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Simple Linear Regression comparing NFL Quarterback Win Percentage vs. Touchdown to Interception ratio using data collected from Pro-football-reference.com
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{"metadata": {"kernelspec": {"language": "python", "display_name": "Python 3", "name": "python3"}, "language_info": {"nbconvert_exporter": "python", "codemirror_mode": {"version": 3, "name": "ipython"}, "pygments_lexer": "ipython3", "file_extension": ".py", "version": "3.4.3", "mimetype": "text/x-python", "name": "python"}}, "nbformat_minor": 0, "cells": [{"metadata": {}, "cell_type": "markdown", "source": "## NFL QB Analysis ######\n## How Correlated is a Quarterback's Win Percentage and TD/INT Ratio?\n==================================================================================================\n\n###I looked at this question as simply as possible. Run a quick linear regression on enough data points and see what happens. \n###To do that, I needed data. I grabbed the last 5 seasons of QB passing data from [Pro-Football-Reference](http://www.pro-football-reference.com/ \"Title\").\n\n###I should mention Python is the best tool for data analysis. Anyone who tells you different is lying to themselves. If you're unfamiliar time to get familiar."}, {"outputs": [], "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "execution_count": 1, "source": "# some preparation stuff\n\nimport numpy as np\nimport pandas as p\nimport seaborn as sns\nsns.set_style('whitegrid')\nsize=(14,10)\n\nimport matplotlib.pyplot as plt\nimport matplotlib\n%matplotlib inline\n\nimport plotly.plotly as py\nfrom plotly.graph_objs import *\nimport re\n\nfilepath = r\"C:\\Users\\Owner\\Documents\\_Machine_Learning_Education\\\\\"\nfolders = ['pro_football_Reference','pro_football_Focus','team_rankings']"}, {"outputs": [], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 2, "source": "# import data; in this case from pro football reference\n\ndat_10 = p.read_excel( filepath + folders[0] +'\\\\qb_passing_stats.xlsx', sheetname='2010', parse_cols=[n for n in range(1,31,1)] )\ndat_11 = p.read_excel( filepath + folders[0] +'\\\\qb_passing_stats.xlsx', sheetname='2011', parse_cols=[n for n in range(1,31,1)] )\ndat_12 = p.read_excel( filepath + folders[0] +'\\\\qb_passing_stats.xlsx', sheetname='2012', parse_cols=[n for n in range(1,31,1)] )\ndat_13 = p.read_excel( filepath + folders[0] +'\\\\qb_passing_stats.xlsx', sheetname='2013', parse_cols=[n for n in range(1,31,1)] )\ndat_14 = p.read_excel( filepath + folders[0] +'\\\\qb_passing_stats.xlsx', sheetname='2014', parse_cols=[n for n in range(1,31,1)] )"}, {"outputs": [{"metadata": {}, "data": {"text/plain": " QB Tm Age G GS Win Loss Tie Cmp Att ... Y/G \\\n0 Matthew Stafford DET 23 16 16 10 6 0 421 663 ... 314.9 \n1 Drew Brees* NOR 32 16 16 13 3 0 468 657 ... 342.3 \n2 Tom Brady* NWE 34 16 16 13 3 0 401 611 ... 327.2 \n3 Eli Manning* NYG 30 16 16 9 7 0 359 589 ... 308.3 \n4 Philip Rivers* SDG 30 16 16 8 8 0 366 582 ... 289.0 \n\n Rate QBR Sk Yds.1 NY/A ANY/A Sk% 4QC GWD \n0 97.2 64.39 36 257 6.84 6.98 5.2 3 4 \n1 110.6 82.98 24 158 7.81 8.23 3.5 3 4 \n2 105.6 72.96 32 173 7.87 8.25 5.0 2 3 \n3 92.9 60.58 28 199 7.67 7.45 4.5 7 8 \n4 88.7 63.38 30 198 7.23 6.64 4.9 1 1 \n\n[5 rows x 30 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>QB</th>\n <th>Tm</th>\n <th>Age</th>\n <th>G</th>\n <th>GS</th>\n <th>Win</th>\n <th>Loss</th>\n <th>Tie</th>\n <th>Cmp</th>\n <th>Att</th>\n <th>...</th>\n <th>Y/G</th>\n <th>Rate</th>\n <th>QBR</th>\n <th>Sk</th>\n <th>Yds.1</th>\n <th>NY/A</th>\n <th>ANY/A</th>\n <th>Sk%</th>\n <th>4QC</th>\n <th>GWD</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Matthew Stafford</td>\n <td>DET</td>\n <td>23</td>\n <td>16</td>\n <td>16</td>\n <td>10</td>\n <td>6</td>\n <td>0</td>\n <td>421</td>\n <td>663</td>\n <td>...</td>\n <td>314.9</td>\n <td>97.2</td>\n <td>64.39</td>\n <td>36</td>\n <td>257</td>\n <td>6.84</td>\n <td>6.98</td>\n <td>5.2</td>\n <td>3</td>\n <td>4</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Drew Brees*</td>\n <td>NOR</td>\n <td>32</td>\n <td>16</td>\n <td>16</td>\n <td>13</td>\n <td>3</td>\n <td>0</td>\n <td>468</td>\n <td>657</td>\n <td>...</td>\n <td>342.3</td>\n <td>110.6</td>\n <td>82.98</td>\n <td>24</td>\n <td>158</td>\n <td>7.81</td>\n <td>8.23</td>\n <td>3.5</td>\n <td>3</td>\n <td>4</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Tom Brady*</td>\n <td>NWE</td>\n <td>34</td>\n <td>16</td>\n <td>16</td>\n <td>13</td>\n <td>3</td>\n <td>0</td>\n <td>401</td>\n <td>611</td>\n <td>...</td>\n <td>327.2</td>\n <td>105.6</td>\n <td>72.96</td>\n <td>32</td>\n <td>173</td>\n <td>7.87</td>\n <td>8.25</td>\n <td>5.0</td>\n <td>2</td>\n <td>3</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Eli Manning*</td>\n <td>NYG</td>\n <td>30</td>\n <td>16</td>\n <td>16</td>\n <td>9</td>\n <td>7</td>\n <td>0</td>\n <td>359</td>\n <td>589</td>\n <td>...</td>\n <td>308.3</td>\n <td>92.9</td>\n <td>60.58</td>\n <td>28</td>\n <td>199</td>\n <td>7.67</td>\n <td>7.45</td>\n <td>4.5</td>\n <td>7</td>\n <td>8</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Philip Rivers*</td>\n <td>SDG</td>\n <td>30</td>\n <td>16</td>\n <td>16</td>\n <td>8</td>\n <td>8</td>\n <td>0</td>\n <td>366</td>\n <td>582</td>\n <td>...</td>\n <td>289.0</td>\n <td>88.7</td>\n <td>63.38</td>\n <td>30</td>\n <td>198</td>\n <td>7.23</td>\n <td>6.64</td>\n <td>4.9</td>\n <td>1</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows \u00d7 30 columns</p>\n</div>"}, "output_type": "execute_result", "execution_count": 3}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 3, "source": "# test our import\ndat_11.head()"}, {"metadata": {}, "cell_type": "markdown", "source": "###For this particular analysis I only need the QB names, win/loss records, and touchdowns and interceptions"}, {"outputs": [{"metadata": {}, "data": {"text/plain": " QB Win Loss TD Int\n0 Matthew Stafford 4 12 20 17\n1 Drew Brees* 7 9 43 19\n2 Tony Romo 8 8 28 19\n3 Tom Brady* 12 4 34 8\n4 Andrew Luck* 11 5 23 18", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>QB</th>\n <th>Win</th>\n <th>Loss</th>\n <th>TD</th>\n <th>Int</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Matthew Stafford</td>\n <td>4</td>\n <td>12</td>\n <td>20</td>\n <td>17</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Drew Brees*</td>\n <td>7</td>\n <td>9</td>\n <td>43</td>\n <td>19</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Tony Romo</td>\n <td>8</td>\n <td>8</td>\n <td>28</td>\n <td>19</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Tom Brady*</td>\n <td>12</td>\n <td>4</td>\n <td>34</td>\n <td>8</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Andrew Luck*</td>\n <td>11</td>\n <td>5</td>\n <td>23</td>\n <td>18</td>\n </tr>\n </tbody>\n</table>\n</div>"}, "output_type": "execute_result", "execution_count": 4}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 4, "source": "# get columns of interest\ndat_10 = dat_10.ix[:,['QB','Win','Loss','TD','Int']]\ndat_11 = dat_11.ix[:,['QB','Win','Loss','TD','Int']]\ndat_12 = dat_12.ix[:,['QB','Win','Loss','TD','Int']]\ndat_13 = dat_13.ix[:,['QB','Win','Loss','TD','Int']]\ndat_14 = dat_14.ix[:,['QB','Win','Loss','TD','Int']]\n\n# check our data\ndat_12.head()"}, {"metadata": {}, "cell_type": "markdown", "source": "###Below I define a convenience function for quickly filtering out ineligible QB's. Everytime I use it I get a warning from pandas. I haven't been able to find a solution which doesn't trigger the warning although it has no effect on our analysis. If you know let me know otherwise the function works as expected."}, {"outputs": [{"text": "C:\\Users\\Owner\\Downloads\\Python_Installs\\WinPython-64bit-3.4.3.1\\python-3.4.3.amd64\\lib\\site-packages\\pandas\\core\\indexing.py:244: SettingWithCopyWarning:\n\n\nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n\nC:\\Users\\Owner\\Downloads\\Python_Installs\\WinPython-64bit-3.4.3.1\\python-3.4.3.amd64\\lib\\site-packages\\pandas\\core\\indexing.py:411: SettingWithCopyWarning:\n\n\nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n\n", "output_type": "stream", "name": "stderr"}, {"metadata": {}, "data": {"text/plain": " QB Win Loss TD Int win_loss_pct td_int\n0 Drew Brees 7 9 33 17 0.4375 1.941176\n1 Matt Ryan 6 10 28 14 0.3750 2.000000\n2 Andrew Luck 11 5 40 16 0.6875 2.500000\n3 Ben Roethlisberger 11 5 32 9 0.6875 3.555556\n4 Matthew Stafford 11 5 22 12 0.6875 1.833333", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>QB</th>\n <th>Win</th>\n <th>Loss</th>\n <th>TD</th>\n <th>Int</th>\n <th>win_loss_pct</th>\n <th>td_int</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Drew Brees</td>\n <td>7</td>\n <td>9</td>\n <td>33</td>\n <td>17</td>\n <td>0.4375</td>\n <td>1.941176</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Matt Ryan</td>\n <td>6</td>\n <td>10</td>\n <td>28</td>\n <td>14</td>\n <td>0.3750</td>\n <td>2.000000</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Andrew Luck</td>\n <td>11</td>\n <td>5</td>\n <td>40</td>\n <td>16</td>\n <td>0.6875</td>\n <td>2.500000</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Ben Roethlisberger</td>\n <td>11</td>\n <td>5</td>\n <td>32</td>\n <td>9</td>\n <td>0.6875</td>\n <td>3.555556</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Matthew Stafford</td>\n <td>11</td>\n <td>5</td>\n <td>22</td>\n <td>12</td>\n <td>0.6875</td>\n <td>1.833333</td>\n </tr>\n </tbody>\n</table>\n</div>"}, "output_type": "execute_result", "execution_count": 5}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 5, "source": "# define function to quickly sift through ineligible qbs\ndef eligible_qb( df ):\n '''\n function to remove qbs with nan's in win column; and less than 5 games responsible for\n \n and calc win/loss pct\n and calc td/int ratio \n '''\n df['QB'] = df['QB'].str.replace(r'[\\+*]', '') # remove extra characters\n df = df.dropna(axis=0) # drop na's\n df = df.query('Win + Loss >= 5') # at least 5 games recorded \n df.loc[:,'win_loss_pct'] = df['Win'] / ( df['Win'] + df['Loss'] )\n df.loc[:,'td_int'] = df['TD'] / df['Int'] \n frame = df[ np.isfinite(df['td_int']) ] # removing any lingering nan's, inf, etc\n return frame\n\n# use function\ntdint_10 = eligible_qb( dat_10 )\ntdint_11 = eligible_qb( dat_11 )\ntdint_12 = eligible_qb( dat_12 )\ntdint_13 = eligible_qb( dat_13 )\ntdint_14 = eligible_qb( dat_14 )\n\n# view data\ntdint_14.head()"}, {"metadata": {}, "cell_type": "markdown", "source": "### Some more convenience functions for the purposes of plotting the data."}, {"outputs": [], "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "execution_count": 6, "source": "# from pylab examples\n\ndef to_percent(y, position):\n # Ignore the passed in position. This has the effect of scaling the default\n # tick locations.\n s = str(100 * y)\n\n # The percent symbol needs escaping in latex\n if matplotlib.rcParams['text.usetex'] == True:\n return s + r'$\\%$'\n else:\n return s + '%'\n\ndef plot_tdint_scatter( df, title ):\n '''\n custom scatter plot for qb data vs win pct\n '''\n fig = plt.figure(figsize=size)\n x = df['td_int']\n y = df['win_loss_pct']\n \n plt.scatter( x=x, y=y )\n # label xy axis\n plt.title( '{} NFL Season'.format( title ), fontsize=18 )\n plt.xlabel( 'QB TD/Int Ratio', fontsize=14 )\n plt.ylabel( 'QB Win Pct (min. 5 games)', fontsize=14 )\n # set ylim to 0\n plt.ylim(0)\n plt.xlim(0)\n # set quadrant lines\n plt.axhline(y=0.5)\n plt.axvline(x=(0.5*max(x)))\n # add labels\n labels = [ '{0}'.format(qb) for qb in df['QB'] ]\n for label, xval, yval in zip( labels, x, y ):\n plt.annotate(\n label,\n xy = (xval, yval), \n xytext= (40, 40),\n xycoords='data',\n textcoords='offset points',\n ha = 'center',\n rotation = 27,\n arrowprops=dict(arrowstyle=\"->\") ) \n # format y axis\n formatter = matplotlib.ticker.FuncFormatter(to_percent)\n loc = matplotlib.ticker.MultipleLocator(base=.1) # this locator puts ticks at regular intervals\n plt.gca().yaxis.set_major_locator(loc)\n # Set the formatter\n plt.gca().yaxis.set_major_formatter(formatter)\n plt.show()"}, {"metadata": {}, "cell_type": "markdown", "source": "### With that out of the way we can now look at the data visually. In 2010 Brady was clearly the best QB in football and it's not even close."}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xa71a400>", "image/png": 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ifuA2oB+wDTCG1Gzhj4su+uG9zc0zpyy55M8YP/40pk175en6+hk/iYhdI+Ll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\nAlPQEhERERERKbD/Bw3TDRNI8xmLAAAAAElFTkSuQmCC\n"}, "output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 7, "source": "# 2010 season\ntitle = '2010'\nplot_tdint_scatter( tdint_10, title ) "}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xa71ac50>", "image/png": 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KhWVn4rhCoVDYhtRs28zMzKaDp0eamdkMKRQK6wJti8XiVCtCTuW4dsDOwCPF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\nvT7HRkTEpi0tbRERMSYkPQe4DdiHkkTtAXwYOAa4UdI2fYe8hZLYTQKmA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"output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 8, "source": "# 2011 season\ntitle = '2011'\nplot_tdint_scatter( tdint_11, title ) "}, {"metadata": {}, "cell_type": "markdown", "source": "### Looking at the 2012 season we can clearly see how competitive it was as several QB's are in the upper right quandrant indicating a better than average td/int ratio and a winning record on the season. Of course Brady is there but surprisingly Kevin Kolb is there as well as Alex Smith."}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xacf7550>", "image/png": 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VQsBXgAuyilVLLQdcWFXVlsCjjUbjv60e0OTUyRogiBTGQcBAYA2g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\naaOyhz6Pn5AtA9wOPAZs+tZbbwFcb2aXm9nC0jHzbFQEUl9BURSdimL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exRd974sv/L4c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\ngKvqur6vM09eVdWiwENVVa0NzFbX9fkOpOzTSJpP0v6SZirDdmeV9HPgZ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"output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 9, "source": "# 2012 season\ntitle = '2012'\nplot_tdint_scatter( tdint_12, title ) "}, {"metadata": {}, "cell_type": "markdown", "source": "### In 2013 we can see how much of an outlier season Nick Foles and Josh McCown had in terms of td/int ratio. It's so drastic it pushes all the greats including Peyton Manning into the upper left quadrant. "}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xb331358>", "image/png": 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1I+IbkpYl/0585ZprrgGYh5zRegQ8g9XdOXXQbBYpH64vAWqSfltmrI4mZyi2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\nQCsiIiIiIqLDEmhFRERERER02P8B40427LC5jzQAAAAASUVORK5CYII=\n"}, "output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 10, "source": "# 2013 season\ntitle = '2013'\nplot_tdint_scatter( tdint_13, title ) "}, {"metadata": {}, "cell_type": "markdown", "source": "### Let's look at the 2013 season with their names removed. Also look at how terrible Brandon Weeden was. Just saying it's comically bad. "}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xb3a14e0>", "image/png": 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v5c3N6b9RVdXqVVWt3EmH+yLwJcjMl6Szycc2L7AMcAH5d70YWB24UtKWbsJh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\nKfV9IzC0Cy/mt04kIt6TdH5EvDqVx7pM4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BL4XUScWwK3LwJ3kuu4HoyI6yWdSWbNcCGN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\n3SDJAAAAAElFTkSuQmCC\n"}, "output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 11, "source": "# modify 2013 data set to remove Foles, McCown\ntdint_13_adj = tdint_13[ (tdint_13['QB'] != 'Nick Foles') & (tdint_13['QB'] !='Josh McCown') ]\nplot_tdint_scatter( tdint_13_adj, title ) "}, {"metadata": {}, "cell_type": "markdown", "source": "### In the 2014 season Aaron Rodgers stands out mostly due to his incredible numbers he put up at home. I was suprised to see that Carson Palmer won all of his starts before the injury. That's crazy. Also, look at all the QB's who performed better than Jay Cutler based on win pct: Teddy Bridgewater, Kyle Orton, Brian Hoyer, Shaun Hill, Austin Davis... wow."}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xa71a978>", "image/png": 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ELB8R25PzzTeQ1OjMGzMzaxK+IJiZmTVYGZWr1KVcDgR+Bqwq6WfkfPEXJc0X\nES8BDwOrRsTZDTpkMzNrMg7szMzMGqyMylXLXPEdgSowCvgD8FXgNeAFYCdJw4BVgYcadLhmZtaE\nHNiZmZn1sDJC169W5bIUDNuMnCfeDxgAHA+MBH5IjtjdCmxHFhUbDpzW80duZmbNyoGdmZlZD5JU\n6786rsyRGwesAuwP/C4izpN0PDmv7i7g38A3gJuBA4COiBjbaV9mZtbHObAzMzPrZpIWA96IiDdL\nUZQZgQOBtYDHyNG3+xjfd/UOYCOgDbgdeA94NCI+LvvrTwZ4DurMzAxwYGdmZtZtJC0BHASsCIyU\ndFFE3En2ZZ0f2AI4EtgKeBpYQtIXgL8DawL9I+Jd4Lb6/fbFRuVmZjZxbndgZmY2nUmaU9KlwCnA\nvRGxAjlvbo2yymzAbRHxHnAS2b/1b8BQYN2I+AA4PCL+0eMHb2ZmLcmBnZmZ2fS3JPBF4NCIOKMs\nexx4sfw8CpgPICJGkVUw3yZbHFxYlo+tNSo3MzObFKdimpmZTX+PAr8DNpU0GxmwLQfsXypiXgN8\nX9LlwKLATcArEfEhZNXMiKh6Dp2ZmU0uB3ZmZmbTWUS8KWk4cC6wIdmyYGVgPeB7ZIrm94FNgPsj\n4sVO21d79ojNzKzVObAzMzObCrVWA7XRNUlfB56KiFrj8EeAy4ABEXEPcA9wpqT9AAEzRcT1tX0B\neITOzMymlnP3zczMpkBpNVAfhM1Svq8C7FRbr1Sz/AuwuKQ16nZxekQc2Snt0q0LzMxsmjiwMzMz\nmwx1o2rjyuNBkn4IHFtWeQy4v35d4EngIWCJ2n5qaZZ1+3PapZmZTTOnYpqZmU2G2oiapE2AbwFn\nAH8CzpG0A1kF872yeqVs86akkyJizIT2Z2ZmNj14xM7MzKwLY8eO/dRjSStLOgz4OvAasAcwF7A7\nMDewNLCUpJnqG4jXgjq3LjAzs+7ki4yZmVkhqb+krQBmmGGG2rL5y9NtwObA8RHxYzLFckNgVESc\nAjwLjIuIj7oK4jxCZ2Zm3cmBnZmZGSBpf+BvwOqSZnziiSeQdAMwTNKFZNrl68DiZZN2YF5gs/L4\nEGCOWjGUHj58MzPr4xzYmZlZnybpO5L+CewN3BARP4iIj6+++mqAiyJiU6A/sDFwI7CDpBnJQil/\nB0aWSpn7Aq8CMzfidZiZWd/m4ilmZgaM78vWDfutFRJpuuqPkgYDCwB7AYsBK0iaF+i/7rrrQo7K\nAZwIXAA+twJKAAAgAElEQVSsSQZzK0fEP4DL6/b1Z+DB+vl1k/H7u+U9NzOzvscjdma9XK3nVu3D\ntVlnXfRlm177rZTApdqMQR1ARLxTesrdDzwNzEQGb++UVVYq32cF/l16021ZgjrgU4HrfVMS1JVt\nHNSZmdn/qF2bp4QDO7NeqnPPLWDGBh6ONbG6vmxrSzpc0oDptN9qRHRIGiDpB5I2ldTMmSIPAY8A\nqwMfr7LKKgCrSvorcARwHkBEvABTNxIp6TNdLNtb0obTfPRmZtby6q4ttWvzQpJmmpxtm/kCa2ZT\noRRuqNb13Pom8H/AX4FfNfLYrDlI6h8R42ppgJKWA44C3gW+CTwMXDUV+60A/Wr7Lot3JqtJzgGs\nDQyRdEkzjuCVapbtgIBtlltuOYCfAMtExD1drD8lAV1/4KfAU8AF5SLdPyI+IEcDfaPVzKwPK9eJ\njtq1RdIKwPHAf4FLgT9Pah++kJj1EnXpdNW6ZdsB3wMOBF6XNHeDDs+aQCn48cldwLo0wG2AeyJi\ne2A/YPvaulOw71rK5bi6qpBzAKcAI8u+/0wGTZ+fPq+oWzxGti2Y98MPPwQYUwvqpiYtpmw3Y3nP\n/w2sImkt4HxgzxIALwQ0XaBrZmY9JyLGRURVaR3gcOBk4PvA3JImWZjLgZ1ZCys9txaATw3Zry9p\nc0kDgRXIQg/fBL4N7FP+WFgfImlTgIj4uDxuk3S5pB9J+hzwFvBmWWcYsDLZr21y9l1LGamNEO8J\njJD0a3Ik6nRgrbL638uyNZu1WXd5jy6NiGMHDBjwqRslUzp/rn6fkgYBi5JpnnMCJwHLkBfsf5Hz\n+szMrI+Q1K++/oGkOSWdTV4fXgAWBJYDriWvHWdNap9NeWE1s0krHxT3BfYpj2eVdBFZ3e/L5Jyg\nP5KjJPcDm5CjJVP14dRaUwnwZy3z3GoXje2AW4HlyRL+HwOLSFpV0vJkyf7dJrHfGeB/RogPAjYg\nbyS0A78m56WtI2mBiHiSTPN8GWjaYj4R8RZAR8eU1zUpBWP6d1o2P3B1efhnYHvgReAg8qK9FfBK\nWdfXZTOzPiAiOsoI3aLlujEPsDRwWUT8h7yePhkRawFnArNPatTOFxCzFlNG6SoR8R6ZNjaDpJWB\nucm0sW8CbwMbAbMD6wBLAFcA7wNPNuTArceUu4C14jljyPly+0XEa2Qgd19EnAncRP67CeAO4DDg\nh+To7gKSlui033lrE7gjYmxZtrOk7csqswBnR8SoiPgdMB8wF9n0+8iyzrkRcd3Ujn71pH79pvwS\nWZeOOlDSOiWldS5gUEScGBGHA68Bm0TEf8neeU8wvsm5UzLNzHqh+mtzebywpAuAc8lr7ypkAPcV\ngIh4E1hb0mVkSuaJEfH+xH6Hi6eYtZBa0Yvy88zkB+Yvkh/W/0RW8LuX/ANwJPl//Fzgq+SH+Vsb\ncuDWY+r7oklaEngd+AD4uqS7ySIp3wIuBv5Cjuy+R6ZMVsniHusDD5ATtpE0OzAWOI68abCfpGXI\ntJB24MkygjwrsKSkO8uNh/ay7wPJoK/XlfevLxhT9/hHwNeBN4BvkEWLXpC0VkQMB54Hdizv0+OS\njgAOLXPxPm7MKzEzs+5Qd6O1dm0eEhGjgU3Jz3GXAb8k2+ucAbwn6ZsRcSWZljlPRNw9Ob/LgZ1Z\nk5O0O/BqRFxdRgJWJQuizAL8jkzpWpycF3UtOQLzT/KPQTtwU0T8qSEHbz2iPpgrVS7nA3YHdiBT\nLq8Afgb8mLyQ7Cdp1Yi4S9INZLGQGcig7TTy38/uQD9JXyfn4L0NnAD8SdnUe2XgHuAXZOC2Qdmu\nDTirzN17ouz7g4io9YXrFSQNjIgxJRV1XAnoNiQD4znJ93l5Ml16TeA64ERJtwIrAlcCT0saSgZ+\nDzuoMzPrPSQtDLxcMmeQtCCZEfMdsmjWJsDjwJbkDb8/k5lVDwNfAq6MiGfJ6+inbu5PiAM7syYl\naUfyg/nLZLlbJC1OjrCcSY6grEn2p3uU/CNxBjl/50jgdxFxTc8fufWUzncBy7JVyX8H55PFOfYg\n03F/Qzbd3hA4m7yw3BURN9Tt8jZJI0sJfiR9kZwntwRZyfJ1sm3GPmRgUiX/rd1CjgrfRo5WbQo8\nFBFPTf9XPf1VKpVZq9XqW5OzrqTFyNc4SNJ5wO3kqNyBZAD9HlkM5ShyHuFr5Hu+Bxn0rQxsFxFv\nlP2NAQ6MiOem64syM7OGKYXq9iXb3Dwk6XvATsA5wNhy034YcBF5c35m4Fjyhvzvu7oZOjlTGBzY\nmTUZZQPj28k7ND+OiIfqnl4MGBgR15UP9UPJVMzRZPWkOYBfNmOPMJv+6tI6FiGrK46MiMskPQt8\nHBEfSrqLDDxWAy4kg4pd6vdT5mxWy+TtYyVdR865G0UGK58n7ywuTbZDuIe8ID1KztmcsTx3Qzmm\na7v5pU83lUplNXL0++aJrSdpDuAYsgDRZWRQux15Z3UeYLGI+GVZdxOyfcTvJf2c/D/aFhG3ASPK\nOv2BakR8CDioMzPrBWoZNBFxm6SdgdUkPUxmU/06Ii6W9ABwVUQsJOmPZFuDFYALI+Lhzvuakt/v\n4ilmTaT8J/6A/LD4SEQ8VApW/FTS+uQH6bckrVj+sy9GBnVXAcdHxIMO6nqvMvG6f93jWcpdv5PJ\nfwd7StqNTO37SrlJcD85arQIcHt9UKf/7X04hEyp/B6wCzlHbGYyNeRsYIGyzpVkgPcssB45GrV3\nREyyeWqzqKQtgber1epEg7piA/I9PDgifkMGvPORaabDgNGSvlrWXRnYRdIj5HX2ayWoAz4JpMf1\ntvmGZmZ9UX3LgjIdYk5JRwFLAtuS6fdDgI/KOu1kCv+PImI34FcRsWZEnF2/36m5RnjEzqzBJpAz\nfThwR5nLtAyZ2nVHGYEZTs7VGU2ONBxVPpg/3qMHbj2qU+GcOckWBQuS1U/viYhjSxrm2RGxrKSf\nANtExPmSLiwVMT+1rzJncytgnYj4Ppk62E6mbZ5Oplb2B9aOiHMlXQ0cTKYdPknO4zy6ViGzVVQq\nlcFkS4ZrqtXqmxNbtzaaCdxJjkouIGk2sq3IF4EzJV1LjpgeR6aqHkvOr3spIl4s++lHjtBVffPF\nzKz1dS6eVZbNSKZg9iMLkf2e7GH6HNnDtZZd9QBwsKTTIuLxsm1/oGNarhEesTNrEEkrwqdzpsud\nnhki4gXgD+QH7q9GxCElZYuIOAX4AXBWee6ORhy/dT9lX7mjJc1egrA5JJ1KVtE6DegAbgTmljRn\nRNwFvCppf3Lu26sAtaCubk5e/Y2Eu4GVJG1V5n2NJVNGTiQneT9CNkaFTOVcBRgELBcRo1swqFuC\nrCJ74YSCuvpR0doFtvyffIQcnTwcOD0iFiaLouweETcCc0haLiI+joh7IuJFZXuSWmqOAzozsxZX\nreaf8hjf3maIpB9J+hJ5g1TkPPMxZE2EbcjpDWfWPbcFcD2Z+VHb37hpvU44sDNrgFIJb7hKnzBJ\nh5eRE8gP65Af3IeUuT1ImqE23F9SLm/q6eO2HrcDcAA5KgdZtOSRiFie7I22OtmD7h0yWIEs7PFW\nRHQujFK7cfA1SRvUpWE+RwaBbZK+SxZeWSsirgDuJStzDZE0S0S8DmwcES9ExPPd+Lq7RaVSWRv4\nbLVavaxarf5PikvnwHf06NGfWk4G1PcBZ0TE38qy5YC7ys/LRsQDdftzyqWZWS8h6UuSzrn11lvr\nl+1Itg5akJzCcCFwHpkVAvAgOX9uRbIY3jXAnJL+BrxJVjafbhzYmfWQ+vlREfE2eefmAEkzkHds\nrizPdZRUuVfJaoPDyvKxvuPfuykNrlt0A5nat0lJ/3uG7G9zHNmbbkdyhO2/ZP+4z0TE/RFxft0+\nK+X7LpKWZXyJ5fnqfs9NZOuMnckgMsq/wSvLMcxIpn4SEaOm+wvvZpVKpX+lUtkaeKFarf7PCHfn\n6qKS2iTdduaZZyJphRjfSuK/5JzFpSWdIukaMsA+vzw/ui4IxP9fzcxan6TlJZ1LViW/684776TM\noYOsGn1MROxLpuR/mWwP9L6kK8msmpOBc8tnv8fI+do/iYj9pnfWiwM7s24maQjkh8YyZD+PpC+T\noyQbkiMsi5F3/mtqE3EPIlO9rJeTtDVZHOdnyubzAPOShXTuJydgX0iOoJ1Jpkl+lizUcRNwRCm8\nU9tf7d9Q7e/83GQD1AuA2YHlyk0FAEqO/2lkY+3v1EatIuLCiNi8lgrcaiqVyuxkAHxDtVp9sqt1\n6gK6r0o6AfgacNDSSy8N8I0yJ6Lmb8BsZK+6QyNij4h4qm403aNzZma9RMmmugh4NCI2iYjfbrjh\nhpDXAci2Ux/AJ3//rwU+Q87DPhpYNyLOiFJ5OiKejIgDIuLe7jheF08x6yaSBpJ3bpYCTi938o8A\nNidHXo4iR0kOIIfmj5LUDpwfEc+UNK43yQ/z1vvdR1Za3IpsCA4wHNiCrHK5HZmjvyA5ijtL+X5G\n7Y5fp9LIlVoqIEBE/ELSTmQxnr8Ca5MpIp+U2o+IqyQNALaTNE9EvNKdL7h7jOpXqcy3TLVafahS\nqSxD9ge6sFqbFEFObo+6ZuCSViZvsixcFi0KnNjW1sYll1wyG7As5X2KiFckHRgRo8u2FaDigM7M\nrPeoK5z1JFnA7uKyfKcVVlgB4O9l1SuAH5SMrDXI68UREfEeeV2vL4oyyT5008qBndl0JmkmYDey\nRPwlEXGzpM+R5eg/HxHL1z5YKvuN7URWGawAp5CV9p5xGlfvVXfBqPci2R+tHzDk8ssvh0zzu5Js\nDP4yOZr2/fL9gnLh+GR/9cFF3SjUCmRw8yeyUerR5M2FjchRu5ciYmxd1c3LI+KSbnrpPeBvA4GH\nK5XKBsDoarV6NXxyYd0iIq6oBXWS5i9FUdrIXn/fINNafw+sMt9880EWoFlT0j21QLekXNZXQ/P/\nVTOzFleXefFJ9eKIuE/S82SP14WAMZVKBeD75Qb+ucBLwLeAV4DNSiGyT/REQFfT0MCulAS9gJzz\nMY78MDyOnK/QATxE9kaqv9Paj0xDWhb4ENg1Ip6UtBGZ2vYcsHUZ8vwV2az52Z57VdbXRcRHJcVt\nMWBhSauT/+G3BdaQNDAixkjajCwlfxNwZkRsR068tV5ME2g4GhHvS3qIDOAeKUHF2cDwyJYFcwJz\nlEDkzLKvT0oj188TK8tnIkeIVyKDw3vJu4k/JUvx/5ksuPII8GTdyF5LVbn8tLcqMHMV2B4YXq1W\nnwcoVUI3B+4r8+LayPehQ9IbwI/JoG6piHhB0t3AdmPGjIGcBP+ZzqOX5brUYxdrMzPrPuqi9VRd\ndsfvyakM10TE6e3t7dXtt99+GNnWYFMyfvlzjG9J1FUbqx7R6Dl2mwD9I2IN4Odk75+TgEMiYi1y\nBGPzTtt8A5gpIlYn5x+dVJbvRTaQfZG8C70s8LaDOutupVrlOZLOLaMjkEPzg8gP1TeSAdxSwB+B\n48tdoc2BRcqEWwd0fUTdSNruktZSNhGveQYYCay6xhprAFwNrCVp0Yi4KSL+UFuxruJitfzcUYK6\necsFZQYyXXMHcrL2Z8m/uT8nJ3JfC7xH3iBrSZVKZWClstEe+VUZCBcPguf7k6NsK84111zHSfon\nsDdwQ0T8oFykDwUuiohNyf+bG5P/T3cou74EeG3s2LFExEsR0eXcPDMz6x3qgrLtJG1fltWKhj1O\nplX2kzRfWXYZeU3dPyLeKzUU+pWbtw276dfowC6AWgn3oWRH9raIGF6ev5Fs7ldvDbKsKBExkvzg\nDPAu+UH6M+SHlQOBE7r16M3SOOAJcm7UeZL2BcaQ/cEWJRtRXgLsTo4S9Cdzs1+kjLxExEc9f9jW\nE2qVUOuqU25csgk2B75bvgCI7HnzT2Cu9vZ2yBG31SLiqbr91YqiVOrTRiQtIOkM4CpJa5HFeOYj\n++SsDawHLBwRV5PphkMi4sdlBLDlZCB32I1w3bD8OuxGeLsfLDUWuHvJJZf8++yzzz6GvOl3EDBU\n0ryS5idHRdvLrk4E9gd+C3xB0uoR8WJEHD7LLLM04qWZmVk36+LavKmkC8jiWYdI2qUsr8VKlwFf\nIW/S17wXEa/WZ8w0er51owO798jJ6o8BZwGnM74aIGSwNrTTNkPIuUo148obehR5F/ppcj7JCGAH\nSb+RtGq3HL0Zn6RkXQqcQ6a3zUIWPNmArJq0PPnhegVglYjYB9gwIo5o1UqDNmnq1BOtBF8iC6H8\nOyK+RlY8XVDS0nWbvgCcsNRSS9UuEu+qrmF22Xf/8ly17rlDyJ44mwLzkBU2XwRuI+fX7V1+1wwR\nsVlrFkapt+Eu8NN1shPDjMDh68B+HbDhmGq1+nZEvBMRR0bE/eR1YSayetk7ZQe1m4KzkufjXWDL\niPhH7Td0dLgeiplZb1J3Q7Q2qta/FA3bB/gwInYkr6dbSRoc49vdPEym5tduCtZf35vmYlGpKxTW\n4ySdDHwQEYeWu6i3AkMjYu7y/ObA+uWDcG2bk4C7IuLy8vj5iFig7vl+ZFS9K3kCtgKuKx+iJqi9\nvd2T322qdXR0MGLECB599FF23313XnnlFa688koeeOAB5plnHvbZZx9Gjx7N5z73OQYOHNjow7Vu\nMnbsWN555x1mm202qtUqlUqF4cOHc+eddzL//POz6aabcv311zNo0CC23HJLXnnlFe644w5mnHFG\nNt+8c9b5p3V0dNCv3/h7cW+++SY33ngjgwcPZv311+fSSy9l9tln5z//+Q8DBgxg/vnnZ84556Rf\nv37cddddLLfccqy33nrd/Rb0mCuuGMnxx+9GBnUAHzFkyBgGDRrAddc99Kl1x44dy4gRI3juuefY\neuuteeyxx7jvvvsYNWoU48aNY4sttqC0NgD45NyZmVnv0Pkaetddd3Hbbbex0EILsdhiizFo0CAu\nvvhijj32WABOOOEEVlppJdZbb70urwltbW1NeZFodGB3GPBxRJwgaRBZLOVx4NiIuF3SMOCWWhBX\nttmSrDjz7TISd3h90CZpL7KAygiyCMs3yz7WmdixtLe3V5v1JPUVrX4OJC1Aps7dFBGXlztAtTLq\nx5Q0u6bX6uehkUr1019ExPbl8X5kCuS+ZC+1eclU8u8B34uIpyVtS2ZPXB51Jfgndh4krUKm8Q4j\n035vjizDvz6ZATEncDDZj+697nm1jTU+FfPwdXLJUbfBkYtCv2q1+knbgk9I+iJZVOXxiPhdmdu4\nTETcM6Hf4f8LzcHnofF8DpqDz8O0kzQHWYDxULJK9Efk9XR3st7BvyNimKRvkWmXR9ePyEmq/OEP\nf+ho1vPQ6HYHp5BzkoaTaTIHk0Oc55SS8Y+QRSgoea+HkilFG0gaUfbx7drOlI2g146Ibcvjl4E7\ngTN65uVYH/cCcDuwo6QrS5rlneXL+oCIeFHS5yU9ThbimBm4KrIv4THAXWQw9hLwHeBw4IoJVaKs\na4vRrxRG+Tk5F2yJsq9ngT3I6qv3k5VYdyArDf8hIt6bQGuFlletVsdUKpWN4Z5SeOimC+Coxyay\nyWPk+zWvsgH8B7WgrpEVzMzMbPrr/He93PjcnaxxsDxZjfy28tyfybl115KFHIfVDyrVi4hqmQPf\nlBoa2JU7ydt08dQ6XaxbXzVwrwnsbzRZUr72eM9pPESzyVbmO/2dHH0ZSPaxs16qPmAqOfuLkyO2\nVwHfj4h7JG0CzCJpSGTvs6fIfx8/pfz9jfHNxSvl39BqwErnnXceJaibiZwz9zwwf9l2D3L+3Gpk\noaj9ySDyLHIe2S0xvgdPrwvqaqrV6hjyNQMwsezJ8l5eGhFvdfGcgzozsxZWdw2t9XWtVbmciczZ\nPxJ4uIzG7U/GEleVzQcD10bELZKeKNvVbqh22aKoWTW6eIpZr1Kq6V0QEQ7qeqlasZK6oG728vMY\noBIRRwMjS1r4GcCSwLAS9H9MFvJ4KSKeratwCbCCpN8CxwGrXXHFFUhaikzbPKKs8z2yKM9iwFiy\nuuM2wNLAKxExJiL+1puDuWlRC+rqqpyZmVmLK8HXp25mSlpP0l/IFj+LAL8GvlDWOZW86XpiuTbP\nAzxagsKnai2EyrotE9SBAzsz6yMkLdqpZ9yUbv+pKpdl2W7AsZK+TFbsrY0GHU+W2F+dDMouB/aL\niJ0jYnT9BUjZB/Ekson4dWU+8HeeeeYZyB5zI4ABklYr8zSvJ+ch3wlUyb/jG0fE7VP72vqaVrhQ\nS6o4ADUzm7hSbfppSVtLmqss+z+yyuUpZPbUzmSF6BfLvHbIvtjXAodGxLaRPUtbPtOl0XPszMy6\nnaQNyEJKFzEFcx7LB+vPRcTzMb6x+AbAbmTz8GfJuZVHAgcAbZLmioh/SvoTmRr+j4j4U9m2AnRu\nXtpBNib/W2SPOYCN5plnHh555JFRwCtk64IdJd1THq8vadaIOL/uOK2XqEv9adkPF2ZmPeSzZAGU\nuchRudoUr8OBzwNt5fmlyJ7ChwKXlpY/r8AEr80tyR8GzKzXqkubvJnsi7lMqcA7OdvuRTYLP1XS\n7mXZZuR8tl+Tjed3A24CriErLn5M9i4E+HFEbB8Rr5VtP5X3X1M+wF8DVCWdKul64IRHH30UsgLw\ne2QLl3mB+4HXgeUj4i1JM0vakWyaWjvueaboTbKmUTcqXLuJ8H+STijVVs3MrKibynAv8F8y6+Vt\nSYcDr5EZMwPJuXQzAnsCI4Hv1m8/oWtzq3JgZzaNKpXKbJVK5cuNPg5LkvrVp01KmkvSsWTrifXI\nu3YT2347SQ8DC5N9MI8CjpQ0A7AG2Yh+EWBr8mKyQkScRqZbfoHx6Zi1idufmpM3AS8Ad5OjisdG\nhL797W8D7CPpb2QFr52ANSLiV3y6MM9ywLKSZiwtYracxFvUZ1RS01/n6v6N1JfUPgA4ETglIl5s\n1LGZmTWjumvqnGSaJeSNz22BnwEnAZ8BjiGv1SdExKiIeLB++1ZOu+xK01/wzJpZpVL5PLAubmnQ\nNCKio1SyGixpIbK88TgyMHoTWKW0RvkftdRL4JmIODAini/bXFuqV74NXAoMIksj/4vydzT+n73z\nDo+qzP7454YSQEGaggoKKDmLYsUuChZUVOyuFVDUBbtrb2tlV13bT11dCxZsiB0bxQIooFIUFZFD\nkSogPdT0+/vjvINDFjBAkpkk5/M8eZI75c57586dvOc953y/qmMxha2sxDjC7z9dBQyPHYT1z20F\nsMceewCcjImpfK6qq1Q1O0g4J/4hrQY+wbJ5ZwKZqvrfTXm/KitRFNXDPIkyUz2WPyNJve08Ebk7\neO4NwgR58sJ91VI4RMdxnHRlCbag+Sb2fXkw8DqmFH0ZMEBVL1HV9PUoKEVK1GMXeko6Yyve22E9\nIfOwSc3H3rTvVEWiKOoAFMZx/O6fPtgpM0IwFhWTNr4GU4+8Gwt4LlHVWSLyTtj+DvOBW4cQEL4N\ntBSRizB7gaOwLB1YBuVsLMD7L/Z9OCqM4Sislv+uzTyUuZhQyhUi8tnrr7+Oqi4BPg/HVVzCuQdw\nENY3uBIrx+wqIl8D34VAs0oSRVFrYB/g5TiO004oZT3+SrWAV7BV5Y+wYP4JzDT3VuB6vN/OcRxn\nHUI/cnZQtvwlVLQQqlcGqerEpMdWCb/SjWbsRKS7mNFuX6wp8RPgEeBxYChWjvS6iEwKCjSOU+mJ\noigjiqIzgblxHHumLkWIyDawNkNXGCbHYH5yZ2DG3yOwVbybwn0zsbLGfURkQ5mcWVgv24NYyePR\nqvpKeK1CoAuwCnhTVTup6qSQcfseK5XcrLK5sI8vsD6BWuu5f61nnoi8CByDlZ8UYAFhPczTbTXw\nnIjcupFjrMR8lgnsEMfxm+kY1ME6GbqjRWR/rJToZ+wzdzBQHzgQeBvoIiKtKoKSp+M4TnkSFmNr\nYyWXE2FtALc6EdSFNooq41e6wYydiAzDJkHnA2M2VIMamg87Ar1EpIeqHl4G43SctCCKoq2xjM+7\ncRxnp3o8VZFQRvka8CXwYAhergc6icinwCQsm3Y4Fug8CAwXkVeB1sCzwPMb+pIP/ygGYo3X36hq\nXniN/BBEzsKCv8R4qqtqQUIkZUsIQWFfgLFj1024iUhHYGtsUW05cGcYCyJyCvZPLRvoj6lozlXV\n3C0dU0XBeulergP75MVxnFZVJOvJ0HUGLsD6I2cD12LiO4cDfbBM3bGYCf29QE4iY1vOQ3ccx0lr\nVHWNiCwh9LevR6CsICUDSxEbK8W8XFV//rMdhH80Q4GhItK21EbmOGlGFEUtgQOw8q4qsfKTTojI\nX4BbsInvb8B7oe+oJ9AcU7zaC7gQU61cISInqOrHInIi0AqYqCUzj5+LlUBeKSIj1xcgJZVGlsk/\njSiKEq+zUwjgdsFknCdiAWpTYFboI9wdKy/dDqhRVXoJEkRRVBc4HU5cAw3SLvhJytBlYc391wN3\nAOMIPoXY520hsAYrrx0HFKjqq6kYs+M4TkVBVa9L9RjShQ2WYm4sqBORWiKyf6IUKuk5E0pzcI6T\nLkRRdBDQKo7j/h7UpYwLMDsBBfYEXsbK1s4FnlTVSZjgxDSgCTAFK5tEVZeo6tgSBnWJssgRwK9Y\nn936HlNqAUQwKe8gIk3DdkKG+SjMCgFVfR47/l0wi4WuQe3z5XD/B6rap6THWFmIomgX4Hjg5XQJ\n6ooLnYjI3qHn4xHs87QImKVmOP8a1gvaGxiOZepuUtUbVTU/PD/CcRzH2SDu52qU6E0QkSwRGSUi\nh4QyqHGYF8QsEXGZd6fSEuTSTwZWxnH8earHU5UIvWTJE+RvMKuCZ4EVwM+hh+59LAMCpii5I/AZ\npoq12at4qjpDVW9OlDuWMe2wsvcDw2snApRRwLSkHubXsACgHyaukQtcpar/LIcxph1RFB0K7BQW\nXNKmBy0pQ5fwFDwN2AG4GLO2mElYdMCyw/sDu6nq56raS1XHhs9/QnE1LQJWx3GcdMX7kI2SRrf/\nwazCMsUAACAASURBVFQwp2JlTttipU8PYT4RjlPpiKKoFtANGBXHcUqz0cnebFWBhKR/sVr5dsBO\nwFfAccASETkL+37aS0SewoK8icBCVV0czL23dCxl8r6LSEZYOGikqt9ivYG7icgOAEVFRajqGiwj\nd1l42nKs3FJUdbKq3q2qP5TF+NKZ8L6dDiyO43hoqsezngxdu9Dv+aiY0f1ArASzNWafMQjYP/Sy\n74V5IP4teX/h8+8TFcdxHKfElHTCcihwo6ouwHyVBoQm/1eAPcpqcI5TnkRRVDeUdRFF0Q6YsuLr\ncRwvTOW4gpxvwpttexHZMXF7KsdV2ohITRFpCOtkPC4VkaEicg8mAd8VmwgnFLDaAXUxoZP+wMmq\neoeq5m3q60dR1GB9t5fm5DqKoh0Tf0+ePHk77HgS+/8KaIT1cZKRkZF4/Q+AX0RkPNZjd4qqflVa\nY6oIBCXaPcLfW2ELLl/EcTwpleMSkV1EpGYxYZQGWJB2M3AlcDWWRV6AfU4bq+oXwL8wkZ87MCXT\nTxMll1VFvc1xHKckRFHUNOnvzCiKslI5nnSmpBPDlUB9EWkMtMdMdMFWHxeXxcAcJwUcDcyMomgf\nYO84jl+N4zg/FQNJDtqSAroHMcuRt0SkaSVczT8Iy8QhItVE5BHMUuVC4FTMCH4Spnx1BvY9VBto\nEaSNh6vqvM154ZCd7bjFR7Dx16iLWS2QkZFxZGZm5hGtW7duEsfxUgBVHY1VRrRN2BQEw+qrVbU7\ncJaqdq2KGTrs3M8NAkZdgFcT71uqEJHuWKlvXRFpKyK9g7F4hAn1nAO8hAXs1bDy2UOxahewMtq2\n4f5c4AUvuXQcx1mXyJTEOoS/dwNOAWakckzpTEkDu3ex1fChWCA3MJRAvRJ+HKdCE0VRQiH2aCAj\njuNPUjGORF9ZctAmIq0xJcgCVd0Hy1TdH+6rsFk7EdlWRO4WketEZC/gJ+CBYLBdF5iOBbLtsRLE\na7HeuuFYoLccuFlVvy6F4ZwADA7BV6mSdI46AyPq1KlzSxzH03beeeeRURTtnshSBoZjx37fAw88\nAGaGPhFAVbW0x1aBaAhkAS3jOH4jVQJGYcEh8V3xCeY3+E8s+1aIBXq3Yn6Ex6hqFywrdwwwAbg2\noVgaejf/C3RU1durmiS34zhOCTkKGBpF0WlAndBTvclVOVWFjdkdJHMVcAXQAnhaVXPDinJv4Mky\nGpvjlCmWpTm2e9j8HSuD+xrYPoqiw+I4LrdyNxHZWlVXhhX7QhHZHrgkjGce8GMYH9jEcYyINFfV\n2eU1xtIiBDpXACcCo7HvoY6Y4Mn3QK6qLhORj4DbsB6z4zDBiTMxRcjhodxyc0ouk8774L5AA8wf\n7iSCAmVpUKtWrdq5uR27QUuiKBoI1M/IyDi+WbNmNxUUFGTEcfxtFEVTgKVJ5bZjReQI4PBjjjmG\nN998s8ufvEylpNg5moAFdlPtruiYOI6HlPeYkr3oRKQldl0OAC4H7lPVoSKyOyZwcynQUkReBnYF\n7g2B29Tw/IRVxtzyPg7HcZx0ptj3/+vYd2hT7Pt2TRRFGekklpVulCiwC5LLj4YG8Z1EpAbQvyqZ\n3zqVC/viuH0g3NHRbtl/NvxwC9AY+CaO45XlNZYgcd9ORIap6ioRORW4CxNY6AjsDDyHydvvpao/\niMgI4CYsQKpoxNgX9Q2JskIRqaeqy0XkQuANEdkbk4Svg2XTrsKqBgZvbrklrO+833M29P4RK+uY\nBnSKoig/juOBm/saIhLNnDmzVm7uDZ8kXiczc7clmZkLxi5fvvzJ7OzsCVEUtalXr14cjq2Pqv6e\nMDoHnlLVB8eNG1cly/L+9xwdMgPG3o2Jdn1f3j2vIvICcI+qzggLLg9hdhrvYIsOpwI1wsNnYDYZ\nE7Deue1V9fvi+/SSS8dxnP/lf7//O10Lw9/CFoGPAAqw6sE1qRpjulOiwC4Ecvdhk8gaWEnMfSJS\nCFxcGspzjlO+HNvdvjgS87HRzeGkreN40PDyGkFQcfwFeBHrGesUbjsGuChkb5pgmfHdsP6yXlg2\n4MLNEQhJE7KwEra7RWQI5k8XichkzM9rCFaC+C1WqnYhcLeq/rTlL138vP+jI4x5I44HPbOle07K\nusVRdFy3mjXP6li37pPk5LQlP/+9ho0andW8adOCxVg5+1tYwP4XTADmk0Qpnn+fFj9HI1vASZlx\nPKjcsnQishVw2w033ICq9gg2P2DZucmqep6IXIMN8kvgtGAUfySwWlVXYGXD88P+1mb7HMdxnA1R\n/Pt/SBacNDuOB32QylFVJEran3MPZpp6LBYlx8DjwD6Y4arjOCUg9NAlvrHew2Tsq2HX0iFYX1kt\n/jDW/h2bII4HhmGy6RCUFIvLrKczSYp/igVsX2DeXs9jx/sbcAvwFFYeeSbwjar2KJ2gruxIBHXh\n72qNGi1tu91295GTswfbbPMutWpNYOXK2l9jgdxO2HG/DnwOTE7dyJ1kkvohi4Bpo0ePTtw1MWSR\nAWqIyIfAntj/wYlYBq8d8JaqXlR8vx7UOY7jOOVBSQO7c4FLVXU4FtQRjIEvxIxXHaeCMbgv3DPM\nWrTygHuHhX6rMiPJmyo//P0p1qdzPhbEfIYFd/cDF4vIESLyELAfMEdVxwbpe5KyO2k5YUxMkBPB\nnIjsj2WoEkHQ98ALWO/RM6o6H5gFDAkZq2tV9dxQBl6KlN55F5FWIvJokLtPKJc+A7Rv0GBJ9qpV\neZqfvx3Vq89lq62em1e79sL7sWC+JlBXVRep6pmqOrW0jq5ykJJrc18RaZAIzoN/4OdxHCMiB2Fl\nlb1V9XbgU6z/9TJMtXUucGUwFn837K/CLLg4juOkD+X//V/ZKKl4SiPMg6c4qzC5ccepUMRxnBNF\nUWcYs1ZEI47jnLJ8TVUtFJFawI3AdiLyBOZx9b6qPikiy7Ag7lmsp+xwzGqkU3I/a0J4oSzHurkk\nSs6SVD0bAwsxoZRlwKNJ912I9ez+jlUDZGN9g2VWjlga5z2p5PLXMOk/SkR+A+4E8lR1uIi0bdz4\nh3pbbXX+Z3PnbvthixazamZk1KqvqlNE5FRV9SzdBijPa1NE6qvqMuBBoI+IDAJuxxQu+++77758\n+eWXvVT1gqDeui/mSXcRVh79WFC3TOwv8flPywUXx3GcdCYVc7PKRkkDu8+Am0TkksQNIlIf67v7\noiwG5jhlTfiy2OLeqvUhIm2xFf1vgSmqOipI+j+Brfj/hMmknwNMEJFeQF/gAcyf7TxVfSdpf2t7\ndNIxqEtS+Us2ar4A+Gfw9loKJIRSEiIhn2KliUcB/1LVoeUx1i0978kll5hSZ1fgBuBX7DgBRkZR\nNKZOnZxPWrWavQtktCN8V3pQ9+eU5bWZICyydBKRb7H/ZTdiYjaKZVX/utVWWwFki0gH7Np8SVX3\nFJEfVXVC8X16QOc4jrNllMf3f2WmpIHdFVgJ0QIsQ/cxZrI6ndAL5DjOWs+5G7A+qo8xs+LnReQE\n7Nr5FzAF6AFsgxlt3gSMV9WnReQmYJWqrgz7ywDidJ0wJo0vDtt1gIeBa7CeuQVYtu5QIBNTs0qU\nc0/CBGHeL/+Rl5xQTpoRMq4ZoezybMyz7A3sWPfA1BAPEpH9gvDN9ZiFwq+qemPKDsBZS/K5xK7N\nLOz/26OYqE22qt4rIlnAOfPnzwfrbb1eVbskPOwSQV0I7ovScbHFcRzHqXqU1O5gjogcgCl+tQnP\nU0x63L0kHIe1tgVPYfogxyXd3hrLzL2PlXHdiomH5Ie/DwN6hgzCAlWN11PSmJYkZa/aAa0xj7mt\nsGzlfOx7YgJWWpopInVUdXWKhrtJhKA1CkFAYVBGLMLKYw8GnlTVl0RkHnAeFqAfChwpIhNVdQoW\n5DppQJLATaGI1FDVNUF1diesTPhhoHeoRvkV+G3WrFkAS7BMO6r6QvI+03XBxXEcx6malFQ8JVH+\nNR54F3gTK6tqKiI7lNHYHKdCEQRARgGTRaRhQjgEeBqzMFgCHBAesy/Wo/MKtuLfV1VzEiv/6Tph\nDKqeGUnbtUTkXizj0Qp4DBNFiTHVwOaYP9xQTBwl7UUlRGRPsKA1ZOlqi8hlwBjgARE5ElNC3CU8\n7nWsnLQdMBwYXVGC18pO0jVIyLTWFJH7gJdDqfADwD9yc3O7Tp48+Rcsw3x2KBUedcABBwB8papD\n1rdPx3Ecx0knSupjdyom6NBoPXfHVIDJmuOUJUk9cG9imZufgOGhn2y2iKwg+JUB3TFxhqtCMJjY\nRzqLohwItFDV/kAsIk2CFUNdYBdVPVxETsFKTD/DgrueQDNge+D2ZAGYdEVEjgA+EZFLsQA8BzOh\nHoIF53/FKhfGY5m5a7AM5TSgUFU/ScnAnXUoVnKZuC0TuBnLuPYCPsvLy2uycuXKhvXq1cvPyso6\nFCunPUZEXlHViePGjUvOSif6SNPyGnUcx3GckvbYPQYMAJ7E3d6dKk6yZ1nYbh/sP1DVn0VkCqZo\n+YOqLgklfDOA71R1roh8rcFcPJH9CtmhtJswhlK1AqAecKKILMQsTg4WkbeAj4AGIjIJ6IMFdnuo\n6nIReRQYF3rpKgp1MF+5QuA/wOlYyewCVZ0pIiOBRJntPzDZ+2zgKK24hvGVjnAtFYYA769YJnUx\nsCswtqio6K6ioqLahYWFzRs2bHgvFrQ/hp3PV9eXcU3H69NxHMdxkilpYFcX+LeruTlVkTA5zMT6\n5F5N9lYLIgtdRWQa8HsI+N7CBFT2FZG/YEp7E4DFISjMC/uM0rWHLnh6LcV6Ak8DHgJOxnrlvsR6\nji4AzsYWfU4H+mPBTiQi9VR1ORVENTcpWzoW8wx8JWQpb8dEYNqKSG3ge6A9sDfwrqrekLJBO2sR\nEQHOrlPnxczVqw/JDbedi2Xmfgc6AsvjOP4mjuO7Fy1a9K+ioqJ2TZs2/TdQI5zvdxM2G8UXbxzH\ncRynIlDSwO4p4BoRucZXpZ2qRpjw54Syu4UisgATz3gWU9bbTlXnwdoAYZKIzAIeAb4GLlfVX9ez\nz7TMAOTk5ABcJSK9MbGQ84GmwCCsjHS0qqqIDAXOwgK6FZh9wyhVfTolA98CkrIxOwKTROTw8HcN\nrBeyLvCtqvYTkX78EcQ7KUREdsa8IPcGRjZq9HiDGjWmrzQtGw4AblTVb0SkZVFR0afLli17b5tt\ntvlsu+22a4CV2n4MLArX7aqKIlrkOI7jOOujpIFdf0zyuYeYmXDyP71YVVuV9sAcJw0ZgmXfnsX8\n1x7H1B+LRGQfVf0eEyRKlPE9r6pzYN2Sy1QM/M9IVoCsVasWmBDKACww/Qqopqpvi0h7oI2IjAV+\nxOT8D1TVPsBrqRl9qTINOBeTwX9KVQcG/867gB0AVHV26obnJBCRi4BrgZeAm1Q1v1GjZy6vXn1+\nNRGpgV2rT0ZRtA1wYMuWLX9o2LBhPyyDdwDwX1Wdm7zPdBUtchzHcZySUNLA7nXgF8yzqXiPXVpm\nHRxnc0ms2ifK84JK4oNYSd6JwEBVvVRE/gM8jynpLYM/JoaqujjsK60DOljHMBwRqf3qq6+ClZ7u\nAVwKLAKeDEHdc8AtmO/eGBF5oLIEOqH8LltE3gY+UtXB4a6+wGubqnSZzmI4FZmk9/V3YIaqPhhu\nPy4zs3PNZcvOXbFo0XX5WVlZ7xYUFLycmZn56E477bRzFEX1MCuSVZgva8KHLk7n69NxHMdxSkpJ\nA7uWwF6qOrUsB+M4qSApgEuUYSVW7RPZtxOx8sN/iEh3rK/sA+BGoCsW9L0CTC8+mU/XCWPwpdxG\nVT9V1QIRaYApBh42ceJEgIuwPsFLVfVWERkB3I1lKxdjapGVKnsV5PDrYwFt3yQVxDygxCXoSZ8j\nD+pKkeKqlKr6kYhcKCIPYBnmVjVr/lqjfv1X6zZq1PnkpUuXft+qVauCnXfe+TxsUeaSUG6ZuN4j\n9Qyd4ziOU4koqY/dh5hqmONUKkKWZh3vOBE5UEQGYWbFu2GZgTrhMX0xUZTzVHW1qj4D9MZKMyuE\ncp6IbIP1Fl0X/Pa2xwzTFXjsk08+AfOfexvoICK3YiWnbYHDVfVqVf0pNaMvW1R1GVahMG1zz2XS\n5+h0ETkiKIuuzd46m0bIqq1zbYVSSzAly+OAD1W13ezZ/16Qn78ko2HDhg+0bt263dSpU28DzlXV\ny1R1RrHrPe2vVcdxHMfZFEqasfsNeEREugG/YlmMBLGqdiv1kTlOGROU9IaIyA1YD+kKTPBkNVZ+\n1wZTYfgJaCgiJwFzgVXAzmEfTYBDgXvKe/ybgojUVdUVAKHc8AOgBXAqpuI5EfgGOGfhwoVg/UmP\nhaffCnQAtgNuFZFtVDW7fI+g/FDVZzfl8Ukehont3YD/w/zSfgb+DeyfrtnbdCcpUO4IrFLVMYT/\nQar6pYhoUVFRQRRFp8DHNRYtenlBw4ZtuhAWLkOWLu1Loh3HcRxnSynpCnIjrL9uElaSVFjsx3Eq\nIk2xz/O2wKOYX9lemNx9P0wsJR/zcXsBE9W4E7hMVf8V9rEz8LGqjivnsZcIEakuIi8Bg0WkQ7it\nAbAEKx/tgH0PjAD+DtzdsmVLMFuDv2IB6yJVHaeqA7Hs5ZnlfRzpTFLgsXu4KQsYoaqnqeo/gFwR\nuTw8JkrRMCsMiQxd0vZBIvIKZj3xmogcFspmMwGys7O/KioqurNZs2Y/wfE5JlTLtKDcGsFan0gP\n6hzHcZxKTYkydqp6QRmPw3HKjaQ+uO+AhcA7wD6YbPo3wC5h0vg9cBDmW3Y9JhiyIuwjI0wWRwOj\nU3AYJSL0z/2EHcODInKaqs4Jk+cdscD2Rqzcel9g8o8//gh2TD3DfR+JyOWq+iRWpniNiLy+qWIi\nlYX1iOscCVyDGbXfB5yCiU0leA4L9rz8byMk9dAlZz93wXo7x6hqVxG5FrgD6DR16tTtoyg6GPgo\nKytrq+rVq4cscrQ2M+fvt+M4jlOVKFFgFyaBp2F+TonV1IRp8z6q2qlshuc4pU/SZK8xVoIJpvzY\nDctA1wGOVdUPRGQIkBdUIxNB3TqldxWAt4EGwBHA+SIyGbMmaI+VnZ4PzMHKMZs98sgjLQ877LAz\nQ4nq5ZgZ+csi8rSqvisiI6piULeewKM6ltE9H+gHDASyscWCJ0RkDFa+ehkWIDvFSBYbSvwWkaOB\nS7CM+RTMdqNDeMwjWVlZVzRu3PiuoqKiT7Oyst5W1XzgfoDI86GO4zhOFaakPXZPABdiGYwDgZHA\nrlgp25Ob++JBYfCCsFkbK4Nrj/X2FAETMHPn5Kb5DMwwfU8gF7hYVaeJyHHYyu4s4K9hJf0J4CFV\nnbm5Y3QqNUuwBYv2wNDw+3LgX8AZwAeq+mPxJ1WwoA4saPsJ2AX4AvNkW4Rl3/bEgo+tsMzljXXq\n1Ek8byK2ePMDJq5SV0SWq+qC8hx8WRNF0dbArnEcj1/f/cXVGENJ69+BsSIyDitVfytkRxtjC2Av\nYoJTLYBrVXVkORxKhUJELgMuEpFPgC9UdWjoY+0JPID9P7gc++ztlpWVdeyUKVPymzVrNqphw4aN\nFi1aNLLY/jJM/8dxHMdxqiYl7bE7EzhfVQ/BVlAvA3bCJoa1N/fFVbWvqh6hqkcAY4ErsTKbW1X1\ncCwreHKxp50C1AxjuRl4ONx+KdAJE3rZK3iPZXtQ56yPhGcZFui8pap3hjLLx4C2lUkQKASiozAx\njzpYP10XrF+wJ1ZmWl1V3we2/uKLLxCRnlgAOE1V81T1cVVdVtn6lKIo2h3ojAW+6yAi1YrbV4jI\nQVjQ0Q8zbh8K1MWydmB9iXsHtdTbVfVsD+rWRUTOEZGfMeXVyzFBrp7h7kOBPpjFztnY93lmbm7u\nkry8vDuAibNnzz5/8uTJVxbfb2X7bDqO4zjOplLSwK4ef/QR/QQcEErT7gOO39JBiMh+wG6q2gdo\np6pfhrsGAkcXe/ihwCAAVf0W2C/cvhLLOtTGVAtvwiZgjvM/BPGF2tjnZSKsLbFco6prt1M5xi2l\n2PjnYH1fL2KT5rsxv7ZWWKC3Q1gMuTwjIwPgYODCICJT6YiME4Ct4zh+K47j5L6uemABccj87y8i\nJ4VqgbaYWXl/LFiuBXwLZInIUKxk8K3w/IJyPqy0J7yHOwIzVfUWVf0G+z80JTxkLvb+bQV0Ligo\nmPb777/vm52dPSYzM7NnHMfzE5/rin59Oo7jOE5pU9JSzF+BdsBsbBJ8AKYSmIEFfVvKrdhEE4Kk\nWWAlsE2xx9YDlidtF4bJwr2YVP0PWJnoSOA8EdkL6BsmEI6zFlVdIyJLgGVhu7DY/RWt5HItyebL\nYeHkJ2zyXB3LUA4RkaZYVqmbiPwCvA9c27FjR6677roLUjX2siaKorqYzcOgOI7XlpWKyK5YdcI8\n4CUR2RmrCvgLVhreGhiPfV89oar5InIb8J6qjhKR3RKLAs76CQsqbwMtReQSrAy4JzA6ZPH2A7rF\ncbwyPz9/QEZGRv1tt9327ClTpmjSPgqTfzuO4ziOY0Rx/OeiYSJyIdZL1wP4ERgHvAQcAsxT1eM2\ndwAiUh+TBm8btmeravPw98nA0ap6ZdLjHwa+UdW3ij8+bGcAbwIXY8HnGZh57QkbG8e4ceNcPc2p\n0GRnZ7N06VJatGgBwKRJk/jggw9YvHgxBxxwAHvvvTeTJk1i0aJFdO/encLCQnr06MHdd99NixYt\nmDdvHttvv31qD6IMmD9/Pk2bNgVg6tSpzJw5kyOOOIKQmWTEiBF8/fXXHH/88UyfPp28vDyOPvpo\nZsyYwfTp0zn55JMZOnQo/fv35+mnn+bJJ5+kfv36zJ07lyiK6Nq1K02aNEnlIVYoioqKGDp0KG+8\n8QYnnnginTt3pmbNmtxyyy2cdtppVK9enTFjxtCmTRsOO+ywTdp3ly5tAfjwwwllMXTHcRzHAaBd\nu3ZpKddVosAOQETaA6tV9TsRORZTLVsE3KWq8zd3AKFZ/ihVvTpsfwA8rKrDReRp4PNEEBfuPw3o\noqoXhn6XfyQHbSJyKSagMhILPk8P++i4sXGMGzcuTteTVFVI1TlIWBeU9+uWNiJyCJZZ/wbLOl05\nf/78RU2bNn0HM8n+APOivAx4RVU/D4s23yZnmirTtRBFUT1sAWowcCIwP47jMQAichbwN6wi4dXw\nndMGWxQajZVYnopVKHwI3AB8BtwC7A80UtWPymrslek8FEdEmgG9ly5d+tHChQt/yMrKalxUVHTX\nokWLRixbtuydOI4nJj22xCq0UcQMgDimRWmMszKfg4qEn4fU4+cgPfDzkB6k83koaSkmqjoi6e/B\n2ESpNMgCpiVtXwc8JyI1sbLPtwFEpC9wG/Ae0ElEEoIEFyaeGHpjOqjq2WF7PtY/tNnKnU7lp6IG\ndSLSC+iK9c4Nxa6X3piFQ8+cnJw6DRo0yMSumwygIxbwfQfsjS14vFj+Iy9XOmECOd2Aj+M4XgQg\nIq2Ac4DvVfX6cFs9LPCdBOyOLQ4twHp6BwJnAQLUUdWvy/k4Khtzi4qKhtatW/ee+vXrj8/Pz2+R\nk5MzdNmyZb3jsNq4Pl87x3Ecx3E2TEl97IYCidReIkKNw08+oeFdVQdu6gBU9aFi21OwCWjxx3VP\n2rx0A/tajimpJbZ7bep4HCfdCZL692G9gZdh12DjVatW/Z6R0fD7wsJqcV7enIKcnJwpO+ywQxtV\nvShkp64AdgZeVtVlqTuCsiOKolpwbPiuGPwe1sN1JObb1zKKomVxHBdgYjLvAs1EJAtT3z0d6AV8\niS0YHQ1sjQWFPYDHVfWdcj2gSsS652Zy3zp16mQ2adLktxUrViyeP3/+xXEcr4b/tZdwHMdxHKdk\nlFQV8yvM42s+Nhl6H5sYtcfkqNcAb4hIj7IYpOOUFlEUNYmiSFI9ji1ka2AHzBbkByC3oKCg1vz5\n5/SfN+/DDvn5p5+8Zk3zH/Py8mrHcXxuq1atRhcUFNxUUFDwD1XtU7mDutsHwodP28/BozCxpQLM\n0qA6JrYUqWoe5su5M1ZeWRs4VVXHq6pimc3dsGxdN1Xt4EHd5vO/5+acEatXrz5m+vTp/efPnz8E\nOLJGjRo7wh9G5Y7jOI7jbBolLcU8Cvi7qq5T0igiX2KTnsNF5HPM2PmFUh6j45QKURTtBzQBPkn1\nWDaF9fQALsCu3UEisgA4srCw9m877TR2n9mza5GX15K6dTtuD+wVRavOrVGjxnJV/Solgy9Xju0O\nd3SEGmF72C7QJTuOBw8AEJEawb6gGlCIla6OwCoP7gsql7VUNQf4CNhWVaem4EAqIcXPzX/bwfwX\n4/iLPpvSQ+c4juM4zoYpacZuH+DT9dz+FSYsAKaUuXNpDMpxSpPgWXYqkBvH8cdxSRWD0oTkoC5k\nm1YD5wE3Yj2nu86c2eyZnJy21KnzFcuXn8yaNXuTn19jsap+XDWCug0RxSLSRER6A/8nIvsQFrRC\nMPE98DtwUXhCbrhvmluklCW1gZoF4LYFjuM4jlNalDSw+xG4OlgJAGttBS4nmDtj/kOzS3d4jrNl\nRFG0DdAdGBbH8U+pHk9JSVxrIpIhIjVF5J8hcxeLSIR5OS4CxqrqilatpvySkfHDwtzcXYjjmmRn\nTxm2ePHoG1J6EOVMZuawl+GuYZCH/dw7bPvtf3wPqyKYii1EXYdVICSYhJWTNxeRul4GWFYM7gv3\nDEs+N3ab4ziO4zilRUlLMS/Hek1OEJHvsYBwL2AroEuwQngtPM5x0oIoinbHzKVfjuO4QihfhoAu\nDkbOLTAFxokiIpj0/jtJ5YTHAOeIyOrq1avXysiYd3Nu7i2h1m1w3ziOc1J0GKVOItBdn4JpolQ1\nJydnTRRFnatX/6Zn7dq5jWvWnPRQ3bqNdgVWAqMwy4cCoL6IVFfVAlUtEJF3VHVxuR5QFSOO45wo\nijrDmISwTaX6fDqO4zhOOlCiwE5Vx4nIrpjc956YCt+HQD9VXRUmoAep6vgyG6njbAJRFB0HQxSd\nKAAAIABJREFULI3jOO0FL5KCuURAl4mVBN4LHBC8GV8FMhPPUdU1IvIC5lm3Q7AgqXSE7GSUCOgS\nAVnS/fcDXwMDRKRaVlbWVTDnDOBnaPQu0AVT2X0MU7rMAlqHgC6hvuhBXTkQArlnUj0Ox3Ecx6ms\nbIqPXTbw7Abum1FaA3KczSGKosPjOP4yiqLawBnAZ3Ecz0v1uP6MZGGUEODtBfxLRLpjWfA1/JEJ\nfzY8rjpQGHqTfgo/lZJQGhmLSAPgTmBrEXkdGBbetznAmSIyCNgWU+o9U1VnishHWJazN3AQZltw\nCvBS0r4dx3Ecx3EqBSUO7BwnXYmiaF9gbhRFrYADgX7BqywtSS4rDBm6psCVmI1BH2As1he4M2Yv\nUoRl7IqAwckZq8pGyNBlJAQ1wnvVHTuvMwEF/oZZr0xU1f+IyIlY31xmuH9R2N2DwD9Vtb2IjAH2\nBzqp6qryPCbHcRzHcZzywAM7pzKwK6ZsGMVx3C/Vg9kYydLuoeSyDpaJew9TlbgaU6Cdg5llt1TV\nE0TkFmBJakZdPiRKIzGvubpAC1X9SUT2BWoBj2L9vQ2A00VEw3v5JnAS8CLQBjhcRMaH2z4ACAqX\nrnLpOI7jOE6lxQM7p8JhZsfHJkQYvgdaAEuBWlEUnQR8kk4ZOxHZE1gVJPQLRaQWcBtQDVOVXQ6M\nxDJM+UB1VR0pIi8D+4pIC1V9PlXjL0tEpCbQTlW/Dts1gL9jdg6/isgPwOfA8cDuwHeYEMp1mIH4\nT1hp5XnY99kzwNHY+zsKeLocD8dxHMdxHCdlbFJgF5T4DgF2ACap6g9lMirH2QAW1N0+0MyOAU74\nBT69G5gFTI3jOG08sUKm6QpgF2ChiEwG+mMlgReqarMQ2Pwf0BDogYl7tAm7eARYWRl7wZJKLvNE\n5HIRycJMwRtgYid7AzUx0ZNMYAVWbjkF8577N/CLiDRV1fki8gHQRVVvFpHBmJrosnI/MMdxHMdx\nnBSxQR87EVkiIo2TtrfHen+GAo8D34nIIBHZpuyH6TgJju1uQV0N7OejNnBs/TiONV2COhGpLiIP\nA29j9gQdsB66pcDFwGQsKNlHVfMwn7WFmLjH/Yn9qOqKShrUVQtqlInzNQErozwPWzRaCGyjqrmY\n/9zewFtYhq6eqmYH0/WawNMi0gc4H/gmBIz5HtQ5juM4jlPV2JhBef1i9z+CrZpvr6pNMGGHetiK\nuuM4f1AEzAA+V9WPAVR1HjAQU7lsDrwDnBsefxNWMrgGE/eodJLwItJaRPYVkdqhHLW6iJwvIl8B\nPwDjgF8ws/AlwJnhqTsDi0OPXE9VnZPYp6quxjKiIzElzPdDwFjpgmHHcRzHcZw/Y2OBXXEOA25V\n1YUAYYJ1FSYf7jjlxOC+cM8w0xnJA+4dZrelD0GGfwAQicgZSXfNxq65+cBoYE8ROTAEI1+r6hOV\nTbFRRFqIyH+A54C/Al+JSDvgbCzL9oqqDgTuAnqr6jTMI/MwERkOFBL65FQ1N6EomkBV56jqi265\n4jiO4zhOVWdTArt5QHFBiiJM7MFxygUzOe7dGU7qZT+9Owfj43RjDvAlcGLwnUt4QbbAakgnYmWX\nldaDLnAHMEVVO6rqzVjZ6enYd893QIaI1AiZzZzgPVcbuAQ4SVWvUdWVocQyETQ7juM4juM4xfgz\n8ZQfROQXrCdoMfBvETlKVfNF5CCs125QWQ/ScZIJgVxalysGf7qhwKGYafYwEbkR6wv7XlVzsH7V\nSouIdARqqGpyufazWHauCJgONAPaYoIolwKdgLGhvy43CDbFHtA5juM4juNsnI1l7HYEugLvh+06\nwF+wbAPAYKzn7u9lNjrHqdj8BowAXhSRYUBdrE/s95SOqoxJZNewxaCmIThDRGoGc/W5QAfMdL0p\nsF8QVJmoqo+p6u8i8hcRuQnYz4M6x3Ecx3GcP2eDGbsg9jAP+GwDDxFVnV8mo3KcSkDI2n2KBS/9\nVXVWqsdUFiSbrgMkiZesAn4GTgQGBAVQsO+V5qq6RkReAyYkmbbXxmwfzgReB3YRkZ9VdWVi/1EU\n7QS0ieN4cFkfm+M4juM4TkVhsw3KPahznD8nXCcPpnocZUlSULaDqs5NumsBZpHyNxGZDkzCLB26\nAreLSKSqX4bnNsXUQQcDZwGvYcqiXYCtsRJOoig6AKjvQZ3jOI7jOM66bHZg5zhO1UREegBLVfW9\nsH0icA0wTUTyVPVKgJBlezWYj/fESrlnAJeq6sSk/bXADMdrq+rfRWQZsB+mxPtvYGRWVtawKVOm\ntAGmx3E8pJwO1XEcx3Ecp8LggZ3jOCUiqeSyEOgmIp9hIijnAtcBM4HxIjJaVV8RkeqqWqCqd4S+\nu2aqOjvsqylm1j4dE04ZDbQEUNVvQjA4E+hRVFQ0fMaMGUcDb8dxvKB8j9pxHMdxHKdisCl2B47j\nVEES3nFJfXSfYmJKnYC9MBGlHsAbQB9M6ZIglLJWTEVVZ4tIJCJ7Ah9h4iq7AN0xb7/FInJUeI0p\nwOlr1qwpmjp16qCCgoLnPKhzHMdxHMfZMFsU2IlIhojsVFqDcZzKQBRF+6R6DKWBiFwjIo2TVSlF\n5DgsEHsJEzhZDrTG1HJPw3rqaofyygQZqhqLSDfgYKAj8BjwCXAE0BhYDSwBTgq+dl9Pnjz5ydmz\nZ4+J4/i1rKwsV8Z0HMdxHMfZCFuasdsO65lxnCpPFEXVoyg6C0hHw/RNQkT2BjoDa0QkS0TuDHf9\nDJyuqv0wI/EdMaGTOcDbQC9gGnBh2E8toH547qHAvuH+F4FbgauAgeG2b4CPFy1aVBBF0UlAXlZW\n1qdBZGWt6qbjOI7jOI7zv2xpj91i4MjSGIjjVGSiKGqOZaLeieN4dYqHs1mIyDEAr7/+Opgy5Xeq\nuiqImZwkIgsw+5MPQo9cX0w0pRtWUpmFiZ3MUNXVIrIvcBBwHHAS8CYW3L0ETMYM2jthPXo3quoX\nURRlYqqZg+M4rtR+f47jOI7jOKXJFmXsVDVfVYeV0lgcp0IQGdslbXcAsuI4fiU5qAulytF6d5Jm\nBBPxNsB5ubm5AC2A5wBUdQFwEVALC+a2BVYFVcyEnUNvYCVwJXCciByGGZD3AZaKyDXA6cDcoJZ5\nDlAnJydnp6VLlx4TgrodgTNr1Kjxhgd1juM4juM4m0aJMnZhcnosJkFeA0hMViMgVtU7ymZ4jpOW\nHAn8GEVRLSxYGRXH8fTkB4hIRqI3TUS2TjbYTkdUtVBE3gdav/feewAHAHeISH9VHaiq4zHFy12A\no4HPQtbubKCbqr4FICIvAfnA18BE4BRMWOU04AagOdBHVX8Afoii6Mw4jpdkZGTsDzSO4/jVcjxs\nx3Ecx3GcSkNJSzEfBa4AfsDEEhJEQFzag3KcdCWKogygEdAAC3DejOM4H9aqR8aqGqtqkYg0x3rN\ndsB6z9KdOcB3w4YNA/gPdq3fKyJdgG9VtS/WF3c1sAb4FhgPvAMgIp0xM/GZqlogIs8D1wNvq+pb\nItIamCsi1YHCyZMnNwYWRVF0AjA3juOB5XisjuM4juM4lYqSBnYXAN1V9bUyHIvjpB2WlTu2u20N\n7gscjnm3bYvJ+28F5Cdn6JLoj4kLdSuv8W4JIWs3uHnz5vz888+TVfVjEfkCOAboJSJDMOXKA4HP\nVXW8iIwAPhSR1cBOwPbAqSKyAvgcK+H8O/DwnDlz/m/16sO62m2D+wJHAZmYfUKjKIraxnE8obyP\n2yl/RCRTVXM3cN04juM4jrMZlLTHLg8zEHacKoMFdbcPhA+ftp/bBwJ/w4K5xkCXIJpCyNA1FZH/\nishtItIGuB/YIWSvtlSoqLyYe9hhhwGcFybd07HSyYNVdR4mhjIWy94DvAC0Awao6oGYfUEjLOh9\nDAvqXoqiqNbq1dd+DB88DQOehlsHYmWsKzClzNWY4qZTyRGRvYAPYe11c7CIbJ/iYTmO4zhOhaek\nk83/AHeLSE9VXVGWA3Kc9OHY7nBHR2srBfhHRxjTK44H9U1+VAjatgNexgKdOcAgYB/gLhE5SlU/\nF5Fq6S7br6rxoEGDAOZiRuOzsAwlInIG8CNwb8juVVPVX0JfXVZ4/jQRuRoTX8lV1bkAUXRsz3Xf\nyzs7wrhecTzo3XI7OCeliEgroACYBBSISG9MTbU5sEJETvDsneM4juNsPiXN2B2Dra4vE5HfRWR2\n0s+sMhyf46QZ67aUhuzDi1gG7zsgG8vq/Q7sATwMPA5W6lieI90cRKROZmYmWDCXUKY8WETeAi4G\n7gHuC7cnRJReAM4OwiqEHsPpqjo39B0mPdSpaojIqSKyE9AW+wz9BVNS/RuWDW6PeSKelbpROo7j\nOE7Fp6SBXR+gJ9YvcxPwj6QfV8R0KimD+8I9wyAX0wq5dxgM6SsidUSkeVCLrYUJiOwMHAJcjpUf\nXgy0DX2pD8Jaddm0RERqBTPxaQCqeiPQQEQOBW4EpqvqcZgYSjcRaRBKTCNVnYx9Dywvfox/ZGAS\n72Ue9nPvsNBn51RiRGQr4DdVnQXMxIR3nsFKeadjGTuAJ4CuIlIvJQN1HMdxnEpAiUoxVfWlMh6H\n46QdcRzn1K1b98SVK8ecD9Cgweh+S5bEOSJyA7ArMBCYAnRQ1YdFpD0WAV6OZbjvgj+uH1VNSwXZ\nYFvQS1XvEpGP33nnnYt69eq1I6Z22RUYB+SIyDaqOicIqhwKfJQ4JlV9Y2OvEcdxThRFnWHMWiGa\nOI5zyvCwnBSRCO5D5naViPwoIrdgZb0PAw1UdUkoxbwceFZV3wlehwdiYjqO4ziO42wiGwzsROQr\noIuqLgt/x6y/nipW1cPLaoCOU96ISH3Me63PihUrlotIX+Bm2PZ9ERkOfA8MAV7HAp8iEWkE3A10\nxPrL9lfVnKR9RukW2IlIdVUtwJQu/xmO4ZoxY8ZchFkdjAcOxsRSjgZOFpE8oAnmU1d8fxs9xhDI\nPVP6R+KkA8HkvijxGRCRIzEhnVFYmnY3Vb1NRIaKSFvgE+BSEblGVf8POFlVl6Rq/I7jOI5T0dlY\nxu5zzGg48feGSKvJquOUAk2A3YEzsP6xyzB7g27AicDJWEnyHcClmPjDSlXNxSarwLoT3XQJ6kI2\n5SRgiKquCTcXAc2LioqeycjIuLJDhw4MGDCgN5ZdeRgrLd0P8+SbBlyjqouL7ztdjtEpX5L8GwvD\ndkvM4L4XsAwrU/4a6Bm8DN8E/g1MwLLaeQAe1DmO4zjOlrHBwE5V71rf345TmQiBzo7AoaraPyhc\n/gr0wyT/+2FZuOdDGeKHwG5YoPMu8BXWL9QamJDcY5ZOYilh8t0EWIRlFpeISAFwR1FR0Zh58+YV\nNWjQYHCdOnUuOvXUUxkwYMCpwJ1Y5q4z8CXQEDMb/8n9xxwR2R2YoaqrwvYumIH9nlj57nGYYMqZ\nmGrscOBaVb1URNYAs1XVbXQcx3Ecp5QoUY9d6MG5HlMzyww3J0ozY1U9pmyG5zhli6rGofTyFRF5\nT1XzAERkV+zzfjzwGpa9G4AFOq2AX0OGaoGIvI7JuKdl1kpELgUuAOZjQki9w8+vubm5by9fvvyE\npk2bTqlWrdrnwAWLFy8G86F7HLgBqIdl6k4A9hWR8YnJvFP1EJGLgPOwEt49gzLs2Vg2+wNMJfYS\nzO5jAraYsDcwDNgp9Gq+VP4jdxzHcZzKTUl97N7A+obeB4oLHqTdRNZxSkrwYpsgIu8DN4vIQCzr\nUAh8hE1W/wl0F5EXscnqu8DskN07AyvbnJeSA9gIInIOcDt2HGdg5aTvYQFrj5UrVy6YO3fuktat\nWz8cRdGxwE7Atx999FEP7D3YP5iSzwv7+09QN3SqKCJyMrA/cJmqThKR3VV1jYgoVqI8ExiJ9WQe\ngPVpjscyd5NUdWiKhu44juM4lZ6SBnb7A+1V9fvSHkBQS+sC1ASewkq+XsL6fiYAlydnQUJJ2VNY\nuU8ucHEwRT4OKzGbBfw1ZGKeAB5S1ZmlPW6nYpIkGFKc24BfsMDtYVUdISLbYD1AR6nq8UH6/9cQ\n7CT299GfKUKmgnCd7IiVyt2UdNtgVV2z7bbb/lyjRo29s7KybsOuvYOAdsDLnTt35umnny6gmECK\nB3UOZulRBPwqInti/oXTsEzdVKxM+UusRLkr0Ab4QlU/S9F4HcdxHKfKUFIfu9FYxq5UEZGOwMGq\negjQAROheBi4NShtRtgqcDKnADXDc24OjwcTsegE/AbsFSYd2R7UObA2qCER1IlI7bBdGIK9KUB/\nYEII6iJM1OEroDAoPo5U1XkiUi1pfytTckB/Quh/exuYISIXicidwCtxHH8VRdFflyxZ8lzdunWL\nMOXb1ZjE/NOqOr5Zs2apHLqTJohIxnq8F/tiPadPAy9j39ldgAeAj8N9BwBfYItq33svpuM4juOU\nDyXN2PUARojISVipTeIfdaLH7p7NfP1jgJ9CGVw9rJ/nElX9Mtw/MDzm/aTnHAoMAlDVb0Vkv3D7\nSmAroDawCsu09NrMcTmVhIQEf2JyGT7DdwCjRGSAqn4OVMN65G4Ptz8aFPrWhMcUFttf2oii/Amz\nsDK4B4H7fvvtt1NWrVp1MjCgsLBweSg7PSgc448pHamTNhS/ZpJur66qE0Vkf2B7YIGqLheRrTGx\noVFYULc8VFlMKPfBO47jOE4VpqSB3b1Yf84emDFzggjrsdvcwG5bbMX3REyQ4kPW9cpbCWxT7Dn1\nMAGLBIUhe3Iv8AimULgr1udxXmjs76uq32zmGJ0KSOidK0zy1NoBuAL7vF2BlYjdBHyuqrlh0jpd\nREZgdgAvwR/KlgkVyHQUR9kQqloUgrdDsrOzZ65atapT8+bN+9WuXTs/3P94iodYZQnfWbur6k+p\nHktxipW+34wFcC+oakHI4G2F9dA9IyL7YMJaU4B8VX0gJYN2HMdxHIcojv98nioiq7CSrS9K88VF\n5D5goao+ErZ/AHZR1a3D9snA0ap6ZdJzHga+UdW3wvZsVW2edH8G5pN0MeZBdgbwoaqesLGxjBs3\nrsJM2J31U1BgrXPVq/+xXjF+/HjiOKZNmzb069eP6tWr07VrV3JycujTpw9777037du3Jz8/nxo1\nalBYWEi1atVSdQilTlFREa+99ho///wzvXv3XvvexHFMUVER1apVo6ioiIyMklZlVy5K89hLuq/f\nfvuNNWvWcP/999OnT59See0toajIEnMZGRnEccyqVasYO3Ys7du35/nnn+ess86ifv36ax+/atUq\n+vXrR3Z2NosXL6ZTp04cccQRqRr+OnTp0haADz/0ZKHjOI5TdrRr1654q0JaUNKM3Swse1bajACu\nBh4JGZU6wOci0kFVh2P+WcXN0UdiPR1vichBQPESsp6Y3DZYD2FihflPSdeTVFUYN25cvLnnQESa\nYZ+LIUFMZ1+s5LIA2AUr860NtB84cOCbqjquR48e544aNerSq6+++rCk/SReP6qIvUFRFFUDiOO4\nMIqiCDilXr16K5o2bXp0t27dnlLVWSJyAdan+qyIZAL1VHVhYh9bch4qAkHN9ExswWdluG2rLbFw\nEJE2wEXA66r6nYi0B6YVE9ppDTTDFEePBQafe+65/VT1hfXtszzOQ6LsMvy9japmi8huwMPPPvvs\nMuCQ4cOHHx16UNdy+OGHIyLNVHVOWY5vU5k3jxkA7dq1a1Ea+6vs10JFwc9D6vFzkB74eUgP0jkZ\nVNLA7i6gr4g8hpk3r6MquLmZPFX9WEQOF5HRWBB2GTADeE5EagITMQEIRKQvplz4HtBJREaG3VyY\n2J+I1AM6qOrZYXs+Fjw+uTnjc9KfhMplMA9/FmgSJu77A2+o6hvhs9MTuAo4GOggIj9jn62vw34S\nfUWJizVtL9o/4XjgsyiKiKLorDiOP8rOzl4EfCYi9UXkeaw/6h8icgX2vtyOefRVFQqx8sHVIvIB\n8H/AJOC/m7qjJJXVAmA1cGD4bN2NVQ0kHnc68DumHDke8327DXgVqywoF0JFww5AN+AxVV0Vvjev\nB44RkSHAV6raWUTOw66j3iLSHytbzk66VtIqqHMcx3Gcqk5JA7t+4fdTG7h/s2uZElLsxei4nsd1\nT9q8dAP7Wo5NmBLbLp5SCUnOMiSpXHYABMjCVFyHABeLyAmYj9vDwGHYxDoCqqlqDjA9eX8VmSiK\nMoBa1apV27awsLB9HMevxnFcICKnYYHqJ8AKYGusH3UClsUclbJBlxOJnktYa0r/MFamPQmoo6qb\nE9RlJFlnzAa+A9oD9wHDQ89mJqau+iFQC7NpGQT8DTP5niEil6nqhr5bSw0R2VNVfxSRhZi68Dhg\nMNAdqK6qB4Xy+LswldQ5wPPhuC7GqjaGVIZrxXEcx3EqIyUK7FS1ajbgOGmHiFwGXCQiHwPDMVn1\nF7FJ88tYANMOC2JWh9umAksxA+5nwwLAWirLRLVmzZrHNWjQIGvhwoWr4zh+vXXr1k1F5CkgG1gC\n/BULMM4C7scCu4zkMszKRMhOiar+kiSCczSWtX0K81m7FDhKRLoCH6hq9p/s8yhgEfBjEKc5EBNu\nGo1VG0wH7gSKRKQO8DiQGYK8y4Cm2ELDZOB84EasJ7hMAzsROQL4RESuCq93P3CBiIwDmgD5IvIG\nFviPDmWjRwNbq+pgLAB0HMdxHCeN2WDAFjIdm4SIdNmy4TjO+hGRc0KJW3PgcmwSfSGWfcsChqnq\nJ1h2oRCbNC8AngP+DVyqqg8lgrqED11FJoqiWlF0XM+MjGN7RVFUKy8v77TMzMyTmzdvfm3jxo1v\ny87O7gDMx4Lcc7GJ+lHY+7Mv5vs4UkTqiMi1IrJ7yg6mbDgIy9ISvAefxbwv6wKtsaD/cOA14EDg\nPRHpsr7PhogkFHUKgMkh69caeAj7jD0PDMMCu2+wvt7GmFn3SBG5DcuQ5WOeoF9gfXYTgSUhsCxL\n6mDBZC4W2H0axtca+zwci5WF/g1YAzTCFkzWV1HhOI7jOE4asrHJ7VkiMlJEzhWR4pYDaxGRuiLS\nQ0S+xTIBjlOqhIn2jsBMVb0lWFdE/8/eeYdpUV5v+J5dYCmKdCPYUR67IsbeS+w1dk3s0VgTTYyx\nR42aGP3FFGss2KPYo4iigL0hFkQPNkQFVARcQGCBnd8f5/3wc2WXBbZz7uvai/1mp7wzw+41z5zz\nPg8wJhmc/BPYNrW9jcJD6jfAA8d3NrMDzOz5on0VArybLVmWtYVzBsKj1+X5/64tKfnDoJ49e35S\nVlY2uKysbIsuXbq8M3fu3F64mPsHcDo+72tDvCpTAfwcF3wP4FWbZj9nKgm4DMDMXgQGStoxVew6\nmNmOZnZm+j/0MvANMMTMTsaF3tji/xtpvua82Av8hcJhkn6Gz1V7DZ/3+yku2rYBhuAib3+8MrYB\nLjLb4dW+Xmlf4/CWyJ3N7PZ6uBzFZkCvA5+b2W14NME5wNe4QdX/0ph/hgvOEuB1M/vYzCrqY1xB\nEARBENQ91bZimtkvJW0FnAfcIul14D38waQV/kZ3PTzbbhhwlpkNqf8hB0saqeVtALCKpOOAHrjp\nxyuSRuGtl4cCu5vZA5Kexo0eykmZh0W5ds1a0EFBnO58BFywLbSmXbuX6NJl/NatW3fqmmVzrqis\nrHy5srLyn507dx6IP7AfiBsT9Umf/4cL4EOBx4BrzGxcI51OnZAEe17UcllwbFwf+I+k5YDtJK2S\n2iJ3xLMz7wR2lzTEzG4t2l9Z2nYCMFbSGsApuCjujudpTkqr9zOzVyQdjFfj3sKF0zO4M+ZXkp4C\ntgBewcXUB8BfzezLomPW+VzPov31At6XtHX6vjWwNi7mRpjZHyVtAZxdcAoNgiAIgqB5UeMcOzN7\nDndKWw3YBdgIF3KVuMPbTcATZvZxfQ80WOIZiz8w/wW4AuhjZjMljQC2Ax4CNpX0kJm9X3XjoopL\ns6XIjbAyy3Yhy2bQrdsVlJZ+zbRp29Kly2tllZWVv587d+7MVq1afZ5l2Wp4PMjjwN7A7ngr67G4\n3f/OZvZV453R4pNaJCsLgl3SqnjMRV9J95rZnyW9g7uF/g24UtLNeMvh62Z2UZX9FYLoZ0naBWgt\n6QHcRXJ3M1tZ0oq4wcjd+EuGY5LbaC+87XdfYCYesXE2LqbvBO7Cxd41ZvZe0TGrOrLWBx/hQr5P\nOv7A9JLkQjwOBDN7ofrNgyAIgiBo6tTWPOVD4F/1PJYgqJZUtXsc2BwYmETdZnjb5Zdpfl2Lpihv\nrO1qq1WWfvnlKW/PnLnPeiUly1NWdtenWTZrDpQs3bp16//gbYIH4HOoVsUNPU7BDWVOKa5mNmeK\nKnQr4+K1H559eSlwqqSDcHH1HzNbX9KHePvj9Wb2WGE/qeVynkBMzMWFz8e4YDtWUreUBTgG2B7o\nn9ZtDRyHm/fsAxxqZvtLujS1gg6WdLqZvVt0zIYQdAWx+m2qev8vmaGQxn6nmX1Xn8cPgiAIgqBh\nqG3cQRA0BcYBg4GrJX2OO2HeaWbDCysU29q3BPTDAOk+eKTD4yUlJWt36/bcKfDajaWllT0qKmZ8\nnmWtR5WUlGyHV+aOAG7FX8hcaGbnSepsZpMb61zqgqpzJCWtgIuvcryLYCngPTMbnV4EHAQcDcyS\ndLiZ3QE8Ury/VKErxGasigu053Dhsyww18zGy/MQ/yzpLDwLcB9gJeBkvDXzb7jT6H7A3pJa4xmB\nS6cxv5uO0SCCrkB6KdIJ77boX3T8CnyuZRAEQRAELYBm7wwYLDmkh/lhuMnHIDP7uZndDd+bRLQE\nUVfkwFjIXOuWPv4a+Pu0adO2AJZu3br1RiUlFWPnzJk1sk2bNmeVlpaWAZa+9jCzUbiouTPtq7mL\nuiyJsMoiQ6f1gKPM7LdmdjnuhLqGpDZ4EHgFLnR3SqKusK9W6SVApaSSZLpyLi6EZ+DXrS9uqLKD\npB64Ecpx+P/B9/H5dGvgLerP4vPm7sTv075ANzO7ycweLD6PxojXMLMpeCvoRy0l3iOQjp6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E+AN5MT7xX4HM3uQA8zK8fn1R1gZgea2UvpGCXJ3KVJu1wW+L5t+dHrLr/8OGDrM/AsvmfyPH84\nz/NnG3mIQRAEQRA0UWrtihkEi0qe5zOzLNsVXiuYp/TP83x+uWQNSqrQ7Q0sI+m/ZjZT0gHATng7\n37V4O+AVuGA7sLKy8tOvv/76844dOy6z1FJL3Qb8ErgEn1O2DLBHczcYqqx0DVTkdNnTzIZLGgus\nD4zEK/fbAVcBl0u6xswek7QRVV4YSfo1bs0/Q9LW+BzFTfCq3K142+RrZvaWpEI7ZSdgN7w183P8\nPszB20E/SyYpI4Ab+N58p8LM3krHLE1GLMWVwe2AF8ysCUdqVG1bfqoP7NUnz58Y0pijCoIgCIKg\n6bMgYfcvSbPw/KcMKAP+Jml60Tq5mf2yvgYYtAySkLu+scdRoODoKKkjXpFbSdIUPFz8t8AZ+Lyt\nrsD9eZ73rqysXDvLss179OjxWJZld+JujDumdS5tTnO3qpJaFVc3M/Pca5C0FT6fbWpyuHwWr5KN\nBD4C+gIv4fMO9wXuN7M/Fe3zENwF8zG8KjcFeBD4H/AhcJ6k90jtlClUvNBO+SZwHfAr3KRm3fT9\n1ZLGAAPM7H5Jp+HCu7gSWJqy7kqSS+fewK/xuWqVkl6tOu8uCIIgCIKguVNTK+ZteNViLt6SORe4\nCyhP389J/zbbVrNgyaUgAnBHyzVwV8flcMEyMRmAXA9c/fXXX0+oqKgoz/P8hpKSkpezLOsHHJsq\nc2eb2fPNXNSdiAu0KyRdO3HiRCQti5uWXAbsj4vf5fDf/7XxuW9zcTOVY83s/qL9lSSh2AsYY2Zn\nmtkY/EXSx8AEMxvIAtop8fbXR/Bq3lQzuxIXiM8Bk1PcwUHAqNTqWWilLfxNKtyTA/CWzlPxyIQm\nPE+4abctB0EQBEHQdKm2YmdmRzbgOIKgXkl297OLPi+Fm5vkwLfAT/HQ8LHAnsC/5s6dO6mkpGTz\nPM87lZWV3YJXfYbh1byvAYr32RyR9AdgFWAfvKK1Vvfu3U/A57fNAkamyub/8FD5f+NOmC8CV5rZ\nV0X7KoStF6IhBgCrSDoGd7k8iIVop8TdNgfjEQfPJhfNT3HzFCS1xSt7w6q4ax6Et26+IOltXAiu\njke1PAtcLOmvZjayrq5jXVHctnzWWXtdd/nll+zaFNqWgyAIgiBo+jQbp7ggWFhSFWd/+F6ASeqe\nfrwS0DZVhk7CRUQp8Gqe531XW221d+fMmbNPZWXlTydPnvwwbqk/FfjQzN4zs4kNfkJ1jKQuuFg7\nzczGA+Vm9kL6cU+85XKP9DkH5prZcOB0M3u9IOqqZv4VMRZ4C6/MTcTbKa/B2ynvlvTzVMk7DQ8a\nL66kFr5/Hq/yLV9l7Bkw28weMrPJRct3xdtCL8IrcwcBD6evI/GKbGu8FbRJkuf5zDx/4vr999+E\nEHVBEARBENSWME8JWiSSfoMbo4yQ9DBuiX8h8JWkb/CqkyStYmafSPoO2G3KlCm3Tp48+flu3brd\nPG7cuBfSvkrNzHAR1JIoxwXXBrhwzSWVXH311eBVvBHAwZL2xSt4vwdIYmwe1bWhpvltj+Ntrq+m\n9tarJN2Pu2r+qJ2yqotoOtZZ89l3TmoDl7QtXgH8CNgFr9Btjpu7PIO3X3YD/oILu8vNLARTEARB\nEAQtihB2QYtC0tHAcfiD/A1mdkVafir+QD9U0njcWv9O4P8kXZfn+TYzZ86s/O6776ioqLglbZMB\nWXOOLFgArfDK1drAK4UWyosuughgXTP7vaQ3gG5m9sYiHmMc3k55kqTnattOWZU0Z+8H90LS6sCl\neKV1fHLtHAg8jrtwboW7ak4ysyclvZCOHQRBEARB0OIIYRe0GFLI9Qr4XLjeQF9Jy+EP/tOAfSSd\nibsurgdckuf5EXPmzDl96tSpz0+cOPHSPM+LWwFzvjfgaHGkeIfngJ9JOtjM7pHUb/311wd4La0z\nFm+pZH4VtVoco1LS88A6eDvl2MLP0py8mcBDNe2j6nGTW2eO//16x8wuknQ53mq5Kd/n3j2EO5Dc\nn8YSoi4IgiAIghZLrYWdpDXxdrbWpCDnAmZ2cx2PKwgWmtTq9yeYV+HZBNgSr+Isjc+5Ohw37zh2\nwoQJG5SXl88EjsjzfHzabqHFSzPnSdzQ5ExJPwfabbXVVtx77733Vl1xUa/LAtopq0XSccAJwGBJ\nLyezlf8AnYGbcfG+laQXcAOWT4A18TbPTYERZhb5b0EQBEEQLBHUSthJOgtveZrE9+51xYSwC5oa\nI4FR+Fyrx/H4jk2A6/M87zF58uTny8vLW+d5fhf8INB6LkCWZSsAXfM8f7ORxt8gpPbLwZKGAWua\n2dvDhw/P4XuXy7o6ViFXbkHr9enTZ5/Kysq/lpaWPgiciMcmHIFn4K0IPJPC0HcGdgD64xXGK4Av\n8bbSwXU17iAIgiAIguZAbSt2pwNnmtnf6nMwQVBXmFmFpOGA8Fy0WyUNmzRp0pETJ04cD/wvz/PZ\nAFmWleV5PquwbZZlOwCVeZ4vMdWe5Br6NkBlZWVh2SKJuizLsjzPf7RtdaIuy7I2eZ5XALRp0+Yn\n7du336tr164TzOwPMC/ovNBGeSVwcoqrKNyfvXCjnJvM7OFFGXMQBEEQBEFzp7bCrg3wQH0OJAjq\nmg8//HC53r17f5plWc927dqtNXPmzA2Ah/M8/0JSadGq+wL3ZFm2NC4QhuR5/kWjDLqByLKsB7Ba\nnucvVv1ZScmip6BkWbYmPqexVhlxWZatnmXZMsDrWZZtCXTs3r37xSUlJadK+i3+t+c43N30E9zB\n80jgYDP7DzAotWl+u8iDDoIgCIIgaAHUVtjdgb8lP6MuW7MAkute4aHsY+Ay4FagEn84PKn4mGnu\n1DW4+cUs4Fgz+0jSLvj8qrHAgWaWS/on8LcwTVjyyLJsOWDOtGnTHhw/fvzWwDKFtkv4fr5YlmWr\nAR9nWdYXt/i/K8/zBbYLtgB2wE1k6owsyzKgL3D3Qmy2YZ7nj2RZdijwSp7nz0tqA7yMh6FfC6yT\njF6exIPU7wJ2kdTGzCpC1AVBEARBENRe2HXDqxqHSvoUd5orkJvZ1oty8GR1jpltV7TsEeBsM3tW\n0rV4BaXYNW8foI2ZbS5pE7w1ax/cCXEnPJh4fUmVwLch6pYMsixrCzsf4Z8G9Qe2Bz4bP378FsDD\nffr0mVPNej8FZgOj8zxvkVXp+ZzzmsCb82uXXMz9boIHvR+UZdl/q+6/eP2ysqG3zZo1aw3guyzL\n9undu/e6JSUl98C8NtoXgPuAoUnUbQLMBD41s6HAo4sz9iAIgiAIgpZGbYXd+3glbX4szsPh+kB7\nSYPSWM4BNjSzZ9PPB+Kh0MXCbgvgCQAze0XSRmn5NKAD0A6YjodRn7AYYwuaCS4Yzh0I52/rS/Y4\nDZ58CA/gngnsPHr06IFZlrX54XqHnAD3jwYGACtnWbYy8GKe5xMb+hzqix9fmwsOhstGAo9mWbZ6\nWu3TPM/fWrz9nnsI/HUiHjXwCbBnlmUf5nk+6ofrn7stZMyadfHBJSWXTm/VqtXIioqKF8vLy7eu\nrKz8PR4iDvAVMAi4UNLxeHvngCTqgiAIgiAIgipki/nSfrGQtA6wiZndlMKGnwDKzGz59PPtgaPM\n7BdF29wI3G9mT6TPn+ItdH2AC4C30tcqeDvn+kB/M3u5prEMHz4832ijflHda0SWW27WSuPHly3C\nPZi+FLTv+n0KxysAU2DFqdCt0hM65rfeNGDuN7DMtMUde9Ol6jnPBl6fDOtPhfbz/eWv3X2out9Z\nwAeTYM2prsGKqQS+Wwo6dIWMLKsgz1vTvfuvZnXo8EnpV1+d/01JydSSkpIKysv3/a6wVatWn5d2\n6/aPTjNnrjdrypTDW/A9mj+L/vuwRLN8+vfzuthZ3IOmQdyHxifuQdMg7kPT4PXXh6/Ur1+/bMFr\nNjzVVuwk3Q6caGZT0/fzewjM8FbMXy7i8UcDHwKY2QeSvsHn6BRYGphSZZvytLxAwUL9feCQNAfv\nXuBYPIZhf7xta/cFDWa55WattIjnEdQRi3IPpk+fS3l58ZKN6dhxaqcOHco6uaiYVc16HejYcWrX\nDh1mdV2cMTdlfnzOrejYce3OHTqUdi5cl/mxoPvw4/22oWPHFbt06DCni8fiFagESpg+vZLy8krK\nyoxu3a5iwoTLyfOfl8GzLLvsPcsCzJ69Px06zMLFZ2s8Y/xi2rVjqXbtWu49qon4m7RwfPVVGwB6\n9Kios+sW96BpEPeh8Yl70DSI+xDURE2tmHP5/nX8XFzYFavTwufFKfkdDawLnCSpJy7YnpS0jZkN\nA3YFnq6yzQvAnsB9kjYlWbQXcTxwS/q+JI2xQ20GM25cWZNU30sKw4cPzxflDUiWtU1tfudt60su\nHlpefsmu336bz1yU9VoSi3LOtbkPNe03vVyZF28g6ScdOlT+pn37VQ6bNOmq5WfOXJPOnY/5qHPn\n957KsuxhXP3d0br108PM7AAoW/wTbwEs6u/DkkyWMQZg3Liyletif3EPmgZxHxqfuAdNg7gPTYPh\nwxdL+9QrNQm7/zOzcgAzO7Kejn8TcKuk53CBeBTwDXBjcsYbhc9/QlJ/fA7eg8BOyVyBtA1pnY7A\nNmZ2cPo8AXged9cLWih5ns/MsmxXeG2ekUee/1i41Ha9lkR9nXN1+y0EvQNIKgPaAzeUlJQ82KHD\nx+e1aXPIsTNmtB219NKT7s6yVv8BVjSz3SX9EZi0uOMKgiAIgiBYUqlJ2I2QNAl4FhiKu9NVrY4t\nFikU+bD5/Gjb+ax7RNHHX1ezv3Lg4KLPYZ6yhJDEyvV1tV5Lor7OubBfSetBn17AR2Y2N7ndnoNP\nthuFt0+/UFpaekVpacWEtm0rhpl9NETSbcCGklY2s5vqenxBEARBEARLEjUJuz7AZunrSOBKSeXA\nMOpJ6AVB0HyQtCFwMtAb+FrSaOC/eITEUWa2fKq8/x3ogrde98HjFgCuAqbVdTZmEARBEATBkki1\nws7MPsSNTW4HkNQef2DbDK+onZUe2p41s/3qf6hBEDQFJLXCYwn2BU4xs8ckLQccjpsW3Qe8J6mv\nmY2QdDOwLPBLPHOyP4CZTW2UEwiCIAiCIGiBlNR2RTP7DjDgI+BT3IWyHd+/fQ+CYMmgEhgDPG1m\njwGY2Xg8d3IGsAJwP3BoWv8PwHXpZzuZ2RLVChsEQRAEQdAQ1BhQLqkLsB2wffoS8AHeinkDcKiZ\nTajnMQZB0IQws0pJDwPrS9rfzAakH32GvyyaALwH7CtpEzN7BXgpfQVBEARBEAT1QE05diPwKIKP\ncSF3MT6vblzDDC0IgibM57ix0h6SHsLzLL+VtDIeQjcKuBx4p/GGGARBEARBsORQU8VuHfzN+1PA\nEGCImX3TIKMKgqBJk6p2Q4AtgS3NbKikM4E2wAgzm4n/3QiCIAiCIAgagJqEXRdga7wV84/A3ZLe\nB57BH9iGmdnk+h9iEARNlC+A54BbJM3Ck8WvIfLogiAIgiAIGpxqzVPMbKqZPWZmvzOzfrir3flp\nm4uAryS9IemqBhprECyRSFpa0j6NPQ4ASaWF782sEhgH5MDDwBnA7sCWkrLGGWHDIanW5lNBEARB\nEAT1zcK4Yk4ysweBfwF/BW7DM6lOqaexBcESjaQySTsC7YEHJLWr4/1nxUKtpvUK35vZ3LRsW0mt\ngdeAlYHbzewB4Gm80t+9LsdaV9T2nBewjxJJJUnYztvv4o8uCIIgCIJg0VmQK2YPYFNgY2ATYCM8\n4uB13Dhhf+DFeh5jECxRpHzIdYC2wFnAwXiL45+B0+vqOCkYvCDUupjZj1ooJa2EC7dhSbzsA/wK\nmAP8Bs+zOx84N43zTjza4AVJTzel8HFJpUmYzpXUCehoZmMlZbUdZ1q3Mn2/PHC4mV3elM4zCIIg\nCIIlk5pcMccCywPf4Tblz+IPlq+Y2YyGGV4QLDlIKsNbnnsD0/CsyEHACcAFwEhJFyxqsHcSZifh\n82PfScuOw4PDB0u62symFNZNYqUEOCaN7UVgW+BGM3sgtYdeg7/wGStJZmaSrnS/rSIAACAASURB\nVMUNVBpd7KR2ydzMcjObK6kjfj0PAmZIOtzMxtRmH+BiWFJ34GygG3CYpAlmdmvVKl4QBEEQBEFD\nUlPF7p+4mHvDzGY30HiCYEnmSGBvYF+gM+44+SIuxtoA9+IRAict7I4ltTKzOZIGmdkHSazsCBwG\nHIKLs2UlTbvrrrsoEmX98Kp9dzyUfF3gPAAze0jSH4BOwH3Anr7YHlyEc69TkogtKbSOpmVd8XG+\nbWb9JF2DVx1/U80+SnFRWFWsHQ10MrNfSBqEm0vdGqIuCIIgCILGpCbzlCvM7JUQdUFQP6T5XisX\nLboR/53cFNgZd6Rti1fMT8BbHveR1GUhjlECYGZz0qJcUn+88rYKLhxPB04GjgKOLdp2B2A34Grg\nGzMbDYwHTundu3d3SccA41MMym/N7G8LdQHqkaIKXQdJ50k6EKgE3sA7EcDbSPtKWrd4W0lrJSE8\nN8U6dJV0saTT0rzCEmBYOs4dQNt0LcJQJQiCIAiCRiMeQoKgEUjVoDOBo1JrX8Fl8iXckGgI3o65\nGj6ntTewDPAoXjGqFVUMPo4BfgaMAPbDK4A3AAPNbEe8SjjrX//6F5KWSZ+HAv8BvpZ0KPDb2bNn\nd03LtwAuTsdp9LbLYpJo3g0YDPTAx3o08G+gq6S1zOxTwIAjirbrjgvrTpJaSTofF4ClwIG462cb\nYCVJ66TWzveB38EPr3cQBEEQBEFDEsIuCBqYNH9tLvAm0BpYQVKvFB2yJd4W2RsXYMvjAusNYFfg\nxJoqY1UdHyVtLOm09HE0sJ+Z/R13tF0P+CmwmaThuPvmByNHjgT4BbAUsKuZzcIF5W9mzZr19y++\n+OKpVq1a7WBmR5vZiLq4JotD4ZwltUr/bgNsjwu6I/D21S58b0gzEJ8vDB7RcG5hW+Ab4BZgk1Tl\nPBL42MzOxkXwxni1bgJwGfAg8H/AVElb1euJBkEQBEEQ1ECNrphBENQNBUfGKg6MQ3Bh9RegA3CH\nmZ0uaS+8unQesA0uRm4ys28XdJyiOIJtgK+Ab4FfShoHjMLdKkuAR4DjcdEzERdB3YC3f/KTn1Be\nXl4GdAWWl7T86NGjhy677LIvZ1k2bNasWQPr5qosOpLWwa/dC2Y2WlLrorbxk4C/A8PxKlt3/HwP\nx1tN/wFMS9dhppnNThEG7XCh3Q44QlKOC7+LgEuB/wL9gVXN7HpJXwDv4SK88H0QBEEQBEGjsNAV\nO0mrS/qrpCslbVofgwqCloKk0qIK3byWxST0KvBWwfHApWZ2TVrnEdykZNm0/IH5iTpJbSRtXjzn\nTtJWku7F4weux41NDgH2AB4Auqd2wRfxCJM/4a6Y5+J/D7bt3LkzeHvhVGCt8vLyzsAvvvzyy3PG\njx9/fx1fooVCUm9J/4ef25rA/ZJWBO6W9Lu02mC8ujkK2AqvznXGnS1HAV+Y2TVmVplEXWu8svca\nLgh74zmdhyYjmOmSDjSzmcBDwFeSOgAz8HmRRwB/NrOJDXENgiAIgiAI5kdNcQdLAVfhtuAAt+Ph\n5C8BX+IPgb+RtJ+ZPVzfAw2C5kShMldUQVsLnzv3upndVOTW+Dpe6VldUk8zG5eW72Fmn1ez71Lg\n17hgGwlslETNs8BmwN1m9qCk64ALzGw3SY/iZiy7prEcjhuePCLpXeAYvCq1+ahRowAqzOyq5ZZb\n7qsJEyb0Bm7L87zR5tGl6tp5uEC9AzgjGZv0BNYG/gocLOkv+DV5N1VIP8WdMEfh5zil6J6UACvg\n7ZQDgF3we7Q5qd1S0t54y+WFwL1mdnfRsJ6WNNrMPqvfsw+CIAiCIFgwNVXs/o7PJ/kV/hAo4Dnc\n1nsNM+uDPwj+od5HGQTNjKLK3NIp1+1UYCxwtKTdCvPC0jyuV/DqU++i7asTdRviwmVd4EAzOx53\nrdwVbzscDKwv6Sl8Dp1StWkAbnhyK/A1bgZyuKTHgIfxyt57ZnZN3759AcZlWbbLhAkTRud5/lAj\ni7pCKHh74HkzuzqJur2BKcBLZvYqLsA64FXI9dLmvwF2N7NfJ/fOPLVdnghsnQxUJuKxBp8DT+At\nqcvhL7EOSi+utiyMpfAFEKIuCIIgCIKmQk3Cbm/geDP7r5k9ilcHuuJvywvcDGxQj+MLgmZB8cN+\n+ryMpF+kMPEjgUFmdhleGdoab7MsMBT4u5k9V4tDtcGrSXeb2Rdp2X9x0bgy8DkwBw82XxfoBfw6\nZbhdgUcc9MbFXS9ccF5bWVm5Wp7nfQCOPvpoRo8evSHwTp7nry7stagLJLWWVLhGbdK/V+Oi9URJ\nD+JVum2BYyX1MrOv8UiI/ngFdGlglplNS2KuBNgBuBPP8Dte0sl4Dt1BAGY2BP+7uDremnlMWj49\ntc8Wws6blAtoEARBEARBTcKuK/6wCECaP/IdMLlonRm4sUMQLJEU5cTlZpYnAw5wkfVzSWsC5wAn\npuV3AWvhTpSFql2lmY2q5SHfwU1Bdi/MrUuulZ/i0QjtgJVwQTIWeAx4Cp9Ttw6wdPr5U/icu0uB\nO8rLyz8fPXr0O1mWrTB48GCA/+Z5/gUNTJGr52q4IC6cH6lN9TG8DfVGMxNuMtMXeEbSAWY2CXe9\nHJFEdUGAtcWroicDo81sP1zo7odf068knZ7WvR643szGmtmMons8L+w8CIIgCIKgqbEg85SqDzLx\nljoImFehK6mSE7cjcLGk5XDzkUeBX5nZVcCKkrYwsy9xA47PaxIKRRWmHxzTzKbjMQkAO6VxlOJz\n9VbE3RnPAg7D3Rw/w4XKUbiw2xEXc9PM7Erg4tGjRx/w1VdfPZZl2abAmrvttht5nlcs7jVaWCS1\nJYk53NFzX0l3Slq56Fr0x1snRwOY2atmdhhedRsrz+o7Fa+4gVfznsOjCsYBLwAlkrqb2Rv4/Mbf\npu07pn1+lKp8hXbLyKYLgiAIgqDJs6C4g60kFSp0GT4vZ3NJK6dlXea7VRC0cFIrXi6pF141egtv\nqTwan9/1FJ5Dt5uktXFx9Vvcnv/mmvZdiEZI368FtDOz4UXtf+8CH+CVvwy3/b8IGJzm7H0DfCOp\nHDcWOdDMrgVelPRYnueXfvll90OybJfPYHR/YE+gEhejr86cObMuLlGtKZyvmc2UtKakm9I5zgI6\nmtmYtF4rM5soaQiePXcC3mqZm9kDks4DLgDOMbO/pM+d8VDx+/F2y+eAffCswIF4O/lOZjYcr4TO\nI9otgyAIgiBoTixI2N03n2W31cdAgqApk6o3JclpsQQXVCfiLo1PAf8GdsPFws54ZahVWu9gMzsP\nd5mtbv9luDi7KeWyrQz8HDgUmCzpGtzkpBKYiQeWb4K7PU7F2ys/l7SzmQ0CMLMPJb2JV/Y2MLM3\nR48e/Qacm8P55/iRf/cL+MdU/Pe6N7DqtGnT6uSaLYgk1OZUqVz2wI1gbkpfl0vax8we4vsOg2tw\nkbxMqoAWeAN4EuieqqYj8Vy6n+Nt46fi92Y20E/SC1UFXdUqbBAEQRAEQXOhWmFnZgudcRcELYkk\n5nrhOWV/MbM5kgrteuWS2uBtjx/gVaBL0r8/BR7HW5cvM7MnajjGMsBKZva2pIvTstbAM8DtZtZP\n0rF4hen9NBcvl4djd8VNUB7DQ7ePAraQ9EYyEgEXN6swr6165yPg/G1d7wBcvgW8e2KeD55n4z98\n+A8KV3VKOrc+ZvZuqi4iaVe8mnYlXnEbh1fRXpQ0Atg7ne+b4PN9JT0NjJf0e6B/mgPcGXfJHItX\n6W7F59E9Y2Z7SRqDO4c+DHxiZuVF4ypJcx1D1AVBEARB0CxZUMUOmPeAuypuA14OWOEBSFIfYEbY\nfgctCUkyM5P0Jd6q+I6kVYATgMGSHsbnyp2NC5GT8XluuwG/I2WhVdfOl+bL5bjCOl3SbXj17b/A\n6cAtwJrpd28oHjeyiaQP8EDxTfG2wh64UUuG2/MfgOfV3QtgZqNxwVQNpUCrBhEzktrjY54o6SC8\n8vhX/O/K+3jF8g+4a+V1kv6Bz1PcBhetZ+HVNoBv8UrpwXil8US8Wro3UIGbr2yMi+uDJB2JRxn8\ntxAlUXQPYh5dEARBEATNnhqrcpLaSboUmIBXJV7C575MkXR1qjbcirc3BUGzR1I/Sf2Bm1IW3Ha4\n+Dgb+An+f/1jYHtcFX3O98HgbwOtzazCzIbOT9QVTFGKBMVEPDPtSVyg3Im3DP4NFybLm9mH+Ly5\nzYGl0vqd8ZbEW3C32k3xOX1TgN5JRM2HQf3hoqGufSqAi4f6svoliajvcPHaFRfLJcBUMzsUv3Zr\nAD/DDU1ewIXy+sBxuOAtntP7Ph4dMQhYTdLRePTKgLSvGcAWwH9ws5ULzewEM/u8yBQl5tAFQRAE\nQdBiqLZilxzqhuKtaFfgb9on4UHGW+DBv4fhNuu31vM4g6DekbQuXjG6ycwGpey3abgCOhb41MzG\nSnoZFyD74O6N/8R/BzY1s/m6SRaqQ0WV7l54u+AreD5bO+BD/HfyeFzQ3A1cI+lZvFXxSzyE+3fA\njUDf1K44ERecrwM3F7Vh/og8z2dmWbYrvHaELxnUP8/zenFLSS2kWwN/NbORkjrgou1N3J3zEdzQ\n5U58jt/VwK/wl0fnA/fgYvon+NzCefELKVfuPTwPcCjeSfAXPLrgaFwkt8ejDX6TxjNvnmR9nG8Q\nBEEQBEFjUlMr5pn4w+baZvZtlZ+9lua+DMHnt8yprwEGQQPSEegOvCSpMz4fC3wO2y24/f7NuDDZ\nMq1/LZ6pVmM8QKE6lMTFacC+wNPAKmb2kKQD8FbBKbiIGYDP1TsOWMHM+kpaBw/NPh+vEu4l6S18\nztjy8/k9nS9JyF1fm3UXRFHGW2WV5RnQEz/PniljbnLK3puEC7BD8WvQGe8KOBo3QPkM2AVvw7wZ\n+D3wKnC4pLdSTAH4fVgbN455EL8nO+GVu7uL/y4VOY2GqAuCIAiCoEVSUyvmYbhteHUPi3/CDSL2\nqvNRBUHj8AY+h+tmvJp0JD5X6w1cgHQB9jezGXg16WIzmzo/UVc1h05SmaTd8Jcl2+BCcQiwqaSd\ncEFXhouek4GzzGw8nr/2tqTr8fl7Q4Dr8BbEZYEeyYhkUF1fjNpQMByR1E3S9kXLczxz7to0zhMl\nbZSWtcWrchun7z/HK5H98Wt9HbBzEmI34ZXRFYF+wHpFYnIa3n7aDb825wJ7mtmIImOWCBcPgiAI\ngmCJoKaK3Qp4Nld13IRXD0bU6YiCoJEwsxmS9gWWAbqY2UgASavj89puB9qkdedrFiRpPTN7u6jl\nslUSGf1wgVKGz9nbCa/I/Qevzn2HG7OsDowws1dSO/Qs4COgm5n9VVIn3CDlO+C4hq6WV21nlNQK\nr0Bujs/BfaZo9c/xKIEV8b8TZ+Nz7F7EBdzeQB/gJGB/vOX7MeC3ZvZO2sd1+AukTsDLwJp40Prb\n6efvpm3eTUJvWpiiBEEQBEGwJFKTsJuAu+2Nnd8Pzex2SVun9YKgJSG8coakc3Hnyq/M7M4aN5K2\nAx6X9GtcvMwBLpJ0DN42+DqwIZ5n1wkXZzvgbYYzgGlmdpOkVqnStBkuZCqBHSQdgs+765tETIMh\nqa2ZzUyCaa6kpYFOZvaZpG3xKIa/FW+TMv9ewUXsTLz6eA2wgZntIekCM/synWsvYIyZnZmOtwqe\nP3cj7vB5KD4Hby1gS0mjUgbedLwVtfi4YYoSBEEQBMESR02tmA8CFxS3kxWT3tRfgFu+B0FLYSaw\nLnBZmkfaCTimJkOSItoDo/F5XP/EM+Z6AtsmR8iRuIDZKf3sLLwCeAL+gqQvQBIslXh7YWZm1+HV\nru3M7PKGFHWphfR4PFYASaWSzsRdK8+VdArwd6CPpB4Fx8kixuLzAY9JeX7H4deGonDxHK9ajpF0\njKQLcTOVytQKfhMet9ILdyQtwa918TirHjcIgiAIgmCJoqaK3WW4Y9/QFHnwMjAVf7jaGDgPf7g6\noL4HGQQNRWox/IekB4GKIvFRLUWtf68Dn6dq9ibAObgRyO6SnsTz7rrhjpf34fPBCnPBBgGHJOfI\nm3FnzC2A+9O4XqvjU13QOZUAW5jZc5Iq8UiBFYAOwJpmtp6kvXBRtzdefdzHzG4o3k+af/cssLak\n5c3s6arHMrNc0li89fuK9LWjmc1Kq5Tgwm8b3GHzR8I2qnRBEARBECzpVCvszGyipC3xB7dHqqw7\nB3gAOM3MJtXvEIOg4aluDl016xZERS/g/dSi3Atv4VwLr8YNwOetXgvclbaZU7SPYZKm4s6QD+Ei\ncX8zG1cHp7NQVFZWFgTZxpK2wufSrogLq0+AXpIewvPhbsFNZW4EfivprqrCy8zG4DESwA+DwYvW\nqZT0OD5X73Ezm5VaW3+DZ/gdV2yAkrIAY/5cEARBEARBoqaKHcmV76CU59UPrzZ8AwxPwcpBEHzP\nR/hcsD7ANWY2UNIZuCgaBgwzs2+q2zjZ+L8hqaOZlTfIiOdDScm87utSvF30j/i59QYyPE+v3MxO\nknQOsJWZXSLppeQYOl8KYqyG6to4YDBwtaQvgKXxXL6H5rOPEHVBEARBEARF1CjsCqSH0SfreSxB\n0GxJguNbSQOA/xXFD/wbd5H8rrb7amhRV+TcCcDbb7/NoYceui/wAd4y2h5377wI/5txG7CbpKdx\nl8tz0rhnFOXF/YgFibFUtRsG7Ao8YWa3F42x1MzmhqALgiAIgiCYP7USdkEQ1EwSJZ1w45X+hXZD\nM5vZ2GObH5JWwgXU48BkYKqkdc3snenTp4PPnT0fd/O8C7gSDxXfABiKi7zczKak/RXOd7Hy4lIL\n7GFF4ywIusihC4IgCIIgqIGaXDGDYIkiy7LFclZMIucu4KOmauYhqYukv+CZfBvgRiVbSdoceB5g\ns802A4972BEYj0c3DOL7ltIJwBQzm1IIYq/r85VUChEsHgRBEARBUFuaRMVOUg88yHgHPLPr1vTv\nSOCk4ofG5NZ3DbAeHt58rJl9JGkX4E+4vfqByWnvn8DfzOzThjyfoPmRZdlPcCFzx+Lsp6orZBNk\nBwAz2xqgeD6fpNclnXrXXXcBDMSdb4cBFwOnADdWjX2orjUyy7J+QEme54vk5hmCLgiCIAiCYOFo\n9IqdpNbA9cB03JjhKuDs9OCZ4VbqxewDtDGzzXFjhyvT8l/j+WBfAOtLWg/4NkRdsCCyLFsP2CjP\n88USdYtw3LIsyw7PsqxTQxwv/a4dimdUIqnMzMoltZPUBTdJOWfOnDkA3YHZwLJmNsXMLjazryVl\nC8qMy7JsV6ByUUVdEARBEARBsPA0urDDW8GuxVu+ADY0s2fT9wPxKkoxWwBPAJjZK8BGafk0PGOr\nHS4S/wD8pf6GHbQEsizbEWiX5/n/Gvi4qwI/B+7N83xKfRyj0M6Yvi8xs9m4q+02aXGhKlaKx5q8\nAdxzySWXAGwFHGpmQ6vsI6+u7TLLslZZlh0GvJ3n+Yi6Pp8gCIIgCIKgehpV2Ek6EvjazAqOm1n6\nKjANWKbKZh2BYtfAuak982K82vcJsBrwAnCYpGslbVoPww+aMVmWlWRZdjDwUZ7nrzTwsbcHVszz\n/K48zyvq6ziFdsZUmSu0TN4HbCKpQ5ET5jrA3PT5nDPOOAMzO8bMPktz6LK0v2odKbMs64KbnjyQ\n5/kXCzPOLMv6ZVm27kKeXhAEQRAEQVBElueN5/GQrM3z9LUBMBroa2Zt0s/3BnY0s1OKtrkSeNnM\n7kufPzOzFYp+XgLcCxwL3AzsDzxqZrvXNJbhw4c3SbOLoO6ZPn06zzzzDNtvvz0dOnRY7P1NnjyZ\nzp07L3C9iooKBg8ezAYbbEDPnj0X+7g1UVlZyZw5c3jggQfYdNNNWXnlleeN4c4772T27Nnsvffe\nfPTRRwwePJi+ffuy5557kuc5WZZRWekarijTrlrGjBnDxx9/zHbbbcfC+M/kec6wYcPo2bMnffr0\nWaTzDIJi9txzHQAefXRkI48kCIIgaMn069dvsQz36otGNU8xs0JLGJKGACcAV0jaxswKeVZPV9ns\nBWBP4L5UiXu7ys+PB25J35fgFcBaPb031Zu0pDB8+PC8vu9BaoHcCBhw4YUXLlYmWnLR3AsYO7/W\nwyzL1gbey/O8MsuyVYDNgAF1XaWrmh0naTPgAzObeOSRR97+yCOPPG9m1xfCvY888shlgF8NHTp0\nbfylyj8ffvjhNwrbDx8+PP/pT39aq/uQZdnWQJ7n+XMLM+Ysy5bCW1Efy/N84sJsu6TQEL8PLY3x\n4xkD0K9fv5XrYn9xD5oGcR8an7gHTYO4D02DplwMahKumEXkwBnAjZLa4OHHAwAk9ceDkB8EdpL0\nQtrmqMLGkjoC25jZwenzBNzC/d8NdgZBkyXLsk2ADnme31sH+1oGN/L5X57n31Sz2tp5nr+bWi8r\n8zy/a3GPW5WUH1douewFfIsbpCwr6RjgAaBrWq+yEKSOv0BZysymFfYDZLUNAE+idj9gZJ7ntjBj\nzrJsdWBD4I48z8P9MgiCIAiCoA5oMsLOzLYr+rjtfH5+RNHHX1ezj3Lg4KLPJ9TV+ILmSxIhewBj\n6mI+XZZl6wACbs/zvDq7/42Bt7IsOxx4Ps/zMYt73AKSDgS+MbOnU6zHFrhDbBnwipmdIulSPK5g\ndeDmtN4PKntFoq6wvFZvoLIsaw8cBDyc5/mkhRl7lmXbAnPzPP/vwmwXBEEQBEEQ1ExTcMUMgnoj\ny7I2wOHAq3mev7OY+8qyLNsdaJ/n+f3Foi7LsrZZtsvx/pW1BTYG+gFPAStnWbbS4hwb5lXVwIPC\nj5PUXtJKwO9wB9hfATtI2tbMzgZG4HNX94Tqs+EWJjMuy7LlgX1xUVtrUZccMw/G21YXqm0zCIIg\nCIIgWDAh7IIWRXJnLHzfA6/g3pvn+ZeLsK+you87AL8EXs/z/NUq67WFcwfCo9f513FDcGfWaUAf\nYESe53WZp/j/7N15vN3T1cfxz76ZEUTMMw930ZpDzcQYqSHaqgatdKBoVWc1pmp4RIs+balUKalW\nDTE0QRqkYqwpamalZiERQyISme9+/lj7cNwmktzce8+9yff9ep2Xc35n+O3fOefGWb+99lq/BlYk\n2hZ0IooEbUnM2r0MfBfA3f8G/BZ4w8y6Lqj/3Lw0ej97AZvnnP+ac57zKU+rzOpVrq9KpIcOyzm/\ntKhjEBEREZEFU2AnS5q94KPCJTsQM0szP+0J82q6XdI3+5XrBuxPrAmbR4DYZwAM7B0xVifgoh2g\nz3M552E553tzzu8v/mFBo3TKG4BDgcnAW0BP4HvASGB3M6tUgX0JWNHdZ8yv/9z8pJS6EX0jSSnt\nRxRJGbEQz6sDPl+ubw1sR3wOHy7K/kVERERk4bWZNXYiiyultA7wekppD2BGznnYgp7TeN1Zld7A\n6JTSvsDU5ii40syuIIqXbEn0odsIuBV4A/iiu99XgtUjgTubuI+9gX+WpuN355zHLeTz9izPOxB4\nPed8axP3LyIiIiILSTN20m7NY13bDsT6s9eAx1NKPef1PDNbwcx6wsfryzbeeOMfrbbatld27brH\nT8prrQn0AZ7NOT/w6SMZOQTOHA2ziMtZo2Nb83P3uaXh+Bxi1q4fMJioFjvY3b9RgroOZYbuK+5+\nycK8duX9HDr0ocps3UrAl8trz6hOTZ3X86o+h9WJYjUPEgVkVJpZREREpIVpxk7apY/XtQ3sHVt+\n+lX4zQfAVXw8g/Vg9XPMbH3gaGA80cQeM9s95/ydDz9ce7eUtl+9Z8/3efPNTt+EO+4D/gH0KmvL\nbs85T5/XWHLOM1JKfeGRUrl15JCc84zmPuYy3i7A78zsUSLwfAiY7e43VT3mo1nIEgAuUPX7OWgQ\nwI2Pwah7gNuAfYB3afR+Nn5ebDng+3D7A8Ts4U5Epc07AaVhioiIiLQgBXbSTlWvawM4Zxd48vic\n//m3xo80s7WBZYBLgX+6+0VmtrGZbQQcNGtW543efPP21aEj66/fly5dfrbpzJkNF+V8540LO5oS\nyP2hGQ7sU7n7TDOrpGHe5u6XV+4rveryolS5/Fjj9/O6TeCw/8t55N8X7XlXbAoDfpfzHTd92rNE\nREREpHkpFVOWEJ2Azv81O2VmuwP3Agm4G1jbzH4I/IooOHJvzunDLl2eBRJTpvRj1VX/CHRss42z\n3f1f7v7TSlBnZnVl+yIVR/l0yxFv2aJaGeiwUE3ORURERKT5KLCTdmr+69rMrIuZfd7M1gHeAWYS\nM3Z7EdUaHyLWp20LvNe584xbuncf+CLM4r33BjBr1uTXV1zxoatrcFCLpCqga4ZAqqnrBFtvfaGI\niIiIzJ9SMaVdWsC6to7ARKJCZHdiGuli4DtEYLcDkZb5W2C5urq6N3r0eO7ODz/c+4oPP1zmnbfe\nark1cs2peQK6UP1+nnTSQYMHDTq778K8B625vlBERERE5k+BnbRb81vX5u7TzGwm8CVgVeCnwM/c\n/fFSfOTHwLXAw8AewBUppRHTpt3zbuuNvu2pvJ9jxowZfO65Cx+ctdb6QhERERGZPwV20m6ZWTfg\ncOBx4E13H29mfYgWAA1EJcY33P0KM/uamR3r7oPN7DVi9u4XwGru/nqtjmFRpJQ2B15rrobnIiIi\nIrLkUGAn7Y6ZdQB+RpThfwHYGrjLzG4kUi5vdPcTzWwf4PNmtilwMtG+YHC5NLj7LKC9BHV7AR8o\nqBMRERGReVFgJ+3Rl4kG4kdWZttKS4OViVm4r5bHPQrsDHzR3c8xsz+Y2Wru/kItBt0UKaU64FDg\noZzzy7Uej4iIiIi0TaqKKe3REcDf3f11M1vDzK4kqlyOcvergFXNbBd3nwQ8BbxvZsu4+0nu/lYN\nx71IUkrLA0cCtyqoExEREZFPo8BO2rRS7KSSfomZrQi8RFS8hGhg94C7bw9MNrPDiEIeF5T7b3L3\ni9z9w9Yd+eJJKW0I7Af8Oef8Qa3HIyIiIiJtmwI7abPMbAfgKAB3n1v+9XRyRgAAIABJREFUOxlY\nDdjSzOrc/TV3v7Q85QngHXcfDPywPL7dNctOKe0ArJ9zvi7n3O7GLyIiIiKtT4GdtClmVlfVePtB\nYFBZG7dm1cOuIZqNn1ies7eZ3UKssXu8PPeB1h354kvhIGBqzvmftR6PiIiIiLQfKp4ibUplhs3M\ntiIaid8D9HL3N82sk7vPdvebzewF4AQz+yOwBnCxu4+o3cgXT0qpM9Af+EfOeWKtxyMiIiIi7YsC\nO6mpqtm5SkDXDfgJ0Bu4FPgi8B8zM3d3M+vs7rPc/Wng22bWoxRJabdSSqsS6+muyTnPqvV4RERE\nRKT9USqm1JS7N7h7g5lt8MorrwDMBDYGHgaGuvtM4K/AWWa2fOk9V/389h7UbQ5sD1yloE5ERERE\nmkqBnbS6SoXLcn1ZM/sNcPXtt98OcDQwElge2Kw87HTAgCFm1rOVh9usUkqbpZTWKtf3BJbNOQ/P\nOecaD01ERERE2jEFdtIqzGxrM+sFUeHSzDqVuzYDOrr7juuuuy7At4Dx5b6dzWwld58DHODuX3D3\nd1t98M1rU2B8Sqk/8HLO+cFaD0hERERE2j8FdtKizCyVqwOAPma2iZmdD/zezPYHPgT2MrM7J0+e\nDDAEmAoMBzYCEoC7v97qg29mKaU1gMnEe6Gm4yIiIiLSbFQ8RVpECejqKv3ngMuAU4n1ZPcDtwEn\nEVUv7wDo37//XsOGDdsM6OHuZwP/aPWBN6OUUlfoMyBujRxCFILJwGvAnimliTnnf9VuhCIiIiKy\npFBgJ83OzDqUgG6umfUAzN0fNLNHga2By9393XLfkcDPgOPOPfdcgJfd/Zc1G3wziaDutBEwsHds\nObM/nD2MCGSfzDnPruHwRERERGQJo1RMaRZmtqOZfc/MlgNyaTR+InA38CMz+x3wPDAd2LA8rQNw\nl7s/D5xx8sknsyQEdaHPgAjqOhGX03tDnw9zzmMU1ImIiIhIc9OMnSwWM9sG+C7wP8CbwAbAIGAF\nYHdgG3efY2a/BXoAbwA/NLO3iQbkZ0G0LRgzZkwNjkBEREREpP3TjJ00iZl1NLMLgBuA4e7eG/gm\n0AtYjgjs3gVWK08ZA+wK/IX43j0E7Orut7Ty0D9SVdilBYwcAmeOhlnE5azRZZ0dZpbKRX9/IiIi\nItIsNGMnTdUAvALc6e43l237AU4UB1kGeAs4wswuJNbWveHuL5jZEVVFVWqiah1gi8g5z0gp9YVH\nPiqeknOeYWZrAm+7+2yikEplPMnd1ctORERERJpEgZ00ibs3mNnfgc3N7P+Ajfm4PcHB7j7UzK4D\nvg7cDjwG/Ko8t6ZBXfUYzOxbwL3uPra595FzngH8oeyn0rdvMPA0cIqZfY1IXT3P3Wc29/5FRERE\nZOmhVDBZHOOAh4EvAf/r7gZ8B/i+md0BbODu3wUOcvefuPv0Wg3UzDo0ut3XzO4BdgI2NbOeLbTf\nziXlc58S3P0EONLMLgN2JtYZnmhmK7TE/kVERERk6aDATprM3RuIXnO3AsuWbXcC/YgCKneUbVNr\nNcaKqhm61cumLYEHgV8AvYGtzGyV5tynmW0OnFlSLPcDLiVKZI4C/sfdjwV+BGwKWHPuW0RERESW\nLgrsZHG9STQcP75SDMTd33P3Ue4+qRYDKoVJTjCzL1ZtO8bMRgBnmNlBwEvAq0QA+m/gAKK4S3Ps\nvzI7+BwwsLSAGA8cBqxMBJNbmdmypdXDOOAgM1upOfYvIiIiIksfBXayWMqs3T+J6phdazmW0jtv\nPWKd34fAMWV7PbAd8BXgCeBbwETgX8D55bG9gEcXc/8JPp4ddPc5wI5E4HsJsd5uTXd/CbgJOKc8\n9TrgfWDG4uxfRERERJZeKp4ii83d3wCG1HocRCXObxNjGQ70MbMDiO/5BsBxwL7AaCL4Wx44mgjs\nvuXurzVlp2ZW5+4NlaqWZrYPkWJ5FdGg/RliLd11wDfM7G7gQuBhMzvF3R9lMYNKEREREVm6acZO\n2rXqXnRlLd8qwLPEOr9riMDtXmAzoIO770XMjG3s7qOBY9z9aHf/TxP3X1dmLTGz3Uqa5x7AbcQs\nYD9ibd333f1+InX1LqLP3+bu/mFT9isiIiIiUk0zdtIuVfrQVc2S9QX6ALcAnyNm5V4l2i1sA/wc\n2MbM7gJeB86CRS/sUgLJY4AJwEPuPt7MrGzrBXwAPOnuvzOzg4miKbcDs8zsm8AZwF/d3Zt+9CIi\nIiIin1TTwK4UmfgjUE80az4WmAlcSTTAfhr4bnXj5lKg4/fAFuWxR7n7i2a2H1GU4jXgUHfPZvY7\n4Hx3f7X1jkpaUlXa49yqbf2AgcBgdx9mZr2AY939R2Z2JVGZcsfSHLyHuz/TxH1/lQgUXyTSOLc1\ns4uAE4Fl3H33MmPX28w2AB4gZu/6AacDldk9BXUiIiIi0qxqnYp5ANDg7rsApwH/C1wAnOLuuxHr\noPo1es7BQGd33wk4qTweYv3UPsAbwJZmtgXwvoK6lpFSWiWllBb8yOZjZqkq7XFPM/utme0MTAHu\nIb4vEE3AtzazM4lqlLeY2cru/uZiBHUrAtsDh7v7Me5+GDDQ3ScQbR0mm9mGwOPAVKJ330RgKDDC\n3Z9098ebfPAiIiIiIp+ipjN27v53M7ul3FwfmATs7e73lG0jiGIXN1c9bWeidxru/pCZbVu2TyV6\nqXUDphEpb8e25PiXVimlnYDlc87/aOl9mdn3gD2JWdpHgUlmdgbRmuAW4FBizdzjQL2ZrePur5vZ\nb4nvziR3P2eeL75oZgIDgBfMbDzwVWBlMxtW9v02sJO7/8XMXgBWMbNl3P3eZti3iIiIiMinqvWM\nHe4+18yGAL8B/srHsy4QwdoKjZ6yPDFDUzG3pGeeRVQafBnYiCgxf4SZXWJmO7TU+JcmKaVOKaX+\nwDstHdSVvnP3EAH/COBLwI6lJ9xuQB93/zVwLdClPK0zcFC5frO7H+fuzzVh33WNbnd09+nA94Ae\nQF/gKeA75foqwFtlfGsD17r7BSqMIiIiIiKtJeWcF/yoVmBmqwEPA8u5e8+yrR8xg/e9qsddADzo\n7teX26+7+zpV99cRZeWPAv4EHAIMd/f9P23/Y8aMaRtvRBs1YcIEHnvsMfbcc0+6dm3ZdnUvv/wy\n11xzDdtssw19+vQB4OKLL2afffahvr6eiy66iM0224zevXvz9ttvM3ToUI444gheeuklVl11VdZc\nc80m7behoYGcMx06dPiv7XV1H8d606dPp1u3bgAMHTqUddZZhy233JKJEyey7rrrNvGoJedMzvkT\n77XIojjwwM0AGD786RqPZOHNmjWLzp0713oYIiKyCHr16tWqy5EWVq2Lp3wVWNvdBwHTgbnAo2a2\nu7vfTcyGjGr0tPuBA4Hry0zck43uPwa4olyvI2YAl12Y8bTVD6kWUkqfzTk/U67vDnTKOd/Zkvsc\nM2ZM7tWrVzr88MM7Aj996qmnJgwZMuQJYrbuuPvvv/8mYrb2+gceeOCKSy+99DTga8Bb99577/Hu\nPrOp+y6zcnPK9Y2BbxLftTsqr2tmnYgTBfsQBX6OJ2bwfujuLfpLslIFtCX3UVH5HFpjX/BRpdG6\nxsdX1lQutSdcWvtzWBKMH88rAL169Vq/OV6vJT+DchLys8DypRWKzIf+FmpPn0HboM+hbWjLk0G1\nbndwI3BFadjcCfg+8DzwRzPrTPQjGwpQ0jVPBW4C9jGzyv8Iv1F5MTNbHtjd3fuX2xOA+4CLW+dw\nlgwppTWBHimlLkQg80DO+eWW2Ff5cZOr2hbUufscM7uPWCP5M6Jy6gbl8ifgl8AJwE7Ale5+42Ls\nm1KQZW7ZdjlRJOWPxDq6g4BvlyBjtpmNAjYkgrph7v6Xph35oqkEPWa2PTDW3Se1xn5bQ/nsKynV\n3yEazV/QWoGsSGuqquzbYGabAHubWT1wTUn5FhERaZJaF0/5EPjKPO7qPY/HDqi6edx8Xm8K0L/q\ntoqnNM0uwBhipuz6nPOslthJo+bey1599dXVd99PBG7u7heUx2xAtMB4z91HAiMXY9+d3H12ud4T\nWN3MriGKpPzG3f9oZn8FHjCzdd39tTJrNhFojmIsCxpfh7L+NJXWHV8ETgYeIhqc39DSY2gp1TN0\nVcf3ZeCLRAP3XsRa2tNqOU6R5lS+9x9V9i1mES1UZrn7FfN8ooiIyELSYhYhpdQ1pf2OiUvaCFgd\nWIvow7ZnSqnZTgCU3oVAzJSZ2SalF9xFzz33HJS02fLj5wGgi5mdZmZXEFUpb2pqymV1UZQy+7ay\nmV1LNDM/h4//Hl4ugd87wL+JYjy0xgxS5f2p7KsEPSsRDdaPAX4FLG9m65XHt6uUjEogV/VeLl/+\nux+wgrv/mDhxs0spRCPSrplZXdX3vsHM1jOz/zOznxInaX4AvFrapbS7v2kREWk7FNgt5VJKXeG0\nETB8cFx2vY2YtVqxXO7KOc9Z3P2Y2TbwyeDIzLoTvQtHADeNHDkSYv1axX3AbKLdwUh3P9jdb2rC\nvjuUGbCGqm1fJBqNb0i0z9gc+AuwDjGL/G0zu4RYQ/fYou5zEce3vJn1gU+kXB5iZneb2bHEWf1/\nELPRg4E1KLOV7WUNWuXHalXK7bfM7C7gl2b2A+B8YG0zW61UMn2FqEIq0m5Vem+WEzTLmtmuwOXE\nCaP/ECfRhhMn0j5rZsu2l79pERFpexTYLfX6DICBvWOJYyfgzo2hDznnYTnnx3POTS5IUlGae99T\nipJgZqeXiqefJVoVvA98p0uXLgCdzaxzSdPMRFrknu5+TRP33YdYt9XdzHqY2UUlyFwVeIkImJYh\nDn5H4sfWB8CmwBPuvq+7T2760S+U5YggGjPbwsx+RaQjXwLUA99z958RAeaBxI/CB0pg3KZVzUDm\nqm27Av2INbW/JFJ+NwWuBn5SHvZbYEr1DK9Ie1G1fjeXEzcXAicCexD/1rwMHEms1e1K9Og8ETjd\nzLrVZtQiItLe1bp4iiyhyg+b5O5z3X2ymQ0Gvl9mZ9Zy97PMrAuwJfGD5qBdd9115r333ruqu3+0\npq8pRUJKgZEDgHuAlYiiK98GjiACyXeJoijTiB9WxwH/KtcfBJZ192OaeuwLOcaPqly6+5tmNsbM\nji5j3ga4xN2HlgJAR5rZVkTa4h3ABOBUd/+gJcfYHKpmIA8DPiQC6T2Ae9z9yXLfVcSs7B+BK81s\nRXd/DHjMzHY2swc0iyFtXfWa4ZJy2Q1Yk/huH+rua5fH3Qd8DvgycfLmAHf/PzN7rnzvRUREmkSB\n3VJv5BA4sz+c3jtunzU6tjVdJf2oXF+Z+EH/C+Bx4A1gQzPr5e5jzOw8oljL/954440A7yzGfj9L\nFNzoTgQQXyJmgeqJH1IvEOv2dgMy8f2/nwgC1ybWr93UqLhBi6gKeHYnCobMIGav1iNSUNe1aMb+\nJPA2cLC7n2FmI9z99ZYeX1M1bstgZp8jAueeRErpTsBfgeuJ9EuArYA73f0JM9u3nAjYiwj4nwTG\nEu+BSJtTvX6ualt3YCCRUvwI8IyZ7VzaGswmUrxPIU46XQmgoE5ERBaXArulXM55RkqpLzxSqo6O\nHJJznrGor1MKXRxJpE5OM7MViKIAhxGzYBcA5wLnERUdzzSzB4kfNXcAWw0cOJBevXpdPa/XX4j9\nJ6I1w93uPtjM9iDSFvcE5hCpfvXAtsQal8uJoig7AP9DpAC22syQmW0OnEWkQ49094tLVc4fE2v9\nTge2cPcHyozWVIC2GtRZ6QNYFbB2J1LOvgV0c/eDyrYniEI195jZH4AtiLYm/yovVSmasgKwo7v3\nae1jEVkYZraCu7/fKM34J8Ct7v6cmT1LnKjpClwHHArc7+73mtmmQGdgP7X1EBGR5qI1dkLOeUbO\n//hDXBYtqDOzz5hZR+AtIr1xl3LXd4EGIq3wRWL25QpgInGm+qtEoLWVuz+/GGvoOpSgbk0itekv\nZvYl4HdEYYJjgZWJ9WnvA4OAg4mA8gXgSHff0d3vb4mgrroSZ7m9mUW/xYOASe5+ENDNzHbk4/fl\nPeL9XLukdz3t7q8099iaQ1VRlEpz993MbCRwFTFLdycww8w2KamjNwN/ID6XC4Bvufu33H18KRRz\nLvCYu58NTDKzvuV1dRJK2oTyb87BRF/Vyu29yt0rEt9hiKyBVYgTSE8D65nZngDufqm7X6SgTkRE\nmpN+LEmTlAIkxxNpdI8RjcMHEevBHiHSLrsTszMdiDPXWxNpeBd5NJH/2uKOo2qGaF0igKwHViNS\n/f4OPAW8DgwjfmjtVv57nbs/vrj7n5/G6VklAFqBWOv3MnATcLSZ3QjcSgS9XwFGESmkpzW1rUNr\nqKRcVlW57AxcQwTPJwFHE1U8RwHPE9VOnwfOBH4NdHL3sWa2X1lbeB7wGvF5Vaqw/hw4AxhRCRxF\nasU+2X/xQ6CjmQ0CdgbeM7MTiJNGz5rZZ939GTObSqwpfZGYoX+yVuMXEZEln2bsZJGYWUczu4BI\np7yBSGUcTcyW/Z04Q70tUQSknkgrHARMBwaWmZgjF3MMqer6GmZ2AxFAbgqcQKynmwk4cQZ9chnj\nXUTRkVNaKqirzCBWBTzdzewkYOtSXXMYUTDmA+AyonjCSGL2sAH4Tjmb3+aCOjNL1qjPnpntaWbb\nloI3bwOruvu/gYuJFNcOwHjgMDP7DZFe+Q1gWTO7nPguLEvMVk4kGrDvUfZxJbCOme3Uiocp8l/K\niYzq/oujgHHA7sDR7t6PyAzYj8gWuMDMfk38mzSMSMEc4+6zazB8ERFZSiiwk0XVQBQEuNPdby0/\n6PciKkwuA1xKzMStTwRYPwKGEkVMvgJQXfVyYZnZDmXdXOPebX2A1919T2LWZ1MiLXMzImAaS3zP\n73D3y939pUXd9yKM8aNZLDPbqpT1n0YEONtXrTGbRKwH/JBISbwY+K27P9VWZ6ZKBdPhRBsGzGwd\nM/sb0Wtur3L9R0Avi150zxDH+T2ieMqzRPDa18xWJYrVvOTuhxPr6/Ykfhg/C6xvZvuWXW/p7g+0\n0mGKfMTMur7//vvAJ05kfNfMriCyD54j/n3ZtDzlTGCQu/+eOGnzPjDA3a9vq3/XIiKyZFEqpiyS\nUsb778DmZvY74sf46sTZ64nl9tHAukSFyi2Bv7v7+03dZ1mndiAw08yecfeJVdUXOxIBJe5+eQkI\nOpft7xAzYNc2dd8LMbZDiMIm/3b3t0rQci5gxDq5PYnKm9sBa5eiCpk4s/8n4Dh3n9hS41tcZnYE\n4O7+qJndShSAGEU0VH6GCKa/y8eB2ZXAJWWd46+JmbiL3P2eRi89sQTrfyPSUEcRaapDynUndqxq\nmNKqzGx1d58AbPXSSy9x3HHHdSYqWV4ETCEyFb5NBHX3Alua2e3uPtLMTjazXd19KHFCS0REpNUo\nsJOmGAc8TKx/OsLd7wYws95E0/EhwMrufhsxQ9Vkld5QZnYb0dR6O6Lq3NySkvkisLuZHUQEGitS\n0hvdffri7HsB4zoU+DqR5tm57PvnZXxd3X2XUiTlbGJdzWzgx2a2ITAGOHlxgt2WVgqZfJEITj9n\nZjsQlURvMbNdiHTbnYB/ErOxA4hZ0vPK7c5EwL0N0SD+o8qZZrYO0U/weWB7YubjeGKN3Rh3H9da\nxykyD+eb2VHAWjfccAPEd/pyojXBMcBPiYIojxI9JT9HZA7cCOzblIwEERGR5qDAThZZCbRGAL0o\nZfjN7BQieJno7o829bUrVSTLPuqIfnMQ/ed2AbYwsyfcfVxJybzLzDoRa7XWAC5195ubuv+FHGMX\nYh3Yz939EYt+c9PK3V2Atyul0M1sOvEj8CSigEgnd7+xJce3uJ566imIghA/dvenAMxsJaJs+5XE\nrN3VRGXPi4j0yUHAUI+G8n3LSz1vZpOI4x5JtD+YQ8xmfoPobbgREYj/vpwIEGlVlTWxVVkARwKb\nA09Nnz4dYLq7P21mqxCzyYcRa2T3ItKIpxNBXpPSzEVERJqLAjtpqvFEsHWjmb1MpCR91d3fbOoL\n5pypqiK5anWKYvnhdQ+xNm1DYJyZbQ/8kEgFvN/dp83rdVvArsCmJahLwIwyvm5ANyLIG1BmGTcF\n/ubuM4g1am3enXfeCRGkPWVmKxJrh/YAOrr7piU9E6JdwdeAw4HL3P0mM1vO3aeW96UDkY72dT45\ng9obuKdUxfyS0i2lFsoJmZ2Jta73liyA5d19ipk9APQ57rjjGDhwYDKzzxC9Jc8ANgGOIqoBT3H3\nUTU6BBERkU9QYCdNUmbU7iDW113r7q815XWqZ+hSSpjZakRZ8PXM7E7gQXe/tzzmX2a2M1Fh8WQi\n3e86d3+3OY5pPuOrnMWv9h7wtJmt5+6vlmqRnYk2BZUiI0cTM1U3uvvfWmp8zamS9rrmmmtCzL5C\nFMsZ7+6bm9njZnY48DfgZ8TxngHcVIK6E4jCNSeV2dQ5Fs3V+5nZuUQLjH5AD6Jhs9bQSauqygLY\nlUg1ngO8ZGarAz8A/mNmFxEnIwZutNFGECco9gbuIE4kbUusjX2+1Q9ARETkU6gqpjSZu09w9181\nJagzs93NbF13byhB4rLlrsOBB4kfXZsD/c2sZ9VT7yYCumHuvpe7/2Fxj2M+4/scfKIaXvXfSgNx\nln+H8pjZJQXrQGCCuz9IpDEe6O5XtMT4FpeZ1VWOqVH6a5ozZw5Ec/QV3X2Ku1caLv+T+DfjaqKK\nZwNR9bK/mS1DFFS5pLxmxxIoziDW2N1PpK4Ndfe+7q5+XtKqzKxb+fcmE/03nWiDsgMx8/wjor/k\nee5+PbDq2LFjISr97kOkYD7q7r9TUCciIm2RAjtpVVUB0peJfk+Y2QHApTlniJYI6xI/phLRsLp7\n5fnu/oi7f8vdL6lsSyl1SSnt1VzjK0Hmb82sf9l2ErB/1RgeBx4BDjGzw8xsczO7lOjH9lR5zOTm\nGE9LKGuKKgH1GlTN3Lt73myzzSDWwf2oPH5bM7uGSCu926MX18tmVl+C2CeJxvNbAF8uAd2cSlot\nMM7db3H3b7f19YWyZCrFf542s2+VTc8BB7r7LUTRngnu/hBwK/BaqXZ77uWXX467vwAc7u4DXX3o\nRESkDVNgJ62iBEwdqn7s/wzY1Mw2IgK561NKADcTAcWPgB8TVSbnmzKcUlqHSAm8tznGWAKeacBv\ngEPNrCOwHnBfeUylQff1wGDgM8D/ESmjBzQ1JbU1VI09m9kqZnYJkVb5k5JiCcCWW24JEXTXm9nv\nifYNw929LzDJzH5JpFJ+28x+SxSG2ZlItdwOuMrMvll5varPXKTVmFkHM1uv3EzEiZdtzewQd78D\nqDOzzYF/AB+Y2U4e/eauB37i7teecMIJALj7BzU4BBERkUWiwE5aVHWaXylOsIKZ7VGCpz8CVxHr\nXfrMmjULdx9EpFueCNwGPF3OmP+XlNKOwCY556tzzk2qRmdmq5vZd8ysc5nB6m5m/ws8DcwqY4Bo\nuP5Rama5PsrdTy8poX9qyv5bmpltZ2bbQoy9tGAA+DxRzXJfYAXgK2a2JkBDQwPu/oq79wdOdfd9\ngFEWPQJXAlZw988RwfThROA9gmgU/xWiz5eqA0rNmFl3Ys3cbyHW5xLf0ReIyro/I7IC6omKlh8A\nvcvfxwjie81aa63V+oMXERFpIgV2stBSODCltMLCPN7MBhHrzjCzTiWl8Q7gGDO7DDgfWI5Ys9Zw\nySWXUH5w9SeaVu/g7r+exzjqUkpfAibnnO9oyrGY2RqlsEcd8E93n2VmWxI/9j5byvzfSBRNmEU0\n3f5OOcNPqfrYZplZLzPrRRR6+KmZdSlVRK8v1Tu/DKxN9BxciUhBW3UexzXFzE4kZvC2JmbkVjez\nUUQfu1OItZC/BL5hZl3c/UZ3/0srHKbIPJUZtsFEAZ+TLVqUPDZ79uynJ0yY8ASR8r03MLOsA30K\nmFSem939pVqNXUREpKkU2MlCKcHckcCDOedPbaxdtY5uHLHmahmiX9mqRAGNXxHFC7Yhzqg3uPt3\nDz74YIA6d5/m7k+XtKjG41ixjOPOnPNzi3FIuwBTS3uGrmZ2MVEJ8m2ijQNEWugoomT/wUTFx+0g\nfvwtxr5bjJltXwq/vAtMIfrOrQjsSARmV5W2A7cQbSJOA04mGoV3dPdcV1eHmfUwMyszlJsCk9z9\nPKLgBEQhlV+U+zZ292fcfTt3n9lqBytSVNKMq27XlayAU4Ctcs77z5o164ApU6ZsM2XKlJuJvovb\nAceXp9zk7pe4+5TWHbmIiEjzUWAnC5RS2hLYE7gq57ww5ekzgLtfBKxM9EDrQKTuXUicLX+YCCou\nA7Y2sw3WW289qiowzmscny3jGLKg4LKxMmP4QzP7UtnUh7Jujki73KyM9V9AdzPbulS6/AtRvn+C\nu5/WVlMuAcxsBSJgO5MI6rYgir5cRKxZPIBIuVzF3QcTM5KnAncCz7v7o2bWcfjw4RDpsCeY2dnA\n74H1zWwdd3+aSKFdDvg78I67X9iaxylSrQRxcwFSigzgklZd5+4+bdq026ZOnXpAp06d1uzZs+fK\nOee5xHf/eOCcyuNrNX4REZHmosBOPiGVCiaV6ymlLwB1Oeebcs4L9eOnFOeonEG/FjgUeAOYCdxD\nBHTjgS2JZuNbufvLjcbRIaXUoep2H6B7zvnGXMpnLqKGsv/9zGxdYm3NXWW8c4hiIEcQTYc7A7uX\nwilXAV9owv5aRVlLBIC7vw8MI8a/F/Een+fuw4niEdOA54GLzWwIsTbus8CLwEpmtjawyuuvv467\nb0EUkfg68d69RMyUUioJ/i/Qx93PaY3jFKlW1o5WWpI0mNnWZnZTz54Xrrjssnd1BXjxxRe7pJS+\n/MYbb3j37t1PTSnNBjYwsx6lautDXnpkioiILAkU2EljXwBIKfUkfsiPzjn/uwmvUwm+hhApjFsQ\ns2KHEDNkM4mA7sV5pVwSM02dSiuDrwHP5JwfbMI4gI+Kntxa9nvUfaLOAAAgAElEQVQeUenyAjP7\nabn/YiLI3BD4N5FyOLcUfWlzhUBKn7grgZFmtnvZ1oNonn4VMTv3KDDWzI4gZt2mEWmXk4n396/u\nvj2RkjmZKFiz0dSpUzGzkcRax/OJ/nQXA7uVfUCksWqWQ1qVme1rZusTLVCeLts2Ac4Azp0+fduZ\nq6xy7ko9evQ4Yu7cuX2Bm+vr6x9x9/HA2cCv3H1SjYYvIiLSohTYyUdSStsCT5T/7gT8OefcpB9B\n5Sz66uXH/63Anu7+S2Jd1s7u/sv5rWdJKXUkZpNWIYp8XJtzHteUcTTyOjEjtwcxO3cx0NfMhpnZ\ncUQ1vOWBa919RFtdRwcfzTI+Raxb/JWZrV1+sHYAViMqXvYHfgqc7e4jiPfzM+V5N7n7reW1JhCf\n0VRgx549e0JUuDyWKBG/Yykmc0DlR3Fbfm9kyVOVAfBN4oTT/cCBZvZ5oAtx0sJWXPGy5WfP7pC7\nd+/eIed8Y319/VxixplS1OdftRi/iIhIa1BgtxRLKXVNab9j4pK6Av9DFDWZkXMe3sSURwBKwZTB\npfrlEUSPM9z9MXf/xDq9yjiGDn2IMo69iRmkTXPOf2lqK4PGSpA5gpjJ6unu9wH9iDVo/wNc5O7X\ntqOZqKHANUTRl6+a2cFEo/APiPf788B/gKdKy4N+7v4ksTYulSbMFeOATsCY3XbbDeC9Mmu3MjHT\ngZozSy2YWapqM/J7oujJekQ11s8QLU96zJ49+4Q33jhq8qRJJ03q1q3bKvBRmxWdhBARkaXCfBs/\ny5ItAqjTRsDA3rHlkO/AsAeA0cCGKaUNgTtyztOb8vru/qGZHQ/sQ8wYvbKgcQwaBDBuBJz7FlHY\n5PWUUj/gPznnZ5syjnmYQARDA8xseCmLfnu5tDfjiNm3DYkqlWcA7wBXE0Vg9iUC9YMbBavjiLWO\nB5jZzWW90WQz2wDotvHGG0OsoZvj7lNb62BEKhr1v8ylx+LJwKvAdGA/orH4ftOmTVu+oaHh1eWW\nW+611VYbZV26PNuFmJkXERFZqiiwW2r1GRBBXadye+AWMOGv8PB1izNTV83dxxH96BZhHKf2htvO\ngCcubq5xNBpTNrO7iO9+V+DD5t5HaykNxx8gZjiXIWbWLgWWcfd/mNlJ85plK2mydwE7E20fRpde\ndZ2I2UzcfXJrHYdItVLNsqFc71zWuP4I2M/dNzazjYBLpkyZMqaurm79Ll26vNWpU6dzgLWmTdvt\n4LfeOve9nKMwkoiIyNJEgZ0UmwM93m+JYGrRdAJWn5Dz4y02Dnd/g+jvtiQYR7SROAH4ErEm8W1Y\nYOrkG8Ss6BVm9mp5jWPdfcKYMWNadsQijZR0y0qblAYzWwP4GdDTzC4C/gwcbGY9x44d+8p66603\nu1OnTgO6du16WUqpN5Dd/cGUaFKGgYiIyJJAa+yWWiOHwJmjYRZxOWt0bFtax9E+lR/Do4DhQFd3\nf87d31mI5zUAdxBrlo5099NL5UCRVlNp11G9Ds7Mtgb+RlS9fJRouTEd+NusWbPOB74I/KJbt249\nU0qPu/sZJTtARERkqaYZu6VUznlGSqkvPDIgtowcknOeUctxnHTSQYMHDTq7by3G0Z6VGcgFpLzO\n83kTgF81/4hEFszMvkmkCvzQzFYiWqI8DHQDfklUsf0esPbs2bP3eeedd95fffXVj6yvrz+tfOe/\nVKuxi4iItEUK7JZiJYD6Q3O/bkppV2BMznmh1q9VxjFmzJjB556roE5kSVWqs/YgArj/AHua2XnE\nWs/pwMvufnTpvbjH3LlzB86ZM+eyDh06fHP11Vc/OqX0gLu/UZ26KSIiIkGBnTSb0n/uEOCRhQ3q\nWktKqROwe875zlqPRWRpY2ZbAD8E1icqtx4MDCbSLfsD27r7HDN7y8zOBrabNWvWcrNmzTp/2WWX\n7ZxSOg94vGodnoI6ERGRRrTGTppFSmk14DBgWM75xVqPp1pKaR3gUKJYiIi0vsOB0e6+BxHInVqa\n3t9OVKbdujzuioaGhrNfffXVZ+vq6nost9xyL6aUDnT36xXMiYiIfDrN2MliSyltC6wK/KX2VTU/\nKaW0C9A15/zXWo+lOZUZyHWbEkSnlDrmnOe0wLBE/ouZrUe0KjipbOpQ+iZ2IoK6vwCHppQeraur\nu2/DDTf801prrfXDF1988dKaDVpERKQd0oydNFkKXwBm5pxva0tBXUqpY0qpP/DWkpZ+mVJan2hr\n8EYTnrsfsFkzD0nk03wAPGJm25TbDWbWgeijuCfw77lz527fo0ePgQ0NDf+qq6tb+8UXX1xgZVcR\nERH5JM3YSZOklFYg1skMyzlPqvV4qqWU1gT2Am5oa2v9FldKaW9gds756kV8XifgK8BdOedFDghF\nFsN0orfi1sBj7j4HwMw+P3fu3LdeeumlDVZbbbW/rrLKKle99957S9Tfq4iISGtSYCcLJaW0ARFQ\njEspfRbYBLgq59xQ46GRUtoReCjn3FCur5BzvqrW41pcKaVuwMY55ydTSssCXwBG55wXqWdXWf/Y\nB7g25zyzBYYqMl/uPt3MRs6dO/ebZrYs8Kec8zENDQ37T5o06Yqc87Xjx4+fW+txioiItHcK7GRh\nbZtzvr6k8k3KOd9Q6wFBpIMC6wAPp5QOBZ7KOf+rxsNqLvsBt6aUNgM2Bf6Wc16kH8Appa2AtYgg\nvM2kysrSZezYsQ+vuOKK26266qr1DQ0NI2fMmPHuzJkzD3v33XefrPXYRERElhQ1DezK4vk/AesB\nXYCzgeeAK4EGohT2d6uroZlZHfB7opntTOAod3/RzPYDfgG8Bhzq7tnMfgec7+6vtt5RLXlSSmsD\nb6eUvgaMyjm/WesxVekNPAN8lUi9nFrb4TSPlNJywCygL/BGzvn6JrxGX2BizvnW5h6fyCI6aPLk\nyX+YPHly365du94wffr0u2o9IBERkSVNrYunHAG87e67EbMTFwMXAKeUbQno1+g5BwOd3X0n4KTy\neIDjgH2IghJblr5J7yuoW3Qppa4p7XdMXFJX4j1fH3gV2C6l1KsNjW0H4DPAS8CepbBIuzOP4zqE\nqDT6IrBSSmn7RXitziUIfyLnPKaFhiwyT42/yymlzwDLEf8+36SgTkREpGXUOhXzemBouV4HzAa2\ncfd7yrYRwL7AzVXP2Rn4B4C7P2Rm25btU4FlgW7ANOAM4NiWHPySKIKK00bAwN6x5cz+cPY9xEzq\nsznnmlWr+++xnTAABt8GTASeyTm/V6uxLY75vOf/Ah4EOgP3LWwRmJTSGsDewHVaTyetbT7f5ceI\n7IvZwH4ppelLWqVaERGRtqCmM3buPs3dp5pZdyLIO63RmKYCKzR62vLAlKrbc0t65lnAhcDLwEbA\n/cARZnaJme3QUsew5OkzIH6UdSIup/eGPm/mnEfVMqib99h+syP0eTvnfHd7DerCPN/zV3POw3LO\nj31aUFfWGFaubwNsnXO+SkGd1MY8v8tjc85X5JyHl4uCOhERkRaQal1PwczWAW4ELnb3K83sdXdf\np9zXD9jb3b9X9fgLgAfd/fpy+6PHl9t1wHXAUcT6vUOA4e6+/6eNY8yYMSosAQwd+hCDBh1N/CgD\nmMVJJ13GIYcsdCZgi2nLY1scTT2usWPH0q1bN9ZZZx3uu+8+Vl55ZTbZZJMWH6/I/NT6b/TAA6NF\n4/DhT7fK/kREZOnUq1evtOBH1UDOuWaX+vr61err65+rr6/fo2rbsPr6+t3L9cH19fVfbvScL9bX\n119Rru9QX19/a6P7j6uvr9+/vr5+xfr6+pvr6+s71NfXj17QWB599NFcy/eirVyArnDaXTAzx+W0\nu4CurbHvBX0GtRxbW3zPiSblXYAjgdVb63PQpXUu7fFzqPXfKORXIL+yNH8GS+JFn0PtL/oM2sZF\nn0PbuLTlz6HWa+xOIVItB5rZwLLt+8Bvzawz8CxlDZ6ZDQFOBW4C9jGz+8vjv1F5MTNbHtjd3fuX\n2xOA+4iiLLIQcs4zopriIwNiy8ghOecZtR1VaMtjWxxNOa7SV3AqEdxdk3Oe1eIDFVmAJfVvVERE\npD2oaWDn7t8nArnGes/jsQOqbh43n9ebAvSvuq3iKU1Qfoj9odbjmJe2PLbFsaDjiqIUfT76sQwM\nAD4EHOibUnon53z//J4v0lqW1L9RERGRtq7WM3Yi7Y6ZJaDO3RepWXhTzafS4IXAPTnn91tjDCIi\nIiLSttW6j51Iu2JmHdw9u/tcM+toZmuW7S24iHaelQbXVFAnIiIiIhUK7EQWgpl1ACgBXTKzbxEt\nNf5qZhu4u6qqioiIiEjNKLAT+RTVAV253QO4FtgV2BF4EjixZUcxcgicORpmEZezRpd1diIiIiIi\ngNbYiXyq6nV0ZvZ74EXgKWB7d28ws18Ss3ZbufvjLTEGVRoUERERkQVRYCfyKcxsN+AHwBHANcD+\nRPuMvc1sC3d/0syeBo5hPtVam4MqDYqIiIjIp1Eqpggfp1xW3e5bro4HdgN+CXwGeMrdXwPuAn5R\nHnMy8PNWGqqIiIiIyH9RYCdLtXmsodu23HWqmX0b2BQ4HfgPsZauEvBdDvzbzDoD09x9YqsOXERE\nRESkilIxZaljZisCvYC7qgK6A4EfA3PN7A7geuAt4DvAG8BRgAE7mpm5uwNn1mL8IiIiIiKNKbCT\npYaZdQN+AuwHjANOMLNzgOeAQ4m1dE8DRwLbA38GegMDgBuAU4Bl3H18qw9eRERERORTKBVTlibH\nACsBe7j7V4AT3P1hIAE7AG+5+xzgCaIT+GzgN8BJwJPu/r6COhERERFpizRjJ0s0M6sDMhHQ7Qj8\n0N1nmVlHd3+1rJFbHrgCOBU4npitW45YOzcVuLQ2oxcRERERWTiasZMlUlVRlAZ3z+7+LrAmsEmj\nh64C/JAohrKmmf0D2Bc4291za45ZRERERKSpNGMnSxQz6+XuY6qKouwL7ASMIvrAfQX4Z0m5BNga\nWM7d3zKzbwDd3X1cLcYuIiIiItJUmrGTJYaZDQeuMrOtyu2TiFYF44C9gAeADc3s22a2jJntRVTC\nfBSgrKFTUCciIiIi7Y4CO2n3yjo6gNHAJGBvM+tItDQ43t0v4+PWBD8BNgOuBo4DznH3P7buiEVE\nREREmpdSMaVdMrO+wM+B77n7I2VzV+BBoBuwD/AYsDtR5bIOuAw40N1PMLP13f2VVh+4iIiIiEgL\n0IydtFc9gfWB882sX9n2OLABMBHYluhJ19fMjgduAu4B5gAoqBMRERGRJYkCO2lXzCyVq/cDvwbe\nBI4ys12Al4HbgHeBZYCpwE+JIPDP7n6Gu89s/VGLiIiIiLQspWJKm1YCueTuDQCVFgTu/rKZvUoE\ncDOIHnV7AMPKZStgE3e/i5i5ExERERFZYmnGTtokM1vXzC4AOrt7g5mtbWarNnrYY8BsYArRYHwt\n4Ggi2PuNu1/SqoMWEREREakRBXbSplQqXLr7a8DngEPN7DTgDuBsM9u/8lh3Hws8S8zOdQK+CZzo\n7pPd/e1WH7yIiIiISI0osJM2wcxSQ0MDlZTL4jzgB0BnIsh7DNjVzFaveszTgAMrlcbko1pt0CIi\nIiIibYTW2Emb4O55zJgxmNlqwPeBce7+ezP7OvCuu39gZo8A6wD7An8uzxsLnF+rcYuIiIiItAWa\nsZOaMLM6M+tQvW3s2LEA1wKvA++Z2RrAn4hZuuWIfnQTgQ3MbNlWHrKIiIiISJulwE5aVdUaugZ3\nn2tmy5vZVgATJ04EaAAeAvoBJxDBXFfgCHefA1zt7r9w92k1OQARERERkTZIgZ20GjMbBBxYrncw\nsxOBO4EfmNmd22+/PURa5f7AscC6wG5l22QAFUUREREREflvCuykxVVm6YBxwJfNrAuwBrAL8GV3\n/zow9fbbbwf4D/G9HACsBrzu7qPd/dpWH7iIiIiISDuhwE5aQ6Wp+EXAysBewHZENct3ymMuePjh\nhwFeIGbnlgH6uft9rT5aEREREZF2RlUxpcW5ezazDu4+F7gOOIhoKL4psJuZPQ4c3KtXL2655ZYM\n/KaGwxURERERaXc0YyetJZf/XglsTJxU+AOwN3A9MHfvvfeuzchERERERNo5BXbSKty9wcxWLw3I\nhwEHuvtw4GTgAHc/cZlllqntIEVERERE2imlYkqrMLNlgMFm9g6wJXCOmSVgtrtPru3oRERERETa\nNwV20irc/UMzOx7YBzjb3V+p8ZBERERERJYYCuyk1bj7OKJoioiIiIiINCOtsRMREREREWnnFNiJ\niIiIiIi0cwrsRERERERE2rk2scbOzLYHBrn7Hma2EdHrrAF4Gviuu+eqx9YBvwe2AGYCR7n7i2a2\nH/AL4DXg0NIU+3fA+e7+ausekVSklHrknCfVehwiIiIiIkuyms/YmdmJwB+BLmXThcAp7r4bkIB+\njZ5yMNDZ3XcCTgIuKNuPIyouvgFsaWZbAO8rqKudlFJvYNtaj0NEREREZElX88AOeAH4IhHEAWzj\n7veU6yOAvRs9fmfgHwDu/hAfBw5TgWWBbsA04GfAeS03bJmflFK3lNJXgVdyznfUejwiIiIiIku6\nmgd27n4jMKdqU6q6PhVYodFTlgemVN2eW9IzzyJm+14GNgLuB44ws0vMbIdmH7h8JKW0Zkppm3J9\nU+BA4Jqc8ys1HZiIiIiIyFKiTayxa6Sh6np3YHKj+6eU7RV17t4APA8cVoK864CjgD8BhwDDgf0X\ntOMxY8bkBT1G/tu5557LXnvtxYUXXsiVV17JZpttBsCYMWMW+bX0GbQN+hzaBn0Oi2aNNSr/9jzd\nbO+bPoO2QZ9D7ekzaBv0OcinaYuB3b/NbHd3vxvoC4xqdP/9xIzQ9WUm7slG9x/Dx02w64gZwGUX\nZse9evVKC36UVEspbQhsCKwJ3JJzfq+przVmzJisz6BlmFlHd5+z4Efqc2gr9DksuvHjeQWgV69e\n6zfH6+kzaBv0OdSePoO2QZ9D29CWg+u2FNhV3qQfA380s87As8BQADMbApwK3ATsY2b3l8d/o/IC\nZrY8sLu79y+3JwD3ARe3yhEsBVJKXaHPgLg1cgjwTeAd4CVgl5TShJzzw7UbocxLJagzsz2AJ939\n3RoPSURERESaUZsI7Nz9FWCncv0/QO95PGZA1c3j5vM6U4D+VbePbc5xLu0iqDttBAzsHVvO7A9n\nXwLcC0zIObfZMxhLGzPr4O5zq27vAPwOuA14pmYDExEREZEWUfPiKdKe9BkQQV0n4nJ6b+jTI+c8\nXkFd21IJ6sxsy7KpG7CJu//c3SeamVI5RERERJYgCuxElgBm1qHR7YPN7DbgRDM7D5gEXFP6RoL+\n9kVERESWKPpxJ4tg5BA4czTMIi5njS7r7KRGKgFd1Qzd8uWu3sBpRD/H7YBDibWm/cxsGXefq1k7\nERERkSVHm1hjJ+1DznlGSqkvPPJR8ZSc84z/b+/Oo+QqyzyOf6uzdDoQJYZImB4EIukfywygIANE\nISxhEVRAQUBEIusARmSAwyKLCEcHEDggKPuicEYyhCXEEFRAISxCZDswPAlrQoIBQkhIJ+klXfPH\ne4tcm3QWSfft7vp9zqnTdbe3nts5naqnnncpNqrqVBlDl0vo9gBOBGZLugzYFDgc+Dfgd6QvcWaR\n1nncG7gzItx91szMzKyXcGJnqyVL5K4pOo5qJakmItpyCV0taVKUdYCJwPnApcASYChpaZA9Ses4\n3gYcExGLiojdzMzMzDqPEzuzHiCX0LVl2zuS1mw8g5TAHRcRcyQNB44ELgH2AMYDc4ErslljqXTB\ndMXOzMzMrPdwYmfWjUmqAcqVhC7bdyKwPzAOaALeArYDJgC/Ap4GbouIcySNyJYQQVIpIspO6MzM\nzMx6Hyd2Zt1YrkI3ijQJygTgBWAkKYGbDwRwmKSNgW2A2aRK3iERMT2r0NXk17UzMzMzs97Fs2Ka\ndSP5ZQsklST1k3QKKVGbCfyatIjgPOCLpC9nrgKuJ02YcgYwBlgkqS+kLpdO6szMzMx6Nyd2Zt2A\npC9K+i9grWx7eK7L5FbAWGABUA80AJOA3YAvZOe9QKrgnQjcBNwTEa1dexdmZmZmVhQndmYFylXo\nmkjj5L4q6Srgd5IuIc1qORt4GBgO7A6sDdwPPAnMya6fQ1rO4ANg+4i4t6vuwczMzMyK5zF2ZgXI\nJkX5aGHxiHhR0hTgKODBiPiSpP2Ac4HzSOPrXiItZzAAWDsiLq20l1XtJmcPMzMzM6syTuzMCpCb\nFKUB+C7wGGmc3FdI3SqJiLslfQd4G7gAGA08EBG3VdqpLIPQxeGbmZmZWTfjxM6sC+QqdJWEbhBw\nPLA9MBX4LSmpmwxsK+lZYCOgBZiaVfYezLXXJyKWOqkzMzMzM/AYO7NOl19cXNK62e5NgAOAcRFx\nAXAZcDZwK2m2y8uBU4AJEbG0khi278JpZmZmZgau2Jl1CklrAZtFxNNZQjeUlLhtLelO0oQoNwC7\nArdHxAWS5pKWLLgeaI6ISZX2KpU5V+jMzMzMbHlcsTNbgyQNydaPWwvYRdJXsu39gFeBfYENgW8C\nLwOtkvbKLj8P2CAi7qkkdfl17czMzMzMOuLEzmwNkVQiLUcwCmgDDgWuALYgJXIDSAuMDyEtX9AE\nvEKaFIWIuDIiJubacpdLMzMzM1sl7opp9glkCVhNloCVgDrS+LirgCmkyt2bwATgQmBrYBGpOvcQ\naTHx99u1V1m+wMzMzMxslbhiZ/ZPktQ3IsrZ5Ca12fi3zwJ9gKZp06adBARwWERcRarSHQvcC7wF\nTI+IuRFRzk2KUnZSZ2ZmZmaryxU7s9UgaXNgT+CaiFgkaQBpUpQtJd0PTGxubn6+XC6fWSqVniIt\nZXCopHOBU4H+wE8iYkm+XU+KYmZmZmafhBM7s9VzMnAQ8AZwF3AUaazcIeVy+TdLliwZ2djY+PSQ\nIUOmjhgxYhSpu+V9gIDXI6IVPpoUpc3VOTMzMzNbE5zYma2ApGHAB7kK233ABsA3JE0GRgIvtbS0\n/BL4fP/+/cfV1dXdCWxMGmc3CxjfPoHzpChmZmZmtiZ5jJ1ZByQdRFpv7tTcsgPrkiZFeRU4uLW1\n9eFyuXz6woULJ/Xr1+8Lffr0GQoMjIiHgW0jYnw2hq5UGUdnZmZmZram+YOmWcdeAh4AjgZOzPY9\nDXypXC4/1dzcfMh7773XAkwcPHjwVsBfgUZghqRSRCyW1Cd7XvY4OjMzMzPrLO6KaZapJGC5XW8A\ntwIHAxtLOhO4d/Hixc8vXLhwmyFDhsSwYcP6R8RBkkYBv4yI2fk23eXSzMzMzLqCK3ZW1SStJWkQ\nfHztuIhYCLxA6o45taWlpbm1tfWevn37Dn3//fcvrKmpeQhYmiWED0fE7KxC578rMzMzM+tSrthZ\n1ZK0EXA+cBnwjKQDgbnA0xGxIDvttXK5/GxTU9OBM2bMuHLEiBEPlEql3SV9LiLubNdeyRU6MzMz\nMyuCKwtWdST1BYiIN4B3gIMl/RY4Bvg2ab05AKZNm7b53//+97ra2to+DQ0NbaVS6SRgZETMyLX3\n0eLiXXgbZmZmZmYfcWJnVSe3ltx6wPWkNeZmRcRo4Dpgg/r6+tGlUulQ4IP111//mlKpdBnwUkQ0\nRcQ7+e6WnhTFzMzMzIrmrpjW60nqExGVsXBlSXsBY4Fa4GekpQtaJH168eLFb7S1tZX69ev3n8A3\ny+VypQr3x3ybTubMzMzMrDtxxc56LUn9YNnMlFlS1wcYA1xLmu3yIeB2YN158+YdPHPmzFG1tbW3\n1NbWPtbQ0FDXrr1S196BmZmZmdmqccXOepWsi+RhEXFrRLRk+/YGdiFV3Z4HBkXE3dmx9Zqbm3cv\nl8ubrr322k2DBw8+E1gcEQ+2b9tj6MzMzMysu3JiZ72GpBOAw4HPSJqY7f4psA6pMncbsB4wSNI3\np02bNrG+vv7impqaBXV1dQcBgyOiMddejbtcmpmZmVlP4K6Y1uNJOlDSFGB9YDzwTETMBZpJa9D9\nEHgOKAEnACc0NzcfOnz48KkDBw6srauruyki3omIyLfrpM7MzMzMegpX7KxHy8bMLQKOiYgXJZ0N\nPJEdLgNPAr8ijaMbUy6X7549e/bJjY2NYxsaGtaJiBeLidzMzMzMbM1xYmc9WjYxysTcLgH3Z8cW\nSvoQeK21tbW5tbX1xL59+z5ZX1//+4iYBcyCZbNmdnnwZmZmZmZriBM76zUkDQI2mz9//n9X9pXL\n5XWbmprW69u37yX9+/c/Zfr06fe1v85JnZmZmZn1dE7srDfZoK2tLebMmbO+pKFLly49paWlpe+7\n77575KJFi2ZWTpLUt7JIuZmZmZlZb9AtE7tsyvqrgS2BJuCoiHg1d/xrwNlAK3BjRFwvaW3gXmAA\ncGxEvCDpy8COEXFRl9+EFaEe2GeTTTZpbWlp2aKpqen2WbNm/aJysJLQOakzMzMzs96mu86KuR/Q\nPyJ2BE4H8h/O+wGXAqOBnYFjJH0W2AO4BzgeODI7fSxweRfGbV2oVCoNKJX2OjY9SgMaGxtHt7W1\nvfPhhx/OfP3117erJHXZFwU4oTMzMzOz3qpbVuyAkSybAONJSdvmjm0GvBIR8wEkPQrsBMwH6oCB\nQKOkQ4HxEdHcpZFblyiVSgPgx5PgnFFpz/kHz5594YxyuXwu8CHw1Zqamvfa2toe97IFZmZmZtbb\nddeK3aeABbntpZWqS3Zsfu7Yh8CngT+SFp8+GrgW2B94XtKvJZ3a+SFb19rzeymp60d6nD2qXN7j\nsXK5fHtDQ8Okcrk8oa2t7fGCgzQzMzMz6xKlcrlcdAwfI+kXwBMRMS7bnhkRG2TP/x34eUTsk21f\nCjwaEeNz158OPErqlnki8BPgioiY3tFrTp06tfv9IszMzMzMrFvZZpttSkXHsDzdtSvmFOBrwDhJ\n2wPP5469DIyQNBhoJHXDvLhyMBtvp4j4uaRTSItUl0ldNHw2v/AAAAl5SURBVDvUXf+BzMzMzMzM\nVqa7JnZ3AaMlTcm2x0g6BFg7Iq6TdDIwmdSV9IaIeDt37VnAT7PnV5PG6r0ZEc91UexmZmZmZmZd\nqlt2xTQzMzMzM7NV110nTzEzMzMzM7NV5MTOzMzMzMysh3NiZ2ZmZmZm1sN118lTukS2Nt7VwJZA\nE3BURLxabFTVS9J/kJay2KXoWKqNpH7AjcCGQC1wQURMKDaq6iOpD3Ad0ECazfe4iHix2KiqVzbL\n8lRgt4iYVnQ81UbS31i2bu1rEXFkkfFUK0lnkGYq7w9cHRE3FhxS1ZH0PeCIbLMO2ApYLyIWdHiR\nrVHZ56RbSJ+TlgJHR0QUG9XHVXvFbj+gf0TsCJwO/KLgeKqWpNNIH2hri46lSn0HeDcidgL2An5Z\ncDzVal+gLSK+DPwYuLDgeKpW9iZ+DWlZHetikgYARMQu2cNJXQEkjQJ2yD4n7QxsUGxE1Skibqn8\nLQBPAz9wUtflvgr0iYiRwPl00/fnak/sRpKWQyAingS2LTacqvYKcADg9QSLMQ44J3teA7QWGEvV\nioh7gGOzzY2AecVFU/UuBn4FvL2yE61TbAUMlDRZ0p+yHh3W9fYAXpB0NzABuK/geKqapG2BLSLi\n+qJjqUIB9JVUAj4NNBccz3JVe2L3KSD/jcfSrHumdbGIGI+TicJERGNELJQ0iJTknVV0TNUqIpZK\nugW4Ari96HiqkaQjSBXsB7Jd/sKp6zUCF0fEnsBxwG1+fy7EUGAb4Ftk/w7FhlP1zgTOKzqIKtVI\n+sL1ZeBa4MpCo+lAtf8nuQAYlNuuiYi2ooIxK5KkDYAHgVsj4n+KjqeaRcT3SOPsrpNUV3Q8VWgM\nMFrSQ8DWwC2S1is4pmozjSyJiIjpwFxg/UIjqk7vAQ9ERGs2znSJpHWLDqoaSVoHaIiIPxcdS5X6\nEXB/RIjUo+AWSf0Ljuljqj2xm0LqM4uk7YHniw3HrBjZh9YHgNMi4uaCw6lakg6TdHq2uRhoyx7W\nhSJi54gYlY1neRY4PCLmFB1Xlfk+2bh3Sf9C6mHjbrFd71HSuOvKv8NapCTbut5OwJ+KDqKKvc+y\nXn7zgH5An+LCWb6qnhUTuIv0reyUbHtMkcEYkGYCtK53JqnP+DmSKmPt9o6IJQXGVI3GAzdJ+jPp\nTeOHEdFUcExmRbgBuFnSI6T3hTHuUdP1ImKipJ0k/ZVUDDg+Ivw+XYwGwDO3F+cy4EZJfyHNEHtG\nRCwuOKaPKZXL/vs0MzMzMzPryaq9K6aZmZmZmVmP58TOzMzMzMysh3NiZ2ZmZmZm1sM5sTMzMzMz\nM+vhnNiZmZmZmZn1cE7szMzMzMzMejgndmZmZmZmZj1ctS9QbmZmnUjSusAZwP7AMGAmcBtwUUQs\nyZ3XfvHpucA9wEkRsXA57d4MHL6Clz4CmAE8mNu3NGt3MnBqRLzTrs0zgVrgJuA1YJOIeG0V7nE4\nsGlE/L6D4+3vrS0Xxw8iYv7KXiNr51vAIxExR9J5wG4R8ZVVudbMzHo/V+zMzKxTSFofeBLYmpRo\nbQqcAnwL+LOkunaXHEhK/uqBfYFtgUs7aH5sdu4w4KBs37Dc447cufXZvo2yczcFHpQ0sF2buwF/\nWI1brLgB2H4l51TubRiwIXAssDcd398/kLQh6Z7WynZdDHztn4jVzMx6KVfszMyss1wOzAJGR0Sl\najVD0l+AF4GzgTNz58/LVdHelvQz4FrgmPYNR8QCYAGApA+yfe0rcJWnc3KvP0vSPkAAx5ElVlmS\nuRXwBPCvq3mfpeyxIvPaxTdL0uakRPfIVXyNj35GRONqxmhmZr2cEzszM1vjJA0hdb/8ei6pAiAi\n5ku6HDhV0lkRUe6gmUWdEVtEvCfpriy+SsXsy8BTEdGaSwgBkPQw8MfsnJ1IyerYiJiUdQndCdhJ\n0siI2HU1QmkGWnKvswNwEfBFoAw8AhwZEbNJXUMBpksaA2xMritmdu3FpOrou8DFEXH1asRiZmY9\nnLtimplZZ9iG9OXhEx0cfwQYCgzP7fuo6pWNzRsL/KaT4vs/YPPc9u6suBvmGcDtwBbA34DrJJWy\nGB8HLgMOWMH1/1DRk7QVcALwv9n2IGAi8EAW1x6k381Z2SXbZT+3B37Xrq3NSGMJHyYlducCF2Vj\n8szMrEq4YmdmZp1h3eznhx0cfz933qvZ8wmSlpKSoIGkCUZ+0EnxzQcG5bZ3BY5awfm/j4hbASRd\nADwH1EfEW5KagcaI+GAF11fuDdIELfNJieJp2b6BwAURUakgvilpPLBDtv1e5WdELGlXVTwaeDYi\nfpxtv5Ile6eRJY5mZtb7ObEzM7POMDf7WU+anbK9dbKfC3L7jgEey54PBg4DHpe0XURMX8PxfYpl\nY/Q+A3wuIp7r4Nwyy5JPWJas9luN16vc21BSl8lW4JyIaALIZrq8VdLJpLF+m7NszF9HKl1YNyNN\nUpP3OKkiaGZmVcKJnZmZdYappORlO5af2I0EFpImMamY3W55gamS9iZVpE5jzdoSeCF7viupG+OK\nNC9n38omTMmr3Ntrkr6RvfZvgK8DSKoHnib93iaTJo3ZlzSub2UWLSeWPvg93sysqniMnZmZrXER\n8R4wHjhbUl8ASd+V9LCknYGTgJvaT6yyHDWkJGWNySp0+wHjsl27kSZH+Wd1NPnLckXEPNLYvH0l\nVZZq2B+YHxH7RsSVETEF+PxKXqOSzL0M/Ee7Yztk+83MrEr42zwzM+ssPwQeBSZL+gnwFPBt4CHS\nGLtz2p3/GUnDsud1wPdJyc04Pplh2SLh/YARwE+BN4Hrs+O7kbpHdmRlyxksBEZIGhoR765KQBEx\nXtIfgEsk3UcaQ1cvaXfSDJgHkiZjeSb3GgBbS5rTrrmrgZMkXQjcQppg5XhS8mhmZlXCFTszM+sU\nETGHVEl6npRwPAOINIPkm8AkSQ25S+4AZmePF0kJ1wERsaJxZhXLq2hV9r2VtTmd1MXxSWCXiGiW\n9DmgX7suoO3bKy+n/fz2NaRZLCetQpx5Y4H1SDNf3kHqmnkHqUvmLsCPAEmqjYi5wM2kCVeOyscU\nEbOAfYA9Sb/rs4AfRcSNqxmPmZn1YKVyebV6kJiZmX1iWffMI4DJETGz4HDMzMx6PCd2ZmZmZmZm\nPZy7YpqZmZmZmfVwTuzMzMzMzMx6OCd2ZmZmZmZmPZwTOzMzMzMzsx7OiZ2ZmZmZmVkP58TOzMzM\nzMysh3NiZ2ZmZmZm1sP9P76Be70bsHUWAAAAAElFTkSuQmCC\n"}, "output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 12, "source": "# 2014 season\ntitle = '2014'\nplot_tdint_scatter( tdint_14, title ) "}, {"metadata": {}, "cell_type": "markdown", "source": "### Now let's aggregate the data, view it and then run the regression"}, {"outputs": [{"text": "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 194 entries, 0 to 38\nData columns (total 7 columns):\nQB 194 non-null object\nWin 194 non-null float64\nLoss 194 non-null float64\nTD 194 non-null int64\nInt 194 non-null int64\nwin_loss_pct 194 non-null float64\ntd_int 194 non-null float64\ndtypes: float64(4), int64(2), object(1)\nmemory usage: 12.1+ KB\n", "output_type": "stream", "name": "stdout"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 13, "source": "# aggregate data for simple regression analysis\npieces = [tdint_10,tdint_11,tdint_12,tdint_13,tdint_14]\ncombined = p.concat(pieces) \n\n#view our dataframe\ncombined.info()"}, {"outputs": [], "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "execution_count": 14, "source": "agg_data = combined.groupby('QB').sum()\nagg_data = agg_data.reset_index() "}, {"outputs": [{"metadata": {}, "data": {"text/plain": " QB Win Loss TD Int win_loss_pct td_int\n0 Aaron Rodgers 53 18 167 36 0.746479 4.638889\n1 Alex Smith 41 23 85 33 0.640625 2.575758\n2 Andrew Luck 33 15 86 43 0.687500 2.000000\n3 Andy Dalton 40 23 99 66 0.634921 1.500000\n4 Austin Davis 3 5 12 9 0.375000 1.333333", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>QB</th>\n <th>Win</th>\n <th>Loss</th>\n <th>TD</th>\n <th>Int</th>\n <th>win_loss_pct</th>\n <th>td_int</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Aaron Rodgers</td>\n <td>53</td>\n <td>18</td>\n <td>167</td>\n <td>36</td>\n <td>0.746479</td>\n <td>4.638889</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Alex Smith</td>\n <td>41</td>\n <td>23</td>\n <td>85</td>\n <td>33</td>\n <td>0.640625</td>\n <td>2.575758</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Andrew Luck</td>\n <td>33</td>\n <td>15</td>\n <td>86</td>\n <td>43</td>\n <td>0.687500</td>\n <td>2.000000</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Andy Dalton</td>\n <td>40</td>\n <td>23</td>\n <td>99</td>\n <td>66</td>\n <td>0.634921</td>\n <td>1.500000</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Austin Davis</td>\n <td>3</td>\n <td>5</td>\n <td>12</td>\n <td>9</td>\n <td>0.375000</td>\n <td>1.333333</td>\n </tr>\n </tbody>\n</table>\n</div>"}, "output_type": "execute_result", "execution_count": 15}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 15, "source": "# recalculate ratios and pcts\nagg_data['win_loss_pct'] = agg_data['Win'] / (agg_data['Win']+agg_data['Loss'])\nagg_data['td_int'] = agg_data['TD'] / agg_data['Int']\nagg_data.head()"}, {"metadata": {}, "cell_type": "markdown", "source": "### As they say the cream rises to the top. Tom Brady the G.O.A.T. with the highest win pct. Rodgers, Manning, Wilson, shockingly Alex Smith all in the upper right quadrant. I was surprised to see Vince Young sitting on that .500 win pct line and td/int ratio greater than 3. Also, Curtis Painter might have been the worst QB I've ever seen during that 'suck for Luck' season so I'm not suprised to see his name hanging out at the 0 win pct line and a td/int ratio less than 1. Awful."}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xb5a1898>", "image/png": 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sSRkwEWlINxJltS9JBQUmSxmn64kuihfmutuMBVZMGaeiHZg2YJoVY4nSzXm71bRiTjEg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2AAAg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\ncYDy8Wa2B7EMtRL4BHgR6AKUu/v4hlyjiIiINF4KwESWwd0Xm9n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"output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 16, "source": "title='Cumulative Stats (2010 - 2014)'\nplot_tdint_scatter(agg_data,title) "}, {"metadata": {}, "cell_type": "markdown", "source": "### Now we run the basic linear regression model to see how 'strong' the correlation between QB win percentage and td/int ratio."}, {"outputs": [{"metadata": {}, "data": {"text/plain": " const td_int\n0 1 4.638889\n1 1 2.575758\n2 1 2.000000\n3 1 1.500000\n4 1 1.333333", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>const</th>\n <th>td_int</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>4.638889</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>2.575758</td>\n </tr>\n <tr>\n <th>2</th>\n <td>1</td>\n <td>2.000000</td>\n </tr>\n <tr>\n <th>3</th>\n <td>1</td>\n <td>1.500000</td>\n </tr>\n <tr>\n <th>4</th>\n <td>1</td>\n <td>1.333333</td>\n </tr>\n </tbody>\n</table>\n</div>"}, "output_type": "execute_result", "execution_count": 17}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 17, "source": "import statsmodels.api as sm\n\n# basic linear regression model \nxdat = agg_data['td_int']\nydat = agg_data['win_loss_pct']\nxdat = sm.add_constant(xdat)\nxdat.head()\n"}, {"outputs": [{"metadata": {}, "data": {"text/plain": "<class 'statsmodels.iolib.summary.Summary'>\n\"\"\"\n OLS Regression Results \n==============================================================================\nDep. Variable: win_loss_pct R-squared: 0.330\nModel: OLS Adj. R-squared: 0.321\nMethod: Least Squares F-statistic: 36.94\nDate: Wed, 01 Apr 2015 Prob (F-statistic): 4.69e-08\nTime: 10:45:06 Log-Likelihood: 40.272\nNo. Observations: 77 AIC: -76.54\nDf Residuals: 75 BIC: -71.86\nDf Model: 1 \nCovariance Type: nonrobust \n==============================================================================\n coef std err t P>|t| [95.0% Conf. Int.]\n------------------------------------------------------------------------------\nconst 0.2273 0.037 6.171 0.000 0.154 0.301\ntd_int 0.1293 0.021 6.078 0.000 0.087 0.172\n==============================================================================\nOmnibus: 18.221 Durbin-Watson: 1.738\nProb(Omnibus): 0.000 Jarque-Bera (JB): 22.276\nSkew: -1.130 Prob(JB): 1.45e-05\nKurtosis: 4.355 Cond. No. 4.93\n==============================================================================\n\nWarnings:\n[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n\"\"\"", "text/html": "<table class=\"simpletable\">\n<caption>OLS Regression Results</caption>\n<tr>\n <th>Dep. Variable:</th> <td>win_loss_pct</td> <th> R-squared: </th> <td> 0.330</td>\n</tr>\n<tr>\n <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.321</td>\n</tr>\n<tr>\n <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 36.94</td>\n</tr>\n<tr>\n <th>Date:</th> <td>Wed, 01 Apr 2015</td> <th> Prob (F-statistic):</th> <td>4.69e-08</td>\n</tr>\n<tr>\n <th>Time:</th> <td>10:45:06</td> <th> Log-Likelihood: </th> <td> 40.272</td>\n</tr>\n<tr>\n <th>No. Observations:</th> <td> 77</td> <th> AIC: </th> <td> -76.54</td>\n</tr>\n<tr>\n <th>Df Residuals:</th> <td> 75</td> <th> BIC: </th> <td> -71.86</td>\n</tr>\n<tr>\n <th>Df Model:</th> <td> 1</td> <th> </th> <td> </td> \n</tr>\n<tr>\n <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n</tr>\n</table>\n<table class=\"simpletable\">\n<tr>\n <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[95.0% Conf. Int.]</th> \n</tr>\n<tr>\n <th>const</th> <td> 0.2273</td> <td> 0.037</td> <td> 6.171</td> <td> 0.000</td> <td> 0.154 0.301</td>\n</tr>\n<tr>\n <th>td_int</th> <td> 0.1293</td> <td> 0.021</td> <td> 6.078</td> <td> 0.000</td> <td> 0.087 0.172</td>\n</tr>\n</table>\n<table class=\"simpletable\">\n<tr>\n <th>Omnibus:</th> <td>18.221</td> <th> Durbin-Watson: </th> <td> 1.738</td>\n</tr>\n<tr>\n <th>Prob(Omnibus):</th> <td> 0.000</td> <th> Jarque-Bera (JB): </th> <td> 22.276</td>\n</tr>\n<tr>\n <th>Skew:</th> <td>-1.130</td> <th> Prob(JB): </th> <td>1.45e-05</td>\n</tr>\n<tr>\n <th>Kurtosis:</th> <td> 4.355</td> <th> Cond. No. </th> <td> 4.93</td>\n</tr>\n</table>"}, "output_type": "execute_result", "execution_count": 18}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 18, "source": "model = sm.OLS( ydat, xdat )\nmodel = model.fit()\nmodel.summary()"}, {"outputs": [{"metadata": {}, "data": {"text/plain": "[<matplotlib.lines.Line2D at 0xa6b4e48>]"}, "output_type": "execute_result", "execution_count": 19}, {"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xa6b4940>", "image/png": 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s764whyRJUuuKKIiYBVwH7A7cCuxLSvuTUm+94aTOVOXhcE8Ca/a53lOW5dKXfMyBwBkD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\n0Qb9HLrEAAAAAElFTkSuQmCC\n"}, "output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 19, "source": "# plot regression without qb labels\nx_prime = np.linspace( xdat.td_int.min(), xdat.td_int.max(), 10 )[:, np.newaxis]\nx_prime = sm.add_constant(x_prime)\n\ny_hat = model.predict(x_prime)\n\nfig = plt.figure(figsize=size)\nplt.scatter(xdat.td_int, ydat, alpha=0.3) # Plot the raw data\nplt.xlabel(\"TD/Int Ratio\")\nplt.ylabel(\"QB Win pct\")\n\n# set ylim to 0\nplt.ylim(0)\nplt.xlim(0)\n \nplt.plot(x_prime[:, 1], y_hat, 'r', alpha=0.9) # Add the regression line, colored in red\n"}, {"outputs": [{"metadata": {}, "data": {"text/plain": "[<matplotlib.lines.Line2D at 0xb518828>]"}, "output_type": "execute_result", "execution_count": 20}, {"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xacc4828>", "image/png": 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2z1e6JSKrhZTaE8PDjifmukwnloy+kqKYtby7NgcNQ03pMmJ1tfpGKjb1DX5e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0FHAIeGFKI9gB957z8Z3qtGTRG3RLPYv6NUqHtXt72JEycm76boIus3ZlaK0nW+ANzmvf95uE72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\nLOBaVZ0oIn8Dvh/bm6KqlSIyDNgaExejsFydUUBlLI6wU2znVSw0rieW7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066yFkpTdj8\nFQGo6sQoJg7Hcr5uwirAzQZmx2p+N8LSORpBLEMdS21fgDmXp8X2snNYjH2BoiJyWrxmggnSfbEy\n5n9R1do4x8Xxcz2x+Z4iIgOjY1gI3Keq7+U4TQcDH2N/M4jIPsAArODDncAUoIOIHISVkv8t8Bnw\nMJbrNBaoUtUxIvIiVkmwVTwny+eYIzSjvPxLxTFrsdyp+ViuHtgznisWHcdxHMf5lvhmqRsqIQhw\nEXBYPPIu8HeS5J2116mvJy5un4s/S4kL4wZi0YTlvJddFGewsKvlipTcb/xzxU3u8RBCPrBvkiT/\n/Y63s9ESx/OmZsc+Y9nivxILgfsSzecyznkt8Bjwb1224W2WBCuMcDCwh6o+JVZmfSZW6joPOFVE\nlixevDi0adOmfXz/D8ATYvsIHQC8hYmgg2MoXHaj2/zYRvZ5KsIqzO0GHI+VXe8VP7svJnKmYUKn\nHhNJ28TPVmD/3jZhxR2yDlI5tlXAeel0+nYRuQ1zyuYDt2D7K7WO536KlfR2HMdxHOc74iJoQyOE\nLbBvzo/CwmhGAX8H3qClEsBWM80qYDXlLIy/kmvTTNg0fNdrJ0lSF0IoXvmZzspoPl85wuYbz2UU\nqyvKV2uK7+2K5XU9Ff+bwkIcO2KVBLeura2d06ZNmz2wDXFHqeqjsRrg4VjFuO2wan9fYF8YgO1F\ntA8mcO5V1Rdj3/OA/bBKiqWYMBqKibWPY5vjMLcrWzWhEiupHjARlBePjwTaqGr5c889x7Bhw97E\n8prGRQf05uy4qOrrwOsrGAvHcRzHcVYBF0EbCiH0wPISBmN5NGOwxO1X1hfxk2V5IWjxeIvdRwih\nU5IkWaehIYSD+z711K/YeeeQSpKk6Ws/7CyX5YichhW99y1pwATP+8BCETkCy8lpAGY3NDT0zGQy\nE4CdmpqahjU1cQaEeSE0LYifH4+JmGlYvs3HmADJirTPROQN4Ecisggr+78FVpTjdswp6oO5TvVY\nOGYKC3F7AXO7rojXehv4BJgbw/2y4zAMGCYi4cEHH0RV7829web5So7jOI7jrB5cBK3vhLApVqnq\neGw+Fdt/5QV88b4qbB5C2BtI4MR20H3QhAk9gBsGhhCGuhBaJ2nEBM80zFG5HAshex7o09DQ0GPB\nggXtSkpKtqmu7rdjXd3iZN68a2/q1Ol3h5eVlV0dQrgZ+De2Z1AXLGfoafhScYRnRORz4KfAAqyQ\nxt2q+qKI5APHqWo18AFWqTCXBdimw8Rzqld0I6qajBw5cnWMieM4juM43wAXQesrIWyClX4+CSjA\n8mWuBp4mSZbrpDgrJrFCER+EcERv6HEszCm2fV7ObAXDemBOgbNukWBhZptjG9W2A45V1aNEpF+h\n8WiScH5Dw741ITxZVFe3ReWcOX9/etNNf/SDdLqxGvubGQJ8iP0NzWl+EVUdg5XJbn68bnnnA4QQ\nQrKeObCO4ziOszHhImh9I4T2wP8Bp2MJ2NOAa4BHSZLvnBPjFDbBnz6xP40Ja7szztcQS1iXY8Uw\nKkXkMkwQATyDFSyYMn9+50GNjX/oNGXKZT8BaGjYpG7ixG0uSpJHpsdzr2mB7u0WQvg8SZLZLdC2\n4ziO4zjfERdB6wshtMM2+/wRVi1qJlbl6t8kSd1a7NkGxqNTYUBfOLNVU1MTcEe1HXPWRVT1SawU\nNqr6aM7xpQo2hPAe3DrQXD1YQ3P6PrYp7JMtfB3HcRzHcb4FLoLWdaxS2VlYOE5brBLV5cADJEnN\n2uzahkiSJE0hhKEwrEffvj8BzvV8oPWc3Dm1I49ObYk5jeXVWyVJsghIoLRzCIN7ttT1HMdxHMf5\n9rgIWlcJoQjbHPL/sB3my7HqU3eRJCtMsHa+O3HBOnnkyJH44nXDIDunLXyZRqB/CKEE9tgGtiiG\nowfAgOleXMNxHMdx1i1Sa7sDTjNCKCSEs4B3gP+Hlbu+AtidJLnRBZDjrJskSdKYJMmrMOhDeG40\ntKuGd7tYGN6gHmu7f47jOI7jLMOdoHUFC6U5Dit33RWrenUNcCsWXuOsA4hI9ouDACve08hZ+4hI\ndo7WQpW2Nk1wfax5XRvW/PUdx3Ec5/+zd99xUpXXH8c/d+lVUFBRQQTh2HvDrsQSFTtGE00sKSZG\nTfxpjDXGJMZobIkagzHG2GLArokNMRYsiIiichAU6RZ6XWD3/v44z7DDuqDiLsvufN+v176YuXPn\nzp3CzD33nOc8sjIKgupbljUFjgV+DnQl5hK5CfgLeT6jPnetVKSD5SbuvtTMrgJucfcPalpXk1fW\nPzMrK7wPZtaU6A6XpwlOlwU89RP8QHFzjbiu5hoiIiJrGgVB9SXLmgBHAOcAPYBy4FbgRvL80/rc\ntYbMzHYC3N3nmlmTtLhyZQfE6bZCe/HdgceJOWNI2+gIzHH3xWa2D7AusBnx/+c6d59VN8+mdJjZ\nrsCuwEbAYuB3aYLRzykKgJq4+9J0uTgwaka8ZxsRcwmNcvcldf8swupqxCAiIiKrTkHQ6pZlZcAh\nwLlAb2AJcAfwZ/J8Sn3uWkNgZpcB/3D38en6eGAAcK27LwIGAd8Ghq6oVM3MWhHNJj5z93Iz25jI\nxpUR7cfXAhg4cCDAM8S4rH8BNxPjsyYC9wA/Az4E/lHbz7MhSlmZTYjXdWYhM2NmvwYWAX9K8/ks\nl7Exsy2A44CZwAhgW+A2M7vY3T9IJYgdgDbuPtHM+gCfuPu49Hl4193/bWa3Ao8BBxP/t6YBBpwP\nDF5NLwOw2hoxiIiIyCpSY4TVJcsysuxA4EnioL0ncC+wJ3l+QakEQGa2gZm1T5fLzKxJ+svSshrH\nTxRldbYjDnIxsx2JBhJ9gI3SQfgwYKaZtTazc8zsTjM7vegxrwGeIALPE9J9TgW2AN4CmgGdzOzg\niooKgJOAfYDjUpZpPPCiuz+YttPVzNrU5mu0pil6b/Yys82K3rfq79nOgAMXmFmLFACVAccA3yAF\nl2l5SzPrmO53MTDe3X/r7vcClwM3AlPNrDcwkMjO3ZXeg1OA/um++wLfNrPOwFxiLN06wCPu/h3g\nNWDPOnppREREpIFSJqiuZVlGHESfB2xPlOc8AFxLntc47qShqtY0ICuUKqXbmqTMzADgPuDO6uNr\nijMEZtacKGmanTI8hczBLUDfdNC7LxFIfhfYPK0/BpielrUHrgB+DOxvZp2IA+XDgE7pttZpvbvd\n/Vkz65v2f8MRI0aQtj+dKIFrDrxPOphPyzekAf4/MrMewGJ3n5Tet0Ig87nSwaLrZwDPuvvoFWx2\nMXA/sBewAxGgHg68CcwBmpnZNsTr3ht4ycyuBWYDk9N+tXD3BcDQdP1cYJi7X2lmBwAnAG8AmZmd\nT2T+tgJ+AYwmyhg/ILJ3ABOI7J6IiIjIMg3u4K1BybLdiYOzXdKSx4BryHOvv51auZTV6EwEFF2B\nEakEqXBQucKOaDU1Dahe+kRM9toq3bY9cCBRQvWUuz9gZhcRr9dsYDfgKuBvRdt+FjiSCHraAi2A\nh4jxH9sBHxOlV98AKokD8j2IUquWwNHEuJ9y4sC/JREYdUrbn0WM0Xphiy22YOLEid93dzezE4Gp\nRPnilmndxUC3tI0G0cGvKBi9iAgY/7CiZg/pPV8XaO3u44hM2Q5mdjZRsna/uz9edJcMeIXI/OxM\nBEHdiffjI+K1Ogh4zt0PM7NvAhsT71mHtI0m6bG7pseeSARQEFmmA4EpxHfX/xEnFyYQ4+l+n8rn\nFgIbpPvMIT4XIiIiIssoCKoLWbYzcXBWKMN5kgh+RtXfTn0xM1sLeJQICF4lDkJHm9kAd/9c4JZK\nyToRndUmp7Edlu7XBxjk7o+Z2Z7A5WY2n8gAjEvjck4gys+eAb5lZouABcBSd/+umfUDvmlmvd19\njJk1S80JJhIH01OIQOS1dH0PogxqTnqslsD/iIBnLlEm9RRRfgVwAPAecUD/7XTgfRhR8naxmfHk\nk0/+zcxaACOJDNYLxFgTiPf1VSIj1NCMIzJbmNl2xHvRHRji7rekRgWXElmyiWnszYfAN4lMzIfA\noWY20d3fStucTwSlQ4Hm6X0vBDhLicB1PhHYQAS0S4nS0D2Av7v7gpSZ+jkR9EwhAtqbieB4beAl\nYFPi/d2EGK81jQjcSY/ZLl1+A5X9ioiISDUKgmpTlm1DZH72T0ueA64mz0fU2z59NRXEQeMgd38R\nwMxuA7ZN5WmnENmhfxBn/c8hPkNzzew8IsPyA2I8x0dAPzObRAQbT7v7783sN8TBal/iQPX8FLRs\nQhzkTqPqzP8cYB5RssaiRYvyLMta9u7d+/n02O2IDNJHZraACLAKnfUeSY9xOLANUcZ1a8roPE6U\n171GZJHGEcHUOsCvgA/cPR82bBjuvle112gIMCRluKYS2aGGaDpgZrYOkR2rBG4ATjazM9LtC9z9\n0FSG1oTIdk1x9wGptPA8IggpDoKaE+Vv84HfA7cRr3E/4r1tTnxO7iPGW/UCrgV6mNkV6X5bAZ8B\n/ySCsO5mNpIombvT3aebGcCPiCzQNCJ4nQXg7rfAsizkK0R2SkRERGQZBUG1Ics2Jw4ID05LhgJX\nkeev1d9OrZKlRNZkLzP7iJi8tSmRPTmMKHG6HHgH2Ak4193fMLOriQPaR4gB7nea2XrAmcQB7zyq\nsiVvEcHOYuJMfisi2JlNlJk9Txwwk5a3JZ3Vr6yszIH+U6dOfa5Lly6zgH3d/ay07gdp2yPT9ceJ\nA+puRBOEwvK73f2uas97MfDv6i9GWdmKEwj1NwfN11YofZtOBLK7EKWEv3D3z1I27Eji/WxlZo8Q\nr89AIitTKIVsQWTtWhdteyFVY3FGEFnBzYG7iAB6CjHG6qoU1IwBLnP3j1NwfBJROncfMDy1yF4I\nXJL+gGXBzXTiPS6YSDUN+D0SERGROqYg6OvKsl2AB4kDymFE5ufF+t2pVVaYS+WnRFZlg7SsD5HZ\nmUSUSy01s3LgV2Y2FtiaCIyKx8U0Iw5o5xGB1d7A34H1iTLBq4hGEVeb2ZT0eH8kDqLXT9uYQZzp\nnw8wceLEiizL7po7d27/Zs2a3dipU6cZAFmWNc3zfChx8A5AaqbwRPUnqANjOhHZsknE+/sZEch0\nSJfnA13S9R7ufriZHU5k+H4FbGJmrYn3tjVR+liwiMjWLE7/nkNkjpaa2Z+BWSmLc3r1eXvc/TPg\nui/zBPQeioiIyNelIOjrm0JkER4FhpDnDfkALScOjq9396sBzOxI4HpizE0rILeYV+cIolPbE0TZ\n0/bEuJvuabzPQqKUqQ1wJ9DHzF4hDo6HEpmIvxLZpnLgP+4+NI0z2hPA3T8CrlxuB+P1/XeWZYfN\nmDFjXlrcjwhEZSXMrCUwwMz+SASazd19mJk9S2RnPiO63f2O9P6Z2WvEe/ZXovvanUQ2aRZR9ji/\nsH13n0t8JgruKrptbNHl1TZxqYiIiEhNFAR9XXk+iRjE3RjkROZmVzPrSXRJ25Eoc6sgOnm1J8bB\nvAH8iShpmgeMIjqw3ZG2M5M4SJ7n7vPM7Ac1nMGfxfIHzaS22kv5AnmeP5ZlWd8sy1oD87Isa5/n\n+Zwvul8pc/dFZnYTcA3xHv4l3XQ7kQValJa/md6rs2vYzM1Flz9Xgraqsuik+Gqe5zV2HhQRERGp\nTQqCZJk0ieVsYpzIb4mz/NOJMrUZxDwx89x9iZn93d3/VsNmboZlneYmFk2YmZlZXmjHnJblq1ra\nlGVZe6K72G7Ewfs+RDZOVsLdnyG68RUvW0LMXVWfxhJllw21lFREREQaEAVBshx3f4AVHxAPNbMs\nDUwvBDNNSBOjmlkf4BOiRfHTwLeBsTXNQ1O8zMzKVjRXzUq0BfYjTWwKdM+y7HE4tlvcPGhCnudf\ndZtSfz6DjkdmWf9Jeu9ERESkrikIkmXSPD+HE+NFOhID33+ZJsoEPj8ovdrEqd8F/kPMs/Mx0XJ6\nrJntTzRPWALclwbH/4ZoltCeGHD/yFfZ1zzPpwAPA2RZ1hI4Bq75BpzVItbYr1eWZYN1ML3myrJs\nLaKdfAYnt4EWG8Fvt9N7JyIiInVNQVAjZWa7AB+6+6dm1jSNtamxDK0oE7M7kV15HHgZOAQ4zcxu\ndPcpZtaZyLq0IFogtyeCpv2J5hBdifbG3yQ6kHUws62IeWjeJsYYHZoG4G8EXEiMQdnIzNq4+7JB\n9l9FnueLsqz/S3DW1lUf6dNawZBuREAma6A8z2cDD2bZ0d1hqyPgiQ3h5jlw/hi9dyIiIlKXNJP6\nGs7M2phZdzPb3swON7NuafmpZta3aL2s+F+iacGhsKzZAOlyZSEAKlq38O8s4El3/5O7DwOGEx3h\nlpjZlsAAonPY5cAxRFvro4FP3P0RojnCde7+P6KDWBPgO0Rm6U0is3QkMf/P3cBZRCOFramaX0ZK\nThPg7A/g6YfgUq/vvREREZHGT0HQGiw1F/gvUWJ2FvAj4FwzawNsRTQwAJY1NWgGrJUWvUtKi5jZ\nWWa2d7r8azN73cyeJNpeQ3Rzg2h+sLuZ3W1mfwX+Bsxw90+BnxBdww4FLiAmS92BCG6eTvefBDRP\nlz8BehItxHcANgPeB14iJj8tIyaYPRboBRy1gtegzMyapLFHy5Z9fs1BE2DAIijP4u+2hbFM1nx6\n70RERGT1Ujncmq2CaEU9yN1fBDCz24lOaO8Am6Rl3yeaEKwNjDKz04nJTbcws28SZWh/M7NTgHbu\nvpOZ7QccYWYz3P219HiziYkuxwFPEl3EDjWzc4lytkKANQ1YQAQz04uWzySyOhABVWfgIWBbYtLT\n3Yg5gV4m5ge6PF0fSZTTfc7KmiqkwKiVu8/L87wyy7LBqYwKDa5vOPTeiYiIyOqmIGjNtpQIEvYy\ns4+IwKGMmGy0H9DGzDYiAo7vE2MorgZOAoYBNwGbA/9y9wVm1gU4NZXUbZjut3bR4y0hsjUD3H0y\ngJltk9ZxoJ+Z3UaMA+oAPEaUwxUySW8A3zOzAcQkqjcRk2sOJMrnJgDD3H2Wmd1NtLSe4e4LCztg\nZq2JMUdz3L3CzA4CtiECrduI4O4aoDvReKHCzM5w93fTgfP4VXuppT7pvRMREZHVSUHQmm1J+ven\nxPibDdKyPsRElQcRmZhK4FqiI1tPoiztM2IS05eB/VPQ8Q7wnrsfa2brERml94sebw5Rtna7mY0h\nAo1y4DXgBKKU7QEiELnX3V81s8LEqKRtHQUsSOV55wHru/uTZvYuMdnqWmbWLu3zEUBfMxtCZKGO\nS8/xDeBSM9uAyHC9l9b/GTEP0dbA4+5+nZkNBA4kyv9ERERERL6QxgSt2XIioLne3U9x94OIcTrX\nE4FIGbAF0WzgF0SQ8C4xxmYBkUn6DZGBeRB4BXjUzJ4nytT2AW4sarDwMdGw4F/p9kuIsUDdgW8A\nw919b3c/CXjJzHoRjRO2MLNOqQHDwcADZnYdsC7QzsyaE53gTiEyR8cSwdrhRAe7G9PlYe6+I1GK\nNw84DXjX3a9090uJbNAeRJZrUdrnMUTDBRERERGRL0VB0JotJ4KBbc2sp5n1I9pRvwL0JZojzAIm\nE6VlDxCBRxkR+PwvdYK7EvgHUf52HdAf2MvdzyAySxukx+sEvOjufwcGu/sIorPbDOCvwD5mtmta\n9zrgXiIbdQlwtJmtD+xLtNi+lgjgWgJnpH26ABgCHJb2/W0iywTwf0B5ygodT5TrzUz7VDCPmCR1\natHyGWldEREREZEvRUHQGiwFMLOJLnB/IFpUn0B0YNuT6LzWG/gtsLO7f9Pdj3f30919DnChmW1C\ndHJ7EegCnEtkkk5MDzOVmM9nU+CGtC5UlUoeAMx190uIjMsRWZZtVVFR0QJ4w90vJMb+bEwERAuB\np9x9YnrMjYjSvOOAi4CdiQCtnGiw0DE9ztZEq+39iEzPj4iM0NpmdqGZ3UT0Ur6XCIQKgdsEYJXm\nFxIRERGR0qQxQWs4d3+AKC9rS8zR86C7PwfLusIdQUxc2tzMrgF2BP5HBBwnAj8mSsbuIAKHHLgM\n+IGZHUeMGfouYMA97v5UKl8rjEfaCDgqTZR6CDCpR48e1y5cuHBumzZt2qZ15hCld3OIzM8GRHDS\nNF1+FbgfuIrIAHUj5hTamqqMzkTgO2b2U6LU72Z3f97MFhGTr44EXk2Tv/6Z6JyHuw8kGi+IiIiI\niHwpCoIajqXEOJ+ewHNp2X+JgOIAYsLTMe7+g9SQ4JdE8DHa3U8ws67A6cT8Pf2IZgKLiSBoi3R5\nKoC7LwZI2aEWwG/zPH+2srLyL02aNPl+kyZNzlm0KCtv0aKyb5ZlPXv37j2H6EJ3d9qPP5rZB0SZ\n2uTUQGF9YjzTZ0SQ9gEx9qjQCvlt4HvuXgi+SPvyGlUlc4Vlc7/OC1nKqs2x1JSYw2l49dddRERE\npDFTENRwLCXGxHSotmwuMV9QJ2BvM9uemJdnMNCGqiCjPVGCNp0YszOZKG+bQwRL3wP+amZnu/sN\n6T7bALu6+4+zLGsGfHOdddaZ167det+Bzd+trCz/DLp865NPRg1dd911H0rb/IBodTwL+LQQsLj7\nw8DD1Z7T6MKFVPqnA/FVYGaHEKWHc4Eyd69Iy7P0ui5TPO+SmbUiyhRHotdeRERESoiCoIajkghY\nOhYta0+Uv91IjMcZ7O7/Z2ZbE+OIRgM/THPvfAAMAvYiurP1JpolzAI2TnP3/AG42MxudfcFwFvA\nFQC9e/eucPdHsqz/W9Onn/0B3LDzjBkdRsMNo2bN2qTLrFljRuV5Pj/LsgPzPH+q7l+OxsXMWgIt\n3X1Wup5RNWYvc/elZvYNokvfVe4+oyjI+RvQ193fI5UJmllZ0aSyrYEKdy9PQfImxLiqLYn5m+aZ\n2VXuPm/1PWMRERGR+qMgqOEodIrbxcw2BnoQ8wVNcfcXzWw2cL6ZPUpMbvoXonHCJKB5CnIeIMrV\nAJ4nGhAsJAIp3P0NooU16fpYYGy6vCyDALvNhT2fjcvlGez9MgzaKMuynYFJWZZtnuf5e3XyKjRA\nNWVk0nIjWphvSJQjzjSzPwIvp/Urqt2lCdGSvJ2ZlROlijOAN4FjzWwm0c1vgLtPMLMfEZmedsAj\nRAONXxINMu4gxoqNBkYqABIREZFSoiCogUiTj84GdiU6xc0jApzfpdvfNrNL0urTU3c4gJOLtrGE\nGIdTXfWD7ZUYNAH26wWntYrrty2EQRPyPB+fgqCOwHrEBKeNlpntBIx398/MrElheaEUrdgKAqC1\niAYV9wP/Tu/v0cB2wCgza0qM3doOaAZcTQS16xMZvLbAa2Z2DhGo7kMENlsCJ5jZcKJj34VpTNZ/\nzOxw4EPgLXe/LWWftiQ+SyIiIiIlQ0FQA1LoFLeS2z+s633I87wyy7LBMKRbLBk0AeicZVkfIsvU\nGtg0y7KH4diuhXXyPK+seYv1y8zaAJ2J4K0r8GbKopx64YUXsuOOOxbWq57N2YFozf1ZTYFPuk9r\nIsvThJgUttzMmqT1v0WUKD6WAqDmRHaumbvPMbPD0v4MAr5PlK0NIf7P3uTug8zsLuDbRLOL+e5+\np5m9CnyHCKB6AQeZ2VSioUYzIuBpl3ZxbWIsUNsVPEcREalnxeXNIlJ7FATJV5YCmvFFiz4GHgLI\nsmwjoAuc+B24fWbcvF+vLMsGr2mBUMrGPEo0lXiVmGh2nJldAGw1bty4ZeumQKUZ0CKVjj0OLDWz\n3sBuRLCzN/CAu99qZj2AS4ms2CzgPtJrlPQAFrr7fDNbB/g5MQFuCzP7NZGxMWAtYl6oDYkAc2Ta\nHsC7RGbo0/Q4EM0ymhNNKhYAz7v7f83sGCJz2ImquaA+JgK5881srLuPXOUXU0REvrI0/jMjSt4L\nlwEq0+/OFsT3+5B62kWRRktBkNSqPM8nZVn/QXD71lUfr9NapczR+HrctZpUAG8Ag9z9RQAzu50o\nLXunvLyctOz7RMZlbaJU7YfA+USQ8RRwKvBPohztIDN7lxivNRc4BTgTOMbMRrv7aDO7hQhS1gVw\n9+nAxURTiouJErhJQHfgMSJjtBkxce7a6fZniMYYU4k5mS4yszeJQGqcu1+VGimcZ2aXp+2dmZ53\nu/S4FWZ2G9FqvSriExGRVWJmaxMnp8aQurO6e2VRFcByUva9kIGvKRN/ENDGzEa6+4w62m2RkqQg\nSErZUqJt+F5m9hFwPNGRbSjQr7y8HDPbKK1zHjEp7dXE5LJDgd2JLMx44El3n2xmmxGZlqVEWVpH\nopnBx0QjA4CfEc0JzktZn9uI+Z5aAZsSE8deRnTy60BVNmgTokPgYWZ2FJEJupCqTn8LiKDppfQ4\nzwIvuHt50XOeRGS9AHD3yURAJiIiK2BmhxJTTzQlMvPjUtfO6mXEBwH7ufsPi+6bFQdAKftT+D3o\nQUwiPhlYRHRv3ZaYw+9mYk6/PsC7ZvagSpZFao+CIKkDNTdPqN99Wl46W7cwXf0pEUhsQIyR6QNM\nefPNNwHuITI27YDXibmXJhDjcNYjgpLFQLPUaGAOEUh9QpQvnE9kYHYD9iDK2f5AlNONBX5ITGLb\nKt33KuIHcTrR4a8L8B8ioJlCZJ5+Ve2HcDRRerecVENeXn25iEgpSg1nKlKZ2SbECavH3X2Bme0A\n7EdkY8qBO6p1zexBBEE7ARsRGfpljW/MrJW7LyS++5emCoJ1gFHu/niqALjb3V8AziJ+UwYTzY0q\niBNalxMTh58OHEyMJ72dOOn2PwVAIrVLQZDUupqaJ9T1eKAUgFS6+2IzKwNOJFqAb0W0EX8pnX0r\n+BdwPZEZud7dr07bOSotf6V58+YQY3XOJAKWNkRmZ3ui3OEbRLZnQ+AE4gdrCZGx2YUIll4h/p/d\nD2Rm1o4Y27MJqT01kWWaCVxHzM30LnBAeqzxxI/0d46WkwAAIABJREFUxNp7tUREGofUVKY1MKdQ\ndpZuqiwOGlJ58HeBXxPlv2emvz2A14D9ifK1pkSWplVhvjZ3n01MSN0KOAI4HCg3s2eAK4nfhOlm\n9kuiDHpjohHNh8DPzOxtIiAy4IW0TlviRNxM4Dp3H2ZmdxKlzxcR4zWXEGXQrYmgaXotvnQiJa/s\ni1cR+eryPK/M84Hj46/OA6C1gVuJ8jSIMTonECVkrxHBBu6eF/6I4KcZUUJ2sJntbGYHEF3fhgBN\nFy9eDNGEYApwEjEWpwPxQ7YhkZ3pRfzQzSR+pP5FTDA7mShNO4sYLzQ23b4I+IiqLNLUtA/NgGlp\nu6OB4cAv0nO4KD3P4iBORKTRMrMs/TUpWtYkBT2Y2a1m1o8Yw9mX1OXS3SvS33JZE3d/hmgMY2lR\nS6J0eLN0fXMiu/Mmke25M91+Rbr9BqA/MIooWX4D+L/YtO9CjAk9nhjL+Rlwu7tfQfw27ESc3Oqc\ntjWPCKhaAE5VY5sP0+Ofla7/iAiGmhMl0yJSi5QJksZgMRGstDCzbYn20L9y95Fm1hdoaWbTgO8B\n+xLjegqNB7oTgc9FxA/XdGJi0f0PO+wwbr311gnEJKNXptbV2xBB1n/c/alUJ74L8YMGEeTMJ8ob\nugIPEj/O44gziBcQ2Z9DiB/Htum+M4iTEusRWabjgJ2BTefOnftelmXN8jxfUsuvm4jIamFmnYgM\nyUZE1mZIyoz/GHjU3d8rbgVdFMQsG0uTxtUUri8Curr7zWbW0t0XpU6bBxKZmaHE9/RiM2uW5skb\nD3RPJ86mEgHHpqkUbgZxTPQJcVLqt2ki8jvMbH8ig9MCeIIojZtLBFK/NLN9ibJpT39jiMY1EL81\nnYlxodulZW2I8Z9lRPldmk6CDYCjiPGgmxPjN18mKg5OMbNRao4gUnsUBEljsJT4AfsmMfnnM+7+\nWrptK+LH5m7ih+hKd78nTTJ6PvAksIO7f1j4oTSzXkCfNm3aFCaYXWJm7dNko+2J8oSOafsLidK2\nf6fH7kYEQT2IH9lNiTrzJsSP/2Ci3rx72s4S4oewnPjBm0cESbcTP463zZgx41Oi/fbgWn3VRERW\nAzNbj+iAuT5x8mc9M9sS+B+RiXkelo1jLNynK/H9uT7wjru/ZWbfJgKCocQJo7fM7AjgQDO7gTih\n1Yf4Xu9LNJW5o2hXniK+m79LfHffBZxDdP8cQwRAEBmhwnigj4kAZwrx/V5BlKdVECXPT7v7d9J0\nCZae35ZUZX3mEyV3PwUOSF08xwPvEN/xI4nfAYjqgllEcHULMSF3BREoikgtUxAkjcES4gzd4USp\nwpZmtpW7jyLOwvUmzhpOJUrOIH7AWhI/WMcRzQoqANz9fTMbO2TIEK6//vpCCdo3iHFGlxE/jqek\nrNMWwGB3f8zMNiAaKRRK8KYRY3xeIYKmO4kf/UpgqLvPYfkft4cLF7IsewLI0/iqMui4aZb1H7cm\nTzy7pvmiyV+L5ufIUrvwjHRmVhMTitSqy4kD+jMBzGw3IsBZQmTfL0tlb3OIzPtYImhoR4yl2c3M\nrgL2BHD335nZeUT58Bgii78FURoH8V2+HbCWmd2TTmZB1XfxycCzqSHCKKKsbebEiRNfbNmy5W6d\nO3deSgQ6EBmf7qRsvrt/kLJaVwN/So/xOvG9PhAYQARaH6X73wmskyoJTiO+X2YWvTavpNckS2OP\nNB+QyGqiIEgag0rix/Nxdz/TzC4BriXKIsYCxxCZliVE4ANxxu8h4uzkY2Y2z91vKprLYeCuu+76\nj5EjR75MBFCLgD+ms5GjiTN46xLZmULW6W/uPqCG/atp2Rd1bWsN7B8B0H49oXd7+NnOa+rEs/Wt\nesBTKKsxs5OJ8si1iffwQncfAZ+bn6NwvaLadjsQ2b9P3H1RnT8RkUbGzDoSJ46Gp+st3P0V4JXU\nra09MM3dTzazq4HTgEuILmnPE8HMkUSQ40TmH+IEVx8io5Ol7WRER82M+H5vWQiA0nfENDObSJSa\n/TdtZziRld9vwYIFv1t33XU3KS8vP7pFixZtAPI8fz/LsnWIKRKeTPe5Jj3eu8QJr2vcfUHR0/5n\n0WOOKSxcWSmbOr+JrH4KgqSxmEKcFYTosraumT1GtJzemPhRbM3yddp5OhN4NjFep1BzjrsvGDZs\nGAMGDNij+vwO7r6YoqxNQW1mD/I8nws8nGX9u8MFLeCWreCuHnDJe2voxLO1rpCpScFMIUtDWrbU\nzP5LBKaDqwVAhfscRxzsXE1k5A4ELjWzX6Vgdg8iS9iS6N7XEvgBkfW7gajN35bI3l1DnHEWka+u\nghi7CVD4/9ySKGkbT9XJqXeBfu4+M5XLbUI0BehMlBRPIv5PQszR1oEIgtoQZWePEf9/2xHjbN6D\nOClC1QmPSURZXGE+tcnEFAPtATp27PjkpEmTRi9YsGCXLMsyIkhqnuf5WOJ7AHd/88s8aQU2Ims2\nBUHS4KU5H2aS5v1x93mpVenPiJrtc4lShkuJ0gbSXA0vpMtvE2cdl1NWVoZXm+H7y/6oZVm2d57n\nz6/yk1rONvNhQJrgtLxBdogzszbEgUxHIih9393fSbct61JZHEgWZ2pqytIQmb0N0ja6AfPSmday\ntO5RxNwar6T1HzKzJ9IA6oOBQ4kDsL7pcV4FtgHuc/d/mVl/4CF3/2WtvRAipWc+MWZzF+C5NO6y\nNfH9/B7RaW2rtO40oE0aX/MtYn61/YkxNVsT39OF7m4zqAqCZqT7vkx8J2xGjLl5Bj73vTKaKG2m\n6LY3iq4vBcZlWTadKJu7GzgsbU9EGpE6C4LSgc3NxEFFOfB9dx9XdPsJwNlEavtt4Cc6ayKryt0f\npig74+7ziUnooCprsjonDu2YZVmTPM+rH7h/RWv+xLNfxMzWAh4lStKGpcXNzOyf7v5UTRm0dJC0\nHjEQeTQx5ut7REnMk+7+D2KMVwcz25TI+N0CPJXG97QixhrMSdtrmg5ulp2NJsoYnyEaVvQiOkWN\nIUooAd4ndf0r6i4lIl9B6s42BPiDmb1EHHf0IQKVe4jMTaH98xSgi7uPMbN7iLKy94lxNeOIjO4Z\nad0RwJHp+6PwXQ81lx+vinlp/04EZmdZ1irP84VfcB8RaUDqMhN0JNDc3Xc3s12JNPKREDMrA78B\ntkpnZe8hzrQ8Wof7I1KnsizL8jwvBPKvwPpHZVn/179OM4P6mHi2DlQQBywPuvtzAGk29aPN7C2i\n3OUSYEei9Owi4sDjx0RQcgdxdjcnGlP8IJW6vUx0eTLgntSyvHkqV1xMnB0ulEg2JU647JLmGZkK\nHJ2WtaZq4sLCJIYQZTP7pss6QSOyitz9VTP7OfH/fCYxBucadx+fypafTeuNJE6c4u4Xr2Bzb6bb\nlxvTVwf2Jb4LZqZ9apVl/V+Mmxrk97CIVFOXQdAeRD/9whfgTkW3LQL6FA00bkoqZRJpwLbMsqwX\nsBRO6gjzd4B7y79uM4N0v/G1uqer11JiQtiewHNp2X+Js78HEOO1xrj7D1LHp18SpWmj3f2E1Cr3\ndKKZRT9ibM9iIgjaIl2eCsvOOpelbNBo4Ftm9ud0sqUL8EOi9KXQ2vwqYpLdLkRGqBnRkhdirEBh\n/icFQSJfQ2pIcnQNy6fVsHq9y/P8mcLlLMtGwq4nwr2zY4ka1Ig0BnUZBLUnlaIkFYWOTekMzqcA\nZnYm0MZjNmeRBivP81HAqCw7qBd0Og5GdY//Yqe1KpVmBiuwlCgt6VBt2VwiEOkE7G1m2xODngcT\nA50LBxjtiVLG6cDjRHDSmvh+eZUok/urmZ3t7jcUPcZjpKYHqQvVWsTkiTeamRHBz3lpe48Sg7JH\nUDW27EFistvPjQ0TkVJybCXcO6LqkKnkv9NFGoWsqnqndpnZNcAr7j4wXZ/o7l2Lbi8jzsJuChz/\nRe1nhw8frjOx0iBMnjyLsWO7EY2FoLKykl69JrLhhh2+4J6NU2VlJU8//TTz58/n6KPjRPDUqVMZ\nOHAgBx54IG+99RaLFy/mxBNPZMKECYwbN46ePXty5513cu6555JlGcOHD2f06NGstdZaTJs2jb33\n3pt27dpxyy238Pvf/54PP/yQhx56iDPOOIPmzZuT5zlZllFZWcmUKVNo1aoVbdq0oWXLll+wt/J1\n9OsX49sffXRUPe+JSO3Rd7pIw7TjjjuutJlUXQZBRxOtLk9JE6Nd4u6HFt1+K1EWd9aXaYgwfPjw\n/IuejEhtWtXPXMztc1Pf5ZsZnFGypROpHe7JRJeni4mJBPsAndz9HDPbGjifyNSsDfyFKKX9I/Az\nd59lZs2I+Z4gSt+GERmbssaSpWkM33FZFmfG85zu9bsn8kUaw+dtddF3+tenz5usbl/mM1eX5XAP\nAgekbjAAp6SOcG2B14FTiYnQno3KFG5w94fqcH9EVotG0syg1qQW5rOBXYE/EKVxk0gdndz97TTB\nLcB0dy+U0Z5ctI0lwL9q2PyXCoCyLGua5/nSL15TRGR5+k4XaZzqLAhK2Z0fV1tcPNlgk7p6bJH6\n1giaGdQqd38AeGAlt39Yx7vQjzS+R0Tkq9J3ukjjo8lSRVZRKvMClmU7zgL+mcq3yoBcc1+tOaq1\nMBcREZESVvbFq4iUFjPb2cxOeuKJJzCzX5pZh7T8VjPbr7Ceu+eFv7RoJNH1jKIuiIUmILKaZVm2\nVZZlzdPVt6HbwVnWv3vU94uIiEgpUyZIGi0zWwuYm2YUx8zaA78A7nf3EYXgpHB7WmdfYqLO+RUV\nFRCD9f9sZqdTNIdMmvB3A2J+mQ/dfXK6rbOZ7U8M/N8g/Xudmf3d3cvr/llLkQnAgVmWtYADu8IG\n68GtTTXHh4iIiOiMqDRIZraOmbVMl7dIAQ5m1iT9ey0xr8zORXfbG7gQ2B6WZWsKAVJZKm+7EHjE\n3c8+9NBDcfcLgMvcfT4xy/naaVsXA38DzgV+mx7/28BeQDtgc6K72QnALsBudfNKyIrkeT4nz/PH\n4NjhcO50WNKkat6mY7vV9/6JiIhI/VEQJPXKzNoWys2Klh1uZheZWSHrUlMTjZOAjdPlo0kZGqoa\nbswgJuTdrWj7WxDtlZek7Z5mZkPM7B3gW8CxwFDgDYARI0ZgZlcD55vZZsBHQHMzO4rocni8ux8J\n5On+bxITe35GDKCdkP6dAazz1V8dqT37zYK7XqjvvRAREZE1g4IgqTdm1pYYR3OPmXUuuulE4Exg\nQ4DCPDBm1ixlbNoBRwLfMrNjgOOBs8yss7svTttYDDwJdAX2SMtmEUFJWzPbHtgOuBQ4iMgabU4E\nNBlAWVkZwIi0jX7pvu2IbNASotUzwPtpnclpn2ekbbRI+7EI6PR1Xiv5OgZNgAGLoDyLv9sWxjIR\nEREpVQqCpD7lwNNE8LE7gJn1IrI1bxLBSmczu8XMXiEyNEcBBqwLbEp8hqcCn7n7p2ZWGOe2AHCi\nhG1bM9uZmFPm0XRfIwKVV919krs/lW5rC+wLsO222+Lu9wCvAlsRQU5n4D2gJXC0xSRX3dNjzU3r\nzSPGA7UhgqVZqCV8vYmxP2cMhhPfij9NcigiIlLqFARJfaokAoqZwNZp2dbE5/J5YD1gI+A1d98N\nuBI4FHgHuBF4390HAs8A09L9C5/pT9L9hxLB1jFEgDOUCIKmAK1JJXVmdiYRGD0BHGVmJzz99NOY\n2TVEkDYAaA70IIKiO4jyuT8CU9397rT8z8A44P+ACe6+yN2vdve/1NJrJqsgz/PKPB84Pv4UAImI\niJQ6dYeT+rSUCFqGAbPMrB+RRVlKjOdZB/gvcKqZ3UZkV8qJDMtSIisDkdFpW23bHxOlacOBbsDp\nwClEZmZ7oqFBZ+D2SObwLnC6u1ea2cfAqfPnzwf4gOgmN9TMmhPjgCrSPh9R/IDu/kFaH2I8kIiI\niIisgZQJkvpUQQQzE4lg5Vxi7Mx/iMBmHaKrWgd3Pw24jhh70zbdZ89UjjYOOM3M9igaE/QpEeTP\nAV5If68SZWtXuPtC4CGgP3CQu/+w0CnO3Ue5+zlHHnkk7n6Tuw9Nyxe7+9y6fUlEREREpK4pEyT1\nKQfmEyVpbxFz8hzn7kea2dlEJmc8sLuZPUVkgN4jOsENA14iytOeJgKqjwobdvd3ifFDAGOJZguk\nx3ssrVNBjCcSERERkRKiIEjqjbvnZjYDqHD3+Wb2W6raXj8OPOvu75vZnsB8d59TbRNnFl1+oDb2\nKcuypgB5ni+tje2JiIiIyJpHQZDUK3d/iChLw90HFS0fW3R5dWZrWhKd6p5ajY8pIiIiIquRxgSJ\nFMnzfB7QNsv6d588eRZZlun/iIiIiEgjowM8ESDLsu2yLCuLoGfPzeDqHceO7Qbc1FeBkIiIiEjj\nooM7kfAJcDh0/D6s1wku3TnLMuC0VnBst/reORERERGpPQqCRIA8z6fkef4Q9H0KTn0T1plf3/sk\nIiIiInVDQZDIcgZNgPFT4cqRlZWVwG0LY5mIiIiINBbqDidSJM/zyizLBsOQbr16nQ6cMTjP88r6\n3i8RERERqT0KgkSqSUHP+OHDh6MASERERKTxUTmciIiIiIiUFAVBIiIiIiJSUhQEiYiIiIhISVEQ\nJCIiIiIiJUVBkIiIiIiIlBQFQSIiIiIiUlLUIruemFkZkKWrle6e1+f+iIiIiIiUCgVBX5OZZYUA\nxswKQU0n4Bx3v6D49mLurvlnRERERETqgYKgamoKWsysDXAV0A1oB7wEXOnuc4vXLQqGpgN/LCxL\nwVFHoD3wEbAW0AfoDWwPPAPc5+5L6vjpiYiIiIiUvJILgsysCVAJ9AV6Are7++LC7SsoS7sReDX9\nOxU4FbjFzH5CBDTz3X26mW0J9AKeBy4ys0uAvwMLiQBoi3TfecAVwP3AIOBq4E1gVK0/YRERERER\nWU6Da4xgZu3NbBMz28nM+plZ+7S8SeFvZfd394oU6LQHNqfaa2BmXVPmp3B9JyL784i7v+fus9z9\nWiKLswFwPXBIWn1L4GCgA7AjsDbQEnjH3Y8mAqK+6TEnp20+BswBNvkaL4uIiIiIiHxJDSoTZGY9\niNKxKcCHwDrADmb2Z3efUcP6zYDOwBLgs1Sa9l0iW9MFmAEcZ2abAv9097HAPcDlwNNpM/sAQ4G5\naZst3L0ceB/YGJgANE/rfgLMJl7XiUQJ3PT0OIXbu6T1HVgvLZ+Y9rPGcjwREREREak9DSoIAsqB\n/wHnu/snKch5GLjfzHYH9iRKzs4nMjKHAG2B8cAvzMyAbwCDiTK29YCbgMOBrc1sMTHe58Oix5xD\nBC5tgLkpAAJoAbQiArJCMJMTgU8zIvBZl8j4dEm3L0y3tyAyRF3T8qVEVkpEREREROpYQyuHW5T+\n7ZuyQpcBY919FLA3keG5EpgPTAJ+6O59iMBjK+AwYJS73wHcRWRpcuBxIiA5G5js7mNTC2uAR4FN\ngW8DmNl3zOxBoILIAo0GtjSzU4jAqwtRBrcE6EFkfzZI25pMBFifAY8AI9PyC4EbYIVjkkRERERE\npJY0tEzQQmJ8zmXAy0SQ8bGZbQZ8QMy3MxTAzA4ArjMzJ4KQNsA0YMOibbUmgpZ7gZ8A3wR+n27P\nUmnaNDP7C3C8mT2S7p+nbW0B3EdkgvYBXgSeJErd/pgeY567L03bejGtA/Be2s8yd/+gVl8lERER\nERFZoYYWBFUAY4C73f1BADO7HvglMZZn67SsD9F6+jfA24ABuwB/Ay42s6uIuXw2BDZ091fNbAow\nkxj/g7tXFB7U3V82s3FEMPVx+mtDjEla6u63AreubMeL2meXEUEUQFaYL0hjgUREREREVo+GGAQt\nBPqY2VtEJqgN0ZI6A3qkOXneJUrO7iNaT2fAp+4+xsxuIErnniXGCk1L2/4EGOfu41J2ZrnJTN39\nk7ROwVyqmiVkQBMiuMlXNhFqtds+N8eQiIiIiIjUrYYYBC0ATgLWJ+b7cSIL1Ba4BMDdZ5vZb9z9\nsuI7p2zLcGB4teUHEuVr56X71xjEVM/WZFnWCZiR53kl0dxARERERETWcA0qCEoByDXpr7pFRPan\nsG4FLMvSZETpWUW6XihJy9M2hwA7uPtKA5kasjUtgJ2JiVRFRERERKQBaFBBUEFR57Ys/VuZ5gCq\nqYwt5/NlZxXV1lmyirsyFToemmX9P4ZBE1JGSERERERE1mANMghaUbnaysbi1JYsy1oABwAvwk07\nw7BN4C9bw369siwbrEBIRERERGTN1tDmCap3eZ6XA09B50Ng+L7w6g5w6TZwWis4tlt975+IiIiI\niKxcg8wE1bc8zxdnWf+h8Ne5MHU4vLnW6t6HNLaJQhlgWlxYVrHCO4qIiIiIlDgFQats0ATYrxec\nlsGB0+G2hbHs66kW3DRJiz/Xdru4ScPqKAMUEREREWksFAStojzPK7MsGwxDUglcVWMEM2sNdHD3\nKen6PsAEd/9wZYENfC64+VxGJwVJXYH1gHnu/p6Z7Qn0JCaI3RL4nbs/V2tPVkRERESkEVEQtIrM\nrCwFPeOLlh0D/JSYv6ipmT0OXJeWDTKz8SsIbNoDi919kZltDHR19xfN7FRgPyLoud7dHwIOAX4E\nzEr3vQTYg5gA9mbgdeDnZjamEISJiIiIiEgVBUFJtXE1hbbaGVVzCS2nehbHzHYAvgOc6O6T07IX\niIlcxwNNUonbWcCugAED3f0PwL3AAOBhIpjZ08wmAacANwCjgM3NrAVwIXA58AxwF3AssBB4B3jW\n3Rea2QlEpkhBkIiIiIhINY0yCDKzzYkAYGOgJfAGMTdQYbxNTWVoNY2rWRb8mFlbYGnK1rQG9gJe\ncffZaZUfAI8WAqC0zb3SfZcCbcysO1AOXE0ERk+Y2f3AOKBtutvHwMz02LcCewLfJQKk9YlJYX8P\nHA00A+YT7+MMYG0zm0JkiTp9qRdLRERERKTENKogqGiy1FuAPwATgNnuvjStUhzUNAXWJQKbT8xs\nbyJw2AqYSwQSBxBjbfql7b0B/BnYFzgIeBsoBEFdiewMZpalrE8Ldy8nApW2abuVwA+BiUAXoAMR\nwHRO26kE2gEdieDoQ+BV4N/p/q+k53UrcBqRJdoQ6Au0S49LWiYiIiIiItU0qiCIlOkhgoc2RICy\nrpn1JAKanYnGAQ8C6xCBzPtmdhJwBtAa+DtwKjAZOBO4gsi63Aj80Mx6AbsBI9x9ipk1d/fF6TE3\ngOWaGxxiZtOBT4nAZmcim/MPYGx6/O7AaKCvme0O7E4EMG2JkrlDiezRbOBl4CXgXGAI8BERIL0E\nTKWq/O1MYN7XeSFFRERERBqrxhYEFcwHWgD7A9sSQc/hwHPARcAg4HZ3/4WZDQT2Ad4HcPcHzWxn\nYizQdDN7D9jA3Yeb2QKgP5GtmZMeqxDw3AX8xMyOSttYHzgJeITIKvUmgp2ewJVEELQJ0MPdrzKz\nLYFfE8HNv9Lt76d/ZwMfFpXe/byG5zy1cMHdZ6zayyYiIiIi0vg1tiCoEJB8SmR6nAhWKomA4kN3\nn2ZmI4HmRet2JsbipHbXzKRqTM1MIlsDcDfRlGAacC2Auy9J/w4zs1uAs83sfGAp8B93/4eZbUU0\nL/gfMIYog/sIOK8Q2Lj7JSt4Th9XX5DaZBcaOVQWJkzVfEEiIiIiIl+s0QRBKTBYG/iMCFJ6AkOJ\n5gEtgUnE+BvSOuumyzOBXsB7ROkZRCZpz3R5FtDWzDq4++tm9jqwubvPMbOmReONcPdXzex7hcCo\naPkoYuwOxLieMSvY/0Jgk5O60qWudct1qEuXl2u1rQBIREREROTLaTRBELARcIWZ/ZbIAlUA04ks\nT3ugCVUZnblUNQ4YSWRmXifG7UCUzz2XLj8GPJICkq7AAqJcDaoFIlCVGUpBTVYITgqZmizLdmnV\nqtXIBQsWlFe73+cCm7RcwY2IiIiISC2q8yAoZTJuBrYhBvh/393HVVunNfA0cKq7+yo+1GSiO9t9\nRNe2q4hSt0FEWdywonWvc/eK1MXt30XL30/BylTSGJvC5KZm1g74MbCuu19Z6AC3op1JtxVnbwrB\njC9cuHCvtK8iIiIiIrKarY5M0JFAc3ff3cx2Ba5JywAws52IltYbUBQ0fFUpyLgj/RV7qoZ1K9K/\nedqHJikoWlbeVj3Icfe5xESlFN93FcyFjj2zrP9YGDQhz3NlekREREREVqPVEQTtATwBy8bM7FTt\n9uZEUHRnbTxYyjxlFDUMoGp8TY3Zm6KgqHh8zyoHZNVlWdaKaIedwcltoWNnOGUX2K9XlmWDFQiJ\niIiIiKw+qyMIak9VO2mAiuJOZu4+FCBN8Pm1VR9DU3y9NgObryLP84XAQ1l2dHfY5nAY2Q5u3Br+\nNAyGdAPG18d+iYiIiIiUotURBM2hquEAwCq3ch4+fHi9BDG15eGHz2Ds2G5kWT8AKis/olev0xk+\nfHg975msSEP/zEnD0tA/b126bAXA8OGjGvTzKBUN/fMmDYs+b7KmWR1B0EtAP2Cgme0GvLWqG9px\nxx2zWturerDTTlkZ3NQXTmsVS25bCGeoHG4NNXz48Lyhf+ak4WgMn7epUyOrveOOO3av3z2RL9IY\nPm/ScOjzJqvblwm6V0cQ9CBwgJm9lK6fYmYnAG3d/dbV8PhrjDzPK7MsG5xK4FBjBBERERGR1a/O\ng6A0DufH1RZ/brJQd9+vrvdlTZCCnvH1vR8iIiIiIqWqrL53QEREREREZHVSECQiIiIiIiVFQZCI\niIiIiJQUBUEiIiIiIlJSFASJiIiIiEhJURAkIiIiIiIlRUGQiIiIiIiUFAVBIiIiIiJSUhQEiYiI\niIhISVEQJCIiIiIiJUVBkIiIiIiIlBQFQSIiIiIiUlIUBImIiIiISElRECQiIiIiIiVFQZCIiIiI\niJQUBUEiIiIiIlJSFASJiIiIiEhJURAkIiIiIiIlRUGQiIiIiIiUFAVBIiIiIiJSUhQEiYiIiIhI\nSVEQJCIiIiIiJUVBkIiIiIiIlBQFQSIiIiJfSydFAAAVhUlEQVQiUlIUBImIiIiISElRECQiIiIi\nIiVFQZCIiIiIiJQUBUEiIiIiIlJSFASJiIiIiEhJURAkIiIiIiIlRUGQiIiIiIiUFAVBIiIiIiJS\nUhQEiYiIiIhISVEQJCIiIiIiJUVBkIiIiIiIlBQFQSIiIiIiUlIUBImIiIiISElRECQiIiIiIiVF\nQZCIiIiIiJQUBUEiIiIiIlJSFASJiIiIiEhJURAkaxwzy+p7HxobM8sa2uua9rmsoe23iIiIrPma\n1vcOSOkws/WBme5ebmZlQAbk7l5ZvJ675/Wygw1MCg4KAULm7hVpeRMgJ17bHNas19TMmhTtaxlp\nP80sK97PdHmN2W8RERFpPBQEySopOgBfFsiY2e+B69394+oHtMm5wJVAefXAJ22zGdAB2BD4wN3n\n1O2zWHOl17eQqa38KkFCIcCotq0uwPrAInd/t473t/B5qOkzQHEAVPw5KKxrZq3Soi7AVnGTe23v\ns4iIiJQuBUFSIzNrClwBbJwWbQC8A/zK3T9ewQH434FZEAe06cC4AxH0LAAOBtYyszOAzYAzgS2B\nf7v79USAtAMwH7gAeLsOn+JqV5T9ytx9aQr6rgcGufuQ4nXT61tRwzLMrGm6/3rE69gWWBv4DzAT\n+BOwCfH+/BRYDLwMvAE8YmajawpCq+3nXsBId5+V3sc7iffpkZrus7L9Tdtcm/gczDez/YFx7v6R\nmR1PfGbmAkcABvRMz2UpsCvwkZn9zt3HrWifRURERL4KBUGNWCFbk87K9wSmAl2B3YFH3f2zldy9\nEtgXuB8YBEwBbgGOAW42s25Ab2Aj4mB5BHEQ+7SZ7QrsQRzw7wn8zsxeJQ52NwbWBY4CXnD3H5jZ\n383scGAa8Lq7n5f2v2xlB+v1LQUx3d39fTPrCJi7v7Ki9Wso+1tiZm2AVunftYBp6f3qDhxPZMWe\ndPfHzOw3RNDTw8z6Ab8GOgHvAb8AdgGOIwWrQC8ikL2ACIROdvfZad9XWI5IZHSuIjJ3LwA3AtOB\noUXPvQUReM129wXp+R+Z9mGEuw8ws28D+wGt0/J7gUuBS4CHiQBwG2A2EaRtSQRwrxCfu6vc/UIz\nu40IjhUEiYiISK1QENSAmFknIojYCJhTyB4UMgPV16+WrfkxcI+7v2Fm04mMQWG7awFNiPE6hTEk\nlWb2DvBs4Qy8mS0EmptZe+B0oD2RhehjZj8nDnRnEhmBVsDJwHbAacCDwBAimJpPBEm7m/1/e3ce\nJVV55nH8e5tFRBZREUEQUPCJGnABFzQxoqJR3B2jMckoysRM0DE5mhxichyOEjWiJGqMcVQEHdAR\nF0RnoiYCRlCZ2Iob8UFcEYRugRHZoan543kLirabJtpN0dW/zzl9uurW7Xvf+1Yp76/e5doAoqE8\ni/g8rsnPGdlWASgNvzo0LtsX5bePGTOG888//wbgqlrK0h74AdGw701cx0vpmGVAB6Ctu39gZjsD\nA4jgeDBRr/cBS4i6vCztP8rMJgGXEKH1IWCYmc0BdgLeB4YBp6RjXevufzGz44n6OwFoSwTYnYGO\nxHsxG+gBvFY4J6cmqZfJgTZmdjbQAhiRD81m9ivgRCJYPWJmY1J59gfuA75jZmem8rQnQtgaYKSZ\nHUiEqXbpdB+lclYBbwMr0+NZqdwQn6n2tZVXRERE5B+lENRIpKFPvyLmdSwFdjezg4H/cPflaZ+y\n/FwMouHahRgWVUE08vczsxvSthfM7CDgCiIA/YX4Fn5hwVyOtcC9ZvZqOtZcYEIqw8vAHKAT8C9E\n2JlF9PK8CVSmHoLPiIb+HkRP0F7E0KcKYLa7X2dmpwPriEB1Yj3VV2Ev2MlE+HqTmF9TPdAcAEwD\nfmdmw919rZm16NixI0QPRGtgeQpLuwJl7v4R0Zt1vpnNAr5HhMFFxFCuW4nG/dpU5yuBkUQYfBgY\nbWbTUj3sAPw07X8/Ue8DiF4YS2U4iggHS4melP5AK+AKM+tD1G0HoDJd521ET8+pRIDYBTjbzJYR\nw8u+TQS4rkRwGVctSP8fEcQOAm5z98pUr+em452Wzv9r4rPWPf3sBfQjwvdc4ANgGTG0rSKVcQnR\no0Wql8OBPxPhuB2wOl1r57RPFTFETkRERKReaInsxuMaYIG7n+PuPwSuBz4FdjOzi8zsxNTgv40I\nNocSw4+uIBqZFcS38WuJBrQBfYgG++HAs2z65j2vgpiX8zNgCHCZu1cQDeSvAecQjfU2RIN4PtFw\nrUjbIBq5zYmw9CYwiOiluBPoY2YPEj0by4CPiTC02efSzNqZWQ8zO9TMjjezoWbWKr3WLP1stoyy\nuxcO8zoP2N/d19fSo7MSmASczKaG98l9+/aFGKq1U+rBeBi4B/hNGg7YOpV3NREiZ6b6vAZ40t1P\nAO4lwkQHYB4w2d2fJILgnsDyVMdlqW5XEr1KS1IdzgLGEkPBFhNDDiuIYYnlRA/PbsQwx2PS44vS\n3z1LBJMrifB2CPGe70702k0g5mntA1ye6jP/xcgqIizfDhxiZhek7W1SfT4I3E2E21Zp/zZET9U4\n4DUieLYCWhKfvfVESCoHvm5mlwKD0z47Ep+TXVIYm5/qglS302t430RERES+FPUENQJpvsVyovGI\nme3g7jOBmal34uvEN+hPEw3lPdLvucA1ac7KTsSclZlpiFMZcAswHJhCDEWaSDRiM+Kb/E+AFu6+\nsFqRDgeOI3ovegPHEg3s2cCBxBySzmlI2Aqi8Z8BM4jhXTulIVyrCs6zMAWUFwpPZGa9gN8QQ7w+\nJHpf5hA9KqtrGtaV6mtPorE/Ne0/wMz6p/L+AXiqYOJ+FfAO0dt1aDrPwK5duwIsIhr3w4Gx7j7R\nzH4HDCV6bfZOdeZEMFxJ9IyMLKjnpUQQcCIMQgwD60Q09gcTc6l2S3XxLDEna1fgCGKY2aRUl2XA\n2+6+wMwmEz0yHxDBtBebgu8v0jHyIXNoqpOKVAcnE5+b89L7+Wi1alwMTHf3USkAXZh6vGYRPVSX\nE8FnEBF22qXyHkiE7OmpTs8lQs464D1iDtI0M/s9MTxvfKqXeenYqwDc/dZ8Qdz9z4iIiIjUI4Wg\nxqOK6MUByA95a0X0XHxIzBeBaEweT/SsrGFTr8pSopEP0dDsQjSa/+buPzezfwV+TASirGC/g2Fj\nD0FVCg5/JXqSRgGvEj0KTjRi5xPh6+wUaiqA0QXXcWP+gbu/XNdFu/tcotcjvxDBrsBv3X2xmQ0G\nTiIa828QvWOVwG+JBn9LoodhHTHs6yFiEYEziF6n/Opzq9J+E4H908IO81u2bEmqxwPSMW40s3OI\nYWsvEkPMckRIqgCyefPmHd25c+dPmzdvfre7X5OGHO6d6qVDKgfE+7kfEQy7ESvjdQZudffX0rC6\nE9Lf/CfxHk8kgkOlmbVJ1/cnIgT1J0LGt4khbPsBi9z9LTN7NG3vmPb9KF3/fwH/TSxesVdBuUjX\n8430+P50rglEL9NYYDLRszMH+AnRG9aKCFhPE3OjFgJD3X1FOs7dBe/reERERESKRCGocVhBDI86\nDJiWVhVrTTQ+3yIa8b0L9u9FNN7bEUO2IIZT9TOzH6b92xON1BvN7HKiUXwVbHafmWeIIWwUzhdJ\nK4zdlH6qey39/vwrXO9mClaJG0+sRPd8emlPYi7JT4AniR6NXYH57n6hmbUlAsq+REB4hAg7B6W/\nzYeg1en3LCJQXQ3c17NnT4j5UmuI+vu7u19vZqek7W8A/5zOfx3Qqlu3bkMWLVo0tUOHDnuZ2cvA\n6lwud2+WZXNTGT9O5xpOvK8VwCnuvq7a9S4k5uoU1sM6IuQdlnpTFhK9cb2AvxHDI5cS84EuBYak\nz8nxRHA5ADgLeIoI1N8Bvpvq5N9hs2WtX091l18k414i2Mx191XEZ6O6J2rYtqKGbSIiIiJFpRDU\nCKSJ+lOJuSgziPctP0zqHqJBf1laVSxHNIbXEt/4r0qHeYMIOQuI3pB1qTfluNpWCnP3+UQPRtGk\nRRo2pJ6qMuJ68xYSK7J1J0JgO6JB3yy9vqLg8TJiSB1EQNu54DjriHrbnVgg4UqgV/fu3Ul/05no\nXbrWzMrTef+YFn54gJhTUwGMAFp06tRp3pw5c74JPJzL5f43y7LTiTA0OV1TWerhytt481DYtJR2\n9WWsa/gcNCPCz3KiF+x4IvwMSHWyOO0zkwis7xFzkl4zs9nEe7uMWMSisrDe3f0V4r5C+efrKbH7\nNomIiEjTpRDUSKS5PD8lVgZbSkzYv8ndF5lZBbFIwWqgwuPGpBCN+fzfLyd6Uqoft9alkrdGlmV7\nEw38BV/lOLXxuOmqEWHnj+7+MWxc1voA4p4095nZYcSqZGOBS80sP8Rrb6JeehBDBpcQYapTwWnW\nEMP6Pk8BYRiwIMuykcQiB5+nIV2XF5YthZnp1Dxp/7ksyw4pKysb1KxZs5lVVVVHmdl00op16e+z\ngp6Xmu4j9IVFHGr5HIx293fTELqXifDzaX7VQGL+1GPVjrOOtJx3fciyrDnQL5fLzayvY4qIiIg0\nlAYLQelb7D8QN0NcQ8wNeLfg9VOJhtx6YIy7313jgWQjjxuSnlXD9hyxsEExvE9Mzn+8Ac8xjPis\nzk6fm7ZED0kz4h46/YiFGV5J90F6jFhOfAkxj2U6MVRuMbFwwfVsGgJHCo1jC55PBigvL6f6ohD5\npbfTfvm5WWX5MJkPNlmWZcCruVxun6qqqiOJ8FN436bCoWf/kC18DjYunrGt5XK59VmWdal7TxER\nEZHia8ieoDOAlu5+ZJpofnPalp/gPpqYzL0SmGFmk9MSwdKI5HK5XJZlzbLsnB6x5eGPcrlcvd3k\n1OJGrscQc2FuIYLNCmIBhzvZtBjDqLQP7v4EX5yf8nTB46XVXqt+X6EygAkTJnyhPLUEmapqzyGC\n2sD0uDVwWJZlL8I/tYxN9VtP24m1WTZoX9h5bYlen4iIiJSIhgxBRxETsPNDePoXvLYfMcH6M4A0\nTOho4j4ssp3LsqyM6P3JgA9h8B5w3rFweiUM7J1l2bP11QBOn5G+W9jlyZo2Vp9PU7C4Qm3n2Rhu\n8vuVl3/5TpVcLreM1DuWhorNh8FnwgMfxR71W0/FkmXZscQiG5Xwi+aw6lwYNatUrk9ERERKU0OG\noHbEpOu8qoKGaDtiLkPe50RDShqB1LCdBJBl+34TWvWO1ZbPngIX7whT9yKWYq43+d4ZNi3fnSvo\ntclVH1q2NfNrtpUYKnbO+/BAm03/yTVMPW1ruVxuCkCWHdQPFveH97pA81mlcn0iIiJSmrJc7ktN\nS6iTmd0MvOTuE9Pzee7eLT3uA9zg7oPT89HEjRmr37Bxo/Ly8oYpqIiIiIiIlJR+/fplW3q9IXuC\nZgCnAhPN7AjiviN5bwO9zawDMb/jaGJOR63quhAREREREZGt0ZA9QRmbVocDGEIsYdzG3e9KN5y8\nmnTvF3e/o0EKIiIiIiIiUqDBQpCIiIiIiMj2qKzuXUREREREREqHQpCIiIiIiDQpCkEiIiIiItKk\nKASJiIiIiEiT0pBLZNeLdDPM/Cpza4Ch7v5ucUslpc7MDifuZTWw2GWR0mZmLYAxQHdgB2Ckuz9R\n3FJJqTKzZsBdwL5ADviRu79V3FJJqTOz3YFy4Dh3n1Ps8kjpMrNXgM/S0/fc/eLa9t3uQxBwBtDS\n3Y9MDdOb0zaRBmFmPwe+DywvdlmkSfgeUOnuP0j3TpsFKARJQzkF2ODu3zCzbwG/Rv+mSgNKX/Tc\nSdwXUqTBmFkrgK39ArsxDIc7CngKwN1nAv2LWxxpAuYCZwG6Qa9sCxOJe6ZB/D95fRHLIiXO3R8H\nLklPewBLi1caaSJGAXcAnxS7IFLyDgRam9nTZvZs6jypVWMIQe2AZQXPq9IQOZEG4e6PooaobCPu\nvsLdl5tZWyIQ/bLYZZLS5u5VZjYOuBWYUOzySOkyswuJnu5n0iZ9uSgNaQUwyt1PBH4EjN9SZmgM\nYWIZ0LbgeZm7byhWYURE6puZdQOmAPe5+4PFLo+UPne/gJgXdJeZ7Vjs8kjJGgIMMrOpwEHAODPr\nVOQySemaA4wHcPd3gMVA59p2bgxzgmYApwITzewI4PUil0dEpN6kBsEzwI/dfWqxyyOlzcy+D3R1\n9xuAVcCG9CNS79z9W/nHKQhd4u6LilgkKW0XAX2AYWbWhRhNVuswzMYQgh4jvkWYkZ4PKWZhpEnJ\nFbsA0iRcBbQHrjaz/Nygk9x9dRHLJKXrUeBeM3sOaAFc7u5rilwmEZH6cA8w1syeJ9pwQ7Y0eizL\n5dTOExERERGRpqMxzAkSERERERGpNwpBIiIiIiLSpCgEiYiIiIhIk6IQJCIiIiIiTYpCkIiIiIiI\nNCkKQSIiIiIi0qQ0hvsEiYhII2BmvweOAloCvYDZ6aVb0u/RwIdABrQCJgPD8/dxMLOuaZ/bgRHu\nPnAL5+oJ/NLdh1bb3oO4a/hbaVMZccO8ce4+oo7yT82f08xedfeD675qERFpjBSCRESkXrj7pQBm\n1h2YVhgizOwCYJK7X5Se7wRMAkYAG28SC/zPVp6uO7BPLa/Nr3buzsA7ZvaAu/sWjrnx7vYKQCIi\npU0hSERE6ltW13Z3X2FmVxGhJx+CTgQuBb6W38/MRgB7Ej1L3YG73f064Fagp5nd5u6X1VGeLun3\n52bWHLgDOADoBDhwFnBjOt+L7j7AzDa4e5mZtQbuAvoCG4Cb3P3+ragDERHZjmlOkIiIFMtbwK5m\ntpuZtQA6uvvCGvbrAwwCDgeGm1k74DLg5VoCUBcze9XM/m5mlcC1wJnuvgAYAKx29yOJYLUjcJK7\n/xuAuw+odqwRQKW79wGOBUaYWZ+veN0iIlJkCkEiIlIsufR7FTGXaHot+01x9/XuXgksAdpTe28T\nwII0nG1/4H5ijtJUAHd/HrjDzIYRvUm9gTZbONZA4J70t4uBx4Fj6rwyERHZrikEiYhIsfQF5rn7\nCmI+0J9q2CcHrKn2fEsBaCN3zwE/I4a9XQlgZqcB44HlwBjgr3Ucr6za62VAs605v4iIbL8UgkRE\nZFvYLGiYWXtimNrtadMA4IW6/q7AerZiXqu7VxEB6Coz6wQcBzzk7uOARcDRbAo1VWZWPeBMAS5O\nZd4NOB2YVtd5RURk+6YQJCIiDSFXw/PT0lydV4Dngefd/ca0NPYn+aWy0765Gh4Xmg3sbGbj6jq3\nuz8NvESErruA76YyPAK8CPRMuz4OzDKzHQqOcQ2wi5m9DjwHjHT3WXVfvoiIbM+yXK6mf1tERERE\nRERKk3qCRERERESkSVEIEhERERGRJkUhSEREREREmhSFIBERERERaVIUgkREREREpElRCBIRERER\nkSZFIUhERERERJqU/wf/T3++lo6a8QAAAABJRU5ErkJggg==\n"}, "output_type": "display_data"}], "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "execution_count": 20, "source": "# plot regression with labels\nx_prime = np.linspace( xdat.td_int.min(), xdat.td_int.max(), 10 )[:, np.newaxis]\nx_prime = sm.add_constant(x_prime)\n\ny_hat = model.predict(x_prime)\n\nfig = plt.figure(figsize=size)\nx = agg_data['td_int']\ny = agg_data['win_loss_pct']\nplt.scatter(xdat.td_int, ydat, alpha=0.3) # Plot the raw data\nplt.xlabel(\"TD/Int Ratio\")\nplt.ylabel(\"QB Win pct\")\n# set quadrant lines\nplt.axhline(y=0.5)\nplt.axvline(x=(0.5*max(x)))\n# set ylim to 0\nplt.ylim(0)\nplt.xlim(0)\n# add labels\nlabels = [ '{0}'.format(qb) for qb in agg_data['QB'] ]\nfor label, xval, yval in zip( labels, x, y ):\n plt.annotate(\n label,\n xy = (xval, yval), \n xytext= (-10, 10),\n xycoords='data',\n textcoords='offset points',\n ha = 'center',\n rotation = 5,\n arrowprops=dict(arrowstyle=\"->\") ) \nplt.plot(x_prime[:, 1], y_hat, 'r', alpha=0.9) # Add the regression line, colored in red\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### If you're not a statistics person don't worry. Basically the result of the model says the following:\n\n>### 1. 33% of the variability in a QB's win percentage is explained by their TD/Int ratio.\n### 2. The independent variable ( TD/Int ) is significantly different from zero indicating the model is specified correctly.\n### 3. Clearly there is a better statistic and/or combination of statistics that correlates better with QB win percentage than TD/Int ratio\n\n### I plan to investigate those other statistics in future notebooks. To Be Continued..."}], "nbformat": 4}
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Kudos! This is a great project, but I would greatly simplify the code. Did you know, for instance, that df[chosen_columns] is equivalent to your df.iloc[:,chosen_columns]? Also on cell two I would use list comprehensions and type
dats = [p.read_excel(os.path.join(ROOT, folders[0],'\qb_passing_stats.xlsx', sheetname=str(year),...)) for year in range(2012,2016)]

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