YRPjGAfi\nEAjYxiVOAgT8hhA7NsRchh8QcAJutCTgN84LMcW4CGzZuGHZlqzeVtL2Or333x9nZ3dmZ7ZpzxTJ\n574uLqydM3O+0uycOec5z/N8amuXFotQCAJ1WdEIMRbhYdjvp7PKwN/f/yNJ170YTEoNOwsUbKxf\nP8bxsSTpYM10L4RUnP/tF7Es8r0FsQA7Iy4cO7Y0ceHGtTfyxN4nuLjuYgA2dzaw19tLOp3m3eNx\nDMni+fYbG/18ePC/WfP9H1CoqN6ms+FPzC0uDA3Bgejv2NK+RZL1ZIsLs8e+zSa3cyE/FpGZFAEg\n9Hv51P2P5Dzu90MqBabyFLXT1ORjeDh35yusVg5NTnLC46FnEeIC5JY6uqYKHe+474mFbV3zsKam\nsHPhv3b/F5999rP8/MDPuaj1orzHFYoUkcjc30FHjtjp6XGe9LqyMWk0RNIhrNYIo6NGHnjgImpq\nQrz+LTPXPvB9AOJx8KYGWdUovbgg/moJjAVzj7FutxabbfGRwXgySa/bPS0mLcTWB59B9+qrBR/L\n9C4Y1ItzLoTD4p3iSKJ4oyhBjA4MBz24vSri8fxTp6MuF102G+m0KC78yU+exLRtW9HWA2Jsrb1d\nHHtcUwPzzVnWaJJMTHyD++9/seDjrRZLTlcRzAgmZzU0sHMOcaHqwASvPfkWNZbKEBdmT4yYcS5E\ncLsX4Vxg/kLHu+5/Qpz7uQi6Hd0cdop2BasVdLq5e7ZGR8WbTTbb1Ajrqa+NSCqCdZa4UNRIRDLF\nP933k4IPzTWOcrZzIeOyikRE8X4p5xInQ51JT1jhzrvG2D8xwZqaGtosFvqnfrezxQVhPMgd9z9O\nOp0uqrigUqposbRwzC2WaZjN+c6Fnz2xFqH2AIM7z5/+mexckDlVKam4kEjMv7tgUAWq0Em15Wdj\ntUaIeKvndS6MONPoFNKeiGScC9u2we7RPayvXQ/AW2/BOeeIFznZsQgQxYWFSh2HszoXIpEqQiHV\nvFbrxbAc50IylSSajEp+Ijc7FpFMCrhcunkvSkB0LjidelKpmTOrhhxxQSx0HPT5aCzT3RVT1Vzi\nwjhD7ggRV31R85OLYbZzoWMJUxk/ddanOHjnQdbYxTvBl5+XIBZX0O/1cmA4jF25vDua81FTEyQa\nVREMqQqKC1atFV/Mg9ebL3Cm0zA4nOTNid+ztXOrJOvp7HTjculwuXQMDc1f0mnJci4UGvU2u8xx\nNv394p2u5eb/T5bGRj9DQ7knZOtqa/nJu+/SabNNx3QWEhdqDQbGpy5wnVLFImrWsHd8b87EiHA8\nzB1P34E/5ufC5gvZ1Jo/DlGxgHNhcNBMS4s0dmSzRoM/FmPNmgnefLOJ55/v5H/+50l27mybPjr3\n94O2dpA2m7RjKAGMRiAtMBLIFavd7vm7QmZz1OWi2Wxedl8SZIkLqsV1LoTD4kVbOF7cWIS2qopq\nvR5ba2/B4tUjTieddjtutw69Po5CUZq7yqtWwa9+BVPDkk6aNoslr3chE/U4o66OPWNjVNf4CjoX\nIEW1ubzTIgCamvx5Yme2c8Hj0c57k0tK5wJAtz23d6GrS3QvFCITixCLKUXRGyCUDGPVlFBcmId5\nnQtT4yizx1AePSq6ayQ4LMxLnVGPYBwnGs0VhfdPTLCmuloUzqZ+tws5F8KJMCqFSvLC3Gx6HD3T\nQtNs50IwqKLP7cek0rJnx4zNQxYXZE5VSiouxGLzt8UHg2rSysiyOxd0ujjpkBVXaG6L+ZgnhV45\nv4q9VOw6OwqDC7sdnt/7FmfVn8XQkKhATxc6FohFzCcuJFMpJoJB6qcuisXpCcFlX0woFUt/gYy4\nkHEtLKcVvBB6fZxkUiAcFr8gnE69OFZ0gS96lSqF2RzNiUZkehfC4SomJ/U0NfmmxIXy3OLVKcQT\noPFZdwg3bBjDGQniHWmmu7tyxIWlOhcUgoKV1TNfiuefP0yq70JeHxji8GiIJqP0I54yKJVprFY/\nY2N6ugoMezCpTYTjYTT6OLNcv0xOgrbtXWoMNQXL/U4GhSLN+ecP8rvfdTA6apzXuWBQqwnF4yRT\nKYzGGImEglBo5vi3UCwiIy6Ui8bG/JP5rR0d7BkfZ2uWOjUxYVi8uBAKSRKLaDA2oK3S0uvunf7Z\ny30vc0b9GTz+ocf52Z/+bLoJPRuFkCYSKSxwp9NMFa9KIy6Y1Gp80Shr1kzw4IObeN/7Bli9ehKj\nMUo8Lh4Hjx0DlWNQst/PbMSvlXzngjhfffEC9r6JCdYuMxKRISMuLDYWMS0uJIo7ihLEaSiWtgMF\noxE7R0c5s76ekZHlxxaXwsqV8POfw+rFd9EWpNViYcA383udTqfpdbnotNmwaLWig8p+tKCwkhbS\n1NnK71woJHZmnAtabQKFIk04PPf5ZSKVQiEol13omKHb3s0R54y40NaW26eQTSYWAaK4MDg13TGc\nCuNQ5/5e9/bayiIudHSIgkFq1j9Ps7mZQX+Wc2HqWHXwYHEnRWSoNRhQ20byxlHun5xkTU0NLWbz\n9O92IXHBF/VJHvOdTfbvwmznwsGD1TSe8Uc6zPXs2zdzHF3qcVhGplKoKHEhEFCTUoaXLS4IAhiU\neiYDhdtjASZ8CUxqacWFOmMdo4FR7vq7GG+MbueS1st46im48kqxvHF2oSPkxiKCl1zC9i9cnrvO\nUAirVjs9mkaKvgUApSINSxxF6XbnigsnQ2zjRn7zD9cUfEwQcsdRLqZvIUNPj5PDh2csuQ1GIyN+\nPwcO1NDT40SpTDPg9dJQBnHBed117Lrr/ZxZX8/OkdzReOvXjxFMe+nb38X69QvkY4pMfb2Y302n\nxQuapTgXMviuvJI3PrsFmy2CLbiBp991ccLrYWV9ce9qVVd7GRkxFMx2CoKAVWvFXJs/MWJwEEwr\n3+b8pvPzn7gAhT6vGbZuPcZ3vnM+K1Z40GjmzkErpiYGBGIxBCE/GjGRFYsoRKnEhcfuuYV0c75l\ntKnJnzf6rdvh4Bc33siXL754+mcLOTiyJ0Y4p2IRy0UQBC5uu5iX+16e/tnzvc9zeUfh9yzDPRd9\nl7015xZ8zOnUYzDEJCsCNms0+KNRrrjiKG+80cInP7kLgJ6e0WmBo7cXkobiiQvN19zJQCL3BFaM\nRUQIxGKs+rd/41uvvz7v62Tsx1Kwbh3s27e0WIROB6H43J0L279wG6HN7cteW4fNhrbxcF6pYzSR\n4ODkJGfU1TE6alx24fJSuOACUSTdtAm2ffEzhDed3AFhtnNhIhRCU1U1XaR7VkMDXv2Bws4FIUWD\no3Tiwi++9BniG8SoXa5zIXcUZSolMD5umD5nstki85Y6ZmIRkjkXHLnOhZYWGBjI306M0sxM/Wlq\nEr+b0uk0n/hQithHNuRsXy7nQk2N+L+9e3N/3mJpmXYuLEdcOHrzpxi6acPCG85el16P0jyWN44y\nc1yqMxqnxetC4oIn4sGmtS15v0shEx35w+dvI3VtU45zYf/+GhydB1lVb2TfvpkCJdm5IHOqUlHi\nQjCoIqlYvrgAYFTpcAXndi64ggks2uXFL2bTaevkqOsoxvP+B2v4XD76oWoeeABuv118fK5Cx/mc\nCyN5kyKW37cAotix1FiE2y3mAYvRt5AhexzlYvoWMqxZM8GBAzPFco0mE8N+P3v31rJunZjb7vd6\naTYXJ1O3GM6qr+edWeKCzRYB/SQv/PoCNm0qcNZRQjo6xKb2kRExi73cHP9Zta283j/MWLqPTd3F\nFXXq653E40oumKOT0aq1YqwWoxHZDA5CVdO7nFF3hqTrue66g7z2WitbthxfcNvc3oXcySfjwWCe\nc2HjRvjLvxT/+9gx0XZaLgrdKQT48OrVOe6DhbonMs6FeDKJPxrFJoG4ALClfQvPHn12+s/P9T7H\nFV1XzPscrTYu9v8UYHDw5MfFFiLjXPjQhw7x5puP8md/Jp619/SMEs2IC8dShKtGaDQVyPwsE6MR\n8LbT581V3cRYRJjfHjmCSqnk/3vtNbb19hZ+EUTnglTiQmeneAwS4kuPRRTduWC1orAfy5vu8Yf+\nftbX1aFTqabchaUTF669Fn7yE7jhhuW9TqvFQn+WcyHjWshwZl0d44ojeeJCMimUXFzIJltcqKkJ\n4fNpiEbFc83JST1mcxS1WhR4LZaFxQXRuSBNpKXH0ZMnLhRyLvh8UFWV6UCZiUU4w04EASyq3DLk\ncokLAB/4APzyl2IU56/+Ct59l5xRlP3e/mlx4cCB0jgX6oxGFKbRnON2Kp3m4JRzoUavn+70GR42\n5Z1Du8NurFprUdfYYmmZdndYLCGi0appl+L+/TUY6/voqtMQCqmmb7C53bK4IHNqUmHigpqEYvmx\nCACLRot7ns4FVyiGTS9tvqrb0c3ByYM8tOM7PPbpv+Wmm+B734OLpjrDbFrbkgsdh/z+nEkRUoyh\nhJMbRVkKcSG7d2FsbPEnaatXT7B//8zJbbPZzKDfz86d9WzYIP4D9/t8NJer+Q7YUFfH3onclvlk\nKgVaD1/8m320tha/XXw+OjrEi9U9e8S7h8vlyg1Wjof7SNa9zcWriivqrF/fy7p1E3OKCzadDb09\nv9RxcBAi1l2cWX+mpOvp6XHy0ks/4qtffWHBbc15vQtZzoVQKKdzIZmsYmAAnn5azL5K9V6dLIUK\nHQuxWHEh07egkChydf3q63m+93l8UR9DviFGAiOc03DOvM/RaGKEQoUnmyzkwFgqmc4FQYCNG4en\n426rVo0QiYonyu8emcCgtKCtktZpB1MXM5PdHHXlfi9lnAs7R0b4s7Vr+dmf/ikf/9//5YizcJHl\nfgljEUqlaPUfOLb0WEQxOxdAdC4kzH15sYgn9+3juinblFTf0YulqkoUG5c7jKc1q/QOZvoWMpxZ\nX09f7HieuOD3a0BIYdGXr3MhM0pVoUhTXx+YPibNjqgYjbG8u9vZJFIpFEjXudBp6+S4+ziJlOh0\nam0t7FzI9C1kyDgXjjiP0Kipz4mgRqNKRkZMtLWV53zhb/8WHnwQ7r5bFEuuvhqEiI14Ko4n4uGE\n5wQdNtH2ePDg8uM6i6HBaCRtHM2JRfR5PDh0OkwajVgYHAwSiylxu3V5N608EQ82XXGdC9m9FIIA\n9fWBaffC/v01qGxDNJqMrFo1ycGD1aTTS7vBJiNTSVSYuKAiQVQSccGq1eKLzi0u+CIxqk1z7yfZ\n4+BnX751SfvssHXgCrtwR9x8aNUHueUW+JM/mXl8rljEfM6FPo+HdstMXl2yWMTUtIg3PrsF31VX\nLeo5GXHBH/NjUhfnIl2cGCGKC+Pji49FnH/+EH/4QxvpNPzgB2fxyjMX0u/x8cILK7jkkhOA+G/Z\n0FTNt+79dFHWvhDddjtHXbnvvzMcxqbT8ODXtku+vz9+dgveRb63IDZBDwzAO+/AhqU7E/O46YY+\nUu42BK2PLntxv7g9H+8h/OCNKOY4otm0NrTWwuJCQHOYVdXS3165+OK+RZXiWXLGUeaWOk6EQtOx\niHSrhTuufpitW+Gmm+DRR2HnTmneq5NFdC4sfCwQewrmvuNfOzUtYjIUonrK8fC9ez+27Bmbdp2d\nS1dcyn+++5/89shvubzzcpSK+b+HROdC4Su1hUaLLhVT1nufTcP1KjYJr+Hzwe4Tg7RYpI9EgOhc\nSE6s4ojLmVN8mXEuHJicZFV1NZvb2/n7972Pzz3/fN5rxJNJjrpcrKyuzntsLrbdfRXhTfllmhnW\nrYNjh6SLRUjFCquVkHogJxaxb3ycnx84wKfPPhuY+Y5+9fOX4d8qTUlsKWidFYvodbtznAtnNTRw\nwNPP+GTuxXm/o5kNt2qpUixvytfJku1cgNweGFHomfm8mkwLiwsLxSIeuudj4milRaBT6ag11NLv\nFe0Kc8UisvsWYKZzYefoTtq1uTGXEyestLR4JRNA8lAq+Mq9n5jz4ZUrxfXu3Qv33w+XXw7f/a5A\ns7mZV/tfpc5Yh06lI5UqzRhKEJ2qSd1oznubHdWq0esZDwanXUUZZ0q61sD37rkZd6T4zoVsdwdA\nQ4N/unfhwIEaEroxGkymaXEhEFCjUKQxGOaOd8vIVCol/TZYjHMhlpbGueAwqNgXn7sIJRCPUGOW\n9kREISjYddsujGpjwRPYk4lF9Hm9tFlnDnojI0bOPXdYgrUCQuU5F7JjEWNji1dtL7xwgBMnrHz0\nozdw4EANxhUa3ulSUOfRsnGj+O/V7/XSarYA5SnI6XY48sSFyVl3psuJRiO6Fx55BP7lX5b/enV1\nQV65/Qa0Zo/k5Z9LxaazEba4mfXPz/GhILEOP3XG4o3KXAhzjrgQyrkzODsWMTJSz1VXwXXXiXbT\nzk5RFCoXYufC/K6UeFzBwICZtrY5ZoEyc/K30HSMk+H/vP//cMOTN1BnrOPzF35+we3ncy64XDoc\nDumOH2aNJq+hH0CtTtLaOsbTT7fgEwY51yH9pAgQxYWEvx5DVRWjgcC0Sy7jXDjkdE6Pl7xz40b+\n5Q9/YDQQmC4YBvEitMlkkuR7O8O6dXB4v46oOUoylZxXECploWO3w4GTQUbHDKTSab768ss89Oab\nfPfKK6dFwNFR47Rb7lSiWq8nkkjgj0YxaTT0ut1cnFXo0mw2s7rGwevNTxOLKaejBsPOKhSJ4v67\nz4dGqSSWTJJMpVAqFDnHpJERY44YuBjngoAShUSFjjDVu+A8Qoetg9bWwrGI7L4FmIlFvDX8Fl36\n3PKjckYiMmQfor/wBdi6FVY90MLvj/+ebns3IK7fbAZL8bqcp2kwmYhpxnNiEdniQka8HhoqLA6X\nonOhwdjAeHCcZFr83DQ0iM6FSKSK/n4L5rSLBqOR1avFiO9Sbq7JyFQaFedciKVjkpykVJtUhJKh\nnLsx2YSSYept0v/1u+xd1BvrCz5m1VrxRryk0jNfXDabeHI0V4LjhMdDWzGcCyfxVy91LGL2XYf5\nUKlSPPror9HpErz00o/4zc9eBssgP//5/6WqKoU7HCaRSklSFHey1Oj1xJNJXOGZi5PJBaYBlJqr\nrhLt9pfP33m3aDatVXJOi2PhDYuMVWNFY/HkRZB6J/up07QWnBpQKswaDd6pA0ChQsfsi+2xsVpW\nrxbvBv3wh/D44yVfbg4WS4RkUsDvn/uEvbfXTnOzb94SxEwsItu5IBXnNZ3HDWtuwKQ2cf3q6xfc\nXquNEwoV/vu43TpJM7AmtRpfrHA30MqV/dx6K3SdPUhLEcocQRQXolEN3XY7h7IiDxnnwojfT9NU\nT41OpeLq7m6eOngw5zX2jY9L1reQYd062LdXQKfSEU6E2b5dtBLPLpKDWZ0LRXYu1BkMCIoUA84o\nj7/zDr8+fJg/3nwzN2XZh6T6ji41giDkTIw45nbTabfnbPP373sfyou+wfj4zL/zqFOBMlm+71VB\nEMRoREI8vmSXOs52GhmNsXmPVVIXOgL02Gd6FxwO8Vxv1nCWOWMRbw2/RWcBcaGzM/cmVTlZs0Z0\nZFQFVvDTPT+djp2ValIEgE2rJaWI4vTNnO9nJkUA07GIoSFjQQddKToXVEoVNYYaPAnx85VxLhw+\n7KCjw81owJ/jXJAjETKnMhUjLqTTEAqpiKakiUVUW9OAQCRR+IQ2kg7T6Cjt3dQqRRUGtQFfdCaz\nKwiiYj02BoaXXmLzN3Jtpyc8HtpznAvS5Dkz9vG5xJdCSCEuqHfs4Jqv/WbOx+328PRIyYGBpc2T\nv/76A/z4x09hs0WwG9SoVSm6150AYO/4OGtra8tyB93x1FOc+dArCIKQ516YCAYlv5haDl/5iljQ\ndLLXCuZnn+WCb78o7aIkwKazoTK588SFAV8frZa2k3pNw/bteZ/XkyG/c0EUExKpFN5oNEcQ8/nM\nNE9dZ/7VX8Hmzcve/aK45f7HEAbzP4uCUHgc5T//82ba2/+OHTsa2bWrnrVrJ/Kem01GXBgLBqkt\nwufhW1d8ixc+8QJq5cIlvrc/eS9rxt4p+Jh4R19a54K/QCwC4OKLd9LRAevfV5xJESC6lXxJCys1\nDg5PiQvRqJJQSIXGECAUj2PTznQ9XL9qFb84cCDnNfaOj0vWt5AhM47SoBJLHX/8Y1EIeeKJ/G0X\n07mw+RsPo99+YtnrEgSBLksdg7F+vvbKK3z3yitzegmgvOLC1q8/gu7VOWYdLoLsaESvy5X3d7u2\npweMo/zx2MwF2qgHVMnSljle/8AjqHbPHMxzJ0bMOBfE8r6Z98Jkii7KuSBVoSPMOBdAPF42N4vR\niLHAGP/+5r/jiXgYGovyVu1f8+tDvwbE719vKMRR11Guf/w57E/NCHqHDzvo6SncfVIubroJIvs/\nwHhwnC0rtgAnV+bY9fgPafrp7iXvXxAE9Klqhv0zv5fZoqdBpSINHB9SF3QuuCPuojsXQHQvXP7t\nH2P8/THa2rycOGFl374a1qwdZXxq5LwsLsicDpRUXIhG505hRCJVqFQpQvG4NJ0L1giatGm6hT2b\nZFIgrgjSuPiIqGQUKnWcLxoxOxYh1YmLQpGGtLCkiREu11TnQrR4nQvZo+0GBizzlsAtRLPZzODU\nXZg94+Osk/gE+GTotttzStGKcad2ORgM5c3wFwub1oagzxUX0mmYiJ9gZV172dYFszsXQtPOBefU\nGFplVpFEIGBYbg2B5MyORhw5Yud739vI3Xe/wg033MgPfnDWglMzrFotiVSKvePjtJbCRzsPCkV6\nzu8q8Y6+hM6FOToXAOx2P+++C0rbUNHEhYzW2qCp59DkJDBTIuYMi66ZbEH2qu5u3hwaYjI0U7S4\ne3ycM+oLu/VOltZW8PtBV2XAFQzwq1/Bd78Lr72Wv21O50KRYxEAZ9TXMtzx79h1Oi5sacl7/FR1\nLsBMqWMgFsMdieRNV1IqFFT7L2T7iRPTPxvzplCnyvsdli0uZPfAjIwUci7M3XyZSKVQpKV1LnTb\nuznsOjz950zvwl8+9Zf8aNePOPuRs/lR+hL6lL/nr5/5a9LpNAoFONbtpMuyNs9Vd+hQNStXTkq2\nPim47jrY++Sf8j9/+gsu7xRtj3v2wPr1pVuDKe1gNCC+16l0mgNZzgVBEKjR6+kdTRQs5C1FoSNA\nraGWeFq84blmjVhCvn9/DW1rjmDWaFArlXR1uRgYsHDoUHXZS75lZE6WinEuBINqjMaYpOKCKmnE\nUyBv4PFoUei82CWeFrEY5ip1LDQxIhCL4YtGp/Ots2c2L4cZcWHxlCIW0dbmoa/PSjotNsy3tJz8\nwbXdaqXXLQo5f+jv54Lm4pygL4Uuu50jWc6FShMXTldsOhtpTa64MDEBVdV9dDpOzrkgFeZZhY6Z\nzoWJWZGZVEogEDCetKukWMwudfzFL1bzZ3+2l9tvf4tbb32bwUEzN920Z97XyLh6th07liOmlgOF\nIkU4XPi7weOR1rlgUqvxzxGLyDDgG6DJXJzOBQCBNA6apmMRmdKzsWCQuln9F3qViss7O3PcC7vH\nxthQJ21niSDA2rWgSVnZ9rKX1avFEXiHDuVvW8pYBMBNZ/UQb32RO8/NH00TiynxejU4HAtPuahE\n2qbEhaNTYygLTW1pood9zpmRypOBBFrKF4uA2c6FmQk2hWIRC0+LqJJWXMhyLoDoXNh14gQ7R3by\n+qdf5ztXfofa4U/y/fV7qVJUsXtMvHOv6XqVHt378l6vEp0LLS2woq0Kx8SHp8WQnTvhTGmHMM2L\nWWFnPCwKB/1eLxaNBmuW66rGYKBvIjanc6HYsQjIFRfWrh1n//4adu5soKH7yHTfjUqVor3dw3PP\nddLRUTnxFxmZpVAx4kIgoMZgkFZcUMbNBcUyhcrgAAAgAElEQVSFyUk9Cp0X0zyzm5SHnfz5Vx9d\n9jpmU6jUca6JEQcnJ1npcEx/wc+e2bwcxJdUcOG/bsf8zDMLbh+Pi1lBs7nY4oKXvj4LLpcOrTax\nrKbcM+rq2DU6SiSR4HfHjrG1sxN8UT533w8kXPHSmD0xopjiwvnffhHLIt7b04G6J/ex5vtzFxBY\ntVYSVbmdCwMDoK0/QZu1ksSF0HQsYjwYnC6JAwjuj3A8tWLZI+ekZvY4yqef7uHqq8WT6X/8xz9w\n4MC/U1298MXWSoeDY243XVM57zvuewLGx4uz6HkQnQtzdS5oJXUuzBWLUL89zLUPfB+AAe8ArZbW\nvG0kQwBzrHVaXBgbE++8z/79y3DXeefxlZdf5qjLxYjfjzMUosextF6VrQ8+g+7VV+fdZu1aEKI2\nnn7BxUc+IubQvV7xf9mUchQlwAc6V1D90z1cXpt/4Tc+bqCmJoRSmWbTN3+Padu2oq9HSlotFvq8\nXo44nXO+p22GRk4EZ0ql7YODbP/PpVvZpSRbXGhr83L8uHgXemDAnHOnejHTIsRYxNziwl33PwGT\ni3cOdNg6GPQNEk+K62tpge3DT3NV91WolCquXXktmj230dSg5Oquq3n26LMAxBteoSnx/pzXCoVU\nTEzoi3tHO5nin+77yZKf9uEPw//+r/jf8Tjs319a54KtysZkVIz07B0fZ90si1+twcCwN5rTuSCM\nB7nj/sdLUugorqGWxJS40NbmxePR8vTTPTSuPExDVknu6tUTvPBCR8WJSDIyi6VixIVgUIXBEJdU\nXBBilumitGwmJgyk1X7MZThLnysWUci5sH9igrVZB0gp7ZYZ58JirQtuN1itoihRTHGhsdHPxISB\n/ftrWLFieartmfX1vDU8zI927uSchoay260Behwz2WaAyXBYdi6UAJvWRkTIdS7094Ng7aPtJDsX\npMKs0UzHt8TOhalpKYEAdVknHE6nHkEhXRZYKpqbfQwMiJ8tt1vLrl31bN58Ysmv874pi7nUd8GX\niqBIE4nMF4uQ0LkwTywCIJVOMegbpMWcb7+XjjRKfxsDXi+xZHLKuRBkPBjM+f3LcFFbG/940UVc\n8PjjXPvEE1zZ1UXVXDNgl8G6dRD12Hn1bTcf+YjYE7RihVg4m02pYxEAzQYHY2P50cBTORIBsKam\nhj3j4+yfmJieEjKblbY6RhL9031N3kiioMOhlOSKCx4mJ/VMTOhxOvU50crFFDpKHYtQK9U0mZs4\n7hGjYc3NsCfyNNd0XzO9TWYU5eWdl/Nc73Ok0ilcxlcxeXLHtR45Yqejwy1pJ4RUfPjD8POfQzIp\nRiLa2sSelFJRrbHijoviwr4CPTA1ej3jgVBh50IJCh0hV1xQKNL8/d+/xic+sYtI1eS0cwHE0eog\nTkGTkTkVKXHnwvyxCL0hQiSRQFu1/AmZVmuEdNg6p3MhpQxhVC9c7iU1c8UiCjkX9o2PsyZrnvLI\niHHR0xMWQqEQCy8Xqy5kIhEA/pgfk6Y4nQtVVSmam308/XQPa9bMXwK3EJd3dvL748f50gsv8I0K\nmTfe7XBwxOWaPjGTYxGlwaazEUy5cTrFkx+A48chrivyXeFFkO1cMJmixONiod74LFu6y2VAIRRp\ntvkyWLnSyaFD4oXI8893cvHFffNOhpiL2849l96/+RtJjv/LQaFIE48rSSbzL5iK4lyYJxYxEZzA\npDEV9aJZEMDnNtNisdDrcjE4aKax0c9YIDBnueZt557LW7feysVtbdy/ZUtR1nXttdB30EbXBhdN\nU6mQpiZxxF02pY5FgDhmd2ws/8rpVBcXNtTVcdTl4oUTJzivqXAUp71GTSrNdO+GLxqrKHFBqUzT\n3e3kt7/tZsWK3AvxRY2iTEtb6Ahi70ImGlHTGGRY9YfpboJUSjRo1dbClhVb2DG8g7eH30avMOMf\nbsx5ncOHHaxcWZl3s9esEc9lf/978X+XXlra/dfpLLhToqNk76wbcyCOWnVGAgWjtuXoXAC4556X\n+PGPn2LE789xLvzd373BO+88LOnYYxmZUlJRzgWdKYC2qkqSLyqrNUIyZC1Y6Dg6oUIQ0qiV84/G\nLAY27dyxiOAll7D9CzMzAN8ZHc0pypLyxEUQ0ggs/t95YgIyOsdynAuxjRv5zT9cM+825547zKOP\nnsO6dcuzRNt0Op7/i7/gub/4C9aX8W6o87rr2HWXaG/MNP9nTsxON3HBd+WVvPHZ4lxsLAer1oon\n4qauThzxBXDgUIKwcoxGU+P8T56D4ObNOZ/Xk8Wi1U6LC4IA9fUBxsYMeZl3l6t8zoXH7rmFdLO5\n4GOZYioQIxEf/ODhgtsthFqpzGunLwfP3X0bbxo25cxMB7HzwuvVYrFIJy4YVCoiiQSJVGHRqN/b\nX3Tx65ot/82I10GnzcYxt5veXhudna45nQsZ2q1WvnXFFdMxFqnp7ISbb7Lz4Y/NfF82NsLwcO52\n2bGIuUSY7V+4jdDmdsnWlvmMzmZoyFTwzmip2PbFzxDedPK/L5qqKs5rauLlvj4ubivs6KqrC6EP\ndUw78IKJKMoSawu/+NJniG+Y+U7PFhcAVq+e5Mkn17JqVW58wWSKLljoKKSl7VwA6HH0cHBSnPgw\npH4BrfNcLFrR7eVyiXf4NRowqo2c23gud//ubs6ybGVwEHbddSuu68SxC5XYt5DNJz8J//Zv8OST\n8MEPLv35R2/+FEM3nVyj9ApLNW6FOCml0AQbfdqG0jSOyZQv5paqc6HOUMedn6gncFnueNGRQCBH\nXNBqE5x11hwt7zIypwAVJC6o0Zq8kkQiACyWKHG/vaBzYXhSQF2mAiK7zr6oWEQileKPg4PTVmGQ\nbgwlZGIRikUXOo6Pi+uE4sYiAC699Dhut47LL+9d9mttam2d8w5MORAEgZ4p9wKIufqa00hcqFRs\nWhueiIeuLjh6VPzZnuOjWNXVqJSlL3bNxjzLGl9fH2B01JgXi3C59BXpXGhp8eLzaXA6dfz2t918\n8INHFn5ShaPX54+s8/vV6HRxVCrp3gNBEDCq1QTmcC8M+AaKHIkAk8nD0JCZlqnpOr29drq6XOJY\n0AKdC6Wks8lGMCUeK9PpNGPNj3JwMPekOxwGrTZdYueC+BmdTX+/5ZRveH/kmmv47Z//OY45vpdq\na4MoPV0ccjqJxZTEhBDKkp5J5qNXqQhmfYYuueQEv/1tDxdeOJiz3aKcC0gbiwC4oPkCXhl4BYB3\nAr8heXDmyntkBBoaZra9svNKXjzxIn/S+dE8l86hQ9UVLS7cfDMcOwZKJVxxRWn33eOoxqfqIxyP\nc2hyMi9elwrUYKgdLvhcX9SHRVP82GytoRZfMl98HAkEcmIRMjKnOhUzijIYVKExBiQTF6zWCDFv\ndcHOhVEXaBXlERdsOtuiYhG7x8ZoNpuxZ824l9a5gNi5sEgytj0ovrjw6U+/wyuv/OC0VW677XYO\nO52k0mlG/H4a5S+VomPVWvFFfXR2pabFhcNjg0Ub8bcUsjsXIEtcKBCLqMTOBUGAjRuH+Zd/uZjm\nZt8pf3EFYDDkX4RIPYYyg0mtnrN3oRTOBbt9guPHbTSbzfR7fRw6JN4dnavQsZRki/HbT2znmarP\n8Fzg6znbRCJQpY2iUqpQKkrjRpwrFjEwcOqLCz0OB1d1d8/5eG1tkMTYKg5NTjI6akRlcuaNSyw1\nplkC3Y037uPGG/fy8Y+/m7PdosSFVNW8hY4nw6UrLmX7ie1MBCf49bH/R3rvjfinrjFHR8VzwAx3\nnncnz970LB9av2XaZZfh4MHKG0OZjU4n9i28/rooMJSSRpsKIaXhmaNHWV1Tg27WtUTMXY/amn9O\nmUZ0jJTi2FFrqMWbyD+Hnx2LkJE51ako54LK4Ms7IJwsBkOMZMiKK5R/0jbmSaNXzl/mmOxx8LMv\n3yrJWrIpFItoaBCtnums64Y/9PWxadYM7WJ0Lrz8txfju+qqBbcfG5txLvhjfkzq4l0Qq1QpNm0q\nUpGNWcO37v10cV57kfQ4HBxxiifvVq0WTZEy5n/87Ba8i3hvTwfGblzL/ttvnvNxpUKJQW2gudPH\n4cNiNCKhG6SjujLEhYLOhVkXd0diHdxx9cPlWOKC3HDDfr797Qu55Za3JXvN7937sRlFs8QUci6I\nfQvSZ2Bnv/8AsXMa+fWXbmfAW3zngt0+wbFjdlosFg4MRzEY4tOFjsUSF7bdfRXhTZsW3M6us+OK\niGL8s0ef5QzjVvoVL+VsEw6DUls61wLMHYvIdi68+vnL8FdI14+UtLZ6CfWv48CEm74+CwfbA3z3\n/9xQ1jXN/gw5HGH++7//X57T02RauNBRWKDQ8aF7PjaTEV0k9cZ6Lmm7hDMePoM/WfkntFlbp4WD\n2c4Fo9rIFV1X0NgoMD7OdPdLMimwb18N69cXeYKOUsFX7v3EST9dEDLTyEqLyRRD417Lt15/nQsL\njB0PjDWDIbfHK11r4Ktf/gh2XXGiXbOpMdTgT/pJpXNvEsjOBZnTjQoSF1RU6X2YJCpZFATQKwxM\nBvKLxSZ9qbKUOULhQkejEfR6cLlm/n2eP3aMyzs7c7YbHTUWIRaxuDuhpXQunO502+0cdrkY9Plo\nNhfOsctIj1VrpWu9mzffhDfegJa1xW7hXxzVej3OUIjkVO5+rljE5KQRk6kyy+I+85m32LbtP7j9\n9rfKvRRJ0OujBIO5QrfHI22ZY4ZqvX66g2U2/b7iOxfMZg8+nwaL4GDfQIRLLjkBwEQoVHbnQp2h\njhH/CADP9T7Hx7s+h199iFR65uIvHAaFeu6+haKs6zSORSxEVVWKVkMde0fcHD7sIG0Yw6wo7/lA\nIYGuEOK0iPk7F0hXFWUaw0+u+wnfufI7fP+D36e5eab7Z3Q0V1zIoFKBwyEedwB6e+3U1QUxmxf+\ne74XMZujqPuu4NWBAa5fvTrvcddgC3GVK+/ngXSYGn1N3s+LgVqpRqPQ4I3NvIfpKQer7FyQOZ2o\nqGkRSp1X0vGQRpWOyUD+gdgVSGLSlidnbdPlOxcA2tthcFBcUySR4A99fWydJS6MjJgkLXQkLSxa\nXMh2LsjiwvLonhpHOeD1yuJCCbFpbXSu8bBzJ/znf0Jt90BFxCK0VVVU6/UMTflk6+sDDI9qGQsG\ncyIzExNGjMbKFBeUyjQf+MCxKUfUqY9eP1csQnrnQrPZzIC38AXpgHeAFktxBTCFIs2mTf0c2nEW\nx50BPvGJd0mn00yGQmXvg2m3ttPn7WM0MEq/t58ruj+AEDcx7J/JTofDIKhD6FWlW2uhWEQyKTA0\nZMoZfXi6ckazmcGgk/2HrESr3JgU5RWhliIuzBYNsylWoSOARWvhI2s/gqZKQ0sLDEyZM0dGcmMR\n2TQ3i6PTAd59t44NGwrMLJcBxLLO9Jt38vxf/AVb2tvzHh/tXUEwnX+cDabD1BhKIy4AWJRmnJEZ\nMdkTiaBWKjGU6YanjEwxqBjnQiCgRqH1Y5JQXDCrdbjD+V847mACq648485sWlteoSOI87urnn+Z\nzd94npf7+thQV4dVq83ZphixiMVeCoyNSeNcUO/YwTVf+81JPfdUxfHUU5z50CvTf15TU8NRl4t3\nRkbmnCV+qmJ+9lku+PaL5V5GQWw6GxHBzcc+Bs8+C5bm5XUuGLZvZ/M3npdkbR1TTf0gigvHJ8NU\n6/U5E20mJw1lcy7ccv9jCIOn/0UTwBUPPswF4VcKxiKsVumdC5kixUIc9xynzVK4tV8qvnjfD7nt\nL1/hH//6k6RNQ1x2WS++aBSNUlm0yNZiaTQ1Mhma5NeHfs2lKy6lvrYKfM0M+Waa7sJhEFTzxyI2\nf+Nh9NtPSLaujLsom7ExIzZbBK126WNYpWLr1x9B92p/0fdz1nov2qSdV3rH0Sk1qITS/p5c/8Aj\nqHbPXGibNRp884x0zZDpXEjPceIjdi5IX+g4m+bmXHGhkHMBYP16uOhHD2F/6iBvv93IWWeNFHVd\n5abr8R/S9NPdJ/VckylGwGPiAx2dCAVyGYf2dJAkTiSR+/kMUjrnAsB//TSA7nczZeUjgYDcuyVz\n2lEx4kIwqAKNtM4Fu8aAK5JvN/WGEtiMpR9DCYVjESA6F5xOcU2/PnSIq7q6ch4PBNQkEgrJLHFi\nLGLxwbj+fmhrg0QqQTwZR1ulXfhJMgXRq1RsqKvjsXfeYV2ZMuXvRaxaK+6wm0ceAa8XJmKVUegI\nYg/HvnExS9vQ4Gco4KbNktteXcnOhdMNrTZeskLH5jnEhXAqQiAWOOlRqUvhmmsO4Zt8CIMWXOEw\nE6EQNWWORIDYldJqaeWhNx/iqq6rsNkg6WlkwJPrXEBV2liE3R7G71fnnNP091toaTm9IxEZLrvs\nGMmx1ewK7WSFpfgt+wuxWOeCWp1EEOY+F02kUlCEQsfZtLTMxCKGh8URq4XYuBF8PvFc66WX2rjo\nouILR6cqanUSpTJNJJIvdDmdOqIRFTUGPRPBYM5jwRLGIgCqhCr88Znf1RG/X+5bkDntqCBxQU1a\nHZCscwGgWm/AHcu90x+JVBETwtiN5bkjY9KYCMVDJFK56umKFTA5qSSZTvGzvXv5yzPOyHk807cg\nVVGO+DqKvGKZQsTjYi6wuXnGtVBIGZZZPB/q6WEsGOSyjo6FN5aRhEyZqkIBWi0M+gaLbjlfLFva\n2/nloUOk0mnq6wOMxyZpt87M3Y7FlAQCGnQ66W35MvkUFheKU+jYbrVyzOPJ+/l4wkmXvatkx1qT\nKUarxUK/18tEBY3IvaTtEvaM7+Hq7qtRKkEbb6B3fOYObjgM6apwSWMRCkWa2tog4+MzAszRo+II\nz/cC5503hNLdjWbdL+lxlD/at1hxAeafGBFPpWCBQkcpyHYuHD8unv8V4oILxM6FcFjD3r21XHDB\nYOENZQAxGlGoU2PfvlrWrJmgxmBgYla/TSAdplq/tILO5aASqnJcNiOBgNy3IHPaUVGjKFMqv6Ti\nQq1JQygZIp5MTv9sYkKPweZacD/Kw07+/KuPSraWDApBgVVrxRPJPZlsb4fJySpciSBbOzpomXU3\nQMoxlDDjXNjy3VcwP/PMvNsODop9CyrVadC34Ivyuft+UO5V8IVNmzhw551F7Vw4/9svYlngvT1d\nqHtyH2u+//i829i0tunPXTKVZMQ/UpK7wovhw6tXE4zH+cB//Af2ah8e1Qm67DMN1pOTes6wHuDm\nr1bmtIhicMd9T4hNsmVAq40TDJbGuXBmfT3vjIyQzhJ61W8P88mv/1+67XOPBCwG7VYrJzwexoPB\nojoXtj74DLpXX13Utl/Z8hW2fXwbDSbRO25MN3JsMte5kFKGSjotAsTehexoxOHDDrq7Z8SFTd/8\nPaZt20q6plKhVKb557uG8Rv3c6nfwI1lPi4tVVyY/dnOEE8mEVLqeQsd77r/CZhc3jjIjHMhEhEP\ncQWGGwBw5pni///yl+/j6quPoNfHl7XfRZFM8U/3/aT4+ykCc00D2bevRhQX9LnOBWE8yC++truk\nnQtVQhW+LOfCsDyOXOY0pKKcC8mqoKSxCJs1hh4zzvDM3aaJCQM6q7ts0yJAzH7PjkasWgUjYwKT\niQCfu/DCvOdI2bcAM4WOi6GvTxQ/4DQQFyqEKoWCVUscZyWzPGy6mb6T0cAodp0dtbIySpT0KhV/\n+Ku/QqVU8tju11A07KLTMDMlYHzcUJS75jKF0WhK51zICIz9s0od4+lE2cSFiQooc8zQYGrgAx0f\nmP6zRVXDiGfm4i4YBKpKG4sAcWJE9jjKI0fs9PQ4S7qGcnLt6hXUG41c3FzcaSaLQUrngpBSlcS5\n0N8vnlu1tIByjlNjQYDubid+v57776/MLqNKwmyO4vMVdi6sXTsulufOiqClSZc0FqESVPizpkUM\n+Xw0yeKCzGlGBYkLKuKKgKSFjhZLBF3alqNUTkzo0Zo85RUXCpQ6trdDwPwWVSg5r6kp7zlSToqA\n7FGUC7N/P6xcKf53IBbApJEPhDKnHlatdXpSy3HPcTpslRVJUQgC/3rFFdz30kskOp6hVblq+rHx\ncQMOR3CeZ8tISaFYRLFGUQqCwNaODp4+ciTn57F0jDU1ayTf33y0W630eb0M+/0Ve8Jr19mZDM6I\n84EAorhQYufC7FJH0bnw3hEXuh0ORj7/eRqN5f89MUkkLsSSSSiBuGC3iyPIn35avLE0H9U1IW65\n5WlWrnzv/G6dLHPFIvbvr2Ht2gk6bTaOunJv7KVJT7uiSoFKqMoVF2TngsxpSEWNoowLIUmdC1Zr\nBHXcxniOuGBAZfCVVVwoVOqoUMD2y3fz7Y9eU/A5IyNGGhulcy5kpkXMWZucxbvvQqYCwh/1L8u5\nENu4kd/8Q+G/4+mK87rr2HXX+8u9jJLgu/JK3vjslnIvoyDZsYhj7mPLFheCmzez/QuXS7G0aVbX\n1PDps87CMXkpae+MV1Z0LpRPXHjsnltIN5c/W10Knrv7NsbW9JRsFCXAh1et4n8PHsz5WTQd5+yG\ns4uyv2y+fu+nQC+O58s4F/q9XloroKivENUGO+6I+P2ZiS7H0vOPotz+hdsIbW6XdB3Z4yjTaThy\nJDcWUQ62ffEzhDeV30lQbH7xpc8Q31A3/WdJnQtJddHFBYDzzoN//3c455z5t9t11624rltAgThN\nOHrzpxi6acNJP99kiuU5F9Jp2L27jnXrxum02+l1597YS5OmxVy67qWn/vZGnsp6O4f9fprkkeQy\npxkV5VyIEpK0c8FqjaCMVucUuExM6KnSl1dcsOls03dQMyRTSUJ1L2EavrTgc0ZGTDQ0SOdcEAQW\nHYvIFhfkWITMqUr2504KcaFYfOuKK9g6+a85d0VF54IciygVBkP+BUixRlECXNHVxRuDg/inLpBC\n8TiJdJKV1SuLsr+5yBYXZvf+VAr1Fju+mPg59vvFO8DhRHmcC5lYxOioEbU6id0uf0bLgUGlIpJI\nkEwtLAos7Fwojbhw1VVw7Jj4/zLSYDZH8zoXRkeNCEKahgY/nTYbvVnOhVA8ThpK2rlgUZqZzJpi\nN1TBLjEZmZOlgsQFNaFUEKtWuhGHVmsEIVw9KxZhQNBIWxy5VBw6B5Oh3EKgQ85DmIRqxvsKK9TD\nwybpnQvphd/+ZBL27oUNU2KyLC7InKpkx5EqWVyAfMv1+LgBq1WORZQKvT4qjkfOoliFjgBGtZrz\nm5p48cQJAI563WgEFVWK0k416rDZ6HW7OeR0siJrWkkl0WS3E0iKFwiBwJS4EC9P58LIiHhRsHt3\nHRs2jJV0/zIzCIKASa3Gn9XCPxeFhMMMsWQSksWPRQDcfDO8+aY4EUJGGgrFIjKfTUGAVdXVHHY6\nxfcZGA34ERBQCKW7FDIrjbijEVLpNKl0mtFAQI5FyJx2VMy0CL9fjTfup1rCEimrNULaXzsrFqEn\nrQ4s6FxI9jj42ZdvlWwt2dQZ6hgP5rag7xjaQY9pPX19he1ZUhc6KhRp0gg8/zcX4ptHOj9yBOrr\nIXMTKxALYFKfwgdCs4Zv3fvpcq+iJPzxs1vwvkdui4zduJb9t9887zb1xnpGAuIIu1537yklLoyN\nGdCuNPDDez5TxlWVlu/d+zGorS3LvvX63AuQdLp4hY4Zruzq4tmjRwH4pSPIPX+3qWj7mgurVotB\npaLf682ZViI12+6+ivCmk/v7tVbbCTNLXCiDc6Gnx8mhQw4Adu2q58wzR3Mef/Xzl+HfurWkayoH\nidU1PPnl28q9DMwaDd7IwuLfvLGIZBKSapTKucWFh+75GEhQxqxUwsaNy34Z6VEq+Mq9nyj3Kk6K\nQrGIbOHPpNHQZbfzzsjUeYAmzqa78zvOiolKocKgUuEMhRjweqnR69FUlVZElpEpNhXjXPD7NXhi\nQcnFhbi3blYswkBKGSxrLKLWUJsnLrw1/BYXtKylv7+VZDI/rjA8LHUsYnHTIt55B87Oiv36Y8vr\nXJCRKRctlhZGA6PEkjEOTR4qeRP/UpgtLoyOGqmpkU5clJkfvT6acwESDKpRqVJoNMl5nrU8Ptjd\nza8PHyaVTvPS0AnWaLuKtq/5+If3v5+7zjsPpaKkpweLpqXOREIRJJ6MT4sLofj8nQvFYM2aCQ4f\ndhCPKwqKCzKlxa7T4V6muCA6F6pK4lyQkZ5C0yJmu4q2tLfzzFR57oHJSeoUxRNR56JBb6Tf6+WI\ny0W3w1Hy/cvIFJuKEBcSCQWRqAJnOIRDYnEh6mrM61yIK8JlFxfGgrkWyh3DO9jYtBaz2cfhw7kH\nm2hUid+vobo6hFSIsQhhwT7H2eKCHIuQOVWpUlTRbG7mjcE3EASBemN9uZc0Jw0NAYaHZxxCY2NG\n6uqkExdl5sdgyBUXiu1aALHM06LR8NjbbzMRDtGlbivq/ubiby+4gO9WsOOpvk6BImbFE/GUNRah\n0yVoa/Ny8GA1r7zSyvnnD5Z0/zK5VOv1TIYWPkdaqNAxXaJCRxnpcThCOJ25x4HZ4sLHzziDH7/7\nLrFkkj0TY9QpSn9x326yctjp5LDTSXcRHWIyMuWiIqZF+P1qjDY3KoUCrYT2IKs1QnCiMadzYXjY\nRIzyigt1xtxYRDwZZ8/4Hi7Y4+J/ox/m7bcbc7YfHRUvLMQJD9IgFjoqSC8wjHLfPli3bubPyxUX\n1Dt2cM3XfnPSzz8VcTz1FGc+9Eq5l1ESzM8+ywXfrtx53B22Dn5x4Besr12PICyu0HQuDNu3s/kb\nz0u0slxaW730988U6o2NGcrqXLjl/scQBn0Lb3gacMWDD9Nw8OAscaF4fQvZ3Hbuudz29NPcvPbs\nkuWAv3jfDyEUL8m+pKCmBojYcIVdi45FbP7Gw+i3n5B8Le973wDf+95G0mmBnp7yjwrc+vVH0L3a\nX+5lFJ3rH3gE1e7cGzQOCcSFWDJJOlFZ4sKZDz2K/amDC294GtD1+A9p+unuk35+dXUIp3PmBmU8\nruDwYQdr1kxM/+zshgbW1NTwnTfeYL2uy7QAACAASURBVHv/CToVpY1FXPTNh/nQQTjsdLJ3fJw1\nNaUrk5SRKRUV4Vzw+zUYaoYldS2A+CVCsIZRv/iFk06LUxciyUj5nQuBmS/GveN7abe2o63SotOH\neeutXHFB6jJHyHIuLCAuHD8OHVnR9FO+c0HmPc25DefynT9+h00tpc+zL4W2Ng/9/RZSKYFUSmB8\n3EBNjVzoWCq02kTOBYjHU3znAsCdGzfy7m23ceu64o+gPFWproZkwIY77ClrLALgox/dy8MPb+QT\nn9jFMrVKmWVSrdNJIy7IzoVTFocjzOTkzHHg0KFq2ts96HSJnO2+c+WV3P/yy3TZ7FQLpS+urdMZ\n2DcxwRuDg1zQ3LzwE2RkTjEqRFxQo649TrPEs14FAepNeiaC4heO06lHr4/jj0XL61yYVei4Y3gH\n5zaeC4BeF+bttxtytpd6DCVMiQsI80oL6TT09UFbljtX7lyQOZW5Yc0NAHx03UfLvJL50ekSWK0R\nRkeNuFw6zOYoanXx8v4yuajVMYLB3FhEscZQZiMIAhvq6pbtqjmd0WigKmFl0OnJdS6UOBYBcPnl\nvbz22uPcc89LJd+3TC6SxCKSSdIJDUqldC5RmdIhOhdmjgO7d9exfv143nY9DgfDn/scT/3pR8ty\nrO22OPif/fs54nJxVn3lxjNlZE6WihAXfD4NipoDrJaggXc2jTYV/niURCrF0JCJhpZxFIKwYDur\n8rCTP//qo5KvB8CoNpJMJwnGxDuRO4Z2cF7jeQDo9GF27arPKXUUyxyldS6IhY4KrnzoDczPPFNw\nm9FRMJnAYJj52SnfueCL8rn7flDuVZSE87/9IpY53tvTjbon97Hm+48vuN05jeeQvCfJ2tq1JVjV\n8mhr89DXZ5mKRQUR+r186v5Hyr2sknHHfU/AeP6JYSlQqVKk0zPfWaWKRWRQvz3MtQ98v2T7KzVb\nH3wG3auvnvTztWkb/eNuPB6wWqc6F0o8LSLDhRcOFiz63PTN32Patq0MKyotVQcmuPGrD5d7GZKI\nC7FkEhLzj6K86/4nYHJyzsdPeZIp/um+n5R7FSeFwxHKcS7s2VPL+vWFR8SaNBo0zgh33L/weYPU\n2DRaPnvBBXztssvkSREypyUVMYrS79eQtB9mVTHEhYYQBoWByVCI4WETNS3DWLRayfezFARByCl1\nfHP4Tc5rEsUFpTJJbW0wp9RxYMBMa6tX4jWwYKHj4CDMdmz5o7JzQebUppQzrZdDe7uHEyes9PVZ\nJP/8y8yPIORehLhcOuz24sciZBaHXmll2OXB5QK7vXzOBZnKQbJCx4RGjkWcoszuXNi3r5a1ayfm\neUb5+NYVV/DX551X7mXIyBSFinAu+P1qYqYjRREX6usD6LEyEQwyNGTG0TiKRaNZ+IlFps3SRp+n\nj0AswFHXUc6oP2P6sXPOGckpdTxxwkpbWzEuLuaPRTidU+VZWfhjfkwauXNBRqbYtLd7OH7cxokT\nVlascJd7Oe85si9C3G6tLC5UEGa1jTGvB7cbbDaxc6FczgWZykCqQsdUhRU6yiwevT5OOg2hkAqA\nvXtrWbeuPO43GZn3MhUiLmgI6o4VJRZRXx9AHXcwHgwyMGDGWj+GtczOBYAuexdHXEfYMbSD9bXr\nUSvVBC+5hO1fuJxzzhnO6V3o67PS3u4pwirmFxcmJ2H2CF5/1L+sQsfYxo385h+uOennn4o4r7uO\nXXe9v9zLKAm+K6/kjc9uKfcySkJw82a2f+Hyor1+T4+TgwerOX7cxooVxfj8L57H7rmFdLO0nTiV\nynN330bkwpb3jHPh6/d+CvSqci9jSdi0Vsb97mnnQigewqA2zLn99i/cRmhze+kWWCa2ffEzhDe1\nlnsZRecXX/oM8Q11OT9binMhGCz8+x5PJknFK8u5sOuuW3Fdt6rcyygJR2/+FEM3bTjp5wvCTKlj\nMKhidNRIZ6dLwhUunz98/jYCl3UsvKGMzClMRYyinPSmCVc5abdK39ra0OBHGaplLBikt9eOvXGk\n7LEIgG57N0ecR3i+93k+0PGBnMcKOReKIi6kFcynLjidBcQF2bkgI1MSzj57hHfeaeDAgeqKGHP3\nXiP7IkTsXDg9xYVTEYfehivkyREXyjEtQqZyaDKZGPIv3E21oHMhLjsXTmWamnwMDZnYv7+Gnh6n\nXM4pI1MGSuxcqCqY8T/hH8eebkSpkH45HR1uoq4mRgMBjh61Y6kbr4hYxJqaNewe383TR57mis4r\nch47++wRdu2qJ5USCIer8Hi01NdLOy1CZOFYxGwzyXKdCzIyMotj7doJentt/O53HZxzznC5l/Oe\nw2SK4fWKQvTp7Fw4Fam1WHGH3TidsrggI1JjMOCPRgnF4/Nut7C4oEGplMWFU5VMnHDfPjkSISNT\nLkoqLlRVJUkk8nfZHx6hTlmcWa89PU58Q22MBgIcOWJHb5tYVCwi2ePgZ1++tShrAtjcvpnne5/H\nE/GwqXVTzmN2e5jq6hCHDzs4dsxGe7tnanSktAhp+OVtF+K76qqCj8+ORaTTaQKxwKntXDBr+Na9\nny73KkrCHz+7Be8c7+3pxtiNa9l/+83lXoakqNVJrr76CE1NflpafKRbLfzwns+Ue1kl43v3fgxq\na8u2f7s9jNtdHnEhdk4jv/7S7SXbX6nZdvdVhDdtWnjDOehstOGJehgagsbGyhQXXv38Zfi3bi33\nMopOYnUNT375tnIvA4Ug0Gw2M+jz5fz8vu3b+dWhQ9N/XrjQcX7nwkP3fCz/rsvphFLBV+79RLlX\ncdKsWCEWIb/zTgNnnDE677bpWgPfu+f0Om+QkakESjoDRa1OEo1WoVLFcn4+Eh+iydJUlH02NvqJ\nuVs4NBRHECCp8lWEc8GitfCrj/6KRlNjwfb6TO9CVVWKtWuLpb4qSC0hFhFOhFEpVVQp5NE5MjKl\n4Iknfi6OjZUpOQ7HTPO4260t6ShKmflZ2WbF97obRQCqq9NyoaMMAC0WC/1eLz1TJy7RRIJ/fukl\n1tTU8KGVKwHQ6RJEIlUkk0KeZT6WTJKUYxGnNO3tHt56q5Hdu+v4yEf2lXs5MjLvSUouLhQqdZxI\njnCOaUVR9ikI0F6tYddROO+8IXzRSEV0LgBcu/LaOR/L9C4YDLEiWrsEUilhzkczM8QzyJEIGZnS\nolYny72E9yx2exiXS7xglWMRlcW6ThtxhYf2BkikYygFJSrlqVVKKSM9rRYLA96ZyVpvDA6ypqaG\n4243iVSKKoUChSKNTpcgFFJhMs3c6Eqn0yRSKZIVVugoszTOPnuEBx64CLdbyznnjJR7OTIy70lK\nGovQaAqLC15hmC6H9GWOGS4+K0a/K8Kllx7HE4lUxLSIQhheeonN33gemHEuvPFGc9EOkEJamNe5\nEAiAKUtLkKLMUb1jB9d87TfLeo1TDcdTT3HmQ6+Uexklwfzss1zw7RfLvYySYNi+ffrzerpzy/2P\nIQz6Ft7wNOCKBx9G+/rAtLiQSgl4vVqs1tPTufDF+34Ioflz6pVGrdmKoHezcuXiIhGbv/Ew+u0n\nSrO4MrL164+ge7W/3MsoOtc/8Aiq3WN5P19htdLrnhnb+8Lx41zb00OjycRR18zUgELRiPiU+JBM\nKCtKXDjzoUexP3Ww3MsoCV2P/5Cmn+5e1mucffYIAwMWLr30OHp95R3XLvrmwxh/f6zcy5CRKSol\nFRfEWES+uBBQDdJTW7wxZ3/9yX601YN86lM7mQiFqNFXVjazEOeeO8xrr7WwfXs7l1xyokh7Ucxb\n6BgIgNE482fZuSAjI/NeweEI43Tq8Hi0GI2xirrgeK9j1VpR6D3893+nFxxDKfPeYX1tLXvGZ5ye\nL544waUrVtBhs3HCMzNxq5C4EEsmUSkUJBIKecLAKUxVVYqhoW/yX//1i3IvRUbmPUvZYxGheJyk\nykdPgxoIFmW/6zpSJFReTJYA48EgtYbKPxGx2SL8678+iyCAxRItyj4EIJWeOxaRJy7IYyhlZGTe\nI2ScC6OjRhoaFh5xJ1M6VEoV2iotCm2AUKDyyhxlysP6ujr2jImOhmAsxjsjI2xqaeHJqS6GDIXE\nhWgigbaqimRSIQuJpziNjfLxWkamnJQ4FpHIExdGAwGEQD3VjuJcQAMoFQqq9XrGg8FFiwvKw07+\n/KuPFm1Ni+HOO3dwxx07irgHgRseew3zM88UfDQYPA2dC74on7vvB+VeRUk4/9svYpnjvT3dqPuf\n/az5/mPlXkZREfq9fOr+R8q9jJJxx31PwHj5Rok5HKFpcaE4o4DnRv32MNc+8P2S7rOUbH3wGXSv\nvrqs17BqrXginoqcFAGw6Zu/x7RtW7mXUXSqDkxw41cfLvcyAOi02ZgIhXCGQrzS389ZDQ0Y1Oq8\nLoZC4kJkSlxIJOYXF+66/wlxlNbpSjLFP933k3KvoiQI40HuuP/xci9DRua0owyxiFyzxFggRCpY\nU/Q8a73RyGggwEQodEo4F0pCWmC+XITsXJCRkXmvYreHcTr1ZREXZBbGprPhjrgrVlyQKT1KhYLN\n7e0839vLs0ePckVnJwAtZjP9WSMq5xIXdCrVguKCjIyMjMz8lDQWoVLH85wL/ZNxqqL2oh/MG4xG\nBnw+3OEwjlOgc6EUCPN0LqRSEA5D9j+VL+o79Z0LMjIyMougqcnP4KCZkRFZXKhEMs6FeDIuiwsy\n01y/ahUPvfkmfV4vz950EwANJhOjgZnPcCFxITzlXIjK4oKMjIzMsiitc0EbKyguaJK2ou+702bj\nhePHaTCZqFKU9K+9aIKXXML2L1xewj3O3bcQCoFOB9n/VFLEImIbN/Kbf7hmWa9xquG87rr/n737\nD4v6vPN///rMwPAbDCg0xhhrk6gkpbYeUxvMdqwHCx6z5dijG0130xKRH7tso1ZN/FoQ4mWiHpN8\nl2sFxHDqt2vcml0Pm7hK5etxupHGxpova6sx1k2sMbaiGPkN8+tz/kAQEBRl7vs9zLwe19WrdRzn\n86STifL2vu8P6gtmS2do0ZyejmMr5khnaNFmt2v+vMqpLMyGOUHdobv+5Jdrc9H5rQcxZkwnrFYv\n6uu/hAcfDNw7ZWwpygIiR99tHO8Lvw9fdAxv5YJjdS7a7ZP0hAmqXZODjtSJ0hnK7VuXA1dK0qA/\n94OUFMRHROD706bhq0ndz0mMikJD280zve60LcJq9Z/hQn3BclzLnCqdocW5ZVn4/NkU6Qyl3luV\ni9a5k6UziJTSfKDjrSsXPmt0Idqi7jaUPaaNG4f/+9e/xuT71A8yRgsDgDnE0oWBWyIA4IvOLxAf\nEa+8i4jIH0yadB2HDn0Fixefkk6hAXpWLoSHhHPlAvUKtVqxf+nSfo8lDXO4EDGMMxeIiOj2tP4V\nfmiY65ZbUV685kR8uPozEB4bNw6fXr+O5LFjlV9r1DCHfvsHGy5c67jG4QIRBY0pUxrR0BCN5OQr\n0ik0wH3h3WcutDpbOVyg2xoXFYUrbW3w3vjblEG3RbhcN+4WYXC4QEQ0AnrvFhHRhc7OAQc6Nndg\nXHS48ms/+eCDeDwxEYsee2xYz/c8moC31i9XXCXLMAz8j+eeRHNGxi0/N/BOEQDQ2NE4+ocLsWF4\nreh56QotfrNiDpoGeW8D0eVFyTidly2doZQ5MQ5VhTnSGdpsL1oCJCaKNixefArTp/8Jkyd/ofW6\nzhnj8e66PK3X1Kl2bQY6UlNH9Bo9Kxeau5oRFxbnozLfqVs1Fy1padIZyrmnjcPe9bnSGbdls1oR\nZbPhemf3weEjuVtEaeESIJD/kspqwctFz0lXaGEmRmF74TLpDKKAo3VbRERkJ9rb++/t/KLdjcfi\nrEP8Ct8JtVrxu7zA/cPaPTENmEOsXmhtBQbeVONaxzUkRCZoCCMikrdw4UdYuPAj6QwaxJjwMTh/\n/TwMGIgNC47zQOje9Zy7EB8RgehoJ65e7b/ahXeLICLyDa0rF8Ijum4ZLrR2uZEUz3+RSzAAmEPc\nL6KtbfDhwqhfuUBERKPefRH34XqX/65cIP/S91DH290tgsMFIqKR0TtciBx8uPBAokdnht+K+tWv\nYN96SOMVLfAOcaBjZ2f33SL6amwf+bYI2/HjWPDK/hG9xmiTUF2N6aVHpTO0iK2pwazXj0hnaBHl\ncGj+vMrJLqmEcTFw75jQ13c3lyP8/c+kM7RZU1wFtLukM+5az7aIpq6mO65csG8tR6TjvJ4wQWlb\nKhBRd0E6Q7mFmyoQevLyXf2apKgoXL5xO8oht0VYrTfuFjHUTbr1m166A/HVZ6QztHh4ZxUe2H1S\nOkOpp7aVI/rwJ9IZREppXrngvHW40OnBtK+0DfErSCUDxm2HC2Fh/R+71nENCRHcFkFERLJ6bkXZ\n3NXMbRF0R4lRUbh8m5ULPdsiPB6uXCAiGgmtZy6EDdgW0dgYAY+1Ew/eP/r+1iQQ3O5WlJ2dQHif\nczZdHhfaXe38QxwREYnrWbkQGRqJuHBui6Db67stIipq6LtFcFsEEdHIaL9bRN/hwqlTibBFtSDK\nFnqbXyXDerYRSzfukM5QzIIf/fzXiD148Jaf6erqv3Lhi84vcF/EfTAMQ2OfAs1dWFn8pnSFFt98\n/QjiBnlvA1HS26eRXFYpnaGUcaEJWSUV0hna5BfvARoapDNE2E5cwtObyqQzlEnbfBARdXUjeo37\nIrpvRTmcbRESUrcdRkxtrXSGciEfXcHijeXSGXc0nG0RYdbuv2+zWIbeFlFQsge4elVdqDSPFz8t\n3iVdoYXR0Ib8kp3SGUQBR+/KhXAnGvoNF8bBGtaGyFD/Gy4EAwPGsFcuNLY3cksEERH5hZ6VCzar\nDYlRsrcsJf+XFB19220RrU4n7guP5qoFIqIREl+5gNAODheE3G4NwsDhAu8UQURE/iLGFoMOVwcu\nNl9EUlSSdA75uaQBZy60tPQfLrQ4nYiyhsNq5XCBiGgk9A4Xwp0Dhgvj4DY6OVy4oe3b34Zj9TyN\nVzSGuBHlrdsirnVcQ0LkyFcuOGfOxP6XFoz4dUaTxsxM1BfMls7Qojk9HcdWzJHO0KLNbtf8eZVT\nWZgNc4L/LT1X4Zdrc9H5rQelM7TZUpQFRI6+34MNw4DVYoXT40S0Lfq2z3WszkW7fZKeMEG1a3LQ\nkTpROkO5fety4Eq5u4FSUnR077aIuLguNDf3P7G6xelEZEi4361cqC9YjmuZU6UztDi3LAufP5si\nnaHUe6ty0Tp3snQGkVLahwttbTenxb8/NRZOb/chOqSfcZu3/5ZtER0jvw0lERGRrzg9TgAY/WcB\nkXIDVy60t4fC7b75Z6BWpxMR1jC/Gy4QEY02Wr+rt/VZuXDlSiScXhfCQqyw8A8GYoY6c6GrC4jr\ncwD3tY5riA/ncIGIiPzDj6b/CE1dTdIZNApE22wwTROtTieibTbExXWhqSkMCQkdAICWri5EWCM4\nXCAiGiGtKxdsYTeHC6dOJWLK45/57ZYIz6MJeGv9cukMpQwYKF+aiuaMjFt+brAzF3yxLUJcbBhe\nK3peukKL36yYg6ZB3ttAdHlRMk7nZUtnKGVOjENVYY50hjbbi5YAicF5UJ9zxni8uy5POkOZ2rUZ\n6EhNHfHr7PzLnfiXRf/igyLfq1s1Fy1padIZyrmnjcPe9bnSGXdkGAaSoqN7b0c5Zkwnrl+/+Yec\nFqcTEZY7b4soLVwCjB2rtFWU1YKXi56TrtDCTIzC9sJl0hlEAUfrcCE0zIm2tu5hwunT4/DwtIt+\nO1wIBgYs8A7x++hgd4vgtggiIvIXFsPCLRE0bH1vR3nffR39hwtdXQi3cOUCEdFIaR0uREZ3oqmp\n+1/mp06Nw6RHLiGC5y2I8t5mW0S/Ax07r+G+8Pv0RBERERH5UN/bUY4Z04kvvojo/blWpxPhRgSs\n1qGOuSYiouHQOlyIiu7EtWsRMM3ubRETJ/+ZKxf6iPrVr2Dfekjb9Yzb3C1C1bYI2/HjWPDK/hG/\nzmiSUF2N6aVHpTO0iK2pwazXj0hnaBHlcGj9vErKLqmEcbFZOkOL724uR/j7n0lnaLOmuApod0ln\nKGXfWo5Ix3npDOXStlQgou6CdIZyCzdVIPTk5bv+dX1XLgzcFvFFZyeirFF+t3JheukOxFefkc7Q\n4uGdVXhg90npDKWe2laO6MOfSGcQKaV1uBAS6oLFYqK9PRSnTo3D+Icuc7ggyIAx5IGOgw0XuC2C\niIiIRqPEPneM6DtcaHe54DVN2OB/t6IkIhpttA4XPKaJ+PgOnDkzFh6PBRGxzRwuCDJgwGsOvl/1\nlm0RHC4QERHRKDXUyoWr7e0YGxkJj8cKq5XDBSKikdA7XPB6kZDQjvfeewjJyVfQ4XYhwk+HC9az\njVi6cYd0hlKGYaBg71HEHjx4y88NXLnwRccXgTFcaO7CyuI3pSu0+ObrRxA3yHsbiJLePo3kskrp\nDKWMC03IKqmQztAmv3gP0NAgnSHCduISnt5UJp2hTNrmg4ioq5POUCp122HE1NZKZygX8tEVLN5Y\nLp0xLPfHxODSEMOFcZGRcLksCA29/XChoGQPcPWq8lYxHi9+WrxLukILo6EN+SU7pTOIAo7W0xS9\nN1Yu/OpXD+GxxxrQ7nJx5YK022yL6Fm54Pa60epsRWxYrL4uIiIiIh95OD4e565dAwBci/oQHzRf\nABCPK21tGBsZCafTCpvNIxtJRDTKad8W8eUvX0d19TR84xt/QgeHC6IMWIY80LGr6+bKheud1zEm\nfAwshtZ/XIiIiIh84uH4ePzXtWvwmib2df0jfh1dig8+/xwXmprwYGwsXC4rQkM5XCAiGgnt2yKS\nk68AAL75zc+7Vy7wVpS92r79bThWz9N2vdvdHbzvtghfnrfgnDkT+19a4JPXGi0aMzNRXzBbOkOL\n5vR0HFsxRzpDiza7XevnVVJlYTbMCcGxcumXa3PR+a0HpTO02VKUBUQG9pDfsToX7fZJ0hnK1a7J\nQUfqROkM5faty4ErJemuf120zYYx4eGoOXcO7WYLHvn8b/FPJ0/iky++wJfvu29Y2yJ0qy9YjmuZ\nU6UztDi3LAufP5sinaHUe6ty0Tp3snQGkVLaVy4888zv8ZOf1OFrX/sz2l3+e+ZCMLjT3SJ6tkXw\nMEciIiIa7VKSkrDyl79E2v0zEXP+/8LeU6dw+upVPBIfz5ULREQ+oH3lwoQJzdi6tRaGAZ65IMww\nhl670PduERwuEBER0WiXOXUqPm5sxKJHZ6DrUjLuj4nBOx9/jFkTJvjlygUiotFG+8qFvjrcbr8d\nLngeTcBb65dLZyhlwMDW76eiOSPjlp8L2OFCbBheK3peukKL36yYg6ZB3ttAdHlRMk7nZUtnKGVO\njENVYY50hjbbi5YAiYnSGSKcM8bj3XV50hnK1K7NQEdqqnSGUnWr5qIlLU06Qzn3tHHYuz5XOmPY\nls+YgYsrVuB/mxiP69fDsek730HhX/wFHhozZlgHOpYWLgHGjtVUK8BqwctFz0lXaGEmRmF74TLp\nDKKAo/XAA4+3/0S43eXC+JgYnQnUR/e2iMFXL7hcQM/cJ6CGC0RERBSULIaBB2Jj0WJ034oy45FH\nkPHIIwDAbRFERD4gunKh3eVCBA90FGMYgDnE/SL6Dheud15HXFicxjIiIiIiNaKjnejsDIHLdfOP\nwdwWQUQ0ctrPXOjLn7dFSIj61a9g33pI2/UMWIY80NHpBGy27v/d6mxFTJhvVpjYjh/Hglf2++S1\nRouE6mpMLz0qnaFFbE0NZr1+RDpDiyiHQ+vnVVJ2SSWMi83SGVp8d3M5wt//TDpDmzXFVUC7SzpD\nKfvWckQ6zktnKJe2pQIRdRekM5RbuKkCoScvj+g1DAOIi+tEU1N472P+uHJheukOxFefkc7Q4uGd\nVXhg90npDKWe2laO6MOfSGcQKSW+coHDBTkGgMFm9J4bv7dard3/3epsRbQtWlcWERERkVJjxnTi\niy/6DhcsdzxzgYiIbk905QKHC7IMY/BbUfbdEgFwuEBERESBZcyY/isXnE4rt0UQEY2Q+MqFCD8d\nLljPNmLpxh3SGUoZMLD2/61D7MGD/R4P6OFCcxdWFr8pXaHFN18/grgB722gSnr7NJLLKqUzlDIu\nNCGrpEI6Q5v84j1AQ4N0hgjbiUt4elOZdIYyaZsPIqKuTjpDqdRthxFTWyudoVzIR1eweGO5dMY9\niYvrwvXrd7ctoqBkD3D1quo0OR4vflq8S7pCC6OhDfklO6UziALOiIYLhmFsMQzjI8Mw6g3D+FfD\nMGJv9/xbzlzgygVR3feJuHXpgst187wF4MaZCzbe1YOIiIgCQ/fKhbDeH/NARyKikRvpyoVDAB4z\nTXM6gD8AeOl2T+aZC/7GGGy2AKez/8qFFmdL4KxcICIioqAXF9d51ysXiIjo9kY0XDBN83+aptkz\n5j0GYMLtns8zF26v7dvfhmP1PG3XsxiWQW9EqXJbhHPmTOx/aYFPXmu0aMzMRH3BbOkMLZrT03Fs\nxRzpDC3a7Hatn1dJlYXZMCfcdmFawPjl2lx0futB6QxtthRlAZGB/fuwY3Uu2u2TpDOUq12Tg47U\nidIZyu1blwNXStKIX2fgmQv+eKBjfcFyXMucKp2hxbllWfj82RTpDKXeW5WL1rmTpTOIlPLlmQtZ\nAG67wXvQMxdCQnyYQHfDGOLxgD5zgYiIiILewDMXeKAjEdHI3fE7e8MwagH0HREb6F5M/99M03z3\nxnP+GwCXaZpv3e61Dlb+Ac2/7AIA2O2T0OF2c+WCIMMA7xZBREREQWfMmE58+umY3h+7XFbExnYJ\nFhER6eVwOOBwOHz6mnccLpimmXa7nzcM44cA5gP4zp1ea27WZLw4e3bP66L9P/z3bhGeRxPwi/XL\n8XfSIQoZMPDy91JRmpHR73Gn89YDHQNmuBAbhteKnr/94SAB4jcr5mDq1AwEwwLvy4uS0dg4H5Ok\nQxQyJ8bh/ynMwQvSIZpsL1qCsAmH+QAAIABJREFU/MRE6QwRzhnjcWhdHp6XDlGkdm0GZqemSmco\nVbdqLlJSbvvHp4DgnjYO+9bnIk865B6MGTPwzIU7H+hYWrgEBWPHqk6TY7Xg5aLnUCTdoYGZGIWy\nwmVYLR1CJMhut8Nut/f+uLi4eMSvOaI9CYZhpANYDeAvTNO847i375kLTo8HIRYLQixa74ZJfRiG\nAe8dVi64vW64PC6Eh4Tf+kQiIiKiUSgubuCZCzzQkYhopEb6nX0pgGgAtYZhfGgYxvbbPbnvmQs8\nb0GeAQPmELei7Bku9KxaMIyhTmggIiIiGl0GrlxwOq1+d6AjEdFoM9K7RTximuZDpml+48Z/8m/3\n/L4rF3jewq2iHA7Ytx7Sdr3hnLng6y0RtuPHseCV/T57vdEgoboa00uPSmdoEVtTg1mvH5HO0EL3\n51VSdkkljIvN0hlafHdzOcLf/0w6Q5s1xVVAu0s6Qyn71nJEOs5LZyiXtqUCEXUXpDOUW7ipAqEn\nL4/4deLiutDUFNb74+Fsi9BteukOxFefkc7Q4uGdVXhg90npDKWe2laO6MOfSGcQKaV1T4J3wMoF\nDhdkda9cuJXLdfPMhYA6b4GIiIgIg525wG0RREQjpXW4MHBbBIcLsiyGAXOQpQtOp7qVC0RERETS\nbj1zwf9WLhARjTZ6hwt9tkX4+3DBerYRSzfukM5QygBQ/O77iD14sN/jKrdFiGvuwsriN6UrtPjm\n60cQN+C9DVRJb59GclmldIZSxoUmZJVUSGdok1+8B2hokM4QYTtxCU9vKpPOUCZt80FE1NVJZyiV\nuu0wYmprpTOUC/noChZvLJfOuCdxcV1obg7r3R7qct35zIWCkj3A1asa6oR4vPhp8S7pCi2Mhjbk\nl+yUziAKOGIrFzpc/nsbymBhGENviwjY4QIREREFvZAQL8LD3Wht7d4H6nRyWwQR0Uhx5UIQMzD4\nHSD6Dhdaulo4XCAiIqKA0/fchc7OEISHu4WLiIhGN5654Efa7HY4Vs/Tdj3LECsXnM7+BzrG2GJ8\ndk3nzJnY/9ICn73eaNCYmYn6gtnSGVo0p6fj2Io50hla6P68SqoszIY5IVY6Q4tfrs1F57celM7Q\nZktRFhAZ2L8XO1bnot0+STpDudo1OehInSidody+dTlwpST55LXGjLl57kJXl9Xvhgv1BctxLXOq\ndIYW55Zl4fNnU6QzlHpvVS5a506WziBSiisXgtngCxe4LYKIiIgCXlwcVy4QEfmS3JkLbjciQkJ0\nXp4GsMAABlm7wOECERERBbrulQthALqHC2FhPHOBiGgkuHJhCJ5HE/DW+uXSGUoZhoGX5n8LzRkZ\n/R4P6OFCbBheK3peukKL36yYg6YB722gurwoGafzsqUzlDInxqGqMEc6Q5vtRUuAxETpDBHOGePx\n7ro86QxlatdmoCM1VTpDqbpVc9GSliadoZx72jjsXZ8rnXHP4uK6elcudHXdeeVCaeESYOxYHWky\nrBa8XPScdIUWZmIUthcuk84gCjg8cyGIGcZg6xa6hwt9z1wIqOECEREREfqfucBtEUREIyd6K0oO\nF2RZAJjmreMFp7PPygUXhwtEREQUePqeudDVZUVYGIcLREQjIbotgmcu9BflcMC+9ZC26xlD3C1i\n4K0oY8J8d7cI2/HjWPDKfp+93miQUF2N6aVHpTO0iK2pwazXj0hnaKH78yopu6QSxsVm6Qwtvru5\nHOHvfyadoc2a4iqg3SWdoZR9azkiHeelM5RL21KBiLoL0hnKLdxUgdCTl33yWgPPXPC3lQvTS3cg\nvvqMdIYWD++swgO7T0pnKPXUtnJEH/5EOoNIKW6LCGIWwxh05UJAn7lAREREhP5nLvjjcIGIaLSR\nW7ngdnO4IOx2Zy5wuEBERESBbMyY7m0Rpgm4XFbYbLxbBBHRSPDMhSFYzzZi6cYd0hlKGbBg88Hf\nIPbgwX6PB/SBjs1dWFn8pnSFFt98/QjiBry3gSrp7dNILquUzlDKuNCErJIK6Qxt8ov3AA0N0hki\nbCcu4elNZdIZyqRtPoiIujrpDKVStx1GTG2tdIZyIR9dweKN5dIZ96xnuNDVFQKbzQPDuP3zC0r2\nAFev6omT4PHip8W7pCu0MBrakF+yUzqDKODInrngx8OFYGAxANzpQMdAGy4QERERAbjvvo4bwwUr\nt0QQEfkAz1wIYkMN6LktgoiIiAJdfHwHGhsj0dkZwjtFEBH5gOjKBQ4X+muz2+FYPU/b9SzDuVuE\ns8WnwwXnzJnY/9ICn73eaNCYmYn6gtnSGVo0p6fj2Io50hla6P68SqoszIY5IVY6Q4tfrs1F57ce\nlM7QZktRFhAZ2L8XO1bnot0+STpDudo1OehInSidody+dTlwpST55LUSEjrQ2BiB9vZQRET433Ch\nvmA5rmVOlc7Q4tyyLHz+bIp0hlLvrcpF69zJ0hlESsmducADHcUNtbew58wFt9cNp8eJiJAIvWFE\nREREisXFdaKlJQxNTeGIiemSziEiGvVkz1wICdF5eRrAGGK60HPmQpuzDdG26CGfR0RERDRaWa0m\n4uI68dlnsYiOdkrnEBGNejxzYQieRxPw1vrl0hlKWQxgRfoTaM7I6Pd4z7aIgDxvITYMrxU9L12h\nxW9WzEHTgPc2UF1elIzTednSGUqZE+NQVZgjnaHN9qIlQGKidIYI54zxeHddnnSGMrVrM9CRmiqd\noVTdqrloSUuTzlDOPW0c9q7Plc4Ykfj4Dvzxj2MQE3Pn4UJp4RJg7FgNVUKsFrxc9Jx0hRZmYhS2\nFy6TziAKOFqHC95RNFwIBhbDgDnI3SICerhAREREdEP3cCGOKxeIiHxAbFtEB4cL4gwDgx7o6HYD\nISEcLhAREVFgS0joXrnA4QIR0chpHS64bwwX3F4vvKaJUKtV5+X9XpTDAfvWQ9quZxgGzEHGCx5P\n93DB13eKAADb8eNY8Mp+n76mv0uorsb00qPSGVrE1tRg1utHpDO00P15lZRdUgnjYrN0hhbpr5Yh\n/NhF6Qxt1hRXAe0u6Qyl7FvLEek4L52hXNqWCkTUXZDOUG7hpgqEnrzss9fz55UL00t3IL76jHSG\nFg/vrMIDu09KZyj11LZyRB/+RDqDSCmtwwXXjeFCm9OJKJtN56VpEBYMfitKrlwgIiKiYJCQ0I6z\nZxOQkNAunUJENOppHS44PR4APG/BX1gMDLpyoe9wIcYWI1BGREREpN748S24fj0C48ZxuEBENFJ6\nVy6MouGC9Wwjlm7cIZ2hlGEY+Iea3yL24MF+j7vdgNUaoCsXmruwsvhN6Qotvvn6EcQNeG8DVdLb\np5FcVimdoZRxoQlZJRXSGdrkF+8BGhqkM0TYTlzC05vKpDOUSdt8EBF1ddIZSqVuO4yY2lrpDOVC\nPrqCxRvLpTNG5OGHrwEAEhPb7vjcgpI9wNWrqpPkeLz4afEu6QotjIY25JfslM4gCjgy2yJcLkT5\n+XAhGAx1oGPPmQsBOVwgIiIiumHKlMYb/x3AQwMiIk24LSKIWQ1j0Md55gIREREFg8cea8C//usv\n8LWv+e6QSCKiYCWyLYIHOg6uzW6HY/U8bdfrni0MfuaC1Qq0dPn+bhHOmTOx/6UFPn1Nf9eYmYn6\ngtnSGVo0p6fj2Io50hla6P68SqoszIY5IVY6Q4uaF/PQOWuCdIY2W4qygMjAHvY7Vuei3T5JOkO5\n2jU56EidKJ2h3L51OXClJPns9QwDWLjwI1gsg63llFVfsBzXMqdKZ2hxblkWPn82RTpDqfdW5aJ1\n7mTpDCKluHIhiA21LYIrF4iIiIiIiOhu8MyFIDbUtojeMxdcvFsEERERERER3RlXLgzB82gC3lq/\nXDpDKcMA8ud9A80ZGf0eD+iVC7FheK3oeekKLX6zYg6aBry3geryomSczsuWzlDKnBiHqsIc6Qxt\nthctARITpTNEOGeMx7vr8qQzlKldm4GO1FTpDKXqVs1FS1qadIZy7mnjsHd9rnSGNqWFS4CxY6Uz\n1LFa8HLRc9IVWpiJUdheuEw6gyjgaD9zwTRNtDmdfj9cCAYWw8DtzlwIyOECERERERER+ZzW4YLF\nMOAxTbRzW4RfsFh4K0oiIiIiIiIaOa3DhVCrFS6PB22jYFuEhCiHA/ath7Rdz4ABc4iVC6qGC7bj\nx7Hglf0+fU1/l1BdjemlR6UztIitqcGs149IZ2ih+/MqKbukEsbFZukMLdJfLUP4sYvSGdqsKa4C\n2l3SGUrZt5Yj0nFeOkO5tC0ViKi7IJ2h3MJNFQg9GRy3jZxeugPx1WekM7R4eGcVHth9UjpDqae2\nlSP68CfSGURKaR0u2KxWOD2e7pULvBWluO6VC0MPF1TcipKIiIiIiIgCj96VCxYLXF4vz1zwE5bB\nj1zgmQtERERERER0V2RWLrjdfj9csJ5txNKNO6QzlLIYBspq6xF78GC/x/ueuRATFmC3omzuwsri\nN6UrtHjijSOIO3BAOkOLpLdPI7msUjpDKeNCE7JKKqQztMkv3gM0NEhniLCduISnN5VJZyiTtvkg\nIurqpDOUSt12GDG1tdIZyoV8dAWLN5ZLZ2hTULIHuHpVOkMdjxc/Ld4lXaGF0dCG/JKd0hlEAUfm\nzAWnkwc6+gHDGPxxtxswLB50eboQERKhN4qIiIiIiIhGHbEzF/x95UIwuN2tKDu9bYgKjYIx1ASC\niIiIiIiI6AaRMxdanU4e6DiINrsdjtXztF3PcpuVC51eNectOGfOxP6XFvj8df1ZY2Ym6gtmS2do\n0ZyejmMr5khnaKH78yqpsjAb5oRY6Qwtal7MQ+esCdIZ2mwpygIiA3vY71idi3b7JOkM5WrX5KAj\ndaJ0hnL71uXAlZIknaFFfcFyXMucKp2hxbllWfj82RTpDKXeW5WL1rmTpTOIlBJZudDc1YW4sDCd\nl6ZBdN8t4lYeD9Dh5Z0iiIiIiIiIaHhEzlxo7upCLIcL4gbb8uD1dv+n3cU7RRAREREREdHwiKxc\naHE6/X644Hk0AW+tXy6doZTFALLTvormjIzexzye7ttQtgXqcCE2DK8VPS9docUHL8xB0/z50hla\nXF6UjNN52dIZSpkT41BVmCOdoc32oiVAYqJ0hgjnjPF4d12edIYytWsz0JGaKp2hVN2quWhJS5PO\nUM49bRz2rs+VztCmtHAJMHasdIY6VgteLnpOukILMzEK2wuXSWcQBRyxbRH+PlwIBlYLYA7YGBHQ\nt6EkIiIiIiIiJbQOFyJDQ3GtowMAEBYSovPSNAgDxi3DBbf75nAhIFcuEBERERERkc9pHS5EhYbi\nT62tXLUwhCiHA/ath7RdzzLIu99vuBDq++GC7fhxLHhlv89f158lVFdjeulR6QwtYmtqMOv1I9IZ\nWuj+vErKLqmEcbFZOkOL9FfLEH7sonSGNmuKq4B2l3SGUvat5Yh0nJfOUC5tSwUi6i5IZyi3cFMF\nQk9els7QYnrpDsRXn5HO0OLhnVV4YPdJ6QylntpWjujDn0hnECmld7hgs+FPLS0cLvgJizH4ygWr\nFWhx8m4RRERERERENDxcuRDELAYw8GaUfc9c4HCBiIiIiIiIhkNkuBBjs+m87D2xnm3E0o07pDOU\nsliAnbWnEHvwYO9jAX/mQnMXVha/KV2hxRNvHEHcgQPSGVokvX0ayWWV0hlKGReakFVSIZ2hTX7x\nHqChQTpDhO3EJTy9qUw6Q5m0zQcRUVcnnaFU6rbDiKmtlc5QLuSjK1i8sVw6Q5uCkj3A1avSGep4\nvPhp8S7pCi2Mhjbkl+yUziAKONq3RVxoasLYyEidl6UhdK9c6K9nWwTvFkFERERERETDpX3lwvnr\n1zlc8BOWQaYL3BZBREREREREd0v7yoV2lwvjhjlc+O1vLyEjYzdM07zzkwNAm90Ox+p52q5nHeTM\nhdttizBNE9/73vdQN4LlrM6ZM7H/pQX3/OtHo8bMTNQXzJbO0KI5PR3HVsyRztBC9+dVUmVhNswJ\nsdIZWtS8mIfOWROkM7TZUpQFRIZKZyjlWJ2Ldvsk6QzlatfkoCN1onSGcvvW5cCVkiSdoUV9wXJc\ny5wqnaHFuWVZ+PzZFOkMpd5blYvWuZOlM4iU0jpcGBMeDgDDXrnwwgs1OHTov/DOOx+rzApaxhDb\nIoYaLtTW1mL//v348Y9/rKmQiIiIiIiIRgOtw4UHY7v/5mtC7J3/BuzYsYv4X//rz/B6TfzkJ7VB\ns3pBJ6tl4LqFoW9FaZomVq1aBa/XizNnzsDhcGhtJSIiIiIiIv+ldbgwacwYAMC0cePu+Nyf/OQQ\n2ttdAIA//7lF++oFz6MJeGv9cq3X1M0wDPxo3hQ0Z2T0PjbUmQu1tbX49NNPAQBtbW34yU9+or3X\nJ2LD8FrR89IVWnzwwhw0zZ8vnaHF5UXJOJ2XLZ2hlDkxDlWFOdIZ2mwvWgIkJkpniHDOGI931+VJ\nZyhTuzYDHamp0hlK1a2ai5a0NOkM5dzTxmHv+lzpDG1KC5cAY8dKZ6hjteDlouekK7QwE6OwvXCZ\ndAZRwNE6XHggNhZ1WVl47A7DhZ5VCz1aW11cvaCAxQDMYZy50LNqoa2trfd5XL1AREREREREPbQO\nFwDgyQcfhDHYZv8++q5a6CGxeiHQWQd59/vditLWfSvKvqsWeozq1QtERERERETkU9qHC3cycNVC\nj2BYvRDlcMC+9ZC263WvXPD2e2zgyoXBVi30OHPmDI4cOXJX17QdP44Fr+wfUfdok1BdjemlR6Uz\ntIitqcGs1+/un4nRSvfnVVJ2SSWMi83SGVqkv1qG8GMXpTO0WVNcBQwY5gca+9ZyRDrOS2col7al\nAhF1F6QzlFu4qQKhJy9LZ2gxvXQH4qvPSGdo8fDOKjyw+6R0hlJPbStH9OFPpDOIlPK74cLq1beu\nWujB1Qu+ZRnk3fd4AGuIB53uTkSERgy6aqFHW1sbVq9erbiSiIiIiIiI/J1fDReOHbuIDz+8ddVC\nj2BYvaCTxTL4mQtGWBsiQyNhwBhy1UIPnr1AREREREREfjVcuN2qhR66Vi9YzzZi6cYdyq8jyWIY\n2HXoD4g9eLD3MbcbMEO7t0TcbtVCj1F39kJzF1YWvyldocUTbxxB3IED0hlaJL19GsllldIZShkX\nmpBVUiGdoU1+8R6goUE6Q4TtxCU8valMOkOZtM0HEVFXJ52hVOq2w4iprZXOUC7koytYvLFcOkOb\ngpI9wNWr0hnqeLz4afEu6QotjIY25JfslM4gCjh+M1y406qFHly94DvdBzr2///R4wEQ1oqo0Kg7\nrlrowdULREREREREwc1vhgvDWbXQg2cv+MZgN+1wuwGEtsL8L/OOqxZ6jLrVC0RERERERORTfjFc\n+POfW3H06GcID7ciIiIEEREhiIwM6fecsLCbP9fZ6UF5+W+FatVps9vhWD1P2/WGuhUlbK1oqmtC\nV1cXIiIiEBERgbCwsH7P63k8IiIC4eHhOHHixLCGEc6ZM7H/pQU++gpGh8bMTNQXzJbO0KI5PR3H\nVsyRztBC9+dVUmVhNswJsdIZWtS8mIfOWROkM7TZUpQFRIZKZyjlWJ2Ldvsk6QzlatfkoCN1onSG\ncvvW5cCVkiSdoUV9wXJcy5wqnaHFuWVZ+PzZFOkMpd5blYvWuZOlM4iUCrnzU9T70peicfXqarhc\n3bdFrK//M5555l8AuHufc//9MXj//ed7fxwbGzbwZeguWQbZFuF2A96QVsz42xnYlXFz392cOXNw\n5szN2yHZbDb87Gc/w6xZswAAISEhGDt2rI5sIiIiIiIi8jN+MVwAgISEyN7/PXZs5C0/HxJiwZe+\nFK0zKeBZDAMDT67weABvaAviouPwpS99qffxkJBb/1FJSEjo9xwiIiIiIiIKTn6xLcIfeR5NwFvr\nl0tnKGUxgL9O/zKaMzJ6H+tZuRBtC9BBTmwYXit6/s7PCwAfvDAHTfPnS2docXlRMk7nZUtnKGVO\njENVYY50hjbbi5YAiYnSGSKcM8bj3XV50hnK1K7NQEdqqnSGUnWr5qIlLU06Qzn3tHHYuz5XOkOb\n0sIlQCCv0rRa8HLRc9IVWpiJUdheuEw6gyjgcLgQxEKswKDbIqzdd4sgIiIiIiIiGg4OF4KYYQDm\noGcutAXuygUiIiIiIiLyOQ4X/EiUwwH71kParjfYgY4eD+C1tiMy9NZzL3zBdvw4FryyX8lr+6uE\n6mpMLz0qnaFFbE0NZr1+RDpDC92fV0nZJZUwLjZLZ2iR/moZwo9dlM7QZk1xFTDM20CPVvat5Yh0\nnJfOUC5tSwUi6i5IZyi3cFMFQk9els7QYnrpDsRXn7nzEwPAwzur8MDuk9IZSj21rRzRhz+RziBS\nisOFIGY1jEFXLngUDheIiIiIiIgo8HC4EMQsFgDGIMMFSzuibDxzgYiIiIiIiIaHw4UhWM82YunG\nHdIZSlktwO6aC4g9eLD3MY8H8FoCeOVCcxdWFr8pXaHFE28cQdyBA9IZWiS9fRrJZZXSGUoZF5qQ\nVVIhnaFNfvEeoKFBOkOE7cQlPL2pTDpDmbTNBxFRVyedoVTqtsOIqa2VzlAu5KMrWLyxXDpDm4KS\nPcDVq9IZ6ni8+GnxLukKLYyGNuSX7JTOIAo4HC4EMYsx8MSF7pULbktb4A4XiIiIiIiIyOc4XAhi\n1kEOdHS7AbcRwCsXiIiIiIiIyOc4XPAjbXY7HKvnabueYdz6WM9wISpUzZkLzpkzsf+lBUpe2181\nZmaivmC2dIYWzenpOLZijnSGFro/r5IqC7NhToiVztCi5sU8dM6aIJ2hzZaiLCAyVDpDKcfqXLTb\nJ0lnKFe7JgcdqROlM5Tbty4HrpQk6Qwt6guW41rmVOkMLc4ty8Lnz6ZIZyj13qpctM6dLJ1BpBSH\nC0HMagEwYMDg8XDlAhEREREREd0dDheCmNV662PcFkFERERERER3i8OFIXgeTcBb65dLZyhlMYCl\nGV9Cc0ZG72NuN+BCAB/oGBuG14qel67Q4oMX5qBp/nzpDC0uL0rG6bxs6QylzIlxqCrMkc7QZnvR\nEiAxUTpDhHPGeLy7Lk86Q5natRnoSE2VzlCqbtVctKSlSWco5542DnvX50pnaFNauAQYO1Y6Qx2r\nBS8XPSddoYWZGIXthcukM4gCDocLQax7W0T/Ax09HsCFdkTZ1Jy5QERERERERIGHw4UgZrUC5iB3\ni3Ca3BZBREREREREw8fhgh+Jcjhg33pI2/UshnHLygWX24QL7YgIiVByTdvx41jwyn4lr+2vEqqr\nMb30qHSGFrE1NZj1+hHpDC10f14lZZdUwrjYLJ2hRfqrZQg/dlE6Q5s1xVVAu0s6Qyn71nJEOs5L\nZyiXtqUCEXUXpDOUW7ipAqEnL0tnaDG9dAfiq89IZ2jx8M4qPLD7pHSGUk9tK0f04U+kM4iU4nAh\niFksJjBg5UKXuwtW2GC1DHLaIxEREREREdEgOFwIYhYDuGW4YLYhzMLzFoiIiIiIiGj4OFwYgvVs\nI5Zu3CGdoVSIFXjrQANiDx7sfazL044wI4DPW2jpwsoNb0pXaPHEG0cQd+CAdIYWSW+fRnJZpXSG\nUsaFJmSVVEhnaJNfvAdoaJDOEGE7cQlPbyqTzlAmbfNBRNTVSWcolbrtMGJqa6UzlAv56AoWbyyX\nztCmoGQPcPWqdIY6Hi9+WrxLukILo6EN+SU7pTOIAg6HC0HMMsi73+Vth80SwMMFIiIiIiIi8jkO\nF4LY4Nsi2hHObRFERERERER0Fzhc8CNtdjscq+dpu16I1bjlMZfZAZslXNk1nTNnYv9LC5S9vj9q\nzMxEfcFs6QwtmtPTcWzFHOkMLXR/XiVVFmbDnBArnaFFzYt56Jw1QTpDmy1FWUBkqHSGUo7VuWi3\nT5LOUK52TQ46UidKZyi3b10OXClJ0hla1Bcsx7XMqdIZWpxbloXPn02RzlDqvVW5aJ07WTqDSCk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MMW1KUu3M0To8f45p03p79eKiVJKdatYLtS57rrzBtheN\nW50zS4qJMW1K0rZFaboywd+LxrU8OVAfLJlv0lqZkyL17mHSCqpYlKzm+HizXmVWmi5PHmrWk6Sq\nzKm6mJho2qxYmKrm+Lhv9dhDh2I0enSd/tN/OqdPP737wcT1JwZo09K0b9X8tt5fkqprY+7++gm/\nfcTE/Q0mCrNnSf3tBjfV6fN0fsbIu75/bW0fPfJI22Di8ce/uPcjJsK66Y2cF+/tMe3k2JwUnX7B\n5lQiz5MyV/6xsuctNekFfZiZpktTh5k2AWudZjDBqRxtTp2SBg9uu87E6dN+r+Z2nMoBAMB3R01N\nlIYOvaARI+r16afRfi+nXdXW9lFMTPAaE137VI62IyaaJAWPmHjI5xU9mKqrH1Fx8QTt3283IAW+\nKzrRYIKLX0ptw4hBgx7cwcSdLn7JYAKWVq/+kbZv/57fywCALu/ixXA1N3dX//6Xu+Th/21HTDSp\nX7/mLn8qR21t5JdHTDz2WINOnGAwcSf79w/W44/X6/TpwX4vBehyOs1golu3tjfJjopiMPEgDybu\ndMQE78oBK7/+dZT+7M/+QCkp0+V5fq+mfTU09NRPf3r3h+UCQEc7eTJKcXENck4aMqRRJ0/anrbV\n0erq2k7l6NnzuiTp6tUwn1fUcT7//Dencjz66EV9/nkfn1f0YPr002hNm3ZYdXWP+L0UoMvpNIOJ\noEDgqhoavruDibNnpQEDpEcekT7/3O/V3O7Wi18OGPBgrhNd065dj+u//bd/V/fuN7rcRdj+6q/G\n6/nn/1jHjvXzeykAIKntNI7HHmuQJA0Z0qCTJ6N8XlH7uX69mxoaeqlfv2Y5J/Xte1UXL3bd/c/Q\ni18++uglBhNf4dNP+ys+/ldqaQlXc7PfqwG6lk45mPguHzHxxRdtp0f07y/V1/u9mtvdeirHiBHS\n0aP+rQffLXv2xGnixF/r937v1/rXf/X3IoTtbefOx9W/f5MqK4f6vRQAkNQ2mIiLaxtMDBrU9lP2\n1lbn86raR319hB5+uFlhYW2H33X1/c/Qi1/Gxl5SbW0f3bjRNf5ftqdjx/rpe9+rVyDQ8EAeuQx0\nZgwmOkDY0XrNXra2Q547OJiIjv7twUTk7t1KyN/eIc2vMr5gpwLl5b91262ncjz2WNtRHk1N998L\n/+gjTXtz6/0/0bfVeFUZue+YJqM3b9bYwj2mTUl66q1diiorM20Gyss1vmDnfT3HJ5/01+/8Tp1+\n+MPPdfDg3V15PXbTIY1as/6+uvfq22yvR470V0rKL/Tznz96zz1X06CUvOJ7flx7mJu3Tu5Uo2lz\nQW6pVFdn2pSkZ1cUqdfek+bdUOEfn9Fzy9eYtBbmlkiXr5m0ghJXlCmiqsqsl5BfpN67Tpj1JCl+\n1Q71ragwbSauLFZEVc09Py50MBEe3qro6Mv67LO+d/XY7p+c1cxlRffcvB/PLy9Wj4O1d3Xfs2cj\nNWDA5S8/7tu3RRcvhn/rdnpeqXTu3Ld+/L0aW7hW/TYfuev7h178smfPVvXp03Jv19VovaHXcjfc\n6zLbxfD1JRr03kGT1pkzfTWo+xl9emGk6WBi4qoi9dlx3C4I+IDBRCcTesSE4fe3u3brqRxhYdLY\nsdLf/710+fJXPw5oD0ePRmvEiHqNGVN714OJzqCpqYcaGnpq8uQTXe6q9wA6r9DBhCQNHtx1rjNx\n9mxvDRjwm5+qdPX9z9BrTEjSI49wOsetLl4M140bTn37tsh18zhiAmhnnW4wERV1pUt/Y/g616+3\n/eM+EGg7YuJBHEzceiqHJL36qrR4sZSc7M+a8N3wxRe9dOVKdz3yyCX94Ad1+vd/j/F7Se3mxImH\n9NhjDRo58pw+/bRrXTsD8NOFC9KlS998v1t1tYvrflunT/fVwIEXv/y47QKYnes6E//yL4/pscf+\nx23/CL/9iImue42JGzeczp3rrZiY3wxiGEzc7rPP+urRRy/KOck574E8pfr/Z+/Lw9uo7q7PyPIq\nr/K+O3G8ZA9JCAlOSAIEErYCbfMWCoWGnZbvLVCg8JZQAk8ptIW2UMqaFmihhZZCy5IQIAlZyb7a\nSbzEdmLLsiVZsiwvsqT5/rgZazSaVRptQed58oCk2WRJc3/33HPOL444YhkxR0ykpzthtyd/I4sC\nq5WQEhpN9GZMcK0cALByJdDdDTQ1AZ3KlaJxxCELzc25qKmxgKKIP3ZkRIv+/hTpHWMAbW05mDCh\nHxUVNlgsqRgcJHLi06cz0d0tTzYdRxxx+OOCC4DLL1e+349/fBlWrvyu+hcUY2AmagzKy204fTq2\nFBN//esMdHZm4x//mOrz/DdJMWE2pyIjYxRJSe7x574JLVKVwmBIR3ExYTIpio7KBcI44ohlxBwx\nkZBAIynJjZERbaQvJezo7yftN4HotXLwKSYAQKslBeCWLb7P//OfwLx5wPbt4bm+OM5enDyZjepq\nC3D8dO0AACAASURBVACAooDaWjOam88O24PBkIGysgFoNDRqaszjdo4FC27BihXfj/DVnf342c+A\np56K9FXEoTZGR4HDh4EdOwCPR9m+r746B++9N1V6wxBibAx44AHAZpPeNlTo6fFO1IDYbBm6Y0cZ\nfvrTbdiypdLnebUzJqIZ7OBLBnFiwh9sIo5CXDERRxxqI+aICQDQ6ZxwOM7OwUEMTL4EAOh0xNoR\nba2K+BQTDGbOJEUgA7cbuPNO4MorgRtvJO8njjgCRVdXJkpLvSt3NTUWNDefHa01e3t14xLbKVP6\n0NiYD5stGadPZ6GpKf+sScGPRpjNwNNPA7/4BVGtxSEfg4NJuPfeS2E2R+fkprERmDKFEP2nT8vf\nz+lMAEBWTIeGEkN0ddLYsQP4zW+AMOcUj2NkRIvBwSTo9d5CJNYUEzRNuizceOMhfP11qc9rfIqJ\ns9XKwQ6+ZJCTM3zWqA7VAlcxEScm4ohDXcQoMTEGhyNyxYAU3LW5ePvnt6t+XDYxQVG+dg7H4sXY\n9MAlqp9TDDvvuxADy5f7PMcNv2Rj6lRSCDI4dAjIzwcefZQoQb74Qvx8znPPxUcPXxHkVQeBzGQ8\n+9gtYT2l+eqrceCehWE9JwB8fe9S2MIcCjKwfDl23ndhwPt3d2egtNTb/aGmRp5iwrhyKhrvujXg\n8wYCpb/X3l7vyt2UKX1oasrH1q0VuPDCNpSWDqCtLUd0f7oiC2tX3xHUNQeKV1ffBrosvBOVFx+7\nDihQJ2Nk61bg0kuBpUuBLyWaxqx/6E6MLIhsm1rnnBL895G7wnKuZx5bBaQJj8XvvTcFv/vdArzy\nyhzVzrnhoRUYbmhQ5VgdHcDEiUB1NdAmEHa/6YE7MbS0irNfFsrLbaiosIXEg7/t/otgX7ZMcrsD\nB8h/2eNqoNjw4B0YbqhQtI/RqENh4SA0Gq+3loRfysuYcE3Ox7s/v1PROYPF+4/cgbEZ3mDkvj4d\ndLoxTJ9uxOBgEnp7deOvmUxpyMvzzZgIxsrx/OrrSOEWJhy453ZYrq6XtS03+BIAcnJG0N+vgFRM\n0OCJx25ScomqoeXWVej6/oyQn8dgIJkqdIEO99/wVFiJiS3334nBiyaG74RxxBEBxCgx8c1UTFgs\nXmIC8G8ZGg0QsnIAZGXq6FHv402bgCVLyP9/97vARxHsBBpH7IMbwlZTY8GJE2eHlYOtmJg82YTG\nxnxs2lSFJUvaUVVlRWdnbIXNxRJ27wbOOw+45BIgzB0cYx4bN07ANdc04bPPqiN9Kbzo7gZKSwk5\nIURM8IGRvRcWDsJo1EnvECK0tACzZwOtrZE5P5G1+05my8sHYkox0dGRhcpKKygKmDWrB/v3F42/\nZjT6qgiIYuLsrD2NRl3cyiEDRDFB6oy0NEfU1eBxxBHriFFiIroVE6GC1QpkZ3sf6/WErIgmiFk5\nJk0ihaDjzDjPJiaWLiWP44gjUBDFBJuYMJ81Vo6+vjQ/KwdDTFRU2OLERAjR2grU1ACLFgHbtkX6\namILx47l4c4792D37lKMjiZE+nL80NVFiImKCmXBzEYjIQoLCx0wGiPXtaC3l1gkjcbInJ9vlb24\n2I7eXh1crtgoL9ntTs85pwf79xePv3b6dCbKyrwqvIwM51kbfkmsHFzFRNzKwUVvr26crNLpHFGZ\n9RZHHLGM2Bg5OEhLG/tGKiYGB4EMVgB/tBITQooJrRaorSXdOdxu4KuvgMWLyWvnnEMKw/hNPo5A\n0dWV6aeYaG7OPSs6+LAVE7W1ZrS15WDPnlLMm9eFigobOjqyJY4QR6BobSUr6rNmkVX1SAYNxhJo\nmhATc+d2o67OhL17SyJ9SX5giIniYmWTe2YlvbBw0Ef6H2709gLTp5P/RgLs1WMGiYke5Oc7YDDE\nRpvJvj7vvXX2bMO4YoKmiQqPbQ88m9uFCoVfKrJyRBF6e3V46KGLMTam7jSHbe+JKybiiEN9xCQx\nodM5Ixo4FSk4HCT0kkFubnQREzRNrBxCigmA5EwcPUryJQoLgaIzqkmtlnTn2LEjPNcahy/a2nLw\n1VeV0htGKZgikk1M5OYOgaYRs4UVG2xiQqv14A9/+BTPPrsOycluFBVFVk5+tqO1lWQQJCYCc+cC\nO3eG/xqGh7VYt25STJFsBkMGUlPHoNcPY9GiTmzZoiy/IBxgiImiIqCnR/5+TLZCdvYIrNbIrShH\nmpjgU0wAynImIg2bLRlZWaMAgHPOMYwrJiyWVKSkuKDTjY1vm5HhHG/VfLaBP/xyJGatHH/5yyw8\n88xCv04rwcJkSkNuLiEmkpNHMToKOJ2qniKOOL7RiFFi4ptp5RgcBNJZixB6fXRlTIyNAQkJ5J8Q\nGGKCbeNg0NAQl0pHCg88sAyLF/8w0pcRMKzWFCQluZGe7q0QKAqorLShoyM2CmQheDwULJZUnxC2\nu+/ejXvvJTPkggJHRFdtz2ZYrYRsZXI0zz8/Mq2N//CH87BixQ1Yv35S+E8eII4dy0NdHRmgFi3q\nUH2CoAZMJhLAXFQEGAzy92MUE5mZwYUhBgujkWQ3mc1EhRhu8GVMALHVMtRmS0FW1ggAoK7OjK6u\nDAwMJPvZOABGMXH2EhP+4Zexa+U4cKAI+fkOv04rwcJs9iomKIrkvvX3q3qKOOL4RiNGiYnoDr9M\nOGHG9U++ovpxuYoJtpVDt3kzlvz6M9XPKYb5z36JzHXrxh+LBV8ymDYNOHIE2LhROTGRtHs3rngq\nggmZA6O47/HXw3rK3A8+wKznt4b8PC0tJIuBSZg/77mNyApzD7rMdesw/1mJtgcC4IaUMaistEra\nHArfPYopf3otoPMGCiW/V4slFZmZo9BqPbyvFxQ40NcnTkxQnTasWvOy4utUA7eteRXU6QHpDYOE\n0ajDzp1lAIC7H39HlWVkRi1BnenGKnWPuvTpl5Cy41TQ52WDpoG33pqJK688jo8+qpXcPmlvN678\n5Z9UvQYhPPj4WmBojPe1Y8fyUF9PvHkLF3Zi+/ZyeDzBt7Vd9vSnSFWJwWY6XYkpJpb8+iWkbWz3\neY5RMGVljcJmU5+YaPjtF8iQSFp1uQhxVlhI6oKBIH9iy555GanbFARtgIwXXCsHIL9lqLapDyuf\nfEnROYPFtb98GYmHvL4dtmJCq/Vg2rReHDxYiNZWPSZM8O0PnJ7uDMrKcc+ad8LqV531/CvQf3BM\n1rZ84ZeKiTe3B48+/oaSS1QNk15bi9K/HRp/3NSUh2uvbcLx4+p1QRkZ0WJsTIP0dCeoXgfuXvNa\nWC3Vi377EtK/UJDSG0ccMYgYJSbiigkg+qwcYsGXDGbNIoX9F18AF1/s+9r8+cD+/XFZXLhB00Br\nqx41NebIqwuowCYu3LZuDKqqrGhvj+38hf7+FOj1w4KvxxUTBD/5yXIsWHCrqtL6tjZCTDBYsADY\ntYtMCsOFAweK4HAk4oEHtmH37ujLaRACm5goLHQgP9+BI0fUaeGqFhhiorCQEBNyrTL9/SnIyRlG\nVtYIbLbIrCibzeTaExKArKzIZJ8YDGeDlcOrmAC8AZhNTXmYPLnPZ9uz1crhcmn8VHkAeb92e3JM\nWcgYtLbqcdllzap25jKbU5GbO+xTpuj14VNMmE3p+MUv/icqg4TjiEMtxCgxEd2KiVCBTzERTVYO\nseBLBpWVpNCfP9+/nXdGBkm/37cvdNcYhz+MxnSkpLgwbVpvzBSTXJjN/kUVcHZYOazWFGRnjwi+\nnp8/FCcmAHz1VSXq6kyqZqUwigkGej3JJGC3PQ413nxzJm644RCmTu1DU1N+zEwSmpq8xARAVBPR\nlDPhcpExNTOTjKtJSfIn92QyOxoyxYQc9PZ6LUbZ2UQ9EW6IWTlipWUoWzEBMDkTRTh8uBBTpnCJ\nibPTymEypUGvH/ZT5SUluaHVejAyoo3QlQWG4WEtRkcTMHNmj6qWIr4FkJyc8C0Q9vZmoc+UjU2b\nqsJzwjjiiABilJj45iomhKwc0QA5Vg6ArDh+JqBij+dMSMNqTYHbHbwkmkFPTzpKSuxnVrlio5jk\nQkgxIcfKEe2QIib0+mHY7Umqp4/HEkymNAwNJWLlyqOqeoq5xARA2jMeOaLaKUThcmnwzjvTceON\nh6DXD0OncwpO+Do6slBbew+6u3PCc3ESaGzMx9SpXjvNpZe24j//qYvgFfnCaiVKA82Zn01xsfyc\nCZstGdnZIxFVTPT2EqUHEBnFhMdDnWmdKKSYiI2xhE8xsWtXKTZvrsSiRb7WlmCtHNEKvuBLBhkZ\nkc1RCQSM1aqkxA6jMV211rXs4EsG4VJMDA0RK8lFFx7Ejh3loT9hHHFECDFZyX6TFRPc8MtoIibk\nWDkA0oFDKCDz/PPjxIQYrNYU5OT8DE88sVi1YxJ54hAKChwwmdJUO244YTb7FwzAN0MxodHQyM0d\njtnPTg0cPZqPqVP7MHNmD44eVc8u0NZGWoWyMWUK0Nio2ilE8fnnE1FZaUVtLZHG1debcOwYv2f6\nnXemo7k5F1u31oTn4kRgtabAZktBebk3+OCKK07g66/LoqaDDGPjYFBSIp+YsFrJZDYzM3KKCaPR\nq5iIBDFhNqciI2MUycn+qZtyMyaiAXyKCas1BSUldkyc6Dvj1OnGMDysVSUrJZpAiAl/ggnw2jli\nCUzmVGKiB3l5Q6rdc9jBlwzCpZg4eBBISRlDRYUJjY35oT9hHHFECDFKTMQVEwDJmIgmK4dcxYQY\nFi4EtmwJr4c7WAwOyvcmB4tPPqlBTs6wrBA8uSCT+mHk5g7BbI7Nye03WTEBxHMmuroyUV5uQ22t\nWVVPMTdjAggvMfHuu1Nx3XVeeYYYMXHgQBG+9a1jaGkpDM/FiYDx52s03htjWtoYrrjiBN57b2oE\nr8wLi4WQ+wxKSoDubun9aNrXyhGp1WS2lSMSxIRQq1AAKC4eRF+fLiZUXDZbCjIzvcREYqIHjY1/\nxJYtf/bbVqOhkZrqOuvqT6NRx2vJAUgAZqzZV5h2vgBR76hFkvHVGeFaINy3D0jTOVFQYFV1jIsj\njmhD9I8aPNDpnBgait6BwV2bi7d/frvqxxVSTNA04Fi8GJseuET1c4ph530XYmD58vHHchUTYqio\nIP82b/Z/zXnuufjo4SuCO0EwyEzGs4/d4vOUw0GyMV54ITSnNF99NQ7cs3D88YYNE/Gzn21FU1Oe\namSIxUIUE3r9MMxm0rP863uXwrZihTonkImB5cux896lAe0rlDGRlzcEmy1ZtEA2rpyKxrtuDei8\ngULJ71UNYoKuyMLa1Xcouka18Orq20CXhXb1tLs7AyUldkyaZEFbWw5eePR676wtQIyNkYlqBScW\nob4eOCYQdL/+oTsxskAdme3YmAYffliHb3/by4LU15sEU+YPHy7AjTcexL97VuC/j9ylyjVI4ZnH\nVgFp/mNxY2O+nz8fAK6//jDefnt6UOfc8NAKDDc0BHUMwF8xUVzMT0xseuBODC2tGn88NJSIxEQ3\nkpLcIVNvbrv/ItiXLRPdhktMBJsxseHBOzDcID8DRChfAiDdLQoKHOjuzhA9hmtyPt79+Z2KrjNY\nvP/IHRib4SXvBgaSfawcAJCVNYq0NP5uMyRnIrBC5/nV1/mHa4UQB+65HZar6yW3EyOZFFk5EjR4\n4rGblFyiami5dRW6vj8DAM5YjIg1RW1iIjeXBFHTBTq8uPrWsFk59u4F1l71GJK+W4DmZv1Zp9qJ\nIw4GMUpMjH1jrRxsxURqKmliMCwc2B9WyAm/lIPvfQ/4xz+CP044sGMH+e8HH4TnfPv3F2Pp0pPI\nyHBKFn1yYTanQq8fRm7uMCyWVFWOGW6wCwY2EhKIzSGW1QRxxYQ0DIZ0FBcPIjXVhcLCQfT3B1/8\nd3aSVfREzry7ooK8FmqV1MaNE1BTY/GxQ7AVE3/601wsWvRDAMDoaALa2nJw6aWtMBqzVPNUBwoh\nYmLZslY0N+tx8mTkVUz9/YEpJhi1BEBUIJFaJOGGX4ZbMcH4+IVQVWVFW1t05J0IgaYJMcFWTEjh\nbOzMIU5MxJ6Vg/3dVLNDDN8CSLisHHv3AhMm9CE9fUTV+i+OOKINMUpMOM86KZ0ccNuFAtHVMlQN\nKwcArFwJvP8+WbGMduzYAaxaRWR2oZ6ojI4m4PjxXEyb1ouqKvUsCoyVgygmzi4rBwAUFg7CaEzn\nfS0WIJeYiOX3GCwYxQQATJhghcUSvAeXL18CIF0ckpJCf9/94osJuOyyZp/n2MTE229Px9atlTh+\nPBfHj+dhwgQr0tOdKCy0wWyObK6KEDGRmOjBd77TiL//fVoErsoXFot/xoQ8YsK7ws7YSiPRKSXS\nVo6+vjTk5wsTE1Om9EW9F97hSEJysguJiR7pjc+ABGCefcSEUMZELFo52GOmmnknkQq/HBkBmpuB\n8nLi3a6utqC1NbpJvzjiCBSSxARFUXMpirqXoqhfUxS1hqKolRRFRfQXwaeY2LOnBGVl98HpjO7+\nvgYD8MQTgEf+OAiATHqHhnwVE0B0tQxVw8oBkJaiNTX8do5oQ0sLycVISCCFYijR2JiP6ur+8VVh\n9QKdiJWDZEzEpmJCKPwSAAoLY1tNIIeYKCwcVP092mzEohQLBCGbmKiqsqK/P3gPrhAxAXhVE6HE\n5s1VuOCCDp/nyssHYLGkoqMjCwcPFuHaaxuxbVsFmpryxomA8nIzTKbIKhKEiAkA+N73jkQFMcEX\nfqlUMaHVeqDVejA6Gv52impbOZTCZEpDfj7/PRcApk7tjXpight8KQfBWDmiFVJWjlh7v3a7VwWj\nZoeYSLULPXQIqK0l7VsBYNIkC1pb9RJ7xRFHbEKQmKAo6ocURe0D8DCAVADHAfQCWAjgc4qi3qAo\nKiJNyfkUEx99VIuurkzs21cciUuSjRdfBFavJivsSjA8TFbpuN0soqkzh1pWDgCYPx/Yv1+dY4US\nHR2ESKmvB5qaQnuuAweKMHNmDwCgqGgQPT3qrJCTjAmimDjbrBwAVCVxIgH5igl13+Nvfwvccw/w\n97+retiQoLs7A8XFhJiorAwPMXHqVNCnEMTwsBaHDxfgvPNO+zyv0dCorTXj97+fj6VLT+KCCzqw\ne3cJmpryUV9vOnNtZvT1RY6YsNuT0NenQ1UV/0x50aJOmM1pEZ+08oVfyunKwVZMAJGzcxiNvu1C\nBwbEt1cbfX06ScWEmh1yQgFuq1A5OButHEajuJUj1tqFsu05amZMMOpSNsJRg+/dC8yZ431cXd0f\nV0zEcdZCTDGRBqCBpulv0zT9S5qmX6Np+gWapv8fTdNzADwHICJ9ydLS/BUTx4/nIjHRjYMHI59I\nLgSaBt59l6S6HzyobF9uvgSDaCImRkfVUUwAwLRpwJEj0ttFGu3thJiYMIH8fyhx7Jh3VbSwUD3p\nPqM2SE93YmREG3F/ulLQNNNGVYiYiG2bgzzFhPqqkE8+AW6+Gfj4Y1UPqzpomgTxMYqJykobrNbQ\nExMdHfyvqYG2thxUVNiQmurfnqi+3oTnnluAK688gXnzurBzZ9l4FwwAKCvrh9kcuVaNx4/nobbW\njIQEfn+DRkPjuusO4623ZoT5ynwhFH7p8RBC7je/4d+PrZgAItcljK2YyMwMPzEhZp8DgOnTe3Ho\nUGFUh/QFopg4W60c4oqJ2Hq/dnsSMjLI51perh4xwReUGg4rhz8xYUFLS1wxEcfZCbEZyC6apgVj\nFWmaPkDT9BchuCZJ8BUCJ07kYvnylqhoDZhwwozrn3zF7/nDhwGnE7jhBuD4cWXH5LYKZcC0DNVt\n3owlv/4swCsODPOf/RKZ69aNP1ZTMcHXki9p925c8dRH6pwgEAyM4r7HXx9/6HKRQra8nJAToZB2\n537wAWY9vxUA0Nyci5oawkKpbeXQ64dBUUzQVRLOe24jsj79VJXjy0XmunWY/9xGxfsNDSUiKckt\n6BOW+lsVvnsUU/70muLzBgMlv1c1MiaoThtWrXlZ9vU5nYQYvO8+b8BroLhtzaugTodu1mS3J4Oi\naGRkOAEQxcT6/VcF7a06fpxYyvhQVERWrLm49OmXkLIjeClFW1sOJk7kr3avvZZIs665pglz5hjQ\n2qrH+vWTMGsWUVPNHfsaT391d9DXIAcPPr4WGPL1+hw/nou6OpPofjfddBBvvTUTbrfySeuypz9F\n6rZtivfjwmoloZEMdDrSMGHDBmJhWr0acLuBJb9+CWkb28e3s9mSfX6PoejM0fDbL5CxYYPg6w4H\nIVCYmkCNjIllz7yM1G3yBzGSMSFMTBQVDSIvbwiHDwurJrRNfVj55EuKrjNYXPvLl5F4iPx4A1NM\nBG5tuGfNO4BJ/LfBhcVCLKOBYNbzr0D/gUALoTMYHU3A4GAScnL4/w4kY0Lm+3V78Ojjbyi9TFUw\n6bW1KP3bIQC+iomSEjsMhoyA7jVcsI9L9Tpw95rXkJNDiIlQ5swwxMSi376E9C/a4laOOM5qiBET\nr1AU1UxR1BMURU0J2xXJQHq6fyHQ16fDvHld6OyMbOgXH2iaTFrXrgW+8x2gtFSeZJQNbqtQBtGm\nmFCLmAiHAiFYdHcD+fnEYhPqFVQAaG7Wo6aGBIrk5qoXVMmWJ2ZmKmgNFiXgW8VgI9Y7VkQiY+Lk\nSaCsjCiX+vuj5x7DB2Lj8K72VVba4KGDU/24XCRsrF6g015hIT8xoRbEiImVK49idPQJ5OYOIynJ\njfnzT8NmS8HkyWTCk59vh8sVuayl48fzxm0lQpg2rRcFBQ5s2VIZpqvyh83mS0wAwKxZwF13AQ8+\nSO7pfKo97mQ2ElaO3l7yHaTOzLWiUTEBAEuXnsTGjRPCdEXKEVjGRHitHDfeSAjSUHVfMxrTUVDg\ngEbDP7NmFitiCQMDyeNEdVKSG3r9sCqqSb4OLomJpO6124M+PC9sNkJMzZzpfa66uh8tLfqIhO7G\nEUeoIVi90TR9DoArALgA/JOiqIMURf2MoqiqMF2bINLT/QcGiyUV55xjQEdH9BETzz5LCtwPPwT+\n938DK2pjwcqhVvglQP5Gg4PkfUcrmHwJIHSKCQYeD4XWVj0mTSIfdnb2CKzW4Fkgj4eC1ZoCvT52\niQmbLUW03ZteP4z+/tjMzgDktbNjyBe1CpXmZlIMU1R48lOCATv4EiAp7DRNKQ4YZqOtjWQOpAlw\nf6EmJlpb9YLEBOANQQOAN974Nw4denF8YlFQMICxCBITx47loa5OOpH54ovbsHVrRGKqABDFRBan\nXFi+nJByd9wBzJjhr9oj+0XeysG2cQCEmAh/Vw7xjAkAuOSSVqxbNylMV6QcgSgmwmnlGBkBNm0C\nZs8OXRi4mI0DIAqRWKsJ2OGXABkTuAGYbjelKJNubEyD0dEEpKX5p0EzqolQYPNm4LzzfBf9mKDv\nWM0EiyMOMYguK9E0fZym6cdpmp4C4AcAsgB8QVFU8DrKIMAUZUwHjtHRBDidCZg82RR1igmaBv7w\nB2DnTu8qZFER0NOj7Dh8rUKB6GoXqqaVg6LIZD/UKoRgwCYmQp3S39WVgayskfFVgJycYVWICZst\nGenpTmi1ZBYXi8QEUUwIT9xzckbQ36/SFzPM8HgoDA0l8hZDbKSmupCU5Fbts2OICQCYPDm6iQmD\nId2HmEhOdoOiaBiNgUt3jx4ldjIhFBRETjHBRXHxIKZP99pW9HoHPG4NRpUtBKsGOVYOAJg//zR2\n7iwLwxXxw2bzJybuvhs4fZpki9TVAcd4VPDc8MtQWDmkwA6+BMIfful2+xLaQrj44jZs21Yete3d\no70rx5495D506aXSljqPh9Sag8IcAy+MRp0oMaHIyhElIIoJ7+fKF4D56qtzMGfOHdi+vVzWMRmy\ng+IZVkK5QPiPfwCXX+77HEUxLUPjdo44zj7I0rtSFKUBUACgEIAOpDtHRMHuzNHfTzzypaUD6OlJ\nj6qwpaYm0klj+nTvc2orJqKlXaiaVg6ATPqjwc7R35/CG9TGR0yESlrHzpcA1FNMmM1pPsVlVtZI\nzBETNpu4oiCWu40MD2uRkuISDBJkQ03LSiwRE+yOHAwoyoPTpwMfB/bvJyvmQigsDG174La2HFRX\nB7YEl5DgQYLWE9KuIUKgaaClRe9zrxLCjBlGHD0auc4cfFYOiiJWS4AQEydO8O3nq5iIlJWDrZjI\nyCAT0mBUQkpgsaQiO3tE8r6UlTWKc8/tjlo7hxw1GhfhtHIcOUIk/DNnErJUDNu3E0Xue+8pO4e0\nYiL2rBx2e5LP50pahvqykO+/PxnTpxvxySfyMvzFviuhCsBsawPWrwduucX/tUmT4gGYcZydECUm\nKIpaRFHUiwBOA/gpgC0A6miaviYcFycGtp3DYiHERHKyG9nZI1HVGnD/fmDuXPiwrNnZREaqZBIr\npJg4W60cAFBVFR3ExO9/Px8/+MG1fiFebGJCpyP/+vpCcw3sfAlAPRUAaRXq9QnHqmJCrLjMyQnM\nyjE8HPnf1uBgEtLTnbK2lQrAVAIuMcG3chwt4Fo5ANL5obtbGTFx770kmNjtJquT558vvC1DLoeC\niPR4KJw8mY0JEwKvdLVaV0TUZgMDydBoaFmTvaoqK3p60jE8rA3DlfmCpvkVE2wI2fP8FRORt3Ik\nJBDbkdLV8kAhJ1+CwWWXNePjjyPSwE0S0W7laGkh9+G6OunA9K1bAY1GeZv1np50FBaePVYOl0uD\nkRGtj8qwvHzAx8rhdCZg584y3HvvDuzfXyTruGJ1Rk5OaGqF3/wGuP12YtXiIt4yNI6zFYLEBEVR\npwA8BaARwCyapi+lafrPNE2H2cnIDz5iAlC3Z3GgcNfm4u2f3w6AtAWdNcv39ZQUMoCMKBgPpTIm\nHIsXY9MDlwRx1cqx874LMbB8+fhjtRUTVVW+Vg7nuefio4evUO8EMrFnTwkKCwexef8UPPuYl7pm\nExNAaAIwzVdfjQP3LPRTTGRlEcUEd2J0+nQmZsy4C7t3l8g7vjnVpy93ZuYobLYUfH3vUthWH0c8\nVQAAIABJREFUrFDlPcjFwPLl2HnvUuX7SYRf5uSMwGJJFZxEGldOReNdt/o9f8klZPU0FG1r5f5e\nlRATYgGYdEUW1q6+Q/b1NTcDk85Yw+UUxWJ4dfVtoMtCd0/mIya+s+gtHO+XV3ACwKlTwJ//TAiY\nNWuAXbuABQuEt9fpCNnMnQiuf+hOjCyQJw0WQk9POrKyRqHTidt3hOCcU4IfnfNGWIiJZx5bBaR5\nJ+V8n4UQtFoPJkywKl712/DQCgw3NCjah4uhIRJalyjCJ5SVEVvHpgfuxNDSqvHnuf71UFg5tt1/\nEezLlgm+ziUmgOADMDc8eAeGG+RlfiglJoRyJlyT8/Huz++UfY1q4P1H7sDYDOKDCbeV4/nV15HW\nLzLR2kruwzU1hKRwu4W3PXECuOIKX5XPgXtuh+VqgQTfM5CnmJD5fhM0eOKxm+RtqzJabl2Fru/P\nwOBgEjIynD6Lgdz2mvv3F6G62oKGhlM4flze58FVYdAFOry4mtQNoVggtNmAt98mKhgGW+6/E4MX\nkR7W8c4ccZytEFNMLKRpeiFN0y/QNB1x6wYX7M4c0UZMsHHoEL8kmFFNyIVYxkS0WDnUVkxES8bE\ngQNFuOGGQ2hqElZMAKENwOQqJpKTSXtMroT4X/+ajMOHC/G7382XdVzSkSO2FRNS4ZcpKS5otf5/\nKzE0N5Oi8JVXSLF3+LAaV6ocDkeS7AlqYaEDPT3BKyZGRkgGTlUVeVxdTSZokcoskILB4NuVAwBy\nckxob5evmHjjDeD664F//pMQE4sXk2JTDKEKwFSSLyGE3FxbRO6dBoN8YgIA6upMOHZM/kRNLfDZ\nOLgoKSHds7jWUO7KaTRYOQB1WobKhZxOQQzq600wGtPD2slCLgJVTITrvbS0EGJCpyOr8t3dwts2\nN5MsCqUqUznhl7Fk5eDmSwCkC9CRI94fzJ49JZg3rwsVFSQUU04rUXanDy5CYeX48EPgwgt9s2TY\nqK62oLk5TkzEcfZBrCtHBwBQFLWRoqgvuf/Cd4n80OnGolYxwcbJk6Sw5yIrSxkxIaWYiIa2QWqG\nXwLRYeUwm1NhtydhxYpmHDvm9UMzLWC5xESoJgPsjhwM+AIwd+4sw1NPfY716yfJ+k7wKSZijZiQ\nCr8ElOdMbNwILFtGWrX93/8R9URDg+IW9EFDiWKiqGhQFWLi5Emi/tGeUdgnJpLvdktL0IcOGhZL\nKi6//HqfgoxvlT43tw/t7fJahno8RC3xwx+Se05TE/DXv0rvV1AQmpyJ1tbgiYm8PFtE7p3c1q1S\nqKsz48SJ3BBeET/4OnJwkZxMJoM2m+99g0tMRMLKwQ2/BMLbMlTJhF6joTFpUugmUX19wM03A88/\nr3zfQNuFhmOiTtOEHJ9IFshRXk4IYiE0NwMXXKA8WN1oFCcmYi38kqtsAIjtwWDIGP+d7tlTgrlz\nu5GS4oJePwyDIUPyuOG2cmzfDixZIvw6Q7aolan36KNLsX49z2QljjjCDDmV208BPHDm36MADgDY\nE8qLkgMhKwfxkoWmM8f27eVwufz/ZOvXV/MWJszktYJHHRmIYoKPmEhNJZLikZHIB36GwsoRaWLi\n4MEizJhhxOTJJjQ3e1f2+vqIp5etYgmFlQMg36P29mxUVvouh2Vnj/hlJ7S26rFkSTvS052yJIr+\n4ZexR0xIhV8CynMmjh71BtbedhuR+k+bBjz1VDBXqhxKiIniYjsMhuCJCXa+BINg7Rxq4cMP6/DJ\nJ7V45ZU5AMhvgy/8Uq/vk62Y2LiR3FvnziWP6+v5Pb1chEqtRoIvg6tyI6WYUGLlAIDa2sgQE1L5\nEgzKygCLxfc35U9MOKNCMRHOlqFKJ/S1tWbZknm5sFqBt94iq8o6HfDii0ThpgSBKCbC1ZXDYiHk\nWMaZOTNjLeLD8DD5e0yZQv5/WLxZig9IxoRw29eUFBdcLs14F7xoB5+yQav1oK7OhKNHyY+GISYA\nknXT3i4hn0L4wy937wbmzRN+PTd3GHr9sCqEn8mUhiefXIzVq5VbaeOIQ21IEhM0Te9l/dtG0/R9\nAJaE/tLEEe6Mib17i9HQcAtef/0cn+fb2nKwfPmNePnluX779PZ6QxG5UEpMOBz8Vg6AFMhWa+QH\nDbWtHEVF5G+kZJBVGwcPFmLmTCOKi+1wOBIxMkKYl/Z2X7UEEDorh92ug1br8ZPO8nXmYFZbzz//\nFHbskG7FRxQTsW3lkJOsrlQx0dREQh8ZaLXAAw+QlfRwJd8DkVFM8BET9fXREYC5a1cpvve9w9iw\ngazs2GwpSEjw+BWi2dkW9PRQGJNwwbS2AvffD9x3H3jbwIkhlMREsIoJvX4gQlaOdD+SSAy1tWY0\nN0eGmJCycgAkY6a/3/c3Zbcn+Xzf0tLGwt4uVMjKEY2KCYBM/tRs5U7TwGWXAe+8Q0JrX3gBeP99\n4JFHxO0OXASimFDbyrFvH/8CTE8PUFzsfSymmDAYyLYaDamb5FrMaJq0IhcjEykqMDvHrbeS9rtq\nYmwMeO01khEjBG4GDIOGhlPYvLkSdnsS2tpyMHUqSSovLh6UReiHWzHR2uo/DnMxd2439u6Vlycm\nhu3by7FwYQeOHi3A6Gjk5xJxfLMhSUxQFKVn/cujKOpSAKGRJChAuImJjz+uRVmZza+10OefT4RW\n68a2bf6BZ9wMAjays5WtbghZOQDC1tps8mTLoYTaVg6NhgzGocptkIODB4swc2bPeN9ok4lUg3yf\nbaisHH19uais9GexsrNHYLN5SQSbLRmjo1rk5ztwzjkGHDokYE5kgWRMxLaVQ06RrLSLybFjvsQE\nQLy+WVkkN4aLUHXvUKaYGJQlSZUCO/iSAZ9iwu0mwVxXX03uT+HAsWN5uOGGQ2hu1sPhSER7ezYq\nKvxvpAkJbhQV0aL3jiNHgPnzgeuuA24KIK8t2omJri7A5VLpomQiGhUTTqe/1VGOlQMgdomBAS+h\nyST+63S+xEQ4FRNuN7nfcDMUo1kxUVo6gK6u4O9NDJqayCT9o4+AVavI5HnyZGDlSuD11+UfJzDF\nhHpWDo8HmDOHvx2kwUBIBgZlZRBsAdzd7SUxiorIvnJgsaQiJcUlOcYoCsAEqdn+9jfg5ZfV/U7+\n9a9EwSimjBEiEC6+uA2ffVaNzZurcN55XUhKIkmihYWDsrpZSSkm1KwBbDZy75bKOZo7txt79gRP\nTDQ36zF7tgHl5baIEMVxxMGGnNnsXhDrxl4AOwDcD4DnNhpekCRsUgyEg5hobtbj1lv3+bGTTU15\n+P73D+PwYe8kMOGEGdc/+YokMaFE+iUUfgmQm5du82Ys+fVn8g+oAuY/+yUy160bf6y2lQMgfz9m\nNSFp925c8dRH6p5AAoxiAgBmVLXj16+sAcBPTITCypH7wQdY9MZ6PxsH4K+YMBgyUFo6AIoCpk/v\nlUlM8CsmzntuI7I+/VSdNyETmevWYf5zGxXvF6xiovDdo5jyp9fGH7vdpLAr52mucPHFwOef+z63\nbx+ZpH7yifxrlvt7HRxM8pkEiaG42C6omKA6bVi15mVZx5Fr5fjJT4jlZWwM+OMfhY9325pXQZ1W\nZyn39OlMTJpkwYwZRuzZU4LW1hyfbjUM7n78HcwqMaKtTfhYTz0F/OxnwEMPKVdLAOQz5xajlz79\nElJ2CMweZCJYYiJpbzeu/fULyMuTv3rsdALLl5PPUwkefHwtMOSVpSgNv8zPd8Dl0sBslq9mWvb0\np0jdtk3Wtv39RMX37LO+z8u1chQUAHd/8ijSNrYD8Kol2N+XUBATDb/9AhkbNvC+ZjaTa9dyuqwG\nq5hY9szLSN0mbxVA6YS+pMSOri7/ukzb1IeVT74k+zgMNmwg31cNp4L99rcBVknCi2t/+TISDxnP\ntIwNXDERSK7XPWve8Qkqamsj74GP7GZUEAzEiAmDgYS1AkB+vvcUs55/BfoPhKVuXV2ZKCuT/tKQ\nnAkZZIzbg0cffwObNwNXXUUyEmT+VGXh00/JcbljMABMem0tSv926Mxv1P8zXbasFfv3F+OJJy7A\n5Zd7W5cUFQ3CaBRY9WOBW2dQvQ7cvYbUDWpbOZj6kjsuLfrtS0j/wjuoqUVMtLbqUV3dj/r6yIQR\nxxEHG3KsHBNomp545r81NE1fQtP01nBcnBiEFBMMM+/xUNixowwHDshvGSeGU6ey0NBwCv39KT4r\nyq2telx8cRs6O7N4WjeSwYQPaismHI7oUEyoaeUA/FuGhhMjI1ocP56H6dMJMTFhggU0TUYKPmIi\nP5/YTtTuJT8ynMKrmMjKGvUhJvr6vC3cZsww4tChQsniyWz2bftG2oXGmmJCurhUkjHBFP58rQSX\nLgU2bfJ9bv16Ulx++KHMC1YAhyNRQbtQB3p7dUGHYYkRE8z3ae9e4N//Bv71L+DnPwfefDOoU8oC\nTRNioqxsAOeffwpbtlSipcU/FJZBRYUHJ0/yH8vtBv7738CUEgxCoZgYGkqE1ZqiKEBSCErunVu3\nku/x3/4W3DmVhl9SFFBTEzo7x6efEmXBX/7i+7xcK0dhIXxypfhIUJ0udIoJvrGkt5c/qT+84ZdK\nFRN2VRUThw8Ds2f7P79gASGKpSxcABnftVrP+Mq5XDD7DA8H/5kfOABcfjlZ1OFObLlWjuJi4WBL\ntmJCyer96dOZKC2VJhKV5mps3w6cfz7pSKeU7BQCTQNbthBL5a5dwtsJLVTodGN4+ukNSE5245Zb\n9o8/X1jokKWYELKIAOpbOcQWNdmYPduA/fuLZHUVEUNrK8k1ihMTcUQDBGezFEUtFNuRoqhMiqKm\nqX9J8iBETKSmupCR4URfXxoWLlyFCy9Up6fyqVOZqKy0orbW7PPDbWnRY+bMHqSnO9HX58sc9PX5\n+0AZKO3KIaaYyM2NDmIiFIqJSAZgHj5cgNpaM1JTiR66utpLTLS0eNOyGVAUUU2obT0ZGUkWVEzY\nbN4/uMmUhvx8QjIUF9vh8VCSAy63K0dWlu8xAUK2fPhhdHR+4YMcxYQSKwdf4j2DxYvJJI4tkd+6\nlfic9+/n3ycYKLFyJCW5kZk5qmj1mYvhYTLx4Qb25uUR8oXpQvGPf5AuFllZwHnnkQl6c3PAp5UF\nkykNqaku6HRjuPDCk/jyywk4fLgQkyf38W5fXk4LKiaOHiUrjFw5vBKEgphoa8vBhAlWaDTB/9iU\nWMuOHAEmTAC+/jrw8wkFkUohlHaOffuIsufkSd9Ju1wrR0EB4Brzeq7tdv9WhCRjQniS6vFQaGzM\n5w3OFsPhwynIyPD/jvHlSwDhtnKIt2jmorR0AN3d6hETR4+SoEcu0tLIYlBrq/QxiOojsB7Iatk5\nTpwgFpSaGv/7J9fKkZ9Pako+sBUTfEouITBErxQyMpyKLJ4MMTFlCtDYKHs3UZw8ScaghgayCCak\nUCC/Uf4x85Zb9uOrr/7sk9dFrBzKFRNsqG3l6O31/eyFkJMzgoICR9D3z87OLFRVWVFXZ44TE3FE\nHGIj5bcpitpOUdRqiqIupyhqHkVRF1AUtYqiqLcAfAQg8Ao4SLCJCbM51aezQFnZAP71rynIzx/C\nyIgWY2PBTdo9Hmpc8lZfbxq/CXg8FE6ezMbEif0oL7f5hTv19ZHBhA/cnuNffAG8+qrwNXxTFRM1\nNZEL3du7twRz5ni10BMnmkHT5O/MDUdkEAo7ByEm+BQTIxzFhG5c/cDYOQ4fFmDGzoBkTHgVE9zc\nCoDI9K++mvh5oxHyMibkKybEiImCAlL4HjhAHns8wI4dxCN87Jg88sbpBDo75a22KSEmACJLDSZn\noq2NkIFcmThF+aom3n8fuPZa8ppGQ1b9Qu38OX06E+Xl5KZ5wQUd2LWrFJ98UoMFC/gT4crLPYLE\nxM6dJF8iGISKmAg2X4IB2wYnhcZG8nmeOCG9rRAGBpJ5g0ilEEpiormZBLdOn+79zQLyrRxEMeEl\nJvgmJ1JWjl/9aiHmzbsNc+fejr6+NNnXfvQoubdv5LjbhIiJ8IZfJiu2chgMGaq0NqRp8n2dOpX/\n9fp6Mj5LQU43JyGo1Zmjq4sErPIFZ3OtHGLtidnb6vXy70vyiQll4ZetrcCsWWTMCOaewsaePaRL\nBUWRDCQhIlzOQgUbchUTYsfNyCCkvhyljhxYrUSFIQdz5hiCDsDs7dWhsNCBujoTjh+PZ0zEEVkI\nzmZpmr4XwBUADAC+C+AJAPcBqAHwMk3TF9A0vTssV8mD9HTneBI2WzEBAJMn9+FHP7oc9967AyUl\ndrS1yfyFC6CvLw0ZGaNITXX5FFFdXRnIyRmBTjfGm20hRkxwrRyPPALcfrvwjU2oXShwdhMT8+eT\nid/YGPCXv2Sgty8fw8Na6R1VALulFABMnEgUEw4HmbxOmOC/TygCMEdGUngD/rgkAlFMeFMIp083\n+mSfcDE6mgCnM8Fn4svX6ePzz4FLLgHefTeYdyEMk0m8P7sU1O7KISSVZrBkidfO0dhIJqiTJxO1\nkJwe8n/8I/DEkwVwu6TTr5USE8G2DOWzcTBgiInDh4kVYtYs72sXXeQ/gVIbfX26cUVQRoYTK1ce\nRUWFTVAxMWkSLSgj3rHjm0FMyL0XGY1E+WIyBR5kqjT4kgFXhagmmO/z9Om+knIlGRNSxIRUu9C1\na8/B1q1r0dDQiaeeWiT72k0mLc49l6hZ2IgGxcTAgDIrR3IyUXOZTPKJGSH09ABJSeT3x4eJEyFo\n4WIjkOBLBmp15ujuJsREcbF/YGVPj++quV5PiCe+GrG726uYUGrlkKuYUELEzJxJrJAVFcK5GEqx\nZ4+3pTOfwoQBaReqhJiQ181K7LgURYgEtXIm+vvlWc0AYM6cbuzbVyy9oQDGxjQYGEiGXj+MujrS\n1jda1bFxfDMgOpuladpC0/SrNE3fTNP0pTRNX03T9MPRkDGh041hcDAJLpcGDkeST7Hwve+RkXzV\nqv2orLSio0PmL1wAp05ljd+82cQECYwhI0BBgcNvNURKMcFYOWiaFPwFBfwhSIB0u9DBweggJlJV\n1tBUVJBjLlgAdHVp4XIlKiruggGXmGAsD1u3Esaeu6oMhKZl6OhoIm/BzyUR2BkTgLRiglFLsAOW\nUlJc8Hgon5WtffuAhx8mk/FQDFiXXALU1gLuADoIuN2UrBwGtawcgC8xsXUrkZYC8oswZl+HQ1o+\nSsIv5S/DFBcH1zKUryMHg7o6ogph1BLs7w2TveFWZtdWhP7+FOTkeAno11//EPv3vyQYXDlpElFM\njPLUkt8ExYSSjAmTiYw/EyZANDBUDAaDsnwJBueffwpffVWpymo6Fx0d5O9QXe0r75db+MvJmBBr\nF3r6dCZstmTMmGHE7bfvxccfS/T/Y8Fs1uKKK/yl8EZjNCgmlE/qS0rsqtg5OjvJZyqE0lJ5oa+B\nBF8yUMvKwSgm+IgJrmJCoyH3HFZ2Ju+2SoiJrq4MdcMvQWqEOXPI/5eWEoJFje5Ae/d6jztxovC9\nzW5PUqSYKCgg2UxSkFoAUTMA02qVT0zMnm3A3r2BExN9fTrk5g5Do6Gh1w8jOdmlStvxOOIIFJGf\nzQYIhrHu709BdvaIjyf3W986DpfrceTnD6Gy0oaOjuC6m546lYnycn9i4uTJbEyYQNiF/Pyh8YwJ\nd20u3v757bIVEzYbuZlfdRVZyeODlJVjU9oKbHrgksDeYIDYed+FGFi+fPyx2u1CATL5eeEFMom4\n5++T8NHPLsfrr58TkiKWjZERLU6cyMX06V7tJJWVjKllh/DWW2R1kQ9qWzn6rroaN7v/goIC/2VM\nbvglO2MCkFZMmEy+rUIB8vfOzh7Bhluugm3FCgwPk2L3ggvISo3S99bbS8KqhAqTjg5SnM2cCXyS\n8V3svHepouMzE/eEBHHGRMzKYVw5FY133ep9LFD4M7jgAm/OxFdfkceAeGo6G62tgH3hYjx27hOS\n26pl5aArsrB29R2S+4spJqZNIyTVe+95bRze85IVO76cjVdX3wa6LPhOSf39qcjJ8U6GKEq4m8aL\nj12HpLICTJjgbwXr7ycKnWlBJiTxSabXP3QnRhbwtHORCTWICeecEvz3kbswcaJ8GbXZTPI2lK5w\nPvPYKiCNqAUCVUxUVtpQWjqAa675H1DUL/Dhh3Wi2294aAWGGTZQBA4HIcoyMgjZ1tLifY15v1LQ\n64HL8TFsC0mgENOVgw0xK0dLix6TJ5ug0dCYNq0XBkOGLOXWVz9Zhjfs38GSJf73XLHwy2AUExse\nvAPDDRXSGyKwST1fzoRrcj7e/fmdio7T2emfgeN7HjKmCOH9R+7A2IzCoBQTgVo5nl99nc8Xr6uL\n3DflEBOAcM4EWzHBzpg4cM/tsFxdL3g9J0/m8KoxuZD9fhM0mDVt+ziBkJhIrlludyAheDy+xERp\nqb/KsuXWVej6/owzygb5Y2Z6uhNuNyWpxOUSE3SBDi+u9tYNYgGYO3eS+l1urlx/P7+VY8v9d2Lw\nIt9wMxKAWSxYEw8OJuGPfzxXMCCzt1fnU18yqok44ogUYp6Y4HrkGTATlYoK/+wHpTh1Kmvc21xT\nY8GJE7mgaXJTnzCBFJH5+f6KCZNJnmKCSVQ+91xgt4A5RqpdqM0W+Y8yFMQEAFx2GSEnUlKAkhID\nMjKcslphBgMm+DIlxXdGnZ/fg7/9jaya80FtK4fNloC0tBEkJ/svRXPDL9kZEwAwbVovmpryBAck\no1GHwkL/Fc7s7BE4HKR4PnWKtM3UaEhRwPZpy8EbbwC/+Q2weTP/6wcPkuNefz3w2WfKJ69y/aRq\nKiaYnIl9+4hKYPFi8nx5ubQlhdw3gKVLHejqkl7lCMTKEcxqx8mT/qGuDC68kLxfq5UomLi46CLg\nyy+lz0HTwFtvzYDTKW1lYaO/P8XHsicHM2b4q9B27SKSYD7FkxKkpZH3MuQ//ASMlhavCi9Y1NYS\n37OcnAmTicyXyssDV3wFSkwAwJ///CFmzDDihRc+xh/+IMD6KgQTPk1R/ooJ5v1KQaMB0tNHYLGQ\n35TSrhyk6wFZ1EhIoFFba0Zzs17yvHZ7OjIzPZg40f/ziHTGhMdDYXCQvyWjGNRUTARDTDAIRjGh\nhpXD7Sbf0eJif2JiaIgovbir5nzExMgIIeH0Z75WchUTLpcGnZ1ZsohQJeGX3d1V4wQCoI6do7WV\n/C2YerqsTHisFeuewQeKImpYs1ncZiRHMSH0d3//ffKZyrU7KlFM5OYOIzd3SPC+8uabM/HjH1+O\nDRuqeV8n+RLeOrCuzhSyzJ844pCDyM9mA4SXmEgVLVYLCwdlybTEwFZMZGePQKdzwmDI8FFMECuH\n9zxutwZ2u3CADTv8kmG7hYgJp5MwxkkC46BeD1ityop8teFykYGWr8Wi2liw4BS+/ro0qGNs314u\nunK1f38xZs82+D0/f/4mXHYZcM01/PupbeUwmxORlcVfbXLDL7kZExkZThQUONDayj9gCU0ksrNH\nMDREBunOTjJZAYiqQSkxsXcvWU0Xau919ChZub76amDz5gwfP7ccyF31Uiv8ksEVV5CuFPn53ol8\nebl0AdbbS6xJNTWjMJulB3+HIxDFRODERHs7f3YKQCbiW7aQEFQNz8jBtriIYdeuUvzgB9fiP/8R\nXxnngigmlBET55zjf09VI18CYApa9dLYXS4N2tuzUV2tjh6Yokgo6UMPkc4UQrYTj4es0On1wU0i\nDIZ0xR05GMya1YMnntiIm28+gB07yhWTVnxgKxarq4lFhbGimc3CGQVcZGUNw2wmE2phKwf/wMeV\nyldXWwTvx2zY7enIznajuJhcq5N1CxDLmAgHMWG3y1OpcREuYqKkRK6VIxjFRPBWDqOR/OYSE/2J\nCSZfgqsI4wvAZJQVzLZywy87O7NQVDTot/jCB7nhlzZbMuz2bNSzRBpyxkUp7NkDH7JDjHxSmjEB\nALm5Q6L5JzSNM2Sc8FgsljHB5GMcPCjveoQUE0KYPdsgmDOxZUsFqqst2LyZv/8oVzFRW2uOB2DG\nEVFIEhMURaVRFPUoRVGvnnlcQ1HUFWpdAEVRyymKOkZR1AmKoh6Su19m5ihstmRYLKl+cnQ25PrH\nxMBOgwe8do729mxUVXmtHOzzOBxpyMnhL+ABXysHQ0xMm0ZW2+2c2o7JlxCSLefmRp6YGB0lEy6h\na1QT8+Z1YdeuwImJrVsr0NBwC2699SrBbQ4eLMTMmf5JhuXlHfj4Y2FbDeOpVCud2WxORE4Ov9SS\nL2OCbeUAxHMmxIgJh8NLTDBF4KxZ8gdWBq2thMQRyk45coSkq5eXAxUVTjQ21io6vlzZJvO3kmMB\nkkNMPPwwsfP88Y/e77ycAsxiISu1JSVjMJmkB3/lionAu3K43eT6xfqnL1xIJvt8OO88UoBJ5ZAw\nCeJ79ihLEicZE8omEkuX+q9SbdvmzQUJFmrmTHR2ZqGgwCFroiAXjz9O7lX79wPPPce/jc1GtklM\nDG4SEYxigoFON4aqKqsqYZhsYiIjg7xHg4GQ6Ha7/BXJzMwhUWIiOdkFl0vD2w6UGy5YXd2P1lbp\nGQdDTCQkkAkqexIW6fDLQCf0JSV2dHV5700bNkzEwoUPoqdH2WfNJsv5INZWkw2bLdmnbaQSqNGV\ng8mXAAixwA5O7unxt3EA/O+Na/mQq5hobtZj0iR5rCrJmJB+v/v3F6Ow8LSPGq2wkIypwWDXLtKR\ng4G4YkJZxgQA5OUNibbZHhpKRHKyC1qtR3Absb97eztw8cXyuyQpUUwA4p05TpzIxQ9+cBC7d/PX\nzHErRxzRBjmKiT8DGAXAiHe7ADypxskpitIAeAHApQCmAriOoihhQxwL5EaSJmjlYKAGMUGsHN7i\ngiEmWlv14zI4rpVjcFAnaOMACNEwPEyKJKYHdWIiWZXeu9d3W7F8CcBr5Yhkkm6obBx8mDq1D01N\nIn9cCbzwwjw89dTnWL++WlCC29HhVcMoQWIiGYjlSEnlwGzWIjtbmJjgduVgWzkA8ZyMAux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FFMhDH8kukmMDpKRprh4fASE4H2Wma3yMrNHUZKissvgJBPJaMEU6YAjY3SbRPlwDGYgKRk4YGW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\n3Oo5s3XVQogDE7jWfH31fCAtjWtNAPjk2cVov2uQi2OC96jQz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42PoSwo4dw4zcs9IZRoSUlGB2zinpDCN0Pl+9zeqsAqjbDukMI97YmYch525JZxiTlvkR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+XjpDu+Ypo3Bog33/W+3ow/SFQFiYdIY+vj74IGOxdIURVngIdqbb+30DkQQOFwYBbosg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5pVrgwdChw+DIBu5pBbzOZr4kKKZyFt8fFkF7+317LLsHMnsHEj8Mwz/BOfNRo1EhK4fSbHj6/F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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[18.0, 10])\n", "plt.plot(d['t'], ConditionSignal(d.Ch1),'b',d['t'],\n", " ConditionSignal(d.Ch2), 'g',d['t'],ConditionSignal(d.Ch3), 'k', d['t'], light, 'r--') \n", "plt.title('Ch1, Ch2 and Ch3 (uV) vs time (s)')\n", "\n", "plt.annotate('lights on', xy=(5, -3), xytext=(5, -4),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "plt.annotate('lights off', xy=(40, -3), xytext=(40, -4),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "plt.fill_between(d['t'], min(light), light, facecolor='yellow', alpha=0.5)\n", "plt.ylim((-5,5))\n", "\n", "plt.show()\n", "\n", "####################\n", "\n", "fig = plt.figure(figsize=[18.0, 10])\n", "plt.plot(d['t'], ConditionSignal(d.Ch1-d.Ch2),'b', d['t'],light, 'r--') \n", "plt.title('Ch1-Ch2 (uV) vs time (s)')\n", "plt.xlabel('time from beginning of recording (s)')\n", "plt.ylabel('voltage (uV)')\n", "plt.fill_between(d['t'], min(light), light, facecolor='yellow', alpha=0.5)\n", "plt.ylim((-5,5))\n", "plt.savefig('plantPlot3.png')\n", "plt.show()\n", "\n", "\n", "######################\n", "fig = plt.figure(figsize=[18.0, 10])\n", "plt.plot(d['t'], ConditionSignal(d.Ch1-d.Ch3),'b', d['t'],light, 'r--') \n", "plt.title('Ch1-Ch3 (uV) vs time (s)')\n", "plt.fill_between(d['t'], min(light), light, facecolor='yellow', alpha=0.5)\n", "plt.ylim((-5,5))\n", "plt.show()\n", "\n", "\n", "fig = plt.figure(figsize=[18.0, 10])\n", "plt.plot(d['t'], ConditionSignal(d.Ch2-d.Ch3),'b', d['t'],light, 'r--') \n", "plt.title('Ch2-Ch3 (uV) vs time (s)')\n", "plt.fill_between(d['t'], min(light), light, facecolor='yellow', alpha=0.5)\n", "plt.ylim((-5,5))\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Fire test\n", "Where we did an experiment by applying a flame to a leave." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [], "source": [ "d = pd.read_csv('plantdata/20160309194459_PlantTest4firetest.easy',delim_whitespace=True)\n", "d.columns = ['Ch1','Ch2','Ch3', 'Ch4','Ch5', 'Ch6','Ch7','Ch8', 'Flag','unix time']\n", "# demean the data in Ch1 column. Divide by 1000 to go from nV to uV (from nano to micro volts)\n", "d.Ch1=d.Ch1/1000.-d.Ch1[0]/1000. # go to uV\n", "d.Ch2=d.Ch2/1000.-d.Ch2[0]/1000. # go to uV\n", "d.Ch3=d.Ch3/1000.-d.Ch3[0]/1000. # go to uV\n", "\n", "fs=500 # samples /second ... This is Starstim's sampling rate\n", "\n", "# create a time column in seconds from beginning of file\n", "d['t']=(d['unix time']-d['unix time'][0])/fs \n", "\n", "# create a variable to hold the state of light stimulation: on or off\n", "# we will call this variable \"u\"\n", "u=np.copy(d.Flag)*1.\n", "s=0 # to start with, light was off\n", "\n", "for n, val in enumerate(d.Flag):\n", " # if we see a flag equal to 2, light is off\n", " if d.Flag[n] == 2.:\n", " s=0\n", " # if flag is one, light is on\n", " elif d.Flag[n]==1.:\n", " s=1\n", " u[n]=s\n", "\n", "light=u*20-10" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ERERERKbhYIKIiIiIiIiITJNQHwdnFg0Gg/XxsM7RDKSm4pDHA5/DoazjSHk5shcsgM1m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\ntKxcOeI1Rxcm2lasQOXdd9v8vE1LlqB+zRqbn1csvZmZyF27V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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[18.0, 10])\n", "plt.plot(d['t'], ConditionSignal(d.Ch3-d.Ch1) ,d['t'], light, 'r--') \n", "\n", "plt.title('Ch3-Ch1 (filtered) (uV) vs time (s)')\n", "\n", "plt.annotate('fire on', xy=(25, -2), xytext=(25, -4),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "plt.xlabel('time from beginning of recording (s)')\n", "plt.ylabel('voltage in Channel 3 -Channel 1 (uV)')\n", "plt.ylim((-5,5))\n", "\n", "plt.xlim((10, 250))\n", "plt.fill_between(d['t'], min(light), light, facecolor='red', alpha=0.3)\n", "plt.savefig('plantPlot2fire.