{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Link between free space and 3-points efficiency\n", "\n", "After modelling both model of space occupation and comparing them, we focus on the correlation between space occupation and 3-point performance. To do so, we browse all the games we have, we track when there are 3-point shots and then memorize the evolution of pressure on the shooter 3 seconds before he shots. The algorithm is not presented here, but is available as a python file : track_shoot.py.\n", "\n", "Here we extract the informations we want from the data we collected. \n", "\n", "## Data import\n", "-----\n", "\n", "The shots are memorized in two csv files : df_plot_mean and df_shots calculated thanks to python_file shots_statistics.py. They contain the same information but aren't structured in the same way (df_plot_mean's structure let us plot averaged evolution). They are composed of the following columns :\n", "* D : evolution of the shooter's *free space* ($\\delta_{space}^*$ distance to the closest defender) 3 seconds before the shot. \n", "* T : It the same but *free space* is calculated as the time (in second) needed by the closest defender to join the position of the shooter ($\\delta_{time}^*$). \n", "* Release time : corresponds to the time between the reception of the ball and the shot. It is negative : -2 means that the shooter kept the ball 2 seconds before shooting.\n", "* Time : corresponds to time values linked to free space evolution.\n", "* player_id : a list which contains shooters' ID.\n", "* x_shot,y_shot : position of the player at the release.\n", "* x_ball, y_ball, z_ball : ball's trajectory.\n", "* quarter,clock,Match_id\n", "* Shot_type : type of shots (catch-and-shoot or pull-up)\n", "* Shot_result : differentiate hits or miss\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import ast\n", "\n", "df_plot_mean=pd.read_csv('data/df_plot_mean.csv',index_col=[0])\n", "df_shots=pd.read_csv('data/df_shots.csv',index_col=[0],converters={1:ast.literal_eval,2:ast.literal_eval,3:ast.literal_eval,7:ast.literal_eval,8:ast.literal_eval,9:ast.literal_eval,18:ast.literal_eval,19:ast.literal_eval,20:ast.literal_eval})\n", "df_stats=pd.read_csv('data/df_stats.csv',index_col=[0])" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of shots: 26332\n", "18916 71.93763072827534\n", "9136 17196 34.74424795588515\n", "6803 12113 36.00232853513971\n", "0.3145900755124056\n" ] } ], "source": [ "print('number of shots:',len(df_shots))\n", "print(df_stats['total_cas'].sum(),df_stats['total_cas'].sum()/26295*100)\n", "print(df_stats['success'].sum(),df_stats['miss'].sum(),df_stats['success'].sum()/26295*100)\n", "print(df_stats['success_cas'].sum(),df_stats['miss_cas'].sum(),df_stats['success_cas'].sum()/18896*100)\n", "print(len(df_shots.query('Shot_type==\"pull-up 3P\" and Shot_result==1'))/len(df_shots.query('Shot_type==\"pull-up 3P\"')))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## *Free space* evolution before a 3-point shot\n", "------\n", "\n", "### Plot all shots" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 30)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig=plt.figure(figsize=(15,10))\n", "for row in df_shots.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " plt.plot(Time,D,'k-',alpha=0.005)\n", "plt.xlim((-3.2,0.8))\n", "plt.ylim((0,30))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mean evolution\n", "\n", "First we compute a function to plot the evolution of *free space* averaged on all the shots. Let's note that we round the values of time with a precision of 0.01 second. Yet the precision of position data is only 0.04 seconds. \n", "\n", "Let's note that we delet some shots because the values of time are wrong : the clock stops but the evolution continue to be captured therefore, if we don't do that, we have false values for a certain value of time." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def averaged_evolution(df,sd=None,hue=None,palette=['blue'],style=None,fontsize='medium',size=None):\n", " \n", " ## rename columns to have good labels ##\n", " df2=df.rename(columns={\"Time\": \"time [s]\",'D':r'$<\\delta_{d}^*(t)$> [feet]','T':r'$<\\delta_{t}^*(t)$> [s]'})\n", " \n", " ### plot ###\n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{d}^*(t)$> [feet]', data=df2,palette=palette,ci=sd,hue=hue,style=style,size=size)\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize=fontsize)\n", " plt.show()\n", " plt.clf()\n", " \n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{t}^*(t)$> [s]', data=df2,palette=palette,ci=sd,hue=hue,style=style,size=size)\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize=fontsize)\n", " plt.show()\n", " plt.clf()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "df_plot_mean=df_plot_mean.query('Time>-3. and Time<0.8')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that there is some noise. To calculate the plot sns.lineplot take each value of time and make a mean over all the pressure value associated. If we count the number of pressure values per time value we can see that there isn't an equilibrium as there are more of multiple of 0.04 :" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "count D T Time_to_shoot Shot result player_id x_ball y_ball \\\n", "Time \n", "-3.20 50 50 50 50 50 50 50 \n", "-3.19 1 1 1 1 1 1 1 \n", "-3.19 141 141 141 141 141 141 141 \n", "-3.18 189 189 189 189 189 189 189 \n", "-3.17 3 3 3 3 3 3 3 \n", "... ... ... ... ... ... ... ... \n", " 0.79 3 3 3 3 3 3 3 \n", " 0.79 677 677 677 677 677 677 677 \n", " 0.79 1699 1699 1699 1699 1699 1699 1699 \n", " 0.80 8 8 8 8 8 8 8 \n", " 0.80 6238 6238 6238 6238 6238 6238 6238 \n", "\n", " z_ball x_shooter y_shooter quarter clock Match_id shot_id \\\n", "Time \n", "-3.20 50 50 50 50 50 50 50 \n", "-3.19 1 1 1 1 1 1 1 \n", "-3.19 141 141 141 141 141 141 141 \n", "-3.18 189 189 189 189 189 189 189 \n", "-3.17 3 3 3 3 3 3 3 \n", "... ... ... ... ... ... ... ... \n", " 0.79 3 3 3 3 3 3 3 \n", " 0.79 677 677 677 677 677 677 677 \n", " 0.79 1699 1699 1699 1699 1699 1699 1699 \n", " 0.80 8 8 8 8 8 8 8 \n", " 0.80 6238 6238 6238 6238 6238 6238 6238 \n", "\n", " Shot_type btpl \n", "Time \n", "-3.20 50 50 \n", "-3.19 1 1 \n", "-3.19 141 141 \n", "-3.18 189 189 \n", "-3.17 3 3 \n", "... ... ... \n", " 0.79 3 3 \n", " 0.79 677 677 \n", " 0.79 1699 1699 \n", " 0.80 8 8 \n", " 0.80 6238 6238 \n", "\n", "[1122 rows x 16 columns]\n" ] } ], "source": [ "print('count',df_plot_mean.groupby('Time').count())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our aim is to make mean for each value of time over the 26325 shots. To do so, we will aggregate values around multiple of 0.04 seconds with the following function :" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [], "source": [ "def aggregating_04(row):\n", " number=row['Time']\n", " q=number//0.04\n", " if abs(round((q*0.04-number),2))<=0.02:\n", " return(q*0.04)\n", " else :\n", " return((q+1)*0.04)" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [], "source": [ "df_plot_mean['Time']=df_plot_mean.apply(aggregating_04,axis=1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is better here. Now let's see if we plot the standard deviation :" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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92AlAZdjP2gVVXLqomksWVlMZLs3xBRUhP92Dw+xs7WX1vAp8JZ4oVqxY4XUIJceSxDSTTKVp7YlxqGOAw52DHOke4mh3pvplYDh1cj+fI8yvCnPerCjrV9azoDrCvKow86vChAMzo+oBYFZ5iKvPD3H1+bOATNLY3tLD1pZunj3czf/saUeAC+ZW8KrldVy5rI7qSMDboHOsKhKgcyDOztZeLizxRPHoo49y5ZVXeh1GSZFSWumqsbFRm5qapvS925q7GU6mi6KRL55McawnxvHeOMd7M+0FI+0Ex3pjpLKNxY5kboLzqjLtBHMrQ8yvDtNQFaG+fPqWCgolrcr+tn6aDnXx630nONQ5iCOwdkEVr1s1h1csqSmpKprOgTg10QCr5laW7N/Gli1buPTSS70OY9oRkS2qOuZwdStJeERV6Y0laenKVAm1dA3SnP23rTf+suqhoM9hXlWYxbURrjyvlgU1ERbVRJhfHZ4xDZL54IicrKK65bKFHOoY4H/2tPOL3e188acvUBn2c/X5s3jdqtksqI54He45qykL0tEfZ/exXs6fU4FTgomiqanJkkSOWZLIo0QqTX88yYm++MnF7Ju7hmjvi9HWF39Z76GAz2F+VZiVs8t57fmzmVcVZk5FiFkVQarC/pz2EjJjW1RbxjuvKOP3X7GIZ5u7eHTncR7ceoQfPnuEC+ZWcO2q2bxyed20Tsy1ZUGO98YJuP2cNytacn9XR48e9TqEkmPVTVlTqW5KpNJ0DWbGC3T0xznYMXhywfrOgeHTupCOdM2cXR5iVnmQ+vJgpnqoOsKs8mDJ97aZjroGhnlsdxs/23WcI91DVIX93LR2Hm9YPXfaDlRTVU4MxFlWH2VhbZnX4eRUa2sr8+bN8zqMaedM1U2WJLJOTRIj1UHHe2Mn++O39cVp74tzYiDOib44vbGXT30gwJzKEEvqyqiPBomGfJQHfVSXBVhcW8bsilDJ1gWXOlVl+5Ee7n+mhWcOdxMJuNxw0Vw2rJ0/LXtGpdJKx2Cc1XMrmV1ZOosW3XHHHTZOYgrOuU1CRGomsFtaVbsnFVmReHDrEb73dDMDwyniiRT9wyna+2LEEi8vCZQFXeqjQeqiQVbMKqc2GqA6MvLlp6E6MqN6Ds0kIsKahirWNFSxr62f+55p4b4tLTz0XCvXr57L762bP616RY2sbrfzaA8+V6iNBr0OKSdmahfYvlgCRyQvpduJHrE1+3Wmx2AXWHjOEXngWE+Mgx2DhPwOZUEfDZEA6xZUMbsieHLah1nlwWlbvWBya9msKB+77nyaOwf5XlMzD249wo+2H+XGi+by5ksapk3Jwuc6VIYCbD/Sw7oSGSsy06qaUmnlcOcA+9r6WTm73NMk8byqrjvTDiLy7GROLCLXAX9PJrl8Q1W/cMr2hcC3gKrsPh/LLlSUc3/+6vO4fGlt0XSBNdPDgpoIH7p2JbdctpDvPH2YHz57hJ/sOMZNa+fxe2vnT4uHioDPoUx9PNfczSWLpv+EgI8//jjr16/3OoyC6I0l2H20l4HhFEE3f/etiXYCvyJH+wAgIi5wF3A9sAq4RURWnbLbp8gsa7qOzBrY/zTR4xtTSPOqwnzwdSv5x1sv4ZJF1Xz36WY2/kcTm7e1kkilz34Aj4X8LgGfw7aWbmKJ1Nm/oYjdfPPNXoeQd8lUmhdP9LPlYCdpzfRYy2d35gklCVWN5WKfUS4D9qnqAVUdBr4DbDj1kEBF9nUlmeouY4rWwpoIH7vufL76trUsrivj6788wHv+6xl+te8Exd5BJBLwISpsa+4mnpy+ieLxxx/3OoS86hlM0HSoi0Mdg9SUBTNTw+fZpIaTishbRaQ8+/pTIvIDEblkCuedDzSPet+S/Wy0O4A/EJEWMmth/8U4MW0UkSYRaWpvbx9rF2MKatmsKJ/fsJo73nghIb/DF3/6Ah//4Xb2t/d7HdoZRUM+kmlle0vPtCgBjaWjo8PrEPIildZM6eFQJw6SKT0UqMv8ZOcc+LSq9onI7wKvJ9Nm8M9TOO9YP92pj1q3AHeragPwBuA/ROS0eFV1k6o2qmpjfX39FEIxJvdEhEsXVfN3b1/He9afR3PnIB/47la+9theeocSXoc3roqQn6HhFDtbe0lOw0RRiutJDA4n2drcxcETg9RGgwXvQTnZJDFSDr0B+GdVfRCYSr+/FmDBqPcNnF6d9CfA9wBU9UkgBNRN4VzGeMZ1hOtXz+Vf/7CRmy6ex8+fP867/2sLP9t1jHSRVkFVRQL0DA2z+1jfyXnCpotNmzZ5HUJOtffF+O2LnQwnlbqoNwNuJ5skjojIvwJvA34sIsEpHAPgaWC5iCwRkQCZhunNp+xzGHgtgIhcQCZJWH2SmZaiQR9/+sql/P3b19FQHeEfHtvHx3+wnUMdA16HNqaaSJC2vjh72/qKvj1ltIsuusjrEHJCVTl0YoDnjvRQEfIT9bDX2WRv8G8DHgGuyw6cqwE+MtmTqmoSuD17rOfJ9GLaKSJ3ishN2d0+BPyZiGwD7gVu0+n012rMGBbXlfGFN1/EX169nOauQd7/3a38x1OHTluatRjUlgVo7R5if/vAtEkU0WjU6xDOWTKV5vmjvew/0U9dWdDzmYgnlZ5UdRD4waj3R4EpzaiVHfPw41M++8yo17uAq6ZybGOKmSPCNatm8ztLavi3Xx3ge03N/HJvO3/xmmVc1FDldXgniQh1ZUEOdw7gd4RFdcU/z9OTTz7J61//eq/DmLKh4RQ7j/QwMJykPloc06VMKEWJyDO52McY85LKsJ8Pvm4ln9+wGoBPPLCDf/6f/QwNF08XVBGhJhJk/4l+mjsHvQ7nrG655RavQ5iyjv44TQc7SaSVmrLimSZloiWJC0TkuTNsFzJjGYwxk3Txgir+4R3r+I+nDvHQtlaaDnbyvtcu5+IiKVW4TiZR7G3rAzIjzYvVww8/zMqVK70OY1JUlebOQfa1D1AZ8hPwFddCVxNNEudPYJ/iefwxZpoJ+V3+7JVLuWpZHf/w33v59AM7eNO6+fzh5Ys8r5OGlxLFnuN9iEBDkS7CFI/HvQ5hUlT15PICNZHiXE1yQklCVQ/lOxBjDKyaW8HfvX0t3/z1i/zw2SNsa+7mQ9euZGERPL27TmYQ1+5jmRJFMSaKW2+91esQJkxV2d8+wOGOzPiHYl1PxvtHFGPMy4T8Lu9Zv4xP33ABHQPDfOC7W/nRc61F0cNodKJo6Sq+Noq7777b6xAmJJ1W9rb1cbhzgLpooGgTBFiSMKZoXbaklq/dso6LGir5lycOcOfDu+gaHPY6rKJOFNNhfet0Wtl9vI8jXTHqyoJFv4TslJKEiDRmB8EZY/KoOhLgszeu4s9ftZRtLd28795n2drs/dpexZwoilkqrTx/tJdjPTFqywJFnyBgCklCROYCvyEzsM4Yk2ciwo1r5vHVt62lPOznMw/u4N7fHvZ8yoxiTBRbtmzxOoRxJVNpdrb20N4fpy5a/CWIEVMpSfwRmYn9/jTHsRhjzmBRbRlfeevFrF9Zzz2/PcwdD+2kx+PJAkcniiNdQ57GAnDbbbd5HcKYUmnl+WO9dA4MU1tEYyAmYipJ4g+BjwMBETkvx/EYY84g5Hf5wDUruP01y9jZ2sMHvreVfW3eTkE+kiheON7reYninnvu8fT8Y0mnld3Heunon34JAia/nsRrgBdU9QTw72RmajXGFJCI8PoL5/Clmy9GFT56/3P8YnebpzG5jlAbCbLneD+HTng311MwWFw3YdVML6a2vvi0TBAw+ZLEnwD/ln39XeCtY63xYIzJv2Wzonz1bRezYnaUr/xsD1//5QFP14DIDLgLsP9EPwc8ShQ33nhjwc85HlVlf1s/R7qHqIlM334+E77Bi0gVcDnwEwBV7QWeIrMgkDHGA1WRAJ/bsJo3rpnL5m2tfOrBHZ52kx2pejrUMcCe432kC9y4fu+99xb0fONRVQ6cGOBw19C06OZ6JhNOEqrararLRk/Xrap/qKoP5yc0Y8xE+FyHja86jw++bgV72/p5/3e38sKxXs/icbKzxx7tifHCsd6C9sK64oorCnau8YxMtXG4Y3DadHM9k6mOkygTkcKuoWeMOaPXrJzFl29eg98VPv6D7Tyxx7s1ukQyJYrjfTF2He0pWDVYf7/364gf7hjMzMVUVtwjqSdqolOFOyJyq4j8SETagBeAoyKyU0S+LCLLJ3tiEblORHaLyD4R+dgY278qIluzX3tExPsRRMYUuaX1Ub7y1rWsnFPOlx/dzfe3NHs6nUddWYjOgWF2tvaSKECi2L59e97PcSbHuofYf2KA2rLinYtpsiZakvgFcB6Zrq9zVHWBqs4CXkmmXeILIvIHEz1pthRyF3A9sAq4RURWjd5HVT+gqmtVdS3wNUYtdmSMGV9F2M/nNqzmVcvr+faTh7jrF/s8bdCuiQTpHUqwrbmbWCK/k0Vv3Lgxr8c/k+7BYXYd66U67C+ZBAETTxLXqOrngB5VPfnXpqqdqnq/qt5MprfTRF0G7FPVA6o6DHwH2HCG/W8hs4SpMWYC/K7Dh65dwVsvbeCRXce58+FdDA4nPYunKhIgnkjzzOEuBuL5i2PTpk15O/aZDMSTPNfSTUXIj68IpnbPpQn9NKo6Mqzzh6duE5HLT9lnIuYDzaPet2Q/O42ILAKWAI+Ns32jiDSJSFN7u3d1sMYUG0eEd16xmL+4ehnPHenho/c/R1tfzLN4KsJ+XBG2HOqkO089sGpra/Ny3DOJJVJsb+km6HMJ+kqvqXaibRJvE5EvAOUicsEpjdZTSd1jlcXGqzh9B3Cfqo5ZTlXVTaraqKqN9fX1UwjFmNJ27ao53PHGC2nri/Ph72/zdIR2JOAjEvDxzOEujnbnfhqP9evX5/yYZ5LIzseU0szPVoomWi76NbALqAa+AuwVkWdE5GFgKr/pFmDBqPcNQOs4+74Dq2oy5pysXVDFl25eg891+OQD29nZ2uNZLEGfS3U4wPPHetnf3p/TsRT3339/zo51Num0sudYH/2xJBUhf8HOW2gTrW46oqrfBjao6vWquhS4BvgscPUUzvs0sFxElmSnHH8HsPnUnURkJZnE9OQUzmGMGWVRbRlffPMaqiMBPrN5J1sOdXkWi891qC0LcrhjkOeP5q7nU6FKEqrKgfZ+2vvj1EzT6TYmaqLVTQKgqr8e+SzbaL1FVQdG7zMRqpoEbgceAZ4HvqeqO0XkThG5adSutwDfUS/78BlTQurLg3zx5jU0VIf5/I928at9JzyLxRGhLhqkY2CYbYdz0/OptXW8ConcOtwxyOGuwWk93cZETbgLrIj8hYgsHP2hiARE5GoR+RaZKcQnTFV/rKorVPU8Vf3r7GefUdXNo/a5Q1VPG0NhjJm6yrCf//umi1gxu5wvP/KC55MDVkcCJFJK06FOemPnNvX5nj17chTV+A53DLC/vZ/aaT7dxkRNNElcB6SAe0WkVUR2icgBYC+Zp/2vqurdeYrRGJNjZUEff3XThayeV8lXf7aHn+867mk80ZCPoOuy5WCmQXuqlQf5HifR3DnIvvZ+akposNzZTLRNIqaq/6SqVwGLgNcCl6jqIlX9M1XdmtcojTE5F/K7fPrGVaxdUMXfP7aXn+w46nk8VWE/zx/r5YVjfVNqp8jnOImWrkH2HO+jJhLEdWZGgoApzN2kqglVPaqqNk2GMdNcyO/yqRtW0biomn96fD8PP1eYOv3x+FyHurIg7X1xthzqmvTKe3Pnzs15TCON1HuO91FbNrMSBEwgSYhIWfbfaP7DMcYUWsDn8Ik3XMDlS2v41ycO8MCzRzyNR0SojgRwELYc7OTFE/0Tnkm2sbExp7Gk0sru430c7BiYkQkCJlaSqBaR24HfzXcwxhhv+F2Hj77+fK5aVse//fpFvt/UfPZvyrNwwKU2GuRQxyDPHOqkbwKN2g899FDOzj+cTLPraA9Hu2PUzaA2iFNNJEm8FrgNWCois/IbjjHGKz7X4SPXrmT9inq+/dQhvvv0Ya9DwslOOZ5WeDpbqjjTZIXXXnttTs7bF0vwzKFOugcT1EVnRi+m8UwkSfwWeBdwSFVP6ysnIh8c9XplDmMzxhSY6wjvv/tO1Z8AACAASURBVGYFV6+cxX/+72G+VwQlCshMeZFZ8W6QpkNd4879lIsusMd7YjQd7EJEqAqX/jiIsznrZCOq+nz25XOjP88uZ/pVYKWIxLLb/wT441wHaYwpHNcR3vfa5aRR/uOpQwjw1sYFZ/2+fBspVcQSKZ453EVNJMCSuigVYd/JJ/2DBw9O+fg9QwkOnhigoz9OdSRQcrO5TtWUZ6TK9m76YxF5PXACWIOt+WBMSXAd4f2vXYEqfPupQ0BxJArI9MgK+V0G4km2HO6iMuyntixAWdDHLe/8Y5Kp9IRv8KpKbyxJc+cAbX1xwn4f9eWhPP8E08uEkoSIvAv4L1WNi8gGYA6wXVV/o6qPZHfbkq8gjTGF5zrCB65ZAWQSRTKtvON3FhRN/XxZ0EdZ0EcskaKla4hkOs3dX/tH3vW+/0NdNMCsihBlAR8iZL4Q0qqoQjKdpmtgmCPdQ8QSaYI+h/qoJYexTLQk8Zeq+k0RuQN4DZkJ994sIuXAm1X1WL4CNMZ4ZyRR+Bzhnt8eJpFK84eXLyqaRAEvlSwAli1dQmXYT+9Qkra+nuyaBIJmVyIYiVrJVF9Fgz6iwdKdwTUXJpokRlqJ3gBcMbK2g4jcAPwT8OY8xGbMlKkqI13rHaGobmrTzUgbhc91+P6WFhKpNO+6aklRXtNFS5fhiJwsZZhzN9Gr2CwidwOzgDDQD6CqPxKRz+cpNjPDqCrJtJJMKWlVUmklpZnXkHkKHD2kavRT4UufZZ4ahczNTURIpdMnE4Zkj6KjXo8cSDXzdOmK4HMFv+vgyx5jpnNEeO/68/C7wgNbWxlOKX/+qqVFN3bgN088xtrGV3gdRkmZaJK4DbiZTG+m+0Xkp8BOYB0vlTKMOSNVZTiVZjiZPjkvjwAjvd4dgZDPJeh3Cfoc/D4h4LoE/Q5+x8F1M7f1kZu2K4LjZP4VkZNJQ8YoOaTSmaST1pEvTtZPj5Q6kuk0iWSaoUSKoUSaoXiSvngK1ZcnJJ/j4HeFgOvMqB4wIsLGVy4l6HO4/5kjDCdT3P6a5UU1Cnn9Ndd7HULJmVCSUNVe4N8BROStwJ+TSRxdwNvzFZyZvkYSQiyRJplOn6wbLgu61JcHqQj78TmCL3vzH7np5uup3XVkSjczVSWR0kwCSSnDyTQD8SR98ST9sQTxWOJlpZPgSFIr0eQhIvzRFYsJuA73Pt3McFL5wDXLiyZZ7nzuWVatWet1GCVl0pV22YTx5TzEYqapZCp7A01lEsKI8qCfeVUhKsJ+wn6XsN/FKaKnzokQEQI+ITBq3Gl9+UsrkaXTmZ87nkwTG07SE0vSPTD8snURgr5syahIbqTnSkS49RWLCPhcvvXkQRKpNB95/cqi+Pna26wPTa551rIjItcBfw+4wDdU9Qtj7PM24A4ypfxtqnprQYM0p0mrEk+kiSVS6MjTs88hGvJTFwgQDfoIB1wiAV9RVUPki+MIISfTu6Yy7Gd2ZebzZCrNYCLFUDxJ12CC7sHEycThiBAJuAR9roeRn7u3XNpAwCd8/Zcv8n9//Dwfv/4CAj5vE8Vbbr3N0/OXIk+ShIi4wF3A64AW4GkR2ayqu0btsxz4OHCVqnbZvFHeSKTSxBNp4qnM0pKOCJVhP3OrQlSE/IQDruc3hmLkcx0qXIeKkJ/ZlWEgM2Hc0HCK7sFh2vvjdAzEM/s6DpGAWxRP4pN108Xz8bsO//T4fj73o1188g0XnOyO6oX77rmb93zw456dvxRNOEmISARYrqrbRn22EEip6mTnFr4M2KeqB7LH+Q6wAdg1ap8/A+5S1S6AseaNMrmXTKUZHE6RyFYbhf0uNVE/VeEIkaCPsoBv2lUZFYuAzyHgc6iM+FlUV0Y8mWIgnqJzIM6J/kwVlQDRoH9aJd7rV8/F7zp87bG9/NVDO/nMjRcSDniTKBYtWebJeUvZZEoSCeAHIrJGVQeyn30D+AQw2SQxHxg9c1gLcGq/tRUAIvJrMlVSd6jqT089kIhsBDYCLFy48NTN5iziydTJxmXITBk9qyJIbTRINOibVjer6SbTVuFSUxZg2SwYHE7S0T9Ma/cQvf0JXEcoD/qKplH4TK65YDZ+1+ErP9vNZzfv4LNvvNCTcQqz5swp+DlL3YR/i6qaEJEfkunN9M1sKaJeVZumcN6xHkVPXVXEBywH1gMNwC9FZPWpK+Kp6iZgE0BjY+PUFsadQRKpTJXHSEkhGvQxvzpTdRQJ+Aj589fDyJxZJOAjUuNjQU2E/niS9r4YR7piJNIJQj6XsoBb1L+bV6+ox+cIX350N59+cAd33rSaaKiwieLpJ3/F71zxyoKes9RN9hHlG7w0y+s7yXaLnYIWYPRsYQ3AqesmtgAPZpdLfRHYTSZpmElIpNL0DCXoGMjUgSdSaWZXBrlofiVXnFdL4+IaltRFqY0GCRf5TWgmiQZ9LKmLcuV5taxtqCIadOkcHKZrcPiM6yl47apldXz8+vN58cQAn3hg+7hTeufLNdffVNDzFYPjvTH++fF9tPXF8nL8SaV5VX1BMgOXVgC3MPXV6p4GlovIEjJVVe8ATu259ED2HHeLSB2Z6qcDUzzfjKCqxJOZ7pjJUW0K86tDVEcCRAJWfTTdOI5QXRaguixALJGirTfG4c5BEimlIlScbRevWFLLp29YxV//5Hk+9oPt3LnhQmYVaGbVpqd+xYoLLizIubw2OJzk+00tPLjtCILwwtE+GhfX5vw8UykL/huZEsVzI43Kk6WqyeySqI+QaW/4pqruFJE7gSZV3Zzddq2I7AJSwEdUtWMq5ytVI0lhKJEirYoIlIf8NJSHqQj7iQRcT3uamNwK+V0W1pYxrypMe1+cgx0D9MaHqQgGii5ZXLKomjtvupA7H97FR+/fzuc3rGZ+dTjv5+3u6sz7ObyWSis/f/44//nUIbqHErxmZT1vWjefdQuq8nI+UZ1cNX62l9NR4GZV/XleopqixsZGbWqaShMJbGvuZjiZLuqbaiqtxBIpYsnUyc/KQ37qowEqIwHKAu60aOQ0uZFOKyf64+xt6yeRSlMZ8hfd739/ez+feXAHjgif27CaxXVleT1f27GjzJozN6/n8NK2lm6+8csDHOwY5IK5Ffzp7y5hxexyeoYSLKwJs7B2atdXRLaoauNY26Yy4noQqJxSJGbCRqa1iCfSmUZmzUwtUVMWYHE0QlnQN2MGrJmxOY4wqyJETVmAY70xXmzPdDqsCPuLZuK98+qjfOHmNXz6gR184ofb+aubLmT57PK8na9Ux0kc643xb786wFMHOplVHuSj153PVefVFqQN0ebSLRJpzZYSEqmT3byiQR+zK4PZqiMfkWk4rYXJP5/r0FAdob48yOGOQVq6hgj6HMpDxbFOwoLqCF948xo++cB2PvVgpnvsqrkVeTnX8vNX5eW4XoknU/zgmSPct6UFx4F3Xr6IDWvnF7R60ZKERxKpzEyow8k0KVUcyZQSFtW+NGjNSglmMoI+l+Wzy5lbFWZ/Wz8n+uNUhv1FMZJ7TmWIL7x5DZ9+cAefeXAHn3zDBaxbWJ3z80Qi0Zwf0yvPtXTztcf2caw3xiuX1/Guq5ZQFw2e/RtzzJJEAbysLSGzkAEhv0s06GNelZ/KiN+SgsmZaNDHmoZK2vvi7D7WhwhUhgNeh0V9eZC/+b2L+MzmHdz58C4+fO1KrlpWl9NzbHvmt1y1/rU5PWahDQ4nufs3B/nJjmPMrQzx+Tet5uKG/DRKT4QliRw7dVoLAJ8jVEcybQnRUGZGVEsIJp9EMu0VFWE/B9r7OdYToyoS8LxUUV0W4G9+bw13PryTLz3yAu+JL+P1F+ZulPT1G96Ss2N5oelQJ//8+H7a++JsuHgef3D5Is8701iSOAeptBJPpk5WGUFmRtRZFUGqywIEfQ5Bn02AZ7wT8rtcMLeCumiQF4714opDRdjbtopoyMedG1bzNz95gX/8xT76YknecmlDTo79xM9/ypLzpt+Y247+OF//1Yv8et8J5leF+cLNa/LWbjNZliQmIJXOLDYTS2bHI5CpNfK7mf9wcyt9J3sb2bQWptiMLlXsPtZHe3+MmkjQ09JsyO/yqRsu4O9+vodvPXmQvliC265cfM7/d4aHp9dCmarKo7uO881fv0gileYPXrGQN1/S4HmJbzRLEqMkU8qgJkmm9GR1kZDpalgR8jOnMkg05M+WEGbW0pVm+gv5XdY0VNLSNcS+tj6iQb+nVRl+1+FD164kGvLzg2eP0BdP8t71y84peb3hTdOnuqlzYJivPbaXpkNdrGmo5L3rlzGvKv8DDifLkkRWJOAST6QIB32UBTKTqYX8PoL+TEKw0oEpBSLCgpoIFSE/O1p7iCdTnjZqOyK8+1VLqQj5+M7TzfTFEnz42pVTXpDpwe/fMy3GSfx63wnuenwf8USaja9cyg1r5hbN2JZTWZLIyucAH2OKTWXET+Pial442seJ/ji1ZQHPHoREhN9/xSIqQn6+/ssDfPqBHXzqhlVTajtZdVFxr2/dH0vyL0/s53/2tLN8VpQPvG4FC6ojXod1RlZfYswMFfS5XDS/kvnVIU4MxEmlvZ1p/40Xz+Oj153PvvZ+/s/9z3GsNz+zmnrlmcNd3H7vM/xq3wluvWwhX37LxUWfIMCShDEzmuMIy2eVs3xW+cmp5L101bI6PrdhNT1DCT7y/W3sPtY3qe/ftX1rniKbungyxb/+z34+u3knkYDL377lYm65bOG06QZvScKYGW6knWJNQyU9QwliidTZvymPLpxXyZfesoag3+ETP9zOr/admPD3bnjrqSsOeGtfWz8f+O5WHt5+lJsunsdX376WZbOm16hwSxLGGADqy0NcsqiaWDLFQDzpaSwLqiP8v7eu5bz6Mr740xf4XlMzE5mx+scP3FeA6M4ukUpz728P85H7tjEwnOLOmy7kz165dMoN8l6yhmtjzEmVYT+XLqpme0sPvbEEFR5OElgZ9vP5N13EPzy2l/946hCHOwe5/TXLzthtNxDwfvqRvcf7+IfH9nKwY5BXLa/n3a9eWjSTLU6FZyUJEblORHaLyD4R+dgY228TkXYR2Zr9+lMv4jRmpokEfKxdWEXI7xR8+dFTBXwOH3rdCv7g8kU8saedj/7gOdrO0KD9qmuuK2B0L5dIpfn2kwf58H3b6I0l+fQNF/CR16+c1gkCPEoSIuICdwHXA6uAW0RkrDl+v6uqa7Nf3yhokMbMYEGfy5qGKirCfjoH4p7GIiK8vXEBn7phFcd6Ynzge1vZ1tw95r4/edCb6qbmrkE+ct82vr+lhavPn8Vdt17CZUtyv5SoF7wqSVwG7FPVA6o6DHwH2OBRLMaYMfhdhwvnZeZ9OtEfn1CbQD5dtqSG//fWi6kI+/nUgzv4+i8PEE++vJH94ksuK2hMaVV+9Fwr7//uVtr64nziDRfwl69dQTRYOjX5Xv0k84HmUe9bgFeMsd/NIvIqYA/wAVVtHmMfY0ye+FyHC+ZW4Lp9HO0ZojYS9HT2gYbqCF9921q+9ZuDbN7WyrOHu3j/NStYkR0MOzjYX7BYjvYM8bXH9rH9SA+XLKzmL1+7nJoy79tEcs2rksRYf2WnPqY8BCxW1TXAz4FvjXkgkY0i0iQiTe3t7TkO0xjjOMLK2eUsqIrQMTBM2uMSRcjv8uevPo+/uulCBodTfOj72/jCT57nUMcAe1/Ylffzp9LK5m1H+It7n2V/ez9/cfUy7njjqpJMEOBdSaIFWDDqfQPQOnoHVe0Y9fbrwBfHOpCqbgI2ATQ2Nnr712tMiRIRzpsVxecKB04MeD6LLMAlC6v5x1sv4YFnj7B5Wyu/2d/BpfNfSUvXIA15GMmcVuXX+07wn08dorUnRuOiat77mmWerBZXSF4liaeB5SKyBDgCvAN42SgYEZmrqkezb28Cni9siMaY0USExXVRfK7D7uN91IQDns+EHA36+IPLF/HGi+fxw2ePcPc/folnTsD6FbN4++8syMmsqslUmicPdHDfMy0caB9gUU2ET91wAZctrpkRE396kiRUNSkitwOPAC7wTVXdKSJ3Ak2quhl4n4jcBCSBTuA2L2I1xrxcQ3UEv+Ows7WnKFa7g8yYituuXExq+2q4cD4/3n6Ux/e0ccnCal65vJ7Ll9YQCUzudtfeF+fnzx/npzuO0Tk4zNzKEB963Qpeubze81JUIYnXPRZyqbGxUZuamrwOw5gZ4URfjO1HeikP+YpmJPGe53ey4oIL6RoY5sFtrTyxt532vjh+V7hofhVrGiq5aH4l59VHX3ajT6TSdA4M094XZ2tLN08f7ORA+wAAly6q5saL5nLJouqinc67ZyjBwpowC2vLpvT9IrJFVRvH2lY6/bSMMQVVVx7ikoUuW5u7UMXztZgBfv6Tzay44EKqywLcduVi3nnFIvYc6+OX+07w7OEu7v5NF5DpOeNzBb/rIAID8Ze60joC58+p4LYrF3PF0tqiXAiokCxJGGOmrDLi55JF1Wxt7iatOukqnVz7nSt+92XvHRHOn1vB+dn1orsGhtl+pIfDnYMk02kSKSWtSlXYT01ZgJqyIMtmRan0eB3wYmJJwhhzTspDfi5ZWM22lm76Y0miIe9uK23Hjp1xe3VZgFetqC9QNKXB+xYnY8y0Vxb0sW5BNeJkVl/zyqEX93l27lJlScIYkxPhgMvFDVWIKP0eTTX+lltv8+S8pcyShDEmZ8IBl4sXVKN4kyjuu+fugp+z1FmSMMbkVDjgsm4kURS46ql+1pyCnm8msCRhjMm5cMDlkoXVOA70xhIFO++Fa9YV7FwzhSUJY0xehPwuaxdWEfQ5dA8VZvGix3/+k4KcZyaxJGGMyZuRxYvKQ366CrDK3ZWvujrv55hpLEkYY/Iq4MssXhQNunkvURw6YF1gc82ShDEm7/yuw+r5VUQCLj15TBRHWg7n7dgzlSUJY0xBBHwOF82vIuR389aYbeMkcs+ShDGmYAI+h4saKgm6Tl4ShY2TyD1LEsaYggr6XFY3VOJ3hd6h3CaK+Q0Lc3o8Y0nCGOOBkD/T68nnCn05LFEsWrosZ8cyGZ4lCRG5TkR2i8g+EfnYGfZ7i4ioiIy5IIYxZnoK+V0uXlCF6+QuUfzmicdychzzEk+ShIi4wF3A9cAq4BYRWTXGfuXA+4D/LWyExphCyHWiWH/N9TmIyozmVUniMmCfqh5Q1WHgO8CGMfb7HPAlIFbI4IwxhZPLRLHzuWdzFJUZ4VWSmA80j3rfkv3sJBFZByxQ1YfPdCAR2SgiTSLS1N7envtIjTF5NzpRnMukgO1tZ150yEyeV0lirNXE9eRGEQf4KvChsx1IVTepaqOqNtbX24pTxkxXI4lCHKY8zbiNk8g9r5JEC7Bg1PsGoHXU+3JgNfC4iBwELgc2W+O1MaUt5M8sXKQoA1NIFDZOIve8ShJPA8tFZImIBIB3AJtHNqpqj6rWqepiVV0MPAXcpKpN3oRrjCmUcMBl7YIqUjr5RLFoiXWBzTVPkoSqJoHbgUeA54HvqepOEblTRG7yIiZjTPGIBHysW1hFUtMMDk88UcyaY4sO5Zpn4yRU9cequkJVz1PVv85+9hlV3TzGvuutFGHMzBIJ+Fi3oJpEauKJ4uknf5XnqGYeG3FtjClaZUEfaxdWM5xKMzScOuv+11xvFRG5ZknCGFPUokEfaxdUEU+lzlqiaHrKShK5ZknCGFP0ykN+1i2sJpE+c9VTd1dnAaOaGSxJGGOmhWgw00aRTOu44yhsnETuWZIwxkwbZUEflyysRoQx16OwcRK5Z0nCGDOtjIyjCPkdugZfvhTq8vNPmye0pKVV6RkaJpFKE/S5eTmHLy9HNcaYPBpZj+KFY72c6ItTWxZARIhEol6HVhCptNIbS5BWZX5VmPnVYSKB/NzOrSRhjJmW/K7DqrmVzKsKcWJgmFRa2fbMb70OK6+SqTQdA3F6Y8MsqAlz+dJals8uz1uCACtJGGOmMdcRVswuJ+Rz2X+in2tvfLPXIeVFIpWmN5bAdYSldWXMqQwT8BXmGd+ShDFmWhMRFtWVEfK73PHvP6FhyTJC/vzUzxfaSHLwOQ7LZkWZXRHC7xa2AsiShDGmJMyuDFEfcUik08QGU1SG/YiMtSpB8RtJDgGfw8rZ5dSXB/EVODmMsCRhjCkZ7/qjP2ReQw372/s52j1EVSRQ8CfvcxFLpBgYThLwOZw/u5z6ihCu422imz5XzxhjzuLuu+8m4HO4YG4Fq+dXMhBPjjmeophodkr0joEYoKyaW8ErltQypyrseYIAK0kYY0rIpZdeevL1rIoQFWE/B9r7Od4boyIUKFhj70Sk0kpfPEEqpVRHA5w/t7woq8gsSRhjSlbI77JqXiWzyoPsPt5PfzxBZTjg6RP6SJWS6wgN1WFmV4Ty2oX1XBVPWjXGmHO0ZcuWMT+vKw9x2ZIaFteW0T00TM/QMGnVgsWVSis9Qwk6BuKMVCldsbSWJXXRok4Q4GFJQkSuA/4ecIFvqOoXTtn+buC9QAroBzaq6q7JnieRSNDS0kIsFjttWygUoqGhAb/fP5UfwRhTZG677bZxt/ldh0V1ZcyuDHGoY4CjPZl7QkXIn5fG7cxiSSmS6TQ+R5hTGaK+PERFyFd0VUpn4kmSEBEXuAt4HdACPC0im09JAveo6r9k978J+Apw3WTP1dLSQnl5OYsXL37ZL0ZV6ejooKWlhSVLlpzLj2OMKRL33HMPn/jEJ864T8jvsnJOBYvrymjvi9PcOZgZqCZCWdA35YSRSiuxRIpYMgUKQb/DnMogddEgFSE/ThE0Qk+FVyWJy4B9qnoAQES+A2wATiYJVe0dtX8ZMKWyYSwWOy1BZM9JbW0t7e3tUzmsMaYIBYPBie/rc2mojjCvMkxfPEnnQJxjPTH6YgkUcEQI+hwckezXSzehtCqptBJPpjPVVgo+V6iJBlgSiVAe9hP2u9OqxDAer5LEfKB51PsW4BWn7iQi7wU+CASAq8c6kIhsBDYCLFy4cMyTjfeLKoVfoDHmJTfeeOOkv8dxhMqwn8qwn8W1ZQwlUsQS6Uz32aEEiXSaZEqJpzIpws0mjWjQZV6Vn7Kgj5DfKZmkcCqvksRYV/K0koKq3gXcJSK3Ap8C/miMfTYBmwAaGxsL1xJljCk69957L3fccceUv19EiAR8RAJQUxbIXWDTmFe9m1qABaPeNwCtZ9j/O8Cb8hqRMWbau+KKK7wOoeR4lSSeBpaLyBIRCQDvADaP3kFElo96ewOwd6on03G6uo33uTFmeurv7/c6hJLjSZJQ1SRwO/AI8DzwPVXdKSJ3ZnsyAdwuIjtFZCuZdonTqpomIhQK0dHRcVpCGOndFAqFpv6DGGOKyvbt270OoeRIKT1NNzY2alNT08s+s3ESxswcra2tzJs3z+swph0R2aKqjWNtK+6hfjng9/ttHIQxM8SmTZvOqeHanM6m5TDGlIza2lqvQyg5liSMMSVj/fr1XodQcixJGGNKxv333+91CCWnpBquRaQdODSJb6kDTuQpnFyxGHPDYjx3xR4fWIxTtUhV68faUFJJYrJEpGm8Fv1iYTHmhsV47oo9PrAY88Gqm4wxxozLkoQxxphxzfQkscnrACbAYswNi/HcFXt8YDHm3IxukzDGGHNmM70kYYwx5gwsSRhjjBnXjEoSIvI5EXlORLaKyKMiMuZMYCLyRyKyN/s1pdlnzyHGL4vIC9k4fygiVePsd1BEtmd/lqax9imCGK8Tkd0isk9EPlbgGN+anUU4LSLjdjf0+DpONEZPrqOI1IjIz7L/D34mItXj7JfKXr+tIrJ5rH3yENsZr4mIBEXku9nt/ysiiwsR1yRjvE1E2kdduz8tdIwToqoz5guoGPX6fcC/jLFPDXAg+2919nV1AWO8FvBlX38R+OI4+x0E6jy6jmeNEXCB/cBSMsvPbgNWFTDGC4CVwONA4xn28/I6njVGL68j8CXgY9nXHzvD32J/ga/bWa8J8J6R/99k1qv5bhHGeBvwj1787U3ma0aVJFS1d9TbMsZYMhV4PfAzVe1U1S7gZ8B1hYgPQFUf1cx6GwBPkVm1r6hMMMbLgH2qekBVh8msLrihgDE+r6q7C3W+qZhgjF5exw3At7Kvv0XxrA45kWsyOvb7gNdKYReg9vTvP5dmVJIAEJG/FpFm4PeBz4yxy3ygedT7luxnXngX8JNxtinwqIhsEZGNBYzpVOPFWEzX8UyK5TqOx8vrOFtVjwJk/501zn4hEWkSkadEpBCJZCLX5OQ+2QeaHqCQU8RO9Pd2c7ba9j4RWTDGds+V3HoSIvJzYM4Ymz6pqg+q6ieBT4rIx8msjvfZUw8xxvfmtJ/w2WLM7vNJIAn81ziHuUpVW0VkFvAzEXlBVZ8oohiL4jpOgOfX8WyHGOOznF3HM8U3icMszF7DpcBjIrJdVffnJsIxTeSa5P3v7ywmcv6HgHtVNS4i7yZT8rk675FNUsklCVW9ZoK73gP8iNOTRAuwftT7BjJ1xjlzthizjeU3Aq/VbOXlGMdozf7bJiI/JFO8zdnNLQcxtgCjn4wagNZcxQeT+l2f6RieXscJyOt1PFN8InJcROaq6lERmQu0jXOMkWt4QEQeB9aRqY/Pl4lck5F9WkTEB1QCnXmM6VRnjVFVO0a9/TqZ9r2iM6Oqm0Rk+ai3NwEvjLHbI8C1IlKd7c1xbfazghCR64CPAjep6uA4+5SJSPnI62yMO4opRuBpYLmILBGRAJnGw4L0fJkor6/jBHl5HTfz0tryfwScVvLJ/j8JZl/XAVcBu/Ic10SuyejY3wI8Nt4Dl1cxZhPviJuA5wsY38R53XJeyC/gfjI3gefIFPXmZz9vBL4xar93AfuyX39c4Bj3kanL3Jr9GumhMQ/4cfb1UjK9JbYBO8lUXRRVjNn3bwD2kHmqLHSMv0fmaS4OHAceKcLr1/Mi5AAAAl1JREFUeNYYvbyOZOrw/xvYm/23Jvv5yf8vwJXA9uw13A78SYFiO+2aAHeSeXABCAHfz/6t/hZYWsjf7QRj/Jvs39024BfA+YWOcSJfNi2HMcaYcc2o6iZjjDGTY0nCGGPMuCxJGGOMGZclCWOMMeOyJGGMMWZcliSMMcaMy5KEMeMQkSoRec+o9/NE5L48nOcOETkiIneeYZ/zstNJ9+f6/MaciY2TMGYc2TUIHlbV1Xk+zx1kptv+2wns26+q0XzGY8xoVpIwZnxfAEae4L8sIotFZAecXDDmARF5SEReFJHbReSDIvJsdjbUmux+54nIT7OzzP5SRM4/20lF5NWjFqJ5dmTqEGO8UHIT/BmTQx8DVqvqWjhZshhtNZnJ7EJkpn/4qKquE5GvAu8E/g7YBLxbVfeKyCuAf+LsM31+GHivqv5aRKJALEc/jzGTZknCmKn7har2AX0i0kNmPrD/394do0QMBXEY//42HsRee2uvYGUpWHsMRfAWVoKdR1iwsBHtbTyAsILY7Fi8XUjhY0NwXYvvVyVFXtIkwzAvM9B6GO0vP/CHwO1g3s3uiHVnwHWSG+Cuqt5++bml0QwS0nRfg+PF4HxBe7d2gPdVJjJWVV0kuac1iHtIclRVP3UsljbOmoTUNwcm1wOqjct9TXIMkOZg3XVJ9qrquaougUdgbR1D2hSDhNRRbSjMLMlLkquJy5wAp0lW7cjHzDk+X97zCfikP8JW2ji3wEpb5hZY/WdmEtL2fQBnY36mow0nkv6MmYQkqctMQpLUZZCQJHUZJCRJXQYJSVLXN5lqwhv2qcyDAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean,sd='sd')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean,sd='sd')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Different types of shots\n", "\n", "We distinguish two types of shots :\n", "* catch-and-shoot shot : when a player immediately shot after receiving the ball (2 seconds after)\n", "* pull-up shot : when a player shot after dribbling\n", "\n", "In fact some shots can be in neither category : wait more than two seconds without dribbling. But we admit that this is only a small part of shots. Therefore to distinguish both types we look at the value TIME_TO_SHOOT.\n", "\n", "We found that there were 78% of catch-and-shoot shots. Yet our games are from 2013 to 2016, according to https://www.thespax.com/nba/three-point-shooting-part-i-the-dying-catch-and-shoot-shot/, there were about 75% of catch-and-shoot shots. Our value is closed to the reality." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean,palette=['blue','orange'],hue='Shot_type')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean,palette=['blue','orange'],hue='Shot_type',sd='sd')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Difference between success and miss\n", "\n", "We want to know if the pressure exerced on a player has an influence on his 3-point performance." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_plot_mean,palette=['blue','orange'],hue='Shot_type',style='Shot result',fontsize='small')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curry's case" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_curry_mean=df_plot_mean.query('player_id==201939').copy()\n", "averaged_evolution(df_curry_mean)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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/Q6gpvi3WYox5kkLn89Tn/mDK17uAN1U6LqUWCxGhJRqibyxNJm+4fFl8we9c99RTT/HGN77R7zBqhs6kVmqRa4oGSaSyvHJ0eMGPbrrjjjv8DqGmaIJQSlEfdjEGth4ZZCCR9juceevq6vI7hJqiCUIpBUA0GCDqOmzrHuHY4MJcmuPEiRN+h1BTNEEopU5zAxZNEZd9pxIcHhj3O5w503kQpaUJQil1BtsSmmMuh/rHF1xzk86DKK1ZjWISkaZZFPOMMcMXGY9SqgpYItSHXHb2jNDZ0UTEXRi70+kw19Ka7W+9p/gx3RIZk2yg/aIjUkpVBTdgkcnb7OoZ5ZpVDQTs6m9wWL58ud8h1JTZ/sZ3G2PWGmPWzPQBDJQzUKVU5cWCAcbTOfb1LowZ188884zfIVRcJudxYniCZKb0Q5RnW4O4qURllFILTGPE5cTIBI5tcUlrFJHzNST46+677/Y7hIoZT+c4PjxRTA75sjQFzqoGYYy54J6FsymjlFp4RITmaJCjg+McG0z6Hc55LZYaxEgyS9eRIXpH0zREXMJueWbAz6lRUUTeLyLx4tefEpGvi8h1ZYlMKVU1LBGaIkH29SY4MTzhdzgzGhio/ZbukYksLx8bIura1IcdrDLW6Oba6/RpY8yYiLwZeBfwT8DflT4spVS1sa1CTWLXyVGODoxXZZ9Erc+DGE1leeXoEFE3UJF1s+aaICY3tH038HfGmG8BbmlDUkpVK9sSmiNB9veOs+fUWNXtJ1HL8yBGU1m2HR0m7AQIOZVZVHGuCeK4iPwf4APAkyISnMcxlFILmG0JLTGXkyMpth8fIVtFS4Vv2rTJ7xDKYmg8w0tHhgg5dtn6G6Yz15v7Byjs4XBrcVJcE/B7JY9KKVXVJjuuh5MZjgxUT8d1LBbzO4SS6x1N8cqxYeJBp2I1h0lzGhNljEkCX5/y+ASwqFbHMsZweCDJy0eH6B6ewBbBtgRLCh15Unx8+bI417U34kyZXNQ3luZgf4Jc3pDzDHnP4NiCG7BwbYv2pgjNsaCPP51Sc9MYcTk6OM6SuiDxkON3ODz33HO8613v8juMkkhl8xwbTHJ0MEljxD3jXlIps11q4yVjzHlHK82mTLUaTWXJ5r0zOn2ODSV54eAgLx8bIps3OJZgWcKRgXGGklkAGiKFf4i8Z/A8g2fAM4Wb/6MvGeKhAG9Z10rYsdl6ZJDDs3intaoxzNWrGti0op51bXFaYu7pceepbJ5ToyliwQANERfbqt7x6GpxsEQIOwH29ya4ZlWD73Mk7rnnHl/PXwqZnMfx4SRHBpLF5rxgWUcqnc9saxCXi8ir53ldgPoSxOOLT39zB996pYeIa9MQdvAMnBwtTOtY2xIlFgqQ9wzpjMeVK+q5blUj17Q30DLDu/1c3uPlY8M8vaeX7+86Rd4YNi6r49fe2MEVy+sJOVax1iHkPEMm5zGRzbO/d4xXjg3z1K5TPPFqoWLWEHZYWh+idyzN4Hjm9DkKI0pcNi6r45aNS7hyRb3v/5xqcYoFA/Ql0vSNpWmrC/kayxNPPMGGDRt8jeFipLJ5Xu0eZiKTpyHs/5vA2SaIy2ZRJn/hItXpvdesIBSwSKRzjEzkyHke771mOTeuaaY1Pvcmn4BtcUNHEzd0NDGRyWMws5rhuGlFPb9w7UqyeY+DfePs7x1jX2+CU6MprlnVwIqGMEvqQiQzOfrG0pwaTfPi4UGe2dvH8voQN3Q0YeCM5qtgsfkq7NpE3ADRYIAl8SBrWqILYm0dtTA0hB32nhqjIeLiBvz7u0qnF9bqs1Olc3l2dI+QyxuaotXR1DyrBGGMOVLqE4vIrcBfU1jk7x+MMZ876/W/BN5WfBgB2owxDaWOA+Btl7URdiyCAbvkN835jDhwbIsNS+NsWBq/YNlUNs+zB/r5zs5TPLnjBAHLwrELzWHZvEcm55HNnzsUMRiwWL8kzmVL41zSGmNta5QldSHfqrJqYXNsC8/A/t4xLltah+XTO98PfehDvpz3YmVyHtu7R0jnPeqqoC9nki9r+IqIDXweuBnoBl4UkceMMbsmyxhjfndK+d8Grq14oAtAyLF5+2VLePtlS2Ysk/cMqWye8UyO8XSe7qEku0+MsvvEGI++1M3kUPawY7OqKczKhggrG8MsrQ/RHAvSHHWpDzsEA5Y2Y6kZNUZcTo2mERljw5K4L0niwQcf5IEHHqj4eecjlc2TzOQZnchycjRFLu9RH66uaWV+LfJ+I7DfGHMQQES+AtwF7Jqh/D3AZyoUW82xLSlsJxkMQBzWtER5y7pWoPDO5cjAOAf7xznUP073UJJt3cP8cE/vtMcKBiyiwQDL60OsaIywsiFMW12Q5miQlphLY9TVWsgi1hwtzI+wLVjXFq/4G4rrr7++ouebr+FkhleOFbbPCVgWIcci6lZXcoB5JggR6QReNcZkLlh4eiuAY1MedwNvmOFcq4E1wA9neP0+4D6A9nbdjmKu3IDFuiVx1i05szlrsp9jIJGhfzzN6ESOVC5POptnLJWjZ3iCZw/0M5Y6c4lhxxaW1YdZ3hDiktYYm9e3sbTe345LVTmF+REux4cnsMTi0rbam5dwsbJ5j10nRom6lZsRPV9zThAisgx4Fvh14MvzPO90bytmmrP/QeARY8y0neDGmC3AFoDOzs7qmve/gEXcAKubA6xujp633OhElv5Emv5Ehv5EmlOjKY4PT3B8aIIXDg7yLy8c5aoV9bx5XQt5zzCUzDKSzBB2A7TEXFpiQS5bGtf5HzVEpLAcx9HBJPXhAK3xyr1B2Lp1K3fccUfFzjcfh/oTZHMe8Wj19DXMZD41iF+lsEjfbzL/BNENrJryeCWFHeum80Hgt+Z5HlVmdWGHurDD2tZzX+sbS/PD107xvd2n+NtnDgBgCdSFHJKZPJniEg1uwOKDnat477UrfJkMpEpPRGgIO7x2Yox4qHIzgO+9996KnGe+hsYzHBuaoLVKRildyHwSxH8A3go8JiKXGGMOzOMYLwLrRGQNcJxCEjhn+IGIbAAagefmcQ7ls9Z4kF+6oZ33d67ixHCKaNAmHnKwLcEYw1gqx6nRFF/b2s2Xnj/C03t6+eAN7eQ8w3AyQyKdY3lDmEtaY6xqDOuw3AXGsS0sEfacHGPTivqKdFo/9NBDfOITnyj7eeYjncuz++QodUFnwQz2mFOCEJG3Aa8ZY/pF5IvAbwBz/m0YY3Iicj+FdZ1s4AvGmJ0i8lmgyxjzWLHoPcBXTDWuK6xmzRJhRWP4jOdE5HTt4xO3X86Lhwf5+x8d4M+e2vN6GV5vd3Rs4bKldVzX3sj1qxvpaI4smH+yxawu7DAwnqZ7KEn7BZorSyEYrK535rm8x8hEllOjKfoSaWwRQsHq7neYSuZy7xWRLwMPGWOeFJE6YCuwwRhTFcs5dnZ2mq6urnl97/MH+ssyD0LNXiqb5/DAOHUhh4aIQzBg0zMywYHeBAf6ErxybPj0ciUBqzAJ0LELo6quXtXADasbuWJ5Pfv7Ejy7v5/nDw3SEHa44+plvGVdqzZf+STvGQbH01y1sp6WMvdH7Nmzp2pmUnue4eVjQ4ylcgQDNhHXLtsIv4HxNFcsr5/XxF4AEdlqjOk85/nZJggRaQC6gHWT7+hF5J+BfzXGPDGvqEpME0TtG0ikeenoEMeHJ8jmC8uUDIynebV7hHTu9fcprm1xbXsDPSMpjg0maYg4/Py6VlrjQRojLi0xl/VL4po0KiRbfCd9zaoGGqPlG875wAMPVM08iGODSQ70JWiuQH9DuRLErJuYist7X3rWc/9hXtEoNU/NsSA3b1x6zvOZnMf24yPs7BlhTUuUztVNhF0bYwyvHBvmsW09fHvHiTNmlUddm86OJm5a20xbPHh6fay2umDJN39f7Bzboi7ksK17mGvbG6kPl2cEz0033VSW487VeDrH/t4EjZHqm9swF/OdBxEFUjMNPVWq0tyAxfWrC/0TU4kI17Y3cm17I8YYxtN5BpMZjg8leeHQID87NMiP9vadc6y3rmvl1iuXsq4tpn0dJeIGLKImwCtHh7hudWNZlgdPJBIlP+ZceZ5h76kxQgHb98X2LtZsl/u2KIw0+mXgBiANBEWkD3gS2GKM2Ve2KJUqAREhFgoQCwVob4pw0yWFuRl7To2RSGXJm0Kn4rbuEX60t5fv7T7FqsYw69rirGmJ0tESpaM5QsMCf1fop5BjYwxsPz7Cde2NJR/+un37du6+++6SHnOuTo6kGJ7I0BJd+BNEZ9UHISI/Ar4PfAvYMdkpLSJNFBbU+xDwDWPMfOdFlIT2QahSSWZyPL2nj58dGuBwf5LB5OuLBjREHNY0R1nWEKYl5tIaC7KuLX7OSC01s9FUlohrc9XKhpK+y+7p6WH58uUlO95cjSSzvHR0iIawU9F7id99EO80xmRFZPXUEUvGmEHgUeBREan+aYFKzVLEDfDuTct496ZlAIxMZDncP86hgXEO949zeGCcfXsTJNKFpUYEeOuGVn75xtW6tMgs1IUKw1/39RYW9itVM96WLVt866QeTWV55dgQ8VCgZt5ozna572zxy28AZ+waJyI/Z4x5fkoZpWpOfdjh6lUNXL3qzBXnJzJ5+hNpfvBaL4+/2sO/7+vnprXNGGMYnsgylsqxvCFUWFp9SZxL2mLaAV7UFHELEyjdAKuaIiU5ZnNzc0mOcyHGFHaQnKz9JNI5th0dJuIGztiZcqGbbR/EBygkhriIXA7sndJBvQW4qkzxKVXVwq7NqqYI976xgzuuWsZXt3bz7P5+osEADRGHZfUhjg4kef7g4OnvWVYfYk1LlA1L4vz8+tYZdyasdSJCY8RlX2+CiGuXZD2uzZs3X3xgs3Cof5yjg8niPBz79FyHal98b65m+1bmp0CIwvpL/xvYICLDFNZPmihTbEotKM2xIP/1rZfwX996yTmvjUxk2XdqjAN9CQ71F5ZXf/bAAA8+e5hNK+t5y6WttMWDRIMBYsEAS+qCNdNMcT62JdSHHHb2jHD96qbCkvQX4dFHH2XTpk0lim566Vy+MLemuHdDNucRcQK+7qRXLrNtYjoOfElEDhhjfgqnO6jXAK+VMT6lakJ92KGzo4nOjqbTz50YmeCZPX08vaeXzz+z/4zyIcdiw5I4VyyvZ0VDGDdg4QYsYsEAKxvDNdVM5QYssnmbHcdHuLa98aJutJWoQZwaKexXP9m8ZFu1VWuYarZNTGIKfjr5XLGDevDsMmWIUamatKw+zD03tvPBG1bRM5xiNJVlPJ1jZCLL/r4Eu3pGefhnR6ddB781HmRVY5i6kFPcb9ymLR5idXOE1c1RYhf5TrzSosEAwxMZdp8Y5YrldfOuPfX0zLQodGlk8x5HBpNVt/Nbucz2r+hpEXkU+JYx5ujkkyLiAm+msAT408CDJY9QqRonxcUMV/D6MNl3XF7YQnY8nWNwPEM655HJe4xOZDk6mOToYJLuoSQ9wykmsnnG0zly3uuppKM5wu2blvG2DW0Lpl28IewymEyzo6eQJOazDMrevXvLENnr+kbT5D2z4CfAzdZs50GEKGwQ9MsUmpWGKfRJ2MBTwOeNMa+UMc5Z0XkQarEyxtCfyHBkoDAU96f7+znQN040aPPOy5bwlnWtrFsSWxDbwQ4nM0SCNleuqJ/ziKByzoPIe4bnDw4QduyqW8PL13kQxpgU8LfA3xbnO7QAE8X1mZRSPhMRWuNBWuNBOjuaeN91K9l9cozHt/XwxPYTfGtbD81Rl59b28z7r19Z1Tv4NURcRlNZth8bYdOquSWJcs6D6B9Lkc171JVhiZBqNeeGyuJ8hxNliEUpVSIiwsZldWxcVkcileNnhwd5/uAA39t1iucODPDJd1/O+rP2Ia8mdSGH0VSWncdHuGplw6xr9suWLStZDMYY+sbSDI5nGEpmmMjmqQ8tjr6HSRe86sWF+RAR3X1cqQUoFgrw9sva+MTtl/O/P3A1TkD4+Ne3n7NIYbUpJIkce06O4XmzG//S2XlOK8m8HR1Isv34CEPJLKGATWssVJNDWc9nNj9tY3H3tzeXOxilVHmtbo7yF++/hnVLYvz5U3v4y+/vZc/JMap1AGJzNEjvWJqDfYlZxfj4494VIGgAACAASURBVI+X5Lz9Yyn2F/dyiAVrZ+mMuZpNE9M7gHuBL4hImzGmt7whKaXKqT7s8Ed3Xck/PXuY7+w8yQ9f66W9KcLtVy7lliuWVl0HbHPU5ehQEkRY2xI9797Wt9xyy0WfbzydY2fPKI0Rd9GMVprJbP4SfkZhBNOR6ZKDiHxkytez3utPRG4VkT0isl9EPjZDmQ+IyC4R2SkiD8322Eqp83Nsi998y1q+9Os3cv/bLiXkWPz9jw/y2w+/TNeRwQsfoIJEhOZokGODSV49PkIqO/M2NBc7zDWVzbOzZ4RgoPpGKvnhgjUIY8zu4pevTn2+uAXpX1JYdiNVfP03gF+70DFFxAY+D9wMdAMvishjxphdU8qsAz4OvMkYMyQibbP7kZRSsxVxA7zriqXcsnEJXUeG+MefHOIPH99F5+pG7n/bpVUz2skSoSUWZDSVZeuRITYuq6M+7JxTmzh8+PCcj+15htFUluPDE/SOpnED1qIaqXQ+855uWRzi+msi8i6gn8KCfV+f5bffCOw3xhwEEJGvAHcBu6aU+U8U5lcMFc+nTVtKlYmIcENHE9esauDfXj3Bv/zsCL/zlZf5yM0bztmlz091IYdUNs+27mECltBWF6ItHqQ+7CAi3HfffXM6Xt4z7OwZYSCRJuQEaI66uoPgFLOqQ4nIr4tIsPj1XSLyn0XkjQDGmO8aY7YaY75ojJltD9EK4NiUx93F56ZaD6wXkZ+KyPMicussj62UmifHtnjvtSv4yw9cQ1PU5YHHd/Kl5w6Tn+UookoIOXax89ihbzTNy0eH2NlTaHrasmXLrI/jeYY9J0cZHM/QEgsRCwY0OZxlto1s/80YkxaRB4CPUJhN/RkReVZEzt1B/sKm+y2c/RcYANYBm4F7gH8oNmudeSCR+0SkS0S6+vqqe9ieUgvFysYIf/7+q3nXxiV8bWs3Dzy+k0Qq53dYZ7AtoS7s0BILMTKR42eHBmhoW04u751RLu8ZBhJpjg6MM5bKYozBGMP+vjFOjaZpjlZHM1o1mm0T0+R+i7cDN03uBSEi76Yww/oX53jebmDVlMcrKSwdfnaZyY2IDonIHgoJ48WphYwxWyjsSUFnZ2f1vM1RaoELBmzuf/s6LltWx+ef3s//+8g2Pv3ujVW5tWpdyCGX9wg0ruAn+/uJBx1aYi5Zz+PkSIqcZ7AQDvaNE3Jt6kIBTo6maYkurolvczXbGsQxEXkQaIPXVxQzxvwbhdrEXL0IrBORNcUF/z4IPHZWmW9S2O8aEWmh0OR0cB7nUkpdhHdevoQ/fu+VjKWyfPSRV9h6ZMjvkKYVsC12vvjvNEVcPGM4Opjk5EiaWNChORqkMerSHAvi2haD41ntb5iF2SaIe4EfUehIflREfldEbhGR3+f12sWsGWNywP3Ad4HdwFeNMTtF5LMicmex2HeBARHZRWGl2N8zxgzM9VxKqYt3xfJ6/uID19ASDfLA4zv5s+/uYXB8zv/6Zbf5nbchIoQcm4aIS33YOWcug2NbhRFQmhwuaFaruZ7xDSJ1wH8GrgWGgD8zxhwufWhzp6u5KlVe6VyeR7Z288jWbtyAxa/e1MHtm0q3/tHF+tqXv8j7f+WCI+1rjq+ruU5ljBkF/mxeUSilFrRgwOaX37Cat21o4+9+dIC/+9EB0rk8v3DtSr9DA6Cv96TfIdQUfbuslJqz5Q1hHrjjCt50aQtf+Olhnt5THdOU3vehe/0OoaZoglBKzYttCR+9eT1Xrajnr3+wj5eO+t95/chDD/odQk2ZdYIQkYiIXH3Wc+0icvYEN6XUIuHYFp+4/XLamyL8ybd3s/fUmK/xrF5zqa/nrzVzqUFkga9P7g9R9A9A9fRQKaUqLhoM8MAdV9AQdvnMYzs53D/uWyxtS+czb1fNZNYJojhh7RvAL0Gh9gC0GmPmN2xIKVUzmqIuf/TeK3EDFp9+bAc9wxO+xPHicz/x5by1aq59EP/A66u1/kfgi6UNRym1UC2tC/HHd12J5xk+/a0d9I2lKx7DO2+788KF1KzNKUEYY14DEJH1FNZH+udyBKWUWphWNUX4wzuvJJHO8XuPbGN/b6Ki5+96XmsQpTSfUUz/SKEm8erkUtxKKTXp0rYYn/vFq7As4WNff5VnD/RX7NzDQ9W12VG5GWM4Npjkye0nSOdm3khpvuaTIL4KXE0hUSil1DnWtET5i/dfTUdzlD/59mt8/aXuipx3scyDODma4h9/coj/8uWtfPihl/hqVzc7jo+W/DxzThDGmKQxpt4Y8/2SR6OUqhmNEZf/+QubePOlLXzx2cN8b1f5ZzkvhnkQLx0d4v/515d54tUeltaH+K9vvYS/eP9VZdnYad47yiml1IW4AYuP3rye8XSOv3l6P83RINeVcYe6dZdtLNux/WaM4VvbevjiTw/R3hThk+/eyNK6EFBYi6kcdCa1UqqsArbFx267jPamCJ/7zmsc6i9fx3UkEivbsf2Uyub5qx/s4x9/cog3rGnmT++++nRyKCdNEEqpsou4hcl00aDNA4/v4uRoqizn2fbSz8pyXD/1DE/we49s4+nXevnQje187LbLCLt2Rc6tCUIpVRHNsSCfec8VZHIen/rmdvoTpW8Wue2u95X8mH567kA/v/vVVxhIZPjMHVdwz43tFd3HQhOEUqpiOlqi/OGdVzCWyvGpb+5gqMSbDv34+98p6fH84BnDC4cG+O+PbON/fvs1ljeE+atfuqYsndAXoglCKVVR65fE+cwdV9CfSPOpb+1gZCJbsmNnMtW3y91c7OwZ4f6HX+aP/203A+MZ7nvLWv707qtoq0B/w3Q0QSilKm7jsjo+/Z6NnBxJ8QeP7SCRzpXkuLe/d+E2MX17xwk+9c0d5PIeH715Pf/nV67njquX4/i4y6UmCKWUL65e2cAnbr+cowNJHnhsJ8nMxSeJb33toRJEVlnZvMffPL2fv33mAFevauB/f+AaNm9oq4rtj32LQERuFZE9IrJfRD42zev3ikifiLxS/PhNP+JUSpXP9asb+e+3Xsa+3jE++8QuUtmLWy5i46ZrShRZefWOpfj2jhN87juvce8Xf8Z3d57kfdet5NPv3kgsWD3T03yJRERs4PPAzUA38KKIPGaM2XVW0X81xtxf8QCVUhVz09pmPnrzBv7ie3v47BO7+NS7LyfiVs9NstT+fV8ff/X9fWTyHs1Rl87VTbxlfQudq5v8Du0cfv0WbgT2G2MOAojIV4C7gLMThFJqEfj59a14xvBXP9jHx7+xnQfuuILGiDvn4+za/gqbb76tDBFePGMMX+06xpdfOMrlS+P89jvWsbIhjFRw2Opc+dXEtAI4NuVxd/G5s90tIq+KyCMismq6A4nIfSLSJSJdfX195YhVKVUBmze08al3X0730AS//+irnByZ+2S6u97/oTJEdnHynmHvqTH+/Kk9fPmFo2ze0Mofv3cTqxojVZ0cwL8EMd1VMWc9fhzoMMZcBXwf+KfpDmSM2WKM6TTGdLa2tpY4TKVUJXWubuJ/3HUlY6kcv//oqxwbTM7p+5/85iNlimzudp8Y5Q8f38k9//d5Pvq1bfz7vn5+5Q3tfOSd63ED/ndAz4ZfUXYDU2sEK4GeqQWMMQPGmMmplv8XuL5CsSmlfHTZsjo+94ub8DB8/BvbOTSHPa5dd+7NUuXwg92n+EQx9s0bWvnv79rAP/3ajfzSDe1VX2uYyq8E8SKwTkTWiIgLfBB4bGoBEVk25eGdwO4KxqeU8tHq5ih/8gubsC3hk9/YPuud6X7+nbeWObLz84zhwWcP81c/2McVy+v4m3uu48ObL+Ut61ppjFZH8poLXxKEMSYH3A98l8KN/6vGmJ0i8lkRmdxU9ndEZKeIbAN+B7jXj1iVUv5Y2Rjhc7+4iZBr86lvbmfbseELfs+3v+VfE1N/Is0fPr6LR1/q5rYrl/LAHVcQCy3s0VhizNlN/wtXZ2en6erqmtf3Pn+gn2DArorJKUqp1/WOpnjgiV0cH0rym29ey3uuWjZjM81Pn/kBb9r8jorGZ4zhqV2n+MJPD5HzDL/xpjXcduXSijYlDYynuWJ5Pa3x4Ly+X0S2GmM6z35+Yac3pVTNa6sL8efvu4q/eGovW/79IIcGxvnPP7+WYODcJa+TyfLtNTFp27FhvvDsITzP4AYsUlmPo4NJrlpRz/1vv5Rl9eGyx1ApmiCUUlUv4gb45Lsv519eOMpXu47x3IEBNq9v5eaNS1jb+vomQfte28XNt99VtjieO9DPn353D23xIKuaImTzHqGA4Y7Nl3LLFUsquhR3JWiCUEotCJYI/+HnVnPtqga+veME39l5kie2n+DypXF++edWc/XKBt73oXvLdv7v7z7F//fDfaxri9dE/8Js1P5PqJSqKVeuqOfKFfWMpbI8vaeXb7x8nE99cwebVtRjvfw1PvyRj9MUdQk589t1Le8Znj3Qz7de6aE/kcYNWLi2xZHBJNesauATt11esR3d/KYJQim1IMVDDndevYJbr1jGd3ae5Gtbj3H0WJptX94KQNixqQsHiAcdYqEAyxvCrGuLsX5JnGDAYn9vgv29CU6MpogHA9RHHGwRvr/7FL1jaVY0hLmuvZF0ziOdy3NtewP/8aYOX5ffrjRNEEqpBc0NWNx59XJu2biEp9Z4RJeuZTCZYWg8w1g6RyKVYzSV5enXenly+4kzvjdgCW3xIMlMntFUFs/AZUvj/OZb1vKGNU0116cwV5oglFI1IeTYdL/8DB/+yE3Tvp73DMeHJ9h3aoxM3uPS1hgdLdHTNYK8Z5jI5qtquW2/6ZVQStWMG25684yv2ZbQ3hShvSky4+uaHM6kV0NVnGcMmZyHbQkBSxbU2jQLQd4rXN9s3iPneUBhJUxLBM8YjDE4tk08FKi5JpTekyf9DqGmaIJQJZX3DLY1/U3HGMNoKkc279EQcUjnPMbSeTACGOIhp+QdgJ4xNXcTnMoYQyrrkcrl8YqrIgQsIR5yaIo5xIIBggEbJ2ARsATHtkhl8/QMT3B8eAJjYPLXZSgssxxxA/MeAeS3I4f2+x1CTdEE4aPxdI5ULo9A4R/VEiKuPe0MUSjsXZvMFG4EoYBNyLEq8u47l/dI5zzcgHXODdwzhlQ2z0S28HOIQN4YYq5z+iaTK8adzudZWheioyV6esewyRtc31iKY0MTjKSy2FK4kTm24Nrz+xkL1zaHJYIxgsHgWBYBW7BEsK3XP08yxpDzDHnPFB8Xng86VlUlmVzeYzyTJ+d5iEB92GFFY5R42CEUsC+4lHQ0GGDdkjirmiKMFq93wLawLWFsIkvPSIqB8cJCyo5lEXIufMxqUc55EIuRJogySOfyZHLe6RvQ2TejRDpHKpujKRZkbWt0yvd5nBot/HMaU7jZnmYKN6pl9SFCjkVfIs3QRAZjwBYhGgyc0dmWzhX29i3caKf/5857hZu7Y1vn3AAmMnmS2RyC4NhCQ8RhZCLLaCpbSGjFmCxLaIy6rGmJUhcu1AAGEmmODIzTn0gjUhhl0loXZEldiPqwc8Z5RISwa9PeHGVlY4SRiSyJdI7xdI7xdJ6RiWyhWQSwECxLsEUQKSTMvDHFzUUKSUAoJK2mWJDLlsWpCzlk8h6JdI7hZIZ01iOT98jmPLKeIed5pxOBCAQnE++ULUuGJzJ4HsSK1ziVzZMqXl+Zco3L8a57MgFncq//rAHbYml9kOZokHgoMO/1w0KOfU7MsWCAZQ1hUtn86Ws2nMzSn0gTCthVPznskYce5MMf+bjfYdSM6v5tV7G8ZxiZyGIwWBRu/tlie2/UtWmrCxZvRIX24GQuT954eAaaIi4bl9edc7MEWNUUOf3POZkkLBFCjkXYsU+/m17RGCm8k0znGUymOTmSYjSVBQo3rLriscfThSF+k+0HU2/uAduiKeowlsoxmsgSKCawnOdRH3HZ2FJHPOScrqkYY0hm8owks9gWREMOEcfGOqtJqa0uRGs8yGgqh2tbs67pTCabqcsie54hnfOYyOaZyOTI5AxZr9C2HnMDxIrxWSLkvUINwLHljD2NQ1bhRtgSO3chs8lagzHg2NP3h2TzHoOJNMeGJkikczTFHDoiEYIBm3Quz1gqx8hEloHxNLYlxIPOGTWTqbWsSZPXE15/lz6Z9HL5ws8oFH739RGHZfWh0z/r1L+DcplMHpPXbDyd40Bfgv5EiljQqdomqNa2pX6HUFM0QczD6ESWrOdxSWuMsGuTyXokszkiToCGqDPjhuuTN6MLtbNP985uOgHboj5iUR9x6GiOksoWOn7Prg14niGT98h5hlzeI+8Zwq59+kZjjGE8k2cwUai5tNYFp/0ZpFhTic5ipIeITJsA58qyCjWMsGtDGdbTFynUkM7HsS2W1IdZUh/GGHPOzXlpfeHzeDrHyZEUJ0YmyHvm9BaJthQSX0dzhEjwzI7hiWye4eKY/bxXaP6Jujax4nUOT5OA/RANBti0op6hZJZ9p8YKM4xti1iVdXRfcdW1fodQUzRBXEAykzvjnZ8xhuZYkHVt8TlPt5/NzWi+JptqpmNZQsiaOVaRwvA+HeJ3Yed75x4NBrikrTC2Pud5CIWmMFtkxpt8NBiYtmZTjUSEpqjLjWuaGE3lODVaSIbGQEPYnXFwQiU98/1vs/Gqa/wOo2boHWEGec8wPJEhFgpwZVv96aYZWwrt8To0U82k0O9UnU0wpTBZO6wPF2quPcMTHB4YJ2AJdSF//zfe+PNv9+3ctUgTxBSeKdQY0lkPD8OlbTGW14erooqvVDVyAxYdLVGW1oc4PDBOz/AEzdGgb81ORw7u55rON/hy7lqkCaIo6Ngk0jkaIi7LGxxaYsFFs2KjUhcr5NhsWBInYFkcHRynJRr0pSZxvPtoxc9ZyzRBFF21sgFLzt/GrJSamYhwSWuh/+XEcMqXvhWdB1Favs1+EZFbRWSPiOwXkY+dp9z7RMSIyDn7pZaSrUs+KHXRRIT1bXHa4kH6E6nT83Eq5ZGHHqzo+WqdLwlCRGzg88BtwEbgHhHZOE25OPA7wAuVjVApNV+WJWxYGueS1hjGGAbG0wyMp08vBVJOK1a2l/0ci4lfNYgbgf3GmIPGmAzwFWC6jWT/CPhTIFXJ4JRSFydgW7Q3R7lhTTM/t7aZ9qYIg8l02c+7eu2lZT/HYuJXglgBHJvyuLv43Gkici2wyhjzxPkOJCL3iUiXiHT19fWVPlKl1EUJOTZrWqK0xUIMJTNlPdezP/5hWY+/2PiVIKZr7D9d/xQRC/hL4KMXOpAxZosxptMY09na2lrCEJVSpSIirF8aJ+RYjKdzZTvP5nfeVrZjL0Z+JYhuYNWUxyuBnimP48CVwDMichj4OeCxcndUK6XKx7EtrlxRTyafL1vn9c5XXy7LcRcrvxLEi8A6EVkjIi7wQeCxyReNMSPGmBZjTIcxpgN4HrjTGNPlT7hKqVKIuAGuXtlIMpMjmSl9TaKvVzcMKiVfEoQxJgfcD3wX2A181RizU0Q+KyJ3+hGTUqoy6iMO161uIm8MoxPZkh5b50GUlm/zIIwxTxpj1htjLjHG/I/ic39gjHlsmrKbtfagVO2IBQNc195I0LUYHC/d6CadB1FaC2ObKKVUzQk5NlevbKAlFqQ/kT69P8bFWL1Gh7mWkiYIpZRvHNvi8mV1rGqK0J9In97udb7aluqGQaWkCUIp5SvLEi5ti7FhaR2D42myeW/ex3rxuZ+UMDKlCUIpVRVWNIa5amU9IxNZUtn5DYN95206xqWUNEEopapGSzzEdasbSeXy85pQ1/W81iBKSROEUqqq1Icdrl/dCAIjE3NbmmN4aLBMUS1OmiCUUlUn4ga4tr2BeMihPzH7lWB1HkRpaYJQSlWlYMBm04p6VjVFGBhPk5tF57XOgygtTRBKqao1OcLpimX1DM+i83rdZedsK6MugiYIpVTVW1If4rr2Qud14jyd15FIrIJR1T5NEEqpBaE+Uui8tgSGkplpJ9Vte+lnPkTmD2MMqWyekYnsRc0dOZ9AWY6qlFJlUOi8buToYJLjQ0kMUBdycOzCe93b7nqfvwFWyMhElqznURdyWN4Qoi7sUB92Sn4eTRBKqQXFDVhc2hZjVVOY3tE0RwaS5LwsoYDNj77/HdZcss7vEMsmlc0zls6xJB5kbWuMsGuX9XyaIJRSC1IwYLOqKcLyhjAjE1mODyUZSSSLq8MKiMHzIOoGyn4jLbe8ZxieyBAKWFyzqoGmqFuR82qCUEotaLYlNEVdmqIuv/dbv0F7ezMiYImQSOc42JugP5Em4trYlmCJnP68ECTSOdK5PKubI6xqjBCwK9d1rJ3USqma8fCX/5mwaxNybNyARVPU5fqORq5aWU8kGEAQMnmP0Yksg8nSLDFeDl5xM6WB8TQhx6Kzo4k1LbGKJgfQGoRSqoZcf/315zwnIjTHgjTHgqefy+U9DvePc3QoSTzoEHKqownKM4bhZAYDLK0Psaw+TF0ogPhU29EEoZRadAK2xaVL4rTEg+w6Mcr4eI6GsItt+dfsNDqRJZP3WN0cYUVjmGDA/6TlWxOTiNwqIntEZL+IfGya1/+LiGwXkVdE5CciolMklVLntXXr1jmVb4i43NDRxOrmCEPJDCMT2Yo2O2VyHkPJDP2JFHWRAG9Y28Ta1lhVJAcA8aMNTkRsYC9wM9ANvAjcY4zZNaVMnTFmtPj1ncCHjTG3nu+4nZ2dpqvrzK2rs9ks3d3dpFKpc8qHQiFWrlyJ45R+/LBSqvIOHz5MR0fHvL43mclxuH+cU6MpRISoGyhp01PeM6RzedI573QSCjs2S+tDNERd6kL+3YdEZKsxpvPs5/1qYroR2G+MOQggIl8B7gJOJ4jJ5FAUBeaVybq7u4nH43R0dJzRjmeMYWBggO7ubtasWTOfQyulqsxDDz3EJz7xiXl9b8QNsHF5PWtaYgyOpzkxnGIgkQaBUMAm7NqzGvmUzXtkch7ZvEe+mAgM4NoW9WGH5Q0OsWDgdGd6NfMrQawAjk153A284exCIvJbwEcAF3j7dAcSkfuA+wDa29vPeT2VSp2THIrfR3NzM319ffP8EZRS1SYYDF640AWEXZsVboQVjREmMnnGUll6x9IMjmfwjMEWIeQUhsx6pjDXIpv3yHoexkDEtamLBIi5AcJugJBjEXLs07O9FxK/EsR0aficGoIx5vPA50XkQ8CngF+dpswWYAsUmpimPdkMWd+vkQFKqfJ4z3veU9Ljhd1CzaGtLkTeM4xncowks/Qn0mRyHo5t4bpCk+vQGHGJhQJV039QCn4liG5g1ZTHK4Ge85T/CvB3ZY1IKbXgPfzwwzzwwANlObZtCXUhh7qQw6qmSFnOUW38qvO8CKwTkTUi4gIfBB6bWkBEpi6o8m5gXwXjU0otQDfddJPfIdQUX2oQxpiciNwPfBewgS8YY3aKyGeBLmPMY8D9IvJOIAsMMU3z0hzON21zUrXOolRKzU8ikfA7hJri20Q5Y8yTwJNnPfcHU77+b6U4TygUYmBggObm5mlHMYVCoVKcRilVBbZv387dd9/tdxg1o+ZnUq9cuZLu7u5pRytNzoNQStWG++67z+8QakrNJwjHcXSeg1KLxJYtW8rWSb0YLbyBuUopNYPm5ma/Q6gpmiCUUjVj8+bNfodQUzRBKKVqxqOPPup3CDXFl8X6ykVE+oAjc/iWFqC/TOGUisZYGtUeY7XHBxpjqVRjjKuNMa1nP1lTCWKuRKRruhUMq4nGWBrVHmO1xwcaY6kshBgnaROTUkqpaWmCUEopNa3FniC2+B3ALGiMpVHtMVZ7fKAxlspCiBFY5H0QSimlZrbYaxBKKaVmoAlCKaXUtBZVghCRPxKRV0XkFRF5SkSWz1DuV0VkX/Fj3suMzzPGPxOR14pxfkNEGmYod1hEthd/lq4qjfFWEdkjIvtF5GMVjO/9IrJTRDwRmXE4oc/XcLYx+nINi+duEpHvFf8PvicijTOUyxev4Ssi8th0ZcoQ23mvi4gEReRfi6+/ICIdlYhrjjHeKyJ9U67db1Y6xgsyxiyaD6Buyte/A/z9NGWagIPFz43FrxsrGOMtQKD49f8C/tcM5Q4DLT5dxwvGSGGfjwPAWgp7im8DNlYovsuBDcAzQOd5yvl5DS8Yo5/XsHj+PwU+Vvz6Y+f5W0xU+Npd8LoAH578/6awIdm/VmGM9wJ/48ff32w/FlUNwhgzOuVhlGn2wQbeBXzPGDNojBkCvgfcWon4AIwxTxljcsWHz1PYjrWqzDLGG4H9xpiDxpgMhW1j76pQfLuNMXsqca75mmWMvl3DoruAfyp+/U/Aeyt47vOZzXWZGvsjwDukspvQ+/27K4lFlSAAROR/iMgx4JeBP5imyArg2JTH3cXn/PDrwLdneM0AT4nIVhHxcxH8mWKspus4k2q5hjPx+xouMcacACh+bpuhXEhEukTkeRGpRBKZzXU5Xab4ZmYEqORSr7P93d1dbKp9RERWVSa02au5/SBE5PvA0mle+qQx5lvGmE8CnxSRjwP3A585+xDTfG9JxwJfKMZimU8COeBfZjjMm4wxPSLSBnxPRF4zxvy4imIs63WcTXyz4Ps1vNAhpnmuYn+LczhMe/E6rgV+KCLbjTEHShPhtGZzXcp+7S5gNud/HHjYGJMWkf9Cocbz9rJHNgc1lyCMMe+cZdGHgH/j3ATRDWye8nglhXbikrlQjMWO8fcA7zDFxsppjtFT/NwrIt+gUKUt2c2tBDF2A1PfEa0EeioV3yyP4es1nIWyXkM4f4wickpElhljTojIMqB3hmNMXseDIvIMcC2F9vdymc11mSzTLSIBoB4YLGNMZ7tgjMaYgSkP/y+F/ryqsqiamERk3ZSHdwKvTVPsu8AtItJYHLVxS/G5ihCRW4HfB+40xiRnKBMVkfjk18UYd1RTjMCLwDoRWSMiLoWOHsKwLwAAAvJJREFUwoqMcJkNv6/hLPl9DR8DJkfx/SpwTq2n+H8SLH7dArwJ2FXmuGZzXabG/j7ghzO92fIrxmLSnXQnsLuC8c2O373klfwAHqVwE3iVQvVuRfH5TuAfppT7dWB/8eP/b+/+QZuKojiOf38uduggdesk7dKh+GcSurg4uTk4CYIURNRBRNCxdLFSUScHd6eKCP5BB+kgBRGhhtbFCl10cFMS0C49DvemBHzPPEPyGvT3gdC88pp7ekly3n15OedszTF+Ip27fJ9v7SsxxoHn+f4E6aqIBvCBdMpiqGLM2yeAj6SjydpiBE6SjuC2gK/AyyGcw64x7uYc5rH3A6+AjfxzLP9+5/UCzABreR7XgNmaYvttXoB50kELwAiwlJ+rb4GJOueuYow38nOvASwDU3XH2O3mUhtmZlbovzrFZGZm1TlBmJlZIScIMzMr5ARhZmaFnCDMzKyQE4SZmRVygjArIWmfpAsd2+OSHg5gnDlJXyTN/2GfyVwSutXv8c3K+HsQZiVyD4GnETE94HHmSCWzb1XYtxURo4OMx6zNKwizcgtA+8h9UdIBSeuw0+zlsaQnkjYlXZJ0RdJqrmo6lveblPQiV4x9LWmq26CSjnU0kVltlwQxq9s/V6zPrI+uA9MRcRh2VhSdpkmF6UZIJR2uRcQRSXeAM8Bd4D5wPiI2JB0F7tG9YudV4GJErEgaBX726f8x+ytOEGa9W46IJtCU9J1U3wtSTaKD+c19Bljq6FWzt8LjrgC3JT0AHkXE5z7HbVaJE4RZ77Y67m93bG+TXlt7gG/tFUhVEbEg6Rmp2NsbSccjoqjysNlA+TMIs3JNoOfz/5Fa3G5KOgWg5FC3v5M0GRFrEXETeAd0/dzCbBCcIMxKRGrosiJpXdJijw9zGpiV1C4rXqUv8eU8ZgP4QXnbWbOB8mWuZrvMl7nasPIKwmz3tYBzVb4oR2ouZFYLryDMzKyQVxBmZlbICcLMzAo5QZiZWSEnCDMzK/QLWTUPZkIeaNcAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_curry_mean,sd='sd')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_curry_mean,palette=['blue','orange'],hue='Shot_type')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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cYce+ddDXTwBPjJ5ADv7ETrKcbThGNgiTrMgbxK1KEp6JGE43HqcB0+lEIAfMEtJkCMI8EESXElOGsWJrEEjiVhVR38kDWpmWpYr59rmfDh6gFI2qGEdZmepw6/Op8/n5AysczdDYunVrukXIOHRbjn78sc2IRC12sHh/Jo4tfP1PlHsBA9fIwjGL9JP9iYQQuKLfrSclHnsPhowQ8Z961HoNcwAvpd+vFMQ+F5TjqJfXqybylZYe+RnN4NF1EqlHt+XoR8gItpFzaKpmf2DTsUpwrCKkEdAK4kRGCByrGMPtIBhZhnDDg75EKKSsh6IipRiCQRUcX70a2tqgoQG2boVNm6CvbwS+hwxn0aJF6RYh49CWhEYzSFyzAMPpJhT+D7ZZhG2W4Ji5qnhwkA8RPp9SFm1tKoMKVIDbdaGmRgW8q6t1YV+ylJeXp1uEjEMrCY1mCLhmDkhXxSvimwCXhDWBmG9m0m1DDiZvgDpG14X6eqUssrNVym1+vlqrlcbAzJs3L90iZBxaSWg0Q0UYB+IVgOU0Y4U7CPvPOGr1+GAwDKUUQKXRNjerRoWuq+Ib1dVKYWgP6AGeeeYZ5s6dm24xMgqtJDSaFOGaBQg3TFZkKbZVhmNk4xohXBFUlscw8HoPFOpJqUa4vvaaCojn5alXTo6KefhHqNB9PHDZZZelW4SMQysJjSaFSCOII3yYbjeW0wZSNSCMWxWqw60x/J4eQiiFkJOjajN6e1VMw+mvAc3KOjD/+0RLr926dSvnn39+usXIKLSS0GhSjTAP7S0lJZbTgidcT9Q7nYRnUsp6a1mWemUdVHgfi8HOnSqeMXeusi5OFGpqatItQsahU2A1mpFGCFwzD8csIBDfQjC6sr9D7sjg86kUW4ClS9WkvhMFXSeRerSS0GhGC2FiWyUYbg9ZkSWYTueIbhcKKQvj9ddhx44TYxqfrpNIPdrdpNGMMq6Zh3AjBCNLcY1sXBHAFaqTr+1JbasXv1+5o7ZtU6m0J5+sutoaGfp4WF1dnW4RMo4M/VPRaMY2qr17CQgLQ0bwOM0EYyvwxreCdI9/gUFgWaqDbTAIa9fCihWZa1VMnz493SJkHFpJaDTpQuybGqhSZG2zGH98B8Homwg3lvLtvF7VhbazE9asOZANlUm88MIL6RYh49BKQqMZKwijP2bRRVZkKYbbMyLbFBaqwrxNmwYcZT6uueaaa9ItQsahlYRGM8ZwzTzVqj68FNMZmdSk4mI142Lr1kOHJ413VqxYkW4RMg6tJDSaMYhrZOEaIYKR17ESe1MepxBCKYqdO+Hll1VzwUxQFg0NDekWIeNIm5IQQlwhhNgihNguhLh9gPNVQogXhRCrhBBrhRBXpUNOjSZdSMOPYxYSjK0lO/xPAtE38ST2ImQ8Jdc3DBWj8Hph1Sp49VU162I8c0LVSdh90LcHOlZD47/V1yNAWpSEEMIE7gGuBGYBNwohZh227BvA41LKM1AzsH89ulJqNGMAYWFbJThGPqbbgz+2lmDkdQw3dcMm/H6lLAxD9YPas2f8xipOmDqJSDM0vwpdGyHeBW5CvUaApOokhBAFSSxzpZTJVgedDWyXUu7sv/5jwLXAxoPWSGBfV7RcQA+v1Zy4CEO1+jBC/cV4Swn7z8IxB+gxPkQCATXLYu1a6OpSNRXWOKukyvgUWCmhtxa6N4IvH4x9XR9HRkFA8sV09f2vYzUlNoGqJK9XARxsG9UB5xy2ZiHwghDiViALePtAFxJCLAAWAFRVJbu9RjN+cY1shBtVisJ3OrZVnrJ+4ZalhiDt3Qs9PXD66Up5jBcmTJiQbhFGDteG7q3QuwsCxSnr/3U8knU3bZJSTpFSTj7aC2gbxL4D/UUfbuDeCNwvpawErgIeFEIcIa+UcpGUcp6Ucl5xcfEgRNBoxi/S8GObBQRjqwlGlqU0XVYI1fspHFa9n7q6UnbpEeell15KtwgjQ6IH2t6A8G4IlI6agoDklcR5KVqzjzpg4kHvKznSnXQL8DiAlPI1wA8UDWIPjSazER5sqxSDCFnhV/HFt4BMXYVcXp5qFrh06YHRqmOd66+/Pt0ipBYpVUC6+VWQNviLR33KVFJKQkp53JaVyaw5iOXANCHEZCGEFxWYfvqwNbuBSwGEEDNRSqJlEHtoNCcErpGNYxbhje/q7zCbumrtQEBNx3vzTVVXMdbJKEvCjkD7SuhcB74CsNLT831QYSkhxHuAv0spe4QQ3wDOBL4npXxzMNeRUtpCiE8Dz6NiGfdJKTcIIe4AVkgpnwa+APxWCPE5lCtqvpQjk3Px9NPwpz9O5MZr9zB16j4Z4fkX8/j9w2X4fC6nz+nj9Nl9mKZk9YYsVq8L0dzqYe5pvVxwdjenze5ly/YgS5bnsGJ1iHPn9vDFT9YdEviLJwTbd/mZNiWCZ5wFBDVjHGHgWMUYTifByOtEAnNxjdTcVDweVaW9bp2qpRjLPfTa2gbj9R6jSAmRRuhap9xKgdK0iiMGc98VQqyVUp4qhLgQ+AFwF/A1KeXhQee0MG/ePDmUissf/hC++U0X1xVc+pZO3nZhJw8vLmH95iymVkcIZTls3BokkVCGl2VKZk4PU1SYYOXqEN29B+74Ab/D9KkR1mwIccmFndy1cCcBv2RHjZ8v3zGZTVuDFOQluOrt7Vx9WTsBv0tru4fWdg9lxXHOPLUXc/TcjZoMxHB7EW6UcOAsHDOZxMTkcBxoaYEZM2Dq1LE5W7u+vn58B6+lC12bVXDaXwiGJ7nPxTsgawpkTxnStkKIlVLKeQOeG6SSWCWlPEMI8QNgnZTykX3HhiRZihmqkgB48ck1PPR4AU88W053r0V5aYxbP1rPNZe1Y5oQiwk2bg3iuILZM/oI+NXPzbZhw+Ys1m7MYtrUCGee0ovXK3l4cTHf/9lETpvdx2UXd/DzRRUEAi4fu7mBVetCvLgkd7/SOZjC/ARvv6iTK97Wzlmn92ZsS2fNyCLcKKbbRdg3F9uTuidR11V9nyZPVspirD3QLFy4kIULF6ZbjKEhJXRtgnAt+AYZexhDSuJZYC8qHXUuEAGWSSlPG5JkKWY4SmLDKyuwY1ESMot1m7I4Y04vPt/wvFvPv5jHl++YTCJhcOE5Xdz51RqKi1SP5q5uk/+8notlSooKEhTk22zb6eeFl/J5eWkukahJWUmcd17extWXtVM9MXpEzrrjqAKosfhEp0k/QsYxnXYivtNIeCpTdl0plUVRXAynnqoqtscKixcvHh/Ba9eB3u3gyQNvnqp3GKqCgDGlJILAFSgrYpsQohw4RUo5JvrzpkJJeFOcFL52Y5DaOj9Xv6M96d97JCp4aUkeT/2tkCXLcnBdgWFICvMTFBcmiCcM2jssOrstJlXG+M6Xa5l3em9K5dZkCNLGsluJ+GaT8Fan9NLt7SqwPXfu2KmleP7557n88svTLcbxCTdAx8r+VFYBZhCcvqEpCBhRJTGo8KmUMgz85aD3DYDuqHUMTp0V5tRZ4UF9JuCXXHlpB1de2kFLq8XLr+XS0OSludVLc6sHv8/lzFNt8nJsnvtnATd/egY3vKuZz39iL6GsDOjSpkkdwsK2ignENyBIEPeclDLTs6BAzaZYtQrOPntsVGe/9tprY19JSBe6t4A3H0y/OuZEwRr99NZkSLYtx5tSyjOHu0YzeIqLbP77mqNnbCy4uZFf/m4CDzxewnP/LGBKdZSK8hgVZXGqKmNMqowyaWKMwnx7LP79aUYDYWKbJfjjWxHSJuY9OWU3o7w8aGtTsynmzEn/Pe7GG29MrwDJEG0BJwLe7APH9imLMUiyun+mEGLtMc4LVH8lzSgTDLh85dY6rnhbO39+upi9DV7WrA/x9397cZwD/2MrymNcdH4XF5/fxdln9OD1jtMObpqhIQxssxRvogYhHaK+WXBkA4MhUVCgmgJmZ6c/PfbZZ59lxowZ6RXiWEgJPdvAm3P8tWOEZJXEyUmsycBhiOOH02aHOW127f73tg17G33U7vFRs8fPGyuz+cuzRTyyuIS8XJsPXN/MB65vJi9X/9pOGITAMYvxJlRVXKoUxb42Hhs3KkVRWDjsSw6ZWCz1Y19TSqwN7B7wl6RbkqQZVOB6rDMWA9djiWhM8MbKbB7/azEvLskj4He45vJ2Tj4pTHlZnMryOFMmRdPuMtCMMFJi2c3EPVUptShiMdUU8JxzlBsqHdTU1FCdbnPmaEgJra+p1ilWMLXXHiuBa834xu+TXHR+Nxed3822nX7+8FgpT/2tkHj8QGPEU2b28aVP1elsqUxGCGyr5CCLYnZKggk+n6qjWL4czj1XWRWjzf333z826yScqCqQi3emvYJ6sGglcYIybUqU73+tlu9+pZa2Dg/1jV42bQ3y24fKuPnTM7jkgk7ee20L5aVxSosT5GQ72sLIJPoVhcfeg2MESXiH9gR6OIGAemB+4w047zzIykrJZZNm7ty5o7vh8XAT0FcLPTuUIvaPv07VQ1ISQoh5wFopUzRHUZM2TBNKihKUFCU4fU4f7/6vVh58vITfPlTOi0sO+Ayygg6Tq6JUV0U5aXKUay5ro7x05AadaEYBIXDMQgLxzbhmLo6ZmmBCMKgsimXLlEWRwR7cYyMldKyBWKtq0DeK7b1TyaCVRH8B3VLgI8BDKZdIk1b8Psn/3NTEDe9uYUdNgMZmD43NXuoafNTs9rNyTYhnXyjkV7+bwJVvb+cjNzYx46RIusXWDBVh4ph5BCNv0hu8AGmkxlceCqk5FCtXqhqK0arKXrlyJddcc83obHY8Ik0QbR537qXDGYol8SHgj8BH0UoiY8kOqc63A7G30cuDj5fw52eKeOb5QooKE5QVxykriVNcmCAvTxX6TaqM8ZZzu7WbaowjhQ8pYgSjq+gLnA0iyaZyxyE3Fzo6VLHd3LmjU2w3f/78kd8kGZw4dG9QI0bHOUP5td0EXAQ8LYSYKqXckWKZNGOcirI4t3+mjk/Mb+CpvxWyo8ZPY5OXXbv9rFiTTVe3iZRKM5wzt5vvfLmWqgrtmRzLuGYOhtNBKPwKUe9sbKskJcHs/HxVbLdmDZxxBiPesPKRRx7ha1/72shukgy9O1R/JmMMNbYaIoOdJ3EJsFlK2SqE+ANqetwY+I1o0kFujsOH3td8xHHHge4ek+dfzOcn91byrptn86mP1HPdf7WSn6frMsYqrpmPkDGCsZUknBKi3tlIY/gBhcJCaGqC7dth+vQUCHoMfD7fyG6QDPGu/lbf4y9IPRCD1eu3AL/v//pPwHsGmjudDEKIK4QQW4QQ24UQtw9w/m4hxOr+11YhROdQ9tGMPqYJ+XkON7y7lWcf3sB5Z3Xzk3srueDq07nqxtl87c5J/OmpIrZsD+BonTGmkMKHbZViOZ0EoqtV8DUFFBfDtm2qzfhIcvXVV4/sBsfDtaFrPXiyUlZ/km6StiSEEHnAuSh3E1LKbiHE68BVwLOD2VQIYQL3AO9AzbteLoR4Wkq5cd8aKeXnDlp/KzAmZlZoBkdpcYJf/WAHazdksWJNiFXrQ7z8Wi5P/U2NK88KOlx4Thdf/OReKsq1S2qs4Jj5WHYTlt2E7Skb9vUMQ7XvWL0aLrhg5FJjH3300fTVSUgJ3Zsh0Qv+olHd2rbVCOzURJMOJWklIaXsBE467NhNQ9z3bGC7lHIngBDiMeBaYONR1t8IfHuIe2nSjBBw2pw+TpvTBzQhJeze62PN+ixWrQ/x9PMFvLw0j4/Pb2D+DU14PZnTBWA845h5+OMb6bUKUxLM9nrVa/VqVZU9EoHs8847L/UXTZZwHfTWjmo2k+tCayvs3g6lJ8HEEYiTD7VOIguISimH6iyoAPYc9L4OGHAEqhBiEjAZ+PdRzi8AFgBUVVUNURzNaCIETKqMMakyxjuvaGfBTQ388BcT+dn/VfDE00XMmhGmvFRlSxXmJ8jPs8nPs5lcFd0/EVAz8kjhw5A9eBO7iXunpuSa2dkqkL1unRpYlOrJdr29aeoUEO9UbiZ/0ai1wu3uhh07IdwHpqsUxkiQbKtwA7gB+ABwFhADfEKIFuA5YJGUctsg9h3op3i0//03AE8cTSFJKRcBi0D1bhqEDJoxQnlpgp/fuZOXX8vh4T+XsMq6laQAACAASURBVH2Xn1dezyESPfQOkhOyed+7W/jg9c37J/xpRhbHzMcf30bCKk9ZDcW+QPbq1XDaaam1KNatWzf6k+nsMLSvBCsbjNFpYtHRCRvWK7ddQQGERzBim+x39CLwT+CrwHoppQsghCgALgF+KIR4UkqZbN1EHTDxoPeVQP1R1t4AfCrJ62rGMRed181F53UD/eN+e0w6Oi3aOyxa2z08988CfvdQGfc/VsrbLuxkanWUqooYkydFmXNyWNdjjATCRAoP/vhmIr7TUxaMLS5WbpJ9isKTImf6ggULUnOhZLEj0LZc/Vys0Skt36cgsrNHp0gxWSXxdillQggxaZ+CAJBStgOLgcVCDMppuRyYJoSYjJqZfQPw/sMXCSFmAPnAa4O4tiYDEALychzychwmV6n2z5df0kltnY8/PlbCS0vzeOGl/P31GGec0ssXPlHHmaeqAsCWNot//SePnGyHKy/t0ApkGDhmHp5EI5LNRH0zU+ZOKSpSrqd9xXapcD0tWrRo9ALXThTal6uurt7RGafTOcoKApJUElLKfU16ngQOmT4nhDhXSvn6QWuSuZ4thPg08DxgAvdJKTcIIe4AVkgpn+5feiPwmMykfuaaYTGpMsa3vriHb7GHWEywt9HLslXZ/Ob+cj74yZO56PxOojGD5auycV11M3v6+S6++5Ua7aIaBqoZYA1SGMS8M1KmKAoLoaUFtmyBmSnQP4WjNczCiSsXk2uPmoLYV2symgoCko9JvBelHLKFEDOBrQfFCBYBpw52Yynlc6h4xsHHvnXY+4WDva7mxMHnk0yZFGPKpBjXXtHGg38u5b6HSynIt/nYzQ1c8bYOlq3K5q57Krn2Q7O5/dY9XHJhJ9khPQd80AiBY5bgS+xECou4Z2pKLYpdu5R/fdKk4V3r4osvTolMx6V3x6ilujoO1NbC3no1p8Ma5T6BybqblgB+VL+mnwIz+ovb6gHd3U2TdgJ+yYKbGvmfDzYCB+5f06ZEOW9eN7d/dzJfvXMS5XleLjxtK3NP3oOdfQYVE71MqY4iJbS0emhq8VJWGmfmNP1nfQRCYJvF+ONbsew2or6Tcc3hP0Xvm2y3YYNqDDgcY2Dx4sWccsopw5bpmNhh6K0ZcQUhJfT2wa6d0NsLhQXpmSGerLtpL/CAEGKHlHIJ7A9aTwY2j6B8mgxFyBim04HltOMYOSQ8lam5Lgn88S0EYmsJxtbhsfcyxerlzW/3YTjdmOKAV7Q7ks2ify/g6wtvY2/7gf0NQ/KdL+1k/qVPEoyuIOo9mT7/PGyrPCUyjmuEgW2VYri9hCJLiFsTiflmIMXw/B+WpZ6Sly9X8YniIXa0GBVLoq8GDM+IVVQ7jmqMWFcHfX1qmFN+GvsEJutuElKxZN+x/qB1++FrRkBGTQYRCr9KScfP8Nk1+49JBN3Bt9Oa+z/EvVOw7Ebyev9KTvhfxDyT6A6+g97AW/b3ERJuFMtpxXKa8TjNeOwGfPEd+BLb8SVqEKjYQ8IsI+aZQtyqwDVCShlZ5SSsMlz8BNqe5vNX/YzPXflzanvn0SVnEvNOZ9XKOFeW30dlSy0Sa//14lYFvYG30B28lIjv1HE7HyAVuEYIV2ThseuQhlfFKYaJzwc5OUpRnHwyTJ48+Cfn+vqjJUmmCDusCuZGyIqIRFR8pq8Pgv3prekm6RRYIcRi4K9Syt37DgohvMCFqPbhLwL3p1xCzZjFm6ghp+8FDBnBFX5cEcQ2i4h5pxL3VB94upQSj11HacdPyY68QsyaRHPux3HMImwzn0BsPQU9j5ET/idR70z88U0AhH1nEIytJSf8Iq7wYZtFmE4HpgwfIUvCLCPmnUpv4AKi3plEfKeqTqbHIFI5jx774+T3/Jly/5tUJx7BkDHOvRDWNV7AdXf/FKPkPN598SpOLlxCVWAJhT1/oaDnMWyzkLDvNBJmKbZVStyqIuw/E9cIpfznPGbpH1rkjdcQt6qRxvCb6/l8yvW0ebOalz179uDqKLZu3TpsGQ7BDoPpP2A19O4aMSuirQ22blPf71hQDvtI9sd/BWrI0KP9aaudqBiFCbwA3C2lXD0yImrSgTe+E49Tj8SnbvZCINwIhozgsRvJ7fs7gfh6JAZSeDBk7JDPS0xsswgho5huHwIbRwRpyvss7Tk3HNLmoTd4Ee05H6Cg+yFCkaW05t5CV+idJKwJIB2CsdVkh/+F6XRhmwU4ZgG2WYBtlpKwSrHNElxjaM2AEtYEmvM/2y+0reY+CxOzahKFqybwu4fKWfxcOapFGYT8PVx1+nO855wnOLVqHZUFbxD0qrRbF4uI7zTC/rnqJ+B2Y7h9RL0z6Am+A9sa3X4+o0K/NWXZe1M2AtU0obQUGhrU+1NPTd6iSGmdhJuAlqXqe8w+CTzZEN4NvtT+Hh0Hdu9R7qXcnNTVjKQKMVgPUX89RBEQ6e/nNGaYN2+eXLFixZA+u+GVFdixKN4TYdailHjtWrKiy/Amaoh459AXOBvHLCIQW0th131kR1495iWinpPoCl1NV9YVOGYRSAdDRrHsJnyJ7fgTO7DsRlwRxDWycIwcurOuxLbGV/vk9g6LxhYPLW0eWts89IVN+sIGfWGTrm6LljaLaG+YkLuFa+b+jRve+gxlARWmc0QI1/DjcVqRCMK+uXRnvZ3ewMWZpTCkjeF20xu8OGUDi/bR1KRcT1OS1D8LFy5MXZ1EtAXaV4AnFxLdIF0wveBNXYAgHIatW9W/ublDn7cR7uygaPIUJs0amqIWQqyUUs4b6Nyga8j76yEahiSJZvSRNr7ELnzx7fgSO/EmagjE1+NxWgBwhY8C+TgACbMUj9OEbeTSnPtx+gLnImQcQ8YBF1cEcI0ArpFDwiw/9PFOmLgii7h3CnHvFHrS8K2OBAX5NgX5NsdL4tuyvZTv3f1NPvfAj5gzvQ3LY9Hc5qet3cOcqo3c9NZHedcZjzOp4IfAD9nZOZdd4bdRNn06Zv7JKZnbkDaEhZAOnkQjCe/E468fBEVFsGmTqg1IJphdXp7C5IJIg3I1mT4wi1W6UYrSi6RU9SHbt6uah3QGpo/HcS0JIUSWlLJPCBGSUqape1ZyZLwlIW08dgNSeLHNQhDWEed9iRp88W34E1vxxzYQiG/EkFF1GpO4VUnUO52w/yz6/GeTsCbgj28hK/oGgdg6+vxz6Qy9e3zftNKElPDsPwp4ZHExwYBLcWGCwoIEsZhBa7uHljaLYt9W3nrSs1w+5xnmTV4JgOMatNszWNnyXv746kdYsa4Y2xYU5Nnk5dkEfC7xhCCeUDeoiRNiTKmOMqkyRlOLhy3bg2zdEcDndTl1dh+nze7j1Fl9ZAVHrx5EyDjCjdIbfGvKA/qxmIpPXHCBSpE9FitXrmTu3LnD39R1oPFfavxoiuMPkYiqC2lvV9ZDKnpXpduSyBdCfBjYDvx9SBKcwAg3iiGjOGbegYNSEoq8QkH3Q7hGNhHvTKK+WaqJmvDhCi+GG8OX2IkvsUO94jvwJmowUDMXJAa2WYQrAhgypp743R4MVIqni4eYdwadoXcR8c4m6p1O3FM1oDsg6pup2i1ohoUQcM1l7VxzWftxVl6NlFfz3I4oG5bX4rZv5OKT/8EVJ32HeVfdw1OTPsbz2z7MnuZi6uq9RGMGXo/E53VxXMGyVdlEIgduxD6vy0mTI0RiHl5aqv7OLMvl/LN6eMdFHVz6lk7yckd2upMUXgzZ2T9/YkJKr+3zQSIBS5fC6adDyTHyEZ555pnUKIlEF+CkREEkbHBsFXto74Ddtcp6GK3i8OGSjCXxIeBW4D5UN9YRni01dNJmScgE3sRuHLNwvzIwnVYKuh8nr3cxpttN2Hcm3VmXE/dUUdS5iKzYm8StCiQWPrv2mJdPmCXEPFOJeU8i5pmMkAk8TjOW3YQho7jChxQ+HCNEzHMSMe90Yp7qIy0NzZgkGhOsWJ3NKWWvMdv/W7Kjr+IKH93By+jIfu8RCtx1obHZw+69fooLE0yqjO5/Gu3qNlm/OciSZTn84+V89jaojKPiwjgV5XEqymO855pWzj4z9U4BVfvSSdR7EnHPlJT//cXjqn5gyhSYNm3gXk9Lly7l/PPPH/5mXZsgUg/evOOvPQpSKndSi/Ls7vdUZWenvkX6SFoSySiJmaiBRxOllP9vgPOfl1L+tP/rGVLKLUOSMgWMmpKQkkBsFdnhlwjE1+OPbd7/hG8beSSsSnzxLQhsegIXE/dOIbvvH/js3f1r8mnNW0BH6N0gLAy3F398M5bTpsx2GQMsYp5qYt6puEb2kL4nzfjEF99Ofs/j5Pb9DUNGiFsTiVsVJKwybLOMuGcicauKuGfiMVNupYSNW4K88kYOdfU+9jZ62b4zQHunxcdubuSTH65P/eAf6WI67bjCT9R/2qEWdApwXZUqmpMDp5yibrgHc//99zN//vzhbSJdaHwRPKFhtf6uq1PtNEYjnTWt7iYp5ab+L9cedtE84G5Ui45o//lbgA8PScqxgpR47RocIwfHOFAHL9woXruOUORVcnufxmfvxhU+ot6T6ch5L1HPdCy3HW+iFm9iN53Z76I9+0YSHjUIqSX34/jjW/AlttETvOSQ/9yuESLsH/D3ozkBiXlPorHwazTnf4bc3mcJxlbisZvwR7ZhOW2HrO3zzaMz+930BC85oupZCJh9cpjZJx+oKwlHDL5390R+88dylq0K8aVP1ZGb7eDzueRkO8OPYwgDxypCuBGCkTfoC16Q0toRw1AB7N5eeOUVlfk0adKBJ/Oamprhb5LoATd+TAWxz4Xk9w98vqMDdtVAfmp1ZFoYdArsERcQ4nKgFdXkr1VK+UwqBBsKw7UkvL0rqQjfSzC2BlCZPwmzDFP2HvKfM+w7g87QtXQHL9UBXs2osu9hxWvvxhffRm7fc3jtvdhGLhHfabhGFq4IkLAm0Bm6FsccOG3m6ecLuOOuKsIHxTYsy+Way9r58I1NnDQ5OmxZDacbVwQJB84akeIzx1HB3+xsVUuRna0qridMGGZMpGe7KprzHd0E2L5dzcM49VQIHjaLKRyGNWvU8dHq1ppWd1P/BT4CPCyljAkhrgXKgHVSyqVDkmiEGLKS6Kul8x8fIy/8PLZRSFvuzUhMPHYDHqcBV4SIeypIWJVEvLNIeFKb5qfRDBnpkhVdRl7vX1VigwxjuBEstx1X+OjK+i/acj6436I9mIYmD+s3ZxGNGcTjgo1bgjz5XBHRmMFbz+viQ+9r4ty5PcPK+jTtZqLeOSlPjT2Y3l51Y541C+67byHf+c7CoV9MSmh6SQ0QMgau+ejtVcOSAgHl/pozR30tpbIgtm9Xls3hymMkSXd2E8BnpZT3CSEWoibRvQZcJ4TIBq6TUjYOSbKxwua7yYm8RFPwQ3QWfmTI1bsazagjDPoC59IXOPeQw95EDQXdD5Pb+yx5vU/SlXU1LXmfOKRVSXlpgvLSA/Ww11/dxq0frefRJ4t5+IkSbrltOtOmRLjpPU1cfVk7ft/gvQ6OWYA/vgHbKkzZ+NPDCYWU22fjRoBqenuPnyp7VKLN4ETAmzPgaSlVnMHvV0ogHIb1G2DaSVBfryybUEhlZGUKyVoSy6WUZwkhlgHn7ZslIYT4L+AWKeV1IyxnUgzZkoi1s2Xpa0Sd3LFdJ6HRDBLTaaOw+0Hyu/8EwqA9+/205c4/7oNQLCZ47l8FPPjnEjZvC1I9Mcr/fmsXp8w8sm/W8TCcLlwjh4hvNlL4Rqx7KsCSJUuZNu18iotVg8D8/EFUMUeaVYW1Lx+Mgf1E+0aHHpy+2tcHkSj4fcNQTsNkJC2JZH98e4QQ9wMlwP67aH+20+QhCnWFEGKLEGK7EOL2o6x5rxBioxBigxDikaHskxS+AmyrdMQur9GkC8cspDn/NnZWLKYncAlF3X9gcsMH8cWP3eHf55O8+6o2Ft+3iUU/2UY0ZvD+j5/MvfeXYQ9ywJ9r5mI6bYTCL5MT/gdZ4VewEiOTSb9+/QuUlKgb97Jl8MIL8O9/w5IlsG6dSqMdkEjTcRWE66rZDocrgqwsKCpMn4IYaZJVEvOBl4FrUfOsPyeEuEwI8RXgaD/2oyKEMIF7gCuBWcCNQohZh62ZBnwVuEBKORu4bbD7aDQaRcKaQH3x96gpXYSQMaobPkx+z+PKf3IMhIALz+nmyfs3csUlHfzydxW8b8FM/vFyHu4gEqEcqwjHKsY2CgGDQGwVhpv6Wo23vvUaQN2wS0pUJlQopL6PxkZ4/XWlQA4h2qpGkfoKjqogpFR9pMLhzHIlJUNSSkJK2S2l/IOUcg3wHlQsYz5QBbxvCPueDWyXUu6UUsaBx1AK6GD+B7hHStnRL8OYLeLTaMYLEf+Z7Cp/hHDgbMraf0RF6+0I9/gupNwchx8v3MVPvrOT3l6Tz359Ku+8aRZ//VvB8fTMoQiBNPxIw08gugZkaueOb9x4pLvZNNWNvaBA3eyXLlW1Ft3dsGuny9pXN/LG6lxWrvKwbh3s3KnagOz7vqJRNeNh+w7IHWMprcIN40nsJmSvw7Dbjv+BITCUBn/dwI+HuW8FsOeg93XAOYetmQ4ghFiCakm+UEp5RFsQIcQCYAFAVdWRGRwajeZQHDOPPcV3U9D9ECWdv6I6UUNd8U+Smg545aUdvOOiDl54KZ/fPlTGV++czJLlOXz3K7X4BhHYdo0Qpt2KP7aVqH/W8T+QJK2tx+49Ggqpm/4bbyjrIkALJZ4+QjkluFLVPrS2qjblwSzVYLCuDkxDuZTGAsKNUtz1f+T1/AVTHjCLWnp/CZyV8v3S1bdhoKS6w//CLGAacDFQCbwihJhzeHtyKeUiYBGowHXqRdVoMhBh0J57M1HvDCpbv8rkxpvZW/T9I7KkBsKy4Kq3d3DlpR0serCMny+qYG+Dj198fweF+clbBo5ZiDexC9vMx/akpnvrddcdf56E399fBCddsiJbgBykodwqlnnAnRSLQd0eCGWr42OBQHQN5W3fwWfvpit4GTHvdGyziN6Ij0Do8Ofs1DByaQbHpg44OHG6Ejh87mAdahJeQkq5C9iCUhoajSZFhAPnsKvsARJmCVXNn6as7XuYTnJjYoSAj93cyN3f3cHGLUFuWHAyO2sH4bAXAtsqJBh7E0+89rjxkWT4y18WJb3Wslsw3D6kMXDZtM+n5m6PCQUhbYo7fsmkpo8iZILaknuoL/4+bbnz6QpdTY9nHq41MqZO0kpCCBEUQpx22LEqIUTFEPZdDkwTQkzuH4F6A/D0YWueQtVkIIQoQrmfdg5hL41GcwwSnkpqyv5AW84Hyet9hin115Pb81TSN+3LL+nkgXu2EI0Z3PSpGWzaNog0cuHBNosIxDfgi21SfZOGwaRJ05NbKF18iS24xsD1EGMJ0+mkqvlWirr/SGfoXeya8BjhwMhYDQMxGEsiAfxFCHFwgvXvgEHbiVJKG/g08DywCXhcSrlBCHGHEOKd/cueB9qEEBtR87O/JKUcmciMRnOCI40Azfm3sav8YeKeyUxo/x5l7d9P+qZ9yswwD96zBZ9X8uFbp7Nm/SAKUoWFbZbgs2sJRt8EmRjidwFFRcm15DieFTFW8Mc2MbnhgwSia6gv/DaNhV8f9WLfpJVE/0S6J+nPZhJCVAHFUsohNUuSUj4npZwupZwqpbyz/9i3pJRP938tpZSfl1LOklKeIqV8bCj7aDSa5Il5T6K29Le05nyY/N4nKW/7LsjkZlFUT4zx4K+3kJdn85HPTWPJskF0LxYC2yrBdNoJRlYi5KAz6wFYufKlYy+QNp54LYHYqjFtRVh2K2VtP6C6cT4gqS37HV2ha9Iiy2BjEr/jQJfXm4E/pFYcjUaTdoSgJe+TtOQuIK/vGcrbvpO0oqgoi/Pgr7ZQWR5nwRem8aNfVRCLJd/8ybEKMWQPgchKhBsbtOiXXnr9Uc9ZiSZC4VfwxzfhmPlj0ooQMk5x571MrX8Xeb1P0ZF9HbvKHybqS10G2GAZlJKQUm4GEEJMB24EHhwJoTQaTZoRgta8BTTnfpy8vueobPlKUvUUAMVFNo/+32bed20L9z9Wxnv/Z+ag4hSuWYAhwwSjKzDcwyvfjs2KFS8NeNwTryEYXYE0fDhW8ZgcyGW4fUxsvo2irt/TE3grOyY8QVPBV1I+k2PQcg3hM79HWRRr9xW6aTSazKQt76M05n+RUOQ/VDfegsc+PAlxYIIBl299cQ+/+fE2OrosPviJGWzdkfyTu2vmIWScUPhlfLHNSVsVXV1Hhi2txF4C8Q3YVrHqHTUGMZ1Oqpo+STC6kvrChdQXf3/MdJseipJ4HDgNpSw0Gk2G05FzA3tKfoHHaaS64WaC0eTDkG89r5snfr+JrCyXz3x9Kt09yeeTumYOtlmMN7GbUPg//WmyRwbShYzvz8Q6vE7CSjQRjK3GNotAjIVcVoUvvpm8nifI63mS3N6nqWpagC++jbriH9EVujrd4h3CoJWElDIspcyVUv5zJATSaDRjj77AudSU3Y9j5FLV9AlK2u9GuMkNJiopSvCz7+6gvsHH7d+tHlTPJzXprhDHzCEQ30hW5LX9dRyG040/uoZQ378IhV/EF9vMU4t/jul04InvIRBdQyC2EtssHFPuJX9sM9WNt1De/kPK2+9kQtsdeOwm9pT+gt7gRekW7wjGzk9Oo9GMaeKeSdSUP0BJxy8o7HmY7Mh/qC/8FhH/Gcf97Jmn9vGVz+zhzrur+L8HyvjE/EGOoBEWtlWC4faRFVmKY+Rguj1I4cUxiwEHr72XORMtgpE3ANUjyhljFoTptFPZ8gUcI49dpffgigBC2jhmbkrHvKaSdFVcazSacYhrZNFY+FVqS+4FXCY1fYysyKtJffb917Xwzsvb+NXvJ/DXvx19NOjx9rfNEkClzDpmnir9FhaOmYcvVI5jFeNYReqmO4YUBNKmouV2TLeTuuK7iHuqsa1SEp6KMasgQCsJjUYzBMKBs9hV/ggxz0lUtHwDb6L2uJ8RAhZ+uZZz5/bw1Tsn89hTRUPbvL+T7ECsXr92aNccaaRNWfuPyIq9SUPhN4n6ZqZboqTRSkKj0QwJ18hiT8lPkMKisuWLSc2H8Pskv/7f7Vx8fid33DWJ+x8rOe5nBsN/vePylF5vuAgZI6/nCabuvY783r/QlnMT3VlXpFusQaGVhEajGTK2Vc7e4h/iTexmQuu3k2rj4fNJfv79HVx+STs/+tVEfvn78lT09gPgpSXJub5Gg2B0BVP3Xkt5+w9xzAL2FP+U5rzPpFusQaMD1xqNZliE/fNoyv8cZR13Udr+Y5oKvnTcOdYeC3787V1kBV3u/cMEWls9fPMLu7GGeUeKJ4bWziPVZEVepbL5yyQ8ldQW3kHYf5byt41DtJLQaDTDpiP7fXicJgq7H8SQURoKv37ctFPLgu/eXktxYYL/e6Cc1g4Pdy3cScA/dLPi6nek35WT3fcvKlq/TtQ7jT0lv0x7xfRw0e4mjUYzfISgOe8ztOR+nLy+Z6ho/XpS3VyFgM8uqOebn9/NS0tymX/rDBqbPUMW48nnnhnyZ1NBTu//o6L1a0R8s9hdeu+4VxCglYRGo0kVQtCa91Ga8j9HTvhfTGz+bNIDjG68roWf37mDHTV+3nPLTJavGlpK6OwZacoakpKCrgeoaPs2Yf9cdpf8akyntQ4GrSQ0Gk1Kac/5APWFCwlGV1Hd+CF88a1Jfe7tb+3iT7/dTE62w0dum86Dj5ekLKA9okiX0o6fUtr5C7qCl7Gn5GdIIziqIvSFzcFVsg8CrSQ0Gk3K6QpdTW3ZbxEyQXXjh8np+3tSn5taHeVPv93ERed38YNfTOTu31QMSlFs2LJpiBIPDcPtoaL1dgp6HqUt+0bqi76HFN5R23/ztgDfuauKKz/0Fl59bRATAQdB2pSEEOIKIcQWIcR2IcTtA5yfL4RoEUKs7n99NB1yajSaoRH1zWFX+QNEvTOpaP2GqjZ22o/7uVCWyy/u3MH73tXC7x4u4/s/n5j0U/K7rxq9wTzB6Eqm1N9IdvhlmvJvozn/88fN6koVq9Zl8f6Pz+C6D8/iqecKedv5zZSV2iOyV1qym4QQJnAP8A6gDlguhHhaSrnxsKV/klJ+etQF1Gg0KcExi6gt/Q2F3X+kqPN3TImuoKngS3RnHbvozTDgW1/Yjd/n8sc/lRIOG9zxlVrM43TZePYff+djN38khd/BAEiH4s57Kez+Iwmrkpqy3xP1zRnZPfdtLeGhP5fw43sqKS6K85Vb93DtlW143VaKJk8ZkT3TlQJ7NrBdSrkTQAjxGHAtcLiS0Gg04x1h0ZZ7Cz2Bi5nQdgcVrV8nEFtPU/5tx+ytJAR8+dN1BIMO9/5hAk0tXu5auJO83KNPyfN6Rt7VU9rxMwp6HqUj9C6a8j8/avGHvrDBt/93Es/9q4BLLuzkB1+vISdb/SzCyeUHDIl0uZsqgD0Hva/rP3Y41wsh1gohnhBCDDiBQwixQAixQgixoqWlZSRk1Wg0KSDunUpN2e9pz76Rgp5HqWj96nHbjQsBt97SwB1fqWH56hD/fctMNm45uu/94gsuTLXYh5Df/ej++ENj4TdGRUFICc+/mMe7PjSLv7+Yz20f28svv79jv4IYadKlJAYqPTw8PPUMUC2lPBX4J/DHgS4kpVwkpZwnpZxXXFycYjE1Gk1KERZNBV+gKf9zZIdfpKr5U0mlyf73NW089OstuK7gA584mfseKSUSPfI28v/+8XzKRPXY9QQjy/f3pMoOv0hpx0/pDlxCc/5tKdvnWKzfHOTmT0/nc9+cSlbQ4Q8/38qCmxoxRvHOnS53Ux1wsGVQCRwyF1FKefAcwt8C/zsKcqWEcBiiUfB4IBQ6UI3vuuqcbXNATcr9Q7X2/+v3QyAwbqv4NZrj0p7zARJmKRNav0VV08fYXfprHLPwmJ85ZWaYJ36/ia99TgBTqgAAIABJREFUv5q7fl3J/X8q5aMfaOS917bg96n/PKfPOTUl8gk3TFXjx/A6DQDErCo8ThNR72zqi747oi3IHQdefDWPh54oYdmqbAryEiz8Ui3XX9163JjMSJAuJbEcmCaEmAzsBW4A3n/wAiFEuZSyof/tO4HRzW07DrEY9PWpG3lODvt/eb39c9tnzYKWFvUyTHAdFYwrLoas/hob6arP+f3g86mve3qgsRE6OtS1fT51HpTiifWP+hUGBPo/p9GMR3qy3s4eI4eJLZ9nUuMCdpfei20duytsQb7Nb368nRVrQtzz+3J++IuJPPB4CT/8Rg3zTu8lHAmnRLb/396Zx0dVnY3/+8ydmSSThexA2IILsoawKAiyiSKtiNq6+/bV2rdIWyrW2qqvv7pVq1U+dakita9Wbd1rFaXWpSKi4ELQsKmURTCRJSH7Nklm7vn9cSYbzGSBzEwI5/v53GTuvefe88yZmfPc53nOeU5m+SO4/PvYm3oTll1OXP0XNLiGsDftNyHTlB8pPh8sfzONZU/159u9MfTvW88vf1rIRfOLSUwI0ySIThAVJaGU8onIIuAtwAKeUEptEZE7gDyl1GvANSIyH/ABpcCV0ZEVGhq0VeBw6P3KSt2hjxypFcXu3boj9/t1uREj9H5KCgwcCEVFWpEkJunEZu2Rmqq3+nqorIIDB6A8YI2npkB2NrjdWpkUF0NpqZYrPl7XbTAcTdTGncI3mX9kUNG1DNn/Y3b3XYbP2b/D6yaOreYvD23jk88SuPXeIVzx82H88NL9uJw7mDNz9hHJFOfNJ6XqRcoSL6I88ftHdK/OoBS8uzqZB/6cxc5dcYwZUcOvFxUya2r5ESc87A5EHRVTGjvHxIkTVV5e5xdpb82WD/Lw1Xtxx7UExfx+3UEnJOineNvWH2hGBgwd2tIp19TAjh369fDhuhPvTvyB+FQwU7O+XiuKwm+hob6ti0op8HhaLBGDoacSW7+ZwUU/x5Y4CjIfpN59Yqevral1cO/DA3nptQwGZu1k9PBkUpN9pCT7GJ9TzcTcqg4fzpoQVc/QPZchqoGdWS+ENTDd6IM3V6byl+f68tU2D0MHe7n26m85Y3p5l13NteVlpA89jiEjD28YrIisV0pNDHauB+ipnonPBxUVWhlkZeljDQ36uMfTtjOOj4fRo3WnHA6fYXv3jImB/v2hb1+ortYKxbK0deH1wt69AWvDgtgYrcBaB718frAcJv5hiC7emNHs7vsYg4oWM2Tf//Btxu+piZvcqWvjPTa3//obZk6p4M77H+erbbdSVuGkolJ3b0kJPqZPqeCCeQc4ZXw7CyMpm4zyR4nx7eabzIfDpiAOlDpZ/mYaz76cwd79MRw3pI47b9rF/LNKeoTlcDA9UKToEBMDlWVQExiRZ9vaKkhPb1smVAwgkqMNQtWflNT2WEKClr+2VltE5eVQUdl2XRiXW1sglgWJicHfR1PAPSbGuLSOCpQPp78MJQDSMiICvRa07YhDSc8LZtW7T2RXvycZVHQtg4oWsy/1JsoTz+v09bNOq+DbfT7+64ItANR5hbXrknj3g2RWrUlmxdtpzD29lF8vKqRfZkuGWldjIX1qVpBcvQKXfx/l8fM7raDaQyko3OOmvNJJdY3FgVIXb76bwuqP++D3CxNzq/jNdQVMP7Ui6v1Hexh3UwB1II8Gr5d6XxxeL8R5ILF3JHFsg21DfYO2HpxOrRTq6rTFsW+fLuN0auXhEK0cANIztJJpbNDK5OAnHqW0262hQbu3PO08hCkFfhucPWiN+t6C2LU47Gq87hH4rdSAiSiIakSUF8tfgdO3H0vV4nckohzhyfdzJDjsagYU30SC9yPK4+ezL/VXnZbzPzu2M+z4Ew45Xl8vPP5sP/781344LMUPL9nPnJmlTEp/nL7lDwJQEzuJioRzqPTM7nAtjI7YX+zi9vsGs2pt21Th6WmNnDe3hPO+e4DjhtQfUR2tMe6mI6CxsZHCwkK83vYn7eB3AvEtuVeqAtuxQhwkZ7fEXZpy5SSmaUXiE4j36OM+H/gV+sGUwAQXBTEJ4HFoF5bX1tc1nQ/2LHLwVCCRMLq9lEJsheW1g07SCVudqg6HakCJEyUuFM5Ah92AQzVgi1unlO5qzh/ViOUvQwItrAJTnpTEUBM3BdvqE/Qyn7M/9e5hOP0lxDRsxenbjy2x2I7EiOUd6gjbkUBB5v1klD9GWuVfiKvfyLcZd3cqTvH2qneDKomYGMVPf7iX+WeVcPdDg1j2ZF9O8t/DuWf9kY++OYeCxOsYlZPYqSf6yiqLt1clMzG3muxBbTt6peAf/0zj3ocH0tjo4Joff8vwE+pIiPeTEO/nhKF1PdKl1B5Hmbhdp7CwkMTERLKzs5H2eiBfjfbD9JAfSk+mSYnYto6BKMDtaomdKKWDcg2B349lgTMwOqxJEUignFJgK/D7tPJRSp93dLOVoZSivLyCkqIinN7wDCcU1YCoesSuR7BROPBZqficfXHYNTjsWixViS0eGq2+2I4kLLsUl28f4AdxY0uMziLaehy+sgmoWkBh+StQYlEXk4PfSseh6nDYNYjy0uga1HEWUnHgc2bgs9Kx7DJcjXtw+fYAfmxHUtiGeHYJcVKc8lNqYicyoOQ3ZO+9guKUn1KaeGm7cxROGTeh3dsOzGpg6e82k/btLWTY7/H3jT/jhw/fT3WNi6x+9Zz7nRLmnVnK0MGHPuUrBa+/lcp9jwykpMyFZSnOmVPC1Vfsw3Io3ng3lTf+ncJ/dniYmFvFb2/czZCB3WctRIte72768ssvGT58ePsKAoySCAO2DYh2W3UGhZ5P0tCoFYbl6N6PQynF9u3bcdV2Pp2B5SsB9BvRnbcEUkkETKmmvwJ+icfvSMbvSMG2EvA7Ejs36SoQQ7D8JTjsSpx2JSid0VMEFA4UFjpBgtDgGkCDKxukGwNEyofTX0ps/ReI8gZcVT3DH2j5S+lf8lsS6z6g1j2Gvem30OAaGrTsirffZN6c4EuYOn1FpFS9RHL1P7DsSvan/JKypEvw1gvvrk7m1X+lsXZdEkoJJx5Xx5yZZQw7vo7KKovySifvr+1DXn4iOSOrWbxgD6s/6sPzr2TQ6BNsW38Xxo2p5ntnH+D875ZENM5g3E1HSIcKwhAWuvojEbTVEWdpl1V9PdhBsh+Lo9W9Vavu+qCPWdk69tGkbKSL/iyHvxS/lUq9+3gcdi0OfzkOfPhc6fgdCdgOD3qaT6Dyw/2eiVM/2TtbpZVR/sA9I9TTiBOfM5NqKxVX4zfENfwHJYIt8SiJjerwN7+VSmHGH0iqfYu+pfcxdM9l1MRNodHKDFhE2iryWel8881WUHOa283yl5JQ9yGJtatJqPsAsKmOm0FJ0g+oix0LQGyM4uwzyzj7zDL2F7t45/1k3l6VwtK/9EeplvedktzI7b/WM58dDjh1YhVXXbaP51/JwBNnM/f0Mgb0b4hGE4WVY8KSGDGiE0saGkuix9HkimpWAIGAt6+xZe4IaIVhB7wxDksX9ft1v+Z262A66HPbtm/HVdNx3n2HvxIlLmrjTonoIjI9BbFrcfqKcPqLcPrLEGz8PcAVZflLyCx7mNiGL3D5i7Hsyjbn95RB/xQLv5WMXxJw+75BUDRamVR6zqQs8SIaXcFyiR7KgVInRQdcJCf56JPkxxNn99ih4saSMByTiIDV+kcpWiG4nAGlQEt8oymu0dCgX7vderiuiLZO6hvA71Mo28bRWBz4sSuUw0OjHY/PLzrGYoP4a0mIs6mNH99rFIRSet5Mba12A8bF6fk9Inq/ogIaG1sbDB4gG5FsBD9xVikZzs1YdhV+K+WIR/8cLn4rjb3ptzbvi+3F6T/QvD3wz+XceOkILLsUp7+cyvizqI6bjtd9UpetofRUH+mp4VnI52jCKIkIcdfd9/Ls8y9iOSwcDgd/WvoQF19+BXkfrya99WSMdlj1/mrcLjdTpoQew/3q8tcZduIJjBwZpQXhI8TBcQ6HgMOlh+aqg847RBHr9uOzHOCw2Osdh8+ORWgk1t5NnBQRGye4Y7QC8uNmW8nJJLg8R81s9Zqallxibree0+LzacXQNEAgNVWnjImJgYICndbFDuQPGzRIby6XVrRNE0f1aDaLysoMdhVMx6O+ITN2K+IKjIiKMsoRS6NjII2ugQAkZFVQnBL+VBrHEkZJRICPPvqEFf98k88+XUNMTAwHDhygoaGx4wsPYtX7H5CQkNCBkljBvLPn9nolEQoREOVvO+5WBLE8uFxO3DEuZpzVl7o63QHGxKTjcnihsQqsGHDEgMNNn1Lh8891J5uc3G6VUcXr1VZAcjJMmNCSKaCsTE+uHDpUWwwJCW0ngmZm6msrK6FPn7bnQinGE06w2LNnKLt2ZBJXk49THaBR0hBLSEwIT7aBrjJ6+Mhoi9DrMA74CLB33z7S09OICfwS09PTycrSScz++Mgyxp88lTG5p/DVV1sBKC0t5bzvX0LOuElMnjqLjRs3s2vXbpY99jj3P/gwuRNO5YMP1xxSz9q1H/Paijf41Y3/j9wJp7Jjx07Gnzy1+fy2bduZcIpelCX7hJHccNNvOOXUGZxy6gy2b9fJp4qLi/n+RZdx8uTpnDx5OmvWfBTWtulWbJ/exKU7eysOnB5wJoLlanY3iOjJfgkJgRnkVizEZoArSSsKEdLSYOpUPXGwqEg/pR+ML4KeCKX0pMcDB1qyCxcXaxkmTIBTT9Udf1aWthamTIFx42DwYEhLC54pIDZWX9PZTMKxsXDccTBzdjwTzpzEqJMHkXNSEVmZXqqqtGKKZJsE4701q6MrQC/EWBIRYM6Zs7njznsYNjKXM06fycUXfZ8Z06cBkJ6Wxmfr1rD00cdY8oeH+L/HHuHW2+9iXG4Or778PCvfW8V///DH5K//iIULfkRCQgLXX7c4aD1Tpkxm/rzvMu/suVzw/fMB6NMnifz8jeTm5vCXp/7Glf99eXP5pKREPv3ofZ7+67Nc+8sbWLH87yy+7tf84ppFnHbaFL75poCzzj6XLzd91r0NolRg9A40z8gLNtxSKcAOPRSz6XyTxWBpK6C7Bh/ExcHJJ0NJCWzfDvv3t4yqUqolKC6i3VytU8Z3B7ats/3WBxI3JifDSSdp5eZ2t7iVIh1MdTjAHevE3X8k9EkloXo7WRlFlJY5+LqwD+5YF3FRmsg99ZQjT6dhaItREhEgISGB9Z9+yAcfruG9Vau5+LIruOeuOwD43vnnAjBh/Dj+8eprAHy45iNefvEZAE6fNZOS0lIqKioOq+7/uepK/vLUX/nDmHt44aWX+XTtquZzl158of5/yYX84vobAfj3u+/xxRdfNZeprKyiqqqKxMRu8j83KQgrrtWMOj/YAfebw9lyTBw6QGoHIqpi6RFoTcmnxAJx655ZrLCMTBPR+a/S03Vakpoa3Ul7PNoKqa/XiRWLi2HnTq0o2usgvd6WYLplHdrB27auo65Od8ZZWXrr0+fQVCg9Ak8/8PTD5auhb2oxiQlf8MWOVKqqXHTXV6Yr7Cr4hnFjxka+4l5MT/za9Uosy2LmjOnMnDGdMaNH8dRfnwUgJsbdfN4XsNWDDUs+3Lke3//eudx+592cPmsGE8bnkpbWsvpX63u2rJ5n89GHK4kLx6Ngs4LwaPdPm3M2+BvADjw2W3E6Ei2iZ9jZ3oAryQqcc0Z8uHJy8qHxiaakj2lp0K8fbNigLY/U1JY2bVqDpL6e5o6ztlZbIa0/6qYswpmZeq2SlJSjKKGiMx4S4/FYbnKsz9m6O5OyMgfx8d2fOr89vt27p+NChi4RtZiEiMwVka0isl1Ebmyn3AUiokQk6Bjeo4GtW//Dtm3bm/fzN2xkyOBBIctPnzaVZ557AdAjmtLT0khKSiIxMZGqqvYTSiUmJlBV1ZIOOTY2lrPOnM1PFl3LD6/4QZuyL7z0sv7/4sucOnkSoF1jDy/9U4us+Rvbf3PK3xILCLUpf8sWTEGA7vCdseBKDMQQ3C29rMPSnZArEVwJgXM9L5yWnKxjAQMHakXROnaQlqbPnXaajnXMmgVz5sDpp+v9iRNh0iS9n5urFcVRoyBa48nCnXo8I44vZvBgPV+ltDQQr+j8RPfD5qJzvxf+So4xovJLExELeAT4DjASuFREDhmWICKJwDXAJ5GVsHuprq7hiquuZmTOBHLGTeKLL7/itlv+N2T52275X/LWf07OuEnc+L+38tQTjwFwztnf4ZVXXw8ZuAa45KILuO8PDzBu4hR27NgJwOWXXoyIMOfMtit21dfXM2nKTB7841LuX3IPAA/dfx956z8jZ9wkRuZMYNlj/xf6jTU92TsTdCfu9Oin/DZbbPOIIX2+g55P2lncogcqhoNxubQVMGcOzJ4NM2ZohTB2rHYZtaZpuGpionZnpab2UJdSV0kahtOTycCMEsbn+pgw3mbwYO2uC/fc3ReX/yO8FRyDRGXGtYicCtymlDorsH8TgFLq7oPKPQD8G7geuF4p1W4ecDPjOjhL/vAgFRUV/Pb2W5qPZZ8wsv05Gm2CyyGwYgOB4h46DTUInf4+GI4Mfz2Ub9K/K7seZfvZXRjLnuIkUlLCV+0rb7zO+d89J3wV9FB644zrAUBBq/1CYFLrAiIyDhiklFohItdHUrjexPkXXMKOHV+z8p1/dv6iNsHlVo51Wj1QiKXjAgZDMKwYSGvpc8RXyyDWUl1bR3V1HAlhWqsle9Dg8Nz4GCZav/Jgj57NPZCIOID7gSs7vJHIAmABwODBx84X5K677+Wlv7/S5tiFF5zPzTf9us2xV/7+fNDrd23/IviNmxSE06MDxwZDd+D0YGWczLDGtWz8yonX6wrLbPY1n35sRjd1M9FSEoVA68jtQKD1sIREYDSwKjACpx/wmojMP9jlpJR6DHgMtLspnEL3JG6+6deHKIR2aVqooc2xVsNJW+OMN1aCoftx98HddzwjG/PY+J8MwOp2RTFr6vTuvaEhaqOb1gEnishQEXEDlwCvNZ1USlUopdKVUtlKqWzgY+AQBXHU0/TUHqyjbl3mkJFCdpARRAfpR2UHho4GzqMOvUYcgRnJ8S2bK8EoCEP4iOuLp/9ock4qRXlLqO1ERt6usPmrEBay4bCJSm+glPKJyCLgLXRC/ieUUltE5A4gTyn1Wvt36GEcMoO4nRE6zdcEnuIdbiDQoRPEEBJHIDbgoLmjR7WaWSyBYagNgXs0ydA0W8sZmGgmLXEFpTono8EQDhKG4Bnal5MS97Dts53UV/qJSUzrlu9jccmBbhCwh6NsLLsclA9BAuupKMLVnUftkVEp9QbwxkHHbglRdmYkZOoyrWcGWx79327UHXawUWPNnXWgMz/YraOaUkwEFIhYLdc0ETRO4NSBwmaLJMQCOCI0p8EwGKKJFUt83+MYNn0I29ZtobrkW2L6ZB7x3JBePU9CKRx2GQ7lp945mEb3EGzxADblDYrkmPBkWOx94z0jQZO7BzuQRC5Bj/93WK0mhCXozRXYrMAMZtsHOIL7/UWnsn7y6WdYtPiX4HBy2+23s2TJks7JJY5OWwiffvopubm55ObmMnbsWF55pSUIblkWubm5jB49mgsvvJDa2trO1W8wdBFPvEXOtFFkj8jEV1NCecWRzaXotfMklI3lL8Jn9aPKM4P62JHYjvjmdDVKnGHzDBgl0R7BfP/NE8jiD50Z3ISIVhgOq8UasNwtCsMZHzppXYQYPXo0eXl55Ofn8+abb3L11Vc3pwWJi4sjPz+fzZs343a7WbZsWVRlNfRuxLLIOCGHMeOT6J9aRmnp4c/Ozh40pHuF6wkoH5avmHr3iXhjRqMckc2eeExFKK+9FvLzQ5xUsbSsltz0KCMtLpo2tOzn5sIDD4Suc9euXcydO5dJkybx+eefM2zYMJ5++mk8Hg/Z2dnk5eWRnp5OXl4e119/PatWrerUe9m1axfz5s1j8+bNACxZsoTq6mpuu+02Zs6cSW5uLp9++imVlZU88cQTnHLKKW2u93g8za+9Xm/I3FDTpk1j48YOUnMYDEeKw4UrcxzZzjwSPAfYuiuNOI90OZtsZicX8DoqUAqHXYUoL3WxY/F1ctnV7sZYEoegAEeLBUAgONxm6xpbt25lwYIFbNy4kaSkJJYuXdqtEgejpqaGtWvXsnTpUq666qqgZT755BNGjRrFmDFjWLZsGc6DckL4fD7+9a9/MWbMmLDLazDoCXiTSB+cRe6IIpTt67L76dPP14dPvkihfFg+vRyr30qhNu7UqCkIOMYsifae+PH7A/697vftDRo0iKlT9eI///Vf/8VDDz3E9deHdxL5pZdeCsD06dOprKykvLyc5INSmE6aNIktW7bw5ZdfcsUVV/Cd73yH2NhY6urqyM3NBbQl8aMf/SisshoMzTic0Gc08c4+5MRsoXBfEt/uiz1kZb1QzJk5u+NCPRix67DsKurcI/A5+6Ec0V8/95hSEu1ihS+f8cGunKZ9p9OJbesRSV6vt917FBQUcM45OifNwoULmTdvXvO1wa4PVWcwRowYQXx8PJs3b2bixInNMQmDISqIQMJgXO5EhrrWkZziZ/vOeLzeQ5MkHsynn+cx7PgTIiNnN+PwVwJ+quOmYFsdvNEIYtxNEeCbb77ho4/0MqDPPfccp50WWEI0O5v167V5/PLLL7d7j0GDBpGfn09+fj4LFy6kb9++FBUVUVJSQn19PStWrGhT/oUXdKrxDz/8kD59+tDnoF/X119/3Ryo3r17N1u3biU7O/uI36vB0G24UyD9VFISfeSOqqJPH5123G5n7mn5YS7OFU3E9mL5ilHipKaHKQgwSiIijBgxgqeeeoqcnBxKS0v5yU9+AsCtt97K4sWLmTZtGlYX1710uVzccsstTJo0iXnz5jF8+PA251NSUpgyZQoLFy7k8ccfP+T6Dz/8kLFjx5Kbm8v555/P0qVLQ2eENRiihSsR0ifjcjs4KbuMrAFQ2s7aFEfLPAmHXYPTV4TTVwSA1z2M2rhJKIengysjT1RShYeLI0oVHiYOHoUUCWbOnMmSJUuYOPGoXacpbET7+2A4TPz1ULEZ6vZTVJnGjp1OlNJLxbbO//Tw439i0Y+ujp6c7aF8OOxKRPnwW6k0uIbid/RBOToRbOmAsjI47ji9HQ49MVW4wWAwdB4rBlLGQ8y3ZMpmknNiqahLZN8+7YKKiYH4eHpkPEJsL5ZdiRKLetdQfM4sPRHuKMEoiTCTnZ0dUSsC6PRcC4PhqEIE4geCOxl3+UYyHEVkjEqjts5i+3atLGJjtLvGtvWa4kqBJwoeHLG9iKpBlB/bEU9tzFh8zkw9evIow8QkDAbD0YUrAdInQ9JJ4D2Ax1XF6OF1DBlYxbq8T6goqaayQhEXpy2MkhLoYPBg96AUlr8cKxBnqHcNoyZuKjVx0/C5so5KBQHGkjAYDEcj4oDE4yA2Ayq34lA2A4em8NNFV3DCoATirSIshwPlSqKiys2uXS1uKY+nm6dCBWZGO1QdDc4sGtwnYDvCtPReFDBKwmAwHL24Etssk/reJ28y/rRfgq8OvEVI9U6SY8vJGZlIRW0cRft8VJZUg2ogIcGBwxWjM6keRi41UfU4/FWAjc+ZQa1rfI8bvtodGCVhMBh6DfX19fqFMw4ShkD8IPAW46jaRkpsESlD3TQMy6K4MoOvvmgk1VNEvLMIUT4UAuLClliUuIIqDlH1iF2NQ/nxiwevezg+Z2bEk+4dTDgHqZqYRA9j1apVrF27tt0yu3btYvTo0RGRJ6ELK9Y/+eSTLFq0qFvq/d3vfhfy3Ny5cxk7diyjRo1i4cKF+P160PyVV17J0KFDyc3NZfz48c0TGA3HDpdddlnbA+KAuL6QMRUyp0O/WbjTRzDguHTGTelPsW8se+0zqPZMpy52PA3OLEBw2NVYvgNY/mIsfzFOXzGWrxiUj3rXMKo9p1HjmU6je0jUFITXCwcOQFGRVhLxYRowFTUlISJzRWSriGwXkRuDnF8oIptEJF9EPhSRkdGQM9J0RkkcC7SnJF588UU2bNjA5s2bKS4u5qWXXmo+d99995Gfn88999zD1Vf30PHyhrDx5JNPBj8hEkjR39LlpabClClgK6GkIh6fM5P6mBHUeKZQHX86VfFnUu05nWrP6VTFn05V/OyAYsjGdiRGbWXHxkatGPx+GDECpk6FM86Avn3DU19U3E0iYgGPAGcChcA6EXlNKdV6gdpnlVLLAuXnA38A5h5RxeuvhbJuzkmUkgsT2sscCE8//TRLlixBRMjJyeGvf/0rr7/+OnfeeScNDQ2kpaXxzDPPUFdXx7Jly7Asi7/97W/88Y9/ZNiwYSxcuJCdO3cC8Oijj5KVlYXf7+fHP/4xa9euZcCAASxfvpy4IHmVzzvvPAoKCvB6vSxevJgFCxYA2kJYvHgxK1asIC4ujuXLl9O3b1++/vprLrvsMnw+H3Pnhm7ul156idtvvx3LsujTpw+rV68GYM+ePcydO5cdO3Zw/vnnc++99wI6Hcnvfvc7lFKcffbZ/P73vw95/MYbb2xOMjhq1CieeeaZNnUnJSUBOkttQ0ND0LxU06dPZ/v27e1+Lobex4QJE7pUPiFBK4otW2DvXkhLo2V1PHGgCF9Ot65SXw9VVeB0Qk4O9O8Pjgg85kfLkjgF2K6U2qmUagCeB85tXUApVdlqN56gC0D3fLZs2cJdd93FypUr2bBhAw8++CAAp512Gh9//DGff/45l1xyCffeey/Z2dksXLiQX/ziF+Tn5zNt2jSuueYaZsyYwYYNG/jss88YNWoUANu2beNnP/sZW7ZsITk5OWTupyeeeIL169eTl5fHQw89RElJCaBTiU+ePJkNGzYwffp0/vznPwOwePFifvKTn7Bu3Tr69esX8n3dcccdvPXWW2zYsIHXXmtZkjw/P58XXng/XpduAAAMFklEQVSBTZs28cILL1BQUMCePXu44YYbWLlyJfn5+axbt45XX3015PF77rmnOcngwQqiibPOOovMzEwSExO54IILDjn/+uuvmxTnhk4REwPjxumtslIPmW0KbUQbn0/L02Q5DB8O06fDgAGRURAQvcD1AKCg1X4hMOngQiLyM+A6wA2cHuxGIrIAWAAwePDg9mvt4Ik/HKxcuZILLrigOS9SamoqAIWFhVx88cXs3buXhoYGhg4dGvL6p59+GqD5qb2srKzZ9w766WnXrl1Br3/ooYealyYtKChg27ZtpKWl4Xa7mTdvXvP177zzDgBr1qxpVjg/+MEPuOGGG4Led+rUqVx55ZVcdNFFfO97LflyZs+e3ZxMcOTIkezevZuSkhJmzpxJRkYGAJdffjmrV69GRIIeP++88zpqVt566y28Xi+XX345K1eu5MwzzwTgV7/6FXfeeScZGRlBc1YZejfr169vzpbcFUQgKwtSUqCgAPbvh+Ji7etPTKTLix8dKXV12mpwueCEEyAzU1s90SBalkQwZ94hloJS6hGl1PHADcD/C3YjpdRjSqmJSqmJTZ1NT0IpFdQd8vOf/5xFixaxadMm/vSnP3WYKvxgYlol17csC5/PR0FBQfO61cuWLWPVqlX8+9//5qOPPmLDhg2MGzeuuR6Xy9UsV9P1TQST9+abb26+N8CyZcu48847m+tsslCCyRUqP9iR5g2LjY1l/vz5LF++vPlYU0zinXfeiVhw39BzuPLKK4/o+rg4GDYMpk2DWbOgyXtVVBT+CXmtA9Ei2rKZNUvnY4qWgoDoKYlCYFCr/YHAnnbKPw90/HjZA5k9ezYvvvhicydaWloKQEVFBQMG6NWmnnrqqebyiYmJVFVVtbn+0UcfBcDv91NZ2doL15aD04lXVFSQkpKCx+Phq6++4uOPP+5Q3qlTp/L8888DtHH13HXXXc33BtixYweTJk3ijjvuID09nYKCgqD3A7240fvvv8+BAwfw+/0899xzzJgxI+Rx0EqssbHxkHtVV1ezd+9eQMck3njjjUMy4BqOXZ599tluu1dMjH6CnzpVKwvb1h14kK9ll7BtrRAqK7W10rSBdidNm6bjJP36QReTQ4eFaCmJdcCJIjJURNzAJcBrrQuIyImtds8GtkVQvm5j1KhR3HzzzcyYMYOxY8dy3XXXAXDbbbdx4YUXMm3atDYpus855xxeeeUVcnNz+eCDD3jwwQd57733GDNmDBMmTGDLli2drnvu3Ln4fD5ycnL4zW9+w+TJkzu85sEHH+SRRx7h5JNPpqKd3Py/+tWvGDNmDKNHj2b69OmMHTs2ZNn+/ftz9913M2vWLMaOHcv48eM599xzQx4HWLBgATk5OVx++eVt7lVTU8P8+fPJyclh7NixZGZmsnDhwk62iKG3E9OZ5eu6iEiLssjJgepqHSdobNRbQ4Pu9KurobxcWwOtO/+Dt/Jy3flnZur7TZ6sLYapU2HIEG01RGngVFCilipcRL4LPABYwBNKqbtE5A4gTyn1mog8CJwBNAJlwCKlVLs9ZE9MFW7oWZjvQ+9m69atnHTSSWGto6EBvv5aj4ayLB1AtiztqmpKXR4To0chOZ36nEhLOXfPGTDVTI9MFa6UegN446Bjt7R6vTjiQhkMhqOa5557jttuuy2sdbjdcNJJejsWMDOuDQZDr+HUU0+Ntgi9jmNCSfSm1fcMh4/5HvR+qquroy1Cr6PXK4nY2FhKSkpMB3GMo5SipKSE2NZrXRp6HZs2bYq2CL2OXp8FduDAgRQWFlLcNMbMcMwSGxvLwIEDoy2GIYw0pZ0xdB+9Xkm4XK6Qs5kNBkPv4rHHHgt74PpYo9e7mwwGw7FDWlpatEXodRglYTAYeg0zZ86Mtgi9DqMkDAZDryFUNmTD4RO1GdfhQESKgd1duCQdOBAmcboLI2P3YGQ8cnq6fGBkPFyGKKWCZkjtVUqiq4hIXqip6D0FI2P3YGQ8cnq6fGBkDAfG3WQwGAyGkBglYTAYDIaQHOtK4rFoC9AJjIzdg5HxyOnp8oGRsds5pmMSBoPBYGifY92SMBgMBkM7GCVhMBgMhpAcU0pCRH4rIhtFJF9E3haRrBDlrhCRbYHtigjLeJ+IfBWQ8xURSQ5RbpeIbAq8l7xgZXqAjHNFZKuIbBeRGyMs44UiskVEbBEJOdwwyu3YWRmj0o4ikioi7wR+B++ISEqIcv5A++WLyGvByoRBtnbbRERiROSFwPlPRCQ7EnJ1UcYrRaS4Vdv9T6Rl7BRKqWNmA5Javb4GWBakTCqwM/A/JfA6JYIyzgGcgde/B34fotwuID1K7dihjOhlaXcAxwFuYAMwMoIyjgBOAlYBE9spF8127FDGaLYjcC9wY+D1je18F6sj3G4dtgnw06bfN3AJ8EIPlPFK4OFofPe6sh1TloRSqrLVbjwQLGp/FvCOUqpUKVUGvAPMjYR8AEqpt5VSvsDux0CPy23dSRlPAbYrpXYqpRqA54FzIyjjl0qprZGq73DopIzRbMdzgacCr58CzotQvR3RmTZpLfvfgdkiIj1MxqOCY0pJAIjIXSJSAFwO3BKkyACgoNV+YeBYNLgK+FeIcwp4W0TWi0g0k+iHkrEntWN79JR2DEU027GvUmovQOB/ZohysSKSJyIfi0gkFEln2qS5TOCBpgKIZIrYzn5u3w+4bf8uIoMiI1rX6HXrSYjIv4F+QU7drJRarpS6GbhZRG4CFgG3HnyLINd26zjhjmQMlLkZ8AHPhLjNVKXUHhHJBN4Rka+UUqt7kIw9oh07QdTbsaNbBDnWbe3YnnxduM3gQBseB6wUkU1KqR3dI2FQOtMmYf/+dUBn6n8deE4pVS8iC9GWz+lhl6yL9DoloZQ6o5NFnwX+yaFKohCY2Wp/INpn3G10JGMgWD4PmK0Czssg99gT+F8kIq+gzdtu69y6QcZCoPWT0UBgT3fJB136rNu7R1TbsROEtR3bk09E9otIf6XUXhHpDxSFuEdTG+4UkVXAOLQ/Plx0pk2ayhSKiBPoA5SGUaaD6VBGpVRJq90/o+N7PY5jyt0kIie22p0PfBWk2FvAHBFJCYzmmBM4FhFEZC5wAzBfKVUboky8iCQ2vQ7IuLknyQisA04UkaEi4kYHDyMy8qWzRLsdO0k02/E1oGl03xXAIZZP4HcSE3idDkwFvgizXJ1pk9ayXwCsDPXAFS0ZA4q3ifnAlxGUr/NEO3IeyQ14Gd0JbESbegMCxycC/9eq3FXA9sD2wwjLuB3ty8wPbE0jNLKANwKvj0OPltgAbEG7LnqUjIH97wL/QT9VRlrG89FPc/XAfuCtHtiOHcoYzXZE+/DfBbYF/qcGjjf/XoApwKZAG24CfhQh2Q5pE+AO9IMLQCzwUuC7+ilwXCQ/207KeHfge7cBeA8YHmkZO7OZtBwGg8FgCMkx5W4yGAwGQ9cwSsJgMBgMITFKwmAwGAwhMUrCYDAYDCExSsJgMBgMITFKwmAwGAwhMUrCYAiBiCSLyE9b7WeJyN/DUM9tIvKtiNzRTpnjA+mkq7u7foOhPcw8CYMhBIE1CFYopUaHuZ7b0Om2l3SibLVSKiGc8hgMrTGWhMEQmnuApif4+0QkW0Q2Q/OCMa+KyOsi8rWILBKR60Tk80A21NRAueNF5M1AltkPRGR4R5WKyIxWC9F83pQ6xGCIBr0uwZ/B0I3cCIxWSuVCs2XRmtHoZHax6PQPNyilxonI/cB/Aw8AjwELlVLbRGQSsJSOM31eD/xMKbVGRBIAbze9H4OhyxglYTAcPu8ppaqAKhGpQOcDA53DKCfQwU8BXmq13k1MJ+67BviDiDwD/EMpVdjNchsMncYoCYPh8Klv9dputW+jf1sOoLzJEuksSql7ROSf6ARxH4vIGUqpYBmLDYawY2ISBkNoqoDDjgcovVzu1yJyIYBoxnZ0nYgcr5TapJT6PZAHdBjHMBjChVESBkMIlF4UZo2IbBaR+w7zNpcDPxKRpnTknVnn+NpAnRuAOkIvYWswhB0zBNZgiDJmCKyhJ2MsCYMh+lQDCzozmQ69OJHBEDGMJWEwGAyGkBhLwmAwGAwhMUrCYDAYDCExSsJgMBgMITFKwmAwGAwh+f9kaHqLQNVGuQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_curry_mean,palette=['blue','orange'],hue='Shot_type',sd='sd')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution(df_curry_mean,palette=['blue','orange'],hue='Shot_type',style='Shot result')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare Curry to global behaviour" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def averaged_evolution_two_df(df,df_curry,sd=None,hue=None,palette=['blue'],style=None,size=None):\n", " \n", " ## rename columns to have good labels ##\n", " df2=pd.concat([df,df_curry],ignore_index=True)\n", " players=['all' for k in range(len(df))]+['Curry' for k in range(len(df_curry))]\n", " df2['Player']=players\n", " df2=df2.rename(columns={\"Time\": \"time [s]\",'D':r'$<\\delta_{d}^*(t)$> [feet]','T':r'$<\\delta_{t}^*(t)$> [s]'})\n", " \n", " ### plot ###\n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{d}^*(t)$> [feet]', data=df2,palette=palette,ci=sd,hue=hue,style=style,size=size)\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize='small')\n", " plt.show()\n", " plt.clf()\n", " \n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{t}^*(t)$> [s]', data=df2,palette=palette,ci=sd,hue=hue,style=style,size=size)\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize='small')\n", " #plt.savefig('Comparison_curry_t',dpi=72)\n", " plt.show()\n", " plt.clf()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "averaged_evolution_two_df(df_plot_mean,df_curry_mean,sd=None,hue='Shot_type',palette=['blue','orange'],style=None,size='Player')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Curry superimposed shots" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 2)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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06f3jOA4mkwlGo9GtjatstVrwPA9hGB6koTQRERER0WUk4HOd4EsxWHST27PPDxHR3do78KOUqgP4BQB/WWs9BfC3AXw3gB/AWUbQf73rdlrrL2utP9Zaf9zv92/hkA/LcRz0ej20Wi2sViucnp4ijuNbue9OpwPXdTGZTLBarW7lPomIiIjo3XOTqVzFP69z25venhk/RER3a6/Aj1KqhLOgz9/XWv8iAGitX2mtM611DuC/B/CDhzvMu1er1XB0dIRyuYzpdIrBYHDjYI1SCr7vw7ZtBEGANE1v6WiJiIiI6F2R5zlevXqFJEmufNvbCvzcpFSMgR8ioru1z1QvBeDvAPi61vqvF77+tHC1Pwfg927/8O6XbdvwfR++7yPPcwyHQ4RheKP0VMuy0O12AeBWS8mIiIiI6N0g68frrCOLwZerBmBY6kVE9DjtM9XrhwH8BQC/q5T6rddf+ysAflIp9QMANIBPAPw7BznCB8DzPJP5M5vNsFgs0Gq1UKlUrnV/tm2j2+1iOBwiCAL0ej1ONiAiIiKivdwkc2Y7eHOVNShLvYiIHqd9pnr9OoBdZ4Rfuf3DebiUUmi1WqhWq5hMJhiPxyYAdNVRlgBQKpXg+z5GoxGCIIDv+wz+EBEREdGl7qtPD0u9iIgepytN9aKzgE2/30ez2cRyucRgMMB8Pr/WfZXLZbTbbSyXS4RheMtHSkRERERvo5uUTN0k8MNSLyKix4mBn2u6rdHv1WoVjUYD8/kcURQd4EiJiIiI6BCyLMNyubzzx72vBs0s9SIiepz26fFD55DR77PZDNPpFKenp6Yc7CoajQayLEMURbBt+8q3JyIiIroOafC73fBXLnmemwtw1vewVCrd5yE/KHEcY7FY4Pj4+E4f9zZ7/FzncS3LulGZGAM/RER3i4GfW1Cr1eB5HiaTCSaTCRaLBdrt9pV6/7RaLWRZhslkAsuy4HneAY+YiIiICGbzal9RFKFUKqFWq6FSqbzz/QmLQbG7ftzin1dx01IvpRSUUld+7OL1WepFRHS3GPi5JTKp67rZP0op+L6P4XCI8XiMXq/HHTUiIiI6qHK5jFarBQDmA70EcyzLMhelFLTWWCwWmM1mmEwmCMMQlUoF1WoVruve549xb4qZN3cZBLtpqZe8ntfJ2pH3BDN+iIgeDwZ+btlNsn+UUuh2uxgMBhiNRuj1enAcvkRERER0GKVSae+NJqUUarUaarUaVqsV5vM5FosF5vM5LMtCpVJBpVJ5p4JANwn8aK2RJAkqlcqNHveq8jyHbdtI0/RaPX4kOHjXE8GIiOj62Nz5ACT7p9VqYbVaYTAYYLFY7HVby7LQ7XYBAEEQ8MRIRERED47rumi32zg+Pkan04HrupjP5xgOh3j16hWm0+m1hl48NjcJwCRJgvF4jDRNr/241y31sixr4372VSz1uu5EsOvcloiIbobpJAdUq9VQLpcxmUwwHo+RJAlarZY52RZprc3OmdTOx3GMIAjQ7Xbf+Rp6IiIieniUUibTRzJYFosF4jhGHMfwPA/VavWt7V1Y7LVzld6O27e97uNet9RLMsqvW+qllLpyYE8ey7ZtBn6IiO4YAz8HJpO/oihCFEVYrVZot9sol8vmOovFwuyMOY6D+XwOrTWWyyUmkwnW6zWePn16jz8FERER0cWKQaAsyzCfzzGbzZAkCWzbRrlchuu6cF13Zym7TBGTwMJjcBtj1e/jtjcp17ppjx/btrFer690WyIiuhkGfu5Io9GA53kYj8cYjUao1WpwXRdRFCFNU5RKJRMQkqDPYrHAaDTCyckJZrMZjo+PUavVHs1iiIiIiN5Ntm2j0WigXq9juVxiPp8jSRLM53MAZ6XtruuaYE+WZSaLxbIsVKtVVKvVB9/r8DbGqt914Oemk7kcx7lRqdd1gkZERHQzD/ts+pYplUro9/sYDod49uwZ8jxHt9uF7/sbjf2UUvA8D57nod1u4/T0FIPBAC9fvjRNFWu12pVTiomIiIjuUnFNAwBpmmK1WpmLUgq2bcN1XZNJslwuTamY67qoVqsPdnT8fWXtbI9G39VG4KLHvUnWjmRkXacxNMBSLyKi+8DAzx3KsgzT6RTr9RqNRgNZll1aI62UwpMnT1AqlRBFEQCYxVClUkGj0Xjwu2FEREREwFkJvOM4qFar516nVqshz3PM53PM53NMJhNMp1MzOn7fKWSHVhyHft0myze97fbf973dTUq9lFIbzaH3DcjJY8ltrxqwIiKi62PE4A7keY44jjGbzQDApD5rrc1iZrVaodPpnHvy7HQ6yLIMaZrC932sVivMZjMsFgt4nodGo/FgFkJEREREN2FZFur1Our1ulnzSM+gh5IFdN3gi7hpqZdlWcjz/MaBH601BoMB2u02XNe98LbF/kDytX1fAykxu+5EMSIiuj4Gfg5Ia43ZbIY4jpHnOarVKhqNhinRUkrB933MZjOEYYggCOD7/s4TqFx3OBwiDEP0ej3U63Vz/0mSoFwuo9FoXHjSJiIiIgKAMAyR5znK5TI8z3uw2RfSEHo7C2gymcBxHPP9Uql0p5tgNw383LRMzHEc5Hl+pYyhYp8dKddK09SU4F0W+Cne9qrHXiwTu+ptiYjoZhj4OZD5fI4oipBl2aUZObVaDZZlYTweYzgcotvt7lx82bZtgj9BEKDX66HRaKBWq2E+nyOOYwyHQ5TLZdTr9Y3JYURERERFSikzTAI4C7CUy2VUKpUHWUa+nQW0XC6xWq02mkbbto1arYZqtXrwQFYx4HKXgR/JvLlO5kwx48eyLGRZZloOXBZA2s4Wktvs23Nyu0zsOiVuRER0PQ/vrP7ILRYLM6nLdV10Op29MnAkXbkY/Nl1Ii2VSuh0OgiCAJPJBJ1OxyyEarWayQAajUZwXReNRoMBICIiInpDs9lEs9nEer1GkiRIkgRRFCGKogdfRi5ZPiJNU6zXa8znc0ynU0RRdPBhGLdV6nWTJslXfexdpV77Bn7k+9ct1ypOE7vqbYmI6GYY+Lkly+XSNG52HAe+75sJFvvyPA++7yMIAlNrves+PM9Ds9nEdDqFbdtoNpsAzk7EEgCSDKDRaIRSqWTGyRMREREVSYmUDJ6QXjqDweDRZBFL0+hKpYL1em0GYchkMCkxkott2yiXyzcKbBUDFzdp0HydjB8Ab2TOpGl6aabWrsDPvgEolnoRET1eDPzc0Gq1Ms2ZbdtGu92+cFLFZcrlMvr9PsbjMYIgQLVaRavVeqPvT71eR5qmiOP4jekYSimT5rxYLBDHMYIggOM4JgD0EEeiEhER0f2ybdsModjOIm61WhcGSqTsSoIK8iFfxrXfFcmObjabmM1mWK1WyLLMlEgVgx0SAPI8D+Vy+Urro/tq7rwr4ydJEgRBgKOjowuDP8UeP9IcWjJ+LjuOXaVe1wn8sNSLiOjuMfBzTev1GlEUIUkSWJaFVquFarV6KwEVx3HQ6/UQxzGiKMJyudxZMtZqtZBlGcIwNM0Ni5RSqFarJgAURRHG4zFs20a9Xr+14yUiIqK3y3YWcRRFGAwGqFaraDabG/1zimui8ziOg3q9fqeTuIpZ0dvyPEeSJKbHkfQIkhIyuVzUJ6gYRLlJj5+rBkCKQSu5HwneZFl2YeBnV/AmTdO9jmNXqddVG0s7jsOMHyKie8DAzxWlaYooirBYLGBZltkVu+1FjFLK9OeRvj/1eh2NRsM8llIKnU7HNHvu9/vn1rFXKhVUKhUkSYI4jhGGIaIoMos6BoCIiIhom2QRVyoVUzqVJIlZoxTXRM1m06wpZMy41tqUXk0mE7P2uO/NJ8uyzOaY1nqjWbRkOgFnASvJXJJsFcuyUKlUNkqfrpu1s/33q9y22GdHAjASALrsttcJ/Nx2qRczfoiI7g4DP3vKsgxRFGE+n5ugjEzjOiTXdXF0dIQwDM1iq91um+wey7Lg+z4Gg4GZ9HXRQsrzPHieh+VyiTiOMZ1OEcexaYD4UEe5EhER0f2RwE61WkUYhgjDEMDnmUH1en1jDVH8u/TeeaibT0oplMtl08dIAkGr1Qrr9doEVrIsM+PToyjCarVCmqZotVrXztqRx7uK7eCNBNm27/eixy0GfrIsM/dzlce96rHLVK9ifyEiIrobDPxcYjvgs2txc2hKKbTbbVQqFUwmkzeyfxzHeWPS12VkgSPp2VEUIY5jVKtV1Ov1g03AICIioodpPp/Ddd0LS4Ucx0G320WSJFiv16hWq3uvGWTzabVaIYois/l0XwEgrTXCMEStVtvoXbQdCNqW5znm8zlevXplBnvYtg3P8+A4DmzbNplCFz22PNZ1g0aShXTVjJ9iDyatNdI0RblcNgGk816HXUGjfY9dsr+KWesM/BAR3R0Gfs6xHfCp1Wr3HhCRxs+yUCpm/8jY1SiKUCqVUK/X97rPUqkE3/dNo2iZ5FGpVFCv1x/sGFciIqLHTCn1FQB/GsCp1vqf3fH9HwHwywC+9fpLv6i1/muvv/djAP4GABvA/6C1/i9uejx5nmM6nUJrjU6nc+kkUAniXIfruuh2uxsBoNlsdqclYFprBEGA5XKJPM/h+/7et7UsC/V6HVmWwXVdkwEURdHG9WRzTqamlUolExAqNmi+LFiz69jlOLZHsu8b+JHjk6bXjuNgtVohz/Nz17rFoJE8/nnBm/V6bX7+7WOWx36MpV55nmO9Xptg2WVT1IiIHoq36rdVmqbI8xylUunai4aHGPApsizrjewf6TPUaDSQpimm0ylKpdKVRq86joN2u41Go4HZbIbZbIbFYvFoxrgSERE9Mj8L4G8C+HsXXOf/0lr/6eIXlFI2gL8F4F8F8BzAP1FK/QOt9R/c5GAsy0K/30cQBAiCAI1GA41G4yZ3ealiAGg6nSIMQywWC3Q6nSutuyTj5irZ2JPJBMvlEq7rIkkSZFl25bWe1tpsvpXLZTx58gRZliFNU/NnmqZIksQ0jwbO1lxaaywWC9Tr9Vsp9brKSPbtwA9wthG4b+BHnJe1k6YphsMhtNao1WpoNpsbxwxcvyH2XdNaI45jU9a3HVirVqtoNBoP5nMCEdF5Hm3gJ89zzGYzc1JN03TjBFIqlTamMlz2CznPc8RxjNlsBq31RsnTfdee71LM/pFJGu12G+12G2maYjweo9frXXknQiZg1Ot1zOdzM8b1PqZxEBERva201v9YKfVd17jpDwL4htb6mwCglPp5AH8GwI0CP8DZGqDX65kePOv1Gu12+2Dl7ZI9sV6v4Xme6R80GAzQbrcvzSjK8xyTycRME5Ox8a7rmnXgLhJgajabqFQqePXqFWaz2bkTwM5TzIDJ89xkuOxae2VZZn5WyXQKw9A0lJZjljKx8+5HHhfYLPXaN+NHjlNuL/+WDO+LAkfFht3n9enRWmM8HkMphUqlgtlshiRJUKlUAGxm/Dz0wI/8LEmSmA1VyeCybdtkyS8WC7NRfNn/FekVZVkWg0VEdKceXOBHasZl90IucqKRy2g0wmq1euMEqZQyJ1ZpyAecnWBkN0hSbWVMp2S4aK1NidN8Pt/YnZH7KP65S7FpnVIKruuiWq0eJBVUsn88z9vI/ik2e+73+9cK1Egac61Ww2KxwGw2w2QywXQ6ZSNoIiKiu/HPK6V+G8ALAP+h1vr3AbwH4FnhOs8B/NCuGyulvgTgSwDwwQcf7PWA0lewVCohDEMMh8ONoRJXIR9y5VL8t6z1iqRnYRRFCILAZIvsWsekaYogCJBlmQnYSEPmxWJh7k8md8maRTb5pGej/MyTyWRjcuq+P59M+QLezIgpsm3b9AECYI6pVCphMpmYDKHic2JZlimpK5fLG311igEUmcq1b4Nmua1lWea+ZJ160e3TNMVoNDJtAnY9ngQMfd/fCOYFQYA4js1r9dBLvYqlgK1WC7Va7Y3ryBQ76ZM5m83M/5PiZwF5329vUpfLZVSrVXiex01VIjq4Bxf4WSwWZiyoXCTrRi5JksB1XfR6vZ2/iIskALSddrterzGdTk2ab7vdRqfTMSe+4i9g+SW9/ec2CUrJ3yWLKI5juK5rRqrfdsDE8zwcHR2ZwIyMWQ3DEOPx+Ep169uUUmbRJJPA2AiaiIjo4H4TwIda6+sCo68AACAASURBVFgp9eMA/lcAfwzArk+IOxcmWusvA/gyAHz88cdXSq+QhsdBEGA4HJqghQQhimSTTtZXctmVfSLrOs/zzEZcqVTCer3GZDIxZWblctmU2DSbzY3HTJLEZJV0u903glJZlpmx7JIZLY2XoyhCpVLZyO7JssysnyQzZR/bPW8uCvxsy/McjuOg0WhAa41utwvHcTaCBEmSmDIxaTgtY+SLm5FpmpqsHSnXOm+tuavUq5h9clEwRnoYrddrjEYjc39C1okSzADOyvn6/T5s28Z4PMZwODRZMhIUeWgbicWgT7vdRrVaPfe6tm2j3W6jXq8jiiLTM0nuRwJtko0mG9br9Rrz+XwjO6parV4rwEpEtI8HF/hpt9uo1WrmxFHc4QDOfokmSYJOp4N+v3/l+9daYzabIQxD2LaNWq2GcrlsFh2yO3RbwQyZ/LBYLBCGocmYuWo68WVkrHvxcZRSWCwWiKLoVur0i5PAJEuKjaCJiIhun9Z6Wvj7ryil/julVA9nGT7vF676nTjLCLp1ruviyZMnSJIEi8XClLbIB9liVnaRZFVLYEcyrqUZ8S5Swi5lZq7rotVqYTqd4vT0FLZtm8bPkllxXi8g27bNZluappjNZpjP59Bao1wuo91ub1xfekPO5/MrB36KP9NVR5vLsRb/Lc9TqVQyQZ7VaoXlconFYoEkSRDHsQmEKaUQRRGUUmg2m1gul1iv1xdOJCtucmZZhnK5bIIv5wV+ZO3XaDTQ6XQwHo8RRRFarZa53WQygeM45mtFlUoF/X4fzWYTWZaZEr1SqYRqtfrGa3JfrhL0KZJstX3JUBZ5XeX/l+u6qNfr126cTkR0ngcX+JHo/3q9RhAEsCzLZJzITk2WZVf65Qqc/SKXnjVZlsHzPPT7fbiuiyzLzKJGpjLcVoaOlEzV63Ws12uTAbRer9HpdG59l6NSqaBcLpv69fl8jjRNUSqVbu0kUiqVdjaClpMYA0BEREQ3o5Q6BvBKa62VUj8IwAIwAjAB8MeUUh8B+AzATwD4Nw94HGY9JJtvSZKYYRrF7Gzbts8dsCEZ1hexLMtMFJtMJlitVibwMZ/P8fLlS7PRdXR0tNcmnQQiJCiyvaEIwPR2XC6XSNN07/J8CaJcJ/AjAZZimdguxdHyzWbTrFWlPGw2m5mMJtu2MZ2exQslw6k4ul0phTAMTXPpPM8xGAxQq9VQqVQwGAxMkMyyLJOFYlkWwjA0wSXP8+D7PiaTCQaDgekLlec5er3eztdfgmS1Ws28VyaTCarVKubzuckwuw8y0l6ycFarFTqdzpWCgNclr22r1TKfU4IgYG9NIrp1Dy7wA3w+IlTSWyVYIv14fN/fOxVSpiZIwEh2iIq3l8yfWq2GLMtM5D0MQ4RhCM/zUKlUblyDWyqV0Ol0TGBmOBzC9/1b7/8jCycJWg0GAyyXS3z00Ue3elItNoKWANBgMIDneajX60xXJSIiOodS6ucA/AiAnlLqOYC/CqAEAFrrnwHw5wH8u0qpFMACwE/os+hAqpT6SwD+Ic7GuX/lde+fuzhmEwS6CukNc16vlG2VSgWu65pyILms12skSYI0TXF6enqljGOl1LkbYJIJBADz+XzvrOztjJ+r9KzZvq1MZHVddyMDZ/s2kk0l6675fI4kSVCv11GtVk0Wjed5ptRIysdkTVytVqG1NoE6WedWq1XTxFimxEo20Wq12ujvWC6X0ev18OLFCwwGA+R5jmazee5rIc9NscxMgnKSxXTVTd2b0FpjOp2aaV3FjKu7CvoUySRh6a0ZxzF7axLRrXqQgR8hASApl3r+/Lmpv5ZMoItO9vP5fCPg0263Lx1Lbtv2RoaOBIGSJDGLBsmquW4QSLKXgiDAYDAwu1u3TXr/lEolPHv2DH/4h3+I7/7u7771k5llWWak/Gw2QxzHGA6HKJfLaDQaDAARERFt0Vr/5CXf/5s4G/e+63u/AuBXDnFch7BerwHANCHeh6zHiqQ3j2S6SMZxuVxGrVa71lqqOKXK8zzM53PTf+iydZ7c7rKsnYtuCwBBEJjAy2w2A/B5uVye54iiCOVy2QRP4jhGu93G+++/j+l0ik8++cRkXklz6+J6tvhz5Hm+0XKgXq+j1Wqh1WqZoSlSdiWZ6s+ePTM/Z/E1kbI5CZwVv5ckCbTWZtO0GFgBNntpVqtVxHGMRqNxkGEou0ynU8xmM/PeKZVKpjTxvklwdblcmoyuOI5RqVTuNTOKiB63+//ttgdJIW42m3jy5AkAmDpzmZpVTIWUDB8pcWq1WtdaDMhJoNlsmhNpsfm0NNm7ThBImt0FQYAgCEzmzG2zLMs0PvzWt76Fb37zm3j69ClardatN2VWSplJYMUAkOu6plHjdRV3rYrT3bb/vf067HpdimnPstt2Ud8BIiIiuj4J/Fw2anxfxYxjWQ8GQYBSqYRGo3GlNV+xEa9kzAyHQwAwjaclK2Y7KLCrufO+lsslwjA0JUZPnz6F7/tm3LusO+VYpEeOrDklOCUBo1arhePjY1OCZ9s2oigyfXmkV01xrZRl2UbgSqZ8CfnZZULX8+fPTTNimYBWKpXw5MmTjTXUdDpFHMcAPs8SkwbUothTqLhxeBe9fqRfUa1W29mP6KGQMrBinyrpAySVCBywQkT7ehSBH0nHlFIp4OxEURwzLs2aZTfJcRxzoroNruvCdV1TIy417pKGLCMZrxIEsm0bvV7PpHKu12u02+2DBCAajQa+8IUv4OTkBKPRCMvl0oyhvG3FAJCU6sn4T1mQFUe6yt+lSWTxIsGdq5LpIsDmok7SmnfZ7lNQnCxX/B6DRERERPu7TsbPPiQDRcpjZAy8rNf2yTguBmtKpRKOjo42JpNJAGY6ncJxnI3S/+LEWGnAXLyvYpnatlevXmE0GqHb7cLzPLiuC6WUWW8CZ1O0tNYmMJIkCWq12kawRho0y2M4jmMaDa9WK0RRhDAMEcex2WAsBl2Kx2dZlnmt5PtRFKFaraLT6WC5XMJxHGRZhtFoZCaISS8m+fp8Pofv++h0OhsDTtI0NUGoYrBMmnEvFgs0m82DlzSFYWgmvw0Gg43vSVDrJpuVt01K4hqNxsbzGYYhXNc11QgMAhHRRR5F4Gc6nSLLso2x5NIgTrJLXr16hTAMYVkW2u32XmVd1yG7LBJQKgaBdjWj3uf+ZIy8lKX5vn+Qk169Xke/30cURcjz3DSAbrfbN0pt3Q7SbP9dRrIOh0O8ePHCvHbbQbntAIvjOBtZOcXMnOJlOxCzWCwwmUwuPAGWy2V4nmd2t+QiAajlcrlzUknxWCVAJBdZbNm2zcAQERHRa7ed8bNNKWWyv2XDSUrOL+o7I82c0zSFbdsmCCHj5oUMAZG1ngRh4jhGt9tFvV7HYDBAEASmrEmyhSSQU2yErbXGcDhEo9HA8fExnj9/biaXSQZ7mqamvKfZbKJSqZgWAUmSmAweebxi8EaeZ9d10e12sVwuMZ1OEQQBwjA0AaDLMn4k8NRsNs1jSC+h+XyO09NTTCYTE+SaTCZYr9emHC+KIjSbTbRaLbOJK32DilPhAJjsrTiOb33ybZE8hmRGbQcHpR/VoTLxb6I4MCZNU7MBLc9rpVK503I5InpcHvxvhtVqZdIxt0/ceZ5jOp1iPp+jWq2i1+vBsizM53OTBVStVlGr1Q72S7DYjX+7GbXruibAcVkgQKZhjcdjDAYD+L5/rRreYhYNgI2dHGkct1wukWWZOcmenp6aINqurJvtDJztUqvLWJYF13VxdHRkJnNIkEUaPd5GFk0xmCW15ts/v+zcLZdLLJdLkyZdqVR2vkeKTRG3g0PyXMuOV1ExEFS8cDeGiIjeJWmamg/Z6/UaWZYd7Fwo6xzplRPHMQaDAarV6huZJIvFAuPxGKvVCkEQAICZ+loM2Mi5u1QqIUkS2LZt1n6ynhqPxxiNRmi32+j3+1BKYblcmjWP4zhot9toNpsmY71SqeD999/H0dGRGTU/mUwQx7HJBldKmVKkUqmEXq+HIAgwHo9RLpfhOA6SJDEf+sMwxHw+N2s8WVtprU1QbDgcYj6fo9/vw7IsTKdTs0FXXNdJHyVZQ0u2ltxnrVbDkydPsFqtAJz19Gm32yaDSfpsDgYDVCoVUzJWq9XMNLDhcIjZbIYnT56YrKf5fG7KyG6bTDGL4xhHR0fodrtvvBfldTh0Jv5NydSver3+Rs+rarWKer3OABARbXjQvxHkl6/Uche/Ls3OAJhffHJCr9frJmBU7AW0bxDmurabUc/nc4zH443spIsyeTzPMyf14XC40fRZUmh3BSGKl33qyyUVdzgcot1uI4oivHz50qRGF08UxV4429k3u/rk7Ns3pxggk7Kzm2RorVYrjMdjZFmGRqOBRqOx83qlUslMb9veKSlOtpDnQClldv8uIq+F7BzKRRZzwrIsUzP/kBoJEhERHYJk+1QqlYMHfkQxM0XWGovFAo1Gw5RKrVYrk3Ut66pqtQrbts0mkdyXtBKwLMtsWCVJYpohAzCZLTJAQ9abMiI8iiL4vm8yMmq1mln3yNrDdV2Mx2N89tlnpslycd1o2zZ838fp6alpAi0NmFutlulDOZ/PzX3neb5RFiYbi7JOlalgspG6Wq3g+74J6EjWS3EtI9lPp6enODk5MZuz5XLZZAZJAE6e/9FoBADwfd+8PnEcmybL0jMziiIsFos3sm1k/XaTxsanp6cIggBPnjwxm8W73judTgelUgnT6RRpmsL3/Qe9cVfseRXHsfn8I5vfbAZNRMADD/xIg+Zut2sCCHJyStMUnue9EagQslOzKwgjXfEP9YG7mIq5qyN/tVrdWXcuuyyNRgODwQCffPKJWQyclx5dLIuSJm9SIlXsbSN/ym5OrVbDcDhEnuf44IMPsFwuTQmYpBUfspeNlMPJYmg0Gl2pJr8oiiKTNtzr9fa6vW3bJhiXZZmZ3Cb3JXX8+47PlIDXrpOr9Btar9emD8BsNtuYcCHvV0kHf4i7S0RERFe1Xq9Nmbys3w4x7XM8Hptei8KyLDSbTVSrVbPJIxkly+XSnHclWFOv182Gm2T0yrhvCWSkaYowDDGZTJAkCd577z10u13Tu6bZbG6cw7XWmM/nZsDGhx9+iMViYdZqwFmwQdZfq9UK3/zmN+H7vinn2tbpdExvo/V6jdFohOPjY/R6PZNR0+v1THPofr9vptU6joNerwetNT799FMkSWKyskejEU5OTvDq1SszXl0m3M5mMwyHQywWC2itkSQJ0jQ1k71qtRps2zZZSxJ4k+dFJo1J4EkmfjUaDWRZZnoAAWebg9vPYzGgVa/Xd24Wyrpq1xoqDEO8ePEC7XYbx8fHl67tJGOmmIn/0KfUyvu9Xq8jiiLz+ecmU++I6O3x4AI/khIMnI2rlJP4arXCdDrFarWC4zjodrt7ZYhsB2Hkl+BdZQFJmrDneSbAIXXcxQZ+24EdCUpJ6m23292oD5cmw9clO01hGEJrjV6vB9/3MZlMsFgskGXZjXv/7KNYkx9FEYbD4YUBvaI8zzEej7FcLlGpVPZOx5XMqGIvImnQbds25vM5ptMpTk9PTWqyLAAcx7nye6UY2BFaaxMMkoVlkiTm+67rolwum9sxEERERI+RBBskY+I2+/wUM21PT0/heR76/f4bARMZ+CGTtCSzut/vv3FuFtJvR4JCUhK2XC5NRos0US729ts1XbRWq+GLX/wiPvnkE3z22WdYrVYbm2vFzbosy8ygkNVq9UawQa4nk7u2G2YXew0mSWKaJjcajY3AiOu66HQ6JqAyGo3M5DDpMbRcLk0Z3Hq9Nj0QK5UKjo6OUC6XEQTBxgajbLoWB69IPx85Zvm3/OySqR3HMWzbNiV4R0dH5n0jG7nFgSGu625kvct6Tjb25LZJkuDZs2fwPA8ffvjh3utneT8FQYDRaIRWq3VuMO6uyPv9oiCOZKZJM2iZeieZZpwGRvRuuvfAj/wSlw+40uBYdhFqtRqCIECSJOYXWXEawFVITfauLKBiQ2Ypq5IAwUWXXX1vtr9e5HneRipusQxMSowsy4LjOHjvvfdMGuxyudw4id0G2SmK49j0uvF930wLGAwGN5r8VXwe5N/FP4tkYpv8vGEYmsyj7Qlbshgaj8fI8xztdvvcE3Ge5xvBFZk8cR6llJmeIO+9Z8+emQaR0vCxmKJ9HTICtVQqmWOXyRhykVJGWaDJ+5cpu0RE9Fis12uzwbYrUHGV+9m+FIMl8/kcAMwUql3K5TKOjo4wnU4xHo9Nb8b1en1hdrU0/C1mEElj6GLA56K+h57n4fj4GCcnJwDOAkmj0cgEeSQzKEkSfOd3fieSJMF4PDa9eIT0CLIsC57nbWQPF/+UwSjF8h9ZQ8ox53luGi8rpcx6u1ar4fj4GK1Wy6xJJWAmfYxKpRLSNMVnn31mAkayXnUcB9Vq1TSaltL39XqNwWAAz/PeKCGzbRutVss0LpZpW9KvxrbtjQlucRxjPp+bTHfXdWHbtlnXSvlYrVbDyckJtNb48MMPr7yOlgyp8XiMyWSCNE0P2nz6MnEcI0kSHB8fX3rd4tS7JEkwm83emAbmeR5bDhC9I+79f7r8wpaTb57n+OyzzxDHMZ4+fWoa8DYaDdOs96a2s4CCIMDz589N3Xlxatd5zpsstT2B6qJx4FL3vVgsTN27lHbJz3noVNNWq4Usy0wvJUl5dl3XnBykYd/2yXK7hEkuF03D2ofjOJjNZphMJnjx4oWpUZbHl6CZ4zjo9/tYr9emCSKAN3Z/hARZtqeFXdST6OnTp4jjGEEQmHR1qW2XnZNKpXIrU9hkESfvPQkESYPI6XRqridBIMlSIiIiuilZC8iHweK4cgAmy2LftZich2XdIqPA91XM8igOrZB+L8VMomIQqNjXZhfLsuD7Pnq9Hk5PT01fGennIudX2Qwcj8dQSm0EYYoZK/LnZWufZrOJFy9ewHVd07RZxp8DMOVnMsVrOBxiPB6j2+2a/pYymcuyLEwmE7MJJa+JZNNMp1M0m000m02kaYooisxGXnG9JJnM0lD69PQUYRjie7/3e816RB63VCqZoI88B0mSmJ44MkFMmkx7nodOp2MyiGSDU6auSZPqYj8f27bxHd/xHRiNRrBte6NfjQSAZLP2oudZAkMnJyc4PT3FBx98cO2NTMuy0O12EYYh4jjGer1Gp9M5+Nj5XYrr7H3/HyqlTPZamqamvYGUP0p7g/MGnRDR2+He/3fLyRU4+2UmOxLL5RLPnj1Dv9/H06dPTTPecrl8a79oJatCa412u43VamUCMKvVyjQBlJNi8XIbSqUSWq0Wms0mlsvlG5lAEgQol8vo9/sYjUZmaoSkHt+UNLGTMaT9ft+k4fq+j/l8jjAM8fLlSxN8kZ224uJNMmVc1905gl2uU7z+RY6OjpBlmWkKuF6vYVmW2eUBzhaQL168MAtSpRSazSYajYaZwFEcp3rd161er6NSqWA6nWKxWJhFp9YaYRhiOp0eZHrcrkDQcrlEkiTm/QLAPO/yf+k+FiJERPQ4aa1NZmwQBJjP5+a8Wiw7Lm4yyHlHzrPnTa2UBsESKLBte6Os+Tx5npusDa01yuUyqtXquQMRJHtGNsvW6/W5PWBk4002u2SClLQSkDHZctyy7vF9f+P8ut1PRrJ2LiJl5UmSQGuN4+NjZFmGTz/9FLPZDN/zPd8D3/fNY7daLUwmE4xGI1NqZds2Op2OaeYsm1LFsrHZbGayk4CzQMhgMMB0Ot0YKS9j5yXDvd1uo1wum54+pVLJrMVkAEbx+ZeAVTEII1lVksEdBAF834fWeiNrR3oGDQYDE6jbzuz2PA9PnjxBFEVmapVsUF5UriTZQ5VKBc+fPzdr0dPTUxM0us5aqdVqoVQqYTKZYDgcwvf9Ow+UyNr7KoGfIsdxTGldcdDJdo9LmW5HRG+Pew/8FOV5jpcvX6JUKuHjjz824wmlnlpOMLIQue4vpTRNMZ1OzVjO7VIhSYeUkd+3UdpzEWl6KCm720Eg+b7U6o7HY6zX61tLNZWdDAn+dDodk8kjC40gCPDq1StUq1V0Oh2z4JNF2FWyTrIsM/e7/Txsj4+X7JYwDPH8+XMsFgv0+31TWy6LMsuyTEBESgJv82QsC616vW5SmWUBIzuSs9nswqaDNyWNySXot16vTTaQvFcAmJ5SMhqViIhoFyntEZVKxYyHlize7WxYrbUpSS5+eJZSruI5SIIScj52HMec3yV7VvqyFB9juVya5r/Sc/CidUaaptBam+PZFfgpfrCN4xjtdtv8PLKOqVQqJhM6SRKMRiMEQYDj4+M3MsGvE/iR/jgyRl2eh3q9boJrw+EQrVbLBLtkJLysA9M0xXg8RrPZhNYao9FoYz2ltcZisTBNlOV5r9VqePnypSktK2ZxSeBH1mHHx8col8v49re/DeAs+9lxHERRtFEmtlgs4HneziCKTNuV0e3FQIVM9To6OjLvMQlAyvtjtVrh+fPnWK/XJtgjGeaSkS5tCmRS27bhcIhSqYQvfvGL8DwPs9kM0+kUURSZtf1V10mSOS59oqQH512QVhQALs1q20dx0Im8nsVBJ5Ipf1uZ7UR0vx5E4CfPc4RhiMVigWaziadPn5qgRhiG5gO1nACLv5QkK0LKky6Lfs/nc1MWJP1rtm8jCxYJPEnNtZw4r9tjaB/bQSD5UC8ReQCmSXWSJOeOo7zO47quixcvXuD09BSdTgcATJ12q9UygRWllBlHehnpsSO7iduZQhcdj+z8yHMhX5NFhuu6Ju0XgKn7vo3+ROcppjJPp1PTn0pGn85mM4xGI/O8HbJ2WgJvQgJBy+XSZEpJ4EzeU2wSTUREQjZQ5LIruFI8f8sH72LPPgn4yDl7vV4jSRIopUyGhlwvTVPTJ0WCLbZtv9ETUAJQeZ5jOBxiuVxeWNpT/DAsGTqiOAhCglGTycRkoMhY92KPHiknkuBClmWYTqcmO6j4swul1KXrG1lDdbtdjMdjDIdDk9WttUan00EYhhiNRmZCWLvdNpNWgc+zqCRjezgcbpTCSVbP9vMl7RKkf6Aca7FUbj6fm0yg9Xpt1hgSkCn+vHLder1+bsBL1svD4RCTycSUtwk5TslyKup0Onjx4sXGVN/i+06CQ1IKWKvVNlpCzOdzE0ST4R9S6iR9PheLxbUGvbiui16vh9FoZDJ/DrU5XFR8f13UT+o6ij1HJQgkWf/T6RSe55lMqe2enRxCQvQ4PJjAT5IkO/v4tFot2LZtdkZ830ej0dgoezmvPGr7l5AEmMrl8l61ubZtm9IhSXs9ZGnPNkkJlpOJfKh3HAfT6RTPnz/HYDAwgbKrHos874vFAsvlEgBMU71yuQzf9zeeQ+mJJP2GtgMrsstUXBwWT0ySGi7ZQsUFZnHnbHt3UYJcT548MdlIkgI+n8/NAlHSU7f7E23/HLdBFmoyAUwWaf1+3wSAirXTd5GBIwt3WSzL+0VeYwkqViqVnf8/iIjo3bLP5sj2JgNwlmEjWT/F8m+ZqFQqlbBerzEcDrFarfCtb31rI9Ai67DLzomy4XVZJo0EerIsg+u6JjiyaxCEnBNlouhgMDCZD41Gw9xnGIYAgC9+8YtIkgRxHGO1WpkpXtsZF/v0+JGWBa7rmtI1Gbsex7FZW8jmTZIkppm0KDZzlk3MV69eYTwem/VqMUBVPD4psZKR7MDnU2TzPMfp6SniOIbneaaJswTOBoOBWY9KvyEpL78oCFGpVEyAKggClMtlE1ySNYpkPG3frtFowLIsM36++L5brVYmgzxJErNZK+X5JycnsCwLT58+3XguHMcxa3vJ1h6PxxvZL/usj6Tps0z86nQ6t9aG4TzFxui3HfgpKgaBiv1I5f/jNpmax/5ARA/bg/gf6jgOnjx5cm4gppguOhqNTJ21lL0Uy6OkSbRksEgQSFJUtdZmSsG+lFKmJlg+1BdLe2Sn4NAkCNRsNuH7PqIowsnJCT799FMzCWGflExZ9MjuidT7SlO3yWRigi3bJzGp3R6PxwjDEMvlEq1Wy5Sgye6dBDuKfXauk5mUJIlpXihp2Y7joN1um9GfsnMjASAZwS6BuiiKDjaBQbJ6iou0er2Obre7kco+m81MBs5Fwcnbsl0WVvz/IdNA5PssByMioquQvj4SkJAMZcm+AD4vq8/z3GSeStZ0tVrd69xTzOTZ53pZlqFUKplNmTiOzQd06c0nfYyq1arZsEqSxPR/kYzi+XxuSrclWCNlSzIafTvj56LAjzTKlts2m00cHR3BcRyz+Sb3KWuyyWSCyWSC2WyGZrNpgibyeMDn/WwWi8XG5LFd2UdyzpcMDuBsvSBrmDiO0el04Pu+yfwGgH6/bzLtpVwuyzK0Wi1Mp9NLA16u66LdbiPLMjOtC/g8uCbruu0spWq1iul0ajLEJAgpAUsJ9kjGk9Ya0+kUz549w2AwwEcffXTu+rw49l3WadPpFLPZDI1GY6+x7bZtm+yt8XhspqgdyiEzfs5T7Ecqk3GLJXtZlplM+06ncyefh4joeh5E4AfApUEBORlLamy3290YS7ldHiVlSXJSkZPBTbvwS8ZKsa9LEARmp+C6DeOuynEcdDodNJtNDIdDRFFkmiBPp1NTGie/gIuprbJLJYuv7Z28Vqtl0rHlRFskPYHk5Pr1r3/d1AEXg083DWwUa4x3Ze3IYkcCQLKLJX12iuPqi5lTt6043lUywubzOdrttnlPyKhZeW9KcFLS7Isp77c9pUt2xKSOXsoHX716BQBot9vodrt39t4lIqK3i5zPZMDDp59+imfPnmE6neKDDz4w52SttSm3lw+Nkp2aZZnZwJEm0OPx+NKMEuDzjJ80TbFcLk2mkZT5WJZl1oSyZnMcx2xmSS/B0WiETz/91JS4FzOAKpUKSqWSySiW8qLic3BRAER6KUlzZ+DzdHmH0gAAIABJREFUta/0NCp+qJaA1WKxMJnFsqYrrodkJPtyuTR/l8yYbRJwyrIMn332mXk+wjBEs9lEv99HtVp94/m2LAudTgdaa9NoudlswvM8s6l6EWnQLSVXkt0tI+ElqJbn+UbgpFqtmsfbLhMDPs/M9zzPlBBK3yN5jqQ/5UUTq+QzhExQnUwmiOPY3PdFZELcZDIxQapWq3WQjb37CPwI+T++i+u6GI/HCIIA9Xp9Z8YZEd2/BxP42Yfneeh2uxsN1bZ/iW+XR0mDvpOTE6xWK6RpipcvX5oTfnGhchXFkfDFnYIoiu6kDEzYto2joyOUSiXTh0gmMiRJYsqt5AQrAaGLgjJKKfi+b5o993q9jWBEFEUYjUamQXae52byguu6Jh20WFp0lR2AYj1+pVIxC4XzSOClXq+b3cbRaGTqtlerFSaTycYY1tuQ5/nG2HgZiyqLTpmEtiv1V24nUzO2g2vFnS25XPXYJcAkC0zXdU12lzSFlPfscrlEvV43NdzcsSEioovIRlsURab0RsqhbNvGBx98AADo9XomG0jKdUajEeI4fqPcKAgC00/GcRzMZjOs12scHx/jo48+Mpsl28cxn88RBAFWqxV834dt22g0GvB9H3mem0xmGcogU7GAz8uvpLTI8zyEYYj1eo0oikwPIlkrdjods64Yj8emF48EfrYzgST799WrV2ZdI9m3MkV2MBhgvV5vZLJIVq6soSSzRbKrj46OTFBM1kGtVgvVatU8t7uORdYCMr3NsiyTvSVZOcWSouLzLKPZX758aTZB92lqLd/fXu+USiXTxkECJ3memyxtyZKWTT1Zb26vh1zXNdNvv/GNb2C1WuH7v//70Ww2MZ/PzUZirVYzr9Uu0rtHRp1LadplzcWl35Jt2xslgbfd9Fkyn4p9th4CyXySLLtiSSQRPRyPKvADnP1S7na7Gw3VLkoXlgyKarWKp0+folQqYbVamQbJs9kMAExQRAJBV4lUy06B9J6R+z30NDAhgRo5sQFnuySTyQRRFGG9XpsP8zI14rKfT3YwpCa70WhgPB5jNBqZRV2r1cJHH32Eer2OMAxNFku/30eaphulRbVabeduzbblcml2fXal/V52zLKrKAGg8XgMrbUJinW73b3vT4I5kp4tf8pl10lXFlCSFi19D2Qhmue5mZQi9yfNEcvl8sYkFcnMKd53cdSpZVmmoWaxQaaUdWVZZp4TmUKxrd1umywlaXAp0+7uMoONiIgehtlsZko6tpu4SgNkyYyQTR7p2+d5Ho6Pj9FsNhFFEfI8R7/fN+clGfGdpik+/PBDNBoNlMtl2LaNLMtwenpqJo1J774oijAej6GUMhM7Jegg2b6ffPIJptMpXNc1QYvpdIpSqYTFYmEySWRwR3HdWJwqJlk2cvwSeBoOh+h0OmY9V3weTk5O8OrVK/M1Cd5I+ZZ8SI/jGK1Wy2Rmz2YzDAYDEwSTABRwdm6WQIhsJsq5XDKXTk9P4XmeCZJJWwLg80wi2ZASsj6VTKj3338f/X4fn332mcnaltdtm/RoAmCCGoPBYK/eRnJ/22tPec4kcKKUMkGrVqtleki9fPkSs9kMlUrFbCrKJqaQ4KNkfcsY+larhU6nY17P5XJ5aVBGyvGlZFA+b1wWyJFyvGJJYDFr7Kbk9ZTJZw+J/P+U7K3RaLRRnUFE9+/RBX6AsyBNv9/HcDg0PX/OC65IVoPsZkjvH5lCUJyEJLspwOclXXLZ58Ov1Cg3m03MZjPMZjMkSWLqkeWEdQjSqwcAXrx4AeCsJvujjz6C67omADOdTgHATHuSy65fzJJ1IrsnjUYDtVoNT58+faNkrt1ub5zs2u022u02tNZmMtuusrKiYu241ONfR7FuWxaa8/kcz58/R57n6PV6O1+HYtNASTsvkqBOqVQyO07F8qztptTSoFEWeLtqnyW7SerTt9ODi1PRJLNILpLNJYtzec9prc0OpKQ2y22238dKKbTbbZO+Lr0NZIJJFEVmVOpdjSslIqL78fLlS4zH440JSkI2HmTTolwuo9frmQ04OSfKOWy9Xptznqw1JHBzenpqNirK5bIZHGFZFr7whS+YHjvf/va3TemPZNRaloXRaIT1em3K1uU4pNmx9O6RqWKSsSGbY8XAj4yBl0lR8n3ZKJLzqkwMk4bGxfNjGIYYj8dmw03WY57nwfd9s/7rdrtmg1HWY1mWmU2WZrNp1ilpmpp1qTRclgbU0jNJSrVardbG+kLWdPLzyAj0yWRiBlFINotMZZNNT3kutrOFipO0ut0uPM/DaDRCFEWXBjeKDam331PF95mU5cVxbAJ2Mo3L8zwzVEMyy2WTyrZtTCYTLJdL9Pt905RagjbFbK59gzKylnRd11Qa7DO9Sxp0S49JCTTdRgBEyuL2KX+8L5VKBbZtmw367aoBIro/jzLwA5yd1GSUYhAE5zYUm81mSNMU3W53506DBHak2Z586JcmzhIIkvRUmUh10Ydgy7LMhDIJPMjOjQQkbiuLQsp5pD7csiy8//77ZsqZ7GBJWVpxGprswMnPJwszSa8eDodmYVKpVPDee+/h6Ojo3GOR+vftOt9ms4kkSRCGIXq93hu3u2pp11VImnSz2cS3v/1tPH/+3NT9Sz23BP7kJCrBDynXk14A1zkmmVQhi4Z2u71R+lXslyQ9miQ7SL5/WX8ieX/JdBDXdbFerzcWRqVSySzopCln8SI/axiGWCwWpiRMelnN5/NLG5nLonD7IgvI4s6x7NgymERE9HBIZokEeIqbDJKFulwuTcmUTF3dzkJN09R84JbR7pKxIj1mpDz75OQE8/kcvu+j1+uZ9VGz2US32zVl69JHT6bAPnnyxDQrlv55eZ6brw2HQ5P5MR6PTe9CpRSePn0KYDOT6bwx7Wmamn6DkgUiwRvJJnny5AlevnxpSqsrlYrJdlgulzg5OTGBnziOEQSBWV/Kefnly5cma0rWpbKZKJk6UoLkeZ5pDC2bW2EYmt6N8hxKz6M4js1rIJkrWZaZQF2xXEtuK4EuIevHYrCl0+mYBtRPnjw593213ZBa7HrOZXT9arUy7QIkE8myLNNoWNa/Moms2WxuDHUBsDF8Q8rFarUalsulCcq02+0LWzPI2kqmd7VarUun4UlJoASaTk9Pzebpdde3sp5yHMeUQz5U2+PuGfwhehgebeAH+Dz4EwSBCf4UP1RLGvC+jX23+wNJIEgucpKR624Hg3b1G5KTsJx4pQlzcQT5dUhAab1em1K24oSmTqeDIAgwHo+xXq836qWL056KGU8yJSwIAmRZhmaziSdPnqDb7ZrGyUmSXNj/RbJ1tut8m80mJpOJGaEqsizDaDRClmVXLu26inK5jC984Qv4oz/6I5ycnGA4/P/Ze7cQyfZ8Tehbcb/fr3mrrMrdtc9pDluERh9GcBpBGBB8UhAZFGY44Jvgwww+KPg0T4Igoo2KDqgoOIO+KA6CzJGD0pzTxz7dp/tUV1Xe47oiVqxYsWJFxIoVy4es71f/iIrIjKzKvbtq7/VBUXtXVWZGRqyM/299v++iw/f9te0ZB7mnzmaKxWKo1WryeiyXyw+2TBxYVMXUfc8ziR02zNH3Trk8t6Bq/SkHc4Y9q1s2EoRsPSHpGY/Hkc1mRQHEoZnbRpI9u6xvm1CHPP4/f4Y+xmYZIECAAAE+DSTmubRarVa4vb2FruuSjcclBIkhhvKqFmjOOSSIOJcx7JaByHyf5+e7uLjAbDaTHCDeHKtqD1q1C4WCEE3z+VzmsOVyCU3ThAgAAMMwAEDUxiRtZrOZqMVVsoP/TcKDz0u325XsoEajsVYBzrmQ52q1WsXR0ZEQLiQJdF2H53nodrsIh8PyeDOZDOr1+lrtPHDXdsVzm3ECtMxRucN8nkQiIUUfnAmAu1Bj27ZFcZ7P58WSRkUzSZ59iB8qtNTlFL92r9e7V/lzn9Vr29fabMZiyPN0OpXgYLb6WpYlCrHVaoWzs7O1z8+GLs6x8/lcvt/xeCzf031V7LzfYKMtZ+SHwLl8s/jjY9pUaWEkubqtte1zQjQaXYvm2JbLGiBAgO8WX/xPIBUTvKlW/dX0Ke+TLbMNm0QQcPfG67qu+I7VnCAGKKu/+CbHz0PpLlUUiURCVCEPgQGGk8lEfL7cKGwepnxeOGgtl0vxT6vg44zH47AsS+w+qVQK2WxWfPSFQgHL5RKGYTxow9r0+fb7feTzeUSjUdlUaZoG13UxGAwAAOVy+clrxTetfIvFQnIINlvHWD//beXZqK8Hs382Xw8OdiQyN2XIVN+Q9KMUn4OXqkajUonDKMlLlfBh3lMkEhGCiFskBoQPh0N0u11RAAGQIHMqhbjFVbe9m3lEm9cdAy35mEg0qUMu5fQBAgQIEODbg23bUkzBTB0qcriQ2fZeTMUoALFWxWIxudlNJBI4PDwUq1Q+n1/L3+N7fDKZFPKDN8eq7Zn5eAxsZqkG1a79fh9XV1ei/FksFqjVavB9H+VyWW7QuQxkzg5nE+C94oePgYHMhmGg1+uhUCjI+UnbFq1EjuPIAgO4O98SiYSc5cyAZNsWiZfJZCKLJz5vzFdkPuRsNhOrPhXKnU5HKrRJbtXrdQmEZih1p9NBsVhEo9GQ85sEH0kDtR13G/GjgtarzQVdLpcTa3gkEtlKoPDrboJ/9tDiiBa76XQqViJmS2azWRweHuLq6krUXVxSqvNQLpeTKAYGc5MI6vV6KJfLqNfrOxfFzNPkXE210EPK5XA4jFKpJMp3XddF+faYGYevGRXon7Pih9gkfx7KZQ0QIMC3iy+e+AHevxmTiaf6gZuOp2SYOeioBxszWNSbWFXRwI/hAcSbZZJGuq4jGo0ik8ns3DiwlYChhJt+7l3Pi5rfwjfdzQ1Or9dDt9uF7/toNpvSErZZV8+hajgc7tWQxeHPMAwYhiFNBNzO0M//lFsADmu0sqkkRzabRblcRrFYhOM4YjujEovXy1Na8VTs83pwq6QGczNkkgPmcrlEIpGQ9o5UKrXzIGX+EK8Vqtj4HLHulcQXSUg1xJrXge/7qNVqSKVScp3PZjPJWbjPBkZwY8ghl9c7/3zTgvgxw1GAAAECBNgftD3TcpXNZnF0dCTlCPu8/7JQoFQqSfYLZ51EIgFd1zGZTFCpVOC6LkajEW5vb8XCxSVEKBTCeDyGaZpCRlCFRFDtkUwm4TgO3rx5g8lkglqttqbQpuqGYOU7rc+DwQDdblesbK7rygKRliqSLWw5HY1Ga2RNtVpFpVKB53mwLAutVguj0UiWF1Q/VatVNBoNWbAwo4iKIjazch5YLpeidOJibrFYiCorn8+jVqvh9vYWvV4PuVwO3W4Xr169ksKIfD4Pz/Pw9u1bHBwcoFQqyfPH51MlflS7O7BO/HDxtK31k7lK0WgUo9FI5kUVm/Y59WP59w8hm81iOByi3W6L5YkLsuFwKNlFnFk4R3ApS9ud53li91utVjBNE4PBAG/fvhWVW6FQQCaT2fqY8/k84vE4TNNEv99/sCmM4DVB5b/rujszJ7dhU/HzJRA/wHurHMmfaDQqs2ug8A4Q4LvF94L4Ad6TP7xh7vf7olr5tkGVBbcgqnrCdd2tDU0AZNBhBaplWYjH48jlckI+cPhYLpeIRqMSovwYkPwaDofo9/vCuJumidvbW/HLHx4erm1yNuvqHceRwWg2m+Hw8PBBwoYVjzzo1M1iKpVCqVT65Jt613WFyOBgR1UPvfLq1yCBxYr3UqkkGzISQGwH+zYOpV2vB8F2i1gshlarhdevX8v1RWKKbRaPfXyqio3bR5It9MFTOq5WyRaLRQwGAxnGSTatVitRsA2HQ8mT2hZkTok660jVLAdV6QNgTU03m82Qz+fvlWEHCBAgQICPh+d5crZEIhEpHSDRANy1Jpmm+YHFnU1MLD4A1oOdadNiIUelUkG5XMb5+bkQErQM83yZTCaS3VIsFgFALMbMIgQgraHPnj1DvV7H7e0tPM+DrutSO84AZjaV2bYtwb3T6RSGYQgxwNmA+TUsiWCwdDwel+8tn88jm83Kco8fn81mhbTp9/u4vr5GNpuVWTGRSCASieDw8BAnJydy1vH3dDotaiUAonSqVqtIJBLodDpIpVJyhqv151QAO46Dfr8vNuqbmxuMx2O4riu5R/zcwLrVTbVfEZxjq9XqB9cO1VKcE4bDISqVytp8SNveto/d/Fq7wGKWi4sLLJdLHB4eIpvNytIol8shEomIsoczuLqY5RJQVXiXy2XUajUMBgP0ej3c3t7CNE0Ui0UUi8WtEQScLTkzck7ZZyFLhTZznva9T1EzmXYFcH+uiEQiqNVq4nag9Y1zbWABCxDgu8GDP2maph0D+IcAGgBWAH7m+/5/omlaCcD/COAUwAWAf933feNTH5BlWSKJ/RhCgHLcTqcjW53vGmr+jwoSQpu/6J1XrTUcgBg+zYpItjupbVL7fI9sGRgOh7i9vZVtQywWw4sXL1AoFHZ+LG/IV6sVHMdBKBSCruuyxSJJsOv1Ug860zRxc3ODSqWCo6OjjyZ9SKTNZjMZYNTn6SErWrFYlPBq2tBUAohNXPSGPzX4egwGg63NdLPZTDaMtm2jVCrJFuop1S+7gr8dx8F0OpX8KLamcOPJalw1yFyV3luWJSQVN2qz2UyGMsuyxPO9LfAvGo2Koolydnrjg4DAAAECBHg68BzleU5CfzKZoN1uyw03AFlIqXmHtEcVCgX0+33JflPPYdXyMRgM0O/3pYFpM88FuJuXisWi5PUMBgO0222ZRxhOzKXYfD6Xm0h1SdbpdCRfkFl0nAHYuHV1dYVisYjVaiXWrHq9LjMBFa22baPZbApZpOs64vG4KBdUaxpvZEkIqcoj2vVzuZyQOtlsFq1WC4vFQpRPDGHePPNUFZbv+ygUCpjP5xgOh/iDP/gDVKtVeW5ILEQiEbHZcT5VyZiHrF6MNNgWaqzOJCT4GOirWgE/xerFxzAej1Gv1xEOhyWriTPx5mN7qIhFfQy5XE6sjb1eTyyHpmkin8+jUql8sHRl0HQymZR2NWYpPTSnsY6eC9997E/L5XKNqAN2K6k+R6iNu8zz4i8uvAMECPDtYh+KdQng3/N9/881TcsC+DNN0/4JgH8bwP/p+/4/0DTt7wP4+wD+3qc+IE3TRIHwMVt+MuCsTuRN9edgFdlFCAGQ5ozJZIJ+vw/DMCTYL5vNIhQKrVnIVKjZKrt+Z9aK4ziyLXn+/DlevHix93PD4YfybRInVHLQvsOQYRXL5RLj8RjZbBbPnj3DZDLBxcUFTk9P9/r6tCiR7OHAwvDhx+bzcJBlRSoPdBJAHGRHo5G0RTy0yXksqHrhhqxQKIj1zjRN+L6Po6MjCcvmsL1tSH4KqMHfvu/L16MSiteupmkYjUaiFKPyiB9L9ZBpmuh0OgDeW7aooorFYnu1PVAizIGPkvZgQAgQIECAp4Ga0wa8byZdrVYSEDybzeS8pR2YKorxeCxBzYSq/iFisZgUTzCDZddNq/auYrxWq4mNmDZjzhy6rksjFosTGJwM3C1YVNUOF4JquC6tZKVSCYPBAKlUCicnJ2KLYkMq5zbmSDILybZt9Pv9teZYEiY8R0nE2LaNZDIp5MvmzT4rx8vlMlzXFdJIxTZVDluqptOpPE6qralGUsOP2dy6WCzQ7XYlS4gkDUkslfhh2cM2ZYZq19q09ZTLZSmN+BSrFwsm4vE4SqWSBHlzVtqWYflYsImL1jHDMIQAGo1GqFQqW1U9bLCion3f+5d8Po/5fC7q84cev+d5Mquq5NzncH/zWKiNyqZpynIwWO4FCPDt4kHix/f9NoD2u/+2NE37DYBDAP8qgL/57p/9twD+LzwB8UM/OHNhKJ/c942N9e0HBwdYrVYYjUb3Kgs+B3C7Zts2VqsVisUijo6OEA6HYdu2bIqoPvF9fy2DRf3Fho3Nz88N22q1QrlcFoXGxcWFEGPcUm0bNjbBoYivD9VAfANnZgwDrdnCUa1WZQvXarVwcXGB4+PjnVsZ5r2oZA83fvcNjfsgm81iNpvJobtpB6tUKmK1Gw6HiEajQjI9FcLhMPL5PFqtFn75y18CgFir1JBB5v5Qqv2UlffA+4yd5XIp5AyJHM/zJADRcRz5t+PxGIPBALlcbi3wm9urbrcr7Rm8qeBj3qz6fCjniYM/ry+GKn6JA0+AAAECfG7YfC/lTSzVMcDdzT8r2tUbWxIn+5yNVNnoui72oV1EPpUcXEowl8+2bbx+/RqLxQLxeFxsYefn5/A8TwKIqThluK5hGLAsC+FwGPV6fc0uwwZU5rcQVBRxJlLtNvl8XvIadV2X54kkBs/LSqUiSmLazaiY3QSDrPm1N8/FbcQPl4pUyDIYm/NcsVjEYrGA53no9XrQdR25XE7mGYYOk2yigomPg3lJu5TdJNr42GjtUxXNJJxGoxEAiMp8V5D0JkzTlI/j9862tsVi8aRWcNqScrncGvnDmYZ5iKqlnQ1t6v2L4zj3zinMfRwMBqI+3wXO/ZuKny8l52cX+LNJEq/X64naO0CAAE+PR5kqNU07BfDPAvh/AdTfkULwfb+taVptx8f8MYA/BoCTk5P9HlQkgmq1Krk3vMl7aKhYrVawLGtNwREKhTAcDj/LKkE+3ul0Ku1MbHIgGLrIoWEymYjq5j5pKG07uq6j3W5LiFy9XhcpN1UZtNCohxO3bapySP1/DhO6rsOyLFQqFWSz2Q8yY5ghlMlkUKvV5Gs0Gg0Ad3WjrVYLlUpFhj9WlXM7RbJns4nrU8GBtt/vi597EySYKJF+KgKI4ZOsZKf1LpFI4ODgQAbczceqNq48hZJtuVyK1JYDxHw+R7FYlM8dDofFDkblFR//aDRCt9tFv99HsVhErVYT7/pqtcLp6am0uW2qpzbbHjYzATbBAWEymWA8Hks+0j5S7gABAgQIsB+m06mQDpPJBJ1OB6enp0in05IFN5/PkcvlPsj22Qc8Q9mYxcy6TbDMYrNevN/vIxwO48c//jHy+byoZOfzuahwqDJhbg6V05lMRrJ3GH48Go1QKBQkJ1K9mXZdd00NxcUa/00ymUQqlRLlrtqcadu2qG1oIXIcR0KpN2cZFpPw40mobP4b4H0mD4OoQ6EQarWa2NV5zlJJodbGO46Dy8tL1Go11Go1UVmwIt4wDAyHQ5k1mfW0LT6BcyZtdAQVzcx1Wi6XiMVisgwi9lH8MMOR1jgV+9q5PgaJRAKNRgPpdFpawEzTlOeKKnY1pHjz/oUq5V1ERjwe36o+34Ta6AV8f4gfgu8Bo9FIrJkMDA8QIMDTYW8WRNO0DID/GcC/6/v+eN+bb9/3fwbgZwDwk5/85GETrwKVPechdF9y/ng8BgAJuQPu3lS3yU5/nyDpQutWKpWSYWQbYrEYyuXyWgg0CaBtWyMOP71eT0izZrP5QYBcuVwWXzi9yqwZpXKIcu7VavXBwczXgSGQ9Xpd7F7xeFy88pSGU9XETCNKydmMMBgMEI/HJd+I3vmnJHs2wQHUsiyxqW0Dc242CaB0Or01yHgb2Iph2zY8z8N8PofrugiHw6hWq/jqq69EVWNZ1tbAP3r1WWH7scSH67owTVNavSij5+uxSyWnhkNns1mRN/f7fei6jm63i1AoJNcct3Cb6imGS++Shd8HNo8xYyGwfgUIECDA04H5G8DdDXmr1ZIsGdp92II0m83w4x//WNQs/MU6eGbuqVZhKnXK5bIoR1lswfd/khpUii6XS3Q6HYzHY3ieh6OjIwkankwmODk5QbFYlLYwljiQ2BmPxzAMQ6rjJ5OJnOee50ltPa1Dg8EAkUhE7Es8C1UbF/C+uZXnGBu9WKtOFQfrxJl/t4348X1fShOA7cSP+nX57xzHkVnQ931MJhOpjWcxB4kZBmFzBnj79q0s5UgOMevPtm1Z7PC1i0ajiMfjSCaTiEajsCxLcp82SQi2lDI0mUHLtAqqGZW7iB/f90VF/vs455lRmUqlkEwmcXt7C13XUavVpFLetu0P4gB4/0IiYzKZfKAmI+5TnxPbwriB7w/xA7y3J1Jt2O/3kUwmtxJ+AQIE+DjsRfxomhbFHenz3/m+/4/e/XFX07TmO7VPE0DvqR/cZDKRUFmSHYvFQpQPKtgCtI1AUW8uKTvdJ0jtqcEDeTKZ7EX4bCIWi60FEJM84udxXVfCdafTKZLJJA4PD+8ly0iM0c+8q8EAgLRubP7K5/PQdR2Xl5dSlc4tYLValTYLTdMwn8/lF0kshvOxha3ZbH6nFd6ZTAaO44h//D4SRyWAbNuWgfK+GvjFYiEZCRxmV6sVYrGYfM8kj7g5siwLq9Vqq/SXbSGqku2x1zMraznQqI87HA7L536IWKK8mXL33/zmN0KK2ba9VutK9ZR6qPNjVVn4PuQPa3S5gVssFh8dCB8gQIAAAd6jUCggl8vJYoBKFcuyEIvF5CaM4bq//vWvxYJDciAcDsusQxIJuHvvdl0Xq9UKpVJJKrm5QEgmkx/UaOu6jtevXyOZTKJaraLZbK6RAMvlUgipeDyOQqGAarUqAcamaSIUCklwMos2DMNAp9NZK7cIhUKigOXHRaNRIaB4A75puSLJoeu6KH/YLkpwTiCho55X/LwkD/gYN6F+Xc/zMJvNANzNMYZhIJvNyvKOgcpUk1CNXSqV0Gw25bXp9Xry+WjHZzaSamEi6UaVcjgclvBrfj31cQ4GA3lehsMhPM+T2YnXEWe9XQQGibnH1J5/G6CSJ5vN4vLyEt1uF+VyWRT06kJLDfbm0ouV8WxdU+d+VX0+Go0kSkGFWuUOfD+JH4ILVd7jzGYzuc8JCKAAAT4N+7R6aQD+KwC/8X3/P1b+6n8F8G8B+Afvfv9fnvKBMTBwsVigVCpJKxSVDmxkIHhA7wq+VTcy21qUvm2wBp0+aSo3PgYMIGYYtK49R+sQAAAgAElEQVTruLq6kg1QKpXCwcEBCoXCXl+DxNhwOMRwOEQ+n9/Z3KCGHBLFYhGlUgn9fh+TyQSRSASFQkEGHMMw1j6eBBKDGFmpypYOXdelbeq7AL36g8FAqtwfAgmg+XwuRMZkMpHaWMrMmVNFu5znefIcqoSPCg7QVIRta1zbJDM3fx7uA3OwdmUyqGQgyZ+HflY8z4NlWTg4OMDR0REsy5KA8s3rnYe6aZpidWRrBmXh+5A/oVAI5XJZrF8khX8fpG6AAAECfJ8QCoWQSCRQqVTEWkyiIRQKCbHx8uVLmKaJXC6HWq0mSx4G8ufzeSF7XNcVsohgVTpnBcuy4LquEBHFYhGe5yEajeL09BSNRuODM5PED4kI5skwG443i7QXx2Ix9Ho9sTHPZjP85je/QbVaxWw2g+u6yOVyYsc/Pj6W54Q32vxdfSw8k7jYyOfzW5Usm6QRvwcWH/Dz32f14rxHq34ymcRoNJKgY4KEQqFQwHg8xng8RrfbxWKxwOHhIfL5PEajEUzTlADsdDq9Zt2qVCqIxWKIRCKo1+sA7hp4r66u4Pu+LCRVNdRwOBTiEIDM8KlUCsvlEtlsFovFQlpAt53bnHGTyeRnc64nEgmcnZ2h0+nIgo7PzWKxQK/XQyaTQTabldeXFi4SZr1e7wMHQzQaRS6Xw3g8lpwmFVTC81reDBL/voFNa+l0WuybXCaqCkLVChogQICHsQ/z8DcA/G0Af6lp2l+8+7N/H3eEz/+kadrfAXAF4F97ygfGOmfeHDJThVt+1frlOA4Wi8WDYa+q7JQtSk8ZCLcLJAU0Tds7AHEfrFYrLBYLxGIxyYqh1UrdOuwDPjdUUCyXy3uD5jbBbdp0OkWz2ZQMHwCiphmPx3AcR8ISufloNBqSNxSJRDCbzfDq1SvJjFH9098W4vE4EomEWL723SrQ9rRcLmHbtuTlJBIJLJdLLJdLsR6Ox2Opbn3IHkbbHTem2/KH1E0ar+eHAvE4yPL73QWVDBwMBjvJQOBuOBsMBvB9X4bqRCKByWQi+QOO40ggIg9qqstYg5pIJFAsFsXCta+SadP6xWrcAAECBAjwadA0DYPBAI7jiBrXcRwpGSiVSkgmk7AsC6ZpitWbSlrTNFGr1UTxyT8naXF5eSlqWQYzz+dzDAYDsZB//fXXKJVKHyiBgPXQ23g8Dtd15c95Uw7cKW85p4TDYSQSCTx//lwWB67rot1ui709EolgPp/DMAxcXV2hUqmI7T2Xy31QfU5Q5Up7yrawWjWnh+CNfSQSQTQaFSLF8zxRipNwm06noiRZLBYyY9DqpYJqpfl8jnQ6LS2anIOZfUQrNm35VBxxkUgSh88/7d7A3YxnGIao7tUCBpZ7cMFDRRjnPy4v+/3+BxmXpmnKYu5zQiQSQbPZlNeJAdNUvE0mE2mo4vVH5RQr3KlkyeVych+SyWREUUVSklCr3In7lFKPBVv2PjeEw2EUCgVkMhnM53NpEqTSDcDWfNQAAQJsxz6tXv83gF13qP/S0z6cdaTTabE18aCgB3Q8Hkvjleu6kgfzELiRobWJVZib8H1fNlofKy1cLpcYjUaiengqK8pqtZKDNBQKiQWsWq1KeF6/35fnZN/2KxJTDJHmtu2+j/V9X14LtkRQ/eH7vnjLAQjppVbBkiziJoPZRQDQbrcxGAxQqVREdvxthnMzJHI8Hm8lWu5DJBJBPp+Xasqbmxt4nofDw0P4vi+h44+pHKUEejwe76wrVa9nhlLep1jihkrNwboPmUxGAsITiYQMbsB7qTkVXdVqVV4flbiKxWKIRqPSfBKNRkU6Ho/HUa1WRTXFhhfHcUT5sw/5E4vFUKvVhChmQHUgCw4QIECAj8NqtYJhGIhEIphOpzg/P4fv+8jlctIU1Wq1RCnCm31mxRQKBei6vmZfoRKI1g2qhKgIiUajUjfe7XaFiLi5uYFt23j27JnYnfkYaWlirg6JIGYEhcNhadOiGufg4EBy7HgetVotnJ+fY7VaoVAoYDKZAHh/bs5mM1HCTKdTIV1obWN+kWmaqFarKBaLGAwGaLfbiMViksPDbMXFYiH18lQDUxHM+en169cSiMzvjeckHx/PfE3TtiqMEokEHMdBKpWSWWU+nyMcDsNxHITDYRSLRbG4LRYLKepYLpdCSKjzK2eaWq0Gy7Jwfn6OdruNcDiM+XwuoccARAmjWt9IWGQyGVSrVbFC8bWgLe1ztXCTkBgMBmtZkcyV4nO4qf5hnmYqlZLAaJJifG0446vPl+d5H8y/24i+jwGvR9ojP0ewoY73B7xHm81mmE6nmM1m4iDYjC8IECDAe3w+FVc7kM/nxSbFG0tuAGKxGK6uruA4Dn70ox/t/Tl5s0x1y2q1WlMIeJ4nHm0AsqHgJuYhBYrv+x9UoT6Vsoifly1gHATUw4Vf37ZtGIYhAxGrLx8CN1VqyO+u7Bq2QPDNdjqd4ubmBt1uVzZ0VGupn2OzBYTWI13XYZqmWKl0Xcf19bV4/6nyUnODngocABm++DHSYg5NakuG4zio1WqPIn0IbjhN05QMps3PQcKOeUPMXdoEVUm0om0+bg5aVCpxoKBFrdfrSfsJN48kffj1AcigzZ/V0WiEdDotMnpel1Q/8QaADSSs22VGwL62TFajshmC4defi0Q8QIAAAb4k0J7OG8xyuSyqnIuLC1k0RKNRnJ2dwbZtaeK8urpCPp9fy/1zXVcaoKrVqqiJAAhhRHieh3q9jkajAcdx8Jd/+ZcYj8e4vLyUIF0SQL7vi+KHBAnwviF0NptJfXw+nxe7CAAJb87n88jlchiNRmi32+j3+1gsFmg0GkIiUa2Uy+XkppOlIsDdGctKedrHgbvzleUHAEQZzCbLbrcrLWosw3BdF+fn58hmszg5OZFzt9/vo9vtwrIsWaTM53NREW9TgLCZlASS53mIx+NrtjkqPpitouu6PDc8t4G7Bc9yuZRcPYYfVyoVTCYTXF1dfVAmokY1cJbmQhCAtJ7NZjO8ffsW4XAY+XwemUzmsy5uiMfjSKfTsG1bbJGz2UwIIBISs9kMxWJxbe5iBiZn+l6vJ8vRQqEgpCvLUNiKpuKpFD+bgeVfAmiLjMViEo49nU5lcf1QS2yAAD9UfPY/Fbyp7ff7GA6HqFQqQiBEIhGx5ZimCQB7HxLqzbIapLtYLEQJVCgURO6qMstM598mi1TJECoknkJ1QGUF2zC4qdE0DeVyee3GWA3cnc/nMmSw4pTtBPcx4ul0GuFwGIZhoN/vo1wuy5soQ6pJbLFyXh0MaDsjAfIQyOYfHR1JUHA2m0Wj0UC32xVZ52QyEdKAwchqa0gkEvmk55tfmxu7x2CxWGA4HAIA6vW6HPjxeByr1Qqj0eijtle8ph8if1jBzuGbWUEEZdMcyFQb1nw+BwDZNlJdxV+NRkNaJ0KhkCibqtUqSqWSDMZsg+Ng6Ps+NE1Du91Gr9cTyT8tfZsV7+VyWQ5v3/dlE/WYTC62jdCm9pj8owABAgQIcBeo3Gq1cHJygmQyKY1Yy+US19fXoshk0DJzfXq9nlSY9/t9UdCUSiU0Gg3EYjGk02mxbXAptalUpWoHuHtPf/bsmdi1aBmn7WM0Gok6lLMR1dZUAwF32XzM62ExBs8oAHJuUn3BZq98Pg/btoXkoBqd8QNUx+i6LoRFpVIB8N6SzfObtudwOLw277x69UpyEk9OToRgOjs7W5tFmHmUyWTEtmYYBsbjMSzLEvJIXYyREOPXVtvSCDVrhiqsVqsl9iUqWfr9vtibVJU9rXqpVAqe50ltvfq4e72ezCej0QiNRgOe52EwGAjxRMULibzPHblcDvP5HKPRaM3SyDB027ah6zqm0ylKpdKa+gd4n3nY7/fl9eE8RzteqVSC7/tbFT8qgfap+JKIHxWapiGZTIrij9mXtDUGCBDgPT574ge4OzipBlElw6PRCPF4HIeHhzBNU9p9Nm947wO3KEyP59dTbSsqSOwwk4Tp/MxOoTf3KbN8eIPs+z6y2ayQOdwM3EckMINmtVrBcRwhNUzTlArvXU1W3GCwapuEA1vDAMg2iBszEkrc7JGse4zShYSbZVnI5/N49uwZDMMQjzqVNNPpVBqk2OgBvCcvuA2gx30fUE02HA5FHbMPSFAwYJzkX6lUQj6fF48+Pd2P3WKp5M9oNNppRSPRSOVPqVQSaTm3gtxC0bPPIG0SJrtAxVin08Hr16+RzWbx7Nmzew9WEqflchm9Xk+k3Pw6VBkZhiGqIF6TrNU1TVNaPfb9mWKY+0OB5QECBAgQ4D1ubm6ETJnP57i+vpb8O95k5vN5HB8fw7IsDIdDCUQG7t7zdV2HpmkIhUJyVhuGIUQBmzBTqZSoW1QCBvjQ2sJlD5U0VB5RYREOh9HpdOSMnM/noj4l2cRFxWq1Qq/XkyUf5wPa56ks9jxP8voYWMxgZD5GqqypfKZKnd8rzzcqmNLpNMbjMXq9nljlK5UKnj9/DsMw5GafN7K9Xm/NBjabzaBpGiqViuQbRSIRTCYTdLtdmQ9TqRRyuZzMiDxT+VqqiiPgfd7QYDCQpVs2m5VsRuYejUYj2LaNWq0m6i7LsuA4DgDgq6++EgsToxSoKOFsd3V1JTl/VB5RaczWUy4rmUv0uZJAVBpTrc4yjmQyKZlWvCZ7vd5W9Q8jG9Qw7FAoJPc9vFa2Zfzw5+5TQMLnSyV+VDDA/WPvPwIE+L7jiyB+gDspqBr2zDc85niUSiUJ6eMN975MLwPmOp0OMpkMzs7Odn4sa6TVSmrKVnnI3Vef/hiQ/GA1eiwWk5Dox9rHOMywaYsqIDZ0cMjYlJJSjqrrOi4uLqRlglu6XRayaDSKYrEoWUrb6invQ7FYlJt+qpoo4YzH4zg4OJAQPOYIcbjhdsqyLPl8tOmpv3aRQcyeYdDzQ6QRgw05ZDKkWlViMdCZpBubOB7jp06n0zIo8jnaBlZe0u6UTqfR6XRk4KB1kRa8xzwGyv6psuKgs+s54tfiFpQWSm7F2PRCf7+u68jlcpKPQPk6ib/Dw8O9yZ9NS+djA8sDBAgQ4IcE3/dxfX0t9tyjoyNRcFLdS0KHf85AYKpMIpGI2IBvbm5wenqKWCyGi4sL/PznP5cmMKpKhsMhTNOUQGRa6WlHIqhmpUKVX4vqHi7vdF0XIoIWmVarJaojfq58Pi/5KjxTptMp4vG4WNtYCz+ZTCT/5u3bt/irv/orUSX/6Ec/kuDl09NTABClEc96LiI4X0UiEeRyOdTrdei6Dl3XsVqtUKvVkMvlJHtI13VRRalBz4ZhYDKZyAKy0WgglUqh2WzCdV3Jemy1WqKsASDKGuYR0cpPdRAJLBJ8bEUzTROTyUQyNam2ury8lHwjWvq4cOK5y9drMBggFApJ4HE0GhVyhOoj1sJT2U6CjE2+XAptqmZ+32B+ExvIeN1qmiY5m7SgM9uJoc50FLAJlfMu80XL5TKur68xHo+lUY14KqvX94n4Ad43H6uKqc/pegkQ4PeJL4b4Ad6HPfMmjjfTRCaTQSQSEXvSPvkevu9LNkmj0ZCtzq5cG+C9lSoWi+Hm5kaURycnJ0/WJqRauyjNpY/4U+1jHDooUVWtYAyTU9UfJFHa7TZCoRAODw/RaDQebKaiIoqNXvsGChMkjkzTRDweF3XVaDSSgaVQKCCXy0mmkeM4QhJyg+K6rgRJcysFYC1jZhP5fB79fn9NYbYNtm1jNBqJ9JnBl5S+bz7v5XJZmk76/f4HwX8PgXL48Xgsm6ZNqG0jnU4H0+lUZOXMwPmY68eyLGkEazab0tbW6/Vkc7cNDMLkc6Rea7Qk0rY5HA5xfX2Ni4sLxONx1Ov1tar3N2/e4PT09NGWTtM0Yds2PM97UCUXIECAAD9EUFXMZRCtJ7Rm3dzcoFgsyk0riXXORDzHSMjU63VRHKfTafzpn/4pWq0WGo0GIpEI4vE4CoWC5AkyV4aLl3K5jPl8LioRNoSFw2F0u10JgSYJw/d1FkyQ1Pnd736HfD4vSleqSsbjMa6urmQ2oFWJ5APJJeYPUUWcz+fR6XQkqDoej6NYLGIymcjMQaXOtjOe9jOqOlqtFsbjMQ4ODuR5ocWMrbbz+Vza0HheskGTeSfhcBjL5RL1el3U3YPBAL/97W8Rj8exWCyQzWYlXJg2q1KphEgkIsomtUZeXaxOp1MhNjjXlctlPH/+HMlkEhcXF0I8sShEnb0ikYgQH47jyGJqE7SXcTk1HA6l8p2f73Mrb2DOzGg0QrVaXZsx+Doz54jXGsO51TY3tqFypuL1NxqNPvjcJCg31XKPxfeF8FHB9xY+b48tbAkQ4PuKL4r4Ae5uyHVdx2QyWasMJ+i5Vmuod7V9keSZz+fI5XLIZDKYzWZrddK7DhYe+Gzr4qDBwLtPCRVTrV25XA7T6VRuWPdpLnsMaAXzfV/yXmzbxmQywXK5lMM+Fovh5cuXEvTLLdRDyGQy8nm44dkXtF31+31p2kqlUh9kD1G9Qq/8ZDKRpgUSC8RqtRKViZpZs6kioU+eMudtj3s8HouMnQQSg7HvAwcnqrkcxxFCZh9kMhlRg/E5ouSd1ikOls1mE1dXV5Kf8zFyaXVzmUwmxUrJAGzK0zn8MmBytVphMpkIMQZAtpb0xFP902g0UCwWUa/XUa1WRSrOjSJvKjhsfvXVV4/KYOLP5D5EVYAAAQL8EEFigYpp27Yl5JjLFc/zUC6XJdiXzUaWZclyh4HK5XJZ5qpWq4XT01MkEgn0ej38yZ/8CQqFAhKJhCxYUqmUEDK0+tKizpYj3sCx1ader6NcLq8pV5bLpahRh8OhWLh+/etfy8KK+XXM+WFUwMnJiRA/KikRiURQKpVErcECA9qsAMgZ1W63cXZ2hnq9LllC6kzoeZ7MUSTNmAOjqjgYXN3v90XVTLvbwcEBksmkzDckepbLpahlU6mUKB/m8zkikQhCoZCQS6lUSvJQGNzN1jLVAgd8WN/OBiW211JtTUs+ALkeaJdjthHt9CQR+fX4u/oLuLOZcwZh8YOu6yiVSp9NCxWV+PctDEkeGoaxFpHA65YEHgk53pdQBbRarSS7hv8egGQifSy+b4ofQn0/ocovQIAfOr444ofV7bS8bMunoazWMAy5udy0X61WK9k8qIQKb5CHw+EasUAsFgvZYpBR5kGk2r/S6fSj5ahqNTpvdhlavW+t9cdCDUebTqe4vLxEq9WSSvdarSaB1gx25t89pJ4gMTYajcRvvy9Y38ia91gshng8/kH2ELdezA1gi4hhGFI1H4vFxKbENgZd12EYBiqVygcDBAdWytDVg5XScl4/jyUSeAglk0mMRiMMBgMhEfdRo2SzWSyXSxky+Ng5jCUSCdku1et1hMNhGbQekz3FZgnmAyWTSdi2LX58Dortdhu6rosVMh6PS+6DWt8eDodF1v38+XNMp1P0+31RAB0eHiKZTKJer8N1XcnoYa5BMpnE7e0t2u02nj9/jpOTE5FSP/SztklUPaUtM0CAAAG+ZHCZkM1mpVUol8tJOxEDlQ3DwJ//+Z+jVCqhXq+jUqkglUqJzSUUCsmZSVKCwb2Hh4f4wz/8Q7EJsbQhmUyKdYwERqfTESs9CQLmEjKH0bZtCSBm6ydnJWbIOI6Dly9f4ujoCK7rSuCr67pinedSwPM83NzcCMGyORPw7CI5EgqF5Obcsix0u12Mx2MJt2aYMUmi+XwusxDzgQBIuQLPOVW1y2wk2rkGg4EQJACEvMpms/B9H91uV9rECE3TEA6HZSlWr9dxcnIC3/fltaMNjNisb/d9XwKeo9EoGo0GFosFBoMBTNNENBqVkOtt1xbJtGQyiVwuJ+20+8yDtVoN7XYbrusKeQVgbf57KnA5GIvFHj0bRKNRUblPJpMPAsuB93ERo9EIs9kMg8EAqVRK5pPVaiV/z3sNKtFolydRx+fhUwmb7yvxA9zN8YyF4JI/KPsI8EPGF0f8cKCgqmeXhI/5HnwD5haE3nSGA24LYY7FYmvEAv2hlmVhPp/L1klVgXBrk0wm5Ws6jrOz/WsTHKhc15UDgGoUtVHr2wLVGVTXaJqGr7/+GuVyWYYxSro5YE2n0weVUcD7TQjD1qrV6qO2E9lsVuxRVHlEIhFUq1Xx8KrkHX3VrJdn7akaxs1/x/A8hsBtPq5CoYB+vw/TNKVZgc0cfK0+pTKc1zLDn3kw7VJ2LRYLzOdzIVU4lFMxow6qrutiOp1Kvg6fq135UIvFAsvlUqTujuNINhAfD61y6tZwNpshk8kgl8tB13VR6dRqNRwcHIg0edsQVSwW0Ww20Wq1hNChhY9IJpMyICaTSRweHuLVq1d4+/YthsMhnj17JoqrdDp9L3HGzCoSrPP5/IPnLUCAAAG+bWia9l8D+FcA9Hzf/6Mtf/9vAvh77/53AuDf8X3//3v3dxcALAAegKXv+z/52MdBmwgtJkdHR2JbXi6XH7w3zudzXFxcYDAYoNVqCeFPMoIKGpJHzHmhCoRLFy4j+Pdc0HGJkslkUK1WZekA3LV6soyArU+dTkcalabTKUajkSxj0uk0RqORWOSn06lkvbGQg9lF8/kcqVQKw+EQrVZLHiOVMvzFQGXVXkOyhstABksDd7PV7e0tVquVZDVmMhmZ7ZbLJTqdDkKhECzLkvZPZugNBgMhvNTXizk8nFlojWJDLf+telN/dHSEbreL6XQqRArJBsuycHt7K8TM5mtPu3a5XJbSCCrsQ6EQer2eLD75eqmWul6vh0QigRcvXiAWiwkRti9o/acljdaq4XAoSho1K+i+qIZNUAHOpjkAH10Ikclk4LouxuOxFI9sgtYv13XFqmjbtmRDVSoVFItFxGIxjMdjDAYDVKtVJBIJFItFGIYhhRjA+zr2T8X3kfgB7l5L2hOHw6FERwRzX4AfIr4o4se2bbiuK2QNmXUqCraBN/r0kOdyOZimKXLmXSoNqoY6nQ7evHkjB++u/BaCpFA6nYZpmvImc5/9ixsu2nbYAsGAsm/Lx8y6bL4ZOo6DaDQqdhv1TVH1mDuOI0MhVS+1Wu1e8kNtKOAhtu82hRWqDGLkABQKhaS5iWqizdeTAdQkVnq9HtLptAyOamPctgYA1fLFVi5u7Wht+lQlFgc2qn/oAec1Q3JnNpvJAc8gzGq1CtM0pRVFhWma0jKmPldq2wbzdzh8cOOYSqXEblipVORzcLindYtWLgCyBSwUClIzy7azzSBrElgkr0KhEBqNBtrtNrrdLjzPk1YReuHH47EMld988w36/T5ubm5wfX0tNgFWo9JOt+0a488ZLQYfk7UUIECAAJ+I/wbAfwrgH+74+3MA/6Lv+4amaX8LwM8A/PPK3//U9339Y7+47/vodDpy9lCxw/dpziVsxKKqMh6P4+XLlzAMQ5S/i8UChmGg3W4jm83i5OREll/MDWJ+yXQ6lZwWkgfMASJxomkaZrMZDg4OYNu22L4Ygss5gC1auq7j9evXcp6k02mxp2UyGbFc0YrEj6cCNJfLoVKpoF6vo16vi+19PB5LkDSfl+FwCOBuWcfcHLaIUenN84q15myl5EKFuS1UHxcKBaTTaUSjURiGgVevXuH4+FjmDxXM+OEssJklQyJr29xYqVSQTCYlT4bWIj6O8/NzsbcfHR3h9PRUVL6j0Ugsdeo5yeWV53nodrtic2JINksvSKhMJhO4ritqYc/z9ppxqWJeLpdSdFKtVsUy/xioNik+p/xeuGicTqcf3QRaKBQk4Py+RWc0Gl3LqaTCmcvndDqNSCSCXq8H0zRldiWhuvn4PxbfZ8UPwfcZLoP7/b6oqL7txXqAAJ8Tvpir3fM8sXZRQbMPsw5A/NXdbhd//dd/jUKhgIODg3vZXt/3MZlMZGPCkL5dBNMm1PYv3rDy41VfLuWe3ICwsekhgulTQCUI81JYPXp8fHxvYB6HA4YkstJ9MBiIpeg+ooqSbSpPyuXy3o+ZwwdzldRNW6lUQr/f33nIklhJp9OwLEuyCuiPf6iBLJPJwLZtXFxcSDAwB7enlIySbLRtG4ZhYDgcCpnFAZmHlzrsbRJXkUhEhms1yJjPFT+3YRiSocCsHYZy2rYtW1NWyDLwkU1di8VCMrKSyaSQPS9evADw3g5nmqZsTRnOqMrUOdDFYjHZSDLMkR74dDqNYrGI8XiMbreLq6sr1Go1/PjHP8bt7a38DPH1ZVvZrrY64O56pvqHpB43QwECBAjwbcL3/X+qadrpPX//p8r//j8Ajp7y61MZwZtwEjQElZZU+7IZlFYrNm/OZjNUKhXk83n86le/wuXlJdrtNnK5HGq1Gmq1GpbLJXq9nuTN0cKdz+fRaDRELcq5S826YbA0m8YqlQpmsxls20a320Wn0xHLFrNOmDmUyWTQbDZRq9WE8JnNZjIzhsNhsWY1m014nodYLIZisYhqtYpqtYrZbCakE+cOkkpsnGITVzqdRr/fB3A3Z6kV36lUSpYabFPl+UoSKZfLodFo4Pz8HKFQCN98841YnZXrQpTrwDrxw8e37QZ+NptJPX0oFBIybDKZSIbk2dmZKOT7/T7m87mUiwDY2Y4UiUTQaDTkeY/FYmJF4r+PRqM4PDxEpVJZa2Gjymsf5HI59Ho9qZY3TRPlchm5XG4tF0i1wm2CM71KdjAkWw1NZl7Sx5ACm3PpJlm2iVAoJKplqo8GgwFisRhSqZTMyrR+kViyLAuu6z4Z8fN9B+MgSHRz4UmFYTD7Bfgh4IshfkiIbIZzFQoFLJdLsRDd9ybNG3bWfe8ifjhkeJ6HbDaLZrMJ0zQxHo8/GI4eAjdl4/FYbkrJ4qtbLJIomUzmk6xDu8DNE8OPHceRN0EOLPs2Hal5QMViEcViEa1WS2pgS6XSWk2nCjVp3zTNR4WtcTjctPeplq371ETM1SGRwxYwvunvaiBjng0b5Zg38NRB28DdQMlBk44aZjUAACAASURBVLJfEkK7DiVVTUVCjRW7m4+RAw83SJlMBrVaTRQ5mqbh6uoKw+EQnufJZpCfizWsruvi8vISmqbh4OBAfNMklYrFomw4B4MB+v2+kLOVSkWu8W3XXKPRkJpf1tlSWUUJ9M3NDXRdRz6fR61Wk80za+bVylnbtiUHIZlMrhGDrJdVs5ao7AuavwIECPCZ4O8A+N+U//cB/B+apvkA/gvf93+26wM1TftjAH8MACcnJ2t/F4lE5LzhXEJQLZrJZDCfzyXDkDf2q9VKLEMMgeZ7rq7r6HQ6uL6+FkJmMBggEongxYsXqFarslCjiptWqFAoJBagfr+PQqGAQqEAy7Kk1Yufk4plx3FwdnaGSqUCz/OkNZNnN1UUPP8Mw5Dm1JubG/i+Lwut1WolBQAku2iB9zwP0+kU8/kc8/lc8pBIcrEViyRLq9WCbdsAgLdv38r3RaV0NBpFuVwWCxtDsam4NgwD4XBYljO04PH7B/DBeQZAzm65WN6FIdu2jWazKaQXz+3RaIRutwvbtpHP58UyxtZb/nev18N8Pkc8HpdljdrkVq1W4TgOzs/PZYlWKBQkFLxUKonCjDYtXdfFfvfQ3EvFj2EYODo6kuuStjx+r3wd1T9/DJLJpIRJP7aNluBy0DAMjMfjvWZdBl9zxmZulG3bePbsGUKhkCyS8/m8ZCxR8fyx+CEoflSo2Vy8F2AhDMntAN8fUCCyi7j+oeGLIH5Y/ZjNZj8gdlRmnTf9mzdstJtEo1F8/fXX0hjhuq68yQIQL/J0OpWbbR5ExWIRpmnCsqw1D/U+UO1f9FGzJpWEAu1qq9UKuq6vtU6wUjQSiSAcDu994TJoz3EcIRQWi4VUbVIF8yk/CNxUvHz5UoKSh8MhUqmUBCmnUqk12w0zZDjs7Cunpb1pW5W5qibaptpRwYFnswWMpAFDB6liGQ6H8v/c3lG5omLzeVTlxPzvXc/1YrGQDCluAg8ODoRsYhixWlmrgo0jg8EAV1dXsnEjuMFjgCOfL14j/H642f3666/huq5YxFSS1HEcvHnzBp7n4fDwUPz+wJ2UvN1u4/z8XNR5rP7l9cAt8i7ilV+T21hmX9GOFQ6HcXx8jHg8DsMwRAlF6xhJSVVOzuB0qgY5tHJwjcfjQiCp6p/HtNAFCBAgwFND07Sf4o74+ReUP/4bvu+3NE2rAfgnmqb91vf9f7rt49+RQj8DgJ/85Cdrd3bRaBTdbhfFYvHehRbVvovFAr1eD61WS2xVDGpeLpdSAhGNRtfKLhKJBJrNJk5PT2VZR2Wp7/vy/v3ixQt5X1ebtqgK6ff7ePv2rZQgcJlTqVSkFl7TNLFXkaRQz2E2YLqui9FohEwms2a1Wi6Xoobi+bNcLiVHZjKZQNd1WJaFUCgkz2Gr1YLjOMhkMmtV3JwpqMJlS9dsNhNlVDabxeHhIdLptFTHU6FE0oQq3NVqJd/H5ixAkoNqIEJt6mIVPEF1OhU+o9FIFDC1Wg31el1Cr9VGUT6f/LfM+1PVNIPBAIvFQghAXmMsoeDykXMvs5h2kTXL5VIs58we5JkOQJZ5JMVI3Dz2Rp4K608hfgDIHDKZTCSj8CHEYjFMp1MJTSfpyKyqdDq9lm2kaZo0GG/OlyRHN8tJNvFDI34I3r9kMhkphKEaLQiB/v6A0RKf2n73fcFnT/xw4xAOh3farJjTolqI+AbIevZIJCLS01KptBb6zIpObjb4RqC+iZJoCIVCEoJIL/q+oDyX4Yftdhue5+H58+fC5nNDxV8kvTa/X7ZE8HeSQxyoONioPmoSJ2xYekrmU9M0CZ/jQBSPxyWIeNOqxPBA0zQRDof3foPdHDxU8oc2NNM0JeBxF1arlQx4VGQNh0O4rise/Fwut/bc+76PcDiMfr//SW8gJID4ejPUj9c4s3ccx5GDiQ1llmXJkLr5+jE0kgHJVL60Wi20223MZjPJJeImjIGNHCbp4Y/H46LWYXMGB/Lr62uEQiGcnZ2t/UzOZjN5XTh0l0olIbA4QDNngRL5bUMZCV0GXHKD6jiOfEytVpOmEm4CSaBls1kZMvnzymYTz/PkcQIQRRNbvqj+YYj3fYNogAABAnxb0DTtGwD/JYC/5fu+VDX5vt9693tP07R/DOCfA7CV+LkPJEFUda5qcSdJr2a0UOmyWq1kCZDL5fDixQtp1FqtVlgsFphMJtK6yBmk2Wwin8/LTRZvuLrdLlzXxbNnz6Q4gGezbduIx+NSynFyciJkCADZ1JPEZ1i153miNqIqJ5/P4+rqCr1eD8BdYyrPJ9qCmR/E9jDWt1NVOh6Pkc1mcXBwIE2VVDynUimp6uZZW61W5fmjzYxzaKvVwuXlJdLpNE5OTjCdTtfUScxGGg6HQkKEQiHJSFLBc2rT+kMlktoktnGdyZlqWRaGwyGSyaRY52kRoxWaimQuFlVbdzgcRqPRQKlUEmV3u90GAPR6PSEh+HzwOVZzGJkLxL/nnMta7lwuJ8rv8XiMq6sr+Z6ZtXR0dCSZiVzkPOYc5+vIn49tUAO+qV5jKDbJqGw2K/cXnNXvQywWkzzTaDQqAdqFQkGeo3A4LIUsVMhtK7qhywCAfC7a4De/D/X3HxrUQhhaQSkWyOVygQXsC8cP/frexGdN/FBKTHLmPqIiFouJrJKqDMdxYBiGKFzUQ5KJ7oZh4PXr16JM2axv3wQtILR9FYvFvQiU2WwmxFIkEpGwP5JRDK3ljb8KBimrv3hjzQpUSo8BSN0lrW3cyHBj9W2CqqzRaCTVqbxhZy4QhzOSC/RA7/vYeEO/jfxJp9MSBsxmEdrpFosFXNcVQoxgdSsVQNzEXV9f4+TkBIlEAr7vS34RK2ZLpZKEPXNQVQeLTR+5+stxHFiWJd59HjoctLe9QWmahtFoJMMTK+pVImkwGIjU+vXr15LhlE6n0Ww21wIlSQJx+IzH4zg7O5NDTm1Ou729he/7ko10enoqrxdllHwe2NTFMG62sLCi1HEceZ4eGsqy2awEcLJ1bDQaiSSdqibXdVEsFjEajeT5o32hXq/LzQWDIfl+wo01N6tqm8xkMoFlWej1epK5FSBAgADfBTRNOwHwjwD8bd/3Xyl/ngYQ8n3fevff/zKA/+hjvgbfi9UbW2bLae+aTNvtNjRNk6XIycmJLMc8z8Px8TFqtRri8bioRDOZjOSjMDOHZ9Hl5SVSqRQODg5wfHwsyw8u+V6/fg3LslCtVmUBR0LAtm0cHh7KYubo6Ehy5hioXKvVZOZ4/vw5CoWCzCScDdnASiswiS82jV1eXmKxWOCrr776QEUeDodxc3ODarWKo6MjmWNyudyaxUuNFWAj6fPnzzGdTuF5Hk5PT5FIJHB7e4s/+7M/w69+9Svc3NygUqng+PgYiURCFg/z+VwqvN9dA1uXT5wDtil+OCsyjHvzz0ajkbRlcYbqdrtiy+McyqWZqvhiQDPVKhcXF3j79i1yuZwQTolEAv1+Xx4fXzdeK1RY6LoumU2MSiBRRJULcFflHg6HhYTia8pMKs4HzLOkPUpV3XA25GuvzvLMUqQ6X8VqtYJt20JobVtKU9WUSqXElbCrPVYF5ypaAWnb44zIWYbZi47jCFmkFt1wzmSGIhdzlmWtPbbA0r4OkmMMgaYbIGgB+3IRED/r+GyJH8/zxDteqVT2UoQkk0ksl0uxzHA7s4s04iaDqo5arbbXDzaHEbZ2PURK8c2WMlXTNBGPx3F0dIRkMinMPWWqmyQNw3TVx6Zm9vDgikQia3lB4XBYGhz4vGyqhfjrKcEcFfq36fNWt0T8pdrrOETtg4fIn9lshk6ng16vt6be4iBKhRS97gS3cIvFQsifRqOB09NTOVBd10W32xUJraZpYpliWDEP203w8PU8T0iJXYcvffWUaPu+j1qtJgOuqqSisu3y8hLhcBiGYWA2m+Hw8BCnp6dyjTL8kAPbarWCYRhibzo/P5eA73A4LJY8hjY2m008f/5cBhLmK1Byn0ql5Lnmxk/NxqJyiJJ8qsLuI1cYwkxFFrdduq4jnU6jVCphOBxiuVzi4OAA3W5XbjI4rBaLRaRSKRkCudGkzJ6DnOr1Zv4Rbxg4hAeHf4AAAT4Vmqb9DwD+JoCKpmk3AP5DAFEA8H3/PwfwHwAoA/jP3r2nsra9DuAfv/uzCID/3vf9//2xX59WId54v/u6ouShAvXk5ERunNkExmydxWKBo6MjNJtNITl4XgyHQ4RCIZycnKBUKklOG+vS37x5IxlCXLpxLiFBHw6HYds2zs/P+ZxhOp2K9ZnW9XQ6Lf8/n8/x6tUryeNLJpOo1WrI5XIyk1Dd0mq1cHFxgXw+j+VyiUqlImcnb5w54/GMJtERj8dloUVlCUkmzjE8ezqdjmTfjUYjmQdTqRSazSZ++tOfYjab4S/+4i/w85//HL/61a8kL6der6NcLsOyLFxdXclZTgUVMZ1OMZ1O5TGppA5V0FQMq1XqnIM4M/M8Z808z8PJZCJ2ifl8LiHTnE3T6bQsUHkmO44j9rVqtYpnz56JmqnVakHXdaxWK3Q6HXQ6HcmApLqFipVoNCq5lJxnqWhmdh+bd5n70+v1JHOSLaW3t7drsw1b59j+q87EfA4YSRAOh+G6LubzueRGkdzkfQpzsmjTo72cbXnMWaIyJxqNfjD/8WuznW65XK7NqLSyU5kyGAwkx5AEXDKZFMsb7yUYJaE21lmWJQQof/4D3IHXFQPQ2QLGuIEAXx6C6/sOny3xw4ONCgzHcfbyx2azWRiGgU6nIy1Tm6QMrUK0iLx8+VKsNPSTP6TiYRiyYRjQdV2UOyrY2kXZZigUwnQ6FUUBv59tQWO6rn+QNM9BxHEcObQZ/ssGI1VNw4OAhz/bJDZlwLTAqL+YKcSt1WPBIN7hcCj+Y2b90JLF9oJwOCyNa9VqVaThanDgNpD8oYokmUzK8AJABrPlcol6vb4zTFgFLYB8vO12W1RJzL/hgLtarVCr1ZBMJuW55dBBiTsJL1VxEolEPiBJtmHXYyUx2Ov1xD7Fa5FD1ldffbWmeNkWes7cn2w2K0GJpmmKqmcwGIh6hsGbk8kEb9++lQ0S85JYPa9KnzVNE0Wcmo2l1ugyg4F5DmqNPVtUOHRVKhUJXGROj23bmM/nYvGbTCY4Pj6WthVW9S6XS5TLZTnMKZmezWaSHbTp9aZFlJtEtZ0vqH4PECDAp8D3/X/jgb//uwD+7pY/fwvgn/nUr89mJwBC/PDPeVM8nU6RTCaRzWYxHA7FKkXVCNUbk8kE6XR6TV3N92MuKTzPw8HBAUqlklSwU23Kc4cZd2zbIUnBAoLxeCwk/S9+8QuxoZXLZRwcHEjNOUP7eXPMRQMV1avVSm7iq9UqarUaer2eKFe5MCOJdXt7i2KxiEgkIiUKXHxQBawuaHg2zOdztNttmUcByM08swNpxQmHw2u185qmodPp4ObmBsfHx8hkMri8vEShUMDLly+xWq1Qr9cldLnb7WK5XErmDTML1UUfb3xoI1JVLovFAvF4XF5bkm+z2Qy6rkvZCckKfjyJCjaQMnqhVCpJKQrJMpJSVFBwtuWsRpVRLBZDPp8X6xvJjWKxKK1w0+l0LVuo1+tJjhJnTdM0YRiGNPtyWcvZqFaryTVDYoSWcSqVWCzDeY1WRi6GWETBrERm+XARTUKOav/xeCxh1lR+s6adM5+aIblJ8BH83qkGWy6XaLVamM1m8rxx0an+bFM5RKXddDqVXFGSbsFscwe+Z6RSqbXlPAlrKsbm87k4Ckh+BvlAnw8Cxc86Pivihy1XlBUzI4Q5JclkUnI/1JpIFTyISd7wMCPUrJFUKiWBaKqXnNaTh35wSbSo5A+ZYB7spmkCeN+yUCgUdobGqkFjqvqAmxUqZijx5YFLsodbj4fetHmgqYTQfcQQB4dYLCY33PuAAdmGYay1pBHcFLEZo9VqiUXLtm3JCdqsMKdihfY2DgyZTAaVSkXIMg4H9J/fF/hM4oHWwkgkgmw2i1KphNvbW3Q6HbnuSJQwNJtDhXoYcOCdTCaijqHn/2MCg/nzwAOGhJ9KfiyXSxweHqJcLgt5osqLVSKJsnrf99FoNORaT6VSuL29xXQ6RalUQqPREFVZoVBAr9dDu90WIiaVSolqiKD6jNcNpfAMzeYwX6lUhIDlvx2NRuh0OrLF5QDMa4WDpWVZQqBxOOe2zzAMNJtNxGIxtNttIdxWq5UMjqxO5dZrPp+L0mlTUs2MsVQqJTc5juOIbS5AgAABvlRQOUFQIUBVLmcy2rnS6TRc111rE+L7OJU3vFllZhwr16PRqOTGkJAnSUObM0OSHcdBv99HOBxGs9kUhStv2jVNE1XH9fU1Op2O5Jfwc/LGncQWb8DVcGEGKXNRQ8s0b+BDoRAsy0Kn05Hng4sJz/PQ6XQwGo1wcHAgqlq2b1FJwuwgzhXlclmy+m5vb2HbNsrlMk5OTpDJZGBZlqhjz8/PcXt7K8reN2/eyJnExZNt2/J55/O5tEFRfd1ut0XZ22w2Ua/X5Xsl2cEbWs6eVAfHYjGxc+fzeVSrVQAQ27wKx3FgmqYsDQnLspBKpVAsFrFardDv9zEajbBYLGTOUq8dz/Mku4Z/ls1mpVpe0zQpX2HgNdVouq4DeL8go3WMdvcXL14IucXFEmeqbbmQyWQSvu/LfL9cLqVRlPmEtLEzjJzkCS2JtLxxCUayJx6PyxLKtm2JHODPH+eWXQoTBmYzv+fm5ga9Xg+TyUQCw3eB81M2mxUlOq8rqqeC+eYOXM7zvY5KNPVeie8XLBMK7HSfDwLiZx2fFfFDUsN/Vz1JOwzlvd1uF91uV7Y29DPzd8uyRFpaLpcxHA5xdXWFSqUi25vpdCq2lFgsthbeS3JhPB6j1+shnU5Le4QK9eLhG7uu67i9vUWhUJDgWpJQ/Hr5fF5CAnl4kaRR81/U1oZ+vw/TNLFcLsXykslk1oiYxwY180DapgLhY9nMFOKNO4Ob+bVJsOwCw7TZiLZcLrduFJLJJA4ODqSliTfe9NhyQAyHw2LT4vbl4OBASBEepgS3NKzq3qbM8t/Vu5L04eBICx5JiFKphFwuJzf+VKLR2kXw9WPgXi6Xw+Hh4aMIn01bHFVMlFSz1YIExsXFBUKhkAQyqnYrNp0xH8D3fWnbKJVKMkxx+OCgR387cNdqxxaN4+NjGTiKxaIQiSqZuC2YnJslEnQc4gGg2+1K8DmDQOn7p7+fOTys2OX1wRpe/mwzlJo/951ORwKdPc+TYYdte6yz7ff7UjPPa5IHOW9saK3jjU8ymdz6HhEgQIAAXwLUSnc2YsXjcTQaDSHtLy8vpVl1OByKpZktWKwipzqDSo9KpQLgbuaYzWa4uroSRUc6nZZlHlWzlmVJw2K1WsWbN28wn8/RbDZFQXR0dIRnz54hHA7j7OxMch1d18Xt7S2i0ai0PhYKBQyHQ6xWKyGauCz67W9/i3a7jVKpJOoNnuMsqigUCrJkarVa0phZq9Xk+6XFuFKpYDAYyI0fyScSP5PJBL/85S9lgcLcm/F4jHK5jLOzMySTSVlIcGlyfHwsz/319TXG4zF0XYdpmvjlL3+JbDaLFy9eoFQqSUsqw6B5JnIBGo/HsVqtMBwOMRwOZWHIoGySILSyUcGVy+XENu95nmRdcgbjvOG6ruQf8rnMZDI4OjoSGzdbUdPptKiUfN+XCnvgfSW74zjyvfJsprWOrzlt+Jxpea24rotsNovnz5/Lko7ZiGrJAxdbzPjbXPjy9SAMw4CmaWvNvpxzufDzPG+tZIY/A8CdUp3KLFogWeBBBY7afsqf0V3gHFUoFIQAevPmzRo5pd5n0EXBRRrDzDk300ZGuydnzADv24PT6bT8vKjtsMD7a5dWP86owXP4+0NA/KzjsyJ+qtWq3IDm83m5KVOD5WjrcV1XVD08yBzHkRtH5q8Mh0O8fv1aGHPKlnlDvQuz2QyDwUBucB+6aSd5cHNzI/JO+udJMvFmUYWmaWsXI73BtHLF43Fp/KIMmsqhbyuoeVumEPC+GpK/+PxR4stfmzfBlJBS5up53gdh28D7A4cHPSW9JANJKpBlZwMTh4herychiuqBe58yi9cOBzh+LX4f+XwejUZDqmk9z5Ohj1vA3/3udzg8PEQ4HBblDR8fgxlJEN1H0PH53dy0xuNxZLNZkTRzUCFxSEl8s9mUsErmEVEyTX9/JpNZI31isdja9oLZB/P5HG/fvhU7G/OheN0xJ4fDi3odU6nFnxmSmclkEv1+H91uF7e3t5K9xO9PVVql02khcnlzwAGWtoBoNCpqIwZDmqYpuVEA5MaDtq3JZCIydhKQ9N8z/4G2S0KtMmYgN19HqoX4mAMECBDgSwLPeRL1JLnZDErVbDQalfbJ8XiMTCazpqZcrVZCIFxdXcm/ubm5EZs0m79oyeYCh2pbADIrUenMG3paxoC7JQIVIM1mE+l0eq2kgGqUVColOUGVSkXOYyobqMwB7sKCqfzh0iObzcpCpVarSbEDyQrOk+VyWeZWqlJbrZZYj7j440JkMBggFArh2bNnMl/2+31ZRrL9kmeu7/s4Pj4WmxEr4svlMhaLBX7xi1/g8vIS33zzjcQQUKFFKxCt6GqtfDwel2UK59V4PI7pdCqtZrTsM/iZcxYfN897tb6erxvw3i5zenoqM1w8HsfBwYGE6M7nc+i6LiQDn3PO8szcY95NJpOB67pot9u4vLwUWxvtYFT0cB7jdea6Lvr9vqipOJfSZj4ajVCr1dZmUxI/vD5ZNrNt2UMCisTarvzPbDaLVquFXq+HWq0m1rlSqSR2ItoJqZ7eBRI/VMI1Gg2Z91qtFlzXRaPRENUWPyfzuDgb08LHuXU2m8G2bVHM89oOACF7toEzJa1+zNfifVKA7x4B8bOOz4r4ASB10XyzU5l2FWT81awYBrUS3LTwpu/09FRIAFVtw/9WVTeU/VK6SR/5to/l72qr0tHRERqNhrDwJBTU39XwXm6P1FyWzSBZsvWWZUkG0HeZNM/DmDf03J5RmaIOblTBqJsKHoqGYaDf78vzqZJJfF4syxKpuJrNo2bp8Dnj1on15BxaVCQSCQkcVNsxBoOBbFoozeZNvLr5YdMFFU+8tnK5HM7Pz6VFgkHWzAgAANu2xWu+2QLH74ffk/o80+JGLzatkNzqcKgJh8M4OjpCsViEYRgYj8drB1MqlcJisZCgQU3TkMvlsFgsYBiGyLkp/XZdF7quC9E6Go3QbDaRzWYxGo3ksWuahuFwiMlkIh+7SWSqZBaHTW7b1K0YJePMt6JyiS0h8/lcpLZq4xbBAMVqtSrDTa/Xw3K5RLPZlFBDfr5+vy8DHG1m1WpVnj9a29TXitcjCSC+XsPhEIZhyNY4ONwDBAjwpYDnFEkBTdPQ7/dxc3MjmXFUOpKMYaU5SQhaVBKJBAzDEMULq6hDoRCGwyHevn2L+XyORqMheTk8exmcyqUZ89fYAAVAgoqZUcKK81wuJ0G1z58/l8XdYrEQRadpmkJUrFYrxONx/OhHP5Jw2zdv3uDi4mKtbVVVoLx69UpmSVqXuJBizXitVpNzl6ooZjxSRZtOp2VOdRxHKtZZ0DAajTCfz3FwcCBqHF3XRYnF87ZareLrr79GsVjEq1ev0Ov1pCQhl8tJBTjnmlAohFarha+++mqtrSoUCqHT6cB1XSQSCSkcASDFDCSOmIvDZjIAQi4xKJmzQ6FQQDgcxmQywWq1kpmQeYnxeFyUM8z6o0KCyhvOxI1G44MbbdrV+HkMw4Bt22JVYhMWrWxUzXueh8FgsJbrR9KSdkTOhwDkOqZN8KH8lkQiIbPYNvKHyyo144cLPOB9Yxtn/UwmI3OHeg/Bx6VGIKgOg2KxiOl0ik6nA8MwUCgURMVGRRHnbpZ3cKlFUpR5NUG71ceB6jfmglUqleC5+z0iIH7u8NkRP9wqVKtVGUhUts73fWQyGXljbbfbWK1WaDQaMgyQIOFAUa/X4bouTNOUzQY/10NQZbMkl1TyhyHUvV5vLeWfhzxv6FVLGq1WrEflDSQJB5JTm9A0TTyjatI8M0u+6zcUbuJIspCAY6Ai5coMaiZhkclk0Ol00O/3xZrFw5oSc25geMAR9M3S7sStDv3QDHKktYqEEHA3oNAC2Ol0RB3DkMCDg4OtrU3cHgEQlQ83Rul0GmdnZxLazYFKtdLRlkgSJZfLiVWMn5cZQWob2Gq1kk0otwhspppOp2vBjfl8Xn42bNtGp9NBpVJZy0N6/fo1RqORkC0kfLhtGg6H8jjV145qs3w+L60V/LrM1GFmD3+21IYRbuhICLIFgz8vlEyzsUvTNOi6jlarJTcDy+VShtparSbEHHMCSI6pDV60hs7ncxwfH8MwDHieJ9XCHFBJLmqatibXVokhFSSAPM8TtQ+thGyxo00iQIAAAT5nqMqMg4MDdDodUaeoCthisQjLsmCappD2tKjQ4kUCI5fL4Y/+6I9gWRai0ajciFLxeXV1hUwmg8PDQ1EYsO2J4ca07ZMMODk5wfX1teRnuK67VsRg2zaOj4/RbDbR7/fRbrfR6/Uk0JYzArPf+P1ls1k8e/ZMVCFq/h1VDpZlYTweS/Mkq8nfvHkj1uF6vS6kDM9XLhS4ZOG5rbZsMmg5l8shFouJQiqdTst5cnZ2JnMiFTUsbeAClDf04/FYlOfNZlNU05xt2PAEQFrDVPsUS0kYXMtohWw2i0ajIdcNrf+u66JSqQiRwD/j/M2SBZIPzOXjxzPzic8jG6eur6+B/5+9M21u87zS9A2QALFvxA7uWiyn7UynJ5Opmpqavzw/Yj5NlbuTOLJiiaRIgtj3hVgIAsR84FxHLyBKlp3YVjo4VSjJFhfg3Z7z3OdeJGWzWZN+OweJTmDOuU4jR0RCFwqF5PF4zHORfoL3iZQNQKjX68nn81k67GKxMDY67/OHa+lBewAAIABJREFUCl+gXq+nbrdr/pIoA+7u7swrCUAlGo2aQbDTU7Ferxt4t95TwLCS3gE/o9HIvEu5bgEc8/m8HSe8TQG1FouF/R7eA/L+dDr93p5j3VZhU48XfaUT/Nmkgv2ytWH8rNZnBfxglpdKpRSJRH7w6/HKkWQbREmWaoCnDhvUTqdjaL5Tj8mf63/nRSw1xsMY+C6XD+lgmPMx8QHJr9frRiV1/ux1uQ4b+ru7O1t814EiXs7/TwIRjRE0TY/Hs8JK+qXKadbsZLLAjoAdxGdAzhSJRBSPx1cAHgz7oIg/tsAgE2IKsVgsjFpOWpUk08oDPm1tben777+3xTUej+vg4MD077e3t7bwoXfn9yGPcrlc2t3dtclJo9EwWSCJUDSl+CG53W6Vy2UzIqbZW2dGSTJpGQwwvGZKpZLu7u6sseh0OqaVZ/qIsePl5aVdq1CPueZyuZw1RM7rhAYtGAwqHo8rGo3aeajVatrd3TUwiGuMhC7eC1I3wKzHJmQYene73RU2HQ3e4eGhsbPw1rm9vVW9Xtfbt28Vi8XMm4H7i+hVwJ39/X0zPJzNZjo8PLTGNplMWlN2f39vPhPSKjONxvsxUNVpBI0HUqPRMI+LZDL5k828N7WpTW3qlyjnIEqSbcSlB/lXsVg0Bu729rb29/dtfd/d3bWNOb0IvjywtQFpvF6v9vb2tLe3p3q9rlKppF6vZ9J7ABD6gFQqZemJyIXC4bDu7++1u7trLIVWq2WJrP/6r/+q4XCoUqmki4sL6wmQFTE8KxQKJmGCDRsMBuXxeHR4eGg/t1armdciTKVut2t+hQwH/H6/qtWqRZ9vbW0Z0MMaymeANYJUih6HYZTTwwdPEUlmZcA6B3CERA2QKZPJmK9LuVxWr9cz30u8clwul23kGdxhFM2aCEsokUgYi9ZZyM87nY6azaZisZhCoZB5DSUSiZU+UJL5VXKMSBBFnoffIKwV/pvwCKcNAUMymDJ3d3eKRqNm+kywA76FAHZE2nu9XvONCoVC1nMylEQajlQqEAjYEO9TCkaYk+0Nm4vBoSRLJKV3pl+g73N6fnI9IHvHkJnzyDCMQWo4HDb/La7px4AHBqwM6SjAMga2pFvhEwSramNg/PEi6c4J/vzS+7N/5toAP6vl+iUPxO9///vlN99888F/ZwK/rrF9rPD5IGq51Wqp3W7bDfZY4s5kMjHz4HXJzacUv5OpT61Wsw03oEsikVihkzIZI4kIVgKbRqcPyroU7LE/nS+KeFNosTzwYU889noMUFp/QRv9KQXLxPknEwkYI0iJZrOZQqGQgXSYNyP1WywW71EknZ4CTtmc2+0282XO8Ww2M3PgdrutwWCwQls/OTmxxsPZ3GxtbZlkCtBIklGvJdkiCl0W+jDXGtNLWE00bHt7eyuAwGKx0N3dnU3BnIuqy+WyBgZ2D5RpSZZ8xzFGOoW3QL/f13Q6NaCEBskpi5SkZrOpcrmsQCCgXC5nQBisoWazad5aXq9Xi8XCGgC04FtbW8pmsxbt6yxn7CuMKFJXAGTXGxI8vzBrpGElJQ5JHdNJrutEIqF0Om1snMvLS9t40AjS5Pb7fWtYnU3P3d2dGYPiN/YpNZ1OValUrKkFgN5Mxzb1z1Iul+vfl8vl73/t97Gp1fpQD8ZQwO/3r8RKSw/G+9PpVMlkckUq1Wg03pPFDIdDffPNN5rNZha6EIvFzPR3OBxqb2/PJF0wU2BHw+Ld3t62nwsrAal1tVo1I2TA+7/85S8W/MEQBQDB7/fr4OBA8XjckpwymYyOjo4sofLi4sIYuQzrAHEY1LEpZ4g1n891cnJiYRStVsvWQ37W0dGRnj17ZmlWmCQz7KEvge2xWCx0fX2tYrEoj8ej3/zmNzo5OVG73db9/b2lgCHJ+frrry1YBKNigjFg6cCc5pzBiIUFJT2AOPl83iLnq9WqSbjwnVkul+aZ56zFYmHAG/2F82vfvn2r2WymJ0+eyOVyqVQqGVP2/PzcTLD39/e1tbVlIAgsHoY6DON4ca3MZjPt7+8bwBWJRDSdTk1mBRuYpDB6q2Qyacxr+kuGeI1Gw2T20WhUuVxu5Z4AfJtMJvJ6ve8NLp0Fg9jJ7HL2GdKDdQVJqvQZgFB+v1+xWGwlAdW5vxkMBjbkg/3OPebz+TSbzVQul439VigUlMlkrNdaLpeqVquSHno0rgH+jaAd576MAfZoNLJ7ilTbDaDx4WKfsLOz80H/p039/avVaq3sM/8Z6mM92GfD+MFwDj35x4rYdRY2mDh4wXwIzAI9x2yLScqnFpObZrOp09PTFTYGMiKaDlgM5XJZp6en5prv9/v/LhRJp08QDAYaI+K9QenX/YuWy6XROp2g0ofKCQTxcsp9OObovPHqkWSmfDBz1j9DJpOxyd3t7a1NgfCAYfN9eXn53rXxmE8T1W63Va/XVxZ+JiN+v9+M/BaLhZrNpjKZjJlFY/bL54J+y+8g4cuJ3nNu8T2gMeG4SNLu7q5SqZSq1arK5bLJs/BWmEwm5pngbA6ILt/b2zNTwW63a+aSGEEygcMc8+zsTK9evVIgEFA+nzdWzXQ6VblcNpBSkhqNhmq1miKRiA4PD987VwCbzWZTNzc3dl2wUSgUCnK73eZDBOjGeQSgo7l1mnQjuWu1Wsrn88ao4sVkD0AskUgok8kYoIgmfTqd2vu7vr6Wz+dTNptVoVAwCUOpVDJzUeJw3W63XQukfnHtplIpY0s91rA9Vj6fT0dHR7YpIekFI9Cfy5R9U5va1KZ+SiGFgbkTj8fNSJhhCKEagPZM/2Gb4E8jSV999ZXS6bTevHmjfr9vfcNgMFC1WjUggcALJOyz2cyY2URgs0YDCMAOgjmDtOzw8NA81vCp29nZWRlYTKdTvXr1ymTN9Xrd1vnd3V3zVYHZC3jkZOiOx2Nls1kzOiYx0+/3m5/c69evbTAJuADLg34LhmgkEjFfwOvra4XDYb148cKY3H6/X/F43Porj8ejo6MjSwbj68fjsarVqjGDG42GcrmcDg4OrD9kuIXHEVHvMJo4987+EkNqJNysk/Q89LqwQ2AmSbLPSp8IE8Xv9yuZTGo6ndoAFZ+fVCq1wohwsnwojt9wOFSn09HFxYV9JpgxfB2ABEAFQNXNzY0KhYLJ2/mdMN4qlYqq1aparZZ8Pp/1DaPRyIA3n89n5xEPHZhgzgEtg+Dd3d1HQyDwKu12u2ZzAauffgh2OLJyQK5gMGjA1Xw+1/7+/gpA5/V6dXx8bAmnpVJJ4/HY7BCcvf/6PsDleghmabVa6vV6JllzGhgjuaQ/w9d0U+8XhuK9Xk+dTsd8sDb1y9SG8fNQnwXwQwoPfiMfK5BxwBMWP7/fr0wmo8ViYQ9GqMFOQCAYDJp5MHTSTy2akOvra93e3uro/8dIut1uMzCUZEwITAolGZPp75X8w2Z3/aERDAZXYionk8knIfFOEMjJolln1pDGQc3nc/OqYYGGEvsY64PfRUNBhDcyN+RR0rumIRgMrpgysyhKWmEmATSgZ280Gjo7O7NEJiRAOzs7mkwm2t/fVyQSMeNC0jqI9USixdSJFw1dPB639wUFGz17Op02+jDx4sViUZKsYZ5OpwbcbG9vK5vNmoGxpBX/nGg0qsVioVKpZI0G0kJATwAUfvZgMNBsNlM8HrfGR5KBKEi3AMlgrPV6PfM2QHo1mUw0Go00Go2MCp5MJo0O7jTmRi72mD8OsgLYPrDfJKlUKqlSqZiR9GMRpgC3SAa5lkgDOz4+ts/WaDT0pz/9Sa9fvzbfBWjdyWRSwWDQDDABf2AdMo1xu93a3d013yMnMPSxgiK/s7NjjCs8gTCO39SmNrWpz6GIJY7FYrq5udHFxYX5+kgywHs6nRpgj1+JM0Vya2tL8XhcyWRyJVqcwQlrFF47eCY6GSL0cyRyeTweYziQeAVTE8k86adHR0e2vgF0MLB4+/atsV8qlYq63a4B8aRfBgIB83jxer3K5XKKRqO6vLy044QJ9O9+9zsb+pEyST+CbxHv+/LyUpVKxdipvV7PmFMYXReLRXU6HRtGkMB5cXFhIAn93O7urjwejxkn04/gy8fnvb29lcvlWmEcRSIRZTIZizh3DnKurq709u1bYyGRlipphfHqdrsNJIMJhYcQPjCwYJbLpbHP6RHoX2EvNxoNkwNisvyxntUJPMAcv7+/V71eN/lgv9+3wSzvH2AmEAioVCrp9PRUkswfEtY5793lcqnRaOj169eWvuV2u82P0+122/UIK4vvc5ZzyPRYyAcs5WazqXa7bfLydXaC1+tVKpUy9g92BdyPH2M0FAoFeTweG7Sen58bEAUb/7GNMRI0ks3W92gej8ck7b1ez2wW1s8fzwsi4v9ZpWEcv36/r2azqWg0urED+JlrI/Varc8C+BkOh7ZZ/1Dx0MBsjKQHKMEwFLa2tizZh2kUCyIVDoe1XC7NO2Rd8vJYzWYz03Bns1mlUilVKhW1Wi09efLENr9MAySZ90wulzOzOSYeP2dBBQ2FQjY1QqL2IWDNKfl6bMPtLKRlyLSI6mYyAfiGTEbSymLI7+DBjxQqHo9b3DaJToBb8/lcrVbL4kWdlNN1byZiK10ul+nkY7HYSuQ3Br0ul8uAGaZnAFzOqY0zrpTpBpOwer0un89nka1OSR+FQSIpHs5mkcQKKM2dTkf9ft/08F6v15ov2DywePDbwW+Kf2NCBSDlTBJZLBaKxWKq1WqqVquaTCZKp9Pa29uzCSwUeGRsNG+waKC0Y/LnnFBFo1E7904WHOd6/e9ce6PRSNfX15Y2QuNDs8wrmUyahwTXH00+VOVcLqfRaKR2u61Go2HXKFNeqOzRaFT5fN4o6pghTiYTuwZpnN1ut02qPxW4AfzE0JGpKayoTW1qU5v6tQvPEBgPxF5XKhWFQiF98cUX1mMxtCGcAs+1w8NDM9BnLWIIcXh4qGw2a9JoAhOISXf6kpycnCiZTBrbIpVKKZfLKR6P6/r6WtPpVK1WS9fX1xaW8OWXX66wlxeLhW1kMRoGWMFTkDV2b29PBwcH5tWDvIVjcX19rdlsppOTE02nU+3s7Oj8/Fwej0f/83/+T+Xzef3lL3/RYrFQPp9XMpk0nzxY4vF4XMViUcVi0WLbX7x4YQOa0WikwWCgdDqtQqGgWq1m4EatVrPBCl41kizIwSlP4/OfnJxoPB6rWCzq5cuX2tnZUTqdViQSUTabNeCH4eBgMDCW03w+V7FYNI87Bke7u7smx4Y5PBgMjD1DFHs6ndb19bVarZYxmgH46IlYywHKDg8P1ev1jMk7HA41mUw+KUIcwCGdTttxQrbuHNDShwDshMNhtVotC2+p1+sm72dQyHVHMttsNlMmk1nZqG9vbysSiej6+lqDwUDhcFi5XM48pZwv0lkfS/uCOdXpdOy4P7ZXgP1DX9FqtcyfC/PuD93ju7u71mcCWCFNJFzksWJw2O/3bRi6Xj6fT+l0Wv1+39g/TtN2UvakB/Yg18s/o9wpEAjI6/UaK5xj9c8Khv3ctQF+VutXB37YbCFXeazu7+/V6XSMUjyZTCTJaI7r3+dyuWzBAIHma6lIJLLC/PkQEwc2UrPZ1Hg8tk0lrKO7uzuVy2V74LL5DQQCKxteHuidTucXM3zFYA/DwF6vZwDQT5GacbycfisAPk75mPTuBnP670jvZGOLxcIi0ZmuAWp0Oh1L2uIYovnmGALaOCVezphtt9ttdOxarabFYmFmfuv6WvTeRMvu7u5aqgl6fnT+AAw0TdCe8SUA3JlMJqbXxkAZAKVerxtrBcmRE5CD+cQCj1yO5LZms2mfAQ8cQKRYLGYAJGZ/SNIAUTg/5XJZxWJRuVxOqVTKzkk0GjVjS1Kv8L/BfymZTK7EtK7fP8Fg0CZL6+DPhyocDuv58+dqNpsGnDlTP9Z/fiKRsObz7u7O2GgsorlcTul0WtlsVvV6Xff39zo5OdH9/b1KpZI6nY4mk4lKpZIZW+K50Gq11Gg0DFQGBMNME2DoUz4XkjEm1DSVP5ZxuKlNbWpTP0fBLgVcgCX8/fffq9/vq1QqWQ/llBPDXry7u1OxWNTp6akxQXmxhrCe44kC24SY7Hq9LukdK5tB2Wg0Mmn91dWVrf9IkmFrTCYT21zO53OTHcOmwEcmHo9rPp9bAAJs30qlYuCR9M5jBckUUfK/+c1vDEyqVCoWec0mFhYUcrh6vW4yMlgasGf5LAy0ksmkMVZLpZLy+bzu7+/15z//WX6/X19//fXK5nB7e9vkc4FAQGdnZ9re3tZ0OrU+9fT0VN9++63++3//78rn88bYhjHjHHRxfo+OjnR+fm7AEOANDBpAOp/PZ8bBpK3B0iaVjAEtgINT/sSaGovFTKoN24VeL5VKfdRDx+fzmVze6/UaW8jn89lxpp9EOsWxy2azur+/VyaT0dXVlQaDgYVOjMdjY5DhxzkcDu38whYDuAuHw9rd3dX19bWur69N/uc0PoYlBEMI6T71Y+TlPp/PvhZ/o1wu99H7nB4RYBLbA7yPYNyvKyUkKR6Pm7TxMa8n6aG/Z3/T7/fVarUMTAQA9Xg8BrqSQPbP6H8IaYFBMkC4s5bLpTwezweTnjf1abUBflbrVwd+WJy9Xq9arZZRWCmYPTj3o6uNRqM/qI0EgSYpC/0p34eLf7/fl8vleo8NQ7JSv9+XJGsaYHlgpNzv93V7e6tkMvlBY2rQ9na7bf4sPyRr+3uV1+s1I7vBYKB2uy2fz7cCBEgy5gQvpFgAKqPRyBpDWCVMf5zR304voHXaK5MGXkwFKbyDYGul02mbQqCPRUoEXZbGbzqdyu12G7OJ43xwcKBer6eLiwvlcrlHTdVovDAJh6pO88a0gxQIgC98a5gIPXnyRPv7+8YOwxOAyaf0zgMGw2RYYx6PR7VazXxsMGFkciS9u1+g3sIkIeUC/4RwOGwmiOjQMdp0uVyq1WryeDx68eKFTWJh+wA65fN5uzcB55AxMrHj/kilUitNDKafRJyv39cfqu3tbaXTafPFIY3vQykI680nptrj8VixWEyxWMxkXZVKRbVaTbFYTE+ePFEmk1mJsN3Z2ZHP59PNzY3R1Wezmcn2nLI0zi9NKqbkTmNyZ6GVB4x2XkP/LGZzm9rUpj7PCofD5iMzHo/VbDbteQ1Q0m63NZlMjPVKTxYMBu3vgUDAUk15NRoNhUIhA9Unk4n56DG8mM/nCoVCurm50e7urlqtlsllkeBOJhM1m00zOR4Ohwb8NBoNk9tvbW3Z17K59Xq9ljJ1eHhoHi6ADgyJkHrHYjFdX19ruVxqf3/fjKq9Xq/29/fVaDQsNez6+tq8aegHLi4uTELt9/stoABmRSqVsrSkaDRqnoykcF1eXprnXjQa1evXr3V1dWWADga8/X7fmOfz+Vzj8dhSbG9vby1Kfjab6e3bt2buiySJymazJunhZ0oPPe/NzY16vZ4NWQjHACQCQOJ8kzTl9JZst9vGEppMJtra2pLf79d4PDbAkV7/5ubGgDqi6bku+Do8MwGltra21Ov1TEIuPfjmVCoV21BzPvjdeDgBDgaDQZVKJQMP6YPC4bCxwXjPvV5PV1dX9l5glBMhj7SbsA7AQY4XACG9jfQwuHQOtWGBYTD9WP9Dkluv17Mh2w+xaIimp8/kmJKuh00EcjYKaZ5TzvUhhpDP59POzo5ubm5UKpU0mUyUyWSsP+IYsR8BEGaAvr29/U8BdDi9ORnMr9dyudRgMDB/2E8ZNm5qtTbAz2r9qlcQGuPd3V15vV7bJDqTsYi1xDsGTfCnFs0DD1EmCqD++LSwUGFWRuwiPixs2trttk2GMpmMoexs7tkMPgZKuVwuY/70ej2bjPzcBesGWRtxobVazYz2pPdvChgpSGgSiYTpUR8DdT6lAFOcBR2bBgUgg4Vxd3fXQCoiwolMR1MuvWOALZdLi2mNxWImU3JSoR9731BtAX8ikYiZQMMmAUSDtYTcq9PpqFKpqFQqWWIX0wy8gmAS7ezs2O/PZrN6+fKlvvnmG/MEIoHEeQ0hTeTaa7fbpoln4QCYg54MAMF1ByWYCUM+n1cul9Pl5aX+9Kc/GbOFKHcWmV6vZ80a5n5Ov5p6vW7U8FQqZbRqj8ejZDL53n39QwUI1263DXx1xto+Vs6mDLlWpVLRzc2Nstms/H6/jo+PVa/X1Wg0dHt7a/R1JoPL5VKJRMI2C8T2Il+MxWLWBJIQN51O5fF4Vpo2adWDa90MHVARSR0swU1talOb+jUKlvRsNlMikdBwOLRkwnUPt2g0qsFgYAxWUiSn06lCoZBevHghj8djqV0whWFlSjIJLbHmXq9X6XRaqVTK2BkEdyAVCwaDOj09NfNnUitjsZiurq7MfBbZ8fPnz/Xs2TMbIhErPx6PdXx8rNvbW+XzeUsqOzg4kMvlshSqXq+n+XyuFy9eGCME/5nxeGysl+VyqclkYibWDCphWodCIS2XSxUKBfOldKZ64SmEZCoWi2lvb0/RaFRff/21RqORvvjiC2Msc/xgAT958sTWsPF4rH6/r+PjY5XLZQuFGI/HKpfLNshjnZZkwMJkMrFju7+/r/F4LJfLZabeg8FAz58/N3CMtS8YDMrj8RhLF4CHSHR+Z7lcNpAH0InkNgYvmUzG0ndYa0ulkq6vr3V5eWnsYyTzSL1hcNELVatVeTwe3d7e6vvvv9fBwYGxofk8vHeO3XQ6NQYSP7vb7aparcrv9+sPf/iDtre3bfDlBLY4jjCtuQbpFQC4XC6XJYpGIhHrG/GXpC8cjUZ2vdZqNfONfAzUYUjH4Ov+/v4HE6MAGwGqut2u9XiwUGDkwNKR3vnTwPBy9p+PPVPm87mBysvlQ2IaAAbg0Hg8XmHV8730TM7+yZlGzNf9lH3I51Y8/x4rBsvj8dj8RwEuNyDQj6sN8PNQv9pVs1wuVwAd6SEaG4pjKBSyB2w6nTa68E+9wZlOYMaLkR80YP4/zvi49uPrAo2Yacfe3t570jE0m81m0xz+14vfhzkhhmw/tWDlrKcnOf/80PFgQWITDBuKhzBMD8yafy73eRZDpzZ5sVgokUio0WgYo8rJkOp0Omo2m+Y5g+cKgBCLH5KscDisbDZrFNsPMUj4f2/fvtV0OjV5FYwm54LkZHocHByY3wHSRaY+h4eHZiqN7MsZBxqPxy0K9unTpyvMGSaw0+nUjAuhEOfzeTNBRnYFzX69AJ/Oz8+tCQ0EAjo/P7dJQygU0vHx8QrDSJKBUPwOrhPo7bFYTM1mU51OR41G4z1atfO+Jr3khwqGnPQw1QTk+6F7BUp2OBy23zkYDJTP55VIJJTL5eT3+1WpVNTr9ewz4L0TCARUKBSM7sz1RyMIYwrKNM+JVColScZic96PTkNUrjGYZBiQv3jx4mf3/trUpja1qQ8VfQ4ScUmWHNTv9zUYDFSv11Uul7Wzs6MnT57YxnYymejNmzcWHw07AInz/v6+mRqPRiNjB49GIzMsJpiiXq9rNpuZHB+gvFgsyuv1GnNgsVgYIwbPGiS0e3t7Nljk2Z3JZAyg6nQ6ms/nyufzCgaDKhaL+utf/6oXL17YcC6bzZq0p1gs6u7uzjxoGo2G2Qww0IAlurW1ZdLvRCJhnpTz+VyHh4fWl5GCWa1WjVWFTw0yYCTnT58+NSbxaDRSIBBQIpEwg9hYLGaba3ol1sLxeKyTkxMbGL169Urz+Vy//e1vbUAFS6jT6ej4+FihUEjNZtNkSiRhvXr1SplMRtvb25ZCBQvI7XYbC7zX6ymVSplUnXMCuNVoNNTpdCTJGDn0l5PJROfn52Yuzab45ubG5PeSVKvVdH9/r/F4rEajYdcM/cfBwcEKSIkvIteEU9Lt8/mUTCb15MkTky1WKhWzMahUKvq///f/KpVKaXd3V/F4XNlsVi6Xy9jwlUrF+lGkk8TWh8NhzWYzYzyRfocXTi6Xsx4WEJHPy1D0+vrajLlDodCKRQDSTBjPDNo+1LNzfXE+4vG4Mb4Hg4GSyaRms5nJtZxWGVxXk8lErVbLWHjOfQLG5bDMQ6GQ2RLwvAB44/sk2b16d3dnqgAA5g8V8rL/rHIx9kZc6/h6SQ+ffZ0ptUkJe782jJ/V+tWAHwydaTCkd4yLRqOht2/fKhwOG9UUX5W/RR7FtJ3YURIfkI/VajWL+2aSgzaZiZfToHC9nJrbTqdjTdNjCH08HrekIKQ7HysaBxYC/ly/kJ1SK2fKhDOSnb/zc2lurq+vjfEBlXcdBPilivdx9P9jsTH8BbzzeDzmj8Lmms9BesXV1ZX5EDC1vL29tSbWmSwAIwytLQsQFHG8enjIAvo4jw0eOG/evNF0OlUmk7HpFpMmWFRMuAAA/u3f/s00/zQpzkS10Wik29tbHRwcKJvNrtwHJDxwvT1WHB8muIA0Pp9Px8fHBvhJevR8k95FXL1Tc+9yuSxGl/t6NptZnG4wGLRmmvPzKUw3wB+SNer1ugFwHysmySSNlMtlXV5eqtPpaH9/39h7MIKY3JLKtrW1pUKhYIygSqWier2u4XBobCgnQw3Nf6FQeA/ApEhXwSOKiSOJMd1uV8+fP7fpKa9/9EnWpja1qX+McrvdK3HcJAbF43Ht7u6a5LvVamk4HKper2s6nZrp7+HhofULg8FAkkwiBJuSOPbhcGg9xmg0MmYQQDqsVcAE5F744BAfj2RqsViYXFl6SDACsN/a2rIN7dOnT032A+BEL8YaAVOE9EcGM16v16LSd3Z2dHBwoE6no9FopP/xP/6HPbOdXo/4Uk6nU/M/glERCAQUCoXsOObzeQOYkKsxRMKMOpfLGfuYiHA+I8xjLAhgabABJyL+7du3ur6+1nA41NHRkQ0i8PfjGFLIr30+n/WrAHf0XHd3d+YLQ1/U6/WsVyE1bTAYKBAImCwKo2uSvpBEI6Xyer06OjpMnd/qAAAgAElEQVTS0dGRmW4j2fJ4PMrlcqrVagZ80FOl02lbp1OplOr1umq1mrFUJFm6F+lxeC9hyp1KpYz1i+k3fTjsIAIi3G632u22GSbTCyLRcQ43I5HICkMOxjosMZLx6B/Z+5AYi/cibC9S4SQZew2DaMDUx/YhgDeAdiTQ3t7emjICGRmelHwNsj7MsDkmmJ/DHifdi+dLJBJROBxeATC4JgCNYG87C1aXM1GQP1FaALB9SjHooy9b3yN9jiASzxRsB+g/ARQpPg+98i9lKfI51wb4Wa1fBfghFYoFYf3f8BVhwSQZAert3+KJwWaS1C8olWiF8fcoFApKJpPy+/3GgKFJ+NhmDJkKhm/EaTtNdXnhw4JkBFTcGasO2OO8YN1utzGlnJ4iP5byCIIMDdqZlEUD82tvPJ2JSvV6XfP53KjQwWDQ6KhcR7BhSJlwpgrAriKKFPotbBsaAWjGkuxrnIswoBALBRHvUKP39/cNnCMxIZvNSpItXkxXb29vDbDZ2toyqrbf77cpBhO3VCqlo6OjFW0+si1kkI/VcDhckShOJhNLFaFpYRpI4tljwCZTJqcxofPr+P1MdLe3tw3MAuAiae3+/v6TFmlnEkWtVlO5XNbh4eEnUVzRTz9//lytVkuVSkXff/+93dsHBwdmVsgE6u7uTpVKxdLB/H6/jo6ODEhEmsXUkwlbs9k0+RzsQoprFAYhjCSYX5FIRGdnZ2Yyzfc6m0UnW2xTm9rUpv7e5QR+8HNz9mckYeLPgV9hsVg0qTEsYZgqsLYBByKRiDFah8OhqtWqDW6azaam06mOj4+1s7OzMvSgJ4vH42YCzXoOsONyuVQoFCS9G+TgAbe1taVyuWxJUZgZM4QoFAqW+FipVAww4Jicnp4ql8sZ6xY5Eymc33zzjcLhsDKZjIFHgBCAU+Vy2ZIoYcwAHHGckEe/fv1alUpFi8VCBwcHJjt3+hrhafjll19qf3/f+tdarWbsE1JBSU07OTmRJANx8GohuQswqV6vW3w3wyiGtBh7M6B68uTJik8NPfRgMNCbN28UiUTMT5Pfh6wLhheyNyRGSOnm87mur681n88NKMS82xlnn0gkFIlEVKlUNJlMVhjdbrdbqVRKZ2dntrdAqpVMJpXJZMxEHMY4aWCwflmnSaSDcY63J/1CIBAwIIKhKozgdRNngLnlcqmLiwvt7Oxof3//g6zmQqGg29tbnZ6eql6vazQa6dtvv9XNzY2xv+kxksmk9SvYHTyWRIqP0mAwMFPmeDxudhCEaHA+h8OhXaf4hAL2Otnp2Ct8SAKG+TdBJFwzTu+o9WfTh9LKMJIm2GXdJsFZPE8wlGew7wygkd75iX6u7Bmn/6j0Dhhbf/2SliKfaznP6wb4eahfBfhxu92PsmYAQdxut2mzncwgwBomIH/LJigUCmk4HOrq6sqoocFgUMfHx5LeaahhWjiR1nVpFS9pNaKaBaJarX40KhFttTNyW5KhtiSEISv6WyP/QMlvbm4sqpwHuFPDPhqN5Pf7bXrxaxVMHT632+22iUA0GrXY0lgspmg0qul0asyMx66xwWBgsbB4DOzt7Rllm+MMoAMtHEmQk44KVZ0pGPRvgEoa2rdv32p3d1fZbNauZVB6GjoSMWgKq9WqotGoeQOtJ0DQ3OJBtV403GjkPR6P8vm8yZWYTErvzIebzabJydZ/1mKxMHYcEiqOMY0Un73RaCgQCNjUDUNEtOz9fv+jaXrOokGDcl0qlXR4ePjJ97/b7VY6nVYsFtPl5aWKxaL6/b4ODg6Uy+XMXwwWDrRqGkbAXEkqFouq1WpGlWaiFYvFVC6XrdECmGXzw+dkKkaDBnXb4/GoUqnY8SVhjCk7DSQbGQDBTW1qU5v6W4uNGhs42J/rGzBSWJGCn5ycGAvo/v7eWA5O1mU+nzcpU6VS0XA4NOkI3izT6VTJZNKk1VdXV5IehhYMQJDp1ut1dbtdBQIB3d7eWhISXoDSwzO/VqspEAiYbwySK8AT5Pn5fN4255gy4ws0Ho91dXVlAARhC7AlCE6YTCbGVJEeJHJ7e3saDoeKxWJmIwDDA3+3nZ0dHR8fKxaLGbBGz4IxbjQa1Wg0UrPZ1N3dnfb29iw8AakbIIkTTInFYsaGgum8s7NjfY3P57NhWqlUsnQ2ep5ut6tsNmseOKlUyjb1zp/BAJE+dT6fK5vN6vDwUM1mU+fn5/L7/cpms9YrIS0vFAqq1+u6urpSoVAwg2l+LvHvlUpF8Xjc1s94PG5Gw/jzbW1tmSnyy5cvbZgJyMfQxellI8lMwLkmS6WSBWcwPMRs3OPxqNfrGUMJmaAkHR0dGcPZ6VlTqVRM8gV4BKjJvRSLxYxt8rHCkLlQKGg4HOrs7Exv3rzRYDDQ/v6+eaAOBgMLYZnNZmq32/bfzoKFAwApvTOMvr6+VrVaVSqV0t7enra2tnR2diaXy6W9vT2Fw+GV9wvT5/7+XpPJxK5zPFwfK77HCchMp1Pd3d2t2E98rOhd8cBqNpsr0i/6de5TSeYz5HxfAECYTjcajffSoD/XAhhbP86dTsd67V8iSfqXLIDvD11bj9UG+HmoX03qtQ4k3N/f29SG+GcehgAUsVhM29vbpjv9mIb1Q4Xxb7PZ1GQyMXOw7e1t7e/vGwunWq3qP/7jP8zDBFTaWXwvdEfM3vg9SKWQD/GZaLB4wUCikfhbQa2PfXbMb4nhXk/24j2Gw2GLwuR90ZT9UuVM6+L8AGY0m02jnwO6IENKpVIrcZRolev1uiU1SQ/g37Nnz8zg97GNNBttHp5MT/hdkUhE6XTaaKosetLDojadTpXNZu0aIV2MNCe/329NKMyey8tL9Xo9hcNhMzjP5/MrDziYQT6f71HQZ7FYqFgs6vLy0iI6v/zyS5uEQX0H6JJkcfRMq5gsAnY6C/Nt9OEAJkxRMVd2fjamlFDPkfJFo9EfZPDQmN/f3xsjZ39//0dcTQ9g7rNnz9RoNFStVvX69WsVCgV73pAGRkTr1dWV3Z+A1cvl0pI/3G63MfrC4bCOjo7UbretKSyXyxqPx5YIAt0dI2jo2/F43BJ18P3inDGFdSacQXd2Sguc+m6n4SF/rlNd+bdNbWpTm2LIBgsVyQnP5fl8bv+O5IA1KBwOm78ObADpAbRpNBrGXGaQButmOp2a9w7MHefzqVwum6SBTSv+akhG+NkwECii5JHkejwepdNp83ejbyRFCtm3E0AgDGF3d1cHBwfm2wJziYHAF198odFoZLJkZDFspp1sqPF4rL29PYttR8qE3InhWy6XM5n6s2fPjKmCVOnm5saYMqwXzWbTZB4wkkmqhKULGIacCdZKt9u1QVQgEFAul7NehvN7cXFhg4idnR1jt97d3ZlEGsNnmC+kwO7u7moymahSqSibzdr5XiwWKhQKqlQqurq6ks/nUy6X0+7urvXcSO9Z+/DnRMLE9cJafHBwoD/+8Y92PPBZPD4+1ng8tmMLsw22D+casNLj8Wg4HBp7y2mtAGOFhCwYJPhOhsNh66MvLi7M05NzTKw7gTIkkL1588ZkauuDYvrxUCikSCRifcNf//pXY607rxtAu06no1qtpmKxqJOTk/c2yrCzm82mIpGIASAAlXj4+Hw+C8aBMf8YgMJAz+fzqd1uW0DLx/YO3HPBYFC1Ws1Y6r1eT7FY7L1028cKBUmj0dDV1ZWdN+f7wkvsQ+E7TquLD6VB/yNVPB6348jz4D9LDQaDFT+6D5VzTdkAPw/12ViCM0Ffl5mgTQWsgGHgNDD7FDACFkK1WrXmhRuBiPZisahwOGzu81APiWF0pvTw+pSC6gu4g8fI+tfAaOr3+49u5j+12KjjEcOEZTgc2oaeaReL6ropGA9imjUmTr8EAMQkBOkUCwIPfRKfrq6uLKksHo9baoIk0w/3ej2T8pAMRaQ7CzEa7A9VMBi0ZBJnzH0wGLQGxsn+wdcnn88rGo2atw7fBxU3k8nYeabBbbVaSqfTdh0uFgujiAMGAaLAcFp/78PhUN99952ljJycnOjZs2cri3M0GlW1WlW5XDYwgukaxy6ZTFqMO4wzrntiYdvttp0nJ30Z4BCwFPYLPgkYOJ6fn5v0iobG7/c/CgS5XC6b3hI3jITuU4ufEQ6HDRhLJBLK5/OWYAarEJ8BDEa3traUTqe1WCxUrVaNhcNzyOfzmZcRDT/Hr9VqrUwzOVb4mfF8cerOW62WMdI4xzCBoPU7m1HOAdGoTkbXYwXg7WQTbswBN7Wpf56aTCbGUoC5jCQ4Ho/buof/XyqVMuZpKBQyj47xeKxMJmMmx6SB9vt9G+AcHR0pmUzas/Pg4MA8b+iHmLYjrcnn8+Yrw1pC8APMWOcG3lmRSMRYOzBj0+m0+v2++QGNRiNdXFwon8/buo1HEWvWwcGB/uVf/kWS9P333+v09NSSPvk9+AhiaovPDYBav9/X4eGhrq6uDEzASgA2CdIszH13dnZ0e3urq6sr5XI5G6rA7rm8vDRZOn4eyHIwOp5OpyoUCuYdBDgB6/To6MiYO8ViUcFg0JLOnOsWnpe8j7u7O71588bAr+3tbYtOT6VSCgQCZvDMNQTzK5fLWWQ68qZIJKJut2vrUCQSUS6X03Q6ValUUrfbVblc1u7urkmquF5vb2/l9XptqLSzs6N0Om3sIvrg7e1tZTIZuz4Y8NDLjUajFWAvFArJ7/cbw2c2m5k5N0wq+pBCoWDs/PF4rGazuTJ0YRDM4BVDbYaBrOH0RSgEnP0lCXFI0tm//OY3v9Hr1691dXVlIAt9OwOr7e1tXV1d6fT0VM+fP1+RmfX7ffMdHI1GSqfT5vvz5MkT1Wo1k6I9ffpU8Xh8haGDTD4Siazsa2BV4cvE+/jYs4gBK9dlv9+3cBdAsnWmEUVPxPFm4A5j/sdExPPeYdU3Go2PMpc+18J8HgAumUz+quqNv3d9CpDD1zBY39RnBPxI+iAVjc1uv99Xp9NRIpGwpKBWq2XouNMXx5mo02w21Wg0dHd3J7/fb5OjnZ0dS13gQUGjQAymJIvY/FtuehKOer2e2u32o2wbJ8hF4/WxgsLoNHxm6kZNp1MDHXDRZ5F0GoJJ79KGWHwxMg6Hw7YwEq/62Pv/W4sGgUhH5HXrm1eQ/EajsZKSFYvFVKvVdHl5ueKHEg6HdXJyomQyubIwQeGFev6xCoVCZqyHxxDeUPgDORlgsFo4nlxf+/v7Ojg4sPPSbrfNlBDzYEyCiR7//e9/b1GhpGh4PB6TCNIguFwu1Wo1XV1dGUiRTqdNSgRrBJkaTCiOHZMfQDQSuT5USL9YbImgdXpNIVNCO04jxgT5zZs3ZrQeCoXsnMK0A3R1Sij39/dtg4Jh+48tJqm1Wk3NZtPMmWERIvWD/UQyDcaji8VCjUbDqMpO8Idzx3Xncrk0Ho91c3Njmyo2KoAtyBMLhYLG47Fd93gDQeGGJUgtl0sDDTGMBMzFuwvfDedxdGrC11PHAIScJtP/mZqFTW1qUw/PAIYlDLgymYzJfaV3cmGa5kqlYma6DExYV3hWSQ9rA+xFmJLT6dTYDzzj8VeheE61223rxwBWYKfwHHOCJLDDneVyuWzjjHEu0i78i05OTqxH5HPCZup2uzYUg8m5WCy0v7+vYrFoHo5XV1cWQf7kyRPrPXiGlkolk5rhv3NycqL/+l//q46OjuwzYCvQarU0mUyUSqVsnSY1aTabKZ1OK5fL6e3btwYAACzE43GNx2OTeV1dXdlwCLPeYrFogAR+dTDdkZclEgnrobvdrn0twEIwGNR0OlWr1TJfQJhbJFzhsYch8NbWlmKxmNLptLa3t1WtVg0gjMfjKhQKJnuH6R0Oh22dhiX7/fffK5/Pm+E08exYJfR6PZN0MUzCs+bZs2d2fuh32BTPZjNVq1Xd3d0pl8tJeuj70um0JcGRUsW90Ov1VgyLF4uFDdW63a59ZuTfeIby74B1+IAiX2Mdp3fC88jr9arb7a5c54vFwiT1+FMht7y7uzOm8fHxsd6+fauzszOztCA9zO/3K5FI6OzszAbgDNnj8bhqtZpdH5g2Oz83si6Mu7kXAVDa7bbJvpx7BobS+Jx6vV5j1bO/uL29NUY+1wBDV/4fQzCka/RovV5Ps9lMg8HgJ7F21plLPwRefY7ldruVSCQMgMO+4B+9APg+5eukd8APthT/zPXZXME/dDJgfLD5xpOGi3ndCR70lxSheDyudDot6eFBiX6Uh8J8PrdYbNKOmLhUq1X1ej3t7++vGDX/2PJ6vUqlUsa+IRLUmS7FdJ9UDPxYmDjQCDC9oQAYWMxA5KE4w6RwHm9eTjkPm0jkSrAIYH0gSSFCEwT+b3kYrnsOOZk06zWfz9VoNMzQuNfr6ezszAwEYaPM53PlcjlrRh7buHq9XgWDQd3c3FiTQsGYIvaTSRBGksPhUJJM1sP5gzUDnRqjOiYjAEOwmPr9vsrlsqbTqSKRiAqFgoFTJEn4/X5lMhlVKhU1m009ffpUqVTKfJgw/IO2TrwtC59Tuw19NxgMKhaLKRKJaD6fPyq3ItFi3YSZnwuwQPPMwu00J1y/nmkmMP7b3d1VsVhUr9ezew6ddbFY1Pb2tlGhofsyEbq7u1OpVDJ54o8t57Sy0+no4uLColqdyXdMBYnjJfUL+nkqlZLH41G73bYpNEwkgD2ad/wQmEQxuUY2wTGbzWbmIQTlmCYQU3dp1QCaWi6XZr5JY00jSWLhutYfIIjJn9OY1fl7nIDwf4bmYVOb+mctvM+QbUwmEzMs9vl8uru708XFxYr8nLUEHw42ekhX3G63ATrZbNaSNU9PT22T+9VXX6ndbqvVatkGj4EU/Q3vhR6JKHM280iUGe4xzFv/fMvlUtFoVH6/38xp2UzCIAiFQmq325JkoEAgEDAfQKeUfDabyefzmbwb5nSj0dDFxYWxd/AjYlOaz+etp6EHYIgWDocVCAQs2l2SHVdYMfjJ3N7eGhuHtZbf4wwFoHd1u926u7uz4QOfmU06zBUAnaOjI4tZx+AWqQhpVX/4wx+M9b1cLtVsNs1/iD7s9vZWxWJRp6enSiQSCgaD9nNTqZSlYQUCAZPuS1ox/wZMwIwZpsrV1ZWKxaJ58EwmE2O5sK4xjCNZLZFIqNvtvgeaAFgC4gFKwjSjN4Lpy/7DGa6CBDsUCpmpNgAR7Bk8sGCEhcNhG0TC/IlEIvJ4PGYQPpvNbM8jSV9++aWxvQBsuM6Jr8dr8OrqSslk0vqQZrOpUCiko6MjXV1d6dtvvzWPKMzao9GoSqWSKpWKjo+P5ff7tVgsNBgMjBHntBhIpVJ2HeK/xDUNWCs99J1O5g/eXphKO60XdnZ2bO/BtUxPQt8xGAwMiHL2IvQ2MJEYNt7e3hprJxaL/WivG8CrZrNpzKV/tN7Hyb5qtVrv7Qf/EetTZVtO4If//pyAH+w8WAd+ifosgB/00OhHASOQVMBqAcxg8QZFR5ridIpncwViv7W1ZZt1EGXor3ibbG9vm3aZiXwqlZLf71e1WtVf//pXZbNZpVIp03j/2GIKFQgELPkLHTXNCybSLLjQWikAHicg4/SzYVLGzf6YlMnJHHjMfR+giRcGetRyuTRwjYnbhyiYH6p1z6F1EMlpokxDCEWYh5azEZRkCypac7/f/yjowzXm8XjMuJFNNccaI0v8mQDVut2uSaE4tkz4MLR0slo6nY4BS5eXl5rP5yoUCrbRxufH4/GYZwKNWyqVkiTV63W53W7F43FrkNPptG5ubnR5eanFYmHxpmjTnRR6mk2OBUaMMKe63e5KEgbadWJ3+T6SSPA3ApAFhAMkwX8BjT9Ja49Fwe/v75umerlcKhAImPEi90i5XLbFHe+b4+NjnZ+fq1QqGSvmU687mhSiazOZjE2eoDtLUjqdtia0Wq1quVxa07+3t2feZJlMxrzBdnd3tbe3p263q0qlIkk2JQXogdnWarWsAebaQr7V7/cVj8dXYlYB+2g8iW91lhMMQjKIvI7vd06k11l+zuIa5Tng9DnDWG89xnhTm9rUP0Ztb2/b5B6Z1cXFhcbjsb788suVIRAePHt7e7q5uVmJeSZVifWDSGiemRiwIgHG8J9NM30D7FVAJaf/WiAQMNk8QzTe02MGrE5PB8B31hEmv2y4y+WyScGQ0BwdHRl7slwur/RAyLA7nY6Oj4+VSqWsPyEgAzZVJBLR119/rel0qr29PYVCIU0mEzt+yNCdcdKAAcjLMbvmuLF+AbTgWwKjl+e5z+dTrVZTu902c+Pj42NtbW0pkUio0WgYOOUE8ZDQAdzd398rm80a48Tj8dggIxgMajKZqFgsqlwuKxQK2dfSO08mE1tbYV4RS09/AQt6Mpkok8kolUpZ3DjrajabVSQSMabu9fW1ra1smgKBgAEuHLNer6dEImEDIj7zYrGwz81aNxgMTAJer9dtHb25uVEoFLJ+2+/32yD3/Pzc2D5ID6UHgJTfgXSJ/Ybf79fW1paxpJrNpvx+vyKRiJLJpF0fsKGdfQEAoDOMBOl7LBbT9fW1JY2mUiljKfH1eBRmMhnrh5zpt/geIZdLpVImf+carNfrdswBR/n87GkARp3gj9NuA9PvaDS60qcvl0vrN2CQIf/EDwtwGJNw5z3EPXhzc6OdnR0DCElse8wi4WPlBE5g/nxO4MGnFOcAAHQ0Gr133P+R6lMZPxTn63Pz+eEZD3Pyl2CU/arAD0wTHrbdbtdAGefX8IDg5sMDxuv1KpFIyOVymXEvTQRNAlMNdKjBYNAowzx0MbEFgSYlgY0siH+1WtXl5aXq9bqCwaB2d3fNB+XHgkAYBcP6aDabWi6XZuaKNw8+NOl02jZzjz1wnIAPdEenL86PLaYIGMzR6Dgj5km0IB2NKc5jxnTrBViH8WIgEND9/b1NRmDS8GLzDeCws7OjXq9nBnecY5fLZUAf9EyABgAkGA0UCyeaaGcaBgsNINf9/b329vZMjkbT8dgNC2DJYjybzXR2dqbLy0vTUNPAskFHzoUMb39/35K5mMihIX/79q3dK8SxskGnac5ms7YZdyYWNJtNAxxisdiKySWF90+321UqlTITSHTj6wv1cvkQFU+zBFuNglJfq9WUTCZXQINkMmm0XQBer9drEysaQGJxAdlIpKhWq9Zkf6g4vqPRyCj8nJfxeKxwOKxwOGzJYYBsSNTm87lp929ubhQMBpXL5czwmftzOBzq9evXikajBkJub2+vAKPOe7/b7ZonQyqVMkr5YDCwSSJNdCKRMDYO+vednZ2Pmh9Ca8enAfaPE0xyfi2fw2kaDdAKm8gJxjolowBAOzs7GyBoU5v6Byk2stls1qTBg8FABwcHuru7U7FYVL1ef28ij7Hv1dWVDW4wWWU9SSaTljgFcPDHP/5R3W7XGNRshFnrGcqEw2F5vQ/R8pjG0ivCgmEwtd5zwBZgTWT9wWuRjSL9B+sd8ja/36+7uztLcYTpQ7JqIpHQaDTS4eGhvF6vvvjiC718+VKdTke5XE6j0UivXr1SLBZTq9UymUwikVCv11OxWFQ6ndbR0ZHm87nJf5AP03Pc3NxYkMBkMrFeifAAGON8vlarZWwoWF2EItzc3Ojp06cWyhAIBPTmzRsbgGDO3e12dX19rcvLSwUCAR0dHeno/4cX9Ho9Y8gz5KpWq9Yfnp2dqVqt2pCUEA428fjIsWl3WjV0u11Vq1X9+7//uwKBgAWu0Jc0Gg0lEgmLPe90Omo0Gnb9sk4BiDHsIE0O9ivX8O7urg3LALim06lqtZq63a6xYTA99/l8lqrW7/fVaDQsqILBFSw0p2wuFospFAqZ9BsfJjZ76XTaGN29Xm8l/ZX7rFar2SAvGo1+EOwEHKtWq6rVaup0Omq32ytegfl8XqPRSKenpzb0xpcQv6V2u614PK5MJmMsOUBRmFpcf6TrYmOBOXupVNLW1pb1H+zlEomE3dsfeh7BuIfNNJlMrLfNZrM25Oe4r/+8xWKhyWRirHju4fF4bPLCH7PJ9ng8K3457D3/kQoFCASKZrNp6gT2dvR2AOp/yz7y56yfIvVy/vfnUPTySEAhFPzc9asCPyDXkqxRwLWfqYdz4+osDF7RyeJGjwFaLpezxRDNp6SViHIYNkzEF4uFxV3DTEBvjX67VqsZS6XVaun169emh+VBwsLm/Pv6jYMHB5RpkpBGo5Gy2axNLUj6gb20/nNoDniwsZn/e9+oTv8fJzuIjSQRoPjS0PA5PXpms5l6vZ5NmSRZLDVUX6YNzg3kcrlUr9eziQoGejjwY6S8tbVliW9MZlqtlmq1mtG9+dkYCMN4kGQGytVq1Xx5kDDBSMrn8yvMH8wE14E/pn+AlbBVTk5O1O/3NRgM9NVXXxmohKcCTSUGkFBakWI5GwpiSEngAIwErILaDhMGGj6gGVpyvHRI62DxBAQjDYSm8LE0PSi+eGZxL6dSKbvHANQwUGZSSEFjhjEE0IKBJSktTEthm9HU39/fq1AoPMr8WSwWarfbZjCNZ44kM+Zk6vn06VNr/JhGMpXjPuUzcp/Bgsrn89aYA2jB3kPjzrEjkpf7/u7uzo4fn8852aMBheLv8XhMosFGyJnu9djzZ71BllZlXoBBsCOdUk8noPMhaRkgGpIQ/Lj4vs+xgdjUpjb1UNvb27YuVatV1et1A+UBsFl3pXd+YMihv/vuO7ndbj19+tQk+JLMJwavPFiLy+XSEp1isZhtWkulkvr9vgqFgrLZrPb29hQIBGw9LpfL5o3Dcx3mKCbItVpNNzc3SqVS1nMgt8J/j6QvGA48+5bLpQqFgjFd9vf3DZyn//P5fLq8vFwBy588ebKyXuPd1263LQL79vZWL1680P/5P//H/Hai0aj1GE5pLgNLWEr9fl+vXr2S9DAMmc/nCgQCCoVC5p8HIwX2cDqdViwWM+YM/Q+SD8IChsOhMWqPIHIAACAASURBVCZqtZpardaKnyDs52q1qmg0agNTelnCWeg9zs7OzLA5mUwqmUya7AnT5NvbW5XLZQOIpAdbh0ajoVKppIuLC00mE1MDIIHOZDK2d3C73bq8vFSlUtFvf/tbJZNJ86McDocWV396emppb/v7+8rn8xqPx3rz5o1J/GBK+/1+FYtFVatVY8kgCysWi+ZlCLAI0FQqlTSZTMzHCG8lmOsknMH473Q6+u677xQOh42FgxEz+yDS1zqdjp4+fWrH+WMVCATsngH8QqqEdBCJI9YZDFxh+TDE8vv91tsDkhLuQf8FKCPJpPywpp3XMr6qzgHjev/B3509FL0avTKG76FQyPxe2+32ipSLwT5yP9jU3AvNZvNHS7+QP9I//5AP6+daAO2Asc7hn9PjkmErANDnNsj7Rwd+IABEo1G7RmEWfkrBXF1//VCf/asCPyD5TF6cMp6PMWh4OEHnY3KAZ8lgMFCxWDT9qsvlsrSldU8d6eHB1Ov1zHNkPVUMBkYwGFQqlbLYeTyGut2uGo2GoeqP0ecw/OXBBsABeh6LxVQoFNTtdm2awsvlcqnX662gzOuSrp8L8Pmhcm4kmY4wFTo/Pzekn8/A1AvgjeYIfxceODBTut2u6vW6pIcpBaDFbDazYx0Oh21Ss1wu7evj8biSyeQKoPjYlER69zBgYkbc6c7OjrLZrN1MSAO5Vh6jfiKHcoI+Tl+ck5OTFQNHfi5yHFIkMJXb3t5WKpVSs9nUt99+K+nhuvzqq6/Mn4GJktOPgfQJks8o3heNEdpnFlXekyRr7oiUf4ziimSP3y093FMYUTvvqUAgYH4GHo9H0Wh0RU60s7OjTqejXq+3Eo+LBp1rhMQWGFKlUklnZ2eWnuIEjAFelsvlivzNWevpgYVCwaLtx+OxafNp9jgeRIdOp1ObhkejUUtXabVa2t3dfc/gkONB089GC+NU4lq5HvB5AvhjIh2Px615x+SSZ936fYrpNn86zyMAD6DZY1JPZF6AOQBCmE7SjK57DPG9bJC43//RTBI3tan/7IXUCEZmrVbTy5cv7XntBPVhaUgPvRyxugRYNBoN5XI581vBRH9ra0vZbNZMimezmer1+kowA+sWbHAGdrCMkc/AmmXNYKPP83xra8usBKQHpgQbP9jUMDQw64/H47YGwoS4ubmxgQdsZORV9XpdmUzG5EbO/i+TyVg/hL8dwR3Pnj0zT6WzszP1ej1joIfDYR0eHhobxclU3dnZscESYMzJyYmePHkiSfb5pQeJG5+zUCiY2TRMUqwQkBSVSiVbHzi+i8VC5+fnur6+Nm8Q+nR60Wg0qlQqJbfbrS+//FLT6VSvXr2ygSSDzGw2q0ajoX6/r0QiYTHpjUbDZIez2cxk1JeXlyoWi6pUKnZO37x5o0wmY4lwBwcHajabevnypf73//7fSiQSyuVyxmIIBoPGVmJ4RXoUvRI9N3242+1WKpWy8A+MxAnxuL6+NhARFpok1Wo1S+Xi59Drsz4nk0mLtsd7ifeTSCT09OlTS/eSpJOTE+thkOvQdyNdc6oE1l8wcgmekB6YU51Oxzwu8c1cLBZKp9N2/pEz0rNns1kbTm5tbWlvb0+DwcB6m0AgYP5VSBEzmYxdJ/yuTqdjHpZOGwvuOfYD66DMzs6OJSAPh0MbXCaTSZMwzefz93wpAZyQGyKlW5d+3d/fazQavff9zmKwNxgMzK/zH7GcyhBnEI1zb4zdxXA4NADoMQBlfYj+c5dTcvupX/v3An44JvTS+LYhz/3UYmCNGTr2GoPBwPprCtxgHSD9qZ/lV+281w8SyPZgMPggkgpFDclPKBTS5eWlTQ2gjrKRhMqG/nT9wiRmHdnYY34ZUC6R/2AUN5/PbbFlksF0B+BgfVri3DyxaYKCyEKMqR0UWAAdaLBMPn5Ohs9PKRajvb09ZbNZVatVo/1isFcoFJTP502utR6xyDGiIdre3tbTp08VDAZVqVT08uVLbW1taX9/3yhxrVbLFg+Px6PDw0Pd3Nxoe3tboVDINt0srk7ZCmALk0NYF/f39wqFQtrf3zdmGlRwGA2kJZGuhQwRTx82+ACLsF4wBeTaRDaFJh8Pln6/bwvhH//4R7VaLc1mMz19+lT/9m//Zg8gUHtMJTmeTHF4SK2jyDSZeBaFw2FjI0WjUWNakeLwIbSfxtzj8djnZHoE4yoWi63ce9Pp1CRhNF9QgjE3pBGGGj0cDs3zBsoxjXoymdSbN29Uq9VUr9eVSqUsHQ3gJpVKfXRhcqYHLpdLS+nC5JopKe+HCdjBwYFJtGC09ft9mw47/aA6nY6m06m9F5pOAFGXy2WbGqR7JIgxoQ4Gg7YYY1C+zsJxgsycC140hGzaWDxobDm+61JPQCDAHL7PydBzsoOcHkN8HwvbYDCwBs/ZkG5qU5v65QrvOF6wcmk8Z7OZrq+vrfeZz+d68eKFxVpPJhO1Wi29efNGjUbDUgIZ6tCjuFwuY4RiGt/pdBSLxZTP55XNZvXs2TMD8JfLpb744gvzE6KHarVaxvaB+Uh0N2mjMA+dz6nhcKijoyNbE4LBoP785z9rOp2aMbAke86yKYXNXKlUVK1WrTcAKE8mkybZwYwXk16GW/SMSCsmk4m9TxJkYccWCgVjlDJoIN2ITe/z588VDAb1/fffq9Fo2Kb//Pxcl5eXymQyymQy9izf3t42hgOMYAA2euJ4PG5+QxyPxWKh//bf/psBB/F43PrYxWKhZDJpbCpkx8irJBkwCBMbyRzABWwgr9dr0vVwOCyfz2es+0gkon/5l3+xYYjH49HFxYWxSPCkQkZ1eXlpQQper9fSxFiP8AiEnTKdTq0HB5CjR8D7qtVq6fLy0iRlBwcHxkbB9HkwGOjVq1c6Pz83Fnu/3zc2VCaTkdvtVqlU0suXL+2zseGOx+M6ODgwXx1AMI/Ho0qlYoOni4sL3d/fGyuMwRFDMeTVDHZI5bq8vFStVltJ1cJDSHoww+50OsaMhzUOi2k8Huv4+PhRQIRrCPALBQRgELYQ1P39vYFJWEOwF/gUywyY6PhCkuycSCQsBINr37m3YI/HXmB3d9f6Z3zKsK5wMt8fK+4PAOpPZWh8joU1ymMFw9+51/hYOb0jg8Hgz+Yf9GOAH+d7+7Hfs15cu8vl0kBx589j3/8pBXDoJCM47TW2t7cfTeqGze9cY522KE5vuw/VZzVyZaNOrDUmXm632zwvoEuGQiG1Wi31ej3TiM/nc9OZwxKgGXgsyo8ITZDzj4EnmDnzMI9GowYW7O7uWmQjmvdSqaSrqyt7SJEuhd8Mkyb+ZIovyajI9Xpd8XjcFsrFYqFms6mdnR0dHBw8Kv36HOr+/t68XJbLpbLZrF2oTnM9SdZw0mABaHk8nhUzukajofv7ez19+tT0xaenp8a8YSEAnIhGo+p0Oup0Osb8QpvLQw55EGCHx+NRoVBYidKu1+tmTIkWlnQD3i/JX2zil8ul0eO5xjwez0pTAXuj1WrJ4/HYcQGk4eF5c3Oj09NTSdLR0ZGy2awGg4FevnxphpowRjwej8WK83vwzIJSuP6AR27ENBYTwp2dHaO+41XTbrdtw440yel7A8XXmdqVzWZNUgaQSXPMfQrYtlgs7GciCRgOh3ZvDQYDXV1dqdFomME6FO1oNKqnT58a24oECZq9fD5vYInz+MI+4T5Cz8w0iKaE1C6Xy2V+QsgZiWONxWJqNpu2SYKl1O12dXV1Zfc+E2BigzG7jMfj2t/fNxYTySAkiFUqFWvGSP4CtF5fYJmE/xhAheMDQLnOCAJoA8xx+vzQiDqvq3WJGP4BHBvueZonzsWHvIo2talN/f1quVxaiiKbydvbW5VKJQ0GA4XDYXse7O/vS3q4r+v1uubz+UqyFv0YoLjb7TZ/tmKxaB4/R0dHqtVqur+/N7YkPRjeH5lMxkCeQCCgQqFgQ5rr62v5fD579rFR41n75MkTA/tJY43H4/J4PJbKymQ1mUxa8ies262tLYsKh92EhIRNJcERXq/XpFgcK1IwOS5IJIi0h/VRqVRM/iY99EzHx8cG1MBWQdKCh4yTzXR0dKRUKmU9ClLkSCRiaZ6JREJ+v9/SWgGvSDv6y1/+YmAQjJxut6t+v69nz54pmUyamTQDxlarZbHgpJAdHBwYex3mgNfrVb1et6k2Ep3BYGDrLKmgPp9PL1++1GQyUaFQMIkzzCiYU4AzyJYajYbK5bL29vb05Zdf6ne/+53evHljmyrn8Gk8HiufzxszhN6UHone3Rk5T4/n8/n0m9/8RhcXF2o0GsZUoZ9iKPe73/1OX3zxhfV9eJTG43Gza4CBFA6H9ac//UmLxUKZTMZY2/RxDKxg28Gocrlc+uqrr4yJPRqNrL+jd3am29JHOe0t4vG4stmsKpWK3d9er3dFRsV7h8mBv9Rj4AxyvsFgoNvbW/uZSBux4kAChrQemRFA6o8pPLfo62HzAUJxrdBLALQyXOfZwPCz2WwaUOhkIX2okGd+qLf+z1QAQE5AwQmkOJko9IKoAACu/571azF+sPdwepzyLBiPx8aG/SE8AeB6/evAC2CoOkOFuA//Hr2x65fUu/3+979ffvPNNx/9muVyacg6m03YG0yQF4uFSqWS0fxSqZR8Pp9t9EEbnRN8SQYOYN6HROzHUPVIoeBGv7m5sZuCxZeTD5WLB7Pf7zfN+mMPOfx6hsOhmR83m01rrNLptD1s+O/PSXNJzGS1WrVNdzabNf8dAACMdTFfA+DhnKH7R87FZIOmAjAQ1gJMo/VYeRgrTAc9Ho9Fp5OIxIQlEAgol8uZN5AklctlNRoNHRwcmP58vTi3UMcTiYQODg60tbWlTqeju7s7i31dv2GJpYS14vF49PbtW/P3oVkDYOBco7+nifX7/daYg0ZDo+Y4YBgMhX+9oI6DMkPbZfIzGo1UrVYthcrZ9N/c3Gh3d3fFPNBZmJTDnuM8oZvvdrumfYduy+SY88VnJVkCQ0UM/dD7I30cDAaqVCoG5pF+BYgDyOS8fjAl5bxinIz/GBrx29tbXVxcGOMPc24YXwBEkqzJ4nvj8bgWi4UuLy91e3tren/ONw0HZtbQz/1+vyXCofPnfLtcrhV53t9SMCCdksFPLTaPMIM4vtIqEMW9yGRiOp0aG4jzAZvupxjnb+rXL5fL9e/L5fL3v/b72NRq/VAPxrNpNBrZptK5KSNpCSNf1m0Abqc8JJlMWlpipVJRr9czc2RJ5ksWjUa1WCyM8VkqlXR7e2u+ajS/bBJJ6GHzCOC0vb2t//Jf/oueP3+uQCCgs7MzXVxc2KABM2Y2ppPJRP/6r/+q2Wymy8tLM6bGsy8YDFrqZSwWM0kZTM+9vT1jeeLLiFRqb29P19fXkmTDGY4t4Euz2TQfI44jn5Owhnq9bj3E6empPB6P/tf/+l8mn5vP5/rjH/+4kva5t7enyWSiy8tLJZNJBQIBCy+5vLzU9fW1tre3ja2Ot+WLFy+0vb2tb7/9VtVqVc+fP1c2mzXGxs7Ojm2okezgzZjP53V4eGhSENZgGGSSTPJMT4sUPZlM6vr6Wt999528Xq/29/eNdQXremdnx9bWfr9vsjMGCa1WS1tbWyoUCorFYrq6ujI/v7OzM52dncnn8+np06fKZDKaTCaqVquaTqc6ODhQIpGw5LFGo2F7DiRjwWDQAINIJKJms6mLiwsD5ZCyHR4eWjgFiWrFYlGxWGxl+IFZ8atXr/Ty5UvzIWV4zToKeAQAu7u7K6/Xayx46V1CGZttt9ttAyVnQMTx8fEKS+Xrr79WJBJRsVg04OY//uM/zEOpWq1qPp9rb29Ph4eH6vV6ti9bX5NhNnO939zc2LGBHf9YD82e4fb21uwzGPp/aj22n6N/8/l8BsoymKK/oIdkT9XpdHR9fS2v16tkMmk+TgwyP/S76a1hiG9K9ozgOggEAj869fljNZ/P1Wg0JD08ez5WXJsM/9lL/NgC2IcE8FjRPyMt/FD/zHvHB+vnqI/1YJ8V40d653nBgupM5cI0jsnG0dGRJe6Mx2NrRiQZO0OSpRSgaeWh+jHPlw8VdFsAKb/fb1IZLgam4kiyYAi43W4NBgPzGmKhd/qpkIzV7/eNlgp7iYXU4/Go0WioVqtpb2/PpBJspn7pYmEaDoeq1+tGbc3n8ytgAKZ79XrdKMM87NnwF4tFO5a5XM6SGJx6fhoySabJdV4jzoQjUkRqtZoBh3d3d9YAAgysg2hQgZmIfqg4h3jtSDKpoVMu9FhhWsxEBh0/C7/X69Xe3p4Zlc9mM11dXRkQ2G63TU5YLBaNWUHThwxQkjVixJoi9wFAQ25E+gjvnQ05DB5SzA4PD+V2uw2AymQykt457Ttfi8VCXq9XrVZLlUrFGmzeF5Ho0+lUuVxuhZodCoVUq9XMeHJ7e9veF9p4Jg3hcFipVMomo0dHRzbNptGEORcMBhWPx81VHwNETLiZltXrdZOfPXnyRLe3tyoWi8pkMma2CWPp7u7OwNler2dU8263a/LQer1uuvDZbGa+YVx7gCfIA2h0x+Oxdnd3dXFxoT/96U82JeXem81mlsbztxQswn6//6OTK5zyOwrw0pmsI71vGo05Jl8znU5NPrCRhG1qU79MIYVmuCA9JEvO53OTO6XTaRUKBWO37uzs6LvvvtNsNtMf/vAHS04lIAPKv9frNT+0XC5nHjH5fF7BYNAMovFLQ5ZSrVZ1c3Njz2G8z96+fat+v29SsVKppPPzc83nc0uy8vv9Zg0wm81sbYHd8ebNG+vheO7j3YOtQKvVsk2iJJN2OZniTHwJe+BYvXjxYsXXp1wuG/uoUCjo+++/13K51N7engEr9IDOAReMBAIenBN2gijm87nFWtNjFotFkxazTtOPsF6Uy2W9evVKo9FIx8fHCgaDevr0qcXI+3w+JRIJ25A3Gg3z4SQ9FJAD+RgBFUjQARDT6bQymYyazaaazab5SF1dXemrr76y5/7u7q71ab1ez/o5riM+z97enjFySqWS/vznP1tfT8+3s7OjJ0+eGOMacOXg4EBXV1cqlUo2PGOYBCv3+vpawWBQ+XzepB0ul0t7e3vy+/06PT01CSSbPkxzr6+v7XtarZa++OILRaNRA0Hv7u50fn5u6WzSw4S/VqsZGwpGdiKR0MXFhcrlsm5vb9Vut/Xb3/5WkUjEQDkAU4C6UChkLDiYAj6fT4vFQsViUX/+8591dHSk5XJp9zrvfXd3V19++aXevHljjPhAIKBaraZ2u22scqQlw+FQk8nEvICi0ajZY6BggA3nLDyL5vO5Abuw6Px+/yftaxgo9vt9Y1vD4iqXy6pWq+aFCEGAZwEhFNFo1PxuCKpZ9x4Kh8PvSbr43e1221LgNj3Ku+OFhxQD9k9JfP6x9UNmxn8Pxg/XLwPiDxW+X91u1/w918kZgPZ44v0a9dkBP5LMjwemTjKZVLlcVrlcNoM/qJEkLDB9ev78uSGNkoxmlkwmbVLgcrl0fHz8k6l5aHJhhLDwu1wuo0xK71gDfr9fv/3tby2hazweW2ICZre8Fx6geMQcHBzYYt9sNm2TB/WXjTwPSH4WzIafc1q+WCw0HA6NCtztdrW1taWjo6P3NqF3d3cGjjBRWy6XKz4nJCl5vV4tl0v99a9/1dbWlk1kAH+chXExjeN4PFaj0TCjZ5/PZ3p9/GcymYxFUSaTSaOkOz8XzLHDw0NbUD6k44XqeXh4qP/H3rvExpmm+33/Iotkschi3Yt1ZfEqSi2p1T09njm2gdjOIgsjmyyzyQ3IeJFkFSBAggQZx0YCGMnCu2SCGEg2zjp2DGQxgBfH8JyZ6duR1KR4Ldb9XqzirUjWJQv17+mPHEqtVveckWf0AkK3JIqs+ur73vd5/s//cnR0pF/+8pdKJBK6f//+nUbCXA9SqfAHqFQqFvcKiDEzM6NGo2HMGKjctVpNvV7PDh5e821pJPRhPH4wwCQ1C8kW4Ajg0OzsrBqNhlyul/GggDUUocRq8vNf9T6dCwM+prizs7MWOUshfnx8bFM2tPJIBQeDgUntpJcFeD6ft4jVhYUFo/0Oh0Pz/Or1egY+8W/RK8/OztrUBy+mfD5/Q3IIKAm1Hx8r7nv08TD2iJp1Jpc5Y+AnJia0vLysqakpS6PggAA8kV6C18Fg0FiAk5OT+mt/7a9pd3dX7XZbq6urVlg6Y2XR6L8tCMzUlkjXu7zP3nTB7GJ/+zbTaDzNFhYWjPV1O9aYM+B9Stj79X79cAuZ7NbWlsVkLywsmL8OzTwJqOxTJycn6na7CgaD2tnZMdY2rB3kTUh0YKpwRlGv0OgjwwI0JgwAtgWgyNzcnAKBgB4+fKjFxUU9efJET58+VblcVqlUkt/vN9kyqaycWZx709PTyuVykmR1mc/n0/37900+BniF9xlnt/P8TiaTNkggeIPzhuYX0BvzXAz7mUjDBOffIvuh7s1kMtrd3dWnn35qNXI8Hlc2m7XrzjmZz+dNcjE1NWWNy+TkpB4+fKhut6tOpyO/36+VlRV1u1395je/0Wg0svjxyclJlctl1Wo1NZtNS0ulNof9QZDCxMSExZ4zAHAC/a1WS/v7+5qbm7vBCMCnglodNj0+MLC2nRHTPp/P6jzOYACEVqulUqmk8XishYUFeb1era2t2TAWEJOfjeTtxYsXSiQSisfjWl9fNykiPlYAkNS2sFqRB01OTqrVamlqasoSOAGoqtWq+v2+gWCwmEOhkD755BOTvg+HQ9VqNfu8qQuGw6EymYzy+bw9m4eHh0qn02YWPRqNjC3F8wxohXyds3Zzc9N8fxiEOQdfyD2Xl5dVKBT05ZdfanFxUX6/X9fX1zZ0ZA/g/SLnQllB7SXJJO131Yput9vAF9hY7XbbgCKnh+BdJsSSDHBst9uWyAoIinySexbwxymRBLQCzA0EAkYmYK9CZeJUFlADYy+AT9L72uSmgTRkjmg0+r37Uid48/sGfobDoXnuYMnxusUAod1uq9Fo/A5weXl5aYz239cCO3nVeueAHz5EHlgmDuFwWLFYTJVKxcAUigh8L9hQ8NJwor9MC6B4nZycfGcXbswMiS50mpfy4fZ6PTODRuNIwUCziz8MjAWiysfjsaVj4fTN8ng8ymQyBgBAz0VO5Ha7LW3IeRDxnmmouCm/z2K6wUbvLHRSqZRJRKBTQzu9TeVkctZqtVSr1QwRJsEKM7apqSk7YF/3eTF94P+diSB+v1+pVMqMmAGfKHY5YKBuSrKpBkXT7SSiy8tLm4DQLKNpxsPAmTDAdXPSTpES7e/vq1qtKhKJaGlpyeRizuvIoXRycqKlpSU9ePDAJI/EmMNggSGG9IlpFxGdTOv4LDBbTqfTSqfTll6BpIsCS3pJZwQYk2RFA/e4Mz789ufDNSWqnKQTgNlqtapKpWKFJ8AdNE0KPGf6x2AwULvdNmkWpt/1el3X19dmoghtFxCIpA005jCCwuGwgaZQ1fP5vFHkSZKjCQgEAmai3O/39eLFCy0uLsrtdtv3rtfrmpiY0NLSkj0voVBIoVDod8Cf22t+ft5kBufn59rY2NDh4aGq1ao2NjYUCATM8JnCkonC2xYfFC7OycUPASLfZRoNAxO/DufejEkqBSdFPpNkvhcRte/X+/V+vd3CexCpC80nRraZTEaxWMy8UiKRiDE38IHDmzCXy5l/HXs8HjoYLNMAFwoFZbNZSbKagtAFBiEXFxc6OzszaQyyGklW03k8Hn300UcmmXbWfwRnsCjiPR6PMX5dLpeKxaJKpZKdf/x72Mb8PACoTqej/f19lctlY1tQ20WjUZt4l0olYy/G43GLeZ+enjZPo1KpZObGyMAAv0lBg91eqVS0uLgon8+n8/NzFYtFud1uraysGOsV1qjP59PZ2ZlKpZKd5zMzM3aOE5qwsLCgcrks6aUsC4Y5gAB1Lvs0MjJ8ThjqUQc7jXJJYiKyfH5+XsvLy9re3jbrhC+++MLY8kiU8Jpy+j4SOAHTBmYxQyrqYdjChULBXpeTMcTQp1ar2ZlJsnCxWDSvOzwfJycndXBwYPUiQxYGjgRkUHdz38IyR8LPawTsITmVWhTGDmlVrEgkYinDDIGJf6YG3NzctJQ8nrdut3sDuMTL8fHjx+r3+9rb2zMJ/2AwMHNvwk6i0aikl9LM+fl5ZbNZA+KQUsEQx5oAaR7eXyguut2uEomEndm3hzcul8sS45zpeQyOnU079SbPKbUvbC2/36/NzU279hiL81/Yhew7vV7PTJu5V5w1LiEwjUbDwAznawmHwwZu4GP1Kk+kP7VFD8Jw91XWGW+6bgM/r1s8W05Pou+y8AP7LvU0jNVer6fBYHDj7zA1/30tGFavW+8c8FOtVs34FKYO0yVouldXVyqXy/J6vUqn03cyMZx0U5B/GBALCwtmAPttci88KM7Pz81HhDhp6K5ELsMYQFLGxu5cHHpsJNVq9YYXDCZqgEC3Gxoa21arpeFwqFQqZY08CDXRzjTrJJDx89ErO4343sRRn1hUDg6KFxgimUzG9OQchqDtTF5crm/iK3kYYaNwwJN2tbKyckPbDwWUA5dDgr+jMOG9wRRwbvyYus3NzSkejxtbg8LQaUTMxInXTGwraSEY+HGg4tmSSqW0v7+vo6Mji4anaER+RtE2Ho/129/+Vu12Ww8fPtSjR4/ss+S9ox+m0IR6jazNSR0mVhegjUJ2enpa2WzW/LAwHOz3++aN5Xa7lc1m5fP5dHx8bPJJPIiY1M7OzqpUKqlcLiuVSt25yeA8j0TMKWnEN4gCBoM93jPMpZmZGWsAOIj7/b556ExPTyuZTMrtdqtQKGhvb88YZ3gmNZtNm0JJLxMnoDMDHMByGo/HFkvLdEh6WQSXSiUdHR3ZlIt7ESYZDBsMo6G907zE43EDSQF7kFLhAfQ68AeNPODX0tKScrmcIjChtgAAIABJREFUDg4OzISTA81pPP992DrcZ+yVzkSQH2rxOTLhdho/s++yuKf4bGiKANfe+wK9X+/X2y/2D5rNZDKpv/7X/7pKpZJarZY2NjbM4BhGICDJ+vq6QqGQ1QI0pE+fPtXU1JSlGgHiO6Odeebn5+cNrAcoQkYCiIF0eHJyUsViURcXF7YfUCMit2CodnJyonq9bg0pbARqt3A4rJWVFY3HY0WjUb148cKAC0AuAiIkWUNKs4f8CekI5xt1GMmQ7FGSDAygSV1bW9PBwYEKhYKloHEtSUmCqYtEW5J+85vfaHZ21pioBB7Mzs4ayEADju+Sx+OxwQN+irOzs3ry5ImFE+zs7Mjn85lfC8baSMrb7bZJ7KrVqg1C8Z4k6KDVapmx8oMHD4zhC7OlUCgY8APLq9vtWnQ4TDBJVl/du3fPPKgICTk7O9PR0ZGBNJiQ12o11et1FQoFk3fFYjFj/sAQd4JGeDhls1kFAgFLK3Ves2g0asEODLLwDMKkfDgcan9/X263Wx9++KEODw/VaDS0uLio8Xis/f19kx8xgHLaPUgyxhZ1KJ5G9Afdbld7e3s2FPzzP/9znZ2dKR6PKx6PW/0/HA5NEUBd5IyTpo8olUpW0xKY0+/3FYvFzNeo2+1arY8C4fr6WvPz8/bMYpgM2+rk5ETlctnYWFgo8FzD6AdApG9yPvuc+XghOiOtedbYtzKZjEqlkj7//HOrz6mJYVYRYIIKo1KpKBqNWroXHlPUEkjPSEOD/cPfT05OKhqNWn/AEOsu/9E/xUUfSN/0XW1WnOu7AD94sH5Xxg+1/dXV1Y1gnjddeEX9VS4AzG+zfHjn7kQm7/hmIGnK5/M6OjpSNBo1szcaekk3GjWW09yZBpwHlakIxmLER/IQQ13ECBAaIGCJc3HIEiU9GAy0srLy2og/J4tkaWnJNiZnSg4Ghhj4UjQAiBEfj3kZSCreQCyuJ7I4Dk2owRw2NFY4iHPg0HzD0HHSWkmOwJiu1WoZQIYeEiaWU5bHBIXX4/f7lUgkzGAPZ34mI0Rjk3iEDpprMjU1pdFoZMa//HzSBJrNpjF91tbW7OFPJpO2UVOkcQ2heSKFIskChke/3zejSWQ2sILW19eVy+VsarewsKBoNKp4PG6FZ71eVy6XU6vV0ubmph4/fqxoNGr+KtC2ccYn1QLQh/s+EokYhbdWq+nq6soK3PX1dTNuPj09NRYF3jFzc3MWaYsJtyQzIQZ0YxKHCSUAYyQSUTAYtEOcA5n/vqox93g8FoHearXk8/ls2snkZDgcKhaL2bNAwsbe3p7Oz8/Nw+f6+lrdbteidTHQpHBpNBr2PmFVLSwsWKE2Pz9vqSTn5+emTceHC4ZQMpm0Q9zj8di9ubu7az8DD65gMGhpNvzsRCJxwzsH8CccDhvQyO/vmiyg9+cZS6VSKhaLyuVyWllZUTAYVLPZtL3zh2DrOIFmvtfvK6JTkpmqUhTw+ToTI7jXnbI4DMFv+wLdNVV8v96v9+t3F8B1JBIxjzJJdsbhzYccCtAC836KZJidS0tLury8tP0Y7x2eR+RC7LntdluVSkWRSETz8/OKRqOamprS+fm5MS9IiYKF+vz5c+3u7pp0CpZPKpVSJpOxn00dQi0DsDw5OWn+dLALksmkJYPB5HDKYACjAVuccvJ0Oq1AIGBeLAR09Ho9u66kgMEMJjUMA138K6m3Tk9PremuVqs2NCTdkbMFiRTNPAwSfDLn5ub04MEDM/3tdDpaWVnRgwcPrAZaW1szRio+d8FgUH6/X+fn52o0GqpUKuYT0+12zZ8NL03Owrm5OWvYYejgyTg5OalCoWDn8eLiojY3Ny1wo16vKxgMSpKZD+MjRJJlq9XS3t6e3G63VldXzTR5dnbWGE+DwUBTU1MqFosma7q8vDQpPQznUqlkflPULSSjweb3er3mxwfjB9n6wsKCFhcXTe5Dchi9R6PRUDabNb8svIzwh2F4CxN2YmJC9XrdhqwMx7j/nENi2MW1Ws1YRwBDpLUhq+acdLvdKpVKNxhZsKcZKM7Nzd0AetPptHl05nI5ra6uWjIr9SoSboJbGPzx+SGBAaianZ01ywKsDggK4Zl0JnTRn7BgB5KQhFyw2+1a4AWD5tnZWbXbbcXjcWMJwuBm+AwrH6YUnptOqTq1H/sfzwc1Fv0U9TPDWz7DP+VFLYyX2duCYd+FtTMajezrUVC8yffHvgGSx7u+UKBAInndeueAn3g8bgck7BmmS6PRyB7A8Xis+fl5O8Q4CG83JRySaL1ZExMTCoVCRnetVqsmL5NkmyzyqG+ThCElCYfDGo1G6nQ6FsHobDowhAXJJ42Bv6PR5pCUZJsHXhnQB2nIQJUBTW43ek7TVcywKXwAdEjOgtLrTOdh8/b7/YakP3v2zFg5s7OzarVaBpzB7gFhhfKLaS3XGUlSIpGwpvjq6kqpVMqKFQAZWD4ATnytM14a7SRFIoyTk5MTM6SEmYMsp91u22FeKBQUDAaN9i19Yx49GAxsIgGDCmo8k7VoNGqTvrOzM0WjUbsmHGQcvoVCwQqLtbU186ZCKnh4eKher6dUKvVK0Md5jzebTfX7ffPA4TpzEPr9fuVyOe3v79smRjEWi8V+R3frvJdJLKOJpngIh8Pq9/vmlfAqcOFVhr14LwAI4gOBgTe00IWFhRvGzIDDjUbD7uH5+XktLi4aC41JFNM46SWYValU9Omnn2p6elqxWEyzs7O6vLw0TwjMq/G1aLfburi4MC8Ep68WwMKPfvQjbW9vq1gs2mcbi8W0/LVxImaBAGxM4WD6APbcZgJ9G/gzHA5NbpHP542tRTHH131ftg7NIN/rTT2dfoh1l2H0aDQy03GeZekbqSfP9sXFhXkBOCVh71IS4vv1fr0ri5qCxKTBYGBmyZOTkxYoQeOOGe7z58+Vz+e1srKilZUVax6JlL68vFSj0bCEJkIE3G63YrGYPaeLi4vGtoUFSM3n8/k0Go0UDodVrVYtTQpmzP7+vgUdzM/PmxdRt9tVrVaT2+3W5uamxZhXKhVjNpDo4/P5bsg7GJ4BwNDMsQfiARQIBKxGiEajqtfrVrNQiFOHsC89e/bMQB8aVyLEkQbPzc2p1+vps88+s3oK8Ht6elqJREIul0uHh4dKJpMGes3MzCiZTKperxtI0ul0zJzWmToD0I7nzosXL0w+zGADfzuGPAxi+JzD4bCxqmDS0ni0Wi01Gg0b2jEMhcW7urqqaDSqWCymk5MTC3IgRdNp6RCLxXR5eamjoyMD6DCzZpgHeIIfzXg8VqFQUCQS0cnJifkiTU1NGYCztramDz74wJgosM3Oz8/tvTIg8ng8Oj4+Vr1eN1UBw+GJiQmtr69raWnJwMl4PG71CMNe/CydskbpG2Nl6aW8RJIlaBWLRWWzWYVCIQPHqL3W19eNUZPNZu2aeb1eC1RBPQCYeXV1pUwmo+PjY/3lX/6lTk9Plc1mValU7BoA4kov4+oBlTDSPj091fr6utWjxFnTrwC+0Ud4vV7du3fPBmvcJ7yufr9vTCzAqdthE9yXzrAI0k8ZHMP8iUQiSiQS2t7etjQm6kjqaGoBZF7T09MqFovGzKI+5Xs6F6BVLpczU3NIAAzPUXcw4FxYWHgtIeBPYQWDQdXrdXU6HUUike89lPs2IMcZzvMmwA/7MjYOb+sF/Fe1RqORut2uyVNJGX7deufi3GF00BzBesEIjYONFAPACiiGSIa4mZj4owGmoQV8wLSt1WoZm4FNkmYB4OeuG5RpF6wI5DOVSsUAh0QiYe8NhtJdDvHO78lB6XyPvB+8cqBtdjodXV5eGkMEp/w3nfLDnGJDvrq6MsDCGXNNnCZ0YMAgbjS/33/DsMoZ1SjJKNoYAXKYBoNBY6UQx8gaDoeqVCoqFosWCxkKhQzYQaYzMTFhSWIcROPx2DTbTkmfU4pGY89ngiyLaQdTTA6h4+NjtVotMxe/vLy0CFuMuQGfQqGQ+c9ASaUoBBzjQSX2lvfCgcnBBH2YohTwDhYMxph4YXGvYaxH0ehk38B4yWazymazdwIDmC5D24XOK72UQBHx+aZx4k7D3qurK3uOMfnl84VpRpFKDDDm36FQyMzVMQVk0TAAxg6HQ5XLZTOaY7qJSSRsO3xjeDbH47HtHcFg0KZg6HadCQ7D4VBbW1s6PDy0eyCTySidThugi+nl5OSkTbHj8biBejCWoPgz8bxrYebtNBpNpVI2dUSbzzPA5/V92Dr8zMFgYNO6d2HRDDl/MeUhnQ92I1I89vb3INDvZ7nex7m/k+t1NRjMyV//+tfGFMHUP5VKaWpqSo1GQ7u7u5JeRrtzziSTSSUSCfNhAXhHQlEulxWNRvX48WOTtfD1e3t7xlAgGQfAZDAYyO/3a3193WQxeNIh7wWYPjg40GAw0L1796zGK5VKyufzmpyc1KNHj7S8vGxnwNbWliVEAqLH43FL+0omkyoUCioUCpqfn9dPfvIT+Xw+5XI52zuoSfCdyWQyBli4XC4VCgVjCYzHY21vbxs7HfkNAyrnJBxZC6yOZDKpZDJp9XEwGDSz4k6no7m5OeVyOY3HY3300Ucm5yqVSgYw3L9/3wyCkbvjz0eyFHKwWCxmtRDeRQx+qHkqlYr5ncCmonZFUiPJhihIa2hQMpmMLi4uFAqFlEqljF3FWQlYhSdUKBRSNBq178e5Sn2AlCgej1sNEA6HTe6PzxJmypKMZbKysmKSdWctMxwOlcvlDGhBKn58fKyjoyN5vV6FQiFj+hM0wRmE8XWxWNTh4aHcbrcymYzK5bIajYY2NjY0OTmpwWCg+fl5lUolA32Q9uMlSMQ4AAY1k9MTiDOvWq3a94jH4+YrQr3jcrmsDvr00091dnamRCJhoSfZbNZklVgocD08Ho/F3hOM4fF49OjRIzOZ9nq92t3d1dXVlZaWlhSPx2+wZpCi07ecnZ0plUqZVyGDfXo5Z1y8pBveUzC5NjY2jFmE9B7PU2osvIPwEnUCW9JLsOj8/Fy//vWvNTMzo4cPHxo7j/6RXzzDDAgZRN8eiuH5hPUFPc+fMguZofvtfu9N18XFxQ1w9HXEjL29PZ2dnenJkyeq1WpmK3HXoscdDoe/lwSyH2o5h5vs29PT01paWrI+93U12DvF+BmPxzo8PFSxWJTP5zMNLf4XSIyur6+VSqUkyRgh0svChQQAdJ34gRDv2Ww2VSwWDUVGivHhhx9akwB913lhmRo7QSDcvq+urm7cwF6vV9ls1uilp6en8vv9tmk6aYF3LSjHc3Nz5lPDxjM9PW00ZyZlMIAwP7u6ulKz2bRpwauuNbRnpuZ4zyDDIoGH/8L8YKLC1P38/Nz0xqD2o9FIJycnN2i+eCNNTk5aYUlze3x8LLfbfcMIGZAJ+Qz+NMSowv5g0jcYDNRsNjUzMyOv12uTjWAweKNJhQkDRfkv//IvLfIRFB9pn8/nUyKRsEOLieDl5aUuLy8VjUbNdBbQkEPh5OTEwAL8EDB0BABDfsh9Q6G2uroqScrlcgas8HOZajDhAkSiCAdQQ7/PZJPpWLlctvtjdnZWzWZT29vbSqfTRntlMSGB5h2Px5VMJu1wI6b96urKZHVOF32uhfP/OQhdLpcVecSuA8Sl02n7WTxjMLrws8GgOhAIKBaL3QCVMFtG347RstfrtXucfYOkCdg4GASen59bfDwJFXj7QKNHw4vxIZ9br9e7EWnscrkMeMAInAkpBT1sPVg7fLZ3LabzHH6YdwIYAdZFIpEfjK0DDZvUDJJ1/tAL+rfzGXdOGrkfAPeYEALwer3ed/aAf7/er7+KRfPCAAw5c71etyFJIBDQ6emp7Y2kLJEqhHEv0et43XBOR6NRXV1dqV6vWzNYr9fNsxGPGOowvIAGg4FKpZI1vLCT4/G4SWow5T89PTUvFbxoMHDd3t62pDGSyDiDzs7OtLOzY8Ma0plgQOPHyLnj9/st+OGzzz4zHz5kJsR6ezweXV5eqt1uK5PJyO/3q9VqmX8IkgKAFiQpLpfLaimv16vr62tVq1UFg0GlUilFo1GTyAEQRaNRffXVVyaXo4ZtNpt2tju9ajDvl2S+etRYAOg0So8ePbIzjaGi2+1Wu93W4eGh7t+/b8bGsG75mvPzcwMOPB6PNjY2TO5Poz4ej21YIknFYtHqSkBHABz8YAhMuLi40P7+vtX/19fXymQyBixxf/CednZ2tLa2plgspvX1dR0eHmpvb8/Ms2Em4fExGo20tLRkiaS3PSlpEufm5kx+dn5+bolt4/HYzMZHo5EqlYouLy8N6ISZBBsEUISzHzb2ixcvrMaG8QwzD7DF4/FodXVVfr9fxWJRx8fHJiMcDAbWMzB0A9yAiYSvJENGGNqkki4sLJiRNEOlTqdjoPHMzIzJ3hhO3643GOTzfPLvJNl5zBAatjVDUurby8tL6wUYfE5NTSkWi2liYsJeG4Cu1+tVsVg0JQVAEjYFmFJLMl+icrmsXC5nYPFdCz/OhYUFs62QvqlJ3G73jSEu4TLNZtOGmfQC9Ld/Cot7g2S978qq+S4eP86/fx3jh5p+PB7fGOr+odd4PDaVBX54gOzcW6FQyJiMb7LeGeAHNkQgELCmlqSIpaUltVottVotc5M/PT01rSa6ZgyYcVUfDocm3wCkuLi4sKjLZDJpXjw0u9AyOWBgddBsAwLxECPXuj39Btm/uLjQ4eGhfD6fPvzww+9M8wNBhhUBCwjTMRoZZA6YOBNBeRv8gcIKMo+U4nUyCCjAJKwtLS0pk8mY7w5+LJjUVSoVuzYAVT6fT+Fw2Px2SOuAqo2BG/5D3W5Xw+FQXq9XiUTCktrQ1h4eHkp6GY26uLhoEg/opgcHBxoOh5YgcPtegyYKDXx1ddWAJopVaMBs3o1Gw/4cQ2+8BWALcehwr3BoHh4eampqSpubm+r3+xbRjm8OBSD0Uz7TaDSqfr+vYrEoj8djgImTicViMlGr1ezPI5GIAQt4HOEF4PV65ff7FQqFdHR0pMPDQzPak3QDlMEzgIL4dpONSSfTSgAgNlnuu36/b38GAOTxeBQMBo311Gq1VCgUdHp6avR7vv/a2pokWYOyvr5uLCyQf4o3jEJJqIlEIjdYX7AAueZo0jEZhUXGNBOWGkUtUlTkdBhpYsCN7A9ZJwaEk5OTSiQS8vl8KpVKKhQKN/Y9JIJozV8FrkBZZvqZz+d1eHhoVH1SUdhHkZF9H7aOMxGj2+1qNBp9K630D7FgK/I+8XbgF+cFk3oAM5qX9+v9+lNaeKsFg0Ht7++rUqnYudZoNCx0g8Yuk8kom81aIlSj0dDk5KQN2GCPMigidRIvQp5HDHcB6GdnZ81YlZqBlK5isagnT54YQ3M4HCqdTpv8BM+R3Ncx1TAC8NSh4cIz8uLiQqenp3bmnZ+fGxvIKctF3oS3EUOQfr+vg4MDY/RwfUg5S6fT5teWz+etXn327JmFSzh9JTOZjA3c3G63UqmUZmZmLLwBmd3y8rICgYASiYTy+bzK5bJNz51pqc60WCSvtVpNHo9H8XhcL168UK1WMwnXYDDQ2tqaGWOTGsX1h+lRKBSsBk0mk5a0hWF1PB6Xy+Wy18uZMzMzo3Q6reXlZfX7feVyOW1tbcnlcplHHUAZPk0MWEmWAtiBlUH8PDVKMpnU/Py8ZmZmdHh4aABlJpO50dzv7+/bgDiVSqlSqaher2t6evpGbUetyhCIWgdZHx5Oa2trVoMT44y3Y61W0/n5uSKRiA2jYdWQZnp8fGysHVhVSL4ZetL08flgbcFAFfAgHA7fkOE3m037rA4PD63uhCl9fn6udDptBt4MahOJhDKZjEkP8/m8MWdSqZQ+/PBD68uOj49t8Lq7u6tIJKJAIKDV1VXz70EKxf0IowypF3sFrCav12s1FgAiQKcTUMLHiUEa6b00xAyiGTJjCo6clOfPWUvPzMxoaWlJx8fHKpVKN9Kh71oTExOmKqBXdCb3YgzPAL3RaOjo6MjY7Sx81py/MPb+Y2MIkSIHyw/m4Jus7wL8MLym3r/r67HZYKD6hzbidhpLo9pgUa+ivIBB9l3Y/JM///nPf8jX+9r1i1/84uc/+9nP7vw7bmqfz2eHCTFqNKhOZ200wkSsSzKJ1vX1tYrFoprNphUYRHsTcwxYQ9PNdBgpADIaJslMaIghrdfr6vf71kij8QU4ccaGUzhg1PY2SKKTccTBB7AFmMQEDnAIeqqTRuykhhJJii71ro0FNsjJyYkymYzW1tbk9Xptks71QQtNgcFNSNrD5OSkTk9PVavVNBqNFIlELKWpVquZZI4YSr/fr2w2a2wbXhvg3vT09I1kL6cpNRRxUGR8daDHIs0DiCDKFDAkFAopFouZ4eT09LRtDIBmsEAwCneai7N5T0xMWMHMIesE6U5PT+1+QGLn9/sthQIfHBg3sJeIIr3doMI8giVFGgl+VcfHxyqXywZ0cW0o2Hu9ng4PD3V0dGTfg4MZmjfXcnFx0VhTgItMXEhII8kApBqQNBwOW3oCRTuTVTT6w+HQGDZ4cHU6HQN5KDy5lphgXl5eqtls2iQBGd1gMLDP00mXRlI5Nzdn/g/1el2SDJhkQgXbj4lZpVLR0dGRSR2YcCMzmp6eNso3aSOXl5fGXqQYRheP1xAeQtzv3NevWnw+4/HYikwKCswpeV6ckra3nWgAPEK1B/R9lxd7Evs42nviiAGcKcr5N3z+79d3W3//7//9ys9//vNf/KFfx/t1c72qBoNJDYhM802DOzc3Z0Wx3++3oVEsFjOPPeoKzGc7nY6++uor+7pyuazz83PNz8/bGev0LPH5fLp//77S6bQkaWdnx4yKkW1hbsxwBrAIn0POIbfbbUDu5eWlPvnkEzsH8RIKBALa2Niw4RCAE3sbgzTSGwHSGa4BGv3kJz/RxsaGDUY8Ho/+7M/+zFKqYGc0Gg1jpqRSKYXDYfN8rFQqxlwlERZWET6TDPOurq6UzWbtrJmcnDQg6urqyvY1zl6GRgzmEomEgXkMl9j/+Ayj0agajYa2tras+a7X68Y8pw5wu902HB2NRqrVanr27Jna7bYB6xcXF1paWjKWDTUNfi6ZTEbxeNxYZsirkfkALMzMzBjrvNPpWDgKACGAU6PRsHuAM4r00YWFBW1ubqrX65k0/+joyACzRqNhrBrkbcvLy5YE5XK5rLdgGEaCHT/z5OTE6k2GnolEwibyeI7A6s9ms3Z+4wNULpfN/DmXy2liYkLLy8u6vr5WuVzWcDg0RjT+RsjCSA6+uLiwmnZnZ0fFYtEYxwAt9XrdmPn4OY1GoxusM4ZR6XTakvj6/b6Gw6F5pC4uLmpxcfFGXbC/v2+yyE6no2KxaLYUDAV5fTxPeDoif6Rm2d3dVbVaVTQa1dramuLxuNXsgDr8HNQDTn8WZJnOwB9AAIaATrY7rMJgMGggDn6nr6vFGKQT9ELNhw8lrEZqS4Z39KIAv87hFFJ+6kR6EKdlAvsMNcu/Ccvlctk+Rb9NT/ltwzf6T0k2EH/VYj9hiC7J7gvsC2AX3gbivsvitf8Q6+TkROfn59bz0wMDBLHHLCwsGNOU98NA4x/9o3/0yhrsW1+ly+X6J5L+XUn18Xj86Os/+7mk/1RS4+sv+2/G4/G/+L5v1qFNUzKZVK1WU7fbtYeSqEiPx2NFBMa8NIiYr0oyBgkTf8y6MC47Pj62SPfbE3AAlF6vp2AwaCZUHHzoUZ3Gtbx2DsH5+XlDD0OhkCWT4Q/zNjcY/j3EtjWbTWNNBAIBM5GDtn1+fq5gMKj19XWLcX8Tb4vz83MVCgWVSiVjqiSTSQO52HzwYUJyh2kgtFMnPbtcLpsOtlKpGO0bmuvs7KwVg7eRX5Dhq6srSy2bmJgwY+Bms6nZ2Vnz++CzBgiB5eXxeGwaQVEC1ZL31263JUnLy8uqVCr6zW9+YwVVNBpVMpk0UKPVaqndbt9gfUEzLZVKkqQHDx6Y3GZra8tSoobDoarVqpkVJhIJ822B9guSm0ql1Gq17F5z3q8U7P1+XxMTE0qlUkZ/5esAACnS8/m80XZzudyNKQoSHiZnGBm7XC4FAgGjEC8tLdkhEwgE1Gq11Ov15PV6beqBrxP3xJs00ePx2IpTALdsNqupqSltb2+r0WiYJv/6+tpMPGFrxWIxO1CQDUCJbjab+lf/6l9peXnZCq52u62dnR1FIhEDUdxut1EsAZPm5+dvUPyJhm00Gnr69KlN2kKhkK6vr40dQ/oe9OZarabPPvtMi4uLWlpaMpkiBxgTXArZ09NTYwi9ank8HmWzWTOXHo/HWl9ftyhaKNBOts5wOHwrfTWLPYxD6N8k3TpAMckzgOmdTscM3CnSZmZmrKhnSviHngi9X38c66766tbfuyT9Y0l/V9K5pP9oPB5/9vXf/YeS/tuvv/Qfjsfj//NtXgPTRabgTMvx0aBZhpWIjBRQBNbfycmJarWafR8KeL724uJC0WjU/O9SqZTt24D94XBYMzMzxoBgyIRc9+DgQI1Gw5pxgG2nJAfAhcQjGlW+FzVLKBSyJhAQHJ8c/OQk3UiHOj8/t7MgFovpgw8+sGaS9KR4PC7p5Znr8XgM9MnlchoOh/r444/NsJe6YmZmRrlcTtFoVMvLy1pcXLSz7eLiQvV63QYr/X5fT58+ta9B8lyr1YzV9OjRIz1+/Fjz8/Pa2trS/v6+xuOXqWPlctmCFMLhsEVxIxeH4dDpdExCDYsYHzrqZ5fLZSzc/f19eTweJRIJxWIxdTodGzQNh8MbQ5Z4PC6/36+1tTXNzMxYs8KZiwwKsLHRaNggFhZsNBpVNBo1M+DLy0ur5RiYIA8C9EDm//jxY+W+Tl2FpUGPwFCpXC4bsMTnyX00MTFhg2W/36+joyPVajWtrq4qlUrpxz/+sakY8P9ERkcS2mg00vb2tnZ2duTUen1TAAAgAElEQVT3+5VKpTQ/P28spkqloq+++spYX5JsWIW/J+ycmZkZVatVG2JUKhVj4fj9fht8M7AMBAI3kssikYgNqaampmyI65Qqzc/P6969e8ZMBrzlXlhYWDDWl9fr1ebmpg4PD9VsNvXgwQO53W5Vq1WrTU9PTw2AZXh9cHCgr776StlsVpKsl5menrYaGwaHJAtZYegWCARMkumskRl0XV5eKp1Om08UCbe3TYbx1vL5fLYPSjIPJOrA1y0YO9gpOBNbnYEZJNLe7gfpZQDjAMv4PYnDtxkhDPoY2r7rgysksbd7OWxBvu96FeMH8FPSnaqd77LohemVvs/i2cDGArkuBBenCgOAEtCYocS3XbdvNXd2uVz/lqRTSf/XLeDndDwe/8/f5Q19m7lzo9Ew8IADhkg1p7eLy+XSxcWFdnZ2dHl5aWZu0C7dbrcxSgBHMCMGmeawdm6OIPj8okhwTs1pYpnIs0D+G42Gxak5qYzIRTCBQxf6XbWNHHK8Pii5FEZMe8bjsRnzNhoNzc7OamNjw4zeXrW4gcvlsnq9nqLRqFZXV39HbsLNCQLNgUQU+9ramqLRqB0cMBEAHgB9SNPAeA6qK82WpBtytleBdEwUoKFymDOxgE3C15MagZGhU+5HoQODZG9vTxcXF8pkMtrY2Lhh+sUkkNi/mZkZS+zy+XwWEw7llinJaDRSIpHQ06dPdXBwYAfE4uKistmsydqSyeQNQ2d+Fuw3J+DDPcd9zYQD+RR0VIzV0NdDCQ6FQlpeXjZDbq4hVPb5+XkDJur1utLptFGwMRTsdDp2HZyTj7dduVxOnU7HQLnbkwGmangrDQYDu49YHJQAkM+fP7fUBmJwa7WaCoWCpqen9cEHH9xIlZNkCW4UQJiaQ1NGOgBDBMNv/Asw04T5Vq1WdXl5qc3NTd27d89YaBg07u/vW4HH3hWPx81s9VVFB/+2WCzK7/draWnJwFbnnkVE8dua6zkXLDoMON/1QuPbFs0C3gX4VnAPSN8wiJx71b8poNdfxXpv7vxm66766tbf/11J/4VeAj8/lfSPx+PxT10uV0jSbyX9WNJY0qeSPhmPx53X/bzbNZjTJN7n88nn85lPDKxLPEhgtwLAeDwePX78WJFIRKPRSOVy2aSwsFhKpZLW19ct/h328+TkpNbX163hc7vdFiFP3XJ4eKhOp6NMJmPM2F6vZ3JjziRMXavVqpm6wmrsdrs6ODjQ0tKSefcALCQSCXtvkswwGg8whn7j8djMck9OTlQoFJTJZHT//n35/X5L+wLwosbhnEKaRsKWz+dTrVYzfz+StmDzbG5uamNjw/xecrmcms2m7av1et1SzqhpPR6PNc2DwUCPHj3ST3/6U5XLZe3t7VkkNsDYvXv3jDXO2bC9vW2pYt1uV/v7+0okEjo+PtYXX3xhMjOCVJhCz83NaX19XR6Px5gvc3NzVkMCDp6enioYDGp1dVWrq6vm3efxeDQ3N6f9/f0b0muAGsIqYIzgl7e0tKT5+XnrG0ajkUm6vvzyS6txisWipX5GIhH96Ec/suSrL774wrwe8e8BRAKIOj4+1vz8vBKJhAEK09PTev78udxutzY2Nozhcnl5qZWVFX388ceanZ1VrVbT559/bowdGCS1Ws2YdUdHRwaOLC8vm8S81WoZQ//o6EhTU1N2vlJnYGMBWxiVgSRrQk9PTy2Ug4AOBoSS9MUXX8jj8SiTyZhMDbb32tqa1ab0BrB8YStvbW1ZI3r//n0biNOToDSgdidhiwAP2M+YPO/t7WliYuIG2z+RSBgYSJre3Nyc1R6YaPMcw35yBqJg44Ek/8WLFzbYCwaDWl5etrqKgWM8Htd4PDYpK8lrDPap6b5tce0ww2bRFyDRe1ugYzQa3Ug7w8NJ+sbD8tuYMe/Cojcj3Q4Ljdu1FZ+lpG9N3nr27Jkk6f79+2YBg3oBQPH7Akzc44Djb7uwQmFgTh8KAA1Aj70NrC+Xy2U9F4Pr19Vgb5Tq5XK5liX9898n8IN5KlTLubk50/j2ej1JspsZVPzs7ExHR0c3pBhMMTqdjqUXILshnhAjJHSXNF0gbLdfV7PZ1M7Ojq6urm6wdfDFmZycVK/Xs9QeTG7ZkGEdwAaiQSQh4C6zZyiIt9NqnJ8XEhC3221SK6ZV3CDSS+O+7e1t0xmjt+eAgMGDOTAO98SsOzeLq6srYxU5qXowfo6Pj40qC7uIlIdEImHXDq09DTQSLVBL5HlOap4zktrpIYOpHwwQ2Bb8fOeEHgPhYrGoubk5m2TSoOPNgwStWq0qEAiYjxBUTgwwkSh1Oh3VajX1ej0zv3Z6DxE/GwqFtL+/b5vW5OSkpqenzfMnlUrZVAY6McUA77tSqZg5NubRTEyRuV1dXdmmMT09bddZkvlgnZ2daXFx0TxlmLCRJgFdnnuDaRCJHgAygHuSzLx6aWnpe2+mHOput9s2w2QyaQaJpGzweQB48uevYshw6DcaDTOQh9XDhJuoYtJF+CXJmGkAkDCLkH5KMtCQGFNYWVy/aDSqarWqVqulzc1NK7owCQWMQtNfqVTkcrm0uLio6elp+z4AXs6FDK1UKhnrDsmp84AE/HndtXrTRbEFMP7HwIiheaPQ41nlfmevkXTj4GXS96cMBL0Hft583a6vbv3d/ybpX47H43/69e9fSPrb/BqPx3/vrq971XLWYAzWxuPxjWFGp9NRvV63oc76+rqurq50dHRkDF3OJsDodDptkmQkQ6QsxWIxA5mR75ydnZmfx9LSkgKBgMrlso6OjozZC5ObQcjX79O8ytgHHz9+bHs40mUa3Hw+byxbhh7n5+eKx+P64IMPlEgkbsiAnz9/bsa6X331lclK+Hkul0u7u7u2nzpZxshrqNOQkDBAwVgaHzGYVKenp5Zcenp6qnA4bM09dY/L5TI2S6lUsrqYoWg8Htfu7q7Ozs40Ho/16NGjG1+LZ93jx4+VzWatBkgmk3b+f/nll6pUKpK+ie8GHGu322bAHY1GLWXX5XJZgEQqldLCwoLK5bJOTk4szbZer5sZMPsl0hbOc8Cher2uRqOhhw8fWkLlxMSEnZcHBwfW8KyurhozCxYO4NqzZ8+MFQPLhJr4yZMnxnDJ5/M3znXkIwyY8NOBsRMIBJTJZIxVRFIqAMG//tf/Wv1+XxsbG+bfc3FxoXg8bjUUXqUkiC4sLOjZs2e6urrSxx9/rHv37lnNjU+h2+02zyKYQ/l83r4HQ18Y64VCwVjj1B0ErjA8arValvwJcAbzKRaLqVarmY0D9Rzei1xPhqSxWEwXFxeWdkqyGSDP/v6+Tk9PlU6nzQQ5kUjYgJ849MvLS2PoY3WQTqe1tLRk+xP9BdHuXF/nYrg5Go0McCJhl+e22+1qd3fXPI7m5uaMecO/pzfh9wzrsX2QZMCYx+N5bd3jBMCcg3QSjWG3/RCDM541JGM8d4BXzuTrd3Ehge33+8bScw6QuZaSfud6Otd4PNbz588lSffu3bNURIYG33foKb3seSqVig0xuGfe9nthtN5ut+352djYMInsaDTS8fGxLi8vrceUvjGuJul6eXn595Lq9Z+7XK7/QC+nTv/lt02avm3B5oDa1u/3tbu7axMR4kHRwEYiEaOpIvFiKntwcGCThvv37xuNl38L0wS3e2RDFPhOyQJARDabtUIfUIMih5+FRGkwGFjxwWSG1w7KDVAyPT1tVEM22duILdRADjLAnrse3H6/r9PTU/M8Qcrwk5/8RPl83vxjKLxgQlBknZycGBXXOb2/LSfiQeRnwR6JRqPKZDJGHQcMA2jigb28vFQkErFDlAU9lmQMJDAUZyRFOA15iZjmACRpQZJRBikYnZtvMBg02QvGeGzePp9P3W7XzI+ZavL+YSxBMeVegHEUCoUMtSUBKRQKqVqtGrgkSevr63Z4A2ZSiBNVeXR0ZJLGXq9nJuWXl5eWdgGQJH0DCPr9fouOj8fjNuGbnJxUMpk0KZbL5TJzTxKb8F0AGOB+73a7ljzG5/T48WNrHCKRiEmbXhWZ+CYLajKyRHTjxWLR7hsAVAoArh1MPVhQt9fk5KTFqEKLHo1GCgQCSiaTajabKpfLBlRKL1lgTGuhVwNCkxTBPQqgy9eR7gXNHdlZMpnUYDDQixcvNDU1pXg8rmazaZHGsVhM7XbbzC8rlYp6vZ6xgrhGt42+kbtNTEwYkA4IB1Atyd4bGv/vajzvXM77h/SwdyUV4W0X12Rubs4aRui2MzMzptnnTKDIYrFPOY0a3+Vi6/16J1dKUsHx++LXf/aqP3+j5WR9OoFa9k88yjjvYPEuLy+r1+upWCwa67JUKimXyxlrgvjxQCCgdDqt8XhsbIROp6NUKmVGtYPBwLxW2L9nZmZ0//59JZNJ7e3tmSwI6a/f77e0pJOTE21vbysWiykWixlr8/Hjx2aKGgwGdXZ2ZsbT5+fn5nmyvr5uE3jAFjz0kLxQ28GCXV5eNjk3CUjIR6ampsz/jjoOT0jqFxjjAF0rKyvmDxSPx+XxeFSr1QyEwH8JtkAsFrNrDyvr888/t5CEVqulSqViw7R6vW7G3fjrffrpp6pWq+ahcn5+rmq1ahLw8XisDz/8UB9++KHVQoVCwdgrGxsbCofDZgVwfn6uw8NDq42QDy0sLGhqasri3JGqIDfjPnr48KExMebm5mxYu7CwYNI8vD6ll3V5pVIxoB1jZuRDbrdbiUTCmGwM36iP8Q6SpNXVVWPNR6NRk8xdXV0pHA7ryZMn1jPwM7rdrvUJ3It4CpJ8R+OaSqVsQNVoNMwCgDQ8PKF2d3eNtb68vGyfN6AAqaUMZ/FO5BlDmQCwQV2SSCTMkJykNr/fr6urKxWLRfX7fWPEIcNKpVKanJzU/v6+2u22arWa/sbf+BsWOc81wFAb0Obo6Eh/8Rd/ocPDQ21ublqaLabOOzs7lk7LfYcagpSy8Xhs/l0wuJ4+fWrPslPhgccXC2CNZ+f4+Nhi55FtYSoP0wspKs22k3mDNyUDZLx66EsBIXu9njEFGcjeBnBQlHS7XWMLSy/rtXA4bLYRAL3fZ8Gco2aFXcb9D3D2rtZo7JPYOLTbbQPYuJcAOl5HXkEi5wzdIdXwhwB9JBmZA8sAUpS/y7q6utLp6alyuZyBwrOzs0qn0+bPJn2TPEZ/y7CZ0AQsHL631Eu6k/GzKKmplxTjfyApMR6P/5NX/NufSfqZJC0tLX1ydHT02p+FppPDDmMmpxQGoy0SAHZ2dqwg7/f7CoVCWl9f/x3kDTYAyVNMryKRiLLZrDF38HZgskRjDnWYlB6nPIibESmA4/0bWAFgA7jBtI2GYmpqyuKcQeXf1k8CqipUY9gvtVrNaKYUOjSogCdMbiTdKMxopJls9Xo90/dPTU1ZsgSb99HRkdrttvmTcKA648XxAuI1UCCyuQLaOHXcJycnRgfs9Xomg8FsGAAQ8Im4U9BuKL0c/r1ezyYYmA6XSiX1+30tLy/bhJIDhqnIcDg0Q1hJVuTAMvP7/To9PdX5+bkZMQJmoN0kBSMSidj3c7J5mERKsulFMBjUzMyMGdRhCMk9BlUbjyei1okcZRNxMpEAljj82FjG45fRhhTMHB4UCaVSScFgUE+ePDG2C+Aafg3fdUGtJdWq3W6bzBPfBJoVmEBQepFn8dxmMplXAhoXFxfa29szM2X8AjhsJJmMLBqNyuv1mvwHsBS69dTUlCV+AJ7C2iFJw1lQYKYYCARUKpV0eXmpH/3oRwoGg2o2m2aAjhQDYLVSqZjxJXR4GjWmfrCAMEvsdrs6Ozuz6RlMRxaF9esmJ2+6nPePk0Xwx7LwqgBERdYH89HJBKKI5kwAwKcgA7z+Y1zvGT9vvr6F8fP/SvqfxuPxn3/9+19K+q8k/duSZsbj8T/8+s//O0nn4/H4f7nje/xODcZkkH3EuWhOy+WyRqORfvzjH2t+fv4GmH1wcKBqtSq/329SbhqflZUVhUIhNZtNM/51u93a3d1VuVzW4uKiDca63a7K5bL5/8zMzMjn8+nJkydaWFjQixcvLJGR+mBnZ8fMOPEhYQjANDcej5sXAkOUSCRi0t5PP/3U0qlgl09NTVmyEBNcvILq9brZECwsLOijjz7S4eGh+UkylKN+ADDmTEWuTmPO9yyXy/bezs7O9MknnxgoB8MYBgfDAZgmeLRdXFxod3fXGn5qI/Ynn8+ne/fuSZKxFqjpYB5hgo0xrtfr1d/8m39TbrfbUqxmZma0vb2tTqdjzHdJ1lDhCUnTxn8ZjAHs4WtHGtju7q7Vbmtra5YwBQOfwcloNFK1WjWrBJhUjUbDQLNIJKKjoyNdXFwoEomoVCppbm5OH330kb788kvl83k9fPjQbBLwI6JxQrbH5+R2u+3e//zzzw2Aot5oNpvWgCLJmJ+f1/Pnz62mhykESDcajXTv3j0NBgO7B3w+n1ZXV28AM9TNMPOY8jul3kgaGY4CWBE2gdrAWQdXq1WVy2Wl02nz20QecnFxoXK5bH6Fx8fHZtNAyhX3JYMvrju19NbWltrttjKZzI1BKJ5C0ss6AQAuFosZ6CfJ7t/r62v9rb/1tyTJanmAHozAC4WCIpGIlpeX7XoC9mF9wL2Hjx+WBpJUq9VMYskwGzZfrVYz1hT1b6/XUywW+52eDCAbfzTpm8hyZw00Go2sZkU2y+K5v0t58kMuBqPD4fAGC/NdXfTIJPRJMhUJg4tXMdYHg4G++uorud1uJZNJ88F68ODBD/Kex+OxyuWyarWalpeXLQFwcXHxztoODIJ9xqkMODo6Mnkk5yP1/OLiou1ZMEHxOQbUQ4aKX+7S0tIPy/gZj8c1/t/lcv3vkv75a772F5J+Ib2kGYPUvWrx0NHs3b9/38xOcbkm9hmUNRwOK5/PW0KTx+Ox5gsz569fqyGGUDYLhYJqtZrFDc7Pzxv65pSOAdpAP93e3rYPe2Vl5YZ/DGg1k2BAEhpmGgG8cUhzgAWCmRoUTxp6fr1Js4DsAGkWP9+ZEhUKhSxilYIHxhIHxW2tJVIpkrUCgYAxC2DKSLoxfYBpg1kXHjw02N1u1zZtSYrH41pcXPwduhzyL97b5OSk6bahWyMLZELC+8Y8mZ+HvI5kBN5Xs9nU559/ruFwqM3NTXPM73Q6Ojg4sEMPeSCUT5/PZ3Hh0BQxY3bqoS8uLpRKpWxSALjB1yGXKxaLN6R93JuY1BF/jkcV9waFQ7PZNAYWxs63DemQSJKaAZhC9PfZ2ZmlaDEd8Pl8VrhTNO/u7urLL79UNpu1IpJDHkDpTRabIhG1MH2Wl5e1tLRkjTURooFAwAoOKLwc1F6vV4VCQXt7e1paWvodTy7W1NSUMZqGw6EBroPBQLlcTpK0srJiJoKRSMSAR+j8rVbL9giSOwBcMXuGOs/0weVyqVQqWWxyu93WL3/5Sz169OgGE404eXyXAoGAFUXsITwLJGygYabg5le1WlW321U6nbZ7iUMGsI1i7m2X8/6hyfg+3+9dWxik0yghBcOHiULPWexxFsAAYE+VvjFiJDXvjxUIer/eehUlZRy/T0sqf/3nf/vWn//Lu77B7RpM+oZhfcfXajAYyOVymWx3OBzanggVHYkFe00kErnRfHJ2waKmmeG8PD4+ViAQMBq7U7IuSfl8XpFIxIZkyEN4DQz/kFxPTU3p8PDQQIh+v2/SZvwtAMRh5m5ublrQR6/Xs9qiWq1qOBzqz/7sz1SpVOwcAAhjsLG+vq69vT3zmgRAoJEPhULmAeKs3WBoRqNRLSwsqFKpWPP5F3/xF4pGo8YmxPcNJg012PX1tfb29nR4eKi5uTmL787lcmq320qn0yZ3IwxkZmbGale8IF0u1w0/uHA4rK2tLQMEJNkwBCZyOp02E++NjQ0z/YYt5UxQ9Xq9SiQSZkMAYxj/lYmJCT148MA8fra3t602g/WEuTEWBIuLi8Yac7lclpDGUGRhYcFAIcImAoGAsWanpqZMWu80v8XQOBKJ2MDVyXSPx+Pa398376fhcKjFxUUFg0G9ePFCp6enVv9iXH5+fm5JTZOTk5qfn7/hxRmLxUw+2O/39eDBA4XDYfNlxA8LjyYGe8lk0p6tVqulw8NDZbNZxeNxYz/VajVjd+Pxc3JyYuBtuVw2n5x6vS6/32+fF8+/JGMyHBwcmNQMiRpSP+nl8BDp59OnTw1cRK1A4AopcZyHgKArKys2gF1dXdXW1pZ2d3eVSCS0srJiQRywmNlf2E8AOTOZjLFzGNjOzc0ZS2lnZ8dqX2RsBP3AEjw/P7f68+rqSs1m0zwlUXw4F4bjc3NzJv/DMgKJJuwTgLzT01PzF0VtgEk+Plm/jwUj3JmE6/f731n2Dz5i9FYoJrj/AU6cAzUwBhhBnEvT09MWVPNDrNtyf54n/FVZ7IfIPaVv2GT0k+wH7Ecw0TCIdxI08vm87Y8EXtEHsP+9br0V8ONyuRLj8bjy9W//PUnP3uTfgdg72S+3wQzADlKXkDnMzc0pn89rb29Po9FIyWRSjUbDPH6i0aj8fr+xE2q1mg4ODm5EljuZDkg1gsGgJeHs7u7ajTIzM6O1tTWFw2ErGFwul46Pj3V9fa21tTU7WA4PD818FsAGrxUYNRjCgpQzJYAu7PV6FYlErDBCMy59E9HGchYS/HoVtQsaodOANhAIKBwOGyPH4/FofX1doVDIiqBisajBYKCFhQUzD8RIGrYCBrawM0KhkB12HBr4n8AUocnmPQyHQxWLRRWLRblcLmUyGU1NTRlDAd0x/kz4miCHue2GT/oXLugwxU5PT/Xpp59KkpLJpBmdIZkBaQUEnJ2d1fb2to6OjswkD7NwJE8Urw8fPjRABcT15OREOzs7mp+ftwlXqVTSzMyMbQCBQEA+n8+YX8lkUrFYTNFo1B726elpK2YWFxcNnIJ2zsFfqVSsGb26ujIfK+R89XrdzKydm9709LQWFhbss4W+CnUY6QqMIefhwHR3ampK+XxejUbDGoG5uTmT633b9GI8HhtYBYgDc4ufx8bHvYdWlyjXVqulTqdjwC9FDPH0FxcXisViBibiSRMOh+0emJiY0MnJifk4RaNRo+ZyH2MCT/IMUySYUYBjTCZXVlYssaNSqRhjEH8D7qd4PK5qtaqtrS09fPhQgUBAzWZThULBPJ+IqZVkE6rBYGDsJNhc7D1OY2IORBhA7C3ENksy4AgD0LddAF7Hx8fWUGHK/8e0AKCdLCAkhjR37M0UdtJN/T10d0zEp6amTL5AmMAfesFkBYSG6fZ+/ZWs/0cvZfX/t16aO3fH43HF5XL9f5L+R5fLFfz66/4dSf/19/1hAEIEXlxeXurFixfa3d01VilNMawAJNcej0fNZlP5fF7hcFjZbFYej+dGUZ5IJPThhx9qa2tL/X5fKysrCgQCZh7LmV2tVq0BYviGuT8ec3xfQNVQKKQPPvhA6XTaBifNZtPk1UhFgsGg7cmTk5MqlUrW2E1OTpqx9a9+9SuTutEMIivO5XLWaDM8ozGnEa1Wq8a2Ie2I6zD+2gNyYWHBvHoAYfL5vGZmZkyWhVcOZr8kfEUiEfO6wzg4FAoZwxR/IHz6ACBgcWQyGWUyGaXTadufaKaur6+1s7OjVCqllZUVq3NhXC8tLanf71tIAfIvQIper2d1bTweN0CMFMharWY+ODTHc3Nz5keZSqUsDGViYuKGb9Dc3JwKhYKxLZHwYfwL0AMoT4AFTdX29raCwaCSyaSKxaIODw+1vLys5eVlawzL5bLtwXiPnp6e2tm2tbVlnoytVkvD4dDOTWSRxWLR0jypm/G8LJfL9pkzfOp2u5Y+BqOaiPnxeKxMJiOfz6dOp2NG5gwKYUCQZIenEk0yezb3L+xl4tUZjp2cnFiD3O12rak9Ozszv0kYZzDZLi4uzAQdltRoNNLe3p6ur68NwO33+8pmswZqUgsD5u7t7dn1Q06GUuH09NTYHQBVmHnPzs7eAJLpuxjmATp6vV7dv39fW1tbdj9dXV0pGAwqlUrZgBdAHMAA0BPAEpn3qxaeNNTjTi8gwAH2CX4B0mKHcVsO9kMvLBI8Ho/1SzDI6c3fxfRSeulwOGzgLvcbPSd+i87AF4bz3D8/1MLEnAUzH6+5drttQwpUQgsLC8rn87q6urLnieeb5fQt/vzzz3VwcGB9oyRLv56bmzNpMYOXwWDwrQllbxLn/k/1crIUcblcRUn/vaS/7XK5PtJLqVdO0t97k4vETU/RywOB0THpBjS1oGfQAb1er168eKGtrS0DgJCvYDSHpMLv95sJbqfTMZDBOXEHeZuentbGxoaSyaSOjo6MTnVwcKBKpaJMJiO/32/sESh8IOgHBwf64osvFA6HjdXifIB44J16Q0mGxtMMejwea8J5GKEMOxFMrh0xdbBAaETwleDfQCOGsnp5eWlsFEwU2+22oegwa9Bm4+Q/MTFhnjfchDA7YEqBjvN+mMjR9DIRYvKNthpgA+YN7BjoazAnJiYmVKlUNBgMFI1GDRCSZAwiGl68ADAyrtfr9nmMRiMrwGBpQWn+6KOPFAqFrICBfumMq4xGo3ry5IlpfdGj4ntzenpqXjSLi4v66quvJL2cBFFARKNRMwCs1+uqVqu2YcEygdLNBrK5uWn3tHMDOz4+VrlcNj8ffGCQJAUCAbuut2mRPGflctnki6RmcI/jYXRX7GEymbzBZIDxBAOL9+RcTv+D3NexqjCWAObYL5AqBYNBe3bY0Cm6QqGQOp3ODfO+qakpra+vq1AoqNls6vr62oAh9gRo9o1Gww6Ik5MTLSws6NGjRzo5OTEDSLTSSPWi0aixeCj8kZ8yEUSG5TTugykCkEmBMj8/r2KxqO3tbT158kSrq6smD4hGo2Za73a7Te8PEMU1wtNpZWXFAImLiwtLwpmZmTEzRlI9uP/D4bCKxaIKhYKur68Vi8XeGkZL9SQAACAASURBVHigySJ5DunXuwBk/NDLyQKC4QmYw7ST6bp0U38v3QSCuDcAWThLAD359/z3rv93yrf5/zf5L/sF5xT//7r3jTeakz32rhWL7/J6RX01JUnj8fh/lfQv9DLRa08v49z/46//ru1yuf6BpN98/a3+h/F43P4+rwXqealUsvogGo1aSg+MR5qzRqNxwyBzMBioUqlY87+/v69gMGjfA1ZkMBjU/fv3jWEDQwczVwCiQqFgcnykFiRl8fvNzU3F43E9f/5cnU5HR0dHJt0CNIANRF2AhwbFuMv1MnhiZ2fHzJDj8bjJsAD/v77uNiB78eKFPvroI33yyScmLWdAACv19PTUYtth9OEdg8fcYDBQOp2W2+3W5uam8vm8Wq2Wgcr5fF7X19fG4OVMll7601DLYKIsSb/97W9t6MNrcTKvcrmcmdkCLB0fHxsjZn19XV6vV1dXV9rd3bVUVembVDHi3/GRgTXgZDeQSub1es3egLMhGo3aMKJerxuDmzN1cXHRaldqegZjjufHhlqoBWBYc/7VajXt7e0Zc6rT6dj5PT09rWKxqIODA5NM0UvA3D8+PlYul7NznOuPx+LCwoJCoZCy2aydAZKsBuF99ft97e3t6erqyoZQAAsul+sGKxTGOIPbdDqtzc1NA2YZkvGeGdp4PB6zZQBA6HQ69vPwCAqHw4rH49rZ2bEQkLm5OZNrJRIJLS4u6ujoSG632zw6g8GgVlZWDLzCDxJGA8ElhULBnlEYcFNTU/ryyy+tXmZAyvmxv7+vmZkZbWxsWO3L4Hc4HJqMk16RFGVAAOoyXgvf2+v12vcZj8fm2YfSoNFoKJVKKZvN3jC8Z7gG84s/azQaVtu8blFHc4aScsvfMSxkX8NKAcAFc+m7aibq1MXFxbfb7L9eHo/nhjG30ytTknlSvmtDO6wNIAKQzkjICr8uLi50dHRkfatTmfO278kJdjptFmDBjkYjlUolO4uojfA4wxfN7XZre3tbo9HIfKsAqMrlsq6uruR2uy1pcnFxUcvLy7aPSbJeIxaLWe9eqVT05ZdfvvY9fGuFNh6P//07/vj/eJsLxrSexWQB2Va/37cHDaDBubGnUik9fPhQ/+yf/TPt7u5qY2NDP/7xj+XxeNRoNGyjq9Vq5u8Dso2xMgsPmXA4bKjnxMSEHj58aDTHZrOpUqlkKHwkElEymTQgZnZ2VsvLyyb/QvqC3OOuotr5X6Ynw+FQJycnZvIMwAB75vT01DYvgAB+waZBTiDJJszQtCna0PzCjoDKyEZJPKjT8whmBRNsUoFoXAaDgemkB4OBisWiHXRcp3q9bpGdJFigz8cEEvYCNHIYWjCk+GxB32Ox2A2ggQkTjDEKOpgbTHKgEDcaDdsMiJxkIyWhZGFhwaiElUrFKOBMDKG39/t9mwZwfc/Pzw18zOfztskHAgHdu3fPGvBms2ku+/1+3943Hi9IuYLBoE3XANl46O/du6fT01Pl83lNTU2ZF87t1AGAPNhLHIZQUpFSJhKJG5MGirmTkxPzGXKCRxMTE0qn0zo8PFS321UqlbKvb7Vaurq6UjwevxE5ybQI4GZtbc1+JgdqJBIx2RQGh6FQ6IYUsdfrmcn24uKiLi8vlcvljOXHs97v903SRnIXoOtoNFK321Wj0VAgELCkl3a7rVAopHv37t2Ia+c9UPDxunO5nKamppROp81Y0mnYh/6fZxQJBebkCwsL2tjYUC6X06effqp79+6ZrJV0sImJCQMwuTdjsZiBpvj6kHoSDAZtElYoFGzC/atf/UqffPKJMpmMNetut1urq6tmAj8cDu0ef9tFwdfpdMz0+baE849pIfNyPlsw39Bs3y4YbxsxMmmkCeB+uw3WfN91F3DEZJhfzj/ja2HM8l/OmNeBRO/X3esV9ZXz78eS/rNX/N0/kfRPfsDXYqwWpCVer1dra2sWsMGwhsYHEIb7w+126/79++p2u3r69Kl6vZ5JgGFOYj7JuUYjW6/XrVYJBAIKhUJqtVqWJgaTE1+Ky8tLA8Z9Pp+mp6f11Vdf6de//rXW1tas0UokErYvXl5e6tmzZ9bcw8IIhUI6OjqySTh1yXg81v7+vnw+n8nx8Y85OztTo9HQ9va21tbWJMmSVpLJpKWNMkDEvoBaDUmP3++3/RuGJCwbjG85J71erz7++GPl83nl83mL4XaaZSP9brfbKpVKWllZsYRcpP4+n0/JZNKuB7L+Xq+nTCZj59zx8bF5Kq2urmpubs5q13g8Lq/Xq+PjYxucEA2P90Wv1zO/JD678XhsrGWkM7AxZmZmLI23Xq/beUx6WSqVsjOUfbJardo0He8SEkHxw2m1Whb+gSditVpVKBTS6uqqDVIBZj755BONRiPl83kbMjK0pgmbmZkxcC+TyRhDjSEd/oCFQkEXFxd2z+KrBYDB8JJahPqLoAfYF1988YWdIUg+uHcBt6id+f74twyHL1PtMACPx+O6vr6+IZc5Ojqy546hExYQ9A4AszDUYSZw3WFjVatVRSIRu9YwW2mQr6+vzdcJdQGeQCR+OcE1YuupwZAD4lMVj8ctzSgUChljmu9Hv4a0U5IpK3Z3d5XP57W6umpgIyQBelJAOjx66P1eBx44B5PNZtOuhfSyTnCyoX0+n3q9nskZV1ZWbOh+l9kzKoXvA2Cw7gpBoT5nuE8y7LuyeN8AaNLNZFWCbaitXS7XDfXBd7luANjSS9AHdQgMQ5iFDKOdEtOlpSWT+1Kf49mJHxBEAvzRWq2WisWikQzG47HW19f1d/7O37GehiFNsVi04Qj3bavVMvnlq9YbmTv/UOuuOHdeLAUyHhNIKZzslImJCZNGOc3tVlZW5PP5zLGbRCFkHFwkKHjT09OGCOOBA5sFSjFxpDjaI/NwSspCoZAZ7RKfTbQkDCUnSOMEbQB/OLwGg4HFSTubA2cKAZsyh7fzxncW4BQkXCuKG34OdDk2M/yMstmsMZko5iTZxs/rwZSYhwGzs3w+r8vLS2MnsOny82iGiKzGUJGD2gk+QYfkGl1fX6tSqajVahnjCjM6PkfAHRpLNnk8iWCCINmDsirJAKz19XVL9mK6c3x8bJswRpV8tm6326YHgGt8VqPRSIeHh6rVaspms1pZWbEkCDZUmC6xWMwOJGSOo9FI8/PzFuvNhAJfIu5daNwzMzPq9/vmGyV944vE9eDwDYfDdnAAkMIAu8uY7OLiwlhGABi35TsnJycqFovmQSS99EWoVComPaOgZLowHo+VSCQMfGNDRl7HHnF6eqparWayNwBU9gemrYlEwp4FJ/iDVhYvKoyM2Qsoxilk0N1OTk6ahrbdbuvi4sJ03NxvTMpIzQiHw0qlUkb57Ha7ltDhlHeORiO7H4+OjkzeOD8/r6OjIzWbTdPTYypKAdbr9ayQm5ycVDQatc/i+PhYR0dH5qcFC5HCfjwe64svvtDFxYU+/vhjRSKRG15oFNP4cvl8vjv9QL7LIo2Ae/PbqKh/TIs9GQkl+9v3Nb5mb7z9/9JNVpDzv7f//4dczrPM6/W+N3d+B9ddNZhzsf9WKhXt7u4a2xaPNQyA8SyhGcK7o9VqKZFImEcMhrmkYgJqwGyD8cr5TfgCkdeNRkP1et1A6oODA5MlPHv2zOqwZDIpl8ulL774wgY4sKwZQhDpnMvl7H1FIhFFo1EDZzOZjKLRqJ4/f26sIF4rzVa73dZPf/pTeb1elUol2/MBvABWnDXe8fGxPvvsMx0fH5s82ufzKZ1OW3AA58B4PFY2m1Uul7N6ECY1sm6n1G5yclIHBwc6Pj4249bp6WmbhieTSfsMqLM3NzcNyAOkaLfbyufz8nq9ZshLrVStVu3zpgkE4MJLhZ/Je0GegIzupz/9qbEbkJYvLy/L6/Xq5OREfr9f6+vrNwbBMCBKpZLC4bAymYzVsk4j/WAwaDJ/GC/FYlGtVssMficmXsbbJxIJZbNZud1uxeNxBYNBO7uRGM3MzBjIBwP4Rz/6kS4vL82HCJ8UkjU5u0ktu7i4uPHcwOhYX183GZYk63d+9atf2aCLuplEIxJ+GBDwc46Pj61+Hw6HqlarBnYyCJNk3oBnZ2emYGBYLskGQqPRyOpunsnV1VW790ajkWKxmJlOn52daXl5WU+fPtXTp0/NiLbRaOjDDz80T9WtrS15PB6tra0ZwMMgsd1u6+nTp+ZLhZ8SbKFYLKa1tTUtLi7eYFvRtzGgdYapIKFjgIvVBLVQp9MxpsZgMNDh4aGurq4M4GPoTvgKaW2AOScnJ8pms1paWrpTjsXQT5KCwaC2trY0PT19w1QYlpszbAPQE6m906/RaZHC84Hf5u9rXV1d2fAZZs0fQuaNXy6fM6bqTiN25wJsI80Ok3Z6w6WlpW+9bjDECMHB2sHr9Zr1wtXVldl7gA+QRj0ajSzAhUFvo9Ew1v/29rYBtJAofD6fdnd37b5guJbNZpVOp3/nNXa7XVUqFav/u92uve5Hjx69sgab/PnPf/6WH8V3X7/4xS9+/rOf/ezGn+GLQHMKIsYBysb74sULPX36VNVq1TSZyHOQlTARd5rjYt7Gw1Kv1807CL0xNFqoWGx8NNSLi4uKx+N28KE9Ro/tNJ/u9XoqFAr/P3tnttzodZ3tFwNBAgRIABwwEyA4dDd7lmTHlaFSqRz5FnKUo1RyF/JZLiCVVHQHOcwVpJxUJZE19txNcMA8gyDBmSCI/4B+lj52JNmWrVh/3LtKZcnNJkFgf3uv9a53MJM9J40PkGFiYsLMBokZ5CLhdWBajM4bCQmGdFBtnebPHGIc2IuLi7p7965u3bplgBe6UeIJ0c87wTEuJQoQ0rdgjeB1A/DT7Xb1/PlzHR0d2SEJhZJDmKkGpnawQfr9vr1/yMtA2nnfjo+P1Wq1bDrGNARqNg2zk8kC0EazhX8Oht8wwphEhMNho+5R4KGFd6Yp8IA1m01tbW3p6dOn5t3j9XrNP2V6etqKEKexL0AN7DBoy/i+ODWapC8w+ae4cKZO9Xo9c6qPRqN2cQJQoKcGLGi1WiqVSkaNjkaj5k2DtxLSQefic0cO5dyLLJ/Pp/Pzc9VqNQ0GA9PDe71eHR0d2d4DVINFx3uFgTJML8z4MDNmX4xGI5PYERm8uLgoSWZUh2ExYCmTRrfbbd4MFEKRSEQrKyvGVIKdBQuLeFA8JihG0RU3m01J11Mapo6Yy2OKSiMDcMoZR4EXCoWs4SEVALCJz5/JH5MrEuIARp1sPPyqnHLaQCBgmujl5WX1ej2LOoU1yDkCa4WpLDK277qgXFMswnL5Q1ikCUL7pQlwxgB/l2LKCf6/zdRxsnTe/uf7WtypExMT+tnPftb48MMPP/refti79Z3W2zUY9/LbACHnLQOOdrttHn2hUOgGI61YLOrZs2dGYYfBjHEqEdCFQsHqElgfDDuQrAJwVKtVdTod83ADODo9PVU8HjfPNM4lpNYkF2E43G63rVGjpqEwB6Dijuf3xfuk0WiYXJNaQpLdA4DiAEswUqH7c99w31FvOX8/BgA+n0/NZlOVSsUY76S18LlQl2xubpp0d2ZmRrVazQZPSDcYGEiy3wegieEfzCqaWqeciDMJOVg8HjdJCJJhGH4YB/f7fQOmnCltmUzG/hyGNMx5PrvBYKB6vS6Xy2VyNoAk6jsGvzAlTk9Pb3jQYLobi8XM7DoUCsnj8ejFixfa3d1Vr9eTy+XSvXv3zEgXiwkYRh6Px85owCUYA+xX6kd6lGazqV6vZ4mckqwh5fXAfF5ZWVE0Gr3BfnWCAeVyWVdXV3rw4IFN8J0G6wAQ1D6SzNQY5gbeOOz1TCZjDDmnXJ54evxPOp2O6vW6DVr5OQzC2POlUknn5+e2r6jHeH14SDWbTTUaDWPuoFrA7JmBJc8XVgPUWTCxqDulayY4Rs/UPdRVgDq813xfhoX4TjnNyGGVcR7isTccDs1rjLqb8+vs7MyABWomgASGzS6XyzxIYSs5gx9g6aGMoOcESED+DRhPXU+dyED9+wR+qNsYVtPP/aa1G4D5d5WCdzodA/xDoZC9Dumr0Cbnz4LtBdMUXyAGkPTfznoIJiPvMxYR/C/DW55ZsInp6Wnzq2IPSlKtVjPpmdOnbHp6WrVaTTs7O5K+Moien583ckEqlTImGKE84BvORc/PvYYiZHFxUX//93//jTXY712MTxNDQ4cnBFMgDDJJooHGNTU1paWlJZtINBoNa5hu3bqlbrdrUiCMj9LptOlO0dWmUinzngDhPzg4ULlc1vT0tO7du6dAIGCSDZBiYkqRGFHYO819Qf2hDbPJKJikmxNZjMMACzCWRrvKJL7dbmt3d9eaVBo0GAtTU1PmN4SmmRQDgCakVhyMc3NzKhaLKhaLdhkHAgF9+eWXZuSMaSmH5t27d+Xz+VSpVAygQlOOMVs8HjfUn8ON5g/JCpvc6/V+bZMCmwOPH+ivKysrVmiSrHN8fHzjAe33+0YNpxijCKFw4MAFRWb/8fUAdQCDUGTdbrdisZh9Luj/SWk6OjqyA2g8Hmtzc9NYG+Fw2MAbjAmdlxz7Cdq2y+Wygo33s9vtKhAI6NGjR+b3hHaeS4n3nM+bVCpSu3Z2dmz6iNwOmY+TncZ74QR+XC6XFecccM6kBqevFiDO+vq6ZmdnjULsdrtVqVRMV8zvCrMKMI9/mGhCD+cCgsGDXh29bKFQuKHtzefzZo5IAhOFNog9zwrSPHTyUIwpPmnep6enFYlEtL+/L7/fr2g0qkqlor29PWsuuCTwX4IiT0EUj8eVyWTUaDTs/UCmSKGEGTDSSvzIaHKgvNMsYLAMwIBZOKDg+++/r88//1yNRkP5fN7MVQOBgEKhkFG4keNSaHzX9bbpMwayPzT9+Pe13G63gsGgSQ9hnSK/fDv69d16t77PBfsQ8JEzFsmhc4+SxrS7u3uDSQ2DNB6PW3FKGiT+f5jqdjodS4AkCTWdTps5PwAGzWA6nZbf79fm5qZGo5FWV1c1PT1t5x3pSLlfGmSWy2VjJk5MTFh6JibKzWZT29vbNybtROKSrkldgK/I+vq6FfMAJAyfMCRm8uz0h3NKEC4vr2On+TOm5ufn5+p0OsZY5g5HwgKj+eDgQHNzcwoEAsbWodkZj8fGCHn48OGNBnU4HKrT6ahWq1kjA9uSgQFsHL/fr4WFBaVSKfPHoZnY3Ny0upsBqFMqEQ6Hlc1mdXp6qufPn9v91e/3lc/ntbq6qouLCwtbwZuTz4Q7p9/v6/Xr1zo4ONDS0pKlmFEX5HI5FYtFGxxQU1OrMcBgcFmv1+3upJ6tVquq1+uWFkVMujPwZTgcWjgE4CSDHmqL4+NjG5pRMzSbTT19+lQXFxe6d++ePB6Pms2mAV6ZTMYSsvj8qXW63a4+//xz1et13b17VwsLC9rb27N7udFomCwIUMJZ58PAd7vdxr46Pz+X3+9Xu93WF198YQDH6emp3rx5Y0mnMKaCwaD5jeLj5az3aSxhzjmb5/F4rKWlJS0sLOjjjz/WaDTSq1ev1Gq1/kfd1Gq1VK/XzWA9FArpwYMH2t3dtcaY8A3uRMJDkCwC2MDsge20v79vnwmSVHw66aE4Y3g+YYil02mrmxmyAoDSr1GzAexUKhUdHR2ZmoBBGax4hpYYkVODwQgBbMAnSfpqSMfzDnAAAAd40ev1zC/p+x7ohEIh88bc3NzU4uKiEonErz2wop/Hb+o3GXQB2NGrOUF15zkr3QR9kAfyOyDzREXjZC9Ksr5Ckg3g+byXl5eVSCSsf6XXA6RF4oh/LYxEGG34xzJcx3Sec5U7AUkoYCLpzKR1vS1zvbi4MCWDz+dTMpnUwsLCb2/u/H0vEEAOl4mJCWPYtNttkzREo1GdnZ1ZrCMIcyKRUDQa1dXVlfleuN1uraysmDTG6/Ua2EETDqMITyEuF34GSGyz2bTJA741g8HAKJA+n8+Kdy5jJrtMm5gyEBPplDC9/Q9Utna7rWKxaNM1DKVAJGEA+P1+K9TQOfOho7PGcHFxcdFonsjFOHjQ0OMpApvBOcniveLi5hDn0PR6vUaHo4mG9eD3+w0wwScHeROMBycSzOuq1WqG0CJ3wmAXE0HMb9EeI1VrtVo2ZQPk4uCXZCwoEhB4YEm4GAwGNmnh4QScQiuNmd5nn32m4i9jX8vlsn3e+Xxe6+vrNlXiYAGoA0xaXFw0MIGfCWjAhQvrBMCKSwUpXr/fV7vdNjAVk3B8o5i4ULhSXMJs4tkBSGOyMjExcYNBEI1GjTlHgR8Oh21fEcleLBblcrmMddRut/XJJ58YEEcE6+npqXw+n2ZnZ+13/qZoayjrXHxO2RBSL1gy4XBYh4eHhrwTsYpBKHuQ/499GQ6HjbUDSEfKxdXVlRYWFswsFNCoUCgYlZSkNKZ3a2trWltbs78PsMJ7z/sdiUQs2a9UKkmSTbopJgaDgXZ2dpTL5RSPx1UsFg109Hg8FnEPUFsoFOx7oz8mij6ZTOrOnTt68+aNms2mlpeXJckmO4AUR0dHxhgDjPuuC3AS6RnG3H8o4A+LyR8yV2f0K0Xf/0Uj7Hfrh7VoRJ2AvXR9/xIZGwgEbgzNms2mTW/j8bhisZixEQDwSfkMBALGhmBSi7edJKuhnHJkgAmYojBno9GosaqpraiBgsGgOp2OeX3gWcfEHV8Uj8ejXC6nSqUiSeZNiFfQ5OSkGSfD0KS2BDwnZfT4+Nj+Pl6NFP5v/w40KsFgUPfu3dPV1ZWq1arevHmjUqmkVqul0Wiku3fvKpPJ2F2yuLho7HVYQzS8ePj4/X5lMhmTfTmZMYuLi+p2uyav+vnPf66VlRX96Z/+qTqdjiVh/uhHP7JADYIgkBwxaOKOhNmBYfNwONTDhw81MTGhpaUlhcNhffLJJ1Y7c8/CBAsGg6rX65b69uzZM2vWMVpuNpvG/oBtTTMHm4d6kQARDI1hspbLZbMhyOVyqtVqZqnw+eef28AKmwN+PpN7XhPsHM5r/Kik62j5cDistbU1SdLnn3+uN2/eKBwO686dO4pEImo0GhoMBpZ6Sx1HP8Kz5/P5LBAkHo9rZ2dHV1dXJrtjIAvbBXYVrx+w5OXLl0qlUrp3756luLbbbRscnZycWE+Qz+dNDkhYCLU+wAfeWoB5jUbD/A3r9bp8Pp8ZIz958sQAO3ykEomEzs7OzPcEYEqSGX9TjwLS0KPxmQOO4hGayWRskIRUhgEX7BJqYtLKGMw5mUJ8jizsMobDoaLRqN68eWN7DVaQz+dTLBazZ/vk5MSeN+5samQkSoRnTE1NmYE6PjF4cI5GX6VDAcbT92L2jdlyJBLRwcGB1ZS/jtn0b7tgsMHCb7fbN+wUvmlxjsK0wodJkp299OJfV/PA9AQYc3obvQ389Pt9XV1dWZAA9xkeOzCGZmZm7HNjuAxDEC9a5FwE5iD9k2RDb/ph1CoAqPQevP5arWb2G6hlYOwB2iIDy+fzZovBOYvHLEMFQLDDw0PbZ0hBAca+bf3egR9JhsSxcZ2sAy6xXq+nSCSi1dVVaxqgCEoygIKHCS8FqIeSzCT1/Pxc8/Pzury8NPSZy4xUh/fee8+01dChvV6vpQY0Gg11Oh3Nz89raWnJjKS4PKenp5VMJk3vCv0wEoncSPty/rvTwd7v91vjjhcJDKCJiesoQDxHaIadhruj0UilUkmVSsX+nJSrs7Mz+30AQ0iZisVi5kECkAKABhiEzp8kgFQqZSyQ8XhsEacUghhfU4AxvQK9hiI7OztrxQHF3enpqYLBoH1/kgVgIQWDwRsPH94xgHdMXZhOYMoLzRdj6fPzc1WrVUOL8aQB/MDsm8+WSR9Sn1AopMePHxsLYzy+dm+/f/++SY+cTTTAmyRD7YPBoNFnuSTxvzk4ODAWW7fblcfj0erqqobDockOXS6XMTQ43Hj/w+GwmYw5vVwCgYDu3r1rxTpRq3t7e/b17E9JxnADgOQ9B2yiYOQgR/bGc/Ls2TNNTU1pbW3N6K+w1JysuG8DAmAuwcCjGJW+YpUwufX7/YpEInYBO5MeoPACwvAeE5PIwc3EZzQa2XuDfhfAkcMXczlkge12W61Wy4q2Tqejvb09A+NgDVLY4E10+/Zt+/+mpqZMqjA7O6v9/X198cUXBphcXFwYGxJAgbN0eXlZm5ubqtfrWl9ft88Lv6REIqGLiwtVKhVVKhWTzQH6AvYhd+j3+2a6/dssQGTSC52srD+kxSTHGf3Ke88+IuHu3Xq3fpfL5frKDJOF2S7sX9L9YKlJuuEjgvw0EokYC6Zer+vVq1e6urrSxsaG3S3BYFDr6+vGTsRjhOaQu288vk50WlhYMLlRvV43uQkSdyQmTGWRrng8HgsayOfz2tjYULVaNZZpNps1fxvAbepPpwE9E2HqDAYt3HcMuUajkZlpIutB4uN2uw08Y0AXj8clydjs09PTevr0qck5PvvsMzNDpiHhviGllCjvUChkviEvXrzQeDy2emxnZ8eGCYFAwOoEaoDl5WU9evTIwDXCPBjmVKtVnZ6eanV11QY63JGXl5dWGzWbTUuqIi2K6PFWq6VoNKqNjQ2rlRYXFy00hRAF6rp8Pm9AGvdupVKxoUwul7PaEg8hGGOwmDC5hoGxs7Njfk/BYND8+KhRqPOxE6BeRqqGlyd+OLCMnDKgYDCoSqVicsVisahEImFgUb/fN78rGA/c26SQPXr0SLu7uyoWiwqHw7p9+7a2t7d1cnJiTHLqFUyb8eICBAUEgwVD3Xx4eKj5+XkzdoZNThN/eXmpzc1NuVwu85TE1mBv7zoskP8P/y5qCNJeqX9isZhCoZCBZgsLCxqPx2o0GjYIJjZ9dnbWQNrhcGgD0larZT1Du93W3NycMS7wMIT9jz8rDEL2FD+DkA5kefwuDHRplumFkH+yp5yS0Ww2q3w+r2g0qp2dHbMyYAjIYPb09FSpVMp8AnfE6wAAIABJREFUmBqNhrG2zs7OlEgklE6nbTAJIcB5DrNghlB7QwBg6AlzkL38fS7YLZwh1NkMxFkMxzmzCZ3BcoUBN725JGNmYlng/P9hRSGPg3VD7yrJGDAM9Hm9kkwdw2uELMB51+v1zHyecxi5MsAMA10AW3rg4XBoBst+v/+GlylnhiRTAdDr0ycXi0Xt7u7K5XJpbW1N6+vrmpiYMEbX4uKi/R7UyADxgUBA8XjcLCw4o5FFftP6QQA/gBDStca10WjYIY2EghSeVCplniBopGEjgNjR1EGJxEUbD5tMJnODKXJ4eKhOp6OzszMtLi5qeXn5fzxATtqzy+UypkCn09HR0ZFyuZy98YPBQP1+34xuA4GAXZwANV6v10AYtJySbsiLYMRMT08bowZJE1RoQDAQR/SuT58+NaPF5eVl8+ygcOG18/vQYEBF5kChWCmVSiqVSmaAxoQCJglF5NzcnIFo5+fnhohzufHgSzKTPo/Ho2KxqFevXtmk7PDwUJeX16kf4/FYPp9PS0tLN1hHPFigm04wKxgMamlpyRoqnM4xl+10OnbBc/nh1A99PZFIGAAnySL3zs7O1Gg07ADyeDxKJpOWokaB1u/3tbOzYylzSIdAjYn3Pjw8NDAFs+DDw0PziYrFYjbJwLTb5/Op1WrZIcKh+fDhQ5Pm+Hw+ZTIZM31kf3D4QeWGlUMT4HK5VC6XzWRscnLSjK6RhQWDQa2srNhzWKlUbLLHxY8WH7P0iYkJLS8vW7EMHdZpHg4NUrqerPCa2GOst2VD0KDR5MPEqVarNpE4ODgw9iBAbalUUjKZtH2CnAHUX5J5UqDxZ8osXVN/l5aW9Pjx4xugEFMOpqelUslkpdDLI5GIIpGIxZ9OT08rm82aCXS321W32zXvnVarpVarZckTvV5PqVTKpgYYUjpjQH0+n5aXl1UoFLS7u6v19XW7uDqdjumgU6mU+v2+KpWKpYFB/QaQgKLc6/W+MWb0N1mwWvb29tTpdG4kpP2hLQolGgVkhEgMmbr/kJI13q3/e2s0Gqlarers7Mym6rAuPB6PgTU0PLCbz87ObjABaU5qtZq8Xq95zszOzqpcLiubzUq6Pj8xNKV+8Pl82t7etmEfDGTu9fn5eZMoTUxMKBqNant72zwbkU7v7e0pFAqp1+tpZmZG3W7Xhlh47OHZwd85PT21xKZarWZpPy6XS+vr67p165Z5O+IT5Py7+Bq22219+umnGo1GCoVCymazxszk/YM5DrCOLIfBDkEDpMQiPcAbkCk/gSRM4ZEPA+BPTk7q6OjI6guGnk5mc7vdNokXgSWHh4eKRqOKxWKqVCpmZEyNBYvL5/OpWCxaEzYajZRKpbS8vKznz5+r0+loa2vL3ptWq2UDDDybkEMz6ODu4a5JpVLqdDp68eKFSf6R7DjZyLFYzOpXvifMncFgYCoB9gaSQ2fyFuxWJwufuuLk5ESTk5NaXV21Zq/RaOjNmzc29Dw6OtLLly/V7XaVSCSsLhmPx8pkMuZXRAoVw1ASuUajkbG1kBUBDAAY8bqQseFteHZ2pgcPHtgQjZoRWwsGVZIMUDw6OrLgjlQqZem1AEXFYtFY2gyvqTXwIcQyAKYTDDM8shhKu91u3blzR6VSSYPBwJ4d2HDT09PK5/N6/fq19vf3ValU7DWXSiULzSkWi9YzEn4BGHZ1daVcLqdyuax+v2/kAGLf6Zmo8wFcuFtpuvHXTCaT8niu04ABAwAbGACTXIcsC5k+no806gA31PDUqYCT1JZ8HwAL6mfqfp49PlPYP6gtvq9BkROQmp+ft36Uob9zDQYDA9oymYwkWQjA9va2qXbwX3IqCOilANV3dnast19YWLCzDJYlYLCkGwwkp3zWCfzw75AKeLba7bZcLpfq9br5jkIiwXBb+spLlLOP5G1nSBUDFAYjhULBBimTk5NKpVIGmtELkGSJxBLpMs8sXmEwbtnP9PX0F9vb29/6Of4ggB/ngq2AWev29rbm5+e1srJioApoJx8eelOMmJA7QRlEsgODg4MIHTublgb06yhzFOWwWDj0YB5sbm4qkUhofn7epj6wLUDUmUSAREOnxN+H1wENlH8Gg4GePn1qoBAMEZrQ6elpXV1d2RSC6dh7772n5eXlG4fA0dGRaZ/n5+ctYUKSbVZSrABfQGHn5ubsQYd9NTExYTpmDHS5kJlmOwGqfr+vUqlkBRqTMKQ9ABT8N8aHzsNBkhVL/BwQZ95fUHhYOgcHB/Z+0vCi+WViwHJG0yNtIumJ1x2JROzSurq6UqVSUavVkt/vN1pzLpdTNBo1Fg6U0WAwaKAEMjhARejoJP+QDACVFt8maL73799XPp83aZfb7VYqlbI0Mq/3Ol4X+jufJXTIZrNpgCg+PcgjAUcxHKNAgWLIAb24uGhgAl+DpIeiA41vLpfT/v6+tra2LJ7VqUl1Up+ZVAFOAgIBIPLM8l4ycWOCg94aPf7t27fNNDKRSCgej6tUKqlarRpLhqkQRoP7+/t6+fLljWlbPp+XJGOB4beVSCQ0PT19I/0NfT+m7+l02thmkuziAnilwQG8wocDABY22Pr6uk0/mC4A9FCc8zlMT08rk8moVCpZ05VOp61h41KEilssFrW+vm7UcyjgTCvYl84kse+6KJCgruOt8Ie8kL4CRjJBJJmGc+wPFSR7t76fhVQDORSSiXq9bsaUTCH9fr/5G8BMA7gtFArG4Oh0OlpcXDSDYSe7mCbl4uLC7jlnIAe+cMgjTk5OLDYdZsNoNFKxWFSpVNL7779vrFKMMSXp2bNnCoVC2tzc1NHRkRKJhA0SATOQyFJfIcGdmZnRvXv3jKV0dXVlgAFJV4SNkDiELIHfJZVK2XPc7/f1H//xH8bOjMViKhQKCoVCWlpaMr812ELcm0dHR9rd3dXZ2ZnW1tZssAWDFRYJoAjMZFjjTnk3Ej3O/rm5OatnSebk7vf7/apWq+ZtgwwIE+pGo3HD64kBEs0PQBtya+SC77//vqanpy36vdfrmfym0+kYqwvZDcNO7lKaMVhhMOcjkYiSyaTK5bIajYbcbrepBBqNhrFdkF8goYbBDHhJeAieRAcHBxakgnk4pr0M8nq9norFojHjDg8Ptbi4aE2sU9KFTyeSD2TWRIW/ePFC9Xrd4tbxaaKGxCKAzwNvHLxHr66uLB4clQDJoUtLS5b45Xa79cknn9iz5UzH6nQ6Wl5e1szMjOr1uvmvMoxaW1uzeoPUPJ5rQmOQRDIIZigVjUZvJN7iZ0PTS9Joq9WSdF2T7+7uqlarKZ/PW+gL3jcMI30+nyW03bp1S5ubm7YHJRlgPTs7a16fTs8Z6s3p6Wlr0AFEM5mMqtWqtre3bbhND3Z8fKyZmRnlcjlNT0+r0WioVquZRDYSiZiXFSDf4eGhMfOpFSEsMDR8u77CLwlJHH0l/QlDdv77uy6Gl/Smbrfbwo0k2VAfEIzAIPpZeqNOpyO/329m1IDukuzsZFFr0qvwswHOCN8hiARCBWw63jPnQPJtSZgT+JFkezObzZrPb6/XU7lcNp/d09NTffrpp1pbWzO7Fudgzu12K5fLqd/vG9CDlw/qIvohDPtDoZAl9vl8Pr333nuSZMqabrdr0kHOP2c6LPcVid+w6ACNO53Ot36+PzjgBx3l8fGxRRKvra1pcnLSmi/YKvhW4OmBCVKz2TQJD2a/NEBQMff29oyyen5+rmw2a9N3p5by7QePQ4PmjaZyf39f9Xpdx8fHpnmHOra3t6dqtWo0fhKclpaWND8/b5cNX495GlF6IN8ej0eZTEanp6cqlUoajUY3HkxJpl2/c+eOGaHR/LZaLWsK0Q07JUej0cgKIXw4Dg4OLAUqnU4rl8tpb2/PkokwJQWFbTabdiBDV8aN3fleMp0DkAG1Pz4+1vb2tlwulzXSSLScsjjn92KaIl03pxSWHMjSNQWbCRh0PZpNCodAIGCAI58RXkNoaWnKoLTztRxwsHO4kJHoUYDt7e1ZwcihicElRtGkk2BKjjwItgqpHUz3YE5MTEzYvsZ4sN/vGxUX2i7xo/x8YuEXFxctWe709FS7u7uanJxUPB6/YV7JBBbT63A4bL44r1+/1vHxsU0pw+GwTTOIkwXQ6HQ6SiaTNxB6J8CDITeHPQAekiiADtB4PAimpqbMjI9Gwev12gVLNClSOun6ImCSxWujgJBksi4o1Bzqk5OT6nQ6evnype7fv2+SB2QATMaQNW1ubmppaUlnZ2fa3d3V7OyssdrQiXMmsI95LsLhsGKxmMrlsra3t7W6uqrZ2VljC9LAeDweS30B0KS473Q6lnAAY4rCkCL+4OBAxWJR2WzWAEhSAClAoVY7o0i/60K6xwVOQ/huyZ4FPmcKDsy2AYF+W+ndu/WHvYbDoSqVigaDgdLp9I3ag4kzNZTf75fb7VYmkzHpMaxpmIg0o+Vy2fwUSaCBTQzTo9frqVQqKRgMGqObIQ7SMySzpOcwIHD60dRqNRtkzM7O6unTpyaH2NnZ0eXlpaLRqDEDALadjJlMJqPV1VWLc5dkcjNAC1jYsKthNWCCSlPGxB/fnLW1NVWrVVWrVUmy89TtdttABzYsk2aaGGoHZ5pksVi0ugqfCgyO4/G41tfXNRgM9Omnn2p3d1c+n08rKytyuVyWnjscDnXnzh27K5yDh8nJSeV+aahMPYHRKmwgSXrz5o1cLpeKxaLa7bbJdWD6BgIBVSoVY233ej39+7//uzY2NjQ/P28DjGq1at4m8Xhc9+/ft31UKBQszAKAi0RUmFsAOLC9jo6OjGX75ZdfGsP/4ODAWLzUk9QPx8fH8nq9SqfTqtfrZhqMlyLSLMIa2u22Mcaq1arm5ub053/+59ZAItFaX1+3mgJZGUwwmEUAKNz9/DvyNGQnhJDA8sbnBnN1ADy8tQBykKyMRiMDDXd3d9XtdnXnzh0tLCxoZ2fH+gkGWh6Px+79dDpt7OCDgwNFIhED5Vwul6rVqu1JBk6k2FJ//Nd//Zf1Pgz6ka243W7rN2BqvXnzxvYRg8nV1VXV63VVq9UbyWgMgukXkcsx/McziEFavV5Xq9Uyg+x2u20ePicnJwY21Ot1q3WKxaKxLejTJJk1ydXVdeQ9EiKAJOSpMKd4PW73dfLf2tqaMdghAqAYYRjG0BVJElLIcrlsXmd81r8uK9sJUrMYXr69kGnxWhiYMpjiLJqcnNTFxYWZhGNL4vQw7Pf7XxsYwl6empqyEJ1UKqVYLGYJe8SW81p47lEOsJw98tvADyAJNa50TfAAcF1YWNDjx491enqqzc1NtdtteyZbrZY9jzyj4/FYpVJJtVpNs7OzNsjHfN/JCAqHw1bDLS8vG5EALIP9BWgMkMb7xzM2GAzUbDZt7wPOvv0+vL1+cMCPy3Wd0tVsNuV2u7W8vGwbEgkUlFgYFlyQsVhMmUzGaHr9ft/ij7nYMY4FUQsEAsr90igVrxH03zCLvm6yCksEpBpkstvtmjE0AA4Uz1wup2azqVqtpkajoc8//1ypVEq3bt1SIpEwAyouAKLqXS6XVlZW7PdHCgJNs9vtWtxdNBrV6uqqyb2gsEHV5jDlQHBOB5C2YMwmyVBHv99vOlx8iogknZmZsc2JORYoJYwbChoOuenpaWPsYLw2MTFhD0smk7EoeQ5zNrvTB8b53zxQHOz9fl/SddPLg3h2dmZAEtp9WGQ8uJjkcngDJjmjySk2KdI2NjaUzWaNKi/JmEAXFxd2mHk8HmuaKWoPDw8NLGRxwYP+NptNMyCkCHO5XKrVauYnRQHjZE/Mz8+b0SGADoUqyQihUMikbsFg0CLnPR6PATYwfnCfp9mkCIJmeHl5qWKxqIuLC3vP0cc6mVS8Vi74b0uLYq/znKOldu6ByclJ8z3Y2dnRYDBQJpOxWHRiStlL6GBhHOEtgSH63t6eTUGJa3TKSJnq4sn14sULFQoFffDBB1peXrbkD5g7Ho/HptNPnjxRNps1Y1WmOABKHo/HQCb2b7vdNvAvm81qd3dXhUJBa2trBhwzQXD6l3H+SVI6ndbp6amq1aqCwaAxfJC4+v1+FYtFS/C5urqyiFhe0+TkpIrFonq9nl1QmNb9Novni3OI/fTbTK3+Ly2nFIxzA6NuGHsUF3+IXknv1q+/aDhgNuOzNzU1Zd5ipF3BHIRtCh39+fPnOj4+1q1bt7SxsWFDJfzWiEKHFUiqCTJrpux4ufzFX/yFDS5oIqnDuF+45wEmisWi3rx5Y/Kdg4MDNRoNSbJBhCTzcMnlcgYWIB9vtVoWQ48ZdLlcVrvdtiZ6OBwqkUgomUxac1gul23ABeMJCc6tW7dsAMZ7gldMOp3WycmJ4vG4NW8AJNR8ADiwc/f39435lEwmFQgEzPyfBuvZs2eSZBKr4XCoUqmkq6srY1Dg1TIajUxa9/z5c21vb9vnAeMJXzFqaNje+GQCskxMTCiZTOri4sISiBi2hcNh8+pcXl42lqLH41G5XLZJuZOZSjP3xRdfaGtrSysrK0omk2Z2zZ5hQEDNyD03Go30+vVrA4KSyaS2trbUaDS0tLRk3i+koLXbbT1//lzD4VDJZFIPHjwwX1Cfz6d0Om19AqDeYDCw4Qu10P7+vtLptH7yk58ol8vp+PjYAAuk6vhIIp/DCPvy8lKdTsfS25aWllSpVIwFBxCUSqWUzWZVLBZVKBQMnI1Go0okEpYI6vP5LLUV9QRhJ7Dzj4+PTXKey+W0urqqwWBgwCFMvKOjI2MIO/cTUkH2YDQaNSl8IpEw8AF2NkwJ6sHhcKj79++r2+2qVqspFAqZYS39CoNePut8Pm+BMdI1SQCVB0wb5IM8e8vLy5qfn7f9eXBwoHa7bTJJhro8fxAFtre3bzDxJN3whMQfFLZNLpfT2dmZnav0W9TQMFiwGSHVFBCbugffI84eWPiwyCRZ+i/PKfYZsCq9Xq/V++l02jzFnB6o9GokVjNsw2aC3he2EwEjACncC86UKV7r6empWq2WeVO53W7F43HbxwAm+OtiwP/2crvdajQaFm8uyYa9sN5gheIXhDcUNSvDaqcpPq+X+8FZv7ZaLRUKBU1MTOjOnTvmywnBIRwOW8I35I7x+DpFEBYpvm4wFknQc/ZQJC8DBDr3F6+DPhV1CzIxgq/AOLh/JNmQBFD+m5bnww8//NYv+F2ujz766MO/+Zu/+dav2dvbs0Yb3xQ+PMytQNkoXJBNSTK63/7+vnnxgMwSk44cCO0daB0FB1NWCms2O3RQLicSHth0TL12d3dVKpVsWjYxMaFOp2NmaPi9uFwuNZtNlUolQ/pA8Eh5WFhY0MrKimmXmZyxidmQXJxOeiXaSIohWDzIjng/qtWqPfxIXdrttp48eaJGo2GmXM1m03TB1WpVrVZLnU7HjN645DCFlmRO9UytMRlGykUSGYf2aDRSLBYzvazL5TLwjYbfqenmQUYGCNWYxpS9wZ9zeDknj5gPozGHhske4jJEcsQhhd4VnxX0qCQiURRC8w0EAmYMDXjmcrnMTJsLjcOM1zo3N2eTIQAHfjZRgTAyRqOR+UcxbUBmd3FxoXg8bqacThnd1dWVfT2O9pg90twzZQuFQvY78fnw2gOBgB3s0GF5Nik0YKPgYXVwcGDPrST7PXG/Z8/5/X47NOfm5myaBmsJZh1NDGAKdGkuUCjJMJ0wx9va2rImYGFhwfT4R0dHqlQq6nQ65m0AG4fi3OfzqVKp6NWrVwYEM0Xis2eqC1somUwaM4r3FbklhaskA6QxCsQ0m0k7DDSeGbzOOJ/4c84OIktJpeNMZToOS5Azl4uU/UzcKo0AFPzfxcJPitdOo/BufbUoBDhPABUpeAGx3zZc/N9cP/vZzxoffvjhR7+XH/5ufeP66KOPPvyrv/orkxUMBgNj+tHsYdBL7UUkM3UYDOJnz56ZfGtmZsam+p999pmOjo507949/eQnP5HP5zMAh0n7cDi0ZjeXy+nu3bt21pIURL1Dw3Z5eWlhCTSXsDGg0SObQbKO0fLJyYkWFxcNbAdMqtVqev36tTEbTk5OzA/t+PhYzWbTWNLE5tIUud1ui0vH+wjWME1UKBSyhFYCI87Pz3X79m0DolKplJLJpM7Pz7WwsKD19XVNT0/r3r17JgsiWcZ5JlJb4ju4v7+vfr9vjOJYLGZDouXlZbs3YSkgsSalqlqt3pDzeDwe+7PLy0vV63WTbtPYwqJiks29EAqFjC3h9/s1Nzdn6alYM5ycnJjXC8wVQATSc2lmaZBIQeL9pYEnKrrRaGhnZ8dqAJhIU1NTWlhYMG8hGAX4yxG0srq6avvl4ODA4uSpbWGn09jC6Do/P9fDhw+VSqVMjoUMcjgcqlAomHTG6/Xqxz/+sVZWVmxg3Ol0dHp6ajUh8jqCXpyyESQegGCAXtQoW1tbxnYCRNzY2LC4daQsDPtWV1dt0ATjHQ+VwWBg6VwEpHi9XlUqFblcLj18+FBut9vsA+jdnExV5FCw+JCm4D2JYXAsFjMTZCwuMCN3eiwh/8K7FJkZCYPO+gFGF0NP9ih9GMA0zwSAKzUzLL5wOKx4PG7m8pKs98tms2YOf3JyYoNCfCQx9IatQb9JrQ7QBZDJAJ6hF2AYNSTsPuRtiURCi4uLBgo7mX9E3DPgl2R7DAaWJDvrIRPw7PC6AI3Yb9Sn1OzOvshJAsDXlNdFGADSLUnWf2G0D0CMRw5kgYuLixvqFpjo/DmsGYDys7MzA/ZJ8/N4PLbnuC8A/Tudjp4/f656vW7vKWoDJFahUEhbW1vGbKQnCAaDBlAj5+I8g73DmcCAIBAI2BlJ/yt91UPB/Gf/l0ole+9QOg0GA2OnFQoF8yCbmprSP//zP39jDfaDAn6Y2JCsxQQczxEoVTTzNCrE5Y1GI7XbbV1cXGh5edlSkpiUXlxcqFarqdvtWqoOPwfQRpIhl8geKFDYLEzMoP4eHh7aBAkZGDpNKJdcdmwADJuRv9RqNbusotGoksmkTTvQMgYCAUsU49KRZP46q6urxkgBtc9kMoa6op3kdfHf6GR5bUTaj0Yji4gjgWBiYsIQ1mAwqFgsZhIa53uFUR1Ting8brptUHOkRUQ8YpJMw4xmutFo2MHMAeR0a+fCgeqKtxPAwMXFhTW7UCdhZHCoAg7AjnCi4+Px2PYLBoto2ImsPTw8NKkKIEkkEtHCwoKSyaSZJRKneXR0ZKAB07l2u20ADUAKtNNUKmVfC+rNBQUbBJAN7TZu+FBPmXxygVDAY8S3u7tr+nrosux3DmIOQJ6Fw8NDY8c45SblclnlctmYbsiKms2mHar8rs4oTOjITDi4iGdnZ2/48EhfmXlDeUUKQ7oBSVWYaMJMA8y4urqyixFgkWhcUknm5+eVTCYN7ECDTUOBln15eVkbGxsGQAFsOk2SLy8vtby8bJ4R+AEAtiBBYFrG8yLJjDiZ1mJgScEIAMB+x7vg6OhIZ2dn1kTBPiI6kj3klGfybGHcTkNBc8Q0CtoxqQ38Hr/tchZqx8fHJst4t/7n4r1xRsBTIPN8SfpfB4HeAT8/zPXRRx99+Hd/93c3hg7c5dwfsCvxDmu32+ZVRtjB2dmZyapgpMLsaTQampubUyaTMQYlHgecJTBlJVnhGgwGlc/nbcoPoxam7fn5udLptA26YK7yZzwHp6en2t7etru72WyaLwkDIKckjDONoYhz2NFsNs2LhCERhrnIthmsMZigrqA+8nq9qtVqNvijeV9eXjYArt1ua3NzUxsbG0okEjaEKRQK5k+5v7+vq6srzc/PG7OU2qXX65kEnOEZzTWeNDAACC5Apu12u60+wueIwQlsXUmWlMrnjITBmdjKYATWAo333NycZmZmDHy7uLhQoVAwCTxsKGpcvhdpY/F43OpsGCgkQZIoytBvZmZGzWZT29vb6na7Oj8/Vy6Xs1jxzc1NC1UB2KOG7fV6arVaKhaL1ghTHzEARrrzx3/8x/YZUc+fnZ1pe3vb9hwpsQCdKAECgYAxx/k5sMCRygCmYC48GAysj2EIDbDgtL+QZE3y4uKiecuEQiHdunXL0mC5Z2ElAyhgpEtaHOEn5XLZnlP6qpWVFYvNZlgIYMJnAzghfcXEQ9UAaIsfFH0DgRjYG/C+YDiPaTxeqpACOA/o65D4h0IhJRIJ683G47ExZU9OTszWIPdLX06npyOeWVgeNBoN84yhQcfWgbuXPpCzEQsIZ2AJQCBeXIPBQPl8Xj6fz0AQBnYAX/iEwdSGHc0AE0DU671Oyg6Hw2aTwWdBfcy5wfM5HA4tDAV7Aep/7gRqZ34u5vSkDSK9Qm3An3/d4hw5PT21HtXl+iomnX2USCTs/SIQSZIBaDwX8XjcwF2CSJzMQobVsOl43ur1uqlwYNrcvn3belunssFpJs0zGolEzL8KAgU+P/RsiURCc3NzajQaxu6KRqNmyA7IBusSeTE9KN9bkoHY9OoAc6TG4XP1L//yL99Yg/1gpF5M+YmQ5I1zSkCcbA8WmxSpE43f+fm5otGoXR5c+CCqGBwj2wBprNVqSiaT5nWC3p3GiIhN5wSLJgzGBdOXQqFgnjvE98GWgNHA5N/r9erNmzc6ODjQ3bt3tbGxYaAGTXyv17MD9vz83CYwmIfh+wO6SvNOnCJNeq/Xs2lRJBKxQorLBcf4paUlmwAlEgkFg0Ht7OyYMTJR0EzkMMt2skDwq+HQoYjjPW00GnbgLy4u2sU1MzOjmZkZY0rt7e3ZhAy0mQMFs79wOKxGo2EGal6v1w7qwWCgaDRq5nc49vM17CkeuGg0aj8Dqdp4fB3Rvr29renpad2+fVuTk5NmzjsajZRIJBSLxW4cdi6Xyw6RdrttFxUx8yQmMKln4uP1XieL8fmgsSfFyuv1amVlxRJImErh57OwsKBqtWrm0qlUSpeXlxaryWGB/8Hc3JzRpWHSzMzMmJ5+FtqUAAAgAElEQVSWZ5HfjcvEGfMKi2tqakrValX/+Z//aeljJGcsLCwYeACz7dWrV6pWq0qlUpaE8XUeW84FiMP0FmDPqS++uLiwtBUMzaGHM+3qdruSZCaQFE1OFgt/RtIZkyb8bjAb/cu//Ev94he/sPeMyTFG8BQwf/Znf6anT5/qzZs3Ojw8VDab1cTEhLHTaCyIhpSuQUCe5X6/r2g0qlwup93dXXvvYIFwOQLyQFuXrk30ALopMDiPaAZgHzL9bzabajabOjk5ufEsI8+oVCr2/n6dOf5vumBBoXnHz+Od9OubF80PTDsKJadUhNTE73MxuXq3fpgLg1rqBBrn09NT1Wo1SzrpdrtqtVrmATE1NaWHDx/q+PhYW1tbSiaTZugPACRJ+Xxed+/e1dTUlNHpGYQ4i30YEUidSN0CDKcZwJh3MBhoe3tb6+vrajab2tzcNLYG02+SNombl65p84A7zlqEgVculzNQJhqNKpVKaWlpSffu3VO9XlexWDQvE6TVNBrJZFLtdtsYkaenp6pUKgb8+P1+pdNpTU1NmYQMdkq/37fXyfkKu+r09FSFQkHz8/NaXFyUy+VSPB5XJBLRwcGBnj9/rvX1dSUSCTNMPTg40LNnz2wajN8cAIzf79fKyopyvwxYqFQqCofDxrYi5ZUBEeEWnPF42DClRvLFQGZ7e9vqv2azaf6NNE/9ft8GqnjLUFcy7GNA9eTJE2O5DIdDvXr1SrFYTKurqzo/P1exWLTPgRq33+8b4LW9vf0/EnMAgZAo40W4sLBgAA8A5/n5uQESgCJM7Gu1mubn521Yxe9HHYs8BUbYxcWF0um0zs/P1Wg0rEaBkRyLxaxWGY/HBiSGQiEz9kdWxGAJxpX0VTrXvXv3bA+TRkWambMpz+Vyevz4sWq1mvUnnU5H1WpVs7OzN6SI9+/fV7VaValUsr6GpnU4HKpWq1kD7Uz+CwQCWlpaMknZ+fm52SagNEAGxhAan0qaYaQ01KaoMZaXl002BxDBwKzdbuvu3bt2pjCo5O8iaTw+PlatVlO9XlckEjEzZ2rci4sLA2jY5wyUkW4tLCwYuODz+ZRKpTQ7O2sWHXNzc/asVatV2wdIPJEN0R80Gg11u92v7X2doSd46QBwOc8eJJx4/QB8MTjnfAE0gKlEeiiAFkzyt2X89BjU3SQeSzKw+NetL46OjuTxeIypx3kNoWJvb89sO2C8t1otY5nu7+/b5zI3N2f7EMsGAHx6NO4UgB/uK0m2966urpRIJKwHY7gNVuDxeJTNZg18hHGJJ9LU1JSWl5e1srKi3d1dk0/6/X5j1sLuR751eHioVqt1g9kPWYHzze12m90LLKD9/f0b3r7cU5lM5lfaL/xggB/p+s1fXV29Qa+EXeM00eJBx/cFYycc85GIwAhyxp3zMJEwBRjAQYPnjMvlUj6ft008MzOjRqNhul68Ud6W54AIEofKIdVut1UoFAzQAA3EXR4mE1Gh+HkwwedQRRLTaDRU/GXMYjKZVK/XM5kV6P5weB3rzdQHuqCTdeOkYDp1wblczuiW0WhULpdLpVJJl5eXisViGgwG2traMnPEtbU1M6/C5I9IceRN8/PzdkiBYoKYUkCgP4V9ABV6c3PTJjjz8/MG7sA8QQ/KpQolsVKp2Ofsdru1vb1tIAARiTCqKB6JGZS+8pXa39/X06dPtbW1pUAgYAACspvT01MDBt8GK9i7NONcKvgCeL1eLS0taWtrS+Vy+UahhiZ7ZmbGaNscDBwOpJuQxECBwmR1ZmZGtVpNxWLRJmeAGxMTE8rn87YXmAQDfEmyqR6F+9ctogmRLnq9Xj1+/FjFYlFbW1v29yjQnKlWAE1MEpjGArCgZXZ+PcUClyDeUAsLC1aU87nid9Pv9y121JkOwLRjPB7blLPf79tnLMkYOeiR0VifnZ2ZUTQ03B//+Mf6xS9+oVqtpkQioUQiYezFwWCg2dlZxeNxPX78WMFgUC9fvtTOzo6Ojo706NEjRaNRm+b5/f4bhzjFCyw3wKRKpaJms2mFM34IRNdvb29rYmLCQMlEIqHd3V01m027KNrttskjKL4oyPBHODk5sUkXZ0o0GrW9R6LE7yKZi+/NxJWJ5jv2z69ebxtJ0kBwTsEQ+l2AdM7lbDDerR/+cjYXyHKQfl5eXioej1u0bbFYNOAemQdMGyaeFPJIve/evatCoWApiQ8fPrQQACTF9XrdvHcwcR0Oh9ra2jKZMEMiGI54xvGal5aWTIqD7yIyWqRciURCT58+VSAQ0OrqqhmjE3aBqf/h4aHu3r1rZq7dbtckxjRWBBo4a9FKpWIyF+fdxYDt3r17VqBvb2+r3W5rZWXF0oxIA/riiy+skSD+GXNp5Pzlcllffvml8vm8AoGAHj9+bEb9SIBhFWOie3Jyonq9bqbcJJIyhEP2RzN4eHhojO96va7p6Wnlcjljy9J0SjL/oB//+Mc2kCkUCsY6piaBAdHv9xWPx80HxuVy6c2bN3r16pXVxU5g0sl+ODo6MgNtr9dr9RfsIBpDzKGZpgMw4W/H77C2tmZqA1gXDD4Iz6C+J+zC5/Npa2tLk5OTloAJewkgYXp6Wm/evNHLly8tyAF2TqFQMJkUwzkALJ/Pp0ePHpmEkCb8+PhYu7u7ikaj6na7xsDC9/Di4sI8Dev1urH4+Lv4RuJdmE6nrXGfn5+3P4NR0uv17LOjh/B4rpPMyuWyJicn1Wg0TIZIwlq/31etVtN4fB1v3+/39fLlSxs+oNiYm5szxjA9Gw16MBg0xhGMcIZVDOZhM8M44xwC0AyHwzo4OFCr1VIsFlO1WlU2m9XU1JRqtZqxvOv1ug1MCeygvvF6vapWqzbUPz4+Np9Ueo9isajNzU0bzDEsxSczl8vJ5/Npe3tbxWLRgCwM4gFb8cjk/nTWfU4LEj5zGJlOmxOM1+mFAULa7baxteibnSb6APHpdNrAPWR/LL4XfjkMM09PT40t9usuJGXhcNh6FfopSWo2m5Ku09w4WzgH8SF1hrDw3CCBxYycQbbTHsQJ2mNpAMNckrHq2FMoHmBGzs/PG/ATi8VMUQFLKhgMWo9NLw4TlkFGLpezzzQUCunjjz82xhoMPZLLUZfQf+HpRgInz+j6+roWFha0tLRkA5dvWr9X4AcklkLe5/OZlhSvi5OTE5OrgBATLQr6ibFSLBaT3++36XWz2TTEHn8XWCVIkmjiZ2Zm1Gq1bCLhdrtVLBbtAcX/hgZRkjVfNENsDppQgCQOzFKppC+//FJTU1OW4gR7h98filu/39f29rYkmR6SQmNvb8/ME5ks8MD4fD5jQGAuBso+OTmpWCxmByIME+iZPADT09P2/gAGcJniE0TzCZ0ZIIcJRiQSsWQs6bpw29nZMd07VG+KLhB99JFnZ2f2+qBh44XEJcDDHQwGtbi4aAkOFDBonaFvQ1V1u90mNQPw4B+M1yheOSzK5bIVhGtra4Y4VyoV+/1BfzHB5h/2C8bOGCVC42MiMz8/r+IvjXMTiYSBL0wnWq2WxZFKX0US9vt9+5kwzZiwTk1N6fLy0iIgO52OstmsmWouLy9bgcuFz+/GdGRmZkbdbtcOtbfXaDSypCEM1AFB5ubmVCgULII8FArZPoEOy3OEhJHLjVhddONM3WDbjcdjk2/5fD7F43EzpHMCVDTBTMag0lJUoX2n2OH5IJVDkhqNhgErx8fH6nQ6Go/HJs/COJxklFQqZdGgmUzGmgZ8IjA4ZcrBNPgXv/iFHjx4oLm5OQOVYDWyeI5Ho5G63a6BOaVSyfYr4FYoFNL6+rpevHihJ0+e6N69e5aktri4aFOmeDxu/gdcsPw3bEdimSkq2H9QcgHZJRnt+HfB0AHIwjwfgPb35V/z/9tCkw8TFhkYBqaBQOB3ItOj2P02o/Z364e5KDAxLQboIIqWFEf2Cewx6PPUDnwdYMPe3p4mJibsjkfy4mSg4tHA0AVWZK/X09HRkQ3F8vm8NYmSzDMHRg37muZxcXHR5Fmnp6daWlrS0dGR+cxFo1HdunVLR0dHBtwj6ZJkYRiASrFYTJJUq9Us1QgfQJivyWRS4XD4xrOFpyEyFGpBzl1AB1KLaAgBtZCYUPsANuzu7mp7e9vu+mAwqPfff19ut9sAJjxHGBbCWOZ939vb0+Lioubn560hp47x+/1qtVrqdrvmDzgej/XkyRNVq1W7j2dmZswwmUZpY2ND+/v76na7JhfkZ3CfeL1e83QJh8Pm0QFTCrDu448/ts+P0AY+U5/Pp16vZ0wEAJCjoyNjtuK1uby8bAMJZNP4FDLkJWwCLytSVrGRODk50aNHj+x1wkigsV9YWLDfnQbQ4/EYsEe9s729rYuLCy0tLZmkA1YA/i9IGwFwfL7rFDgAHgJqAPLZbwyOCOUgJYu7GyYHcezHx8fK5XK6f/++DUqRWeODNR6PlU6njdWdTCatV0LWtrGxoXQ6rTt37igYDGpra8uYdkh/iDcHPOS9i8fj2t3dVbvdlt/vVzKZtGep+MvACZrzL774QqFQSOl02oaXfE4A1lhYYCMB2+Lw8FBer/eGBx611ZMnT1Sv13X//v0bIPjh4aGSyaSWl5f15s0bY2Ljs+RyuVQoFPTll1/qwYMHisVi1oMyWCaxdzAYqNvtqlgsKp1OK5vNGmMe0JreFTP9txdnLP/uXLBLnOlbfr9fuVzO2JScIaurqwYkTE1NmQ0IgNrBwYGB/M6fhbcXSgsYQoAa/ANb5esWwA1SOjxuW62WMSJhwUsy9s7MzIzVnfQ2yKOov3u9nkWe00sCoAP6AtBxZ4xGI01MTCibzSqXy9nzBLhNT7G5uamdnR2rf1E3cJeNRiMjGni9XmWzWXW7Xe3u7hprFmYRUkfSvAGzYZ06JXQEJiCT/PLLL+XxeLSxsaFcLqeHDx/q6OhIm5ubKhQKv3Kg93sFfvAgcKKZTtSQRhP6ISAQPiVcppgoXV1dGeuGCD4nMACtlvQYItqq1aoikYjy+bz6/b41369fvzZknHQxaIKlUkknJyfGPGF6ytQBdI6EJA7OWCxmtEe+P6/J6/UqFospmUxqb2/PqHe4p8Nsmpyc1O3bt43my/cAuODSYPpKATMej+2/SVgql8saDAb2czhoYBD0ej2Tz2UyGZteTU9Pm4F0qVQyHS00NJhK0PGID9/c3LSpGRHZULlBZTk4ANw4zFOplCYnJw2V57CgwYaCC/WOVKLhcGgJC0hX8Jl52ziWZhtPFryLer2ecrmcHjx4YPKwUCikZrOpZ8+eaTgcamVlRcPhdfy304DVWfQh85NkEiwSsq6urrSxsWEXKs8HdO+9vT3V63VjRiFXouiE9cXFhqzD4/GY19KzZ8/UarWUzWZNB4sWms+edAPiOqFaUiDTzAPMwmQCqV5dXTXWVbPZNJAWKVEwGLRnOJVKyev1WqQ9ckVJ9plDIwaMxFiZiS6v6216I/udIi4Wi2liYsKaG8wPDw4OLEUQ0BDmDxGyOzs7Nq07OTnRYDBQq9WySySdTuvo6MjA2sXFRf3Jn/yJCoWCJbDg7dDv91Wv181fAFo1dP0nT55odXXVWDhQ4p0gCs98tVpVu902ELlcLsvluk5iY48lEgl98MEH+vTTT/XixQvTHIfDYStQfD6fRdq+LfkCLHC7r5O3oOzDKPF6vZbq44y7pXj6XcSNM007ODgwkA1jz3fr11s07DQ9b0vB+Ky+qVj7pjUejw0wZKr+bv0wF0Xz24tnHFkLzSPS7sXFRUunkq4bDPxkMLvEOyKVSpnPAAX4zMyMJbDCJIrH4xbjzJ6kFpyentbS0pJ9T0zpkX67XC69fv1ai4uLxmQlWRPfuGfPnlm9wN3AcA6TUSJyaZBHo5Hy+bylrBIXTy2D15kzNIIGZjQaqVKpWK22v79vg5ZkMmnN9HA4VDQaValUMvNa2CeDwUDZbNaYw6lUylidgFLIMvL5vBmWvnr1ytjS0ldBChcXF9rd3dXdu3dNOsQzjmyIGpf6+/PPP7fPAV8hQkOQ7SCHZ1DE3cC57/SZY/DIsGdlZcWGBbOzs9rc3JTL5dLS0pKmpqbUbrcNWJFkezEWi5mXIowbam/eN2rHbrd7wz/y8vJShUJBR0dHJiNmYDIxMXEjybNQKEiSDZ4IN2D/NhoNJZNJAxKla9Ab5jSSDwI78IW6ffu2MpmM+clcXV2ZNww+LNPT0+r1esZex9i12WwqnU4rn8/r5cuXVivSNDcaDU1MTNhnxjMzHA6tjma4lM/n7TUz9MNnBW+us7MzayCvrq4UjUZ19+5dHR4emg1BLpfT0tKSOp2Onjx5Yr5Uksz7EFZ0JpPRgwcPNBqNVC6Xtb+/b9IZv99vybYw5FAcABz6/X7dunVLfr/fgMfnz59rcnJS6XRaLpfLAKrLy0tjgFCnM/hHfrWxsWHm4tRvlUpFpVJJ//3f/21JaU7/PM4lwDm+bzqd1sTEhN68eaMXL14YY77T6ajf798wMR6NRgZYVCoV2x8kOsFiBBwCdHLWOU5riq87z1GkIG2FgQjDCyP6nZ0dra2tmTwc/0heKwbj+F8hnYOsgIk7yVaw8ek/AXipKyB4MCimZ+YZxeCYJESkkJwlzpCYUqlkViOAl04TfsKQIH/wfarVqhqNxo1kW8gBPH/OgaXT7w6ABqYUYHw4HLYhKWykZrOpyclJnZycqFKp2O8LuMd5v7e3p93dXXk8HmOv3bp1S9PT02q1WjZ4BUsoFos6Pj7W1dWV3nvvPd29e9f8qtiTANXftn6v5s5cQKCOXIx4qtBYIleBQUOhiQ4XmhXfo9/vq9fr2SGCdAuHeQ5mpvXj8diM+pgsRaNRMzrlgIKVgj6TYoakChhMc3NzprnkQV9YWFAikdDCwoJ9HQkQ6KChgrI5YAqQwNXpdMwAOp1Oa3V11cwQ+bmwpdCYJ5NJZTIZk29giuicHkmy1zI5OWkmv0hfstms8vm8TWTQ8/PQSTI0Fpd10HY+WwrK6elpayhB5Z0TC0l2eLOBefAACQ8PD80MmYPFaS69s7OjdrttBx6HRj6fN5NBvFwkmWYX0y2AMZhhpVJJoVBI2Wz2BpMHijcUYcCM+fl5M30G4aVwhD7s9XpNsoar/MnJiZnQMXFDRw39ksaXgwl6LMkpHMYYfEcikRsJTxTYU1NTRi3FUwFWDQczRSKgFWZvMIIwJcRYWJIx5Pi8Njc3NR6PzYQvGAzq1q1bNqkjpQqvLJ5jilDYV7VazdhEPJvEoHq9XqMZs5AeMBXkmYSyHAgEdH5+biZ5THklmen57Oys6Z8DgYDu37+veDxuPjacBa1Wy8AkSTZhpQmGzgz9E8NCLgYmxbwWLjGKbySTGI+zABYBPtEm0xjR9ND4JBIJ0xM7JzJMylwul9GF2Qto5fk8Ya1Be+ZcpKkAFCLxgTOccxx9+XdZTNa9Xq/dFW63+5306zss3jemWZJupFXCBP1VjC38ps7Ozgz8l96ZO/9Q1z/90z99+Ld/+7f/4/+v1WpWxDLNxWdhb2/P6jEk3HzOAOXBYNC8GpxSAtgXAACvX7/WwcGBeZrQ3FArweRD5kr8MvcekoyFhQVrMk9OTpTJZBSPx61RpdjGcNUp4QcUYEhCoMD29raq1ary+bwymYyFNSCBR4LmNM3HeJmzst1um+8RUdXdbteAGM53GCsMz6TrQAnOVRg2NCbFYtHuxL29PfNeQnqM34n0VcQ7/kXIhjECjUQiZgyNfwt3cbVaNRAXtqjTa4+agPfb4/FoYWHB6kMSl66urhQOh+19lGTTcHyPstmsUqmUOp2OTd5hrXI3kZiDjBivPeTi4XDYZHowdi4vLxUOh214iGSeXoMJ//r6ujF0C4WCyuWyWq2WNeS5X8acc58ziZdkLCmY2PgtAgbCBkNKF4vFzPMyGAwqEonY4I7mnYY6k8kY6AQDotPpKJ1Oa3FxUa1WS5FIxEI/CEEhYROGDIOyaDSq+fl5A4WoV2HeMFAnzAPgiM+LhpXeBFUBLHd6IbfbbawNmndYDKSk0jt1Oh29fv1ak5OTJj2UvkoedkrYAOeurq6MTX3//n3zxAqFQmaFgHoBrxyGzYVCQcPhULFYzGpBSfZMzszM6Pbt27q8vNTz58+1vb0tj8ej9fV1A8Tx+eL5xX+I+or9h9fUxMSEDQdhc52cnNxgBSIpQ24J4IxROUArzBj6L5iX7KevY+viW8PvyuAHsBQWP6mvbrfbard0Om0WFQBV2CtgV+L1eq3PYTjs9/sNdERqRg2ImfXJyYmlATLoh8FP78KwwePxmBcqjDf8eVdWVuTxeBQKhSzNbX9/3/YvlgSBQEDpdNrUK9wb2EI4WUeAKPSO9EIMygC9YcFyJ5ydnZk0k6h6POvoW9l/oVDIwESGHzDgYAChDODOc7lcdk7S//n9fgt2YkgRDoetP/7Xf/3XH2aqF00ALABMgnHVh42zubmpra0tm/bwAIHgbW1tWSwkDxNx2fiH4B2CdhoKF282qCvThlwuZ1rnVqul169fm4nX8vKyMpmM0ZcnJyft8EamQoMvyRplfHlowGmSJdnvRmEBbRodI2Z1mUxGd+7csThqjAx57aCjXC4AC+gNo9GoedagA6dYev78uT7++GMzy8pms3rw4IFd/pIszQwDsfn5eSt8ANcAxPAnCQQCRlELh8N2aaKzPzg4UL1et2KGaQFgH8wVaKEY7NH4MbGD7bWwsGAFLPGrTBbQjjM5g2oMw4eDgCK31+spk8mYcd5gMDAWBhOicDisO3fuGGOEA4JLlVQUpjrOQ2U8HqtararT6RiFEsZRs9m0Yo2LGrYP8i1kaFBhOXgwYOR95zDlkOD1AIwxVaG5lmSHKEAZiRf4GMzOzhraf3h4aHpWGobXr1/r8vJS7733ntbX102mSYRvMBi0gphDGSM6/ImcBd76+rri8bhNyyiKoPkD4LTbbTWbzRvxqEwJoPoC2kmy/Q9bichdfAPwwaHQ9fl8dr7AfmPaxUXAe04qGQUD0+apqSkDSgGa8vm8MQqZmMBuAZR5GzRhStHv9y3C9erqymJ3oUdTiMOehDlFw4Ks0gkCMOXizwAokc5hiMlUjcILVhTTMs4GCgD+Ds/ub7qQnOBhBgD9zvj5u623/Uic0s1vi4ZHoknhy10mvQN+fqjrH//xHz/867/+6xsMvH6/f8O0Hs8Hhh+AOPl83prJy8tLlUolK8JpbKrVqjW4yHL39vYUCoVMfkQTTdDA8fGxut2unc/UgVdXV2YgCjv01q1bllwCK3FjY0MPHz60wQEyrHw+byAIjS0MYCwFYGZw3jYajRvpla1Wy0AeACTudOo7zkGGO5K0tLSkubk5k+rCnD05OVEqlTImxM7Ojk5OThSJROzuw1Op3++bvIjEFgaE1JTUgCQcwXKNxWL60Y9+ZCwOTGSJLecuAGyYnJy0uoOmSbpmqT58+NB8T1qtloFw5XLZhq2cE4Rm+P1+ffDBBwoGg3bn0zAhu6Fu5HdgEEWNiaQfT52zszObzMMQ5+6Mx+Py+68jzWGvRiIRzc7OWu0Ds348HpsR9WAwMHa7JGMjZzIZPXz40Gpm7kHAUb/fr9evXxvrJJ/P295Fyk3iFmwoQCx+P5o20m03NjasLoA5cHh4aH57u7u72tvb0+HhoRYWFm4AhdQVsEt6vZ419Uj1AXoODg6skUTawzMD4MvrgJHf7XaNGUqNgFSlXC6bjM1pxIvvEYoBkrfwZaRWJolqPB5rbW3thhH30tKSffbZbNZAHZgN9Ehzc3Oam5tTPp83SXq73ZbP59PGxob1GQyc6/W6DQAPDw8tjalcLtsgA9CBAWcsFtP+/r7JewBX+X0YdAOiYsSOpykSepjqw+HQwDKGbzD0Abiou8/Pz03mBAg9Go3M/4X67NeRawNGAtafnZ1Z/XRwcGBMGIarfr/fgjw8Ho+dnXjSfB1DmN4eIAjGEHYHziGR9BU7H2IHrEieOYZ9e3t75heLbDMcDisejxuJIhaL3TBg9vl8ymazxlqXZJ5rfGZ4/GJITr/FWUdYC36h1DwwHAkL6HQ6ZgWBnQrPss/n0+PHjw00wmC71WrZGcneQsKJvcrMzIyWlpYUiURM9snZFI1GDTchJKBUKunf/u3ffpjAz9sLoylJ9lBCuxoMBhZ5ThMPuyKZTNqFgL4cNk8ymdT6+rrW19etWWCSw8GHFhK95e7urkkmKHjw3OBA4aFFYvPFF1+oXC5bwYNmGXQUc1qnezyyMsyrmD4dHh6qXq/r+fPn2tzcNP0hTRSTHw4ZzOFgBmDw5kR6JdllgyEjFzZeSTwYmBtD3W232zYtC4VC5geCmRpgE1Mbp2QPUICDEa10KBQyORxACOZZmM5CV8OUFKpxoVDQ1NR1lGQikbAL/vz83MAl6NrZbNamFPx9KHSg7c7DptVq6eXLl3ry5ImeP39uk4tms2kPNX+HBAenVxX7q9vtqlqtmiYbhBfUnssfjwBnEg9MpMnJSUPf+Uy5jC8uLqyAAnWXZCwVGnCKZi5UZ+oV4CTePKRgsE8DgYClPeARxcQGaSKeUwA3TFCgx9+5c8cAVGR4IOOxWEzRaNT23nA4NN00JucLCwvK5XLmV0RxwbRiYmLCGGzIDnu9njEaYKFUq1VdXl7apAIAx8k4bLVaRr0HiN7e3jaqJcWME7Ag+WRlZcUudIyq+/2+MYF4r9jTvD7ASCbL8XjczJK5VLvdrhmHAq44lxP8OT09VTqdNn8NvKuIoQ+Hw0aNZZ/x+2B4DnuHKSpfz/QIUIdGH/mC08/CabrI/zrPQdgl3xUEgiXItIjiHl32u/WbL6c8lff266LhKUz39vasMHnbzPsd8PPDXP/wD//w4U9/+lMbGuzv75vnSzabvZEWBDOE1C5MYvFNoJilQaKRY9gDMIJhLKxOElhgGCAj73Q65gdHfY6FjUoAACAASURBVBcKhYw5kU6nzSNjOBxqeXlZl5fXkcL37t3T7OyssWzm5ub06NEju8+c6aLIpSm8qZMAaXw+n7Ex4vG4yuWyXrx4YXeTdM3O4euj0aiZszpNVRkOEWqB9QBT8EAgYKzlbDarR48e2dCMZoFzlGEWhT7+FbBMkZM3Gg2LU19dXTVgQJIxJhiS0dxOTU1ZItXs7Kz5SSLjhXFOLQHI0mg0bLoMA7zZbKpardq0m73Cz6XxDoVCFr08Ho/VarVM2tfr9eweh/mOd+fU1JRJtxOJhPUECwsL6vV6KpfLikajisVilh5KYhiejNQbjUZDn3/+uQ3dwuGw/uiP/sisHJCN0bQju/B6varVanr69KlJxrjbCoWCya8B7/CcAvB0ej3hicY+Aigaj8fG8me6X6vVbLgbDAYVjUaVyWTsnqa/kWTPmyTbY+Fw2BrLdDp9wzsStjjAEnsGI9tms2lsk0ajYWwDBqz1el29Xs8Yb8Fg0HxKCNoBWJGuh+HYU3CWXF1dKZ/PGzsKZkggELA97ff7zQZjNBppZWXFgFLYU/Qm1L8zMzP2LGCvQG+H3yd7B7YYgCnsreFwqPPzc+sx8TCVZFIlGDpTU1MG5FxcXBiTkeE5DBuYILxWScaoh8kCMMHzJck8MjHEdqpd8Dz6tuXsk6gNAVqRqaHEANQG6GLI53K5jMHzNhP97eWsKxjQooLgOfB4PFaT8l5jK4DnHGAJ6gFnii+9FUbokAa2trYMcKOnRN7L3UKPkEgkrLd1+vhWq1UDtC8uLtRut20QANmA56DVatl5AkuN94cerlarGcsMI34+X6/Xq3K5bEoFelQwAM7u+fl5s3vh+T86OlK5XDap6s9//vMffpy7JNtQgUDAUEwm8TzwbG6m0+g4ARfQrAKmnJ2dWeMKwwKdcDgcVjabNUbK8fGxgTL428zPzyubzVpEW61WU6PR0MuXL1WpVEz2gEEsTBiof5IMRcfcjoYnEolofX3dpkswNGq1mqHZoI6gfVDr0flRhANe4PSPKSMLLxweHtgkTobB7OysTdQGg4FevXplFwwTD5p656KhpcioVqs2XWESFI1GrehCPtPtdo0ZhPlZNBo1Fk69Xtfs7KwZUg+HQ1UqFYVCId27d8/i0Xd3d40GjLHa3t6eae1pOqFlOhta6Iz8zmhXmc5g3ifJpiowxvgM0H0DflDgoN91u92maaeg8ng8arfbdrFRQOMRRcMuyQyHSSvp9Xrm4cOepglbWloyjwOatp2dHZuWMeXEMZ7Xz/7Dk2E8vo6P5Hnxer12oVKMOhFu9MRMe87Pz03a6FyZTEaTk5N6/fq1nj59qpWVFTuAeb456Hm2mYq0221j6lxcXMeVTk9Pm9wAaaDf77eDl3S7ZDJpz4TzbOHfFxcXrchvt9vGLELDLEk7OzvqdDomi+MSY8pFIQe7hoKFZxLAlaIUc2s8mACuFhYWtLKyou3tbU1NXUcoP3nyRJ988onOz8+Nfs75Ismo6aTW5XI5A3qRaJLEQXoFwDcTD2SiGLVCacZ4FeYVBSKxlEyK+Fl4UnS7XQM1eSb5XgC1TgCIJsSpB/9VCzAchhVG/7+qGHm3vn0BfgJIQ9Xe39+3c35iYsKMwt+t/z8WBTa+fCSKklTjPB+huOPFsLOzo2KxaFJnzj+YPTSokozhQJHcarVMksC9ixfdYDAw8JCzFDY2tcPJyYmq1arJapi8R6NRkwPPzc2ZN0QkErE7hZTS3d1dAx2KxaLd85ieE0MtXd+5n332mUlYqDs583Z2dkzqkEgkjD3iZO8QUECjTR2LlJ77jQAI7raf/vSnmpub09bWlprNporFoqrVqnnLYZBLrVEqlazpJSXr9PRUOzs79rnncjn7HtgpYLgMiwBvDuqYTCaj+fl57e/vW1McjUat9r5//77Oz8/VarUMqMOXh/CPbrdrbIRSqaTxeGx+dJVKxaRA7XZbc3NzunXrlpnh8vnwXh0eHurp06cm9eOuxVsJFvPe3p5isZh6vZ6azaaxbmEa1Go1uVwuffDBB/p/7L1Jb2Npmt1/qJkaOYjzJGqOISMisyqrC1WebdgbfwZ76b0/QcOwF1543Ya9MmB4YcALTzDQNgy34XZ3dXVlZUZEKkKhgZRIUaQoUqKm0Kz/Qvk7eRXOGrqr8e9sOy+QQGZkaOC9933f5znPGVZXV514GgqFrBzAN6lSqVi6zzsPS+3u7k7Pnj1Tf3+/Wq2WU7mKxaLlVNVq1dN7TJwZVg8MDDixanx83Gyq3d1dJRIJJ7ZKcsoVTH3irxku4pHU6XRci/f391u+UiwWvV6mp6e1t7enqakp9ff3q1AoaH19XZ1OxzUfzbn09ZBlampKtVpN796981l/fn7uz0uDTJ0L2Do0NKS3b9/aHH19fV1TU1PK5/NmS/M1mJwji2+325Y24ScG2+Lo6EjxeFxPnjzR69evHRFPkmoymdTq6qrevXtnhUAymbT1RaPRsPSKEJmlpSUP1Nn7YJe1Wi0dHx/buJfI9Gg06gEdvkqw6LEBYW0GPWOo3xh8M6jc3t72Pkoow+3trZrNpvb29tTf3+9+anBwUMlk0vsolhDBIduHFz5gMKUAoumZeHckeQjIOxwczjHU+3UvgKuZmRmDNLC3JiYmfA/7+/stCaNm5owIhgUh4+SzMKwM/hlnCsoZbAsIBKA3Y49qtVru04+Pjw2ShcNhGzjf3d3ZqJwB9/z8vO01Dg8PVSqVlEwmHVZD78Jw+ejoyOQS9nKefSKR0IsXLzx8393d1d7enofBQ0NDKhaLmpubc68MBrK1taWdnR09ffr0lz6LbxXwI8kyFkn20MBtPEjvgkrGYqFQBdEDRQfJpukfGxuzAzZ64Fwu50nD7e2tp+61Wk2rq6s6ODhQMpn0QwqHwz7w2KQTiYTN5DDMRJZzc3NjmiveOYBWsAiazaYpmAsLC0YXb25u7FEDqkdTPzk5qWQyqZmZGS/QZrPpwyGbzZpSeXFx4YZ1c3PTsZ1QNEFBT09PHdGOFIgGOshW4ffikOG5weip1Wr2f4HZId3Lh5CWsKjxbBkeHrYU7NGjR6pWq6pUKlpZWTFCPDU1pY8++kiS9ObNG98zCjcWMsZwHLRstPgOnJ2dGUABZIOBQRFaKpVsACjJjAiMwlqtlhkg+/v7ptdSaAQ36KBsiI327u4+lQqgBYovDBOAJhBzkjuQxM3Pz0uSJ5wYI75//17RaFQ/+MEPHIt7dHTklAH01KwJJD0wf2BvXV9fW34FPZbpAoDZ8fGx5U54Yr1580bh8H3E7jddyWRSg4ODTpqC9s+mzUHJM1xbW9Ps7Kw3WuJ1OXihQ5O+wv19//69qtWqU2VgxLHhf8gMgUK6tbXlwi2RSCgajRqgAHE/OztTOBxWIpHQ6emparWapqenFQ6HPVHMZDLKZrN6/PixGo2G6vW6arWagWiK44mJCQONR0dHevXqlWVd6+vryuVy+mt/7a/pD//wD7W+vm7Tclg3TIUmJiZULBZVrVY1MDCgcrlsjzKm9Wtra3ry5Imp4miI0f/TsHH4Hh0deX2+f/9ex8fHisfj1h/z7GEPkEqAGWyn03FxAq0ccBM5qiQ/rw9BIADaX8biCZoZAkBBL/9NTaW/u+TknsnJSXuSQEvnXgPgf8e2+nZfQfknDErpvsAfHBzU1NSU2u229vf3nZZzc3PjxjabzardbqtSqdjg9ubmRru7u94nqD/w9aFeaTabKhaLmp+ft2EvXn1Mrqenp1UsFjXzVWw4XgkM2Pi7TNQpmM/OzrSwsPDATHd1dVXValXhcNheHfi4AAjh2wgYwt6EvIjURxr//f19g/gMKHd3d+2hODU15fsIczrobYa0mSQkwPhIJKJnz54pm81KkiXvs7OzymazevfunVqtlnZ2drS6uqpIJKKlpSWDTjBZz8/PdXh4qJ2dHQNK+EQWCgVLfqjfrq6uzKrFBwUPDAAq0rlg4iI5D4fDmp2d1dzcnBsk5DbLy8seSMGywQaBYdjq6qrZyicnJ3r79q3fOYBEzlv+3urqqt8Jhp1Iuc/OzrS4uKhut6s/+IM/eDCwJGRlbm7ugY8efifdbtcsxtPTU6XTac3Ozpq1weDu4OBA7XZbY2NjKhQKHspVv4rp/uSTTzQyMmKWF2wn2LuYDsNYRrokycmz+CvhpwfQFwqFVC6X1el09O7dO7169Urlctlyn2Kx6LAJfrdcLudUM9Y/xs0MbDBan5iY0NjYmNbX13V6eqpWq6WDgwPl83kzURjs1et1g6gjIyP2tEFej+Qfv8y7uzsDf5hrw/DA+3F8fNxsr0KhYNnN69evJUn5fN4yS+pmJIucRe1223YY9AO9Xk87OzuWDgJqAaqdnJyo1WppZmbGjL3Z2Vnt7OyYGRJkqpyenjp1i2FtNBr18Bfws9FouMZBlgUwTM3NUBXfFoJ98LXh+yFbpckH5A5K9FnngKlDQ0Nm9QSvIPCDPBBj7MHBwQdgDIwopLdBMGlgYMBqmV/nCgKgMIU4K4LyffoOZHIk9MHqg6iAYoTPAg4QNJGW9IC5R/+yu7vr4WYoFLJHKM8B/58vvvhCh4eHWl5eNsmiVCo5CIlecGhoyIMM3u9EIqFwOGyTb/otzpdSqSRJ7glIsZybm/PwmmEm/RvkmF6vp9evX+vq6kpra2sO4kFe96sGp3+uUi+okzR9IMtBo19QaOh3UFopJFqtlqcIUOLw/4ESB620XC4rlUrZKwba4unpqWO6kTIF2TlME3CFJ2GG5ByaJLxfpHv9a6VSsYEyhw0vBo1zkKLHJgq7Ah0k+srBwUFP42AsnJ2dGXRAqnN2dubIUei8GJptbm6q2+1q5qv4RpgavMhQ8vL5vBF5STYsjMViptIFacEwWfhzZGT8PpVKRX/8x39srTrFDgcSMjAixwGIoJqy4EdGRtRoNDzNQl7Dfby5ufGzA92PRCKeZEryvcZUGI0osagAimwMAHBsKkjcANOgCc/MzJjOBxoPpRoA8P379y488UpiwkYyFUAVmxreKpjyIm9D4sTh9GHEIzIwpnRnZ2dONGNCd319HykP2MIGhKwMumKn0zFL6+3bt/r93/9962eRKHJIn56euliATUUDwTQJ34Rut+tNESbZ7OysEomEATT2CCQHSAgwHZ2YmLDumPtGMgJUSjbXVqv1wLcBkAa5EIBXrVazL0Ew/hMpVLlcVjabNfgK5ZQCnFQ0QJVkMqlsNmu9fpDtAugoyaAUoGRf33007+npqZ4/f67T09MHmn7uO/sKlFempMlk0veM9JOTkxMlk0nTd2ni7+7uTfMBojgsee8peiQZKITphP6b9UIDxjNmckU0OyySoD6eiTHvXPD5BM3UfxG4gJknE3qm2EGDw++uP/3FNGtkZETFYtGFYTCYAanBP/kn/+Q7qde38PqX//Jf/vbf+3t/z35keLdEIhEPzS4vL7W2tmaAD4AZkIgh0fz8vNkXNG6wJAFrG42GPRaQCeFVwYAM0BDvRvZgfAwk2Q/u6OjIjR6JW8Hmmab06OhIjUbDgA5gPiCUJJXLZS0vLxuAT6VSmpmZ0V/9q39Vi4uLyufzPscB+Wng8SDk/Mvlct5LJyYmvCYGBwcNksMmpe6FARWUFTB4hOmCvwe1EOangAm3t7daWlry8A+T03q9rtPTUw/7eHZIjKmzQqH75DB8F6lrd3d3tbGxofX1dcvVHz16pEKhoHw+r3Q67XMTc9/NzU0HC9AgUqPyjjE8wbC5r6/PRsfU+Uh9JNkvh/qA6TtskpOTEzdFsNiRRmezWX366aeWJQVZTdwL6ldCMPD74zzEmw/TXppgzuOLiwt73KTTaZs6RyIRe/QlEglHU09MTJhpS/3WbrclyQm6FxcXZqRJclAE97NUKvn5RSIR9Xo9s6ZGR+9ThllLsBhgt8AqwMOP2oz3kLqWf0eCBEjBYBFWO+br+JFsbW3p7du3lmBjDM65T72SSqUs68KLBdYR64YAknq9rkqlYgkZ8ppCoWCw5vLy0uEVq6urDvCBBY7fEeAv9R3m5LBxkILxTu7t7SmTySgWizlkhVoHNiPALooIfES3t7fNYGIwFTTVvri4MFMdaxNi6kOhkDKZjBlRWCUwjMNomxqM2n9gYMBhK5zJsCy5YPfzdfjnIEkDEOYewiDsdrsP2NQ3NzeWrP6q+oqanz1T+noIcXFx4WAb+vfgsJ01hNoCVtP09LRrO+rRYFjFxcWFz7DguqSnBqxjoI9VQZB88vr1a/X395ulBDGBvw9Djv4/6DvF8J5/R/KMJxlDA8zYY7GY0um0g1iwHqGXQDoMyQNvvHq97mED/qHxeFz/4T/8h2+n1IvGgg2OP6No4EXBkZsmlQ8M02Rvb89Gc+Pj426MM5mMpR4Ymh4fH/uhYgbYaDT0P/7H/9BHH32kyclJfx8mRZOTk24aMVBFh10oFAw00UjV63VPoy4uLtTpdMxsAVSAmkvzd3d3Zxrd0dGR9dbT09PqdruqVqu6vLxUuVxWuVzWxcWFms2m5UYglTRXw8PDWllZMZqJVnNgYECFQkGzs7PW5cJ0QFPKIoEGPTQ05AMKNBhzYtzIuWigi8WiFhYWDHocHh4ql8vZLI6NFs02rI3x8XEXkjiwc2jgqcTGgPG2dE8tX1hYkCRrzBcWFjQ5Oen4dFgEUNPPzs4esF1YpBMTE05v4FDhd5Tke89GHaRVYlTHhhJkIIXDYd3e3rr4YrNGZoamG/8DNMA8Y0ne5KC7X11dmZ1FPGcul9P+/r4nHEwDTk9P9ebNGz1+/NiF6sDAgD2Vgl5PFNYU3yRjMCnBmwnDSkBUElaYfjCVw1OI9DMaBEz3bm9vPT3e3993U4Hv0atXr/Szn/1MhUJBS0tLD0AvDkCoqKQkhEIho+qw1Jjg8S7DKsFfjGLv9vZWyWRSuVzOaQ5bW1tONcHXIZjShqwJavju7q6LPEkG+pLJpGq1mg9g4iTT6bQBaijfFGGVSkXX19dKpVLa39+3p0bQpBPJ3fT0tBlw2WxW5XJZm5ubDwrut2/f6vHjx4pEIm72MDVvt9uKxWJ+V3u9ngFPWFbowJmaSjLziFRFPAgqlYrq9bq/nnuOrBIwiv2HtULxCeMTTTmgLKDThxcUYIp2YsZ/UfrFd9evvvC3Y4jAfYcRSKNLMt1317fz6uvrM4MA0H10dNQScNKokBozvYSdwrR5dnZW5XLZhsbZbNaBBNQ+pFX98Ic/dN3GIIjQCSSpsGI7nY7a7bbZy9QHeKbhcUYjwGT6+PjY58HAwICNZB89emSG4s7OjgYGBvT06VMbriLBiEQi9ibEgDeTySiXy2llZcVx2QcHB57kk9CC5CUcDpuxA9ODJg8pLWyb6elpzczMaHFxUYODg6p+lcr05s0bXVxcqFQquU7MZrNm6+J3BPMb+f/NzY1ZPpLcrCIv4vdHftxut20RAMhE8iQM5na7rWKx6FqLxNN8Pq9MJqNer2cPyqAhMWycoaH7NE3MkLnn+MBMTk7ar4Va5eXLl9rd3dXi4qLZEl9++aXW1tZcJ4+PjyudTmtsbMzTf2o82Dg8G9jJGNqurq5aYs3AaGNjQ+HwfVw4oBCDOtQCgBAw7ff29vT69Wub4Q8PD9sXKJPJuMcAsEmlUnr37p3+63/9rx4Q9ff3KxqNKhy+jzNnbXEPGdzQ8AGOPX361JKPzc1Nm0vjR/OHf/iHrnUTiYSWl5e1srKiN2/e2DB4YWFBJycn2tvb0+bmpr9fcM1PT09rfX1dlUrF7y2pmjc3N8rlcgaEfvrTnyoajWpra8tep5FIxAy6XC6ncrmsyclJB9x0u10bnUciEe3s7Oj29j6m/ujoSJ9//rkSiYS9dgBX8BEEzAt6Jj169MiMKOSfyWTSDLtSqaT5+XnLQxloz83NOfqbPQ35/cbGhl68eKGnT5+q0WhofX1d9XpdpVLJXjf1ev2BJQBAHz1Lq9VSPp9XPB738yahFpnbyMiIB/VYU+D3SA8J+xawRPrmSHf6Ggy7AWghDwS/DusKUovxIaOGjMVimpqasjcNF0yioDTsmy5kaJwvwQtPIVgxfX192t3dtWXA7u6uB6OwveiRgt+fexH0GmTYvLKyYmsE9o7gkJb3CiD57u4+VRoWHwwcwDf6Hu7V3d2dVlZWdHNzo0wmY5YOfRQA19TUlHvhra0t+yoRFrO0tGT2F6AsZy17DzYUANhXV1cqlUrKZDK6uLh4YJ/yy64/V8bP8PCwJSI05NCYMM0FBAJhpuGTZKQe+QoFxPj4uJE7DL5AkROJhBk90C6hY62vr5s9A+jE9yOCmSk2rA3QOfxRQPeCbA0mZoBRUEt3d3dt6kTTiX8KGxCTf0AqJnAwQ2AIQOmjSZJk/SZsB4CcUCjkwzRoPkWRQnHGxIkCKWgoxmEI8gx9D01+Pp+3KWy73dbExIS+//3vG4xjWgXSDBAEVZpNB8AlCDRBB+92u9rc3LQRFo0nXjFTU1PK5XKanp42Ewca5PDwsPL5vCTZTR1kG7kQTBpc7q+vrx9MljAtpqgIUvKgPjO5hBEyMTGh2dlZLSwsONYRfx+ACw6Lo6Mj061J8YLtBbKcyWRMlwSAYoOl0EamSHGCThrpHuDU5OSkvv/973viyJQXrSsb4sTEhBYWFky/hkV3eXnpohA2CowP1hTG5yRxUchRWGDCVqlUtLu7q+3tbUcYBqekY2Nj1nEHi0yA3lar5Ukb5tgAiNCd2ZxhvORyOUUiEUsrE4mED13onEg5Dw4ODJgCSlOI4AsBQwaaOD8zaH6ORECSn30wfQC55fHxsb2/OGhJLOHPKMiYfOCxAUhCUgZNAtGcwdQC6K4cKvxOQUkgBuTcCwoS9js+N0Xa5OSkDfWZSkhfG/gT2wtIE5Q4MsEgHvRDhgkN1of6c953vAGYdv465offXQ+voDlvEPQJXjQaPKd//I//8XeMn2/h9S/+xb/47X/wD/6B6xjAUTziWCuxWEyJRMLpRID6gNq8E7AL8W8g9pnmP5/PG4imJoOpCauCPRJ5L4xv6qRgAAX7BCxQzjsGAEF5DcmrMIBhHSEnZbhFwby7u+sBAAMsPJBg3szOztovolKpeOhBYAHJNUiGGLjBBOAMWlxcVF9fn9LptGa+ilxHosPeNj097QkzLIRQKPQg8OT6+tom2QxX7u7uVCgU9OzZMzdNsG2Pjo60sbGh/f19y2WOjo48NYY9QjNNjZfP59VqtWxGfH19bdk6PkE0pcikpK/PNP4ekhmk2ZxXeDgSqFCv112XIY25urpyA8ZZz7CMxphJ/NXVlSqVil6/fq3j42OlUikP8WBEwMbifEbmH7Q3SCQSyuVympmZUaFQsCQb2TmSkbu7O7179061Ws1psDBVNjc31el0tLq6qkajYUkk/qWctXiPPH/+3KAJA+Pd3V33PQxMJycn3TDDTIMdDitiaGjIPkIACdQb1H3I/YiHLxQKZjUvLy97qIwKIDhEhg2Hjwl7B+bxgFE8R4Z9g4OD6nQ66nQ6ku6N5HO5nNNCs9ms2VEDAwP66KOPdHt7a8ASKQ4gLXtZq9Vy7Ybs/tWrV/YnzGazisfjmp6e1snJidcNjL5cLmeQGmbZ7u6uhoaG7Pe6tbWler1u0K6/v1/ValXb29t+1/FkJQSIXodaDJYQ+1FfX58BrsvLS68/9k32VwbkQZYOcvjgBZAY/Lsww+mj6ElgIfF5AGgZNtNfHR8fuxfFKgH7hF9WU1HXoab48KImg7l5dHSk0dFRqyNKpZJKpZLfB95lAFfAa/yUYIs3m029fPlS7XZbc3NzDsuBqUxvWiwWnQLIwGJnZ8dgTrFYNPsekgWS2qOjI0n3ci3Y/ZLcwwKW8vfpZ2AfplIpW1989NFHGh4e9t43MnKfsIlEEKkxEjDSByHG0G8DKP3u7/7utzvVCwo/KBqUs0gkYsNjUrhwtQexp2kmevzDr8Fwj0kxjTOsC3yDOPSgqx8fH+vw8NCNTSaTMZWZi6kymtzNzU3HSRL1DvMAyUq9XjeoRUTb4uKilpaWfBDncjmbAXKYzs7O2tPl4uLCcdoY3GIgOD097WhGmrNoNKoXL14onU47FePm5kblclkzX8VqS/KGh4FnsGjBH4eNhCkLhySx4QAoJAxJ8hQJUAoQAdAMWQ+Fy+npqfb29kzthWJJYXhycmJTYTbyUCjkWMZUKqVisfiAMkqBy0HFRgMYCJUcSYokA434RLGIw+GwZmZmzCZqtVqq1WqW1wFgMJWi4N3b23MxhTcN5pj8TixgWD8Uf7BUDg4ODAYB4vFuA+AB3iGLI/6PQ6LT6diwDokNIM/U1JQSiYQuLi6s+0WvypTv4uLChngnJyfq9XpaX183Ay4UCtn7CcAEw+LZ2Vmj8hRW3B8SJiisMcfkGeVyOTci6GSR9uDyj4kxUybWMiw6wDySyUgnI52v0Wi4aSAxA/CVKSKsJHwPkPbd3NzYXA3gl2fCdJvfGd8kQEjAVpob1g9JEsGkAaa8Y2NjKpVKnniwvvjMFEKtVssmyIeHh57m07hhrM5BT3N1c3NjuSzgNM+DAx/QNjhpoSCECQnbhkOdiGiu/v5+N3vsQRjPBwsKDB9hYwIGA+BhRgtgJMmGs4DmFCFB8/Tvrl98sb5HRkbM8vpV18DAwHepXt/Sixqsv7/fA4pUKuV0JJgs1EcU2l9++aUTlmDc1Wo1vX//3mbup6enyuVyBpbxamg2m9rY2PAAaXx83Kxfiu/19XWbXQbNn5GQwBxlHSO/BijHx+Hy8lIvX750o/ch6zIUCmlnZ0ebm5va2NhwU7y7u6vDw0PvzXidDQ8Pa35+3iB6JpNxgiM+E5lMxufd8PCwZTrBumZnZ0eZTEaRSETFYlHLy8v6/PPP7cUG2P78+XMPbQCwABaur699XycmJvTkyRPXzUu1RwAAIABJREFUs3gOXl5eetiH3JlpO/IwzkPOhHA4rMnJSfsFcS6MjIw45ITBJoli1OmwfzEfRTYfZGIBjOG/BlCFbKrRaPhcTKfTymazNhDn3KeZf/LkiZLJpNlqDAJgI2FYjCEuLBmAAeTImOTSFNNoUjN//PHHlsdR/1FDYu5KSAyTf4aDyKHS6bROT0+1vr7uRDSYHJxvlUrFiZ28HzRwABIMt+LxuKV80WhU6XTa3qfUEHNzc/bwkmTfncnJSX3yySf2WCFqvFqtus7s6+uzjCWoQCDQJpPJeICGcS0eMZLcGz158kRLS0v65JNPbAgN05tBOAlrMH6np6fd36DggE2DNQQx6Zg0cx7BGCPdiwEeNQ61CnYS7CdIw1CcABJjFYAshwvw+eTkxKoKgBBkUzAxGNTDhkXaHvTkQZKO9w3MaUgM9I/B+4blSCqVMvg+OTn5oC9FDoVsj/qLPRrDdfpLLA1QLbC/wwTirGA/p6YCOKQuC14AXnd3dx4aBePbP7yoxRqNhlkw7XZb4+PjNjqGkQOLBruT4+Nj16DIExmcv3r1Sre3t1pcXPQA4fr62hYQoVDIgUZIHhlysId8aMbN2gDoCSbNkfhNfR4M9/nyyy8NovI+wfA7ODhwT1qpVKx0Qbq4vb3te02PNjs760EEZIQg++0//af/9O0EfmgMmO7CqKAwRxqBt0+wcQuawI2MjJjVwOQXQ1wOItAztLWYjBLtTcNPMcKhkEqlTM/CEBqdOXGFmBmPjY3ZJArQKB6PK51Oe6Njah+Px7W4uKhsNusYwMPDQ0nySw0IBAUQpJsJvCRTT5kAQV/kQMQcDL8aSY43zOfzllcEQTHYF/w33i7oGQHpQPNZKIA7GNcRnQ6dmmaWKQ9TPgo49Plv3ryxrnVvb0+3t7f234HxsbOzY53v3NycstmsFzWINeyeg4MDSfdAQywW0+TkpB3wASXOzs78/KBos7EyGYSmyJSEzQNwDlozCDyHLGwNCjYo12wcoVDImwUyMhKQksmkisWi5YUwidCdozNmusF7QYN7dnamZrPpzSKRSCgWi2l/f1+NRsNg2szMjBldl5eXfpYcYvF43GuNWM1cLqfb21vL2mBugGjf3t5qfHxcyWRSqVRKo6OjLngAX2jSkfmh8Sa+HcYLTDHW9d3dnSUANAV7e3v6yU9+oq2tLcViMYMSg4ODLuihefPvPAPWIIDp9fW10yb42ewRFOI7Ozva3t42Kw2DZQ49WHkUykxvYBFGo1EdHByoWq36s1DkBCfVsM+QtPF8Wq2WQT1YkcFiNBKJ2PAPhlo6nXZBifElfljIHHg38TxgbbM3s74oKgBYg0AKwApAOvGayDiCxnzBrwGEh8oM8PUhy4TGFNASHyakoDACKFz43sgAuY/f9L2/u+4v3msm4X8Smdx3wM+38/rn//yf//bf//t//8HahD1JndFoNMwI6e/vt1ydNUezd3R05GEITGD2CPYggITp6Wl9+umnHqDBkgWwaDabHvYxCQ8OiWAMMD2FoZnJZDQ0NGT/RgCF58+fu6bgHOWsev/+vTKZjJsyvieMhw/3EvaMo6Mjs8JhuQwPD5tNgjQHdhCyXGLcy+WymePpdFpra2tuiGC1Tk9PK5fL2cQV5lEodJ8Ic3197XvI9JoQCQYiGH6SOMNEn5o5Ho/b+5BBH2wgfCsvLy/18ccf6/3796pUKhocHNTy8rLZIiQM3d19HSWONw2MIpovhoiS/GyR8DKMoHEMh8P60Y9+pHK5rP39fQ9Ta7Wa2UdI3UiN5D7Mz89rYWFBV1dXmp+ft/k1/pZ4EWHSStx7u912IhWBLY1GQ19++aWlXpubm/rss8/UbDZ9xlM3nJycKJ1O6y//5b+sxcVFN9PJZNIMl3w+7wFpsKlmYCTdpx0hB6TWZtDKO8qwB3Cw0WioVCopm806xYyadnDwPpmNYWIsFlO1WrWMnRp6cXFRqVRKhULBbI6DgwOFQvdhNP/zf/5Ps6YAWekTkFvDwsY/cGxszINdhrgwsff29uxnyvq+vLy0ZJ4hJ/J9ADd6FKTpxKgj46Iu63Q6HhpTrw0ODlrGzpAqmUw6yRDp2ezsrAFjAIuFhQXL7QCHZ2Zm/B4jZcxkMrq9vU+yA5yG3UWvVK/XNTw87IE7IPnFxYUKhYKbf9LC2AcBm+ilAGZh59HvDQ4Oqtvt2vaDWghZLCEeEBYANr5pGMfwjuEb9+Pu7s7nAAAjA068dY+Pjx/4ZmKn8cvqrb6+Pvuy0WcWi0WlUimDePR3QXIIjBhUEJOTk4pGo9rf39fLly9dv2DTgLcOg8zLy0sP0xl0kUKJST9BNUEQmD6t1WppZWVF7XbbcrTz83MPyjudjlPlsBDhnhJEEIlE9PjxY9fqnHUDAwO2XUAW9/z5c0myXPvnP/+56vW6bR4WFhY0ODiof/2v//W3E/hBvnFwcKBms+nmCaQMkyz8OEZHR1UsFpXP591w8LJCr0SSkMlkvGnyPTHYYkLOpg5NDpYEGxseFCDqZ2dnajQaBgNqtdoDalq5XDZLIEhPrtVq9odJJpOWCLGhYfgHdRHmD78LLwD+CcHNFrrd3d2dNjc3tbm5qaGhIS0vLyubzRq8ePv2rVqtltLptH7wgx8on8/796MABKHlPoTD4f/DbA9pGEaqHOBM50FCpXvkmUIG820KAbSt0tfGzgBu6XTa6SD9/f1aXl7WwsKC9cAsqidPnjxg+kj3Wmo2Nw4c6etISvyKYDpIsuE04ATPBrok/721taUvv/zSmyFG4ND1mIbhF8AhtbW1ZSp3kG4IgwyKOpMjUiGQrXGQEBU5Pj7uzSAWixn0gn20trZmVhmgKVRRDgcARQoy4is7nY5BgkKh4P8Hog2FFmCTQvjJkyeanp42/R5JJQfK/v6+qtWqms2mDwto6zTupFLBxmE6h0dBr9dTsVhUMpn0/YUai18WBm6sGdY7hUWQdYYfAhMoQCUOXw4agFCmQ6xJJnMYeiJ3oVkiyQEpEpI3onQBN5laIE9iQgmIB12b/QLKLeBXJBIxayafz/twYV2SSMPXMd0EbA/uKQCByFaZALKHwqiR5OJeku9B8AoaPnO4DQ4Oam9vzzTkb7q+yaCQffqbGCc8NwA1ipNvMoeGuRj83sghvvP/+frq9Xo6OTkxY/RPem++A36+ndfv/M7v/Pbf/bt/15HVyWTSAxWYultbW25sOevS6bT3KiRgNGaA5TReNKjlctkBEbBAkKYDviMHIcobSQHAdrVaNYOhv79fi4uLmpmZsZSbpJfj42NLQUqlkh49emQZSLvdtukwgHoikdDCwoI/XyqV0vLyskqlkr1qGPJtbW2ZZd1sNm2KDJtCuqf6v3r1yoOty8tLpVIpNZtNra+vezCCcSrfH5o+v9/19bXS6bSHaZeXlzamnpiY0NLSkoMMaOiY8FMHAghMTExobm5OCwsLZmgcHBxoamrKEgLMUwGFYH3AMKjX69rb29PY2Jj+1t/6W3r06JHvBcOTVCqlra0tM6toluPxuIGhYrGoYrFo9gGNE9HkfF5qTsA3/BUZ+l5cXFguT1Ilg9/l5WXNz8/r1atXarfbtnSAIc75urS0pI8//tj3kYHT6empPWGurq7sUVUoFDxQLpVKikaj2tvb08bGhmUuvNsMQWCq9/f3O0UTlhqNdz6f18cff6xwOKypqSnNz88bkASARbVAwxoOh/WDH/zAzH16DVjC/M5BthdsCfZ06kFYGwxfYf1QJ9M3dDodD/Vgo/z0pz994NUjyT5RyWTSfl19fX3a2tpSs9lUMpnU3NycwVSMixnMAexRf87MzLhn4N3tdDra3t7W6uqq7w0egfiDNhoNdbtdM5OoH2B0MdyNRqNaWFgw0EXC4NzcnMEJUtv6+u4T7W5ubpRMJj3Ug7GGn2F/f7/a7bYHjjD5qYO2trYsK4Ntf3h4qMPDQ1uL3N3daX9/3/0q8ns8Y4LA+eHhodlJvV7PtRs1MLJH6lTuJ+AFgzUsEGBQSXLvzPOC0QjQgmcNNT/AP/5W7XZbGxsbur6+NjCER+k3XciAe72eGYNB9iX1CEx4+gdUOQyPYaz97//9v7Wzs2MWK/1SPB7X+Pi42fsMN4M2BvQSDH4xuk6lUkqlUvb9xToDCSLsp4uLC01OTmp6elqVSsWfqVAo6OLiwgnggOJYRmAVARsN8kqr1fIzGhkZ8fdcX1+3nUMul/MAuVqt6j//5//87TR3JsYZdgLNDLTdo6MjNxbEpdOcdDodszBw5//wsJBkkypSokB/mdigF5dkI2lkLoBS9XrdkiqQv1qt5oIA+ibTLzwqkHch0QBhxtB6a2tL+/v7Ghsb06NHj5ww8E1FNo1mMCWK6Umn09HPf/5z3d7eanZ2VrFYzNH0UI3Rkna7Xb18+dIaftgT/f1fxyvTfEIVZCoIqwBNNug9AFJ/f789APr6+jQ/P694PG5wibjTm5sbHy5bW1umKGNyBqMINJ3Ne3Nz04398vKy9bLQ4EgT43mmUil1u11T4er1uovdXC7nA+/g4MAFlCRvXFDNocQHQRk+S9BFnovFCbUSNJcJOpRngBF+Bw4VmC0cVkwaNjc3rZlnIgMzAoNOzLgBrkivwjDy0aNHpoaGw2FVq1UfLK1Wy8049OBCoaCbmxttbm4a0AJso7Apl8suGGgO8DUiKYGJRSaT8aF6c3Ojer1uU2QOw3Q6rTdv3ujq6so+TOwRr169MrgIQ4Vi+vT0VB9//LHN+2CU8XuxRgFzAL2C/jaALrDlWq2Wtre3PeEaHR01kIlJHOs4Ho/bBwGqJxHtAFUkYHD4wGgkveTk5MSMGn7fwcFBlUol30PkaJFIxM8WkPfw8FCxWExLS0tO3GDiizRKkietrLuDgwNFo1EzrKanpw1YFwoFg5e8X+ihobYeHBz4QGMPlOT38ujoSKFQSNPT0/ZlgPX1iy6MnhkQIP37ZSbNrD2a0G8yhwbUxsOJdwtW0v/rF6Auw5fvrv+7LpoAzhquYIoWslam8GNjYwYiJJmFwNCOhlmSpQj4yBGNjlSJ4QWyrlwu5+aORB6KcNYwzG32UZpr2HyvX79Ws9n0QIy9HKYAEmnOF0xUpfvznrNNkhuu4FAJnzUk1TQ+FxcXThajoSZ0AZYA9xbPQiROsJlHRka0ubn5wPSVqTqshb6+Pk+4aZ7wvLi8vE9hY6CG3AU5NsxmGj2kW7VazTIG2FM/+clPzHDe3d2VJEeCr66uWnLDmUJ9gaEyTGmGa9QnpLtR9yHNCYVCWlhYMFuJpKB4PK4XL16oVCrpv/23/2bpCzUUcrFoNOoB5N7enlqtlnK5nC4u7tO2RkdHDYDc3t5qYmJCR0dHSiQSmpyc1O7ursbHx1Uqlbwe+HfikqempnR6euqgCAYe1H5I0N+8eWNJdj6f9/mKXIMBCFYAFxcXWl9fVyaTUbfb1fb2tgqFgn1LYKwHz9O+vj69evXKbDqGGmtra0omk/rkk080MzOjd+/eOZDm8vLSwSrZbNagEnUQoCF/T7o3KMYwHYNoQluQZ11eXmpxcdHpSp9//rm2trYsBQqFQlpdXbU3GBYM9FD4LUlyMAA1GQa6R0dHBuVqtZqfB0NV2HJ4T2WzWS0vL3vw2Wg0zDBKJBL+Ovw+Ly8vNT8/byPv9fV1/e7v/q7+9t/+2+7ftre3JckSu5ubG+3u7rqeZagJKJNMJrW1tWWJPgwV+sCDgwNtb2/7s8RiMZMMULQA0BDWE4/Htbm5qcvLS8v5kHBiTk7NhsKF9yUej+v09NT99OXlpdlv7PFB1jp7HCmrmL8PDAyYGUoKG2BnUL4IA+lDAgbvKrU0/wCqwvTCMB8iAMMF7g1DfqxFTk9PFY1Glc1m7Qv3s5/9TCsrK943MMhPp9O6vb11f0/vgYQymBwIS5CzEMCJ8KNGo2FPNDytRkdHtbCw4H2Ps4Da/eDgQN1u18ojPNmQ8kajUQ+iSVGr1Wo6OztTNptVtVrV7//+7/tMAmdgaINXUTAw65uuP3ePH8AYvHYuLy+N2MICgEkB6rq2tqbDw0MbozKxwn8FGixFA1NyGEE0jkwjYG2QusShy0K8urry1GhsbEz5fF7JZFILCwumGEvS+vq6qtWqU8Tq9bonLPPz85Zt4IFC4TIyMmK2B4fDL5I3BL0tMIwLToNGRkbsI8QCp4HExRzZGNOlQqGgcDhsEO7i4sKG1PyDjIPP9fLlS7/w6XRac3Nz9gpBggK1mpcb75rz83Otra1pe3vb9EcKKTT9ULYnJibUbDbdxDOxZ+HA6qHIg8qMEbck00kx02ayhRyNe8oUkwkEjJFcLqdisahYLKaZmRkXfAAGfL+gH8n5+bk2NjYkSUtLS4pGo4rH4wZD2Ghh00jS9PT0g6aWAo/4Ww56JIF3d3eOtu92u5ZhxeNxG5d3u10X7GdnZ44MZTKJS34mk1GpVPLzwcuHiSDvNOy2/v5+bW9v21uKCez09LT6+++jLnd3d62lZ4ITj8cNBiBZAsTBNwBADtYWRpeFQsGSTb6WDZrpF+w8KL78XXT/GL8DIMA0C4VCTnXAVwBZGIAtBcfJyYl18XweAGrkY5iGBunIkuwNFYvFPN2j0eDnIcMaHh627IopOWsEJhEmiYDWQQkiErtwOPwAnKH4Hhi4T4bDwJ09luZkZGRE7XZb4XDYICrNDyknSLpI36FwR4IHiAvIzjOiqGW6+4suprRBVuCva9IcNIf+MOaTYpH9l4YFnfT/i/IvmkQ86/A6+9Nc3zF+vp3X7/zO7/z2P/yH/1ATExMPDDKRRI6OjuonP/mJzs7OVC6XPW0lYAG5ChG7yNIBhJmoRqNRs2OgzyNJZljFGcj+3Gw2TW0fHR3VwcGBU1iKxaKZMK1Wy+cGcmekP8jQkBoUCgU9ffpUkUjE8gYGgST0wAzgXIIZQQIpEepra2v2BSQ0hMa6r69PS0tLTlxl6g54XSqV3PQuLCyYEXJ+fq6dnR1VKhV7fsCkYoo+NjZm1gn7Fj49gNpIDXq9nkKhkIrFohue29tby4lhUgcbfmpnvhfyL9jZmKeurKxY4su5TloudS4DypOTE0/vmc4zTGFyT7Lo/Py8yuWy3ydqSFinL1++1MXFhXK5nIH66lcpaPF43NN5PHbOzs7MsGEgxCSdVEtSdThXaTar1aqbKQYweIpMTEyYpULTiT8m5z2NJA3ol19+qfHxcTUaDb179873m/odmRss9bW1NVWrVdfHSJ+pUWD/Sl8b+CYSCUn3g2W8QtPptC0EABdJtwRUIjyENKLj42MbdjM05uwdGBjw+4OFBWAh6WwkK0WjURsbc9bCHDk7u49TJ8Ien0C8kBjs7u3tqVqt2ri6VCp5TQCG0Nvg+8dwdm5uTolEwjYUWBnQX+JhyponFQ2gCe9N/t/V1ZU6nY7rr3A4rEql4hoGtmPQuuT8/Nxm8QsLC5bkw2ikbwDggUV+d3dncBKWNHUuex1paniFkmzM+7CwsOBnjOQWyw96IoZjAKckpfHO45fIzyERO5lMGmg4PDx0+h9ejiQdU6/BupPk/YbemzMHska329Xbt28N6lK7xWIxHR0dWaoGcM3veHR0pFQqpUwm4/r1f/2v/2XAjzRtyBIMtlBs8K42Gg1dXt6nI9/d3ac6oi6iLid4BiwB8A6FAqof9shg2mSxWHwQxR7045FkNUulUtHbt2/taYw88PLy0gNxWJnIAZEFQ+gIhUL6V//qX307GT/B6+7uzo00BWdQU47/D1MTGkx8PPh3tH5MpgYHB5XNZt3Q1mo1sxzS6bSTHthUgy7xkrS2tmbjJKYpIN9zc3M2kz0+PraBFJNlTE7ZFImnhhH06NEjFyT44jAhqNfr1hjiL0KDRGN5eHionZ0dTU1N6aOPPvLkZ29vzxtqvV63zAhmBtIh2ArdblepVErxeNzoL4cLABpILZIIGCNQ8Ti8YFix0SOfYhLH/WGBBt3MT09PXYSdn59bykYR2NfXp5mZGRefGP1CwYOmCIou3U8uoWjOz887JpZNGcYFFGeQV2RNMBLa7bY1/JIeJE3BqsAgub+/X+vr67q7u3MUIFfQiA+/E+4f7xYAJgciNE6YCkHWD8UO8jHo8zBHMpmMMpmMWVAjIyO+d0wRKVKgLff39zvyVbo/nGdnZzU4OGjdfbfb1cTEhIEFSY6EB2ThwInFYkqlUm4s8YzB/DLIJKOw5xkgMUJaWC6X9f79e+3s7GhnZ8dA3tnZmeM19/f3vbFPTU35gEbfDfjGtDaYuLC0tOSDgqaGwvH6+lrJZNIg8PX1tYrFoqampkxDjsfjevTokd6+fasvvvhC6+vrZgednZ2pWq06Ba3b7dqYHNosKD6+DqT4AWANDw97Yk2s8Pn5uV6/fm1GIlOC1dVVZbNZp2lMTk5qc3NTzWbTfzY/P6/NzU3V63VdXV3ZI6FWq9mTotFoaGFhQbOzs9rY2ND29rZB0ampKRc+rH+imfFqY3IEaNbX16dSqeTidnZ29lcCLUzbxsbG7M8Fi/DDRItvuljrQfAH6SxgPBNsvItYy/8vXExCYXXR0Hx3/d91BZtVmjkYLwC1w8PD2tnZ0c9+9jP91m/9llm6DIfW19dttkvsbpAdQxw1TTMGrXjtnJ+fOx2ISe/a2pqmp6eVzWb15s0bjY6O6vnz54rH49rY2FC329X09LSn+UxQkfIi9YXyjv8GfguSND8/bxkF4AYDAzwkGLo0m0179BWLRb1580atVstnRzabddwzgyVqhMePH1u2gAdQIpEwCx1AaW5uTh999JFl1DRMm5ubmpqa0rNnzzyQYi9Crnt1daVYLKbBwUGzcfAo+St/5a+YqcWzQdIDEEDtxpCvXq+79sZHEJk2LC0Yvn/pL/0lLS0tKZFI2DMJ7yEm1QAgkuz1waAQpid1EAk17MVIj2u1mpN1YHYDCs7Nzbn2ghn27t07y1aOjo60vb1tc2TONQIyYCGXSiXXtMG6lMRbQIqZmRmfHfl8XsViUfV63WAJdQWg1u7urj1HNjc3DQDgg4O3Hp6OgBLUXIAcMJoZ2vR6PfdDQS+UdDqtXq+nt2/fan5+3gy5UqnkWqmvr8/sE5QKNzc3arVa7i0A1gB96J9gUL98+VK3t7d68uSJjo6OLLni6xhyHh8fKxqNKp/P64/+6I8srQJEwE+JuoHBG/eRmnxwcND1QS6XU19fn37605/q4ODAEezHx8daWFhw/Tg4OKi/+Tf/pqampvTv//2/V6/Xc2IWPQ5DYEmqVqseKo+Ojur4+FhffPGFarWa/aEYEsEg6fV67j3Pz881Pz+vZDJprzOM09+9e6dsNuvhGSwbel3eX2Q8+PIghwSwDIVCSqfTajQaarfblu/hTRYOh7W2tub1hgwV4gJ7IOvtwyQu3jeYQoDywSQ4mHzYdMCAxzdLku8h6VPU93yGo6MjJZPJb5TsU8/BUELKSu8SlCbSo7NnwJKSpJ///Ofa2dlRPB7378YzoTcGoAbcazQaZjwxQGcAPjAw4JAcrBrev39vA3ISo+kNkfFi5UDoDJ+BASN7HYoFQhJIpW61WvaIInyIXjoWi5kVBzhFABGJ47/s+nNn/HAFDyemOUEzZRrD/v5+zc/PK5vNWh9OKgOeHJjnokHu7+/X1taWNzTc89Ghgq6CPGI8zPQIAAdtNP+fAgTkkSnB+fl9XOWPfvQjxeNxGw2TAsF0mYaDTTZoRhuMt6RZJnloY2PDBzPO72/evNHOzo6ke00yqF+j0dDw8LCePXvmuMTh4WFLL5BiMc0PJmUcHh4+SKk6Pz83Iv+9733PiUJM+YngHh8fN3sFYAVPJgywhoeHHSHJJsmik2SXc1ByzNK4jxzCaPXxdEHrDNuJezY8PKyFhQUj0CC3AIUwFwDbJLnZBkjEowSQEKNe0GRkXG/fvrVp3ocNFCAFPgbRaNSbHVRxDCGJsiWidGpqytMONmqogTDV2AAxP8tms5bNIWkbHBw0zZbCmSlHcCNCTjk7O+vCHtf5UCikubk5fy3TUiYHMDuYvO3v75u1hUcRBz6aWpL0mI6MjY1pdnbW+m5YSjB6xsbGtL29repXyRSAIHgcoOvnH8yuAVDw4YHdtbS0ZOSeQyT4rDn4AYrRm1NQQL2nyJqenvaEGynE5eWl9vb23HxQ1PLuMxXHu4tJEH/G8yEiHTNFpkHcc6iyrF+aAApMJt9Bryt0ytBpoc2TPJFMJg1ytVotTxsAeWEWMaVhPSL1ZLrDZwyHw2q32w/e2191wUpgqvar/H9+0cU0iT0KI1juO1N/GuH/m/1/KDZoRv4sQJ/vGD/fzitYgyEpqdVqjiJnbTOxxtMQeTyNxNjYmOr1uuUGNO8weNh3kJCz3+7t7UmSgabx8XGtrKzo5OTEctVKpeLCleaT7xmsAZiQU2CnUilLOmlWwuGwzarxfsDQk+EW+3QoFHKh39fX58Ha2tqaa6tMJuMBT7FY1Pz8vCYnJw2WIpFhgASowJQYGfD29rb9KolT7+vr04sXL+yzhyfM5OSkUqmUGbUwg5hSf/bZZ1pfX/dgCpPQVqulRqOhSqWiaDSqubm5B9LynZ0dNyQYHJPKCpOaho6kWSbX8/Pz3vdJsMWPkCYT35VCoaBUKqVKpaKhoSEVCgVlMhlJehCIAkPo888/97O+urpyxP3q6qo9I+PxuG5ublSpVLSzs6NkMqmTkxMzkRiEkdSLFKPb7ZrBFjyHmfTDPAG83Nra0uTkpObm5rS/v6+dnR2bxyJloVajMcWHCLYOAMP3vvc9JRIJB75Qo8N8oG6ANUxjTu0CO3xubs7JotFo1Eya/f39B4EPsCqwU+BaX183yE/gBEwcBiIrKyuqVqvqdrtuwvHcAuyDYRaPx5XJZB6kwL5//14vX77UysqKpYPBaGosJoJM9pGREWWzWdv5z6VEAAAgAElEQVQFwCbiftH3wZaD2Q+7JRQKqVAoGDDJZrPa3d213BPJOQwlgOKnT596eDQ8PGx7jL29PQ+BIBZQc6MsAbw+OztTJBLxYKrVaj2QB8Es4d3AxDrIuqQ2BYSCFU+9jwG7JAMivV7PHmzs39SeJycnfleD7yaf/fz83N49vINcgLKoA+hB3r9/78RAFDKYCvP9AdsZaAcvJGP0eVxXV1fa2tryfsc7yf+jF6fuZoCPHKpUKikcDmt7e1v/8T/+Rw0MDNiHCXsLpPywu+jpOTOQ+yHfBCA8Pj5WrVbzWSjJ6gkY+4VCQUtLSzo4ONDm5qbVL3in8R7U63W9fv3aQTl4W8GSlaRut2tP093dXYObpHEjryV4g72Xd6XT6Whvb0//5b/8l2+nufOHF1pyvDCq1arRKwCJcDjsSQcUVA5BGEIABiCMmNiFw2GbC/KzpHuPj52dHWv2KCpgjYBi4rROMk6n09Hm5qZfBhqFpaUlDQwMeGPOZDJ+kfb29jQ+Pq5Hjx6Z9gcCS3xc0D2e6OZer6etrS01Gg03V7yIFxcXNnVbWlrSo0ePNDEx4ReaA4goZhqeVqtlKjEACTTgsbEx5XI5RaNRnZ+fmxmUSCS0uLhowAOKHgZgTMJgS/AS1+t1O/vDFMnn80ZRARK63a5WVlYstzo/P3cMeiaTeeBgPzY2ZjSdjRgAAt0tkwYApLOzM+3s7Ojk5MRJYQCF+D9BaWfyRYGEARdXKBTy70kDvLa2Zg0594BCEmAjmCghycwe6WEUOwaOTApp4NHtJpNJP1MOqlqtpsHBQZsgj42NuQimcCHdiynpwcGBdnd3XbwUi0WVSiUXQ0SA393dmZ4eTF/B84WCEeASaRTT1ZubG8szAT+ZFvGuYgwNQ21iYsLgJEwe7j2SItZdEK2PxWIGS2OxmKanpw34Aoh2Oh1PNaPR6APD8Q8vACDM9mBFURhAE97c3NTp6anK5bIeP36sYrFoRhPvIvIJPAmgliIRgKoO2IYnBr8rAPXo6KilBhiuHhwcOLkOiSCTgKurKxes6PspPsbGxvxMxsfHlclkDCbBRoM5GIlEDKxBl4b2yhpjr2VdSXqQ6MdzYb+DQfjrXqw7mg/Wz5/GpBlwJygX7uvrsyko8ok/Kbj0F+Fi/0Vf/mflcfQd8PPtvD6swagHAIExHMXLA1NKSTZc5kxeXV0165WkoPHx8QfsRwAEgKBwOGxTSlKyYGIeHh4acA2Hw/rhD3/oho1BWNA7bHd3V1tbWwZzGPQFE5GQjqdSKc3NzUmSpSz7+/v+fpFIRJ9++qlKpZL97hgMwDSU7n0gMUpGfgDzoq+vTxsbG2o0GmasAE4RK727u6uNjQ3LPTgX3r9/b+AFIEKSZV/SfUOA7xqAwvb2thuxYrHo4JJWq2VT3f39fct9kHh98cUXqlarNmNmUIC3F8Oj0dFRZbNZff/73zejB9NaSW56SfJqNpuKxWL69NNPDXwBKvBcAdhJ8OG9og6AQZpIJPSjH/1If/2v/3UlEokHDJHqV0ERDG2IAx8cHFStVtPh4aGy2awn4TB7Md7e29sz85gkr+Hh4Qc+Qng+ohZ4/fq1fexgYiwsLLgO4D0Kh8N69uyZB14wWJ49e6bx8XEtLi562HNxcaE3b95ofX3dcnC855Cx4Pe3v7+vXq9n4I9BGiEVDK263a6azaZWVla8PjY2NjQ5OanFxUV7FDJsjsVifjeCpsYMRHq9ns9n3mnMhrPZrH784x/bN4V9IshaIJqad5uUpWw2q4WFBdfsGAez7mAkIsdrNBp6/fq1QqGQax3klNTorDe8Fk9PT61maDab2t7edg1O7To0NKSPP/7YvqXUafiXBSVXt7e3mpubs/8P8id60Onpaa99GM8XFxfKZDIenL9//94G0+wDpOZ2u11VKhX3eYCReO0wtMScmXUKEH1ycqKdnR2zQdgDIVMAxGC7ATOIsCMGzfh0wt5ut9v2IaJepRaG5S/JZwN2JShFkDQBcH/oHYhXjiTXiycnJ//HIDYcDhvQRuIbi8V0cnKit2/f6vd+7/fU6XT0W7/1W5YFAlgxgJ2enrbUCoNnPC9hAS4uLhpIpkZCzru4uOiz7Pnz52ZyAbxCykA+CitoaGjIQCT1OEFREEIYtrBOkLCSDh30UgPkZgiMXUO73Van09F//+///S8G8NNut+37AnUKyl+9XjfbBPNlaHIYdbIhYUyH8ejU1JTy+bwfBuBP0OsExgQv/dXVlfb29tTr9QwmcWggX5C+1vZS+ESj0Qd0MEmWX9C0sYChAAcZQBg8o0MPRodjCiXJiL10fzDNzs6azsgBwRRtYWFBx8fHpiUjiRsYGPAGjRyFyTsNFRs8mx9UYGhwFF3Q8mjWAfBOTk60ubnpWHc+H0Aaf8akhQ2bZ3V+fh9tNzMzY4owhyBa7CBSzZ9Bm726uvJmUavVLBOZnp7W8+fPlc/nPX1E/oN3ClpsJngwrwCIPrwwj15aWnpgpt1ut72RA0qAqFMU85wxxwb9BdyAzgxDjI2UBri/v/+BcRi+V5JsnMkEgs2EzTSTySidThuYRGMOswTwlMnqixcvXBwynYGifHt7a+Prw8NDF6kkaPR6PQM4IPloVCXZP4bpMtM79Ls4+EOLvLu70yeffPJApgdIVyqVXCCxpgcGBmwYSJLVzc2NN+ZfdQH2AVIxVQRMTCQSvs+AUICJHKLX19dKJBL+jOwTAEs8o3w+/0ACi69Q0JMDaqckFy5MOAFCg1JN9ksKJFg4fC4KjYmJCZXLZU/qmCbx/kObDXoncJgyxeMd4xkyOZPkJIvp6WlP86Hd/rrXb+L/84suQCC04UhQO52OD1d+9l90Gdj19bVDACj+/yyum5sb/aN/9I++A36+hdc31WA0BKzDqakpp+9QkywsLBg0Ry5OrYV0o9FoqNlsqlar6fr62myBkZERgxYkIXa7Xa2vrxvwB7hlqIdkivoA03gAFpo/BmapVErj4+Pa39/3eTM9Pe3arr+/32mRACZ8NpovpBdE/S4vLysWi2lxcdF+R3d3d0qn08pms7q6utLh4aHW19e9Z8OiCHof5fN5B12Mj4+rVqt5eALjJ2iaDNAGy5lmD9l6PB7X7OysdnZ2tLu7q2q1auYza5r6jLMF/zzO5KCHZjKZ9FCkXq9rZ2dHl5eX/rzI6TOZjNrttiqVir2OAJKke8ACvxImzwCD32ReyzT8s88+0/b2tr12eNZHR0eutXq9nsbHx82o5x0LMmTa7baBD2TTh4eHKhaL9lrCJ5BBMmf+6emp5c7UhMilYIhNTU2ZNU7fcHZ2Zo+Tu7s7D4y5xwArvH8AiJyjNHQnJyc22gWEXVhYsCR8d3fXwCwS80gkYgCS4ANS0lAu4MEEkJNMJlWpVPwzMUQ/Oztzcl88Hnf/Bdv54uLCSUJzc3OugfCoWltbsy8YvQt1NaAR9TTgAZH0rAeeIe8qgNrk5KS2trb0s5/9zMxU5HP5fN79ydLSkr1YACsODw+dyjQxMWFbBvxVrq6utLq6qkqlovPzc01MTFh1cXZ25jAOhpisTwBpQBn8dgh8oZ6HuYKfDPIs9lxAMurTTCbzIGUqHA6bLd9sNg1WAijBWqRXxk9qf39fExMTlnpyIfsibQzFBUMt5Efsyew9/GyS2ehf4vG41RJTU1NmTAbPCmpwyAWDg4OKx+P+nbAXoTYeGRkxcSJo3UHQDf1t0D+M/4aZnk6nPbhDOgrjHUCFZ0FP8e7dO11fX2t6elr1et1hAKg95ubm9PTpU1uxRKNRD9Dp4xh47uzsaHBw0H8X8O3u7s79L6big4ODDrqCGYtXEudHNpvVs2fP9Df+xt9QJpPR3NycIpGIotGoHj165HN8aGhIjUZDmUxG/+7f/btvP/AD7a/T6ajX63nxk8LDVH1vb8+u7MhkQB273a5ZMHh0gKoClAS9WdiMM5mMCoWC0um0N2ZSByj4MSgGsYVml06n9cMf/tCHHog8GurT0/sIP1C9p0+famJiQt1u12AIiDTaWw7kXq+nd+/e2ZMI6iOu30zjFhcXtbi4aBMsFken07G3xu3trSlgNzf30Y1o6mnUxsbGzBKgQOBZIJE6Pj62YePo6KhpukiPKKBYdJioYQg2MjLiiFI2PAzVQPefPn1q4AR/GJosGB5svkHTO0n+nKFQSKVSSWdnZwaUoHwGWUs0jhQi+CdBO4YamkgkLJeCNi7Jm+X6+rouLy8dnQr4dXNz49QPQEI2VkzvmD5QEAVTKg4PD12wkCyHVAd6PRGKmUzGMrZ3794ZZGFNUCgxfZyamvIklUaX6Un1K/NE6NbQfmOxmP9usLjHK6FcLj+YAkOFBOxk7TCRpfBm8jc6Ouq/z3oloQyPA2IU379/72IeoJF3mWkuqWCAQkTdZ7NZPXnyxAc0INOvAxhAF89ms+rr61P1K+PMRCKhYrHog59JKwyf/v5+NyN8HqRx6LL5BzYUSSLsX/iQIZ8Ih8O6uLhwHDB7AxRuihKM7QYGBtwMUPxw35A7sLewVmBHMjHlfb28vHQMLwcq/84ENAjkBH3UmPwfHBxY197r9X6l2fM3Xey3NK/IN39Tk2beR2SryDlZy2dnZ94HglOpvwjXh1KXXwf0/FUXQP/BwYH+2T/7Z98BP9/C6xfVYENDQ2b2Bg1TaUYprKl/ALmRSeGXw+AEBg+SX87q3d1dS54YyiBLpmYYHh62/BnmMfUHdRNgyeLioplDW1tbSqfTSqfTZphGIhEPBTlzeEcnJib07NkzpdNpJxQeHx/buLZcLrvBJXp9eHjY5xUmqO12W4lEQk+fPjVoASOyWCxqeXnZwFaj0VC9Xtfk5KRmZma8Zkh/hCESiUQsAWGvRSYW9LFhuMk5AdMH895YLKbZ2Vl/3fDwsD0Pl5eXzbYgCIFmKpfL6cmTJ94/g6x2vCZopM/OzpTJZDyBJrmWYQG+YTSIh4eH9m0iOTAej2t5edk+ksjq8Xrs6+tTuVzW4eGh/XMAhy4vLw2CUSvxu05PT6tcLvs+RiIRJzxhZAuw2NfXZ1CA4SsDpuvraxUKBf8unU5H6+vr+uyzz+xzw/9DDo9/0unp6YPzkkEN5yEBKcEYdFhg9CATExP60Y9+pJmvIs6Jhp6amlKn0zH40mg0XEtQI3Mv8Da6urqy5woG6bu7u4pEIk4QAmAKDr4ZFofDYaeETUxMeCgH4wBwBFNfpH7E1TO45/3mLB0cHHRPBEMemVK1WvWgGSYZ7zTPOR6Pm9GBfyl/F3AMAG1mZsYSGyR9gJYwsSQ5IavdbpuxRE8EU47fg89AIE0odJ+WB5MDSRayWRjp1GSwSB4/fmzJPax9/GGxRCCIhn4TDypAL2LMGdJx4aWFb+TExIQHZfxd6jOGuqenp2YRAQ4i62fYx7vC+sOeg/V9c3OjWq2mZrPpUCHqPLzVTk5ODFrzMwHjUAGRlBcMMAqymajP+H6tVkuJRMIEEvqMSqWid+/e2YokFAppZWXF/w3mgL3Go0ePbKK/sbHhBLqNjQ2trq66T2SAjG8mDPpyuazl5WUlk0kDOx9//LFZTZjuwzTFLmVoaEgzX4Xi5PN5PXv2TCcnJ/ZcZU/H/gQfvqGhIf3bf/tvv/3AD5tQKpWyfIAXAc0qaCSHLn4lTLIvLy9tgoyzPQ1hp9NRtVrV9va2acdMiTGkY0Hjb4LOGErf4eGh2u22/viP/1i7u7sql8sKhUI2/QMph47K5kSaBJsc6COa44ODA09dMfPDVA6WEcyap0+fWksJYHVzc+Oi7Pr62p5C0CvRGrJJAa7hl8EBS0GD5pOoZxIfDg4OvPhZzJ1OxyDQ8PCw6b7Hx8dGv2FkJRIJM5eg4QWRcVBoJF4XFxeKx+OmFYOsoiPG4Iz3AfkNPihMYgYHB5XP501vxKsp2AyzKbCxDA0N2VU9SC/nd2bi2ev1tLm5qfPzc6OwkgzI9PX1KZfL2aAODxgYMiQgwLrAL6ndbqtWq5nCGYvFNDQ05IIc0+16va5ms2mgRbpv6NfW1vT555/r5ORE+XxeuVxO09PTyufzD1gj0WjU0bvX19dOVlleXlapVHoQew9rrdFomD1F4TU+Pv5g2jswMOBDD6ZUKBRSLBaz7xAHVFDK2d/fb+YGTQTJUDThxG4eHR0ZfLm8vPT+APhTqVR0eHjoQg1/KUA5JoN8Rt6jX+bpcnR05HQMItiz2awT0WDWALagNw+Hw56ecAghs+Lv8q4CWMAEw88MHS8A6uDgoNPLYAbxXgdTGTjIOaxGR0ddmEv38gWKCqI3g2AeoHt/f/8DYBq/iF6v5/cZoB7gFh+Rb9rro9GoCxkMxjn0/qTgjyQDabCoWBN/GvnXN/2+U1NTZsWwJ5OmAEjKOv42s4Hwfurv71c8Hv9Ts6OCF94BTBP/6T/9p98BP9/C65fVYKOjo/abub29dbLh2dmZ3r1757Man56gjx+Taunet4X95f37925uMVYFUC4UCpbpMHEeGxvT48eP7bED8xZ5A9JX1jUM2Uqlolqtpmw2q0wmo5OTE9d1mUxG0WhUrVbLQEXQNB9Zzd3dnYdUrVbLNgNIQ2gEGPZwFr5//165XM5SfRozJGowlNfX153UlM/n9ejRI8tdJfm8SKfTisfjKhQKyuVyruMAX7788ku9evXKSVE0jzSerOfZ2Vl9//vf1+Lios94zkEmzsg1YCfNzs56sPbjH//YZzayDwImkMM2m01bDWCmTE1eKBQcT761taWLiwuVSiX7tGxvb2t/f98SPc5JhheTk5M6Pz+3j93t7a2azaa2trY0NDSkhYUFffTRR8rn86rX6/56GGvBQAsAzFAoZDYP0cd879vbW7MV2u22gRSAK8A1EpxgEiPZpkmm+cJLCJYtKaX8HBgN3DOS1GDZn52daWVlRUdHR/rkk080OzurqakpZbNZ1+act6xT3mMa18PDQ3un0EdRLwACURcEfXx6vZ6kr5MxaVb/zt/5O/Zowu+P4RbvIKbSgFiwvy8uLvTkyROnkGFTMDk56UEY9R/PClYd/Q5ej3jKdDodv8MweJCSv3r1yr0G7G56lWQyaeb18vKyGfbS13XE+fm5FhcXVSgUVK/XPQjGIyufzyuRSLjxBugcGxuzJJZ7yKCXOo9n1Gw21Wg0bLrdbDbdJw4NDTnhC3ZNUHXBGkGdAXMmFAo5bj6Y4iXJjDKGZLALgxf1C+8KzwP/JYz7ATkxD0fqFwqF7KfGGjw9PbXaAjY8kl8IDKurq+p0Ogb+GBxgms0w+NWrV/rss88UCoU8mMT8nvc+HA6r2+0aiJPkuvni4kK/93u/p3a77Rp2bW1NP//5z3VxceE+nF5icnLS+AGAGsBWOBxWJpPR8+fPNT8/r4mJCdfx09PTmpmZUSKRcMjT69evtbq66neBPQBWEsOOvr4+s0oXFhasUuJ54KM1OjqqXq+nn/zkJ15T+/v7mpqa0r/5N//m25/qxYVPB7pHPiATnkwmo5ub+xjqRqPhpAHQLsyqtre3fRDRVKLThFmD1AF5CMg+jBlefumeSUITl06ndXV1pS+++EKRSMQPOhaLeXKAVpnGDkoY9GgMaqGpbW5u6vPPPzfTiaLh6dOnKpfLajabev36tY2r5ubm9OLFCy/gzc1NUwIrlYru7u704sULp2bwAgM4QcvGc4Si4O7uzs0aqHcsFlM6nfa9DJorM+UD2SSOPFj0gdjW63U3kry05XLZjuUg/FtbW46sg75LpCppFjRWsVjM6Q4kaQ0P38cFEoM6OTmpZrOpw8NDDQ0NKZvNGlTErR3aLelLULoxMQyyJMrlsunqQaNjDBUBIcLhsCdGh4eHTvIITg6gBNKYRiIRra2tqdVqqVwuWw/OBWsIAzmeBZ4xvHOffPKJgQM2lUgk4gKbQrparfpewmqbnZ21zIc19IMf/EDhcNg0XTZVgEckNuvr66rVaorFYmo0GkokEjaYAxSTZOf/arVqWjnTHaj+sPaC1+XlpWZmZixLODo68mSWiS5MPLTuW1tbBgMSiYRjz5vNpgEmNPcwujAyDv58ij0OVlLrstmspHupKiaD5+fnlmJBUeV3KJVKLhgAkqLRqPb29tTpdEwvR7KKaeHd3Z0ajYYPZhhimUzGTDHknAAxSA4wk8SPi3Q4PATS6bSp0UgJoY2fnd3Ht8K8A4zPZrMqFApKJpOe+Ae9gnhe+Xz+G4GcwcFBlUolN2OsU8BSipY/6YWvEEA2gNafxEPomy4o3xg4UtgFaeMUzMgIAGv/LMCV3/QKMlbZD35TzyKAP5rPbzJ0/O76i3HR5L98+dJhGYlEQufn50qn096fbm5ulM/nzT7GwB/vOs4EDOL7+vo0OTmparWqaDSqXC4nSR4UXF1dKZvNamlpSX19fZY6b21t2T8GA+mrqyvF43GVy2X7aIyMjKhUKmlgYEA7Ozu6vr7WzMyMarWaKpWKQwIwnB0dHVU6nVYmk7HvQqVS8YBKugdN8OyRZKkb+y7saRgzR0dHqtVq9otBzoGfTz6f98ABn0LkzYAVMH0lee+HlVqv13VycqJMJuPmmP0HCfD8/Lz6+/sNRsHO5fx58+aNGo2GIpGIstmsg0Hwpnv+/Lm+973vqVKpSJJrh/HxcXU6HXtL9vf325uOOoHvi/E1zOt8Pu+AjGKxqHQ6rXK5rGq1alnOxsaGZYCzs7P63ve+Z0kKBtaA73t7e26kkFrB3i8UCgb7CoWCxsfHtbGxoYODA/34xz9WOBz2z+RrAdqWlpYepNmm02kNDQ1pZWVF9XpdnU5HqVRKY2Nj9r6DqQObGjAJlj0+NJjISvdgKZ+JYcfGxsYDCSPG0LOzs+4X2u22/uAP/kCJREJzc3Pa3d3V9va2Bzt4j8KKAQgol8v2BGQ4dHR0ZHnP8PCw5ubm1N/frzdv3ngYADMfj0jYem/fvrWk6OTkRNI9mEAfQE0wPz/vWoReoNPp6OOPP7bSAvnX4eGhewSeK0NdvHuWl5ct6yKRlgH49fW163De6eDPQEKYy+V0enqqdrutarVqVnA4HNbi4qKlidK9HyHnWjQatXFvtVpVrVazkTu9E3VGr9fTH/3RH6nb7bqfYm8sFotm8hDJDjiILD9oUUJP2dfXZ3AR4+FUKqXBwUEP04NSR6T17NX0b4TdYLovyYOqb7oYtHMPsNUACCWMJlgDQDTAtBppH8AePQqDddjzsMWnpqbs5SrdWwJgCs+egHyLRG7pPr2ZoSvpWrCFkLjyWWC5ZTIZg7itVssy4WB8OomHx8fHmpiY0MzMjMEi3p9kMumAFADZ5eVlM/tXV1cfyEJHR0f9rIaHh9XtdjU/P+9ByMrKiprNpvcB9oa7uzutrKz4/Gk0Glb4ILHDAqVcLv/Ss/5bw/jhwq2e5hvaHeBJUPOIMVLQVwRvmCCzheaHh4UulgQKWCBBs1FMmVOplDKZjBk8yWTSh8rQ0JAymYw+/fRTxWIxM4g4TNGTHh0daWNjw3IZphhoyjEE5AAZHR3Vo0eP9PjxY0/OWbAwXjCv3dvbM6WMpBsYLkRZEttIoYABMxMvDk9AJ6jNvOihUOhBdGSv11O1WlWlUnGThgwHGRm6Yf681WqZ6shkkYaMzT6dTj9gdwSNgSleYArRsFB04fkEY6NcLiuXy1nPfXR0ZAAGjxsQbYCuYHobRQ+ABPcKSqYkTyIikYg3cpp/Gj9YQcPDwzY8RgYIxQ/AcXd3V6urqzbULZfLikQintDv7e05fQPAit+PQw5WTCKRUDqdNs308PDQgNjQ0JB2dnYMnBCVi0SN6QdO8kiYgv5IFJm8F0NDQ9aiwg6jGcRjhmIESv/e3p7jclOplKdLAA8fHkis6ePjY092WTcU8Ux/8PkhVvf6+lr5fN7Rl8SAZ7NZ05oBXLknMOiYPJFIcXx87IM8mUzaE4uCkuJtYGBAvV7PvmDIKQ4ODiyjALBCbgdYNzk5aXP5RqOhu7s7m3cCLiITo2CEIg+oBxMMSm/Q/BzjQejyJycnLkyYgFNQHhwcGESBrYVvFJ8Lbw7YhUgniV2HiYSxJ4UHRQpaZ0n2pkBq9ae5GCBQwAb16r8p2IG0jMkpvmnsTTDGmKbSYFAk8bn//5SG4f1xeXnpCftv8vMpapDUIOkE4PvO3Pnbef2yGoypPwkztVrNwC/MDjw/MpmMAwZgOhaLRRWLRfurMTyDWcEUFEYFtRFS6lQq5RoMT7xEIvGgAcRAk/2aUIGhoSGVy2UzZZk0451Tq9U8uENmlcvl7POYSqVULBbNzIhEIq4VHj9+rCdPnnhfJeGFSTXsAcDvs7MzG0n3ej2zCgDLJDkIo9frKZlMamlpSdLXgDHA8unpqWUDsEUArUhg4twrlUoOKkCyy57EtJxEtFgs5qHI8PCwJU/RaNT+PzC9YUwi4aUJY1h6eHjogYoks7UBSpB3YNa9tbWl29tbLSwsWHJ/enqqZrNpQKnVavn8QlILCIlPX7VadQpPf3+/Xrx4YXk/vx8DYWolfCzPz8/NNKbBoz5ZXV1Vq9V6EFyA39Dl5aU2Njbsx3J8fKzt7W319d2nY+JZCOAVrH0IZ+h2u/boQS4U9K/CLwaQIBKJ2P8J76ZgoAq+pbe3t5qdndX8/LxDGKh5AE6Hh4f9/6hnxsfHlU6nbWgdjUZ1dXWli4sLzc3NqVAoaGxsTPl83n56AJ0YwVMf8V7SbON9dXn5/7H3Jr+Nptm550OJGkmJFCmRFAeRmodIxZRZObjsCxgFF9qb9saLe3vhlWHD6O5F/wPdiV5d9KbRMLyogtHe3kUvjAvjGu0yLrpQVa6szIjMmBSaKJKSOA+SKImiqIm9UP5OfsrKoTqryi6g8wMCmRGhkMiP3/u+5zznGS7s8/T7/dYo7+/v6+XLl9YIOwNBeNYY5NB7EPsuyVhMmIPD3oaF9Hu/9+iiNnEAACAASURBVHtyu93KZrPmHQMzmn+L3QJMEeSdDPmonfFUKZfLpgYBmGHYh/cmQNjw8PAdy4yJiQmTG2HiTZoZLBnO5ouLC0WjUXU6HZNGYowNqwPiAcAJtRjeQqT1lstlG9riL8UQnv6Yz5x+EEYejCLYbahm8D6kVgyFQgYqQXRgSOZ2uzU/P6+enh4z2MYniP0HD0lMsCuVio6OjhQIBO703FiCRKNRY46PjIyYn+j4+Li9H2fC3/n5uYHIw8PDevz4sSQZOHNycqJUKmV7H0m9nI0oJZD6Q/hIJBJWx/N9xsbGLG17f3/fiAAkBB4cHJjtxs3NjVZWVgwMQxZImiF9As9BuVw2X73Dw8M7QC3epVdXV/r7v//7332pF1e9XrdIOoz7YHjg1YPh38LCgqampkwWUS6Xtb29rZ2dHQOEWEzQCtmYkROgX6/Vanr16pWePXtmDyrsCm4wCB1yCZhFlUrFPlQ2p7OzM6Pl8VBAi8tms9rY2ND6+ro1geg4JycnzRwOWVQmk1GxWFR//20UJg8jbt+SbLOSpOnpaaVSKTv8YCI5zYphOkBnJsoc2nEymbQpRTAYNOpds9k0EAmdt/MQ4v3T/DrTwMbHx43CmEql1NfXd4d6jPyHBCY8Vyj4QOehDRI9C5MIsAdzZ1hXFAgYirGYiFhE9w07CoADjx4aZ/Swh4eHxkoCdabYdPq8AB6goaVQ6u3tveO0jxFau93W+vq6aX0zmYzS6bQdgjTsAGgzMzNWTMAsA6xkk4RqznSVYg+TuHv37ikUCpk+nwkREb8TExNWiOCQDzgJg4TIQ4obYmp5DZJUKpVUKpVMInd6eiqPx2OfGUbUTg8gJxNKknloIVukMNvf378zCcShv1wuKxgMqr+/36jDPBvsMRTjTEdhfkl3dfGYl5LAl0wm7zCYpM/ABiY8GCzjXyXJGDEUdsgMkWre3NzYMw040263lcvlTFIA45E0Byeo5ASxAZmQqI6Pj/+SuT33hLU9PT1tjB1o65FIxA7jw8NDM8lj6uwE5mlGJFm6GJNiQGW+N4UxOmVAeAp1ZwrgNwUpoG3zfim6fhOeNrxWQGreG35JTPEB5wCOKSqZVjqnvb/pi+kvMhF8vL7phZSFYp5zC8Yc17fAz+/m9Td/8zfv/9mf/dkv7a2SrEHF9xAQk1rJ7/db4h/SI56raDSqcDhs++7+/r4GBgY0NTVlfnOLi4sm1a3X63bGzs/P21BicHDQQgo8Ho82NzdtEDc9PW3NCxHV+PMBeKysrNgEN5FI6K233rJGEvYFPhTT09MGJNEQEwlfLpfN0PTBgwcmW6apPT4+VqlUkiRjCq2tranRaNiAUpIWFhYskQi/PIZ5yJsYwsHaLpVKWltbMzY7+yupovPz8xoZGVGhUDD2xurqqnlykCi1vr5u74Fzmf0IHyRkyzRKrG28ePC2YQgGmM2+VyqVVKvVzPMDKcvBwYH5uQEoxuNxk9AFg0G9++67BhAg86a2AqSIx+N2htNoYj6NlJkh3fn5uXw+n3klITuFXcXwQZI1b7FYzBj6l5eXSqVSxqbe29vT+Pi43nrrLfO6QT4cDAZVqVS0sbGhWq1mUkbq6mQyqbGxsTt+e9fX15ZwSx3FZwvDjH0VA3LkjgBAMJ8Y5NDYk+yJ7w7SbtZGOBzW8fGx/H6//uRP/kSSzETaKWFyu90WiU6dQ8Lo0tKSUqmUzs4+S8YFlKGmHh4e1ubmprEkONORlcOcQNYGsxAJIV5BPDcej0eLi4tmcs3Pht2D/A92VX9//52YbxjR5XLZotADgYABMDCZqbNqtZr1LLBBdnd3TVaHHJNfsFqo8fASHRgY0Orqqr773e9aje40dUbKd3V1pUAgoMnJSRvqMVgEQHC73XaPQqGQMTzwZ2UtApgCSLHXMGwH4AEQovdkEIv/KHusJPMsgyXOQBa7AAZ2sJpZa6QskjgIaIsahM+PnhfwcGhoyPoX1hwMUNKAqbtgq0PWgNjAHo3P3O7urqXbRSIRBQIB2+OwVMlmsxodHdXKyopCoZBFqeM/BDvo5uazJNzBwUHF43EbehaLRXvuarWatra29OTJE7XbbS0sLFifAZ5BHzAzM6OlpSUDrAcHBzU9Pa3V1VWdn5+bIT3hAYQPUf/DyEMGzfP1ox/96Hcf+EEGhU6ZeOWBgQGji4EG4iaPdwix0yCfkUhE8XhcCwsLpqMOBoNaWFjQzMyMaY9TqZTm5+ctprJarWpsbEz37983fxMOBNBej8ejiYkJeb1eBQIBud1uVSoVM5cDJUWednx8bLIep4ktDA2QPIxsQfVvbm60u7tr0wUaVHx+KCaYTsGWCAaDVrBB/QLthRJ7dnYbjc3GR0MIKwoKKBRDgAIWtsvlUiqVMoYAE3TAGFB+DsTx8XFjLDFtAGg6PDw0oAhwhg2bBpCpMkZrjUbDaOTFYlFut1tTU1N3KMBMRQqFgpmfYWgNwg+dkuabaSbaToAevhc0PpK2aOLZfABsAMagZbLQKZpgV3EoHxwc6ODgwLTYgBput9t+Js3r2NiYyWsoQNG1sgFJn6VP4QXD98d4D9DC7XZrbGzM1tHw8LDcbrcd3HjIQBmNxWI29Wo2m0Ztpihm45FkLAckhgCjTEwwe+x2uwbIwkhh0gf4d3FxYUWRMyYR53uki1DbmeggI5ucnLRDe3BwUNVq1Z5zGBp9fX0GpkJZ7+3tVSaTUS6Xs6loOBw2dp8TyJM+Y4MAPGIOx9QQSjCUYzyOKPABXmlU+Mx5zYCLyLBcLpf58jg9eADN+QwODg4sOQXPBoDW6+tr0+E3m02lPjUdPTk50fHxsRnNIQ2jYCCaF/Cc6TfTP0wXuT8AdUzZnGbfTmCTfQB2J2DxryOXYnKIJxjTxF+X/cNnDmAI/ZzCTpKZJvJcsTezTzhTL5ym8b8uEATgg7/cr+Pn4zRu5pwFRPqie/gt8PO7ef3gBz94/0//9E9tGu18xliPAKTIARl0QUvHi6fb7SqXy9kegccICUkU5kyLr66u9Pr1a/PVAYhhMjw8PGzMaBqp3d1dk1ECZNOww7Bln5+YmLBmCKABXxQAaAYnABzdbteinknvpH6hTsGYH7kTYRw0nfgKUnuEw2Elk0nzIaKmAOhvNBomp2IfLJfLJglAchSPxw1kg70NsLK5uSnpFqxbWlrS97//fRvkdTodlctlSz4CZPJ6vSqVSnK73YrH47Yfw6ycnJy0ocvk5KQx6/EekWRDV85p7AgAitrttnZ2dmw/dzbLhESw72LgWi6XLXCDr8czCt8LfJLwR+zt7dXKyorVUIAutVrNnlvOqHK5rPHxcTMPZq+mYYWFQLIk9RqsdFgfku5Ih+lBABQSiYQNBqmzT09PNTc3p6mpKWUyGfO0ga0P2+Pm5saklTyDnKcAidRXrElY7pLM3xD2EvXG7u6uMpmMnXvlctnOdthvsKVpmJHjJBKJO889wzmCNfAFJZkYCczu7q5evXplPqIXFxemDqD/oeml7oYdhiE5dWsymTSWIFHYMIZJMqZ+ohZGWshn0Gq17jAxnHYdMPlhKrfbbZPoU9th/VGv160/I6GKxCe/32+yrqOjI/l8PgPnkNWzBrBn2N/fV7PZ1BtvvGGhLezHKB3K5bIuLy+tzoYBhEEy4AuMSkA8wjOoDZFmAbgMDQ1Z7DdsSO4Fw0CULqSrRaNRMwzHtw01yfLyshn9s1/gIeXxeJRKpawHhHGYSCQUCASsf8VDDYIA8e70NuxHmGdDQkBy5fV6bRDJPgtzlH5uYGDAUgHz+bz56Z6enurx48cWJADzn/2F3mhlZUW9vb1mkD8+Pq7BwUFtbW3pk08+sf0CZt7JyYn8fr+lktFrkF4HcAeQ7/St472MjY1pZ2dH1WpVwWDQht34YcLMZJjOWvyHf/iH3w3g5wc/+MH7f/mXf/mFf4fXDQ8ZjU0mk7FNma9zemdAr0smkwbqgOpxwZBhwYFanp2dKZvNant7WycnJ1pYWNB7771n6OT29rbRB4kH5UGnSHJKhDBLpjHH6b3T6dh0W5LJvNiseMCQzlSrVXOFp1EqFosqlUq2cQB0UURgpsyipXGA1cS0CdbC8PCwydhIGqI5I+Hi/PzcHmzAKeJOSSeAzcKBjXyNtCckIbwW2BBOCqjL5bJ7wKbChBzfnKOjI9M0SjLmBwc8UjAAqomJCStOYGOxAUPR437zc3lGzs7OLCXAGUOZzWaVz+eNgkmENRO1oaEhk09RACJbGhgYsOIW9L/ZbFqU5N7eni4vL7WysqJkMmmGYcFg0JptACYKDryiAoGAJTJxoQvHqG98fFyzs7M2lQkEAla4l8tlhUIhS/wALGMSyCSJz5NDDBYWdODR0dE75t5MlZncTUxM2OvGwJI0AJLPADJIwaBJBxQeHh42I0Euj8cjv9+v3d1dbW9vy+12WzFDMQcD6eTkRNVq1Ypp1qXz/lGMoAVut9uWTgC7g8IEOj7PMSAiE1AKxqurKzMX5f5AeeZnhUIhKyJIc0Db62QTuVwuRaNRa7CYxjMVowDHAJ8pG5JI/L5I4gJwAPw5OzszXx6KHp5liiknrRnp5uHhoYHseBxgzAnjivtGvDtTJPYrQCOm+TwfsGXYv7/JxefCdO/za//XvfheMN2czCnAZKSspMxgXAsQBGOKM4I1z+v/VcAgZAywMKFCf1OQCz8zptNQyb/q+30L/PxuXn/7t3/7/l/91V/Zs+EEAik0YQ/SeFSrVW1sbCiXy5l0qFgsKp1OWz2C2TCT1uHhYWNDI7mheWIiLt36/DBcg/VarVZNth0KhdRqtYzxyDT73r17kmT+EDRkyFKRErtcLu3v76unp0dTU1NmGFyr1bSzs6NaraZyuaxcLmcgcy6X083NjYFIm5ubZnTvlMHhIeGk2He7XcXjcb333nsKBoOWJATQBeOEJhH/C8AIJunscTBUMVM9OTnR9vb2ncS0hYUFizqHVQLYNjc3J5/PZw0pfk3z8/Oanp62AQqDKmoTgJdarWbAO0NVgLVms6nBwUHNz8/bWV4qlbSzs2NmyAAKnDGXl5cGQjHcaLValmoGM4czg+HT/v6+Xr16ZSzDwcFBLS4uyuv1anl5WX/0R39k5++jR48Ui8UM6AYompqasiEyTTkNptOgG28TmmnMj71er958803zd3K73cYeQfboBMD4vjBwANSwVwiFQpqamjL/PsIQuFd9fX26f/++pqamzH/L6b93enobH/7v/t2/M99KGKSwhQB80um0stms1W3ORFhqJZggDJToeVBATExMKJ1O6+zsTO+++648Ho95Inm9XkuJGx4ets8VoMspK4eZQYrw4OCgzs/Ptbe3J0k2bAXEQ0qPrcL09LSx8vC/HBsbs96AgR2yxnw+b3ubs5+grnAGYzCk5BzGsBmAFr8b2HOwlnw+n+LxuBYXF1Uul1Wv12198ywBujLsRHpJIingdigU0uDgoMrlsg2WAb/px5wm6q1Wywz1YaMAuMO8g7EEOIAkDtYRrB72mpOTExUKBQOCec6pyWGiIeMnlMf5rLtcLoXDYftZPJ9DQ0OamZkxhlcsFjM5KB6BjUbDBvozMzNaWFhQpVIxaRqm/QBK7Bn9/f1aXV01hkylUtHMzIxWV1cVi8UMnGQoizx4ZGREb7/9tq11wCCUAJAN6FV5NgFgt7e3zZdYkg39qDXxpTs9PbXnHHkuKqJOp2MA9enpqYFWsE/x4+p2u9rY2NDV1ZWRNtLptCkYILb83d/93e+GuTNFPIyOz19O6QgTY+icNCigihhTQpOneZBkoArNF7HheNdAnYMO2tvbq0gkYjrLYrGoTCZjbIXz83OL2eRhHR4eNn350tKSMpmMxUlKt0UUk4ibmxvzm8A8CqM9pu8g4TxYFP5MMmAXcPDz0EajUduYjo6OND8/b6AXOshEIqFyuazr62uTirDAOSCYRtEkTE5OWuxqNBrV2NiY9vb27ADk9eGXQ1PFz4TxxH12NjyYHPKeaHgGBweVy+WskfV4PBaJzdSMqQaTAWjSsHhubm5sI2+1WjaVxohudHRUHo9HzWbT0H8mk36//07MtiRjObFIKeIwME4kEhoaGlKpVFKhUDC/AAAbSTYpkWTmkFdXV9rZ2VGpVDJz8bm5Oc3NzUn6LDbV5XIpHo8btfDw8FDpdNpYGpFIRJKsEWMyhn59ZGREyWTSChpSG46PjxUMBi3FDY+C9fV1tVotPXr0SAsLC3fkMWdnZ+YbAAWY9BSML/HqYc1yYMNcGxwc1PLy8h1mlfSZvwSyLcyImQoSFTkxMfFLjTq+MclkUplMxiKBATe5nyMjI5qbm9OHH35oDQ5FHmaAXBQMpVJJ4+PjBmwBhCAPwFOHAhLGHEU6XhZer1fhcNgiTmFOIDmkSMF3CvN59gKmphSN7XbbWF+vX7+25459lYQZTKrT6bQSiYQODw/18uVLnZ+fa2ZmxoDfer1urLpqtapCoWCRm0+fPtWLFy/01ltv2eunuMXXh6n52tqalpeXFYvF5HK5tLGxoWw2q0QiYQ2OE7ihEOKClbe9va2DgwOFw2Hz/CGeE8YX9GJA3F/1otBiOkYx95tM4oJJ5hxQAPIDfHEe8LWwLingKD4pImhseM/8P+ce+yKeUoDR3/TiNdP4MTX89vrNXS6X67+R9H9I6pX0t91u9z9+7u//d0l/+OlvhyWFut2u/9O/u5b08tO/2+t2u//tr/IzocDncjnz7GLay9kL0DA5OWnNQy6Xs8YJ0ANPGLxxGJTRaNF45/N5hcNhk4PSvNZqNZP60iDhxcJeGggENDU1ZYO4qakpHR0daWhoyJKWxsfHzU/G7XZrdXVVn3zyiQEXyITwaYApShgGayudTsvr9erx48cW80yKTbvdVjabNa8wTHGHh4eNAUA9sLm5qZub22RRJtO8X9YljawkNRoN9fT0GID05ptv6unTp3r16pX5S8C2hT10fHxsAAcs7v7+fs3NzRnzg0ECYBb7PT45AHPIUgFg8BPy+XxKJpNmMuz0mbu6utLx8bF+/OMf6/r62sxaaUg5u9LptNxutx4+fGiJsEi1GFienJyYlQFyj4GBAX344Yfa29uzvuHBgwcmFdrY2DDgHCYZA1RqQb4XjFckGWdnZ/rOd75jyVRI4E5PTxUOh60mu7i40NbWlpmzFotF1et1FYtFzc7O6rvf/a6k254D+RxrhYk89VM4HFa32zVQFBPa58+fa2hoyOQ3+OBUKhWTxoTDYfOeBMik7k2n06Y+oDagJu/t7TVPq42NDUkyXzqeDxJvGcwgm2HAzrnC4BjAUZJmZ2fVaDS0trZmBt7BYFCPHj3ST3/6U+XzeR0dHZlfyuLiojG5YI4mk0kD9py+Si6Xy6RLNPc8k/QugMqSrP4aHx+35DMYHbBTYGRggg5ocnp6aj5O9DFEpcfjcVMk8Bzeu3fP9gEY+1geBAIBk6kfHByY8iESiSiTyZjPEKyz169fq1AoKJVKaXh4WI1Gw8J/6JNICYStRMgRgzg8oPDcoZ8gwAQ/KqcP6snJiYE1mAJzj/jc8azEb6rT6VgPRB9Df1Ov1zUyMmJsJ5h/Pp/PBpIwGOnZAbtgSE9MTJjkaWJiwuxGisWiQqGQQqGQPvzwQ11cXFivyufJZxsOh1WtVjU0NKRUKmUhR8gu6SPwDUIW/ODBAxsGZLNZ81UFlPd4PMrlcup2uzb8BbC8urrSgwcPrPclzAem2+DgoIGEvb29xugBMD8/P7eE4ufPn5tBfX9/v8nuwuGwAU08t4C4kjQ1NaVUKqXFxcWvrfv+VYEfqH7n5+fWMDkv6F7o+VgYkqyAbrfbKhaLurm50ejoqHno8AA5gQT8Lmj8j46OVCqVzIySeOve3l4z8H316pVqtZq8Xq8SiYSGh4ft5wIecUCy0e7u7ho98vr61pGehgsg4ubmRs1m06bn8/PzVqRjrPbq1Su1221NTU2ZrwqHI1MyJDgDAwN69eqV/H6/lpeXFQ6H1W63jZFC3KFTz8kUCzkMBxgbJg77RG5Ho1Hz4EGHiSnu+Pi4Tk5OlE6nDZTA4BTZDubKIM+Y7OKDQfMGu4QDh5QAqLGRSMSKIjbxt99+2xglNG0AgZ1Ox7SlMGQuLy/vTCdgIjHVoUiRbjXANND8O8ARv9+viYkJm9zxPEO3hFlRLBZNVw1IA8JeKpWMPruwsGAHNQAAlGgkfiQ+kbCFYzv61VwuZ9poADwokx6P5w77Y2RkRPF4XIVCQel0Wh6PR8Fg0Dy0RkZGLBmB9IRSqWT6YqicvN5sNqvcpwkdU1NTunfvnqampixKHaYVUkoiDqErI+EkTeL6+tpYbKVSyYzLKDx5Ptg7SFJg0jo5OamXL19qbW1NU1NTun//vh3q/f39ur6+1vT0tJrNplFhScvq6blNnyHWtFQqye/33/G7CoVCNgVrNBo2lQHkarVaRmHGK2NyctIAUzThoVBIW1tbevHihQHPSFadFFAaF74H0yvWkd/v18HBgT766CO98cYbevTokRmCA9AyISuVSopGozo6OrLI5ouLC6NTM/EeGxszuQFr7ac//amePHmid955RxMTEzY9wowV+m6j0dDu7q55TZ2fn1tiDl5CFI1fdMH4WlxcNIo6DQ+JbeivkVBBx0UOxn+/ipGChA4AiOLs103++vzV29traYdOaRdSFswHBwcHrfimEaegYoLHLwol5+Wk+bMPfVNmFKwrACSo999ev9nL5XL1SvobSX8kKS/pI5fL9Z+73e5rvqbb7f5Pjq//HyU9cnyLdrfbffhNfjbnbaPRsGeeph0JAEU0oN/s7KwlkyA5B5xh8osEplarGROTPR3Q/Pz8XCsrK5JkqY+kIwH8hsNh/eQnP7EGBmlZp9PR22+/rUqlYt6NDAtgs2IynM/nbTLM18CAoQ4aGBjQz372M6vPDg8PzXyavYekVhrCVqtlLGyn9wUNC4A3gDLNLqybarVqgxjqxLW1NfO6WV5etrqE8IPZ2VkbfuJZQm22ubmpN9980+QiGPHSuEiyRCMn+3xoaMj2FibHksy24PT01CRmLpfL2MykYna7XRsYYZoKCN9sNg0M6HQ65veIGTLgFw05zAvAZWwPPl0DVk8i7bm4uDDWDD/XmbCEVwqyLEyoYWYAnufzeQO/eMa2t7clyZjw4+Pj9h752fhyHh4e2nshYY5mnOEN4MH19bV2dnbUaDRM+g8IijSdejOfz1sQBn8HOwzTcYZdZ2dnJkeHCfX48WNjDdAPPHjwQNVq1Wpj7Cu4/7znYDCoTCajra2tO6bDsD9OT0/10Ucf6fr62vwx2+22SqWSMUtnZmbk8Xj08uVLpdNpk1rD5IKR0mg07HlF8gYg+sYbb5hlBOAZA2XOzd7eXhveAbTt7+/bYNjn89kQyulRubi4qHA4rJcvX2pzc9NUCwzH6SMPDg7MNJ01UyqVNDk5adK+XC6nw8ND7e/vm70GNSDsDWwcAFiSyaTVd6xHhoGHh4daWFjQysrKHbsEWJPNZvOOJyrsIvZp9iNkVM+fP9fFxYXm5ubs2WEQy97m8/ls/6b/pC/a2NjQ8fGxNjc3zWQaFQAs/cnJSRsUUTfAaKb2ZjDMGpVkaxYGW6fTMYkXzCc+W6xFnPYJrAmSdbGSoE9mX6vValbf4lsXDAa1ubmpwcFB+Xw+bW1tGciPpA3GaTKZNFYRxBKGE9wr9gPkWewvSCYB72A4FYtFY73haXRxcWH7VrPZNCUDdhjYZfh8Pvt+gUDAanikYBcXF195/v+rAj8kPBwdHanRaJjUAJ0i4AA3Hq8KCng2Zm4+NDUaWqLboPQdHx9rb2/PHkLAILTcHo/H2Amnp6fa2NhQp9NRJBIxQyXQOaYYThkaGlcnvQyduyTbWC8vLw0YisViNvFNpVI2Jenp6dHq6qppMMfHxw3I6XQ6CgaD5gnC+8ID6Pnz5xZFTkw0CVJMxUmK2N3dvQNa9ff3a3Fx0Vzg8QKqVquamppSNBpVqVTSRx99ZLRat9tt8ji/32/sH0m2ucZisTvsDGQP+Xxe6XTa5Hv379/Xo0eP5Ha71Wq1lM1mDR3GWZ2Y6p6eHs3Pz5u7fDAYVKFQMK0urCIos0yn2u22sYAymYx5prTbbVt0fX192t7eNpCG54uNGW8BTCyRt2Byhx6bzx6PAw46mGb4FQGcYNqGuRmTMxo8zJCRr+ExBRCBITQ+TJgu87Xcfyfgxj2BgbC3t6fe3l7FYjGjHpZKJeVyOXm9XgOBzs/PtbCwYFp5DiCnFxbSsP7+fqXTaRWLRWP2LC4u2maI78Do6KhGRkYMAGJ9c89fvHhh6P/Y2Ji9buiysIhgznEw4G/y/PlzRSIRKwaRT05MTCj3acoekwsmwtfX16pUKhodHdX09LQVxNxHCjoMGynUKFyRCMI6orBiguRyuaywef78uZ49e6YHDx7YRAPjQOQFY2NjRrcdHR3V9va2CoWCJUsx7SsWiwoGg5qbmzOwj4J0aWnJqMfBYNDADqZDqVRKwWBQjUbDQCoOoeHhYb377rv64IMP9OzZM92/f1+RSMSYmYFAwMDfwcFBM2tnUgnYifko04qvugAo2b8HBwd1eXlpUab4L9AUSLI14zxvnMwY2EVOtikFFMbVTKh+G0bLMAnRYcNgdLLqYMqhBZc+Y0U5QSko4AB0TPEGBgZsUAGLwfkLafIXgWIwSp0+dL+OEfS319deb0tKd7vdjCS5XK7/JOlPJL3+kq//D5L+l9/EDx4dHbUJIuuXuqxYLGpvb89AnampKSuUYR4AUlNbOU1BkVIvLCzo4ODAwA0aKzxQmLgihQZQHhgYsEGM3+/X4eGh8vm8pNv9N5/Pm3Hus2fPzJSWoAYAZ4/HYyxDkirZL6lHrq+vzcviJz/5iQ0RAKsjkYitO4xsqQNhPjDdJqGLqmhyZQAAIABJREFUn8EghSav0+moWq3aRBgWAK+f18s+VK/Xja0BaDAwMKBIJKKdnR1jBVYqFe3s7Bhb1Fn3SbojXUGewTkwNTVl0p719XXNzc3J7/db8+rz+ZTJZGw/QMYCqIx0A5nMysqK2u22fvGLX9gw0enpVi6XTY4C6EddXiwWtbGxYb6XMDKj0agGBwdN8kf95Pf79eabb8rlchnLeXR01JJuo9Go/H6/AXTILmiostms9QAul8vANdj+gBzIi+hRqONnZmZUKpVseHtwcGAmsUTLSzLGBhI1AlpqtZr8fr++853vKJ/Pm/dif3+/yUF2d3cttYpBB69/bm7Oas6rqyv96Ec/kiTVajX96Ec/MjZcPp9XuVxWf3+/1ak8O9R2Xq/XepMXL15YMlI2m7VhNybIkUjkl8yOCb4BPGXoCliMATOMDwA1UtQACzqdjmq1mvURU1NTNgiEmQ2TCS8ZmEuRSMTOv/39fblcLn3nO9+R2+22YJ3Ly0szGH/w4IENsDFXbjQa2t7eNpCKmjwejxsQurW1pWKxqJWVFQMcAUFp4CVZHXd1daX19XULZMEeAkkUfdjh4aElUcOQYngHI4g+dHd314DToaEh8xIjNAbfWlKu9vb2NDk5aUPPSqWi4+Njq0eSyaQBbs561+/3278HpJydnTXZIUOsfD5vdhHUYChz6vW6qtWqAoGA2UcAXCIdZRCBHBEAGBYeDDZAKmSxsPuplXjt7NnYFcDeR1rW19dnEl4CTwDYMFmfm5tTMBi0/RG2FOdVIBAwhuvo6KgZe0P0ICKe8+jg4MD8hznfMpmM2awgBxsYGFC1WjXwGC81pycfLFySMJHqIZnL5XJfef7/qwI/0q3JJuakyFkk2cHIB0ozziJnwbtcLruxeGgw/RweHjbKV29vrz2AsCc4FJGQPH/+XAMDA3ao+Hw+PX78WLOzs3civvGFIaIaxLrValkTyc/mkINKSxGNxIWUJXTCGPGdn59reXnZWB/n5+cWZUr83szMjB49eqSenh6T7GxtbSmbzaper1ujjV8EYBAxjDAemERFo1EDVtCcgsKTrpZIJGzCzsSeTQt9O3I2NmAKQ6aJMLe8Xq/m5uasQCkUCnr27Jm2trYsZpPmEcaVdEshnJqa0vT0tIaHh1WtVpXNZi21gYadxgUDY2i3+LngQXNwcGDF2/HxsXw+nxVG3W7XqMlM2Hme+PmwqHDfJ0kB5BfdciaTsYMJPxM8UC4uLlQoFCwBAuNtvt/i4qIODg5ULBbtHuJJgzcSm0lvb6/eeustjY2NmTcDAB6mstxTCqzPTwUBr9D2X11dWQFFbPnJyYk2NjYsqhBGC9RKTLph7C0tLeno6EiZTMYOpenpaYssxwiUNQ84CSWTeFE8ZSjmW62WWq2WmZljznh5eWkAHQUS0x8kQxQTPT09Wlpa0u7urkVLYnSHd5Tf7zc97/X1tXm0AEg7JyyBQOCOmS8MIKbATL/R3cNYvH//vtbW1rS+vm7Goc70OKaVeAlRgANUAPIFAgEVCgU9f/5cvb29mpycNDkjTLCFhQWtr6/bZ3R8fKyTkxNls1ldXV2ZWWKj0bD7K8kmmQ8ePNCrV6+0ubmpmZkZTUxMGACIPC2RSCidTqtQKGh2dtYMnvHu4PMCVP+qC5lrtVo1ZhYms4FAwJoDprpjY2N2LnyeIeO8nGcKoBBMBZJIANN+WxfyUTyjGFbACHLKJb8ogp6mhNfq9/stOfDy8tIMKzG7BJjn4oziHrD3Y5iOlPrb67d6xSTtO36fl/TOF32hy+VKSpqW9F8dfzzocrmeSLqS9B+73e7ff8m//QtJfyHd0sG5SOQEIKYJxlcDliXsCkl2dhIu0W63TcLt8XisNmL/pfg/OzvT1taWlpaWTHpFuhYTXfxtKKIp3hkSIBthwtvf3698Pq+ZmRm9+eabFm3MMGNyctJqxkgkYoMWzJoPDw+1sbFh74d/C1u30+lofX3dpuBEtXM+YJRfr9cVDAYVi8WUSqWMtQnQ8fLlS/ME5B7CDPrggw8Uj8eNwUrB7/f7zaPG5/PpF7/4hfnAAchNTExofn7ehma1Wk2Li4uWFobRPKDL3t6epqenrUEuFovmVURyYzqdVjgctph16lWkFR6PR6VSSf39/bp//76ur69Neo4/5MXFhXnCwRSiadnZ2TFpdrVaNaDD6Q1J7Y1kBH+ZYrGoSqWis7MzRSIR9fX1KZfL3UnYQkJO841PHxNzJCu8LhJtiVi+urrSo0ePdHBwYIM9an7sB3iNExMTarfbajQaBnoi+UqlUtra2rJ9eW9vzwZFqVRKksx3h/QejJLHx8cNYIL90Wq1TGYFuxyQBF8REtCKxaLy+byFMADeY3qdTCaVTqe1vb1tXl3Ly8s2AJNk4TM7Ozs2HGq328ZA7+npMRYIlgT0MvQPSA+p30gTJYIbdQAsJIy8YfCura3ZcJbBPkw8zmeCgB49eqTr62t9/PHHJr1vNpva2tqylCh6APy1bm5uFI/HlU6nLY1veXnZgnUymYwx1lAtzMzMaGpqyoJSAEZh7bfbbU1MTNjeAyOfYRoAOINlWNKbm5va39+3WO/NzU0lEglL1d3f31ehUND8/PwddrgTeHfKsJETcq8ODw/Ne2t0dNT6z/7+fvNyws/SGWGOT6jH49HMzIza7bb1Eag/YA2iuGG/oF8ZHR21QbgTtCNch7o+HA5b8q90C1hSg8O2ZK3z7wHOkeAFAgGzMSHZDH+e3d1djY2NaWlpyaLjCdKB5U7PDkA7MDBg4BPPLoMLJHBYcNzc3CiRSMjtdqtUKmljY0NHR0d3GGOTk5MaGRmxz/X8/Fyjo6NmyQLI5wThkBVjp3BwcGA2L9wHJKH7+/tGYPiq618d+JFktLuhoaFfKjwwcT05OTEdIBPKz09ruZCj0FTRHCDhCgaDqtfr6nQ6Gh0dvWPyRlR7PB7X/Py8sT0kmS6QBQHVD60uDAcKI0w6nYlFrVbLfDyYcvf29pqBdK1WUzQaNWNTtIGlUknZbPZOwcLECcAomUwqEonozTff1MXFbdJSOp22BlySIauY60pSpVJRu902HSw0ZoyMAd4ymYx+9rOfye12W4xgsVi0+wv4cHR0ZBs5hx8O61CyQaTRwvb09CgSiahQKGh3d1fFYlHJZNKmLi6Xy4y+kR9BF52enrYNV7o90DiwTk5ODAkHsKP5Br1HH0+iWCwWM/Q7kUioVqupVqvZFA6dOwcoyKok+Xw+K5TRxpKQgdFis9k0Q+FYLKZisWjF5/z8vMLhsPr6+sw/BzYSaH0wGJTX67VUAYo1ouOZWEoyCSPMGGc6FGaNJENNT08bbfbo6Eher1edTsdidpeXl23yx72DFg0SXq/XFY/H7VA/PDy0e4xv0vT0tHln0bQDtuLbQlOPjBK6+NDQkCX8kXxBY8G0pKenR4FAwDTPAG/EDTebTSvg8UMgAW5sbMw2y5GREWO9kZ6An4UkAxD52TDNPB6PAoGAsVswv3O5XGZoWCgU7ngoMCVLJBKan59XLpe7I9PsdDoGKFarVW1tbWlvb89AnpWVFR0fH+vg4ECVSsVkq5lMRp988okllEF5rtfrxjLM5XJm8I3h5/7+vrrdrpLJpE2woNrjczYyMqLZ2VkzbQ0Gg/L7/Wo0GgYy9Pb2am5uTtvb2yqVSkaz9nq95hnmZGl93QWbjOkpYBcTRhikmDMy7XbKiJnGQZlnQop00Hku3dzcmCyFCRWygN/WRbMNm4B9lV+S7iTQAQJKsukXF8XJ52XUNAzcA/6LSauTKo5xpnPgwv/ze+ev3wY76v8n1xfduO6XfO2/l/R/dbtdZ0U31e12iy6Xa0bSf3W5XC+73e7OL33DbveHkn4oSW+99ZZ9fwYV1Fp4IO7v75v0FmNOPB8wBN7d3TXWRTgc1tLSkjUeuVxOL1++VKPRMCkOjQWeETR/DDxgR5PEubm5qVarZXHGNMa8zu3tbfPogdoPq5DgiYWFBcViMaspDw8PLU4bX49yuWzS7nv37llwgdvt1vj4uIaHh43+D/vw4cOHNsiAEQIQC0OCSTkGt7lczrwU+f40b7CvXrx4YUwf0icHBgbuyJ4xbZ+bm7PaFiN9l+s2IOUf//EfbTBHGlK73bY6GrYHA0RAifHxcRUKBUusWVxc1NjYmNbX13V2dqbt7W0FAgGb7JfLZTP4hT20sbFhyZCRSMRSpDgzw+GwnY0wjpn6V6tVeb1esz6AjY3kkBTb6+trbW1tGRuCegEmM01PqVRSIpGwYRMyO2TQyGOnpqYUj8cNLOJczWQyWl9fVyAQMAlivV438O3p06esLwtNWF5elsvlMnPxsbExzc3NGchGwAiAXj6f1z//8z9rZWVFFxcX+uijj7S7u2tyMgJA8Dwiaer09NQABQBPmHapVEo+n0+5XM48tMbGxpT7NFHt7bffvpMUWiwW9Ytf/MIsE2CQTk5O2tlyeXmper2uubk58y/kHI9Go6pWq8YKx8C6t7fXWL8Me2AXwvylX6I2ok4NBoOWdLm5uWksd+wOBgcHzWNMknZ2brc9hvD4dVI3YX0hydiLJLQlEgnt7e2Z5UU4HNbg4KCxanp6eu6kVDEAhhHNWr2+vk00k6R79+6ZFxHvp9PpKJPJWEPP4JjPll44mUyqWq1qc3NTbrfbLDeKxaJ5yMCcYnhHLwp7ZHt728AvfG0IF8F/FIZTqVQyu5TT01OTa1arVR0eHmpoaMhIC/Q92ASwdwNawohngEXffHR0pGw2K5/PZ/429Mj0FrBWEomEJSqyvsfGxiyRGb9HjLCRkK6srOj8/Ny8m1AYwZ6qVqum/HEy1AElGepLupNACyMepQrMr2fPnpn8C7CI/ZufBdjLGYIpP56aDBVubm5Ur9dNLol3HO+t0+mo0Wio2+3q3r17xmRcW1szzzaknhMTE4rFYl9adEj/RsAPV19fnzEJTk9PTf4FKAMFk40SOY8zAQa6Im8Y0yUm8jBw5ubmzKEfNL9cLptmeXV11TYhaHBoh4lwBmUm/g7vBmQNjUbDDlhM+iYnJ63JBSBgEXe7Xa2srNxJ3IHFgjHY2tqagsGgpewwEcJs7Pz8XF6v12IfV1dXdXBwYCwOkh5I2SKGj2kMCDuL3hlhx8ZC6lI4HNbq6qo1W04dK1NrNP04jmM6fXh4aBMGWBd+v18zMzNGXWw0Gnrx4oXprfHHoBnJZDLmNQPNDeowGlWafjZD3gugYU9Pj3kBMI24uroykzMkaEwwent7zXRNkrEMAInQ5vKeKcy8Xq8V1uiRj4+P9eTJEwUCASsIIpGI+vv7DeSCjszn1NPTo2KxaHG00DiZPMIG4XOQbps/KJywmpAJslkyaeA5ZSPB4wANMyag0C3RPhOdS8HtZKYcHx8rl8vp7OxM4XBY77zzjra3t02OBsVbkmmR8SiSZMkVsPuQyDlNRdm0+XcUbZOTkwZwRiIRM2pz6qidpuRIHNrt2xhajIp3d3fN1wJgjTUJ8ApbAjomciIOgKOjI+3v75tGHuYMk1ymDvF4XOFw2CYOeEBMTU1ZccTh0G63zc8G+metVlOlUpHP59P8/LzW19f15MkTPX782IACmioO3Xq9bhNogL39/X3zGIPqjeno+Pi4ybowREd3jjHl8PCwSV9jsZhNVAOBgAKBgI6Pj206XiqVDMj+qsvlcml6etoaCib1zskg3xtaNRNJ5/f4MvAGUMgJDLN/0yDSWHCeOGUUv+mLpnhgYMCYk85ExZOTE0kySSFT7K9j5zhlX5LMmJUhBJIMgDHAW/Y1pC1f9r05kwGDvr1+pSsvKeH4fVxS8Uu+9t9L+u+df9Dtdouf/jfjcrn+H936//wS8PNVF6yfcrlsYCLmxzSU+PzAjgiFQra2AR9Ihbq6ujJgo9vtKpPJaGdnR9Fo1Dw/JBnbLRaLWZEP0w0ZPQmOJycnymQyJiNuNpvG0IEpUiqVLDK3UCjo4uLCPAKRu56cnNhknMJ6fn7epPYU6tSjo6OjJj/r7+9XKpUyT8l6va5oNGrsbFigTLvxszg5OTF5G41yMpm8k/a4ublpIQ/T09N3ztF0Om3hGpwxMOY7nY729vYUDoeVSqVMskqjx6QapjqDSRqX+fl5GyZRL9K01+t1M71mMESNREDIzs6OcrmcpSMiheBnIVHGd4iah5p9a2vL9pVqtarr62slk0lLHIUVjIlpoVAwZgYsoXw+b3HnsBAYmFFDMaztdDr64IMPrAljr63X6/qnf/on8x1Np9NWZ3B2v/HGG2YYLd2CpiTdsW/CcpOkvb09k3dRly4sLBhjm17H7Xbr1atX1rhXKhVlMhnFYjFjsePrArt+eHjYGAK1Ws0MdwkRCAQCmpmZsfQ5auFWq6V6va7NzU15vV4DRiORiDGBJZm9RiwWs36rUqno8PDQvJyog+kLMIRnoArYOzk5qeHhYQMAsTWQZMx1pNUDAwPGksdPc2lpSYVCQblczhpcPOy8Xq9qtZqxrTc3NzUwMKC33nrL+sHXr1+rWq3aIAR2N76M3W5XsVhMjx8/tuf5gw8+0MTEhBYWFrS4uKhms6knT56ov7/fzNmj0ag2NjaMuRiNRrWwsKByuWzKi2q1apYXg4ODisfjZkzsNBteWFjQW2+9pfX1dUvUhS1eKBQUDodNSogU9PLy0pj1yPZ5NvgciXKHkYTckYEjtcDAwICBoRcXF7aOCftggInSpr+/3+oSZE8wpWEow6yC3Um/ur+/r7OzMzWbTfX396tQKNzxRxocHNTS0pLtz6R7UZ/isVStVjU7O2sJ1AzbGQZCvmBQ2mq1NDU1ZQx3vLe8Xq9JQvFcZK1AJCGtkj46k8kYAE0iHuSG/f19YwQSTMOz5na79fr1a52dnRnw6Ha7ze8Ho3rALeT9jx49st7r8ePH8nq9ev36tTGP6CG3trYUi8X0B3/wBwZAftn1bwr8SJ+xf6D9OY1ukdlAQ6dB4+BwSniQGF1eXmpjY8NYAR6Px1gGHMzValXpdNrQ8Z6eHj179sw+HA4FpsqSDBSB1kjcMmgeEgx0fxy6uOej36TJQMrk1I9jTAXqihP70dGRtra2DFmORCKKxWLGSGBy6/P5TD/sNP49OjqyhYxDOQuJdCfuo9vtNtNmEESof87CChYKMhYW9t7enkWeSjIZD81DKBSy+M+xsTHbqJLJpF6+fKmNjQ1jXEWjUdvUnVTwUqlkjQomi8+ePZPX69WDBw+s0aNx4bDmwOA5ODs70+vXr02XzUQuEAiot7fXDCtJYAAo6uvrs6+Rbpuwvb09Q5qZBFIMOj+vjz76yNgJFxcXWltbsw2T6R2TU2jpGJ4B2GDwBcutXq/bswsjhQkY1HsKMT5nWHV43gCIcmCenp7q9evXZvRN04df1c7OjpaWlvTw4UNLAOEAYGropHVC7wa0ROMt3YI/AKgnJycmM4Rhx/tAV+wEhAB28b6iUGN6hLl6JBIxKSAgBYVyq9UyUA1gBkO2q6sr24Rh+AAEMj3FswBghnsRiUTk9/ut6YZezhTE4/Ho6OhI6XTa2EakesDEQcoViURsjTQaDaP7QlfGOPXq6krLy8taW1vTs2fPdO/ePduvmJDyb2Hm8bn09t5GoGazWfu5FJ4cohj77e/vW4rN+Pi40etJPkOj39/fr5OTE/MQ2NnZsWSu/f19zc3NfS1jpLe3V7Ozs9ra2tLR0ZHtUYCHrEG3220G+r+qVOvLQCGkgcfHx3ZwOxlCgG/8wmj+N31RVLTbbaMdcyYheZQ+8wFySticDB0up48PZy9rStJXAlpMFGmAvugXX/Pt9StdH0mad7lc05IKugV3/rvPf5HL5VqUNCbp544/G5N01u12Oy6Xa1zSdyX9b/9fXwBDMsIjSKJjcFEsFrW1tWVJW0yOmcy6XC5jiEgyDzfYhUhUGIYAnABqUoj7fD4LQiBkwev1micLwxKASOSsPOfsv5JsCAYYwfmYSqX0ne98x8zxX716ZeubM5dJr8vlMsDh6uo2rhhQguaUxo7BEgAZHjUkfToNQNknYd/gf8ceQ00ViUS0sbFxx99vd3fXJswYCCM3gdU7MDCghYUFq6UBgLiXAwMD1oyTJMOZdH5+ro2NDQO2adoSiYRNsYPBoJ3Dh4eH5oE4NDRkgwxkojSnfO6tVstARsBm2BfsP9T61FqDg4NmRMvnBAA4NjZmP7/ZbJq8rNls2h6ZzWbNl9Htduvdd9/Vw4cP9fLlSxsun56e3tm7OFeRMEciEWsASeIZGhrS4uKi8vm8AVRI9akxGcgCFPJepVvAFb+l6+trFQoFA0Cp0SYnJ3V5eRvnnM1mzSiYQVw+n7/DiGZIzX4+MzNjLKW9vT2TzXz88cc2HCOFKhqN/hKjdHFx0djphKwUi0UDodgfiLbm+eO981nPzMzY/cHL0eW6TezCtw8gLxQKmQcN9S+9ILUv+wxBJihGJiYmlMlk9PHHH8vtdlvyMfLyy8tLOw8JepmcnFSlUtHs7KytCZfLZWAwLCgAvWg0amwNkgGlWzsKDH2R5wBUkmTHwHN7e1vlctn6CAzPfT6fgdihUMjCTvb29oxdR4oUzxUMd+TwMON47dPT0xoaGtIHH3xgwM/x8bESiYQikYjVseyjmMA7vcIAGNhfkXOioKEGB3B2nFHGJMK3iD4djzPYLwy7qS/wNwNcAmSk36N+xn8nkUhoamrKhpEM0nOfBt/wXMKawdsqkUgoHA5bH3Z4eKhCoaBoNGr3ulAo2DMAQI8CR5KePn1qknuM8k9PT7W1tWVyaWxskNKxx4BTsG/gE8y/I9hnYGBAyWRS5XLZhsqhUEg3NzcmZ5yenpbf79ePf/xjO0O/7Po3B3640CxjHkfzxgOJIZgTzAGZBiEDqWQTB0VEdnNzc6P19XVD6YlT5JArFAqmv2NyAJMHhA1qIwc2zeLAwID29/dtqoNGFhoyhQCI5vj4uDEcmJLSaO3t7aler2tiYkKhUEiJREKVSsUWbTab1c7Ojm3GS0tLCoVCRokGPFteXlYgENDLly9VrVbvHKoUbegh0XNymJ+cnCgcDltiWKVSUTqdtkXTbre1srKiVCplNGzoisjqaJK8Xq+urq7MBJv0Caf0h9dGwgfTbEl3zJYHBgasEYLmitE1OuB4PK5EImEGyMi9cMAHWR4cHFQsFrOJSrfbVTQaNQYTMbPValUbGxvGBkGDjWkzyD1MGwABj8djRRisk6WlJWuEb25ulM1mbcMknhXQkWcDQNPv99+Jhsf0kE1T0h3vIQ5szMSROiH/Ylo0MjKiRCKhmZkZZbNZO8hhqI2Ojt6h6KdSKe3v72t9fV2pTxO6AGLx6aFAovlHf76+vm7P5+7u7h2PLcw50YgD0ExMTGhmZsakQVA9T05OTAuPB0G73dazZ8/s9eMZAdjn8/ksza7b7dqzQryrx+PRzs6OHaR9fX3a2tqy6SHAKheFEgVNp9Mxg1Im1r29vQbAOY1Rcf9nSsb74bmlQUCGOTAwoHv37mlra8t8LwDJmIIWi0X19fVpZWVFL1++1KtXr7S0tGTrjPWOnpoCxpnqBtMHsA2aLNMUmg6an1QqpZmZGW1ublrKCWsf2QPTavTxTq8wUni+6mJSSMymy+UyrzAuJqjsQTCrvsnlcrlsAgxwDjPNaYzJ++T1OFPFvs7D6OsufK6YEI6Pj995v04/o4uLCws2+CJmjsvluuPjg98APiCco072DgAr36/b7d5h9fB3NK5OUOjb6+uvbrd75XK5/gdJ/7du49z/z263u+Zyuf5XSU+63e5//vRL/4Ok/9S9+8EuS/qBy+W6kdSjW4+fLzOF/sprZGTEWHz9/f2W3IhfCYxdSSbzwsgY7z5Yp51OR/Pz88b8pTnAJw1Gyfj4uA0YkNo2Gg0DbNPptJmh4mWDpJximAK53W6rUqmoXC5rfHxcoVBI09PT5hGJETygltvt1sbGhqVChUIhxWIxG5DQbPAcn5ycqNlsqlwuq1wuW9F9dnamvb0921eDwaCWlpaMfZPL5VQqlex1wuTZ3t7W1NSUGe0eHBzc8Tlk74DpTcIqLAsm5tx7JthIei4vL20IhV9fs9m0yTYG05OTk8ZSZ63DmmTgBzDy6fMqSdaI4okDO4bfI12nHp+ZmVEul7PPvd1u6+OPP9bNzY2Wl5d1//59xWIx5XI5ZbNZbW9vG8MSprgk86SE4RMOhzUzM2MDR+QnNMtM7pvNpnK5nOLxuNlCFItFXV5eanV11e4pTNF2u21nm9t9G4KSy+XuAPulUkl7e3tWE8GqQkZzc3Nj8uuhoSFrbnlvMN6QUx0cHBiDF68SALF4PK6RkRFj1FATVSoVk8pz7mCWnEgkFIvFzF8HvxXey8uXL5VKpRQKhTQ6Oqr5+XmL+/Z6vda/kMjK+cagoFqtyuPxKBqNqtls6vz8XLFYTA8ePFBPT48FdeCbBfMJL0iY7AzI+TmPHj3SO++8ox//+MfmWwWgQfPMsBIgmpoXyRTnHKmtsMwY5DBUBFji8+zr6zM/lVarpYuLC6XTabPDoB5iSPrw4UONjIyo2Wzq6dOn2tzcVDQalc/ns8Fjp9MxAKBSqdigjSEhw0cSdGEIkgJKCtXx8bH1oxsbG4rH49abYpgMi+js7MySuQAv7927p6dPnxoY7AzPgWCBBOrg4EDj4+PmFSbJmDCSjM1JsJIkGx4geWMQQPotyhRq+rOzM21sbJifDaAIYDAAGAxN7EiQ0/G+YYAxzOZCIbO2tmbSZdIqT09PDThGGujz+eT3+7W9vS2Xy6U333xTPp9PhULB9lTYkalUyur2Wq1m+2Oz2VQkEjE/JlIy8c2UpO9///tKJBLa2toyWaTf79f5+W0y9Nramg28uV+7u7t64403LHQJcBs5YLPZtPRipI98Vl92/c4AP9Ld4rTVaqlcLhtYLvMYAAAgAElEQVQTSJIhYrAALi8vjQnEh44kA1MrSebZUiwWVa/XlUgkdO/ePVtoGJuCqLMwmbqfn5+rr69P0WjUHL+JMo5EItY0MclyouYcPNBPLy8vtbOzo2KxaOZYFPM4zkN7hcXDNBkGEpF5SDuQEUkytF2SSbFWV1ftMAPBJLULR3A2YFhVPp/P3P9JLgC9hf63tbVlXhC8fudhRkO5sbFhRtHc156eHkNO19fXTS5Ek3pxcWFNBrRPWDrQoEHw+/r6dP/+fduMoHlDV0eOgmQM2nexWNT6+rqOjo60vLysmZkZS1lz0h7b7bYVFKTo0Lj39/crGAxanJ4ko5ojlWPKfnl5m04FNR421vDwsE0wAGNo9Ilbx/hQkoE5yFwAodAO4ysElRE6Kj45lUpFhUJBLpfLNkCeWYyg2UwlWZOLtBK0/erqSul0Wn6/X5IMjAsGg1pYWDDjMfxiksmkAbJo5iuVihn2wQpClgXrpK+vz0BJ6OocdL29vXf8uzBrI5ENLxvYSGh/kQzl83m1Wi0rsDGZ29nZ0d7ennktQecvlUrGCOSZkGQTX/Yrp1kv74t7iYSRCQMTcXTMUKSR40ABBnRhmgTwSeIFP5+EhVgspq2tLT158kTLy8t2oMBgwvRP+oxxyGRrbGzMKP+Yn+/v7xuAxHtpNBoiQW95eVkvX760wgFmFwUBptWRSMTktB9//LEGBwe/MuKdCz+RUqlkRoETExN3mD39/f0aHx83GeOvA/5IMiYdYBKsOSZbNzc3tj5ITeNib/p8stjXXZ8HfHw+3x0KN9eX+fkAwvCLMwgzRYpSirrf5MWe/e31q13dbve/SPovn/uz//lzv3//C/7dv0ha/U28BqQPLtetCTJsCJg0kqw5ePr0qQ4ODjQ1NWWDhWg0amEagMlMNmG/sO/BAMRAvtFoKJ1O23QTI1W3261EIqHf+73fs4npxMSEpUYRYUzx32g0LEUFLxfAeFJcGa4QhOH3+xUKhaw+Qi5LHXh9fa1oNKpnz55ZTVmtVk0u/vDhQxUKBVUqFWWzWe3v76vVaplEtNv9LOWReoPmZn5+Xn19feZTSFOOHP/169cmN2FwiA8PPjPJZFLtdluvX782VicNCQ1YvV63xmtoaMj2Bu7B9fW1AoGAKpWKOp2ODdaobwkNYNi2u7trJr74SHQ6HaXTaR0dHZksBdlfJpMxAAVmKvV0OBzW4uKiNT0Mw2C5j46OmnkyoF0kElE4HDYPw1KpZP6g+Xxe+/v7evjwoRYXF41d32w2zewYX0C8+a6vrw10IhUYgA+JFj9rZGTEQhoYEF1fX+vx48fa29vT0dGRhW0gFWRQgFwmn89rZ2dH4XDYBtKzs7PGxqUWhdVdrVYVj8f1ve99T2tra3ry5IkmJib0x3/8x9rZ2VEmk7FkIZJ56/W6ybmpO6l/sNcggYqmltqZP0PBgMRyamrK1g/pRWdnZ3fiqAnowYx5bm7ujqUGIAbnd6fTsWHk2NiYisWicrmc3WtJti8FAgGLr56dnbWBKObfADmvXr2yYRnePHgCSjJpFF5T+EiSgEUPyjolXRUg5PXr10qlUhZOA/AH6w6fIPyOCBLBD5MBIEPii4sLqysIEGm1WmbEzOtxJgpicI9fzfr6uiRZahpgEgNJCAqBQEDZbFaZTMaYyufn5yYphPEGY5o+mCEQX0M9D5iOVye9Dix/gLWLiwsdHBxYzQQTCpYMbHeeh/39fR0eHprxNH6ta2trto5Q16AOaTabSqfTmpubs8+PugwmKX3u8PCw7t27Z2DiycnJHdAXDzM+TxQ6yNfi8bj8fr9JXguFgiTp+vpaR0dHpqK5vr7W9PS03nvvPf385z+3hEKIAvS0L168sPuD/BlbGgzwWb+ww/Aypt9nTV1cXCgUCt1hXn3R9TsF/CCzARGkuUbnC6NDkn2w19fXxhKB2suHTJHdarX08ccf6+TkRLOzswqFQgY+UDR3Oh0NDg4qHA7b4oXe39vba0afIHHS7SSIA4LmH/YRSF8ymTSfDKZQGL+dnZ0ZEALF+eTkRPF4XB6PR4VCQZ988okBODy0PMDX19fa3983SRQLDo06mxeLeGZmRtPT05YEtra2Zg8O1Gav16uVlRW98cYbcrlcKhaLZqrncrlMJ+8ENTDQYkqA+TNGqT09PZqbmzN3fQ7D8/NzO6xhIeBhwqKVZGitJJPM4JpP07yysmLO7UwsMGmFQktD0ul01Gq1tLe3p1arJb/fr1arpa2tLV1cXFjxw+bGxsum29PTY074sGK63a6ls3HPmUTV63UrhKD0Qd39wz/8Q11cXKjVahnoiReMx+OxIg7vBCct3ek70mq1lMlkrAjisCM63WkSSULb7OysOcnT8JOkBFUcLXW32zWJGoaXsLDwCuGQefTokXnSNJtNtVotm3xA9S8UCnrjjTdMokJiCnraWCxmYFS73TYJF7Iw6M34ZPl8PpOJIWPh3mAe3el0jLo8Pj5uhdjNzY2l6REVz3TLyWSq1WomZUR6gFSCgtI5IWGyB2DJs8TkAIPhYDBogBapdRhwj42NGUPp8PDQqKzSbSpILBYzgIeCsq+vT6VSSZFIRNFoVOl0Wh999JE6nY7F0tZqNWMi8Xzjk8B0AlDl9PTU/KIymYwWFxctyY/kmt7eXjPI39zc1PHxsR1sgA+Xl5dKfRpJSvFTrVb185//XO+9994dyv+XXZOTk+bRxEQYkIkLY1aSRTCG/6YXUouDgwOTsXEGOI3xJdlAAhbO51PFnF47AEH8olD7OsDn6y4nI4cJvt/vt2eH546iDKkizB2YDjB8nEQTJ7DjNHd2mj5/PkXt2+t3/4LdyrphTfOcfz75cWRkxM7vUqmkhw8f6vr6Wn6/X7lPTWd5pvEw29rasrM7nU7rk08+UblctmRIv9+vSqViJtKjo6PmmcCeTcNJ7ccwDRYv51u1WjX2CRR8ztBWq2Xmq5VKxXwkGAKGw2Ebevl8PqVSKRvYnZ6eamVlxdb5u+++q/X1dRtIHh8fa21tTbVazQZf1DsMn2A7u1wuM1ldXFw0o+16vW5x0zQWIyMjWlhYUCAQ0JMnT0xGBGDVarUUi8VsT2ZdIufmHjEwgYGJT2Jvb69+//d/X4ODg8rlclZH4ddBI0aiGk392tqaNfaDg4Oq1+taX183Fk+xWFS5XDYmO3U0Bq6Hh4fGel5fX1ej0VAymTSw3u126/79+3fq7nK5rOHhYaVSKWUyGfMnmZqaMpkh8hA+l7GxMbvffr9fy8vLOjo6Uj6flyT7TDqdjtXmDFmo6VEhkEh5cXGh4eFhawRzuZzVRX19fXr33XeNIdfX12fptoBHyJkKhYL57N3c3Gh6elrLy8tqNBrGmIBRz5D3X/7lX4zVDXOYmg9/TMAIPEWoXycmJsy7kffOoJCh2+XlpfL5vM7PzzUzM6NEImFsOXxRnGsTRQZJUUjBsKwIh8PGGvd6vSaPASxDctNut9VqtbSwsKCjoyMVi0VdXFyYtxeMQtgwDPak2+EVPpBItbe2tlStVrW0tCTpNlEP0/qxsTEVCgWzCsHLj/uJxwwDVOpx5JWSDKwjBQrwGenahx9+aP0ZdQ+SJVQuJKPyHOG3Bqttc3PTGP+oTjiTk8mkisWivQ9SF0nvYj9ADtdsNg00Ojg4sDAhhn742mSzWXu+2CsA8UKhkIFwpGrRYxLahBeXx+Mxk+p4PG5DeZLYrq5uk6hQ85AsS28ei8VUrVZVKBQsIQvz7tnZWWWzWZN8Yp2CVyVm/7Acb25uk3RRxxAMQ3gICV2ofxgmkNZ4dXVl3p94v9F/onTI5/P2HI2NjWl19XY2g4k4rHgCorBZGBkZUTgctjMX/zLkZKyrarWqarVqTCEM01utliqVivXZEEG+7Po3BX6gAjpBHrxoYOxAX0OeQuGJrhCZFQ2oJPNjabVayuVyKhQK8nq9mp2dVSwWs0kGulQ2RKZINAkul8uYL2zaUN6gMrLJXl9fa2NjwwAUEic48KGoQeGjoEZyBvqMBhJ63uDgoDEi8DTideD6X6/Xja6G9AenchhRyA9GRkZ0//59jY2N6ZNPPtGLFy9MT4nJmMfj0d7enhkIXlxc3PE4QS7FhMTpa8NhCXCADAVKc61Ws2kGsZOhUEipVMpAKyYJUD0B3yQZqwpDXczs8AkioYjPgcNzeHjYij4mkDc3N4rFYpqcnDSWDhM6NkKeB6iZGENTqMIwQ//N84EPws7Ojv05Uj2SyaC7S7KCFYAKJglFGqAfgCLNJc89/0XGx+SMwg2JIK7x8XjcDjaMKJlAEGPZ09NjVFsO8VKpZLRy6JlQkHm9bLIkIkEJ7XZv00fOzs6UzWbldrs1PT2tZDIpSTYRGRkZUTQa1ezsrIEqsF/47HDX93g8SqVS1uz39/crnU5bWoskKxAwqD49PTXT4bm5OTN0d7vdZuAGey0YDOrw8NAKGZIHnEAZTTzFNpMTgCA+HxLvWPek51FYMCVigg3jb2FhwYCpQCCgiYkJzc3NaXNz06ZRDx8+NE+IeDxuE+vUp4ak29vb2tvbUzwe1+TkpCUqjo6OWooM64u0L94fh+HIyIhN6BcWFizFgfuN8Xjq0wQEpp6Yp5+cnGhnZ0dzc3NKfZou5nLdmrk+efJEq6urJh/5ssu5zgEc+/r6jHXGhTQK5g+sr2969fTcRoky0UE2+HlQxgk4kojiNJDmv8hl2VcAvGHmMS3+Jr5Bl5eXBtBzTuBZRmHofF8AyJ9/H1/2+8/Lv/gvqXu/DSbRt9dv96IJubm50erqqpaWltRoNOxzhyV7enpqNVFv722kbTab1Ycffqi33nrLhmV4ZHC+Xl9fGzuBMwOTWho5agoGgPgUkhjk8Xj0zjvvaGVlReFw2KbG6XTaWKrX19fKZrPq77+NG8fPEAmZ3+9XPp83ZjbDLuRQzpQnUn9isZiurq70+vVrWy/tdlvr6+smaybN6fXr1yYTgWFCvdbb22vhDwDtpE8iDQYoHxgY0O7urjHQh4eHlc/ntb6+bo0jBvtI1SuViiVxsRZrtZpSqZS63a55JJLahASdmGP8I2B3cT7s7e1JkqWKUZvjOUQ9gGk2jCsYFx6PR5OTkyqXy5ZqOTAwYIlSJBul02m5XC5Fo1EDNC4vLxUKhVStVjU4OKiFhQVjDSFXgwFRrVZ1cXGh3d1dM6ZmQOdyuazZqlarymazlqw0MTEhv99vMcmLi4vGiqeuGhi4TQl+/fq11tfXdXh4aMAZwNXMzIyKxaI1zawfGnV8CBOJhObm5pTNZnV1dRsuUSqVdHNzo7GxMTWbTT179swGAQQXDA0NKRQKqVgs6uXLlyZJBKhxSkdKpZKSyaQl5eKH8vTpU/PpIfF0ZGTEGDKSbDBdq9VsiIkUifS28/NzTU9P66OPPtL+/r4xPaiPCONYXFzUu+++a7VwIpHQ5OSkzs/PLYmO5K7FxUWVSiVjoDOccHqvYrvx+PFjFQoFG7xhrYBPJMlrmNLv7u6azIkadXx8XGNjY/YZo/xwyhIHBgaMLct7BpyVZKx2fCGbzaYajYZ8Pp8BdrD6j46ObGDNGTo3N6dYLKanT5+aV0skElGj0bCk1YmJCdVqNU1NTRloQU0q3YaYUCuiSjk/P7cQH7/fb+wt9gY+/3w+r2KxaKBMpVIxoIQhKENvBuGwfxjQN5tNzc3NyePx6Obmxs5/r9dr6hgADvrd/v5+TU9Pm10GA3rplgDCkBtgbWBgQDMzMwqFQvr4449tgIafrdvtNnYee4zL5bIelaRrenOY/ktLS8ZEzOVy6na78vl8pixJJpMWaJTNZnVycqLx8XEDZC8uLixNt1Ao2HPCAB4GKLJGSabMYNA9MjKi6elpZbNZe03s7aFQSD09Pco5Un9PT0+VTqct5KT7qSl8s9nU+Pi4UqmUSqXSV573ve+///5vtoL4iuuHP/zh+3/+539u9Fu0tXh2QLHlMKVxgq7JL3x1AGRANJlGUeTi4xEOh/W9731P3/3ud42uxUSq0+kY2i7JTKqQ/HCoUYwT4weCSqECXZJpw8nJidxut8W4Y0qM2zhAwOnpqXZ3d1UoFDQ0NKREImFaXSYQIJwTExMGChBTGQ6HLbng+vrapCV40eBXgy+FU+MK9bK/v9/AilarZaBVsVi0e0Czuby8rGQyabF80MoA42BWoJHmPrP4kU3kcjkdHh5qZGTEaKTIZ6rVqrm/O6U/LpdLrVZLpVJJmUxG2WzW4sWhiFO84k8Qj8dtksJniJaaCO5Go6FcLmcHRblc1uvXr7W5ualisWjeJ1ByLy8vjeINiAB1D0qo3+83uvLk5KSBNxwUJD+xmJGMMami0Ub643bfxr9iToaMptvtGgMFDTvpUERQHh4e2sE2Pj5u0xumgei2eSYpQCnioF5SPEFdBmDCvyEej2tmZsbSMKB44hNA0wy9lfuKnwy+KuFw2Fgyg4ODurm5sdcPI4ECGpYfutpyuWymgQCyLpdL+/v75oWA4TKGmHg2MYXFO4DpJGAnwB/+Ubw2DjUKZiIy8Z2gGYbeC4BHM8Xf4ZGFfAKpHZG3SLPwwuKwhh0UDAaN5YJEEoACz4Vms6nJyUkrIPr6+sxED2ozoHGz2bQ1QfHlcrnM88apZQfgkm5ZOd1uV8Vi8U7SSl9fn5rNpskIOJRh/mCc7gT2v+gigYfzA4bW5wEjzgmnt9mvIrX6sguasSRr7ti3vu7fAVDR4NEM4BXHn+NFBX0asBqmA3/u/LPz83MDkw4ODmyIwpAEsFSSFSRQl5EvwFr6sl94ZgF+8guvCqQ+NPB//dd/XXr//fd/+I1v9rfXb+X64Q9/+P5f/MVffOXXMHzo6+sz7zF8RWCpEcEciUTU19dnzWStVrMIc4piBgP1et3SnQCGQqGQKpWKdnd3rU7BJBW/OWSgAJqtVsuATerDoaEhM8Ofn583SSbeKC6Xyxh7ExMTJhllX9ze3jamEXIY2JfNZlPb29vGVBkYGLA9r1arWegH6xhjWWRy4XBYc3NzVr8xXEKeQlrayMiInYv9/f1maIpMqd1u2/2FjRQKhWz4iXwYNuXNzY3JURKJhFqtlgES1DwM2diP8vm8MVa4r9FoVC6XS2trazo4OFCj0TCm++zsrB48eKD33nvPmAakDtFIUj/C1ucZ8nq9Ojs7s0ELAykavsnJSfOvxEcGDxA8M6XbEAzqEAAIvh8eGdgKkGAG84VaB/B9eXnZTFNhrQNAYcTM18KiJAETXyjqlXw+b80hbBEay3w+r4GBAQMiMQDHuJWQl+PjY2t86ZXOzs5M+g+rGNNhQCC+B96JBHgwWOI8n56eVigUMi+q2dlZjY+PW50K0w9Gl8/nU7FY1Pb2tvb399VsNs2c1uv1WkovzOG9vT0DVJHswSKHidrb26u9vT0DJCORiPl/nZyc6P79+zbs5RxHLup2u43BQx2I/wu9BAbtJAnTr1Af1Ot1Y50wkIFxA/sewARlAmc3/R6sKWfqXG9vr1ZXV+2ZZo0lk0ljA078v+y9yW/j+Zn/96ZIbaQ2UuIqUqQkaqmSau3FS7fHBgbwGJjAwVwC5JTb5Jhj5hLAxuTw+wNyMoIgySXIaSbBLIdBjBl7etx7ValUWrlJJEVSFElJlERRC5lD9esx1b9ut2M3PEv6Cxju7qpSkd/v5/v5PM/7eS9+v1kgUHvt7e1ZnQLzhBr55ubGfEjZl/husJKp/91ut6ampkyJks/nFQqFFAqFTHJP6BHAkd/vN4YmYPnU1JSBQTA2WdNer9fSsAD92Kd3dnbMuqTZbCoejysWi5nnG1JRnjuyP4AaPD9dLpcWFhY0MjJiITrBYNAYSdQcS0tL8ng8ymQyBoLCVEImizIIVnsgEFC329XW1pZZQ7jdblMNSDJ5I8FD3F+sRAB2ODNhvmIBs7e3p/39ffOAGxoa0v7+vrLZrDG1wD4mJiYUi8Xs7GDgnc1mbYCM0gQv4UajoVKppIGBAfMLarfb+pu/+ZsvrcH+oIyfm5sblcvl13+xy3XHpJmbXK1WVS6XdXFxYZRe/DM4OKDCSzJz0qmpKdPosVkGAgGNjo7agnY6nQZUVCoVm5wwaaXxAkGE0kxDQ5MF64Jid3Jy0hImoCeiL6/ValZsh0IhM/mDKkiSTigU0pMnTzQ6OnonASwSiZgUhwMSU+Bms6mJiQmjFbJYQVRBy6GOEWN/eHiocrlsxnEPHz7U9va2dnZ29OrVK21vb8vn8+n+/fuGSMOGQJoCKABo0cvAQlOPWzwbNs8ewy7YAYB3NOVTU1PW5NNg4HkxNDRkkyIArMvLSwOaKCCR1JBmBBMD2QegF0UXmy8NORsbB0ixWNTNzY2tidHRUVUqFeXzeU1MTOjRo0d3dMm7u7sGNrXbbaP81et1O0h5XsgVmfCwHuv1us7Pz00PHo/Htbu7a+gxiDYJazTxmGVCqwWI5Fn1ItLX19dmUgigBCgCEImMqt1uq9VqmaEf1H2KIeRq9XrdaJUAAACAsFyur6/1/vvvK51Oa25uzop9gFIo4Ol0Wj6fz6QIaIeRzEH5h+qPNh3DTe41CSMAAQAtgEg0zRRmzWbTqPtnZ2fGHtnc3LQ4VNY9YCeF9dDQkE10idyk0MIjiY0dujMH2NjYmA4ODlSpVEw+eXZ2plqtpgcPHmh6elqlUknZbNaANtKuksmkBgcHtba2ZuyhQqFgSSwjIyMWWf+tb33LDlk8K7rdrpaXl5XNZg1QQTrLu8l9pWmanp42k3xAt06no1gspna7bYksi4uLdyJVDw4ONDExYdM9l8ulSqWi3d1dzc/P6/Ly0va2L7p66eakTnyRh04v8weW1+/D/JFkvgLs05g+f9WFT8bFxYWBpxTBgFa9BqW9mvpelo30awYOxSisLQAegDBAHUAlGAtfpw8P2nMYRjCdvrn+7V+kosBIwdcHgIWGkedKnYVUa2hoyADqjz76yGob9pNisajp6WnzH0MOzSSapg+QHhlNq9Uy+v/4+Lju3bun29tbra+vG72eWqGXPYA/w9DQkEXa+v1+nZ6eKpPJWDOL1xznB/4mlUrFCnl86j799FOl02l973vfMxN7zFGHh4cN9OaMw3+EaThANkU5vmOpVErz8/P61re+ZUk2c3NzcrlcNuCiQabWwetmZmbG2LLIj6h7YKlWKhXz+tna2lKtVjND6b29PZvuY4jt9/ttKIrs7OTk5E58PPue0+nU4uKinUmYz8LOqVQq1kTRuMC8gSU9OjqqpaUl855ZWFgwtnkymVQymVQkEtHV1ZUePHhgMdnValWDg4MqFAra39+Xx+PR0tKSut2uRkdHlUgktL+/b/4dsIsxBqe3ICobT8SzszO999575l/YK/9bXFw0Zg8+lkjp+HlINWBZ9jJJGH5xhlKbA9hRj+It0mg0LHVpaGhIyWTSvD2CwaCCwaAx9XtNfgED2+22Pv30U2N98P0AtFgzpN8tLi5qaGjImudwOKxcLqft7e07ZwbA6fT0tLa2tqy/YijCecQZe319bR6e3W5X9Xpd8/Pz9v1ZDzTHiURCtVrtznCCdw3TZVL6IpGIvF7vHbkgNhMwy6PRqElEef6bm5saGBgwWw8MtZGq0cCn02n19fVpZWXF6sL9/X0DifAtY8+k4cY8mPccoLLXu49+6tmzZ+bjBEBOzZlMJjUwMGBG5VtbW8pkMsbqCYVC9lwxN4axPjo6arUOfpd4jN7e3hp7nuSvra0tlctlraysGHDKe8BzRCUjvQZDqKc5I4aHh1UsFq2+ARwFIFldXTUlQbfbVTqdVjgcNpN9SAqSLFmw3W4bEEjIAANhwGFsUniPGCzirSRJCwsLxo5E+ujz+SxN8v79+2bMDqjjcDgMmMlkMqaoOD09NdLF1taWcrmc7buRSMR6s2w2a/YxDP1ub2/N8w2FA/cRaR71/osXL0xlA4kEgI2fE4vFzAeov79fKysrVu/+pusPCvygkUWu9Pmr92UiEYhmsVfze319bW72NJj4SeDPE4lEbKKMvhfqLr4dvIAYmVYqFTkcDkPlkGYw0WdqLcm0wV6v1zw6ePGIX2ZCC9pNsd0b/9hoNGwBZrNZ2zRpzvEaIr2K6RtFFC85TCAiCTH2pAGUXjeZ1WrV3O5jsZgZ1o6Njenx48caGBjQ3t6eGo2GMpmMLVieB6Bbb5w739vhcFiUJuaHREjW63VlMhlVKpU7Jo87Ozvy+/12D3rZJ2gvYV1RSGF+22w2reABHAM8weCOw5Z7z9SS2EbWRywWMzrr7Oys3njjDUPGW62WdnZ2jBrLVAeAptVq6eXLl7YZcNBRHJAShxEhDArorGxmxLUjm2N6X61Wtb29bXJDl8tlQAiUZ9YpINX5+bmZj1OgACARfc1Up9lsGiuFdwI6KCl6HNrZbNaMxmj0mA4eHBwYy6rRaFiKCwcvmzqSQJLl5ubmVKvVbK0D8EgyuRpFZa1W08TEhE0hJdmzuLi4MGd7pGutVkvpdFqtVks+n8+Kb9YOrAqMoSuVil69emUHEcZ9FEO92nZYdE6n0w439hXAHQ5ZwGSPx2NNT69EjAnW5eWlxsbGlMvl7F0aHx9XuVzWz3/+c6OJt1otpVIphcNheb1eO5jC4bCtO6bspVLJvKxIgXG5XFpcXDRdOHsqPkDFYtEAsnK5bLIkJkLX19fK5XIGynNoQYHFhPH6+toasEePHpnWH4YnUsZYLCa3261yuaxUKmXmsRRlXwRUTE5OWlHTa6D/eQYOFPWjoyPT+P8+nj+SrGgF/EGX/kUXcmZkfjACeun1vZ+1N7nrqy4AbvZ+wDLeGcxc2Sc+f8EK4n+9Xj29/849BRiWZJM5BjTsFQw1vrn+bV/UY6TdwBJh+MYk9urqyhKVes30aWxh+xwcHEiSZmZm5HQ6de/ePZuEl8tlZTIZNZtNzczMKOx+aWMAACAASURBVJFImDExEnh+fqVSMbNn0lkwmX/48KFyuZy2trZ0dnZ2J5Tg8ePHdh7BzGGgxRSW87FSqRiDk8QjznHe1RcvXphEnSktwy5YqzCfhoeHbbAFKw4GOiwUGvReKffi4qL57MCOWFpaspj48fFxjY+PK5PJmNkwUnPuVV9fnzHKO52OMpmMJicntbS0pE6no42NDRtq7e3tmTQnHo/b9+Dz7e/vGyMYGRgeHW632xjrSLwAvGgMl5eXTXaWyWQ0MjJi4J0k85a5urrS48ePbf+hAVtbW9PNzY1++MMf6vDw0FjhRJMfHx/bOQlTiVoG5gI1PkxFmimY5zCb2TsHBwcViUTsuePDBEjEQGZ2dtYAdqfTeYfdDsNyeHhYu7u75r9BExkKhVQqleT3+40VQlz67OyscrmcAfSSbI0xgMF7hpAEt9ttCT7UoQSBhMNhra+v22Adfz7pdb+CVOv58+eq1WrGrMKfCZ9Lp9OpN954Q/F4XI1GQ2dnZ1bfHR8fa25uTm63W8Vi8Y4NAuAMgNL5+bkBaZ1OR6lUSpKM4Yax9+3trfr7+1UoFFQuly3NjPoUkKpXbri5uXkHIJ6bm7sTIMN5hJcovRceYICsfr9fxWLR4u37+voMGAQYhgFdrVZtkIfv1M3N69Tiubk521+pL0myxQ8VX1BJtn8sLi7q/v37Ghwc1JMnT/RXf/VX2t7e1vz8vPlSwgTE7wg1wc7OjnlXJZNJZTIZ6xsgN0i/lqFPTk6a+gMWEXJwFCOtVsv6RDxWYZgQSnR5eWlAGclke3t7BiZjTs1gFoCIvQjGfavVsroNqSb1FSwzVDz0m+fn50okEuarBAD3q1/9StVq1fzP2ItnZmY0MDCgX/ziF9Y/oWoYGxvT0tKSMcPAA/Am4+/G3iUWiykWiymdTmtra0vn5+emwHE4XgckbG5uqlKp2LNCVcDgH3+tcDisyclJBYNBG9Y1m00Vi0VbdzAvBwcHzc8oHo8rEAiYsojP32w2lUgk7Cz+susPCvzASPiiq9vt2gdnap5IJIzSjkwInSe0ThYTC2pwcNBMnvC26Z2EQqkFnYYdAcVwdnbWXubLy0tzmkdjDmMImjy0MaiZbEA0d7jmg5yy0dTrdQNUaPShMCPPII6697sgrYC9lM1mVSgUFA6HNTs7ay8AnizI1kCaA4GA3n77bYsH5WB1Ol9HNC8sLKhcLptUBYbJ/Py8IewkqPFSMVFgygOSzkYFZXpwcFDhcNgos3yXs7Mzo0YC4oC6M1GjCabZhn0zPDxshzrX4OCg/H7/nd+LxIZCFQNEZD8Ym7lcLi0vL5tfgPTaNO7x48fK5/M24QG8gvZ5cHCgjz/+2BhE9+7dsxQtp9OpTCYjl8tla7NWq2lnZ8fYFngfEBfe6XR0eHioVCplkbVs0PglUNz29/cbGk4CRywW08jIiMrlsqrVqnw+nxYWFmw6wwSCAwmwBAo7E7F8Pm/AIusX82GeyezsrJLJpG2MmEICODx69MgahnQ6rVqtpv7+fj148MBS5hKfRYsyJQZQmJiY0NHRkdbX1/Xpp5+aDAsgEuAAZg++E/hJMWWZnZ1VJBIxGSmHe19fn7xer/2coaEhZTIZra+vy+l0Kh6PG5NIkk0sSDhjL6Bw7u/vVzQataYY5hDpeRyqvAOAYTTXFKHEAZ+cnMjj8VgBsLu7a/4ENzc3Wl9fVzQaVX9/v+mkZ2dnjYJLfCuSAjTRGIFPT08bXRSZI2AWB5/L5bJERJhn4XBYmUxGW1tb9i5S/A4ODt4BfzCAXl9f15tvvqloNKpcLmdgJGbNmCYTt8v9AQyjKObCwwH6LQysLwIeAH9g/vy+aV/sf0wcPw/+wIK7uLiwiW8v8+b3vShAoffTIPYOST5/AVjDJuL/e/8ZpmUvu+iLLkB4GGyDg4MGAH5z/fu4ej0QaCp5f9nD8a6DgQwrdGBgwPx7YP9ubW3p8PDQpt2A/XgQ0OTlcjkz4MRbDN+NUCikq6srk5sghS4UCpqenjYDZ+o5Bgywbb1erxmOwiDFbwSmxc7OjiV6zc3NaWxsTNls1prWVCqlfD5voPPbb78tSdrd3TVz076+PjMunpycVCgUsiEUgNDKyora7bY++OADkxHg3QDzguGPJAOxUqmUyZAymYyZp9Jwn5+fW6QxDSQm/UhoGWKwH5FaBDgcCoU0Pj6u7e1tlctl+xyALQwdkQwReDE0NGSScupiWJ8klcbjca2tralUKpk3R+8wiSYS5tDy8rIuLi5UKpVsmMB6I36Zv3twcNAi4ZEAUn9jtgwLNB6PmyfH06dPzReDzw8TyeVy2UADtnw2m7XPsLy8bBN92ESTk5Pa39/XxcWFlpaWTFbFoBWZ49jYmEmdsF7AvwjPFPqTUChkNg2sWzxDjo+PNTk5KY/HY+lxgEsej0exWEzdblfr6+v667/+a2MG4OU0MDBgEkuPx2MsAlLAqNs9Ho8+/fRT1et1q68J3OFe4QHUK9miz1heXrYY+UQiofn5+TvSZOoP1iWN6+zsrKkdev0teea8e3j6HB0d6f3337cQjmg0qm9961smMWNwjkKi92czwN7Y2DCAi34EJQFR8ZIslIJBPYOy2dlZ86A6OztTuVxWKBTS9PS0qtWq1cLEd8Ok4z2npy0Wi6pWq2aYTp+5trZmw0IG2TB2AE4YAKdSKWPasO56JeDUbFiDwDIHvEF2iDri9vZ1ulehUDA1BINgwlVgBlFnw15ByoYNA3U1Sd3YGeAjBLhKquDV1ZUNtVnfuc8SkLvdroEgku74n5Jyhz3G9va2ra/T01PbF5CuAfhhhtzpdJRMJo1tc3R0pEgkov39fW1tbWlpaUmLi4u6ubmxv6vZbFrd2m63TQ2xsbGhs7MzVatV5XI5Y7wyZLm9vVUgEDDPJ+5TLpczln0wGDSQkXONiHf2UmSbvUnVDodDlUrlN579/2ZSvZClUIDSvNHgHR8fG6oIIs3ih9kRCAR07949uVwu7e3tmWfI55lGvSbCvIxQ1nqnrRgnu1wuA0r4nMTYYWR3dXVl1GXABppCwCIM92gIKUak15sLL9jp6amZ/sLOgGni8XjU19dnE/4nT56YUzwx7EztMACm2QD04u/gHoJwTk5Oyu/3a3h42Gi1hUJBmUxGu7u7qtfrikajGh8fNxAOk2RopEib5ufnNTw8rK2tLaO8zczM2EaMCSQbL8AdhScyHIzCKMg4iDhM2ZzxymAKgi6z3W6bESXAw9nZmeLxuBkSwsqg6SEKEU+T3ik4gAJ6ZgAnvIJqtZoCgYCur6+VyWSMQjo0NKS5uTmbSjkcDnm9XpVKJXk8Hs3Nzd1xmGeCEA6HrakDRDo6OtLh4aEdjL2MJ1gPAwMDKhaLWl9f1/X1tZ48eWJ+Mxh2U0z1+rc4nU4zEAalBviBNg3oSHQsIBWmfo1GQw8ePNDTp0+Vy+WMngozJ5FIaGpqSmdnZyqVSnr27Jn6+/t17949S0ygIZFk8iymF5igU/RSRACuoHHH2BsAhzQyii6KIQ6t29tbjY+PG32edQndGYoqz5LpAxsxf/fJyYkCgYCWlpbMr4spB++z9GuTXNh5JKCxNm5vb/Xy5UszhPR4PJqZmfnPjOsqlYq8Xq+63a7FqUNJlV5HmHJwI6EqFApW4OETcX5+bntNIpHQ4uKi0VhhBtBwkDx4enqq58+fWwPAvsf7UC6XrShtNBp6/vy5Hj16pNnZWaXTaR0dHWlmZsZYhsPDw5qdnbVGUXrdzB0fH5u8oxfkBUzNZDJmuInU4/MXTEUijvHO+n0uUhXq9boODw/v0LolmcTjt/EC+m0vPKSur6/tfOFc+E0Xa/i3+c6sS4ChXrlZr3xhbGzMADAGJt9c/76u0dFRo+pPTExYoMLs7KzefPNNnZ6ean9/X6enp8bggFF4fX2tcrksl8tlkl2Px6NoNGpDt1QqZdLVubk58w+8uroyjyD8YPAFW1lZ0YMHD0zCTfOKHBfjZupBJA7Pnj0zY/Xp6WmbFodCIQMrAa/xBoGdiYEuk+dGo6HNzU2NjY2ZuTCNJYU5EmVJxgpH8v/LX/7S2JGDg4OamZmxBBcMnaXXe8jIyIiZ8TYaDfOygNKPKT/NGKwbTPjZW2iOYK9QzzA4ZDDIoAETbT7jo0eP1Ol0bLgH64SIaSb3yBcYuODtwblKCAdNVrFYtHqaFF6eJYyn8/NzC64A4OJ5pdNpRSIRY9dWKhWl02l7vrAZBwYGzAB6f3/f/DBjsZgKhYINuDCaplZGel8oFFStVlUqlcwmIJVKGajOGUWISKfzOgGRIRpsAsIp2u22/umf/kmbm5taWVlRs9m0RCnsF3rlLOznnU5HH3/8sfnyIOmnRiSRCDk7gwVkdniFSrJzkYEVUnwkaXt7eyoUCvrhD3+oe/fuqVAomLcVw1OkgAzSJiYmbG1dX19rZWXF+hsGg++++64ePnyoFy9eqFQq6fb2dcANgxykR0+fPtXt7euEJNYWrFVCMfB05B3h5/QO2p49e2b9HhYGi4uLeuedd5TJZPThhx/q6OjoDljBeiXdiloNOdDNzY02NzeNeU6Ny1nn8XhULpftf70+YjB6FxYWTI7d6zE7MjKiaDSq7e1tffDBB+YRhDcQHl3YnGAq/tFHH2lubk71el3S6x4RMAyfSdg24XDY/KkArPEZwwP37OzMABZ6RMApfDPv3bunvb09vXr16k4wRe87Sn+KxxPDL2rfq6srAztHR0dtr/R6vQoEAmaVsLi4aN8DSS73FANpp9Np5tawLdPptAYHB81Wgz7q7OxMhUJBw8PDevr0qflOYm+B3QLsQJJgYXkCyhD5Xq/XLbRnZGREiUTijmE3sldYZEh92W8WFhaMxQarNpfL3QHBIA1cXl7K6/XaYIM9TZLZ3RSLRQ0MDGh0dNR8kEnB/rLrKytAh8Pxv0j6LyQddrvd1c/+m0/S/ykpISkn6b/qdruNr/pZX3VRvBKthjTJ7XYbonx5ealAIGBmZgcHB6rVakare//9902SMDMzc8fIjIfCAoNNQ7Rzo9HQ3t6esYqQIwQCAYVCIUNHDw8PzVyrVqtpYGBAoVDIWEBI1KBrNhoNAxNOTk6M7s/CZOrE5o1RGQhrbxPh9XoN+cXEj9SsUqlkLxagBxrBSCSiubk5Mx1kCgeIxoFIwzQ/P29a5qdPn2pra8tMqCkKQZ/RoN7c3Gh3d1cnJyfGSgCMCQaDRs8NhUJ3wAp8OJBtjIyMmI8OMi2mOZeXl9rY2DDE2OFwmDs/EiR0r5jOVatVexHGxsaUTCYtkYuXH+kFgA/FLeAYRnEAWPV6XWtra2b0iCfBt771LXk8Hm1sbJjx3tTUlK1FZF1MgDCphT7cbrdNOuV0Ou1zwoBCu9npdFQoFBQKhST9mn01Pj5uh8z+/r6h7a9evdLGxsYdM7xwOGwHLN+z1+uBww2A4/j42PyyMN1MJpMWR4qnSLVa1cuXLzUzM6OhoSFls1lLUcBYGJM+psP5fF5///d/r9XVVYvsBlQaGBgw1lC1WlWhUDDvAWIykWtNTEwYTZV17vF4VK/X9cknn6ivr0+xWMxkQuiF2+226vW6+R4Eg0GTsMCqCIfDWllZMWNOKJuARoCsTMUajYYCgYBJDGD5UOjDTsJviOYG02poyUgfEp9FoQcCATkcDgMqWZus56OjI01PT8vpdFqaQbf7OtWF+05CFYUGZtI8+263qwcPHmhmZsbSwnw+n5rNpgHnY2Njmp6etlQZh8Nh6V00kTQGALLIJpPJpObm5pROp1UoFDQzM2Omm0zRTk9P7Tni+wW4wkRJkplb7u3t2TQJsPfzF+BPrVazRLTfB/yhiJNkyWZTU1PGKv19gaXe6+Liwqa9+G9xbnzdF9PI3ouGjAEI37P3WXxz/fu7OKeIxYaxMjQ0ZOAtU/SLiwuTt7PXEBgRi8U0PT2t3d1d5XI5O9MAHObn5zU7O6tMJmOMaIZuyHSRqadSKfX1vU47XFxc1Orqqp49e6ZOp6Mf/OAHmpubU6VSuSPnQQqAlBSperfbtSaY87VarVqjfn19re3tbTtbMbtvNpuSZI3Kj3/8Y0nSv/zLv1jTD8iB39/4+LgWFhY0Ozurer1u6VA0UpIUjUYNrPjHf/xHhcNhY5Uy3c/lcsYKwgiY2lF6ve/Mz88biN3tds0XCJbu9PS0saZIr0JqBLMc0KxXFj81NaX9/X2LIV9ZWbHakz3O7XZraWnJJPCwp6+vr7WxsaFms6lYLGaDKnwvYdbzPAhxAIRicAiTBBYnTIpisaiDgwMdHx+r1WpZU4TUjLQ11i7MgWfPnhkzHiZ/LBbTgwcPVKlUtL6+rpcvX1ot5PV69eabb9rAwuPx6NWrV2o2m1paWrKBT690Cmk9/k6YcvfKYtxut9UEyLiIYmd4RBAG5zSm0JiZw34FPMEfBxYwTePLly/V6XQMxKLeAETi83o8Hhvc7e3tmZ9TpVJRJBJRtVo1Ru79+/c1NzenaDRq8k1AKEna2dkxRpfX6zWJHFJF6fU5wtBektXZMGKpIfr6+tRoNHRzc6P79+8rk8nY75dkNROMllKppLW1NTt7GZb+6le/spq3VCrZ8FaSDb2pW5FtYmqNXBI/mqWlJQMEGPARb+73+w3MQ0YEg35pacl8IXuZ3YuLi+p2u/rwww/VaDQUiUSMdfPw4UNTbeCFA2BeKpU0NDSkzc1NjYyMWFiH0/k6LblUKmlpackUBefn55ZuDSAD4ANjjd4Ybze+A6yzTqdjZs30NYD8hNvArsF7ij/HIJphJMyjTqdjLHNM5WEmdrtd5T4L3ZmdnVU0GtU//MM/mD8iBscDAwMmoSW5kPRJ+lmSGvf29u4MEaPRqO371WpVW1tb9vupa4eHh/Xw4UMlk0kLQXK5XDYsp69FSguoOD4+rnw+b31fu922gSmMeIAe1Ev0g/39/Wb/gQR3YWHB6n2k0efn58a6x//22bNnhhl82fXbVKX/q6T/SdL/3vPf/kLS/9Ptdv+Tw+H4i8/+/b//LX6WfVkOzM8XjExrMBfEd4Ri3ufzqVwu6/333zeHa7wk8P2RdAfswY+EpoUJDWwXmix06mi6iVFmAiDJWEe3t69TjN5++22jaLZaLVvA0KExXgYNln698b377rtGq3M4HNrb29PU1JShjZgPs4gwmgYxj8ViNhGjAdnd3TWjK0lGe4ONANVxb2/PEHZogL0SBORSTJa+/e1vK/FZTHOlUtHGxob97GQyaZOqX/ziF0qn03rx4oUGBwe1uLioWCxmBwOTQiaHkmxzJ4IR5LNarVoTSlON+RYItdPpvINY8wKGQiErQjB+xPwR3xtSGaADIqmDuSTJUjIA27gnx8fH2tjYMJ8pGEdEsBIxDXsNw0i+cy9QI71GcjGfjkQiGh8fv2P2XC6X7T4AZmAyR8wqdG0YWENDQ3r06JGBavy9TOdKpZI11CSfcFFoIPnDBykcDluhCcjIJBRjTd6hjY0NO8xZt+FwWKFQSJOTkyYVe/TokTKZjKrVqj799FMtLCyYVh3jTLfbbRR26LbHx8d2iPX399sBADWcCRlgw9XVlaWbAAoBWLDv9EqHpNcsokQiYfeN9YA0bHp6WtPT07bHALQhdQOYBpxFTsOzGBwcNL8Mfna9XlepVDIQAb3x6Oio7t27Z7R+mgWHw3GHqUbBy3SdaejBwYE1IKxvqMStVsvYb9D68/m84vG4FhYWLKIW420KWTTKTC5o8mDqsSYxdMdrrVAoaG5uTolEwiKbeXehhmMoiyErVHe+U+/B7vV6/zMqMc3p5y/Az17mzxeBRF920SjB7GHCBcWde/p1GSjf3NxYugcMJxihf6ird7JPMQko/c317/8iXhagFYY0Emg8TwC8Nzc3TSISiURULpe1tbUln89nUpLb21tjVY+Pj5tPCKxDn89nvgrj4+N6/PixDfD29vaUSqVMsgSowzuNFxYeHOfn53YO4ftSqVTsrICpySCNfXp9fd2Gfewno6OjZnaLt93CwoLcbrcBWi6Xy+pEmC5jY2NWZzEBBoCh2SQRhz+D94jT6bQggGazqZGREYs33tvbM79JEh87nY4BOOfn58YsBGRgus7Q0ev1GiOTZqNSqVjDDaMCjz1JBkRRwzx69Ehzc3NqNpt2PlH3MuRjmENtAwOMRubFixdmsg87o7+/38Cv09NT7ezs2PMmlpqzH9Yuxr+sSVLnYCexpmEn4p1xdXVlMt9ut2vPaWBgQJVKRaOjoxobG1MwGDRPH6b3yOI4/4aGhuxsi8ViVvcPDw+rWq0ao4I6EN+bZrNpIBOgF7Ix7jeME54zTAEY45LMt7C3qY5EIpqenjb7BIaIh4eHkmS+WdSUkqxOh/lHX3R+fq7BwUHrNUqlktbX1zUzM2OqhtnZWZOg0FOwxn75y1+q2+0qEAhocXFRn376qfmtuFwu5XI5nZ+f6/nz52bWDHjYu+/wbqyurur09NTUGl6vV1dXV/rwww/NVwnwE8CJQX00GjUJPfYUyMQYKqO4oJ5i6EdNjTcOe87m5qbq9br5TUYiEQUCAR0fHyudThubnyE87z5qkZOTExUKBSUSCT179kynp6daWlqyz00IBuDLd7/7Xb3//vu6vLy0Hgb/NJjb9BO1Wk17e3u6urqy5DDM7WGvsb6IrYcVw70HmAPAyGazGhsbU6VSsc8QiUQMfET2yxpAAki/hGk1A/necwcVw+TkpAGGJJai6sCYGdZbLBbT0NCQCoWCMXbYR9xut9mN9CYZM1y9vr620CNYc5lMxmqbdrtt/RVAKumCDMj5LCT58h3BJbi3kkyeigIEP1P6TzzdUA9Fo1FNTk7qwYMHymazSqVSZk4N+M+wodVq3VFgnJ6eWn3/ZddXAj/dbvcXDocj8bn//F9K+sFn//y/SfpH/ZbADwcSFw0b/w/l0+PxqFQqWRPHlDeXy5mPSiQS0dTUlHw+3x3ZjCR7aZkugKz39/erVCrp8PBQw8PDJuViGt/X12cNLAUImy96ZcAgl8tlTAkQSOLXGo2GeWQwZYpEIup2uzo+PjYtNvcDY9Z2u62PP/5YgUDApFG8GEwE0BRKr82hTk5OTEeO3pHFTiOG98LZ2Zk2NjZ0enpqzTUTsImJiTuJLLi6U1gQh3hwcKBUKqV0Om1UOMykAoGAotGoNf+9Tu804hRioLuknyEJIsoRh/zDw0Obfrjdbn3/+983Q0Y8gtgoSbGi4JmcnLT4wFKpZNNNpCi8dDwL1gcyMhrqTqdjUxoKhXg8bt+PQwQaIpKZwcFBZbNZMx3EVwAUvrfwIR0nlUqZXxPPDOkLU1IK3JOTE0kyOQmHJhOI5eVlKwgBHn0+n/3Mm5sbm9hjNnx1dWVmw91u1yJL3W63tra2zBcK6i/gC88JOR8HliT770in8DmCoYMJIX5HPp9P+Xze0gtg5aDXRnoGaIg5JPGdmDdywaSTZBu2z+fT0tKSzs/PbZoUCoVMwslUxuv12s/b3t7W1taWBgYGFI1GLfEOaRVTzeHhYX3/+983fwoKdHTUfHbWDawgJutMUOPxuB4/fqwPP/xQuVxOTqdTjx8/vjOVZzri8/nMcLVcLsvv9yuZTNpzn5mZscMf8Cufz+vq6korKyt3nj0F1uDgoPluFAoFO1xhqeHLMTExYX4QyWTSGAQ0ZH19fbZnDgwMmB9VIpFQNBq1dCH2HUxae71FKpWKUeEx8sf8mvMAqSQT0y/znPki8OfzQM3n/XAoZFjT7CUYtnO+9bKJfh/wB78QaPJTU1PG5PpDXdD3aZp6DZy/LmDrm+tf/6LJxzcGWVSz2bRERPZ31oPL5VKr1dLu7q6BCa1Wy6K7oacTsyzJZLLsxbBh8UIBVI9Go1pfX1c2mzWmKeyDly9fKp/PG0uEZoOB0uTkpLE6Go2GDQ2YQgPWwPYZGBjQ8vKyotGo8vm8bm5ex5S7XC59+umnurq60tramj7++GMD+2dnZ+0c3draUrfbNXkbAAIBDfg4cJ7C3uX8BNQfHx+3cwDfEJJM8eahZhkfHzd5MIMUwCySgPj+4+PjWl1d1f7+voHisGQwhM1ms/bd2Tt7JaoMhwhH4O+emJgwLyDCHkiowYC41WopHo/r9PRUu7u7xnpdXFzU/Py8nj9/rkKhYPUgoDkx56lUytjvMJxnZ2fNb7BYLMrr9Wp/f98GcT6fT/F43Ni31MUEiJCMBWsd5hpy6HA4rLW1NZN/b29vm4cJXlXUVLBb6F9QDrjdbi0vL0uSWTzQayC3n5yctCF1X1+fgsGgJNmvM9jh7/P5fNrY2LCBFd4fjUZDY2NjZvqaTqcVDAaVSCRs4Ivv5/j4uI6OjnR1daVMJmMDMWpH2GGYrUejUWM1kV66tbVlfc/g4KB8Pp/1FNhpHB8fa21tzYZVDIR4xqFQSIVCwYzlJSkSiUiSsaUAh1++fKm5uTkNDw8rFApZj9bpdLS9vW0AD1KjYrEop9NpyXCnp6dm/zE6Omo1CYl0JN7BYI/H45aQSp2ezWZ1dnZmaaujo6M2GEVSBXhKL4Cn4Nrami4uLuTz+ew+n5ycaH9/31h2WJTgbYqcECAbsILnSVoiCXYwXmAc8XcAvHc6HbMJQM5KnQ+ogSyQAXVfX58xA5HVwSw7ODhQu922dx2GcLPZNEYkbB6kbYFAQMFgUFNTUybTdblc2t3dVbFYlM/nM/NtlBgjIyPKfWYIT219dnZmMrzj42NLc8NfkoHhyMiIhZ3QD3B/UewQosNnw/D+9vbWAMJarWZKFrxgO52OZmZmzJcI5ufk5KTefPNNe+cB36rVql68eCHpdQ9y//59k0rD5AIoHhwcNIPqSqWiUqlkezmBOfTX7777rlZXV1WpVEwxw9Dgy67flYce7Ha7JUnqdrslh8MR+LLf6HA4/lzSn0sy6QeNyIaPiAAAIABJREFUBMZTNNOSDGlkIoA+zuFwKJ/PW6xfJBIxFB+zO+l1SgIU5HQ6rVwuJ6/Xq8XFRfX19Zm8aXJy0qRYTDvQ4Q0PD9ukh8YY1gr0TlKgkLkQoYjukGkEniK91CuaHbSSpNIQsVir1dRqtYzuyySk2WyaSTHmnltbW6pWqxbfJ8k8Ltxut6anp01LCIURl/HFxUUNDAxYshSUVrSUeDjw4hM7hyk0hlzET8NQWFpa0p/8yZ8Y8o25sPQatSXVAtQTPX65XNb29rYqlYrm5+eN6om+HV8LdPLDw8Mmfeg1/gahx8CX5BBkQcViUcVi0dZi74QLmu5na9vYXW632wAhDGS5DyQ3sEnOzMwYXbLdbluxdnt7q+3tbeVyOUWjUfMIIJ2CdULzPzExYQaqoVDIjHDZxPx+vznxs0nW63U1Gg0r6Pr6+kya4fP5VKvVzOCMSZ8kkzr26kzHx8c1Oztr+mEOkZmZGaOWIitDk0/DQMz16Oio0StB85HrNZtN046/+eabprtvtVoWo0gsKl5cvQwOpjsUHxS2sMCYpqGlRs4H4+/q6kqbm5sGNE1OTurs7MzSMa6urnR5eWmpAcQa45nD5DMYDCoSiRhoBEsJo8sHDx6oWq0aTRaGSH9/v92zXrndvXv3NDMzY4lJgJ0ul0vZbFYnJyeanJw0sLLXJB6vFdLJJGl6etq8g5LJpPb29ixxhp/58uVLLSws2P2HGbS+vn5HK14sFo0Kj/E6oLHb7bakvmQyadRmDCUnJyeVy+UsGQJGXzwetz0IHwIamIWFBTNVp4g/Pj42A0EM9AANiZGngBkYGPjSlCxYQYQF4M9DYfVFF2ASxdgX/TqeP1+V9vWbrrOzM5vmYBDJ5OsPdfFun56eWhJZL8vqm+s/1uV0Om1qTwJkKBTS0dGRTVt3d3ftDBwaGrLzI5lMyuv1am9vT+l0+g7g6/F4LAoYNiVSC8AjZBEkgtZqNTMqxz/I5/Mpm80qm82aZwmMM/aiXC5nEgBkiaOjo4pEInrrrbd0dnZmcnAYn8lkUo8fP7Ya6/j4WLu7u9rd3TVGK4EO0WhU77zzjjqdjrLZrE2Jh4eHbUpL6s2rV69sD2AASbIgwwQYg7BbMIMHGGOPx6cIIJpG9ujoyCa9DD4xQEXCG41GjXkRDoclyVgz+BzCCub7ktrqcDh0fHxskeuksiEZo9aE+UpS09bWlhwOh7HXm82mdnd3DYSDhUIIBTVvPB6Xw+EwmTUy5ZOTE2PQMgjm93J2Us/AlIb5gTQDSRVyaoazGxsbZqgKCNRut41RzPNlgJxMJg1sxPuDQQp1Qm9oBH0DbFZqDOR5Xq9Xb731lkl4qfMAd4aHh431D1AJkEO/waB4ZGTEPgvNOEbEsLF3d3ftvKS252ynP0IZgYwS3y+GoYTqlMtlOZ1OC+RgcB6LxewMXFtbMxYTRvBut1uLi4t2vrjdbq2trWl7e9vOHXoY+h0YhjDseQ+Q3fQy+ajFa7WaqQdI9nvjjTfM55C9A/+mUqlkwIfX6zWAB1k/A52xsTFLHqWua7VaZlNA/4RMnfXv9/uNqej1elWr1XR+fm5MnVKpZB4zo6OjxvCCOTQ9Pa3r62ul02ldXFzo4cOHmp2dtT2N9YCCAVbf9fW1gsGgFhYWFIlE1Gw2bS3mPgv/uLm5UTabVTAYtOHg5OSkscEBHVBXlEolpVIpdbtdPX78WO122wav2WzWzJ37+/uVSCQUj8clyfxoYGGm02kb7GOuTH8J248aDUYaHkOtVssY94BBDJhJVhwYGLB3lV5icnJSW1tbNgCYm5tTMplUoVCw3gEZWyAQ0PPnz/XP//zPJoeGhBEIBDQ2Niafz6dnz55ZH/f8+XOT6TGURm7XbDatL8L3is/u9/stlIezkvvk8Xh07949jY+P29ASk/DennZ8fFyBwJdCMq/Xx9dWNXzJ1e12fybpZ5L05ptvdqVfR9ZSQLKxdzodO5j29vZMBwhyRpJEMBi0Ax9zNyIpezcs5D57e3vK5XIKBAImpULOgPkrBqc8LNBgpFqVSsWQ6f7+ftPHttttS4HA3BA2CjGH6DaZijgcDnOo59dhfKBNxHDq6upKnU7HzAgvLi60sbGh4+NjMz+dn583E0H+DswO8RAaGhrSz3/+c52cnOjx48dKJpN2r5g00bAzJePQRu9ZqVSMfsdzKJfLxl4grYiDFgNeZFzoL29vb03CxYQBU7F2u63NzU29evXKkEvuDTRvACLQX8wZMRxFdw3yTNGD+S8bPi/p6emppqenjR0wODhohpKJRMLQc3TVV1dXSqVSJl8BVCCtgKhwjCCl15PNkZER9ff36/T01JgBDofDGl3SBjB3hHKeTCaNEohcJxAI6NmzZ9awwnZBDoS5NjHOsEj6+/tNDgQQw7QUE3AYeMPDw7YmKYxWV1cVjUbvvONo/9PptNrttr797W+bYRk0YjTRv/rVr+R2u3VwcGBTTgoqgDYM1wCFAGDwJWANMcU7OTnR8+fPTWLDho+cD98tphysOejzAK4kiYHg397eKp/PW3Hi9XoViUQUi8VM5ibJ7jFUdHwtarWadnd373h/sUYBtQHK2Cump6ft2VHIXl1daXp6Wj/60Y/0ySefKJfLWYIezCniPGH4jY6OGjCMXxPyKCbbw8PD+t73vmepCfv7+wa4Hh4eamJiQjc3N9re3pb0WpfNpGdkZMSYOdDdKUTPzs6UzWY1PT1tKSzEMYfDYeVyOaNcY0QdDAbtID8/P7f12mq1lEgkLH55fHxcxWJRa2trlrKCVPfi4sISPijS+vv7Lfr489ft7a0951KpZA0QhSNF++cNUb/qYgL6u4A/FOBM5hOJhMmR/5AXjAk8JZDFfuPl8x/z4r0l4Y8mSpIxkl0ulw3kmLYyKHC5XDalx+MLU34AE5ICmUSPjIwYo5LADBiIwWDQfDnwqru8vNTMzMwdU0xJ1sQiKWJPouiH3YBJbSAQUKPRsLV8eXmply9fGujL9yWwA2b34uKiotGoOp3XabCFQkHn5+fGQmm1WlaTRCIRq8U4k5BlkJKFT813vvMdk6shB+90OpZgiSwbmcHy8rIZT19dXWlra0t9fX26uLgwGQeGtRMTE8aqHRsbs2EagFy73VY6nZbH49Hbb7+t9957z/zsYDjDSL65udGrV69s/8ceAcbl7e2tFhcXNTIyYs0RzdXY2JharZaCwaBWVla0tramw8NDvffeezo4ODApOlHUPp/PQKFEIqGJiQl98sknSqVSNhytVCrm4XN8fGwJq5yx29vb1lADMMISzefzSqVS5htIGhG1F8/89vbWAC6aeYIXALAwcOX3HBwcmHyaISZ+TUioh4aGTHaeyWQsSS+VSunw8FCJREKdTkcHBwf2Pt3c3FiNwlnLGiNhCysAv99vEkmYMQ8ePFAoFNLf/u3fGjPp5uZGoVDIBj009vv7+8YCZ7DJEEySJc9ixcFA8Pr6Wjs7OzbgQvZFs46U/PLy0t5rBr80sNhbILt3OBwmbYYx7na7Lb0Kr0cAP1joGJ8DbPWyVX/0ox9pb2/PpIcwagnfwC4DHyXYNNTZAMjI7TBuhy3JeyfJ/E/39vaUz+c1PT1tChBknbAZ6aOwRoBxBwC+vr5uA6d0Oq1ut6s/+7M/U6vV0gcffKDr62s9fPjQLD8Y6FPjAg4g0eqVb+PfSU/UaDS0vLysQCCg7e1tk9kDRKEQOTg40MbGhq0/9kEA6MXFRT169EjDw8NWU1DH4ydFyiJ1B2oc6TVhhLAn0glh0ACssZZHR0cVDAZNVoxkDLkqygQAt6mpKavpkVnxbMfHxxWLxRSJRPT+++/bs6PnDIfDJv9lgBwKhUxRRL8QDAZ1eHiodDott9utmZmZO6yuUChkn/Hdd9+1es/v95thOYPSSCRirDGPx2P+npA/sMfgbPyy63cFfioOhyP8GdsnLOnwd/w5kn5tHivJDr96vW6H083NjU1Z0Wx7vV75fD6jw9PUbmxs2Ebo9/uN6QOqOT09rWg0apRW6GtMkHjZmMiTgoLRIHKPdDptYAaNIC8YoAwO/0xkeOiSbAHikA/bgIlCJpMxXyFo0KCgpVJJrVZLoVBIT58+Na3w4OCglpeX1Wq1jBoGYMVkIZFImJcNCwiJFAAUG1C5XLYi5Pj4WPv7+0aLnpiYMEd8fAGg1pE6gzZ3eXnZTJ45ENGRXl5e3qGOh0Ih/dEf/ZE++eQTVatVo+6Vy2WjnIIWE43X7XYNDPH7/WbIJ71mV62srMjj8ahQKOjo6MikZMjBSC5bWFjQ1NSU2u22TRVp0MfGxhQOh1Wv11UoFOwAAb3vZW1QOEoyPTWO+QAM+OfwkiIt5DthiMa9gtlCktLGxoaGhoa0sLCgUql0Z9onyRgTMBSg6BLxSFIClMharWaFMYcfsYOwzNDDVioVA26dTqc9A9hljUbDPBKIsX/33XdVrVb17NkzbW9vKxQKaWFhwQy5kd68ePHCQKAPP/xQKysrxuKAkkkBdHx8bAc9vjbQQM/Ozkw26PP5jNaK5A5wlPW3v7+vsbEx08gPDQ1Z4STJZHQYTyYSCWMn0iTgwI/stNvtmsxhYmLCzE/r9brFz7pcLo2MjNj0yOVy2WcZGxszz4eTkxONjo5qZWVFkiyZA1lnqVSyAgtpJ3G1FxcXevz4sRWAUFqRGDx8+FADAwM27b937575BsCC2d7eVjwet3tZrVbvGKLDkBkZGVG32zVQE9mH3+83plmj0VA2m9X9+/ftPjORRfqI5tvhcJh/A3vq06dPzRvjxYsXNiCAwQn1HqaCy/U6rpdGj8Md6u/g4KCi0ahNtr6KJvvbXL8L+FOpVEwezHT+Dynr4qrX63ekuzAlv7n+Y17NZtMmjBMTEyqXy6pWq3rvvfdsIINXwuzsrAqFgvlHkK7CgIXmilpgeXlZh4eHury81NTUlFZWVtTX12cTWEIiaHaQ9GOqCmPH4XDoxYsXdyTV1E3Uaw6HQ8Fg0M52JtA05S9fvlR/f78B0sjyI5GIsVwBg0mUcTqdxoAOBoPGLichCjnuxcWF+XAdHBwYQOR2u62ug41AGEm5XJbH49H5+bmCweAdX8tOp2OJrYSAkLa0ubkpScaKwn8LZhPDEJiujx49sqERA4mBgQElk0lFo1Ftbm4aez0UCmllZcUi7I+OjmzKDbCO2TcsXOpnZFcA5YFAQHt7e3Yvb25uDDx3OBxmQsuem0gkjEHf7XaVSCQkyRo8fAhhnhMEMDY2psHBQWPCINMYGRmxQA48mnqTh5AlRiIRLS0tmScQ/ovz8/OqVCrK5XL2fP1+vw0AkR5tbm6a4S3SK9hfhCd4vV4lk0mzqmCAKr2Wge3s7OjevXv2XPl8/D5qREx+Ae9gXAHAIc8DtIQRxTCHJCyAO1j7JycnCgaDeuutt3RwcKCTkxOzUSiXy8ayR2Z9dnZm5sq3t7cql8vK5/MKh8MKh8MW2351dWUJTviwomAoFovG6mPQRzIVzwrmNSyaubk5A3ZhzTMQp97hHTo/P1ez2bTnBVP+5cuXdk9hU/COE2iTSqW0s7NjXmGwrBkgejwekwUSb84+BrOEurB3nR4dHZn8ibXP4DMej5v3z8TEhI6OjtRsNs2OAxUJHp77+/t6+fKl9bQYhGOqf3t7a/svvjyoYVZWVowEwfOemJjQ22+/rY8++shsKZAe0oO88847arfbymQyxrxbWFgwdmWpVLLApJcvX9oQHrAKb0+AF/p2arbLy0sdHR1pdXX1Tnp0MBi0dwcAtpft2Gg0NDMzo1AoZAPr8/NzS0/s7++3PcTpdCoWixm4h0UCPe7h4aGlr/X39+vZs2fKZrOWOAyQh3Txk08+0eXlpRYXF+074Nk5Nzdn9yYajRr5ADZkoVAwhYnX69WDBw/k9/t1eXmpcrlsKXblctnA0+vra2P+wzAfHx/X9PS0Dg4OlMvlTGb9ZdfvCvz835L+G0n/6bP//79+x58jSTbxvbi4MLCj3W4rl8tpbm7OUOhms2mxufl83hgkmOj1SihYGB6PR6urq/r2t7+tdDqtw8ND1et1i14H3IHeFwqFjI0CXRRtLmas/f39tnljjDUwMKCNjQ19/PHH8vl8unfvntErodAygZJk8iGi80AoMQhGbnF7e2v6YaZM0uvpO402kgUi6kZGRjQ7O2teIh988IEk6Qc/+IFWVlbMNwKPFafTab47sAiYSG1tbRlyjvHi+++/b5uC1+s1tgKbdbfbNcYRSCZgEwyMXkNgPEEajYbRBMfGxjQ5OXknah36J/ebAkCSuecDQkC1hdYLut3f368333xTx8fHSqVSOj4+NhbRxcWFFYUUaSTnkMh2e3trnxda9NnZmUW8MrHERwg3emh7HPb4KxWLRWUyGftuvTGgx8fHZuwYCoVsqkFaCJuc9LrhRvePjxOHgSQDpXplfYATNHa3t7dm6owmG8NE2CpshvhOYWQ9OTlpErBUKqVUKmVUbKRSFHfNZlPRaFSzs7P2fImuxcNoenpaa2tr+ru/+7s7hp2wMZhU0AgQS1sqlQxUwn8A9gRGhfhMHR0daWBgwAwem82m0um0nj9/bpPbqakpBYNBS6LDfJJUNhhtvT4W+H2xDjudjur1ujUAFEEUZTj/x2IxjY+PWxMEWNf7nTHVhZUFqyUej5uZKWtlcnLSdOPtdlvLy8vmuxSPxw3wGxsbUyKRkNPpVD6f1+bmpiVKIOHEEwqwlyKZg+z6+tpM65lYlMtlkyZgctdsNjU7O2vg5dtvv20UdIp1dPQUSbAvvV6v6vW6zs/PNT8/r1AopL29PbtXMJBgZtLE0ehAm2aC18takmRFF/vU73shiYOh8GXgz+Xlpfb29nR+fm5ytX8NOVWviTQT1W8i2v/jX/imDQ8Pa3d39455PmccaZfIjdxutx4/fmyyDLy7kK5ms1n19fWZoSk+h4lEwiS86XTahhzValWdTscSYvL5vPx+v6X74PGD/HVoaEjJZNIaQ7fbbemf9Xrd9iOGf0+ePNE///M/W/3Xm1RDU0s6KLUkQNjY2JgZQM/Pz1sjxj44MzOjarWq/v5+zc/PW6PApD6fz9uZQY3EVBvQCdmWy+Wy1Cdq014wiL0N5oHf77dzKB6Pa3Fx0VhWDDh2dnYs0pxh1eHhoZkvT0xM6Pnz58aov729tc/bK1uJRCLyeDyWagrjYH5+Xh6PRyMjI8pkMmZyXSwWFQgELO3m8vJSl5eXKhQKtqcDVvTK3BjelEolA/zxEonH45qYmLB0JQIqTk9P5fF49PjxY/3yl79Uu92W3++38JN6va7p6Wl1Oh0bKNC8wfa5uLgw4JDBF6Ea1LFut9uUAUiM4/G4NffUT/V6XcvLy2q321pfX1cqldLBwYEmJiaMDZbL5eT3+3X//n1r2PH5wC8QYAIm/c7Ojq6vr1UoFOR0OvXkyRPd3t6qWCza8Id1x5CF2m5tbc38YJLJpPx+v/lXwmjG3xDJNYxov9+vvr4+85Rst9sm18rn8waMUGMASl1dXRljnmHQ7u6unc8LCwvWh3U6HWPL45EJO6RarZp3y8jIiPUKFxcXKhQKln4Go4j6gSEsdTc1D9IvakoCNiSZBA9mEe81jBbCYprNpvU7lUpFc3NzthaRPFETdbtdzczMKBaLaX193VhGvFutVkszMzOan5/XwcGBjo6OrGe4vb1VOBzW7e2tDb4ZWpbLZb18+dJAeNiUvFfUaYeHh5YE5vf7tbm5qZmZGTNbxnYFQLcXkKHGJpQDJijv3oMHD5RKpVQqldRuty19Cu+zs7MzY+OxT9ODUBdSFzUaDTmdTiNpjIyM6ODgQPv7+2ZYzpkDYAnYhrwJFgw9bSAQMJYi0fEA3ny+g4MDZTIZPX/+3GpuWIq7u7v236hR8bvkHUkkElpdXdXh4aElbOPVQy/13e9+V+fn53a2dbtdM/2+vb3V0tKSksmkLi8v9dFHH+no6EjJZFI+n0+FQsH8gAuFgqrVqrE8JyYmzBz6xYsXymazX2nu7PzJT37yG3+Dw+H4PyT9j5JmfvrTn/63P/3pT08k/c+S/uKnP/3p/yBpStJ/95Of/KT1VQXGz372s5/8+Z//+Rf+Gg+Rxp5mHUAGxBAZBfHJyCbQkYfDYY2PjxuCR2QnQAEeFPjn4M0BiMACvLi40OHhoU2c2JiYTni93jvePdDloJQBPuHhg4YRaQ8SBzSfuJ/39fXp008/1d7enk20mOAgmVpcXNTY2JgODw9VKBSMKSDJ6I5nZ2cqFAp3kF6anvHxcXk8HmveeSGRAaErhMVAQsPExIRpfqXXG+Tu7q6ZGWIINjY2Zgj12NiYGo2GRfBhwkUq2tzcnMlj0LMDds3MzKjT6dhCJ8qbQwXdNY0pYAZMruvra0N8h4eHFQ6H5fP5zPE/mUxqdHTUNv9SqaT9/X1LyoJ5AshAVCbaaL/fL6/Xa7Hg2WxWR0dHxj6anp42+Rb3h6lHPp83zyAKPTw0gsGgFT/IiWCjUYBQnEoylglmgGxY+XzeqLmsTT4rNEymP+Fw2HwDoEjiY9Rut+80+IBArHkOeJryq6srpdNpbW5u6ubmxpgcpVJJe3t7mpubk8fjsaKjr69PR0dHKhaLajQaymQy2tnZsWIBthxsEtYlhzlMJsC4TCZjEwvkXQMDAzaJgjnn8XiUSCT0xhtvaG5uzny6mLT0AslMK/n1VCqlcrls8bn7+/sqFAoWi0kBBx26XC7b5AhPi9vbW5PAYYSXy+XuSNHweOL9xWQXWdLAwIBNNQOBgK6vr3VwcGDARi/4xuHFFHd+ft5iPXn/8Wio1WoGggOUoB8mOYXpA14QFNMAeEwZ2+22TSYk2b3HjG5paUkul8tALNglpF/AZCJuniaICRg+ZVDTodQzSMDkFEAO6VLvfi/JQPneRLLf9wLo471g2sN9IH2D/TAWi32tEfC/zdW79mAfJBKJ3+v7//SnPy395Cc/+dnX+DG/ub6G64tqsKGhIZMhYxjJnkRYAuAoQ6VIJCKn02lF69nZmd5++209fPjQzv1yuXyHmr+ysqJEImGm5xiycqbA2un1mUulUtrb2zOGQygUMpo87FskoOzTxWLRUgGR2XLe8T3ZP5j8ZjIZ8/Wh2QeYAOgaGxvTwMCAFfKSLLEpl8uZuS2eHgyVqEkYGiWTSZ2fn2t5eVnf/e535ff7bW8OBoMGnBA3TPoPLALYzk6nU8Fg0AaIJIjF43HzeXC73cbOxJdyeHhYiURC+/v7yuVyxtZAfgLzCV+Ps7MzszPAQxDfomKxaCBErVbT4eGhGo2GeTjNz8/L4XDcCYpgYj4/P6/+/n6lUildXV0pFApZnYNvHv4rMErj8bjVy/h/YpDNvjo0NKTl5WWr7UdHRy00hhoT9i71KOlhXq/XPDv39/cNeCDUhZqAGsrn85nHCv8Ou4qBYLFYNFYatS/MEpfLpZmZGRt8l8tluz/tdtvCa3qZOTCfaRwB53i36JuCwaDu379vhsOFQsEAMGwVsAqYnJyUJPsenU7HQgVgJPf39xuTjHAGwCiG48fHx8pmswZC1Wo1k9djGi7J/t6FhQXt7++bhyiAarFYtIExhsUM9gB4Dg8PDajKZrOqVqvGIsaCAoNqSSbRAvANBAL2fTH25rMCxHJmM+CFJXh4eKibmxsNDAwYIJrJZGw/QnoKW4XnjlyKfmhiYkLNZlP7+/sql8sWpsPeIcnYVXg9kTRGumGvLyL+puwn+IDS77G3UkfjadQ7xKSH4ecx7EPZ4PV61dfXp1Qqpf7+fi0sLJhEbWhoSNFo1KSrnU7HAH36P9Ie6WkZxB4fH+vw8FCvXr2ys6NYLCqXyymbzSqXy905K7ADAOSG8VQsFk0tMj09rWq1qlQqJb/fbwm55XJZ2WzWalBY7PgrNZtNux/IQzFOJ3Uc4OX29laPHz82NtjAwIAxZGGRMSCHBSfpDosMtUKtVtPOzo5SqZTJ30gNwzuNBGgwkKdPn2p+fl5ra2taX1/X1dWVxsfHtba29qU12G+T6vVff8kv/fFX/dnf5up0OhajToPjcDj09OnTO5F+4+PjZqqGzvPVq1dGy8TIt16vG2V/bm7Oml3iDnHGZiK0v79vBUwvso6mfWpqyqZh0JpbrZZttmiSQfIfPHhgKDTO9yDYpVJJLpdLzWbTXiRkEdBZ0XZDX8X07PT0VHNzcyb1wFRtdHRUJycnRjWdnp6Wz+czI6xoNKrV1VV1u11lMhnlPksGevjwoWZmZmxBsRiRttHEQ/Un5pDGa39/3w60733ve0okErq4uFAul1Mmk5HT6dTs7KxRIY+OjixZa3x83PyQnE6nGYhlMhmdnZ0pFovZAczUcHR0VPl8/o5OdnV1VclkUuPj4wqFQjo7OzNaNAAYqD5MCWSFHo9Hg4ODxt7Z3Nw0I+vLy0tjD0E/7914ed79/f0qFAoGTI2NjenRo0eWjlIoFFSr1eT1eq0ARrIEaEnCxNTUlCUnpdNp9ff3KxaLKRAImPQOiivN7fn5ucLhsN544407XjInJydKJBJqt9sqFAo2YXG5XLYxEevZ39+vRqOh8/NzMz4E+e9NSsPPqFQqaWtryyajUAo5sEh7gmZP4QXrAU321dWVgQc05UzdQMXD4bC+973vGdgFNZWEBTZmJjVI2HDgz+fzWlpa0r1790wiWa/XNTo6aj5fgCK8g4ODg/rTP/1T+Xw+HR4ean9/38AnKOzsS1D6l5aWdP/+fTMT7E3cwAMKeRESwdvbWzUaDQWDQZtUdzodM9WDHQbgSKoLHlD8+/T0tE02BwYGtLi4aAbmmA1StOXzeYsdpsCMx+NWPMJSWl5etsMnGo3a1ILnt7i4qGKxqL29vTuyUwpx6M2BQEADAwO2pqG3SjKGUyqV0kcffaQ//uM/tuQbKOqknBwdHRnPJUhGAAAgAElEQVQrChZXs9m0/Y/CCg8oQHfkboBrkowV+WUXoC7yw6/DUHloaOiO7Atqca+pfywW+4NHo5M6gqEnUkcA/G+u/39d7FmNRkPhcNgGFzRsJOjhm5DL5VQqlawIJgZ+fHxcy8vLxhis1WrWNMIEggGKOS6Di966p16vm2R8dHRU0WjUmjBJ5k0HeAQDqdFoGFh8e3trgA5pX+x1sAOR0NDMYTyMMens7OwdOQkDQADTRqNhkrKdnR1LsmLCDMukXC7r6OjIGKoYXsM4xdT47OxMkvT8+XPzT4KNS4x2KBSS3+9XOBy2fZ1kVIamnG+Xl5d6/vy5Tc1DoZBisZhOTk60ublp6Y94CAUCAUtog6lar9et4eZecA9PTk60vb1tHi69g8qXL1/K4XCYZHl2dtbi0LmfzWbTzHKR7vQmc2KLgHUCUo50Oq1QKGSeePjxwXoHwAJ8YrCHrJgGD9n9zc2NAZmVSsWGgMFgUE+fPlU0GtXHH3+sXC4nSfrOd76jxcVFJRIJ9ff368WLF4rH43bWPn/+XIFAwIZu1JGkcdIUE2QxPDyst956S7VazVhH/FlAs+PjY3W7XWM+HR0dWW8SjUbNGoOUUhpt5IHBYFCXl5fmS5TJZOR2u/XkyRNLr0Sy12q1rJ8plUo2AEfutrW1ZeAHSgFqMAAChkYMWlA2ICX76KOPLJCDd8rlclnNRO2MxJzhN+uOz4zvytramjEzAFS5sI1A+j08PGzeLphmY/8AEwyLAJ4FnoWw0L1er3Z3d+19wydmZGREU1NT1tONjo5a2AYEgOPjY9VqNfM/azQaWl9fN79PEqXcbrepRpaXl80XCmknPTO9VF9fn4WttFotzc3NqVqtyu12W2AE+xVsKrxqYAQC2rCfIuGDccPQrVQq2cAWcKf3LABoLRQKloDLnsb3AiC8vLw0AM7j8ahcLkuS1ZQYO+PrI8lSmbmHhA1wX6amppTL5eyf+fkY1nu9XlPPYLEwOTmpTCZjckD8q2B9PX/+XCcnJ7beSThtNpsGzpCkRk06ODiojY0NW4fsy3jAYnvB4B28Y3V11aSB0msZPp6WJEvPzc3pl7/8paXk8i78pusrGT9f5/VF0yaMlNB+TkxMaHZ21hpLWBJof0lYwMw0EAiYCZekO40+Zn2kS2F+u7q6qtXVVXk8HjUaDe3u7loUJAsnEAjY5ARWiSRDj9mEOLAlGWDCNGJ/f99MTZn6Mn0GUc/n88pkMqrVavZ3uFwu082/evXKfEUw+cPfg4eOdpAYw93dXd3c3CgSidhkBpOpdrttDRs+LZiUSa8nejTPkgxMIIWi0+kYAMGUJRaLmdSM6f/g4KCZypJa1Ru7fnFxYX8vKTzHx8dGfSwWi9re3tbR0ZExudBwsgZYE6S+YYZM3HQ2m7WDBL8jkF2MEEklu7i4sPvZyyyiUYd5xsQNZ3303YODg3rw4IESiYQZLLbbbZuqUZyh5U0kEvL5fLYBAASxseGbAiJOYwuVlWQ6JqfQMfEoOj09tfQNQCyow8TNt1otFQoFK+A5oKErM0nFI4gi0OFwmLk3jTGfl1QKPLlgY8EyiUQixpzBe4pJL1PZYDBosfeRSMTWKJOMQqGgcDist956S4lEQjMzM4pGo0YjXV1dNV+gcrlsNOiDgwOTLMC+qVarSqfT5k3AO886l2STZeSAk5OT8vl8JseDZg4bkPVJUsnAwIBCoZA9GwAFzFJpsGDQYAbK1Be5Ippy3hliIKHpMglAa57NZg0QJoWHghL/KKj1rM1eXwt02BhGQ9lGa8/0tlgsGvsKM0YaMnzESqWSGdrD0AFQYtK1uLho02yXy2X7K5Mz1grPB404oCxpbgwLaFLYG3tNo3uTSz4vv8I4E9+0r8Nnh+QRvIsAR2EG/qE9dJiSEkecSCRMwvJ1XN8wfv5tXr+JdY1k5PT0VAsLC3rw4IF5umHojASapgtGH80y7y4Ny+XlpW5ubiT9esIJgwSmKTJhImrxGoPpuby8bKEFkux8hdHTG0KA+ShDn15DfbfbrUqloq2tLfMAhBkJ/X9paUk+n8+GUkyh8/m8+RLRRITDYc3Pz9vEFsAbY2z+LPUCRq4TExM2TMEzCCZNL0hN1DK1DecC/paclc1mU5IsyRRWKMwPfIWwD2B4RwPE8ARm+NjYmEqlktVJBH4AEjPYIC0IGT0TcGQcDGQYuvWGnTx8+NBYAoDeDEZhs87NzZlPBxfsJOqmvr7XSbJ49dGwulwu5fN5AyscDocx2aampvTw4UM5nU6Tbq2urppcqF6vW7OPb2Y8HlckEjH2Vi8TnjNyc3NTpVLJ2B35fP7OPeXcQnYs6c4AEOYzTTxgH4MvpFnNZtOYochy8TVyOp3a39+3GjaVStmgFlYI7DTsC5BR0tTncjkbUtFge71eq4PpiTg7Z2dn9f3vf9+abbxHgsHgHbn43NycpRFT08NqhwUjySQ+19fXmpqasjAdDIrxC0smkzbY5zsAsOLPCchAXDtgFINHaofr62tNTk6afxHqCL4v+wRsZklmCg4zhT6UkBKMuQGPYEfzs5D7wATCL5F1gj8igGi5XDYfSda+z+dTp9Mxqdfl5aUBs3t7eyoWi1a3xmIxq0F761sYmNRhT548UaPRMHkmjBdAvaGhIU1NTVm/jA/pgwcPrE+CYUcqGwNdLACQlBEWkslkjOnkdru1srJi9QjqANh5pN8FAgH7bvl8Xjc3N8Y4Gh0dNdlxo9GQ3++3gBysBKLRqB4/fqxwOKzd3V29//77plyANEEYyo9//GPF43G9evVKH3zwgTG5scEg2KVeryufz8vn8ykYDGpkZMQsOQqFgo6Pjy25kjrY5/Pp4cOHtu5mZmbM7Jx6H9aPJDOkh/2UzWaVz+c1Pz9vPnTHx8f68MMPv7QG+1cHfriB0ON8Pp9arZaOj4/tRXA4HOp0OspkMtrY2DDWSiKRsAWbzWbNmR2UnaYCNg0sD4p+ItJubm7u+OewyUgyg7WLi4s7DSBRaizAoaEha9wBOCh6KpWKKpWK8vm8crmcbQo4fUO3Y1HDjgHZ/M53vmNMEjbs8fFxo4MCBgByXV1dGZMDAy6aaiYSqVRKW1tbZoILzXJra8v058lk0syKoRsGg0EDwmBDgfAzxQEI6vX3QarB1A5aZa1Ws3sCqosxI0Z0IMg01hSKExMT5klycHBgf7ZUKqlSqViBRJGC474kFYtFow/29fUp8ZmRoNPp1Pz8vEXbVqtV84ypVqtWZJ2dnd0BI0Hxa7XanYkN0d9ImmCNkJrmdDqtgIbCOTs7a5snLDiir5msrK6uWqocEbvS60IiEAgon89re3v7DrUVlN3j8VgSBoaYpJVhNowGORKJGECGJJDNsV6vG1Ucvx0YExjMkb7CFGR+fl6RSMSAzXK5bE0xf57pcq1WMxM/r9dr5rcAxLVazfToTI+Xlpb0zjvvaGFhQfF43KRQHMIUVxxKgCuhUMiS7Q4ODsw8GMYXxQjFMocu7zcHLuaVHFLsC2jI2+221tbW9OzZM5MD7OzsqFgs3qGgw2LEVBygkGeA/xVyMIqPra0t+8zIuoj0lHRnOoQsa3h42NiSgHAAiRQupJLgZ0QKCRpp4kzxSqJIOj8/t3eL5+fxeOzQRx+PXGBycvIOqMNUFIARwB3WFBM9mihMRN1ut01F+bPIxti/uNefl3whCWM/+/yv/y5Xu9226fLh4essBAqx3/dn/3+5rq6u7J1FZoCv2dd13dzc6C//8i+/AX7+DV6/CfjBDwZZLMk4MH2oy0g8wQtoenrafBGRjcXjcYVCITO3XVhY+H/Ze7PmxtPzvPviTnADSBALsZAAd3Y32d0zrdESx5YPo0N/jZzkI7z5GKmk8hVykJOkUpLijMbx9Gh6474DIAkSIAju+4L3gPO7BI4jJXFsS64aVKkqGc90k8Afz3Pf1+oFgQE5lUpZ5QlBsLW1ZftjQ0ODstmsQqGQMzkaGhqcSQd4Sg7O6uqqlpaWnM3T2dlp9QqZDwAcMPIEqHd3d2tsbMyK1YGBAY2Pj9sOghUW8IvgasJ2+/r6lM/nVS6XDSA1NDRYZdPe/tgyixqY1q36ZiWUdjT4JJNJjY6OOiuioaHBbVK1Ws3fYdh3ZkGiEGhhRMWDXRfADDCEz5bcR5TOLHaA9SgXBwYG3KjEe1EqlXwvouYC1O7r61Nra6tOTk68TGN3piq7UqlYzYLCiHxDSAByR3jOIAPy+bzZ9qOjIw0MDPi9Bvjn/aC2PvddUCy/E1mI//2//3ft7u7aNtXf3+/dBECHeZefIZ/PuxKeEgfp0VoEsPKzn/1M0WhUR0dHBpGYWQBdTk5OtLi4aACLfDxUvvUlKvzfCN2lUpzdhv2J5b69vd0ZhMzRNJNSgLG+vu6SDz5DskKxfbNPBQIBq6+z2awLMTY2NqxIZo6gqRNQ6+joyN+9SqXipqdareb4CwiedDrtghRap7A3sZsBmgEekc/I/Y1ihNwcvgdkprBbQDoBjBBp0dfXZ/KMZ7Ve1Q4xRzYlZxO5SfW7Gs8MZxDzMkQYfyczAUQrZCI5jmS7EOpLKQwzJdEltLmyU01OTnqfYDbEjkRLIZ8XcQNNTU22o6Eww01QH3VCBEFLS4vLSwAt2Gm3trYMiLJbokLq6upSR0eHJiYmNDQ0pFQq5VZG4hn4ecfHx3V5ealisWjyFSVoMpn0n3t6eqqLiwvn3QKUDgwMOKS7VCrpP//n/6zZ2VmD6RMTExoeHlZfX58+//xzRSIR/epXv9JvfvMbu32I8BgaGvLcDLjKDsn3dHNz0/ZPSA4C4icnJxUIBBxLQ/A230XOtWq1qubmZn9G7PZ3d3caGxvT6Oios8Qk/UHg5582TOB/8SJDAy8y0kMezvoFlIWWhQ0fHg8iKC7sCj7YaDTqhZI09NXVVaPv30fcUYGQG0T2jaQnbBbeycbGRv/8tMpwuAByVCoV27iwbHCQwzDR3IAdamZmxosQDxRgF2wETEepVNLZ2ZkBG74QyDRDoZAHi/b2dk1PTxuVXV1dVXt7u1ZWVvxgDgwM+HDKfFeZTG7M7e2tlSttbW3a2dmxSgjVD/5d1C7Y6fCt4xlnYLi7u9Pg4KCeP39uqTQHLpcfId7Y/Xp7ey11BlGW5LDGbDbr5ZcvCn7ek5MTVSoVdXd3m9UCFLm/v1c8Htft7a0WFhb061//Wp8+fVI8HnfDGsBff3+/xsbGlEwmvUgix6ZB4vnz5w5iQ5GwsbGhvr4+W7xQ4yBX5XCrVCp6+/at9vb27CfHKsICiySVg5hcBhiCqakpWyHJGoEJZEDGt80Bw4D14cMHSXKOAOotate5vBgy8KkzoE5OTmp/f98DKl5m1DW0RPBZ1YNIyKLxQ5+dnVneiqwbZvDw8FC3t7euMUeFB0iC7B4G8eHhQaurq5ZQk+cAa3J1dWU1HyAF4E6pVPI5BTiztramXC7nz4fmEBal+/t7BxoCWAFO0gCCTQIlEQAHgy5qKdouDg4OtLi46NrLcDisvb09S48BwdfW1rS/v69YLOaLiABoQikZ5Bm+ycNIJBL+/jAoX19f63/+z/+ply9fKhaL6cWLFw4RDAaDBrCxax4dHenNmzeKRCJaWFjQzs6OXr9+7e9zW1ubPnz4oPfv3xv8wW7FIoOiiuF7f3/fSjDeR0BhJL9HR0fq6emxKjQQCKhQKPhi7O7utj1hYGDgCQDT2NiocDjsUEkGzv/bF3cRzxM5Ggx4f8h29g/5goUk0J379B8adMK6/MPrn9fr5OTE+QBY6snH++yzz1QsFq0AxJLF0pVOp62eTqVSVg2gpEFdGgqF3LrDst3T06PNzU19/fXXtvun02nXV5OPSBMWIBPWHIgIhnoyQaRHJhugnAD4oaEhjYyM+OeCLCyXy1paWpL0uDhQ0Q7hdXJy4nyuarWqjY0NvXv3zrMYCyd3y8LCglswafwMhUK6vr52m0xLS4ttQ6iFKCTp7+9XJBJROp32nUqr6sDAgC1dWMNQWmOHICeOfCbmZUoomGFvb29dBHB0dGTiB7uBJCu3adK6ublx2DUZcLu7uyadID9QEW5vb2tnZ8f2AxpPsSGRvYPVh9p78lE4+6k1p6UKazpMOiGvgJBkhZJbkk6n9ebNG93e3uqXv/yl7W8vXrxwwyp3PLbnvr4+zc3NeXGPx+MmSAh2BWxhHvj48aM+fPighoYGpVIp28C7uro0PDysiYkJK0rJrrq5udHOzo6kx/m8VCr5Dgb4Q3lHWQSqL6w6LLPMK6hpyJG8ubnRxsbGE6sfgeYAa7lcTr29vS4YSaVSnglRejE/c9eTYcKiXV+9znKMW4AzhL8bkJNgbJRfzP8PDw9PchdRVqBWBtzku4eVp6urywDoxcWFc1z5c1DUkLeKGqetrU2dnZ2eDU5OTkyUAWxCpgJyNjQ06Pnz556f+dn4v+P2QIECSUzIeCaTUSKR8DNPPo8kz6IoXqLRqBV1KOa7uro0OjrqrCSye5qamgwyQGQSndHa2qpisejzlZ3t/Pxc79+/d1sf8zHPRTab9TlDvg0gCFEdra2tmp2d9eyK7X9wcPAJgUzxCKrIhoYGRaNRPTw8OPOTvEP26ObmZk1PT2toaEizs7MGHwcHBw0cQUpQUIQ75fj42DmRBFGTfZnP59Xb26vh4WG9evXKqrmuri7Nzc3pv/23/6bl5WXVajU3FqP4IesWLOLu7s5B/gcHB08I+I6ODg0PDxvEHxgYUK1Wc6wMLqX6OJnz83MtLCy4QICoioeHBztMAoGA7ak0yv6h1x8d+JHkHIzu7m7LJZFCVqtVbW5uKhgMamRkxGFn3d3dTu3u6+uzDJPcGbJEUFQ0Nzf7AibUtFqtPkl3b2xstFd6b2/PiyAMCeogPlSsJVz+XFpUS+NTRY6M4qazs1OS7CUNBoM6Pj7WN9984xCq6enpJ9XI6+vr6uvrs5cRuSn/78vLS4eWkkFD6By5LJLsS+3q6vKiPj8/r5OTE0WjUT179sy/J9LPcrn8ZLCgXaixsdGhyUi/SZyHyeLPkWTWDZ8sCheWDzznMNBUbfKzUml/dXVlkC8ajeqLL77Q1taWVldXHVaNIoAlh4pi5LCNjY1u8uAQQrFzeHho5qapqUnffvutpYSjo6Nm0Jqbm73gg0S3t7cbCEFpwPsQiUS0v7/vgDV+ZpRQpNVLslqmVCo5YK9+Gb6+vtbOzo5aWlr08uVLtw1sbGyoUCgoGo0qm82aycDvTs4I6q3z83Ory1paWszKMWBj/WCgI+OAC6/+cOfZgHHgO5HP551zVSwWVa1WNT4+rjdv3jj7BOsfYdBYkEC7WZDPz8/19ddfmwE6OzvTV199ZUnv/Pz8k8wcWlL6+vq0u7urw8PDJzJL/O5bW1tmwhiEARFQnyEV/tGPfqTz83P/eaiZSNznvcGXfX5+bgCbUMFnz575fYMZgU1ksCUnCqsV34H29nZtb29biYQqDvvZ2tqaf+ZAIKBnz549kW+fn59rdnZW6XRasVhM1WpVV1dXZmZZQqiQ58xj4ARAyufzPmtp79nf33f+FWBqsVhUc3OzxsbGVKvVND8/r/n5eT1//lwdHR2WiK+vryufz9vmBytFmDdsEoq1m5vHylr+PsLepcelDybo9vbWGWxkQRBoTfj+2dmZRkZGngQrNzU1qa+vTwcHB6pWqx7Y/k9eLHgoElCatrW1KR6P2zZ3eHio3t7ev//l+X/wOj091c7Ojhf1wcFBv0//0K/Dw0OrIn94/Wm/AAPv7+8dVJ9IJCRJGxsbKpVKDjXOZrO+M09PT90qwj8nRH9nZ8dLy/r6us7Ozmw9ZbGrV7LOzs560UdVGAwGnT3GDHR6eqqNjY0ncxakHcUKlBJwjsEk8/PWZ8aQT0fmH02W7e3tKhQK2tzctFpzaGhIGxsbJh0HBgasyAXQQI3EkorSZGpqyg1V7e3tGhgYMJFHpiBh06gvyWjgXKZJ8vj42KRHqVSynayvr8/qGUAJ8vskWU3AfQn7j9UWRW4sFjNxV6vVrDKFnGOR3tzctOqAu4nsJcAW7G0XFxfOUsISHQqFrAIYGhrS6OioVRPkLHV3d3veX19flyS3DM7Nzen8/NzW/OfPn+vjx49aX19XV1eXjo6ONDg46Lpkauy7urqsRBgfH7f9O5/PO7g7Go2aDJ2amjLwcHJyosx3gffxeFzNzc1aXl62InxwcNB2ZjIVKWHZ2dlxk/DY2JgXbixEnz59UqlUMsFDvtbu7q4BQmZJgC9IZyzyBGJLv7u3Dg8PTcJVq1VlvmvuRHlxd3enFy9e+NmFVK3VahoYGDC4sLGx4VY+QC7mge7ubm1ubur09NRKnzdv3ljxQrh1KBTSmzdv9PHjRy0sLHjWDQQCGhkZ0f7+vqM9mIfqS2rqXQwQ9tPT05qZmdE333yj7e1tz2eAwkRZICAgxJqZDMv9990RhDgzN6I+5rNg1mRPAnzr7Ow0sMDuARjEfUtIeTweN5iOFYlqcWZOyFFAoXK5rIGBAU1OTqpQKGhlZcVgG6H6uAeYmYLBoGNPyNdBbcn5QSQAtlvOzsbGRrfyEfRO9AAuCkhj3tObm8e2W1SCvb29BuTJRoLcrC9nwi7F7NvV1aV8Pu+Zpd6twPc6n88rHo8rlUqZ1BoYGPD5XalUVK1Wbe+7uLhQJpPxnVYqlaxEam1t1cjIyJMQc+IqFhcXdXx87PiXeDyu4+NjA98ErvPdI9+KfQDQGCfAxsaG7u7ulEwm/c/5jHBSdHZ22rHEsxmLxRzY/etf/9qOoPv7e6u9UMRyFvy+158E8CPJDwDMP5LQgYEBtbW1aXl5WUtLS64wl2T5LXI9/INc4MhjUeVgT0CJg6yLhZ0LaWNjQ2traw5IY+Got0CgqmhpafGixxDCoUPDAyG3kuydDofD6u3tVTKZ1NXVlba2tvTw8KDXr19rbGzMrWQs+0hjaX6KRCIGUoLBoKanp12tjjLj4eGxfpLGAEIDJdlmtbOzYwCK9x1lFMqPlpYWV9rBvtdqNc3Ozhq0QSmwvLxsGTE2HwK+CMglfIz8k/7+foVCIW1sbGhpaUlLS0vKZDL6y7/8SzP8HMrNzc3a3Nz0wXh8fKxCoWCFDgdrvdWE5a8+/Luvr0+Tk5OW8yIFhQkj+ykQCDgt/u7uTvPz85aQ89+C8hJsBuvIkoinm8Ntf3/fQBE5PoTuJpNJv7+5XE47OzsaGRnR1NSUK0AZmBgakVoTXJxIJGzdyOVy2t7e1ujoqBfjdDqt8/NzA0CBQMDvFXJ8gqOj0agZTmThkUhEsVhMu7u7RuthGlDzIBVFjUWtKRaapaUl14pK0vLyspUCDOIEpoF0JxIJs1jBYPCJGo+QX5jo+kGaQHV80CymqMJQmJGdVd+Qx/mBWg3QgTwCmDWYKw7q8fFxPXv2zH9fqVTS5uamv8+5XM5LDOn8KMoYKoaHhx0CDLuDpBjmBOCD7BiG1+3tbTO+XET8OTQ4wBoTeo68GYUK313UXKFQyBJ8bBzLy8saGhoy+HN/f+8AU/I1AoGAVlZWvCheX1+7Rad+mJYeF87Z2VnNzMwY1CIIEgbx9PTUtl1yJGq1miqVillggmrr7weUcUijaZsolUq2daIGQCLP8AJg+ofAn1qt5oH17u7OhAGLK1kFTU1NlnXX11X/Q79QGcLkDw0NOVz7H+N1dnZmFvCH15/+C2s6S93k5KTGx8cNNtc337HcYVnm+0MGEDbky8tLgxKcpbS01Go19ff3W4nN8gcZRcNNLpfzfcKygpp3b29Pk5OTkmTrCeBRU1OTm4sIiMfCBNABALS5uWkl0vHxsXp7ew2Ko8yU9GS5RvlAQLIkAxb39/cKBoNWMbBkVyoVLyCQYoS+np6eanBw0PaybDar8fFxLzYouAG59/f3bZFgoQsGg3r16pVubm6cVYgN5+7uTuvr6/7+o/4Jh8Pa3d3V1dWVhoaGTFqQdUK+BfMgyixy0ngvYe7JxZPkRf3o6Ehra2suWeFz6O7udlhxJBJRZ2enVUa0A5GnxL/LM8iMxvLJ7BUIBDQ+Pv7EzkHZRmtrq/b29pz1c3h46J/v6OhIkvysVqtVh0j39PQ46wfbCPfC4uKiARLelw8fPujk5MSkYDKZ1F/91V/p48eP+pu/+RsrfLCToPiguIPIBLJVMpnMEzsSszcV4TMzM7ZfAUJxL93c3GhqakpDQ0N6//69ZmdndXl56egG5uCrqyvNzs464JzPoK2tTevr61b2k0uD7f7zzz93bg6KFGbR4eFhtbe3Owic1mICzFOplC4uLrS8vKz19XXPqvURAijB+BnqiUSsRWQV5b5romTepHkUSzVlFOxpZGmhsuC73dbWZuVRpVJ50jjF/53cGBS7RC2wcPPeswM0NDTYwkYuEHYecl9QPZOHRM5iqVRydiJZPwDViBJevnxpt8W7d++saoIkg5wkk4fnnWePvCDm/lwup1KppHA47GwmIlFev35tWyyABJEChM6jRqFNLRaL+VxGHYaabHl5WbOzswacaIIkz3F6elrHx8eam5vzXgcRWw+0UOKDCiqRSJhkBwBMJBIqFAqSHncLrHOcB9iKERrQTIgYhDkYRfmLFy+0tLSkDx8+OCcLUIdd+u7uzi6EcDjspj4sj+wtZKPWK8LIA6vVao6pkGQFLSrytrY2FyCgEkN1RObx73v9yQA/vMjMqWdmfvzjH7sGjwuMwEBQUy5HWIz7+3tlMhm9evXKSDIXOtIubFYsKCyxgAKnp6dGJllgkJNJMoNPBgUHJQvQxsaGgRC+EFjGNjc3FYvFfAFdXFwokUhobGzMwYL4h5uamqyQWVhYUFdXly1FPJyobFhUUF/A9sRiMaVSKZXLZVcf3t/fa3h4WP/iX/wLB97WWz9oykLRUN+0hQrn5OTkiVyQAQWlBR5pUGVpkj8AACAASURBVHKsbK2trW62wPZAS9fm5qaOjo7061//WplMxq0aeJebmpqUSCRck72ysqKuri5NT09rdHTUQAOWK1gnwD1AmHrJJoMBBz2ey+PjY6VSKecNUU95c/O7mkcC4LAjUWWKKgwggeWVwFoksAwcV1dXisfjurq60qdPn1QsFt3cAUjZ3t6u+fl5vX371vYgrIFjY2M+mGk0OT4+1vr6un7zm98olUppenraIdAsqHw31tfX9fDwYP93Pp+3aoPD7OHh4YlnG6YJyx95Bygptre3ne+E6iIYDGp+fl5zc3NmxwixhDGBHZBkVoEcIy4QrDNYE1B5Ia2V5PA/KsUlGSgiFLJUKjmzAbnk1taWPycYbGT7AHwoonhuAGEKhYLevXunfD6v58+fWzqO5JvFB/aOQ393d/eJeqhcLisajSoejysYDOrk5MRNb42NjR64aE2jqQGgMZ/P6/z83AxlS0uLB83Ozk5ffFw+LHUsPQAr5NDQJsKlT/A2Cx4MMQGYvEfkpS0uLnp4ZIABtKV+loD6paUlTUxMKBKJ6Orqyjba5uZmxWIxNwGdnp6qXC4bcD88PFQymfRzBFhMxfD3gU6G5Gg0qtXVVS0vL6tcLqu3t9fZbSymZJqQG1b/gpm/u7tz+xjyZJYxllFeZHXg4+/q6vISyXJEPhjW3v+TvCGGEQI/w+Gwq4P/sV6w4sjuf3j96b8AHmm57OzsNCkhyfcCtc2c+4lEQiMjI5qYmFB3d7dyuZyKxaIXFcBWgB6aHwnTJ38xEAh4NmN5oL6WZ4glDOJnf3/fuTLd3d0GuFGMwyLT3gPTixKIBREVBfMY6kFsEOvr6yoUCrZIc7YSCVAsFr34Y5ul1aZSqSgej7u15/r6Wt3d3VYEDQ4Oanl5WbnvWnS4pwFYANSLxaIHeZrHCC9mRmQBvr+/t6KZ+7hUKvlOJbtkdHTUCwe5HdwP5XLZal6ahZihKBQgNJs2UtT28Xhc8XhcHz9+NMlwfn7+BHin3hgbA81KEIAo+AEHLy4uFIvFlM1mlU6n1dHRYbsFc3mlUlEulzNJQC4M6gls2BCA0uOOwfIPIYyCGiKEXMHGxkYlk0lJ8vtAdsvk5KQODg5cR88Mdn197RyrdDptFT7PzdXVlQmem5sbz9oUnwCeQtTSwnR7e6uRkREDC9ls1iq5paUlR04Ui0UHmAMIYTuR5EUWRQqZVmNjY5Ie51SW5nA47N1Gkm1HgUDgyT42MzPj4gtKGCYnJ11KQr07ICjPOs8DyheUz5CU0WhU19ePTboASahayMrh7mQRTiQSfuYh5MfGxgwKcCYQzFupVAxsEdHR2PhY7ELT3enpqUOFecawb3Nno2Lr6+vzPsr8cX9/r97eXiUSCRWLRRUKBTdX8z0fHx/Xq1evtLKyYrU46mSU+5lMxs897chksG5ubmpubs7KMkkqFAo6Pz93izIKxWw265+LeYX8WHZnxBd7e3u2mQFW1dtCQ6GQFYDDw8NaXl62Sqavr8+AI2BsLpdz1AczTT2IdHJyoo8fP9piF41G1dbWpsvLS+c2UcbDXsGuFggEXACDagcilWf28vLSxUTLy8sGW8ipzOfzWl1ddQ5VS0uLZmZm7PQ5PDx0PhIqyNbWVr83zLcNDY/FR2NjY36eaLXkO0YEDEqm9vZ27ezsGMTP5/Pa3NzUxMSE5+T19XW7RGhwTKfTjjfApv2HXn/0cOfvv87Pzw3qkFC/sbHhYRglClW4fPCtra0ebAm7a2trc2X3wMCAWQlqOgcHB/1hsWQC8ExMTFjmxoWCEkN6HNrT6bSSyaRZVFoTCBjlIAeEgNmlZWx+fl6rq6u+CNvb271soIrp7Ow0Cx2JRAwsIFUkHG9+fl6572rr+DIz8Hd2dur09NSSPoAqGGkubxg+ZJqw6bu7uwZJyD0iQwmfLdYnDm/CqvFuYlUh6wR1FANYe3u72xP4Hxcgifi1Wk3hcFjJZNKtb8jckOw2NTVZqkhbExd2/Zfs7OzM8vb5+XltbW05VI/lmSEIFoxFn2UMAIhFizYOmEaaMAheo9oWK5r0qMi5vr52wCJhd/x7eDlhslBAbW9vu0lDkiKRiKLRqCRpe3tbc3Nz2tvb8yKPBQsZKN+zg4MDra6uan5+Xufn51ZSYOviOatXrtCMRbsKdsSHhweNjY0pEok8aZx49eqVJicnXacLIwrodXZ25krFwcFB/dmf/Zk6OjqsOuIZpuHliy++eML+AG4SGA57U+93BzSgxhV7QLlctkx5fX3dcmVaJbhoAEAZDqhST6fTymQythvxncN6t7u7q5OTE6VSKf30pz91UDuVqMFgUIODg16y+DsZdqhLDoVCfv5QsvC54OGHFevo6FA6nVYkEnki60fWzDlKiDLtVTAKSHWbm5tdjUqzApYnQFeGdr4X5PAATAEUwiLResIiBNuEao7fk/OFwMBqterFi5+NMw4VDiAK5wX3CJLk+/t7Lz3SY14bIeT83nwGfBcJnuUuOTs7c3gkYX4MzzwXwWDwyVkIM/+/UgrVN5tho+Su4wXbjZqI9xVgTZI/SwAuMgHw+P9jBkiTW4Vy7ezsTP/+3//7H8Kd/wRf9TNYrVbT1taW7cn1uYH1bTvlctm2r4GBAfX19SmTyWhiYsLEDi0jvb29ev36tbLZrAkwllTACaTtV1dXam9vt2oSgFR6fOYTiYSfXQAkWFXuMTIzhoeHbaNiYT05OfGCHwqFFIvFPPtkMhnF43ErCJHYo7TGlkRobblctqqH8gV+r5///OdKJpNWDEM21ef+sHxTxMESjHoVQomAXxY+ZjSWTFTDnHk0utKcBIFFiO3o6KhmZmZM2qFeYLHDks8yxOJFWQBzCEoZ7HehUEiDg4MaHx83IUcz6PDwsPMOye/kvQDQgTyldro+5/P09FRLS0uqVqterDo6OmxfGxwclCSXGhAODBlH5TiNtsyEqBg4w+uJQMBByBvKHFD8NDc32x5D1iKgaENDgwYHB3V+fm4rEYvoxsaG1XGQbNzZkAsE7IfDYY2MjLhSmnkcxTIZR0NDQwZcz87ODPQQzN7Z2amdnR0rXlAcQCAB+tVqNQ0PDysWiykSiXiRJEPv7OxMoVBICwsLVvGenp6qWCwql8sZFGHe5z3b2NhQe3u7n9uuri4tLS1pe3vbhAaqqPrFmTmL7xmK7/rslOPjY7fz1qtqR0ZG/LuhnODF3I0qv1arPWkpY7bjMwJ0qtVqisfjJnSZH6+vr70H1c/8KBMBqb744gu9ePFCvb29bmSlOIjmsYGBARWLRX/fJRkk5flGtc5ugogAtVB9qDWNTvVtx1goARohCzPflW7QaJtOp61K4UxgviPQn+xOMtcmJib83x0eHtoFsba2pnK5bDfK1dWVFe+UG5GXw5w5PT3te2R/f18LCwsGeQHZ2W0BV7GQAlKjcp6dnTUAjwqTcHf2W2YuznIsquwSiBtisZgGBgbs1iFImt+vr6/PRF84HNb4+LhzPBGpsBtAtD48PGh/f1+rq6v+/Yj/wNbL3Usuk/S4i6+srFjhc3x8rJGREX322WfOiyOr+De/+c2fbrjz91/t7e1PpHv1Vec3NzeKRCK+JEAso9GoH2JY8Lu7O21sbOirr77S3/7t31qmCVtB3gT+WJQugUDAwb8E8gEU8PezsOBn54Ekj4ZAZUJ7WYCpRiyVSkbqaGViaQYNBG1F/cSSIsnZKj09PZbQ7u3tSZIZHGxmHMwoTerT6lnwkMYSaEdQI7a5np4eI7aoBThkWc5SqZRDzahTPTg48EGHtxRLHwBUtVp10HU+n1dXV5fGx8eVSqXU2dmp1dVVrays6OPHjwqFQvZY9vf3e2kcHh5Wa2urvv32Wx0cHPj3z2QyVhth/UChQ34RldgdHR3KZrNKpVJ/x15HPg6sGUAgqpdgMOhlnAEM+erd3e9an/jv7u/vPVTVg0fX19dWacRiMY2PjztIEXtIvTQfELC/v19v376175uQSIakTCaj4eFhB/ShrmEIZriG8aQNgEYsPmMsXCzgXV1d2tzcVKFQcBgu7x22o9evX5sBqX8vYfYABFH1SI8XEaGTXPiwtIQ1I9cEUIOxZeEnz6WxsdGLOYBqQ8NjHe/g4KBDlgEDAI0TiYQRephAbJMsSQAvsIlY5G5vb73owx7AXgHmDQ8PKxgMmrEGoENaz3l1d3en3d1dra+vO9yQM4xwbyyuABycfzCyKysrlq6SD1UPjHA2EFyPCrJcLvuCub291dDQkOtBaRhDMs5AjFqIRQe2t1QqOSB5b2/PChR+3mKxqFgspuvra2cVsYwNDw/rxYsXZkv588mWIPCUgMJ68JlgcICvjo4OnZ6eOkgRFRQWiGg06iGPcyn3XVAt2WwMdmSGAOhj7+R9AdDlv/v+6/r62guLJN8/vy/zh/uCwR3rDWTEw8ODzxmqSAGG/rFeLIWw57C9P7z+9F+NjY16/vz53wEFyRBZX1/3+QSY0d3drVKp5CUD0I9/h6DJhoYGB7+jUCb4tX5GYJklCxDQs1wuK5fLeZHt7e21AgTlTy6Xs7z/5OTE9ciUAKAe4DxDWUcoPudrf3//E7VdNBq1UhyrVCQS0dDQkJ9vgmJpQkPhwX0OQE+oPEtYqVTS/v6+RkdHTRgSI7C1teXsIv4ZthjsDmNjY/rZz37mBQDrGDZSyJxwOKzR0VErY7GgAD7E43GrdAuFgkKhkJXpnG+ccScnJ/6ZeAbIwiOHBYIP1VVHR4fDrCFXksmkGhsb9eHDB5Ok29vbOjg4UCgUchkBNifeAzLWuCukR4UWFeWhUEiNjY2e82jAQh0GcYbNHwUlCmBIY5TgxARsbm76TmXOJneFe/onP/mJg65pfqLghfy+58+fS3pUrwF4AVCg0ufcfvnypRKJhNbX1604AnTr6OgwcDY9Pa1yufwkjwY7+czMjFXK6XTaSyv7A013/Hf8LCsrK55pyNEBkL29vXUcAYo9yDns+ISM83ltbGyos7NTMzMzenh40MePH5VIJNTX16eTkxNb65lnsVWSNVMvAqhXEUsyYNzW1ua2tJ2dHc9ILS0t3m8gApkX+vr6lE6nnR8Zj8e1t7fnTDBs7QBRHR0dbvDl+3l4eKh0Ou2fH0AUMKyhoUGbm5sGE1+/fm0ya3p6Wjc3N5qfn1csFtP09LTnu+3tbatUyKlll1lfXzd4RQYM6ndUgC9evNDy8rJKpZLnAPaSw8NDxeNxlUolvXv3zrlI8XjcNvVnz57ZPsZsDnkOkNjX1+d5h/xNatIXFhZ0dHSkrq4uWwkvLy81MTFh1fTBwYGKxaJaWlq0ubnpn7tSqWhpaUmBQMDP9sDAgPb29jQ0NCRJblikOa9YLBqsI3uW/fzm5saKfYpTcrmcbb68PxCf7MxffvmlnQ/BYNB7JArq/v5+bW5u6uLiQtFo1N9LFIUETkNYIwKA6EZowneP7DJUspAH7DaBQEALCwsmU6vVqvr7+22DJVeuubnZ4hB2qd/3+qMDPzCc1LkVCgUj5KSUozDhwxwbG1MwGNTp6emTBH+sWISZodgol8taXl52SG4kErFnlocC5B/ZHAgqfkwOAlQWDBl40rEDUJd5dXWlaDTqBZC6bg6neDyuRCKh29tb7ezsqLOz80nrDksu0lKCQgOBgNLptC9asiIIfWbJpeYchJbKRi5wQAT8oBz++Mebm5t9UeFtjcfjPujINWHoevfunfr7+zU0NKSpqSmj7FTZB4NBV5be3t5ayXF9fe3BkVrOzc1NbW5uOtCYLJfr62sHC3IA8Z4hxyP89vt/Pqn91JZvbm7q5ubGigHQeIKFGXBY8AuFgsrlsq07p6en6unpsWwUsIbngsYGpKjUWlIRjiWExbClpcUoOMMDgXG0WxFqyYUdjUZtY4rH426kGxkZ0evXr1WpVJTNZjUyMuIMFLJKkAJiDYvFYmbmCPRFql6vPKsHM1BsodQg9wB/an9/v9LptJcALva3b986F4LQOA6wo6MjPTw8WMrY09Ojra0tbW9vS3rMeNjY2HAbBRYAls1CoaCDgwMVCgUNDw8rnU7bQ81lxLLOgl5ve7u/v9fa2pp++9vfqrOzU9ls1god2GEGDi5LSfbXsoQDyrLELCwsaHt721WV5GChLgkEAgbnaBdBcYjveH19XY2NjbZkUglJOOf3veswleR9kfXT2trqBgastdgr6tmfUChk5pCa32AwqGKxaAYQRdTHjx/18uVLLw6AWZK84G1vbysUChlsh+lubHys6c3n8w7ehs2CdcXCxfcHtQtLGZYGFiyWsFgs9iTAFfYwkUhoZ2fHixxVswBa5+fnHrz4fRiGTk5OtLa2po6ODtcVA2ryd6N+QMHAi7sOaxoMXiwWc73u78v8QX2KKhOFIoGb2B15Lv4pXicnJ150sA9js/zh9af/+j7o8/DwoGKxqJWVFdVqNdsjkOGToXNxcaH3798bFOjp6VFLS4tDdqenp21xIrz57u5OAwMDury81Pr6us8ALOt3d3dWLXR1dRnI7O/v18TEhAfavr4+A7OQKwsLC2ZmUc4AcqCq4746ODjQ1taWrQrYBmZmZtTY2OglNhAIWH0L0MGZTyU7DTqw8swf/f39Gh0d1dHRkQkRSAYYb3Igd3d3vVCibGWOXV9ft8JbelwqfvWrX5klBgjOZrPq7+93KybEx8PDg3Z3d23dub+/t00GdQXqUogC1NtYDwD6ULyjeoK8CgaDam1tVSKR0NTUlJqbmx2YzHt1c3OjdDptOxIkWDgc1jfffOPcv7u7x2r71tZWxeNxL7wQEMxVzG7RaNR5PCzghGmfnp46NBWrVSqVUn9/v6upWZiDwaCJSfLtKpWKQbSenh7/OSiv4/G44xuohedenJmZUUdHh0qlkokr9hTuIpSp3GmolaamptTY2Khvv/3W2TSomNhRfvnLXyqRSJioJfcKi9DR0ZHu7++dl3V7e6tSqeRFnxBbnuF6UogczlQq5X+PzCYUPOSaomSg5p07vKenx2okwD1U8ihmANP4cwiUJmSa37U+fJ25jbucBj2e7ba2Ns+U7E8o+Dm7OD9YtCHlmQXa29udJ4jyf2xszCUdzKgrKysmoNipmJ0plHn79q3i8bimpqYcClwqlfRnf/Znmp2dNSnHOVSpVJyPBAmOHSwajerg4MAh9+wZEE4oI0OhkL766isdHx9rZ2fHMyI7B/a7XC6nQCCgly9fanp6Wv/jf/wPNTY2KpPJOBsIlfbl5aWBIiIoJicn/X2ggSocDmtxcdFn6u3tre2ZyWTSZxnvLwHTZEDiIEBRSDbn7e2tDg4OtLu7q2g0qtbWVtvLiQhgPuLMDwaDjgvgLoGAAAgiMwjQJJfLuXyGgiWKjTKZjM95bI3EBkiPcy6kZUNDg4uAlpeXnVN8dHRkrKBeMED8hiQHNWMXjMViampqcjkL9zJB6uwG7e3tboH8k231AuXlYa9vDQBdvL19rCRua2szG0FGDQxFU1OTFhYWJMkBrOTeIL2iKYdQWhY4ApIAPVARhMNhL8HkS8RiMY2NjRm9o0WLBiAOpEql4sOLy5iwaYaCn/zkJxoYGHBVMBaLeuYrm806hJTFC6UEKeH4vQcHBzU4OGiwgDR0fi4UP+VyWeFwWJFIxKFrXHS0X3CJATicn5+rUCiovb3dCfONjY1aWFhQtVq1TBuACrUDyxZZPAB7ZE4MDg56WULGyBcMRRL5MLBAyLCLxaLDdSORiFtAXr58qZubGy0tLTkwmxrstrY2I83YX3p6ejQxMWGFU6VSUaFQsBWJ0LHr6+snFoz+/n6NjIz49ydIbnt7W+Fw2Ba029tbS4q5wFn0arWa80Okxwt7amrKqquWlsdGDthCAvxgFPCkMwAjX6Udq7e3V+l02s0KXPDI6cl3Ae1ua2vzc8XQS4h1KpVyFgQqCS5xLlUUXcFg0OGegFpc5NVqVdvb22pvb3fqPM1dXEwE2xGGSVbJ6OioWSfAOLIlaC9DGTU4OGj5Of8MZL6vr8814ISnd3d3e3FFbUSwJOGjXCQorU5OThwaCsOL5Jgsq6OjIw0NDSmTyWh5eVmbm5t+RjKZjMGr1tZWM5TYtQgw7+/vN0ANyo/ljuebQGvCIQEG4/H4kzMCxiqVSimbzapYLKpUKjmUkmEOAJIgfAK+ATRop2NgITCxtbVVv/jFLzQxMaH9/X3neQCw7e7uqlqtOjOAM3p3d9dnGy1fWD2RcvPvDAwM6O7uzrYEZMgAHYC+BG3f3Nwom836e4xPnEYSQDOeq8bGRitu6hlS5NkM1PF43CrUs7Mzqx8AVFG54fVGrcPvjc0AdYQk53Zgw6O6FwUXlkXyFggBBHzjuwhLy3OL9e4f+oUyFzUFknKC5X94/fN7AVyi0BsbG3OYeqFQsA2DZlXIJxS0Hz9+tIItlUo59weQgef++vraZ2R7e7vGxsYcHk8IKc1E3OnctbFYTIVCwdkikEHcD9gwKLno6ekxIYa0n7yUgYEB3zWSDOQTjtrS0mKwGgVzqVSyGpymmYuLCxUKBQNhsOaXl5fq7e31gjg8PKybmxttb2/7O1kfA4C9h5xKMs2Yn2gdKpfL/rw49wGDACSwGWGnCgQCbpiCMU8mk/rRj35kKwwAFzMhuZeSPB/kcjm3UqXTabW2trqNlvbC7/9coVDoiR2LYoNAIKB/+S//pe7u7vSrX/1K5XJZhULBFmFAMUCM+ucNtePMzIwWFhZMTuzs7Hh+p944FAppeHhY/f39Jj1Qp6XTaf889QUdbW1tmpubcwYnpBl7QqFQUCaT8cy3t7enfD7vvwd7xqdPn3RxceG8OtRgl5eXvtOZ41DTAsIVi0W/nwAajY2NT5wEPEfPnj2zkg5wB7v/+Pi4yQucDsFg0Fmmc3NzBn4gRwE+8vm8jo6Onqj6WJpRAKEm5/lHzcb+gkqDrEXyFbFt0nLX2dmpYrFoVRFWeUiZpqamJ7YtSb4PmQux/oXDYS/6PL+o3rBf1s/azM3d3d3+PbDFT0xMWNVKBEJvb6/GxsZ0dXWlSqVidRAkWyqVUrFYdNswnzXCAVwnc3Nzf8cqjhoMJTUk/PT0tD5+/Kj9/X2H/yYSCQPnGxsbto9+P6Li8PDQtn1s752dndrb27PDAYUjxDLPApEPtdpjgyH5YRTjnJyc+HeORCLa2NhwVtaXX36plZUVVSoVx0mgHnv27JnvAUAw1Dc9PT0GZ/ke1NvQUH9zD/H7EOfBuQnAidoGW1i5XPZ9IMlk//Pnz/Xnf/7nVom1trZqd3fX51u5XPazNz8/73kQyyL7Cz//1taWXr9+rdHRUe+SL1++VGtrq+bn5x0NwdkDWE7EjSQ/F5yntKYFg0FjIqOjo+rv71ckEvnf5iz+UYAfLlHpd5J9FkOyXMjqQMZFsNHV1ZUrYzmEWXKQsJKTQ/o5PkLkdOl02vYgwABSwkEcUcogTysUCq6LYyksFAr+80gRL5fLXmyvr68dHsXhNTg4qGw2q4aGBi8kfLh80L29vVpcXNTy8rIRQZZo1CH4i8l6oSUJaTPBoq2trUomk27b2d/fN/uFj7irq0v9/f0O7VpZWXG9Ios+gYerq6tu5yK4D+nz0dGR/st/+S+W0CUSCdeP11/8LS0tWltbc/AaSw3LG2AEag1Arv39fbcmcYBR+QwoQzMSEsBgMGjAo1KpmGFg6ON9AQE/PT11XSsg5O7urkO79vf39eWXXz6x+DU2NtqHzdACWDU8PKz7+9/V5fIzUlmfy+X0/v17dXV16cWLFwZKrq+vnW9Uv7COjIxYCYWFplAoaHl52VJpMp2omVxcXNSLFy/sZeUAJLARiThMR6VSsQ8bdRMgJbJZ2jj4Dl5fX2t+ft6tXQRNo2z4fm7C7u6udnZ21NbWprGxMZXLZT+/SLdhqxKJhOtXYeio+a4PgoRVHBgY0OnpqRYWFhzUe3V15WA2shMY2MgNA8wlQ4pchGKxqNnZWYdFcuFiK60fRlm4UQXBfvX29ioWi2l1ddWHOkMHICxMtCTLZEOhkKXZgJhkezFYX11d2T6GPQmQIpvN6uzsTLlczjaxi4sLnz0tLS0G0Opb+wBQqOPs6+szYB4IBPT69WuDRr29vcrn85qfn9fd3Z3+6q/+SplMRi0tLapWqwaPUqmUtra2PLhR5wrbWqvVrPYkNJW/m0pTSUokErq6unJNPLlGZLzhy25padHW1pZWV1c1MjJiEASmnOef/BwsX9hRpd+xLzCBqNok+RLH1smAy/cTKwiXMH9GIBAwgIMyiiGUnw1VQH0gNMwonxt5P1g6GVRRAQAI8XfDiPG//xdLFuw35EG5XLYVYmJi4u/95/7w+uO9Hh4eVCqVtLa2ZnLh06dPVgDCVKJYRD2M5fmrr76yxWd7e9tD9/Lysg4PD51/0Nraqlgspng87rpblHDc2wAhMNgPDw/K5/MqFAr69OmTbm9vlUwmtbGxoZubG3322WcmG1gaWPhRpS4uLlq5Qh0vgaDcC5Jsdx0fH9f5+bmtxCzGKJKwfgOuQ+jw96J0TKVSGhkZ8SzFAtXf36+pqSnfKRBWhNLT+oXS/C/+4i90eHhoixvzEyHWqDYoO6nPueMMJYOGOwM1EtYeQqnJY8FKxbLI9x6gPBQKOW8mn8/bBgLAdH5+7rB9qs15dj58+KDj42NNTEyYnDg6OjJghoISJfCnT5+sCoCse3h40DfffGP1Bp9fvV0Nazjk3unpqe9RlDic7TS7kbk4ODhoq9Xe3p7vRUKvWf6xMtVqjwUIFxcXWlhYcHzBT37yEytnJDmeob75kaKJq6srDQ4OamZmRoFAQEtLS76b+V5wTwCy8zsfHh6qVCq5rY1nfHBw0PclZPjt7a0tVMyMqJMuLi60vb3teaSlpUVjY2N+3gAUUC0BOgKSFgoF7x3MDKhVyahaW1uz8wreFwAAIABJREFUpQm7kCQDtpubm1Z58TxjfaLFCXIDUoXdLZ/Pa2dnx+HKzJbM9sFg0CRaf3+/877I8Wlra1NfX5+zII+OjjQ4OKjnz5/r7OzMqnWCxxsaGrS9ve19oFKpuP4bmxjuiuPjY3V2dvq+5nvc29vrZzubzWptbc0EF+dfb2+vfvGLX+jdu3f69OmTct+1mlG0MTg4aDI+kUhoZWVFl5eXBju2t7cdhF3/2WDZZK9obGy0zZ17PhaLGQgGtIN0h/wmPBp7LUIAyABUlmRPtbS0uNAml8vp5OREk5OTDrKvjyFAmRMMBm1lmpmZUSwWc1B0JBJRPp/3mYebhtIVgqEPDg68y8/MzNhSSIwFlsPFxUWtrq7aZkuzHmcsYB17VzgctvuIjLKxsTEXGWGRBojCHUTeFRErhUJBTU1NSiaTVjhJ0v7+vsG15uZm2zvJkAKoBBT7fa8GDst/itebN29qv/3tbyXJ1gQYFvIKQB9hlerD9pqamp40dNXnS/BAMYjiMyQ0jUuMcCYUDYSJ4vfm0oFNQIbMAUqjRP3hQ300PmtyXGjB4EAj4bxarVqW2NjY6CpyAAqCp8gWCYfDmp6e1uDgoO0D1ISyXJ2dnamnp8dNFaC99UGIqAcYSLA9oO5pa2vzf0d15tnZmfr7+/0lhp3i8EAFAUPD8ooHmPaHSCTiwDUCCCVZ5USuQKFQMFNfL+m7ubnxwNDa2qqjoyNXfzL08KVFwYENjoBtcmNAiGHM7+7ufMnd3T1WAYKwMgyHw2Eze/hJWcZJwkdlgte8p6dHiURCkiw1JqQS0GRvb89gBkNNNBp1oNz6+roB0Xg8romJCVtkCJ8FlET109LSYsXRzc2Njo6OrE7DGskAGwqF/BxyICGfxx6HxBgQBMYKZR7vO1lYDQ0NbmHjkGxtbdXo6KiGhoY8bDAMSI/qLgIPGdRWVlYUCAQ0NTVlpRuWz7W1NVsGCUhD4YKq4uHhQclk0iAeQzDPOtJPFBkMgFh9YEBpiCBgk/OBHJvu7m4HwsE4Pjw8KJvNPmmRw1b3/v17zc3N6eLiQsFg0M1tbW1tVmgBfl9dXXnw7urqcrsJny3ZS9Qho4Lc2trS0tKSmpqaLD/t6urS8+fPlc/ndXJy4qEf+0G5XFa1WnXYXiKR0E9/+lN1dHRocXFRDw8PzshhiMLb3dXVZd/42NiYfvGLX2hsbMzecjKMyNc5Ozvzz8x5fnx87AG7ublZb9688TIVj8d9YTNU0BJGoPj/qqoc5rux8bFK/vve59vbW1e5Awhi38Ibf35+rr6+PiWTSTPDhDjyPwB7bLKSzNLiJyc7of5/DHVYd/nvUFBixWttbfV3lyGNTI3flyHEPQvIVJ/rxN/T1NRkZoufk4yC3/cC1GIJWVxctEpscnISS+i3tVrtze/9Q354/VFe9TPY91+A97R63dzc+PtG+Pn29rZVbZ2dnZ6dyuWyfvOb33jRRgnHgowKJxaLPSmnwB7IHUeeD6o97uPR0VGtrKzoP/2n/6RSqWQ7I8ADVuX29narhlKplEKhkLMeisWiQeGVlRWtra1JkrLZrAFS1JUsmQBbfC8gedrb2xWJRCTJPzvL9cLCghsHGer7+voUiURUKBRULBbN3l5eXmp6elrhcFjv3r3T7u6uOjs7DYIEAgFnLX722Wfq6+vT27dvVSwWncNHhlIwGDRgzJwKCZFIJPzzk60TiUQMLEEqSo/Zj4eHh3r37p2KxaLnLtpKaVWEbCNjRZLvBRb5/f19W2uYB1BUEOswMTHhOZw/c319XQ0NDfriiy90cHCgfD7/JACc85k7lHOwqalJb9++1fb2ttuyUA1wB7W0PNaO83wODAyYxCGnB/D9/PzcKoq+vj7b5lnMsKS0trY6n4T4CFTvQ0NDSiaTGh0dVTAY1MXFhT59+qSlpaW/E1RLuC02vYODgyflC8xazOHRaNSBudxNWPzD4bDy+byur6/17Nkzz+ioEwqFgjo7O61Cb29v18LCgu1pBAR3dHR4Jj49PfV3hKzKarWqeDyuWCzm2Q21fm9vr6rVqhYWFkzyQG6urq46Ow9F7fb2tgsv3r17Z/AQInJ8fPyJK4BdBpsfljvCtclk4fehXTMWizlzBUKGBtNarWYFBucCpBREKbENzAuAaZJ8d2M36+7u9g4CIRMIBBSJRNTZ2enqdoCInZ0d/5xEImBdx4KUSqX0X//rf9Xa2prBklevXhmsRMhwcHCgb7/91vM+ESjY6Hm2ACeOjo60v7/vHbdYLOr09NRKTayf7Lu0VSHKYB/lfYHcqt8x+vv7HY4O0IttDeJ3ZGRELS0tWlxcdGsen2U6nTYwl81mLbg4OTlRJpPRhw8fdH9/76YrQO5KpaK7uzvv39lsVkdHR3rx4oXnMN5nvlcQlxBtKLGurx8bEl+/fi1JBswqlYpFDiiQ7u/v/V3CCtjV1WVVWn9/v2KxmC4uLvTu3TvNz88rFAppcnLSzX3r6+turyVQ+/3797q6emwoXlhY0OvXr/Xq1StVKhVtbm7qX//rf/17Z7A/WqsXbUnI56j2ZFEHsWKwCAaDbpTAYjE4OOihmKDbzc1NbW1t+QvGwQCynkwm1dDQYNsB4X58CcmIYFCWZBsCcrKDgwOtr6/bS9fR0fHEPsCBAjMD0l2r1ew9Pj09dZgYzCyVdTRMUanJclYsFlUul7W0tORwKekpkAL7jQUN+RgMGNk+kgyqsdSiomIZJrCX/44vAJlBLKyhUMj/PX5jlBgsspubm0a88W0Szru1taW1tTUzXnxRtre3bWEATcWjzWCIbBK1Cp582pE4ZPv7+/X8+XONjY35gL26ujJT1N7erhcvXvgLiDXv5OREr1690rNnz9zqQ3UnfweLVW9vr6amprwgnp2daXZ2VrnvalvfvHljz+nm5qZWV1fV0tLiAwikHCUCflsGUC5pnjMUSalUSsPDw/6edXV1qbe31+8T0uBAIODfHTCyubnZ+VNIrwFXAY2Q6XOYMYRwQGa+a0ghwOxHP/qRotGo3z8AwtPTU717906rq6sGare2trS5uekgtJ6eHj1//ty5LoAZ+/v7KhQKVmWR3ULtOioqcoQ6Ozv18uVLxWIxVSoVLS4uamVlxaATAAcg4u3traLRqIaHh82McpmRMwEwjd2PAGgAMAY3ZPkMH8hgYZ67u7sdPsr3j+R/WAsGGBo5UIbQuMJ71d7ebpSfMwsZbXt7uzY3N1WtVp/8LplMxgPwy5cvNT4+bgaI7x7s6MbGhrq6ujQxMeHQ8Pr3DZns/f29pqendXZ2po2NDTM/2Dj5+fAyoyggE+3+/rGqdXh42IqqnZ0df84A8LQ2wETv7Oy4JhRbZP2LZ4/fB8YdYBNFKUDa/v6+NjY2lM/nHSjKgkFbCMpFvosAZ83NzV5IAZVZRvl7UU9ynqIAQo3H/xjM+Ey5Y1B4YWP+39mqkCoD8LMMAkjx2TGUEmjJGYQaoB6YApjs6enxe9XS0qKhoSHXDf/bf/tvf2j1+hN8/aFmVVhb7lm+u5eXl1Zn1Go15XI59fT02AKJWhbpP0rb4+NjVatVjY2N6ac//amePXvmAPiuri6fd5xl9eo5nj/Ukufn584Wq9VqvhdjsZh+9KMf6ec//7nBBUkGcrmfKcQAiJfkBSudTjvLAiULQcxbW1u2p3JmMXOQY8I/p4qb7IyLiwvn0G1vb2tnZ8d5OeTdoJrkvoNdJ88RwBfSYG1tTcvLyyYSWChYZkdHR30u1QMdEGJYVGji4e5g5mltfWxE3djYeLLkQnL19/c/sSnn83mtrKzo4ODAlmMyXFCq8pmwxFKIwBnK5whhis2mubnZxE1nZ6cqlYqOj489w9AAVp9HhAq+oaFBExMTZtghRru7u60+AJiCsCQThTwcWhZRzkciEWddSfI5Xy6Xbb8Jh8Pa2tpy8HRDQ4PBLHYaZrH9/X1tb2/7O8DZjmWNJb2+ka6xsVGvX792ZAX3LRl1WPgIwR0dHbVyo7u7W319fdra2tLCwoLVO9z5zPY0OZEfEwqFDB5CaFOWgdoN8JFMSOxPNNehyC4UCs78aW5u9jyeyWScddTS0mJnAqUd2Pm575qamjx7dHZ2uigknU4/CTWXZNKwra3NPxtZSNzHZEhh0394eNDh4aEjSFDDSLLClh2Bf0am68HBgevDcQbwfYWMrifCcrmcyUpUQOx7/Hz8zgAzkKnn5+eePXt7e12GBIBF0PHJyYlzONlvEUMAgPb39xuMx86WTCY1PDxswEKSM7qogAfUIgOJzNxSqeRAaoQEzIwEmPPPJHmeYfckj435B/IBYLRewd3d3e18z/39fV1cXFi9ze/DTh2NRjU6OmrLJnlwoVBI+XzeEQbsXCi6CMPn/X327NmTOR5X0sLCgvb39/X8+XMNDQ35PgH8Ik7h7OzMkQaVSkW5XE6fPn1SIBDwHAUeIUkLCwvOPI5EIn6WGxoalEgkNDo6qvv7e3369EkrKyv65ptvfu8M9kdT/EgysooyhraHq6vH6jfCyIaGhmzfwqfN0tnQ0KBCofAEaGlsbFQ6nVY6nfYDAtt6eXlpdgEUWJIRRNQvAFOAP3wI+M0JWmUAgDHloEPJw6DDBQ1avrOzY2aGoGceUC4MZJC1Ws0LDsgnlw4DCb5HDiBkYFwcLC8sUORLMDzgGYZlur+/ty+XQ31vb89DP4fx0dGRa+vIbTk7O9PR0ZFZMmqfUQcxDLDkcClgOQMAIx8ApJ8wRw6IarVqNUexWDTow8F4d3dnS082m7W9j4WvXC774h8YGNDnn3+uQCCg9fV1zc/P6/j42Ja8yclJK35YpAEVW1oeqwJ5HmDM3r5961Bx2I7e3l77VdPptLLZrBsnAoGAB24AKex2yNGRXoKoY4/jEiwUCm5Xqw985RDkQmfZpaUL9RfPAgfvxcWFGa9IJKJsNmtbUjQa1YsXLxQKhbS7u6vl5WU1NzdrcnLSFi9A1evra719+1Zzc3PO3EEpx+UIaEN4GrLrXC7nQxhpZKlUsmpufHxcpVLJnvmLiwuVSiWj+KhiUF3ADqKwI5uHoQ7pLZktuVzOAZN4uFG/MHDCgNWHGrNE82fVKxBhPxYWFrS1tWUffiqV8rkIOE24cH0gnSSDKKiQAB/JD0AJSD4Yl8/r16/14sULFQoF3d3dKZlMevHZ3NzU3t7ekwA+bI6ZTMaZETDEDDHHx8eKx+OanJzUL3/5S8uSh4aGfGkT7Nre3q6bmxvby2g7u7t7bCILhUJaXFzUN998o7a2Nv34xz92jTGtYIeHh1Y+LS8vq7W1Va9evTIgXG+dkh6XWoZx2EuAD+wLnK8sE/WydCTcKAFR1MH2Y3ciBBCV1v9rtg7hsTDbBOl+H+D6h3jV55LVA2P1L0DK+vbKhoYGRSIRA6/fsXo/KH7+BF9/SPFze3trQglCgLP2r//6r1WtVq1g5fssyaBFvUWJRauxsdF5Jfv7+z6DADoZthsbH6ubd3Z2dH//WCd9dXXlDB5AW5S8nNnd3d3+OQC9ObuwAn3++efq6upylTxEAoQMYA6LVblc9nLLTDI+Pu6WSJpsAN3JpgMo2d3ddQbGs2fPTA6USiWtrKzo4eFBIyMjzuDDzkEeXSwW087OjpLJpAYGBjwTNjc3+y6empqSJIdHc4+Ojo46SmFpaUmXl5fKfBdKypk9ODio5uZmxwNIetKIyfJHWQDzeSwWUywW89mDYpnAWEi/ehsI6gfOe/5+zgnpsQyCdp1isaiPHz/aUo41Z2try1aQzz//XJ2dnZqbm9Pl5aWSyaQJO+w2KEF5Nru6upRIJKxE4m7Y2dmxqgWSbGlpyQrtkZERZTIZzc/Pe7nFXlxvIwRw4plGITE4OKixsTHnfQDm1Go1ffjwQYFAQNls1nZJwrf5HAALIIAkOTS9s7PTgbcQ29yJvb29LnTJ5XJaWFjwzoN1ChUXgbh8B4i54IXqeGpqSkdHR9rb27Pin6KNjo4Ok4e8t3wetdpjkynZV+T1jIyMKB6Pq6npsd5+fX3dsyexE5w1BD2j/CULlWeZbLloNKrb21tNTU1peXlZCwsLBqlQnHV0dDjSA7V0fXg0KgpU3fx7BBhns1lJ0tbWlkqlkuLxuJ8JcpQ497CGsec+PDzYEYCSZ2Vl5Un7aDgcNtHU0tJitR4ZW8yYfI7YQ8fHx61MevXqle35x8fHtrkyW7OzEWdwfHysaDTqAqBIJOLsGhSVKysrbvbi54cIj0ajenh40Ndff21imPeUz5Jnqre3V9ls1oAQSkPI0S+++MJ3z9zcnK6vHwtrEomEM1iz2axJvVKppLOzM5OSZHhBzNIg/fDwoEwm4yY0WudQmt7fPzb5xWIxvXr1ysUm7AyNjY2anZ3VxcWF0um0/uIv/kJ9fX2es7u7uzU7O6udnR1J0vT0tBWimUxGvb29rqnHKcT3gsIQ5liU/ZFIxIQ5+aC1Wk0jIyPq7e1VLpdTuVy2+r6lpUWrq6s6Pz/Xf/yP//H3zmD/pBk/SKFAwOsRWS4LpPNNTU1KpVJm67e2tpx1E41GJcloLA8/Ncwg1PWBmFzOACQ9PT0GmgBDqLvr7++3jxCVDyw4srU///M/N+hEmDMXDks7wEZ9QCf/f+xSDw8PRk1R0HCxwvQ3NDRoampKIyMjvpRAb5GKsqRcXFz4gyeEmABhLAQcGCiGCHA+Pj42qNLT0+Nq7/rwNICGw8NDra2teSgi5I1lmHrls7MzV72jliB07f3797q5udHk5KSeP3+ubDbr/KGbmxuHQxKYnUwmPdChkGDIwfOeTCY1MjKiy8tLo7fX19cqFAr2e5Jy39XVpVQq5ffiq6++UiqV8u8Lg4nP9+XLl0omkz5oGbio8cZiSLj23d2dfv7znz9h0WZnZ9Xe3q7p6WklEgmz6slk0j52LuKenh6trq76YAJ8BH1nASME8/z8/MlCi4KLtHmWNZZoFBSg7OVyWcFg0KAazzFgBH5pvqednZ0eeA4PD42q5/N5jY+Pm6WhlatUKun169caGRl5kvuAvJWcgbdv3zrjCUCpqanJuTQfP360b729vV2rq6u25a2urjrcDfUbVbwEChLmvrOzY7Uh7CHLBYsvIBnST9hLFDTIYAlBhFUgjyUQCLgpg/C8i4sLDQ8POwdrdnZWb9++1VdffaWBgQFls1mfVYBJDF8Ax+fn59rc3DTYJsnMLT5ogGwULldXV9rZ2dHCwoIGBgaUSqXc4jY1NeUBHAYDVVhjY6M2Nzd1cnJisJ0Bu1armbFdWlrS0dGRxsbG/B1GnUYYYTgcNuMZi8X8nrHgFItFtba26vnz52ptbdWXX36pr7/+2i0ptLMBUofDYXV1dTlPAetcPYAnycMeUnoyn1DEYF8ALMa/fXt764sfRpgQR4Jne3t7rabZ3d1VLpdTPB53lTOqof/bF2wcd1hLS4ubH/4xXrDx3BeSnJmA7Jmfhcre4+Nje9dhsKk1/eH1z+vV1NSkgYEBff311/rtb3+rQqGgvr4+L8Asm7DV5XLZamGUiv39/ers7LTFqVaraW9vz3Zz8rOwhbS2tmpmZkYnJycObn737t2T5ZnBOBgMmvBiTiRzgcWqUqk4RDkSidgyD2iKxaKlpUXJZFI3Nzfa2Ngw4IPlBQU3wDeBzvWz28nJyRMVNMx6JBLR+vq689Lq1e3kwgCaYpdAHQmITggpqqKGht+1NA4PDzubg/YWFpfFxUWTYag5UA5Qj1yr1fT8+XO9fv3adyvKnnw+75yicDjsMgZsRDwP19fXikaj/plGRkbcnhsIBLS6uuoWmvqzf3h42HEFhHxD6A4MDPjzQymPvZXgVcKCX7x44bBU8t54TwB3yLGJxWIOlEYNzPuL46ClpcV/HtXpwWDQMx/LMbY7fj7aPuvz8LA9FYtFbWxsOAOJ7wQtZB0dHUqlUurr6zPIMDAwoGQyqe3tbYf8ZzIZ1Wo1ra6uGrAhoFiS1UwEH7OjMHPSJkfOTb1NkUp22uRQHUlyDh7PLuoC1KbMJcVi0cs0RCNAEEHF5XJZq6urVgNCMJAnRFZrT0+PlpaWDB4DqNTbq7lrUdqhUAXAKRaLDqEnkw+VxzfffOOiCNQeNC1j92POJiAYcAM1EvZHns3j42NNTk76OeLs4s9sbW01mXd+fu4ZnND5QCCgwcFBK8/IFGM/RqXH+be8vKz19XUTw2TsoK6/vr7WwsKCpqenLZg4Pj7WysqKSqWSQT7mGNwPxKxks1kLGTY2NnRxcWGVOLX35NpIsuUPEJl9LBqN6rPPPpMk/e3f/q0DzLe3t1WpVJTJZDQzM6NwOKz9/X29e/fOThLyHT98+GAirqury9ES8Xhc6XTa+T5kAjO/dHV12fJWD5SgZqNlrlKp6PPPP1dLy2OrbDKZ1Js3b1watbq6qv7+fgMukkwGYiPu6+vT8PCwvvzyS11eXupnP/uZYxvIqyQHjEgL7lHuQ+zLL168UDKZNIHCrlOpVLyPc9+CYVxfXyscDhs8IrLjD73+ycOdUR3QcEQzytXVlbNEwuGwQY2trS19+PDBCw5SRdhWSfYFDg0NObujpaXFIAfDOywCnlGWXwLK+GDwT3d2dj5J0ecy4ZLlsiYjBrlgNBp1ZfzCwoJVRqDvHMZ4HcmrYbggCArEHxUU3uSmpiaVSiVL7Ll81tfXDQAgE8bbieyQoMSTkxOzY3gRk8mkl7SzszO3RjU0NFhi3dnZ+eSwZWH//PPPlUgk3JSUTqeN+CKtDYVCXg7i8biePXum3d1dK4RWVlYMZAwMDFgZ8v79e+XzeV1dXfmwpp2IZQTl1e3trZdlfteDgwPlvgsKph4yFAqZaYvH42pra1OlUtHc3JwPw5GREYfe7e/v66//+q81ODjoXBxktWdnZ1pdXdXW1paBqlAopJ/97GduL8P6xSJMwCvqHAKQyWLhwiT7iksHTygKjU+fPvlzZblk4OFwpBmjPoT45ubmScgzuR7YcfisyEbBVgNrOjExYdYBBQeM6OHhoYrFon8fwDyGo5WVFd3f32tyctK2S1iBarVqAHFlZUXVatV1jMVi0Wg6DANZSyDr0u/ajlCRwQrx+25vb2tzc1MdHR0+kCuVipcTvtswYAwrhAFiSejt7TWT+fbtWwdUUqWLhYYQYNQk8/Pz+vbbb9Xc3OzvJVa45eVlFYtFZTIZjYyMaHh42IBWqVTS3t6eOjs7FY/HNTo66kFPegQKsO2dnJxYcosEH8XS/v6+z7FEIuHMgWg06p+RBYeML0Bq8giQNBNiubOzo76+Ps3NzalarSqZTHqQ4HkCsCUPicEs911LzNDQkHK5nHK5nMbHxzU2Nqb7+3t98803WlxcNGOWyWTU19fnZairq0uZTMaBjqFQyKoqXnjSaXOoB0pZDCRZsQkTBBsJmEF7GtbTbDb7JGMnHA5rfX3dlfMsLYC5fEf+0IvzFQYSUIqcsr8PiPT3faHAA+REUYolme87wac8yz+8/vm9II329vbU29vrbB9UjsxJDOpNTU22R93e3qqtrU1DQ0MKhUIOXWY+iUQiViNcXV3ZCovSlaWUTDlUbhAo4+PjXk6xTxIojtoMi9PZ2ZlBq/7+fistOM+6u7tdtbuysuLlk3BozhbmVLIf+P9j5a7/njIHAfqjACoUCorH4wblR0ZGNDMzI0laXl7W7u6upEfFOZXc3M9YGeqtmMlk0updFmdUGijALy8v/fcC5hI2Wq1WNT8/b4ICtfLi4qKurq50fHyss7MzjY6Oeg6CgCA7cnBw0L/bwMCAdnZ2lM/n3fCDwhbACIKIFppqternpFgsam9vT3t7e8pkMrZYAfTQ+sgsSETA3t6ejo+PDboDwNP6yPMjyYtVLpczKYyiHeC/Vqvp48ePXrL7+/s1OjqqgYEBW38uLi6c5/Pp0ycrSeqDnrFAjo2Nqaury5lOKEmY7Vj4w+GwDg4O9O7dO89+KMkg3uqBze7ubmUyGc+k2FpaW1udQ0RkBQR7Q0ODlR+UuXCuYyEjgHx2dlarq6sG9QBCJdlOJMnfC2b+1tZWRaNRL7O0XAaDQSWTSc+AOCqwsKDiHx0ddT4X82o4HPbPV2/L4r5tbm5WPB733c739PLyUisrK1aSS9Lc3JxyuZzDgtkTiW9AlYzdEpvo6empSX1JBmfINero6FC1WtXa2pqfJUKasX7yTNbnLx4cHKi7u1vDw8MOmCfInu8APwuxBJ2dnVa+QEBhMeU8Ymc4OztTMpnUixcvVK1WnS06OzurWq32ZK/l7ydDs1qtqlwu21oH+fTs2TONj4/776TyHYcLcR717cyopDOZjKrVqra2tqwkgkCuVqsWODQ2Nmp3d1f/6l/9K/3N3/yNn5WVlRUVCgWdnZ0pEol4f1peXrZNkc8HFTnzcjwet6KxPpC5t7dXc3NzKhaLVjbhZlhfX1c+n9ft7a0ymYybgskea21t1ezsrDo6OjQ8PGxC8cc//rHVUux7KOOYu1FIA6JXKhW1tbUpHo87c3Z5eflJxT27Tb11eHd3V5VKxfcFOAJn9R96/ZNm/PyH//Af/r9/82/+je1XLFg9PT1e+MmgAVQhjLc+tJl6ctA7AAu+qIeHh9rd3XVzGMG2qB74e0BLCQZkCYMxoQkKXyKHOpYFHgxkeIFAQIlEwoMDwYCom7B34F3HElSr1awgIAeCej3Y5uvra18EIOQAHLRd5HI5S6KRERI2DGjFF+3k5ERnZ2fOPCFzIp/P6/Ly0kAFX1asZsinU6mUXr165ct7YWFBa2trzgcql8s6OjoyUo+MGE8mFarU3cOaMWBy+OBdppHs5uZG5XJZ5+fnXizT6bQGBwcVDoe9pEgysyTJBzdA3dnZmRUhWLFokCBTBKUYQxYXAocMCyHtPdj5uChh3MjBoA2pr69Px8fHrscdGhryEpxIJP4OUERmD+xc41/8AAAgAElEQVQnAeCwCLAjl5eXDuZsb29Xd3e3JicnlUgkVC6XPeTSiAUDAROLRYX3L5VK2WOPquXq6ko9PT1KpVLq7u7WxsaGparUlFMxDfvDMNDY2KiNjQ3L4K+urrS7u2vlBDa1dDpt/+rnn3+umZkZM6zkuZAJlEgkfHgC6DHcwGICyqKSIRcIEJifj+88zznKOJRTyLRbWlrsWcZWIMlsHWHPNHnRIIKyjEwpwOWenh4NDw9rdHTUFk1CkQGOxsfH9ezZMz+7AD6Dg4MaHBw00ESFZltbm2XgWEhRQqVSKSthAEl43hOJhL9LfN60jzQ1NRn4II+KgGjyuGC+JdnnD5gGiEKOAywR2Umc5WS48efXajXt7+9btYQaEEUPDMrt7a3PP/6H/YPQfmwJsOUAe7BFDIQQAbD4LBYTExPO2oFIgCXk7IZZYjGg/Q/wrf7f51WvesV+TKskCyAqqo6Ojj8YvvwP/To6OlIul/PAeHV1pbdv32p/f9/Wm0wmo3Q67e/7v/t3/+6HjJ8/wdcfyviBkW1ra1MikdD09LTDylGtQLSQs8X509PTo0wm45prQHTpcUkcHR11sx5FE6lU6klg+c3Njba2thwge3d350BmFjtmhlQqZZYWST7kBQUbAJGAJoD0lUrFLYQwv/f/P3vvFhtpmt73/Yun5pksso5kHXg+Nme6e06SVpJXsne0EGDFQG6S3CTIhZMAucmlgwAJgiiWHRhIgOQihpHAgAErhg3DjiBjsba18uxK2z3T09PN7uaZLLKqWCySRbJ4KBaPlQvO7z/FsXZXCQJ7gkwBg93pabKqvu973/d5/qfn5sbWk7GxMdedkpwfQqPFNCOImNbWVitVACqurq7uNYyANZJc50G2AQwNDAyoVquZqIO4KJfL6uzsVCwWc4MyOTnpibPY8Km3sGLQkHG+TE9Pe3JVLpezdWp/f1/FYlENDQ0GRVAiYcWnjiILjdB86a7WIJ+FGqkeJCafCJv/wcGB8vm8jo6OlM/ntby8bBUAgfWEAodCIc3NzfmMQWFdLBY9YQjS5Pb2VtFoVIFAQKurqx5qQSAtICLqI/bVzs5ON2bn5+eanZ3VwMCA1fdklTBghv6B6bH1gz4Am6itsLQDNpRKJQ9t4dwJBALKZrP3njnqhvHxcfX29urg4MDKi7GxMVuiiAtgWh71J6oaVGkoZXt7exUKhdTQ0GBLGeQPOal8PhpkSNhyuay1tTUruPf29nz9sJa1t7cb5ITsKpVKOj8/93fi3O3s7HSGUFtbmwcp0J90dnYa/AOghCCnN+rr69MHH3xgpVy9C4S/Q70BMNHb26vBwUHfLyxkQ0ND96bJIU4gy4zrWj9sAdCQnEjC1an9GxoaPFyDfiUQCGhnZ0fr6+u2G6GaJXogEom4NgoEAq7vscdjoQcQJCeMKbKodMlLvLy8VDqd1sjIiPe8VCplgr5+QA5RAtjMent7rSA8ODhw7X1+fm53CUIN3pfc2dvbW8dTAEoz1Uu6y2JjgE08HlcoFHLmDpZZrJj7+/vug8LhsEOMyfCiTuP8YArxkydPFAwGDbgBFlcqFfceKEdxb1CnxWIxffTRR87BPD099aRVVO9kfIFX0MewRwUCAdvBUH2ydiCCsRez51MPA84jkmFfl+RetT4rlN8TDAb14sWLn1mD/VsLd5bkCT2E/ElyQ0Szz40l2IkcEjbvdDqt6elp/zkNIxcMcEm6Y2MHBgYsgwJFTqVS3gxpBLiogAMsLMYVgtLBxjB+mIe/Wq1qZWXFKDsTtVgAAwMDttUQ5EooMtN7kD5SPHCY8LkpmsgyicVi+vDDD/Xw4UOHLiOTpEmiqSfsua2tTRMTE5qamjKrTc5GKpVSIpEwm4R9CwQSFBspajab1d7eng4ODszkrK2t+frwM2dnZ1pbW9PGxoYaGhocSFivygLY47MjnQQMYSOqBwNByjs6OhQOh3V6eqpsNutGlUKIUXjRaFTpdFpdXV0Gb1A1wXiQH8U0DJqgra0tKy34nKi0UGTk83mtrq56A5mbm1MymdTg4KBtR4Bcvb29GhkZcagyAeX11xyG9Pj42KAn95lrFw6H3XhubGwok8ncA6BQg0mysoqJUoCQME/Dw8Pq6+uz+ovvQdHEBpnP530NABkk+XMwaSAajSoej2tubs6KIYJqsUMSBM4BCAMAoo41ieIWlhb5fUdHh1VnTPtAol0sFq20m5mZcUFDiDks98TEhB4/fmw/OWvrgw8+0Icffmh5PQ1LtVpVIpFQMpn0Z2RvYBQsChDGWCJXJqiSHAv2QJ69tbU1qxBLpZItnQ8ePLB8mqKfvZPPBjsGqEGBAIBAYDaqLQ58QHIyqY6Pj11swc5cXl4a5GXKANcCsDSZTDqAEgUiVlCaKfZrlIA9PT3O2SIPCB863xEQHNAPYJ3ChOlc5HwFAgGrlPgHCxMh5RS6/H6e45aWFp87FHjYyQCAAeMB+Vta7sZBI8fHDgdTCQCI7BuWrr5RQ1VIswhDi6X0F4U6/7/xApBbXl52tgXy693dXY2Ojjr8MZ1O+/pFo1H93u/93rfAzzfw9fOAn3pVIvlp7OvYPggdbWlp8VnGM06GAcX6zc2NQ/KPjo6cIQUQUCqVHNJKpgE2FSZv0lABWjNlBbUR2XD1IaWMNmYtF4tFlUqle4Hs1A/UbPV5HJVKxU0nVjGGdsB2Q5bxuQcGBhQOh123EtDONeQ705xAEs3MzHg/QrV0eXmpkZERtbW1edJiNBpVa2urbSqQNCilsKaRe4ECJBqNOutyYmLC95r9BZVEc/PdWGUC2g8PDxUKhfTo0SMDd0yG6uvr8/mCGpehINinyW2T5JqqqanJimFCiVdXV60ooO6A5UbNhBIBgg6rDAqJVCplNSdgFPUCwdeSHPCPAp9hCYAg9feMJo6BBtSnq6urKpVKGh8fVywW0+7urjNLDg4OtLe35+w7aikC/MkZQbmCovP8/FyBQECzs7MGRSKRiFKp1L1g/aamJtVqNQ+aCIVCthNNTEwYKGVyVjabVaFQMAGD4vfBgwcG+ABf19fXDeYODAzcAxZQ4WBrGRgYsM2MHgNgi2cK1RdrvqenR8lk0sQcSrKdnR2Dj5x3AEUAj/R+qGtQ6vf09BhE2dvbsysANQWZgEQ6UEeT2QMBzd7Ee/b19TlHDyECakOUTvVnPT0awx3qg61LpZLXBlNv6wOZmSrHnoUCcnp62qQkuaQ8+/Qz7Hfcg+PjY68LHAPlctmkLLVLKpUykUQNQ33ImqO+aWpqssqNKYRk5rS0tPi5IPOSPRKF8+3t7b38pbm5Oe8f5JLu7Ow4aD4ajTprpz7LcmhoyP04qk1y4OrDqwHIUOU8evTIrh4GK5ElSi9we3vrWlSSr18kEtHg4KBVbq9fv1Zra6sFBgMDA16DPT09Gh0ddZwJfRHDjE5PTzX05RAcBhoRVwIB+uGHH2p8fNz1PDa9wcFBVSoVDQwMeEBCd3e382whHOnHQqGQPvzwQ/3BH/zBNxP44WD+euMhyQoPbiILE4VQOBzW1dWVMpmMisWiWltbPdIuFospHA6bQSEQi3Fo9eqFfD5vPyJBf9gZwuGwVSikwK+trenVq1f3PhtNH40sypparabp6WmNjIyor69Pu7u799Lh29raFIvFFIlEvGESfIiV4OzsTJubmzo6OnJhTShzX1+fVRlsqhwUPT09VjLR8NVqNSuWzs7O/ODDYjc2Nmp6elqpVMr34NNPP9Xe3p4nYlBEIJujYYPp2N/f9+FOXgqHGY0oU7FQr1xcXPj712ejoLLigJfk0erI70DG8XkGg0FdXV15ika9ZSIUChl95QCQZFAHYIcNBcSea0XDjIpka2vLv5uDWbrbRLneHDyEzsLs53I525Bub+/G9S0sLNh+h6WJArg+CBGW8fj42DYZng+8wAAAxWJRS0tLZg3rwYdkMmmb1vHxsTY3N3Vzc+OpCMgi66dgXF5eqru7W8vLyx4rGwqFDGZhs4IJ4eBhUhiyfJgg1H/4eLu6usyOVioVy3NhbTo7O207Yh3hqZbka80BxVpgH4AxLZfLtvsAVhCQyAFCcQ4TfHh4qLW1NYO5yJBhOQDj+O4AHQDbyEsBN/DkMj6Vw6+np8eFP2AKDQnjJJuampROpxWPx3V7e6umpiZPQuHQGh4e1uDg4L2MIxohADnAB2wLh4eHHqHKPYnH42ZC6tWMXPPr66/GNd/e3rrwOTk5cfAqBTA+cGyIsC/t7e2WrxKIWq/MQoKLyuTq6kpHR0dWweGJPz091cbGhsEWgAiKNkkGklEBoFri92PVYB9GOr+zs2NAkiYN1pax89wjGP/m5mYXTACTZAhxrVH4wMiibv36C+CctV5vJeQZvr299Xf8f6oK4hl5+/atXr586bHyAAAXFxd6+PChHj9+7OcOS3FfX5/a2tq+ner1DX39LOCHJoh9j9HdkmzLkeSsttbWVgOhjP/lvKwfAEADfXJyotevX3tYA6oQgJGrqyurKgFkUfg2NTW52GZIQrFYdLGNIpAsHOrF3t5eTU5OOmA3Ho9rfHxcs7OzSiQS+u53v2uFCCpcSEPpDigAOGDMPJaJzs5ORSIRT8hExXl4eGimmT0GRTcjrskzW1xc1Nu3b/Xq1SuToOwNWBOePn3q7CPAatQZ1KSM7gY8YT/hfXt6erS+vq7b21vNzc1Z9ZpIJNTd3e0mra+vT0+ePPH0po6ODt/7RCKhiYkJHRwcaHNz0zXh48ePXdemUildXl7aOkuturOz4++NMgb1aGdnp2ZnZzU2NmYyaWVlxVOdqtWqDg4OnGNRr5QiYxHQHkszRND5+bna2to0MzPjM4RICH4/4DYNNgQvRMPW1pZV8MFg0I0uJEtTU5Peffdd/dqv/ZqHXABiYIUnUzEcDhtcQMWG6hkbfH9/vyYmJtwvfP755+rp6fH0n83NTRWLRWduMT0TWxnnLrY+SHPUfIRqMzhneHj4Xu/T09Ojhw8fqqurS8ViUZ2dnVZDEIze3d1tRRfqagg3iHJszpwXWNQASSDcCP8l12lhYcF7SL2tjAExknzd60PGcVK0tbVpbGxMY2Nj6urq0unpqaeIYf1sbGzU9va2Dg4OVCqV/PxDqsTjcfX395v8kr4a0Q6pWA/ikQnKMJPp6Wk/y+xtKJ8hwHAcoMTCQjo2NmbCiO+DIh/lPUp/CC7qZlTo9dEHgBAoYAiGnpiYcE9MvEh9piUDfVZWVrS9va1oNKpqtaq5uTmdnJy4Dq7PCiU+BBCQQTEoNYkd2N3d1cXFhQYHBz1ifXZ2VpKsLl9dXbXyG1AX18ru7q42Njb8nJfLZQOJGxsbFlfEYjE9fPjQPSr9wM3NjV6+fOlMMPZsnitcFvSFkUjE14rw/tbWVk9Ia25u9mCWQCBwT7jCYBDiSABF6RWpNUOhkPOosA3TNy8tLalWq+n9999XV1eX+0RAaRSP1Jyo5H7wgx/8zBrs33jGT/0rEAjYL14qlcyYrK2tOZMlmUyqsbHR4asE2t7e3ioSiRiEwNqEDxLlB7kRIKw0WTAeDx48cFgW0wF6e3vvMbiwRfVqI4pqLBEEDUajUUUiEb169cpNDVk4u7u7ZtJ6e3u9MBiz2N3d7VyinZ0dL+Kuri4lEgkXJGw6hC0CrjQ0NKhUKimbzSqbzUqSx5Wm02lPscJnyfi+58+f6/j4WGNjY24OW1tbtbS0pK2tLU9yIG+oubnZjDa5IuVy2awR14fDHkaOzRkGnXtGKGxra6uloMFgUIFAwBOwQPdpjChOmAJCTsDS0pKfj8bGRg0MDCgWixkhRYZJVtHy8rLDIPH8EuBGICCyVOTeTU1NSiQS2tvb0+7uroMqOXQpwChCAWi6u7t1dnbmQjmZTGp/f9+b29bWllZXVx1SDTgAkImthYkG5NgcHR3ZsoXVa2hoyBvWwsKCuru79eu//uu29JDR0dPT4yIyGAzeO5TICgBEojBeWVmxnxzPOoq2RCKhlpYWLSws6NWrV85yoqluaWlRJpNxwdLR0WEJLAcOSj2YK0ZmptNpDQ0NOVOCUOtSqeTQRO756OioizvWDPkNjMGUZAkzYF+tVrPNC4snCiueXxpjJmJMT08rFAr5YK2fkNfY2GgbDGuVghb5JiMr3333XY2Pj3uM8OTkpB4+fKjMl1PFAFdjsZhVKTBQFNJ8J/YkGCZAVTIAeD5howDMYCMBS/L5vLa2ttTa2moQZHx83LkDNCowRXxHmP/9/X3LpCkwKOIAGGG4A4GAPvnkE/3Df/gP9d3vftcy+VAoZADp7du32tnZsdKAIHDAIPLOKND4jux1vGD2yEngmaPxGx4e9nNA8UY+D4UZYZYUOzBZZJOgfIPV2dvbsz+9oaFBg4ODVkYAQnFP+U71qh8KCLzc/f3998AsgGxeSLexWbIf1f9d/hcV0tHRkccJHx8fG2RH5beysqJkMqnZ2VmHUPb39xvMrP+d377+v/PCahUMBj0dhfwZai6AGqYf0pDE43EXrUywOjw81PT0tJqamsz4Y6UGtAQ0YjLh0tKSLi4uFA6HHZT6+PFjVatVk3ZYSR4+fKhkMqnt7W0Fg0GNjo7q6urKOTNYwrD69Pf3K5PJWK1EfdLc3Kx0Ou2wWkauk8Hxne98RyMjI3rz5o0qlYr6+vq0vb1tdcv6+roikYii0ajDpbFz3NzcuPGmyU4mkx7QwPASFKOAb9Vq1dO7tre3rXTA/kYtCZm0v79vZQ5TcIaGhsyOf/755zo9PbW6orGx0ZZuABXAgOXlZVuoAXn6+/ttaYIsxS6Ggry3t1flctlnUb0ikUwbahZCSVtbW63E6Orq0uDgoKegrq6uand3V52dnerv71ckEtHR0ZGnQUFkNTc3O76go6PDYbFMwKlUKpqfn1djY6Pr2K6uLtfHgJLhcNjN6sHBgTNCIPyq1artcOS47ezsOJeJAG2m1J2dnTnUFSXE0dGRLi8vDQgQYXFzc6NsNquuri5ng5J5SYYH4Ba5Pe3t7bZG0/BjhTk/Pzfh1traqqOjo3skI2dBIpHwNYLIyGazzj/s6urS7OysM3YYMV8qldxc7+3t+TOhLL69vRvgglqQGAUUvNhd9vf3HZ1wc3OjxcVFq8o5+wFMsFtVKhVNTU3p7OxM8/PzVvlSc6NcocdDuY91npoQa2ZTU5MGBwfV29vrdQtol06nfd6iCpbuzloCd1GIYV2klpyenlYgEND8/LyzaKkbyRVlTQSDQZXLZd9TlFtNTXcTcre2tlzfo0JuaGgwAYTah/wXMstQ3kl3eWIo3Kj52AepsbBlNjU1GXhqaLibtvjFF184kBgVJuAnAyyw0gH6dXR0OJuUoTwAWdT82FOJEOEeXF9fe8+vnyCJGox7iPPn8vLS+zF5ReSVYr/r7u7W8PCw83CxqJ6enlpwQTA8ZxlnyMuXL61gYi+nPjw7O7OKPx6PO/MVJdDjx4+tSGtoaFAikTDoiQV1ZmbGv6u7u9tk++Liog4ODjQ+Pq4vvvjC1xN7KPUrmWrYhFEv/azXv1XFj/QV+8rmSjo/ckCaYfy6MNjxeNyKHCRgAAGMgpNkqRaS4HqGANafA44gtrOzMz148MCeTSSS5IgkEgk3Evij2eSur6+1vLys6+trtbe3a319XQsLCw4xxtuLJ5mbiOQO1gLWo7e3Vx9++KFtQKgH2tvbzbQgTSPYGDaBfAlUEoyEZCMCWMDzeXR0pIWFBS0uLmp5eVm1Wk0ff/yxfumXfsmFFJlISC85wPD6T0xMKBgMKp/Pexw1wdT12T884NjvCMyG7SMHY2hoSKFQyMDfyMiIm2cscChrKJQKhYL9yWSf4PlF9gnLgPxyc3PTihAkeZFIRENDQ55SwvQKiltJBoMIBB8dHdXo6KgmJiYMiKDKQIonyZOzJBmhhdWrz3biYIFt575hw+nr6zPDdn5+rr29Pe3s7Oj169f64osvdHZ2ZuXHgwcPNDg4KEm2k5VKJV+rzs5OAymlUkmbm5v3ggVRQNDkA2BSwOC/39jYsIQbFhSLESwnhcr8/Lyy2ax/H4g/SjusPn19fUqlUgoGgxobG3PAZqVyNwIWmSgSXgBZwFVk3LBas7OzZkkBTnn+sBZxrSlmu7q6DB6hsGBCCAoxPg+gD2uMZiKXy+n169daX183+z05Oanr62utrq7q7du3Vjbxu/v7+zU2Nma1HN9pdXVVmUzGhzBsFiAVwCsKJtgLrmMkElEsFrNyD9UT2QCwxUzpw5uMbJmcKH4vgC7NBGzH2dmZCoWCGybALgAgLEywuJubmyoUCs4LgjHkcEUtgFoMqTFWKoAnrCA0qTCRvGq1mrPCbm5uDPxT5EEqFItFh/yhFGXSCRkoKAthulkPAEc0VgCsBIADtBFayznAfoXii+BzSbaqwhhiaaQIA7wGMKpXpXHPsNwSIomEnsaws7NT4+Pjeuedd5RMJj2Z5ujoyJPfjo+PrfRD5YYi7W/9rb/1reLnG/iiBru5uTFZBciC0pLhGShvAQVZI6hlaWZho4PBoCcbUYSiwgE8Yr8ARMb+lMlk1Nh4N1Wsu7vbDSNkGOuNPAMa9MbGRj18+FDRaNTDL6gvAKAgMshVwJZBE4KSJBqNqlwu69WrVw5bjsViVqFcX197WhOFeX0jxxrAQs5egJV6YGBAT548sZKZM+3x48dKJpNWgLS1talUKml9fd2DDwDNaA4IBr69vRt6QK5E/WRZJgtiIc7lclpaWvKeSgApFp/d3V2trq7eyxZaXV11tEGhUPC9npyctNKS2oY4AO4NFgZUj7FYTI8ePbpnkejs7FSxWNT6+rqurq5UKBQMjPC9UYfs7Ow4YxC7GNOBhoaG7pEgkqzs2Nra8u8AmCNvDiL44uLCk2FTqZTee+89jY6OGnCiUaOGoPYkS5Fm/fXr17ZxS9L4+LhaWlrcG6DGOD09tS0ctQ3q7qurK6v8sdgwUbhWq2lgYMAWD8AXvlelUtHu7q5B2kePHlnB8MEHHxicx2KJypcR5JwfbW1tfs4GBgacj4jFB8sYeYgoLFBcoOqrn7xF/UQdSzZQPB53k895hsIJgIKJozMzM5qcnLRCBcU/GatMryMnBSs5WTcEvdcTFuxB0t2Us3g8bvUyKhKs5fF43BEDEPqQTpyJhUJBuVzOzxwqaFS+gGbUiwT6ogYBhKOmI0OK3FNCtXnuCJkOBALe09gv2W9xaBBCXh+oT0B/KBSyGII9n/Ph4uLCkQkopMiGRIkDgMK+ToYUAyCq1apmZmbU1tbmXrq7u1vJZNJKG/Z4vg/PCteDAS3kYdIPU8ugrKmf3EdPHY/HlU6n7aoArGaIE9Zkzr5IJKKHDx96H6Qffeedd3R9fa3NzU0rQslFI0tqc3PTzxKgzPb2tiQplUppe3vbBGGlUtHc3JwODg68B4VCIZXLZRUKBYtZWltblUqlVK1W9aMf/cij7VmjOEEqlQq4wzfT6sULmSWFJahlvZd8aGjIsjjk8gSssVlicWEs8PLysv2gsJh4tGnAkdeS2wCYcXJyYj82GyTTr7CD4OtGYVKpVLS1teXpXHwuSV5kLEgQUZQ+eN5XV1e1tbXlm80DhqwP6SUqiFqtpq2tLRUKBR8sTMZgwQPu0OSjajo8PDQTDZLPw1culzU4OKihL8N6CTDkOh4cHCiXy3mREIqN57J+rDJgF4nj9YUi8j8alfrQOBBw7FY9PT1W+jAWj2kEgCt8DhohVFJM22Kz3dzc1MrKiu8vap9oNGrmhZ/H6sF9ZGobuUO7u7uWPmJn4iACTMFLjCWRRYotCuUM8nQYCALrYOGwUkjyNDwmKNCUcv8CgYDvA89RqVTyJnV+fm6E/vr6WpVKRaVSSVtbW1pZWVGhUPAUA5Ra/B1UXt3d3S72c7mcnj17poWFBUkyAIhkn+uOOgzAlhGv5AjVW4YGBgY0OTlpJgDm6OLibuxqrVbT1NSUQzLZG2i4UTAwcaazs9MZDTyXqLoaGhp0cHCgFy9eqFwu+x6jyAsGg+rs7HTjH4/HNTExYcvD4eGhsx8ApUHgOfy2t7fNRBASScGOXJZ7gqyaZw/7J/cEaw3fl0YIvzgHx/X1taXkrLOLi7sJEISG1isbkdAy+WV4eNgAEIwlkuWTkxODWoCRKPWq1ar6+/tt34MpZM/AmsVzent7q6mpKSUSCT97hF0TZomKBxZuaGjIxQTWBpQy2KgACNkzaYwODw+dJ0Gxiz2BYpVCg+8AQEhxhZWTPZmiEuXfgwcPFAqFnCPH+uFz1du6aMDZNygoCR3EPoiChwYOzzpNEsUQdlmabMbK04jDvBIqSPA305xSqZTBtFwu5zHHKBdROkjy81et3o2v/Zt/829+C/x8A1/UYISdo2QDFDw/Pzdw2Nvbq+npaQOLkUjE6wvyDNIqGo1axk8OD3s4z9ro6KhOT0+1tLRkRUhDQ4PBk5mZGcvtIZpoBgDXb29vTf7B7NfnlvX19SmZTDojDZAzn8/7PCFgnmaCBuZP//RPtbS0pEgkou9///saGBjwAAz2D6a00mQNDg66pslms9rf39fExMQ9hRSqUvLCqG9LpZKVF+QJbW9v6/T01JagsbExJRIJjY2N6Z133tH5+bkikYiSyaTVg+xZgO3kamDNxiKSSCRchwLKw95PTEwoFArp/Pzc+0RTU5PDQlHXQyygSCiXy8pkMpJkexpBq+RS1IPJEFitrXfTgHp6enR0dGSiiEBsGsFgMKhYLKZ4PK7Dw0PX+0wM5WzAYn52dmaVyMbGhra2tlyDYCvBJoG6A0KA9YDKNxQKSZJBcumrLJSxsTG9++6794YmHBwcOIqA7BxsaeVyWZubm7ZIZbNZT7nCDoktbmFhwY1qR0eHQ24BWc7Pz7W0tKTV1VWr+1EnYa0hyyWZTPpZSaVSBiiID6BObWho0GRPs+cAACAASURBVMDAgO0iDx8+dLMej8ddLzU2NjovBlAB5RAZWoBRjY2NSiQSDsSl5gG0YBJvIpFQJpOxzY3zuqmpyTUQxNrY2JgnmdGDUAelUilPfc5kMlpeXnYMAusXcpfajvMZSzt1CAr7+j1Iks9K+k2e1a6uLtcn1OXkSQFGsh8COvLnxINIskoGApZnlWtLJiF7HUQd6wE1HyASDhP2CPLSACNRa/M9+OxY6QBhAZQBPAGyLi4uLIDAFQMpxX1HxVY/pZi+JZFIOOuW/NUnT54omUxaCY/DgXtYv17S6bTS6bSnuXV3d2tiYsJqU9RHiA/I4aJWx2YGGMU64Kw7Pz/X559/7nXR399vGyXRKCilMpmMCoWCCoWCJy9DYJCPiUDl5ubG01ETiYSdD9jyyGC6vf1qHHxbW5tWV1f1ox/9SNlsVr29vRofH7dSMRAIqKOjw3vE4uLiN9PqVf9qaWkxYowkkOC2+uL44uLCxTj5I7DgR0dHLpz7+/t1eHio58+fa35+3g8P3j0sCOPj427gCRtsamryxtzZ2emQLMY0cpgTIDswMOCE83w+r/7+fo2Pj3vxIN09OztTV1eXJiYmrE4CgabpgxEmyAurEE0yvtlAIGBlAigzaqR6wKmlpcUbJRsYmz+sSr3Ng6lGZIUAKoXDYUt+YXIAwWiEu7q6lEwmHbra3d2tcrmslZUVB9yyUVWrVS0sLGhtbU3BYNAZGYODg25+d3d3reZgTPbW1pb29vZ82NKQEWo3PDysxsZGFz4oQPi7WJXIb2FzpGjJ5XJuoPAOJ5NJjY6OOk+qUqkoFoupoaFBe3t7Dkne3d3VD3/4Q/3kJz/R5OSkHj16ZCYfIKk+/JHgXDyfWNaQQ8NaHBwcGN1F8sjzj/QeywhFej04kU6ndXl5qVevXunly5fekGnKW1paLLcFQEMhQ9jy69ev9cknn7gpJRyR8GvsmIQOMhEGlqS5uVnPnj3zM0LBMTU1pcbGRm1sbCidTiuRSFj+OTw8rNPTU/3kJz8xUwsjxdQ+1EAEMnLf2DDxdbe2trqQkO4sQ7AtbLSM5Tw6OlI0GjUwIslNdqVSUbFYvMd4tLe3K5VKWfpJE85Bh+wahRAFO+ycJE+bAmTGW10PLJ+enqpYLKparfoe8F6wzcfHx1pYWLBarD7AEBAJAKNarSqTyRhwYD+F7cvn814fAwMD6uzs1MOHD/XixQsdHh5a0XZ5een954MPPnAWRj6fV6lU0sTEhIaHhxUKhWwTpJkjWPPk5EStra3a2NjQyMiIHj9+rNevX7vQmJ+fVz6ft1IrEol4kmFHR4dHaiI9JySQBopDGCskoAxFB+F/KHGwhpLdQcDiycmJGwI81tVq1SwgtsDBwUE3sbwImM7n8zo4OFAmk1GpVLIVpD7jDhYdSyO5FZx32Gx2dnZ0eHjoMEbOL/6R7hdp9aAVxTTsVjgctlccS6Qkqw+q1aqVg0w0qlQqLhwJuvz29c1+MaGSJgJQtVgs6uTkRH19fc5VIfeB+oQAU7JtYOibm5s1Pz9viTkNB2CyJCuQkd6jUOvv71dvb6+f93g8bgIH5V09UADrDuNNXcFzODIy4veHOEJZjsqlpaXFoa6Ew25tbblpLpfLOj4+Vi6Xc3YJIfwAqjR1qBBRf6O6hjxgmhk5G9RQ7E3z8/O2UTAQgFBVJi5B3pXLZU1OTnrtYSkDKENNHovF7ikGYeIfPHhgFQ45PrVazRYg8ncga66urlxzES2A+mZra8sNLxZZnoVoNOq66LPPPnOo7+3trV6/fq2zszODd6enp1ZaSlIkElG1WnVo9kcffeQslpGREfX09Ghvb09v3rzR+fm5MpmMTk9P9Zu/+ZuKx+NWE/MMk0uHWjcWi9neCzBF/bS7u2vAg7OHWp1wYK7R7e2txsfH/XOBQECRSMTsOyBYNpv1VC72/1wuZ6KZdVFvAceCRB2CxZyar6enx2oBABzObgbFJJNJSV/VLs+ePTPBJ301lID339jYUKFQcBZhrVZTsVjU/Py8s++IJpDuFDtDQ0Oanp62s4FnfW1tzbld3d3devjwoc+jYDCo5eVlVat3E0MBAt977z2f2S9evHA4N8DfxcWFPvvsM+fxBQJfDatBcZTJZFStVk2uQAZB1kM6sz4l2UJaLpc1MTGhq6srZbNZ1/jf//73bb0jU4b9E/cBe8TMzIzJ4FKpZIAc8DsWi1kBh6IachigGAARWxCCAZRk1CbkTnV2djr7CQV7f3+/SWD2VGpJFIz1mU9kBPFeqMwXFhYM4mBH53oeHBzo6upKnZ2d3l8kOVuK8OK2tjYNDw9bEfPixQuTaeyFgBi4Kmq1mj7//HMTs0zo5TkvFAq2OuLkof9hahsAEyo0nvumpiZFIhGfHYBDEHPs75DLgMAAXJwF/EMfT/ZdMplUIpGwIog4gP7+ftf2KDwB5MnnokfHpkl+0rNnz+xQuri4sIsjEoloZ2fH/ePOzo7jFn7eK/Bv0o///vvv1z777LOf+3eQjMF2wvAiNwOxRNkC8wmjw2ZGGB/MKkoP0F8OOuxL7e3tymazPvwpvFE7jI2NKRKJGFXr6+szU8AhSqjb4OCgtre3veh2d3cdbpVIJNTb22tk+dmzZ3r9+rVOT0+9CeAJRm2CEgFJJY0PaoTe3l6dn5+b3WdiFzJLmsP19XXlcjlbOgDUIpGIJ0SgisJWgc/28PDQvxskVLpbRFiqGEWJrJmNvlKp6NmzZw5gRiqOnYGMEa7N0dGRstmsZZJ4huvHdJPDQxEXi8U0MjKixsZGb8SAVmdnZ0ZxUXs9eHA3Vp7RlWSwnJ6eWvZKOCuHMWGqjIxm82tubtbMzIzOzs60sLBgYJJE9lgsZqlmvf+4s7NT0WjUPmWCuni2JPkZXFtbU61WUzKZdI4U0lYafmSg0WhUR0dH96SWFAyFQsHgBhkhPANMECOo8/LyUuvr62bNstms2traLK1Pp9O2cnF4c2+YkkETQXOPZej4+NhKMpiKgYEBh/3BIG1ubmpnZ8dZXwAUTM+gmK8HzJhCIUkTExMaGRmxPYpmBJaZnCkyBW5vb507AEMLkIa8/PLy8l6jTaI+hxlgC6pBDgUYsra2Nt87lEDHx8fOwCFokMKBJh7mkd8Di4NKEgaqUqncUxRiTQSI5p7D3JNRc3p6assF1+nq6krRaFSPHj1yhg1AJHthY2OjQzDD4bD+0l/6S4pGo8rlclpcXNT5+bnef/99jY6O6k//9E/16tUrF2rsHygELi4uDPyz/4+MjOjy8lILCwsKBAJKp9Pe/7LZrLNAZmZmvO4p+sgQYcofzDNZG1dXV7q6unJmkiSD2RTEAP9M9iGzgNHQKGX477DJWO++/oKtRHF2fX3tfZypfvWBzwDGX3/B2NMUcZ/rpeUQAJx3/Bxrhml2FKPs/agKS6WS3rx5o3K5rOHhYY2Njd0LkKxneQkGzmaz+q3f+q3ntVrt/f8b5cH/L1+BQOD7kv4nSY2S/k6tVvu9r/33/0jS/yAp/+Uf/c+1Wu3vfPnf/kNJ/9WXf/7f1Wq1v/uL3u/999+v/aN/9I90eHjooE6ya2hssBbS4B4dHWlxcdFsPRb2jY0NdXR0KJVKqaurS+fnd9NGJycn79UxZ2dnnoZ0e3tre2p9/k5vb6/VG2QI8ZzBvjIt8fDw0IV/NBp1jiL2CxpXbPChUEhbW1sOfC8UCgbTUeex79B4Uutg3xweHjbQCkAPa4z1EesqwGylUnF+EESdJAflovDAFsxZgtWbRogx6bDkT5480fj4uHM/2Kepawgrps69urry/gHhR1M9PDyspqYmhcNhRaNRk12cF+3t7VpdXTXjj63g5OREL1++9NCG8/Nzfe9739Ps7KzzkW5vb5XL5bS2tqbp6el7oOCzZ89MAHR1dWlmZsbKoaamu2lrOzs7ury81G/8xm8ok8loc3NT09PTam1ttaWUQRmrq6tWN+Mg+OKLL5yXyLPV0dGhmZkZqy5QeOMwwH6FlZhr1t3drVQqpc3NTV1eXppMGhwctI2ZybUoziCCANKxEz5//lwbGxuam5tTOp12UDkKTBTfm5ubevv2rQqFgiYmJjwlE9C+UCg4Bwm1Hbku8Xjca4gohVevXml3d9cEMo6Aq6srAxLklUBKLi8v+z5hjbm6utL4+LhDo1Hg7+7uuo5uamoycVmr1fT48WPXZvQytVrNykOUent7e2pra/Nk4LOzM4OI19fXKpfLBnUAcVCdo2I5OTlxnk+5XHYQL/bU7u5utbe3u6ZmKIckzc3NaWxszBPCCJDHerS9va2VlRVls1krkwCfuru7NTo66nxHBn0cHx9rfX1dR0dHnqJL/cleh9KMOoXr3N7erlKp5FgAiNRiseiQYSx0KPGxf1WrVS0tLVmdxBh66obDw8N7CuFoNGpLUUdHhyYnJ5XL5fT8+XP3w/WKdkiv5uZmZ+oQkE1wejweVyqVcjB4PB7Xv/yX/9I2fPq72dlZvfPOO8pms3ZsPHv2zAOIuI5XV1caGRlRuVy2zS4SiXhiXzgc1vDwsEZGRpTP552Vi6ob0vPs7MyiAsAjhsLQx4JFXF1dqbe3VzMzM94PBgcH7+V5Asr09/cbdDo6OlIqlVJDQ4OB/vX1dQerU9slk0nfEzJ+UXEfHh46UoPsSj4PtjzA47OzM7sgLi4u9Pf+3t/7mTXYN0bxg5+XFHUaKdBygn0Zd86NhvEnLBnJPRcIhQn+WcAabgyyL1QnfX19Rvk46JA7s2jIp6CJQ/Lf39+vmZkZN/bX19daX183+0Rxz6QuGrQnT56YUQMhpZiGWaDp48EEqQdQYEOjmaBIAFVELirJmwBIdywWM7hzdXU3znFsbMwSQ6ZacJBwP7Df8DMgzEw74nV7e6uJiQn19/fbKwkST7N0eXnpZpkijIIFmSDBbmTJkEuBZYzPJd0pnZCNIvOFoRodHfVBAeNDQ8/78NlY2A0NDX42W1paVCwWzRBId17/xsZGTUxMqFwuO+fl7du3+ulPf+pnCfUAIEhjY6M35EQicU8Cj2JmYmJC4+PjBs4uLy/NCsJcIK+HLZPk4gk5bDKZ1PT0tLq7ux3a3Nvba1a2UCg4NL2hocFB0xMTE5qbm3P+CFZGgFcklbCbhNChNEGFAXhDCO/R0ZE2Nzd1fX1thgIWpFgsOkQ8Ho87/wQpJezi7e1XI+RRwsDM0lDXh6FtbW35YFlfX3d4IpYzGnjCO1+8eCFJVjqgMkIuTaOPohAGgf0EoBQgiwIeZqG3t1dTU1N68OCBi0XC5ZCCYr+gsA2Hw/dyEZLJpAMdAShRuKFuhMGkoEfaGwqFFAwG74HpuVzO3msaizdv3uj999/X2NiYAUMCumu1moaHh/XgwQOtrq7qJz/5iX7nd35Hs7Ozam9v16effqp/9a/+lY6OjvTkyRO1tLTo1atXKhQKnkgQCoUMaNYHKu7s7Ojp06caGxvTw4cPtbS0pNevXxso7unp0f7+vj755BPt7u5qaGjIqilAXoAYVAJkdnV0dLi4l+6YSMbasi8BTB8dHfnzEsiIXZOzirOlv79fpVJJ+/v7fyb4A6iLEgHrRyaTcUgmdqt6xdDXX8juOfPqJdGQJSidJJnxArSuLy4ODw+dNwGYxJ7JXgWzuLOz472svb3dZ6Ik216+ff3iVyAQaJT0v0j6nqScpE8DgcA/rdVqb7/2V/+PWq32n3/tZ/sk/deS3pdUk/T8y589/HnvCdFHdg8DAsjfYl2zPxHOjPWGiSwoDwEW+vr6dHp6eu/+E/YLqE1OBCOPaWRousna4ncju2cNwHifnJw4B4O8CYiW+umDsKpTU1Oq1Wra2NjQj3/8Y0nyHo6lsd7SALvd2NhotQEN4szMjHZ3d52nCOEQj8edcdbU1KTFxUWfn9gpsFZjHccKw9hwGlUUl4uLiw4wRvqPRaW+yQqFQurv79fu7q62trZsQUONh2We92cACJ8DJeTw8LAHM/A70um0xsbGfBYWCgU36ygZyD/r7u42sVof8l0ul7W4uKhSqaT29nal02lPUevo6DCggM27s7PTWZLb29s+587PzzU/P+/GjFr44cOHCofD+vTTT7W8vOw9/uzsTENDQ/cU8JVKRQsLCx57TQbM7e2tCaOuri6TId3d3bY5kqXX1tbmiZeQBDs7Ow6sRcXO2Ub9Ew6Hnd3J2bKwsOBs01gspnQ6rYaGBlt2aC7rc5QYB83gBvbgvr4+nxs0rZCVZLEwfQ2gg5qE/R9FEGdILBazgh6VCna6+pB0cjnJhaEnoo96+/ats/dotqn7UKkSFo4NHaAGoq8+bgG7HwQj5zHPFmAWPWNPT4+y2azBwrOzM6+bk5MTbW1tqVQqaX5+3koNsnWOj4/1zjvvKBqNOtuqr69PlUpFa2trDia+ubnR06dP1dDQ4IE6kOwMPSEHj4wfPg99QT1pdHFxoUKhYMcGNvFyuayRkRFnU9EHDA4OWj2/ublpNeLJyYmq1bvJsCi3AcPr62QUIxMTEzo7O9Onn36qUCjk649Cm+eVWhIVUP1wjPr1T51FPUbODiRvrVZz1hAqMyZC0jMQ40G+L89YPp/3foT4gLDtjY0NuwewktGbbGxsGEC5ublxf0HYNcAkOZ2QACsrKyZGCoWCCRLiAba3t01C0FtR45H7C2gm3YXLY/sDzKFWrVarCoVCntjNuYMjhdw8iH/WO0qsn/f6RgA/SPeQ4vGg7ezseJGxgVF800jhRSeJvFKpaHh4WJKs1iG8CikrdhEWHv5ErE4wQ+R68MDUFyCEPtM4kClycHBgRPn6+lqpVOoeE//mzRszsQ0NDZZr1Qd+1auVkP3ROCPtBIRgQXDdJCmbzbqJJrsDqVn9oUv4FCijJEvEVlZWvNBY1Mgy62XehF4z8pKwY/ybHR0dvg83NzcaGhpy6BsFIEjn3t6epZpMAmtvb9fMzIwLnc8//9yAGA83wXPX19cGdSSZ5UP5BKrL4qfRYboG+T3FYlErKysOuG5vb9fQl5Nt2Aj4fGxKSC8BA75uO2K6GIU2ChSUZsFgUMlk0kFvsG4AniiwAPlOTk6Uy+V0c3OjWq1mew1huhR7TA+BJT05OVEwGLTdkAlYL1++VLFYVFNTk968eeNnm4kHeKgvLi5si8tmszo/P3cO1Onpqd6+fevgawL1yKbh52gSyHkii6W5udlZKEyBOT09NfvEqNX29na98847BhqRfmezWa+HSCSiYDCot2/fan193UUqY3NhPAlYJwgTPy7PB2GBn332marVqhlC7juBlxQZWF12dnac1ZBOpz117ODgQJ9//rkVRjs7OxoYGFA6nVYymVQqlXLRhiXvwYMH9ovTRNE0vX371sq3y8tLtbS0WBaNzP3Ro0dWT1HAcRAhEYb5Yb/jUGHyTT6f1yeffKKDgwMNDw9rfHzcgAgAxtDQkDo7O7WwsKA//MM/1Pe+9z0XI0+fPtXz58/9fePxuMOK2b9hW9va2hSJRJy/trm5qUwmo8nJSX300Ufa2tpyccPzQvPKM9Xe3u6pe1ir/uJf/IveZ1BxRaNRH7bYleoBaWTygH5kBMDesi8yJQR1wp8H/IHxlGTlHjYR9pSOjo5/LZSaF6pJ9kasOCh4ICUgVQiBREFEsVoqlazA4vnf39/3PhKJRDyJAraqnu0F7GppaXE207evP9frQ0mrtVptXZICgcDvS/p3JH0d+PmzXr8l6Ye1Wu3gy5/9oaTvS/r7P++HyHcAsKTWgIjCCnB7ezfmmokjQ0NDBoH39vbU3t5uW/nJyYn+5E/+xEMNOBdpmiBzeMFY8wyiqIPdhRxDBk9TCLmHBROrF6o7GljOjba2NhWLRVuMaRSZVNPT0+PMBywZqVRKk5OTVv6QkbW5uanj42Pbek9OTpw3k81m1dfXp3A4bKDq6upKc3NzrivqAVxqQYJt37x5o+vra4PiTKCllhofH1c0GlU+nzcA99Of/tQZME1NTc6rIeOCKVeTk5OamJjQ/Py8MzP7+vo0NDRkgiufzyvz5eTbYDCos7MzxeNxKxpTqZSHcqBA59xE3ZLL5WwTpF4G1JmcnLwH2hHITPA+trrR0VGHGS8uLiocDisUChmIGh0d1cLCgnZ2dpyPwndBcY3i6ubmRrFYTH19fa6Py+XyvZBcLP48QwQdsw6oi1taWpTP520d5xze3d1VLpdTpVKx8odnkVqMmoezjpwUAHqmBrFWlpaWDHLQ5/DP4eGhwaVyuWxSjF5kYGDAIBf2TQhcBkagSoLAYooU1w7SClKwVqv5TKCPodegPkAVzAj4arV6T7lcq9VsBW9sbNTMzIzPZ0mua9vb2/X48WN/vuPjY+3t7TnDhszAyclJq1Vubm7uZSFy/1FjDQ8Pa3R0VIuLi/esjeVy2fU5wAQh7OyRfX19yufzWlhYUCwWc04XZ97V1ZVmZmbcD4VCIRPCqO7oL9PptMLhsHPyJJlYPjk58boAvIhEIp5qi9KRAHLO82Aw6CxX+kTI4lwud8/1cXNz40zOlpYWAz7BYFAXFxcGANn7h4aGDPA/evRIP/7xj1WtVhWLxbS+vi5JntAGwQhoQhYhRCPqe1wOgP9EJ5TLZb18+VJbW1v61V/9VXV2durt27euPwhjPj4+ViKRcO1MbArKHTCCevAlFovp+vradnqmsRFrQVwB1lmeK4hHVFmA84Cbq6urzoIi5625uVnFYtHEeHd3t/b3961qbWxs1OTkpEqlkj799FMFAgENDAz4/RBtsC7L5bJ+6Zd+SQcHB1paWrLFkB69oaHBivuGhgYTLZwFP+/1jQB+2Eg40MkviMVi6urqUiwWs8e7XkWAPB3U7ebmRq2trWZIHjx4oPX1dTfP09PTOjw8dPgX3mjQ45WVFXsNeaAnJyetdMnlct4Ap6endX5+ruXlZZVKJdtj9vb2tLa2puvraw0PD9vbyE3lRQF+cnKinZ0dhUIhTU1NGaiqt5zBfiBNXl9fdz4EsmYOJcIaCYCFsYYFwWYjycoKAurqM3gAxqSvrA8whMiUmXTEppjP5w0SYSuT5EWB2mZwcNAyPCwvhA6nUilPSCgWi2bXSd9HEREMBs2W0WBnMhmrFUDDsR9NTk5aHsvmcHx8rL6+PqXTaTU3N5uVI/iQ/I+rqyttbGw4gA4bULVa1fPnz/0cEV7JAdfW1qa5uTmNjIyYYWexkq8C4AYjw882NTU58JsNkOazvvCAScIayLWmsWRqULlctm+7VqspHo9rdXVVKysr6uvrs4qMTRsEmnuP1L4+s6F+rPjBwYFZx4aGBh/8NOS5XM6hehy63Pt0Ou2mF3aZEbBIya+urjQ/P6/z83NnBIVCISUSCZ2dnSkWi6lUKimfz3vtw3AdHBzYuobtLRaLaXh42OOLsbhQtJKnxISDhYUFNTY2OkMKhRpMS3d3t/NqALLYQzhcl5eXVS6X1d/f76l8+/v7Zguj0agmJia8Tjns6tkMGh/2BgAKVB3cI0aEvnz5UktLS5qZmfE0Qhokwp/X1tbU2NhoyTRqgHw+bxABJeTu7q6Wl5dtDSALBjtCY2OjwuGwMpmM/sk/+Sd655137Jmu1WpaW1uzZ5o9HSYVJpEsA9idZDKppaUl5XI5NTQ0aGRkRM3NzVpeXlY+n7eCjH12YmLC4drYpzY2NvTixQs9fvzYjSg2RQpUwEcUfcFg0NkcjIZFAUO22tCXQweur6898QK74y8CfyiaKT7JiyColjUB2NnZ2Wkra71loz6/jsEEWAewI/4sAAn7BaAQijTAZH5Oki2sjLFn/+cs2Nzc1KtXr3R4+HNFJ9++vnoNSsrW/XtO0kd/xt/7dwOBwK9LWpb0X9RqtezP+NnBP+tNAoHAX5X0VyU5+P3BgwdupmDtaZo4WzOZjBW1ZBwyUQh1IE041kVyZJgSiEUcG/nl5aXl/EyMBETiuTo7OzMA09vba0sZE/yY6IJVnEBxznDYa9YCGQiErANss9+TZRYOhxWJRFz7cN7W213evHmjUCik/f199fX1aXx83ITVxsaGp4tdXFxoenpa19fXmp+f9zkCGD87O6uhoSFnBrEfcg3C4bBGRka0vLzsvX5gYID76XMEYgKQBnUo+2S1WtVnn33mjBZUnNwXwIWGhgYVCgU3ETSoh4eH+uM//mMDB6lUSul0Wqurqzo8PLTC/dWrV9rZ2bmXjUIT2dnZqcHBQddpKAyku6EbgAn1gaZYu7q67kav0yQxpZIJV1iCrq/vJq4NDw/bEsy5SE3/2WefOTNnfX39XuYJ9S0KB5QD3d3dri3Y97FWBwIBffHFF87IZBoxABYKNq4pti+sR62trc4HnZqaUk9Pj9bW1rS6umoVHCAcdRiq+Ovruwmb5CShtpbuCM9qtepgcBTmKIaXlpY8uGFubs6qCkZys45oqIPBoEkSMrDW19f16tUrPXz4UK2trbq8vFQqlTKYMzEx4ZDbqampfw1sIIcJ9Q1/3tXVpVwu59qG54X6DDAKUK2np0c9PT2anJxUV1eXvvjiC83Pz5uIrI+SoC6mkUcpEQwGrd7DXYFKY2hoSIeHh1pZWdHAwICHELE+ent7DZ6FQiH99m//tq6urvSDH/zgntKGqWAEUtePJ6eGRmVJP4T6DfsQxO3t7a02NzcN7jBZl2gB+mCCoolHIbOG90QNBNmGbY1peyi2CMgmBwfwkb4BaxvADtlDqMy/HpVBbYwQg3706OhIz549c9AxaygQCPgZODo6srJtfHxcyWRS/+yf/bN72bWAmITi4+IghwtiATBmZmbGZxZ1NoOIyEpbWFhwvEA0GjXoVSgUtL6+7lBsnlPuLWAYti9UQ5ADn3/+uT8H3wEikvN1cXHRBCv2QtYHQ1XAFnhe2tvb9Y//8T/+mYXHNwL4aWxsVCgUsvcTZDEUClna1tTU5Mkk+OtAcqXIqgAAIABJREFUP9fX19Xc3OybvLa25nGRTU1NSqfT2t3d1Zs3b5zPwBQKpO1/9Ed/pI2NDatNRkZGHNwEskyo4Pn5uT2aoIawA5VKxUnxp6en+uf//J9bCskmGwgEbGMgxAuQipBNchoYeS59NdLu0aNHRhaR3SEJBN2EeVpYWFBLS4tSqZRHYBN2hb2MB7a7u1tjY2P2s0p3SqbMl9PWwuGwvaNdXV2WVsMQd3Z2amRkRIFAwOAVwX34GSuVipsuRqeyicfjcU8ha2u7G29eLBb1R3/0RxocHPRCRxbM4X9zc2MG6PDwUJlM5h5j2NraaqCJwD82+mKx6Masu7vbVqr+/n51d3d7HCzqDnzMiUTCclWYnuvrawdbS3IeAgwrz975+d20ouHhYQePk4cQDofvWXIoNpjSRTGLFZBgRmxv+Nij0ahZp2q1ankhBWC5XFZPT49WV1ftWb29vdXGxoZ6e3v18ccf2zPMiEhUJK2trbY6giyDShOchp0KuyHZHxT65CnBbPE8IZ99+fKlGhsbPaK9WCw6hA6FQ1dXl6foMWUKUAalSmdnp1VkyKej0ajOz8/15s0bKz/I0AkGg/cyEZiqBJAFu8b3qh9henJy4kYatdXg4KCOjo6MxpPXxXVASg7r8/Tp03sTWsgBAmwFgENRxnSl4eFhH24UFxz2gOVjY2NmX1EIdXV1aXp62sw8eQYEkdbnXmBRq1eZoDKqL/ZReO3t7Wl5eVnvvfeenjx5omg0qo2NDedfsNY4rI+PjxWNRq1CJJeBUH2Um4CsV1dXWl5edhB/f3+/J5x89NFHZoJnZ2f1B3/wB8pkMj5XUOcBAgMw41fnfAmHwwa7WbeEyJLLBUB0eXmp1dVVTU1N3bP4Af5wwMN0EbrKPsI+iHoB8EeSWUTOS5gdAN/GxkZnbWDdIni3fjgCL5Q+Nzc3bjZhV8kFQ/WDvxzgnwwgpPcAei9fvtTh4aEVt9++fuHrz/LEfT108f+U9PdrtdpFIBD4TyX9XUm/+ef82bs/rNX+tqS/LUmzs7M1VGzHx8cGK7F6dHR0OAsPFRgN/MHBgUKhkJtvnmNJHn7w2WefecIJeVyoeLAoYbFeXl6WJBewFxcXBjGHh4ed9XF4eKiBgQFbfUOhkJ48eeL1trGxYbKhp6dHuVzOzQm2cnJfCObv7u42KdDU1KSJiQlNTk6aBJRkkgC1CkM/FhcXHVy6t7dndebl5aWB4f7+fp/ZkpyXE4lEPO6YOoXaF8Y/FAqZnERBSk4FyiEYasBuziwAvXg87oYMdTeTQ1njzc3NrpWphzl7uIbYoGiyUQGQdcYeDjABqM6ztLm5qeHhYbPl/B3sTp2dnc7RqFQqKhQKfiYhtDo6OrS9va1AIKDf+I3fUFdXlz7//HMVCgXd3NyYwJLk4SAE1F5f300tPDo6MsgWjUatNNjb23N+z9jYmAKBgJaWlqyCJe8OdaUkA44ARlit+TxMGZuamlJvb6/vc6FQcJDt8PCwqtWqtra21NDQoKWlJU1NTVkldXp6qjdv3jiqYWNjw3lT1KOVSkXb29vuH7LZrOuftrY2ZbNZ13u7u7vudbDE40z4+OOPvd/TXKMkJ28PkqS1tdVAK5+HHC3OMqyEuVxOyWRSH3/8sdcKU1NrtZq+853vuA5A9b+4uKhgMGhVA3ZFYhTa2trckzGJKxqNGhALBoOanZ1Vc3OzcrmcisWiFahYP7PZrIFYbKHvv/++Ghsb9cUXX9gqXj/Ahn4LsiqdTmt8fFzn5+d6+vSpKpWKNjY2JMlOCOx37e3tBtLa2to8jId8UAgU6rx6Sxjqo3Q6rcbGRudsEqSM+gtgG4CG+gblLyQR15m1DjgDOAmg/vr1a68VxBVcUwhIMsx4r/pBOmRIYg1j+EqhUHCfQyYg2bb0fliOUWHjOFheXrazpre3V3/hL/wFnZ6eegpsPdjV1dXlHNLj42ODqZ2dnVa9o1Anb44Jc/VRLUwTxFYLwZtIJDzBFaAfAQqgI0qsfD7ve3p0dGQHCRm0kPIMKEBNOj4+7lBnoh5QJNafp7gcILcBwH7e6xsV7kySN7LKdDqt3t7ee2MEyRmRZLsJSDJoHQgi6gUO5P39fSUSCb377rtOw2ZBS3JQHHJHlEPkSeBprff01jeZ1WrV02LqpYygeCwMEGLsTrDdPFggpzT//Jwk27fwyzNlaHNz08w3LCzNBvksqBSwGu3u7lpGCNtE4j0NChsnvlAAIgKLUedsbW0ZdaxPzYc1icfjHmsJWATaDDMDiIHiC6XE4uKimx5UHjS9NKXIYzmkAXKYxINFiYaUfBVAuPowZxQ20p1tDvS9vb3dI8eRiSKr5ZmDqZNkOTQKkJaWFoMiMPv4mQEc8WijBqtWq85gIfCNYoP3yWQyevv2raXa09PTbtaQ2nIY4Mkl4wWgQJIBukKhoGg0aoAV8KBUKikajXqEM5tQa2urx7ujZkIZACMCiNTV1WWQgnsSi8UUjUa9OR4cHLiQQ75cq9WUSqXU3t7ukGwCidkT9vb2XJABUL59+9bsaCqVMtOEsiMQCLiR5XklLI9DBNAT0Am2lHVL6Hw984xKjf0FAI5w86GhISuKUHWsrq5qe3tb0l2+D4c/1gUmnQA000TBEFDM0kRVKhU/m9gi+/r6NDw8bMCLSSJkZND0wzYUi0VPr8D6tLu762IEEJEAVOyql5eXnhI0PDxsZnBlZcVKKQpSWGr2vunpac3NzSmXy+nly5c6Pj72lEdk1lNTUwqFQnr27JkWFxd9eNNUzc3N6Zd/+ZdtUcpkMvoH/+Af6Pj4WL/yK7/iZoAGA8VkvXIKsK6np8d7IrZk/h5yYjIbKEDm5uZcwF5dXalQKPj+UWR1dna6SOLAr9+Xzs7OnF9FcyfpnjqLNcPe29TUZPVGIBDwxLv6FyojngcYR9hOmm2KqtHRUTU03I07jsVi937f2dmZMpmM1tfXDdI9fPhQsVjs23DnX/AKBAK/LOm/qdVqv/Xlv/81SarVan/9Z/z9RkkHtVqtJxAI/PuSvlur1f6TL//b/yrpR7Va7edavR4/flz78Y9/rMvLS9vpJZlNPzw8tOwemzr3dXFxUWdnZxocHLQVHVBxZ2dHu7u7Vo1gd2Z0M/av4eFhN9GEtNbnPwA2zc7OKhwO6/Xr19rZ2fEoasLuaV5KpZLDdQGUyGTA/o21APsoDDIKCgJxYWHZ//keWNIIZT4+PjZzjBUhk8l4fyqXy7aUM1wEMLy/v99qQiIDJPnzxONxgzqvX79WQ0ODxsfHtb6+rvPzcw+DwBpXH3oaDoct/ZfuVMQA2vWEEra09fV1PXv2TNvb2+rt7XXtg1U+l8spm82aEMFWgjKYs3dgYECJREIzMzNaXV3Vzs6O7co0YWNjY+rp6VEmk/GQkunpaQUCAa2srDhXJZVKmVSFLMOC0t7err/8l/+ybm5u9Pz5c08mQoVP7tP29rYuLy+djREI3E2joj7BDgWYRHNPbcgZinrh9vbWdTjDEACruNacmzStsVhMv/qrv6rGxkaTJwsLCx7gAVFCoDTKUvLdqJ/pX1paWjy9CGXS2dmZp73y2SGxurq6PCUoHA7fa+xRfgPwfPjhh7bpAjagRmYgAgRDIpHQ0NCQcrmc8vm8njx5olgsJukuGPnm5kavX782aTMzM6Ph4WE7GVCrNjc32yIDgLi1tWVQYHV11esHouXjjz9WPB7X06dPrVbDugaw0tLSounpaYPP1NUQsG1tbdrc3PSEJoCEYDCoQCCgfD6vWCxmlR1kE4HlKLHHxsY0PT2tWq2mTz75xKQIzyvAGesP9RF9wvX1tUESagxIKAhi7Ketra0aGhpSuVzW1taWlUeoslEyUXsynbN+KIUkT65GrUndjKIcZTN5b/RjEFv1g1So+UZHR3VycmK7HiBHU1OT7Wmo4xhRz17CxFx6CEBa+l6s5NTexWLRYHQymdRf+St/xVPWUDpBMjc3N6tcLiuVSikWiznTNJVK6V/8i3+h8/NzZ/dK8v3u7e01KMcQlp6eHqXTaffd1IrkHZIxvLGxcU9ZxD2jR8AuOzQ0pFgs5omT1MDkZpGfyHCl+iBusAV6l5aWFoscOB8Rx/yNv/E3vvnhzpJsASDIaHNzU6VSyejs/v6+cwhIb0cmfHp66qCnnZ0dtbe3K5lMWkY4ODjorKBsNmvUl0KAyVSE/sHq0+Sfnp4qHA57AgwyesZewr4kEgkHwYHeY505OztzGjv5PngIYYZBqUdHR61gIjALUKSlpcXA0uLiokO7AAguLi58IOAxRrmzs7Pj9xsaGjLySvI7AW/Y29jQYrGYs3vw4DIO/Orqypsb0zs6OjpsZcCXzaLnsCbEDjAKZg1fNYdWOBz2OOdKpaJcLmcrFAfAxMSERyiy6QLISbJViqYVKSOsB+wPRV4mkzFaDtBEUbW4uKitrS0n3GMDgcHa3d21bae5uVlNTU2eigWTzzNFUVGtVlUsFu1n57AFcWcTRn22vLysw8NDdXZ26uLiwkAF3wU1FAdHc3OzA7YvLy+1sbGhfD7v+yfJRXx/f7+R6enp6XusAgcf4CXs1+DgoL7zne9Y7o3tqlqtamBgQKlUykwW4MfU1JRtMuVy2fesqanJwcC5XE57e3sOl+Wg//TTT7W7u+tG9PDwUL29vZqYmND6+ro+/fRTK3wSiYTtTfF43FZODmjsmNvb285e6Ozs9IabTCY92QErG/cuHA4b+EG5hF9/ZWXFrC8Bc+l0WqOjo/cYHiwW4+PjSqfT2tvbc+YG8myeA1hDJMySnLkQCATuhVkDXgM+oRzLZDJWw/T09DhUOp/PWy0iyQw6+x1FM2pFxreyX79580b9/f0GX1tbW70n3NzcaHJyUslk0mwl+wYBsUzMe/r0qcrlsh4/fqxf+7Vf04sXL5TL5dwwkNExPT2tsbExbW9vW0nU29srSfrpT3+qQqFgVgcG9o//+I/16tUrjY2NGYSmMTw6OtL4+LhCoZAB9nK57MBxJqD09PRoe3vb1t6VlRWlUikDMaurq/qTP/kTDQ8PW41Tz+AxNa5ehYPlGMCFAgZwTpLtLsimscICmKEIk+Q8KezAANnYRwk0zHw5CpnzBVtkc3Oz5ubmNDk56eKE95fugDGag+3tbUu/U6nULxwl+u3Lr08ljQcCgWHdTe369yT9B/V/IRAIxGu1WuHLf/0dSQtf/v8fSPrvA4FA8Mt//1jSX/tFb8g5Rvg7wC/nLQwwEwABOrDhYhvB9keB3d3dbbVrZ2enpqamtLe3p5OTEw0MDOjs7EzS3V6FPay/v9/WajIIx8fHXdsUi0UdHBwoEono+PhYxWLRYcvURKgn1tfX9fbtW+Xzedc29TUMyp/6rIdSqWS7DfUlal1URtivaeyHhoZsh8/n83r+/LkaGxt93SjqUcJIcjNOE0AWYj3Ijv0M0Kr25WQW9knIARpFSZ6ahQqX5hyQAoUDtVK5XNby8vK9iZDJZNLkDvUqasvj42PNzc25fuDMSaVS91QaKNMzmYzrYcA8fm5+ft4Ti7Dfo7jACtbR0eGgbIaPZDIZ28xyuZx+//d/31adRCKhFy9eWBmJ+oxJbxAgNEVkMnFeozbp6Oiwso0mmJqMkOObmxvbwPj5+giC4+Njg2uE6pbLZSulyLeD2OIcubi4sKqHz4/Ssj7btH66G9mb5JP09fVZsQfp1N7ervb2dp/7xA2w95N1UywW9fTpUw0MDHjfB3TCRl2r3U30wvrPpDqGiszOzurs7EyfffaZB0wQ5P3gwQOVy2XlcjnXjWRWAQRlMhnt7+/bgrO7u2uim7o3Go0qEAg4MmBoaMgqW74TNkvqCb4n65vaNRAIeBLmwMCANjc3XZfe3NxYLU1ODfcbkDAYDLo/rVarro1xDqC2Q0nT19enDz74QNlsVs+ePfPgFsA4QBostthmIbcvLy+1trZmix/7M71Ye3u7ST+ECYODg874w7aYTqfd+wJIU09RY2BPhJwuFouqVCpKJBKampoyMUTtSl4OGZwQklh1j4+Ptbm5aeVwS0uLh3igIpO+irog21CSg6jZQ7DkMVH25cuXJo8rlYoBPUQdKI6WlpYUCoU0OTnpwSnJZFJdXV0+i8iF2tnZccQECvLBwUHNzs5a0QxgT/8XiUQsVqCnGBkZ0ePHj41hLCws6PT0VLFYTMFg0KAeNSWgUCQS0dDQkG5vb5XNZq3Eb2pqcm3NtGTyo+pteuRiQij8rNc3RvGDRP3q6srSKWRfXCBUE6FQyEALLETtywlg2WzWmy+b4sDAgA8aFhBqCn4HCwZbCcDR6empGYhUKuWRlycnJ9rY2HDxWz+RgFFt3BDsAAARfX19thtw82BnsOdUKhWPB2TkNUHSGxsbVmlIci4KzQT+xHg8fk/ZQ/Mm3U31GBsb89hNDi2m4KysrOjs7EzJZFIDAwMGfWAPYANYpKlUymAPLFxbW5tln+QIgfYiT6UwgSk7OTmxdQV2iUKptbXV6qKTkxM3QTS8gIF4wAn0JsenHuCigOX7UtyxoAmHm5ycVH9/v9Hzk5MT5fN5s+E8YwCKXGPUNbCH5OEUi0Uj22xmqABQXlA04rWGXZJkVojPQp4ISDxBi7CH6XTatiO84jTYu7u7liVPTk7aDlc/GQz2gGlY9YUkKLl05+nGo4oPmkwexl339fX5uZmYmND09LRRf4oEWAyaW8KTsYIhF0X6PDg4aGWeJBUKBWWzWSPx7777rpnM2pfTp/Cq5/N5HR0dWdWC5QbwFGAslUpJkhtxPMaSnLME4EdaP15+pPqAjLDVp6enDorjWSHbZ29vz8Hd9WwOMn5GLiMrR9ZJQU/DxjSJdDptsHBzc9PFI6HSc3Nz6u7u1vb2tt68eWOgqL293ewzOWHxeFzX19daW1vTysqKJ3TwrCI7JTARhRlZSCMjI5aoo/K5ublx8cWY5Vqtprm5Ob333nvq6enR/Pz8PbCTca6Tk5Nqa2vT27dvtbGxYcUAWVRIslE0LC8v66c//akikYjGxsb8nKFuAPgERMUS1dbW5s8GI0omGlY/mikapwcPHmhkZER9fX22flHooPwDpEOZCHhNgYS9o97miVoUqyXqNZRZvGgy8J2fnJz4LMMy0NjY6O/F1JZareZCkQlDqOawBDBitp4gYVTtl6TGt4qfP8crEAj8tqT/UXfj3P+3Wq32u4FA4L+V9FmtVvungUDgr+sO8LmWdCDpP6vVaotf/ux/LOm//PJX/W6tVvvff9H71ddgt7e3Wli4w5EYeFGr1fTDH/7QluFAIKDV1VVbUrq7u60wBDza3Nx0kCwTVyG+rq+vlUwm3YgQrkljg3x9b29PH330kSKRiCfcvX37VsFgUO+99969ppYmGTsGqkyaQAAWwuIfPHigWCxmC3kqlbJFqp6RZyoKDThkBIGvQ0NDVjS2t7draWnJ9uaOjg7d3Nyov7/fdnka6I2NDTda7FvUaiitybIDZKcuRNk3MjJiyxDv09vbazCBqAGsyn19ffrwww+VSCS8r2xtbbkB7+npUTQadb3BdM1EIqH19XWfa1NTUxoZGXHswubmprNBOJc5F7HWkedCPtHk5KQJvkqlYlsZ51hra6vGx8c9fRaylTgA7jdEytXVlUKhkG5vb7W2tuaMF0ZZY8Gh1oKAQFFGk8T02qmpKV1eXhpEopGkT8ACTX1b37Ax7pvaC+sfBB1DN9bX112DQMqwjsiRPDg4sMIHxRFrkuELrJuxsTGFQiHVajWHlKNSpTmE6ITsjcfjisVi7qWo5bB+nZ6e2upEDQeIxRQ0mmnC0guFgmZnZ9XZ2anFxUWdnJyYRKD+pD9CBTI4OKiuri7HQZCXMzIy4pBjlEXd3d2uq8ndfPz4sYPXj46O1NjY6JwncuywUdHXSXf1UUdHh16/fq3V1VVff/JHNzc37UAgZLy3t1fhcNjDayTZqREIBLS+vq61tTVJcg+Capx9hfVI/ipqHSylAPDcW573k5MTrweUIPSATNSkj8VKRe+AJRRrHioV7K4Qi7hkgsGgByShUKPu4FqOjIyoVqs5XxcAnBdAtySTCwBo9PHky3V3dysSiWh9fd3fG3suJCCEMZ8HpwBWP4h5XAaAHcFg0HnB7PUMn1haWtLR0ZF+5Vd+Re+++66KxaJev36tra0thUIh5wshitjb29Po6Kiam5s9VATlJnvg9PS0w7Wx7UHc1ecuBQIBJRIJB7Wzx4In9PX1GbQHHOaskGQMIBKJaHBw0LU86lnsaul0Wk1NTfrd3/3dn1mDfSOAH5odNhSAGwKKscyg9qhUKgZzvm5pgL2C7WezampqUq1Ws72IQ5NmCRkbSgnsHENDQ+rq6jIqLd0x4UjMyCtpbm62xBXpPgoWmNimpiZNT08rlUqpVqv5hrN4sC1dX197E0cZhOKGgoy/gzSy3luNPx+FBpLJ/4u9N+ltM03vvf+kOGimKM7irJmybJfL5XIP6FPoNDqLDhAgXyJIkEUWWWbTCLJKvkGWWQYIsgmyCYJOKlXV7XLZ5VGzSImiSJGURGqeybNQ/a5+1O/bL17gBDhelIDGQfp0lWXyee77uv6j2+1Wf3+/LesMdul02gKrjo+PVS6Xja0g4At0meWC9gmkiU41QK1Ws0Giv79fk5OTurm50fb2tk5OThSLxVQoFGx5AQghoyYajZpqij/T5/OpWCzagQSQdX19re3tbS0tLdnhRP6OMy+KBQXmGwldpVKxIZbBAdkvDUHI3be2tlStVi3gC4UHrFepVFKz2dTs7KySyeQd5B52wev1mjQblRAHonTL9jBAObNW8DkDHrrdbpPqOj2eDIY8y7CxWF5A5VGNkROCRRGggiBslt7p6WkbFGEBaL0bGBiwAEYqDGk14J1B/QWj9vDhQwWDQVMJANxw8WADAghuNpva3t5WsVi0vxNebBYQPMKwMiy8VJDzHAOOwuTVajU7ExgaQNnD4bAk2ZCKAg22FWaHQD1YloGBAVNQ8Z3BsjFst1otY/zwQuPRxcJD4yAXPxW8l5eXBpBw6eDfl2QsLSx3IpEw5RnyZUCOUChkjTQs+q1W6044O3ZFqnZTqZSazaaxfIAbPDvI11H1wX7RKCfJzj6GTzIShoaGDCwqFAp68OCB0um01tfX9fz5c7Nq4rV/8uSJut2uvvrqK62trSkWi2lsbMwktOPj48rn8/J4PCoWi8bS/+IXv7CqYsIX8XxjwQPMhEhg8EIdAzDH4I1iABm+x+OxdhkUM7yD5DEAOpMFxvmGPYSsEewAfMawdE41IGAzv+fZ2ZnZnLEt00jI0nFzc6N2u23h0QcHBxobG1MoFFK32zUGFmsof0/noAiBgr2zv7//e+DnA/z53Rns5OTEVF606/3zP/+z5UEATlQqFctp4XkmGLpSqdgyypkD8IK9IRAIaGpqynLXSqWSAdvPnz83izJ3Hyzozc2NUqmU2d9ht09PT02hi+oWwmVvb0/r6+s2A2GhRz0diURMscocWKvV7oCpAMIM3ul0WsPDw/rNb36jRqNhCybnAywxLS+Tk5PWEApgcnp6amGlY2NjGhsb0/X1tcrlsoFN5FewBKCqDgaDevfunXZ3dy1rkawJlIXLy8t6+/at3QFDQ0MaGxuzCninNR6yCivF559/rrW1NQvPlWRKQmwXRC0cHh5qaWnJVCYoVJgNAc+KxaIt6rTxEL5NmQRggNNGi+2j0+mo2Wyqt7fXlixyMFjsWP7S6bQtwKenpzbDYrvCioICFlXC48eP5XLdNrNhlUe5yfPe6XTMkogikzP35uZG2WzWVGioZILBoNrttikKAMUHBgbsXpVuowuYAZkjUZOm02kLQnbmtkDgeTwejY+P275zfX1tdkus8JQWnJ/fNmL98Ic/1Pj4uNlD+DwpgTg9PTXVncfjUbPZtIU4l8vJ6/VqdXVVxWJRfr/f1Be8+36/X0tLS9rb21MymVQgELA9hhwlCIOjoyOzCM/OzkqSkbMAW4ODg1pZWbFZMJVK6dNPP1Wj0VBvb6/Z9slAIcfy6uq2zn1jY0Plctnyosiqw0lCfgukDzsLwA/AGipvGq3m5uas9Qs1IzNerVZTvV63+QywEkUdZDX7Lg4KnhVySXd3d+0M5t/f399vJFQikbBnDPcLwcTsgQBm3W7X9i6Px6P19XUDyQGbM5mMPv74Y5vFsFUBxDKjn5+fK5vNamhoSCsrKyagANyRZDbIbrerVCqleDxuCjtAU85r7JDsCsSMDA4O6t69e0aSQkijDEMlhPURog5wihkKdc/S0pLq9bpisZh+/vOf6+HDh9ra2tLnn39u9jEiKVKplLWrodBqt9t6/fq1nZtONRU5oJOTk+p0OiqXyzo8PDQ1EEHgqAYhfVutll68eGECBeJm2HHGx8fv3MUul8ueR+Zs9j9cTYT8/+M//uOHDfwgqefBACVkAeLCIrwXqxSgCswAFwHMM4sSOQk8lBcXF+rv7zfgiMEVFgWUc3V11QI+w+GwNjc3rZWGKnRnuw2ZMqurq1pdXVWz2TQbDn5UZygmCyt/JsqX8/Nzs9A0m01bTKkcnJqaMlk2AzlWFYLxUIHQ0iPJhiKsC9iOAFaQy4LKk3Gyubmpdrttvx/MG38OQBcWORgZkM5QKGS5JChqvF6vgU0sNC6XywIdaeIALeaZ8Pv9BsZwCcP2kX3BAQhTB5uOvI5wZw4JngHkw4Q6o4Bxu91ml+AwYDiQZFYlmraOj49NKogEEsnm8PCw2bvu3bunqakp+92wmDFIUws6MzNjjR6NRkNLS0smo9/f31cikdCDBw+MOYTVWVpa0sbGhn03fJYc5sFg0Fpa3r9/r1gspng8bqzL1tZtaUwkEtH9+/c1ODiotbU17e7uGpjAEsl3Lslq3p2p/Sy2TkVTNps1pQULN5lSzsUWhqparVqU9vDfAAAgAElEQVR9O5ZMAvVyuZx9L1Sro66Ym5uzd5Pcmna7bewrtYuwpzzrT58+ldfrNc8vQy31t51Ox77Pm5sbY3rwiCP7JNQT1QfPDNJ2siaoFoY1cg4ODCjUjKIYgXVFMUaoIkANVgF+t3A4rPPzc8tk4v+Pz+3+/fuamJjQwcGBFhcXValU7Bzld7i4uFA0GjUr4+rqqlln8bkToMfQMDw8bJWvAwMDSiQSdtahnAH8lWR5Cn19fZqZmdH9+/eVzWa1vr6uFy9e3AEiaA7pdrt69+6dDg4ObMkESCWjh3d4Y2NDPp9PDx8+VDqdtpY/ZOz8XQhCBShMp9PW9gd4PDIyYue11+u1VpDj42NtfNceCfjFkMXZzRLEssl/yIzCyswZDUjIM0RjBfcBgLjb7bbzeX9/34YQLG2o1FCgcQbXarU7QDGANxJzFmMAaUBsVH0oNkKh0PfAzwf487szGFJynjWXy2UtWt9++62d9cxYzWbTmhQpdDg9PTWFAqBrJBJRo9EwC+j+/r6pX5npuIfa7bbm5+fvqGY4Z05OTrS3t2f31e/mLB4fH2tkZES5XM4IBM4Tr9erd+/e2bMOMHFycqJqtWqZes7f6+zsTI1Gw2ZOSg2whznZc/6+h4eHVgxyc3PbhJrL5awVC6UexCPMPaQRFlaIAuaKi4sLs8IC/vO7pNNpud1us755PB4L9YfYoK2RPInj42NNTEwYkYUKA+Xo1taW3esQT+Vy2c5lVEyca84mxHw+rx//+Mf2nVerVb1+/VozMzMWOg8j3e12LXvs5ubGgKNWq2VZNm63+46dAoKA2Y3cyVwuZ5bsWCymx48fa3FxUa9evbLzdnp62vL2IKB6e3vVbrdNQckczrNO8CxLHWoP8mRQWqI4Q2HRaDQ0MjKiZDKps7MzbW9v6+LiwlRngUDAVFPMztfX19a6eXBwYNlFBItDMKJIY67CypbJZEyVgFpkeXnZSg9Y2rG8hUIh5fN5I0cODg6seXVqakrRaFTX19caHBzU9va2qdgnJiYUCoUsd5OMMGq2IUYIL0ZRJ8niAAiwpmnz/fv3crlcBs5B8HLHhEIh7ezsGBmL7YrcP8pHpqam7JnhPOOO5XPhPeTzACCidINSAhZp5q6rqyvl83lVKhXt7u7aXN5oNLS6uqp4PK7x8XEdHByYqpmA8GazaWcA7w+lGrx/uVzO9iyU/ACiqK5RiwESAnJAGLdaLbOiMtdB0AIqolrEyg7IQfmHz+fT7OysfZYvXrwwKxEKd6xS2OqIcyDOgM8SwIwWPVwHTjUROx7/m93dXVO84BAJBAIGlpFRls/nzZpHeP3U1JTNjABU6XTaAP2+vj4tLi6q2+0qmUwqmUyaauv58+caGRnR5OSk3r59q263q/n5eVNhAlxCevF3CAaDOjk5MWUjqkU+C0mWnUbDF9mwOAc2NzfVarVMfYYVNRqNyufzWSC6c6eExMS5wTOC1YwGtH/6p3/6sIEffpBnMhAQpscL3Wq1NDo6avYDLncY4EwmY9YBmBaYd4/HYwc9izgHDQgjwZo8aNfX11paWlKxWDTwAbbB7XYrnU4rn89b7TyqJNgdPKMwubCpHKoAMrzk0u0wD8vAy8DvyzCPH/TevXvmmYdFBvnDesVLjYSQpRhVA20MXL60euA758DhxUdZhTqGqnkGl6OjIwPtSCynDWRyclJ9fX1aW1vTwsKCenp6rLKVLI3h4WHLacJiANPBS8VFgaXL7b6tLiX1vtlsmvQtGAya3zOfz5taioOEvJJ2u211485QVcCsgYHbuuXp6Wm53W4DKnmGYDUlqVqtmlKN3AMYeWTuAJRDQ0MG5BEczcJ6dXXb/DQ9Pa379+8bcMYBW6/XzY+MEuPjjz+2xhLUZyhCCP+DCYSd2N7eNkuI0z5HxoEzkBvWFe83lzgWSUBR7G2oUxiA4vG4HVCAQ4RuDw8PG1DAwY9XnfDaVCqlTqejd+/eWSAk70w8Htf09LTi8bji8bgGBwe1urpqC3u329XXX3+txcVFazhBgQMg6FTCMISSE0BeDTWaZHTxu5EbQPglrYGjo6N3mhhQ9SHvdjKIAwMDZoXkOSPfglBrpMnhcFihUEjxeNzYY57d7e1tu2Da7bY1/jH0Yisgdwa1HgGps7OzZtUk6A4JPC12PT09xlyz/JC5RXUpQw8MYzweVyaTsUH74uLCJLEoFhnWADUAuxKJhGZnZ7W3t6e1tTX5fD6dnp6aJXV8fFydTkdra2tyu922fBKEOjQ0pIcPHyqZTFo7z8jIiObm5jQ5OalarWbtZwxHNCqenJxYKx2SaYZsnhfstxQMXF1dWZg43zkADQGIKFOx0ADuoIICcKKdCwUVSwOgI4pGFlWeaQILfb7batSenh5Fo1EDW7E94HeHwWZBJkMO2xmqIthtvp9cLmcqx+8y9b4Hfj7AH+cMRkYVZwCAM9kt7XZbpVLJQH3OFtSwNLSgvkOdi6WKgPqFhQWzexAgyiJLK9Ef/uEfmqqReYRsEcgCFKuAK2R7hcNhTU9P37GLh8Nh5fN5VatVyxXkfv7mm2+0t7en8fFxTU9PW8j+7OysarWaWVbIm9jZ2dH29raOjo40Pz+vbDYrSWZ9JUvl/fv3dhdDhpBnRtGC2+1WNptVsVi0xXRmZkbz8/N2r7ZaLZujCM4FoOCzIJcGtROqFGYMFFPcGeTXoOSA/BwfHzfVqTNDECINSzr3GkCFz+fTj370I2uf4lyHWLy5uQ1gTqVSkmT5G7RcSrpjl0bdw/IHscvMR5bH3t6e5YWQpYJCIZvN6sc//rHevXunZrNp+YHYPV68eGEB3slk0vLJyJDhTAcQh1Qk1wPlRU9Pj6lIUTYVi0XV63Vj9yFye3t7TWVCcDP2fJT+7DKQMpDFkNyBQEA3N7cNUU+fPjUlB/N1JpOxENuxsTHVajW9fPlSL1++lM/nM6sexA2LprPdrNvtamdnx/YKZrDFxUWNjIxofn5eNzc3pp4nUmBjY0Nu920Zzg9+8ANFo1FTQzvbjNgzsTd7vV4tLi5qZWVF0WhUmUzG3uHFxUV7zphp8vm8EomELi4ubJ73+/2qVqsqFAoWZt1qtax4Jx6PK5VKGcELiEMg9/7+vp1lrVbLssUuLi6USqVMQbSysmIAKU4TnhsAExSF/f399sxms1kjZwlhhuTjLgXYTCQSprZ+9+6dgQzsY1j6yfJEyQP4iJIe1TngKM8juyTW7rGxMcu2pEGwXC5bHML8/LzK5bLK5bIpjNjLe3t7FQqFtLu7a01nxCOgaoZ4RQXODM3/DgKUuai/v99mFr4b1PLY99lrAA2dqjtmcfa6q6sr/fjHP5bb7Var1VKpVFKpVJLf79fU1JSpc7CkOoFoyiwQIpycnNg+6vP5bJZi7jo4OLhTOMR3j70TsgwXCtlEfr/fnEHYNkdGRjQ1NaVgMKjFxUVtbGzcsfGRi9fpdAz8Zz8nk2xkZESHh4f6u7/7u987g/X88pe//D+fJv5//vzDP/zDL//0T//U/m/8rvxw+XS/S0N3MquAKKC3hJKylFCTCbPDRctiTcjW1NSUPUB4bcPhsLLZrPx+/50lGeZf+q0Fx+PxmD1lbGxMsVjM7C4g3UjUJicn9ejRI2OJeeEIiy0UCioUCopEIhodHVU8HjcgBWZjaGhI4+PjSqfTkmSHPv5OABteJjKPQBxh1U9PTw1plWR5RjDLAFSSTIFCvgzWLhBoFD4EqEmyYGheGPyyNE3ADvHPxWIxC9cG4Li6utLa2poxFcieP/roI83NzVkejiTLwkAVsre3Z98ZFyLPErlLZI/gxT07O7OmBy60Wq1mtjgOuEAgYJ8bB64ksx4SGH1wcGCJ7lTTk1jf09NjYB5L+8DAgNmXaH6KxWKGugNMFItFvXr1yqSnzgT+dDptlqWzszMDnZALE26HndLrvW1TSKfTdhBLt9lBBOj29PRYe4gzMHtkZETZbNaCArHukCVVrVbNFsJzSCOR2+02WxEhi0jQuUC3trYMYPX7/crn85qcnDTW0+W6bTpCTs2wwEWLHYAFAHCpXC6rWq3q7du3WltbM/vT5OSk8vm8hoeHze6JpLzT6WhnZ0fNZtNsc3xH+Xxen3zyicmvOZc4twA4CoWCMVzHx8daXV3VysqKqtWqDSksCpyD/f39xiqQP8VQArsLKHt0dKSdnR3zmcN2MITTvsbzjJIEgMX53OA/h9ElZ4Z8HEKfYXcJAEehRhYGTBu5C1jfsAQ0Gg1TdXHpMUwxbAK+ccbB4KMAnJmZ0dDQkLrdrgqFgoUwcn6RkdDb22sLK+GzDKH46tvtti0TPPOVSsUGS84mhhnef7zzV1dXpkgYHR29k2FSKpXsfXS5XHbGY83AhkJ2QSwW08jIyB2LHAGW3IGnp6cW2gx4Dzg/ODho9kmGTBQMBDDjAR8dHbWFbnh42D7neDxuZApqQWTPkAc9PT1aWVkxm+XY2Jji8bidT6Ojo/rbv/3b2i9/+ct/+J+bHr7/+Z/4cc5g2AcvLi7usNI0VQFeoPggyBOVIFkVBNZDjDEDsPRBuvBcDw4OGlixs7NjCxbWIoBuFA/8O6jo5f5BIYLSExKBaAAsRDRpAbgS5Int8ezszCrUUThRBc4M5rR8oJBgTtzf31ej0bA6bQozYKBZevgPC38wGFQul9NHH31k1h0+k/Pzc927d0+hUEgej0fVatVyE2HLUcIS8ExOB8ABMw2q7ng8rv7+fkUiESUSCcvV4PPgjAZkIkMJcA9FMLPzD37wA3k8HpVKJdXrdSu8qNVqajab6unpMSAb+wxk4uHhoYHfLH1Yk5gVAGBoOYIkYS7kszk4OLCcslevXqlWq5mChNnTCa6gQCVT89NPP9XR0ZH9ziiFyOnI5XIaHx/X4OCg8vm8Ze/QEuTMpTs9PTVLCvlEqL3YZ3ifIHyz2azZ1judjqLRqKm2aTw7OjpSLpezpQ+S2ev1Kh6PG1GBcnlpacnsI5eXlwoGg0a4oBpld2D2ODo6upNhhAWZfC0UyRCe09PTRr6gRuJO4RzAUvXgwQNTuUA2oyaenJw0xR53Nc8ahSQAVjs7O0ZAFotFeb1eTU5OGih5eHho72EsFjNCD0sU7onh4WFNT09bqQL2OdQx5CNyNwIEdzqdO/asbrerubk5Uzmj6mDWgWRjd5mYmDCbptvtNocLuYLM2YCdWPbI5kQpSRMdZyx3PfEWWBZpoRofHzfQk++4r6/PFDx8FhBlKNWJ4gDkQIQAgIOdkpwdwFrO4aOjI8v04vztdrtGDvT19VlcS6fT0ejoqJF5zI2Q7OzE9XrdQBhmKM4WgHYs75yn/Lt455mxUTRBfDEbHh8fa3R0VPV6Xevr6yqXy7q6ujIAjGeP35lZG+IExdfe3p6dVyjHiWjhmR0bG7PzDKUZeWbsv+xbELQAfhTRIJ7gzD06OtJvfvOb3zuD/V9V/LTbbZNzgcJiA4Gd3tvbs4OGgRRPNEt/Op02tPzo6MikvWRkoPwgkIx/nsOBjBlJpgByhu69fftWi4uLd0J/yT/gBQBxpZUAxoYFDcUKLAqe7mg0qpmZGVNBVCoVU+6gJMLuRd0irV21Ws0WoYmJCeXzebu8CXjm4uSFxFMOg8JFJ8kOp+vra2sQoMkKhQdM88jIiIU+I43m92Zpu3fvnjUXbGxs6P3797q+vrbww+PjY71580bNZlORSETRaNRyZhjcYHR4OVFJLC4uql6vKxKJmIcT8IiDAV/2vXv31Nvbq42NDQvp47vBQkHbDZJJlBwEUHIAEvrN0Lu+vm4yVpbM/f1983NWKhVTwcDKgwzjm0dCyp8TCAQMjScwEJVZPp9XKpWy7ARS+VF20KgF48nhfn19rVgspkgkYlkDyLRhlFAU3dz8NqWffwYf89XVlVU5MlTxXgAOogJisAmFQiZH39vbs2Fte3vb3nlCu0Hv/9f/+l+amZnR1dWVXr9+bWAClh1asbAGSbdAXDgcthYZAM+FhQVrQCoUCnr48KHZ7STZ0La4uGggCEoNFCy0c5BjgpyYkEYnOC3JwiQ5X7nYUBKi8mGIvLy81OjoqA3B2Cf475F7A47wjKOIJBwelRGqE2fzEsqnvr4+1et1syUC4GKnZPAD+EwkEnbh8N9zHlcqFXsHqA2t1Wq6urqyvAuWR4Bqp/UL3zuD3uXlpZ4/f25qLppgsAYSFJtIJLS5uWks5NramlnDJN3xyyNzx+6HRQ9QEPk4zAusUaFQsLMIEJbvhXPq4uJClUrFwC9YynA4bFZWvOi8CzxH5ElhP0Rt5VQ2kiGCWq+vr8+eEdgn8pxYWFAr0nqIdB0WjoWA34fvkbOH8HGnChZL4fn5ud68eaPLy0vLhGLA8nhuq4IPDg4UiUS+V/x8gD//b6przliqgrE0MUcFg0HL5fB4PFpYWLDzvd1u68GDByoUCvriiy90fn6u+fn5Oww7wPr6+rpubm6sIe74+NgyRJrNpgKBgCn9UIcQWu7MRjg8PDQwP5VK3SnGID+I99HtdiscDqtUKlleDwBTu922d5hFpbe3V9PT0zbXMNxDJr59+/aOKpugdyyk/G8BL2B2IRtRp9ASOzk5aWAr82y1WtXx8bFCoZCx/RsbG6aUkWSgFkuUU2HKn8s8RB6S2+1WLBbT/Py8WXJevXp1J7C0VCopm81aUDcqQ743zqqzszNrnf3222+NIJybm9Px8bHW19dN1R6NRpVKpYx8YT7k96a5p7+/30gRFLkoZgHUw+GwKdA++eQTLS4uanl52ebxtbU1XV1dKZvN2n3MXZ3JZOwzTafTevXqlarVqiYmJtRsNvX69WsjGFhmIQQkmcIWIIoAbr/fr+npaXk8Hv3617+2Be/w8NAs6WTAOdvDsLgAxhB+3tvbq/HxcQM6aPF8+PCh3W+FQsHChZ05Vm6325S3U1NTdxTIY2NjRtCyW0HykM3mzKABEAZgRAEdiUTMSl2pVPTmzRvbqcjXJBsF5X0mk1EkEjFL+/Hxsb7++msjQ5wECwArOZIE3aJqq9frpkQNBAKam5szxQ8WsLGxMSP0j46OtLCwYL9jJBLR9PS0ksmkxQdAzBDpsba2ZiHUkFmod1BLQ3JSrw7wA8BN5ixzVLfb1dTUlM3CW1tbWlxc1O7urtLptMVJ0NZ8eXlpYDTnmNNyTcAygffM/l6v1+YkYihQYFcqFVOzS7cCAM4qgrQXFhZMYAERCZhCRi7AEdZXLO6RSMTeaWaloaEh+12Oj48N2Oaz4kyXpGQyeac9utvtWjA+Z1EwGDTrH7ENAMwo7SCOCbbHZoZNF3V/o9GQJItioRWWOZWoBOJUiHBA3cRzQ2YZ9njiR66urjQ7O2vEGNEGtVpNnU5H9+/fVzwetzOfWZXdBRAYKzEKUGxvgGdkWxFLc3h4qL//+7//MK1ehBjh5aSRgEWMofp3q0ePjo5UrVZNxYM0GTkerAIJ4P39/Zqbm1O3e9v81dvbq3Q6bQcmQwUsK1al/f19ffnll2at4jKdnp5Wp9OxPA1CAlHc8NCzlOPHBKF3BrHBZhMudnNzY0CVy+UyhB9JG0s7UkOCm2EfEomEMWirq6umjKDJCFXM0NCQLXnk1kgylpnFAaUSDxqZADCDAFavXr2yUOnh4WGz2hAiiqoDT34kEjE2ul6v22J679495fN5W7SQW3M4u1wuexn5nUiTJ9QX2evLly+tvhQ2DPCMkDQklwwjWLBOTk5sGBodHTWQoVarmTQTdpsBC2Z847sgcKpjSYMnnwb7YavVsqBBp9KNi0aSDS8sg3y+5KSQ9YLf2hnuzAHKgQywdnR0ZPlIJycnFjyNnxrWxOv1Wr4Q7yIBiQCeKMdgFGlxaDQaloEwPDxsIYYsFYODg2bB2djYMEkzwCPfLeHSExMTVumJN5rLMPdd28rm5qa2t7eN0dzY2FCxWLTQY+SdNEo0m01D2jmLvF6vNWdhZfP5fEqn00okEsYyYj8E0HFmJUiyi4XvkZYNnleAK9g/Lkveec6a2dlZhUKhOzlVyJV5Zq6ursyDjAqO3y8cDpvCit+NQMebm9smOBijnZ0d7e/v29+H9wqQt7e31wLLWcji8bg8Ho/evXtnig/OXYaCfD5vQ93Ozo61dBBiyvfulDwvLy9rd3fXMnA2Nzd1cXGhSCSiTCajZDKp3t5eFYtFG0ZRoHBm1Ot19fX16dGjR2bHSyQSlm0Gcw777ATBLi4uDCgjpJKhgOcDphRmiyBnSfbMwOKgupFkkv9gMGgKona7bRZh2D+AZwYZvo+hoSGNjo7aswSbRWDgxcWFAfqoWlEaXFxcWJ4Ddwa2XayZTnUdZySDOBkiY2NjlsGHcoJA06WlJf30pz/9Hvj5AH9+n92+1WppYWHBhmjk6ajgKK7A+uh2u20Bcy4EziYWAFIaNQGRnj17Zgu6JCPfnJluyWTSrAUopAEV6/W6lpeXLf+rXC7r+vpa09PTqlQqFoIM6DA8PGxZD7DJBJlDIki3gficR9jBUUf29fXZ4kmOy8DAgKrVqoEq4XBY1WpVoVBIyWTS7Puod91ut16+fKnXr1/bfVEoFEzFI8lakXw+nykyuIuYQ1gq2+32newLzhVICHIosdRyx2DZJevI+Xe9uLjQkydPNDs7a3+edBtBsLKyolevXhkJ5VQZkLsXiURULpdVLBb18ccfW/EIip1qtWrMOwoSj8djljmWmVAopEwmY39fLA9jY2Nmw2L2jUajGh8f19dff62lpSWbwzY3N7W5uWlkFARXNptVJBLRysqKZU+hdmi32wY2MXO2Wi212237PKanp63tFSABgvPzzz83EJ/sNyIesChhYeF7ZKZmsSXGYGdnx2yUS0tLdj8ODw8rEolIku09AGaQN/fv39fDhw/truezIBZjcnLSFOftdtsy3Zi5sQ1Vq1X95Cc/Ubfb1fLysmq1mvL5vAqFguUkYfMuFotG4ASDQa2srJjKnPnJ5XJpZWXF8jOnp6f12Wef3cm4Q8FBcURfX5/taN1uVysrK3r58qUBxdPT07abMHMmEglrsMO2yHySy+Vsz4BYpZqdfXJlZcVUZ1hEO52OisWigWGQOti1mX2cOZaoJAEceQ/n5+cVi8W0srKitbU1e74AZImXYO/49ttvzWKINQ0wUZIpKpnfUNjRwuxUJzObYCsEeGY+AWRGNIDViMxIzkIIbVwYkJ5YftkTTk5ONDo6ajsPwc0UnEAqu1y3JTsHBweKx+PWoE1sBXEBf/AHf6CJiQnVajV9+eWXpoBCGMCeyNlDoQD2/62tLcsGRSUEeEeGHDP06emp7YrOnFgUkgA/EHnhcNhUcIAxKFEB0zY3N+/skex1RHCwp5+fnyuZTFrWGvcxCij+HAjHy8tLcwScnJzor//6rz9M4AcrEcw2QAQeb4/HYy83HzgXNqindHspYfmicQd0F0kVeTf4NxmssR1RSYwXcmNjQ8+fP1e73VY6ndbo6Khy3zV80QbmtJTgiwZ0GhkZUSaTsVAxEDwkg+TZkAl0fn5bL/nkyRMFAgFjhfCMktHBkM0SggT78PDQDqTr62tDVHnYQIhhZpAEezweAyKwiNFmwMtKrhJhU/x7OTQZTAg6dKpmQGBRy7hcLtVqNWNUWGCPjo7UbretESEej9vS5Pf7DQhkEMMjiqWLxfXw8NBePg7RUqlkSh8GWS43WD4sEixYbrfbhjUAPJ/Pp83NTa2srBhjMzU1ZUw6NiB8s+fn56aqAdFGyg7SzABDvg0XN7lTzjyWy8tLNZtNNZtNBYNBzc3NGaBCMCXLHIeLMwAOmwjAwu7uroEwDL/YZgBT1tbWzNeLggXAgMsU9QoBwgwlZIPkcrk7DB4WTd5z7H8AZa1WS0tLS9rc3NTg4KDm5uaMISaIFnCRdgEuqKWlJf3mN78xy1o4HFY8HjclHRcAA1hPT4/J9vv7+01yDwhD5hKyS9o7yE+CqcOiBsvJZQnQgZXKGXC5u7urYrFoQ72zic/j8ZgqxXnZcAnhXa7X63dqZ3nnhoaGDHhFnoxtsLe3V4VCQYlEwgLyyuWyDfTYAp2tAWTQOJV9fJYwwyiIWGrq9brlTiBLho0ul8v27AHWks+WSqU0OjpqKksCN5eWltRut+09zmQyBuYCTLVaLQPm+I4SiYRisZhKpZL6+/tNEUaeECo0VIMsRZw34XBY4XDY2HTuI5pDCLrf39+3751MK2yiWGoIXux0OgoGg+YNR/YNGxaJRJTNZg3YA5DivmEoQ63Kkoj10ufzWYEBIB5A7fb2tg1SGxsbOj4+VjKZtAB5hmieS0iHw8NDy0qBhCAgF4kzTSR/8Rd/8T3w8wH+/H/lLLZaLT1//txskTSlkHtD9pRTuVwul+Xz3VY/ExCNqoDznmE0Go1a4O1//ud/6ujoSPfu3VNfX58uLy9VLBZ1dHRkgLCkO3l6w8PDSiaTpj7BItrp3NZ6A7YzwJNBhE2TFlYCVhOJhN6/fy+Px2NZX7xrEE8bGxumRvf7b2uyt7a2TLkbCoUs4ywcDhvIkU6n9ebNG7PooLKjLYeQdRYjFo6zszOlUinNz8+b6hSAudFoGDMNe+92u+8saJCBvO/EEezv7xuQCzjEWRkKhSzn4+zsTJlMxpShTnt9q9Wye4KzjGyNWCymWCymZrOpr776SktLSxYUzSIFqNP9LqQWghG2nrkeQuPRo0dG4Ho8Hs3NzWl1dVXtdtuyyfr7+zUzM6NAIKDl5WWVy2Wzy5+dnen9+/cGZg4ODtpewfxIpiSfYzwe19TUlC4uLvT111+bivvly5fyeG7bzcbGxvRHf/RHZkGEaGU2xLqD4oUSi3K5bDlwLL6c3Vi/sJJhF85ms0boXF5emoUql8sZyUBOHnYcihdQSDOHYj/hz2buzGQyarfblocFyA95RJ7RxsaGVlZW1NfXpwcPHsQTFioAACAASURBVCj3XcsXSyfKau4qZysacyp/d/Lhnj59ajMXKjDiLNbX1+VyuWw/I0qAnSaXy9lijwoPkGV+ft6eV+agL7/80uYG/p2hUMiysDY3N7W3t6dIJGL7F9EIoVDIzh1JFkru8/mUyWTszmw0GhZhsLi4aOUw4XBYIyMjpnw+OzszK+fi4qJqtZrtO5IscBznyMuXLy30mv8dqqOjoyOl02nLVwJE93q9ymQy6u/vV6PRsPmN+YJnam5uTtIt4EMTKtk7nHOIMvi/UZ6Hw2FT0EQiEbVaLQPrsJaurKwY8dbpdCzk3O/3q1QqmZoMdVy5XFYgEFA4HDag7Pj42HasaDSqiYkJ+/sDMhGoDiCOjW5iYkKtVkuDg4MGBtH6yL7B3kemJxY4rPcoK9kb+Pc7Z+BEImHPP3M1QfnRaFSRSETPnj3T1taWgfWSLG4mkUgYaMfMBYnCPEpcCvvp0NCQncfhcNiwjfPzc/3Zn/3Zhwn88APYUK/XtbW1ZdkXSHi5gILBoA3lZEccHx9reHjYFBikY+MnPD4+1uvXr/Xu3TsNDg7qRz/6kbELBNIi10RaTx3o5eWlvUw3NzeWW3Jzc6O9vT0brM/OzrSwsGAhn6CNLNTOel1JdySz+Hql3yKmyNGCwaCFqHk8Hk1MTFhyPmg7KChL8e7urpaXly1sOBKJ3AEQQPRBwbF1sPARRIcFCtkr8lZQSi61k5PbWsbBwUFdX19bQDGyUJBi/lnnZ8ALQaDVyMiIhcKRE4Os7/z8XCsrKxY2lkql7PtFCtpsNs1/jwqK0CvQWSwqZEixVPL905qRz+flcrnUbrftAgsEApqdndXBwYHW1tYsVwSLA2qYaDSqvb09y/5AwkfIpBNwgD1H6l2v121AzeVyxqT19fWpUqloaWnJbIIs1QQTkl9wenpqagMahgiVQyGAxNWpkCATpbe31zKsVlZWrCkpHA4rGo1qbGzMDthOp6Pd3V2TKANsACChOuH5QK2CSoiLm6EYqeT+/v6dFiaAUzIdkMUCROzt7alcLmtnZ8cW+ZmZGY2OjtoCi7yfMEe3261vvvlG+/v7mp2dtUOW/AoUghsbG/Znw6rlcjlrNUNJQ+gvtihq02FTecewQbCoE9JGjg5yZ949hlT8ywzR/DmE7DEgM2DzPQBGYGElxBMACZaNgEcGLy47wpwlWRgiVtlgMGhZUlg6yFYCqASAAeSF2cRKx+8Tj8eVTCatvfD09NTqQqlgrtfrBiLT5oOSiHcbhSU2QIb1/v5+7ezsaGxsTPPz83K5XKakctaZBwIBNRoNA0h4JqhXTyQSBi57vV5jmAH4abej0pUhTZJ512FrqCJGNtzpdFSr1dRoNOTxeKzKutPp2FJKXsHNzY19prBcAOEA5067GM8KwxuqUIY0VE6Dg4OSZM83aiGa7aRbO4rf71cqlbKzl+fQ6/XqL//yL78Hfj7An983g6GkLpfL+vLLL5VOp/X48WP5fD6Vy2X19PQo9137DJkHkmxY5v3ABkRWBfMGAARLDxmAk5OTxtST2wNwxGC+trZmCwmKbO5c1KTNZlNra2vyeDz69NNP5fF49K//+q+2QAUCAe3v7ysSiWhiYsLmg83NTW1811CVTCY1MTFh78zy8rIkWZYcTDuNVQzatOChzHz79q1Zbjj/sSgMDAyoWCwqGAyamg/igOF9f3/fFkEs76gOsLSwmJN95FTZcrZtbGyYAgKbwdramgXrozKAXESxcnFx2yqDXQdbsJPU2d/fN4Kq0+lobm5OsVhM1WpVX331lVnaUFHzd5ubmzOQ5/DwUAMDAwZCMDdtb2+rUqloenractaohKbWG1s4uTEsiNwdKCC++uorbW5uqqenx9qACL+ORqNGRJLz9Md//McWTizJmhu//fZbIyV9Pp8+/vhjxWIxU8C1220Vi0VzKAwPD6tSqejo6EhPnjyxOul2u63+/n6bfTqd2/D9ra0tVatVW+ABibCSE+6/vb2tra0tA5NY3gHwIBIjkYjZdK+vr03lzXfGIskyTDYTxBJzArOxJCNSV1ZWLAMnHo/b4skOl0qlTE0+OTkpn89nChKy5CAPp6amdHZ2pq2tLYVCIXv+IQMB3piDyDxtt9tmY2dxJn+FfYtnbHh42MAzQI4XL17o6upKc3Nztsusr6/bDlmpVO6IDT777DPt7e1Jkt3V29vbSiQSmpmZsbyv1dVVyyjEdhUKhSyyAjUh+5nTMp/NZvX48WMrEeF/29t72+D2xRdfmGKH4PxKpaLz89uK83w+r+vra5vfrq+vjcAl7ByCPJFI2HsQj8ftHWo0GjazsZfyDhMaDRCDwIE/F8IbEA9hAVZY5hAyrcjsgUTA+u5UCvl8PmvKxRZP5AgKmMnJSVWrVVWrVcViMQMZnQq+i4sLTUxMKJFImDACAHRlZUVbW1u6vLy094WZCvU1zxLKNEL4+/r6bB8LBAKm3OM7IER7ZGRE5XLZckzJe6MdbHZ21uIbUF6jFCqVSvZ5sGsMDQ3pwYMHur6+1tu3b7W/v6+ZmRk9ffrUimD+6q/+6vfOYJ7/oynif+gHNuT8/FxLS0va3t42lBTJORcJ4VSgeX6/X7VaTe/fv7+jtpmbmzNryeHhoT0oWAb4YLm48GJvbGxo47sKXgAHZLMccEjefD6fhZI6mahgMGiHLYw9OTv4zgFi8GVfXFxoZWVF6+vrBhQg441Go8rn87bYhkIhW4ojkYiBOKiVYLU9Ho+lih8fH2tzc1PRaFQff/yxpqenJcledNhcPneklSC4HOrX19d6/fq1XbowTaCko6OjSqfTtuTTXAWQhMqJENWzszONj4+bCgXmvVarqV6v2+DI4oi9plQq2ZJNWxuXI4soiCo1jSi+yCsiP4pKbj73cDhsPnMuHBQgr1690sDAgCYnJ++AFCsrK8aKb29vG9AQj8cNoENdRVYVHvKNjQ0DTGD5sQX29/fbJUdDBQdRt9u1MHLANYCd9fV1ra+vm23H+V3RDHb//n0lk0nz/RIQCFtYLpcNnEAFwyWyt7dnyD7DoxNMwPd6cnJiQCe/MxcKTNT19W1VLz5onlmGdVi0cDhsEtVWq6W9vT1rL+HQDAQCmpqaMlaRy1O6bRbBYrSysqJKpWIedJhorC4AqbSzSdLS0pIODw9tUOM5I9uL7//k5ORONhVABxcRQAffebvdNmkpmQQHBwemoOLSBPnnooExxG/szB7a29vT1taWqWyoUec9Ajjin4fVcLbRcMmzgDQaDZOowkowPJIlAZBBLhTWiK2tLTvrz87O5PP5lEwmzfp3eXlpbAlB42NjY8bIFItFCy1GKXp0dKStrS0D18/Pz61dKxgM6tGjR6pUKva/BWDd2toyyT4gJMGJDLfZbFaBQMCsvAQ0Yn3ibMVDDjBFSCiXPQHWqB1QUPBnoZjDLoD6sKenR+VyWa9fvzZVFOSB3+9XOp028Id/FpsYOVWw6XyftAXR/HF2dqYnT55YKxHfN3ZogD3eYRY2hs9EIqFisWh3cbfbVSKRMLXG9z8f3g+ALioS6RZQrtfrd8JTq9WqgdUul8sCVAmP55k6PDzU9fVtuyfnAPc44DbvO+859gjsNuS6kUETDAaNVOJdxjrVaDS0srKii4sLJRIJJRIJC9dHoUyhBcsvQBLLEkM/ZzRqXwBuVNooeAmLBwhiOOdscrvdBm7wdyyVSvJ4PJqenjYwlbsqGAwqEAior6/Plr6dnR3lcjlls1lTEKKO2dvbU6VSsaWYwFcs6agfiENAeYgyFVs09yFKZpYksi0WFhb0+PFjHR0d2Tm/v7+vYrEo6bZ8pdVqWW4I9gav12vqEJSUTsACdjuTyZiak7rxVCqlH/7wh5blwv1AvAHxARB/WNMHBwft7pJkM0okErFnj++bprnFxUWLVrh//75SqZQRtpytm5ubpiCLRqP2Hnz66ad3FPvPnz9XKBRSLpczopP/l7OaewmleKvVUrPZ1OjoqKanp7Wzs2PB2JCUZC2isO10OkY4EFHg9XqNVCT3Ix6P6/T01P485w7C/AhhhTMA8gKyd2BgQHNzc9ZQhVV6ZGTEMihRbK+vr2t5edmITBTNfr/fZhenzR/FGTMG2UPOoGO3261qtaqDgwN7r5lHKMYhG5Rzy+fzGUGKnS8ej2tra8sUTvv7+woEApqenrYcJJ/Pp1KpZPlGBwcH1lhINABgFUo2lGHsk6hTAMuk28xWQGiXy6WPPvrIWgMBvdgHpFuwIJPJ6PDwUMViUUNDQwaM9PT0GBCCwoXzkuwv9kR2U4pWqK1nnoKgYb7AQoVKGnvc6OioBgYGLPuQbEDaEp1xDKiXNjc3FQqFLBcWApB9jdmIeb/RaJhSk9KdkZERNZtNy23qdDqmOoKIx5ZOoD3OlU6nY0r8m5sbc8ewM/DeMgsDzi0vL98hj3mHmbex/qOy8ng82t3dNbcChJgTBO3v77fCH0jYra0tvX792pQ6fr9f0WhUsVjMbJbYkQE6X716ZQo2cI5oNKpcLmfuG8LcAenq9bpev34tl8tlasDf9/NBAD/S7UBSr9ftMmIZIZkfJQuMOBYOLExO5c7Z2Zl+9atf2Uvh9Xo1Oztr1gZaDBjiBwYGtLS0pFqtZp5c/v/5ELGQgSA6fZMwnyyUfFkEbhL6BduPfSiZTOrk5LYmmBc1k8n8P9qV/H6/dnd37aXkwQZh7OnpsUA9/JGTk5Nmebi6uq1Wl279899++622t7c1NjZmQWfkcvCykVjPRVSr1ezl8Xq9CgaDkmTSZv5DIDMvIIgyQdLb29va3d3VxcWFxsfHJclYMdQuLFRYv1jcab5h6UQJNjo6aiDA1dWVCoWCfTawOU5/OCwSiys5LYBKCwsL9rIBWMG4S7KAVj5bEtfJSwLxxyKEB5SFHUUSagEAu8PDQ8viAWAhoJqQ6EwmY0MVwBJKCLfbrXQ6baHZXAzkzIyMjFiWU6FQUDqdNiZvfn7e7F9DQ0P69a9/raWlJbs0crmcDfrlctmqBckgevDggfnYkYQik2TwhNXt7+/X1taW1W6i3sBq2dNzWznNoc7gCHiFLY5wUIImZ2dnlUql7HP/9ttv1Wq1jIG6urq6I2eVZE1PeKid4e783sfHx9re3jaLFFLKnZ0ds0ECqgA+k8Nyc3Njyz0gGcFvDMVc2igvAMB2dnbMb420k1ZAlG1OqxmNKIBRyJ8BAS4vLy3zyTmgDw0NqV6v23OL2gmWAVVWKpUywA/LFUOmJDtv3r17Z1Jd/p7kYfDcO+X3LCKAlzCx3e5ttWg8Htfq6qq9e4BQTq84g6cT7GChJPTw5cuXSqfTOj091X//939raWnJAJ6enttqVTLO2u22Hj58qImJCa2srBigRmYbWUTUPR8dHVlmT7FY1Pb2tgYGBkxNSRYXSjfUYAApLFqA41gZyVCgHZCAagZ+zvZKpWILJRYKFhFnsCADB9+pc8iDqSN/6vr6WpubmwZY0VDT29traiAyQBiuzs/PTQ7//c+H94MFk7kHZppgcUk2twAC8Q6jCAM8AdhmHnDm4eRyObOLAr6iyGChoiId2yBnI8Qa7TkQF07VJ21fzGMATzDX5FU4z6fe3l7t7OzI5XJpamrKwkOvrq6sIGRxcVHb29vy+/26f/++otGobm5uzJIgyVpaINzIcwAYg9jL5/NGQHa7XTWbTbNl5HI5HRwcqFQqWYNOq9XSu3fv5PF4lPuuwQnCB+UJQAZ5FTs7O1peXlY2m1U2m1Wr1bLzjgpkVD65XE6zs7OWszM5OWlA+urqqjY2NhSPx5VOpy34mc/33r17RpSQFxcMBvXRRx/Z+bW7u2vWmsePH2ttbc1sT5AftAVi4SUfzuv1GpjlVG0EAgH73pnl+bxQSZ2dnVlzL7bCxcVF+/NRce7u7tqif3JyonK5rE6nYyTowcGBkb4AEtyHLFKLi4vW4Mu/Kx6P6/DwUKurq6Y+54ymVASFcbPZNNKSO4oShPHxccvQc7vdarfbRmyenp4qkUjoRz/6kRYWFu4QTyzmZDX19/dby+fQ0NAdsJUAaxTis7Ozd7J6CG7nnkGBhZJ8ZmZGT548UTqdVrVaNRVGPB6394Ww73g8buo+WrkikYjGx8dVr9dtF4MsI25gYmJCNzc3Wltbs2cda5Xf77+TuwLoWy6XzY5NgPDq6qqdSSjgcH4AWq6urpqyF3sn7wpWc4Bc5+5JmQv20tHRUSuyKBQKCofD9q4QhcFsTg4oOYhkmhGn0G63dXBwoGKxaODM8PCwZmdn1dPTo7W1NTt7wuGwzbbOXYxdA3Bse3vbdh8INMQHzHO9vb1mYWe2l2SKMp/PZ2QeqkAcODgHmJlPTk4M8AGcZh4FrGDOIeuHvF+nOh0gmDsE1Re2MMKWsSBvbm7a3eAEIjudjhYWFvTmzRsTN6Bo53liFnYWZ0gyBbbzrJdu7XihUEixWExPnjwxRfXa2prtOwgNwDOIOIlGoxaRwE7PWcOOzBzHf89cBvBbLpcNT7i4uLAg7VQqZd//7/v5IKxeXGxv3761ZhUkmTDcrVZL0m2yPu0JDOKwMyxZBNzid6T5pNPp2ADj/GK4EJwsO6F4zkOQ5S2ZTJpC6e3bt3cOjWQyaUAVwzSyRQ5c5JMHBwem2IDJGRgYMHkeCCrsPEoQFiYGJh4uGA8sVvj0kZGCrgLMDA8Pa2JiwhYtMm+2t7e1trZmDU9Ohr63t/dOuw0ACc1Rw8PDkn4LCGEbkGSI6vX1tQF6qDdgSH43TZ7wORQSqACQ2gEasUARJssLcXBwYDWjBKBGIhGTN5KaPzQ0ZOAgyomdnR21Wi073BqNhoEozvT4vr7bqlOWR6fveGhoSE+fPjX1CtWcHBgAjAw3x8fHdnmfnp6apQwwiMMVGyAtA85GMw5QDhV8qbVaTaVSSX6/X/Pz85YeD1CAdJZLDmXTyMiIgSylUslC1fk+OJhQyCHzJxNiZGTEhjgS6GkgQ2XmDKQEcEVthfcf0IIMGexG1Jnyz5Jpgixa+m3N4vHxsQEM3W7XZMLOwQlVH7WVAHp8x5KsVQ37nDN3i/wxWAdYKPKdnN8xiw2Sfed5xNlFuC6ZDwxKqAid+ULkMfD8Yx8lsBgFImAUaiaWFRYnli9n7hFDQ/e79hTeB1Q+MJwul8taEQA/+Cycodiwp3w/gFWoCgYGBiwUslaraXFxUdfX14pGowZ48FnzPXGh8nmkUil1u11TNgaDQU1MTGhjY8OCP3lPUAnC2IZCIWPaGDxYfvv7+zU/P29sZr1eN0Yd1RrMGJd6KpWynDOGDoBRFH7YMgHwnCw+3ynZIjwT/LOE5vNcHR0dWSA7lgLOjXfv3llORk9Pj9LptC2BsVjMlHXNZtOYP4oT+J3JXcMKAsExMjLyfcbPB/rz+PHj7r//+7/r/Pzc7nGWmcPDQwNkUABBAMEU8wOAwrmbz+fVbDa1tbUll8tlTTYoi1jCYFIpm8A+DwuOgpbZZHZ2Vnt7eyqVSraoz87Oampqyog4frd3797daSW6urqyHJqxsTGdn59reXlZPp9P8/PzWl1dNSUKyo5vvvlGrVZLY2NjxiJ3Oh3LD2TGYX7Dfj84OKhQKKSNjQ3L8JmamrK58+TkRLVaTaenp8rn8xaUXyqVlM/nNTk5qa+//tpyVlBMwhJDDGD5Qrl6enp6Z8ZlxkKZs7q6qqWlJUUiEf3sZz+ze5dyCJj3k5MTs3NjIfnVr36lq6srPXz40O5o/gPAgu3k9PRU1WpVh4eHun//vmZmZsya8ujRI0WjUZt3a7WaBgYGFI/HTQVBEyjkBMD21NSUhQFfXl5a2CnEWrVa1ebmpuUzMduj2C0UCvaMQzZNT0/r8PBQ1WpV3W5XH330kYLBoJaWlsxmXygU7gSWo7wpl8uWRYdinB2qXC5rd3dXAwMDkn6rQuLfeXBwYEAexB2f1eHhoTU7bW1t2dwSCATs2evv79f4+Lj6+vr07NkzlUolU4xgyXQqsLiP2DsgZSFCaZl1uVwWwE4WCpZeZmb2plAoZKHIxWJRjUbDZlQWWiIICoWCgsGgEdWQ0n19fdre3tbk5KTNUWdnZxYhgb0cQhHQATUt70ClUlF//2178Obmps1+2N+woO7t7Zk1kegQnAdHR0dmT2XmBthZWFhQq9Uy1f319W1TGrPCvXv3NDIyYnlAksz5EAqF1Gw21e12lc1mValUVKvVzG7X6dy2AeJ+YG6SZHZ5YkzS6bRcLpeSyaROT0+1uLhofw6EVz6f18LCgoWl424AKI7FYgbSM585iTPcBeStAXJJMmUZ/wFIGx8f18DAgAkVmOH4+xGG3mg0LHaAfcp5ppFTw9yD+o2ZlAB6SXd2UOaqvr4+s1xhr8e6OTo6ajsiJDIkB88aqk9cLsxPPt9tU+TKyooJOgjuDgQCpiBCdXZycmIEPeIDAuTJZ+x0bptmp6amTE3Hs4Ml8vnz52q1Wnrw4IGGh4dVr9cttxObrjO7dnh4+M7njijmz//8zz9cqxcvnsfj0eTkpHlNAW52dnZULBYt9FOSHe5XV1fa3Ny8E1jrTPUmpZ3hH2UH4Xhra2s2bCBN8/v9yuVy5odk4MX/h8SU8F5q5ahYJkAWRcLAwIBlosB6kf9CoHUwGNT4+Lg1ewHupFIp87uSP8OFxuHKw3B2dqbR0VFFo1Fj1Ln0JZmk8+LiwuRtm5ubWl9ft8ODS4JLFVWLdOtrpbUIFRM2Kbya5B8BKgFOod6RdCdsmNYO8mK63a4KhcKdxgJynXgh8QZzkHBw8meDsA8PD9sgOzs7a01oTumry+VSIBDQkydPTKZ9enqqwcFBJZNJpVIptVot1Wo1ayFBGcRSxu8J6g5ajPKl2+3qzZs3FmDtfKbOz89tACDPiBYGLhPUGAw3VBi+e/fOVBPkUO3v7+vw8NDkooCYqVTKUGpJd9hWcqqcSiuGLnKCAD7xrDJcgriPjo6axxlbis9322rhDPpleGPYC4VCunfvntrttr788kvt7u5aexe1nYAzqEnIJoLxjMfjFljLkOJkpZGFkpcSj8etbhEEncWYrAmv12sXodvtNpAO6S2/F2HPsLGwcCzGBO1yySBjBiTisiPPi+BPZ+4RDISzYhmFC88QbWX8Ls4gON5ZsmqwCTgBdoYMBl3AGBgPj8djElRaQQqFgtVM1ut1vX//3tQi1Hv+7r+PMxbvMtkCgG5kKPCuEPAIoN7pdLSxsWGhyQziXKi0vGDtpA1wfHxcuVzOnvOzszM9ffrUVAnkW7CwMuAwFE9PT1sWCQDl/v6+FhYW9PDhQwtp3Nzc1NXVlQHvDG0E+BPcx4AKy+9UbY2MjCgQCFh9MdZfQDpaechdCYfDGhsbM9C5WCwauAR7iM0Sa9/6+rqOjo4sLPfhw4caGRnRycmJSqWSsayQCZwtAK38c53ObYlCo9Gw5g4ssN//fJg/tJAwO2FB3t3dNfBwf3//TsZfLpfT2tqaLi4ulMvlTHHDkI3VG4KCEgknqOvz+az4gbN8YmJC2WzWsv2Wl5cthBT7LY2tPPssivV6XfF4XIlEQu12W2/fvtXCwsKdYGJY1tPTU7ON+Hy3JQhffPGFWWxY0jY3Nw3kHxoaMoUypBH2pomJCUUiEX377bfWvAKJhKUUywVNm6h6h4eH9etf/9py51AK0LKHeh1Wns+CAHXiA8iAA0CSZEt/s9nU6empAVXxeFwul0tv3ryxRrL79++bmgRLAfcmqtxcLqebmxsNDg5aViN3Au88pN34+LiCwaA1PWKZAwgHNGdeQ2UiyfIWuQNZgCuVis0wqGSYkVDaQz7u7e1ZMGu1WrWWyN3dXSNxyAq6ubnR5OSkpqamVKvVtLm5qdXVVXU6HbMUooB1kjEsX/yEQiEDs1goI5GIkZfMF8yU5M7w9yWT5tmzZxocHFS1WjUVC2RkLpez0PBms6larWbgJoszERITExP2XrIo86xQxpBIJIxIIyJjf39f7XZbXq9X+Xxes7Ozlp20sbGhoaEhZTIZm3OOj4+1tbVlyzBBt5CPFJk4FRyUjhweHlq2DDNMJpMxm2m9XjfCKJlMWgbW/Py8zs/PTY3P3HBzc6PV1VXVajVTYGD5Qvnx+PFjlctlywcdGxuT3+83oALCh0xArJ3X19cKh8N3YiPS6bTNhTs7O7YnkTEDwcMd2Ol0LMaAHCZ2DfJ7AD3ZNbrdrjKZjDKZjM1o6+vrdl5xNqOm6eu7bS8MBAJ68eKFKeaZ5ff39w2wJCaEvQxga2RkxDICITzZt7ClOe2szgwxyFnOOayqxKp4vV7L3B0cHFQ4HL5zLuLsgNRizo/FYgZ0QBy43W4DOngH2O0l3SHEmdMDgYBZ43lnALohRinoIQYBUIfSFO6fZrOpnp7bdjWAolKppPfv31tRBzm8FAAxT2HNf/Lkib2btEa/e/fOGhJPT081MTGhoaEhwyOY7cnFZIYeGRnRZ599JunWSfL+/Xvt7u7aDPx754D/24qfo6MjlUolW7RcLpe11XDBOzMlOGBpFeDCIqsBxLLRaBgyR/Ae/krYYg5z6i4lWTicU82BZQZgBAsUnuT+/n6Tz8IGgMChauDCIscC9QaWmcnJSWtbIKnd7XZrfHxc0WhUpVLJqnQJCcQa0263bZHCxrG/v39Hwnjv3j0DQ1j09vb2tLS0ZEG6/B1ZRLEt8RljdQL8QIoNS57NZu2CguHnEiRsi98fqxzKGdhFrB8cEhwsSEJ5CbEeBAIBk6ni7wY4Qz7sBBBOTk60vLxsftVIJKJIJGKLLUG0vBdcqs5E9/39fQt683q9Fm7a7XZNIkzlc7VatWDByclJe3YA1whT5vNCgkwOFZ8f+T2oGcg5YNnGIsQzQd00QWgMCwyM29vbZotBqs0hPTExoZmZGVMM8H0TSlir1UxKPzY2ZvkMkmzggiWCGaVRDMULgCalwwAAIABJREFUAAJLB2AHuQwoQySZtxw7E4M8zwpKGwZYLg6ygrBvMXzxzhKGWC6X5fV6DQS6vr5WLBYzix7AKpJYAvsymYwBSb/61a+0ublpvxcyVpRfDEwMavwdYAJg6MhbYGFBeovElXYDzjvOKGyLKMIYmAGH2u22tSLAhONb59zjs8SvDrtBJkY+n7ffV5JlTRF22m63jRXh3wdICEvkrPkEHCQnB5UMwxt2o5ubG83OzqpQKFh2ERlO0u2Ft7OzY3/3/v5+TU5Oqqenxyyu4XD4TtB9Op22QHbOIGd4I/ZZloVsNmsKUul2ydre3tbJyYkxOC6Xy2yJSP1Z7jwej2Vr8RlgV4BAQMkF+M85DUPMsMjFz/mF+k66lSVjN+AuRKV2cXFhAeKce9ilO52OqbRgQllCeJ85g2OxmH3ujUZD3W5X0WjUgjNrtZp+9rOffa/4+QB/Pvnkk+6zZ89M9Ytl6eTkxJj+ly9fGkjcarU0Nzcnv9+v7e1tAy7JlWN5YbDt6elRNpvVwMCAhcWOjo6q2WxqcXHRrM+Dg4Oanp42q0m9Xtfi4qLNY8PDwzbkOttLKNUAXEft+vz5c8vbiMViikajqtVqikQiZt8gc65SqWh9fd1Am7GxMW1tbandbmtsbEztdtsCgaPRqFkunXYOQKm9vT2zT6MuevTokZFLzoy4w8NDU+U2m01NTk7qo48+Ul9fn1V3c2bROIhqw0lesgy53W6z0rHkQU4wj6AWwDIAmQRz3tNzWzWOoh7QjND3SCRiobQQI/V63eZoVF6otaempjQ3N6f9/X2trq7eCWZmtoKUQGlG2QR1ydFoVNls1hZ6LEc//elPrYFsb2/PCCQAh7m5Od27d8+Awm63q2q1ai2s2WxW+XzeWr0GBgasEGVoaMiIK1SavB+E8VLvzhLPD7MNoAIzYKVSsdwPzuKNjQ2l02mLqNje3rb3qr+/30A7wNVUKmW5IzRHQnw5FTT1el3T09OKx+NWsELxBIp5VFbZbNbm093dXW1vb2tjY0NXV1d6+vSpAYWQt7gFYrGYzWo3Nzfa2toyMMjlcunx48fWOlutVi2MPZlMWhYpFdeQ6OTbAThAhjMnAeCSmQcIATF6dnZm8/3Q0JDtOeVyWS6XS/fv31csFtPCwoLW1tbk9XrNtndzc2PzMOHUECXslhSncFczw5F5w/mAepZlfXR01PLvwuGwzUWFQkEnJycqFosW/s4eg22cMzKXy+nnP/+5BgYG9C//8i8WDO5s6Ds4OJDX61WhUDCCEIsuiqlGo6EXL17cUfc7CUCyxIjPAOxxgiLMsM5cSBTl2PohuHheUZnjaoBEpWGbPFpnVhdkMY1kOBV2dnZMucd5S7QFz8j29raazaYkGTjM7IbYY2VlxWxdBGDTvEcEjHQ7A2YyGVNWMb9DtpOF1d/fr6OjIz179sysWeFwWDMzM0Y4MsejMBwfH9fm5qaR9uVyWV999ZUprPx+vx49eqRXr17J4/FY+QtA9uHhofL5vH2H5DtS0AA49jd/8zcfbqsX3kRaQ0CPnV7C4eHhO75cGmwAemBBkUAhFXV60QFKlpaW7JJD+gYSilS2UqlY+CAskTOY2e12WwArqhMGYF58WHmCt1hCU6mUeSn5v/H+kmwOSgg4QjaQJLO/IHcFVQU8IHALNcnx8bH9/QEQAIvIUwGRJNuDQ8PJMoOM82JSRYzlCtaPTB/aDliE1tfXrX4UBmFiYkIej0fn5+emomKpQ7aGogTAo9u9bUSiFQT20uW6rW1mOXaG3bIEV6tVCzVzLsiw2Xw+sFZ8t8fHxwqFQkqn0/L5bpvEkAojBWdoYwHnEMcOg9Ihm83av5tFnWeTz4rnube3V1tbWzo4ODC7Cm0WyFhB5/3+27a1yclJq2DlnfrdPBWeFT7Ler1uYeeRSESpVMpAqOXlZbXbbYVCIWtpwddMDWYikdD4+LipVGA/W62Wpdd3Oh3z99/c3FZugrwPDw9bMwIH4uDgoDEhZCnBWiH15TlnSCKUE2sfgw5Ay/HxsdLptO7duydJevfunSmhWCQI02M553dH7goIhWXq9PRUW1tbZqXhWUsmkxoaGlK73dby8rJ5dgnQZqjnPAH4odadUHoGHQDx6+trJRIJyxQjvBowjqUfnzTsFHkYu7u7lvdC2CJDHv/bSCRiwMnx8bE2NjasrYGsApgJLneG34ODAxsK+vv7lUwmlc1mrUXq9PTUABIGKfIOUEBhD8RSy+cTj8d17949u+AkWU4Og2i9XrfzDpUPOSWhUMjAH5YpQDEC/Riaw+GwgZZ85lh/neHXG9/Voc/OzhqTw5CHwpS/A555zjJAJKdlbnd315QTvHNYIFCVIRcn3B4ywu/3G4t/fn5uSxHtPM1mUysrK5YXALjJ94xqFOaRsEhAabz7R0dHWlpasnMR0sHlcmlnZ0d+v19/8id/8j3w8wH+fPLJJ93/+I//sCBwn89nIDA2USwxztkrHo+rXC7bskMwZalUMsUkZ4p023C4u7trM1ZfX5+KxaLcbrdmZ2fNIoZVZWlpSTs7O5qcnNTMzIwajYaWlpYs2BXgMfddNfr19bXNQufn53r37p1cLpedw5Js2SeHhGWqVqvp888/l3Tb2MXSeXNzY4DGwcGBcrmcfvKTn1hY/ieffGJBwZubmxocHNSrV6+0tbVltm6U24Tsck+/fv3a2ncITGZpD4VCxhbv7e2pp6dHi4uLOj4+NjAVe0M4HLbP4OjoyAjQ/f197e/v2/wEiUeZAxmIo6OjZpnmbKKJNBAIKJFImMXrF7/4hdnXUI7fv3/fShA4B9+/f69ms2mKd7LfWAp7e3uVzWYtn5HzFOV5p9NRqVTSs2fP1O12lcvlTBW0sLBgyy32dEAfADisgkNDQ3a/c2Y2Gg2tr6/bnItieW9vz+5xnhuPx6NEIqGvv/5a9Xpd+XzeFAREKpAzwrPudrvNPoxtBHv82tqaxQDA1ns8Hn322WfWoHdwcGAWYABH5rlCoWDAGu+qdFsyMTIyYqDE9fW13rx5YyqtQCCg4eFhNZtNtVotO9OdygoC+FH8oTLi7qbxlrbH/f19U75cX1/bvUqe39jYmAYHB22ZJwuSIF8UzkQrFAoFC83l7mFm8Xg8Vm+Pmp3ZjHeqWq3aTEUWIEoTXAqoUvndUYTznYbDYWt6k273wYWFBRWLRTvHsKlzf0OESLLdqNPpmMILOywFMSieyT/FRrS8vGwKLzIcsdFXKhXV63UFg0FrRePdgiAiP4g7nxwrSRaB4fffNgnPzc1paWnJGmwBLSHvmZ+8Xq/ZoC4vL1WtVnVzc6N0Oi1JZhNEbTIwMGDvIqQlkRh8nyi2UCxCup2cnGhlZcUiQyC6OY8g6vP5vFZWVgxAd57vl5eXKhQKlhMEscX/9vLyUvl8XoFAwNRlpVJJ19fXSqVSmp6etsKVhw8f2vvAXpxMJpVIJORyufRf//Vf1lhHDAGA6/X1tVnn/X6/PvnkE01OTtp7iJqevz9n78jIiDY2NvTNN99Ytpvf7zdSErURKqSzszPLLUL4ANbgLCJij/q3f/u3D9fqhRoBpLJSqRjCCtN9cHBgUj6WGi4ULlnp1ncO4IPcD0R4dXXV5HuBQED5fN5QeBaSXC5nHkiAmmw2a9XhhNY6l3FJxlKRWYPCgYwfgJpOp2OV1SD8hFxRawgKCYjCATc0NKRHjx6Z9aler6tYLMrn8ymbzUqSLXQ8tCiQsAEQPstAAMLJksLvDNMv3TJAyF/xVRI2x0MZjUYVDAZVr9clyRQtoVBINzc32tzc1OnpqV0OvNitVkuhUEjJZFL9/f1Kp9N68eKFVTDyu8A88vljk/P7/dbeUCgUTEIai8VULpe1tram4eFhW3qR78Hqke5O9szh4aFdFNvb28aik3NSr9cN2EskEopEIlpbW7MWOo/HY1kBoVBIn3zyibxerxYWFizIDR896gosHcjSo9GogSfValU+n0+ZTEblctksNz6fz1L4w+GwSqWSisWigajxeNysNicnJ6aUQkHl8XhM5cClQy0ilypB6gAeKEXI5HEujKD8JObDLjEc0cSArQWkm+U2k8lYYCO+XWpfYQldLpdyuZwmJydtQSHUFjn34eGhhRhPTU2pUCiYxREGu1arGToPMIXU/vDw0LIj+O/JDYNpJbPm/Pxc79+/1+rqqoaGhvTRRx+pUChYJfzi4qJJockMcLlcajabajQaNjDCgKDW4/+fhYCcCWTIkUjEJOLYHvb29uyyJe+CIZH6Yc44FiiYL4It+ft7PB77TBlisGcC7NC6wL+P79uZv8Qzt7q6qt3dXc3PzyuZTBq4g+Qdpo0MNIYWpMDJZNIadHZ3d/Xs2TONjY3deR5hyDKZjDHefGadTsf88/w7OfcHBgbs3ADECAaDWl9ft4Y4hpvd3V1bbgHkCY/e29vT+/fvVS6Xlc/nLU8BgP/i4kLJZFLdbtcqz8PhsM7Ozkx1RXtNOp22OwA5Niq3k5MTswCjCELyzns5PDysWCx2JzcKOfnJyYkePnxo7Dw2zk6nY0oAgGzpt4ULDIVUKQPEstRLsucqk8nYIP39z4f5A8jLd+e8C7APnJ6eanZ2VvPz8xZsmU6n9erVK8scIMD1/fv3ajQaymazSiaTpvqFhOK+OT8/VzabtaXT5XKpUqmoVCqpVquZctRZ7sAc0mq1VCgULEMEIIMlcXd314DMWCym9fV1+f1+G+4rlYr97tjth4aGzLKPvZyQ9pmZGSNWFhYW1NfXp1qtZlZsGOSrqysDyvnsms2mTk5OrI2V1j/uExQPh4eH2trasnwRSEJCt3nHR0ZG1Gg0lMlkFIlETCFJ6OrJyYmpRlg2MpmMhYCyIGN37na7doZxF7HQETYbj8ft78BniuWM2Y+2zpubGwvJb7fbpjTnGUOdyuKNQhHwm8w7bHioi8nTJNMNBfPQ0JBOT081MDCgp0+fKhqNmrq+WCzqiy++kMfj0f379y2fDjKSzEuv12tWdpZc7i6+Kwi0cDhsqpienh777wGcOOtpTVxfX9fExITm5ua0trZmWUAodM7Pz7WxsXGH8EylUqpUKvJ6vYrFYpa14wQVyA9C+cJsFIvFLLy63W4rk8kY0AIY4CRCIaUJIB8YGLDFlB2Ldw6HQrPZtKWW5Zw7qr+/Xz6fT4uLi0YAsBwPDg5aZl82m7U7iuBx1H607jWbTbOcoSSE7Hv//r2pU/x+vy3fmUzGojlqtZo15jLzMfcTdD06OmqkoXNeJxYB2xJ2JtRF+XzeCjtwnmAXp+EWtQ+qGRR1ZIqurq4qlUopGo0agTM6OnpHmcs7DqiCpYl80lgsJpfrtk4egt1ZqMC7/PjxY7OLkzvEOezMVwN4488ho4wyCsi4RCKhvb09I5bYY8nW4h1CjQIpB0iBXXRvb0+RSMRaugDUIEGxXW1ubqperxsRiwIJXID5ij1TkinuyVk8Pz+37CbOGYCjer1u1q9Wq2WZR5SNlEolCyAHtI9EIhobG1MgEFCr1dL/Zu9Nfhu/03PfhyI1UZQoziJFkRI1lkqqybN7SgcBkk12vQqyPrsAAQJkfXNXCXCBrO9ZZJX/IGjgAkGAuLtsx3ZVtUoqzRNJUZwkUvNEkeJZyJ/XPzXSnQPcpE8HMAGj3WWVRP34Hd73eZ/h6urKWOPNZlPz8/OanJxUV1eXqtWqpY1ztsFEhZyQy+W0t7enwcHBB78DybXIB+k9ILrAagQQ4k7GhP0/Ctj4P8r44cPBz6HZbGptbc1QNOQCuP1Ds0MO0mq1FAgEbKEgmQB0gB68uLhoLJ7p6Wk7PNDfQvvEzwDpBBNQmlUcxCnAobzv7+/bRgcdR5IEk2RgYED7+/smkSGZyak99/v9tjlBikH/kb2EQiGFQiEVCgWdnJxYVDreKlyyh4eH2tvbM8T615k/sEp4rngq8TxoHHhhaMhh1mw27T2AYgaDQcXjcQNo2Jz4P4yOjsrtdpvkDqkRprQUctls1ijmAGLICk5PT22zUkByUbG5+Br8NqD2hUIhO6ScXjxQNLkAMSsl0QJgC+orzw6GztXVlTY2NswzgclZJpPR2dmZdnZ25PP5NDk5qe3tbdVqNWN7MJ3AnJF9wQHN5I7nKMk8aJhC9PX1aWBgQLVaTQcHB6aVxSQbszyKJtB1Dpre3l57huyJVqtlJsnOiReIPQbbTC87OzsNOG2321a4od0GJKTZ5NKbmZmRx+MxwIbmHxkLZoJMOJlu0NxLskknEsPx8XG99957Jl/BzPns7OwBHRRTcyi9yWTSCmcmkSDpgKWHh4fa2dkxvwQaaCRS+HixzgCiecas3Z6eHrtwabRhhfH5YhJJIkcoFLKJG1JSJ1sonU4bcAB9dGVlxYoYChPWMZcIRSNRmYAvGJkCnPDf0K0DMDBtgbLLv6Mhx9eKxEbkoQDmPBumjmj9mUYimwPQAjSSZDJN5LXX19dmTn57e2sAu9/vt0k37Lre3vv0oR/84AcmQaQR2Nraktvt1vj4uFwul03Y8Mrp7u42VpfX69X+/r4ljwE2A4Aj5YIWzCUdj8c1NDSkQCBgTR/sCIoJ0itYNzwDJv18VoBgsH84b5yNPGwuinHOAUl2XxGOwJ20vLxsLEgmSjQlpAgxiYxGoyZv+bM/+7PvGT+/h6/fFLCBxAFm2OnpqZ4/f25SVnw7uLvxiolEIvqXf/kX7e/vW61EzeP3+5XP542mn06nzc8jHA5bOuHi4qKlxCCLhPl4dnZmsekw3Lhfrq6uDPTAK4TGOJ/PW2NWLBa1vb1tf8ZgjRhnvLio+05PT20Pceal02n7M4w/iTmHXUiQBXUB0/uLiwul02lL9gT0yWazVsPBfIAxySAIpvX5+blGv03WhLHd09NjYAqsnUajoUKhYLUkNamzufR4PBofH1dvb69ZEeTzeWWzWdVqNSWTSf3RH/2RTdBh3MCA5ly9urrSwsKCgQYwwbFQCAaDxmr2+/1WDwI2IA+vVqtmZXB3d2cgGl4dHR0dxpRlDUrS1NSUXrx4oa2tLau5Li8vtbOzo7W1NTMm7+7u1o9//GMbJu7u7srluk+PfO+992w4xloNBAL68Y9/bOdms9nU8vKyXr58qa6uLn366adKp9PG/sa4F58m6kPMeFn/1JKPHz/W+vq6ent7LVhiZ2fHwAPpfthIknAgEFBPT482NjY0OjqqRqOhnZ0dYzfATEDJABgA0PLNN98Y2xz5N+sTPyqY4Uj5z8/PVSqVlM1mTXbI0PqDDz5QOBw2BuDw8LBOT0+1sbFhNhGE3DgNpQOBwIPgkKmpKbOZ4B5h2ITB+cnJiQ12eCYES5AaTA2A95AzVTcej2t4eNj6IgajgJ6cOwAC1KG1Ws3WJ2wbGnAGuDCHkTLhx4g1wBdffKH+/n5FIhHF43H19PRoeXnZWEnValVDQ0NKJpM2dKbvxIMTyRLguSRLgz08PJTf738gx7+6ulI2mzUZ1PT0tAEggLoej8dY/rFYTLe3t1pfX1elUrGem9+NeHvWD+sZ9QV9FIEkgGw+n8/ObHoweguGycjX6S34MwbXeD1SR7VaLUtLOzk5MVCJXoN0LNjY9B/YPXR0dJgpPYNSLD84j1D9IOdksEqNm0gk9P7775v/G+AQ9dPs7KzC4bCBZdTOlUpF5XLZngufGYPIWCxmQBTAP6Df0NCQ3Yd9fX3G8CQgYWtry3yJnJ/Lz3/+899PqRdUOIAREMHXr1+rXq/bhoS2xYcCkhgIBGz6zmRTuj80a7WavvzyS+XzeXV3d2t2dtbi06+urtTf369wOGyIOmjswcGBFbE0zj6fT9vb2yqVSuZNgeQDKVYkElGpVLKJDVOV7u5uY5/Abrq9vX0wLYdxwxQZoAKaHMg/aCveLhQ6mFvDmvH5fDYtc4I3h4eHpgenkRoZGbHpC++3UChYAg6MCZg3NKAwY7q6ukxWAIWNzc5B3NfXp/fee89od2gyq9WqHaAgoJjD8X6cSUWAH2hLNzc3zW8EFJ7iDUaN1+vV/Py8sWg6OjpMWsUhu7m5qUKhYFIvJtqwtZiqAfIAxMFS4LJGQgYThkOIpKFUKqWBgQG9ffvWLlFAA/yQaKQpWvj+IyMjSiaTRsPc2dnRysqKrq6ujG0G6Hh0dKTBwUGlUikDM/HMurm5MdNBLk3e/+HhoX2/sbExoxre3NxYU0uiHhN+NN5MWdCjovMFIOR3RTJCYwCDgLUeiUR0fn4ur9erTz75xAzPe3t7tbW1pZWVFQNq+FxI3EOKBTsFVhhTCy4+pgzs8evra/P1Ojk5USgUshhfzPtoipEjkgQAawvGBlNTGmh8CygsEomEXYz4EWGMyuQdQI6fLX0HClFco8lmioFvwO7urpaWliwmmAbLmSCHDGFvb++BDI11CPutXC7bVBugUZJ5QREf7oz7pHnhzGYK6vRlYoJMoQPFlcsLQ0K8HGBwIpWD9g4TiVjgwcFBzczM6PT0VF9//bXJ+Jg4sUdo/AD3YrGY3nvvPZPNQbvHDDKdTqvVall8Jj5MmFYCut/c3CibzdozZFqEvG1sbMzYqYC/DCicfj+cWwBx/f39VpzQpHB3AEQ50x1JZOMu4Uzv6urS5OSkMVjPz88tyY/CElYTfld9fX0KhUJ2rrDHpqen7b4KBAIql8sqlUqWpvGzn/3se+Dn9/D1m4Af6X5NbmxsqFwum/wd5iXNfHd3t968eaNKpaLR0VHd3t4qn8/bmsN0l3NmY2NDW1tb6urq0ocffmgmnPifUdzTiPv9fuVyOQ0MDDwI+8DXAVAcsBP5SDAYVDqdNiYaTfj19bV5bRwfH5sUOxKJqKenx2qhJ0+eWH3Izzw9PTWvieHhYW1sbOjk5MSCDgYGBtTR0WHpOzBsGCoim2GI5jRq5uzCZyyRSFiSKsxVGgbCJtjznMc+n89kugwSJJnkJB6PG5CFV48TvGfyf319re3tbRum0bi6XC7t7e2pUCgYSAFbBDkWIQwHBwfWfJJimUwmNTAwoHfv3tlgkffLfVutVu3cwEvn8vJSyWRSw8PD5h2XSCQ0NTVl3mp8hplMRtls1s5SZGbFYlHv3r2z8/wP//APzY+R2rpQKBhLLJ/Pa3t72+4oeg38cTo6OvTq1SsFg0F99NFH5kNzc3Oj1dVVk/dK3zFkqUcBDuLxuNrttp4/f25N/aNHj3R6eqrXr1/bkKBSqZiXFAM2WLQwgHlOeAsBeu3u7hqr/+nTpxbMwXrnPSOlwoOO2igajapSqWhvb89qVCwv1tfX9ctf/tLq+1arZcECJCIHAgHzbxoaGtLTp0+Vy+X0i1/8wqwQSGbG47Gvr89qEScYh7RldXVVZ2dnmpiYMLYvQz3uXywIGF4DUiIlhY22srIin89nZr+Hh4cPfMCy2awODg6USCQs8RirCoa0HR0dKpVKltKGLInAF3yjOBfo2WDRcX6Uy2UDCJ0AjyTz9QMkury8NP+nqakp2+/sZYCE09NT7e/vm1kz4ULRaFRer9fABWpTfL5g8OEfxaAJcgPkAFIAr66uDNyg72DAR23vZC7Sd93d3dmAvLe31/6h76A+uru7M5a73++3mp2+BDDGaT0i3fttYSGB7J1h4eDgoD755BNdXV2pXC6bt6kzMYxaHyP56+trA+ILhYLJnlnvWAW43W599NFHGhgYMMXPwMCAeUN+/vnnqtfrxtgKBALa2toy5iIG9Bj643XV1XWfpg2Ad3FxoYWFBevP+R2npqYUDAYNH/F6vb/V4+d3KvW6vb21BgmmB8UEL2j2NG/Ig2jkoeGBBIM0cqH09fWpWq0qm82q3W7ryZMnmp6eVrPZtAMN4zOv16vp6WmjbaHfZXpKSgryhkgkYsa9FBCAIjj709gyTYIi+ezZM9tkTJ0wuJLu0XlYTKenpzo4ODDzOkydnd5C+PKAeKIjXl5eNuSUyQmNKLGZAEYwNpCE8f9dLpemp6dN8obxKV4YTn8iogcnJydtKoPvyfb2tkVUVioV1Wo182JiUaMvRYuOvwYa6Ha7rdnZWc3OzhpDyOPxmMYeSidMCQ5Cmna32603b95ocHDQtMaNRsOadI/Ho0ePHplMiQMDM11J5m0CY6NcLiv7bboQn0OrdZ9kRvxmsVjU5eWlhoaG5Ha7tb29rYWFBaXTaT1+/Fhzc3MGEkFxxIAXDysARqYhTtCQAxrpF8+QAtTj8RjF8/z83JzmW62WXcDsFZ4HrKaOjg4tLS3ZnqRIARgEaOzr69OzZ8+UTCa1sbGh1dVVkyjROJ+fn5u2HlCDxgCjQApliuNoNGogJc8b82eac6YOkszsEt8cAFZStJyAHqw3zHZJNNja2jJ2Cdp4PHCIzcVYDfATAAIAAwYSzQ3sDSjvgDjEstPQE6FLgg3PgqaCs4cJDJ8309q7uzu9fv1aOzs7JkmKxWKanZ3VzMzMAx8s5Eb4C7hcLqO2Os8YGh7iMJ2mxJylGBEiv4PZFIvFDNAKBAIGYADyVSoVVSoVu+jZi7ABoYPPzc2ZdxGgBKaywWDQEjJyuZzC4bBNQKempjQ7O2seTgC0gChcrkjX8PyYmJiwMw15az6f18HBgaLRqMbHx80sm7PemfhDEceZjg+bMyFsbm7OfMjK5bLJ4/AIwT8JZinTbYw9MWtnfWD6RxLe1taWXC6XScnu7u6MWYCcZ3d311iMzhQWn8+ns7MzM+xFinlycmJRx+FwWDMzM9ZEdnV1KZfL2dkFWPz967/XC0kkzW5nZ6dKpZJ6e3s1MTGhSCRisgH2/du3b00aEwqFNDMzY5PR8/Nzra+vGxAISw2WEMDj3d2dQqGQvF6v4vG4pHv2a71eV6FQsLtmenra/jvSCc7irq4uTU9Py+12a2lpyRiDsG0wyZ2dnTVvw8nJSfN+KxQK2tzc1O7urqT7BiAWi6lerxvLHBDn+vpUmFrRAAAgAElEQVTakl3wDKtUKpbmNTIyYvsUoMPp8cE5BNBKHDnfn6Qyt9v9gCmC5xpNAoM7wPpGo6Gvv/7a0p1oJDEchmULk1KSTehhPsK+pOkGiE8mkxZywHmWyWSMSY7xNQMMfjb3OzJ5wPnNzU1tbm7asJf1A1sHU26COkgARdqSSCRULpcNoEOaBmucNfnxxx+bvybD0mazaffO6emp1tbW1NfXp83NTbVaLY2Ojqq7u1vVavXBIJGmDPAGiTIm2rFY7EFIzMDAgMrlsiU/8Tx6e3vNhJwo51KppO7ubvl8PmOgAdyTAgqLFBC1t/c+SQ2/xXK5bLYNeJsuLCzYvhoZGTGGAz0K9To1M0xqPnf2KoEhH3/8sebn5/VP//RP5hWHRwwAEXc4Q+OlpSWr42hIMRzPZrOWPsWzpoZzeldRQ7XbbWWz2QcAFoMjGMxnZ2dKpVKamZlRZ2endnZ2zOYCVtTp6akBmYB1sMoLhYLm5ub0+PFj8xzq6uqyCHvubLfbbZ5TAHt4cGJjQQ0vyeRMH3zwgSWaAb5gL7C6umrDWdLY+OwZDFEXP3361OpY6s5yuaxIJGLsGkkmuZe+M04G2IE1xFnFz6De83g8Ojs7M4IEfQiDLmTgMDFhBkGkYNCO8gZ/KZQj9Ez028gcCSBCqgd4Q+1PAA1gE/uE3oK6FqsOas96va5/+7d/UzQaNVY+oI/X69XQ0JCdO+xtBhrOdFq8y1BT1Go1hcNhPXnyxP4eYOzFxYUxDLFdgV0OoxsALxwOa3Jy0uSWnGeSHnhaEqZBP+X3+01CJ0mTk5PKZDK/9b7/nQI/yBJAANnAvEhxQA+IORgJJHw9chLnJJ2pAx8QMbUsLOiLUP7X1ta0tramFy9eWKMKO+Ps7Mxi4kHWAVA6Ou6TtjDpwwCL94ZMABkX9MVoNGrsILxYnMZqeOwAnLjdbkt8cspmnHpRSbaR2Vg0oI1GQ0tLS5YwBB0Z41ii5LjY2FhMjYiqK5fLyufzajQaFq8IIwj6bzAYVDgcNpALxkpvb69NuZlk1Go1i1vHtKxUKtnz93q9NsGBxvzNN99oZWXFpv14vkxPT1viF+lMyNh6e3tNgwwaDNiG1wwHO2AKJrgwwkCwadw8nvsEKjxtAM+YIpHoBt21s7PTZDpPnz41L5+dnR2j73LhcbEzyYQlRDLQ1dWV/vVf/1Wff/65MaFo3Dh8Yb00Gg3lcjmbUKCvh6oKsIUEBY0s7wXkn5QFt9tt7+/y8lJjY2MmR2w2m8rlcpLuG8dyuWyJGI1GQ/39/RZnfnl5aRGN+Xze9lYsFjPqufOifPv2reLxuHp7ex9MDaBAptNpKxhhpuCxIN3LgGZmZlQsFrW3t2cSUIrl/f39B3RRmBdQibn4ACS5tKBS0yABNrFOgsGgOe37fD6Nj4+rq6tL+Xxee3t7Nj0BvAZ8cab7MbmBkQEzkSnt9va2Fck0HvhtjY6O2l7N5XJ69+6dUZil+8aKSygWi1kaBAw1Z7ofkyQuYBgzgPGsZ6/Xq0QiYRr5crmsdrutZDJpFO9qtWrFN4lxMIWgcXNZezwe3d7eKp1Oy+v12mQGQJ59Nzg4aHcKABeTWc62UqlkvjuAx8TOc36enJzo3bt3qlarisViZlbOpPPw8NCaRT57LmU+c8A8pm0ul8vMwavVqjY3N3V0dGTx6RRtsO+Q0fJZceeR/AL7FXkwdw7+a/V63dhYULXZF7FYzMDXer1u0gQ8OlqtlrGQ5ubmrOmiGWu1Wnrvvfc0MjKi8/Nz7e/vG5DMpJGBBJKM71//fV6YbNIoUlQjY5Gk9fV1Y2dwVsKO8Pl85j2VzWa1s7Oj/f19jY2NaXx8XDc3N+aRg/8AJquBQECTk5Pq7PwuApg1joSc+w0myuXlpfl5IE/DGwEzY1KmCDzw+/3a3Ny0BFaK5tvbW2N7EPfdat0nCeKhVSqVTJLFQAy5BI1qPp9XNBrV5OSk7Z/19XWTAwPsMJXFw4+9i8yCppnm4e7uTlNTU9ZsYdjOdL2zs9NM1RlyAFDVajUlEgkFAgHb778e4cy5g68H/kClUkkvX740D0AkKcVi0cIT8PbjHKau55kODg5qfHzcvDOdDdPl5aWGh4fNw/D29lbhcNjCAjA6TqVSSiQSkr4b8lBvkqz47NkzzczMyOv1GiOZc46mECkZLOiDgwOT+iOVYzibyWTk8XisiccPsNlsmoFxvV43dhODYGLQSduRZKARLK58Pi+/36+TkxNVKhX19fUpnU7bgCMWi2ljY0OStLOzo2g0qmfPnkmSpb8xBMRD0fm70xMBKsI6IpkN9gM1LD6cbrfb5O7d3d0GHpAAGwgEFAgE9NOf/tR8UvDaSaVSBqzA8AUww0svm80qFotpbGzMADJnvDfBJYVCQe32faQ5gGEymdT+/r71OUgNkVEFAgFbk2NjY8Z0ww9pc3NT7969M8AQbysGXqFQyHzJSCEEZEAmhJKDgAWM7uPxuLFwu7u7zW4CadbTp0/NOgKQpV6va3R01FIGx8fHNTw8rGw2q42NDWM3I+vy+Xw23MF8PhgMKplMWgALRATWhvM88Hg8JjGKRCLmi1Wv181wmiEp3lWcTefn54rFYgqFQjo6OnrA1MIzCqsHmCrUw/SaECRgXw8NDVndiU8WPwuWE9YcWL/Q2zLAxJIBkNRpX0FdF4vFDLhE3bGzs2M/Dxn72NiYotGo+cleXl6aXP/q6sqGjalUSslk0gb+i4uL9mxevnxpbLd0Oq21tTWtrq4a45v3IsmM+tvttpaWltTR0fHAggZ1DcP5arVq/d7Y2JiGhoaMFQ/jDUklwPRve/1OgR+3220u8aB5PGCSE5gwsIkwBt7b27PmBvkSpmdMmXD6x5AYZO3w8NDiSoPBoG3AXC6n169fm99EIpEwthFIYjqdNvYOG4dDDU0thziAAhsT5BXTNeJEq9WqIeqg9GwOp+aPZALoZAARNEeY7PEMKfhhUqHbv7u708DAgMLhsPlsQM9Ei91qtbS/v2++OG/fvrWCAC09lwaMIqi5Trr28fGxzs7O5PV6DSU/Ojp6IFtiGocXAJvV5/OZT48kQ0OLxaK2trbU399vUbHIMWDyMKFBe81UCyYBz4TGjc8c8IILBOCLSRa+Bzzru7s7JZNJo9bCkIKa6HK5TDuL5hZ0G08ZACakHdDK8R7id4NCyPMFNGN9TExMaGhoSI1GwyJg+bzYW6FQSB999JFRhhcXF5XP5+0QgxXG2tna2lI2mzXzO6aljx49srXvlM5gBNxq3SeNbW1t6fr62uKzAcsAUmjWMfCTZIVau32fXAajid8Xg0eK/h/84Afy+Xza39+33xXwkoLBKYHh8+WZwuBLpVImkYG5AMCHjIxJOKZ9AER4JcD2abVaqlarOjs7U19fnxnkhUIh7e7uPjA15vtDD+dyAfxkigjV++TkRLu7u9rY2DDT70qlYmAQhTDnyc3NfbRld3e3SfWgDbPmNzc3zSuI5gGdPOseY0vOGp6NJGv6Ac2ur6/tnAM0Ojs7U/bbmFj2GbI+pzcba/Xs7MymsVyAMO+azaZ5IDCBoainIKvVavZ9ncUawDAXOMwWgE+SXvA0ODg4sCaO5wMYioSBwpmpXaPRUDKZfDAZgs3IfmXCv7CwoFQqZecwxRrgG9MyDN2RKfp8PgOEYUkBvORyOXV0dJixJ0UVTToJMJFIRE+ePNH5+bk+++wzY/shp3QW4UQtX15eanx8XMlk0qQdNFNMZgGXADm/f/33elFL0fgw+S+Xy3r16pXJR6gX+BqMTZvNphYWFszX5vLy0hKWSP1qtVoql8u2hnd3d7W/v//A/6ZSqSgWiymVSml/f99Yu8Vi0XxkJFmDAWMNc3PkygDu4+PjBkYhi+U8IK3G5/Opv7/f5GLcR5JsmENMNeAu8gwaw183feY94jlEbHSr1bL7pFQqWe2zvb1tZ0t3d7fK5bK6urr0wQcfaGlpSblcToFAwJp+/Mxgqh8cHCgUCpmXDsOnxcVFlctlbW9vmwSjVCppe3tbs7Ozmp6eNglsJBIxYAqZPnUCwRUkV8FyPDg4MJYAKZo0hdK9/97Kyori8bj8fr8x8RnYHR0dGRBIbQRYDvuYpm94eFhdXV3W9MKMx3ge0+W7uzsDDRkSwRZgKIkEDPCROgeZXDqdlsvl0sbGhg2AJGl6etrWMucpoAP1EqwSeg4AhsvLS21sbNhdzXvs7OxUNpu1PXd5eamrqytjrcMKymQy1rAig3nx4sWDZh/mCiEDMKoA0Twej6amptRqtczLEkaHdM8sYICN7BJGKIMAjI4BAs/OzlQuly2afHR01NQYMFdQCoyMjGj0Wy9IWPGAqcgag8Gg9vb2jJXMXYenYmdnpxYWFowtyP3D0BWggBoKtjeppkicqBdh0tC0ExjEkApmIt+DOs3JbsKcmNQ8LCqQMwK6kd6EafHZ2Zk2NjYM0G232wqFQg/8czjP3n//fcXjcb1+/VoXFxfWl2I/EYlEjCXYarXMi4+7fWBgwADR7u5ujY2N2X1PTzo+Pm4AN/U+jLuxsTGrvWAZ8R5ghJ+fnysejysUCmltbc0sTDo7O00xA7mDwI3u7m5Lw2Uv8f1gigLU393dGRjurNVhU8IYB9AGDOL7OQe4AOCoi05PT63G7+7uNoUHzP3x8XHrOwCnSWbDDw1p/NLSkhFRSBsmOADCAwO/np4ezc/Pm0cbpuj0WoFAwIJfeO/d3d3mV/ro0SNTDtCHbm9v/9b7/nee6sUUFMCDKTmX5dXVlU0eoVZC14e+Xq/XzXMF3wGv12vxv81mU7u7uyYNaLVaNnFxGgEODg5qdXVVV1f3UcFMLY6OjoyGxcHLxBjKLBIAp26bCQqSGJpfDAhpfsPh8IN0HaQvgA63t7f2e3EJ7+/vG/MIsARNPUawAGqABT09PWbmCd2YRosNlf02XhvqvtMIiwKoo6PDijUWZjKZlCRLAEMK5qS0wcJiikKhRGwhyLjX69XExMT9gvy2KQTsothEZwwdG4YEUwDpvkhzGu6CaN/e3poMi4mRJHvPmI3d3X1npAdYRLECOAAIgU8IRRgHBJ5FxWLRpkGRSMSesSRjgzlTc6BLQldkT3ChAAihm22321pfX9f6+rp9Rl6v1w58mCikT/Ee2+22MpmMyQ0XFhZsgsLhIsko5xzGFHMUm+ji0aaiW/7kk09ULBZ1dHRkn2W5XLZCHV8nzDATiYRqtZqKxaIKhYIajYbtb0C/g4MDTU9Pa35+Xm63W2tra2YIyN9BN0t6Bcy0jY0NKwokGRBQq9W0u7ur8/NzQ9ZhgiA7lKRYLKZ0Om1nDDGknD0Un7VaTT6fT6FQyIDPRCJh4DOeODDMKEh7e3sVjUbV3d1tgNfOzo4xv/D4ku4ZkSSmABxzkQDecJZARWeyQEOAHptUDfyqKLqZmiMpbTQapqNHpkDBCsCNnABwiM+PCTaFOlMlitre3l49evTIDI/Pz89NekoEuhO4YiISDoetsOYchL3Dz+7r69OLFy/U0dGhnZ0do+0CqrDOMLAmhQSQDpnf7OyspVSg9T4/P7cCCUCctYZMhMKGxpCCmwKQ6RZ7vVQqGcvx/Pzcis10Oq3nz5+bFxySZ15QifHEACTjPOdscaZA5HI5lUollUolhUIhi1qFlUrhf3x8bOzMVqtlCRX4cZHEScPx/vvvm6Hh96//Xi9krhT1sEy596LRqDKZjBXjjUbDzOb39/dtGIekpr+/35pQinCCOnK5nDVl3GNE8HIeVatV1et1kzRi6En94ZTjc9fhl8NUFco+6ThMeJ89e6auri6TujSbTTNaJwaZKO1CoWADJRobpCV4j3k8HvO8ITnK5/PZs0NaQX3AuZBMJu0uOD09VTKZtOYUbzakXmtra/rmm280ODhoRtAM/Xg5AV+GXwyUYKr29PRYSpUkC07BTBRw4OLiwpicrIWenh6rmTjfsFog0pu6HVkHjSYemiTbRKNRJRIJ89WknvN6vQZgtdvfpcgyHQf0BoCam5szZjpMFhgJAPN4JDkTjPAWwuOn0WiY3IPQExjo1IjDw8OWltVut/Xo0SOrvzE/ZuAIAEDybiqVMkAKgI2hICw1agTMirmzkBS7XC49f/5cLpdLv/rVr6zH2Nzc1OrqqgYHBzU/P2/SKu65crlsITAnJyd68+aN4vG47Z+TkxNFo1HzwNnc3DTjdUCedrut3d1dY+3D8MGgeXFxUSsrK+rv79f4+LhisZgNY5eXl+X1evXxxx8b+6Krq0sjIyPK5/Pa2dnR3d2dMpmMgX40xIlEwiRdyKRzuZwBsD6fT6enp5ZCGg6HTRoFo//k5MSMrV+9eqW9vT1jb11eXhqw5xwQA266XC6rq1E+AOYClKO0YHAJ2zadTptVgc/n09TUlNkW4A3lNBgG8MOLB1ajdM+6IhTi5ubGzkhJ5lkaCASsJmk2m5Y4TE03Ojqq6elpq8F4Vs1m04Jz8MgZHR21oU4+n1exWDQiAO8VeRLnCYw6lB7vv/++JSc6B6ywvLEM4Y4AOAFkpZ5EQol6w+Vy2dqGIAIZgDoH9iGsNiwo8KoLhULa2tqyOwgAkL4FIIlej3ONmuj8/Nz6KaxqqMmpj51ySogQmDtLslpvZmZGP/nJT4wU0tHRYZ49Pp9Pb9++NaZfJpMxC4hGo6HR0VGl02mdnp4a6QGp6m97/R81d3a+mBQtLCwY+sgi6uvrM5aNJNN9F4tFNZtNS5gZHBy0woGptdvttsKWqTKLDc0zzSKHBBpXp/8KhyQacWdaD0kPd3d3RtXFfIwGn+k13hTSd6wT0D0aRLfbbT4jLHhQWC5VSXZIcnjjCB6JROx3BiTigufrKFok2WHCYsc812kc3dfXZ00Lhldut9u054VCwUCYgYEBm56AEAOIcUACdJRKJSsWKSrRfsL4gXKLxMyZdOHUrzqNfJ1GbDxbmkeKAyRMgGJIQ5rNpiVkeTwe2/x4n/DcAEKgdQaDQaMLU3Cin0Z2hpcHfjMUrVx0U1NTdqg4D7Te3l67/Fm/tVpNS0tLBppyoFKEY3wO66unp8fidInLxXSZ9zo4OGixuRTKeLQgyWGNsj9o2KX7w4/4UgpgftfT01NjtlH4ArSx3nkeMF1IjgBxj0aj9n0kWQQ5BRNNMQ0xwFAwGNTExISxswCCent7jSLp1Cmn02ljdaHHBVzjAri4uFCtVjMWCbIz9gZ7DEYVzQ6fESAUhuVIKyj4APgAU2Av+f1+JZNJW8PowKGIkpSAjxOeMBTEfr/fJJisJYwK2d9M8gBdAbW5HGFb8b5h1yBxIAkmFArZFNvj8ZjEiOcKKN/T06Pt7W3znGKf0eQhywCkYn04JWycHzyn4eFh/cmf/IkGBga0t7dn/hZ8lk7ZF88Qbyz+WywWUzQatffC5JL1iNnk5eWl1tbWVCqVTNIQDAZtnyB9BPzi59ZqNVUqFZvOARTzd51FAIAcEyE8LiQpk8mYCb50LwnY2NiwAQaMqI2NDQPCMpmMPvzwQ0nf+VIhT8SPDyZFKBQyb7hcLmeeP52dncpkMpbmiH/L48ePvzd3/j18/bYajESYnZ0dK/YHBgbM9BJ2mNt9nxoaj8eN9UlaKOmpmMHD4CAM4+bmRuvr6yqXyzo/PzeWdaFQUDqdViKR0MHBgZ1F1GI0YB0dHSaDYpLK1JqY4JGREZsaO0HIq6srk74AIEQiETNFpxmUZHuAAJKhoSH7mQyUuDfYyzTb0WhUIyMjZtQOs5HfgT3L/w4ODuqLL75QMBjU7OysmfIT610sFrWxsWG2AQxAqQWon5BUA/jv7u7q8PDQpF6wgQG3Mdmn4cNTAgYmLEZqmt7eXpOQAKjv7Oyo2Wza+UOtyP1F087zLhQKGhwcNFZAqVRSLpezOikej6urq8uGJ7FYTKVSyWpBTL+Xl5ft88Z4tb+/X/F43OLir66ulM/nVavVNDQ0ZH6U+O1RWw4ODlqjNDU1ZWwAUh63t7d1fHysTCZjciI+Y8ARwidobv1+v/krwoDOZrPy+/16//33dXFxoaWlJWNaYcYNoHB2dqa9vT17Jt98840uLi4UiUQ0Pz9vbBgnQE9NBcuduoK+hLojn88/YGBQKwCmFgoFnZ6eKpFIaGJiwtQHx8fHWlxcVLPZ1MzMzINB2crKil69emVJa/hL7u7u6uXLlxoeHtann35q6x4Pwa6uLmN94L+3vb2tbDar58+fW+0EQ/vs7MxqyI2NDQv5wbMOs2DWG2btsAbxRYTRA0OMht/tdqu/v996Kp7vwcGB7U/kV2dnZxZ6Eg6HbWhO/ZNIJORyuQyII5EJhjB1L6m/MOFhAQNKO+9mehskcjDcM5mMWq2WSeoDgYBKpZJ2d3cfSKA++ugjPX/+XNls1mokJPd7e3uWVMhgDl9d/E8TiYSpaXZ3d02Bsru7a+cd6XXDw8MG3mazWZPywbbDIqVWq9nZCTGCWo7BLGxtUlBhm2JQjjwMhhds/bu7O9tTMGw432D7MCiDwY5PqiTDHCCA8FmATczNzVnSGJ87PsIwY8Ecpqam7MweGhqyOmpkZMSGDqFQyOwtSAd7/fq1jo+PjcSBioaegzuWuh2vrr/927/9/Uz1cr5gP/Bh0lxRxF9fX+vdu3e6vLy0ZCGv12s0YSQMeA1g6BYOhy0ejsIf2QBoOgd9tVq1QoeDk2k0mxfpQX9/vzKZjGlDi8WiTROYstKQcnmyqdFLd3d3q1KpaGdnRx0dHdbMoR+FgcGF5zR0AtVkogMgkk6nNTg4aBuH58F7gk7I9Pr29taoayRuQZPEwHl4eNhovfjZFItFY8mAulIY8L64WGEjOAG0o6MjSwVAvw2rhGQmSQ/kckSN9vT0KJfLqVKpqN1uW4w1nkhM03Gwv7q6j0ckjQmpGmaRThkP9GMOEZ4VTTRxtvzOoLLQfkmW8Pl85gPA9LJWq2l/f9+kR4CVePvQkI6MjJjMRJKBZgBQu7u7hqJT0BWLRWWzWR0eHlqzyvOmiJZkUsCJiQmNjIyo0WjY2v314g55yN3dndF8aS4bjcYDJhDF6NLSksmvaLYDgYDm5+fV3X0fh86eZrpIQ4yJcSqVss8eCRGeEVAdATgnJyeVTqetQUVatrKyomKxaJMQpDkATU4J0fHxsTY2NrS/v28MF6R65+f38eyYOm5tbdllxFTIabLJ54UMCUATFiDTcIAagAA8lZDPQDGGgtput20CBoDT2dlpk2eeKdMT3geFJ/uvr6/PmCH8GawlAFoaNoygKSApIACkAJMBcZxTfEkPUsSGhobMNwuQDxkRxuXxeFz7+/vWFJJygcEiAD2FG5RyEusAoPAZo0B68eKFUqnUg5/tcrnMGJ7zzuv1KplMKpPJaGNjw3w/mPTe3t7aGgVI5SwHhC8Wi9rZ2bEYYqcUjykZAwdAGVK8MIxlcEBB2mw29ejRI0v0Oz4+Nh8SpslO0Ofs7EzLy8s6OjqyOwXPKIxvAaCZ4qE/527hjqWZgH7+9ddfa2VlxZiDH374oTKZjJ2L1WpVn332mf7mb/7me+Dn9/D122qwRuM+LXJvb8/uBAy+nZ46fr9fs7Ozlp4KkxUAHAktxXSj0bCGAfZivV431kmpVNLCwoLi8bhmZ2fN4xCQeXFxUQcHB1b0d3R0aHJy0ppFj8dj3nIwkGlk2dONRkOHh4fGhItGo4rFYuYr5vP5zAfO7Xbrm2++0e7urjo7OzU9PW0GrAzT8EYpFApWC2A+i/TG7XZrdHTUAGUSSEulksl+AYiJBcbIttVq6eLiQuFwWIFAwORqDJgSiYR5cfDzGSLkcjlL33Oa0gNMM9EGMMcPo9VqGZAOWDM+Pq5MJmOmsZVKRfv7+w/u5MHBQf3whz+U9J28FRkHciVJJjVutVrmdUfiEICyx3MfJJLP5zUxMaH5+Xm9e/fOEsWQaUtSMpl8EN/darUMoKPWRzJYqVQ0MDBgTV0ikTCvmWKx+CBkBQ8WZOnb29sGyhwcHNjdgcUCDTLSf1hq1PvIiGgAiZWHTfbBBx8YS4Yehju/UqkoGo2qXq9bChDSKJJ9sGrAYwsG6ejoqObm5izwxePxWD3C3c++zmazCofDmpiY0NbWljY3NzUzM6M//dM/tRoC1cLQ0JASiYTVB3jy1Ot1W6/UCp999pm2trZsH9KHBQIBjY2NKZ1Om8/W5uamSRGPj4/16aefWmQ5Xkv4Nu7v7+vt27cGnGFnAEBALcQA6/T0VHt7e5LuQZrh4WFj4rNm8/m87UvACee5QXoeMnfqYiTWPM98Pq9CoaAXL16Yl83a2pqq1aqZQwPs7uzsaHV11RhCMF8445DuSPd+T9Vq1QYw3NnYbUQiEQPvYTKjCpFk6zCRSOjRo0cGvJA2FYlEtLi4qLu7OxUKBe3t7Rk4wjqJx+MaHx9Xs9nU+vq6ASAAZ+Pj4/L7/crn8ybzy2Qy2tzctLpBkjEIBwYGLKGLIS7DSpJ7+frj42MjWQAsu1wuY90BRPb09JgvJvYBhMlQ60DwQAIHC4t7jB4ObyKnHB7ygtvtVjwe183NjfUx2WxWksxMHH86mDj07+fn55a8m0wm7e5KpVLWA7AOOUNhowGI4bl0cnKikZERA/+pa//8z//8vwb4cblcWUlnklqSmv9RoffrRQdGRPheNBoNMxJDa3l7ex8XSloDzREpEjxY6KlcmEhkQIhJmMHUip9LVDvNJxRV6J/lctmmm8iYAFAGBwctBhHTLhg67XbbGrxoNPog8YpFC3gDIu/3+01OgcM6lD9nIwNK2Wq1HqDUzjSAjo4OQwSJpqYYY4rWaDQspQO0kOnc1dWVmXUSQ44ED6ZMb2+vHUZM6DHfBmDh+WPGClvIyWbBwBpE1u122wZk6s1EDuAKCh/0YHwlaErZnE6Zze3trVZXV+2g4eCDjcFn0d/fr2QyaQ2uIqYAACAASURBVNOwnZ0do/5eXl6aSbMkSz5ATgdSHggETPZxc3OjWq1m/xAByUVME46X1c3NjWKxmEWj45sk3RdPd3f3Md4clM5p1u3trUXCIufj72DACU0SKiTA4sjIiE36oU2j5Wa97O/v25p3uVwaGRmxafDe3p4d0MViUdvb2zbtisViGhoaMhr38fGxlpeXjT6LqRxFbDgcVjAYlCSbelarVfNYSiQS6unp0fT0tAKBgKVFYcwGMwJjT84UZwQvBYHz+WLOd319bdHrFFMAMkzGkN5A68fjhqkAZxo6XdYvRSrTHBocKKJMPpDUOJ8bcoFSqWTgMBcDQBmXBnuZaXS9XjepGRJbQDrWFk0AoJQkM/lmkohXF9M4jGGZpsK6RK7HxYwclp8PwMgELxqNanp62kzzMRHlBViBF1ckErF0vHq9/iCJATow3jiA7xge46XjTF1rNO7j1wcGBjQ6Omr+FK1WyzwqYDnBvkRuh3wByaQTaKYBHR8f1/HxsYHW3d3dmp6e1scff2w0ZJJfuFtIlry8vLQGifuAMwKAmHNye3tb29vbNqCA6QmDz+PxKJFI2L4CxLu6urL7ij0wOztrcop//Md/1MLCggG5z549M2bDzc2NlpaW9POf/1ytVkv/8A//8D3w83v4+m3Aj3Q/gPvyyy8trvbs7MwYcbCAMIGFEcywBj+22dlZk6zCGJ6bmzMAg+EYBTz1Wb1eVyAQsMQo5LBEPeMJGIvFjC2NxBewZHl52QYETIoBLVj3WAeMjY3ZXQfoCZu7Xq+rUqloaGjIPBR6enqMnk8KF+xfmq+bmxttbm4aQIG/Cc1MqVQycAqTZqTfpFAy4Gu321ZftFotS8QNhUJ251xdXVma0eHhoaXBdnR0GOCEfxggMg0XBsAY2tPYcn53dXXZcIehwM7OjplaMyTq7Ow05jeA193dnTY2NnR0dGTJpBgoF4tF7e/vy+VyaWZmRlNTUwqHw1pbW5OkB7I+7imCSLCHSKVScrlc9nU06GdnZxoZGbFExXA4rOPjY71588Zk1UgZ5+bmzJcQxieBC5hdU4+Njo7q7u7OwHcYVcVi0SRUNN9ut9uGmVtbW8bERcqB0TJ+JoFAQB999JElaFGrSLLnBFBEGAYyc2q2gYEBvXjxQjc3N9rY2NCrV6/06NEjMyvnvbH2YKZhSv7P//zParVaGh8fN488SRobG9Pjx491fn6uL774Qjc3NwZINJv3Rtf1el39/f02nIU1Sq+DpFGSnj9/bnUHUnfpHjBcXV21ASt2EsiJYI7HYjHFYjEtLy/b4PP6+lojIyPWC0r3wPJXX31lMnPn7+3xeDQyMmK+h9Rc29vbVv9jLAwIijQekJuanSAL6TvPVbwp0+m0nSt8RgBleKqVSiUdHh4qGAzq+fPnxgTZ2tqSJKtPGNBubm6ax1iz2TTvnfX1dVtXJAviZcQeB8Ss1+tKJpMaGRmxwdbd3Z0BX8jJV1dXVa/XjcVNbcKZyxCLvd3V1aWZmRnF43Ftbm4asO+UyPb19RlTHgY/oCtx9dwHMBIZxlNnYJbOYBpjeJ/PZ8P4ZDJpbK5qtaqrqytTPiQSCRtK8HL20gBvzkEnigGM0GGOY+yOZJf+LxKJqNFo2LoH+HG73Ua0gLzCmURKJOsIsJa1Jcm8zy4uLoyJd3FxodHRUfOqhAX1ySef/JcCP++32+3D/52v//WiAxotL2IwaUZqtZrp1TCv4/0CdEALZXLp9PJgKkM6GBNkTFBB8Zi+4lOBDpOpKhpuABQMbQGsYG1gDI2/DDIQUEZ8VaCaoat3TsJvbm5s0cKqAahC2sDfi0aj5r8ATZB4OYAFdIfIKQAv8HmA4cBzd0rBaOzwZUL+dXBwYMaKzuSrnp4ePXr0yIAiXN1hU2Fg5/F4NDw8rImJCTsUTk5OjEGBXhREl0kYEZl466TTaYutc4J9UD05jAAjMEFDm07zBDWZZ+s040JmNDAwoEKhYIXM0NCQreGOjg6jvGIkBwMBkIzpW39/vwqFgiHiSA3j8bihwTSLgBHO6RFrgUKTNU0CyMjIiKrVqmq1mkmiOGQ6Ou5TRdLptI6OjlQqlQyxl2RGg7FYTPF4/AErx+fzmZQH1hzgGx4nZ2dntmYogmE1Ucx0dnaaJw7TCDxoWE8AhZIMiMLIDxack32HVw1F2+XlpRl1klRCIgJTChgN7E9YHbBbzs7OVK1WDRis1+vG7HIW6AMDAyYrhTXFswLYxdg7HA6b9wBgB1NW0lLwwggEAuatA6jI2QezqNFomN7b4/HYJSzJpgxO7yj2kpNFBAsJbwOAKZoKPJ3QrjMZBqRCloevF4AgBTqeODxX/AvwB5LuDQIxCMVzBnDGeUfw+wK8393dpzBOTEyYYSiTRxI6KPZgCwE244VFcwWAzBmIr8n5+bm2t7d1c3Nj+xf2Vk9Pj4LBoIaGhqxRwLBZksk9r6+vbaqMgWs4HDbadywW0/Pnz5VMJo2RA4uO83FxcdEm4sjrMNKk4G2321pZWdFXX30lSWaCyLPBW49GlMkWTRrnH+8rlUqZQf/r169VLpc1NTWlTz/91ID6i4sLa/Kz2az6+/uVSqX0V3/1V98DP7+Hr/8d4Idaqdls2mAH70BMdfErhEXRbrfNGJj7i7sJDy6aeAzoASdoSkndmZ6eNoYfgEckElGtVjOT2mKxaGbu0ONhKZJoOT4+rmKxqJubGw0NDZlvXftbc9x0Om3MDqapSGovLi40MjKijz76yO4jr9drMg+GGxhXc06SIlssFjU8PGzpTzCzpe+GRU7ANhAIqFqtmuQNdoQzieri4kLlctlqNDyFGIIARPX09BgoAeAl3TNkqBW4q2Cx4kd5enpq8eLUtlgOwDrq7u62yf75+bmFKTjNcZFeAMxsbm4qGo0a8B8MBh+wCvn9crmcqtWqHj9+bDX0wsKCDUNDoZCledIQMjiBUd3T06PJyUmNj49rZ2dHh4eH2tvbM3ZRV1eXsT6xTuDORV41MjJiISfd3d369NNP7X5jCAvo1mq19O7dO11cXFjMNL1Co3GfooRB88HBgUqlkg1mAV+Gh4fNv6PdbtudeHt7q+HhYV1f36firqys2D3dbDbNFgK2A3dzPp+3hKuBgQFTUjiZtzTRp6enevnypVwul0ZHRzU0NKRUKqVaraZCoWDf4+3bt+ajijG73+/XxMSEcrmcVldXVS6X7a4Nh8NKpVKanZ1VR0eHfvnLX0qSfvSjH9lQHQbF2dmZ1tbWbF3Tb5G8it8qwCx+pzC4nH4usKEY+mAOjLQLYAbmvdvtfiDPGhkZMcUCgIUz0IMhN6a7DHhgJJZKJQODYCV2d3fr7u5OtVpN6+vrD5jySDPxa0F65XK5tLCwYDUhzDb6XcCHgYEBjY2NWc06PT2tSCSit2/f2trAJgJWEN5T9Gwul0tLS0sG8CKVAwRhuNdsNs1/EvIDyVz4k2JsTS8O+4Y0YOpKgI/JyUn96Ec/0uHhoRYWFpTNZlWpVGzAiEQYNjrSQPoBfjZrqb+/X8+ePVM8HldPT49evXqlSqVie7ajo8POXVj/9EqwwU5OTkzyCBs9nU4bwxzvNgBpvNlQWXB+Opno1KMwh+j7wuGw4vG4nj59auQM2I2kx9LLAiTSE0uy/iwSiRj54ujoSD/72c9+Yw32Ozd3dr7C4bBNvpFf8e9ETx4fH5tkyrmwbm5uVK1W7SFyKGAcRnPMpHpmZsYuOsCPVquler1uX8/UHZd66PxIvzjwoSITebq/v69oNGrRw9AHx8fHTQaGez4fGoshHA5bxDbGw2jRWYiBQEDd3d0aHR21DeNyuXR6eqrV1dUHRtThcFhjY2PmSE6DhZQL6im/P411X1+fxsfHzTCZwoBLFSqf1+vV9PS0USgxcARBLRQKKhaLikQiGh4eViKRsKSHZrOpVCqlUChkRnvofQFHaNyJGMfsCqkEk0UYStvb26aRZjNK3yVEsL6QToD8A9wQVxuLxfThhx+qs7NT+/v7yuVyqtVqBj6hAY/H4+ru7jYgAwYNzRVNKYgvxQGGwWj1AWRarZY2Nja0srIiv99v+s6DgwMrkp0A3+HhoRkLPnnyRL29vfr8889VqVTs98GLBvQek+ZisWhGmhRh+E8h+wBEqFQqJrNi+ptIJOyiRCoIIODchzwLDAzRDTOlhZI+MDBgABNrlbXg8/lUqVQsXQpWF277yDT5GqaPTGRIS+OMQKoG4EtMKAaB9Xrd0g5ubu6jh5n2MXVhyoWO3AlMuFwujY+PW0HP70HEOE02jB0kmIDMTFOcE2AaBYoYGndc/QcGBhQKhcxI3ev16unTp+bVcHp6qkqlYp/l3d2dsavC4bBJwgBxaeZg4fX39xt45Pf7rViErehksnGGUBABfsOUIpaeQoLvzfQX8LnVapk2mgkxqXdMtmlC7u7uY+1rtZrS6bRN7jkzaQ4BJzhPu7q6LIK4UChYDHosFpPf77epFB4XPp9PGxsbdgn39PRYEgwmoUNDQyoUCub9ANB6e3urvb09tVoti2en0OT5b29vq1KpaG5uTmNjY5bqg4ElFz73R7t9n/zBtJZ7K/ttFGx/f78+/PBDk4/BSmNNcfbSgOZyOUvuIQb70aNH6unp0dLSklZWVszjYnp62s40GsHt7W0dHh7aeiwWi7+jCuL713/2CxYNr3g8rp2dHS0vL9t9xV5loICEESYFjBJST5DABAIBTUxMWJN1eHioZrOpoaEhS23t6urS4eGhhoeH5fF4tL+/b+wUp+8BAz3kOJiXYoobCoX0wQcf6ODgQOvr6+rp6dHIyIhSqZQBEsViUXd397HPsH85rxmkwJpjMNRoNKxe5KwnhAJZEWbHDM+mpqYMSIcRIMkGCrAH+N+DgwMDxHivMIs41yXZvUPUMPUtrHXO0+7ubo2MjCiRSOju7s6Md2H6Ipfgfr67u0/MgfHFXYt8BH8eGhQioZHWNBoNxeNxRaNRC0LBRgF5BPIRnieWCoSYcPZL30W4w2a6ubkxPxFJxq768Y9/rJcvX2pjY0O5XM6M53t7exUMBg2Y7+vrk9vt1s7Ojjwej8XX0+RHo1E9fvxY79690+npqVKplMn3nEnBnZ3fhc/gKwVLU7pv+vGdub29tXouk8kYEMq9fHl5qc3NTWNUUB9y3+MVuLi4qMXFRf3BH/yBrctHjx7p8vLSIuB7e3v1+PFj9fb2GoDV1dVl/l1YQhwdHVmDmkqlDMSiYR8fH7eB9OHhoQ1sj4+PFQqFjM2OZ1Q4HFYikdDo6OgDWT1gYDqd1urqqlZXV41tcnBwYF+PAgTQF5UEXkCwX5E4k/YFiFKpVMxX9e7uzkJ0CoWC1bDxeNwkiBcXF1ZP0xvd3Nwol8vZWQc4QS0P2wtViNPTBhba1taW3G63yQ5hXB8cHBhjg+ERbCSG3/jIdHR0mJVIPp83w+lAIGAGxxAlGCzBLoQwgQQdJhW1RDAYtNq+s/M+Ua63t9cYVoDLsPfwWCLllUEU574zNIPnBpjCc8JOBXPsYDCoWq1m66qrq0s+n8/WgvO8HRwc1OjoqDGTYV5LMn8t8IGrqyt1dnZaTQTzneRngENsQRhWwMRj7cGMpHbCI6u7u1upVMpActihJG45/cMAIqmhnWx0fCsB1gkWAYyDwAB41G7fh5oQBhSLxczehaEFcq+zszNL4/2N9/z/T8bPrqQjSW1J/2+73f6f/87X/A9J/0OSUqnUe7lc7t/9XiDPXBRbW1v2wLjQ8EDAf4eJC1Nc/Cu8Xq81V2ig8b64u7tTNpt94JuBTIaJJx80i3hyctIAkZWVFZtsgLbSmNPoQUkFoNnd3VUul1MwGLSJE+wbGhMYQE7mD14tgAmAI1wKND+k+DDZB3hi8TQaDaMUIq/g4GRiDdACqOX3+63JXl5e1tbWlnnqgOQnEglD24nLBCSCpuYsKoaGhsy5HwCNi5SvwyvE5XKpVqtZEQPwFIlEzOeEwhGwgkOQKT+AAY0m0Y/8Q1MPmo/ZLJ8dfj3ZbyOeabiJcOd9OiVqyEYAB7q7u419g9EYIBDeOxjJSTKTcAAsp7kzlwVmuxjcsh4pwpy/PxcFEr/j42Mz9xsaGjJWE3IhmGNIofgzp4FzOBy2FIjz83P5/X49evTIQA2aY7xnMPBmP3d2dhrFVtKDqd/V1ZVRhjs7O62Yh9HFZU/iAH5RXBCRSETpdNqQd4yLuSDQTGNWzaUE08vjuU+GAnCUZPRhkh9IBKQo7+zs1Pj4uF0mTKADgYCke6namzdvtL6+buuLv0s6FWAEoCIXHGeW0ySaBpuzYG9vzy774eFha7rwlaLAvL6+tn2GrBHzR7wtkI7BLmPfOI2Km837pBYYM5JMpgQzIBqN6tmzZ0omkw/AH2SzsMpgqVCwAai+9957Bs4yHaxUKibPo1FjvRHHDEMTfTXFCfIBCpFIJKJoNCq3261SqWRUbDTiUGhbrZaxc7a2tgw445JnX0KPxkNrcHDQ2AAUOny+aMYbjYb9TuyZubk5TU5OqtFo2GTP4/GYT0m5XDaPkXa7bfKb09NTra+vq7OzU48fP7b7Ahko8k5Mx/me2WxW1WpVoVDIGlOYh6SnXF5emrb/4ODACmxAT8AAWHsej0d///d//z3j5/fw9dsYP4AgThY293C5XDYfLArb1dVVMyZNpVJ2Zg0PD0uSqtWq3r17ZzJ7aiOYd5eXl1pZWbHax5nYxN0cDof14sULK+aRW33xxRc2UCCRy+/3q1qtan19XfPz85qYmFA2mzWmLwW7z+dTLpczSRaUfZpkGjxo+AMDA5Jk4HilUlF/f/8DT0HucXxv+HpkIiSilctllctl8wBjis+dwP4cHR01OSnsVs7ew8NDawAYupGQGQ6HDYxaWVl5wIrGL2VyctJMb5HUcZ7ATs9msybtHxgYUCwW0/HxsXZ3d40dC4MLFiLBBVgPXFxcaGVlxQy/nzx5YhN1BqmwiyTpq6++0sHBgfr6+vTDH/5Q/f39JrNPpVL2zCYnJzUyMmLsAZiytVpNm5ubur6+NlPv0dFRe6b49zD82dzc1OXlpUa/TWT76quv1Gw2jUWJgfSLFy/U399vdT1sL2R3zvoAxhSMiPn5eTN6fvnypSRpZGREn3zyiQUafPXVVzo6OrL67unTpxoeHjaDWnyxYJ++efPG5I1I9I+Pj7W6umrSpo8++sgGTTCQDw4OtL+/b4nEoVBIT548sUE0oGIkEnngs7m4uKj19XXzw5JkQAk92NDQkMbGxiTJGE4MGrBM4Osx6U0kEjo/v08yrtfrxsbGxPrFixfG1na73eZVKknZbNaYQE4Td/wdAUWJiOfcaTabJs9jkIRVx+Xlpf2OAK/c29RNqBic8e94yAaDQd3d3Wl5eVmRSESZTMbUF7AAW62WAWKwhEiuxROHdYAhOCw2j8dj4SNI1RiIOb2FqKXxuIVlByMFQH1/f1/T09N6/Pix9YXBYFB7e3taXV21QTZ2HYODgzbILxaLKpVKWl5eVi6XU6vVMhsFQBO8JWHf397eqlQqqV6vm1cisj9UODCgqFvxVXOC4oCJ9KsMSAGfCAaCoc/gnxoQn1pJ5j8WiUQeDNvorVmD1EOsJ7/fb+A6vVUsFtPjx481Ojqq5eVlFQoFO4t8Pp8RCajZJdnvgjIB71sGu729vcYe4/12dXVZ7UxPwu8JCcTtdusv//Iv/8sYPz9ot9tFl8sVlfTPLpdrrd1u/8L5Bd+CQf9Tui86/r1vAq3JWWz29/fL7/drenpa19fXRqfjogRRJhmFBJpsNmtFBBIl6K4UGk79MM0smnDSgXw+ny0YmBIc5nNzc0qn0xoaGrL3zuYmuh3fkL6+PktqyefzOj4+VjwetwsCzxQaWklmXBsIBCzmkqYI5gmxkRMTE6ZHdVLJoEPu7u6aJAN6KCgmEhmc6K+urixCHJNndI9of7e3t7W1taXDw0NVq1WTebhcLqVSKaVSKV1cXCifzxvbgEuNIgN0l8M4Ho8rn88rl8uZPtjtdlvqAKaRNJl8VmjHAYe4nEHnDw8Plc/n5fP5DOnnMAEgg7YNS8Vpmnt5eant7W1jjLEJoXaDSjOFarfbphWHdcFG5vlTxKFHDwaDmp6eVk9PjwESpIfc3t6aRwLofDKZfEB1v76+tskkyRiwqyTZewTc6u3tNW8DzCtJKkLSA6V/eHjY3gMTzs7OTpPtMdk9Pj7W0tKSmYoDngDIjY6OWqEJ1ZLDFE8fPgt0sayNwcFBBYNBM/2Dat7T02N+EJhnA0pKMtPhVqtlNG6YRhir84yQ8LRaLTtkk8mkTRlhDWHwyLQIyRuXCEArBtxfffWVGWEiBQDYAORluslUEGYIyQWXl5dmDozhHFPe7e1tlUolY2Ag2SERgvWMdxmFGM+FrwHIYDKHKTxNIOk67Inr62vFYjHzSADkrNfrev36tRYXF1UqlVSpVJTJZPT+++8rkUhodnZWn3zyiT777DPl83nV63XzeOBMKZfL2t7e1qtXr6zAB+wcGBgwU1hAbPTOsNVo3E5OTtTf329xvf39/To4ODCqPaAhRRseDJwfnZ2dGh4etqLi8ePHisViWl9ft6aU/+ak97bbbaNEwwAD4IbZhLRsYmJCmUxGKysr5l/35s0bNZtNTU1NWWMHNZ/hCJMmAEMavfn5ecVisQf+S6Sv4WGHpG1kZMRkPICYkgyoRp4i3fs8zM3NWWMAOI2sx2nASPHx/eu/34uJKelR3Lc+n8/WIUMEQGbAXmSHhUJB7969M3+bmZkZ2xsMtGCftdttY5/AEIZdwt02Nzdn8l4aChqYn/zkJ4pEIiqVSiahZvI9PDxsjD0YFZzdGGKyv5hsU7/BoCEBCxYmbFaGN1dXV3bmdHZ2mpwCnzKGKpw3MFempqZsss7gC/kT9xxMV6bPpAcRCuH1ei1VjfdNzcTgamxszKS1+C2en5/r1atXNvkGBPF6vWa4nM/n7WxpNBomX6UulL5LGIJpiiciddrW1pZevnypRqOhR48eGcsEewVYC16vV+VyWdVq1WQfDPWOj4+N3bO3t2cyVJhIsLfxmfF4PHr27Jn5OrndbmtaJRnjqVqtKp/Pa2RkxFhp3d3dGhsbMxnc4uKidnZ29PjxYzWbTZXLZYXDYWOAcqYfHR1penpax8fHxvChwYf9eXFxoWw2a2wrWAaAWIFAQJ9//rmOj4/l9Xrt+SOBpLFvNBoWZLG3t6eTkxMDPlwulw1fYZDg2YaknaERQzc8Lzs7O+1egHXslDRFIhEtLy9bnY28h7Q0ksTwBmIgDBuVtckQkVS4er1uwxKYUI1Gw4ZY9HLUpEi76G8Abdh/gIAwQwg6SaVSdl8BrpJSio8jYR0w/gCqgsGg3WfUSshq8BUsFAq2VmHixmIxS/8sl8s2aEOGB8jCwBJGHUPYoaEh9fX1KZFImHH48PCwMdydIScYiicSCevx6GsZ5MNuh/XNEJvkz8nJSbXbbWNbHx0dWf1JzY7KhGeNxIrPEGkoICJny+npqd69e6fh4WGTOPH+E4mE9VCXl5fmeRWNRk3yD3MfRj5Mcuq/eDxuDEaAInoLzlUIDqVSyWoUBpKwDuPxuO0X9gjDLYJpAOkvLy+VTqeN3DAzM2NyruPjY01OThrbjIF4IpHQxx9/rGAwqF/84heqVqvWOwKUDg4OWk3LYJB+Ge86yAoMA+grYRTu7e0ZQ/Q3vf7TUr1cLtf/Jem83W7/P7/pa3592gTdnUOAxqHRaGh6etoQPTxDmO47p94giwAWNDsYi8GOIB7x5OTEPiwYMjTjTCuh1FPIIrUYGBjQBx98oD/+4z+2KQVFClNQ2CRM8kEOYVFcX1+bFo9pKcAARnp4sYC4Iy/h4EHbjPEY5sWSLIGMTUvzjbt6Op3Wzs6O6XlDoZB5lBBD57wwkaCg0+V3qlarNrl/8uSJ4vH4A4YN72V1dVWNRuOBF4XTBwcpHICeU7PLBJFiBlNl0GkOOZgdAwMDGh8fNzACRkqhUDCjYYovYkCdoA0+Mc4owL6+PtOBOjW1TLYAkaCvYy4syRppgAWaQgwlaYaTyaQkaW9vz94nF50kAxgwsYXVc319be7+6KTxeMGAjUOQZ0aSGVTNVCqlnp4ek2oR1e30CwA4ZQ9yiVFQIakDpIGBgaa+o6PDDOtOTk6sCITWeX19bZ8vBQyxtxRMzhhDmhDolEwL8MGC2UJRzOHIHkOLzd9jksP0CqS9WCxacQFwx7SPQoKJCuw5JlMAe5IsGa3VatkFB9uGAp6LDnCNIp19wFr0eDxGi0cWyWfDZBN5J9M0AB4nQBoMBo1NRmN3dnZmexG2GmcvYDuXEMAtexAGDtTVlZUVvX79WoeHhzaNDoVCCoVCGh4e1vb2ttG2SRmDzXJ9fZ/gCC2YNCCSyziTnSbpfE6seacsjYYVPxueHYVKPB63c40CARbjyMjIA4o2TQMgEfcnYOXMzIx91uPj45qZmbGGOJvNqlQqWRGeTCY1Pz+vwcFB7ezsqFwua3NzU8fHxxocHDTzw46ODtVqNaP4XlxcWEF+cXGhd+/eqVKpKB6P6/nz5xobG5PH41Eul7PzjHuU9wsLCgklXhFItog/vbu7swnS8fGxTeiYKEp6YFyLF9bf/d3ffc/4+T18/UcePxTfSJzww3n79q38fr8SiYRNngGEaVoAUGgOYAcgsUFCQK2ElwQsWY/HYwlBwWDQZP6wWaPRqHw+n4rFom5vb/X+++8rFAppYWHBGhg82divTJp5NRoNk8W4XC7Nz88rGAza/2cgEIvFbN/BVOXuI+mMGg8jUBoIZ7IoYDPSysnJSWUyGQPIYB2FQiFlMhkzD6Z4h93ORB1JP4NJZCROX0xqKCQUvHcaA2egBR6Qfr9f2W+9Nbib/H6/vXf8AIPBoGZmZgyER9YPyNTT06Pl5WW9+3GOYwAAIABJREFUffvWGEOffvqpraWenh5jCRHysLGxYUa0+KEwGMCzxe/3KxwOG6sRBhlhH9I9uwdfmEqlopmZGe3t7WlhYUEdHR368Y9/rO7ubpP+Aj7t7Oyo0WjY4PLo6Ehff/21Dg8P9cEHH1iNjO8b0t3e3l5jkTJQbbfvk7holGnOAJfi8bhcLpempqasvms2m3r79q0xJGA1MGxh+MmZXy6XVSgUJMm8C/GJgjkyPj7+AMwAqHKy6ZDmwMqgdneakR8dHVlYQDwet8Eu7C72LhL58/NzTUxMKBKJWC9Endput411DkOMtUjzz3kxMTGhzc1N5fN5C00AnAKAOD4+Ng/SXC5ntRuDGOLHYQKzvqibCIpA+nR0dGQsIGc/JslqMPo1QBpqjXK5rFwuZ+oGjJpJF2aYRPQ5wCpD6bu7+4CfcrmsYrGoZ8+emRk0zMfz83Pr+2A+IdOnH5DujebfvHmjRCKhZDJpCbdIxDs7O62ffffunQ4ODhSNRpVMJjU6Oqru7m6tra0ZYAcIgfSoWq3aMJ++lDuAemJtbc0kWs5QGOcAwVn/YrtCHwj5Ai/C1dVVLS4uKhgMKpPJ2LNzJnhjTh0Ohw1YgvV8dnamer2uWCymmZkZbW9v6/T01GwJGo2GVldXrW7s6uoy8I7B+eXlpRk0s64Zos3OzhrxBFsB9h8yup/+9KdKpVJaXV21iHYUOwyHo9GohoeH1dn5XdjP6OiovF6vFhcX7W7Eqw2PVWSATv+iv/7rv/7PN3d2uVx9kjra7fbZt//+z5L+73a7/f/9pr/z60UHZrkc7IFAQBsbG9rZ2ZHX61V3d7elSGCiFAwGTb7BL0w6BLILpsJOZgETC6ir/DzAiLu7O52cnBgrh83PgeP3+1Wr1dTb26tEIqHJyUn5fD7d3t6qUqkYtQvaGhPq8/Nzc/EGnGEToT10u92q1Wq2KWDigFwfHx9bzDx+M/xuGLDxHPi+TFag5ANmMLHlgkWry6VMwdNqtbS7u6tf/epXBrgEg0HNz88rkUjYzwVcoQkk3aa/v9/eJ+ACMi7pfjpMo4B0g8QyGhWAH+dEnemdk5roNKOVZA0ZTIdarWbNCkAGbA+YVFxmkqzQhFWEiRhIP+kXAFQ0xYeHh9rc3NT29rYVBPxOgErI9PBDCYVCNpGgcWaqls1m9fbtW/NP4WdJ974veGJhUIzskKQhXOmRv1FsYWRGkeLxeGxa0NHRYQZqBwcHFm3u9/vNbZ41DDjG8wVsmZiY0PT0tOl6MUnjUuDv4pXAJBhpWl9fn5lPs6cB2wA1MHXETBhAAJo5Mb80DuxjgBUKH0BPCk+Qci49vGAwsEbqwzNLJBLq6OiwwppJNkAYGl2aGFB8TNw//fRTi9tlQnFxcWGUVKRETBJgCTFpZ8qIwSreRqTHcM6xBpG2NZtNM22FPQKgx7mH149TQgrbin2CfEmSfRYAUYVCQaurq9rd3bX1yf5LJpOWcADQCdiOUevW1pbRYzHHB6Cl+azX6zYtgWnDlAypFKwyilkYTZxHUObPz89twg1NeGhoSHNzc6Zld3o7YVBLAU/U9YsXLxQKhQwcSqVSmp+fNwPuXC6nnZ0dW9vJZNJSB8/OzvTu3TvzRMHkMxwOK5PJmMwSNsHKyoqq1aqZXM/Ozqqrq0u7u7vGxGDq1dXVZfdkqVTSxcWF+UsRfwwICWjI9DaXy9kkmzXPs0IGfXh4aFKTv/iLv/ge+Pk9fP1HwI8kSyakIP7yyy91eHhoDEu89bq6ujQ7O6tAIKDFxUVr+oirZkDU09OjdDqtrq4u87Oi4E0kEubbBwsH8GJubs7kquxbPAd9Pp/S6bSx4C4uLszDAv8KmHWkNZH+xJ3Jnrm+vjZvPDy+YIAiW/d6vTo4OJAkOzMw3Ycl43a7NTExYQA9cvlqtWpN7MXFhYE2TG49Ho8BXUyt8YDDVwMvQQykZ2Zm7NwLBoOqVCoqFovmceGUjFNXwgzlZ+JFQ4ofDEhYF5z52C/QPJPyWavVjOnV09Oj4+NjbW9vWxJTNBrV2tqamU8zkKVuhA3MM+XekWTTc8B7wCVkdOFw2AZrTqa8dH8PLS0tWeP3xRdfqFAoaG5uzpoq0o7Ozs7MV1GSWTjs7e2po6NDiUTCPmca+66uLqXTaWNsMFSmRsaDitobMA9z8Vwup8nJSZMnXVxcaHd314YW+Xze2K/0GdQiGK4DDlGPJJNJSy6CyZXJZKwOxaAXT1P8a4aGhoxlBOMMLztM/vf29hSLxTQ1NWX3eCQSMf+Z09NTzc7O6urqSouLi1ZnwJQmGRWfJ9YjTfXt7a3VmpI0PT2teDyura0t7e/vK5PJqLOz08AT576kFkQKz/NAMYK1hyT7M/bz8+fPrZZBbkXvAuD4m14A5CQaSrLBf7FYtKEngBas7ZOTE62vr1sIBeyfjo4O8//DGB6AZGBgwPyDVldXdXl5qUwmY72gU8rE+XF2dmZALLXIF198od3dXQtc8fv98ng8WltbU7lc1vDwsIaGhkxlwPm4v7+vt2/fmiH2xcWFsethnAH6MHBkfT579kxPnz5VLBbTr371K+3s7Oj8/NwsBAjCAEwBjGXYCgsfIgOAYnd3t6WcknCLJQi9FYM8r9er3d1dVatVZTIZjY2Nqd1um2rmvffe0/Hxsb788ku7IwCdSIrle0YiERs0MgAO/y/23i020vu++/vODM/nGc55ODyTu0vuanclWbId229spGgQBEHu2gYNHKTBC/S2N0HRmwIJ0Be9SoHmIi96XeQmaG/iIIjhOI6cWJIlrbS73AMPM0NyDjyTQ3JJDjmcXlCfrx6uV7KbvnmjAnqAhS2JSw6f5//8/7/f9/SLx608IrwbTCOdTvu9SiQSzoCi3wQ8C4VCxh46OjqUz+e95lENMo0tHA6rXC67f+SdoJ5lUNAXjXP//2L1Skn6vz59Odok/Z9fBPpwIZOCKYEJAAEGnVtcXLSMNJVKeeoAzC4HCCF0KEmKxaI9pIw9rFQqRl3ZXM/OzlQul23lQUIF2EKhzFhuSUZdC4WCFhYWriWs9/T0aHR0VL29vf487e3tSiQSevPNN9VqtVStVrWzs6PHjx9rbW1NExMTHqM5MjLi0L9cLnct/4a09sXFRTWbTW9gKJJoNAFekA4iq06n09ra2tJHH33kiQMAS0xMi0ajGh8fN+CFPeC1116zbBPEu1wuq7OzU7du3VK9Xtfi4qKePXvmA4cXuqenRxMTEx7XR9PKC4fHuNVqGSBhBGg+n/fz297eVjKZtGWOzw3gABLd3t7uEbKM+N7e3lZPT4+Dt6vVqgssSQ5rI8MGhcHMzIwSiYSVLYODg0qlUmYpgyHD5I8g7fzud78rSQ6z3d7eNvgHoITFrFgs6pNPPjHyHJxCQBYImxRSURBlfufu7m573Ds6OrzhM1kCwGlra8tjMJE1UgQzyQigB28zaqZareZilTyY9vZ2F+WEhnNobGxseENCRgnzRJFKYxwOh7W1teWDHbQe1RJqNCT8vKuE7NZqNatJOGBR/HV0dNj6hoIByS9rkUkte3t7Lkg5mHp6emyxPD8/N9DRaDTMOCWTSQMC2PfGPw2j29raciHFZyDsfGBgwPcCFgffLowM4DKNFKO5CVxGjVYulw0GXF5eKpPJeAwwk2sojsimGh4e1ubmpjY3N90E4O2neKCRAASFBcPutrGxYbCOwp6D8/79+5qamtL7779/zYJ2eHiopaUlT4UgKB9bKWw302H29/cNbrS1tVnqTKPGJJ1cLucDHvUPMnm84BQpyJ8Bm2BnWZ+w9+yxr7/+uvL5vPfUtrY2P++trS319/drfn5ep6entq0B2vGe53K5a2QDUnjserBDX//611WtVvX8+XMVCgV1d3dbFUeTc3R0pMePH6utrU1vvvmm+vr6bDMITnBhGlmr1fI7h+oMzzuqq5s3byoWi2l5edl2YJo+pljSAJ+dnWlyclLpdNoZdqgI8M1/df3/8xocHLTqBCJrdHTUqjEytGCaq9WqyRSmYaHWgy0uFArOQkCNgxKIUFkUiYDNknT79m09f/7cRA9Me1tbm1UhKEK3t7c90UqSVWgU8RcXF8rlcrYFk3uB3Xx5eVnlcll37961urenp0ebm5sqFAo+W5j2Q40XnHLD0IJkMunfgfO0r6/P9UksFjNJFovFXMexZ9y6dctnBns2mUHUUdi7m82ms5ioF7BTYaVaWVnx/tNoNNycbW5u+owmd43A/mKxaMJtcnLSNtDT01OPdcfii4qbkFEm5I6NjTnIGWUAxCnW9pmZGWeJoDRlgi9TVA8PD91copiUdM1qzcW9JMuFBp9QZknOlWy1WlpcXDQ5xFnb19en2dlZK4upS46Ojqxel+RsPprAVqulZ8+eSZLVJthXIF2wrs3Ozqqtrc0KzlAo5Nod8Ondd99VIpHQ+Pi41eSFQsFfCyGM9Zh7vbi4aCCKn725uWlrcKPR0Orqqu3+NMmQQFi0IMtRsWH5Z30HIwn4nNjD9/f3rf7Z2tpy9mKpVFKr1VJ/f7/K5bKKxaKdH6enp9rc3PT0XjJPUaqjmEctQaNOXAWK8uPjY9v+qblRv/f399vijYqe/DAa+192oeqn98MWB6Dc3d1thwmxAdjLcSZ0dXU5AwvybGNjwzl6/f39HtZRKBRs+Uapi60bsAf7Zjgc9hCL09OrKbl9fX369re/bfUfyjJqRe7Z6urqNZcKDoREImFQNFiLQLozKCao5jk6OrKi8e7du7p//76V3dls1tEYGxsbdpAAGuNW4ZkCgmMnBQNoa2vTzMyMayjqOTJuUXJdXFwomUwqGo1es7J2dHTor//6ryVdCQaomRuNhra2trS2tuahMIS8S7IwhT0LLABwByCbPpSBQUyNY4IsEwfpUaPRqOr1ukqlkkKhkJLJpNfozs6O7Z5vvfWWXUuorhh6NDg4aEXg513/yaxev8r1+uuvt37wgx94URGkifLg8vJS1WrVQVWlUsnKCgpZ1AqEZnFQEO7Lv6N5ubi4MNoM2ASzTr4Jif+EFhaLRSsEaErJ/qAhIrEcYIjwvmACPB5dUOTz83O9++67Hv2IdJrxlDRawXAsGGuYYqbJYHVDlo+NiAYSVDY4WQiJ7OHhoRqNhicL1Go134ugZQamGK9ps9nUs2fPHHDFZstmc3FxodXVVb9YIyMjeu2115RIJBzsSB4HQbGwxplMxpM9YAWCaD6bCdYXPuPa2pptNWzCHJ4UV1i/+Dosd6FQyEUV8j7kqIQEU2yiKAJ8CTaQ5M1g4YNNqdfrzjtBhtnd3W2WirAzNmbW+fHxsTY3N9VoNBSLxZRKpazY2NnZcZo74b8U3HwubG9BK0s4HDbIELQC8TmYZgHTSVONkglFGeAfFi1Ua7x/bJgcjNFo9Nr4VcAWgqhfvHihaDRqRgMrF+tLkkEtFBKEnrMWsHGR78IEPabb0VBT6BLsze9JoUKgJ0oeJLFbW1s+pJDY4mWm8QiuJQBBQDC86RzusMVMbsODjH0GFoFiDrCq0WgYJEqlUspms34O5+fn/l0JZUbBAqOEX1uS1z9AJoF1gFOw6zx79mrstLBzwbGp7KEUB6FQyJMvPvnkEz18+NABnWRtSbLSjuKPQzmZTPrdw95IAQLoe3l56edPOODi4qK2trYM5tBIoirr6+szcIftAFUZLCIsPOcJezz3YXt7W0tLS1b9EHTNqHbOmGAOECG4fA1KT5htlGN8ZkAs9j9sqfjzGbtLllClUtHCwoLOz8+dVxEOhx2sTc4T9lqIl2QyqfHxcbW3txt0g+GmSeacIduN9fnkyRNtbGzY0jo5Oanu7m59//vf/0rx8yW8fhXFz+Xlpba2tqxwyOfzJoMIkQxOuIH53dra0uLiooaHh3Xv3j29ePFCjx8/vpYZiOKGBgj1J+ocsm043zs7OzU0NOQz/cMPP7Rkn8aPfRQwZmNjQ/F4XHfu3LlWkxGs2t7ero2NDU9EYk8E9L19+/a18MyFhQUdHx/rxo0bnsCKApBaC3CHvSMYiI/6A2sVIBYgjvTZdBpUGeFw2IHrQdCec4X6tF6vq1gsem+LxWLOqUDVTd4QzRAAPXmUBLdDcL7//vsqfpqll0gkPEGLmnRwcFAPHz40GMJkWqbeQKySJUddQCZgJpNRe3u7CoWCCQCUPpCmEDmAN5BqgBpYnyFegnZ31hiqA0LnUUTBslMjQXzx87HlcS8hflCCouZFsXNycqInT54oHo/r5OREP/nJT/yZsOckk0lNTEwoEoloeXnZuSoMAeDnUCc8ePBA5XLZIdmASihzIafz+byGhoasHAEwKxQKajQaVr+isCGMmjrp448/dl4S4AXnfzQa9QCSoaEhJZNJn6Wzs7Pq6uqyOi9oS282m67LUbM3m01/tqWlJRU/zYis1+va2dnR3t6e+vv73YNQu1MTEPAryepSiKKLiwtVq1XnEwHIRiIRZ+cNDQ1ZyXdwcOAMLNRZKDTIhpLkfoNehXeHXotnQzyIJJMisVhMn3zyiRqNhq3XfE8yfABrEBGgDPvZz35m9Tm1HRk6KK5HRkbcn9brdXV1dXl6K0QfffH5+bni8bgzslZWVpzjs7y8rMPDQwOqZIneunXLmakQaNRm3d3dev/9990jkFtLXQWAWigU9PTpU9uvEomECoWCEomE3n77bdeuTDpE4NDZ2WkyAIKUPDEy1LBh1Wo154LyjmA3Dg4poYYiS5VhPawnzhoAMzJz+Tz9/f26f/++3QiALBCt2ISxxSNi6erqcn4ZTiCGCaDYqlQqXvtktzYaDceS5HI5q5ok6a233tI3v/lNnZ6eanl5+ZozCND28vLyX8fq9S+57t692/rRj35kxQQXAW2tVkvlctmNI0wIYAPBWmdnZ5Y+wggDxuDbpLFkUUhy80SYGYF0kqxSwCLGTcfnen5+7nR0gn3L5bIPHiSEMN7B340DHxRzaGhIFxcXDjFjoVA8kCMzNDTkxrxerxt5DLLXKIx4wSuVyrVGjRBpVCtsFoTtEjjHxkCDCJPEguV7sbFxgIKSh0Ih2y4IRmOzQ80T9HQyIYOGi8IENRI5RgAe/P6ATOSP0HRVKhVv6Lz8eKrJPuEQAaHFTkbzSOPFS4TCA3YASwqsI4cdRSsMZk9Pj9bX1z06HfUVYB/fL6iQQQnHSFEOPnJtKPiCBR7sBDLZbDark5MTLS8ve5QpX4sXGtYDrzfrD2UPRVFXV5cZF941WDkYlOHhYR9+rElANP4/NiGsZjCaHGQ8Ew5mFFawB4T50SywIQKsJRIJ5fN55w0A4AQBYApdDlHeR8AACq7JyUnfUw7o3d1dh75fXFxcGwPP2HfUHUx1QKYtXYVxwvjAagcT+CVZBYQPHpAUEAd25smTJwYlsbBSTBNOjOoPkI1mH8CVZwcwDnPDAYnkHRsdhxrPFysaYCH7J88T1RgFdaPRcM4ObCX7KZY2bKaAZq1Wy0o+mgSkwDSiyWTSjD8gN4B5JpOxyufi4sJ/j3VEESvJFidJVpmRo8W/o/DjncN+gU2KohmlVjwe1+zsrL+Wxgu1DWwyjcDi4qJ2dna83wNCQxYUCgU3fwD1SLFzuZwymYxHfQYng6DQwY9+fHzsiXkAnEyBazabnr5HIS3Jge3Bwmt+fl69vb364Q9/qPX1dUugAYMODg70J3/yJ18BP1/C6/OAHxq2k5MTMXkVOzRgKUpUwkQB8wEPyUt5+PChR/MSlFyr1czmslbJaEPlw/7M+YxSBaUpQAw2E+pAQBTOf+xU3/ve9zQ5OWkWvVwu6/Ly0kHl5XJZ2WxW1WrVClf2g+npaQ0NDTkcHdVQIpGQJE/wqtfrGh8fvzaBkIk/hMsjwadeDV6cF4yt7+3t1dnZmfPAksmkstms9wMAExRJhEdPTEzoxo0b3mNo4plaRi0dDOrHGoQ6C8tdpVJRT0+Pbty4YSCCyZqcA4Qaf/zxx7ZEkfUSiUSsSOKzPH/+XP39/ZqdnXXQNwQw9wtVVkdHhyYmJkxW9fX1+X7SuBeLRR0cHLjJTSQSzvNErVgulx03AFiJ1S2fz/usk+SzCKs4a+v8/NyKbhphzlGm9VSrVe3t7Vn9uLe3p9u3b1tRgGWOz8UeDFlIDwGZPTg4qB//+MfOGOI5oy4gVL2np8fkiaRrxEy9Xrd9a3h4WJeXlwYjuXZ2dvTo0SMdHR2ZGKc+iUSuppdSp9y7d89KG0A8SJjR0VGfDwx1IECZLCh6t1qtphcvria99vb2anJyUtvb23rvvfdcW46OjnqUe39/vycGYpHkbO7v779G4CSTSdtcLi8vr00QY/IZNUa1WrUllWeKRYyaFXCUPYl+EECT4Q9MtkVVRuYhgcyc5319fZ7gCwh2eXnpex/8fd5++21nCkLSYrs7Pz/X+Pi4UqmU3xmmohKQjdIl6OgYGhrS8fGxCfaZmRnXF/V6XSMjI9rf39ezZ880MDCg8U+HsuAOIV/p8PBQKysrJszIQkS9SM5oo9GwohxV5Pb2tmNbsF3yvBh+giMDNwy9EbU3KrfOzk7jBeFwWPPz84pEIiqVSia66GMhZen9Y7GY33EmNfKc2ZeYZJjNZi2cYJgJKjeeNwAiQdgATWSAcg/L5bKVSogtIGdR2HV1dTnknsxeFEe840Rf0GNx/rG2b968qd/7vd/7cgA/b7zxRuuDDz545X8j3+Djjz9WvV43uo7MiVF1LIi5uTmzQC9evNDW1pankYBgk6lweXmpkZER5fN55XI526QAPvjZu7u7am9v19jYmJtgAB2yVyjMeUCoTgjsJfAXKRps0s7Ojl68eGEFDs0vlh3yHIKNRjwe94FN+jsFEInygEygfoAiJPSz0VBMIQfEx01jDzDAgmy1Wg7sC0o3AWJo5jkkUGeUSiWH3m5vb2t9fd0HGuonUHPYHV6evr4+q5jI5YCtYRNG8ksxyEuNfHVxcVG7u7suSvE0Dw0NWSbIPWYTpxFFGUGRijKIQ4e/i51qZmbGI/hYe7u7uw7YGxoasp/06OjIhR+FAxsMgZcoW46Pj83689z29vasfsrn87Ym1et1h+wh4abppZgPggywGSg8AAhRd7x48cL2qGaz6UlSrDPUcQCN2L54hqxVQA7YCjY+mvNcLmeFCBJYis+zszPfB4pNcotQedCUAHrCqiLz3tnZsd0HRQigExeAQywW86QvQGRQd4IOpStwA2sV1ii+L8+QMbvpdFq3bt3SxMSED63z83Pbt0D/8esyKYdiQJKnrVWrVa2vr2tgYEDT09POZ0DBBmMFUEbYHeFvAHsE2aOe4mew1/LuA5STxwOzgdqS/AUKILKUCDbl78GuA0KhvoRhQT3Fu0jBii+eAMEg08ielUqlND09bXseRSMKG96dwcFBdXd3GySi8enp6dHNmzcdagqb0t7ernQ6bSsUjDUsVG9vrxnu6elphwpiHQhORRofH1c2m3XwPda/hw8fOvgUpRLK1pGREYNgY2Njtqb87Gc/097e3rVwbZgrLCH5fN7ZWgDlkB8AmUHvfj6fNwGxvr5+rQhmDyc4c3NzU4ODg3rttdd0enqqH/3oR9rb29PNmzethDo7O7Pa6s///M+/An6+hNergJ+Li6upRQCCAKn82dvb0/DwsNWYBKAnEgnnc/C+0RSsrq5a2YpFANVPuVy2tRnJPA0Ujenh4aHH+mIpIHson8975LIkT39hjy2VSopEIvrWt77lz8g+W6lUdHZ25hHwTBQFZCfknMYtHo9rfHxc/f39bjghMU5Pr6bM8r04Y3mn2OcIxYWAAnDn7GJCIfs96iVq2aASmAk/1F/krt25c8e5H/xdVAk0w5AsKMsBtEKhkEESSDdC+CHFUKZgM4dwLJVKJmoIR97Z2XGDhILg8ePHGhwc1P3797Wzs+MJSGQFcdaurKwok8l48m2xWLS6FPWoJNcW5OPs7u5axQNAw5Sner3uenZqasr1FxMsUdSenp46eJgaiHqZOoVpWSivsdGjCD4/P9fg4KBVvKlUSv39/SYSuf+QY2RZodBFlVwul9XR0aEbN25obGzM7wNNJ3ZnztCZmRn19vaaTAS0ZK0SZA4BCzkFyULYNdk5vPt8RhRV9Cbb29uq1+selAFIBlAKENdqtfy1QaIcCzz7AyHIJycnunPnjr72ta95+EpbW5tJz1QqZTKLMfFY8VDaoLzCyoXiiX4wGBciyZESQXsQpCfZKex7w8PD/nnsZ6i+IYPK5fK185veSpLrrqCifGVlRfv7+xocHDR5d//+/WsgMWTz4uKiCoWCwXgEAjy3ubk5nZ5ejYnf3t62UgQbKPXg+++/r9PTU08rhcjHQr64uGjlei6XMxlJT0l2K9lpACl8HS4IAvsfPXqkSqWieDyuW7dueW+k5uT5kTGJBZesUlT6TAFbX183iUd9TURHsVi0cqZcLmtnZ8dCBPrMu3fvKhaL6enTp3aZECK+sbHhPQyVFeTg2NiYI0BQbO7t7dmxRK0VFHBMTEw4V3FpacmEOTgCZB1B64Bo1LwPHjxQs9nU9PS0FUTU65FIxOAWEyybzaby+bx++7d/+19tnPv/q+uLwrJY5MG8kmBYM0FkNHJsyARigab39/ebDSBEmXwWpoDBgDAKlOlUs7OznloRLCQajYZtR/hag5ksfX19ZhYIjoYpl6SFhQUtLi5eCzgF0X7y5IntEkzTQIqJBBTJLYy1dMXEEspGJkVPT4+BEjb9vr4+TU9PW/kCskoAmSTVajXfB0aL5nI5I9zIPwGeaK6YUkTDdXl5qWQyqampKUkyQISMEIUExQbhWUweoBDY3t52g0XBiP2LDZDJICiiQMRpxFdXV61IoNnGe8lnY+Mln4BDaHZ2Vru7uz5EOYiRX5JVc3BwoHw+79G39XpdlUrF6e8dHR0qlUr2tYNcMyKQQgzgA+VHT09Nd9zLAAAgAElEQVSPmXfWXjgc1sTEhHNsuH9Mi+Bwj0QiyufzGh4etvSewgq2C7RYkpUA+EmDP4/nD3DU3t7udQmbEwqFtLGxoYuLC0ujUY2xsbOeYZN4T2E98DyzicFOLCwseE0h000mk3r+/LntW0xa6evrc/4PeSds+hySAAwU9eToAKYAZPLsuAcDAwP+u2dnZwapCL0ul8sql8vOt8BLHAqF9POf/9xFbj6ft5IwOEY8mUxacj0xMWFUn/fy+PjY44739/c9lYoCBflt0P+dzWYtkcWSiLWLrB5yBbC8nZ9fBdUzmpRnTnFBxgUsA4wKjQjADrYQWFr2DVR9hMkjqafg6uvr0ze+8Q3vXysrK1paWrrGWGWzWa2trRnImZycdMEtycU6ChsYvzfffFOVSsX3tF6v64MPPvC41yBARWOayWSsQmD9AsrRII6Pj2twcNCqAlgYzizyMiAx+vr69LWvfU2PHj3S0tKSwdXe3l4NDQ35a2GGAdvfeustLS4uamFhwWN/w+HwtfPx4OBAS0tLCoVCfo85N2mSo9GoZmdnbWteW1uzTS2dTnstsGcvLi7q9PRUU1NTmp+f1+Liot555x2FQiF9+9vfdiEO6AkQ9dX15b0oUAHlUUiiuiFXJRqNmtDgnWICJc0nihUsiRSk5+fn+vnPf66uri5NTU0pnU4rEolYtUDAOspIiJdgMD8BtbyHH374oe2e1BzI8iHqsDcfHR3pwYMHmp2dtYqvu7tb6XTaey0AV6PRMIDAGPinT58aCIKQGxwcNEhEKCyWjYODA4MSKHZpuKgNATBevgCYGACBigW2m5BcCA1JDqQPhULKZDI6ODhQrVazfY6GGKssrDMh2a3WVeZko3E1cZWaJZFIOHME9Qh7B4p26Qr8IisMRebFxYVDiiHvaKCZrISaHwUZUQbHx8dm7js6OjxNTLoC8VGNcI9pFrG8oXSnucNCB8lJkwarvru7q1qtZmKAup5puyjO2WsleZ9EFcQkr+Dgi/7+fs3MzPheA5aMjo7aPk3WGhkiEAknJydaWlrS6empRkdHbZuuVqsmJFBIAc5AGEYiEe/rW1tbVstzH46Pj/X48WOTpZIMkH300UfOv8rn81btP3r0yLlBKMhRdUG+YTWiT0JxHAz9p36cmppSKpXyusFGnMlkdHZ2pnQ6bXKOOmF4eNjDazifATvpyVDKYb2EbMf6hxsBMQD9A3UaAAG1HjULakLskqhvQqGQ6w7qJs5tMkQhuSHGCIxGaU4gNLX+3t6ec0NZM8ELccDY2JhJWNYGwfT0YPRRR0dHjgSBlOO+vfnmm3r48KGzZKjBIBHn5ubU3d1toq2zs9P7eKVSMUm7s7OjhYUFZ3oGJ2QPDg7aNst9oPYGNEJpBchYrVadi4srhedOfEc6nbb9CXVztVp19u7AwIDm5ua0ubmpy8tL31eEDezvEKIAmUdHR8rn856myvQ+6iKiYo6Pj53PWyqVLCSgX4dUr9VqBo0g6dPptAebMMiIGk+Sh64cHh4qnU67P2LPQc0ajUbdD+3u7loNur6+bgD3i67/rIqfX+YvX11ddT4Ok7mwDdFwIXlncQE8AJjA+LPRT05O6utf/7qZa6RiBIyyMYAojo6OOpwLmRyyOnzLoOY0zCChFL8dHR2eBrC8vOxinAOEA4HvRQAoYBFhxQR19vf3Kx6PWz4G0ECx1tPT44OXQgb5Znd3txkr8kwovgYGBoyWlkollUolTy5i82MyBUoNgCD+/+bmpsMOURaxIGOxmOWLjOYmnA311Pn5ue0qHEQAa6gtACkoMHgOFEnYlgiOBOCC2eeegXbDVtG08nPwUpOZhBKAYjRoe4ElX11d9XSl3t5e++UnJiZ8sNOgcY/IP6GJ7Orqsq99bm7OAAjjxYMBe7wHnZ2dBjywbCQSCb87hULBhfn+/r5VTSilYGyD3xOlEJ9paGhIJycntuPAgMBWAmIy2htZ7MDAgLLZrBKJhJklAj2xM21sbDjcMRhSxnvKM+7s7NTExITtkWQUcVhxCHIfWG+wqhSEgMV4fwHAaBaC7B9hlciCJVmxgeWnp6fHSr+ghfPmzZu6deuWDg8P9ezZM62trfng5J0K2gw5iHgvpSs2KBQKmQkmQBEVGjY21lxXV5dzwNhnAHxgLABNLy+vxoZSWAIyHR4eqlar2SoH6CjJDAbKFcJdYXl2d3d9L1A20vydn5+7eSK8Dsk4EzBebj6ZOnF5ealarabHjx9b5stIZzIE+Cz41wGsKDBgWWOxmKampqxmXF1d1dramhVzFNkUZkElIfeO59zTczXCk6kYMEPYPwEVUQoCxgISHh0dKZvN2h6C2oEpMGQoRaNR/72TkxM3c0y05H4AeDKlDRky+QP8icfjmpub08jIiLPs+P1RZ1EwoDTr6OjwyPmf/vSnevjwoXp6evTNb35Tg4OD3kM3Nja8fjs6OvQXf/EXXyl+voTXvXv3Wj/4wQ/8z6hQpM8AIbJQyFGQ5EY4n8+bPAMcgBXnzEXhyfTCb37zm7a6VioVN3dI01HYkJOBeoiclVarpeXlZa2trVkCz7tN/Ycajqyco6MjVSoVW6az2awZ+VAopKdPn2ppackkCDVGcK/Fosu65vyneQ2FrgKUUekAEKEqBCyCkeV8gpU9OjrygBLUwOfn51Y+w+geHV2NU9/c3HS9ws+W5IlOWJhRZqVSKf+ci4sLkzKcjWtra84iI+KARoNx0oBPoVBICwsLVktgoSacmdyzer2ubDarVCql09NTPXr0yPaZR48eKR6PK51O+99BWKFeZFIN4B/WWXKMbt269crwXYBIFATkB5KdhiV3enraEQE8J5RpEB18rnq9buIYUApVBoA9gbvFYlHHx8dKp9NeS/xuPG+IYdQ+rMOjoyOTUwzL4Plz9kDcEnWA8vbg4MBADwM7iGSgLsjn81ayoM6BhORMyWazmpycVCRyNb57cXFR//iP/2hCbXx83AHFxD1AOI2NjTl/SJKtk4lEQktLS1b5JBKJa+rcUqmkaDSqbDZrsJOQYGxkqH6I2MAyJ8nKeGzbRDWQtYK1CzIfC9Th4aEeP37sEebYwQFf+V69vb3urcgSW15edqB4PB63ZZ7pT5CCd+7cMSFFLQY5x97GdXZ2pkePHmloaMgWpe985zuv3L8RJNC7ofwGoGk0GtcUfhCA1ASAgWRVvf/++7bXAZTFYjG/JwcHB/rhD3+ocrnsPSoej2tsbMzEMBO1IPm3trb07NkzXVxcaGZmxr0zgcPsn6j6yaaKx+PuCYaHhyXJwA8Bz7g3pqenFYvFVCqVtL+/r76+PhUKBdvuqFXX19dtYy+Xy9cyg4JB/Owv7e3tGhoaUqNxNdwgGo1qbm5Oo6OjqtVqdvbgxuF8Irtqe3vbWWk7OzsaHR1Vf3+/nj17ZsVSsDYlkxWwEwsuwhV69r6+Pt26dcsZdrVazTlhU1NTttEFo0j+8A//8Mth9Xr99ddbf/u3f+uDFkaFCy/t/v6+kbizszOVSiWPKazVajo4OHAYElLLZrNpX/nc3JxHrCH7A/E8PDz0Aunu7raN5ejoyDcd8IHcjJs3b5olYcNkU6FppRlmA4TFAAnNZrNWy2Dxuri4MAgBa4RlgzBjWFsQXexjBDUnEgkfXIR4IiEDQCIXhnygtrY29fX12ZbE5s9UBkIFsa+QSzE+Pq6xsTH/PDZivg4Ag1Hb8XhcU1NTtqednJxocXHReTyRSES3b9/WzMyMD4LT01NlMhlPnwjmmCD5A+mX5Gk4rVbLfkoYb/ylsFbkhfDMOjo6FIvFDECdnZ2pVqs5C4A1xH0k6BdvJ004yi4sdmTKHB4eOhgbdQco9+npqf2xBBnzTFn3SIL7+vo0MjKigYEBh27Cys3OzhokwB+OqggghwMVAAoQsV6vG1iS5IMbOxqNLveTJhqQjb+HF3tgYMBFKQwx65lmnkaBd4bPynjsYGAdgAGbNRYggIzDw89GsKN6Yk9hzXd2dmp5eVnb29vXPiPjgwnLg4WGySB8lwkLBIMODw9bYca7k06n9bWvfU03b960/Jvnx7rF/06GAXljHH5M34BBB6hjz+E5EIQJEAbrBtPFH2yEPDMAWxgJSW7SeDcBhZgM2NnZaQAAa1JfX5/f/d7eXo1/OuGEwocwS3zLvG8opi4uLmyfkKT19XUVi8VroAde+6DUmRHoMFrxeFz7+/sGAvv7+xWJRLwfSHLWBI0b3nD2RCTusIEA+sHQSABvlIOAO4RPEx4P4A4oE7QTSFeFZD6f1927d31eMeqTz7G/v287HXs96oFgFhYNOoDOxMSEZmZmtLOzow8++MBScwpnJtVls1krBXiX+vv73ahVKhUDcVhMyFJ58OCBm+FvfetbDn9mFLwkM6DRaFR/9md/9hXw8yW87t2713rnnXe8T25ubhowoEZYWlryyHQK2Vwu58IbYBnVKvstE6ISiYSi0aiOjo60sLCgZDKpmZkZj88mm4IG/dmzZzo5OXHWFMo5QtDZUwhHR92zsbFhNpezD+U0zc7KyoparZZu3bpltQuTGt977z2dnJy4LqApIqvqxYsXHu/OZC+Y6Uaj4bMJmxCKUS4CT1ERol4FZCWfkPMLEAKFDSpKGlPqDiZLRqNRB7rGYjGPgO/t7dXY2JjDcJvNpq3PQeIBgG91ddWZbQsLC7p586bu3r1razXnOIqHoaEhjY+PuwZAMUvzjioDZQXTQXd3d5XNZjU1NeWGmtqJaa6tVks3btywhePg4EDpdFoHBweeihOPxxUOh32fySzE+oyFHQUI4cPr6+saGRnxfSEPgzoNK0w4HDZYhrq7re1quAzkICSWJKsesNBKn9WlwSgGzmKUM9lsVtvb2/rJT37i94xgbkDCRCLh8wnVGAGzWNDa2q5GchPmzLrHChePx5XL5UwWkDcKkcr94rlJV9l3q6ur6unp0ezsrCSZIJGkjz76yKPEOzs7bUk7Pr4aGw7x0N3drfn5eecRQQwz+jyTyej4+Ngh3gCVyWTS2aaxWMyZT8Vi0Zl35MSQk4TVrV6vO66DCchcl5dX492LxaL7LBp98gqp0V52qCAWAJTEsgi4s7GxYdBqfHzcaiGeeavVcmYMYBWfaWFhwWtve3vb05Rfvsi/AfTFBQJxtLy87M9Htiq5mdxXxsoD8n3wwQfeG3Z2dnT//n299dZbrgP+/u//3nvq6uqq840ASBEiRCJX0wgBIqnpsbwRRsxnhphKJBIGpSGPydghW3Z9fd15mj09PRofH1c8HjfRiOKLcejU9BDYKMjpXcjipU4Onj2cU0NDQ3rrrbfcW5DBijOCehxFF5N1BwcHrfru6elRf3+/VldXFQ6HNTs7656ZehWbMDbA9vZ2VSoVnxmXl5dWavf391/rMdra2jQ1NaWTk5NrcRDRaFS/9Vu/9eUBfv7u7/7O7K4kM+40qaVSyZvr6empVldXXdwzoajZbKpYLJrZABnHSy5dWcYmJydtuzo5OVG1WvWmTYODnYjQwbW1NZXLZUmfHbzYn1A7sFCCwcz8XJDl5eVlPX36VN3d3bp//77m5+c9nhi1CE1nUG58dHRkCXIymdS9e/eczSHJGyoMBUoCUERJzkYh5+fs7My2NWwF/E7BvCLUG+Fw2CF/KJFoJAh1pBHhZeN3Z4MjjA7fJz5S7hX3E7ADRUUwO4giCVnowcGBLi4ufP9hHml+sVIMDg4aZCiVSi5kyW+SrtL3CT8NhrbxGdvariZzELbIS4YFkc83OjrqQx5AA8CPooMARvJzgsHdsJ5swgBvSO1RI1G8oIZZX19XKpVSZ2enLWk0pUFARpLDnbExnZ6e2kaCbJ3JaolEwgVbuVw2mLWzs3OtEUaODcrMActBwzrAMoVUExsVf3h/G42GxzqSp8I494ODAwNbSJUBhlGmwLqicJFk9Rf/zNrAygarxFrl/cGnzN/h/WLPArjje/Cnra3Nv0Oz2VQsFrt2PwBeKcgACACHTk5OtLKyosXFxWusEkUpa7+jo8MgHU0XOVsowziIUewFc2okXQOf2U8AOZvNpsFmDr3d3V1Vq1UDyqjqUKqlUikH/wFasU6Q3rOv0/SRLcQkipWVFVUqFbMuBBfi+2Z6CkAG3n32R2xe7KOAWawF1kYqlfLnwsZVLpcNgmGNQ5nJ+wQbHbSGIm2H5Tk8PLSfm2wzQik7Ozt19+5d/e7v/q5arZaeP39uKwQFDwohiiBk3Ey5wZ4anCTRbDYNflOM00BiCSOPLjiAADtbX1+fnj175sBGSS5aOYMjkYgBpv39fT1//tz7PgGc0tUo8LGxMf3+7//+V8DPl/B6WXUN4xpUURCWKkmVSsXAyMnJiUFQrB2oH4KW0Xq97vOQr+PcGP809wqlGO9IEDhgTyOfEbAaVTf5LajyyKQhSLlWq9kOwmSWer2u4eFhT+qkeaZGy+Vyfrd5t2q1mu3jMOjkafCOUjNAoqHCo8YlyBTSEmtWLBbzOZJKpa5ZcYN7Dhf7Hc0PSoxWq6WnT58qFAqp+OkkrpGRESWTSeeQYFMgs4yw5KA1lXyyf/7nfzaLzLkiyUqJwcFBTU9PuzGmTqXGpsEETGLAxvDwsM9XVDnUnIBKgHbBKbeHh4ceDb+5uenzDUUABJwk17XSZ/l4qLWpwThLJXkyHQQeZwTK8+7ubu3t7RlMQ51P7gjX0tKSVldXdffuXX8uriAhw1lDDRmPx/0Owe6TrzY8POz7xjuEYl2S1XWAGnt7e56YlM/nnRUEsZdMJv37Mr2VIGFsyJz3l5eXPndQ9RKaDgnHeqnX6yoUCs6zvLi40DvvvCNJzuvE2g5As7a2di2vB2dEX1+fWq2W1tfXbb2OxWK+R5I8+WliYkKTk5POBGNN03MEB2Vgo5Fkkpu+BCVMOBw2aPd5F8p5QHMAH+oGiOpUKuXPz54Igbe2tqZYLOYoDepXpl8BttK8v3wdHBzoxYsXHm8fvHDJBNWGDCIiV1WSrUb7+/u2i/385z93/Tg2NqaxsTHXhgsLC64hIIxQqWFTpKcgvxbFDQpnwA2AjJ2dHQM0CD1CoZBDz9k3mey6srLieufx48dWuBEsPT8/bzV/LBbTkydPrAB87bXX/Jzb29v17rvvanFx0dPHglmLZFIxMGd+fl537tzRxsaGisWizyfy3bDK9vb2elAPZD5Kymq1amECautSqeShSpxnkGYMrjk5ObEaNplMKp1OG5yjl0LowWAc+vtms6k/+qM/+nIAPxQdFNf4tI+Pr8ZXP3/+3A8CiSu2n+7ubksYa7WabUOJREITExPKZDIGd7a2tly8S7LEj+YzlUo5pInigZcQZJ4wXR4y3j+ydYKHV1AxUq/Xtba2pidPnqi9vV3j4+NG/fC5g1aHQiEDOhycNEDYXKQrVBeFEtJ/mh2CXCXZlkDQ3OXlpdkywljZALg/ABFIkMkAwpOIRxQkmmkcQRtEMACYwyEcDmtnZ8d5JDSMsCoAcoAWkUjETD4MF40uLySsfDQaNTsAUIJCATYcSSUv987OjlZXVz3mmfsQBPPISMI/ydogXX9tbU2dnZ2W85KmT4gXeQMEtU1NTTmVHTCLtQJYwUUjTpgirCLNZ1ACHgzVDbJKZDQh5YShgeVjLQP4kKMkybJDEHEORzzujFDs6roa4bmysqK9vT1bBmnuG42riQ/ZbNayfIKBg+OhAX5A5SWZJWhvb9fk5KSSyaS2t7dVKpVUqVSu+fABpLCvcQ/53QCTUElQFFKoRqPRaxk1NCsUP6gBGYlLaLIkh3sD0G1sbGh5eVkvXry4xu7AbnV2dhpMwhYDCIL/enNzU0+fPnWeA0wRNkXWBQUFwGswfJNGHwUW94d3gXtE4Tw0NOS9g3BwCiPYDUKZWYPBMcYU+eFwWJlMxsUKvw+jVAHkCVoHjEPiChAEi09hiNUUoCKVSqmtrU2PHz9WpVIxo8R9JsgVFVVQ2QPgzF4M4wZgQvgreQUc8Mi8+bogQ4pKj2ZhYmLCAPbJyYmKxaLW1tZ0eXlpABDm+N69e5Y8U5iRe0LgP3ZazguUAuxzMPyojLBCY1lg2iT5cITW7+3t2T6A/axWq10L7qdIC9rpCNOkuCS3anx83GPph4eHtb+/rz/90z/9Cvj5El6/yjh3AuBRJGNjh4BDWUseiySvO9h81G80IT/72c/U29ur7373uz7fOH8Z+MAZ297ebpv4+vq6LZnJZNI5iRBfZFgBngBuUHfwvSFiUqmUMpmMent7VS6Xtbe354l0L1uIAJBLpZJVBFjPOTdRAcPEb2xseD+EsBkeHjYZRA4EhFLQThVUd1ID84fP1mw29eTJE+3u7hrEWl9ft7UJCwT2YYKNyVnjswKKkSMRiURULpdVLBb9rhMJwDNF8UdgMdbQrq4un0ldXV3a29tzw3J5ean5+Xn19fVpa2vLbHiwbuH/p1Ip1Wo15yii/ojFYr63qFBRj0JaQqrCtF9cXCibzRoYYKIhRGVfX58VbhBwqMCx4rDHcq4Ga7jgGsHWcvfuXdfsr7ogZwuFgh4+fGiCY3R01NOECHFmahrqr1ddPBvWBvVVJpNxfgjZTyixAZxisZgqlYrV9MGcSFQz1OOc9WSVkB2Dlebs7MzOBGrI6elpgwfcNzIF6/W6A9qphVh3l5eXevLkiQlJFF6o1DY2NrS4uKiJiQl9+9vf9u9P3QJxDbE+Pj5ugJKztre3186OgYEBW56xdr6cryNd9WcbGxvq6elxDinkD2uGfQ3lDnUDBBuqNBT09BYAHgBs2NlmZ2d/AWQMgqEvX7hLsJgRJzAwMGBbJqAaChfeFca8n56eamRkxO8H+xYTRRm2QQzG22+/rYmJCe3s7Oj9999Xd3e3ezjqHexb7DtYU8/Pzw20Y6FiD+Rd4T5ArkP+1et1zc3NKZVKua9kfDpZQouLizo4ONDs7KxHqufzef3zP/+zPvzwQ7W1tWlyclLDw8N+noBtp6enOj09dSYt4D3EPvEXKM0zmYzC4bDJUXqcy8urqW18LjJgQ6GQVe8MJpqYmFA+nzfBkEgk9OGHH6parSqdThuo474gKuC+gmcwqv773//+lyPcmYvCFNQa9UR7e7unS5ALIsmBWWwi2CtIsicDgWkqNOZBVUM6nXaTVavVPMKNHAxuJIVvrVYz8k5Tj1UE4ASmGoao9Wn43ubmpqampnT//n1nLyCdhGnlMwIWIasn64SpY/gm+W+8UBQVoKd4/LA94O8FlWSTwfaB0gEPMfJJGl/yhKTPmBHsGwRAMjVCkl+qaDTq0YKjo6NqNBoql8vOOkkmk5qcnLQKYWdnxxtvMLCbRgmlUl9fn4NlGWnY19fn0c2SvNnyh0MNtgYg4fDw0BlE5GuwDoLAEgVwuVxWKBS6NgmLIgqfN3LvtbU1B/d99NFHCofDVpPxWTggAWIAWZgsx/OiEGCt7ezsqFAo+FmiHkHWzGE2Pj5uNRuWKIqi4DQmDmkCjwEeUdcBgAWVDfV6Xb29vZqZmTGbVqlUbKlD5dFoNPTJJ5/YI9/T06N79+6ZYeN9Rb2Dj5WRskx3whZIQCDgLWomAFxABBhf1hrjNC8uLpzWH41Gvb4IyG5ra7M1DDSfppo9i4Kgs7PTwZBBCxz/LQiCku1A0Q+gEMzDYM84Pz93cN3w8LAPHkm6deuWGRwAUelKnRQserF9SdLa2ppBVSaXjYyMqNVq6eDgQIuLiwYyI5GID1CYOLJqsB7xeff29nz4MU2x+Gmg/muvvaZcLqe5uTndvHlT6+vrevr0qQvj9vZ2VatV7ymotii6mVrH/YA1h9FMpVK6e/eupqentbOz4ykXHIAAEYTbMxWREeiMXKcJjEQilsDn83k/N+y6NGLsEzC2MLOoiGh2crmc900YxaOjIwcJnpyceI8Y/zQ7jnUXzOVgD8VaiXqCQFtAd4B+CisGGWDvODk5se0TdhLgr1qt6tGjR1ZjQCQAKKNs5OxZXV21OgwbTmdnpz766COdnp6aWScX66vrl1+hUOg3Jf1vkiKS/o9Wq/UfXvrv/4OkP5J0IWlL0h+2Wq3Sp/+tKenhp1+62mq1fuc/xWfiXOJZU3OxlgFpCULmrA1OJslkMg6pPD8/161btxQKhczcQuaRt0AxfPPmTTWbTb9PgOuwnMfHx2boGd+MRUPStc8diUQ8LGF0dNQB/IA0KBOTyeS1Zp4L0Au1BYqPjo4On9X1et2AMuQRNkxy1xhYMDY2Zpss73LQ2vWrPpt8Pq9SqaSFhQW9/vrrmpycNCEA2I8SFxvU7u6uARb2+mw2q9HRUVvI2tvbPTkmnU7rzp07Oj4+NihMVhHZJvV6XTs7O65tsCjs7+8rlUopFotpeXlZe3t7zreU5PB6VP2ETAM2Sp+pK4IqKEkGa2jy+bnUVIDs7GNc5+fnWl1dVXd397Wzk3y2vr4+1xrHx8cOCI7FYrZGB5UjgFLBGuyLQB8uLFrZbNaTRNva2vz7MemU/RdlO0pp+gyAGGq+/v5+jYyM+Hnz3FhbOzs7rv+fP39udfzc3JyzHlESA/ii5gheqMewL6IuiMVizpnhXULBgrWMWgIVDiQC5DXgFyQu5w5ZeGRp8hmXl5dNip2dnTnHkxoIsgZlElYzAtAhOMh6JB4CkDR4BWtVbDqQkJD41NRkt0JuYjtttVrOiuJMh5wB0CTTZnNz0/1VOp3W9PS0fzZqGe6PJKvxWYfUocGLgSMEKkN0AxSgqgtOoJXkCcbNZlOFQkHVatVZZ3w/3sd4PK7R0VH3HVh2mepHnEZHR4fS6bT7TWq8vb0957Jtbm46GoReGSALcnFsbEzZbFZbW1taWlpSo9HQzMyMVUP5fN41K3EiBwcHyuVyWllZsSVSuuolgnXWxMSE+vv7VSgU1NnZqVwu55yg27dvm/woFApaXV01MHPnzp1rIDH7S4kDxPMAACAASURBVL1edz9FkPWLFy8cSUM0Af+MA4c/4By898Vi0WTH3t6e7z1xBl90/ZuGOzNtCAsRReTDhw9Vq9V8mLGhcHg0m01bS2icg+OeeUFpshjDDTsLCsdUlaGhIS/awcFBTwqCnUC9cnJyov7+fk+IAsDq7Lwagcm4y2g0qtu3bxsVZ5N79uyZD0FYDT4b1hoWNi85qCINAsHIbW1tnvhDsQFiycvIoUChAjAUCl1NhEomk0qlUvZJkscBWgmgUKlUVCgUvJg5cAEpAIoAkZBqwzRhAcFeBjPIC8AzAZTBy8y6oPECIOC+A6Sg/oG5wgcdBBVOT09VKBR0cXHhDZHDEn99MOsExQ3TP2D0ATUAbgBoOAhhoGDhef4cDi8HUCNJp6ioVCqehsQzgN0qFouWDfJZKZSQRSIzZSOGAaFQPT4+tqop+I6Q68O/k6586el02veORjo4QY9ClveSw48inUMaOxkjE7E7YSlk7RIoB2OL6glJMwV4EPDld+ju7jZbgeyX5wGwI8m/R39/v8ei0iwXi0UtLi4aLCNziSyioHqEwwuAbHd319lfrEsUVjTpyJkvLi5sMWKKzr179zQ/P69kMmlp+s7OjlkeCjzUPblczqHUHFYAa+Vy2Yc364HcI+xCAC08fz4zCh2UOeRaoMhCVUZRcnBw4ClVMEa5XM7TpJrNpi2jBKBT3PB+BcFlVHMAZcjEUSH29fUZuB0aGtJHH32k9957z6zR9PS0JicnVSgUXKTBZFJYsc8y6REgB7YMNRONElki7KONRsPqRdRXkmxtoGhub29XqVSyaoe9CFA/nU5rYmJCExMTlmDDDG5tbUmScxsqlYqL13w+79yGp0+f6uOPP/ZeTFAoDRFgF8UAZxpMH0q1YE4SGWd37tyxYgEQmv2jvb3dn5Umam1tTcViUX/1V3/1leLnl1yhUCgi6bmk/0LSuqT3Jf03rVZrIfA135X0bqvVehEKhf57Sb/earX+q0//21Gr1Xr1qKjPuX6Z4qfVaunJkycqFovq6OjQ/Py8awjk/JFIxPllNA80Stvb286ygc3HciFJT548MdkHU4rqj4wdbLtMf+JcQeFIfZbJZDQzM2Pwk1HyDHQg6JR3E5BdujovsVfcunXL9SHvBTZ/FKHBzBjO+0gkcq1JZP9EQbq5uan9/X0NDQ1pbGzMZ+nKyopjAoJn2a9yYVl4/vy56vW6Xn/9daXTaU/7ozbCOh6JRJyLxB4ciURUKpUkyQMcqJuoUzg3ODPC4bDeeecdDQwMOKdic3NTjUZDN27c8F7w4sULA3KSVCwWXXNhr3kZTKARPD8/dyYQypKxsTE3RbVazWQTRN3nXQxdgMil4Zufn1csFjOoBGkkXdUv6+vrZv+7urrc/NFgA34CDMHi02R+3oVyjNw3LH9kiQYn6nZ2dnoKHbU6tTmKVd6FYDQEsQ6bm5uKRCJWm5J3w7PHfoPCJZ1OW0WNpV6Ss6RedZGNB1ECwY5lnXpubGzM1nDyWROJhCSZUKKmv337to6OjrS7u6vR0VG1Wi0VCgXt7u4qlUrZ8odiC7s/LhHqu1Ao5LwozkMAGNQzWEzj8fi1HFAAArJh2FuWl5edpUVDHlTi0P8B4LE2AICwtR4fH2tsbEyXl5cOumeCJi4EQFZUVNVq1YMeqN3YewcGBkzuHB4e6ubNm18IQEL60e8Fs2SLxaKePXt2rb7H2sc+ury8rB/96EdqtVr69re/LUlWaodCIb/fZLyhHqPHopbCxXJycuK8r1arpVKp5LMFMgxgOkjObm9va3FxUdlsVm+++aZVRIVCwfgA9S9igWBtwzOjXo5EIvrGN76hcDjsqXuoNs/OzvxeQHxns1lFIhEtLi56n8chNDo66t8JxwF76ObmpkPJIfRRahF3g0OBgSH0XNSLhI4Dgj5//tx9XdDe+Du/8ztfLqsXF4c5YMPm5qbeffdd1et1J9QDNHR2dhpZ4+9gIbq8vHSTkM1mLWOFGef7w2hSVBCQxyZKuHFHR4eVBBT/sLqSnKtDpgSTqrBjZTIZN0zB/B6aczZsGmwaI2SlY2NjXnT7+/tmiAF/eMkoOpjgBYrNZkMxRPPd0dFhi1goFPL0oBcvXphZA7yi8AHsQd2ApJhwYlRUWA2wG0if2dfIQkHFgOWmra3NzBALGUSYQxKAj+Z/YmLCzwzpKU0NGwovM+qInZ0dbW9vW92A/5KMChpq8klocJBb0ywDxABiAQJeXFxYYUD4bjQatUQZQAUAiPWAcoUChoITWSNFaDgcvpbHghWEoqanp8fp+TA9wdBa7F4gz8HfldHdHHwcKEELHHYTNmmKVO4z70zwfvE70XSjyGDtkeuFZ5rPxHrFjkI+FMqh4MHNOuXeckiD9lMAEIZOwDQj0ZvNpkZGRjQ+Pu6pVmzeWLuwGfT29iqdTtvP+3LyPrLaYBHJO4TVi7HCQXtOOBxWOp1WMpm0DBomsaury/YlQFzChINMF5kvwUKqv79f+Xzea1f6bCIEhQMFAgohmgak7sHAPdgzWCxYZRi67u5uVSoVffTRR1pdXfXXckiS8cWkFPYDlCmMSw3mVKGcw7rI5AnsmpFIRIlEwhakp0+fOnyQ5oP9GeUOVqqg1JgcpaByMJhNwrMg6JUBAQSQo3zBWoYdDAsK4DmqKVgg3mNkvTCdZA+RoQTYLMnjqZn6R6h2V1eX8vm8CQMsfKg+URQChNfrdZ9lNL0AmkNDQ3r99df1xhtvWNXK2YJitbe3VwcHByqXywb3YAMHBgb0l3/5l18BP7/kCoVC35D0P7darf/y03/+HyWp1Wr9L5/z9fcl/e+tVuvXPv3nfxXgZ319XQsLC+rs7NT8/Py1jLGtrS1Fo1EHT8IuQt5Uq1UDRQTOwkKi4ERZgCUKGz/nLhPtqAfW1tYc5M+wDoDU4Bh0wmCpAXd3dzU8PHyNZEHpE8yVSafTfl/Y/8gIYZAIU3iCqlgUkoCm2GmQ29OEk/PFe4aalWl8AECQdpKcuRK8jo6OvOeEQiEtLy97zyBonTopk8mYmWcACGrlZrOpZ8+e2Yq/vb2tfD6vbDZrAg/igzpjcXFRe3t7Gh8f956PcgkFRVdXl2Kx2DUlQrVaNWi+sbGhVCp1TaF1fn7uNRUMI65UKtrb21MymTQAwcTcV2WfvGodA7ag6I3H45qcnHT9x/0Kfl5JrhdRSAbBF+pC1P+sz5GREYObwavZbKpcLmt7e1sdHR3K5/Pq6+vTxsaGG0Ke9+bmpiqVitcdwBDPFCIS8J96EOUUYBTPhHB2GkcUuo1Gw7mE5EryDjabTa9Dcllevo6Pj7W8vGyLCWsmOOltcXFR6XTa47a3trZs+4bMxTJKpmoymXSeJtOS6G3IBKRWhTzkPR0cHHQjTXwEtTYTqIIXtWgqlXL2EwoXSEPpSp12cHCgzc1N12kvK8kgiYKDGLAKQTKhWqPvkuRIkv7+fhOdklxfHx4eKhqNWlWdyWQMemK/RD1Jn4qNLwhKveqCfApawR4/fqzt7W1Fo1HXrSjDmIh6cnKiv/mbv9H5+bm+/vWvX7PTo1IB/A2FQlpbW9Py8rJJ8ng8bkU59mHUo61Wy5lpiUTCKlDWC7EG1LkPHjzQo0ePNDAwoPFPJ1fzfSGCuWdY2nD3AOZiQ15eXlYmk9G9e/d0eXmp1dVVf00qlXL2L70OuaesL8BlzkrEFDMzM7a+xWIxraysuF+hFsUBQ4wKIBhB0/Q1kUhEqVRKr732miYmJmwRJHAfQqZSqahWq+mP//iPv1xWLy6sExSrWLU4qAlh5YBi4lMul3OAKswARSvgCyw8/lNQQ5q6oKeVZjqoKIFZYTGzUQGgBANbU6mUAYVEIqHu7m5vCJubm/YJEs7J9yD7hMbmtddesz8RRrirq0uTk5MOKQa8QkbJwdHd3W3Ai3BDmuWRkREHFfO7np2dmVFmfD32AiZCBPOPaIbC4bAnWyElJkQryKBLsrcTO1RfX59R7Wq16u+H2oqXGwaQoFQUE8FNgQ0/mJHBhhzMXOIZ3b59W7FYTLu7u0ZvkYOSE5NOpz36ElaP5rXRaHikajBsFoUCwAKNG+BFMMQYNgMABtYg6MmFGQCswIfLz+Fn08zTFBLOSsYRkmeaTNLzh4eH/d/IKWA6FYohDisYJNYaHtaVlRU/s3w+b3SaYDSKJjZBGl6KyFarZZYql8vZwre0tOSQ26GhIQ0PD2tqakqpVMqjThcXFz0dKyiFbDabDs3k2XZ2diqbzTongkIZsAFv+OPHjy3PR0UD4EAQH5+bEbBDQ0MaGhpSqVQyEEuYOmA6gDHKRUAJgJqgcmJ9fV1bW1uWM8fjca9zshS4txSYFxcXbj6wNVJ4sxaDoaEceGQHsT6QCQcVcozbRL1EkRbc+wYGBlStVs2KJxIJfe9731OhUNCTJ08MlAPgUCRsbGzok08+8Wcm5Hl6etp7OOdBLpdzc0LYOIAa96Wnp0eZTMZWNAK29/f33byQ20Mxgxyc4HjWO/9LkxgOh703Bqf03b17V0tLS6rVas5QCIZjE6R8eHjoe8f+dXFx4WIFWXWtVlO1WlVPT49Dx2GD19bW9OLFi2vAYalUspVvaGhI3/nOdzxpA+tlo3EV3sn/Rx0IOAqYR+YGwPrc3Jza29v19OlTA1moMVCsFYtFy9ZR6EFOvCp/4KvrlVdO0lrgn9clvf0FX//fSfqbwD93hUKhn+vKBvYfWq3W//2qvxQKhf69pH8vySHcn3fR8B0eHnptQEp1dXX5PcJKv7a25oYJi0nQ6oqdcnl52Xk82L/6+vosz0dtglKXc1a6alIg6aQr5U48Hrc6FPs602X4jCg0X7ZtRCIRg++Dg4MGrzhjIT3IfWlvb/f9kOQx8+wrkIvB78+ZlslkVCqVTIDxfajxYHcBWJmQiCKDOhJ7KkoEVAjUWCjxyHuDBAVokmSlDeAuRFwsFlM2m7W6FIX1rVu3NDAwoFKp5DHyKIlQUkDekXf2qoaTZgtAJZjlAZiFOpGv7+jo0OjoqOsfQmMhKb7oAgihMcM6TUMEacs6YD/mXEEpgko3SOoSOovyTJJ7iZevvb09ra+vOxcrl8v5d+dzcpEVE8yaAsyhrgqqMwqFgiR5zUP4AFYdHR3p1q1bZv8B+3mXeMYo71C70W8BbpHBAhGysbGh58+f6+TkxNM/IeSoZxn9DaDKGY16ivo0GC+A+mJwcNAEBbUB088uLy99blGjSZ8BJdTFQYCN3xkyiVqVGv/y8tJNNRfTsMil3NjY0MjIiDKZjHtDIhOwoJInxT5AyC7EP3tV0AYNsU9mJDUm/58w83w+r6WlJU+hRTHCkIlms2lCFyv6q+xqwQtScX9/34BTR0eH3njjDRM6gOCAaajCJicnDRhy/3EW0GMC7F9cXGh0dNRACP06PToZmYD4TEaLxWIaHx+3Kqitrc09IQr/3/iN39DY2Jg+/vhjqzKJ1ujq6vI6AnAj1xLymum+TIzb3993zTM5Oam5uTlb6/jdcVpQE5Fltb+/bwdBq9XSyMiI91IyS4P15Pz8vM7OzvT8+XMPhkmlUhofHzcoub6+btV6oVDQixcvtLa2plAopIcPH9r5E4vF1NnZ6Uxk1sUXXf+mwA/X+fm5LQ9LS0uWzOGpZqNIJBI6OzvTO++8cy2Uk8M92KgiNQWJTqfTtrEAJBCUi0QVSwfsDAue5j3Y/KBiaDQabgJhVmgaaJqwfSHfRzEDG88i4lBj8wbZ5+AMZpQkEglvOplMRul02kAWSgCaS2R63FdeThQfbN75fN7IOJarjo4OraysuLnlgOjo6HBwHNI6Eso5PKanpx1cF7Td7e/va2JiQmdnZyqVSioUClpbW/NIyUajYRAJVuzk5MQN3fr6uu8tjMLLckBebApRJlvF43ErlJDbcriFw2GrrQC3YKtQ4JCPgZqAnCiCJ8ksoRiEWQTNBbUGmOSz0DwfHR05XJhxoSMjI/a/oqzBakI4IxkmACyxWEzxeFw9PT0GDfCHZjIZj5QkXwXVEn5+FC+o4JDfYyFi5PnU1JQ9zGRNUdQeHBxYqgjKv7W1pWq1asUUhe7KyoqOjo6USCS8kcHgItsFBL13757RbeyLgDiwOEyTwHqJ/Qs7ENlQlUpFsVhMmUzG9gA278nJSYe+g6yjyEEuHfTcE3bNfjA6Ouq0/3K5bHaDQgt2DKvNyMiI5eJBaxXPlAYheFCyHlqtlvb29hwYigKJgpxpF/iqeZ4AFjyzYAYOIA8ZOYwepmlgEhxjflFwolrs6+uziotGDvtA8OfhT87lcurt7dXU1JTBkEqlomazadlrKBRSMpl0w4C9obe3V2+99ZYmJib005/+VKVSyYo1mkGYKQA6fOMU9uy/sM65XM5jpGOxmH3cZ2dnmpmZ0dtvv61nz56pWCz6+0As8LMAxmAf2aMhIYaHh/17AIxtb2/7ewRtLqurq3r69KmLLFik3t5e/fSnP3XDxAWjxLmH9BylF+QDyiLeuZWVFe+rjUbDY5Xx4/PvJBkMla6yALByfnX9Stcv0unSKyXYoVDov5X0pqR/F/jXo61WqxIKhSYl/SgUCj1stVrLv/ANW63/KOk/SleKn1/2oVDzoswDxKFwJ4g32IRg3WTsLw0yTScTVXnHNjc3/b1oYghO5n0FJOd97OjocNZj0JotyawuGR007gAhNLXI7wF1UPRBLkhXgDoMMRM/g2HLNM6SPpdZDwIBBHMSKQAhGBx+wShqwq35b2RfdnZ2WvmMihhCh8aK+04dQPgz5Njx8bEnJUqy0uKNN94w+YTitaOjw5PKyMsjaBXLHLXrFylwOB8JhUVthWpfkvN+qGeDe1t7e/u1ASAvOxQA71FxQmqiskin0+4F2H87OjrcMGO5IbgXiywKaf6g6oDx51yEKEE9Qf1HfkdPT48mJyddy3FPUIZxAVYB6gFWAahzFpC9yZqG2GEdQmQXCgVVKhXbiABpyH3c399XpVKRdLWHQ54MDw97iiPKNOzClUpFu7u76u3t1b179zQ2NvYLoCcg0fDwsKLRqJvmYEwHZwt7DRYVrOE8I2pqSa7lUCVJskU7eB7u7e2pra3NKq6TkxOtrq5eq2mx3bDPSLoG/PD+omwGlIYwhmBi7+J5vkodhaqE3z34c7q7u6/ZrlD4USP09PT4fJ6cnNTz5891eHjo/gGQrFAoOLOLehM1/Ms5P8GL+oM6n30zmNFDDUV+JiQZzgZqCxSCEGvksAJq5XI579vBd0eSVTxkFKLcAgjkPh0dHSkej9tWdXBwoNu3b6uzs1NPnz6VJN25c0eSnFlLxhS9Lj8TrKBSqejp06caHx/X+Pi4Hjx4oFKp5GwfLM7hcFi/+Zu/qVarpcePH7s/bjabev/997W6uuoMTQKc0+m0FXH0Z9j64/G4lpeXlU6nr9k4If2XlpYcFZLNZjU9PW1FLQ4e+lJ6Y9w55+fnr1QfXlvfX/hf/zNdbW1tGhkZ8Wg3GgTkchx6SIRpggBLyIzAOsF0CELL8FHCeABOgJDNzs6qu7tb5XJZBwcHZnNokGC8kIyi7OFAwFaDWiEYiIqNhaDM0dFRhzIj9UO1QY4C4BQ+bNBwcmZgaClKQqGQ1tfXbVtAKo107tGjRw74xGYjyTJgWOtkMmlmnsONgx/JKeoQXuL29nb7t5kAdHx8rOHhYc3MzGh0dNQycJq1gYEBzc/PS5Lu3bunpaUlFQoF++/J6EFqR/NCdhCAG41jKpXS6OioxwqSZ0KjSh4S6yibzWpubk6SXCQF/aSoKjKZjNm09vZ23bt3TzMzMzo4OPDY6Waz6SBgpo/hJUVZEg6Hlcvl9Gu/9muKx+OWNAebbw40FCyoiWj2KWLw3jMVDaR7eHjYgbiARsiByQShSKFAX15etsQcoBPEGCVb8P49f/782qjz1dVVW3dan2ZRJRIJTU5O+l3F44slqq+vz17li4sLK3g43Mg5QbYJy4NdjoMMWxBB2zTTsHo0HN3d3ZqamtLY2JiKxaKR8yDYwQQqJOAAirBiTIHCY16tVl2I8hkZwz00NGQF4PHxsarVqg4ODgxe0eDzjGCqCZHnmeKRR5mD/BZVGO8Jf/g74XDYYeqwX6jaAHhbrZatYfw9DnPUeuyX/F4UvoSdd3V1KZPJGKjr7u62TY+w1NPTU5XLZY9EhrUHpAaYYN978uSJ4vG4wwaDNipC45GXx2IxK4EqlYqB2l//9V/XH/zBH+gf/uEf9ODBA0kyg4TCMliwB4PSAbDr9bqePHniAiscvhpr+73vfU8LCwtaWVnRw4cPlcvlPBGoWCz6HEAZwxUM82YdQzLwWWgqOSd2d3etnODeoQbFEx4MmkeSzjoLh8PXABoKEBhgWNaBgQHbQMgiIIyb5okmjWBUFHwUUW1tVyOsx8bGvF6/un6la11SMBhkRFLl5S8KhUK/Iel/kvTvWq3WGf++1WpVPv3flVAo9GNJ9yX9AvDzy65g/haqYWxLNNHBRmh1ddWBvLyP0WhUh4eHDqEMjrVutVqamJjwZMX9/X03r6lUSuFw+FpIMpNukLIT9kmjzsQZiC2YezIYk8mkm0FA3pevZrNp++np6ak2NzfV39/v806Ss8X+JVdQSYDKgWmo7GvcP3IOG42G1tfXrS6nIQOsRR0hyecaAD/7N00KZACgwMHBgba3t30fNzY2VCqVNDU1pcHBQdeuDOhA0ZdMJjUyMmIFL9ZvLDmvanaDF8CPJDeGfDbOJyzm7I/YkbCN9/f3uwZHGUS9jDKU37Wtrc3B4cEMNkkOxQ/mKUHSEgvA5+Tc42Kf5fyQroMFKE2Dgd+pVMrgBZ+PC8UJF/s0tSAqtmw2a2Jif39fx8fHymazPpdeBhOkzwY+rK2t2aoNAENcBI1nsVh0rggj3wHzUDWh0giFQpqbm/P0yldd5EqFQiFtbW3Zco66i/oFMAXieGxszHsGz+xlkOTi4kKVSkWnp6funYiW6O/vt8KYyANscDzv4Gh4Qrn5PV6+hycnJ6pUKurs7NSNGzckyXYq+gFIMHpP6tHPu1Chc3Gmou4Prg3uA+rnoaEhTU9Pa2FhQdVq9ReEDZFIxMoqJmtSd5NxRH4a+X3Bn8P+A8gN0F6tVg2U0pPv7Owol8sZ4INUvLi40OHhobMre3t7NT09/bngE3si7xTRDIgyyAAFbCdEmniRSqWiUqnkSJanT5+qVqvpxo0brsvob4+Ojhw5EI1GHSUBWTc+Pm7QlT2CGhGlI1lFxAIAqq+trRmk4sw5ODjwOHhsv6x5coeOjo78WbDak4mWSCRse6auajQarpfpEVHiso89ePBAsVhM3/nOdz53HUpfIuCH0cJzc3OamppStVpVtVp12C2ACzeeQ44QVDZRZF0swnQ6bfkk9jGKWV5YABHS7IPWlEwmo5GREasdarWaQR4YHBZ2uVx2Vg2HFoU2OSuwzGdnZ5qdnbX1BMAChpzxeoTPoj5otVr2DAPGcOAhX6ZhPz8/d1OLFBjfMCoDSVZrFItFF24ghqiYwuGwZd3ZbNbgG0hto9Ew+EMzgT0C1HVra8vWhg8//NBj5GHTUAtks1lPXWLyBhtWLpdTe3u7G3vUBhcXF0qlUhoZGbGsjiYMZQ95FzDwrBWYSSxdm5ub2t3d1Y0bN5RMJr3Ozs7O9MEHH1wL6kulUsrlci7AUIIxoWJoaEi5XE6ZTMabL7JugEZ+t2CItySj5uHw1QSTqakpZTIZZTIZf6ZareZCgQbuxo0bRuGxy1CsYTNiegWfiWIf+SnFaGdnp4rFomq1ms7Pzz0Ge2trS5ubm56UQbGBsgukP5FI6Pnz51pZWVG5XHb+CYfDxcXV2FXkrR0dHZqZmfEI6lKppNPTU42OjloFQrAwYEC5XNbp6amL7NPTUz179sz35cGDBz6waWAAzMjuAvgZHx83UIxkNMgSYsOCParX6+ro6PCBQkOPUqVer6tarRrQRTkBMMi7gboCEBzlHewHKD8B9EG5eLPZVC6X09TUlNlTCraNjQ03DyhKYAuC7yx7IYHnsGJMngHoxhterVZVKBRULpfdTGB9Qilw584dvfHGGwZ/AG23traUTqctGaZIYQ+iMMGvjgKIYmx9fV0XFxeanZ31dKpSqaR/+qd/0uLiom7duqXxT0dlrqys2BPP5JGNjQ1nerDOsURQzEQiET83JMb7+/saGRlROBx2Y4T9AvYL2zHDAWCkmcLBPsikStQOMKU0NWSR0GihyqGQJ98oyDYyeQLFJSATxSDTUWCRpSubLyQBUmQyXIKZDAR0soewL9FoUVSzT3x1/UrX+5JmQqHQhKSypP9a0u8Fv+DTXJ+/kPSbrVZrM/Dvo5JetFqts1AoFJf0a5L+13/Jh4hEIj6XpCtQnUwQ1NQQWtglySqkyUBiz0hmcnhQTwDEECYci8U8ulaSs9cAYMmQOTs7c37B7u6uAc9XAQ68JwA9X2QNIpNGku1l1ILs9b+MNX3VhY0ZtpzaDNUstSaNbVtbm/b397W6uqpoNKpMJnMtmJhmnxyh4eFhh7AzEXZ3d1fRaFS5XE47OzsmY/gM+/v7DjTm/FlcXHQIN8AA5xh7ErlKAPFB1crQ0JA2Nzd/JeCHWoQsTEhVVMyoGlG1ACixv0ajUbW1tXlPg3TESo2iNzix61XXy2CLJNcj1C5BQo79DVCeuoZeAjCfz0KsAHUPirTd3V3XmTThkAFcrDvAfYAISAeUqzTI1O4vAxZcKPAJo768vHTu1drami28N27c0O7urlZXV/XjH//YzxjAE9B/cHBQyWTylbk/2Jmwp0iyhTAIMDBQhOBzlEypVOoaUAyh9qrfCQUidkaad87uaDRq6xJRAO3t7Y5pQJW6u7ur9fV1lcvla+A2fSDOjGw261oLQgUwkn2G/QKC6/MsVq8C6QARqEeCz5Z+iPuFGppgLC8UzwAAIABJREFU4zt37ujw8NB1BbYo7ETYf8gyA6xqb293/hnPMgh6SvIAo83NTYsAECBQu1JLDg8Pm3Bm/c7MzKi9vd01xKvey46ODkczlEolCyXIdGprazMQHCQiUG91dHRYSTMyMqL19XX3ZZlMxvUXABg5iACPOASoo1DQzc/PW3SAyjISiWhpaUlra2smrzs7Ow3YEjrPfkRN/bOf/Uyjo6O6c+eO9vf3tbOzo2fPnun09FTr6+saGhry4BbUgezd/f39ymaznp65s7NjFRH9W1dXl+bn522xvLi4sIXti65/c+CHDQN2ZGdnx6naTG6gOUFWRnYLEwcSicQ11QIH7N7enkqlkiWuIIs0WyCqSGxbrZaLDHJimCDDphOJXCWYM81E0rXDYG9vT5eXl0qlUpqenjYDSqPOdCRCi2HpJXmMOS8noXn8gQHDunZ0dGSJJggtLzlXd3e37ty5Y088Lz2e0L29PXV1dRncCjL1BN9RyLS3t2tubk65XE5DQ0M+JBuNz8bkJZNJTUxMqK2tTbu7u2ZAyAvJZDL+b7BQu7u79vTie+SzBsPbUqmUurq6fNgyjnJ7e1urq6taX19XtVo1swRjD4tCQREKhcz24yGHPYFpogkFoeWzHR0d2aNK+CQWOsJWURbBPB4dHem9994zEMN9o3Bob2/X2NiYbt686RwF1tb5+blSqZRu3Lih0dFRB2wDdDD6emtrS1NTU1bCTU5OeooC4dVMC3j8+LHVZwB0PCcQ70ajoaWlJSPs2HuGh4ddTC4vLzt3hQBGQEsKBkALPjOHcFtbmyYmJpwpRMPcaDT05MkTra6uXmNf8WpjXwqqJSiK2U+kz1RjbJgAkrlczuue7KK7d+/aXgfDieQYJRjKP+4HYMLc3JySyaQ/K6AsSiasCZKuyfWZpkGIexDYxmIKE/T/sPcuvY2m1/XvIilREiVRFO8URVFSSapLd3W3027YgQEjo4z+H+V8iv/0ABlkdoDgDDM5AQIcIIMTOEAQA4ndbcfddnfddKVE8SZSJHWneDsD+bfrIVtSqapv5XRtoOB2t0p8+b7P+zx7r73W2pOTk1paWrLDjMO1UChod3fXuhIbGxvmj0WHAhYLByn/TEeR/cuVbh4fHw9IeZiUQ2GHzKtQKOjp06c2UQafKxiHS0tLCgaDevjwoe0PSNXwoWEsOAkTnl74mGFmSgdyenpay8vLZrqNpIwpPblcTpVKRVtbW1pZWVEikbBDkv3ApczCYkDGStGVTqf1k5/8RDs7O9YNBzR+7733NDMzo/X1dZNCkhy6DQXkvCSTsK6Wl5c1OztrVHt3HcOeooMIsITvCZ1XSdrY2FA6nVY8Hrf9BFAXUBtZZ6fzciog6woPBsB4GGBjY2P2XGAl4GfAWQ2TgvV4eHhoHh4YY76L26Pf73c8Hs//Ien/09U49/+73+9/5fF4/rek3/X7/f9X0v8paUrS//Pn587Y9oeS/i+Px9OT5NWVx8+Taz/oFQGzj3fz4ODAZBCcl8jN8Xian5+3v1+pVKwB43aVp6amrElEuN5mwwyIcDhsYDp5DD4jdOiH/54bFNKuZOK6AhK5wfj4uBVc4XDY9hukITQ57hp0YHln8fvjD8xuCgxyXvJaxndns1nLj7xer5aWlgzgd81tkfCenp5qZWXFgBskcYwhpvPN8A68Q2A0I6VFslWr1QamAvK5tVrN2IXIaYalV5Isj+LspVjDBxKDXPI+GFEuUE3zD58ezs3nz5/b1J9YLDbAUn1VXAf8uMG5jFcK+zKgJ9+VIpHGyHAd4ha5jLBGhkbR6Uq9ADBgpqB4cIPCEpYTzPmbwuO5msyG72MikTDmFAAsDUa+81dffWXnpCQr5GnmcW7eFNRosJ1pGA/HsHE5ZyZytdueU7fbtcYvf8h7MMnl7GPfAaggF8PDhzwOfyKeJTkItSBAEqDzdeuNWg4GybAElGc9fD9cBt11/518HrkmKo3T01N9/vnnisfjWlhYMJYaAD6NaGxEULkAGJMn0GCkkeN+PnuH68lFcxJZHUbHrv9lv983UJ+c4DbPoUgkYoy2eDxuUlr8TKkRut0rA+VGo6FHjx5pYmJCCwsL2t3d1fr6unkwkX8HAgFrSrJvvXjxwlhXDMFotVo2NAqrBGSEMJBCoZA1ZMmP8Tli75ydnbU6an5+XrOzs/rP//xPbW1t2XPhXCUHo5ZnUvbU1JT29vZMsQTQCpmk1WoZ0wymLrLbSqWi1dVVdTod/fGPf7z2XhM/6FQv6eWkAjoipVLJ/FAwU5NkyQR0M0ZAc+MY7cthCz2R4pcuFB1MkhoXjWRhsuhgCWDKDEjlHmZsbiQjJBp0HzA8A03m0KZYoLhko8CnA7YQwES5XFaxWDTpGwaBAASRSMQmIOAG7vP5tLa2pg8++MCK8t3dXdN2o8/HJwKfChIYuiscvEid6L7RDXTNbRl77VJXAUeCwaBJ+vBJyefzloRMTEwYyOSacmE+yOaK5AU0GV+Aw8NDPXv2zMAItNXValWtVstAHPTRkkyutb+/b27w2WxWwWDQfFwAyVzTVrdIh3HE86X7hrk4nVJ+luklACNQY9mkSYJICrPZrMmMpCtQg8Mas0VAjMnJSRUKBRt7jYcRZpUcYt3ulSl3Pp/XxcWFMQIWFhZs6sTW1pbRdaPRqJaWlozdBu0VJhxdXAxpKQZ4t/1+vyXaTG3IZDK27tGgsy5cAJP7vbS0ZN1nGAtMn0KzXqvVNDY2psXFRXW7XdP6Li4umr9Ut9s18C0ajeqv//qvzSwQDy0miRUKBW1ubg4YdbM3IFWAEru1tWVeQLxL+KIgo2B6BLICwEG6GcgY8WmCTSHJ1j6JIqZ3eI4hp8TMXpJSqdQA07DdbptfEu+CO5rU7XaNjo7aXsD3Auhgz+N5jo6Omrm2O7UHb4iRkREDs8LhsM7OzvTkyRM9f/7cDA2TyaSxT3Z2dmx0PHIOv99v37nf79thvbi4aJ5nn376qfL5vIFE7Bl4FnHYlkolbW9vm4YeoJjkGD+FeDxuBn94H4VCIS3+ebrN9va2fRayTDrr3Ct3yiK09MU/T4e7vLy0PQW6L51BvATcpJHnBhuA5AgvBxgFeA3RISoWiwNTI2BU4d/AmFOv92oCYyaTMTYtZxrFHKChK2HjHrO2fv/737+b6vUWxqumeiGzCQQCyufzxuRBXgXDF9Nm6aqQ42ddphBG6G7AaMZr7LrodDrK5/M6PDy0wRRI0BlIcF3AnkUGQc6UyWRsD5JkxXMikTAjW/bYs7Mz7e/vmx8WLNjrzHsJmnownJBNUiwhrcV7kSKAIokcEJ9JWNzka7OzswMddN7BQCCgP/zhD/L7/fr5z39uOSief+vr6yZjYM9uNBr69NNPzeIAU34mQPE7eI4U5LCsKAJhmyNp4zu6ElDOpE6nY4zWZrOpZDJpktrR0VFjl9BQnZ2dtefc6XRUrVYNGCwUCjaYgvXD59+0ngiApm8i3yNvB8QBoF9eXr4ViOE6WaOwcNPptP07ZI+FQsGAnuuCRgZ5A+Ac+y8FPL48sOZgkw/L2Ah8HmGW4q3K8+cZXxejo6PGUI1GowPj0gnuV7/fH/CFJD+l+QNLlkLeDXeyG2dXPp/X2NiYsTCuu9/UeLAkut2uTcOk4U8tzM/AfmON37YHSFfrAxNqSALE5eWlWUgMA0fuFFuGplwXMOdyuZw8nquJWYFAQD/72c++JqfCDoR3dVjdcX5+bs91amrKBjW4zCtqXQbvYD9Sr9d1//59G7LywQcfmKciQBB+krBPkJXfJPuCbMD9AJwDfIR5XavVtLW1ZYNber2eXrx4oUKhYJP1/vCHP9gEQhoSiUTCfFlppvK+0NyApMEAhFKppL29q9kLnU7HGnaw/05PT7W1tWUebQB0GxsbSiQSWl1dtX0CY+9wOGxrH9UQw5Uk2bRg5Krkah6Px2pyJMrNZtM8Ip89eyafz6eVlRUdHR3p+fPn+l//63+9nVO9JFlC4Y6MhZqeSCSsyIrFYuY502w2tbKyYsgyDB88QECCkS6QmK6srNikBEmGoIFi4ysC2k+xtLW1ZZO9KBzwz+Hv0RWenJy0lx4EGLYOhmUuqweGEzplfBvQ+/H9SabGx8eVzWZNLnNycmITnZ4+fWpgE8kH04zwfHEL3263awa/dMDo/ONpQqcCwO2zzz6zA3RkZMSSFbxZ6AThC0LXitHxfCeK30ePHimRSBiSTvGaz+etc8xLynXSUaK7BtvJ7/drZWVF9+/ft4kK0OkePXpkhRbrrN/vm0nXyMiIHd50uOgyHR4eqlQq2T0iKQLE8XiuHOMfPXqk5eVlnZ2dGYgAys76HBkZ0dzcnDGr0J1zMFQqFZ2fnysSiSgcDhvb7fDw0KZyAfhgin52dmbyDHxQWF/cx1qtZgaLGK3BAEmn0+Yhw2Qt7uva2prW19dtLC3vJNKVdDptnSXAGABWukqwqHw+n30WPgOM34VWivQGKjmMsoODA+v04aGD3IrfQzctGAyafAE/Gby4pJfeVsgOdnd3TRqEMSIUafYU7jmsD96n58+f2zQuujaSzBuo17uaUpdIJPT+++9rdXVVqVRK7XbbDtFWq2XFNAbHFB10V0ieCcxH0foCbsPsgQHZbrcHzNABnlh/7oEN3RR6Pu+u2ynCW4kDnolf4XDY9meAC4BpGEB0qPHTWFpaUiwWs3cFiWUsFtN7772ner1u3l+AILDNJiYm9OjRI6N4B4NBffLJJ/rlL3+pf/mXf9GzZ8/MqNpldnJts7OzevjwoXZ3d+05wyqAflyr1QYmJbDPNxoNbWxsaGVlRR9//LF2d3ft+cTjccViMWMUQePGANnnuxptC6DFWg+FQrbHMy6a5w84HA6Htbq6qmQyqU6no1wup93dXUva8JMDQOZdXV9fN78rGJAUmjAtYTx0Oh3b7zDOdbtv6N1hMdGA4LMpVn7/+99/J/nCu/juwmWlceYyvYcCjD3I3Y8oivDl8/l8yuVy18qsAIlvK9JZv+FwWJ1OR9vb2xoZuZq4eFuw13JNdGSRb7OPu+fRsOTm5OTEpna5nV1kIwDkyM8BTNlTSODr9bq9P8MBQxVDdQpK2C3BYNDY3EzeKRQKmpmZscbl5eWlNTqi0agV3ch5+/2+VldXzXuP/RsJHmxy2KywjOPxuHXd6XoD/HGP8U/BT8iVm5KHAbITPA8mruGtx0ROWNY+n2+AGcBZhoQNhoTLhCefR458U8Dif5Po9/t2/2hIUUCOjY3d6u1CeDwea04jYQmHw5bXwzrnWm8KmhknJyf2s6gUYMvgf8l1tVovJ+HdFCMjI8pms/b/yblpLN0W1C+sE/IvSXY95LswaUqlknkbYjdAE+Ls7MzylWHGIP6sSNg4D5ErItOB4QOjkdoBL0aYrLDDUQBIMikR3+UuATjpTl/lfvN7r/tdKBLICW4KmvR890QioaOjI3366ae6f/++ksmk/X6khdf9jlAoZHXl0dGR5ZiulFN6Kf9CmhmLxczn1u/3K51O6+nTp/rDH/5gNgTUxufn59rc3FQ6nVY4HDaWGnXV8HvK/uo2ZSORiN0PmqKRSEStVksbGxu2vvr9vn7yk5+Yp9cvfvEL/du//ZtqtZp5zeIFNTc3p+PjY2vww0QkT6YZCqseNQgNVfI7STbogiZevV7XzMyMMbP5fYyqPzo6UiaTUSaTUbVa1ebmpjUYZmdnjRyAEgDCBEDYxMSE+Wzi5YjqhPcCWW4ikbh1rf7gwA9Uc6QXvJwXFxcqlUpGUeQh4EUSjUato0RBgQv95eXVeNCHDx/q/Pxc29vbNpGFSUgguZiZ4Z0AqwcUluITpJxCGb8EwAB8YkDmAEyQfoVCIY2Pj5uszNURu5sDEjTXqwOGEZ3v58+fm88RCb3rHURiAE0fGY0kA1yYfNVoNJTP5wc6BmiB8WTh+tjQKErwVJmfnzf/HKi3SMe2trbMp8f1/snlcgoEAvrggw80PT1thsxMLKMbfXl5OTDxykXog8GgNjY29OWXX5pPB0UmVDumDZXLZZuI4HbmoUqzAQDmAEBgKAaY4U7FYNwk9/Pi4kLPnj2zpBD6JAkZf2B0AMLAOtva2jJAgWIVfTuMJ+iW3W7XxjlDJ+b5kVRibpfP541BVKlUtLGxYV2Tjz76SL1ez7yC6MpwraxRDhm6vdls1tYX7AhMrwFx6aTiS4REEMbGkydPlM/nTd7lTs1jM0RTDIOF4vurr76yjZ+kBGPQQCCgSqUir9drQBMeLEjroAQ3m00Vi0U9e/bMtNJsuNBMmaBAl2R5eVnxeFzVatVolnRDm82mKpWK+bYgu1tYWNDKysrAoYuBG5MSOGBOT0/NcHhsbMz+wBzkQPP5fMYQYi84PDxUIBAwhhMFOkWcS6l33208xkjMYW0BXCOFQzrEFAFoypVKxd4P9m+SZEAd9kfAyZmZGa2uriqRSNj3Ojw8VLFY1JMnT5TJZMxTx71mDPEKhYLJJz799FMVCgU9fvxYf/u3f6tEIqEXL16oXC6bFwlA3+XlpXkQfPLJJ1pfX7eJMpj44yHFXuCyW+j2vHjxQul02iZNUNzAtgGM4ZxzwV9J5rPG/1J486wpppAd+nw+7e/vG+BNtxkWFH5z/Pz+/r6KxaJ9JpM4WMusT4q8mZkZ1et1HRwc2JhZaP+Aim7xxPMAaMUrhP3xXfxlhcfjsYYB4D7MaIK1i9+ZJCtAKfrYW4fXAWfXbZNmpJfs7lQqZZ15vOhgTl8XroQEZgFG0+QPrtm59LL5J70c9MDocHIMgI5qtfo1rxWYgu6kL/Za3i2XIUlz7Lqg2YEJNA0lzl0mTNIAg6HT6XS0t7dnzAT+3vz8vKrVqi4uLuys6ff75i05NzensbExA1UikYjW1tbsTKBZ4Br5AlrdBehwA0Y4LEyAFDrofC9yaTfGxsbM64RCLBQKWSMWn5R6vX4rm+dVUq/rggYvzQGfz2fN6pGREevCvwoYcQNJ+e7urjUH3alX0qvBhkgkYvLg4c8mT0YFQQOlXq+/lnwRYPRV0e12zd8GNgvWF8MsH959gCIkSO6UKBog9XrdhvnwLrlsKdYF7yTPiSExsCVcACcUCunw8NCAMIgGDNbA0+ZVe9RNQeObITGwSG57roA0yOVfFdQqNEy/+uorffXVVzaa/KZrh3HY6/WMZQXD+zpG07CflCST8/Ndstms5SSwHSE/oOhgKqDffzXB+ODgwHIVd+1ix3Lv3r0BgIOGPaSPeDyufr9vEvX79+/b0B0a1JlMxmojwGwa4ADT+XzeBge4rEhqtG63q8ePH5uHU7FYtPcVqxPWbjweVzAYtOtjwjHDOqiXeS9cH93NzU1VKhWFw2FjfMEUh0UEwzIQCNgUwmw2a0A84CYMydsmLUo/MPCDpwQHPa7Z2WzWNgQeBJOTYCGcn5/bgeVObvB4POajQtey1+tpZWXFugMg4SCXa2tr5h3TarVsQgyGaxiSYmYFGg0Y5fP5NDc3Z4cBhZ1rGFar1cxZny4PhTUmfHgBYcgqyaiwa2trJsfa39/X1taWyQ6mpqaMtkuiBkWOzQ0/HToFmBuHw2FbTBSa0ktKNgUQmzCJPve107ka9Yz+mwLG4/HYzwcCAWPgQOfk5dve3lYsFjMa3pMnT0z64d4fGCocmnhKMA0CiQ8vyt7ennw+n3mogG5j5kbnCARckgqFgtbX1+1FA3mNxWLWjdjY2NDMzIzee+89PXz40Mwt6b73ej1lMhmtrq4OMHhgZwCMhUIh85q6vLy0jZtpJ/jgPHjwwLr+rrSmWq3aGOyFhQWjUqNzZvrS8fGxeVRBOWSMLl0Pj8djE61IuEl4Kdih4FarVW1sbGhnZ0fBYFCTk5NmVlyr1XRwcCBJBvIhKcFwHFPHL7/8UqVSyaRBfKdarWaHB340HJwU57yTrAvYCACeMN8wio9EIkavh33H2sV3Z3t7W9Vq1a4ZXyc6AC6rodPpGMsDnxM6eFBDI5GIUqmU/uqv/srGmgMKUpzTKcbsMZFI2Lqn6Of74TGDMS/3CPDx/PxcBwcHxvTjHUfWiMwIxgpj1OncAhQDULgMDxJ2RjRjyEg3HSAAhqMkA++Qi8F8YW/CGH59fd0YTmjSkSQw1hzJpmsQTaKHVANad7fb1S9/+Ut98skn5oP29OlTlUolSTIWGh3BbrerlZUVjY6OmsdGvV43I9JIJGKJgMvqwsxxc3PTnsXZ2ZmxZtgL2Y8XFhY0Pj6unZ0dY/SQtOMjwfcgGWXNjo+PW6FVq9W0u7trUljkB9D0a7XagN8VxTzrvVqtGjWZfQJQjbNWknVNYffgw9VqtQyI5NylE04h/LpF4bt4O4KzvVwuD8gTOXv5GdefhOIOWjo/Qx7gBu+OK8cYDkzGYcPAQkGqjmzlOvAEgBNwe2ZmxvY1WEzIl1zgh++Cj6ErxQDoYHIiDGeY5dcxM8jdAGDvGrD62JPZC2ZmZpTL5dRut3Xv3j2Njo7q7OzMfPLwg5yenrbn1W63VS6XbQ86OTlRuVyWJAN58Uva29tTvV63fZAArPm2gntFgwrPNc5jmpvX3VMaoZjXwl6hcERqdNNkJcA7V37HeYfPJkAH56/rV4UsZlimM+xXc9fA2JZmCOsRYOougMt1PwPQwtkvXZkqM3HMNSX+poF/o+uT5QbypUAg8LV3lob78F5AM5lhIe7nwLLHa3J4QhYgJf6P09PTX3s2qC1oivLcJdno+ttYN3cJajY8TmF+D4MobjBJ9i5B3kBz6Wc/+5mePXumcrmsSqWiRCKhTCZj+xPyUvwvCRh71LSYE3M/3CaVJMshw+GwYrGY6vW6MfLIC2isjo+Pa3Fx0SbgdjpXg26i0agNMTo/P7dGrySrE4vFojVOacTjiQkoCNMddiP1Ht8lGAxavso+NjMzY+oLiAg0Trmv5Np4NQEwEzQt3cl7XD9nZjAYNAN1roFmXrvd1tbWlnmtcU2wo37xi18MrBEYRKx7fg/AGbUTBAwGurwqB/vBgB+KdQyhxsfHbb49SSdJ6ubmpiFtY2Nj2tzcNHr64eGhNjc3DYwJh8PmfwDTBB8NSWa8FwgETC/HuEFYPiBrU1NTevz4saGNoID4m7iHM34zHCIwTxhNiF+Ci2JPT0+bDpLDEKNgDoBoNKpMJiOfz2fsoUgkYtdMB5qEu1gsGsMDbxjomgBVuO8jFwKpffDggYFLdP0xNIbpBLMAZhBJFp10ijrp5RhjCj4YEb1ez8a7Hh0daX19XV988YUxnUZGRoyd5cpdms2mtre3DWmlm4b/CJ4b/X7fRmTn83m1Wi1joKBR5/dReHP9KysrVmTWajXlcjnblNm42u22CoWCms2mmbEGAgF9/PHHqtVq2tvb09bWliWv4XB4APBKJpNmgnt+fq4//vGPajQaSqfTZpqZTqfN9IyEE88rvGMymYwBZkjWKMIAoqanp/XJJ59YEgCrh6lB+Bqh3+bgxHcgmUzq7OxMuVzONsJOp6NyuazNzU1jjfA+ICdZWlrSvXv3bOPkPS0Wi2Z8m06nbbT72dmZyYiQAmL+TDEwOjqqZ8+eyePxGJgEHR+qOrJNRmxXq1VjfzGVAg+wer1u9NNAIGCdi48++kiLi4vWlTo9PVU+n7eEHqM4wDEmRgAcwORaWVnRyMiIFcyYa9K5CIfDikQiunfvnt3/4QSApJ014Pf7lclkjEbsUlKRKJyfn6tYLGpnZ8fYIIDR7DOuGTGMM5IAJo8AvpHQ4S2USqXMUJD3iINfkiXgFCAYY8OOIonnkD05OdHY2JhWVlasewjLp1QqaWtry7y4kCpw7exr0HU///xznZ2d6ZNPPjEG1crKipaWlqyDdHx8bGubbmQ2m7UCCPo5zBd8dWAhktDBEOW6AMqgOrvXl8vlzKCe9YdpJn8PGjxMOp5Lr9czfzCegWuy7MofYCgyWY2E2/VjYf9G7450wJUwTExMmDcZLAKARsBSiifOXSjh36dv4Lv4dgNgFuNzSQPAjyRLsCVZMT3cZcavirUjyfKAYeNTNzBipaMKaIO/ULPZNIB7GJSgkCNpj0Qi9r7TaMKwfFjGcXJyYmyfm+4L0pNXhTuh6XUDUBWPDlhO5I+dTkeLi4t2ziBLxQjbleLBPHenZwFqxONxeb1eHR4eWp5yV0nLNwlyQsA315dI0kCRNRw0SzgDXEYK+xVsFwAsuu4A99KVGbnrQ0T+QXHMuUVRG4vFbjSQflPgBwAVr0jiroyf64KJm8js3YhGo1a0wo5/kyAXg70KUAOjQZJZE8BEHvas4Ty7iZnifnfeOfx8GHZyE3jMe3pbIHNEhk7TFNnXm94bN/DLce0gbnumsNCRhN/GOALgZd35fD49evRI8/PzNtyiVquZpxM1DgNepJesShiB2HagbAgEAlYbErCF2Cvwvu12u1pYWFA2m7V8jqmmKHLwnTw/P7frYEAS67Hf7w8MXWGgEnk66g9JymQytq5oCMTjca2urmpzc9O8WZlOi41IIpGwfHlsbMzWMAxnmNtMKnb3I3dKGMxD1BVEr9czWZbXe2XMD1v04cOHymazyufz+q//+i+Nj4/rwYMHJotkEjUSXDeYgofVRK/X09OnT+1nl5aWrJYBU7gtvnfgh4XRbDatAzEzM6P5+XlNT08rl8vZSEC8ECgo0WcXCgXrnuMHBO3t9PRUExMTmp+fVzwet8SaTZ3OPH4M4+PjevLkyQDqRycZKRmmsIxrp8iEIcMkHPTxULRgiXC4MFkBYIUEG4oWrJVEImEFNqOmvV6vsSg45GBuzM7Oyuv1WuHCPcrn81pYWLCuHCBAOp3WycmJtre3zYQRyiSSL0mGVE9NTSkWiykYDJofCGgzrCmXnVMul9VoNDQ9PW10acAvzGJJtOgqusazmE3zu7kml62CZwhmscvLy2bkxssMwEb0o8ufAAAgAElEQVSyCUJLYeb6/CC3gF0GmAQFeXJy0jwzjo6ObKw4ND/0lyQYgBPJZFLpdNom9ZD47O7uqlqtamdnRxcXF3r06JGZSkNVJWkm4a1Wq0omk8auWlxcNFAB+ieJHqa3/X7fpnvAWiGBwoAYVgKmi2dnZyoWi/aepFIpk1uenJxoZGTEDNByuZz29/fl9Xo1Pz+v9957zxgolUpFuVzO7jVdG0z/8AfC++rx48eampoy8OzJkyd68eKFFRp0+pDhXVxcGAC8v7+vaDSqn/zkJ0qn0yoWi0aJ3Nvbs7VCMUEXj+QTxBxGzO7urkZGRrSzs2P3G+aPy5rBcHNkZMTGqSNT43njudXtXo1dh9lEEQ/wjRdMt9vV2NiYgZEwOgKBgJmjI6cigZGu2CywvNxpU6wPniM0aYohfgeddlfvzj07ODgws3eS73g8PuArQdLJCFQkXpg6M6FvZGTEfNA47PDzYn+DKYceHKZULBazDhYgJ6bFABGFQkE7Ozv66U9/akZ67CdQaPGjSqfTqtfrNukQmS+dPzyEYCxBoQcYKpVKJodjLWOoDStPumLfwOTEhLBUKqnbvZo4wZ7O6FJ04y5gTxHrrl32NGQcMIVIUNi/+cM6hDGHJI89AIaEyzgD8EXyCEOJBJH7DhPrXfxlB2cAhTKGzkgiAJsBD91Cm+BnXHZNq9W61S+EsxgG5OHhoTXpJFnjpNFomD8H7xzAObIbRhWHQiEdHByYDMiVX0ovgQj2rrtOiLopAA6GC+/XDQA4zp1EIqGtrS3bb2j2ce5jMM3nIrPmejY3N833DYYlvivxeNyKte86KLKHPUVodL4KRIFhCPsDZimyH84hmmYnJyfyer3GLIIl7hbhLkselgRrtNfr2eRbJH1uvCnww98Zlp51u91bmSE3BfUATKLhd2xsbMykNfjovcl1M/wF8N99X1xPU5qU1wE0rLObitPr7g0NqptYdq8THs/VwJh6va5Go2E+WoBY31aw/1BTvArMC4fDxia5bQ+57p56PFejxz/44AOTwdPUor4kn8RDjX3gj3/8o91XWPNIvvHWZQgTP+N+5ujoqAEnsK4ajYaBK0hnyTOwksBPFTUGeSC1YSqVMiAcFilm6DSskLwBetAETiaTmpyctDoUkAkFy8LCgrHnU6mU1Y71el17e3taXFy0epjGKaxolBFjY1dj1WlCeDweu3bu7eLiog0O2tzcNOWC6/eLb9AXX3xho+zJQzkDkLahFCKHHR0d1f379w0cvbi4sAbjbfG9Aj+dTsdGtft8PpsmgGxAemniRFFD4YlWs9vt2gQJElSKE1caBpsnHo/b6HcSmPX1db148UKBQMCmU3CDAX6CwaDu379viHwymdTMzIyNfc9kMgPTJkjiARgYXw09Dv8iEHAOKYoqXOkjkYgxCGAEpVIpK3zpaGH4OTk5aUDLyMiIaRonJyf1/PlzffXVV+Z5g6YbGloikdDCwoL5wcDG4BAdGxvT48ePJcn07XSb2HxdiYirjUSb70qwQqGQeYTg5cHG+9577+n8/Nx8hPAlQX8K1TadTpskTroq3B4+fGiocrfbtXHdBwcHVlTjf4KET5LJxCTZoQ4lGoYJBTgms4lEQnNzc3rw4IFOT0+1vr6unZ0d6zQwrQo/KMADkgemUtHBxz8HKjvdqYmJCfvumP7iRcPUMBB0ZBuY3Y2OjhorpFKp2NQD2Ep4A6ytrdk0pGazach7KpUyaYz0sgvFaMHT01NjrvT7fQOtkNTB1GP8JB2+SCSiv/mbv7FrRXrGJAgOAJ4NRT30ehgoR0dHKhaLJsPpdDq6d++e+W4dHR2ZSXoymdRXX32l3/zmN/ZMYOtgfsyhwj6ADxdgI++EC2KScMIQBCTtdDrmCwSLgyIJlgvvHYbCHMjdbtcS+9HRUZt0BusOliKeGu122wASr9dr8k93P2ONc1i1222TZZydnWl7e9sOYijUdIlgb+DfI10lYIzoRM/MNC6/36+DgwNVq9UBPX40GlU2m7X7CRuJfZ39M5/Pq1QqWYeKTo7L9qH4498x+hcjd7yumIS4tLRk3R4mgSB5w8cpHA4rGo0aa5COO40FTFe73a7t2cglRkZGVKlUrKlAdyccDtu0Sdiq6MSh7dK5wwcJyQYsKtcTDFo2zwaGFmsHPw5MtknSWIOAM3jWAYCyj5I4kFRAe6ZzyVhuKPqsBfbWVqtlna5wOKx///d//w4yiHfxfYTX6zWzSvYGps1FIhHzuXPHtrvBGQSLjKYD4PVNQaGeTqdNgjwsf6DTjKSlWq0ayxgg3S04XcPVw8PDa9kHyCPfdNqTG0zV+7bkNNJVgTUyMqLFxUUbvkE+BtMOT0A8mgiAACaVkdvBIOWdhXU+3OX/tgMWJsA1QZH/Kq8cGqPkUBcXF5YzSC8nH7kKAcazw85HfiPJ2P2cKcMsLdfEm73PZaKT87/JfZBe5lYExeXrBKAPZ9l195C6BNk5tgKvwyzCsNz16uG95lwE7AgEAqpWqwMMbq6LKVu3MeJcCSbxOjK4VwVegfhkSrrx3n3ToIZ81e/2eDz2TPCUepNrmp2dtUldNAABa8ijqIEARXu9nk1Moz5l/wfACYVCxvIZvm73fwE1IAJUq1UDRshVIDXQjPN6vWabwNCidrs9IEklMMOWZKxo8iy8fB89eqSZmRljwTGYJh6PD+Q11KHUlsFgULu7u+YRSq6PRQd2G+TZNGyZBsywFvLhTqdjTCimbfX7ffM8hY2dSqXMrB9fKNQS4XBY4XBYX375pU5PT60BDIEmFAoZOESO/Kp35HsHfi4vr0aDs3kML2o6/hS8jCmnm9PtXk3ZCYfD8nqvXKzx36HT3mg0rPBEI02nAE0qL0az2dTCwsJAxxKZhiQrUC8vL1UqlXR4eGjynna7rbW1NX388cfa39/XF198YQk8VDy604A+SNjopsIS6ff7yuVykmS+IhTCLG5QTYCckZERFYtF85ChY4GT+PLysv70pz9Jkk3Ocu/h+PjVWGOeS6fTsWIG7w4mDrFJVyqVr030gOWSz+dVKBQ0MTGhtbU1TU9P6+LiQsVi0X5Pt9s1CVwoFDKPp0KhYIUxhQqUNlBhmBaMWcTnY3193brZk5OTNkYctgMjFicmJpTJZOy+A5hJV5sWzK2xsTGTogFAUiAxTnF3d9dYYnNzc7Zp0QXx+/1mDh4IBPT48WMbEU+B6/f7tbi4qAcPHkiSGcIxYpEiHB0nYMTU1JSKxaKxd9rttoFc0NVnZ2fNKwD/DyQgrJGLiwv96U9/Mg0schwYD3Nzc9YZKRaL2t3dNX8qADWK/m63q0ajYe8YFERAPwpa6ImMS4dN98UXX9hhhMP/1NSUjeikACiXy2Ym7ff7zWwc+Y8LtPLs8N/yer3GeuHvkAwBrgAQ1Ot1k+uxAfPfORTxWwJUicViWlxcNONFpIRIKt1DBFmMK2lFjujxvBzdKF0lKS7Tj3WILxfPNBqNWveBLrwr8XHNDwEz6CiTcPCduGYYWuFw2ICKWCxm72yxWFSpVNLMzIxisZhNYLm8vFQymVQkEhmYCAML8tmzZwZaAf4jueQera6umuSUAs0deezz+Qx4/+CDD7S2tmagebVa1f7+vs7Pz808mncRvxro3Zwd3DMAr+npaQWDQTNe5F5Q9NJ1T6VStg4pimEZIPUFGPd6vcbsiUQiloS50lqSZAB6mDx4ICFH4bpJomFMcD4g66RpwHdl30KWOTExYVIHdOMwZfFe2t/ftz2Wc82VLfN+wQJ5F3+50W63rVFyfn6uubk53bt3z7z8qtWqMQXZh93Az4KkWLqbv08+nzeQGonXTQks/lKARTCJeWfdwMePQob/7g4NYNrSNwk38f4uCkjOIt5POtT4BwKGuSOZAYHb7baxVjwej7FlaEAGAgHLi15lDPpNAlkDHpSEKz2+SyBvhYlM/krTEVALXw1ykZmZGWPm3+U5wSwgX+IMBbz6JowfmmKA/+zPr7MO2Ydp3Nx0La5hN/kNU9Wuq8OGA4Yddhacdy7DkxyYa4hEIsbgaLVaA5Lx4Xd0OFgnvE/S3Vlhd42ZmRljCpNDfVfxOmAqrEp8DmHMvO7n4XGIagYFhiTLkRksgk+PCyqjVEF5QE01vFZuei4MqmHwEsAg5wMydjdfjMfjNpyF2hv2E0AKCgAa2ihehn0TydXJ+yKRiNUJ/DcAKsDzYDBo8jKar+RL/AzAMfYusKxzuZyazaYkmZcWxIi5uTllMhltbGxYLri6umoSxl7vagAUCorV1VXFYjFrWNDoHBsbs4YwLPOjoyMjQ5Arvio83yc1+8MPP+z/+te/1tTU1I0vLx1vAJNAIDDA5EBKRaGGZw8oaT6fN8NnmAyuFhKZCRKoXC5nCS/jJjEChDXQ6XSMpUTxw/hrFlun07FxxO64XDYVDlYQ1Gq1aiwlJGwU5lC/MLd1JQoUK4A9rsaWYhQPoHK5rFwuZ+yVkZGryS94HtGRY3OGscBClF5OLaMjxObvju7jex0fHyscDmtpackQSGRLo6OjqlarKpfLBnwB/tFpAmA6Pz+3EfdofCkKXTNsijgm9IAM04nm8ADAcjcoPEgAlOja482EdwZabAp8tJgAk3hB0XlnyoTH4zFAwD3kCTptAFv8vCQztnPN1srlso0hpLMJIAj7hOfXbrcNwEHSw8jntbU1Q9W73a5dL/IPvHa4p1yH1+s1rwCMM+fm5iTJqPcuBRg/FKaFQX2k2IcSincSwA6jHCUZg0GSHQTIL09PT7W5uWmJh5sAsxYANABpc7mcCoXCAJOEewzABkCQz+cN8KUbwXN2PbhInHgWAAi8kwBR/A5oo+7kN9YGjAvAB6RBPAO6jkjmJiYmNDc3Zx0aZBTsd8h1JJk0jL2HvRVzeK4beRiHtdd7NcGARADWIT+HiThSCSbyQXeFfcg7TlHXarVMj04BgrcIQDhgOfcjEAgYWD86OmqsObpaMzMzBqQdHR2ZYff09LRSqZT54LieR81m0/Z/gKqjoyMDXfhsmgylUsnYP67nBGwf5KlI0ZBEuQwEwHK6PRzovNvIVUk4MAFnr2FvY093Qb2LiwtjDsFQwhtIkiW4FI9uQYAm3jXlZY9kfcIE4zliOg/AyfP69a9//ft+v//T18sQ3sV3HT/96U/7v/vd7679b5zjsMuQQE1PTyuTyUiSUeExCE+n01+jlcP6HBsbM2ax6z9wXTB5iJwHM/m7RLfbVaVSUalU0srKyo1yjWazqdPTU5sWiY8RjcBvauqKzPomicu3Eb3e1eQhBndQkCNlxTuOIrZUKqlcLg/I35DfYYWAB9vExIRJeN/En+gu0Ww2tbW1paWlpQEpC9cAA/+7iuH79yYBawLpCg3H1w2sLjjrYDUDor8q3Omjt4E+BDlgJBIZeNd9Pp+dv9cFnjHkuzSwYKS6OctN18n4ac7gZDJ56/VisAsDzVVIpFKpV96buwbNY9Qeb1PwfHlmb/pOus8aVQj7E6ALQEK73TY2//n5uVKplHkA0ixjgtXk5KTV3UdHR0qlUtcCiMjckZ6T/2JqzrqAzQ2QU61WB4ymyTmlq+fGwCf+G83y3d1dI43QLAUoRhZKA//8/FyPHz+2XI38DHsNWHShUMhAKOkKS8jn86Yi8Pv9KpVK2t3dVSAQUCqVkt/v18TEhIrFok0bRo6FisO9fzT7PB6P0um0/f1araZSqaSpqSnLqWlsz87OGhAF+M157PF4bszBvlfGDy/wTYEhE0k9xnXNZtNMNjGuheaPbwSUQwpHinNJ5g+BZAjJhN/v19zcnKF00WjUOieVSsX8PZisMjs7awk1xQpMm0gkYnIVvsfDhw+NJl2r1QxccT11mKxSr9cHijecusfHx02iNDIyYt4/rVZLk5OTJifodDrmUp7P5/XZZ59Jku7du6fx8XGbtiTJGDqAWBTidHnX1tZskbFRAzZBo6VLJL0c+7mwsGDjIulqUwC2222793TgeQnxX8GnwufzaWVlxdglFM2wW6BnuqOW0Ran02mTtLFRUJzB2HJHcwKepdPpAcNIDjYOtIuLC+3t7Vnh73bDXWCNhJIuO9OwDg4OzM8DbSgFHNITJFr4lLCh8ZLTrYJdggcRhtytVss+j7XBZvr48eMB/5hoNGpyIDoyFOkARmhmoa6vrKxYgQuQgDN/KpWyzwYMbLVaymQyxvoqlUoaGRnRhx9+aEk9a+vg4MB0x5FIxIzO19fXjWLN8//d735nnlrBYFDJZFKZTMbkWoyMBSUHYOGZTU5OWvIP04a1xDh6JALT09MmwSuVSranMAaSEYyBQEDhcNgkpfja4B/kMiXoTLIfuhpm7imAKWvMZZj0ej1Fo1G75wTsEN5J/pdE9eTkRD6fb8D/jI6E9HKKA+8HALHr+wUwzDqUpKWlJXW7XW1vb2tvb0/VatXordvb23YoAzIANn744YcmpeO9p4MBuAk4znuC3I7xxplMxsZ4HhwcWDIxMzOjhw8f2vVwSLteNcfHxwMTPng33nvvPaXTaT179sxkdR6Px7zX0K9TIEPFZX9B0gLgyP3jMwB1uFZ3+g/gGoa6eJKQAAFgA067zwYJY71e1/7+vj1bAHX2dPY2uuEkhO7exT1k3dI5dE3CYRGQuAHuvm0J9Lu4WwAKIIeVZOBqOp02WQBgNnv9cLAeA4GAnUu3MRn6/b4KhYKdOZJeyyMH+U0ymbzVFJXzA98t8jDO5uuua9iDhc+7Ltw9+rsKvB4BfJjaiKkxwPf8/LxqtZoKhYLteZxxXq/XpslIL58XrBZYg99FcEYNgwx3MXf+NmL4/r3J1DJ8+zgb33S/Y8+9yT/opnAbtncFfaSrnJamGgUtvoL1et38kPr9l5PPGo2G1TPuhKLXeU6AjDSm8aa7LfBEhclXq9XeyPvoVXEXM+gfKsjTYWi/KfjjPutms2meldPT0wMSbd7JaDSqpaUlk7q7NgXkFOQDNJzdJqMb2DmMjY3p/v375hdEntvr9Sx/QjWAqoZcEF9B8gxJ5gVHU598lqYE79by8rINQnH3HJqQNF0ZFEVeLl2BxK5nJveEv+M23amJYQHCeqZh2G63jf2O1J79l8YxBI9isWi1C762tVpNoVDILCLq9bo1AanhYKlLLxm2N8X3yvi5rdskXXUnOGg7nY4tJoxUXW2g6zOA6SybAwnxxMSEofp7e3sG9nDQAUS0Wi2VSiUz0UPWQWEN8+P8/NwYH5g20yWCucPnBQIBc9fGbJPEGqor1wmyByMCCcXBwYEuLi40OTmp+fl56zBj6AcrigISCQ6daZBHCnIWKcUEST5UfRhVFGlud5/iS7paVBsbG9ZJ6vevRtFHIhHbCGAL8O+QGODTgrk3022kl9MA8FdyzWgZPw1biG4kawSdMx4WsG84ZJBCuFrtmZkZZTIZ8ylJJpMmVTg8PDQWEwg4ngaMzJZk7vOY3lYqFRWLRXuxKfbpLPJyoqvloHUn6qDFR8LF5A3o6IBkdNfpWGDO7CbuUJXZUA4ODqxTC8MC81aKYYrck5MTM0iGTu9SK2FW4TtCEZrP501mgyl2KpXS2dmZjo+PbY1grMnBgfEk98RNTE9PT+1a0OszAS4ej+vBgwdGKy2VSuYvBJgCms/7j6+QJPMMQiYEuwSWCywqdMckQUzlYmIYFFP+cDAAtMJmgb3ngq0YLQO84I0xMjJibC++QyaT0eKfjbtZd/yBoQFwgtyNDidm9cOBKSZSOndSB+ahJycnA98BKi+dbqSGsGjw3wGEY+oYz5frhZ2GfBAwlT0LY2n8idjrmKSFP835+bl2dnZUqVQsIaCDxXoAAAyFQrp3756ZwLvMyGQyqbm5OQOz8FyCGYYkiy4W7wxMKQASvIpIqkiaMFaG2YRHicssBFwmGeBdpjHAz7jMVORcsOzoACE7xlgbOSprhk4YSTUAkSv3lWTMn36/b4AVACiUbRKyf/7nf37H+HkL41U52DCVn8mWNIP4mVwuZwMRlpeXB+ReMBKTyeQAqIL3x3DwGfF43JJ+plveNcrlsnk93BYUFwCzfD5McIJm3XXAD4al7n3qdrs2RvfbNIi9KfBBZDoXQ0DINZmKNj4+rtXVVV1eXpr/xcLCwgDzCoY9zKyTkxPFYrHvxOtnd3dXR0dHWltbG1gz7ImwiL/rGL5/P0TcVbqEZQEsUrd+4Ty9S3BOX/dsXaY1OT9NPje/+aZxfn7+Sn+f4SAn52y5KxPwf0qwF0kyT8Q3DXIrQOB+v6/5+fnX9qkiJ4ep1263tbCwYI1mSbaXuDWD+52oKQBjAZlgIc3OzlotF4vFLDemBoBpQ40eDAZNSTM3N6dSqWTNQtevBw9gmu3k3siByUOZEjw2NjaQzwK0U8sgf6RGhNEN2EPeSK14eHiodrut+fn5r4GOl5eXev78uaanp5XNZnV4eKg//elP6nQ6isVimp+ft5omkUgY/lGpVNTv9w0AOzg4UCKRuDEHe6uAH0l68eKFGbPRrS+Xy6pUKgOGxF6v15BH2AfBYFArKytmcFkul00agLcMYAyo29HRkRVWoGawDmKxmBKJhMbHx82DAe+gUqmkXC5n40zplpMMuzR/6aUrPbpCr9drVFGACZdKT0FxfHxs3VUKJVgqIyMjJh+hwMb8Fq8ejIdxSHdNk+lQMWHJ7RwAVAHY8AeklnsOywSTQRgPY2NjSqfThnAOf08KR2h3Gxsb2tvbM7NIGFaBQMCor4wEbDQa6nQ6ZmIGY4QCj/sCk0K6OugpNkGYeaEBPlxpF/RIfA0kmYyIf8YTRZJNG7m4uDDjQtcDA5khG1QoFLKCCcovnkIARRjr8p2kl2NyYW64EjE2FzYTimSAIpgEFITQDaF2w3hxfRYArJiw507QQHsMawfjaNhoIPL8LklKpVK2jmBYuMAqkgA2aeR6UCwBE5FwnZycaHNzU51OZ2BiFaZuFPoulRR6Jf4+LhuMdxgWGvsG7AuXFeGyR2Bl8Q7zvFwdPN5FHIwkUvz3Xq9nBsP4O0F1BtwG0B4dHTXgC/ATyQ2fDVBNoU4XD3YGHgf8btYqrEaMpJEKARxwL46OjmxaBaPDebaASLCywuGwgWnIOQgAE0AlQGee+dTUlE5OTmwvb7Va5rvA/UY+zN62u7s7QC9nf8fLBhbS3NycTUhgD+G7AoIj4wSoYT+CRowpPmDN8fGxDg4ODCDDmJ51BG260WiY5xwMVjwrYMxxjng8HlvHrvE27zn7EY0FQE/eQ3d9cs+5N3SN6GIDqsFOY8/g3yH/SyaTxnpFHgxo+k//9E/vgJ+3MO6Sg7nR6XT05ZdfKhwO2yRHAnnW0tLSAEPELeJhykrS8vLy19gyvV5Pz549sz3v/Pzcmmavc42VSuVGYOlV4QIf0lXuw6TEYRAHSTRSAvIl6PrfpUzKDZpCALi8n8gqpKvBF9ls1podv//979XtdvXJJ58MXCPfNRqNqt/vG4j2bRfYTPrsdrtfY6viAfJtynhuC+4fwPlwvKl3z7cZMAdgpNIcwzfxdSVxgJN3kaYhC8cH7m2I74sV9jYGDbJ+v3+twfLrBtYHJycnymazA95MrxP9ft/yn5mZGWsywbiBVXnTM8NHkryPKWiAPzSjkZfXajUz+Mf3EvAJOSCKiMvLS8MS8PUkp6E2oU5sNBrGaMUbkXyJ5iF+lCsrK5bnBgIB7e/vW82GZxKT4iBqJBIJk2Zh2YFtDcAUkcvldHx8rGQyaXhDIpEwdrzH49Hi4uJAowIsAdXP8fGx0un02yH1uil6vZ4llOVy2Yx+kZpIV8ktScjGxoamp6eNWs54QB6Qu0FSYMZiMZN44S8zOjpq3hSYW7EAkBQcHx+b5wnd03a7renpad2/f98MNi8uLlSpVOz6KTgTiYSy2eyADwco5vT0tAEQFHfoYcfGxpTNZuXxeLS9va0XL15YYYqBIRITvGJqtZp2dnYUiURs9PS9e/eMGgaDCCo/k74AY6DIUXTR/aPLzMuLazjeOBSDMIvQPTYaDW1sbJj3CsUmtFYmAGHiPD8/r2g0Ko/HM2CiByDAc6aDjukwDv2ZTMYYMBTnmFRS5GASRoHId8Zs2X0OsDsePnxosimYG4zjZkNqNpsKBoN2Pw8ODgx4gf0Rj8dtA4Dm2O/3jW1Ex/7w8FCFQkH7+/vy+/16//33bSKXJGMLcQ1ImGAnXV5eKpvNmkGcJCsAGQvt+sjAZNrY2LApTMjeuI/pdNrkUWhrGRNPsXh8fGxT61yj636/r6+++kr5fF4bGxvy+/22Hjgg2NTYuHnmgKeAi0xDYhIS145xJ8wJAJBgMKhoNGrjHfndBwcH2tzc1Pb2tpn1ws4AuJufnx8A8GC2sTZZZ41Gw3yNYMkQrg4ekIV3y/3T6/XMaBQ/LNh4AL74UOADg8wOo0pAS0AcJgJwT5CMcc3sdRxugGL4MCHpIfljMgj7Ce8ybC866XQ2IpGIKpWKKpWKTk9PB8BCGGZ0YqLRqNGCYXtSZCE7SyaTJmNyPawo1Hh3/X6/VldXDaCvVqt2wEIfZqJgLpezMaScCTwfpGawSAG7SqWSsd3i8bh+8YtfDDAYJZmMlNGs7oRD2J2JRMIM1V1PJdYRew3MLXdQgCRLsE5PT1UqlQwcCgaDCgaDZvgdjUYNOEe+7ILQFAGYxQI0SbJEDrknrC2fz2d+dYBoAKHf5VSgd/H9BvkGoJ8rR4H5yiQSwpW/0LS6TkolXYFHJMTSlSEsUuK7FrawZd9UYuVOEEJijJz2urXMOVqtVhWJRMwnh27y9xEA/8h3kTzTNGFyIE0G1zh++BrZMyWZNBnW5rdpeAvj/joJ3fcNtND8YEoORrOu2T4GtLACXpep8qaBHMbNOcjfvgnogQ8bBflNgRySfPltiR8j4EMg6UP2FQ6H32iaHMH6d/0IAVJeJ2Cvw6B3hybGFmMAACAASURBVKrcBWDk70GqODg4sOEkJycnyuVyGh0dNfAT8oZ7nah2sLKAmeqyeDhjXK9VrCcgT3BvMT8/PT01Vjj4wNHRkU3hJjfHHH1kZMS8eRcXF3V2dmZ+mgzbwVt2dHTUpHeNRsNsFaSrc3VnZ8ewhVQqpXg8rng8ri+//NKGF5F3kVOCkeAVfFu8FcAPhYTbhURfyBfAaBOwhqKZop5xyhQ/l5eXNsZtZmbGJAzSS004RUwymTTKu9fr1enpqba2tgYKW4pbpFUY6JGwz87O6t69ezo8PNTGxoY98GazqVwuZ+PWofVPT0+baS8HHowCvsPe3p7q9bo8Ho9WV1eN/cKL4dLtYCLwvY+OjqxgczvoSMfef/99JRIJK+zw77m8vLSOG9OOMFDls9Hit9tt/fznP1ev1zOmx9zcnEZHR1Wr1QYKWdgHFK2AT5FIRIuLi0qlUgZ0YQ55cHCgYrFo95JRni7Fje48hS0Ged1uV3t7e4b4RqPRAUNhOu/JZFKhUMheaJBmDC0XFhaMgugW6ScnJ9rd3TUmDOwRJGcTExN68OCBAR8YqdLZdAtsulwuyEkXClmf1+vVvXv3bGrS06dPdX5+ro8++kizs7OWqKEL3d3d1fT0tBKJhHkbMFmB3x0KhVQul7W1tWWTIWBAAGQyRQjWm9/v1/z8vDKZjNrttnZ2dmyTCgaDWlhYUDQatWQaMKrdbuujjz4yY+lqtWp+OrCBWKcAA7FY7GvmyKwjgF0XoDo4OBjQIpOsVatVnZycGEuE6RmMbgT0w/QQFgRFMFprKNcLCwtaXl5Wo9FQt9s1M+lgMGjJNiDJTYHfC/8MIw2QiGuH4cI64DkC8FQqFSvKAZc48KDXsqewt2J8z1QwRnXCdENqiOcZjDUKnJOTExvrDIsQRiSdG5hnS0tLajQa2t/fV7lcNpDj+PhYFxcXSiaT5hmA1K9erxuDcmpqSvV63SbBIVfb2dnRxsaG7fF4JaRSKQUCAfMAw+8K+V2n09H777+vlZUVbW9v6+TkxABiQBpJ5l8D2AkbNBQKGfUcAK1YLBp9nj2Kdcxah63I/UGKB/MRg2aAcMYQu75jzWbTJM9oyWF0kdDA1ORzSIagRX/wwQcDsqxW62rqIe+gC37SDafgASTCoB82KB4BMC/exf+smJ6eVq1WU6PRsL1dkjXIGIxAUQ8jGTCbTinGwwSAKHkdTF/ymLsWIUxJeVNTYFdSDLvxtq46eQsScKTe33eRDMPVLQAnJiZ07949kyhIL0ecuybzbgyDbJynTIv5NgLWL81U1zOOJsb3BZoRAJqNRsOYxdJLL1LyS5ol0tX+yECINw3OS2Taw00gVwLseuN9G4H0/KbgncW77scMtrxtgVy/Wq2qWq1aHfkmgClrjLyl0WioXq+bb9jr7KWux4/rFfQ6QTMMZrakAVAKU+ObDPhnZmZMmeD6CEOKYFqZy7qWXu79eEodHh5qf39f0hUDkrohmUxac7HRaGhnZ8esUfD4xRqARjTn4Pj4uMrlsuV7AGLk+KhY+PdIzWA2RSIRA51c4/7Ly0uzNaBZTT77qmfwVki9KBCZKoQRJuiV2/n0er2q1Wr2hScnJxWNRq3QcqULrp8BshzczSmCSGSgtOMhxA2kS43nBbR4WAVsyrBUkK94vV4dHh5aF5jpShS3HHwcLnSHoZkx1jgcDiuTydi4YyiYsFHwENrb21On0zFNIZIX0E1XH4xZNAsWDS8SNAArV/rGZ8GWISmgkN7Y2NDh4aGxC0j2XHTW9Tmhk0EXMRqNWtHCYch1I9Vzu3JMkHENvtyEs1arWeeRZxiLxUxOhXQQxonX67Xkkz88W3fqE2M3kTfVajUbCwu4CMWawmp8fFwzMzNWqLFeKB7Hx8dtjTE1hekaCwsLtnZB02HHAZ6l02kDdE5OTmz6FveZdUfh1m63lc/n7RmxpiYnJxWLxexz8H4CTCBxhAmBtwlGca6nDGsbo3S/369YLGYSFnc6FkwT1oQkex6AAXgeAS4AjriAGowJxh3i93N4eKjd3V0Vi0XrYna7XWNMod29d++estms6XPpdsNmwhsmHo8b82d9fd3AWZiEs7Oz1hEYZvwM77c8i+PjY3vHmDCIhwZApRskiEiN9vf3B8xF2YO4R+xXSIC476wjuhq8I8MGju57CJPtuuRgeDKQO63r8PDQvNb4TPYI9g3Xv4tiEnZet9tVIpGwhBRZAmupXC5bUwBgnzOkUqlY5ycQCOjx48daXl62iWTsPbAQYRty+LLn4S3l8XjM9BvPMEwRAexKpZKdZSQb+H/B0uPd5NwB6HNBQEA3ngdFlDsJhvMFRimSU9fMORAI2H4Hm5ZOGu8an8E1s88i+6hWqya1JVHh3SWx8Xq9+td//dd3Uq+3MF5X6iXJup+sQxhk0tW+8OzZM5tEChgSjUY1PT1tMgCAFDdxrVar2tvbs+mCDIYolUrGwHtV9Pv91/r566LVaqlWq1lRfNcpTcgvut2rIQzJZPKtKZQZ5hGNRq0h0mw21e/3df/+fbvOm+Q/5ARvKp8bDqZ+JhIJmy6F/6Gk7wTkuEvge0MzGBn1cLDnut5zAJXSS9UCYDhgPPvhMNuX4L/xPGAZ0XD5tgNJ4nXT0/BXabfbN7Ld3sUPH71ez6Tx5IevC7bgv+NOVwPslTTgE/qqODg4sAbxtxHUf+QVzWbTctvbps+dnp7q+fPnikajCofDxoKXBifLwS49PDw07MD97BcvXqjdbiuTyZj6g3cdlcHp6anm5+etLnQJI5OTkzYEhCEkoVDIarhut6tMJmPgMXswjUEIL+fn55qbm7NGHoNrPB6P8vn8AHMIqe/x8bEikYji8biy2ezb6fFDAYlru9t5ALBgY3WNWmFn4L9BceNuvhSRaIfdUWxo/wBKONjwn2BSDxs9/gXT09OKxWI2+hjD4NPTU21vb+v4+FjxeFyrq6uanJw0SQl00kgkopOTE+uCkdz7fD4zLmZKUzgcNl8emDIEJsUAENVq1ZzaKco4RClO0P9hnkuC5nrtYB58dnZm7JNoNKpEIqFkMmlMEP4elGCQ0EAgYJ2lxcVFkyQBuOGPAZODccsABByKUNcoAGF2uPI8Ovru1B+69kdHRwqFQlpeXtaHH36oVCpl0hzMT5mqBcUYORbSIGR5mLEikXMNVl12UqFQMGkfJsMAd3iYuObgu7u7Oj8/N8QdiRNFazKZVCwWGxgzeXp6anpSKNunp6cKh8Oam5uzjdLdMJHzwN5CMgdDDJ8UACrAMEAgGF68BxgcUwDHYjEDVwEbTk9PzfgWnx2AL4peZDewqQBAoVgDWiAHo/AlgUIuBxjMZtlsNs0nhyIXgA06KWPEJycn9eDBAzOGhlWIBxTd52azaVIWjLIJF3BASsX3c5PC4ej3ryZmYGgPACvJ/GIwCmVPdD/XBbhhd/DcXSNI3isYWFwLzEMAg263ayAhnSS3W8K6QCr5quBd5NpgjgDCHB4eGhCNb5NbOMGqOz8/N0lZoVDQ6empotGoUXApvqDQlkol877g3iHh3d3dVT6fVy6XU6/X0+Lioh49emRrFoAbkIrJjryniUTCJLMUwSQUgEfso1NTUwaCAfgiD8MLjP2QJKXT6Vg3j8aDez5TcMCsAKzB+8f1t0K+h1G4C6rB6GIv4/1hvbKvDp85gFXIxwAkmXwJ0+7i4kL/8R//8Q74eQvjTYAfmnKwXPB/AXxFIkz+cHBwYAyxZrNpQyVYs/F43MyGMY/FS1Ea9Jx5VQBQfJMR6vi9SC8n4901aKThe/e2BOcW+344HNb+/r7texT15C/X3T/yUQaevGlwRiIVhWEIqExO+kMFLNe7BLk3rKXR0VEDvSUZc9UdYACTh2YW+7Vr3P99Bc8bj0Q3mHR23X97F29fuP44fr/fapa7BGz+YR8vWI80jmZnZ1/J/imXy/az31VgBwG7hXzSjfPzcxUKhYG163oYejweI03AunaBL+mKVe1ONeZdRvEyNjZmU8UfPnw48HePjo60vb2tbDZrVivVatXIJeT8TBOE6c0fSBEoeZrNpu0TLvMbSer5+bmdnV6vV/l83sgwPp9P8Xj87QJ+OKxJbimgSVr7/b6CwaB129Enc0MoGvCZobjg72BgTLENyAKQABhDkopEBT8MbjaMDjomJMwUmWzcaJeRm42OjiqVSllytL29rd3dXY2NjWl1ddUADKham5ubqtfr8vv9isfjymQyRkkj4Xa9ODhEkOmcnJxobm5OyWTSjGphfqDBRI9PYQdTqF6v6/j4WJKMto9JNAU/3fdut2vGzaFQyMAUTFJh+rBpUCRy7/hnuuHoSkErXfYT7C+kE7FYzDrSFPsklLCT8AehSJdk4BgFMRS8bDZrbvawcHCIByDAmAsNOG7uFMKugera2pqNBIRtQzIFMEXS8PTpU+3v7xsF251qxrShdDptTCZGccNiA/QZZrG1Wi0DGAH5kDpxL/H+gLGA9I9RkXQQkPUAmrAOARfZhC4uLoz9AzAEiADzATCFLhlrH6BHejnNjGfKWgGocLW5dAslDRjluu85ABq/i817fX3dpq+srq4qHo9b8cwaAHArl8umz2U63XUBw4wJBdxXV3LlJoiAjxwAiUTCZKQU97cBLG7HBwAWxsxwtFotk6Py+5k2xfql68j+AtDMswmFQmbU/rqBV1O327V9yOPxmEQKdiPMrmw2O2CoSoeSPadcLps0D2koXjPSlXm43+83KRINAczxC4WCcrmcPv/8c+3v72tqakrZbNZGGQPE+P1+G6OJ1HR6elrLy8sGcANaA7CgvaaoYY+CJcg+gyEhrB1JtsfAmmMfcid88V0omJDxIYvz+XwGnLJPuvJm1+zZ/T1+v9/OSdcMHP8m1gI/7/o6ATiyPwHkffbZZ++An7cw3gT4cacBuUAHzLu9vT2tr68rnU5rZWVFxWLRzlC8Cl2mKk0I/Pnm5uYGusV0eO9i9MvPfhO2DawhvtP/hOj1etra2lKn07E8p1Qqmbyd85tne50pNSDBN51Uxh5OkwvPp2/TP+j7DnI5Go+wbN92lgxrHcsDSdaMxOLg+5hK9y6+vTg7O7MGE4xvmkDX7YkwTCAIXBdIIGnK3QaMlkqlAXuK7zLc74qXLN+RGiSVShk44ioQkF1Re3g8HvtZ8rhGo2ESd0yjYWUDCNEEx/eUwJpkZWXlVpYk++FwuL6K7XbbpmajuqBRRw2G1yoNXEytOaNvM3f+3oGfX/3qV9ra2rIuI0Xs0dGRSV0YXUZHieIXcADvByQpFxcXZuKJNpwOJr8DlB66F6PU2fAoOFlYjOSFBSTJZCqYalIwISWCNUAywt8NBoPyer1qNBqanZ3Ve++9ZwaB6ONTqZTm5uYMuHIlT/xxWU94kzCCOBgMmi8EoBfmrvh3UITB2pBkrABYH2jVM5mM0er6/b6BREzxQgbGZC261BTZFALDHRAkKhS3dM65V9zDYrFo5lWAazwPgCs6VLAfGLONqTGyBDx42BjD4bAVuKDeyNy4bphj7lQzujqgx9LLSVpoxNlouG6owxT8tVrNvJBisZi8Xq8ODg707Nkzu38wYdzJRgCkTO/hmqAXAhpxb5DiuP4fUAUBhXw+n7a2ttTtdjU/P2/vDYATfxfE3GUfoX2ncOdewSrx+XyGnrvMFwpZl8HDM8TrwZUlSRqYYOS+G5KMLeQaD/Neuww617h9dXXVmB6MX6RIh3UhyUy3h6Wk1wXaeJInZEPIo3h3eTeZIBAMBu3zKbYprPk8wBm6Arx7POfhbimSOAAE3kHeGZ6DC75xP9kHYCWyxvG1YCrZTUnFddHv9+29kmSMom73agwlPlmAttFoVPPz89ZpojgBQDw+PtazZ8+MYZlKpeygPj8/NxN5TOMB9gC0Li8vVSwW9dlnn+n58+fqdrvWlWFiD/ux13s1Ktk17WdPpfPkmvA/ffrU2KQukxMwFOYUkkmaD4DZdHbY01xfIFiP7L/8QTrnSgkAm/HGYg9gchhNAMBngOzJyUnNzs4qGo3a/srkMdf0utVq2dnJPgFIv7q6qr/7u797B/y8hfEmwA+MGJgAJMRQ6WHwJZNJG8kOIOTxeHT//n0bjwvwTGHBtDC3q+wCTZyrNyXSdx3j/qp4HdbHX0JcXl5qY2NDkvTw4UO7391uV8Fg0Io0ipBUKnXtfk6TlTHBbxLlctkkgu/ihw/8BKenp63xSG74bcj63sX3H7CKYXu7ufvwxC7YJK+aQMgULUm3ep4Vi8VvJLV93cDWwWXX+/3+r01nJJBroXQgD6MB6jLyfT6f1WWSrO5FCnp0dKR6vW7NcZchure3p2azqQcPHrzyLCHnJrcfri1ctiCeYK7En6C+iMfjVj9LAmt4e4Cf3/72t6rVasZAoTNJ8oneGlkVjAYSeIoQihZ3xPfx8bF1/iWZMTMF8PBoY3fqE4ai+CAAMLhFKFNjAJIwpOOaoDO7HV7kE8gJ8H2A5jU2NqZ4PG7mw/gx8Jn4DvHQ8aoAPOHvunIigDFAIhc0QasIGIHJqzsNzR2t57KoKBz4XsgTXGkKxTOf6/V6DWwIBAIDviVQf5FWYfK9tbWlXq9nTurIOFyfImizvLygnrxwfFfGKCNR434Cdvl8vgGgD88MgBM6l8glAExCoZCy2awikYi50WP8jcs8xazLOkCqwrjaSqWijY0N28Tq9boqlYqZkkM5hF6P9tbv99t0MRg5rHOkfwAimA9T/DElAondxMSEUe1Bx2HfsDHCxMIYmQ2IewYYCogH8IPkho3LZQPBzKLQRSriAm0UtPxd3kfX88mlVcOOcjd4wLZEIqG1tTWjugPeAn4Wi0Xl83lD9tPptObn5+1n+X4u6Evw+S74Mzk5qWazqb29PZO8wWZMJBK21yC3uonuzvfAdwjJmXu4AGQif2P/g/X0Kio9zxY2JEyi0dFRK/Rc1g4MHZgqdwl8cvDEIdFstVrK5/PGAh0ZGbEpfRQorVbLzNCRoB0eHqrT6SgajZo3Eawz9m/AWKZ6uQlSs9nU5uamPv30UxWLxQHwHjYi7wUS0kqlonw+r1arZdMT8UhjcsPwOHkMopkWUyqVzFcMyS4AncsqhXXJ/g+Yj8SLTpUrgWbvZn0CuuGlwXnvNi+Q/dEFc8+HTqdjACPnHowmScZyY48BuP2Hf/iHd8DPWxhvAvz0+1cje102gNu1hNWGPwHnwtHRkb3nSB+RkMPQW15e/lrXGZPwUChkZ+Z1XjP83F09eX4sgScae8rs7KwxY3k/AWGQnZKPDAcG3Bh5v66cDna/6+30Ln7YIN+VZO+n28x8F3/Z4fo/np2dyePxDPgAURvgqXZbUCNiRzDMQudsuI099F0FzVzqaXKqYfmaG9TnsN+HfTjdhjOBNQzN4Z2dHdvPANKnpqb04sUL9Xo9PXjw4Dv93tRQbr3X/7NRN3n+n+uytwf4uS3pyOVy5veDRGRsbMwYBSS6SL6QIAGuUDy5BrwU6xSWMzMzNgINJgpJSrVa1cTEhLLZ7EBhReFJVxSZhd/vN48SkuFkMqlUKqXp6Wn1+30dHR2Z1KLRaGhvb0/7+/umnY7FYopEIgNgEt1VwBaSKnwUQB/dBN1FDym2kdXgicJi7/V65q+ELwXmoxTfGKF6PB67HgpIPGCQGlAkUpRj9gu4R1GCnM11jXdBBEaZ45VD8cI64HlJGgA9ADgA+gBIAPAAD6WXnlGAf4BK7ue4nlGSrNvuggTI8CiGAeAwGqb7XigUVCqVDDiZmZlRKBQyPWqhUJDP59PCwoKNB2w0GioUCjZtIpVKGaUQQK1erxvIFw6HDcSBTcH7QHeeDgBsDqRJ7rOgEAd8ZO3zXfhnpCdQD5GAuc8IhB2JlGtkC/sCKQuAo3vvCdYU6xgTXlB86aXxIhs/3+Hy8tL8nJjSRnEPUMN3w8CUZ800MvYPCl9JA+w7AEj+jIyMGNMJIJlNmnsHc2rY4JdCnWuD0eX6tCDf4wB2vwfr+q5gDwELCVAWOaALwKGxRs7jMrQAKe6qMXf9f1xter1eVz6fN3BoZmZG4XBYkUjEGGaMjF9cXDS2Af5mdF/Yd10mGExNPOHYe8rlsnZ2dvTf//3fNllhbm5OzWZTtVrNCifepWKxaObp7O14zcViMaVSKY2OjtqEDIxrmZQD65J1yeHNOzUyMmLnDO8kewoyU94bZJ90n9iHZ2dn7R4cHR3Z/g0VmvfKlXbRXYJpJMmeDcwOpM1IfDFbZLIF7+L5+bl+9atfvQN+3sJ4E+BHumpQYOzOHsSkIya9sS+zfrrdrlKplJ1NeKDBdp6dnTW23HAg5+Ts8nq9xsol6FxfZ1T7Y42+Y9CL2TbsPyZUujI6irpYLHbj77y8vDRD95tYprddC6b87+LtCBrmWFa8A3z+5wa5bbvdNv9X/C3vytBhEAp5jgvg9no9lUqlHwx8J89xz6LvQnIG+4kmOI03arBoNKqtrS0Fg0Fls9lv/fNfdW3VavVrUmWPx/OXAfz87ne/swSCTiIoFpN8Tk5OTOIkvRwDB/OD0bIk6o1GQ+VyWa1WS+l02sb9ws4BMKBTdXBwYGa0yHRcuU+5XDbtOqaosCNc7SCgDIyVRqNhPh+MNY7FYlpYWJAkk264khWKdqawUDySoLuTa0jMXRmQJCvM8EqiwHUBCwx+MVMFhNnf3ze9PgCTKzeSZPePz3cZS16v1zp2R0dHZjCNdIiit91uG+A3Pj6udDpth5Lr0cIBBfgBiMSGQ4EDk8rj8ajdbqtQKNhIQEy1XNkWxRXX4Ra4aKH5nnThKUKZ/MPPMcaaSV8Ak/v7+6pWq8Yi4lrD4bCWlpYG7idsHKRqJNMej8emK11eXhrAR3EJqwstPd5ZrD9YMzAaMEoD5HLZSlyfpAE/Jfe5wOyheJU0YFbOCEaSRBc4kV7KiiiISVABRCYmJsxXimKXoKvM/QVwRCJXq9VMI5vNZpXNZk0qRWHN+8SI7FgsZswo2CnlctkAEZdp44JG3Ceu6+Liwhz9AYNhzrHvsAZcTxaAFJeWCihG8Q1g5v53puuxZ921COKddw9NmII3BesaYJ39iGKPNel6pbksKTfOzs4MOAE86vV6yuVyKhaLJg1BTjU3N2fjL2HASVfFC3JOGDOwFPn97AWscQ5tGIk+n0+/+c1v9OTJE3U6HS0sLMjr9apSqdj0PPzJAOBpFhwcHOjo6Mj2J1h2MN0uLi4MGKVBwLNELobEEBCQdzYYDJp3G8blPHtM75kAw/sDEwr2Iu+rJPNXQ1YHq5J9BoYfZw9ND3e9u2bq3FeXweXxePSP//iP74CftzDeFPihUQSAwzmFnB6mdavVUqlUMnbQ3NycRkZGLA+o1+vK5XLyeDz6+OOPb+wSY9jOGQ/g645Mf53O9Y8lYHMgy4OZ5Z7hjUbDZB6VSsWaR7cFTTLynbuwf2iAvDMLfhfv4ocNfGmkq3f5dc3wXTY7+Sj5eaVS+cHfcZqJ1GffRcB+8ng8isViZgvDv2u1Wpqfn/9BziOaIC7z6i8G+AEQcaVbdGfpXjLLHnNeFiGyMUAPGEJIrgAiYLjADgkGg9ZxhnqPbAeACFZEtVq1MeZInOj6wj6gaw9Dx/VAwDCYIq3RaGhqakpra2vmrSLJTOJIpFwNIF23aDQ6MOqXxJwCgYVAoYKpIhNZRkZGrCACOLu4uFAul9Ph4aEV3tVqVc1mc6DwrdVqRuMGTHERXzoKyE5guiwsLNgLQgIJg+r4+Nj8cnh+SGNc41+ANmQYFD0UuzADKI53d3clyVgzMBfwgoKu5zJIuKcU+ABNPGtYHjMzM1bc8d9dzySu6/z83JgDkowBNTU1pXA4bMUqoMPh4aHJxjqdjr0PdPkx004mkwac8afRaEiSvQ8uYwcT3Ha7rampKdOFcr/pzDGlC4M42E38ccPtFvHP6G/xTXGd64f/EK53CN5BMNQAaVx2BKwX3lEKa5457KfV1VVFIpEB0IHvwXX6fL4BJshwHB8fq1Kp2LPnc6empmz9MbYe137WD6baeGENd9dck8jT01NjYLisPtgcrm+LC6bwjvE+YQDnsn4Al/jD5/V6PWOJARbeJTA0BiiGFcT/8t4CZkuD8iJ3vVBQ4MeEnBTQDSA+mUxqfn7ekhAX8KTLDVOp1+tZcYoZNgyfVqul2dlZLSwsfA3o2tvb06effmpy5Hg8bgwk6Urr7k73qlar2t3d1c7OjlqtlkKhkDHaYGHCSMNcPRAIKJVKaX5+3s453nXM+plmV6lU1G63DVDmuUkvpzvAdMMvz+/3GzsIUA05GrI8uoC8T3gL0XQ5OzuzEaN0uHjXAO8xBXV9BThXfv3rX78Dft7CeFPgh2DN4Svl8/k0MzOjfr+ver0ur9erJ0+e2CCL4SSYkbt+v9+89a4Dqo+Pj7W9va1UKqVYLGaABgVLr3c1Kco1qf2xB7Iqt+uNkat0NbEsEAgMFGqv68/hsn/4e9edGe40zLdp2tm7eBc/1qA+6PV6isfjr830QjZOXUeu2Wq1fjRSTmoHV1J1fHysvb09XV5eanV19QczR8ePDeXJXwzwI73sSB4cHAxM5KKowciY4guGCXImuo8k/GdnZxofH7fOpjvWnXHeFKAUVJeXl+YTQuJOdxiZGAFrAQYI3V+Sc/x/MIKKx+OGlJ6cnCiXy0nSQFLuegy5CTfdL7ozyNdcZpCbzFMsUly6QBRMD8ax4+sRCoUGJi/QgSb5h43AS+96s7AhUPS5njITExMD5lQAETznUCikZDJpHkSwN2AwIHtxDUopIt3xmAAEx8fHVowlEgmjKwKkjY2N2fXgk+HKbni2riEsBTlABPIIwKZms6lKpWI+JYAm4+PjBvBwX93x9ICFgGU8Z7d457vjfQXLgnGFgJ5IIGE38N/xHul0Orb+ms2meTX5/X4DWpE6rYYzVAAAIABJREFUvgkFGNYcU5hYp65RMeAFf/Bvooh1jZt5L13ZHcwjQBHu68bGhgqFgkZGRpTJZMywejhumwxwW8B2gaGEdAvAA+lLPB63NYxvE/4s7vQm9hV+D4Ai65C4aY/mPecPclTMgiWZ9xiHMpPaYMUhB+U50RV2/bKuC54Z+x5gJ2uZd4MYBhCHAykCcrZkMqmJiQmblADNln0CcIgOB+AP5vTIgWEk8d1ZZ+jCU6mUdUj4uYuLC33++efa3t6WpIFBAOw3AGWuKWyxWDQmKsAJE/XYAzKZjA0z8Hg8isfjxrziPjGEgAYApvpI1QAy8QM7OTmxPRHTbN5zngXgICBkIBCwJM4FcFyTaN5TpL/9ft/A/2g0qqWlJc3MzOji4kKFQkH7+/tmbP/3f//374CftzC+KfDjBg2MTqdjjSqPx6OdnR1J0tLSkubn5+3n8Z7Bw6tSqVhuNhz4by0vLysUChlTmoYcU1mz2eyPouB4VXBvMVF2zzMaSTTnAHumpqbeSKbhsn9gN7rgOb567Hnv4l28i7cnqKW/SVDv0fhDZfBjDQDxH5J9Su0FI8nr9f7lAD87Ozs6Ojoy6dTu7q6Oj4+VSCQ0Pz9vaBoFrmuM6ZrF4qXAmDmKI/TmsG8o9IcLJop5JGPtdttMeV1qPYkxrBBGfcMsqVQqOj091cTEhGKxmEKhkMk9GE1fKpXU6/UUDodtOhdeKVyfC3a4fiuAEAAX/F3AJtc3BPlKqVQakMvxu5GieTweFQoFnZycKB6Pa25uzuRKkrS4uGgePIzydr0kYBQwTp7iG0AIIAfWD3IFilH3e8CUwhAWvyY8c/hfChxXruX3+wfG9eFNBFjIH8CXYTNh1gIMCuR9JLzHx8f27GHohEIhGz0PDRCwg0JuenpayWRy4HNB4t3JZB6Px0BE/j6ddRfY7HQ6xm7AuwMQkmScYhUTXKRa9XrdZB6SVCgU1O/3zWyc7r5rcMyhMbx3AF6dnp4qFotda4IsvXTZdyeBsZZdkIjfDxgxPj4+AEZ0Olcjr/f395XP59Xr9ZRKpbSysnIt4AMTzZ0q96aTXJBN1mo1k+wg5eL7ut8bnykAOVeSypr/pj4VLtgCqIRE7vT01D4bliMHNfsDADLrHvmsK9FjH2G9uD5F7jQxVx4EqAUbxWUB8XthrGHODTNzZmbGutaAbnjPYFIeiUTM8NnVoqPLphPC7/P7/QZYAaYmEomBNdPv97W7u6vf/va3Ojv7/9s719jG0/O6n1caDqk7qduMNLPXYHenBmykdpACzZeiadNN4WQbNEVSFIjTpEiCNEg+1oEBt4hRtGk/FciHIk0LpEWbpE0R1EVd2E7toB/SNHGBxHay8Xpnd+wdaXShSJHUUCOK1L8fxN+jl/8hJWpGV/I5ADGShhL/7//6Puc9zzl13bp1S7dv31az2TQlzdzcnD784Q9bOsp7772nt99+2xQ83G9oOVtdXbUCLJ/P68mTJ6rVauaRNTJyGLeez+fVaDS0srJiRqy0sEJ0IW2GeOKZkySJcrlcx3NqdXVVDx48sIS9xcVFzczMmFdR3LaVJImpaFnhYzEBHyiITu45fD4E+fz8vD7zmc848XMFcZbED2AOUCwW7dpHDZvP523OtrW1pUajYc8GlL6kJsbY3NzUysqKvuM7vsOIHu63KLBLpZKWl5ePVWsOA9K+PulnGkQM+7lYLCqEwzTazc3NZ16tjyOfZ2dnjQinpT1NQDkcjsEC88ZhJn2uEhqNhnkVz87OXh/ih+K7UqmY8S5xahTKscw43QYCsbO3t6epqSl72KFOochg4kzBHrdtSDIjwvfff1+tVkvLy8tWyORyOU1OTlprFcV/bEIbp59MTk5a0YnSIDb9xLcFs04KXwxTUdwwAacAj1smaEtiH8SrvBTIrJJJMiURq/C0z4yMjOiDDz5QvV7X9PS05ufnTRaI6gL1Dz+DoKKNi2h3CCvpqH0KtQVu84VCwYyTUa1QxKAooK2Ktg7IGcg8xojnDmlSJPQwyUEpBqlEu1Cs3om9auK0pViVQmHMfqVIZULaarXMvDX2k0IFVigUTN0Bcx5CsLQkzlEMqZFLs3/iQjabzVr/LkUgnxnHdxNT2K3/lfMPNRKeNxBsMfGFwiZWV/EzfIlIfoqNilHFQUSgxODvQHSi6oPw5Oc8YCAn8NFZX1/X/v6+5ubm9Prrr3dduaTwRrUXJxycBqTScMwhNblvYDxNy2ba0whVC8k2GKWeJhr9NIj3E61KkKpxe1w3Yo7kK851SDlJppg7jqyKr5c4Mp7zirYnyMr491g9iX22iNLc3Ny02E6utZmZGS0tLWl6etrSv+r1ut3TITpjdRbPAorJJEnMoJlrivazzc1Nra+vK5vNanl5WbOzs6aCqVarpgTkuBORu7CwoIWFBc3MzKhUKmljY0Nra2v2bLp7964KhUJH2xXnKX45EIuzs7OamZkxYg210MLCgi0w4IkEAUn0Nj5HJIOhIKJdlgS1ubk57ezsqFwua2Vlxcyp5+fnrQ0Vsujhw4cWxoDHGYT13t6ex7lfUZwH8SMdks4rKyt65513lM1mLdK2Xq+rUCiYP1asLkmSRBsbG+blCCB6uYaZd9DGyT2E51qr1TqVcvOqI91OcBJYbDmOwGm1WnavrlQqqtfryufzKpfLz7Vav7+/r1KpZO2ipKMuLCy44bbD4XBcMFhQuXPnzvUhfuIeYtQ6+/v7KpfLptBBok5bRPyAJD0K0gHZOkUHBTfFbEwkxfHvrJIwmYfAqdfrKhaLphqAGEAJQesQq67IYJPkKEaOA0PBgAIGgqtQKGh0dNTILXwVaMuIyR3+TXuwQB5QpEoy01MKX4pyvI22trZ0//59NRoNvfzyyyoUCnr06JHW1tY0OTmpl19+WSMjIzZ+VqelI88PfDbm5+eVz+c7DJlJ8sFLB6UR2xEbxW5vb5sqi3Yv9gXGYrEvE58NKUUSDkUJ51a8Ms3n8Z7YlJYxUQBDmMXtgCiYKNKkw1Ww9957zyZWs7Ozpj6D2KP4J1kLYouJEuQCxrPxCh6KGIw2b968aU77cYtGbCbcDzCrpRUIk2h+Hre6odrivOJ8K5VKarValjJGEc/vSkdm4LSxcd1wbcYkXGwoy2dxHeFdFRfQadCeQxsjJEC/E2rOGa7buH0Kcu1ZCg1I5VqtZtdfTMQ8K5IksVZMPM7w8OLekZboEufN9XQegCCFBILQxbOKtgNIvpjI5/jFHjbFYtES/SCXKB6Xl5c1MjJiPkv4gKX3U3wPIGK9WCxqd3fXfN3m5+c1Nzdnvlurq6uqVqv2/ECtiWfW3NycLSJwHtNmUSgUdOvWLe3t7Wl1ddVMo6enpy21LDbyJ4UD8qZYLFovPUQYL7aPll3uh0Sbvvbaa5qZmbG/884776hcLmtsbMy8p1DwcE7jI4fxNCoviGfaRiUZqR5CMKLxp3/6p534uYI4L+JHOnz2ff3rX9fExIRefPFFTUxMmCGoJPP1iYHyLjYHxc+HdmwCGbimNjY2OnypIDJ4vl7n1q90Ck/6+Z9GN1+fk8A+xzPs9u3bp3omphEbv4YQusY+OxwOh+NiUCqVNDc3d/WJH9pEmLBjMAtYMSI+jTaNmOCo1WrWdoHEPl5tjn1F4pYVPEJYFY9NhKenp9VsNrWysmIeKNls1lInYqUGRQMtW738LBgPsbgURJVKxfq0kS/TFoN6CBKoUChYIUQhzsM7jp6PlSuxJ1BcTEMmlUol7ezsmEqKdjr8H2ihmJ+fN1UTZBl+MxAOMdmFAoufJUnyVEIHQBGUJIlF0idJ0lGAs92oCiDzWNGnlYQo4l6gkImLZdQA7Dv2L9uACoFCD8XC3t6eHj16ZHH08Wr+kydPOgwUad+K1Se0qSGHJ3qRc4VVzrgdinMGUgNJfb1et+2kxatfkmJvb8+Ma7PZrF599VUjQjFdjq8lrl3ITCaq8bUVkxpxKxKvmEACsR8Qx+Hg4EDlctnMxnuZg+Lv8vjxY2uL45w8Cd3IE6nTK+esVjI5p2IvM87lWE2FsjH9u3GqWLwfUeT0UvSkxxkbSo+Pj2t8fPzcVmshELh/4BWBGTr7OQaKrb29PbvHNBoNuwfHHly3bt3SvXv3Oq49vG96AW8sznvua7Ozs5ZekySHZuAPHjzQ6uqqWq2WFhYWjMxBbcP9D7PvTCZjZnvc96RDc2WIGkg3iE7a5kjQQR2Fcb8ku+dCas7Pz2thYUH7+/vWFodfFgsoU1NTVlTi+8X9Zn9/31pQX331VS0uLlrxhh/Y/fv3O5RA+MFx7mSzWU1MTKjRaOjNN9904ucK4jyJn52dHX3zm9/U3Nyc7ty5Y0RNsVg8VgWyublphqPSYcgH3jHdQKt+fO/f29tTpVKxtoPTLHpcFdA6BfFKKzxJiSxIxff9Wq126raq/f19m2fSHv28gKRnMdbhcDgcl4drY+5MnO1xkl0K0ydPnkiSkSasWKJqwdg2bueJQbGEooPX+vq6xUAvLS3ZQww1z87OjrVhTU1NWUGczWZ19+5dzc3NPfVZsYKhGxkEYcHkBT+GiYkJi+OVjiL59vb2rEhk9TddLE5OThqpQHHJOGJ/GwgLEosw9v3Wt76lb33rW9avT0R5LP/HgyabzZq6CRINQgvVDT5KkqzFI70Ptre3jbg7zn+FiQteG5Ks/WN2dtYKNn4/9lzhOMTHJG4hYrUd0iGEYAQR/hcQcHiWUDQmyWEk+O3bt20VPr3/qtWqGcvGZASpYBhsnzR5ilveyuWyEaaQgVwrGNxCKOA9Eu8DqdOvJ0kSbW9va2VlRZlMpsNAEzIPkozrqFKpaGpqyghLPgtjZgiUGJBqvCAv47YiUCwWtba2plarpXw+bybpMZrNpqkBkyTpa8U0PqficzbtmfU8K6L9ICZiYpXiSUgTlLTHnfazIZ+4RvHiQVFynqA9t16vdyQNxr4zkjqID1RulUpF5XLZyGmM1RcXF80UNvZ/4/NiT6E4opyo91KpZKoiSDZUntzD8UDinMUMnvsShCmED/cSCJJ6va5vf/vb2tzcVC6X0wsvvGDFbOw1xhhGRka0s7Nj7Y0zMzO2yh+rKCH7tre3TbF5cHCY3vb666/rQx/6kMbGxlQqlfTgwQM9ePDACKfbt2/rjTfeMAPpZrOpjY0NPXr0yFL/XnzxRdv3qDNoH8vlclpaWtLHPvYxJ36uIM6L+MFnpr3S2KHs4Tnbi0zGl4B7dblcPjFumGsiDRY9rhMBBKmMfxmK74ODg470RdqJ42c1pM9piPokSbS2tmat1pdpSOpwOByOs8eVIX4++tGPJl/+8pc7UpjSBRVFavqhHse0x0apGHzilUEBSQGXLvTjFqn02DFnxmeEFB4MRmNVCCv/ePpIR+qGuPh+FkBAYb5M0R63oe3s7NikO12okqCFoevNmzc1MzNjaS4UFngcMfGi7YiVZsgcJP2Y99GGRYsFZB1JPOniDcKMNI90P3ncJ47KpxvwyWHMExMTevLkiRn7Li4uamJiwvxgTjq3Ua1wHCEIG42GeWFQ0IyOjlorGAof2gqTJNHs7KxeeuklU4jx86mpKTNhZvKGwax0RFYwnnw+/1T0OEVq7NmUVsnQSifJrof4/yBrGC9FLkSWpKeuuWq1qm9/+9vKZDJaXl7uSPrCWytJDtNWIGTiQr3bfo5VPCcRCiiJVlZWtLu725HCFO8jzi+8T2gNOOkapOWKVs/4nL0KxQL3q26KKEm2H88S3Odi0/xY7XSeBBikIl5kHA/OU7avXC6bsm9mZsYUNywIQNbQxgZ5wnUBoYsyioj1uC2VZ8HGxoYRPhjvZzIZbW9vq1gsqtlsamlpScvLy2o2m9YOJsmITzw4uG4hGNm3qDpRsd26dcu2k3Y2Wo55du7s7Gh7e9tUUgcHB0Z48jOuhampKRWLRVNe4B03OTlpRHWpVNLbb7+tBw8eqNlsanZ2VhMTE0ZgQQjNz88/dX/imby1taUPPvhAtVpNP/ADP+DEzxXEsxA/8UJIGmly4rQJUQDfOlTcz0tGoCaE1OWe/jyttOcBIpZpF+226Mm8B9X3cfPnfrG5uWnzZ0/ecjgcjsHClSJ+Pve5z3WsZENqsGpNUglKlziWV5IV6LHxbjdQjEpHxqTdClB+RuE4Pj6uQqGgJElULBbNiwHiZGxsTLVazdQHMzMzFt8MKXFatUE3tFqtp1oZ8A6ampqySVi8Ws5qF/J/VqRZKZI6/S3Yn6hF8vm8kUX5fN6ie2lFYgW6WCyqVCoZgYBiYGRkxNQYeNbQRkCrU3pSg9KFqOJeveFxdCyKkmKxqEqlounpab344otPJQWl1Szxynl6O2LzYdJrMLyODYZZtd/Z2TEV0Pj4uEZGRjpMvSmUY28bJp+QI0yYY/8ZrgWOE6Qb53E86cMYOR4PhBy+QfwtrgHUX0+ePDEPGLw9SBaKUa1Wtbq6aollGFMDkvW6JbM8C2IvLAjGGzduaGlpSbOzsx3HjRjqRqNhiUj9ePg0m03zSEqSxI5Nt/EPM+JzJfYJ4zw+z32VVmBhWo7fF6Q3ZDLPDuLNJdm1wbVGMmA+nzfTfM4nyFUWGGJjftoquSYhy1FqsiAwOTlpLVe0PtTrdVO9oeJCHYRiEOUl6h8SHpeWlkzZBEGJh5l0dG02Gg1TCZIqSQvy1NSUEVH4ErG4sbi4aIloGI1XKhV99atf1dramrLZrBYWFrS0tKQ7d+7Y/SlWoqbJgN3dXb3zzjv6zu/8Tid+riBOS/ywKCQdpfzx/IUgph1pcnLymZ8BmKgnSfLM5FE34AFGO+tFeJqdhNjzDGKqH5XvWYLn9mm8gRwOh8NxPXBliB8mHbQyxJHcKHFYvWf1Fr+f+fn5Dk+b40gfSbZa3a3IjwGRAekD2YS/Bz4cFOsoijBLhZi5ceOGJicnlcvljHyBFIgNg09CrCza29uzFiYSqWjZwhCVIoLCgFaROKacFhD+HitMpNdks1nduXNHkmzVGQNhWghQOLGqjPqIFgvaMEhJoxVufHzclDgxaCfCTyNNKMTHh6h4SaawIoVqYWHBUsdOC1RRlUrFUnxQSKEky+fzNtkdHR01Uig+BhSXqA6IZcdgPO2ZEreDUHDh8cP1gA9VuhWqH0CaxAqqbvunm3Fxtxafra0tM1zHs2R8fNxM10/yUDkJXG+oklDiNJtNi9pOp+3hYcS1GCs2ugFlQr1eN2VQbHrsOB5xVHt8rkACnZcnUFoFJB2RTyEEM4DnPG+1WiqVShb9vr+/r9HRUVOwcC+BGI3HBaEjyUhVDLHr9bo9kzA+npqaUqPR0KNHj7SxsaFWq6XFxUUtLy/bNcL9nGuahQ72GcpE1D8QQA8fPlS9Xjevrzhxkns990vUP+Pj43rllVe0sLCgVqul1dVV3b9/X0+ePFEul7Nrd3Z21p5rKKEgQyG0WGwZGxuzttnR0VErmLn2uE9SPNIKvbS05MTPFcRpiR+8q/Bu4vwApBqexT2UcIHFxcUzJ5V7eZpBAp3VMyBeuGA/xd58EMySLnXBgXkP9xaHw+FwDA6uHPHTCwcHB9ra2jJlB9vGSmk8aUb1QFHeTf0A4vautDFeuVzuMGiWjla2iDsnRvjx48eanJzUnTt3zKRTkiV1UWTg/0JRgTcMyTVppKOPpaO2sVwup729PdVqNStWUCdJ6jBMTn8Gq9Plcllra2umRsIHh1XsXC5nhX0+n7f4Y1b1q9Wq1tbWzCg1Hn9ctD9+/NjMWkmXwssGUgz1UKlUssK+G2lAmhSKDoow6cjPgojjfsHkj0KJiSbHnAJmZmamo9CiEGL/0T4Rq67w82E8nK/p8xByjJav85KedzNDP26Fk3OFVUjaRCCt8BGKW/LGx8etmDwN8UbRyXkDkYBBLEbitPKgskKlQ7of59Rxn5Oe7KMMOk8D40FH+lyRZGQp977zQHqlnM+lGKWllfYpzIvL5bIRJbSr1mo1SbKWKFpWY+UbKh3Uk5OTk2a6irJvb2/PPndnZ0dra2vmz7a4uKhbt27ZvQKFH2l3qO1ivy62o9VqqVgsanNz01L14sWSsbExzc7OqlAoWIslZvyoisrlsiRZzHOsbkKlGLeAYqQvyUhu9hsLLdls1gzjuZ/s7OwYkV0oFHTnzh0tLy878XMFcRrih8SofD7fMd/hPOzmnfi86OXdc9afwf2LhQYUtMwfIWljq4A4ZCFWjUPgQhzznEFtGyuO42TSy3z+4JN4XAS8w+FwOK4nrg3xI8lWGvE4kGT+BaykxCldPHhjxP4jvRKDSJoaHx83I8H4b8VGsdKRaSYET1yUgrSsGLUNLVJ8PzExoZs3b/YsnrpNCjC1lg6VJjs7OyoWi2byuby83GF2i89MqVSydgNMRUdGRkxJxGrPzZs3tbCwYONgAsPXTP6Z7OPrkyYuMEkul8smJ2Z1GDUVXgDpbZaO0iE2NzeNIGHfk5xGes5xK1WQCyT28KJgox2Pv4PPR7zf055C3fybUDolSWJtGd2AMbekDq+g80asLhofH9f09PSJq4soHGLPEOT9mMai1Lp9+/ZThT4eS3EMdPyKV0Jp2+T6I42I40K6EddUPy0FsbKHSTjXFel2jrNBL9IaJdB5qakg1bkfoF7LZDJGhsQph6VSSbVaraPIg8yUZEmQEBwsJOBvFBt8Y2S7vr5u97KYMKpWq+bRxn0S8pvnASbykO+SzDsMchPCGYUmSlfIIgpJ7lkoGLmG7t69q3v37tnfjY3q19fXtbW1ZcRrLpfT3bt39eEPf1iLi4uWxriysqL19XUj33k/fizxswrCqtFo6K233nLi5wriNMTPxsaGJA20+S+G7LSzpkMPpKOESf6NvSJjxIt11yHOHO8yh8PhcAwWrhXxcxJ4UMcJNBSQFHU8lONIaF6tVssURd3M9LoZxdLWJB0ZzuIv0U1JAekQTyhoUcGDQZL5CaGyOalIqtVq+uCDD/TkyRPNzMwYUQO5EvskkR41Njamubm5ju0kEpt9iVcRrUUU4eVy2YolFDAxoSLJVrtZ1U4X1aiqSKN5/PixtXZRbFEUUbTs7u5astfU1JSphCC+uvXDswoZEz0UL7H59tjYmBEgyKzTJFs3wieOU+XzOJbHpZA1Gg1rS8vlcuZ9dJE4ODiwVjYS6fohnmLCFbIV7O7uWgrJ7OysFcXdzIjTvlqxVwTb0Gw2tbW1pYODAxUKBUmyVsNu12Ea6WQoJ3suHq1Wy+7N3B/S5Ml5HAfutdxfHz9+rFwuZ8le8XW5vb2tzc1NSzHM5/O26h2bpvcirdLm0iQ7xs8j6YiEQeGDUhXSknssClSuGxQC8SJHLpczz6M4/ABSaGRkxO7f8XXGQgKtu7SkkQxJmzBE+O7urqampvTSSy/ppZdeMlVtpVKxFEXGic/Z1taWPT/wwctms/r+7/9+J36uIPqdg9XrdW1vbw+1IoQ5ZK97Vmy+fx5G+w6Hw+FwPAsGiviJQWEaFxq9zEcPDg5Muo7BZ6xWoVUJ2ftJRrGNRkPlclmtVutYjxO8E/CGweyYVSXaD+JY9jh2+8aNG2ZiywQD9RBKiXq9rkePHqlUKpncfmFhwXwm4okL6S4oaSAjWIXe2dnR+++/L0nmZTE7O6tMJmOkT0yw1Ot12x5IlfQECIPIer1ucuq4RQyD1Bs3bmh6elovvPCC5ufnTfVFKx3HDXIvbcYaG/ai+qJtjRY4iq5uxzWdUJLNZjtaGqQjRVKaROn2t+LzDVXAZSImq9jXp9km9jlqHoqDEIIZ7FJ88nU/6V0YfKPCwsic40dbSnpb4nMxvv45r53suTxAKnONc03GLWHnQYDiCbaxsaHd3V3NzMxYRHtcoGWzWWsFRD3K/asXAb+7u2vnO6b3MeJzEiK6UqnYfQC1EWlfXBu0lcQtJZDiPBPYV9vb26rVaqbClGT3PBYXIIJQ58WKTyLaIZk4DviCraysqF6va2FhQffu3dPU1JTd85rNpgUcVKtV1Wo1ay+u1WpGKOVyOX384x934ucKop85WJIk2tjYsKhwh8PhcDgc1wcDS/zE6Ob/AAkkHSpPWq1Wh8qHVc60J02/bTixj0qs+ujmgcGK79jYmG7cuGG+DhS9kEFx8YyCQTokYQqFghlxlkolra+vm08O3hqs9lIAZzIZK3pI45qamtLCwkKHj40kU9xAaMXtGhRtECnsH8xL4+Imbmer1WqW+IVPQLVatQKmWq1aSxEr6HEKFWQcJqOslDMm3ktRFRM9qD1OUnzgB8L2dyN8pM5ksbGxMc3MzHQlkCD6iGjvlmZ2mUgnpHVr2esXtNGg1DkNkdRsNrW9vW3tnbTZxEUvODg46CAK48Q+VGru23M10cvT6bjW1rP4zNXVVa2vr3cQ7Bi2Qz5JR62Bsd9H3LKRJIkqlYrq9bpu3rypQqHQ9/aSBFapVFStVq0tlHOd+wL3O/ZJfL/gGc0YMPPn+bKzs6NHjx6pXq+bP9nm5qaRX5g7z83NaWlpSfPz85ZEGRt2o3bFXLrRaJiyFFUqyiPpsGV1ZmbGtnlkZESbm5v6xje+oR/7sR9z4ucKop852M7OjqrV6pklNTocDofD4bg4DAXxEwP/h8ePH6tcLlsq1tLSkq3+xsqOTCZjRrHPUqDv7u5aMhgtJkzi+029QbFSLpc7DHYxmZZkJEqscMJvaHFxUbOzsx1GxK1Wy4pizEGJ540JizQRgAIIPyNJHUbGxLinFVEUJLVazaLoMTGOyTRWnfG3wI+pXC6b4TJFSLPZ1NzcnAqFwlNKKFbvM5mMrdZj9H0c4na1/f19K/h6JZTEyWLHmTLHbV3ZbNYio68iID0hRJ+HAMKsmxj7tA9St8+u1WoqFova3d1VLpczxVvc8oh/DAl3kky5gOdQHMntuB6ApKeVSZIRfs+SYpcG935SDEdGRrS0tKQ7vl97AAAQ70lEQVRcLteRuJO+R0vqaFXDq2pvb8/UD9PT0888blou4xbGWBGHaic2WJbUcX7zOwDjfXyAMI1mTLSioMyk3ZV7KAQXJPrIyIgajYYePnyo+/fvq1KpaHJy0khd2urYFu7l/IzEtE9/+tNO/FxB9BOwsbGxYS28DofD4XA4rheuFfGD+uV52wGY9EPG0CIVJy4cl7TVD2KVEW1SmOguLi72FZOZjrKOPRdIi2C1OVa4QIBgVA1pk8/nzT8HNcbu7q7GxsZ0+/Zt83uApOF3e7X+kCgWR9rj9QIBNDU1Zcof/IMwKKUdjehzSR1xpqTyxJ4gtCiQKDM6OmqtDRA9EGKQRpKe+lfqjFKlRQzFgaSO8yB9rkF+0SpBklWaaNjb2zNPodHRUfMPug5IE0DPSoLGLXCQaFNTUx0x7JhGY7RLcUEcuyQjefARka6faaajf+ALBGkRX5tc40S3H4e0ejNW/5GkNz09bQQ0BAbm0JLMi4hrl7bYZrOp6elpu5fxvmd9NsUEUGyezr2fNmC86iCDaF9F/UYbFy2nmUzGiOxMJmNpTCMjI9aWmVZz7u/vG/GLuonvx8fHtbW1pXfffVfFYtFaoEkq47PwV1pbWzPvvF/4hV9w4ucK4qQ5GEmai4uL7lnjcDgcDsc1xLUifnZ2doyMkI5apPpNiEmSRNVqVY8fP9aNGzdUKBQsRps0olwuZ6bKpyV9IDjiFBtWjUmtqlQqajQaymQy1oYVbx9tDyS7SOqI+UySRKVSSdvb29rZ2ZF0VJSgJKG1C4NQ2rTwe8AbCC8g2sDi7aD1Id2+1Q348GAGTcGGr4N0tGqfy+WUz+fNlJnWriRJlM/nNT09bS0QbCsFHolju7u7VqhRYDApjT+PfZLNZjvOD0iq9CtOJ8Nro9tYaaWQZKRV/F48bigcKYomJyevpQIlXTjTmtfNs+k4pIva+JpASQHhQ6tcrL6S1OFfdV5eMI6rCe4LXIMoH2P/sLg9Cl+bWOHY7Z7LPaWbYg+FKC1PEPp4ihUKBVO1cP+TZAQ0CrST0vLSSF8rmMhDTJH61Ww2rTV4d3fXVJGMhecY97/9/X2Vy2UdHBx0eJCxr9bX11Wr1ZTJZLSwsKCRkRFLgEySRFNTU2awzvMu9piLo+ghYnmuLiwsKEkS3bt3z4mfK4jj5mCtVksbGxvWVu1wOBwOh+P64VoRPyCeaKMGiU2Qu02y9/b2VKlU1Gw2TQ0Sx4lDcGCWTJsXfiK9CvbjyJ5ehSkTdEgB0lZQ88RR1vg2QN5QCExMTKhQKFgLTj+FBW1bRBsj46/VakYkseJLmhaqp35aZyByiGuvVCqqVCqSpMnJSS0uLlqrDyvUjB/i5uDgQNPT07YiTfFAuxer870UU5iy8oIkhDyDNDgNAcMxThebsQ8ShrW0okmyNqXzSiy6DOB5AvH1LIbJrVZLpVJJpVLJzL9j76d0rDstiZyHg7IvHc+HmIQ97lnVT6vikydPVKlU1Gq1nkrYo/V0d3dXW1tb5iuGuTL3+hs3bnS0IHI/l46IoLgltV+vuLj1OJ0iSMogyiXM4nt5jPE3Ubx28yWqVqtaXV1VuVy2ex1EOCpHiFtaekm7jE302ScTExOam5uzEIA33njDiZ8riOPmYM1mU9Vq9VKSJx0Oh8PhcJwNzo34CSG8KelfSRqV9GtJkvzz497/rB4/pHfFCVIU3LQ0VatVk8lTWGLUC+ETo5exczy5J6Y3Jp56RYB322bk+KVSydLC8vm8qUJY2UbRghoin89rbm7umVvQ+PyRkREbIwUKHjh4CqE6gqSBLELtQRFOUYTCh3YKjJQzmYwVaPHfQpWErwatVvyfdNSORZsBnkD9It0uB7EGkRAn6YBeyqtu7SUQIaQToVDqljY1SKAgjWOkOf97tVzRGkh7INcWbVp4lFAk9+PJ5HAQcR63PvFzrvN+/w4tiZLsXh8/B7PZrPL5fEesevwMiE36Y4VSmgiKz/X4317PjtifDQ+iTCZj2xcrI/stzIm4l2QKSumIBNvY2LDkQVphIZy4X8cpe2xDJpOxRYYkSaxVljF/5CMfceKnD5w0hwohZCX9e0kfk7Ql6UeSJHnQ/r9flPSTklqSfj5Jks+f9HkX5bPocDgcDofjcnAuxE8IYVTSO5L+uqSHkv5I0t9NkuTPev1Ot0kHPgvpGOheBTWpIkjzt7e31Wg0NDo6auoVDGApBpDv9wLFKgRJq9WyiTpqIAih40CaV+xZIx2ZdGJYHKt+4gIYBcyzrrbFxxIvHsZCyhXkCtHcqJgocOJ4dTyH4uNCUtrExIR9HW9vHPfN5+A/hDKGlgPIuXjbc7mcrTB3e2Eoetw+wL8jbsuQ1BGhnD4GqFoYAy/IxH7ingcZafILr5H4eHPex6a5k5OTHa11/aogHI7zBCrI+F5/3PlJa2u8EJD+PQypUQ/FL9Rt0tF9iBe/PzIyYn5hpVLJyKmJiQlL6zqtoTkLEMViUfV63VqD9/f37ZkpHd23GSfEPSRvJpMxcgsiKm65Y5tGRkbUarX0yiuvOPFzAvqZQ4UQflbSR5Ik+ZkQwo9K+qEkSX4khPAhSb8h6bslLUv6XUmvJ0nSSn9ODCd+HA6Hw+EYbBxH/DzPUvt3S3o3SZL32h/ym5LektST+OkGDC13d3f1+7//+x0+H4CEqBistFKUo+xgIh0jnYTSDTEhAkZHR20Vsx/EaSwoGeLPhbyI1TB4xYyOjqpcLvf1Ob2QTn+JVS/pbez1e/G2k+LCMaGwCSEYsVKtVvvaNlrlTsLjx4+1ubnZUSh1w2lajmICihajmIzoFp0sqYPsyuVyZoY9zKDdLVZWSbJ2D0zNXcnjuMrAv+c078cPDXIEhU98X+t1X+J5xX2Ir7vd53iexV5o6+vrWl1dPfFzun0u4J6NH1kul7P7N1HxtMyheKVdmc+EIIr9h2LiNybzHSeinznUW5L+Sfvr35b0K+Hw4L8l6TeTJNmT9H4I4d323/s/F7TtDofD4XA4rhmepzK7I+mD6PuHkv5S+k0hhJ+S9FPtb3dCCN94js/sB/OSiuf8GVcZwzz+YR67NNzj97EPL4Z5/Fd17C9d9gZcA/Qzh7L3JEnSDCFUJM21f/4Hqd+90+1DfA52oRjmsUvDPf5hHrs03OP3sQ8vrur4e87Bnof46bbk+NRSX5IkvyrpV5/jc06FEMJXhlliPszjH+axS8M9fh/7cI5dGu7xD/PYBwD9zKF6vaev+Zfkc7CLxDCPXRru8Q/z2KXhHr+PfTjHLl3P8T+PM+1DSS9E39+VtNrjvQ6Hw+FwOByOQ/Qzh7L3hBBuSJqRVOrzdx0Oh8PhcDgMz0P8/JGk10IIr4QQbkr6UUmfPZvNcjgcDofD4RhY9DOH+qykT7S//mFJX0oOTZQ+K+lHQwjZEMIrkl6T9IcXtN0Oh8PhcDiuIZ651avdb/5zkj6vwyjSf5ckyZ+e2ZY9Oy5M0nxFMczjH+axS8M9fh/78GKYxz/MY7/W6DWHCiH8kqSvJEnyWUn/VtJ/aJs3l3RIDqn9vv+sQyPopqR/eFKi1wVimM/JYR67NNzjH+axS8M9fh/78OLajf+Z49wdDofD4XA4HA6Hw+FwOBxXG8/T6uVwOBwOh8PhcDgcDofD4bjCcOLH4XA4HA6Hw+FwOBwOh2NAce2JnxDCZ0IIXw0h/HEI4QshhOUe7/tECOGb7dcnur3nOiKE8C9DCH/e3ge/E0LI93jfgxDC19r76SsXvZ3ngVOM/c0QwjdCCO+GED550dt5Hggh/J0Qwp+GEA5CCD2jBAfxuEunGv8gHvvZEMIX2/eyL4YQCj3e12of9z8OIVx74/2TjmXb6Pa32v//f0MIL1/8Vp4P+hj7j4cQNqPj/Q8uYzsdw4dhnoMN8/xL8jmYz8F8DjYsc7Bhnn9JAzYHS5LkWr8kTUdf/7ykf93lPbOS3mv/W2h/XbjsbT+j8X+fpBvtr39Z0i/3eN8DSfOXvb0XPXYdmmbel/SqpJuS/kTShy57289g7H9B0huSfk/Sdx3zvoE77v2Of4CP/b+Q9Mn215885prfuextPcMxn3gsJf0s938dmuD+1mVv9wWO/ccl/cplb6u/hu81zHOwYZ5/9Tv+AX4O+xzM52BDMQcb5vnXKcZ/beZg117xkyRJNfp2QlI3t+q/IemLSZKUkiQpS/qipDcvYvvOG0mSfCFJkmb72z+QdPcyt+ci0efYv1vSu0mSvJckSUPSb0p666K28byQJMnbSZJ847K347LQ5/gH8tjrcAy/3v761yX9rUvclotCP8cy3i+/Lel7QwjhArfxvDCo57FjADDMc7Bhnn9JPgfzOZjPwTQcc7Bhnn9JA3YeX3viR5JCCP80hPCBpL8n6dNd3nJH0gfR9w/bPxs0/ISk/9nj/xJJXwgh/L8Qwk9d4DZdFHqNfViOfS8M+nE/DoN67G8lSfJIktr/LvZ4Xy6E8JUQwh+EEK77xKSfY2nvaRcjFUlzF7J154t+z+O/3W65+O0QwgsXs2kOh8/B2hjm+Zfkc7BeGIZj3wuDeuyHbQ42zPMvacDmYDcuewP6QQjhdyXd7vJfn0qS5L8lSfIpSZ8KIfyipJ+T9I/Tf6LL716bHPuTxt9+z6ckNSX9xx5/5nuSJFkNISxK+mII4c+TJPnf57PFZ4czGPu1Pfb9jL0PXMvjLp3J+Afy2J/iz7zYPvavSvpSCOFrSZLcP5stvHD0cyyv7fE+Af2M679L+o0kSfZCCD+jw5W3v3ruW+YYCgzzHGyY51+Sz8HkczCfg3ViGOdgwzz/kgZsDnYtiJ8kSf5an2/9T5L+h56edDyU9Fei7+/qsC/1WuCk8beNEj8u6XuTdrNhl7+x2v53I4TwOzqUrl35h88ZjP2hpJh5vStp9ey28PxwivP+uL9xLY+7dCbjH8hjH0JYDyEsJUnyKISwJGmjx9/g2L8XQvg9SX9Rh33K1xH9HEve8zCEcEPSjKTSxWzeueLEsSdJshV9+2906LfhcJwJhnkONszzL8nnYGfwNwb22PeBgTz2QzgHG+b5lzRgc7Br3+oVQngt+vYHJf15l7d9XtL3hRAKbff172v/7NojhPCmpH8k6QeTJKn3eM9ECGGKr3U4/q9f3FaeD/oZu6Q/kvRaCOGVEMJNHZqOXWt3/X4xqMf9FBjUY/9ZSaTifELSUytv7Xtdtv31vKTvkfRnF7aFZ49+jmW8X35Y0pd6FWLXDCeOvT35BD8o6e0L3D7HEGOY52DDPP+SfA52Egb52PeJQT32wzYHG+b5lzRoc7BndYW+Ki9J/1WHN9Kv6lBqdaf98++S9GvR+35C0rvt19+/7O0+w/G/q8Pewz9uv3BVX5b0ufbXr+rQhfxPJP2pDmWal77tFzH29vd/U9I7OmTaB2XsP6RDFnpP0rqkzw/Lce93/AN87Ock/S9J32z/O9v+ud3zJP1lSV9rH/uvSfrJy97uMxj3U8dS0i/psOiQpJyk/9K+L/yhpFcve5svcOz/rH2N/4mkL0u6d9nb7K/heA3zHGyY51/9jr/9/SA+h30O5nOwoZmDDfP8q8/xX5s5WGhvsMPhcDgcDofD4XA4HA6HY8Bw7Vu9HA6Hw+FwOBwOh8PhcDgc3eHEj8PhcDgcDofD4XA4HA7HgMKJH4fD4XA4HA6Hw+FwOByOAYUTPw6Hw+FwOBwOh8PhcDgcAwonfhwOh8PhcDgcDofD4XA4BhRO/DgcDofD4XA4HA6Hw+FwDCic+HE4HA6Hw+FwOBwOh8PhGFD8fzvd4ES/qVcBAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_curry=df_shots.query('player_id==201939').copy()\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(20,7))\n", "k=0\n", "for row in df_curry.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " ax1.plot(Time,D,'k-',alpha=0.1)\n", " ax2.plot(Time,T,'k-',alpha=0.1)\n", " k+=1\n", " \n", " \n", "ax1.set_xlim((-3.2,0.8))\n", "ax1.set_ylim((0,30))\n", "ax2.set_xlim((-3.2,0.8))\n", "ax2.set_ylim((0,2))" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 30)" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(18,7))\n", "df_curry_pull_up=df_shots.query('player_id==201939 and Shot_type==\"pull-up 3P\"').copy()\n", "df_curry_catch=df_shots.query('player_id==201939 and Shot_type==\"catch-and-shoot 3P\"').copy()\n", "for row in df_curry_pull_up.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " ax1.plot(Time,D,'b-',alpha=0.1)\n", " #ax2.plot(Time,T,'b-',alpha=0.1)\n", " k+=1\n", " \n", "for row in df_curry_catch.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " ax2.plot(Time,D,'r-',alpha=0.1)\n", " #ax2.plot(Time,T,'r-',alpha=0.1)\n", "\n", "sns.lineplot(x=\"Time\", y='D', data=df_curry_mean[df_curry_mean['Shot_type']==\"pull-up 3P\"],hue='Shot_type',palette=['black'],ax=ax1,size_order=[60])\n", "ax1.set_xlim((-3.2,0.8))\n", "ax1.set_ylim((0,30))\n", "sns.lineplot(x=\"Time\", y='D', data=df_curry_mean[df_curry_mean['Shot_type']==\"catch-and-shoot 3P\"],hue='Shot_type',palette=['black'],ax=ax2,size_order=[60])\n", "ax2.set_xlim((-3.2,0.8))\n", "ax2.set_ylim((0,30))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "397 1 295.28 201939\n" ] }, { "data": { "text/plain": [ "(0, 2)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(20,7))\n", "\n", "#for row in df_curry_pull_up.iloc[:3].itertuples():\n", "# Time=getattr(row,'Time')\n", "# D=getattr(row,'D')\n", "# T=getattr(row,'T')\n", "# tts=getattr(row,'Time_to_shoot')[0]\n", "# ax1.axvline(tts, color='b',linestyle=\"dashed\",lw=0.5)\n", "# ax2.axvline(tts, color='b',linestyle=\"dashed\",lw=0.5)\n", "# ax1.plot(Time,D,'b-',alpha=0.8)\n", "# ax2.plot(Time,T,'b-',alpha=0.8)\n", " \n", "for row in df_curry_catch.iloc[100:101].itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " tts=getattr(row,'release_time')\n", " print(getattr(row,'Match_id'),getattr(row,'quarter'),getattr(row,'clock'),getattr(row,'player_id'))\n", " ax1.axvline(tts, color='black',linestyle=\"dashed\",lw=0.5)\n", " ax2.axvline(tts, color='black',linestyle=\"dashed\",lw=0.5)\n", " ax1.plot(Time,D,'r-',alpha=0.8)\n", " ax2.plot(Time,T,'r-',alpha=0.8)\n", " \n", "ax1.set_xlim((-3.2,0.8))\n", "ax1.set_ylim((0,30))\n", "ax2.set_xlim((-3.2,0.8))\n", "ax2.set_ylim((0,2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing two players with high percentage" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_other_mean=df_plot_mean.query('player_id==202691').copy()\n", "averaged_evolution_two_df(df_other_mean,df_curry_mean,sd=None,hue='Shot_type',palette=['blue','orange'],style='player_id')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing two players : one with high and the other with low percentage" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of shots Curry: 390\n", "percentage of CandS Curry: 0.5153846153846153\n", "number of shots Other: 56\n", "percentage of CandS Other: 0.9642857142857143\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2),(ax3,ax4)) = plt.subplots(2, 2,figsize=(20,14))\n", "df_other_mean=df.query('player_id==202323').copy()\n", "\n", "df_curry_pull_up=df_shots.query('player_id==201939 and Shot_type==\"pull-up 3P\"').copy()\n", "df_other_pull_up=df_shots.query('player_id==202323 and Shot_type==\"pull-up 3P\"').copy()\n", "df_curry_catch=df_shots.query('player_id==201939 and Shot_type==\"catch-and-shoot 3P\"').copy()\n", "df_other_catch=df_shots.query('player_id==202323 and Shot_type==\"catch-and-shoot 3P\"').copy()\n", "\n", "print('number of shots Curry:',len(df_curry_pull_up)+len(df_curry_catch))\n", "print('percentage of CandS Curry:',len(df_curry_catch)/(len(df_curry_catch)+len(df_curry_pull_up)))\n", "print('number of shots Other:',len(df_other_pull_up)+len(df_other_catch))\n", "print('percentage of CandS Other:',len(df_other_catch)/(len(df_other_catch)+len(df_other_pull_up)))\n", "\n", "for row in df_curry_pull_up.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " ax1.plot(Time,D,'b-',alpha=0.1)\n", " #ax3.plot(Time,T,'b-',alpha=0.1)\n", "\n", "for row in df_curry_catch.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " ax3.plot(Time,D,'b-',alpha=0.1)\n", " #ax3.plot(Time,T,'b-',alpha=0.1)\n", " \n", "for row in df_other_pull_up.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " ax2.plot(Time,D,'r-',alpha=0.1)\n", " #ax2.plot(Time,T,'r-',alpha=0.1)\n", " \n", "for row in df_other_catch.itertuples():\n", " Time=getattr(row,'Time')\n", " D=getattr(row,'D')\n", " T=getattr(row,'T')\n", " ax4.plot(Time,D,'r-',alpha=0.1)\n", " \n", "ax1.set_xlim((-3.2,0.8))\n", "ax1.set_ylim((0,30))\n", "sns.lineplot(x=\"Time\", y='D', data=df_curry_mean[df_curry_mean['Shot type']==\"pull-up 3P\"],hue='Shot type',palette=['black'],ax=ax1,size_order=[60])\n", "ax2.set_xlim((-3.2,0.8))\n", "ax2.set_ylim((0,30))\n", "sns.lineplot(x=\"Time\", y='D', data=df_other_mean[df_other_mean['Shot type']==\"pull-up 3P\"],hue='Shot type',palette=['black'],ax=ax2,size_order=[60])\n", "ax3.set_xlim((-3.2,0.8))\n", "ax3.set_ylim((0,30))\n", "sns.lineplot(x=\"Time\", y='D', data=df_curry_mean[df_curry_mean['Shot type']==\"catch-and-shoot 3P\"],hue='Shot type',palette=['black'],ax=ax3,size_order=[60])\n", "ax4.set_xlim((-3.2,0.8))\n", "ax4.set_ylim((0,30))\n", "sns.lineplot(x=\"Time\", y='D', data=df_other_mean[df_other_mean['Shot type']==\"catch-and-shoot 3P\"],hue='Shot type',palette=['black'],ax=ax4,size_order=[60])" ] }, { "cell_type": "code", "execution_count": 213, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_other_mean=df_plot_mean.query('player_id==203490').copy()\n", "\n", "def averaged_evolution_two_players(df_player1,df_player2,sd=None,hue=None,palette=['blue'],style=None,size=None):\n", " \n", " ## rename columns to have good labels ##\n", " df=pd.concat([df_player1,df_player2],ignore_index=True)\n", " df=df.rename(columns={\"Time\": \"time [s]\",'D':r'$<\\delta_{d}^*(t)$> [feet]','T':r'$<\\delta_{t}^*(t)$> [s]'})\n", "\n", " ### plot ###\n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{d}^*(t)$> [feet]', data=df,palette=palette,ci=sd,hue=hue,style=style,size=size)\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize='small')\n", " plt.show()\n", " plt.clf()\n", " \n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{t}^*(t)$> [s]', data=df,palette=palette,ci=sd,hue=hue,style=style,size=size)\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize='small')\n", " #plt.savefig('Comparison_curry_t',dpi=72)\n", " plt.show()\n", " plt.clf()\n", "averaged_evolution_two_df(df_other_mean,df_curry_mean,sd=None,hue='Shot_type',palette=['blue','orange'],style='player_id')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Link between several attributes\n", "----" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def d_reception(row):\n", " \"Calculate distance of the closest player at ball reception\"\n", " D=row['D']\n", " Time=row['Time']\n", " TTS=row['release_time']\n", " if TTS<-3:\n", " return(D[0])\n", " i=0\n", " while i=len(D):\n", " return D[0]\n", " return D[i]\n", "\n", "def t_reception(row):\n", " \"Calculate distance of the closest player at ball reception\"\n", " T=row['T']\n", " Time=row['Time']\n", " TTS=row['release_time']\n", " if TTS<-3:\n", " return(T[0])\n", " i=0\n", " while i=len(T):\n", " return T[0]\n", " return T[i]\n", "\n", "def d_release(row):\n", " \"Calculate distance of the closest player at ball release\"\n", " D=row['D']\n", " Time=row['Time']\n", " ind=Time.index(0.)\n", " return D[ind]\n", "\n", "def t_release(row):\n", " \"Calculate distance of the closest player at ball release\"\n", " T=row['T']\n", " Time=row['Time']\n", " ind=Time.index(0.)\n", " return T[ind]\n", "\n", "df_shots['d_release']=df_shots.apply(d_release,axis=1)\n", "df_shots['t_release']=df_shots.apply(t_release,axis=1)\n", "\n", "df_shots['d_reception']=df_shots.apply(d_reception,axis=1)\n", "df_shots['t_reception']=df_shots.apply(t_reception,axis=1)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gabin/opt/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:1847: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n", " warnings.warn(UserWarning(msg))\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "g=sns.jointplot(x='d_reception',y='release_time', data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and d_reception<30'),kind='reg')\n", "g.annotate(stats.pearsonr)" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 25)" ] }, "execution_count": 165, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9HZ56Cv74RxG6ri4p5LxqlQjdRRdJcIqhDyNuMTDidjzR3Q333ov+0QZUcxN7V1zNIwv/i3/tK2DHDujslN3sdliwQKpHWCK2ePEIsSVG3I5rhvO52X29ZNa9Q07NdrJrtpNTvZ2s2rdw+noACDpctBQtEsGbvZTmkqU0Fy8e9zSFo8lz8/ngX/+Cp5+WZf9+2T5/vojd+efLHHVZx3+A6bFgxC0GRtzixGi0JBiE+nro2VPDsq33c0HVA2QFGtnEhXyX77GVM3G7ZSRy9mxZiouhqAhcY5xbc8ELU6u2pGGCCYVI7KwnpaWGlNZqUlprSGmpwenrBsSX15uWR9389/WJXlPJUrwpo4y+jcF4JHHv3StTED7zjMxi0N0tIw9Ll4rYrVolk8lnZh77uY4jjLjFwIhbnIgWt1AIWlrg8GEZRqythZaabpYfeZor9a+4iD9jI8Qz7g/z6znfpGX+CmbNEp9Edvb4ON2NuBnQGndPK8mtNaS0iOC5e1pJbanu26Urs5jm4iW0FSwIL/NpK1gwKtEb7wolfr/MOP7ss7Js2SLbABYuhBUrZHL5FStkJGMaB6cYcYuBEbdJxOORJ8/du+GXv4QjRyKL368po4IL+DsXOf/O+YG/kaR7aEssZOeST1Nx4RfxFMyZsL4ZcTPEYvfK63B3NZNds6NvWDP70JukN+zDHvD17edJzqKtYAHt+fNpy59PZ/YcurJK6MoqoTe9AG2zT3j5re5uyYTZskUmv3jlFXloBMjIkMCpxYsjw/QLF459hGOKYsQtBkbcxrtxLfNg7dkjlRl275Zl1y6oqJDPQVPEYd6TupOzk97ijNCrLOraQlavzCvSmVVC9akXcXD5xzlywnv7KswbATJMNkP58lQoSEpzFRlHdpNRv4eMI7tJD6+TOur77RuyOejOnEV3ehGe1Fw8KbkktdbiT0jB704h6Ewk6HQTdCT0rQPOBIIONxzF7ApWn7WWYf2DB2WpqZFREcu6s9tl2p7iYsjPh4ICWeflSVZNNFO8LqYRtxgYcTsKQiH5JzlwQBzcBw70f+3r6CWXRnJpZLatljPTdnOaew/zVAUF/mrSug5j9/b0tdebkkNnzlw6cubSWriQ3tR8k8lqOG6x+3txd7fg7m4hoae177XL047T04XT24nT24UtNHIlm6DdGRE9ZwIBZxIBVyJBZyIBl7y2tgVcSfjdqewqv56e9EKCrsTB7QVl+p5Dh0TsDh2S/+W2tsg+Sslwf36+zEKenQ1XXikRmnPmSGDWFPv3nFq9mSIYcYuBzxf58VdXaeoPdNG2r5HuykY8NY0EjzSSEWjsE7A81Uixq5E8WyOZ/kbcge7BjTqd8l+RnQ05Oezvyqc7YxbdGbMIuKdXpXiDYUS0xu734PR2Yff34vB7sAW8OPwe7AEv9n5rT997h68Xh79H1r4eHP7eIU/hTUynJ72Q7oxZdOaU0ZU9h46cMjqzy+jMKaM3LfIQ6fGI6B05ItZefb28bm6Gnp7+7SYlidAVFkrwVmFhZIl+nzJ5/9ZG3GIw48Stcp9fN+9rob2iha4nn8Xb2kOwoxvd0YXq6sTlaSfF30oujeTQRC6NJBB7Gpag3YVOScWeloxKTYHUVPlFp6b2f52TI9nSUY97JpzeYBgHQiHsAY8Ina8Hl6eD5tlLSWo/LEvHYZJbD5HaVEFSZ0O/QwPOBDqz59CZUybr7DI6c+bQlVVKV9ZsGUGx2ejpkXSDqiqorJSlqkoCwOrqZO3zDe5aSooMdebkDF7Cz7h9S2am+AXdR1dUxohbDGacuKHUkBfcY0um25mJNzEdnZyKPT2FhMxEUnLcuDKS+wtWSor8Eo9yfMKIm8EwMQzlJ3R4u0lpriK1uYK0pgpSmitJa6ogNfw6oae13/5Bu5PuzNl0ZZVQdHaJFMGcPTsyXpmXB7m56NQ0WttUP7GzFsv6a2qSpbERvMNMWeh2Q3r64CUjY/C2tDSxIlevNuIWixknbq9fept2FWaTVJxN6oEdpOe5cGckiWAN9CJPIEbcDIaJ4WiLSDt720ltqgzn/FX3Wwp81eKcC8UoFO5yifpYIzYDR25SU0WFnE6004UfJ11eJ10+J50eJx29Ljo9Drp77fR4bHT12ujpUXT12NgbOoE3AqfR3i6VW7q6Bp9eayNusZhx4qaUehvwxLsfcSAHaIp3JyaZmXjNYK57ppGgtV4U705MNUY/J8r0waO1Xh7vTkw2SqltM+26Z+I1g7nuePdjslFKbYt3H6Yi0zdn32AwGAwzFiNuBoPBYJh2zERxm6llPmbidc/EawZz3TONmXrdwzLjAkoMBoPBMP2ZiZabYYajlPp3pdTX490PAKXUpUqpk6Pe36aUen88+2QwTAeMuBkMQ6CUmoxo4kuBPnHTWq/XWj8zCec1GKY1RtwMMwKl1LeUUnuUUs8A84fZ73ml1O1Kqc3ATUqpXKXU75VSW8PLOeH9UpRSP1dK7VRKvaWUuiy8/QKl1Bal1BtKqY1KqZTw9kql1H8ppV4LLycopd4DXAxsUErtUErNU0o9rJT6t/Ax5yultofP8TOllDuqre+Fz7FTKbVgYr89g+H4w4ibYdqjlDoduBJYCnwMOGOEQzK01uVa658AdwF3aK3PAC4DHgzv8x2gXWt9qtb6NOCfSqkc4NvA+7XWy4BtwFej2u3QWp8J3APcqbV+GXgSWKe1XqK1PhDV5wTgYeDjWutTkZzUL0a11RQ+x33AlBhiNRimEjMxidsw8zgXeEJr3QOglHpyhP1/E/X6/cDJKlJDNE0plRrefqW1UWvdqpT6MDLE+FJ4fxewJaqtX0et7xihD/OBCq313vD7R4AbgTvD7/8QXr+OCLbBYIhGaz2jlg9+8IPaMLO444479Pr16/ve33zzzXrDhg0x9y0vL9dbt27te5+dna17enoG7bd06VK9b9++ftuefPJJfeWVV8Zst7S0VB88eFBrrbXP59PZ2dlaa62vueYavXHjxr79rPfbt2/X5557bt/2Z555Rn/0ox/ta6uxsVFrrfXWrVt1eXn5kNdumBHM5HvfkNc744Ylm5pmYum5mc3KlSt54okn6O3tpbOzk6eeemrUx15wwQXcc889fe937NgRc3traytnn302L730Evv37wegp6eHvXv39u3zm9/8pm+9YsUKAFJTU+ns7Bx03gULFlBZWdnX1qOPPkp5efmo+20wDGSm3ftmnLgZZh7Lli3j4x//OEuWLOGyyy7j3HPPHfWxd999N9u2beO0007j5JNP5qc//SkA3/72t2ltbWXRokUsXryY5557jtzcXB5++GGuuuoqTjvtNM4++2x2797d15bX6+Wss87irrvu4o47ZFTyyiuvZMOGDSxdupQDB/pcbiQkJPDzn/+cyy+/nFNPPRWbzcb1118/Tt+IwTD9mXFJ3MuXL9fbtpk6o4bJZc6cOWzbto2cnJx4d8Uw/RjVlDfT9N435LUby81gMBgM0w4TLWmYkdx444289NJL/bbddNNNfPazn52Q81VWVk5IuwaDITZG3AwzknvvvTfeXTAYDBOIGZY0GAwGw7TDiJvBYDAYph1G3AwGg8Ew7TDiZjAYDIZphxE3g8FgMEw7jLgZDAaDYdphxM1gMBhmAt3dMIMqUhlxMxgMhpnA7t0QCMS7F5OGETeDwWCYKRhxMxgMBsO0w4ibwWAwGKYdXm+8ezBpGHEzGAyGmUJvb7x7MGkYcTMYDIaZQk9PvHswaRhxMxgMhpmCsdwMBoPBMO1ob493DyYNI24Gg8EwUzh8ON49mDSMuBkMBsNMoa4u3j2YNIy4GQwGw0xAKSNuBoPBYJhmuFxw6FC8ezFpxE3clFJZSql/KKX2hdeZMfZZopTaopR6Ryn1llLq41GfPayUqlBK7QgvSyb3CgwGg+E4wu2GXbvi3YtJI56W263As1rrE4Fnw+8H0gNcrbU+BbgQuFMplRH1+Tqt9ZLwsmPiu2wwGAzHKUlJIm4+X7x7MinEU9wuAR4Jv34EuHTgDlrrvVrrfeHXdUADkDtpPTQYDIbpQlIS+P2wfXu8ezIpxFPc8rXWhwHC67zhdlZKnQm4gANRm/8zPFx5h1LKPcyx1ymltimltjU2No5H3w0Gg2HKE33va7YsthdeiG+nJgmlJ3DyOqXUM0BBjI++BTyitc6I2rdVaz3I7xb+rBB4HrhGa/1K1LYjiOA9ABzQWt82Up+WL1+ut23bNtZLMRgMhqmKGs1Oy5cv19t6emD2bPjb3ya6T5PFkNfumMizaq3fP9RnSql6pVSh1vpwWKgahtgvDfgz8G1L2MJtW9mIXqXUz4Gvj2PXDQaDYfpx0UVw113Q0QFpafHuzYQSz2HJJ4Frwq+vAf40cAellAt4AviF1nrjgM8Kw2uF+OventDeGgwGw/HOxReL3+0vf4l3TyaceIrbD4EPKKX2AR8Iv0cptVwp9WB4nyuAlcBnYoT8P6aU2gnsBHKA709u9w0Gg+E445xzYNYseOyxePdkwpnQYcnh0Fo3A+fH2L4NuDb8+pfAL4c4ftWEdtBgMBimGzYbfOITcMcdUF8P+fnx7tGEYSqUGAwGw0xizRoIBOD+++PdkwllZorbpk2wahWUlcl606Z498hgmBzMb98wfz5ceCHcd9+0TuieeeLW3g5r18rUD1lZsl671vyTG6Y/mzaZ375BuOkmOHIEfvvbePdkwph54lZfLwVEk5OlSnZysrzfsCHePTNMFMZaETZsML99g3DBBWLB3XUXTGCuczyJW0BJ3PB6pQxNNElJUFkZl+4YJhjLWnG5+lsr99wDq1fHu3eTS0WFfAfRmN/+jGHfOz66/+dnJLsDsmH5comavOkmWLRItl13Xfw6OM7MPMvN7Yaenv7benpgzpy4dMcwwRhrJUJZmfntz2A6PC58gahb/nveAzk58Mc/QigUv45NEDNP3PLzxYna3S3meHe3vF+3Lt49M0wEFRXGUrdYt8789mc4gVDULd/hkKTumhrYsiV+nZogZp64pafLkFRhIbS2ynomDlFNNFPFz2WslQirV5vf/gyn12/vv+GMM+CEE+B3v5OSXNOImSduIP/M//wnHDwo62P85/Z6ZZn2jFawplJUnrFW+jPOv33D8UW319l/g80Gn/60/E/88pfTanhyZorbOOPxQFWVWPedndM0+GgsgjWV/FzGWjEY+uj2xoghLCiAj30M3nwTfvCDye/UBDHzoiUnkN5eWRwOyMiQxTZdHh+iBQsi6w0bBgvFVIvKW73aiJnBAHT7nLE/WLVK/j+/8x1YuFDE7jhnutx6pxSBADQ1ychPS8s0sfTHEphxNH6uqeKjMximMe29rtgfKCXDk2edBR//ODzxxOR2bAIw4jaBhEIichUV00DkxiJYY/VzTSUfncEwjaltSxr6Q5dLJjE94wy44gr4zW8mr2MTgBG3SSAYjIhcU5NYdlOaWFbUWARrrH6uqeSjMximMTUtKcPvkJYmArdiBVx5JXzzm3IDOw4x4jaJBINiwVVUSFk3jyfePYrBUFYUjE2wxhKVZ3LRDIYJx2UPUtGcOvKOqanwj39ItZIf/lD+d5uaJr6D44wJKIkDWktKSUcHJCZCZiakjPBANWkMFzgyUaHjZWUiota5YObmohkME0SSK8DrVTnD7/TAA5HX998vQ5Q33ginnCKzCBxHgSbGcoszvb1QVyfGS2vrFPDLxcOKMrloBsOEk+wOsK8hg9buIYJKYnHttfDaazJ792WXSbBJY+PEdXIcmXniFghMyfFAv19+MwcPQkODvI8LYwkcGa8IR5OLZjBMOMkucfa/UjHG2bcXL4ZXX4Xvf1/qUC5YAHffHceb1OiYmeJWXQ3790NtrdxMp1B5kVAI2trEgKqtHawzE85554mV9tZbsGePTBEUy4oayjd3221HJ3iTVTljqqccTPX+GY5bkt1+kt1+nnyzdOwHO53wrW/BG2/A0qWRmQSeemrKVq2YeeJmEQrJ8Fdjo5QXOXBAbtAdHVMmnLG7Gw4dku61t0/Cb2jTJnjkEakU7naLhdvUBNdcM1hsYkU4+nxS4WCqhvRP9ZSDqd4/w3GNTWk+fGo1v319Lp6BNSZHyymnSO2H0qoAACAASURBVLDJ009LhYqLL4b3vx927Bjfzo4DM1fcBhIMSu2sI0fEeqisFOHr7o67I8zrFQPq4EFobj5G7R3OMrAEKz9fJjJcvFiGI59/fnAbW7bIA8HevaK8ICZnMDh1Q/qnesrBVO+f4bjnunN30dKdwONb5x19I0rBRRfJ6M4990jZrmXLYM0aeSCbIhhxGwqfT4Ysa2vlJl5dLVZMT0/czPBgUMTtqFMJRrIMRhNMYrVhs8ni98t3094uHXK7hz8+nkz1lIOp3j/Dcc/75texZHYT//HnZfiD6tgaczolknL/fvja1+DRR+HEE+E//iMO/pTBGHEbDVrLjbulRcYJ9++XKslxEjsrlaC6OjJkOSrjciTLYDTBJFYbRUXSEa2lrbq6SFHN4Y6PJ1N9+pup3j/DcY9S8J+XbOVgUxp3PXvq+DSakSH3hV274MILYf16GfmJ8ywDRtyOBq0lhj8sdraD+3HU12Jrb0X5hg5OSXphE7OuXsWcVWXMunoVSS8cuy8lesiyoUEMziEZyTIYTUi+1UZ6OpSUiPXm88lNuKBAxkynakj/VE85mOr9M0wLVi+q4ZLFlax/cjl7jqSPX8Pz5sm8cC+8IPcCq1bliy+O3znGgBG38UBrVE839pZGHLVVOKsPYK+vw9bR1id2SS9sIu+2tTgaDxNKz8LReJi829aOi8BBJMqysjJGlKXlZztyBHbvjvjIoL9lYIXku1zw7rvSWCgEN9wg2eaJieKHbGiIHG+FAyslpuSRI2LV1tZGQvohtp/P6ld+vmSyFxTI+9FEXEb7DhcvlmWk/TdsgK4u6aPVv2uuke1TITrRpEQYJgGl4N6rXiTJFeCy+z8QexqcY+HccyV14NFH5X/t3HPhc58Tn8okovQUDeOcKJYvWqS3/eEP49pmZ+cI1WnsdvJvuRp7ayM6KVV+XYDq7SaQW0jtL/45rv2xcLshZ9smkm5Zi3K5Iv4xraG0VMbMfb7+N1DLp2btX1EhAud0ipVmRbMUFspFx3L8uVxQXBwRNqu9pCQRU59PROWRR+S1JZZaS2279nYRury8yP7D9XEs1xSrDwO3G0ExHF+Mynm2vLRUb/vWt/reP7NrFh+8azUXnVrD76//O077AC247rpj71lPj/jgfvxjGb788Y/h6qv77oHjwJANGXEbB0YUN2DW1avQqemgFFqp8ERvCltnO5XPVYxrfwae19l0GFtKMnYHqPZ28Y+FQlIcdd26/jfyVasipbD27o1Ei9pskJAgr7UWK66tTX6klt/Neg0y5l5YKK8Hltbq7pYnuoICsaB8PrDbpW2/X1673XDSSZH9Cwsl/y1WH30+OTYUkmMdDhHGsjIR57Y2qW+Wnx+7DwP7Fn0ug2Hqc1TiBnDf5oXc8Ktz+eSZ+3j4M8/jGChw40VtLTz2mATnnXoqfPaz/f/vxkpEeIe89rgNSyqlspRS/1BK7QuvM4fYL6iU2hFenozaXqaUejV8/G+UUmOoKTP5BAqKUV6xcpTWqGAQW3cngZx8nDUHsTccxtbZPu45ds5DFYTcSQQC4p/zJ6UTmr8gcgOPNdGo5ZfzeiNiZa1tNhGRzEwRO5er/1OYtZ/lyxvKz9fZKWuvNzKjq80mIaF2e//E+oERg7H6GAjIsQ6HiF1lJezbJ1GhXV1iHUYPx0b3YWDfTHSiYYbwxfJd3H7pazz22olc8cD7jz7/bSRmzYKvf13Kd737Lvznf0o03AQST5/brcCzWusTgWfD72PRq7VeEl4ujtr+X8Ad4eNbgTUT291jo+PyNRDwoTy94qPz9ELAF94ewNbdib2pHmfNQRy1VdhbGlG9xx6J6S8uQ3nCDjgt939/ew+ewjmxo3WjI/bc7ohwWWtriHLOHLGsgsHIZ1ZfExIivryhIgBTU2XtdkciqizLKxjsn1IwMGJwYB8tv58lklaf2ttlnZgo2+vrY/dhYN9MdKJhBvHN1Tu484qXeWJHGRfc+SEaOhIm5kQ2m4y6fP3r8r/+ox/B669PzLmIr7hdAjwSfv0IcOloD1RKKWAV8LujOT4e9J5RTsuN6wlk5aI6Owhk5dJy43p6zygftK/yebG1t+I4cghn1X4cddXYWppQPWNPKG+9dh3K70P1SgSe6u1G+X00fXZd7Oon0RF7eXmRhizRCQTEL7ZunUyHkZMjYmc1YO23f784kM87L3YE4M03yzo9vb/llZEh12htjxUxGN3H5ORISoI1rKm19Mmy/vLzI+kcsfpgohMNM5ybzn+bX1/7LFurcll++8fYVjnC7AHHwty58O1vS7T1Qw+JJTcBxM3nppRq01pnRL1v1VoPGppUSgWAHUAA+KHW+o9KqRzgFa31CeF9ZgObtNaLhjjXdcB1ACVFRadXPffcuF7LaHxu44l2udGJSYTcieiERBGUYUh6YROZD27AeagSf/EcWq9dR8/K/sORNptoVloaJDwXjiysrBTrpqND/FMgPqq0NNlWVibi9fzz8gPt6hKBsA14ZiopkWM6O8UqssTj1lvFZ2YNRVrrtDRpx+OR8998s+TORLNpkxz/7ruDh3Itn2ZSkghbfb1YZEpBdjacfHKk3++8I4LmdvffXlEh1zfQJzmeWBGcR3uuYz3eMF0YOqgi+t6XlXV61Q9+MGxDb1Rn89H7LuBwexI//OhrfOX8nYP+nceN7m74yU/k5vn1r8t9YrSMwuc2oeKmlHoGKIjx0beAR0YpbkVa6zql1Fzgn8D5QAewZYC4/UVrPWJWYrwCSiy2boWNGyOxDJdfLlMmHQva6UK7E9AJibJ2uUc+aBhcLjGc0tMH6NRQUYdWdOHixZLICf0rhkdHT65ePbidhobIF+J2D45+bG0VkbIE1bqJW4El7e2xy/6kpUk+ojVsmpcn5xwqSnIyoydH+i4n+njDdOKoA0pi0dzl5tpHV/LHHWV8YOEhHrx6MyVZ3cfcyZi0t8Ptt4tv/JZbRh9FGW9xGw6l1B7gPK31YaVUIfC81nr+CMc8DDwN/B5oBAq01gGl1Arg37XWHxzpvMuLi/W2H/1Ibpw5OeMSkjpacdu6Ve49Tqfcw71e0YC1a49d4Pphs6ETEsWyS0wSsTuK67SsufT0sAssOkrRIjq6MDFRRMkaGowVPfnPfw5uZ+9e+TIsP5vPJ8c6nSJqVVXyesGC/jfxG26Qf4p9+8TKCwYj58vKivjcEhKknfT04aMkJzN6cqTvcqKPN0wnxlXcQP6NHvjXQr72u7OxKc2Gy17l8+/dNTFW3ObN8KtfwZe+JDMNjIZRiFs8Z+J+ErgG+GF4/aeBO4QjKHu01t7wUOQ5wI+01lop9Rzwb8DjQx0fk9pa+OQn5XVSkpjCpaWytpbSUrkZjvNfcuNGuUcnhP211nrjxnEWt1BIksp7uiXUxmZDuxMIJSSNSeysxPC2NunrrAMV2HKy+v+aYkUXRj8wWSIXvV9FhYiPhdfbP0LSbpdjrPIrVn6dVTIMIonXhw/Lfg6HfLlWwEtpqRR0Pe20/tdqRUnOnSviV18vx7tcIpxz5/a/lomKnhz4HYz1XMd6vMEwDErBF1bu4oKTD/H5R8/l+sfO5eGXT+Keq17i9NJx9sGccw78+c/w0kujF7dREE9x+yHwW6XUGqAauBxAKbUcuF5rfS2wELhfKRVCgl9+qLW2vI/fAB5XSn0f2A48NKqzOhwRH01Pj1Ts2L178H4uF8ye3V/8SktlKSyUdsbIkSPiQorG7e4fxDchhEKo3h7svT0RsRujZefxgKewDEfTYWzJkjNnU0SiCzdtElHqDg9fRFtt0dGTEBElS6jc7kjUohUU4nDIcV6vtBUdPWndxO+9V8xehyMSIRkKyYNJdDRktHVjbW9okEUp6bdVt6yhoX8+3ERFTw78DsZ6rmM93jDj6OqSylhjo5PvLPsLZ2aeyP3bz+KM2z/Kh0/YzbWLXyMjYbzmwXSwKGkWzspmtr8AK1eOV6txQmvdjPjPBm7fBlwbfv0yENOPprU+CJw55hNbBT1raiKVh6ur5WZZUyM3DK3lZnfggCwDcTjEhxQWPGd+CYlppfiLSgjkzwJn7JS7ggIpR5kQFWnr9fa/l04KsSw7S+zCfrtYYtd67TrybltLSEMwIQmbtwd70IftvPNQa9dK7pvXKw8PlrA5HBLEER2FuG6diBKIULlcYk3Z7ZEKI36/HBcMyvtYgmOVq7ICS1wuyaexct1uvll8aNZ5rCHNm2+WeecgkjwO0v+mJkn4jt5/IqInB34HYz3XsR5vMIwSpeDCuft4b3ElD+88nT/sWcTz1WWsOW0bHzlxFw7bsbu2fInpJLfVjUNvI5gKJQPxeqXyvyV2lvhVVcmQ5gih+NpmI5BXRKBIxM5fWEqgqAR/USmv1M7m7vvdE+9zO1aUQrvcJGx/mfRf/S/Oumr8s+fSeu063Du3kvnwHdi7Owkmp9L6mZtJfu15XM2HsaclSwUUKzpRaxEPu11y4i67LBKJmJYm5+rslIARh0O+EGuIMhSS/6qCgkhFFYdD2gwGJbLxhz/sX2IrVoRnMCiil5Iix1jBKAUFkdB/t1vEMy1N/sYnnyztWJGdVhDMhg0iotYw5imnwLp1bGJ17KDFkaIZo/scfa7RcqzHG8YFa97j3l4Z4fD7pYbwJDIqn9uC7FL9wOrR+dyGo7I9g7u3vYfXjxRzQmYTX17+MovzjhxTm0v++gNCdidvfeDrrPzlmMp+Tb2AknhxTNGSPp/caKMFr6qKUGU1qq4WFfAPe7hWip60AioCJRwMldKeXsLc80opXVlCoKgEnZA07PGTSeLWzWTdexs4JBITnwd7VydaQSgtA52YjPJ6JIeuu4tgQTHYFHYbMmTZ3ibfzwknDI6IHFgz0goMGVjppLY2MsO3VcdSKRGijIzY0YGbNklpn5aW/kndOTnws59F9h1LQIYVmejziXBHRV92B1ys1ffwSubqfgbU49ds4oxHJiia0aQAxJ1gUIb5OjtF1KJvo0rJtGaTyKSKG8j1bq4p497XV9DQk8L75+zj+qWvkps09nnc7L5eVvzuqxxaeAGVSz9qxO1ombBUgPoAjsbDOOqqcR6uxllXjaOuqm9t8w83F40QyMqNWHxFYYuvUN7r5NQRjx9P8m+5GkdLo+TRhXFUyxBtoCTqsdTnwd7SSDA7H52U0ldj0nVwFwpQJy+U/aIjIgfWjITh609G15C0oihPOim2GK1aJRXJrZw5iNTGPOusyL5jCaW3hLC2Vh7LrTJhLheVwVkcoZC1CyN96O6Gx46sYlnBBEQzmhSAuBAMiohZS3RluoHMBHGz8ATsPPbOEh5/dzF2m+bqRW9w+YKdOO2jLzZR8tZTzNn5NG9c+P/oyi4dN3GLZ0DJ9MLuIFAwm0DBbDyc0/+zUAh7cwPOuqqw+IVF73A1zroqbL3ytONoacTR0kjC29sGNR9Mz8IfFr5AYYmsw+9DqRnjWWVb+nLkkBR6jkIFA4PP43SDw4ny9qKCwT4rT3m9+Atno3uD2B0Ku8eDsoYeLQYGhljbrBu2dQOHyHClFUUZfXw0FRXi84tObLdmDI/e1/LXjWZYz4pMtKIyrTa9Xjp0ErOVtLuifRNX12+gyFtBtu8IZM/q3854RDNGTzgL/aNHx0PcjFXYR0+PPLj29PRP2zRESHAEWbP4dVbP3cs9b6zg/h1n8ZcD8/nqmf+Sh7sRcHo6Kd79DE2zl9CVXTqufTPiNhnYbARzCwjmFsDis/p/pjW2tmactZU4D9f0WXsihFXYuzsBsLe3YG9vIWHX9kHNB1PSwoJX2k/0/EWlhDKyj0r4AgXFgyw3bR/8c1FeD76SE+i4fA1pGx/CcaSWQMEsfA4nyu8Hn5+ONkgIuLD7fQRtLvwtAdIzbIMDQwYKzYYNEYvO7Y5Ybm63hPFbvrhVqyI34bIyGQIdaLlZ9TCjWb16yBt39D3+921lnBQ4TIpVx9IqHu12kxbsoYY5rGjfxDeq1+JTLlpVFlm2BhmWVUry62B8ohknMgUg2irMypLvfu3aGWUVWoLW1SU/IcPoKErt5Pbyv/NK7Wzu2nYONz/7ES6cu4cvLn1l6KhKHeKkLY9gCwaoXHzJuPfJiFu8UYpQZg7ezBy8i5b3/0xrbJ1tpDzzR1I2bcTR3IB2uQilpmPvaMXe3gqAvasD+763ce97e1DzocQkGeK0xK+wpC/AJZidR+Lr/wqL0iECBcV0XL6G3jPK6bh8DVn33obygHYnoLwedHIK+Dw4qg+gQkG0zU4oOZmOL9xK7xnl/epkWj67QEM3SR0tuPCjAH9I01zZgj3XSbLLh/rUp0SkzjwTnnpKhCs6zcKy6PLyxM8ZCkVqV4LciF98EbZsgW9+U0TO8rlZWD63gZGEQ1gpA+/x9wXW8e0ja7FnpJPoqY8EFaWnkxvw8T29ji/UbcCnXPSoZHQIQvlF0FQlQUlHjoi/0OGAq64a9ucwouEUnQJgBe94PPJ+06ZjE6GJtgqnKEbQxo+zZ9WwNH8jj7y9jMffXcyW2lJuWLaFD5btG/SMXfzuP8iu28m+5VfSk1407n0xPrdxYCJrSw4M7FBeDwR8tNy4Hu/CpWLpxbD4HK0jd0g7nGg0OFyE3AmgbGgFbZ/9Kl3nX0riGy/2s8Y8i88k7elfo7q7UMEA2u5AJ6fQ9NXbYxaATn/sHlIevQ8nAUKARmFDE8JGjftEktZ/DeeqclJS5J7ah8MhIpeQINGVd98twgbi94pONYDIwTYbWH9bq24liH8uOrIShvVdrdqwepALcGn9Jr7YtYFl7ncjvsNw9OUmVrPkY2U0BbNwJSgKwsVQqK0V8bGuJyNDzjeEJTQqd1p0cEv0JK/5+cO2PSrKymIH9rS2wsGDR9fmFERr8ZtNlKDNJJ/bcBxsy+Qnr57L200FLMuv5ZsrnicvWfJgc6q2sfDFB2kqWcau936+32/OBJQcJcebuMUK7FCeXgJZudT/6BdDHqd6u6NErwrH4RqcVoBL48hj4drhxF9Q3G+IM2XTb7H19khwizWb+DB9yb/lanjrTewE0cgQoSJECBvvOheT9VTkmMREieAfdv7Cq6+WL7q6ur/AWdPa+Hwypf0xlq8qq/jnsPf4mNbVhhjt7dol/bTyPtxuUb0TT4zZx1EHcG7aBJ/4hNyZExP7lxY7loCVaVrSKxiUr9/jkQeGgdGN440RtwghDU/tW8h928/GYQtyy9kvcIn9aU7Z/L90Zpexc9VNhBz984JNQMkMIVZgh3Yn4DhSO+xxOjEZ39wF+OYuGPSZ8npwHK4h/xtXoxxOCecPLwRk+FAF/LgOVeA6NHiWcA3gdEnBZocTW1szia8+R6CoBMehCtKe+AWOI4dwtDYSIogfR98vUGPDToBiaokOGrai0KyizcnJMVyFhw7Jhy5XxMNvVUIJBGT7/v0Ra8larNm5rYAUGNZ3NVzxj6HcUo9fs05C/612enrkbmqzRWYat6ytIaITRu1OW71arMC5cweXFjsW39s0SAwPhSJCZi0mGCR+2BRcctIuTi+o5Xsvnc+LL4RYpx6gO6OIt89bO0jYxhMjblOcWIEdyushUDBrmKOGR7sT8M85EX/pidJ2ZmTuJtXbQzAllfZPrsVZV4mjriYS3VlbhUKLUFliGKbgu9dL2wB2B9rlgmAQG0EcaII4AIWyXhfH7r/PB42NYiWlpYk111fis7hYPszOjpT5ii7QnJoKRUX9Z9weiM0mQldYKEJjqahScjMvKWHd10Ks/bKcdOA9fii31DeeX80/BwbF1NTIndUKbLHb6ZsSPQZjqqg1EeW3xhJBOoXw+cSI7eoSMTNMPYrTOvjdgu+w4OWfsVMv4vvJ97HW8RYOJs6ENuI2xYkV2NE3g/dEtB300/6ptRIgQn8/WuIr/yTrnu+JZefzYOvqlMASpwulQ6hAQIQvGED1RuZYsxHCiQihBkI2B6mZDpyP3x+J7iwskYCVMIGAxIS0tUFqGqSlgmPNGrjtNlGXnJzIWLDTKaWznE5YM8L3EgrJ3fCzn5W2tBbfnscj2z/5SVafuJ+ffcvOfQ86qTjkZEGJgxu+7OAD5zr5yvUO0rMdhHTECuwzmAZGX1r11qw8u1BIzhddJzOK886TqmCBgHTJctHFNJwmysoaJoJ0qhAIROaYtYrMGKY2hXs3c8K2X9ORO49HCjbwxM6z6NqSxf97z3NSo3YCMD63cWCiJytN3Lq5X2CHFdEIQ88PFzmmfxTkWNru/7m041l8Jskv/h1X1X5CDieh5BRs3V3Y/D40imBmFtgd2Hq7sPX0QEi89aP5/QYzsiMJ7ANSG3Rauvjldmwm8bGHUFb1EpA73KxZImzlg69xSDZvlpmAa2tHffzVV4vxmJgIQWUnhJ0jTQ46e+wkpzsoLrWz4lwHL7xk5zuvfoi5+gBZtnacId9gn1uU864prYx19et4xrmatrZIWt83vwnrzxgihHIal98KBMTotcqMRq+jb1mRiXgr8BeXxZyId7IxPrcIe967hrM3fo1T/3kXVad+mGeu+w1BVxJ/+Qv86U/woQ/BJQOyAK4bk8vNBJT0Md7iVlXrYF+lg5xUH+mpo8/KHw+Gmh/uPz6wmRXPxI6wjCVwQzFUpKZOSJZSY6EAjobDYQsm7PdSNoIZ2dg7Wvu2a2wEM7LovPhThNIzI9VbDlfjrK3C1tM1Yl+CqRlhoROxs88tIXF+KY55pWK1jXMS+1Bs3hwxHhMSoLlZHmxycmS0NPr9+12bufbwbfi1i6yiBFKdYQfQbbeJJfed70hDiYlU7+/F5vfzP7P/i21pUk+8t1tzoetZ1nff2j+E0u+HO+6ACy+Udmy2yOwGxxlaR0qKejyy9vlGLOEKiLDl3bZWfL8JSShPD8rvo2H9PXEVOCNugs3vYfauf1C682l2nv8VXvm3H6Nt8hvVWmqav/qqBDaXRuVvj5e4mWHJY+TxP6dy609yAcjJDDCv2Me8Eh/zZvv6XhflBibk3jvU/HBZTzwEma4+P51OSER5IG3jQ2MSt7SND4mwDWjHWVuBv+QEHHXhJGVlA61RyoZWSvx4DgegQUMwNx/sDhK3vjA4qlJrbB2tksZQW9kX1ekIC5+9sw0Ae2cb9j1tsOetQf3UKSmo6Ln4otd5eeMqfOXlsH59xODr6REhywm7Lbu6RGu6umDHnHIeVOu5uOEhEutrSV0atg7f8x4xAa0UgVCInoCbZBXiyro7+EfDUnw++dt+yHcnlITnuquriwSn3HqrpCIMxBI7a7EKV0eLoPV9WGvrATc6+tTaN3o9cFt0O9Hvh2CgkFkjwUf7fJ354AYRtkSx4K115oMb4m69zXRcPa0sev5ektrrePGqe3n3vBv6fa4UXHEFvPMOPPmkzFM63hhxO0ZqGyJfYVOrg6ZWB6/u7F8AOSkhxFxL7GaL4J0w20dpkQ+X8+jPPdT8cNm9h9AFY4+wHMhQkZpAX9FkbJa1ECLkTiCYnoXzSI3s63ARzMiW1AGtY59fKULpWXjTs/AuXDLoY1tne7hMWSSHzypdZuXyqa4uqdb/7ruDjichYfBEtJbwFRQclbVTXh4ZvVy1KlKABORmbQVIAuxILWd7SjkdHfBstK5bkZ9hXC7o9iSQ46/FF4pUDCsIHKKn00ZS25GIdWYlsW/ePHgYNRQandkzUYRFTqPw+cDrV3i9Cq9P4Q8oEbIoMbSH9x0kkFHtDCWkzuoDhNIyw3P5ASi0KwFnzUGUT4J2hmt7sqz9mUZKcxWnbL4Xu9/LX298mg/dfSHvHWLf5ma4/Xb48IclFmw8mXniZrfL9CexGPgEq/Xwr7Xm7u+2sO7aVrbtcLC/ysWBQy4OVLvYX+Oi5rCTYEjR47Hx9r4E3t6X0O90dpumpNDPvNk+5s4WwTuhRF6nJY98gxpqfrjmxGJyvMceYTlUpKa/uAzV24222VGh8I1Fi88Mu4NgciqhzNxxifAMpabjSz0V30mDp/VTPV2SyxcuXea0hjrrKrE3hROcPR5J5rYSuqNxOmVC2oHWXmmp/KeNYkJaK4AzMXypLlekLKaFxyMuveEOzM2GhmoPtczqN8VcvbOYnKY3wan6zwzvdIr5OBYf4wQSsco0Ho/G44mtsbHk5GglJpBbGDsHNKcAR23V6BsaKHKWsCpbfyG0vn/rs6h9o9tQCkiPfsNgYR1o/cbq00BBHmg5W9un0HB0ds0OFrz0EH53Cjs+eAuHFl047P4XXgjf/z68+aYRt2PH6Rz3bzEtB04pgFMGbPf5JN/4wAFJ/rXWFRUynBUMKSpqXVTUuuCV/sfm5YSYOyfE3LIQ8+YEmVsaYt6cAAW5IRQaQiEuvkbzkx9rXD5NYoLG69EEgprGK25k/l+/DT4P2p2I8vZKFORV10fmRLMi94ZhqEjN1i/cCkDmz37SF1gSzM6VuW4CPjo+9hlS/vHEhER4RqOTUvDNW4hv3sJBnylPL44jNSQ1VpPYUIXrcBX22mr5g9TVybX7/fIHiVV9w+EQRYo11Flc3KdeVgAnyENGSkpkvlOtI0Nvg4I4BxyY6vDQbvPxqH1N3xR02dnwZ72GxTVfBG2L/N0AcnNlXDSO+HzyO7YCNSfbfT9ukcQDOx5+rxi6dMlwgqwU0Da2LhwT1iwb8URrZu1+hrlv/J7O7Dm8U34D/sS0EQ+z5iCurx//Ls08cZtEXC6ZzuyEE/pvD4VkSNG6r1qid/BgJOqyoclGQ5ONVwZMEJCUJLm7c+fKhIgrLoGXX4a6ZrnnfmENFJd/mob35ISjyCrxF88ZOorMErlQCKVDJL6wicyf/zfO2ir8RSV0fOQTJL7+Es66agKFs2m/8gvitwuF6D3rfSS++lwk2jIrt+/Gol/8O85wArh/Vhmt4fqTI5G4dTOZD/0EZ2342OIyWj/3tTH5CkH8g47GwyRs/AX2I4fwFhTTfdUa5ldZFgAAIABJREFU7O8rJ9nho/KOP5D3m7vRQbDbQyTbPDiCvoiABAJ98/Xxr3/1b9xmkyAWv5/yYJCnkrL5W+jDPNX9IbJKZnPFFQm89toIQZgDnXezZvFr5xoO+ss5KWKIsKW3nEMJJzCHKggG8dtcNOlsvHUOupNyaYoxMnk0WIGjhw7B6pTNrOEhsroOyY8qfAHWBPXdPdDTPTg5eqjI3Ymi94xyWm5cP2y0r2HiUaEg87Y+TtH+F2gsWcaeFZ8ddXK29Xw2aGRjPPo146Illy/X27YNnlLmWLDq145XWwMF7+BByQcezpXicMgI27x5slgCOHfu0KOwAznq6LOwn0eFgiS+sIm8229GO51iNYbbaPrK9/GceV4/IR3oH0rcupns//4m9o52KW2gpe1QeuaQ9SuHYrianC9QzrzbriZHN+K3J4q+A8VZvSSXZIsTIHpC2urqyDKachcul4TmL17c3883e/aw9cUGRmJaVt8dH93MaU/cRrffxaHmBBKUBzc+7slazxZnOevXH5vARZ93hV8iPH3aRUZhAik2D/h9tHxpPd3Lhj7JUJG7U26W+UlAqWOf/GFMnHRS3KIl7b5eFr74AFmH36X65AupXHKJBJiF2b3yumGjH7/9bcntrKuLWHFjxERLHi+kp8PSpbJE4/NJOtNA4auokLJVgYC8rqiAZ57pf2xeXkTwooVvYCDhUUefhSPpNA4yf3E32p0QaSMlHXq7Sf/9z+m65NODj9UagkFUMEDqn34puXE2WyRQRYVQ3V3jFumZtvEhNlLO3aFDdNnSIarAyZGOBObWHY5EXg4kGBSz5IYbxMS2TJmBNZ58vqH9fLm5EcEb4O8rL08baMyxZg2cVl4Op66n8msPkU0tDa5Z/DF7De+mluPqPTrXmzUq6/HAffdFXDeXHH6IgHLhVYk0N0PirERUCFIef2hYcRsqcnfjxpknbjMFV287pz57J4kdR9hz9tXUzztn5IOi6O2Fhx+GD3zgqIVtWIy4HSe4XDK0PnB4PRSSKkwDRe/AgcisLw0NsmzZ0v/YlJT+gnfWvhOYn5lBma7FqcTfoBOScB6qHHU/nYcqCKX3L5A4bBtKgcOBdjhwHq6WABVbVA1Iux0V8ONoqsc/aw4q4Jc6mAG/5Nr5w+sBIxDD1eQ8AjQ4i8kMNuIlsa8bdq+H3uxZNNfI8G9iotyk++I47HZRnM7O/k8GlZWR8xcXR5xRNpuMz1VVRcqFNTbK8vrrg7+LjAzKS0spLymBM8Lil1YKLaWwciVfSisnfXb/B5KEhKFdb8GgCJjfD/4ABAPyEGQtFrW1EnWrNeT7D9Gp0lEqotejibQdKnJ3Inwphvjj7mritGfvxOnp4O1VX6atYLDfeyTuvFN+e48+OgEdxIjbcY/NJvfbWbOkIH40bW2DhzetIU6tJRfrrbdkER6AFnAqP/NcNcx3VTLfvpcTs1rJ3CkCOGzVfsRH5mg83Ge5AShPD/7iOSNei7+4DHtzQzgCMzLRqHY48c8uA5cL7XKhGdAJrUXwfJIBbPN7CRTOlvnvYkRsFgC/Dq7hpnYJ6PCSgDvkwW2XYIRAADo6ZIG+POu+WXjsA0MkrUlUraKTyclSO6ujA554Qr7s5ubI0KY11FlZKWvrRG1tsrz55uAvJyWFh0KlVLeV0JhYyhFXCYddpVSESkgpzKW3V0LvrUoegcDop3KJjrqtdxaTGWikVyfidPb/3kbbhoXXOzFP5Ib4ktDZwOJn/htbwMvO82+mM6dszG28844MhV96KbzvfRPQSYy4TWsyMuD002WJxuOJDHH2W/YH8frt+LWT3d657PbOBVZJ5Ne/ybEFBRFrr6ws4uPLyZH7e+u168i7TWoeRvvtWq8dueZh67XryP/mZ7G3hU1ODYSC6LSc4Y9XCu1yo11SszEEtKxdT973bpSKKq4EVG93XyTd5cA995RD+nqu6n6IPH8tdbZZdH18DSUxhj4t0bBIuXQNmf9zG0qDSkhA2e2oQEDCG6O/ZMtLrlQk03vZssH9b2vrL3bV1eiqaqiuQlnmd1cXZbxDGe9Ad//D/UeSCH10No6iUnRRCaqoFFVUAkWlBLPz+6cQxODyy8VfBrAxfQ1fbLwNt4a0nASUZ3QRiNFtRPvcLr982MMMU4jdK0cuDZLceoiLN7yXkM3OU9/YQkvxaWM+T2cnXHmlFEb/6U+PpqejwwSUjAPjGVAST0IhaHnieeof+Sv7Dqeyy72Yd9Lfw/7mLFpbhz82LS3iy1ugdrN45y85pf1likttdH7+a6OuGJH0wibyvnsDzsPVoEOEEpPp/MClOOvrxlw/MFJ3MBwx+tmv4jljJaq3h62be/j9bwLU14t1MdbIvuianDo5GXtbk/gXk0QQvJ0+7s5cz1+7yykqgk99Cs45R3QmOhMjFBVXEwhEJhq3UN1dOA9X9yWvt71VhWdPFbm91eSGGkbsZ8jpCtfpLOk3N1+gqIRAbqGkbxCJdKyvhw8mbuZa9RCZ3RKBuPW0NdzzVvmIUZDRbRzNdzpdOF4DSkYSN3dXExf/eCXJrYd4+qvP0VR6+rD7W0QHlPj98JGPSFzApk3ibztGTG1JCyNuR0dLS+zUhdra4fObnE75R4+O3rSsvqSkwfsPjNi0tzTgaDyCP6eAUHbe+NYPDARQPm//JWoan7EQLXatybPY0LqG7SnlExo5qDw9Uq6stiosgNV90xPZGw+jRvjf1g4ngfxZIniFInh9xarzZ4HTZaIgj4LpKG4qGOCiOz9A3sEt/OWmv3PkpJWj7p4lblrL6wcflGWkCTxGiYmWNBwbWVmyLF/ef3tvr7iQLNGzlsrKiP9n3z5ZBlJUNFj0zrnv/yRHJuyzs3W2o5UNe1c7oZz88a0fGA5k0UlRPrxQaLDg+bwjZij3nlHeF815yy3Q4p/4yEGdkIS/bD7+svmDPlM+r0wYG7b4oufmc9TXoUJBVMCPs7YSZ23l4LZtNgJ5RXR0lfI1XUJDQimHgyXUOUupdMxm40a3EbcZxFl/+AZFe5/nuc88MiZhi+Y//kNE7dvfHjdhGxYjboZjIjERFiyQJZpgUKy6gRGcBw9G5hKtq5PlxRejj/wDmbZ2TnJXssBdycm9r7DAtpcF3l3M0jbsKjTmCM4xYbOhExL7BaIAEpUZtuxs3l6Up3fIxMOpEDmoXW78JfPwl8yjd+CHAT+Ohrp+har7Zmo4ckgiUUMhnEcOsZhDLOalfn6+EIrGwwWkfSMyxOkvLO2btUEnxDDJDcctJW89zWnP/Ddvn7eWfSuuPqo2fvQj+O534ZprIoV5Jpq4iZtSKgv4DTAHqASu0Fq3DtjnfcAdUZsWAFdqrf+olHoYKAesaZc/o7XeMcHdNowSuz1Sqzg6GkrrwUOclujV1ck+raF0Xu1dzKu9i/9/e3ce3mZ9JXr8eyRL3pLYcewsTpzYMSGBshMggZkWUtohDJTSlkthnhboQrm3ocy0Eyi30+nG3LakO+ltS4e2cAco7VAKLbikULqylEBZspKVbCZxyOJFXmTr3D9+ki3vkmPplV+dz/PokfX6lXRkJ+/xbzs/4DI3QwQIb+xiQXgXiwq2sKD8AFW/dq292tq+iYsZEwq5hen0huOSXXsE6WjvXZ6Aau7PHCwI0V09j+7qeYO/19NDQVNjbxfnM/e/TkXrLmbHdjEruotC7SSAMiPWCC83Uvzyc4NeoruiatD4XiL5aenkwe9pclY4coS/v/djHKo+iWev+PqYXuNb34JbbnGTSO66K3v1qr1suX0aeFJVvyIin44/viX5BFV9CjgNepPhVmBN0ikrVfW/sxSvGUJy2aakSk3DEnGTCqdNG6KL7rdrOPpvq9h8dCab5QQ26kI26UK2sIAuCunSMOs7j2N953GuJfGpvtdMdHEOXKxeUTEwgvHTO0OzbGrfwWiU5R+N8o0vdzKpq4PJ4U5iHV0TZ+ZgMEj3zDluY1rOpX063BofcysKx5gUOcCMztf5wNt2sSDcf6eGQEcEgIJDTRQcaqJo3eCx7Z6yivhmtDX9NqONVs8lNrk8pStfqhvxmmN3zi9uobh5P4//z4dTLqmV7Kmn4Kc/hfe+161ny2aNZy+T22XA+fGv7wZ+z4DkNsD7gAZVjWQ2LJOq5LJNZWVu6dcXv8iYy0HN/n9fYV5FI6eW7SR48GGkqxMNFtA5rZotlUvYtruQjaVn8crcf2RLZA7btrklYqquC3Tv3sFlIMvL+5JdcnWW6uoM/UcLhfi7d4boKSzhrrtg016YUx3jox/o4MzFbWikbcyTVrxw1llu8oibBRmgZMZM/u6KmVSedQ79ullUCRx5k9C+1yn5yxomP/5gb0k26epy5daA4NFDBI8ego1/G/RePZOmDNqBPdH6i5VPA5H+ZdUml1FwqImK734x7Y14zejK921g4Z//k/UX3MjB2sWjP2GAP/7RJbbLLoP7709pk41x5dlsSRE5oqrlSY8Pq+rUEc7/HfANVf11/PFPgKVAJ/Ak8GlV7RzmudcD1wPMnTv3zNdfT2M7jBTkw2zJoXzwg/3XMoObYFJVBffckzwVP7Up/LXL6lx1k+S/3lUJHD3Mzt8NrtyfWBud3LWZ6Op8442RYy8sdN2ZA1t6J+x5nOp7vpr2soO0RKME2tsItLeNOHY3Uc24+YP9t6JRpfNwGwcipdwXvo6FxbtYMmMnM7rcBJfg0VHWmQCx4hKi1fMIHtyPxGLEikrcjNpwGIlG0XCYnsnlOdGay6XZksnXvhklFWf+7PIvD/syA2dLvvP/Xsas1/7AT2/bRuekaUM+Z7i6kXffDddeCxdfDL/4hfv/liHeLAUQkSeAmUN86zPA3akmNxGZBbwCVKtqNOnYG0AYuBPYpqqjDlXaUoDxk9ioc0AuorkZnvlc+kWYZ39w2eDqJu1tdFfNYu89v0srtra2IRapb3czO0eqfSzEqC3Yw8KiXSwMbmFhYAszPvouZr9nCVOH/dNrbBJdugd2d1I/K8K1V7Zz7untqZcWyREDuwlDr28hVjmz9x9GWwQO7FfKaObDtU8OWk4QaG3u3Xm938a0jbsoONQ06vtrfENBLSohVlgEEkAFjlz3SVrf/u6s73eWS8ktWTpLAabtfon33nY6z192G3+7ePjnDJXcHngArr7aXR9+9av+Y88Z4M1SAFW9cLjvich+EZmlqo3xRDXSitT/ATyUSGzx126Mf9kpIj8G/nVcgjYpG1iFCvoKc4ylCPOxVDcZqLQUTj7Z3ZJ1d7vyYwPLkm3b5sqRKQF2dM9lR+tcfpPYP/h2d6uoGLxWr77edXGOUgRkkOQu3eLyQrYfLuTT35nKv/87nL/UTVQJdERyvmU3VDdhMNKKHnkTnVoJwOHDUEwHB8KzERm8NCI2aQpdC06ia8FJg15f2tuSNqTdxZRf3kOgrQXp6XZVYcDtb4hb95cY9wOo+sb/pvI7nyM6c87gCS7V8+ieXg0FoQz/hCamUx//Kl1Fk1l//sfTet4jj/QVLPjlLzOe2Ebk5ZjbI8A1wFfi9w+PcO5VwK3JB5ISowDvBtZlKlAztIEbdSZvzBn6QpoFlIHIW5dz4N9Xp7YP3QhGmuRSUOCSUt2AcniqUHT+2WwsPINNnXW81jWPzZ11bOqsZV+3m+Z46JC7DWz4FxX1Jbq6uv7JLzzMGPxdd/XVrIS+e1fh301UiZVNdXUzO9pdF2Zbq5uRmUOG2n2hp2wqBUcP011cihYWEejsIBzo4r/L+xY3pbo0QotL6Zq/iK75bq1JV93CvmQaChOItFJwYB89kyYjEnCzVqNd0B1FAOmOEt6zg3B8b8F+rx0I9i5iH5T8ZtQM/8vzqUV/vBOAcOQw9Wt/xisX/gtdJeWjPKvPmjVu0tQZZ8Cvfz16HdpM8zK5fQX4mYh8GNgFXAEgIouBG1T1I/HHtUAN8IcBz79XRKpwzdKXgBuyEnVDA6xa5faWqauDlSvh3HEek5kghthvszeRjLWAcuSty49pjGusk1xEoHLeJC5o+gPnT+vLXtLexuGK+fz5lkd7txhKjPHt2uVagh0dsHGjuyULBFxyHZj06utd4i3rv2lBb4X/YccqK6pcYeh4iy7Q2d6/vL8Hhtp9IVY2DenupruiioI39tJaPJsfFH2YV0v7fgFjXRoxcIPS6MzZxIpLke5o/yLZ7RF6Jk3m6D+t6Fe+rHctX083Eush1LjLlXp7od9iS1SE7qrqeCsvkfTiE11m1gxeB+kjs7b+CVTZkEar7Y9/dEWQTzjBXSKnjL4Jd8ZZ+a10NDS4gYJw2NWOikSgq4u2r65m7yn5meCGM+aNT4/RaJNcxjPmaNQluES3ZiLxbd/et8PNcAoK3C2x20BhoWs9vruwgVUdafzcolG3qDyx3i7LLbtBk0cA6Winu6KK/be7H3imS3iNtDHtkJNKerr71vLt3em6PRPJr3EXgRRms3ZPmx5f0jBgduesuTBp0oQccwO3q/bZv7yVtqk1/PfnXh31Na+/3m1i8fd/7/6Q+/3v3W5QWWS1JROOKbktW+Y2T0tub7e1Ea2axY7/TG/CQz4YVLj4Iytp0OVprYtL10iTXJ58cmwxp5uMVd3+eUNVZzkwSq3jYmlnYWgHC4tfZ1HhTo4P7+QENjBvVhcH/+vx0d+8u9u16joiBNrbMt6ySzWxZLqocnJtz+6Zs8c+WzIWI/jm/v5VW5ImugQ6B9V7GaSnfBrBurl9VQwSO7HPnevWpoy3cUxulbte4MQ/3cm6t32cp69ePepr/sM/wNKlbs7OM8+4/9NZZskt4ZiSW12dm1Uw4MrZc/Aw2347eKq66S+5yzB5jG6s6+KGciwtt2xoaelr4f3+9/Dcc+7YaDkoSDc1tQW9Y3vJyxdG6gKSrk4kkrTsIAPGLbHkOlWCh5p6Z3L2Jr/47M5ApHX01ygr60t0icSXuB94bUnVOCa3k5/8FsUtB/jru25j0/kjj/S0tcEPf+j+3v/zn+Etb0k95HFkhZPHRV3d4JZbJEJsXq1nIU0kI0+iGJ/3GGmSSy6YPBlOOcXdLr+873hXl5vFefimz7H1YDmbYgvZ3FnL5q5a2mIl9FDAzp2uIPVTT/V/zaqq/nvrJRLfjBlAvIpKrLwCenpckosnu/GahZlcNNrXROiZNp2eadPh5AHNzvh6zNC+1wk1vk5VJL4p7e7d7v7IEXfe0aMDdwjuU1raP9kl3yfv/J4hha1vUv7GJl4/5ZJRp/92d8P3vuc+2po1niW2EVlyS8fKlW6gAPqNuXV9Iv2p6vlopEkU42WkSS65LBx2Cank5iW8L2ncj/YIezum8dz7v8GGkrN7uzd37HAtVHD3TU3w17/2f82SkoFJL0h9/RRqaqYQrlKks8MtOWhvS2nnAzMCEWLlFXSWV9D1ltOpqh3w/aNHh96JffduOHjQndPWBhs2uNtAxcVQUzN08jv++HH5CDN2PIug7K9bOuJ5qq7yyJYtcO+9uft/y5JbOpYvdyPjq1a5f5i1tbByJd3nLoc8XMSdrpHWxY2nt70td//DjWao5RCFH1nJ4reezcACSEeP9p+9mRjf273bNcoiEVi/3t2SuaLWwvz5xSwK7+OUzT/nxOZnqa/pRD9wDR2nLXXJzoyfsrKhF16CW2CZaOElEl8iCSbWS7S3w2uvudtA4/FHiSoztj/DkRkLh61GkvCHP7gydxdd5BZr5ypLbulavtzdkh0d+tSJKt2yWanK9S7DXJHqcoiyMjjtNHdL1tUF+x/8E013/JRNsePZ1HM8r3XMZXO0joiW0NPjkuKOHfAk9bia5cBBqH7lDeoWFFB7Rg3z53SxYHY79TNamFnWkbVq7nln0iQ3h/6EEwZ/r73ddXkkkl5yAty3b9xa21OatlHc2sTrJ//jiOdt2eIqkJx8sqsZmcssuZl+kqfDx8oqKGhqZPoXV4zLFP6J2mU40YTDsKThcxSUNaLFfVvSaCTCzrJTeXrF/WzbBvvveoQtzTPZHK3nQI/7a31fz0z2bYK/bAIoit+mMmmSMn9eD/U1XRw3u5362R3U13Qxd1aUkF1FMqe4GBYscLeBEgO142DG9mfoLijk4Nwzhj2ntdVtNlpZ6f7fpluVJ9vsn6XpZyxls9IxkbsMJ5LQnsEVYqS4mPqm5wj+vVuXVHvPTcTmuxl6h7qnsLmrls0dtbzWMpO/Lb6e7dtdoyEWg9ZW4ZX1BbyyvgDo24w0VKDMmx1l/uxOjpvbRf2cLubXdFFf08WkEhvDy6jEQO0x2PTW6wl2RVjy4L+y7ayr2LDsxiHPU4Wf/MQluFtuycL+iePAkpvpZ6iLYkZ3vjYZkUqFmORzKgqaWVrwCufKM3TPncXeH7iKuJ2dfV2YyeN6O3a4buVot7D19TBbXw+z5un+McyqjDK/povjalzCSyS/qooe6+LMIbUvP0K4o4XXll4z7DlPPgmvvgpXXunmsUwEltxMP2Mtm2VySypFqFM5p7AQFi1yt2SxmBvyGaoA9eH4DjaNB0M0Hgzxl7/1LzI4udR1b9bP6aJ+bl/ymzsrSkF2C/gboPZvvyAyZSaNC9465Pd37nTb1px6KlxwQXZjOxaW3Ew/41mZP1Xp7uY9FiJulmCi7FUs5naWSb5PFgi48xPPCQb7lhmpuvO7u92wRy7uUNOgy1lfvJordq6ilp1QV4ve2n9i0LEUqk7UzZwzZ/Dv6tAhBtXh3L4d9u5VVIWWtiAvbSrmpU39+7ZCBUptdVdva69+ruverK/poqRo9C5O26E7fcGuduaue4wt53xgyEG0f/onN2Gpuhp+97vM7mw/3qxCyTjw235u41GCKlXpVC0JBFxLoqhocKJRdccSySs5KQWDqQ1+J/9XSKfbLBp1cXd0uMltnR4vGctGJZhkqc6u7ehwrYDecmRbe9i+Vdm+K0hX18g/8OrpUdfSq+nf2qssd12cadeXzKCJtJ9be9lM/uH/XsajN61h74nvGPScdevgjjtcYsvRVpuV30qw5JY7CgvdX4YHDrjiDImEEonAzJmunz8Q6EsUuT47K1lXV1+B4O5u17rr7na3kTZLHQ/ZLEE2HgWye3pg315l2+YoO17rZvu2GNt2Btm2K8yRlpH7KcsmuS7Ot7zxBCfE1rOoZDcLQ9upDe2loLOtXwHnbJlIyW3G9qepfflh7vnaATTYf2+7zZvhG9+AG2+E73xn/MIdZ1Z+y3hLpG8zheJidx8IuCUBA0vqlZa6ZTyJDZQn4uSDcHj47cBU+1p6bW0u8Yzn35jZqASTMB6za4NBqJkr1MwNc/474j+0+D52h/a1u4S3HbbuDrN9d5itu8LsPeAuxEdbg7y4sZgXuRS4tHfNaZguFoR3sqhpM9X3TOvt3qybk1oXZ15QpWb94+x+y0WDEltHB9x9Nxx3HHz5yx7Fd4wsuZlxl9jKpajI3UIhd2wow5TrzO5fvlkm4n4+xcUwdapruUQi49etma1KMJDB2bUiaHEJU+tLmFoPZ8Ri8d3J25D2JtpbouzYE+5NeHsf/Rub22rY0l1HF2G6CLO+63jWczzc1/+lZ0+Pctzc+JKFOV29X08ry69ZnMXN+ylpfoO9i94+6HsPPujGTh9+2PtNR8fKkluWZKrqRy5IJLOSEncLhUZ/TsIw5To5/3y3fU3ynrADC8P4RTDoCipPnuweJ7fsErd0ujKzWQkma7NrAwG0dBI9pZMACEWjLJrdxokntyIdhyg+YQcV372OnmARO4LHsaltDpu75vHKgit4rX0uW3eHaW51XQF7D4TYeyDEH9b2v2qXT+7pbeEdlzSZZfb0aG8vgp+U798EwL6F/QfTNm92m49eeCGcd54XkY0PS25ZkMmqH9km0rfpZKKLcbjut1QMVa7z/PNdl0g47LosGxtdAly92r8JLllyyy4hseN3R4dbSNs1wn6a2awE48XsWgBCIWKhcmJTyiEWo7tqFrGSUsrvuYPjGtdRO/sw515xNu1nCbAbVTh4JOi6NXeH2bYrzLb4141N7q+xIy1BXthQzAsb+s/iLAzHqJsd5bi5ncyfE40nv07qZkcpKpy4XZzl+zfTUjGXlsr5vce6uuC//stVIcn18lqjsQkl42C0CSWzP7hs8F+37W10V81i7z25u8lpIpEVFblEVlR0bIksVcPsCcusWW7WlnFdly0toye6bMjm7NpUSFcn0tbqdjvo7Bj1/LZ26dfFmbjfsTdMtHv4fkoRZc6MaG8Lr74mSn2Nq9Ryxqnjs51QSsYyoUSVJb9Yyc7TLuf3193de84vfwkNDXDTTXDiiW6n7RxnE0q8lKtVPxJrv0KhvnGx5PtQyJvJHDt2DF5PU1LiWnbGKSx0t8pKl9xaW/smp2RbqoWes0UTe9hNndZ/D7uOyJCLEkuLlZMWdHLSgv47IXT3wK7GUP/W3h7X4mtpC6Iq7H4jzO43wvz++f6vWTm1m7/cv5vj6zI8NXaMdp16KW+97waa5vXtNbFnDzz+OCxZ4hLbRGfJLQu8rvqR3M0VDvdPYrkoHyeZHItE922F24+Uo0fd3pij7e6dF4JBYpOmwKQp9ED/Pew6O0acuVMQhPlzosyfE+XCpW29x1Wh6VCQbXvczM3e5Lc7zBsHXRfnwcMFzJ6Ru7+AabtfAuDNGrelRCzmuiNLS+GKK7yMbPzk6OXNX7wYlwgG3T/UyZNdq2cizQIbbpLJStsTdlTBoEtyU6e61tzRo+7nZxwtLEILi9zO5LEY0tFOoCOCRNqQaGr9uyIwfVoP06e1s/TU/k3l1oiwY2+Yzp4QpTlcOLo3uc05BYBnn3U9Jtdd53bg8YOUl8WKSImIfFZEfhh/vEBELslcaP6RKHPUXTWLwNHDdFfNyshkkmDQrW+aMwfmz3cLoZMXR08UiUkms2a5OoWzZg0zmaShwQ3Q1dW5+4YGT+LNRSLuD5s5c9yPp7L74zYKAAAgAElEQVTSjZmaJIEAWlJKT0UV3XNqidbMp6dqpmvpjXF65KQS5ZTjO7liees4BztYpL2dL333u4zlmjxtz8s0V9YRLS6jo8ONtdXVwTnnZDbmbEqn5fZj4AUgsQf5HuDnwK/HOyg/Gu9xicSi6IETPvxiqD1h+2locM27fJ1SmYZQqK/bMhp1LbrWVm/G53JaQUH/Lsyuzr4uzI5xXmk/Dq679VbOfMtbYAzX5PL9mzg86y0ArFnjWvgf+9jE+0N4JOkkt3pVvVJErgJQ1XYRP/0ocldizKy0dPRF0Xlj1SqX2BIDc4n7VassuY0gFHJdlonF44nlBYlF5Dl2/fZU78SUsqm9FVPcQvJISrMwM23brl088K1vccvXvhaFNK7Jqkxu2s6+4y+grQ2eeALOPPOYt4bLOelcIrtEpBhQABGpBzpHfooZq0DAXa9LS10f+ESqq5gVNqXymCXGZUtLYdo0N6mgvR2am13LzhJdknjFFC0uIQbQ09M3XtceSXm8bjyFw2HaOzogzWtyqLOFcGcrzVXz+dOf3LISP/49mE5y+xzwG6BGRO4FzgOuzURQ+SoYdIls0qSJNwkk62xK5bhL/oMqFnPr6I4edS06M0Aw2K9iCt3dvYku0BEBMj9T8gs33shFH/kIpHlNLmo9CMDh8vk8eb+b9l9Tk8lIvZFyclPV34rIi8AS3MK5m1T1YMYiyxOhUF9Cmwhbt+cMm1KZUYGAm5xUVub+sj9yxLXorDU3jKTxupgA87rcv8n2dnefgU3/3nHeeZxx4olULllyLWlck4tbmgAILKinuRm++U145zvHPTzPpdvZNRsIAmHgrSLynrG+sYhcISLrRSQmIotHOO8iEdksIltF5NNJx+tE5DkR2SIiD4hIFmpnHDsRdy2urHSNjLo6txWJJbY0pTyl0hyrwkKYMcPNwK2sTK92aN4Kh6G83P27rK+HefPcf/TS0nEdY9jrSiOldU1OtNx+8vtaqqtdDUk/SrnlJiI/Ak4B1gOJ2jIK/GKM770OeA/wgxHeMwh8F3gHbibQ8yLyiKpuAL4KfFNVfyoi3wc+DHxvjLFkTEGBmwSSXCXfF92NDQ1u8ka2Kxt79b6mdw1dRYWrhmJjc2lIlJSZOrWvMnYkckwzeT506628snkzwHtJ45pc1NpEa1k1j/6umGuv9e94fjpjbktUddyKsqjqRoBRJvecDWxV1e3xc38KXCYiG4FlwNXx8+4GPo/HyU2kL4ElEpovZzV6NQ3fpv/njMTYXE+PS3JHj3pf43LCSC4ZlDyTp62tr3s9Bc++/DIbHnsMjj/+mnTevqT5Dd4oW0hkF7x98G43vpFOzn5GRLJdcWw2sDvp8Z74sWnAEVXtHnB8SCJyvYisFZG1TU1N4x5kSQnMnes29qupcb0Pkyf7NLFB/2n4Iu4+HHbH/fi+ZljBoGuM1Na6BeOTJ/u3JZAxiZk806e7H2SiAsOUKSNeRJaedhobtm4d8aWTr31HOlwzu+ToG+woXATA4mEHhCa+dC6/d+MS3Bu46aYCqKqeMtwTROQJYOYQ3/qMqj6cwnsO1azTEY4PSVXvBO4EtytACu+blkSR4bzh1TR8m/6f0xL7+am6RsjRo+7epKmgwCW2KVPc46745JREyy7ehXnN5Zez9MoraW5t3cww1+Tka9+iafM03NFMQbSdzXICJSX+nCWZkE5y+xHwAeBV+vp3R6SqxzpUuQdI/vHPAfYBB4FyESmIt94Sx002eDUN36b/TwgifTOAo1E307KlxQo5j1k43DdBRbW3C/NDn/kM/+/227nsf/2vi0jxmlx89A0ANnIC1dU+Gf8fRjodCLtU9RFV3aGqryduGYvMeR5YEJ8ZGQbeDzyibhO6p4D3xc+7BkilJWjGw8qV7q/Jtra+P9OzMQ3fq/c1YxYKuW76+fNdt2VZ2ZjLNhrom25dVcXc+fN510c/SjrX5JLmRgC2FJzg+xna6SS3TSJyn4hcJSLvSdzG+sYicrmI7MHVRXtURB6PH68WkccA4q2yFcDjwEbgZ6q6Pv4StwCfFJGtuDG4u8Yai0mTV9Pwbfr/hFZS0rekYPZsW/5yrBYtWsTVH/wg6VyTS4420l1QRFOoOltheiadbsliXL9u8nK/MS8FUNWHgIeGOL4PuDjp8WPAY0Octx03m9J4YdTKxj57XzNuEnOBSktd4/vNN60Kyli0t7dTWFgIaVyTS5r3Eymb6e/+yDjRPFuksnjxYl27dq3XYRhjknR2uiUFzc0ZKeaRVSKwYEF23zKVkxZNm6cvtzdzZOYiLpv+DPv3uzlaE9ywn33UlpuI3Kyqt4vIHQwxI1FVP3GMwRlj8lxhoRubmzatbyfxaNTrqHLT7bffzs0338yNN96IiHDHHXd8J/n7w16TVSlsP0JkykymTIFXXnFD135txKXSLbkxfm/NHWPyUDaLwgQCbt1cebmrfnLokGvVmT4nnHACAIv7Fqm9kMrzAj3ur4VI2UwmT3aTLltb3dpEPxp1Qomq/ir+ZURV706+AbaBvTE+ligK09jYvyhMpjc9T+wkPm+em2WZvPoj31166aUAlJSUcM0115DqNbkn7GbwbLhgRe8SOlea0p/SmS15a4rHjDE+kQtFYUpK3OzK2lrXqrOlBM6Xv/zloQ4Pe00ORjtQEZqr6ntba35ObqmMuS3HzV6cLSLJfbtTyMamRcYYz+RSUZhw2I3LVVbmd5dlQ0MDjz32GHv37uUTn/hE8pjbiNfkYLSTlop59ISKrOUWtw833taB69tN3B4B/iFzoRljvFZX54rAJPO6KEy+d1lWV1ezePFiioqKOPPMMyHFa3Kgp5OWyvlA3zhbBkrt5oxRW26q+jLwsojcp6rDzl8SkQdV9b3jGp0xxlO5vidsop5ld3ffhqp+L/N16qmncuqpp3L11VcTCoW45ppr7h7qvIHX5EBPN+1TZgDuZwZuZqpfpTzmNlJii5t/jLEYY3LMRCkKU1Dguivr6qC6Oj9ac6HRq7X3uyYHeqK9yS0cdj8zPye38dyUJb9WgxuTJyZSUZjkos3d3X17zeXpmrl+12TRGO2Tp7uv4z+nlhZP4soKv+44ZozJcwUFfTuHRyIuyeX7zuHtk6v6PfbrAm4Y3+Tm4x+TMWYiS4zNxWKutdLc7BYx+9yga3JPqK9adU+PvzeWTeujiUixiCwc5tu3jEM8xhiTMYGA23anpsbtTlBZObE3Gm5vbyeda3Is2Pdho9ERN/qe8FJObiJyKfAS8Jv449NE5JHE91V1zfiHZ4wxmZHotqyrcxNlioq8jig9v/rVrzjttNMgjWtyLOCyWUeHu1VWZilYD6TTcvs8bouZIwCq+hJQO/4hGWNyUUMDLFvmksGyZZkvwZVNkyfD3Llu7Vx5+cTorvv85z/PX//6V0jjmqxBl9yam93jWbMyGKDH0vkVdquqjyeOGmOG41WNyWwrLITp012X5YwZ7nGuKigooKysLL0naQzoWwIwc+Y4B5VD0klu60TkaiAoIgviW+A8naG4jDE5JBdqTGZTYmxu3jw3PjdpktcRDXbSSSdx3333QRrX5IIuV24mUXYry/vOZVU6ye1G4C243bjvB5qBf85EUMaY3LJjR19ViwSvakxmW3GxWxheWwtTpuTO9Pk77riD9evXQxrX5ERy27vX/YEyb16mo/ROOhVKIqr6GVU9CzgH+Kqq2ubwxuSBXKwxmW3hsOvGq611rTqvk1xJSQn/8R//QTrX5FBnG+CS24knToyxxbFKZ7bkfSIyRURKgfXAZhHJkQpzxphMWrnS1ZRsa3OLoNvacqvGZDaFQm48rq7ObcHjVZK7+uqraW5uJp1rckFnG7EYvP46nH56duL0Sjp5+0RVbQbeDTwGzAU+kJGojDE5ZaLUmMymggK3Bc/8+W6STbZbQRs2bGCK27sm5WtyqKuNxka3DOC887IQpIfSWcIXEpEQ7ge5WlWjIpLHhWyMyS8TqcZkNgWDbr3Y1KluZ4JsFSOORqNEXdHM1K7JgQCnL4zw/Gz3cOnSbETpnXT+1vgBsBMoBf4oIvNwA5jGGJP3gkGYNi1745Af+9jHqHVvlto1ORCAtjaeecYl4+OOy06cXhE9hiqiIlKgqhNq96TFixfr2rVrvQ7DGGPGS++o30jX5MVFRbr2ve9l4dp7WbgQHnlkqLMmnGFHPNOqLCYi/4hbDpBcqOaLYwzKGGPMMXj00Ue55JJLbiaVa7IInUfbee01uO66rITnqXRmS34fuBK33k2AKwAfr5IwJomfa0+ZCemGG27ggQcegFSvyT09HFm/F4AlS7IQoMfSGXM7V1U/CBxW1S8AS4GazIRlTA7Jl9pTZkJ5+umnueeeeyDVa7IIza1BAgE466wsBemhdJJbYvejiIhUA1GgbqxvLCJXiMh6EYmJyOJhzqkRkadEZGP83JuSvvd5EdkrIi/FbxePNRZjRpRvtafMhFBc3Ls3W2rXZBFaI8Ipp7h/wn6Xzpjbr0WkHFgFvIjbwvw/j+G91wHvwc3CHE438ClVfVFEJgMviMhvVXVD/PvfVNWvHUMMxoxuxw7XYkuWL7WnTM665JJLOHLkCKRxTW7vEM45JwvB5YCUk5uqfin+5YMi8mug6Fh2CVDVjQAywvJ+VW0EGuNft4jIRmA2sGHYJxkz3urqXFdk8p+7+VZ7yuScz372swCoakrXZFVoixVz8snZitBb6UwoKRGRz4rID1W1E5guIpdkMLaB718LnA48l3R4hYi8IiI/EpGpIzz3ehFZKyJrm5qaMhyp8R2rPWVyUCQS4Utf+hIjXZOTr33R7hgRSjjxRI8CzrJ0xtx+jKs+nVjXvge4baQniMgTIrJuiNtl6QQpIpOAB4F/jpcAA/geUA+chmvdfX2456vqnaq6WFUXV1VVpfPWxljtKZOTrrvuOgrdhnPDXpOTr31BIEIJixZlOVCPpDPmVq+qV4rIVQCq2i4j9Sm6cy48puiAeMmvB4F7VfUXSa+9P+mcHwK/Ptb3MmZYVnvK5Jht27bxwAMPcMstt0QhhWuyKp0UMWNG1kL0VDotty4RKcYNWiIi9biWXMbEf1F3ARtV9RsDvpe8QfrluAkqxhiTF8LhMO3t7ZDiNVlUoTDs621ukqXzMT8H/AaoEZF7gSeBm8f6xiJyuYjswTWpHxWRx+PHq0Xksfhp5+GqXC8bYsr/7SLyqoi8AlwA/MtYYzHGmInmC1/4AhdddBGkeE0WYgTCoWyF57m0akuKyDRgCW41/LOqejBTgWWK1ZY0xvjFm2++SWVl5SWkcE1eLKIfr/gk17057PSEiWjstSVF5IwBhxrj93NFZK6qvngskRljjEndiy8OuuSmfE2OVuTJgBupTSgZKc0rsGycYjHGGDOKT33qUwMPJV+jR7wmd4dKMhFSTho1uanqBdkIxBhjzOieeuqpgYdSvka3av4kt3QXcf+biNwZf7wgm4u4jTHG9IlEItx2222kc00+0lE80rd9Jd1F3F3AufHHoy7iNsYYkxnXXXcd4XAY0rgmH24vGunbvpJOcqtX1dtxladR1XZGmKlijDEmc7Zt28bNN98MaVyTm46ESGOC/ISW04u4jTHGDC3dRdwALZ0h8qW8bkrlt+KVQr5P/0Xc5wHXZi40Y4wxQ1FVbrjhhoGLuEe9JkcJsX07TJ+ehSA9llJyU1WNbxT6TvoWcd80ERdxG2PMRCcifPvb32bNmjVUVlZeS4rXZEXYsAGWLMlKmJ5Kp3Dys8B8VX00U8EYY4xJzZIlS9i+fTvpXJOrilt54QX40IcyGVluSGfM7QLgGRHZFt9DLVHX0RhjTJY99dRTLF26lHSuyafUtpAv1QfTabnZfh/GGJMjGhoaAKitrU25StQJs5u57U9ur123isC/Uk5uqvp6JgMxxhiTunnz5gHpXZvrZ7TQ2Qnr1sEZA6sG+0ye7OxjjDFmXkULAM8+63EgWWDJzRhj8kEgQLk0M3MmPP2018FkniU3Y4zJB8Eg0trCuedacjPGGOMXwSC0uOS2Ywe88YbXAWVWOrMljTHGTFDdsQC71zdzoM49/sIX4PTT+59z/fXZjytTrOWWhxoaYNkyqKtz9/EZxcYYH4sFgoQ6W5g7FwoKYNs2ryPKLEtueaahAVasgMZGqKhw9ytWWIIzxu9UgoTbmwmFoKYGdu70OqLMsuSWZ1atcos3S0tBxN2Hw+64Mca/NN5yA5g9G/btw9fb31hyyzM7dkDJgJ3mS0r8/1ccYP2xJq8FuzspanF1lWfNgrY2aGnxOKgMsuSWZ+rqIBLpfywSgdpaT8LJHuuPNXlOJUAw2g6qVFe7Y36eMWnJLc+sXOnqyrW1uS6Jtjb3eOVKryPLMOuPNXlOJUBAYwS7Oykrc8eam72NKZMsueWZ5cth9WrXLXH4sLtfvdod97W87o81BvdHHVDQ2crkye6Qn7slbZ1bHlq+PA+S2UB1da4rsrS071he9Mca4yguuQWjnUyKt9xaWz0MKMOs5WbyQ972xxoTF2+5Bbs7CATcw1jM45gyyLPkJiJXiMh6EYmJyOIRztsZ34TvJRFZm3S8QkR+KyJb4vdTsxO5mZDytj/WmLhEt2S0A1X3N17Ax80bL7sl1wHvAX6QwrkXqOrBAcc+DTypql8RkU/HH98yzjEaP8nL/lhjnL5uyY7e9W3xfOdLnuVtVd2oqpuP4SUuA+6Of3038O5jj8oYY/xNA8HesbbkIWi/mQiNUgXWiMgLIpJc1nOGqjYCxO+nD/cCInK9iKwVkbVNTU0ZDtcY4xcTfd1/8rUvEm0HXI3Jo0fd9xNLAvwoo8lNRJ4QkXVD3C5L42XOU9UzgOXAx0XkrenGoap3qupiVV1cVVWV7tONMXnID+v+k699pQVF7liggCNH3PfLyz0MLsMyOuamqheOw2vsi98fEJGHgLOBPwL7RWSWqjaKyCzgwLG+lzHGJCSv+4e++1WrJurQrRtoiwUK2LvXHZk+bH/XxJfT3ZIiUioikxNfA+/ETUQBeAS4Jv71NcDD2Y8wh030/hRjPOa3df9FruHG+/8pCEB9PXzyk24Pt8TNT7xcCnC5iOwBlgKPisjj8ePVIvJY/LQZwJ9F5GXgr8Cjqvqb+Pe+ArxDRLYA74g/NuCP/hRjPOa7OqyJKZIFBTz3HJxzjrfhZJpnSwFU9SHgoSGO7wMujn+9HTh1mOe/Cbw9kzFOWP7rTzEm61audH8TgmuxRSL+WPe/rynEvn3+T2453S1pxshv/SnGeMB36/7jLbe164sB/yc3qy3pR1ZH0Zhx4at1//FaW0+/VEI4DKed5nE8GWYtNz+yOorGmIFUQYSnnw9x+ulQWOh1QJllyc2PfNefYow5ZqpoOMwLL4rvuyTBuiX9y1f9KcaYY6ZKd0ERkTb/j7eBtdyMMSY/qNJBfkwmAWu5GWNMfgiHaYlNpbIS5s/3OpjMs5abMcbkg1iMI13FnHmmv7e6SbDkZowx+SAW42hHIaef7nUg2WHJzRhj8kAs5lYDnDpkzSf/seRmjDF5oKdHCBDz/eLtBEtuxhiTB3piEBRlwQKvI8kOS27GGJMHYjEoKlKCQa8jyQ5LbsYYkwdiMSgKq9dhZI0lN2OMyQOxmFBoyc0YY4yfKBAuiHkdRtZYcjPGmDygQEGBtdyMyY6GBli2zO1Bt2yZe2yMGXcCBCOtXoeRNZbcjHcaGmDFCrexakWFu1+xwhKcMRkgxJBwyOswssaSm/HOqlUQDrsdw0XcfTjsjhtjxlWAGIFCS27GZN6OHVBS0v9YSQns3OlJOMb4WcBabsZkSV0dRCL9j0UiUFvrSTjG+FmAGFhyMyYLVq6Eri5oa3MVXdva3OOVK72OzBjfcckt7HUYWWPJzXhn+XJYvRpmzYLDh9396tXuuDFmXAXQvOqWtJ24jbeWL7dkZkwWBIgRyKPkZi03Y4zJAwFiiM2WNMYY4zdBS26ZJyJXiMh6EYmJyOJhzlkoIi8l3ZpF5J/j3/u8iOxN+t7F2f0ExhgzsYSL82S/G7wdc1sHvAf4wXAnqOpm4DQAEQkCe4GHkk75pqp+LZNBGmOMb7z97V5HkDWeJTdV3QggIqk+5e3ANlV9PWNBGWOMnxUXex1B1kykMbf3A/cPOLZCRF4RkR+JyNThnigi14vIWhFZ29TUlNkojTEmRyRf+4DBFYF8LKPJTUSeEJF1Q9wuS/N1wsC7gJ8nHf4eUI/rtmwEvj7c81X1TlVdrKqLq6qqxvBJjDFm4km+9gF51XLLaLekql44Ti+1HHhRVfcnvXbv1yLyQ+DX4/RexhjjT3mU3CZKt+RVDOiSFJFZSQ8vx01QMcYYMxwrv5V5InK5iOwBlgKPisjj8ePVIvJY0nklwDuAXwx4idtF5FUReQW4APiXLIVujDETU9CWAmScqj5E/2n9ieP7gIuTHkeAaUOc94GMBmiMMX6TR8ltonRLGmOMOVaB/Lnk588nNcaYfJf6uuIJz5KbMcbki85OryPIGktuxhiTLzo6vI4gayy5GWNMvmhv9zqCrLHkZowx+cKSmzHGGN85csTrCLLGkpsxxuSL/ftHP8cnLLkZY0w+CATgwAGvo8gaS27GGJMPQiFLbsYYY3ymoMC6JY0xxviMtdyMMcb4TihkLTdjjDE+09UFb74J3/ue15FkhSU3Y4zJB8EgqEJrq9eRZIUlN+MPDQ2wbBnU1bn7hgavIzImtyS2u2lr8zaOLLHkZia+hgZYsQIaG6Giwt2vWGEJzphkieQWiXgbR5ZYcjMT36pVEA5Daanbr6q01D1etcrryIzJHYnklif1JS25mYlvxw4oKel/rKQEdu70JBxjcpK13IyZYOrqBv+HjUSgttaTcIzJSYlduPNkTzdLbmbiW7nSTXNua3Ozwdra3OOVK72OzBjjEUtuZuJbvhxWr4ZZs+DwYXe/erU7nm9s1qgZTaIF53MFXgdgzLhYvjw/k1myxKzRcLj/rNF8TfRmaIH8aNPkx6c0Jh/YrFEzElV3nyctN0tuxviFzRo1Iykvd/eXXuptHFliyc0Yv7BZo2Yk3d3ufvp0b+PIEktuxviFzRo1I4lG3b0lt8wSkVUisklEXhGRh0SkfJjzLhKRzSKyVUQ+nXS8TkSeE5EtIvKAiISzF70xOchmjZqRJFpuVVXexpElXrbcfgucpKqnAK8Btw48QUSCwHeB5cCJwFUicmL8218FvqmqC4DDwIezErUxuWz5cvjd72D7dndvic0kRKNuZ4CpU72OJCs8S26qukZV439K8CwwZ4jTzga2qup2Ve0CfgpcJiICLAP+O37e3cC7Mx2zMcZMWN3drtVmSwGy6kPAUKtNZwO7kx7viR+bBhxJSo6J40MSketFZK2IrG1qahqnkI0xJrclX/u62trypksSMpzcROQJEVk3xO2ypHM+A3QD9w71EkMc0xGOD0lV71TVxaq6uCqPfrnGmPyWfO0LBwJ5M5kEMlyhRFUvHOn7InINcAnwdlUdKjntAWqSHs8B9gEHgXIRKYi33hLHjTHGDCXRLZknvJwteRFwC/AuVR1uD4bngQXxmZFh4P3AI/FE+BTwvvh51wAPZzpmY4yZsCy5Zc1qYDLwWxF5SUS+DyAi1SLyGEC8VbYCeBzYCPxMVdfHn38L8EkR2Yobg7sr2x/AGGMmjJ4eqKz0Ooqs8axwsqoeN8zxfcDFSY8fAx4b4rztuNmUxhhjUmEtN2OMMb5jyc0YY4zvTJvmdQRZY8nNGGPyxaRJXkeQNZbcjDEmXwzcEsnHLLkZY0y+KC72OoKsseRmjDH5wpKbMcYY3yks9DqCrLHkZowx+SJPdgQAS27GGJM/gkGvI8gaS27GGJMvrOVmjDHGdyy5GWOM8R3rljTGGOM71nIzxhjjK/PmWcvNGGOMz1RWgojXUWSNJTdjjDG+Y8nNGGOM71hyM8YY4zuW3IwxxviOJTdjjDG+Y8nNGGOM71hyM8YY4zuW3IwxxviOJTdjjDG+Y8nNGGOM71hyM8YY4zuW3IwxxviOqKrXMWSViLQAm72OwwOVwEGvg8iyfPzMYJ873xSp6kmjnSQiv1HVi7IRUC7Ix+S2VlUXex1HtuXj587Hzwz2ub2OI9vy9XOPxroljTHG+I4lN2OMMb6Tj8ntTq8D8Eg+fu58/Mxgnzvf5OvnHlHejbkZY4zxv3xsuRljjPE5S27GGGN8J2+Sm4hcJCKbRWSriHza63iyRUR2isirIvKSiKz1Op5MEZEficgBEVmXdKxCRH4rIlvi91O9jDEThvncnxeRvfHf+UsicrGXMY43EakRkadEZKOIrBeRm+LHff37HuFz+/r3PVZ5MeYmIkHgNeAdwB7geeAqVd3gaWBZICI7gcWq6uvFrSLyVqAVuCexoFVEbgcOqepX4n/QTFXVW7yMc7wN87k/D7Sq6te8jC1TRGQWMEtVXxSRycALwLuBa/Hx73uEz/0/8PHve6zypeV2NrBVVberahfwU+Ayj2My40hV/wgcGnD4MuDu+Nd34y4EvjLM5/Y1VW1U1RfjX7cAG4HZ+Pz3PcLnNkPIl+Q2G9id9HgP+fOPQoE1IvKCiFzvdTBZNkNVG8FdGIDpHseTTStE5JV4t6WvuueSiUgtcDrwHHn0+x7wuSFPft/pyJfkJkMc839/rHOeqp4BLAc+Hu/GMv72PaAeOA1oBL7ubTiZISKTgAeBf1bVZq/jyZYhPnde/L7TlS/JbQ9Qk/R4DrDPo1iySlX3xe8PAA/humjzxf74OEVivOKAx/FkharuV9UeVY0BP8SHv3MRCeEu8Peq6i/ih33/+x7qc+fD73ss8iW5PQ8sEJE6EQkD7wce8TimjBOR0vjAMyJSCrwTWDfys3zlEeCa+NfXAA97GEvWJC7wcZfjs9+5iAhwF7BRVb+R9C1f/76H+9x+/32PVX4qJ+QAAAM6SURBVF7MlgSIT4/9FhAEfqSq/+FxSBknIvNxrTWAAuA+v35uEbkfOB+37cl+4HPAL4GfAXOBXcAVquqryRfDfO7zcV1UCuwEPpYYi/IDEfk74E/Aq0Asfvh/48affPv7HuFzX4WPf99jlTfJzRhjTP7Il25JY4wxecSSmzHGGN+x5GaMMcZ3LLkZY4zxHUtuxhhjfMeSmzHGGN+x5GbyTnyLkH/1Og4AEXm3iJyY9PiLInKhlzEZ4weW3IwZhogUZOFt3g30JjdV/XdVfSIL72uMr1lyM3lBRD4T36z2CWDhCOf9XkT+j4j8AbhJRKpE5EEReT5+Oy9+3iQR+XF8I9hXROS98ePvFJFnRORFEfl5vMhtYtPYr4rIX+O340TkXOBdwKr4JpP1IvITEXlf/DlvF5G/xd/jRyJSmPRaX4i/x6sisiizPz1jJh5Lbsb3RORMXD3R04H3AGeN8pRyVX2bqn4d+DbwTVU9C3gv8J/xcz4LHFXVk1X1FOB3IlIJ/BtwYXwnhrXAJ5Net1lVzwZWA99S1adx9RBXquppqrotKeYi4CfAlap6Mq582v9Meq2D8ff4HpATXazG5JJsdLsY47W/Bx5S1QiAiIxWNPuBpK8vBE50NWsBmBIvRn0hLmECoKqHReQSXBfjX+Lnh4Fnkl7r/qT7b44Sw0Jgh6q+Fn98N/BxXH1UgEQl/BdwCdsYk8SSm8kX6RRRbUv6OgAsVdX25BPiFdoHvqYAv1XVq1KIYbR4htqDMFln/L4H+39szCDWLWnywR+By0WkON7qujSN564BViQeiMhpwxyfCjwLnCcix8WPlYjI8UmvdWXSfaJF1wJMHuJ9NwG1idcCPgD8IY24jclrltyM76nqi7iuxpdwGz3+KY2nfwJYHJ80sgG4IX78NmCqiKwTkZeBC1S1CbgWuF9EXsElu+TJHoUi8hxwE/Av8WM/BVbGJ47UJ8XcAVwH/FxEElucfD+dz21MPrMtb4zJAhHZCSxW1YNex2JMPrCWmzHGGN+xlpvJSyLyXeC8AYe/rao/9iIeY8z4suRmjDHGd6xb0hhjjO9YcjPGGOM7ltyMMcb4jiU3Y4wxvvP/AR7RsbxFmjf4AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.JointGrid(x='d_reception',y='release_time', data=df_shots.query('player_id==203914 and Shot_type==\"catch-and-shoot 3P\"'))\n", "g.plot_joint(sns.regplot,color='blue')\n", "g.plot_marginals(sns.distplot,color='blue')\n", "#g.annotate(stats.pearsonr)\n", "g.x=df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\"')['d_reception']\n", "g.y=df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\"')['release_time']\n", "g.plot_joint(sns.regplot,color='red')\n", "g.plot_marginals(sns.distplot,color='red')\n", "#g.annotate(stats.pearsonr)\n", "g.ax_joint.set_xlim((0,25))\n", "#df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\"').plot(x='d_reception',y='Time_to_shoot',alpha=0.7,kind='scatter',ax=ax)\n", "#df_shots.query('player_id==202331 and Shot_type==\"catch-and-shoot 3P\"').plot(x='d_reception',y='Time_to_shoot',alpha=0.7,kind='scatter',ax=ax,color='red')" ] }, { "cell_type": "code", "execution_count": 249, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 249, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "g = sns.JointGrid(x='t_reception',y='release_time', data=df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\" and Shot_result==0'))\n", "g.plot_joint(sns.regplot,color='blue')\n", "g.plot_marginals(sns.distplot,color='blue')\n", "g.x=df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\" and Shot_result==1')['t_reception']\n", "g.y=df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\" and Shot_result==1')['release_time']\n", "g.plot_joint(sns.regplot,color='red')\n", "g.plot_marginals(sns.distplot,color='red')\n", "g.annotate(stats.pearsonr)\n", "#g.ax_joint.set_xlim((0,25))" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 40)" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,10))\n", "\n", "players=df_stats.query('total_cas>100').index\n", "df_shots_mean=df_shots.query('player_id in @players and Shot_type==\"catch-and-shoot 3P\"')[['player_id','release_time','d_reception','d_release']].groupby('player_id').mean()\n", "\n", "#df_plot_shots=df_shots_mean.join(df_stats.query('total_cas>100'))\n", "#df_plot_shots['player_id']=df_shots_mean.index\n", "#df_shots_mean.plot(x='d_reception',y='Time_to_shoot',kind='scatter',ax=ax)\n", "p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\"')['d_reception'],y='d_release',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\"'),ax=ax,size='release_time',sizes=(20, 500),size_norm=(-1.5,0.5))\n", "ax.axis('equal')\n", "ax.set_xlim((0,40))\n", "ax.set_ylim((0,40))\n", "#for line in range(df_plot_shots.shape[0]):\n", "# p.text(-df_plot_shots.iloc[line]['release_time'], df_plot_shots.iloc[line]['d_release'], df_plot_shots.iloc[line]['player_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.regplot(x='d_reception',y='d_release', data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939'))\n", "#g.plot_joint(sns.regplot)\n", "import scipy\n", "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(x=g.get_lines()[0].get_xdata(),y=g.get_lines()[0].get_ydata())" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gabin/opt/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:1847: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n", " warnings.warn(UserWarning(msg))\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "#fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total_cas>100').index\n", "df_shots_mean=df_shots.query('player_id in @players and Shot_type==\"catch-and-shoot 3P\"')[['player_id','release_time','d_reception','d_release']].groupby('player_id').mean()\n", "\n", "#df_plot_shots=df_shots_mean.join(df_stats.query('total_cas>100'))\n", "#df_plot_shots['player_id']=df_shots_mean.index\n", "#df_shots_mean.plot(x='d_reception',y='Time_to_shoot',kind='scatter',ax=ax)\n", "#p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939')['d_reception'],y='d_release',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939'),ax=ax,size='release_time',sizes=(20, 500),size_norm=(-1.5,0.5))\n", "g = sns.JointGrid(x='d_reception',y='d_release', data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939'),height=10)\n", "g.plot_joint(sns.regplot,ci=None)\n", "#p=sns.regplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939')['d_reception'],y='d_release', data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939'),ax=ax)\n", "g.annotate(stats.pearsonr)\n", "g.x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==203914')['d_reception']\n", "g.y=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==203914')['d_release']\n", "g.plot_joint(sns.regplot,ci=None)\n", "g.annotate(stats.pearsonr)\n", "g.x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201143')['d_reception']\n", "g.y=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201143')['d_release']\n", "g.plot_joint(sns.regplot,ci=None)\n", "#p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==1718')['d_reception'],y='d_release',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==1718'),ax=ax,size='release_time',sizes=(20, 500),size_norm=(-1.5,0.5))\n", "#for line in range(df_plot_shots.shape[0]):\n", "# p.text(-df_plot_shots.iloc[line]['release_time'], df_plot_shots.iloc[line]['d_release'], df_plot_shots.iloc[line]['player_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 265, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 265, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "g = sns.JointGrid(x='t_reception',y='release_time', data=df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\"'))\n", "g.plot_joint(sns.regplot,color='blue')\n", "g.plot_marginals(sns.distplot,color='blue')\n", "g.annotate(stats.pearsonr)" ] }, { "cell_type": "code", "execution_count": 276, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 276, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.JointGrid(x='d_release',y='release_time', data=df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\"'))\n", "g.plot_joint(sns.regplot,color='blue')\n", "g.plot_marginals(sns.distplot,color='blue')\n", "g.annotate(stats.pearsonr)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,10))\n", "p=sns.kdeplot(df_shots.query('player_id==203914 and Shot_type==\"catch-and-shoot 3P\"')['d_release'],df_shots.query('player_id==203914 and Shot_type==\"catch-and-shoot 3P\"')['release_time'],cmap=\"Blues\")\n", "p=sns.kdeplot(df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\"')['d_release'],df_shots.query('player_id==202691 and Shot_type==\"catch-and-shoot 3P\"')['release_time'],cmap=\"Reds\")\n", "p=sns.kdeplot(df_shots.query('player_id==200794 and Shot_type==\"catch-and-shoot 3P\"')['d_release'],df_shots.query('player_id==200794 and Shot_type==\"catch-and-shoot 3P\"')['release_time'],cmap=\"Greens\")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,10))\n", "\n", "p=sns.scatterplot(x='d_release',y='release_time', data=df_shots.query('Shot_type==\"catch-and-shoot 3P\"'))" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.045989175313013" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_shots.query('Shot_type==\"catch-and-shoot 3P\"')['d_release'].mean()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total_cas>100').index\n", "df_shots_mean=df_shots.query('player_id in @players and Shot_type==\"catch-and-shoot 3P\"')[['player_id','release_time','d_reception','d_release']].groupby('player_id').mean()\n", "\n", "df_plot_shots=df_shots_mean.join(df_stats.query('total_cas>100'))\n", "df_plot_shots['player_id']=df_shots_mean.index\n", "#df_shots_mean.plot(x='d_reception',y='Time_to_shoot',kind='scatter',ax=ax)\n", "p=sns.scatterplot(x='d_reception',y='d_release',palette=\"Set2\", data=df_plot_shots,hue='player_id',ax=ax,size='release_time',sizes=(20, 500),size_norm=(-1.,-0.5))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total_cas>100').index\n", "df_shots_mean=df_shots.query('player_id in @players and Shot_type==\"catch-and-shoot 3P\"')[['player_id','release_time','d_reception','d_release']].groupby('player_id').mean()\n", "\n", "p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939')['d_reception'],y='d_release',palette=\"RdBu\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939'),ax=ax,hue='release_time')\n", "for line in range(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').shape[0]):\n", " p.text(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['d_reception'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['d_release'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['shot_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "image/png": 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1GThwYLnnFRE5nWKHi9wiB4UlTlzucxvlVx1VesgzDKO/YRg/G4ax3zCMU6YyNAzjEsMwVhuGsd0wjJ2GYQzwdA2BgYH4+Jzfpfr4+BAUFHTO7SdMmEBcXBxxcXEnhYkzmTVrFl9//TULFiw4qb7Bgwfz/vvvY5ommzZtIjQ0lIYNG9KvXz+++eYbsrKyyMrK4ptvvqFfv340bNiQ4OBgNm3ahGmavP/++9x0001lfZ2YWXLu3Lknba+J5wD4f//v/5GTk8Prr79+zn+/IiJy/kzTPOnruuuuIzMzk+ysLFYv+YhlD/fm47914+YenRj63w30vW0U/ds14IO7rmDl4wP4eedmCgoKSEtL4+GHHy7rd/bs2Rw5cuS8R+mISM1kd7o4mlvM8l1pPLgwjnvmbeW++duZvno/KdlF5BY5qrpEz/vjP8Ce/AIswC9Ac8AP2AFc+oc2M4Hxv31/KXDwbP1efvnl5h/Fx8efsu2EjIwMs1u3bubll19+zl/dunUzMzIyTtvnmaSlpZmRkZFmcHCwGRoaakZGRpo5OTmmaZrmDTfcYKakpJimaZoWi8Vs3ry52bFjR7Njx47m008/bZqmabrdbvPee+81mzdvbrZr187cvHlzWd/vvvuu2aJFC7NFixbme++9V7Z98+bNZtu2bc3mzZubEyZMMN1ut2mapnn8+HGzd+/eZnR0tNm7d++ya6qp50hKSjIBs02bNmV/7u+8884Z/z7P9LMlIiIVV+xwmtmFJWZ2QYlZaHdWdTki4kWO5xWbL6zYa7ab9JXZZOKyU76aPr7MHP3ej+av6fmmw+mq6nLPC7DFPE1eMsxznIzkQhiG0Q2YbJpmv99eP/FbsHz+d23+CxwwTfPF39q/Yppm9zP1Gxsba27ZsuWkbXv37iUmJua0xzzyyCOsW7funCZfMQyDXr16nXGNO6k5zvazJSIiIiJ/Pul5du5+fzM7knLO2jbIZuWjcV2JaRCMxVI9nmgzDGOraZqx5e2r7CuIBJJ+9zr5t22/NxkYYRhGMrAc+HtlFDJ+/HhsNts5tbXZbNxzzz2VUYaIiIiIiFSyjHw793+0/ZwCHkC+3cmwmZtIzSmu5MoujsoOeeVNjfjHW2nDgDmmaUYBA4APDMM4pS7DMMYZhrHFMIwt6enp511IdHQ0U6ZMwd/f/4zt/P39mTJlCtHR0ed9DhERERERqXq/ZhTwwy8Z53VMnt3Ja6v2UWB3VlJVF09lh7xkoPHvXkcBf5x68i7gYwDTNH8A/IF6f+zINM2ZpmnGmqYZGx4efkHFtGrVisGDB592kXJfX18GDx5M69atL6h/ERERERGpWjlFJUz9NvGCjl22I408hbyz2gy0NAyjmWEYfsAdwNI/tDkM9AEwDCOG0pB3/rfqzmL+/PkMHDiQJUuW4HCUP4OOw+FgyZIl3HjjjSxYsMDTJYiIiIiISCUrsLtYn3j8go4tcblZ+7PHo8hFV6khzzRNJ3Af8DWwF/jYNM09hmE8YxjG4N+aPQL81TCMHcACYLTp4dlgXn/9dd566y1KSkqw2+1nbGu32ykpKWH69OmaYl9ERMRDXG43RSUuih2uc5oETUTkQuUVO6nIPzO7U87tOb4/s0pfYMY0zeWUTqjy+22Tfvd9PHBVZZ1//vz5fPLJJxQXn99DlMXFxXzyySfUr1+fYcOGVVJ1IiIi3iu7sIQCu5OdyTls+OU4R3Pt+BjQIjyI7i3q0rJ+MMH+VgL8tN6diHiO0+Wu0PFFv30YZRjlTS9SPXj1v6qZmZm8+eablJSUXNDxxcXFTJs2jf79+xMWFnbOx5mmyQMPPMDy5csJCAhgzpw5dO7c+ZR2CxYs4D//+Q+GYdCoUSPmzZtHvXqnPI4oIiJSreQVOziUUci/v9zLDwfKm/jgKG+t+QU/iw+DOzXiwetaEhFsw89quei1ikj15nA4uPrqq9m6dStRUVEcPHiQ7T+uJ3n6KFxFufjWbkSdfvfi37gdAK6iXFLevguzpIhLHluC4WMhecZYXLnHSju0+NLgy50YhsHTTz/N9OnTCQ4OZurUqdx4441VeKXnp3osAnGBPv/88woncMMw+Oyzz87rmBUrVpCYmEhiYiIzZ85k/Pjxp7RxOp088MADrF69mp07d9KhQwfefPPNCtUqIiJS1TLy7by+ah8Dp31/moD3PyUuN59sTabvq+tYvvsIOUUX9qGsiNRchmFwyy230KNHj7JtTRpH0uqO/0eDO1/EXZxH7qZPyvbl/rgY03Xq/Bxhve8mcvwcIv/2DgM7NmLt2rVMnjyZ6dOnM3jwYEaMGEF+fv5FuSZP8NqQ53K5mD9//lmfwTsbu93OggULcLlc53zMkiVLGDlyJIZh0LVrV7Kzs0lLSzupzYnV6AsKCjBNk9zcXBo1alShWkVERKrSiXWp3v3+4HkdV+Rw8eBHcczdeFBBT0TOi9VqZeLEiURG/m8p7u6Xd+KRUTfhW68JhtUP33qXAOAqyCZ/5zcEte19Sj/ZGxZw5MPHqHVoI+FBNlauXElQUBC33347d955J9nZ2fz4448X7boqymtD3rZt2047i+b5stvtbN++/Zzbp6Sk0Ljx/1aOiIqKIiUl5aQ2vr6+zJgxg/bt29OoUSPi4+O56667PFKviIjIxZZTWMK/l+9lw/7zW5fq915dmci6fcdxnMcHqxWVXVjCsbxijuUVK2CKeAmLj8H2T6aT9PpfcBXlUqtFLAA5mxYR2PZaLMF1T2pf++rhNBj2PAGturP/y5kk7d9Leno6QUFBAISEhABwIWt1VxWvDXlHjx7F7a7YQ5cnmKbJkSNHzqv9H/1x2KjD4WDGjBls376d1NRUOnTowPPPP1/hWkVERC420zTZnZrL4m0pZ298FhM/3cmxvMoNWw6Xi2N5xXyz5wh3zd3C4GkbuOnNDYyft40N+49zLK+4whM3iEjV+tcT/2D24q+xBtcj89t3cBXmULBnNaFdbz+lbVD7PvjVb87wkWMAiI+PJzw8vGx4Zm5uLgAXulZ3VfDakFdQUHBeQyzPxO12U1BQcMY206dPp1OnTnTq1IlGjRqRlJRUti85OfmUoZhxcXEAtGjRAsMw+Mtf/sLGjRs9Uq+IiMjFdDzfzhOLd3mkr8ISF9O+TaSopHLu5uXbnWz6JZPrXl3LuA+2svVQFkdyi0nLKWbjLxkMn/UjN77xPXtScyl2XLw7iiJy4RISEsjNzcXhcJCQkMDSpUs5kppKu6bhNA0PwernjysvA3dRLslvjiBnQ+l62CkzxuIqyCL7+/nc2szE79f1AFx66aVcf/315Ofns2jRIubPn0/t2rW58sorq/Iyz4vXhrzAwEAsFs/M0uXj40NgYOAZ20yYMIG4uDji4uK4+eabef/99zFNk02bNhEaGkrDhg1Pah8ZGUl8fHzZbd+VK1cSExPjkXpFREQuptTsYg5nFnqsv8+2p5Bb7JlHLn6v2OHip18zGDn7J3KLnKdtl55v57a3N5KQlqs7eiLVQExMDF988QWpqanExMSwd+9e+vTpQ49uXakdHMjn82bx6rj+dHnoHRqOnkpQp/4ANBvxLHf1bEm04wBvPzyUjxd8yCuvvEKnTp3o2bMnkydP5t5772Xp0qXMmzevbPhmdeC1SyjUr18fHx/PZFjDMGjQoME5tx8wYADLly8nOjqagIAAZs+eXbavU6dOxMXF0ahRI5566il69uyJr68vTZo0Yc6cOR6pV0RE5GJxu02WxFV8mObv2Z1uDmYUUD/E36P9ZhWWcM8H285pkWSHy2Tk7J9Y9VAvIjxch4h4VnmPSk2cOPGUbde1vwS7w43TPRYfw8Bm9aF2gB+Tb/+h3H6feuopnnrqKY/XezF4bcjr3Lkzvr6+HunLZrNx2WWXnXN7wzCYPn16uftODNMEuOeee7jnnnsqXJ+IiEhVyS5ysO1wtsf73fRLBlc2q3v2hufI5XKzbEcaJedxZy63yMnWQ1nc0L7h2RuLyJ9evSBbVZdw0XjtcE2LxcKdd96JzVaxv0ybzcawYcM8NvRTRETEmzhdblKyijzeb+KxfBweHCqZWVjCrO8PnPdxb67eT0Z+xZZjEhG52Lw25AEMGTKk3Nu358M0TYYMGeKhikRERLyPScXea8vjNs1zGlZ5rhwuk6O55x/WEo/m43J7/vpERCqT1w7XBAgLC2PUqFHMmjXrgsKeYRiMGjWKsLCwSqhORESk+vPxMagXZCN57zYyV/0XZ2YK1jqRNBozDYD0pS9TuHctdfr/neCO/XAVZHF82avYUxOwNWpDvUGPYgkI5dinz1J8KA58rAS2voqG3abgazHOcvbK5/TQckwiIheTV9/JO3LkCJ988kmF+vjkk0/Oa408ERGRmiS0li+twwyOffosvnUb02DkawR37AdAyfHDFCWePKFB1pq5OHOP0WD4izhzjpC9di5Quk5Vg5GvEdShL/k7v6FeSeopa8yer8mTJ2MYBoZhEBkWwKEXB5K/61uSpg3n0JQhpM19iJLjhwE48uFEDr92O0mvDyVz1cyyPoKLjjDw+msJCAggOjqarKysCtUkInIxeG3IczgcjB8/npycnAsesmmaJjk5OYwfPx6n8/RTLYuIiNRUvhYfQtJ3YdoLCLtmNH7hTQjuPBCAnO8/JKjD9Se1Lz64nVpNL8Mvojn+TTtT9Os2AAJadcev3iX41m6I4VeL7h1bVbi2hx9+mKSkJJKSkujZqxe160fhWzeKiFsnEXHbU5SkHyRv25cA+NVvQYPhLxLc5Wbyti6l+NBOTLeL1EXPEFDLn59++ol//vOfFQ6eIiIXg9cO15w5cybp6em4KzjMwu12k56ezsyZM7n33ns9VJ2IiIj3MPMzwDBIX/IirpxjBLS+iqCO12NPSaD+0OfI27asrK2rKAfDr3RJAh9bLVyFOQC47QUkvzkS02mnyeXXENWgfoXrCgkJISQkhLS0NDZu2MD9j/2TT92tS+soyMawWPGrdwkAda4bV3otTgc533+I6XLgSPuZ46mHeWbBB7Rr14527dpVuCYRkYvBK+/kZWdn8+GHH1JcXOyR/oqLi5k3bx45OTnn1N40Te6//36io6Pp0KED27ZtK7dd//796dixI23btuWee+7B5XIBsGPHDrp160b79u0ZNGgQubm5AJSUlDBmzBjat29Px44dWbNmTVlfCxcupEOHDrRt25Z//OMfZdsPHTpEnz596NChA9dccw3Jycll+yZOnFj2prVw4cKy7d999x2dO3emXbt2jBo1quwuZlZWFkOGDKFDhw5cccUV7N69u+yYN954g3bt2tG2bVtef/31su3V8VpEROT8RDYIB9MkMKYnwV2GkLdtGUc/+n+EdvsLhq/fSW0ttUIxS0rfn932IiwBoQAYfrVoOGYqYdeM5tDWNaz/7huP1Td37lxM0+SusaMZ1b0J6UtfInn6SHz8amFr3Lasnel2kb1+HpaQCGxRbbmxeWntjz32GPXr12fYsGEe+91CRKQyeWXIW7JkiccWQj/BMAyWLFlyTm1XrFhBYmIiiYmJzJw5k/Hjx5fb7uOPP2bHjh3s3r2b9PR0Fi1aBMDdd9/NCy+8wK5duxgyZAgvv/wyAO+88w4Au3btYuXKlTzyyCO43W4yMjJ47LHH+Pbbb9mzZw9Hjx7l22+/BeDRRx9l5MiR7Ny5k0mTJvHEE08A8OWXX7Jt2zbi4uL48ccfefnll8nNzcXtdjNq1Cg++ugjdu/eTZMmTZg7t/R5if/85z906tSJnTt38v777/PAAw8AsHv3bt555x1++uknduzYwbJly0hMTKyW1yIiIufv+r598fHx4ZJ6IRjW0jVqLcF1yVw5g5S37wIg86tpFB2Mw7/ZZRQd3E7JsQMUH9xGrWadcdsLKPx5Ixg+XNO2MQABAQEeq2/27Nn079+fS6Ob8UCfVox7dDL1h/0H0+0me/08AEzTzfFlr1ByJJGI2ybx2I0duOHyaAB69uzJ66+/zkcffcScOXM8VpeISGXxypC3bNkyj3/SZrfbWbZs2dkbUhoyR44ciWEYdO3alezsbNLS0k5pFxISAoDT6aSkpKRsnP/PP/9Mz549Aejbty+ffvopAPHx8Xm5FMMAACAASURBVPTp0weAiIgIateuzZYtWzhw4ACtWrUiPDwcgOuuu67cY6699tqyoBofH0+vXr2wWq0EBgbSsWNHvvrqKzIyMrDZbLRq1eqM52/Tpg0HDx7k6NGj7N27l65duxIQEIDVaqVXr1589tln1fJaREQuBrvDxbHcYr7ancYr3/zMk5/v5tWVP/Pt3qMcyy3G4axeMzq2aNGCt956i6Pr5pO3cT4hV9xC+OCJNBw9lYjbngIgtPswbI1aE9ZrFNaQCI58OBFraANq9xpVdgftyHv38v3H/+XRRx+lb9++Hqlt/fr17Nu3j7vvvrv09aoV3N6+NtNGdsXfz4qPb+l6uhkrplK0byOD7nuahff14fZOEfTpdTXBwcHYbDb8/UuHmJ74r4jIn5nXhTyn03nSMD5PSkpKOqcJWFJSUmjcuHHZ66ioKFJSUspt269fPyIiIggODua2224DoF27dixduhSARYsWkZSUBEDHjh1ZsmQJTqeTX3/9la1bt5KUlER0dDQJCQkcPHgQp9PJ559/ftIxJ4LNZ599Rl5eHhkZGXTs2JEVK1ZQWFjI8ePHWb16NUlJSdSrVw+Hw8GWLVuA0tlFf9/X4sWLAfjpp584dOgQycnJtGvXjnXr1pGRkUFhYSHLly8vO6a6XYuISGWyO10kZRby4lcJXDtlDffM28a07/bzwaZDTP12P3fN3cJ1r63ltVX7SM0uwvHbMP7q4G9/+xtpqakkpR6lz+iH8a0bhV/95tRq0YUmE5dRu8dwfPxqYQkMo/7QZ7nkoUXUH/osloBQLLVCePzd5aRn5XHs2FFefvllj01w8t5771G/fn0GDiydDGbVqlX079OLMbfeSGzHdnw3/23WPnYNBbtWYbqcLJnyCD07x/DVF58RGhrKBx98wPz58xk9ejSjRo1i+PDhHqlLRKQyeV3IS0tLw2qtnPlkrFZruXfk/qi82TxP92b19ddfk5aWht1u57vvvgNK35CmT5/O5ZdfTl5eHn5+pc8EjB07lqioKGJjY3nwwQfp3r07VquVsLAwZsyYwdChQ+nRowdNmzYt+zOYMmUKa9eu5bLLLmPt2rVERkZitVq5/vrrGTBgAN27d2fYsGF069YNq9WKYRh89NFHPPTQQ1xxxRUEBweX9fX444+TlZVFp06dmDZtGpdddhlWq5WYmBgmTpxI3759y54zPHFMdbsWEZHKkm938sMvGfR5ZS3vbThIQUn5AS63yMlba37hulfXEpeUQ5Gjes3u3CC0FrNGxvLire2pG+h31vbREUF8Or4bj/VrQ50gm8frmT17NkeOHCn7N37atGnk5uaSn5/P2jWruaJjG5rUDcQ0zZO+Ro8eDcBNN93EgQMHyMnJYc6cOfj6+nq8RhERTzMudHmBqhQbG2ueuDtzwt69e4mJiWH//v3cddddFBQUePy8gYGBvPvuu0RHR5+yb/r06WXPmXXp0oXevXszbNgwAFq3bs2aNWto2LDhafueO3cumzdv5s033zxp+759+xgxYgQ//fTTKcd0796dWbNmcemll560febMmezfv5+XXnrppO35+fm0adOm3DtWd955JyNGjGDAgAEnbf/mm2+YNWsWH3/88UnbTdOkWbNm7Ny5s2zY6Qn//Oc/iYqKOmU20up4LfC/ny0RkQtld7rY9EsGo+ds5nzedi0+Bgv/1pWOUbXxtVSvz2UdLjdZhSUkHs1nxe40th/OJiO/BB8DGtcJILZpGAM7NCI82Ea9Sgh3IiLezjCMraZpxpa3z+tuXdhstgovm3A6brcbm638N6IJEyYwYcIEoHQikDfffJM77riDH3/8kdDQ0FMCXn5+Pnl5eTRs2BCn08ny5cvp0aMHAMeOHSMiIgK3281zzz3HPffcA0BhYSGmaRIYGMjKlSuxWq1loejEMVlZWbz11ltlQeb48ePUqVMHHx8fnn/+ecaOHQuAy+UiOzubunXrsnPnTnbu3Mn1119/Ul92u50XX3yRf/3rX0DprKUBAQH4+fkxa9YsevbsWRaKThxz+PBhFi9ezA8//FBtr0VExNPS8+z89f2t5xXwAFxuk5Hv/sR3j1xDg9Dq9SyYr8WHiGB/IoL96dq8DjlFDpwuEwywWXwIDTj7XT4REbkwXhfyToSmyuB0Os94N+6EAQMGsHz5cqKjowkICGD27Nll+zp16kRcXBwFBQUMHjwYu92Oy+Wid+/eZQFowYIFTJ8+HYBbbrmFMWPGAKWBpV+/fvj4+BAZGckHH3xQ1u8DDzzAjh07AJg0aVLZZCNr1qzhiSeewDAMevbsWdavw+EoC5UhISHMmzevbCjLyy+/zLJly3C73YwfP57evXsDpXe0Ro4cicVi4dJLL+Xdd98tO/+tt95KRkYGvr6+TJ8+nbCwsGp7LSIinmR3uvjgh0OUuC7sA8jCEhdLd6Rw11XNsFSzu3knWHx8qBOou3UiIheL1w3XBLj99tv59ddfPX7e5s2bnzLUT7yfhmuKSEUcyy2mzytrybNf+AeQEcE2lt1/NRHB1etunoiIVJ4zDdesnh8JnsXAgQM9PsWxzWZj0KBBHu1TRES8386UnAoFPIBjeXYOZxZ6qCIREfF2Xhnybr75Zo8/l2eaJoMHD/ZonyIi4v0S0vI80s8vxzw/oZiIiHgnrwp5J4aehoaGMnz4cI/dzfP392fEiBGEhoZ6pD+pPqrjcGYR+XPJK3Z4pJ/cIs/0IyIi3s9rJl7x9/cnIyODunXrYhgG48aNY9WqVaSkpFTorp6Pjw/h4eGMGzfOg9VKdWCaJhkZGR4f+isiNUd8fDxTxl5P5vGjWIPqUvvasTjSD5KzYUFZm3qDHiPw0l4c+XAiJccOYBg+BLbrQ53rSt93stbMIX/HVzz9cQPazptL9+7dq+pyRESkmvCaiVccDgfJyckUFxeXbTt+/DiTJk2ioKDggoKej48PgYGBPPPMM9SrV6/CdUv14+/vT1RUlBa/FZELkpyczMcrNzJl3RGOL3sVTJOANldR9Os2wm96AgCfWsH4+NrIXDWToA7XUZj4Iznff0j9O/6Dicmxj/5FvZse5wpjP3t3bCUxMRGLxVLFVyYiIlWtRqyT5+vrS7NmzU7ZvmDBAsaPH096evpJAfBs/P39CQ8PZ8aMGTRo0MCTpYqISA0RFRXFiFsHM+/QajJtgViC6gDgOPYraXPuxxbZhro3PAC+trI7d6bTQc73H2K6HJSkHwSgdZdr6BPSmOWff8KBAwdo2bJlVV2SiIhUA171TF55GjRowMcff8ywYcPw8/M77WLmJ/j7++Pn58edd97JokWLFPBERKRCFr7/Ljv/fRP2tH0EtOqG/yXtibj9aeoNfITigzvI2biwrK3pdpG9fh6WkAhsUW2xBJauOXpDlJPDv+wDIDMzs0quQ0REqg+vGa55LnJycliyZAnLli0jKSkJq9WKj48Pbrcbp9NJ48aNGTRoEIMHD9YkKyIi4hE5OTls2fUzN424m6IjB2j84P9CXdr7D+NjC6T+0GcxTTfHv5hC8a/bqH/nC/iFN8V0lpCx8F8Upf5MSEgI2dnZJCcnExkZWYVXJCIifwY1YrjmuQgNDWXkyJGMHDkSp9NJWloadrsdm81Gw4YNsVpr1B+HiIhUsg0bNmCxWGhUtzbtL6nH5owUcn74GFvjduB24jh+iKCO/QHIWDGVwn0bCR/0D3xsQbgdxdTy82XOzOlEBFr473//y6FDhxTwRETkrGpsqrFarTRu3LiqyxARES924MABHnnkEXJzc2kRHc30t99h0sxPSf/sP5iOYvybdCK0+x0AFOxaBUD65/8BoMmQR5n3/N+55bqryMjIoFu3bsybN6/KrkVERKqPGjVcU0REpCq5XG6OF5TwzZ4j/HfdAZKzik5p06xeIPde04JercIJD7ZhGEYVVCoiIn92Gq4pIiLyJ2Cx+FA/xJ/hVzahf7sGHMkp5kB6AbnFDkJr+RIdEUREsD91g/wU7kRE5IIp5ImIiFxkPj4G4cH+hAf70z6qdlWXIyIiXsbrl1AQERERERGpSRTyREREREREvIhCnoiIiIiIiBdRyBMREREREfEiCnkiIiIiIiJeRCFPRERERETEiyjkiYiIiIiIeBGFPBERERERES+ikCciIiIiIuJFFPJERERERES8iEKeiIiIiIiIF1HIExERERER8SIKeSIiIiIiIl5EIU9ERERERMSLKOSJiIiIiIh4EYU8ERERERERL6KQJyIiIiIi4kUU8kRERERERLyIQp6IiIiIiIgXUcgTERERERHxIgp5IiIiIiIiXkQhT0RERERExIso5ImIiIiIiHgRhTwREREREREvopAnIiIiIiLiRRTyREREREREvIhCnoiIiIiIiBdRyBMREREREfEiCnkiIiIiIiJeRCFPRERERETEiyjkiYiIiIiIeBGFPBERERERES+ikCciIiIiIuJFKj3kGYbR3zCMnw3D2G8YxuPl7H/NMIy43772GYaRXdk1iYhIxeXbHWQW2MnIt5NT5MDtNqu6JBEREQGsldm5YRgWYDrQF0gGNhuGsdQ0zfgTbUzTfOh37f8OXFaZNYmIyIVzuNxkFZYQn5rL3I2HSM8vxuU2Ca3lS/+2DenfrgHB/lYCbZX69iIiIiJnUNnvwlcA+03TPABgGMZHwE1A/GnaDwOequSaRETkAhzPt/PhpkPM2XiQrELHKfs3Hcjk38vjGdi+EY/0a0XD0FpYfIwqqFRERKRmq+zhmpFA0u9eJ/+27RSGYTQBmgHfnWb/OMMwthiGsSU9Pd3jhYp4M7fbpMTp0nA6uWBHc4sZ9d5PvLYqsdyAd4LDZfJZXAoDpq5nb1ouDpf7IlYpIiIiUPl38sr7CPd0v2XeAXximqarvJ2mac4EZgLExsbqN1WRs8gssJNb5GR7UhabDmSSV+wg1N+XK5vX5bJLahPsb6VOoK2qy5Rq4HienTGzNxOflnvOx+QWORn63x9Yet/VtIgIqsTqRERE5I8qO+QlA41/9zoKSD1N2zuACZVcj4jXyy1ysD89n6eW7GFXSs4p+xdsLr253qlxbZ65qS3N6gUS7O97scuUasLucPHO+gPnFfBOKChx8df3t/Dx37pRL1gfKIiIiFwslT1cczPQ0jCMZoZh+FEa5Jb+sZFhGK2BMOCHSq5HxKtlFth5+esEbnlrY7kB7/fikrIZ/OYGXl+VSGZByUWqUKqbnCIHH/54+IKPP3C8gLTcYg9WJCIiImdTqSHPNE0ncB/wNbAX+Ng0zT2GYTxjGMbg3zUdBnxkmqaGYYpcoMyCEh5fvIsPNp3fL+Tvfv8rk5fuJrPAXkmVSXX208FM8u3OCvUx/bv95BdXrA8RERE5d5U+x7VpmsuB5X/YNukPrydXdh0i3qzI4eLTrcl8s+foBR2/dEcaVzary22XR2HztXi4OqmusgpKmL3hYIX7Wbn3KPl2J0H+NW9ZhbxiB3anmxB/K35W/b8lIiIXR6Uvhi4ilS8j385LXydUqI9nlsWToWGb8jtOt5ujHhhq6XKbNXKWzeP5dp5YvIs7Zm5i7b7jFJWUO6+YiIiIxynkiVRzdoeLuRsP4nBVbLSz3enmo82HKXHWvF/GpXwmeCycuWvgaPylcaks25nG/mP5jJ+3lZwifYgiIiIXh0KeSDWXU+Tg4y3JHulrwU9J+kW0hnM4HFx55ZVYrVZi27UmxN+X4sM7OfTiwLKvjK/fBMCekkDqu/dyaMoQUt+dgD0tEQB3cT7pS17k8OtDSXpzBEUH47D6GKSkpNC/f3+CgoJo3Lgxe/furcpLrXS/XwfeMKD8VYVEREQ8TyFPpJorcbnJKTr94tTnIz3PXuE7glK9GYbBLbfcQo8ePTAMgx4t65Xtixw/h8jxcwjrNRqAnE2LcBXm0GDEy7iLcsnZ+BEAmd/OxJ68h4jbJlHvxodpFB6GzWrhzjvvJDk5mXXr1vH666/j61t9l+6YPHkyhmGc9HX48GF69epFSEgIt912G9c0D+b22CjyPvknqW8MJaZpQx588EEAsrKyaNWqFTabjcjISN56660qviIREfEmCnki1ZynAt4JhXpuqEazWq1MnDiRyMhIDGBU96Zl+9LmPkD6Z//GkX0EAN+6jTGsflhrN8Cw+uFjC8A03RTsXUdQpxvwj2pLrWadeXzkIIpz0lm3bh3/+Mc/6Ny5M7feeivR0dFVc5Ee8PDDD5OUlERSUhLXXHMNzZs351//+hepqamsWbOG1atXM/vtaTw1qC239+vJ2nXreOihh3jjjTdYvXo1vr6+vPjii2zZsoU2bdrw2GOPVfUliYiIF1HIE6nmPP2oU018dkpOL6SWL5fFtCB8yD+JuG0ypsNOxoo3AAho1Q23vZDkN4bhthcS2v0O3AU54HJS+PMGkqaN4Nj8iVxizSE5uXRI8dSpU4mIiGDAgAGkp6dX5aVVSEhICFFRUVgsFr7//nvGjh3Ltm3buPzyy+ncuTNt2rRh1apVBNmsvD19GrGdL6Nfv34A2O12goKCGDJkCG3btiU8PJy2bdtW8RWJiIg3UcgTqYbWrFlD69at8ff3Z1CPyyk6sJUj8x8/6bmplLfvAsB0Osj45i2Spt5J0hvDyN/9HVD+c1PFh3fSukHISUPQ3n///aq8VKliYQF+vHJXf0JjrsLWsCW1orvgyEgCIHPV21gCw6g//EUsgWFkrnwbH/8gwMASEEr4kH/ik5PKq88/S506dQBo06YNCxYsYOXKlbzyyitVeGWeMXfuXEzTZPTo0TRo0ICff/6Z/Px8Dh48SGZmZlk7p9PJpEmTaNKkCT169ABg2bJl1KpVi4ULF/KXv/ylqi5BRES8kEKeSDVUXFzME088wdatWwmtHUrm128SfvMTRI6fQ6O/zcLwq4XtkvYA5PzwMQV7VlPvxocIv3USlsAw4NTnpnz8ahHWtC3b4xNJSkriiSeewDAMevbsWZWXKlUgISGB3NxcHA4HCQkJ/LhyCXfWP4Ir4xBFB7biW/eS31r6YPhY8PG1gcWCqyALw+qLrXFb8LFwY6dLqOVnJTCgFi1atKBZs2b4+vri7++PYRj4+/tX6XV6wuzZs+nfvz+RkZE89dRTHDhwgNDQUAoKCoiKigLA7Xbzf//3f2zevJkvvviCwMBAAK699lq2b9/O7bffzsSJE08KhSIiIhVR81amFfEC/fv3L/s+NjaWfQcOYQkIBaAg4XvMkiKCOlxf+nrvGgJaX0WtFl3Kjjnx3FRot6H4R/1vmNgNnSJp1aIpAX5Wli5dSp8+fWjatOnFuSj504iJiTnp+8WLF/PB04+SnpqKtU5jave7D4Cwa0aT+c1bpH3wKNbQCOpc9zcAIm74Oz7rpvPRU2Pp0qULzzzzDBaLhQ8//JC7776bRYsW0b9//7JJSKqr9evXs2/fPl588UUAoqKiWL9+PYcOHWLChAkMHToUgLvvvpvFixezYMECwsLCKCwsZP/+/WRkZHDJJZfg7++Pj48PNputKi9HRES8iEKeSDUWHx/PwgXzGTp8NKt/25a/8xusdaLwj7oUAGfucYzUfSS/+X9YgupQ5/p7sYZElD03lbftS3zrNKLuDQ8wvldPAvysbNq0iT179vDkk09W3cVJlTHLeS5zyJAhOFxusgpK2JmcwxvfJrKL9jS6e0ZZm/ohNsb1bM6N7XsT5D+WINvJbzHdunVjz549lV7/xfLee+9Rv359Bg4cCMC6dev4+9//TkBAAGPGjGHMmDFA6d0+gFtvvbXsdePGjRk1ahTp6ek0btyY2bNnl93hExERqSijvDfzP7vY2Fhzy5YtVV2GSJXav38/PXv2pGPHjsz7eDHPLU9g0dqdpLw9ltq9RhN65S0AJE8fiY9/MHX63UfmV1Mx/AJocOcLHH7lFvybdCD06uGkL36O1p27s2nlUkJq+TJu3DgWL15MSkqK7i5IuTILSigscVLidOM2wWoxCPCzUDfQhsVH68GJiIhUNsMwtpqmGVvePt3JE6mGkpKS6NOnD+Hh4UydOpWinAyeGBDD5+9NA8OHoHa9y9r6N+1EybFf8fH1A8MHw+p70nNThtUPi8WHDk3qEVLLl8LCQhYuXMiYMWMU8OS06gT6USfQr6rLEBERkXJo4hWRaujbb7/l8OHD7Ny5k1atWtG4cWPCg2yY+9YQ0a47lsDaZW3Deo3BUiuUIx/+A8Nipc514wCo2+++0hk2FzxObKf2vPT8vwFYtGgRubm53HXXXVVybSIiIiJSMRquKeJljufbWbg5iWnfJVLscJ+2XS1fCw/3bcUtnSOpG6Q7diIiIiLViYZritQg9YJsjL26KbddHsXGX46zMv4oe9PyyLc7CbZZiWkYTL+2DbiyeV1Ca/ni72up6pJFRERExIMU8kS8UC1fK7V8rQy5LIob2jUkr9iJaZoYhkGwv1XBTkRERMSLKeSJeDl/X4tCnYiIiEgNopAnZ1TkcJFb5OB4vp24pGySs4rwMaBlRDDtIkMIqeVLnQA/rBbN4SMiIiIi8megkCflsjtdpOfZeXvNL3y6LYUih6vcduFBNsb89vxXeJANw9D6WCIiIiIiVUkhT06RVVjCV7uPMHnpHuzO08/OCJCeb+elr35m9oaDvDW8MzENgwmy+V6kSkVERERE5I80xk5OklVQwosrEnhi8a6zBrzfS8+z85f//sDXu4+SX+yoxApFRERERORMFPKkTL7dyewNv/LR5qQLOt404ZFFO9iRnIPLXf3WXxQRERER8QYKeVLmcEYh01bvr3A/983fxvF8uwcqEhERERGR86WQJwBk5Nt57JMdmB64AZdV6GDW+gPYTzNZi4iIiIiIVB6FPAEgs6CEPam5HutvwU9J5BTp2TwRERERkYtNIU8A+GJnqkf7y7c7OZxZ6NE+RURERETk7BTyhJwiB5t/zfJ4vz/+munxPkVERERE5MwU8gS7w8XBjAKP97snNYeS81iGQUREREREKk4hTwBwujy/5IHLbeL2xEwuIiIiIiJyzhTyajCHw8GVV15JozpB7H51BAAF8WtJfvsuDk0ZQup792E/UrqkQtEvW0ieMYZDLw4k+/sPy/rI3/kNSW+O4NCLA8nftaps+7FPn2X2X3vQILwuf/3rX3G5NNOmiIiIiMjFoJBXgxmGwS233MLVV/fAz1r6o2CabsKuHUvD/3sFt72QrO9mAeDjH0Ttq4ad0oclqC6hV9x6yvag9n2YuuAr7rrrLmbNmsW2bdsq92JERERERARQyKvRrFYrEydOJCoqEn9fCwBBba8lsPVV+NVvjm/dxpjO0mUQbJFtCGzX55Q+ajW/nFotrzxle0Cr7tzYqwstWrQgODiYxo0bV+7FiIiIiIgIANaqLkD+HGxWH4JsVvLtTgCKD+2k+OB2wvr89YL6ax/uS+uoehQVFXHLLbdQt25dT5YrIiIiIiKnoTt5ApQO3Rx/TXMA7Kk/c2zxswS1v46QywddUH9PDulMXFwcL7zwAosXL+bLL7/0ZLkiIiIiInIaCnk1XEJCArm5uTgdDjqHFBHhOMKxjydha9ia0KvuwJVfun6e216AIyO59PuiXBxZaQC4CnNwZh8p/T4/E2fuMQbFhJKwaRUWi4XAwEAAAgICquDqRERERERqHsOshlPcx8bGmlu2bKnqMryCYRgnvb6y+9X8uPH7steWkAiixr9H/q5VZCx//ZTt2d9/SM6GBWXb60R34oeVX3LTDX04cOAAtWvXZuTIkbz00kunnEtERERERC6MYRhbTdOMLXefQp78ntttcjizkP9770eSMovO69juLeryxh2dCA/2r6TqREREREQEzhzyNFxTTuLjY9C0XiCLx1/F+F4t8LOc/UckpJaV14Z25M07OyvgiYiIiIhUMc2uKeUKD7ZxX+9oRl3VlFXxR/hq91F2p+aQXVi6pEKjUH/+P3v3HR5VsT5w/Hu2t/ROEnpvUiQIgoqgIkWlKCKgEQsieu2i3ivenw3sCohgI3QbohRpgiC999ADSSA9m+wm2b57fn9Ec0WKKZuEwHyex0fYnTM7k+yy5z0z533bxQUxtHMc18QFE2JUo1Yqa3nUgiAIgiAIgiCIIE+4KKNWhVGrYuR1Dbnjmlgcbm/Zc5IkYdIq0WvEW0gQyqPY4abY6S39HEmgUykwalUE6NS1PTRBEPzI7fVhc3lBBoNWibocO2IEQRD8TZyhC+USqFcTqBcno4JQUQUlLjItdj797SQrD2Xh8ZXeB62QoHerKJ7o1ZT4UAOhRk0tj1S4XLm9PhxuL5IkYVArUShEEqvLTYnTQ5HTw67TZn4/lsvpfBsA8aEGejYLJ6FRKAE6FSat+B4VBKFmiMQrgiAI1SS/xMnbyw6zcPfZS7a7rU00bw9qS5hJW0MjEy53hTYXRQ4PO06b2XQij5wiJ0pJolmUiR7NImgZHUCgXo1eLbbJ1yZZlsktdjJlzQm+3ZGOy+u7YDuVQmJwp1ieu7UFESatCNQFQfALkV1TEAShhplLXPzfkkP8vDejXO17t4rkvSHXEGoSK3pXM5vLQ0ahg1d/PsiWk/kXbadXK7mva33G3NiYCJNWlKipBR6vj5TcEkZ8tY3cIme5jgk1apg9OoHmUSY0KhGgC4JQNSK7piAIQg07kmUtd4AHsOZwDjtSL35SL1z5Cm0u5m1N47aPf79kgAdgd3v5auMpBkzeyIGzFpwe7yXbC/6XbrYz+LPN5Q7woPTiz9DpmzmdZ6vGkZWPx+vDYnNTYHNhd4v3jyBcacQ9eYIgCH5WaHPxya/HK3zc5DUnuLZBqNi2eRUqtLmYtu4kn/+eUqHjcoqcDP1sC9+MuY72sUGoRJKPGpFX7OSROTspdnoqfKzD7eOh2Tv4cez1RATU7Gfd5vRgdXrYk1bAhmN5nMgtxuOViQjQcn3TMHo2iyBIryLUKP4NfarG6gAAIABJREFUEoS6TgR5giAIflbi9LLtlLnCxx3KsGJ1uKs9yHN7fBTYXNhcXk7llVBgc6FVKWgcYSLEoMGgUYpESzXI4/Wx47S5wgHen1xeH4lfb2fVMzcQHaT38+iEv/P5ZFYdyuJETnGl+0g32/lx9xke6tGoRgJzn08mr9jJ5DXH+X7XGZye8+8dXHkoC4CO8cFMGtKOuBADRq04TawtTre37Pdk0CpRKcQFHKFixKdXEATBz3KKHJU+9kyBnUbhJj+O5n9cHh95xU7mbk1l7rZUrPbzVyEkCW5sHsFTvZvRKNxIsEHcI1jd8ktcPPfdvir1YXV4eG3xId4Z0l78zqpZfknpqmtVfbnhFIM6xhIZqPPDqC7O6fZyNLuI0Uk7yCt2/WP7PemF3P7JBp67tQUjutYX76calF/sxGJ3s+1UacKl/GIXkgSNwo30aBpOh/rBBGjVmHTi9F34Z+JdIgiC4GdeX+UTWrkvkp2vqgpKXKw+nM2Enw/icF/8NWQZ1h3NZd3RXPq2iea/d7YhuppPQq9mXp/Msv2ZWB0V3/b3dysPZfOf/h5xUl7NbC4PZwrsVe4nt9iJ1eEhMtAPg7oIr0/mSFYR98zYcsHVu4vxyfDeyqNY7W7G3tREvKeqmdXu5lh2Ef9dcoiDZ63nPb/5ZD7ztqWhVEjc2jqKV/q1IipQh0YlVveEixPvDkEQhCpwu9107doVlUpFw4YNATi6Zxup7wwo+y9/5VQAnGePkPHV46S+P4iMr8bhzCy9b6/kyEbOTEvkzKf3s/bHuRftt7LMJS7eWJrMiz/sv2SA93crDmVx59SNpOXXfpKIK5W5xMXXm075rb+Fu89QF7Nm1yWn8kr81tfhzPNP6P0pr9hJ4sztFQrw/mrG7ynsSy+s0oUr4dLyip28tSyZodO3XDDA+yuvT2b5wSz6fLien/eexWJz19AohbpIBHmCIAhVIEkSgwcPpmfPnmWPGbWlqdFjxyYROzaJkBsTAbBs/R6vzUL0yPfw2a1YNn+Dz2kjf/knGFr2IOaGe5n46oucOHHigv1WhtXuZvKa4/y459K1+i4m2+rknhlbyLZWfguqcHFur88vq0J/2nwyH4tdnPhVp5wKZNP8J1mW6vtcFTvcvLvyKAVVDASe+nYv+cX+m7PwP3nFTsbO3cW3O89U6Dinx8cLP+xn9pbTWGz/vAVXuDqJIE8QBKEKVCoV48ePJzY2tuyxQF1p0pLMWU+Ru+gt3IWlCQ3UYfFIKg2q4GgklQaF1oDbfAbZZUffsCOJw+7C5/Px22+/XbDfipJlmWPZRSRtPl2lOWZZHby17DCF4mTC74r8sE3zr45mFeGq5KqNUD5aPyZK0amr7zSsyOnhp0pe3PmrQpubDcfz/DAi4a8sNhdv/3KYHacLKt3HB6uPse20GU81bfMX6jYR5AmCIPhZgwb1mTnvG9qOnojsdpK//BMADM274XPaOPPJcHxOG0Hd70VpDAZAW3SWpupCAMzmimfmvJC8YhfPfLfXL30t3pfB2UL/rTgJpVx+rm/nEPXOqtXp06e5q1Nc2Vbs7O8mlD2XNfcFUt8ZgP106WfOdmIbZ2c8TNoHg8mc81zZxR5PUR7Z300g7cOhvDDkeg4fPlwtY/39WK7ftlnO3HxKrOb52aEMKz/urnoQ/vx3+8qVUEe4+ojEK4IgCH7WpEkTmjRpQu++Nq7bv56MTQsBMP86HaUxhLChr2FeMRXz6ulEDXuDyG6DSF/xOc9s+x6AuLg4v4zjTIGNdLP/ArNPfzvBu0PaY9KJ8gr+sn/HFs5+MQaPJQdVYDihfR5DHd6AvKXv48o+ib5hR8L6PY1CayBn4Rs4UveCQoWxxfWE3jYOfF7yln6A/dRuJKWamB53g9Srtqd1xYt74ANkQxiSqvSzYE/ZhTPr3NqYhb/PQVJpiRo+kax54yna+TOhfcaQt+R9fHYrMSMm8X+9IlGr/f95cri9/H4s12/9HckswiPuy/ObvCInr/58yC99WR0eZm85zTN9mqMWiViEvxDvBkEQhCo6cuQIVqsVt9vNkSNHmDdvHj/++COWjBSC8g8R3aApJq0KUCAplCjUWlAqkW2FjLquAbPefpZt27Yxfvx4AgICuP322y/Yr81W/gQobq+P+dvS/DrP1cnZlLjESpE/ST43QdfdTcwDH6PQmshfOZXC32fhLc4navhEHGkHsG5fBICpXW+i7/8IU/tbKN6/Clf2SewpO7Ed3URIr4fQN0ng7OqvcBRZanlWV768ha+T890EXFknACjcOJeAa/qe00YdFo9Coy/dnq1QotAa8RTl4Uw/SGDXIfTrdT333DOUpk2b+n18JU4PJ3P9lyDG45NxilViv8ktdnIyt/J1Fv9u7tZUzGI7vfA3IsgTBEGoolatWrFkyRIyMjJo1aoVBoOBF154gS5dumDQaflpwRzWPncjEydNJNyoJnf+C0QaFMyaPplX+rfik3feomfPnsyZM4dFixYRGhp6wX63b99e7jFZ7G72pBf6dZ5ur4zN5d97yK52t912G11vG4wmogGa6KbIXjeurJNoopqijW6KOiyudPUOMDTvjia8PurgGCSNHlVABKqQeqBQoQwIQ2kKQaPVERporOVZXbkCAwOZO3cuC5csR2kMIm/pB9iObwWfD0Pz7ue0Nba+CWf2Cc5MGYnCEETAtXfgtZbe21a0awk/Pns79w6+k9xc/624/cknl35e/d2n4B9rj+T4tT+rwyMSLgnnEds1BUEQquhCKesHDRp03mPP3j+IZ+8///Hly5eXu9+KjCk1339X8v+UUeiotmLtV6Mwk5bHb2rKI5N/oiR5HQHX9MWVcxK3+Sw+lx2PJRtJYwDA5yzhzNT7kT1ODM27o9AHIGn16OJbk/vD64DMa29MxGQSv5/qEhoayogRI7C7Pdx9993M+WACBWu+IPSWx0A6t23+islo67Uk+IZR5C56m8L1swhMGAxA+zatee25cQy6oz8ffPABkyZN8sv43G43PXr0YNeuXWiDIoh45Et8zhLyln6II20/2phmhA94AaUphNR3BpxzrLFdH8L7Pc2Zz0bjtf4RhCjVNHi+dCVZo1LwyiuvMHHiRP7973/z5ptv+mXMV5sih5ttKfl+7/fAGQvNowL83q9Qd4kgTxAE4YokVcs9NFdSFreCEhcWu5tNJ/PILXKiUSpoGG6kc4MQAnVq9BpljYwj3Gcm/7tX0ca2JvimRJxnD5Pzw+ukfzwMSaNHG1YfAEmjJ+bBydiObaFwfRL2kzvwFptxpO4nfODztFDl8vbrE3hw1HAaNGhQI2O/2qxatYrMzEwSEhJI2/Ub+oBgHHYrOT/8X1mbnG//Q71HPwdJQlIokVRaJEmBt6QQVXA0QZGxNIsJJiTQiCRJ6HQ6v43vz9IrBoOBvcnHALBuX4Qz/SBRwyeSt+R9CtbPJLz/s8SOTQLAlXOS3IVvoKvfrqyfkJsfxtCiR1ngGm7SYCnMZ8aMGX4b69XK5fH5tQzHn9ILRD1T4VwiyBMEQbgCybKMriiD43P+g7fEjMoURnCv0ahDY8lb+iEeSzbGlj0JveUxJKUK687FWLZ8i6TWEXrzwxiad8Nrs5C3+F2cZ4+g0JkIvuF+gg3X1/bUqqygxMWhDCsf/XqMXannpy/XqhQM7hTLmBubEB2oQ6euvmAvPT2de+7sR8O4aGw9H8VbXIAyIJzoEe/gseZgXjUdQ6ue+Jwl2E/tQRPVBEmtBSj9v1R6Fh4RHEBClJJNbjdms1kEedXEZDLxzjvvkJKSQqNGjZg/fz7pDg0frzpCYfpRzCumEHrbOFSBEYT2eYyCdTPJmvsC6rA4Im8cwXv3dCSw73yefXIst922kL59+/L000/7bXx/ll45cOAAR0+cBMCVdQJVaBza6KZoopvg+CP7pyowHCit3ylpDBha/O+zXbhpAdadPxPQsT9B1w3l5paRfD75I+677z6mTp3qt/FerSTpn9tUlKI6OhXqNBHkCYIgXIF0GiWt6kdjvm0cSmMweUs/xLJhHgp9AAqNjsihr5E9/yW09VqgjWtNwdovCek1Gm9JAXnLPiSuQRIlh37DkbqPiCETKNq1BPOvM4gIeKu2p1Yl+cVO3v7lMAsvkbrc6fGxYHs6P+w6w/SRnbmucRhGbfV8Xa5Zs4a0tD8S5BweA0BYv6cx/zoDSaXF1K4PpnZ98DlLKNwwF48lC4XWRGDCYHQNOyK7nfjS9pD243skadQ888wzdOzYsVrGKkD37t1JTk4+5zG318s9t17Pkn0ZzL15EKfzS1dUjC17YGzZg/hQPcMT6jOoYyxhRi0aVTyHDvkns+KlqBQScSF68owhOLNP4HPa8JjP4nP8L+GH7HFhS16HsfWNKNSlK4rBPUagiWxE8cE1FK5PQt+oE3e1aMEdj83i4MGDIsirpHXr1jFmzBhSU1PRBkeiu+Fh9I07A6XlN5xnDxM57E30DTvgSDtA/oop+BzFBHS4neAbRgFQsC6J4n0rUBpDCO37L3RxrfC57OQvn8zLn+5lQds2zJkzp1qS+Qh1jwjyBEEQrkCBOjV3XN+W3WYFsteDQmtEaQrFnrKDgE4D0cW1RmkMxp66F0mjB9mHvnFnPNY8rNsW4sw4hjq0tJSDKigShT4Qtd6Ixo+FoGtaQYmLN5Ym89PejHK1d3tlHp69kzmju9KlYQjaaljRS0xMJDExEYBip4fkDAuPz9uNqV2fc9op9YHEPjL9vOOvaxHDRxPWEBOkQxJX8muFWqkkKlDJg90bcmeHWLw+uaxeoVatQKWQCDFqUClq9rOjkCTeGdKee44PxpGyk/RP7kWh0aMMCCtrYzu2GZ+zBFP7W8seM7XrDUCAUk3Rzp9pa7Cy4MtPGT16NNHR0TU6hyuJw+Hg5ZdfpkuXLgwYOpz0lVOJGzvzguU38pZ+iDa2JcaWPcn96W10Da5BRsa67QfC73wJ2/Et5C99n3qPfo51+yIcqftY+PNSPnj934wdO5bVq1fX0iyFy0nd/bYWBEEQLqlv22hK9iwj7cOhODOPYWjeDaUxBHd+Gt6SQrx2Kz57cVlBdldeGu780lUln6MITUwz1BENyfz6SWxHNjDmhdcIM2lqc0pVsuO0udwB3p9kGR6evYPCGshcZ9KquLZBKMv+1ZN/9W5KsOHi9dNaRgcwY2RnPht5LfWC9SLAuwwolQoiArREB+loGG6kYbiRmCA9EQG6Gg3w/lp6RVOUwcAujYm85/+IHPoayqAoDC1vKGtbvH8V6oiGaGOaAeAtKaBw43xceWkUH/wVgPHD+5Ceeor33nuv7H321ltv8eWXX9bYnK4Effv2JTExkTZt2tC9awKyt/TflL+X3/DaLHiLctHVb4e+aQIA9tS9ZeU6DE0T0MW3w2PJxlOYheP0XgLqt6b7dQnccccdrFmzBrdbZNoUxEqeIAjCFcukUzH6gVHMiW2F+dfPMa+aRuhtT5C37APOTEtEUqlRBYShjWuDvtl15P00CYWuNP2+MiAc67aFuPPTibznddyH1zL7vf8w6ZkHMRgMtTyzissvdvLJmuP/3PACHG4fa4/kcG+X+GoPphQKiahAHU/0asaIrg2w2N0cPGsh0+JApZBoER1A4wgTRo2SMJO2Wsci1E2tWrUq+3NCp2tYuHgZSd/9B7fHi6HF9QR1uwcAjyUbR+oBQvo8WtZeUqpxnN6DdftCVFoj/359Ir17dKVx7Ef897//BaBjx448/PDDDB48uEbndaVITk7m54Xf0qjrAKzHt5WV3yjavRQAhdaApNLg/utFN3tR2c6K0otx6aWPO4rx2i00b9GYMIOGwMBAZFkmPz9frLoKIsgTBEG4Uu3buZ2bojysCA6kQKlGUmvRRDYk5v4PceefJX/FZAytbkCSJIK6DiGo6xBKjmzEdnwr2notsJ/YDkhIai3dmkXxy4FCnE5nnQzyzH8kW6msz9adpE+rSCIC/JcJ8VI0KgVRgTqiAnUiLbpQIRcqvZKRncsvBzJ5Y2kyTk9phlxVUBQNxi85p51CZyJ65Hvc1iaa1+9sQ2RA6YWERo0aXbJ/oXxOnDhBnz596NmjB5NmTCWh63UE9xx5TvkNSakmuOcoCn77muIDv4JSjSogHGPLHhTtWUbW7GdRaPQAKAPC0AUEE6zxoVQqsFqtSJJEWFjYRUYgXE1EkCcIgnCFSklJ4bnnnsNitSIFRhPW72lKjm7CuuV7FPoAgq+/D33DDgDkL5+CuzATTWRDIgf/G0mhJKDzQJwZRzD/MIGdQUG8++67hISE1PKsKmf5wawqHZ9mtmFzef00GkGoWaFGDXd3jqN3y0i+33WG+dvSyLI6zmlj0Ci5qUUE425qSmyInmBD3d2afTlKT0+nd+/eREREMHnyZHxuK4qi7AuW39A1vIaYxI9xZp3EvHraH5lPJUJ7P4rsdVO0dzleSy7qwHBGDB7ID7O/YNeuXSxevJjevXujVl98q7dw9RBBniAIwhVq1KhRjBo1Co/Xx6m8EhJn7uBso04Ed7/3vLb1Hp523mO6oHBmfLOEuzrUI6iGTvgKSlw4PF5yi5yk5Jbg9voIM2loHG7CoFESbNCgUVX8/qZMi73KY/szmYYg1EVatZKYYD2P39SEexPi8Xhl7C4vPllGp1aiVSkwaJSYdCJAqA5/ZtJNS0ujefPmAGzYuotpvx1j5frN55TfMK+eQfHBNagCwgnv9wzqsDi8jmJyf5qIz16ENrYF4QOf45NhHUiIv56CsyncfPPNtGrVipkzZ9byTIXLhVQXl92vvfZaeefOnbU9DEEQhDolt8jJ57+fZPaW1LItWxfTMT6Y9+++hnrB+hopCm4ucZKcUXTR2nUAQXo1o66rz4iuDQgzaSsU7L360wHmbE2r0hhXP3MDzcTWSUEQ/KigxMUPu87wzoojeHzlOycPN2n49L5OtI0NqrbyLkLdIEnSLlmWr73gcyLIEwRBuHrYXR6sDg8bT+SxOjmbQxkWrHYPGqWCJpFGujQMZVDHWIINGkKN1b965/X6yLQ6ePbbvWw/feHg7u/0aiVv3tWWm1tGEvIPY3Q4HIwaNYoly5bjRklgwiCUpjAKfvsKn9OGJqIhYf2fQRNen6J9K7FsnIfPUYI2rjXhd47Hfnwr+b98fE6f69ev54YbbrjIKwqCIFSM3eUly+rgw9VHWX4g66LBXrBBzf3XNWDkdQ0IN2lRKERW3audCPIEQRCE89jdXoodbv78GtCqFDW2LRPA4/VxPKeYe6ZvocjpqfDxd3eO45V+rS4Z6C1atIjBgwcz6cMpvDnzZ4oP/Er0qA8A8Lns5Pzwf5ja30rYrWNJ++getPVaENB5ILkLXyfk5ocxdeiLz15Mq5gAQpIXsmLZEjIzMzEajZWetyAIwoUUO90UO7ykm21sPZVPutmGSqGgdb1AOtYPJsKkrfSWdeHKdKkgT6zxCoIgXKX0aiX6aijwXV4ZhQ7unr6F4koEeADf7zpDgE7F032aE6i/8H1ETZs2Ra1W06hBHA3jYzl0WIs6vD4KjR5vSSGSUoUmvD4A6rB4FDoT6pAYoDSVuUKtQ6HW8ewd7Rj58SMMGzZMBHiCIFQLk1aNSasmOkhHl0ahtT0coY6r9iBPkqS+wCeAEvhSluVJF2hzD/BfQAb2ybJ8X3WPS6ic3CIn6WYbvx3NAeDmlpHEhRiICBD1mgRBKL/8YidPfrO70gHen77edJp+7WLo3CDkgjXsmjRpQs+ePbl36GBkWSak12gUGj25i9/FdmQjSmMw2vg2AJja9ca86jNsRzaiiWqCsU0vACIDtKTvXofZbObhhx+u0ngFQRAEoSZU63qvJElK4FPgdqA1MFySpNZ/a9MMeBm4XpblNsDT1TkmoXJkWeZUXglDPtvM4M82M2XtCaasPcGgaZu5Z8YWUvNLRO0cQRDKbfspM/vSLX7p6+lv95JX7Lrgc0lJSaxdu5a5c+fyxL+exrphDh5LDqE3P0LU8LeRfT4KN8zF57Rh/nUGhpY9iBz2Bq7cVKzbF2HUKJn/SFd+WDCXNm3a0LVrV7+MWRAEQRCqU3Vv6k0ATsiynCLLsgv4Brjzb20eAT6VZbkAQJblnGoek1AJOUVO7p6+mTSz7bznTuWVcPf0LeQWOWthZIIg1DX5xU4+WXPcb/2dKbCTZi654HMKRenXnF6vJyjAiNfjpqtnPz6HBUmtQ1IokFRakBQgy0hKFQq1FiTQuKz89MT1SCX5rFmzRqziCYIgCHVGdW/XjAXS//L3M8DfL4M2B5AkaROlWzr/K8vyir93JEnSo8CjAPXr16+WwQoX5vXJLNufedEr5VAaBK5Ozua+rvUvuGVKEAThTzaXlyNZRX7tc/aWVNrWC0L7t3sMR40axfLly7n//vtRq9U888wz2BxOrHNexuXxootuRtANo1BodIT0fgTr1u+xH91Eq3YdmfPlJJpGmHj9sw9RqVSMHDnSr2MWBEEQhOpSrdk1JUm6G7hNluWH//j7KCBBluUn/9JmKeAG7gHigA1AW1mWCy/Wr8iuWbPyip3c98VWjmUXX7Jdm3qBzB6dQJhJ3J8nCMLFrT+awwMzd/i1z4ZhBr5/rHuF7g92e3wU2Fzkl7iw2t2olQpCjRpMOhXh4t8xQRAE4TJXm9k1zwDxf/l7HJBxgTZbZVl2A6ckSToKNAP8ewYgVJpPlily/HNyhCKHh3LW8RQE4Sp2MMPq9z5TzbYK3xesVimIDNQRGajz+3gEoTrZnKX1LtPMNix2F3q1kvhQAwE6FaFGcYFCEITqD/J2AM0kSWoEnAXuBf6eOfMnYDiQJElSOKXbN1OqeVzCRfxZOHjFihXodDqee+45QsKj2DPxOZy24nMKBwO489PJ+GocSmMIvab8gk6t4KWXXuLzzz8nOjqaL7/8ku7du9fyrARBuJw43F6/9ynLiItMwhWv2OEhy+pg+vqTLNmXgdPjO+f5DvHBPNWnGe1jg8SuGkG4ylV7MXRJkvoBH1N6v93Xsiy/JUnS68BOWZYXS6U3cH0A9AW8wFuyLH9zqT7Fds3q82fh4BkzZrBlyxaSkpLYtm0bB85aeOXb7ecUDgbI/fkdbMe3oNQHse3gMSwn99K7d2++++47fvrpJ7Zs2cLx48dRKmuvFpcgCJcHt9tNjx492LlrF5IxjLixX+NI20/2glfK2pg69CXstidwnj1C/orJuAsyUYfUI6zf02hjmlG0byWWjfPwOUrQxrUm/M7xKHUm8n58A0/aXpxOp8j0K1yRLHY3S/dl8J+fD/JPb/EeTcP5aFgHUd5IEK5wl9quWd3ZNZFl+RdZlpvLstxEluW3/nhsgizLi//4syzL8rOyLLeWZbndPwV4QvX6s3BwbGwsMTEx6PV6WrduzaBbb+T2GxLOKRzsyj2N88whDE27otMoaRRuYteuXQAMHDiQm266iVOnTpGSIhZmBUEASZIYPHgwnRK6nfdc7NgkYscmEXJjIgCWrd/jtVmIHvkePrsVy+bSr4aCtV+hDm9A+J3jcZzeQ8mBXwFo2L4rffsNqLG5CEJNKnF6WHkoi3//9M8BHsDGE3k8uWA3+cUi67UgXK2qPcgT6pY/CwcPHDiQiRMn8sYbb2AymRj38APMebIvgQEBxLTsCEDhxnnE3Ticjo2jCdSpCTVqiI6OBuDQoUMkJycDYDaba20+giBcPlQqFePHj6d+fBx/T8KbOespche9hbswCwB1WDySSoMqOBpJpUGhNZQ9rtCZUIfEAJQ9PvKhx2jTqkXNTUYQapDF7ualhfsrdMzWFDOrkrPFyrYgXKVEkCec46+Fg5999llefvllUlNT+eijj/jtt9/QKiE+ZTEz+ocTajvDxqS3aBJhQvHHCdvdd9/NddddR0JCAklJSQDExcXV3oQEQbjsqBQSuj9KHSgDIogY9AqRQ/+L7HaSv/wTAAzNu+Fz2jjzyXB8ThtB3e8FwNSuN7YjG8n48nE0UU0wtukFwPAEUb5FuDJ5vD5+2HWmUvecfrbuJHliNU8QrkoiyBPO8dfCwXq9HrfbTVJSEnl5eZhMJpRKJSGBAdjzMzl7Jp34iGBmz57F2bNn6dGjB5Ik8cknn7Bu3Tr69evH9ddfT2xsbC3PShCEy4laqSBQp0aSQB0Sg6F5d7QxzdA37YI7v7S0qvnX6SiNIUSNeAelMQTz6un4nDbMv87A0LIHkcPewJWbinX7Im5qEUGQXl3LsxKE6mEucZG0+XSljk0z28godPh3QFcxn08mt8hJlsXO2UI72VYHBbaL1xAWhNpU3dk1hTrmQoWD8/Ly6N69Oz6fj4SEBN566y1CQ0PZs2cPABMmTGDbtm0kJSVhs9kYMmQI+fn5dOvWjblz59byjARBuJwcOXIEq9WK7PUwsL6P+b+sR6HSogqthz1lF+qw+n+0VCAplCjUWlAq8ZYUgKQAWUZSqkofl0DhsPD2oHbkZ6aTn59f9hoxMTEEBQXV3kQFwU8cbi/mksoHEttPmbkmPtiPI7r62JweipweVidnMX19CmcK7GXPdW4QwtO9m9EiJoAwoxalQuwoEC4P1Z5dszqI7JqCIAh109+3VHZ55C32fD8Fb7EZdXh9wvo+iSaqCY60A5hXTcNdmIUqKJLQPmPQN+qEddcSrFu/x+coRhPdlDmz53DXDdfQrEkTUlNTy/qdOXMmiYmJNTw7QfC/U3nF9Hp/faWPf/ymJrzYt6UfR3R1sdhd/HIgk9d+Tsbl9V20XYRJS9KDXWgaaUKrFhnFhZpxqeyaIsgTBEEQak1ukZMnF+xma0rFEjTp1ApmjOxMl4ahGLRiU4pwZdqwYQOPPT6Ow0eOogqNpd6DUwDIXfwetsPrCe37JAHX3Ia3pIC8pR/izDiCtl5Lwgc+j9IQRNb8l3CmHyzrLzMzsyxBmvDPrHY387eLfbL8AAAgAElEQVSlMWnFkXK116oUfDemG23rBaJUijuihOpXqyUUBEEQBOFiIgK0TBvRiXeGtENfzqvfXRuF8OszN3Jd47ArOsCTZRmfqPB+1SosLGTgwIE0b9GSVo9NJeCa2wBw5aVhP77lnLYF62bhseYQPeIdPJYsCtfPKntu5MOPk56eTnp6OpGRkTU6h7ruSFZRuQM8AKfHx8gvt5Fbhe21guAvV+63oyAIglAnhBq1DOoYx00tItlwLJcFO9JJzrBid3vL2sSH6uneJJyHejQi3KQl1KipxRFXn4ISF1aHm2X7M0k123B7fUQGaLm1dTTxoQbCjBoU4p6fq8KyZcuwWCx88N67/HLKw/ur6gFg2TgPU/tbKdq9tKyt4/QeDM27oYlsjK5hJ+wntgGgUyv56ds5rFm2iGHDhvHhhx/WylzqooISF+9UIMD7U5HTw4oDmYzq1lDcnyfUKhHkCYIgCLVOo1IQFahjSOc4ereOwu3x4fL6kGVQKSVUCgUBOlVZ6YUrTUGJi+QMKx/9eoydqQXnPT99fQqxwXrG3NCY29tFExGgq4VRCjUpPT0dSZIYcd9wUk6dwhHXBWP7W3GePULUsDfPCfK8dguSpvQ9odDq8dosACQ+9CijbuvK2rVrefHFF7nxxhu56667amU+dY3F4WbXBT6L5THj9xT6t48Rn1OhVokgTxAEQbhsSJJEiOHKXKW7GHOxk7d+OczC3Wcv2e5soZ0Jiw/x9aZTzH24K3EhhhoaoVDT7G4vKn0AsizT7obbufYmmamT/ktx8u8E9xiBpD73M6LUByG7Sksl+Jx2lIYgejQNZ8LwPoQatbRu3ZoXX3yR5ORkEeSV06pDWZU+NtPioMjhISLAjwMShAoSQZ4gCIIg1JKCEhev/nyIZQcyy33M6XwbQz/bwqLHuxMTrK/G0Qk1zeXxkVvkZPr6k8w/pgdJwcK92ci+0q3L9WJjObP6M1hd2t68YgqqoCh0jTpiP70HV04KjtO7adzxej6+twNvvvoyiYmJrFu3DoA2bdrU0szqnqrWF7TY3X4aiSBUjgjyBEEQBKEWeH0yvxzIrFCA96csq4Nx8/fw5QOdCTVqq2F0Qk2z2F2sOZzDK4sO4HD7ICCK0FvHYtm0ANnjJjBhMIMSH6RLfRM/bTzIj5OeJKj7cLT1WqCJaEDe0g/JXfASna5NYHbSVMJNWg4dOkSPHj3QaDQ899xz3HnnnbU9zTpDraza/XRqkV1TqGWihIIgCIIg1IKcIgd3TNlElrXyKwZrnr2RJpEmP45KqA0Wm4uZm07z8Zrj/9g2UKdiSOc4BravR16xs/QxvZrYYD0mneqq2+7sD+vWrWPMmDGkpqYSHx/P1KlTWbz5ENNef66sTfCNDxB03d2YV39G8cG1AOgaXEP4gOdRaHS4clMxr5yKKzsFpSmUPbt3oLBb6NevH5mZmcTGxvLee+8xZMiQ2pqmcAUSJRQEQRAE4TKTmmerUoAH8MWGFOwuj59GJNQGr9fH9tMF5QrwAKwODzM3nWbwZ5t54Yf9TPzlMNGBOuJDDSLAqySHw8HLL7/Mrl27CA4O5tFHH6V5VACqgHBixyYROzaJgI79AdA37kL0yPcJvn449uNbsafsRPZ5yf3xTVCqiL7/A9r2ewCjRk1gYCAzZsxg69atGI1GJkyYUMszFa4mYrumIAiCINSwIoebz9afrHI/i/ac5ZlbmqPXiK/zuiqvxMVz3++t1LEWuxuL3c2YObuY/0hXwkxi625l9O3bt+zP1157LYsWLUKnVuCzFZKZ9C/UEQ0Iu/0pFFoD+ialiyZeaw4oVKhD6uHMOIqnMJOwfk+hiWjIBw8MpVFsaU3CuLg43G43QUFB1KtXr1bmJ1ydxEqeIAiCINQwh9tHan5Jlftxenw4PT4/jEioDV6fzNL9GVjtVVuNPZpdRGq+zU+junolJyczd+5cRo4cybWdOjBzwQ/E3/MqnvwzFKz9sqzdmU/vJ+eH/0Mb0xxVcDReay4ABb99Teano5j66pM4HKWr9NOmTcNoNLJ9+3YGDx5cK/MSrk4iyBMEQRCEGidjd3n/uVk5+Hx17956oZS5xEXS5tN+6euLDSnYxNbdSjtx4gR9+vShR48eTJo0ic6dOzN88AAW/t9o9PXb4s5LK2sbdd87hPV/FufZZIr3r0ahL62VENmsAx999BGLFn5PUlISACNGjGDHjh1069aNsWPH1sbUhKuU2N8hCIIgCDVo3bp1PPzIo5w6fRpFQDihfR5DHd6AvKXv48o+ib5hR8L6PY1CW1oHz52fTsZX41AaQ4gbN6usn6K9KzCvnMqzJ4fx4/ff1NZ0hCrw+Hykm+1+6Wt3WgHFTg8GsXW3wtLT0+nduzcRERFMnjyZrKwsFi9eTNOmTQkIDMJQcAJTfFMAig+uQVuvJYo/is9Lai2G2Jao9UaGJjQiJiwQAJ1Ox6ZNm1AqlYSGhqLVatHrRckToeaIlTxBEARBqEEOh4MXx49n1DsLUGhN5K+cSuHvs/AW5xM1fCKOtANYty8qa1+4cT4ozv26lr1uLFu+RVKqUSiqlupdqD02p39WcwGyrU58YudupaxZs4a0tDT2799P8+bNiY+PR5IkRo8eTe+be9GqRXOWL/iCtc/diPrwCrKSnqRg5RQaXHc7b77wOJtfG8DsWbP4eeF3JCYm8sADDzBixAhSUlK44447aN++PRkZGWWre4JQE0QJBUEQBEGoBceyi+jcdxi241tQ6gJRRzQg4s7xZM19AYDoke/hyj1NzncT0Ma2wnn2SNlKXtHupdhTdqErzqBv7xuZP29ebU5FqKTj2UXc8tHvfutvy0s3ExMsVouqk9Ptxeby4pNllAqJAJ0apbjQItSSS5VQEGv6gnCZs7s8FDs9lF2PkcCkVYktOYJQx+Wmn8R+eB2m9n1x5ZzEbT6Lz2XHY8lG0pRu1SzcOI/ArkNxZf8vE6fscWHZ8j2Rd7+G8tf3UUjiBLMuWrduHQ89/Cipp0+jCizdtqs0BpO7+F085rMY2/YmvP8zQOn7wLJpQdmx4QNfwNj6RrLmjceVk4IkKQi6pg/KV3rX1nSuGlq1Eq1aWdvDEIR/JLZrCsJlKrfIydaUfJ7+dh93TN1EwttrSHh7DXdM2cQz3+5ly8k8couctT1MQRAq4cSJE9x9Rz+uTehG8E2JBF1/H57CLNI/HobP7UQVEI4r9zSurBMEdLj9nGOL9q1EG9uKe/v2FAFeHeZwOHjm+RdIeHpG2bZdSaUhsMtdKPSB57XX1GtRVrNN3+y60seimhA94h0CutxFwfaf2brRf6uCgiDUbWIpQBAuM8UON6fzbTw+bzdp5vNTYmdZHWQdcrDyUDZxIXqmjehEo3AjATp1LYxWEISK+muSh8+mTWHlYTNTrOFEj3gHjzUH86rpGFr1xFOQideaS9oHg8qOzZr7IproptiObuSjYR0BmDcvlYYNG/Lmm2/W1pSEcioocWGxuzmaXURBaGvqRbbl9Z4qZmT+zqpflhAY3RB1WDyWTecn0nHnnCIz6V9oY1sSdvtToNYS2udRAGSPG8vGeajw3z1+giDUbSLIE4TLiNXuZun+DP7900HKc7vsmQI7d0zdxOt3tOGujrEE6kWgJwiXuz+TPKSlpdGpXRsAxrz6Hp+/MwFJpcXUrg+mdn2Q3Q5iEicDULhxLs6MY4T1f5obWtXj0cn/JsSgoV+/fnTs2JEnnniiNqck/IPcIifJGRY+WXOc3WmF5zznyksj+4dvSbj9HqY8lMC6Y7m8NO3c43X126Gr3x7Z4yJ30dtYNn/7vwDP58W6aR5x9etz44031NSUBEG4zInEK4JwmXB5vPx6OIfH5+2u1PGT7+1A37YxaFRiF7Yg1DXFTg+FNhffbE9j9tbU84pjKxUSt7SKYtzNTYkN1hFq1NbSSIWK8PlkMix2Rn21nVN5Jec97y7IIHv+S6gjGhE5dAKSQsm4Xk2ZdP9NuKPaENrvmfOOyZz9LAqtkahhbyDLPvKWvI90dh/r162jc8cONTEtQRAuEyLxiiDUEpfHS4HNDUCgXoVeffGPXG6xi+e/31fp13px4X46NQghLsRQ6T4E4VJcHh+Fdhcer4zD7UUGdColaqVEsEEjLjBUgUmrwqRV8a/ezbm/W0PSC+zkFDlwe3yEGDU0jTARoFNj0omv7brkbKGduz7dRH6J67znPNZcsr/5Nwp9IKF9HsVbXIBCb+LjH37D6XLTKlRFRn566fbNLd+hjW8LPg/uvFRM1/QFIH/5ZBzHt/D1rLlERYRjs9kwGMR3gCAIIsgThGrj9cnsP2Nh5Ffb8Hhlpo/szA3Nw9Gozs/KZXd5mLzmODZX5e+ncLh9fLjqGG/c1RajVny0r0RFDndpcCWDQiERqFPXSGDldHvJL3GxYHsa3+xIPy/hT5hRw9DOcYzq1oAwkxa9yDxXaRqVgshAHZGButoeilBFuUUORny57YIBHoAjdR9eay5ecsn4YgwAUcPfJnvBKwDsXL8S1q+kwfilZds0ZbcDXYMOBHW/F4CSA78CkDhiGAAzZ84kMTGxmmcmCEJdILZrCkI1KbC5eHjWTnalFgDQIMzAD491JyLg/G1W2RYHN7z3G05P1SrZapQKfn+xF9FB4gTxSmGxuyhyeFi6P5NNJ/I4kVOM2+sj2KChfVwQA9rH0LZeECFGNWql/4Mrc4mL5QczeX1J8j++P9VKiZdub8mQTnFIQInLy8ncYrafMmMucWHUqOjUIIRWMQGYtCrCTGLLoXDlWrTnDM98W/ndGSEGNVPv68SIL7ed91yoUcMbd7ale5MwQoyaqgxTEIQ6TGzXFIRaoFUqaBppKgvyGocbUSsvnO48u8hR5QAPwOX1kWGxiyDvMlFoc1Hi9HI8p4htKWbyip3o1Ao6xIfQLi6IEIOaUKP2goV0PV4fucVOXl+SzIpDWecl4skrdnEip5gfd58lSK9mwoDW9GoZ4dd7tcwlLt5alszC3WfL1V6WwWJ3cySriE/XnmDjybzzEwhtKP1f65hAXujbgg5xweIk9QrmcHtxe32oFBL6q6i2Z16Rk6lrT/5zw0sosLkxl7i4rU0UhzKsBOrUtI8Lon+7GFrEBBBq0KBSii3SgiBcmFjJE4QKWLduHWPGjCE1NZX4+HimTp1KcnIy77//PmazmU6dOjFnzhwaN27M+vXrGf3Qw2Tn5tN94L3M++wjwk0axo0bx/z58wG4//77mTx5Mj37D2XjLwv/8koSDcYvqdQYXx3Qmod6NPLDbIXKstjdnMwpZtKKI2w/Zb5ou5ggHY/d2IT+7WII/8sKr8Pt5VCGlQdnbsfq8Fz0+L/r0TScj4Z1uOBqcUWVOD18sSGFj389Xq72AVoV00Z2YuWhbOZtSy1XdliAm1tEMHFIe6LE9sQrRl6xk0Kbm00n8tiako/V4cagUdGpfgg9m4UTFagl3KRFuoJr/CVnWun3yYYq93NNXBDTR3VGqZBQShKBejVqEdgJgvCHS63kiSBPECpgxYoVZGVl0aVLFxITE8nJyeGFF16gWbNmBAYG0rdvX+666y5mzZpF/fr16d69O/fccw9Dhgxh7dq1BAcH06lTJ1599VVkWebNN99k9+7drEr1MmXVIQCyF7yMMjCC6OFvV2qMT/RqyvO3tfDntIUKyC1yMmn54XKvfkHpKu/0kZ1p+Mdq7/4zFu6evgWXt+Krux3rB/Pl/ddWeSvksewi+n78O75yfEVolAq+TuzC9PUn2Xgir8Kv1SDMwDePXkdMkL4SIxUuF0UON6fySnj5xwMcyrBetF18qJ7X72hLx/rBBBuuzFXcz38/ydu/HPFLX1tf7i12ZwiCcEFiu6Yg+Enfvn3L/nzttdeyaNGic+pT1atXD6fTSW5uLunp6dx0000MHDgQgF9//ZWnnnqKwMBAoqKiUKlUSJLEzJkzmTJlyjmvo2twDelTRuBz2tBENCSs/zNowusD4M5PJ+OrcSiNIcSNm4Usy5hXf0ZJ8noAlh8fwvO3zaruH4VwAdlWB6O+2sax7OIKHZeSV8LAqRuZ+1BXGoYbeHjWzkoFeAB70gqZuekUj93UFFMlE/BY7W4mLT9crgAP4Kk+zVi8L6NSAR5Aar6NR2bvZNaDCeI+vTqqwObiyw0pfPrbP29RTDfbeTBpB/3bxfD6nW2uyN95jtX5z43Kyeur+lZ+QRCuPmLNXxAqITk5mblz5zJy5Miyx+bMmcORI0cYOXIkQUFB6HQ6Dh06RHJyMgBms5nw8HAGDhzIE088wWOPPca4ceN48803WbHtILFjk1CYQkGSMLa5icghE4gc+hqu3NMU7V5W9jqFG+eD4n8fXXdOCsV7fiGw80ACOw1g7Y+z2bNnT839MAQA8oudPDp7Z4UDvD85PT5GfrWNLIsTrbpq/zRPW3eSvKLKn2SWuDysO5pbrrbNo0y0jA7gu53plX49gINnrSzdl4HLD/emXm48Xh9Oj/eKPVkvtLn4+Ndj5Qrw/mrZgUye+mYv+SX+C4guF2p/Zr29gre1CoJQfcRKniBU0IkTJ+jTpw89evRg0qRJAPz888+MHj2aN998kwEDBgDw1ltv8fzzzzNz5ky0Wi1xcXGsWLGCefPm8e6776JSqXj22WcZPnw417TphErajq/YjCamBbr4tgB4SwqRlKqyVTxX7mmcZw5haNoV59nSrUBKUxiSxoDSGIxCWbo6GBAQUAs/mauXw+1lyb4M9p2xVKkfp8fH+IX7eePOtjyYtKPS/fhk+HJjCv/p3xpdJcoZnC2wl3sVL7F7Q6asPVHh17iQD1Yf4/Z2MVdE+YD8YicWu5sdp81sP2WmxOUlxKCmW+NwOjUIxqRVXRFbFb0+mb3phczanFqp4zeeyOP7nWd4oFtD9Joro/TG6dOneen2VmV/1zXqRNQ9rwOQNfcFnGcPEznsTfQNSwuXe+1Wzk5/CNllp/4LPyMplBRuWkDRriXIXjePH+vH99/MR6Op++8XQRBqjgjyBKEC0tPT6d27NxEREUyePJmsrCwOHz7MsGHDuO+++3jggQfIzc0lIiKC3r17s2vXLnbv3s3jjz/O0KFDOXXqFAB6vR7lH+nus7OzuaazCs3uBQAE9bwPgNzF72I7shGlMRhtfBsACjfOI7DrUFzZ/7tirjAEYmiagHn1dADGjH2cpk2b1tjPRChNtDJxuX/uv0nOtJJlddA+Loj9VQgaf9qTwb9ublapIO9gRvleV6NU0CwqgL3phRV+jQuxOjzsSy/kljbRfumvNljtbo5lF/Hqzwc5nFl03vMLtpeueHZrHMYbd7WlXrAOQx3OOplf7OSZb/dWqY/3Vx5lYPt6xGqurHsyo0e+jzIgHEmlBsCesgtn1vmJjKzbfkT2usv+7nUUY9k4D2O7PnTq3IXFSRNZtmwZgwYNqrGxC4JQ94ntmoJQAWvWrCEtLY39+/fTvHlz4uPjmTdvHk6nk9mzZxMfH8/dd98NwLRp0+jWrRsTJ04kKSmJFi1acMstt/Dggw/yn//8h/Hjx3PffffRv39/jFoV6Xs3otAaMDTqDEDozY8QNfxtZJ+Pwg1zceWexpV1goAOt58zJkfKLkqS1xF+82hefWMSMz6bxubNm2v8Z3O1kmWZNYez/VIC409zt6Yy8roGVeqj2Omp9Jic7vId1zImgP1n/BPg/Wn5oaw6u2XTXOLkvZVHGDp9ywUDvL/akpLPbR//zjfb0ym0XbhYdl2wO62AApv7nxtegscns2BHWp39vV+MedHr5Hw3AVdW6Up34ca5BFzT95w23pJCivevwtTm5rLHFGodyoAIlPpA7utd+n0QFBRUcwMXBOGKUHcvHwpCLUhMTCQxMfG8x5OSks57bMaMGcyYMeOcx5RKJV9//TVff/31OY9v2LABh8POi+9/wbe5YDu+FVVwNJJah6RQIKm0eAoy8VpzSfvgf1dzs+a+SFD3YQAM6NSQiGATULo6KNSMQpubH3aVP5NmeRzKsNI43FjlfgrtbuIreExycjKvDr+N3JwsVKYwgnuNRh0aS97SD/FYsjG27EnoLY8hKVUUbFzAk6/Mx+F0om98LeEDngVZJm/pB9hP7UZSqglMGETQdXeX+/UPnLFgtbvPKSlRF5hLXEz4+RBL92eW+xivT+b1pcnYXF7u796AQJ26Gkfof8UOd9nKZFX9tOcsD3RrQERA3d+qGxgYyNy5c/EGxvLouCfJW/oBYbf/C3w+DM27U7R7aVlby9bvMbbphUJrKHtMUqowtrkR69YfePz+RQwYMICbb775Qi8lCIJwUWIlTxAuA19//TVRUVGMf3QE/+nfCsfpvWTNfYHs+S+hCo0j+IZR6Bq0JyZxMjGJk9E3TUBhCCas/9PoGnagW98h/PjFB/z7lZfLVgeFmuH2+kjOrNq9eBeSV+wi3FS1e3AqUyInMDCQiR9OJmbUB0hqHZYN8zCv+gyFRkfk0Nco3r+KkkO/4XUUs/HbacR16ElIr9HYjmzAfnIH9pSd2I5uIqTXQ+ibJFC4fhZe+6VXtf6q0O7GV8dK+7g8PlYnZ1UowPur91cd5WRO5RL21Caby8uBs/55758psOMp742gl7nQ0FBGjBhB/17d6HhTP3x2KwVrviC450j4Sw4Vr81CyaHfzrsI4s5Lx7r1B4Y/OIb58+ezdOnSstqqgiAI5SVW8gThMjBz5syyP9/TJZ4OC2cxbv5usv+WhlsT1RiAyCETAIgI0PLpfZ1oEX07Qfq6tQpwpXB7fTjKub3x7xxp+8lf+SkeSw6qwHBC+zyGvnFninYvY+SsMRSa8zG07U3oLWNxnj1C/orJuAsyUYfUI6zf02hjmuFzFJO/8tPSlTOVmvABz6Nv2AHrzsXc3DGRAJOJjz76iLvuuqtcY4qLi2Ngv3CmHF6LWWtEaQrFnrKDgE4D0cW1RmkMxp66F2ObXgSGR6MPCEZljARA0hpRGoJAoUIZEIbSFIKk0iIpy/9Vo1UpzjkRrgvMJS5eW3yoSn08MX8PP4273i+F7GuKTOnc/cWfW55r06pVq8jMzCQhIQFN+g40xiDcdis5P/xfWZucb/9D9P0f4bNbOTP1f1maz342mpj73gIgJiwQo7F0RV/szhAEoaIqFORJkmSUZbmkugYjCAIE6tR0bhDC0id7cOCMhZmbT7P/jAWLvfS+lyC9mnaxQSR2b8g18UGEm7T/z955h0dRrX/8M9tbeicBAqF36dIREAELF0WQGhRE1J/ihSvitSsqekUpIqIiWKgqiKB0kCJIb4EAIZBCet3dbN+d3x8LgUiQAGngfJ4nz7M7c+bMeyazM+c95z3fF0GS2K4ybmXuQXQ58es4GFV4fXJ//YTc9XMI7v8CeRs/41/jp1AQ2ISjx44C3rAut6WQ8BEfkv3DmxT+sZTQh18lb/N87KlxhD7yGqLTjkylxZl3gfwtX/LmtPcoKshl1KhRpKSklHldz7JvvuL4uy/g9ogED3gBR2YCztxk3EUFuK1GnHnppC14BndBFkd//RYAdc3mFPy+CGfWeQSZjOyLHVpDq36kL3wej82MT6t++HcbiSMnmZzVH+DKT0Om9cW/20gMzXoBEBNi4NmxsaxYvowvvviCsWPH3sIVrnjcbg+/HE27aUf/EhcKrCRkmZAJ3jBOhVzAX6tCJqu+v+3ytqz6tvTGMBgMTJ8+ncTEROrUqcOSJYv5+bSFTXHp2NLPkLduNoF9n0EZWIOI2FkAmA7/ivnwOhqOfpeFkx5hRcB5Fnz5BZ9/Npf77ruPMWPGVHGrJCQkbjfK5OQJgtAJ+BIwALUEQWgJjBdF8emKNE5C4p+KIAiE+Gi4p7GGdnUCsTrcuC+GsMkFAY1Kftut37nT2LZtG+PHjycpKQm3LpDA3k+h8A8nZ81HOLPPIzcEEdjHOzOXvfpDbOcOIHrcaGPaEzxgIoJciehxUfjHUjwOKwrfUES3E3PcFgSlhnXfzUURUAOf+yYCoAyqiSMr0btWU6FCptYhih6KTm7H7+4haKKaFttWFL8TRA8D+vcjLyuDDz74gL1799KnT58ytW3UyBE0a92Oh4aPI2/DXAL7PkvO2o9InRuLoFAi1xrQ1O9IwY5v8A8Mxmh1YE85BoIM37YPYdy3ErlvCLqGnTHtW4U2pj2G5r3JXvUumtotEdQ6DC36oI1uTf62BeSum42+UTcEhZJoeR4frP65Qv5n5U2R3UVagZUfD6SWS31L9qYQbFCxYn8qdUL0tKkdwOA2NQn1VRNcTRKGX3nf14iMwtBjHPnygFLve1vyMXLXzS7h4AMkTb+/uD5FYBSR4+Yhw8MbL03i5x+XExkZyYIFC2jXrl1VNfOW6NSpU3F+1Ev0tjox2V38sD+FhXffXyxWcyk6o99TrzGx17fUCzMQpFPR7v33+OD99yrddgkJiTuHss7kfQz0BVYDiKJ4RBCEbhVmlYSERDE+GiU+kkNX7bDZbEydOpV6TVrQ/+Fh5K6fg65+RxyZZwkfNp3c9XPI3/Y12rptUPiFEvro2ziyzpG3bhZF0a3QNexMzi8f4dOyLzJDAAVbF6Br1A17+mlEpw1DYAA56YlYf3ybyCfno2twN6bDv5E68zFkGgN+nYbiKSoEtwvLqV2YDq5FGViDoH7PI9f7A3A+4TSpqV4HJC8vr0zt2rVrF3K5nMjgQJrVCmJvTiqq0GgiRs3AmXuB3HWz8G0/CIVPEAU7viEkLBzTufPegwUBmc47WyhTaorXBCpDaqOt1x4Aa9JhArqNQh3uTfOhjmqKNfEAoseFTFBy4Kf5jB07ljlz5pTXv6pCsDrc/H46m0C9ijPltJ7u2IVCnu4Rg8nu4mhqIUdTC/l613nqhxr4eEgrooN0GKr4WXDpvm/Xrh2jRsdyZvUnULtdqfd9zpoZqCMboW/UtdjB19RuAUDwQxwBdpMAACAASURBVC+hrtEI4WIqGUPKbr5b/hWbNm1i7ty5jBgxgvj4+OIoBbvLTaHVicstYnd5EACNUo5CLhCoq94zngC+WiW+WiVP96zHY+1rYXW6cXtEBEFArZChU8nviLyJEhIS1Ycyh2uKopjyl5Awd/mbIyEhIXF7cN99Xil0p8tDw2YtObhjA8qgmiDIUPiHX1TL8z4zA7qPBkDhG0weILqdXmfOYUEV1YT8jZ95jwsIx5HplVufOn0OL06aiCs3BbfFSN6mecj1AQQ98jp56+aQt3HexbWZAnKdH4H3Pk32T+9QsOM7hk+dQZrpQQYPHoy/v9fhi4qKKlO7EhMTmTRpEkajkZh69fhk7nzeXrCa7J3LkGl98O88rDiJs75lX84cWY9MrkAV1RR3QToFvy8CQcBZmInr2CYQZIgOK87cZAA8V4iwuMx5mA78gq5+R2QqLS11Bezbv5cP399Y7Z28hCwT/7fkEN+P7YC7nARDMgptpc7Yncky88CcnTzTsx5PdK5DgL7qnIFL9z1A+3ZtSUpORizlvndbCnGbstHUGlzCwb/k5OWtm41M64tf56EYmvXCLy+eRo0a0b17d7Kysli+fDmJiYmER9Umr8jBoj/O8/PhNLLNl9cpCwLUDTYwpnM0fZqEEWxQI6/mzp5SLiPU9/ZXEJWQkKj+lFVdM+ViyKYoCIJKEITJwMkKtEtCQkLituDM6XhO7vgVQ5OeaKJbIdf5kTpnJI6MBPy7jypRNv/3bxDUerT12uOxeFUJ8zbMRab1RaYx4CrMQhlcC4DNx5IRHVYARKcNkCHI5MiUapDLcRflIyiUqGs2BZkcQaECQUCn1fD2wGb8d+pL7Nq1i9jYWKKjo+nQoUOZ2jNy5EiysrKw2WzEHT/OU8P+xeGV8xj31U5qPrMQ3/beFB7O/DRsZ/ehrduGLcdT8A8MRnS7CBv2HuqazVH4BFNr4jICeozBdHAtGd+9CHIlCp9gwKssmLX0FeR6f4L6T0SvkuPc/wP//e/LaLXVOyl2fpGDN3454Z2JKcd65TLhmsqioghztiTw4fpT5Jej2MnNcuLECb777juGDB1Gk7adr7rvZWodgkKFMyf5Kgc/sO8zhA17D1V4PXLXzcZHLELhMGEweFPA+Pr6ApCQdIGvdibS43/b+HLnuRIOHnivydlsM6+sOk7fT7az80w2hdaqvzYS/wzyihxkGm2czykiMdtMcq6FLKMNo+3W8kZKSJQXZZ3JewqYCUQCqcAG4JmKMkpCQkLidiAhIYHevXvTsVMnaj/2H5ZOfxHR5SBs2HsU7FxM7q8ziXxyPgD5WxdQdGIboY+8jsInGOfFsEZPUT6eonwALCe20WDid2QsOMnaj14ABJDJkfsGE9AjlrwNc0n/djIKv1ACe48HIKjvs+SsnUHm4ikYohqy+uvZhPlquGfsWM6ePUuLFi1YtWoVCsXNiSkr5DIi/LV8MLgFr9pcrI/LYMPeE6ye/ypanwD6jHuJuIQk2tYJYn2C4M3tKFfgvujEaqJbEhH7CfaMs+RtnIuuYWc89iIyl72Kx2El9IHJiA4Ls4Z24d+rz/HMM5dfLePGjSM6OprevXvf7L+oQli/aTOrXxmHqzCLh5dGIXR6Arfah+zVH+DKu4C+WS+CB7wAeAVzjH/+iOhyooqoT8iDU5AbAkj97HHcxixvhXIltSevJFQopHeT8OLzaOq0JuzRt0qce/HeZNpGB3B/iwhUCnmltflKLt33Xbp0YeaMD3nw4UdLve/9u44kf+sCzMc2lXDwfVr1A8DQrBeW+B1MaK1nV2oYR49mAGA0GgGYvTuL46aypd8osDgZ/fU+/tO3ISM61MLvb0IfzXYnFrsbu8uDw+VBEC6HfvprVagUUnYpiWuTY7JzMDmfT7cmcOxCIVdO5KsVMrrUC+bZe+oRHawnQArBlahCyvTWF0UxBxhewbZISEhI3DakpKTQq1cvQkJC+OzTORgd8KNCjk242tEp2LUE496VBN47AWVgFB67BXVEAwSVDp+WfVFF1Cdn9QeEDf+Atx5pTZ3hm8nOyWXae++TYJQhCDI0tZpTY+xnV9mhDIoiYtQMhrSNYtK9DYtDweLibk3S/6/4aVX4aVU80aUurpNbWZ6fCWSycupgVgKHjxwl+fw54r7/DzKtf7ETajr4K+bjm1H4BBPc/wWUQVHYko/izEoEIH3hcwBEPHeG5cuWYbVaSUtLY8CAAbz22mt07NixXNtxq4iiyPqjKcWqqPJd88hZPxv/QW/g224gBdu/LVFeXaMhYY+9izMnhZxfPsQctwW/Dg8DEHDPWHQNuxTLSjaJ8GUrED7if8h9ghEUpa+/++/K43SsG0QN/8qf8bzyvp81axYZGRno1Up8tErkqus7+I7MRGwpx9DWaU3Ryd+RK5Xc27ElBnsuy5cv4/fff2fx0mX4hdfimFHDjQoHf7j+FLUCddzXLAylvKQTnF/kIK3QytytZ/n9dDZmu6vE/jBfNYPbRPFY+1oE6FXoVFKWKYnL2F1uknMtPPXdQc5ml74O1+7ysDk+i83xWdzTKIR3/9WccL/qHZkgcecilCVZriAIHwDvAFZgHdASmCiK4ncVa17ptG3bVty/f39VnFpCQkICgIULF14la7584y5GjorFnnUeuc7/YmqAe0rO2gB+nR/Dv8twLAl/kr9pPh6HFZ82D/DCi1PpW8PFQ/3vxWKx0KdPH96bMYdsp4r5289yOLUAo9XbMRUEiA7Sc0+jUEbdXZsAnQrfKs6VKIoi2SY7H204zYoDKVxvqVrHuoF8+EhLwnw1t83sidXh5vmlh9hw4mLesp1fUHDyD/zHeXNdpn46Gk10q+KZvEs4cpJJ/+oZQh55DV1MO1I/exyPvQiZWofPXQPw6/gIM/rV4OEerZFpfJDrAwi45wm0dduUaseE7nV5oU/DSr9upd33x48fZ9To0Rw/dhxR64tvF+99n7tuTrGD7991BPom3XHmXSBn9Qc4c1MJDgnh3XenMTZ2FC6Xi+eff57FixfjHxKGreOTqGs0vCkbdSo5m/7dvdgJ9nhEMk02Xl11nE0ns65zNChkAv++twFD2tYkqJqomkpULXanm8MpBYz8ai8Od9nTpYT5qlnxVCdqBeoq0DqJfzKCIBwQRbFtqfvK6OQdFkWxlSAI/wIGAi8AW0VRbFm+ppYNycmTkJCojthdbuLTTTy+cB+5N7BuShBgYu8GjL679jUV9kw2J1aHG5dHxCOKKGQy5DIBP62y2jlIJpsTo83F6sNpbDuVxcl0I0abC41SRoMwH9pHB/JYh1oE6FQEVqGIyM1gcbh4dvEhtsRn4chJJuPbSQwZOYakmEGkFdpKdfIyvp2MPS0eRWAUYUPfQeETjPnYZlShdTAf34xp/8/0+e9ChvRozZSZi1AF1yZv83ycOclEPfstguzqsExfjYKN/+5OWDUS8fB4RLLNdr7bk8Q3u5OKc3teiUYpY9BdkTzdsx6hPlc79zkmO4M/3825nFtLyTuuax0m922IQiYjMcfMo/N2F6ctKCttavszb0Tb2ypBvUTFcC6niPs+2Y7ddeP5MKMCtKx8urN0H0lUCH/n5JU1FuHS8HB/YIkoinlS8mUJCQmJkqgVcppH+vHr813534ZT/HTwwnWVFxuF+/DxkFbUDNRhUF/7kXw7pdK4ZOuEHjEMa1/T2zG6+MpQyKp/ku8ruTIvXM2aNZk5axbOLCOp857HXZiJ3BBEQdNHeKdfUx5+6kXc5jyK4rbiKswsXn/ncVhBpsCVl0r2T9OIGP0xhube5O/O7d8AoD+7mc80NTA07en93rgbeRvm4i4qQOETdJVdRpsLs91FWOVdiusikwmE+Wr4v3vqM7JjbUw2F/EZRgosTvRqBY0ifLwzzholWlXp6wlzi+y37OCBN+fgk93q4nCLDJ63m4IbdPAADiQV8Ozig3w2ojWBeqmD/k8l12zn2cUHb8rBA0jNt/L59rO80LsB+r95xktIlDdlvdt+EQQhHm+45tOCIIQAtoozS0JCQuL25FJH97X7m/DvPg1YdzyDbaeyOZFuxGh1opLLiAk10LqWP4+2q0mIQX1Hh4T9nQDG7cCVeeFiY2OZ8NRTvPz+LBbbi0CQoYpowLEzyeyo7ce/Ojdj0V4DCr8w7CnHMcdtQeEbgr55b2RaX/J+m4kj4wyOnGQs8TtRhsVgO3cQgCSLigvH9uA256OOaIDl1C5kWt/inIelEZ9uJCbEUFmXosyoFN40AaG+EBN6Y/btSSxbPsfrYba7cLg9TFp+5KYcvEv8eS6PtUfTGdy2Jhpl1QjdSFQt53MtxKUZb6mORX+cZ2yXOpKTJ1GplFV45SVBEKYDRlEU3YIgFAEPVaxpEhISErcvl2azxnSuw+A2UVicbrg4qaeQy/DXKm+b2ax/MlfmhWvbti0rV67EUZiFx+YVXrCe2c2FM7v5rOBdMpe8DIDjYqoAZXAtzEfWYzt/CAQ5Cr8wPC47co0vtvOHKPxjKWq1GrvNSpJDh9JHi/HPL3AWZKDwCyP4wRdLDdW8RIbRfs19tyNOt4cDSfnlUldMiIGELHO5OI3vrD1Jn6bhhEtO3j+OIruLz38/e8v1ON0i205lM7R9rXKwSkKibNzIQo5I4GFBEEYBjwD3VoxJEhISEncWBo2SUB/NxdkNDYH62ydcUcLLpbxwI0aM4Jknx7JkbxJyQxD6Zr2oPWUNmlotqD1lDSExzQEIjqpLcK0GhA56hfCRH4HHhasgHX2DTtSMDGfi6+8TEhZGu4nzis+hiWpMjbGfUXvySiLHzStOOn8tFHfYPeT2iDcdEvdXRnSsxadbb71zDl7FxE0nMimLhoHEnUWRw1VuAw9bT2VhdbiuX1BCopwo00yeIAivAz2AJsCvQD9gJ/BNhVkmISEhISFRDbgyL9z777+PTCbQt2k4WpWcv3b7Vff+mxp5yWT+NI1uWVs4dewQJ44dxi8wmHv6PchP337JqZR97M7JQq4PIP5MAgBuUy5pXz+HqzATfaOuBPZ5CkGuoGDXEkwHfkF0O9HWbUvw/f/GmZ9O1oo3GDejgDejIvnwww95+OGHK//ClANOp5MuXbpw4MABoqKiGPHxL+Ss/Zii45uvKCVQe8ov3px7xzcjOm2oo5oR/MBk5FofMha/hD3leHHpqGe+5fzutaz4z/+VOFfYsPfR1Gx2U3b+dDCVAc0jCLjNhIIkbg23W7whEa2/IyHLjNnuRiul5pCoJMo6k/cI0AvIEEVxDN4UCnfuIhIJCQkJCQlKzwtnsVjITE5EpxCoaRBx5qYAUHRyO6LThluuxiMKbDpTSIq2LvqwaBRyOTlWb51iy4dQ+NfAbc4j58e3ASjctRg8LkIfeR3z0Q0UxW3FbTNTuPN7tPXaE9DzcSzxO7Ce3YdMpSOo7zP8vGErer2e1157raouzy0jCAKDBg2ia9euAHSKCSag1zgiJywkcsJCFP4RqGt5Z0dlGgMh/3qZkIemYjt/CNP+1cX1+LR9qPgYvX8gnfs8cPl7054IKi2qsHo3beeJdCPOG5DOl7gzuF4amBvB6RbhqmEhCYmKo6zDCVZRFD2CILgEQfAFsoC6FWiXhISEhIRElbN582aSk5NJTk6mQYMGAGzdupWePb0qmFlZmbBnC9PWnuD9Ve+S+9tMEORoolvR6v5RPNxIz9TYB8kpKmLX+lUE9Hwc3zYPoo1uTc6vM/FYjbjyL4BMjia6NZqoJsj1/liTDqNv2hO5TwhyrS8K31AABLUehW8wDWOiadWiBX5+ftSoUaPKrs+tolAomDJlCseOHePcuXO0rOWPQmtA1Biwp5/GVZCOX5dhAPjd/SgAoseNoFQjui8LqpiPbsASvwNdo65EP/J/mFxyFL7BiC4n1rP70Tfqikx18+kmbE4PzvLs8UtUKzwe74ydw+Vh3abNvDVlIhlpqdSIjMLRbjSq6NaYDq6l8M8f8VgLMTTvTWCfCdgvxJO7bhbO/HSUATUI6j8RdUR9TEfWU7jzezy2ItRRTQh+aAoqUz497m5H4tkEgoODmTZtGqNGjarqpkvcwZTVydsvCII/8AVwADADeyvMKgkJCQkJiWpAbGwssbGxV23/6/osu8vNE3s343B58IgicpmARiEn2EfN3lUD2b5jB4bRn2NxuAFwm/NwpJ8ioNc4fNs8wIXPx+IqSMNdVIDbasRjNSPIFeibdse45weMe1eijWmHtrY3PW1Mzk5qh/cB4Jtv7pyVEwa1gp4NQ9gSn4356AZkaj36hp1LlCncvRzR5UTf2Dv753PXABQBEdiSjlCw7WvymrRG178JAJbTf+CxmTC07FvpbZGo/oiiN7fjumMZzN+RSGq+FWviQdyNHyCoZ32EPz4nf8On+PV9nryNn+HfYwzaum1wZJ0DoHDPCtyWQsJHfEj2D29S+MdSQh9+lfwtX6Gu0RCfNg+Q/eNbFB3bRP0H+nL/2Cfo27cvL774IuPGjWPIkCGo1VJgnETFUFZ1zacvfpwnCMI6wFcUxaMVZ5aEhITEP4ciuwuLw42IiOJignO5rHolOC8vLoW8KeV3VvvUCjlhvtdWX5QJAq/e34SpPx3DnnaKrJ/extC8N75tHgDAv9toctZ+ROrcWASFEoVPEM6cFIx7fsCnzYOoIxuRs/oDik5so0X3+3lpyDieGXo/zz33HBMmTGDo0KGV1dQKxU+r5PUHmrLj5EaKTu7A0LQHguLyOjjTwbUU7lpCUP+JqMJiAIqdPbelEID4797iqe2LsLUbTcEfywDI+HYSAP7dR+PXcTC25GPkrpuNx2bGp1U//LuNvHyOw+vIWz8HfZMeBD8wGY+9iPxfP6bR3Mdo364d33//PeHh4ZVyPSQqDrPdyYk0E88sPki26bJSrbZum+LPmhr1UWamUXRiGwq/MPw6eNe+qkKiAVAG1cSRlYjCPxxBoUKm1hVvl2kMKAMiAJCpdTz9SG+aR3lTonTp0oXffvsNp9N52zh5eUUOjFYncWmF5BU50KrkRPpriQkxEKBToVTcWc/0O4GyCq8IwHCgriiKbwmCUEsQhPaiKEqzeRISEhI3gdHqxGRzsT4ug50JOSRmm3G6RQL1KlrV9OeBlhHUCdYTqFcjv41VFJ1uD/lFDi4UWNmdmMvJNCMiUDdET6eYYOoG6/HVKu/YHGTx8fEYjUacTid1FAXUV+SwZflrqCMa4td5KG5zPnJDAKrQaCJGzcCZe4HcdbPQNe5WnEBeUKgQlBc7gtZCxjZwkJWaSGBgIGq1Gq1WW3UNLAeuvEbx8fGERUTS35DELHsRhhaXZ+DMxzaTt3Eevnc/iqZWC9w2M3KNgbzNX2Bo3hvrmT0AvPr2e/z8w1KO/zYLtzkPQa2nxuOfAhR3wnPWzEAd2Qh9o65kr3oXTe2WaGq3QHQ7Kdy9DOSXu0fGvSuxpxxnw8ZNPPXEaKZMmcKiRYsq8QpJlDdmm5P1cZlMWnHkmmUcOckk7/yVEaMf58fNexDdTi7MH4fo8eDfaQiGFveia3A3psO/kTrzMWQaA36dvIMthua9yNvwGZb4najCYmje/X4i/Ly/0/T0dGbPns3AgQMxGKpfnsu/kmO2E3ehkJmbz3AwueCq/b5aBSM61GZYh1oE6dVoVXfms/x2pKzhmnMBD3AP8BZgAn4E2lWQXRISEhJ3JC63h2yznbfXnOC34xn8VZX9QoGVYxcK+XZPEmG+at79V3Pa1A7A/zZMKp5jtvPjwVTmbTtLfikJqWdtTkCnkjOyY22e6FqHEIMa75jinUPjxo2LP9/dpiWdunTFYy/ClnSYC589jtw3lKgJCyg6tQvj7hXItD74dx5WnD7B9+5HMR9eh+ngGnR12/Dt9CmkHdnJg0/8B6PRSL169Vi4cGEVta58uPIaNW7cmK1bt3Jo00rqNGqGEBGD++JaOPOxjYCIcfcyjLuXoW/Wi+ABL+DMSSbj+xeRKZTEjn+WV6ZMIuXcGY6fOAmCgOi0kb7wOZQhtQnq9zyi24nblI2m1mC09doDYE06jKZ2C8xH1qMKicbB5fvQkZFArbr16N6pPW3atGHTpk2Ven0kyhdRFDmRbvpbB8+Zn0bWsldQRzYhpNcYGp9N4sD5I4Q9+hamw7+Ru24OukZdyds0D7k+gKBHXidv3RzyNs4jZOBU8jZ9jq5RFwwt+5K14g1a5O8g2KcPOTk59O7dm9DQUL7++utKbPXNkVFo5fGF+zmRfu1k8Eari7nbzvL59kRmPNqSng1D8dUqK9FKiWtRVievgyiKrQVBOAQgimK+IAi3X49DQkJCogqxOd0cu1DIEwv3YbRdP19SptHOE4v2c3+LCN58sClBhtsjrEcURVLyrDy+aB8JWea/LWtxuPl8eyI/H07j6zHtqBeqRym/c0aCS8utlmOy878Np1i6L6V4m3+nofh3ujrkMqDbKAK6jaJmoJbPR7SlbogeTesYHh8zukLtrkxKu0bbf9+Gxe7iQoGV55ce5kS6kfBh75d6fPjQt3mwZQ1e7t+YYIOaU/EnWbF0CY+OGMNWVwM8lkIElYacVe+Tv+VLQh6agqBQ4cxJxpmbDIDHakJ0OSjcvYLQR14n66d3iutX+gRiTD+C2Wzm1KlT5OXdeoJ1iaoj22znmcUHr7nfZcwmc+l/kWl9Cez9JMt+P87Qe3pxaPt6BIUSQa4AmRxBJgdkCDI5MqUa5HLcRfkgyEAUEeQKZEo1crnAhbQMdsQl8fSwhzCZTHz//fcUFhai0+mQV9PnXabRxuDPd5OSZy1TebdH5Pmlh5n+cAvubxGBXi2liqhqhLIk9xQE4U+gE7DvorMXAmwQRfGuijawNNq2bSvu37+/Kk4t8Q/A4xEptDpLyGWrFXL8dNLIlMTN4/aIHEkpYMj83ReltG+Mng1D+OjRlgTqq7ejZ7Y5yS1yMGjuHzecX0qrlPPT051oHOFbQdZVH4xWJ4k5RUz/LZ7dibnXLBfqo+bJbnV5qFUkIT7V+39fUeSa7WSb7aw6dIH95/PJMNqQywTqBOvpUi+Yfs0j8FEr8NUqSUhIoFu3brRs2ZJFS3/kuWVH2JPodcqyf56OI/MskU/Ox7h3JflbF3hVOj1u/DsNRVDrsKfEETLwJVI/exxNVBOCH5jMhFYaPnlhBFlZWfj6+hIcHMyZM2eq+KpI3Awej8i3e5J4fXXcNcuYj20i99dPSmxr8spaGiSu4NdVP+BW6AjoPhp9k+7Yko+Rt2EuzoIMFH6hBPYej7ZOa4wHfsG4ZwUyRxF1GjWnqNPTuAozyFzycol6z507R3R0dEU09ZbIK7Iz9pv9HEy6OjzzeggCrH6mc/H6Q4mKRRCEA6Ioti11XxmdvOHAEKA1sAhv3rxXRFFcUZ6GlhXJyZOoCPKKHORbHKzYn8rec7mcyTRjc7nRqxU0Cvehc71gBraKxEejuC1D5ySqlkyjjfs+2V5q2GJZee3+JgzrUBONsvqNkBZaHKTkW7G73Lz2cxxxadcO7/k7wn01/PJ/nQnxuXm5+9uJAouDIoebhEwTf57LI8tkR62Q0bKmPy2j/AnUKwnUqZDfYUI1N4MoXjkAJ6BVyTCoLw++paSk0KVLF/z9/fnhhx/QarV8s/QHvjpqxSJoyf7pbVQRDQgd9AqOrEQQRewZZ8nbOJcaY+ZgOvQrpgOrS5yzcb/RrJj1Oq4iI+np6UydOpUBAwbwzjvvIHH7kW2yM/DTXVwoKNvs1JXoVHL+278xerWCGRtPk5xnuWbZ1rUCePG+hmw8kclXO89dtb9JhC8LYtsR7lc9n3Mn0o30n7njpo/vUi+IOcNaS32lSuCWnbyLlTTCmxBdADaLoniy/Ey8MSQnT6I8sTrdpBdYmbziSKmLiv9Kr8ahvP1QM0J8VHdUWJlExVFkd/HmL3Es3596S/Uo5QLb/tOTSP/qJbSRZbQx7deTFFicdK0fzDtrb+31ML5bXV7o0+COFWORqBgWLlzImDFjSmybM+dT3p42jaycXFTh9Qke8AIKvzBy183BfHwzCp9g/LuOQN+kOy5TDh6Ld3Ai64c3CKndkI2rlpBx/gyPPvoooijy8MMPM3v27Nte7OafyoV8C52nb72lOtpFB/B4lzpolXJOphs5lFyA1enGT6ukaQ1f2tQO5HSmiS92JJKUe21HsF6ogSXjOla7GXqz3cnUn47xy5H0m65DEGD7f3pSM1BXjpZJlMZNO3mCIAT+XcWiKFZJYLrk5EmUF4UWB2uPpfP66rgbCqHTq+R8Orw1baMDMUhx5xLXIaPQRtcPttxUmOZfee6eejx7T31U1USuOjXfwtD5e0jNtzJ/ZBveWnOC1PwbHyW/Er1KztbJPQj1rZ6j3BK3Fx6PSKbJxqurjrPpZNZ1yytkApPvbcijbaMIvE3WwUqUjSMpBTz06a5yqStAp2Tl050xqOUs25dKpsnGiTQjcWlGrE53meoY0aEW/x3QpFopUmYU2ugyfQsuz629r57pGcMLvRugkKIQKpS/c/Ku1zs9AIjAlXJnl76LQN1ysVBCogow2Zws35/KtF9vfNahyOFmzMJ9fD6iDV3rB6NVSY6exLXZn5RXLg4ewNJ9KYy4uzah1SCcMctkK3bwFDIBX63ylh088P6+zmYXSU6eRLkgkwlE+Gn58JGWpBttfLYtgW3x2ZjsJcWPIvw0DG4TxZB2tQjUq6pVx1uifChyXF/wqqzkW5yYbS5S8i18uOHUTdXxw8FUxnati83pJthHTXA1GFQw21237OABHE0txOp04yM5eVXG3/ZMRVGsU1mGSEhUJqIocirDdFMO3uU64JnFB9nwQnfqBEtOnkTpON0edpzOLrf6skx2XOXkMN4KhVYH/1t/qtipaxDmw6kMU7nV/8fZHO6OCSq3+iQkAvQqAvQq3hvUAovdhcPtwe7yIAAapRylWpnSMAAAIABJREFUXMBPq6o2s+QS5Y/+igFZ0e0i4/sXcWQkIPcJJmrCAlymXLJWvI4zOwl1zaZXKbpmfPcf7BdOEjrkHbTRrfDRKHj9l2uLuFwPm9PDppOZbInPIstk59me9ehaP7hKlZSt5eQIm22uavGu+idTpieZ4GWEIAivXvxeSxCE9hVrmoRExXE9CeWy4nSLPLv4ILlmezlYJXEnYrG7SMwpKtc6yxoKVJFkGu0l1hiG+qpJL7z1WbxLJGYX4XB5rl9QQuIGMagVhPpqiArQERNioG6IgRr+WkJ8NJKDd4dTYqZMENA16IS6ZtPLm2QyDC36oAyuedWx1sQD2DNKqqrKZAIHkvJvyab1cRl0rR9MQpaZicsO8+S3+8k22W6pzhvB6XTSoUMHFAoF0dHRJdZCZ6/+kKTp92M6sh4Ad1E+mcteJfnjwWQuexW3pRCAovidpM6NJfXTUZgO/QqARi7Sp0eX4nolKp+yPs3mAncDwy5+NwGfVohFEhKVwI7TOWQay8cxi0sz/q3KlsQ/GxFwl7OvUlbBrIqiyO5i3u9nS24UQaD8EpnLBO/ifQkJCYnyQqWQERXgFc0RZHL8Oj6CwnA5YkCuD8C37UPI1Iarji3Y+R0+Le8r/l47SFcuYY15RQ78rkgefiCpgHHf7K+0wWNBEBg0aBBdu3YFvIMgggCOnGSsZ3aXKJu/bREuYxbhw6fjKsyg4PdFeOwWcn+bia5RF3w7DiZv4zyc+WnUD/MpUa9E5VNWJ6+DKIrPADbwJkMHJF1UiduSHLOdz/7aQb1FPt2agMl289L4Ence27Zto2HDhoQH+rL5raFYEw/gyDzLhS/GkzT9fnLWflxctnDPClJmDiX5o4fJWPwSbrN3ZNiS8CcXPh9LyuzhFOxaAnhfvD3bNkOtVlO3bl1+/PHHSm9bkd3F2qNe5TXR7SL9m3/zzbi7+d/jfQBwmXJJW/AsSdMfIGPxS8XHeRxWsn+eTvLHj5L+7SSc+WkAOPMukP7NJJI/fpTs1R/gcdqQZZ5EpZAjCELx3zfffFPpbZWQkLhzCNKrGNf1xuUkLGf+BI8HXYNOxdue6h5DeSw3kwkCf/UVD6cUsvLQBdzlPUJYCgqFgilTphAZGQmAXq2gR4MQCnd+j6HFvSXK2s4fQht9F6rQumiiW2M9dxBnXiqiw4o2+i60dVqD6MGWdJTYLjG8PPWl4nolKp+y3p5OQRDkeAeluZgMvUx3niAI9wmCcEoQhARBEF4qZX+sIAjZgiAcvvg3tszWS0jcBE63h4Qsc7nW+WdiHlZH1YfQ3c6YbE6yjDbSCqyk5FlIL7SSZbJhKceF8pWJzWZj6tSpHDhwgKCAAHLXz0FQqPBtNxCZtmSyb3WNhoQ99i5B/Z7DnnIcc9wWPHYLOb98hK7+3QT2Hk/hzu+xpZ7AYDDwv0/msGfPHvR6Pa+99lqlt83qdGO/FEp5KeQpqilKuXfq7VohT8a9K7ElHSFs6DQEmZy89XMBLl4bJWFDp2E7dxDTvp95bEAvUlJSSElJYerUqQiCQLdu3Sq1nRISEncWMplAv+bhN5y2oPCPJfh3HVEsQxigU9K7cSj/m/YmSdPvJ3/7tzc0iGVLPkrS9PtJmn4/myb1YOTd0ZiPby5xzi93nCPP4iiXdt8Ivlol90XYsV+Ix+euASX2ua2FCCqvIJZMrcVtKUSu9yY9d+Yk4cxNASBc48Jfp0SiaimrWsQsYCUQKgjCNC4mQ7/eQRcdw0+BPkAqsE8QhNWiKJ74S9Floig+W3azJSRunryi8n9omuyuy51eCQCMVicFFgc2l4cQg5oA/dWT/x6PSG6Rnbg0Iwt2nuPohUIKrkgWHuarpm3tAMZ1rUtUoK5aKI+VlfvuuxzW06ljO5JW/IgyqCbKoJoU7lpaoqymVgvvB5kCEFAG18KefhrRYUHXpDvq8Hrk/jYLW+IBHh3wIgMGtEAtE/Hz86NGjRqV2CovWVeEOl8KeXJmn8eVn0/TUANnssC37UNY4ktKldvOH0ZdoyHqiPpo63WgYNtCRJcTe/JxAnqOQR1RH3WNRjiTDlI33L9YXXP16tX06tVLWtchISFxy4QY1Hw6rDVD5u/GkZOCx2EBjwtnbgpyQyBucx6iyw4yGc7cFBT+ETjz08n64c3iOk59PYXE8d35buFXxduuHMTK3/IFeevnEjb0nRKDWFnLX8W072d82w8icsJCANpa9/HzorloajYrYWeG0ca5HAshVaCk/N28j4npM5IiZcn3tlzrh+jwrhf02K3IdX4ofEPxafMg+VsXINN4w1wf6dqSQP3t876+UynTTJ4oit8DLwLvAenAQFEUV5Th0PZAgiiKiaIoOoClwEM3a6yERHmQX0EjY85KCKu4XXC7Pfx+OptuH27j3o+3M3vLmavCWQstDvYk5tJ/5k5iv97H9jM5JRw88Ip7rD2WwcC5fzB0/h5OZZgoukL23OZ0Y3O68ZTDuoiK4sSJE/z8wzJiOvb723IZ304m/aunUQRGogqtg+fignaZ8uKoqUqL21rIhB71+Oar+ej1evbu3cugQYMqvA1/xekp/V4vsrsY1+3aoVDeUWDvehiZWgeIuG0mQCzeLqh1GERr8aDAnj17iIuLY+xYKchDQkLi1hEEgSY1fPhocEvSvpyANWEvbnMeaV9OwHJ6N2lfTsCReRZH+hnSvpyA25xL+PDpRMTOIqjf/wEwc/anLFu2jOHDhhXX+9dBLFvSkeJBLF299sWDWNZzBxAUShS+wQSGhXNs12Y0tVqi8Au7ytbfT18/r2N5EB8fj9FoxOl0Eh8fz6kTxzm98hMuzHsCgLx1s7GeP4ymzl1Yzx/CkZWI7fxBb3gmoG/ak/BRM/Dt8AhqnZ4xQ/9Var0Wi6RfUJlcdyZPEAQZcFQUxWZA/A3WHwmkXPE9FehQSrmHBUHoBpwGXhBFMeWvBQRBeBJ4EqBWrVo3aIaExGXkFaTmIIlEXMbidLN8/+Wf8arDaTzVPQYfjTd8I6/IwUcbTvH9n8llrjMhy0y/mdt5/YGmdK4XxC9H0jmVaUIURSL9tXSKCaZppC8GtaL4PFVNQkICvXv3pkuXLsz46lPun7Mb9zUc0uCHpuDMPk/Wyncx/vkT2npeAWOP04YoingcVhpFRxLhp2H48OF07tyZ5557jgkTJjB06NDKbBZ6pUDO2k+wnP4DZWAkwff/GxERa5GJp/q1w2Q2YegwGABnbipJ0+8vPlZ+MVTVZfSmlbjw+Tjv9/wMALSig+iocJQXF7ssWLCAoKAgBg4cWGntk5CQuLMxqJXc2zSMvYm5PLP4IFmmy9EJhua9Sz0mzFfN3DeG0zB8Bub8HJo1a8bx48eZM2cO/joladZC5L7BwN8PYrkLMorr7OSTz+dn4gl+8MVSz5lrrpxwzcaNG5f4PG/ePNq1a8+R0+d4/LGH8ev0GOoaDVGF1CZnzQwyvp+CukYj/LuPBqBgx3fYko8QUbMOC5f/QHRkWKn1bt26lR49elRKmyTK4OSJougRBOGIIAi1RFEse4/MS2nd3r/2cH4BloiiaBcE4SlgEXBPKXbMB+YDtG3btvoO20tUe8J8NdhSjpO36XNceRdQBEZSY8xswCsXbDn5O4H3/R8+LftiPbuf3A2f4jZm49f5Mfy7DAfAlnyM3HWz8djM+LTqh3+3kWiVd37i3G3btjF+/HiSkpKoWbMmc+bMISsri0mTJmE0GmnevDmLFi2iQcNGBGYeJHXuayB6qDf0KTTKHpw4cYL7+vUnLS0NQR+If8/H0TfsjLson5w1M7CnxaOu0YjgByYj1/lddX6PCK+vjmPSvQ2wOd2sO375Zblg13nkMoE+jcOY2r8R4b4a1FX4P0lJSaFXr16EhIQwa9YssBUy6Z7aTFu2A1F047EX4cxNQRlUk6KT21GF1kFQaREEGYJSjTqiAYJKh+XE77jy0xCdNl6bMIy4Q/uQy+UEBgaiVqvRarWV3rbNq1dQFLeFsMfepWDn92SvmQEeF6K9CE23oXwwdiDvf7+OFJcdRA+a6NYE3vs0pkNrKTq+CXtGAqYDaxCUGsKGvU/u2o+xpRxFU3CegoxTPDBiEgAWi4Vly5YxZswY1Gop9EdCQqL8MKiVtI0OYM1zXVh/PIPPtycW5/28klqBOp7qXpfeTcIIMagRBIE3/vc/Hn/8ccLDwwF4oGUEX5/2Q3R4j/fYLYBwcVBLoPCPZeRt+AzkCtTh9bCeP4xp/SfML8wDQVa8TvvKATGATX0GwcMVL651LcXm1q3vYsAAa4nrEzbk7RJlFDKBse/M5+me9Yj01+J7hVJoVStB/9Mp65q8CCBOEIS9QHHCJ1EUH7zOcanAlSvvo4C0KwuIoph7xdcvgOlltOmOQhRFBGkqqFJwWc1k//g2mrptCL5/MvaUY0DpcsEyjQH/zo+R+9usEttz1sxAHdkIfaOuZK96l6hm7ZDLelVaG6qKS2Ii7dq1IzY2lieffJIVK1awZs0aTCYTAwYM4NNPP+W9995jwXsvMmJ4LMHhkXz89n/JmjIGrV7P41OmMX9fLjlrZlC443v0DTuXkGXOXvUeBb8vIqjfc9e0Y8bG03zzeHu2nsridOZlER23R2RdXAZbT2XxxoNN6d88HD9t1QgBb968meTkZJKTk2nQoAEAv/y2gbQvJwBgPbMH65k91J6yhqKT28n9bSYIcjTRrfBtPwiZWkfwA5PI3zQfS9wWJk19lQfuvYdvv/222KmuV68eCxcurPS2HT9yGJXeD03NZqgjG2Pcvbx4X/rGr/gwIIizqy9n2bGdP0j6Ny+gjW6FpmZzMpdMRXRY8e8xBnV4PUL+9TKWDTNJW/wy/fr1Y+LEiQCsWLECo9HIE088UeltlJCQuPMRBIFQHw3DO9TmvmYRON0ecoscWOwu9GoFgXoVSrmMYIOqRB8tISGBn3/+mQ8//BCAT2d8yMQX/8ucObOxZyRgTfgTTe2WCHIF6lrNcBVmoQytgzMzEW2dNtzdLIZ7+n/GC2NHgihi2rcKbXSr4nV6jqyzZP/4Nvf26lkVl6UEl69POKn5VnYl5JJttqNXyYkO1tO1fjA+agWGahJBI3GZsjp5b16/SKnsA+oLglAHuAAM5XKuPQAEQYgQRTH94tcHgZM3ea7bBrvTTaHVSXqhjf1J+cRnGBFFqBmoo0OdQKKDdBikH0yFsX3zejz2IgJ6xKLwDUUVUhugWC7YdHBNcVl1ZCNUEfVLOHluSyFuUzaaWoOLQ+pCjWfwryJnojK5Ukykbdu2rFy5kvbtvdcgKysLpVJJ06ZNOXXqFGazmaEDBxATE8NHb05l69atPPDoSJZnBKEMNiBT65EbAgGvLLOuwd2XZZkT/vxbO0QRXll1nDcfbErs1/uu2m93eZj60zGyTTZGd6pTIgdRZREbG0tsbOxV27OMVo6mFvLSj8fIvpgHKXRQ6TpWunodGPPYI0y6twGhFxffjxw5kpEjR1aY3WUhumYN3DYzLnNesZqa3C8MQZAhup0kblpMneFvMWPS4+zetoGt520kJp4ld80MAu4Zi2/7QWR8NxlL/A6K9q2kYbOWrN/8G81iSobijx49mtGjR1dFEyUkJP5ByGRCseJmDf/rR0d8/PHHvPHGGwDcddddjB07lheeeZLEhHg2/vAqqsAofPo+DUBQ32fJWTMDR2YCcpWarz58HYVaw4TXZ+Bx2pAbAlEGe599iovhnoV7ViBT63gydlip569svNdHQ4iPhrtqBVS1ORJlpExOniiKv//dfkEQdouieHcpx7kEQXgWWA/IgQWiKMYJgvAWsF8UxdXAc4IgPAi4gDwg9gbbcNvgcnvIMdv5csc5luxNpugakvsKmUDfpuFM7tuAcF8tWtWdHwZYmeRkpiMIAtk/T8ddmIWuYWcMLe/FfiGesCHvlHDySkOm1iEoVDhzknHmeiOYI7VulIpySJhzm3DixAm+++47xo8fD8Bjjz3G8uXLCQsLo1u3bvj6ekNP4uLisNu9jkxOTi4/HUolc89q8jZ/AUDwgBeA0mWZr0dSrgWzzUVMiIGz2aWnxJix8QwtovzpWi8YeXkkNLpFPB6RzSez+OFAKnOG3cXZbDM/HrxAXFohNudlMZOoAC29G4cR2ymaAL2qSpzUv2P8+PF88+13nJ0bi0ylBbkChT4AZ0EGIf96mYLt35C0agYTo1rTpnZDXo6tTWSAlt67FlFfVUCXbk2Y8R30aN+KXg89ystPDmPBZ7OZ8b8Pq7ppEhISEtelTp06xZ+vDEn8+ccfEEWRHLODHLOdpFwLBZbmCOP6sejdSezd8wcztyd731+ZSSDI8DisaGPaXq7P5cByYhsd+zxIZLB/pbZL4s6irDN51+Oa+q6iKP4K/PqXba9d8XkqMLWc7Ki2GK1O9p7P49/LDmO0/X3eL5dHZO2xdNbHZTD53oY82q4mgaXIz0vcHIGBgYiiSKvu/TmdXkjBtgUUndyOf5fhCMrrX2dBrsS/60jyty7AfGwTCqWKutE1r3vcncKVYiLvv/8+4B3VnDBhAoMHD+aVV15h1apVPP/880yePJmAAO+on39IGAt2nUfftAfqqMbkbZpP3oa56Jt0L1WWuSws3ZfCwLtq8NGG09csM3HZYdZP7EaYb+XLUP+V3CI7c7YmkJpvZcj8PbSq6U//5hFM7F2/WGhEIRMI0KvwUSuKUwhUN1QqFcuWLmX3yST+8+rbXhlt/whcR9YhKFQIMjmC3Ptb2vTtTP74sxOewgyMBbmIAVHkyALQBkWw+3wBSbsvIJMJ+Br0VdwqCQkJiVtHELyzgiE+ahpH+FJgcfD2mhPsTMjBYnGSlOtVmPRtPwhdw87krv2YvM1fFGsDWE7/gcdexBuTny1+L0hI3Azl5eRJKyv/BqPVyfL9Kbyz9sYiUV0ekffXxXPsQiFvD2wmOXrlRK9evZDJZPyrbW3mbD5NASD3CSJv42ew0Vsmb91sFH5hqCPq4zLmAOCxGnHmp6MMiEAT3ZKI2E8wmFNIWj2LYUOHVF2DKpG/iolkZGRw4MABYmJiMBgMyOVydDodACNGjGD48OFs2bKFadOm0fWePrz52hIEQYZM64MgVyIoveEx15Jlvh6HkvMZ27XO35YpsDhZczSN2E51kMuqdt2rw+UpsbD/cEoBh1MKriq37MmODP/iT356ulOZQocqm/T0dPr374fFYqFhq7vJbT0GQabAmZtC5pKpyA1BxWsq3eZ8spa9gujxoG/ak8wa3cg6k4tfv3+Tt242yYt3c9999xWvw5OQkJC4k/DXqXgkRsYymRPLxXx8zrw0FL7BCAo1yOTIFJeFpdwnN9OkaXP6dO9chVZL3AmUl5MncQ2cbg+7z+besIN3JWuPpRPup2Fi7/rVRhr+diYmJoa5c+fy1ltvYbFaCe70CKomvRFdDtzmXLJ+eLNYLthyahe5v34CgOngWiwJ+4iasADTwV8pittMrZo1WbhwIQ0bNqziVlUOpYmJPPvss4wcORKPx0P79u2ZNm0aAK+++ipbtmyhfv36rFy5EptMh6sgg/ytX+GxW1AGRBDU39uxD+g+ulRZ5utR5HCjU13/MfbljnM82LJGlSSVvRJZGZ1MQRDIMNp4ZdUxPhlyVwm1supAkyZNyMzMBKDQ6uDnQ2m8teYEIQNfuqpscP/ngeev2l6rcSu2fHCMeqF6lHIpJF1CQuLOpVPblsWf076cgH/3WHJ//RjR5UAZEk1An6cINqh4MEbJGx8c5s2ZM6vQWok7BaEs8qaCIEwXRXHKtbYJgnBIFMW7KsjGq2jbtq24f//+yjrdLZFWYOXej7djtv99iGZZWPVMZ1rVlOKzyxO3RyStwMr/LTnI4ZTrrwO7RK/GoUwb2Jxwv+oZTlcd2RqfxZiFV4uk3CrLnuzIkPl7rltu15SeRAboyv381+KNN97gzTdLalb9sm4jo8Y/T8GFBOSGIAL7PIW2bhssCX+Sv/kL3OY8fCPrMX3Ol7y+eBuZS14ucfyiRYsYNWpUpbWhrFgdbtIKrExacaTUmckrUcoFHmtXi2d71SuWIy8vPB6xzI60hISERGVzab1eWoGVnQk55Jkd+OmUtKkdQP0wA4F6FQqZFKIpUXYEQTggimLbUveV0ck7KIpi679sOyqKYouLn5uJoni8XKwtA7eLk2d1uHl7TRyL916V2/2maBjmw+JxHQgySPmiypu8Ijs7z+Qwc/MZzmYXXbNciyg//tO3Ic0i/QjQSeGzN8LOhGxGfLm33OtdNr4jQz6/vpO36plOtKpZeapgRqMRo9EIeBUxk5OTufe+/nwxfx4hj71P7ro5ANR4fA5pC54FUSSo33PkLHmJ2l0G4mwzDLelkMn/z955h0dRtX343l6yqZteIEDovdcgHRQUAVGKFCkidsT6omAv34uogGDhpRcpoiJI701K6AkEAiQhIb3sZnv9/liIYEJNQhKy93VxkcycOXvOZndmnjnP8/v1rkPmoT/58ssvuXTpEpGRkQ9sDvdKrt5CnsHCrzEpHEnMJSFTh9XuxEsupkGoF93qBdKtXiCecgkespInkujMVnQmG9vPZhKXpsVksxPiJefxpmH4q6Tuc6UbN27cVHBMVjtGix2BADxkYncd4j1yuyDvtldZgUAwEXgRqCkQCE7dsMsT2H/9lwcZ4FUmtCYrvx5LLbX+4jMKyNaZ3TcuZYCfh4wnmoXRIcqfApONs1e1xCTlobfY8FFKaB3pR50gz0LfHDd3z3UD9cSkJBxKP/x6vIBdn1eYBgvg88govNsNLtZk/joFJzaRu3k2Hg264P/4m9gKcsha8yHt/y8RaXhDgod9edtx6M3Fq9mWFV5eXnh5eZGWlsa+ffv48MMPkam8EQiEfDi8K5N2LcBx7RmbRB2BQ5fNO4OjeXuViGyLCB+xBLGXPxaZL+vWraN79+4lCvAehBenn4cUPw8pb/Wui8ZoxWK7phgqAA+puFQCO3ClwV/NNzJ9czwbz6Rjc9z8sHL2zovUC/Zkcq86tIn0w9v9QMaNm4cCp9OJzmzD4XAiFglL7ZxSVuhMVnRmOwaLy3fPUyZGWcHH/CDIN1goMNnYfT6L/QnZpGtMCARQw9+DzrUDaFvTr9QeBlZl7vTuLQc2Al8ANxZbFDidztwyG9VDwqUsHWab484N74H1p9KoG+xVqn26+Qd/lQx/lYwa/h481iSkvIfzUHDdQL1m/Sb0GjCEnM2z8ek0HJGnP8HPTgdcthSm5FNkrPwAnA6ESm80B1ci8gpAe+Q3bLmpCCRyELlOWZq/V6P5ezVYzUhkcpx2G3aDhsw1H2LNTkYgkePVZgDebZ/CabOQvf5res0+iVIhZ/Lkybz7btHasbJi0aJFOJ1ORo8eTXqOBomHDy882gqZVMa7s5biFRlFinoks99/iUn92yLyDMCz1ROFx+dcOkNsbCwffPDBPb2uxmhFZ7YRn6bl0OVcsnRmFBIRLav70jTCB2+5BH/PsnlgJBAI8CmjwMpqtxN7Vcuwnw9huIUNDcC59ALGL45hbKdIXulWu8zG48aNm7LFYnOQb7CQkKljz4UszqRqMdvsqGQSWkX6El3bnxBvBWoPaYVK187Rmflq0znWHkvF5nAiEwt5rmMkEzrXwreKPiw2W+1kaM3857dT7EvIKbL/WHI+vx5LRSwUMLBFGJN71SVAJatQf9fKxF2la1Y0Kku65oyt8czcnlCqfbar6cePz7bCW1mxhBjcuLkTOrONDv2GEntwG76PjCZn0yyEMg8kAdVRP/oalrTzZK/7P7w6DMF48SjWjARUTfsgDa5F3o7/IZSrQCBEHt4AVdNeCOUqeofaWfjZJETewQQP/wrdyc0o63akIOZPdCc3ETphHtbMS2T99jlfzpjFuVMxLFy4kJycHPz8/Mp8znFxcTRt2hS73U5kZCRBQcEcO34ci9lU2KbDuI85+ssMBN4hIJJgTj4FYimBg6aiiGyG+LfJXDwfD8Dly5fvuJqnM1m5kmfk0w1x7C/mInqdmv4eTO5Vl/a1/PDzqDzZARczdfSbtQ+j9e5XZif3rMPojpFu4So3bioZWQVmlh1KYv6+y7e1nwr1lvNm77p0qRtYIbJtjBYbX26MZ9HBxCL73u9bn9EdIhFXsbTEApOV3fFZTF598q4XQPw8pCx8rjX1gj2Rit0CXcVxu3TNqvUJe4CYbXbOZxRv0FwSknMMmG0PNu3MjZvSIPnieS4e3ISqQVckAZEEDppKwMAp2HJSyNsxD2Wd9gjEUpwmHWKfINdBAgGqRt1dCmSBNQv7kldrgmdoFP26tAVAKJEh9lTj02kY0oDqyKs3cTW0WxH7hiIQiQkPDyMkJASFQoFU+mBuAs6ePYvNZmP69Ol4eHgQFxeLSCREGhCJLKIRAqmCK14NsTnBmp+ONSsRodwTaWBNhFIFDQJkpCYn0bhx47t6vVy9hdk7E3hs5t7bBngAl7L1vLT8GBOXHiNNY7xt24pCvsHClN9P31OAB/DNtvMU3MGf1I0bNxUHq93OhYwCBs7dz7fbLtzRX/iqxsQbq04yYcnRCnE+05ps/HIkudh9P+y+SJ7B8oBHVL4YrTZ2nMvk5RXH7ynDLVdvYfAPBzmfoaMyLkqVN+4gr4xwOCiTD6Td6QT3qrWbSsZ1A/UOHToy9o0pyIKjUNRsiTy8IbKIRq4Uy2sm8wXHNmCM3w8CIWJPfwpObkYgEiNSeN7Up/X3KTzVswOIpQik/6icOixGNH+vRhpSG7FfOGKfYGo2asmIZwbxxRdf8P7UD1GpVA9k3uvXrycoKIiJEyfi7e1Nu3bt8PH2xpKViDklFrFPCE6rCb8eE3Do83CYdIi8/PHr+QJe1erTWZKAyWRi4MCBd3ytXL2Zd389xQ+7L3Evp55Dl3MZNOcAqXnlf2N0J7QmG39fuvdKXM35AAAgAElEQVRKAYcT1sSkYLWXbvq8GzduSh+7w8mFDB39v9/Pldx7Oy8dScxj8A8HScsv+/OZzmQlXWMkPr2AmKQ84q5qSMkzkKu3gNN5y2AmW2fBUcXilXSNiTdXn7yvY802B2MWHiFLZy7lUT38uIO8MsBqtfJIdAd+Ht2OlLljADAlnyLpq36F/3I2u5T1jBePkjL3OZK+6kf+vmWFfWRv+Oam9ubUcwB4WLUMHfgEKpWKiIgIzp69f/89N24eBDcaqM/5fhYjm3ojOrcF4+VjmNMuYE6JReJfDQCxXyhChSdi/+ogFKKs2xFbXhpOmwX9me3YtZno43ahPLWaaV/Pxa/XS2CzYMvPwJpzBbtJT+aaj3CY9AQMmIJAIMASt5OLJw8R+MSbeLcZwAcfTCEmNv6BzH3BggVMnToVb29vDh8+zHPPPcfy5ctZv3kb7367CFtuKpoDK5GHNwJA4l8Nuy4P3a55zOgdxBsvjsfpdBIeHn7b19GZbczbe5ktcRn3Nc6rGhNjFh4hpwJfRG12B8sPJd338QsPJJKnr1pPz924qYxk68wMn3f7mtvbkZJn5PklMWV2PsvRmYm9quGdX0/T5q1FNKwbRatagTRtUJfmYz6l/eAXCPZRFt6/6eN2A5C+7B2SvxlM6swhTHvvLcCV0t+kSRMUCgUREREsXry4TMZcnuTqLbyx8iRW+/1HtpkFZn7cfQnTPWZxVHXcQV4ZIBAIGDRwII1bti2yL2ziQsImLsT3kdEACOUqfDoOLbYfZd1Ohe2lwbUASFj1ORlpV9mzZw/ffvstEom7xqSi4XA4ydNbyNSaSNeayNCayCwwVdmT03UD9VOnTlGnTh2aN6jN2Oia5G+aScbydxH7huLXfTw2bRbZ6/6Lw6jFaTHg23UcIi9/VxqnXIWsWmOESm+CGranf6cmfLx8J7lbvgfAYcjn6ryJZK75CEvmZfz7TgInOG1WejUKdrURSnCKpDhsNp77YScJmQXYH8DKzvDhwzly5Ajt27dn4sSJdOnShb69uvPBC0Np1rQxkaI82tevBgIB/gEBzJ6/FGlBGotn/99d1yCk5hmYu/tiicYZn1HAmpgUzBX0c2qw2Dmdevdelv8mV2/BUglX8pxOJ/kG1/kks8BEptZEnt6Co6otBbipEmiMFj7dcJY8g7VE/ZxO1fDX6bR/FH5LibR8I6MXHKHvzH1sOJ2GQ6xA3fslQkZ8jUAiR7N3GRlaE9LQujR4Yymrdh1n6NOuTAxpUC1Chn/FcxNe4sc5s9m5cycmk4mxY8dy7NgxmjVrxvjx4zGbK+7DtvshT2/h+B38U++G5YeS0RpL9rmoari1ScsAsVjMO++8w6Gjx4mNv1l4JW3Ra4i9AvHr/RKy4ChkYfWQhtQmZ+PMIv0YLx3BdOUMihrNUfd5BVtBNqlxMSxatIgWLVpQt2ETdGYbKXkGnE4QCQVIRcIyU8xzc3t0Zitao411J6+yJTaDs2nawtqhcF8FzSJ8eK5jJNXVHvhXIRuM0aNHM3r06CLbx42fwGcbzvLHyasA6E5vw2l1CZLYtVnkbfsBaUC1QkNwc/JpANb8to5+/fujTYhBIFUir9YY9WOv47QYSP1hLAAZK94DYNAHP9On99Os+X092Ru+QSAU4dmqP1qPCAbOOcBvL3WkVkDZpW7u378fkUiEn58fMpkMhULBF198QefOnbFarcSfjWP8+PF8NKY9qSs6oVQqaFs7BJFIiELhSkFNTk4mPT0dgIsXL6JSqfD39y98DY3Ryhcbz91TiuatmLUjgQHNwwiUVLwCd7vTiclashu2ylTSoTFYr9nwpLDvQjbx6QXoLDaUEhF1gjxpV1PNM60j8FZIqqxSX2VHZ7ZiuGbtIhAI8PWQVHkjbI3Rxp/Xrgkl5eut5+ndMJhAL/mdG98FqflGnpp7gDTNP8JZYi9/xF7+OO02hDIPRCqXoJc18zLn5r7I6D/rsWD+fMQSGSk13uU/j9UjPzGOn7/9CrPZTIsWLWjRwmVD3alTJzZu3IjVakUme3juEX4/UTpWYkarnQuZulL7e1YF3OqaZcjTQ4axYetOAsbPw5qXhjXrMiLPAHI2fAMiEaHPzQLA6bCT/N/+eHccik+n4QAYEg4jUnpjzbtKzvoZ+HYbh7pmQxLmvU7T5i24kpyMV0RdBI+8hEP+j6VCTX8PXuxai+jaAXgpJCgq4M3aw0h2gZkf91xk/v5E7Hd4wh6pVvL98BZU91OiquJqf/kGC8m5Br7bdoGd8ZnF1inIxEKeaBrKM60j2BKXwby9l+5YzyAQwHMdImlTQ82rK47fcgWnulrJrxM7lFnQvWTJEiZPnoxWqyUqKooZM2awb98+fvzxR/R6Pd27d2fBggX4+fkRHx/PyJEjOXPmDK1bt2bx4sVUq1aNLl26sHv37sI+p02bxocfflj4+9V8Ix2/2lFqAcyPI1rSu2Fw6XRWCthsNsaPH8/atWuR+IUh6/EqYr8wNPtWoDu1GYfFiHf7p/FuNxgAu1FL6g9jcVqMVHvrDwRCETlb5qA/swOn1XRXCqXlic3uIEtn5sN1sWyOvXP6bacoNV8OakKgp8ytPldJyNaZydCYmLPrIkcSczHZ7PgppTzVMoKBLcLwlIurpBKszeHg6y3nmburZFkJN7J4TBs61wkocT9ZBWaG/HSQi1n6IvsKjm0gd/vPAPj3nYRI5QsIcNosZP32Od7N+/D3uiWEeMtQSoT07duX+Ph4YmNj8fDwACAtLY3WrVvTrl071qxZU+LxVhQ0BivPLznKocul47r2UtdavNmrbpl7vlYm7tsM3U3JkIqF+FyzOpD4hiDxdfmuKaJaoz36x22PVUa1AUAWWpe8Hf/DmpPM2HHP8N48yBSqEfcYSOLqaXjJQvDtMrrwuEvZet5cfQqFRMQbPevwVKtwfN3+UGXKlVwDw+cdIjnXcFftE3MM9Ju1jymP1Wdwy4gqbYfho5Tio5TyzTPNMFjs5BksxKcXYLLa8ZJLqBOswlMuQSkVoTVZScwueoH9N43CvHi7dz0OJ+by0vJjtw26k3IMLDyQyMtdo5CXwQORESNGMGLEiJu29erVi48//rhI27p163Lo0KEi23ft2nXb17iUpSvVFarNsel0qxeIpILIey9evJjFixeza9cuJk56h4TN36Nq1B3NwZWo+05Coo7ArsksbK89tBan/eaUHmlQFH5KKcn7f3/Qw78nTFZXSurYhUfuqCZ4nX0JOfScsYc5w1vQpoaf2zy4gnM138j4xUeJvaq9abvWaGP6lnhmbI3npa5RjOlUo8pduzUGK3vOZ5Vqn1vi0ukQpS7RCqnT6WT7uYxiAzwAj4ZdkIXXJ3fbT+RumUPE6ysL90kCqmPKSuaT9bHMGtKMEWNGceTIEXbv3l0Y4GVnZ9OjRw8CAwNZsGDBfY+zImK220ktRRGci1l6zDZHmVyvH0bcV4My4ty5c2i1Wpx2O4+G21m9eQ9CsQyxXyjGSzFI1C6hCYdZj02b7frZqMWal4bEN4S8PYtR1umALT8dh0FDtVp1GNazDVN9gtGanajEUkCAQFx8gGC02vnsr7Mk5uh5q3ddtxFwGZGmMfLUDwfI0N5bDr3TCZ9uOItAIGBI64gqf2PmpZDgpZAQ7C2nfohXsW085RKmD26K1mRla1wGx5PzSc41YHc4CfSS0TjMm7Y11CTnGvhkfRwXMu/OwuR/ey8zol31SnvROJKYV6r9nUnVoDFai13dzDdYsNgcWB1OcDoRi4SIhQJ8FBJEZRQUxsTEEBAQQHR0ND26RBP79X9BIEAW0QhVw66uRsFRANj1+ehObUHVsBu6U1sK+/Bs2osnFef4rgIHeXa7gzNXNQz7+e97FigwWu2MWXSEBaNb06GW2r2iV0FJ15gY/MPB2970OpyutOkCk43Xe9SuUtdum8PJ+YyCUu3z5BUNWqO1RF6g2ToLc3YWv7poSolDIBAiVHgiEEkQSGRoDq5CFtEIHDas2UmomvZh/8UcXpjwPL+vXcuKFSvw9fXFYDBgtVrp2bMnBQUFLFu2DI1Gg1KpRCR6SL7DZZAs6F7Eu3uq9p1lGVK/fv3Cn394pT/tnv+co6tmYtflIvGvhrrPKwAYzh8k569vAdeSvyHhCOET52PX5ZG58n2cDgfq5j34ffZHvLDsBOp+k8nZOIvM+H0oarbAq1X/245j2aFkQrwVjOpQvUqmf5QleXoLb685dc8B3o18tiGOjrXU1LtFYOPmZrwUEgwWGxtOpdEg1IuGocEIhQJydGaOJubxv72XKTDfmx+a0WrnSGIu/ZqEltGoy5YcfekW6ReYbDhuWBq02h3k6S3sT8hm+eFkYq9qC1XvxEIBdYI86dskhAHNw/BWSEr9gUVwcDC5ubmkpaVxOeE84MSmyUQgEJIyZzQCiRzfbmNR1mqN5u/VeDTsilCmvKkPH6WEar7K4l+ggpClszB24dH7VqBzOmHi0mNsfaMz4RV8rlWRApOVT9bH3fWqxsIDiTzeNISW1f3KeGQVB4fTWSIFxuLIN1ruWEJxJ9I0xltm6tjy08nb+T8cZgMS3xDUj72OOSWOrN8+x2k1Ia/eDO8OQ3A6YdXyJQAMGjQIcKkvR0ZGcuLECQCaN28OUOFTyu+E1WqlU6dOxMTEEBoWTocpK0i5ZtGTte6/GM7uxq/PK3g27Y3x4lFytnyPXZt1U8mSNTeV7PUzsOZcQVGrFepHX0UokXNq5XTUL/yJXq+v9O/Tg8Ad5JUR/651zNaZ+SC6FxvPpN+0XdW4B6rGPYoc7//Ya8Br1A/x5OeRrVgbk0JcmhZZWH1Cx825p7F8s+08g1qEuYO8UuZ0qoa9F7JL1IfDCS+vOM4v49u5BXPuktR8E0eT8jiaVHorWNviMujVIKhSroAoJaV7GpdLRAiumXHm6S3sS8jmvbWn0RUTPNscTuLStMSlafl6SzwvdqnF6I41SrXG8fnnn2fp0qWEh4fj5eWFVCpF6euPNjOVgAH/IX/PYnI2fodszPfoY3cSOnYOBcc3FB4vEQlYPKYNf/+VWGpjKm20Jiuf/3UWTQmV44xWO++sOcXs4S2qXKpfRUdntrEpNv3ODW/gu+0XmDW0Od6KqvG3FJaBCbBUJKSk5sJ/nU675T5Vo26oGnW7aZuiRgt8op8t0rbb9J388nx7Av51ra+M2hi3QyAQMHDgQJRKJZcvX6Z1pB9/X8rFkp2M8cLBm9peV5j/t/hgzubZCMQSgoZ8RuaqDyg48gfeHZ7hkQ5taRbhy9y5cx/klCot7iDvAeGvkvHFwMY81TKc//x2+o6rPyqZmNd61GZg8zAcTphTAnl0u8PJupNXGdepRpmlVFU1cvUWvt5SOl5rCZk60rUmd5B3l8SUYnB3ndOpWrQmG/6qyhfkqe2ZpMwdg12fi1ilxqfrGKxZiWj2ryhs4//4W3g0eIT05e9ivnKmcHv4S0sQeviQu3VuoZeTqnM/VK92Ikdn5oM/zvDX6bu7MXU4YfbOi2yKzWDJ2DaEeCtKZX5SqZRffvmFvLw8vvzySwIDAwkOr873c39EIJYiEIoQiKTYC3JwGLWkzP7n5urqD2M5EnsBuTmPzExX3V5xCqXljc5kY/2p0lEU3H8xh3yD1R3kVTA2nUm/5xWlvRey0ZvtlNJXqcJz/vxZ0n4ci6Ugp/BcJvELI3v9DGyaDDzqRePX8wUEIjG2gmxyNs7EnBKHUK4i6OlPkPhHkPRVv8L+xH7h9PrmN1Sy+z+v2x2OEmXr3Ei+wfrQBXTFcV1h/vTp01y+fJn+zcKYtSMBzb5lqJr0ouDY+sK2xSnMO+1WzMln8O36HLKQ2shC62G8HENIl2FMeukF1q1aWh7TqpS4g7wHiI9SSpe6gfz5SicSsw2sPZbCiSv5pOQZcTid+KtkNAn3pm/jEFpW98VbIUEqFrI6JqXE0uHz9l1mQIswAj3d0rOlgdFi42TK/Xt2/ZulfyfxyZONKozYRUUmq8B050b3iNZorbS+Y01rhKDu/RIiDx+y189As3cZynodkYbWJaC/y0pCqPAsbO/Zqj9erQe4tnt4Y828hO74X3h3GAJOJ7FbV3L46Bv8cklUJPPgbkjI1DHs50OsmtCOgFI436SlpdGnTx8MBgM9e/bku+++QyqVknA+nq1rpiD19MfrUZfiZsho142CI24LGYfXs2XTXzQK9aJH9ycLFUp79OhRRKG0vPnrdNodFWPvhRWHknn30XoIhe7ilYqA3eHg1H1cL5xO1wOAqkKw2pfu46ZwIttZeC4TKjwRSuUEPjWNjOXvIguti6pJT7L/nI7DqCVo2JfYNBlwQw2bf/93kYXWQyAS0THKH4X0/m91BQgora9RVa0l8/OQUkuYRUrqOYKe+fSmIK847MYCwIlA6nq6IZApseenM6xtNbwU7oy0e8Ed5D1gREIBgZ5yAj3lNK/mg9ZoLXy6JxC4xCVuFIDQmaysLwXPmKwCs8uPx/PObd3cmbtV0rxbjifnozVaUVch/7z7RSou/UBYIhJU2gtw7RrVadWpK2eu5BbxaUpb+CqysHqoH30NJK7Plu7UFgzn9qKsF41vt3GIVGoEUiUiDx+EIjECgYBz2RY2nrn/hxiXs/VM3xzPlL4NSnxRbtCgARkZRa0Efl/rkhnXGKzoLTZ0Zhs2uwOlVIyHbDxqD1lhkHMnhdLyRGeyljjt+9/8fTmHfKMVP7d/XoXhfhdwnGWhXFFBqV0zkqkTh/HM3H2F5zLjpSN4tngceXgDRB4+GJNOIK/RHPOVM6j7TnL5DV8TXrpO7qZZCBVe+HQcQo/6A+95HLt27WLChAkkJSURERFB59HvYM11kL3+a6xZiYhUavx6voCiZkuy1v0X0+UYnA47ilpt8O/7OgKR5CbblrAX/ofYOwjDme0Eefe66bV2795N586dS/S+VXT8PKRIT/+OX8enEUjufE4SKbwAAU6Lq47PaTYg9/Th+eialVYgrbxwB3nliEQkvONNvcXuJL+EdRrXMdvspdJPVSZHZyZHZynVVTyAxBw99iqQxlEaeJkySpSeKFL5kvnrxxgvHwe7lervrKdGgMd9XTxsDgcagxWbw4nV7sDpdAWhYqEAb4UE8QNYmVWrZNTOOcBfM94H/vFpkldrUujTpDmwEr8ez+PZvC9i3xBMSSfJ37UAeUQjFLXbooxqQ+7WHwAYM/4FZh69O2XS27HyaAqjO9Yo8yev3kpJpbYhMVjtxKeXrqJgfHoBNkfJsj/clAyTycSIESPYtGkTcrmcTgNGo7vqKBTpkAZEou47Cal/tVuep5K+6ke9r1zb6taty7lz58ppNg+O3b8v48o3k3E6XecyS0YC1pxk7Pp87EYtDqMO+zVF8oKYP8nbOR9pcBT+fd9ApPTGr/dLyELrojm4mtzNszFqJ8M9ChGZTCbee+89WrduzejRo9k49yN0wc2xZFwkeNhX5GyeTd6uBShqtkTsHUjg059gybxM7qaZ6COboWrSE2mQK/DUHf+rsN8xI4bx1FcvIhYJee+99/jjjz9o2bJl6b15FYjrCvNWq5Vz586RcC6OrIR/rMNyN81C7B2ELKR2sQrzsmqNMSQcRhbRGPPVc7z06usEeMpITk4mPd2VYVIRU+8rGu4gr4IjAESltMQgrKxLFRUAk9XO1XwjLy8/jrdCQtuapat4ZqukqYLlQZMSpicCyKs3RSCSYojfB0C7Gup7EibSmaxoTDbWxqSw8Uw65zMKCv+GIqGA2oEqejUM4ulWEXgrJGUuejTphTEkisPZ9POXxfo0WXOuAOBRP9q1TR1B/q4FWHOuIBCJ0cftIqzXOCZ2q8P7775N0PBayMPrF/ta98KcnQl8MagxKlnlDcLKGqcTDNbSTckz29wBXnmzceNG1qxZw48//sjBgwdZ+PN0Qkd+TeCgqTgsRjLXfETBsQ2oe00Eij9PASxYspweXaKRSKrGd+iFsaOoVr8Zz014idwtc/Dr/TLZG752KemKJYg91YXnd4lfOD6PjCZz9TS0h3/Dt8toPJs9CoC6eU+unNtLZmoSUdXD7mkMffr0Kfy5VatWJK39jdDqUcSfECL2Cb6m3uu6n/J9ZBQAYi9/cqHQo9OzaS8KTv5zXRcKYFjH2oT6KDCbzfz1118888wzhV55Dxs3KszXr1+fH374gUbNWrD16Dk+enkk3h2GIgutiyF+f7EK8+reL5G9fgaZK6fQq1dvPvrPWwgEAkaOHFmhU+8rGu4grwJyo/xsWHg4vT5egyn5FBkr/lPYRtWsD+reL99SfjZ361x0Z3YArhta/35vIpeIiI2N5fnnn+f48eOEhoZy5MgRfH19y2WelQWDxcbRxDyGfvw/MjfOxqHNYmdwKM72z2HX5xWeoAB8HhmFd7vBt5T/NSQcIm/7zzgsRjxb9MOn41AA1B5SPvtwKjNn/JcpU6bw6aefltd0Kzy1a1SnfutoLmdq7ys9EcCrVX/yDP+YEfdrevf2CVkFZubuSmDhgcRi66jsDifn0gs4l17ArB0JDGtdjdd61iZAJUNQBg9a9u/fj0gk4p2+TdizRI72Fj5NALnbf0bVuAem5NMASPyrgcC12jgiujYymauGzmEoHXGbTbHpvN+vgTvIuw1mk4nUNZ+Td/4IApEErzYD8GjQlez107FkXEQR2Rz1Y68jlClxmHTkbP4e4+VjCMQS/Pu9iSKyWZHUMJV/SHlPq8oTFRWFRCIhLCyMkJAQFAoF3du3ZE+iDrs+H4FIjNS/WmH74s5TAJNeeRG1Ws3UqVMZOXJkeUzlgXH9XFY3TE01fy8u5cmQBkYSMnIG1pxUcjbNRFm/M2KfYMTeQSAUI7jBM9iScQnTldMoarSgvu4UGVIpUVFRd3zdWxEXF8fSpUuZMGECtaL788rWJaTMHoFALCHwmU9uapu3ezECmQeKqDbF9tW1biCqa/Yyv/32G7m5uYwbN67Ytg8DtxKYadWyBWOGDuL930+z53z2LRXmlQHhvDF7Fa/3qEOAqnKk3ldE3EFeBeTf8rMj21fnz02ufWETFwIglLpuxm4lP6uo2RpVs8cwXY4hb+d8fHPOIBX2oX///kRERHD48GEOHz5cJjedDxNOp5MLGTrGLDyCzWLBu91glKF18Dj0Exc2z8an03BEnv4EPzsdoNCfqzj5X8+Wj5P959d4Nu2NNKQ22ev+D3n1psjDGxDl5WTpjP+V51QrDWqVlKjsA+ye8SFw7+mJyjrtb+rvusjRnXA6nSTlGnh23qFCz587HwPLDiez/Vwmy8e3pbraA1Epi2FcunSJyZMno9VqiaxZi/qj3yf22OEiPk0A1uxk0pe97QomWg9AWbsdaqWI9oLhzJ3+OXaHA8+GXVDUal0qY7PanRgsVUc44n7Yt2sruWf24Nf7Zcyp58jfvQhz6lnsuhyChn5B5soP0B7+DZ/o4eRu/wlzSiyBT03FaTUjvCZM8O/UsPrBXkiEbhGn8qRWrVpER0fz+OOP43Q6mT59OkOGtKFJ58fIPbMHkYcPsoiGAMWep0YMeYrw72bT7ZFOfPHFF4wfP54+ffoQGBhYzjMrO248l9WoWYuR73zF2i270R5cjVDhiU/HYSgimwHg//ibRTyD7QYN+jM70O9fwoXAIBYsWHDf71dCQgI9evSgU6dOfPnllwx6eghChxX/YV+Qv285OX99R9jzPwGQt3M++rhdBD41DbFn0dRBhUTEB/3+qU+eP38+DRs2pG3btvf5TlVeZGIR1fyUzBzSHJ3Jxp4L2exPyCJNY0YogBr+HkTXDqBNDT885eJS912tarjfvQrIv+Vn6wZ74iWXkAGkLXoNsVegK+88OKpY+VkARa1WANi1mSAUM+ax9iTEnuDixYvMnz+fRo0a0ahRo3KYXeUiW2dmwpIYbA4nipr/5M7XadiUhMtJANj1eaQtfBVJQHXUj76GQCwpVv5XGloXp8WAssEjyIKjyNk4E9OlGOThDdAf+ZVhw4Yxe/bs8ppqpUEgEDDl1fHE2UM4tuqbe05PhJuDvP97qsldCVSk5ht5au4BsnWWex5zutbEgDkHWPdyR6qrSzc9Z8SIEYwYMaLw9xydmU2xA5m++TnyDDfX8wbd8PRZIhLwVMtwJvWog7+qN0KhgJQ8A52+2lmq48vQmqnhryrVPh8mGtevh0gsQeSpRqTyRSCWYc1ORhpcG1lwFBJ1OKakEzg7DUV/dg/e7Z9BHt7wpj7+nRrWvpb6rh5cuCk7Fi5cyI4dO1i2bBkxMTG89957DBo0iM0r/8e4mes4vfgj8vcuJXDg+0XOUw2VBUzp2wA/D1dAM2rUKFauXElCQsJDHeT9+1ymMVoZP/RJXlkxssh5tzjP4HrVg5nz6XFCvRUoSxAcXLlyhe7duxMQEMDMmTNJT09HIRXjpZAS5u+DRiTGbnDV5efvX4H28G/49ZqIxC8ch9mAUKbEps3ErndlRExu543crgc8SE5OZvv27Xz99df3Pb6HAR+lFB+llGFtqzGwRRgmq0szwkMqRlIG4mpVFXeQVwnwU0oZ1q05c/L/g8gzgJwN35Cz8TtCn5t12+NSvh+JXZeLMqIB/To248g+V/rmW2+9RWJiIt26dWPBggXI5W5bheKw2x2sPZZKuvZmyX5LdjIbf19Nu0efJsErksBBUxFI5WT//iV5O+bh1+tFipP/dVy7KAgl11ZhpQrsRg0Ss4Z9G9YQG3vGHeTdBddTej55qjlPrJVgu9f0RMCal4bD6ErXLEhLQiMNx9vbu/gXxBU4TVx67L4CvOtojFaeXxzD8vFty1RFVa2S8XSrcHrWDyI+vYDNcemcStGgNVqRioXUCfKkS91AOkWpUcklhSlEcP8KgLfjXr3Bqhq1atWifYeO7FvzMeDEt+sYjJeOYs1NxWExYtNkIJAqceg1YLdhiO32KqIAACAASURBVN9PwbENSPxCUT/6GhK/ovVGz7SOqBD2CWarnXyjlXyDldirGnJ0FhRSEQ1DvQj2luMhFT+0kujCayupCoUChUKB1Wpl0aJFDBo0iK+HtWPIWhkevp7IJULSNv9ISKs+1LIlcwUY/0Q0yRfiWLJ7N71792b58uVIS5h6WBnxVkhoW0PNX69Fczw5j3l7L3M6VXOTpZS3QkKrSF8mPlKLSH8P/Evh3Lp9+3aSk5NJTk6mTp06AJw5c4aLFy9y+sfXEHn44NdjAgC6U1sBJ7lb5gBzCstmstfPKBTTmTh8AOnXascWLFiAWCzm2WeLmqVXVeQSkVs1s4xwB3mVALFIyMtPduJIrpTYq1oUUa3RHv3jjscFDfsKy9WzZK+fwW8rl9KksWvlrnPnzrz++usMGzaMRx55hBdeeKGsp1ApydFbmLfv8k3brHlXyVz5PrLQ+syY/n9MWHaCXL3rxl8W0QhLxsVi5X9FSi+ESlcQ4bCacDqdOCxGRApvaqbv5PHRowkODn6g86us3JjSE169BpbH30CbdOau0xMBMn6Z4lrlBpo3bcSCBQsYPXp0sa9ndzjZHJvO6dSSK6rGZxTw+4lURrWPLFPlTYlIRKCXiEAvOe2j1GiNNuwOBwKBAE+5GJn45gvqjXXAAg81YRPno4/bTd6exdh1uUj8wlA/9jqy4CgsWYlFzInNqXE31QwDLuXA4No83fVFsjPTCQsL47///S+DBg0qs3lXRhYuXMi+Pbvo++rn7Dl4mLzdiwl65hMyf/2EK98+g0CqQKauhlCuAgQuBcFeL5K19lPy9y4loP87N/XXrqZfua/i2ewOsgrM/G/fZVYcTkZvKarsLBS46pTe6l2XcF8FqjIWJ3rQjBgxgo0bNzJy5EgkEgmTJk0iOzubDh064HA4aNOmDd/MnkVIeHWeOTCDo0vfJlsqZfLkyQx7+ikuXLjAokWLeO+99wgMDCxR6mFlRnjNdqp3wxDa1lBjsTkw2xw4nE5EQgFSkRCFVFSq4lajR48u9npw5MgRAHL1FjRGC/P3JbJasvCmoFMggOja/ry6ZzfV1R74q6Q3lcVMmzaNadOmldpY3bi5He4gr4Lyb/nZmJgYBvmJ0Fw1cfVSDBK1a0XCYdYXKz+rO7MdZXh9xndrwBfrwctTRdu2bfH09EQmkxWu3rlX8W6NwWInq8Bc+LtNm0XGL1Nc/jvdn+eT1Qdoa4xl7WU7Qrkn5pRYpCF1EIjEReR/vVoPQBZSB4FUiSFuN7a8qzitJhq164zo/Ca+mTGPb2a40jc+++wzIiMjH+qi7JJwY0qP1W7nar6JV385zsnook9Gg/5VHA+uJ78LDp2mxV3W4uXozXy3/ULJB36N73de5PGmoQSWglH43SAWCu+Yjnq9DlgikxNzJh4Ap9OBb9cxSHxCyFz7KXk75hE87Etyt8wtYk7s0aBLYb1wwfENaP9egzyiEQhE/Pe7WdSrEcHIkSOZOnWqO8j7F9dXfAa1qUnMidMUOGwIpAqCh3+FTZtJ7pYfUNaPRiCWuGq4hCKX2IRAcE10gptSwwbXkWIzaEFZPrLiWqOVvy/lMHnVSQrMt67HdDhh+7lMdsRnMq5TDV54pNZD5RPq4eHBH38UfRg7a1bRDJyd27cW2Va7dm2OHTtWJmOrrPgoK4bvo5+HFD8PKf/pW5+Xu0VhtNix2h2IRQLkYhFKmQhvRcUYq5uqjTvIq6D8W3527dq1TH3zTa5evUpAeE1kXSbiAAznDxYrP2s7tYHMbXP5Qalg1KhRjBo1CplMxpIlS5g0aRKzZs1i1KhRDB8+vJxmWPG5lHWzV5gp6SR2bRZ2srj68wSuAoNemYZl549o8vKQhtTGr/t4gEL534xfpqCo2RLPVv0RSuX4Pz6ZvG0/oTuznZp9xvDrh2Mw5DyK5tOPAWjevDnjxo1j4MB7N3CtikhEIqqrPZg/qjWnUjR8u+38LT0MAzxljI+uQf9mYfh7SBHd5Ura1XwjGVrznRveJbl6C5ey9A8syLsbrtcBHzt+krj4BABUDbsW7peoI3CYXN8HS0ZCEXNiVZOeiL1cQYUx4RDy6k0RewfRPMKHPr1bo5IK8Pb2JjT07lVMHyasdgf5Bgs2hxPztaf+MokQsVDIM0OHs3HjRl59YRxCkRifNk9izUokd9uPCMSym9Tn1L1fJnvDDDKWv4M0uDY+0a7z942pYUOe7FtusuJak5W1x1L48M+4uz7G6YSf917mXHoB3z7T7KEK9Nw83CgkIhTuNEM3FRh3kFdBKU5+dsAAl4eOyWpHa7Ry4GIOC8K9yejYD7PNjrdCQodaasZF18Tn/dP4qYo+Serfvz/9+/cv8/E/DGTrb66/Kk7q9ygwZelQGoR4MfWPM4U1WxK/MEJGFi2sVka1RRnVlsEtw3m7Tz0CPGXgVaNw/61khysCFpvrRlVntnE5W4/OZMNbKSFS7YFSKsJPJUVcTop+apWMrvUCaRrhg8nqWoFNzHYZzAd4yqiu9kAuEaJW3n1wd52957NLfby74jNpW8Ovwqjb2h1OsnVmTqbkI5eKEAj+qc8zJZ3ClHgc32sPMEQevkXMia9jTj2HNTu5MF32tR61WbFoHq+//joAixcvfrATK2dMVju5egtrYlJYdfRKEVXWMB8Fg1qEMWfRL/h5SBEC5zIKeG7BkWJlxSXqcEJGziiyvfZz0/l5VCuahHujlJbPZd3hcBKbqrmnAO9G9l7I5tttF3ird92Htk7PjRs3bh4k7iCvEnK9SPXJ5mF0ruPvMmF2ulKuVDIxCqn7yVJpILtLhafZOxJoHenLTyNasft8FisOJ5NZUHTl53oNyqSedYjwU5Z73czdYnc4ydKZWfp3EksOJqExWou08VdJGdOxBk+1DCfAs2z84O6G62mJoT4Kmkb4lLg/nclKTFLpeMbdyPHkfLRGV5Bc3tjtDi5m6Rny89+k5BmRWu0816Yayw4lY74aT+baT1A17oFXy8cB8Ok8qog58XV0p7ciVHihrN2eRmFeNA7zpvnw4XTs2JFXX32ViRMnMmTIkPKa6gMlV2/hz5NX+WzDWSz24s3JU/ONzNyRwNzdF3m7dz0GtQyncag3G1+L5r+b4/nteOpthWsEAujdMIhp/RoS4Ckr0zrPO5GtM/PKiuMl6mPJ30k81TK8VL67bty4cVPVcQd5lRw/D3dqS1lgMpmY88FLJG/ZckeD4vTl77LmyhnWXDt25e5TxB7ezcdvvXJTn2vWb6Znt2aV6im1zmTlxJV8Xl5xnHxD0eDuOtk6C/+3OZ4FBxL54dmWNAjxeigeNlgdTrSmW8/7fikw2bA5ir/xf9Ck5Bt56ocD5KRexmExoNWbaeKpZ5M5jROrpiILqYt3xyHYdXmIVL7FmhODS1BIf3YvqsY9UCrkzB7agnMnjyISifDz80Mmk6FQKMp5tg+GHJ2Zd389zdazGXfV3mp38tlfZ9l7IYtvnmlGkJecaY834I2eddh4Jo0957M5m6bFYLGjkIioE6yiU1QAjzcNwUsuKfdzisPhZEtceonUZ6/z6YY4fhrZCt8KUn/lxo0bN5UVd5Dnxk0xbNy4kS3r/yDg0ZcxXLm9QTGAZ6v+eLV2pdO+tSER7CG0fu8XPOVizq77kezYA0S3b1vuN2P3gt5sY+vZTCatPHHXx2QVmHn6x4PMG9mKdjX9UJRT6lhpIRQIkJaBZ49EJEBYAVI1c3RmXlgag9Zk4+q8iYXbh/RsT8t2HXGY9ZiSTpA6dwwir0DCJ85HH7+/WHNiw7n9OC0G1C37sOL5doT5ytl7gxJqVFQUCxcuLKeZPjg0BgtfbDx31wHejey5kM20P2L5dEAjfJRSPOUSxnaqyTOtIjBY7eAEBK5sDq8KpEaZo7fw057Ld254FxxJzENvtrmDPDcPBS41UDseUnGFsDVxU7Wo3HdgbtyUEVFRUUgkEto3qs2uvIxbGhRzLcjTndqC4dxelPWi8e02DoFYTqYDMrRWMmL/5oknBxLod2sftopIYo6eN1bdfYB3HbvDyfNLjrJlUudKa4K9a9cuJkyYQFJSEh5+QYg7jcWuzysUOQLweWQU3u0Gk7t1LrozLg9KefWm+Pd7E6FUTsGJTWj2rwDAu9NwPJv2AsAQf4C9i5cR+lYGPXv2ZN26dQ9+grjqP7edzeBsWgEA1d9Zf9N+7wAVMb804ae9l9h0Jr1wu0+HIfh0KJpyqWrcnba9BzB7WAvCfeVIRKIi5sYPO06nk9irWtbEpNx3H+tPpzGwZRhd6gQW3hSq5JIKbTFgtTtIzjWUWn/x6QWE+ypLrT83bsqDXL3LRuTkFQ2vdIuiaYSP2w/OzQPFbSvvxk0x1KpVi+joaP6c/jrav1fjEz0csXfgTQbFdqPr5tizeV+Chn6BZ6v+FBz9A+OFvwv7MZw/gMNUwAvPjy+vqdwXWQUu8+/71YGx2p28vPw4ObrSU6V8kJhMJt577z1iYmLw9/MlZ7PLpF7k6U/YxIWETVyIZ/O+AChqtib42en4dByK8cLfLiPr/HRyt8zBq80AvFr3J3fzbGyaTKx5V8n640uiu/Xi6NGjPPHEE+U2x2ydmdk7E265/2KWjmf/d4j2NdUsGN2a7vUDEd3iSXSTcG9+GtGSxWPaUMPfA4moat7I5Ogs/Oe30yXu54PfY8nRlzz18UGhLaZOtyQcTSz9Olg3bh40e85n8/3Oi+xLyGbE/w6Tb6g832k3DwfulTw3boph4cKF7Nixg/mLFrN0/S52/Fq8QTGAR/1owCUzn79rAdacK0B7APSnt1G7Xn16d40ur6ncF/HpBSV+Mh97VUuaxlQpJdH79OlT+HO7tm24mOiquLTr80hb+CqSgOqoH30NoUyJolYr1z5tJgjFSHxDMSWdBKcDj0bdwOkkb+d8jIkncOjzEIgkfPv1V9QI8qVhw4blMj9w1QVeyTXeto3BYmfaulhCvOUMbVON56NrYnc6SdeYcDid+KtkKKViEjILuJpvpGeDoAc0+opJZoGJxJySr2il5htJyTO41HcrAUZrUbPzklDaQaMbN+VBwQ313Ba7g9toKLlxUya4V/LcuCmG6wbFPp4qmkUGwg0GxQEDpyCUKlFeC+5yt/+MJfMyupObAZD4u4I/Z0EW5uSTjB87tnwmcZ8UmKzM23upVPpauP8yFlvp3gA+SOLi4li7agUtuj2OJCCSwEFTCRg4BVtOCnk75hW2S/l+JJlrPkIWUgexTzAOg8urTyhRIJS60s4cRg22giwkUgmP9+hMeHg4n3/+ebnMCyAuTXvXbdM0JmZsPc8zP/3N6PlH+HrLeb7ddoGXlh3j6R8P8p/fzrD+VFqxyqtViZ3xWaXW17b7qOl7kOzatYu6desil8sZ0KUVxksx6M7s4Mqs4SRNH0DaoklYspMB0J/bR8qc0aR8P5KC438BYNNkkPRVv8J/GaumAqA7s4PvxnRBLpfTunVr4uLuz5LBjZuy5MMPP0QgENz0b9GiRQQGBhZ+dmuK8+lcx5+cX94jY9YQGtYILbSTuc5PP/2EQCDg2WefLaeZuHmYcQd5btwUw4gRI3jiiScYOXIkC+b9yMSXX6VHkIn0ZW+Ts3EWHg0eKfSxsmYnk77sbTQHfsGr9QCUtdsR5CXjMdk5xGIxz40eVc6zuTeMFjsnUvJLpa9j16wCKiMJCQn06NGDTp06sXbBbAJq1ENRsyXy8IbIIhphvXYDCxA07CvUfd/AnBqH7tRWhEpX/aXDasRhca3sCBXeyD28sRh0TJs6lcGDBzNlyhTOnTtXLvM7d60W716x2B3XVpqM6C3/BPBJOYZbWgVUBfRmW6mmGbq+OxU3aL4xpdnHx4eczbOR+IUROGgqgU9Nw5KVSMGxDTjMBnI2foeyXie82g0md+sPWPOuFvYT/Ox0wiYuxL/fZMDlMfr1vOVs2LCB06dP8/3335fXFN24uSVvvPEGV65c4cqVK3Tp0oWaNWtSr1491q9fX/jZXb7wZ74b0pyhj3Vm1+7dTJo0ie+++46dO3cCYLFY+Oyzz5BK3SJDbsoGd7qmGzfF4OHhwR9//HHTNoPFxsdvvcR32y6w4XQaVrsr9yLomU8K2wR4yhjbqQYDW4QRoOrO3BlfPtBxlwZ2h/O2dgn3QmKOHgeVL0flypUrdO/enYCAAGbOnIldl0d3xwlWJFoQyDwxp8QiDakDgO7MdmSh9RBK5QAIJDLk1ZuCQIj+zE5w2kEgRBHZjNfaePH2/pXI5XJkMlcq3vX/HzSlbeHgcLr8OqsqVrvjpvSsklJgslYYm43iuDGluXmLlpxNuIwstC4Adn0+ApEYqX81BJqrOC1GevfsRUi16sza9iPBuoto1PUByFzzESIPX3y7jXU9RAmry+M9OiO2FCCRSMo1pdmNm1vh5eWFl5cXaWlp7Nu3jw8//JC2bdsCkJmZWfjZ9VVK+WmOq6Ybu5Vp06ZhNrtq1X/++WeaNGlSbr6ybh5+3EGeGzd3iVIqpoa/ik8HNObdR+uTZ7AQn16A2eZA7SElKlCFUirCz0NarqbEJaU079Mraw3C9u3bSU5OJjk5mTp1XMHcNzNnYfvhW3Jz85CG1Mavu0tMp+DoOnJzvkcgluLRqDuqRt0RiCX49XoRzf7lAPj1fpmvx/TgscbB6BKnMmbMGEQiEd988w01atQolzmGeErJ3vAthvMHkPiF4d/vDcR+YWj2rUB3ajMOixHv9k/fUkHUps0ke93/Ycu7ilDhhWe/8YiEnctlLhWBA/v2sOWjsRRkpyH28sevxwuIPHzIWvd/2HJT8WjUHf++kwBwOh3Fvs9Om5XcHT9jOLePNCGsVnzLhHHPlfPMbk9cXBxrVq6gz5PDOAlkrfs/DOf2IfP05f1xA6kZGsCTCyDrSgJavWtVu5rKwfMjO7AjdDan9Cp2L5pO9vqvCX95CY/UC+LV50fz269rCAoKonPnqvuZclPxWbRoEU6nk9GjRwMwdOhQVq1aVeSza7PZmDp1KtWrVyc6OhqTycQXX3zB+vXrefLJJ8tp9G4edgTO+5XPK0datWrlPHr0aHkPw42bh5J1m7bx9OgJWHJSEPuF4dt1LDkbZmA3apH4hOLX+0XkEY1I+qrfTcd5NO6Bb5fnyFzzIdbsZAQSOWHRT3N09UwCPeXlNJvSRW+2cTFLx4vLjpGSd3vRkusEe8mZM7wFdYJUFUoG/5MZs5n65msEDf2c/H3LwOlE1ag7OZtmoe47CYk6ArsmE2XdDhgvHkXkFYDpcgx5O+fj3/9dxD7BmFNiUUS2IG/XfCxJJ8jXaFApq4bh+b/ZtGkTC7cdZ0+eNzl/fYvdkE/Q0x9junKG/D1LUNRqXRjk6U5tLfZ9zt+7DO3R3wl44m0ebx3F4KaB9O7dq5xndmsSEhLo3LkzTZs2Zf7yNQz+6RBZGekMri1m9vsvIQuth6Lvu+Ru+4mCmHUI5SocJh3qfpNRNexKDX8PxkfXZM8fy/jxi/8Q8dIitr4/AG/0nD9/nsGDB9O+fXt+//338p7qXWGy2tEYrRSYrJzP0FFgsuEpF1M7UIWXQoK3QuKW0H/IqFu3LrVr12b9epcFTXp6epHPrsPhYPjw4WzevJndu3fTuHFjZs+ezZ49e1i1ahWRkZF06tSJpUuXlvNs3FRGBAJBjNPpbFXcPvdKnhs3bgrJz89nxJCnCKjdGnvfyZivnEak8sP/ibcRiCRkrf0U7d9rkEc0ImziQgAsmRfJ+vUT5NUa47TbUNRsjfrR1ymI+ZMrm38m++pbBNatXb4TKyU8ZGKahPvw24sd2RWfyfc7E26pphjuq+DFLrXo2SCIgAoQ5Jqsdiw2B0KhAJVMzOWzZxApvZFHNEIWVh/twdUgECCLaISqYVfXQcFRAMUqiEqDaiK7tl8W3hBL4jFwVF6RnZLSp08f/Ou34e+5B5EGR2G4cBCJOgKJOgLN/l9uaquP213s+6w/uwtl3Y4oarXmuYFt6Rjl/6CncdcUSWnW5zEkMB3/ZtVZfTgRncWB1S5CAXg07IpHwy6Ykk6hObgSRc1WGC8f4/TpPN46Vwf7/rX4+Prx4dMdOLFvKw3r1UGlUiESiVAqK75fntlmJ6vAzE97LrH6aEqxaqNKqYinW4YzvnMtAjxlSMWVN9vDjYu9e/dy/vx5vvrqKwD++OMPatWqVeSzO27cONauXcuKFSvw9fXFYDCQkJDA6tWrC1M1k5KSiIyM5NNPPy23+bh5+HAHef/P3nkGRlVtbfg501sy6T0h9N6LdFBAkaICVpBiAUT81Gu96lWx3SsqKEhRqqhIExEBpffeQw2QQnrPZHqf+X4MDCABQlVwnl/JzD777LOn7XX2Wu8bIEAAPytWrMCg1/PpmI8Yu6UMWWQ1/3Mehw1BIvOrh0qCfQtQ/c5FCDIVqrodEEkVhHQcCICiWhNMKSsRee+8hX9kkJyHWyZwd90obC43uToreTorXrzEhyhJCFWhkIqJ0Mj+0nqLMpMdncXB1rRSdmWUU2F1IpeIaJKgRRYUhuAw0TlBws9lOYAXl74YQRCRO2UYglRB6D3PoKrZGvApiLpN5cjjGyAJifGfw2Uqx3xgOff36YtGo/mLrvTmYHO6LxI/CVJIUMoq/+lMClMRZC0k+9hGgpr2rLQNgMtYCh73RfPsMpQi5J8kb/IQRq1MYvq33/jrfP5uVJbS/PSI5/h+znDcHg+y2DqEdB4MQMWWH7FlpyANjSOy3zuIlUEIUiWGXdNxVhQi0UZT/+G36Nkknv+9O4HhTw/D4/HQpk0bPvnkk7/yMq+IzuJg1ZFC3v/tKHbXpWsoLQ433+3IYv7eHD58sBH3NogmRBUQ3LidmTVrFtHR0fTp48tqWbt2LYMHD77ovTt79mwABgwY4P//9ddf96d49urVi+bNm/PCCy/c+osIcEcTSNcMECCAn08//ZS3336bFq1ak3L8FMo6HQjtPpKKTd9h2L0EQSonasC7KJKaAOB1OcidNBhV/c6E3zfa34/HYaV03pvUiwtl3949gcLyW4zR5iSt2MQ7S45c0irBbdZRMu8tHLp81JogzGYLsuiaOCsKiez3NhWbv8dZnkviC74UIqeuAHveccpWjCf0nuEEt34Qt0VP0U9vkRQVzJ7tWwkN0d7Ky7xp6MwO9FYnc3acZnlKATqLAy8QrJBwb8NohneqQahKdpEH5IkTJ2nXsTPWoASiHn4PQeRLzcudPBRFcjN/umbhD69VOs+5k4cgUgTxzv/GM3/8f9AGB7Nz585bfPXXRoXFwdu/HOb3I4XX3EfLaqFMH9KKMPXtEfxUWBx8tfYU320/fdXHPtMxmRfuqU1oINALECDAdXC5dM1AvkCAAAH8hIWF4fV6GfjEEwwd+QLG/cuxZe4nuE1/YgZ/gSQogvJ10/3tLSe347Gb0TQ5Vzfkcdop/vkDtGInvy39NRDg3WLKzQ6+XHOSflO2X94LTywlrO/rRD76EYq4OvTs+xCxDdv4PJ8kMgSRGEHsW4CajqwDr+cCBVGP3UzRgneRee3MmjkLs8mI231779o63W7Sio0M/34vXb/YyOxtpykx2XF5vLg9XnQWJwv25NJ9/GaGzt7NkTw9tjOpeTk5Odx7bw/iYqLo/vSbuE06PE4bzrIcvF43HrsZZ1kOAIrk5pXOsyK5GSqFlC4NEpCIxSgUf32ab1U5lKu/rgAPYF+WjrXHi3D9Da047C43xQYbeToLOeUW8nQW8iqsZJaauZavuJlbT/PH4QLsN9hIPkCAAAHOEkjXDBAggJ9u3bohEolQKuTUiQvzPSgIuI2lCBI5iMSIJOd2L0yHViONTEYe66u587pdlPzyMUJ5FjN/WQKA3W7/y2wC/mmUmx18sOwoSw/mX7Gt21RO8cL3wW0nom4r5J2e5oeeDej7aCZF895CrAkn/P4XgcoVRO35x3EWZ+AEurRvA0BmZibJyck38QpvHg6XmyN5BgbN2FVpTdWfOZJnoN+UbUwb3Iq2NcP86YsAR488CkD0E/+laN7bAFhP7cR6aifV3lxOcJt+OMtyLprnFgNGI2yaTO8ed1OvXj0mTJhwk672xlJmsvPJiuM3pK/PV56ga93Iv41YU4XFgdHm4oedWczblY3Rfs73MyFUyaC7knipW21+S8lnzo7TXE1y1AfLjtGpdiSJYX//usMAAQLcfgTSNQMECHAB3377LR9++CE2m41BQ4aRZoBVP03D63IgjUwm7N7nkcfUwqUvIu+bZwntPoLgln0B8BiKyZn69AX9bdiwga5du/4FV/LPwuHysORALm8uPnzZdpFBch5vnUjHWhG4PF6yyszYXR7Ucgm1ojRoFVK+236aJQfyMNkrN7IXCfDCPbUZ2q7aRSmLtysnC408MHkrNufV7SJJRAILn2tH03gt4vOsU0qNdr5cc5K5u7Or1M/DLRN4s2c9IoNuv/lMLzbRbfymG9bfopHtaF097Ib1d62UGO28s+Qwq48VXbadXCLi2U41qBOt4fVFh3BcxU7k460Teb9vg0rrPF1uD+VmB4UGG8VGOzanmxCVlORwNUFyKVrV30etN0CAAH8Nl0vXDAR5AQIEuCwmm5PTZRbeW3qE/dkVl2zXrkY4Hz7UkHitEpU8kCRwqynQW+n6+cZLij/IJSJe6VGHBnHBzN2VzdpjRbgqMTJUycT0ax5P/xYJ/JaSz/c7zu1OyCUiHmoez3NdahIVJEd9h7zOpSY7T0zbyali0zUdHxkkZ8WLHS/afTJYneRXWJm4/hSrj14832KRQLd6UbzUrTaJYSqClbfnon3Bnuwr3ly4Gp7vWpM3eta7Yf1dC8UGG0/O3MXJoqq/J/q3iKdrnUheWnCwyjt6comIzW/cTXTwufeO2e5Eb3WxeH8u3207TZnZcdFxHWqF81K3OtSIVBNxh9xoCRAgwNUTDV+V+AAAIABJREFUsFAIECDANaNRSGkUr2XG0NaYbE4O5FSwK6MMo81FiEpGuxrhNEnUopFL7ji1OLvTTYXVicHq5Ei+nkK9DYlIRJ1oDdUjNaikYiL+BjsvLreHxfvyLhngJYerGPdoM37YkcX//ki9bF8Wh5u5u7JZsCeHl7vXZsOrXcmrsBAXokQlkxB8GXXJ25USo/2aA7yzx6cXmy8K8oKVUoKVUj4b0IT3+7ox2VwUG20ARAUp0CgkqGRigv5G/olXS4XFwY6Mshva54GcCgxW518W9JaZ7Iz+af9VBXgAv+zPI1arZGi75CqLsdhdHsrMDn+Qp7c4WX4on3eXHqGSezB+tqWVsS1tB3WiNXz3VBtitYpA/XOAAAEu4M76pQ4QIMBNI0wtI0wtIylcTd8mcbi9XsSCgEh05y0sHC4PJSY7s7dmMn9PziXTFmtGqhl9dy0614n8S++m6ywOftqVVelzyeEqvnysGS8vOEjWJTz9KsPl8fLF6pNsTStl0sAWd+xugdnuYurGtOvuZ8K6k9SPbVnpjQ6NQopGISU6GGpG3Tk2E4UGG78dzMNkq/zzca2Y7a5Kd5lvFRklZvac1l3TsTO2ZDBveNurqs87kqenQWwwBquT73eeZtzqk1U+38kiEw9N3saS59sTHxqo7QsQIMA5AkFegAABrhqRSEDEnRfcgS9gWn+8mHd+PXzF+qz0EjOvLEyhTrSGKYNakBiqQi4V36KRnsPp9pKvt130uFwi4otHml51gHc+OzPKeWXBQb56vPltI21/NZjsLv64TlVI8M2T1eEm5B+yzv7199UMGvYs9ooiNGHRyDs/i9uso+z3r/xtQroMRdv2EZzleZQuH4+zLAdlzVaE3/8iIqkCS9oudOum43FYCWrRh5AOTwBgPH2YLu1Gk3bqJHXr1uXgwYO37Lr0FicT1lU9yPozdpeHXZlldKoVweZTpVU+p9vtYfOpkqsK8M5SbLQzeOZuFoxsd1vWdAYIEODmELBQCBAgQIAz6CwOxq8+yauLUq5KgONkkYneE7dyOE+Pw3XrJdFtl1CDfLFbbebvybnmAO8sm0+VsvZ4EY7LmD3frrjcXpzuG7NrdDWCG7czVoebhTszULYewL1vzyZYq6Vs1SQAxEERxI/6jvhR3xHUvDcAZasmIUikRD/+CbbM/Rj3LMVjt1C6bByq2u0I6z4S/da52HKP4bGZ2PnNmzRs0IC9e/cyfPjwW3ptRruTbemXTz+1ZR8ib/pIsr7oR9604Vgz9uEoSvc9NrYPY14dzRN3Jfnbe90ucqc+TdbYPjh1PuVbc+pWcqcMI3fyEHYsn0eZxcEHy45d87gzSs1sS6taUBkgQIB/BoEgL0CAAAHwpYj9uCOLH3ZWnvZ4JewuD4Nm7CKn3HqDR3ZlKksLC1VJaZEUys/7cm/IOd5begSd5WIBiNufG5cWeBvqmF0TBpuT/d5qaBp3J8cbTvMWLfG6nQC4zToKvnuR0hXjcFsNeN1O7NlHUNVqgzy2NvK4elgz92EvOInXYUHVoAvq+p0RpApsGfuwpO/BZjby2WdjadiwIaNHj76l15ZVZrni6+h1OdG2fYTYoV8hkmvOBLEygls/hEgZjNnhvsDk3HRoNW5zuf9/j91C2R8TUNXrSHDbR5gz7j027T5EidF+XWOftCGNUtP19REgQIA7h0C6ZoAAf6LC4sDicFOot3EorwKz3U2QXELjBC0xwQpUcjFa5Z2XtvZPJ0dn4cu1156mBb5A7/m5+5k7/K7rqmHzer2Umhw43T5RBpPNiUomIUIjQyYRE66W4Xa76NixI/v27SM2Lh7VkG+ooXJwYPobFGedIqRVO/J6z6dtjTAOZhSSs/RLrBn7kEYkEtHnVaShcZgOrUa3+Xs85grCe72MpnF3AIoXf4Qt6yCIJKjrdiDsvtHYnLD2WBED70r62wo8VFgcOFwenG4PXkAqFiEWCWgVUqSSc/c0nU7nBXMnHjiF0hVfYj6y7rzeBKq9uQxHyWlKl4/HpS9CXa8TYT2eQxBLqNg2D+O+ZXjdTpQ1WhHR5xXyc7OpHtnA38N9993HypUrb90E3CI2nyzx73SX5WWQ/tvPxLTshScymagB7yHIFJT++im69TMIu/d5wIsgUwIgyFW4KwrxWPQAiKQ+wRGRTInbqkdhVSEIAo899hinT5/m4YcfZuLEibfsPae3Oq/YRlmjpf9vWUwtLKd2IA1PRBqeiH7bfAB/MrvX5US/YxFBTe/DuH8FAM7yXLwOK8rk5sjDYtGt/Zaxs3+BhE7XNfa0YhPFRvsdWz8bIECAqyMQ5AUIcIYKi4P0EjPj15xgW1rl6TqCAJ1qR/BKj7pUD1ehvcPUJP8q7C43DpcHiUhAIRXf8iCi3Ozg34sPX1bNrqqcKDKyLa2UB5vFX9PxJUY761OLmboxjdOVpFnGhygZ3qkG9zaIoF+/fqhUKtLSM5g/oi3r9p/C3KkvFvsv5OosrDlWTMdakQQd+5X5BUdoOWo8hxdPpHzVFKIf/xixJhxtmwHoNsy84Byaxt0I6TIU06HVGPf8iqZZT+SxdfhxVxY9G8X8rbzxnG43OrOTbeml/LQrm6P5BiwOX/qqIECNCDVd60YxpF01QpQytCopgiDQq++DuAQpOdlZ3BWv5WC34YR0GgzgMykPjgSgfPVURDIFUQ+/T9FP/0YeVxdlnXbot85F3bg78ri6lK+ajKpVd+SS+gDs2LGDhIQEFIprM/Q2212YHS7wgiAIBCkkKP6CWs/KsDpcrDrqq2F06vIpXvAfoms05qOP/8uHv5/wt5MnNsJRlI5YGQwIeB2+HW6v3YJYFYxIpQXA47Th9XrxOKyIlVrublKd+eu8PP744zidTl5//XV69+5Nz549b8n1qWRVn2dHaTbmYxsJanrpsRkP/oEsthaymNr+x8TqEACcpVm0TNCQA6TnFqFNuOZh+9mQWkyD2ODr7yhAgAC3PYEgL0AAoMhg48Nlx1hxuOCy7bxe2HyylM0nS3moeRxv96p/kWx6gKrhcHmosDg4nKfn5325GGxOlFIxHWtF0rNRDEEKyS3zYauwODiYc2kPwKvl6/VpdKgVcVV31C0OFxklZp77cR+5Ot+CWCRAu5rhtEgKpUFcMMEKKS63h9NlFqZtOc2TT49m596D6A6n0n/qdl+aWdzdOER/4LD7FuOrjhZS+PNyQhLrM+75/ow1pfP7zC/wul0oa7REEhp7UZCnqtMeAGlILIJMiSTIF/CcLDL9paqHf0ZndrA1rZS3fjlcqQKq1+sTx0kvyWTm1kwebBrH273ro5SKier4KCfmrcFjd/Fk22ocztODQoO94CSuigK0HQcC4ChKI6hFXxQJDRCrQ7BmHUTd8G7EQZGIlcFIgqMAeOiuWv4Uvd69exMTE8P48eO57777qnQtJpsTo93F2mNFbDxZwolCI3anB7VcTIO4YHo0iKZ9zQiCFVKUVxGI3Ggcbi8muwuXoYSi+e8gUgZDu6eQ2PWEnt5AvleLSBGEPfcostg6CGIJ8qTGWNJ2I09sjD0/leDW/ZDH1kGQqbAc24RLl4/XaaNmiw68MqwbCyeMQSaTIRb7rvNag+WqcP6ubkJCAmt2HcZ6+iBlK8bjthqQhsQRdt/zKBIbAeC2Gsj75hm8DisidSiymDrYco6QPX4AglSB2OuieVIIoWoZbcrX8vP66ShDInGceZ8ASIKjCGr5ALoNs9h+IBQAcVD4DbmeIsPFAkwBAgT4ZxII8gL848nTWXls2g7/wrqq/Hogn4PZFcwb3pbYEOVNGt2dic7sYNG+XKZsTKPCcmF61NrjxXzy+zEeaBrPv++vS+QtCKJXHr1+dcXzSSs2YXVUXYDF6nSxO7OcZ+bsxe3xIhYJDGlXjb5N4tiVWcaO9DJ+2pVNhdWJVCxQK1LDv++vx9ZTpaxLLcLm9Fy2jsht1WMMjmDo7N00kisBLxKnCbc4pNL2HruZ3ElD8LrsqOq0R6QM8vXj8V5S5OVG4vF4r2jNUWay886SI1f12i1NyWdrWimzn2rtVz50uDxUC1ehVUrRW52YDq1GJFejrtsBALE6FGdZNm5zBW6rAY/VhCCWoG7YBcPOnzHsXoK6VhteHtIfqcvCjz/+SMOGDXn55ZcZNGgQRUVF/mClMrxeL8VGO1+uOcmifbm4/xREl5jgdJmF3w8XIpeIGNmlJkPaVfvLUvLO7rbbslJwG0pwU0L+9JEMnQ5vffwF4z77FKfFiCy2NmHdfKIp4feNpnT5eIrmv4OyRkuCWj2ISKYgou+r6NZOw3RkHTF3D2HxB0+THK5mypQpfPjhh9hsNl5//XW6du16065HEAT69++PSqUiMzOTULWM6okJCA+8gSCWUvLLxxh2/uwP8gy7fsHr8n1niZTBhHQciCtjJ4+8+Qnpa39izYpfSc3IptcLn5D+s09p1KIrhr1LAcifNoKk15eibng3w58aTEjFKT4b+z+UNSr1Mr5qpKKA1EKAAAF8BIK8AP9oSox2npi+86oDvLOcLrPw5MxdLBjR7m9hin07oDM7+GD5UX49kH/JNk63l8X7czmYo+On4W39RsE3A6PNyc4rqOldC9nlFhLDqqann1Nu5dkzAV5yuIr/9W/C2uNFPD5t50WKjW6Pl34t4tl4soQZWzKrJPYhVmrxOqx4vbD1WA4IAl8O6cSLCw9X2l6QKYl9aiKWkzuo2PQd1vQ9qOq0A7ghKa1/Rm9xYHK4SS0wsDOjjFKTA7lERItqoTRLDCFUJSVCI/en8ZabHby5+BBrjxdf9bnKzA6enLGLWcNas26qGBvw065sXuxWiw+WHMR8fAuahl0RJL5duZDOQyldMY7cKcMQJFIkQeE4S3Mw7PyZoJYPII+vR+lvn/H7kkU8NXQwgwYNAuCxxx5j06ZNFBUVERcXV+lYnG4PacUmhszcTUkVBDPsLg8T151iWUo+c55uQ2Ko8qanNv95pys9I5OWicEsLjiFSKFBrAknvNdLyGPr8OW4Z3AYfMGzPecIpb9PIOaJ/2JJ3YqrPBevw0JQ8/sRyXyfZ0dRBh6HFcHjpGWwiRi1b0kycuRIRo4ceVOv6ywSiYQ333yTw4cPk5mZSYRGzhtPdOOVhSl4HDYEiQxphE8p022uwHRoNfK4uthzj+IqzaLopzcBKL+vF2tW/ApAaeoeSlP3IEgVxAz6DEdpFmXLxwEwbvpcFpWoyVu1iEnz9xIXF0dQUDB5k4cgDo4grPtzSCOqUbr8CxxF6SiTmxPe62VEchWFP/0be84R/9gTRv+AWBNK1tg+/scmJ9Xg3b7pt2TuAgQI8PcmcMsnwD8Wg83J1+tPkV1+ffLy6SVmpm/JwGS7csH+Px2b082PO7MuG+CdT/qZ9MWym6gYZ3O6r/s9UBmnio1ValdqtDPqx/24PF7qxQQx/tFmvLPkMDO3ZlYqyd+pdgQhKhkztmTiLMvB47CAx+X7227GUXIaR1E69pwj5E4egtftQlG9Ofb8ExQtfI+KjbORhCaQqbPTI9ZB6dKxAOh3LMBelIbHbqZ89VQK575JxZYfAfB6PbhtJvKmjaBefBjx8fFMmTLluufIZHdxotDA6J/203Hsep6Zs5fpWzJZciCP+XtyeOPnQ9z75Wb6T93OkgN5lJsc2F1uVh0tvKYA7ywGm4uXv1lB7RAJeFwsXr8Lr9NBS88JvHYzmibnUixlUcnEDhlPRJ9XAVDV7+xX1RAkMtrV9QVwurISVq9ezZw5czh+/DiLFy8mPDyc6OjoS44js8TMgKnbqxTgXXBcqe+4yrwRbzRnd7o6dfKJgohFAu5TWzClrCSy3ztII5IoXT4Or9dLxMAvaPbGPCYvWoUgEhFasykAktA4NC36XNCv22ZCv3UurTv3YOxnn7Fi6S/88cfvN/16qkLH2hHYtn1PzleP4rYaUNb07bLpdy5C3fBuFNWaANDyg5Xszyqnx/iN7DCEII2qjiy2NklvLEPTtCcimRJZdA3kZ+rxIvq+zmpTAj883YaU7Ruw2+1MnTqV98Z8QP8Pf/ArdVZsnoPbVEb0E//Dln0Yw+4l/rEFtXrQb1EhUmv9j0c8+G/iR33Hb3+suYUzFSBAgL8zgSAvwD+WMqOd73dcm1z+n5m2JYNySyDIuxIGq5Opm67uLvOB7AoKb/Ji1n0TtO+rapl2NF9PeomJMLWMT/s35vm5+8koNVfaViwSeKVHHT4846eVP2MU1rTduE3l5M8YheXkDgpmvYDX5Qsa3KZy3KYygls/hCymFrbM/QCoG3Vl0vpTbP72PRxFvtfDpSugeNEHeD1uTCkr8Vj0CFLf7rRLX4wgEhPd/Wnmr9hArdp1eP31169neig3O/h2Uzr3T9jC1rSyy+5I5pRbeWVhCiN+3Eup0c6Y345e17kBto0dwvYNq/xz996MXzm55TcSajdEFVvT3858YhuFP7yObsNMQjoMRJncDGl4Itp2j+I6vpZ1k98hpE5r7uv/OBqNhrFjx9K8eXPy8vKYP3/+JVM1S4x2nvpuj18k5mopMdp54af9lJturq3F2Z2u+PhzQkI7Nm8gNC4ZRVJjVHU74CrPw1VRiFgTik4I4p3J88ELk8a8ysTHmzHq6Sdp2tq3E1w7Kogh7aox65mOxCck0L5hNRrV9QVBWq220jHcaiI1cn79dizJT49HEhRB+brpuC16zEc3oG37iL/d54804b2lR0nNLaP45w/w2MxE9nsHQRAQqbR4nL7vLY/DdxNJpNKSWmjktZ9T/N85PXv25Lnhz/DekPuQxdTC63biKExHFl0LeUwtpOEJPqXbM5gOrabwh1cw7FnCOQ1PKF/5NRWL3mHvto03f4ICBAhwWxBI1wzwj8TqdDNza+YN68/rhR93ZvHqvXWQS/4eKnh/R7anl13TonbyxjQ+G9AEjUJ6w8ayceNGRo4cSVZWFpLgSNRdh6Os0RLj/hXody3GY9WjadydsB6jsOelUrZyIk5dAdLQOMJ7vYxYFUzeN89c0Ke24yCCWval8PtXeG58Ke9FRvDOO+/w/PPPVzqGCouDKRt9QdYHDzTk05WpFF5GOKF7/Wg2nCj2y7xXe3P5RW3O2iCULvsCW+4xJFrfTpJIpiSoRR+M+5cjVoXgdHspKyrmrj4DKWw4kLLVU7Gm7UKsDEYWUweJNoqQjgPJnzEKsUKNSKakY4/e5Aph6DxK6tVvcNG5q0q52cG7vx65otDRn4nUyJm/Jwf7DTBlr/bmcmKCFXzSrxHPzNkLgDmxMc+0T+bBZnFsPFHCvN3Z0P5xQto/7j8uVCXl0VaJ9Hz+G9anFtOxdgSDpu/i38symPN0G44du7Khtd3pZva2TPIqrs9T8UB2BZtPlfBgs7hbqkhbUV5G9Zhw3Cop1jPWCB6LHkJjATAdWoM8uTmv/p5LYlgZzRJCaJoYwhbg1Xvr0LdnA8QiEYOffJJPP/2Ur778kj59+nDPPffcsmsAX7qszuLg+PFUCkrKsdodbNh5gJzT6dSqnsSUIe0YsFyKRyzDbSzDYzWQO+lJ//EDurQgaOg3lPzyMY7iTKL6/we8PtsEZfXmGHYswJy6FXvecURyNfK4ugAczNGzK7Oc3o1j/X0ZCk5jPbYRTdOeOIrTcZbn4XFYcemLEGS+tO+g5r2RhMZiy0qhYuNsFImNUNVpR9h9o5HH1aVe0Tr+9cIoHn6wD1FRUQQIEOCfTWAnL8A/EqPNyW8pVUsZrCpL9udVyWPpn4rB6mTh3pxrOnbV0aJr3vG4FDabjbfeeos9e/ai1WopWzUJW9YhytdMJahFb2IGj0MWVw/wpWm5LXpinvwcj9WAfvt8xEER/rSpsB6jAFAkNUYQiQntOoylqzdTr169y+54OVweDuZU0CIpBKvTzc6M8ku2BXi4ZTzzd1/9HDqKM7DnpRLUvPcFj5v15dRN8ClniuRK3Ge8yzSNu2FJ3Ur+jOeRRddE3fBuAKpbTvDSfY04vOUPWt7d66rHAWCxu5i7M+uqAzyA+xvFsORA3jWdtzIKDTakYhHq89Qqv9t+moe/2UFqoYHPHm7CgpFtmT6kJdMGt2T+iLZMGtiCQoONx77dydfr0zhZaKJ2tIbDeXrWHCu8SDilMiqsTuZsP31DruHLtScpvcm7eX8mMjISh83CopHtUAtnREjOWCLYco/jKs9F06QH4NuFXXaoAM+ZeQlRyRCLRBw/fpxPP/2Ul156iXnz5rF8+XJ++umnWzJ+h8tDgd7KlA1p9J64la53NWf96j8oLizgnnYteGPGH3Tr3oN+93WhXkIYH302jjp16xA7bCKxwyaiaeazTKg79BPcpjJspw/gtZspmvcWeVOHYc8/jiKxEdoOAylfPQVr2i7C+76GSHZOoGvS+lP+NPS0tDQefbAXbdq1J+zuYWg7DMRVUUjOV4/hcdqRBEUAoK7fCXlMLYLOpL46y3zfBUHN7qdjm5aMfOZpHA4HaWlpt2QeAwQI8PcmsJMX4B+Jw+XBYLtYcv1yxGkV1IzSIBWLMFidpBYaL5BtLzHZcbn/PvLyfzecbs9FSppVxe3x3vCUyvN9t+5q05qlS3/FfGwjEm002rsGACCLTAZAGp6IozgDSUgMgkSGSK5CEImRBPsWX9b0PUhC4/wKfDFNO9O8WWMiIyNp2LDhJcdgd3mwuzw82bYa0zZnXHHMISoZxcarr0/Ub5uPtt2jCNILfR1FSi1GoxF1pJgyuxWxSovHbqF87beo6nVE0/Q+iheNwbB7CQ17DaVzly7MHjYB/dafmD7uY974v+eolRR7ibNWToHeds2m8zFa5TWLJF2Kw3l6GsZr2Z15LsB2e7ysOlrEqqNFCAIEySUIgoDR5rxIeOZkkZGakRqOFxj5au0p7qkXTeQVRJhSC42Yb9BNi6wyCwar84rnvB5SU1MxGAw4nU5SU1O59957WbBgAXnH99HIcQxjfDIh0QmYHW6fOqlKi6p2WwDuqh7GsGZaMg/6gvrs7GwKCgr8O48KhQKVyrdTVVRUdNOu4Sw6i4P1x4t559fDfkP3ynbEFa36IxJg0N21GNY+maeBcnN78iqsOFyPEKtV0HfSNiTayo8HCOk4kJAzVhx/5niBkTKzA4uumG7duhEZGck3k79mf56Z/ywpIWbQWFyGYspXf4Oqvq8esnzddDSNu2PL9gkmSSOScBRloK04xUuPPMM3X01FJpNRq1atGzBTAQIEuN0JBHkB7mhcbg8VViduj9ef4iUXi3C6PDzSMoHlhwqwXkYSPjFMyZN3VaNN9TByyi2cLDbhcHkIVUl54Z5aKKRifj2Qx68H87A5PZgr8eq6VThcHgxWh28RKgBeUMtvndfclRCJBBTSa08eEN2kdLRjx46x+refiWzWE31+Bl63k7xpw/F6PIS0fwxNk3tR1WmH8eAf5E54ApFCg/a89D2XsQxr5n5COg/xP9aSDJKjH8DhcPD5559f8txujxeRAIlhKlILLy/UEhUkr7IH1p8FWRwlp7Gc3A5nNBnKV36NRBuNonpztm3eQKOkzpw8vR9l9RYgiMDrRRBLEEnlIIDbrGNYPYH3ZixFEKsRJFIQBIyuq3tNjDYnn61KvSaFTkEAz02onUwrNlEjQn1BkHc+Xi+XvSFkd3mQSXzv6wK9jWKj7bIBl8fjZevJkusb9J84lFtBzSjNDe3zfOrXr3/B32vWrGHEiBH069eP+Ph4liz8iTqNmrPrVD6PTNxOx/sfYfiAZnSuHUGwUsrLz49gzpw5AAwdOpShQ4fy3Xff8fbbb/Ptt98yadIkevbsyVNPPXXTrgF8yr7jV5/gh13ZVWrv8fo8L/ecLmfSwBbUjg6idrTPTmT+7qr1cTlSciowH1lHdnY22dnZNG3kS4F++9OJfPremyCRo2nc3Z+C7SzNpnCuz9ohuHU/VLXb0ibUTuq8WfToNIOoqChmz559x6Vq2pxuDFYnTrcHj9f3WyITC4Sr5Ve0WrleTDYnjjM3b2Vi4YaWDAQIcLMRvDfhR/Nm06pVK+/evXv/6mEE+BtjsjsxWF0s3pfLskP5pJeY/WlUggDJ4Wo614mkb5NYdmeWM3H9Kf9dXfAJXDzXpSZ3VQ/j283pbE+vXBhCI5fQr3k8/ZrHM3ZlKmMeaEj92OBbdZm4PV7KzXYySszM35PDodwKcsqteLxewtQyGsVrub9RDJ3rRP71JsouD58sO8Snox/DUZiGOCiChFGzMB/bhG7z97hN5UjD4gnv9TLymFoX1MGpIxP4df6PdO/S/oaOKS0tjc6dO9OkSROe/uAbnnpqGJYT24h+9EOMB//AcmIbiS8voGj+23jsVsLvf5HylZMQB4UT/dhHAOh3LKRi61wSRn2HWBOKWibmt+daYa8oZsyYMSxevJiSkhLCwsIuPn9BOR169seQtheHV0xwm36INeHoNszEY7cgi0wmvPe/kEUkkaTx4tz0Lbu2bECQSIno8xqCSETRvLcv6DO8978oW/HlBY+F3TcaeWxd3CafQIS2/RME39Ufr9OGcttUTh8/iDimLhF9X0Os0mLYtwzDzkV4bCZk0bV49X9fU5qfzcyPX8Nt1SMJikTbcSBPDxnMRw81Qi6t2vuqUG+lw9gNVUpp/DMysYiZw1oxeObuqzrO63ZROPeNC95zpSu+xHxk3blGgkC1N5bhKDlN6fLxuPRFqOt1IqzHc9jzjlU6x66KQvTb5l3wePyoWXw0qCtPdah+yfEYbU6e+3Ef29JunG3HkHbV+PDBRjesvzsRq8PNT7uz+Wj5lWsmK6Nv0zg+erAhIWcM76duTGPsyhPXNaa3e9VjROeaFz3udLvRmZ0cytUzYd0pDufpL3heLRPzeJskhrSrRrBSSqhKdlEfdwI6swO91cmcHadZuCfngt3vWK2CkZ1r0rNRNEEK6Q29mWk9E1RuOVnC0pR8KiwmwjALAAAgAElEQVROBAFCVTIeaZVAm+QwtEpplb/3AgS4mQiCsM/r9VZqtPn3uMUfIMANpNRoZ/qWDKZvybhox8DrdlEw9w1OF6axJSiCOaNmUc98GOOvUyksLEQcGkfcA/9i+muP8/Oa7fxnyKs4r7DgK+z9L2aYSyjc+CMLnzv3eFZWFklJSTftOvUWBym5el7/OYUiw8UpfMVGO+tTi1mfWoxcIuL5rjUZ1PavM1GWSUQMbl+diXXaI0jluCp8qVler4fQu59GGhJL8S8fo1s/g5iBn15QB2db/l++Hj+W7l2W3rDx5OTk+NOkvv76a2xeDw1bd2DPyW0IEimCWAIiMYJIDIgQRGLfzpZYjNus8/djOrwGZc3WiDWhADzXRELGsRRqVE9GoVAgEomQyyuf863r11B8aBMPjH6fdZu2UbFpDjGDxxE14D08DivFP3+Acf8Kwu8dxYklX+PMPkjUw+/hddp98uxRNYgf9R0AxgMr/KbNl0ofI7rGhc/JlDw3dhb7snQXBB3BLfsS3LIvggD/d08tYoIVvH3USsLoORd0l15qxuJ0X3ax43R7cLg8SMUCRrsLiUi46iDP63aR9f0b3D02HdThJIyahcdupnT5eGzZh5DH1iaiz+sXeYYBqBt1Q1WnPW5LBW5DCdlfPoKiWlPiRsxAEEvQL3gDu8VI9rj+IIiQRdcg6uH3Kfrp38jj6qJu0LXSORbVboemyX2807s+b780ElNZIeKgSPae1jGwTdIl58Tj5Yandd8Kg/rbnSKDjU//OH7Nxy9LyeexVgl0rO2rYdXcgKAi6BK7QlKxmKhgMd0bKGhRLQSLw43N6cHp9qCQilHJxGiVUhR3cJBRqLfyr4Up7LiEh2mB3saYZUf55PdjDGufzKiuNQlTX99vm8fjpdBgY8qGNH7en3vBjd+zbDpZgkYu4Yk2iTzbsQbR2pvn4RogwPUSCPIC3FHk6iw8OWMXp8su4XsmCKj+FGTsPV1KSKdhfDfwbp4b+gRBB+exYE8H5nz2HwSZomoLPkUQSQ178PnDTZg85mVyc3JITEy8addZZrLz0fJj/HqwauIxdpeHL9ee4reUfGY/dWtMlCsjXKOk++PD+ePr0/7515wR9QBf7ZvHZvL/7SjOIDgyDplGdc3y6ia78wLRFgHf4mrdunNpUnXq1AEgp8xIm5OHKVw0BpFcTUSvlxEkMkK7DqN89RQKfngNiTaKsO4+o2Zb9mFcugJC73kWgOGdapBEFk8Ne5aSkhISExOZPXs2arW60rHVr1cHsUSKMiQKsSYUQSJHGpGESKbEba5AEEsQRGLypo3EpcsjWBuK12HDbdZRvPA9fz8hXYZiTduFLLomRQvexWMzEdTsfkI6D8ZtM1H4/Su4DMWIlcFo2z1GUItzAizTX3+S1JS9RD32McrkZv7Hk8JUfPxQI3ZmlPH2kiNUhsXh8gtqnI/Z7sJoc7L6aBF7TpdjtLtQycTUigpi3vC27MosY+6u7KrX15353NZIiuRQ6ikADLuXYM85QvQT/6N02RfoNs0movcr/s+nozidksUfoajWBGWtu6jY9B2CVEHo3U9Tvmoymkb3IMjVmMqL0VZrgKrbaAq+ewl5fAMUCQ0Qq0OwZh1E06THudrLtF0oqjU9p1gqV1EjKoiKzMOEdBiIIAhYne7L1o/KJCKsOUfIn/0/XOV5SMLiiXvqawBKfvscy/FNhPX8P4Ka3oc1fS9lqyfjNpSg7fAEIR0H+dvZMvfh9bhR1mxDROevqzaP/1DMdhcT1p7CeY3BtS37EGWrJtNlXDHVqiUxdfJk6tZpXWUlXnlsbYwpq9BvnYvHZkae0ICIB9+kVpSa559/3i84M2TIECZOnHjBucPUcsIq//q4Y8mrsPLoNzuqpD7rdHuZviWTtGIT4x5tes2BntPt4VSxiYHTd16xdtxkdzF9Sya/peQzb3hbksPVNz1tNECAayEQ5AW4YyjU+34YLmcQLIjEaNs+jLPkwiDDBXy+z07Lpo3ILihh1dFCHEVpBLXoW+UFH3IVby05Sva2bYwZM+amBVHlZjuvLUphw4mrr+tJLzEzYMp2loxuT0Ko6iaM7vKEqmWMf7QZ66aK+POrZMs6hO30AUK7DQfw18GdGvcYoaGhvPvuu1U+j83pRm91si2tlN9S8jmSp6fU5EAQID5ESZMELU906E2RwUq4Wo74vB/oA6sW8uK8A+w6r0ZLkdSYuGenXnQeRVJjqr25HLFI4N896/FIqwRCVPV5MDf3imN0Op288NwI3C4nCz4ZDYCm2f3kfHnOh0uQyJGEJyB3OXDp8jDodRgWvY8kNA6ROpSYQZ9Rse0nKnYsBIcVQapAWbM1CCL0Oxag37GAyIffJ7TrMCShcejWTUO3cRbSyGqUr/0WZ2kOgvdcAKz//QsqDm/kzU/G8+hjw3hlziZ2zf4Qe34q8rh6/nRO/fYFGHb/QpbdzI66q+nTs4d/3vMrrExYe4rfjxRUsqgu5Ov1p+hUK4KPH2rEgewKJqw7dcW5Ovu5lR2YjlTss5xwFKYhCUtAHlMLWUxNbKd9XmJnP5/6nYsQZCpUdTsgiCQIEjkIIiTBvnolQa5Gv30BAGajHsP3//K9LmXZuM0VuM06LMc2YUxqQlDT+zDsXoKzNBtnaTYVW+cS0nEQzRJDmDX7O/B6qdi5iIotP6D6cTcS0aVrT+1mI2snvIo0sTkRfV7DnuMT0XCUZmM9teOCtiKFhpAOT1D2x4ULf4k2iqhHP8JRnEn5yonoD22AXo2vOI//VIw2F8sPX7uastflRNv2EWQxtdHsn8mIESP4cso0ytdMJaTrUyhrtMRR7LPkOT8DoeTnD9Bvn0/UgHfRrZ+JPK4uQS37UrL4Q0SnNmLMrcbUqVN599138Xq9fPzxxzz11FM0b978Rl36bUeJ0cbgGbuu2l5kw4kS/vt7Kv/pXd+fUns1ZJdZeGTq9qsSRCoy2BkwdTu/vdCRxLBb/3saIMCVCFgoBLgj0JkdvLn48GUDvCtRkXaQ7Zs3YE7ymfaK1aHnFnxWAx6ryd/WnpeKszQbTdN7L+ijPGUNbo+XBx+tXFHterHYXczdlX1NAd5ZSkx2Rv6wzy/ffauJD1HSuU4kkvMCK3v+CYp/+QhN4+4Et+wLgG7ttyTGx7F63QZiYmIYPXp0lfovM9mZtzubrp9v5JWFKWw8UeKXmPd6IVdn5ffDhQyeuZteE7aw+WQJFZZzEvTRwQqmPtmCLx9rSlQVFAtbJ4ey6uVODGqbdFWLC0EQ/AbT2tAwglo/hCllFQAxQycQ8dBbIJVjy9yPpkFX/3FiqRy3qRyPuYKCWS9gObYJWVQNkCrxOm0okhr7Ar0ziKRyVHXa+3YIlVqkYQkUL/4IaXgiQdFJtGrrq3N8tpkGy8mdgC817UCODsm+eXgMxT6lP30hFZt86ZqS0Dg0Z2Tcz6aMmewutqWVct9Xm1makn/JXROvFzafKmXY7D2IRQIfXUUtWXa5xV97I1KH4jIU4bFbcJXn+XeAAbwuB5ZjG1E36IJIqkAQS5Boo/E6LBQvGoOyZmvkcfVw5vvS9zxWA4JUgSQ0BmvGPnKnDOXPRbi2nCMI0gtTs57tWJ3lP89Doo0Cj0+c5a7kML8QS2WsWLECq8lIaNdhyCKr+eXw9Vvnomly4feJPL4e6kbdLuojtMtQ5LG1UdXyvc7B8sAuwuXQWRzXvIsHoKzREk3j7sgiqxFbswF2u53flywiPDYR7V0DkEUm+zMSpOGJCBLZBUq8Zx8XKTRIz3gJ3t04mfq1qhMcHEx0dDQJCQkIgkBQUND1X/BtitvjZcWhAjJKzdd0/M/7cim5BvXhEqOdIbN2X5Pirc7iZPj3eyn9i35PAwS4HDc9yBMEoacgCCcEQUgTBOHfl2n3sCAIXkEQKi0eDBDgchzIqWDTdSjW2fNPULT4I5rc8xDq5r5FV0jnoVgz95M7ZRiCWIokKNzf3nR4DSJlMKra7S7ox3R4LYrqLVBoI695LJejyGjnq7VX3vm4EkfzDSxPycflvn5T6avl5MkTeOwWQpVixnTSUo0Sihe+hzy2LtoOjxMhsvDBAw1pGK8lSCknPCQYqVRaJXn1QoONYbP38MGyY5dVTT1LqcnBU9/tYcxvRy8IesPUch5oEseKFzuycGQ7RnSuQctqodSIUFMrSkO3+lG827s+m17vyrTBragVFYRKdnWJERKJxG/jIBGLEEvl4PW9HsUL3qFiy48I+HbzFEmNkEb7BBqSa9QEsQR5taaIlBoEsQRHXiqaRt0QJDKcpdnIIi+sBbWk7SZ7XH8sqVuQhMXjtZtRVGtKpFaN0MK3czhu8nTkDbufmUc7Hy0/zo4tG+nTqyfa+NookltgzdwP+Py6FEmN/WN3uDzsz9Lx7Pd7q7yY9rpdvD64D8M61sQwewQA5mObyP3mGbK+6Ef+rBewF/r8vnKnPk3W2D7k711DaUEuFT//B22b/ggI5Ex4HJeuAPF5n0/Lye147GZ/0GRJ242zLBtBKif07qexpu9Bt34GHpcvLSuoRR+C73oYV1kuod2GI4uuBaJzr6fHacOWfdjv/QZwT70o9u7ajqUkB7dFj6ahz8i7ZfLFAjvnk5OTgyAImH7/gtxJgylf880lfQyvhG7T98hUGh56oO9VHfdP41TR5ZVrq4qjNJuNK37hySefJDc3FykuCqePIPebZzAdWg34MhA8dgu5E57AY7f4lXjP955UxdXm49dGER0VSd++fXnhhRd47rnnGD169D/a/qDcbOfbKljJXI7pWzKwXKXKdXqJ6ap3Ds8ntdBIcRWVjwMEuJXc1CBPEAQxMBm4H2gAPCEIQoNK2gUBLwK7buZ4AtyZlJnsfLGq6ipnF8nLF2dQvPA9GjVria3RQ7hNPlENWVQysUPGE9HnVQBU9TsDvgWf+fgW1A26+qTkz2DLOYKrPA9Nk3tZsCe70lql68FsdzFx3alrUiasjAnr0yi33FoTZfBJsC9btozCgnye6tMJ97bZeOxmbFkHyZv6NMVzX2Nw22qM/+JzPB437dq1w2q1XtaKAKDYaGPQ9J0XKdFVhkYuoUudSEbfXYv/9mtEm+rhbDlVitF2rhZDLBYRGaSgTfUw/t2zHjOHtmLByHbMH96WiY8355lONagWriZUfe3KdoMHDyY+Pp7ysjKsKX+gbtQdRY2WeFxOXGW5eF0OQjoPxqnLx20oBSDj1AkSatQjoteLuC0GX0deN7bsg2ia9sS4fwWFP75xQZCiSGpC7LCJqOp2xHJ8CwD69dMpys/m8Or5gE+e/c9BhsVQTrrOxcf9Gl1glg5QL+bcjkOZ2c7w7/dWqkB7Sc7U2UkTGiCXiglXy/wiPLGDx+GxW9CtnwFA7OBxRD3+X+QJPs/Be9q2RKRQEfXoB0Q9/D5ibTSqep39XZsOrUYamYw8tjYAJYs/9E2T045uw0wAxAWHCQr1BYamI+vQb/cpZerWTcdReIrgVg+em4fUbXgdFtRnpOyDFVL+755aTJgyDUEiR924uz/IDLvCbm5YWBher5dnhj5JUOt+GPcvp2j+fyr1Mbwcug2zsBzbyMwf5lG3ZnKVj/snctY+53pw6vIpXvAf4uo147///R9hYWGUlZYybdo0NAn1KFs5CY/DSvnabxCrQ4keNBaxOpTyNd9c4D1ZffB/cZacZs63X7Ny5Urmzp3LZ599xvjx45k0aRLbt2+/AVd8e3K6zELBdWTjACw9mI/xKoK8CouDCTfgxunUjemYbNfmAxsgwM3iZtfktQHSvF5vBoAgCPOBB4E/axh/BHwGvHaTxxPgDsRkd3GswFDl9vkzRl3wtzyxER67mf07NsOOzYiDo3zS/ie2YdixCJEyiJAOA/2iFGcXfH9O1TQdWotIHYKyVhv2ZenQ25w3VNraaHOx4lDBDeuv3OwgrchEVNCtVQerqm1Lly5dOHasanLnFRYHHy47RnrJ5dN8EsOUjOxck9rRGraeKuVwrp6VRwrweCEySM7xAgO9G8cSG6IkQiPz11WKRMI11XlcCbVaTdeuXdm6dSsb9h6hx/jNuM4E8bqNszHsXYogElM49y3EmlA8Vj3aln15vE971uWXUyBT4rGbkSc0xGM1YM1KIXbYV9gL0ylfPRkAp64AvCAOjvT72+H1IhHAbNCDwZei6bEZcVt0F4xPrNSSUVCG3ekmXg1mlU/8RiTAwDZJbAbcbg9LDuRd9UL6/PpYc3Epj7VOZIq5chEesSaU4smD/c8tmTuTf43vwoS33wavF1XdDmjbPQqAS1+ELeswod1H+NtXe3M5us3fYzq4Eq/LQWTtpqxdtpieL36GccVE33k8vvGL5GpCOg5CWbMVht2LAd8ujKZxN7we3+7w/Y1jeG1RCprOwzCc3EVIu8cwHlgBQMQVUny7deuGSCQiPiyI1jWjWLMRxEHhlK+ZepGPoTy2Nq4zwb3Hajgj5hFLxbZ5GHYv4clXPuCu5o0xGAwEB98665Yrobc6cLi8ePEiFgSClVKk4ltbHeJ0OunYsSP79u0jIjoOxeBzNbVVFbhxludRunw8jtIsBK8XSUgMj/7fu7Ro0ZwTJ07gcrlYu3Qh9zSMY+mJyyjxnvGeDFYr+OKJNjyxQKC4uBjRmdpNpVKJWOxLe74VhvB/V5anXP/vm93lIbvcQnRw1X7XLA43OzKu387kjyOFvNO7fsBHL8Dfipsd5MUDOef9nwvcdX4DQRCaA4ler3e5IAiXDPIEQRgBjABuqix9gNuPY/lVD/CASuXlZWIRM4a2Ysiscx5cIe0fJ+Q80+uznF3w/ZmI3i/7/84qs+C8AXePz6fUZMdxg9Mr16UW07ZG+G2vDHayyMTyKwTAQ9sn06tRDGNXnmB/tu6i5zNLzezOLOfbzRlUC1fx336NaRgXfFOCu7OkpqZiMBhwOp3o87PoIk5l2fEyJGFxWDP2IQ1PwpaVgttQghtfOnLFnl+ZF6zFcXQ1XrsJQSwj+K4BVGyag8dqoOCH1xCrQ9E07oEpZSUuXT4VW37EYzMiCYqk2v0jyFk5jfjOj1BisGDctdg/nrP2IOebpVtPH+C9Wb/jSD9jlg78u0s0nmyf0MnxtEymZ5SAcO1m3Fanmx4NovlmUzoe78UiPOD73OZNfw6JNproRz/gnnua0333SV5dmHJBaq5EG021N5dddI7QzkMI7TyEXo1i+PDBRmgUEn4a8yxdf59EaJdheD1udGu/vWTApYitTe+acqYCy3efAEttvA4rHquB3ElP+s+TnJxM7mWEd2rWrMmUKVP48MMPsVptNOr5JOUJHfG6HBf4GMrj6mI5sY2y378CwLh/BZa0PSSMmoXp0BrAy4/j3+PH8e/x/vvvM2bMmGue/xuB0+1BZ3ZwNN/AtC0Z5OmsON0etEopPRvF8EjLBIIUUoKVt2YRLAgC/fv3R6VScSr9XArg1QjclK2ahCDxGY8bts/DWZrFZ8/cD0BKSgoDBgzghx++JzExkanTZtK2x928LfvX/7N33uFRlF0fvmf7Zkt6IYXeQwkQOtKRKiBSBBRRRECxF/S1gL6K5VMpUhQRlaoURQSlKSC9dwgQQiqkbpJNtpf5/liyEgkQIBH03fu6vAzTnmdmNps5c875/dg47z2vEm9Ij/H0blaN4HfeZ8Hs6Ywc1JeWLVvywgsvEB0dzaOPPsobb7yB2+1mxIgR9O17cyW7/xYcLjd5porpa8s3lb9CpdBSMdk3p1vEUoblgg8fd5LKDvLKenL0vsYXBEECTANG3+hAoijOA+aBxwy9gubn41/AvitUEG+VihbCrIwP6NH0ggo/5pG0ggrPOP7d5JvsfLQ+4ZrrBQHeH9SYbKONEfP3lqvcNSXPzMj5e7m/WRRv9G1AcCV5CzZo0MD7c7OmjVi4dDmrvpxGbl428pCqBPd6GsXlXrySh32AS/t/pcWkJXzeKYJXnn6C82s+RB4UTfjQt1GE1SR33TSKj64HwLh3FZpG3Qjt9zxD42MY3CKaUS/7cW79N4hOB/pWg9A2ubfMIEMRWo3ctZ+S9M2LNGwaT6vhzzGmexyLP5rE0sWLAHh6/ONoGnUjpO/zt3wdRNHzsmZU2+p8sXLDVSI8ANb00zgN6QTc8xD+ajnx1QMJ0ijY9EJH/rv2FJtOZV3li3kl1YP9mNI/lriYAG/g3im+MR9Pn8GHU6diLDYT2m4I8obdSl2Lqt1H8cjgnkhT9jLl6YkAXNz1E9ITu4l8fC5VRs8kMkBFbOE+Fn49n19++eWG5ztu3DjGjfPYcBhMNhbvSWH65nO4xdI+htrG3dFeLhEtQSmTsGTzfu6Njbhrfm/zTXZWHkpnzpZE8v8iP3+p0EpCZhEzfjtH57qh/HdgIyL91ZX+YkkmkzFp0iSOHz/O+aQkogPVpOdbvAI3RYf+vM7KqPooqtQpFeSJLge21BMEdnkUfatBODLPIdotJJ884M0S3X///Sxbtoxz5855vTCXvvUY5lcfwelyI+DpWfVTSNGp4pn6xitXzXPBggUsWLCgUq/FPwEBkFTQH2LZTXy2TDfZv3c9XG5fkOfj7qKyg7x04EqzsGjgSh1jHdAI2Hq5LCoCWCMIQn9RFA9U8tx8/Atwu0UKb6MOvsT/yFmYzUNLYrC1fASXuZD8LV/htplRhFYnuO/zKEKqYkrY4ekREt34t3sQXbM+2HNTyV4xBZfJgEwbTECXx9DUa4/OfJHu97QhNSWZYcOGMWvWLOTy23uDbSiu+P65Qoujwnr87hRmu4sDKVdn5kp4tVd9zmeb+HL7zTf0/3g4g9xiG9OHxVVKoFdW6Wq//gP4fn8a/7fxjPfelPWwn2W08cLaFB6ePI+h8THsSMxl9eEMzmUXE9L3eUL6Po8gQM0QDZ3rhdG3cRX+OJfDyC/3Yq/Vleinul49oTLM0sOH/ReAmtH+zBjZnCCNgt6LFrJk0UIAfjqSwbPfHbml87+yP3b34WM0idBg+ukdqtRpjND+QVzF+V6T+eJjG5H4+RNQvx3fPNqSUK0SqVRCdKAf/ze4KcU2JzsSc9mZmEtSjgm3KBKkUdCqehBd6ocRoVcRfEUJbgkvPjORF5+ZSL7JjsFsx2Cye6+75KNnSDOY2X4ul1/za5ZZBdC2VQtmj2hOhP9Yvl3w5U1fgyCNkjEdatKvSSSf/Z7IumOXyszYaxRShsbH8Pg9NQjVqa6r4Pl3YjDZeeunEzfMpIuiR+a+/6ydLB/Xllqhmr/Nq1MiCEzoXIuXv1iDLSOB8GHvlgryysJlKQJEBIUaAEHph8qai1Yp4/jx47Rq1Qqr1crEiRO9AR54+jX1vpK9m8LpdDJ27FiWLV+JqK9CSL8XkAVFUbhjGcXHNuC2W/BvOxT/NkOu9ojs+xyCVE7exjmYTvyO6LBi7X8UCC/XuO9NeobU1T8iD4q6pXELdi6j6ODPiC4HzyX05ofly1Ao7o6XLz58VHaQtx+oIwhCDSADeBDwasuLolgIhJT8WxCErcBLvgDPR3ko6bnYf+AgEm0w0RMWYEk+Qt66T3FZjMgDIgnq+SSqGI9Eu8tiJOPzMYh2C1Vf/gm3tZi89bNwGrMR5CqsFgsFG2cT1O8lJGo9brMRe+Y5ig6tI7DTI+T9OgNt057I/MMxbPocVfU4JAo/gns+hVQTQO7aTyncvgRNvfZcWDOTqkE61q1bR6dOnWjTpg2PPvrobZ1vZTzUKaSSMtPt/yQu5BZfc12bmkFEBqh5/9drZ/puxPZzuXyzK5nxnWp55fsrk0CNgkfaVadHw3A+2pDA5tPZ1wzEYwL9aBodQGSAirEdajCkRbSnbMjuItNoRcAjZrD3Qh7Dv9xzWwIUCZeKkEklqP+iImq+BdnxEq7sj539ZH+iGrSgyFhI0cl9cHKftz/WbbdiPrODkPg+rHiqA/Uj9Eiv6PHSqz1lgEPjYxjQNBKT3YUoiihkEnTlfOAO1CjQqmSo5VL+u/YUG05mXjczGKxR8EqvevRoGH7LBswlaJQyaoZqeXdgIyb1qk+hxU5CZhFmuwt/tZx64Tq0Khn+arnXsuJuoNDsYPrmszcM8K7EYLLz4LzdrJnYgcgAdSXOrjQ9YyN4/sDKcgvcSNV6QEC0e1QXpU4LdapGolHKqFevHocPH2bu3LnMnDmTMWPGEBcXV8ln8O9l4cKFLFy4kEU//MJjz7xM3obZaBt1o3D39wT3fR55cAyuwmzgao9IU/U4tE16eBRxgeLDv5TL+qZk3DUrlxE+fCr525fc9Ljqum0p3LEETePu+EXVZ91Ps1i3bh33339/5VwoHz5ukkp9YhFF0SkIwkRgAyAFFoiieFIQhHeAA6IorqnM8X38uynpuTC7pZw+6zFIlmqDCOn/CoJUTs4P72Lcs9Ib5Bn3/oDo+jPrJ7qcaBp2xq9ee4oO/kzO0fWodQEoI+uhbdQNc+Je7BkJKEKq4jCkI9otqKs3QxYQQb7oxppyDF1cL2T6EESXE4lSg1TrkU/PvZDAiPuepn379oSHh7N58+ZbDvKuFBBA4wlmnUV5ZK+YjCMnBWVMLBEjPgDAbbeQ9+tMTz9XSAwh/V5EHhjpFRBw5KWhrhVPcO9nEB02Ds6cRNX/XECj0fDSSy/xyitXlxPd7RxJK7uMVRDg5Z71Gbvw9t8Zzd6SyIC4KGqH3Xrf2c2gVkipFabl4yGeDFVyrok9SQayjFZUcilNY/xpEhWAXi0vJRBTkm1MNZh5cN6eCp2T3eXGYnexdetWxo0bR0pKCjExMYx+6R3AI/qRufhlbBmnCRv2LurqcVhTj5O3/jPc1mJ0cb0J6OgRT0n5sJ/3uLKgaKLGfk7wwfkc2rzau1wQBJ7/aiMrDqSjUKl5acluXry3HiHa0ub1f0Upl6K8xUBILpUQGaDmwwea8Ga/hmw5k832c7mczy7G4XIT4KegaRfFpxsAACAASURBVIw/PWMjqB2mJdBPUaGCIhqlDI1SRoS/inoRd4+QyrUwmG0s3J1y0/vlFtuZvSWRN/o2RK2ovKD1yp7X3PQLaEwZJG/6o9wCN8qqjTEn7kNdtTFkn6Pfwy+SkpLCyZMnqV+/Pmq1J0j18/MZYd8OBw8eJDQ0lHu7dSa6XhznNy0GQUAZ08jrP0iEJ4gL7PQIADJ9CAbw/k3XNb2XoqOetzLl7fs8ePAgISGhdO/SmTVJhzDuXnFT40rkKqS6UKRqPe3jGrB6Pfj7+1fAFfHho2Ko9NfSoij+Avzyl2VvXWPbzpU9Hx//Hkp6LnbvP+wN8hQhHlEet92KIFMgv/xvl6mA4mMb0cZ29foZyXTBBHTwJJZlQZEAdOvZmxNSKfbsJOwZp0GQoIyJ9RraOnJTvH9USpT/ig6tw/Cbp0wrpO/z1A3XIkSEc+rUKbKzs8nNzcVguPW+wZJgVqpQse+YJyMlSCRom/TwmmeXYNz3I9aUo4Q/+B75v3+JYcMcwh981ysgEP7ge2Qvf5Oi/T+hadydjt3uZcqzY5g5cyaTJk1iyJAh1KhR45bneicospbdU9G+VggHU/Ix3EQT/rVwizBj81neH9T4b1VP06nk6FRyqviraVsr5MY7XMZ9U14G5cdodWAwFvPaa6/RsmVLRo8ezZx3JyEfORdL0kFsmaWlyHPXfuox9K5/Dzmrp6Kq1hRVtSYAhAx4FWVkfYTLqoJvv/chU1uPINVgJmvZa8j8Q3mgWTTd64fRNCYArUqGVvn3XPuSzODI1tUY1Dwak82JKIrIJBL81fJ/vFBRRWBxuPhq+4Vb3n/VoXSe6VanwoK8IqsDu9ON5LKap1QilOp5bdCgAbPnzCGidmNeWbiN84vfuKHATXDPpzCs+5TCVW/Rq3dvXnjheZKTk5k4cSLp6emEh4fz8ccfU7du3Qo5h/9VIiIiMBgMOIoMhLtzOY+IszAbQZB4fGrlKgK7jsGvVkvvPvnbFiIoNahrt/IuK6n+LW/VS0REBPn5BkY01rEqLw1uclxBKkMT2wnjnpX8tP9H+vXrR9euZZTB+/Bxh6j82iMfPioZuVRALv3zoSt/69cY9/2IIFeirhUPQOGeFWhiu3iDtSuxZSdRsO1bBKUfbR95jXi3hPlFY3GbjVhTj1KwfTFhg95A16I/+VsWIFF5sjklvlia2M4ooxtg2DwPw8Y5zPryTY5EfcDDDz9MdHQ0SqWS6OjoWz6/kmD2wOEjKE6e9YytCUQfPwBzws5S21qTj6CMrIeySh3UtVtTsNUjrlEiIKCsUgdlZH0sFw4S2H4YMya9R2SAmq5duzJv3jxstopRN/s7CfDzPPjnb/sW454V6NsOI7Djw9zfLIoxg3tRmHzyhpkle04Khg2zsGclIdUGEfHINKSq0lm7f4JEdllZX9OpbeT/sRBXsQF5UBTBfZ5DGVEbe04yuWs/xVmYhab+PQT1GI8glWE8sIbC3d8jyFUEdX0cv7ptyV03DdOJ32j6oWccQRBwu93Ex8fzww8/Eh/tz/qFi9E17eXtdXKZC3EV5aCqOsT7IGZJOeIN8gzrP0Oi1uPf/kFqtOlD7ZgIqlczcCFtN86CS/h3GMHHG8/w5aj42/IivF3Ucinqu6hE8m7BaHGw8tC1VURvhNXhZtvZHIbGx9x442sgiiI5xTbOZRXz5R9JZBVZUcul3Nc0kt6NqmCyOfD7S3mx2y3SvnU8Hw/oxw+HMnC5xTJ7XgE6t2rCBx8cIlz/Zw9kbGwsSUm3Z9jtozRPPPEEixcvJjo6Gp1ej0QmR6YJxFGQSej9/6Hgj4Xk/ToDv4mLAY9HpOnUVsIGT0am+/Pl14CmkSz49ebH7de2sefZQCq7qXEduWkY96ykeqfBvP7oAMaOfpilS5cyYsSIG4zsw8ffw93Rue3Dx22glEtLlWfoWw0i4uGPkelCMPz2JS5zIaaTW/BvM+Sqfe2GDDIXvggIhD3wFl+sP0yo4TgNAgGJFBAQZJ4SOE1sFyJGfYq+9WAEhRp1zXis6adw5KYhyJQIUjn+Og1RAWqaNGnCvn37WLx4MYIgMGzYsNs/T5kUnfr672VclkKvUIAnoBVxWa8WEHCZjfRoGI5WJaO4uJj333+fli1bUq9evdue599Ns6qBuMyFFB9ZX2p5+vHdFKadKbUsd+2nKMJrEdxzIoW7v8eacgzR7SLnh3dBKiNi1Cf4tx1SZp+i0y2SUwniNxVJSda3dbv2lCSbRNFN7X7j6fP6VyjdNly7vsFfLcewcS4ShYqwwZMpPrYR08ktOAwZ5P8+H/82Q9DU70Duuk9x20wEdhtL3ecW8f2Ww+jCounQ0eNhuHjxYh5++CFaCkngduNXt513LhKlH4JMgSM3FUdeKgBuSxEAQT2fInzE+ygiapO3/jP61PFj6b4URrSu6hFYUWrQ1GvPgct+kz7uPoqsTqy3KRm/9Uw2duet9XS63CJJOSYGzNrJyPl72Xo2h9OXijiUWsDbP5/ino9+5+ejFzH+RSJfIhEI16t4q19DdkzqwgeDGtOncQQNq+ipH6GjS70wXu/TgG0vd2bWiObEBPndNSI3fzdWh4tso5VTFwvZm5THsfQCMgstFF+jeuJWUSgUfPfdd2zatIlWLVsy6IEHqNu8PYIgIMgUCBIpgtTzoqfEIzKo21jkQdG4bWYAHmuqo4rC85Ly/Pnz5Obm3tS4bVq3IqDhPaiqNyv/uJe/Y/vEVSM8yFOm+b/sc+jj7sOXyfPxj6ak50IiuqmrMnLk+Glk+hBPYCaRIpEpcRXlXeVllTH3MaLGf0XOD+/B5fLLrKWvAnDoiQnsXLIQm8UCEgnaJt1xO6wUbF+MNfUo8sBIQu9/Halah6Ugk/wtXyHazMRUr8n0BV+jUcpYuXIlU6dOJTg4mClTptC9+9VviW8FpUxKs6oBHE4tuw9Nqvb3CgV4/vgJVwkIiDYzco0/b/ZriFx00rtfPwoKCti5c+ffpnZXkVQN8vPYBDTs5M0iyaUCX0x7v1yZJaQynAWXCO7zLIrQ6ihCq19zrOPpBTSOurmeC4PJhs3pJq/YTnq+BRGRcL2K8MsKiSFlKD7eKiVZ30NHjnLqTCKfDGlKtfFtScu3cD6nmHPrauEwF/HJ0Kbc9+EF2vUfSVGDZuRqArCkHPG8CBDdqGu2wGnMxbh3FbaLZ1HXaEarOiHsPXmeoux0uj79FN27d6dDhw588MEHxLdqTf1+Y8ky//nQL0jlBNzzMPlbFlB8fDNI5d637ro4j9eYtlE3zAnbqSE38u7eArrWCcR0ejva2M4IMs/D1bc7k5nUu/5dJTjio2Kk54usTuxONwrZzd/bS4UWBs3ddU2fM4dLZNKq4yhkUvo0jkD5lzFKSqEfbFWVgc2ivOejkkv/FoGluxmz3UlukZ2vd15g+YE0TFeIK0klAj0ahPNU19pUDVTjXwE2HpcuXaJXr16YzWZ69OjB57NnUewQGTjsIseWvYZEG0xw72cAvB6Rho1zgDlU6/EI82d8yNvjhrJj+x8AdO/evVzekVeO2717dzbMmca4pUc5m5dG1rLXkF5nXP/2w4nt9zgDn3+J7xd+zbfzP6dXr163LbDmw0dF8r/9TebjH8+VPReZb48gsscYMn+Zhui0Iw+tTmCP8ciCoqgy2uN/VHTkF4qPrCdsyBRcxXk4L2cYSlj8wzpG3t+Hr+bNvbzETfb3bxI+fCrhQ9++anx9464MGjqcN/s1LFXS88Ybb/DGG29U2HmWBLMup4NnmvsxMTWLgrxsRKcNJBIceWnIAqqgqtGMooM/Y8tMxJK4F1W1pghSmVdAQBnTGNvFBEY+/iSBKikDB/bnyJEj/PTTT4iiiM1mKyUH/k+g2JCL7dRvhD4yyxvQ2c/vA6cLv4btvMuulVlyGT0m4/lbFuAszEZVrQkhfZ7zBhlXcjPGuXnFNg6nFjDz93McSy8sc5saIRomdK5F53qhhOlUN3Xe18MtevpSvtpxgVOXjIDHYDzr0C4Cu43l8W8P4FTqSTybwJwXohnwdhGitRipJgDwGEa7ii4LUVg92bdh8TGMG/8egkLN53NmER4aysyZM8nMzCQ56TyFh1/1jp/9/RtEPjEPVfWmVBk9HVvmeQyb5uBXrz32rCSsacdR12iO7cwfyOUKvj/rxOkW2Prrz4g2E9omPb3H+i0hmye71PIFeXcZFXE//BRSZLcgXGOyOflk49ly/T6+tfoE7WsFE6a/9nxVcqnv83WZYquDP87l8syywzjLkJd1uUXWn8xk/clMnuhYkwmdat12OXXDhg2vyoAFA3t/W0uB2c7xjEI+33aeNIMF/QsL0avkNIn258nOtYnQqwjRKen+x7bbHlcURX59KYKv29Zl6d5Uiq54kRE94U8vw0A/OaPaVmdk66qE6bsy+9P/u/mT9uHjb0Aoy6fpbic+Pl48cMDnsuCjNKIokpxn5sF5u8ky3lxvmV4tY+njbagXoUUuLf3HPrfYRr7JzoGUfA4kG7A53YTqlLSrFUxspD9alazSfZH+mumZOn0u/3luQqllUeO/QqLW/6muGRxDyH1Xq2u27tiVH79bhLWo4CqRlS1bttC5c+dKPZeK5qWXXiLPZGeLf09SPuyHrvUQig+tQXA5QK3HbSogoMtjFGy5wnBYIgVBgrZRNywXDuEyZiNR69HFD6Bw+yL8GnbGlnoMt9WEMrohIQMmIVVpaZSxll3rviciIoL58+fTrl27q+ZjdbjIKLDw1JJDJGQWlescqvirmD2yOXXCtOWW/C8Ll8vNxUIr7Xrdz6UzR7wPJraLZ8j6/g009e/xvpk2nd5O7rpPQPSULfXsP4j02IdJWDwZy7m9SFQa3NZiwkd+RL2m8bzWoyZ92sSijKiFNeVYqXHnzp1LakYmM6Z9gtlUjFQfRuigNzDuXYX5dOmHL22L+7Cnn8KefQFET+avxH9O8+ubnDpxHAS8vpNV4jqx+flOhOkrLgi+E1jsLoptDtyiRxhHKgjIpAL+KnkpO4i7neTk5FLfG6oazVHXaI5x3w+4rcWecuh+LyIPiPD2cpYQ8dDHKKPql/I0S0pKummxp0yjlY4fbinTT7AsZo9sTt/GVW5qjP9FbA4XOxJzGfNt+Z+vJnSqyfhOtSoko3c98s12HCUWMAL4yaWV1h9tc7ooNDs4kJLP6sMZFFgcCHhsVobGx9AoUk+gpmKVdX34uFUEQTgoimJ8met8QZ6PfxOiKJJTZOPjjWdYfqB8ogDdGoTx7sBGhF02V74eLrcbl9tTDngnSxtdbpEso5VXVh5jR+KNew/AE0jMGdmc2rcZSPxdiKJIocWBw+VGBGQSAX+1HKmk9D0aOHAgP/30U+mdJTJwX11OFjb0bRDBbrhIwdavUEU1xJ6TjNthQxAE5MEx2DPPIcgUKKNj0bW4j5xV7xDY9XHkYTXI/u51li9fzurVq9m9ezfnzp1DesVLAavDxcGUfB79en+5H0Cv5L37G9G/aeQt3R+Xy825nGL6v7uc9A1fYs9MJPzB9xBdDrKWvoYiog7BfZ5BkMiRagNx5KUhuhw48jLIWz+TNmOnMvOlUYx4byFFViemhB2Yz+0hetw8Fj3elgmTp3Ny2VSqjJ5JjxoKulRVehU2s7Oz+fLbJUzfdJbOtfS8MeEhqrfrh73VKJxFHqN6S+JeDJvm0v7Zz3ju4QHsWL2Q79f+RuaRLVSbtJYwnZLn2gbz/Oc/e30nEUVin/mSDc91/McGeXnFNtLzLczfnsThtALS8z1l0wqphHoROu5tGM4DLaLRq2R3tahPCSVB3uat2/niQD67U4ownf4DeWAkEqUfWcsn41e3DSF9XyB33TREh43Aro8DINX4I0jlFB3diCMrkaLDv3DhwgWqV69+U3M4kpbPwNm7yr19/6aRfDK0qe+h/AZkGa10+XjrTXtfbniuI/UidJU0qzuLxe7C7nSDAEqZxJfx9XHXcb0gz1eu6eNfhSAIhOlVvN63IU92rs03Oy/w68nMqzJ7wRoFXeqH8UTHmoTqlASW8y2kVCLhbnhOkEoEIgPUzBzejKScYmb+fo4d53LLNG+uFarhyc616Vg3hNAKLAmsLHKLbeQU2Vhz9CL7LxjIKLAgihCqUxIXE8B9TSOpHuJHsMbjlzZt2jSmTJlCvtlO1/at0Ta5F01sF6LTNnH00AGcZiO6lgMp2r+anB/eQ3Q6kGqDCenzPPbsCzgKLhHcbSx566Zjz05C06gbjrw0JCot8kDP23+J0g9HViIA9913HwUFBSxdupSkpCTq1Knjnfu5rCIeWbCvzDKn8vD6jycIUMvp0TDipsUeMo02hn6+m3Ozx3qXXZw/AWVMI9w2E9aUI2TMfcxrMG46sxPj7hVI1DoC2o/gorYOH288g23LXDKTL6AIq07YoNd5uVdDtp/LJXHnzyjCa6EIr0lc2zr0ah2DyeqiXqOmpPyylhbNm3P+6Wf49cQRAFrENebRwbUZ/9AQks+dRqv3p2qNWjw5vD9f70xmz94M8k/tBcCwaS7PfvApW1ILsGUkUHR0PW5zIfKQGII0SiQC5OXlUaNGDYqKinA4HMhkd/efL7PNycVCC08tOcyZrKszunaXm+MZhRzPKGTa5rOM6VCDJzrWIrScRs53mqGDBhAQHIo9bgT6Fvd5l0u1QYjOP8soLUn7saadQF2jGcG9ngY8nmaRmRp2H/7lquOWB4fz5n6/HC53pdmK/JvYlZh70wEewBd/nOe/Axr9K3sZ1QpppXo5+vBRmfz7fiN9+AD81XL81XJe7dOAJ7vWxukSsV1WcVPIpMilAjqlDLXin/0rEKRREKQJ4rMHm2FxuCmyOrhYYMEtQrBWQYhWiUIqIeQf8OBYZHWQlGPipRVHOZddfNX6TKOV4xmFLNqTQoRexTsDYmlZI6hUqVe20cqLK47yx9kcClO2odPp0D+9FEf+JVTRDZHqQslbNw2kUjQNOyELiKDoyK/krf0UiUpLxMMfIw+KoujwLxg2zsWcsANFeC00sV2oWnCEHVvg5MmTnDp1CqCU/2FOkZUnFh285QCvhJdWHGPTCwFEB5bfYNlgsvPC8iMYrU5v6WMJotNO7tpPsFw4hCCVo2vWG6cxF2vyEZBIUFapi7appwdu16lUwqvVIfPSRVzGHIY1CkApk/Dxp9Nx5KYiyFWYz+4mZkgTHvxiD2fPJJC5dCn+zXox5tsDSEQnIIIgYZsxhJ2LDuGs2RGlwUhRbjryZgP5z4/HsaYcw7BpLsqqTbClHkMdVZ/O9UJ5f8ZcCnd95zG8EgRU1eIY1DyKAI2CN96b8o+x+Ci2Oth6NofnvjtSrs+DW4Qvt19g06ksljzemqibuPd/N3q9nsWLFxMbG8tTTz/DgV8+RfXkQgSJlOITv+M0pBPY5TEA/Oq1R9esD478i+St/RRFeG30LQcgkwj0blSF3dcZZ+vWrYwbN46UlBRiYmKYNWsWYWFhPPjgg5w9exZNo26E9H0e8FjkGPeuQnQ6UFSpQ2j/SUi1gaTPfQyXMZvPga8fV2K1WgF4++23mT17NjqdjpkzZ9K3b99Kvmp3P7nFNmZvPX9L+649eolXetb/VwZ5Pnz8k7kLchI+fFQeKrmUMJ2KyAA1NUK01AjREhWgJkyn+scHeFfi76cgwl9FnXAdneqF0aV+GE2iA4gMUP8jAjyDyc5nvycyYPbOMgO8v5Jp9ARUr6w8Sk7Rnw/+oTol04fF8dnwZhiKHajkEjQKKfLAKvjVbXfZP7Aljrw0z7ibP0eqCSR85IdINYEYNn2O22bGsPkL/Op3IGzYf7HnpGDc9yPTJo2nTZs2tGrVim+++QbA639od7pZtCeFS4XW274WFoeLKWtOXiX9fj1OXzKy94KhzHWWpAOYz+wksMsY1LVaUbDtWwyb5uAqziN8+PtYU49j3PcjAIbf5nFk326+WLScT2Z/SZFbzuRFm6+yVQhVuEk8n0j292+gjGqIvuNojmQU0ebJj2nUqgMgUrB9MRK/QBRN++Gwe+6RX2w3AEyntiLzD0cZ5RFOev3Zcfx05CJFJ7aiiG5IldHTUUY1wHR8M/c3i8KQm8v8+fN5+OGHb+PK/j04XC72XDAwcWnZwhXXIznPzLB5e8g23v7nqLIICgpi5MiRxMXF8dCI4dhNhUQqbJjP7SHv1xkE3PMwfpfVa/1qt0IZWQ9tbBckfv448lKRCDBnZHOCddevnrBarbz22mscPHiQgIAAnnjiCdRqNS+88ALBwSFef0wAZWQ9wodPJbj3M9jSTlB88nfvusCuj7Pv2FnOn/cEMNu2bWPKlCnMnj2b/v3789BDD1FcfOPvnH87LrdIYjm+e8vC7nJXiNqqDx8+KhZfkOfDh487Sr7JztRfTjPvj5s3GN50KpsnFh0gt/jPQC9Io6CGrID4KBUuh5MxjRUUn9yC+cwu7DnJl0Vpql7eWoIgkSKRK0EqxWXKB0ECoogglXmWC1BL66RaiJYZM2awdetW+vTpQ/v27YmKivKcg9nON7uSK+BqePgtIZuicnpR5ZvtTN989prrZYGRIJEh1QUj1QYiyJQ4clNRhNdGGVEbeXA01pQjiKIb0+k/0MT1RhkVywVlLTbn6rwCKeqaLVBVi0O0W1ix+icyl72ORK0nqPsTuIrzMZ/bw4aD53CJEgRB8Fy7y7hNhUjUOqTaQACcRbm4HVaKDv4MwM4V81iw5SQOQwaugkzyVk7GnZ2In1KOVALvvDeVUaNGeYPqu5mcIjvPLjt8y/un51t4d91pCsx3pyfjxo0b+fbbbzl9+jSrVq0iODiYZ5uryFvzEZqGndA06obL7FGTzf9jIbbMREwJO3CbC9FXqcGSx1tTVWHGkONRtb2Wp1mvXr0YPXo0sbGxxMfHY7PZqF+/PuPGjUOlUpayMlFVbYIirCbysBqAgDykqnedac93DOrbncWLPYbWmzZtQqvVMmTIEEaMGEFBQQF79+6txCv2z+B2y1kdt9CD7MOHj8rFF+T58OHjjmF3utl0OouVB8snklMWh1MLmLH5XKnMV+NGsWz8dR3ZWZd4cWg32tWLIn/rAjIXvoAglRHS51kAAjuPBtHNpUUvITrtBHZ5DIlCRWC3sVhTjpL13esEVG3Alx9NRiY6eOCBB+jZsyeZmZneh0aA9HwzRkvFvckWRfgtoXymuha7i/3J+ddcLwuIQBXTkJyV72Dcs4KAe0Yi8w/DYcjAbbfgLMzCZSnCbSoElxPzmZ082iOOdVOfwGHIKGWrUGI9sWbD77iMOThykrn45Tgy5o7GmnyEzMUvc/rADqRSGXOnf0R8tUCsqccRXXYkmkDvnCQqHW5zIaLdY2S8/IuPsSb8gb9WhdtkwGUpRsSj9vfwrM3MX/AtVTo+iMF0dwY+JRRbHXzw6+lSvmK3wpqjF8m4LNByt6HVavnwww9p1qwZGRkZfPfdd6xfswq3047pxO9kzB1N3k8fAOAqzif7+zco2PAZPQYMZs/CD4ivHsT4sY/x5ptvAh5Ps1mzZl1zvFOnTrF48WIeeuihUsuDNApe613f++/MRS9x6asnkQVFoQjzlHA36f84v278jcEPDOLVV1/lyJEj5OTkoNVqAU/pKUDO5YDzfw2n08mjjz6Kv78/fbp0wJWfjii6Kdi+hPTZo0idNoTCPSsAyF03jZQP+3n/s2UkAJC3cQ6pnw6mQaQ/ycnJd/BsfPjw8Vf+PfVqPnz4+MeRW2zjrZ9O3PZxFu1JYUh8NE2iPQHJX1WDDSY7Mzvee1W2TVW1MZGPz+Wv6Fvch77FfbSqEcis4c29yo5paWlljr/7fNmlkrfDzsRchrSIuWHTf94NAh/T8d+wphwj5L6XsGUmkr9tIeHD/kv2qv+SNn0YgkKNMrgqEpUWEJD6+RPWZyI5P03F4VhMSP9XUNdpQ+7qD1D4eRT07NXbU63D2KvG0jXvS/7Wr7FnJjJ3cwJjejZnXNMejN63CBcCHUJs1KpVE2fgA3z05m5aT5zBkY3LsZzZyQ/T/8Nrb7nYve57QgdPpmDr1zjyL3HiXDK24gJeub+1d5zoqtU4fyHlrusBKrY5+eV4ZoUca9aWRD4a3OSuU8Jt166dtye1hO7du3tLmC12F0VWjyqu+5UuyKQCSpmUoCu81LZu3VqusRITE+nevTsdOnTggw8+KLVOLpUwvFVVWtUIYtrms2wZOAl7djLZP06FY2v48NPpdG/QnWCtkipBOqZPn86pU6cIDQ31lmcajR4PydDQ0Fu8Gv9sFi5cyMKFC9m6dSuvv/Emmdu+wFGzI4W7vye47/PIg2NwFWZ7t/er16GUUiqAIrw2armUnH0/35Fz8OHDx7XxZfJ8+PBxR7A73SzcnYzVUTFlPh+uT7hmiVuQRsELPeqyYnxbogPVNzyWXiXjo8FN+Pyh+BtK91scLo6lF9zSnK9HYnYxxeXoc0m6UR/NZasPQaZAkCnB7URQqIkY+SGhg15HovDDr8E9CDI5yphYkEixI0MikXj2EQT8Wz9A4/EzGDJ8JPKAcJSR9coc6uL8CVgS9+EqNrD7o0eY9MlX3Ns+novnT5F1/iRLXn6A8ylp/GyqjSq2G7vmvISYeZq3P57FKz+cJiWyK8roWLKWvYazKI/g3s8gC4qiyuiZVBk9E21cLwBkvV9jyd6Uu66k8Wh64W0L75Tw2+nsW1I6vNOoFVLC9CqiAv2ICfKjir+6VIBXXtLS0ujWrRuhoaHMnDmTzMxMzGYzCQkJOJ1OCgsLuZhynmZVA+kiT2TJI3HMfLgtKoWMwa1r0SlGzqxPPuDUqVPeALRhw4bce++9FBcXs2LFCpYuXUpAQACtW7e+/mT+pRw8eJDQ0FDuuece7unQnqyzRyg++TvKmEZoY7ugjKiNX70/vUAtSfu59O1zFPzxrafcAI9Saq9Obe/U08rGMAAAIABJREFUKfjw4eM63F2vQX348PE/Q4HZztK9qRV2vJ2JeZjtLgKuIUyoV8uJrxbIj0+2I81gYdm+VI6mF5BmsOAWRUJ1SppE+zMgLopmMQEE+MlRyG4sne1yix4fpQrG5nQjcuOA4UZBhSa2K5akg+Sum4YgkaKLH4AjJxnD5i8QZEq0jbujbdwdgOCeE8ld9ylZSycR17wF2c1HAlC0aRaGgkxSwmoQcv/rCJKyr8tflT0BtI27s/bp9lQN0lBkdfL9gVRO7E4huOdTtBjxMv83pCljvtmP0WpFovQjdOCrVx1DEV7TO7/gnhMBmPpLAjaHm0faV0d/F2S7XG43O86Vz7OyPNhdbiz/wCCvovjtt99ITU0lNTWVunXrArBlyxa6dOkCwOrVq1m9ejWiKLLmh5Vs3PgEMpmMe3v04K3/vIpEImHjxo189NFH6PV6PvnkE+Li4gCYMmUKTz75pFcptKR883+NiIgIDAYDly5d4vTp04iiiFCcg9MtkD5nNIJcRWDXMfjVanlNpVSNQkrTUH8W3emT8eHDx1X4zNB9+PBxR0jONdH5460VesxFY1pxT53ylV45XG4KLQ7cl4MkQRDQqWTlNru9UuJdFRCGsuPjuMyF5G/5CrfNjCK0OsF9n0ciV5Lx+ZhS+/p3GElA++EUHVlP4c5l3mW6pvfitpnIXfsp9rTjtGvTiuXfLSMiIuLq+TscdOjQgQMHDyJogomesMC7rzX1GMoqdQjp9zJSbSApH/Yrta+mcXdC+jxHwc5lFB38GdHlQF0znpB+L2DLOE3ehtlIinMRNcE8+Nxkxo8cxGs/HCclz1yua/NXBjaL4sNBjVHKpdidbgrMdmxONzKJwENf7eN8zq2rG/74ZDuaVQ288YaVjMnm5Kmlh9h6puL6u1Y/1Y64mL//3JxuN7bLGXaVXIJU4iv6+TeSlZVFx44dSUxMRK/XYzabady0GUdPnSF44H8o+GMhDkM6MRMXl9ov7bOH8KvTmoi+z7DsiTYc3LCS8ePG3ZKxvQ8fPm6P65mh+765ffjwUenkm+xkGa2k5JlIyikmI99M4m082F+JXCoQG6lnWMsYHC43RosDRzkya3KphBCtkjC9ijC9ilCdstwBHpSWeA8KDCRvwyzkQVGEPfAWYYMnY89JpujQOqS6EKImfEPUhG8I6jEB8PQCOgoyMWycg77V/ehbDsCwYRbOwmyM+37ElnaC4W9/RVbmJSZNmlTm+IIgMGjQIFq1+bOcqmTf8OHv4ywykL/tawDv+KEPvOkd32UtpnDHEtS1WxHY5THMCduxnN+P6HRQvesIFq39nTox4ayZNYWHv9p3ywEewOHUfIxWjzCOQiYhTK8i0l/FryczbyvAA5i49HApG407iYBwVx/vejjdbrKLrOxMzOXlFceYuPQwE5ce5pWVx9iTlEdOkRWXT0HxX4VCoeC7775j06ZNtGzZkiFDhtCn170EaZXUrhKIIJEiSD2ltn9VSg2MqsmqCe3QOwvJyfb07V1LKdWHDx93Bl+5pg8fPioFl1skr9jG3gsGvtpxgVMXjdgvPyTGRup5oPntyeFHBah5uG01WlUP4lhGIScyCpm//QLzt18gMkBNh9ohxFcLRKuSEeB38z1BN6JXr17en1u3iidl1Q/eXjWXqQBBKkMRUhVBIkWmDwHAcn4/ssBIVDGNKDq6AUQ3mkZdQRTJ37IAS/IR7JmJyIKiebB3J9zHWrB58+Yyx5fJZEyaNIn9h45w8ITHQqFkX2VEbRQRtTyG5+Adv3DPCgSFH3712iNIZEh1oUjVemT6MAAEpQZ1taYMaB6NTetPmrQKJvMFAm6zzywlz8yVhygw2ykwO/j8Fs2XrySjwEJSTjGhd8gPsiSjevDgQXTB4fg/Og9nUR7ZKybjyElBGRNLxIg/RUOKDq2jcO8q3JZCtI27E9RjwjXNvD+e/DI/Ll+GyWSq1CxJttHKyoPpfL0zmZziqwPmVYcyCNcrebxDTQY2iyRUd/0+VR//DC5dukSvXr0wm8306NGDGTNmoFAoSEhI4JfPnycyIpKmT79NolxGnsmjlCpFpNf9Q5g3730ig/R06zqQbdu2AR4BnsmTJzNlypQ7e2I+fPgAfEGeDx8+KoECs51j6YU8+91h8s1Xm3rbnG4UslsrJBAEeKRtdXo3imDWlkQ+XJ9AWVXnJbYMbWsGM6V/Q6ID/SpFjfHUqVP8/MNyqjTvDUDOmo8wJ+xAqgnwCJlcxlmUh+XCIQI6jgLAfdlLTCL/UwjGbSlEognEnnWe+sEyzpw5g8FwfeVOhVSCVuXJQEo0gdiyEnHbzDgNGbitf2bJRKcd86mtaBp2QiL3PKRrYjth3LMS474fUddqibpaU8BTXjl25mqKT25B17TX1YPeAiU+XAVmO3O2JtKxThjZFZSBW7QnhaYxATeVia0oSjKqfn5+nD7rCVoFiQRtkx4UH91QaltryjEMm+YS0PlR1DVbeDwI+dPM25GbRu7P/0fxyd8J7zCE5s1boFPJmTv3agXYikAURVIMZkZ+uZeMgutbNmQZbbz3y2kW701h8ZjWxARdo/nVxz+Ghg0bkpV1tVXL8uXLvT+bbE6P0fkLnUD0ZOKvfGlWXqVUHz58/P34gjwfPnxUKPkmOzN+O3ddc/A0gxkxP530uY/hMhmQaYMJ6PIYjpxkb48aQMh9L6Np2InsVf/FmnIEQSKje98B+HV8neFf7CRj0cvYMxOR6kKInrCgzLF2J+XRe8Z2nu5ah0faVb8lpb9rUSLxfk+HDjz+zv/x4qoTBHUdi65ZH3JWf0DB9sWEDXoDANOJ30AQ0DbqBoDEzyNB7nZYvEp1ErU//q3aIKQfpm7VCPR6/Q0NwCUSAY1Chlouxb/VIKxJB0ib8SAShRqpLti7neXsLtw2EwOGPUTLlnXJST3Pex+upG63oVgCapG26n1Mp7bSLC6OAe0bY8jJRJApkFepiz0nmdy1n+IszEJT/x6CeoxHkMrK7OkDgcwlr5S6LxIBJIKAKIpsPZPD/gv5FZoNOp5RSJHVcUeCvJKM6vHjx0lMSkIpk2DTBKKPH4A5YWepbU2ntiLzD8e/9QMAKEKrAx4zbwAkMkrMvPs2ieSJ/j1YtuibSpt7RoGFB+bsuqENx5Wk5JkZ/PkufnyyPZEBN1aq9fHPRqOU3XVWJT58+Cgfvp48Hz58VBiFZjszf79+gAeeTF6Av55WD03izS9+oGp4ELqTPzC4RTSNmsWzZucxPluzh15970MigLZxNyJGTaP/0JFs/GEp077bgEsEv7rtSmXLroVbhBm/nePtn09WmKH2XyXe6/o7qVJwApelEEGuQpBIPJYFlyk+vgl1rZZItR4hDVW1piBIMJ3YcjkAlKCuHkeV0EDWrF3HunXrqF69OsOGDbvmHBISEjAajbhdTibEqRCUfoQNfZuwwZOR+ofjV78jOqWMCZ1qUT1vH1Vr1yeqTiN2Jeay77KBekyIP0/18FzDSIWN8e2jMJqtyAIjkepCKPxjEYaNc5EoVIQNnkzxsY2YTm65Zk8fgnDVfakZqkUqEcgttvPpprOE+6u4eIPM0c2QkW8phw5p5SNB4IHmUddc7yzKRXQ5yJg3lvTPx1B8bKN33V/NvMd3rFmpD9e5xTYe+2b/TQV4JWQZbYxffJC8Mko7ffjw4cPH3YEvyPPhw0eF4HaLnLho5OudyTfctllMAHVqVOOlx4dy3OLPRbNAliSUlQfTOXn8GAO7d+Dt114gNkzJqgntGD50MKP7dEAWUAVBoUamC0WQSPFvMxiZNviG45Xw05GLLN6T7Ck/uk1KJN6PHTtG3bp1aVKvNg3cyWQteYWspa8iC4omoOPDAFhTj+PMv4S2SQ/v/vKACILufRLjvlUY968mqOdEtCERTIhT8UC/XgwfPpwWLVrw+uuvX3MODRo04Oeff+bixYs8O7gL8QFmspb9h9w1H6GMqM19o55k4ZhWJCSeZ/+u7RRV78T3+9PYe8HAWZsefduhbFnzPa89/TjB9Vvx3qvPcC4hAaepAGf+Rc9/BRexZyWijGqIKrohUk0AlpQjSOSqMnv6yrovLasH4a+WY7I5STWYyyyv/TcgCPBs97oE+pVt6SBR6XCZjQT3fBpllbrkrZ+F2+4JdkMGTCJs8GSchVlEpW4m3L9y+94uFlg4m3XrojfH0gvJLb67fAp9+PDhw8ef+HLwPnz4qBByTTaeWXb4uttIBHjp3nrUDtMyasE+zm/7AcNvXwIQ0vd5pNpAVFWbIDrt5Pw4lanvvcfXvcbzYudonr2vNVarBb+67ZCodbc8z+mbz9G7URXqhHuOYXW4MFodiKKnR0kiCMikAv5q+XWl40ePHs3o0aNLLRNFkSnvf8KI+XtIz/8zU6Wq2rhMDzldXC90lw2+9WoZS8a0oV6EljHDrt+Hd+V4JWQbrRxLL6RBi3Ys25fG2Htq0jTan0e+3ofRAtUm/XzV/oEdRxF4uUcQYOLKM/Rv2orJ73/CO29MQhQ996Vg+yIceam4TAW4LEbclmIEqeyaPX1XXat21ZFLJWzZsoWML8cz35hDSHgVaPcYLlM+eb9M924b0OkR/NsMwZp6nLz1n+G2FqOL6+0NmK+0g5AFRRM19nOi9ApefeE5Vq9aTlRUFAsWLKBly5bluoYVQUlG1eFwkJt+gU8H1GXUnA2IThtIJDjy0pAFVEFdPQ7z2Z0IMjmCVAYSKYJEiun0HyjCaiAo1EgkEtrWq4JeJSc1NZXMzEzAo1yo1WoJCQm57fkWWR3M+j3xto/z+bbzvDuwUamMo83hotDqwOkSsTpciJf7uJQyCSq5FL36znsa+vDhw8f/Ar4gz4cPHxXCoZT865Z+SQT4eEhTTl408tGigwBoYjujjG6AYfM8DBvnEPPc997t5aHVcOSlYXO6MbpkDHh7MRt++ZmCbd9gOb8fv7ptb2mebhHe++U0Hz7QhPR8M1/vTOZIWoE3KFNIJdSL0NGxbggPtqxKoEaO1eExpk7PN5OYXYzd5SZYo6RuuNbTs6KQoVJI0CrlVA3248cn2zNnayLf7EouV9bq3obhvDMgllCtEqn0+gUWuUU2THYn57KKuZBrQiIRqBuupWaIlglLDvJij3r8+GQ7zmYV8fR3h286a7bm6CWahTdi4ZrNPDFhIoaNcwjqOZHcdZ94DJJlcmS6YBy5aRj3rETXoj/KqPrkrvkI06mtSLVB5G2YjTP/IggSIovO8PvaLO75z6vkFxQgqoMIH/gq/mfWcPaX6QiCAAhoGnXFv8MIpCod2avewZK4D4DQgf8hZ/VUpAER3n5NiZ8//vc8hKZOGwCUKbtY9M1XbN68mTlz5vDQQw+RkJBw+diVT4MGDbw/N4ptyOdfzid93njvsovzJxA1/is0jbpiu3SWrBVTkCg1hPR5DkGmwHT6D/J+nYFUKqPHZTNvgFGjRlWKcmGx1cnm01cLbtws645dYlKv+miUMoxWB/kmO9/uSubnY5eusrVQy6W0qhHIxC51qBmqIVh7Z9RQffjw4eN/BV+Q58OHj9umwGxn/vYL193m+R51OXnRyFc7PNtZ008hCBIkah2CVI4gV1K4eznKmEbgduLITUHbtBdumwkxaS+7LrgQ5J4Hw5L/O/LScNvNnu3z0pDqQ73Kkddj29kcsoxWhn6xB9df7AHsLjfHMwoptDjoUDuEw6keNciEzKIyjxXoJ2dIfAyDmkWhVToI0igI1Sl5oUddxnSowfL9aaw7fomkXFOpgCs6UE3nuqE81qEGQRrFDW0eDCYbu87nMW3TWc7nmK5av3hMa+w5aTw/yJMdE/0CCeh8bTGbzCWTsGcnIQgSNI26EdT9Ce99+X3rPlbvXYk+KBS7XIkirDpVRn2KIy+DvPUz8WvQkRILN0Gm8N4Pl6kAiUqHtlE3LBcOYcs4zfkf/o/YYd+zdu1a0rPyGDJoAEXnD9K8QRMSThxDEVEbl6kA04nfsF06S9jgySiq1PUGeerarTz3Jes8wT2fInvFZNyWIvI3fYFEpkDbqBvSS8epX78+nTp1Ijs7m+XLl5OUlEStWrWue00rCrGMSPrR0aPJLrLx6qpj7EjM8y4P7vkUwT2fKrVt1WFv8XLPegyMiyoV/FSWcmGRzcltumIAnt8Vi8NJTpGNmb+dY9GelGtua3G42HY2l21nc6kfoWP2yOZEBqhQy32PIT58+PBRGfi+XX348HHb2J2ewOhaNIn2p36EnrELD3iXOQsyyd/yFW6bGXlgFYL7PIct/RQ5P05FdFhRVYvDv92DROrlzPjoPTLSkpEotehbDUJVvRngyZCUcHH+BMKHT/1TqfA6iCKcyCikVqimzL6kfk2qMKZDDV5ddZwzWWUHdyXkmx3M+yOJpXtT+U+f+tQJ01EzTEOwRolOJefpbnUY1bYaTjfYnS5EPOVrMomATiUvlyLkpQILT393mAOXxVLK4lx2EbWjQ3jyoxmsOmXkyKL3KNy+BL/67VFE1iN0wGsA3lJXRXgtgnqMw3xuL4U7luBXpw2qak1wGjIw7lsFgMtho8mIN0k6vRPj7hVI1DoC2o9AXT0OAH3boRQfWU/RobWoarRA27g7EpWW7BWTvfPKzszE7XbTqlUrqmdno1QokKq0bFi9HEQ3fvXaEdBhJHkbZuMqzCL/9/mEDphE4Y5lILpw5KV6DuR2oa7ZgsAeEyg+ugG3xUje+s+o3bwD1qICtFqtZ056PQA5OTl/W5BXFgqZlOhAPz4b0ZwCs53v96exJ8lAYnYxDpcbf7WcRlH+9G1chQ51QvBXl++zUBGY7bffk1qCxe7m0a93kZxnLvc+CZlF9Jz2B7NGNOeeOiE+9UYfPnz4qAR836w+KgSTzYnV4QLATyFFrfB9tP6XsDrd2P6fvfMOj6Jc+/A923ezaZteCD2hhN6kKr0IoiCCAoJiQSxYjoi9cWzHCiLYEJGiIB5EqoACUoXQCT2k92yyve98fywsxAQIEBDPt/d1eUlm3pl9593ZZJ59nuf3c3svuP/Z/ilM+fFApW3a1F5oU3tV2qau35aw7mMqbWvTOJZB05cxpxpBl+r63GrKwTwDLRJCqwR5t7WKZ2jreEZ9seOi1/RXzA43L/z3EPd0TGJAagzN40OJ0CqRSyVEXoVdQH6FjTtnbSPfYL/ouIN5Bm7v2pI6Og1Fx3YjUQYh1eoAcBWfpmDuEygTmhAxcDLIlf7Mneh2YdiyANHjOvOzA3WD9jhLstCltOajZ+5l3JxdhHUZVeU1/9rTd5aGz69kcjs1L4y/jYcffphbbrmFu+++m8WLF6PTRWBPX4cksi7kH6NhSnNKw5oi1YYjepy4SrMRpHKUSS1wZO2jcP4UkMqRBUdi2rOS8jM9nCHth2L8cymT2gbxa0YM+/f7eteMRiMAUVFRV7jitUu4RkG4RsGU/k2osLlwe7z+LGiQ4vrJ059v2h4Tl4B89GeIXg/69V9gPbIJqTaCiEGTUcYl+6xNjMX+Y5VJLYm9+61qs78Wh5uDG37yZ4tDu40muFW/S87H7RV5ZEEac8Z1oFvjCOTSygGu0ebC5vJgsrsot7iQSgUig5So5BJCNXKUsutvlxEgQIAA/yQCT+IBrphyixODzcX6I0VsO1VGgcGGgEBiuJqujSLp1SSaYJXskmVoAf75eP9S+6WUSWgaF0JUsJLEMDXlFicFlwhSLkSEVllrptnnU2xy0DBKW2lbcoyWuzvWYdycXTg9NQ/wzmfhn9mEquWUmJz0bhp9Vfe/3uLg0YV7LhngAaxPL2LpI10Y9eTrZC/+BKhezMaw7YdzAZ7XQ8Uf85GGRKNMbI7odmLYvoToO1+l+Kdp6C1O6kUEsWBCR574fl+N5PabxYXwzE0hjLljIN26deOdd94B4KOPPmL48OGMHDmSoCAtsz58lwmjbqeO4QDlVhceSwWiw4o8vgkAstBoHEB474fQr/sMTUpXPFYDIe1vw5Z9EOPuZcjkcrq3TQVjP3744Qc2bdrEkiVLSE5OpkGDBle46tcGiUSoVY/Gy+V80/aTpzIAsBzeiHn/GmJGTsO0dxWlKz4g/oHZxI39ANHrwWOtoHDe06iSWgBVs79ByTdRmJeA/tfPCO95P4he9Gs/RV2vNbLQ6EvOSRThsYV7WPf0zX7PvQqrk6wyKx+tP87m4yVVykpDVDJGdUxifJd6RGqVKGQBkfAAAQIEqI5AkBfgsrE5PeQbbEz58QBpWVXLx9ILjPyaXsSryw/TIzmSf9/egpgQVeCP8f8wUokA5bmU//d1bBVlRMbEEffQFI5uPcxXiz7zj7tYP5jHbqZw3tO4jcVI1SGEdh5JcNtbQRS5FvIZAuA9r5dKKhF4Y2gqU348cMUB3lk+33yKefd34niRiXZ1db71uUzOGofvza6o0Xij3VeCVxF/E3Hj6l5UzMZ3fi+lKz7AWXiCmHveQaJQYUz7BWVCUxQx5wKkg3kGBqXGsfrJ7hzKNTBnayYH8iow2s6V/MWGqOhQP5yHejRENJUwpH9vos/4BxYWFpKWlkbDhg05dOgQXq8Xk8nIhFG3A3D62GHKs1fhMZQh0yWi6/0grvICHHlHADBsW4Su7yQ8NiMesx7bqV249LkIgsCsL76iflICde65h507d3L77beTkJDAd999d91EV/4pnG/afirjNDc10LHil73IdYmoklrgsRqwHv0Dd0Uh8vA4ACxHfKIv2hZ9AKpkf1Njg/h+2SoQvQSl9gJRpPz3Odgy99UomwdgcXp4+edDfHxXa2wuD2+sSGfFgYILjjfa3XyxOYNvt2Xy+tDm9G8eS3jgi8QAAQIEqEIgyAtwWRisTlYcKODV5Ydx16Bzf/PxUvp8uImPRrame+NIglUB+ez/RTQKCZ/f35UFCa+xI99N5tL3+PqTd9E06UqzVu1w3TIZq9N70X4wRVxjwm8Zjyw8nvINX6D/7SuMact558MSwqJikXadgGHHEhw5h/yvKwuNIWHi14huF/rfvsR6dAuIIuG9H0Sb2ovChVMrjU989DskQWHo181i/ow/EBFRNu2Jrs/D9G4Sza5MPdn6mvcWXQivCG+tOsIjtzSkzOIguoblmm6PF4PNhdsr4vJ4SdJpeH9ESw7mGVl7qJBCox2ZREAll+LyVC2R3bxlC9birEuK2QCUrZ6O9fg2ooZMQaLU4nXZcZcXYD22xW9TYEkv5u03X2PgD7OJDlbRq6mK9vV02F0e3F4Rj1dEJhWQCgLBKhlqhYy5c/9LdnY22dnZJCcnA/DYY48xduxYvF4vPXv25Ouvv6Z+/frs3LmTCRMmIHo83P/gRFJuf5y5O7I5/sk4f7mgx1iCIJH4ezhx2mic3IQPPviAIbcOBHwBzMyZM5k5c+ZVv3f/H5AIMLl3Mj+/bUBQ+O5NicKXSfNaDXAmyDMfWIeqXhtkIedKX8/P/j5+z2Aef+kt3/FytX+M13bh/tzqOJRnwGh3MebrPzldWlVUqDocbi9Tlx7kSL6RJ/skE/43ZkkDBAgQ4EYkEOQFqDEmu4ule/J4Y0X6ZR3ncHuZtGAPn4xqTd9mMWgC/Xr/UxhtLvbnGpiyJh+DLQEx2F2pH+zU0cO4jj92yX4wiUKNJrkLouhFog5FFhJF6E0jiG+Uim39DE6v/ZS4cR8jul2IXjcF3zyO8kwZmWH7YiyHfyfqtikISi2i61x5Y3D7oYR0uAMASVAoruIMzHtXMXzCZHZn6sna8B3aFn0YNb4DU5ceoLZILzASrlGQWWq5ZJBXbnVSYXEyb0cW206WcbLEjMcrIgiQpNPQpk4YM+5uQ2SwknKrA73FhUIqQa2QUmJysPpgAb+mF5J1OpPin968pJgNgOXgegBKlvke0iMGPUlIp2H+rE3xj6+hiG5Agx7DcXlEzjo7hKjlF/U6q84/EGDGjBlVtnXq1IlDh84F4XaXh/HdGnDonoNsOl7M8UKfSElUsJKujSLpNvcNQtXywAN9LdAoOghtmA5Drs+T8awpu0QTCoA99whufW6lHtnzs79tHvkYpVqDWdD4jnfZOCsfK1GHXtZcpt3egkkL9tQ4wDufb7dnkRwTzJ3tElFeJ+GaAAECBPgnEHjaDlBjMkstvLny8gK88/nXkv2sfbIHDf7SBxWgZoiiiN7ixO0Vcbh8Ko1yqQSZ1KfSqP4bHnCMNhff78rmrVVHATDtWVnF3PztR0fx2n/3XbIfDMB68k9f0OFxE3bL/Whb9MEItG/TltNZ2UjPPIBajm5BdNrQtvSVhFmObEST0hV1w6oG2OYDv2I9+geaJt0J7/UAUm0EEqWGRnUT2JjrBgRUmiDkUqHWe//WHSmifoSGVolh1T6Aujweik1Onv/pIJuPl1TZL4qQVWYlq8zKsn35JMdoef22VLacKGXutkwAYkKUDG+byA8PdQahC/NKkyqdozoxG7iIaE2wz2w78dF5AIRFRF1RuemVoJJLUcml9ApRcUtyFGaHG1EUUZ7ZHuDq+Ktp+7P3j+C5Jx/Fnn0Q69EtyHQJyMJiAd/nRqIJRXPGixDOZX/rDJvKq3d25P2VB1DVbQWCBMuh30H0gCDxq6/WhAGpsZwqMbM/9/Kyf+fzxop0bk6JIjFcc8XnCBAgQID/NYTq/H1udNq3by/u3r370gMD1BolJgfDZ2276lK2FgmhzL2vQ8AI9zLweLyUWpxsPl7C3G2ZHCs0VSqVjQ5W0qdpNBO6NSBSqyRUc31KYp1uD2sOFfLE9/v827wOC25DEfr1X+AsPIk0OAKJuRRvkA4ECQhS3Gcl8fF5rMXe+yHmfasxH/oNRBFFXDISZRC2kztJfHwBprRfMGxdiC6hPsFjZuCxGsj/ciJeuxmpVkdYj3spW/sp8rA4vHYTUq0OXb9JKONTsBz5A1l4HPas/VRs/IaoO15E3bgTyi2zOLFtNQDBbQeJl8AeAAAgAElEQVTTZ8JUBqTG+oPV2qJNnTDubJdIv+axRAVXvudtLjcHcgzcP3cXFqenxueUSgSe7Z+CRBB4a9UR7NkHztgPFJOUVAdb+3F4LOWUrfrYf0zYzeMIvWkE+nWzfOsMqOq2InLwv3Abiyld/h7u8nwk6hDCeoxFm9obAOuxbUjSFmEoKaBv374sX768FlYlwN/FX/sUV69Zw9yFS1iy+AekWh0RAyejjE/B67STO3Ms2lb90fV6wD/+bBnvWSIGPYm2RR9M+9Zg2LoQgNBuY2rcjwfw3YSOPFlDUZ+LMb5zXaYOahr4MiBAgAD/rxAEIU0UxfbV7Qtk8gLUiIwSc630Kh3MM1BidgSCvBpSYXWSllXOU4v3VRK6OJ9ik4OFf+aw8M8chrVN4LkBTYgJuXLJ/ppSbHLw3NKD/p+rmJtLZcgj6/L01Bd47523celzUdVrg+i0okhogu34dnT9H0ei1KKs2wplUivsmXsx71vty+wJAu6KQgzbvgcEOrRrS7ZCSv4fK/DaTQS16IPHVIZ+/edI1cEgCETe/gL6NdPRr/+CuHs/IKhpdwDkEXWo2PgNrrIc5AoF2dtWk9DvAaxuKP/tKxS3D+dkcXCtr9GpUjPRIcoqZtker8jhPCOjv9pZo97Wvx77zuqjTB3YhPFd6jErI43Qm0agiG2MfMcXFK6bibbLPUiDI4kd8z4AEqUvw6Fu0AFt60HYT6f5BDIydiMLi0Xbsi/qem0p3ziHsjUzCGrSA7ephJKf32HMhIlMfXIS27dvr51FuUpsLg9Gm4tSs4MDOQZKzQ7UCimpCaHU1WlQK6QBRd8LUN2Xun379OU/H03nw3XHWXEgH5dHRKJQkfTUkkrjlDIJzy7Zx+TejflpTy4frDvh3xfcegDBrQdc9nyig5VYHJ6rDvAAFqflMqlno0CQFyBAgABnCAR5AS6J1elmztbTtXa+BTuyefW2ZsgkV6+2abL7RCqkgoBWKUNyncrKrgflVifTN5zgm2r84S7ET3vy2H6qjMUPd6aO7tqVLpntLt5dcxSb61wG6q/m5pG3TcGRm870t1/BbagAqRx1o07Ysw9gO7oFgLKVHwC+jIA0ONInnAK4K4oI63k/xYtfRpArEeRqjuWVMe35pjy81OeHFpTaG/O+NUiUGlR1W+IsPo1ErgBBgiDzZTP1G75E26IP5gO/AlCxZSGyGJ+oRP7Ghf7evbz0NOJTWlfJVAS16EPkoCep2LoIU9oviB4X6gbtiRz8NIL00hlTl1v03ed/uS1LzA4emLf7ggGe6HFTuGDKmWxoJImPzDl37PL/YD2yiZcPPMHyGa8wz5xD1u/fI7pdqLXByESfGIvHUk7+nEmIDiuKmEbEjf8YdUPfl30eYzFIZMjD41HENEAZ2wgAZWJzbBlpiF431iN/IMjk/Putf5MUFUbz5s0veb3XEpfHg97iYmdGGQAxoSrqRwXRIDqIvHIbaw8XsuZQIQ2igpg6oAl1I4Iu2jsYwIdUKqGOTsO021N5bkAT1hwqZPn+fAw2JyAQppEzrE0CfZrFEKyUoVHKKNSbKVn2NrbTexCkckI63oFUG+H//Cui6hFx61NI5EryZk+o9Hqh3UYT2mUU+nWzKDi6mTveFpA3uQVdn4ev6jqsTg/Wy8iIBwgQIMD/OoEgL8AlMTvc7MupmYx7TdiTXY7B6rqibJ7L46Xc4iSzzMIfJ0rZm12B1elGKZeSGh9Cj+QokmOCCVPL/9FN+GaHi2+3ZV5WgHeWAoOduz7fzrJHu16zjJ7Z4Wb1wcJK2y5kbt6492C2fPAwiub9UCY0IXr4KwgKFaXL3kERn0L0sJcAyJ15L167CWVCM6JHvIblyGa8dp9Ruei0kZm2EafHi7z0GIJCQ/GiF3zZuyHPoqqTSumKDyhcMAW5LtHf9+cqzaZwwRREpw2ZLpEHXv8UW+Z+Fi9fgz1zL0ik4PGy5YeZpG9ajm7QU1iPbMZ+eg8gYjuxE/ORPzBsWeArNxW9WI/+QZG5DHlkXSzpGwGQR9bFmX8UZUIzglJ7UbFpHl6HGUEQGDMviQ8/+oSRw4b41s7u4r01R6mwui68wIKAJrkLglyJu6LIv9lZmo3thC+j5hVFXl1+iIfuHMD02JbYTu+lYuM3tOvUhZLY+kiHv4L+t69wO6y4DefOkTvzXjxmPcqEZv7+KwC3WY8p7Rc0jW9ColDjNpWgUii4tXcPyvV6Jk2axAsvvHAZd0ntYbK7KDTYySqzsvZwEftzK8gtt/n3J4araVMnjDdvT8Xl8fLkD/vp3EDHU32TA1UDNSRI6TNmv7dzXYa2icft8VmXSKUCYWp5pVJPMXcv1mNb0fV/DEfeUSo2fUvs2A+IHv4KXqeN4h9fx7RnJbo+D5HwyFwAbCd3ol83C1VSC7/40S2jJlJhdbJv+Ry0LfqgiGl4VdeQV2GjXmTQVZ0jQIAAAf5XCAR5AS6JV4QiY+0JUmSUWPBcZokaQKnZweJdOXzxR0a1D8jbT5Xx5R+nCVJIGdO5LhO61SdKq/xH+mVllVn5ZMOJSw+8AAUGO2+tPMLrQ5tfk9K1fTkVNSozdJXn8/vCqXTscBOmHg9gcp47RlknFWfRKf/PMfe8iyPvCGUrP8R8YB1IJGhSuhF1+1RyZ92PKrEZb6xI56Y+g1m3eA4Jo6dRuudX9Gs/JeHRb4kZNa3K68eMfBPz4d8pW/EBb3+xiPjEJF7KkxE9rB0AluPb0a+ZQXTzLmgs+WT+9hVeuwlf6k1AdDup+O0rAKSh0WiSu2D68yccuekoYhsTO+Z9f+kjEimix4n+18/QtuyL12HFemwrUoWSZ598zB/kmRxuft6Xf9F1EyRSQm+6E1dJZqUgz7BlAdqW/TDt8YmmHC8y8/zA7kQdXs3RJf8F4K77JhLapAsvf/odgkSKRB2C6DynNvrXdQ7pMBSP1UDx9y8hDQojYtCTAISH68ixmHjl5ZfZtm0bL774IsOGDaNJkyaXfN9rE73FQUaJhWd/PHBB9cXcchu55TZ+OVBAwygtr9/WnM0nSpi0II2Zo9sRGQj0aoxEIlzSd657u1TelsiQBkcg1YYjyJTII5OQKNR4LBUIUhmKyCQEiRRZiE/Ix3ZqF7LweFR1Un1jFBpCwiOxK1yAgKBQX/Q1a4L7Kv0tAwQIEOB/iYA7dYBLUtviPF5RxHMZ53R5vJwsNjNi9nbeW3vs4hkQfOa6n2/KYMiMLRzMM2B3/bNKeMrMDqb8eICrXfaf9+fXanB+FrfXyx8nSi89zlhC0fcvIlGHENN/Io92isS0ZyW203twFJzAkXsYeaRPCdJ8aAOIXiRnPLsEubKSZ5vHWIwlfSP6Td9hcniQCAIfje5Eo7gwvA4Loqf6fkWlTEJqqAtBEHh/6iTu7d2a0l9nI4oi5Ru/oXTZ24geF2LjHrRp2w7R7USQqwERWVQSotuB12VDGhKFp6IQ05//RVXXpxwo1yWgiKrrl55XRNXDa7eA6CXs5nHo+k4E0Ut4WDhO57n3YdPxkiv6ksNZnIEj7yjBbW6ttP27DWmkz3gIp7kCZXgcH20r5dD6Jdg2fU1Qam+8TiuCXHnBdfY6LBT98DJep42IgZPxOqyopPDvR+8BQKVSoVT6jj/7/+tFucXJ/B3ZjPh8e43l9U+VmLl3zk40CilDWyfynzVHMdgu/jvjRkEURUpNDnL0VrafKuXHtByWpuWy67SevHIrZeba/zxfCc1Tkglv0IKSH9/AuGMJYd1HI1GoKVn+Hrkz70WiUKOsc668120qw3Z6D9qW/RA9boqXvoHotLJ81jR2zHuX4La3Ig+Pp2T5f8h6dzCm/WsBX8lx0Q8vk/3RCIp+eBmP1afAadq/ltyZ95L9wXDf9jMZ/+9mvI1Op6NZs2Zs27bt+i9MgAABAtxABDJ5AS6Iy+WiW7dupKWlIWgjSJg4B1vmPspWfojHZkQeFo+u/yRUdVIB8NiM5M2egOi0kfTszwgSX7mk7fQeihe/gjKhGbFj3kNWlE7H1o9TnJ9LYp06fDbzU/r371/tHNweLyeKTIyYvf2yFAjBl30cPmsb8+7vSNuk8H9M+Wa51cXhfGOtnOvzzaeYNjQVjbL2PuoWh4dTJeZLjrNn7cdjLMFDCcteGMEyoMf4qWz98RO8djOKuMboej8IgGn3cvRlMxFkCoJSe6NN7Y3HZqji2day3108NyCZEbv+5M7bbiUoOJhnX36TkRP6kZal50Sxb14NI7V0rK8jIUzNkgWZbFogEt7iFhyJFio2zkHdsAMhHYehSelK2cqPKFs7k5W2CsKTktFn+Hzb3CVZAAgSmc+QW65CotRgz9qHIFOibtTRX/oo09VBkCkRbb73TSJXIzvTH3r0QBqPP/444BMN2XisqlVCTTBs/Z7QznchyCtnWbZu3ojb5ROucJQXUDjvaRa0uxV7RRHi1vkIMgWy0JgLrrMj/wiu4gwACuY+AcDq7fvp3aE5J195hfvvvx+pVMpHH31E/fr1r2juV4LR5uKbraeZ/tvJyz7WK8LH60/wRO9GtK+rI6PETJuk8Gswy9qjxORg47FiZv5+ksyy6kWumsQG83jvxtxUX/e3lqGuWLqI8pN7iRzyLxyFJynfNA9NSjd0vR4kuM0gSpa9Q8Uf8/2l2JZDG0AQfKqtgoA8og7OguPI1MGMeGAyi2ZMQxHfxF+KfJbyjd/iNhYTO/pdSpa9TcWmb4kY+ATlv32NMj6F4HZDKFn6BpaD65FH1+fr7z9m8eLFLFu2jDFjxnDixAmk0n/G7/0AAQIEqG0CQV6ACyIIAsOGDUOhVLPn8DEApFodkbdNQZDKKflpGsYdP/qDPOPOnxA9Vb8xr9iyAKTnbrWkUDlBt9/PNmMYtk2f8cCDD5KTnV3lOPAJVIz6csdlB3hncXlExn+zi7VP9vjH9Gr8drTo0oOqQSYRkEkFnG4vZxNF648UMXVAk1oN8kRRxO25dCZK26KPP0gDX1btjbHtWNhrOGsPV77GuPGfVDleFhxZybOtcbSW9+5syaML9hBz99v+cYud8Pt3u3l9aHPu6ZiEVlVZbGNg/35IJBLuvqkBM9b77mMEAY+p1BeYiV7cFUWEJrdl+qezGd23PYgiglyF6HL4M3Xqxjed6dWDoNReyIIjCe16D8adP+LW50BYHILEt85el42bYjxkAI0aNeadd94BwOJwc6Lo0gEygKssB6/TCl43rrIcnCWZWI9vg3W+/fo1M5CFxmCxw/e/bmfy3E0UL36V4Pa3gSYMt+vcZ9FZdJLSX96vdp1VSS39nnk9U6KYdnsqUcFK5FIpr7/+Oq+//nqN5lubiKJIer7xigK885m+4STzH+iE1ytSUGEjPEhxw6kv2lxuMkutTJyfRtYFgruzHC008eiCPTSJDeaz0W1JDFejkF3/65GcEc2qHxvOsVIleN2YD65Hk9IFQa5CkEgQZOeCUPPBdagbdkCq9QXaQU17YDm0Aa8oUi8mDADTnhWVSpEB7Jl70SR3RhHdAFW9tthO7gR8arkSlRZ5uE9ESaLUEGXPoxgYMmQIFRUVLFy4kIyMDBo3bnw9liRAgAABbjgCQV6ACyKTyXjuuec4ePAgR074HrYUZ8rrvE47gkzhL7fzWCowH/gVbfNefiVDAOupXYguB8r4JuD19UuMHTGUH3bloMg1UBachDtjJ2XV2CpUWJ288vOhC1oH1BSH28vji/byzX0dbvjeHLPDzfZT+hqNVUglDEiNpV/zGGJDVDjcXlweLyq5FKlE4HSphZ/35eGspT6VjRs38vDDD5OVlYUyLBpVjwfwWA1VFPUUkUk48o9RtvoTPGY9Qc1uIbz3gzjccOuQ23Bm7cPldNDkpdXYXB6/z5vbUIwsJBJdn4moG7Tzv64gwJhOdRncMo5HF+wh32CvMrcSs5NJC/bSrVEkn4xqXeleatiwIZ999hmvv/EGDouNkE7DcBZlYNz5I16XAxCRhUaj7D6B3fsOgug9c2/XxWMsxmM3I8hVWI9tBY8LJFKC2w7GuHcVHmMJ7gqfAI27osD/mp4Dq/llj89TbubMTyksLCQxMRGvKOJw1+wLi/yvHqn0b13/R1HGpeAxl1H84+uEdrkbZXwKpSs+YPzQT3F4QFWvNSEdh4HoRZXUwjevTbPQqWXc+8obbCuGY4UmXOcF6XGhKro2imRY2wSyyqw8s2Q/bZPCGdWhDiFq+d9iR1BqdvD4or21cq5nFu/j45Ft6P3hJka2r8PDNzcgSqtEKv37uxWsTjd/ntbzwLcXVlqtjqOFJgZN/4NFD95E8/iQ6x7ojR07ltWrV7Nh4dvYPRDcfihem5HC+c/6vS7DeowFwJ59EHd5AeHn+e2p6rVGGhaLp6KI6e+8Rp2WXcjPOEbwwMmVgjyPzYBwprRYolT7yzW1LXqj/3UW1qNbUMQ0JKh5T26PzuPwMjh8+DDp6ekA6PU1+10aIECAAP+LBIK8ADVCLZcilwq4PL5eJuOf/0WQK/2S7IYdSwhq3tPvx3UWwx/zCes+FuMunyhEsFJGw2gt+3MNOEuzsaRvJLjVAGb+fpKn+iYTfF4WptjkYF16ca3M/2CegRNF5hs+yHO6PZSYqwYx5yMIcE/HJO5sl8jaw4X8e+URCv4S+AgCNIrSMqJ9HQR8hupX+1Brt9t5/vnn6dChA4PvvJuctZ8SNXRqVUW9vg9T+sv7vnLMvhMp+v4lFPEpaJv3RJHUElEix3VsC4se7MS6I8V8ufAA7jM+b2WrPqZs7ackPvINGoWUwS3jubNdIptPlNTIU27LyVKe/+kg797ZspJ4xMMPP8zDDz+M2eFiR4aeJxbtJfSmOzEfXE/Zqo9xl+eT/+XDfASEhIZjNFbgLDyONEiHrs/D2DP3+YI8AK+HgjmPIgkKx2s3IyjUKOu0wGsuQxRFQprfjGn3UswmX+lmz549AejYsSNpaWnIQ6KIeegr7NkHKFp0Tq1S23oAEf0fw3ZqN2W/zgQgtOvdhHUbDYDodqH/7UusR7cgUQUjC49DolAT1KgjGDNxlJUjup0gCEjVoUg1oQAo7voPDgGOmhXc2S6GlJhgJAKIgEQQKDbaqR8ZxFOL93H8TJZxR4aezzaeol+zGF6/rTlRwUpk1zEo2nqylJJa6j8rMjo4XWqhcbSWb7ZlsnRvLtNHtaF93fAqWd/rTUaJ5bIDvLPYXV7u/nIHqyd3p36k9hrM7sIEBQXx888/4/GKZJSYuevz7ZRbXb4+1L+gSmrhzxSfRZBIUcU3Qa2SkpFxmlEj78KZ0KZKKbJUHeoXDfI6bEg1oXgdVvTrP0fTpBvaVv0pXvIa4SfX8ujUd9nw03w6duxISEgIAImJiddoBQIECBDgxicQ5AWoERKJwDP9Unhn9dFKvUz6DV8SM3IalsO/Ez/hM0x7V/qPsZ78EyRSNI07+YO8p/sl883WTFzl+RT/8BLKhGaE3TKeOVszub1NAi0TfaU7Voebzzdn1Oo1TN9wgqZxwTe0UbKAcFH/QF2Qgg9GtGJfTgV3fb69UkbmfEQRThSbeWvVEWb+fpIP72pFu7rhV3XtAwacMzvu1LED2Ut/QhmfAlBJUc9dUYi7ooCwW8ajSmqJXJeI/fQetM17EtJ+KOVWX/Bz5+zt9Gsew4wp96ELUoAI/7b9yeZ1q1gysTM2p4ffjhYzYe4uTI6aZ3N/TS/ijlNl9G0WUyUw0Srl9Ggcybqnb+bVnw+zQahcUgoQH6ri09FteeOXdL91SE2NnkPVcmbc3Yb6kTOID9MgPdOX53a7+eCDD1CrNexNP1bpmLMS8xKFCrehiOIfX/PvMx/+3R/k5X3xIB5TKaHdx6JKaolx5xL062YhOm0Eh0cQcetTlP78DrmfjPIfL9MlkvDgbEQRNp8oZfMFBHP6NothUIs4jhdVVnT9Nb2IHRllfDWuPS0SQ1HLr/2fjDKzg9mbavez/8OubIa3S2R/rgGjzc34b3bxnztbMrBFLFrl3xPolZgcTJyfdkUB3lnsLi+PLtjLdxM6/i09elKJQMMoLasn9+Dlnw/W+Eu5cGcJ9eJVHC8Xycs6xfGjhyk6scy//2wpsqp+G2yZe3EWZ2DP3IO6ftszViYiglSGRO5TT24fI0GnVfLJJ5/gcDiYPXs2WVlZJCQkXKtLDxAgQIAbnkCQF+CiHD16FKPRiNvlorXWQnT5QXKdGl+/hUSKRKbEYyrDazOS++kY/3F5s+4npOMwnAXHKxlMz3vrX5yoO8Svuqjr8xAeczmykEheW36Yr8Z1QBekwOxws+HIlfWmXYg/M/U43De2xLZSCieWvEf29vXIdQlEDn4amS4Bw5ZFWA+upVR08ljaGCxNBlO68iOfoMEZYse8jyw8juIfX8NVmo0gVxHS8Q7odCcTvt3N6E5JPNMvxRdQXQXp6ems+Gkx8e0GAlCy/D2sR7cgDQpDWac53jMlVRL5GQXH88qszsftFVl1sJBVBwuJCVHyYd8I1v+ylJDWAxkxe3uV8ZfDS8sO0a5uONHV+AQqZFISwtR8eFcrjHYX69KL2HKylJPFZlxuL6EaOasO5PPRyFZsOlbC26uP1ui+6dcshikDfOurC6r8wF1d6fNZCr6djCwkGl3/R5GqgwGfzUHRwufQJHcBwJaRhsfkC9CU8SmoEpsiOgYR1mMcluXTMJYWIDWV+c8ZOXQqyvgmCDUUndh8vIRxnetVu89od3PPlztZ+GAn2iaFX/OMnssjcqzIVKvnPJRv5IVBwZW2TVl6gEbR2r9FkMXrFVl9sKCS19+Vkl5gJC2rnH7NYy89+BogkQjEhqp4785W5JXb+GzjSTYcKa72M9M8PoRJPRsxuGW8f1vTpk2ZPXs2Ldq0Y9OeY7zwyBh/KbIiqi6lKz6kcMFzKOObEHbzOCQKFeG9H8S4Ywm2Y1tp3749Lz8/BavVyvDhwykrK6Nz587Mnz//ei5DgAABAtxwBIK8ABeladOm/n93bt+Kl157k3ffewm304E8qh7hfSci0yUQN346AKZ9qzDvW0P0iNeQanX+viD7b58RpZVTkHw79uN7/KqL+V8+DEDd51awJ7sCo82FLkiBy+O9pFXC5eLxipjsbmJCavW0tcr3C+dz9I8VRI96i4otCyhbOxNtam8M23/gpfdm8EepivRjpzhbFKtJ6ebvdZEGheKxGlE36EDEwCcxpf1Cxca5aFK6IQ+LZcHObKQSgaf7Jl9xRu/kyZP06dOH7t268fjbHzLp+/1VFPXCe94PgNflK7MSHTak4fEXOy2jmyoZMfRWGqS2w9B5zEXH1oQyi5PjReZqg7yzhKjlhKjl3Ne1Pne1r4PV6UEURaQSgRC1HLlUQlyomoEt4vjtSBFL9+SRXmDEekYEyJfFCKJrw0hGdUwiVC0nTCO/pLCHQiZBLZfiCo4i6o4XkAZH+RQ+V3/iVyMsXvomAB6zr6eoYst8vxl76c/vIAuNQddvEoqounTpP5ClC+ZQ8dtXKGIa4iw6hX7NDCTqEEK7jvIpGl4Ch9uLXCYgCFRr3eH2ikyYu5tfn+pBXNjV+5ldDLPDhSiC21BE3uwJ/u2q+m2JuesNAArnP4sj7wjRI6ehrueztKhO3Td31v14jL7sUo8PlMQ/vdR/faIIkxbsYfljXYkKvvB9ci0osziYvenUpQfWkE82nKB9vXCCFDIMNhcH8wycKjFjtLkJD1KQGh9C/aggdBrFNQvSwzUKwjUK3h3eEqvTg93locTkwCuKhKoVhKplyKUSIrTKC9rytG/bhrEj7+DVnw/z27FiRIWamJFvVhkX3+UO3nj+GUZ1TKpUgp+Tk3NNri1AgAAB/okEgrwAF6W6P8aTn3mWOVtOM2vTKf8DkyKmAQAR/R8jov9j/rFKbRiP3NKQdlNHMvn7fRhsriqqi+ez83QZ9SKDsF+jjFuZxUEjrm//yuWQlpZGRGQk2rotsJ1uinH7EhAE6rdoj6ZZTzI3Z6BJifGPt2Xswp5zCHX9NkQMeBxZcARh3c74m9VtiXn/Gp9YyBnmbc+if/NYOjeIQCK5PJP4nJwcevfuTVRUFNOnT8chOqlvSeeYTVNJUU8WFossLM5nBK4OxqXPJaTzCABc5QV4z9gMuMpykGp1NIuU8Z/Jo4mIjKTOoEnoC8r9BspXw4oD+XRqoENeg4faIKWMoGoUSFVyKSq5lFEdkxjYIg6n2+tTL0VEKpEgiCLhGgXqy1AvlQgCD3avz/TfPH51QHWjDhh3/4yg0BAx+BnkukQK5z2F9fg2rCd2gNeLRBmE124itOs9mPetRr/+CyTWEpYa9EjUIUQMnEzJsrdRN+5EWLfRGLYvoWzNDNT12yENCrvkvKwODyqZFNsFfCVNDjcv/3yI90e0uqYlzxZH5dePHfM+0uBIBJmvrNKWkYaj8ESV4y6k7hve6wE0Kd34eFRrXvw1v1KGqcBgZ8vJUu5oc317tywOT7UCQlfK4XwjFoeHz34/xfe7cjBXU94cpVUyoVt9hraJJ1KrrNHn4koIVsn9vdV1Iy5P0Vghk5IYruHDka0w2d1sO1XG1pOlFBntSCUCKTHB3JwcTdO4YEI1cpR/g7JogAABAvxT+PvlxQL844jUKnmwe32WP9qNezvXJSakai9IYriah3o0YMnEzpRbXdw3d1eNDIm3nCzF4fJweeHHZVC7vu61TmxsLBXl5fSup8BVlgOIeI3FuAwlvDyqB3lfTsR6ahcAmpSuxIx6i/BeE7Ac3ohp72r/ebxOG4YdS1DENUamq/wA+8SivZRaLl/UYsOGDWRnZ3PgwAGSk5NpkdKQBs4MihdMoWjhVGS6RMJ6jEUQJEQO+ReukkxKfvo3wW0GEtS0BwBF37+IeZ9vnvlfPYI8Zzf9w0vJzcnh0MGDrHplJHmzxl/Z4v2F/bm+zHBtIAgCYRoF0SEqEnUaknRBJEVybEIAACAASURBVISpiQ/X1DjAO7/0uXOEA3XWNqzHtuEsycSWkYY8IgmpOhhNo44IsjNBlNuJ/tdZhHUfgyK2kW+bVAaCBJlCwbeLl4Mg4LUZsWftBwFkIdEoohv4MngeN67yggtP6jwkAngvkGE5y/ojxdfcWFwmrfzpL/7xdYoXv4Kz0FfmWrFlPsGtKvdInq/u+1cqti6icMGzbPhlabX9b7M2nqL0OpuMnyyumY3G5XCsyMSStNxqAzzw2dG8s+YovT/YxL6cCqyX0ed6vQlVK0gM13BX+zr8586WfD62PbPHtOOlW5txc0oU0SGqQIAXIECAAJdAuFDZxI1M+/btxd27d//d0/h/TZnZwYRvd5ESG0L3RpFEh6j8D4gSQSC/wsbGYyWsOlhwWRL+Hevr+HJsO8wONx2e/ZbiJa/hseiRaSMI63k/cl0CpSs+xG0oIqhJd3R9JyJIZbhNpZStno4jNx2JSkvMXW8ij6yDsyQL/dpPcRZlINXq2L5jB+1Tkq7Vslw1RUVF9OjRg5MnTyIoNHhcdhIaNae8MIfgwVOp2DwPlz6XOo9V7jfJmTEGTeNORAx4HK/LQfGSV3Ebin3m88FVs2Kfj21L/+ZxtTLnQoONB+elcTCvat/dxUiO0fLN+I4khPvK/4qMdjq9teESR9WcmBAlvzzejejrXIp3IQShcvAya+5CJj/1DC5TGfLIJCIGPI7HasBydAuW82xIQOCv307II+oQH6YhLycLt8fjt3YQpHJEjxtVUgskKq3PV89bOTMW2m00oV1GoV83C0v6JgC0qb1Yv2Qud31+6V7Ih3o0YMqAlIsKBF0J51t0eDQ6wnqMw5a5F8v+tf4xQc174irNRhoShe3EDgSZAlX9tki1EQhSGabdP/vHynSJhN40AtHtpPz3rxFddmRhsUQMetLv7XmW7c/3Ii702pahns+XmzP496ojtXrON4em8u32zBoFkFKJwMIHOtEmKexv8dkLECBAgAC1gyAIaaIotq9uX6BcM8AVIeLr4/lhVw4/7KrtPggBuVRCaEgInv6PIg0Ko3TFhxj+WIBEHYxEoSL6zlcpWjgVZXwK2pZ9Kf3lfbw2IzH3vIPbUARSKaLXQ8lP05CGRBJ77we4Co4Tor5xlTUBFAoF33//PaVlel5+YxqH9dD3lnbM/3YOgkyBIJEiSH3XUL55HprkLrgrCvFaDcgjkxA9bkp+moaz+LSvv0v0Se+fLXU7y5ebT9OpfkStlN3FhqqZe18Hftmfz3trj/l71i6ESi7hid6Nuat9nUr9NAJns0lXPSWAa1aOdqX89Qs1j1ek36Ah3Dd3l98E2557BGfeEZDKfX13fSf6Si29XhyFJ9CvmUHi4CcY3yuVaU8/BBKpzy8DUNdri7M0C0GmwJ6511f6OWgyqjotAbCd3Il+3SxUSS1wFWdg3ruK0C6jQBQxbP+BvXtr5ku39WQpBmuDWldzPGvR0aBpSwYMu5vy378mrNto7BlpBLcZRMXmedhzDhHRb5Iv+3liB0HNe2HevwZBoSbhoS/9QV78xK+RyBRIg8JxlmZTd8gTZP70Hh6bCeOOH6sEeUabm7jQWr2cv4WaVkB4vCLjvvmT9U/fTGK45tIHBAgQIECAfxyBIO8GxesVKbM4KTHZyTfYsTrchKjl1IsIIkQtv2qFxCvF5XLRrVs30tLSUIdFE/HAl1jSN1G+eR4esx65LoGIQU+ijG2Ex1JO6YoPceQfRRnfhMgh//L5HNnNlK2die30HgSZnMjB/0JdrzUVWxex4rOVJP7LTb8BA+k99F+sUIQhetxIlEFItTpsGbsIbjsEVWIzpEFh2LL2oarfBkfOISJufQplbCOUZ8ra7LnpuCsKiBg0GUVUPbq0b0NUpO5vWbeaUlBQwIABA7BarfTq3Ydp0/+DXCZn8fqdFC16Hqk2goiBTwDgMZdT/MNLiF4vQak9CW49CI+5DHum72G9aNHzAMTc/RaqpJaVXudQvgFnLfY9RmiV3N0xiUEt4tiRoWfZvjwO5hkoMfnK4CKCFLRICGVwqzi6N44iRC1DLZdVup/iExJo/MS3HNi0qtr76ax/nMdYUsk/zqXPo3TFh7jKclA3bE/EwCeQyFWUrvmMBm/ehsVi4fTp09SrV6/Wrrc2kEoEGkRpWfpIF+Zty+SrLachsSnxD8yqdrw6riGj772P+7rW48WvVyKTy4m+40XM2Ycx7V6OS5+DMj6FqKHP+UypoVL5ou3ULmTh8ajqpPosLxQaXwB5JlDcX1izHrHjRaarkv2/EGctOuwuD81atmbvxlXYc9PxmPVUbFkAEikem5HiH1/3H2PevwYkUkSnrZK6b/7nDxLe+0G8NhOaJt2Ip5RMfIqv8siqmXyr89qXLp6fqYyIicfdaTweSzllqz72jwm7eRyhN43Ann2QsjUz8NrNBLceSFiPsThLsyld/h7u8nwk6hDCeoxFm9rbr7J777tnzyJQ97lfLjkfu8vLV5szmDqo6SXFggIECBAgwD+PQJB3g+FweSi3uvj1cCGfb84gr6KqxHabOmFM7tOY5vGhRAVfX28kQRAYNmwYGo2Gg0d94gei6CW85/3Iw+Io/mka5b99Rew971C+8VvcxmJiR79LybK3qdj0LREDn0C/4QscuYeJvvMVRJcDiUKNx27GsGUBPYfcxchbezFx4kSmDxzKoj1b0W/4EoDIW5/CWXQSV1k2HksFHpsRr82Mx+iTljel/UL573NQxDYi8tan8RhLACj/fQ5uQzGNevZEfd/C67pel0uzZs0oKjpnHeHxeNmWUUbU7VOrjI0cNBmYXGmbLDSmivFwddhd3lq3k1DKpUTLpdzWOp7eTaOxON3nqgwF0MilVcynz7+fTp8+Tfu64ey/wP0kUWkJ63o3ZaunVzpH2dpPEWRyYkb9m+LFL2Pa9TOhXUbSqWN7ejWNZtas6oOmG4VIrZJJPRsx5qa67M4qZ/2RIg7nGTE73KjkEhrHBNO+bjjt6obz+7Fixny1E5NFTZ2mbTm95HUQRcJ73o8tYzcufR5epw23oQhBcS5D4zaVYTu9h7Ae9wIg0YSgadQR/brZANw17kE2FUqBi2dhwWdxcKnevash48Qxjv6xClX9tjiy9vvM3YN0iC4b8ugG6Ho94M9qAihiGxF+y/1IFGr062fjyE1HVa815b9/jSKqPsY/l1Iu8wWyXqcVdcOqVS1K2bXP+p7NVHbo0IG7x9xL+tpPCes2GmlwJLFj3gdAovS9Z6UrPkSZ0ISgJt0pWfYWqrqtEJQatC37oq7XlvKNcyhbM4OgJj0I7/0gYd3HMmtMW4bd2h9pSFSN57Q4LZdJPRsFgrwAAQIE+B8kEOTdQJgdbvZlVzDh210XfQDfm1PB+G92kRiuZsEDnUgMP2e6fK053+/rxCmfYbG2eU//fnlEHbx2X0+IPXMvmuTOKKIboKrXFtvJnYiiF8uRzYR2Hokqsbn/ONHjRhocRXLdOH/GpU5MJH2HDGdzYlP0679A/+tn6Po/RunKD8j9bDyCTI4sOALJGW8xuS6RsJvHU7zkVYx//hdVXV/2SlUnlXp9mrPhuzeZO3cuEydOvB5LVStIpRJslyh/vFI81yAbc5YLqVX+lfPvp9OnTzOuSz1+2F39/aRMaIIirnGlIE/0uHBkHyK8530o4xqjjG+C7XQaYV1H8tbUyaz+cUHtX9w14KyK56AWcfRpGoPR7sIriggIaFUy3G4vBruLlglh3N0xid//O5/fDuzk49lzeGveSoo3zSNm5JsUL32TnI9HIijUKCPOZawshzaAIPjtFOwZaVjSNxJ2y310aRTN4q/eJWZ0MqrEpheaYiWEaySNdNaio3PXrnR55F2+3ZHr31fy87s4i06hiGmA12lFpkvEXVGAM/8YzsKThHQYijTYF+DIdAlweg9BTbrjPbwaQ0kBQS374cw7gn7Dl8SN/RD9b19iPboFRJF19T6i2cQJF5pWrXA2UwnQtl07jp48DYDHUk7B3CeQR9UlYuBkRI8Lj6kEVdII1I06AmDL2kd4j3v9VQrKxObYMtIQvW6kKi3N6sdz8EQW7ooCQs+o69YEq9PDtlNl3N4mYBoeIECAAP9r3FhNK/+PsbncbDtZytg5O2ucYcktt3Hbp1vJ0Vuv8eyqRyL4zG3PYs86gD1zL0HNbwHAYzMgKHyiF5IzhtheiwE8bqzHtpIzYwyFC6bg0uchSGUkdx3A559+wsCBAxk8eDBRYVpGN5ERpNEgSOUIciWK6HrE3fshkYOfAUDTtIdPsj80BiSyM6qEAoJMjjI+BUGhRiqTM7FXEwBUqhtDhKMmbNy4kZSUFIa0rUfeFw9iy0jDfOg3cmaMJuv9Oyj49imcpdkAOPKPkf/1JHI+GYV+3WzEM2IbxUvfIOv9OyoZ0rsNRWS9O5j6UVoEQaj08Pl3ExOiokWCrznqr/dTdXhsJkBEUPhEMwSlBo/VyOAW8QRfhq3BjYRCJiFSqyQ6WEVUsBK1XEqwWk5iuIY+zWJ4aXAzhrerA0BiZCi3tasHXjeCQk3s6HeJGvYiEoUGTdPuOEuzyZ11PxWb5yFIZNjz0nGWZFK27nMApNm7aRzrW++Sn6aR9e5g33/v3wGA6HZSsuxtsj8aQc70ezDsWEKUVkkta64AlS06Pvt0BsObaFEcX4ft9B4cBSdw5B5GHpmE126maPEryMLjCL/F58koyJVYjm3FemwLAM6C4yCVUbdRMgOH3O4bI5WBRIpEpsSwfTGWw78TeetTNB03jfi462cknp6eztIfFtFr8HDkUfWIHv4KUcNexF2WS/lvXyFRahBkClyl2bjKfJ9vr+2cObzbrMeU9guaxjchOXPfj7mpLl98+RUSZRBBKV0vaz4bj5Xg8V4by5oAAQIECPD3EQjybhCySq1MWrCnWiPii2Gwubjnyx0Um2rPc6mmSASBabf7BAwc+cco/ulNtC36ENJuCABSdSii0zcvr8OGVBOKRKUFBKSaUKLueAFXWS4Vf8zHXZbDkTXfMXnyZBYtWsSKFSuYP38+E0aPIPurR/Fa9EQMehLLsa0UfvesT5Sh6z2o67VGkEiJHPIvnAXHKV78CuoGbQlpPxSJMojoIc+gyt7O1MmPMG7cOEaPHn3d1+lKOVveteK3P5AotZSt/RS5LoHo4a8QfeerOEsyMe1ZiSh6Kf3lfeRR9Yi64wVMe1dhObIZAFXdVmgadar2/CvXbyQnJ4f58+dXu//vIEKrZMbdbfAUVr2fqkOqDgEERKevrFl0WFFoQ3nx1iaEqOUXPO6fzrhx93Lbbbcxfvw4ls6fwz0THkFWkU3hgimUrZ5BULOb0bbog0ShIbjtrQBI1CEY/liA/tdZSLXhJLToQlnGQaa/8xqaZjeDTEF4rwdIeGQuCQ/7SqRtGbuxHttKeM8JqBt2pGLTtzQOBY3iygNol8dLiclBsclOsdFOsclOhdXJ+vXrK1l0tGraiPu61qdi7XSfRUd4PLreD/osRNxO7Jn7MGxbRFBqb7SpvTHvX4tE6fNlc+vzaTbyOea8/BDb8pwAmPevRZApCO87EcuRjWhSuqJu2IEn7rmVYYMHXuU7UjPOZiq7devGN599TP2UVNQN2qFKbI6yTiqu0mwEqZyw7mMx7VlJ4fwpPhGeMwq5HquB4u9fQhoURsSgJwFoEhtMpEoke/d6gprfcs5+o4YY7a5aL90OECBAgAB/P//Mr7r/xzBYnUxbmX7FYgb5BjsbjhQzqkOdKjLt14Kzfl8ulwuPPpd+sXa+/vgVlHEphHYdhcdcjlQbjqp+G2yZe3EWZ2DP3IO6fltfhq1Oc5/cu0wBgoAgUzC6U13e+8qXadNofH0pycnJFBcX43R7yCi18MC3u8ktb0tYl1FV5qRMaEr8A59V2hYRpODz95+iefxrqBX/vJ6Tsxm2YqMdTUJjjEe3oYxPAXy+YIJU9n/s3Xd4VNXWwOHfmZ7JpHeS0Am9Sa/SQbBcsaAiihVRFKxcvV7rvQqfooIoVkRFwYuIIEjXgDTpnQAhkISQ3ibJ9PL9MRCJgBJICIT1Pg8P5OTMnn1OCrNmr70WuvC6uIqycBVlEtxnNIa6bdCGxmE7uh1Ty74EdryJQov5rOPffftwYqKjeeeddxg8ePAlu64/O/37KSkpieLSMooWvIa+TsXvJ4+9DNfJ/ZceqxlnYSbakBj0dVtjSd6MPr419hNJjH18PBEmPWlpaWRlZQFw5MgRTCYT4eEX32T9cuDv78/ChX+0C3C7PeSW2vnPkpEs2ZNZ/maRJjCcoC63ENjxJrLnvIDaFIotZQvD7riP+558kduvbYsuvhURNzzrW/FbPwfz1oUEtB9GUNdb0YTUAZUGdUAYalMIikbPXd0aYrqAVdLcEjsZhRZm/57GjrQijuaV4vGCUaemRUwgfZr25HhBGQEGbYUA/YGHxvDm0gMs2HHCd60H1gIKuqiGuItzUOn8cBak48xNJfquyZz4fCx9Rk1g8gsTeGLuDmhzIyz/nKBut5cX63GZ81BOHCLjg1FMX1qPtp98RJcuZ38zpLLcHi8FZQ48Xi9ery/jwU+npig3q3ylctq0abjLCunr2cHMYzbQm7Af34cuJgEAQ/22xIx+D3vWEQpWfoixaQ889jKyv/s3HoeVyBuewWO3YPDz49WbWnLP82/jtZdhalP5n2O9RoX6Evy/IYQQ4tKSIO8yUGJ3sf5I/kWNMSPxCAOaR12SQizNm/+xb6dT+zZ079kLj70MW+pOMmbcjzowkrixMwm59l7yFr9D1jcT0ddpRvC19wIQNngceUveIfvbieiimzD8wSeZeGd/NEdf4OOPP2b69OkMGTKE++67DwCdRk2z6EAWPNqDLzccY9aGY+ds+Au+Fy23d4xnXL/GJ1PLruwXMMePHsayLxFTa98LuNxF/4claR1q/2D08S3xWHz96VRaXyqqcjI19lwUnZFn35zOXUN6MGHCBEaOHEl2djZqdc0Ewqd/PzVv3pxrr72WUnMxmCt+P1kObSyvRFiyfQmW5C3EjZ1J2ODHyFv8Drnf/YtBg4fw2gvPoVaruOeee1izxtcHbsCAAbz88su88sorNXGJ1U6tVhEd5McbN7fm+euasXRvFusO55GcW8rx9T+S/vMMFOCx/0xl7ofp7NyzjydmJuKyFKOx+vY8BvcciS6yAaV7V1O0ZhZ+Da5BE1oHQ3wLcr9/DfBSZ9BDdE6oU6m5ldicHMktY/zcHeWtIk5ncbjZmlrI1tRCpqw8xA1t6vCvYc0JN+lRqxQiAw28ckNL7uvegHdXHeKnXQGAF//mvfG63RQlzqTswFpCeo2ke7MYvgdig/0Y+dm5U9/VfgGgKLz5wRd8Pul5xo8fz6ZNmyp30/+k1O6i1Obk5z1ZfPZbCieKfVkMGpVCv2aRxOdtJi0tjbS0NBISfMHce9Om40p8h/z8AnQxTQjt/5Dvnm3/mdK9q9EEhBM+9Em0YXHY0nbjzPHtg86c5auw26BJc94Nfp3UDUtQ+YeQ8/0reBxWgrrdTlDX2wBwW81kfPQAXoeVus8uRFGpMW9dRPHG71C0Bszj/oVe2+Girl0IIcTlR5qh1zCHy8O0Xw4z/Zfkix5r4WM9aBsfXAWzqrz8UjsfJCYzc92x836MSoHH+vpSss63JYTd5abY4mR/ppnEg7nszSjG4nBj0KpoHhNIrybhtK8bQqBBe0Wu3v1ZcnIyvXv3JqFFK1I7jMOrqHGXFuIszCD3x0noY5sR0vd+TnzyMOH/eB7/pj048dmj6KIble9bLFz7NeaN35VX3Qwxalk+oTeRgQZmzJjBo48+SkZGBnXqVO7Fe3Vzuz3klNp5d+UhftxxAof77C/Y/XVq7u5ajwd6NSDCpL8kq9lXglKbE4vTTX5BIcs37WXKa8+TdfQgwQMfI2/JFPCCotHi36xXeVsOAGdeOic+H0v4Dc/gsZVRsHIG4Tc8gz0rGeuOJSQdPEijhg3Oaw6FFgefrE1hRuKRSs09xKhl1n2daR4TiO60ypdmq5N9Bw/Rs0Mb7n3mNSw2B99Ne41GzVpyJGlfhTEiR/wHfUwTXOY8Mmc+RsA1wwjo+A+0ITHkLXkHU2kG//vmKx4b8wBhYWEkJiZWao4VrrPMwWfrUvhkbQpO97n/T20Q7s9n93SkXpgRzck+jlaHmyO5pTwyexvHC8+spvxnpbtXkL9sOl/NX8I///Ui+aV2TK36k7/sfcKGPYk2LB53cQ7Gpt19c0uchXnrj+B2UffZhbiKsjjx2VhC+t6Pu6wQ974VZBxPJyioFjQKFEKIq4w0Q7+MldpdrD2UWyVjrU/Oq7EgL8yk56kBTbm5XSyv/LSfbamFf3l+14ahvHJDS+JDjedVhfEUvUZNZKCayEADvZtEYLY5cXu8qBSFAD8NmuqoCFFDTi9EMXXqVObvyuWj+SvRBEejaA0oKhWKRu8rPBMcg+XgetR+ATgLjhPYzfcuvrMwE4/Vl67pzE9HbQrl7gRYMn8uXbt2Yf78+YSFhREVFVWTl3pWarWKmCA/XrmhJU8NasrBTDMbjuRzLN+CokBClInujcJpEO5PsJ8WvZSBr8Bk0LJr22bUajVt6kdQYPXgVevKixc58zPIXzYNY/PeuMsKKdmxFGOznr5KnIA2rC72E0kAKBodTWJC2b7Fibm46Lyev8ji4N2Vh/hqY2ql515ocXL7xxv535hutIoNKq8eHOinpVu7lnz44Ye89tpr2Gw27hnzOLuN1xDTtQR3aT45379KUPc70ddpiuXg+jNWf+s+OpN/vvQ6q2b8m+sG9qVZs2ZMnTq10nMsn2uZg5cX7WPRrhN/e+7RvDJunL6O+Y92JyEyAJVKwU+nplVsEAse7cHyfVl8tObIOYO9RhEmdKYitkVEMHRgX555twn2A9+BoqCPb/VHpeOTVTjdZUWU7l6BqWU/SnevAMCRcxS8HvwadqCu3sqm3+ezefNmBg4ceMH3QAghxOVHgrwa5vZ4MFudVTJWbqm9Ssa5UCaDhtZxwXx2T0fMNie/Hy1gfXIeWSfTluoE+9GzcTidG4QSYNAQbLy4hu4qlXLRY1zOVq9eXZ7e1a5VCwAa9B7OscVTwOtFF5NAcO9RKIqK8BueIX/pVHJ/+C8B7a/Dv3lvALLn/gu3OQeAE5+N5frHXqdV/V48OW4sKSkpNGjQgLlz516SVE2n20ORxReUW51uvF4vWrUKvUaFn05NgOHshVKMeg1GvYboQAO9EyKwuzwoii/gF38tJSWFp59+GrPZTFy9BjhueArzwfWYN85D5RdQXrzIYyvFdmwH5s3zUemMhPR9AF1UQzQhdbCmbKPw5/dwGvU8+eSTtG/f/m+f1+X2sCkl/4ICvFPsLg/3zdrC0vG9iAqsWBV3zJgxjBkzpvy5ckvsvLH0AD/vycLvtD6RptYDMLUeUP5x+/hg3hzemvhQIy/etvqC51Y+R6ebbzennVeAd0qZw81dn/5+xnVFBOi5q3NdBreMwub0cDSvjOOFFhRFoV6okbphRgwaNTMsa1n94xxKC/OI9OSTgxdXcQ6KovK1ltEaCOn3AMZGnSjeNA//ln3L++8BqP19bwQ68tJo38zIJqCgoOCi74UQQojLi6Rr1rC8Ujt3frKJwzmlFz3W2D6NmDikWRXMqurYnW5sTg8o4KdVV0i9EpWXU2Lj4a+2sjP93HvuzmVExzgmXtf8vFNjq0qZ3UWR1cm8ren8sD2DtD+1/AjQa+jUIJRH+zaifpg/4abq31d6NXK63RwvtPHYN9vZn3n2Yjx/plYpTOjfhLu61CWsEl+XbLONAVPWUPIXe2fP183tY3n1ppYEnuNNgFNKbU5KbC42Hytg3eE8juaV4fF6iQgw0KNxGL2aRBDkpyHUv+q+v7LNNvq9nUjZBfSyfOn6FtzbvX6le5xmZ2fTu3dvkpOTCQgMxFxShi6qEc6iLCJufoGitV/hLDhOnfs/4MRnY6nzwIeU7FhC8fo51H12ISgqchf8F2vy7wQHB1NUWMi6devo0aNyrReEEELUPEnXvIxt2bSBre+OoTgrFU1oLCF9HyB/yTu4rWa0wXUIHfwohvhWWJJ/p3D1p7hLC9BGNiD8hmfRBkdX2ECfFfoaXGZBnl6rljS6KhQZYODzezvxv63pTFlx6LwqsgYaNLx9W1s6Nwj9y5VP58mG256TYyqKQrBRi1Z94YF5XomdWRuO8mHiEc411RK7i1+ScvglKYdm0QF8cNc1xAQbLqpMvziTVq2mQbg/Xz/QmQ1H8pm2+vA531zSqVVc3zaGx/s1JirAgLESKdVut4dFO09USYAHsHBnBs8Obvq3QZ7JoMVk0HJTu1iGtoqhzOHCCxg06mrbn/t7Sv4FBXgAn6xN4fq2MUQGVK53p06nY+7cuRQWFjJp0iQCQsLYUagnbcMiFI0ORaVGUetwl+TjsZo5Pv3u8sdmzLifuMe+5NpbH2B8/0msWLKQBQsWVFllUSGEEJcPWcmrQUVFRdSvX5923ftyKGYg9vQ96Ou2wWM1o6i15P7wH3RRjYi87RVOzBwHXi9h1z1B1jcTCWh/HQHXXF++gd5TVoh7/wqOp8sG+quB1eGmoMzBd1vTmLM5ndySM1N1G4b782CvBvRvHkWYv6680MPpXG4PBRYHh7JK+XFnBruPF+Fwebi5fSzdG4dj0Kjw12swaNUYtKpKrYJkFlm5Z+bmSq9Sa1QK793Rjj4JEZj+5oW9uHB5pXasDjdH88o4kGnG4fIQbtLTJj6IMH89AQZNpfbLnpJbYuf6938j21x16eMThzRjbJ9GVTZeVSgoszP6iy3sPl75VfVTFj/ek1axlft9vX//fvr27YvFYmHgwIF8+umnmO1errv1Lg5tW4faFEbowEfQxzbHVZABQMnOnynduYzGj3zIo8P78/ETZnI1xgAAIABJREFU/+DY0RTatGnDp59+Stu2bS/4GoQQQtQcWcm7TC1ZsoTi4mLeeWsyo+cdxRxRr/xzHocNRaNDG14XwFcxzZzrK7qhUqPS+1fYQN862MVy2UB/1fDTqYnV+TGubxPu7loPl9uL2erE4fbgp/Xtb9OoFMJMunNWmywsc7AuOY9Xf9pHXqmDNnFBjOvbmCA/LXO3pPP+L8kVVgq7Ngzl8X5NSIgyEWrUof6LFb4cs407P93EsbOUzP87Lo+Xcd/u4JNRHejTNFJSfKvJqbTY+FAjvRMiqmxch8tdpQEewNpDudzVpS5Bl1GDe5fHS2aR7aLGyCq2VTrIa9GiBdnZ2RWOhQHbE3+mxOZi5f4sPvvtKMcLraiiGqJTq2jf/gXG9Z1Jh3ohBBt1PHlg/0XNWwghxOVPgrwalJ6ejqIoPPrAvRw7lAwNuhIyYAxFa2Zh3rwARavHr5EvOPdv0YfchW9y/P27UQdGENDxRpx5aYBvA33r2ACWIxvorzY6jao83atOsN95Py6nxMbT/9vFb4d9zcVv7RDH9W1ieH3xAY7knn3lbVNKAZtSficyQM8rN7akZ+PwCk2rTymyOHh98f4LCvBO98TcHax68lriQo1/f7K4bGSfZVX5Yu3LLMbudMNlFOThBfdFZsI4PWdvC3IhjDoNRp2GuzrXY3DLGLz4mrErCmgUFaGm2lukSgghxJnkLfIaFBoaitfr5c477+Cpp5+mZPtibEe3E9h5ONGj3kYTEE7B6k8ByF82DX2dZkSNnITXZadozZfo41ri16QreQsn8dm0twCIi4uryUsSV4DcEjv3fL65PMC7vWM8PRuH89BXW88Z4J0up8TOo99s5+tNqRRbHWd8PjmnlJ92Z170PG1ODxPn76bQcuZziMtXVVULrjimC2qw/WFiYiJNmzbFYDDQpEkTli9fzvfffcveybeT+vbNZH75JI68NFzF2aROvr7Cn6L1cwDImf8aqW/fTOrk68vHdRRmoyhK+Z8hQ4Zc9FxVKoWIAD2RAQaiAg1EBhgkwBNCiKuQBHk1qH///qhUKnQ6HeFBJgBigvxwl+ShaPSgUqPSnNwDpSi+DfUaPYqiwl1WhKIoDB05hmWrErlv9Gjq169fIxvoy+wusoptHMwyczCrhGyzDYujaoouiKpVZHHw8qK9JGWVANCpfghDWkXzzLxdf9nE+WzeWn6QZXuzKDutwEaRxcHbKw5W2XzXH8mn2FL1QYOoPrqLKNTzl2PW4PZxm83G888/z7Zt2wgODubhhx+mXasWTHjrMyJvfRlH7jFKti9BHRBO7NhZxI6dRejAsQAY6rb2/V2vLcbGf/x+9tepiT25+r5x40bS09OZPXv2pb84IYQQtZKka9agRo0alTf1tdpsPDb+SQKDbbz/7htYrVbU4fUIGfgIAKEDHqEw8QuyZj+LNiyOuP6jeGZoc94Z8yw3venbQP/jjz+i0Vy6L6nb4yWr2MrbKw+xZFcmDrcv9UinVnFDuzo8NTCBmEADqkqWCBfVZ/fxYn7ek1X+8ZhrG/GvBXvOq0rn2bywYC+9EyLKC3RYHG42pVRtyvDcLek8N7jpVfd95PV6KbI6cbr+SOkz6tWY9JdRyuJJiYmJjBkzhtTUVKLrxGHteA9+DTtQsn0Jxb/Px2MtxtR6AKEDx2LPSCJ/2TSchZloQ+oQNnQC+pgmlOxaTvG6b/DYytDHtSD8polYD28qb2Ye9YbvudasWUPv3r0v6fWdvsLWsWNHFixYQPduXanf3Mr/kuwoag268LooKjWawHAArEe2oAmpgyG+FQCBHW+i0PJH64oRneIJMPh+boYNG0Z0dDTvvPMOgwcPvoRXJoQQoraSIK8Gldld3HTHvehbDWbRrgz2W5woCgyZ3J/bOsTToV4Ii3ZlMGtDKjTrSWir3jSPCeTxfo1pHRtEsFHHwzW4gT6twMLNH66n6E8rLQ63h/nbjvNrUg4/jO1O/XD/GpqhOF1eqZ3XF//x/VI31IjL7SWz+MKLR7g9Xn7alckDPeqjVqs4ll9WFVOt4PeUfIqszkve36+mFFkc5X0FN6UUcDinBIfLQ6BBS4s6gQxqEUW/ZlEXXP2yOpxa6erUqRMjR91DxvLphA19koKVMwjucx9+DTv4CkUBxZvm4bYUE333W+R+/yrFG+YSecu/Kfzlc/R1mhLQ4QZy579G2Z5VmNoNwVCvHTe3r0PBmi/5adEiOnToUGPXuX//fmbPnl3eiP2Jh0eT9v33qPyD0ce3LD/PVZKP9eh2gnvfc9Zx1CqFe7vXJ0CxM3v2bFq2bMmECRMYOXIk2dnZqNXSdkYIIcTFuTxeIVxlPB7fC+u3liexZE/mGWlyR3LL2HKsEINWxfBr4lg6vhc6jQqP14tGpVRpM98LlVdi58Evt54R4J2uoMzBmK+38c1DXaTB9WWgoMxRoZ3ByC51mb0p9aLH/ey3FP7Rvg6RAQa2pxb97fnNogPo1yyS1nFBhJzs22dzujmQaeb3lALWHs6t0FNvf6YZVxUWqLhcOVxuckrsvPDDHtae3C95OpvTTs7BXBIP5qJT7+fBXg24v0cDwgNq/mfrzytdh1NSKdufiCYoiqAutwCgi6gP+CoFO3JSfJWCNTpUemP5cZXBhDYkBgCV3ohKa0ClNXD/gLYM+OdSRowYgb9/zbxplJyczIABA+jZsyeTJk0CYPq0qYy6/yFuu+12in6bTeTwFwEo27saFAVTq/5nHWvaHe2ICNBj1PkzcuRIAEaMGMGaNWvIzs6mTp06l+aihBBC1FoS5F1ibo+XI7ml3PHJJgrK/rqghM3p4dvf01h7KJc5D3Ul/jKqMphltp1XkY6D2SXkltglyLsMbDhSMXC4pl4Ik5YlXfS4OSV2CsocRAYYKPqLIimdG4Qyvn8Tssw2luzOZN7W4+SW+ioxGnVqWsQE0qdpJOMHNGH+9gy++T0VrxfsLk+N7se6FCx2F1tTCxnz9Taszr9vru1we/gw8QhL9mTy9QNdiA/xO2erjEtp//79fDfnW+68+z6+Wb4er9tJxicP4fV4CO4+AlObQRgTulGycynHp96JymAiqPsdAJha96dgxQwsSevQRTXCv2VfAJpEmti6ZjkFBQU8+OCDNXJd6enp9O/fn4iICKZNm0ZWVhbbtm2jUaNGxEeGEmrSoz25rxqgdM9K/Bp1Qm0KKT/mLMwEm28vbLQ3H6fVnxWJv5OZmUnnzp2ZP38+YWFhREVFXfLrE0IIUftUe+EVRVGGKIpyUFGUZEVR/nmWzz+iKMoeRVF2KoqyTlGUFtU9p5qUUWjhto82/m2Ad7rjhVZGfLyRrGJrNc6scuZvP37e5y7ceaIaZyLOh9XhZuOR/ArHPB5fifWqkF/q+37212uwpe/lxBePkzZlOCe+eBxn2i6KP3+ABY/3YUD3jjw25Rt+Scohff9WMj55mPRpd3Fi1Sy2phYyedE2urRvxaTbrqF05oMoB5ajVSvVVlmxxOYkx2wjvcDC0bwyUvPLyDbbyCu1462qm/M3nG4P29MKGf3F5vMK8E6Xmm/hlg83cOIiUm6ryukrXf/3f5NpFBeF22ImbPDj6GMSyF82HY/DSsGqj1D7hxA1cjJq/xAKVn6Ex26hYNXHGJv1JHLE6zhyU31tZBSYekd75n37NS1btqyRwlIAq1evJi0tjd27d5OQkEB8fDyrVq2ie/fu9O7dmxbNm7Pwi/eZ90g3EjxpuAozMbX5o19phEmPbeErmHf8DEDHdm1YsGABJpOJyZMn0759ezIyMpg7d66kagohhKgS1bqSpyiKGvgAGAgcB7YoirLI6/WevpHsW6/X+9HJ828E3gEuvo70ZaigzMETc3dSfAElxk8U23j1p/28dWtbTIaaXYD1eLyVKpP+V6s74tKwu9zlgVh1OFV0p3GQQs781/Fr2IHw65/BeXwvL9/Rg1+bxZCYXEjuD//BvOl7DPGtyFv8DvrYZvg360Xuj29gqNcWXUwTgq8djSakDo7fZpK18nNG3HQ36ipepcortXMsr4wPEpPZcrSQ0tMqhKpVCk0iTYzqWo8BLaII9deircYX3rkldh6ZvZ0LrH1DbqmdJ+bs4JN7OhBWQ6ncf17pshTn8/Cd/2DChlUoGi2KWgMqNYpKDahQVGpUWj2o1bjLCkFRgdeLotb4jivgLivkqQEJKGW5rF69milTptTItQGMHj2a0aNHn3H8/fffP+PYvFcewPLCaErsLpwuz8liORpCnk9Dc5bKo/v3S2NyIYQQVa+6o4XOQLLX600BUBRlLnATUP6/mtfrNZ92vj+1ODGryOJgZ/rf71k6lxX7s3nJ7qzRIM/pdNKzZ0+2bt2GYgojbuxMyvavoXDtV7hLC9CGxvqq5UU3xl1WSN7id5j6/mF2fNKd2bNnExERUWNzv5opKOQd3kHGl2/iKs5BExjOpmZTAV8KcNbsZ7FnHCByxH/wq98OW9oe8pe9j8dWSkC76wjuPQoAR24qBcun48hOQW0KJfred3HmpHDf0AlkZaQTEBiE115GSJ/RaAIjmfTgUPZkFLPREok2PBBFo0MbXhe3pRh3SS6Gurfh17gzANbUnRjqtcGY0B2v10Ox2h9deF3+ObQZQVXUBNvqcJFZbGPctzvYn2k+6zluj5ekrBL+9eNe/vvzASYNb02vJhGEVEPhl2Krg5cX7asQZF6IbamFbEjO54a2NbOX69RKV1paGgkJCYDvd8W2LVv4Zs4roPMnfOgEFI2OkD6jKVjxIZlfP4MmKJLQAWNQ6QyE9H8I86Z5WA6uRx+dwCPjnmBUt3pMfetNNBoNd999d41cW2UFGXUEGSGmpicihBDiqlbd6ZqxQPppHx8/eawCRVEeUxTlCPB/wBNnG0hRlIcVRdmqKMrW3NzcaplsdbI63Hy+7uhFjeH2eFm44wQud80VoVAUheHDh9Ole4/yY16vh5C+9xMzagoeu4XCXz4DoDDxS9zmHBYtW0VKSgovvPBCTU37qmfUqzHa83EVZIDbiaswk+ceGYWydwnpU+/AnnEAAHepr/1BzrxXcBXn4HHaKN74Hdaj2/F63GR/9yKO7COg0aINr4cCqNxOnnz6WbZt24ZW6wvGchdOJnvGvXw39VX+tyWdwsQvSH/vdtxWM36NOqLSG1E0Opx5aTjz0wDwWH37lSzJm0mbMhxL0m+oGnXni/VHsTgql8Z4Nha7i41H8hn83tpzBnhnPMbh5om5O3nxx70UnNw/WJVKbC5WHciukrHeXXmIvJKqn+P5GD16NF6vt8IfjUbDlzM/JTMnn399tRr/FtcCvr5xdR6cQb1nFhD70Mf4NbgGgMAONxD32Fe0+fdPLFv9Ky/c3ptgo46XX34Zu91OeHh4jVybEEIIcSWq7iDvbDlWZ6zUeb3eD7xebyNgIvDi2Qbyer2feL3ejl6vt+OVuBpUandWah/buXyzOZXCGkx/1Gg0TJw4kfi4WIw6XwqbqWVf/Jv2QBfVEG1YPF6XL5XTdmwHLTv1pEvHaxg0aBDLli2rsXlf7bRqFTcP8/Xfir77bfxb9EWlM9KxYQQqvyCMTX1Be9m+X3BbivG67AR2+gch/R4CoGTbT9hSd+EpK8SvcRfCBj2KNXkTjrw0brnpeh64/z5atmxJk8aNAPBv3psHH32cn7+bhe3odgI7Dyd61NtoAsIpWP0pilpLcK9RlGxfQtbs50CtRRPgexFvqNuGmNHTMDbtSdGaWXy79gAnii5uP6rb7WHX8SIe/GprpZu+AyzZk8nLi/ZRWIm9tOdj2d6sKtsXmZJXRon98mscHxGg5+nBTVn91LXc3jEOg/bs/+3Eh/rx+k0tWTGhN72aRBBsvDpaZgghhBDVobrz/o4D8ad9HAf8VRWOucCMap1RDXF5vNicF78Cl1tir7IXhRdDq1YRbNTSs3E465J9VRttqbuxHdtBSH9fYOC1mbm2ZTyBfloCAwO5Eldga5M2cUEAZP/vJbwOK8aEbvRo25Sf5hkIaD8My8H1eN2u8lU2r9OGNtSXdOaxW7Cl7wXAmZdKQdoeUFRYkzczts/DmAxa9u/fz7Zt2wDo3DCSEtfJ93gUBXdJHopGDyo1Ko1v35ihfltiRr+HPesIBSs/xNi0B46co3isJagDI1A0WlAUFLWW939JZvItrTEZLixtM7fUcVH73gB+2p3J0NYxDGgRhfYse6sqq8zuKv/ZqSp7M8w0CDf9/YmXWKBBS6BBy6s3tuTpQU2xOd3kmO043B4C/bSE+evQqVWE+uuuuqb3QgghRHWo7pW8LUATRVEaKIqiA+4AFp1+gqIoTU77cBhwuJrnVCOqKjBzub3VVmmwslSKwtQ72jH34a4kKFnk/vA6we0Gcd2I0fxvTDeiIiNxO3xV/8xms+zHq2FRYSF0HjEeRa1BMfhjTdvDW5P+yy0PPY312A4ADPXaVVhly/nfywDo6zSFk73qdDFNCe3/EHg96PIPExVkKK+s2KtXLz744AN2LZ7JnBlTCOw8HEd2Ctlz/0XWV0/69mQNfASAku0/k/n1M5g3zSN86JNow+JwW4rJWzyFE5+PxZ6RRNjQCah0Bpbvy6LsAlM2y+wupqw8eEEFj/7sue93V9lqnsXhJiW3apvH77qIPb+Xgp9OQ1SggXph/nRqEEqPxuG0jg2iTrAf4QF6CfCEEEKIKlKtK3ler9elKMo4YDmgBmZ6vd59iqK8Bmz1er2LgHGKogwAnEAhcG91zulSSUxMZMyYMaSmphIfH89/Jr+DsyCTvMVTcOYeQ20KI3TgI/g17EDuorewHd2G1+PGr1FnwodNQFFrOT7jftzmHN+Aai31nlmAkrWf7tdM4Hh6GvHx8UyfPp3Bgwdf0mtLSkrCbDbjdDrJPX4UP7udzR89Q8/u3Xh3+lRMfgYSGoQyZPAgVqxYwa5du1ixYkWFhsni0lN7HBxf/wOagDD8mnSjeP23ZKYd49vXHy0/p3jdbPxb9MZQvy3+LftStn8NqNSY2gzCkX9aurHat6LWoUksqalp3DCoP3pTML3vfRaX0ciP6/agVatIyiph9qZU9ne99Yz5hA0ZR9iQcRWO+dVvR9xjX55xrsvjpdTmIiqw8tddYnOxcEfVtPEosbtYn5zHzdfEXfRYXq+3yvfX2lwXv3dRCCGEEFe+ai/T6PV6fwZ+/tOxl0779/jqnkNNsNlsPP/883Tq1InRo0fzzIRx+DXqgiP7CNF3TSZ/+XQKE7/Ar2EHNEGRRN7+Oo6coxQsm0ZZ/XblPZZC+j2IsWnP8tW7FpEGrntuIr26d2X06NE8/PDDpKamXtJra968eYV/X3vttRQXFbE28Rc6tGpKvXr1OHbsGG+++SajRo2iV69edOvWjTfeeOOSzlNUNHXqVE4c99VBcuT4igCF9BlNwapPaNmmHft2biW47/1oAiPImv0sjqxkVH6BBPW4C7UpFD9TKGh0WA6tx3HoNwDCu93CsH/OICvDN+4Ld/YHoN7ExQC0jQvigZ4NMOrVvPTjvvLm5xfieJGFRpGVT0XckVZY3uKhKny9KZU+TSMvutqm02Hn6Hf/IfvA7yhqLYGdb8a/RV/yFr+NI/sIfvXb+1Yy9Uayvv0n9pPpsgBxj32Nyj+YgpUzfIE4YGrVj6hBNddmQAghhBCXj5ptuFaLnb5q1bFjRxYsWMCIvp2Z8tuPaIKjUemNnIrcQq71LV5qAsMpALzuP9LKitbPwbx1IQHthxHU9VYmj7+HZjGBFca91M63SXRUVBQrVqyo5tmI8+HyeBgw9AZ+WryE1GNHCY+JJ2zgGI5sXAYeF/t2bgWgflkSva4Zx4xPfdUnPVYzhas+wmMtJqTXSAY+9iZJP75PYVExps63sq4sCn2LKOq16H/W5911vJin5+3imrohfDyqA2+vOMiGPzVlP1+eC4jTXG4Pvx2u2n1v+06YcVZB0LhhzSqydiUSOngc9owkitZ8iT3jAO7SfKLufJOc7/6NefMCgnuNBCCg400EdroZAJV/EM6cFEp3/ExQ9zvA66V443cEWZ4EmvzFswohhBDiaiBBXjXbv38/s2fPZsyYMdx243VMmzKZ49NHoWi0RI54vcK5hWu+QtH7l/cNC+45El1kA0r3rqZozSyadexBeID+jHGFOBurw4XZ5mJnehFrD+VyIFNDo7Gf0Fqnpk1cEN0ahhH0/H18vy2DH7Yfx+XxovjrqBNsYPPuJA5ll1JY5sDt9RLkp6VVbCDhpr681LYnvxw8exEdr9tF1jfP4chKRh0QTtzYmXjsZSx793UWPrmH9h060H74RHbkQerk6ys81r/1AEyt+pE9p2KrjbBhT+Lfog/vvfQk/1i+mISEBL7++muaNWv2t/eg1O7icE7Jhd/Es7C7PDhcFx/kNUtIQKPVog4IQ20KQdHocealoYtugj66MdqwOGypO+FkkFe6ewWWpN8wNutFSL8HUZvCUHRG1P7BoFIDCk1iZd+rEEIIISTIq1anilH07NmTSZMmceedd+KnchN615sUrfuW/J+nEvvwJwAU/jqTsv2JRN76cnkpeVNr3+pIgFpLydaFDI33EG7SnzGuEKfzeLzkltp5f/Vh5m07jv0sAcnW1EJmrj9GgF7DyK71+PahLvz7x30czC7hozUpfLI2hQbh/gQatBi0atrVDaZfswje+DnpnAEeAIqCMaE7ilaPq8jX/828eQH29L1E3vkGexa/TfTG2US0fwDX2FkAOHKOkDv/dQx1W6Ov05zYk8dLdizBvOl7DPGtKNu7msXL55KYmMhLL73EmDFjWLNmzd/eC6/3ZLGiKnb6HbU53ZitTpJzSskp8VWMDPXX0Sw6gACD9pyN3Bs1akTXbj1YN/818HoJ6Xs/1pStOAsy8DisuIqzUXS+ZvUB7YehCYnBlrqLosQvMMS3wq9JF4yNO1Ow8iMAWg8aQevmTav8WoUQQghx5ZEgr5qkp6fTv39/IiIimDZtGllZWajVanRaDQ/2bc6UjRrclmLgZErm5gWEDhqLNjQOj92C12WnZMdSjM16UrZ3NQADul9z1nHj4i6+CISoHawON3tPFPPI19vIP48qkCV2Fx+tOcKSPSf46O4OpOSW8uvJIK5BuD9dG4RRN8yISa9mU0oBi3dn/uV4ikpNUNdbceYeKw/yHFnJaELj0Ec3RhPViNWrV/HDq+8wdrZvf17xpnkoOiPGpj1QNFo0gb43OazJv2Oo1xZNUBR+5jTU4RH06tWL7t278+abb2K329Hr9Wedh9PppGfPnmzbtg1DcCThD36KLW13hVVCU7shhA0eh/XIVvJXfIDbnEtQjzsJ7vnHylnh2q/wlBURNnQCptYDALCfOMigns+RnZXJjcNvp97QsXy/M/OsDdt7NA5jfP8EGkb4E26qONdZs2axbm0ij78+jVmLfqFwzVdEjXidnPmvk/7eCBSdH/qwugD4N+8FgDYsnqLEL3Dmp6OoNZTtTyS4z31oNGr2rPiM3dufoHv37n/5NRJCCCFE7SdBXjVZvXo1aWlppKWlkZCQAMDevXs5cuQIb4+7nYCQMEKHjAWgdPdKwEvBig+BDwnqcSeBHW/CdmwH5s3zCQkO4s3J/0e3Th2ZNWvWGeOe7x45UbtZHS42pRTw4FdbcVeyIVx6gZVbZ2xk3iPdGNwyGo1KVaGcfY7ZxrPf776gean8Q7BnJ+OxW3AVZOAsM2Oxu2lZJ5C9aXlY9ifi3+JaVFpD+WPsGUk489J8+82A3m0bM2/zEjIzMzlw4ABer5eioiKioqLO+pyKojB8+HCMRiO7D1TsynJqpVCl8z2fymAiuMed5C+dVuE8tSmMoM63UPjr5+XHvF4PRT9PoWufHvS7byIzJt5HWLYJU8u+Z53H+uR81idvpHVsIJ/e04nooD+uUaXydbDp2CiaVeFBHPC4UHR+RI+cjMucQ8GKjzCeDO4KVn+KqfUAbGl7ANCG1wXF93hFo2NIm1hmr4Ls7Oy/+EoIIYQQ4mohQV41GT16NKNHjz7j+JYtW4A/Urw2puQzPfJ/HM4prXBem7ggxq/8ldaxQYT4a9Gq1X85rhAnimw8dAEB3ilWp5u7Pt3E8gm9iQn2q/C5vRnFFFxgf7igzsOxpWwlfeodqHR+qAPC+GrjMe7uWo8nVi3CYy/D1GZQhceU7lmJyi8QY5NuNAz3518PP87WVYuIi4sjMDAQnU73l30XNRoNEydOZM+ePRxKPlLhc5lfjkcTGEno4MfQRzdGH9sMXUyTM4I8v4Yd0ITEVAjyXEVZ2PJPoGrYlZ/zw9CGxmE7uv2cQd4pezLM3PbxBuY90p3oQF+gN2rUKJYuXcpjD9+PRqOl3rW3UZp7jIJVH6No9JhaDyhfPXTmpZH1zXO+KpydbsbYpCtejxv/1gOwbPiWH3+Hu+66i2HDhv3t10MIIYQQtZ8EeTXEoFVj0Kq5qV0sPRqHY3O6cbm9eAGdWsFPqyHUdHEl2sXVI6/UzqPfbMd1gQHeKWabixcX7uXtW9uWtwgotTv5atP5t+lw5qfjcVjA4/KlFeqNRN7+Ku7SQgrXfIlfo07sOl7Mi9ebKN29Am1EffQxf1SE9DhtlB34DVPrAej0Ombc3YFIvYu5c+dSWFjIpEmTiIyMLF8J+ztqlUK9MCPJhRFE3PwC6oAI8pe8S/7SqdS57/1K3Z/e8TrmAuuOleLXEBS9X3na9d9JL7Dy0JdbmHVfZ8JMevz9/Vm4cGH553NL7Lzx834WnAzsThf1pyJNAAadlo8++Yzr28QQbJTfFUIIIYT4gwR5l4E/79URorL2ZRRzMLtqqkiuPpBDbqm9PMiz2N3sOX5+gQzAic/GVvh35Ij/kLdwEni9GJv2IKjb7QDsTUrGlraHkP4PV3i8JWk9XoeF4PaD+WJ0J+qFGUk5fJAhQ4ZgsVgYOHAgU6dOPe9qQv7vAAAaH0lEQVT5qBSFl65vwQNfWtCGxADg17gT5q0L/+aRZ7rr2tbMxReIAnjtVtQhdc778XsyzKTklhF2lp/5iAA9r9zYilFd6/PW8oNsTDl7qwm9RsXN7WN5rG9jIgP06LXqSl+HEEIIIWo3CfKEuMIVljmYujq5Ssf8ZG0Kr9/UEj+dBrfXe15FXE451Qj9dPHj555xrEwXyq0frmPLscIKx02t+9Oyzw18dHcH6ocZMWjVtGjRotL7zZKSkjCbzTidTgJs2TQs2s7ebBua0DpYU7ahPVnUxGMvw2X29dLzWM04CzPRhsTgthTjKsoCwF1aQOtgBwREogmOwXJwPWq/AJwFxwnsdlul5jV19SE+uOsags6y+hbkp+WaeiHMuPsaLA43xwut7M0oxup0E+qvo21cEKH+eoL8NPjp5Ne3EEIIIc5OXiUIcYWzuzzsSC/8+xMr4ZekHJ4b3BQ/nYbqquvjdHvQqCumXDYI9+fRPo3o0zSSiICLW+Fu3rx5+b+7XNOWL775jseeeBJrcR7a8LqEDXkcAMuhjeT//B4AJduXYEneQtzYmZRsX0zx+jkAFK39ilxXCjP83iD8hmfIXzqV3B/+S0D76/Bv3rtS81p/JJ8Su+usQd4pwUYdwUaoE+xH5wahlb10IYQQQlzllCuxMmPHjh29W7durelpCHFZOJhVwuD31lb5uG/1UPPiM+NJTU3FbQwldMAj+DXsQMn2JRT/Ph+PtRhT6wGEDhyL1+uheN0cSncvx+OwEtTtdoK6+la43FYzGR89gNdhpe6zC1FUaorWz8Gzdykup50OPfoxadrH1I8MQq9RE2bSoSjK38zuwuSW2Hhl0X6W7PnrVhCniw3247N7OxJs1NLtzV+qZB4z7+1Ev+aRVTKWEEIIIa5OiqJs83q9Hc/2ufOrXCCEuGzlldqrZdxSi5Xnn3+eVb9txM8USP7y6dhSd1OwcgYB1wwjetQUdHWaAVC2ZzXFG78juM99RN35JtqQ2PJxzL//gNftLP/YbSuleN03DBwylHenTGHdip/I2b+J2BAj4QH6agvwACICDPz35lZ8dX9nEqJMf3luoEHD4/0a8+NjPWgeE3jBVUvPptByYZVKhRBCCCHOh6RrCnGFq66Q6Np+A2kYYcLp8pDQsi07fltB2f5ENEFRBHW5BQBdRH0AyvavQR/f6o9WAtGNAXCXFVG6ewWmlv0o3b0CAJXWgCYwgqiIcOrX9z0+KCiomq7iTMFGHb0TIphTpyuFFiebjxaw4UgexVYnWrWK1rFBdG8URoNwf4KNOnSak/3oqvBOa9XVF8gKIYQQQki6phBXqMTERMaMGcOx1FQ8F5hOmbfkXcr2ri4fM/rut9HHNsO8dRGqXQsIMPnz1FNP8fzzL6BuMRBHXirO3GMoWj1ej4fg7iMwtRlExqePgMeN1+1E0RoI6fcAxkadKFj9KQAqvZHi9XPK0zXrHPqBjQtmoigKw4YN46effqqp2wiA3enG6fagUikYTxY0OXV/U1NTiY+P5/XJ7/DiVjWFWxefcX/tGUnkL5t2smhLHcKGTkAf04SypHUU/vIZeD0Edb+DgPZD8bpdmFa+xsG9u4iLi+PYsWM1eu1CCCGEuDJJuqYQtZDNZuP5559nReIGVHrTBadTGpv2JHbsLGLHzkIX3QhnQQaFv3zGE089w8CBAxk/fjwdO3XiuvufQmUIwG0xEzb4cfQxCeQvm47HYUVtMOFxWAm/8TnU/sHkL52K21JM2b5fy/fmneIpSGfjgpmMHz+eOXPmsHjxYr799ttLeu/+TK9VYzJoywM8+OP+btu2jeDgYJ6bMI7WSvpZ72/xpnm4LcVE3/0WHquZ4g1z8dgt5C+dirFZTwK73kbByo9wFp7AX69h+M0306tXr5q6XCGEEELUcpKuKcQVasiQIYBvf1dck5Yc255Y6XRKAGvKFmzpe/Fr0J6wIY/jyDkKXg+dO3Rg+rtv4/V6GX3vPbTsGMWaJddgObQeRaNFUWtApUZRqTHUb49r1zIUjQ5FpUZR63CX5OOxmjk+/e7y58qYcT8vfvAtr34KBoMBo9EIUOn2CJfCqfsL0LFjRxYsWID62Iaz3l9tWDyOnBQ0wdEoGh0qvRFnwXG8Dit+9dujCY6m0OvBlrqbR27owXODh/DA4SSOHj1aE5cmhBBCiFpOgjwhrnCZx5LJ3L4SU4tBOPJS8bqdZHzyUIV0SldJHnjcHP9wdIV0SmPTHgS0H4qz8AT5i99BF9UYXXQjABYvWkBubi4A9913HwCr9p3g5owksue9gkrvT/jQCSgaHYGdb8aZn072nOdRm8IIu+4JNKGxxIyeBkDJzp8p3bmMYc9O5fFbrsV58AU+/vhjpk+fzpAhQ8rHvxzt37+f2bNnM2bMGLbv3I3K6z7j/hoTulGycynHp96JymAiqPsdKBotAM6TXxMAj62Ue7rVkwbmQgghhKhWkq4pxBUsOTmZAQMG0K17D7rf+Xil0ikBjI07o6/TFFPLvqiMQTjz07hxcH+G3XAjH374ISEhIQCsW7cOr9dLt0YR/DRnFk2f/Z64sTPxb3Et4NtzF/GPf1L3yXnEPvQRfvXbodLq0UU1RBfVkLDB43h09jZmPnUrYf56/vvf/5KXl0dpaSlLly4lODi4xu7hXzl1f3v27MmkSZOIjgzHYy0meugTFe5vwaqPUPuHEDVyMmr/EApWfoQmMJKADjdS+OvM8j5813drSYj/ufvjCSGEEEJUBQnyhLhCpaen079/fyIiIvjog+m82K8OpobtQeGs6ZSKolRIpwQoXPsV9qxkypLW4bEUExjTgNduasm/nv8n69evZ/To0dSvX58uXboAYNRr6NYojJVP9aZ7o7DzmmewUcun93Tgvze3Isx0cQ3OL6XT7++0adPIyspi4MCBqBSFf9/UFrVWW35/QYWiUqPS6kGtxl3ma07v37Iv0fe8Q2CXW9H5+fPqo3cTaNCSlJSE2WzG6XSSlJSExWKp2YsVQgghRK0i6ZpCXKFWr15NWloaaWlpJCQkAJB4IJMbTxw6r3RKAHdpITnfvYjX4yGoTT+WzHiNiAAD/R98kCNHjtCmTRt+/PFHNJo/flXoNGriQox8cNc1FFgcfLnhGBuO5JOSW8qpVnKh/jpaxwYxqms92sQHEWbUoVZfWe8pne3+Op1ONm/ezHMP3UlAQBB17/wnpRodIX1GU7DiQzK/fgZNUCShA8YAUPTbbOxpu6lTtwGz5n1Pw/hoAJo3b17+PM2bN+fXX3+lT58+l/wahRBCCFE7SQsFIWoRq9PFwaxSHv5qKzkl598kvWG4P5/e05F6YUY0lQzGnC4PxTYnbo8Xl8eLSgG1omDU+SpW1mZ5pXZyS+x8mJjM0j1ZuE5rmN4qNpAn+jWhXXxwhX57QgghhBBV4a9aKEiQJ0Qt4/V6yS2188naFL79PQ2Lw33Oc0OMWh7u3YjbOsYRfgWlUl5uSu1OyuxuX5Dn9aJWqdCqlSsqPVUIIYQQVxYJ8oS4CtmcbsxWJwcyzfx2OI99J8zYnG789Rra1w2mZ+NwGkT4E2LUob3CUimFEEIIIa52fxXkyZ48IWopg1aNQasmMtBAryYRlNhdeDxeNGqFgFqeRimEEEIIcTWTIE+Iq4BKpRDkJ4GdEEIIIcTVQHK0hBBCCCGEEKIWkSBPCCGEEEIIIWoRCfKEEEIIIYQQohaRIE8IIYQQQgghahEJ8oQQQgghhBCiFpEgTwghhBBCCCFqEQnyhBBCCCGEEKIWkSBPCCGEEEIIIWoRCfKEEEIIIYQQohaRIE8IIYQQQgghahEJ8oQQQgghhBCiFpEgTwghhBBCCCFqEQnyhBBCCCGEEKIWkSBPCCGEEEIIIWoRCfKEEEIIIYQQohaRIE8IIYQQQgghahEJ8oQQQgghhBCiFpEgTwghhBBCCCFqEQnyhBBCCCGEEKIWkSBPCCGEEEIIIWoRCfKEEEIIIYQQohaRIE8IIYQQQgghahEJ8oQQQgghhBCiFpEgTwghhBBCCCFqEQnyhBBCCCGEEKIWkSBPCCGEEEIIIWoRCfKEEEIIIYQQohaRIE8IIYQQQgghahFNTU9ACHFlsDnd2JxuFEXBX6dGo5b3iIQQQgghLkcS5Akhzsnr9ZJX6uBEkZWZ649yvNCKVq3QqX4oIzrFE6DXEGTU1fQ0hRBCCCHEaSTIE0KclcPlJjm3jEe+3kZagaXC5zalFDD912QGtYjiP/9oTUSAvoZmKYQQQggh/kzyrYQQZ3B7vBzOKeXmD9afEeCd4vXC8n3Z3DtzM3kl9ks8QyGEEEIIcS4S5AkhzpBfamf0zC3YXZ6/PXd/ppkZa45gc7ovwcyEEEIIIcTfkSBPCHGGg9kl5Jae/+rcnM1pmK3OapyREEIIIYQ4XxLkCSEqKLY6+DDxSKUeY3G42Z5WWE0zEkIIIYQQlSFBnhCiArvLQ/o59uH9lcPZpdUwGyGEEEIIUVkS5AkhKvJe2MNUKqVq5yGEEEIIIS6IBHlCXKWcTiddunRBo9FQv359AObOnUvnNs3Z9OJ1nJg5DntWMgCO3GOc+OIJ0t4bQf6y6XjdLgCK1s8hfdpdpL17G/PfehqHw8GxY8dQFKX8z5AhQ2rqEoUQQgghrkoS5AlxlVIUheHDh9OrV6/yY263mylT3ubLhSvw2C0U/vIZAAUrZqDSGYi89WVKd6+gbN+vuG2lFK/7Br/GnYkd9BC/Ll3EkiVLysfauHEj6enpzJ49+5JfmxBCCCHE1UyCPCGuUhqNhokTJxIbG1t+bOTIkdxyyy0M6tWVwJj6eF2+ipmO7GT0sS0wxLVA7R+MNXUnKq0BdUAEar9Aru/RBoCgoKDysYYNG8bgwYPZtm3bpb0wIf6/vbsPtqOu7zj+/vQCRWgo5kHGCoaMAy2IlpRMQqeWICKTUiaxxSnQYAn41IHgjJVOFRxspbUCfzhWQAMMLcpAqsAoBSyYiMPIczQ8hkRpAElhQhqBVKExpN/+cTfTS7hJTjTnnHv3vF9/7dn9nc3n3u/s2fvN/naPJEkDziZP0us8uuxuNjzxA6ZMfw8AQ3u/kU3rf8Lmn7/I5lc28L+v/IwM7cbeb5/NhvtvZNG5H+aEE07gmGOOYZ999uGaa65h6dKlTJkyhfnz57N5s9+hJ0mS1Cs2eZJe47777mPevHksWLCAu796MTOnTWTfo07jlSd/yJrLFpCh3dltwiTy0ho23Hs9Hz1zIddddx0333wz1157LRMnTmT+/PkcfvjhnHTSSaxfv561a9f2+8eSJEkaGLv1O4Ck/lm5ciUbNmxg06ZNrFy5ko0bNzJnzhxmzZrF+eefzx6bNrDoA0ew/Hd/nVvm/D6PPf44d1z593z8o6dx3My384dfgX0n7M1ee+0FwNq1a7n99tt57rnnmDlzJjfccAOTJk1iv/326/NPKkmSNDhs8qQBdsghh7xmefbs2bz44ossWbKEqVOnMnXqVJ566inuXnIrX/7c55g0aRL/cMHfcc6Zfw7Aueeey6JFi7jkkkuYM2cOp59+OitWrODCCy9k9erVTJs2jcWLFzM0NNSvH1GSJGngpOqX/FKsTv+BZA7wRWAIuLKqPr/V9r8CPgS8CqwDzqiqp7e3zxkzZtSyZcu6lFiSJEmSxrYkP6iqGaNt6+o9eUmGgEuBPwIOBU5JcuhWw5YDM6rqncD1wEXdzCRJkiRJbdbtB6/MBJ6oqtVV9QtgMTBv5ICquqOqXm5e3gvs3+VMkiRJktRa3W7y3gI8M+L1mmbdtnwQ+PZoG5J8JMmyJMvWrVu3CyNKkiRJUnt0u8nLKOtGvQkwyanADODi0bZX1eVVNaOqZkyZMmUXRpQkSZKk9uj20zXXAAeMeL0/8OzWg5IcC5wHzK6qjV3OJEmSJEmt1e0reQ8AByWZlmQP4GTgppEDkkwHFgFzq+r5LueRJEmSpFbrapNXVa8CC4HbgMeBr1fVY0k+m2RuM+xi4DeAbyR5MMlN29idJEmSJGkHuv5l6FV1K3DrVuvOH7F8bLczSJIkSdKg6PZ0TUmSJElSD9nkSZIkSVKL2ORJkiRJUovY5EmSJElSi9jkSZIkSVKL2ORJkiRJUovY5EmSJElSi9jkSZIkSVKL2ORJkiRJUovY5EmSJElSi9jkSZIkSVKL2ORJkiRJUovY5EmSJElSi9jkSZIkSVKL2ORJkiRJUovY5EmSJElSi9jkSZIkSVKL2ORJkiRJUovY5EmSJElSi6Sq+p1hpyVZBzzd7xxj1GTgv/odQqOyNmOTdRm7rM3YZF3GLmszdlmbsWm812VqVU0ZbcO4bPK0bUmWVdWMfufQ61mbscm6jF3WZmyyLmOXtRm7rM3Y1Oa6OF1TkiRJklrEJk+SJEmSWsQmr30u73cAbZO1GZusy9hlbcYm6zJ2WZuxy9qMTa2ti/fkSZIkSVKLeCVPkiRJklrEJk+SJEmSWsQmb5xKMifJqiRPJPnkKNv/MskjSR5M8v0kh/Yj56DZUV1GjHt/kkrSysf2jkUdHDMLkqxrjpkHk3yoHzkHUSfHTZI/S7IiyWNJru11xkHUwTHzhRHHy4+SvNiPnIOog9q8NckdSZYneTjJ8f3IOWg6qMvUJEubmnwvyf79yDloklyV5Pkkj25je5L8U1O3h5P8Xq8zdoP35I1DSYaAHwHvBdYADwCnVNWKEWP2qaoNzfJc4MyqmtOPvIOik7o04yYAtwB7AAuralmvsw6aDo+ZBcCMqlrYl5ADqsPaHAR8HTimql5I8qaqer4vgQdEp59nI8afDUyvqjN6l3IwdXjMXA4sr6ovN//Je2tVHdiPvIOiw7p8A7i5qq5OcgxwelV9oC+BB0iSo4CfAV+tqsNG2X48cDZwPDAL+GJVzeptyl3PK3nj00zgiapaXVW/ABYD80YO2NLgNfYG7Oa7b4d1aVwAXAT8Ty/DDbhOa6Pe66Q2HwYuraoXAGzwemJnj5lTgOt6kkyd1KaAfZrl3wSe7WG+QdVJXQ4FljbLd4yyXV1QVXcCP93OkHkMN4BVVfcC+yZ5c2/SdY9N3vj0FuCZEa/XNOteI8lZSf6D4YbiYz3KNsh2WJck04EDqurmXgZTZ8cMcGIzVeP6JAf0JtrA66Q2BwMHJ7kryb1JnJXQfZ0eMySZCkwDvtuDXOqsNn8LnJpkDXArw1cp1F2d1OUh4MRm+U+ACUkm9SCbtq/jz7vxxCZvfMoo6153pa6qLq2qtwF/A3y666m03bok+TXgC8AnepZIW3RyzPwbcGBVvRNYAlzd9VSCzmqzG3AQcDTDV4yuTLJvl3MNuo7OM42TgeuranMX8+j/dVKbU4B/qar9GZ6C9rXmHKTu6aQu5wCzkywHZgP/Cbza7WDaoZ35vBs3PODHpzXAyKsM+7P9qRiLgfd1NZFgx3WZABwGfC/JU8CRwE0+fKUndnjMVNX6qtrYvLwCOKJH2QZdJ59na4BvVdWmqnoSWMVw06fu2ZnzzMk4VbOXOqnNBxm+j5WqugfYE5jck3SDq5PzzLNV9adVNR04r1n3Uu8iaht29u/qccEmb3x6ADgoybQkezB8gr1p5IDmQQVb/DHw4x7mG1TbrUtVvVRVk6vqwOYG+HuBuT54pSc6OWZGzr+fCzzew3yDbIe1Ab4JvBsgyWSGp2+u7mnKwdNJXUjy28AbgXt6nG+QdVKbnwDvAUhyCMNN3rqephw8nZxnJo+4ovop4KoeZ9TobgL+onnK5pHAS1X1XL9D/ap263cA7byqejXJQuA2YAi4qqoeS/JZYFlV3QQsTHIssAl4ATitf4kHQ4d1UR90WJuPNU+ifZXhG7QX9C3wAOmwNrcBxyVZAWwG/rqq1vcvdfvtxOfZKcDi8lHdPdNhbT4BXJHk4wxPO1tgjbqrw7ocDfxjkgLuBM7qW+ABkuQ6hn/3k5v7VD8D7A5QVV9h+L7V44EngJeB0/uTdNfyKxQkSZIkqUWcrilJkiRJLWKTJ0mSJEktYpMnSZIkSS1ikydJkiRJLWKTJ0mSJEktYpMnSZIkSS1ikydJaoUk+yY5s985ttg6T5LfSnJ9PzNJkgaD35MnSWqFJAcCN1fVYR2MHaqqzWMljyRJu5JX8iRJbfF54G1JHkxy8dYbkxyd5I4k1wKPNOtOTXJ/855FSYaa9XOS/DDJQ0mWNuv2TnJVkgeSLE8yr1m/IMm3kvx7klVJPjNaniQHJnm0ec+eSf45ySPNvt49Yl83Nvv6cZKLuv1LkyS1z279DiBJ0i7ySeCwqjp8O2NmNmOeTHIIcBLwB1W1KcllwPwk3wauAI5qxk1s3nse8N2qOiPJvsD9SZaM3C/wMvBAklu2ztNc2dviLICqekeS3wFuT3Jws+1wYDqwEViV5EtV9cwv/VuRJA0cmzxJ0iC5v6qebJbfAxzBcFMG8AbgeeBI4M4t46rqp83444C5Sc5pXu8JvLVZ/k5VrQdIciPwLuCb28nxLuBLzf5XJnka2NLkLa2ql5p9rQCmAjZ5kqSO2eRJkgbJz0csB7i6qj41ckCSucBoN6wHOLGqVm01ftYo43d0w3u2s23jiOXNeK6WJO0k78mTJLXFfwMTdmL8UuD9Sd4EkGRikqnAPcDsJNO2rG/G3wacneayX5LpI/b13ub9bwDeB9y1gzx3AvOb/RzM8BXBVdsYK0nSTrHJkyS1QjNd8q4kj4724JVRxq8APs3w/XAPA98B3lxV64CPADcmeQj41+YtFwC7Aw83D1C5YMTuvg98DXgQuKGqlu0gz2XAUJJHmv0vqKqNSJK0C/gVCpIk/QqSLABmVNXCfmeRJAm8kidJkiRJreKVPElSqyR5B8NTJ0faWFWz+pFHkqRes8mTJEmSpBZxuqYkSZIktYhNniRJkiS1iE2eJEmSJLWITZ4kSZIktcj/AfyAdEvKVf/EAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total_cas>100').index\n", "df_shots_mean=df_shots.query('player_id in @players and Shot_type==\"catch-and-shoot 3P\"')[['player_id','release_time','d_reception','d_release']].groupby('player_id').mean()\n", "\n", "p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939')['t_reception'],y='t_release',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939'),ax=ax,size='release_time',sizes=(20, 500),size_norm=(-1.5,-0.5))\n", "for line in range(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').shape[0]):\n", " p.text(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['t_reception'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['t_release'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['shot_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total_cas>100').index\n", "df_shots_mean=df_shots.query('player_id in @players and Shot_type==\"catch-and-shoot 3P\"')[['player_id','release_time','d_reception','d_release']].groupby('player_id').mean()\n", "\n", "p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939')['t_reception'],y='release_time',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939'),ax=ax,size='release_time',sizes=(20, 500),size_norm=(-1.5,-0.5))\n", "for line in range(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').shape[0]):\n", " p.text(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['t_reception'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['release_time'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==201939').iloc[line]['shot_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total_cas>100').index\n", "df_shots_mean=df_shots.query('player_id in @players and Shot_type==\"catch-and-shoot 3P\"')[['player_id','release_time','d_reception','d_release','t_reception']].groupby('player_id').mean()\n", "\n", "p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691')['d_reception'],y='d_release',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691'),ax=ax,size='release_time',sizes=(20, 500),size_norm=(-1.5,-0.5))\n", "for line in range(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').shape[0]):\n", " p.text(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['d_reception'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['d_release'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['shot_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 238, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691')['t_reception'],y='t_release',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691'),ax=ax,size='release_time',sizes=(20, 200),size_norm=(-1.5,-0.5))\n", "for line in range(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').shape[0]):\n", " p.text(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['t_reception'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['t_release'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['shot_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,10))\n", "p=sns.scatterplot(x=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691')['t_reception'],y='d_release',palette=\"Set2\", data=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691'),ax=ax,size='release_time',sizes=(20, 200),size_norm=(-1.5,-0.5))\n", "for line in range(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').shape[0]):\n", " p.text(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['t_reception'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['d_release'], df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==202691').iloc[line]['shot_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.jointplot(x='d_reception',y='d_release', data=df_shots.query('Shot_type==\"catch-and-shoot 3P\"'),kind='hex',height=10,joint_kws=dict(gridsize=100))\n", "g.ax_joint.set_xlim((0,25))\n", "g.ax_joint.set_ylim((0,25))\n", "g.ax_joint.plot([0, 1], [0, 1], transform=ax.transAxes)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,203914,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.set_xlim((0,25))\n", " ax.set_ylim((0,25))\n", " ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.regplot(df['d_reception'],df['d_release'],ax=ax,color='blue')\n" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,203914,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.set_xlim((0,25))\n", " ax.set_ylim((0,25))\n", " ax.axhline(7,color='k',linestyle='--')\n", " ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.scatterplot(df['d_reception'],df['d_release'],ax=ax,hue=-df['release_time'],hue_norm=(0.3,1))" ] }, { "cell_type": "code", "execution_count": 352, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,203914,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.axhline(0.5,color='k',linestyle='--')\n", " ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.scatterplot(df['t_reception'],df['t_release'],ax=ax)" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "image/png": 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GirGaYUNkL5c82+FBnjJliGURo6xQRpTH6m0kIYQQB59CGcgSoyeb1H/ZktxsRa6QRpSTt5Gm1jqpK7NLR1sIIURRkjSZIpdsJGKMkxFlIYQQYniN1QwbInvD2dmWHtkYMBYnJgghhBCjRQayRE6dbaWUHWjUWm/sY/N1fTwmxLCTFEpCCCGKiQxkHdyy7mwrpT4F3AZYgMlKqTnATVrrTwNorV/ITxHFwaxnx7raYWVtc4ekUBIiB8V2gZrP8hbbdyHi5O8milkuI9vfB44BXgbQWq9VSk0a9hIJkdBXbtLrzpjJslWbaffGk+PI6pJCDKzYcvzms7zF9l2IOPm7iWKXSzaSiNa6M28lEaKHvnKTbtvvxd0VzHiepFASon/FluM3n+Uttu9CxMnfTRS7XDrb7ymlPg8YlVLTlVJ3A6/lqVxC9JmbtDsQpbzEnPGYpFASon/FluM3n+Uttu9CxMnfTRS7XDrbVwKHA0HgMaALuDofhRKjIxbT7On0s8XdzZ5OP7HY6KZO7ys36dqd7Vx96oyCyAUuRDEothy/+SxvsX0XIk7+bqLYZd3Z1lr7tNbf1Vp/HDgWuFVrLfdwisRgHelkTNx1y9dx9RNruW75OtbsaB/VDndfi+ycO7eeeYkUSnddOIdbF8+WuD0hBlBIi1VlI5/lLbbvQsTJ300UO6V1dp0ppdTvgK8BUeBtoAy4Q2v90/wVLzfz5s3Tq1evHu1iFJxsJpfs6fRz3fJ1vZZqH+2JhzIDfWiUUm9rreeNdjn6I3V2ZPRVj4CCrVsHczaSQq6zo1lfC/3vJg5O2dbXXMJIZmmtu4DPAM8DjcDFgxTiIaWUWyn1Xj/blVJqmVKqSSn1rlJqbtq2LyqlNid+vphDOUUP2UwuKdSYOFm2XYih61mPYjHNB3u6WLOjnbe3t7Psxc0jcicr21C1fNZ7OacUJ/m7FZ5CCz0tZLmk/jMrpczEO9v3aK3DSqnBvtmHgXuAX/ez/UxgeuLnWOA+4FilVCVwIzAP0MDbSqlntNbtOZRXJGTTkU7GxPUc2S6mmDgZ+RBicLGYZvWOdq5/ch17OgPUuKwsXTiNJ9c0U19hz9udLEnfJoqVtC29xWKa9bs62dLqRSnQGqbWODj8kLKD/rvpSy4j2w8A2wAH8KpSaiLxSZL90lq/CrQN8JRzgF/ruDeAcqXUeOB0YIXWui3RwV4BnJFDWUWabCaXFHtMXCHGnAtRiNyeAHet3MSezvidrVZPkGWrmpjTUJHXO1mSvk0Uo9FsWwp55Hhfd4Amdzd3rNjEt5ev444Vm2hyd7OvW+pzX3KZILlMaz1Ba31WonO8HVgwxPefAOxM+7058Vh/j4sDkE1H2mBQzC3iiYfSkAuRHW8wSocvjDGtbrd6gjhtxrzeySrUUDUhBpJN25KPTnGhDyB1+SPcuXIzrZ74uhetniB3rtxMlz8yyiUrTLmEkaCU+iTx9H/pw503DeH9++rJ6QEe76tMS4AlAI2NjUMoytiV3pEe6DZYMiauWKTf2gtFY+z3BlFph4405IVJ6uzocliN1JZaCUVjuLuCRGOaujIbk6oceb2TNRZC1Q5GB3t9HewiMV/hUf118kc7aUFSOKb7/F7CBXIxUGiy7mwrpe4HSoiPZv8SOA94a4jv3ww0pP1eD+xKPD6/x+Mv9/UCWusHgQchPlN6iOUZs/LZkR5qPNuB7N/zBPel/5iM3WzEH46mOtwDNeTDGYMn8Xy5kTo7umpdNpYunM6yVZuxGA2Ul5i5+tQZzKh1ZXXcDnS8D7QteYetZ6ek1mWTOlTADvb6OthFYr46xYV+J6i8xMxh412EIzE+ddQhOG0mjAZFpcM8+M4HoVxGtk/QWh+plHpXa/0DpdTtwJNDfP9ngCuUUo8TnyDZqbXerZT6G/AjpVRF4nmLgOuH+F5imKQ3jCVWI/s8QW57YVNGAzqnvpx93uCgjeeBjgr0PMGteH8Pnz+mkT+83YwnEBkw5rzne1Y4zFw2fxrjy2xYTYacGnqZ9CWKTfJO108WH5lz53ag4x0YsC70d4dtsP2EGE0DXSRC/jrFhX4naJzLxg1nz2Kzu5s7V2yizRdi1vhSJlU5qHHKxXJPuXS2/Yl/fUqpQ4D9wOSBdlBKPUZ8hLpaKdVMPMOIGUBrfT/xFIJnAU2AD/h/iW1tSqkfAv9KvNRNWuuBJlqKEdKzsXXZTJz/sXqcViNt3vhJ5sk1zURimmfWtjCnoQKnzcikKgczal2YTJnTBA50VKDnCW5Hm5+VG/Zy06cPRyk1YAci/T01muZ2P9c/uY5LT57Kc+t259TQF/qtPiH6cqB3ugY63oFB60Jf77un0y91SBSswcIw89UpHqyTP9oMBkW1y8qP//IBdouRBmsJ/nBU6m4/culs/1kpVQ78FFhDPIb6lwPtoLW+aJDtGri8n20PAQ/lUD4xAno2tvu645MirlgwjUff2A7AnIYK/vj2To6bXMWyVU20eoLUldn48bmzOWZSZUYn9kBHBfo6wXUHozhtpkErefp7RqI6FbdqNRtybugL/VafEMNpoONda825cycQDMd4ZZObHW3+rOqC1CFR6Aa6OM1XpzjbuVajyReM4glEsJo+urDoGc8u4WFxWXe2tdY/TPx3uVLqz4BNa92Zn2KJQtWzYTQoRZs3hNX80Yi102Zk3sTKVEcbYE9nPN3YXRfOyThpHeiowFBOcOnvGdOaaExT47ISDMeA3Br6Qr/VJ8Rw6ut4r3CYCUai3PzcBt5t7qTSYWHpwmm8tNFNd6KRzfU1pQ6JYpHPTnGhJy0YqO5KiGWmrFP/KaVKlFL/o5T6hdY6CNQqpc7OY9lEAeqZs9tkVBw23oVOTJupdFiYVOXAZTelOtoARoOiwxfu1Yk90PzeQ0lVmP6eBqWoK7OxdOE0XtnkTpUh24a+2POTC5GLvo73y+ZP4zdvbKcrEKa21EqbN8SyVU2cNqsuq7qQzzpUyHmKxdhxsK5uOVDdlXS8mXIJI/kV8DZwfOL3ZuAPwJ+Hu1CicPUcUa5yWLly4TQaK+3MnlCGwQBmo4FJlQ7qymzs6QxgNChqS63Ullp7dWKHMipwoFf9Pd8zGInymze2s6PNn3NDXwy3+oQYLn0d78FIjHUtXSgUJRYj9RV2Ylozs87FzHGDZzjJVx3K18ia3BoXIm6guivhYZly6WxP1VpfqJS6CEBr7VdKyRnmIDNQRoEdbR81bKccWsPN5xzO3S810eGLj3gtXTh9SKNVw9nIJTvqsZhmryfAxcdPwmxQlNpNVOc4k7rQb/UJMZx6Hu97Ov2pW8kKhdmoqHRYqCgxZ12P+qpDQ63v+Zi8LLfGhcjUX/vnshn50n9MRilS8ziyCSsbq3LpbIeUUnYSi8sopaYCwYF3EWNRNhkFXvygFbcnyI/PnU0sRr+NZXrj5bQaOW1WHZOqShhXZmNcj/y9w93I9fea1U4JAREiW/mYIDYc9X2oI2t9dfYl+5AYDiN9d2Q03m9Hm5/fvrmdDbs9VDosfP3U6UyrdR60IZa5dLZvBP4KNCilfgt8ArgkH4USxaevhm1dSxexGEytdfa7X7LxclqNLJhZyx0r4vm6j6wv45rTZqQa13w0ctJwCjF0+QgDGY66OZSJl/119mtcVrk1LoZkpO+OjMbdmGT99YejqbCyP7zdzO0XHHXQ3gHKeoKk1noFcC7xDvZjwDyt9cv5KZYoNj0nTkJ2DVuyk37yjNpU9pJoTLOvO5gxmSIf8V8SUybGqkgkxof7unmvpZMP93UTicQz7eRrwuBwTxAbjro5lImX/XX2Y1qnXq+x0s7Fx03k0vlTMBiQyZcHsVzq1UhPHMzl/Ybr/JCsv/GwMgNWkxFPIILvIG5bBx3ZVkrN7fHQ7sS/jUqpRq31muEvlig2B3orOdlJt5oNqewlRoNKpRRMNq4lViMum4l93UEMSmEyKqocvSdc5kJSjomxKBKJ8fqH+7nh6fXs6QxQV2bjpnMO57hJlbzT0tnv6o/Z3mbu75b0cN6qTtZNp9XIyTNqsZoNaB2PA83WUEbc++vsx2Jw5cJpPLmmmbmNFdz78haUgvoKO0sXTpfY7YNQriPHPY8tjWZvV4D93fHHhjvEI9sL1+EcAZe2tbdswkhuH2CbBhYOU1lEETvQhi3ZSW9u96du0daWWjElJlkl83Xu8wQ5/2P13LlyM23eEIeNdw05LrTQV+gS4kDs7PClOtoQz3F/w9Pr+cV/fazPEa5bFs+mpd2fVSPbX4M8p76ctc0dw3arutZl49pFM2hyd2fU+foKe04TmNPnl+RyMTBQZ2FydQVVTgvXP7kOq8mAyaho94YlBO0g1XPk2Gk10tzux2E1UVFi7nWcpR9bGo0vFEVrWL+rK+cVjLORbcd3OMMqpW3tbdDOttZ6wUgURBS/A8nKkeykN1baqXXN5p6XmugKhFMpBZOTkm57YRNOq5ErFkxLjXI1Vg7tdrWk7RNjkTcYTXW0k/Z0BvCH+h7h6vCFs25k+2uQv//pWcM6/yF9KWib2UB9hX1IS0HnOmo3UGchPoof/57Nxo8iMSUE7eCUPnLcWGlPzT2ymQ2ML7P3Os7Sj629XQG0hsvnT+Wlje68zBvKtuM7nGGV0rb2lvUESaVUCXAN0Ki1XqKUmg7M1FpLnu2DQD5nMxsMitrS+IjVlBpHv/k627ykloQHmD2hjNrSob+3jESJscRhNaZy3CfVldmwW/oe4TIbVNaN7EAN8nDPfxhsKehc5DpqN1hnQW6Ti6T0YyE596jNG6K+wt7ncZZ+bO3vDrF+VxcvbXSzo80P5H6MD9Y2Z9vxHe5jWtrWTAeyqM0Jid9lUZscJStFdzCK0RBf6txqMhT8FV/PUaHZE0r5z+MmYjEZcWYR37nXE6DDFx40j3V/lXOoJ4GhXijIIhaimDSUl3DTOYf3itmeWFHS5whXqd2Udf0aqC6O5pyKwerogVwMDNRZkNvkIin9WLCaDfFQSJcVrTXhaIz93mCv4yz92Hpu3e5ex7jLZmRPp3/QNifbOzbZdHxH+pg+2NpVpXV2s02VUqu11vOUUv/WWh+deOwdrfVReS1hDubNm6dXr1492sXoU7JSLFu1meZ2f+rW0Zod7Zw7t76gJ9bs6fRz3fJ1tHlDqdtk9768BavJwLhSW6/KnX5REYpE+eXft/LC++6MXJuHH1KW9ecdysSNoU76KPZFLJRSb2ut5412OfpTyHV2JOSrwYlEYuzs8OELRimxGmkoL8FkMvT5fkDWx3h/9cFlM/L+Lk9GfPV1Zxw6YD0Z7LNnW/eyeV76OSyp0mEZ8gI3+fjbFXKdPdjra39SbV4gwnefeo/Nez34wzGMBsVh410su+hoxvdxnMVimvW7OtnS6kUp0BoOG+/EE4hmddxvb/OyYXcX3YEor2xyp1ZBPtDjeqQ6wMXerqbLtr7m0tl+DTgF+KfWem5iUZvHtNbHDK2ow6eQTwTJk/3ergA7231EoppxLiuXL5zG8+v2FPTEmi3ubq5+Yi0AFx83kXteiqfoa6i0YzUZMyp3eiXa2xUgEImy5MQpPP7WDja7vdS4rFxz2gyOm1KZ0+c90JPAUBvZfDTSI6mQG24o7Dqbb4XU4MRimn3dAbr8EcIxTXmJOWNRqZ7PTa+LBgXf/OM6ptc6WDSrDq3AqBSTquxUu/quI8nP/o/NrZwwtRql4ne9plQ5MJuNqfcIRmLEtB5wYaxs6mghfdeDKeQ6ezDX12y4u/z8s2k/d67cTKc/xKQqB1cnBpgmlJf0e/F6x4pN7OsOUu20svSU6TyztoV1LV2p5/V3PN/2wkbe2dlJjcvK0oXTUuEod104Z8D1LUZbsber6bKtr1mFkSSWZb8fWdTmgHmDUfZ7g4SjMfyhKBpo7vBjNhr6vM00FAfSMR1on/TbuckUfXZzfGJQMBJlb1cgVf702MiY1uzuCPCzFzez5MQp3PbCJsrtJuor7HT5w/jDUaIxBg1FgQOP/+rv9nEwEsPd5R+0cyG5uEW+HMjs/+Eaeer5OtUOKzvasstI0rMubnF347AYmFFXyjf+8A5uT5BxpVZuOfdIKh19l8/tCfCPza3Mri/nmt+vpaUjwIQKO5iJ6CMAACAASURBVD/67GyOn5yZojAZthYfFgr0GyLSWGlPpQkMhmMEE7nFk2WWCVvFrRjCDjyBKCs37OVbp8+kxmWNZ9NZsYkSq4lrF83sVZ+S54Dk3ARPIMJdKzdx7tH1GZ3tnm1Ocr8OXxijQdHqCbJsVRNXLJjGc+t2j+jcgQP5uxyM7WouI9tvA4uA4wAFvKG13pfFfmcAPwOMwC+11rf02H4nkMx4UgLUaq3LE9uiwLrEth1a608P9F4ul0t/7GMfy3jsggsu4LLLLsPn83HWWWf12ueSSy7hkksuYd++fZx33nm9tl966aVceOGF7Ny5k4svvrjX9m984xt86lOfYuPGjXz1q1/ttf173/sep556Kiv//gZf+PJlBMIxwtH4aI3FZOCKb/4P20z1XDTRz+0/+kGv/e+66y7mzJnDypUrufnmm3ttf+CBB5g5cybPPvsst98ez9LoCURo6fATjsZY8NWb+PZ5n2Dz6y/wwAP399r/j3/8I5WVVfzgjnt54Je/IhyNYTYamFBux2Uz8fzzz2Oz2bn+f2/jkd8+TpXDwu5OPzEN4WiMxot/Ql2ZjXld/+Bfr67EH47S5O4GwGCyUHvBD/CHosxrX8WqF1dRW2qjyx+izG7BHTIz+5KbqK+wY1j9GNveX5tRtvr6en7zm98AcPXVV7N27UfbQ5EY9ZOm8KPb76bUbuK731jK5s2bM/afM2cO3/7Bj7lu+TpevO97+DtaAXBaTdS4rEw8dA6thy2OZ2R45seMs0Zw2T66/jzllFP4ytJruW75Ov5y21Ki4XgecLPRwJRqB+d+5tNce+21AMyfP7/Xd1sIx95pp51WsKNkUNh1du3atVx99dW9tv/oRz/ihBNO4LXXXuM73/lOr+3Z1tkHH/0919/0417bn/r9Y5x49KE88cQT3HfffRnbPIEI0y66AZ+hhLZ/v0Dg/VUZxyzA888/T0lJCT//+c/5/e9/3+v1V616iTU72vnat77P7nX/pMJhwWY2EorE6AwpjvzyrQA0r3oUe+sGLKaPMm5UVVWxfPlyAK6//npef/31+H7+MDvbfMRKKqn51LXYLUair/2KqsDujP1nzJjBgw8+yBZ3N99YehkvvfVORqe4euIMXln+MDf9eQMv3vc9dPd+yksstHT4MSjFhJlH8qt772RuYwXnn38e+/fvJxSJ0dLhx2k14a06DPuxF1BXZiPw7M1YVSTjs5999tlSZ4dgtOrrJz95Nk++9BZXXH5ZrzZqpOprehub7tFHH6WhoYEnnniCn919L1v3ealyxI/ZUCRG4wXfY9KEOjzvrkRvejmjPvjDUarOvRGjxca2v/+JXf9ehdbxvO0tHfEJkycsvZtKh4VJu17klZV/S+3X5O7GaLZyxJduwd0VZO8rv2W8twmz0ZA6J/RVX9MN1MbCR/UVYMmSJWzatClj+1FHHcXFX7+Ru1c18eJ93yPi2Z/6uwAcf/zx/PjH8XPc4sWL2b9/PxBvv7fu81I29WhmnHEJAGse/BYTy0wZ389Yqq9ZryAJvAFM0Vo/p7X+c5YdbSNwL3AmMAu4SCk1K/05Wuuva63naK3nAHcDT6Zt9ie3DdbRLnSVDisTyu0YFKkVlSaU2/n3jnauWDCNihLL4C+ShWTDE47GG7AOX3y0rCsQ7ncftyfAyvfdqX3C0VjqRAHxUaHGyhKmVDtw2UxMqnIA8fiyGpc1Hnu+vZ1QJIZRqVQ6LKUU40ptNFSWEI5oalxW3F0BSm1mWjr8BCIx3F1B3F1B3k7snw1PIMJmdzcrN7j570dW88+m/bT7+v58yUkflkRGA7PRwLhSK4FwlLe2taVWrOwKRGhu9/UqQ3L/5GdKnuTTTwhCHAib2ZCROg7ix1eJpe9RqWTd7vDFR4S8oUhGPc1WclTMYjJQXmKhud3Pht1d7OqIx3s2VsZHrX2hKNEsBmM0GqvJQDix2pzRoKgosRAYYH+H1QhKZXS0AbqDUbxpKQqTHe34Z9T4Q9Feq99ZTPE63dLhxxuKYDQolIIdbd6cvxtRmNyeAL95c0e/bVShsJji7YPRoAhFYigF1a74uhHeUKRXfTAq1avtt5hUxrkheZfJaTVl7JfcXmIxUl9hp67MRonF2OviO598oWjG3bls/y7J7yl5rqt0WJhYVTKm29VcRrbfB2YA2wEv8dFtrbU+coB9jge+r7U+PfH79cR36j2cQyou/MbE0vAopbq11lkHHhV6PJm7y89rW9qwmw1UlFjwBMN4AlFOmFpJbenwxCmlx1enGyiGK9d9tu/38ubWttTt2uTEjLsunMPkakdGbGSFw8xl86dR7bQQCEe59g/vcun8qXx7+brU6yVjvweLM0tOCFm/qwt3V5Cn/t2cVRx4z9tc3cEo63d1csPT7+G0mjEoiOl4OMvPv/CxXmUohtuX/Snk+E8o/DqbT7nGER9I3e5L8nXS519orakttQKKKxZM49dvbKPUZuamTx+O02Ya8Jh/r6WT93d18ugb22nzholpTYcvxJH15fzsc3P6rZOb3R7+++F/0dIRQAEmo6Ku1MZDl8zj5uc+oM0b4ssnTubby9dhNCjqK+ypDkbPz9zk7uanf/2A+YfWYjcbCEZivLqplWtOm1nQsat9KeQ6O1r1dbiO/ZGQbKeuf3IdHb4wJqNCofqMSe4rZvua02Ywp76cfYnw0qFMHs7359za2s363V0Z/QDI7u+Sa7taqO3wsMZsJ5x5AOWYAOxM+70ZOLavJyqlJgKTgVVpD9uUUquBCHCL1vqpPvZbAiwBaGxsPIAijpxqp436CnuvClLtHFpqnfSD0GCACoeZNm+ISFQT05pqp5WSAWK4sk2xlXyfcCTGU2tb6AqEUaiM56fHRiYnNyXjskttJsaV2giGY9S4rLR6gqml2TNWi0yfqGU3YzRAVyCe2eShf37Is+/sprzEzNJTpvNEYuKlUvQb79UzxnRPpx+b2cikagcbdnkIx+K3JQ8pK+vze5J8ocOrmOpsPuUaRzxceXCTr5Ocf6HRGI0Ki9HI7k4/FpMBu8nIRcc0snGvBw1MqXYwo9aFqY+RJ4fVyF/e28Pnjmlk2YubcXuCTCi3c9Wp0/tNG2YwKKqdZu64cA5Ne7sxGhSRWIypNU7KS8ypFGTBcIy6MhtKxTvj/X3mUpuRM46o486Vm2n1BKlxWfn6qdNzWt49qVAb9dFSCPW1mPKaGwyKiZUOrl00k7tXNeG0GjltVh2TqkrQxI+v9OPJajJwwbyGVDYSq8kwaJvT89xRYjViVPDhPm/q/55AlDK7EU8wmjqWGxKTNId6fKdfJLzb3Emlw5KaoNmdeN1svqds29VCuLgYqqxHtg/oxZU6Hzhda/3lxO8XA8dora/s47nXAfXp25RSh2itdymlphDvhJ+itd7S3/sVwyjZcOd8rnZYM5ZJnj2hlDNnj+eeFzezfrcnq3R72RzI6c+ZXuvghKnV3P/KFroCEWpLrSxdOL3f56e/ptVk4LG3djC3sYJ7X96CUnDs5AouPm4SFqOBiNbs3O/jh89toDsQZkqNgy8cO5G/vreHTe5uLps/ld+8sY11LV3UuKwsOXEKj7y+PacMJ7GYZkurh3/v6OD2FZto9QQ5pNzON06bwSemVQ3bXYZCUMijZFAcdbZQDFeDk3yd5nY/d6zYyL7u+Gv5QhEaKuzcuvgotrR2E9Oam5/bkMg8VMKti4/kmEmVvd4rEonx+of7eegfH/If06qpcFiYXuvk0HEuzOb+G91IJMab2/Zz18rN7O8OUeW0cPWp0zl2UlWqQxCMxNjdGeDnLzfR7g33+5l3d/pZ+ti/2bDbQzSmB025lu/veCgKuc6OVn0thL9LrpIDR01ub6+VkZPlHo6sHOnfzX5vELvZyOePacTd5Wf6uFJ+8Of32dsVYHyZnZvOOZxal4UfPb9xSN9jstz7vUF8oSjuriCVDgvXnDaD+gr7sP9dCjl7ST5Gtg9EM9CQ9ns9sKuf534OuDz9Aa31rsS/W5VSLwNHA/12tovBUEZJ+zrhXDp/Ks+sbUkdhOtauohENd8841BaOvwEwzFWbtjLU2t3HfBqafBRnKfTauTQulIeeW0bZxwxntpSa2rUq6/n98y0cMvi2Sw9ZTrBSIyHJlVgUIrdnQFu+esHuLuC2MwGLjqmkXK7iWhM825LF+4Vm7h0wTRe3byPu1dt5msnT2WzO94JKC+JN9BTaxxZJ983GBRKGXhxg5urT52B3WwkGInPIj+yvnzIq1IKkQ/DlVEj+TqNlXZqXEfy0799wNZWLyUWIxd8vBF/OMKezgAPvLqVVk8QFOxs83HXik3c1UdYiMlk4PjJVdRX2Hvl9R7IPm+QB17diicQwWRUeAIRHnh1K1NrnNSV2VPv01BRwqTFRw74mX3BKP5wlPoKOzGtMSiFPxzFl2N2gwPJECPyrxizyRgMiqiGe15qSi32tN8bzDiehiMrR/oxG4lqNuyL57u/7wtz+eqjb7Or04/FaGBPZ4D/efo9bjvvqCEf38lyK1QqZjymNTPrXMwc5xr2v8tYyF6S7872v4DpSqnJQAvxDvXnez5JKTUTqABeT3usAvBprYNKqWriqQZ/kufyFrS+GoK+0gStbe7gE9Or+eXfP8zYP9vV0voafU8e7J+cPZFlq+Jxnm9ta6eh0s74Mnuvytpf5fAFoxmxXHs6/dz38hbaE7Ge+7tD3LFiE0tOnMLDr20jHI2x1xO/Wo+nOArhsJqYUG6n3G7msPEudiVmbefCaTUSiMT43Zs7Uo8V6m1JIZKGK6TJYFDUltrxh2N8/piJWEyK/d0hnnhrB9/95CzKS8y4PUGSTabJYBiwcTOZDEyuzi121huM0u4NZ0wSbfOGaPeFe3WoBvvMDquRKod1yGEGY6FRH6uKLZwvFtPs7QzwbnNn6m5LfF7ER6l+swmP6Zlzvme63PRjNr5d0+oJEorGaOmMt42a+CS73R0BYj2iGQ7k+E4vt0JhNsZDQStKzHm5ACqmMKL+5LWzrbWOKKWuAP5GPPXfQ1rr9Uqpm4DVWutnEk+9CHhcZ8a0HAY8oJSKEc+acovW+v18lrfQJXN1J2OxDUrR4YvhTMQlJvPMlliN1JXaaKy0pyYsZHtg9ne7rrHSnhHnCTBznJPPHdOI3WKkOxAh5vooFi1ZOdLL21fsePqJwqDi+7Z7wzhsJmI6kT3EZSUYiVJbakVr8IeiRGKaCz/ewL0vNR3QqlkHujStxHOKXA3HMdPXojM1Diut3iAdvjBmg8JlN6GIx2r2N6mqZwhaTGucNiNd/gjPvrOLTe5u9nr8NFaWcEiZjd2dAcwGA8dOqeCzR9cTisbY0+mn2mHNmMDV8/dsPmPPBlSjsZuNbNzj4f/+8eGgt7jTP0+J1ci1i2Zw2wubhrTU9Fho1MXoSl9Ncus+L5UOM62eENGYxt0V5Mj6stTxNFg7lGyPn1zTnBF6WV9hT4Vuph+zBqUwGuIdX4vRwIQyO7s6/fFsFmjGl9kwqHjWkPSJm2V2Ix/u686I7R7ozlS27edwtZcjvZR8PuQ1ZnukjfX4z/7iEn/4mSP49WvbMipjjcPC545pZOWGvXQHo1nHZfUXG3XL4tm0tPsTcZ6bqCwx8/njGrlnVRNt3jBH1pdxzWkzUu+RPEnc+tcP2DBA7Hj6+2k0gVAUh83EBR9r4PYXNqZitldu2IsnGOGy+dOoLDGzdmdnxuxnyH5mei6r0/Xcr9jiBgs5/hPGfp0djmMmuaRzk7s7tRz6olm1nDu3np+9uDlRv8xcdeoMSq0mnlrb0qvO9yxHcm7HL17dSnOHH63h0vlTeP7d3Sz+WD0VJRaCkRjLVm2m1Gbis0fX89hbO/CHo1Q6LHzlxCn8Zd1u1rV0UeEwZ/ye7WfsWSaXzcT5H6tn5Ya9GYMEfV1EDzQo0N/Fxkj9vYaqkOvsWK+vQ5V+/Jw7dwK/+seHqXay1ROixmXllnNnc9yUqoz5Tf11SJPt4ydnj09lDkpm5hlXauPWxbOpddl6xWwvOXEKTpuRSBRuW7GRD1u9VDgs3PipWZgNihueeT/Vaf/uWYfi9oS44en17OkMUFdm46ZzDuf4yVUDdrgH60gPd10q1IGuYV+uvRiM9RNB+lKw6TPuT5hWhS8UzUg1BGSduitdzxRLydHyWYeUUuW0YDbApr1e9nQFuGvlJtq8YWpLrZRY4rdx0xvGZKpDpUilBuoORgdcRjmZKrCu1Io/HEtlI0lvQN2ewAFPlhjKCaCQJ2n0p5Abbhj7dXY4jpk9nX7e2NrGHYnJvADfPH0mT7/TQpO7m1gMtNaJLB7TMRsNPPrG9oz36VmOi4+byH2vbMFqMmAyKiJRTZndzA1nz2Jbm5dAYrS4xmXDZTPxg2ffT2UfCkfjqzNeevJUHn1je6/fc/mM6Q2o1po7V27KuICGvi+i81kXR7tRL+Q6O9bra3+yPSbSj8tkas3KEnPqDrDW5JTqN9keJ1NgJvVMl5tePqfNyIf7fNy1chNlNjOnH1HH5GoHSsGbW/YxocJBtdOKxaSocVmJxDT//fBq9nR+lLu+riyegjPX0LD+voukQm8vD0ShTJAUwyi5FOwVC6alclwnJ/VBPCQjPf7RE4ig1MCx2D1PGOm3pBor7SyYWcu9L8cb5XGl8Vs5x0yqZHNrNzazkfqK+CEUisQylm1Plvf//pEZN54sZ1Jy4ssti2enboeX2k1UOzPLlj5pcSi3lIYyAUriOUWuhuOY8QajKEWqow1QYjXS1h2fEGVQCg3s9QQxGhVWs6HX+/Qsh9UcnzDVUGlHYcBsVOz3hli3q5MfPJMZrffEV4+Ln0sSEdwxrdnTGUi9T8/fc/mM6XG4ezr9dCf2aai0cdL0WpxWExpNJBLLGGXLZ10stthgkV+5DNCkH5evbHKzdOE0lq1q4qF/fsj4MnvOqX6T7XF6utxk+Gap3YTB8FEqwfR6dN/LW/AmUv796p/bcFiNfOXEycydWMnOdj/rd3Xy6qZWvnryVMpKzBkd7fhrBHKeXNyTtJeZpLNdQAbrDCcXZEmOHkH8StFlM+INxffpmUQ/GRuW7Qmj2mHlujNm0todoMZpY2e7j6+cOJlXNrbS0ulPdUwrSszUldlobvfj7oqvwlhXZiMYiaYqv8NqZPaEUuY0VKQuDtbubO8z/rGl3T9o2dK/n8ZKO7csno0vLWY0m5GHoZwAJJ5T5CrXY6avc4DDakyt1prscPuCUSqdFtp8IWKx+OSncS4rDouRQ8rtfPesw7CYFBZTPISkZzmS+auT8yQAqp0WYolVIKfXOjhnzgQaKkuwm42pcwvEcwHPrHNiTMR+AsyoczJ9nJNbzp1NMBLFZjai0ezp9PdZFyORGDs7fBkxosmL6OVrdnJ0YwXLXmwCoMRs5H8+NSvjtrbURTFSBhqgSd5pTR7HLlv8uHRajZw8oxanzcQdFxxFeYkZh9WUyoWd3kb11+7HYhoNXHfGTELRGD89/0h2dwSwmhU/+eumXrHbyX3afWF2d/oxKJXqC3T4wpTbLVz1+FpaOv3Uuqxcdcp0nvp3C0tOnkJdma3XyPZAa3NkQ+poprG7NmaRSXaGr1u+jqufWMt1y9exZkd7qvGDj0Z0Kx3x5V0rHRauXTSDHW1+fvHqVs6bW08wEsMXilLhMGeM9vZ3wkhf9jgW06xt7uDRN7bh7gpx6W/X8INn3+f+V7Zw8swaal1W9icmQdW6bFw2fxpaQzSmU8u2/+aN7anXrHZYOXP2eO57ZQs3PP0ev3trO2fNHo9SZHyubMuW/v1884/raGn3M7k6nvJvbXPHgN9dUvIEkC7bE0Bf33+xTdIQIyvbYyYW07i7/LyxdT/X/P4drnri36njuNphZWqNg6+fOp0J5TaqnRbWt3TwzUUzmTW+NJXl4AfnHIHLZubm5zbwX796i6WPr2X1tnbW7+qkOpHfN1mOtTvb4zl3S62pcl27aCYzxjk5bkolFx7TyMub3HT4Qvzo+Q187uMNWM0GdrT5CIaj/NfxkzCbjLisRkosRq5aOI09nQGueGwNVz62liW/fps1O9r52YubetXFZF7u/354Neff/zr//fBqXv9wP7GYZm5jBV/6jyk89tYOtAZPIMzOdj83PL2enR2+nL9XIYZqoAGanm32jjY/3zlrJqceNo57Xmri2j+8y61//YAOX5h9niDX/vFdLv/dGq5+Yi1vbWsjHO79Gmt2tBOJxOKDYy9u5v1dXVz9xFq+8+Q6Hv/XDvyhGDNqnZRYjLR7w6m2MtlGbtzjIRCO0dzuxxeKotFUOixs2+9lVyI7SasnyM9f3sLHJlVgNhq46ZzDqSuL151kzHZDecmQvjepo5kkZrtAZBvf1PMqWAPfTuyXjK922owcNr6UiZWO1IhSNsvdZkzGWLWZ3V2JTrMznrXgqydNZeWGvdxxwVHUldkzlm03JmZBh6IxDh9fypQaJ25PgG8tf5fWriDhqCYYjVJZYuGyBdOoclhSV+O5lK2v7wfIOjZsqJM2RjueM1eFHP8JxV1ns5XtRKLk5OM2b6jXPIhal402b4A9nSG2tXnxBiPs7vBzxuzxaA1mQ3wU6/on16VSjaHiDV5ywaeeo3DpGUQMhng2IIvRQDAa5bo/ruMzR0/gvpeb6PSH+eFnDqfDF4kvPBWLsWqDmw5/mB+ecwRrd3Yws87JVY+vJabjDXk0phlXauXqU2fwl/f2ZNTFD/d1Dxgj+l5LJ+ff/3qv7/GPXzuewyeUZf29FqtCrrMHQ33tqb+25/ufnsX3n3m/z8e/+6f3Urm1TUZFqc3M+fPqefadXfzHtBpKEqslz5tYwcOvbctI3Zv+2p/7eANt3hBGo8IXjPL6ln1s3NvNFQumZdzhvuvCOTisRq5bvg6n1ciCmbUsS7RxR9aXccWCaTzy2jb+sWUfkaiOB4QpuOOCo5jbWEG1w8rODl9OefKzMVbraDqJ2S4y2YY3JGOzkgfx/u4Qn5w9PpWZI1kB77pwTsZsZ4Mhnm1AoYjGNFGt0ZqM5YyTZbCaDexNNJhGQ7wTvbcjwIQKG9efeSjtvjAasJkNPLW2BYfVyKJZddy9anNGZpLykvgtpGAkRnOHP54zuzNIud3Mk2uaqa+IL1wxULhJ8nPu6/E5e34/2YaGDHVxBInnFH3pK61er1R4ZX0fY8k7O+fOnZAKEym1mvjKSVMYV2pjX3cQDRgV/PSFjalj/djJFXQHIlhNBpxWM4FwjAs+3sCph43jqbUtKOCcORMYXx7Pk98S9dHpj+CwGjEZYHubD5fNSLsvlHHx+dWTplDttFBiMdLqSawuGYxx49PrQUF9uZ02b4hxpTYC4Sg3P7eB333lGL54wmSqHBb2e0Msf7uZTW4PNnNmfu5YTOMNRlCQWghDKUV3IJyKEXVYjanb2haTwmk1U1saTzuavtR1f3VxJBr4g6ETIeJqXTauXTSDLa3e1JLqU2scGJTqt93xBCJYTAYiUU0oEmOfJ0i1w8Kph43jZy9uxu0JUuuycuviI7nw4w0cO8WXSiKwo80PWnPNadPpCkT43+c3sKczwLhSK1edOgO3Z1vG/Ijkndlk+93mhZc2ulNzuw4fX0qp3YQ/EmVcqQ13V5Ap1SV87phGGiriS8gbDKrXZMiBwluyPfaLob0cqbosne0CkUt8U/ro7N6ueAq7y+dP5aWN7lTO6Z6x2stWbcZkUJxxeB2/fWsHO/f7mFrrpL7CnpqM6LAaqXCY8QYj1Lis7O0KYDIYsJoMzJtYwbhSG1c9sZZSq4n/PH4iU2ucfOv0mexs9/G/z22gKxChrsxGVyB+a+v7n55Fqc3Mh63eVGxnhcNMk7ubOQ0VqQY4GW7SM/VQVYkl68+ZS2xYMZwARPHoN63e37cOuMR4UrKRTE6CKreb+NKJk+kORvjh79bgCUaYNb6Ua06bgdNqpM0b72gfP7Waqx9fS3mJmYuPn8gfVu9ks9uLzWTgm6fPxGo2cOtfNsYXsHFZuGBeA4++sZ2uQIQbz57Fa1v2ccSEcn775nb84SiKeOfhnpeauGBeQ6o8Wms8gQi1LittvhCRmMYXiuKymzAaFZ+dMx5PIMojr32I2xOkosTC0lOm8/y7uwiEY6m6mExhGE3kCd+wu4tILN7Znn1IaWq9gIbyEm4653B++Oz7+MLxc8RFxzTyf//YyuK5DQPehRqJ1H2FkB5QjKxgJMbvV+9kX3eQaqeVa06bgd1s6LfdqXCYM+YzjSuzUuW08t2n3sOduKD2BqMse3EzFx3TyA1Pr6fGZWXpwmn4QhF2tgfY0ebl8bd2srcrgEEp9nQFueOFjVyzaCbhaAyNTi3/Xuuy4SaQKs/2Nh8P/fNDykvM/Pjc2VSWWFm6cDrLVm1meo2T04+o47E3d/C7N3dQ5bT2On77O8bn1JeztrljzBz7I1mXJWa7QOQS35Qe42wyKpSCe1/ewskzanvtl3xuuzfM6YfXcc+qJpr2dlPtsuIPRzNio5Nx2K9v3celJ0+l1mVNrQr1tflTue1vH2A1Gjh/XgO3/W0jn//Fm3z/z+sps1uYMc5JVSKRfrLRNijFFYmQEQXUuqwsPWU6T/xrB06bMdUZ3ucN8ou/b8VqMiRSGhn4xd+30tzpz+pzSmyYGE095xzMaajghqfX4+6KN6p9zUFIl7zQTmYvuPDjjbT7wty5YhNtvjDRmGbDbg8/e3Ezp82qA2DRrDpufHo9uzr9fOboCdz+wibebemi2mmhKxDhkde30ekLgwKrycC6li5uX7GJz8yZwM42Hzc8vZ5Fs+pQCjbs9hCJajSaQ8psfOqoQ5hS42BcqZXvnnUoVU4Lz77bwjWLZjBrvIsOX4gJ5TauXDCde1c18YXjJ3Hzc+9jMhpQStHuC3Hfy01cfdoM3mluT9XFfd0Bmtzd7Gj3csG8Blw2MwA1DqS6zQAAIABJREFUTgsXfLyBZEBjcvn3n//nXL59xqFcsWAaL290816LZ8Dvsa+/xWDf/YEYifcQhSP59/YEIlhNRjyBCHevaiKq6bPdaSgv6TWf6Yr502hu98fDuwCzwUCty8r6XV2YjCqxOnKQe1/ewnFTq7jxmfWYDAY2u7vjF7zE7zLv94aYVFVCud3MT887ilsXz2ZOfXl8EZ1glOvOmMkRE1z4QlGCkRjnza3nF69uZW1zB3Pqy/nJ4iP55ukz+ePbzfgjUVRidL7n8dvfMb6zwzemjv2RrMsysl0gcglvSA85UShKLEYiUc3hh5Ry0ozqjP3Sn2szG2ntzrzttbcrHooC8c52XamV4yZXU+4w89Pzj6LdG8IfilLjtPL6ljauO/MwliVug5mMiv2eELe/sJEL5jVw83Mb4rlE0ZTazIQjMRoq7Xz37MPwBqN0+MI88dYOPMEok6ocqc5wX8s2t3vDOX3OoYSGCDEUA6XVS86jsJoNvVZZTUpPZfnSRjf/dcIkdrX76fCFMShSoV9t3hCTqh1UOixoBbs6/ZiMBpxWU0ZawNpSK77E4lAOi5GYhlA0htsTxGE1oYGWTj9Ws4HxpTam1TrwBqNMKLdx0swa7l21GZRifKmNaxbN4O6Ljma/N4y7y88Xjp2IyWigocLOX9fvZmdaB8JmNjKpqoSYBoMCh9XEVafMSNXFLn+EO1du5rL5U/nVP7fx5ROn4LKZ0Frz0D+2MWv8R/k9Tab4RfsDr27N+K4Gyxw0EunGJKXZwaW/v7cvGO233RlfZuPSk6emwiJf2ujmpBk1NFSUYLcYAYXWmkPrnJgTi9QkV4UOhGPs6QzQHYxQbjfT5g1R5bDiSExG3tMZ4Bd//5C7LpyTsaBNcp2Kr508lTOOqGNvZ4iXNrrZ3uZj235fas0NlMpI5Zn8POnH70DH+Fg69kfy80hnu4BkG97QM+REoRhXaqXKaem1f/pzk7eFk6POvmCUmNa809zBM+/s4tpFMykvMfOH1Tv51FGHgI6PRscAk1Fxx4VHoTW4PUGUApPBQExDS4efww8p5X8/ewShSIy3PtzPidNruHPlJjzBCEsXTsNmijC+zMZRDYfjspqYXPXR5M2BQmiy/ZwDfXcSXynyqb+0epOrHL0mKqWvsprU80LbYIBdHX5qS22pTrTRoKh2WhlXGp8w6QlEmFbjxBuKEo3FmFARj6M2GlRiCXYT3mCE5o546j2nxUSJ1Yg3GMFmMnLarBq6g1H+uHonS06aQrs3zIxxLm5+bj0Gg4EOX4gOXzwc7H8/ewROqwlnjZOWDh97O0M8/No2drT5GVcaX/RmfJmd/d4gkWh8gZ3KEgsOS2ZdCycuGLqDEdoTWU4AJlc7CEdjiU7IR/VVa43LZkotpgODZw4aiXRjktJs7EtvMwyGePhjuzeR+jIxmKR1/Dl9zcewmgw8t2536hjRaJrbfFy+cBq3vbCR93d1UeuysuSkKZiNBqbWOFKhkSWW+JyFp//dwpWnTOfuFzez3xukvqKcc+dO4Ll3d6eOt+TIbLzuafZ2BvjZys185ugJPPLaNkwGhS8cZds+H+t3d/Hm1v188YRJGWmCgdTnSabqzLZNTn+8GI3k55EwkiKUS9hE+nNf3rSXq0+dzqF1LmI6PknyKydO4ZHXtrNmewe3/GUDRoPi4hMm8eKGvfhC8clPlzz0L5b8+m3CUU1jZQkNlXZsZiN1ZVbC0XhDv2G3h5+/vIWn/t3C2Ucewvpdnexo8+OymtjTGeTuVVv48iOr+frja1m/q4sP9npS6cD6+zwN5SVDDg/JJqWiEEPR8/hNptU7b148FeflC6bynbMOpbzE1O8tyuTF4tRaJxMrHUyrcfL1U6dT47JiNCgOG///2bvz+Lirev/jrzNLZiaTvW2atmm6FwotFOiPgguUVRQEFRBxueq9iiLLhevC5ep1Qb2CqCDihsrVq4JeBZWrghQQcGMppVBK6U7btE3TNtskmZnMcn5/zMIkzTJp8k1mkvfz8eijyXe+kzmTzPl+P9/z/ZzPKeffzlnM9HI/dZUB5lQH+PT5SzAGfv70Lq45cyFL6sqJxpP0xJO8b+UcaoIlVPq9NHdEOGZGOR8/ZzF/WL+Xo2eU889vmM+nf7Oel/eF6O5J8L9rdrGrpZstzV0k05OnXQb2tUfYsLeDj/38OT77uw24jYt1u1uzgUFuPw143exq6SYUifH2E2exZX8nG/a2Z/taVamXJTPK+f0Le/nXsxYxvdxHwOuiMuDhy29bypzq0l799bZHNnPpSfUE0jW78+n/Y5FSprS1ia3vOeMHT27nw2+cT3XQi8US8Lq59KR6bntk84Dnk9zPSOY5px9VS0c4xiUn1nPThUv559fP4/9e2MtXHnyF0xZPy36O5lSn5ix09iT4xTO7UqmXV5zClavm89jG/YTjieznrSua4FBXlO6eBM0dEbp6EjS2dlPidmVL/7Wlc5FL3K7UAnIPvsLFOWWCg/28n76lQkfznFxIxrIvq/RfkRrOaG0yadkfirC/I8rBUIQpQR8ul+HZV1v41ZpGNu0PAVDicfGbK1/H5x/YwHlL6/jtuj1s3BciYS1el6G23Md/vvUYyko8fOvPW+mMxCnze3jnitn86aUm9rSH6YknicSS2dJE7ztlDj9/emdqWen0R21auS9bjmyo1S1HOio9WZaMHUghlxGDidNn+35Op5SW8MzOVv79vhc5EIpSW5GaoPTnTc382zlHHbb8eH8/72BnhI5wnFh6QuH0nD6x/WAntzz4CmccXYvLZQikK3XMm1rGM6+28tvnGwF47ylzcLsMJ8yuIlDipj0cJxJLnZivuud5bnzLEn70l+20dPfwyTcdzU/+voP9HVGmlfvwul0YA+8/dS63/mlTNui/9ZLjSCTp1R+bO8L8deshYokknZE4v1u3h7ZwvFc/zwQx31i9maDPzZuX1jFvahmVAS+zqwJ4ve7D+mtDTYBzjqnjqLpyqku9efX/Yq9GUsh9dqL018H0d85YNquCD582n0gsyaamEKtfbspWxRqszGxzKEJrd4xNTanKPF3RBJ/41QtYUgtR+b0uZlYFuP2y5Uwr92U/R5lFnzrCcWKJJE9tP8jMqlLmTytjeoUveyxoag/zb//7Ai82tlMZ8HIgFKWu0setlxzPJ3/1Aoe6elhYW8b7TpmD3+vmq3/axIFQlDcsmsI5S+oo9bmpq/Dz33/bcdj76VsqdLTOyYVmpO9Hpf8muOFU1HC5Ujdhb0vX8P3QG+exYFoZdz25PTszGqA64MXtNnREYlSVltCanpxlIZXn2ZY6cHhchi9dtBRjUnlntz2ymb3tEQwmWw4pU5rI53XR2t1DIl11AFJ1eI05fNn2/t7PSCuHTLQcMylMfT+nTe1hvv3nrbR2xzDGcCDUwx2PbeG6sxf3ul07WMms2ooAtRWvnQx2HOyi1OfmYChKJJbk8c0HeHlfiD1tYeqrAzS2hvn1R0/F53HxT6fOpSMS55GX97P1QBd3v38Fs2uC9DR3su1AJwfTFwBlPk/qGGDg9y/u4ZozF/GN1ZtxuwwzKnxcdMIsfvHMLoDsRM1wLMmSnPxqgFAkwfee2Mbu9Ak7I7efZ9JlvvHO4wc8sfXtr7tawvzor6n81OEc75y+kFZFo4mrv3PG+j0dJJNQ4nbxo7/uwGKJJyxJa9nfERmwzGxdZYCuaIIf/XUH7ztlDpjUYFNzNj3MRU1pCSV9alp7PC4CXjefeyA10TqTz11b4eOrFx8HpI4x0XhqYOuzv3uJaDxJddDLR05fwE//sYMrz0jdbWqoCfCjv+7g3GPrOBCK4nYZdqfLBEfjCa46Y2E20IbXzo+uSmfOyYVmrN6Pgu0ikM+V12D75C7hOm9KkBkVfhJJy7cuP4FfrdnN4roKakq9NNSUpkblyny0h2NUl3rZ3xFJFcE3hplVPlzG4DYGj8cQi1t6EknOPmY6j7y8n10tYTzu1OhX5oaJtTCjMkBLVyw7kSpVTowxyfMabknFiXTFLuMj098OdaZq6TaHosSTSQ529jCrKsBtj2ymM5oYssRUPJ5kX0eYnYe6uTPnTtJ1Zy9iSrCEWy85ju6eBA++tI89bRFOXzQ1m/ucTFr8XhfvOrmBmZU+jIEXG9so93tYVJualPXNd53AgVCYmVV+WrpjhCJxHt24n0+96SiOqivH53Xxpd+/zOb9nSyaXsbbls+iOliCJz26ldvucr+bj56+4LCR7b79PPfE1l9t8sx6AJ2RRLbmcN9SpuqjMpSRfE6GOmf0LetXV+knGk/06hO5d6aiiSRXn7mQZ3cc4qwl0/n4uYv59mNbscCMSj8fOX0B9zy1ky0Hurj2rEXMqPQT8LoIReK8bfks2rpj/Pb5RrYf7KYnkSSaXl3yG6s3c7AzynH1ldx88XFYYHNTiF8+s4vtB7vZeqCb2gof/37e0XRGE9m5JMaQzdWeWuYjN7khcyepJ5EcckBAhsfxYNsYcx7wTcAN/NBae3Ofxz8A3ArsSW+601r7w/Rj7wc+k97+JWvtT5xub6HJpw7kYPsA2dXpZlT4Of2oaXzmdy+RSFqmBFOrOd733G7W7m5nZqWfT5x7FDe++Wj++287eP/r5vLTp3ayZX8nFX4P15y5iHKfm+pgCS/sbufWP22iOxpn/rQg71k5h0c27s8GEQ01AZbNqqTc76a+OsAtD73Cxn0haoIlXH/2IhZMC45JnldupYfc301/y2Wrdq6MVO5qkOFYks5ILHWCI3USPxCKZkeRvvXY1l63n3MDhDK/my37O9nV0s03H91Cd0+CKcES3C549WA3Nz+YWgI6nrR8bNUCnt5+kI+sWshLje18PX0Ha3qFn+vPXoy7JsAHf7yGMp+b979uLv/77G5aunvwulx89q3H8LVLj+crD25k+4Euyv0eSjwu9rZHwFrOP24mSWt589KZfPfxrWAMDTWlvSZ6JpOWXS1h7n1mFxv2dlDh93D9OYupKS2hrtLfbz8fsDb5k9tpbAtjLVy1agFrd7XyjhPrqS33q49KXkb6ORnqnPGxVQu58f712bJ+V61awM+e2sm1Zy3Kpktt2NvO1uZObntkCy1dPRxdV8YHXjePF3e3suroWr717hPY3RJmfyjCj/6ynfOPn8nzjW185cGNXHfWolTlrmd3s3Z3G9Wl3lTedrqSVyJps+fTRNJyMBTl1YNdfPi0+fg8LkLRBLUVvmzq2uLacm65eBnReJKGKaV85/Gtver/+zypeuFlPjdnL5merbufqeGt/jU6HM3ZNsa4gc3AOUAj8CxwubX25Zx9PgCssNZe3ee5NcAaYAWpLIbngJOsta0Dvd5EzCfLJ+c4n6XMy3xuPvC6uXzqvvX0xBN0hOPUVvhIJC1XnDaf7zy+jY5IjClBH99974lU+r109cQBsrOw97Z389vn93LWklr+99ndvLS3gxK3i9ISN4vryvnSRUsp83v6XY56fyhCW3cMr8tQEfBkF9IZC/mMckzU3O5Czv+EiddnM5+jvksmL51ZwSUn1WcXZMq4/bLlLKgtOyxA+ODr5/KTf7zKe05u4Mb71zO9MlWZ5IbzjuauJ7dT4klVDJlW7mdKsIRPvOkofB4XV9+ztldq2PQKP7e983gu/f5TfOb8JfzgyVR+9twpQSBVEvDj5yzmYGeU0hIP8WSSUq+bW/+0mU+cu5gSr4tpZX6+8tBGDnX24Pe48OcsI19XGci+50xFhMyF/M0XL6OhJthvP+/b3953yhy++8Q2fB4XHrchnrDZBTnmpH/GRO2jfRVyny2G/joan5PBzhk7D3Xx9PaWbFm/zB2YTF9uag/z1PYWvrF6c69qQktnVfCli5bicRv+4zcv0RyKsP1AFxaoLfPxoTfO59Y/beI3H3sdV/58LS4D8aSluSNKddDLtWcuwudxcfSMCt5111PZO8UAAa+Ln35oJWU+D0lrSfaZUzHY+4JUvenOSJzPPrDhsOo/E61/jbZCydk+Gdhqrd2ebtQvgIuAlwd9VsqbgNXW2pb0c1cD5wH3OtTWgpRPzvFQ+2SWcD3U1YMBWrpiJG1qGdmm9OpUB0NRjDE0tUfYfqCTExuqWVhbzuamDl5sbCPo89ARSU3WcBkXLekl2y0QjiVp6erBmIFzvGZUBpgxTqX58snJUm63jIaBlkw+ZkZFr0lI0PvWdN/FFVwGNu4NEY2nbv2CIZawlPk8tHb3UFvuoyuaoCZoaenuITNocqCzJ71ADXjdqfkT0XjqsWx+NqnyfBboiSfxuAxffWhTajvwhQuPpSkUIWYtP3lyOzect4RQOE6p102J97VFqzJ9I/OeDQav2+B1ky5JyID9eLDa5AYXXrehK5ogmfMz1EclH6PxORnsnNG3rB/07std0QTGQHNHJDsRMp4ue2mMIZGEUCSOC4PH5SKWfK0GfnXQSyyR5EAoSk2whO6e1GrOLgMLast4YN0ejquvpCZY0qu2fpnfi8/tYk76IrqvvufYeVN7XwTXVQbYFu0csv62HDmng+1ZwO6c7xuBlf3sd7Ex5jRSo+DXW2t3D/DcWU41dCwMlVfd32P55Bxn9inzubMLaFibyqNM2tT+i2qDzK4uZWpZCRboCMdIpvOp3S7DJ950FGV+D4mExZA50VkOdvXw339/lT2t4WwVEZ/HUFPqZW9bGJ/HRWXAS01pCS4Xh+Vy5vO+M8vJN3dEqSr1ct3Zi1nRUI3HM3aVKSda/VAZH6U+N+V+Dwc7o9lVGb1uQ4nH8MHXz2VLcyedkQTrdr+WHgGHBwhuYziqrozN+zu47bLltHT1UO73Eihx8eW3L+Pep3fSHo5hDMQTlg17O6gJelk6s4KX9nawYEqQS/9fPdPKfUwp83L+sul0RuNMr/ClKpLEUyf0qWUlTCnzcVRdGZuaOlk5r5qGmlJuveQ4ZqaDjVcPdVER8BCJJfutd537nl3G4HGb7CIcAwn63CybVcHy2dXZxXVOmV/DvvbXyiIOdJxTH5XBjPRzMtjob1c0QWXAzZWrFnD7I5tp645RW+HrlWZS6nMTSySpKvWyPxRNVx1xM7XstT5REyxhf0eElfOrOX1xLVUBL7OqS/ncW4/B2tS8ps5IjOrSEir8Hi5dMRtjUtWFqoNerj97Ebc9soUDoVTloOvPXkRFoP9wLt+0mswy830nZKp/jQ6n00guBd5krf1Q+vv3ASdba6/J2WcK0GmtjRpjPgq801p7pjHmk4DPWvul9H7/CXRba7/e5zWuAK4AaGhoOGnnzp2OvZ+RyCeveqjHDnVFqfB7ufqMhSysDWZTMZJJy5bmDva0RrjjsS0c6uxhZqWfT553NMvrq9h2MMSe1gj//bcdnLd0Bt95fCset4tyn5v/fOux7G0Nc/ODr9DaHWPJzHI+/Ib5nDyvmoSF63+5jqb2CHvawsQTllnVAX74TyfxSlOIOx7bSk88idtluOaMhdn8ynzzyTO3hj9134uHTTj59rtP4Oi6ijFNNZmI+aCFeEu6WPrscOXmav72+T28aWkd339yO16XoTpYwrtPbuChl5poj8QOu6DMvfXdUBPgwuNnkiR1UfyDJ7cTT1cF+tiqBfx16wHesHAaqzc0sWl/Jx9dtYAHX9pHRzjGB143j79tOcDKBVO487GtJC34PS5ufMsSntp+gKOmV/LTp3eyrbmLqlIv15y5kD++uJdzj53BQxv28f5T53HzgxuJxJO4jOGqMxZQXxXAAnf9ZXuvXM/M8alvfuqSGeXccN7RQ07+/MeOQ3z2dxtSI9rpuuEPbdjHS3tCw56bUsx9tK9C67PF1l9H8jkZ6Lk+j4uvPbw5m9f8ly0HWDl/CuV+D3OnBFlcW57ty80dYV7Y3U5Ldw/fWL2Z1q7UefXGNy/h5Lk1QOqcft/a3ZzQUM2dj23DmFQA/q9nLWLTvnZqKwLc88wuppWVcPYxddzz9C46o/FsHna5383GfZ0YkypCsGBakGNnVuaVsgX9p4f07ZN1lX5uuuhYTp03ZUwHvopNvv3V6WD7VODz1to3pb+/EcBa+5UB9ncDLdbaSmPM5cAqa+1H0o99H3jcWjtgGkkh55Plk1c9UGfIrZP96sEuVr/c1KuaAcArTR187J617GuL4HEbplf4qa8O8NWLjyMcS/DBHz/LvrYIi2vLuOiEWVSXlnB0XTkdkRi3r97Mvo4IiSSEe+IsqC3jjstPoK07xhX/s4auaJzK0hIM4DKGr7/zeCpLPcTilk37Q3RF4zy5+UC2ckC++eR1lQG2NXdy1T1racxZ9hng6+88jhMbqsc0V2wiVjootBN3X4XcZ/PRd6W5Hzy5nfZwjPefOpf/ejCV5xwocbO3LUJNsCRbf75vP4nHk2xuDvHqoS6mBn1894ltvP2EWfzgL9vpiibY3xEhEk9SV+HjylUL+O3ze/nS25ayZmcLD73UxL72CNF4knlTS/nsBcfwiV+/yP72KG3hHqLxJLOrS/nhP52EBV7Y3UbCQjyZ5NGX97OnLcLN71iG3+vmP3/3Egc6o3hcBrfLxdR07nV9VSkHu6KH9Y3cHPXcu2qvW1BDbcXAfTdzkd1rFK3cxxcuOnbAfNO+v++J0kf7KuQ+Wyz99Ug/J/2dr8rTa0lkyvfd+edUIF5fHcDrdh3Wl7c1d/KN1Zu44LiZTCv3EU9PYlxWX5lN80gmLTtburjx/vXpFCwwxlATLOGmC4+lIuAhYaFrgDzqmy9ehoG83t+25k6u++W6w7Zncsxz3/sdj27J3m2KxpKs292anfgp/SuUnO1ngUXGmHmkqo28C3h37g7GmBnW2n3pby8ENqa//hPwX8aY6vT35wI3Otxex+STV93fY03t4eyJ/BurN2UnK8Jr1Qwgdat3f3vqNm4imar96TEmWys789jWA1187eFNYOFXHz2VqtISunoSlJZ4sKROcq3dMVq6eqjwe5hSVsLBzii+WAKXMdQEvew81MWxvkpcxvD9J7b3avehriit3bHsQSAaTw76voM+N1WlXnYe6s4+nrqFlhjzXLGJVj9UDjeawVrfUbCgz80lJ6YmQe7riLCpqROAWdUBEknLgVA0W38+tw8kk5Z1jW2vpVIFvFxx2nzK/B627O9kSlnqhO0y0ByK4ve6Wb+nnUgswfee2E5ja6rO9p7WMNZaunuSvLC7HUjli1pgd0s3XT0JntvZyl1Pbqe6tIT3ndrARSfMSi87HaUnkWTjvhAlHkNFwIvblcozjcSSA/aN3Bz1nz712ojnslmV1FYctnuv57V2xfC6Xxsxa+2OkUwy6II/6qOSjyP9nHSmL2wzF4Aet+FgZ2pdCEjNLcjkSifTA5V985qDPjed0QTfeXwb8Nry7l+csZQdBztJJKHM5yaRTPUDn+e1NI1QJI4xJnuhOlAedXc0MWA/6XuMK80zraYrmmD9ng7W7+k4bLuMnKP3Bqy1ceBqUoHzRuB/rbUbjDE3GWMuTO92rTFmgzHmBeBa4APp57YAXyQVsD8L3JSZLFmMMnlkuTIf+P4eqw56icYT2SVjN+7roLE1TOpmckqmk3dFE3RGEqn61ViSFsI9Ccr8Hrqicay1/OcFS1hUm7qqNhhmVAUo83uoLvUypcyHx2XoiSd49VBqueUXdrex42A3X7jwWBZPL+dAKEoskeQ9K1MrUZX7D293ZlnaTU2h7NLo+9ojLJvV+6yb29Fry/1cd/bi9CSwVKB97ZkLWbe7VbliMqr6LsM80FLL+eo7qbGtO8a3H9/G6YtricaS2aXWXSZVjWBauY9oLAmkVqRzuVKjTjtburh/bSMtXT30JJKs39vOf/xmPYkkLK4ryz4/nrBUl5bQ1hXjqLoyMHD92YuZVZWqmz+zys81Zy3C6zbMqkr1p8w7m1UVwONy8Zvn9/CZC5bwwdfP5buPb+Mzv32Je5/eTSJpKXG7mFXlp8Lv5WCoh+0HuujuSdAZjfdadj3XYMe1wRzp80SckkxaeuIJovEku1vC2eXOc2tR9+7Xh89fgP6Xan/3yQ1sbQ7xzz9ewxU/XcOn7nuRnniC6qC3VxsGmqcw2D5930PfY9zBUDSvJcnVJ53leCKOtfaP1trF1toF1tovp7d91lr7QPrrG621x1prj7fWnmGtfSXnuXdbaxem//230211Um4HhN4f+P4e+9iqhfzsqZ3ZE3lnJIG1qclQGbnB+rrdrVx75kJqy3zEE0nmTAly7VmL+N7jW7n2F89z33ONvPeUOSysDWZzsWZXlWZfu8zvYU9bJFvT8xfP7OJzD2ygtMTDe06Zw5fetpQPv3E+9zyzkx/8ZTsJe/h7qvB7effJDax+uQlIXQx85/GtvPeUOQN2dJfLsKKhmm+/+wS+/s7juDon93ss6nDL5NE3OG7p6uFbj22lORQZ4pn963u3yuM2GANlfjdPbG7m+rMXsWRGOSVuF0tmlHP92Yt4YnNztqb05x7YwHW/XMeN96/nxIZqZlUGsvMWWrpjtHRFeffKOcyo9FMTLGFmlZ9rz1rEIxv3856VcygtcVNfE+CqMxbymfOXcNtly3lm+yEe3djEl9++jPqq1OhYfVWAL799KU9va2ZbcyfxRJL71jYS8LqZXV1KOJbgJ/94FZfLcONblmCMIRpPXbxfecYCvvXoFrYd6Or39zTYcW0wR/o8Eac0hyL87KmdXLVqAdPKU2VxrYVrz0qtC1ETLOnVrz1u0+/nNrNS6i0XL+PWS47nPSvn4HYZvvzHV2hqj9DcEaW5I8rPntrJx1YN3geG20/6O8Z97eHNNNQEuOXiZdx+2XJuuXhZv/nr6pPOcjRne6wVej7ZcKqRRONJrr7n+exzG2oCnHFULb9e25gu+XX4JMr71zayrL4Kn8fFUXXl3PHIFjbs66C5I0q538P8aUG+eNFSfF4Xs6tKs5MeUhMsQzy/u42u9OpvW5pD5Hu/AAAgAElEQVS7APjlR07hU79+kWR6gpbblbq19s3LTsjWB860O7N0+64+Szbfftlygj73Ea+AKUeukPM/YWz7bL65i/nqL7+zOujlCxem8o7L/W4SFrqjCUp9btwmtay5ywWfe2BDNiUsll4V7orT5nPT/6Wqok4rK+GK0+ezesN+bnzLEnYc7KQ66CMUjnGgM8qjG/dz1Rmpi2SXMUTjSSr8HjwuF909CYI+F6FIgnAsQcDrojLgIRxLEoqk+uknf/1i6uIgfXvaYrn1kuNxG3huZxvGRa9jwc0XL2PpzMp+f09H2nfV5/tXyH220M+xI5E5PjTUBLLzD6KxJCvn1zC7ujT7Wc3t1/nmS3/ojfP49/vWZ7fPrgng87i5890n4PO4Ru3cONJjnPrk8BVKzrbkGCyPrO9jTe3hXnlWu1rCNLZ286W3LSUSSxL0uZldVZrtCCc2VFNfHaC1O8amphC7W7p5aW8HB0JREtbSGY3zYmM7Ww90ctKcw8vquV2GXz67i+aOHjqjqSCgrtJPaYmb6RX+AfO9ctvd1B6ms09+V2bfofLnlIspThvt0nEDrTQ3J2chl2TS0kzv+rY7DnZR7vNwwbKZ+LwuIrEEf9rQRLnfg9uVGi279syF/PGlfexqDdMRjvH9J7ezeX8nSZsqzTmt3MeuljCnzK8ZsN/UVR6+LTMxq6rUS1t3DI87lVY2JeijujR1S/v/XtzLi43tzJ9aykXpJdpnVQUo9/f/ezrSvqs+L4Ukc3zY2dLN3X/bQdJappb5eOPiqUf8Wc38zEz6yYFQNJuCUhMswedx9buCbG6g299rj6RU8GDUJ52jYLtA9T2RL5tVwUlza7jp9y8fVn4rt0PWlvvpisZpbA0zrbyEpo4Ibpchlkh19uaOKPs7okwvf61sYKYM0eUnN3DHo1sp93sp9br5z7cew5zq0ryWO++vzboNJYVktD+fubeLB6sh3/f1ZtcEOHvJ9MPq5B5fX8nPPrQyW3EonrR85R3LmFkd4N/fvISvP7yJjftSZfGuPzt1a3s4bc+05/61jVxyYj3ffnwbPQmorw5kfw/JpOXasxbxq2d3cfL8VPlAC8xKlxIdy5VfRcZS5vhwy0OvsPFgqp9delI9B0OvnS+P9Gfev7aRa89cyLcfT5X561ubezjlCgfbV+fgwqU0kgLWt6xY7q1nGHgp1WTScrAzwtbmLv7jN+vZ1dKdmnh41iIefqmJt59Ynx0Ry70VPrvGz2mLainzeTh6Rjlza4J4PK5h3VrSbajCUsi3pGHs++xYfj4HKnv5hQuP4ZO/fpGN+0Ikkha3y7BkRjl3XH4C08v9/bYvU/6zrTuG12WoCHiGHfj2reV9+uJayvxulsyoYE5NavJ0Jhh/2/JZ/NdDG+kMJ/C6De70QjVautl5hdxnJ9o5tq/mjjB/39aCMWSXYu+MJkb0uc8cc6Lx5IBLqQ9nifmh9tU5eGwpjaRI9dtRKg3bmjt7Bdow8FKqLleqdFBNqY87Lz+Rzc0hWrt6ePilJt56/ExWv9zEslmpe8y5k7x2t0T4+dO7gFSOVybVZDi3lnQbSgrZWH4+Byr32RlN5VLXVweyJcZCkTgtnal6u5k+37fdMyoDzBhB23Pbs6slnC3Vd/tly7M1szMjYivnT2HTvk7cLkN9deCwJdpFJqJQJMGP/rrjsO0j+dznc8wZzhLzQ+2rc3BhUrBdQAa7PXQkuVgej4vaihK2HjBMLfdx/nEz+fOm1JV65nlaAlnEGYP1rSlBHy1dPVgs3T0JPMbQGY2z42AX86YGWTQtSEs4NqqjU0P19dyTeG6OaaaesI4LMtFl+kjfRZoGmq8w2q+bz3lY5+zipDU4C8hgpcmOtCzP1LLUSpL3r93DT5/amV15MvM8lfsRccZAfWt2VWl2ezxhcWP41HlHc9vqzVx97/Nc+fO1PLuzlW8+unlU6oEP1Z5MX8+ts/vE5mauPXMhdZX+7GQuHRdkoqst9/OJcxdz9pLp3PnnrXz6Ny/x86d3sqslPOL+N9Tr5nse1jm7OClnu4AMVbbHqRJbyvGauAo5/xOKv88OZaC+ldl+IBQlFIlzx6NbeGpHas0uY+CkhmouOak+m9Y1UP7maLUn81junbVlsyp47ylz8HncOi6MoULusxO9vwLsaw/z8f99gYOd0ewqkmMxX0Fzo4qTcraL0FC3h5wqsaUcLxFnDNS3MtvbwzH2tYezgTaAx5XKj/Z7X7vx2F/+5pGccIcqPzpYdRWRyaA7miAUifdaRn0s5itobtTEpmC7gKhsj8jhJvIoTmmJm4aaUmZW+tnbHsHjMkyv8FNR6iESS2arhkyvTC39vLW5kzKfm6lBH+sa2/IqFTYcR3oSn8h/I5lclBMtTlCwXUA0siTS23DqzxajGRUB2rp7+OLblnLHo6m627XlPq4/ZzFrXj3EGUfV8of1+3jzsjo+/8BGjEnVxf7YqoU8sG7PYfM7xqM030T/G8nkokEvcYKC7QKj20Mirxlo0vBEqffs8bhYUldJVWmYr15yHLFEkjKfh1mVAeqrA9x4/3retnwWdz62lQOhHtwuQ4nbxe2PbOYdJ9Szfk9H9meNV2m+if43kslFg17iBAXbcsR061icNpz6s8XK43ExO72oTK5kMvX+AyVuDoRSv4NE0pK0lrbuGGV9ypGN163uyfA3kslFg14y2hRsyxHRrWMZC5M5fzLz3nNrXrtdBpcx1Fb4mDslmP3dOHmre6iL6sn8NxIRyYfqbMsRGawmuMhomcw1ZTPvfd3u1mzN69oKH7UVPq49cxGLa8u55eJl3H7Zcm65eJkjF7qZi+ob7ls/YM3vyfw3EhHJh+Mj28aY84BvAm7gh9bam/s8/m/Ah4A4cAD4Z2vtzvRjCWB9etdd1toLnW6v5Ee3jmUsTOb8ycx7r68OEI0nuXtuNckkvX4HTt/qzicfezL/jURE8uFosG2McQPfBs4BGoFnjTEPWGtfztnteWCFtbbbGHMl8FXgsvRjYWvtcifbKEdGt45lrEzm/Mnxfu/5XlSPdztFRAqZ02kkJwNbrbXbrbU9wC+Ai3J3sNb+2Vrbnf72KaDe4TbJKNCtY5GJL3cJ9wxdVIuIDI/TaSSzgN053zcCKwfZ/1+AB3O+9xtj1pBKMbnZWvvbvk8wxlwBXAHQ0NAw4gZLfnTrWI6U+mzxUM1hUX8VGTmng+3+Ii/bzzaMMe8FVgCn52xusNbuNcbMBx4zxqy31m7r9cOsvQu4C2DFihX9/mxxhm4dy5FQny0euqgW9VeRkXM62G4EZud8Xw/s7buTMeZs4NPA6dbaaGa7tXZv+v/txpjHgROAbX2fLyIiztBFtYjIyDids/0ssMgYM88YUwK8C3ggdwdjzAnA94ELrbXNOdurjTG+9NdTgdcDuRMrRUREREQKmqMj29bauDHmauBPpEr/3W2t3WCMuQlYY619ALgVKAN+ZYyB10r8LQG+b4xJkroouLlPFRMRERERkYLmeJ1ta+0fgT/22fbZnK/PHuB5fweWOds6ERERERHnaAVJERERERGHKNgWEREREXGIgm0REREREYco2BYRERERcYiCbRERERERhyjYFhERERFxiIJtERERERGHKNgWEREREXGIgm0REREREYco2BYRERERcYix1o53G0aNMeYAsHMMX3IqcHAMX09tUBuG24Y51tpp49WYoYxxny3Ev4/aoDb0bUPB9lmdYydtG8b79Qu5DXn11wkVbI81Y8waa+0KtUFtUBsKXyH8btQGtaHQ2lDICuH3ozaM/+tPhDYojURERERExCEKtkVEREREHKJge2TuGu8GoDZkqA0phdCGQlUIvxu1IUVtSCmENhSyQvj9qA3j//pQ5G1QzraIiIiIiEM0si0iIiIi4hAF2yIiIiIiDlGwLSIiIiLiEAXbIiIiIiIOUbAtIiIiIuIQBdsiIiIiIg5RsC0iIiIi4hAF2yIiIiIiDlGwLSIiIiLiEAXbIiIiIiIOUbAtIiIiIuIQBdsiIiIiIg5RsC0iIiIi4hAF2yIiIiIiDlGwLSIiIiLiEAXbIiIiIiIOUbAtIiIiIuIQBdsiIiIiIg5RsC0iIiIi4hAF2yIiIiIiDlGwLSIiIiLiEAXbIiIiIiIOUbAtIiIiIuIQBdsiIiIiIg5RsC0iIiIi4hAF2yIiIiIiDlGwLSIiIiLiEAXbIiIiIiIOUbAtIiIiIuIQBdsiIiIiIg5RsC0iIiIi4hAF2yIiIiIiDlGwLSIiIiLiEM94N2A0TZ061c6dO3e8myFSMJ577rmD1tpp492OgajPivRWyH1W/VWkt3z764QKtufOncuaNWvGuxkiBcMYs3O82zAY9VmR3gq5z6q/ivSWb39VGomIiIiIiEMUbIuIiIiIOETBtoiIiIiIQxRsi4iIiIg4RMG2iIiIiIhDFGyLiIiIiDjE0WDbGDPbGPNnY8xGY8wGY8y/9rOPMcbcYYzZaox50RhzYs5j7zfGbEn/e7+TbRURERERGW1O19mOAx+31q41xpQDzxljVltrX87Z583AovS/lcB3gZXGmBrgc8AKwKaf+4C1ttXhNouIiIiIjApHR7attfustWvTX4eAjcCsPrtdBPyPTXkKqDLGzADeBKy21rakA+zVwHlOtldEREREZDSNWc62MWYucALwdJ+HZgG7c75vTG8baHvfn3uFMWaNMWbNgQMHRrPJIuIA9VmR4qH+KjJyYxJsG2PKgPuA66y1HX0f7ucpdpDtvTdYe5e1doW1dsW0aUMuTy8i40x9VqR4qL+KjJzjwbYxxksq0P65tfb+fnZpBGbnfF8P7B1ku4iIiIhIUXC6GokBfgRstNZ+Y4DdHgD+KV2V5BSg3Vq7D/gTcK4xptoYUw2cm94mIiIiIlIUnK5G8nrgfcB6Y8y69Lb/ABoArLXfA/4IvAXYCnQDH0w/1mKM+SLwbPp5N1lrWxxur4iIiMiEkUxamkMRuqIJgj43teV+XK7+MnXFKY4G29bav9J/7nXuPha4aoDH7gbudqBpIiIiImNuLIPfZNKydlcr33psKy1dPdQES7jmzIWc2FCd92sqWB85p0e2RURERITRCX6HozkUyb4WQEtXD996bCu3XLyMuspAwbV3otJy7SIiIiJjYKDgtzkUceT1uqKJ7GtltHT10BVN5PX8sW7vRKVgW0RERGQMjDT4Ha6gz01NsKTXtppgCUGfO6/nj3V7JyoF2yIiIiJjIDf4bagJ8L5T5nDlqvm4XKmUjdFWW+7nmjMXZl8zkwZSW+4fdnszhhOsS4pytkVERETGQCb4vX9tIyc2VPPtx7dhDNRXB7j2zEWjngvtchlObKjmlouXHdEEx0x7++Zs5xusS4qCbREREZExkAl+p5SVcOP96/F5XHjchtau2LAmLg73NY/0Z440WJcUBdsiIiIiY8TlMiSTqXxor/u1bN58c6HHuhTfSIJ1SVGwLSIiIjKGMrnQuZMP88mFVim+4qQJkiIiIiJj6EgnLqoUX3HSyLaIiIjIGDrSXGiV4itOCrZFRERE+uFkfvSR5EIfafqJjC8F2yIiIiJ9FGJ+tErxFScF2yIiIiJ9DJQf7UR5vnypFF9xUrAtIiIi0keh5kerFF/xcTTYNsbcDVwANFtrl/bz+CeB9+S0ZQkwzVrbYox5FQgBCSBurV3hZFul+Ix1rVEREZk8lB8to8Xp0n8/Bs4b6EFr7a3W2uXW2uXAjcAT1tqWnF3OSD+uQFt6yeTS3XDfeq775TpuuG89a3e1kkza8W6aiIhMAEdank+kL0dHtq21Txpj5ua5++XAvc61RiaSQsylExGRiUP50TJaCiJn2xhTSmoE/OqczRZ42Bhjge9ba+8al8ZJQSrUXDoREZk4lB8to6Eggm3grcDf+qSQvN5au9cYUwusNsa8Yq19su8TjTFXAFcANDQ0jE1rZdwpl654qc+KFA/11yMTjyfZ3dadHRGfXVWKx6NFuyerQvnLv4s+KSTW2r3p/5uB3wAn9/dEa+1d1toV1toV06ZNc7yhUhiUS1e81GdFiof66/DF40n+seMQ//zjNVz6vX/wzz9ewz92HCIeT45302ScjPvItjGmEjgdeG/OtiDgstaG0l+fC9w0Tk2UAqRcOpkMVHFHpPjsbuvms7/bQFN7BICm9gif/d0G7v7ACuZNLRvn1sl4cLr0373AKmCqMaYR+BzgBbDWfi+929uBh621XTlPnQ78xhiTaeM91tqHnGyrFB/l0slEVoir14nI0LqiiWygndHUHqF7gDlFuqie+JyuRnJ5Hvv8mFSJwNxt24HjnWmViEjhU8UdkeIU9Lmpq/T3CrjrKv2U9jOnSBfVk0Oh5GyLiEgOVdwRKU6zq0q56aJjqatMzSGqq/Rz00XHMruq9LB9B7qobg5FDttXite452yLiMjhVHFHpDh5PC5OnTeFuz+wgu5ogtJBqpHoonpy0Mi2iEgBUsUdkeKSTFqa2sNsa+7kYFeUOTVBjp1VybypZQOW/ctcVOfSRfXEo5FtEZECpIo7IsXjSHOvMxfVfZ+ni+qJRcG2iEiBUsUdkeJwpBOadVE9OSjYFhERERmBkeRe66J64lPOtoiIiMgIKPdaBqNgW0RERGQENKFZBqM0EhEREZERUO61DEYj2yIiIiIj5HIZasv9BH1uuqIJmkMRkkk73s2SAqCRbREREZEjlExamkMROqMJeuIJfvbUTtbv6dDS65KlYFtERETkCOTW197fESEaT3LVqgW0h2PsagnnVf5PJj6lkYiIiIgcgdz62klraWqPcMdjWzl9cS2gpdclRcG2iIiIyBHIra/tMga3y3AgFMXnTYVXKv8noDQSGWOZ3DbN1hYRkWKXqa/d0tWDx22orfBhLURjSZX/kyxHg21jzN3ABUCztXZpP4+vAn4H7Ehvut9ae1P6sfOAbwJu4IfW2pudbKs4Lze3raWrR5NHRESkqGXqa2fOa/XVAT62aiEzKv2ctniqBpQEcH5k+8fAncD/DLLPX6y1F+RuMMa4gW8D5wCNwLPGmAestS871VBxXm5uG6Ry2TR5REREitVo1dfWXd+JzdFg21r7pDFm7hE89WRgq7V2O4Ax5hfARYCC7SLR34EjN7ctQ5NHRESkmLlcZkQDRrrrO/EVwgTJU40xLxhjHjTGHJveNgvYnbNPY3rbYYwxVxhj1hhj1hw4cMDptkoeMgeOG+5bz3W/XMcN961n7a5WStO5bbk0eWTyUZ8VKR7qr84b6K5vcygyzi2T0TLewfZaYI619njgW8Bv09v7u5Trdxkma+1d1toV1toV06ZNc6iZko9k0tLUHmbT/hCNrWHK0kF05sDhNnDNmQuzAbcmj0xO6rMixUP91Xm66zvxjWs1EmttR87XfzTGfMcYM5XUSPbsnF3rgb1j3T7JX+5tsH3tYSKxJNeeuZA/b2pmV0uYlq4eQpHEqOS2iYiITBS5FU0ydNd3YhnXkW1jTJ0xxqS/PjndnkPAs8AiY8w8Y0wJ8C7ggfFrqQwl9zaYyxhaunp6FfbPHDgyuW0Lasuoqwwo0BYRkUkjcwd4W3MnTe1hkkmbrWiiu74Tl9Ol/+4FVgFTjTGNwOcAL4C19nvAJcCVxpg4EAbeZa21QNwYczXwJ1Kl/+621m5wsq0yMrm3wTK1Rps7UoX9deAQEZHJbrCJkLrrO7E5XY3k8iEev5NUacD+Hvsj8Ecn2iWjL/c2mMFQWuLmuPpKjp1RwcqLa3TgEBGRSW2o8rcqgTtxjfcESZkg+t4GmxL08W/nLGb+NKWLiIiIaCLk5KXl2mVUjFZhfxERkYkid80JlwuWzapg/Z5sbQhNhJwk8g62jTGlwMeBBmvth40xi4CjrLW/d6x1UlRGWthfRERkouibo10d9PLhN84HYP2eDs1nmkSGM7L938BzwKnp7xuBXwEKtkVERERy9M3Rbu2K8YO/bOcLFx5LMonuAE8iwwm2F1hrLzPGXA5grQ1nyvaJiIiIyGv6y9Fu7YqRTMKC2rIj+pm5aSkK1ovHcILtHmNMgPRKjsaYBUDUkVaJiIiIFLHRXqxmsNKBCrgL23CqkXwOeAiYbYz5OfAo8ClHWiUiIiJSxEZ7sZqBSgc2hyKj1mZxRt4j29ba1caYtcApgAH+1Vp70LGWiYiIiBSZ3FSPhpoAN1+8jO5RSPtQ6cDiNdzSf7NIrejoAU4zxmCtvX/0myUiIiJSXJxM9RjttBQZO3mnkRhj7gbuBi4G3pr+d4FD7RIREREpKk6meox2WoqMneGMbJ9irT3GsZaIiIiIFDEnUz20eFzxGk6w/Q9jzDHW2pcda42IiEg/VPJMioHTqR5aPK44DSfY/gmpgLuJVMk/A1hr7XGOtExERASVPJPikUn16PtZVarH5DacYPtu4H3AeiDpTHNERER6GygP9paLl2mUTwqKUj2kP8MJtndZax8Yzg9PT6q8AGi21i7t5/H3ADekv+0ErrTWvpB+7FUgBCSAuLV2xXBeW0REJgaVPJNiolQP6Ws4wfYrxph7gP8jZ+XIIUr//Ri4E/ifAR7fAZxurW01xrwZuAtYmfP4GarlLSIyuankmYgUs+GsIBkgFWSfS56l/6y1TwItgzz+d2tta/rbp4D6YbRHREQKUDJpaWoPs625k6b2MMmkHdHPU8kzESlmw1lB8oNONgT4F+DB3JcEHjbGWOD71tq7HH59EREZIScmMyoPVkSK2ZDBtjHmU9barxpjvkUqAO7FWnvtSBthjDmDVLD9hpzNr7fW7jXG1AKrjTGvpEfK+z73CuAKgIaGhpE2RSQvTpUhmwzlzdRnJzanJjMqD3Z8qL+KjFw+I9sb0/+vcaIBxpjjgB8Cb7bWHspst9buTf/fbIz5DXAycFiwnR7xvgtgxYoVI7tXKZIHp8qQTZbyZuqzE5smM04s6q+DK/YBkmJvf7EYMti21v5f+stua+2vch8zxlw6khc3xjQA9wPvs9ZuztkeBFzW2lD663OBm0byWiKjxamRO5U3k4lAkxllsij2AZJib38xGc4EyRvz3JZljLkX+AdwlDGm0RjzL8aYjxpjPpre5bPAFOA7xph1xpjM6Pl04K/GmBeAZ4A/WGsfGkZbRRzj1MidRgRlItBkRpksBhogaQ5Fxrll+Sn29heTfHK23wy8BZhljLkj56EKID7Yc621lw/x+IeAD/WzfTtw/FBtExkPTo3caURQJgJNZpTJotgHSIq9/cUkn5HtvaTytSPAczn/HgDe5FzTRAY3WHmx0S49lsupkTuNCMpEkZnMuKC2jLrKgAJtmZAyAyS5hjtA4uS5aiij0X7JTz452y8ALxhj7rHWxgbazxhzn7X24lFtncgABss1AxzLQ8tMJplW7uPzFx5DMsmojdxpRFBEpHhkBkj6nmvyHSAZ75zpkbZf8jecOtsDBtpp80fYFpkkRmP282CTCQFHJhoOdGCcN3X0DowqbyYiUhxGOkAy3pPiNcAzdoazXPtQVBJIhjRaV/JD5Zo5kYc23gdGEREpLCMZICmEnGkN8IyN4VQjERmxfGY/55PDNliumVN5aIVwYBQRkYkhn3PVeOZ0j5aJ8B5GajRHtnXfQYY0VMCa78j3ULlmTuSh5VMtRAsEiIhIPoY6j+VzPiz0c85456UXimEF28aYANBgrd3Uz8M3jE6TZCIbKmDNN1VjqFwzJ/LQRuPAKCIiAkOfx4Y6HxbDOUfplyl5B9vGmLcCXwNKgHnGmOXATdbaCwGstQ8700SZSIYKWIeTqjFYrpkTeWgjPTCKjJZCH80SKXSF0ocGO1cNdT4shnOO0i9ThjOy/XngZOBxAGvtOmPM3FFvkUxoQwWs5X43//KGeRgD0ViSJzY305nebyRG68A6kgOjyGgohtEskUJWLH1oqDvBxXDO0WJtKcOZIBm31rY71hKZNPoueAHQ1B5m56Euth/s5udP7+Q/frOebz22hbOWTOcT5y4eUb515sB6w33rue6X67jhvvWs3dU66pM0tECAjAUtsSwyMmPRh0ZjUuBQC52N5TnnSN+PFmtLGc7I9kvGmHcDbmPMIuBa4O/ONEsmi9wRhvOXzeC7T2zDGJgS9GGt5X/+8So3X3zciF4j98BqsezviPC1hzfxlXcsY05NcNRGMrRAgIyFYhjNEilkTveh0Ro5H+pO8Fidc0byflTLO2U4wfY1wKeBKHAv8Cfgi040SiaP3EDY53Wxry1MEphW5qOlq4fqUi/d0Tib9oeoLvUe1knzSQ/JHFgtlu6eBM0dUXYe6mbjvg4OdfaM2q3D4RxUCiVfUIpPZjSrzOfm9MW1+LwurE2lYInI0JxObRjNXOqh5iaNRSA70vejWt7DW0Gym1Sw/WljjBsIWmt131JGJHeEIRpLMq3cR2NbGJeBRbVB3nPKHL7wfy8TjiWYURnodTWd79V25sC6vyNCc0eURNIyrdxHZyTBL58d3ckk+RxUiiVfUApTbbmfT5y7mK3Nndz2yBZaunpYMqOc+uoAU8t00SYyFKdHhMfy7tNYBLK6mzZyeedsG2PuMcZUGGOCwAZgkzHmk841TSaD3JyzJzY3c+1Zi5hVFSBp4bL/18A9z+xid0s3LmMOy6vLN+8uc2CtCniJJZJMKyvh2jMX8sTm5nE5YCjnVkbC5TJMLffxq+ca8Xtd1FcHCMcS+gyJ5Cl3RPj2y5Zzy8XLRnWwY6LN35lo72c8DCeN5BhrbYcx5j3AH0nV1X4OuNWRlsmkkDvCsKslTGNrFz98/wo6I3E8LsO+RyNUBUvwuFMHwdzgeDhX2z6Pi0+86Sh2tXTT1h3jjy/tozkUZUrQN+YHDI0SyEh1RxOEInF8ntc+u/oMieTPyRHhQpy/M5LUxUJ8P8VmOMG21xjjBd4G3GmtjRljBp2Oaoy5G7gAaLbWLu3ncQN8E3gL0A18wEbl044AACAASURBVFq7Nv3Y+4HPpHf9krX2J8NoqxSJ3BGGaDzJvvYI//WHjTSHolxx2jzm1JQSjiUw6QVKM1fTyaTF5Updcbd1x/C4DQZDTbCEUp+bpvZw9qDiMvC1hzdT5nNzxlG1/Pjvr9LS1cNx9ZVcc+ZCpgZ9vfZ3On9apZBkpMbqM6S5BSIpw+kL4zkpsL92Av2mLi6vr+JgV3TINmqS48gNJ9j+PvAq8ALwpDFmDtAxxHN+DNwJ/M8Aj78ZWJT+txL4LrDSGFMDfA5YAVjgOWPMA9ba1mG0V4pEZoShqT3Mdx/fRmt3DK/bxaMbm3n3ygZ+9VwjoUg8e4CYGvSxdlcr969t5JIT6/n249voSUB9dSqn+2Aoytce3pw9qHzktPmU+dzsagnz503NXH3GQnxeF8fOqGDulCDrGtvGNH9aowQyUmPxGdLcApGUI+kL4zEpcKB2zqoOHJa6eMdjW/j3847mloc25fWeNMlxZIy1R15r2BjjsdbGh9hnLvD7AUa2vw88bq29N/39JmBV5p+19iP97TeQFStW2DVr1gz/jUhB2NbcyXW/XNdrW0NNgOvPXowxJns13RyKcMN962np6qGhJsDpi2sp87tZMqOCYImbT/56fa8Rv3K/h3eumM2P/roju60mWMItFy8DyP6svo85eWAZqxFDY8xz1toVo/6DR4n67JFz+jPU1B4el74x2RVyn52s/bVY+sJA7fz3Nx/Np379Yq99Y4kk1561kO8+vr3XvoX2ngpdvv11OCPbGGPOB44FcodPbhpm23LNAnbnfN+Y3jbQ9v7adAVwBUBDQ8MImiLjbaCSZhUBD7UVr3X+3JznXS1hfvrUTgBuv2w5ocjh+dAdkRhzpwazt91zRwF3HOzqtX+mDvehztQ2p4LgyTxKoD47Opz+DGlugYD6K4xNXe6RXDhnnn+ws4f9HZFsWmWmnV6XOSztrKrUS2ekd/vVv52Td7BtjPkeUAqcAfwQuAR4ZoSv39+nyQ6y/fCN1t4F3AWpq+4RtkfGUb4lzYbKV819zGKp8HuZEvTymfOXEI4lKC1xM6e6FJfL9PpZmTrc1sKGvR38Yf2+I75trlzXgRVSn9XfaWD55oWP5u9Qf4/CU0j9dbwM1RcG+9wO9ZkeabpW34XhovEkPQkoLXFn5zFVBDyHpZ1duWoBD6zb0+tnOd2/x0OhtH84I9uvs9YeZ4x50Vr7BWPM14H7R/j6jcDsnO/rgb3p7av6bH98hK8lBS5T0uwrD75yWEmz3FtbQ+WrZh471BUl4HVz1aoFbGnu5LO/20BzKMqsqgA3XXQsp86b0utn7e+IYC1ctWoBf97UfMQLESjXtTjo7zS4fPLCR/N3qL+HFKrB+sJgn1sgO79o+exqyvxu5k4Jsri2HI8nVXl5pAvG5D7/ic3NXLVqAd9+fBvxhGV6hS81z6nMz9Qyf68JjlODPjwuw562senf46GQ2p93zrYx5mlr7UpjzFPAO4BDwEvW2kVDPG8uA+dsnw9cTaoayUrgDmvtyekJks8BJ6Z3XQucZK1tGey1Jms+2UTSX962xXLrJcdT4nb1ml091EhCa3eMTU0hZtcE+Nd717GnPYwBStwuZlQFuPsDK5g3tSy7/6HOHjbs7eCJzc3saglnX//2y5azoLYs7/dQSPl9hZz/CePbZwvp71SohhoVGs3fof4eKYXcZyfzOXagvjDY5xbgjke3cGJDNXc8tpUDoSh1lX6+8o5lnDy3BpfL9HvOg/zPO32fn5nHdOzMCqaUlQw6kutU/y6U0eSxOKY4kbP9e2NMFam62mtJpXX8cIhG3EtqhHqqMaaRVIURL4C19nuk6nW/BdhKqvTfB9OPtRhjvgg8m/5RNw0VaMvE0Pd2ncUS8LrZ1BTiR3/d0evKdLAlbOsqA3RFE/zorzv4zAVL2NMeTv+81L+m9gjd6dy03NzXP6zfN+Jyasp1LQ76Ow1tqLzw0fwd6u8hhWygvjDU53b57NcCbUide25/ZDO3X7acusrAiMt49n3+rpYwf1i/j9MWTx0yoHSif4/WaPJoBOyFdEwZznLtX0x/eZ8x5veA31rbPsRzLh/icQtcNcBjdwN359s+GT+jeRXb93Zdhd/LpSfVs/rlpuzkxV88u4up5SXE4pZ40lJV6mV6P3lwLhf869mplSMvOK6ONa+20dYdw1pLXaUfn9fFzkNdJK0lkYRgiZvPnH80W5o76YwkWLe7lXecWD+scmqZ171y1Xw6I4nsKLnqaBce1TsfudH8HervIcVoqM9tmd+dDbQB3C5DW3eM1u4YXdEEpT43nzh3cXYtiHOOqWPulFIsqfMJ9H8XN3Pe7YwmuOG8o/jZUztZv6djVMuAHkmfHGlaDIxewF5Ix5ThTJAsBT4ONFhrP2yMaTDGvNFa+3vnmieFbrRzovoWz7fWctsjm9nZ0k13T4IKn4fTF09jzaut3P7IFtq6YyyZUc4N5x2dfc1Mm+54dAu7W7sxxvAfb1lCa1cPOw6FCXrdfPr8Jfx960FKSzzc+fhW3MZQU1rCu1c28NBLTbRHYlx39mKW11fl/T6yr/vYFhpbw9n877W7hh+0i/OcqlU9XrdQx+N1R/N3qPrzUoyG+tzOnRKkrtJPU3sEt8tQW+Gj0u857G7t1y9dxub9Xdz55610RGJMCabyrX0eV691IzKL0eSuD1Ed9PKxVQv5yOkL8Hlco9b3j6RPjsZo8mgE7EfafqcMJ2f7l6TyqP/JWrvUGBMA/mGtXe5kA4djMueTjRenc6IyP39/R4TG1jDXn70In8fFd5/Yxr72CMfOqODtJ9ZTW+Hj2JkVzKkJZutw7++IsLu1m3jCMqs6wFfevowDoShH1ZXzhxf3MqMqVeh/b1uYuko/rV0xppSlOuPPntqVfR+Z2t5DBTG5vwuLJZ5Ijbp/5R3LmFMTHJectULO/4Tx77OjHaCO14Sc8ZwIpGoko6uQ++x499dCNdjnNh5PsmZXK7c/spm27hg1wRIuPameRzbuz84NqgmW8PkLj+HzD7yc1xoR/e3r1PyG4fbJ0YgJRprHPpL2D5cTOdsLrLWXGWMuB7DWhtPLrcskNhpXsbmdodzvJpGEtnAMr8tQVZoqWfS1hzdR4jYcM7OC1u4eLPD6hVM4/7iZ3L56M63dMZbPruKaMxdSEyzhUGeUWCJJuCeBBV492MWetjB3/20Ht7zjODY3h3jDomlctWohoWicJzc383Sohb1tYXwed/Z9ROPJvJe5zf1dGAxet6ErmiCZZNIFDMVitGtVj9aITLG8Lozu77AY68/rAmHiG+pvPNjn1uNxcfLcGm6/bHmvu7W5k/Bbunro7udcGvS5qa8O8KE3ziMaS2bTEvs77x7qimZTU4ZbfnAww+2TozGaPJrpH4VyTBlOsN2THs22AMaYBUB08KfIRDfSTpE7Ilfmc3P2kunc88wu9ndEqQl6ufbMRcydGuDWS45ja3MnbeHU7TUsvHFRLf+fvTsPr6sqFz/+XfvMOTmZmqRpM3RKU9raUrAyONDSgQuioDIpV65cf4oiM3JFvSqKE8homQSvXBVFUcFLHUAKbVFkpgKlLU2TDmnapkma6czTXr8/ztCTOWlzmpP2/TwPD82Z9srJXnu9e+93veuuZ+rpCESwWwyau4L81+/f4u5PnoDTZtATimE1DKKmSZnHQVcgSoHTRoHLyvK5Fdz8501s3uulxG3n+jPq6AlG2e8NE4zG07+HqXW/IOaJDc3ETM0D6xv7LYmbK/lhIjuGG7TGa0JOLk0EOpbkUmkxkR1j8TfODPhauoP4+vTLEredvD5jaU2Ji+VzJ/O9v2xma4uPMo+Dq5fVsqGpc1SFBIAjuo/2TQU9lBPQXEr/GCvGKF57E/A0UK2U+jXwHPCVrLRKTBipTlHitgOMulNkXpFbUlfOvesa2NsVos0b5q3mbr715CY6/DHipub+9Y14QzEeeXkHV5xeS0mejf3eMIpEfe4DvjDt/gjt/jCfPKmGSfk2ygscVBa6uHr5bJ7f2sqVp9dias0vX9rJrgMBygscdAYi3PPcNj596nS+vLKO9e+2pn+PuEm/IGZRdTF3P1vf7yqiRXFY34XIbalB98bHN3LtY29y4+Mb2dDUmZ7EBAdPPjMdiROu8drusW6wOwqt3tA4t0yMlbH+Gw82ZlYX5fV6fOW8Cn7zahO+UAyLoWjzhrlvfSOfPmVa+rULKgu45JRpfHHJLG488zje2dPVr43jsY+mTi5mledTUegadVCfGbDffdEibj1vwYQ/gR1NNZI1SqkNwCkkVni8RmvdnrWWiQnhUM9iB1pe1mEzCEVN9veEUArQsKcrSFNHAKfNIBiNY7co/l5/gK5AjCuXzeb46kLavGFMrQlFTSqLnLR0hVi3tZVvnD2Pdm+Y4jw74Vicq5bPpijPhjcUY09nkAKXDbvFoLo4j2jcZEapmyKXlfdOK0n/Hq3eUL+r1flOC12BKDbLwXPVDn8Ebyh+2Gf0IneNJFVjvK7IDLbdUreDlu6g7I9ZIncUjn5j/TceaszMfDwSNwlG4zjtiVQSU2sMpXBYLVitBouqioiZOnHhxxfB1JovLpnFvu4QTR1B8h0WfKEYoVhiTAXSn3EgmQKZy3Il/WOsDBtsK6VO7PPQvuT/a5RSNVrrDWPfLDGRZHaKkSxb6wvHicTi/OrlXSyqLk4vLxuKxinz2NnbHcRmGFgtibP+zmSayMLKQqYWuphR5qaxzc8tf93Mp06exgPrG4mZmsoiJ9csn81jrzXhDcVxWi08+urujPSUBoLROJ/9wAwqi13sbPcDkO+wUV5gpzjPxszS/F7ByEBBzPRJ7sQVcX80/brUVcSj7QAhDsocdFMLRzhsBr5QDNOjMQw1JrdQD8VA2y11O3pVLJAUh7GXS6XFRHZk42882DiRetw0Nbs6/OQ7rHQFolgtCoVBsduGYSQmEBoG3L++AX84jmEo9naGWLW2gStPr+X5+lZWzJ3Mt1Zv4txFUwlG48RNjTcUJW7C3Cke8sZoHx1szE89Ho6ZaK0JRk1shqLAZaU0/9g76R+2GolSat0QT2ut9bKxbdKhk5nS42sky9amlkUPx0yuWDqLd1t6OK6igPvWN1JXns+F76vmO3/azO7OAGX5Dq4/o46XGtq58azjaGzz8/AL21k+t4Kn39nLWe+ZSrnHQWWxi7ip8YXjdPjD+CNxZpbmcXxlEQcCEXyhGN9avYmeUBSForrEyfK5FTzy0k62tvioKHSml29PLaHb9/fKPJhMpCAmlysbwPj32dFMHErNss93WDh9Tjmrkn//hVWFXL+yLuf+/rIiY/ZlI2c7l/vsePfX8XCk8/JT23tiQzMn1hRz3/pGlIKqIhefP20mT23cx8Y9PVy+dCa3P1NPnj0RNJd7HHywtoz5lQVYlOLRV3ZR3+qjstDFkjll3L+uEU2izvd1K2bzgdpJlBcc3nFgsO8mVZrwiQ3NnDxzEg//cwfb9vsozbdz3Yo6asvzmT+1MKeOl4dqzKqRaK1PH5smiaPdULfZgfRzpta0dB88C1+3tZXLl8xi3tQCugJh7rhgIU0dAToDUZ56ex+f+cB0ghGTn/5jO/u6QrzT3MWl75/JPeu20ROMYSj41kfm8Yc3dvPm7m5K8u187ay5WCwGFYUuGsM+vKEYikTH3t0R4rktLfzovIVE45o8h4Xqorz00rt9A6+BrkJIusjEN9pBNHWXo7kzyJ1rEjn75QUOekLRI1b5YzQkxSH7xutOhjhyjvTfOHMc7Q5GuXzJLPKdFuome3j4hR1s3NMDgC8UR2uIxTWzytycPqece9c3YDcMStx2zn9vFeGYybZWH/teDfKfH5jOgqpCdrYHeHbLfhZWFVFeMHZthYNj/rfPmcc9axs4e8EUHn5hB1v2eYmZJq09Ye56dhvXr6yjzOPIqeNlto14gqRSKk8p9Q2l1EPJn2crpT6SvaaJiWaowd0fjnPAnyjHpzVMKXKiFNRMygMSy6RbDMUjLzWxuyNAVXEec6cUcPbCKVgMiMRNOv1RFFA72cPX/7iRt3Z3E4klyvt9a/UmFlUX0+6LUN/i4+5n69MTQAaaPOYPmxS4bMyvLGRGMnVkuMlvmQ53AogYf6OdOJQadOdUeHDaDKqKXeTZLShUTgaxMmnyyJBjwdHvcP7Gpqlp6Q7S2OqjpTs46JiSkjmONnUEeeTlXTywfjvhqJkOtAGer2/liqWzKMqzsaSunPvWN2Iohd1m0BWMct/6RpbUlWMoxfb2AL94aRc72wM88vIufMmThsNt71Bjfoc/gsNm0OGPEDVNNIlSdm3eMEqRc8fLbBtN6b//JbGozfuTPzcDvwdkBUkBDJ3bpgGXzcKWdi+RuAka5k7Jp6U7yMcWVVI9KQ+t4fOnzeTHz9Xzz4YDlHkcfHllHVMLXeQ7bZS47ezvCVGcZ6fNG8ZqKDQap81Cc2cQt9OKRmMxFB2+CJ2BKOUeJ6VuBzeeOYedB/yDLsM+nnWKR0Jq+Y691ICQWoDI1Jr9PaEBB4HM799pM9KLIKUMFcQe7t9uuJzIwT43c77BQMtAZ772ULdxOGSfFke7vnfPFlQW8OlTpmG3WnA7LFgUeEPJ9SU0BMJxDAOK3bZ+x5e+pQGbOoJsaOrkh59IXHF3WI1kbrfCaoFYHKaV5nH50lnE4iZTi1wEIjGuWV5LVUkevnCclu5gv3lVo7nbN9SYX+K2E46ayXE7TMw0UUCZx4HWjNlJ/0Q5jsiiNmLMDFWJod0X4uKTarhrTT3NXUHKPA4uPnkaRXk2OvxRbv5TYjWsYDTOF06bSZc/yvZ2P79/vZkPzS5jcvKzV63dRjgWp7okj9TeZxiKyQUO/KEYhlIU5yXqY29t8RKLm4RjJqvWbqO1J0xRnm3AZdhz+Za71PLNDrfDQrHbRnNnkNaeMHFTU1HoJByL9wpGBxowP/+hmfz079tp9Sb2qcuXzqLU7ei3jcP92w2XE9k3kJ5c6GRyRvrTiTXF3Hb+Ahpa+y8DnWrDSLYx1vud7NPiWJB5EaemxMWJNcVc8ei/cFgNPE4rF59Uw6a93cyfWsijrzYRjMZZWFmYOL78Yzud/mi/0oCZfeYTJ1alV02eXODsNYYVu+3s6Qzyk+cbKc6z8+lTpvH6zgMcX13MN//vHYLReL9jwWgvOg025qfa+sSGZj77wRl9crZnM6vMPSYVmibScWQ0y7W/CCwH/qm1PjG5qM1vtNYnZbOBo3EsTt7INYOdZTa2+rhzzVY+OLsscQspFOPJN/fwrY/O5/rfvYXTlshoauoIUJ7v4PLTa/nFizuxWhQ/vugEZpXnY5qa/d4Q/nCM/T1h7lm7ja5AlHKPg899aCar39zDKzs6cFgNvrhkFuu2trJyXgW/e3033lAs3caBJonl8mSyw2lbLk+2gvHts6apeXVnB197YiMt3aFei0ZcvXx2r0Uo+n7/y48rY+W8CnZ19L5b0vcgf7j71WDvTy3XPJLJmsO1YbhtZKNP5HJ/G2+53GdljB2dzGXHLzllGveua6DNG6a62MXe7kRZ2dvPX8gNf3ibDn+EqmIXNouROKE/bSamyYjuNPVdHG753MlUFrlo84b501t7+WfjgUG3ldnvDmWZ9PGsRpILx5ExXa49eQX7J/Re1OYDwKWH00hx9BmspJHbYcEXjvOLF3fS3BkkbmpOml6My2bhitNnoTWse7c1saCNL0Ke3ZI+EGTebtrTGUwfUD75vhqml7qZXOCgzO1gaqGTD9WVEY6arNuaWNZWKWj3hdNLsMPAV6xzecWqXL7qPpEZhmJKoZPLl8zCYTN67TeZ3+1A3//Uojy++5fNvV63p6v/FaDD/dsNlxN59oJprFqbGMAhsa/3vRI1XBsGe36g5aPHar/ru01NIoXngC/xWK7eChZiNDLTLBw2gzZvGIuh0EDc1Il+q0j3XzN58XPjnh5Mk34B7lAlAzPvYq16bhtbWnoodNm5clkt+7qDbGv1p7c1u9zNF5bMYnKBE6uh8IViNIR9WAxYUFnQKzd8uHkew5UxzKaJNDaOKNjWWmul1DXAGYxyURul1JnAjwEL8D9a61v6PH8XkKp4kgeUa62Lks/FgY3J55q01ueMpL0i95RnpIFE4ibTSvK47LSZbN6X6NRx0+QTJ1YSNU12tAfSuV43nFGH5mBd0Sc2NNPhj9DhJ70s7a3nLcBqNch3Wnliw57eg7iG0nwH3lAsnZtblJeoVZqZKpDLVQWklu/wDjVvz2UzsPcp99j3u019//kOS7q2dkWhc8CFjfoe5DP/dqna3PlOS7/9bzDD5USmBnBIlPQyVP/JmkN9RqINidccrOerBswRHei7SRnt95/ZJo0mEElUVti0t4e/bNyXs7eChRiNzIs44ahJRWGiMIDFUFgMRUWBA7fdyvc//h66AlFe2X4gfcV7uOP7QH3O1PDg37fTFUzU027zhrn3uW1c+oEZ/PzFnaDhpOnFXLC4Cl84xq+e2cpHFk7loX9sx2KodHlBSAT8qRzzgfK7c8FEGhtHk7P9MjBTa/2Xkb5BKWUB7gNWkphQ+ZpSarXWenPqNVrr6zJefxVwQsZHBLXWi0a6va1bt7J06dJej1144YV86UtfIhAI8OEPf7jfey699FIuvfRS2tvbOf/88/s9f/nll3PRRRexe/duLrnkkn7Pf/nLX+ajH/0oW7du5Qtf+EK/57/xjW+wYsUK3nzzTa699tp+z//gBz/g/e9/Py+++CJf//rX+z1/9913s2jRIp599lm+973v9Xv+wQcfZM6cOfzpT3/ijjvu6Pf8I488QnV1NY899hgPPPBAv+f/8Ic/UFpays9//nN+/vOf93v+r3/9K3l5edx///387ne/6/f8+vXrAbj99tv58597z5V1uVw89dRTAHz/+9/jueeeIxIziWvNFuC6X3mwn3EDLd4wvn/8kiLfTmyWxEHozj8aVFVVEV52H199fCP/+OXt+PY1UJbvoCsQIRQzyS+vZuEnv4I/HOeyyy6jvr4+sTpkV5Bo3GTy9DnM+vhPuH5lHRd+6mI6W1vQQGWRi6WrYpx+2gd4+N67MAzFeeedx4EDB3q1f/ny5Xzzm98E4KyzziIYDPZ6/iMf+Qg33HADQL/9DsZu3wt3tfHOQ9enfy+bxaCyyMUrk77CueeeM+S+l+vGqs9m/t3nLz+fO796OWXKx2c+8x/93p/qs1u2vMun//NzNHUECERi2CyJCiPXfPlGyj3v69Vn/eEYwWicX3cGKVnyGX50xfmE92zhtf/7SfpzbRaDSx5zc/+9q3r1WW8oRrsvzHaHlV93BTnu/OupmzOHRWYjq3/1UL/29e2zmb+bzWLwq0d/S3VRHtM7XuW/P/dr9nUmnrNbDPYZijOv/zFuh6VXn838jI987UGuWlbLLx+8l8eeeJJ2X5h8h5U9XUEsNgdnf2VV4vn77uSdp57pte15M6ZSfulqAL72ta/x0ksv9fp8q2cSyy//Hlctq+WRu77DW2+91et3q6ur4yc/eRBDQdcz9/Lqv94hmpycWlnk4vvPzqDm7C9xz9oGfH+7iwP79/V6/6mnnsoPf/hDTFPz0Y99nPYDB7AolT5hypU+ezjjRS47lsfYJ59cza233U5c61773HBj7O9+93tuPW8Bv3rkl3T/4Zfs7QwSiWushsJa5OLOglvZ2hFh/8ursTe9gi8cozTfwSd/mQjPBhtjvaEYLX6TEy/7ESVuO653/o9/vfIPGlp9QCIYj9vz0ef/N2UeB2VbHueic79CidvBq/cl+uu82hmsaruSNl+Y7nU/5c32XTxzm2L6JDcAm6tncEvXFXT6o2z9w+14wu14nAfDxkWLFnH33XcD8OlPf5rm5uZev3uqvwJZGWMvuOACrjr7U9z11Ds8fec16bEx9d3lUn8dTbB9OvAFpdQuwE/i6rbWWi8c4j0nAQ1a6+0ASqnfAucCmwd5/aeAm0bRJjHB2CwGZiyOqaH5QIDSUBRDQTgWZ09nkOMqPLiSRfo19JqsEYtr9nQFqSxy0ZJcfrbvWazHaWVmqZu41iysLWX+1EIAFlYVsT3WQ9zU6WD9jV2dtHpDg97q8oaiNLb6EtVURja1ISsMQ/X6vVIH+ly6wjCeIjEzHRBCIjC+Z20DV59cPOT7DvjD7OkKYmqdTDNK3NYtyLP1+25tFoOmjgCGSsymX/vufs6YN5nNqxUxU6cP8n2vkkNin7RZFNvb/RhK4bRZ6PRH+fO2fURi5oDv6fv+zL/9wqoirFaDaSVuCl027BaD5q4gsbiJ1VBcvnRmv/SnzM+49bwFlHuc/ClyMACPxU0qi1y4XC6+c858ppW4eWqA/a7IZU/nY/qSJyAK2NMVIBrXWDk4qcoe6X8rV+uDuaUNrT7KPA6cNgvhaJx2fwR7MEo1mg5/BCM+cKdL5ae+s6cbX48v/d1nBgFCjCXT1DS2+dje7u91wWMk+5xhKMoLXZTmO/A4rFSX5BGKmtisir1dQba1+fDk5dFhUbR5w8wodWO1DH1sTx3zTMMGJPpc844DOEgcq6JxE8NQ2O0WFlUX8Z7KAiqLXTQXONE6cWU9FtdYLYo9vmQKiwkKTTSeGHstSrF5Xw9zklVRwjGTnq4gM0vdwx6zjhSlEnekv/ux+TT8Kr/XSVCuGc0EyWkDPa613jXEe84HztRafy758yXAyVrrKwf5/JeBKq11PPlYDHgTiAG3aK3/b6g2yuSN8ZO5FLvFAEMpHFaj122nWMzkpR0H+NaTm7jy9Fq++sTblBc48YaiRGOJkn2//+KpzJnsodUbot0X4Ybfv5W+tZ263XzDGXU8sH77qGYej2bix0Sa4TycXJ5sBWPTZw91Us/W/V6u+e2/MJRK72ODvW+gbZw8o5iL3ldDOGaS77DgslvwhfqnUZimZnubj037yGBe3wAAIABJREFUeghHTdbX72d7WwBTa378yROYM9lzyKUA8xwWeoIRtuzzoVQibWpWmTt9kjlUasehfG+p7Wf2j8yV7FLf4WCfkzmhqabExWl1ZbjtVqYUOdnZ5iemNXFTs3FPF9csrxvwRDgXJkVlUy732WN1jB3JPjdQWgfQq692B6Nc/ei/CMbiXLeijq89sRGrRVFdnEcknlj05fsffw+vbD+QLhGYP0TfTaVGaq3RwL2fOoGOQJT71zWkKyVdu6KOxTXF6dWRW7qDvLy9gzvX1POZU6fx0N+30+YL47JZqC7JY3KBM51OeSjHh2PNmE6QhKGD6qHaMdBHDfLaTwJ/SAXaSTVa671KqZnAWqXURq11Y68NKHUZcBlATU3NITRRHK7U4Ltq7TaaO4NoDVcsncWGpt4VGnZ3BfjWk5to6Q7RE0pUEWntCVHucdJtRpk7xUORy5YeyM9eMIVwzCQSJz2QVxW5qJvs4ZZPLOi18uNwRpPbles1tye6se6zo83bS+2vzZ1BQlEzvRJknt3CJLdjwPf13UZNiYv5Uwu5afUmekJRXDYLF59Uw7Nb9uMLx9MnZwAbmjq5c009bzd3U+K2ceWyWvZ2NtERiLK1xYs/HDvkUoAep5UL3lvFs1v209QRTP/ut52/gKaO4JAnjIea79i3f2SuZGdLXpEb7HNSE5pqSlyJKirPbaPdH2FehYcL3lfNwy/sxB+J8YOPLxiwlGLmZ2TK1UlRRwMZY4ff5wa6QHPDGXWEY2avvnrtijrCcZN2b4R2X4RCl43OQIRo3KQr+T5L8mptqkTg5ALngH03Vba0yx8hz5EI5V7f1cn+niD/9W9z2N0ZwBeKs/rNPViTc5IMQ1HucTKrzM11K2bzxL+auXr5bB78+3Y0mkKnNV0YoJXQhMmHngiyfb29GajO+LkK2DvIaz8J/CbzAa313uT/twPr6Z3PnXrNQ1rrxVrrxWVlZWPRZjFKqcG3tSdMa084vRT7ouriXivy+cNxWroT//7jhmauOL2Wco8Dl81gYVUhN555HBbjYOpIaoWs1EBe7Lbx+dNm8vALO/jqExv59urNvNncNeyKXHBwokpqRb2hqo3IYJ5dY91nR/O3hYP765rNLVydfF9rT5gCpy39vr6rqJUm69GmtrFyXgWPvtpETyhKLK7Zss/LXc9uY0ldea+VKFPb6glFKS9wcMAf4c5n6rlgcTVXL6tlzeaWIVetHKztqf2z3RdObzelwx+hJxgbdnXM0X5vKX37R+ZKdsN9TirAX1KXKFe4P3n1bVOLl1XPbeOSU2vQGh5Y30C7Pzzg9mVlzCNLxtjh97mBLtA0tvm5c019r76684CfojwboWicx99IBLrlHgcaqC7J4+pltVgMxaq1DbR0hzC1HrTvfmlpLVqDy24FDZcvncXvXtvNlMI8rv7tm6x6roFHXt7Fxj09vd5vGIr5UwtZPL2Y61bUMb+ygLsuOp5vfHgunzp5GjUlrnRQfijHBzGwbCe5vQbMVkrNAPaQCKgv7vsipdQcoBh4KeOxYiCgtQ4rpUpJlBr8UZbbKw5BavA1k7eAITELOrVUaypIdTssVBQ6aekOsa3Vz29fbeKK02s5vrqISW475R4nO9r9vVbIWre1lcuXzGL+1ALyHBZ++vft6bJEo7niPJpqIxNphrMYfSWZ1P7a4Yd1W1u58vRaHDaD+VMKmFmWuD062CIvqW1E4mYyX1lhajNdxsuRrBefud93+CMoFHl2C5WFLoLROLPK83nkpZ3pq9EjOZEzTU1nIMq+7mA69SVVfSS1XUjsq1FTD3vCONj3BolbzYN9l337R+ZKdn3rAqfanXkr/YYz6tjdGUisAmtROK0WItEQe7vjWC0G3cEonQHroN9JLpfpFEen4fa5gS7Q9C07ayjFX97aw9XLZvO1Jzaydb+XP7+1lzsuXITNUCiVqLD1iRMr+cyp08h3WtEa/rGtrV850syypdNL89jY3M1jrzaxrdWP02bQ0h2iuuTgmDhQ34/ENDet3pyukuSwGURiJsGomX5NrlbomoiyGmxrrWNKqSuBv5Eo/few1nqTUupm4HWt9erkSz8F/Fb3TiCfCzyolDJJXIG/JbOKiehtPJcsLXRZuOmj84hrTTyuefSVnby9x5su35cKUquL8rj53PnpVBJvOE5NSR7lHjvdgRidAS8um9GrzmdTR5C/bNzHaXWl+MPxXvU/YXRXnEda91MG84lnNDVdM4PFpo4gj7y8ixK3nZPPK8EwFC3dwWHTiFq6g0xyOxIT+VSigk5qeWLofXKW2pYisaqj1WLQdCDQK+0j80RusNzPAVNfbBbmTvGkJ/Cm9tWiPNuIThhTV7BaSWyvXYXS6SeDrUzZt38Uu22cs6gSQylcDqNfoD3Qicu8KQUcX11Ipz+CqWFqkStRklMpygsclBcMnM6TarMEAWI0Dnd8HG6fGyjNrLLIxdXLZxMIx3m+vpVdBwKEYppI3OSy02bitlvxR2I8sG4bHzuxijmTPRS6bIDif1/cSas3TEWBg6uXzWZDU2e6P6R+l0Akjt1qcMAX4Rcv7UrX8A4lSwwaGQt8D9T33Q4LCyoLOLGmOF2rv6LQSc2kPKqL89Kr0Erq5NgY8QTJieBYnbwxXhP6TFPT4Q+xeZ+Pbz75Drs7AkwpdHLzue/BblE89U5Lv1X1YjGT3V0BAskDVjgWZ/PexC34Dn+EuVM8XLN8Nn/duI+Ne3p6/S6t3tARmxg1nicvYymXJ1tB9vvsUIHrYP1lJBMHM/vcAX942JztzMD08x+ayVMD7N9DLZ1eWeziq49vHHTFyJoSF97QyH/HzO8n83X/74Mz+PUruyjz2Fk2Z/KgK1Nmfq/hWJxfJW9X993OYBPLfnT+Arbt93HbM1t5d5+X0nw7Vy+fTaHLxvP1rZx3YvWEnJA8FnK5z07EMfZIjI99V3BcMXcyv321iTZ/JD2H6cXGds6YX0FRnp3bnn6Xd1u8TMq3c92KOmrL85lbUcDurgBff2Ij+3vCtHrDxE1NRaGT+y4+geMqCgD6HXc+c+p0bBbFLU9vRanExO0PL5jab7n3gfr+uy093Pa3rXywtpR8p3XYycmiv5H2Vwm2jwLjMTs/dXABuPa3b7KvJ4Q12ZGnFDr5n/9YTL7TOmSQmjkrOnNhjoVVhXz/4+8ZcKnao6VKyJGSywM3ZLfPDrW/wOCVOkban/qmR1gUvQLegdIo3A4LpW4H7f7wqLb91bOO4yt/eBug123fVOrLQPv/SE4Y+27vcx+awX//8R2+cfZc7l/fmO6X1SUuphS6+n0Hw31Xg524/Oj8hezpDLC/J4zFoghG4qx7dz+RmOaH5y1gWon7mO3TudxnJ+IYm43xcajKI75QjG8lJ05DYr5RkcvGDf82h//95w4AznrPFMoKHBS7bBTl2dLLl/etMmJqjaEU9118IrPK8/v9LhpNgdPGd899T3KhLIY9xmTaecDPazs6WPXcNtq8YcqTV9LfN6OEacla22JoY16NROSu8ZjQl5oQ8qXTZ7GnO3E7PBrX2C0G+3vChGMmtcMcyPzhOCpjqVpILGHb7gsPulSt3D4WIzVcVZnBBtqRphENdIu1vKD/5w30usG2PVhftiXTVAZLfUkZMMAuHLx/9N1eKvXLOYKVKYdqb+Y8jYHSWWyGwh+J872/bOn13uoSF6aJ9GkxZsZ6fBzqJL6i0EVj2Ic3FEuXwbRZFB2BCHu6gunUsQf/vh1I3C0rLzh4LMjsLwNV9un7uygU3lAMgBmlvcfLkZxIaK25f30j7b4ISinavBHuW9/Iw9OHXqNAjJ4E20eB8ZjQl+r0SkNloQu3w8p5762iwGnF1JoCV+9da6AgILVYTJnH0WtgL80fOl9Tbm+JkTjUQXagk7pSt2PIq9OZPw91lXs4g/XlApd12BOAQ7nz03d7z9e3ct2K2ZgayvLtHPBHKPc4sCaD/cx+GYuZaDRfOG0mWmssFkU0rtEaPM7E61InLneuqafdF6bEbeeLS2bisBk4bZZR9f2xcrSkiImRGavxMbXfdAaidAUiXPDeKuJaE46aPLGhmarixAl85vZSV6hL8uxUFrmoKXHR1BGkpsTFynkVROJmr2XQB5oPcfnSWYRjidflJT/7gD+cvvJdmu8g7xD7TNwkvXx83NTMmZzPhe+rTlYOG93y7NKvhibB9lFgPCb0pQ4oz2xu4bYLFtLUEeCOZ+rpCkZZWFlA3WQPlcka2IMFAYuqitL1PjNztq9fWSeTEcVhO5xBNvOkru/+u6CygLMWTEnnRGbmYb+9p3vQ/O2RDDyD9eXSfCel+c4h7+ocSn34vtvzhePMm+rBUIrvnDufu5/dxu6OAJPy83sdU1ILVH33T5sJxUyK82xcfHINv3mlCZs1sex9aX7itQ6rwQWLq9AaQtE4PcEo97+1h/NOrOIr/zaHH/1t6xHr+5KKduwZi/Exc7+xWxUr5k7m0Veb2Nnup9Bl5+pltYRjZq/tPb5hNwsqi3DaLFQXu1i7pYUVcyezaW8386cW8utXdhGMxpmULCua2gczT/T7zoe44Yw6rlpWy61Pv8uWdi8lbjsXvLeKdm84PYE5s83DBb/5DgtVxS7sFoPqEhdnzKvg/vWNg9b3Hsn3I/1qYJKzfZQ40meVmZ3rP06t4SfPb6fDH8FiKOwWg0n5jvQgP1TOXLnHSbsvRE8wRtTUFOXZ+h00xKHL5fxPGL+c7dHsX33330tOmcYDzycGpNTSyOGYyeVLZvHwP3fQ3BmkxG3nytNr0+keo8kPPdS+fDgrQmZuT0N6MmYqN1xreP+skvQt7x3tPj7789dp6Q5R6rHT7o0wyW3jimWz+fUru5jkTvR/gBsf38j+nhDNnUHipqbM4+DK02v588a9fP9j7yEcNY9Y358Iq0/mcp+dqGPs4Y6PmfvNv59cw93P1tPhj1LmSVQkqih08vCli9OpHLGYyau7Orjtb+/S2hPBZTP44pJZvLqjg8+fNjO9GFYq1WSg1Sh3dfj52hMb6QpE0yvclrjtfO9j83ljVxdKJdK+nq9vxReO93v/aCdIn71gCg8834hSBxeRG2nfmAj9KlskZ/sYc6TTKzLPwNt9EbyhGK6M5Zozb9eHYyZnL5iCw2akDw6puqFGoaK8wDVgrqsQh2Oscvz7pqM4+tSxNbWmpTuEw2aka80PVnN7pO0+lL58qFfy+26vsdWXrkP+yMsHFw5eUFmY7qeZC1ShIRSLs6c7jstmoOid3z1YDf5Of5RITFM72TPq3/VQyYJVx6bDHR8z9xuX3UJHIErMNDGSKRhKJSYnprT7w6x6bhvv7vOlH1u1toErT09cAc/M6YaBV6P0R6KsnDs5XSXkhYY2dneE6A7G+NkLOwZsY8pI73L1HccdViMd2Pdt10i/n4F+JyHBtjgMmQewyQXOAQd509Ts6w7xwPONtHSHKPM4uHpZba+6oWNB8sXEQAYbZEezv/QNYsN96tgaSlFR6CQUTQwsZR47xXmJZZdh7OZPDNfmQ71d3vdzPc7+NYP75pfmOxL1vXuCUZRSVBW7KHIl6mSHonHKPA4MA+JxjcdpJeo303mhZR5Hvxr82Zb6HSNxk//3wRms2dwyaJ1zIfrKPAaEoyYVydVgXTYL7mJrv7rwvmTwWeaxEzfBF47S5g2T77SkP2uwvOtWb4gXtrWxeHoJT29qod0XocBl5bPvn8GOdh9Om8E1K2opcNjwhqMc8EXZ2xXAMBInyomSuuaIg9+RjOOj+X5G+95jhQTb4rANNci3ekPcv74hPQmjzRvmvvWN3HfxCWOWmyn5YmI0Rru/9N2/39zdyc3nzk/nbJcXOPj8h2byxw3N7O0KUZRn499PrsFmUSyoLOATJ1Yd9r4+kjYfypX8wT73hjPquP2Z+nTN4L75pSVuK1ctn83da+rZsq+HMo+DT58yDYtSTC108h/vn849z20jFItzwXur+O2rTUQKHOmawxuaOo/YQlEjqYkuc0TEUDKPAYlJxHU8+mpTrz6R2odMUxOJxYnGNS094eT7EwtQTZ/kproob8i863DMZMmccr79p01s3ttDLK5x2gx+8dJOvnPOfG7+02Z2dwaIxjWXL53Flr3drJxXwU1PbqIzkKirffnSWb0Wh4Phg9/DyW2XheCGJznb4pCMtHbwcHVDx8KxnC82nFzO/4Tx6bOHsr8Mt79bDXihoQOlEpMA125ppTsU5YefGJua0SNp82iu1mdWVtja4u13pfeW8xagoFfN4NStZY/TyvUr69jXHaDTH8NqMQhGYqyrbyUUMfn2R+fzg79u5q093VQX5zGrzM3KeRUcV+HBYTMwlMJhNQZsXzbuUA1Wm/jmc+YPuxbAeMjlPnssj7GZ+6bHaSGuSS/O1rdW/qrntiVXZtxGodPGJ0+qYd7UAioKnEwuSMxTerGxY8C862A0kaJ1yc9eJWbqRK9TUFnk4qtnHce9axto7gwSi5uUeRzcfsHxfPWJjek5JADFbhtfPfM4bn1666guQB1O/ztW7y5LzrbImiGvsvWp6Ttc3dCxMFC+WL7Dgi8UozHsO6Y6vkgY6sDfd3/RaPb3hDjgSzw20L4yXK3sXQf8RGImjmTOstWi8IfjA9aMHmpBjMEGquFyIk1Ts2lvN41tfpQCt91CVUkUq2GQP8AiO6n+67AqVsyr4LMfmIGhFH/ZuJdXdnQSCMeZVZ5PQ9iHx2Hlo8dPxWUzCMdMnt2yn7jW+CMmN/1pEySv11gtidJl3kiUl3Z0YLckctibOoL87IUd3H3RImaU5qd//x3t/jFbtGqo77TdF2F/ctGtmJk44e/wJ+oK9/2bHqsBgxjeSPO+wzGTRdXFFLtt3POpE+jwR7n72XpC0TgVhS6uWlZLmcfBz17YkV6g6oz5FYSjiYnWcRNsFoMSt51WbxgNqGSJXG8wRszUFLps+MJR2n0RUPSaQwLQ6Y/isFq49bwFhGNmcs5Eoj8MtU8fTm67lOUdmgTbYtRGU2LsSNxe6psvVlPiYsXcyXxr9Sa8oZiklRxjhgva+tbBDUTiaA2b9vbwl437Rr2vjGZewmBtc1gNbn+mftAgc7icyHZfiIZWH3c9u40il5V/P2Ua96xrIBw10yW8Uku6GwasWruNfIeFpXXl3PG3rRzwR5g31cM1y+vId1jT8y20Nlk+t5w7kqu8Ti1ycf3KOvJsFuJxTbnHQWtPGBTJWtw2tAmTPQ684Vg6rz1zDsdgZUB3dwW4/Zmt6eoLIyldONh3esMZdYRjZrrKQjhmEkbTHYgSTObch2NxTFMPeBIi6WjiUPQ9Fnzj7Ln87o3d7O4IUJ7Mh75nbQPfPmceCyoLkle/G2jzhqkodFIzKY+ZpXnsaI/w5TPquPOZelq9YapL8rh+ZR0Pv7Cd5o4AJonUFKfVQGl6zSGBg/2t3OOUfTpHGOPdADHxjGbmcWYe6d0XLeLW8xaMeUdPBfQlbjsAK+dV8OirTenlclMHuFZvaMy2KXLXYCeDqb9/5v4SSy7CcsXSWTxf33pI+8pg8xI+fcq0fieVA7XtzjX1NLb5B21v3zYD/U5ae4Ix7no2seTyuYsquXNNPVv2ejFNzQF/mFuffpcXGzu49rE32bKvh+bOIKfNLufONYnBPGZqDvii3LR6E2ctmEKp28GuDj9dwRgoRanbgQZavWF+80oTDptBucfB9SvrmFzgwGWzMG9KAZ/9wAx+++ou/uvM45g3pQBrMm/9xjPn4AvH2dXh54kNzb1+1yc2NPN6Uydb9vXw1u5umjuDiRMg9IgqGgz0nTa2+blzTeLk5fn6Vr60dBbRuMZlt1LmcXDF0ln86uVdvb7j4fYbIYbT91hgsSi27PNSku/AajlY4cM04dOnTOO+9Y20ecPpiib3r28grqGiwElJnp2rl8/mlvMWcMcFC3mpoY2zF0ylvMCR3t7XPjyXFxvbufnc+enH+86Zkn06N8iVbTFqo515nO3bS30nhkXiJsFofNDSSuLoNtzJYOb+csAXYdPeHtZtbU3nLI92X0ltz24xmFroRJMYaB1WS7+TyoHa1u4Lo/qce/Ztw3CTH6OmTn+u22ml1RtGkcjwiMU1W9q96W34Qokr+Q6bwX5v4qq0Pfk57cnA+83mLm5/Zit7krmh16ys469v76WxLUBPKIpFGRxfXUggEueXnz2JuAl5jkQ97uOmFFDitvH+WZOIxEz2dYe45el36fRHcTssnH9iFd3BaPr7XlRdzN3P1vOJE6rSK0q29oSpKnYxuWD4FSUH+k6VSnyvDquFpo4gz2xu4T/fP50FVYXsbA+k/96Z37GULxOHyx+O0+mPkmdPLBajNVR4HBiKXjW1U/XsHdbEYjKGSqSedfqjBMJx5k8tZHKBI73+BMDfGw6wqyPIlafPxmEzCEbiVBe7mD+1gFK3g9nl+f2ODbJP5w4JtsWo5eLM48yAvqU7yCS3Q8oQHaNGcjKYub/8ZeO+Ue8rpqnZ7w0lUh4MRb7dytb9XgKROFaLYt6UggGXUB6obaX5iSodKQOV2oODOd15DguGolfOc1GejblTPERjJjXFedx2/kJMrXHbrUTjJv5wnOI8G5ecMo1J+Ta+cfZcuoMRJnsc+MJxyj0OYqbmuCkeXDYLP3o6kc4BcMAf5a419Vz2oZlsaNrGtEl5ie0WuHrlODus/XOcW7qDPLC+kU5/4rO6AlHuW9/I5UtmpWt45zstdAWiPF/fytXLatO31YvybCM6rgz0nWqd+F69oRgAuzuCNLQ2cbnz4Hb7/p2lfJk4XH3nKL2wrY3rVtbx+zeae6U0Jvbp0KCl9gyj9/oTqTGtqSPYa/9dOqcsfRwb6IKW7NO5Q4JtMSJ9Jw4tqio67MVCsiUXTwbEkTOav/+h7Cup3N5bn36XLfu8vLemkM+dNpN7121j6z4vHoeVT55Uw0DdYbDtOayJCVGDldpL5XQPVrpuUVUR3/rIPLa1+vjGk+8Qj2uK3DYuPqmGR1/ZRc2kPKYUVfHQ3xvZ0xXilJkl/PfZx3HHhcdzxzP1bNrbkwjGT51NVyBCvsPCAUuyakhBIi8732nttaT6SHKc+15Zs1oUkXgiwIbEwD99kpvygkQgsW5rK1eeXku+08LcKQUjquQy0Hc6q8zN9Svr0o+lyjM+tXFfert9/85y3BCHK7UP3bmmnnZfmM5AlNryfO648Ph+lUuyfZw6nPeJsZf10n9KqTOBHwMW4H+01rf0ef5S4DZgT/Khe7XW/5N87jPAN5KPf09r/YuhtnUslyXKpok4cUiqCiTkchkxyF6fPZQyeCPdV1q6g1z/u7d4u7mbeLK6xQnVRVyzog5Ta97d18Of3trLD89byNwp/ZdGHapyxmCl9i5cXM3PXthBNG7itBpcsLiaWWX5NHUEeHN3J1cvn40Gvvy7t2j3JWr77ukKUpJn54rTazG15v71jWgN3cFEbfCqYhff/9h7eG1nJ4aCUNTk79ta6QrE0ttLlewsctm4+dz5eFwHl1QfSTnCgV5T7LbxnXPmY5qkyyi+2dx1WMeXkVR4Gaw86eHsC9mQy31Wxtih9a0KpDXMKnMzf2rhgPtRNo9Th/s+MTI5UfpPKWUB7gNWAs3Aa0qp1VrrzX1e+pjW+so+7y0BbgIWk0g9fCP53s5stln0N5rqI7lCyhAd20bz9x/tvuIPx2n3hdPLjwO8srODXQf82CxGorauy45tlOW1KgpdNIZ9/ZZyzszpri5xsXROOaue24bTZqHIZeOaFbMJRePETPCGYjislmSlDWj3RXDZkxVLvGGqSvLwOK1YDUVrT+LK20N/395riWaNZnqpO337eXJB4up6bblnVOUIYfAra32vWI92MZ7RfKdD/TzSzxFiJFq9oXRVoZShavhn8zh1uO8TYyvbaSQnAQ1a6+0ASqnfAucCfYPtgfwbsEZr3ZF87xrgTOA3WWqrGIRMshDHosGuCLkdFkrzHeztChEzTQCmFjqJxk184RjTS918/oMzKXCN/vA6XE738uMmc/ez9fjDcZw2C1v2efn6Exv59jnzmVHqxm23JN6brIZQ4rZjtxhMctv5wScSNXfXvbufhlY/GghF4oRjJrE4WJN1sUvzHUz2OIYNfkeaGz+SQFoCAnE0yNZYKVenJ75sl/6rBHZn/NycfKyv85RSbyul/qCUqh7Ne5VSlymlXldKvd7W1jZW7RYZUoNqJplkIQ7VROizqdSpGx/fyLWPvcmNj29kQ1Mnpqkp9zi5fmUdc6d4sBiK4rzE1eUZpW6mFDm5aHE1cyryKc0ffV7kQCX+rl9Zx6yyxJVml91CTyhGeYGDlu5EsO+PxCnOs/PDv27h4ydWEojECUdNjqvI55tnzyUSN/nG/73Dque2cf+6BpbNnUxlsZPLl87kb5v3ce2K2bidVnZ3BghFzcTS0b4w5R4ns8rzqSh0DbmM/WDlCFNSgfRQnyVy10Tor7kiG2PlUMciMXFkNWdbKXUB8G9a688lf74EOElrfVXGayYBPq11WCn1ReBCrfUypdR/AQ6t9feSr/smENBa3zHY9iSfLDsmYs62SMjl/E/I3T47XD5yqhrJAV+EUDROqzfEk//ay44DfgyluO/iE5lVnn9I2x5JTnebN0xTRwAFzKnwcOHiKr755CY+WDuJJXXlFLvtzCxzU+C08fU/Jn6PrkAUW7I84XUr6/jR0+8Siplcs3w2Hf4IboeFSEz3Wjp6uKvNcsVt7OVyn83V/porsjFWjmRuhBg/OZGzTeJqdHXGz1XA3swXaK0PZPz4U+DWjPcu7fPe9WPeQjGskd4KFuJoMZJa3VMKXSjoNRA6rJbDvpI1VP6x6dFcv7KOO9fUs687RInbzjUrZnPnM/VYDYPGtgCv7awH4JbzFjCrLD/d5lQZPICWnhBb9/uoLnERiZv88Kl3qSp2YbP4NycoAAAgAElEQVQcvNk5klvfkv4hxEHZGCsljfPokO1g+zVgtlJqBolqI58ELs58gVJqitZ6X/LHc4AtyX//DfiBUqo4+fMZwNey3F4xCBlUxbFkpPVps1Faa6irxanB/I4Lj2d/T5id7X7CURNfJMaUIme6nS5bYoEZt8OCx2kl5I1Tmm+nJxTFZTOoLnall3jWGuZO8VDmsbOkrhyHNZG7bbcq9nUF6QpGsRmKApeV0nw5yRZiKKMZK0dyZ0hqZR8dshpsa61jSqkrSQTOFuBhrfUmpdTNwOta69XA1Uqpc4AY0AFcmnxvh1LquyQCdoCbU5MlhRAim0YaRI/1layR3IZOXVWf7HFSUeAgHDP5/rnv4durN9PY7mNqoYuvf3gulcVOIrE4F7y3iruereeAP8Lsyfl89gMz+GdDO/ddfAIOqwWP08KsMjcNrT7uSC7fPm+KhxK3gyf/1cyaLW2UuO1ct2I2teX5g5YxE0KM3EhTTqRW9tEh63W2jyTJJxOit1zO/4Tc7rPjkY98KPmZLd1BVj23jeOri3BYLQSjcf61q5Orltfyxq4uPE4LHoeNjkCEQCTOiTVFOG29f5993UGue+xN9nYFiZuJSiYA/3HqNG7/21aUUpR5HFy/so5TZpbIXa4syuU+m8v9daIZTV+XuRG5K1dytsVRQDq6OBaNR+qUPxwn32Hh7AXTcNgMwlGT5+tbh8zP9IfjbNzTw8Y9PdSUuFhSV86yueV0BaL8cUMzr+7s5KTpxVy5rBaIEItrykt692F/OE6HL9Jr2fh93UHy7FY0oIA2b6Let+SKCnH4RpOLLWmcE58E22JIUolEiCPH40ws137Xs9to84Yp8zi4bsVsPM7B8zNTOZ35Dgunzyln1doGtNZYDMVlp83E47Rwam0Z1z32FkpBdUke16+sS/dh09REYnEipsmeriBWw6Cq2MWUIheBSCy9vE6Zx5HOAxdCDE5ysUVf2a6zLSa4wVaPbPWGxrllQhx94hoefbWpV3979NUm4kNk+6VyOlfOq2BVsq/arQYtPSHuX9/IxSdPZ9Vz29jbHcRuNegJRXv14VZviF+9vIsrl9YytchFzDTRwHfPmc+mPV1YLUY66J9V5pZcUSGGEIuZvNvSw4amTt7Y1cmq57YNWBd7pHXqxdFBrmyLIUnZISGOnEA4TjAap6rYhak1hlIEo3ECQ/S31CRNt8OK05a4Kg1gNQzafWEsFkVXIIrLbsFmMVCoXn04lYbSHYxy1bLadN73tNI8vnLmXC5bUivVSMRRJVupkaapeb2pk689sZGW7hBlHgdXL6vliQ3NVBW7eqWCSEndY4sE22JIcqtLiCPH7bAwye3o1d8WVBZgGNDY6htyufPiPBtTCl10+CNoNOUFibQPpWFqkQulwGpJvC+zD6f6eFNHkF+93JR+/vQ5ZVQUJtJJhDhaZDM1stUb4u5n62npTtw1avOGWbW2gStPr5Vc7GOcpJGIIcmtLiGOnL79bUFlAWctmMJNqzcNu1Rz5nsViqpiFz/8xAKmJv9fVexCofr1Yenj4liSzdRIfzhOVyCaruYDiYA732mRC1THOLmyLYYkt7qEOHL69jfDgJtWb6LTHwUOBgYDlQcbqq9OLXQx/byFQy6UI31cHAuymRrpdlgoL3AQiZu09oSJm5qKQifTJ8lch2OdBNtiWHKrS4gjJ7O/Nbb60oF2ylCBwWB9dbg+LH1cHCuymRpZ7nFy9bLZrFq7DbvFoCjPxrUr6qgr98jJ6zFOgm0hhMhRMmdCiLE12IqMpW4HLd3Bw7q7k7pL9KPkXaQ8hwWLgl0dAbljdIyTYFsIIXKULNUsxNjqmzblcVqIm/DO3m52HgiwZnMLvnD8kCdNpu4SyRoVIpME20IIkaMkn1qIsdc3IL5zTT1vN3dT4rZz9bJa1m1tHXRuxEgNNhHzcD5TTFxSjUQIIXJYKjCYVZ5PRaFLAm0hxkgqIG73JSYzpkr1LakrP+xJk7JGhcgkwbYQQgghjjmpgNhQKl2ur80bxmEzetW3b+kODlhucyip+RaZZL7FsUuCbSGEEEIcc1IBsdWiKC9wYDEUZR4HTptlxPXtByP160WmrAfbSqkzlVJblVINSqmvDvD89UqpzUqpt5VSzymlpmU8F1dKvZn8b3W22yqEEEKIY0MqIJ7kdpBnt7CwqpBbPrGAeVM8/PQf2/vVtx/NwjeZ8y3uvmgRt563QCZHHsOyOkFSKWUB7gNWAs3Aa0qp1VrrzRkv+xewWGsdUEpdDvwIuCj5XFBrvSibbRRCCCHEsWewCcg72v2jqm8/1OfLZEgB2b+yfRLQoLXerrWOAL8Fzs18gdZ6ndY6kPzxZaAqy20SQgghhBhwArLkW4uxlu1guxLYnfFzc/Kxwfw/4KmMn51KqdeVUi8rpT420BuUUpclX/N6W1vb4bdYCJFV0meFmDiOxf4q+dZirGW7zvZAyUkDzjBQSn0aWAwsyXi4Rmu9Vyk1E1irlNqotW7s9WFaPwQ8BLB48eLRTRcWQhxx0meFmDiOxf4q9e3FWMt2sN0MVGf8XAXs7fsipdQK4L+BJVrrcOpxrfXe5P+3K6XWAycAjX3fL4QQQggxViTfWoylbKeRvAbMVkrNUErZgU8CvaqKKKVOAB4EztFat2Y8XqyUciT/XQp8AMicWCmEEEIIIUROy+qVba11TCl1JfA3wAI8rLXepJS6GXhda70auA3IB36vlAJo0lqfA8wFHlRKmSROCm7pU8VECCGEEEKInJbtNBK01n8F/trnsW9l/HvFIO97EViQ3dYJIYQQQgiRPbKCpBBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZorTW492GMaOUagN2HcFNlgLtR3B70gZpw2jbME1rXTZejRnOEe6zufj3kTZIG/q2IWf7rIyxx2wbxnv7udyGEfXXoyrYPtKUUq9rrRdLG6QN0obclwvfjbRB2pBrbchlufD9SBvGf/tHQxskjUQIIYQQQogskWBbCCGEEEKILJFg+/A8NN4NQNqQIm1IyIU25Kpc+G6kDQnShoRcaEMuy4XvR9ow/tuHCd4GydkWQgghhBAiS+TKthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZYh3vBoyl0tJSPX369PFuhhA544033mjXWpeNdzsGI31WiN5yuc9KfxWit5H216Mq2J4+fTqvv/76eDdDiJyhlNo13m0YivRZIXrL5T4r/VWI3kbaXyWNRAghhBBCiCyRYFsIIYQQQogskWBbCCGEEEKILJFgWwghhBBCiCyRYFsIIYQQQogskWBbCCGEEEKILMlqsK2UqlZKrVNKbVFKbVJKXTPAa5RSapVSqkEp9bZS6sSM5z6jlNqW/O8z2WyrEEIIIYQQYy3bdbZjwJe11huUUh7gDaXUGq315ozXnAXMTv53MvAAcLJSqgS4CVgM6OR7V2utO7PcZiGEEEIcw0xT0+oN4Q/HcTsslHucGIYa72aJCSqrwbbWeh+wL/lvr1JqC1AJZAbb5wK/1Fpr4GWlVJFSagqwFFijte4AUEqtAc4EfpPNNgshhBDi2GWamg1NndyztoEOf4QSt52rltVyYk2xBNzikByxnG2l1HTgBOCVPk9VArszfm5OPjbY40IIIYQQWdHqDaUDbYAOf4R71jbQ6g2Nc8vERHVEgm2lVD7wOHCt1rqn79MDvEUP8Xjfz75MKfW6Uur1tra2w2/sUcQ0NS3dQRpbfbR0BzHNfl+fEEec9FkhJo5jsb/6w/F0oJ3S4Y/gD8fHqUViost6sK2UspEItH+ttX5igJc0A9UZP1cBe4d4vBet9UNa68Va68VlZWVj1/AJLnUb7MbHN3LtY29y4+Mb2dDUOWECbjlROHpJnxVi4jgW+6vbYaHEbe/1WInbjtthGacWiYku29VIFPAzYIvW+s5BXrYa+I9kVZJTgO5krvffgDOUUsVKqWLgjORjYgQm8m2wiX6iIIQQYuIq9zi5alltOuBO5WyXe5zj3DIxUWW7GskHgEuAjUqpN5OPfR2oAdBa/wT4K/BhoAEIAP+ZfK5DKfVd4LXk+25OTZYUw5vIt8EGO1G49bwFVBS6xrl1QgghjmaGoTixpphbz1sg1UjEmMh2NZIXGDj3OvM1GrhikOceBh7OQtOOeqnbYJkB90S5DTaRTxSEEEJMfIah5OKOGDOyguRRaiLfBpN8OSGEEEIcLbKdRiLGyUS+DZY6Uehb43QinCgIIYQQQmSSYPsoNlFvg03kEwUhhBBCiEwSbIucNFFPFIQQQgghMknOthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSLBthBCCCGEEFkiwbYQQgghhBBZIsG2EEIIIYQQWSKl/4QQQgghcoxpalq9IVlv4iggwbYQQgghRA4xTc2Gps5+KymfWFMsAfcEJGkkQgghhBA5pNUbSgfaAB3+CPesbaDVGxrnlolDIcG2EEIIIUQO8Yfj6UA7pcMfwR+Oj1OLxOGQYFsIIYQQIoe4HRZK3PZej5W47bj/P3tnHh9XVff/97kzk5nJZLI1SZMmTfeWtqTU0odNkYItUkRRdlAUH8UFQQH5ifoIIi6PKAKCgiLy4AKICgooImVHARGhULqlTde0TabNOjOZ/Z7fH7N0sk+WSSbJ9/165dXkLueee3u+95x7zud8jt0yTjkSRkJWG9tKqXuVUh6l1Dv97P9/Sqn1iZ93lFIxpVRpYt8updSGxL7Xs5lPQRAEQRCEXKHC7eCKU+anGtxJzXaF2zHOOROGQ7YnSN4H/AT4dV87tdY/BH4IoJT6IHCV1ro17ZCTtdaHspxHQRAEQRCEnMEwFCtqS7jp7DpxI5kEZLWxrbV+USk1O8PDLwQezF5uBEEQBEEQJgaGoagsco53NoRRICc020qpfOA04OG0zRp4Sin1H6XUZwY49zNKqdeVUq8fPHgw21kVxhHT1DR1BGjw+GjqCGCaeryzJAwDiVlBmDhIvArCyMkVn+0PAv/sISF5t9Z6v1KqAlinlNqitX6x54la67uBuwFWrlwpra9JiniOTh4kZgVh4iDxKggjJyd6toEL6CEh0VrvT/zrAf4EHDMO+RJyBPEcFQRBEARhIjLujW2lVBFwEvBo2jaXUsqd/B04FejT0USYGojnqCAIgiAIE5GsykiUUg8Cq4AypVQj8E3ABqC1/lnisI8AT2mt/WmnTgf+pJRK5vEBrfWT2cyrMHaYpsbjDQ5phnXSczS9wS2eo4IgCIIg5DrZdiO5MINj7iNuEZi+bQdwVHZyJYwnw9VeJz1He54nnqOCIAiCIOQyuTJBUpgi9Ke9vunsugEtjsRzVBAEQRCEiYg0toUxZSTaa/EcFQRBEARhojHuEySFqUVSe52OaK8FQRAEQZisSGNbGFOS2utkg1u014IgCIIgTGZERiKMKaK9FgRBEARhKiGNbWHMEe21IAiCIAhTBZGRCIIgCIIgCEKWkMa2IAiCIAiCIGQJaWwLgiAIgiAIQpaQxrYgCIIgCIIgZAlpbAuCIAiCIAhClpDGtiAIgiAIgiBkCWlsC4IgCIIgCEKWkMa2IAiCIAiCIGSJrDa2lVL3KqU8Sql3+tm/SinVoZRan/i5Pm3faUqprUqp7Uqpr2Yzn4IgCIIgCIKQDbLds30fcNogx7yktV6e+LkRQCllAX4KrAWWABcqpZZkNaeCIAiCIAiCMMpktbGttX4RaB3GqccA27XWO7TWYeB3wJmjmjlhVDBNTVNHgAaPj6aOAKapxztLgiAIgiAIOYN1vDMAHK+UegvYD1yjtd4IVAN7045pBI4dj8wJ/WOamjf2tHHHs9tp9YcpdeVxxSnzWVFbgmGo8c6eIAiCIAjCuDPeEyTfAGZprY8C7gD+nNjeV0utzy5TpdRnlFKvK6VeP3jwYJayKfSFxxtMNbQBWv1h7nh2Ox5vcJxzJuQyErOCMHGQeBWEkTOujW2tdafW2pf4/QnAppQqI96TPTPt0BriPd99pXG31nql1npleXl51vMsHMYfiqUa2kla/WH8odg45UiYCEjMCsLEQeJVEEbOuDa2lVKVSimV+P2YRH5agH8DC5RSc5RSecAFwGPjl1OhL1x2C6WuvG7bSl15uOyWccqRIAiCIAhCbpFt678HgVeARUqpRqXUp5RSn1NKfS5xyDnAOwnN9u3ABTpOFLgc+DuwGfh9Qsst5BAVbgdXnDI/1eBOarYr3I5xzpkgCIIgCEJukNUJklrrCwfZ/xPgJ/3sewJ4Ihv5EkYHw1CsqC3hprPr8IdiuOwWKtwOmRwpCIIgCDmCaWo83qDU0+NILriRCBMYw1BUFjnHOxs5j7zsBEEQhLFGXMNyA2lsC0KWkZedMFbIR50gCOn05xp209l10lE2hoy39Z8gTHrEIlEYC5Ifddc+vIErH1rPtQ9v4I09bbLQlCBMYcQ1LDfIuLGtlMpXSl2nlPpF4u8FSqkzspc1QZgcyMtOGAvko04QhJ6Ia1huMJSe7f8DQsDxib8bge+Meo4EYZIhLzthLJCPOkEQeiKuYbnBUDTb87TW5yulLgTQWgeSHtmCIPRP8mXXU7MtLzthNEl+1KU3uOWjThCmNuIalhsMpbEdVko5SSybrpSaR7ynWxCEAZCXnTAWyEedIAh9Ia5h489QGtvfBJ4EZiql7gfeDVySjUwJwmRDXnZCtpGPOkEQhNwk48a21nqdUuoN4DhAAV/SWh/KWs4EQRCEISEfdYIgCLnHUK3/qgELkAe8Vyl11uhnSRAEQRAEQRAmBxn3bCul7gWWARsBM7FZA49kIV+CIAiCIAiCMOEZimb7OK31kqzlRBD6QVbFEwRBEARhojKUxvYrSqklWutNWcuNIPRAljoXBEEQBGEiMxTN9q+IN7i3KqXeVkptUEq9na2MCQLIqniCIAiCIExshtKzfS9wMbCBw5ptQcgqsiqeIAiCIAgTmaE0tvdorR8bSuKJSZVnAB6t9ZF97P8ocG3iTx/wea31W4l9uwAvEAOiWuuVQ7m2MDmQVfEEQRAEQZjIDEVGskUp9YBS6kKl1FnJn0HOuQ84bYD9O4GTtNbLgG8Dd/fYf7LWerk0tKcuyVXxSl15ABNuVTzT1DR1BGjw+GjqCGCaeryzJAiCIAjCGDKUnm0n8eXZT03bNqD1n9b6RaXU7AH2v5z256tAzRDyI0wBJvKqeDK5UxAEQRCEoawg+clsZgT4FPC39EsCTymlNPBzrXXPXm8AlFKfAT4DUFtbm+UsCuPBRF0Vr7/JnTedXTch72e0kJgVhImDxKsgjJxBG9tKqa9orX+glLqDeAO4G1rrL440E0qpk4k3tt+TtvndWuv9SqkKYJ1SaovW+sU+rn83CfnJypUrZYxeyBlkcmffSMwKwsRB4lUQRk4mPdubE/++no0MKKWWAfcAa7XWLcntWuv9iX89Sqk/AccAvRrbwughi8eMLjK5UxgLJG4FQRBym0Eb21rrxxO/dmmt/5C+Tyl17kgurpSqJa75vlhrXZ+23QUYWmtv4vdTgRtHci1hYERfPPokJ3f2fKYTZXKnkNuYpuaQL8h2j5+fPLedzmCEaS67xK0gCEKOMZQJkl8D/pDBthRKqQeBVUCZUqoR+CZgA9Ba/wy4HpgG3KmUgsMWf9OBPyW2WYEHtNZPDiGvwhARffHoM5Endwq5TfLjuLEtwC3r6mn1h6kotAMhiVtBEIQcIxPN9lrgdKBaKXV72q5CIDrQuVrrCwfZ/2ng031s3wEcNVjehNFD9MXZYaJO7hRym+TH8VkrqjnoDcW3dYaoKXFK3AqCIOQYmfRs7yeu1/4Q8J+07V7gqmxkShgb0rWehgF11YVs2NeZ2i/6YkHITZIfx6GISbnbzkFviJipMbWWuBWESYbMy5j4ZKLZfgt4Syn1gNY60t9xSqmHtdZnj2ruhKzRU6Nd4rJx6YlzAdiwr1P0xYKQwyQn375Q7+GLp8zn9kQclxXYJW4FYRIh86kmB0Px2e63oZ1g7gjzIowhPTXabf4Iv3hpB9/60FJME/l6FoQcJn3y7XNbPVy9ZiGzy1xML7QzXeJWECYNMp9qcjCUCZKDIf6bE4i+NNpt/gimCfMqCsYpV2OLDM0JE5VcnXzbV0wBEmeCMEwynU8l9VluM5qNbWECMdU9oGVoTpjo5Nrk2/5iym41uPmpeokzQRgGmdTVUp/lPsYopiX/oxOI5DB0qSsPYMpptPsbmvN4g+OcM0GYmPQVU7esq6fhoF/iTBCGSSZ1tdRnuc+QeraVUk6gVmu9tY/d145OloSxIFeHoccKsToUhNGlr5g65AuherxSJM4EIXMyqaulPst9Mm5sK6U+CNwM5AFzlFLLgRu11h8C0Fo/lZ0sCtki14ahx5L+hubcDgtNHYEp+QEiCCOhr5gqK7Cje8zmmUpyNUEYDQarq6e6LHQiMBQZyQ3AMUA7gNZ6PTB79LMkCNmnr6G5a05dyJ7WANc+vIErH1rPtQ9v4I09bZimzP0VhMHoK6auXrOQeeWuKStXE4SxYKrLQicCQ5GRRLXWHarnmKAgTED6GprTwFcf3iAWS4IwDPob7gamrFxNEMaCqS4LnQgMpbH9jlLqIsCilFoAfBF4OTvZEoTs03NorsHjE92bIIyA/oa75WNVELLLVJaFTgSG0ti+AvgfIAQ8CPwd+HY2MiVMHvrz/sxFT1DRvQlC/4xnzI73+2K8ry8IE5FM4maqxNZQVpDsIt7Y/h+llAVwaa3FV0bol/68P5fXFLO+sT3nPEHTV+VLz5fo3oSpznj6+I63h/B4X18Qhks2GrKZpplJ3Eyl2Mp4gqRS6gGlVKFSygVsBLYqpf5f9rImZBvT1DR1BGjw+GjqCIz6RMD+vD/3tnflpCdouu7ttvOXc9PZdZMy6AVhqIynj+94ewiP9/UFYTgkG7KjOeF/KGlmEjdTKbaG4kayRGvdCXwYeAKoBS4e6ASl1L1KKY9S6p1+9iul1O1Kqe1KqbeVUivS9n1CKbUt8fOJIeRTyIBsBGJPBvL+HG1t9Gh9OCR1b/MqCqgsckpDW5gQjPaHc8/0QlFzRDHbM71o1Mw4v9n2EB7s2YmHsTDaZLujC7o3ZDWa5s4gNz+1ld2t/gGvN1DehtI4ziRuRhpbY/EcR4uhaLZtSikb8cb2T7TWEaXUYHd2H/AT4Nf97F8LLEj8HAvcBRyrlCoFvgmsBDTwH6XUY1rrtiHkVxiA/oJmNJ03BtJAj6Y2eioNRQlCT0a7/PeV3udXzaOuupAN+zpTx2Uasz3Tq6suZG1dFb94aQdt/sig+c3mXIpMnp3M5RBGk7Gqr5INWY2mKxzD0xlid0sXmw900uIL93m9wfI2lMZxJnEzktiaaPX+UHq2fw7sAlzAi0qpWUDnQCdorV8EWgc45Ezg1zrOq0CxUqoKeD+wTmvdmmhgrwNOG0JehUEYi96a/rw/Zxbnj6on6FQaihKEnox2+e8rvTuf387Hjps1rJjtmd7ymSVc/+hGPJ2hjPKbTQ/hTJ6deBgLo8lY1VfJhmw0pvF0hoiZmnK3HV8w1u/1BstbMs10+mscZxI3I4mtiVbvD2WC5O3A7WmbdiulTh7h9auBvWl/Nya29be9F0qpzwCfAaitrR1hdqYOY9FbM5D352h6gsow78RCYnZ0Ge3y31d6bf4IdqtlWDHbMz27zaCpI8jM0sMjaAPlN5sewpk8u6nuYSzxOrqMVX2VbMje/NRWdrd0Ue6288VT5vPcVk+/1xssb0MxEcgkbkYSWxOt3h+KjASl1AeApUD6k71xBNfv64nqAbb33qj13cDdACtXrsxdwc4Yksls4bFy3ujP+3M0PUFddgt11YUsn1mC3WYQipis39s2psO8U8W+aDSQmB1dRjoU27PcDpTecGK2Z3qhiEllkQMjbYG0wfKbLQ/hTJ+dYSgq3A48xJ+Vh+CgMT5Z3gkSr6PLWMqSakudfPvMI9na7MUfivLcVg97WgP9Xm+wvA21cZxJ3A43tvPtFtwOK4d8IQylsFoU01z2fp/jeMdjxo1tpdTPgHzgZOAe4BzgtRFevxGYmfZ3DbA/sX1Vj+3Pj/BaU4JMdUyTqbemzGVnbV0V1z+6kaaOIJVFDm48cyllLvuYXH+iaccmO+P9Uh1rhvvhPJA152h+iPfM3/q9bdx45tJemu3xkGVk+uyGGuPyThD6Yyw6utLLX4HdwurF0/njfxoJRGJMc9n7vV4mecuFxXNMU3PIG+Lco2u49elttPrDLK5y93tfuRCPSuvMPlSVUm9rrZel/VsAPKK1PnWQ82YDf9FaH9nHvg8AlwOnE58gebvW+pjEBMn/AEl3kjeAo7XWA+m/WblypX799dczup/JSlNHgGvTlhyH+JfpZF5yvKkjwFcefhtPZwhTawylqCi084Ozl43JPefyM1dK/bmuZv8AACAASURBVEdrvXJcMzEAox2zufBSHQ+G84ExULmtcDtG9YOlZ/7KXHYO+UM58UGUybMbaoyP5J2QyzErdezokO0OgZ7lr7bUyZollSyqdFOSbxvwehOhsyJ5fwV2CyctrMBuM9AaTphXSkXh6MbjYGQar0ORkQQS/3YppWYALcCcQTLxIPEe6jKlVCNxhxEbgNb6Z8QtBE8HtgNdwCcT+1qVUt8G/p1I6sbBGtpCnImmYxoN/KEYbf4INsvh+b5t/siY3fNUfOa5yli47OQiw+ltGqjcGkWj23vVV/5y5f8jk2c31BiXd4IwENnuHe5Z/va0BvjlP3Zy2/nLsybrGEuS99fqh9+8uju1va66iIrC/o9PZ6zjcSiN7b8opYqBHxLvadbE5ST9orW+cJD9GvhCP/vuBe4dQv4EJq5N1Ui+psf7nsf7+sJhcuGlOlHIVrkd656xsbjeUJ+VvBOE8SSXyl824nMixmPG1n9a629rrdu11g8Ds4AjtNbXZS9rwnDIdZuqvkzoR7rAznjf83hfXzjMUKyppjrZKLdjsVjWeFxvqM9K3gnCeJIr5S9b8TkR43Eomu184MtArdb6UqXUAmCR1vov2czgUBA9WZxc1Vz1p6etLXXy//44Mj3VeN/zeF+/P3JZ/wmi2R5vRrvcjvX8hbG83lCf1XCfbS7HrNSxE4dcqJOyGZ9jFY+DkQ3N9v8Rn7R4fOLvRuAPQM40toU4uaq56k9Pe90HFo946H+873m8ry/EmUwuO2PBaJfbsZbxjOX1hvqs5J0gjBe50NCG7MbnRIvHoTS252mtz1dKXQigtQ4opaQGE4DMgru/wIuYuk89ldthoakjMOIXRq68eISxYbxfqrnMUGJhOD1HhhGX8rR3RbBaFAqVkvGkp5dvt2BR4A12/32izdcQhFwjl0b3kvHZ4g8RjWlMrSkrsJM/BeNzKI3tsFLKSWJxGaXUPCCUlVwJE4pMg7u/irE439bL2/OaUxeypzUw4hdGLr14BGE8GUosDNdX+pE3GjlnRQ0/fb6BcAxqSpxcccp8ylz2VHot/hBOm4WLjqll3eYmDnrDXHRMLU9vbsYXig0pPsdqcS5BmCjkkiNTMj5venILmw95KXXlce7RNRzyhpg+xTq9hqLZXgN8A1gCPAW8G7hEa/181nI3RERPNj5kqssaqAIHuvWiaeCro6D1ymUP7LEgl/WfIDE7lgwlFkbiK11b6uSkhRUUOCwsripkVqkLjzeY2h+JmTS2xVexu2zVPL7z182UuvK4/OT5/ObV3RNuvsZok8sxK/Ga+zR4fFz50Ppe2287fznzKgrGPD+ezgAvN7SiVHz12BfqPfhCsUlTB4+6ZltrvU4p9QZwHPHl1L+ktT40gjwKk4RMdVn96WmBXpXlzkP+AdPsq4LtK53R0IxNtspcmPhkUiZ7HuMbQiz4QjGaO4OpRaKsFtXnsclrHPKFae4MArDN46PhoB+rRfHj89+FYahucWhqTczUHPSGcNiM1O/TCmxcfNws7DYDXzCK6dYZxZnIhgThMANJq0xTc8gXpDMQJWJqivNtWe9h9gZj/PIfOwFSH+KDxfhkrHMHbWwrpVb02HQg8W+tUqpWa/3G6GdLmEgMRTfZs2IcyKFkoBdGz3O+fvoiYibsavHjC8ZYv7eNs1bUDJhOJogMRcg1MimTfR1z7WmLKHHZaPNHUmn1FQumqQlHY4SiJk0dQSxGfEXWmhJnt2PTr3Hu0TXYbQbbmn2YWmM1DBZXuVPazPR3hKEUFiOu5Q5GTCyG4ujaYkDxk+fi+V1WU8TVaxZKnAnCEOlPWlXmsrNxfwfbPb5uS5xfe9oRLK8pztqKrsnYL7BbOHlRBbc/O3CMT9Y6NxOf7R8N8HNz9rImTBRG4mHZn74spuk3zZ7nFNgt7GsLctkDb/Dl37/NT57bzoraEh55o3HAdDKhv/x5vMGhPSRBGCUyKZN9HfPbV3dz2arBY8HjDfLbV3fzhVXzKHfbiZkareGyVd2PTb+GxVBcdEwthQ4r6HjaFx1TiyVRN6a/I6wWxeIqN1etXsCL2zwsrnJzxfsW8L9PbKbVH6ai0E5nMCJxJgjDIH0E+bbzl3PT2XWsqC3hkD9Ew0E/tz69jYPeEDFTs/mAl1vW1VPv8WbNqz4Z+2uWVKYa2gPF+GStcwft2dZanzwWGREmLiOxW+tP5tEVivWbZs9zTlpYwe3PbuNAexBDKQ56Q9z+7HYuP3n+gOlkgqxIKOQamZTJvo7ZsK+Tz540b9BY8IdibNjXSUcgwuUnz8duMwhFTKqKuh+bfo1wzOT+V3dz6YlzmVaQRziqeXpzM8tqiqko7P2OSDqQLKspJj/hXmIYipoSZ8rFROJMEIZHX9IqfyiGUnDQe9jXImZqDnlD7Grxd2vc3v7sNr71oaWYJiPu6U7GvstuxWEzBo1xfyhGgd3CB+pmpd49L9R7Jvy7IGPNdmJRm6uJL2rzmVxc1EYYP/rTTQ6mvRpIgtJfmj3PsdsMWnxhrBaFacaPOegNUeCw9JlOchXLTBrfQ5HITEadmZB7pJdJjSYai2svDSNpv6dw2S3UVReyfGZJqsJav7cNu9UYVN+cb7fgdli7aa+nuey8d2FZtzJuGFBXXciGfZ2EIibtgSi3Pr2NmhInNovRK06ScZhMI93qz6LiPefpk6iKnPF7avD4sh5PErvCaDGSspTNcuiyW9Aayt12DnpD5FkVR9UUcebyakry8/jYcbW8WH+Q3a1dNLYF2Hygk7ue3zEqMg7DUExz2XrFuC9xn+m4HRZWL56e6oEvd9u5avUC3I6JbRc4nEVtTkj8LYvaCAOSifZqONZdPc/RGmYUObBZDTyd8eGxyiIHs6e5eqUzVD1YpvmbrDozIfdIlsnbn91GY1sAreGcFTX84sUdnLWihhW1JZS57Kytq+L6RzfS1BGkssjBjWcupcxlHzBtM9HTde7RNd10nT3t+1r9YUpcNi49cS4AL9R7uGr1Ah54bQ+BSGzIcWK3Gtz/r91sPhC3B7vuA4spcdlYv7cdQym0hnnlLpbOKBr1eJLYFUaLkZSlbJfDCreDeeUurlq9gJ8+t52qYgcfWDaD+/+1h23NPorybVz5vgWs29RMvceHLxjvSR4N60DT1OxpDXSL8atWL2B+RUGvd0RMwwOv7enW0/7Aa3s4bt60kT2AcWYo1n+va61XKqXe1Fq/K7HtLa31UVnN4RAQW6LcYiiWgEP9mk8/x+2wsKc1wO3PbsPTGaI438aVqxeysrYEq7X7tIThWAFmkr9ctRjMZRsxkJgdLqap2d3qZ/OBTnzBGC/Ue9jTGkiVOYCvPPw2ns5QylGkotDOD85eNmB5TJbjArsl5RqgNZwwrxRT06uMl7hsqeFmt8NCTEPXEOPE7bBy3sqZ3POPHamFL645dRG+UJTbevRuvXv+NCoKRzeeci12czlmJV4HZiRlaSzKYdKNpCMQpTMY4cbHN7GvPYDDZsHjDVHptnPlmgWYJjy3Nf5OSTIS68DkvfVc3OZH5x1FVY97a/D4+NJDb6aOS7oh/fj8d42LdeFgZGO5dlnURhgSSU1ncqjb1JrmzmCfloBDfZn0PKeswMEPzl42aIN9OBrsTPIn2m5hLDGMuGTqrud3dNueXuba/BFslsMfm23+yKDlMVmOW/3wm1d3p7bXVRel0k+nzR/BNMm4EuwZJxqd0JDG3xFxLWdcgvLtv2zikC9+7EFviFuf3kZddREVhRldKmMkdoXRYiRlaSzKoWEoKgqdeIM+GtsC1Df7AIjETMoL7OTZLCyqLOT+V3d3a2iPdFXW5L0pFLbErGlvMEpXH/fmsluY5rJPulVhM2psJ5Zl/xnwJDBTKXU/iUVtMjj3NODHgAW4R2v9/R77bwWSkzDzgQqtdXFiXwzYkNi3R2v9oUzyK4wt/fX8uuwWjqx2U1ddTIHdSlmBHV8oStQ0iURitHSFB/XJ7mtbur1Zr31FA/eIZ6J3HQ6ybLQwXIbjmV3hdvQqc7WlTtYsqSQcM3HYDEpcNtx2a6qH2tSaPKtKaaDLXHYO+UP4QjEsBhhKddNhJ0kvx32VcbfDMqw5EBpNVzhGocOKPxSjsS1ARaGd/DwLMa1p7QqjtUYTX9ih1R8mFDN75T/jd8MozMsQhHR6lrP8DMtSJvHc81zT1DR7g7R3RbAZikKnlbICR+LDe+B1J5ITkjuD8VjXaKqLnVQXO9jXHiQc1XSYEWZNy6fUlcdZK2rY1z46q7JGoyYazfVnLEFrzVObmvjXzrZ+Y2yyrgqbUWNba62VUl8CTmUIi9oopSzAT4E1xDXe/1ZKPaa13pSW9lVpx18BvCstiYDWenmmN7N161ZWrVrVbdt5553HZZddRldXF6effnqvcy655BIuueQSDh06xDnnnNNr/+c//3nOP/989u7dy8UXX9xr/5e//GU++MEPsnXrVj772c/22v+Nb3yD1atXs379eq688spe+7/3ve9xwgkn8PLLL/P1r3+91/7bbruN5cuX8/TTT/Od73yn1/6f//znLFq0iMcff5wf/ehHvfb/5je/YebMmTz00EPcddddvfb/8Y9/pKysjPvuu4/77ruv1/4nnniC/Px87rzzTn7/+9/32v/ss8/xxp42PveVGziw4Z+UuPJw2CzkWQwKC/L5+u2/4YbHNrL977+io+ENqkvy6QpFKXHl0RrNY9kl36bUlYd6/QE2vvk6e9sCRGImNovByiXzuOGWn3HHs9t56dc309XUQHWxE7cjXmxLqmZRuOYLtPrDbP3jzbhDh1L7AJYvX85tt90GwMc+9jEaGxuB+Bf1vvYu7NWLmbv2Us5ZUcPaMz6Mi2C389/3vvdx3XXXAbB27VoCgcNf+gBnnHEG11xzDQAXnLk2ke7h/H/ioxdQ4f6vcS17uY7E7I96lZt77r2P0487kj/84fepmE0/ZvXlN/H/zlzJW8/8mXd+cS/72gNYFOx05fH7zhArP3sT75oznap9L/LXRx/h/kRM5edZqCx08t6r7qDIaaP9tUd45E+PEYqaaKC62ElQW7jvoT8B8PAvb6ej4U2qi51c8Ot4XBhONzPPvY5Wf5hdT/6CptYG1t5NKm9FZZX8/sH7WVFbwtVXX8X69d1XsluwYAFX/M9N3PHsdp79xbfxevZSU+LkpvsUja1dHCifw/s/dS1FThvev93KoeYDqaFkl93CjfveQ9dR51NXXcg/f/51tu7eTySmsVkMqoudnHn6qXzjG9fxxp42zvzgGQSDgdQ+t8PaLWbTy13y+ZYvW8WK087n0uNncMGZa3v93031mJV47V7HeoNR5pxzLSF7CR0bXyDw1t8wNd3i+bcP/I4Kt6NbHZsez6dd/WOuWnskrzz+IO/c/2C3c6uLnVRc8hKmqbnqG9/mgT/+ma5wFJsl7upR7Hbx/LqnWN/YzqVXfY0977yWOs9Q4AnbqLvkRpw2C+a/HuDlV14hEInFYz0SY86sWqpXXU5TZ4jQS79ka9d+Lrw/HuvhqEntnHnc9JM7qXA7+NznPkt9fX23+++vjk1y7LHHccanv8z1j27k3/f8D5awn9ll+fhDUYqcedzdeCrXX3890LuODUdNTlr9fr708aupcDs45ZTexni5UPYyJROf7SSvAnO11n/VWv8lw9UjjwG2a613aK3DwO+AMwc4/kLgwSHkSRhnkp6YeVaD4vy81CzmhoM+/OEYd73QAEAgEiMc0zS2dVHqymPnIT/BaNw6pNUf5rWdrQQiMSKx+LZIzMQbjHLLuvrUl34kZrKvPUA4ahKOmmzc35HaF4oe3jcYboeV2dNcHDunlM+fNI/ntnroSLz8Mjl/oHTnlrmYX1HA3DIXtaX5MsFKGJBwotyml/v7Xt7VzVO25zHtXfEJS75QNFXmakryOeiN67MVig37OvGHY3i8IQwFdqtBMGKyt62LkxZWsHxmCX9/p5lwzIz/JK5R6LDxi5d2cOl753J6XRVzy1zdPkCLnXkp/95ViyqwWYxueQtHYwN64ip12ALwuLnTqC520uYP0+ILUV3s5IR507jxQ0spc9mYV15Afp4Fu9WCy25leqGD+iYvAMtnlrBpfyfhqE49t33tAXyhaOqdlP5MB4vt5HM85+gabjq7juUzS4b7XypMEZIx094Vr4P8oSh72wI4bEa3emBZTXG3eqBnPLcl4tkfjvSqQ9wOK4ah8HiDvLjtIF3hKFrH02hsC9AVjrG3vYs7nt1OVzguyYjETBrbulJ1bjQW99N+bVcrRU5b6vp2m4X97QHu+tjR/OFzx7NqUUW3WM+zGhQ6bVQWOYddj3UGI6lJ2krF87a7pYtpBXbcDitx0UTf5FkNphXYR3T9XGIoEyQ3AQuB3YCfeO+21lovG+Ccc4DTtNafTvx9MXCs1vryPo6dRbxBX6O1jiW2RYH1QBT4vtb6zwPlUSZvjD0NHh9XPrSei4+bxU+e257y8JxZ6uTK1Qu47eltBCMx9rYd/mJ98NJjueTef1M7LR+7NT6MFIrG+MLJ87nnpZ2p4z594hz+8vZ+1iyu7Oa3efWaRQBc+VD3XjPIfBJHMt/DPX+ikMuTrUBiNpNyONxjPn3iHH763HbsVguhaAyH1eDM5dUcWVOERSlufHwjXRGTfWmx+f2z67jnpZ3d0h5IkjGSOBpoQpg/FOOWdVtTEpjqYic3Pr6RYNTEbrXw6RPn8NWHNzCz1Jl6hySvCyN7N4w3uRyzUz1e0xlu2R/OeQ0eH5+//z/sbe0+uvr9s+uYV17A1x7Z0G17en0aisbY2xrA1JpvnbmUbz22KXVuz1iHuOxjb3tXKt5nFuf3MhrIlHf2dXDuz17ptf2PnzuepYl5IBOdbEyQ7D2mlkE++tjWX+v+AuCPyYZ2glqt9X6l1FzgWaXUBq11Q7cLKPUZ4DMAtbW1w8ji1CEbHp4uu4USl408q6K5M4gCrBYDQyl8wbgFWIsvjMNmIRozKSuwo1BUFjvQGkKRGIahKCuwk/zuqy11ctLCCqqLnXz2vfO445ltvLarrZvfpqn71o/2p7Psee8FjriX8CFfKDXbeZrLLjrNMUBi9jCZ6IX7OyZdK92X1lprKCuwx4e6p7k4aVE5dz7XgAbKCvL42HGzWLe5maaOINGYSbnbTiAco8Rlw2W3pCrdzkCUSMzkyXcOsM3j72ZHNhK980DaTA9BfKFYapLmxcfNwhuKYU9U+qGISWWRAyOtZ6zEFZ97EYtp3A4rncEIKlEFiQZ7+Ei89s1wy/5wznPZLZQV2NnfHiSWWNmx3B2vMwvsveuyZH2qE80tQ8XfBckJieVuO6GI2eu60ajJKztbelmGHj9n2qAN7vQ6NqkRt1sNphfZ4z3biVisLHKQn4GGfTL0ZqeT8eeK1np3Xz+DnNYIzEz7uwbY38+xF9BDQqK13p/4dwfwPN313Mlj7tZar9RarywvL8/wbqYeSQ/P0V6Stcxl59IT59IVjlGcb8MEyt15WA3Fm3tbueLk+ShgmiuP6W4HV61ZwAtbm7nuA0sIRU12tXRhtxlctmoei6sKqKsu5ORFFdz1QgNfe2QDX/7DW7z/yEoWVLhSfpsxPbQl4nve+1cefpttzT4+ecJsgpH4cJzTZpkUkzAmAhKzh8mkHPd1zDWnLmRPayBVpr/52EbW1lVRV12YOmZeuYur1yyk1JXHKYsr+PmLO0CBLxRhb2sXv399L2uPrKLcnUdFoYPPr5rH3zc2cemJcyl12nhlZwufvO/ffOTOf3Ll79Zz/LwyFlS4uslEhhKHPelvWWnDUL3SXb+3jRvPXEpFob3Pv5Oe3794cQe3Pl3PuUfX4LRZ0OhJM8FqvJB47Zvhlv3hnFfhdnD1moUsrnJjMVSq42lxVQHeYJRzj67pVpddvWYh88pdOG0WDnlDzJ9ewBXvW8BL2zxUFjn44inzWb+3rdd197Z3pRraAE0dQa5/dCN727sGvKf0OvZLD73JFx98k39ub+HZzU1c/4ElTC90oNGpxvvM4vw+z83GcvG5QsYykmElrpQVqAfeB+wD/g1cpLXe2OO4RcDfgTk6kSGlVAnQpbUOKaXKgFeAM9MnV/ZEhrj6J1senk0dAW5/ZhsnLijHbjP48dPb2NvaxRFVhXzxfQt4teEQM4rzKXJaKcnPw24zaDjo4/ktHo6aWYLLYSUW00wvtLO0uohgJMbXHtlAe1cEU2v2tHZRUWDn8yfP51cv7+rmt5np13DPe4/ETEJRky+vWUhXONbNS3i0PXzHm1wekgaJWRieG4kGvjqA53VPR4JDvjDX/OGteFqJCYfRmMl3P1JHc2eQikIHTpvB3tYALzcc4r/fM4dLf/0f9rcHCCe0pdVFTm457yi+/dfNGctMRvO59HQfSf/bMOAXL+5I9ewnnVkWVbopybdNqJ6yXI5ZidfuDLfsD3dtiZ5uJDEdfw/05YsP8HJDK0qBRSkshsJmVcye5sJmMbBbjV7XfWdfBx+951UK7DYMBaaOf5w/8OnjBpR9pNexcc143PP/8pPnU9/cyWlHVmG3GhQ4rL1kKbnmcz9UsiEjGTJa66hS6nLiDWkLcK/WeqNS6kbgda31Y4lDLwR+p7u3/BcDP1dKmcR74L8/UENbGJiReHgOZDnkD8XYsK+TDfs6qS118tFjZ2G3GSytKsRmNXhmy8FuaX36xDk8saGJtUsrqSnNJxrT7Et8NftDUSIxTas/HLchUwqrYeDxheKzqbWm0JHXawhqqPduak1TR5CY1r28hEfbw1eY/Iy0sZnu455cdKIzECVixm0ppyfSS694tnt8NHcGuy360J/ndWWRE028AksONUN8pbbmziAHvSG6IjFisXgvcHsgTNTUfO6kuYSjJk9tamK7x0+LP4TFUHzqPXMIx0yaOgKj3ls8mJ1nz8o3+XeDx9dNQrOnNcAv/xHXo06ECluYmAxnjYhMz+srFqqKnFQVOVP7Wv1hrnzfAqyWeF18yBdifWMbR84oJJgwEkgueJXkJxe9C7vVwB+K4SHY7X1VYLcwu8zF5v2dCZcfxeIZhbjsltQ1k1ahMVODhkKnFV9aHWtqTcyM++fbbQb/2tnGv3a2cdv5y5lT1luTPlV87rPa2AbQWj8BPNFj2/U9/r6hj/NeBuqymrkpxHD1Zckhnpue3NJrmdWlM4q6pbunNcBvXt1NqSuPY88uTV0j/ZquPAvnrZxJqz/MFQ++Sas/zNIZhVy1ZiEHvSH2tQcIRmK0+iNUFNqpLLQTMeMN8GDE5NyjazjkDVHusrO+sT2jpW173ruhFJVFDkKRw+4EoukUhsNoLrFsmpqN+zvY7vF1Wyr92tOO6JZeNGoSisQIRmI0dQSxWgwqCu3UlDj7LMN9LcF+RKWbL54yJ94j/NIOmr0hKtx2brtgOWuXVnHDoxt5q7EDt8PKF9+3gBbfbioK7dhtFu7/124CkRjTXPbUUus3P1U/Kvc/3GcpXtnCZGKgWAB4Y08btz+7jX1tAQrsVi48ppbfvLKbPJvBFafM5+4Xd/D2vg5CUZMvrJqXWg2yrrqQAx1B7nq+oc8Yc9osfPy42fzgyS00e0OU5Ofx8eNm47AZqWs2tgWImZrPvncuf3+niQ+/q5rFMwopcdlo80cwEr3opa68VB07UCxOldgd3hRTYcIxXH2ZxxvklnX1bD7gTX2t3vr0NhoO+vF4gwOm29e+mtJ8OoMRbnu6Ho83RNTU1Df7+NnzDew85Oe3r+zmilMWUOrKw9MZosxt55tnLGHWNCeXnzyfpzc3c/NT9Sm7o2SAtvrD/VqO9cxHRaGdG89cyvq9bUN6FoLQk6TNXCblMJO0Gg76uTWxRHnMjFt23bKuPpWeaWrqPV5ufmorl753LsX5NsIxE63hslV9l2GPN8jNT9Xz9OZmLj95Pt/9yJFcdGwtM0udfO+JzbR2RVDEV4Pc2xrg16/uptkbZFpBvAK8/ZltXHBMLZ84fjb72wMEIjEUilZ/mFvW1dNw0D9q9z/cZzkS7bgg5BoDxUJyn6czRChqsulAJ7esq+fMd1Xj6Qxy4+ObOHp2SXw1VgU/fb6BkxZWUOqKT4q+8/n+Y6y1K8LvXtvN5afM50fnHsXlp8znd6/tpsUfSV2zuTPI3tYufvzMNt67sJxbn95GY2sXl62Kx5/Volhc5eaq1Qt4od4zaCxOldjNes+2kBukT0bqb7i7r2Gr5NBUcgY0xJdOVio+/GMUDZxuz32+UAybxaC9K4LdaqCJD0d5fCEMQ7G12cdTm5q4/OT52G0GR1S6uf2Zbd2GwWBoQ0993XuZy86CioJJPftZyD6jOQTqD8VQipR9JsRj45AvlErP4w2yq8XPqztaafGFuPTEuZS77UwvdFCSb0t9AKeX5b6WYNdovvvhOlr9EQwFzrx4DORZFM2dIbSOjyZVuO0YhmJBRQH3/nMnZyybkXIVADjki78LkmlGY5oDHQHauiJDjqmRPMtM3m+CMFHoKxYK7BZ8wSjBqMkH6qpYt7mJLQe8RBOdYIUOK4ZSHOgI4rBZUCjy8yxEY5qlMwp578IyfKEYbf5It3TTY8xmKJq9Yb73xJbU/nK3HasR/7g2dTzGNeDxhnA5rBz0hvCHYyyY7k7FX9KNZFlN8aCxOFViVxrbk4zBlm112S3MKXP1OQGrr2Gr6hJnynLIYkCB3UZFYbyhqtF4OgPENHSFYrgdFmImbG32dtN2p2vTPJ0BqoudnLq0gv+aPQ2b1cAXjLJpXwexmMZiKPamyVFu+NASipw2Lls1g3K3nWhM0xGMUOS0DmnoqS+NnGg5hZEymkOgLrsFreOVW7LBbUnYYibT84di+IIxqosdtPgjvFDv4fRlM7j24bdx2CysqC3mY8fNIs9qwZWo8LTubYW3rDouAfv+WXV0BiM8t9XDgfZgwlLTxkFvmGjMpKkzSFWRtk3m5AAAIABJREFUg52HuvAGo5haE4rGMPVhOzFXnoXPr5pLhdtBKGrS3hXGNE22NHWysMI9oGVY+vvKMEgNRQ/nWQ5XPysIY8FQ5nb0fK/UljpZe2QV3/jzOxzyxRu5/33CHEKRvTR3huK2lwo+e9Jc8vOsVBU6OHZOCQunF1LgiC8jH28LBHulu2ZJZWoORonLyg0fXMLtz27joDeM02bwhZPnk58Xz09zZxCrRRGJxd9T/mA0ZUFotxq94i/TOVBTIXalsT2J6K/B3JemcnlNcbeZ/Rr6HLb64Tl1XL1mIT98cgv7OuI+2hf810x+8OQWLjymlkhM86tXdlHuzmPN4kru/9dudhz0U+CwddN2G4bCNDV7WgM8u7mJDx1VwzcfewePN8SMYic3fHApeYnhp0AklspnTZGTs1ZUs+Ognxse30hbV4Rl1YV8de0RXHPqwl73NdmGnoTcZiCv6OGkNa/cxVWrF3TTbF+9ZmEqPZfdwv72Lr52+mK++ehG3rOggjue2YbNYjC3LJ8VtSV84YE3sVsN3A4rFx1Ty8b9HZx7dA0PvLaHQCTGsuoi1tZV8T+PbKCxPYjWmi+cPJ/Xd7WwoMLFNacu4luPbaKiMO5j/dmT5vK3Dfv5xPGzmVaQRyAco7E9/tF85eoFWAxo8Pi54bE3aO+KcGR1IZ84YTZ/fqORS0+axzGzSvtscPd8X9VVF8bt+17aQZs/IjEtTBqGOh+h53vlQ0fN4O4Xd7BhfyeRmInDauHel3fyqXfPoSMY5ZLjZ2O1KH7yVAMKWFhewAXH1nLT37YQ1ZqaEidfPGUBy2uKU+kW2C2sXjw9NQej1JXHpSfO5fVdLXzoqGqK823UlubjdlioKnRyxSnzuf3ZbYRjZjfN9lWrFzCv3CVxOghZtf4ba6a6LVFfFjpuh5XzVs7kl/84vDJjicvGV087gpue3JoK/KtWL+Abj77TbYgYSMwgdrG71c/G/Z14A1F+9+/dbG32cd0HlvD71/fScNDPNz6wmDuf206TN0R5gZ1Wf5hyt52r1yzkuLmlVBY5U/k7va6Su1/cQTBiYhjgtFmY5srjf8+qw26z0JX25e/xBnllRwu3PlVPszeUWjRnWU0RPzrvKBRM6qGnkZLLNmIwOWJ2NK3vBnIjSe7f0tTJD/++lffML2PJjEKu+cNbBMIxvnLaEdz5fAMHvSFqSpwc6Aim7LdeqPekrPAcNoOvP7KB/+xpx6KgOD+PCredr5++mBnFcQvAXS0B8iwGwUiMg/4QB9qDVBbaeej1vZy6pBKb1cAfjDKtwI6pTW5dt41mb1x+ooCF0918aHk1f3tnP9/9cB1HVBb2eiZ9va/qqgu59L1zu9kXTrWYzuWYnQzxOh4Mx94u/b0SiEQ5665XCEfjEw6VAofV4A+fO578PCsx0+Trj7xDkzdIIBzjytULuOelneRZDfKsBgqVul6yXvUFo1z/2MbUiFfSEvdzJ83l//65C1Nrygrs/Oi8o7o5oCRHodLdSJLuZFORnLD+E8aWvnRe6ZrKJJ7OELtauk9q2tXSRaHDhjcYTR2XHMKN90rDz1/YkVr6VaGwWOI6rpipcdgMmr0hIjGTZMyla7vT8+ewWdjffnjS08xSJ75QjJgJVT1ePP5QDEMpDvrChy3LEjrWrlBsQiy/LExuRnMI1DAUFYXOfodfDUORZ7VwoCPIQ6/v5b/fPQeLoQhETBw2g4PeuD2fgm72W+lWeKYJB31xP9wI0NQZpKkzyM4WPwV2K+Goha//aQP//Z453ZaB/tG5R/GPbS3sOtTFIV/83fHNDy3Bbo1fF62JxOKdN21dEQodVjydYXa1+Cl15fV6Rn29rzbs6+zTvlAQJjLDmY+Q/l7Z0tRJsdOGJyEv0xrcDhtWS9xXe9MBL+/sP2x9abUYHOgIMmtafqoDLXk9oyiebkPIhzcYTe2fWerkuDnTmF3m4r/fPSdlGZhcdXIqSD2yiTS2JxF96UfTl0FPUpxvwxfsHuTrEpMSf/7ijlRv9zWnLkQT9/QFzaLKAt5u7MBiKGKmTvnytnVFCEZMprvtNHlDmBpsVsWcaS5qSpyY2mR/excFDkvKDiipS7UYcT/t/rSZmehYBWEqUWC3UFFox9MZ4pktzVxxygLufL6BQMRkeqE9Zb3V036rrrqQPKsiGDGZ5rIRCDvpCkdx5lkod9uZM81FodOKzWLw/iXTObKqiB+fv5yOQISH/9NIMBKjusRJ+sJupqnRWlNRaKe5M4RSGquhKCuwoTVUFdmZVeqiMxDXYaf3VE8Vyy9BSC/rtaVOTlpYQYHDgsWIz2PyBg9PKvQGu4+QmabGbjX4ymmLuHVdPfs7gpQX2PnyqQuxWw2CEZPqYifVxQ72JTqxukIxqoodqQ6q2lInq5dMJxiNsb3ZS6HTSn6PPK1aVMGPn9mG1mBR8MX3LeCNPW0Sj6OEyEgmEZlqtj+/ah6Prd/XbRGIUlcePzynDlPHv8LdDgt7WgMpX02rUly79gh+99oeth/0AYqvnraoT832ntYAVcUOLjqmlsff2kdjW5DrzlhChTsPUDz42h5W1Jbw0+cbUIqUnqwv/Vqm3sNC3+TykDRIzA6HaNTklZ0tqWWVj5tbylWrFxKKxugMRlM6zXJXHhccU8vTm5spcto4a0U1e1sD/PnNfaytq+KXL+0kbJpEYyaXrZrPv3e28LHjZ7FsRhGv7Gzlhsc3EYrGUMQr3j2tfo6ZPY3v/nUze9sCVBY5+OE5dditFrZ7fNyyrp5DvjALpxdw8XGzeKHewylHTOfxt/aztq6KN/e0cdaKmlTcjqZH+WQil2NW4nV4JMv6I280puo+i4ISVx4XHVPLus1NHPSGuSgRr75QLDW3an1jOw//Zy/vXVjOIV+Y/DwLoajJ/IoC/rn9IM9sOcjCigLOWDaD7z2xmabOEKcuqeAjK2r4xUs7cNutKW12+nyqJTPceIMx7nh2O6fXVXLX8w1ooMUXpiscZWZpPnd9dEWfEjDhMJnGqzS2JxmZuJGUZbAgTFJj1twZTJnYVxc7+N5H6ugMRVJLvjptRi83khZ/mE0HOnn0zUZe391OKGoyo8jBrecvZ3qhHYct/rIwtc5ImzmYjlXon1yuuEFidjg0dQS4/ZltLJ9Zgt1mEAjH+PvGJtYeWcUL9Z5Ur9niqkJceRa8wbjGcv3edm5dF/fwPnpWMZetmk9TZ5BgJMYTGw6waX8nR1QVcuOZS7n01//hQHsAm9Wg0GGjvDCPm885ilkl+TR2xIeW8+0WZhbnYxiKfe1deLwhIrF4z3ZzZ5CWRMPg1qfrsRiKy09ewF83HOimU83WUu8TmVyOWYnX4WOamt2tfr72yAbau+IjPcllzS9bNY/v/HVzao5FuhvXDY9totUfZmaJgxMXVuC2W1lU6eYvb+/j2S2HgLjt5pLK+HyHaKKOLHfZOeQP4QtG+caj71Df5CWQGOVKzqc6YV4ppo5LPi+7/w0CkRh2qyUlBf3Fx1dyRJUsqzwQotmeovSnq+q5bTBfy6TGLLn0KsC+9iAHOoPc81Jc+zlrmqvPPLT4w1z353cIRQ+v0Li/I4iJxh+KMbuPJVsHu6eBdKyCMNEYSSPTH4qxYV9namQqOY/iw++qTq3iCvHJzcm4afD4MJSKL16hYXdLF7tauvjVy7u4+PhazjhqBicvquDVnS10heMrUyqliMZ0wqM7TChiYrNZ+lxyORzVfO2RDextDVBWkEdjW9wX/7sfqYvPufCGsduMXjpV0YEKU4Xk3Cd/Yq2JUDSWmlfhsBnd5ljAYY11Uma1ty3IA//aA8D3z6pLNbQBFIrNTV4MFXf0SpLUZrf6w6mGNhyeT+UNxuc9+YJRlIov+Z6Mz6S/tjA6SGN7ipKs5JKV/s5D/pRmLBAx0WhcdguhaAynzSAQMakudlBV6OCzJ83FMGB3i49A2MRiKExtkmeN93S57Baqihzsbu2CxMDJjCIHBor8Hvov6dkSphojlU+47Bbqqgt79WyHEnFbXeTk/UdOJxCJ0uDx4U747CbdBQ50BImZmjyL4pPvmc3PX2ggGDGpcNv50vsW4HZYqSxy0NRxeBJzZZGjW+z2jFu3w5Ly4zc12CwGJfk2usJRTA3lBXkEE/ZiogEVJgqj7TRkGPH4be/qvqx5MGLitBnMLM2nutjJxcfNYv3etl7zGjSaQoeNvIS1Z2cwwqzSfM5YNoPphXaC0RgHOgKpkd/kNUvz45adncF4j/rsaS5mljhTmnGLRXHl6gXcuq6eg94QFYV2rlq9gEKnNBFHC5GRTGHSK/0WfwinzcInjp+NzaL43b/3sraukrue3wFonDYLXz51Eb95ZRcxrTl7RQ0P/GsPzd4Q0ZjJ51fN5+lNTXzqxLkcU1vMq7vauO7Rjexp7WJGkYNvf/hIKtx5LK4sSnnuimYz++TykDRMzZgdjg1YOj0125VFDm744BLe2NPKhn2dnLa0kvtf28MOj5+5FS4ufc9cFkx3EYiY1Df7+PHT9XQEItx09jL+75+7ONARpLkziKk1M0vzuefjR9PcGeK6tPRvPHMpx8+ZhtVqDDg35Ma/bKLB42PmtHw+ekwtT2w4wO7WAJeeOIfXd7Vy0bGzJL4HIZdjdirF62jWT4Nqtjc14fGGOG/lTH776m68oRg3nrmU42aX8ta+jm51dNI7f+mMIl7adpD3L62kIxDh9me3094VSc1pSuq9k9e847ntoOPWvxcdU8tTG5voCEa56Jha3tjTygnzyvCG4nM0lIJF092pNTKE/hHNtjAo6ZV+JGbS2BZgXrmL81bO5Dt/3cyi6QVccEwthU4ri6sK2XLAS1c4Psv5/ld3sfmAj71tXURimgq3nUtPnMv9r+3mno+v5C9v7efEheUYSmG3xoePF0wvYHqhs8/rJxlKo0MYnFyuuGFqxmyDx8eVD63vtf2285dnZHnn6Qzwz4YWFPFRqOe3eAhEYlz/wSV0BiJ86/FN1Df7CEZj2AyDxVVuPvnuOSyfWURHIEIkpglFTWwWxdce2ZDq6VYACm457yiOnlVCVzjWTZud/EjuL26/f3YdAO1dEayGIhiJxVe7y7PiDUXwBmOcMK+UikKJ7YHI5ZidSvE6mvVTelrpbiRLqgrJz7PQ4o+wpamTJzc0sbPFj6EUFYV2fnD2spQvdltXhK1NXtZtamJPa4DaUieffPcc9rT4ue3pbXh8obglr6FYVlPEdz9yZErvXVvq5L0Ly5k9zcW+ti7+vrGZ3a1dcc14vo1L3j2HP7/ZyPn/Vcu8igKaOoISqxkimm1hUNL1YEltdqs/jMUS/5Ld2uzj3n/uZEFFAUUOG997YjON7QGWVRdx4bG1dIVNdhzyA1CSn8eymiLcjnlETY0vFKXB48duMwhFTF6o93D1mkVoHUgNyfmG4T0qCBOdoVrepQ9lux0Wtnv8qYmO5W47XzxlPs9t9RCKmOxtC7ClyUs4ZmIQH3b2BqNUFjmImpp97QG+/Pu3Abjm1IW4HVb2tJoYSqGB6QV2vMEovoT9mGnGF53qaz5HOq3+cMr3vqrISYPHx9f/9E6ve6mrLpK5F8KEYDje2Jmktac1kJrI7AvFcNgsOBP15Nq6SgIRk2e3NLO7pYu2rggVbgcVbkdCVw0nLazghXoPANGYRhkq7r+dCNH0dSjSr/nbV/fw6RPn8LMXd2C3WlJ1frM3RL7dwjaPn+/8dTPfP7uOX/5jp8TqKCON7SlMeqWfrh+LJRamSHpgr1lSyR3Pbae1K4wCmjtD3Pncdj530jz+sf0Qc8sK+OS7Z/Ptv2yi3uNjRW0xnzlxLr96eRev7Wqj3B3Xf5na5NqHN6WG5K49bRElLhtt/kgqT6LpFCY7Q1nivedQ9qfeM4cHX9tDqz+M1prmziC3P7ONq05dSH7Ck366286+jmDKUcBlt7DjoA8oYEFFQUqP/dbeNr586iK+9vAGGtsDTHfb+cIp83ltRwtHzSzuFqvpw+eZfCyIh7Yw0RnNMtzTZ/vkRRX89PkG7FaD05ZO579ml3Ln8w00tnVRVeTgslXzeXLjAbY0deIPRbFbDf73b1t4u7GDUlce/3P6EQSjJjsO+dA67j7S2hXBUBqrYVBWYO/mo51E6/jaG95gNFXnl+fnpRauKXfbCUVMidUsYGT7Akqp05RSW5VS25VSX+1j/yVKqYNKqfWJn0+n7fuEUmpb4ucT2c7rVCNZ6Ze68rBa4rOYLz1xLmUFeVQWOagotFNRaGf2tHx8wSjT3Q7sVgvtgTCmhkKHjRnFTj52XC0PvLabXS1dVBc76OiK8K2/bOKkRRVAvDfggX/tYcehrm6rVv721d1ctip+fWDARocgTBYMQ6XcgG47fzk3nV3Xrw7U4w2mGtoQ11Jua/ZS7s7DBMIxkyZviFnTXNQUOZlX7uKqNQuZURSPocVVbj5xwmye3tzMnc9vp8Bu43/PquOomUWcML+cl+o93HzeUdx87jI+deJc/vLWfj6wbAaNrd1j9Y5nt8edTOj+3oC+4zaTYwQhlxnNMpye1kkLK1JrTFgtihPmlfHDdVuJJRav2dce5KfPbecLJy/gyQ1N3LKunoaDfjqDESoK7bT6wxzyhf9/e3cfZFdd33H8/dnnze5mk80DJOSBQBINDxZwBx/KlIcSTLWTOIMKVexkpFJxwCrVaodWLXQcn2VU7EA1PtCqtMJoarGKKSnlIZoUQgLRxJCQsEHIw0LIbvZ5f/3jnru5e7m7ezbcs/fp85o5s/fce+493zl7vuf87j2/8/3x7Yf38svfvMDs5no+snI5bdNqqa5KncdvWrmchTOmvSL+M+c0cdPK5aPO+R9ZuZyHdh/i1NYGPnTZUrY++6JzNQGJ/rItqRq4HVgJdACbJa0PIezIWvTuEMINWe9tAz4FtJOqafF/0XtfTDLmSpJ50u/uGxpVjWTd2vaRGtgBmNVcz8DRHma31FFbVcWc5jqWntLMbVedR221+N6j+5g/o4G66ir6h4Z54eVe2prqWNjWSJXEy70D9A6Mvvy2/cDL/OXFZ45bgtCsHMUteZd9KbtvYJjm+prUqKrN9VQpdRI9dKyPI639nD2/lVOm13PW/HY6u/s5dKyP/9z2ew4eS/XnPN4/xIWnt3HbVedxuKufbz20l0f3dPL2805jemMNl7xmLsMh0N0/OlczL59nHzdy5W2cZcyKWT734czPOtzVT31NFTXVQoggOPRyP0e6+5jf2kjf4DAhBDq7+th7uBuU+pItxLS6ahbMbKSpvpruviEGh/tY/8Rz/Onr5vP1d19AQ201s5rrRqqR5IofeMU5/3ULZlBVBVUSFy2bXRS5Wm6VypLuRnIhsDuEsAdA0g+BNUB2YzuXtwD3hxA6o/feD6wCfpBQrBUpuwRg9lCxkNrpb7xsKV++fxcHostY72xfyNc2/I6uviE+vfos5s9oHGkUVEnMa22kf3CY+prUpaiWhppXDBvf1lRHfU2Vb4Y0G0P2pez/2XWQD69czncfeYZdL3Qxp6We975xMeu3HmDpnGaqWlM16YcDfOa+3574RRyNXBrObOjPaalnW8dRvviLXSPzH7582cgwz2nZl5XjfFlwDW0rdWPtw+nzZXpwtqFhaI7ZIGyoqaKtqW6kDJ8CzG6u5VD0eZ3dfbQ01HLgpV4OHO3hnPmtDA0PMzA0TE21qK2uAsScllR3kP2dPXxj49M5b96MO+5GsfXNLsdKZUl3IzkNeDZjviN6LtuVkrZJ+pGkhZN5r6TrJG2RtOXQoUP5iruipHfsj9+znQ/fvZWP37Odx/a/yPDwidbxorZG/mH12fzg/W/g5ret4IGdB0eGlM2+XDV3ej23rDmbrc+mLkK0NdVx08rlnDmnyZeVzTk7CdmXsrv6hjhjThMfvHQpn73yXG64dOlILmY2huN29bhp5XJWzGtJ9d2M7q1YNrfZuWojnK+jpc+XX93wOzbv7eR939nCdXdt4W/u2faK82b2ez5+z3a+8stdvPP1C2isrSYQeOTpw3z0La9lxfzpVFXB8lNS3UB+vPUAbdPquPrChcyLfvE+3j/EzKbaUd1BoPxyNLv7XHZXtlKUaOk/Se8E3hJC+Ito/r3AhSGEGzOWmQV0hRD6JH0AeFcI4TJJHwPqQwj/GC3398DxEMKXxlpfJZUlyqfxShzNbWkY9Q1zZlMtH7xkKfNaG6ivqRr5Jp99yWd2NFTseMPGl/ploVJQzGXEwDkbR67c2trx0oS/+sS5DDs8HHjhWC8vHR+gtkpMb6xhdrNztZCKOWedryfOl287dx5ff2A3h471UV0lFsxs5JTpDTlLA2afYxe1NbLyrFN5zaktzJxWy6xpdRw42sPLvYM8c7ib6ioxEI3e+uPHO/iry5dxpGuA5oZqVsybzuK21OjN5Zqjr7Y86lQqltJ/HcDCjPkFwHOZC4QQjmTM/jPwuYz3XpL13o15j7CMxe3zNF6Jo4OM/ob5YvcA/7Tx6ViXq+JcvjKz8eXKrTh9SeN29ZjX2sg856pZLOnzZX1tFYeO9QGpcnvDIYxZGjD7HLu/s4dvPbSX2646byTPTp/dzPNHe/jSL3bR2d1P3+AQz3b2MKelniNdA9y1aR+QanCmc71cc7Qcqxkl3Y1kM7BM0hJJdcDVwPrMBSTNy5hdDfwmevxz4ApJMyXNBK6InrMY4nQNSUvv2JnSO3auhnhzfTVdvamhoJ8/2pPzM80sOemG9Jlzmzm1tXHk5Ds4OMzew108eeAoew93MTg4XOBIzcpL+nzZNzDMnJZ64ESZ3LEahOOdYzNldv+qkkYqhKTrapd6gzOucqxmlOgv2yGEQUk3kGokVwPrQghPSboF2BJCWA98SNJqYBDoBNZG7+2UdCupBjvALembJW1iY/V5ynWJa7y6vwfpHfUNc1FbI5evOIVPrn+KY72DZXHjglk5yDWMe+Yw62b26qXPl/c+1sGHLls6UsZv7vT6MRuEcWvrZ1cQ6Rsc4l827WN/Z09ZNDjjKsdqRh6uvUxNts/TWF1Ocg2q8a+/2kfPwBCKhqzyEOvFq5j7f4JzNp/2Hu7ifd/ZwvNHT9xEdGprA+vWtrNkdnH1c7SxFXPOOl9TsquRpMvkjtcgPJlSduVW/q4cFUufbSuQyfZ5Gqt/Z/Y3zP6h4VENbfAQ62bFoLtvaFRDG+D5o70jo8OZWX6cTFnLXO+ZqDHt8pnlw43tMjWZIaEnklmLe19nN831Nbx0fGCkKH9bUx3T6qt5/miPv4GbTUI+f7lqqq8eGYo97dTWBqZVQB9Ps1ITt5a0f90uD25sl6l893lKHxjufayDd1ywgNs3Pk3/ECyY2ciNly3l8LE+vhjdRe1+3GYTy/fADQtnTOOWNWe/os/2whnTEojezF6NOPdVlePgLpXKje0yls9LUJkHhqM9A1x/8ZkjNT+b6qr52I+2x7oZ08xSJnMTcxw1NVW8acks1q1t53g0FPPCGdN8c6RZERqv5G5avo8RVjhubFssmQeG/Z09o2p+Huud+KAxWb50ZuUuzsl2smpqqnwzpFkJiHNfVRLHCCsM/+RhsYxXJzRuDdG4JlMj3KxU5TtvzKx0xKkl7WNE+XBj22IZ78CQ7wL0Y106O3isd4J3mpWOchy4wcziybyv6rarzuNzV577ir7YPkaUD3cjsVgmuuEynzdj+tKZVYJyHLjBzOKb6L4qHyPKhxvbFebV9IUe78CQz5sxJ1sj3KxUuY6umY3Hx4jy4MZ2BSmVMkL5rBFuZmZmVkhubFeQUikj5EtnZmZmVi7c2K4gpdQX2pfOzMzMrBy4sV1AU11L2n2hzYqT68qbVSbnfmVwY7tACtF/2n2hzYpPqdxLYWb55dyvHInX2Za0StJOSbslfSLH6zdJ2iFpm6QNkhZnvDYkaWs0rU861qlUiFrScep6mtnUcl15s8rk3K8cif6yLakauB1YCXQAmyWtDyHsyFjscaA9hHBc0vXA54Grotd6QgjnJRljoRSq/7T7QpsVl1K6l8LM8udkct/dTkpT0t1ILgR2hxD2AEj6IbAGGGlshxAeyFh+E3BNwjEVBfefNjPwscCsUk02993tpHQl3Y3kNODZjPmO6LmxXAv8LGO+QdIWSZskvT2JAAvFw7CaGfhYYFapJpv77nZSupL+ZTvXV62Qc0HpGqAduDjj6UUhhOcknQH8t6TtIYSns953HXAdwKJFi/IT9RRwLWmrVKWas0nxscCKmfM1OZPNfXc5K11JN7Y7gIUZ8wuA57IXknQ5cDNwcQihL/18COG56O8eSRuB84FRje0Qwp3AnQDt7e05G/LFqhL7T7u/mZVyzuZLrjyotGOBlQbna7Im0w5wl7PSlXRjezOwTNIS4ABwNfDuzAUknQ/cAawKIRzMeH4mcDyE0CdpNvCHpG6etBLl/mZmzgMzOzku31u6Em1shxAGJd0A/ByoBtaFEJ6SdAuwJYSwHvgC0Az8uySA/SGE1cAK4A5Jw6T6ln82q4qJlZhSGS7eLEnOAzM7Ge5yVroSH9QmhHAfcF/Wc5/MeHz5GO97BDg32ehsKrm/mZnzwMxOXiV2Py0HiQ9qY5aW7m+Wyf3NrNI4D8zMKosb2zZlXOLMzHlgZlZpEu9GYpbm/mZmzgMzs0rjxrZNKfc3M3MemJlVEncjMTMzMzNLiBvbZmZmZmYJcWPbzMzMzCwhbmybmZmZmSXEjW0zMzMzs4S4sW1mZmZmlhA3ts3MzMzMEqIQQqFjyBtJh4B9U7jK2cDhKVyfY3AMk41hcQhhTqGCmcgU52wx/n8cg2PIjqFoc9bn2IqNodDrL+YYYuVrWTW2p5qkLSGEdsfgGBxD8SuGbeMYHEOxxVDMimH7OIbCr78cYnA3EjMzMzOzhLixbWZmZmaWEDe2X507Cx0AjiHNMaQUQwzFqhi2jWNIcQwpxRBDMSstSV/kAAAG0ElEQVSG7eMYCr9+KPEY3GfbzMzMzCwh/mXbzMzMzCwhbmybmZmZmSXEje0YJK2StFPSbkmfyPH6TZJ2SNomaYOkxVMdQ8Zy75AUJOW9RE6cGCS9K9oWT0n6/lTHIGmRpAckPR79P96a5/Wvk3RQ0pNjvC5JX43i2ybpgnyuP2YM74nWvU3SI5L+IN8xFDPna/wYnK/O10JzvsaPodzzNVpHQXM2sXwNIXgaZwKqgaeBM4A64AngrKxlLgWmRY+vB+6e6hii5VqAB4FNQHsBtsMy4HFgZjQ/twAx3AlcHz0+C3gmzzH8EXAB8OQYr78V+Bkg4I3ArxLYJyeK4c0Z/4M/SSKGYp2cr5PaDs5X52tBJ+frpLZD2edr9LkFzdmk8tW/bE/sQmB3CGFPCKEf+CGwJnOBEMIDIYTj0ewmYMFUxxC5Ffg80Jvn9ceN4f3A7SGEFwFCCAcLEEMApkePW4Hn8hlACOFBoHOcRdYA3wspm4AZkuZNZQwhhEfS/wOS2R+LmfM1fgzOV+droTlf48dQ9vkKhc/ZpPLVje2JnQY8mzHfET03lmtJfeua0hgknQ8sDCH8NM/rjh0DsBxYLulhSZskrSpADJ8GrpHUAdwH3JjnGCYy2f0laUnsj8XM+RozBpyv4HwtNOdrzBhwvqYVU87G3h9rEg6kHCjHcznrJUq6BmgHLp7KGCRVAV8B1uZ5vbFjiNSQutR1Calve/8r6ZwQwktTGMOfAd8JIXxJ0puAu6IYhvMUw0Ri7y9Jk3QpqYPBRYVYf4E4X2PEEHG+Ol8LzfkaI4aI8zWlKHJ2svnqX7Yn1gEszJhfQI5LJ5IuB24GVocQ+qY4hhbgHGCjpGdI9WNan+ebOOJshw7gJyGEgRDCXmAnqYPDVMZwLfBvACGER4EGYHYeY5hIrP0laZJeB3wTWBNCODLV6y8g52u8GNLLOF+dr4XkfI0XQ3qZSs9XKIKcPal8zWfH8nKcSH2b3AMs4cRNA2dnLXM+qRsLlhUqhqzlN5L/GzjibIdVwHejx7NJXeqZNcUx/AxYGz1eQSoJledtcTpj3zzxNkbfvPHrhPaJ8WJYBOwG3pzEuot5cr5Oajs4X52vBZ2cr5PaDhWRr9FnFzRnk8jXvO+45TiRuvt1V5TwN0fP3ULqWzbAL4EXgK3RtH6qY8haNu8Hg5jbQcCXgR3AduDqAsRwFvBwdKDYClyR5/X/APg9MEDqG/a1wAeAD2Rsg9uj+LYn9H+YKIZvAi9m7I9b8h1DMU/O19jbwfnqfC345HyNvR3KPl+jdRQ0Z5PKVw/XbmZmZmaWEPfZNjMzMzNLiBvbZmZmZmYJcWPbzMzMzCwhbmybmZmZmSXEjW0zMzMzs4S4sV0hJM2Q9MFCx5GWHY+k+ZJ+VMiYzIqF89WstDhnbTwu/VchJJ0O/DSEcE6MZatDCEPFEo9ZpXG+mpUW56yNx79sV47PAmdK2irpC9kvSrpE0gOSvk+qUDySrpH06+g9d0iqjp5fJekxSU9I2hA91yRpnaTNkh6XtCZ6fq2kn0j6L0k7JX0qVzySTpf0ZPSeBknflrQ9+qxLMz7r3uizfifp80lvNLMCcb6alRbnrI0t36P/eCrOiXGGH41evwToBpZE8yuA/wBqo/lvAH8OzCE1TGx6ubbo72eAa6LHM0iNQtUErCU1GtMsoBF4EmjPjidzHvhr4NvR49cC+4GG6LP2AK3R/D5gYaG3rSdP+Z6cr548ldbknPU03lSD2Qm/DiHsjR7/MfB6YLMkSCXxQeCNwIPp5UIIndHyVwCrJX00mm8AFkWP7w8hHAGQdC9wEfDjceK4CPha9Pm/lbQPWB69tiGEcDT6rB3AYlIHJrNK43w1Ky3O2QrlxrZl6s54LOC7IYS/zVxA0mogV0d/AVeGEHZmLf+GHMtPdKOAxnmtL+PxEN6HrXI5X81Ki3O2QrnPduU4BrRMYvkNwDskzQWQ1CZpMfAocLGkJenno+V/Dtyo6Cu6pPMzPmtl9P5G4O3AwxPE8yDwnuhzlpP69r5zjGXNypHz1ay0OGdtTG5sV4joEtPDkp7MdfNGjuV3AH8H/ELSNuB+YF4I4RBwHXCvpCeAu6O33ArUAtuimzBuzfi4h4C7gK3APSGELRPE8w2gWtL26PPXhhD6MKsQzlez0uKctfG49J8lStJaoD2EcEOhYzGz8TlfzUqLc7Y0+JdtMzMzM7OE+JftCiPpXFKXmzL1hRDeUIh4zGxszlez0uKctVzc2DYzMzMzS4i7kZiZmZmZJcSNbTMzMzOzhLixbWZmZmaWEDe2zczMzMwS4sa2mZmZmVlC/h936V9SStwIJAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.axhline(0.77,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.scatterplot(df['t_reception'],-df['release_time'],ax=ax,alpha=0.8)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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+pqQmccNNU3E4HAEzIVAye3bScRYBZ/bs2VxxxRXMmzcPq9VKfX29x9cXL17MgQMHOHDgAOvXr+e+++5j/fr1PqpWBBqn08nGn7byxr/mYLVYCdIGcctdM7h04mj0+pbtyhUaFtrskI0LkeRVCAKm0wyS2XORjrOfe+aZZwD461//6uNKWq9k+0HyV2zEUlVLcFQ4mZcPI3FA+8Z6VldX88MPP/D+++8DoNfrm3Rm5s+fzy233IKiKIwcOZLKykqOHz9OSkpKu64tLgylJeXMeXMuVotrO1uH3cFH731Ov4G9SEs/+7+hQM4rdHxmJa/Cn0lem5LMnptMDvRzK1asYMWKFb4uo9VKth/kwILVWKpqAbBU1XJgwWpKth9s13kPHTpEQkICt99+O4MHD+auu+6irq7O4zlFRUWkp6e7HxuNRoqKitp1XXHhsFqsVFVWe7RZLFYa6s3nPDZQ8wreyazkVfgzyWtTktlzk46z8Ir8FRtx2uwebU6bnfwVG9t1XrvdzubNm7nvvvvYsmULYWFhPPfccx7PaW4beUVR2nVdceEIjwgj42cz4ePiY4iMCvdRRZ3DG5mVvArhHfIa6zvScRZecfJdcEvbW8poNGI0GhkxYgQA119/PZs3b27ynIKCAvfjwsJCUlNT23VdceGIiY3mvoduo2efbuh0WjK7ZfCbR39FQlK8r0vzKm9kVvIqhHfIa6zvSMdZeEXwGe7Onam9pZKTk0lPT2ffvn2A66O2Pn36eDxn6tSp/Oc//0FVVX766SeioqIumLFXomNkdcvgd3+5n7+/8gR/fPLX9OyTfd7fUfFGZiWvQniHvMb6jkwO9HNxcXG+LqFNMi8fxoEFqz0+StLotGRePqzd5/73v//NTTfdhNVqpWvXrrz33nu88cYbANx7771MnjyZRYsWkZ2dTWhoKO+99167rykuPJGREURGRrTqmEDNK3gvs5JX4a8kr82TzJ6d0txYFX+Uk5Oj5ubm+rqMC9qePXvo3bt3i5/vjRm/F6rmfvaKomxSVTXHRyWdleTVP0hmfSPQ8gqSWX8gefWN1uZV7jgLr0kckC0hFiKASGaFCBySV9+QMc5+7k9/+hN/+tOffF2GEKIFJK9CBI6z5dVmtWExWzq5IhEI5I6zn1u3bp2vSxBCtJDkVYjA0Vxe7XY7hw4e4Zsvl1FXW8/Eqy6l74AehIWH+aBC4Y+k4yyEEEIIARQWHOfZP7+IpXHn0J3b9vLQH+9h5MVDfVyZ8BdeHaqhKMq7iqKUKIqy87S2JxVFKVIUZWvjr8nerEEIIYQQoiW2bdrl7jSftPSb72mob/BRRcLfeHuM8/vAFc20v6iq6qDGX4u8XIMQQgghxDmFhBiatBlCDWiCgnxQjfBHXu04q6r6A1DhzWuc707u4iNc7rjjDhITE+nXr5+77fe//z29evViwIABTJs2jcrKymaPXbJkCT179iQ7O7vJFqJCdATJa1OSWdFZLGYLNqutxc9vLq/9BvUmLj7G/Vin1zFl2kSCg/UdVqc/k7y2gKqqXv0FZAI7T3v8JJAPbAfeBWLOcuzdQC6Qm5GRoQrf2r17t69LUFetWqVu2rRJ7du3r7vt22+/VW02m6qqqvroo4+qjz76aJPj7Ha72rVrVzUvL0+1WCzqgAED1F27dnVa3e3V3M8eyFW9nN/W/JK8+h/JrG8EQl7V8yizdTX16pZ1O9SXn35LfeuF/6p5e/NVu83e5vMVFRxXF81frn724dfqoQNHVJvV1oHVnpnk1Tdam1dfTA58HXgGUBt//wdwR3NPVFX1TeBNcC3O3lkFio6xcVkuC95ehKnERExiDFPumsywCe1b/3/MmDHk5+d7tE2cONH955EjRzJv3rwmx23YsIHs7Gy6du0KwMyZM5k/f36TrURF20leA59k9sJyvmR2/8483n3pI/fjPdv28/DT92LMbNs20KnGZFKNyR1VntdIXn2j09dxVlW1WFVVh6qqTuAtYHhn1xBIHnroIR566CFfl9FqG5fl8vELn2IqNoEKpmITH7/wKRuXeXdnqnfffZcrr7yySXtRURHp6enux0ajkaKiIq/WIi48gZpXkMyKwGRusPDDt57LytmsNvZs23/OYyWvrSd59UHHWVGU098CTgN2num5ArZu3crWrVt9XUarLXh7ETaL51gzm8XGgre9Nxf02WefRavVctNNNzX5mtrM1vKKonitFnFhCtS8gmRWBCaNRsEQEtyk3dDMJL+fk7y2juTVxatDNRRF+RgYB8QrilIIPAGMUxRlEK6hGvnAPd6sQfiGqcTUqvb2mjNnDgsXLmTFihXNhtVoNFJQUOB+XFhYSGpqqldqESIQSWZFINIH67l86hj27TiIzWYHICYuip79u/m4Mu+SvPqOVzvOqqrOaqb5HW9eU/iHmMQY10dIzbR3tCVLlvC3v/2NVatWERoa2uxzhg0bxoEDBzh8+DBpaWl88sknfPTRR80+V4gLkWRWBKou2UYefvpedm3ZR0hYCL36dyMxJd7XZXmV5NV3On2ohrgwTLlrMrpgnUebLljHlLvat9/NrFmzGDVqFPv27cNoNPLOO+/w4IMPUlNTw4QJExg0aBD33nsvAMeOHWPyZNf1tFotr7zyCpMmTaJ3797MmDGDvn37tqsWIc4nklkRqLRaLcasVCZddyljJo0kMTXB1yV5neTVd2TLbT/Xo0cPX5fQJidn9nb0jN+PP/64Sdudd97Z7HNTU1NZtOjUeK/Jkye7Qy6ENwRqXkEyKy48ktemJK/nJh1nP/fmm2/6uoQ2GzYhp90hFiKQBHJeQTIrLiySV9EWMlRDCCGEEEKIFpCOs5+7++67ufvuu31dhhCiBSSvQgQOyatoCxmq4ef27z/3Iu5CCP8geRUicEheRVvIHWchhBBCCCFaQO44CyHEz9RU11JwpIgDew+R2S2DLlnpRMdE+rosIYQQPiZ3nEVAueOOO0hMTKRfv37utq1btzJy5EgGDRpETk4OGzZsaPbYOXPm0L17d7p3786cOXM6q2QRYGw2G8u+WcnTf/oHH8/5kv99/F/M++hr6usafF1ai1RVVnM0v4gTx0qa3Qa3s0lmhQgcktdzk46znxs0aBCDBg3q8PPWVNYGTEfgdLfddhtLlizxaHv00Ud54okn2Lp1K08//TSPPvpok+MqKip46qmnWL9+PRs2bOCpp57CZPLO1qQisJWWVPD1F996tH2/dA1lpeXnPNZbeW2pwqPHeP6ZV3n0waf482//B4vZgtPp9Fk9IJkV/svXefVHktdzk46zn3vppZd46aWXOux8tVW1rPl2Pe89/yEf/HMu+7fnYbfZO+z8p/vmq2VMumgGAzPHMemiGXzz1bJ2n3PMmDHExsZ6tCmKQnV1NQBVVVWkpqY2Oe7bb79lwoQJxMbGEhMTw4QJE5r85yAEgNPhwGKxerQ5HA7sdsc5j+3ovLZGQ4OZT/7zFQf3HQagrraempo6bK3It2RWXEh8mdeOIHn1DRnjfIHZlbuXbz5c6n78wUtzuffx20nLTOnQ63zz1TKe+uPzmBssABwvKuapPz4PwFXXTujQa7300ktMmjSJRx55BKfTydq1a5s8p6ioiPT0dPdjo9FIUVFRh9Yhzg/RMVEMHNKXrbk73W1Z2RnExET5sKpzq62uJW//4SbtNquN4GD9OY+XzAoROCSvvtPiO86Ky82Kojze+DhDUZTh3itNANx8883cfPPNHXKu+tp6Nq3e5tHmsDvI29X0xba9Xv77W+5An2RusPDy39/q8Gu9/vrrvPjiixQUFPDiiy82uz1oc2M9FUXp8FpE4AuPCOP2e2cx+drxZHbL4LJJl/DrR+4iJi76nMd2ZF5bKyw8lPTMtCbtWl3L7o9IZsX5zGa1UVlehcXs+jeuqirXX38D102bTqWpysfVtZ7k1XdaM1TjNWAUMKvxcQ3waodXJDwUFhZSWFjYIefS6rRERIU3aY+MieiQ85/uxLGSVrW3x5w5c7juuusAuOGGG5qduGA0GikoKHA/LiwsbPbjJnHhsjRYMJVUUmOqISk5gZtun85jT8/mjntnkWpMbtE5OjKvrRUaFsqsW68jJTURAJ1eR1hYKLoWdpwls+J8VXqijE/fmc/LT7/Ff175lML8Y2zfspt1P67nxx/W8dwTL3P44BFfl9kqklffaU3HeYSqqg8AZgBVVU3AuT//E35DH6xn7JTRBBtO/bUlGxPJ6J5+lqPaJrnxxbul7e2RmprKqlWrAPjuu+/o3r17k+dMmjSJpUuXYjKZMJlMLF26lEmTJnV4LSIwmYpNLHnvWz545r989uLn5G07hKqqREZFuO/YOp1OzA3mDrme3e7wyooXWd0y+POzv+XZFx/jf1/6MyGhBoKCglp0rGRWnI/qauv59J2vWb9qM2XFFezI3cObz3/AkbwC9/j//EMFvPPah1RX1fi42paTvPpOa8Y42xRFCQJUAEVREgDfTtcWrWbsmsq9j99O4aFjGEINpHZJJibh3B9Bt9ZvHv2Vx/grAENIML959FftOu+sWbNYuXIlZWVlGI1GnnrqKd566y1mz56N3W7HYDDw5ptvApCbm8sbb7zB22+/TWxsLH/9618ZNmwYAI8//niTCRDiwmQ1W1kzfy152w8BUFlSyTdvL+KmP80iLjUOgGNFxaxY8gOHDhxh6IgBjLo4h7iE1v/7qamsZfe2/WxZt53U9GRGXDqUpNSEDv1+4hNiiW+sbc+eln8ELZkV56Oaqlr278zzaDtRWEJISIhHW96BI9TV1hMZ1fGfwHqD5NV3WtNxfhn4EkhUFOVZ4HrgL16pSniNRqMhyZhIkrHj35We7uTkhJf//hYnjpWQnJrIbx79VbsnLXz88cfNtm/atKlJW05ODm+//bb78R133MEdd9zRruuL8099TT0F+z2HV9htdipLK4lLjaOi3MTLf/s/8g+5nrNn534Kjx7j9ntmEWwIbvF1HA4Hq5f9xNIvvgdg77YD7MjdzX2P3U5sQkzHfUNtJJkV5yNtUBCh4SHU1dSfatNr0Wo9P4lJNSa3aBKtv5C8+k6LO86qqn6oKMom4HJAAa5VVXWP1yoTAIwaNcrXJbTZVddO6PDZvUJ0NH2wnqj4SBpqT1vXXIGwxvkAFWUmd6f5pDWrNnLN9VeSkpbk0X62vFaWV/HTd7kebaUnyikvNflFxxkks+L8E5MQw1UzJvDZu1+7h0ddfvUlRMVGkhifgtPhICo6gtvvnUlsvH/ksKUkr77R4o6zoijdgMOqqr6qKMo4YIKiKMdVVa30WnWC//3f//V1CUKc10IjQxlz3SV8/X8LMdeZQYEhlw4mKsG1xXZzY4T1Oh0aTdMZ42fLq6IoaIKaTivRaGQ5fSG8JShIw9DRA8noaqTo6HESU+JJSk1Ab9CxZNlCGuobiIwKJyEp3teligDRmqEanwM5iqJkA28DC4CPgMneKEz4J1VVz9slZvyVP2ybfD6qr22gprIGTVAQiV2SmPXojdRW1hIcGkxkXCSGUAMAsfGxDBk+gM0btruPvWraeOLiWzd+Lzouikuvupgv//ONuy29axpxXr7bLJntXJJX/xMSaiCjWxoZ3TyXazRmdOz+BR1B8tq52pLX1nScnaqq2hVFuQ74l6qq/1YUZUurryhaZfr06QB8/vnnPq4EDAYD5eXlxMXFSbA7iaqqlJeXYzAYfF3KeaWixMT8OYs5sCMPXbCOS64cxagJOaQnuVaYaag3U5BXxInCEhJT47nlVzMYPXYYhw4cYcCQvmRlZzS7PvLZ8qrRaMi5eBBJqQls37iblPQk+gzuQXSc9zZWkcx2LslrYPGn11eQvHa2tua1tatqzAJuAaY0tuladTXRauXl5T69fl1VLWX5JVQUlZPQNYkqRxWlpaU+relCYzAYMBqNvi7jvOF0OFm3PJf92w8CrlU1Vny5iqxeXejWJwyH3cGmH7ay4MNvOXkzYtzVo7n82jGMHjvCfR6H3YHdZic45NQEwXPlNSwilF4Du9NrYNPlnLzBaDRSWFgome1Eklf/9fO7ub5+ff05yWvna0teW9Nxvh24F3hWVdXDiqJkAf9t1dXOY/W1DZQWlXIs/1P3fhQAACAASURBVATJ6YkkGhMJiwz1dVntYq4zkzv/Jwp35rsaVsLASUPpPW5Ai9eGFcLfNNQ3cGhPfpP2owcL6dYnE1NZJcu+WMXpn+CtXryOIRcPILlxNZqSghJyl2+muryaPiN6021gN7/Mu06nIysry9dlCOFT1aYa8nYcYt+WA2T0SKd3Tk+vLMPaXpLXwNCaVTV2A7857fFh4DlvFBVobFYbG5bl8uOCU/u3j5g4jLHXXozeEDjL2/xcfWUthbvyPdr2/LCDLgO7EREf6ZuihGgnQ4gBY1Yqx/KPe7SnZrp2B3TYHU02OnE4nNitrs0SKopNzHv5CxpqXKtwFB0swlxnJmfi0E6oXgjRGlaLlR++XsPmVdsA2L8tj4Pb87ju3mt8XJkIVC2ezq0oSndFUeYpirJbUZRDJ395s7hAUVVezfpvN3q0bVyxiaryah9V1DGcDmfjdjen2G0OnE7Z90b4TkN9Aw6Ho83HB2mDuPjKEaRmuSYGaYI0DL9sKKkZro5zeFQ4XXt18TgmMTWe8KgwAEoLS92d5pN2rt1JXVVdm2sSQnhHjamG7Wt3ebTl7yug2hQ4uwQK/9KaoRrvAU8ALwKX4hq6IaPXcXUwbTZbk7b2vLifdPnll7f7HG0VEhlKdHIslScq3G1dBmQR2tiBEKIzlZdVsHZVLps3bCerWzrjJ48l1ZjcpnMlpMRz68MzqamsJUgbRPRpq2iERYRy3R1Xs+Kr1eQfKCCtSzLjp411T+LTBbumdoREhBAcEkxVWRVavQ5NkManeRVCNEdptqeiKL59fRWBS2npUhyKomxSVXWooig7VFXt39i2WlXVS7xaYaOcnBw1Nzf33E/0gbqaer54fT5H9h51t6V2TWHGr68jvHEThUBVVVLJgXV7qCgqI7VXOllDsgmLDuzv6XzRmMkcX9fRnI7Oq8VsZc7/fcKqFevcbcaMVB598oFWLwvXUjaLjbraekLCQgg+bchVdUU1e7bsp7S8nIoyE9k9skhJTSarT5eznE1c6Pw5r+Dfr7HtYbPaWP7ZSjau2Oxu69Y3i2t/dbVfzksQ/uFseW3NHWezoiga4ICiKA8CRYB3920OEGERoVx16xWsX5ZLwf4CUrumMnLS8BZ1mu02O/mHCli5fC16vZYxl40iI8voN5siRCVGM+TqEditdnQGnSyRI3zCVFHJutWeL+qFR49hKq/yWsdZF6wjOrjpUnE2p4MFC5eyY+seHDYHYREhPPrUb8hCOs5C+BudXsfFV40iPTuNA1vzSO+eRvYA/5zMKwJDazrODwGhuCYIPoNruMat3igqEMUmxTBx5mWY680EhwQ3u8Zrcw4dPMIzj/0Dm8018ej7pWt48u+/p0uWaz3ZK6+8EoDFixe3uJbS4nIO7T9CbU0dPfp0I8WYhFbrWgXDbLZQWVGFRqMhLiGmRatjaII06EMCd5KjCHyKoqDT67BaPYdEdebqLjaLjWpTNfn5hezbc5CQMAMnPwP+/KOFdO/ZlRtnzgBal1chxLkVHj3GjyvXU1FeyZjLRtG1exf0OtewqXO93kZEh9NvRB/6jejj0d6W11chWrOqxkYARVFUVVVv915JgStIG0RYZMvH/zqdTr5d+L270wzQ0GBmzcoN7o5zQ0PDmQ5vVmlxOf/+n7c5XlgMgF6vY/Zf76FHn65UlJn48qNvWL9mC3q9jiunjWfshFGER8iYZeHf4hNjmXLdRD75z1futiHDBxAX791d906ymq3sWrOTLSu2EN8vBVOxici4KPeqOXW19dhstlbnVQhxbseLinn2Ly9iqqgC4IcV6/j17+5Eb7LRUF1Pj9F9ictIdM8/aCnJq2iL1qyqMUpRlN3AnsbHAxVFec1rlV0gmluhwqm2fdWKQ/uPuDvNAFarjUVfLKehwczalbn8+P0GbFbX2M15H3zN0cNFbb6WEJ0lKCiIcRNH86enZzNl+kQe/P2d3HbvTCKjIzrl+tXl1Wxatgm9QU9ScgKhoSHUmmpwNk4AHj1uODGx/rcurBDngwN789ydZgC71can73+J1WHnxP5CVr+/FFOhbBoiOkdrBtK+BEwCygFUVd0GjPFGURcKjUbDpKsvJUh76uPm4GC9x+5krVVTVdukra6mnob6BrZt2tnka7u372vztYToTBGR4fQb1IuZt05j1CU5nXa3GVxvQHuN7ktIUiQhBgOP/+33DBk+gC6ZRmbdOo0JV471m3kJQpxvfr6EgbXeguo81aqqKgc37PNoE8JbWjPGGVVVC342Oeys660pivIucDVQoqpqv8a2WGAukAnkAzNUVTW1po7zSdfuXXj8f37H8sWr0Op0jL9iDOldUtt8vp79stH/bCzoxZcPJyo6ki5ZRg7uPezx/Iws2RpWiJOqKqvZvyeP3PXb6JrdhcHD+hMeFsaqb9ayYt5K95a91999DbNmXUtar3TiEmLaPWm2vLSC+voGQkJDiE/wzmRHIQJV955diYqOpKrStTeCJkjD5Gsup+pImfs5+mBdhy6QW1lSybGDRdgsNow904lJjpE3xwJoXce5QFGUiwBVURQ9rkmCe85xzPvAK8B/Tmv7I7BCVdXnFEX5Y+PjP7SijvOKXq+nZ59sevbJbvbrV199davOl2JM5Dd/uZtFny+nvraei8ePYMgI1xbZl08ew56dBzhWcAKAwcP7k91TtvcUAlwr3Cxd+D2ff/INAKuWr2Xd6lzuvO8XbF+/k8i4SGpMNTgdTpZ9sZJHXniQ+ETPTm5r86qqKrt37OetVz7gxLESUtKSuPvXv6R3vx4d9n0JEehSjcn85dmHWbV8LWVlJsZcOpKGw+UUNW4ypg3W0W1Er1a/gT1TXk3FJha88jW1la5PcHUGHdc8eA2JXZLa942I80JrOs73Av8C0oBCYCnwwNkOUFX1B0VRMn/WfA0wrvHPc4CVXEAd5ypTNWXFFVgtVuKT4khIjvP4utls4ejhQjb+tJXYuGhumvVLUtJaHlatVkvPvt3I6JqGw2YnPPLUkngpxiR+9/j91NXWYbPZMYQYiIlrutyWEBeisjITSxZ+79G2d9cBaqprAYXg0GC0ei2qCjqdttmJSI888kirrllaUs5r/3yX8jLXh27Hi4p57cX3eOJ/HyE+Me4cRwtx4UjvksbNd94AuN5wVnepJC45DqdTJbVXOlFJrR+6daa8Ht11xN1pBrCZbWz7fhuX3Xy5x9BKcWFqzaoaZcBNHXDNJFVVjzee87iiKGdcC1pRlLuBuwEyMjI64NK+ZSqr5IPXP2PfjoMARMVEcP+f7sCYeWpoxq5te/nHs6+7Jw0uSfmOx56eTVJK65bMDgkxQEjTdhUnyxav4qfVmwgJNTBtxmRGXDyUkMZd04RoK3/La0O9mcryKhx2BxHR4UTFRJ71+arDgd1qw+l0enwkq2g0xCfHUnaiwv2iOeSSgSiKwtbV26kx1dCtf1cS0uLR6Vs3q7+2ps7daT6ptLic2to66TgLr/O3zLaUoihEJcW0qbPcEg21TVfbMNeZZQy1AFrQcVYU5d80HZvvpqrqbzq0Is9zvwm8Ca5djbx1nc6Sf7DA3WkGqDLVsOzrVdx87/Xo9Dpqq2v56rPFHittfPzFe6zOXcLmLZvafX1VVflh+U+sWLwacC2h9farH5KWkUL3Xl3bfX5xYfOnvNZU1bL0i+/56btNOB1OjFkp3PTA9SSmJjT7/NqKGioOlTB8+CAWfrGM0KhQdHodWdkZJKXEc/PsGaxcuIbighK69+9GziUD+fzVryhv3I5+7aL1XHffNfxq9p0ArFy5skV1hoaGEBEZ3nhX2yUqOgJDSDPveoXoYP6UWV8YN24c0DSvWQO7svW7rTgdp16L+13SD62+VdPCxHmqJf8KOnoPzmJFUVIa7zanACUdfH6/VXqirElbyfEyLBYrOr0Oh9OJ7bRJfU6nE1V1eoS3PWpr6ti0YZtHm6qq7NmxXzrO4rxy7MgJ1i7b6H5cePg4qxatYdptU9ybAZ1kt9nZvmwzhzcfIOeSvqSkJLE5dzv9c/oydsJoYuNisNvtXDbtEhrqLUREhlFypNTdaQZwOpysXfQTTocTTVDLJxAlJMVx5/2/4M1/f0B9XQNhYaHcef/NJCbJ3WYhOkqlqZoDe/PYumknPXp1o+/AXmedhBuXGsfV913N5mVbsNvsDBjbn9Rsz0n7VquNoCBNp27CJPzDOTvOqqrOOf2xoihhqqrWteOaX+PacfC5xt/nt+NcAaV7n24oioKqnnpjP3hEP8LCXVt/RkVHMvGqcbz57w+w2+yYKipxOJwoisKWDTvoP7h3i3ckbE6wIZjUtGQOHzzq0Z5iTG7zOYXwR0VHjjdpK8g7RlVZJWZTHYqiEJkYTXhsBA3V9RzbWwAqHPxhNxHxkYwfOpw+YwaQmJqIzWrjpzWbeP//PqGutp5u3TO5dsqkJue3WWwe2QbXm19FUc44aSkoKIickYPIyDRSV1tPWEQYiUlxMntfiA5itdpY+OW3LPxiKU6nyvLFPzB0xEDunX3mjY+1Oi3GnukkZiahOlWCQ4LdX6utqWPntr189+1qYmKjuGLq5WR2TT/nxMS62noaGsxER0e263Vc+F6L//YURRkFvAOEAxmKogwE7lFV9f6zHPMxromA8YqiFAJP4Oowf6ooyp3AUeCGtpcfWFLSk7jlwRksnrcCc72ZoRcPYviYIR6BGzZqMIaQYL76dDHBwT0osxymoszE6/94nyeef4S0jJQ2X1+v13H19Ans3XWAE8dKsNvtDBk+EGM7zimEP+qS3XSZxcweGexesZWj21xLMkYkRDHutonognWERoZiqTMDUFNWTU1ZNf0uHQRASXEZb7/6IRazBYC8A/k4NE60wTrsllOfEA0aM4D/rmzc2r7BwsH9h1i2aBUhoQYmTB5HVreMZjvEWq2WVHnzKoRXlJdWsOTr76gy1dBQbyY4WM+GtZu54aap5zxWH6xv0rZp/TY+fO9zbFYbDQ1mctdv4+nn/0BaevOvo6qqcmDvIeZ+8BWlxeUMHNqXKdMnkZgU3+7vTfhGa972nNwA5WtwbYCiKMpZN0BRVXXWGb50eSuue94whAQz/JIhdO/TDYfDQXRsJFqt519BRGQ4vfp0p0+fPCrKKyk9UYbTqWKz2jheWNyujjNARqaRhx67h/178tBoNJw4VsInc77k1ntuJDau8zaUEMKbko1JXHHDZXy/cA1Ws5WeA7MZlNOHnz48tWpGTWkVBbvy6TtuIIMmD+eH/yzDYXMtTZ85JJvwONeuhLU1dQwc1JukpHiOHD3Gru37mPfpN/zmoTvZsnIrNZV1DBjdj+wBp4Y77dtzkOeefNk9mWj9j5t58u+P0kXWTRfCK+pq66msqEITpCEuPsbd6XU4HJSXVFBpci1dZzFbMJstHsMiW6q2po7YiDDuueU6gvQ6Sqtr+Oi/89m3++AZO84njpXw/DOvuucxLFu0CrPZwl0P3ERwcHCzxwj/5tUNUETzzrUEnE6vo+joCQ7uO0yXlG7u9ujY9i8dZzZb+OKTb9i8YTuqqro/Wh43cbR0nMV5IywilEuvvpiBI/vhdDiJiApn81frmsyKry51beOb1C2FK35zLdXFlYREhhIRH4kh3DVBLyk6ipzUdGqLK+jSowfjxo7gm0XfExEfyVW3T8Zht7s/yp0xYwZ2u53FX6/wuFZDg5lN67dKx1kILygtLueDtz5j2+Zd6LRaJk25lElTLyUyKgKdTsfw0UNZetpSkz16dyM4OJgZM2a06jpqnZnjKzZR09gJj0pL4JZbr0PXzJ1pd20l5R6TfwE2b9iOadbVJLdytSzhH7y9Acp5rb62nurqWvTBemLjojvsvBGR4Vz/yyn8+7m36dV1AIqiMGb8SBJTml8RoDXM9WaKj5d6rNwBUHy8tN3nFsKfaHVaElNOfRyaMbArR3d47pyZOdB1lzhIG4RVdWAzKCiKnfAg1w0Ca20DR1Zsxnq8gurSCiqPlZHWrysPzr6NmMY3slrdqclB999/P1arjX/97c2m9WhlXKMQHc3pdLJy2Rq25u4EXGOaF3y+lN79u9NvUG9QYeRFQ0nPSGXH1j107d6FfgN6EaTRcP/9Zxxp2vQ6djul2w8QFmJwd5yrikrpPiCb5F7dznhcaFjTFXKioiPR6Vq3dKXwH17dAOV8drywmI/e/YI9Ow8QFx/DrDuuo9+gnh324ti9d1f+8rffUnikiLDwUIxd0og4bTOTtoqMjmDI8P4UHClyt2k0GllVQ5w3fr4O80lJ3VIYOmUE+9ftQVEUeo/pT6zR9Wb0wL5DvPTcm5SXVqDVapl242SumHoZap2ZhooawsJDCQ7W41RVguqsREV4ZtFmtVFWWkF9fR3RMVFcPW0CWzftxGF3fSgXERnO4OED2vT9FB8vZc+uA1SaqhgwuA/pGamtXi9aiPNVQ72Z3dv3e7SlpCVitznYv+sgwSEGYuOi2bhmK7179aCyoopDe48w4pKh1NfXAxAaGnrO6zjtDmy1ZgwhBlKNydTV1aMNCiI2IpzE5DOPV05Mimf02OGsWbUBcL1Jn3nLtcTFyye8gapFvTxFUYKAX6qq2hEboAS8hvoG5s75iu2bdwOuMUyvvfAuTz7/e1LT2zbJ51jhCQ7nHUWv19GlazqJSfEkpyYy8xczcDqcfDXvK6rt1UTGRlJRXsme7fs5sCePPgN70aN31xYP49BoNEyYPI7a6jp+WrOJ8IgwbrhpKmlGmSAoAlvZ8XK2/Lid4oISBl7Un6zeXQiPCnN/3RBmoOfF/cjo3xUUCG38Wk11Lf995zPKS13Ly9ntduZ9tIAhw/qTFB0NioKi4r5DFKTXoWhODVmrqqxh8fzlLF7wHUtWfk5EZARr1/7Is/94jIL8Iqqra+g/uDfG08ZAmhvMVFfVYggxEBl15jfExSdK+dtT/+ZY4QkA5n24gEefeJABg/t03A9OiABmCAkmu0cmefvzAdc66BMmj+WNf7yPzWpHURTGTRrNTb+azraNuxh28WC69uhCeETYGddxbo7WEExMdyP1pSYMhmAMhmAUjUJMZupZj4uMiuCXd81g/BVjKC0tp0uWsVW7AQv/06KOs6qqDkVRrgFe9HI9AaG6qpa9uw56tFnMVsrLTG3qOOcdyOfPDz3LkfwiFEVhwOA+/PV/fktaego2qw1TSSXvPTmHqPgoJt4ygW++Wk7uOtd6zKuXr2fcpNHccOtUDIaWTTSIT4jl1ntmMvX6KwjSBp11PUshAoGprIoPX/yU8mJX53f/toNcNn0sY66+yOPus8NqRx+iR3vadtn1dQ0cKyz2OJ+qqpSXmUhPTyGxXyYlpw3xSB3Wi+CIU3eoDh3M56vPFjceB9VV1Sxf9AM0qJSfqGDclItJSkpwr55z4lgJ8/67gL07D5KQHMfMW6+le++uzd4lP3zwiLvTDK5O/Zdzv6Fb90z3MpZCXIicDgeq6rqDe/nkMeQdyOfgvnyGDB/A8m9+wNxgISgoCFVV+X7Jj1w0Lofrbr6qXdeM7pqG02anYn8BGp2WlKG9MESffUdSgOiYSKJjIundrqsLf9GacQVrFEV5BZgLuNdxVlV1c4dX5ecMhmASkuI5erjQ3aYoylnvHJ2Jw+Fg/meLOZxX4G7bsnEHmzdsJz4ulsqSSiz1FlSnSmVJJccLiln/42aPRdd/XPET468aQ4qx5e9i9XodSS0cM+2wO6gqr8ZmsRISHkJk7Ln/oxCiM5lKTO5O80m5321m4EX9iImPxm61UZZfzIE1uwDoflFf4jKT0AXriIwKp3vPLDZv3OE+NkgbRGJyAtpgPcaRfYnNNlJfVkV4ciwhsRFoTsvfru37PK7rdDhZs3IDo0cMoyj/OB+98hl3P3YbWb26UF/fwMfvfsHWXFcdNdW1vPzc2/z1b78lObXpRKG62vombQ0NFux2e9t/WEIEoMrSSgr2FVBXXU96dyMNx8upLTaRntOD+NR4Zv/xbipNVajA9o27mmxMUlFWSdcepx5XlVdhs9patWa6PiyEpEE9ie2RgaIJQhcqq2JciFrTcb6o8fenT2tTgcs6rpzAEBUTyazbr+WVv79LXW09ikbhqmvHE594arcvp9OJqawSq8VGaHgIUTHNdzYbGswU5Bc1aT+aX4TFbMHSYPVodzqdOGwOj/8UTl8do6PZrDb25u5n+dzvMdebiU2KYcqdk0nNkqEdwn+cPnTi9DYFV7upqJw1/1nuXumi+OBxxtw5icSuKYSEhvCL26dTV1fP/j2HiI6J5Be3TycpJQFzgwW9QY8tOIg9pcXs+PZ7hgwfQP/BvYmJdU0Izu6RedpVVRwOJ12zu1BtqnG1qLB9w26yenWhurKGXT8bj1lbU0elqbrZjnOP3t0ICTHQ0GB2t10+6WKiWnCXS4jzRVVZFfNfnU9lSSUOm4OGqjquvX8KtSUmtn66ikEzxhKXlUJUTCQWi5XeA3qwfvWpe3pabRDJaa58OZ1ODu44xML3FlNwsIhgQzCFeUWkdEnGZrNjCDl7Z1jRKOjl054LWos7zqqqXnq2ryuKcuvPdxk8n/Xq152//u23VJmqCQkLISExzj171m63szN3D1/+ZxHVphpSMpKYdc91pHdNa3Ke0NAQxk0YzdofTu1srigKI0YPQROkQavTeqw3WV1STf+hvdm3K8/dNnTUoHMucddWVWXVLPnvMuw21x2uimITSz9azg2/nk5YpPznIfxDTEI0SemJFBeUuNtGTRpBZKxrLeb8TQc8l6JTVfLW7yXIoMNutRMVE8nv/nw/1VW16PRagjRBLPt6FXu276dLNyPGrBQ+fHce9XUN/LRmE1dOvZxZt12HXq+jR+9uXDR2GOsaMxwWHsqwEYNY/OHyU/XFu/Kp0+uIjYv2WMVGURRCQw3Nfl9p6Sn86ZnZLPx8KZWV1Vw28WKGtHGSoRCB6kR+MZUllQDYzFacNju5y7cwZERPSnYdoSB3P9HpiQRpgwgO1nPNzCuxmC3s2rafqJhIrv/l1e4VdspPVPDfFz7hWEExNqsNm9XGZ699yeUzL2XJ/JWMHDuUgcP6EhUd4ctvWfixjlwfaTZwwXScNRoNKWlJzQ7yLztRwcdvfInV4rpbfPxoMfPeW8Bdj9xMxM+Gc2g0GnJGDuJXD97MkoXfE6zXc8PNU8jIMhIeFc5dd9/F1lVb3c+NiYvi1vtnsmndNvbtOkj/Ib0ZMmIgIaGuTrvT4cBSXY/dasNutWOpqiMiOZbQ2Mhm78qdS11NnbvTfFJxQSmWBot0nIXfiI6LYtZvrmfP5v2UFJbQd1hvjN3S3B/D6kODQYGI+ChQwHSsHI0C+au2UltaSfqIPiT0MGLMSKG+roH/vPYpW9a7hm7s2rqXyOgILpt4CQu/XEpIiIGkhHj2b96PucaMsYeRW++6kWumX8Hcz7qjDQpiw7JN7k+BYhNj6D24JwBx8THceOs1vPHPOVitNhRFYdKUcWecZ6DRaOjRqxsP/v5O7DY7oWGSOXHhsZlPffJ6cq6AtcGC0vjJa5BOi6KA3WpDUTQkpSRw1+ybqa6sQavXeaxgUVNZy/EC15yG7sm9QVXZvmE3V/xyIvt357F/dx7XVl7B5OnjWzWM4ySnw0mdqQZLvQV9aDDhMRFoglp/HuG/OrLj3Ppe2XmqrqbO3Wk+qfDwMRrqzU06zuC6qzT9F1MYN2E0QdogYuNi3O92f/vHh6m6s4q66jqCQ4OJiotCb9Az+brxTJp6KUHaU0M27GYrxTsPc3TdTmpLTUQZEzEO78OWT75nwPRLiEyJa3LtcwmNCEWr03p0nhPTEggOOfOC70L4QmxiDKOvGNHs1zJzuhMcE87R/a55CQNyuhMREcKe+atx2h3s+vIHRt09lYiYSKpM1WzbuMvj+D07DjB15iQApk2/km3Lt7KlwYFOp0UTpGHqPVPIHtiNR//wCAClx8soOnycIF0QaV1SiE089cI9cGhfnnjh95ScKCMmNoqEpDhCz/HRr16vR6+XzIkLU0q3FPQGPVazFW2wDmudhv4X96PueAUabRBdRvam7OAxijYfQBeiJ31YTyKS40hKbbqGsi5Yi67xXD2Se+N0OolJiPYY7vjjig2MGjeMuITWLRmnOlWO7Svgp89WY6kzow8NZuT1l5DWO0M6z+eRjuw4e2eQrZ9TVZW62noMhmC0OtePs7nOZlJawllXvYiJjXJvqHC6iooKCAJjd9eOY3WmWuoqatAF6whr/BjabrNTUlyG3u4kb9UWVJsDp82B6fBxDFFhRKbEUrBhL70mjyRIF9TkGmcTHR/FpJvGs+LT7zHXW4hJiGbiTZcTFhl27oOF8BMWq40F/11KdVk1oBIWFcYNd1+NYncSpEJIVBjVRSXEd01FURSCtEE4ra5NgrRaLaFhBkDBEBJMeGgYlScq3ZseOR1O1i1cR0pWCg1W12S+hJR4ElKaX9tVq9NizEjBmCHzBIRwOBxoNBp+tiuxh5ikGKb95jo2Ld9EfVUdfUb2ISYmnPrSSvr06UJDeTW75q91P7/80HEGzbqMktJK9m7eR0JaAj0HZhOTGENYZCjX3H4l899bTHVNFSFhBq698yr27zk1/FGn17Wpo1trqmHDF2uw1LnmJFjrLaz//EcmPjCFyHjvDKcUnU/uOLdDRZmJNSs3sHn9doxdUrli6mWkZaQQlxDLtFsm8/WHS7CYrUTFRDD9tilExpwaM+WwO2iorkdFJaSxo92c66+/HnCtM3ni4DF++uwH6ky1hESGMmL6xcRlJrH6+3Us+2YV08aP4URRMfEJsSgaDarTSXVRGUkDulNbYkJ1OoHWdZx1eh19R/QmrVsqNouNkHADUV4aTy2Et2xfuwur2Yoh3ICqqtSWVbFt9Q5SkmKoOHQcm9lKWOOEu9j4GC6bfDHffuXaojcouB0ALQAAIABJREFUKIirpk8kOj6Ki8YMIyoyguiYSI8X+vq6BkzlJqbfOB2tTsuaNT/65PsUIlA0VNdzbG8BhTsPE5MaT1ZOd9dQqmZoNBqSM5OYdOtEnA4nesPJT1+6YLfYOLjMc3Evh83OsZ35rFy9lZJC13yC7Wt2cuOvpxObEEv/i/qTYEzgzvtvJ6hBwwPx9zL3wwWAayjIVdMvb/ZG1pnU1zdQVVlDkE2lodpzJRxLnRmb2XaGI0UgOmfHWVGU357t66qq/rPxj2s6pKIAYbVY+XLuIrbl7iLVmMzBvYd5aef/8Yenf018YhzDxgymW+8szA1mIiPCcFjsHN9bQFhcBPowA2VHSijJL8Zus5OclUxCZhIhp60N63Q6qa2qc++CVmuqYf281dSZXHveN1TXs+7TH7jktvG8/39z0WqDMMSEY7XaqKioJCY8HLvZSlhSDJbaelIGdPVYu7Y1grRBxCXLWs8NNQ0EaYPQyzCVgNNQ2+DxWGsIxmy2EhTm6gBHGxPQhrs+1tUH6xg/ZQyDhvWlsqyKiOgIElLiiI6NImfEQMpPVBAWEYa53nVXyW53kJydwtuvf8ThvKMEG/QcKzxBqrFtmyEJcb5z2B3sXb2D/T+6tsk+caCIY3sLuOS2CYRFn3lZV61OCz97GVM0CkHBnl0Zp92J2WL1+NT3+NFiTGWVRMVFkpqeRGx8FKHhoWiDXMOpZt5xLcXHSxkwtA/Gc2xqcrpjhSf44O1P2b1jP7fdeSOaYC0Os839xjokMlReM84zLbnjfPI2aU9gGPB14+MpwA8nn6Sq6oMdW5p/M5VXEhYayvhJY9i3/SB9+/YkPiWOSlMV8Ylx6PQ6ktISMNc0sG3Reo5sOwSAzqBnxIyxrPzvCo7tc423DIkMZdqjM/j/7L1ngFvlmf79O0W9j6TpfeyZscdlbI+7wTYGg+mdkBAg2SSkbJJN3ewmeTeb7Ca72c3u/tNI2WRJQkJocejF2MY27r3PeDy9SyONej867wcNgwcDxmCwAf2+mDk6kh4JPefcz/3c93WVN+YC59BYmL0vHuDIrmN4+r3YXXbS8RQRf3jSGJLRBIloAkVRUBSFoye6qF7cRNwbpLS5AVmvwV5YQDoSx1mb3xZ+q8TDcbr3d3ByTxs6o55Zl87BXV00qb48z4XNrKUzOb63jdLqElBVOg91Mv/yBUiROEUza5GN+gl7bIBkOMGRdQcZaO/HXVHIspsugvEMVEGRg5u+cCM7n9lJaCxMzcwavJEx2o7nTJGSiRTrnt7EHX9z82lasnny5IF4MErXnsmyjMERP/Fg9A0D50mvEYkTHAuDqlK2aBrB/lEy402EOqsRndOKf2QMyAXXJqsppw05jt6gRzO+0+sucuIuOvseoFgszv2/fYT9e3ILgMf/+hy333ItPTtOkAonMDnMLLz5IswFeYWO9xNnDJxVVf1nAEEQngfmqqoaHv/7O8DD7+joLmBkrYZ4OMEff/oIkCvwbphRR/20jzPSPoCtpAC92UDYF5wImiHXHbz/yR0UVRVNBM7xUIwjGw9SVFuMJEvs3rCPzU/kEviJWJKRfg9KNovRbiIWmPCeQWvUoTfpkSQJRVF46on13PnxWzDWlfPwA+tIJlLMXDCdy2+7BM3ryF3lOTPd+zvY/fj2ib+9PSNc+fnrcJSe/YU2z9tDVVViYxEy43WRZoflTanFFFcWcsvnbmDn83tQUbnjGx8mNuAjm8qgc1rp2noMd00xWpsJSZZ4/rfPMtgxBCpEAl2MDfm5+Wu34CguQBAERI3IjBUzSSfT6AxaQseik5qLujp6SaXSGAz5wDlPntfitWqI36jO+VSC/hDPPvACx/e0AjBlZh2X37qSaK8XWa/BUVXMkX05Y6KG2XXMWTidTCSOzaAnHUsSSybpPtmHzzuGwagnEo5itpx9304oEOb44VcWAEODHh54+HG+9PV7sJhMaPVaTI6zN0bLc2FzNjXOlcCpUhEpoPqcjuY9RDajsPelgxN/q9ksPe19xEMxDjy2m7pFjTRdNve0eieAyGiY8vLJrn2JaBwBgXAgwpFdxyY9pmZVfKMBFt50Edsf2kQiHEdn0rPgxqXY3Hbuvuc2/nTfWhRFwWIxs/bXT6HV5vazDu44gqPQzmU3rXhL0jofdOKROB17J2dGlLTCSPdIPnB+l0mGYwwdaGfwcCd6uwVnYxUBT4Cy+vIzNvL4hv089JO/kErmag17Wvv4yJdvIeIJ8sJ9zyFrNPS19dO+u42Vd13GUPcI4UCEVCKFIAi5noRIHHMqjd87xm9+9kdeeGoTABabmW9+/0s0z5vBhu1PAtCyaDYGQ36xmifPa2G0m6lf2sTh5/dOHHNVF2N8k9nmjqNdHNudC5ptBVYMJgPe4TGmL2maOKdp4XQchQ6EcIzu53djMOoJH+3GPaOGESXNH379F3yeXEZ68/PbWX3titftNXo9dHot7iInvaeYmA0PeVEEFUdJvrzx/crZ/Er+AOwSBGEtuQTrDXyAdJtfjYCAwaSnuLyIRCyBRpaRNTKqIDDlstn4O4aJBSLYCu1IGgkl/co2cNWcOkb6vWgNWsobK5E0ErNWzUHWymg0MiaLaWKLqaVhAZCrMy6ZWsbqz15DatzNzDSuD7nysmU0zW5EzWZp29cxETS/TNvBkyxdvRCzzUQmnaG/d4jD+49htpqZPmMqdqedgD+ITq/D/joOhx9UJFlC9xrZeoM5HxS90yQjcZLRBKIkojPr6XnpEB2bD42XVAwTGvBSNH86YacVW6H9DV/r4EuHScZTKEpuHqpZlQNbj2A3GtGeEuBWNFWRjCdRMgoGswGb00omncm5EIoi9/3yAZZcvIAtL7zSwR8OhPnzfWu55a7refrZmTRMm8KSi+ejKEouO51fsObJMwlREqlb0IC9xMng8V4cpU6K68swvIE3QCQQITASIBlPYjTqcZe5cJc4qagu5dCWI4SHA5hNBkrqStBoNZitJiqrSzj68IZJMrAD+9pwLJ4OQFNdMwDrHt9My5LmCZOU10PNZgl6g/gGRtHqtThKnNz1ydv40ffvJRaNI4gC19x4OYVvoewjz3uHs3EO/FdBEJ4BLho/9DFVVfe/M8O68LG77CxdtZANT2xBq9EQC8cwGPS0HjrBU398jg9/+iayCFhcVhbffgmHn99DIhynpKGcaStmUzEapOmimXTtOYHeYsToMNN3sh9Jlrn89lXc/6M/k4glaaqZRXVDJe4SF4IoYHFaiYei+Ho8dO5oxV1bQkGFm9KyXCNS2Bc9baxFp+gut7d18p/fvXfCjbDAaef2j9/I//7sfgqcdj78sZtomtWALJ9LwZW3jm/YT8fBDmKROPVzpuIud6HRvrUmx7eCVq9l1qVz8HQPTyx+HKVOnK/aMchzbomMBjn8xHaCAz5EWWLuLRcx2tY3qQ454glQZdSRjCXP+HpKRmHU4yceyzUJGowGskp2Us1jaX05o94A7Y/2sOS6Jex4cgd+T4BsNsuiqxeRTCRpbJxK64GTfOEb97B310E2PLMFBAGvx0d5ZQkPrf09FquFnq4+fv/rh9BoNFx+9Uqq6youmDmVJ8+FgM5koLSxgtLGijOeGxmL8PzvnmOgfQBVVVGBFbdfQiKe4NH//guqqmJzWln7s8e49cs34yotIDLkR0lniPlCSBoZcbzfQFWZEM+dUtEI5Jr9s9nsGccx2j/Kc796mtT4NcdV7mLFXZfyLz/6B/y+McwWM+4iJ6Z3wagoHIow2D9Mb3c/lTXllJWXvKVykzxnj3BqXd6FjMViUefNmzfp2K233spnP/tZYrEYV1555WnPufvuu7n77rsZHR2dkHU7lc985jPcdttt9PX18dGPfvS0x7/yla9wzTXX0NbWxj333HPa41/64pcoLqjgrw8/xl+eeQi9QYd3cBRFUZBkiV/8771ce8M1bNu2jW/8/TdQVRVRyulVppNprpu+mkp3GZFile//8N/IZBQEUcBoNuBwO/jyp7+C0+1k38E9PPDAnxA1Elq9lngwSjIc5wvXfQqX1cnJdB9P7Vg3saXsG/ETDce4/qJbKa8sR1uWZe3ja8lmswz0DhGN5MpHVi68ioA/RGGNiRc2riOdyiCKAjVTqtDptLz44osA/Od//idPPvnkpM9uMBh45plnAPje977H+vXrJz3udDp59NFHAfiHf/gHtm/fPunx8vJy7r//fgD+7u/+jgMHDkx6vL6+nn/77r/x4H8/wn2P/5bRoBcQcJe70Bv1NDc38z//8z8A3HHHHfT39096/uLFi/nBD34AwE033YTP55v0+KpVq/j2t78NwJo1a4jHJ6suXH311Xz1qzkzixXLV5BJZ0glUoiSiEan4fYP335ef3vf+ta3uOyyy/aqqtpy2oMXAG9nvo4MDXP16itJnqKEYXSYubr5YuYVNTDs9/JfT/8OBDC5Hch6DbJGfsPvLBaJU0w5heZSfBEvuzq3UlZbgizLxAJR0qk0//TtfyI2kMYbH+HRdY+QTqZIJ9PIWplkIsXC2mVc/9Hrufcnv2bnkS0UlboJBcPEojFcRU7WPvYoNpuN3/329/zkJz9Do9VgHHf0dLocPPTwQ1RUVPDggw9y7733nvb5H3nkEVwuF/fddx/33XffpMcUJcuDf36QktJi7r33Xh566KHTnn++5+uvfvUrAD71qU9x4sTk8qZ3db6uWMGrOd/3igt9vsKFeY/9+le/zpK5C9i08SW+8rWvgppzxxVEEYvTwnUX30C0K8ZoYpQtbZsQBDDbzZgsBmK+EN/58jeoNLlZt24df97xLACCJCIYdQz2e1jWspLK8kqSxDnYtuu03aE//OEPE3P2Zz/9GfFoHCWjkEmkScWTfObqe7jmk9ex+dBLp81ZgKeffhqj0cjPf/7zczpns9ksyXiamqKZABxq3YWgVXC6ChDHez7yc/bt/fY2bdr0uvM1nwJ5G5gsJhYun0s0HeTBx/9EaCyEmlURJBFEgcwp2bFX12AmI3FUNYu7ppgjB3eSjCcRRBFJlIiG4+gMOvYfOsafH/0dogxaSUdwOITBZMBmsyCeoujg6Rgmm1GQNPK4dJwTm9PGXV/5MDV1VTz21F+B3Er71FW1oijEYnFSaS2ikBtfNquSSqbQ6c6/fE7/yQHCY6cqiaiE/GG0b2Ak844ggKyVkbX56fJukE6kyCQn656m4ykcNSWYdWbEYO4CrTXqkTTSm1I3iUZjXHL3CixZOz0D3XSnTxCNxjHp9ehMegxmPaHuEebObaF9TCb7nIJ3cBRVzc0TWZbwe8YwmgzEojG0Wg1jviDOQgcGox53kQsBgTs+8hFOnuzCZrciyzJj/gCiKGIyG0mlUmcc56tRVZVYNM6ox8d/fPenXLL6YmKx+JmfmCfPe5yskqVvXzv7O1P44qOoWZVs5uVSK4VsRsFiN6N1aQkMj5FLIwuIkkh6XCpyrNfD/A8twtF+CGG3iKSR0VlNZFEpKS/kUMdujnXt4/N/+wUOtu563bFEwhFGhr34vbkSSqfLgX68rCQSiLyj38NrkU5nGBr0UFP0yjGf14/VZrkg7t3vd94zGeeWlhZ1z54953sYr8nYaIAff+/XjAx6UbNZBFGkwOXgS/98D87C124QOPD0Ltq2HKZ8Zg279x6j/WAHOqMOo8PMmC/IjIXTaG1v54+P/RYE+NPvH+QX//pbTA4zFoOBT3zmdro352yBBVFg1d9ei/UMdZ4AW1/cxS//5/dALiAIjIX40jfv4Tf3/hE1m/st/MuPvsGUhtpz9O28dfZu2M/6P2+YdKysrpSbPn8D+rxKCIIgXLAZrLczX5V0hiNP72TocPek40v+5gpURSHQM4KhwIrBZcNUYH1TDl9b1u/g/l89TF1DNSBgMhi48vJlDB/qwmg1YS11cmzDAbqPdWEttLPoztX8+vt/IJ1IEw1GsTmtpBWFNXdexs9/eB92h5UCp4Mv/8tncBUVEPUE6Nh6lE9/70tojDq+8//9gO9844cT7+92O/nxb35AXX31WX0XPV19fPur/04q+UrQfcfHb+bSS5cSHsgZO5iLnRgcebmrC50Leb7ChXePHev3su03zyEIAvVrWlj747VExyKIskQ2m2XJdUuobZ7CQz9+lLGRABaHhaKKQm78/PX0vLCbxHhAK0gijqpiyuY1YHLbkXUaouEYa+97in/4l68hAB+67GNc+9ErWHzpfKTXuJ48/+SL/O5XD5IIxycC5a//09/iOdDHZX9zBa6Kd7d0r7uzj2984XunHf/3n3ybqpozl77kOTNvNF/zXStvgJpViQejJILRiaDytXC47Nzx6ZtxOR1EfWEcNisf/ewtFJzic5+MJfH2exnqHCLkC1LVXIdGpyHqCzF1Ri2CADqTnkxGIRwMU91YSSgcQRAF0qkMvlE/BW4HSlrB7wugnJJkK51WMck85Y2YPa+Jz3z5bhqm17FgyRx+8ONvsnXTronPt3L1MgpLLoz63cqGCnSGydnleavm5oPm9zmSRqZu6Qys413poixRu6wJvd2MrbyQqqUzKZxWhcVtf9O2uDOaG1mwbC7HDrUzMuRl5UUtHHxoEyNHe2jfeIBDa19i6sUzESWR8GiI0MgYa+64DGeRA1XJYnVYuOlT17D5iZcoKXFjNptoWdZMUambZCDKzvtfwNM+QCaRJh1PsfXFnQBk0rkGQZ1ex95dB88wyhyJWAJvn4e+472koykqKiebMWxat5Wu3cfpeH4PHc/v4dijm4j5gmfxDefJc+Hzch2xqqoEezxcdc/VFNcUY3VZmb9mPg6Xjb79J7npCzey4tblLLthKTd/6SZc5S5Km6eQzSioWRW91UQ6lkBnMUyYgAVGgxzedWyS3fH6xzYTOGUeZTMK2XSGVCrFnh25MgetUYdpXLLy2LETrLzzUuxFDt5t7A4rdVOrJh2b2liDzZ539X03yO89vw6pWILBg530729HACrmN1LcVIX2NYK2ZDRO4FA3N16zEs1HDKQjCUKHeklWlaK3GomFYxx96QiZVAadXkvAF6J5RTMr77mK3gOdWMucxJIpju4+DoLAmtsvY3jEQ9AXAHLKDjVTqrj+7qvwDo1y7OAJrE4r7tpiCqeUUjGrBs2bdCYyW0wsvriF5pYmJFlCFEWcbgcjw16sVguFJS6s1gsje+UsKeC2L9/C3g37iIXjNC+fRcWU8vM9rDzvAmaXjXm3rSAZSSDKIgabCekspaJORSPLLFgwh5YFsyksdtL53F5QVHRGHWomQzqWIOYNYHXbCY8GUVWVdU9s4a7P3UIkEMFd7CSdTFJeU4IlYmP2whksXDEPrU5DV1sf2cwpjUWqitlgwOkqIJvNotNrEQQBq+3M8yoRS7D3ub0c2LAfVEhnMlx+zXIeDUcZGc5lmI0GPWrilQx0OppgtLWXyqW5esfAaJBoKIpGp8XmtKLT57du87z3MDosyFoNmVSa4aM9zG2q5MpPXokgivj7POz6y1YW3rGStf/3JCariRXXXYRzfLFtLCqg9vIFJOIpBk8O4qooJJFM8/LdO5PJ8OrN9mQ8iZrNoipZ4r4AvuOdZFNpCmZMoaaugqOH2hAlEYPFgM6kY2ZLE8XnyVjM7rDx2S9/nLUPPU1new9TGmq4/pY1eVWsd4l84Pw6jPV66Nj0Soaoff0+DA4z7illp52biiTwnBg8/Xgsgd5qJOIPo9fI+Ib8JFQVnUFHJplCiScprS/H5LJyXf2VrLz+IrKZLD7/GN/87PdIJZIIQFVNOU/85Tm2b9lDRVUpn/jcHZTVllE3vfYt190axpuWAMoqSiiruPCcBUVRpLiqiCvuXI2aVc9aYzPPexud2YDObDjziW+C4R4PoeExjm05QvPyZmSdhlgsQSKVwmw2oARjiLKEqoLZaSWmZJC0AhpJRA7F6NzfiZLOsGxuE+ULGzFZTSSCMYJD/lxAP960pKoqqXiSy69ayaEjrYwO+Yin4hRPLWTWnOlnHGfYF54Iml9m/7N7WLKshbWPPINOp+X6m64gdnRyo05qvJFyqHuYh3/xV8Y8ASRZ4qKrFrPg0hYMpvwuTZ73FianhXkfupjWFw5gclqI+8P07G4jEYpRWF/BDd/6CFvW7WTeRbMpLi+kpjGXgU2EYxx78RCSUcfmB18kq2TJJNNMWzaD1Z+8ErPdjN1pY82tq1h36DHS6QwWu5kp02uw2C0kg2F6N+xEVXKL4djGXVx08QIO7W+lt7sfBIHZ82Ywo3nau/I9pONJQoOjeFt7MRZYcTdWYnBYKKso4ZN/+1GikShmi/k0Gdo87xz5SOQ1UFWV4SPdpx0fOd4zKXCOBCOkYklkWcJe4cZZW5JrDFRVvCcGJuRvyKoIGomhET+RQISmxU34+7wEuocJ9HrQGnW0fGQVsiDiG/Fj0sp854dfo7Ojhyt8K9i8cTvHDrdhMOoIhcLc9+s/M3VaDWbrB0N6RpIkuAAN2FLxJJJWztsqvweIB6Ns/MMLGAwGvP0emhZPw1TmJpFMoTPokNQsBaVupgOyw8zBg63c89W7EKNJuo73UdhYgaOyCEkjIQsiJzcdpntnG6qqMu9DyxE1ErFInEsalyFrZcpLi/jiFz9B6/GT6HRaKivL0EtnzvwmoolJQbNGlkEUWLBoDu4SF1MaarFqtLTu6Zj0PPe0KhKxBC888iJjntxOlZJRePHxl5gyq46ymgtvYZwnzxshiiKumhLmf9hB1Bdi9x9eAHLKVKMdA5hdVpZfvhDvyUFSYxEykTi+QIRYKE7VnCn0tfaSzWTJjEuv9rf1E/aFkESRkT4PO9bvoUiuoKDUwY0fu4qymhJ0ei2jHb0TQTMAKqh9w3zlW58hMBac2KW12d/57K6qqnhbe+h88RVFDE9rDzNuXI7eZkKn0+abAc8D+cD5NRAEAZPbxujJgUnHze5Xmu/8gz7atx2j/3A35TOqKG6u44VfPUV0LILBYmTlxy+f6LpNpdKs/dljRINREAS6Dnex+s7VVE4pJdDrIRVL0ru7DY3bhqSobLj3CVRFxeS0sPTKhWx8fAeCqmK2mhFFgUg4it87hjapoDHo0TssaHT51ea7RSwYpetAB92HunAUO5h20QwcxXmXqAuZwdY+DHo9qUgcUZZIqeCPxhA1IqlUkkwyQ4FBi6XYiSpAZWERyVCC6umVWIsLGD7cyYlndyFpZWqWN9P+4iFkvRZZryUeijH31uV07DvBjbOqKW2qZvuzuzm+4ziqVsCg0zG8uxctMgVncBMz281o9VpSp5RiVE+voqyqlJrGagAyyRRTr1zE4N42BARK5tVjKiogEo7hGRyd/IIqBLyBfOCc54InGYkRGvAR6PdiryjEWurM7TqZ9Awf6+HUFaWaVRk+1oOqqgwd7mLmtYsJDPrY8vv1xENRtBYD1pIClt26nBfvfwEQkDQyiUiCXk8Xv/nPPxEJxZheOxNFUXj+kY184u9zkmXi6+xsFhRYcb1Os/87RTISZ3B/+6RjiUCEeCCM3vbBSJxdiOQD59ehZGYNntY+4uNyaCaXjcKGXLdqPBLj6Av7J+xCq1um8Pwvn8rVP9nNSLLEnid3UFhTjCiJjHkDJGIJBFFEEAVQVY5sO0pFTTHxaBxUiPjClFYXcfjJXcg6LalogshoiNbDR9AYRWLRDEGPD6PJgFGnQwlG2f/IFjRGPY3XX4RzajlS3mDhHUfJKBzZdIijLx4CwNM1zEBbP1d85mosznx92YWK0Woim85QOaOaktoSYvE4D9z3GP3dg4iCwLLLFlJY7mLdz58kGogy7+qFWO0mAp4AkiQSHhmjcvF09FYTokaaqIU0FVgIeYPs2HyA4wfbCcbGcO52Um4vJhaJo2QVxtJ+iooLX7Nb/9XY3Dau+MQatv7lJUL+EOVTy1l8/RK0p/QwyDotzqnlWMdNeDTjDbRG1UB5TQmtp9xoBVHAmV/U5bnAySRTdG05wvCRLgAG9rVT2lxH7fJmZK2MqcCCklFIpzKo2SwajYwoSwT6PBidFtLpDF0HOsmiojXpyaYy+Ho8VM6qxVxgQZAkzHYzyUCERCYzsSvjD40iG3XE98aJhCJY7GZMxS5ko57MuKSdIIk4p9ch5u+vecbJ/xJeB1OBlTkfWpkLnAUBo8OMfrw0Ih6Kc3Ln8YlztQY9weExbCUOtOM3sVgwRmBwlN5dbTimVWIqsBLxhVAyChqtjNFmJDQyRsgXAmBqmRO91UQmlUbSSGhNetKJFN//f/+ObNHj1FUTjcQxmwysuXIFykhu4qdjCdqf3o7pzjWY3GeWo8vz9ogFo5zcfQKD1YijpIBEJI5/wEdkLJIPnC9gambV4Ciy07GvHZ1Zz7rnXmKgZygXAEsiW57fwZJVC3BXFiLLfrr3naRyehXr/+85XFWFLLp2MYPbj+Jt66N4RjXNNyyl7cWDJCNxiu1mZJ0Gb7+Xx/Y9iiSLPHL/Iwy0D2A2mnJzXq9Fbzfy+P3PsmDFXIrLC19znKIkUtFYwTWfu5Z0Ko3RYkT7Os19mlcpzmj1Wi65aTnRUIy+zgEMJgOX3rQcR+HZd/17Rkbp6x5AURQqq8spLn3t8ebJcy5IhuOMHOuedGzoUBfl8+pJqTnNdmdtCSe2HUWWZXQuKxUtUzn4yGZaPrqawdYBRjoGCXmCaA1a9GY9GllCEkWmL5sJAsy4eCajJwbQmLRotDKpZJpNrRuQNBK3LL9z4n11VjOVqxYSHRolm0pjLitEe4pl99miqiqCIJz5xNdAZzZQOqeezhdfMWnW280Y7BdGA/8HlQ9U4JyOxol6/MS8AcwlLowuO7Lh9c00DDYThldth2RSaWSNjNFqIh7MOfAlIjGsbtvE5MhmFNSMQngkQM+uVhzVRdgKLCBAJp1BkmVaVs9n7HgPhTUlFM+oYXQ0QDiRYtolzWz+7XNo9VotxyS8AAAgAElEQVTMTiuoKrIs8ff/9EUS8QR1Uyrx7m0j1DWIxqBFEEWURIpsJvPOfXF5JhAEgenLmrCadIT7R9BWOtEubULW5uucL2SUjMK2hzeTiCZwVRcyPOBBlMQJObtsRsEzPIosS7kMszdI0BMgGU3Sf7SXF7whFl/ZwsjRLjytORWNynlT6dzeikavYfaiJrY9txNVVVEyWQ7uPsad37mTnc/vwuawYXKZ+eV//QFVUWk71MEdX7gJFdBoNbgLnaeN1/QWt2HdpS5u+/yNRMMxZFnG7rK9acm+lxkaGOGH//wThgY9ADicdv7xu1+kour0xug8ec4FalY9TfK1pLmWkCdAPBgl6s0lplZ/6WbCgQh6vZa2dXuxVxTSubed4MgYZdMq8XaNkIon0Ri0aHRaiqeWkk4kifkjrP/ZExTVllA5q5pr77qSx3/3NIKQW6xe/7ErJzXM66xmdNa3HiwDZOIJ4iMekmNB9G4nBlcBkv7smnQFQcDdWInOZsJ7vAej04q7oTJfpnGe+cAEzplEisFdRwl25eqWR4+cxD1rKkVzGl5p4nsDktEEwycH6NjRirPSzdxrF7H5/54nGUtycttxVt69mgPr9pKIJNAZtMxaOZuBvSewl7toX7+fldctJZxI0tXWS2VDBYcOHMfpslMzezZ71+9ntH+Uutl1NC+fyZVfu4Weve3ojDqsmx309w1x/68fQZIl7vrYjYx1DeF0WElFkyhpBWuJE075DMMDHg7uPkooGGbu4tlUVJWg1WlJReO57SdBQGMynJaxynNmjDYjBVYdJ57ZOXHMXllIScOK8zeoPMTGInja+wkNj1HUWIG9zIXuFCWJnkOdhLw5mbneA13MXjCD7pN9xCPxnLOf00plVSkH9/TkstCqit6sJxVPgpCz7Bb1uYUqqISHfcy4YRnVCxqRtDJjnjE+/2+fZv0tz5LNZmleOpO+rgGstQUc2dHK1p/ntNKrp1SyYNUc/uv7v6C/bwiXu4C7PnUbzS0zkM/RVrDJasL0NhqH9+48OBE0A4z5Amx4bgt3fvK2t5w5y5PnjdCaDRRUFeHvGQHAXFyA7LDy9C+eIjQapLShnOaVszmxYS8xU64kKR6JU9ZUTX/7IP7BUarm1DF95Sy69p3E4rQx7/rF9B/uomfvSbKZLKlokuG2furmNyCHYtzzj3ex5+vbUbJZ7AUWLI63FyifipJMMXasjaQ/5zSYGPWRLi3G1jDlrEs+NAYdztpSnLWlZz45z7vCByZwTkfjE0Hzy/iOdVIwtRLdm9iGGTjWw0v/9zyZZIqePW3Ur5jN1V+/hZGOIayFdtw1RbgrC4mHouhMeiK+IM5pVfhH/FTXlBAZGaN60TR2bN3Phqc3k4ynWLR6IUatjtH+0dxW0rIZGCwmEoYQBTZ9zkwhEsdg0KMqWRRg3fNb+ejtVzO27wRRTxCT207p4pkcf/EQs69eSCAQ5r/++Rf4R3OlHC88uZkvfPMTTKkpp3vDXmIePwC26hLKl85Ge47kvk7l7WxNXeikY0mCJ/uxFdpIJdLIGgkhkyGbOHs75TznhkQ4xoG1LxHozzXG9R/ooOGSZmqWTEcUc9lWQZIwWI0IooDWZGDRyhaGugc5uOcYer2WNTeuwu3OmZ2YC6y0XLeEIxsPkskoyBoJjVZGEkX0ViMag57GNfMJdfWTCkdxTK1kdMDLU79bRyqeQhBg/Z/WY3XbqF/awGDvyEQ2rXnRDB68/zH6+wcwmox4PT5++qPf8P3//kdKyy+MBr7hIe/pxwY9KEoW+U3Ym+fJc7ZojTqmrm5h5Gg3gX4vRXOm8sRPHyM8Xovcd7gbNavStGAqBXYLm5/azm2fvpbI0BiS2cDYoI99j22jcnYdLdcvobC2GK1Bx8GncjbaoixisBiJR+LIRh2NK5vRGPWoKmi1Ghqap55TdSQlmZwIml8mOjSCuboiXyv9PuAD83/wtazFX84snYlEJE7bpkNkxm1v1axK24YDFNYUM+vyFrJKlt6DHexbuy0nfSMITFk2g+N7Wuk+2AWiwBWfvJK4d4yVl8zH4bBgMptYsjL3XIvVjMVppaS2hFQsQf/2o0THLxiZRAqr2cg9X/wo+/cdpa6+GntFERpBpvKiuUSDEY5uPEQ0EKFxxWzaW7smgmYARclycM8x7MnMRNAMEOwewl5TSkF95dv9al95r1SG4LCfvr0nEGWJinn1WIscZ71VfKEjCAIaXW4r8FQyiSRKKo2k1SDr89n8d4t4IDoRNL9M185WSpqqMI5bUTcumU77rjZioSiNixoY2nqUi2c1ctnqxTnDgz4vmozClV+4nmQ0QTQUZbhzCMg5ei6+aRmeI50kIwka1yzAd6iNeCBCMhLHc6STsovm4C5zTVhji6JE3cxajhxu5eI1i+k60QNASWURJ37Xjt31Sj9CIp4kMBa6YALnxRfNY/2zmyddG5dfuiQfNOd5RzHYzVQtaaIiozDUMURxXQmVjRV4ez2M9noY8wSwlhUycqKfaz+ymrg3SP/uVkpb6qmaVcPJHccZOtGP1W1ntH2QqvkNlDZW0HuwEwBZJ+N0uLG4rGhNekw2E6Zx5atXu9FmlZzr4NsxXToNQQDenwmlDxrnLXAWBKEbCAMKkHk9T/Bzhcaox+B2EPe+sgq0VZeieRP2zZM0HU9BGJ8E0bEIB57cSSaVJptVQVXZ+9g2FnxoOcOdw8g6DfvX7+fiaxbRv+EgV9x9OSd3tLLhx4+hsxhx1xbTMK8enUFHKhJDSb1Sr3z36psAmFZbydJLFwEwOjBKT/cwAycHqGqspHRWDX17TyLKEunk6ZlPk9FAdMSPioqSVkjGkoiiQGhw9JwGzsEhH7v/uH4iuzZ8rIeFd63G+j7q6tea9Lim1zC8t3XimL7AgqSR6N+4m2QwjM5hpailCYMz36z57vBKgGcptKM16YmHYqfKIVNQ6uS6L99IIpLAaDXS2T2Mv62P2I7jKOkMoiRhK3Eh6rXEAxH0BTZu+NotZNIKOoserV6Lu6aQ8kua0WtlEh4v5upyJJ2G2Iif4MleFqyawyU7LwWgvK6UlpVzcfcW4h8d40v/8hk6j3XjKnYys6WJoYGRibFJsoTZcuHULNbUVfK5L3+Mxx99jkxG4fKrV9I0q/F8DyvPBwBByMnGma1Gip0WIp4A01vqkVbM5sD6A/h7PPTv72DoSDezr1qIIIr0bD6Mo6aY5XevRmvUk06lMTnMmJ0WZqyei9akY2zAh86kZ9qK2ThKX+kp+Na3vjXp/dWsSmDIT8eO4yQjcWrm1+OqLkZrPLtEiKTXoXc5SYz6Jo6ZSouRdPmEyvuB851xXqmq6uiZT3v7aIx6KpfPxd/WQ8wzhqW8EHtdOdIZ3HaUVAZZp2H6ymb8/V5eXjEaLAacFTk5qFQ0TmwsQiIcJ5PKIOs16PVaZElCSaZIR+MIqJjcNhQly2jnMH0HOtEadYiSiK97hN79HTReMhuNyUDhjBp6XzoMwIKGWch6LYbxzFksEmfj2i0c3nyIRCTOoa1HmLtiDhfdsAST3Ux90xQMRj3xcSkdgNrGamyyTKB7mKA3yMteo6pOR9ATwFaYC/BSiRQRTwB/vw9roQ1rsQP9myzlyCpZena3TWrwUNIKQ0d73leBsyCKOKdVobObCXT0Y3DasFWXMLzjIMlx6cLEaIChbQepWLUAjfHcl8LkmYzeasJe4aK0qZrIyBgxf5gpS6ZPctVUVRWyWQYOdCBpZcoXTScWiBDxBsdPyHWrqwJERtKYrXrMRQX0nOxnqN2LpNfwwhOb8Y8GKK8o5voPX87Rv24nPOynqKGCxlVzsJQ5+eGvv08W0Bq0eEd8tO5rR6PTsGjFFJauWoAoiugMWv7fD39NKBhGo5G57aPX4y5yARCPxknEkpjeQE3jncZoMrJs5SJmNE8jm1UpyC8A87yLJEJRWp/azmjXCLFQjNGOISoXNHLJHatoW78fURJRsyrde05QWF3IyJFugv1edFYj+jInFr0Oc4EFSSOjNxupX9hAzBtAZzVhKDCTSWeQNTKpSJyWuunEfUHCg6MYCqzEQjG2/e450omcaYq3Y5B5N19Exazas/oMklaLvXEqCZ+T5FgAg8uJ1mFHzO/avC8434Hzu4rOaqa4ZTrZjIIoS29Yh6uk0oQGfQwdaEfSSJS2TOOij17KwNEedGY9pdMq0duMJCMx0vEkWrOB0PhNOB1PYbCaMFgMZDMKqCo1M3JOf2a3DX//KEomg2TQoaTSZLNZhtv6qJxVjd5hwTWtCkmrwXu8hw5PH+4pbvT2XB12JBDm5KEO9BYDGoOWbCZLZ1sPqz5yCYIoUFJeyFf/+TOsf3oLoUCE5Zcvpra+CimrYq4YIOQLIUoSRc31+LwhoikFW6GdrJKlb38HB5/eNZHAq26ZyozV8970aluQTv8+hTOUaYSDEfq7BunvHqJ6agUllcWYLcY39X7nC41Bj6O2DEdtTmUg4QtOBM0vkwpFUJLpfOB8DkklUkS8Afx9o1jcNmzFDvQWIwabiZlXLWL/nzcS6Pei0WsJ9nvJZlqomFePIAoEh3xs/OnjhL1BdGYD/QdOsuBDKzi2NoYoy1QsnEbfwQ6K6isobCgHAdpf2Efv0S7qr1rIb+99mOS4A1n3yT7u/8nDrLl0IaEhHyNt/ZiLCnDFkmx+ZgMlM2uorK/nF//+O7Lju1V7tx7ki//0KUori5k2s57v/sffEwyEMJoMFBa50Ol19HcOsu6hjfiGfFRMKeeSmy/GXeI6b9+33WE7b++d54NLMhwn7o9gsBrQGXWoWZXo4CjqjGpigcjEeaoKrqnlhAZ9lM5r4NimQ+xdtx9Jlqld0MDMy+YQG/LRs3EPZFUURcFcVULUoCcSjjFlSjlbH3kCVVFoqKil/KJmQsH4RND8Mp07WymaUnbWWWfZoMdcXoq5PN/U937jfAbOKvC8IAgq8EtVVX/1brzpy1tBZyIyMkbb4y+BCvbqYro3HyDqDWJwmEj7g7Q/vYNZt65ENurIpNLMuqKFoy/sY7Tbg6uqkOmXzkGUZErrK6huqqR6ahnZZJpULEnlkkr6j3QTD0RJRuIATF3aRGw0CNkspqICimbW4qwv53OrLwPgsaa1pBMp0koWNZtFEEVkrQjanJyOIOQCVFEUqaqr4K7P3kY2q6IZ/6zpZJqUyUzVFYtR0gpte9vpPtzF0psvBiAWiHJ8w8FJdr/de09Su7DxTV0wREmkqqURT2v/RLAg6zQUT3v9UpB4LMGzj2xg+/rdE8dW37iCVdddjEbz3nFCFDQSoixPkgQUtZp8duEcomZV+g91cuipnRO/0YpZtTRd0YIgQDqeJB1LYHRYeHk93Le7FXd9OQabib79HSTCcbKKgpJKEwvGGDjaw4xbVxIbi9Cx9Qix0SCVc+vx949iL3MjSCImo55kMoV/YBRjgQVBElHSCt0nejF+ZA0avQ7ZqMfTPoDFbeNHv/8ZGqOOv/nQ5yfmgZrNMuYNsuW5HZSWFdEwawojvR6O7jpOSVURhoU6EvokD/9sLUF/Ttf9+L424tE4t/7tjRjfgQbePHkuVITxhl5REBE0OcMwSachMx7QCpKIKArULp6Gq64US3EBxzYdwlbsoK5lKmo2y0D7AHF/mKFdRyGrklWyZJJpvIc7mHbLKvbuOMaTf3qe3z71e5R4gv/96r8yerQTfVUZqgqn5tQkWcoZl+XJM875DJyXqqo6KAhCIbBOEIRWVVU3n3qCIAifAj4FUFl57mpxz4SqqniOdE7coI1FDkStBp3DisagQxQFBvefIOIZw9VQicagY+8DL1LRVE3dwmnEI3H2Pbadi+9cRcvCehIeP+lAGLHcTfXFszAUWJiyrInDT+0CASqbp2CwGhlqH8BdVoCpKFfaIOu0CIJAKp5i86+fxt87wvQr5lNVX0F3W9+EYsD0+dNOk9KRJOlUhTo0Og2OUhdP/ewxAp5cuYZGp8FoN+Mf9qORXqM+WlVzGfM3ibWkgAV3XsbA4S4kWaR0Zi2WNzBlCfiC7Ny4d9KxTU9vY+7S2RSex0zb2aIxGXDPbcSz59jEoqZo3nQ0pg9WwPNOztdYIELbxlct7Pa1UzK9ku7tx6ie34CSUZBOWaxksypKKp1bcCZSaI1a0skUSjqD0WEmlUizZ90+htoHmL9mPs4iB35vkH3P78NSYGXxrRfjrCslJYtIskRWySJkVURZxFXiJB1LIhn1ZFIZzG4bqegr5VHpVBoBARWVeCzJmDdAMp7E5xlj41+3cGjbEZKROJlkmv0bD3D7l25Bo518Oe450Us0FM0HznneMc7XPfaN0FsNFNQWM9o+gJJIoCpZapYuwDm1hHnmpUiCgKyRMRRYySpZRFnCVepkcPdxWncdRZRlyuc3Igi55noVlVQ8SWg0CCqEhv2IoQQOtwNO2RGN+QIULWhCFCGTyCDIIqIsMXXZTDTnqWwqz4XJeQucVVUdHP/XIwjCWmABsPlV5/wK+BVAS0vLmeUvzhGCICCNTxStxYjR7WDPAxtIRZNkFQWzy0r98lkYCqwEeobRFVipm9/Ijoc3IckyRruZ5jUtZGMJlGgM17RqUmmFzs2H8cRT7Pvfp7juk1ez4p6rSMUSjHYOse+RLZRMr6K0fvK2jpLO5Lane3PNRG0b9jP7+qXUzaqjv2OAupm11M2sRfcmNJldlW6W3baCY1sOo9FpqV80jQObDzIjk2HawkZKGsoZPN43cb7ZaUVvefM3bUmWsJe5sJe9uaBXyShks5MbL1PJ9ESm7r2CKEnYasoxugvIJJLIBh0as3Eic/JB4Z2cr2o2S/oUyb+skiU+FiUZjhEe9pMIx5A0GrKKgigKqFmVommVdG06iKnITtW8qfTuPYHOqEdJZUgn0xRUF3HkkS2kk2m2rt3KFfdczQv/+zRkwT8wSiQY5fJPrUGbVfnQZ2/ir/c/Q2Q0iKPUxYc/eQMDGw8TD0axlTiZsmwmnVsOIUoiGq2Gm29fg887xojXzwO/eQyTxcjU6bUk40mee24XiWAMk9VEUUMlwdEgo/1eFq6cx1MPrJv4jGabGflcdvXnyfMqztc99o3QmgxMvWQOjjIXEc8Yjqoi1GQcMZtl7Egnwd5h9HYzlctmE+weRGsxogTDjHUOoo4vlkcOdVAyqxaty46vtRtJlhElEVmvI5lI077jGEvvWj3xnllFwVTsIjw4ytK7VzN4tIdkNEFlcx1Giw4llULSvjeD50wqd0/V5n0bzhnn5aosCIIJEFVVDY//92rgu+djLK9H0Ywa/O39VC2fTev6/QQHfahZFVmnIeqPoGQh4gmQCEfpfOEAWr2Wq758E9GxCAUVbiQg0D2EbWoV/p4RlLSCc0opRRYjNqeN/ZsOMq2phtZndqOOB4+FtcUT2eaXUVWVVCI58beSyrDvoU1c/c2PsOiKBWf1mWSNTH/HIOZiB5m0wua1L5FKpJi+aDoanZaZa+ZjsJvxdgxhK3ZQv3wmRvu5E4V/NRa7hfKaUvq7BieONcyagtXx3rMTFWUJnd2Cjvfe2N8L6C1GihsrGTzaDYCqqBgdpgkFmp7dbUy9dA6JQISYP0xhQznxQBh7hRtJK6PEEiz92BV0bD+GqJFxTy3jyNYjE7ssmbRC96FOmi+fz2ivh4HWPqLBKP4+Lyef3M6sD63kq//6WcYGR9FpZFwlLmo+WYGSyaIz6mhbt5d0IoXeZiLmj7D3gY1kMgo6m4mvfffTBEIRdqzbQ/OSGej0Wi66bD4V5W5iwz50dgtFpS5ikQRCbmcaSRK59JYV2PI27nk+iGQyKH4vZrOOWHcPWouJ6MgY/vY+BEmgYslMOp7eBoJAcUsjo+0DmOxmQp4Asi4XJA8e7sReV0Y6mSbYO0LprCkYK4vZ9uhWyObcOSVRAI2GojkNCLKMIEvs/tWT6G0mNEYdhx/qZeolzYjZYkzvMdt5JaPg7/dy/MVDpOJJ6hY0UtpYMckYKs9b43ylM4qAtePNeTLwJ1VVnz1PY3lNjE47TbesxNsxRDwYQRAEBEkgm1EQJJFkNI7dbcHgKsX31G4W3bIc39Eu4oEomqxCYUMFI219RDxBimdUU9Y8hU2/fIqMqqIx6Vl00zKURAqtzUQ2laZ8di1VLfXoX+VB/7Jm8KnIOs1Z60sGPAFGh3zUzKgmHIiyf/1+UokUepOeioZyAEwFFmZeMY9ULIlGrz23Gpavgc1h4Y7P3cLmZ7fR2zHA1KZaFl86H+MHrMQhz5mRdRqaVs/DaDPh6RjE7LRSNKWUrm1HAEhFE5zYeICln7wKvcXI4MGTaDQaujbuR1WUXEOwRmb6zSsID/lp3dvGQHsuQ4UgIGk0uCsLGTjWi7PczdyrFhAfi1BYWYju2iX0bTvCzJtWoHFYyWaz+PpHad12nGQsSdm0Cmasmks6Fkd58L9Qs1kkWUaSZUhmECJJ9r64H8+Al85j3Vx1x+VI/iAdz+4AAXR6LVIsTvXKFj7x7bsJ+oIUFBXgLHJMlGO9W8SjccL+CFkli9luwvwOLpxfJhWOkhgLIQgCOrsF7QUkzZfn/CBqJDKxRM7pFhB1WpLROLJJj6XUTXjASyaZQtLIpKNxzIUOoiNj2IocAIR8IQwuO1vXbqWgxIm9shRLfQX7Ht9GOpqksqkKd4UbrdGAatBjLnPTsX4vpiJnrrQrlkTUSGhNegYPdGCyGTG4CxDfQztAIW+QTb99FiWdK7f09XqYf/PF1M6bep5H9t7nvPwKVFXtBGafj/d+swiigMaoJzLip6SpGn+PB0uhncL6MmS9luLGKpRMBlESufSz19L27E78HUOoQFlzHXsf2EgylGv+GzrSTWQ0RPWiRo6sP0AkGGXwUBcV0yqYd+0iZIMOnVmP0WWdUPrIKgqCKPLv//FD/L0eUod8hLxBdCYdC25dgdn95jvefUM+Hv3xWsJjYbJZFavDzMrbVtLf3s/MZTMoOEUuTpQk9O+iqkVhqYvr77yKRCyBwWRAep+ZpeQ5d5gcZqavnsuUWBOiKNB/oIPKuVPRGnQkxx3BtCY9giigMxsI+IJk4klkgxZZlsgqCslAGKPLwrw1C+nY207UH0HWayhvqkGWJAaP9aI16pgyqxrfyT6ObD+MKgjUXjIXNZtrMFJlmR1/eQlBkhBFka59JxFEkanz6/nE1XcQGBzl1A6jmD/MjZ+4lm3P78LhslE/vZpjD7+A0WJEo5HR6jSE+zyIqJTVlFBWc36MUCKBCFv+8hKte9pABXe5iyv/Zs2k68O5JhkM07dh10SApDEZKF+54E25ueZ5/yIbDZjKi4j2j+ud6/ToLBZCo2FkiwmtSYcgihhcdjRmI67KYhKBMOHhMZBESpqnEApGifjDxIIxejMKBRWF2N12yhsrqb94JtZCB9//wfdzL28xojUbkLRybtdHyGn2q5lM7pgkTu4YfA/g6RicCJpfpnPnccqmVaI7S4WQPJN57yyfzgOSVsZYYCWdTLHsU1ciqWlSPh96u4V0NMrOBzaRSqSYdc0iyufV4+8cQgBkvZbQgBej04bBIZPNKHhPDtA8ZwoGiwFZlhnrGcFVWkDPjmMAFE4tg2QSWadBa9AS6RtCNuiYN30GmoVmIqtCpCIJZL0Wy//P3p1Hx32Vh/9/3898Zl+k0b6MbMmWLcu7HTm2E5I4G0mAmC0hSYESUr5t+MKBcFpKy+mPLoFCC5TSQkL7LRBIv2T5OkBw6oQQEyCJE++OHe+bbEuWtY622Wc+n98fI48ty8vYsjQz9vM6JyfW9SyPxno0z9zPvc8tLxq1CepCdqzbydBIuzRNUwwPhAh2B7nl/psn4mW7aLpuweOTWSZxYZqm4fA4MQ2TsvoKIr0DGMkU3hI3roqSTF7Yiz34qcRXcwvhgRBmPI6rvISj63eDUkxZ2syH//IjxEIxfOXFkEpxYtcRlt29lKLaMg68uA7NhHg4mu4Z++pW5n/sdo5t3I1/znRiQxEcRR5Mw8AwTA68uYuSKj833nwTW557Ld0r1mbFNAyqm6dQPbWKe/7XSuLDEYKHj6OSKYpLvKc60Nis53xjjkdihPpDGMkUDq8T98nWlH1DDHUPoDSFt6wIt398xeaJ1k72bNyb+bq7rYdtv9vGTffedFmPIz7dwKH2TNEMkAhFGDxynPL5Myfk+UT+MA2D+HCYZCSOZtWxeV2Zq5y6w07FotnEZtSTjCUIhxPsWbeTGXctpWPzXorqa1BK4a2toHP7QYbae5l+x1IsVp1UPEFfVz+r/+W59BWdIi/F1SVUNdYwZc7UUVdTr7vuukw8029tITowjC9QQXwojDnSJWnKtbNwVZQUXJeks3XDsjrtMjl1GUjhfB5KKapmT6Vt2wFsukG4tQ0UBA/0kUwkWfyB5Wx9YT37fvc2S+6/GW9ZEUpL7/g1SW9gig2FsXud2EZ237t9bpLROP5AOdGBMJpFQ1MKb3kxwx29eCt8tP5uPQ6/B03X+f3aV6lY3MyyJcuwOHU0mw6mAWSXxIZh0N/VP2b8bGNCFIrYcJjh9m4O/3YLqVgcq8tBw+1LsHkcWKxWon2DDA9F2PnqdpKpFLNXLKB9+0Hath5AKWjfdoB3ffYDtL6zj1RDlO2r/oDd7cBIpSifEaB6wQw6t+1Hs1jQbBq6w0psKMxgWw9TVizG6rATHwphGiaaVadqRoBQcIjdh/YQq9UpNq1YNI26lkaMSIT+w8fxBiowkimGjvdS0lhH59v7UUphmiZFgQqsZ1l7GB2K8M4rWzi0cS+maeItL+K6P7oFTdN4/YnfZPraeiuKuP7jt+EZx5ro7mNdY8Y6j3SRiCawuCemaIgPh8aMJc4yJq484e4gR363hcFjnTiKvUy9eTHeKVXoViumYRLuG6L19R3p87p8Hlq3Heb4njYaW2YQjiQonT2Nd55ei8KYk7EAACAASURBVAIqF85guKOH4bYuTMOgfH4j73vkQ+xdt4uyhipmXDsLX9nYq7Tr1q0D0gW0s9iDs9jDkgfvpPfQcWKDIUobqnH6PehOO9H+9OSTzeNE0/O/dCqfWomn1Mdwb7rFpcVqoXnFAnR74bR6zVf5/6+fY44iN1OvbaJv+0403UIyniAZi+OurcHqshOYU4/D60JZNIrrSgl1DzLU2ceMmxdxZMNuIP3JesEH38WR7a2goKIpQPNN89nz4lvYXHZKplTgKfORikQZPHgMpSmMpIGRSvDtJ3+I/nMn//m5/w8jnkRpiorFzZQ01We1BlnTNOYsa+bg2wdHjTctaZqIl0uISZGKxGh9dQtGPIE+0gGnbd0OvLXlxIejhAYjvPT954nHkthcdtr2HGP5B6/HU1nM8IkgusPKkQ17KJ1SztE3dwEmkYFhPGVFBI+coGZ+A1a7FUuJN91i0DSwe5xYbFY8xW4CswIc2rQPpRSaDebdtpCOXUf4xr99E7vbyUu/XE20b4BIZx+dm9Kz3DPffyOuUh+aReGoLGXqCi+DbV24yv1ULZqJ7Sxr+wc6gxzccOp496HuAXb/bjuV06tHHQYx1DXA8d1HmfmuuZf8mtbOCAAbRo3Vz6nH5py4bgJFDQGGj54YNearr52w5xO5Y6QMwn2DDJ3oQ3fYSIXCDB7rxEgkCXcH2f+r15j7sbvQy/1EBobZ9fwbJKNxNN1CTWMt8XCMWCjCjle3U1pXTkNDBUq34C4vxlft5+CadVhsOppS9B8+TvO9t3LtXS1Y3U4cvrG5FR0M8aUvfgmlKf7w2qmGXq4SL66SU++P8VCE4+vfof9gGyhFycypVC6cidWV35vsPKU+bvzkHfQd6yYyGKaysQZfhZwCejlI4ZwFi1UH0yQRjqJZdZwVpRi6k03/9xWGe4YwDIOGZbNpumMpoY5eXOVF2Dwu6q6ZQbh/GF+FH1epj7LGWoxkCrvXiW6z0vKx2zENk4GjJ+jYuIuy5nqUbkF32BnuHcQ0TZRVJz4YIhkZacWVgq4tu/HWVmDxZze7FJgR4Jb7bmbr77ahNMWS21qomlo5ga+YEBPLSBkYiSS6y04iFMVIptI9W5Mpwv3DdB05QSwcA9LLH5RS7HtrDzPnT2W4sx+L1YLSNDSLRjwSSxfAuo450hfW6nKgdAuhE304fG6aVl6PaaSY8e4Wwid6mDY7QNN1s0lE41jtOn3b91NUXZ6Jr2f7ASI9wVMBmyYDRzrwVJZQu3QOXe8cIjoYpmTWVEoaajMng55p4CxXhoLHeykNjG35ONQzMK7XtDxQxnUrl7P5N5tJxJM0LpzO7OWzJ3SDorPcT9XS+QT3HgbA3zwNZ5m8uV+JBtq72b7qDxiJ9GZdu8fOlGVzaXttG5DuuZyIpDtIxYfCJEfaTxrJFKnhCO995P2EuwdIRKKUTKth8PAJOiNxagLl9O5uRZHeowMmyqLRs7uVnn3tJOMJqhfNILBsNlanA9Mw6Ttygr0vb2KwoxeLTWewow9f9dnX8g8dPUFw/8k2rSa9uw/jrirNnBybr4b7h+nv7ieRMqicWUtxRfFV1yJ1okjhnIVUIoWjqoposB/NouGqqeGdNZswjXS7OKfPzfF3Wmm4fh7J4RAJe7qXc2lDNaWnPc6ZTdRdJenC14jF6QAGjnZSu6SJI7/dgGGYKAWarpNIRogNDI909LBg9zpJxUYfC3o+To+ThSsW0LhoOgo1KTvlhZhImk3HWV7MUHsPZjIFKt1zPdTdj73YM9KJRgEm8VAUV2kRVqeNVDyZ7nphtVI9fxr739hJ9dwGDv1hO0qBbtfTGwyVonLBDKqvaSIVT3J0015m3bWUUo8HIxqjc1N6FlhpGqZh4PB7cZX4sLscOItcOIo9owtnyMwo270uAkvnkIzG0Kz6ea8clQTKTn4bGZWNNRSdZcNeYE79uF5Tp8dJy+3X0HTNTAzDxFPsxjbBBz/odhvFjXV4atMfOnRnfs/iiUuTiMZofWMnxsnNahoMtPVgtjRhcdhIReOgaegjHaQsZywnsDlt9G7bx+DIxtvg7sM0f2gFvfuOpieYNA00lZ7JTqYwUyb2Ijf2Yg9G7yCd2w9RNmsqVqeDSP8wO1e/mSnSU/Eku19az8J7V2A/47Ah0zQZOJbeoKg7bLgqSzENg+GO7rwunIeDQ/z2J2vpPNwBpA9Au/Ph91I1LTcbj680Ujifh5FKkQxHMU0TbHacU6cR7x/AVlTEyWP53CVe4pE48WicVDxBcP8x+vYcYaitiik3LspcRob0scBGMoXV5UA7bYG+q7KEppU30rP3CMruoPqGJYTaT6SPbX7GgrJYSMaT6YMdUimS8QTqIjcqKKXwFkuPYXFlSCVTTF2xmAP/s45o/zDOUh911y+gfcNuZn3gBiqnVVNUWcxAZz9KU2hWjWs/9C6iJ3rxlBVR2TwFzWYlMhimvKGK6bcsZOBYN55SH1OWNrPtmd+mZ8BCUTBNPJV+ME3sThumy0ZRQw0Dh4+nl3FYNGqXz8MbqMA7cim0ckEjg8c6SY30ibYXefAFTvWBTSaShPpDDHb24y7x4inznbW/qq+imEXvXcbO324lEY1TPbOOpuvnoNutzLurhUNv7UFpGjNvmIv/LLPQF8uiWyjOweVcKZivbEbCGHWypqZZsPlcJKNxLDYrRiJF4F0LsBelN4k7fG4q5jTQtfMwVqcdZZqEu4JY7VaS8SRGMkXfvqPMu/9Whjv7sM4IEBsYItw/TCqeTG+Cc7uou34+kd4B+ls7iA9HgPT78Mmi+aThrn6S0fiYwlkphaeqFFDYS4vpePsgmtXC1Ovq0i0u83TDYE9bT6ZoBkjEEmz59WZue/DdE7r06mohhfM5JCNR+ve2MnA4fYnGXl5Gf1+EY9sPM/duH/6Gajpf3nzySjCesiIcRS7MkV3yg0dOkAhH0B22kQ1BPbSv35neGDi9lsr507F50m3fLLoFa5EH17Ra+nqG6N7XRs+hDhLRGPFoHKvbgS9QSehEN/ZiL1VL5mKk8uKQJyFyQpnpmaLKRU1YXXZig2EO/3YL9qL0zvzyadW8/0v30b6vjVg4TnVDJcOtx9MHG1g1Dr28AU9lCTOWN6eXTtWV468rZ7Cth+HufhLh9NpKpSl8NeU03jSPjje2kIrEcJQVU33NbEpn1RMfCuGuLMFR7M20kgRw+H1Mf+/1JCMxNIvC7nVjH+kcYxom7TuPsPWX69J9pIHpy2fRfMuiMW9qNoeNxmXN1MyqwzAMHB4nNqcd0zAJzKmnamYAm8uOcxJbSApxsWxuBxXNU2h9/Z1TYy4H5c31lM1It3i1F3kyM85Wp536G+ZRObch/QF2KITFZk1fWRopVqPBIWxuB5Vzp5GIxplyy7X07T+KxWbFWeHn7V+8QcPy2RzfvI9Ay0ycIwdr6XYrmtVyavabdKF+rh7NRdNqMNDY+rNXwEx32xrqGmDxR2/DexlaNabiMVLRKJgGFocTi338HyLDA2M32EYGQyQTSSmcLwMpnM8h3NVL//5WIN2Zonv7Xspb5nHsHUUqHGHKwuk4vC46drbiKS9m+vVz0BIx1Mhxv6eLDgyzf826dA9Y0yQSHEJpitprZ4NSKKUY7ukneKgDd7GbpmWzGO4K0nWogy/+yedJ9gZx1ZRTNr+RRChG187DTA/k1ylGA90D9LZ1Y5omZYFyimQTgphAVo8Ts3eARCjKgV9vQAHOEi9Tb1yIzeNCaYqSQDklgfQSgM53DjDY2sEg6dnq2FAY35QqDv1+O/FojLl3L+foundIxpJEgkPM/cD17Pn1BlylRTS8aw692/emO+BoGpHuIG3r3sYsLuHg5v0U15Qx7/bFeEq8/Ou//iuJSIxjm/bSvvUAyqIxZUkTymolGUtg8zqJh+Ps+s2WUb8nDr61l6mLZ2Bzjn0j1izaqG4ZseEorZv3c2h9ernItGWzqL9mhpwIJvKW0hQ1C6YB0LU73Su9/vq5eCr9mauvpmmSDEcwkkk0XcfqdGAb2YAX7h1A6VpmYgqgZHqARDRObDiCxW7l0PrdKBSpRJLutdtIhGPEhiJYrBpH1u+mcm4DAI5iDzNvWcy+tVv433d/HIvNStO7r8FZdPaWqLrDTjyRYvodSxlu72awvQfTMOnee+yChXMiFGa4vZNobz+emkqcFSWjrq6kYjFCRw9jJNJXppRFxzO1AYtjfIeAVTZUYdEtpJKnPhxMG2mHK8ZPCuczxEMRYgMhEpEE/jkzGDp0jEQkim63Ee3uw19XTjyaoG/7Tvy1FVS+rwWSSfrf3oZ/zhyUxYJpJPHVV2F1pX9Ihzv7CAeHiY1c9tV0C917juAu8xHu6sPXEGD3c7+n/3gvLp8LZ5Gb+be2MOPaJnSbFd0CR19/G0bOVAgsn4fdlz8zTP2dQdY8/gKhYHqXv8vn4q7/fTclI5st+rv7CQ2EsNqt+Ep8OOQNXoyTw+vCW1WC3euifE49yWgcV1kRFl0jGhzAYrdlrugAFE+pZmDqCQaOdKJpGkVTqrD7vcQjMTTdwtGNe5n1nmXpS7w2HaVrLPro7QyeCOIoLabimtn0bd8HQCqVIrjnCLW3VDPQ2c9AZz+6TWfxymUsXLiQEztb2bn6zfRtkym2/OwVFt67guOb9lDaWEvVwpnp3wWnM01SiWRW33vPkU52/mZL5uudL2/BU+qjds7Ucb6qQkwcu8dF/fI5VM+fhsVqweo41WfYNE1ivX307dqLEYtjsdvxz2nCXuJHKYWjyEPjXcvp2LQnfdW2MYDmsLH1p78GoGrBdCpm1nHg1W0YKYNUIoVm0/FPraDvQBu6zUq0P4S3Mt3rvWpOA8WBchZF41hddlzn2PcTHY6wf/0etr24kWQ0zqwb5lK1eCYnth3AYjt/+ZSMxujcsIPoyF6HUFsnxTPqKZk3Y2QTIySGBzNFM4CZShIL9uKsqh11BetiFVcWc/un7mTzixuJhWM0XjODmUtnjesxxSlSOJ8mNhSi9ZVNhLv6SEZjWKwW6m+7lr4de7C77bgrS+k4fpieI13MuXkuQ/sOkOhP73ovmjYVu99H3fI52HxudI8rs77ZYrMSG45gGgaYkDJNzJFLzalojLa3dkIigdIU8VgCbSDEwLFO+g4fZ8OOrThLfTzw2YeI9Q+hlElyOES8fwhHmT8vEuHg1oOZohkgPBhm3/rdLPvA9XS0nuD5x39FaCAEChbcMJ/r7l6OSy4ti3FylxVj98ZJRhPpnfGH2+naugcjmcLmcxO4YXGmQ4Pd56bhliXEQxEwTQY7g+xcsyHT0zTcNwSaoqi2jFQiyeG3drPx6d+CAWAy5z1LqZzTSHDnAVKJJI5iD+HBU5dDT+xrIzoU4Y31b3DotXeY4anBNM10x4+EQc/B47jKiuja1UpJY4DqWXUc33U0c39nkRuHJ7vZoLbth8eMte9olcJZ5D2lqbOeTJuKROnbuRcjni4iU7EYwZ17KV+yEN3pRNMtFNVV4i73Y6RSDJ3oY8/qdZn7n9h2kFkrr6N+WTMdO1tx+FxMXdJE7/72zMFCjtNmlC1WC+6yIl555RUAbrvttrPG23X4BFvWbCCVSBLuH2bzr95ixYPvxl1eTNmMwHm/12Q4mimaTxo4dAzf9LrMsfInv9/TGfH4qJNHL4VF16lrnkJ5XTnJZAq3zyUdNS4jKZxPM3y8h3BXH5AudhOhMMH9x3CWlWAaBqVNU/E2BNAsGg6vE1dJEYlQGIvdRiqR5MS6TWCkLyWVzGka2QRoAYtG0dRKgoeOo1BYbDrl8xrTs11WK/HBXsxEEpvDRiwcw3RYUQpKp9Xy3489it3r5H3vu5VIRzcA9lJ/5pAA3WlHdzlzmhTDfUNjxoZ6h4iGo7z+yzfSRTOACW//YTvN186SwllcFrrdlr4a1DfAiU270m84QHwwROemXdStaMEy8gHW6rJjPXmalm7BU+Fn8HgPStMILGrEW+kHINQ7yPZfrRspmgEUu3+9icCf35O+q9NBadM03v79zkwc7mIPus3KP37964SDQ3z9gb/ANE2MkUulziJ3pstGNDjEvLuWoNut9Bw+gbe8iNm3LcJdkt3mXV+Vn/adR8aMCVGojGRyTBGZisUwEkkY+TwZHw4T7etHaRo9e4+lO82oU/c/+voOShprmLq4EW9tGcfW76b/WDeabmHq8jk4zzKr/NWvfhU4d+F8eOT8A82aPkU4GYvTcfA4Nzxw82W56mvzFREP9o4e85dctvfzbD+Mi4sjhfNpTp4MBOk2U1a3i2QiSdmC+VjsNnSng9OX1WteD1avh/hwiO43t2SKZoDgngM4K8uwed2YKDx1VVTOayQRjWFzO+lr66bYZyU5HKF0Zh1D7T24i9zpI4OVory5HndFMc4SLxjGqaK5pAhnSREn3tyM7nCgO+yULpqDq6o8Z7PPjdfMYN+GPaNaZs1cNot4JE5/99g+tAM9g9Q25m8rH1F4EuFopmg+KRocJJlIoGw6yVCISEf6VDFXdSWuYg+L7r2R2HAEpWk4faeuEBkpY8xSCiNlYKKYcvtylG5h/4b9DHWn+ybbXHbm3dGCfaQot3uc2L0uooNhLDYdd5kPb6Wfvn3pGWZPVQluv4dFK5cRC0XRHbaLavtWN7+B9ndaGexM55avspjAvPpLet2EyAearmNxObH5fGg2G0Y8htI0jKRBuLsPzWql++09hNq60N1OXJUV6bXQp52x4KstZ6D1BJG+IXr3HmXardcwbYUNTbfg8LmzOjDsTCXVpbRuPYgiPUttsTqpmFY9avb6XHSXA0eZP110V5VhpgysbicW56klKprDiSswhVhPen+QvaQU3SXtYvOdFM6n8dVV0bVtf+ZrpWmUzJiCvfgCB42MHMZwOjOVwkylZ5scDivKorH9f9ZjGAYl9dXMWNZE/869YIC7poKG21ro2XsMT5VGbcssvFUlWGzW9JG8SmFxOkhForhrKune+Hb6sVX6k3bf9j3YfB6s7tzM4pZPqeCWP76Nt9duwzRN5q1YQFVDNZrVQl1THTvXnZqZ0zSNstrxt80S4nRWt3PMxlyH30s8OEAqFCL4zq705JRShDs6KF20EHuxb0z7KRjpADAjQNe+tsxYUXUJdq8T18ixvTNvmEvtnKkkonFcxR68p23es1h1Fv/RLYRGjro14nGOvrED3WEjsKQZ18htLVb9nGsrz8dT6uO6j9+aWR7l9nsu6XGEyBcWpwNf43SOr9tOpCeIu6qUikXNHF27jnj/MHa/j7J5M4n1DpAMRfDadcqb6uhrPYFppCeaHEUuena3ApAIRQl1Bald0jyuuKYumMahrQfo70hfiS6q8tOwqDGr++oOOxUtcxk4eJTjr29GWSzobic11y3GXZV+D9QsFmy+4pFi2UTT5TjsQiCF82mcpT7qblxI59Z9GCmD0qYpFDfUnPP2qWSKZCSKsliw+bzEB0/NWOtuF5aR1jp2r4sin5Ul974LNAukknir/GipaaQSSYrqq7EVe9MnB2oatjM2zylNo2z+LLo270AplT4xzelAjexGTsVimSI9F2xOG9MXz6BmZgDTNEctw1h657VEhyMc3tmK2+fmXR+8Hn+ldNwQl5fV46JqyRyOv7mdRDiKp6YMf9MUol1daBaNxNAwusuJputgmITb29HsNmJD6Rlnu8+Fbku/abmKPbTcv4KdL22k5+BxigPlzH3vUjwjRTOAw+047ybXVDzJcPcAmkWjZGol8z5yC5jpQ1pO7+F+qVzFUiyLK0cyHOX4uh3pfTwWC+GuIEdfWY+/aQo9fXtJDA3T8/ZevNMC9O89QnDPQYpnNlB33VyUphEfirDvhTcyj6c0jeKpVeOOy1dWxK1/cmdmOaKnxIvHn/15CGYqRXDfEXRn+gO6mUjRvXU3thVLsJ7WXUPTpRQrJPKvdRrdbqN0Vj2+QCWmaWJzOzPF6ZligyE6t+5h+Hg3jtIiqhc30b/vMPGBQWxeLyVzZ2bazlg9LsrmzkhvOgxHcddVYivy4q4oHfWYFu+5/zlclWXU3rQMI5HAUV6CEU+gRhZ46W4XmjX3n1SdZ8zeJcJREp09XLN4Gi03zMVZ7MVfU5rZUSzExTKSSUwjhVLaqJ/5VCzO4Ik+yhfPRrdb0R1WBnbvw+73ZQpVIxZP/+wphZFMcWT9bto27kNpGjULpzN12ezMh9ai6lJa7ltBbDiKzWXH7nGmDzBKJLA47Jki2zRMlDZ6iVQynmD9T18mFU9fhbK57Cz52O14yosQQoyVjMaJDQ6DpqEAI54g3BeksqUZM2WgLBai/QP4HdPTdzDB5nHiHtn8a3XaqV+xiK53DmGx6dS0zMJZeoErxVny+C+uWD5dKp4cs4QsMRxOn3YqCpYUzmdQSmG7wMY1I5HkxObdDBxuB2C4rYvW/iGm3Xlduter1Zpu1n4am8eNzXPhdVFn+o//+I90XJqWXi9tmlQsWUDv27tJhsJYfR5K5zfn3clbpmkS3H+Uzi17MmP9ugX3e2/AUXJ5fqGJq0sqGiHS2UEqGkaz2nBUVKO7PSiliA2GCe49SpD0rG5Fcx2x4CAoE+/82YSPn8A0Rt6slMLqL6Xjd+mWcaZh0L5lP6XTayhxn5qlsrnSfWRN02S4o5djb24nGhzCU11O9TVNdO9vJ9TdT9XcBooCZVidDh5//HH2v7qNVPDU0q14OEbnnqN4yudN5sslRMFQugVNt2Q20ypNYXHYMn2bk9E4vvpaUAq730fRtADeqTWZTfIWh52KOQ34p1WjNEumW86FnHx/nSi6w4am6xjJU78PHKXFY+oDUVikcL4EiUiM4fYuIH2JxUilSAxHiA+F8dZe3oNJmpqaRn2tlMJZVkLVddekj/y06uin9cMcr1Q8fUpTLDiArciD1edFt1/84ycjMfoPtY8aM5Mpwj1BKZzFRTOSyUzRDGAk4oQ7juGZOh2LzQ7mqY258aEwFpcLe0kRRTOmMdTdj3/BPOLBIGgKV3UVRzYeIBVPjHqO4RN9lNSPvbwbGwxx8NdvpTcgAsGDbYS6g7iqy+k9eJzeg8dpvHUxtYtm0DRzJtEdXXQF20Y9RjKWGPO4Qog0m8dJxaJZdKzfkZ6h1SzU3dTCcPsJIL0pvmz+LOwlPoqn1wEweOgIoWPtmIC7pgrftKkje3+SGBpZXYU98/31crN6XFQtX0D31t0kQmGcZSVUXDM7s4xTFCYpnC+BZrHgqa3AXVVKKhrD4rAR7R2ckGRYvXo1AHffffeo8YmYYTZSKYaOtDF44FSfWHegBv+sxoteCqIslkwbsNPpzstX5Iurh5lKZYrmDMPATCbBZsfmdWPzuYmP9Fbu2LyX+tuW0PrSGyRCESwOB57acqpbZmMr8mKxjl0u5K0uHTMG6Q/KJ4tmACOZInj4OBXzZ2TGjm/dT9mMWl5+dS2D/b2UcSpflEWjavaU8Xz7QlzRlKbhrvAz5cbFJEIRrB4nNq8bd00ZZfNnojvSOX5ypjbU0cnwkWOZ+w8fbUOzWkkO9pMMR3BUluOb1oDlApM+53p/vZzfl6emAnuRF9MwsNisUjRfAaRwvgRWt4OiqdUcXP0HUon0TFLlolmXdeb3pG9/+9vAxCX26VLRKEOHj44aC7V34J1ah+0iC2fdbqVywUxauzdkNi46y/04/DLbLC6BptCstlGnbKEUamS9vN3nZtqdy+nd00o0OEhpcwPh7iCmYWY+ZIaOd3Ni826m3NxC7aKZhHoGCR7pRNMtBK6Zibv87JtWLVZ9TMcOu89NIhI7LT4NUHz729/GNExW/ehnHNmwF4uuMXVpM54K6bMsxLkkwxG6Nr5NKhpD6RbMZArd6aD6hmtxlY3NnUjX6N7HRjxBtKsbu99HMhwh2tmNs7zsgoXzZL2/Wt3ST/lKIoXzJUiEI3S9vQ+r24Fu2FBKMXikg4oFM6GAG46bJmO7c5gm5mmXwS+Gq7KUxvfdQLg7iO604yjxjToGWYhsWaw2HJXVRI63pdcqK4WjrHJU+yan30vtsrmYhoFmsdC948CYxzFTBqYBTr+H5ruXkxg+1VXjXH1ebV4XVYtn0bFpdzoWu5VAy2xO7D51CEldS1OmtZ3SFOWNtfinVKIUl9Q/VoiriZFIn6ILZDbOJSNRjESCzAkop7H7iwgf70h/YZqYhoGt2EcqduqDdWJoGEeZtD4Vl5/8Rr8ERtIgGYmg6Rbg1CXfZGzs8ZmFxGK34awoI9LVkxmz+rwX/NR+LppFw1HikzXN4rLQXR7cU6dhJpMoiwVNt2ZmnE9Sp81Ce2rL6X771IYjgNLmBiy29K89m9OOLYulQ7rNSuWCRvwNNcRDEew+NygNw4RI5RAVs6bgrS45y/3k16sQ2dB0y8jBJ6feQy0Oe/qAk7NwlpcSKS8l2t0LSuGsKMdeXMTQoVPLDG3F0vZUTAz5zX4JdKcdT3UFg0eOZ8Y0m17ws6kWq5Xi5pnobhex3iC2Yh/eqXUTsgRFiIullEpvBLRl9/PoKPZSf8d19O4+RCqepKSpHnfl2AI3G7rdhl5uw3Xaco4pS8d3uIIQIk13uyhfNJvurTsx4gk0m42yhbPRXWe/gqs7HZTOm00yGgUzfST28LFjI8u3NNx1AXT3xXexEiIbUjhfAotVp/KaZpSmMdzRhdXtpKplDjZf4Seq1eWkeGYjRjKBZtHP2cdaiHynNA1XuR9HySLAlP7hQuQppRSuqnJqblqKkUhisVrR3U6UUme9vZFKER8cpn9fK6ZpUNxYj7ehHs+UOhQKi8OO0uS9S0wMKZwvkd3npvb6+SQiMSy6PmHdIp588skJedzzUZrCYpOdv+LKcDlO6stWLvJViCuB0rSszzqI9w/R/tqmzOEi4c5eam5owVVx9s445yL5Ki6FFM7joOk69vOc9nc51NXVTejjCyEuH8lXISbecITiQgAAIABJREFU0NHjY07kGzx0DGd5yTlnqc9G8lVcCimc89wzzzwDwH333ZfjSIS48qUSSZKRGJpVx3oJV5Fyna+GYdBzoo/+3gGcbgcl5X7cFzgJVYhCc7ZNg+faSHg+uc5XUZikcM5zjz/+OCCJLcREiw4M07FpDwPHOrH73ASWzcVTVYrSsp/BynW+Htl3jCe+8zSRUPrAlmtXLOLOj9yK5wrYfyHESZ66agYOt2GMnP6pdAtF06Zc1Gwz5D5fRWGS1fNCiKteKp6k/a2d9Ow5QiIUZbijl/1r3iQ2MJzr0LIWGgrz4rOvZIpmgA2/20pvZ18OoxLi8rP5PARuupbSuTMond1IYMVSbMXeXIclrhIy4yyEuOolwlH6j5wYNZaKxYmHIjj8hfGGHIvG6eseGDM+EBzKQTRCTBylFDafB5vPk+tQxFVIZpyFEFc9TbdgczvGjFtsF3fUfC55fW5mzp02aky36lTUyOlpQpxPMhIhdPwEgwcOE+sfwEgmcx2SyGMy41ygjGQKM5VE6br0pxVinGweJ4Hlczn48gbMVPqI+bLZDdgKaGOd1W7l1g/eRDKRYu/2A3iLPbzn/tsoq7q0Q1+EuBqYhkHv27tIDAymBw62UjJ/Nq7qytwGJvKWFM55btWqVWPGEqEQoWPHSA6HsPq8uAMBdFfhvMELkY+KplYx+95biAaHsHmc2H2ei+6scbZ8nUylFX7u+dTdDA4MY7XpFPnluHshzmXVqlVE+4IkDreNGh882IqtpBjdLqfmirFyVjgrpe4EvgtYgP8yTfMbuYoln5WVjb7MmorFGNi7j1Qkkv66O0YqFqOoqUkOLRFiHDSLBVdpEa7Sokt+jDPzNRdsDhtlDpllFuJCysrKiBjQy+jC2UwZYJjnuJe42uWkcFZKWYDvA7cDbcBGpdSvTNPclYt48tkTTzwBwIMPPgiAkUhkiuaTEoNDmIkESOEsRE6dma9CiPz1xBNPkIrFuGvmXIx4PDPuqq3E4pDZZnF2uZpxvhY4YJrmIQCl1NPA+wEpnM9w5hux0jRQatSpScpiAU32eQqRa1I4C1E4Tubrx3+1mqEjx0iFI7iqK3FUlF90T2hx9chV4VwLHDvt6zZgaY5iKSia3Y67toZQW3tmzF1Xh0XWYgkhhBAXzebzUjK7CdMw0KyF00lH5EauCuezfZQbs6BIKfWnwJ8CTJkyZaJjKgiaxYKrpgab308qEkF3ubA4nemZaCFySPJViMIiOXuKsljSV2+FuIBcVVttQN1pXweA42feyDTN/zRNs8U0zZby8vJJCy7faVYrNp8PZ2UlVq8XTZfmKCL3JF+FKCySs0JcvFwVzhuBGUqpBqWUDbgf+FWOYhFCCCGEEOKCcjJVaZpmUin1WeDXpNvR/cg0zZ25iCXfrVmzJtchCCGyJPkqROGQfBWXImfX+E3TXAPIT+0FuORgEyEKhuSrEIVD8lVcCtlRlucee+wxHnvssVyHIYTIguSrEIVD8lVcCimc89yzzz7Ls88+m+swhBBZkHwVonBIvopLIYWzEEIIIYQQWZDCWQghhBBCiCxI4SyEEEIIIUQWpHAWQgghhBAiC8o0x5x0nZeUUt3AkVzHcQFlQE+ugxgHiT+3Ljb+qaZp5uVxX5Kvk0Liz60rJl+hIHL2avt5yTeFHj9c3PdwznwtmMK5ECilNpmm2ZLrOC6VxJ9bhR5/oSn011viz61Cj7/QFPrrLfHn3uX6HmSphhBCCCGEEFmQwlkIIYQQQogsSOF8ef1nrgMYJ4k/two9/kJT6K+3xJ9bhR5/oSn011viz73L8j3IGmchhBBCCCGyIDPOQgghhBBCZEEKZyGEEEIIIbIghbMQQgghhBBZkMJZCCGEEEKILEjhLIQQQgghRBakcBZCCCGEECILUjgLIYQQQgiRBSmchRBCCCGEyIIUzkIIIYQQQmRBCmchhBBCCCGyIIWzEEIIIYQQWZDCWQghhBBCiCxI4SyEEEIIIUQWpHAWQgghhBAiC1I4CyGEEEIIkQUpnIUQQgghhMiCFM5CCCGEEEJkQQpnIYQQQgghsiCFsxBCCCGEEFmQwlkIIYQQQogsSOEshBBCCCFEFqRwFkIIIYQQIgtSOAshhBBCCJEFKZyFEEIIIYTIghTOQgghhBBCZEEKZyGEEEIIIbIghbMQQgghhBBZkMJZCCGEEEKILEjhLIQQQgghRBakcBZCCCGEECILUjgLIYQQQgiRBSmchRBCCCGEyIIUzkIIIYQQQmRBz3UA2SorKzPr6+tzHcak27t3LwBNTU05jkTkm82bN/eYplme6zjORvJV8lWMls/5Cldnzkq+inM5X74WTOFcX1/Ppk2bch3GpJPEFueilDqS6xjORfJV8lWMls/5Cldnzkq+inM5X74WTOF8tZKEFqJwSL4KUTgkX8WlkDXOeW716tWsXr0612EIIbIg+SpE4ZB8FZdCZpzz3Le//W0A7r777hxHIoS4EMlXIQqH5Ku4FFI4i6wlEgna2tqIRqO5DuWq4nA4CAQCWK3WXIciCozk7OSTfBWXSvJ18l1KvkrhLLLW1taG1+ulvr4epVSuw7kqmKZJb28vbW1tNDQ05DocUWAkZyeX5KsYD8nXyXWp+SprnEXWotEopaWlktCTSClFaWmpzECISyI5O7kkX8V4SL5OrkvNVymcxUWRhJ588pqL8ZCfn8klr7cYD/n5mVyX8nrLUo089+STT+Y6BCFEliRfhSgckq/iUsiMc56rq6ujrq4u12Hkrb/7u7/jW9/6Vq7DAOCXv/wlu3btynz9la98hVdeeSWHEYnJJvl6fpKvIp9Ivp6f5OvZSeGc55555hmeeeaZXIdR8JLJ5IQ/x5mJ/Q//8A/cdtttE/68In9Ivl4ekq9iMki+Xh5XW75OaOGslKpTSr2qlNqtlNqplPr8yHiJUuo3Sqn9I//3T2Qchezxxx/n8ccfz3UYeeVrX/saTU1N3HbbbZkjU89mxYoVfPnLX+amm27iu9/9Lt3d3Xz4wx9myZIlLFmyhDfeeAOA4eFhPvnJTzJv3jzmz5/Pc889B8DLL7/M8uXLWbx4Mffeey/Dw8NA+mjaL33pS1x77bVce+21HDhwgHXr1vGrX/2KL37xiyxcuJCDBw/y4IMPsmrVKgDWrl3LokWLmDdvHg899BCxWCzzWH/7t3/L4sWLmTdvHnv27JnIl05MMMnXsSRfRb6SfB1L8vXCJnrGOQn8uWmazcAy4DNKqdnAXwFrTdOcAawd+VrkgWDfAOv+sJHHv/NjXn35dXq6+3Id0iibN2/m6aefZuvWrfz85z9n48aN5719f38/v//97/nzP/9zPv/5z/OFL3yBjRs38txzz/GpT30KgEcffZSioiJ27NjB9u3bueWWW+jp6eGrX/0qr7zyClu2bKGlpYV/+Zd/yTyuz+djw4YNfPazn+WRRx7huuuuY+XKlXzzm99k27ZtTJ8+PXPbaDTKgw8+yDPPPMOOHTtIJpOjflmXlZWxZcsWPv3pT+fNZTEhLgfJVyEKh+RrdiZ0c6Bpmh1Ax8ifh5RSu4Fa4P3AipGb/QT4HfCliYxFXFgsGuMXz/wPL//P7wD4/do3aVm2kD/73B/j9XlyG9yI1157jQ9+8IO4XC4AVq5ced7b33fffZk/v/LKK6Mu9QwODjI0NMQrr7zC008/nRn3+/288MIL7Nq1i+uvvx6AeDzO8uXLM7d54IEHMv//whe+cN4Y9u7dS0NDAzNnzgTgE5/4BN///vd55JFHAPjQhz4EwDXXXMPPf/7z878AQhQQyVchCofka3YmrauGUqoeWASsBypHimpM0+xQSlWc4z5/CvwpwJQpUyYn0AJhmibxeAK73XbZHrOnp49XX3591Njm9W/T1xPMm8IZLq59jNvtzvzZMAzefPNNnE7nqNuYpjnmMU3T5Pbbb+epp566YAwXisc0zfP+vd1uB8BisUzKWrGJIvkqzkbyNX9JzoozSb5e2KRsDlRKeYDngEdM0xzM9n6maf6naZotpmm2lJeXT1yABabzRDerfraaf/77f+eX/+9Furt6L88Dm2Cc8UNomuaYsVy68cYb+cUvfkEkEmFoaIjVq1dnfd93v/vdfO9738t8vW3btrOOB4NBli1bxhtvvMGBAwcACIfD7Nu3L3ObkxtKnnnmmcwnZa/Xy9DQ0JjnnTVrFq2trZnHevLJJ7npppuyjrtQSL6KM0m+5jfJWXE6ydfsTHjhrJSyki6a/69pmifnyTuVUtUjf18NdE10HIVq1apVmQXwAAPBQf7juz/huadeYOf2vTz9k1/w5H89S2g4PO7nKinzc92NS0aNzV04i5LS4nE/9uWyePFi7rvvPhYuXMiHP/xhbrjhhqzv+2//9m9s2rSJ+fPnM3v2bH7wgx8A8Dd/8zcEg0Hmzp3LggULePXVVykvL+eJJ57ggQceYP78+SxbtmzUxoJYLMbSpUv57ne/y3e+8x0A7r//fr75zW+yaNEiDh48mLmtw+Hgxz/+Mffeey/z5s1D0zQefvjhy/SKiHxyZr5e7SRfRT6TfB1N8jU76kLT3ON68PQc+0+APtM0Hzlt/JtAr2ma31BK/RVQYprmX57vsVpaWsxNmzZNWKyFovXQUf7qc18dNaZpGv/8va8QmFIz7sfv7elj01tvs3XTDprnzGD5jUuoqCwDYPfu3TQ3N4/7OQpdfX09mzZtoqysbNKe82yvvVJqs2maLZMWxEWQfM0PkrOSr9mSnM09ydfCyNeJXuN8PfBxYIdSatvI2JeBbwDPKqX+BDgK3DvBcRSsJ554AoAHH3wQAKU0lKYwjVMfeCy6BaVdnosHpWUl3PG+m7ntrhuxWCyX5TGFuFqcma9CiPwl+SouxUR31XgdONfK7lsn8rmvFGcmdmmZn+tvXMLrv9uQuc2td9xAWdnlbYVdSEXzZz7zmUzPyJM+//nP88lPfnJCnq+1tXVCHlcUPnkjvjDJV5EvJF8vTPJ1rEnrqiEuD4/XzR998sMsvnYB+3YfZM6CWcxoasDusOc6tJz5/ve/n+sQhBBZknwVonBIvo4lhXMBKilNb+I7cyOfEEIIIYSYOJPSjk4IIYQQQohCJ4WzEEIIIYQQWZDCOc+tWbOGNWvW5DqMvPLSSy/R1NREY2Mj3/jGN8b8fSwW47777qOxsZGlS5cWxGYDcWWQfB1L8lXkK8nXsSRfL0wK5zzncrky58YLSKVSfOYzn+HFF19k165dPPXUU+zatWvUbX74wx/i9/s5cOAAX/jCF/jSl76Uo2jF1UbydTTJV5HPJF9Hk3zNjhTOee6xxx7jsccey3UYlyQW7KV/93b6tm+if/d2YsHxHw2+YcMGGhsbmTZtGjabjfvvv5/nn39+1G2ef/55PvGJTwBwzz33sHbt2gueZy/E5VDI+QqXP2clX0U+k3wdTfI1O1I457lnn32WZ599NtdhXLRYsJdQ2xGMRBwAIxEn1HZk3Ind3t5OXV1d5utAIEB7e/s5b6PrOkVFRfT2jr9oF+JCCjVfYWJyVvJV5DPJ19EkX7MjhbOYEJET7WAaowdNIz0+Dmf7ZJs+2f3ibiOEGG0iclbyVYiJIfmaO1I4iwlx8lNwtuPZCgQCHDt2LPN1W1sbNTU157xNMplkYGCAkpKScT2vEFe6ichZyVchJobka+5I4SwmhGa1XdR4tpYsWcL+/fs5fPgw8Xicp59+mpUrV466zcqVK/nJT34CwKpVq7jllluuuk/EQlysichZyVchJobka+7IyYFiQjiragm1HRl9KUlpOKtqx/W4uq7zve99jzvuuINUKsVDDz3EnDlz+MpXvkJLSwsrV67kT/7kT/j4xz9OY2MjJSUlPP300+P8boS48k1Ezkq+CjExJF9zRxXKbsiWlhZz06ZNuQ7jqrZ7926am5uzvn0s2EvkRDtGIo5mteGsqsXuL53ACK9cZ3vtlVKbTdNsyVFI5yX5mh8kZ3Oj0PIVJGfzgeRrblxsvsqMs5gwdn+pJLEQBURyVoi0nu4+DMOgpKQY3ZqfpZLka27k50+DyPjWt74FwF/8xV/kOBIhxIVIvgpROM6Wr+FwhA3rtvCLZ9YQjcS44ealvPcDt+MvLc5VmCLPyObAPPfCCy/wwgsv5DoMIUQWJF+FKBxny9djre38x3d/SmdHNwP9g7zwi9+w7rWNOYpQ5CMpnIUQQgghgB3bdo3pVbz+9c2EhsM5ikjkGymchRBCCCGA6tqqMWNVtZXY7eNrpSquHFI4CyGEEEIATbOn0zx3Rubr0jI/7/vA7Xm7QVBMPimc85zT6cTpdOY6jLzS39/PPffcw6xZs2hububNN98c9femafK5z32OxsZG5s+fz5YtW3IUqbjaSL6OJfkq8tXZ8rWsvJTPffF/8Xf/9EW+/OgjfOXrf86UhkCOIswNydnzk49Qee7FF1/MdQh55/Of/zx33nknq1atIh6PEw6PXnv24osvsn//fvbv38/69ev59Kc/zfr163MUrbiaSL6OJfkq8tW58tVfWnxVd9GQnD0/KZzFhOnafoDWtRuJDQxjL/JQf+sSKuY3jusxBwcH+cMf/sATTzwBgM1mw2Ybvfbs+eef54//+I9RSrFs2TL6+/vp6Oigurp6XM8txJXucues5KsQE0feY3NDlmrkuUcffZRHH30012FctK7tB9i/+jViA8MAxAaG2b/6Nbq2HxjX4x46dIjy8nI++clPsmjRIj71qU8RCoVG3aa9vZ26urrM14FAgPb29nE9rxDZKNR8hYnJWclXkc8kX8eSnL0wKZzz3Nq1a1m7dm2uw7horWs3YiSSo8aMRJLWtePrh5lMJtmyZQuf/vSn2bp1K263m2984xujbnO2Y+SVUuN6XiGyUaj5ChOTs5KvIp9Jvo4lOXthUjiLCXHyU3C249kKBAIEAgGWLl0KwD333DNmY0IgEODYsWOZr9va2qipqRnX8wpxpZuInJV8FWJiyHts7kjhLCaEvchzUePZqqqqoq6ujr179wLpGYPZs2ePus3KlSv56U9/immavPXWWxQVFV01a6+EuFQTkbOSr0JMDHmPzR3ZHCgmRP2tS9i/+rVRl5I0q079rUvG/dj//u//zkc/+lHi8TjTpk3jxz/+MT/4wQ8AePjhh3nPe97DmjVraGxsxOVy8eMf/3jczynElW6iclbyVYjLT95jc0cK5zxXWlqa6xAuycmdvZd7xy/AwoUL2bRp06ixhx9+OPNnpRTf//73x/08QlysQs1XmLiclXwV+Sof8zWRSJBMJEEprFYdXT97mSbvsbkjhXOee+6553LyvLFonKGhYTweFw6n45Ieo2J+42VJYiEKRa7y9XKRnBVXk3zL12QyRUd7J4mRWWSHw05FVRlWq/Wst5d8zQ0pnMUY7cc6eO5nL3BwfysN06fy4T96H3VTr56F/+LqFA6FGegfwmqzUlZekutwhBBXkVQqRSQSweU4tUY5Go0RjcTOWTiL3JDCOc/99V//NQBf//rXJ+X5+oOD/OA7P+HQgSMA9HT10dnRxRf/9rOT8vxC5MLx9k5++n+eYef2vZSUFvOxh+5hUcs8dOvF/Yqc7HwVQly6fMrXRDxBKmmMGY/HEzmIRpyPFM557swz4ifaYP9gpmg+6WhrO4MDQ5MahxCTJRqJ8sxPf8G2Te8A0NnRzb9/64d87V++fNFXWiY7X4UQly6f8tXhdGB3jD6hT6FwuZw5ikicy4S2o1NK/Ugp1aWUeue0sb9TSrUrpbaN/PeeiYxBXByrzYrDaR81ZrNZsV7kzJsQhWKgf4hdO/aNGovH4nR2dOUoIiHE1chut1HsL0K3WLBadcoqSrDZZZlGvpnoPs5PAHeeZfw7pmkuHPlvzQTHULAMwyCZSGIYYy/fTJSy8hI+dN97R50CtPLeOymryL/dx0JcDk6Xg8qqslFjSin8pcU5ikgIcTXSNI2S0mJq6qqorq3C6/NgsVhyHZY4w4QWzqZp/gHom8jnuFL1dvfx7JPPc+RwG8eOHGfvrgOTUkBbbVZuvuN6/v5bf8nDj3yCv//mX/Lu967Abrdd+M6T4KGHHqKiooK5c+dmxr74xS8ya9Ys5s+fzwc/+EH6+/vPet+XXnqJpqYmGhsbxxwhKq5eviIvH/vUvdx65w3c/8cf5O4PvZv7P/EBKqvKcx3aFUFyVojsKaWwWtNXeXNxjLXk64Xl6uTAzyqlto8s5fDnKIa8lUwk+Z/nX+GX/+9FLMqKmVT8899/j472zkl5fpfbxfQZ9dxwyzIamxpwe1yT8rzZePDBB3nppZdGjd1+++288847bN++nZkzZ551o0cqleIzn/kML774Irt27eKpp55i165dkxW2yHNFRT76evp55slf8NYbm6kNVONw2C98xzOcPK5WnCI5K/KV5OtYkq8XlouFq48DjwLmyP+/DTx0thsqpf4U+FOAKVOmTFZ8ORfsG2D965sBWLboZgBCoTDH205QW1c4x1pu/M0mVv/XGoJdQfwVfu7+1HtYcnvLuB7zxhtvpLW1ddTYu9/97syfly1bxqpVq8bcb8OGDTQ2NjJt2jQA7r//fp5//vkxR4mKS1eo+RqNxnj2v59n66YdAHR39vJv3/wv/vE7XyYw5eI2B/73f//3RIQ4aSRnry6FmrOXi+TrWJKvFzbpM86maXaappkyTdMA/g9w7Xlu+5+mabaYptlSXn71XDa12qx4fWPPm8+nmd8L2fibTTz1rWcJdgbBhGBnkKe+9Swbf7Ppwncehx/96EfcddddY8bb29upq6vLfB0IBGhvb5/QWK42hZqvA8FB3nl7z6ixeCzOiY7uHEWUG5KzV59CzVkh+ZpLk144K6VOnzL9IPDOuW57tSr2+/jIx9+Pruts2fkmW3a+yYLFs6muqcx1aFlb/V9rSMRG959MxBKs/q+J2wv6ta99DV3X+ehHPzrm70zTHDOWi/VjIv84nA7Kz7L5tdjvu+jHeuSRR3jkkUcuR1iTTnJWXG0kXy+O5GvahC7VUEo9BawAypRSbcDfAiuUUgtJL9VoBf5sImMoVPMWNPO17/w173//m+g2nT/7/IMFtcs/2BW8qPHx+slPfsILL7zA2rVrz5qsgUCAY8eOZb5ua2ujpkZOQxRQVOzlow/dw7/84+OEhsMopbjjfSsuaXPgtm3bJiDCySE5K642kq/Zk3w9ZUILZ9M0HzjL8A8n8jmvFFablakNdRSXFAFQUkBFM4C/wp++hHSW8cvtpZde4p/+6Z/4/e9/j8t19uUsS5YsYf/+/Rw+fJja2lqefvppfvazn132WERhap47g0e/9Vf09QZxe9yUV5Ti8bpzHdakkpwVonBIvuZOrrpqiCvc3Z96D9YzGrdb7Vbu/tT4zrt54IEHWL58OXv37iUQCPDDH/6Qz372swwNDXH77bezcOFCHn74YQCOHz/Oe96Tfj5d1/ne977HHXfcQXNzMx/5yEeYM2fOuGIRVw5N06gJVDF3QTMN09ObpPbs3M+aX77CO9t28/+zd97hcVTX/35ne1Vb9Wa5yL3IveAi44oxGAzYEEwnQEhooYQUkkC+pJAQyC8kBAgBEno1GBdcwMbg3nuVi3rZ3uv8/lgjLCRjyZYsyb7v8/CgvXNn5ux6z86ZO+d8jstx/nfOFD4rEHQehL+2H1JTeSkdkWHDhsmbNrVt0ntHpLi4GICVK1e2qx0Ae/fupU+fPs2e3xYVvxcqTX32kiRtlmW5Q36gndlfw6EwC+cv4+3/zq8fm3bZRK694Qr0p2l/25H8FYTPthedzV+hc/vsmSL8VQAt91fRR7mD07Nnz/Y24YwZPmWYcGJBp6Ou1sbH7zXUMV2+6EsmTxtPXkHO9+7bmf0VhM8KLiyEvwrOBBE4d3BefPHF9jZBILigiEajBALBRmPhSOS0+wp/FQg6D8JfBWeCyHEWCASCk0hKTqB/Ue8GY/kFOSQltVyeTiAQXBhEo1EcdifBYPD0kwWdGrHi3MG54447AHFnLBCcK0xmE7fdfT2L5i9n766DdO2Rz6yrp5OSevpqdeGvAkHnobX8tbbGytJPv2DH1t1k52ZxxZxL6NI17/Q7CjolInDu4Bw4cKC9TRAILjgys9K58fY5eDxejEYDao369Dsh/FUg6Ey0hr8G/AHe+e9HfL1qAwDHj5Zz6MARHnvyQdIzU8/6+IKOh0jVEAgEgiZQqVUkJSc2O2gWCAQXHg67i43rGjZSqauxYrc72skiQVsjAmdBp+LWW28lPT2d/v37149t27aNUaNGUVRUxLBhw9iwYUOT+7722msUFhZSWFjIa6+9dq5MFgguaITPCs5nFEoFRmNDmUpJktBoNO1k0dkh/PX0iMBZ0Km4+eabWbKkoVTYI488wm9+8xu2bdvGE088wSOPPNJoP5vNxuOPP8769evZsGEDjz/+OHZ727QmFQgE3yJ8VnA+k5qWwlXXXd6gDfXoccNJTUtpR6vOHOGvp0cEzh2coqIiioqK2tuMM2Lh/GVMGzOHQQXFTBszh4Xzl531McePH09KSsMfJEmScLlcADidTrKzsxvt99lnnzFlyhRSUlJITk5mypQpjX4cBIKzpTP7KwifFVxYtIa/KhQKRo8fxhN/fpQbb5/Lo7+9j3m3XY05wdRKVp4a4a/tgygO7OA8++yz7W3CGbFw/jIef/TPBPxxaZ7K8moef/TPAFx6xZRWPdezzz7LtGnTeOihh4jFYqxZs6bRnPLycvLyvq1yzs3Npby8vFXtEHRuopEoddU27FYHJrORlLQkDCZDi47RWf0VhM8KLjxay18NBj09enWlR6+urXK85iD8tf1o9oqzFGeeJEm/PvE6X5KkEW1nmqAz8/+eeqneob8h4A/y/556qdXP9fzzz/PMM89QWlrKM888w2233dZoTlOt5U9+tCYQHNhlUUbFAAAgAElEQVRdwjOP/YsX/vAaf/3l8yybvwqfx9/eZp0zhM8KBJ0H4a/tR0tSNf4JjAauO/HaDfyj1S0SNGDevHnMmzevvc1oMVUVNS0aPxtee+01Zs+eDcA111zTZOFCbm4upaWl9a/LysqafNwkuDBx2l188vpigicuRLIss2rRGmx1LcvR66z+CsJnBRcewl+bh/DXhrQkcB4py/KPgQCALMt2oHOWjXYiysrKKCsra28zWkxmdnqLxs+G7OxsVq1aBcDnn39OYWFhoznTpk1j6dKl2O127HY7S5cuZdq0aa1ui6BzEgqGsFudDcZkWcbnbtmKc2f1VxA+K7jwEP7aPIS/NqQlgXNYkiQlIANIkpQGxNrEKkGn595HfohOr20wptNrufeRH57Vca+77jpGjx7N/v37yc3N5eWXX+all17iwQcfZNCgQfziF7+o7wK1adMmbr/9dgBSUlJ47LHHGD58OMOHD+fXv/51owIIwYWLOdFMYd9uDcZ0ei1JlgunzbbwWYGg8yD8tf2QmspLaXKiJF0PzAWGAK8BVwO/kmX5vbYz71uGDRsmb9q06VycqkNRXFwMwMqVK9vVDoC9e/fSp0+fZs9fOH8Z/++pl6iqqCEzO517H/lhqxctXCg09dlLkrRZluVh7WTS99IZ/bWmso4Fb37God0lJKclMWveJfTo2w2lsvnrCx3JX0H4bHvR2fwVOqfPni3CXwXQcn9ttqqGLMtvSJK0GZgESMAVsizvPRtjBec3l14xRTixoNOQnpXK9XdfjcfpQaPTkJBkbm+TzjnCZwWCzoPw1/ah2YGzJEndgSOyLP9DkqRiYIokSZWyLIu+km3I6NGjW7yPw+qk+ngNfl+A7IIsUrNSUCiEZLdAcDp0em2jx5/NIRqN4rK6KRpYhEZ3fpV+RKMxopEISKBSqcRvieC84UyurwJBS3ScPwCGSZLUA/g3sAB4E5jRFoYJ4vzhD39o0XxHnZN3n/uQyuPVAGh0Gub9dC55PXLawrwmkWWZaCRaf6EVCM5nfB4/W1ZtZ82SdaSFcxkwuC9Om4vElM6fHx0OR7DV2fF6fQAkJJpJSk4Qfi04L2jp9VUggJYVB8ZkWY4As4G/ybL8AJDVNmYJzpSykor6oBkgFAix+tM1hAKhVjn+6XLiI5EoDruLivJqKstr8Lg9xKKihvRsaG4dgqB9qDxWxYoPVuL3BoiEImxdvYPdG/a1t1n1nM33x+vx4vF4kWUZWZZxOlwEW+m35HxF+KvgbBDfn3PLmXzeLVXVuA64Efj0xJi6xWcUtIirrrqKq666qtnzPQ5P4zGXl3A4cta26HQ6rFbr937RfF4fNqudcDhMKBSipspKMCQutGeKLMtYrVZ0Ol17myI4BSW7j9b//c7nr/PO56+zf9vBDhFgNsdnT0UsFsPnayzH529iTBBH+GvnoqXX17bmbPxV0HLO1F9b8rztFuAu4ElZlo9IktQVeL1FZxO0GKvV2qL5XXrno1Qp46kSJxg0pj9Gc8taBzdFbm4uZWVl1NbWNrk9viLlJhwONxi3OeowtrB1seBbdDodubm57W2G4BRk5WfU/+0LxlMasvMzUKvbP53hdD57OrxeHz5vw0DZ7TFRa239JgvnC8JfOw8tvb62NWfrr4KWcyb+2hJVjT3AvSe9PgL8sUVnE7Q5aVkWrrv3KlZ9/DUBf5BBF/Wn3/Dmy9t8H2q1mq5du55yeyQS5eV/vM7SRSuJhCMgSajVKu5+4BaGDR/aKjYIBB2NvMJcCgd25+COwwBoNGqGThyMogUydm3F6Xz2dFRX1fKvv73G3p0HkCSJUWOHMu+2a7CkJreilQKBAM7eXwXnhpaoahQCfwD6AvXr2rIsdzvlToJzjkqtonv/bmR1zSIajmBKNJ2zfvEqlZKLp43j04+WUl0Vv2PuO6AXPXqLr4ig4+J0uHE5XahUKtLSLahauFKcaEng8ltn4LK5WLL7Y5RqFalZljay9tySkZnG/T+7A5vVgUKhwJKajMlsbG+zBAKBoN1oyRXiFeA3wDPAROKpG+cmIhO0GINRf87PGY1G2bR+O3fdfzNejw+1Ro0syxwvKSO/y7lT9RAImktFWRUvPfc6B/YeRqfXMvvamUycMgaDsWWpRaYEI6YEI9ozkLLr6CQmJZCY1PkVQgQCgaA1aEngrJdleYUkSZIsy8eA30qStJp4MC1oIyZNmtTeJjSbcCjMwX2H2bPzAEajgUg0SjAQ5PKrpgEj29s8gaABwWCIj95ZxP49hwDw+wK8+coH9OrbnR49z+xx6an8NRwKY7c5UalVpFiSWnTM6qpa9u85hNPuov+g3uTmZ6PWiLpsgeBsae71NRgMYa2zISFhSUtBI/zvgqYlgXNAkiQFcFCSpJ8A5UB625h1fuB2efD5/CQmmtHpz6zK+rHHHmtlq9oOnV7HmPHD2bPzQL3uqyRJDB4+oJ0tEwga43F7OLi/pMGYLMuUHqs448C5KX+tq7Ux/93FbFizBXOCibk3zKJoWH80mtM3SqmpruOpx5+jvLQSiOui/+y39zCgqHXqFgSCC5nmXF9tVgcfvr2QVSvWoJAkpsyYwMzZU0lKTjwHFgo6Ii2pXrkfMBAvEBwKzANuagujOjuyLLN/zyH+/MRzPPbgH3n+2VepKK8+/Y7nAUNHFnHVtZeSYkkiKzudO++9kS5dRYW5oONhNBkp6JbXaDwnt/Xk6aPRKJ8t+Jzli1fhcropL63kb0+9REVZ834PSg4erQ+aASKRCB+9sxCvx9dqNgoEglOzddNOli9eRTgUJhgM8elHy9i3+2B7myVoR1qiqrERIJ6pId/SdiZ1fqora3n6yedxOd0ArP96C8FgiHsfvr3FuZOXXHIJAIsXL/7eebVVdWzftIfqilqGjBxAlx557ZLnnJySyOzrZlI8ZSwKpUJU3ws6LDqdlquunUl5aRXlpZWoVCouvXIyWbkZp9/5FHzXX50ON5s37GgwJxqJcvjAkSaD9u/SVIDs8/qJRM5el10guNA53fU1Go2yae22RuNbN+5k1NhhbWqboOPSElWN0cDLgAnIlyRpEHCnLMt3t5VxnRW7zVkfNH/Dzm17cTrcLQ6c/f7TNxuw1tp5/k+vUlkW11b9atl65t11NRdNGgGAo9pOZUklyJDZPYvkjO8PZt0OD0F/EI1WTcIZtA1WKpWkZZwfqgKC85u8ghweffxenA4XGo2ahEQzet2ZF/h911/1ei2p6SlUlFU1GE9Lb55/9OzTHb1eh98fqB+7eNpYUawnEJwGh92J2+VBrVaTmp7SZJv4011flUolvfp2Z+umnQ3GC4VS1AVNS3KcnwWmAZ8AyLK8XZKk8W1iVSdHb9AhKSTk2LfdfyyW5DZriFBdXlsfNH/Dsk9W0beoF3Iowqq3V5GcFQ+W923Yy/g5xViym75wl5dUsvi/n1FbXkdKRjLTrp9Mfq88FIr216QVCNoCS2oykgTHj5WzasVasrLT6dGrK/kFZ59ipDfoufoHl3Pk0HHcrnhXz6EjB5FX0DyVmezcTH7+xH188v4SnE43E6dcxLBRRWdtl0BwPlN2vIIX//Y/Sg4ew2gycM0Nl3NR8Qj0Z1BrNHrccLZu2sn+PXGd9oGD+zJoaP/WNlnQiWhRJCfLcul3NIGjp5oLIEnSf4CZQI0sy/1PjKUA7wAFwFFgjizL9pbY0dFJy7Bw6azJfPrRMgDUahXX33oVqc1cZWop0VjjfwadXotCIVF2pBJLQRrrl20GYMTkoVQfq24ycHbb3Sx8dQnWyng3pZqyWj54/mPmPXwtGXmiDlTQ+YjFYsRiMiqV8pRzotEomzfs4DeP/CneuAcYP3EUD/ziR+TknX2+c2Gvrjzx559RVVmD0WggPTONpOTmrRgrlUp69unOPY/8kHAoLDSUBYLT4PcHeO9/n1By8BgQT3d67YV3KOzVlS7NSI/6LhlZaTzw87uw1TlAit9oiyc+FzYtCZxLJUkaA8iSJGmIFwnuPc0+rwLPAf89aexRYIUsy3+UJOnRE69/1gI7OjxGo4Er5sxg9Ljh2Kx2MrPTychKa7PzZeakk5KaFHdsoHvvAsZPH8WXK9aQbcng/X/MjzdBkSTKDpVzyy/nNXkcvy8YD5plmYA/iL3OQaQ0ytGDpbhcHgr7icdTgs6BLMscKylj+aJVOB0uLp4+jp59u2NsIlWqqqKGV//1dn3QDPDlF+uYd9ucVgmcJUkiKyeDrJwzz53WajVotadX4RAILnQ8Lg+HDxxtMCbHZKoqa88ocAZISk4UKhqCeloSON8F/A3IAcqApcCPv28HWZa/lCSp4DvDs4DiE3+/BqzkPAucAUxmIyazke4UnNVxZs6cedo5aRkWfvLL2/h6xQbsVicTLx3D7p0HSEpO4PDuI8iAHIuhUMZX3Q5sP0TRhEGNjqPRqjEnm7DXOLDVOohGo+gMWsLBEAve/Iyrb7+M9Wu2UHa8grETR9K7byHmBNNZvT+BoC2oKK3i9489W19ct3XTLu55+DZGjm3c+j0WizWqSQDw+U6d/1hbY+XgvhKstTb6DuxFbn42Wq2mWf4qEAjaDqPJQG6XbBx2V/2YJEmkZVjw2lyE/SFUOg2GJJPwV8EZ0RJVjTrg+lY4Z4Ysy5UnjlkpSZLIAfgeHnrooWbNy8rN4KobZ1JXY+P3v36Gr1dtYEBRH8YPH0VCagI+lw+lQoHBbMByinbAiZYEpl0/hQ+f/5hoNIpWp2H6vCls27ibfsN789QTz1FXawPiSiE3/nAOl1w+6Zy19BYImsuenQcaKFLIssziTz6n/6DeGL+T7pCZnc6USyfw+svvA/G6hPSMVHLyMps8trXWxrN/fKF+VUupUvLTn9/J0JFFzfZXgUDQNhiMBq69+Ur+8eeXqSyvQaNRM2vudIxKNWte/oyQL4Bap6H/zFH89IGfolB+W7/js7moO1RO0O0nvVcexvQkVCc1OwkFQkgKSTQgusA5beAsSdLf+eZq0gSyLN/bqhY1PPcdwB0A+fn5bXWa8wZJkig5dLS+iGH3jv3MuXYW+zcfQJ+gR6fTkWRJYOCYpgsbJEmiW78CbvrF9RzZfxxZjrF1w25KSyooHNSdqsqaBpXJSz75nBFjhpCalnJO3p+gY9OR/FXVRCGuSqVCUjYuclWr1cyddwUmo4GvVm4gOzeD62656pTFgWWllQ0eBUcjUd5781N69Oomch8FnYqO5LOtSUG3PB793X24HC40Wg0JRiMbXltGyBdXpwkHQuz6dB2JmckYLXGf9dndbH93FQGnF4CyzQfpf+VFpBXmEvKHqDpUzp7Vu1CqlfQvHkR6QSZK9alrJwTnL81Zcd7UyuesliQp68RqcxZQc6qJsiy/CLwIMGzYsFMG7+czxcXFAKxcubJZ8+tqbOgNOtQqNeFImOf+9jIPPHwXiUYzgUCQgp55ROQYm9dsR6lSkpWXSXqmpX7VWKlSkpaTRk21lXdfmo/P4yfZkkhyauL3FlgJBB3JX3v17U5ySiJ2mxMApVLBZVdNxWBoWts8IyuNG++Yy+yrZ6AxaDGYTi0b6W8ihcPv8xOJRFvsrwJBe9KRfLa1saQm1/cRcFXbCbgaaqKHAyGmzbwElVbNypUr8VTZ64NmAGSZ4+v2kpSbRs2Rar54bVn9EmLVwQou+cnlpOaLB+YXIqcNnGVZfu3k15IkGWVZ9p5qfjP4hHjHwT+e+P/HZ3EswXfo078QnU5HZk46AX+QcChCdW0tx46Vsn7NVtwuN3fecxNPPPJnlCols6+byeXXTG/Q9EGpVNBvSG/ue+JO/F4/BqOemCSTlZNJ5UkdEC+ZNUk0OBF0SLJzM/nF7+5jw9ptuBxuRo0b+r0dLP0uL6XbDlO19ziGJBM9xg0g6RSSjfkFuZjMRkaOGky/fr0gJpOYmkhyiigeEgg6ImqdBkOyCZ/dUz+mMeoaPIGKRhqrU8WiMaKRKPvX7mnw3D0WjXFsxxEROF+gtGkDFEmS3iJeCJgqSVIZ8BviAfO7kiTdBhwHrjlz8wXfJSc/m/sfvYMP3voUr9fH0BGDMJqMfPzeEmKxGHU1VpZ/9iV9B/Vi64advP7v9xg8fECjbmlKpYK0zIaBwyO//glrV2+k9FgFY4tH0rNPd5HfLOiwZOdlcUUzVDGi0Sgla/ZQsi4uEuSstGE9XsNFt07HZGmcepGVk8Hjf3iY9QvW8dnzCzEaDWQWZJKRntrq70EgEJw9+kQjA2eNYcfHa/HZ3egSDAyYOQrlp/+on5OQnYJaryXsD9aP5Q4pRGPQoWmiKZLGcOaNkgSdmzZtgCLL8nWn2DSpBecVtACtVsPQEQPJycqg9ngNttJalGotF40bzoplq1GpVYSCIdTqb4sbDuwrYcTYIac9dlZOBrOvFVXIgvOLgMtH+e6jDcZC3gBem7vJwFmSJKSwTPWBCjKy0lAqFPgdXjYv2YQck5EU4mZSIOhoWLpkMOqmKYQDIVQaNfqkhkXChpQEBl1bTPmWgwTdfrIHdiMpPx2FUkGfcf0o3X2UcDAMgD7BQF6/Lu3xNgQdgDZtgCJoW6LRKEpl47xjR7WDL15YTCQUwe8PcPxoORffPJXlsS8JBILMumY6v33wKQAUSgW9+nU/16YLBB0GhVKJWqsm6G6Yu6zSnPrn0VHjQHFCG/0b7JVWYrEYSkXr1gJEo1HcVjexaAxDggGdseXdzwSC8w05JuN1xFMvDInGBuoYp0KfaESf2HQTIUmSMKcn02vq8Lgfn1TTY8lN45J7ZlG+rxSVRkVWYQ6J6Umt80YEnY62boAiOEvmzJnTaKymuo61X25i764DFA3rz/BRRVhOUrYo31dKJBRv5hCNxsjISqNydylz512BOdFEXa2dgsJ8So9VcOnsKRT2Fo1NBBcu+gQDPYuL2PrhauRYPJExtWsmxhQzkXCkSYWO1Lw0kGiQ95jTK4+5SXObdQFvLkFfkN1rd7Nh0QZCgRD5fbpQPHcCSWnioi24cAl6AxzdfJCDX+9GlqHbiJ50H9kbnfnURb1N0dT1VVJIjW5+JYVEclYKyVlCQUrQxg1QBGfP3Xc3TCF3Od289Nzr7Ny6B4Btm3dxYN9hbr97HgZjXDFAqVYSCoWR5XgRQyQSJSUtmZ6jB/DlF+uxWW088ut7qK2uo/RIJft3HqZoRD+0TeRxCQQXAhk9cxh72yVYj1VjTDGjTTaxavV6Nq/bTp/+hVw0fiTpmd/mMCdlJDF+7kQ2LVpPwBsgv18Bgy4uYlzqhFa1y1plY/UHq+tfH9tzlC0rEphw9fgGK2ICwYWEtbSGnUu+Ffza+/l2TKmJdClq2dPTb66vwWAIe62dUDCMKdFESqq4MRWcmmYFzpIkKYEbZFlujQYoFxzhUBhrrZ1wOII5wUhSC6rvfb64hI7BEL+Ttlsd7NrWcKF//VdbmD33UgxGPS6XG2WCFrfPi7POiUarISU1mYSuqdxz+88ZNHQAN9x6NetWbcZabePQviMkWRLp1jUHtUKJUqPGkGRE2cQqW1O4nR7sdQ6i0RhJKQkkix8cQSdEpVGTlJNKUk4qfp+ff//jDb5etQGAHVv2sHPbPu575If1Os0arYZeo3qT0ys3nkJhNqDRaxr569lSc6y60Vj5wTIC3gDGUzxyFgjOd8p3HWs0Vra9hPyB3VpUY+Dz+fB7/Wz+agdLP1pJJBwhNdPCzfdeS27X7NY0WXAe0azoSJblqCRJs4Bn2tie8w6f18/XKzaw8L1lBAMhcrpkccu915GT33RXsu8yY8YM4CRd2CZULCRJqle3KD1awT+ffYXrrpuFq8JGwBug++BCVq5eh93mxGw2Yq2zs2vXXnR6HVffchmp5gTW/XcZymh8tbrXxUXkFPVArf3+7kh2q5N3XvqIPVsPAJCZk85tD11PRnZaMz8dgaDjYbM6WPf15gZje3bsx2Z1NGhwolAoSPhO8WAjfz1LUpqQxEvLSUOj17TK8QWCzkhSVgrfDZ0Ts1JaXJg7Y8YMgv4go7pPQpbjeVd1VVY+eXMJN99/Xf1TXIHgZFqSjPe1JEnPSZI0TpKkId/812aWnSfUVln56PVFBAMhAMqPVfLJW0sInCR50xIsliRGjmn4sRdPGVOvp1xy8CjWWhvP/b9XWLF+A5+tW8vTT7+ARqthyPCB9OrbnV8//EfWr9nCkk8+529/epFgMEjIE++oFA1H2btsC36Hp9G5v0vJvqP1QTNAVXkNq5euIxqNndF768j4fX4qy6uprqolGhU1seczkiShUCiIRqOEw2GikWh8rB2kF1OzLQwcP7A+IEjJTGH49OGi5a/ggiardx7JOd/eVJrTE+kypMcZHSscjtQHzd9QVVaD3xs4KxsF54ZYNIq72saRtbsp23IQn83V5udsSY7zmBP/f+KkMRm4uPXMOf+oqaxt5JTHSsrwur3o9C3PKTYlmLjh9msYPHwAe3cfYODgfvTpV4hOH6+079ojn3AojMfjpa423kVw7IQROGxOBhT1ZdmiVRgMegL+eCAfDATYu+cQmVkWAo54Xxs5JhNqxo9G2dHKRmPlRysJh8Ioz+C9dVRqqup485UP2LJxJ0ajgdnXzuCi4hEYjK3zOF5wbpBlmcqyavbtPIRCoaB3/x5k5n7bwMDj9OBz+9FptYwrHskb/3mfYDCEWqNmxhWTSWmHZj8Gs4Exs8YwYNwAIuEoxkQD5mTzObdDIOhImCwJjJ43CZ/DgxyTMSabMCSZzuhYao0ahUJBOBQmFAwTjUbpPbAQvVCv6RQ4K6xse2clsRMNbHSJRgbPLcaQ0lhKtLVoduAsy/LE79suSdJN3+0yKID0rDQkSWoQPHfplouxhdW/J2NJS2HC5DFMmDym0bbklERGjRvG/HcXEQqG6NI1l0uvnMK/nn0Vc4IJk9lERlY602cUU5CXQzQWQ6VR499VXn8MhVKB1nT6R1Q9+nZl4btLkWUZlUqFWq2m/9A+Z3RD0FGJRqMs/fQLNq7dBsSLM1978V0KuucLNZIOhsflpa7aitvpIS0zldTMFFSqb3/iyo5V8Nff/gufJy47l5Bk5oHf3El2XiY1ZbUs+M8iqo/XMGrGCDIz0rn7p7eyd9cBuhcWkJpmIeALYE44s4vz2aDVa9HmnD8+JRC0BoZEI4ZWyPNXa1TMvvFS/vfcu9hqHRT260bRiP5UHKmgR/94sWFNVS2V5TVIComsnAzS0pvuKio4t0TDEY6v31cfNAMEnF5sx2o6RuDcDO4DROD8HdIyLcy+YQafvrucYCBIbkEWl183vX6F+BvcTi9uhwtJoSAxJeF7c6tkWaauxkbAH8Bg1DeQotu3+xAhf5BHHvsJkiRRerScD99eyB333oTJbMTldBN0+ihdvZstq/ah0WsZfeUEkgd05dCXO9EYtPSZOhRD8vcHCHW1NkoOH2HMlBEs/egLwuEol82ZwpAxA8/uA+tgeNxedu3Y32BMlmUOHzgqAucOhMflZcFbn7H2i3ilvUar5rYHrqdPUU8g/m+2eum6+qAZwOVws+nr7Uy7IoUv3l9F9fGa+L5GLc//4nkK+3cnJz+TXVv2kZBoprBvN9weL2azkbSMU3cJjMVi1JTXApBoSRBqNQJBB0ahUJDbNYfr7piNSqPGXm1n+QersKQnk90lC7vDyZ9++3dqqusAyMnL4uHHfkxmtmi33d7IMZlIMNRoPHKiUU1b0ZqBs2iX1QQGo54J08bQf0ifU6pqWGvsvP/Sx5QdrUSWYcCw3kyfO4nE5ARuvvnmBnNjsRi7tu7jtX+9jd3qJCMrjTvuv4FoJIbf58fvC/D54q9Y+vEXhMPxL8/wsUM4VnIcp9PN1ddexu7FGwjYPCRbkjCajJRuPMCw6y9m3F0zUaiUGJJMpy2yOHzgCG+8+iF9B/Ti2rtmo1IpQZIxncVKekdEp9eRm5dF6dHyBuPZec0r7hScG6w1tvqgGSAUDPPxm0vIKcgiIcmMLMu4XI3z9j0uD6FAiIqjVfVj4UCYFEsSddVWPG4PhX260a1XFx7/2Z+xWR31be379u/Z6Hhzrp7Lzg17+M+f36CgZz75PXLpP7wPCSK9QiDocHxzfXVanSx7b2XDjRkpBIMhDh882mC4vLSSjeu2ctnsaefERsGpUWnV5AwuxFFaWz+mUCmxdG3b63NrBs7y6adcmKg1ajJzmr47jcVi7Nq4l5FjBzJx4mBQKLA63JTsO0Z2QSbzrp9HNBbj2JFSykurSEpOYPf2fThOJMD3G9SLd/7zMYf3HUWtVjP7xkuxZKZQV15LOBwvdJo0dRxej4+Sg8eIhsL4a12kpjUUcvfUOkntmtXs91ReGg809uzcz56d8RXZ7j0LGD9pzHlVuKTVapg1Zzolh45RXVmLJEmMmziS/ILc9jZNcBIet6/RmNPuInRi5UGhUDB+8ii2rd9VnzalUCgYMX4IKrWStJxUju8vBeDwtsPMu+NqPnxnEdFolKGjB/HPZ/6Dw+4i4A9grbXx96de4sm//qJR3vOQPsMxR1LI6ZrFus83cexwKeZkM70H9Tiv/EIgOB/4JnCuKa9Fq9cSPFG0X9A7n0Hj+/Pv596gqrKG8RNHUV5exZcr1qJUKSkvbVzfI2gfLN0y6TdrDOVbDqLSaegysg/G1LZL0wCx4nxOicVi2E5oHicmm9HptERCEQq6ZFC+eiMOjw9ZltEmJWAY2p+Xnvsf/Qf3QqFU8N5/FxCNxggGQgwbVcTIcUNY/9UWsvOyeONfH5Cdm4msklmx4Evuvu8Wtm3eScXxKsZNHIlBo2ft2s2MmTACnclAYq4FT52zgW0JGS0rfOo/qDfvvfFJg9ztEaMHYzSdXyvOAHldcvjF7+7DbnOiVqtJTU/BZBYauh2J1PQUdHptA7WaPgMLSTipYKhbzy7c9cjNLP9kFSqVgimziskryNORv8AAACAASURBVEGr0zDpmmLmv7gAe40DW7Wd4VOG8tunH8br8eH3B3A6XAQDQZRKJdFolB1b9uByuRsEzrIss3PLbtKyLfz7T6/X+8bhvcf41d9/Sn53cbMlEHQk6uri6RepWRZueuhaVn7yFT63nxFThvLM7/9FTJbxuL2sWbmBB355F3I0htPpYcToxoJiwUAIlVqJUikaE51L1DotmX26kNotC0mpQKlqzbC2aU57BkmSfvp922VZ/uuJP79uFYvOU/z+AFvWbGfBu8vwefwMGt6XK35wCcmWROQ6KyGPD2SIRqJ4qq3kSTGCwSC//PWj2KwOJo68FIivki3+eAW/+eNDbF63A783gFKlQqGIKwvWVlt5998fc/u9P2Dv2j3U7K+iy5CuJKYkMHLMEJQqJd1G98Nb58JRVodCpaRgVG9Mac1vygKQ2yWbO++9kQ/fXojfH+CiCSMYN3FUvZ70+UZquoVUURDSYUnNtHD7g/P4+M0lOKxOeg8s5NJrJuO2uYlFYxgTjRjMBoqG96NXv25IkqJBEWtWQSY/eHAuPrcPtVZNoiUBfyCAQqVAksCcYEJv0BOJRFCrVGRmZ6BSNvz5lCSJF9/+B7YaOyNyi+vHlUoF29ftEoGzQNDBuPrqq4G47nqXwjyu/fFsopEYC+cvI3bixlepVJJsSWLt6k1MmDQGS2oKRt23NUgOm5NtG3exec12cvKzmDBtDFm5Ge3yfi5kVNpzp23fnND8m+S8XsBw4JMTry8DvvxmkizLP2ld084vqspqeOOFD+tXoTZ9vZ1kSyKXz52KMhZFb9DFdSNlMCeZCLo8yDIoFQrCJyW6q9TKeLAtxwiHwpgSDHTpmkMsFtdOVqvVDBkzELPFTNGkwegT9NTV2rjuhitJscS7+hktCQy+ZjxBTwCFUoHGpMPj9qONxpqt9mEw6JkweQwDivoQiUaxWJJRNbPboEDQ2iiVCnr2785dP7uJUDCERq1h28ptbPl8C5FwlNzCHKbeMJXk9CT0hqYLbxMtCSSeaGhy9PBxXnnxHY4eOsbPfnsPP/zJDTzzxxdwWB3kdcnhzntvJDU9pdExdHptvBX2iftHnUGH1qBFoVSy+ot1KBQKCnt3I/17igsFAkH78E0hr9FoIBqOIMsgR2NIMYns7AxGjhrCxi+2sl3eTa+BhUTCEZZ/+iVLP1kJwP7dh9m1dR8P/PpOLE38PgjOD04b6ciy/DiAJElLgSGyLLtPvP4t8F6bWncecfTg8UZ6zru37mfK5cUkds3DX2cnITlKOBTG7fYQ1GooP15JIBDEnPjt42ZJksjJy6Jnn+489tSDJJhNpD1q4aM3FuGyu+g/rA9jJ42korQKc5KZQweO0LVbPkcOHOfogVK6FuaTmZuO1qhHa9Rjq7Wz7M3l7N9+kIRkM1OvnkiXnnnNyseUJKmBoodA0N4YzQYioTA1ZTWsW7QehTL+JKbsYDlbPt9C8TUTTvko1ef24ff4ickxPv1oGQf3HgbiTYzWfLGJu++7BY1Og9vpZdFHK+hW2KWROo5SpSQlPZm8bjkEAyGUKiUqrQpTipF//vUVZFmmoFseD/7qbiFpJRB0QHxOL13zc1ChwFpjQ1JKpKQnM+qioSx+awWhQIgxU0cCYLc5WbNyY4P9a6rqcDk9InA+j2nJEmE+cLLuRwgoaFVrzmPSm2hDnZGThlanQZGVRuqAXriOlqGJRtH16sqKr7fSq18Pdhxag1anYeqlxWxav52s7HTm3ngF+V1z8Xv8fPXhVxzdc5RhA/uhMWpJy01j3cpNpGemIckS3Qu7svbLTSz8KK63fMmsyRRPGUOX7nmEQ2E+n7+azV9uIxqJUl5Syf6tB7nrsVtIy7aQmh1fFfP5/Pi8PhISE9CIAidBByUUCLF74z62rd5BanoytloHSZaE+ichFYcrCPqCGJp4qmKttLL89eWUHyxHZ9LT96LeeN1etm/dQyAQZP1Xmyk9UoZCqUSpVKBUKomEm+4gqdVpuf/3d7F3ywEkpYQhUc/br8+vv3E+WlLKsZLSNg2cbbV2PC4vGq2GlLQkNOfwMaZA0B74PH7cDg8KpURSSiJq7Zldq2yltRxYup37H7qdI0dLCQSCDBjaj8O7jxIJhRk0ZgA9+nUFQKGQUKu/PY9SpWTmNVMp2XeUpfNX0ntADwYM60tKalKrvEdBx6AlgfP/gA2SJH1EXEHjSoRuc7PJ7ZLF8LFFbPp6O7Isk5KWzCVXTa6/oCX37oa5SzYSEt5giMuyMtj4xRbstQ5UahVjx47kstnT0Om19QV4bpubPev3gAz71u3F7wugNego/kExz//uFQaM6EuvEYX8468v11/kn3/mFbLzMunSPQ+3w8P+bQeRZRmPw4vfG9e4rS6rYf2i9cy+5wqsVjtv/28+FaVV9BnQk9lzLxX6lYIOia3GzsL/foZKraLPkJ6EAiFcdg9JqYkoFBKFgwuJRKJ4nB5MJz3F8Xv8rHp3FbvX7cHvD6BSqXDUOZh6x3R2bNtLMBCM6zZLUlx2Eeg7qBfmU3QqkyTIzs8kOz8Tp9PN//3yr1RV1DSY4/U0VgFpLY4fKuN/f483c1CpVUy/5mJGTxrWaHVcIDhf+Mb3D+8uQalSMWLSUMbOGI0xoeXF6rYKKz6Hl31LtmKymNEqlVRsOMTY2RcxavJwEi3m+nSvZEsS06+YyFsvfwTAiIsGs2frfg7uKUGlUrJ94y727zrE9XddfV4Wzl+otKRz4JOSJC0Gxp0YukWW5a1tY9b5gyzLxKIxEpMTmHPrLCZfNoFQKERSSmKDHElJklCfcEaTRs3KT75iw+dbGNg1Xr378asLufVn8xo4XygYaiACGIvGiATD1FVY8Xn8WDJSWP/1FmLRGJIEsZhMJBJl7eqNTLl0AmqNGlOSCYfVRcD3bYttg0mPrdKG3erk6Sefp67WBkDtirW4nG7ueeh28SMg6HDYqu3EojFC0RD2OiejZoxky4otxGIxRl06Gq1JxzvPvg/AiKnD6FnUA71Rj6vOyb7N+3E53ADx1ruhMCpZgVanYeXna/j5k/eybMEqqitr6dm3O7PmTMP4nZbr0XCYW2+4CeS4AL9KqyYhwcT4i0fzxn/er5+n1+voVljQJp+B1+1jwRtLsNU6AIiEIyx8axk9B3Qnp0vz5SYFgs5CLBZj88qtHNpVAsS/82uWrKdbvwIKB3T/3n1/9KMfNRrL6J7F7hXxTrEea/w3YcCUIViyLI2K3xUKBSPGDSErN4OdW/bSf3Af/vb4i/U32ADbN+7m0mumiGvmeYT03bzbjorZbJaHDh3aYGzOnDncfffd+Hw+ZsyY0Wifm2++mZtvvpm6urr66tmT+dGPfsTcuXMpLS3lhhtuaLT9wQcf5LLLLmP//v3ceeedjbb/6le/YvLkyWzbto3777+/0fZHH3wUXVDP6tVf8cmX89EZdfHCoRM8++yzFBUVsWTxEh7/7eO4nV4UCgljgpHq0hrG9ZuMQWkkpdDIws8XEA1F0Bq06IzxlaM//u4pNr6/gU17N7J+//q4lJ1BRzgawWV3c9MVt9P/ov48/uvfUesqR5ZlJCSy8zLJzE5n0aJFlB6s4L47HmD7/i3IgDnRhMGow+Pw8snihfzul0+z7/AOKmqOA/HVtO6FBSQmJbJ48WIAfve737FixYoG791isfDBBx8A8POf/5y1a9c22J6bm8vrr78OwP3338+2bdsabO/ZsycvvvgiAHfccQcHDhxosL2oqIhnn30WgHnz5lFWVtZg++jRo/nDH/4AwFVXXYXVam2wfdKkSTz22GMAXHLJJfj9/gbbZ86cyUMPPQRAcXEx36UjfPemTJmyWZblYY02dgDaw19vnncLx9dWUeeoZcGaDzGYDBjMetRaDdFwhL6pA+mRU0iltYKF6xeQnhtPlQoFQlgrrQzOGEJ2YjYVzgrWHllDTo8cYrKMUqlArVHzpz89Rc8ePdmwcT1/eupPDc4tx2L8/pHfkGVMYcHCBbyxdD66RCMKpZJIJIrL6WbCqKnk5eWjMcWY/8mHjex///33SU1N5dVXX+XVV19ttH3RokUYDAb++c9/8u677zbavnLlSuqqbVx7+Tz2H93TYFtBj3xWfx2v5Rb+Kvy1KTrjNfb3v/89gwcO5vEH/o+3F7zVYFtSaiKvvv4KRUVFLF++nP/7v/9rtP8LL7xAr169WLBgAU8//TQQX4AKuH14HV7unnk7g8cO5aD3GK/875VG+3/XZ0PBEMcOf/vdnjH2KjRqDTkDklm6fEmj/VeuXAnAX/7yFz799NMG2/R6vbjGnvjuXTL9EiLhCDIySqUSpUrZ5t+9VatWndJfFU0NCs6eSDjKyg9Xs37pJiqPVmGttuF2eBoUCAb9IfweP7WVVsqPVeGyu3BYnXicHiSlhKPOiSUvCVttHXXldXhdPhw1DmxVdnxeP06Xm2m3TsOQHO/0Z0oykZiagNflQ5IkrFU2evToSl7XHFQqJSqVCqPZgDnh20fM3fsVUHz5WLK6ZJLdJRODUY/X4UVv0qM36upl7r5BqVSet5Jzgs6NKdHIuJmj67teyrKMRqtBpVLgbaJBitflRZLiVfMJqQmYk81xJRulksTURCSFhMGoR6vTIsvgsXtwVjvxOL31KjbfnCcSCOOsqOPoseOE1PEnSGFfXFNapVKSYkniRw/cyr2P/JCsnLaTqjKa9CR9R/xfAtQaoXgjOD/R6rWkNyH/ptU1zOuXZZlIKELQFyQSCiPHZCorKyktLW0wT6FUoE80kpKTysTbpzP8yovQmZqX5qRSqxoU8wMUjRyA3ijSpM4Ur9uH3eqg7EgFZSUVVJfXEg61bUvt09FpVpyHDRsmb9q06fQTOwilB8p48y/vNBgzmPXc8OgPMCYaOb6/lLWLN5BZkMmRw8fZv+NQfZCakGJmypXFvPrnN1lzfAX2Kjs/GDOP5NQkNDoNoWCIOQ9ew55dB6kqrWHImAH4fD5qaq0UFfVn0+ptbFq5FYVCQZeeuUy4cixHDsdVPXQ6Lf0G9SHzRLFiLBajuqKWulorGo2GiDeEVqMho0smCo2C999YwOJP4ne6CoWCO+65gfGTRjcKqM8l0UgUh82FBCfyVy/M+z9JkjrsClZ7+WswEMRZ50KSIVBr5+DyLWiTTLi1ajZ+sbVeZSO3RzbjZ47BXeNEkiRSCzIIBAIEfUHcLg9Wm5MhIweQnpdOwB/k8M4Slr65gpqyGgr6FjDtB5PI75mHQqHAXW2n4mAZW1du4/GXnsSYaOST19/FU1FHj8nDUKiUhDw+wr4gCpUSjcmAsg0D2crSat554SNKSyowJRiZ+YOpDBrZTxQItjMd2V+h811jT8ZabWf+yws4fqAMpVLBkPFFTLhibH0QG4vGKNl8kA0ffoUck5EUEoNnjOCux36CJEn1K7+tgd3qYO+Og+zZdoDeA3rQr6gXyaI48Iwp2XuUfz3ZsJxuZPFgZt00o00lcL/PX8UyRBvxzarXySiUSpAkqktreedvHxAJhVFr1TitLkKBEDpD/K7UXuvA7wvw4F9+wpabv0Zv0jPt1qkotEqUCiWlO44RjUR57S9voVQq+Ozt5Uy95mKOV5aRmphMtx55DBzVD78vQEKSCUOCgVAwjIxMdm4m6Znfasju232Qp598Hq8nvko9/bKJzL52Zv2q9JXXzmDUuKFUV9aS1yWHrOyMdg1U3Q4Pa5ZvYP3nW1AoFYybPoph44uarT8tOL/R6rSk56ZhO1bF+v8uRY7KUFbLgDnFaI06jMkmFEoFltQkVr/+BZFQmGg4gs6kZ+zcCexYspn+xYNILUwm7Inn/dur7bz59Ls4T3Tb3Pn1LkKBENc/OIcESwIOq5P5z80n5A8R8PoJeAPYrC4ye+SgUCnx21yULN9AwOZCUkikDywkY1Ah6pMasLQmWXkZ3Pbw9XjdPlRqNSlpSRfszaXgwsCSkczcH1+Fx+lBoVSQmJKA9oR/2a0ObJVWlr68iGg4ijnBiFqjZvtnm4mGo6ha+SY22ZLEsDGDGDC4Nxq9Fq24YT0ryo9WNRo7eqgMnzfQoDPsuUQEzm1EYmoi2V2zqDjybU/7EVOGkpBiZuOyTThqHIQDIXZ9vZNJ8yazf8chJElCjskYzHr0Zj2P3PYETrsLY7KRv//tP1hrbGj1Gm77yTz80SD3/fEu/v3ka3idXqzVVq68fiaSDLZSKyqTli9XrGXAkD6kpqcwaFi/RjY6HS7eeOV9XA7XiQJCBYvmL+ei4pH1gXNCghmikGaxoNNrG3Rbaw8O7jrMivmr618vfGsZGTlpFBTm4XP7UKiUJKSYRaBwgVN3uDIeNAPI8RzkfdsOcnT/cRRKBRk5aRTPvIhNH63B7/Zjr7RRc7SagRMHsfeLbYyeMwHjiWYofq8fZ50zXocrAxLs33oQr8vH8W1HcLs8RMLR+Gq2JIEMu9fupfvQQmKRCJWb9xGwueKmxGSqtx0gsUtmmwXOAOZEM+ZE8+knCgQdFL/Dg/VoFe5qB2mFOSRmpXyvz5gSjZgSjfUryhAvoP/kvc/o2b0Ae609flx/gIzM+BNXORYjGo4SDoZQtyDAddlcOGudqDVqElITGkhcVpbVsOjdZRw7XEZ+txxmXDOZ7PzMM/kIBEBOQePPrqBHLoZ2TH8RgXMbYU4ycdkPL+XIriPUltXSo6gHWQWZKBQKNFoN4UBcEtvr8lG69zh3/PxGtn61A4UkMXTsQJQaFYmpCUg2ieqqWnLMYdQ6NSgl3vzvh/zwJzfw1cr1TLhsLNYqK6YMM3/49d+w19rJzc/mxw/fxudLVrP4oxX86qkHsFZZkRQKEpLNSAoJu81JMBAkFo1hr3bEA2dAn2DAXueAnvE0jmP7jrPozWXYqu3kdstmxrypZOS1jxxdNBpl29pdjca3r9tFdUkVm5dtRmfSMXbWRfQe1guNTtzpX2hEo1Gi4SiJ2d9qJCdmWzh6qIwjO0tQGbREQhEO7yyhW58uGJNN1B6rQZZlvA4Pe77cwchZY3Bb3ZgSdAQdbsxJJpRqVVx5Ro5rtaZmWfDZPRzbcYTs/vlx1ZpoDGQZJAlDsgmNXk8kGMJX52hkZ8DmwpwlugcKBE0RcPvY8fEaHGW1ABzftJ/eU4aSP6xXk09zAUL+EHXHazi0fh86s54ew3sRVcHalRsxGw1kdsuiqqSScDBEJBrBlGwiEorgtdvZ8M5qBkwfSkL6qVMqYtEYXquT6v2l+Fx+1IlG1i/ZSFpeOhPmTsCUZMLlcPO/f7zL8RMFgrZaO7VVVn7085tJSkls/Q/qAiAjN51Js8bx5eK1hEMRCnrmMf7SMe3aqVgEzq1EOBgi5Aui1mnQnLgrTkpNZHBxUaO5uT1ySE5Pwl7jQK3VcHjbYYaMGUDvLjkEfUFWvfIZ/ScPoVuvLmw5piYQCIJCIhQNEwlEqKuzEQ6H2b19H9OmF1PQK4/lS1czZvxwdmzcRVV1LW+88gGjJwxjw1db+Wz+F9iOWdm/+QDTbpzK7n37+XrVBjQaDcWTx0BYZv1XcVWNaCiCJTUZiKeMvPevj/F74tWwxw+WsfC/S5h7z1UYE4zn7LP9BqVSSVaXDPZtP1Q/JssyiUlmSnaWIMsyfref5W+sICM/nYz8tivCEnQ8bJVWdq/aibPGQf6AAgb/4GK2vvU5+iQThyusqA1abJU2VGoVOpOOyqPVpJpMIIFaoyYtP52NC9bhqnOR1yOT0hVrUajVWPoVcuPD1/K/v7xzos29kctumU5tSRUp2Snk9sgmOScNr8ODQqVEUigYNG4ACpUCSdJgyrQQdHoa2KoXOY8CwSnxO731QfM3HFm3h/SeuehP8Xi+6lA5q1//HDkaI+QPsWvFNi65/wokJFatWM/1N16BduVOqo9UktEti37jBxB5J4xCqaDqcDm5Nd1wOjyEgyGMSSZSsywNVLBclVY2v/U5zio7QX8QQ7KZUTNGsuKtL+g/th+mJBNup6c+aP6G7NwMfHYv3jo3hgQjCWkJp+xeKmiM0Wxg4uXjGDxmANFoFFOiGXPiuY8/TkYEzq2Aq8bB7mWbsR2vw5yWyIDpw0jOPfVqkk6v4fLbLsVW60CpUpKeZWHv8q0EPQFkWUalVBL2B1Fr1EwpnsG+vQcgHG+aIMsyRpMBhUKBWqMiPTsNg1HPVMUESksqmDJ9IhEivPnahwweOgCFpMDt9BCTZZLTktm8YRsffbAYvVFPNBLl3/94nQd+fhd7dh4gKTmR62+ZjSoWd2qfy1cfNH9DaUkFfm+gPnCOhCN4bG5kWcaQaKzPK2srho0bzO5N+6mpqAPij3HSs1LZvXJn/RxZlqktrxOB8wWEy+risxcW4XXEA9Sqkkr6TxjIxQ/OIRIMYay0sn3dbjQ6NZoTtQRFEwZSs6eMHsN70WtUb7Ys3gBAUmYyEZsdOSrjdroIrN9JtyljuOPxW/C5fWTmZxB0eqmuchLyBYn6g8z84QzK9pcSTguTlmsBu4NYOIpSoyJzcE8CDjeu0hpUWjV54wejVKvwVNah1KpPFAuKjpwCQSgQX4CKRRp35YxFY3xXyyAWjc8LB8Ps/mI7QY8fWY539JOB2iPVXHb1VN5+7WP+9+oHDB81iPEXT6NrYT771+xh8pDJpOZaGDXvYjat2MK6heuJRaOk5qRy7cPXktczF4BoOMrxDfuJhSNET5zTZ3fjr3PSdWBXlEollQfLkZWg0aoJBeOqD8MuGoTFYGL+0x+gVClR69RMvmkq+f26nNHnE/QHsVfaqD5aTXJmMqk5qRjaOYg8F2i0atJzGndfbi9E4HyWBD0Bts5fg/V4/O446A2w/p1VjLt1KsbkpnMMU7Is1Byroe5INXqTnsxMC36nF8UJqbdkSxIFRT347KsNZGRm8Ic/z+PVF97C6/Gh1qi59Uc/YO3qTVx1/eUoFApe+NN/OV5STt+inowcP4SyY5X88on7QYb+Rb0ZPKI/5TvLyOqexeJlXxDwBtAb9SgUEmF/iNKScn7z5EM4axxU7a3EODK+Sq7Va1GqlERP+hFLSk2sf0Tid/vZ/sU2dn65g1gkRteBXRl9xUWYU/4/e+8dJdd5nnn+bqqcqzrnbnRCA2igkQNBJCaQYhQpSpZky0Ge43GS7bGP7dmZXa/HZ2fHa3vG9tiyd+wdjWTZyhQt5kwQBJFz55xD5Vx1w/5RjQKaAEmABAmSqt85PAQu7q26Vd333uf7vvd9ng+vtrKsys8v/O7PEF6MIEgibq+TQz86fNV+3rLSjN5PE7GlaFE0X2Lk1BBdu9fib6ggFE9y2307OPn6WaKLUfY/tgeTxcy6A+u58Pp5jv7rEfLpHB07VuN2Wwge6SOdzZNJZEjFUyRCMWYGpxk4McD9X72XE999jdhCFFEUmO+doPvujVS6zTyyaxfpUAzFbiOVTGOX7eRzGrLPQ3V9VXFGeuCJ1zBUDQSByp52ytY0l8RziZ9qwrMhTj19jOD0EpsPbsHispGJXbaRrF3XgtlVCAnTVI3YbJCJYwOIkkB1TxvpaJJkOAGGgShLmB0WkqEEDkPmq//2C4xNzNDUVk9DWz1vfu8NLrx2Dq/hQpmVSCczHPrhIQRRRBBgaXqJV77zMg/+2kNY7RbCCxEiCyFi4QQ2l41ULIWaUzFUjVXrV/Hi/3gaXTOoaqth7z07efZHrwDQtbaNV7/xIg5nQdzmM3ne/OEb+Gr8OG6wsU3XdAaP9fPG9w8Vg89aN7ex4+FdxWyHEh8NJeH8AcmmMkXRfIlUOEE2kXlH4Wx1WOneu56W9asKoSUWE1aHlYHDF5EViY7b1+Gq9PL7/9evMzo+gmIV+fd/8tuEgxEymSx95we589491NZV89//0z8wPjiFrum8+dJxNFWntbOJfCrPD7/xFDsPbKGxsY7zL52na1sn9S21zC8sFsJQRBG7205ZmY/zL5xBEAV2PrwTp99JPJrA6XNyx2dv57nvvoKu6ZgsJu54dC8zIzOcff0czeuakC0KVqeNeDDG8Olh/NV+eu7a9KF6PXsDnhX2Plvv2szC+DzRpWjBZmjPerwVvnd5hRKfNq5cUi1uU+RiPaSmGWy9YxMtnU0Yho5olpkbnmPwWD9rt3dR3VqDw+ukrMZP+PRFUpkcmeUVIJPdSjScoKK+nIETA0TnwggIOLwONLXQlT9+ZoTVu1Zz5ugJzAEvYjLDd//4f3HX5/eTHJph5tQAhqbTur+H+MgUAgaySQHDIDwyjRFwkdc0rHYrZeX+qz5LiRKfZpLRJK9980Uic4UGvqNPHmHrA9tJzodJBmNUdtZT3lZbLHFIzIc5/q0X0TWd8vZaLjx/grbtq5m8MI6h6ei6gddtp7qjljPPnSR5Psk9/+Yg/toyFicXmR6cxuKwMjkzid/lIzgTRBAErnxszY8vkE1lCiWLX3+C/XdsYfTUIMm4gK/cSyaRpmpNI4e+dwhN1REEgfhilI2bN7Hrz3tIpbNgCNgdthXPw3gojppTb/g7SoTjnHjm+Iq04MHjA6zb210Szh8xJeH8ARElCbPdQjZ5ObJalMXCQ/FdjxNxXRFUUL+uiarWGhAFFLNCLpvDLCv8u9/5HSRF4pVXXsHr85BKppnoneLNp4+x866txMIJNE1HFAUUUab3dD87928mEU+jyDJHXjqOJEnc9TMHOHuij207NnHktWPEc3kcTjsdXa1s2L4O865NSIpENpfnJ//8PMMXx6hpqmL3Pdv55f/4c6SSGSxWM28+fZTQbIjOnZ38419/Gx2drTt6qMxWMfhWP5N9k6zd0/2RNuZV1Jfz6G9+lmQ8iazIuP2uD71kpMTHC1fATUVTFfOXXGwEWH9HD47lwWtjex0TQ1OMnxvFXeFBkESO/+QtZEVm/OwoNo+de37xIINH+mnd3E46mUUJhlGcdhyrGnnh+4c5+Iv38OjXtFQW+QAAIABJREFUPks2kkQxyyjmy7dPyWzC21rHf/naN4mF4zy+60uEF8LEglHiUwuouTyiWAhWWAhFsThtYFIKHtNeK3/5h39GKBylvCLAV3/9y6zp7rgVX2OJEh8ZhmGQS2eRFYVsMl0UzVBYzXz1n17mgd99DIfHjvS2RrCZ86OFZlxAlGUiMyGyyQx3/Jv7mDg3itVhpWVrO71v9pJTVdbfvZHsciCRIBQCiixOK0+efwrOw+d/+8tIkoRu6MvnBk1rmtDyGslIEjAYnZil+5HdzJ0dxuFx0bm/B8lmIptIIwiFgfTWg5uYP3aemAA2v5vyzYVB+dzwZXetqpbq6w5UuRJdN8ilc2/7EgtlJCU+WkrC+QNi9zroumsjp350GEM3QICO29dh9dx43ZFiLYjN6GKUN584zPjFcZaml3D5XeRzeRRTwfP55ScPYRiFhiZd1zGZFFRVRdf04mzs6ScPIQgCkiQxPjRJW/cqThw+w8zkLL/1+79COBKlrrGa5rbGYjNgKpHmB1//Af1nh1FVlf4zg/Qe7+OxX3iQ2lVVBGfD9J8YYM9ju/m//4+/JhlLIUoC50728cVfeARvpZeKpsqb7ot5PbgDLtxvS0wr8dOD3W1nz5f2Mzc8Q2Q+Qm1HHf6ayzO3DreD9vWtOB02FiYW6T/ah5rOkY2mllP+cgQnF5GtCqFQkrBowdrQQCiSJB1M4K3yolhMlNUESNrNmJ02ksEYhm4gSiId+7oRxULNv6bpJGMpMuksgijgqfETnVzAEAyis0FcteWoyULvgFjl52/+89+QVFVESWJhfpH//mf/wH/4T79FIOBFtpQGgCU+faRjSabOjDDXN4HD76ZhcxuucjexhWhxH1mRwTCuEs0Aknx5W3R6ifr1zZx84k2m+6fw15eTS6aJLUY59cJJ8ukcqViKz/za/cRmQ5hNCj13byKfzuF6zY2aV9FVjc9+7RGe+8bzJKIJ2nra2HhHDz/48++TiKfY9zP7eeJbzzB4cYxVHY2UtVXjb6okl85S0VLF1MUJ2re2M3/sPJlQDHOFh3wyzdyRs9z+6C6e/8ZLxJaiVLVUs/2hHcXMhhvB5rLRtK6J4VPDxW3uMvdPRY3zx42ScP6ACKJA7ZoGvNU+kqE4Vrcdu8+FYn5/9YpqXuXkCycYOD5Q8JfM5QnPhYguRAjUlq2I7J4anmbL7h6OvnpyORHN4Ctf+wIjvWPMTc4X9wtU+oksRaltqmJxNsiT33wWq92CtFtk844Nxf1ikTgD50bQNY34Uox8TmW0b4J0Ks3r3z3Eqi1tuP1uxkanSCXSCGJh5C4Arz53mMc/fz8dm9tLHsolbglOnxOnr33Ftly60GhkdliRJInq5hocHicjJwYxNH15+gnUTA7FpJBOpvnRX/2IpZkgNpeNZDSJw+Pg8d/7HLl8oeFHMimsO7iFiVNDpKJJOm5fi6zlGfzBy+RjSewWhYNf2M/hF44zPTbHjtu7yURTLA5Msjg4Tc/n9rB4boj0YgRVEkhkc4UkQcNAV1XmRiYJT8+T7x+hfOMazJ7SgLDEpwdN1Rg+dIHRo30ARKaDLI7OsvXBHTz/908XvdK779qI4x36ZarWNDJ5ahA1mycdTuCqKWPHl/Zz/oXTyCaZ+u4Weo/0gWZQXl/OtoObOfXtFzFUHdlsYtWe9YxdGCcZjGGymfGWeWha20xjVyOZZIbZkVme+4dnUXMqItD75kVWdTXRe3KA09HzbLmjEChnsprZcv92MAqJv9OnEjj9rmLpmJbJYVJkDv7KfWjZPMKyVeX7wWQxsfX+7Th9Lib7JvBV+1m/f8OH2lNU4tqUhPNNQDYpuCt9uCs/eF1tOpFm9OwYS7NBdE0nny3Y5SxMLBCoLcPlddK2dhX9Z4c4eegsG3ev59f/4y+i6Tp2hw2318XxV08VX6+hpZZ7H97L1MVxdm5ai6Pay7M/fp2FmUUq3+bHLEkiJouJZCxHfrkGS5JEREFgoneczfduwWwxYSnOggnY3XYsNgv+6gBtWzpwB0pelSVuPZqqERybY+DVc+QzWerWt1Db3YLFYcXusNK9t5uRU8PkcwUx7Knw4vI5kUwys6OzaJqO1WFFlCUSscJSraQajJ0YxOZ1MHKyn1wyh8Vjx8jlGHruCGabCQFQUxmaav1Y79yMmlWRrVbqNrXQvKMTUQBZkWjctwld1QjFEnjLfMSicQxdI59M4/V7MIkC2UicxVMXqdyxAdl8eeY5m8qQjqYwKMxCmUv1jSU+QWRiKabPj67Ylo2nkWWJe3/jIWKLUdxlbpxl7mv2LgA4yjxs+dIdzPVNgq4TWFXD4NkRKlbXU95YyannT7A0Po/Vbmb9vvUMPHes8Hyzmskl05z49ot0PbgLURJRs3lOP3mEHV/cj7/Kz9Gn3uKNH75BOplGX74PyKJIQ1cLNoeN7Xdsxu9zklwII0iFPqHbv7iPfDJNprEKLZMtnqeoyIgmhWQkyYXnTpKMJKhsraZt99p37IF6N5x+F5vv28rafYVyyFvpZfzTzC371gVBGAPigAao75QJfqvJpDIICJhtH96SaSwYI7YUQxQFbB47JpupWL8FhW5a27L9m8Nl5+Gv3MvZoxcZvjhKbWMVzR2NyLJEZCnK0vQSD/3svaSSKXKZPOUBD8e//fJyumAI0SRz8PN7Ofz6KdrWtKw4D2/Aw/77b+PH33ymEIBmwK67t7E4toCiKFjtFu77+XuYn1ukYVUt0Ugcs9WEYlZ48PG78ZZEc4mPCYnFCMe+/XLxOup9/iSiLNO8tQPZakLSDR762kPMjcxhspmxO6zouTy6qlHRUMnCxDwIkMvl2HHvNpb6Zhg/OQhAPp1j9YENLMbnSEeTJKYX0FQNQRBB15FkiVDfGILZzvTxASaO93P7L38Gh9uGbJJJL4UInp5AcdrxN9fzi//2i/z9X/0voqEILreDX/rVLyGF46hAJhxDz6mwLJxTkQRnnjrK5IUxACpX1bDxwR3v6yFcosStQJAEZLNCLpVdsV02yfjqygjUvbftmCAKOCu8OCu8xW1rPXay6RyCABuMHp76bz8EDOweG+lYCvey01KhVjjLle3roYlFcqksFoeVqpZqQothtJyKrhsko0l2P7qb7l1r2X7nZtKhGCNPHyl4swvgb2+galMnNr+bmp3dTB86jZbNISoyVdvWksvmefnvniIZThQmpoIx1LzKhvu3v2cv1LUQJXFFUmGJj55bPVzZaxjG0i0+h2uSS+eY7J/k9EunEASBDQd6qGmtuelNb+H5MM98/SfElgqRvBVNFex8cCfTg9PEQ3F2te6iaV0zxhXVD94yD7ffu4Pb7tmGKIrEI3F+8LdPMHhmBE3TsVhNPPYbj9C5oY0Lzx0vBLMoMmWVflRVQwsn+dKvPYb9bRefrMhs37+JxrZ6+k8P4Ha7yMUzXDx0ni33bsXutuMOuPFX+/jf//x36T03QDQSp3tTF7UNVTf1eylR4kbRNI1MJIlh6CwOz64YfAJMnRmmdk0jJruFqo56Ljx7jPxSlBzg7KxHVGQWhka55+fu5IV/eolsJkutr5ot+zfyxv98vvg6oiQycWaEbZ/bXWgoSiZJTc6hqyo/f+dD6LqO2e0gG88VahkFiE0tUda0hnDvENGhMQAywTDphSDd2zfyR3/6eySiCYRkCiUcJx+PA2By2BCvmHWbH5ph8vxY8e9zg9NMnhujY/faD+17LVHiZmJ12WnbvY7TPz5cdIgoa6nG5nn/gz8tp5IKJxg7NoCWy9O4uY1H/8MXmbwwhrfaT3VnA5nlECJBEDBZLRiGwSM77gPA4rp8nSViSe7+yt0ce/oouXSO1TtWgyAQmQnib6xk/vTA5UAjA4J943haanDZynHUlNN0cBdaNodkUtAEkcnzYyyMFUonk9EkTp+T2b5JOveux+H/8C0os/EU6VAUPa9h87sxexwfquvVTwO3Wjh/bJkbm+OZ//F08cKeG3mKB37jQWpW1dy09zAMg/4jvcSWYoUY37oyNFUjNBviwFfuxNAMRFlkemwWq9N61fGaqpFKp4iF4pw5fIHksuelIAi88M8v09BWv2JUL8kSkixh5LWrRPMlbA4bLZ2N1NRXEpoLsTS1xMO/+QjeKm9xWUiSJKpqK6iqLQWMlPh4oObyzJ4bZeClU8gmhap1zWh5DUm5LDotDivi8u+wLoKrpQpHQzmGAWabhb7XzjF8bIDF0Xn2PXo73ho/VocVbTnM4BIV7TVUNldx8vuHiE4tsOsrd+GoDpCcDbKtcy2SzYqzoZqJp4+jLDfK6pqGls0Rn5xZed6pNHo6TVV1BXp5gNjYFMGpOaDg1BHY0IlsvVyKsTg2z9tZGJmlbVdXqbegxCcCQRCo7KxnZ8BFcHQeR8CFpyaA5RrPuEvEFiNMnh0lGU7QsL4Fb21gxSRWcHKBQ//4HMlgDD2vMXq0nx1f3I9dAIvFTNd927j4kyOkIwksLhur791K/5u9rK5rx2Qx0X1wC/bl2uN4JMGpV0/TuqkNs82M1WnD4rCQVjUiC2EykfiKc9N1ndhMkAunR3F47NS31+Hyu1GzecLzYTR95QA+GU0SaCh/xzKUm0k2mmDomSOkg4WmS9liou0zt2Er5Rx8IG6lcDaA5wRBMICvG4bxd7fwXFZgGAYXD19c4ZdoGAZ9b/XdVOGs6zqh2RAVTZU09bQweGYYxWrBVeYmGo3x4hOvEU4F2XpgE4HKld6uC9OLvPavh5mfWKCqoZL7f+Eg3/+bH5PL5ArJeTNLpOIp6tevYurMCMXIJUGgvqf1Pc/NYrdQ3VJNdUv1Tfu8JUp8WKTDCfqeO46hG2g5FdmkYHXZyCYzCGJhaXjVbWuLji+9R/t47fuvA6BpOomlGI997bOEphbRcnlO/+tb7P/qQXyVhaZfm8dBKlJYmm1Y18xb33wRSRbR8xqH/+dzbPvSAcq72znf3wuiQOTlM+iahiAIiJJIRWd9IZhBFNHfdu7CsuAVZQlXYy22cj96XkU0m1DsK8VExapqxpZLRi5R1VZbEs0lPlEoFhO+unJ8b+uzuRbxYIzX/vHZQrgJMHpygG2P7aFhfQtqTiUTT5GJp6nubGDo0HkAMvE00cUIJocNLa8SaKmm5/F95LM5JEUmmclSvbmVBSmB6LRhKXcVZ2GbVjfyyndf5Y0n3uDeX7qP4y+eJDQXJhqK0rahlc98+Q4S86eQJAkDg0wyQ0Y3OPrMW6h5jcqmSvbcu43500N4upqYm5ineXMbI8cGgEKZSdcdPVg/AjeM+MxSUTRDoQl67swAjXs3In6KYr91XWd+dpHp8VmsditVNRX4Ah/e4OBWCuedhmHMCIJQDjwvCEKfYRivXbmDIAhfBb4KUF9f/5GdmCAI2FxXj37trptbVyRJEu1bO4hF4nzrv/wLar7QkNd/eoif+/df5Jf+t5/lgYfv58jw6zz0+QeKx0WDMb7z1z9kcTl2emp4mvLaMjbt28Dhp94CoGNzO7IiY/c62fqFfQwdvghAy45O3NWlgIUSN59bdb0CZGLJgh3kMmNvXqB191osLhtaXsNT7cexXIOfTqTpPz5wxdEGuq4zNzHP6tvWYnNaSMXTxRkhu8/Jjp/Zy4UXTpFJpMlncpjtFnLxJIJQWCY+9YM3WH/fZn77934XLa/yxLe+x1zfBLLZTP3mdhxlHkRJxN3aRPBsb/GdTR4Xak5j9KUTOKsD2Cq85PI6FrsF0zWa/sqbq2je3M7YyUEMw6BuTRO1axoLEcUCn6qHYYkPnw/7ms3Fk2RjSQRRwOS0Y3Lc+DM0MhMsimYADBg/M4y/ysfiwCS5ZAaL14likem+fzsnv/86rXu70RSZC8f6qYwmWWuz4KvyYcFOcCHEf/vjvyccjPLjV/8ZTdP5nV/5Q37pt7+Iw2knUO3nS7//BWZHZ4mG4kQWI6RTaVxeJ/Pj80yOzFHd2UR4cBJBFAl0tzJ0cRw1r6HrBiMnB9l021ricyEc9RUMHuunc0cXu3/xbtLRJOXNVVSs+mgmpLKJ1FXbcvEUuqp/qu4VY8OT/MX/+XWSy5+3pb2RX/6tn8Vf5n2PI98ft0w4G4Yxs/z/BUEQfghsAV572z5/B/wdwKZNm4yrXuRDZPWOLgZPDJJJFIJNbC4bbZva3+OoG6dqVTVvff1JdN1AkiWsThv5fJ7hsyNsP7j1mss5iWiiKJqhUHM5OzbP7s/sZKx3go6Nbaze3I7dbUeWJcpba/DVl2NgoJg/umCSEj9d3Mrr1eKyI4hCUTyr2Tyh4Rm6H7kN5W1hOLJJxuVzMT9eKHsQJQmn38XarR3MHbvI7Nl+7AE3pnVNGLqBIAp4awJs+dztqJkcqUiikEh4hTWkze/E7LBi6Ab5VIbBZ47Q+cAuAq11SIpMPpkmm85i9nqp2L6R9EIQxWFDN0T6n3wDPa8ye3oQa5WflGQiNB9mxyO34X/bINfqsrH+4BbadnYBYLaZSC5EGDk7jGxSqO5pxVHuLc5ilyjxbnyY12w2Emfi5aOoqcIz1OxxUrt7Iybnjc20Gm87K0EQaN3cxtl/eZHYdBAolCCsOriNRCRJy64ushgc/uYLiLLE7Pg8w2eHeeQ3H8EdcBOLJljV0UR7Zwuvn3sGSZaw2czk0lnyJgXZpGC3WQi4HAydGiqkhLrsJJZi6KrGwIkBKg5uo+3B29ENgxe//zrDZwreyoauo2Xz6JoBgkDwwigHPr+X4b4pek8NsmrDKny1gY8soMtdX8ns8b4VX6K/vQH5fdrlvp1MNEF0fJZ8Io2nuQar34WkfPh121eSzWT5yfeeK4pmgOH+McaGJj5dwlkQBDsgGoYRX/7zncAf3YpzeSf81X4e+s2HmR2aQRAFqlqq8Vbc/B+CyWJCNil4KgrLCpeEcj7/zpGckiwhigL6skiQZBmTxYzVYWXL3ZuwOWzUNFcjXyG6b9aFUqLExxGr10HHnZsYfPk0ajaPPeCi7UDPVaIZCsFBW+/ezNTQFOl4GgHY/fAuIn1jREZnURQJ8nnGXjxGx8N7sCw3LZksJkwWE5Is0bCxjdG3esmnMvhqy9j86O3Ep+YRMLAHPNgDHmZPDhJorSMTjjP+ynFSCxEEWaKyp53A6ibUdJbz336+UF6iasSCMSKLUdof3M35Qxd4/Z9f5a5fuueq/gbZrOAqL9wvgkPT9D75RvHfQiMzrPvcPuylGsYStxDDMAgPTRRFMxSEdGJmEV/7jQlnb7UPi9NGJl4QRt4aP+nFCOnQ5VrjfCZLdHQW0eWgYXM7z37zeWSLqRihHQ/FCc2FcQfc2GxW7LKFb/3nf2ZpJojZauL+h++g9/mTxJditGxqx8irzJwbpaG1llMvnsTmuey93NjZwLlnjyPetZn6nlV4K1Zea/6aADIGGAa5ZIaZwxfY+eW7kK2mFYI5Mhdm7Mww2USGpp6CoL7UR5TPZBHE904gfi+sPhctd21l9ngfmqoS6GzE07iykT+fziJKItINvlc2lmToJ2+QW/65LJwfpvmOrXiarm82XcurqJkskqIgfwDThVw2T+iKcpRLhIKR9/2a78WtmnGuAH64XFMkA/9kGMYzt+hcrokgCPgqffhugjfzuyErMpv2b2Dk/Ggx3EQxKbRvWPWOx7gDbnpu38Dxl08unyvc8egeGtrqqGqowOlxkkqkCC2GcftcSJ+iJZkSJa6FbFKoXt+Cr7ESTVUxWc1YXFc/oPOZHBhQXl/O47/zOUKzQUwWEz6/i4EnXsXmsSMIAoauk02kyUQSKHbrivQys8PKmns20bytg1wqi81lZegnbxCbWig8RBJpaje2FeNx5072k1oo3MQNVWP26EUcVQFEk1KcCNJ1veACUshjAWB+fI5MMnPNxmAANVeYpb4SLa8SHpv7QMI5FU+haRoOd6n7vsT7w9ANcrHEVduvte29cAbc7PmFuxk5PkAiFKdj91piQ1PIJpn88jUmIKDl8pQ3V+Ko8KKYFd7+qyuKhQ2CbnDx8AX8AQ+KIlNeU8Yz//UHxIIxFJPC4sA07betweqyYTeb2H7fds68dga7x0HXlk6sisJSKkd8KYokS2zc34Mn4GHgxAD+aj9t61qYfOVylkLV2ibMDssKERxdiPDC139CJlFIEB062sfen7+bsoYywqNzzJ4eQlQk6rZ04qwOvO9GQkmR8TbX4Kj0Y+g6it1avKbz6Qzh4VkWLo4W7p+bO3BU+q67hCO1GC6KZgAMmDs9gL3Sf80JiyvJRBPMHu8jMbOI2WWnemsX9grfVfcbXdOXw93eGbvTxpYd6xnrHwVBKA442jqbr+tzvB9uiXA2DGME6L4V7/1xpKalhs/95mc5+fIpTBaFjft6CFQH3nF/q83C3gdvo2tzBwtTi9Q0V1FWHcBis2AyKVw82cez33+ZdCpDz8513HbnNty+UvpYiU83kiRh97swDOOqG3A+m2dpdI6BQxcAaN25mrLmKnzLq0jJYLTg2RqKY7KaycSSIBQ64MMLUeo3rFohnk02C6bl2NyFs4PouTyKxcSlp3VkZIbGO7ag5fKkFsNXnWsmFMPTUou3pYbw0FTBA1oAf0st81OFMiyHx/GuAQeCAIJ89UNFVN7fQzaXyzN2cZzXnjxMLptjw651rN3RheMaA5ASJd4NURJxN9aQnF3pNuusq3xfr+eu8LLh3q3F0imLIjF/dph8Jo+azYMAFWubcVf6sHkc9BzYyEv/9GLxeG+lF3eZm0Q4Ti6bx1B1MtEUAmBohSb9S43DACNHB+g+uInxI31UtVTT9VuPgSQxfW6EqZODKGaZ2rVNADjcDrp3r6Nr22pEWURN57Dfs5XozBKuKj+Ocs9VM8dzQzNF0QyFgcbFV8+y8e5NDDz9VnF7bGqJdY/vw/kBJ/CUa0R8h0dmGV2efAOIzwbpenQPtutsqtPVt7c5F77LS7MBhmGQiaUKP68rXLzUbJ7pN88RHS+4B+VTGUaee4u2B3ZjcRdm9tPhOMG+cVLBKL7WOlx15cX77dvJReJ0NVZzz2f2cOTVY9icDh75yoNU1X14rl8lO7qPAWaLiabVDdS31yIgrBhh/cmf/Mk1j3G47TjcdppXN67YPje9wDf+8jtFD9uXfvw6VpuFfZ+5rTR7VOJTTSoUY+7CGInFCJWrG/HUX77ZRqaXePNbLxWdcoLj8+z6yp2UN1eh5lSG3+qnvLuN/OGzpIIxNF2jdvNqlsbmmT4/RqCxEmf5ygdKJhInOR8iE01iLHs3/9ojXwJAsZow2y0YBnhaagp1j6pKbHIBNZXB4nMhmxXqdqzFUeknOj5LRU8bOVHmjR8eRjbJ7Hh4Fw7fO8fzSopM7cYOIhMLhQcWYLJb8NS/vwfG0vQS3/nrHxbvHc9/52VMVhMbb1//vl6vxE839uoyqnduIDE9TzYSx9feiOUDTuAIy7PGtjIPqx/azfTxPjRVo2pDK86qAJblBv7WnlW4/E4GTwzhrfDS0FnHhVfPMXlxnL1fPoDJJJPSde7ovpMDj+9h6tlBRFFAzauIioxiUdDyGgChkVkaNrUSW4iSXopRt7aZyrWNDJwbwT45T11rLZ4yT1F4m+wWTPZKvI3vPEh4u8c8gK5qRKcXVmwzdJ3gyMwHFs5vJ5/JsnBhZXqjrmpEpxavWzjbK7zIFhNqJlfcVtbVjGKzkE1kmDw7zNixAURRpHX3Girb61AsJtR0ltjUys+pprPkUxksbgfZeIqhp98kEy6U4kTH56je1EHVps6iNkqH48TnQoX7rs2MPrfItpY6Nq1dhWiAv6Yck+nD6+cqCeePEdcqqdixY8cNvcZw79hVF+XpI+fZuqcHh+udH8IlSnzS0PIa6WiCfDqLZFKYePMii/2TAAQHZ2jctQZ/SxWGZjB6fAAMo9g8KIgiYycG8Vb7ycRTTJweIeh30v3QHiKT80gmE6HpJaZOD4OxXOJxBdlYkpFnjpBLpKndsZZ8KotsMdHTvgaAQFcT6WAUURJRLAqx0UlEs0LNtkJT36W6abPTRmX3KsrXNKFpOrHFKHf/8kFsLjvOgPM9B7uOaj/rHttHcGgK2WzC11KN7X2Kk+HzI1fdO86+cZ6uzR2FIJcSJd4DNZMln8xgYKBlVYIjs2BAWU8X9nJvUfgYhoGaziEq0oqVnOtFUmQ8jZU4qv1gXN3DY7FZaOhsoKGzgWwqywv/+CwzA9MACIbBfV85yKEnD2ObWmDP/r2ciMgExxcQRIF0OsO2z+9B0HVqNrRQs6YJV5WPQEs1Nd3NzI3N8Z2//AHa8rXir/Tx2V97CM8NlEdVtVYX4r/TyzkLAnTuXkt2PnjVvjc7dA1AFKVr1hUrN/BeZreDVffuZPHCCLlEmkBnI47qQurj4sgMF545Xtz35A8OsfPn7iLQVFm4J9osK8s8oPh7kIsni6L5EgsXRvF3NGJx20kFY1z44WvkEunle7pG573bCZ3vg6CBBuQ+QJjO9VASzh9zDh8+DFy/gPZd4+L1BbyYSm4aJT5F6KrG3MUx+p87jq5qGAi07FqDvdxDciGCruuMvHoGQ9MLM7KCiJZT0bLZwoPWakaWRaYPn0VxOzDZTIQmFpi8MM702VGWRmdxBtzIJhmTzYzJbkFTNeKhGGpORUhlijf+YP8ELfdsJzQ0xdmhXlyNlQRmFkkvhrGVeZg/2YtkMRMNxlgamaXrsTvgbSUWoiQhShL+mqtLtLRsDjWdxtB0JIsZxX552VOSJJyVvpsyI+X0Xi24nR7nihCZEiXeiVwyzcyRcyRnFinb0EH/jw+j2MwIkkRwYJLVj9yOvdxLLpFmqW+c8PAUJped6o0d2Mo872tFVDYp6JpOailCZGwWSZFw1VdidtnJJ5JkQzFQZOraqpkfnSuEIskSfc+dpKOjAX+nhx9/47vsum03FS01pKJJWrZ1YPM6ySUzWH1uFLuFZDhOpUq4AAAgAElEQVTB+OkRnOVu3nj2GJqqFcuygnMh5sbnVwjnbDJDdDZEZGYJb20Z7krvilIDd7mXA798kMEjvWQSGVq3dxKoLycbcLLYO46WK5gDmJ02PE03N5U3uVyGVr2xnfj0UsHKErB4nTiqrt+qVhAEbAEP9betx9CNYvKipmpMnBpeubMBs70TBJoqMTlt1Gxdw9hLxzGWw2HK1rRgulTOcY3fA0EUipuXBicLonl5X13VWRyYxOH3kl4MgSBgq3jnUtebQUk4f8z5gz/4AwBeeeWV69q/rrmG5o4GRvrGgULh/P4HdpeEc4lPFelokoEXThRv+louT/9zx+m8ZwujCxG0vFpssovNBmneu56JM8MIooih68iKTNWqajJLYdRkmvadXUxenMBiM7Pxs7voff4UsbkQdr+TNfdsxWy3EBqfJx6Mkc3ksSoC+WwOUZZILYbJRhP4Wuv4q//nW+RTGf72V/4QX3sD0dGZQg2mKCIIArlUhrm+Mcok+boaj9VMltCFflLTBes8yWqhfEs3ZvfN71loaK+joibA/HShLtVit7Djni0oH7G9VIlPJqn5EPGJORzVZSz1T6JlcwiigGK3oKsai73jWP0u5s4MMr/c1JpaipKYDdLx8O1Y3+csYWoxzMC/HsJYvhfYhqao27GG2Ng0ei5PamEJRbaw+3O7mZ9cQjAMuu/ZxPCxfv7sW39BdDaIK2rCVenFbLOQiaW4+OJpguOFcgKT3cLauzbR9/o56te3EJ4NoqnaipnyTPKye4iay9P/8hnOPnUULa8iKzLrH9hBx77u4jGCKOCrCbDl4V1gXC5BUcp9rHt8P9HJBSRFxlUTwOq9/L0YulGo005mUCwm7F7Hdc/YZ1IZ+k4P8vrTbwJw56P76XzkdhIzQWSrqdAYKEskFqNIsojFbb8uW0tBFBGu2E0URex+J4tv08523+XP4WqopOORPWTCCRSHFbPLjrysUcxOO7ZyL6mFy70hld2tRQ/wbDy94nVFpVBWozhs6HkV3+oWzO7SjHOJG8Ab8PClX32Mhdklsuks5TVllFWWAk9KfLpQc/nirAwUmpHSsWQxUtvQNOq3dREan8fQDSbeOMf2z+8lFU2AAd66MhJzQcZODKFYzXQ/tAuTniU+PU86n2LTw9sRTCZEScJst7DUP8Hp775CPpnB6nOy4QsHmHpThUwOQzewOW1YA24EQUDPqbjqK3HVVWAv8zB3up/UfAhREtHyIJnNLEwsXJdwzsfiRdEMoKUzRAdGCWzoQpRv7u3bW+bhc7/xWRamFslmclQ1VOD/kF2FSnx6SF/D/ktX1UJfwfIoVs3kCA1OrthHTWfJRhLvSzjrmsbCueGiaAYIrG4mMhVkvm8Os9tG5drV5HSNwy+f5eJbfZTVBjCbZLp2roZvGYiSiGAYZCJJBEEgEYqzODxLMppEUiSSkQSjx/upWFVNeGqJNdtW8+qPDmF1L9c0W0wrEoUTSzHOPXW0MGCm0Jh89idvUbuuCXfVyutJEK6w0aEgoO0BN/blsKa3szg6y9F/eY1sMoOkSKy7ZzP1G1ataGx8JyaGp/mXv/1B0cnn//vTb/Lz/+6LtK4vOHglFiP0P3GY+HwYxWqm+fZ1lHfU33ApjSAKNG1uZ653smgh6Cz3UNFWW9xHkiWsPjdW39Wf0+Sw0nLnVqITs6SWoniba7CXe4uDi/KO+hX12YIoUNXTjrOisI9s+fA9skvC+VOI2+cquWiU+FSjWM2YHVayy0t2oiQSaK3F6nVQ0dWAv6WayMQC8ZlCzWA6kiC9GMLpUrCV+QnOBJk5PUxlZwNWn4OFs/1k55eQzArZUITZw6eoP7Ads8tOOhRj6Plj5JdnlVLBGH1Pv0XrfbuIjc4Qmw9RuW4VzroKEARMTit2r4XQuXOY7FbK2mrI1lYw9NopbOU+MqqBw3N9NcP5ayR/5RNJdFW76cIZwBNw43mHh3aJEu+Go7qMpfPDpBZClG/oYOniWMEbWBAQZYmyzgYAJLNSvJYuIb6POmcADNDz+eJfrQEPqUiCi0+8UXR4WBycpvr2bs4dPo+q6oSWIlhiSWZPDRb7Hgyj8J/JZiYTT5NJZgqx95KIrunEl2JUBtzM9E6yqrGCu798J0PnRrE5rWy9ewv+KwSxllPJZ/MrTjObyqCpK7MZ8sk02WgMPa9i8bpRnPZrlqtkkhnS8TSGYTBytJ/s8nen5TXOPHWMQFNl0df93Tjx+ukVYTKGAScOnaF1bQv5TI6RV04Tny/M8ubTWQaeO4Gz0ofjHWq31XSGbDSGls5i8bmRHfailZ2rwsvOn7+L+EIEURJxlntWeGG/Fxa3Hcvaa1vy2su9dNy7nakT/WAYVPe04ar2F2esPwpKwrlEiRKfOKxuO2se2EHfM8dIBmM4K7x03L0Fd7WfslU1aHkVURSJTi2hZvPUbenAV+dDEgU0VUMxmyhvrmCxd5im2zcQDYbRNZ1L1bx6Lk8+kcLscpDP5AoPYVGA5YfsfO845T1tJBQTM2mNueOD7G2qKjyAdYPM4iJ6NkdO10HXcLe107BvC/FkjpHeCfY+3kI6miSfziKbFCxu+zX9Ss3eq0WstTxww2EFJUp82Fj9bso3tLN0YZjY5BxrPn+AyNgcgiRS3tWE1e9GlERqNq9m5PmjxUZdZ20ZlhsQVVciyhKBrhaiE4VVGXuFj4m3+pDMCuqywMymsqRDceweB5l0DrfHwcCrp3B7neSTGVwVHuw+J7qm4670Ub2mkdM/KVjCaTkVi9NKdWcdweUSppGj/dz5q/ezfu96JFlCedu1qFhNlDVXsjgyV9xW2V63wts4n0wxd/gU2WVfa1GRqd61EYtvpUiNLEQ49N3XmB6Ywmw20bljNRXttcz3TwGFXo9cKntd35XnGrO7Hn/h/dRMjtjcSttMQ9fJxlLXFM5qOsPiiXNkQ8urDKJA+eb1K2qLHX4XDv/Nn8CTzQr+1lpcteWA8Z6e0R8GJeFcokSJTxyCIOCtr2DD5/eh5VRks4LZcTkoRFJkytrrcNUEMDQdk8NKNhJl+uW3cDXXo6YyzJ3qx1VXga7paOrVRvuXxKliMaFYzTi8DpKRJBgG3roKrG4HL3zvEDUtVfRsbyPe24uWzmDoGqIsLdfkGeTTWfLxGCa/F7dTZd+GVtRkmrM/fpNMNIlsMdF+x0bK2+uKDTaXkB12/Ou7iPQPo+fy2KrKcDbVlSK1S3zskC1mytauwtNcg2EUvIN9q2pX7KOrGja/i9Z7d5CYD2H1urBX+jDZrx3ycz04qwO0HNzJ4rkhzG4HynKdsmQ1o+dUBEEoNBFeUc6RS+dQHQXRqeVUGtY1UdbZgKPMTXwxytbP7aHvlTOomRwt21fT2NNKNpXFGfDQvqsLV7nnHUNJ7D4Xmx/fQ99LpwlPLeFrqKBjzzrsV9QqZ5YiRdEMoOdVwv1jVGxeW7wH5HN5Tj5znOllkZxJZTj0nde471fvZ2FwGkM3UCwF28vroee2bk4dPkts2bHC5XWyYUfBBUg2K9j9LqLTV/huCwIWt41ULEkuk8dkUbAte7rn44nLohlAN4j0D2P2uJA+oplfxXrr+rZKwvljzl/8xV/c6lMoUeJjy5XG+tfikpg2DIP42AwIAgYGYNBy5zZCI9NkYylqdnQz++aZZfN+AUdtRdG9wuyy07yvh9FXTiIrMiaXjca9Pbzw/TfIZXJ07+ggOzaKyWLij37ja0gmBUESAR0QkEwKotlMdXMhijYbT3P+mWNkokmgMNvT98wxnBU+7IGVMzSSIuOoq8Ia8GLoBpLF9KGUaHwSyaUzpIJxUpEEjoAbm9d5lS1ZiY8WUZIwv4vtaXoxyNKp8wDINis5LY3rGk4y78UlJ42FC2MYuk7Z6kYqN3cRnglS1d1CbDaEoYNoVrB5Hbir/GQzORAEFmaDVK9uJDkT5Kv7PgtALp4iODaHu8qHI+Bm/NQQ7bvXIskSscUIZoeFnV/cX/iMokgmGicTjCGZTVi8TkwrBu0S3toyuh/cSS6ZxmK3YPU4VgzM1fTKUhUALZNBy2bJRguBLnkNZodniv8uiCJWt414OI7JZkGSJdZ/ZuuKprt3o6KmjF/6/Z9lerTwmrXN1QSW+58Uq5mWveu5+GRhMC/KEi37NhCPpTn8vecIz4XwVvrY+ehtVDRVoeXyV72+ns8XXTI+7ZTuwB9z1q8vhQ+UKHEzuFQLaRgGVq+L3h+8hmwxEZuYx11fTv2BbWSCYRS7DYvPg1xcAjQw2yVa9nYDAhg6ZqeZPY/uJpPKYJdV0suzLB1V1fjXryV07gL5eBLD0LGWBbD4L9dAqrk8ycXoinPT8ir5zLWXXAVBQLa9/xm5TyNqJsfY4YuMHektbBAEVh/cQs26lmITUYmPF1o2S3RotJgspyZTqMkU+XgC2XpjPuHpYJSL338VfTmkZPbMEI37NjJ5bhxPpZe2uzeTXAgjiSLepgpsZS6+8ruPMzs2R0V9Of7b1jJ/bhT3cABXbTnWMg/Ocm9xIL727s3EFyOoOY2GnlU4r6j7T8wFGXrqcFE8Oir9NB7YjNlxeRCvmBXcZW4ou3a/gLXCDxeHuLLo2FFbydzJfsKDEwCU93TiqfCSCF+emZYUmZr2Oto2tyOZZOw3WOJSVuWn7B0s51xVfro/t5d8KoNkktEMeOZvf0I8GAMgPBvi1W+9xMFfuR+T24kgSyuaMu01VUgfQWPex4GScP6Y88ILLwBw4MCBW3wmJUp8chEEAVdTHYnpedANgv0TVPW04qz0I9tM5ENhoucuYPa6SKsaCVmifPtGFLsNLZ0hcnFwxUMuM2+hfMsGZKuV5PQsGaEgyN/s68Xo6+PAnttxNNRjGJCPJcgEI5gcDgRJRDYp2MvcK8SzpMi3pFbvk0o6lmT8aN/lDYbB0Mun8TVUYPN+uFZUJd4fhm6sEFqX0LWrt70Xi33jRdFsGAb2ci8ms0zAZ0XPZlCsHvxtdfhqAmDohM73oS+FqTab0MfHiS7MU7+9h77YNPPJOQ5sX4PVczla3ua2Y3NfHTWv5VRmT/StmHGNzywRn1liMprB5rbhqfRhc10W0bqmkU+k0VUVyWzC5LBhcjmo2rGBUO8wRl7F1ViLaDYXRTNA8PwQG+/oIboYJR6MIYoia/esw1vlw3Kd5Rk3itVtx7r8uZemloqiufhZg/HCZEFNgIptG4j0j6Jls9irK3DUV//UpBOXhPPHnD/+4z8GSsK5RIkPitnnpmpnD9lQlPI1TcRGppk9cpq62zaQWVxCEAXUZBpRltA0DTWdRbHb0HV9hWgGlmuZIRdLIMgyCCJ6LsOf/8P/i6HpbK5puHyIYWCprCAVSeGuq8Dq99Bx12YuLC+LKlYTbXdsKj6wSrw3Wl4rNpddIpfKXjPKuMTHA8lixlFXTaT/ssGvaFIwOT9Yoq1iM1PeWc/Qk6+jaQb5bJ6l3lG6Ht2PmssjYpBeDCIgoC2v6qjJFHo2x5/+1z8Dw+DOO/eTCcWQLKZ3rbfWVZV8cqWPcD6TIzg6R++pEZKhBC1b2ll/9yZEQUBQJBITs8wdvYCeV1GcNmp39WAr92KvLMPidWPoOoIiM/7C0RWvq+XyGNEon/nVB0jFU8gmGafXiekjqu1VzApmu6Xo4gFgsplRzAqCIGDxeSnf5ETXNCSz6V1Fs6HraJkM+UQCUVGQbTYEUULNFNIjPwoLuZtJSTiXKFHipwJRljC7HZhcDoK9owR7RwDIpy5bTxmaBrKEraGO+EKEqVPDOCu9OFtXoadTiCYFNZUu1PNpKvNvnkRTVdzN9QiiiGg2FZ03REVBy2TJxlO4O9qYOnKRxTNDtD6wG09tGT1f2F901bB6ri9soEQB83LdaDpyeRnb11R53Y1SJT56BEHAXleFqMgkp+eQrWZczQ0ojhsfMJZ1NLBwfhQ9r+GuKyfUN45kUshGC/aNaipDeinM6Cunqd7QgqYaiKJRCOsonEzhejcM1HSWoR+/hp5XMXuc1O/uwRq4tgWbbDXjXVVL+uhFoFBrnU5msATceKt8bLpnM1anldFXz5CYD+Os9OJvqCiKynw8xexb52g4sAXZalnRSOesrSAxs7ji/WwBD06/E6f/o19FcfqcbH9oJ4e+8ypqTkU2yWx/eBfOK2qqRUW+LivBfDxOpK8PdB1BkrDW1hMZnCS1GEFxWKnoWY21zPuJmbEuCecSJUp86tFyOZLTcyTGp7CUB0hMzWELuMkl08SnFijvaibSN1ho9ikvIzS+xELfJIgCsWknzbetITmzQCYYwlZRhn99F9lYHC2bQ8tmWTxxriiqZasVV0sjqblFNFUn0N1FfC5UXN5NzAWx+lwrlkVL3BhWj4PuR25j8JUzJBcjeOsraN61plTu8jFHNptxNtRir64AUSz6/t4oVr+b1Z/dw8KFUWw+F3ouSyYSR7EohbTCZa9ow9CZPT1EVVcdybEJREkAWcbVVI9stWBoGrlYEj1f8FjORuLMHD1Pw74tyJarZ3YFQcDf3oChagSHphBlifJNq5kbW6BhVQWZhSXGX58mNrmAYrMQnw8RHp2lYdMqwn1jy+8RKyQKvm1i291YTXopTGR0ppAs2NaArfzWBRCJkkhjdxP+2gCZZAaLzYIz4Lrhn5mez5OcnITlxkHF7WXxVD+ppQiiLKNlc0y9doLGO3dgcn0y7ocl4VyiRIlPLVo2i6Hr5GIJov1DhW2pNIrVRJaC1VwuHCU2uUDlri3k4wkkp4uhw68UfJuB6u4W5t44jslmRpQVUgtB9OPn8K/rKLzJ8kyxnsuDbqCramEWZdsGYhPzhIamsXid1O9ej66qKzrwS7x/XJU+1j20EzWTx2Qz33DCWYlbh/gBY9xFScRR7sVR7gXA6nWQmgshe50F/+FUBovPTfzQ2YIdpd1Cw46NqNEYljI/JpcTUVEK/uysLPnJhGJoudw1hTOAyW6lalMngc4mDAHOv3IOb5mbuRMXqNu5gcjocURFRs1kMZkUopOLyLvXFY83+1xI1/j8JoeV6h3d/P/s3Xd4VGXa+PHvMz09k16poXcMRSygiCir6KpYXhvWtffV3X1Xd13Xn+66rmVt61rXd1VYG4KICgp2aVIEhFACSQjpvUymPL8/ApGYAJMyOTPk/lwXF8wzZ865M8ydc885T0kaO6TlsdEz6JgtFmKTnV3ah9a61SI1ZoeD2r3FrT4DXlcTnoZGKZyFEMIoPq8XV2k51TtzsUZF4qlvRPs0yqRwlVcQO2ggDeVVKI8Fk82KOcyGNSqSiNQk6suriUqLJ3l4XxSasNhIKn0+tE/jaWjE4rDRVF2DyWbFZLWgfT58ZjPa68Uc5sDnceNIiMcWFYk1qpb4IZnU5u6h6JvtWMLsJE8Y09w1RAq9LrPabVh7cMUwEZwiU+LJOuO45tUK7VYiUhPY9eXGlunRijfnkjYuC29tNaa05JYuEs3TRrbuHuCIi8ZsO/xnSplM2PbPwDHkuOE0lFVRusqLUs3dObTH21KP22MiWr6E26IjSJ046qAZe1qz2KxYjrLFjUxWK46EBOrym+ej1l4v1sgwfO6DxiOoLqweaYDQibSX+uc//2l0CEKEHE9tHWUbNzcP6lMKs8OBz+3GbLehfT7qdu8hc+oElNmCMpuwRoS1DFCxRoaRProvhV+vw+fxkDF1AtYIOwqar0LtH8zjrqombuQQXBVVeJvcRKSn8MygTEz2nwY8RabEU77xR5oqq7FFhmG2WanYkoMjPrbdVQGFEB1ntlmJSk8iMjURZVLUljSvgqdMJpTJRL/jRoKrDp/b3apAe+65f1K9Zx+mssaWPs5pk0Yd8mpzeyKdUdjDbKSOGkBTRRV9jx1B7hcbUObmY/eZNIzojGSiU+Mx221Yu7DYSyhSSuFISkIDrtJStNdN6rHjKPxmfcsA37ih/bGG0J04KZyD3JAhQ4wOQYiQ46qobJkJw11TS3hqCg1FpWifF6UUymzGFh3ZsshJK243NTt3Yw2z4m2C+qJSogf0pTY3H2VSeF1e4kYNoaG4GE9dHWEpycQOG4bZamV0alKrXWmvF1dVTZuTZVNVjRTOQnSzA3N4RyY6GXXeNJpq6vG6GvHVVuGpriJqQH/Mjp8GkA4fOQLfsKE01TagPd4jzqpxKFaHnbTJoyndkIMt2sr4S0+loaae6LQEIhJisYX37r73ZrudiIwMwpL3D5RUJhynR9NUW4clzIE1MvyIV/mDiRTOQW7hwoUAnHnmmQZHIkToMIe1PvnV7NpN3KihmOw2FApLuANLWPsnSO31od0erGG25m4Z5eVYw1JJmzYZb6ML7fXQUFyCp7Z55T9XWQW6vwes1jb5arJasEVH4qmrb3UMa1Ro9OUToiu01s1TwCmwOHp2xhN7VDj2qHC8jY343LEoswmz3bG/e0az7jy/2qMjSZk8Gq/LhdlqxXyUdbnoKqVUq+LYHhuFPTY051yXwjnIPfroo4AUzu1xuz1UlFViMpuIi4/FJNN5if1s0VHYY2NwVf60yIg1IhxbTPRhXtXMZLNiCQ+jvqgE7fWhTCYaSspwDsvC7LBRumrt/kFFzezxcZj2nxB+nq8mi4XYwQNoqq5tLp6VIrpfRqem4BIilHhdTdTm7aVmTwFKKWIG9iU8NbnH+7KaHQ7Mh6jZu/v8araYMVvauYt1BD6PB09D8xzTljC74YMCxeHJ/44ISRVllXz47qd89/la7A4bs849hYnHjyO8l/UfE+2zhDmIGzUcd3092uPFEhHu/7LVWhMzuD/epqbmFf+iI3EOzUID1rAwnKNGUrNjJ16XC3t8PFH9+xx2iiZbdCQpk8fhdTU1rxwYFhZSA2GE6IyGkjIqftze8rh0wxaSw8MISzBuirVg5GlopGrbLmrz9qLRRKSn4hw6sMPLkIueI7+9RUha+eX3fLr4SwDqauv5z/Nvk5aZzODhAw2OTAQLs8OOuRMrUvncHso35xCRnkrs4IF4GhqozNlFUkwUKiIcR7wTa+QotM+LyWbza15TS3iY/4W7ECHO5/NRW1DYpr1+X7EUzj/TWFZBze78lsd1eXuxO2OI7pdhYFTicOTetgg59XUNrP12Y6s2rTVb1m8zKCJxNFEWM8pkoiY3j/JNW6neuQef29Oqz6LZbmu+ctzJBRyEOJoppbC1M/DWGiFdlH6uobisbVtRCVrrdrYWwUAKZxFybDYraZnJbdpT22kToqMsYQ4SRg/DtL9QVhYzCaOHyq1TIfyklCKyb0arOz62qAjCkuINjCo42ePaLu/tiA+d5ad7I+mqEeRee+01o0MIOharhVPOOJEtG3MoLSoHYPiYQQwc2t/gyMTRQClFWFI8qSdMxNfUPO+rNTwM5cfV5fby1dvkprGskqpdBdgiw4jqm4Y9JjRHkwvhL1tUJCnHHoO7th5lUlgiwrEGWXelYDi/hifF05CcQENRKQCOxDjC0+QiUDCTwjnIZWZmGh1CUErvk8pdf7yestJKLFYLCYlOYpxHnjFBCH8okwlbJ2a+aC9f6/YWU/jt+pbHVbsKyDx5EjaZkk4c5awR4e3PlR4kguH8agkPI2HsCDyNLkBjcdgx23v3vM/BTgrnIDdv3jwALrjgAoMjCT4JyfEkJMutPxE8fp6vnkYX5Vt3tdrG09BIY3mVFM5CGCxYzq9mu61lGXAR/KRwDnLPPvssYHxiCyGOTPJViNAh+So6QwYHCiFEgFgcduKGtO57bwmz44iT5baFECIUyRVnIYQIoIi0JDKmTqBqVz7W8DCi+6dLNw0hhAhRUjgLIUQAmW1WIlITiUhNNDoUIYQQXSRdNY4SPq8Xj8ttdBhCCCGEEEctueIc5N56660jblNfVkXR+hwaK2pxZmUQl5WOLSK45ssUIhRorbu08IA/+SqECA6Sr6IzDCuclVKnAU8AZuAFrfXDRsUSzBISEg77fGNVLTmLvqKptgGA2n1luOsaSJ80XJYDFsJPPo8HT0Md7uoqzHY71uhYzLaOz6V6pHwVQgQPyVfRGYZ01VBKmYGngdOB4cBFSqnhRsQS7F555RVeeeWVQz7vqq5rKZoPKN26m6a6xgBHJsTRQWtNU3UlDfsK8NTX4qooo37vHrzupg7v60j5KoQIHpKvojOM6uM8Ediutd6ptW4C3gTOMiiWoHakxDZZ2l5VNlssss69EH7SHjdNVeWt2nxuNz4pnIU4qkm+is4wqnBOB/IOepy/v60VpdS1SqnVSqnVJSUlPRZcKLFHRRCZ1vp2U2r2UOxRwbvMqTg6hWq+agDa+6IpXz7F0S1Uc1YIIxnVx7m9M5Ju06D188DzANnZ2W2eF2CLDGPA9AnU7iulsaKG6D7JhMXL4gqi54VqvposVuzOeBpL9v3UZrNjtloNjEqIwAvVnBXCSEYVzvlA5kGPM4C9BsUS8uzR4dij+xgdhhAhSSmFNSoak9WGu7Yas82OJSIKk9VmdGhCCCGCjFGF8ypgkFKqP1AAXAj8j0GxCCF6OZPZgikiEmtEpNGhCCGECGKGFM5aa49S6ibgI5qno3tJa73JiFiC3eLFi40OQQjhJ8lXIUKH5KvoDMPmcdZaLwbkU3sE4eEyyE+IUCH5KkTokHwVnSFLbge5Z555hmeeecboMIQQfpB8FSJ0SL6KzpDCOcjNnz+f+fPnGx2GEMIPkq9ChA7JV9EZUjgLIYQQQgjhBymchRBCCCGE8IMUzkIIIYQQQvhBCmchhBBCCCH8oLQOjVU2lVIlwG6j4ziCBKDU6CC6QOI3Vkfj76u1TgxUMF0h+dojJH5jHTX5CiGRs73t8xJsQj1+6NjPcMh8DZnCORQopVZrrbONjqOzJH5jhXr8oSbU32+J31ihHn+oCfX3W+I3Xnf9DNJVQwghhBBCCD9I4SyEEEIIIYQfpHDuXs8bHUAXSfzGCvX4Q02ov98Sv54LibYAACAASURBVLFCPf5QE+rvt8RvvG75GaSPsxBCCCGEEH6QK85CCCGEEEL4QQpnIYQQQggh/CCFsxBCCCGEEH6QwlkIIYQQQgg/SOEshBBCCCGEH6RwFkIIIYQQwg9SOAshhBBCCOEHKZyFEEIIIYTwgxTOQgghhBBC+EEKZyGEEEIIIfwghbMQQgghhBB+kMJZCCGEEEIIP0jhLIQQQgghhB+kcBZCCCGEEMIPUjgLIYQQQgjhBymchRBCCCGE8IMUzkIIIYQQQvhBCmchhBBCCCH8IIWzEEIIIYQQfpDCWQghhBBCCD9I4SyEEEIIIYQfpHAWQgghhBDCD1I4CyGEEEII4QcpnIUQQgghhPCDFM5CCCGEEEL4QQpnIYQQQggh/CCFsxBCCCGEEH6QwlkIIYQQQgg/SOEshBBCCCGEH6RwFkIIIYQQwg9SOAshhBBCCOEHKZyFEEIIIYTwg8XoAPyVkJCg+/XrZ3QYPW7r1q0ADBkyxOBIRLBZs2ZNqdY60eg42iP5KvkqWgvmfIXembOSr+JQDpevIVM49+vXj9WrVxsdRo+TxBaHopTabXQMhyL5KvkqWgvmfIXembOSr+JQDpevIVM491aS0EKEDslXIUKH5KvoDOnjHOQWLlzIwoULjQ5DCOEHyVchQofkq+gMueIc5B599FEAzjzzTIMjEUIcieSrEKFD8lV0hhTOwm9ut5v8/HwaGxuNDqVXcTgcZGRkYLVajQ5FhBjJ2Z4n+So6S/K153UmX6VwFn7Lz88nKiqKfv36oZQyOpxeQWtNWVkZ+fn59O/f3+hwRIiRnO1Zkq+iKyRfe1Zn81X6OAu/NTY2Eh8fLwndg5RSxMfHyxUI0SmSsz1L8lV0heRrz+psvkrhLDpEErrnyXsuukI+Pz1L3m/RFfL56Vmdeb+lq0aQe+2114wOQQjhJ8lXIUKH5KvoDCmcg1xmZqbRIQgh/CT5KkTokHwVnSFdNYLcvHnzmDdvntFhBK0//vGP/O1vfzM6DADee+89Nm/e3PL4vvvuY+nSpQZGJHqa5OvhSb6KYCL5eniSr+0LaOGslMpUSn2mlNqilNqklLp1f3ucUuoTpVTO/r+dgYwjlD377LM8++yzRocR8jweT8CP8fPE/tOf/sQpp5wS8OOK4CH52j0kX0VPkHztHr0tXwN9xdkD3Km1HgZMBm5USg0HfgMs01oPApbtfyyEXx588EGGDBnCKaecwtatWw+53bRp0/jd737H1KlTeeKJJygpKeHcc89lwoQJTJgwga+++gqA2tparrjiCkaNGsXo0aN5++23Afj444859thjGT9+PHPmzKG2thaAfv36cc899zBx4kQmTpzI9u3b+frrr3n//ff59a9/zdixY9mxYwdz587lrbfeAmDZsmWMGzeOUaNGceWVV+JyuVr29Yc//IHx48czatQofvzxx0C+dUL0OMlXIUKH5OuRBbRw1loXaq3X7v93DbAFSAfOAl7dv9mrwNmBjEMcPdasWcObb77J999/zzvvvMOqVasOu31lZSUrVqzgzjvv5NZbb+X2229n1apVvP3221x99dUAPPDAA8TExLBx40Y2bNjAySefTGlpKX/+859ZunQpa9euJTs7m7///e8t+42OjmblypXcdNNN3HbbbUyZMoXZs2fzyCOPsG7dOgYOHNiybWNjI3PnzmXevHls3LgRj8fT6ipHQkICa9eu5frrrw+a22JCdAfJVyFCh+Srf3pscKBSqh8wDvgOSNZaF0Jzca2USuqpOERo++KLL/jlL39JeHg4ALNnzz7s9hdccEHLv5cuXdrqVk91dTU1NTUsXbqUN998s6Xd6XSyaNEiNm/ezHHHHQdAU1MTxx57bMs2F110Ucvft99++2Fj2Lp1K/3792fw4MEAXH755Tz99NPcdtttAJxzzjkAHHPMMbzzzjuHfwOECCGSr0KEDslX//RI4ayUigTeBm7TWlf7O2+eUupa4FqAPn36BC5AEVI6Mu9iREREy799Ph/ffPMNYWFhrbbRWrfZp9aaGTNm8MYbbxwxhiPFo7U+7PN2ux0As9ncI33FAkXyVbRH8jV4Sc6Kn5N8PbKAz6qhlLLSXDT/R2t9oNwvUkql7n8+FShu77Va6+e11tla6+zExMRAhxqU3nrrrZZ+PAJOPPFE3n33XRoaGqipqWHhwoV+v/bUU0/lqaeeanm8bt26dtsrKiqYPHkyX331Fdu3bwegvr6ebdu2tWxzYCT2vHnzWr4pR0VFUVNT0+a4Q4cOJTc3t2Vfr732GlOnTvU77lAh+Sr5+nOSr8Gtt+es5Gtrkq/+CfSsGgp4Ediitf77QU+9D1y+/9+XAwsCGUcoS0hIICEhwegwgsb48eO54IILGDt2LOeeey4nnHCC36998sknWb16NaNHj2b48OE899xzAPz+97+noqKCkSNHMmbMGD777DMSExN55ZVXuOiiixg9ejSTJ09uNbDA5XIxadIknnjiCR577DEALrzwQh555BHGjRvHjh07WrZ1OBy8/PLLzJkzh1GjRmEymbjuuuu66R0RwUTytTXJVxHMJF9bk3z1jzrSZe4u7Vyp44EvgI2Ab3/z72ju5zwf6APsAeZorcsPt6/s7Gy9evXqgMUarF555RUA5s6da2gcAFu2bGHYsGFGh2G4fv36sXr16h79hdvee6+UWqO1zu6xIDpA8nWuoXEcIDkr+eqv3pizkq/BJxTyNaB9nLXWXwKH6qAyPZDHPloEW2ILIQ5N8lWI0CH5KjpDltwWIe/GG29smTPygFtvvZUrrrgiIMfLzc0NyH6F6A0kX4UIHZKvbUnhLELe008/bXQIQgg/Sb4KETokX9sK+KwaQgghhBBCHA3kirMQQgghgk5hQRFff76KPbsLOH7qRIaMyCI6OsrosEQvJ4VzkFu8eLHRIQgh/CT5KkT3KCku45EHnmZv/j4AvvtyDZdePYfTZ0/HZOqem+WSr6IzpKtGkAsPD29Z/lI0W7JkCUOGDCErK4uHH364zfMul4sLLriArKwsJk2aFBKDDcTRQfK1LclX0Rn79ha3FM0HLHn/U8pLK7rtGJKvbUm+HpkUzkHumWee4ZlnnjE6jE5xVZRRuWUD5RtWU7llA66Ksi7v0+v1cuONN/Lhhx+yefNm3njjDTZv3txqmxdffBGn08n27du5/fbbueeee7p8XCH8YUS+1tXVk7+nkL0F+2hqcndpX92ds5KvIpiF8vkVJF+NIoVzkJs/fz7z5883OowOc1WUUZe/G5+7CQCfu4m6/N1dTuyVK1eSlZXFgAEDsNlsXHjhhSxY0HrhyQULFnD55c0LU5533nksW7bsiOvZC9Edejpfi4tKefaxV7j7pvv57a0P8t68D6iuarssrT8CkbOSr6KzUtKSSMtIadV22uyTiUtwdtsxQvX8CpKvRpLCWQREw74C0L7WjdrX3N4FBQUFZGZmtjzOyMigoKDgkNtYLBZiYmIoK+v61W4hjFBaUs6a79az/JOvyNtdgNfrBcDn8/HZx1+y+tt1+Hw+XI0u3pm3mNydeZ06TiByVvJVdFZiUjy/vvdGzr9kNpOOP4a7fn8DJ5w8udv6N4c6yVfjyOBAERAHvgX72+6v9r7ZKqU6vI0QoaCkuIzHH3qOHTm7AbA77Pzm/psZNmIwDfWN/LD+xzav+XFTDqPHDe/wsQKRs5KvoitS05M558IzjA4jKEm+Gke+uomAMFltHWr3V0ZGBnl5P11Ry8/PJy0t7ZDbeDweqqqqiIuL69JxhTBC7o49LUUzgKvRxdtvLKKhvgFHmJ2swf3bvGZAVt9OHSsQOSv5KnqjhvoGSopKqa9rCNgxJF+NI4WzCIiwlHRQP/t4KVNzexdMmDCBnJwcdu3aRVNTE2+++SazZ89utc3s2bN59dVXAXjrrbc4+eSTe903YnF0qKyoatNWXVWLy9WE2Wzm1DOmMXBwc6GsTIqp049lYDvFtD8CkbOSr6K3ydtdwFOPvsh9v/4LTz7yL3bv6lzXqSORfDWOdNUIcsuXLzc6hE6xO+OB5n5YPncTJquNsJT0lvbOslgsPPXUU8ycOROv18uVV17JiBEjuO+++8jOzmb27NlcddVVXHrppWRlZREXF8ebb77ZHT+SEEfU3fk6eNhArDYr7oNmyzhh2kRiYqMBSE1L5q7f30hFeRVms5n4xDgiIzs3vVYgclbyVQSz7s7XivIqnv77y+Tu2NPyuLSknN/df2u3DmoEyVcjqVAZDZmdna1Xr15tdBi92pYtWxg2bJjRYfRK7b33Sqk1Wutsg0I6LMnX7uFxe9iyOYe3X19IbU0dJ5w0mamnTCHWGePX6yVnjRFq+QqSs91h96487rn5gTbtDz3xe/oP7HPE10u+GqOj+SpXnIPc3/72NwDuuusugyMRQhxJd+erxWph1Jhh9B/QB7fbQ6wzutfdFhUiULo7X61WK2FhDhoaGlva7HYbNpu1W/YvgoP0cQ5yixYtYtGiRUaHIYTwQ6DyNTIqAmdcjBTNQnSj7s7XpOQEzr/0rJY8VUpx7v+cQWJyQrcdQxhPrjgLIYQQQnSRxWph6vQpDB2exb7CYpJTk0hJTZQrzkcZKZyFEEIIIbpBeEQY/bP60r+T00KK4CeFsxBCBDFXo4uS4nK8Xg8xsTHEOqONDkkIIXotKZyDXFhYmNEhCCH81N35WlNdywfvfcIH7y3F3eQma3A/brjjStIyUrr1OEL0RnJ+FZ0hgwOD3IcffsiHH35odBhBpbKykvPOO4+hQ4cybNgwvvnmm1bPa6255ZZbyMrKYvTo0axdu9agSEVv0935mr9nL+/N/7BlHuft23J5/60lreZ1DnaSryJYyfm1fZKzhydXnEXAFG/YTu6yVbiqarHHRNJv+gSSRmd1eb+33norp512Gm+99RZNTU3U19e3ev7DDz8kJyeHnJwcvvvuO66//nq+++67Lh9XiJ6Wu7PtqmM5W3dRV1dPrM2/uZw7IhA5K/kqRGDIOdYYcsU5yD3wwAM88EDbCdWDXfGG7eQs/AJXVS0ArqpachZ+QfGG7V3ab3V1NZ9//jlXXXUVADabjdjY2FbbLFiwgMsuuwylFJMnT6ayspLCwsIuHVcIf3R3vvZrZ9GEwUMHENHJ1QEPJxA5K/kqglmonl9BzrFGksI5yC1btoxly5YZHUaH5S5bhc/tadXmc3vIXbaqS/vduXMniYmJXHHFFYwbN46rr76aurq6VtsUFBSQmZnZ8jgjI4OCgoIuHVcIf3R3vmZkpnLOhb/AZrcBMHjYAGafdxpWa/dPbxWInJV8FcEsVM+vIOdYI0nhLALiwLdgf9v95fF4WLt2Lddffz3ff/89ERERPPzww622aW8ZeVk4QoSiqOhIzppzOg898Xv+8o97ufN3N5CanhyQYwUiZyVfhQgMOccaRwpnERD2mMgOtfsrIyODjIwMJk2aBMB5553XZmBCRkYGeXk/9Q3Nz88nLS2tS8cVwih2u430jBT69s8kJoBT0QUiZyVfhQgMOccaRwpnERD9pk/AZG099tRktdBv+oQu7TclJYXMzEy2bt0KNN9qGz58eKttZs+ezb///W+01nz77bfExMSQmprapeMKcbQLRM5KvgoRGHKONY7MqhHk4uPjjQ6hUw6M7A3EiN9//OMfXHzxxTQ1NTFgwABefvllnnvuOQCuu+46Zs2axeLFi8nKyiI8PJyXX365y8cUwh+hmq8QuJyVfBXBSvK1fZKzh6fa66sSjLKzs/Xq1auNDqNX27JlC8OGDTM6jF6pvfdeKbVGa51tUEiHJfkaHCRnjRFq+QqSs8FA8tUYHc1X6aohhBAB5PV6KS0up6qi2uhQhBBCdJF01Qhyv/3tbwF46KGHDI5ECHEkP8/XirJKli7+nG8/X0N4RBhnXzSLUWOHtkwvJ4QwjpxfRWdI4Rzkfr7UpRAieB2cr1prvvpsJYvfWQpAeWkFzz7yEr//y530G5h5qF0IIXqInF9FZwS0q4ZS6iWlVLFS6oeD2v6olCpQSq3b/2dWIGMQQggj1FTVsvKr71u1eb0+tm3eYVBEQgghuirQfZxfAU5rp/0xrfXY/X8WBzgGIYTocTaHjfjEuDbtCUlt24QQQoSGgBbOWuvPgfJAHkMIIYKRw2HnzDmnEhEV3tI2ZEQWfQdINw0hhAhVRs2qcZNSasP+rhxOg2IICQdW8RHNrrzySpKSkhg5cmRL269//WuGDh3K6NGj+eUvf0llZWW7r12yZAlDhgwhKyurzRKiQnSHn+dr/6w+/O9Dd3Dzb67m7j/dzK9uv5z4xN71K09yVgQrOb+2JfnqB611QP8A/YAfDnqcDJhpLtofBF46zGuvBVYDq/v06aOFsTZv3tyh7Vd+vErfe/79+qZpt+l7z79fr/x4VZdjWLFihV6zZo0eMWJES9tHH32k3W631lrru+++W999991tXufxePSAAQP0jh07tMvl0qNHj9abNm3qcjw9pb33HlitA5y/Hfkj+Rp8JGeNEQr5qiVng47kqzE6mq89fsVZa12ktfZqrX3Av4CJh9n2ea11ttY6OzExseeCDDFF+0pYsuBTXvjHf1i/ZhO11bVGh8SqT1bzxt/mU1FUARoqiip442/zWfVJ1ybYP/HEE4mLa91H9NRTT8ViaZ4gZvLkyeTn57d53cqVK8nKymLAgAHYbDYuvPBCFixY0KVYRGuSr/5pqGtg59ZcPn73Mzas2kRleZXRIQGSs72R5Gzoknw1To8Xzkqpgxc0/yXww6G2FXDbbbdx2223HfL5stIK/vGXF3n95Xf4fNk3PPrAs3y9YhU+n68Ho2xr4QuLcbvcrdrcLjcLXwjsWNCXXnqJ008/vU17QUEBmZk/9S3NyMigoKAgoLGI3udI+erz+Vjz1Qb+cf8LLJ6/lJf+/jpvvbSQmirjv+xKzore5kj5GswkX40T0HmclVJvANOABKVUPvAHYJpSaiyggVzgV4GMIdStW7fusM+X7Ctlz67W3/4+fP9Txk8aY+jo/Yriig61d4cHH3wQi8XCxRdf3OY53c7S8kqpgMUieqcj5WtFaRUfv/dZq8/jD2u2cOo504iKiQx0eIclOSt6myPlazCTfDVOQAtnrfVF7TS/GMhj9jY+3fbKss/rQ9P2Q9yTnEnO5ltI7bQHwquvvsqiRYtYtmxZu8makZFBXl5ey+P8/HzS0tICEosQh+Lz+XA1NrVp97i9BkTTmuSsEKFD8tU4Rs2qIY6gvLSC3O15NLmaDtvtIik5gZS0pFZtJ592AnHxsYEO8bDOvHoWVru1VZvVbuXMq7t/vZslS5bwl7/8hffff5/w8PB2t5kwYQI5OTns2rWLpqYm3nzzTWbPnt3tsQhxODHOaMZOHtWqLT7JSWxctEER/URyVojQIflqHFlyOwjl5e7lhb//H8WFpezekY8zPobamjoioyLabJuQFM/t//srvlj2LXm79zJl6gSGjx6C2Ww2IPKfTJiRDTT3w6oorsCZ5OTMq2e1tHfWRRddxPLlyyktLSUjI4P777+fhx56CJfLxYwZM4DmwQvPPfcce/fu5eqrr2bx4sVYLBaeeuopZs6cidfr5corr2TEiBFd/jmF6Aib3cpp55xEfGIsP6z5kZSMJE76xfHEBcEUdZKzQoQOyVfjqPb6pQSj7OxsvXp110aLhoLGhkZefvJNNqzeDMCKNR8BsOjD9xkwpO9hX+v1egNaMG/ZsoVhw4YFbP/i0Np775VSa7TWXfstGSC9JV9/7tprrwXg+eefP+x2WmvqaxuwO2xYrIG7fiE5a4xQy1fonTnrb772FMlXY3Q0X+WKc5Cpr2ukYE9hy+Opx8wEoKiw5IiFs9FXmYXo7fw9ASulWq0oKIToecFSMIvQIn2cg0xkVAQDh/Rr1aaUIi0zxZiAhBBCCCEEIIVz0LHZrcw67xQGjxiAUoqvNiwjr+ZHktISjA6tV9Fa4/V48Xq87U6zI0R7rr322pbbv0KI4Cb5KjpDumoEoeS0RC657jxqq+v5/rLPqaqtICzMYXRYvYbP68NV10BTnQsU2MMd2CIcmMzyPVMc3rZt24wOQQjhJ8lX0RlSOAehvbn7mPfU21SWVlGYW0S0M4q6mnrpE9lDPK4mXLUNzQ80NNbWY7KasYXZjQ1MCCGEEIaSS2hBprHexafvrKCytKqlrbqihtLCMgOj6j201jQ1tLNARTuLVgghhBCid5HCOci4Ghop2Vvapr2ipNKAaILPlVdeSVJSEiNHjmxpW7duHZMnT2bs2LFkZ2ezcuXKdl/76quvMmjQIAYNGsSrr77a7jZKKSy2tjdizAGcMkwcnepq62mobzA6DMMFOmeFEN1H8vXIpHAOMuFR4fQf9tO0cylxqaTEpZKUnmhgVJ3zwXufMHPK+YzpN42ZU87ng/c+6fI+586dy5IlS1q13X333fzhD39g3bp1/OlPf+Luu+9u87ry8nLuv/9+vvvuO1auXMn9999PRUXb5UoBrGF2zJafCmWz1YrFYety7OLoN3bsWEaMGMHKr77niQef5x8PvciGtZtpcoXGHYtQzVkhOmPs2LGMHTvW6DA6TfLVGHIZLchYbVZOOGMKdVX1bP9hB+fOOJ/p504jPiXO6NA65IP3PuH+3zxCY4MLgMKCIu7/zSMA/OLsGZ3e74knnkhubm6rNqUU1dXVAFRVVZGWltbmdR999BEzZswgLq75fZwxYwZLlizhoosuarOt2WImIi6qZalzk9mESebIFn54/PHHWb96E0/+v3+1tG3/cSd3//lmsob0NzCyIwvlnBWiMx5//PFu32d9XT2Fe4spzN9HanoKKelJRER0//gkyVfjSOEchOKT4zj3utnUVtVhtpiJiY/GZAqtmwNP/vVfLQl9QGODiyf/+q8uJXV7Hn/8cWbOnMldd92Fz+fj66+/brNNQUEBmZmZLY8zMjIoKCg45D5NFjMmpFgWHeNxe1jxcevPn9frY9VX64K+cA71nBXCaO4mN599/BX/99JbaK1RSnH+pWcx66xTsNu7966l5Ktx/K7GVLNLlFL37X/cRyk1MXCh9W6OcAcJqfHcfPtNXHbZZW2e11rT1OQ2IDL/7Ntb3KH2rnj22Wd57LHHyMvL47HHHuOqq65qs017czErpbo9FtG7XT73ct54r23fvujYSAOi6RjJWdHbXHLJJVxyySXdtr+S4jLeen1hy2dXa8278xZTWtz9g/slX43TkcuYzwDHAgeuu9cAT3d7RKKV/Px88vPzW7UV7Svh7TcX8df7n2LhOx9RWlJuUHSHlpKW1KH2rnj11Vc555xzAJgzZ067AxcyMjLIy8treZyfn9/u7SYhuqKgoABt8hIR+dOtWWd8DOMnjjYwKv9Izorepr3za1e43W4aGhpbtTW5mgJykUvy1TgdKZwnaa1vBBoBtNYVgIyY6mHVVTX888l/89Z/FvLD+i3856W3ee2F+dTX1RsdWiu33H0Njp/Ne+wIs3PL3dd0+7HS0tJYsWIFAJ9++imDBg1qs83MmTP5+OOPqaiooKKigo8//piZM2d2eyxCOBx2fvPgLVxy7XnMvfFC7rr/RlIzko0O64gkZ4XompjYaPoP7NOqrU+/dGJiorr9WJKvxulIH2e3UsoMaAClVCLgC0hU4pDKyyrZvGFrq7ZV36xjzsWzCQ/AAITOOtDH6sm//ot9e4tJSUvilruv6XLfq4suuojly5dTWlpKRkYG999/P//617+49dZb8Xg8OBwOnn/+eQBWr17Nc889xwsvvEBcXBz33nsvEyZMAOC+++5rGcQgRHdLy0whLTPF6DA6RHJWiK6JdcZwwx1X8N//vM+OnN30H5DJ+ZeeTVyCs9uPJflqHNVev5R2N1TqYuACYDzwKnAe8Hut9X8DF95PsrOz9erVq3viUEFl2rRpACxfvhyAPbn53HPLA2jfT/9vVquFh/9xH+kZ3X+iLi4qZe3KDWzbsoMTZ0xg5KiRWCwyprSnbdmyhWHDhrVqU0qt0VpnGxTSYUm+Ljc0jgPa+9yIwAu1fIWjP2fLSsqpq63HHmYnMSkek8kUsHxtbGikpqaOyMgIwsIdfr9O8tUYHc1XvysgrfV/lFJrgOmAAs7WWm/pSrDiyI499thWj+PinUw5YQJfrfipj9HJM08gIQDfaKsqqvnnE6+yaf8V7rGThlFVUY0zPjbkZvkQoif8PF8BPB4PFfsqKNy+l/CYCJL7JhEVF21AdEL0Tlu3bOe5x16hcG8xzrgYrrrhYsZmj2w3X7uDI8yBI8z/glmEFr8LZ6XUQGCX1vpppdQ0YIZSqlBrLUvaBdBDDz3U6nFkVAT/c8W5jJ84iq2bdzByzFAGDR2I3WE/xB46r7S0vKVoPqC6upaomChsNimchfi5n+crQOH2Qj54bhFejxeAxMxETr/mdCmehegB5aUVPP/kaxTun22ioryKZx9/hQce/W27+SrEkXTknvvbQLZSKgt4AVgIvA7MCkRg4tDiE5wcN3USx02d1KPH1Vq36iIieoa/3alE8Gmsb2Tl4u9aimaAkrwSSvNLe6xwPjCfrOgZkq/Bpb6+kYK8wlZtdbX11FbXQnrwDdqVfO1ZncnXjlw29GmtPcA5wBNa69uB1A4fUXTIueeey7nnnmvIsePinQwZPrDlcUlROZh8mM1ytbmnaK0pKyvD4ZDbfqHgQL42NDSyN28fVeXVNNa72mzXXlsgOBwOysrKpJjrIZKvwScszN5mirawMAcRURGGnl/bI/naszqbrx2dVeMi4DLgzP1t1g4dTXRYWVn3T5zuL2dcDDfecSXffLmGnC07SEpMxON1s23bNsNi6o0cDgcZGRlGhyH8UFZWhtvt4ZVn3+CbL9cwaPAAjhs/jrKCUsz7l2232q0k9e3+uVbbk5GRQX5+PiUlJT1yPCH5bwCT+wAAIABJREFUGmziE+O46saLeebRl6goryIiIpyrb7yY2Ngo9u0rwmIJnhViJV97XmfytSOF8xXAdcCDWutdSqn+wP916GiiXR6Ph9L8Un5ctRWb3cbg7EHEp8YHxe2apJREzjrvNKPDECJk1FTX8uXy5sG7P27OYcTIwUw8YxK7N+4mPDqM7JkTcCZ1/2De9litVvr3D+6lvoUItJGjh/LHv95NbXUtkdGR1Nc18Oxjr7B7Zx7hEWEU7i0iNc34bhuSr6GhI7NqbAZuOejxLuDhQATV2xTlFvHW4++09INct2I95985h4S0eIMjE0J0hNaa2pq6Vm1vz/+A8y+ZzZk3nonFasHmkHWjhOhJSimSUxJJTkmktLiMxx/+J0WFJTQ1uWlqcvPiM//htnt+RWRUhNGhihDgd2dVpdQgpdRbSqnNSqmdB/4EMrjewOv2smbZ960GDzXWNbJjg7y1QoQapRTh7czbGpfgJDwqXIpmIQxWWVFNUWHrrhCb1m+lqrL6kK9xuZrYt7eIfXuLcbu7f/lsEVo60lXjZeAPwGPASTR33TC+L0GI02i8bm+bdq/bA8D06dN7OiQhRCdNnz6dupp6wlU8W7fsQClF9uQxDB892OjQhBCAzW7FbDbj9XpJTkgDmqd5NR9iYa/yskoW/PdDln/yFSaTiVPPmMas2acQ45TpJHurjhTOYVrrZUoppbXeDfxRKfUFzcW06CSL1cK4k8eSuym3ZSSt1W4la2zzbBb33nuvkeEJITrgQL5WVlRTUV6JSSniEpxERUcaHJkQAiAhKZ7TzjyJD95byohB41FKcf4lZ5GY1P7y0OvX/MBHiz5rebzgv0sYOKgfE6eM76mQRZDpSOHcqJQyATlKqZuAAqBnhoYf5dIGpnLurb9k3fL12Bw2xk4bQ7z0bxYiZMU6o4mVK1JCBJ3w8DDOPn8WE6eMp3BvEX36ppOantwy683BfD4fK7/+vk37mu/WS+Hci3WkcL4NCKd5gOADNHfXuDwQQfU2NruNPkP7kD4oHaVUq+WsTz/9dAA+/PBDo8ITQvhJ8lWI4BcVHcmQ4VncdufNwKHz1WQyMWhof75fvbFVe9ZgmfmiN+vIrBqrAJp7augrAheSsdwuN16vD0d49y9hfSTtfeNtaGjo8TiEEJ0j+SpE6PAnX4+bOonvV20kZ+suAEaMGcrY7JGBDk0EMb8LZ6XUscCLQCTQRyk1BviV1vqGQAXXk7weL4W7Cvl2yUoaG5oYN3UMA0b0IywyzOjQQlZjo4u83ALWrFxPXLyT0eOGt1nBSYhQUVdbT0N9A1ExUdjtxsyO4fP6KCkoZdM3m/B5fYw4djiJmYlYDjGwSYijVdHeEnbk5KK9PgYM6UdqgJbPTk5N5I7fXU9ZWQVKKeIT4qQbVi/Xkd+2jwMzgfcBtNbrlVInBiQqA5QWljHvibfxNDXPZlGwvYAzr5rF8EnDDI4sdG1av4VHH3wOn88HQGpaEr/9060kpSQaHJkQHbMzZzfzXltAYX4Rw0YO4uwLZpGa3vNfAkv3ljLv0fm4Xc1TYv3w9SbOv/080gam9XgsQhilML+IR+9/hrKSCgBinNHc9ccbyOgbmDxwxsfijI8NyL5F6PF7HmcArXXez5razqN2EKXUS0qpYqXUDwe1xSmlPlFK5ez/u2eW0DqC3E25LUXzAd+vWI+rwWVQRKGtprqWd+d92FI0AxTuLWbXjj0GRiVExxXvK+WJh55n07ofKS+t4KvlK/n3v+ZTV1vf47FsWfljS9EMzXfK1q1Y3yrPhDjaffflWgry9lFUWMy+wmL27S1m+UdfGR2W6CU6csU5Tyk1BdBKKRvNgwS3HOE1rwBPAf8+qO03wDKt9cNKqd/sf3xPB+IICEdE20ULHOF2TOYOfbfodmeccYahx+8sr9dLU1NTm3ZXY9s2IYJZZUU1ZaUVrdo2rfuR6qoaIiLDW7UHOl/bK5D3z2IphCF8Ph/apzFb2o7RCZSSolKK9hZz4KPf2FBC8b5SfD5fq8H1RxKq51dhrI4UztcBTwDpQD7wMXDj4V6gtf5cKdXvZ81nAdP2//tVYDlBUDhnDs4kJiGGqtIqACw2C5NmTsBqsxoa11133dXt+6ytqaWyohqTyURCUjy2APyMsc4YTpk1lZeeeb2lLSIynIGD+3X7sYQIJIfDhslkalW0RsdGYWmnUAhEvh5s+MRhbPhiY8vdMbPFzNhpYzpULAjRXUoLSlm3YgOVpZWMnDKCPkMzCf/Zl8lAGD5mCCjV6lvjmAkdH7AX6HwVR6eOzKpRClzcDcdM1loX7t9noVLqkB0FlVLXAtcC9OnTpxsOfWhxyU4uuO1c9mzNo7G+kf7D+xGfevTNpVy0r4SXnn2dDWs3Y7NZ+cUvZ3D67OkBWaBh8nHHEB7m4LNPviIuwcmss04hLSOlQ/soK62gMH8fDQ2NpPdJJTUtGaVkwcpg1JP52pMSkuI59cxpLFnwKQBms4kLLjuL+MT2F0wIaCwZCVxwxxw2fLERn8/H6ONHkdwnMIOixNGvKzlbUVzJf594m7qqOqC5u+PJF5zEuJPGBvx3tNvj4ZbfXcMnC1fg8/k4+fTj8WktXyBFj1D6CPf5lFL/AA65kdb6liO8vh+wSGs9cv/jSq117EHPV2itj9jPOTs7W69evfpImx11pk2bBsDy5cu7vC+v18vrr7zDB+9+0qr99w/ewcgxQ7u8/0NpbHRhMZuxWDs28r+0uIwnH3mBbVt2AM1zb/72T7cwIKtfAKIMPUqpNVrrbKPjaM/Rlq81NbUU7S2muKiM9MxUUlITsTvaTlnZnfl6OA0NjaAhLLxtFzMRnII5X6HjOZvzfQ4LnlvYqi0u2cmc2+cQ5QzsSpl5uwt4+u8v0adfBlaLhV079/CrWy6jb//MDu2np/JVhJ7D5as/lUx3n/2KlFKp+682pwLF3bx/cQh1dQ1s3rC1TXvO1h0BLZwd7RQY/ti+bVdL0QzNAw4X/HcJN9xxpWHTgYneKSoqkqghkWQNGWBoHI0NLjZt3MrCt5fg8/qYdfYpjB43nPCIwN8eF+Jgpna6KpksZpQpsFeba6pr+XFzDjNmTWP3zjzCwsO45qZL6dMvI6DHFeKAIxbOWutXD36slIrQWtd14Zjv07zi4MP7/17QhX2JDggPczBo6IA2M1sE6xXckqKytm3FZTS5mqRwFgFVW1vP3rxCdm7fTWbfdDL7phEdE2V0WOzasZu//flptK/5JmDOX/7FPX+8mbHHyIIMomclpMbjTHZSUbR/4KyCiTMnEBkTEdDj7sjJ5cWnm8fOJKckYjIp4hOc9O2fwb6CYvbsLCA8wkF631TiEppvZjc1NVFeVklNVQ2RkRHEOKPly6botIAugKKUeoPmgYAJSql84A80F8zzlVJXAXuAOZ0PX3SExWrh9NnT2ZmTy/ZtuZjNZk6eeXyHb2/1lOGjhmA2m/F6f5r18NgTJgSkP7YQB3jcHpYt+Zw3Xnmnpe302Scz55KzCA/3b0GkipJKyosrUGYT8UlOYuK6Z8GEr1asbCmaAbTWLFvyOaPHDQ+K/p31lbV4Gpuw2G2ExUbIeISjWExCDOfcdDY7NuyksrSKweMGkdwn8HObr1vdMrstRftKANiwdhMDs/ry5IMv0FDfCEDfgZlcd+dlOBNi2b09n88/+oacH3aQ0S+Nk848gYFD+h32OF6vl7KScnw+TVR0BJWVNSggPtGJ3d7zKwuL4BHQBVC01hcd4qnpHThuSKqrqsPlaiI8Iqzdqe6MkpqezJ2/v5HKikrMZgsJiXGERwTn6ojpfVK55e5rePuNhTTUN3L8SZM4ftpEo8MSR7mS4jLem7e4VVtB/j4KC4rweX1ExUSSlJxwyELV3eTmxYdfo6y4+Upcer80/ufmc4lL6vqU9bHOmHbbjC5QtdaU5e5jw4JvaaiqwxEdzugzJ5MwIDXgt+6FcZxJTrJPOaZHj9lvQNsLPdnHjuPDdz9tKZoBdu/IY9f2PEDz3muL+XrZSgC2btxOYV4RN//hGjxuT7vT6NVU1/LZJ1+y6J1PaGhoYOz4EQwY1J935y/mpBnHcfb5s3DGtc1F0Tt0aLSW1jrvZ7+gD7sASm+ktSY/J5+l85ZTUVROWv9Upl94EonpnVst7/zzz+/mCMEZFxMSSe9w2Jl03HiGDB+Ix+PFGReD2dxzc4WK3snr9dLY+NPCR6PGDiMtPYXf3/n/QEN0TBQ33XU1o8a2XVV0zpw5bFr1Y0vRDFCQu5etG7Zz7CkTuhzb5OOzWbbkcyrKm6fNjIqO5JTTTzS8cG6orGP9e9/QWN28KExjdT3rF3zDlCtOJTzO+C4u4ugxcsxQRowZyqb1PwKQ0SeVwUMH8tUn37XZtrK8EldjMitXrG1pi09ycvIZJ/D2Kx/gtCWRkBJPcWEpSakJLdvs2rGb119uvuNUXVXDvP9bwFU3XExKaiIfLfqMIcOzmHKi//mstcbr8XZ4gLwIToFeAKXXqSypZMHzi6jbfwLZvTWPj15byjk3nkV4VMf7VN1www00uZoo2F1I0d4SnAmxJKXEExEV2H5kwaS9q2xCBEpMbDQjxgzlh3XNv96yJ4/hkQeewRkXg8Viprqqhk8Wf0ZsXAwWs5mY2KiW/pK/uvZX/LtuHjkbd7TaZ+netv31OyOjTyr3PnQnWzdtx+fzMXTEoA5P8RgIHldTS9F8gKu2gabGJqQnqehOCUnx3HzXVZSVlOP1+ohLcJKQGMekE8aze0d+y3Zmi5nBwweilCIqOqLly+bMc6bz5gvvYTIp+icNBR+89fL7zL3lIsIjm+++rluzaf9eNPV19fvbfmDo8EHsyS1g3Zof/C6cCwuKWP7JV+zasYfjT5pE/4F92bJxG+WlFYyfNIa+/dPbnaFHBK+ALoDSG9VXN7QUzQcU7NpLQ21Dpwrnuro61n6zgXkvvo/X03yBf/oZJzDrvFOCtouFEKEsKjqSq274Hz54dylbftiGIzyMmIMWPBlzzAhS0pL50z2PUF/fyKhxw5h77YWkpCXR5G5iyLiBrQrngSP6M2T8ID565zNi4qLJGtafhOTOzwGdlp5CWrrxxfLBzHYr9sgwXLUNLW22cDtWu7ELSImjU6wzps0FlQnHjaOpyc23y9cQFuHgzDmnkpKRjEkpzpl7Jm889zaNjS6cCTHUVdfhTIzF7Wlevn7rhh1UV9W0FM4/dQdROMIc1Nc3kJGZRlVlDQBDhmf5FWdZSTmPPfQce3ILABg9bjj33/0IDfWNKKVY/N4ybv3tNRwzaUw3vCuip/hVOCulzMClWuvuWADlqGYLs2G2mFuKXIAoZ1Snb9GceupM8nftZdZx57W0fbr4SyZPPaalcK6sqKIgfx9lJeX07Z9BanoyNpvMOiFEZ6WmJTP32guora2jtrYepzOGurp6lElxzMSxPHjv30lMSsBsNrNu9Q+8E/MBV91wMbNmzcLr8fKHOx5g5WdrcSbGMmbKSJ5+8CUOzJmfkpHEr+6+nPhu6PMcLMJjIhk9ezLr3/uapnoXtnA7o86cRLhTummInhHjjOa0s09myrTmK8GVFdUsXrCUpOQEJkwdx9BxgygvriAuwUlcohOTycSCFW8CcOnsa1p1Axw+ajCjxw1nw/ebiYyMICklgQnHjuPV5+cxfsIoRowaQkFeIWazmYSk+HZXEYXmBbwOFM1R0ZHU1zXw46Yc0jNTsVqt+Hw+FsxfwuBhA2XQewjxq5rTWnuVUmcBjwU4npAXkxDNCbOnsOK9L9E+jdVm4ZTzTyI6vnOj6rXWeDye1m0+jauxCWjuf/XK82/y7RdrALBYLNx6zzVMOHZc134QIXo5i9VCrDOGyKgIrr/jSl557nW8Xh9lpeU442JbnWg3b9hKTVXz1SizxczJZ53I+BPGon0+Xn1qHgcvNLUvv5iC3YVHVeGsTIrEgWlMueo03I1NWB37Z9WQgYGiB5lMJmLjYvj2y9U8+dcX8Pl8pGemcuqsabz9n0W4GpuYNuNYppwykY/e/Qy3243JbGbmuScRl/hTPiYkxnPDHVfu7w7iJTIqArfHw58f+y0Ou53XXvova1duIDw8jHMu+AXTZkwhIrJt98mDBxBbLGZcrqY24xHcbk+rmaNE8OvIZdCvlFJPAfOAlnmctdZrD/2S3sdmtzF26hj6j+hPfW09kbGRxCZ2ftS7xWxu0yUjxhlNdGzzlZyifSUtRTOAx+PhzX+/R9bg/jjjYxFCdI3FYmHYyEHces+vqK6uwWq1trmjk5qR3CpPTWYTcYmxVFfWtHzJPdjBo/+PFsqkiJCBgMJgFeWVvP3GB/h8PgAmH38MLz7VPO9zWJgDi82KLczCzfdexdprPsdqsxAdH0VVVTVxcT+dM2Od0cQ6W1/w8ni8vPbCPNZ8ux6Autp6XnvxvwwaOoDBwwa2iSU+0cnQEYP4cVMOFeVVJKUkkNk3DXVQQX3K6SfIOJ4Q05HCecr+v/90UJsGTu6+cI4O9jA7SZmdm0Xj50xmE4mpCWQfN5aczTtJSkvg7P85ncSUeADqD+pTeEB1VQ1NTe5uOb4QvV1DQyMff/AZmzduIyYmmoy+6UybcRyff/oN2qeJT3By4WW/bHdBhejYKI49OZt3Xv2gpS0swkHfrNarnJWXVdDY4CIs3IEzTr7wCtFZXo+XhvqfzotRUZEUFhSRktp8Tk5JS2Lzxq18+flK9u7dh8ft4frL7+bO/72Ocy4885DdLgBqa2rZtHFbm/Yd23LbLZydcbHceMcVrP9+M7k79pCemcqfH/stSxd/TllpBVNnTGl3dh4R3PwunLXWJx3ueaXU5T9fZdAIrrpG3PUulNlEWGxEUCwK0FU2m5VLrzuP6upawsIdRET+dIJOTI4nMiqC2pqfFnPMnjSG2BCYbk6IUFBWUkFERDhej5e1qzfg9XqZcmI2M2ZNxef1EeOMJjml9Rflxpp6GqrrQSnGThyJ3WHnu+VriHFGM/3ME1pNfbV183a+/nwlJpMZrTUnzTgOvFBVUUNSagIJKXEyjZUICdXl1ZQVluN1e4jfv7JgT3PGx3LCyZN5d/9c7KUlZQwZPpD6ugPFtGbA4H7838v/xd1ygUnzwbtLmTr9OJJTD33RKyw8jH79M8jfvbdVe2bftEO+JjE5gVNOa73kxVU3ZeL1eLHJCrghqTt/G98KGFo415ZW8cOi76jML8EaZmfwSWNIHdEPSw+N7G5qcOGqa8QaZu+2RU/mzp0LgM1hI8HRdiR+SloSv77vRua/toCSojLGTRzFGWefKktSC9FFlRVVNNQ30tDQyEvPvU5e7l4sFgtbNm6jaF8xN991NSlpya1eM3fuXBprG/nm9c8o3V0MCtKG9mH8WZMZO2kkFosZq+2n30clxWUUFhSxdfMOtm/byUWXncuKhV+z7psfsFgsWKxmLr7xPEZkD+3pH1+IDqksrWLBs+9Tkt+8ml9EdATn3noOSRndc/fVX2azmVNnTSMyKoJvPl+Nq9HFXffdwOsvvcPunfnU1tQTGxeNUoqEmOaCNyoqEp/Ph9a+w+7bbrdx1pzT2bUjj4K8QkwmE6fPPpm09BRKC8uax0UkHPmildlsljUJQlh3Fs6GjgLxNLnJWb6eyv1J625wsfnDVcSkxROd0vmpn/xVvreMtQu/o7ygjNhUJ8ecMYn4buiucaBwPhSTycSQYVnc8bvraWxsJCYmWq5OCdFFO3JyeemZN9i9M487/vc6qsqrsdttNLmaiIgIZ+P3W1otknLA3Llz2bT0ezZ/ug6fz4fX42X3+h2kD+9Dv2MGtdm+tqaOl557nR835QAQGRHB/KffIzUtGSzgcXtZPG8p6QNS5S6SCGp7ftzTUjQD1FXX8f2n33PKxdN7vEh0xsfyi7NnMHX6FKw2K3a7jevvmktDXSN2hw2tNcdMGsOWjeFERIYRFh7G1OnH4oxvvkLe5HJTXlqBz9d8R+ngu7yZfdP53QO3UllehdVuw6YsLHrpQ3K35REbH8OpF5xM1pgBWCxyHj5adef/rD7yJoHjrndRWVDaqk1rTV1ZdcAL5/qqer55cwWV/5+99wyM4jzXv38z2/uutKveBUISSPQOpmOwARtX7LglcU18TnzslOO8yTnJ8Un5x6kniZM4ieO4d1zBYFNNFR1RBeq9rHa1vc68HxYLZAkXbAx29vfF7DMzu6PxPjvX3M99X3dHoltYd30nW5/dyLw7FmOwDW0xEwqE6O1yIctgtVswmPTEojEEURjwI9PTk/ib7Hb7kO/zPgajfsDkTpIkybnhcrp59HdP0tJ0ejnW7wvg9fiQZBm/L0h+UQ7ePh+RcGTAcmtXRye1h08Qi8bodbrx+/wolArcLg8tze1otRrsjtO/R9FIlJqjCc9nhUIkGo4QDIQGuHB43F5i0WTVfZKLG3eXe/BYt5t4NH7ehLPfl+iZ8MF7nyzL+Hq9hLxBYhoVXaEAv/n5X2hv68Rqs3Dnv93MD3/yAK+/vIqG+hZmzZvO5Knj0GjUePt8vPvmZta9tZloLEbF2DJWfH059rTT8zbVnkKqPYVQIMTLf3qNhuPNib+3p4+Vf32T2//rFhxZH37PTvLF5UsTcVZq1RgdFsLegcVyunP0EZXiEl5Xwl7KaDN+6MQPB4L9ovl9vD0eQv7QkMK5t8vFjnW7WfP8OqLRGDMWTWHW0uk8++QraHVaFi2dS0FxLkqlkmuuuQZZlnnyn8/Q1dGNLdVKeoYD40d0DvT2eYlFYtgcXx7LqyRJPg/8vsAA0SyKIuMnj2Hz+u0oEJBlmbkLZxAMhHD19g3IibxuxfUE+/zcPvkr+Lx+BFFk8vWzWbd9B3t+X01aup3rb76CsRMr0Wo16PRasnMyaGnuIB6XiEsSKXbrgNqMERXDMFmSHq9JLm6KKouoWrtrQAitfEo5au1nnzYYCoapOVzLO69tRJJk5i2ZSdno4ej0CWcbZ3M3255eR8gbJB6TSCnJoKKylPa2TtyuPv74q8d46FcP8tzKJ5AkmZ//9r/637u5oZXVK9f1vz645wg5+ZksW7FoUM1UwBukuXZgvnM0EsXr8iaF85eYjxTOgiDc/2HbZVn+9al/bv1MzugcUWnVjJg7lv2u9wi4fAgKkaJp5WeN+H4YQW+Qw9sOU73xILIsM3LmKCpmVqA3Dx3RVaiUqHVqIsHTtlNKjQqleujL21LXxrN/fKX/9VvPvkNKug2FUsGWjTvZvWM/P/3N99Eb9EiShM/r5wf3/4xYLIYgCCxZvoArrl00ZBV/OBSm6Vgzm17aRMAXZPzcsZRPHYnNkazUT5Lk46DWqrGmWHCfatHr7HYxeeo4xk2soLmhlREjh9PS0IbH7R1wI+1zeQgFwyi1arJG5ePe6qWgopCDx46zdtVGJDnxQP6HXz7G//76QQqL80jLsLPiluU898SrxKU4G9dt41v/cyfb1u7C1e1m+Kgi5i+fheY8iI8kST5LHNl2LvvaYqpWVxGNxKicUUFRReF5+ayWhlYeffiJ/pWZx377DHc8cDORYAS7w0btxmpCp4Jo8XicfWt2Mffuy6nauZ9Uu42e7l68Xh8A4ge8xk8eqx/0eUerT7Bw2Wz0H4hsq7VqUtJsdDR19o8JgoD+IwJbSb7YfJyI8/sh2xHAROD1U6+XApvf30mW5Xs/21P75JgzUph403zCviAKlRKdxXBOhYFtdW3sfGNH/+vdq3eRnp+OwWKguaYFvUlHZlEmllNFAEabiXGXT6Jq5TakuIQgCoxZNB7jWaLd1VVHBryW4hLVO49y5R2XUV4xAovVzMa3t3PycB0et5euzh6K04JEQxEUKiWvv7SWabMmkV84WDh3t/Tw9/9+jGg4US3ceKwRUaFg6uVTPvF1SJLky0wkFKHP7UUUBWxnRHntjhS+etcKnvjrCxjNBvrcHo4fOsnJ43XoDHq2bdzN3EUzsNmtpJ5a0XF2u3jiD8/TXN+K3qBDyDQy6ZY5WO1W3vjZI7hcHtIyEhGoeDxO3YkGCovz0Gg0LL5iPqPHj6K5oZXcwmyyczIpGTWMcCiCyWxItq1O8oVAo9NQPqmMvBG5SHEZ43l0tdr13v4B6UzhUJhVL75LVmYa+QXZNB1tRKvVoFQpEEURlVqFWlSy9KpFHKs+wfiJY9Drhw6E5RfnDhorKslHo9MMGjdaDFx6w1xefOQ1At4AokJk1rLpH6tAMMkXl48UzrIs/xhAEIS1wDhZlr2nXv8IePG8nt05oLMY0Fk+3dNe3f66ge9p0uHr8/P6X94kFk108UvNTOHKb16BxW5BVIjkjykiNc+B3+1HbzZgTDWhUA2d3pFbnD3gtSiKZBWk8/yTr7LmzQ3MX3wJ5aUldLZ1I8syAV+QWDRGNBwlHAgTDoQJ+ANDvnf9ofp+0SyKIuPmjsVoMdBW14ZWo0Zn0qEzn/v1iUSidHf2EI3GMFtMpCSbrCT5AuLqcbPmxQ0crDqCVqdh3pUzGTe9Ep1BhyiKlJQXc/e9t1J/tJG84lymzBjPwT1HOHb4JFd/ZQklZUU4Mh39wuDYwRPUHm0AIOgPodPrePH5NxkxahhWmwWDUY9We/rGm3aGfZ3RZKCkrHiQD6zBlKxZSPLFw/g5pBWZzwhKybKMr8+PyWwgEo7S3tqFvTADZ30HSpUepUpBRlYaGqOOX933EwRRwO5IxdXjRopLiIqB4r6gOJcZ8yazbcMuJEmicHg+02ZN4J1n1yOIApXTR5Gek9Z/XO7wHL76/a/g9wTQ6NRY7RY02sEi+0xCwRDRaCzZZvsLyifJcc4DzmyBFQEKPtOzuUiwZ9up2XW8/3VOaS77N+zvF80AzvZeOho6+qPOSrUKa0YK1rMUIga8AdzOPsKhCMMriqmcXE71ziPIQN7wHMZMr+D3X/kbJrOJ1a+uo/TB4VhsZiKhCGabCUnka+WZAAAgAElEQVSSiUkSKo2K9CwHsWicR3/3BKPGlFFWUYLtVMW9wXpaFM+/cT6dTZ088/DzaDQqCssLmH7ZZDKHZZ9Th6+AP8A7qzfzyrNvEg5HyC/M4d5vf53c/OyPPjhJkosESZKo2rCXvVsPAuCLxnj9ybfJys+kcEQe0UiUHe/sZsNr7yUOeHsH4y8Zw5KbFrLoyqH7PbXUn85zlJFZ/cI6rlmxlLziHEKXzuQ3P/szXk/Ca33KzPHk5J3d9zVJkiQfzvipo9n6bhV9Lg+cKrBfuGwWHqcXSZKwpVqoVavwdbrQmnSUzxvL629t6J93sVic1SvXEwqFB1m3WmxmrrllKbMunZYo/lWqePmPrxMJhIlGohzceoibv3sDGfkJK0pRFElNTyE1/aNNCCRJ4uTxela+sIo+l4eZc6cwdeaEZOfALxifRDg/CVQJgrCSRPr/ci6wb/P5omh0ESf21NDdnLDWMaeYB+QwvU/Qd7ptrizJeHs9RAJh1DoNxhRT/xOpr8/H2uc3cHD7IQBS0m3cfN91+L1B4rEYwXCY3/7qL1isFhRKkdS0FBpqm0ixW5k2YRbDywvp64xSvfcww0uLuOK6Rfzjj8/S0+1ky/qdzF44gxu/thytTkvu8BxyhyUq/hUKkf0bDmCxm4n4QhzfdZzs4ixUSsU5Cef2ti6e++fK/iWyxvoWnn/yNb55/9fQ6T+eb3XAE6C9to2m6gYc+WnkjyrAlGr+6AOTJPmMCPqDHDtwcsCYLEP9sUYKR+Thdvax9e0dZOSmYc9Ixe3sY9+WA0y/dDKZeUN/z0eNL+W9tTsYVTwWgIA/iEqpomh4PgAP/fJBerqd6HRa7Gl2LNYPn3+9TjfhcASL1YRerzvrfrFYjNbmdg7uO4LeoKO8YkTCyi5Jki8xGTlp3Pffd1JX00g8LlFcnMfGp9dzfPdxlCol4xaOY9LVM1CrlIhKBR5/gF3bDxD0BVEoFSCAu7ePhYsW4/f6E37qzZ30Ol0UDc9Hb9Tz/JMr0Wg1TJwwhmGTilGqlOhUGvatP0D1jsP9wvmT0NbSwc/+63cEgwntUHeykVg0ypKrLkUQLqi/QpJPwCfpHPgTQRBWAzNPDX1VluV95+e0LiwWh4XL7rocb68XZBmLw4rWrGP9sxv691GqlWQPT0RaZUmm9VgzW5/fRNgfQq3TMPXameSOzEdUiHS3O/tFM0Bvp4t3X9zINXdfiVKt4MWnXmffzmokWQIE1BoVk2aM5+0X1nHDihWsffpdRk0qZ+rEseSX5fE/3/kVKp2y3wZry/odLFo2h6zcDBzZDm588EY8vR6q36vGlm4j4g8iSwmx21zTQl5+xjldl/aWjgF5ZQD1tU34ff6PJZzj0RjVGw5waOMBAOr2naSxup45tyw4a+Hl54Wvz4fb6SEWjWFJMSeLKb/EaLQaMnLTaG1oHzCekZMGJObz0psWodVrCfqCaA1aYvFY/xwaivziXJbdcCnr3zIQj8WZMmcCo8adblqSkZVGRlbaR55bLBbj0IHjPPm3F+jpclJWUcItt19HVs7Qc7a2poGf/vC3hMOJxUBHWirff+g+MrOT4jnJl5u0LAdpWQ5kSWLXWzvprGtHqVQgCgL1u09SPG44m97bSYrDxuhx5QwfUcj2jbuJRqLoDFomTh/LyOGlqLVqHvv9MxzcewRZktFoNNzxHzfR1trJdTddwV9+/TjHD59EoVCQX5TLvfd9DZ/T/9EnOAS1Jxr6RfP7bFq3nRlzpmBLSd5zvigIHxRCFysmk0keP378gLHrrruOb3zjGwQCAS677LJBx9x2223cdttt9PT0cM011wzafs8993D99dfT3NzMzTffPGj7Aw88wNKlSzl+/Dh33H4HAV+QQJ8fUSFiSjHxo//5EZdeeilbN27hzq/egRQ73XVIUIj87pHfseCyhfzjkX/y4//58YD3VqqVPPq3PzNhwngef/wpfvHwL+hzexLdjBwp2FKtfPff/5OsnEwe/tGv2X98N1Jcxp6dSmN9Cyq1ipkT5mPQmWhqryWs8Axacvrf//wJG5/exI6D26huqQbAmmbFaNaj0mlYtWoVer2en//8/7HylVf6iyjez9vcuHEjAL/85S958803CQZD1J9sAhKdj2ZNWszEqWPwhDvZtHnTgM9OTU3l5ZdfBuDBBx9k+/btxKIxnM3dSJKMzWTjjkVfBaDKs5fjtTUDji8pKeHRRx8F4M4776SmZuD2MWPG8Nvf/haAm266iZaWlgHbp06dys9+9jMArr76apxO54Dt8+bN44c//CEAC+YvoKW+leCplqxKlZKbbv0KP/rfHwEwe/ZsPsjn+d276667Bm3/wQ9+wIIFC/bIsjxh0MaLgAs9X892zebPn8/+/fv5xj3fpKO5k0g4iiCA0Wzgd3/4HQsXLeDdtev43ne+S1dLD/FYHFEhYs9K5eGHf0m4N0a3r53Hnvx7InJ1Bo888gjRUJyNmzbwyqsvD4ogPfnkk+Tm5vL888/zpz/9adD5vfTSS4SDUa6/6hZq6g6fcS0NZOdl8vbbb6PX63nkkUd44YUXkGWZlqa2/hSQuVOXAGBOV1BTe3TAe+t0OlavXg3AQw89xLp16wZsH2q+nklOTg5PPfUUAPfddx/79+8fsP3znK+LFy8mGBxoO7pkyRK+/e1vA8n5eq583nNWikvcc+c9LLnsclq727j77rsHHX/mnL33m/cSCoSIxyR0Bi0qjYqf/exnjB8znt9875f89cXHEktHggDI6Mx6pk6ci98dodfTRW+wlT6XB78vgFanIcVhIydlGDd+9Xoefug3HG9I3CMFUcBoMmBNsXDNshuoeu8gNScP09XXjCAIpGU4cKSnolKreOmll7Db7Tz++OM8/vjjg87//Xvs+3PW6/HRfEa77rlTE/USGqvEO++sHXBscs5e2Dm7adOms87XZGubj4moEDFaDOiNOgRBGNCoJBaJDRDNAHJc6i/SS81ITYzJMrIsIwgCZqsJf7eXnoYuPL0e9AYdtlQryDJ+XwCP24u30cm9P3+I3j4XoqhAkCUioSgms4FQKMz7zzzFIwo50XCYD5IzLJvRl4xmz4ndIIDOqENv0qE4o+VvzbFa3lr5LvW1zQhCwlEgxW4b0rdao1aTnmmnuzMxQQqK87jupit4/InHPvZ1vBgf00KBUL9oBohFY9TXNBOPxQeJoyRfDkRRwJGemljlOfWlFCSZvg4XIV+I3k4XUjwOAsiShLO9l6A3wEt/fot2dyseyYvVbhkgjhUKBd+4/xs4nU7MJjORcAQEAbVGjUqlJB6Pf2jUGhIpGtFIdMCY3x8gFosN2leWZeLxwS2Cw5HIoLEkSS4mYpEYfV1utr64GflklLQxmf33xqHw9HrpbOnunxtup0BadqLAVqVRorXqiUUT2xRKJfFYDKVahafPiwINXW3dxLQhZElGb9ARCUWIhKNs3bOB+o6jRH2n74myJCdym9Uqujqd+Hw+jBYjTr8CEIhL8XPuzqvVadDqNISCia6jKpWSq29YyjvrV5/T+yW5MHxhIs4TJkyQd+/efaFPYwCxcBRRqSDg8bP2T2/h6/X2b9Madcy7fRGxUBiVQcfxgyd5459vE/AGuPXbNxBq7WX/qioEUaBo8gjEbBN/+9tzicYrvR6+/9/fYtfT7/HHdx7Fkm7ldz/9A/u3HCSrIJPKmRVUbdlDa3snYydVMG5yJan2oRudhINhPE4P8VgcnUGLKcWEeEoUez0+Hn7oD9QcPe0iIggCP/3N9ykclj/k+0UiEXq6eolGopgtpoTY/7jXKxpj95s7Oby5un8srSCDebctQP8pnVA+DRtefY8NKzcPGMspzuKm+1egN549v/RCIwjCRRvBuhjmayQUwevyEo9LGMx6DKfcZHwePwe3VrNl1Q7UOjWzLp+G1WTk2Ib9tBxrZtrN83ju9yuJSRKyJBGLxQkFwvzbw3fzk2/9CgCz1cQPHvk2GbmnUyICvgDzF8xHlmXuuem+fsustEw7X733ehq3HUVnMVI8uRRr5tCFRPW1TXz/vp8MSIlKtPi9r78A+Ey2b97F737x1/7Xao2a//nFdykozvtMrmGSz46Leb7C5zdnw4Ew6594h5ajzf1jCpWS5d++GttZiusPVR3l5T+/1v9ao9Ow4No5pGXZkSQJkFn9t7doOtaENcVCzsh8hFQNq9/cgCzL9Dk93PMft7J9dRV+X5CMvDRGzxjFA9+/D51Oi0NVjM9zOv1i2fWLuPyq+Rw9dIKf/+h3mMxGbClWFAoFD/zgHiZOGXvOf393Zw8naxpwOd2UVZSQk5uJSp20nLzY+LD5mow4nwMhb5D24820HKzHmGpi2PSRTLvuEra9uBmf04veYmDcZRPZ/fIWPJ0u4pLMmCumcPnNCzHbjGgkge1v7gQB4pE4LQfqGZUzkekzJ9LR0c2c2VNp29tALBwFWcbd4SIzy0GkYjiuThdr/7IKe7ad2+++gZTMRDQ7EooQDUfRGXUD7HU0Og2OHMeQf0fAH6S9tWvAmCzLOHtcZxXOarX6rPmWH4VSpaRy7hhScxw0HKwjvTCDgsrCCyqaAQrL8tn4Kpz5DFk6bgQ6w8creExy8RHwBti9dg+djZ2ISgXIMHfFbGzpNmqP1PPkb14gFklEcR3pqaTp9LTXtBKJRAm4/ZgsBgKBML1dLlRqFXnDstHoT1tM+f0BpFPR40gkSmtDO5ve3cbJY/UIooAvGGDh8tmseWUDzbUt7N68D4M3TsfxVtoONzL7zsswOQYL4bT0VJZdfSmvv7KmPzp28+3XDimaASrGlvPv37mdtas2otPrWHbNoqRjR5KLmnAgRGddx4CxeDSGz+07q3AOn4rQvs+iFfOoWrOLpmNNyEDhyAIWfm0xHa2daHQa/MEg//eLvyc81QWB4eWFFI0ooKuxm4KSPComlaMzakn9tY1wOMy3vn8nb7+2np7OXsZPrWT85Epy87OwWE388KcPsPbNjQiCwKJlcyktH/6p/n5Huh1HerKr4BeZpHD+hEiSRP2u4xzbkChw66nvoKOmlUtuX8TCu5cQDUUSxQovvYen0w1A2B/iwOpdjFw8kWgkir/NhUqjQmPQgJwQve7Gbm696/pEmkDVCfae4SWtUIqotSqajjYR6Es8FXt6PAiiiCzLdDZ2smt1FX09HooqC6mYWYnpY7hmmC1GRpQVs3vngf4xpVLZ36jhfKC3GBg+sYThE0vO22d8UtJz07j8lkVsfn0rkXCEUVNGMnraqPNW5SxLMpIsfWgb9ySfDneXG5PdTFtzJ16Pj5GTSmk43IDWpKNq/V7UOnW/cE7PstO68zhqnRqvL0DrwXoWrJjL5je24ezoxWgxMOvqSzjz2zB76QzMZgOBPj/O3j6OHDzOE39+gWg0hizLrHljAytuW05app2TB07i7HJhtqQQj8cJ+0P0tvYMEM7RSDTh/2zQsuzaRUybNRGvx0dKqm1AS+8PYjQZmDZrEmMmViCK4gCvaEi0D29v6aTuRAPZeZnk5GdhsZ52sQn7gvh7+gj7gpjSbehtpsSDRpIk5wmVRo0lzUpPczdGm5HhE0vQmfToDTpkSUYQB//u5g7LRm/Sk5mXTlqOA2+vh0M7jvD+pDy47RC5JTnsO3GUQweOsvy6y/nej+9l365q0jLsTJkxgYzsNEpGFg/6XVepVKhUSorLChgxshgZmbyiHAxGAwajgcuvTGfKjETgMdVu+1zdL6S4RMgbQKFSokkGci4aksL5Iwh5gyAkUi8AQp4AjXsHWlmFPAG83X1klOQA0F3f0S+aAdKLM0gfmc/e9fvwe/zMWTKVlFw7ekeieYqrqZvM0lxMFhPRUBS9Sc+sm+ZRt+8k+v0GdGY9aq0atVZFoA/sOQ6mXzUdSZbp7ehl/VPrcLYn8o73dPQSDkaYefXMj8zD0ul1rLh1OYFAkKOHTmBNsXDTV6/+WNX/XyZ0ei0TZo9leEUxkiRjthnPy9KZFJdwtTup2XaEaCjC8Cnl2PPTkp3hzgOhYJjnf/8SXleire7ejfu46TsrkOMSeqMOjUGLTqchKz8DWRRw5KbTVtMMskzA5WXfq1tZeufldLV043P72PLKZlZ893oW37CAvGE5FOZnUfXCZlQ6NaQaOHTg2IDPD/gCHD54jPzcHGoP1jJh5hi6TrSgz7Hhb3cP6KjW0dTJple30HC8kcLSAmZdOYP8wsHdyz6MoSzr4rE4763bwbP/WNk/NnvhNK6/5Qr0Rj1hf5Dja3bhPJkoVhIVIiOXz8BenIxYJzl/6Ew6pl41nW0vb6Fsahm7Vm4l7Athy0pl0lXTyS7LQ6FUEPAG6O1y43P7SM9L4/p7r2Lrm9sxmvQ017QMet+Ohg6+9vUVeHq9pGSmEIlG0et0GEx6jKdaYA8leqW4REd9F8MKC1BpVPR2unF19ZFXkNN/jN0xOBIe8PgJe0MoVAp0VsNnfs8I9vmp23GUtsONqPUaSueOwV6cmQy4XAQkhfNZiATCdB5roqHqOIIgUDi1jLSSHARBGLIj4JlFZFqTDrVOQyQYBgHyJ5bw8h9fIxqPE/SHmLp4EuWLJrB7VRXRSIwxc8fiKMlGEATUOjX2gnQaDtSRXZLD9YuvQWvUYU23sfQby4iGo/j6fLzz7Hqc7T2kpNsYN2cs+97di++USKjdd5Jx88Zi+RiWajl5WfzHg3fj9fhQqpQ40lL/Jf0kRVE87xZ0fV0u1j+6OpGCA7QeaWLWbQvJKv1kIinJR9PZ2t0vmiGRgrR30wEqp1cwY/FURFGgYFgux3YdJ9AXYPKVU/E/kZgDCpWSkvHD2fbmdvat34/WoOXKe6/g5IF6CMTRKlV0NXRycncNJruFtPGFZGUn0pdy7cOQkVGpVQwvLWJESREzL51C9e5DrHv7PWw2M0uvuhSdPdExzN3j5tnfvsCRfYmK9pNH6ulo7uTW792IJfXTNUXo6e7l9RfXDBjb9O525l12CXlGPcFeb79ohoSAqH+vGnNGCupkdCvJeSS9MIO5t8xn0+PvIMdldCY9YX+I7S9sZtG/XYFKr2bTa1uQZZn0bAe9HUpefuQ1ouEoCoVIwch83ntjG+Kpe5UsyxSOKmT/+v00HWuicuFYnn1sJZFTv7VTZo3nypsuw/SBroYPPPAArY3tVG3aO2C89kg9BcNysaQM3WOgr9PFjuc30dfRi0KpYMTMCoZPL0fzIbaswUCI7q4eQsEwVpt5QPfQDyJLMg27a6jddiRxbJ+fXc9vZOYdl2E5SzrLl4lYJErYEyAWjqLWa9FaDReVLkkK57Pgbunm0FtV/a8PvradiV+Zi70ok5KZFex9dWt/Nb41KxXDGU08jClmpt44mwOrdyEDHpcPY4qJvLI8tEYtCoWC1x95HbVGQzwe5+1/ruXS2xeRmpWwuHHkpTH9htkE+wKMnFWJwWZEa9CiNepwd7t5+59r+kVBZ2MX7z67nqmLJ7H3ncTk1xq0Z233PRQmszHZ+vNzoO1oc79oBkCGmq2HSSvKRKlOTsXPEqVKgcFswO8NgCyj0qrR6DSIokBOYSZjJo/imYefB1kmY1kGJ441UDynEp1Wg9Vhpc/tY/2q7RhTTcxdMYeDW6ppONKILMuc2HeCsvElZJblUb+7huGzK0AlUjm+nIN7EnZWo8aOYOLYUfQ1dHOorZ2nn3yFkC9EU5PIyYZmfvSL72DPcuBxeTm6b6AN1KFdR/C4vR8qnCORKEgyaq36rPvE4xJZOenMmzcNtUKBLAhs2bK7vwNqNDjYfSMaCCHF4ud41ZMk+XgIgoAoCPicngG/fbFwlLA/RCAQQkbG1drLwXX7qZw9mubjzaRmptBwtInRl1Qy77rZ7F63FykuMW72GLKKMjm44QAjZ47i1adX4XF50Z4Ssjs27WH6/MkDhHM0EmXK+Kk0p7ZRvaGWSDhCOBRBb9QRCoZOFR0OJhaJcWTdfvo6eoHEys6RDfvJKMlBkz+0cPb5/Kx+9V1efelt4rE4qXYb//HgXQwbUTTk/iFfkPajTQPGpJiEu9X5pRfOsXCU1n0naNh2GDkuoTZoKV82DetZarU+8v2CYfzdLnxt3egdNgzpqag/ZdF/8m49BLIs07K/dtB426F67EWZZJXnYUgx0XG8GaPdgqMoA5VWTV9HLwGnF73NiCHVzKjFk/C5vOitBhakW1j90josNjMKSQAEAv4gfm8iZ/nknhNUzqzo/yyz3YLZbuH48eO0udrJsGUkuh6plJRPG0nVqipkWUahVODu7kN/yjFAFEUmXz4F40d0JvswIqEIAV8QrV6LVq/56AOSfCzEIZbYxFNdrJJ8thSUFuDIcaB1e5HlRJ3A9CVT0eq1hINhdq3dTTwUJackG78/wNOPvIzJaiQUDGO2GrnjwVu44TvXU1tdT0FZPhte2Eg4FCEaiSIDx/ed4Np7l6MxaGjafYLhsyq4+/5bqampQVSK5FkyOPnOAexl2ax6dg3xuEQwFiEeitPjctHU0MrIylIEUUSpVg2woFNr1WeNrkQjUZpOtLB51XZkSWb6oskUlOSi0Q2ep9YUE8uXzGP7U+8SDUUQlQqmLZtGyqlGC/pUEwq1ivgZn20vyUFtTEabk5x/lBoV5jQrnq7TaY0KlRKNXoPT2Ud6loPNz2zEnGpGqVIiSRI+tw+lWsV7r21l2pIpZA3PBlnGkWkn5AkgCCJBT5Cl113KK0+/ReCMZiN9Lk//v6ORKPu2VPP0n55l0sLxhAMhQCAQCOLp87LgyllnjTZHgiFcbT2Dxj1dLuz5Q6c5drZ388rzq/rdcpw9Lp7+x8s88P17MA4RtFKqlWhNenzdfQPGteaL1+XpsyLU56N+y6H+av2IP8TJ9fuovPqST7wSFo/F6Tp0kq4zOsVaC7PInl6JSnvu2uZfWjhLcYmg20c8Fkd9KqILiadh/RDFdXpbYkylTaRT2AsSVlTxeJzmPSc4smZPIoI1Mh93MMyR7UcRBIF4XGL0wrF0t/XQ3d6Dw2JBkmW0Og0qlZJoLIbVbiUaCBP2BdFbDIQCYRprWrj2xmswmg38+Jb/pO5ALaYUM+OvnMbESydS9XYVokIkoyCdtLw0Zl8/h/SCdGwZQ1vTfRw6W7pZ99JGGo41kVWYwYLr5pJdmHnO75fkNFmlORzddJCwP/FjLipESmeOOmdP0CRnx5GVyi3fu4EDW6rx9vkYO3N0//c4Ho0TCYSJRWPkleezac0O5FPRpXg8Tnd7ov1u/rBcxswaTTgQwtXt7l/2jUXjKNIUoFJypLqO0okjSEm3oTXquf3un+F3evjPZf9ONBLDFkrDbDHR3t6d8IeNRDAY9NhSLLi73ehNOuZfM5vVz7zTf+4LrpuL5Sxt6NsaO/jHw0/3+zefPFzL1753M8NGFg7eOSLRXnUCnVaDIMuo1Sq6D9RTPjXxgK63mam85hLqt1QT9gawD88mZ1zJkA94SZJ81ugtBiYtn87W5zYQ7Aug0qoYv2wqxhQzMSQ6GxLOGx6nB6PZQGpGCl63D1mWqa9uoHLySDxdbgwWPWFPkKceehoAjU6N2qhl+U2X8/RfX8ZoNiDFJVIcVmpr6tHpdSgQefuZtbz23ku8sW0l/3j0n+zdXk3AH6CorABjihG/L4DBqB9QjwCg1mtJyU0bYD+LAJb0s993e3tcg7rutjZ34A8EhxTOKq2a0jmj2dHa079KaS/KwPwhn/Fp8Lt9BL1BFCoFRpvpgtbdRPyhgRZXQNDlTTzgf0LhHPUH6TlcP2DMXd9G2piSpHA+F2LhKK3V9Rx+Zy/RYBhrtp2xy6djTktEY3JGF9N+uJGQJwCAzmoko3xoi7ag20/NhgP9/7NNWams+fVL6CxGIqEIsiiw/bXtLLlhIbu27Se7NIcTu2qQonEivhAmh5mR08vZ9Oc3kGUoXzCejl43a55bjyAIeLrcNB9tpLCyiM7GTjY+9jZLv3MdVW9XodKoWHDjfDKLMskelv2pronP7ePlP73Kwe2HQYammmY6mrq4879vIyXt/EzYfyUs6Tbm3XUZTdX1REMR8kcXY/2SL7tdSNJz0li4Yt6gcaVawfh54zix/yRyPOFuIioUKNXKfqcNSDRWyMhNo7WujfyyfE7sPx21KJtURiwapbvDiXvtbhQqJZ4OF31dblQqJb0dvUiSTN3OGpYtv5Q//v6fqA0aBMFKcUkhalnJUz9+kpSsFGbfOIdhlcW01LaSOyyHjLw0TJahV4z2b6se0PRElmHn+j0UleUPusFLsTixQJiUVCtSXEIUBQRBJHqqPbcgClhzHYxaPp14JIbaMNDKMkmS801aUQYL715COBBGpVVhsJlQKBXYHDbyRuRhtBoJeAPseHMHV965FGdnL7IsU1BWwLFtR2g60siwccNoPNqM1qAlEooQj0koBBGlIHLjXVfR1eGkYFguNcdqefzR59Fo1dz/nbuJRhIpSdFIlCd+/Rxjp1VyzdevYOvmKrR6Dc88/jKBQIj5iy9hWEkhOl1CtClVSsrnjsbf68XZ3IVSo6J8zpgh7SXfJz3DgUKpIH5GGlRJWTHms8xzAFuOg5l3XIa3y41ar8GQakZn1n9GV/40vW1O1j/xLq72RL525byxVMyu+NB87fOJxqRHVCoGpIyZM1NRDrGq9pHIcn9QZABnScP5uPzLCme/y8uBN3f0d/Jyt/Zw9N29jLt6BiqNGqPDwqSb5+PtdCGIAqY0a3/E+YNIsfiA3NVYNE4sEju1RKxAUIhIkoTDkUqmOQURkaXfXIanw03Q7ceR56CvtQeNQYe3uw9nu5Nt63YTCYZRa1TEgNxLyqk5UkfWiAxKMhwIMqz49nXoTHosdvOgm+a54HF5OVR17HR7PxkajjbicXmTwvkzwpJuo+I8RQ2SfDzUWg1p2Q5WPHAdbfUdLLp+Lq8/+TaunsSyaNJHubQAACAASURBVHZhJiaLCYNBT8gfIh6XGDNnDMWji+hp6aFwVAGePh+9Xe7ED7wksXfjfq66exn6pw0IAqh0asL+ML5eL6HmPn76fz/gRE0dVqsZvVLL7td2JjzTW528/ofXufH7N1JSWYxao/7Quawbwj1Dp9cMmdqh0qoxZ6TgOVXABKDWawbdEFVazaeKviRJcq4IgoAx1YwxdeC4KIpkFmRw0w++wtaVW/F7/HTUtVM+tZyG/bVEvEFySnJoOtKIKIoEfQEMFgNGqwEQ0Fv0ROQ4f/n1E8TjcZw9LqZcMo55iy5h7Vsb6O52IqoS80wQRWxWC2FvEF+Lk8lTRvOTH/3uVI6zQNXWvXz3v77J2ImV/edndliZfvM8Qr4gokLsF/xnIz0rjbu/dSvP/ONl3C4PZaOGc8Oty/vF+JDXRhQwOSwfKsg/LdFwhD1v78bVfjpfe9+a3eSW5ZJeeG79Gj4tWquR0ssmUbthP2FvEEt2KsPmjEX1IfUcZ0Ol12ItzMJV29o/pndYURmSOc7nhL/XO6j9rau5m4g/jEqT+B9kSDFhOIsfsizJ+Hs9hLxB1Ho1pnQr3lMWdIIsY7ZbiEZjBF1eDHYLGfkZHNpazf6NB9i/YT8rvrOCaF8Ab5uTmg37SR+WRUZhBs6WHsKBMNFQBJ/bjyAIhGMx/vyLf6JUKYjHJEaNL+MbP/gaGXmf7RdbEAV0eg3+U1F2SPg6J+1vkpwvosEQEW8QWZZRG3Sfumjj42LPcyTmfziGyWHhju/fyqFdRzBZjBSPLESlUHB051Ha69qZvGwKtUcb6GnvwWQ1smXtTkrHlNB4rAmrw0JfjweDWU/bsWaCHj+yIDD5hjmE+vyISgUqvQZnbRdLli/E3e3mmf99OrESJSVqFMbPGYOrvhNfZy8pBRnYch1oTUNHliqnjKRqwx58p+aoVq9h8rwJQwpnjVHHqCWTObyqir72XgypJsovnYjOmiwETnLxI8syKWk2Lr3tUuLRGFVv7uS5Hz9FPBZHVIgsvnsJi++8jHAgTEFFIaseW40AxGJx8kbl89oLa+jpcGJOMREMBNn8zg4enDuJeCzGu2s3c+3tS3lqzWPI0RgORwrzls2kvuoYXoNMoM+P1qTrP4+3Xn2XslEj0J4R9dQadf3pnR+GJEl43T6Kiwv4r59+G4SE//rFUJAfDoRxtnQPGu/rcl8w4axQKnCU5GLKSEGOSSh1GtTnWGulUKvInFiOLtWCp7kTQ5qNlJJ8VJ8ymv4vK5z1VmOiKOsM7WxKtyV8WT8GzsYO9rzwHrFQBLVew5irptNQdQxBFNEaNCy//2o2PL0Ot0qkYPQw8srzeG/lFiw2MxqNij2rqxhRUUhPYycKpRJLmo2wN4jf7af9SBPTFk/hhT+uJB6P43F7UdhEQEAUBRobWwmFT1fEB/xBQoEwJqsBlercc5PMKWYW37SAl//8esKIXhCYe9VMTMkbbZLzQNgboHHjPtyNiVxGQ5qV4oWT0X4O3zeNTkNOWS6Zw7IQRAFnRy96hYqe420ownF6O100HW5EpdPQ0dBBYVkeBaV5dLf1MGPxVBQKEV+fn8ziTIwmPWqFkj0rtxH2h9HbjLz511Wk5achSRIBb4Crv3U1kGi2YLAY6GnuRo5LjJ0/Dl9zNx07j6FSq2jee5KcscWUzh+HUjP4tyg1w8Yt96+gescRYrEYY6ZV4MhIHbTf+5gzUhh3/WyioUh/wVGSJBc70UiU2t0n2PXGDkypJvJGFXJg3T60Bi06kw6fy0f7yVYKRuajVKtQalVc+c0rOLi5GrVWRdG4YTz/4luYrSaUKiVanZagP4i3z4e7x8PJY/Vk5KWRkZuYowuWTKNtVw0GrZaQKkYkEEat1/Tn+ysU4scu4o7H4vQ5PQT9QfRGPXUnG3n5n2/Q5/KSnZ/Jzd+49qIQzQAag5a0ggy8zoH52hc6hVAQBHSWz+YaqY160iqHk1pWiKhUfCa2dhdMOAuC0AB4gTgQO1tP8POFIcVE2byxHN94ECkWx5BiYuTC8ag/Rh5NyBvk6Jq9xEIJ8aqzGvF19JI/bji9dW10HajFkm1nyV1L8Lt9SKLIy798EZVWjUGvJR6NJbwoxw4jvSCdYCBCVkkWvm4P6aW5BD0BdOlWVnzrGspPDGfVy+uw2lJ4XziLChGZxJNww4kmXn92DT2dvZSOHs6lV87Bnn5uX3qDSc+YGRVk5GXQ2dyFIyuV9Nw0rPbzt1SU5F8Xb2t3v2gG8He56T7aQM6UkZ+bZ+f7to1mi4FRY4pRzaxEVChoqWkm5PbT29PHkS2HGTN/HLU1jUiyjEKlYM97Bzi44zCyJKMzaLn29qVEIzFmDZtBydRSpkyaRu2BOkSFyMyrZuLITVgpiQqRCfPH01nXTtAbpHBkAcfe2oHujMhV64F6CiaVYnQMFs7dLT08+6sXsDmsCKLIs9tf4Ib7ryN/xNm9wDUGbbLrWJIvFD6nlx0rtyZy81VK1Do1s26ci1KtJBwMkz08m5Dbx8a/vY0gCgybXErRlFIuH5GLIAg4O5xMmTGOda9vQpBkMjIcxGWJvMIcFi2bQ3lFKe6ePsoKxjBt6ji6alrJqixCpVNTlGJgzar1+EMhYtE4Kq2aRUvn0dLQhizLpDpSSLEP7fkvSRK11XWsenwtoUCIuTfM5h9/fK6/dqC1sZ0X/v4ad333VoynnLA+iCzJBPp8CKKI3jL0Pp8VKrWKsZeOx9frpbO+A5VGxfjFE7Cmffnu+YrPsAj/Qkec58iyPNjX5XNApVVTNLWMjNI84tEYGoM2EYX+GMSjMQLu080VMstyCbh9tO2tIejyIioVOE+20FXTjDE9BW2aDYPVSMgfIhoMI4oiY+aMoWlLNd7OXkZfM4sTGw7QU9+JJMmkjcgmjMzJPSdYct1iVBEda1duQBQTT2ElFcOwpljo7nDy6MNP4u1LnMv2dbsIBcJ85Z6rB7Xe/bjYM+2YrCZyi7PQ6DRoL9IbbjQcpau5i6M7jqI1aCmdVEpq1r9m85YvKv7O3iHGXMjxOILy8/1pkuJxBFHB1ifexevyEQyEmXTVdAKhMA2HG6l6cwfXPnAtolJBKBCm5WQrUX8IKS4hReNsems7Y2dVoNGoEUICBr2WBTfPJxaOJha2ThX0RcMRmvfXcvkdlyPJMo7sVI5J0oC0MVmWP1hUTsAbIB6L01rbRjwWp6fN2b9t78b95A7P/kzqHJIkuRgIePxIp+ZMb0sPk6+cxtbXttJwuBFRIWLPTmXBV+YTCYYJ9Pk5sHoXxlQz+WOKkSWZ1oP1jK8sI+IPceTAcbKH5bD4ynkc33KMDF0qabYU3E4PqpiBMWPHE/dFqNq4DykmYU2z8L+/+f/YsOY93L1uLlk0k93b9rNt424ACopzueuBW0nLsA86774eD2ueepdQIOGcFA5F8Li8GC0GkEFUCDTWthDwB4cUzkFvgJM7jlG7qwaFSsHIuWPIGZn/oX7tnxZbuo0FX19E0BdAVCgwpXx4vnaSCy+cLyhKlarfReOToDZoSC1Ip/N4ou2nQqXEkGqmfsM+VDoNolJBNBTBWdtKzvgRHF5dxYKvzKW5tp2+bjcjJpTgrWujp6YFW0EGrdUNdB5vSRToCDItB+spv2wiY2ZV8sqjz5NamM6t37yeg3uPkleYzZxlM7GlWjhxuLZfNL/P4b3H8Lq8aDPPvdhHo9MM6Qt7MdFe186rf3y1X3Ac3naYa+6/htTMsy9bJ7m4sORl0FldN2DMVpSJ+DmLZgAEEWebk5KZFUQCIRoPNXBwzR4W3LEYm1GHKcuO3+XjxP6TuJ0eps4eh9vlZc1z7xILx3B3u7FmptDiakNr1GJ2WHjuv58EYNTsStR6DVIsjkKAlBwHtduPkT4sg14Z7EVZiAIY7RYCLh+GVFN/SkU8Gqe5ppmqN3cSCoTILsnhkqXT2fzG6QZMKo0q+cCY5EuF3mxAVIhIcQm9xYCz3YnX7cOaZkVUiIR8Qfau30duYQbHN1cT9gap311DXmURfd1uDq8/QF+Xi8JRBcz97tfoau1h49MbaGtoJx6XqK2u55r7rsLZ18XRE8coSi+gdMIIPE4v2cOzaTrUyLSR5SDF2bX7KOtf24TWogcEGmqbObD7EAuWzB503pFQZECNkDnFhE6rwdvlRpZlRIWC0gkjzhrYajnSxMF3Tncx3P7CJubfdTnpRefXElZn0qEzffk9oj8rLqRwloG1giDIwF9kWX70gzsIgnAncCdAXl7e53x6Z0elUVM6f2yiKr6+AykuodGrERQisWAYpVaFJIFKowFRIBqNsevZ9Vz67euQozHaDtbRsvMYolLEaLfgbncSDUaIRxPuHFqLHjkcI39UIX+55e/Issz/u/chpo4eRcgTQIwk7pganRZBEAb4Q5qtxo9ckgj1+Qj7gogKBRqTHkSB3rZe2mpasKbbSCvMwGi7OHKwhiIaibJ33d4BUbqQP0TjkcakcL6AfNL5asiwkTWhlI4DJ5ElidSSXGxFWQP2CfuCRANhRIWIxmz4RB0xPwlBX5CmI000HmzAlGpi3OWTqN1xlIDbR8ee4xhSTLz7wjbqqusx2kx0NHdyyfIZjBg7nMO7jlFSUUxeaR5vn1iXuNlH9ERPOe3sW7ObrJJseg/X4WntYdjiyeSU59J5vBmdWUfFVdM5se8kRw/VU1xZRMG4kv5aC1dnL6sefQsploi+OdsOUjatnKzCTNrq2lFpVIybNTopnJOcExfrPdaUamLaNTOpemMHphQT7k43siQjCoAso1Aq8fZ6UZcmzlmWZYwpJhASxWUqjQopLtF0oI68McW888+16CxGBEFArVETDUfx9fnYfnAjDb1HuXnaTXTWdZ6aRzKX3X4ZCp0af7uTxrpmZElCluH9adbc0DbkeWsNWix2M309iWYreo2GJdfM59Un3yToD2NLtXD5FXNRDxEciIajNOz7QOM1GdqONZ934Zzkk3EhhfN0WZbbBEFIA94RBOGYLMubz9zhlJh+FGDChAnyUG9yoTDaLYxZPp1IIIxCpSQWCpM/pZzGbYcRxEQhQea44dTuOk5vh4uiqWVEwxGaNu4nvaIIo8OCoFAQi0RJyUunt7mHeCyeKCZy+UjJtaM1aFGqlUTDUbw9Hrw9HkSFiNaUSJ9IcViZOncCQV+IssrhIMlk5mdg+5BWvf4eN0de20rYk+hYmDWuhIhCxc4zWohnDMti5o1z0VsuzkKiDxrJn97w+Z5HkoF80vmq0mnJmliKvTQ/4aph1A146PP39HH0rZ34ulwoVEryp5aTNaZ4yKK5T0MsEuXg2j10N3SiM+qIRWLsePE9Zt40F61Bm7C7CkXoauoCWUYAUtNsHNhczbyvzCXFYaNi3AjUejUqjQpnaw/+M1K5ZEmmo66dnHQLKcNy6KnroOr59SBD4bRR1L1dRcOJFkRRpPFECx0t3Sy+aSFavYb2uo5+0QyJjmLdjV1MWjyBjuGdlE0sRatRc+idvai0ajJLczGfR/uqJF8uLtZ7rFKtonj8cNKLMpDiEiF/iA1PvUs0GAYSNUrlU8txNnYBMOKSUWSU5fHec5vQGjVMv3keG/62Cne7i1g4it5iQKlVYc9KpFf4vX5isXjiliHLtJ9sP+0eJcO+9fvI/uqlBJ19TJg8msPVJwY8nI6fMnrI87akmrn8tkWsfvIdXJ0uIr4QOn+cf/vPrxOTJISoROP6aopLC/pdO95HoVRgSjXTVdc+YNyUrDG66LhgwlmW5bZT/+0SBGElMAnY/OFHXVyotOrT3oImHcVzxpJRWYSn3YnRYcXZ4sS9v5aSOaMZPqOCeDiKIAoY7BYyRxfTsqcGZ10rldfOJhIKU7vtCAqVksIppYCA1qjDZLfQ1+kmHomhUCkZt2Ryf6GP0WTg8mvns3vdPtY8vhaFUoHFbuHqe64gZ4hmKPFYnJbdx/tFM4AkCBxYs3uA6Ow42ZZoFf4RwjnsDxHyBJDicbQmPTqLAZ/Ti7enD1EhYEy1YDgPkWu1Rp3IET/a1C+iNXoN+WdpUJPk4kVUKIZ00YhFYjRsPYSvywUk6grqNh/EmpeG+TNcVYj4Avj7ArTXtCJF4wQ9AZBl1AYtap0GZ00zclxCa9AhKhQYTi0hyzEJk1lHbn4man+E9Nw0WvfXEezzY0oxkVdRQFN1A5BoLZxRmIG3rpW8GZW89/fVICXsHy15Dg48vRZzug3hVAHR0V3HmHH5FLR6BwbrwDxIWZLQ6tTI3iD6YIyI28eWF7f0N1+q2XqYWV9flBTPSb7wREMRot4AAZcPo8PKVfddxdaVWwl6A5RNKad04gjC5fmUzxmNyqDlzf97jXAwjCAImB0WFt+zjBM7j2JNt7Loq4t455l1xIIRFColl1wxg+yCTOyn+hMYLUYCHn9/7wWVRo0ciydSK0YO46pblrL53R0IgsCCJbMoKjn7vSZvRC433H8t4WAYMS6x7/nNtJ4RSU4floU4RA6xqBAZMWMkbcebE79DgC3bTnpx1qB9k1xYLohwFgTBAIiyLHtP/fv/b+/Og+O8z8OOf39739jFfRPETYD3JR6iRB3WLTmS5cjO4TiexNNO1diddtLUM007qceTdurETlM5dlyPUse1JMuJLSmUZUsWrYuSSIoUT5GCeAIESRDXYu/j/fWPXS5BAiAWJMjdJZ/PzErYd18Az2L34T7v+/5+v+ce4C8KEct8cvo9OP0elMPO28+8TtetS1j9O3cycW6C7T9/h9t+724WP347iUgCk83KoofWoQ3N8JFB2jb0smBNF+GRECPHM5eMDMPAarNSVlXGxs/djk4bDPf1kxoL0XnncqxOO9FQjPd/tQNHdl3CSDDCa8+9zuNPPob7ki5DRjJFdCR40TZlNpGIxKc8l8lde6YTC0Y48MoOBg+cAMBd4WP5oxvY9sxWQtmlbXw1ATb+3p14ZmgffDXq2+t57CuPse/tfThcDno39l5Vq/HrKTISJDhwDiOVpqypGle5D2WSS+2TpWJxJk5PnTwYGQ7OW+EcHRnnxGvbsddUYLWYQBs4y9wkQlFSiSQun4sPtx2gbkkLFqsZn9/NiYMnsDlsuAIeVt29itRElI51i3j/H1+FtCY6ljko3fjoRpbetoRkIkkkFMVltzI2HkaZFMlobMrSVpMvomTObGV2qGqqoq6tnsFPMpeGzSYTizf2cvTNfVS21nLgtQ+Jh6K5g+lYMMLZvlNzKpy1YWSukglRJOLhGB+9soMzH2U+X1KxBD33r+XWB24hGYsTPjvKkdd3UbO0DYvdyp5ff8jY6RHIDt+LTUQYPDLIht/ejEZj3nOUT3/pAYYGzlFeG8DpdFDbUI2/vIxkPIm33IvVZs2diFm0bhF1vS3UdTdjdTt4uKORjXfeggLKqwKzTsT1lXsBL+HRCdZ8dhO7XthGZDRExYJqlj+8DucMy0IG6sr51L96iOBQprmSr6oMtywHW3QKdca5Bvjn7KUPC/D/tNa/KFAs8y5taKrb6nn9e/9CIprAU+5l7RO3oy0Ku8fFwO5POPHeQSLZXvcamDgzStOabo69/xHNK9rRwM5nthIeCWKxW+nfcYjYeOZDeaz/HE2rOrA67YTGwlOGKIycGSMRi08pnC12G+Wt9YTOjOa2Rc+O0rF+EYe2Hcxt85R7M+PFLmPs1HCuaAYIDwc5/Ju9eCp8ucI5eGaUwUP9dGzomeufcFY2u43GzkYaOxvn/WdfS5GRIHuf30piIgqA2W5lyWc3473CJQRvVBaHHW9tea7l/XmueToIi0+EGXh3LyNHBnBHoqy4bxVb/+FVMJvArOjdtAQTmoalrSzY0Mv7z23lrsdv5/jhfoZOnaNnfQ8NbfVEh4MMHz1NdGQCR26WvGZg18cEqn2ET5yleVUXyVjm4DRybozWdT0cfnMvAMGTQyy5dSknJnW26lnTnf3gBW/Ay71/eC+jp0eIReLYbBaOvLE3tzpPOpEiGUtkugFmi/HJXUwv+zcYDzH68Qlio0H8bY2466qwFvmkYHFziI2Hc0UzgMli5qNXd9K+aQknd2fO3vY8eAu1PS3EIjFiL+/IFc0ARjKdyRGziYnhILtffJd0MoXD62Tko37SqRRVC2qAzNC/25/YzIF39jMxEqRtWTuuMjfJRAp3djk4s9lMVc3cD9hdZR7qOhtxfP4OUGBSEGisxGKfud+Ct9KHt3L+TzaJ+VOQwllrfQSYfpDQDcBd5iKUSLD2d+/AbDIRicRIGGl8/kwyaENjGAaObFIaaSMzjnI8zC1fuJuhjwf44NmtGIbB4yvvx2QxsWBNF4devTDb9vwZ4bIKHxarhVQylXussb0e1zRHtMqkqOldSCIUZejQScw2C5VtDbQ0VuOtLOPEvqP4awIs2rR41sI5NDR2yRbN+KlhApd0G5oYGs/773YzGO4byBXNAOl4klO7+ui8Z7Wc9ZvEYrPQsnEx0bEQobNjmKxmFqzrwTlD2/u50IYmeGqY0Klh0BAfnUAfPsJdf3A3yulAG5qzB44RC0YJx1JExiOMHDvLgS3vYXM72XDvGk7tO86vX3oft99DbWcDZruVVCLFE+sfwWxWxCeimKp9GPEk/e/so+vhDVS2N6LMZiraG/GU+xg4cAyr1cyDX7qfk30DHD14nNbFLbT1tl60qo0n4MlN1j2+82OC2QPfkRNnaV3byejgcK5oNtss1HbNfjCZCEU49up7JLLDtib6z1Kzopuqpe3yPhQFl0pkD/4MnVuNQlnMuKv8BBbU0LiijfKWWsxWMxabmZ5be/lk++HcpRu720FddoiDNgxSiWRmfeSxC8MUdTrNN77xDfoPD/Cbn75Bc1czgbpyBo4OcmT/MdqXt13181Amha+uHEeZm1Qiic2VmbckSpu8gteA2+dmzV2rONnXz+kTZ2lb3EJNc01uEfTK9noOvPw+kdHMBCKr08bCjYsJjUxgNps5+u5BoqOZluAt7hpMVgsasLrsJCNxHD53rjVxoMrPQ1+6n1//ZCvB0QmaOxq54zO3z7icnN3rYuHty2lY3Y1SCrvXhTIpejcvpeOWbsw2c14ttgPN1ZdsUdQvbuH00dMXbW3olXHHk52f3HLxtlimsUYB4ilm7soylnzmNpKRGMpsxjFPq2ok43FGT5zFXVdB9NwYqXgSczjG6Xd20XTHWj55+wCNqzs58OsPOXO4n7pFTXgqy9CGZvTkOdLxFH3vHMDqsDLaf5aeT63k2PuH0EBbZTMmNM0r2xk9eCz3O8eOn2bhHSsBGBk4RzRl0LSmm0QsSXQ0xLJbl7By8/JZY69qr6e2q5HTh/uJjodRSnHHHz/Ake2HsDntdGzsxVcz+xKbiYlIrmg+b/jQMfxtjdiku6AoMGeZG4vdxsTpEXQ6jdluZeH6Xqo6GqjubLqo+LQ7HQSqy3jwyUf4eMdhbA4bnWu78Jb7CA6No5SJjnWLOPzOgdz3lNUGcHhdbNiwgZHWEZ7Z+xxHJi2NuepTK6fML7gaNteVt40WxUcK52ukrMJHWUUPi2+ZOkwhEoyy5LFNDO49SjqZora3hbGzYzQvb8scHUcTuaXWDp0+CmjW2+/BXeHD1mCn7bYluWYtFpuF7lWd1LfUkkqlcXmcF3Uhm47ZasE5zbgpW57txgF81X567l1F35v7SCVS1PU2s2BNJ2anjVgoislkouu2xQQaZHm4ySo7Gjn1wcdo48JKCXVL2/I6WLkZ2T1O7LO8n+fKbLWSTqbxN9SQCscYPTpAMp6k5c41GC4nlUtbKWuqpqp1GMNIk4jE2fTlB9nz0jYcvswyc84yN9owMJnNHNl+mFVPbObMoZPs3LuLhp5mgifOkAhFczPxndmVbuLRGO/97G3OHjmTi8dis/DQVx+lrGb2MfquMjfLf2sjsWAErTUOnwuHx0ltdyPKpPJ/H00zpF4plXdbYSGuJZNJ0X33Co69e5DwcJCqjgZquhoxmUzTLrda0VxDIhKntacZs8VMoKGCnVveZ/DjAZw+FyvuW82KR9ZzbOdhAvWVdG7sxVXm5p133kFrzaNP/hbvb3mP4GiIjhXt9G7okX+TxYykcC6AM30DHNvxMRWNVWAxs/eXOylvqqZ9Yy9GIsnCdYsYOXEGNDzz3kuYrWaeDPwnlj26CYvNMmV8lFKKskuWrEmn02gDLJecoUun0gwPjnD80AmcLgcNHQ0EqubeBMbqtLNgbRc1XY1oQ2P3urDYLHRtWkLTslaUUte8XWgpclf56Xl0E/3bD6JTBvUrOyhrqCp0WDcVs8VM05ouDry4DV9dBS33LEArmIineet7LwPg9Dm5548foPvOZWjDYNfP36Vu8UJsTjvljZWk4wmMZAqTzcLgoZPYvS7cdQG+/y8/wvkbJ//jd/89JsMADb76CpyVZex4/k0cXiftqzoJj4QIZy8bpxIpoqHotIVzKhIhPjJGOhbDXlWB1e2ZtoW2ZY7tZG1eF45AGbHRC0OpKntbsbqlCYIovOh4mGNv7SGwoJbq9noiI0E+fm0H3tpP4fRPHa5ldztoWdVJvDszDG77z9+lPzsHJzQ8wdvP/IYHv/oozUsWYnFYc0Xx1772NQB+9YtXuPOzt5OIJ3D63Dh9ctVFzEwK5znShiYZiaIslgtL0c1RTXsDn2z7iLOThjXU9zRjsVowTAq338W6L3yK04f6cb/hweKw4XA7pqz7OB3DMDh7coidv/6A8ESEFbcto7GzEWd21Y3Bo4M8++2fkkpkxkQHqgN89iuPXVHxbDKZcF0y5lSZlMwCvgyz1UJ5Sy2+ugq01lf8HhJTaUMTnwhjpNJYnXasrpnbxXuq/Cx5bBPxUBRlUpz6ZJD3X3g393gslGmZ660sI3h2jNGBcwxl87Wmo4G7vvJbJEMxUskUFruNaDzB1h9vJZrdtuy37yQ+EcZkMaNNJrZ+/xfoZymKIAAAFMpJREFUVBojbZBKpVn60Dre+9k7QGYZKvs0saaiUUY+3EcqkikGQsdPEljSi7N6aqvfubK5XTTfuZqJk6eJjU7gW1CHqyogjVREUbDYrKTjSc4dPpnb5vB7Zh1/b3c7CY1MMNh3cYMSI20QHBojUDd1ErY2DI6/vY9Tu/syv8fnpvvh9SSjSdKpFO5yH+55mJScjMSIjU2QCMdxlntx+D2Y5Kx2SZLCeQ4SoShDB44w0tefad6wehGeuopp12S8nEBjJd23L6Vv2wEMQ9O4pIWGxS1AZl3bQEsdp3Z+RJnfiVLZD9Y8i9Hh0yP8+K9+Qjy7xNyRvcd45MsP0rOmm0QswbaX38sVzQCjZ0fp/3jgigpnceUuN6tazF06mWKkb4Djb+0hFY3jrgnQdtdqXJdpHnB++UiAlIbqhTXUtNTiDXjwVPrwVGQOCt3lXlY+upHdL75LIhInUF/O+LHTDO7uQxsah99N5/230LGmE8cWO96Al30/eY3QuXEaVi/i+L4TJMNxLHYLJrMJlcrM+Hd4nSRjCVY9dMu0k3FToXCuaD4vdOw4Nr8Ps+3qD7jsPjf23qufACXEfLP7XFR1NTN0KHPWWJkULRuXTFq5ZmYWuxVvhS+3FvJ5M10BNVLpXNEMULOklV3PbiU2kRlqZXM7WPn5O/BdxcpHyUiMY2/sZvhwP5BZJaTzwfX4F9TO8p2iGEnhnCdtaM4dPMbgzkMAxMfD9P1iG4se25wbv5gvh8dJ9x3LWLCqHa01Tq/rokLKUeZmwaZlJMIxHH4vJrMJc57F+YlDJ3NF83k7X9tFa08LALFp1myOhaJTtglRSuLjYY68tiM3NyB8ZpQTb+2h/f51eR2kVDRUsu7h9ez657cYOBfE4XbQfc8q6ntbMNssNC5pIdBQSSqRRKXS7PnJ6yiTQpkUiVCUge0fseHRjQT+rpzoaJCJbOMWVOaDOZ1IYrFn/rm12qz4Ksu4+4/uw2y14Al4p51pb6SNKdu0YVy86LMQNyCby0Hb5uXULmklNh7GWxPAOctKT+c53A5WPriWrU//MnPlSEHXhp4ZO/BNzjO710UiEmfk6Gmc5T6UWZEIxzj+7kf0PHhL3p/Dl4qNh3NFM2T+TTjxzj7cVf7LXhkTxUkK5zwlozFG+vov2mak0oTOjs65cAYwW82XbQxyfgLf+ZU48mW1TS0SzBYTyqSwO+0s37SUU5NaelpsFhYsap7T7xCi2MQnIrmi+byJMyOkYvG8CudEJM5Hr31AbCyM2WImGU+yf8v7+Bsq8Vb7MZlMubVVzxw4PuX7I8NBjGQKpbgojtGjp2jb0MPeLdtz2xw+FxXN1XhmWavV5vVgsloxkhfWZXY11GO2y+x8ceOzeZy51aPmqmpBNfc9+QjR8QhWhw13wIN9hlUtTBYzymxCpw0sDhuRsRBmm/WiJieR0QmMVPqKC+fUdKsphWOkkynk2mPpkcI5TyaLGavLTmxs4qLt1/po8Vvf+tac9m9sb8BX7iWYba5iMptYd9/a3PJ0bctauf8P7uXDN/bgcNlZd/9aKuaxhbEQhWDzODMrQkyqnV3lPszTHEhOJxmNExwcvWibkTaIh6J4qy8exuSu8KFRYBi5jo9ljdVYnXa+9e1vM3Z8ELX/LLFwjMi5cSpjUTZ9+QH69x7DHfDQtLxt1qIZwOJ2Ub5iKeGTA6RjMVx1tdgrSqM7phCFpJTCV1mG7zJDtSDz+ZpOpVngq+HImx8SD4apX9nJ4P7jF60wU7e45armozj8Hsw2C+lJwyQDC2tlMm6JksI5Txa7jfo1i/h4yzaMbLMRT13lvHUym8ny5bOv7TpZeU2AJ/7d4/R9+Anh8TBdqzqpbrqwaoPL42LpxsV0LG/HbDZhk8lp4gZgL3PTvH4xJ987gE4b2L0uFmxalncnPIvDhrfGz1j/udw2ZTJh90xzYGxStGzo5chvdmPE0lR1N7NgfQ9mq4Xly5eT7FrEaGs/Z/b2oUwmanpaKGuupb5n7mua27werN0duSYQQoj5M/nz1VMbwEgbmG1Wln9mE0fe2ksqkaJ+aSs13Vd3Vdbh99D50Ab639lHPBTFv7CW+lXdV3wGWxSWFM5z4KmtYNFjm4kMj2Nx2HAGfFd8KSlfr776KgB333133t9TUVtORe3lJzI43TKuStw4LDYrNcva8S+sx0gmsboc2POYSHSe3e2g597V7P7nt4mMTGCxWen+1Iop651HRyfY/09vYPc4adu8ArPNgtVpy/2uyfkaaK0HZcJ6lY0PlMkkyysLMUeJaJzoRBSzxYw74Jl2xZjz+bpp/UYiwQiJSBx3wEtNdzP+pqrM5N9sk7CroUwmyhqrcT28kXQyhc3tkAPhEiaF8xwokwlnuQ9n+fXrI//1r38dmFvhLMTNyGy1XNUVIH9DJbf8/l0kIvHMHIOAZ0oThOhoiGQ4RjIcI5RtfV3WVE1Zcw12t/OifJXLsEJcO8lwlER2YrvV7cDmubD2cnBonO0vbGPwcKYByqoH19LYs2DKJNyvf/3rGGmDv/rqNzix65PMz3JYWfc7d1DVWjfvMVud9ryvgoniNbeZZ0IIcQNzlnkoq6vAU1k2becw06SGQjaPk7a7VuKp9HJm92FCp4fRsuKFENdcfCLMsde20/fSm/S99CZHf/Ue8fEQkGkotPuXOxk4eBIjbRAeDfHWj7cyMRyc9melU+lc0QyQjCXZ/6sPiIdj1+W5iNIjZ5yFECJPTr8Hb30FE6eGaVzTxfFf78g1shna+wnpeBKLzBsQ4poKnjhDZOjCZN7YSJDRT/qpXdlNLBTlzCeDF+1vpA3Gz07fAMVIpadsi4yFSSVS2KX5rZjGTVU4p+NxEuPjJIMT2AJ+rF7vvDQSEELcHOxeF133ryM0NAZGmvKORqIjQZKhKNrQJEKRvFfyEEJcmdjw2JRtkXNj2YPY6RugzNTR1mK1YLaaSScvFNA1nQ04ppsYLAQ30VANI5lk4shRgof7iJ4+w/jBQ0QGBjDSU482hRBiJo4yN66Ah/Fjp4mNhihvb6KqtzXzoM79Rwhxjfha6qds87c2oJTC7nKw8qG1OL2ZOQZKKRZtWpxbh/1SJquZWz63GV+NH5vTTtOyVrpvX4rZelOdVxRzcNO8M9LxOPHhkYu2RQbP4KypxeQq3kk83/3udwsdghBikthYiEMvvEV8PExsbIKRj/tpuWMlrio/f/M//zqzmoYQ4ppxVweoXb2Ic/uPoA1NRfcCvPUXll2taq7mvn/zMNGJKBa7NdMAZZpJeec/X2u7GimrLyedSOPwOrDIVSNxGTdN4TytEpjI09XVVegQhBCTRIbHSYZjmMwmHH4PyUicoY+O0/XIrbgqymSMsxDXmMVhp3pJO/6FDUBmVY3Jy7sppfBWls3YZvu8yZ+vTq/rMnsKccFNUzibbDasPh/J4IWZtY6qSkxFPsb5xRdfBODhhx8ucCRCCMgsS5n5QmGyWLB7zTjKPDj8Hl7+1SuA5KsQ15oymea0Vvt0Zvp8NdJpEhMRtM4U5XIGWkx20xTOZpsNX0c7saEhksEg9vIA9ooKTEXeueeb3/wmIB/EQhQLZ4UPh99DbCyz/BVKUbeqC5vbKfkqRAmZLl+T0TjnDhzl9O7D6HQaf0s9DesXY/fKEhsi46YpnAEsTgee5iZ02kCZb5p5kUKIeeTwuel8aCNjxwaJjYcob2vAVR0odFhCiHkQHR7n1PYDufujRwZwBLzUrVp01R0ExY3hpiqcz5OiWQhxNRx+D7XLOwodhhBinoUGz03ZFjx5huql7VjsxT20U1wfUkEKIYQQQgCuSv/UbVUBzJab8jyjmIYUzkIIIYQQgKs6QHl704X7FX6ql7TJlWqRI4dQRe6HP/xhoUMQQuRJ8lWI0jFdvtrcTppuXUbN8g60obG6HNg8xdvrQVx/UjgXuaamptl3EkIUBclXIUrHTPlqcdhkPXYxI7n2UOSeffZZnn322UKHIYTIg+SrEKVD8lVcCTnjXOS+853vAPDEE08UOBIhxGwkX4UoHZKv4krIGWchhBBCCCHyIIWzEEIIIYQQeZDCWQghhBBCiDxI4SyEEEIIIUQeZHJgkXv++ecLHYIQIk+Sr0KUDslXcSUKVjgrpe4Dvg2Yge9rrf+yULEUs8rKykKHIITIk+SrEKVD8lVciYIM1VBKmYH/DdwP9ACfV0r1FCKWYvf000/z9NNPFzoMIUQeJF+FKB2Sr+JKFGqM81qgT2t9RGudAJ4BPl2gWIqaJLYQpUPyVYjSIfkqrkShCucG4OSk+/3ZbRdRSn1ZKbVDKbVjaGjougUnhJg7yVchSovkrBBzV6jCWU2zTU/ZoPX3tNartdarq6qqrkNYQogrJfkqRGmRnBVi7gpVOPcDTZPuNwKnChSLEEIIIYQQsypU4bwd6FBKLVRK2YDPAS8UKBYhhBBCCCFmVZDl6LTWKaXUk8ArZJaj+4HWen8hYil2W7ZsKXQIQog8Sb4KUTokX8WVKNg6zlrrLYC8a2fhcrkKHYIQIk+Sr0KUDslXcSWk5XaRe+qpp3jqqacKHYYQIg+Sr0KUDslXcSWkcC5yzz33HM8991yhwxBC5EHyVYjSIfkqroQUzkIIIYQQQuRBCmchhBBCCCHyIIWzEEIIIYQQeZDCWQghhBBCiDworad0ui5KSqkh4Hih45hFJXCu0EFcBYm/sOYa/wKtdVH2yZV8vS4k/sK6YfIVSiJnb7b3S7Ep9fhhbs9hxnwtmcK5FCildmitVxc6jisl8RdWqcdfakr97y3xF1apx19qSv3vLfEX3nw9BxmqIYQQQgghRB6kcBZCCCGEECIPUjjPr+8VOoCrJPEXVqnHX2pK/e8t8RdWqcdfakr97y3xF968PAcZ4yyEEEIIIUQe5IyzEEIIIYQQeZDCWQghhBBCiDxI4TxHSqn7lFKHlFJ9Sqk/m+bxLyqlhpRSu7O3PypEnDNRSv1AKXVWKbVvhseVUupvss9vj1Jq5fWO8XLyiH+zUmp80t//z693jJejlGpSSr2ulDqolNqvlPrKNPsU9WtQako5ZyVfC0vy9for5XwFydlCum75qrWWW543wAx8ArQCNuBDoOeSfb4I/G2hY73Mc7gNWAnsm+HxB4CXAQWsA94rdMxzjH8z8FKh47xM/HXAyuzXXuDwNO+hon4NSulW6jkr+Vrw+CVfr+/fu6TzNRuf5GzhYr8u+SpnnOdmLdCntT6itU4AzwCfLnBMc6K1fgMYucwunwb+r854F/ArpequT3SzyyP+oqa1HtRaf5D9egI4CDRcsltRvwYlpqRzVvK1sCRfr7uSzleQnC2k65WvUjjPTQNwctL9fqa+KACfyV4CeF4p1XR9Qps3+T7HYrZeKfWhUuplpVRvoYOZiVKqBVgBvHfJQzfCa1AsbvScvRHeK5Kv4rwbPV/hxni/FH3OXst8lcJ5btQ02y5dz+9FoEVrvRR4FfiHax7V/MrnORazD8j0mF8G/C/gZwWOZ1pKKQ/wU+CrWuvgpQ9P8y2l9BoUkxs9Z0v9vSL5Kia70fMVSv/9UvQ5e63zVQrnuekHJh/dNgKnJu+gtR7WWsezd/8eWHWdYpsvsz7HYqa1DmqtQ9mvtwBWpVRlgcO6iFLKSiapf6S1/qdpdinp16DI3Og5W9LvFclXcYkbPV+hxN8vxZ6z1yNfpXCem+1Ah1JqoVLKBnwOeGHyDpeMlXmEzBibUvIC8IXszNN1wLjWerDQQeVLKVWrlFLZr9eSeY8PFzaqC7Kx/R/goNb6r2bYraRfgyJzo+dsSb9XJF/FJW70fIUSf78Uc85er3y1XGWcNxWtdUop9STwCpnZvz/QWu9XSv0FsENr/QLwJ0qpR4AUmQH2XyxYwNNQSv2YzKzYSqVUP/BfACuA1vrvgC1kZp32ARHgDwsT6fTyiP9x4F8rpVJAFPiczk6lLRIbgd8H9iqldme3fQ1ohtJ4DUpJqees5GvBSb5eR6WeryA5W2DXJV+l5bYQQgghhBB5kKEaQgghhBBC5EEKZyGEEEIIIfIghbMQQgghhBB5kMJZCCGEEEKIPEjhLIQQQgghRB6kcL6BKaW2KqVWF+h3L1dKPTDp/iNKqT8rRCxClALJVyFKi+TszUkK5xKXXcS7GF/H5WTWSgRAa/2C1vovCxiPEAUn+SpEaZGcFZcqxjeDmIVSqkUpdVAp9RSZvvG/r5TappT6QCn1E5Xp037p99wz3T5KqT9XSm1XSu1TSn1vUkegP1FKHVBK7VFKPZPd5lZK/SC7/y6l1KdniM8G/AXwhFJqt1LqCaXUF5VSf5t9/Gml1HeUUq8rpY4opW7P/tyDSqmnZ4tZiFIi+SpEaZGcFZeltZZbid2AFsAA1gGVwBuAO/vYfwT+PPv1VmD1LPuUT/q5PwQezn59CrBnv/Zn//8N4PfObwMOn/+Z08T4ReBvp7sPPA08Ayjg00AQWELmQG4nmSPpGWOWm9xK6Sb5Kje5ldZNclZul7tJy+3SdVxr/a5S6iGgB3g7eyBrA7Zdsu+6y+xzh1LqTwEXUA7sB14E9gA/Ukr9DPhZdt97gEeUUv8he99BppXlwSuI/0WttVZK7QXOaK33Aiil9pP5R6sxj+clRKmQfBWitEjOimlJ4Vy6wtn/K+BXWuvPX2bfafdRSjmAp4DVWuuTSqn/SiZRAR4EbgMeAf6zUqo3+3M+o7U+NA/xx7P/NyZ9ff6+BUhPF7MQJUryVYjSIjkrpiVjnEvfu8BGpVQ7gFLKpZTqzHOf8wl8Lju26fHs4yagSWv9OvCnZC4ZeYBXgH87aYzWisvENQF4r/HzEqLUSL4KUVokZ8VFpHAucVrrITJjm36slNpDJhm689lHaz0G/D2wl8ylou3ZbzED/5i9xLML+Ovsvv8NsAJ7lFL7svdn8jrQc37iwrV4XkKUGslXIUqL5Ky4lMoOChdCCCGEEEJchpxxFkIIIYQQIg8yOVBcFaXUvcB/v2TzUa31o4WIRwgxM8lXIUqL5GzxkaEaQgghhBBC5EGGagghhBBCCJEHKZyFEEIIIYTIgxTOQgghhBBC5EEKZyGEEEIIIfIghbMQQgghhBB5+P9PHA/CrC1xTgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.axhline(7,color='k',linestyle='--')\n", " ax.axvline(0.73,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.scatterplot(-df['release_time'],df['d_release'],ax=ax,hue=df['d_reception'],hue_norm=(0,16),alpha=0.8)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.axhline(7,color='k',linestyle='--')\n", " ax.axvline(0.68,color='k',linestyle='--')\n", " #ax.set_xlim((0,1.5))\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.scatterplot(-df['release_time'],df['d_release'],ax=ax,hue=df['t_reception'],hue_norm=(0.3,1),alpha=0.8)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,200755,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.axhline(7,color='k',linestyle='--')\n", " ax.axvline(0.73,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.kdeplot(-df['release_time'],df['d_release'],ax=ax,n_levels=15)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Exception ignored in: . at 0x137a21830>\n", "Traceback (most recent call last):\n", " File \"/Users/gabin/opt/anaconda3/lib/python3.7/site-packages/matplotlib/transforms.py\", line 178, in \n", " ref = weakref.ref(self, lambda ref, sid=id(self),\n", "KeyboardInterrupt\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " #ax.axhline(7,color='k',linestyle='--')\n", " #ax.axvline(0.73,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(-df['release_time'],df['d_release'],cmap='Blues',gridsize=10,bins=10)\n", " ax.scatter(-df['release_time'],df['t_release'],alpha=0.9)\n", " #kd=sns.kdeplot(-df['release_time'],df['d_release'],ax=ax,n_levels=15)" ] }, { "cell_type": "code", "execution_count": 386, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.axhline(0.5,color='k',linestyle='--')\n", " ax.axvline(0.73,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.scatterplot(-df['release_time'],df['t_release'],ax=ax,alpha=0.8)" ] }, { "cell_type": "code", "execution_count": 380, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.set_xlim((0,2))\n", " ax.set_ylim((0,20))\n", " ax.axhline(7,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.regplot(df['t_reception'],df['d_release'],ax=ax,color='blue')\n", " " ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.set_xlim((0,1.5))\n", " #ax.set_ylim((0,20))\n", " #ax.axhline(7,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.regplot(df['t_reception'],-df['release_time'],ax=ax,color='blue')" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,3,sharex=True,sharey=True,figsize=(12,12))\n", "players=[201939,202691,201587,200794,2594,977,202695,2747,203918]\n", "axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k]\n", " ax.set_xlim((0,20))\n", " #ax.set_ylim((0,20))\n", " #ax.axhline(7,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.regplot(df['d_reception'],-df['release_time'],ax=ax,color='blue')" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,10))\n", "ax.axhline(7,color='k',linestyle='--')\n", "ax.axvline(0.68,color='k',linestyle='--')\n", "df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and btpl==True')[['d_release','d_reception','t_reception','release_time']]\n", "#hb=ax.hexbin(-df['release_time'],df['d_release'],cmap='Blues',gridsize=20)\n", "ax.scatter(-df['release_time'],df['d_release'],cmap='Blues',alpha=0.05)\n", "hb=sns.kdeplot(-df['release_time'],df['d_release'])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(4,4,sharex=True,sharey=True,figsize=(10,10))\n", "#players=[203490,2594,977,201569,202325,101123,1626156,101141,1717,202695,200755,202691,201939,200768,201142,202083]\n", "#axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k//4][k%4]\n", " ax.set_xlim((0,1.5))\n", " #ax.set_ylim((0,20))\n", " ax.axhline(0.68,color='k',linestyle='--')\n", " ax.axvline(0.68,color='k',linestyle='--')\n", " ax.set_xticks([0,0.2,0.4,0.6,0.8,1,1.2,1.4])\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.regplot(df['t_reception'],-df['release_time'],ax=ax,color='blue',scatter_kws={'alpha':0.5})\n", " if k%4==0:\n", " if k//4!=3:\n", " ax.xaxis.set_visible(False)\n", " ax.set_ylabel('release time [s]',fontsize='large')\n", " else:\n", " ax.set_xlabel(r'$\\delta_{time}^*(t_{catch})$ [s]',fontsize='large')\n", " ax.set_ylabel('release time [s]',fontsize='large')\n", " else :\n", " if k//4!=3:\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False)\n", " else :\n", " ax.yaxis.set_visible(False)\n", " ax.set_xlabel(r'$\\delta_{time}^*(t_{catch})$ [s]',fontsize='large')\n", " ax.set_title(info_players.loc[p]['lastName']+' '+str(df_stats.loc[p]['percentage_cas'])+'%')\n", "\n", " \n", " \n", "plt.tight_layout()\n", "plt.savefig('images/t_recep_release.jpg',dpi=150)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(4,4,sharex=True,sharey=True,figsize=(10,10))\n", "#players=[203490,2594,977,201569,202325,101123,1626156,101141,1717,202695,200755,202691,201939,200768,201142,202083]\n", "#axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k//4][k%4]\n", " ax.set_xlim((0,1.5))\n", " #ax.set_ylim((0,20))\n", " ax.axhline(0.68,color='k',linestyle='--')\n", " ax.axvline(0.68,color='k',linestyle='--')\n", " ax.set_xticks([0,0.2,0.4,0.6,0.8,1,1.2,1.4])\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.regplot(df['t_reception'],-df['release_time'],ax=ax,color='blue',scatter_kws={'alpha':0.5})\n", " if k%4==0:\n", " if k//4!=3:\n", " ax.xaxis.set_visible(False)\n", " ax.set_ylabel('release time [s]',fontsize='large')\n", " else:\n", " ax.set_xlabel(r'$\\delta_{time}^*(t_{catch})$ [s]',fontsize='large')\n", " ax.set_ylabel('release time [s]',fontsize='large')\n", " else :\n", " if k//4!=3:\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False)\n", " else :\n", " ax.yaxis.set_visible(False)\n", " ax.set_xlabel(r'$\\delta_{time}^*(t_{catch})$ [s]',fontsize='large')\n", " ax.set_title(info_players.loc[p]['lastName']+' '+str(df_stats.loc[p]['percentage_cas'])+'%')\n", "\n", " \n", " \n", "plt.tight_layout()\n", "plt.savefig('images/t_recep_release.jpg',dpi=150)" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(4,4,sharex=True,sharey=True,figsize=(12,12))\n", "#players=[203490,2594,977,201569,202325,101123,1626156,101141,1717,202695,200755,202691,201939,200768,201142,202083]\n", "#axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k//4][k%4]\n", " ax.set_xlim((0,1.5))\n", " ax.axhline(7,color='k',linestyle='--')\n", " ax.axvline(0.68,color='k',linestyle='--')\n", " #ax.set_ylim((0,20))\n", " #ax.axhline(7,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #hb=ax.hexbin(df['d_reception'],df['d_release'],cmap='Blues',gridsize=50)\n", " #ax.scatter(df['d_reception'],df['d_release'],alpha=0.9)\n", " kd=sns.regplot(df['t_reception'],df['d_release'],ax=ax,color='blue')" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(4,4,sharex=True,sharey=True,figsize=(10,10))\n", "#players=[203490,2594,977,201569,202325,101123,1626156,101141,1717,202695,200755,202691,201939,200768,201142,202083]\n", "#axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k//4][k%4]\n", " ax.set_xlim((0,1.5))\n", " ax.set_ylim((0,16))\n", " ax.axhline(2,color='k',linestyle='--',linewidth=0.4)\n", " ax.axhline(4,color='k',linestyle='--',linewidth=0.4)\n", " ax.axhline(6,color='k',linestyle='--')\n", " ax.axvline(0.68,color='k',linestyle='--')\n", " ax.set_yticks([0,2,4,6,8,10,12,14,16,18,20])\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " #kd=sns.kdeplot(-df['release_time'],df['d_release'],ax=ax,n_levels=12)\n", " sc=sns.scatterplot(-df['release_time'],df['d_release'],ax=ax,alpha=0.5,hue=df['Shot_result'],palette=['red','blue'],legend=False)\n", " #kd=sns.regplot(-df['release_time'],df['d_release'],ax=ax,color='blue')\n", " #hb=ax.hexbin(-df['release_time'],df['d_release'],cmap='Blues',gridsize=10)\n", " if k%4==0:\n", " if k//4!=3:\n", " ax.xaxis.set_visible(False)\n", " ax.set_ylabel(r'$\\delta_{space}^*(t=t_{shot})$ [feet]',fontsize='large')\n", " else:\n", " ax.set_xlabel('release time [s]',fontsize='large')\n", " ax.set_ylabel(r'$\\delta_{space}^*(t=t_{shot})$ [feet]',fontsize='large')\n", " else :\n", " if k//4!=3:\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False)\n", " else :\n", " ax.yaxis.set_visible(False)\n", " ax.set_ylim((0,16))\n", " ax.set_xlabel('release time [s]',fontsize='large')\n", " ax.set_title(info_players.loc[p]['lastName']+' '+str(df_stats.loc[p]['percentage_cas'])+'%')\n", " \n", " \n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(4,4,sharex=True,sharey=True,figsize=(12,12))\n", "#players=[203490,2594,977,201569,202325,101123,1626156,101141,1717,202695,200755,202691,201939,200768,201142,202083]\n", "#axs=[axs[0][0],axs[0][1],axs[0][2],axs[1][0],axs[1][1],axs[1][2],axs[2][0],axs[2][1],axs[2][2]]\n", "for k in range(len(players)):\n", " p=players[k]\n", " ax=axs[k//4][k%4]\n", " ax.set_xlim((0,1.5))\n", " ax.set_ylim((0,20))\n", " ax.axhline(7,color='k',linestyle='--')\n", " ax.axvline(0.68,color='k',linestyle='--')\n", " #ax.plot([0, 1], [0, 1], transform=ax.transAxes,color='k',linestyle='--')\n", " df=df_shots.query('Shot_type==\"catch-and-shoot 3P\" and player_id==@p and btpl==True')\n", " kd=sns.scatterplot(-df['release_time'],df['d_release'],ax=ax,alpha=0.5)\n", " #kd=sns.regplot(-df['release_time'],df['d_release'],ax=ax,color='blue')" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "players=[203490,2594,977,201569,202325,101123,1626156,101141,1717,202695,200755,202691,201939,200768,201142,202083]\n", "players=df_stats.loc[players].sort_values('percentage_cas',ascending=False).index.tolist()" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalsuccessmisspercentagematch_playedtotal_cassuccess_casmiss_caspercentage_cas
203490121338827.334112318127.7
201143113318227.441109317828.4
1718123348927.635111327928.8
9772205416624.536128379128.9
2023291605110931.944139439630.9
2011581564411228.238122388431.1
202325123428134.136107347331.8
202335135449132.640130428832.3
200794113387533.640104347032.7
16261561765312330.140109367333.0
2019801524710530.941127428533.1
2027111494710231.540123418233.3
204001114397534.241109377233.9
2015671805912132.8381595410534.0
1011071736011334.7421705811234.1
\n", "
" ], "text/plain": [ " total success miss percentage match_played total_cas \\\n", "203490 121 33 88 27.3 34 112 \n", "201143 113 31 82 27.4 41 109 \n", "1718 123 34 89 27.6 35 111 \n", "977 220 54 166 24.5 36 128 \n", "202329 160 51 109 31.9 44 139 \n", "201158 156 44 112 28.2 38 122 \n", "202325 123 42 81 34.1 36 107 \n", "202335 135 44 91 32.6 40 130 \n", "200794 113 38 75 33.6 40 104 \n", "1626156 176 53 123 30.1 40 109 \n", "201980 152 47 105 30.9 41 127 \n", "202711 149 47 102 31.5 40 123 \n", "204001 114 39 75 34.2 41 109 \n", "201567 180 59 121 32.8 38 159 \n", "101107 173 60 113 34.7 42 170 \n", "\n", " success_cas miss_cas percentage_cas \n", "203490 31 81 27.7 \n", "201143 31 78 28.4 \n", "1718 32 79 28.8 \n", "977 37 91 28.9 \n", "202329 43 96 30.9 \n", "201158 38 84 31.1 \n", "202325 34 73 31.8 \n", "202335 42 88 32.3 \n", "200794 34 70 32.7 \n", "1626156 36 73 33.0 \n", "201980 42 85 33.1 \n", "202711 41 82 33.3 \n", "204001 37 72 33.9 \n", "201567 54 105 34.0 \n", "101107 58 112 34.1 " ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_stats.query('total_cas>100').sort_values(by='percentage_cas',ascending=True).head()" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.6800000000000114\n", "0.6773187746076399\n" ] }, { "data": { "text/plain": [ "6.3601167897351925" ] }, "execution_count": 203, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(df_shots.query('Shot_type==\"catch-and-shoot 3P\"')['release_time'].median())\n", "print(df_shots.query('Shot_type==\"catch-and-shoot 3P\"')['t_reception'].median())\n", "df_shots.query('Shot_type==\"catch-and-shoot 3P\"')['d_release'].median()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look at opponent angle\n", "----" ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gabin/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in true_divide\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] } ], "source": [ "def unit_vector(vector):\n", " \"\"\" Returns the unit vector of the vector. \"\"\"\n", " return vector / np.linalg.norm(vector)\n", "\n", "def angle_between(v1, v2):\n", " \"\"\" Returns the angle in radians between vectors 'v1' and 'v2'::\n", "\n", " >>> angle_between((1, 0, 0), (0, 1, 0))\n", " 1.5707963267948966\n", " >>> angle_between((1, 0, 0), (1, 0, 0))\n", " 0.0\n", " >>> angle_between((1, 0, 0), (-1, 0, 0))\n", " 3.141592653589793\n", " \"\"\"\n", " v1_u = unit_vector(v1)\n", " v2_u = unit_vector(v2)\n", " return np.rad2deg(np.arccos(np.clip(np.dot(v1_u, v2_u), -1.0, 1.0)))\n", "\n", "def opponent_angle(row):\n", " opp_pos=row['opp_position_release']\n", " player_pos=row['player_position_release']\n", " if player_pos[0]>94//2:\n", " basket_pos=[94-5.25,25]\n", " else :\n", " basket_pos=[5.25,25]\n", " \n", " v1=[basket_pos[0]-player_pos[0],basket_pos[1]-player_pos[1]]\n", " v2=[opp_pos[0]-player_pos[0],opp_pos[1]-player_pos[1]]\n", " \n", " return(angle_between(v1,v2))\n", "\n", "df_shots['opp_angle']=df_shots.apply(opponent_angle,axis=1)\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 244, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 244, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(df_shots.query('player_id==202691')['opp_angle'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot distance closest defender\n", "----" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def opp_position_release(row):\n", " Time=row['Time']\n", " ind=Time.index(0.)\n", " return(row['opp_pos'][ind])\n", "\n", "def player_position_release(row):\n", " Time=row['Time']\n", " ind=Time.index(0.)\n", " return(row['shooter_pos'][ind])\n", "\n", "df_shots['opp_position_release']=df_shots.apply(opp_position_release,axis=1)\n", "df_shots['player_position_release']=df_shots.apply(player_position_release,axis=1)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def distance(a,b): #a = (x,y) point de départ ; b = (i,j) point d'arrivée ; v = norme pour l'instant\n", " return np.sqrt((a[0]-b[0])**2+(a[1]-b[1])**2)\n", "def behind_three_point_line(row):\n", " p=row['player_position_release']\n", " x_ball=row['x_ball']\n", " if x_ball[-1]>94/2:\n", " where=0\n", " else :\n", " where=1\n", " coin=False\n", " if where==1 :\n", " basket_pos=[5.25,25]\n", " if p[0]<15:\n", " coin=True\n", " else :\n", " basket_pos=[94-5.25,25]\n", " if p[0]>(94-15):\n", " coin=True\n", " if coin : \n", " if 023.5 : #In fact 23.75 but we take a marge to have all shoots\n", " return (True)\n", " else:\n", " return (False)\n", " \n", "df_shots['btpl']=df_shots.apply(behind_three_point_line,axis=1)\n", " " ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "28050 26297\n", "0.3596867227602265 0.3536541889483066\n", "69.18360071301248\n", "71.85990797429365\n" ] } ], "source": [ "print(len(df_shots),len(df_shots.query('btpl==True')))\n", "m1=df_shots.query('btpl==True and Shot_type==\"catch-and-shoot 3P\"').groupby('Shot_result').count().loc[0,'D']\n", "s1=df_shots.query('btpl==True and Shot_type==\"catch-and-shoot 3P\"').groupby('Shot_result').count().loc[1,'D']\n", "m2=df_shots.groupby('Shot_result').count().loc[0,'D']\n", "s2=df_shots.groupby('Shot_result').count().loc[1,'D']\n", "print(s1/(s1+m1),s2/(s2+m2))\n", "print(len(df_shots.query('Shot_type==\"catch-and-shoot 3P\"'))/len(df_shots)*100)\n", "print(len(df_shots.query('Shot_type==\"catch-and-shoot 3P\" and btpl==True'))/len(df_shots.query(\"btpl==True\"))*100)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 50.0, 0.0, 50.0)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DspKpM5W0UYXDP5KmQAcR7S/w/bipLPC9zxnrr+PJuiLy70H20XGr82Y4MgB9s8DfC9bSqYj3WxZ2KLAFvBUwIhaqx8P6CCXTBA6mxvcgMWXKlCpUgYcRxgHhyMQzxiybAVu9uCQfZ7Aap3mbyKAPHEEMHtyOZnCvguzd4AXO03KpL8QsIAo4rofX0oA2WPwg3L4GPhgC2yZCSSTcXgYfFADHA+cCWWid5tvAE8CvgJvtc8vQUqMKIAMoBQy6iGEOvFMJLbd9yimb13NnnYfIjmUUtu2mffd0KBXY3W2/coCpwHeBG4C7YXDGZzwdXce/olrYIAEiSWROMJ6tgSDnBNqCCSwPzDbzpNEMvTaGliFDQmNNHjGi8bLcXG8sRLaPYF3GUgaYLbSYOtz4cAR8SCCdRrOBwd43OXfZ5bwYU0ReEIKl9NRxa+9JEevLoTYXEtL1hlMDfK0epijOuAXoBR0TYVeE3sRCZP7c17XtMMI4WByxfqjPw5yxxOaX4HB24Ai4aYkdTbupJcLvwO8HIuogdr0W2p+NkuW6/Y1pjCkSkS3AKSIyB0hmT3kSU4FxQAS82wzvtqMJmGpUbUahU02LgT927yUgIllowqccLTlKQtVLBepDdqAkU2VM5gIR2bwEfgu8A0x5VccHuE5E7jfGNNp9fl9EZtqxU/VvZ0o7BaudVP/MgUQ7KJQU5ge2EOMNkh0FiQJbxe+/kXvvbd7y1lvDt1999dVnZWVlkZubkpicnHR2QUECvRfUB6I6SmknGUMtTgKuRByOnWS5S8hp/SFPnxlBK1Gszmij1xY4Zpfdx1tEqALyz2JG7rU8UV7AzBgXRG6DYG/YkAyrvu4w395ELwBOewfeexkecMEVdFojfwonpMI4mnDECHU5lHmJ+fcxRJ+eQY2rjATvD8jgGmrMbynbvRHW3gUNDUqIw4C/iMjZxpiG7mOJSCSdYboLOAH4X1RJgirIJLSk6F8oaQpwFTpPfzXql+5E6zJvFpGHu5HqYPvoQkl1INCEFs3DHoVKif1/DUq8qcAjwC32s0nAj0XkIdubANvNKjQNdLs9ppUBODMAa4txBouZOgxqc8BVCNs+gq3nogo5e82aNem33XZbVb9+/WJjY/OjdmxKIt4Hz/uanNE8Ry23mwC+gIta11byOzYxwpXJOncLQ3DgNhCXDeUG8ndDtAdV+B8DJR14Rt7BbxO/T1tdb+bEtEJ8Jqw0kP91xsIi4gAuByYBnwCvROl5WvI1bjaMML4SjmTHfuc6dixZx1lrIO+7cFMz3DfwR+yohLb7jTEvXiriBI4FbgUmA5+IyJ+AjXQSaDZ7e52tQD1KmC+gIXkZcCXQ2xjzXuiNIvIY8H/AKcA2YAOa1LmWz5PqIFTNpqAE7bH/TwSq7HPp6GwmjDFGRIqAPGNMuYg8CvwUDVcHAN8Tkef207bwRNTuqIZ122BdG+pbvoLeYDYAH6JEPrWlpSW4Zs0aM4Y17Rd7hg1Z4pkQt8w50Bn0f0giv5J6ucLVYfpQT6rHzVqvn+0uF2nuSCKDbhJlN41pcSwd6mZwgRufO5nFk0tIqXASqE2kLu4Dfur4OXNq2yC2AfrNhcoTRfobY3o0578KRMSNLt88EpgBzDiI9o5hhHHEcCRrQpxAAN7/BGYsglMuhDn/hOpUlHBACdMDvAbsAgqAx4CXUILMQDPUb6Fe560oad0N1AINxpgiY0wH6qFWd90BY8w2NJkUhxK2zxizHngKyARuEpFoq5YGoKrThXp3tfYvwQ4Xeizp3AJFQKaIRBhjiuy4oGQ/CTi1pxMjIlHodNqNaMVBGVqa5ERV9hBUVTuAO+zxlwCFP4fcb3esbb2n+W9bri/Y2tFGGyc7lnKJ8ydcHH0x8c7dxFAUTCDoTGIzHXgcQoSJJjE6htqhrTiisimp7KA9KpuSflWkVSVSL5VkJPvAMwx2DoTqJ9Qm+bmI3CAiOT0dx5eBjTauR8n0FWPMu2EyDeM/BUcBoRLy7XqjyQ8fcK6IuIDz0GTNKGAOsNz++VF/1KCE+G9jzBpjTJ29+Jaj4f7pXbaXiirJ7qhHw9sE4FQRiTTGrEPJLwu4CVWnkahi7IWq4GLUgw0RaZJ9LO4ydiFd6jSNMRuBv6OqMga4UESG9bBPk4AIdI59NFCJeqwu1GrwA5/ZsTvQLPtyoD4avB3Q3AZRuzdtWlUGgXcdDt+O2FiTcMYZjI2plT7ExOSIyz2UWscxLMOPsyOGdBNHlSTxuNdFi7sDMYLLl0ZV2mImbEqmtCkFEmO1Ae0Nr8EPgDeAvsAdInK1iKT1cCwHDBGJQ2+IA4B/GGO+/tlXYYRxCHE0EOpulER7G2NqUOWVgobdr9CpOn+KemlLgd+gRDgJuA64U0TGWiWJMcaPhsMDRCRPRKJRAttLoVo4UMLagIbvN1hFuQ74C+qL/gIlMw9KzGtQpdiBEp8bJfgWu18hhDo67ekJYIxZgfq7LXas6TbhBexJxJyA1nhus083o8TdAkyw5yC0nQhjTDPwMFD8N/C6oSIB6lZAPwHa/X6/p75+3dsrO97wxuW3QRI1JpZGkBaMMyuiKOpfXNr4CNcE83gqupHC9A5iIt2IicSb14ddI7/NkzX3wtJ8uNx24OowxswCbgf+jd707hWR74pIfA/neb+w/WdvQW9iTxpjDptXeijXOwvjm40jTqi2qUYJnbNtNqAh7jR04kGdsUDLmNLQpNADwBb0GBJRxXSniIy3xDofVZCnowQNPStUQYmyFngd6AdcKyJuY8xalFT7o/bDeJRE37Sf9dvPx6DkWNw1PDXGNKE2QZ+uGzTGfIqG6Y1oDep1IhJjX74GONmOdzqqji9ClfEo+38PMNbu0+kichIwGliwBrb9QRfIajXQGAHGBbICSouKknNnlXoWnBjxZjDW5WU3OcS42rjQ/N4xyrEk4QQI5FEV7M/djjiKo4WE1BRqzB+4cdNFfDj4JTizHt74p8iFIjJctKRqFJqc+wRV7t8HXs8X+dcNIvNuFdnwA5FFQ0WeFpH7ReQh2xym8wsQyUC7hSUAj9jzfljQ2e2LFAiGF2sM4yvhiCalUIUKGiaPs+pM0Ez85egPfXqXz6xFldu3UO+wHFWysXR2mrravv4eOnvpNDqV3r4UaihTvwIl6WnANSLyFLDJ7l8qWno12+5HE3r+HHQS6vwexi+i536j76Pe7TnAcLu9P6PeYQea8U+0xzbabquPPf6RKMHmobbInmqEXVBfC3UbYLAfIr2AF5p8cAysjIVf7f6wvbLxHp6NrcMnLSbSmdrhZYsYVyTEjgfepNT04Qb5OZhciEyHSeCRVqJoI/qMIUSecDrpS2aRUQ/TB0B2HJQ2wTOb4J3CZBjmhvEfgq83VA8Dz6Uw6SN4fU630jcR6QP8BLVv/miM6WqZHA5MAxqgXGDzKBi7Xk/5UbRsTRj/MThaCHUXWlSfghLqLuBdtKD/VGPMbNiTOX8LDf+nGmM+FJHfAj9Ew/8P0azw2WhJVANKdKHkT0+EGlKoAM3GmPU2y/w9VPXOs+OUo8QGGubXoqTmQ/3TJvb2T0MoAsaISJxVrHQ5lldQMv6WPf4QMf7RGDNDRBJQ0i1CFbwbuNEYs1JEjgFuREP9XXTpCtUM8c3q/V5kz/GbwFQoqIEfVC2iuPpOHhn9Q5p8vY03usHR4X4qNk6SW1oYHwiQD7JYdyaYAcaDy1lGgqnDb/JpZTDVnhepP+7f9K17icD6WQxZCiNi4FvxUPXQcjJu2gAxr0FaKUSVgHcS7L4VUl3G3LXnxIsMQC2bFuDPxpjKHs7f1418qKmDNcO1AZc7QLjpdhhfEkcToYKShqBq5beoIrxNRObaTD3GmM0ishE4Q0TmG2OarLK7GC1/2oQmaQagRJVsX/sMaO9hPxx0EmqL3cY8S6qXAEPtfmahVkQ7SmSNKBm2oUqykL0z/CEU2cc+dFNnllSfRxNPk+1+NqHKGvtvg9oQ2H9vtP/22v9LDwsaVojI23Y8Y8/JBFi7Gc5KgsVNi8n0Lubn1QRPLfk2g3NNR0diA6RtcDrl2GCQ+cZQ6XQ6EgMBU0E8u2iRAAGJIAgQiMbrjKc56l7uGhKkKmI2U+rBlwq7/lIHCRFQdyNsqISWNyDjGciaDX3+IjLafhcj0BtWFUqm9RwRNJbDlkng9MK4tRDxtU9pDeO/F0fSQ3WhHiRorWiQLoRqSeIhtDTqZ90++xaq3E5C3xwwxrwMPI+WVt2GXqj3ocTsQsPq34jIZNH61hC6Empr6EmbYX4DnV2Vb/ftU9RTzUOTQ3EoscXZY+k+rRQ0MWXYh+KxCbSn0VIhB3oxZ9nXgmhCqsCOX4aWc0HnzWEvP7ILTkRVdDV6nnywPRK4Ez52Q5IfEgKw5LEptNwW6/Wa6kAguD0QwIHK+mXBoNSCq4ogbXSQgx8fUaaWJGc98Y6H+UnMJ4xOvJD/HQPLJ8GGXMiJrYHPToRNI2H7abD7SVj9c9jVqpUXP0IrKG5FFf0fjhSZalXBDwzERMKxuyDGR3hKaxhfAUc8KQV7SCVUaxlSqBhjXkez/peKSN/QB21N52rgtC7JHIwxC4E/ogT6S2C0MeYjNNFVjZLQFWg2+jhLrCFCNaja7Ir59nP5aNnSPGPMZ8Df7P/z7DF40JpXf7fPY4xpR+2CvH2dCPueYegsqdXAxV16F4g9nr+ghP2FhCoiicAYVDGvQBNjyUAWSDHcvhpevw8umgUXZ99izOuXwHondNSB+diY4HEOBy4R/gkY6iUTJINI00qsePDJSkaYzxjjeIDfezYz2QGx7ZAVA8UZ53LCiG+RNeX3MOIDSGmHpJPAPAXXw1WN8PwFMPc0mPNteOPkfZ2XrxM2MXYDvOqFLTdBXAla0VEDdgmZMMI4SBwVhGqxi577av7aPt7XrUHK22ht6Gld32yMKURVaTHwQxE5D1VqTagf+gQa2l+Oll9l23FaeiggH4CG9qUo2e2w21iJzrCKRC9CF10SQz2gCMjbV4MX+/yJdhu/QTPdoX0JlWW9gxJ+qMRqfwr1ZNSOWIN6vC+i6jALTfLFo1M4PwFGiEjWedDeG9b7wBcFXBoMBo93OIIv2A+r5+B0BIFC8niY60wUbQHBEXiOmxwwJhpSBD6ubMPn+pB+kS+RmvVXGP8dGDQR1sTwvSvguu/CqJ2QvhA8KZD3uMgP7xeRXnouDk0J0/7GsTXO16BVEk8bc9HbxnCdMZxlH8NkGsaXwhEhVEsgPRFqHEoQe9YnsrOZXkUz2+d3eb4Urcc81l4gdHmtEbUL5qFk14xm+k9FfczfoTOumlDSPB5I6T4OWqKUidapVrC3r7YQVdWxqAe6vzWVCu37kvfx+hDU2vjYGFMTapxiEYOWl9WhCnW/hGpnWR1vjy3k6Taghf+1aPY6Bq1U+NiOcwZQOAVaEsF7LkgJBHb4/f4aYKPDQZ3LRQtRzOUE+Rm3mwW4jJ/SQAwt0kScQJobmkvh1O1w+Vo/Y3at408r3oDTZ8DvFsNgOPkyqHRDYSK0REP/FRBfBOedDdwtcv1d0P47MHuW++ZLlDB1lkKZFPCVdR3H/vausOf8RWPMmoMZO4ww9ocjpVBDSq07oYKqp+74I0pqP+0a4qNTUu/dR6jtN8b8k85E0Cz0whpjy1rXAb+3rwdQ8rxPRE7oQqwTUOIvRgmqax1rSPWGyO/Y7vWVXfC5Av9uONGOs6Lrk/biTwK89t9ldBJqB2pTdN/mFJQwa+wfqEo1qMqNQQVnb+tTzwPGzYL3GiAzH5wFwC5wLQR3XzCNwWDgFReBrZ4sfux+mCXEiBPjdBJLJRFtfvBDTRs85gLTAT8qhoeXwRUR6BTVWKAcppRA+npoSYBd+bB0FOyMhcEG2ABnXgTLesO7Y2FVPp0NY6bt47ztC9PANMCaFFg4HHxNXca5EO0P8Za1iMII45DhSBFqKCnUlVCLUdXYiPVQQ7Ae4wMoudzW5flGY0wr+0doOuR8VGWe3s2frEOz4B+iJPld4LciMhktWq9AVVxhN0ugGU0UOVBiTcfOsuphH0rte/O6vyC60sBQ4NMebgyp6LlqQlVwGZAoItF2XzpQ2yE0lgsN90MtBkPdtnx2nPkGx+UAACAASURBVHL0xuQAficiV6Gdpc44A558TM+vpxk1cr3A2RBIhOAKr7fd667fEXSWBAOOGDwJg3Bm9vF44lIBTyU4WiE9Dl6dAq+fDsE8aN6JlkWNBV6HfvOgTyskVMPIVTBgK6QY2OAEjoHMeHBWQmMKFBZoksvXzMGXMOXDxngozYaERnAFgUYoG4tGKZ+gs7vCCOOQ4qghVDuVMaQWe2qG8W80xP+2aJf7A0Woq349qlJzUTUKnccfgfqXfwD+jCrRgfazs1BS3quMxhJaM6r46uznBwHXdydVS5TF9JyYOgE93k97eK0AJc1GNPMcWuK6l31sByJEEY3W34aSd3lobe4ItMzreHQSQTOq1PPs85NR/7dhG8ydDdtuhfpS8E0Ckwz+6bC8Hfy3txQ2+3y/3Ohw9CIYzMDjMQwc2BzbO7U+JYL41BRuiI1jkEN4Ow0emAgXpQGDr4GlBs6dxWkj+7NjTASeeIhvhYI2GFEJo68B/grOdZDfAglVkFQNRXmw/DjY1N6DHbMfbGqHmgGQXgkjtut9szQfVsSgUcCr4YYrYXwdOGoItQv2ZPm7wl4Ad6NK7+5upU/7QxpQY0uQlqDkFGqaElKqEdiklDFmozHmjyjRtKPeo9BzXWILqhBrUBKeiU5TvU5EPN3eWwT0DvUbgD2Z5snoIoif6/OKhuaNaDKqD9qkOh24QES+h5aCXYzeBB5GE3h5aEgbamtoUD+yCRWdzajfuwpN3n0HLatahCa/mteBZy2YHGjrDUGB+F3w5mpICQQ+bPb7z1sRG7t9RWZmB31jyxnuXxk1InaNp0M2u4XzHSlMEQcvAJuOvwA2PaUTDFJOY/b67/Kr4l7sTEiiox97MuqZCzTRN+Ju6EhXoTxlFUzcrrbzLw1wj4gc2/X89QQRmaDvz2yH0btBBKp6Q+VAeH022nRlf353GGF8afzHECqAMWYn8E9UCX7vALe1p8uUVYofAYNFJBc9fkGJZI91ICIp6KyoJWiyCHom1Ga0ZKrC/r8WeBZNdHUn1SKUuHt1eW4iSsj76qpUgCrb49AGLVehhH06mqRz2P1eiBL/TjTh9gE6O2ohnf5wPHqDeM4+/4kx5lVjzA47Q2kFmqjpC3iKoeUa+Psp8Og54FqtFRgVwErYEF1ePnLpXXctKf5z0h20SAy1HVskPaLCNYwlpfG8600l1Q9j2rxw9f9C5EpI3QTZWXxUPYLpFaVkfdY9o67/vm0RBCvBmQ1Ju6D/5fDOr9GbylVoZ6vhPVVMiMgI4Ep4Zx6kXQ2OGmjqD8uy4I/vw/O39eS3hxHGocKRmim1P0KFfRCqxZNo4mWoiDgOQG2k0TlbCTS0Pgstt3oJPQeh8D2E76BE+TZKMBX78WqdqC/ZAuQYY160F/s0lFQfN9qZP0TI+UBZl65SO+mBrG3yLRNVveOAuajtUQNUG2MeEpFfoD1cXxGRn9lxdqMzkCLR2tYYOtXn34wxn9hKgDEi8nIXglmKJrxcqJJtQNsHvoGus5WP3iz6oRUTiWeeeeary2FsXeRFo1qCMfEFUVXUeD7q5w44AwUt02sqOeff43hj8ouQmQPxV8PGJlW83qhuDWPsMUcCDnjpQWPMO/qsAzCIyAa0tvZc1JfdLiJv2CoQRGQQOgV5F/CUMQleEdmB1iO3Aw+Y/SyF3sPKs59frDCMML4A/1EKFcAY40VVWDwaLu8T1leMpsscfkuMn6KJklQ6CbXFfiYeVYAVaHOM0AW2v+NoRsPqHLuNxagSHIiSqhslXS+dPmqoJOvjffh5oemm61ECKzXGbEKz5iHV7AXiROR8tKSsP9rtqReqrl9BiXIGGvKHzvcye16G2GMegDaVcaN2QMgeWIX6rouAB4FH0e8nEZ3t1Dod8jq897e7TSs7vR8ATvIi/8fpdY8IQtIzd8Lcs6FjB0Q+Bmk7ISZRf3c9ndN+0Ccd5lzavX7U2jHLUdvnJfS7u0VErtcwn2vtOX7UGOO13+ON6Hf7531YKujxd+049eXLtcII40gRagNKit07Dx3oMkXL0ET0F6nT0NIo3dv2fWQfT6Kz01RIgZ6CGndr0Isxjn0T6nY0FPWhmfws6ezJuhidCjsIVVQubIF/l203oaF6TyhACbAI9VFD5WRlQKqITEUtg2+hK7JGoAT6D5REX6OzbCp0nkJqdAN6AxkvIlPs5/vb7XXYxyBqZp4CzDbGPGWniC5Gz6sDmFEI9QHWe1yBG7yOdl9TquNqsp3w01t29lq4cNGSoMjzcUxODvA7M5tL816iYGQRGcn0OLXzvDNg3FgY6WYfxGanGX+Kdht7A/WR/4pGEi8aY1qs0v0J+t099sVNV7zTodgD8/KgycOXL9cK4xuOIxLy2xC4aH9v+YLPGzT0/yKESqb2IlRjTJ2ILKWzM74Bmq2iPQENEVfSmTHfsY/xq1HyCRFAqAF1pd3Ooi6F5D9Gw9FT7KygYcDM/Xh6BcBOY4xPRBrQiQcT0YYxE1CFGWe31QC8Zox5U7RHKWjonx46ZPsYmuobEJGVqA9djKrxEKFW2mMoQdXuNpScQ/gMJd0L0A0vdEJbHI0jTua9xlsG1VR0TJ9eYJe2lp9c8/qf/u+pLFd/mlvHkMMitiTNJyJaOOZsRFaHmt4osi4A6mBjJrjSYOxmgHN58xfIBZXsFY6bZSKyAo0mdqA3j5+LyAI61xp7zPrun4O98R0DTISVp8PuVohshbYIiGsn3HEqjC+BI9ltqieEFOqhKmkJLUvSU9u+D1DLoAklwha0wD4FJZiN6AUVUp89oRnd54gu78nBEipofwFLqt+hsyH2Begxzu1pUGsR9AHmWxIdjVoA/VBFXIqqMxdKiqFlXEDDfWOPIWRFhM6r344fjSrn3mhhfzRqI4Te50EJaRPw126k70BJeCp6oyquhRm1UPYPCP5j8eJdLF789MKFC9cBrjlzEo9zJDdREhFoWVY+/hMYmB1JW0oG9TecD5dtFZnfH54S+AwuyYbhu6A2FfrsBPg2b0fcygOT7fHtUa1zRR5E1TNoBNB6KtwQhAfjIG4srL2oh5lpoutfTUSbhcejXQo3w8R2SCjvPAXEcyAdp/QGNo0uZB9e2vqbi/9qQjXaL3Wh9V27v1YqIqvRBFcDSjYno+TkAjajYfkuY8y+kmcB+xeBhuIGJaKV3ba1QETWoJ7rhXbcWfvpstTb7kMHerFGoorzd2gSK+RlLkanjS7p4hFmokkrH+oVf2orGgD8ot3xr0PJZgVqQcTa7YXUbh9U3XagfmnX/YxCb1QxqDJ/G60o6I12ATsWuGnSpEk/6tu37+iysmeui49vJisrN2bw4KgTXHN2NV8TrEvqhbj8EPsqZE6GMY/CnT+hvhn6JIIjCH3LAabx/FA/zvr1kOCGmAFQVgfOf+hEj8XAQ8aYsqDIuGK4cCV0fAqFSyFjE7wYFPnT/+qSM6NRIs2x39ka+/l1MGYU6qEm0GmvJKBtIPcNJdN7DTSUQ0uWJXtE7gyT6hHGEbrR/VcTKuxJQu0Ls9Bi+NCSIjEoqfhQT7U3ujjgPodHvcYoG5pXYBNTPexHE+zJ3qey71Ip0HAf1OsNlTOdC5QYY4yIlKMZ+aFo8mh2l89mojOiuiL0PfdGf2RBtNfBKcANqHIO1dr2QsNnN1r+9SsR2Wq3sQadIJCHJsdALYGQF1+JzkL6GTB1x44dlampNf7+/Se4UlPd9K1ZFnue2RTbTlKwlSQmam1UzBMkDP2Ii15xM63FR4EH2osgyg8k9GJ3QhYl87dAQQrUNILzVujjVUX9hO08xga4s1KJPvhL2FgKgYdg1HKdWXc1arcsBV4GlhldhyuEZSLcyd4X4J96yvJ3rQaYwVm5o1hRXkFFajlkuWB1eqf3GibUIwV7owMaglDiOIw3uv96Qv0CbEXVVx46JXELekF9iqqY36Dkuj8YVLWBhqR5+3qjDf3j7Wf25cuCEmqFVbD1IpJtn09Aya4c9f96A2uMMeV2fAeqLNd1G8+FEvBlqJXxBHrh96ezJ0A1emPJQJVbOhrS/wtV7teiCvskO+aT9r1noucwF/WJA+hNYAYwuLp61qL6+gvGjRnTMPyq0hfTao2fBhodWezGCyaOJDOefHmFIk8cDzsM0+vrODXJHt+qTMrnxFMc7QdXHNTdAUMqIOkaWPSKMZvtcR8/HyZUQ0cr1D4FOWsh3gsMAf8WbQQTsmYa6KEzmOkM9fd6tis6qwH8TUBZGlUj59KnVySNzf1o25qu6lYIe69HFB1wdTU4iyGrCQadBEvtHX8aX/ON7ki27+sJh5VQbXJrK6psCtDstxvYZMt0dhtdiXWfQ2AVqiXLUjQDH7mP9w9Az3kDnSS8F+w4oVrPEEINWLpm+gegBPtBl/eFysD2KFTpXI67H+qJPmiP6Qw0nF+HeqI+lBSDqIpbj6rdEnRl0xkomaagPq4XVXxD0OY1eXa/HkHVwRogGp55we8v//Xy5a8uj66YTwPt9KGFQTTTCqxjsPQnSA4T8FPviObhaJi/FlhlDNflU/SHVm206n4aeu2E9B9D1Rk2HBeRE4CHXgfnO2BeAddnkHgM1N4ORf/SpXSutPsYRD3nvfstiIwzcG8V9DVdfFo6E3whTINgA6zoBYuPKYL2aHZG+sl3D+v0Ww/Mew3jkEJEIkRknIhcsx7OWA05TRCfCtU+FQKHJcn4TVeooLObPGi4H2oduOUAP+tAFZmgGfdQu7wselagJ6HJIj/qU27s4T297L50JdSQPxoi1HLUWtjY7X2h5tO7YY+9cA06MaAYeMHWaGahkxtCKwJsRwnWg3q0Zaiq62efr0ZrOhtQC6QAnbmVZMcIoAT8V9tWEVvWVQEkQ845gQDFBFgxAEb3F5EoA60gfhwUk2DKyZVIUvwxzA/Cg31gS7rIjxzGmGW/FFmcBKeWQ84FmpL/rcAaRG5H/WD5F6y+DDIvgtKTYWecnsMEtCLAAKtFZC2Q0d1T98L0rZBaDDFDoaV3Z7nZNPZSNCYfVkVATSqU1TyOmN/h8rWS6RA2hKKPL/ZewzgksFO3h6ETPoahYqghCJvHgy8ZSrvEHYdlWZujlVAPJ/qjmf4mNEFV1FMSax9YQGd4nczemf69CNVOZx2BznwaQOekgO4I+afbuzwXUqgJ9jEVTVRt7jYpIDSttdyS5nWoCn0b9T791ha4Av3xOVAv90I7XiNK1o10WgvD0bA/FZ0pdTxaFbAcDZ2T7HOjgRwRKbPHPxZVslfYc/HMRpgwVUk3SuwJi6OGP3OZ+BAziJT2CKYVb2FTE7wRh7ZrfNmer63A42/A9mlaYfAwMBgl+XtK4L0HVIFMo4sP2tUzs7Pq9vKXRWTQajilDLx9oTC3k0x7UDTrgtDSB2oq4M3keRy7+z5O2n49f+tlj/lz2wzj0MKS6FD09xUi0Ua0m9wKYPsYJdiDTzIeAhxthBrCYWleYcProeiFUIpmqB88iCHa0Qs6DuWHnWgonN3De6eiynu2MebV/YxZi3qYXYvRQy0NE+w+H4sqy+4Jt0zUzyxAO/N3oD+iEOkF0NKwfLufXrudYXYbPpRQGu04rehNJgmd/z8QtSqWAz8xxnSISBwa5p8L3GLPwVB7Dt5Fm4Ovssm0zO/A6uthzEhwbhJxvGqEJYzFSwNO2txrGFIL326B4r/CrDHorKje6LTb41CCHmj3aQlwhTEmVBZXzQF6ZF2skFMroWYi7E7Ym2z3Ct1F5Hg4pwOu9cNbaZBdD/eX/JvYuH9z3lXhaapfH2xPjK4k6kF/owtQEt3WbQr6MkQ+l2T8Jmb5D7enOxy9MP+NfkGnoYR2oHCjpLQOqLKksWcKajd8Cuw22nl/nzDGrEfD567PBUWkGb3I+6N+5So6Q/wQMtE78XWo/fCEncRwrH09HiWRJvQmMBvNgDeiv4UmlIQbUPIdgp4fP1oK9gaahGo3navQNonIa2hdZyY6GSIXVZRzgE0GxiIy7QUY/yzkPgBVqVAtiYnDv+3fTUbTXTzHlbKe/hGwYwBkLob7Lo2lKtvHqwOFoKM/nFkHq6yn0ohOMLirC5keMKx6vxr9nuaMgucS4E704su2x+xDn0N0pdbL4J0VsL4dJhTA7+sgtgr4Q5hMDz1ExPM4fGc0XLUS+pZA8/Ow6nV4H72hdyfRvaHkedi/l6ONUEP42j1Uq/TOQonpNbRG0Y+Gl/MPcBgPSjyzjDHF9rkSYIKISNdw3F74B33xd0EDSpano8S3kc6+riHFdSJ6U/oX6h2GlkkJ2QsXoraKBy0jGoeG+jvQ7lVb0JrUC9FzU4D+KCtQK2SN7RuwZ1686IKAJ6PKNdTXtdDu3wV9YdpTMOgcKCyHhig45mdgHoGFEQ2j30731N8adK533xz9JDPbWxyRHW3p25k8dTXFrQHK0gOkSjZttS00xSXAVB8sr9Dk4SNdzvkBoUtDmgvRG+Hjxpi19sWXgXu9EBGp31MZcOlLeiM7CVXyybB9J2y/zph/HsyNN4wDgJ3QMhQYex6cPAkmeaHVwPZJ4P0WpApsxZgDzXEcdhxthHo4k1IDUaX3N2PMFhG5DFVh40TkzS9Skhah9nxdpk9SipJUMp1+3KFAI6qoUtClTHzoXPwYlDBvtq+/CDzdzVt1oSVOHpTsQsuopKI3lGHoua9Ew6rQ5IZSOhcyPFFE3kETd+22Y9XpaC1rf5SMF6PlZ7OMMb8RkT6XwLOzIPYdGN4CCU7wtEPNX6B9RTDi/FpvZVu9w7hjjJ8JQQ9zqJEMZiUEyY7NYHCLk+KoaQQSc8D3Njg9MLZCiXDTwZw82yzlSvSCXQc8b/Zeu2t8GWxeA1lDYHNvqG6AzCRVqTPR71RQIg+T6SFCFxIdg0aMEYD3J9DHCVUB6HCBP0WFSgJHeY3vN5lQz0SV1iIRSUDD1Rmo2jqZveev7ws9EWoo05/NoSXUBnRJlio0lA4lTEahkxN6o6rwjR66V8WjofgM9Dgb7PtfRQl6OOqXzkUTWBPQ30YNeoyzUWV3GqpE+6HNqWPQH/c6+9w84BJU/Wn/WhHvevjs73DcDEjuAN6C3ZGQH8OW3O1URAWDAeNtqyTNMUSmuBJY4F8rgtuRRFVEHwrdQ8gMDKSmMQli5kBUHVxuLZB9deraC6IrPFyBkuL/AXO7f64cxq6GuETwZ8LgAMS3QGSuHouxn30oVPMbxpeHJdFjUBIdgVosbvRG7gciEyCrDJqjwR/RWQt+1PdX+EYSqojko+Hya3aGUyh0XoZmxaeIyPtfMMsKVJXdzN6EGlqmJAetxTxUaESz6r8yxvjtbKkUu/1tKFmewOez2IKqRofdzyiUJBejGf4Y4NtomLsLtTzy0a5VVwJJ1oddgobKBaiSnYmS9y7Rtak6UNIuA/qISIIxpqEFSqvglDEQsQ0CrdDaDBH3QG40xdHjCDgzcAdSTN/KNlevXv29KxwNkszHNGBMVUQy8cYHphhihkPLaVDhgbQ/aW+EAhF5YV99Tm0y42I0IVcM/L07Idrzc8E7ENMXGGT90ypVSp43wJUPBYXw69CsrDAOHpZEh6AJ1ePorFQJNaIJJUG3A9uz9Pv2uDrXRYP/gBrfo5VQv26cgX55oXWcCtGESzE6HTWIks5+CdWa4q3dnvOKSDU9Z/q/ChrQ7ytCRAJoEmggqg7vR9v4taL+aleMQkPyOtTiiEY9yBdsEm04eqw1KJmeiFYiLBGRc9FFAYegN6Bj7D68YYz5a5dtRKI3wdGoAhwDnCsir5wFOb+A1EyoDUD0eKi4BwrPh/fWwFUGk+jEBIcEm2VE28K2OHwx810DSE5McFRU1/MRP2IlvVz5FHl+zgutBSxc+yBE/gleR3vA5ojI02B6sVdW992Z9hylo5Mf3u7e2Ut0GZ0rgAmz4eVH4AcGTKW2m4r6Pwisg6bHIXjWQVoMYezx9SehN/SxqACIoHPJoKWoGNiBEmnlnshBpAYtfbILLP5n1PgebYQawtddNvUakBlK2th+mbPsa8WoOvsq2Fem/6sglAhKRldmHYc2cFlujGmwLQF3dw1lrb96GVq5kIl6pxuBp7okrEahRByBeqKr0ZtLCOegqqIGzbCeRuey2CF47Ng+VCk3ohfR+e9DnxR49lw40w2SAEVOuPM9+A6016bgCg4h2r2WnWlLCJpyR3RrS8b4KLfrfGmq7sBBjbjYiSHF8Uv+4L6d+2LPZuZWY8wHIo9Ew4I7YeB0qBFIXgOmCHYeA7nfgvvXwpUNkHV1HoWXvCnnyfm8HQMU7tRyrLHoTeLtx2Dmw3BWOQwSiH0J/Iuh9nL47CytiPjy+IZ0pLIEmo9GSpNRbzQaDeN3o30eFqEVIIX7jQCNOWKlT18FRxuhHpayKWNMFZ9vOn0oUQKMEBG37fp0KNCIEtfNaJj+Fqq+htrXM/m8xXCxfW8t2ht2E5r9r4A9RdJD0Cz+GahX+jcgWUTOQ0MzN7q891z73rPQgvquyzBHoqVS7xtjKkRkDqoukoA/vAivvKiZ8k1vw59v1YvsZKBmFf6OVdRtRdVzA8GOLEr/vK5X4rhz4nCQTAMpQDy1Lg8m/hUuGX02M2/XefU3/ggu2wHbc2FrJMSOhUAWlDpgcDP8cjg4Fuaw3VfAjuN+y+3iILh4Mu9m/Bme7QPrduoEgQXAyNchKwKcc6BsI7RfBNsu1skJJXxZ2EYdfmgyUOb+L+pIZRN9fdEIaCLqh6bRWYK3Cq2Y+QQo3m+ZU084QqVPXwVHG6E2o5L+CzqsH/UoRe2LLD6v5r4s4lA1uRm43xizWkROAyaJSJp9fXfozSJimyczDzs9E/WMP+sy5jEoYfZHfwt/R62DqWiUsAgl5I+tPVCNel2jut0seqOkOldEUlGSikSbiM8C/getRNhox5tGp1WSBvi/A0vugF510GchJN1fn0g0JTSjjFYPxFHvKCMvFrTp9OW80D+dHcnX8PfYEjpaGymNgdwcGPQJ9BkAvmhYmueguF8kMQ0eHBGPc+Hg13i3pRXkafCdrqHmjcDZT0LrBcAO8J8Gu6YrKXylMNML00shZjtk50Lx4E5ynsZ/EFnYGXZZKIH2Q730/uj3l4x+TdVoyd5sNHL6xi2IeFQRqv0Cjtoas4NACUpu+2qSclAQkbFoIXoQ9QJX25dCCbBh9jHUdSoSbQKyG1V+mSi5vdlt6FGosvSgiv3H9t8L0NC9DV0EMGQjRKCJq0jUGws1yO6H3gzrUTIdjtomHjR5dJzdl0a0uiIdvdGch66u+uaTMH4tpHqhfjJkjaPIbCSFWOolxuHAh0hJMN7ksd0xg9MfMDDpPn7hTKIyEEuzGUl79GryvA1kuKH8eGiMg+Y28LuyEdNKe5ShKGYVC5KnwPYbYNUm9YzvREvKvHPhtUIY+n2Iv6lz1tiXCjNFJAk4dSWcvhtak7Rrdsi2Oeqz1bYsLp/Oxub5aEIzEa1V9qAVEIVoqd5StKnQN45Eu+KoItT/FlhP9q6vOo7NQH8bLYvaBtzH3ln8EKEOto+h185Dw+2Zdj92Ayu6hlzW7zqDzgX/DGoJvGmM2aN0uyESJYVG4DQRmYeqkwzUe73L7stbwO9RO+JuVNX8E/XW2tAMb3/U4nnwKchvhdZ10McBgXKI8vEc0dwrSQ4HiW4vjSYWnz/WkRKcGXyQnx7fny1mGn9xpFPt3EF/8yIXmDaaYqDcDzFOcAUhyZ9NXmtvimJaKfZsZ7FJgJaToPQZGFbbueRLhD13Gbvgg3vg6bsPNjztPK+ZqM88AaADtk+G5vgu0QNHWbba/s7S6FSf/VA1GkoSt6NcEYd+f2Xo970c2PhNJ9GuCBPqUQrrb05DM+cLgZd6+OHWoT/2AlRR1YpIP5S4PgV+hKra11HvLjS2oF2opqL2RDF6YTz1BbsVUtyz0RKqcWg1Q8hLE7Qp9oO2HG0VSp5RKHmF1vjKQQm8FHjSwGvzIacN4jugYza4k1jWcQt3OZ8NXhWsCQ5w9HPvdP0i4gkear3YNSiwzFzJ/5lqohzFxJl4Svk5f3K2cUVwPuf4IbkKYooTqBnZjy0TSv6fvfMOk7K82vjveafszPZeYIGld5G+S1ERRWPEEruxoEZjYhI1TfOJDeNnjBqNSUxib4l+tiigAlJUyuzSpXcWlmV7b9Of74/zjjusu5SI7oJzX9deCztvm3a/5znnPvdhr+8ABUqTwT1stW6HYVnQpOEfSNqjwnx9tiHSqmMmU1OKdy7SceZDovdPxsvr0ilGHR3BlDDl0EqgfWgtvLUgZF+BXGs35H13I2qJNcCWCIm2jwihdkGYy8XbEOJ5G1jUnoA9zL1/LNLlFZIB1SBfkhzgMVpHP6OU6o/kNG9Avvi3IcRaz5ER8hFdj+Rnz0PSBqFx3UuBJ8Lc8FPMv7cgBbJ48zy7kajWD9zyJmQ6xYvUvxxqPZByDVRmsTL4JCvjevrw1MUkph9wuy1lgV9xMW+oEhyqmioMavHQAw9J3Mx7/mUM3g4DdkO59ec8aXxMqtrDGiOFWP8tbPOMYLXlbPC8C3c9IUqEZvO69iPqh6MuIpo3piEIkQ4wj/UhsCQ0oQGo6uxqtdke3Dfspwet7chliFVjofn/nsh7GoOQaCgSjZDoUSBCqF0MSqk+tOYy/6q1buu+3xZvI1FEKUJwmciXejrS9fQy4jzlUErdhkRQAxCSe1HLEEEXHdsJhiMUoYbGrvwVIWoPkjd+Wh86svk85IupEALdjxD/WiR6XgXceCf0uhVUHdSVQ/A8CIyFxl/DthGw5ByYsbe2NnW5zWbsNApVVrCOg8QCCo0PjaGb8Ab7sNsL5UXQlAGkWphri6PWfRE17tPAMhF29ZH8X/oAePAc2DJfbj4VyITUo7JtNAs0oxAi7YHkjt8GlobJ0VrxLVarzWvrwaHL99CwwtC04U+Qm1ohssIYjbiFxSDv5XpaQFQcIQAAIABJREFUI9HjpVL5TiBCqF0ISqlc4FrkS360bY5FSKXeh3zBNyBL/iJkkF0iUhQajLzf9Qj5huY/hSYXHE30EYpQLeYxM5CUQgMwV2v9pQesKZq/GilAldI6g2oF0jzgRFIAzWWw6s8wJBZip4M3BdzPwsuzYeJsuOQZ6BeAgM/n07HWf1mK6WlJC1ZQbT5tJw5/Bl9U78IeC69MALcVDlpepSRqKN6WYVDTDZx95Majy0H7IToDJg6EJdulC6ptQ8RXYC6V85AcaRoS3b0CrOys6M3UGoeTZw6tLdG1SO59IUKgB5D3ayBCotcjNxgPh0aiERL9LxEh1C4AM6q4CBHWb0dMmL8y96gDhMY/j6W14GMgX/TvI/rP3sgXawEi1N9N6/iTY4EDIdU7kaVhLbJcDi0bQ8/HAvwCIR834u4/Gqn4j0DI2Etru2tBLdxXC1v/DoPNRO6tSLTtDoIjBgLXgeen/uXGVgbHpKJQ2CjHG0wjvywHXXsfMz0wOg0et8GOQCP6oI2gbTFE94fU9eDTYDkA1W8KiQTfBz3oCGYnZsX7NMQIJh6J7N6FgBWMGcBMpUSw/01a+ZkphkwOJdCQqXgQuYkuw2zfDBn8mJ+vAYjPwihaSXQDEoluipDo8UGEUDsZpsTpJkRq9Dnwpu54bHV7yEJyrdUIGfdCviR3IFFgAVKVTUI0puvN7bd11AN/GGQjEq1qWgfd7URI1ms+nzTz+VyLEPvzSIfVlciS8nwkot2JRNXzaNXJupG8qzJ/moGaXAjcC54xkFoNARtb/X0sFmswEKCbYViSgvbkUnp3v4x3Wgp521eE1Q9/LK3g/Bl/J5HVMHMYnF0MFILnA9Ae4H5YO6hV5fAVmML1s5AcswNp2Z0H7AA9BpgFgTqoK4XoVHDMUor7jhepmoXJHFrJsw+SkwZ5/Xcjngy7gX3h6QallKGUGoh0g41Eik4REv2GESHUToQpgr8NiTLe0Fp/+l8cZiCtTlOjkWr6SMSk+j2t9QElRZFxyBJ/ARIxzmv/cB1e6wgkivaY+z6BfDE/BX6NdFf1R8ZSJyB5u4OIo9VfkNztSlqdrbIQnefDCFG0mNcfRMi2F0KqPgP+Pg7u8IN/BUTFATGG4a+2Wq12j4f99IzaT6peyuboUXj82fwi38UPS4BrM7S+7Xyl7n4dRqWCdzE0NIPxW9gyUgi/Vb6k1NgmuLECBq8GYxK0LBPi2mteuxtJp0yH6y6XsUWV8WCpg7vWwZSvNULaJNBTaCXQbFq7B0uQ3PNu2va9t+5vIIqPMUgkGofc6MJJNNzIJ4LjjAihdhJM8vkJQhpPa63bG9h3pGMoZAlvRb7oXqQg9W7IL9R0XJqIyJSeQYhVIzmzoz3PGUiEGYosb0UI8PdI1BlAdJfLkaX/GeY1bUHGTw9Buq5WIqmJIQhR9TaffxlyQxiFRK1xCOk+Afg/hMEPgn00WOLAOhyCAZ+vMsdqTd8G7KDGtoQyAmj9A2IDSbzbx0WyG9J736Ku/Mlf4DYHJM+D4G6IHgk71kD2Coh7DxasVOqegdB/BJzVAHY32OygUiDQE/L3yxJ5LNK80Ag0TkJlzGBDcg6NRjlpnn+xJ/pDphzk6wn2rUgB0YOQ+DyEPPd01PceRqKjzdcvngiJdhoihNoJUEpNQqRLFciYkrL/8lCDkCV4PFLIuhupNGvzPAqRUSUiDlLlSqmRyBf0iDIpc/9LEHnRF0ja4Bzz4XkIuZ6KRKIDzevwI8WfeiS6akGKWIlIZT/J/Hu1ud/nCFnnIERajLgPFWJqNX8LV9fADS+CZTjo/uCtg5Rkv19vA/UJtdiVg3OVPRAVbLIlU5MJT8Sm02gchD/tAet+UC0ytjRpEYyqg8ZaKK4TcicLRnrBEQv+DAh0lzbRmjvAkgm23pAZJST3f7+HUZNZk1xPst9Ndnk2zZaH+MspQTLtH/P9UPHtmKG1blJKPYiY3HSohTVJtC+tkWg8ciPaiBSWNrWrNojgG0eEUL9lmGbWlyMi8ueOwnO1vWOkI8vv0QghrQYWaK3bdt9MQyKrHcABMyfYHRH6H+kcNkSrOhpJFcxBWled5rXPN3WwUQgJLjGv6RdIhLQHIdXQbPuFCHHuRm4kmea/f4iQ7EYkErwDs1U1dGOoUuq0P0Ntf0hbDfoecHwPWQ8vBuJUkHOiupNgi7I6Gxqa9pIaBT+2z+LxllhqvR8SiKqBqEk4igfS03GQROvTfP8LeHM/bM0E0rPEuLq2GfxVELcPclZCTgY46+CAH7yTIDkeJo6CuCjKD7SQnWDDH9VAXLMPq+16Xhn4Md+/5+jexfahtT7Y3t/Nm1t4JJpAK4muATZGSLTzESHUbxmm1d5jQPGxduSYX6rLENlRyCrvk/b0k6Y5ysUI2fYAAlrreqXUb5Al+uHOE4Pkdvsi+spPEaJMQHJ5VeZxQaKjTMRScByyVF+GLO8PIkqDt5A8aQpC5iORKPY8ZHn7LiL1SUTI4Qe0etXyHOQth6ibwHsHWJcBryJsPRqCU3FYoqKH4W7QRNMQ/Qq/rof6hr5UpM4lLVhCeXASRmMeY2OiSWg4i2L70/y8FrZOBb0Ytj36KlxlQFIzNFSCba8UwCYdBN9ssPQF1oPDA7F/hfgKKjbY+TzKQ7YzyHDDgr9+KovrjmeV33y/Q5HoSPP18SHqjNVESLTLIUKonQB9jMPlwvbT8h1jKaL7bHfZbkawP0Iix1eRyKbFPMZh9ZZmlf7nCPk9ixRCZtBqZh2LRKhTlEwDvZTWsdS7kALVatNo+zok77oGMSGpQrSyOUgOtQRJG7yP5GM30JqD3GFez7AzIXmMKAnqU8HqBLsNbA7w7SQjOEzHR5/asF/tiBqh/hlzu9qqx8RQt6H0Y2KTN1Nu60+iewx2ZcHnd1AZs4UUA2LqYOYGGNiitfVzlGoBZsXKE7TnwIAgOF3Q8InkXy1R0HA67N8DaQb0zKFl92B27o9ipx+52XztkTcmifZBItHRCIn6OTQSPaoGhAi+fUQI9cTD24ebo2TKsH6CFJ5CRtKbO9q+zb69kcjUQBoLdiulpiPOUusQp6ggsuT8HkK6QSQfuhj4g9Z6t3mseMSYegVwF60Va5u57YMIyfZCotpiJK0wACHnIvO5/G4HxP4WtA0a3oOs1cD54B0OJVdycdIi9jkzApcFGo2pNgM7Pl+tFcrTXscRuAIddTa9fNVU2p3UKDs26ytctxWsARhaSojAWw2NfwNM0lBXB3UWaQCwpGJtBmvSfnzp60Ffh5GYhE8j0X4CX6M//zAkGh6JRkj0BECEUE8wHIFMFRJNZgFP6WOYWR9WwPIATwMtSqmfIN1OboQ4eyLRKQiJLkWW7tOA/wuRqYkzkHzrWCQdEIMUzh5DJocGlFIHkQ6uoUi0Og+RdO3SWgeVUr8Cph0Az8NwMAcSNegLoaYntFihyEr/xCi2aB30BBoaAi0xMSo+Kmonfv8HieVeR+lKcoNj0f5uFMYUkqbe4scbFnHzRtNI6VDXJyHVCg98/gkMWw/OLWCpQdEbS3waQSZj9VuI827BGzcC32lOGGORm8Hjx9KfLwbZLTdD+RiYp+GZfTC7BLn5vQtsiJDoiYcIoZ5c+B6Sa3tbH+MMJDOd8HegRWvdoJT6AfAzJA/6IlJ1H0wrCb2DdEr9HSHDRaFjmWYcP0JE85mIGL0KmKm1fs3cRiFR2EEkLzwXUQNkAflKqRlI6iEINC6F5qWw7mb4dCpcv07IPTGLKkclNqMOarWO3+xwOKY2N88mKirFsNn6RBU0XVFYwD0a7Ba4vgZu2Y+w6Vddn5Qa64GLayB5NxhzwdMCjUOwxU/HY0zBquuJ1RU43XZa7OuwKS8+VQJVl8NVdqW2HA2pCpkyC6yNsN0GWR54IQvcf9I6e9mxvG8RdC18KyNHIvjmoWTY3oVIZ9SiI2zeLrTW5SaZdkdaVj9CdK5vIfKpZGQJfx+S47wFyc2uNQnZoZQ6DxmjMtDc3opoN/+MeKKGkI6Q2hKERJtp9Ug9FZiJFKoqEcXAx8DfnoMDV0HwgLQmJZ7J4u0tRDc2E+WG5D1ut70gOvpnKBUkLS0mBR5ZCrv2QFkdvLoRdBWSfqgC7qtEWeuUerFOqbV74JNFkH4b2J4EawVEx4BdgWUwSq3GqvbgtvgoTu6DzZdCgj8DnK9D9o+hxwfwW/NGcSTMAF8jbE6E8evglDWQug+yr/pv3rcIug4iEepJACUD+m5CXPBfO1xa4CiOlYhEhk1ITrTF/PvbiE/AZ0hk+SMk8lwBOJVSZyERciwSmdqR9EGoRfLPba4rZIpdiBDuACQfOYzW2UR7EEOP/yCf1WsBywIILhCnq4cgPxGy34MxPaBoTGNj9MbLLitoWrz47TN9Pj8xMbVTmpr4i1z7mv5gFCNuS4kXwy/3w8RqUG5Id0rBy6gGHBCcAv5TIMZAazdW3RsjYCWmJYPaaBteWzKG2weBH0Hhx5DwquSMf6eUeu/wK4SqU2BdHPjsENsMCS2cAC7+ERwZEUI9wWEad/wUkdMck59nO8dyIMv8aOCxkLmGiUKEID2INeBAxIDlCoQAMxEvgTRkOd6CGJ+kITaEbaVag5A8bB8kSv0QGYedbO5TjrRwjkA6veqRYlYpMt7lffOxZOHc+5vgfi8w6KWXcCYmJmK320lMTBxqtVofqKurcyO54MlIMa3iehhRAtFlEN0DrCWg4kH/Afz9wJ0MKgjOzwkEK8gI9sMTCAI2rEEbPksi/pZdEDgL+l8CtoPQbIH+b8OdSqkvW3/DXt9E4EqYnQSZGnLWQ1pIddGlXPwj+O8QIdQTGOby8iaEgP7UhgCP9VgGsoTvjnRvtZV2haz7spEi1DKknfRehOxeQyaZTkPynruQ5ftGwjSlYecaiBDwZKTt9EaEiGMQhcIGRF2wETFYWW1OAbgGIfXNSBrBgpBRnLltD2BwbGxs0y233BJjt9uZP/+L5CVLFrjBYgPDDbUJ4N6WDJn7wAiAdR8oO2AHnxMs94MtCQIGaIOgxU7zphj6xPehOi2a5qAFv9+KLuwOgw2J2Ju6w543IWswzJklUrWZSqkCxJf2FEQXbIFV/4QHvg+GQUf53AhOSEQI9cTGBUjr6Rta6/+65dEk5quRavvrHZhah6z7piNk+aaZN12FEMJV5uNOJO9Zhny+Vrajfe2BRMEWhDTHm9smIQSzGonWWoBf6dax16H86kaTXB9CdK4/Q+z1ipFW0pYDBw4ceP311zMzMoZ12749zq5UeovW7iZI8EMwAwLOPfh0HNj94E2D0lMg1QKqEby9IbCccbHLud6w0FtbKclJ571lU1nXiJDfm8CvraCLQNVC/VjYZ4O4B2HILJFfnWu+XjcjaY1PgJe1nlWhFPm0cfH/Jq3/Ivh2EClKnaAwRfXnIYYknx1h8yNhGhIpztNaL+1gm2iErIKIX6tPKRWHyKJGInIqp/lTiJCiB8mxtsUgJMf6A/O4Scgy3IFErecjUWpBG5+D/kgkusY8dwrSNXYqcjO4CYmwVwObd+zYsaWkJIN+/e6kb98LExyOsV7IrgSrD4Kpz0B8EujRsPUcWPAXqFwNqj+4c8jzu3gIG+n+OBrLMunR/Cwzx/2HCy3AfWj9SiNUfAoV68SwusktzymUC/WZr5U2/9aISMzMEdys0prbtOY883eETE8CRCLUExdDkKLNv79mEWosQmyrkLxkRzgfKTj9S2tdoZQajCzTmxAVQBnSh1+D6ElD1f1Dol0l01YvQ1QEqUiEOQfxHQ0iy/9HkFzqi+Y+diSqvQ4h1csREgYhrGSEyH3AfOBmrbVHKXVGRUXdGTU1T1qbmwsJBPZlQpQBBCDev5KapvugcSYYKTB4oxDfu1kw7CFmTPLS7G7BUlGMxQ8+H9i9P+DNanBuRqmr5kB6NET5oX4cbHLI0j/hU3kNnjJfg88RiVkisuS/BCnavXaUb1EEJxAihHri4l9A1NcZvWFaCM5A2j9f7oiYlVLjkUi0CPhCKXUJEtWWICQK0uLqBP6NkEUskBm6PtP79TQkTXEhrY5T/4OQZAzwApJvfAyJRO9QSoUmkhpIaqAUWSIvpnUm0i+Qm0siQmAWpdQ5wJS6um4HLZb3s6HcsFqdRlxcdHpDg6UBhu6HZXcvgyvOlXNVAoPngf8xqIehTU5KPCl444Zj8/gIujdT4y6h7hTgISBmIfx7Jpy/FdIbILoFrC/AwD8KoQ4GZmmtQzepRuAvpulz7TG/WRGcEIgQ6gkKk/z+604apVQG0qJahagD2iVmpVQ3pKq+EyGd25Cl62dI5KWQPvzBSDT6uKk0qFFK1ZnG1KcjEbVG8qweJA+7ASHIh5F8qQ9ZtschkWsuUIeQ5CpkSf13rfVK89qmIRHfEoTMr0XSCY/yZfrhpSqtU1Ls9qSYYLAFv99nQG4dnPUrrZfOUUqVIrOVvOZ5fwDgZKdKITFhEJZKjc0dxOt00tjPydKKFrnmN57S+sASpdY2wOOfw5B/QzAfiivkpXsPmN329dRabz/a9yiCEw9HRaiBQGC7y+X6yt/z8vKORsQcQReDmX/8BbLEfrqj+VWmjOpWWqecTkdI7xmt9RfmNjchjlINwAOmm1ZoMOAkZGleizQbDEaKaOUIufZGprLaEa+ABiQNsA4p6niQZfIYxErQD2wwi2gXIrrX1Yg8617zOGOQqQRDgAFQVREMxm+Pje1+RV3dXmW3O5g2bdje99+/ZQ6AOfU1FdHehgpq3WP5p8XPH3QZ9Qma6pQ6ou0Qa3mUx+23wqc2Uw51plxrHZIuyEcaFmoRa8ZjchOL4MRHJEL9jsHMR96GKdPpqN/fJK1rkWh0HxIJbgNe0lrXmttMQPxMaxG/02ql1K2IPtSCpARWISRzJ6IGUIiAPxohVS+yhH4eyYXOAmZrrYvNS3lOKbUYSQdYETerZiQSPYh0WV2PFLSWICR9DpJCKAB2wd7pTqe/7KqrLs00DIO1azdMdjj++KnH86tmsDRBvR3WjoUCBzxtQPHnvyO///Pck1bMNRl2elr6U9wyk6cPTmNZFDCrXqkHEiTFMB0h8o3mdQWRKPqYfW4jOPFxtIT6WuhLFMEJjzMQ+7x/tmNI3Xa7M5HcZTdkCbsgbBpAFkKmzQgZjkGE+XYkh+hBxP7jzd/FSEvqOUgUmI2I+ueb16KVUlMQQmqrWggg1f81iF1gqCngCyRlUYlEwJcinVarEY1qJpKucBcVFd12xRVXTN6yJeaODz9cZ8THLzitouLZDXBTJuyJgR0eWG6BCakQv/4LXuiVw3LPOSx3nwb2ePAOle9L9QbwPykGMuuRCLUYibwTgOfDxfwRfLdwVIRqsVh+P27cuB3f9MVE8K1gIVCote7w/TT9VH+D5BQ/RUhiX9jjKcgSOwuRbYWkUzVIwWgvsqwfiUSpbyC6zUFIXjTN/HcZcJ9Jpk6kI2p1OzfvUUhEewZShCpFiNyGRImpSErAjhSnHkEKYBciUezDWuv8VatWrfjoo8zbUlLOsDU0VCjo0w/W2cGnYG40+LxwRS34funihYX/BN8EiC0BfyMEHMDT0DQf+mZILvgfWut1Sqn7ESJ/SB+D41QEJx8iS/7vGMy83uHINERObqSH/k0g0ywA5SBL6lDUuQFZ2q9BClR7EbIbbB7DBjyrtXaZxx6MEGO6ebo/aa3LzX9PREgq3LVKIfrS0PSARvM8f0eKWPcg0q1mxC/gHqTb6w7zOjcB9wP7lVLZQKbV+vKWoUMrR7jdhcCUaAlmZysJjC8xINkDiWoHFKbDP6zwlwTovQfcj0FzBcSdCbU3w4YXhUx7IITfhBi4RPAdRoRQI/gSpjzqakQnuR6JQB/DNA9FltZBhMCeBl4Mn6hpdjJdgBSLDiI52pKwUwwyfyciUeucsP3OBHZqrfeZed5cpJV1EFJg2gv82iwixSBa1Fwkv7sAyb/+EMhDPtc7EEK9EZFdAeD3v2mtrR2Ez5cEVCpYpuUpTUVSvOOAwHwgZihMmAu/WgqvfgG2TGj4PZSMlOO/YF5HSClRhUTKja2vB2M5tBvq5YiA/+RGhFAjCFXzr0Yiz93IUjwVIYF15u99SHR5DyJjeja8iq2USkIcqPohaYA325BtIkLQ/ZFq/gth+5+KkN7HSqmLkOV6DDLMLwUhq59rrdeYHWI/orV9dTlSYR+OsGG0DVomQe/h0CcWinfA7HfEDLsUXu7h9299b4B7ZVYNv6SYocrKpXiJCgaJUbA3ExZ/hoSuD50PZ2fD3msh8wEot4ui4GUlUXloztY/aPVUKJTnG/I8bWoBZ7H0DjBLKe6LkOrJiwihRgDSaz4UiRg/Qpbe7nChvzkF9XZEutSeJOhShORe1FoXtHOOgYgsyQ+836ZwcwmSG70aiYbXIxHmFUhqYRtwmpmr7ItEyAHzOkNjqx3A3N4QF4Rzo8GaBvt/DNVpEs1OAGL3k1l1c3GMZw+aJjTdyCSZeN8BUizNNOtmHg7Af36C3EQsQNQB+PQRSH5EhPrF5gtycS847VHQF8GDF0KPOOnyMsmy+WbYnwB7e0L/XdCv1HyuM1q3ieBkQ4RQIwDJlX4UNsKkpZ1tQoT51w5crd5E5E5l7TwGkletREi5Iczo5BqkeFSCkFglMlfppwih2ZDl/KUIeb6HyKGuRITzPsSE5APg2WfglaehvDfULoPezdDzdkhKhrR5sPU5OK+IpoRoLC1JRowzz15BrPeP/tXBYu/3Gd14OxvKkTRDf0wzE/ParcjSvVgpNaoXXHs79L1CSLQoHXoNgxu3KLV6KKTC2mlQ1gQZpZBVbb4GEc/TkxwRQo2AI8l8zGX2GcjI6o0dHKMBWcq3t78DSSfUIj37ExDSTEaUBEGkE8uDLON7IrrOrUg+dh+SinhZa31AKXWjeaw0xBbvc8RxK1iqVDLg6Q7RE6BpICSvAttc6LkB0ivAMha80wkE5kQbTInrw+KKsqi6YLDlCxb5wJMPbAbHBLCfBz2mwjUF8HwN7M5RSu0GZkyDrJ/CtlKgHHpFQ/2nkOYS4+sC8OyByXUQEyq6QcTz9KRHhFAjOCzMqv/1CBF0aJ5iVuSTkCV66Cc0UyoLIdR6pKvKh+QiFyAV8sXAS+b+v0McqpYgulYFvA3MNwf7pSOEbEPI9BB9bDrsjIUBRWAbBFtc0HMXOM8Fy3VgqwN3PHgdEPOzxNgmj4+YeQGrUUJ8TCXj/JD3CdxTCAt7wt122BMHf54IyX7oG4DdAwDvA9C4DZL2Q/ZGsKwEZyXEzAD3+/AQ5GYhTQoJ5vOOeJ5+BxAh1Ag6hEmSNyIR5HPt9fubs6wuoHXsSQgtiISqEilUWRGN6CKEAAvNAlQ2UsBqUko1IzrZbkiRx454A3wUdtzzESJdj+hjD8lHroS3vXDNfLDOhZEXgeM2MCrA3wJeU7cV54ZAYUkOD1vuoJmZZJBJDjMsfkbfeyu/jT6TT6NdRKvHGNhYTJkBB2LBfQViqv3QJjhtO2R9Bv4mcE8B/ySiovrQr+dQhix7g/+s+oCL30QKZRHP0+8IIoQaQYcwBfdvAbFa66oONvMgEdgOhEDNVTD9keV9PyQyWw/cGsq/mtKo04AvwtpfRyH9/05aUwALQycyo+WxiN7z9ZCptkn8A819L3dCMBm8Y6H55xCshiQ3+JKhySbqgWA0+P4e+KGtIVAZ9KlYIy6qL9GeRjWC9f0+44zgINZV9qY+6QUavbcyqLyQzQpKkqHPKXDNe+dTaMliL6ey/+Aj7CtOIXb0WmIdhaRVdKPEfw8PT2oipvtCpt0eIdHvDiKEGsFhobUuPMLj25G2UExd5iQkqk1C5FdvIA5Oq9sUszKRyHeRadZyNUKo+5BC0Axgr9a6Omyf75n7PKm1rjWlWBOQpoBMRCkwqAU2F8PvimHnb+GLEqhPAFUNiVbQPtiVCdmLybHY2KO82o0j4CQef5SiJvgFI4O1VKY5SGxMwtbwE+qi7sJpQHwQ+sfCCu0j2lPK5fUbGRubxkVD95Fu1FHptlFh8ZNpT4emW3kmbSHTZnAyVPXFN3cGYZraoxmZ/V3DSUuoy5cvH2oYxgzzv2V5eXmPhx5zuVwjkS8wWuuiCRMmPP11z+dyuaYi1Wby8vJ+83WPZx7zMfOfi/Ly8uYdj2N+EzCtAKciono7InP6FyKs74nIm7aG76O13q+Uuhup9N9qbvMfJK+aBPQC3g07R4p5/GVAL6XUDxHtqTLPtxsR9m9HuqWagd/sh5YM0E3gqYfkMlApkFQM9gz26ijs7hrDcGbqaGwErWXE+1PZpP1U2b1UO3YS51vMwVToF4QWDWVBuLwYBmkvHudetge2E5VYhFt5qYny0mIPEldfj7MlmWXdYOkpMgzhBIaQ6ax68PqgJkW0wbNQ6r4IqR6Kk5ZQDcPojzgTgXyZvyRUpdQQrfWvzX+vRrp+vi4mhJ3vuBBq2PF8iAt+l0HYMvsshNj8wEpgUZtJn6HuqO1t9o9HbmojETH8y6GuKlNVALA2bJfLkOjIj/ir1iGvSR3iWrXD/Ps8hEzvB059Fbb+AQY2QIYH7KngjQe1Fwr/xmspd3BDnC9oI8oaTx0JVBFvTeR+u5Pm3ZXEpbzKrqxSAgp27YFzbVAbAJ8Bi5pgVzx4orcRdKTSqL3EEkVccxLxFTb2J+wlOgA9Twb/0xlA3Tbo1gg9zmyNuGdwMkTfxxEnLaFG8M3AFPiPRSLSbEQqNRf4TGtd384ug4GDocdMIh6L6EijkCh0YZtGgVHIdIA6sx32bHP7UiQaXQZs0loHTQnVePNaqhCN6tOIWcnBj6C6CdzXgqUf+GqhZDY8fw9M+xVWa5DEmEpm6QJ/uhpq38zd3vt5hpXWh6BHI1U2BcF0OHAeNY6P2JFeRamCllIPGQoGN0Av6+uUeJ/gnwGD5PgGjChFXYrBqY9nAAAgAElEQVSN2uiXOb0Sev3zOL78nYXewIFm6BctngUQ0dS2iwihRnBUMCPK0xA9ahxiWfcKsMp06G9vHxtSlPrc/H8CsiwfgVT8X9Fal7bZJwmJeIsRHwEnrS2dP2snp/sSokmdiRScliBdU3uRqQDez6DiM+ms2gr8WWu9/D/qorwP+WVqI9WBBPbU9rbUByv8jpQ3bVbK/Mqo1dpZCzoO6npBTC00DaK8ehXZqb05I72UIZZyetRBnx0u/vb6o9Sdfhl6Yg9sifvo43yerEA+pZ+C2iUB9AmNvUFIbQFnity0IKKpbRcRQo3gsFBKdUeW9eOQz8tGpPK+/SiGA/ZF9KLblFK5SCupDXGMWtTGCyAaiVyvRSJUD9Knvx4pcq3soECmEJOUZoSoHUh0+xHwIZJ+6YEUux7QEINSf3uH1ycNoNK2nirDS32wJLDGUk0lW7WNgFIExYdg/V0QNxhiE6ABimrvxRMboMyWzqTEcuoPwuv/gFmvfgBzP6D+D8BwWDAHSWV4gd+bBtnzOpqM0P7r3qWMVV52w6OxEBUrr3MCEU1tu1CH+064XK6QmfBsJMQ/YaC17oHk1ECWjnPCHu6ttZ4IoJSq4vjYrg3XWo8wj/n6cTgeWutrzH9uUkqtPx7HPBoEg0HWr1+fuHTp0qyioqJ4q9UaHDZsWMWUKVNKu3Xr9r95eXnrjuY4SqnzkREmGxDHqN1IVFpmPq6QCHYS0jllQ4pRJcBtWutmpVRoQup9WuuKsGPbzH2uR1pXnYiZyj1It9Vk5CaQiqQKrtfgCMKsA+CczhPjolhn3UCJzY9X20Eb1gxD2wdjsTxFS0tLtd/vL6gC5waIOwi9YqDuLQimQtX94E+RAlq2eb1zEDJ/BCmqbQd+aV57LmKHOA9YHG4a0/7rFjJW8TVCvRdSLAiBdZqxyt+UuqYn3D0FymMl0v9OVfkLCgr6B4PBHQCGYQwYP378zva2O6oIVWt9wfG8uE5AQhg5HQKtdQrST37c0NG5vgaGaa2HHedjfgVer5fNmzezevVqqquriY2N5ZJLLmHEiBE4nc6BAEqpVxEHqsPCJMsqpKDWHxk1vcTMe8YjFfuJSEOAGxHMr0dmO31okmkcclNcGSJTU1FwGlIETDcfj0K6q27VWheZ241FGgQUkl4Y/Du4owoGBCDRzXtGEak46amDZChF7/qUnuO1z/dcotWaypAhQ8o+/PDDETdD9A1QORzW9ocDG6H3JuieKFH675FI9AJEWVAPNMKZsfCTkTBgSU+C2x9hZmAMH/beDme9CmuUUs8Dy9tE6FZE9pUDBfeCyoBKC6ggTFsugxM6rwj0M0mrLAN+caQbwncZkSV/BDQ0NLB27VrWr1+P2+0mKyuL6dOnM3DgQCwWyzEfz9SHXosUhnYhudZKYKhSaiKyNDcQ8f5HwFqttVcpdRpCgKHq/tnIZ3S+UmoMQp4DkHxoM2J4bUfypr/QWh80ifwKZMy1GyH0icDU5RB9MViHQOBcWvwP8GO7E4vaRXfcpMTt2VNZ161bczA5Od6w2+2Dk5KSCnfW1NjnQuYtkOCA7JHQtA6cs+EDM+Wx1lw9jAUuggmj4d5o6PZFOjtTe+M97Ql+570X47PJzLH1h1wPxM2Bi8z9fObz6MGX38eoPtB8EHo2QFLIH6Gzi0BZQFWETA+PoyXUN44wfyiCExBbtmyJX7RoUe9du3Zlaa1Vnz59Ss8555y9w4cPrzUMAwCtNebgveQjHc8kszzELs8C/B+y3J+IRJSJiCpgIRKhlbY5hAsh3oNKqVhE1+tDls5xSMQ7D0kTjEJIaCMiLxtgTmC9ECEoRWt0ug5o+R+4NgVik8GXwFprEW/pJ3hQgVVLzatRVVRcF7Tbm4xTThnMzX371toef9z2LgT+BPbpkDUOmgth58VQF0qWmZFmgVJqDfzoVqgx4MAQCxBEeaDK+ihXjtvHnE0HoEmLVWJPpFGhBinaLUYuohBO8Ytclrqw16azi0DdENPwCA6DoyJUu93+8ujRoxd80xcTwTePMNu8s5D84m4kglyyevXqdiegrlix4lIlLk6HO24SEpUONY+5Dum5vwIpc29GLP42tucJAKC19imltiER7CWIHOoLpEHgc3OzGcjSeBjSNbUZuBvJl3ZDotfVCKEvBP4YKp6VKHVOFcTuA0cOBLYyllzyA37qgwvRBjiUz5dZ5nTeln7OOTZbzmOPnVoNKydCzmYofAUcLvCkieqgNyLRCj3/3sD1kB0NFY2QUOWmosdaQOFVFnpaF0B2N2ieCi1zxcYwFbkBJZvXXqC1rlKKlxFjFegCxirmZyYDuXlFcBhElvzfEZgWepOQIkkKEgm+hUSK7q9xXIVEoJchUWQR0gZ6KRJRzgZWdOChGn6cJPP6JiGRbC0yCDDfvN5rkNxpFEIuqUhqYA9SjIpGyPcfCLn2x5ymah7fsghqksF7CthiQRXSmwwO6u1ow4+jARIqwe+vre3rhLJkR0kJ2bBjI/QaBRmDYes7kFkGWf3g/CalTp8No16D6ETw1EIi7PdAvzpo8sfhaDQIWOuIt9rZFxgINTdD1WA4cIfWy83r+giYgkSrM5VS72ut5ynFfRxa5e9MY5U05AYViVCPgAihnuQw85nTENJzIDnNtxFTkrau+8d67GRE0jQZ+SxVIl++dUgBY9uRpFVKqaFIbvQU80+FSJpAI3rUSxCFQAwS+YZMpz8GfoyQ7c+RsdJ/R6r9w4C3w6enaq0DVUrdWQqvboWsDLBms09Xkap9ZK5NJr5esWFcEk5ndsnagzFb6pLdWVkk5OQMGFRYuGkznBKAXlOh9hnQpXB5f3ArCEQBI8G9Forr+KgAXugJ0WVw0OjHztwqEtVk/rq3GNJmQs8K2LRUqSytdYmp4V2glFqGpDh2yvWyiq7ThdTN/F1y2K0iiBDqdwBxSAS0CtF+7jvC9keEGZWeh8xUykC8TVchJJqvtW48zO7hx7EhkewwWhUBvc0fD5IDTQW2ICYrU5Dotwp40dzuFqR750nz7w8gTQFL2pzLANQ5UHQJdAuAdwzvbrqPN7Djbcwlf/AmEijFafyKR8t2P5bV+y71M4pKLKOCFNbF8U9rHK5uzdC9EfwBUG6IGgqVf4HFlZD2OGTP571H4F0nMGM/Ob0N9LI/cae6mIUxNbDxRtixVKRhM5VSd5vG3GitmxFv166ILPN325x3BG0QIdSTHFrrIqXUb0Nf3K+LLVu2xCH5v1ORiPdZpFC09yiE/iFiuxQR/YeMU2qQZfse8+cgkuM9FRlD8hKi5bQhUXATEsH+DEkx/FVrXaeUuhjJRz6mtQ60OfWVwIXzIXY+PAQ0w8Kh8MKqaQy5YzcpCdFsdSpesjwAo5p23UVsVBOWJKzByrSoGv9DtmRm+ivIr06BpBRwnwo1leD5IwyNB1+6pB22ak2AL6PL3oR8uZMQ9xez4DboeL0n3wK6IRV+T2dfSFdHhFC/AzgeX1ytNevXr+fJJ5+8CsnpvYBEo+22nR7mOEGl1ADEgHo+QqB7w69RKfUbhIneQfr8tVJqAfJ5vQA4AFyFFKue1Vp7lFJZSGpjhdZ6VzunXmU+/iGtxZ1b4e6x3SBbgdMHlEOwmL9ZrYEqWjyNREdl05Js+MrL7eWl/DQW8qtGgWM3RKVA0c9h3x9hyDwYOEkMWo6YRjEj+NXH8rp1MrKILPePChFCjeCIqK6utixYsID9+/eTkpJSumvXrgcPYzh9NHj4CNHs20BQa70/7G8OJGpNQobofTlHykxBXIXoTr+ybDYfP9d8/CNERZCGOFflFUKsTUypfXaw7qK3YXAg2BTURmN5GSkpqUlgKYT+MYC7GzxdAbcvgP6/gZ2XQdU26LlIIu0blFL/OpZorou1mR4Cc0WRiaRdIjgCIoQaQYcwiej0888/P8XpdHLuuecyfPjw2RMnTvw6ZMqRUgMd9OxfhCz799BmjhQiqh+IeLAGlFK9kC6q0E8eIsHaB/zI3CcBIbCG4VCfJ4Tt3QSeAvbGB0k2RusGbbda1a7qKiC5F8SuA5a+BPbT4ZkyuO1+mBQFpV6YXSo3gulAT6XUP9rR2X4FrW2mwTporIT4FGCWUp3XZtoGaQhPRCLUo0CEUCNoF0qpNOA6YEB2drb3oosuIj4+HuHYb/1a+iPi/nrgKSRayjEH9mUjJKkQ0v1hm939iDZ2LaKDLUeKYJORlMOzl8OjH8CZ+yEpAfQFvBh4l5FGJTmBvv4c6yCdQL3K8Nboh+rN4/X8DD4FPnlezpuDmJ98qJTag8zD+h+l1GttZ161eV4psP134E2Fg91BKzjLJUKGLuM1GipIRSRTR4EIoUZwCMyodApiahIEXr3mmmvOMAwj/Vu+hlgkuuyFmIPnIJrUGRz6uQ1Fo3MRQ5IKZPRKBdJpdBeiPpiFtLvegBDsSsQ74OprwHk6uMfC/u9DapA1xueUWUsYrFKiJtM/poYX+WvRxcWzX0PysH0RnWwd0IgQ9FCllF1rvVUp9XtEffAjpVQ/RMLlV0o5kUh6MCIFS4fG0VBdDSlVkBLS6nZ2m2k4IhX+Y8BRuU1F8N1AdXU18+bNo6ioiD59+nDOOecQHx9/NLt6lVJvaa03eDyeJ88444x2O6HCYZJmPEKGaW1+pyNLcBDZ1yREZ9qEENhqRFmw0/z/AK11uLt/6BzXIS2vTyIdVDebx9uAyL26IVKrBaWiI70zGy7aD3oOeGaD4/YhQ+wz+vXDUVzckrB6dbRSqgcSEWci0XEAIfAAEjk/Y5KnBdHQXozY+BWaz8tAJGHbga1QfS0kOkGFt5kmAFVac9uRXsdvGmY7bz+t9e86+1q+SZgjk85QSl2jtR6KfE46RF5eXrtLtUiEGgHBYJC1a9fy2WefYbFYOO+88xg2bNixLO/tIYetqKiomS6X6zPDMGaOHz9+Ix27K9+NRJ1fXgYiiSpHBPzl5s8VyHLzHqSD6hwkl3o1EmXO74BMxyDNDB+b5/kBImuqRRyiDiJa1tVAXKacp3Y17OoOvc4D5xoIflhczMUpKQR79nRuX7myt9Z6r1LqQcS45XdIpPk44t16HXCHUmotUjgbiEi9hgJ9kM60kMTML9dJA12ozbQdZHGSLveXLVvWx2q1nqm1PtMwjKtA1CxfB0dFqEqp/wSDwa98aCM4cRAMBq0Wi+VyrfUAM3oCJCr96KOPKC4upl+/fkybNo24uDiNFHBalFItWuuRSK4QpdQKYL/WOhkhrJg2p4oHpgeDwekulyv0t61Kqddzc3P/N2y7zxEzlAqEOKvbakeVUqORqO41s2peBrxqetuehbSi5iqlvgA+Dhn4SG6SaxCNag9kSZ6ORKP7EVLbZJ5mMhJJWu+BzQfgjD6gBkPTFRD1Yn29/s/Onep7119PIBC4H5hhdpjNN8ezDEmCi4fCjywQtwOiWmBPreRnVyLeoVUI2Q4zz7879By1ZlUXazP9EmEV/m2dfS3HAy6XK1kpdYXW+hkAi8VyOAL1Iu/FRqBaKRWvtb4SQCn1Zkc7HRWhWq3WuWPGjHnxmK4+gk6HaYp7L3BtyIavTdRZ8+677/7rgw8+iKmurn4WKHj88ce/8glzuVwexCYPYHFubu69HZ0zPz//LOAsrfVvMUkYGKy1ftjlcj1sXsMFWus5HR3D3MaKRJXFiNfplzB9Ad5WSn2M5HvPBEaYxirzkUp7grl5N6QYVQU0hzSqSqluCOn2xZzS2h+efREsF0DhpRBzCcTP1do2u7HR2ic+nmy4Xin1I8TtajAw1QrWnjCgGCwOU+wPZGpomgf/DvMS+AMi7ToP6KOUekGbc7a6WJtpOFKRCPuErvC7XK5lyM2/PQItBBb4/f6ZkydPrmj7YAirVq2a6vf7rwSwWq0vdLRdZMl/kmL58uU9DcPYiHQitcU7SqnXampq5r/00kt+IFZrXdfOdseM3NzchcDC/Pz8V4LB4A+VUve03UZrPTs/P39Jbm7umYc51BTkC/1UR54DpkB+jlLqEyTSPBv4E7LEP4AQwVPhMiyz3fU8JHXgRrqwCoBT58DIgVA0FPwFEJgKCwbBGQubm/s/+uijTJ48GURlYENe16ie4D0PikZA9Gdg2QtBD1j9EpFuBj4wr9WHRNe7kHTFTKXUc1rrdp3fuwhO6Ar/8uXLcw3DuA+TTNugKhgMnj9x4sQCjuPQrwihnmRwuVybgKEhP1MTfqXUm7m5ude23d68Yx8XMg1Hbm7uVmRw3kyANWvWRHu93u1IIQet9RSz6Nlot9uTx4wZY0dIdDuSAvg+Mtl065HOZbplfaKUqkSq8A6E8DTQTSlVpLUOmB1a1yLL/3zgHa11g1KqD3BTChQ/CAdf5Mz0l8jtVUaghyJfNegCf/HmzVYzul+GFJ/6AOeeDckN4M+Eph+CtxbKXoZ+e8Ri8KdKKZ/W+qOwa12hlNqPGLv8Uin1rtZ64dd6sb85nIimKMrlct0IPN/mO4DW+n+BP0+YMKH8mzp5hFBPEqxZsybV4/E8Zro3hcNtsViGjBs3rlMNwkePHt28ZcuWvnV1ddcCz4c9FOv1er+48847//jkk0/mYgrjkSprvlKqJ3DgSM5YSqlBwN8QnehPkdzsucjMqelKqTKkOFSORK1bzf0yEJMXyy6Y/0N63PQ50SkGK61OLH4nw30VKqM2Lm5Vak1NDb+Jju73aHPz5M0wrQrKD0LVe5Bih9IWiPk+VE6A4J+gYq0Q+0NKqUSt9b9D16q1PqCU+l8kij30W9+1kAXUfB17x28bLpdrKV+NSMuBpyZMmPDIN33+CKGe4Hj77bctPXr0eFhrfVeb/OjivLy8qZ11Xe1hyJAhXsQD4AWXy+VE8o1RwODLLrvspenTp3PXXXddu2rVquuRAtQU86dZKbUdyXVuA8rCcpMKsf97ACGwX2itl5mPrUZI9HtIu2kSMkxvn9lNNQoh31Rgw2JIj+fcqix6G92IjiklwVLPhKXuYKk1xf6nc2N960jz++/eApuLwDcM3KMgKRN8GRBnh54aspLA9xDc93tREDyBLO/7IWbXbgCtdYtS6tlv9hX/2jhhKvwul2shEP55Dyql/ur3+x+YNGnSYb14jycihHqCIzs7e5HW+vSwP1UAv87Ly3uts67paJCXl9dSUFAwPBAI/E0pdTaAw+Fg0qRJz9XX1y/evn37DUj0NhCRIA1C5E4AtSbB7kEcqaYgn+X7QmQKX7a4bkKmxvZH9KO/Qsi3CiFYP/Ac0vm0q55n36+HVdtxDYHdQ0FpmFQEH5LpW0mBzWZJ9nqzEyGQBoUOqJgiM+uHeSDKDxU2qeRfqWGLEgXB3xBZVo5S6imt9Yaw6+uSMG9UWYjhS5dGQUHB2RxKphiGcfr48eOXdbDLN4YIoZ6gWL58+XmGYbyNaCtBZB4/z8vL6+pRz5cwR/FOc7lcg4C39u/fP3zPnj2OW2655bwJEyb8zWaz3Th69OgCZF5TyBs1RK7jgduQjiqQnGipUiquPXctrfVOpdRmRNblRIjYDrx6PzcyltL/S6I6YyfXG69xdcoilBNsbmiKBiO+b9+JBNevYq12OFwMSB3IUH8lbw25hYUbFeQ2w5qlMHg0bOwhTQgJiMTqNqXUjxGt6RQ49wml8i0wygf2XXQhI5Q2SEGKb105QlUul+uQVJBSakpubu6nnXQ9EUI9UWEYxgeEvX+GYUwYP378mk68pP8aeXl52+bMmTP+3//+9+cJCQljxo4di9b6Gq/Xm4lU7kPRXIVZeAIhxPVIRT8RIbB7AK2UKkW0nruRKLYZiUSXI/6qFyKphgNTGTMtl/V5HhxNVcRVZ1ESdxd/HNXCtdUryNkP7u6go2tqJvpKG5NtVrUQw1gRqA4Oa/kr9wyLIhBzOUsca6BHIyQVQ6ZJqF+2j5r2grPgykS44yJoaYZPG2CoAd1mKaW6ihFKOLp0QerTTz+1RkVFtZUvze9MMoUIoZ5wcLlcdwPhyfXX7Hb7TaNHjz4mX9KuhgsuuGAEsPbmm2/+l9Vq/T3SMHCWy+VaB0zNy8urVkpFIdrRcUilfSXSTlqGTFONQ8j1VET0byCV/gakQ6oWiVBzENF/vZ+Dp/6JAB6IBU+CFWeTHaUdPJIMY/3QEA0JiTt2ZAXstiab4SkBShzN/JV4TjWeIG3IKmhyQGITeNdD0mLoFw0OP9T/RqkLkbbUANydDTXNUG2A0wJfdIeKFuj7Y4jraoTaZXv4XS7X7KioqOlhfwrm5eUd+7zzbwARQj2BkJ+ffyeHkil5eXnXddLlHDcopexIz/u+55577s833HDDIqTfHoQc5yshph8jPfgfIC2lColSrYhFU/hvBxIhDkAkTj0Qr4BeSNS6ADhwAXGX1+Is99Jib6Y8QaGMAIneZDx6Mf+6B4Y9BP3cgcDY+IC9mYAtQIzPh5dtDjf7PaX0bmmAsqkQ1wLeCrAfhO4GOFZIU8K5fFnJDwyDJje4UwANfXdAWRYw9SE18tZ7YLgR5onKYZyqvgV0A2rN0SxdBmZkGk6mLUqpKzrtgtogQqgnCFwu1+mIaB0ArfUtEyZMeK4TL+l44iwksnzeXNpvXLVqVU+/3/8p0Gfjxo1jJk+evGjp0qVzgSe11tvN/TTi/N8RdiOjpFFKnYKkBIoRQh0ADJhHU6Av/tgMEht6Y622UpWSgg7YGFio9a6Xlbr/17DT5/dfWadUS7TF4qclyqaamp5rqdO7i+Cpxft4cUklXHkfxIyCgGpDiGYLpwWG/QWGpkKdD9YPhYp0GL2vO6u6nw//sx6q+8CmRMlfzkKp+zqRVLucS/+KFSseiIqKuj/sT3V5eXmJnXZB7aAra+AiMLFs2bIRmB03IZwsZKqUikeiuHXhXUNjx44t0lpP8/v9uFwuTj311EGzZ882wsj0WM7RDZnOugW4VWv9APBr4LkGEt5poNnh4kDKm1THv0+L9TOKop5gd4FIq9LroDoH8v1jglv0k94H+Y/nJn6ifYaDq7Kh/nQInj6bO1eOgUIDXlPws3Ai1FoHpVPK/gJExUC6grEbINoJJYOe4JnCdNheCUYBnOIVB606pL//W0dYhb9LFaSUUuFk6tZaX9BpF9MBIhFq14dhsVjWh/6jlHo6Nzf39s68oOOMC5HP4VdGl0yYMGF3fn5+7lVXXbUoJiYmxjCMX7pcrh/n5eXFfvUw7UPJGO1fIJZ5fwktYU0lwGpg9VPqdlcam++q5GDOeuKa36G4/ADbzwUmwx8UpNkm83zgUWtZc3EgPWaJbwIFlgts2YFi3wFWR7k5Kwue6APGEnjiDDmteqOtLOpQI5Sk3tC/AG6xD2XO6BRYOhmKqkTPGqBzPVGTEQVEl4hQly5dmmW1WteF/enqvLy8Nzrtgg6DCKF2ceTn54eT5zy32/2rTruY4wylVHekq2Wx1rrddsDc3NwCl8t1A2J9h9vtjnnrrbccl19++RG7d5RSDuDniLTsMa11dXvb3aH//IppuXcv4gGQCIwGmuDAfGi84Bp2Di71xhu+uCZWey4D46B2t9QEYyDVzeYUGFcCj/WCJ+YjPgGGOVvqK6TKl0YoaSj1/oB98I4HxgyHldmiEAApnnVWd1uowt8lIlSr1fockjsHoKuSKUSW/F0aLperUGsdypv68/Lyvnc05s0nEC5FcqAfHm6jvLy8t4E1AO+//z5z585tOf/8859WSp1iVv6/AtOt6laEHP6htS7qYDubUmoykp/uh0SH7wCXIRGsD2p/cyqNNTn64IrM7CC76EaZt8JiRwV7YfVBZZoIDVRvZFL0x4hZyzXqcKaySo3VcPtpEMiBnCbxVlWIBCwBePlwr8s3iFCFv9Mj1OXLl49BfB0Aiv1+/7c2OeK/QSRC7droFfbv/+m0q/gGYLZ+DgHe0lo3HWl7q9V6sd/vXzd06NCUnTt30tjYeDOiJfWbXVObEDOVcpPErkUs9l7RWn9lYqeZCjgDkVd1QwjseWQstWn+rJ5HWlMbyqHGgNgFPh9WezFx1lQymmqMwP+zd97hUZbZ+/+cmclMeiEECIROpIP0TEBFQVks2HvBvu666v5WXXUV17a6usUurruu2At2v2tDIQjJJPTeS+gQCKQnk8y8z++P8w6MmFAkkARzX1euae+888wkuec859znPsTuArcfNveCVjPskdefoQWzM/U08uZPuqJE7OF8FMfB7GrY41YrQYMqF/7RgAWptkBxQ1f4586dG+FwOF4Lu+uCA1nsNQY0E2rjhMPn880K3XC5XKlDhgxpdHrAI4ExZoOI/J1D3NYOGTJkE9op9Xbfvn2vCAQCkW3atJk6ceJEC+iLtnZeapugeFCt6dvGmB95qdpmK6OBwegObSEq/N8E/DuMTCOB39jr6/MAlHWEHp2rq7mnex5vrhtPdbnlWI7DQPoe2N0N/j4X7sYm1c/RKQRn6+nkA1QnmwDEL4c/OSG2BDytwNlex7kUAIUY09CjTxpFhb+6urqQfaNI8rxe76wDHd8Y0EyojRA+n+9GNIcHwPFGpiH8HC9Ql8t1ZyAQuMLlcnH11Vfffeqppw67+OKLJ4tOae2DFrlGo+Q0WkTS0OjVoO2q6WiBajowFW0guA/4yPYsDcFvX24BBi6ENpWw7cnu3RNal8yjTd8YfjP9quk7qOkHq2PhpWz4ZLTIH4vQdtgo9m3d70KHA+5VKFTAwAIoc0FNnM7KgkYwnC+swp/dkOuwESLToMPhaOgvmUNCoyDUvLy8fpZlLbRv+r1eb+QBn3D841/2pWWMyWjQlTQyDBkyZHtubu5CY0x/YFBaWlo+0N4Ys1NEdqLR6asoWZ6IFohuRIX+u+z7PwKWGmMsEbkIjVB/gL2EEo0WhdJQv4BtwMpV0Pt3wSCdevemvHwTG+m/Bc25pqOjQlqjaZo44HvUJGUKqnvtjxrXvAMU9wQGQIL82E/SCcsAACAASURBVIu2IQtRIbRAP8MGjVB9Pt/0sJuthg0bVmtBsbGhuSjVyJCbm7s3V+pyuTplZmY2tpbEBkdGRsaJKGEBpGVlZblEp5HejFbp30NJbiDadvol6vj0OUp6vwP+ISJ3oYbUPmNMlU2mzwDP2efIQM2oS9BRGYElS5aYqKgoevTowciRI1egA/reRyviH6JV+nnAfcaYp40xrxpj/gS8gHZqZQLbouA/si+CbQyFqBAavCDl8/m+RnPbAKu9Xm+TIFNoJBFqMxRZWVmxHo/nD6Hbdt6wGbXAsqy/OByOUQBut/tyNOrcgo41+TO6xZ8HfBca3gcgIlFosaovcBkahZ4hIl3RgWxbUJvAnWhaYCFKmlXAxR6P582ioiL3RRddxJgxY9ZmZGTMEJFZ7JvKGgu49jdlNsZ8JSIWOidLBF41/HQ4XwO3m4L6HXyPfg7HHDk5OUNEZEzotjHmbw2xjp+LZkJtPBCPx7MAbTsEld80ow4MHz58ms/nIxgMsnLlyjf69es3ctGiRQF0+/4tkFWb7tQYUwnMs8eQeIFP0YJUfzRy7YBuwz9Co1On/RxEhKqqqqoffvjBvX37dlJTU6/xer0h85Uc4Eo0yowSkfT9c8TGmG9ExAAX3gydgpDk1OJZY+jdB3SaALbmtyEgIrlh1//g9XqbVEdgM6E2EuTl5Q1HZTMAGGOO+riGpgwRiX7iiSfyly5d2qm0tJS0tLQhixYtuh3dvvsPegLNrQbRrX0kmm/dgvqqbkONrQcCcSJShkavpcnJyTuB+E2bNrFqVSsvfNED2sbBllJ4oRC+7QjUAG+KyHQ0XVCCkm4JUHo2FJ8G130DBQNgQQokuw6ld1+lVtfSeAxUjgb2piGjo6ObjLdvCM2E2khgWdZecbsx5o7m3GntsGdAnQZkPvzww1k33njjVWeccYara9eufSdMmNBxfz9MEYkBUvabfJqI5jJzgH7AJSgJvmCMmW8f40ALUqGhfxcAVFZW7k5KSurauvU55Oae2xJaL4Ok2dCtBWS0got3wnT/qeC5D07rANFboHQirPhQq/muGhj+BphK6OiA1m7YkwCOCHjxTZ35HiLfvUT8EXQ+E253QaFL88SNwUClXuHz+TLDb/fr1++g+uSjhdzc3NuMMZdSy8TUmpqaKewbkf4jNBNq40F86EowGGy0rXUNCRE5DzVSCQKzq6qqvr/yyivjjDEXAhhjrgJe3+9p5wInicgXwNf2sL/T0V71VLT4sRyYZIwpCj3JVgCsR4tNT6CV+94tWrRwGmOGLFkyiECgwAmr+0C6Ewashio3/CHhPKavvEulWzt3wu5UYDK0tuBBJyx5Bb7YBktWQttSjchKS8BdowUzJ/uGFEaF1hMBw2dDZCmkOiF4GuRG6EPXQqMzp/65CJ/Ku6jOo44isrOzO4jIvSLym5/z/GZCbQSwB9btRWPvBmlArEMr9lnGmBKAuXPnXl5dXV1tPz66lud8isqgzgV6ici79vV2aJTxHvB9HfOd7Ahp1ggYcgnQec2aQMHf/raIl15qQ0rKVuf8+cUCq3vCCRthTxDSYiZC9Uoo2gIt3BDdUsmh1GGPREFk5WLGpk/mNy220C6uHVtKb2Hi1rP4avqDYUUYEYlAiTVuBLy5B3b7IaIa3C5tGmhw3Wp9wbanvMW+GbQsa+wxfv1uwPsOh2Pgfg9VoUbmBh0GicPhmFPXeZplU40DQ8OuN2nn/aMJY8wiY8znITIFONikArt98lXgNbQA9Cm6jUtC863f7SVTkSGIvIjIl4i8+HvoAB1ToOWD6BZ7c3m5I/a//+1MUpKbpKROxMSMngkJhTCnNwRSoGB3G2jRDhYHdShVTFeNcveS3x08PetRJgwoISYuhR3lZcTEPcqEAXfw9Kz91l5jjNltjNmQBIu7QFVP2Nwf1tn7zcagW60vhA+anDt8+PBjbcwyF82Zh1CNFudaeL3eU5xO594WWBF5oa6TNEeojQDGmMfCPDT+2pBraerIzc3tmZGRsTz8PrsVdCNqxJKGSoOWAukiIsYYE95bj52jvARufI9WbbdTuByqY6BjeTDo2uNyVVf7/UF3ZaUTl0vaQLstUNALimJgYtYicIv2wxsBMwMGJoJzD/hHizwOX57poaKyBdvieuOO8CC7V9BjZR7eoc/+NGURwiR7faDkHI8qCv5Rzx9hQ+H+sOvHzLfC5/OdjSpqQlw4G7jG6/Wu+DnnaybUBsaiRYtiRGRvhGpZ1rSGXE9ThDFmlYicYF8/Dc2JAns7n0ah7lGpaCSSY983ENggImsWwh2REF8E0eXQzQP+DdC2GzvStjPTASnxsKIIIvz5+U6pqWlJ9+7vUl09Mg3aChQG4GkH5HadAGvvhc5JYCqguhrSoqFoInwNrIaexk/p8m2kBrfRfifEVaHph7q378bMRqQx6lbrC277ssrv9x+Ttlefz9cXTfns5cGioqKTxo4deygqkVrRTKgNjPLy8tvY98c0ffjw4c2EepgQkYfQlk6KioruFpFktDIfj+pLk9GoNA6N7jqiHU390GhoUQD65ENJFUSVQUIbbRutiqNEwIqB6BLovAZcwbi4iNTWrasTr722D7/61aJ/33//OW+jI5f/A5R9Dv8GzMMQnQ7uLEh5EqZM0u4pI8Jge02H13aq5Hm8EGhdeGrkyJEH9bqtJ+wtfBljns/MzLz9SE/YTKgNDGPMiaHtvjGmSY6BbmhYljXP4dBygMfj6ZCQkFBeXFxsoYRZCnyB5sROQXOpq9Ht/7XYraClkHgSbPdDRQ4M6gCbe4P1MlVpIG4YvBjabwDiHY7SmquvXk/37t3p0aNHpTEmX0R6oOYn64D0z2H750qgJWer3+pVwFi0qDaJ43v7/rMhIsfkfyAvL29Q+O0tW7b8v/o4b6MvSn311Vcen893q8/nM2E/lT6fb1RDr60+YEuBQtffb8i1NFUMHz58pYgsBHC5XDJq1Khu6JTTPOAGlKhaAzl2UWu5rUv9Bo0Kv3oGNq2GgVWQ4gZ/FbRNgciVVJXAv4sgdRWafy285prN2b16qQDAGBPqfU8FDLy8FM68CZ7NBPOECEOAmWileJyInGC79j8IFIbOCTxo3/+LQ7j+NCMj4/+O9uvNnDmzv2VZ4TO/7rr44ouD9XHuRk+oiYmJK1FjiXBEAt/5fL4vc3JyGrWD9yEg3HF+TYOtoonDGLPWGMO7777L+vXrh6AuT08YY7ahtn0tUCf9cCwEAoDjU7j9KfhyNqS1gBYbwf0/eHEHVMDyPRDxN2M40xhuPeWU4vAKtC0HJRW6xkHNIxARCectIiS+xwwG3kYtBW8UkThjmG0Mt4bO+UslUwARCc8dW0f79ZxO503sE+Zv8Hg8z9XXuRstoebk5Hh9Pp+fH7vW7z/+Y6yI7MjKyjrkoW2NGEubkqtOY4MxZrqIMHjwYG699dYqY8yHxpiA3fH0K7Rff+l+z6lAJ6EOAna+DXeMgwmDYM5ZEBin8qoiNNc5dL/nAdoCa19NhRFdYWocpFdArNN+XjGqP60CXkE1sTcccDTKLwyWZQ07xi8Z8la1LMs6+WDSu8NBoyTUuXPnRojIa+wr1mBZ1sl+vz/K7/cnAePDj/d4PA8e6zUeBTSL+Y8AIrILoFevXvTq1SvKvq8lGpl+D3xSh3h/DqpJ7WKMCRhjPgH+gv7tXY7mOLcDg0XEaT9n7z+gZVmhCLU9lHeC4iToGwnbW9j379Wf2sYj76NuV8dUuN6YYf+eGgILhg8fvrE+T9goi1I1NTXfoOYUAFler3cU+7YCRcAbOTk500VkGfqNf7fP59vg9XpfbIDl1hfWNvQCjgXsXvwkdPZ8KVBmjKmP/FV4uiS0hbwQrfLnsF90GobQtn8I9u/AGDNPRFbZz40BIs6GmInwJiKJPQcObLHxt7+lvFcviouL40XkSuB0WBsJp+6BM+dAyzL7/PtX72cCJ6D51DXGmFVH/tabNkSkc+3fdUf9dZ+v73M2OkIVkQhjzMjQbYfD8Ti15FUyMzM3+Hy+N4Ff23eNRk2EmyRE5Gdr35oYhqNOT3shIhUowe4lWfuytJb7yowx1eyHYDDodzpDASShiQ+T0QhxBDDctob7KnxktW0svRgYKCIf2D38oT76fGBeBzj7bui/DTamgc9VWto2deJEPh0wgHfWrDkRTo4BR2u4OQBnuSA+BW1b/Un13m4yeBtNZd0oIo8aY0p/7od5PMAYU+vk2qMNy7LW1fc5Gx2hGmN+lIYYNmzYlAMc/n/YhGqM6XU013W0YVnWsdLeNTSmoTOeYrH71MOux6KD+DrZt2tNSYlINfuRbN++fWOuu+46oqOjiYqKisrMzOxiP/4pWow6AzVC8dqG0F8aY0KzuuagptLdgFWom1UJKrUq6A+mBoqnktH+fn6XvHtDx4T2EWs4ZeunJGWcF4B2reA/LohbAfEl6O4qBnt66f4FJ5vEX0FnWd0gIs/WkY74pSDq4IfUP0Sk4OBHHR4aHaGi269K7AFdOTk5t2dmZtZVhftj6IqINGlBvG0zd9zDGLMH2HOgY8IGxblQc4r9STf8Mg5ou3Pnzi7Tp+sYIsuyaoB7wk4ZQMm1CDVFuRK43E4ZZaG99tHAKDsXOxKdMdULSImAuHWckf8hd2VEURydEFxvFbtb8UnJXRQs7xoP/zEQcEOME5YGIXk5RG2FxNtsd6vaPofNolZ94frUA3wm/MQL9ThSBpQd/JD6h2VZXYCf1WJaFxojoQZF5ENjzHUAIvJAdnb2p/snj3Nycq4WFUwDYIz54lgvtJ7RIN/SjRSDgLvRbfNctKi06EBRXHZ29kmBQOCSyspKysvLS7744ovn+WkUHItGtAUoWZ6GWvntQotQ/YCzgC72sWlA28UQv5KLBvkpxkVpoEwczhSrkGKCrF3rTIblcZDggG2dYGsXEAPtXMAJIlII7EALW1tQn4AC9o2uXgFcICJrjTF7p6KGwybTH/kMAI+IHB/aVTtiP+av63Q6u3OQL7LDRWMkVDIyMq73+XwOtJqf4nA4NuTk5LwtIjNEJMEYM05E9hq/isg4r9f7v7rP2CTQ/eCH/GIQg5JHazTn2g/YKiJTgbzacqgOh+MEt9uN2+0mISFhhTFmycFeRETigbPRvv40NPcaBfhQP4BuQNoWsGLo6HKzNVCO5fCIky6RUZiuabiWeII1NX4L2q+HE9eD3w0kK4eyDh3M1x/tyAqlMALol0U5uhvrBHwgItloFF1hP2Zfzr8CEqIgWA0REdC+0D7VtRwHrah2AXDEsX5dY8w9wLPUo/a1URIqgN/vvyUyMrJ7aIyyXUm9srYgJSMjo6lHp6Dk0Qz2akpXoIbD3VHScaPb4wtEZAY/nRnVKuz5hYf4OiXAOyLyKZpjfYq9HU9Eoa2kjgooTqS1sxtyYms2pFjBgASCASqro4iKWlFVWVkjcOIO6LUZLUTVAA+aMOMSEYlFjaM72z/tURL3oiSajJLKJDR3G22vJQZML1hRAcZ+j+1ncBx5oaKdYg2B1rm5uadlZGR8V18nbJQ6VICRI0dWZWRkeI0xD1N7jmWlMeY8r9d7vAikO82cObNLQy+iscAYswOtjr+N/p3GoZKjFSj5PS4ivxaR9DBHKeBn5dMr0bxkEO18SrBfbxW6TU/ozWvZVcS6t9C6vNgVGSz0RxNYvZP+7r9XwPy50GY7B2gjNcaUGWOWGWP+Z4x5wY6OrkJzuJOA59Hc8jr78aeMMQ8ZY+6GE/8Hpy+BU/LAO9f+tz1uvFAty8o6xi/5u9AVY8zXeXl56fV14kZLqCFkZmY+hEpMPrP7tXOAV/1+f5/MzMzPGnRx9YO9gn6n01lvv9jjAUaRBTyM6kxHoGT3DDrZtAdwF3D/vHnzegcCexvp8g/l/CLiEPVBnQA8YN+9GFWOPI96mnYEup3KsydP4NH5MZSVb69JjvBIIeNjn+Kc6qlu2LwGxt5+uG2kdk64HCXtfwBvAr8Skf3+DmQSuOIgJgqSKu3PIAEl4iYPl8uVH7o+d+7c6AMcWi+IiYmZZIzZZd90WpZVp2H04aLRbvnDYbdknnfQA5sm3mffN+blqGFHM8JgjCm0RdjDgEuB21DJ3H3AkPT09PFTpkxpk52dTb9+/aqfe+65H7Zurdvw3e54GoZW11uhU063o8L+KKCPMeYNEcmyX+u+D2HwJr5aN46vKj3iIFIiSXQlUllZE0RzortqfbGDIwBE2PrUt9inT30spE81htki/MQL9XgoSAEMGzZsmc/nA6C6uvoy4L9H8/X69etXnpeX19WyrJB94hmzZs3qPHTo0COO+Bt9hHq8wxgT7snobci1NGbY0Wou8GfUx/I8NDrNnzRp0rJLL72Utm3bMnXq1OJt27b9RURu3M90AxGJEJGRwKNowdMP/At4C83RfoNqRweISC9Ut/ofoCBBB+51/BBafQOyMRAgOSKCLW53EbCjLnnUISCAHdjY/f7/QhUG14f3+/9SzFREJONYvM6wYcNKwm8HAoGvZ8yYkXKk520m1AZGZmbmv9EtHyJyQm5u7viDPOUXDWNMiTHmX8DL6Lb3T1lZWX9JS0vjwgsv5MILL/w9MBXoC9xrT7AcLiJjgMfRXUAxuqX/izFmHtq5VQZkozKt0FC/i9F8bdEyqPwj+M+FokqQ6YEAH5aV8aWmbLYdwVvaS6j2+9uMusj3Qk1dflEwxtyUm5vb6Vi8lt/vDyk6EJETXC5XQV5e3ulHcs5mQm0ECC+iGGNObci1NBUYY+aj0WrurFmzIl977TU2b97M4MGD/2eMmYwK+z9BJVcTgSdRAv4X8JQxZom9zW5rHzPNlmMtQ4tUO9CurtFA0g5oPQleaQfW7U4n50dEcCrwzO7dAz+BO18SufJnOkj9iFBtzETlUOf+NJ963GJD6Io9xuaoY+TIkVVOp/McVM0BgGVZX+fm5v7sFvZmQm0ECAQCfw672RyhHiKMMRXGmNcvueQSgsEg77zzDoMHDx5rj0D5FZojDTn2f4bKoW4ArhGR9vZpxqAypWn2OQPAfFQ7+iFKbilA5Esw/1KR4Ctt2jAsIYHEyEiKjdmVDBFeeOIyeFlEBmuxiyEivCjCl/blkDrexk8I1S5WvYVGvzfa3gLHNWw1TwiPcIy4aejQoYVer7cH2qIM4DDG/NY2sq/Ozc29xefz9bBtIEOos/bUTKiNACNGjKh3k4YjhYjcLCJnNaC12iEhLy8vrXPnzlx//fX07NkT4Ho0F3o56jD1mDHmfmPMn9GIdibaifWAiEwAztT7TK8QAcKmMTCuPepA1RsV6AeBx4DE8UBsu3bsDgZxQE0fyGkNK25QP4Cb4LKXYddzYCXz486m2ki1hn0m1XtxoHzqcYqpYdfb5ebmnnwsX9zr9V4gIvvPlIowxkwElgeDwf+E7gwGg6/UdZ5mQm2EyM7OPungRx09iIgH7ey5AfjLW2+95Vy4cCFVVY3Ov0Usy5paXFzMtGnTmDZt2iI0qtuCRp1+wkTjxpjtxph3gXtRJ6oBQC84/1zY9hL4WwOboa0THh0AYx+G87pAVg1Md8HLvSAjtofHQ0zbtrgdDn8iFMZDZVvIH6WV/lfgxv6wPAWy0mFrImFG07W8hwDgrOX+cP/U4z6fmpmZuUFEfhO6bYw56qNQ9oPJyMh43ta1D0Q9JPY9+GPTpjp5s0nIpn4hmItGTjidzquBGQ24FgsdZJcOOAsKCvj666+ZMmUKERERA95///1+wNJ68jH92XjyySd/VVpamr5s2TJEhEAgMBktVhWjPfljgD4i8o6dcwU0VSAiPrTwtAB+fwasSYLyKGhVAP3XQEkN3DoUhi6H3QYWV0BSHDzKlxXPc8HuApJiYipLINIOHeMF1htj5oqYQti0CdZ30L5+oO7OptpyqOGYgfqnnmv7p64+sk+t8SIQCLzvdDon2jcbzCzI6/XOnzt3bpuamprz7FREx4M+yUZzhNpIYIw5E9sJ3hhzU05Ozm8bcC01wBPAq0BxdXW1dOzYkR49erBp06ZkdITEkyJyqYh0PNbbURGJEZGbcnJyPl+xYgUDBw7kqquuenT27NmPGWN2GWNqjDGf2u+hGLjFTmHEh53mVFQq9R84uQT65EJKAVRGwsYU2O2AQW4IFrdgFykUt0yjyNkvosL6JHg1u9atI768vDwAEbu0jTRMaC/roUMATp4PbYrs16ursylALVv+EH5J+dQRI0b8yIUsLy+vX0OtZdCgQcUZGRmve73eTl6vV1wu1+jQYxEREXUqAZoJtZEgMzOzgDBRv4jc2YDLwRhjGWNmABOGDBlibdq0iTVr1pCRkbEWjQJXozrNPwF/FpGxIpJ0jJZXCaR4vV7XLbfcwqhRowKtW7d+tZb3sBEl1U/RItNDIpIhIm6UUBcZY7YC6yHJBYNWp5JY3JbsU7pCShKWszfzOvVlU9ckLJcFJsJVgauyDQu7d2ddebmzI6Q4oA9KmNeinVeTgASQBBDhwJ1NtUaoItJJRMaLSJLZN49qDZrL/dmwtbjdRGSMiPxGRO45+LOOKfZ2DmrbbdNCM6E2Ini93nOAkFFDl6ysrAZPyRhjKkaNGmVdd911tG3blqysrJ6oqH4marH3Fto+eR7whIj8QUQyRSTyAKc9bIjiFhEZDJjs7GxOOeUUYmJiMMb0yMzM3FDb84wxQWPMV6iYfztwHfB3tFAU+gKbBCS0YmO3aOZlQnSkhwRHD+ZXdaa8SwKBiNYYRwyO4C4T7eoQu5PTk5KYlpw8owgc88E5F/yV0AZ4xOhAzUMdE13Xlr8Xmsf22+9jkzHm3yZsQOAhfm5JtvLgEhG5D3VXuhu4AG2tLZB9s7IaHDExMZ1DbaHGmKtycnJea+g1HQ4a/B+2GT+GiDxpjBkNEBkZeQHwQQMvCYCWLVty8cUX065duznz5s1zArejHUuTjTEzbDVAhv0zHrhCROYDucDyI+gkCiEOdfO/KTIycvT27dvvSE1NBSAzM/Og87iMMdtF5O+oefSTKFG1s31IZ4tUPhTPD58W0dbVk52FF/BQSSWB+G95IE4ojjdUWU6SA3uqIyP6eF7Fs3UrjxUXB5bC5lXQdRf0ToevozRtc60x3MqhWevVRajdgK2HQ6Ai4kIJvCvq6doVnd8Fuq58dLz2WjTf2+hGr/Tr1688Nzf3ZWPMAwAicgX6Jdgk0EyojQwZGRnfhfqajTHv5+Tk9LINYhocIsKIESMKULOSUWjh588i8j06UuT/ROR/aPHFCwxGxy+XiI4d8dmV68OGMaZERB4Hhp977rlT33zzTVf//v3xer1fHcY5LNHZXetRr9E/AjeLyHJgUA+IPQkK+kBlG9jeARb04MGL3uIa9zY6m95sDRZGPo+jZBFzHYmUFhZ2HQP5G3D0jCcispA2FywnpaAr67cfhtbsJ4Rqax67ArMO5NRv51NDxNkF9VUN5WN3oymCtajsa3NDFxEPFRkZGRNycnKiReQPgNvn843yer3fN/S6DgWNglCHDRu2CDjedXaHg3TU9ShSRP4MPNSwy/kxbPH7N6JD785Hq+leEfkYyDXGrAPWicj7aAtoBpqzHC0iW9CodZYxpqj2V6jzda2cnJzWfr/flZ2dzWeffTb34YcfXmmfe3ooChYdJ5MS9tMq7HIk+rc2F43aeqKdUlY/WHUl7I6AXfFQEQlJLmbxILNIgMoosP5Z5aTIFcvCE08ke+3alj9A/95EOE4gwYqmwqSzOnU+A6NHC0Psrf+1hJEhYR6pNmrTobYFIuG2CPY69VubobQ9VL0g8vDXMNFpvyfQvOoGYDo2gR7uZ9vYkJmZeafP5/uDffO7nJycCZmZmY816KIOAY2CUJvxY3i93jW5ubnP2p6Z5ObmXpCRkfFxQ69rfxhjioFJIjIduAwlj1NE5D1jTH5Y19F8m+SGoOR6IWoUvQLtpV5gjDno1NesrKxYj8fzN4/Hw9ChQ3nppZfuAc5B20x/LyJrUbLc3wKuCC127LYvP0THquxEo7vnAfd6mJ8IvWL0HMHdMOAzcHaHmvFQkgTWQI8nfpUxfFVYyGXgzAP3V1SznT1yAfGO9hjjIlBzLp/8EYgtBCsWtntscT8iD4ZIVaPPeeNBuovgYV/02U2XfecICJRCXgcoi4OgE+LcMG4cTPwXOvdqLbDRVmYcb/ChOx3s4lkzoTbj5yEjI+Nen893D4Ax5qOcnJyZmZmZDSr4rwvGmPUi8lfUEu9C4D5b5/mJTboYY8pRM+UsEWmNEuswtLPJH5ZvXWlvzR1AC+zo8rLLLru8Xbt2vy4qKqKoqIjCwsLN27Ztu8ReQgka1bVER5d8iRLNTmCX3aMfUk4sAt4wxgTsLfOV6D/ul+/CueVQ+CjE9YH4r6DFFvD3g+qZ4E+A3YktW7YdU17Oh7t3sxtSHDis0URYc7Ccf6XS05vUwtMo4XLeHbIdVsyHTq0gapCqIsAeW7JvTlRsDKytIGxOFEqoRdC+Lzg2g6MttNoBSSWQXAaxLY0xL9f7L7KRwev1Zubk5DwnIrcBsbm5uX/NyMi4t6HXdSA0E2ojhoi8ZvYNKzzmM3cOB7ZeMldEFqDtnKPQWff/A763o9XQsTtQw/DPUfIIkeuVACKyB81x7u1Wqa6uvrGoqIjExETS0tKKPvrooztQ9/5Q5OlAjUxCrx0EVoSRaSdUID85bC3Xoa2doblCUz6HC0og83po1R1i74WgBWXbITrG5dqemJSEpKfz2B138Oq4cfkpJLSPJ8YMJWjm4rAWUO7pRp/STiyIXQDtY6G0zz79abi4/1qgWBu6rGQwxexLEZQCa8ARCySDd2nYR53AETr1i8jFwE7bvLtRo7q6+o8ej+c2AGPMH30+X67X6/30YM9rKDQTaiOGPazwaTSqIicnZ6eInOT1eut19G19wtZMfiwiM1H7ScdNPwAAIABJREFUuwuAESIyGVhsE2/oWINGbqtF5APUWDgOzQ36gQ1ut9v3+uuvX92hQwdHqH/A6/UmPfTQQ/u/dBD4yo6ML0CJdaSIvAPMQVs3K4AVIjIArYbHoYbSd4VOcj7EPQSxG8C9GqxRUN0CHPOgNDUlJSE+MpJNl1/OsmXLViyAlW8RrCqjY5qbPXIuOz1ujPMeolwT2FzZFap7wxL3Pu1ouLi/M7AZXDHg9oMl4CyBqnT7mDVPc0d1Ktse6Ux+xA5a75nILVu+4qwg6u5/JEhH51tlHeF5jjpGjhxZ5fP5bkR9aQX4JCsrK27kyJENMnr6YGjWoTZyeL3exaHrtjTp+1mzZjX64WzGmAJjzIvAc2j0dytwm4i0qeN4vzHmSmPMODQv+iSQ37Vr1788/fTTpz7//PPMnDmT8vLyA86LMsYUGWP+C7yE6jj/i7r734xGwxOAW1CFggdNM3wGvAjc9xHs6QN5ldo8UJIPO4vB2Q1aboqIiN90000Un3AC3333XfUGyB5ByS3d2TK9O+6KcoaU3kPPLYv4jIlUFrVUd6tElAj2F/evB+Kh+1YYPQucRm9vLUYXHP17nrvsJGas3EPi7kiqkh7n/u5Pc8d79WAunQ90aCqGK16v91W0aw8Aj8fzRVZWVr3qnOsLzRFqE4Db7XbX1NR8arentg0Gg+uysrKSRo4c2egrucaYpSLyCFpdPweVWU0F/leXxtLWR071+XyD3nnnndQ5c+Ywe/bs4Mcff7yhurq6JfARGnXORWfbV6D51jSgHdoK2hIoQAXyI9AocQ5akFqNajx/Mo4akc7FsDsKytJhWSrsWgzpHuhwe3JyygtlZey6/35a5OW1yVLvhR86m/WXAAwUGY1G5Runwu7fwem/hvS+UJMCcyPhH2FV/kloBR80FRAPJMAz2UDKWDizEipK2e6OZnvZIJgVDdEnsnAoPPv6z/ldhGEDcAo6aXf7EZ7rmMDr9d7o8/lGodKwkR6Pp9Ln873h9Xobld1lM6E2AQwaNKgmOzv7MofDsXdsg8fj+SQvL+/c/Uc5NEbY+sfvbS3quWiOc5jo+Oac2kT/Pp/vZuCvV1xxBZdddhm5ublX33XXXaASrf6oxtWF6jj9KKmWAVtR/eUMVHpm0Cp+Euoi5AHeQIm4NqzfAQNcUNMDNkZBTUtYOysiwt9+2zav45FHmBIZSQtjtp6kO7xHEHlQlMDPA+YBr9pFry8+10g45F7UFpEYY0x5XXOi4PnzAMcqOC0fjAVEQ3kFeKLrb3R0vn3ZiSZCqACWZZ3tcDh+QL88Aa5BP7+fzpZvIDQTahPB8OHDS30+Xxo69bUDMNKyrOLs7Owew4cPX3mQpzcK2JHnWyLyAyqzuhqVWb1vjFkDkJWV5YqIiPhPSUnJ+B07drBr1y6mTZv27pdfftmbfbnVOWgxyS7aYFATlAK0ypMMnIRKbpLQ6PQ/qF1fD7Qt9HQRed0Yszx8jQXwdhWc1R4KopSsE1wQl3L33Xm3vPuud1ZFBev27AlcW1OzxwHFFvC8NjpsAvKASaEvCLuJ4V8i0g4l1jOB0+wI/Tuj0epsEYm113YqSsobN0NpOlQlQ36iph+gHgpSNrbZn1MnNOXRJDB8+PClQLLP56tCvxjx+XyWiEzLyMg4Ji7/B0MzoTYheL3eLXl5eWMty/oG3d7icDimzZw5c+yIESMWNvDyDhnGmI0i8jc0yrwQuFtEZgMfXXPNNVMqKysHVVfrbnzDhg2zFixYsAY1as6xLzcDe+wRJgmovtWLfiYG3dJuQXO3N6HRYW+UIItQO7bL2Edur2PLtVqDjIN5/9KINw07ctx51lm/7TZ5Mm8DaZGR5edVVq6zgH9Csg+6A+8Ab4cX3cLe7xbgFdFxK2ehkwTOEJGNKNl3RaNdgxLz46dBlUNTAm57/fEWJL4Lk68SORuoNMb8rO4hW5a2kcOwpWtMMMZcJToh1mPfPtXn87WwpyM3KJoJtYlh2LBhy4D2Pp/vBzQKS3U6nQt8Pt/Hfr//hqaQV4W9Ff7ZIrIIGNO9e/ff9erV6yVjTETPnj1p3bp1xc6dO2/67LPPPqw117nvPMWoocx3IpKGyq+GodFXCkpYj6JKifYoSfZEUwe90C3j+cAaEckB+n8OxZ/DX9B2zSoA8fmuWdayJSVbtnC+37/NDRmvQ+tF4B4Byz+ug0z3w257HSnA6WhEWg58/zTMPgVuMNCzL1zhgP8WwKM1cKsFA9eB/2nY+pkODTRow8SRtGPmo7sDZ1NpSQ0hMzPzQ+DDvLy8XpZlhSRlhT6fL+D1ej3oF2mDoJlQmyiKiopOT0xMfAu4yL7rAo/H0xfVWjYZGGP8Pp/vouLi4tOnTZvGypUryc/PZ+3atTe//fbb7x4CSYWfazOwWUQ+QS31nkT/xq9G3fRzgTxjzDci8izqM3AzcCKaRmkB/drBP53Q/0JARGZvglc+f/LJdMcct5vWlsWpfn/bV6AqB9xnQvASsP6fRts/qb7b0w/6oQWsvvZ69qAqhA1w87mpnH7ZuyTe/i0ba05j0q44ZvQJwlv3wOLP1alqNrARWIUW1NYcrutULchHdbttqTuf3KgxbNiwZT6fbyW6QwBw+Xy+bx0Ox5XDhg3b0RBraibUJoqxY8f6gYvtyufbaMU23efzGVTX+duMjIzvDniSBobP53sDuAqQhIQEzjvvPObPn//mHXfckR8IBE4GWonIB/aW+ZBhb2kTUBJ6EW1F9aLb7bNFZB3aHTUXlXONA86FjiNgdIqaQ0sJeAR6tYU/Xfn++w9TWJjPjZZV9QREr4LIs2HPJZDj0HzktbDXtCQCJc/BKJlGoAWlGfYx6zRdsXkExJzSnlmxCWyxCoiNmcQDMRaPyWhmlDwM0Z/rHKy1oUi5HhGyO+xEEyVUAHvAnvh8Pj/6OY+yLGu7z+f7n9PpvG3o0KH1kXM+ZDTrUJs4vF7v9w6HY/B+d6cbY77Nyclp1SCLOggmT57s9Pl8d6CRY7gWsvi3v/3tNYFA4CHgXXSLPkFELre9AA4JdtvqGShpLDbG5BpjngbuAz5GxfxXAk+hRLgKeBQedcM1AjudsCAGNhqIKISOlZWVqQwYMIAqkfI54O8P206FPId2apVUQxcR6S8iN6DC+1+ju4Uc+/Y96PTVWOAiEbkfFrwMS9oIW+NqiKiKpcIfS6DoB+6qHAizTkRlZ0eBTEHXXUETzaPuB2NZ1ig0bx7CWcFgcGlOTs5Dx3IhzRHqcYBhw4ZtBmTmzJn9nU7nAvtuEZEdPp8PEXlORP5mH9dgsKVQ96alpe0v/Rnv9Xrfws592VXyLLtQNQ7VTA6xW1V/qMtb1bZ7G4EWK5LRTqDrRKQCzVVWoJHiJ2jFvCeaGhgEJEKXCOhcASUGigOw2wNS6nItabVr1xb69Ilgjt+/fRxED4EdHWHHVEjKhY6zIBL4rf06s1Elwma0mWAAcCmqkXWgDlPrIF1gvX8jEVWdwETiqk6AXVtJi6XukSn1ArugtwGNUJs8hg8fPgNIy83NPccY8zz6RRElIn/2+Xx/Bra73e6ugwYNOtJUyQHRHKEeRxgxYsRCY8ytaI5uL4wxt1uWtSI7O7t3Q6wrOzs7zufzXY+ORd6fTCd7vd43qKWQoHpN8y5aVNqMjoZ+QES673+sjcXoe++AdigF2ecVcDZwCRqR/haNUEO61ARgMCyPhD3RIFGQGAEnBKAyET6Mrq5ezrZt2/DAJ90g+Cl0vQROegYGLYXWJTpm5b/Ae6ia4BJ0MsAtaPHQgpa94ckOsKQn3Ho+rI2EZMvQd24KltMNpoI4Vyfyq6l7ZEp9Ih812a5zplVTQ0ZGxhdut7s/+jsIR5vq6upVPp/vqI5VaY5QjzNkZma+hBY88Pl8rwNXoL/nGIfDscQ2rw6g4z8+9nq9/63vNWRlZbk8Hs9TqDQp1eH4yff2AmPMX+xq7UFhjNkiIk+jkd5FwB9EZB7woTEmfEz0FBH5Dq3yX4Fur98BZqGphSg0n7r/TzqQAN9Og1PHQFwLKI+GqmhY5QgGP4kwZg87d8Yyk5hLc3G36UVp9Ik4Elpiir6nZsM0rdqfjX62VWiDwQY0ysyHRzpC3gkwrwymWZBgQWwlDC7dDoV5bCzsiDtOiIi/mjemA0/V4p1a39iABlXtURPqpg2d53XtIP3SfgWYlJOdHWcboIPuEJ7y+XxP6eHymjHmi2AwmLX/gED7cQc6fTVmwoQJqd26daOqqoqBAwfWvYQDFVHtAgcRERE3DB48uN7/8Zpx9JGTk9PVdqSvKwpZbYz5TkQeqEvHZyf83QAi8lhGRsaE/Y+ZPHmyMy0trZ+I3G+PcEmo4/V8Xq93uC1xirVff/9ook7Y0dTpqJZTgG+Bb/b3U7V9D65HNZ6zgXf2r4yrhd63d4J1IpgqGPEcxI0FhkMgDuYFRa6Mcjq3uFu2TCAysp2Vn99pB1AKc1qAFQFp1bB6Jexai0bHpWjzQTh5O+D+0+GdVIgMwJgi+P0P0NEBOKGoFNaNgrg5kP7XeujVPySIDlX8K/CeMeaAHgmNHkqmthl3eCsvD/pycqL9fv+f/X7/qZWVldTyY61YseKrFStWrJs3b942bBIlzFe3Q4cObQcMGHA2wAMPPHD64MGDay34HhKhikih7WfZjKaNKBGJNsYcyczzKjRfeEiwXf1fr6qqei9cIysi41HzkipgKbAQWHKof2c2GVyIivr3YPf3h2RWIpKI/mONQfOwxWgX0wp9PORHekt7WNUWelXBdZHgWQJf+2FOe5jdzu3eFt0jpYXjqqoqehaa4Baig6/TrsJHQhkUWvDPpZC53hjXrbWsUdBq/+Vw/tUaEPbZDY+uhtTdEGFO59veLzJmeykM7gLfJ8LEYxCZhq/vKWCZMaZJDcP7CUReNJA8H1JqICIALjfE7YaaX2lhMALA7XZHDB8+fEx8fHwqdkHU7XYTFRVFVFQUkZGRe6+H/7jd7oqYmJjoqKgoEhMTt3m93ra1LuNQCLUZzThEGOAlEfkhIyPjgMMF7UgzNH6kHxpNGLQPfyE64vmgWkIR6YamFtrbz30PLUjdAjxud2V1BG5ApWVTgE/BPKvHzUmAN/vAsgQ11jcGIkoh6IYyT1tPoufjxK14EhKsFataFCZTXRNNTdR9nLtnBnOq4bK1MN5hDGfut662aB61J7AdppwA07vBJoFJcwHG8r/Oj3N/dzcLt22BqNGwXOyo6hiS6q1AijHmoWPxekcNIl8Cm7+HwQ6wXBCIgJpWEN9VI9dy+6fM/ikHyu68887ARRddNNQY8xiqSz6kfLLX663Vqas5h9qMI8EKEVlnjFlvWdb7NTU1iw+1U8se2bEIWGRHSh1R05N+aJ70IhHZgU2uqBaztsLVGrGH96F98PejOVOHfd9GY8wGEfkLGtGeDvSEwp7wTg3ktYKdNdBWoEsZ7I6GvBj1JYktvSQiwdOldxKl5eWFhu2UcUJ1JBWVdzPfP4N25TA3DcZnh9Zjy7vGASej0fcHQBaMHggrX4EVMep96ogfz+vdW7Fj5QpIjoMS0SgawjStYef1HMqYmJ+BDUBfEYk8SvKsY4X1QPKoH39uCegX80cHeW4WMGLu3LnRfr//UofD0RsYbYzpjKYODhmHRKhut3vMoEGDvj2cEzfj+EFOTs5KETkBQETGZWRkfFHPLyHGmHy06vyZiCSjQvxrUTOTMUCZiCxGCXZZ+D+/TbQzRGQuKt4/DS1MtBCRj22vVT/wjn2O8eBLAV8ctNwKZ2+EselQFZfKrY6OVNOZcs9miuILqgv5vKg9yUuXFicQUVNB/7hCgrRmRUs4azd81wamfCxyhnM83Hwe/NoJSQNh5Vh4bIAxP9jLnC3i+w+U/gbKOkD82lFM3ZxMYX4RBGKhwgI2g38z9B2uVoCpQBv7shg1Yalv5KNb3w6oHrepYhK12iEeuhm3LamqNfWRl5eXblnWKgCHw1FnN2JzhNqMBoWI9AauEJG/GWOK7MqqBx1vsga1xYtECz1DUQlUQERWsS81sBvALjpNtqcF3Io6978gIs8YY5baxywWkRfh0yD8/nJwR0L6HthVkMo9XYYz0zqP1rssCh1VzjhT7tri/nbFCvb4/S1Owr9sNHPWlZNw4jIC0TB4PTy5E87o0hsuK4Ux3WDX9TCjp/5v3YdI5b7t+9u5QD9IeByo8cEzBdB9PbAdWhZAD4FIv0a2F6Pb0m2oJeBhdYsdBsI7ppouoRoz+06Rd4fDOReEmdocq9RJCM2E2oyGxk40mrhGRJ5HhflXoG2aj6OpgJPQ4o4DNRgpQg1GLgcuF5HN7EsNbDDGbBORCWjOtCNwu23CMtl+3m3w6tfQdS30+x1sOw1erhhEzo5L6RD0Q7xggt4h3aKjC6oZvXUrH8LWWdBiLltS+7MlMANmwNB7oMf7cOpjBaR5WtKn+By+L+rOt+UAJeBcAbcPE5mIRpp90HbUvwF7bgPXIOgcB2UtdFJAcRcoWw1PfQPfGmOO+pgPY0ypiBRyHAj8/wnJ/4TZxpinGmoNzYTajAaFMaZARD5GC0uZaIdRG9SJaQg6vuQVVMaSiRJuFzR6m4PKlNJQr9GzgGKbPBfZzz0LdaM6CXgaJe/lev+flgK/QaVDcfdCcAi7civAvatly04BT+mI1YEAvVJSzEObNv1QAOlvQPAZnYbaSwejdkyDoTXpxFXtIBA7gcHej1jTPpp15aXgjlJpWAXaZFBkr3shMGUDbJsO7Ttqk0HIZHoSxsy+8+h95LVhA8dHC2qDo5lQm9EYkIWK9i9BJ5V+ICIz0G3vxWiB5wNjzFci8jXqLnSS/RwnKkr/AG3p7IkS8UloRNsDTR08FXa+M9CtdHuUzGYBvm2kPvwtaedX0K4yzmWSg6uXkBoVQUxCwlzZtOk2dKT1WcBtQCREd4SlDlgZs5gWEkeMBIgPrmBw3JWs29wZpDUs+lgNrXeiKoYX0RzwLPu9b0JlPQ2JfHRCbeyxiIqPIoQGdu9vJtRmNCjsqngLlBD/iG79nzHGbAOeE5E+KNHeJiJL0THQK1CFQSyaUz0J7ZWvQsnxGTTv2h+NvC5Ho9r1aLTrtZ+XCgQGQa/nSOsRQ3xyCuui11DqXl9oPHFYOFu4uLdsyxbgLdTsJBqNltfA1S1gRwWs7einOjqFaEcyQ3ZXM8Z6iA9qUOKPMEqokzBmtuiI7NAIj8aCfPuyI6oJbqpoJtRm/OLRB+1oAiUaL9Denj+1C82ZTkLNoEcDD4rINOD/7GjqO7u1sCv7xp6cjFr3zQAeQnv3F6DjULxon78bqIgBAjD0nwQcQ0ksH44p70x+vKsmgsWuAbxQcWrRtNKHqlBt6xI0D3sysAqeHAhr+8KKndVsLSsgJ6YUX7uT+dK1A/q3gCURsNZ+7iOIPGi/n8ZGqBvty040E+oRoZlQm9HQWImapiTbPxehudLaurkstKh0OzDeHl/yA7qdLkCJ931UDXASup2vQZUCoTZLL3AXmgbYcROckQvWHIo8K1mcMJvowGlEVUcl9Ix80HMyu3YtcKP/J/8EphpjakRkDFAC966Dy86BLlvhrEVl3BhfxrzCGxkdtwriKqBVWwj0gXxbBX4tmvdNr88P8EhhjKm0Nb+dGnotTR3NhNqMBoUxpgiVBQEgIt+gUeUm1OQluZafzqgByg3odn4tWvCpQSPAXWhedSOqr+yDeq92RfOgc1B9Ys3DkFcKrkJqopbjd7xDmedZIokpWwyeNlhWh82orrEbkBMm6+oFT7WF8lfh+VYgnUHWw+B//Irihwth2VpI86tLNeybWDoFSBIRR102hA2EfDTf3JQhNOD4E2gm1GY0Mhhj9ojI+8B4NJqcic52+tFWzu6uGopGoaloJX0x2jqYjOYDY+3Dt6H5zwvs45KBDjfDjgC0iQUrEtfWIFbqXQScj1AtucEg/XYv4i2+L+kB/RbBkNfA+5HmYDugkqyP4cU3jXnhx9tMYX0yJCfDirAHQv6mu9FiWQL72Sw2MPLR0d6J9pdcU0TT2PJXV1d/4PP56hyU1ozjGyJyrHN+PtSr9Hy0kh9p50lnh5ypbILNs238RqPuU4NQcXq2MWa6Pc+pBdpu2h8dx/whqmk90QtdZqtKwF2O3xmJWImOSOdD4uZRZyL/r3qtKcPqtRg2tYeyhyFjD/ScqrKul4E365h5NQm7a0d+2rUTGgndgsZHqKDb/gV1H9aMA+FQI9S6rNia0Yx6h+0m/xY6T6krmh+9FrhQRKYD040xJfaxNcBXIuJDe/mvAy4VkbtQYu6B9vRPQSv076BdRzIGZsyGlqXQLhocHTE1qa0TxZWczCudOrH6m627dtdYCU5Is2CLB6KughZTVU3Q8lM4G5FfEa4hVVyLkmgaSqgLCHXtqGkKaE63MWEzul3uRNMl1KYRoTajGccadhvqe6gCIBvNqY5CTZzHisgc4HtjzIbQ8cAkEYlHC1vjgZtQ+dQPqOzpCbQxIBWIXACeGHBXQHEk7N7WqVP67upq/NXVpOflbc2oqZnihh4boHsRpDgh2EUj2tIx0LcDnL8O1neClQ5NIzxrL38jsNSCeEfIeX9fC2TIc7ZRVfqNMdUispVmgf8R4ZAIVUSusiyrqU1GPElEHrOvbzDGXBN6wOFwnG6MecC+udIYc3M9vN54EbkewBhzSj2cDzsaQ0Tesizr3/VxznrAkkM9UERc6JZ9Th1b44NhFrr1Pxd4zBjzgoi0Qs1PMtGc31pgKjqn3oGK+t2oaP9E9pk9t0cd2+9C86ytfw01p0JcDfj9kNS6stLlCgZZ5nQSs2tXpAfG1UB5AIIBSPCAVaMRZ+zl0G8DRJZAwlzo9iv4Lg5aGpAcYB1Efgktx0OJB547TeQLwHEFpI2FcekwborI5n/D4smwHXikEbg95QMDRER+5u+rodE0ilIOh2N2RkZGkzJO8Pl84RFARWZmZsj1h9zc3PZhj5WGP3YEr7eXROvjfPY5ATDGbKqvcx5jZKDV9RNF5M3DJQx76/82WvW/VkSeNMYUAO+JyGcoqZ6GRqJ70Ei0Ao0KLWAa2praEx3050Lzn/lA3iY4ZSY4xkBxIiSWBwKsa9OGlL592bh8+RtnwPlFEFcGkdFQFQWuDzVCLRsCZWvBEQEJlRA7FYafAbEeqP4/aDkb4uMguAv8Q3T7X3oDpN0LJ62HYAFUdgbzVxjSEj6e2MBbVRv5aATfEpWiNTXU6lF6LNG85W/G0UQ2qic9H0gTkX8ZY7YezgmMMSUi8g5KmmOAr+z7K4HvbZF/HzQdcC4alcYDr6JFIDfabno9SrRFqGfmXIB1sGMiJI8aNSrmiiuuuJKFC8nPzw/mAGnw3RWQ2Q2ce2DHYxBYqwWtViuh4GRYVQXlK6DbTmg3FxJKwZoPG0fCstthXbwqDQqNMc8j8iKweCekucHdR6PqhJeg5UtHx+v0cJFvX3ai6RJqg34xNU89bcZRg1F8g4rio4H7RGTozzjPHFQ7eo49iyr8McsYswjNXy5B/6mCaFX/9+yz/HsHzauGRlPfBrdsASshKmpL5rp1d175/vvrGTp0KMOGDbsZcH0AmefB1j7w0Elw/jdqUD0DqPwbJC+Bk7dCz4Gw7ATYFgTzCriioOUgqCqjTYcF9PeewTcnivDiLpJPBEpawJ4ETR3APn1qY8BWdMhgpwZeR5NFc4TajKMOY8wqO599E3CDiHRFe/IPeTgf8C7aG3+tiDxhjAmGHrDF9teikerraN41G9WeXoVu+9ejbZV/7w2jhP4nbGVc73i+/f/snXeYlOXVxn9nZntfFnaX3hEQqYKiYC+xoYkflsRY0Wg0Ro0xxljQGGNiiTHW2IjGxBZjiRVRFBEREZQqbem7C2zvZeb5/rifYcd1gSUiLHHPdc01MO/M22bnfu5zzn3OKR84JDerMn4/Fi3qxo03/nnhqlWP9UfJrIcRox2Pyk0/QSxu3iwYfAOMORd6lEHfAij/D/w9DGvDcMn9xB2WSqfwGi5fPotjMoDvv8zJKWP5KDiYpZ9HXVdEn7rHzTkXMrN17L2JqT3OUP9nATU5OXlqTU3NAIDGxsavuFOhUOiVmJiYAQCBQGBXJQLuDwQCz+yifQFNncHNrMVppG3JzKwzqpEPIs8n2OwRQCwzCYnxj/ZVUdXbeX/zfdUjvWlPM1vqX4tFLLQL0qDugxJhhuKqKcC+wPcAciCzM2R9REqMMSdUTOeOn85ZExjWIZN9eg4PLfv8xPgneOwnA6F+AMR2gPsNXkFa1/HAYYjlPjwDkmcoBABykeNQ9v5a+NkvYF0feG8wlFXAhNInONt6kzc0g9LyLhSs5r/oKr8bbDVwUBus5GqNtQPqt2VDhw6tApa3tO3ggw+uQKxll5kfwbxLge+AAw5o8fzbqB2HykFbY7UoG78/6sxfhJJIoWaPcLPnalT1NAQoRIA5GkmWZgKLEWAPRTKrZVH76gCceRr0qIK62aTFDiaJBItpKAq6+PXl5STPmxHqRreeQ+DLEnCLFT8dHIJLA8497xeAZw+GgdnwbCMkdIGqVbB4qr77jmgB+BG83R2uDcDKALybBu+kfs5BlU/wfc7DHdiFggGI8e62gXyttNWoF20uCgHsHWY2ehqc2A1SMBvMV6Vqu83+ZwG13Xa7vYHii9sCxeavdQAmIU3oG6h71A4ZkZkloax/GLGRYuBRFId8GU20HARMj541b2YnAF/+CpL+AvFZ1A5Jo3sgO1Ad6BUTQ3ljI0WkBDNY5WqhagisXQXdl0LnBfDgMWbXAp0GQ78syDUIHQyNAyElBcZVQ9FM9RDoDayCrE3Qtxck1sM+4STmWSYfpE8nGJrBEVWfMf3TDpD6zW75t2LRI1H2DkA1Gw3ckgrJxVpkm7p7tY9Aabe90Xz/0q1mZhlA2Xb0jBv8tNIfoqZA2trNAAAgAElEQVTNfczsMefc1zwHP5L5COBZ51y1r/W/Dw2uuwW5299DrnOk4/9YP6o6BoHcBGDVE1D6IQzqwef1efZx3IZwZSC2tpJqi6OeWEvjrfBdsF8I9jOoadTQqa6oi1WgA6R2h/rRUNkH1gSkTe08CdL86FP/VLMEhp8OA4OwnpG4jgF6uXUsCdUxLe4C2OcEKDkNLkiX2OdcoiqunGNPsdZCpN3tyZ5vfN1aOxcoq4KOCfr/NqfHftvWDqjttsvNzFLROOeFZvb0tpJPvmz0b2a2AgHr9V5atarZW/shfWQvM3sIlXRWo3EiG51zq81sMvAgcBFiKLmQfSR065NNSYdB5Cdk0TB2DqGGTZDalWL6278CeW4YJWRRT0VoLJ829GV9qAIKYsAlQHUSBD5XbDQOiD0bYobBZ2lQ0RWKUqHWwcLBCkNUooYu62F2Dlz6RQa3julHVVJPagObyGlIY2DodD5dVgo1L0LH5zn4JCgYCR1XQ8x6f+63mHHjngBV51zYzNawd2X6ewPrk6A6QYsB7CH1RDugttsuMV/BVOMZZiUS2Z8IZJvZQy0xz4g552aa2VrgYuCXZvYC6j3q/PYPfGLuAuA6NOr35yiDf56Z3eqcK/NjU1KAjpDaC8YEDmJL7e8oDZTTsaacVBdidcl/qAleBBuGxm0eXG7TKE1JKRq+efM7seoiBSodLV8COQ/CoM8lx3od6BkLl4ahUw6sTVUsGIO0bGlKf4kY84FAVVce6z6BD2PyuKZkA70z+rDK3cgd1Qfx0boAbP4CukzkklGw3Pei7r0Gehd6NeO57GZ2FWWrgSPMLGYnlRh7yvKArDGKx0dsj6gn2nWo7faNzcuWLkNgmOn1p6+i2GZP4FpragrSojnn1gG/Qy34TgMmmVlC1PaFaApqKRoR3R14Ern3E/zbPgceB96Eo6rhrKoLiU+uoX9NI53L4kirXky/2AbYnNm1a+Mdo0dTNGgQw2tqFscqMfYwsD4MY1fAyY/DkDdh9hq42Tn3KDDzWZibBImL4IBl0MUpS58OTPFjrH8D/AvYMhoaV/NlqJELko/giMLbmFQxjo/qApJzpQ+FmCKOzYN+n0FcPazoC3Wx7Hlt6hpEtrruwXPYGZtC0/dgUf+esrtPpB1Q2+0bm08mPYn+iK/xbBWnhMCdyF3+lZ8Ptb39VCO3/UXUiu+6aCB2zm0G/oDipKegctJZSILV1zn3kXPuJeAL6F8LXRZ0YG3yRvIzy1mfFaY4Zi2NaR0TEhKsoWFo3LhxhO69l9iKikPQj++McoifAYX5UHEJVL8Jf3XOfY7Z6Llwxe+h3z4wPx2qKmHoTOjyJdweSX44VTzdB8wMQMY4+GIYbPgA0i6G+r9AzDotAkXAjUV0nA+dwzB+PhwwDxIb2PPa1NX+ee/Qo+re34juaTf/vEfUE+2A2m67xJxzKxB4xiJQ7eZfX42Y5WbgMjM70jeH3tZ+oqurElF11QFR2+tQWelzSB7VH8XNzjWzOP+2alhSB5ce+AxFgUxCjQG6hOvpFbOJ0tjusbE59V27csIJJxAIBOb5z5xbAo0zoV89xPeE+X1gUR84I5JFjofMYiiJh7ohUPAa/H48LBgIJ5rZvlHn2AA8PBBWzNac6Y2PwBsHw4oPoOpCKDBYbE3zstLB0iGjlj3IrqKsCMWne+3Bc9g5c24Ozl2Kc8f75z0SLmkH1HbbZebd9jtQ+eLVviIK51yJf30+cud/ZGbBHexrGXArcj/PN7Mf+e5VEdCdBvwJjSPJREP8vm9mvYHxMC0BapI/Y3xlTzoWdSa5soCGxADF8f1iYmLjL7qIQCCwdP369aP9IXunQ34PWDsePu0hUIm43ucCZaUQilVxQZlB2Q0S9d+GYsaXm9lpZmUHmnE/uFcX8kLRwSSF34O+z0C3q6DoEVidogWhL3AN2KHw6BRwX2FXezDLH2nevZq9haG2IWsH1HbbpeacKwT+iAonrjCJrCPM8mGkOR0P/NyPkN5qZpbm47GRfZWhzvgfotLPa8wsK+ojK1CN/jI0K+qmHHj4RDhwMtWZ41lfn0Lfjb/mjjX1pBSl8OnmcLCxdtbAgfxl9mzef//9v06cODFSwpoXgLR9YW2CFgRocr17A+UZUJbVVLxRDvR2zm1AoPoeTDgDNjwF5d2A9a9wauhtXtwyig6Fc6D/TdApDq5/wbk/Ab9GUqyOcOERECgAuwnsZ3sSTKNsDdAlivW3WyusHVDbbZebc64YMdJNyM0f6V93Psb5BGJo15pZDmydEXURcIOZRQ+LOw3V5k9HoHm9mQ0xswFotMnlKLPfEAO5qXDgLyA/BkJJ1NoT3FvxNsdecYJ7bb+nDxr6n+5nnZVy8M9+Rjgc5te//vU+ZnaGH5UyhW0nNvLwYDtYFVgQFed0zjU4556B++ugLAQf9YW8TkDZNI5dexOb578IP7kVViTDSJ89r3POvQtc748RRIUOvzWzQ7yGFjNGm3G/Ga/75wij/rZtNcKH7jt4X7tFWasANRwOL5g1a1Zt88e3fXLfVTOzFDPruKfP45uYH1FyF/phXmRmB0Vt+xjFSHOBv5rZ/n7TOyiBdaWZ/cSz0dcQMB+GJpmWAz9DEqUbUGKqJ3D/dTC3HsK/gD7LISUE9fuIaZ07efJk69ix46ldu3alV69enHfeeYtQv9TDgJtMjHpbiY0ptCqL3C0dhs2CjFJIjvw+yiHQ2zn3BvAM6jNwmQdxnHONzrlZwM0oIVeJeh3cZnbjz6DxVqRNjdao7g5QXe2fe+2GY/3PWKsA1TkXh2JVzR/ttovNl1Zegdzl7cYZ27r5rP2fgSVoosFRUdtWojlPXRAw/Q4B52RUQjoEgcwYFCv9D4qTJiPQHYt+7PHA2865f90MDafBgi2Q9B4khqA2DsqKod/gwYOXm1lOt27dABYcdthhQ51zz6JEWiNwpcE+Bld/LbHRchb5GeBczF7H7H6fuMqDpEQ4cBFkR9rzRTPZ91A3rIEo5JEUdT+cc24+cDtabNbD6J/A7F6wIBOqY1AFUBmK6X6r5sMtpbQD6k7Zd17Y72cQJQGFe3rsg9ddXo5A5v7oFnV7i5lZrM9yA4qdmhorXwBMNLNEVLfvnHPPmdnHCDgnIPB8FXgbAdipqDjgYODfSCL1U1QDvxS12NsPON7M1jvI+y10XAE9ZkDCBoi5A/bbCPVz77uv77p18tYfeeSR5fPmzbsaZbIrUVu/AJpFdaQvLJjvt3cCtngJ2Bx/kaORgL+MKOb4J37+zJX8+Qx/6c2nnUbux0dmVgtMgh/eZVYThMRubC05dXOAL4EvzSpOgSVBWN8dkmrVJXC3alTX0J6Y2ilrFaAGg8F9xowZs1eNQNkJOxT9aC9hD7b+8sH/y9Af8MPOuUW7YJ9fAbdv28zsGOAoM7suusLGOddoZo+gyqYTgWQze9aD6lozuwA4E7m6E5Acag0KAXwI/AIltGpQUqsEsdUclCTqBFx+A0y9EfqfAqHZUN8BQh9D14qBA0vi4uLIyMhg+PDhvPzyy2+iuGsmihFGWG8VAugD/H4dAst1ZjYPgW/VR3BSJiQ2gsVCcl+VqnIF9465kj/fyFfr8u9qnmRyzn1m9vj7MPKPsKAc9p0LyS2UnKYuhjFZULYaUiIhhN2pUV0NDDOzJO9ttNsO7DvDUM0szcf1mlsSKpncY70ffQLip6hm/VHv+n3TfR6DBhXevBvLBzciRrYfKsXcar5G/CkEikcB3c3sGefcOn/vnzaz1Qh04xDInYMYWRCxwyCKu34JRJhtCLHJEbfC/62ApYdK+1nnoDYmM/OZ1MGDr5k5cyaZmZlkZ2dPd859beCh/w6SETj/wp9jZC7V+1HnlJIK3ddCTQjSHdBHQ/Z81p8mJrtdO/8QKFoAn/aEj4fC2Pn6U/xKyekU4BZIL0NlrpHY7e7qn7raP/fgq2Wd7bYN+04Aqk+InOE7vec325yEGm3sEfNx0otQy7m/+XEfu8LWoaz4ocC0XbTPHdliFHc7iGaACluH7r2AmOBv0fC+cyMs2tf0b0Y1/bHIzR+AWv3VoTlQcUhCNRpdYw0qAFgM7PsMnPSMXPj3gdK+xx137Ynf+15wwYIFbN68uezSSy8tv/TSS/dtwQMIoYXgZJR4ehAx2E4ISJ/Z2o/ArMcQyHJQVgcxMQLedHaOOfaGrPUwqgzW5fgKqa+4884xx4wdMt5v0aJb+bUDaivsuyKbWgQ0oPrw5ovIHgNUr7m8ALm4/3DO7bJ2ac65JehHcHx0TfzOmpn1N7P0Vh4zDMwGhvjYdEvvcc6511H5aG+iMt5++zLg9whcTkYgegNqxrw/klCtQ4xtFAK/91FiqcjvZggw5MYbb1xQU1MTfP/990lJSfm8qKjoL6j/6r1mFum0j69yugGx4wLg9865u4CbUIJsODDZzEZ7edcUIN0gPQFC9t9VN+UBadCxEkas9AM7v+bOO8cc57jUOY73z7tNo+pg8NswajncEZV4a7ft2HcCUH3G8m8oQ/v9ZpsTEcvZreZ/mOcgUHjeOff+t3CYF1Gs8Oj/5sP+HCcBfzCzyz2gxO7gYzPR39WBO3jffLTQDUAyqa0i/6ia/SXA2Sgp9Xckhv8PimtmIQ8rHUmf8lDGfwv6PvvPmzfv3tGjR/PFF1+wYMGC5SiRdDsCrkfM7HgzuxwlAuNQEcFdvlwW51zIg//v0KI7CbjEVEhwI1C0HPo+C7GFcPNOljtOoY009GjRfOKtM4TXaLGKNG1uB9Xt2HcCUAGcJmO+h5Im+0ZtSkYu6G4zD1Q/QqDzsnPunW+wr1SVPH6NeeOcW4MY3tHbYowt7G9/M/uxmZlXPfwJeBMpDyYBd/rt/VuqyfeVUquAE5rd5+ZWicIDD6PE0NXRTNhpTPR9wLsonvlTVPb5H+Ba4AX//2oUEjgKuaaLgdKcnJysuXPnZkydOpXy8vKSxsbGbCDOOfci0rBmoUX2MOB54Cbn3LxtKD2GILD7GCXDJhvEGFw2AP5+BmzIVaerVptnml/TvbaRKinw5bYxsKkO4mt0n3eLZGtvtu9EDDXK/kXT5MxbfExstzJUD0ITUfnlG/7xTawvmkmfYGZPtQAILyMx+fFIO7kjy0LNnJcDHzvnCoCXzOxldO/GovjlOGCLlz2VIHXCa865UtTp/Q4gaGaXbyPhV4HY8+fAXxBg/tLM7nHObYGtIYRnzSwfqQB+hRJTS1Cbv7k/hLyfwIkBGLgU4v8Ode9DYs+ePa2yspKFCxe64uLiBv+5s0zNk09GoYmRiCF3QzHUbdknKC48CoHvGAQs4/w9eccvADtlrU9g7RHrDazPBBeEUAUkJu75toJt3r4zDBW2dgF6FMVNz/XgtrtjqCcjAJyG2Ok3kmp5RcCHCJB+3ML2Qr/9kFZWX01FYHqmmXU0swxfydTHObfUOfcEYnhPIPf6BMQYLwUeM7MzUEPmPJRoG7WN41Siv79E59xS4B7kLfzSNEE1+ho+QAUCWSiOeiJwfQaMPB9OOhAKSqG4H2y5HLr0TEzsV1RURGZmJkVFRQtCoVAyYq/XoFHWuaj71fWomfRVqKtVEi2YXyTuRAMCT0es+RkEqAcA1S2x9b3c8oC0TlB+NHyU3aSrbRMjr9uqfacAFcA3s3gBuXFHoLjbbgFUMzseTQedgeKmu0r3+hxyf39oZoNa2P4aykSfvKMdeVb4hP/v+cCxCOweNrPh/j11zrmPXVOTj/tR7DQLgdRzKCufgpJiLYFNpX9O8ftchUArgED1K4JyD7q/QyGMGqAyhpwB53DYkL788tjfc3uPFRy9ni5dqkempgZzc3PJz88nHA538PuMZOy7Aw+g2UnHImlQCXAGcKttoxG2c64SVTDlIVBuQGC8HC0qV+zt5cLNbAqQHtCj7cV426jtFYBqZvG+trv/LtrldOQyns5uYqi+7PJkFId7uiUwNbMYMxtvUR2XWmNOnZxeR27tReYbPEdtL0Ui+TFmtsNmF865ItTFqS+KL9+H/zGZ2dn+PE8ys18750p8nfo9qMrpSX8e41Cv0tMRI29ukZEoWyd/+sXuDpTBv8rUACX6vApRUmkRHDW4jocSEjmoOsTcuOW8EzOZ4fu+mziwV6ixAykpT4bWrv3XBjizI3QJ+H02Ihf/WnhqKcxMhhsPgUNzIDEZFRX8Maq3QPP7UkNTKe1ViPXeiBJmvYCbzOwIs/Ceamiy66wNNW3em2yvAFQkdRmJZzPf1DyY/Q2xjEE0Dfb6VszMDkVx08+Q1nRbzHRfJN055L84zCJgAwKzn/oSz2h7Gy0czVUO27JPkLTpBFTyeQZyea9GTLIzGpoX+U56o8KE8UjW9DJKOvVAQPyYmZ1umoYKzRhqxJxzm1D7vxLUY3Ros+1VwL3w87RGQi6OfWOyuNA1cEpoi5WmPbLKmFp2CDNnrqtobCwohboiuCQfjolI5xLGEBz/MHf+cwaXf+8V5tox/LgArqqDJIdm0t9rZpe0tLA55+oRIwcl6nqgkMpkYBlMuAyW/R0qu7L7G5rsWmsjTZv3JttbklK5/nmXzQl3zlWY2UvoBzSOb2lkrpmNRRM9vwAe20FF1hdIO3qKmc112xls14ItRQvDNDRS+QIzeyByPKfxy28Ap5rZAK/33KZ5Ef7TiKVegJo9n4UY4oGIkWWhhe4D59yHZrYexSkHI/d6GYqLJiN2/n8o3piPwKYbcKEv64x4CZHwwBq02N1tZu8j5cDW0EESc7Kz2BguIKlDLb0sLoBLsJxAWagUQqlQuSEINclQWQv75cFvlkHgj4fCnddi+5SyOHYZ3QLZWOD3/CUtyO+WvMGRW+CIVH/cnwPHmd39Ilw5GmzriGfUxGUz6sd6Mkpsvgg8DlcfrarV1f1E0PsW+lM+l7abgGq3XWR7C6B2QVnYzbt4vxv8Y4SZDfXSql1m3nU8B7mIf91RCagHsWeQq/UDxKJba3kojpoE/BPJsk5BP/SIvYfixj8wsz/sKIbrQXgKcCVwqnPun2Z2HUpK9UWAeq2XZL3lNM75Sn/uR6Bqp2qaOpM1IPDpg1QBSQhUj0KhhcjE1Ar/KET1+qeie7geoD/khpmVtg+1djKb6UWlrQrH2eN0Yw6dCAZzGkKhTAeLM3TIUCmUDQEumwonvM6AbuWsTIKNsfnUp2WQGPsAPxmzke71KfDJZGAddFjNgYcUMeIox/uFkLQWsveF4MNw0hp4NR2x/j7o+7oEWAn3DoMn3tP0lOgWfu3Z8e+C7S2Amou6Qe3qevskBEQlqL3cLb4I4BubmQ1DzG4F8GBrm5Q45/LN7B3gGDOb4b4+o35bn2s0s+XAQA983YBjzWwDSuLkOOemmtmrSCw/nBbKQ1vY71J/PkeZ2QLn3EIzuwu5/rlooTsJGGtmzwFf+ON/gVjZRgSExfiaewSmAeQuV/p71IBCBA00NamJQ8mu/mhRLQSWPwDjC9jY2JuExAL622ZLINtt4TIq+JVV1xaEjtgsccGsVZDWHTomw3+SgN8VwmhIKkygU8c6tiTFsSVgNKSUE3R3E18fT86x1dQHVhJsrOEC4tkSqKO8syMmC5bXQ3Y9nNodXp3uz3UqCnEMAsph4ieQkAAHLIm6je3Z8e+I7U0x1OY1+LvCktCP93HEos7bFfIXL2i/CLmt9/mk0c7YawhcztzJBNUSINfHKZ8FViJX/VfAaC/+n4Xu5Sk7se+XEJM/x8xSfXLoTdQ+ryvwFAKXn6JS0mxfKz8ZKRo6Iia6BYUNrkHZeocY6ADE4hxa5BsQQw0DwxAb7o/Y/i8fhAHzWBQ7g6W1c8h3a1w+xYEGNgU209/NBl7NgOuT4NmBkJcCb3aA5HR479KzeGjIl8Rlh2iIiSWlLoYQFeA2YMRTHZdFlh1Eh/CZ5LgG9gumEK7rRmIFDJoPPVZARSP0SED64cedcw87565Eyao0uGcVhDJoqxVQ7fatWptnqL7UsRNKknyT/aQB8b6sMWIR3eEqBEBnIfdz6jc4zgDk/uUD9zrndnqygXOu1tREZBJK8rS2LDXSwGIgivN1QG55JWoJ2OjP8SV/jmMRA9zR+TSY2WPAdcCPzexB9LeTj5jZj5DbOxRlym8ys6kIdG5E8dZBSG60HHgLucuVKAHXA4UJyhCQGgLXKrRIvI6+/yOBsX1hQCr0XR1bn7C28YtALXGYgxLXEG4gHAufVkJCCcR0gsPz1eC/MR/CpYtJ7VdN//4/5JaKXFbbYKrjGmjkJTIbjqRLXCIp4TgcJ1DCM2RUV9I5Pos1jTB8GcSEYWYWbM5H4v79zewT1OD6DTOrgVlnwvhF8G4SpPRk9zc0abc9aHsDQ81BP7BvylAnAec1ey0JSWkaUaZ2Hpqc+V/N0TGzPqin6Rbgz65ZD8mdZL+fojZ1p5hZ6o7e7G09AqEzUJwzjOrU1yE5VaQO/3O0iEywHdfmA1slTf9GjPEwVGn0Hrp3vdGUgc9Qk5E5SG97MwLZN1CCKh7Vy7+JtKAjUDjiLRQfT/CPQhQemI+++xFottQK4OUFsGEUY6gL3xuoCLxKcuz9DHYTGlNIawiTUgOLp8O/FsDifBgYhHUhjZmqStzMfnPWMfDDN/lZxRDWlBVSXfFP6je9BsygpCFIOJRMrSsip7ovJVsC9KOYdGD2EMjvAynxUHwD0tt+gGILN5nZz9Df6BSYkwypeWD/t7sbmrTbnrW9AVAjVTMF33A/pUBGs9eSgGrfAckh17UCZZ53asSLmfVA4FUG/Kl5ht7Un/SqnQDVdPSDTaD1UqdsxAYPQ4D3W+fchyik0QuVXkZq9P+N7sfhrdw3SEGwFMVP70HguBklmjKQNjMZhRU+RK78g+i+DEPgmInit8ciwF+LQgWj0HjldQikU5BGtcbvMxdJzw6cFntcxnmBW+MKQh3oGd5IY31W42wub0wiqTyXkrsg73QE2gvgmAoIl0JFKqzpCcFwAV1Wv8Wpy/aDAVPh5/VQHUdd+D22xDzN0pg0KkJTOaY0mergGBYXB+g8B5I7w8x+8Pt34MLnnHNbnHPPoCqxl1Fc+Cp/P2f4+33VTiyG7fY/YG3e5Uc/JIdYyzexUiAjClCgWR2/c67KzJ5AbGsiEmzv0Hx1zRUoo/2nbSS2ahDADEaa0R3Zj5GucwlwsE9QtZjY8CB9iD/nBhQ7fSNSX+6cm+9r8U9GsdC3nXPLzGwhcJyZfdicTbdkXoUwxR8rot/9N3Lly5EbfDxiwJHzWEeTRnUFkqflIeY6CgHPH1C8eS66hwNRsqsaCMNRVXDLoZCbC/MCznVILHMVLKCCIS5IR4pdKcHQewxPrSc8DNZdghaVGqjOh65JEN4kl700SXOfYtb4v4O/N5h9+QIJtz5DePwcqmJ+QknwDJ7t/Fued90p/Kgn664z/R3+QfvcGueN6GJfLzMrLoRr6uCI1VB3NyybLjLwKzO7yzlXsqP72257v+0NgNoF2NzaLPl2rASJ3lNoqtL5Wqcpn9V+G2XIFznntpsJN41BvhL9wP7kNEK5JZuFwOZEM1vcirLTp5AWcjBiqWea2e3NlQ4+NnwOKqVdhLpDXYMAL3oRegMlhn5gZhudcwsRGF6P2OK/d3A+ADjnSnx89DKaKr9OQXHQuShmWw3c5pzb6M8xBcVST0SMNg4tGL9GlVQpaHE7HHlNaf6xBvYJw+hjICsZEiuDwcOSrDE+kEQBidRShmsME+fiWWVh4gNw+iD4XleI2QcKS+CFVXBiP6iph8p6SInTY/KnZq/ch77/Kih4Gw76rBecmsvc3v+iNPwGbtPh1KefAHeNhjlzmuZYXWxmD26VwZmNToeb0qEsDO91gh4Pwr4/gdUf6DsfYGbXON8WsN3+d21vANRdleGPsMYMmgA1kZZb972CWNLZZrZ6W+zC125fhVzZPzVLeH3FvKzpDZTAGYiY5zbNOVdqZneipiMH+Mc4FAaIHH84AqZ41Kxjut9U5I8xPWp/zsz+hsICF5qmF6z3SZUjzew9X6LaGluIkl7HI7d/MWKoKahz1CmosOBu51yVc67SzG5Di2MicvnvQbHTfuj77YBCCqv8uR8D7A+5neCweFgfC1WZ6em9YhNK06kNJ1PF0HAX5ro6GgJbKItNp8qKuKoTxK1MYEanAXQKwNBhjosrCrlh9SYOi4XSAvjnO/DKOpqKDlKAJPiobhRU1UN+HKQVQMbjkPI3oApGQMaXsP8ISJuYTON1x1mfLSPIC54OaUlQXA/kQigX1uRC6XPQkCv3/zTgRZ/Ye95Xg7Xb/6C16RiqaTxINrsGUCNgER1HbbGO3zOPRxGjPb8leZGZZSIwjQPucWpztyP7CDHlk1oTS/Xu5D0o+ZONYnIpZpZgZuegTH0RcKtz7r2oWPBSYJ/m5+3lWw8gNn2pqbvSK/4+nNiK849YPXLfKxBLrUEJtGLUzHoKcpGvMLMkM4v3YP0JyvJPQzHVM5GC43F/b45Cyax3kYZ1EvxfI3RJgNqYuDgXX1ubH4gPL6IOqCDDHMFwDbn1ZdRZHBaA1cFM3h+STXFuR/LYzN8D1eSmLeAU58i42rmepzt37SPOuTedc/9yzj3pnHvAOXenc27yC5D/Erz5FEz9C3x+B3zQC7ZAZgxc0wOOq0qn38audM1cwAl9F9A7HA/pBdBrPexT1qQcKc+BLOfcrWjR24hCI3eb+lK0C/3/B61NAyr6sQXZNYAaYZk7BFTYWlP+DIp7HhO9zbvZVyJ2c49zbn1rTsAD9ZtIVzlgB2+PfKYeJXaeQ1rMB1EmfSySE/2xBTBf6q+tJbVCPaqkykJa2aH+fYf78EVrrA7FOF9AGtMM/LRWxPYO8ufZFcWhf+o/9xFKSk1FLHcdYq1Xo7jqQ/1g4Anw9nPwcQjO6s6hn0FaKDZ2cDA1dShJSd0JUUYMS8MhSt0SsmIrWBPbm67y8BIAACAASURBVBcbQvQKQ8eF/alJzqAmvIJ/ZweoiovnpzXZWnjObcW15QUgrT8UHweLJkJhT2hM54RyOHENDAykMyyrL4cVd+XohgZuSxsIa8ZDydFQ3aupmm+rmN859zlSmExDycYDUYXZ1WY2dFdon9utbVhbB9RIhn+TZ2Xf5A8vIhzPgK2JnB11mpqF5Esnm1kv/7kUBKaZSGe6Zpuf9mayLFPDkpmILbeaETrnQsiVjrSKGwvc7Zx7eRvlrNF61Ob2I/+YieKsvRGwZSFXvaVzv8zMovua1vvnjcht7+SPVYL0vPuimOrDqPz0dF/s8Dm639mobV4YSa1KgbN+BJPegV5Doe4JSL0Gxh5nl+ybnlweHwxmUFMTT2NjDhXs39gLGn7G1UsncPGm3lzp1rMovoS6WqhMNhrDJbxX10hNY0cm1vemsZTWl39OIWo0yTToWQ3JRZy1EfabB2Pn9iXYCCmlaYRLCulnSBIWCEAH/4P6mpjfh4Nu9ddbi1QYWSikc5OZHWwtTF1ot73L9hZA7Y4qUTps6407kjl5UKqgiaHGoevfJqB69/lp9IOf5N38nyNAuN85t7J1l0Fn4DZgqE+uvYUSFa1iqaaGy79C+tblSE50kZmd29J1O43L3ogAs7m96K9nPGJtY9A9qAFGRhaOKOuFpoHGRb0WAdQ41LLvS8S4h6GY4SdI4F+LppvGow5SAb9tBApjZKAkzyvAo2fBQXnQ9RSo+BGsmgfJM5Lm95rQ6VeBMWMagKS60tKG6hIWNXbkgX/8gf9Mf4yV8x6k/KkqwosamL0WqrouYHpqEUXJ9UwIFzE4PIoHCku0AO64/LNZ27qXIHUJTC3n6I+ANMisjiO9KJaGuFqyGruRX4ZY6RJ20OrOx+LvREqL/dEEiccR2z8buM3MjrVtNLput7ZvewOgFtM0nqLFWn4zm4RKHg8ws1utqUVcc4vWokb+aLcrF/JyosdRgcFDyI190KnhcWutALnJEYY0AzGmk7b3Ic8ODwd+gxaT+5CmcwOKNf6YrwJdtC0B+pl6l+5vZuebWaJrGoA3BzGkDggEAii59v1mnsD+SBc6P+q1rYDqGfLd/rORwom/I4XBJMSW7/fXfisC1Bj/KPDHTnHOzRkF1UUQUwhdR4DrlpGRnJmQgKuaw/Dht2487bQrekLuY3BKzTSerzL4Dc4d3wvu3Ayz4Ivfw6S1deTVZnFqfWcya3vz6+L5vNXjQjhgJITN7EQz67U1vmw22k/0fH3rZE/fts7gkodhwRL4BwSm4JnnEgYuqyYpqYaE5Ek8sty/HgLO31GrO69PvhvJxCb5+34ripVvRBVjt5vZRL+At9teZG3dxYhk+CPAv63mKOvQnKMyxETKt/G+UppYbqsA1dsafw5DkBxoYSs+s9Wcc2HTLKM+/v8NZrYU+JmZfeyc+1r5p18UzkGyqQXAk865cg92S/zrlai7/Z+dmkJH21JUqtkH3ZPRCGAfd86tMLPHkdt9BmKy6Si+O9A/lvhj7Q8scl+dmRQB1Hh/PevNbBZiqIc656ab2cOoVPVCBBZjkSxqPfpOx6Ly0xNRbJgSKMyGnAEw963Ro//PbdoUc1t2NutjYsJn3XvvKygJ2Bl9HwlobMkDNHkycfDl8hBfrorl/dAfwY6GtLlQ9AeYN0/neyJayKouNqv+LRyZChsSonqX/tzueeZerhgDK8fpNg59yjnmmHEjcO5aevUO4D68myvtZF5NRkB4V2v7hTp18boHxZbPhd8OheuHAr1hy2a4fhM8fARwhFdhTG1tnL7d9qy1WYbqGUQurQPUWX7bwcCG5lrNKNtphurjWhejzPi7qMlIVmuuoZnlAd3MLNY0inc0AsSDWzjmSOR29kMhh/u9Gw9igsXIRf8Quf/X2NdHdyxD92SQc24q6oQfRtNFTwECzrlpyBX/AgHq0ege/cCDaV90vz7157Wvmd1A0/cRzY7fQvfoNDPL9RrUp1Eo4ETEUtcDh58CA1+Bs4rgpuMge5B0sDwF01MgrjgursO7mzfHjExMZGggwOhjj30E+L0/7hh/HXciVvhLBM7ZSFr2AvCTVbDgOE3tvHeMcz/+l3N3O+d+jxJgjwILToETlkKnd2Hw+zB8C4Re47jg+xx2C9TlwPIg9KmCbr8xY7RzzPGlpMfnud6nfd+9NPG/bb7sFRf3wQWlcMJvYNUQ3Z+O8fDQ/jD7XygsMgK4wTTGe2C4JUbdbm3G2iygIiYZiwA16F9rESg92MxDDHJ78qVSIMWDZARQtzmt0su2LkJJlqdQbbohjeXO3rs8dB2nIVdvOWrW3NfUAwAzSzSz84CfoLjcrc65DyJFAB7krkXyovcQ4P3T7/+XZtY3cjDflGU1PjHl1AbwVpRpPw5V8OQ455YjJjkdZepHoYTSKAT6DQhwQQtAN8RE4auAusI/Evz9iXHOzULJr+NRyGP28RB/PYyLhY5rIXQYVPWH0Y+bnXArbHhg2LDEp/r1OyaptpYT+vUj7bPPDhxw000XO+fWoix5GdKy/hAB9jqatL0fAy/6WOUdKPHzlQXTOVfpnJvjnHviWMgfDLN7weoghBKh/iEu6dqJzbGwMglCAchdwbc0Plnx9IdTIS4flnaCBT3Blel4Y77vnHsOFT+8BHSfALd9CU9vhP7hKEbdDqptx9oyoEbcuHyaOrVvb9TvZ0jGlLCd90S0qOk0AWpLwv4IQz4fgcc/nXMzncYbR2YtHb+jC4ja13B/Xj2Riz0fuBfJhyrRDPv+SA41Bs2e/6NTm7xoi0EZ9W4IzFJRI+c/+v1caWb7Rb1/KRpTkgACWefckygW3BG43swOQYBxAUou7Yu68E9EoLoAhQomorjoGsQI4auAuhKFAj5DgBxRMfwT/fgvAKZdDN0DsLkMwithn1FQ6CC0An4B5LxZVNRxWkoKI265hS3XXTc/WF8/O+oYqUj4/y5y3y9DC2IaTTHgoL/WBuAJp4mpLZpBXhYEB8O6cfBFMtQXkpNphIuhJAMySiCjhm+1QXSwFwz+HHLzoTwVwhZ9PF8Y8QZw3R1ABdTPh27vwf5VuvZvBezb7b+zvQVQIwx1e+WaVSir3HM774kW92+ToXomeDY+E+ucmx7Z5pybjZjPidGMcFvmgXki6iGXg0DpYedcg3f7pqGY3mS0YPzROfeqVyV8bXfoHjyNmookIanToQhUN6J5Ugf69y9B33HzYXfz0GTTLv46L0GAf6ffRwd/zsOQuz8eAX09aiWYjUAsLmqfVTTphWcC3zOz/h7Y/ooWg8P7gG2GYE9YGYTGWIgZCJWrk5NHnH/++fc756ipqeHDDz88YezYsSO+ct6wehrkLoXDiyFzmDyWiwF3KMx6Ba5aAgtqzB7GbHQrynunECWRAtJ7kdewgP02wkELYGQk8fhtNojOA0uDESvggEUQdC0dzznXMAASRsNH+8GiDDUlqKd9GkCbsrYOqOU+yx45z+0x1G7oB91xOwL1CKBmsg1A9WD6Q8TCXnXOvd3Cfv6BpDEXeDc918wutZbHCI9AgBSPYr2bIjFeH/c8AMWK65GLv70f7gGIhT+PMvV/RIvITf7f81Ds9DxTd6tVyGVvSY9ajcIKmxArvRHFZj9DC0a6P/dcJJv6xJ/3p/6e5fB1hcFKxN6f8/fnPDNL8Ez7SaDPS7A5EZKSoSoZKqog5fCkpKS47OyMmTNn0qFDBwYPHhx68sknDzGz5K17llt7SxKkV0LhJsgdAidkw8ZcaLgUju4N1Wsg9AWMq4Y/7NAVbmGyZ2fybyygSwgsHRJCfPsNoqdo/5YOMW4Hx8szjSAoHgXLvdvWPg2gDVlbB9TIUL4dJaVAP4hlCJjGb+M90S5/IlAbncDyYPp/qJvSW6hz/tfMxycfQ8D8IxQf3I9mCSYv5L8RuaoPolhYlpmlmsZK/wYB5EP+vLdZqeTP7QgUM1zhq0xnoXhsIUoo/QbFO+eiOUwno7jm1/SoXkM7FcXhnkca3dPRD3Q1TcnAmxAgz/Wfq0MLQwf/3mhbiRaqDv7+dEAhDpxznwLTH4HizUAZ9O4ARbGxsTnZSUmd4gcNoqCgAOfc+88++2xfv+8fR0m4zg1DeYmCjO5G6LmJ8a4zz/Sr493sR5kS9zrjO+ZAfjk0zIOuG1SAsX1rNtnzz+6Kv9HC+ORvq6ep329rjzeFZoya9mkAbcraJKD6H1FnmhJMkfPcngvXDa3U84GDrOXGydVIU5lBVKcpM+vqt0+gKeHz7+25jD7J8ypK3OyDYo3jfCIrUp46GWXqn3DOvePPLw7FSiei7lA3I/e7mu1XT+2DXPR3nXPOM+PuzrkVSCebh9z2c/z7lqKS2a5AF38+ze0VdI+/h7pUvYMAcQIKKeSheGgmqnaK6CI/QN/FkGb7W+Gf+/r78zqaNRWpsnp+DXz6S/giD0KpiYm9K7KyMv+ck8N6IBgMsnDhwnm++uzfNLF7gN4hqEiCzY9C7kYOSd7A3fH1JKVnsM5V0afsae5IXsVJlWNhfgOUF6rt4WHbuactWnQ2f3c0iG718Vpg1LRQQNBue87aJKCiVTeBpphcABUutQhwHsQ6o+THBwgshzd/n/98KQKIRKAmIlEys0tQoulD4NlWxN9Aus3lKESwELGqod71vwYBwucI8ECJoJGIMT6JCgQqvMZzGjDMtj0t4EjEIiM/notRtVQAAeNStFjMRaA9ELHeXsilH2JqVDLBzAaaWZyPb05BC8z3nXPPI4BPRTrXd1CoohS5/r8xs32cc/koXDComdphsz/Hfv7/ryG2e5aZZfgigL+ugrVXZmVtuOaYY3pNGTMm8E5xMWvXrl0ytLh44bNwSqPZm2E45Twl2k7zoZG8ekj7ByRUggvyc5dNeUMdVXVB4qqzKCaN+oonuLB/CtQdDKtrdOwzzeyM/0KV0TatGaNuB9O2ZW3qj8zMckxjiCOMJhpQtxc/zUGJq/UIWLYgt70lK6Mpyx9Gc6SCCPxmA0+3Ekzx4YJI6eBBCHhOQmWiaf7830QVOpNQNrYA+NirBqKP8y6Kh57Q/Dhm1gmFFD5wTX1hZ6Dk0FAfZ/6nv57hyE1/FbmFAcRSr0BAdzxyhe8xs2tQ4mkRMN7MhiCGn4eAcYg/p64IyKtQB6mjERtNQ8AbuR8OJjXAW5ea8Tq4e+GFz1BC6lwzM+fclosvvnjB6NGjD83Pz6eyspLi4uL6QQsXzr4DsjIhbjmEDLIegqGnCuwnrYSnb4chhZB1GSytpltKBqVWQFJlEZ3XxtAYl0EJG+iSBqTHQsoYaVTfQQUFl/kQTLu127dmbQpQkas6EAEFNGOo2/lcN/+83oPUDFQr/5WYpJldjRhiJMs/DKkC4hCzm7KdooAWzamh9NOICaagGGwc0nvWIpnRjWiReBnpWbOblXdGSlynASOiQhAROxyBZfSwvs+Qy3e0//8sBIYjkcv9HwSsU1HTkvGI1U5GjVbeQff1WATWw1Fp65WI2S5Dyac1iPH/HCWb5vtrzEaM+NDICZkxGm45ChIzoLoQyIJTr4ALv0Cs/IiPP/74qLPPPvvRcePGxYTDYebNm1dRV1dXcQ6MqoB6B0XroWsjVMRB0T1+QegHZz8FS8+Ez4+BpE5sLprFgUurGfdxCSOWzGXUp8V0CPdjRdjflxtjnfvEs+6/++Nfs43EYbu12y6xtgaoESCNR2wo0gh6Rwy1m98e0W1+hACoeXIqIvLORMDdF7GnOcBjrQVTM+ttqo1Ph60Jl3UI+MzvbwQKW/wQAdTtzrnXUeY9AbnQzW0BillOiDpWAkp2feqiRqv4c52GNKK9/ELyJ8S2L/HvKXLOPYRKP4v8+f1Nm9yLzrnbEYD+GUmb4pH2NhcB0Egk+P8cLRj3I43si/49mcCYqMqxcyGhACrqYUsa8gbK4KHhwBfZ2T++afLknDeuumogn356DmVl8fklJQPD8Gh8kP0HrWZcThzZ9SGIKdbiVN5Vi18lcMgaeOd0507FueNf54TzC+kSgg4xkFa3hl71HzFu5fOcPrG5K+ycm+GvMQO49jmzU9qrjdrt27C2Bqg5CEQ7AgVRLnGQHWf48yPaTV85FUlORfcrKEfXnIESMR0RYDzkWm6Dty3LQBKmVAAzG4eAMB/JkH6AYp7Jfv+3uqY2fxGJS0vawRh/fkebOkyBQgkJKCTQ3GYiFnk0gK96+hg41DQ0MGJvoUXmeX/NT5uaHCd4sf8i59wjqLoohIB6BYozd/LXVY0Wian+9elI3TAChU38NaUVQCAMxZEkWDkEel9wwafZgcAvxi9ZsiwmK6uaL7/csm758rFBuCMIGbFrSW1MIRRczZh9utNtXba+q7Qlkn2lIvVCP/ONb3YyO45TM5vbT4OMAfDnDdLmtlcbtdsutbYGqNkIkKIlUyDWtz1A7Yp+HNEWSU5Fi8PLEGiNQC7/cuABt/PzqrY2BzGzSNenhYgZBhGYxgGTnXP/dGoSHbECfy2D+bqtRYDWE1VPGWKVq1wL84i8fGsGMCqKJT6G7tflJktFoFiC7tFExKYvA+4zdeiKhB/WIoBORwmmlYjRPo36nG5Ai96DSJLV4O/FT83sDGjMg2AqjPriRFZWv8JJB89mzImvZZw2vGJl4g3du8dTWvoos2b9rnzJkju2wEmxMKAEysOPc5BlUu4yKeEL+u5fC1mboeevdT/moJBDLFETFHY2G++cK/wbhBwUfw5dF0IPt5VFt1cbtds3t7YIqGXI3Yvu0r9Nhmpq+JzB1wG1peRUOWKSXVF8812vq9xZi3xmAqpUmo2SQhMQAASBPNdCVyrPujsjnWj0dWTQVGJraH7UYeieTNvOubyL4stH+v9/iq59f9QZfiLqR7AGhTnykGxrBko6XYMapnRHC808xED7+v0c4M+jFmXtX/L7SkFu/zr/79sgdxjcOfgoHus9mZtHJVOZuqHTwM4D+5V1Lp5Xat0TIDn5uILi4gXlMKMnEIolLW4UwYYMegaf42RzJJdlU508DQZcAAWvaGF8whcHPIPkY8du535s1xKg+1D4NAcKtkDHRv0G2quN2m2XWJtp32dqlBzpKwlfbXISYNsMdWtCKvpFr9X8EDjFNwEppCluWuGPU+PZTpxne621RvTD7oDc6LVoeijIDc9F7ukg51xLw/jKUFOU+ChAPxsBfRX6gUdGlKxFILctK0UlpuPM7D9OreFeQw1WJqL46SgE4snofp2F6vZXIeDeH7XQ64mY6BD/+DcCr00oHJCFChleRU1euiDmOwcIQlEm3BzzPZIGriUYW5/UGOycVU1Sl1y6529m3fzwlvyK81+B8Ylw3dAAf+2bwqKYLFIqawnEr6Zn7OOMyqpiRdWXzOlao9jp41HhmI+AwTDhArPCH0JOFlogpuyEVjQvCFkjYXk9xMTq7yqd9mqjdtsF1pYYanaz/0e7/NsD1EhGfEML22b6z40zs4Fo3EQtmtKZjOKTN9HC6I9tmReK3+nPdzZix+chQL8bgexfEej+xloeaxFJLkXHOV9H4NgTxTnTkAph/jbq+iPWE9XZd0HgCGrivNpvG4sYbjfEJC9Cgv8vUaLmbQRcCf49h6AJCctR9r8XUOmcW4Tu5ybkem9CTHwjCm9kAtdD5X8+CWyprdq3Q3L3PsEEKMcgdErjCx9XVERKK/vXwlNfdmS/xhBTWczbCfVUuXLSrYC62GT+FDMcSsdB9zHSCMdAhN2vXgK/GwGrR0J9Pj4GKoVBq2wKkG6QHq9Ftb3aqN12mbVFQI1HLnX0SOMdMdRy19QvdKtFJaeORd2dHBLuRwCqE/pBHmStGDvhOy5NRuxtC3KRhyMmdxeKi8Yi1vqaf9/3W9hVBXLrt7qZvuLpdpTsqUeMMYumBWNbNg7dq09QQ+IgkjxtQMB9OMrSF6F73AXdz6EI9B9CbnUvBI7FqBCg2L8nFjF58599GbHdIv/5GKTFTQeuevDBBy8eOHhw7tSSEhbExzOsvPzVnFdeeWxC4d/X/Irb32drEilhy1NMW/wL8mcZBaGVvBsbYlY4lV/QnYKY++DDc+DLTCUPz2sS5vc8E7os0enN79fU7q6VMdD2aqN2+xatzbj8NAFqAsrYR+tOd8RQW2KnEVuKWsM51A90HEpINaJEUkSTOg6xtRbNl12eg4CjHLG/POD3zrl1HsgOBZY65zaa2TMo/ni6mS1s5vqPRGD5lbidD1MsQDHM4xGYnWtmZaiFYGWzc4pHpa9zUez0MmB/59xsM5uDsv/1SHXwMgL/SJy0LzDWOfeRmT2L6vjjUNJpLgL8XLS47YNCEgeghaMRsecNPaH/cTB+IgQfSUw8fOo//pEy6oADGDd9Ou+vW1f/+aZNOTdBQw4kfZ+Xv5qFt6n3HwNZZ8PLv4PTpkOsgZ2o6aG1vWBVLaS9pZBEtZn9A1xv6LAeegZgXXeoTIDUnYuBCjzbAbTddrm1NYZa5p+bj41uUYfqWUtXYL3PaFuz7Tko+ZOCYpH/QC5/pG/mh4i9ZaPJpoGoz44xs6PMLGBNQ/LS/HmEUYb7BefcOv+R4cjtjSSQFiJgSkYMKyXq1CLx4ZaauJQicMhDYv1CNL/+VjM7plkIYSRagD70xysAjvL3YTZaRJaiCqlGJIXq7s9rGQL7LASO61BibZj/XAmKWRah5NYoRAtvQqDbMQ2S74RuG806fzZo0KAL09NTjsrL47Ply/lLXt7jaZt6ffImRwwawulHdeHVsH29NuMTYGx3OPpHEBwPLgtCt0LwM31naT8U8L2FQhET/H1Jg4Hr4KC5kFpLe8eldmsj1pYANQf9YDNoGVBbqpTKQSw7oif8k5kNA/BAcSVyuxcgd7YjTVrUAJIIPYzAZSy+abR3/09DgNUTlTBG6tPDSDZU5/cXsSNRGGAhbBXef+BfywLOjgL8Tf58hrZQFVWOFom5CFxnILArQIvDzWY2ypdRnubfs8Iz+ndQXLZ/1GeSUDz1ByicEPTb/4YWlkjf1xJ/H5b7fRyCWgRekA41A+H8O+DcrjAhQ9tLu0PXjISEzP1zcrrPLirii9hYRsfFcXl+/twF4R/EPMjDPfK4YeEWYlfm8+gA+Nd9Zg2KdUr3eUYYvlwIsYkQvBOCt6ulX/ASOOwtHWcKCqnM0PczeRGQDoF0SK2nPQbabm3I2hKgZiPWB61kqDTFF9ejGGAiUOolSFchENyIkkXVyK0vR650AAj7OOtvkXj8Pu+6n4QY0lw0HmQYyr4vQiWf//bnMxjAzHoiF/q9ZtVWM/3n1vh9RCRcQZrA7Ty+ap1RHPk9mhJzlf4a/4yA/CIUbz0RybMii83HKD57tH/tEwSer/nrOxAB53DEWJ9DC87R/loPQJn/fL+f066AUSdDaAPE/QGyYiEhAYYGITvDLGltWlr/Izt1ihmUlsZHtbWh2atWrRyxfHkFPFULwU1QnQE/boA+W+DJLLj59iKzscDjDoYthWHFkJwCNbFQPAwCT0IwDuImwRbTPY5D3sVcuHkY3PE8u6m9Xru1285YmwBUX16ZSlOctPlcqG3pULv51wsQk2xEgHkVYq/VyG1+G7n2ByFwikGMNwnAqanzq4jpTEaJnA1IFTAEZcQfQMBkfh+bgX2ixPd1yEXeak6zjRb4a1sMTPThgxjkfq9DTUn6+NBCHALeWn9NMxHALvTnXojiwE/588oCOkdE/b5A4X3EfHMRoOL3MQMtKPP8dU70+y+jiX0fhDL7Pfw1/vAFeHAmYzpXcVRMMZfExTOlsi89GzICgdTKuDiSzeiTlsaVFRWVfTZvrp4FPdbDvgfy2fePZmNiJzptgmAs3LIUjl1xMB8OLoQnQ9CpGiqLIKM3BDpB2HnJWF9455dQuF5seSyaq5SLkl9L4JoxYI/urvZ67dZurbU2Aag0NVYOIlDc0mz7tiqluqES1UbEUAvRqJEOCFg3AU9FNUxJQXHOOL+/6Ljmo4iVnUOTeLwzErJf7zT6JKJVjUcx2XSUER8NzPINTprbByjGN9d/fpI/fh2KfcYibee1SDuai8A8DcVBwzT1IDjWM+BZCHDzUUz0FjP7gQ8DTPf38Cjn3GbEOMcg8Izz97IMaVGvRgDeGbH4Q5D7n+WvbUk6B7h1/DY2hZF18SxpDMUnJ5WlXpWSFki3NWZsKCqiYtasmozCwsIroDITgvdCZg6rqhqITR3P2j496LMGUurhp6VX0VhRCuFCiImB+P2hoQfUp0BsjL7/imTYPFTeShJaPJKRpzAWhVvygEleCtdu7dZmrK0AanSGv6CFJiXbY6jrfTKpD3IPcxCjTMbPsvfvXYzcw14IxLYCqpl1QyAW0TWO9Me8Gc14Kvb7iIjw45EbDwKmGOSit2SLkJs9EsX5uiFGGEIstdC/lojinA6BZbpzrgLVsA9B7PdgrzYYggB3MUoSfYoWgFtR8uhj/979EIgf6q8l2Z9HH7QQXObv2Ra/LYwqryahpi43FPGT+kQqGxLpVpscG4ypsc8S60PrCCSMIzkrq+7pxsaaz8LhYBF07AQJZ0PROginc0NmMelWTKbbh2X98bHOQ1i6eQjMLoYNMRBMhMYAuCQIJen4y4C0bCWjGlGTlt/6e3UWKvN9BC2WPzWzXtu47+3Wbrvd2hqgNi85jdjXZFM+cZSJYovdEZDEAm8gsJjhnIuMPyaKpUYSWaA2epegUsw+/hGD3N05fh/RybBoQI3MZPr/9s48vMryzP+f56xJTk72k5CQEBLCHmUTEEFxxQWlrTrUXdyt1Nbqr+10caltbWs7zji1nVHrDKIzdrRSlYKKiqggEVRAIJKELIQsZM85yUnO/vz+uN9DAobNsrV9v9eVK+Hk3Z43vN/3Xr/3uUC51nrI8dXGy2EtQlx7EOLNR2o6axFLusG4rgwGBJ1TjUN8iJDnLuM+XIS47iEkideEaK4uN+7HT5FQxTxkRsTuHQAAIABJREFUztQkJNZ8LmKdBozjNCFEX4241C2Iy/2Y1nqtcX03e5niPTeZWEGKJy07cbglpqvoCjXQHhnV3djY+FIyeH8E/h9CTxhC06H9OujQ1Flnc3NjMv7eHtzZGLHOLDo2p4CjFMqsEpLoMNYcF8cOAalJQppvI9Z/GhI/fgWxoO8FXkY8im8NEpIxYeKE4mQiVB9DZ/hh6DrUeMvpHuQBcyOjRGYjRPfSEMeJa5SmIA/xRYgF9BHi8icjxPUWQs63qn2V3gcTahAhgWTErT4Y1hnf5yCk0IdUBbQZn29GSC9qHNON3AuQ+GmPsa4iJNM/Fcncj0QaFh5CEmlBxCJuN9aZafz+WcTyXWbcq80IgbYgJOsxfl8BnKeUmomMfa5JzBj9kX/c5KRxGRnkW0pIsPnpinb3eQORdqBvLmxPheA6sO6WF4FjIfTNhu46Pku9iwWN65n90qBY5xIGMvPtyIvrU+OeO9m30H4VQvJf04LXkTpYOyJEs9G4Z/cMEocxYeKE4WQi1H7k4T5cQh1ubH8RYpFuQ6y8NKT/eyjRkx4GxnnYkYd3A/JwjkBc55UIMZUjVuXgttT9CTXLOGbGwRY3KDk121jL54glfClCGJnG8eJWb4nxGUbbaRlCpi0IiY5AElqtiIv+34i7f7fW+k7jmh9FQigPIRZ8H/COQUpvIC8kp3H9dyEvpgeRCoCHbrrppgVr1qx59NFHq7/utabTVDyVyrRbVtf6bdUR3RaBte1ATj28fCs028D9tsRi8y0w7CbYORaCz8LYp+R88ZsxVKfSt9H6n/Yf66FlNMzrwIR4vNSQKPyp8fe5GLHSkxBSHWpulgkTxw0nC6HmMFAWdbiEWoCQTDESX2tCki8r9BCjmJVSY5CpoPHwQj9CWt9GSHgN0oZpR1zxHCREcKFS6jRjn8GEmoIQ6WpEZX+ooYCDEU9OTULI7V3kRWBHiLYDeSnENVGnDdo3Xj3Qj8Q6E439Ptdav6y1LtNa746LiBjflyLlXWFE+zML0Vl1Ita4FXkptRn3Ml4Klp6dnT1h3rx5eQ6HgwkT/Nx2226sVr2nri4vCNltsKMFNm8ERj0LbbfD41eAfhOS1gvBdTpg4o+hbgusvkO0FOIhjCOdi7QGCU18LV7Ha3SM/R7xQgqMe1aIuP+HbCE2YeJY4YQTqvEAuBjI5LcNsdk+daiGG/4VY78XkQeqBCHClfsdP0spdSfSfpqICJuEEFe9ECGyTQiZ1hvH2oC4weWIO3+jUYAfJ9QE43waUWdK5IsTQPdHPDkVr0X9FEk4FSFxwRZkBEmisd0oI1mG1roJcfGHGfeiA7Ek92lFHQwj9rsSIbgGYx3nI9ZdKfLiSkbINgjklJaWPnbHHXecc955541YtWoV4XAYYOctt5yqVq3y5GrNJfDMv4M/ghAdwIUKZnwT3rJC+yOgdku32OpMaNoh8ekkuO7nSkX+QylWKsXvDlfMxCgFW74AptfBH+Mq+1pabN9GLPFOpIJhJrDYKD8zYeK444QTKgMWow1oPYBy/t5OKcNKuQEpbXoXsU4nIK7zf8UrBJRSCUqpy5Hs9gQkdvlrpPTGanz5kaTMduNYrcb5mpGH9ByEaPuRsED8fqUjZNyCkGIPYh0fEIOSU+MRQo5bkf2I61tl6KduYiBptmhQd1VcFlAjMdAxxjEOho+N449FFLC2I9b17TBnBExLg+LJcG8wK2vid6dMmXLm1VdfzWWXXUZHR4d+/vnnXw0Gg6fsd0yfcd4cpE608C8wNQM6vgmbQ+B4CCb1yz0p0lo3wBMfwb0LoHIK6L0q+YdLqiEI/wJOaYGJsf1U9g3h7Z8jf78Q8qL9Vr9SM80xJyaON04GQo3XoCYxtLsPhoVqkMtVDAg5r0TUnNKA57XWrUaB/GzEErsQsTYfQMqifoQUr0eNL41YNi8YhBcn1CzkAR2DuOlPIu79VcbvpyPWdKtxjI+RYvqEQ6w1npwaBkSNsqgdxvriFu6LSEggXjIUJ+ptxj0KIeENJwMF+UPCiL/uNu7PZuT+boVbWmGxBxJsFguO5OSPCoPBCxw+31jsdnusqKjoV6+99to1Tz/9dMs555xTuN9hs4C6Ijj3ZSi+Bya+AqObYPRcqL8L1jVDwr/BKbG9/fWLZ0FKHdSlQGUeR6iSb4cbM6C6HSy18v9ln/2N+t+nkEqA1rPgtjp4TgvxmmNOTBw3nAyE6jG+uzgwocbrUK9A1OObkBhiIpLYaQZWGHHSHyIWbBvwCKLyfilSSpSIEKCPgWRShda60jhPN0Jk2Yg1GUQK5KsR4ZAxiIs+DXGhgwyECGyIG35AGMmpCoQUYkqpDISgKoDTlVKTjJrX1431aeBKg6hLkVCAH7FoO4HRxoiTgyFi7HMqUpY0Ga6aC6v6rFattLYTCnWQmjqXzZsns3Tp0u+cfvrp/4zEVFuRcMfgF0XOOGifAjMbIPVCqA2C/3l5yRR9BfZ8Bdo/hrxbxXpH7lnxDshsh4DT+OxIFKKKcqDeDb5WI1m3//5GFcD7wLfuAaog5x0YF5N7aI45MXFccDIQajYDsckDEapCWiIvQGJ3W43Pv4aQ5PtIf/t9CDHHB85ZkRjeHAbio7uR0ihlfMWt0njcsQ3wGFbPh8B0pVSqlsmZ7yNWYS4D8m9OxBJr5xBuv4GNiFVcjLwcQEgfhLzSEMu7D7FIU5EXwhykfTauU7qHfUeffAGGMtWo+Dp+CeoVl+trb1i/PfNpx5ueGXRb09Jmkpp6Ko2Ny9p37XJ3Pfnkk2dUKTVHw2NemLMcFiyWMSlxZC+EEZng2wC2dIhdBpu94G+SGOZXb4N0G6z5b5islBot90elwPTPYVK8xOxIFKJqFaScBuWnS9jigPtrrRsWQI0Tdu+BwnWSBARzzImJ44CTgVBzGBh6dyBCHY2QyDqEfFwIkRUbv5+BWHCvIu79JqQu83vIGj9GSo22IQXh8RhqL/sO8QMh2Hhc9x1j/7ONf//R+LcHITYAp0HEnyDZ7EPVRMYt22mIfN9mxJKrRepPb0Is0SrkZeFHQhzjgdeQl0EuQspbEVFp1wHOVWLcp2WFkJ3qGfmkimbl1Ue7cYf6+Qk9/NOISwJKfW2D1l1+2Ng8DGYuhxf3QIkbqsZC1y1w69NKXRXXXBgLKTOgvg1CVmhfCNFbwNEM1h54wwLb/wA5E8TKvgM2vcxehSgUR64QtQRITYQkdRj7W6FmHmwbAZU9kFIhTQqmxJ+JY46TgVCzEUsr3nK5D5RS5yJJlWokTqoR19uNkGQ6Uph/v5a59xkIkc5H6jfLEXf0I6TUxokQYsQ43xil1ODxK21IB5UyeuE/A84yyqIKEUunHUl+2IBCpdRCxHouRZJeORwYVuO8pxnX+g7yoPcb1zgOsTobEWvahRBoEdLD/yZCDpkMFMOff4BzTbRarXrNmjXLFo2ZdvkqnyWpORxB04GXfN0dnRS5YMuLTa2tV9ZCcQie+vgKaH8XHO9CYTkUFMPnEfAWiB7sSIA0qJ0P/TYIfgSJFhgzHHr7ILgFRmvwuqHrZVmrHabOBO9P+LIKUUeusr9EQeocqM2E9lYY3yZ/uyWHdT4TJr4kTiihGpZVEvLgdew/zlkpdSaiJN8KvKe1jhk1oV9Brt2LWKOPA16l1FzExfcgtZY2xAp8G5mcGUUIz4bES7sRK2rOoNPGZybF6ybfRsqLTkfaN/uMz4oRIrsPsWA3IzWpn2qtyw+y7Diheoyfq5HESXjQeuLNBBVIx1MWkkQbj1jpfUgNaR1SfnXu4PrLNWvW2NavX3/7Lbfc8qfFixff4XA4MqZ2OujRQV0Z9ccsWMN2kvv7SA6l0Z0Ltg4o+S5UBkaI5dvyCfQXQosVdDF8li3kfx1ABzybC0kTIPAhDItBhhN0IWz1Q3K3/E194+TF8l/ASPjhRUNL2h4mjqR21SBgC3RMh14Ne26FRjXgCZkwcUxwoi3UuCXnZN+hfBjtj9cibvo2IFEpdQdSq2lD2hLjNZYaEfq4BhHX+AWSzZ+OtFv+yRgvkoYQaitCVP2IRXrGICX8eEw1niyrQizFSxErNB4CiCEueQvwXa31k8BfgGKl1GDh6f1hQwgnrlxlMYi+HrFCn0MSZhON7eKlTo2I5F4PQqSpxrFWwIIC2PKiUqwsLe15d8eOrF0+n+/JtMpKbv7kE8bdey/je5p1cagjXAFBG1n9sEcVUt/aQWartIXe/Srw4RqwzoQeBakhuYcXZcKMdAk1TAOybpAXygOzoDoAmeVyTTsKoWIOfJwuhJ+CaLVugX+ugFtvhvrxDMq6H8FgvSOHQcAWrS+ZC+e9Bp98BX7crNTzZimViWOFE02ocVc7iUHuvlJqKhJLrETaKkuQDH9c4ONThLyGIZbbQ0hY4AXEIroVseaWaq3fHCRwciVCTvGkVgQhRDcDyYt4Y0H82oYjhB1X8A8hcdAfIkRfgIQgYCBRdbAHNd6hVIsQT/y8tUgIIwA8Y1znTOPetDEwWno+A7WqM0Hnwr+MHTas5/z585suzskJnr1kyfC8yuc3cU1FBdm9vW2+srJlzcFO/9VErWC3VeNJchG2OwikvMDVgy29ZZXwWZ+0jnoaIUOL5ewaCbZSsdwLgAS03ngFXLcMXrlHxJ+jClJdsv1+Mc5HRoG1DcpzoMXNcc66a62D1bD2EZhcA9PbxTMxS6lMHHWcDITqRB7CZgBDcu42hLQ+QfrLixArscP4vBwhmVwkIdWO9LJ/hsRP84H/0FrH6z7jrafTEZKOk3cUSRB1MNDB1Incl/OUUj9GQgjxcc/VSGdUhXE9O41j3aSUytVad1wPwbfhJwexgrIQ9znexRSfK1WLEFa+UcZVhiTjZiMNACBke75xryLAOaee6nvstNMSC53OXmdHRxtudxSXK0r26xsI+Xx1oS1bPiiH8d0ktkSYGT2DgPVsKqwz8Vmb8aR1kT4p3rmkte6phqffZ7btXp6y3MzrqVfzjOd1LtyhoH6mkGQIuN6IMQfvgs574fLogDbsRL4Q41RFMG4zpHaDLd7xdlyz7sVwVRF8FgD/p1Dqk7+7WUpl4qjiZCDUMGIBNimlxgN3IpZbIuLCtyMWaVx8ugpx1W9CrLePkNlHCiHTFODfxNUUGK2qVyMPei1iocSt1jSMDial1DnG+acgxBVDrN7/QwRNupEXQALyQGpENi8I3FWu1Jxfw0wHZHQJWQ5lBZ1u7PeBcd4JRoggnoGOk8zbxvdxSGx2rXFeh91uP6+goCB17NixtyQkhObk5dlcI0aMIDMzk4oK13urV6c/k9XR0O8IBGrrYbgbvHZODVpR3VejaSdTv8VsHSMafZgHcy9mxWj2uuAhfy0/S/uMYSEX3V27yAv8gF+UvMplzqC8DD6ABedB1Z/mqVXrbmLs7Q6cmbvlxbIdIcol+8U4a8HhgjO2Qabf+Ox4Z92LEiWmujUDOhPlxWCWUpk4qjgZCDVusbgQabnhCMklIq7vo8a/c5GSp6mIpelACPJDJIP7PYR0f2MoEg3G2UjpzEsMaJnGiTxeLTADUc0vQhJM67XWjyAjRc5A3Oy4EpSTgQRHGOmkynqAc//9Dv6UuZjVOVfzwlmvssDBICvIUNSfZBynGyFJjSTFOtn3Ae8yztGLCE+/kpub6zzjjDPOHDdu3EKPx2MPBAJYreX09lpxODwtW7dmrtixI7kCuoc14O7Pg9BM2DYTtvXhdo+nwukkobcXZ0TREvFh0524rd/gP/MGrtN+Yw60WemydGENpRHrcNMbeoarTmkDP1zdCI9OgJbSu3g808ewcBMF7ipSRnFgV34JA2GAL1M2dTRQC6SkQOA0qLDLy/KQpL5mzZoETvxzYuJvBLZDbwKxWGxUWVmZ9WieOBwO4/F4xsViMUcsFlPhcPiJcDic5XK5yktKSjZ+//vf/zAvLy/80ksvnfXEE09MTExM3J6QkHBtZ2fnuKysrLcSEhI6mpubR2dnZ5/d19d3jcPh8N15551LL7jgAndZWdn4+Hk2btzo8ng8i9xud8OSJUsCCxcuHOF2u9WuXbtStNaTAO1yuZJDobN7wuFFJQ7HxYmw1WK1Pub94IMPxi9atKhw+fLlp0yePHl5S0tLXm1t7YLExMRdH02efGn5e++dO9limZXtdm/9vuXi3v9pXTTBYwn78nRbwEuK+6eWh2apROe2S3g99+OysvFnnnnm6Zs2bcq0Wq09999//6jZs2f3XH/99a09PT2XLV26tGrx4sX9fX1908vKysp+VVx8RUFNzci5Fgs2u31615gxv9l+ySU8+/nndHd3M8Hv5zvd3Yxu/EpHXeQC/7PcWFHP/CYgFfry/oh/87VgsUGyBp+H+kgC/sQdTGyy4M5RhGJRlN2HPXoKu9wMIvMORm7y0Di3i4BrGEk9aXTRgD2tE96HG+ZA/udQV5JBw3A/w/Y4SXV0QE4Mn7IMYfVpzUaleAAh2viI7H85zrOglgAPGz/7EDJNRfRVh8T69etLnE5n1fr165k1a5Y60HYmTMRxWIRq1HceVQSDQWbNmkVjYyO7d+8mKyuLyy67jHnz5pWmpKQsBCFdr9dLVlYW+fn5Jenp6QSDQe6+++5Rf/7zn9m+fTuRSOTUCy+8kIULF+Jyue7UWuMqL8ezYgUJzc18FApxzsSJXHPPPdTU1PwgNzcXm81GZ2cnLpeLgoIC5s79f6OWL59BR0c1JSW1xT09bhob72PLlsgl2dnZnH/++dx1110LvV4vP/vZzyjt65ud7vNdk5qdTXteHglu9yk3bNtNq2srG3Wmx57ipsRpwRfu5RV17bDpMyJEo9HyoqIiMjJEOnXy5MmXaq158MEHeeqpzfzylwU322yrcDg+p2JZwzeu9PtpslgIpaXhiEbJ3FHNuF1vELROp6EnlZsikVgS74Zr8OtZvF87lsqxARJy3uUcC+xJf4MrbTcReP9WtkxJhbxWtsfW4gklkWSxMywQxWq3EokMp9nbyPAeBllr9YzMjBFZO5bK0cn0J2ezR9/Ms/2FMK2C31leIPjxcibW7CI7ZwS9CRpPVz+FyRZ2aoSkhuhgYiOcwGF6Wm9EqS+Q+sHKr7TWeQPaNCZMHBqHRajHAnVvvEH1mjX0+P3kJyXx3dtvp/CSS/bZZtWqVZSVlQGQl5fHtGnT+OSTT0hMTKS6uhqfz0daWhrXXHMNTqe0iLvKyyl4+mmiLhdVLhcba2s5q6mJDU88wbakJHp6eigpuYaamgl4vQVYLN2sXDkGj8dOIBCms7MDj8dDS4ufZcuySE2tZMaMGdjtdrKyssjLy+Oc1asJTZ1KwOHApTVRt5uOiOI6dxmVvZdiiUZRQIr2stvvoW3+fKqrq/F6vZSUlLBz506sVjH4+/tPYefOU0hO7mdUSh899RGW/Gsaw6MjiVk76IlESLAm0R9LJtHXGrkCb/BjAom/Zaq+Dq0K2ZDxHsOnZdEavJZ70t+lpA28Lki0PM/4S5/Hshw2PQH9u/+ZqdO/Tu09ARKi7WTZc2nzZdKlf8R9hmW711p7uIESbwMlay9mxcgbeG5KIhW790BCPu32+/np6Yofr3+Jb6z7CQ9Pi+JwWYn6GHDlD2j1nVAIeZoTUk0cMxwWoSqlmg4gq3dIbNnidqxY4XE1NyfYcnMDkcLClvC6N1pd9XXzHP7YKMbY/kc/kd8ZOuXFF1Vo9eqoNRhUgdzcyEvZ2dHn3nnHlZ6eHsnPz2fGjBk9LS0ttnS/31F13322YTU1jsKMjGifxxO2WCx7p6TmvPJKeszhsDT5fJanamocwVBIjXO5olP27ImO+OY3u1tailJ27rzZGovttFose1R/f3aspSXPOmlSMJCenqMikYhSyhlVqs9RURFl8uRQcNKkSd1AbMsWt6O6+vrUrJ4PE8q2WaM2u4VYKBRRoVAklpTqzOhtsQwvnRZ0Ndbbld+vumwenTIxLeyfMKF9/dKlbqfTaU1NTQ14vV5XZWWlr7e31/L882elaB2wtTbtslIfIRiJqDFRt/pfrmdRdAPRYJB+7YypqC1oJeQcQZ2jgJk08JF6h3PtN/MOIRoSW7A78gla4PR+UF1w9qcwNQI2i9a8YNyetSi1djJbFrWTOfkjZqZ8n1/53mJeFbAk7oIPds8X8/vcQnZtasTnkJqp5h1VjD79RpaecgXL3o3g3HEjz449j9VeJKZ9UKvPhIm/Zxyuy3/RrFmzth56y31hFG4/DHgh3Au9U6FoXCpdYU2NVniswfDPQs2f/3zrLN4eSWVlTwg+qIBT18MYC2zevGvXwgXw2IING2wapjSB4w3wF0DHOc3NO55rbh7TNHfuHVdp/QbAqr8E1/2W76aVkzyin53Ba/ljxeze1Zt7WyJjZ995VQWEr4SkTvhMST6srxNC2WVl6T5INyaXRhXsOhd2WJqaVv5qxYoVTw6sJdVeT9IZw9qrQv1M6clq3rQx+7PP2koZVvQBZ459tSz/I4iEoTUTmjPY84s/LztjpQYuzwZ/xYsvFndB0str1nRWQOUuPp0Kga40wqMtOAJpWGwuely7KbbMsNksUaApnKQd9NmC2KnDE0tihk6i3l7LTqAkqhhGGtFoIxn98PVkqG2H6R2gFPtnsQ0rLQspaJ0/5N97kHuuVq4EGnbCpAQIjGRXG+iyLjKmAvmvM7/qdeb/6DjHQ02YOClxrF3+RYAXmhVsPw3GjgD6IOa2oMKZ9AfT8Udf4dqxl/N2pw/S/bDADck3QPQhaEuFvEY4zQl1WyEjDdTd4OyGFg0tERiZJud5QymmT+LRfDcdKkhzyM5w/Ra/yZrKLyZYIBe0QTIWDa50SO6CMcPAHh9pUgT0grUUMofDuh7437Z91xKzL+X87p/xckqYJksFY8eMpD6Ux55oM7kPwDNfh/dLwe+DHZWwKw/ISwXbv0L+SHA5wFICLgvknYrjs11MdJ5Fa74fSzRCKLENtxpLnSYaxRaNkqgCsQQd0nUUhJ7jvs4axody6S3IY6kqpdZSxA40TttPub8HRlqg8BNJph+V0qRaIPM02B6RKgpGUh8aSf0KrVn8Vx7bhIm/KxxrQi0CGsCZBM4ADAuAvdvK6KTJ1NgyidpsdPc1MzwJ8NvA1QfhRghNhFA+nBOBmRrcIfAkgCMPOpPBlgqpCgJhCHUNqE4taiG7wk75VEXEVkSkVdHl+D+unhDCUQb9/WI9JmtwaMjOgqRe6I+Ay4tIBDqFeF/xSsnr929Tit0Da/HY1/GDdfcTPP0GfOmF+LNWcImuouQ39+jHn/2OUu8g5WAdn0LhGLi2EqalQkIxWHeCrgUdk3Itz/e4o3sxv4014bZl0mPpISPSh1tdylNbdUbGDJvfT7oKBtf3Ten9FT/ctY5z8wDLeEaFH6TKEcCvunCEvaT0XcHLqdsobVnLWYrDyGIfJpYADxtCASd/nNSEiROIY02otUAmZHhhzhZQyXYCmWkEdTLaGsEaDpJsH0W1Bci0Q2cDJKaBypOi/ZgF0jSoftAJEBshFl4bYLVCJAUsVVL7CFC0h7w6G9MDeWyfmEnY2UPY9x5nu7tJr4OGdGjuhNxEcNkBBZaYHJr3ELWoXtEGaZkDHQFQ8bpKYy1JXii2ruVXCWup11BaC67twFXfUZRrcakbjGL+H9RA0h7oKzW0AQIQjoE1AtEE6L2JddbFNN3RzoSbbOyZm0ll7AYeL7+c1bVdo2bOqLrtNvwTJjxxwRmzlhnXEQVSbuR5VwOnxbxU6DoC4ShOWwrJ+gaWZq3lrHkYkwr+alf8S2THTZj4R8WxJtQl7K39Uz6gyUG4OIWuHj+OREWKJYrb9l1+3QGk2yEwAYIu8BhT+WIxUBp0DoTyhIQsSlo364Gi+yA7FZwo9buR1PTWUZTSwOjmBkY3b5ATpyLF8ymQ3wn57wAe8F8KnqhwdW0XpLWDxVCmb8qGjCBUhqGzDzKKkBbYeB3jWMgIQEUC1PjglDihL2Igi7woBr4ayE2Bbrv0wOMAWyL0ZUsCxwHYtJ6/Qilax7Im4wpeO+1UOnJrGVnTI2QKDFF2pJ5bWceIwGaGTerH4w7idPUR9E/l0x6kbXVgyuhfCzM7bsLEYeGYdoAYJDBYx7LqAR6uyqPe10qBshNt/jaPvz6HdcuRzqCYB+xJhpK+BkcAIgkQc0AsGVCyXbwNdawbGusNsYsnuT0/g/YRfLEj5zeDflYXsyL5P7lTr+bsyGtc27uAhnKJqxIAgjC5CqZuFy7f7QFq91uLB5xeyCoHa7zCYP+C9qIY9ORCc7H0/bcCagyoOSLI4kCs8A3xhNebTM24lXuqZrDpg2Jq3RsPLsZUO5L60FfZ8HY6kdYUAu0ptFnqGBbCHPlhwsQJwTGvQ/2iZfWb330PMgMSM43ZpAUwFWnDTEaIoBRwWyGcBD6r9MpnIETaD6xACCozKjJzhRHomcfb9X/gVuvlvNLBfh05SlEOLLqAVZMf4Uf5bTR0NFPsHEav+yEemh7G9vnrzDfI0ZIKY7xgd8CeTJj08OC1GLXemVAat0zhiwmgWhtkThRLGmR8yZmAzSLrDCAyfL8GFkFvEJodUFRrhBlYscLDhAl+DoAlGBZzH4kpubT1W+h3PsL18bZbs0/dhInjjBPRo7wESE0Al01c8bjl+CgDFqAXQMF2qxCuFSGI9YjC06MIWfjyoH2CTA4F8H2NV12i78klxveNIGSoNYtXceHmyWxZr/C25lFbE8LZ006WdTG/zwW+bXx1wMgsCAXg6ZeGiEMu4dC96ftvE0KyXG8hsn9vAd823OkiSGqFSdugsCW+lubmgwxRHaRiX0RdrI3s2KP89L2VXB0ncHPkhwkTxxnHv1Pq0EkOo/5RTWdQEgYh1CriSkZK1QKZ6eA1BI3hAG2P+6EIaBgOjS66+0fwZgdCePmDiHOjhGXf+AUDCa9BSziM3vShZdQRAAACcElEQVQjS+bUgiUThncN+iwlNzcwxKb7XMhGYONUtddaDRlrOVoZfhMmTBwBTkzr6eEkOQ69zRKOUOzCQC2QOV6U4+M4kDXXyoBy/36Xt9f1X4QQ5iKl9oYFDncNcSxhiLXMn992wB2GuJYTLT5iwsQ/PP52ZcmOfHBbHEs4HCk5paZvgEs2wx1DCUUP6gLL5K8c6zFE8q4DeOAg8dMhjzFUqMOECRPHDydMHOWo4MuU8xyOKy7k+bAH7J9DYDzkOEQoejBhLwK80KQgkgEjOgZ9fsRkNpQa0/r1R3oUEyZMnEj8bRPql8WhiXgR4LWAX0O2D4JZUqa1aNB+RaAboLYUfGkQ3Amj92Bm1k2Y+IfF367Lf2xRBPjSwT8cGh1CpvuXIdWCSoGZ2yG9E6pKoGq8dJaaMGHiHxEmoQ6NWiDFDYFJUJMiNaP7J66WAKlgc8OMcijyQW8hLG5XSh3V6QYmTJj424AamLD8Raxfvz7+y9jxuZyTA67t2yn4wx8sUZdLR5OTsfb2YvX71e5bb435J07cu9327S5WrvSo5uYEcnMDDB/+tt69+2VVVFTEV7/6Ve1wOP7aS7EAKKW8Wuvuv/ZgJo4YCUCO8fOuE3khJk4stNZ2pVSe8c/qWbNmlQy13eES6j8cBo9RCeTm0jZ//t6++oNhy5YtrFq1iuzsbK688kpcLtdxuFoTJkwcTxxoxphJqMcA1dXVvPrqqyQlJbFw4cK9c6RMmDDx94EvRagmTJgwYeLwYSalTJgwYeIowSRUEyZMmDhKMAnVhAkTJo4STEI1YcKEiaMEk1BNmDBh4ijBJFQTJkyYOEr4/wRZ7+/8Y5pGAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(6,6))\n", "df=df_shots.query('player_id==201939 and btpl==True')\n", "for i in range(len(df)):\n", " x1=df.iloc[i]['player_position_release'][0]\n", " x2=df.iloc[i]['opp_position_release'][0]\n", " y1=50-df.iloc[i]['player_position_release'][1]\n", " y2=50-df.iloc[i]['opp_position_release'][1]\n", " if x1>94/2:\n", " x1=94-x1\n", " x2=94-x2\n", " y1=50-y1\n", " y2=50-y2\n", " \n", " if i!=len(df)-1:\n", " plt.plot([x1,x2],[y1,y2],'k',alpha=0.6)\n", " if df.iloc[i]['Shot_result']==1:\n", " plt.plot(x1,y1,'bo',alpha=0.6)\n", " else:\n", " plt.plot(x1,y1,'ro',alpha=0.6)\n", " else :\n", " plt.plot([x1,x2],[y1,y2],'k',alpha=0.6,label='distance closest defender')\n", " if df.iloc[i]['Shot_result']==1:\n", " plt.plot(x1,y1,'bo',alpha=0.6,label='success')\n", " else:\n", " plt.plot(x1,y1,'ro',alpha=0.6,label='miss')\n", " \n", " \n", "#plt.legend()\n", "field = plt.imread(\"Images/fullcourt1.png\")\n", "plt.imshow(field, extent=[0,50,0,50])\n", "plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df=df_shots.query('player_id==201939')\n", "for i in range(len(df)):\n", " x1=df.iloc[i]['player_position_release'][0]\n", " x2=df.iloc[i]['opp_position_release'][0]\n", " y1=df.iloc[i]['player_position_release'][1]\n", " y2=df.iloc[i]['opp_position_release'][1]\n", " plt.plot([x1,x2],[y1,y2])\n", " plt.plot(x1,y1,'o')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Study of ball trajectory\n", "-----\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from scipy.optimize import curve_fit\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def distance_to_basket(row): \n", " z_ball=row['z_ball']\n", " x_ball=row['x_ball']\n", " y_ball=row['y_ball']\n", " \n", " if x_ball[-1]>94//2:\n", " basket_pos=[94-5.25,25]\n", " else :\n", " basket_pos=[5.25,25]\n", " \n", " d_basket=[]\n", " for k in range(len(x_ball)):\n", " d_basket.append(-np.sqrt((x_ball[k]-basket_pos[0])**2+(y_ball[k]-basket_pos[1])**2))\n", " \n", " return(d_basket)\n", "\n", "def shoot_traj(df_traj,i):\n", "\n", " z_ball=df_traj.query('shot_id==@i')['z_ball'].iloc[0]\n", " d_basket=df_traj.query('shot_id==@i')['d_basket'].iloc[0]\n", " \n", " fig,(ax1,ax2)=plt.subplots(1,2,figsize=(15,5))\n", " ax1.plot(df_traj.query('shot_id==@i')['Time'].iloc[0],z_ball)\n", " ax2.plot(df_traj.query('shot_id==@i')['d_basket'].iloc[0],z_ball)\n", " #plt.axvline(-22, color='black',linestyle=\"dashed\",lw=0.5)\n", " #plt.axvline(-23.75, color='black',linestyle=\"dashed\",lw=0.5)\n", " #ax1.set_ylim((0,100))\n", " plt.show()\n", "\n", "df_shots['d_basket']=df_shots.apply(distance_to_basket,axis=1) " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shoot_traj(df_shots,401)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gabin/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: RuntimeWarning: invalid value encountered in double_scalars\n", " # This is added back by InteractiveShellApp.init_path()\n" ] } ], "source": [ "def z_angle(row):\n", " z_ball=row['z_ball']\n", " d_basket=row['d_basket']\n", " angle=[]\n", " for k in range(len(d_basket)-1):\n", " z1=z_ball[k]\n", " z2=z_ball[k+1]\n", " d1=d_basket[k]\n", " d2=d_basket[k+1]\n", " if (d2-d1)<=0:\n", " angle.append(np.degrees(np.arctan((z2-z1)/(d2-d1)))+180)\n", " else :\n", " if (z2-z1)<=0:\n", " angle.append(np.degrees(np.arctan((z2-z1)/(d2-d1)))+360)\n", " else:\n", " angle.append(np.degrees(np.arctan((z2-z1)/(d2-d1))))\n", " return(angle)\n", " \n", "df_shots['angle']=df_shots.apply(z_angle,axis=1) " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def traj(x, velocity, angle, h, g=9.8):\n", " angle = np.deg2rad(angle)\n", " lhs = x * np.tan(angle)\n", " rhs_top = g * x ** 2\n", " rhs_bottom = (2*(velocity)**2) * (np.cos(angle)**2)\n", " return h+lhs - (rhs_top / rhs_bottom)" ] }, { "cell_type": "code", "execution_count": 376, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "406\n", "90 13.17209\n", "90 13.17209\n", "89 12.93329\n", "88 12.92917\n", "87 12.70606\n", "86 12.48232\n", "85 12.29262\n", "84 12.02587\n", "83 11.70262\n", "82 11.32003\n", "81 10.8752\n", "80 10.36527\n", "79 9.78738\n", "78 9.33121\n", "77 8.75718\n", "77\n", "23.848716828745687\n", "21.97605403533036\n", "20\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from scipy.optimize import curve_fit\n", "import numpy as np\n", "\n", "\n", "def test(df_traj):\n", " n=0\n", " s=11\n", " print(len(df_traj.query('precise_angle<30')))\n", " Time=df_traj.query('precise_angle<30').iloc[s]['Time']\n", " time_end=-1\n", "\n", " z_ball=df_traj.query('precise_angle<30').iloc[s]['z_ball']\n", " angle=df_traj.query('precise_angle<30').iloc[s]['angle']\n", " time_start=z_ball.index(max(z_ball))\n", " time_start-=1\n", " print(time_start,z_ball[time_start])\n", " while z_ball[time_start]>8.2 and (3012:\n", " time_end+=1\n", " \n", " time_end-=1\n", " #while time_startangle[time_start] or angle[time_start]>70):\n", " # time_start+=1\n", " \n", " print(time_start)\n", " #time_start-=6\n", " #time_start=0\n", " z1=df_traj.query('precise_angle<30').iloc[s]['z_ball'][time_start:time_end]\n", " x1=np.array(df_traj.query('precise_angle<30').iloc[s]['d_basket'][time_start:time_end])\n", " x1=x1-x1[0]\n", " #print(Time[time_start])\n", "\n", " plt.plot(x1, z1, 'b-', label='data')\n", " popt, pcov = curve_fit(traj, x1, z1, p0=[19,45,8])\n", " plt.plot(x1, traj(x1, *popt), 'r-',\n", " label='fit: a=%5.3f, b=%5.3f, c=%5.3f' % tuple(popt))\n", " #print(df_shots.query('precise_angle_bis>70').iloc[s]['angle'][time_start])\n", " print(popt[1]%90)\n", " print(angle[time_start])\n", " print(len(x1))\n", " #print(df_traj.query('precise_angle>70').iloc[s][['shot_id','Match_id','quarter','clock']])\n", " \n", "test(df_shots)" ] }, { "cell_type": "code", "execution_count": 452, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 452, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(df_shots['precise_angle'])\n", "sns.kdeplot(df_shots.query('player_id==201939')['precise_angle'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Angle and distance to basket" ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [], "source": [ "def release_d_basket(row):\n", " x=row['x_shooter']\n", " y=row['y_shooter']\n", " x_ball=row['x_ball']\n", " \n", " if x_ball[-1]>94//2:\n", " basket_pos=[94-5.25,25]\n", " else :\n", " basket_pos=[5.25,25]\n", " return(np.sqrt((x-basket_pos[0])**2+(y-basket_pos[1])**2))\n", "\n", "df_shots['release_d_basket']=df_shots.apply(release_d_basket,axis=1)" ] }, { "cell_type": "code", "execution_count": 384, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g=sns.jointplot(x='release_d_basket',y='precise_angle', data=df_shots.query('25" ] }, "execution_count": 383, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(df_shots.query('Shot_type==\"catch-and-shoot 3P\"')['new_Time_to_shoot'])" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30\n" ] } ], "source": [ "print(len(df_shots.query('Match_id==\"66\"')))" ] }, { "cell_type": "code", "execution_count": 388, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total>30').index\n", "df_shots_mean=df_shots.query('player_id in @players')[['player_id','precise_angle']].groupby('player_id').mean()\n", "print(df_shots.query('player_id in @players')[['player_id','precise_angle']].mean())\n", "df_plot_shots=df_shots_mean.join(df_stats.query('total>30'))\n", "df_plot_shots['player_id']=df_shots_mean.index\n", "#df_shots_mean.plot(x='d_reception',y='Time_to_shoot',kind='scatter',ax=ax)\n", "p=sns.scatterplot(x='precise_angle',y='percentage',palette=\"Set2\", data=df_plot_shots,hue='player_id',ax=ax)\n", "for line in range(df_plot_shots.shape[0]):\n", " p.text(df_plot_shots.iloc[line]['precise_angle'], df_plot_shots.iloc[line]['percentage'], df_plot_shots.iloc[line]['player_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')\n", " \n", "slope, intercept, r_value, p_value, std_err = stats.linregress(df_plot_shots['precise_angle'], df_plot_shots['percentage'])\n", "print('R^2 : ',r_value**2)" ] }, { "cell_type": "code", "execution_count": 436, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "player_id 222698.068163\n", "precise_angle 47.374206\n", "d_closest_release 6.630773\n", "dtype: float64\n", "R^2 : 0.0014610634071090013\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,10))\n", "\n", "players=df_stats.query('total>30').index\n", "df_shots_mean=df_shots.query('player_id in @players')[['player_id','precise_angle','d_closest_release']].groupby('player_id').mean()\n", "print(df_shots.query('player_id in @players')[['player_id','precise_angle','d_closest_release']].mean())\n", "df_plot_shots=df_shots_mean.join(df_stats.query('total>30'))\n", "df_plot_shots['player_id']=df_shots_mean.index\n", "#df_shots_mean.plot(x='d_reception',y='Time_to_shoot',kind='scatter',ax=ax)\n", "p=sns.scatterplot(x='precise_angle',y='d_closest_release',palette=\"Set2\", data=df_plot_shots,hue='player_id',ax=ax)\n", "for line in range(df_plot_shots.shape[0]):\n", " p.text(df_plot_shots.iloc[line]['precise_angle'], df_plot_shots.iloc[line]['d_closest_release'], df_plot_shots.iloc[line]['player_id'], horizontalalignment='center', verticalalignment='top',size='small', color='black', weight='semibold')\n", " \n", "slope, intercept, r_value, p_value, std_err = stats.linregress(df_plot_shots['precise_angle'], df_plot_shots['d_closest_release'])\n", "print('R^2 : ',r_value**2)" ] }, { "cell_type": "code", "execution_count": 439, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(40, 60)" ] }, "execution_count": 439, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.JointGrid(x='precise_angle',y='d_closest_release', data=df_shots.query('player_id==202695'))\n", "g.plot_joint(sns.scatterplot,color='blue',alpha=0.6)\n", "g.plot_marginals(sns.distplot,color='blue')\n", "g.x=df_shots.query('player_id==201939')['precise_angle']\n", "g.y=df_shots.query('player_id==201939')['d_closest_release']\n", "g.plot_joint(sns.scatterplot,color='red',alpha=0.6)\n", "g.plot_marginals(sns.distplot,color='red')\n", "g.ax_joint.set_xlim((40,60))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classify shots\n", "----" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import KMeans\n", "from sklearn.cluster import AgglomerativeClustering\n", "from scipy.cluster.hierarchy import linkage" ] }, { "cell_type": "code", "execution_count": 372, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gabin/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:25: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "/Users/gabin/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" ] } ], "source": [ "df_shots_catch=df_shots.query('Shot_type==\"catch-and-shoot 3P\"')\n", "\n", "def prepare_df_kmean_T(row):\n", " T=row['T']\n", " Time=row['Time']\n", " ind=Time.index(0.)\n", " if ind-75>0:\n", " if ind+200:\n", " if ind+20]" ] }, "execution_count": 375, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "c_T=kmeans_T.cluster_centers_\n", "print(kmeans_T.inertia_)\n", "plt.plot(c_T[0],'k-')\n", "plt.plot(c_T[1],'k--')" ] }, { "cell_type": "code", "execution_count": 376, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "16114179.557777911\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 376, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "c_D=kmeans_D.cluster_centers_\n", "print(kmeans_D.inertia_)\n", "plt.plot(c_D[0],'k-')\n", "plt.plot(c_D[1],'k--')" ] }, { "cell_type": "code", "execution_count": 349, "metadata": {}, "outputs": [], "source": [ "from matplotlib.cbook import get_sample_data\n", "def kmean_ev(df,c,Time,sd=None,hue=None,palette=['blue'],style=None,fontsize='medium',size=None):\n", " im = plt.imread(get_sample_data('/Users/gabin/Ordinateur/Documents/CENTRALE_LYON_1A/PaR/bakset-image.png'))\n", " fig,ax=plt.subplots(1,1,figsize=(4.5,3))\n", " ## rename columns to have good labels ##\n", " df2=df.rename(columns={\"Time\": \"time [s]\",'D':r'$<\\delta_{d}^*(t)$> [feet]','T':r'$<\\delta_{t}^*(t)$> [s]'})\n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{d}^*(t)$> [feet]', data=df2,palette=palette,ci=sd,hue=hue,style=style,size=size,label='pull-up')\n", " plt.plot(Time[1:-4],c[0],color='orange',linestyle='-',label='catch-and-shoot 1')\n", " plt.plot(Time[1:-4],c[1],color='orange',linestyle='--',label='catch-and-shoot 2')\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize=fontsize)\n", " plt.annotate('shot time',(-0.37,12.5))\n", " newax = fig.add_axes([0.63, 0.65, 0.2, 0.2], anchor='NE', zorder=1)\n", " newax.imshow(im)\n", " newax.axis('off')\n", " plt.show()\n", " plt.clf()\n", " \n", " im = plt.imread(get_sample_data('/Users/gabin/Ordinateur/Documents/CENTRALE_LYON_1A/PaR/bakset-image.png'))\n", " ### plot ###\n", " fig,ax=plt.subplots(1,1,figsize=(4.5,3))\n", " ax = sns.lineplot(x=\"time [s]\", y=r'$<\\delta_{t}^*(t)$> [s]', data=df2,palette=palette,ci=sd,hue=hue,style=style,size=size,label='pull-up')\n", " plt.plot(Time[1:-4],c[0],color='orange',linestyle='-',label='catch-and-shoot 1')\n", " plt.plot(Time[1:-4],c[1],color='orange',linestyle='--',label='catch-and-shoot 2')\n", " plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5)\n", " plt.legend(loc='lower left',fontsize=fontsize)\n", " plt.annotate('shot time',(-0.37,0.84))\n", " newax = fig.add_axes([0.63, 0.65, 0.2, 0.2], anchor='NE', zorder=1)\n", " newax.imshow(im)\n", " newax.axis('off')\n", " plt.show()\n", " plt.clf()" ] }, { "cell_type": "code", "execution_count": 312, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.0" ] }, "execution_count": 312, "metadata": {}, "output_type": "execute_result" } ], "source": [ "4.5*4/6" ] }, { "cell_type": "code", "execution_count": 350, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kmean_ev(df_plot_mean.query('Shot_type==\"pull-up 3P\"'),c,Time,sd=None,hue=None,palette=['blue'],style=None,fontsize='medium',size=None)" ] }, { "cell_type": "code", "execution_count": 302, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kmean_ev(df_plot_mean.query('Shot_type==\"pull-up 3P\"'),c,Time,sd=None,hue=None,palette=['blue'],style=None,fontsize='medium',size=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Free space evolution for 50 randomly chosen shots\n", "----" ] }, { "cell_type": "code", "execution_count": 591, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import random as rd\n", "catch=[]\n", "pull=[]\n", "for k in range(50):\n", " s=rd.randint(0,17000)\n", " df=df_shots.iloc[s]\n", " if df['Shot_type']==\"catch-and-shoot 3P\":\n", " catch.append(s)\n", " plt.plot(df['Time'],df['D'],c='orange',alpha=0.3)\n", " else:\n", " pull.append(s)\n", " plt.plot(df['Time'],df['D'],c='blue',alpha=0.2)\n", " plt.xlim((-3.2,1))" ] }, { "cell_type": "code", "execution_count": 559, "metadata": {}, "outputs": [], "source": [ "def running_mean(x, N):\n", " cumsum = np.cumsum(np.insert(x, 0, 0)) \n", " return (cumsum[N:] - cumsum[:-N]) / N" ] }, { "cell_type": "code", "execution_count": 548, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 999.5, 999.5, -0.5)" ] }, "execution_count": 548, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(4.5,3))\n", "for c in catch[:-1]:\n", " df=df_shots.iloc[c]\n", " plt.plot(df['Time'],df['D'],c='orange',alpha=0.3)\n", "for c in pull[:-1]:\n", " df=df_shots.iloc[c]\n", " plt.plot(df['Time'],df['D'],c='blue',alpha=0.2)\n", " \n", "df=df_shots.iloc[catch[-1]]\n", "plt.plot(df['Time'],df['D'],c='orange',alpha=0.3,label=\"catch-and-shoot\")\n", "df=df_shots.iloc[pull[-1]]\n", "plt.plot(df['Time'],df['D'],c='blue',alpha=0.2,label=\"pull\")\n", "plt.xlabel(\"time [s]\")\n", "plt.ylabel(r'$\\delta_{d}^*(t)$ [feet]')\n", "plt.legend(loc='upper center')\n", "plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5) \n", "plt.xlim((-3.2,1))\n", "im = plt.imread(get_sample_data('/Users/gabin/Ordinateur/Documents/CENTRALE_LYON_1A/PaR/bakset-image.png'))\n", "plt.annotate('shot time',(-0.37,16))\n", "newax = fig.add_axes([0.63, 0.65, 0.2, 0.2], anchor='NE', zorder=1)\n", "newax.imshow(im)\n", "newax.axis('off')" ] }, { "cell_type": "code", "execution_count": 549, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 999.5, 999.5, -0.5)" ] }, "execution_count": 549, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(4.5,3))\n", "for c in catch[:-1]:\n", " df=df_shots.iloc[c]\n", " T=running_mean(df['T'],3)\n", " plt.plot(df['Time'][:-2],T,c='orange',alpha=0.3)\n", "for c in pull[:-1]:\n", " df=df_shots.iloc[c]\n", " T=running_mean(df['T'],3)\n", " plt.plot(df['Time'][:-2],T,c='blue',alpha=0.2)\n", "df=df_shots.iloc[catch[-1]]\n", "plt.plot(df['Time'],df['T'],c='orange',alpha=0.3,label=\"catch-and-shoot\")\n", "df=df_shots.iloc[pull[-1]]\n", "plt.plot(df['Time'],df['T'],c='blue',alpha=0.2,label=\"pull\")\n", "plt.legend(loc='upper center')\n", "plt.xlabel(\"time [s]\")\n", "plt.ylabel(r'$\\delta_{t}^*(t)$ [s]')\n", "plt.axvline(0, color='black',linestyle=\"dashed\",lw=0.5) \n", "plt.xlim((-3.2,1))\n", "im = plt.imread(get_sample_data('/Users/gabin/Ordinateur/Documents/CENTRALE_LYON_1A/PaR/bakset-image.png'))\n", "plt.annotate('shot time',(-0.37,1.05))\n", "newax = fig.add_axes([0.63, 0.65, 0.2, 0.2], anchor='NE', zorder=1)\n", "newax.imshow(im)\n", "newax.axis('off')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## *Free space* and 3P performance\n", "------\n", "\n", "We want to quantify the following intuition : \"the more free a shooter is, the more efficient he is\". To do so, we evaluate 3-point efficiency function of the distance (and time) within the opponent defender is. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "34.32047018087385\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t_abs=[0.15]+[0.1*(i+3) for i in range(12)]\n", "inferior_abs=[]\n", "fig,ax=plt.subplots(1,1,figsize=(4.5,3))\n", "\n", "for d in t_abs:\n", " l=[7641,14919]\n", " m=df_shots.query(\"t_release<@d and btpl==True and shot_id not in @l\").groupby('Shot_result').count().loc[0,'D']\n", " s=df_shots.query(\"t_release<@d and btpl==True and shot_id not in @l\").groupby('Shot_result').count().loc[1,'D']\n", " #print(m,s,s/(s+m))\n", " #print(m+s)\n", " inferior_abs.append(s/(s+m)*100)\n", "\n", "plt.vlines(t_abs[3], inferior_abs[0], inferior_abs[3], linestyle=\"dashed\",lw=0.5)\n", "plt.hlines(inferior_abs[3], t_abs[0], t_abs[3], linestyle=\"dashed\",lw=0.5)\n", "plt.axhline(34.7,linestyle=\"dashed\",lw=0.5,color='red',label='average shooting percentage')\n", "plt.xlim((0.15,1.25))\n", "plt.ylim((min(inferior_abs),37))\n", "plt.xlabel(r'$\\delta_{time}^*(0)$ inferior to [s]')\n", "plt.ylabel(r'3-point shooting percentage')\n", "plt.legend()\n", "plt.plot(t_abs,inferior_abs)\n", "print(inferior_abs[4])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25.965488907148725 33.121491367439894\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(4.5,3))\n", "d_abs=[1*(i+1) for i in range(16)]\n", "inferior_abs=[]\n", "for d in d_abs:\n", " l=[7641,14919]\n", " #if d==2:\n", " # print(df_shots.query(\"1" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(4.5,3))\n", "d_abs=[1*(i+1) for i in range(16)]\n", "inferior_abs=[]\n", "df_shots.loc[10538,'Shot_result']=0\n", "df_shots.loc[15772,'Shot_result']=0\n", "for d in d_abs:\n", " l=[7641,14919]\n", " #if d==2:\n", " # print(df_shots.query(\"1