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Last data acquisition (March 29 2016)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/giulio/anaconda2/lib/python2.7/site-packages/ipykernel/__main__.py:8: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] }, { "data": { "image/png": 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FJNI9ezaaKx5K6DF7QhppSO9zm0dBbCvK8IwZOPjsfJnBhbQtWIATqx+QjmFF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "got light\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got light\n", "got dark\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n", "got dark\n", "got light\n" ] } ], "source": [ "d = pd.read_csv('plantdata/20160329205452_PlantTest5onoff-4.easy',delim_whitespace=True)\n", "d.columns = ['Ch1','Ch2','Ch3', 'Ch4','Ch5', 'Ch6','Ch7','Ch8', 'Flag','unix time']\n", "# demean the data in Ch1 column. Divide by 1000 to go from nV to uV (from nano to micro volts)\n", "d.Ch1=d.Ch1/1000.-d.Ch1[0]/1000. # go to uV\n", "d.Ch2=d.Ch2/1000.-d.Ch2[0]/1000. # go to uV\n", "d.Ch3=d.Ch3/1000.-d.Ch3[0]/1000. # go to uV\n", "\n", "d.Flag[0]=1;\n", "D= detrend(d.Ch3-d.Ch1)\n", "\n", "fs=500 # samples /second ... This is Starstim's sampling rate\n", "\n", "# create a time column in seconds from beginning of file\n", "d['t']=(d['unix time']-d['unix time'][0])/1000.\n", "\n", "# create a variable to hold the state of light stimulation: on or off\n", "# we will call this variable \"u\"\n", "u=np.copy(d.Flag)*0.\n", "s=0 # to start with, light was off\n", "\n", "for n, val in enumerate(d.Flag):\n", " # if we see a flag equal to 2, light is off\n", " if d.Flag[n] == 2.:\n", " s=0\n", " # if flag is one, light is off\n", " elif d.Flag[n]== 1.:\n", " s=1\n", " u[n]=s\n", " \n", "light=u*20-10 \n", "d.Ch1=ConditionSignal(d.Ch1)\n", "\n", "\n", "fig = plt.figure(figsize=[18.0, 10])\n", "plt.plot(d['t'], ConditionSignal(d.Ch1),'b',d['t'],\n", " ConditionSignal(d.Ch2), 'g',d['t'],ConditionSignal(d.Ch3), 'k', d['t'], light, 'r--') \n", "plt.title('Ch1, Ch2 and Ch3 (uV) vs time (s)')\n", "plt.fill_between(d['t'], min(light), light, facecolor='yellow', alpha=0.5)\n", "plt.ylim((-5,5))\n", "\n", "plt.show()\n", "\n", "\n", "# simple averaging initialization\n", "AverageLight=np.zeros(fs*8)\n", "countLight=0\n", "AverageDark=np.zeros(fs*8)\n", "countDark=0\n", "\n", "AverageLightStack=detrend(d.Ch1[0:0+fs*8])*0.0;\n", "AverageDarkStack=detrend(d.Ch1[0:0+fs*8])*0.0;\n", "\n", "\n", "#for n, val in enumerate(d.Flag[0:]):\n", "for n in range(0,259*np.int(fs)):\n", " # if we see a flag equal to 2, light is off\n", " if d.Flag[n] == 2.:\n", " print \"got dark\"\n", " AverageLight[:] =AverageLight[:] + detrend(d.Ch1[n:n+fs*8])\n", " AverageLightStack=np.vstack((AverageLightStack, detrend(d.Ch1[n:n+fs*8])))\n", " countLight +=1\n", " \n", " if d.Flag[n] == 1.:\n", " print \"got light\"\n", " AverageDark[:] =AverageDark[:] + detrend(d.Ch1[n:n+fs*8])\n", " AverageDarkStack=np.vstack((AverageDarkStack, detrend(d.Ch1[n:n+fs*8])))\n", " countDark +=1\n", "\n", "AverageLight=AverageLight/countLight;\n", "AverageDark=AverageDark/countDark;\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wu916+OGH9dBDDzGgRa2JiorStGnTdNppp+n0009XRkaG7SQAsIJB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we plot here the average responses for the two conditions. Yellos is lights on.\n", "fig = plt.figure(figsize=[18.0, 10])\n", "theTime=np.arange(fs*8)/(fs*1.0)\n", "plt.plot(theTime, (AverageLight),'y',theTime,\n", " (AverageDark), 'k') \n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let us put error bars also with the \"standard error of the mean\":" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Compute the mean of the \"stacks\"\n", "AveDark= np.mean(AverageDarkStack,axis=0)\n", "AveLight= np.mean(AverageLightStack,axis=0)\n", "\n", "## compute also the standard error of the mean (sigma / sqrt(N))\n", "stdDark=np.std(AverageDarkStack,axis=0)/np.sqrt(AverageDarkStack.shape[0])\n", "stdLight=np.std(AverageLightStack,axis=0)/np.sqrt(AverageLightStack.shape[0])" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SO939R3P3f0zSP7j7zzagvhUxs6X/MiG3detWJZNJJZNJ7dq1i446AjM+ntHT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the average evoked responses with error bars.\n", "fig = plt.figure(figsize=[18.0, 10])\n", "plt.errorbar(theTime,AveLight, yerr=stdLight,color='y')\n", "plt.errorbar(theTime,AveDark, yerr=stdDark, color='k')\n", "\n", "plt.xlabel('time from maker (s)')\n", "plt.ylabel('Average voltage in Channel 1 (uV) with standard error of the mean')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusions\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have plotted the data and looked at the average response in the two conditions. The resulting average responses (evoked potentials in EEG lingo) are different in several points. However, this experiment should be repeated several times to assess if this is just a statistical fluctuation or if it is robust." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Stefano Mancuso and Alessandra Viola, Brilliant Green: The Surprising History and Science of Plant Intelligence,Island Press (March 12, 2015)\n", "- JÖRG FROMM & SILKE LAUTNER, Electrical signals and their physiological significance in plants, Plant, Cell and Environment (2007) 30, 249–257 \n", "- The secret life of plants, https://www.quantamagazine.org/20131216-the-secret-language-of-plants/\n", "- Seyed A. R. Mousavi, Adeline Chauvin, François Pascaud, Stephan Kellenberger & Edward E. Farmer, GLUTAMATE RECEPTOR-LIKE genes mediate leaf-to-leaf wound signalling, Nature 500, 422–426 (22 August 2013) \n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Annex: some needed functions for filtering" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plotSpectrum(signal):\n", " fs=500\n", " fig = plt.figure(figsize=[18.0, 10])\n", " f, Pxx_den = periodogram(signal, fs,nfft= 4*fs)\n", " plt.semilogy(f, Pxx_den)\n", " plt.ylim([1e-3, 1e3])\n", " plt.xlabel('frequency [Hz]')\n", " plt.ylabel('PSD [nV**2/Hz]')\n", " plt.xlim((0,80))\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yrVvN/y+/RE+W/WX2bHj88drvH04XjRXZj0zy9aGLW26BVauiftpqibYu1q0L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\nlnmwDezUl2cnPgtA+ZjZfLb3K6B2gn7u6rm8u/Nd2scmEf/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def butter_lowpass(cutoff, fs, order=5):\n", " nyq = 0.5 * fs\n", " normal_cutoff = cutoff / nyq\n", " b, a = butter(order, normal_cutoff, btype='low', analog=False)\n", " return b, a\n", "\n", "def butter_lowpass_filter(data, cutoff, fs, order=5):\n", " b, a = butter_lowpass(cutoff, fs, order=order)\n", " y = filtfilt(b, a, data) # back and forth\n", " return y\n", "\n", "# def butter_highpass(cutoff, fs, order=5):\n", "# nyq = 0.5 * fs\n", "# normal_cutoff = cutoff / nyq\n", "# b, a = butter(order, normal_cutoff, btype='high', analog=False)\n", "# return b, a\n", "\n", "# def butter_highpass_filter(data, cutoff, fs, order=5):\n", "# b, a = butter_highpass(cutoff, fs, order=order)\n", "# y = filtfilt(b, a, data)\n", "# return y\n", "\n", "\n", "def butter_bandpass(cutoff1, cutoff2, fs, order=5):\n", " nyq = 0.5 * fs\n", " normal_cutoff1 = cutoff1 / nyq\n", " normal_cutoff2 = cutoff2 / nyq\n", "\n", " b, a = butter(order, [normal_cutoff1,normal_cutoff2], btype='band')\n", " return b, a\n", "\n", "def butter_bandpass_filter(data, cutoff1,cutoff2, fs, order=5):\n", " b, a = butter_bandpass(cutoff1,cutoff2, fs, order=order)\n", " y = filtfilt(b, a, data)\n", " return y\n", "\n", "\n", "\n", "# Filter requirements.\n", "order = 6\n", "fs = 500.0 # sample rate, Hz\n", "cutoff = 5 # desired cutoff frequency of the filter, Hz\n", "\n", "# Get the filter coefficients so we can check its frequency response.\n", "b, a = butter_lowpass(cutoff, fs, order)\n", "\n", "# Plot the frequency response.\n", "w, h = freqz(b, a, worN=8000)\n", "plt.subplot(2, 1, 1)\n", "plt.plot(0.5*fs*w/np.pi, np.abs(h), 'b')\n", "plt.plot(cutoff, 0.5*np.sqrt(2), 'ko')\n", "plt.axvline(cutoff, color='k')\n", "plt.xlim(0, 0.5*fs)\n", "plt.title(\"Lowpass Filter Frequency Response\")\n", "plt.xlabel('Frequency [Hz]')\n", "plt.grid()\n", "\n", "\n", "# Demonstrate the use of the filter.\n", "# First make some data to be filtered.\n", "T = 5.0 # seconds\n", "n = int(T * fs) # total number of samples\n", "t = np.linspace(0, T, n, endpoint=False)\n", "# \"Noisy\" data. We want to recover the 1.2 Hz signal from this.\n", "data = np.sin(1.2*2*np.pi*t) + 1.5*np.cos(9*2*np.pi*t) + 0.5*np.sin(12.0*2*np.pi*t)\n", "\n", "# Filter the data, and plot both the original and filtered signals.\n", "y = butter_lowpass_filter(data, cutoff, fs, order)\n", "\n", "plt.subplot(2, 1, 2)\n", "plt.plot(t, data, 'b-', label='data')\n", "plt.plot(t, y, 'g-', linewidth=2, label='filtered data')\n", "plt.xlabel('Time [sec]')\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.subplots_adjust(hspace=0.35)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def ConditionSignal(D):\n", " D1= butter_lowpass_filter(detrend(D), cutoff=1, fs=500, order=6)\n", " D1= butter_bandpass_filter(detrend(D1), cutoff1=.05, cutoff2=0.5, fs=500, order=2)\n", " return D1\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ANNEX: Equipment for EEG and stimulation from Neuroelectrics (Starstim)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from IPython.display import IFrame\n", "IFrame('http://neuroelectrics.com', width='100%', height=350)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "this is the Matlab timer program we used for 10 seconds pauses:\n", "\n", "% A simple Matlab program to play a gong (high or low for lights on or\n", "% lights off) every 10 seconds\n", "\n", "load gong.mat; % load sound sequence (for a gong)\n", "\n", "for n=1:1000\n", "sound(y, 2*Fs); % play low gong (2x frequency)\n", "pause(10) % pause for 10 seconds\n", "sound(y, 5*Fs); % play high gong (5x frequency)\n", "pause(10) % pause for 10 seconds\n", "end\n", "\n" ] } ], "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": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }