{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Example of reading data from an Athena project files\n",
"\n",
"The `larch.io.read_athena` function reads an Athena Project file and creates a Larch Group\n",
"with the contents.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function read_athena in module larch.io.athena_project:\n",
"\n",
"read_athena(filename, match=None, do_preedge=True, do_bkg=False, do_fft=False, use_hashkey=False)\n",
" read athena project file\n",
" returns a Group of Groups, one for each Athena Group in the project file\n",
" \n",
" Arguments:\n",
" filename (string): name of Athena Project file\n",
" match (string): pattern to use to limit imported groups (see Note 1)\n",
" do_preedge (bool): whether to do pre-edge subtraction [True]\n",
" do_bkg (bool): whether to do XAFS background subtraction [False]\n",
" do_fft (bool): whether to do XAFS Fast Fourier transform [False]\n",
" use_hashkey (bool): whether to use Athena's hash key as the\n",
" group name instead of the Athena label [False]\n",
" \n",
" Returns:\n",
" group of groups each named according the label used by Athena.\n",
" \n",
" Notes:\n",
" 1. To limit the imported groups, use the pattern in `match`,\n",
" using '*' to match 'all', '?' to match any single character,\n",
" or [sequence] to match any of a sequence of letters. The match\n",
" will always be insensitive to case.\n",
" 2. do_preedge, do_bkg, and do_fft will attempt to reproduce the\n",
" pre-edge, background subtraction, and FFT from Athena by using\n",
" the parameters saved in the project file.\n",
" 3. use_hashkey=True will name groups from the internal 5 character\n",
" string used by Athena, instead of the group label.\n",
" \n",
" Example:\n",
" 1. read in all groups from a project file:\n",
" cr_data = read_athena('My Cr Project.prj')\n",
" \n",
" 2. read in only the \"merged\" data from a Project, and do BKG and FFT:\n",
" zn_data = read_athena('Zn on Stuff.prj', match='*merge*', do_bkg=True, do_fft=True)\n",
"\n"
]
}
],
"source": [
"# first some imports and printing of the help for the `read_athena` function.\n",
"\n",
"from pathlib import Path\n",
"from larch.io import read_athena\n",
"help(read_athena)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
Group Name \n",
"Label/File Name \n",
"Selected \n",
"d_0_12 0.12 ✔ \n",
"d_2_42 2.42 ✔ \n",
"d_4_73 4.73 ✔ \n",
"d_7_03 7.03 ✔ \n",
"d_9_33 9.33 ✔ \n",
"d_20 20 ✔ \n",
"d_33 33 ✔ \n",
"d_720 720 ✔ \n",
"Au_foil Au foil ✔ \n",
"Au1_Cl Au1 Cl ✔ \n",
"Au3_Cl_aq Au3 Cl aq ✔ \n",
"Au_hydroxide Au hydroxide ✔ \n",
"Au_cyanide Au cyanide ✔ \n",
"Au_thiocyanide Au thiocyanide ✔ \n",
"Au_sulphide Au sulphide ✔ \n",
"Au_thiosulphate_aq Au thiosulphate aq ✔ \n",
"Au_thiomalate_aq Au thiomalate aq ✔ \n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's read in an example Project File\n",
"cyano_filename = Path(\"..\", \"pca\", \"cyanobacteria.prj\")\n",
"aprj = read_athena(cyano_filename)\n",
"\n",
"# There are a few ways to explore the contents of the Groups\n",
"# First, if you just print the value it will print the names of the groups it contains\n",
"aprj"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Au1_Cl', 'Au3_Cl_aq', 'Au_cyanide', 'Au_foil', 'Au_hydroxide', 'Au_sulphide', 'Au_thiocyanide', 'Au_thiomalate_aq', 'Au_thiosulphate_aq', 'd_0_12', 'd_20', 'd_2_42', 'd_33', 'd_4_73', 'd_720', 'd_7_03', 'd_9_33', 'filename', 'groups', 'header', 'journal']\n",
"# Athena project file -- Demeter version 0.9.21\n",
"# This file created at 2015-02-04T09:32:08\n",
"# Using Demeter 0.9.21 with perl 5.018002 and using Larch 0.9.24 on linux\n",
"\n",
"../pca/cyanobacteria.prj\n"
]
}
],
"source": [
"# Second, there are a few special attributes, \n",
"# `groups`: dictionary of Groups (with keys as shown in the Group Name column above\n",
"# `filname`: name of Project file\n",
"# `header`: header information from the Athena Project\n",
"# `journal`: journal from the Athena Project\n",
"print(dir(aprj))\n",
"print(aprj.header)\n",
"print(aprj.filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Group Name \n",
"Label/File Name \n",
"Selected \n",
"d_0_12 0.12 ✔ \n",
"d_2_42 2.42 \n",
"d_4_73 4.73 \n",
"d_7_03 7.03 \n",
"d_9_33 9.33 \n",
"d_20 20 ✔ \n",
"d_33 33 ✔ \n",
"d_720 720 ✔ \n",
"Au_foil Au foil ✔ \n",
"Au1_Cl Au1 Cl ✔ \n",
"Au3_Cl_aq Au3 Cl aq ✔ \n",
"Au_hydroxide Au hydroxide ✔ \n",
"Au_cyanide Au cyanide ✔ \n",
"Au_thiocyanide Au thiocyanide ✔ \n",
"Au_sulphide Au sulphide ✔ \n",
"Au_thiosulphate_aq Au thiosulphate aq ✔ \n",
"Au_thiomalate_aq Au thiomalate aq ✔ \n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the selection flag of a group can be controlled with the \"sel\" attribute\n",
"aprj.d_2_42.sel = 0\n",
"aprj.d_4_73.sel = 0\n",
"aprj.d_7_03.sel = 0\n",
"aprj.groups['d_9_33'].sel = 0 # accessible also as dictionary\n",
"aprj"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Group 0x1856c6210\n",
"\n",
"Attribute Type \n",
"Value \n",
"energy ndarray shape=(308,), type=float64 range=[ 11720.0008: 12889.8643] \n",
"mu ndarray shape=(308,), type=float64 range=[ 0.99556632: 1.51336593] \n",
"athena_params Group \n",
"stddev ndarray shape=(308,), type=float64 range=[ 3.8182e-05: 0.00293809] \n",
"label str '33' \n",
"epsr float 0.0 \n",
"epsk float 0.0 \n",
"athena_id str 'rjbc' \n",
"journal Journal [('pre_edge_callargs', {'e0': 11919.045, 'step': None, 'nnorm': 3.0, 'nvict': 0.0, 'pre1': -150.0, 'pre2': -30.0, 'norm1': 50.0, 'norm2': 950.124674070001, 'make_flat': True}, '2024-03-10T15:52:46.707469')] \n",
"e0 float64 11918.94434165 \n",
"norm ndarray shape=(308,), type=float64 range=[-0.00244034: 1.10754881] \n",
"flat ndarray shape=(308,), type=float64 range=[-0.00244034: 1.06075728] \n",
"norm_poly ndarray shape=(308,), type=float64 range=[-0.00244034: 1.10754881] \n",
"flat_coefs tuple (78.74438574492032, -0.01266916870510911, 5.156263219265804e-07) \n",
"flat_alt ndarray shape=(308,), type=float64 range=[-0.00244034: 1.05661657] \n",
"dmude ndarray shape=(308,), type=float64 range=[-0.04510637: 0.18268040] \n",
"d2mude ndarray shape=(308,), type=float64 range=[-0.10876263: 0.05093158] \n",
"edge_step float 0.3540939194778199 \n",
"edge_step_poly float 0.3540939194778199 \n",
"pre_edge ndarray shape=(308,), type=float64 range=[ 0.60339003: 1.29242665] \n",
"post_edge ndarray shape=(308,), type=float64 range=[ 0.99319540: 1.69089241] \n",
"pre_edge_details Group \n",
"atsym str 'Au' \n",
"edge str 'L3' \n",
"callargs Group \n",
"sel int 1 \n",
"datatype str 'xas' \n",
"filename str '33' \n",
"xdat ndarray shape=(308,), type=float64 range=[ 11720.0008: 12889.8643] \n",
"ydat ndarray shape=(308,), type=float64 range=[ 0.99556632: 1.51336593] \n",
"yerr float 1.0 \n",
"plot_xlabel str 'energy' \n",
"plot_ylabel str 'mu' \n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# show content of a single group\n",
"aprj.groups['d_33']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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Pjz76iGeeeeak9hdCCCFE13Ci1xlyjSGEEEJ0LRJCCiHapbi4mOrq6hMOIVUqFf/+979JSkoKTKhzoq/78ssvc955553wvkIIIYToGk7mOkOuMYQQQoiuRbpjCyGEEEIIIYQQQgghOpRUQgohhBBCCCGEEEIIITqUhJBCCCGEEEIIIYQQQogOJSGkEEIIIYQQQgghhBCiQ2k7uwGnm8/no7y8HKPRiEql6uzmCCGEECiKgtVqJSkpCbVa7v+dDnK+F0IIcTaRc70QQhxftwshy8vLSU1N7exmCCGEEG2UlJSQkpLS2c3oFuR8L4QQ4mwk53ohhDi6bhdCGo1GwP/HPzw8vJNbI4QQQoDFYiE1NTVwjhKnTs73QgghziZyrhdCiOPrdiFkS5es8PBw+VAihBDirCLdhk8fOd8LIYQ4G8m5Xgghjk4GqxBCCCGEEEIIIYQQQnQoCSGFEEIIIYQQQgghhBAdSkJIIYQQQgghhBBCCCFEh+p2Y0IKIYQQQgghhBBCnC0URcHj8eD1eju7KUKcdhqNBq1W264xcSWEFEIIIYQQQgghhOgALpeLiooKmpqaOrspQnQYg8FAYmIiwcHBx9xOQkghhBBCCCGEEEKI08zn81FQUIBGoyEpKYng4GCZQV10K4qi4HK5qKmpoaCggKysLNTqo4/8KCGkEEIIIYQQQgghxGnmcrnw+XykpqZiMBg6uzlCdAi9Xk9QUBBFRUW4XC5CQkKOuq1MTCOEEEIIIYQQQgjRQY5VGSZEd9De33H5nyCEEEIIIYQQQgghhOhQEkIKIYQQQgghhBBCCCE6lISQQgghhBBCCCGEEKLdnnjiCXJycjq7GUd0NrftXCchpBBCCCGEEEIIIcQ5orq6mjvuuIO0tDR0Oh0JCQnMnDmTNWvWdFqbOiM4/PTTT5kyZQqRkZEYDAays7O59dZb2bRp0xltx7mkQ0PIFStWcNFFF5GUlIRKpeKzzz475vbLly9HpVK1eezatasjmymEEEIIIYQQQghxTrjiiivYvHkzb731Fnv27OGLL75g0qRJ1NfXd3bTzpgHH3yQOXPmkJOTwxdffMH27dt544036NWrFw8//PBR93O73Wewld1Ph4aQdrudwYMH8/LLL5/Qfrt376aioiLwyMrK6qAWijNhWfEyfvH9L3hq3VM0uZs6uzlCCCGEOILt27fz7rvv0tQk52ohhBCiu2psbOTHH3/kmWeeYfLkyfTo0YORI0fy0EMPccEFFwS2M5vN3H777cTFxREeHs6UKVPYvHnzMY/95ptv0rdvX0JCQujTpw+vvvpqq/WlpaVcc801REVFERoayvDhw1m3bh3z58/nj3/8I5s3bw4Uo82fP7/d7fjrX/9KfHw8RqORuXPn4nQ6j9nOtWvX8uyzz/K3v/2Nv/3tb4wfP56MjAwmTpzII488wjfffBPYtqVC8//+7//o2bMnOp0ORVEoLi7mkksuISwsjPDwcK6++mqqqqoC+918881ceumlrV737rvvZtKkSYHnkyZN4q677uKuu+4iIiKC6OhoHn30URRFCWzz6quvkpWVRUhICPHx8Vx55ZXHfG9nO21HHnz27NnMnj37hPeLi4sjIiLi9DdIdJhmbzPbarcxKGYQQZqgwPIfSn7g7uV341N8rCpfRZGliJenvNxqGyGEEEJ0vk8++QSARYsWcfnll3dya4QQQgjREcLCwggLC+Ozzz5j9OjR6HS6NtsoisIFF1xAVFQU33zzDSaTiddff52pU6eyZ88eoqKi2uzz73//m8cff5yXX36ZIUOGsGnTJm677TZCQ0O56aabsNlsTJw4keTkZL744gsSEhLYuHEjPp+POXPmsG3bNhYtWsSSJUsAMJlM7WrHxx9/zOOPP84rr7zC+PHjeeedd/jHP/5Bz549j/oz+OCDDwgLC+POO+884nqVStXqeX5+Ph9//DGffvopGo0GgEsvvZTQ0FB++OEHPB4Pd955J3PmzGH58uXt/acA4K233mLu3LmsW7eODRs2cPvtt9OjRw9uu+02NmzYwG9+8xveeecdxo4dS319PStXrjyh459tOjSEPFlDhgzB6XTSr18/Hn30USZPnnzUbZubm2lubg48t1gsZ6KJ4hCKonDH93eQW5XLyISRvDH9DTRqDaXWUh5b/Rg+xceg2EHsqd/D6vLVPL76cf5y3l/a/McWQgghROerqKjo7CYIIYQQooNotVrmz5/PbbfdxmuvvcbQoUOZOHEi11xzDYMGDQJg2bJlbN26lerq6kBI+fzzz/PZZ5/x3//+l9tvv73NcZ988kleeOGFwI3MjIwMduzYweuvv85NN93E+++/T01NDevXrw+EmJmZmYH9w8LC0Gq1JCQkBJYtXbr0uO148cUXufXWW/n5z38OwJ///GeWLFlyzGrIPXv20LNnT7Tag5HY3/72Nx577LHA87KyMkwmEwAul4t33nmH2NhYAL7//nu2bNlCQUEBqampALzzzjv079+f9evXM2LEiHb9WwCkpqby97//HZVKRXZ2Nlu3buXvf/87t912G8XFxYSGhnLhhRdiNBrp0aMHQ4YMafexz0Zn1cQ0iYmJvPHGG3z66acsWLCA7Oxspk6dyooVK466z9NPP43JZAo8Wn4BxJmzu2E3uVW5APxU+RN3Lb2LV/JeYe53c6l31tMnqg9vznyTFye/iFal5cv9X/L5vs87udVCCCGEOBKv19vZTRBCCCFEB7riiisoLy/niy++YObMmSxfvpyhQ4cGukDn5uZis9mIjo4OVE6GhYVRUFDAvn372hyvpqaGkpIS5s6d22r7P//5z4Ht8/LyGDJkyBGrKI+mPe3YuXMnY8aMabXf4c+P5PCiqFtvvZW8vDxef/117HZ7qy7RPXr0CASQLa+ZmpraKn/q168fERER7Ny5s93vD2D06NGt2jJmzBj27t2L1+tl+vTp9OjRg549e/Kzn/2M9957r8sPm3NWVUJmZ2eTnZ0deD5mzBhKSkp4/vnnmTBhwhH3eeihh7jnnnsCzy0WiwSRZ9gPJT+0ev5j2Y/8WPYjAMlhybwy9RWCNcGMSx7HnTl38o9N/+CpdU/RL7ofvSN7d0aThRBCCCGEEEKIc1ZISAjTp09n+vTpPPbYY/z85z/n8ccf5+abb8bn85GYmHjErsVHGjrP5/MB/i7Zo0aNarWupfuyXq8/4TaeaDvaKysrix9//BG3201QUFDgeBEREZSWlrbZPjQ0tNVzRVGO2LPz0OVqtbpVkAknPqmN0Whk48aNLF++nMWLF/PYY4/xxBNPsH79+i47hOFZVQl5JKNHj2bv3r1HXa/T6QgPD2/1EKffhsoN/Gfrf/ApvjbrVpWvAuCxMY/xnxn/4Y5Bd3B51uXcMuAW3pr1FnGGuMC2tw64lVEJo3B4HNy55E4q7ZVn7D0IIYQQ4vhkuBQhhBDi3NOvXz/sdjsAQ4cOpbKyEq1WS2ZmZqtHTExMm33j4+NJTk5m//79bbbPyMgAYNCgQeTl5R11Bu7g4OA2vTHa046+ffuydu3aVvsd/vxw1157LTabrc3EOe3Vr18/iouLKSkpCSzbsWMHZrOZvn37AhAbG9tmiJu8vLw2xzpS27OysgLhrVarZdq0aTz77LNs2bKFwsJCli5delLtPhucVZWQR7Jp0yYSExM7uxnnNEVRuOW7WwBIDE3kgp4HZ8yqslexucY/M9V5SeeRGJbIqMRRRzwOgEat4YVJL3Djtzey37yfX/3vV7w16y3CgsM69k0IIYQQQgghhBDnuLq6Oq666ipuvfVWBg0ahNFoZMOGDTz77LNccsklAEybNo0xY8Zw6aWX8swzz5CdnU15eTnffPMNl156KcOHD29z3CeeeILf/OY3hIeHM3v2bJqbm9mwYQMNDQ3cc889XHvttTz11FNceumlPP300yQmJrJp0yaSkpIYM2YM6enpFBQUkJeXR0pKCkajsV3t+O1vf8tNN93E8OHDOe+883jvvffYvn37MSemGTNmDPfeey/33nsvRUVFXH755aSmplJRUcG8efNQqVSo1Uev2Zs2bRqDBg3i+uuv58UXXwxMTDNx4sTAz2bKlCk899xzvP3224wZM4Z3332Xbdu2tRnTsaSkhHvuuYc77riDjRs38s9//pMXXngBgK+++or9+/czYcIEIiMj+eabb/D5fK16EHc1HVoJabPZyMvLC6S9Lb9QxcXFgL8r9Y033hjY/sUXX+Szzz5j7969bN++nYceeohPP/2Uu+66qyObKY7D3GwOfL+jbgcA/97yb2Z9Oosbv70Rn+JjaNxQEsPaFxabdCZenfYqMfoY9jTs4e7ld+Pyujqk7UIIIYQQQgghhPALCwtj1KhR/P3vf2fChAkMGDCAP/zhD9x22228/PLLgL9XxDfffMOECRO49dZb6d27N9dccw2FhYXEx8cf8bg///nP+c9//sP8+fMZOHAgEydOZP78+YFKyODgYBYvXkxcXBznn38+AwcO5K9//Wug4u+KK65g1qxZTJ48mdjYWD744IN2tWPOnDk89thjPPjggwwbNoyioiJ++ctfHvfn8Pzzz/P++++zadMmLrzwQrKysrjqqqvw+XysWbPmmL1sVSoVn332GZGRkUyYMIFp06bRs2dPPvroo8A2M2fO5A9/+AMPPPAAI0aMwGq1tsq/Wtx44404HA5GjhzJr371K379618HJv6JiIhgwYIFTJkyhb59+/Laa6/xwQcf0L9//+O+v7OVSjm8k/pptHz58iPObH3TTTcxf/58br75ZgoLCwP9+5999lneeOMNysrK0Ov19O/fn4ceeojzzz+/3a9psVgwmUyYzWbpmn2a7G/czyWf+++IzEyfyYMjHmTKJ1MC60M0Ifxn5n8YHDv4hI67vW47tyy6BYfHQZoxjcuyLiNEE0JeTR5baragVqkZkTCC85LPY3zyeAxBhtP6voQQ4kyRc9PpJz/T0++JJ54AIDo6ml//+ted2xghhOhi5LwkjsTpdFJQUEBGRgYhISGd3Rxxlpk0aRI5OTm8+OKLnd2UU9be3/UO7Y49adKkNgNxHqpl5qUWDzzwAA888EBHNkmcBJvbFvi+2FLMilL/bOUhmhAeHvUwIxNHkhyWfMLH7R/dn39M+Qf3LL+HYmsxL218qc02ZfllfJb/GcHqYPpE9yE5NJlwXTjGYCNpxjTGp4wnRt92TAohhBBCCCGEEEIIcfY468eEFJ3P6XEGvi+1lrK8dDkAcwfO5bKsy07p2KMTR/P9ld/zef7n5FbloqCQGZHJiIQRNHubWVO+huUlyym2FrOlZgtbara02l+r0jIzYyZ3D72bhNCEU2qLEEIIIWRiGiGEEEII0TEkhBTH5fQeDCGtbivLS5YDMCl10mk5fmhQKNf1vY7r+l7XZt15yedx3/D72G/ez77GfVTYK7C5bZibzWyt2cq2um18vf9rlpcs555h93Bl7ytRq876Sd+FEEKIs1YHjtQjhBBCCCEOaBma8FwiIaQ4LofH0WZZQmgC2ZFnZkYmlUpFr4he9Iro1Wbd9rrtPL3uaTbXbObJtU+yqHARj45+lJ6mo8+EJYQQQgghhBBCCCHOLCkZE8d1aHfsFpNSJp0V3bX6R/fnrVlv8eCIB9Fr9ayvXM8Vn1/Br//3a74r/I4md1NnN1EIIYToUs6G87sQQgghhOh+JIQUx9USQg6LH0akLpJgdTDX9rm2k1t1kEat4YZ+N7Dg4gVMTJmIR/GwvHQ59/1wH+M+HMe1X13L0+ueZnHhYuqd9Z3dXCGE6FZWrFjBRRddRFJSEiqVis8++6zd+65atQqtVktOTk6HtU8IIYQQQghxdpDu2OK4WsaETAhN4MVJL+LyuYgzxHVyq9pKMabw8tSX2de4jy/3fcmiwkWU2crYVreNbXXbeH/X+wBkRmQyPH44IxJGMDh2MHGGOKn6EEKIk2S32xk8eDC33HILV1xxRbv3M5vN3HjjjUydOpWqqqoObKE4UTImpBBCCCGE6AgSQorjaqmEDNGEEBES0bmNaYdeEb24e9jd/HbobymzlbGlZgubqjexoWoD+Y35gceHuz8EIDw4nKzILLIisugd1ZupaVOJConq5HchhBBdw+zZs5k9e/YJ73fHHXdw3XXXodFoTqh6UnQ8CSGFEEIIIURHkBBSHFdLJaReq+/klpwYlUpFijGFFGMK5/c8H4B6Zz25VblsqNzA+qr17Gvch8VlIbcql9yqXACeW/8ck1In0TuyN+cln0d2ZLZUSgohxGn05ptvsm/fPt59913+/Oc/t2uf5uZmmpubA88tFktHNU8IIYQQQgjRASSEFMcVqITUhnRyS05dVEgU03tMZ3qP6QA0e5spMBewt2Evexv2sqZiDbvqd/Ftwbd8W/AtL218iThDHOOTxzMhZQKjE0djCDJ08rsQQoiua+/evfz+979n5cqVaLXtvwx5+umn+eMf/9iBLRMtpBJSCCGEEEcyadIkcnJyePHFFzu7KaKLkolpxHE5PA7A3x27u9FpdPSJ6sNFvS7inuH38PGFH/P6tNf53bDfMSllEnqtnuqmaj7d+ym/XfZbJn88mSdWP8GK0hWBn4sQQoj28Xq9XHfddfzxj3+kd+/eJ7TvQw89hNlsDjxKSko6qJVCQkghhBBCnApFUXjiiSdISkpCr9czadIktm/f3u7933jjDSZNmkR4eDgqlYrGxsZW6wsLC5k7dy4ZGRno9Xp69erF448/jsvlOs3vRJxuUgkpjqulO3Z3qIQ8HpVKxdjksYxNHgsD/JWSGyo3sKJ0BT+U/kCZrYxP937Kp3s/RafRMSJhBOcln8eohFH0iugl3baFEOIYrFYrGzZsYNOmTdx1110A+Hw+FEVBq9WyePFipkyZcsR9dTodOp3uTDZXCCGEEEKchGeffZa//e1vzJ8/n969e/PnP/+Z6dOns3v3boxG43H3b2pqYtasWcyaNYuHHnqozfpdu3bh8/l4/fXXyczMZNu2bdx2223Y7Xaef/75jnhL4jSREFIcl8Ptr/jramNCng46jY5xyeMYlzyO34/8Pesr17OocBEry1ZSaa/kx7If+bHsR8Df1XtUwihGJY5iZOJIUo2pndx6IYQ4u4SHh7N169ZWy1599VWWLl3Kf//7XzIyMjqpZeJQUgkphOiuXB4fDpcXkyGos5sizmGKouBwezvltfVBmnYXztjtdn75y1+yYMECjEYj9913X7v2UxSFF198kUceeYTLL78cgLfeeov4+Hjef/997rjjjuMe4+677wZg+fLlR1zfElC26NmzJ7t37+Zf//qXhJBnOQkhxXG1dDs+F0PIQ6lUKkYmjmRk4kgURSG/MZ+VZStZV7GOjVUbqXfW823ht3xb+C0AA2MGcmnmpczOmI0x+Ph3e4QQoiuy2Wzk5+cHnhcUFJCXl0dUVBRpaWk89NBDlJWV8fbbb6NWqxkwYECr/ePi4ggJCWmzXHQeCSGFEN3V/f/dzKJtlSy6ewIZMaGd3RxxjnK4vfR77LtOee0df5qJIbh9MdD999/PsmXLWLhwIQkJCTz88MPk5uaSk5NzzP0KCgqorKxkxowZgWU6nY6JEyeyevXqdoWQJ8NsNhMVFdUhxxanj4SQ4ri66uzYHUmlUpEVmUVWZBa3DrgVl9fFlpot/FT5E+sq1rGlZgtba7eytXYrz61/juk9pnNZ1mUMjx8uXbaFEN3Khg0bmDx5cuD5PffcA8BNN93E/PnzqaiooLi4uLOaJ4QQQgD+GyxLd1XT7PHx494aCSGFOAabzca8efN4++23mT7dP6nrW2+9RUpKynH3raysBCA+Pr7V8vj4eIqKik5/Y4F9+/bxz3/+kxdeeKFDji9OHwkhxXEFJqY5B8aEPFnBmmCGJwxneMJw7sy5kzpHHV/t/4qFexeyz7yPL/d/yZf7vyTVmMqlmZdySa9LiA+NP/6BhRDiLDdp0qRjVs7Nnz//mPs/8cQTPPHEE6e3UeKUSCWkEKI7qrY2Y3V6ANhebunk1ohzmT5Iw44/zey0126Pffv24XK5GDNmTGBZVFQU2dnZ7X6tw4tvFEXpkIKc8vJyZs2axVVXXcXPf/7z0358cXpJCCmOS7pjn7hofTQ39b+JG/vdyNbarSzYu4BFhYsosZbwz03/5JW8VxgYM5DBsYMZFDuIIXFDiDPEdXazhRBCCAkhhRDd0p4qa+D7HRUSQorOo1Kp2t0lurOcyrVAQkIC4K+ITExMDCyvrq5uUx15qsrLy5k8eTJjxozhjTfeOK3HFh3j7P7NF2eFc3limlOlUqkYFDuIQbGDeGDEA3xf9D0L8xeSW5XL5prNbK7ZHNg2OSyZIXFDGBY/jGHxw0gPT5eu20IIIYQQQpwGe6tsge93VVrxeH1oNepObJEQZ6/MzEyCgoJYu3YtaWlpADQ0NLBnzx4mTpx4zH0zMjJISEjg+++/Z8iQIQC4XC5++OEHnnnmmdPWxrKyMiZPnsywYcN48803Uavl/3NXICGkOC6phDw9DEEGLsm8hEsyL6HUWsqm6k2BIHJPwx7KbGWU2cr4av9XgH+27UGxgxgUM4gBMQMYEDNAJrgRQgjR4aQSUgjRHe2tPhhCujw+9tXYyU6Qa2shjiQsLIy5c+dy//33Ex0dTXx8PI888ki7gj6VSsXdd9/NU089RVZWFllZWTz11FMYDAauu+66dr1+ZWUllZWVgckPt27ditFoJC0tjaioKMrLy5k0aRJpaWk8//zz1NTUBPZtqcQUZycJIcVxObwSQp5uKcYUUowpXNTrIgBsLhtbaraQW53LxqqNbKnZQr2znuUly1lesjywX4Ypg4ExAxmdOJrxyeOJCInojOYLIYQQQgjRpew9pDs2wI4Ks4SQQhzDc889h81m4+KLL8ZoNHLvvfdiNpvbte8DDzyAw+HgzjvvpKGhgVGjRrF48WKMxvb9n3vttdf44x//GHg+YcIEAN58801uvvlmFi9eTH5+Pvn5+W0my5GbqWc3ldLN/oUsFgsmkwmz2Ux4eHhnN6fLc/vcDH1nKAA/XvMjJp2pk1t0bnB5Xeyo28GWmi1sq93GltotlNnKWm2jVqkZHDuYmekzOT/jfCJDIjuptUKI45Fz0+knP9PTr2WCoNDQUO6///7ObYwQQpxGiqKQ86fvMTvcjMyI4qeCen5+XgaPXtjvtL2GnJfEkTidTgoKCsjIyCAkRCZ6Fd1Xe3/XpRJSHFNLV2yQSsgzKVgTTE5cDjlxOYFldY46ttdtZ1P1JlaUrmBPwx42VW9iU/Umnt/wPJNSJnFhzws5L+U8dBpd5zVeCCGEEEKIs0iNtRmzw41aBRcNSuSngnqZnEYIITqBhJDimFompdGoNASpgzq5Nee2aH00E1ImMCFlAr8d+lsqbBUsLVnKF/u+YEfdDpYUL2FJ8RIMWgOTUicxvcd0xiSNITQotLObLoQQogvpZp1khBAiMB5kenQoQ9L8vYe2l1tQFEUmghTiBK1cuZLZs2cfdb3NZjvqOoD33nuPO+6444jrevTowfbt20+pfeLsJiHkcfgUH2rVuTvL0qGT0sgJ+uySGJbI9X2v5/q+17O3YS9f7PuCRYWLqLRX8k3BN3xT8A1atZbh8cMZnzyeCSkTSDeld3azhRBCCCGEOKNaxoPMjAsjKz4MrVqF2eGm3OwkOUJ6ewlxIoYPH05eXt5J73/xxRczatSoI64LCpLCp+5OQshj8Pq8XLDwAnpH9mZy6mTGp4wnRh/T2c06o+weOwAGraGTWyKOJSsyi3uH38s9w+5hS+0Wviv8juUlyymxlrC2Yi1rK9by3IbnSAxNpH90f6akTWFm+kyCNcGd3XQhhBBnGamEFEJ0N3sOVEL2jjei02rIjAtjV6WV7WVmCSGFOEF6vZ7MzMyT3t9oNLZ7ghrR/UgIeQzb67ZTZiujzFbGspJlqFAxMHYgk1MnMzFlIpkRmd2+OtDc7J/9yhQiE9J0BSqVisGxgxkcO5j7h99PoaWQlaUrWVG2gtyqXCrsFVTYK1hSvIRn1z/LmKQxjE0ay5jEMcSHxnd284UQQgghhDjt8qv8IWRWfBgA/ZNM7Kq0sqPCwoz+CZ3ZNCGEOKdICHkMA2MG8slFn7CsZBk/lPzA9rrtbKnZwpaaLby08SWSw5KZlDqJSamTGBY3jCBN9ysdDoSQwRJCdjUqlYoMUwYZpgxu7H8jdred7bXbya3K5b97/0t1UzXfFnzLtwXfAtDT1JMRCSMCj6iQqE5+B0IIIYQQQpwaRVHYU32wOzZAv6RwPt3oHxdSCCHEmSMh5DGoVCr6RPWhT1Qffjn4l1Q3VfND6Q8sL1nO2vK1lNnKeG/ne7y38z3CgsIYlzyOCSkTOC/5vG4T4LSEkBG6iM5tiDhloUGhjEwcycjEkdw26DY212xmdflqVpetZnvddvab97PfvJ+Pdn8EQGZEJiMSRjAyYSTD4ocRGRLZye9ACCFER5Eu2EKI7qrW5qKxyT8zdq/YlkrIcAB2SAgphBBnlISQJyDOEMdVva/iqt5X0eRuYm3FWpaXLOeH0h+od9bzXeF3fFf4nb/bdszAwEzGfaL6dNlu243NjQCYdFIJ2Z1o1VqGxQ9jWPwwfj3k15ibzWyo3MBPlT+xvmo9exv2kt+YT35jPh/s+gCA3pG9GZkwkuEJwxkeP1x+J4QQohs5NISUQFII0Z3sPVAFmRZlICRIA/grIQHKGh389sNN/OmSAZj03a9XmxBCnG0khDxJhiADU9KmMCVtCj7Fx9barawoXcHK0pXsrN/JltotbKndwst5LxOnj2N8in924tGJozEEdZ1JXloqIcN14Z3cEtGRTDoTU3tMZWqPqQDUO+vZULmB9ZXrWV+5nn3mfexp2MOehj28u/NdVKjIjspmRMIIxiWNY0TCCJnkRgghhBBCnHX2BsaDPDgRRnhIEOdlxvBjfi2r8usI08nHYiGEOBPkr+1poFapA5OB/HrIr6myV7GybCUrSlewtmIt1Y5qPt37KZ/u/ZQgdRAjEkb4qySTJ5AantrZzT+mOkcdANEh0Z3cEnEmRYVEMSN9BjPSZwBQ66hlQ9UG1les56fKnyi0FLKrfhe76nfxzo53MGgNjE0ay4SUCYxJGkNCqAzwLYQQXYlUQgohuiOL083KvbUAZB0YD7LFW7eOZF1BHbU2Fxp11+y1JsSZNmnSJHJycnjxxRc7uymii5IQsgPEh8ZzZe8rubL3lTR7m9lQuYEVpStYUbqCUlupfxy+8tX8lb+SHp7OmKQxgWqys61KsqqpCvB3RRfnrhh9DLPSZzErfRYANU01rK9cz7rKdawoXUGto5YlxUtYUrwEgPTwdEYnjmZM0pguV/0rhBBCCCG6LovTzer8OpbuquKrLRU0ubyAf0bsQ2nUKsb2iumMJgrRrbndbh599FG++eYb9u/fj8lkYtq0afz1r38lKSkpsF1zczP33XcfH3zwAQ6Hg6lTp/Lqq6+SkpLSia0XHU1CyA6m0+gYlzyOccnj+P3I31NgKWBFyQpWlK1gU9UmCi2FFFoK+WDXB2jVWobEDWFs0ljGJo2lT1Qf1Cp1p7a/uqkagHhDfKe2Q5xdYg2xnN/zfM7veT4+xceOuh0sL1nO6nL/JDctv9cf7v6QIHUQOXE5DI0byrD4YQyOHSyhpBBCnGWk+lEI0VV5fQqbSxtZuaeWFXtryCtpxOs7+DctMy6Mm8b0YNYA6akjxJnQ1NTExo0b+cMf/sDgwYNpaGjg7rvv5uKLL2bDhg2B7e6++26+/PJLPvzwQ6Kjo7n33nu58MILyc3NRaPRdOI7EB1JQsgzSKVS0dPUk56mntw84GasLis/VfzE6vLVrCpfRZmtLDAG30sbXyIqJIrRiaMZlzyOMYljiDXEntH2en3eQAgplZDiaNQqNQNiBjAgZgB3DbkrMMnNmoo1rCpbRamtNPB7DaBVaekX3S8wMU5OXI5MciOEEJ1MQkghRFfj8yl8s62Cv3+/h3019lbresaGMiErllkDEhiVEdVlJwkV3ZSigLupc147yADt/P9gt9v55S9/yYIFCzAajdx3333t2s9kMvH999+3WvbPf/6TkSNHUlxcTFpaGmazmXnz5vHOO+8wbdo0AN59911SU1NZsmQJM2fOPLH3JboMCSE7kTHYGJgMRFEUSqwlrCpfxery1fxU8RP1znq+KfiGbwq+AfyzE7dUSQ6NH4pOo+vQ9lU2VeLyudCqtSSGJnboa4nu49BJbhRFochSxPqq9eRW5ZJblUulvTIwcdOb299EhYrekb0DoeTQ+KHE6KVrjBBCdBYJJIUQZytFUdhbbWPprmo+21TGrkr/zNdGnZbxvWMYnxXL+KwYUiKl1404i7mb4Kmk42/XER4uh+DQdm16//33s2zZMhYuXEhCQgIPP/wwubm55OTknPDLms1mVCoVERERAOTm5uJ2u5kxY0Zgm6SkJAYMGMDq1aslhOzGJIQ8S6hUKtLC00gLT+PaPtfi9rrZXLM5MH7kjrodgdmJ52+fT4gmhGEJwxiXNI6xSWPpaep52u/w7a7fDfjH99OopRxanDiVSkW6KZ10UzpX9b4KgDJbGRurNgZCyUJLIbsbdrO7YTfv73of8P/OtYSSw+OHkxgmIbgQQnQkCR6FEGcjRVHYXm5h5d5atpQ2sqm4kUqLM7DeqNPy8/E9ufW8dIwhQZ3YUiG6F5vNxrx583j77beZPn06AG+99dZJjdfodDr5/e9/z3XXXUd4eDgAlZWVBAcHExkZ2Wrb+Ph4KisrT/0NiLOWhJBnqSBNEMMThjM8YTi/Gfob6p31rKtYx6qyVawpX0O1o5pVZatYVbYK8I/ZODZpLCMSRjA0fihJoUmnHEquLFsJQE5cznG3VRSFJrOL0IiOrc4UXV9yWDLJYclc1OsiwD/zdksgmVuVy56GPYExJT/d+ykASaFJDE8YHggm04xp0q1GCCE6iASSQojOZm5y81leGR+uL2FnhaXVumCtmrG9opnSJ46LBycRYQjupFYKcZKCDP6KxM567XbYt28fLpeLMWPGBJZFRUWRnZ19Qi/ndru55ppr8Pl8vPrqq8fdXlEU+ZzXzUkI2UVEhUQxO2M2szNmoygK+Y35gSrJ3KpcqpqqWJi/kIX5CwFICE0ITAQyLH7YCVdKNrmbWFSwCIDZ6bOPu/3Kj/aydXkpM37en6zhMomNaL8YfQwz02cyM91fcm9uNrOpelMglNxRt4Nyezlf7PuCL/Z9Edin5Xd7WPwwMiMyO30SJyGE6MokeBRCdDafT2FtQR0frS/h222VuDw+AII1aiZlxzKsRySDUiIYnGrCECwfY0UXplK1u0t0Zzkd1wVut5urr76agoICli5dGqiCBEhISMDlctHQ0NCqGrK6upqxY8ee8muLs5f89e6CVCoVWZFZZEVmcVP/m3B6nGys2sjairXkVueyo3YHlfbKVuNJRuoiGRI3JDARSGZE5lFnKHZ73Tyz/hlsbhtpxjSGJww/bpu2Li8FIO/74jYhpLvZy5qF+1BrVIy7IhOVWu5siKMz6UxMSp3EpNRJgD8Qz6vJC4SSW2u2Uuuo5bvC7/iu8DsAwoPDGRo/lOHx/mrJPlF90Krlz5sQQrSXhJBCiDPN51Oos7uoMDtYubeWjzeUUFR3cLKOPglGrhmRyqVDkqXaUYgzLDMzk6CgINauXUtaWhoADQ0N7Nmzh4kTJx53/5YAcu/evSxbtozo6OhW64cNG0ZQUBDff/89V199NQAVFRVs27aNZ5999vS/IXHWkE/p3UCINoSxyWMZm+y/Y9DkbmJr7dZAaLOlZgsNzQ0sLVnK0pKlgf2Sw5LpaepJVEgUxmAj4bpw3F433xd9T6GlEIDfj/z9cSvMnHZ34Psmi6vN+p++3B8IKePSjfQekXCqb1mcQwxBhsCETADN3ma21hz8/c6rycPisrC8ZDnLS5b799EayInLCVRKDogZ0OETOQkhhBBCiOMrqW/ilWX5fJZXhtPta7UuTKfl4pwk5gxPZVCKSbplCtFJwsLCmDt3Lvfffz/R0dHEx8fzyCOPoFYfv/eZx+PhyiuvZOPGjXz11Vd4vd7AOI9RUVEEBwdjMpmYO3cu9957L9HR0URFRXHfffcxcODAwGzZonuSELIbMgQZGJU4ilGJowB/ZeP2uu1srPZPBrK9djt1zjrKbGWU2cqOeIyokCgeHPEg41PGH/f1HNaDwWOT2YXP60Ot8f9xUhSF/NzqwPqty0olhBSnRKfRBcZLBXD73Oyq23VwXMnqXKwua2C4AoBgdTADYwcyNG4oOXE5DI4djEln6sy3IYQQZ5VDKyGlKlIIcbopisKGogY+Wl/CZ5vK8Pj8f2dUKogN09ErNozLhyZzwaBE6WotxFniueeew2azcfHFF2M0Grn33nsxm83H3a+0tJQvvvAPo3X4TNrLli1j0qRJAPz9739Hq9Vy9dVX43A4mDp1KvPnz0ejkUlxuzOV0s2uNC0WCyaTCbPZ3GrMAdFag7OB/MZ8Ci2FmJvNWFwWrC4rAFkRWVzU6yKMwcZ2Has8v5GFz28MPP/Zn8cQHqMHoLrIwidPb2i1/fV/HE1EfPsGxBXiRPkUH3sb9raa7KbOWddmu56mngyJG8Lg2MEMiRtCj/AecrdddBg5N51+8jM9vRwOB8888wwAWq2WRx99tJNbJIToDupszXy4voQP1xdTUu8ILB+fFcNvpmaRkxpBkKZ7jOst5yVxJE6nk4KCAjIyMggJCens5gjRYdr7uy63mc5RkSGRjEgYwYiEEad8LKfN3eq5pdYRCCEr9/vvlKQPjMbng+LtdWxfWca4K7NO+XWFOBK1Sk12VDbZUdlc1/c6FEWhyFIU6LqdV51HoaWQ/eb97DfvD8zAHaGLICc2h5w4/6N/dH9CtHKhIIQ4N0glpBDidNpebmb+qkI+31wemGAmNFjD+QMTuWZkGsN6RB7nCEIIIbojCSHFKTt0TEgAS50z8H1tiQ2AmFQj8RnhFG+vY8eP5Yy4IINgvfz6iY6nUqlIN6WTbkrnit5XAFDvrGdz9eZAKLmtdhuNzY0sL13O8tLlAGjVWvpF9QuMLTk0bigRIRGd90aEEKIDSfAohDhV9mYPS3dV887aIn4qqA8sH5Ri4qYx6Zw/MBF9sHSzFKKrW7lyJbNnzz7qepvNdgZbI7oaSYHEKTtSJWSL2tKWEDKMHv2jiUww0FDZxPaV5QyZkXbM4yqKIt1jRYeIColictpkJqdNBvzjpu6o30FetT+U3FS9iTpnHVtqt7Cldgtv73gbgF6mXgyNH8rQ+KEMixtGYlhiZ74NIYQQQohOVWVxsmRnFUt2VLFqX12g6lGrVnH+wERuHpfOkNQIuaYXohsZPnw4eXl5nd0M0UVJCClOmaNNCOmvhPS4vNSV+UPI2FQjKrWKnOlpLHtnFxu+KSBrRBxhkW27u/q8PlZ+vJddayuJSjAw4Zps4jNkXBXRcYI0QQyOHczg2MHc1P8mFEWh1FZKXnUeG6s3srFqI/vN+9ln3sc+8z4+2fMJAEmhSa1CyQxThlxkCyG6JKmEFEK0h6Io7K6y8v32KpbsrGJzaetJKnpEG7h4cBI3jO5BfLgMayNEd6TX68nMzOzsZoguSkJIccqcNv/s2DGpYdSW2LDW+Sshq4ut+LwKhvBgjNH+i5A+YxLZvrKc6kIL3762lcvuHYr2sG4Z678uZNsP/lm7q4usLHxhIzNv60/G4Ngz+K7EuUylUpFqTCXVmMpFvS4C/F24N1VtIrc6l41VG9lVv4tyeznl+8v5av9XAETqIhkSN8QfSsYPo09UH7Rq+TMrhOhaJJAUQhxKURTWFdSzaFslS3ZWUdpwsNeTSgU5qRFM7xfP9L7xZMaFyQ1ZIYQQRyWfjsUpa6mETOhporbERkNlE4pPoXKf/85oQi9T4GJErVYxY24/PvnrBqqLrKz8aA+Tf9Y3cKyGSju53xYCMPrSnlTut1C4pZZvX9/GsNk9GDQ5BX1Y8Jl9g0Lg78I9tcdUpvaYCoDdbWdzzWZyq/yh5NbarTQ0N7C0ZClLS5YCYNAaGBw7OBBKDowZKJPdCCHOSjIxjRDicM0eL19truDfK/ezq9IaWK7TqhmfFcO0vvFM6RtHnLFrX9s0uZswBBk6uxlCCHFOkBBSnDKHxV8JmdInkt3rKmlu8lCxz0xFSwjZ09Rqe1OsgVm3D+Tzv29ix6oKssckkpQZAUDe98Uoin827WGz0vF5fSx7dxe71lSy4etCNnxdiDZYjTZYQ3x6OENn9QjsK8SZFBoUytiksYxNGguAy+tiR90OfyhZvZFNVZuwuq2sqVjDmoo1gH+ym/7R/QPdtwfFDiIyRGaHFEKcXSSEFOLcVVRnZ8WeGn7YU8OafXXYXV4ADAdmtp7RL57zsmIwBHftj5GKorCybCVv73ibcls5X132FWqVurObJYQQ3V7XPnuIs0KT1R9Chkbo6JUTy661lSx/fze2Bv/YkIm9TG32ScmOpN+4RHasquCH93dz9SMjqCm2smN1BQBDZvYAQK1RM/WmfqT1jyb320Lqyux4XD48Lh9F2+oo2lbH4GmpjL2sF2rNsS8cmiwu7I3N+LwKOoOW8Fg9arV0FxGnR7AmmJy4HHLicpjLXLw+L/mN+YFQcmPVRmocNWyu2czmms28yZsApBpTGRgzkEGxgxgUM4jsqGyCNVLtK4Q4sw4PHmVyOCHOHbZmD6//sI8vN5dTWNfUal18uI4bx6Rzw6gemAxBndTC02tvw16eW/9c4CaxChW76nfRL7pfJ7dMCCG6PwkhxSlRFAWH1d8d22AMZuyVmRTtqKehwg6ARqsmNtV4xH3HXJbJ/s211Jfb+ebVrdSUWEGB7FEJbaobs4bHkzU8HpfDg9Puxml3s31lOTt+LGfzkhLqSm3MvG0AIaEHL468bh/7NlWTn1tNVaGFJrOr1TE1QWpCI3QoPgWfx4fPpxCXHs7w89NJyGgbnApxIjRqDdlR2WRHZXNd3+v8k91YSwNjSm6q3kShpZASawkl1hK+KfgGgCB1EH2j+zI4djA5sf5QM84Q18nvRgjR3UkIKcS5xeP1UWVtZlV+Lc99t5saazPgn9V6WI9IJmbHMiErln6J4d3mpn29s55X817lkz2f4FN8BKmDuK7PdVzX9zqSwpI6u3lCCHFOkBBSnBJ3sxev2weA3hhMkE7DuCsyWfLmDgCyhsehCTpyhWJIWBBjL+/F0rd3Uby9DoDolDDOuzrrqK8XrNcSrNcSHqMnrkc4qX2j+N9bOyjd1cAnT69n0vV9MEaHkJ9bzdZlpTRZDgkeVf6gVKNV47C68Lh9WGocrY5ftNVfXTlkehqjL+l53OrKw3ncXprMLjRBagzGYFTd5KJNnDqVSkVqeCqp4alcmnkpAOZmM9tqt7Gldgtba7aytXYrjc2NbKnZwpaaLbzDO4B/Fu7Bcf5QcnDcYLIjs2XCGyFEh5Iu2UJ0L1UWJ4u2VbKpuIHNpWaK6uz4Dvlvnh5t4J4Z2UzOjsUY0j0qHlu4vC4+2PUBr29+HavbP7bl9B7T+d2w35FqTO3k1gnRtUyaNImcnBxefPHFzm6K6KLkU6w4JY4DXbG1wWqCdP5ZrnuPiKe+3E5tqZVRl/Q65v59xiRirW+maGstcT3CGXVJz1bVjMeTOSyOiHgD3/xrC5ZaJ1+8lNdqfWiEjr7jEknrF010cijBIf5feZ9PwVrnwG52odao0GjUeL0+ti0vY/e6SjYtLqa21Ma0m/thCD9211iv10fR1jp2rq6gZGd9IJQNNQXTe2QCg6elEmrStfs9iXOHSWdiXPI4xiWPAwhUS+bV5AW6be9p2OOfhbugnG8LvgVAr9UzIGZAoFJyUMwgIkIiOvGdiHPZihUreO6558jNzaWiooKFCxdy6aWXHnX7BQsW8K9//Yu8vDyam5vp378/TzzxBDNnzjxzjRZtHKkSUgjRdXl9CiX1TeyqtLBwUxlLdlbj9bX+fx2kUZEcoeeakWncMi4dnVbTSa3tGA6Pg0/3fMqb296k2lENQN+ovtw/4n5GJIzo5NYJ0b098cQTfPjhh5SUlBAcHMywYcP4y1/+wqhRowLb3HHHHSxZsoTy8nLCwsIYO3YszzzzDH369OnElouOJiGkOCXWOv+4j4eGbCq1ijGXHTt8DGyrUjHywgxGXphx0m2ISQnjqoeGs/7LAvasr6K5yUNCz3AGTEwhc3gcmiNUM6rVKkyxBkyxrWfCS8gwkTE4hiXzd1Cyo573Hl9L9ugE0gdEE5NqRG8MQqVS4XF7Kd/TSOG2OvJzqwOT84C/C7rX68NudrHp+2K2Li9l9KW9GDQ5RSojxTEdWi15Ua+LAP8s3Ftrt5JXfTCYtLqsrK9cz/rK9YF908PT/WNSHggmM0wZMsC6OCPsdjuDBw/mlltu4Yorrjju9itWrGD69Ok89dRTRERE8Oabb3LRRRexbt06hgwZcgZaLNpDQkghuh6fT2H1vjo+2lDC9zsqcR64Md5ieI9IxmfFMjjVRN/EcGLDdN2mq/Wh7G47H+3+iLe2v0W9sx6AOEMcd+XcxcW9Lkaj7l5hqxBno969e/Pyyy/Ts2dPHA4Hf//735kxYwb5+fnExsYCMGzYMK6//nrS0tKor6/niSeeYMaMGRQUFKDRyP/T7kqldLOrTIvFgslkwmw2Ex4e3tnN6fa2/VDKDx/sIX1gNBf8anBnNwcAxaeccthXW2pl6du7qCm2tlqu0apRa1S4m72tluuNQfQZnUj26ASikkLxeRSKttWxcXERVQUWABIzTUy9qW+b4FOIE+FTfBSYC8irziOvJo+86jwKLYVttgsLCqN/dH/6x/RnQMwABkQPICE0QcZ46yTnyrlJpVIdtxLySPr378+cOXN47LHH2r3PufIzPVMaGhp46aWXAs8ffvhhgoNlkiwhzna2Zg/fbK1gVX4tq/fVBcZ2BNBp1fSMDWNURhTXjUqjd/yRx2nvLmodtXy0+yM+2PUB5mYzAMlhycwdOJdLel3S4RP/yXlJHInT6aSgoICMjAxCQkKAA/MqeBzH2bNj6LX6dn8esNvt/PKXv2TBggUYjUbuu+8+vvzyy5Pqjt3y/2PJkiVMnTr1iNts2bKFwYMHk5+fT69e7StqEmePI/2uH4lUQopTUlvmn4AmIv7sCdZOR7VhTIqRK38/nJId9eTnVlGeb8ZS68Dr8eH1+LcJNQXTY2AM6YNiSOsf1ariUhOkoueQWDJyYti+spxVn+ZTkW/mwyd/YuzlmfQfn3TC400KAaBWqekV0YteEb24ore/6qzR2ciW2i2BYHJb7TZsbhvrKtexrnJdYF9jsJFepl5kRWYxImEEIxNGEq2P7qy3IgQAPp8Pq9VKVFTUMbdrbm6mufngh2uLxdLRTTunSHdsIboOq9PN3mob32yp4KP1JVibPYF1xhAtl+Ykc9XwFAYkmbplpePhdtXv4q3tb7GocBEen/9nkR6ezm2DbmN2xmyC1N1rjEvR9Tk8Dka9P+r4G3aAddetwxDUvs/u999/P8uWLWPhwoUkJCTw8MMPk5ubS05Ozgm9psvl4o033sBkMjF48JELl+x2O2+++SYZGRmkpspYrd2ZhJDipCk+hcLNNQAkZ0d2cmtOP7VaRY8B0fQY4A9pWiad8fkUdHotIWFBx72LpFKpGDAhmbR+USx9eydlexpZ8eEefvqqgOTekeiNQf6LQxUEBWuISTUSl27EGBWCSqXCaXdjrXNirnFgqfU/rHVOVBoV4VEhJPeJJLVvVGCsS3FuigiJYELKBCakTADA4/Owr3Ef22q3sa1uG9trt7O3YS9Wl9VfPVmTxyd7PgEgJSyFftH96B/Tn37R/egb1ReTTmaHF2fOCy+8gN1u5+qrrz7mdk8//TR//OMfz1CrhBDi7KEoCltKzXyzrYLF26soqLW3Wt8zNpQLBiYytlcMQ9IiCAnq/t0YFUUhtyqX/2z7D6vKVgWW58TmcEO/G5iWNk26XQtxCmw2G/PmzePtt99m+vTpALz11lukpKS0+xhfffUV11xzDU1NTSQmJvL9998TExPTaptXX32VBx54ALvdTp8+ffj++++lJ0Y3J8mFOGkV+83YzS6C9VpS+xy7gqU70AZpCI/Rn9S+4TF6Lrl7CFt/KGP91wU4bW72baw+6vYtM4p7DxvL53BbfygjWK9l0OQUBk9JJSRM7vQK0Kq1ZEdlkx2VzRX4qyWbvc0UWYoC4eS6inXsbthNqa2UUlspi4sWB/ZPCUsJhJISTIqO9MEHH/DEE0/w+eefExcXd8xtH3roIe65557Ac4vFInfKTyOphBTi7GN1uvlsUxlvrylib7Wt1br4cB0Dk01cP7oHE7Niz4mKR/D/bVpRuoL/bP0PeTV5gL+XyMz0mdzU7yb6x/Tv3AYK0Q56rZ511607/oYd9NrtsW/fPlwuF2PGjAksi4qKIjs7u92vNXnyZPLy8qitreXf//43V199NevWrWt1zXf99dczffp0KioqeP7557n66qtZtWrVMbvziq5NQkhx0natqQAgY3BMIDQTR6dSqxg0OYUBE5Io29NIXZmN5iYPik9BAZx2NzVFVupKba3CR314MOHRIYTH6AmP8X9VfAr1FXYKt9RiqXWy4ZtCNv+vhAETkmU2bnFEOo2O3pG96R3Zm9kZswEwN5vZUbcj8Nhet50yW1kgmPyu8LvA/qnG1EAoKcGkOB0++ugj5s6dyyeffMK0adOOu71Op0Onk79tZ4qEkEKceU0uD2v21bFiTw25xQ3srLAGZrTWB2mY2jeO8wcmMrZXNBGGc6tSyOPz8F3hd8zbNo+9DXsBCFYHc2nmpdw84GZSjXJTSnQdKpWq3V2iO8vpuA4IDQ0lMzOTzMxMRo8eTVZWFvPmzeOhhx4KbGMymTCZTGRlZTF69GgiIyNZuHAh11577Sm/vjg7SQgpToq5pok9P1UB0O+8pE5uTdei1qhJ7RtFat8jV4+2dPsG0BuDCdIdvSvJeVdmsT+vhg3fFlJbYmPT98VsWV5Kat8oYtOMxKYZiYjTExYZcszjiHOTSWdiTNIYxiQdvMN5aDC5vW47O+p2UGYro8RaQom15KjBZP/o/vSN7kt4sAzELo7vgw8+4NZbb+WDDz7gggsu6OzmCKQSUojOUlhrZ9nuapbtrmHt/jpcnta9YHrFhnLD6B5cMSyF8JBzr8dLs7eZz/M/581tb1JqKwUgNCiUq7Ov5md9f0asIbaTWyhE95SZmUlQUBBr164lLS0N8E9it2fPHiZOnHhSx1QUpdX43ie7jejaJIQUJ+XHT/Lxun0kZ0eQ2EuqoU6nE+n2rVKr6DU0jp5DYinaVseGbwqpKrBQuKWWwi21rbYN1msJjdARFqkjIlZPTKqRmNQwTLF6VGoVKpUKlQrUWvU506VHtHWsYLIllGxPMNk/+sAYkxJMdns2m438/PzA84KCAvLy8oiKiiItLY2HHnqIsrIy3n77bcAfQN5444289NJLjB49msrKSgD0ej0mk5xPzhYSQgrRMXw+hQ1FDXy7rYLlu2vajO+YHKFnUnYso3tGM7RHJEmmkHbPZNudWF1WPtnzCe/seIdah/+aNlIXyQ39bmBO9hzpjSFEBwsLC2Pu3Lncf//9REdHEx8fzyOPPIJaffwekHa7nb/85S9cfPHFJCYmUldXx6uvvkppaSlXXXUVAPv37+ejjz5ixowZxMbGUlZWxjPPPINer+f888/v6LcnOpGEkOKEeb0+irfXAXDeVVnn5IXR2UalUpE+MIYeA6KpKrRQtd9CbYmVmhIrllon7mYvLocHl8NDQ4WdkuMcT61RoQ1SE2zQEhah84eXESHE9jCSmGkiPPrkxsYUXdORgslGZyM76ne06s59rGCyJZSUYLL72bBhA5MnTw48bxm38aabbmL+/PlUVFRQXFwcWP/666/j8Xj41a9+xa9+9avA8pbtReeQSkghOo692cPa/f5u1ot3VFFhdgbWadUqRmZEMTk7jsl9YukVG3ZOX1sXmgt5b+d7fL7vcxweBwAJoQnc3P9mLs+6vN3j2QkhTt1zzz2HzWbj4osvxmg0cu+992I2m4+7n0ajYdeuXbz11lvU1tYSHR3NiBEjWLlyJf37+8dtDQkJYeXKlbz44os0NDQQHx/PhAkTWL169XHHCRddm0rpZleZFosFk8mE2WwmPFw+5HaEhko77z+xjiCdhttenHBOXyh1FS6HB1tjM/bGZmwNTuormqgtsVJbYsNpd5/w8cIidSRnR5I9MoHkPpFSOSmAoweTR5JmTGs9xmQ3Dybl3HT6yc/09KqurubVV18NPL/33nsxGo2d2CIhujZ7s4f/7armq83lLN9T06qbtVGnZXr/eGb0S2BcZjTGc7Cb9eGKLEW8tvk1vin4Bp/i/1n1MvXi5gE3c0HGBQRpzv6fkZyXxJE4nU4KCgrIyMiQyVZEt9be33WphBQnrL7C320kMsEgAWQXEazXEqXXEpUY2mq5oih4PT5QQFFA8Sl4vT68bh8elw+n3e0PLhubsdY6qdhvprbYiq2hmd1rK9m9tpLQCB3ZoxLoNTSW2FQjKgkkz1kRIRGMTRrL2KSxgWVHCyaLrcUUW4tZVLgosO2hwWTLGJPGYAlBhOgM3ewetRBnhMPlZdnuar7eUsH/dlXhPGSiwdQoPROyYpnYO5YJvWMJCZKxuhVFYXPNZt7f9T6LCxfjVbwATEiZwM/6/YxRCaPks4YQQnQzEkKKE9ZQ0QRA5GGBluh6VCoV2hO8CHY3e6kqMLN/Uw171ldhb2xm43dFbPyuiJCwIGLTjEQlhRIWocMQHozBpMNgDMYQHozOoJWQ8hxz1GCybkercPJYwWTf6L5kR2bTO7I32VHZxBvi5UOJEKeZdMcW4uQ43V5+2FPD11sqWLKziiaXN7CuR7SBCwclcsHAJPomGuXcdYDT42RR4SI+3PUh2+u2B5ZPTJnIL3N+Sf/o/p3YOiHE8axcuZLZs2cfdb3NZjuDrRFdjYSQ4oQdWgkpzj1BOg0pfaJI6RPFuCuzKNxay56fqijZVY/T5qZkRz0lO+qPuK9arSLEGOQPJ43B6I3B6A98bwgPIiwyBGN0CGGROtSa4w96LLqmiJAIxiaPZWzywWCywdnAzrqdgWBye+12yu3lgWDy0DEmw4PDyY46EEpGZtM7qje9TL0I0UoXFyFOFwkhhTgyRVEoqmti5d4aVuytZc2+OmzNnsD65Ag9Fw5O5MKBSQxIDpfg8RDFlmI+2v0Rn+V/hsVlASBYHcz5Pc/nuj7X0Te6bye3UAjRHsOHDycvL6+zmyG6qA4NIVesWMFzzz1Hbm4uFRUVLFy4kEsvvfSY+/zwww/cc889bN++naSkJB544AF+8YtfdGQzxQlqqPSHkId37RXnHk2Qml5D4+g1NA6vx0fNgXEmG6uaaLK4aLI002R20WRx0dzkwedT/M/NrmMeV6VWERahIyY1jLge4cSlG4nrEU5I6Nk/HpA4OZEhkUcNJnc17GJ3/W72NOyhwFyAxWVhfeV61leuD2yrVqlJD08PhJK9I3vTJ6oPsfpY+QAoRDtIJaQQx1ZYa+edtUUs3lFJSb2j1bpEUwgXDEzkgkGJ5KRGyHnnEB6fhxWlK/ho90esLl8dWJ4clsxVva/i8qzLiQyJ7MQWCiFOlF6vJzMzs7ObIbqoDg0h7XY7gwcP5pZbbuGKK6447vYFBQWcf/753Hbbbbz77rusWrWKO++8k9jY2HbtLzqe4lNorDzQHTtBQkhxkEarJiHDREKG6YjrvR4fDqsbh9UfSrZ8bbIe+N7swlrvxFrvxOdRAt8XbK4NHCM8Vk98erj/0TOc2BQjmiCpmOyujhRMurwu9jXuY0/DHnY37GZPvf9rY3Mj+8372W/ez7eF3wa2jwqJIjsym+wo/6NPZB/STelo1dIRQIhDSQgpxEFen8L2cjM/FdSzr8bOvhob6wvraflvEaRRMaxHJOOzYhmfFcOAJJNM0neYWkctC/Yu4JM9n1BprwRAhYrxKeOZkz2HcUnj0KhlXEwhhDjXdOinsNmzZx9zrIDDvfbaa6SlpfHiiy8C0LdvXzZs2MDzzz8vIeRZwlrvxOP2odGqCY+Rro+i/TRaNWGROsIidcfcTvEpNFldmKubqC6y+h+FFsw1DiwHHnvXVwGg1qqITTWSkGEivmc48RnhGKNCpAKhGwvWBNM3um+rLluKolDjqPEHk/W7A+FkoaWQemc9ayrWsKZizcFjqIPJiszyB5MHAsrMiExMuiMH6EKciySEFOcaq9PND3tq+G57FT/srsbi9LTZZlJ2LNeOTOO8zBhCdXIz63CKorCxeiMf7fqI74u/x+Pz/wwjdZFclnUZV/W+ihRjSie3UgghRGc6q86ea9asYcaMGa2WzZw5k3nz5uF2uwkKatsVs7m5mebm5sBzi8XS4e08l7WMBxkRr5cx+0SHUKlVhJp0hJp0JGUd7J7jtLupLrJQXWihqsBCZYEFp81NVYH/OUv92xnCg4lODiUyIZTIxFCiEg2ExxgwmIKlSqGbUqlUxBniiDPEcV7yeYHlTo+TfY372FW/i131u9jdsJvd9btp8jSxvW57q8HwAWL0MfQy9aJXxMGHhJPiXKH4JHQU3ZvV6WZ9YT0bChuwNXvw+hR8ioLXp7C32saWUjPeQ/4fGHVaRvWMom9iOGlRBoanR5ERI72AjsTutvPVvq/4cPeH5DfmB5YPjh3MnOw5zEifgU5z7JvQQgghzg1nVQhZWVlJfHx8q2Xx8fF4PB5qa2tJTExss8/TTz/NH//4xzPVxHOezIwtOktIaBBp/aJJ6xcN+O+2W2odVO63HAgizdSW2A6MRemiZGdDq/3VahWhETrConT+CXCiQjBG6QiLCjnwXEewXitVlN1IiDaE/jH96R9zcJZNn+KjzFrGroYDwWT9bvY27KXcXk6to5ZaRy3rKtcFtk8JS+HbK7490uGF6FYUxXfYcwklRdflcHnZVNLATwX1bCk1s6/GRkl9E8fL2nvGhDK9fzwz+iUwOMWEVm64H9Pehr18tPsjvtz3JU0e/2cEvVbP+RnnMyd7jkw0I4QQoo2zKoQE2gQALRfBRwsGHnroIe65557Ac4vFQmpqasc18BxXX2EDZDxI0flUKhWmWAOmWAPZoxIA8Li81JbaqK+w01Bhp6GyiYZKO7b6Zny+g+NMgvmIxwwK0QQCybCoEIyROkxxBmJSwjDFGaSSshtQq9SkhqeSGp7K9B7TA8vtbjv7G/eT35jPfrP/677GfWRGyqDb4hzhbf1UQkjRlVidbjYU+UNHf/DYiNvb9ne4R7SB0RnRxIXrUKtUaNT+R5xRx9jMGJIj9J3Q+q7F7XWzpHgJH+76kI3VGwPLM0wZzMmew0W9LiI8OLwTWyiEEOJsdlaFkAkJCVRWVrZaVl1djVarJTo6+oj76HQ6dDop7z8TPG4ve37yj8UXnSwhpDj7aIM1JPQ0kdCzdffZllm5bQ3+ENJW34y1wYntQChpa2jGaXPjdnr94eWBYQcOpQlSE50USkxKGLFpRmLSjMQkh6ENlkHVu4PQoFAGxg5kYOzAVstbxrMSorvz+U59YpqSkhIcDge9e/c+Xc0S4qgam1ysyq/ji81lLNtVg8vbupo3ITyEkRlRDE+PJCvOSK+4UOKMMp75yaqwVfDJnk9YsHcBdc46ADQqDVPSpnBN9jWMSBghvUmEOAdMmjSJnJycwDweQpyosyqEHDNmDF9++WWrZYsXL2b48OFHHA9SnDmKovDJ0xvweRVQQXy6jJEmug61WhWYFOfwgLKF2+XFdoSAsqGyiboyGx6XLzBRDqsqAP/4lZEJBmLTjMSmGv3hZGoYwSFn1Z9WcQpkFm1xrjjV7ti1tbXMnz8fr9fLNddcQ58+fU5n84QI+HFvLc8v3s3m0kYO/TVNizIwKiOKkRlRjMqIJjVKL6HYKfIpPtaWr+XD3R/yQ+kP+A78nYjTx3Fl7yu5POty4kPjj3MUIcS56Gh/f5999lnuv/9+6uvrefzxx1m8eDElJSXExMRw6aWX8uSTT2IyHfy81tDQwG9+8xu++OILAC6++GL++c9/EhERcSbehugAHfrpymazkZ9/cHDigoIC8vLyiIqKIi0tjYceeoiysjLefvttAH7xi1/w8ssvc88993DbbbexZs0a5s2bxwcffNCRzRTt0FjVRH25vzps1EUZx53hWIiuJihY45/M5ghDDfh8CpYaB7WlNmpLrNSU2KgptuCwuqkvt1Nfbmf32gNV3CowxeqJSgwlKunAIzGMyHgDmiAZW0oIcZY6xUrI9evX4/X6+3SvWbNGQkhx2lSanXy9tYJqi5M9VVaW7a4JrMuMC2Nq3zguzUmmb6J0AT5dGp2NfJb/GZ/s+YRia3Fg+aiEUczpM4dJqZMIUkuBiBDi6CoqKlo9//bbb5k7dy5XXHEFAOXl5ZSXl/P888/Tr18/ioqK+MUvfkF5eTn//e9/A/tdd911lJaWsmjRIgBuv/12fvazn7UpXhNdR4eGkBs2bGDy5MmB5y1jN950003Mnz+fiooKiosPntgyMjL45ptv+N3vfscrr7xCUlIS//jHPwK/qKLz+MfRg+jkMIafn9HJrRHizFKrVUTEG4iIN5A5LA7wf0BvMruoKbZSU+KvkKwtsWJraMZc7cBc7aBgc23gGCoVmOIMgXAyMtGAMUpPWKSOUFOwzDYvhOhUh8+OfaIhZFFRUeD74uJimpqaMBgMp6Vt4tyiKAp7qmz8VFjPj3trWLKzutWs1WoV3DQ2nV9M7EV8uHSvPl0URWFzzWY+3v0x3xV+h8vnAiAsKIxLMi/h6t5X0zOiZye3UghxJtntdn75y1+yYMECjEYj9913X7v3TUhIaPX8888/Z/LkyfTs6f87MmDAAD799NPA+l69evGXv/yFG264AY/Hg1arZefOnSxatIi1a9cyatQoAP79738zZswYdu/eTXZ29ml4l+JM69AQctKkSce8iJ0/f36bZRMnTmTjxo1tNxadymF1A2AIl7ueQoC/i0FohI7QCB3pg2ICy5ssLurKbP4KyQp74KvL4aGxqonGqib259W0PpZaRagp2N9lPCoEY2QI4TEhhMfoCY/RY4wOQaOVkFII0XEOv147kRDS4XAExvQ2GAw0NTWRn5/PoEGDTmsbRfdWbXHyWV4Zn+aWsbvK2mrdyPQoBqWYiAwNZmrfOPokSNXj6VJkKWJRwSIWFS4iv/FgD7a+UX2Zkz2H2RmzMQTJDQUhTidFUVAcjk55bZW+/UNV3H///SxbtoyFCxeSkJDAww8/TG5uLjk5OSf0mlVVVXz99de89dZbx9zObDYTHh6OVuuPqdasWYPJZAoEkACjR4/GZDKxevVqCSG7KBnsSrSLw+q/GxoSFtzJLRHi7GYID8YQHkVq36jAspaqyUAwWWEPzNptb/TP3G1raMbW0Az7LW2OqVJBaKQO04FQMurABDnRKWHo5f+kEOK0OPkQsqXLVWRkJNnZ2axdu5aysjIJIcUxWZxulu+uYXu5mW1lZtbsqwuMChCsVTMqI4qhaZHMHpggoeNpVmYr47vC71hUsIid9TsDy3UaHbPSZzEnew4DYgbImJpCdBDF4WD30GGd8trZG3NRtaOngs1mY968ebz99ttMnz4dgLfeeouUlJQTfs233noLo9HI5ZdfftRt6urqePLJJ7njjjsCyyorK4mLi2uzbVxcXJsJjUXXISGkaJeWENJglMBDiBN1aNVkar+oVut8PgWHxXVgMpxm/wzedU4sdU4stQ4sNQ48bp9/XX0zZXsaW+1vMAUTkxxGdLI/lIxJCSMi3iCVk0KIE3LYvDQnFEI2NDQAEB0dTXy8f5KKqqqq09Y20XX4fAr1TS4UBUJ1GvRBGtYV1LNoWyVqlYq4cB2NTW72VFn5Mb8Wl6f1L97QtAiuGJbChQOTMBmk983pVOuo5duCb1lUsIgttVsCyzUqDaMTRzMzfSZTe0wlPFgCXyEE7Nu3D5fLxZgxYwLLoqKiTqr68P/+7/+4/vrrCQk58hAaFouFCy64gH79+vH444+3WnekmyGKoshNki5MQkjRLk0HumOHGOWCUIjTSa0+GFByhOFWFUWhyeLCWufEXOPAXN1EXbmd2lIblhoHTWYXxeZ6infUHzymxj9rd1RSGFFJof6AMikUY1QIKrWcsIUQbZ3K7NiNjY2AvxLy0BBSPiScG5o9Xlbvq2Px9kq+31FNra05sC5Yo8bl9R11316xoYztFUPv+DDGZcbQMzbsTDT5nNDkbqLEWkKhpZBFBYtYXrIcj+IBQK1SMyJ+BDMzZjItbRqRIZGd21ghzjEqvZ7sjbmd9trtcaJjQx/NypUr2b17Nx999NER11utVmbNmkVYWBgLFy4kKOhg3pCQkHDEm5o1NTWB6w3R9UgIKdrF5fBftOj08isjxJmkUqkINekINelI6Glqtc7l9FBfbqeuzEZdqY3aMht1Zf7xJ+vK7NSV2Vttr9VpiEoMJfrArN3RSWFEJBgIi9BJOCnEOe7wzxonE0JGREQQGxuLSqXC4XBgtVoJD5eqqq6uztbMljIzxXVNFNU1UVxvp6iuiUqzE41GhdPtxek+ctDo8voIDdZwwaBEIg3BVFmcmPRBpMeEMiojmr6JRgmqT7Pqpmr+uemffLHvC3yH3VwYFDOIC3pewIz0GcToY45yhHOL2+ujzuYiwSSTHIkzR6VStatLdGfKzMwkKCiItWvXkpaWBvh7PuzZs4eJEye2+zjz5s1j2LBhDB48uM06i8XCzJkz0el0fPHFF20qJceMGYPZbOann35i5MiRAKxbtw6z2czYsWNP4d2JziSJkmgXT7MXgCCdppNbIoRoERyiJaGnqVU4qSgK1npnIJysL7dTV+4fg9LT7KW60EJ1YetxJzVBakyxev8jzkBE3MGvoSYJKIU4Fxw+O/aJaOmOHRERQW2Th5CwcBxWM7W1tRJCdkFen8Leait5xY0s3VXN0l3VeI7z+xFn1DGjfzwz+iUwumc0QRoVdpeXepuLWKMOffAZuH5sqofSDVCyDkb/EkLPrZCtzFbGf/f8l/d2vofD45/wwqQzkRKWwpC4IVyWdRm9I3t3cis7V2OTi7X769lbZaXG1kyNtZm1++von2Ti3Z+POv4BhDiHhIWFMXfuXO6///7AcCuPPPIIanX7h3yyWCx88sknvPDCC23WWa1WZsyYQVNTE++++y4WiwWLxf8ZJTY2Fo1GQ9++fZk1axa33XYbr7/+OgC33347F154oUxK04VJCCnaxe3yh5DaM3ERKYQ4aSqVivBoPeHRetIHHvwA5vP6MNc4qCuzU19+MJy01Djwun3+SXPK7W2Opw1SEx6rJyLOgCnu4FdTrIHQiGCpYBGiuziF2bFbKiF31nl56P1lTFBDqsY/yHzPnj1PZytFBymotbN4eyUr9taQV9yI/cB1X4vMuDB6xoTSI9pAWpSBtOhQkiP0+Cc0UtEzJhT1YTeswnRawnQd8FHD64b6/VC9A6p3Hfi6E+r2HtwmaQj0vfD0v/ZZpsRSwo/lP7KseBlrK9aiHJhganDsYO4fcT+DY9tWHnVXjU0uNhU3sqm4gfomFyFaDcFaNfZmD3V2F/tr7OystLSp+gbYU2XF4fKembBciC7kueeew2azcfHFF2M0Grn33nsxm83t3v/DDz9EURSuvfbaNutyc3NZt24d4K+6PFRBQQHp6ekAvPfee/zmN79hxowZAFx88cW8/PLLJ/mOxNlAQkjRLu6WSsgQOTkL0RWpNWoiE0KJTAiFYQdnmfN5fVjrmzFXN9FY7R9z0lzjoLG6CWutE8+xAspgNabYg5WTLSFlRLwBvTFIAkohupDDQ8f2hpButxubzQbAa8tKed6rp1kVzg7M1NTUnvZ2itPH51PYVm7mPysL+HJLeatwJjRYw6CUCIb2iOCSnGR6xxs7p5HNNijbAKXr/UFj9S6o3QM+95G3j86E1FFgTDiz7TxDmtxNrK9cz49lP7KqfBUl1pJW60cnjuaa7GuYkjalW52DPV4fVdZmKhodVJidVJgdlDc6qWz53uykxtp8/AMBWXFh5KRGEBeuIyZMR1ackdE9o9BqZEI/IQ4XFhbGO++8wzvvvBNYdv/997d7/9tvv53bb7/9iOsmTZrUrmuNqKgo3n333Xa/pjj7SQgp2sXj8o8pEyR3CIXoVtSag12x0/q3Xuf1+vwT4lQ7MNccDCkbqx1Y65x4XD7/eJRltjbH1Rm0RMQbAo/Ilu/jDGiC5EJfiLPOSYaQLRURGm0Qd9pqGEZPdimhAOwvrji9bRSnhc+n8MH6Yl5csrdVcDM+K4apfeIY0yuGzLgwNB09FIfPBw0FUF/g/+qyg7sJzGXQWAQNRWApbTt1O0BwGMT2gbg+ENfP/33i4G7XBVtRFPY07GFV+SpWl60mtzoXj88TWK9VacmJy2Fc8jhmpc8ixZjSia09OR6vjxpbM+WN/kCx0uwMfN8SONZYm2nPiBEZMaEMSYsgJdJAs8dLs9tHqE5DVKiORFMIw9MjiTPK2I9CCNGZJIQU7eKWMSGFOOdoNGp/ZWOcAYhutc7r9WGtddJY3eQPKaubaKxx0FjVhLXeSXOTh6oCC1UFrcefVKkgPFZPZEIoUYkGf3VmYiiRCQaCQ+SUJERnOXxMyPaGkC3jQXo1wYwiBgUw+fyD7TfWSiXkiXB7fdQeGKeuxtqM26sQqtMwMNlEhCH4pI9bZ2smr6QRs8NNYV0TP+ypYXNJI+CveJyYHcudkzIZkGw69oFOhafZX8lYuQUqtvi/Vm4Dd9sq+zZMqZA6EhIGQVxf/yM8BU5gXLKuxOFxsK5iHT+U/sCKkhVUO6pbrU8OS+a85PMYlzSOkYkjCQ0K7aSWto+iKOyqtLKr0kKz24fT7aWkwcGeKiv7qm1UWZvxtiNhDNKoiA8PIdEUQqJJT2JECInhISRG6Eky6UmN0p/S/xMhRPutXLmS2bNnH3V9Sw8JIY5EPvGJdvEExoTsnhd8QogTo9GoA1WOh/O4vJhrHDRUNtFY5X80VDXRWGnH5fQeCC0dFG5pvV9YpI7IBMOBUPJgSKk3yocKITrayXbHbhkP0qbWcNH4RMDHP/J+BDd4PE14PB602lO73Kw0O4kMDUKn7V43Ql0eH2+vKWR9YT351TYK65qOGMaoVTAkLZKJvWPpEW0gNFiL0+MlKULP4JSIVhWLiqJQbnayo9zCjnILG4sb+DG/ts1xDcEa7puRzQ2jexCsPU3Xdj4f2Gv8j6a61qFjza4jd6HWhkBUL4hMB30EaHVgTPQ/j+jh/2qMPz3tO4vZ3XaWFC3hu8Lv+KnyJ5q9BytU9Vo9IxJGMC5pHOOSx5FmTDvrulo3uTyUNTgwO9yYHW5qrM1UWpwU1TWxKr+W6uN0ldaoVSQcCBgTTCEkRegPhI0HA8eYUF2bcUeFEJ1j+PDh5OXldXYzRBclIaRoF7dTKiGFEO2jDdYQnRxGdHJYq+WKotBkcVFfYaehoomGSjsNFXbqK5twWFzYGpqxNTRTsrOh1X4hYUGBcDIqIZTIA+FkWKTurPsgJkRX1ZI5hobWk5q2FZdrItDruPtZLBYU4H99h1FhUANq/pzej/F7tuBWeSmpqCYjNemk2/X+umIeXrgVfZCGpy8fyKVDkk/6WMdidrh5dtEu7M0e/nzZwI6ZUOUQW0vNPPjpFnZUtK4W16pVxITpiDEGo9NqqLe7KKi1k1vUQG5RQ5vjmPRBDEoxYdIHUWVxsrvSisXpabNd7/gw4sNDiDOGMDA5nBn9E0iK0B/cwOeDslzY9z8o3wS1e8Fl8/9ihMUdeMSDIdofFno90GwFazlYKsBS7v/e1/a1A0IiIHGQv6IxcbD/a0wWqM/Na8taRy2ry1ezsnQlP5T+EJjRGiApNImJqROZmDKR4QnD0Wl0ndhS/4zpJfVNVFqc1NlcVJgd7K+1U1Bjp6DWTqXFecz99UEaBqWYMIYEodOqiQvXkR1vJCs+jJRIAzFhuo7v/i+EOG30en2byWSEaC8JIcVx+XwKvgN30GUsNyHEyVKpVISadISadKT2iWq1zml301DZdCCUPBhSWuucOG1uKvLNVOS3no0vSKfxh5OHBJOmOD2mGD1aGb9WiBNzIIXs228Fer2VquqH6Nt37XF3s1qtVIVHUmE82JU3LzGNSQXFuD11bNpTfNIhZG5RA499vg0Ah9vLHz7fxqTs2NPe5XLd/jru+XgzZY3+EKjc7OT1G4YRGXr6q7Abm1w8vHAr32ytBCDSEMQvJvaib2I4mXFhJISHtKn2Km90sHx3DWv211FrbabJ5SFYq2Z3pRWzw83Kva27vWvVKjLjwuiXFE6/xHAm94mjV2zrm0L4fFCeB0WroWiV/6uj/siNtldDVTvfoErtDypDIvyTxARCx0H+btXn8I0jt8/N5urNrCpfxaqyVeys39lqfY/wHlzY80Kmpk0lMyLzjN5kUxQFs8NNvd2FvdmLxekmv9rGzgoLOyut7Km04nB7j3mM8BAtUaHBhOuDiA4NJsEUQkK4nuHpkQxPj+x2lcxCCCFOjoSQ4rh83oMDgmtOV5cdIYQ4REhoEIm9TCT2aj0mmbvZS2NVk7968pBw0lztwN3spbrISnWRtc3xQiN0mGL1hMf6Q0lTrB5TnJ7wGD0hoUFn6m0J0WW0dL/W6/3/n7zemnbtZ7VaKYxOBGBGhZvdqmqKEpIpjE4ioaqOkvwymHri7XG4vNzzcR4en8LsAQn+8eNq7Mz7sYB7Z2Sf+AGP4uP1JTy4YAuKAmlRBhrsLn4qqGf8s8u4eWw6t43viclwev5mrC+s5+4P8yhrdKBWwSU5yTx0fp+2E2V4PVC1zV9pGBJOUlQvrhuVxnWj0lpt5vH62F5uYXu5hSaXh7jwEHrFhpIZF4ZOpfgndNEeCFJ9PmgshJrd/orHLR/7J385lC4cek2BHmP9k73oI/zhtL0arFVgq/J3s3aaQRMMwQYwJkF4EoQn+7+GxYNGPl608Ck+fqr8iU/3fMrKspXYDxsDs190P8YljWNS6iQGxgw87cGjoihYmz1UW5qptvpnkK6yOKmy+L9WW/zdpqssTpo9R5gA6BA6rZrkCD3RYcHEhYeQER1KRkwoGbGhZESHdkhoL4QQovuRqwRxXD7PwXGENBoJIYUQZ06QTkNsmpHYNGOr5V6Pzz/u5IFwsv5AOGmpceByerE3NmNvbKZ8b2ObY+oM2gOhZMuM3Xoi4g2Y4gzo9HJaFOeo9g0B2UajxUJhj0EAjKuwk1GwjNevuIGdMVEkVIG9ru6kjvvf3BKK6pqYadDzhyqFyuhorqmx88mGUu6e1vuUu26aHW7eWLGPfy3fh6LA5UOS+dOlA9hXbeOhBVvZUWHh5WX5fLqxlHfmjiIzLuz4Bz2KxiYXf/12Fx+uLwEgPdrAy9cNbT0RTH0B7PwCClZC8VpwHXZzJaonpI7yT9CSOgpi+6DVaBicGsHgGKBknb8bdUk11O/3P3c7IDTWX53oNMMh3X0B/wzTPcYeeIyDpCGgkZs0p6rB2UBuVS4/Vf7Ej2U/UmItCayLColibNJYxiWPY0ziGKL10cc40tEpikJDk5tqq/NAwNgc+L4laGxZ5nQfO1w8VJhO63+EaEmPDqVvopE+CeH0STSSHh0qXaaFEEKcMvm0JY7Le0glpFojFx9CiM6n0aqJSgwlKrH1rKCKouC0uzHXOLDUODAfeLR832Rx0dzkOWoFpT482B9KHggoo5JCSR8Yc6belhCdxuc7flDh9frYvqKctH5RgUmpipo9NIYa0foUcvbuJG1XHq9fcQP7I8MZr1ajabagKMoJVXj5fAr/t6qQ5MgQ5nh0+GocmGos3BnUwCK7i2Vbi5g2OP1k3yoAv3pvIz/m+7sxXzsylacu81ehDU6N4Ktfn8fiHVU8s2gXBbV2rnptNffP7MNFgxMxhrQ/pFMUhYWbyvjL1zups7sAmDM8lUcu7Et4SJB/LMXtC2Hbp1C2ofXOOhMYE/xdpO01/mCxfj9s/uDA+nD/uIqaIChYcfSxGO2HzKys0UFMb4jrA1kzoM+F/mpGcUq8Pi+bazaztHgpayrWsKdhT6v1oUGhXNjzQi7pdQn9Y/qjVh35hn5LsNjY5MLi9GA5MMmLw+3F61OwOt1sLbOwrcxMaUMTbm/77xwYdVpiw3XEGXXEh4eQEB5CXHgI8eE64owtz3WEBEmXaSGEEB1LQkhxXC2VkCq1CpXcARVCnMVUKhX6sGD0YcEkZJjarHc3e7HU+mfnbqxu8j+qmjBX+wNKx4FHy/iTsWlGCSHFuaEdecb6rwrI/baIuB5GrnpoBG63m4KwSAAGN3jQVxbjC+5PVGM99RFRVJiiSauvo7DWRkas8ThHP2hZfg27sgwo4cHc5FN4boOZCvsGzOomRmtg5efv0Sv8OjIyMk7qra4vrOfH/FqCNCpenDOE8wcmtApJ1WoVswYkMDIjilve/InNpWYeXriVx7/Yxqh0E3Pj9zFRvx+1sxGCQyFhIAy4gpomH/ZmD40ON//bWcV32yvZU2UD/BPD/OWSvozQ7ofNb/qrHgt/JPCDV6khfTz0ngXp4yB+wMEJW5rqoWyjv7qxZB2UboBmCxSuPPimonr5qyRNqf7wMm0MhMb4u1CDv50RPc7ZSWBOJ6/Py9barawpX8PW2q1srd1KY3Njq20yIzIZHj+ckYkjGZc0DkOQAY/XR361nfxqG8X1TVQ0OlAAtUpFSX0Tm0sbqbW5TqgtkYYg4oz+ADHW6A8U44w64g6Ei/EHlhuC5SOfz+ejubkZh8OBw+HA6XQGvlcUhZEjR3Z2E4UQ4pwgZyRxXN4DY8RopApSCNHFBemOPHM3gMvhobG66WBAWdVEeIz+CEcRovtR2pFClu32z87cUkVss9kojYwFYHSth7+nT2KVzoNukxVGh1NpiiW1oYbN+8rIiO3T7rY8nl+OEu4fX86tVvHIoGCu/clJqC8Ih6JBjZOPPvqYO+64ncjIyBN7n4rCP/63F4Arh6VwwaDEo24bFRrMx78YwzurC1m9ZhUDLcu5unQ5yWVtu5hXLHyU/3kGscA7no1K78BynVbNb6ZmcXtvO0FfXOYf6/FQKSNh4JXQ71Iwxh+5IYYoyJrmf4B/zMjqHf5jORohcxrE9j7yvmFxR31/on1sLhv7zPvYVruNzdWbWVe5jnrnwUl8FEVFmCaaUQkTSA8ZQ5M1kUqzQsV+hc/2w/ymLdRaXRTU2XEdZ9xF8FcthuuD/I8QLfpgDVq1mpAgNX0TwxmYbKJnbCixRt05N9mLoii43e5AeHh4mHjo90dadzQ6nU5CSCE6yRtvvMGTTz5JWVkZf/vb37j77ruPu49KpWLhwoVceumlFBYWkpGRwaZNm8jJyenw9opTJyGkOC7fge4eapmURgjRjQXrtcT1CCeuR3hnN0WIM+/AxDSKcvQJjNWHjAvtdnnZunsf5RH+SmFrcT2rQtxcolmF1uvly03jMQ9XkRW8mrL9Q2B0+0LIbY128kMUQMVLuU080U9Dg97A7oQ0nihMpE6l5WNtLjHOJj777DNuvvnmdnf1VhSFhxduJW9vMUFqPb8cEwcl68HnhvXz/FWCtmp/9WDCQNBHoXPU8/PitfzcUQQHemI3KEa+9Q6nmkiMOLhYs4pEVQ03aP/HDdr/sYgxbEu5lj79hzAxrATjtj/AikX+iWJCTP4xHXuMhf6XQ2SPdrW9FY3WP9t04qAT31ccldPjJL8x3/9oyCffnE9+wz4qGl14mxPAq8dfuZqOTj2QFH0fnPYUSmuCqfQofL4dwAeUHfU1QoM1ZMUbSY82kBShR6tW4fEpxITpyEmLoF9i+DnRJdrj8ZxQeHjouvYMHXE4DR5CcaGjmVCtD1OQlwitC5OmGaPagVarPeFhI4Q4l6xevZrx48czffp0Fi1adNqOa7FYuOuuu/jb3/7GFVdcgcnUthfTkVRUVJzwTUhx9pAQUhxXy5iQGq2cmIUQQojuSPG1hJBqVKojf8j3uLyB7502N1/mbcWdPQS93cm3Hhd/N/yVvZEVGHwK75i/4ZaK54hOKyK4YR5wSbva8fu8QlCpGFXtYFSti5zi/SzLHsqWlJ4Y9iuYVGp2uLMYp9tKUVERW7duZdCg9oVxi75fxHV5v+fpkELs+kRC3/OBrYq6Zj37rNE4vEGEaZvJCGsgqnpH6501OsiYAIPm0Jw8He1+K8kqyCtp5Cm7hZviC+hv+ZGgrR8yizXMKl0DpYc1oM+FcOHfpTrxNFAUBYvTQ4PdRX2Ti8YmF80HJmAxO9wU1NqptDhRFPAqCg12F41NbjRqFcFaNW6liUp7KW6lCZ1Wg8OtYLXr8XmMgBeVKhVFyQDf+UDbUNAJmA+2BvCH90kmPcPTIxmQZApM4hJhCCLWqCM10kBalAF1NxvayOVyYbPZsNvtga9NTU3HDBPdbvdxjqoQjJsQmgmhmVCcROJGiwctHoJUPgxBKkK0EKrxold70Ktd6HChU5oJ8jkI8jrQeJrQuG2ofIe8nufA41C68KPffRFC8H//93/8+te/5j//+Q/FxcWkpaWdluMWFxfjdru54IILSEw8es+EwyUkJJyW1xedQ0JIcVwtY0KqZWZsIYQQoltSlIMhpL+aqy2X82AI6bC62HUgnInZ38iAqA94PN5Gs9pfxdDD6OZ3pa+zPzWT7MjtNDUVYDAcewzHaoeLXK8L1Cp+XqCwXV1Er+pSVvcaiNkQzuLwAi6wxjCTYH50JzIsqIzFixfTu3dvQkJCjn5gl53axc8zdf0/CFZ72BzWmy9jJ7FZn4XdrqXHrt2Mtlrx+dw0uCpZXq2QkRbFmCFxhMUnUU48jSGpWJqa8ZZ7MTRuYXR6OklJSVw1PPXAi4wDboCxd8LaV2HXN9BsBn0kDL4Oht0Esdnt+rc413l9CnurrVidHrRqFcX1TeytslFjbabR4aK43sH+GhvN7ejafGyxR11z6OAEQRoVWXFGYo06fAeq5fRBakJ1WnJSIxiVEU1alIGQIHWXraRTFAWfz4fT6QyEiId/bWpqwul0Bh7Nzc04nc52BIp+QbgJw04CdsJowoidCE0zJo0To8qOAQc6xYnO24TW24T6KH+H/A0GXAceJyLYCDoj6CP8NwNC4/xfw+LA5wO1fNYR4nB2u52PP/6Y9evXU1lZyfz583nssccAmD9/PnfffTeNjY2B7T/77DMuu+yywHXF0cyfP59bbrkFgJ49ewJQUFBAeno6//rXv3j++ecpKSkhIyODRx99lJ/97GeBfQ/tji26HgkhxXFJJaQQQgjRvR0MIVWHLPOhOmQm30MrIavK6yiPTQZFwW3bQG7SDhSVmiSPhgaVmqIgaAjbys6Km8hO2sW+ovcZ2PeRY7bhoXX7UdQqejTa6Nfo5qOQIrQ+HzMNWr5wwdc9NFywDWb7XLyuJJAdVAc2G8uXL2fWrFmHvyF/t+pdX+Fe/hwx9kpcai0/7/00XyWMPbhdLGxMH8reRi+/3+Fkoq2JTTXL2FtXxPZNPryhZsAC7G3T3qCgIFJSUkhJSaFfv34kJCSgShwEl73m38DnBVRHDDYURaHJ3IjDasFps9Lc1IQmKIjgkBB0hlAiEpLQaDvnMr3Z46XS7CRYqyZYo6ba2oyt2R8I+hSFZrePZq8Pt8dHuD4IfZCGvdU2yhsdRBqCiDAEowDGEC29YsLwKgqFtXYamlzYXV7szR6amj3YXV6aXB68PgUVKuwuD3U2F9vKzVidR5nt+zChwRoiDMFEhvrbARCq05IRE0pCeDAFlgLyG/dQ1rSHRk8ZoELxaVERxJCYEWRF9MPmchASFMSYtJ70i0/Cp4DH5yNEqyEkSEN0WDBBZ/BGvKIoge7Kh4d9Go2m1UNRFJqbm1s9fD4farUaRVFwuVyB5S6XKxAYKoqCw+HAarVit9vxeNr38z4arVZLWKiBKL2a6BAf0WorEd5aTO4qQp0V6O2lBDXXt93Re+BxNGothET4Q8PgUNDqQauDoANftXp/qBgS7v+qC/cPeaALP2R5yzqjTMwkzhqKouBxneqNlJOjDT6xGyYfffQR2dnZZGdnc8MNN/DrX/+aP/zhD6d802XOnDmkpqYybdo0fvrpJ1JTU4mNjWXhwoX89re/5cUXX2TatGl89dVX3HLLLaSkpDB58uRTek1xdpAQUhyXVEIKIYQQ3dyBENLnO3iu9/ma0WgOTs7k9VpRB3nwuQ2s27iR8r490VYVoEr8BEWl4iJ7E1P0n/Dt3h9YnP1/fBwexuWlxZAEVVVfMKDPQ61CTQAai2HbAqxNdn5yjYbQaK4oU9iqLcKsqHGEpTDOEM0X1ho2JiVj3t1EhCuK4foaVjenMSN4D+vWrSMnJ8ffPauxBPYthbX/gpqdgH8ox12qVG7IeZHScP8Yltn7d9CjzEJ80mA+7RHCtlAVNyf5yKxVmBEUi0sdHGii2tlEmEFPWmY2pthYGhoaKCgowOFwUFBQQEFBAStXriQ6Opr+/fszYMAA4uLi2gQeXo+HNdu3U77t/9m77zi56nLx45/Tp8/W7G567yGVTgAhVK8KRkEvoEgT+RmMXFHBq3AVwQKIWEGCEUGFi1xUDF2pIYQWShLS65Zsm50+c+rvjzM7u5tsGmmU75vX4cycNt+ZbJtnnu/zLKPt9aVkt27GlRQySpi0FiXo5HGRyahhDBmGDKhg4oh6Bo4aTd2I0dQMHYaian2uads2mUwGy7LwPK/PoqoqgUAAWZZRFAVd15FLAVHbcVnZnKZgO3TlLFY2p1jRlGJFc4qtiRzuHnRLP5DCukJt1MC0XerjAcbVxxhUESAe1GiIBxk9IEJDRWCHxixZK8uSpiU81/hP/rj5aZLF0qTpAAQklck1kzm8/nD+Y9R/MDI+cp/GaNt2ObjXnSm4/VIoFHAcp5xlmMvlsCwLSZKQZT8QIEkSjuOUg4Td/5aHSiAQIBwOEwqFdlwrFhG7k7DZQaCwDSPXjJbZipxYj9S1BZK7iigCagAidX4H98gAiNSX7tdBuNYPOAbiftAxEActJKZJCx9Ktuly59eePSSPfdnPT0Az9jwgv2DBAs4//3wATj/9dDKZDE8//TRz5szZp3EEg0Gqq6sBqK2tLU+xvvnmm7nwwgu54oorALjqqqtYsmQJN998swhCfkiIIKSwW92ZkLLoji0IgiAIH0rdMQ9/OravdxDSttMMOuFakBw2PP59lmWTeJJERddfsUMuR+QLnOXUUztzKCNenkKFGaRLzxNUXyFjhono7SRTb1ARn9nzoBtfhD9/DoopXq46krYpHydgmpzSbPI7OcETxcOIFzPUPvgjvielWVQzm8dqhnNuc5CLM2/yZeUoNjqVDFcS/O8f7+KiAe8Q3vAY3ZNpXU9ilTeEP7kn8bdjvkBrUCGIx5mP/4nGzBCei4xi6NouBmyWaTH9TLCNwF36WKa5zZwRDVEbaGb94tfxXJdNy19jyMQpTD31TD599lm0d3TS1NTEmjVrWLNmDR0dHTz33HM899xz1NbWMmLkSNJ1A3k2a1Foa+EVV6fDjSGnhyNXNSBpFrv8y8oDZa1NZHUnQe8FgtK/iRgKEV0moNiEvTwVdgJVcv3ah0i4yNjI5DyNrKeT83RMFPKeRqcXxpY0KgMyLUWVrL3zR9clD6d0zajiElI9PElGkWUMzc8Q1DSVrOWRNR2GV4cZVh0imbfoylnIkkRHtsiG9iyyJDEoplFhyGiyi4aDioMhgy57WGaRXKGALntENYm4lCfmplEVGSWk4Dou7hYXqVklr2ls0TSaFKUc1DOCBjktR0uhhY58B7ggIzNGGgMBGF0/mtGVoxkWG4ahGkiSRGpDijelN/sEAbsDit3r3rf7W7+XBil7KxAIYBgGgUAATdNwXRfHccpL72MMwygHmruDmLqul/cZhoGm9QSxg8Eg0WiUcDiMpmnIsoyhayjZbdCxDjrXQcfbkNgITZsgsdkvMbA7RhwqhkD1aKgZA9VjoGY0VI30g4wiqCgIHxirVq1i6dKlPPTQQ4Cf9Xzuuedy991373MQcmdWrlzJZZdd1mfbsccey89//vMD8njCwSeCkMJudWdCKqI7tiAIgrCd5557jp/+9Ke89tprNDc371GNnmeffZarrrqK5cuXM3DgQL75zW9y+eWXH5wBC/0rBS16hwfcXs0curreQA36AYhw/du0VE5F7VqLHHwbD/hKJs1G9VymjqlAlmQmNJ/AS8Me442ISeuGUzh+3OO0tT3RE4S0Tfj7V6GYIl89ke8P/DIAH9+c4R9eI49bozlSXsFd+q2EKABwcWIRV0W/jceRGNla/tbwc1JWjle8I+nIRrl3QyUXorLcHcZTzkzudebgBuMMnDOYVscigMdnHr4LqctkWcOJAGzGhdKUuLBqktGCuHmH12ng9Q4YHahlzjknEt/0CqvffJPONVvZvOLHhGJxhk6eyuAJkznx8JmcfNyxrNu4kZXvvsu6phZekAP8pmDQsbGA3FFE6TSQukx0r2PHl16W8IIKkumiyBDRQTYtskWwZJWkHO9pguIA+Z5zpVLA1dt1OLOPzqy/1rEJSDYKLlVSjio5RxVZKp0kITsHeHgeKEUb8Pxp5Z7n184DkGSQJCRFQc3qKC0GA1QNV5KwXBfLdjhK9b+mpByQ2+MhktrzQ6HLX4VL//WRAavdYmXpvwNBVVVCoVC/SyAQQFEUZFkmEAgQCoXQdR3Xdct1GD3PK2eqaprWZy3vS41CKw+5Tsh3ltZNfvf31hWwbYW/3XX8ru2e69/OJ8DO7/q6oRq/q3vFUH+pGukHHKtG+tmMirbr8wVBQNVlLvv5CYfssffUggULsG2bQYMGlbd5noemaSQSiT4fenTb0zqxu7L9VG/Rvf7DRQQhhd1ybJEJKQiCIPQvm80ydepUvvSlLzF37tzdHr9hwwbOPPNMLr30Uu69915efPFFrrjiCmpra/fofOHA6H4T0bsztuf1vJFIJVeVbxsVm1lXP4dI60/xVI9TM1liA2TktqkYQZUBw2MMbzqcl4Y9xqsBg4mNXQB0dr7c84Bv/gk61+OFB/D54A9ZXVWF7LqM3WJyu1tJg9TB3fotBCjiVo2j0/KoSa/m++mf833t58wLj+W5VR7/OWIFE+Qt/M77T5qlOq5xr+IxcwLRWJSbz5rMA06eR9qTqJ7Hpx67l1xK4pWBnwQPZioegyo7KSbbqJTzjBw0gEHHncR33mynY0sGOVFkbcFk7cstwBCo85vQRNw89fkmnLUy6prVBJ036dIrSBtR8sFqcvFheGkJeWsBw+kb0AlLJgPlJAPkNNGARTYcorWiisaqAbRHK4CeWJ1hFmloaaUhlWaQCzIamYJNMmeRKro0OyEyynZBN/8fjrCbI+blCRZTBJwCGhYxKYdkKCSNShQDQkEHSVVQgKBtE3JsQlYRRVVwjWj5cntSLdACPwHV6nu0jIfkOiiAKvmLIoEqSciSjCRLqICGi+d6fuMXz0X2XFzXxXQsTLuIaRexikUk08VDxpMlZNtBdlw8VcXVAqUMOw8ZP7tRUhUwgniajiQryIpcWitIstxnUVUVIxAkEAwSCocJRaIEQ6FydmHvjMLu293bFWXf6gz2fO9t96bbdbEtC891UMw0UqYZKd0MqSawcuBY4Np+8NAuQHILdK6HdIsfdNxdMHFnZBUqhkH1KKgaBVUj/PvdgUe9n685QRD2iiRJezUl+lCwbZt77rmHW265hVNPPbXPvrlz53LfffcxatSocm3ZcNj/2bBs2bJ9etwJEybwwgsv8IUvfKG8bfHixUyYMGGfriu8f4ggpLBbriMyIQVBEIT+nXHGGZxxxhl7fPxvf/tbhg4dym233Qb4f2y++uqr3HzzzSIIeQiVExmknowG1+1pPZvPby3fLlR20aolqFJXI3ke87pSbBhSRyg/BoDB4yrZtqGG6mKYDiNLUHuHoq1DZgW2nUWVA/DCbXR1VbFo3X/RebIfuJq0up1fmBYOEj807uTXlUGeClVjmTlODUzjU5bF2MIGzuA3LFa+haGO54FkA4edfQ4zQ8NYseT31KidXKlsYOjImdyTruGpHCiuw2mPPciKwlDW1I0GDyJYjFLfIZSxCRsu/zExwriqLuS1t3O6nOTFyZO4yZnCW8kY8rYCctIETULKO2QIsjY8qv8Xsghya8/rFjdkjhldw6RqhTFxD91M0dSUI5vQsHMebjqP17WR8IY3yek6TTWD2VA7kLejMTq0IBuHDmEjIAMzYiHmVMc4oSrGmJCBnMuw7LVltG7cQHpbI8VEB9mOVjpcj86qATTWDWVrwzA2VdaSDUX7H28/KmSJasljhCoxRvYY6hQZIblEdK1cu7C7ziSui1XMk0+nKWbS2LksZjpFsauDbHsb2Y42pO2yZFz2vqmxDBh7ec7O9DeJ2qT/RE1JllE0DVXV8DwPq1jAdRxUTUfVdRRdR9U0pO0yFj3Pw3P9QKrnOHiuQ1jKEpPThOQCMg6S56BLFoZsYygOAc0loPjbdMlClRwUycNQbGT5vU39dpExCWBKASw5hKWEyel15AKDsY0qZM1AVnUUTUfRDTw9QtGowfMkPNfD81y8Tg+vvYjnrkRWVqOUnrvrOLiOjWP7a9dxsM0itmlimyZWsYhtFv0gr66j6QaqrqMaBmr3bV3Hc1z/PMtCVhQUTUNRNVRNQ1bVHa5rm0U8D4KRCIFIFC0Q8M9TVPRQGCMcRg8G/fG7Lq7r4DoOXqk2p+e6pbE7ffYPGDGKUCz+nl5nQfgweuSRR0gkElx88cXE432/Nz7zmc+wYMECnn76aUKhENdeey3z5s1j6dKlLFy4cJ8e9+qrr+acc85hxowZnHzyyfzjH//goYce4qmnntqn6wrvHyIIKeyWK2pCCoIgCPvJSy+9tMMn6qeddhoLFizAsqw+Nct66+7w2i2V2qsJm8JueKUptr0zId1emZCmmSjf3hqJM3DbXykAs/MFCoMNkslxVFWEABg8vpLXHtvEkMRUOuoXszqSJbtxFtNHv0pX11JqOk3c9g080fI/vDhpFKuH1aJ25Ni0ycRG5pzoQ9w6oJP1esx/QB3u4U2WNgS5Z4PK6cor3On9ns11pzJMupt1675HfFiBKVP8r48EldzG0byV9lDbswxbt55nlaOxwwoSHpOUFiZqm6nU13FxcCu1mRVIb/WExRTgeB7meKAjVMVzFZO5ftI8thkDwPGQu0yktAmKDLbrZ+eFVKKyyeRojAnBMFOrwkwaFGdcXRRZ7vn7qbAmQfJ1D61jDYb8Npq8AU3agiSZfjphc2kBHE9jm1RDayBKS7iWN6ITeCE2kV9EJ5BVQ1RpCoOj9USmDcLDI2O7bMwXSTv9B6xkoEJTiKsKcVUlpspISGQch22mxbaijeV5dLkeXcA6x+MpAE9HkzzGaWGmxUNMi4WYFg0yLhxEk3f9t6FjW6Tb20m1t2IWCniOQ9Eu0JxqojG1laZUI83ZZlryLZiejSd5eJKfVOlJHpIsMyBcx6DoIIbUjmRUw3gmDphMUDKQVRU9GERWlB2CSp7jZxFaxQJWPo9ZzGPm81iFQmmdx84lMQsFikWbQjZDPpUim+wil+zCNgsokoeKjWIXUF0XVXJRVRdVd9FkB1120FwH3Srdlh0CikVEtQgqFoZi+wFG2UFXdtOwZQ/kbI2MrZO2DIqugutJeEg4noTryWQsnYQVJG0ZFByVvKNhugrsMFXfA7aUFqHb2d+6jpEzDj/UwxCE940FCxYwZ86cHQKQ4GdC3njjjWzcuJF7772Xq6++mjvvvJM5c+Zw/fXX71DTcW+cddZZ/PznP+enP/0pV155JSNGjOD3v/89J5544j48G+H9RAQhhd1yRE1IQRAEYT9paWmhrq6uz7a6ujps26a9vZ2GhoZ+z7vpppv4n//5n4MxxI+mUrKa1CsT0uuVCWn1DkKqlRjOIgqKxMxskMaxLvm3xhCe4HeUbhhVgRFSGdV6DMvqF/NiMMBntgTwRkHTtqepeWs9jVtHsKlqGI9NNVC2ZNFXdGEicWTVcyyrXkyzqlHlOUyLOVR4Hv/I6rzr5bl09NHcu/Z5LlEWMdc5gqUVczlaf4WqRIKmVD2rrbEsCx2O3QVGazOS49GI331zYKCVE+UWJhbgmYqHeLRSQkqm0WIhhlPJcVUjUHXI5DYT62ojnrSoznVydu45Pr5tMW3B4TSro2gcNInWGZNIeznsrjcIu2uoooNaWpEcCOqDCWtjKbY6vNbYhWUm0Dq3EUtkqExY1KZz9Gq+DeB3o/YkZLnn9Vcki4E0M7DQDIXVnN7xon8sEu+GR7AhOIiMEmZVeDjvhkawLTiIYqAOVdEZGQwwORrk2IoIkyJBhgd1YqqC3D3l18ziNi7HXLUMe+s6vM5m3FQbhWKaoi5hBlQMPU3caiXkZFA9BxsFU1axJRVLVtkmB3h9wFGsGjKHCWYzwzObQAtgharpHHg0VsUwlEIn28wk6+0kW/Jb2Jxcx9ZMC7ak4cpBvMogVNYheVUEZJkhkToGhQcwOFzL2IoRTKwaTYUewpAkolaKUHoLUnYdFJJ+B2VpGBS6oHUlpJv97d1LMeNPV+6ud+ja4JXW6RbIbPNfCyMOgRhUFCFShLoCOEX2N09WcWNDcaMDQdH92olGDAIxPD2Ko4Rw1BBSsBIpGEcORJH1EARiOMEaPBQCto1eykB0bRvHtrEtC8cyqTBN6i0TxzSxTBPHMpEVBVlVwQO7tM82TWzL8u9bZjnD0LEsHMdGkkpdu2Wp121/7bquf6xtIcsysqIiq6pf91JRy9mNWq9sR690jtWdzVjKkOy+LysqmmGgqJqfWWlZ2Lblj8e2/KxIXS9ln/rXBI9CJkM+k8YuFksZmTZmPkchm8EqFMpT7eVeU/BlRSnd33GfZuyvXFtB+HD4xz/+sdN9M2bMKJeSmDFjxg61wC+99NI9eoxp06btUFMS4Ctf+Qpf+cpXdnpe73OGDx/e7zWE9y8RhBR2S2RCCoIgCPtTfwXH+9ve2zXXXMNVV11Vvp9KpRgyZMiBGeBHUHk2du9MyF6NaSy7JwhZtfEdkkGJStslPCQEUo5c2xiixwYAUDSZsUfWU/i3RdQ2SKtFGvTXeH3bFKZ5i5iyah1Lsl/kzyerFDc5aI1pXGB67VKs+N9oVjUG2jYdsoQVO5ktTp7j3lnCv4erLHc2cVfdCVyy7Vl+qt3BpxI/4A+J0ds9mzzdlbaqpCQzG5Zx+KDXOMZ8l4EtRdpU+HGlH+y+L94zTTlGIzNUm7aQxMzaKo5psRmwwmaInCUQsRmUWcsg1jKr63G85RJFqZZ0cCzK2PHkzZU0eS0Uox5Gej1a41qCeYdgwSGSdYjk+mbCpcMK7VU66ahKJqySD/hNXvA8JA9kD3TTJZR3kB2PYAEqEjKxdB7DMZmYXc/E7Pp+/x1tRUP2HFwJioZCokKnMaKTT9hE0xaaaWO4NjIQ6H2yCvHudwbbNcDxdzuorgMU/f0kGbzlb7DlbzuMY3sOMlklSE4J+Ivc+3aAvBIg5BSott6m2uqiyvJb8RRkA82zCTl5Qu7+DwwCfsfnXXZ9lkALghooLQYYEdC7l3DPOlgBkToI10AgXgoyxiEQRwpWosgK7+8qcIIgCIJwYIkgpLBb3ZmQsrGNjo7nqa6efYhHJAiCIHxQ1dfX09LS0mdba2srqqpSXV290/O6m0IIB4bnuYDXJxOv93Rs2+7yt7ke7e56QKM2O4yaEatwLY1CYijRqp6Q1pQTBvH2M1sZnJjBytqXeDOaI7d+EjPq3uZZeSQ/Ou1E2jcZqOkcA2nnvwf8ioXxJCtVnUrHZVj7dE4L/AcnOscy+ugavtD1WYZv3MzGeon/c1s4yahhdLGJX1T8mi+7V1F0NbygiubYNBSKTA9EmFlbwzHhEAPefYFQ1wYMN4ML/KS279fZINWj6EC7K/FMxi8HsLyg8qJdw7kzTqTh8P8EqRGv6S2yr75EIPUmqtxOwGslkGuFZS/419nV64tKzhpGPuPQkbDIBTS8wVG8eh1dN9DiKqacwnGyOE4RxzPJKzb5YE/IavMQAA296BJLWximi2Z5RLI2obxDMO+guqA5/r+bAmg5l0jOArI7jMlUJUxdxlYlLEXBUVRsWcdFw/M0ClqIghbBy0ZQujSUDg85aePZMqZqkop6VAWbadDbaZQHsNoYiiRBndfJNHMNYa9AXjLQPRMFl5iTJebsOI5dS/e516pV0aZXklLDVFkphhSaySohVoZHsiVQT1KNklQjpNQIWSVI2IOo66KYFnLRwsgXCOaykHZxO0yiiRT1ZjtxN0dACxAIRTGilagV1chVA1Cq61BralFqalFrqlGqqlAqK3EUlYLrUnBdiq5XXnuehyHLBBSZgCwRkGUMWUKTJNHZ9QDxPA83m8NNJXFSKZxkChwbKRBA0nQ8y8TN5XHzObx8HjeXx25rw9ywgeLGDXj5AoEJExh06y2H+qkIwofOpEmT2LRpU7/77rjjDs4777yDPCLh/UAEIYXd6s6EVId8i2VvJpl62F3U1HzsEI9KEARB+CA6+uijd5ji88QTTzBr1qyd1oMUDgKv/L+eTb2mYztuFwCrt47j5ZBfS26C5tdszHeOBE8lWt0ThKysDzPm6Fralx3HytqXeDIc4pr2F/jOm9fRFh2As9ZB9iyCcpF7Kr7D9eEQK1WDuONw4eqPk+/ymx29tHIdb/17K1899xq+2/kVAkWPzZE830uGWUCKkwqv8ffQdTwaORUnOIvxm1KEuzYz2FjH4PQyQsqm8tN7MlDFzZW1NAX8FL/LtbnkRkBdbCSKrLB03XO0F9upqRrM4sbFrAumudH5B3e9+TLfPOKbGOnTWL52JgHJY2xlOyPkDqLeu2jyBhSpE01ai4SN7Q3A8RqwvXpsrw7bjsKIiVSc93HC0Sg1/bz8WSvLoxse5a+r/8o7He8AOqCVu0rHFYUvVJ7IpGIUck1kA010VXbg6Blky0AxdWRLIWhqhO0gileJntcxOrsIO1vR6SIfGEC2oh6zKk466JJUtmEqW/GU7TMMXaBYWhL0RynG0HKVdFmVJJwAnlOgllW4ho2pwStWGMkKI9kyWGA4EqoFquWhOjoBL4JBGE0KotkKStHFSeQoNndhduSx0zZ4IKsenivh2BIZJ0jaiJAJhcmEwrwVHUFH/AQ645V0eBV0KhV0BivoiFfQFY3jyu+tjJDsOATNIoFikYBZwCtKmK0FzEQbptaFqel7fW3Z89BdB8OyCFgmsUKeaCFP3CwSs0zCxQJaIY9uWYTCIYLRKLplomXS6K5LMGAQCBiloGZ3gFMioCgYuk4wYBAaMABj8CCUyio8Q6coyeRcl7zjYnmeP+UfiKoKMVUhKO8YGPVcF8+2wbbxbNtvqpPLYXd14XR14RVNPKd7v4Nn27i5LG4mi1csIIcjyJEIeC5uLo9nFpGMAHIohKTrfgcsz28Og9v3tmeauPkcbs5fvFwet1gEx8ZzXHAc/8MS28HJZnCTKT/omEqBvSc93HdOqajYp/MFQejfokWLsCyr333bl+YRPjpEEFLYre7u2JLiT1Vpa39KBCEFQRAEADKZDGvXri3f37BhA8uWLaOqqoqhQ4dyzTXX0NjYyD333APA5Zdfzi9/+UuuuuoqLr30Ul566SUWLFjAn//850P1FAT8bKLe9SChJxPSdYt4pbm5K1IWdlxiaFFlQrwTgHzHKGRFIhTvm6l6xOmjWLO4jZGp4ayPbWR95SZGtGxjm1uNhMfJxttcVv1rvhUIs9rQiTkOH++oIF11BKOHVVMxIMyGZW0k2/Js+YvOMSd8nMWb/onqwJuDPH75ag1fr+pgQm4tE3I9X4NU9HpewL8Dh/HbASorlXYgj+wqHL7lTGg6nuXrF3HPkJ/2fTEyq6kP1xNUgzSmG2nNt/KNZ7+B4moMGTcOwwpz24CX0TyVozKHcULqE4zqGksICKugoKDEDQLjqwjPqkMbFAGgJdvCmq1vsDqxmm3ZbaTMFM3ZZrZlt7Ettw3H86dsq7bO1MKxDMmPwcVlW2gTrwWe4ea2fwEQkAOcKc3hlMYjGb65EsXuGxArBC1apQ4SgTQjJo1HMWpJJXPkW9IoWxzU9TKVQCXg4eJoGZJGO5sjm8jFM+hRCEZUFEMGyUEqduBZrUh0ImsJPC2HY6RwjF01h+oObvlfU1afAHd3gLOjz/GyHECSFCQp7K9d/Hio7YHtgOUiWWni+QxVaZURaRk5KaMkQW50UQtBdKkKLVyJV1FBsqKSZs2gLRDCqq3FqqklFQrTqRt0KhqdkkyHCx22S8JxMEtDdBWFbDBENhjaxfProVkmumVhWH7Q3tQ0TFXH1HsKf7qSREFRKSgqyUCQbdED0IW5ANpKv7ORpem7PVzyPDTHQbctNKu02CaabaPZFrrlrzXb9gOito1uWximiWGZ6JZJwDQxTP+2UVp0s+e2YVoYZnGHfarj7NAuZ59pGko8jhKLISmKH9Q0TSRdQw6GkINB5GAAKRhCqazAGDECfcRIlGgEKRDY/fUFQdhrw4YNO9RDEN6HRBBS2C3HdkHq+YRRlkWmiiAIguB79dVX+djHej6Y6q7b+MUvfpGFCxfS3NzM5s2by/tHjBjBokWL+PrXv86vfvUrBg4cyO23387cuXMP+tiFHn4Qsm9XZa9UE9Kyukr3ZdYF2gAY4g4mGmkCoNA5gkil0acLNEDFgBDegBwTt57J+om/5v+iYf6S+glJeQgjaGS5AldFqkkpClVKkJuOu55Jg48lbvQEaGaePoz/u+V1OpuyHPHO2bw06AVs2w9+LZyl0jTgXD7xapZjrOfR5VYKXoR2eSjrwhW8UlnDU6EmGs3W8vV0WWdmw0y62toBmLX1dIaMrqGjZjNvtr2JKqt4nkdL1i8ZIDsqI7qm0hhfjanm2Vj1DgABJUBEj7BEfZvnY68Tra5i9sbPEilUMGxyNRM+HmBD8nVWb13NmrfXsCaxhrTVd2rxztiqyWuRf7NKfZP69Agato1kbvEqvHEJ/h36P9oKbTyUfoSHjEfQRqlMyY3hyMwUZmYmMsgaQCCvMZR6hubqYYlDAf+5+CFiGQeHtYEtvBNei1QXYODIYUyfdCz/UfGFPZoybFkpculNZNvWY3fkcDqK2G1FnISNYgaRXB1PtvFkC0+3katlpKiHFAXCLk4gjaW0UbS3USg2USw247pFXDff/wMqpaU7xl25s5ElgCZkDGQ5gCzpRBWDuBJEUf1tul6NYQzA0OswjAHoRh2GPgDDqAM5St7zyDkuOccl6zjkHBdZkjBkyc9A9DzUTBo1kUDtSqAW8khOAbeQxy3k/em++QKeWcQDTEmmKMsUkbCiMZyqagrxGElFIynJdDkuCdshJyuYmkbBg3w2R6FYxFRVTE2niETB9Sh6Xs/1ZJmipFBUFLxe/2b9BR8Ns4hmW8iuhytL5Iwgbuk8U1UxVRUCwd3+u+9PiusStk2Ctk3Ytgg6NkHHISBBQJIISGAoMgFZ9rfhZwS7kl87NaxrVAQNKkIhtHAINRTCCASo0lWqNZWwIqNKErIkoUig4K/FlHhBEIRDTwQhhd1yHQ9J6QlCeu6+TXkQBEEQPjxOPPHEXXYlXLhw4Q7bTjjhBF5//fUDOCphr+0iE9K2/Tp+TdkKGo0CkudRGRlIKLwSgEJiGHVD+88kGj69Ch4PMjY5lNXxzVzeUMMx+QQr9AreNfyAyeTYcH526u+oD9fvcH4grHHGl6fwwI2v0L4+x1eHfpeb7KuRkXFxeaL1GZ4YCpoTR1JjmJ4JZErLVijNKJeQOHnoyXzriG9RH67ntamvseyBbRSWBxj0wlF8du75TJjbgKYr5Kwcz295gba1OTLPhHE6FVBchn5WYnVkGX9f93c6C50U8oXyONPBThZNuKNn4I/v7HWG3ilguqwz3phCRaKBzkSKvJYmGWijI9xIJtDJ2kAna2tf84+1gwzPjOFj407Clizydp6slcXBYZm7hde9TaiWzGCzjmMrjyaxdRvJxnbyUoGUmiEfd5AHBKisr2XawOlcWjeXkLZn2X69aVqMeNUU4lVT+mx3TQerKYO5JY25JU1xfRI3YcG2XVxMlkCVcIMZPMPCU128ooVbNPEkByQXr7QgOXiSg6NlsY0EdiCBbXT1WhJ4ahGXIm53ExtnF4+9/VBkA0OvQzcG+IFKo46YPgBFjWx3pIQdAztW+oeUJBQ5gKo2oKoxDDWKWloUJYwkvbdp4XvC8zxsD4quS8H1yDsOXrFI0LYwLAu9WADTxCsW8YpF3EIRt9hFOlekoOrY4RB2MIQdDGIFgliahinLmJKEKcn+4oHplWpfOv7jdNfDLDj+7Xzpdr68ve9x+dJx3T9hHFkmpQdI7T5hc+eKQNGEhAl07dEpMqBIErLkzwZ38aepa5LE5hOn7sNgBEEQhD0lgpDCbjm2iyT3BB4dt7CLowVBEARB+KDxPJDlvpmQbqkmpOPmAHgzUQFSC2NMi6pBSSTJw8sY2PkKotX9Z1IdO/swNj2+lNlrLiJ52O206J08FPWDOpIH547/HFcffjW6svNoREVdiGPmjubZP62i61mdTx/1JR4z/8oxG85mXc0bbKpcgaUUty9piaEYxPU4Jw09iQsnX8igSE/rmJl1M5n6ZYcnFixnw5vtPH//al58cA0VdSFUTSbZFqCY8/9MDkY1Trt0MoPGVgInc+X0K1nesZymTBONmUYaM41sSW9hZedKcoUCmqOj20HCVgwXl6AVZVBqNEMSk6go1uLpNlqlR+XAEHIyyLb1PdOaR0ytYdaZwwkPVHir7S2WtS7j9W2vs2zbmxTUPKt5i9Xr3iofH1SDjIqPYkzlGEZXjGZEfAQN4QZkSWbiETOpDFTiei6KrKBtN5PFdEwShQQZM0MymyJjZslaOUw5T87OkbWymK5JSA0R0SOEtTARLUJEj1AXqqM6UN0ns0zWFYzhcYzh8dLXlIfdmsNqzWN35HE6CtgdpdvJUnTY9cD0kM2dB0MlXUEOqcgBFTmkIqkyKDKSDEgSki2BK+GlXaxiGttO4JgFHDuPYxdwnSKebOIpJrae2i5w6QcvXT2L6xbJFzaTL2ze6Vj2noSqRlDVWM+ilKabSypIMnJpLUkqUnmtoCghVCWKqsVQlUjPersgpybLaLKC/12lQnD3Dbxi+/EZ7inP88pNfPxMU5dMKeM0W8o+zbu9g53+7XwpqOnSE7/POi5dlkPacXBK9S4LrkunZdNpOVg7+WDMBVzP2+Fnxc4/RhMEQRD2NxGEFHbLtT3k3kFIZyfTZQRBEARB+EDyPA92Mh27+/d+Y8GGIIwxFSoVfzqzJE8GpD6dsXurrIlQqO4k0FHF1f86nuWTJbYE2ylaGkM/1sC3j/j2Ho1v0uyBtG5KsfLFZga8NI0L5MOQXJmG9EjaQ4240QKH1R7G+KrxjK4czZSaKYyIj9jlNVVd4fQvT+HtZ7by1r+2kGov0NnU073ZCKmMObyOIz85kkC4J4CnKRrTBkxj2oBpO1yzNdfKH/75V9RnhqE7/b8mkqlib4O2bRZgIUkwelYdM08fRvWgnqy7owcezdEDjwbAdm2WrHiDBx99nM3SOjpDzSRDreTtPO90vFNqZrOjoBIioodRZRVFUrEsm4yZoeDmcKS9SBPs79pqkCk1U5hSMwUPD8d1iBtxaoI1jK0cy5DYEKIDomh14R3O9WwXt+iA7eLZLp5VWtuuH2wMa0iGgqTISMq+TaH1bBenq4jdVcTpKmAnijh9bhdwMbGNJLbRhWP0ZFhaRgJP6W7QVApVSR6SKiPpMv4cX3BlE1fO4kg5HLI4cgZPsgEP205j22mgcZ+ex84ochhFDiMrBpKslAKcMpKkwA6VFyUUJegHMUsBTUWNoGuVaHo1ulaNrlejaVWoatif1i4b+yWbU5IkAopEQJGpOICVnTzPw/I8HM8PODqAU7rvrz1c/H86GT8rUhAEQTh4RBBS2C3H2S4T0t6zmkZ9r5FDkjTAI5NZhSSpRCLjDugUFUEQBEEQ9ozn7qIxjeNnQrYqfoCuyqmirjTHNtU8BmCnQUiA2ikG6WdgbfxjGFtghOTw4PQf8Z2J39zj8UmSxInnjScQ1lj25GZwZeINAY78/CiOi9zItNpp72lqsSxLTD1pCId9bDDpjgJdrTkcyyVSGaBqYBhF3bu/UwaEBnD1Z79C8T9s3lm8mdb1GQxDo2pgmAHDY8RrghRzNu1b03Q2ZamoCzFwTAWxml3X5FNlleMmH86sEdNY+o8NvPPsVhzPIRlopzPUTGeomUSomWSgjYzeBYCpFsg7OfL53I4X7BV4UR0d3QmgOUZpCZTvK56KFLIxBoAXssnZWVLFFG35NvJ2nqUtS1nasnTn45ZUKgIVVAYqqTKq/NtGJRWBCop2kZSZosKoYFhsGGEt7GdWFkEqSkj4AT4JCVmSMRSDsBYuLzXBGlR5929lJFVGrQmi7uQ19hwPJ1nE7szjJIo4KRMnVVonTJxkETdr9Uyl38O0OVc2cdU8rprHUXO4Ws5fq/nSNHMHJK9n2jluz/Rz2cFTCjhqHlfN4Wi50rVyuGoBR82B7AeRHTeL42bhAFZLkiQdRequtWkgywayFPDrb0o6Mt23/UWRQihyFFWKospRVCmGIkV63Y8gofovZvfrqcrIAQU5qJYyXSWQS3UcZQlJk5F0xd++y7FK6KL2oyAIwvuWCEIKu7V9TUjbyex4jGsiSdoOBZ89z2P9+lvYtPlOf9oJlOv0hMNjmDZtIQFjxxpQgiAIgiAcPG6/jWlK07GdAo4LCdUvx+JpQwjRDEDn+lEARKt3HoT82CkzePD5ZeiOHwRaUfcCZ0yd02d69J6QZYljPj2a6acMxSo6RKsCuw1I7ClJkojVBHcbDNxTRlBl5skj4eQd94UrDKoG7pgduCcCYY3jPzeWKScOYsvKBB1b02S6JmAVHGRJwsl4WKaDpiuYtsmW1FbyZh5XcnAll1DEoKGhmsFDBjBk2ABqqisIBHX0oIqiSHgepNrztG1Js2Vlgg3L2ijm/L8BI5UGk44fxKgjawnXaGxKb+L1ba+zpmsNmqyhyirJYpKt6UbWJFbTZXZhezbt+Xba8+378nL2S5M1RsZHlhsZBdQAUT1KTI/1LEaMCqOChnADDZEGYvqOE5ElRUKtCqDuIpDuOa4fLFMkvIKD1ZrD6Sz4GZxOKZPTcv1gmS4j64ofMFPl8n5JlkCV/WCaKiEpMngenoc/Ld3zPwzALl3T9vzHtT0/S9R0cLIWbtLCzhRxsjlsK40r53HI4tpmqXamW173fRKA5OEqhXIg01ULfpBTT+PoaWw9haP5tz3F6jnVM7E9E9y9T0TYGckOoFghZDuEYoWRnQCSqyK5GpKrlNYqkqeWtvuLLOulbf5+xY6imnEUO47mxv0GmqUMWqn0Ne3/rxTI9DvU+K+t4+G5Hlp9mOrPj99vz00QhINv+PDhzJ8/n/nz5x/qoQi7IYKQwm6529eE3G46djL1Jm+8cT5VVcdx2JTf9NnX1v4EGzf52zzP/8RWVeO4boFsdg0rVnyD6dP+KLrVCYIgCMIh5HoeEv1nQjpOjnXZKmy5gOp55EJ+8DDbOZRC11AkCWoGb9+8o8eQ6kEM/I83ef255bSFtuLO2MZXp//iPY81GNUJRt/z6R8KlfVhKut3H8j0PI9i1iabKhKtCqAHdv+nf/e1xx5ej3nOGJY/18SypzeTSRR5+W/reflv69ECCrHqAKo+ivGMwszbFHM24ZxNne0yE7Ali4KWpaBmyGsZClqGvJopbcuiuhq6E6Sgp0mFOkB3UA0ZVS8thoIkg4eH53nk7Tw5K0fWzpI1s1iuxarEqr163aJalIZIA1WBKuJGnAqjgpgeI27E/UWPUxGoIK7HiRkx4nocTdH8gGGJFFQxhsVg2KGorLhznuvhFWzcnI2bLy05q7Tu2eaZDp7p4JouXtHByzh+gLIUrPPKaxdPMnGlIm5p7ckmrmz6a9UG1cJTLVzFwlNK2+UirlLAkbM4ir+4pbUjZ3EV/32Epxaw1QLQuV9fB9kMo5pxPzBZjCHbIWQ7gOzqfnAWP9MUerJQJV2h0v0l8h5k1grCR9HixYuZPXs2p5xyCo899thendvc3Mx//dd/8dprr7FmzRquvPJKbrvttr26RiqV4sc//jF//etf2bhxIxUVFUyePJkrrriCs88+W8QSPmDET1pht7ZvTOM6fRvTbNnyexwnR1vbE+RyGwiFemowNW79EwCDB3+BIYO/iOe5hELDyec38/LSM0gkXqK9/Wlqa+ccnCcjCIIgCMIO+puOXa4J6eZZnhoAbGawZdOiDeSN188ksOE0JE+malCkT83E/px7xpkce9xWWrItTB0wdYcmKcKBIUkSgYhGIPLeXm89oDL91KFM+dggVi/dxrrXWtm6KoFVcOhozO70PEmWiIRCVIdiGCGNQEjFdT2KOZti3sYsrT1313ObI5UG1YMjVA+KUDPYX+IDQiB5NGYaWd+1nrydx8MPUqaKKVJm36Uz30lLtoVEMUHaSpNO7F02X9yIUxusZUBoALXBWuJGHF3R0WStvFZlFVmSUSSlVH9TQZEVVElFkRUUyW8MFFADBJQAhmr4a8UgoPprQzH26Y20JEtIIQ059P7+3nJdG8dJY1lJbDuFZaewrSSOk8V1TVzPwnVNPNcs3TdxXQvXLuLapr/u3uYVsOwElt2BaScAB1fPYupZTJr2alx+soR4aywI/bn77ruZN28ed911F5s3b2bo0KF7fG6xWKS2tpbvfOc7/OxnP9vrx+7q6uK4444jmUxyww03cPjhh6OqKs8++yzf/OY3Oemkk6ioqNjr6wqHjvhJK+yWY3u77I6dTi8v3+7sXFwOQubzm+lMvADA0CEXEQwOKR8XCg1nyJCL2LTpt2zYeDs1NSeLTzAEQRAE4RDxvH5qQro9mZCbciEIwHDLokWrJBDQOeaTU3j5H+uZfMKeTaseHB3M4Ojg/T524cBTNYWJxw5k4rEDsS2HVHuBdGcBx/Kn/OoBBSOsYYRUAiENLaDs9u86z/Owik45i7JrW472xgwdWzO0b82Q7iiQSRTJJIpserujfJ6iyVQPDFM9OELN4JEMqw6ih1Q0Q0EKlmoISv70/e7bkiRRcPNsK7SwrbCNpNVF2kqRslKldZKUnSJVTJEsJkmaSVLFFB6ef7+YZG3X2gP6GgPlAKWhGATVYHkJKAF/rfprSZLwPA9Zkssdy8NamKge9ddalJAWQkLC9VzCul9DM6pFD/nf27KsIsuVaFrlfr2u57lYVgLTbMc02ykW2ykU2yhYSYp2GtPJ4yLhIOF4/uICLYUcqqyIOvWCsBPZbJYHHniAV155hZaWFhYuXMj3vvc9ABYuXMj8+fPp6uoqH//www9z9tln+w3v8KdJ//znPwf8YObeuvbaa9m4cSOrV69m4MCB5e1jx47l85//PIHAzktpCO9PIggp7JbjuEi96sK4br7XbZNcbkP5fjrd052xqekBAKoqj+sTgOw2dMjFbNnyB9Lp5SQSL1FVdcyBGL4gCIIgCLvhv1nYfjq2XxPSdfJkLQsCMNCGzbbK4MGDmXHaMKbNGYKsiDfvHyWqplDVEKaq4b3VtewmSRJ6QEUPqEQqoXpQhFEzBpT3F/M2Hb2Cku1bM3Q2ZrAtl9ZNaVo37Ut9wjgQRwUqS0sophOrCZRrg8aGGSjVLk4sR5fbSVu+jdZcKykzheVYWK6F6ZiYronjOjieU17bnt1nm+3ZWI5FwSlQtIv+2ilSsAs4Xk+X8oJToLDdjKP9SZVVAkoAXdFxPIeC7Y9DQkKRFD+bU1Z67styebvsz40HSlPkS9Pku+8D5eN6n6NIfkC69zbbtSk6RYpOEdMxKTp+vXhd0ctZoYZioEgKluu/1hJSOfPU9Vxs18ZyLWzX9pfSa2x7Pdv31GG1h3GuyM4WDiLP87CLxUPy2Kqxd1nX999/P+PGjWPcuHGcf/75zJs3j+9+97sH5QMN13X5y1/+wnnnndcnANktEtl5KRjh/UsEIYXdciwXSe75A8np9cdRsdhK7zct6cxKwM+eaGp+EACr5jx+u7mVw+NhZsZ7/mDV9Srq6z9FU9NfaGl5WAQhBUEQBOEQ8dj5dOy8WcCU/YBPWIoSKRYYPHgCgAhACgeMEVQZOLqCgaMryttc1yPVlqd9a4aORj8wmUsWKeZsbMvFK9U09NxSgMzzz+lu/uJ6HriUj+stlzLJpUxa1qd2GEsoplNRN5hR9WOprAtRUVoilQaqpuzT87Rcq09gsmgXyTt5CnaBvN2z7r14eCiSgu3aZKwMWStL2kyTtbJkzAwZK0POziGV/kubadJW2j/ezYDVdwweHrZn+3/Su/0O86DI2/ndH7QPZElGlVRUuWepDdYysWriAX1cQdieXSxy+xc/c0ge+8o/PIi2F9mDCxYs4Pzzzwfg9NNPJ5PJ8PTTTzNnzoEvp9be3k4ikWD8eNE46sNEBCGF3dq+JqTnWbiujSyrFIstfY7NZlfhujbtHf/CNNtYpx7JD9fVUfSakIE/TBnBKTXx8vEN9WfT1PQXWtseY6z9XVT1I15pXhAEQRAOAa/U/LeJgTTQhERPJuSmhIutJwFw1Toi+TyDB4tp1cLBJ8tSOQA4euaA3Z+wC91BSs/zMAsOqfY8qfYCqfY8yfY8yW05Etty5JJmOUDZtKZrh+sYYZVIhUE4bhCqMAjHdcJxg3Bpm2rIyLKErMjIij9F3HVcXMdD0fwmPIYeJGyE91u39/4U7AJdxa5yBqIqqQRUPysSwHEdPDwcz8F1XX/t9V1LSOXsJ4nSulc2lOd55eO7l+2v43ouqqxiKAa6opczMwEsxyqPr+gUcVwHTfFrbnqeV84+VSSlvL13ULG7Puf293vX7RQEYc+tWrWKpUuX8tBDDwGgqirnnnsud99990EJQnZnWx/qMhLC/iWCkMJu+TUh+35k6roFZDlSDkLG47PIZFbgODny+U00NT1AEZ07pa9SLP3wcIFvr97KcZVRgqXMiXh8JqHQaHK5tTQ1P8jQIV/a6Thc1yaXW49ldeK6FrpeRTg8TnSyEwRBEIR95Hoezw0+nFelizjPW8iZ/KNcE3J1O2RVf9pY1hhOLGlSW1t7KIcrCPusXC8SiUBYJhDWGNBPx2szb5PYlqOrtCRa/HWyNYdtuRSzNsWsvctGPXtK1WRUXUHVZUIxnWhVgEhVgGhpiVQZRKsDBMLaXr8pD6gB6tX6fR6jIAj7TjUMrvzDg4fssffUggULsG2bQYN6aj97noemaSQSCWRZLgcKu1mWtf1l3rPa2loqKytZuXLlfrumcOiJ6I2wW67jIil966o4bgGVCKbpFwo39Fq80GhS6bfo6lpKZ+cL/I3PstUO0WBoPD5zLGe8tprGosU9Te18eYj/6bUkSQwdciHvrvpvNm/6HYMGfg5FCZYfx/M82jv+xdatf6Sr6xXc7ZriaFo1AwacxuBB5xOJjDvAr4QgCIIgfDh5nserDVMAuE+6kDO9f5SnYy/vyIEEEddlZWQKR6ZkFGXfpqAKwgeFHlSpGx6jbnjfAKXn+d2+s11Fsski2S6TbLJIrqtIpqtINmmSSxaxLT/r0XU9XMfFc0FRJCRFwrFdXLvnDbxtudiWC1nIJIo7rXupGUqpdmWAeK1fwzJaFfCzLysMghHtgGZVCoKwbyRJ2qsp0YeCbdvcc8893HLLLZx66ql99s2dO5f77ruPUaNGkU6nyWazhMN+2bVly5bttzHIssy5557LH//4R6677rod6kJms1kMw0BVRVjrg0T8awm75VguUrBvENIt1YW0bL9ujqrFiahRUum3WLf+Vlq9ShZJnwLgh2MGMcDQmD+8jqtXbeWure1cMrgWpfQJbn39p9m46bcUCltZu+6njBvrd9tKp5ezZs2NJLqWlB9XUcIYRj2yrFEoNGJZHTQ2/onGxj8Ri02ltuZUgqGhqGoMPAfXtXA9CzwH3agjHBqFrlcd8NdMEARBED5Its9kAPzfn0BrsgPiMMyyeDc4ms/U5w728AThfUeSJAJhjUBYo3rQe2+O4Loetulgm255bRUdsskimUSBdEeBdGfP7VzKxCo6ftOexky/15QViXCF4U8TrzAIxnQCIRUjrBGpNIhVBwnFdDRD8buKi4ClIAjbeeSRR0gkElx88cXE4/E++z7zmc+wYMECnn76aUKhENdeey3z5s1j6dKlLFy4cIdrdQcmM5kMbW1tLFu2DF3XmThx9/VYb7zxRp555hmOPPJIfvjDHzJr1iw0TeP555/npptu4pVXXqGiomI/PGPhYBFBSGG3HNtFlrfPhPQLR9u2XyNKU+OEQsNpan4Ay+rkAb6GhcYxFRHOKNWAnFtXxY3rmtlSMHm8PcmZtRUAKIrBuLHX8eZbl7J16x8oFptxXYuOjn8DIMs6gwd/kYb6TxMOj0Yq1XNxXYtE4iWamv+X1tZHSaXeJJV6c7fPxzAaqK4+noEN5xCLTRU1JgRBEATB7ScI6fo1ISudtQDE3SCWo9EwdNAOxwqC8N7IcneX8D073rYcMp1Fkm15km35Ui3LPJmEn4GZT5u4jucHLzv2rNO2qstoAbUclNQDSum2ila6rRtK6Xbf44ywRjCqEYrqqLrIkBaED4sFCxYwZ86cHQKQ4GdC3njjjWzcuJF7772Xq6++mjvvvJM5c+Zw/fXXc9lll/U5fvr06eXbr732Gn/6058YNmwYGzdu3O04KisrWbJkCT/60Y+44YYb2LRpE5WVlUyZMoWf/vSn/Y5PeH8TQUhht1zHQ+nVHdvf5gchLasLAE2LU1FxBABrGcNi6Xgk4PrRA8tBvpAic8HAam7f3ModW9rKQUiAmpqTGDnyKtavv5W2tidKWyXq6v6DUSO/QTDYUwC/07JJ2w5DAzrV1cdTXX08xWIrbW1P0plYjGV2YNspkBRkWUeWNJAkCoVGCoVGisVmmprup6npfiKR8Qwa+Hnq6z8lmuIIgiAIH1keOwYhPc+iaNnE1C2ATGtgPJFinpq64Qd9fIIg+FRNKTfn6Y/juOSSJtmuIplEkWwpMFnI2RQyJplEkVRHgULaLHcI97MwTfa1N7VmKH5AMqYTjOr+OqYTLq1D0dI6pqMHxNtQQXg/+8c//rHTfTNmzCjPoJgxYwZnnXVWn/2XXnppn/v9zbbYG/F4nJtuuombbrppp8fsSUBTeH8QP/2F3XJsF01y+25z/QL1dvd07FImZE3NaVzffjwA59RXcVi07x9IFw2u5Tdb2ng5meX1ZJYZ8XB534jh/4+qquNob3sSRYlQU3MSkcjY8n7L9fj+ukbubmzH8WB6NMSCycMZGNAxjAEMHnwegweft8vnYttZksnXadn2N1pbF5HJvMuq1dexZu1N1NX9BwNqTyManYxh7FvHRUEQBEH4IHH7yYSUcymyf/8WCd0EAqyoPIrhyTyx2I7NOwRBeH9QFLncyGZXPM/Dsfyp32bBwSqWloK93TYbq9f+3tvNgkMxa5FLm7i2Vz4m1b77DMzu5jvdwcpQr0Bl+XZp0QxFzFwSBEH4kBBBSGG3HMtF2i4I2ZMJ6U/HVjU/Dbql4QbWdGwmKMt8e+SOHfjqDY2z6ir435YEv9nSxu96BSEB4rGpxGNTdziv6Lpc9PZGnu5Mlbe9kc5x3lvreWTGGMLqnk3/UNUw1dWzqa6ezdgx36Wl5WEam/5MNruG5uYHaW72u5QpSghJUtH1GnS9FkOvRVaC4Dl4noPrmrhuEdct4rgFPNdCNwYQCg4jFB5FZcURBIPDxR9MgiAIwgeC6/b9Pa/YLpteepF2y2J9jV9LORsYQbwlQTQqZg4IwgedJEmlTtwKwX38lvY8D6vgkEuZ5NIm+bRJPmX690tLPt1z28+8dEm1F/YsYKnJfYKSRtCfEq4aSnlquGYo6EEVI6iih0rr0n1Fk8Xf5ILwPhWJ7Lym7qOPPsrs2bMP4miEg0EEIYXdcmwPafvp2KUu1T01If2siLsbEwBcOKiaBkPv93pfGTKA/21J8M+2LjbliwwLGrt8fNfz+K93t/B0Z4qgLPHbScMZHw7widfXsDJb4No1jfx8wtC9fl6aFmfIkC8yePAXSKZep7npQZKpN8hm1+E4udLzS5HLrd+zC27XwDAYHE593Sepr/8kodCIvR6fIAiCIBws20+VSmxz+F5VRa8DVGxtMNWFJgxj17+3BUH4aJEkCb0U9NvZNPHezIJdCkpafrAy7XcSz6WtXsFL/75ddLAtd69qXG5PViSMkOrX3gyq/u1eQUo9qDL9lKFohqhpKQgH2666aQ8aJGpQfxiJIKSwS57n4TguSH3fnDjd3bFLmZCaVsHaXIFnE2kk4MJBNTu95sRIkBMqozybSPObLW38aOzgnR7reh7fWLWFB7clUCS4e/IIPlbtBzzvnDScs99Yy/0tnfxHbZxTat5bUVpJkqiIz6QiPhPwp2ybZhueZ2Oa7RTNNsxiG65r+p+iSgqybKDIAWTZQJYNJEmhWGwhl99IOr2CZPIN8vmNbNh4Oxs23k4sehh19Z+kbsDHxVRvQRAE4X1n+yDkmpwMvWZzmtJEkFQGeYiMIkEQ9onfiEclXrv7Y62i05NJmfQDlmbexjJ7pojbpWniZt6mmLcxey2e59e3z6ct8mlrp48z/ZS9T2gQBGHfjR49+lAPQTjIRBBS2CXX9cADSeqbCbl9d2xVjXPP1g4ATqmO7Ta7cd6wATybSHNvUztfHFjNhEhwh2OSls3Vq7fy99YuZOCXE4aVA5AAR1VEuGxwLXdsbePqVVt5Jh6mQtv3L2lVDaOq/jTxcPi9/VC07Qxt7U+xreVvdCZeJJV+i1T6LdasuYFAYAih0HCCgcEEAoMJBrvXQ9H1qn0evyAIgiDsLa9XTUjZc2h2ezKCXDtMrvpTaI7FwPAetvAVBEHYDzRDIV4bJF6743uF3fE8v05lMdcTlOwdpCyW1w6qLh+A0QuCIAjbE0FIYZccq1QjaoeakAUcx6+JCKCqMR5t3wrAeQOrd3vd4yqjnFod44mOFP/51noenj66HLhM2w7/ty3BbZu20VS0kIFfTBjK2XWVO1znWyMbeLIjxfp8ke+tbeT2CcP24dnuP6oaoaH+LBrqz6JottO67Z+0bPs7qdSbFApbKBS29HteIDCIWGxqzxKdhKLsflqLIAiCIOybniDkoGIrbbIfhCxs/U+K9lSsEQ3UZrqo6D1FWxAE4X1MkqRy1qUgCILw/iB+Igu75Nr+m5LtG9M4bgHb7irtU9hQ1NhSMNElieMqd15ctrdbxg/h02+sZU2uyMmvrOLweJgO02ZFNk/pYRkR1PnFhGHM2q6BTbeQInPb+CF86o21PNCS4IyaOGfUVuzVcyw4Lv/qTPFcIsOqbB7bhSpdYUY0zOcbqhhgaHt1ve0Zeg1DhnyRIUO+iGWlSGeWU8g3UihsJV/YQiHfSL6wlWKxhUKhkUKhkdbWRYD/2obDY4nFDisFJacQDo9ClkU9LkEQBGH/cV0P2XVwZYXh+UZaSw3fHKsCa2oNSBLVmSTRWtGURhAEQRAEQXhvRBBS2CXH8YOPkrxjd2zL6gL8qdivpPxGLjPjIcLKnhV1rtU1Hpw2mvPeWs87mTz/7uzp7DImZHD+wGrOH1i92+sdURHhy0Nq+e2WNv7fys3coyocV7nrN0me5/FmOs+D2zp5aFuCTsvZ4ZjH21PcsrGFz9ZX8v+G1jEytO+BP02LUVV5NOyY1Iltp0ml3yGVfJNU+k1SyTcpmtvIZFaSyaykqel+wA9MBoPDiYTHEomMJxY7jHh8ZnkKuSAIgiDsLc9zUT0HE4XB+WbWln73qlW1eBV+o7mBXe1ER9YfymEKgiAIgiAIH2AiCCnsUvd0bFnZMROyOwipaRW8kswCcER8z7Igu9UZGk/MGstLXRk2F0xiqsJh0RCDDW2vCt9/Z+RAlmfyPJ/I8Nll6/hMfSXn1FUxMmRQqalkHYd202Z1rsA76TyPtSdZkyuWzx9kaJxeE2dGLERQkWksWPytNcGrqRz3NXfy5+ZOPltfxTUjG6jfx8zInVHVKFWVR/tBypJCsYVUyg9IJlPLyGRWljp2ryOXW0dr26OAH5iMRqdQWXEkFZVHUBGfharu3b+FIAiC8NHleSDj/66P2Gns0u/gmXmo9v5M0qlieFuBWOyYQzlMQRAEQRAE4QNMBCGFXXJs/w3J49XTWctxfIMbMTBxnQJWaTq2psZ5NeUHIWfF9r5+oSxJHFsZ5dh9GKcmSyycPILr1jZxb3MH/9uS4H9bErs8JyBLnF4TZ25dJSdVx1C2C3peOqSWpV0Zbt/cylMdKe5v6eQfbV1cOXQAFw2uJabuWcbnvggY9QRq6xlQexrgZ3AWzW1kM2vIZN8tdeJ+jUKhkVRqGanUMjZtvqM8jTsQGEQgMJCAUY+mV6NrVWhaJZpWia7XiEClIAiCAPiZkB7+70HDTUGpR8NQy+RUHqRgxXnF+yTRqJiOLQiCIAjC+8vw4cOZP38+8+fPP9RDEXZDBCGFXXJKxRn/XnUUAC8wh5O9RThuHtvyO2PnlHrWpv2swpk7qd14MIRVhZvHD+H8gdXc3djGi4kM20yrXF+yUlUYHjSYEg0yMxbmzNo40d0EEo+oiHBvRYTXk1m+t7aRV1M5frShhZ9v2sbHayv4XEMVx1REkPcia3NfSJLkByaNeqqrZ5e35/Nb6ep6mUTXUhKJlykUtpSnce9KwBhIJDrBn9YdnUw8PhNd331jIUEQBOHDxXN7WtNodgZ00ByZga7/IaNj+1HJSER8eCUIgiAIHyWLFy9m9uzZnHLKKTz22GN7de4LL7zAt771Ld59911yuRzDhg3jy1/+Ml//+tf3+BqpVIof//jH/PWvf2Xjxo1UVFQwefJkrrjiCs4+++y9mkEpHHoiCCnskmO7vfplQpdUB57fHbt7OvYaRgIwOmRQpR36L6lpsRC3x/wu2Z7nkXZcgrKMJr/3H04z4mH+MWMM/9faxW0bt7E6V+DBbQke3JagwdA4piLCkfEwM2IhRoYChBR5fz2dPRIMDiYYHExDw1wACoUm0ukVFIrNFIstFAstmFYHlpUoL46To1BsolBsor396fK1QqGRxOMzqYjPoqJiJsHgcPGDXRAE4cPO8/Ak/3eXWgo8qp5CWMkDYDv+7/dQaO9nPAiCIAiC8MF19913M2/ePO666y42b97M0KFD9/jccDjMV7/6VQ477DDC4TAvvPACX/7ylwmHw1x22WW7Pb+rq4vjjjuOZDLJDTfcwOGHH46qqjz77LN885vf5KSTTqKiomIfnp1wsB36iJHwvuZYDkWtJwAlyQa4pZqQtp8JudzxfwjNir3/GqNIkrTfpk1LksSn6yo5e0AFb6Ry/KWlk//blqC5aPHXbQn+uq1n+vfggMaYUIDhQYNaXUUGJCRszyPruGQdh2yp6c+kSBC1FOSbGg1yWDREYB+DmIHAQAKBgbs8xrJSZDLvksmsJJ1ZSSq1jGx2DbncenK59TQ3/y8AmlZFRXwm8YqZxKJTiEQmoGnxfRqfIAiC8P7i0jMde6C9HgDF0QiqfkDSdVRkWUbX9UM2RkEQBEEQDq5sNssDDzzAK6+8QktLCwsXLuR73/seAAsXLmT+/Pl0dXWVj3/44Yc5++yz8Tw/lWn69OlMnz69vH/48OE89NBDPP/883sUhLz22mvZuHEjq1evZuDAnve3Y8eO5fOf/zyBQGCvn9Ott97K73//e9avX09VVRWf+MQn+MlPftJntkf382xvb+e0007juOOO4wc/+EGf5yq8NyIIKeySZbrk9Z4gpCn5gUbHzpM3/SDk68U6AI6r/GhM0ZIkiRnxMDPiYf5n9CBeSWZZksywpCvLykyehO2wtWCxtWAB6d1e78FtfWtXapLE5EiQWfEQJ1TFmF0ZwZD3f2alpsWorDyCysojytssq4tk8nW6ul6lK/ka6fRbWFYnbe1P0tb+ZPm4QGAw0cgEItGJxKKTicWmoetV+32MgiAIwkHiej3Tsd00EEZ2NYKa/3vMcVWCwaDIjBcEQRCEfeR5Hp7l7v7AA0DS5L36XX7//fczbtw4xo0bx/nnn8+8efP47ne/+57/HnjjjTdYvHgxN9xww26PdV2Xv/zlL5x33nl9ApDd3muJGFmWuf322xk+fDgbNmzgiiuu4Jvf/Ca//vWvAXj55Ze56KKLuPHGG/n0pz/NY489xnXXXfeeHkvYkQhCCrtkFx3sXomEaSmGic43Mp+lMVXDRaxjlel/88+u/OgVqw8qMsdXRTm+que5d5g2a3MF1uaKbMoX6bDs8hs7RZIIK3JpUTBdl7czeRRJoui6vJbM0W7ZvJHO8UY6x++2thNWZE6ujnFGTZyTq2MHtCGOplVQU3MSNTUnAeC6RVLpd0h2vUoy+QbpzEoKha3lpXdgMhgcRjw+nXhsOvH4dMLhcciy+BEjCILwQeABXukNhVnKXpBcnaDhf+DoOJqYii0IgiAI+4FnuTR9b/EheeyB3z8GSd/z95MLFizg/PPPB+D0008nk8nw9NNPM2fOnL163MGDB9PW1oZt21x//fVccskluz2nvb2dRCLB+PHj9+qxdqd385oRI0bwgx/8gK985SvlIOTPf/5zTjvtNL797W8Dftbl4sWL97oeptA/ESEQdsk2HZxetRTTRFnMbFY4QwD4mfQtACaEA9QZ2iEZ4/tNta5SrUc4smLvP5nxPI/NBZNXk1leTmZ5oj1Fi2nx99Yu/t7ahSZJHFsR4bTaOKdVxxgYOLDT4mTZoCI+k4r4zPI2y0qSybxLOrOCdHo5qdRb5HLryOc3kc9voqXl4dK5QaLRSYTDowmHRhEOjyIUGkUgMBBJOrg1MwVBEIRd8zwPt9QSu1D65MxzDYKBLhz86djBYPDQDVAQBEEQhINq1apVLF26lIceeggAVVU599xzufvuu/c6CPn888+TyWRYsmQJ3/72txk9ejSf//znd3lO95Tu/T0L49///jc33ngjK1asIJVKYds2hUKBbDZLOBxm5cqVnH322X3OOfroo0UQcj854EHIX//61/z0pz+lubmZSZMmcdtttzF79ux+j33mmWf42Mc+tsP2lStX7vfot7BnLNPF6/U9/5o1jHe4aIfjPjGg4uAN6kNMkiSGBQ2GBQ3m1lfxo7Eey9I5Hm1L8mh7krW5Is8k0jyTSHMNcFg0yBk1cU6viTM+HDgo0+Q0LU5l5ZFUVh5Z3mZZSVKpZSSTy0im3iCVWoZtp0kmXyWZfLXP+bIcIBQaQSg0shSgHEk0Okk0wBEEQTiEPM+D0s/gQmmb5OnIWg4HcEQQUhAEQRD2C0mTGfj9Yw7ZY++pBQsWYNs2gwYNKm/zPA9N00gkEsiyXA4UdrMsq99rjRgxAoApU6awbds2rr/++t0GIWtra6msrGTlypV7PObd2bRpE2eeeSaXX345P/jBD6iqquKFF17g4osvLo99++ck7F8HNAh5//33M3/+fH79619z7LHHcscdd3DGGWewYsWKXXZUWrVqFbFYrHy/trb2QA5T2AXbdHCkvt+ERSmAjMPJ8ks86R5HWIZz6kU9wANBliRmxMLMiIX5zqiBrM0VeKwtyePtKV5NZXkrneetdJ4fb2hhaEDn9Jo4p9XEODweRj8AdSR3RtPiVFefQHX1CQB4nks2t450ernf6Ca7nmxuLbncJly3QCazkkym7y8TVY0Ti04hFjuMeHwG8fgM0QBHEAThIHF7/cFdDkKi4ep9a0IKgiAIgrBvJEnaqynRh4Jt29xzzz3ccsstnHrqqX32zZ07l/vuu49Ro0aRTqfLGYQAy5Yt2+21Pc+jWCzu9jhZljn33HP54x//yHXXXbdDXchsNothGKjqnoe1Xn31VWzb5pZbbkEuvV9+4IEH+hwzceJElixZ0mfb9veF9+6ABiFvvfVWLr744vJ8/9tuu43HH3+c3/zmN9x00007PW/AgAGizfr7hD8de8dPAs6UnuY8748c7S3i5MN+xeADPC1Y8I0OBfjqsABfHVZHm2nxRHuKx9qTPJdIs7lgcufWNu7c2oYuSUyKBJkWCzE2HGCQoTE4oFNvaFSoCvIBzjiUJJlIeAyR8Jg+213XplDYSi63nmx2LdncerLZNWQyK7DtJJ2JF+hMvFA+PhweQzw+k2hkAuHwGMLh0eh69QEduyAIwkeR2+tXfbH04aPsqbhaDvAzIUVNSEEQBEH4aHjkkUdIJBJcfPHFxON9E0M+85nPsGDBAp5++mlCoRDXXnst8+bNY+nSpSxcuLDPsb/61a8YOnRoeWbrCy+8wM0338y8efP2aBw33ngjzzzzDEceeSQ//OEPmTVrFpqm8fzzz3PTTTfxyiuv7FXsaNSoUdi2zS9+8Qs+8YlP8OKLL/Lb3/62zzFXXnklxxxzDD/5yU8466yzeOKJJ8RU7P3ogAUhTdPktddeKxfz7HbqqaeyePGui7BOnz6dQqHAxIkT+e///u9+p2h3KxaLfaLoqVRq3wYu9GGZLq7S887ka8arjCrcQQ0pXM9mHKsYGRFBoUOhVtc4b2A15w2sJus4PNuZ5rH2JE91pOi0nHJzm+0pElRpKtWlpUb31w2GxvCgwYigzvCgQeQANMCRZZVQaDih0PBy8xsA1zXJZFeTSr1FKrmMruRr5PMbyWbXkM2u6XMNTasqBST9oGSkHJys2e/jFQRB+KhwSy3UNNciV6oFLUsKnp7394vp2IIgCILwkbFgwQLmzJmzQwAS/EzIG2+8kY0bN3Lvvfdy9dVXc+eddzJnzhyuv/56LrvssvKxrutyzTXXsGHDBlRVZdSoUfzoRz/iy1/+8h6No7KykiVLlvCjH/2IG264gU2bNlFZWcmUKVP46U9/2u/4dmXatGnceuut/PjHP+aaa67h+OOP56abbuILX/hC+ZijjjqKu+66i+uuu47rr7+eOXPm8N///d/84Ac/2KvHEvoneQdowntTUxODBg3ixRdf5Jhjeuod3HjjjfzhD39g1apVO5yzatUqnnvuOWbOnEmxWOSPf/wjv/3tb3nmmWc4/vjj+32c66+/nv/5n//ZYXsymewzpVt4b56/fzUPvbuZPx9fwxBvE7+KLiedXtDrCJmTPrZKNBp5H/E8j00Fk2UpPwi5OW/SWDDZWjTptJw9vs6IoM6UaIgpkSAzYiGmx8KElIP372yaHSSTr5NMvuFnS2bXUChs2enxmlZFLDal1J17BrHYYajqR69ju/D+lEqliMfj4nfTfiRe0/3r7lsWcu2MaVRYKc5c+yWeDIeoy0znmpGvg5Fn1bvHcMQRX2PWrFmHeqiCIAjvS+L3ktCfQqHAhg0bGDFiBIFA4FAPR3iPFi5cyPz58+nq6jrUQ3nf2tOv9QPemGb7RhOe5+20+cS4ceMYN25c+f7RRx/Nli1buPnmm3cahLzmmmu46qqryvdTqRRDhgzZDyMXAKxeNSEVbKBvx2dNi4sA5PuMJEkMDxoMDxqcVVfZZ1/Rdem0bDpMmw7Lod206LBs2k2brUWLjfkiG/NFOi2HDXmTDXmTv7d2AaBKMCkS5Ih4mOMroxxTGSGsHLhaJrpeTW3tKdTWnlLe5jg5stl1pQzJteV1vrAFy+qko+NZOjqe7X4lStO5pxOPzSAen04oNEJ8vQqCIPTDw//bLOzkyZb+TtMV8PQCEuA4mpiOLQiCIAiCIOyTAxaErKmpQVEUWlpa+mxvbW2lrq5uj69z1FFHce+99+50v2EYGIbxnscp7JpVcHBLcSYFBzwNVY1j20kANK3i0A1O2GuGLNNg6DQYu67h2WnZvJ3O81Y6x5vpHK+lcjQXLd5M53kzned3W9vRJYkjK8KcWBXjY1VRJhyE7tyKEiIWm0IsNqXPdsfJ+9O5S925k8k3KBS2ks2uJptdTVPT/aXzw0TCY4lExhOOjCMSGU8kPA5NE59WC8K++vWvf81Pf/pTmpubmTRpErfddhuzZ8/e6fH33XcfP/nJT1izZg3xeJzTTz+dm2++mepqUeLjUHBKE2Mi6RTZUqH2kOwilT6IdFxVZHAIgiAIgrBfRSKRne579NFHd/m3ZH/uu+++nU71HjZsGMuXL9+r6wn73wELQuq6zsyZM3nyySc5++yzy9uffPJJPvWpT+3xdd544w0aGhoOxBCFPWDm7XImpIyL60roenU5CKnronP5h1GVpnJCVZQTqnqmM28tmLyazLK4K8O/O9NsKZg8n8jwfCLDD9ZBne6f87GqGMdXRqnWD3iidZmiBInHphKPTWUIXwSgWGwjVQpIJpNvkEq/jeNk/SBl6o0+5xtGA/HYND9rMj6daHQSsiw+3BCEPXX//fczf/58fv3rX3Psscdyxx13cMYZZ7BixQqGDh26w/EvvPACX/jCF/jZz37GJz7xCRobG7n88su55JJL+L//+79D8AyE7to8FatayNSXsiIVu7xf1IQUBEEQBGF/21U37UGDBu319T75yU9y5JFH9rtP07S9vl63Cy+8kAsvvPA9ny/0OKBRgquuuooLLriAWbNmcfTRR3PnnXeyefNmLr/8csCfSt3Y2Mg999wD+N2zhw8fzqRJkzBNk3vvvZe//vWv/PWvfz2QwxR2wSzYeKXZqyo2rgeGXk2O9YAIQn6UDA7oDA7onFVXied5rMsXeaYzzb870izuyrDNtHmgJcEDLQkAxoUDHBkPc1RFhFmxEEMC+gHPlOzNMGqprT2V2tpTAXBdi1x+I5nMu2Qyq8hmVpHJvEuh2ESx2ExrWzOtbY8CIEk60ejE0lRuPzBpGA0HdfyC8EFy6623cvHFF3PJJZcA/u/zxx9/nN/85jfcdNNNOxy/ZMkShg8fzpVXXgnAiBEj+PKXv8xPfvKTnT6GaER3YHU3ponkszTK/hSICrUnCOk4IhNSEARBEIT9a/To0fv1etFolGhU9AV4PzugQchzzz2Xjo4Ovv/979Pc3MzkyZNZtGgRw4YNA6C5uZnNmzeXjzdNk2984xs0NjYSDAaZNGkS//znPznzzDMP5DCFXSjmHZzSew4/ExI0vWeqnGEMOEQjEw4lSZIYHQowOhTgksG1FF2XpV1Z/t2Z5pnOFCuyBVaVlnuaOgCIqwoTwgEmRYJMLC3jwwGCB6nZjSxrRMJjiITHQN0nytstK0Ums4JkeSr361hWJ6nUMlKpZWzh9wAYeh2xUqZkPDaNaHQKiiKyJQXBNE1ee+01vv3tb/fZfuqpp7J48eJ+zznmmGP4zne+w6JFizjjjDNobW3lwQcf5OMf//hOH+emm27qtxGdsH+4AI5LmDxdpZ/LA4xMeb8IQgqCIAiCIAj76oDPl7ziiiu44oor+t23cOHCPve/+c1v8s1vfvNAD0nYC1bBxi3VoVdwytOxuwUCe58iLXz4GLLM7Koos6uifI+BtJs2S5MZXu7K8lIyw4pMnqTtsCSZZUkyWz5PBkaFDD8oGQ4yKmQwMmQwLKgf0KY3vWlajMrKo6isPArwm2cVClvK07iTqdfJZN6laG6jre0x2toeA0CSNEKhEYRLgc1weCzh8BiCwaHI8sGbii4Ih1p7ezuO4+xQ77murm6HutDdjjnmGO677z7OPfdcCoUCtm3zyU9+kl/84hc7fRzRiO7Acj0PbI+mmjdxSlnfw8Lt5f2Oo4ka3IIgCIIgCMI+Ee+UhV0y8zau7L8ZUXBwHY9QcFh5fyQ89lANTXgfq9FVzqyt4MzaCgBM12VNrsjyTJ7lmTwrM3mWZwp0WDZrckXW5Ir8ja4+16jTVSaEg0yKBpkcCTIp4gcplQM8JVqSJILBoQSDQ6mv9+vXOk6eVOrtcqZkMvkGltVRbnzT2ud8nXB4JOHQaMLhMYQjY4iExxIMDkWSDk5gVRAOhe3LFXiet9MSBitWrODKK6/ke9/7HqeddhrNzc1cffXVXH755SxYsKDfc0QjugPLBSTXY1P1OgBUz6MhnCjvV9UYsnxwMtcFQRAEQRCEDycRhBR2ynM9zKKDW3oPqeDgeRLxiln+fSVCNDplF1cQBJ8uy0wqBRK7eZ5Hq2mXA5PvZgtsyBfZmC/SaTlsM222mWmeSaTL5wRliXHhUlCyFJycGA4QVg9scE9RglRWHkFl5RHlsRcKTeUgZCa7hmx2DdnsWly3UKo7+W6fa8hywO/MHZ1AJDKBaGQCkch4VHXnHeEE4YOgpqYGRVF2yHpsbW3dITuy20033cSxxx7L1VdfDcBhhx1GOBxm9uzZ3HDDDaIh3SHgSh44Xvn+Vane9SAVAgHxs0oQBEEQBEHYNyIIKexUMW+DB04pCCnj4Loq8dhUZsz4C7pWiabFDu0ghQ8sSZKoMzTqDI2Tqvt+HXVZNutzRZZn87yTzrMiU2B5Nk/OcVmWzrEsnYPm0nWA4UGdSZEg06IhpsVCTI2GiB7AwKSfLTmIYHAQNTUfK2/3PJdCYasflMx0BybXkM35wclU+i1S6bf6XCsYGNorMDmeSGQigcBA0QRH+MDQdZ2ZM2fy5JNPcvbZZ5e3P/nkk3zqU5/q95xcLoeq9v0TRCmVYPA8r79ThAPM9QCnJ/A4xlLIYgHg2LqoBykIgiAIgiDsMxGEFHYq2+V3IZX0nunYjuO/SaysOPyQjUv48KvQVGbEVWbEw+VtruexMW/yTilz8p10nhXZPM1Fiw15kw15k0fakoAfmBwTCjA95gclp0dDTIwE0A/wVEJJkstTuWtrTi5v9zyHXG4TmcxK0pmVZDIr/TqTxRbyhc3kC5tpa3u8fLyqxohExhOJTCASHks4PJpweDSaVnFAxy8I79VVV13FBRdcwKxZszj66KO588472bx5M5dffjng13NsbGzknnvuAeATn/gEl156Kb/5zW/K07Hnz5/PEUccwcCBAw/lU/nI8iSQnEL5vuz1/IloO5oIQgqCIAiCIAj7TAQhhZ3KlIKQcsAPPPqNaQ7liISPMlmSGFlqXPPJARXl7e2mzYpMnrdKGZLL0jm2FixW5wqszhW4v6UTAF2SmBQJMj0WKi8jgwbyQcg4lCTFrxMZHkldXU/3X9PsLAck05kVZDLvks2uxbZTdHUtpatraZ/r6HoN4dBoItGJxKKTiUYnEwoNF7UmhUPu3HPPpaOjg+9///s0NzczefJkFi1axLBhfg3h5uZmNm/eXD7+wgsvJJ1O88tf/pL/+q//oqKigpNOOokf//jHh+opfOS5nodcCkKqnkdRigB+d2zb1gkGg7s4WxAEQRAEYe9cf/31PPzwwyxbtuwDcd3tnXjiiUybNo3bbrttp8cMHz6c+fPnM3/+/AM6lg8SEYQUdqo7E1I2eoKQjrOXFymk4K374d1HwDZh1MfgyMshIKZxC/tHja5yfFWU46ui5W1tpsUbqRxvpEqByVSOhO3wRjrHG+kcNPrHxVSZqVE/U7I7a7LB0A/a2HW9iqqqY6mqOra8zXWLZLPrSlmT75ZrTRaLzZhmO6bZTqJrSfl4RQkRiXQHJSeVApMjRYdu4aC74ooruOKKK/rdt3Dhwh22zZs3j3nz5h3gUQl7ygPw/OnXuufRItVQhV/n0zSDBEUmpCAIgiB8JC1evJjZs2dzyimn8Nhjjx3q4bxvPPTQQ2iadqiH8YEj3qUKO5Xu8DMiJN2fwqrg+DWjdsc2oW0lvLsIXvolmJmefZsXw+v3wPl/hdpxB2DUggC1usapNXFOrYkDfo25TQWTZaXA5BvpHG+nc6Rsl+cTGZ5P9HyN1utaOVNyWjTE1GiQuHbwflTKskE0OpFodCK9W3PYdoZcbj2ZzGrSmXdIp5eTTq/EcXIkk6+STL7a6xoBIpHxfnfu8Ggi4TGEw2MwjAZRa1IQhH65AJ7/SaPqeaTcGFWlfWYxRGWFCEIKgiAIwkfR3Xffzbx587jrrrvYvHkzQ4cOPdRD2iemaaLr+554UlVVtfuDhB2IIKSwU53NWQDkoJ8JKePg7ioT0irAY9+CZX8Cx+zZXjMWZl4IRhSevwUSG+FP58Blz0Cw8kANXxDKJElieNBgeNDgrDr/a852PVblCqWMySzL0jlWZgq0mBaPtid5tD1ZPn90yCg3vZkRDTExEiSgHNj6kttT1Qix2GHEYocBnwH8WpPZ7LpSQPIdUul3yGRW4Dg5UqllpFLL+lxDUSKl+pK9g5NjMYx6EZwUhI84F5BcPxNSBbJmz4wF0wqI6diCIAiCsJ94nodlWYfksTVN26u/+7PZLA888ACvvPIKLS0tLFy4kO9973uAP9Nl/vz5dHV1lY9/+OGHOfvss/eq0eAf//hHvvvd75JIJDjjjDP43e9+RzQa5Z577uHrX/86TU1NGIZRPn7u3LmEw+FyrfEf/ehH/OxnPyOXy3HOOedQW1vb5/oXXnghXV1dHHnkkfziF79A13U2btzI22+/zde+9jVeeuklQqEQc+fO5dZbbyUSifDMM89w6qmn8vTTTzN79mwAbrnlFm666SbefvttGhoadpiO3draysUXX8xTTz1FfX09N9xwww7PNZlMcvXVV/Pwww9TKBSYNWsWP/vZz5g6deoev14fdCIIKexUZ5MfhFTK07FdHGcXP0z+94uwupSeHYjDwBkw/XyYPBe6f9CN+zj87kQ/EPnQZfD5++EANwsRhP6osl8jclIkyPkDqwHIOg7vpPPladxvpHJsKpiszRVZmyvy4LYEAJokMSESYHw4wJhQaQkbDAsYqPLBC+ZJkkIkMpZIZCwNDX5XYr8JzsZyfclsdg2Z7Bry+Y04Tqbf4KSqRgmHx/pNcCJjiYTHE41OQFWj/TyqIAgfRp4ESmk6tuZ55MwwnhVE0vKkUrWiMY0gCIIg7CeWZXHjjTcekse+9tpr9yoL8P7772fcuHGMGzeO888/n3nz5vHd7353vyUwrFu3jocffphHHnmERCLBOeecw49+9CN++MMf8tnPfpYrr7ySv//973z2s58FoL29nUceeaQ8LfyBBx7guuuu41e/+hWzZ8/mj3/8I7fffjsjR47s8zhPP/00sViMJ598Es/zyOVynH766Rx11FG88sortLa2cskll/DVr36VhQsXcuKJJzJ//nwuuOAC3nzzTTZu3Mh3vvMd/vznP9PQ0LDD8wA/2Lllyxb+9a9/oes6V155Ja2treX9nufx8Y9/nKqqKhYtWkQ8HueOO+7g5JNPZvXq1R+ZzEoRhBT6ZZkOybY8ALIhgwsK9s6DkBue8wOQig6f+xOMntMTeOwtXA3n3gsLToU1T8DLv4Gj/98BfCaCsOfCisKRFRGOrIiUt3WYNm+me6Zxv5HK0WHZvJXO81Y63+d8TZIYHtQZGw4wOhRgdMhgTGkdUQ9O8xi/Cc4owuFRfba7rkkut7FcY7InOLkB206TTL5GMvlan3OCwaFEI5OIRicSiU4kGpmIYQw4KM9DEISDy/VA8/xa0KoHDhqF1y8gMyxBsssQQUhBEARB+AhasGAB559/PgCnn346mUyGp59+mjlz5uyX67uuy8KFC4lG/eSHCy64gKeffpof/vCHBINB/vM//5Pf//735SDkfffdx+DBgznxxBMBuO2227jooou45JJLALjhhht46qmnKBQKfR4nHA5z1113lQOwv/vd78jn89xzzz2Ew2EAfvnLX/KJT3yCH//4x9TV1ZWvddlll7F8+XIuuOACzj777H6fx+rVq3n00UdZsmQJRx55ZPm1mzBhQvmYf//737z99tu0traWMztvvvlmHn74YR588EEuu+yy/fGSvu+JIKTQr9YNKTzXIxzX8RSpFIR0+29M43nwrx/6t2d8EcacsuuLN0yF026Ef14FT10Pw46BgdP391MQhP2iWlc5qTrGSdX+1ETP89hatHgzlWNNrsCaXJG1WX+dd13W5IqsyRWBZJ/rNBgaY0IGY8MBJoaDTIgEGRcOEDpI07plWS9nTfbmusVS5uQqstnVZLKrSadXUCw2k89vJp/fTGvbo+Xjdb2GaGQikagfnIxGJhIMDkWSREazIHyQeZKH7vp/sGueh4OCna0j0RUFWsV0bEEQBEHYTzRN49prrz1kj72nVq1axdKlS3nooYcAUFWVc889l7vvvnu/BSGHDx9eDkACNDQ09MkevPTSSzn88MNpbGxk0KBB/P73v+fCCy8sZ2KuXLmSyy+/vM81jz76aP7973/32TZlypQ+GaArV65k6tSp5QAkwLHHHovruqxatYq6ujp0Xefee+/lsMMOY9iwYbvsgr1y5UpUVWXWrFnlbePHj6eioqJ8/7XXXiOTyVBdXd3n3Hw+z7p163bxKn24iCCk0K/mdV0A1I+qwPL8NyUyDo7j7njwun/BliWgGDD7v/bsAWZdBGufglWL4L5z4OInoGrEfhq9IBw4kiQxJKAzJNB3GoPreTQVLdbmCqzJFlmTK7A256/bTJvmokVz0eK5Xk1wZGBkyGBSJMhh0RCHRYJMiQapOMiNcCKRcUQifRtFmWan36E7vZx0ZgXp9ApyufWYZjsdnc/R0flc+VhFiRCJjC8FJf3gZDg8Glk+eJ3GBUHYN64koXpFXEDFw/UrQVMo+NmRIhNSEARBEPYPSZL2S2OUA23BggXYts2gQYPK2zzPQ9M0EokEsizvUPtxb2tdbh8UlSQJ1+2JOUyfPp2pU6dyzz33cNppp/H222/zj3/8Y6+fS+9gI/jPY2dTyntvX7x4MQCdnZ10dnbucJ3e19v+3O25rktDQwPPPPPMDvt6Bys/7EQQchccx6VpdReRSoNIVQBNPzjTKQ81z/NY/Yr/6cPg8ZU4XjOwk+nYuU54vPQpzuEXQ6z/+gg7kCQ4+7fw+4/Dtrfh7tPglO/DpE+Dugc/kF0HzKzf7EY01BDeB2RJYnBAZ3BA58Ttynl0WTZrc0VW5wqsyhZYmcmzPFOgo7R9ba7I31q7yscPC+hMiQaZGg1xWDTElGiQqoMYmATQ9Sqqqo6lqurY8jbHyZHJrCKdXkE6s5x0egXZ7CocJ7NDh25J0giFhhMK+VPDo9FJxKJTRIduQXifcpHQXJOiDIrnf4/aOOQLftkJkQkpCIIgCB8dtm1zzz33cMstt3Dqqaf22Td37lzuu+8+Ro0aRTqdJpvNloNzy5Yt2+9jueSSS/jZz35GY2Mjc+bMYciQIeV9EyZMYMmSJXzhC18ob1uyZMlurzlx4kT+8Ic/9Bn7iy++iCzLjB3rzxxbt24dX//61/nd737HAw88wBe+8AWefvpp5H56WkyYMAHbtnn11Vc54ogjAD+TtHfTnhkzZtDS0oKqqgwfPvy9vBQfCiIIuQvZRJG//3xZ+X4grBGpMohUBvzAZKV/O1raFq4wUNQP/pTE5nVJEs1ZVF1mzOF12EsbgV7TsVc9Bi/+HGQFWldCrh2CVTD7G/1ez3EdEsUEuqIT03u6bRKIw/kPwh8+Ce2r4P++DIuuhuGzoXoUVA4HzwW7AKNOhuRW2LwYNi+BxtfBKYIe8adzH3cVDDv6wL84gvAeVGgqs+Iqs+J9PzlrMy3eSed5J5PnzXSOt9J5NhdMNpWWR9p6pnQPDmgcFglxWDRYDkzW6ns+nWJ/UJQQ8fh04vGe8gmua5HLrS8FJleQTi8nk1mBbadL9SfX0NbWcw1NqyoFJCcTjU4hGp1MIDBQBCYF4RDz8FA9kyKglD5vLEo2pmkCIhNSEARBED5KuhvFXHzxxcTj8T77PvOZz7BgwQKefvppQqEQ1157LfPmzWPp0qUsXLhwv4/lvPPO4xvf+Aa/+93vyh2xu33ta1/ji1/8IrNmzeK4447jvvvuY/ny5Ts0punvmtdddx1f/OIXuf7662lra2PevHlccMEF1NXV4TgOF1xwAaeeeipf+tKXOOOMM5gyZQq33HILV1999Q7XGzduHKeffjqXXnopd955J6qqMn/+/D4f4s6ZM4ejjz6as846ix//+MeMGzeOpqYmFi1axFlnndVnKveHmQhC7oJVdKisD5FJFLGKDoWsRSFr0b4l0/8JEoSiejlzsjtIGak0iJbuh+IG8kHsnru3PM/j9cc2ATBmVh1GUMUupRYrOMTzzXD/deDaPSfVjIVP3+k3nenl9W2vs+CdBbzS8gp528+kOKrhKP77qP9mWGyYf1C0Hi5/Hl76JSz5LWRbYdU/+xnZf/c/YDPjN7hZ8yR87Fo4/mqRGSl8YNTqGh+r1vhYdU9wvsuyeTvtByXfzuR5K51jQ95ka8FiayHJovaewORAQ2NKNMiUSIgJkQATwkGGBXWUg/g9IMtaeTp3A90duj0KhUZyuXVkc+tL2ZPvkM2uwbI66ex8ns7O58vX0LRKotHJRKOTS8HJyQQCg0RgUhAOIg9QPT/gqOB/72WlYnm/CEIKgiAIwkfHggULmDNnzg4BSPAzIW+88UY2btzIvffey9VXX82dd97JnDlzuP766/d7g5VYLMbcuXP55z//yVlnndVn37nnnsu6dev41re+RaFQYO7cuXzlK1/h8ccf3+U1Q6EQjz/+OF/72tc4/PDDCYVCzJ07l1tvvRWAH/7wh2zcuLE89bu+vp677rqLc845h1NOOYVp06btcM3f//73XHLJJZxwwgnlxjbf/e53y/slSWLRokV85zvf4aKLLqKtrY36+nqOP/546urq9u1F+gCRvO0n8X/ApVIp4vE4yWSSWCy2+xP2gOd5mHmbTKJIurNAJlEkk+i17iySSRRx7H7qJW5HkiXCcd0PTvbKqoz2uh+MaEiHKFD56qINvPz3DciKxDnXHk71oAiffWYJz3sBzvMWctEr7zAp/woMOQqmfAbUAEz5LGg9b05Mx+SGJTfwt3V/w/X810RCwsP/UqsKVPHgJx6kNlTb98FdFxpfg8ZXIbEJEhshn4BUE6SboWIoDD3az3gccpQ/9btzvR+8XHavf43Rp8CnfgXRj843sfDhl7Rs3snkSx25/eDkulyR/n54B2WJMeEA48N+UHJ8OMCESJA6XT3kQT3HKZLJvks69Q7p9Dt+1mR2FZ5n73CsqlYQi04qBScnEg6PJRQagSwf3OzP/eVA/G76qBOv6f51za0LeCm2hg7tnxyWtxnTci4xL0RKyqHr+iEroC8IgvBBIX4vCf0pFAps2LCBESNGiA/09sEpp5zChAkTuP322w/1UISd2NOvdZEJuQckScIIaRghjepBkX6P8TyPQsbadaCyq4jneqVtRVjf/+PJqkSkwiDcvcRLS4VeWhuE4jp6YP/98yXb8rz8t3WsedWvBXn858aWn2t3JqSMS4O50T/h2K/B+DN3uE7ezjPvX/N4ufllAD4+8uN8adKXGF0xmuZsM/P+NY+1XWu55vlruOOUO1DkXnU2ZRmGHO4v2/O8/jMc66fAWb/yz1n0TVj7JNx5Ipz7Rxj80UhnFj784prKsZVRjq3s6RyXsR3ezuR5O53jnUyed7MFVmcL5F2vFKzMA4ny8ZWqwrhSQNIPUAYYFw4QP4i1JhXFIB6bSjw2tbzNdYtkMqtIpbsDk++QyazGtrvoTLxIZ+LF8rGSpBEOjSQcGUckPJZIZBzh8NjSdO4PfikMQTiUPAkUzy8mL5UyIXP4mZCiHqQgCIIgCIdCZ2cnTzzxBP/617/45S9/eaiHI+wHIgi5n0iSRDCqE4zq1A6N9nuM63rkkmY/WZQF0qX7uZSJa3uk2guk2gu7fEw9oBCKGwQjGoGIVlrr5duqriArErIsISlS+bbremS7iuXHbt+aYduGlP88ZIkj/mM4k2b3dMCybQdU/81J1CkFNQaM32E8OSvHvH/NY2nLUkJqiJ997GccM/CY8v7B0cHccuItfO6Rz/Fyy8v8bd3f+PSYT+/pC7zr/TMv9LMjH/iCX1/y92fASd+Fo64ARXyZCx8+EVXh6IoIR1f0fDDieB4b80XezRZYmSnwbtYPTq7PFUnYDkuSWZYks32uM8jQdghOjg4FCCgHJ6gnywax2GHEYoeVt/mBydWk0++QSr9DNrOKTHYNjpMhk11FJruKbb2uoShhwuGxRMJjyoHJSGQcul694wMKgtAv1wN1uyCkLTmACEIKgiAIgrD3Jk2axKZNm/rdd8cdd3Deeeft9hozZswgkUiUaygKH3wiOnMQybJUbmizM47t+gHCriLZriK5pEm2q0g2WVq6TLLJIlbBwSw4mIUcXdt2erk9J8HQCVUc8cmR1A3vO32guyF2hZlFwwZJhtjgPsdYjlUOQIa1ML+d81umDZi2w8OMjI/k/037f9z86s38atmvOHPEmQTU/ZSWPmA8XPIUPPwVePcRePK78PIdcMSlMPXzYoq28KGnSBKjQgFGhQJ8vFe1g4LjsiZX2CE42VS0aCwt/+pM97oOjAwajA8HmRgJMCkSZEIkyGBDOyhTuv3A5BRisSl0fxzi15lsIptdRSazmmx2NZnsKrLZdThOllTqDVKpN/pcJxAYTCw2lXhsGrHYYUSjk1EUMQ1GEPrjSRIqfmkEyev7fR4KhQ7FkARBEARB+ABbtGgRlmX1u29PayBu3LhxP45IeD8QQcj3GUWVidUEidXsOuvALNh+gDJZpJCxyGcsChmTfMYin/Yb6DiWi+t4uK6H67h4rodbiiiGK3q6e8drgwweX7XT4KhTWtfmSw0x4kNA1fsc86d3/7TbAGS3z43/HPetvI/mbDN/evdPXDT5oj16bfZIIAbn3gtv/BGe+h9IbYWnroOnroeaMdAwtWepPwyCFfvvsQXhfSqgyEyJhpgS7RtISFo272ZLwclsgXdL07q7bIc1uSJrckX+0auzdUyVmRgOMikSZHI0yJRIkLHhALp84LMmJUkiGBxEMDiImpqTyttd1yKX30g2s5pMdnUpa3I1+fxmCoWtFApbaW39Z+kaKpHIOGKxacRjU4lGJxMKjfzA1pkUhP3JlUAuNZ3rzoTsJjIhBUEQBEHYW8OGDTvUQxDeh0QQ8gNKD6joAZWKugOfnWCX2l/U5EuZUtWj+uxPm2nuePMOAP4/e/cdH1WZNXD8d6fPJJPeeyUQelGaCCgCYlmxsSoq4lpX9rWsrquvLoirrwVldVdXV4S17K66a1tFEGlSpfca0pNJn0mZTJ/7/nGTgZgAAQKhPN/P53GSO3fufWYMU86c55zfXfS7YwYgAfRqPQ8NfIinVz/Nezvf4/qs6wkzhHXdhCUJBt0BfW+GXf+GTe8rDW9qDihj52eH9w1PU+pKhqUqjW9iciEsGfQhYAiFI2tWCsJ5JlSrYWhYMEOPWNItyzKVbi97mxzstTvZ0+RgT5ODg80uGrz+dku6tZJETpCSLdnX3BKgDDZi1pyZfzsqlVZZhh2UTSxXBbZ7vY00NOygoWE79Q3baWjYhttdQ2Pjbhobd1NW9jEAkqQjKCgDkykDkzENkyk9MLTasDNyHwThbCDLiExIQRAEQRAE4bQSQUjhuFqXY0c6lLqRRGS0uX5Z8TIaPY2khaRxbea1nTrmVelXsWD3Ag5aDzJz3UxeH/N61y/z1Bpg4FRlNFWDZTtYtrVcbgdbSwdua2HHt1dpITpHCUwmXwypIyG6p9JARxDOU5IkEafXEqfXMjbycGkGt99PXrOL3U0OdjU52NWoXNZ7fcrvTQ4+qTh8nFSDLpAtqQQoTWe0Q7dGYyYiYiQRESMBJbjqclmob9hGQ/02Ghp20Ni0V6kz2bSPpqZ97Y6h1YYTHj6cvn3ePCNzFoTuJEugbg1C0vZ1TmRCCoIgCIIgCF1BBCGF42pdjh3paFJ+iGibCbmocBEAkzImte12fQS/348kSYEAhFqlZvaI2Uz9bipLi5fy8d6PmZo7tdNz8vg9aE9kCWVwNGSPU0ar5jqo2AFVe8FWogQlK3YoAUuvA/weqNyljJ2fthwnFgbcqmRa/iwYKwjnM51KRW6wkdxgIze1bJNlmVKXh10tHbpbg5NlLg9FTjdFTjffVtcHjhGp1ShBySOCkxkmPeozEJiUJAmDIQGDIYHYmEmB+TudJdjth2huLqDZUaBcNhfgclXg8VjxehuPc2RBOD/ISEhy6yu+WI4tCIIgCIIgdD0RhBSOyweoZS+9ai0AyBHpgY8n9a561pevB2BC2oQOb//jjz/y448/kpCQwC9/+cvAsq7eUb15dPCjvLzxZV7a+BLVjmqm9ppKlDEqEKyUZZlyezm7a3azu3Y3O2t2srtmN83eZiIMEYxKHMU9/e4hNeQk6k2YIiBjjDLa3WkPNJRD1R6w7IDitVCyAZoqYfXrysgYo3TlzrmqXY1MQbgQSJJEskFHskHHldFhge11Hi97mhzsbMmW3NXk4KDdSa3HywprIyushwN7RpWK3GADfVrqTPYJNtEzyIDxDHTnVupMpmA0pgBj21zn8zXT3FwE+E/7PAThbOCXQGr5e1dJEiqVCr9f+T0oKKg7pyYIgiAIgiCcJ0QQUjguH9CnKS/wuz/xYlrzHZcWL8Ure+kR3oOM0PaZgXv37mXZsmUAFBcX880333DTTTcFgoxTe03FYrfw4Z4PeX/X+7y/632CtEHEmeJo9jZT46jB4++4o1ads46vDn3FdwXfMXPETK7JvKbr7rRaC+Gpysi5UtnmdcPBxbB5AeQthfwVyjBFwcDbYNCd7eplCsKFKEKr4ZJwM5eEmwPbHD4/++xOdjU1B5Zy72ly4vD72dzQzOaG5sC+agmyTIYjlnIrl+HaM/eSpVabMJt7nbHzCUJ3kyWQZCXoKCFhNBqx25X6r6Ghod05NUEQBEEQBOE8IYKQwnH5JIlYVy0AZcQSrTNjddQQaYhkceFi4OhZkGvXrgUgOTmZ0tJS9uzZQ3FxcaBTliRJPHHREwyOHcx7O95jV+0u7B47h+oPBY6hUWnIDssmNzKXftH96BvVlyhjFHm2PP6242+ss6zjqdVPISN3uiblSdHooNc1yrAWKR24t3wITRWw5k/KSL0E+v8Scn+hdOoWBAEAo1rFwBATA0MON7jwyTL5za42S7l3NjVT5/Gx3+5kv93Jvyutgf0T9VoGhJgYYDbR12wkJ8hAnE57xupMCsL5zI9Ea+avSpYwGAyBIGRIiHg9EwRBEATh/LNixQrGjh2L1WolLCysw30WLFjAww8/jM1mO6NzO1+JIKRwXD4gwqvUdWvGyAd7PuBP2/9EVlgWeTYlQ3J86vh2t6upqaGkpARJkrj55ptZtmwZW7duZfPmzYEgZKvLUy7n8pTLcXgdWOwWKu2VBGmDiDJGEW2MRqtuX//xoriLGBw7mJc2vMQ/9v2DP6z5AxJS12ZEHk14Klz2vzD6ycPZkQeXQNFqZSz8LeRMgr43Ksu2dWIpmyD8nFqSyA4ykB1kYHJsOKCUYKhwewLZkq3BySKnmzKXh7Lq+jZ1Js1qFdlBBnqYDPQIUrIn+5jPbNakIJwvWpdjS5KEWn24xrPZbD7aTQRBEARBOM+tXbuWUaNGccUVV7Bo0aLunk6XGjFiBBaLRaz6OIPEpzThuHySRIRH+dBvx8AH+z4ACAQg+0b1JS00rd3tdu/eDUBmZiZms5nBgwezdetWdu/ezcSJEwO1IY9k1BjJCM3ocGl3R1SSit9d/Dvq3fV8m/8tT61+iuLGYh7s/+CZyY5Sa6DnVcqwlSgNbLb/C2oOwO7PlaHWQ9ol0GMCZF8hGtoIwjFIkkS8Xke8XscVUYffDDR4fexqdLCtsZltjc3sbXKQ73DR6POzpaGZLUcs5wZIMejoazbSL1jJmuxrNhKtO4FmVoJwgfFJhxvTqJBITEykqqoKAI1GvF0UBEEQhAvV+++/z4wZM3jvvfcoLi4mJSWlu6fUZXQ6HXFxcd09jQvK6a/8L5zzfEiEexoAKNTosLqU5ZGJwYmkhqTyh+F/6PB2rUHI3r17K/snJhIXF4fP52PHjh1dNj+VpOKPI//Ivf3uBeCv2//K06ufps5Z12Xn6JSwZBj1GPx6A9yzHIY+AGEp4HPBoaXw3RPwxkB4czD8939g+yfKsm5ZPrPzFIRzUIhGzYjwYB5MieHd3mmsGtqLgkv7seLiHN7tncZv0+K4KjqUVIPSJKq4pTP3iwUWbt2RT981uxm0djdTd+Tz/KFy/l1Rx67GZpw+0XhGEACUV6LDNSGHDh1KQkICN954Y3dOSxAEQRDOO7Is4/M1d8uQT/Czp91u59NPP+WBBx7g6quvZsGCBYHrFixY0G4J85dffnlCyUBff/01Q4YMwWAwEBUVxfXXXw/Ac889R9++fdvtP3jwYJ599lkANm7cyBVXXEFUVBShoaGMHj2aLVu2tNlfkiTee+89Jk+ejMlkIjs7m6+//jpw/YoVK5Akqc1S6wULFpCSkoLJZGLy5MnU1ta2m8d///tfBg8ejMFgICMjg1mzZuH1ejt9vy9k4qtt20LcwQAA4IdJREFU4bh8HM6ELNApy7NyI3P55OpPjnqb6upqqqqqUKlU9OzZE1CeAAYNGsTChQvZsmULQ4cO7bJsRbVKzYyBM4gwRPDyxpf5b/5/+aH4B27peQvXZV1Hemh6l5ynUyQJEgcpY+KLUL1fWbJ9cAkUr4PaPGVsXqDsrw+BmF4Qk6uM+H4Q1w907TNFBUE4TKdS0TPISM8gY5vtNo+XXU0OdjQ62NnYzI5GB4ccLspdHspdHn6obQjsq5Ygw6gnJ8hAzyAjvYIN9AwykGbUoxa1JoULiSQd7o6NRFxcHPfee283T0oQBEEQzj9+v4MVK9sH2M6EMaN3olZ3/nPmJ598Qk5ODjk5OUydOpUZM2bwzDPPdMnn+G+//Zbrr7+ep59+mg8//BC32823334LwPTp05k1axYbN27koosuAmDHjh1s3bqVzz77DIDGxkbuvPNO3njjDQDmzJnDpEmTOHjwYJtSMrNmzeLll1/mlVde4c033+S2226jqKiIiIiIdnP66aefmD59Oi+88ALXX389ixYt4g9/aJt0tXjxYqZOncobb7zBqFGjOHToUOA908/3FdoTQUjhuHySRLBPWepY21IiKj4o/pi32bdvHwAZGRkYjYcDBH379uX777+nqqqKsrIykpKSunSut/W6jdzIXF7a8BK7a3cHOm5nhGYwLH4YA2MHMjB6ILFBsUc9xnrLepxeJ2OSx5z6hCQJYnoqY+T/gLMeClYpwcjidWDZDq4GKPlJGYHbqZXAZMowSBuljKDIU5+PIFwAwjrozt3o9bG7ycFeu5N9TQ72253stTup9/o42OziYLOLb46oNWlQSWSbDIyJMPN0ZkJ33A1BOKN8ErTmQ0qIALwgCIIgCDBv3jymTp0KwMSJE2lqamLp0qWMGzfulI/9xz/+kV/+8pfMmjUrsK1///4AJCUlMWHCBObPnx8IQs6fP5/Ro0eTkaGUN7vsssvaHO+dd94hPDyclStXcvXVVwe2T5s2jVtuuQWAF154gTfffJMNGzYwceLEdnP605/+xIQJE3jyyScB6NGjB2vXrm1TC/OPf/wjTz75JHfeeSegxDxmz57NE088IYKQnSCCkMJx+ZHQ+90A1GmULIm4oGPXTdi/fz8AOTk5bbYbjUZyc3PZsWMHW7Zs6fIgJMDAmIH886p/sqJkBf/a/y82WDaQX59Pfn0+/9j3DwAiDZEkm5OJMcVg0powaoyYNCaqHdV8fUhJzx6XMo6L4y9mfOp4Io1dFAA0hEKvq5UB4HVD7UGo2guVu6FqD5RvhaZKqNyljI3vKfsmDIIeEyFnopIpKbK0BKHTzBo1w8KCGRYWHNjW2gRnX5OTffbW4eCA3YnDL7OzyUGKUdeNsxaEM0c+sju2JKr1CIIgCMLpolIZGTN6Z7edu7P279/Phg0b+PzzzwGlRvSUKVN4//33uyQIuW3bNu65556jXn/PPfcwffp0XnvtNdRqNR9//DFz5swJXF9VVcWzzz7LsmXLqKysxOfz0dzcTHFxcZvj9OvXL/BzUFAQZrM5UPf65/bu3cvkyZPbbBs+fHibIOTmzZvZuHEjf/zjHwPbfD4fTqeT5ubmDntfCIeJIKRwXD5JhcHvAsCmUYrWx5qOnklot9spLS0FlG8Ofm7QoEHs2LGDXbt2MWHCBPR6fZfPWZIkxqaMZWzKWBrcDawtW8uWqi1sq9rGfut+ap211Drb13Y40g/FP/BD8Q+8uvFV7ux9J/f0uwejpvNP2p2i0UFsb2X0bam7JcvQUA5lm6BwDRSuaglOblHGiheUWpO9J0Pv6yG+vwhICsJJOLIJztjIkMB2nyxT7HCzz+4gVDTkEC4QsgSS3FoTUgQhBUEQBOF0kSTphJZEd5d58+bh9XpJTEwMbJNlGa1Wi9VqRaVStasx6fF4On38I1dMduSaa65Br9fzxRdfoNfrcblc3HDDDYHrp02bRnV1NXPnziU1NRW9Xs/w4cNxu91tjqPVtm1OKUkSfn/HdeE7UzPT7/cza9asQP3KIxkMhuPe/kInPl0Jx+U7IhOyNQh5rEzI1izIuLi4Dlvdp6amEhERQV1dHbt27WLw4MGnYdaHhehCmJg+kYnpSrq13WOnsL6QksYSap21OLwOHF4HzZ5m3D43Y1PG0uRuYlnJMkoaSthVu4u/7fwbf9v5N5KCk7i3371cm3ktapX69ExYkiA0URm5v1C2NVYqdSX3L4L85WArhjV/UkZEJvS5HvrcoCzhFgThlKgliXSTnnRT139BIghnqzaZkGI5tiAIgiBc0LxeLx988AFz5sxh/Pjxba674YYb+Pjjj8nMzKSxsRG73U5QUBCgZDd2Vr9+/Vi6dCl33XVXh9drNBruvPNO5s+fj16v55e//GWbLMNVq1bx1ltvMWnSJABKSkqoqak5wXvaVm5uLuvXr2+z7ee/Dxo0iP3795OVlXVK57pQiSCkcFx+ScLYkgnZoFa+2ThWEHL79u2A8g+4I5IkMWTIEL7//nvWrVvHwIEDUanOXNZFkDaI3lG96R3V+5j7TUyfiCzLLClawksbXqLKUUVpUynPrn2WD/Z8wIyBMxibPLbLmusckzkWBt2hDHczHPwedv1Huaw7BD++oozoXkpAsvf1ECWeFAVBEITOkSVAbg1CikxIQRAEQbiQffPNN1itVu6+++52iUU33ngj8+bNY+nSpZhMJp566ilmzJjBhg0b2nTPPp4//OEPXH755WRmZvLLX/4Sr9fLd999xxNPPBHY51e/+hW9eimJNmvWrGlz+6ysLD788EOGDBlCQ0MDjz/++HGzK4/nN7/5DSNGjODll1/muuuu4/vvv2+zFBvg2Wef5eqrryY5OZmbbroJlUrFjh072LlzJ88///wpnf9CIN5lCsckyzI+SY3B58YPNGqUIOTRlmNXVlZSVFSEJEmBorKBY/kOpzwPGjQIvV5PTU0Nu3btOqU5ulwuXC7XKR3jaCRJYnzaeH646QdWTVnFY4MfI0QXQp4tj/9Z/j/c/M3NLC1ail/uOJ37tNCZoPd1MOVDeDwPrn8PciaBSgvVe2H5H+HPg+Gvo2D162AtOnNzEwRBEM5JSiZkS2MaUeJDEARBEC5o8+bNY9y4cR2ubLzhhhvYtm0bhYWFfPTRRyxcuJC+ffvyz3/+k5kzZ3b6HGPGjOGzzz7j66+/ZsCAAVx22WX89NNPbfbJzs5mxIgR5OTkMHTo0DbXvf/++1itVgYOHMjtt9/Ob37zG2JiYk7q/rYaNmwY7733Hm+++SYDBgzg+++/53//93/b7DNhwgS++eYblixZwkUXXcSwYcN47bXXSE1NPaVzXygkuTOL3s8hDQ0NhIaGUl9fT0hIyPFvIByTT5ZJXLGddT/dSrDHwmUpSUhIbL59M1qVtt3+X331FVu3biU3N5ebb745sL1+UQGNK0rRxgcReWcumjADK1euZPny5QQHB/PQQw+dUP0Eh8PBzp072bp1KxaLBYCEhARGjhxJbm7uaf0AVe+qZ8HuBfxj7z9o9ipdw3uE9+C+fvcxLnVc9xX0d9hg37ew+3M4tBxk3+HrEocoGZK51ynLvAVBOKPEa1PXE49p17r9r//A73uXHcG1THLG8NJ9S7t7SoIgCOcU8bokdMTpdFJQUEB6erqoF3gSZFmmZ8+e3HfffTz66KPdPR3hGDr7ty6WYwvH5PErMWqt38W9ccq3ClHaqA4DkGVlZYGl2MOGDQtsdx6y0bhCaVTjsdixfp5H9PQ+jBw5ku3bt1NXV8fixYu59tprjxk89Pv9FBQUsHXrVvbu3YvP52tzfXl5OZ999hl9+/blmmuuQac7PV1tQ/Wh/M+g/+HO3Dv5YM8H/GPfPzhgPcBjKx8jKyyL6X2mc3nK5Zi0Z7jYsDEMBt6mDHst7P1aCUgWrlaa3JRtgsVPKY1sekyEnCshfoBoaiMIgiAoy7EDmZBioYwgCIIgCN2rqqqKDz/8kLKysqPWjRTOPSIIKRyTryVRtkjjI0+nBNVyjDnt9nO73fznP//B7/eTm5tLSkpK4LqGH5TlwLoUM+6SRlwHrHhrHWgijVx99dV88MEHbN26FY/Hw9ChQ4mKikKtVuN0OrFardTV1VFSUkJeXh4NDQ2B48bExDBo0CD69OmDLMts3LiRVatWsXPnTiorK7nlllsIDw8/bY9NmCGM3wz6DXf2vpOP9n7Ex3s+Js+Wx1Orn8KoMTImeQxXpl3JyMSR6NSnJyB6VEGRMOQuZTRWwp6vlIBk8XqwbFfGypcgpjf0n6IEIxMGgKF9ur0gCIJw/vMjoWoJQoqakIIgCIIgnKrevXtTVNRxabB33nmH22677Zi3j42NJSoqinffffe0fq4XziwRhBSOydMShLSqDmcdXht6bbv9Vq5cSV1dHSEhIVxzzTWB7a7iBtwFDaCWiLitF9bPDuDKs9G8s4aQMclkZGRwzTXX8M0337Br167j1oc0GAz06dOHgQMHkpCQ0CZz8rLLLiMjI4PPPvuMqqoq3nvvPW655RaSkpJO9WE4plB9KL8e8Gtuz72df+z9B1/lfUVpUynfFXzHdwXfYdaZGZcyjivTr+SiuIvQqM7wPztzLAy9VxlN1ZC3BA4sggPfQ9VuWPKssp+kgoSBkH4ppI+GlGGgPbXCvoIgCMK5QZZAbu2OLTIhBUEQBEE4RQsXLsTj8XR4XWxsxz0mjnSeVQ4UWoggpHBMHlkGWaZJUj6YJNtjUHvVbfZxOByBtvVXXXVVm45UTT8qy7BN/aPRhOox9o7ElWfDdcAKY5IBGDx4MLGxsaxdu5bi4mKampoApTB+aGgoERERxMbGkp6eTnp6Olpt+6XgrdLS0rj33nv5xz/+QWVlJQsWLGD8+PEMGTLktHfgDtGFcH//+7mv333sqtnFd4XfsbhgMVWOKr7I+4Iv8r7ArDPTP7o/A2MG0j+6P7mRuZh15tM6rzaCo2HArcpwWGH7J1C4Cip3gbUQyjYrY/XroNZB8lAlIJl+KSQOAvXRH3tBEATh3OWXjsiElNTH2VsQBEEQBOHYRKMWoSMiCCkck08GnezB1ZJxqJa1uN3uNvvs378fn89HTEwMOTmHl2q7y5tw7K4FwHypko2ozwwDlAxJ2eND0iofdJKSkgKNbFqPr9FoTipwGBoayvTp0/nss8/Iy8tj4cKF7N69myuvvJK4uLgTPt6JkiSJvtF96Rvdl98O+S2bKzezqGAR3xd9j81lY3XZalaXrQ7snxaSRm5kLn2i+jAwZiA5ETkd1tzscsZwGHa/MgDqy6DgRyhYCfkrobFcCVAWroLlgC4YUkcoQcmM0cpS7tMc2BUEQRDODFmSkKXWIKSoFSwIgiAIgiB0PRGEFI7JI8vo/W6aVcoHEpVf0y4IuWfPHgByc3MD22SfjPWLPJDB2C8KbVwQAJpoI6oQHf4GN67CBgzZ7Ws7dEVDGb1ez6233srGjRv54YcfKCoq4q9//Ss5OTkMHz6clJSU054ZCcqStoviLuKiuIv4/dDfs9+6n62VW9latZXdtbspayqjsKGQwoZCFhYsBMCoMTIgegCXJl3K6KTRJIckn/Z5AkrX7AG3KEOWofaQEpAsWAkFq8BRBwe/VwaAKRLSRilZkhljICJDNLkRhAvYW2+9xSuvvILFYqF3797MnTuXUaNGHXV/l8vFc889x0cffURFRQVJSUk8/fTTTJ8+/QzOWmglH/FfkQkpCIIgCIIgnA4iCCkck0+WMfhdOFrqQ6l+lgnp9/sDxWaPzIJsWl2Kp6QRyaAm7KqMwHZJkjBkhtG8tQrXIVuHQciuolKpGDp0KD169OCHH35g9+7d7N+/n/379xMaGkqfPn3IzMwkLi4Ok+n0d7LWqDT0juxN78jeTM2dCoDVaWVP7R521exiZ81OtlZtpcHdwDrLOtZZ1vHSxpfIDM3k6syruTrjauKCTn8mJ6AEE6OylHHR3eD3K0u2W7Mki9ZCcy3s+VIZAOFpkD0BekyAtEtAoz8zcxUEodt98sknPPzww7z11luMHDmSd955hyuvvJI9e/a0aVR2pJtvvpnKykrmzZtHVlYWVVVVeL3eMzxzoZW/TU1IEYQUBEEQBEEQup4IQgrH5PHLGPxuHC2ZkJqfZUJWV1fjcrnQ6XSB4rKeGgf1S5TAZNjVmahD2waj9FlKENKZZ+NM9GIODw/npptuYsyYMaxdu5bdu3dTX1/PmjVrWLNmDaAs4Y6LiyMuLo74+HjCw8PR6XTodDr0ej0azen5pxJuCGdk4khGJo4EwC/7OWQ7xNrytfxY+iNbKrdwqP4Qf9ryJ97Y8gZD44fyi6xfcHnK5Rg1Z7BpjEoF8f2UMWIG+DxK7ciCH5WgZMlPSk3JDe8oQ2dWMioHT4PoXmLZtiCc51577TXuvvtufvWrXwEwd+5cFi9ezNtvv82LL77Ybv9FixaxcuVK8vPziYiIAJSavkL3kSWJw5mQ4jlbEARBEARB6HoiCCkck1eWMfhceAI1IdVtgpAlJSWAUtOxdXmz7as88Mros8MwDY6huriQfatXIAN9x15BSFYUAJ6yJvxOLyrDmfkzjI6O5he/+AWTJk0KZESWlJRgs9mor6+nvr6e/fv3d3hblUqFTqdDq9ViMBgICQkhNDSUqKgokpKSiI+PP2bDnM5SSSqyw7PJDs/mzt530uBuYGnRUr469BWbKzez3rKe9Zb1mLVmrsm8hht73Eh2ePYpn/eEqbVK9+yUYTD6CXA1Qf4KOLhY6brdVAEb3lWGPhSSL4IeE6HnVRCScObnKwjCaeN2u9m8eTNPPvlkm+3jx49n7dq1Hd7m66+/ZsiQIbz88st8+OGHBAUFce211zJ79uw2zc2O5HK5cLlcgd8bGhq67k4I+DkyCCkyIQVBEARBEISuJ4KQwjF5ZRmd7MHT8rtKVh01CAngqbDjOmgDFYRdl8WGLz9j9ScfKjUGgS0Lv+Kq3zyOOcqIt8aBK78eY27kmbxLaLVa+vTpQ58+fQClu3dlZSUVFRVUVFRgsVhoamrC5XIFlgb6/X6cTidOp5PGxkaqq6vbHFOlUpGUlER2djZ9+/YlLCysS+YaogthcvZkJmdPpqSxhG8OfcNXh76irKmMf+z7B//Y9w8GRA/gppybGJ86HoPG0CXnPWH6YOh1tTL8fihYARv+BoeWgase8n5QxndPQObl0Od6yLpC6dYtCMI5raamBp/PF8iGbxUbG0tFRUWHt8nPz2f16tUYDAa++OILampqePDBB6mrq+P999/v8DYvvvgis2bN6vL5Cy0kjmhMI4KQgiAIgiB0D0mS+OKLL7juuus6vH7FihWMHTsWq9XaZZ+7z4Rp06Zhs9n48ssvj7rPmDFjGDBgAHPnzj1j8zrTRBBSOKbWxjStmZAqVG0yUVqDkMnJSvMU+9YqAPQ9w/n+4z+zb81KADKHDMXVbKd0zy6+/dPLTJn4B6jhlIKQfqcX2e1DHXJqtQeNRiNpaWkdLgX0+Xy43e7A8Hg8OByOQOZkRUUFpaWl2O12iouLKS4uZunSpaSmptKvXz9yc3OPmtVzopLNyTww4AHu638f68vX89mBz1hespxt1dvYVr2Nlza8xLWZ13JjjxvJDMvsknOeFJUKMi9Ths8DVXshfznsWwgl6yFviTKQIHGwkiHZYzzE9RONbQThHCb97N+vLMvttrXy+/1IksTHH39MaKhSmOO1117jxhtv5C9/+UuHz5u///3vefTRRwO/NzQ0BF57hFPnR0JuyYRUixIagiAIgiC0WLt2LaNGjeKKK65g0aJFXXbcmTNn8uWXX7Jt27YTut2IESOwWCyB95Dnij/96U/ILclZFzIRhBSOqbUmZCAIKatwOB0ANDU1UVdXBxzOhHTttwKw4+Ay9h1YiUqt5rK77qP/FZPw+3x88dIsCrdvYde+FfRiCK5DtpOaV8PyEhqWFIIfgi6KI+y6TCR1139oUqvVGI3GYwYSZVnGarWSn5/Prl27KCwspKioiKKiIhYuXEh2djb9+vWjR48eXVJbUiWpGJE4ghGJI6hurubLvC/5z8H/UNZUxkd7P+KjvR8xIHoA12dfz/i08QRpg075nCdNrT1cS3Lk/ygdt3d8AgcWgWU7lG1SxvLnwZwA2VcojW0yxoCuG+ctCEKnRUVFoVar22U9VlVVtcuObBUfH09iYmKbN4+9evVClmVKS0vJzm5fZkKv16PXi4ZXp4ssQetybLUk3h4KgiAIgqB4//33mTFjBu+99x7FxcVHbTp4puh0OuLizlDD1i50rgVNTxfxVbdwTC5/20xISZZwu914vV7Ky8sB5QOo0WjEZ/fgqbADsDdvFTqjiRuemk3/KyYBoFKrueLeGWgNRg4UrAeU5ds+u6eDMx+dfWMFDYsLaWniiX1jBY0rS7vg3p4cSZKIiIhgyJAhTJs2jUceeYRx48YRExODz+dj3759fPrpp7z66qt8/fXXFBYW4vf7u+Tc0aZo7ul3DwuvX8jb497m8pTLUUtqtlVv49m1zzL207E8vfpp1lvW4/P7uuScpyQyE8Y+Bff9CI/ug2vegJyrQBsEjeWw5e/wr1vhpTT48Hr46R2oK+juWQuCcAw6nY7BgwezZMmSNtuXLFnCiBEjOrzNyJEjKS8vp6mpKbDtwIEDgdIWwpnnlyT8LYmrKpVYji0IgiAIp4ssy9h9vm4ZJ5qJZ7fb+fTTT3nggQe4+uqrWbBgQeC6BQsWtFsO/eWXXx51JcyRFixYwKxZs9i+fTuSJCFJUptj19TUMHnyZEwmE9nZ2Xz99deB61asWIEkSdhstsC2//znP/Tu3Ru9Xk9aWhpz5sxpcz6Xy8UTTzxBcnIyer2e7Oxs5s2bhyzLZGVl8eqrr7bZf9euXahUKg4dOgQoK3b69u1LUFAQycnJPPjgg23ex7Y+FosXL6ZXr14EBwczceJELBZLYJ9p06a1WWJut9u54447CA4OJj4+vt2cQam9/sQTT5CYmEhQUBBDhw5lxYoVx318z2biq27hmFx+vxKEbPld1RK3djqdVFZWAgS+hXAXKU0CGjy1uPwOfvHr/yWlT782xwuJiubS2+5i6by3aPDUEqKNxJVnw9S/c7UBPZV2bF8rTwSNSU1IZi3Be/U0/lhK8LB4VKZTbw5zqkJDQ7nkkku45JJLqKioYOfOnezcuZOGhga2bNnCli1bCAkJoW/fvvTr1++omUInQiWpuCTxEi5JvITq5mr+m/9fvjj4BYUNhXx96Gu+PvQ1MaYYJqZNZHTSaAbGDkSr6ubHKiQeBt+pDI8TilYrTW0OLlY6bR9aqozvnoCoHpA9HrIuh5ThoD2DncEFQTiuRx99lNtvv50hQ4YwfPhw3n33XYqLi7n//vsBZSl1WVkZH3zwAQC33nors2fP5q677mLWrFnU1NTw+OOPM3369C4rYSGcGPmIxjRqlXh7KAiCIAinS7PfT+aPO7vl3Icu7UuQuvNfNn7yySfk5OSQk5PD1KlTmTFjBs8880ynAo3HMmXKFHbt2sWiRYv44YcfgLaZgrNmzeLll1/mlVde4c033+S2226jqKiIiIiIdsfavHkzN998MzNnzmTKlCmsXbuWBx98kMjISKZNmwbAHXfcwbp163jjjTfo378/BQUF1NTUIEkS06dPZ/78+fz2t78NHPP9999n1KhRZGYqZc5UKhVvvPEGaWlpFBQU8OCDD/LEE0/w1ltvBW7T3NzMq6++yocffohKpWLq1Kn89re/5eOPP+7wMXj88cdZvnw5X3zxBXFxcTz11FNs3ryZAQMGBPa56667KCws5F//+hcJCQl88cUXTJw4kZ07d3a4cuhcIN5lCsfk/llNSD06QPkH1rr0rjUI6SpUgpDVjhJS+vQj66JhHR6z/7iJ7FuzkrLKg4SERdK8s7pTQUi/24fl/S2oPGBpLuDHVZ8CMCHxLsKIoWl9OSGXpZ7aHe5icXFxxMXFcfnll1NUVMSOHTvYs2cPDQ0NrFmzhjVr1hAbG0tOTg5ZWVkkJiaiPoEXhY5Em6KZ3mc6d/W+i+3V2/n60NcsKlxEVXMVH+z5gA/2fECEIYJJ6ZO4LOUyBsQM6P6ApNYAWeOUIb8ENQeVJdsHv4fidVBzQBnr/gxqvdKVO3Ossmw7rr9Sh1IQhG4zZcoUamtree6557BYLPTp04eFCxeSmqo8J1ssFoqLiwP7BwcHs2TJEmbMmMGQIUOIjIzk5ptv5vnnn++uu3DBkyWOqAkp3h4KgiAIggDz5s1j6tSpAEycOJGmpiaWLl3KuHHjTum4RqOR4OBgNBpNh0urp02bxi233ALACy+8wJtvvsmGDRuYOHFiu31fe+01Lr/8cp555hkAevTowZ49e3jllVeYNm0aBw4c4NNPP2XJkiWBeWdkZARuf9ddd/Hss8+yYcMGLr74YjweDx999BGvvPJKYJ+HH3448HN6ejqzZ8/mgQceaBOE9Hg8/PWvfw0ELh966CGee+65Du9/U1MT8+bN44MPPuCKK64A4O9//3ubFUGHDh3in//8J6WlpSQkJADw29/+lkWLFjF//nxeeOGFYzzCZy/xLlM4JndLTcjm1iCkpAQhHQ5HuyCkI68WgBpXKcOuv+2ox5RUKsbf9xv++/RsejEMx54a/C4fKn3HwTe/30f+pg00fFFIjJyE02dne/MKcoaPoslay76SnxgWcw01PxxEf3EU+uCzr5agSqUiPT2d9PR0Jk2axMGDB9mxYwcHDhygsrKSyspKfvzxRwwGAxkZGWRlZZGZmXlKdSMkSWJAzAAGxAzgyYuf5MfSH1lespxVpauoc9YF6kcGa4MZnjCcS5Mu5ZLES4gyRnXhPT+piUN0D2WM/A0465Uu2weXwKHlyrLtgpXKADBGQPqlh4OS4WndOXtBuGA9+OCDPPjggx1ed+TymlY9e/Zst4Rb6D4yEv5AEFIsxxYEQRCE08WkUnHo0r7ddu7O2r9/Pxs2bODzzz8HQKPRMGXKFN5///1TDkIeT79+h1dUBgUFYTabqaqq6nDfvXv38otf/KLNtpEjRzJ37lx8Ph/btm1DrVYzevToDm8fHx/PVVddxfvvv8/FF1/MN998g9Pp5Kabbgrss3z5cl544YVAQpHX68XpdGK32wkKUuIPJpMpEIBsPe7R5nzo0CHcbjfDhw8PbIuIiCAnJyfw+5YtW5BlmR49erS5rcvlIjLy5Jr7ng1EEFI4psBy7JZsa0NLJmR9fT21tUrQMS4uDtnrx2Oxo0KFOtFIUu6xn1QjEhLp9YtxNK6yYtaGU7VqH3HjegeudzY1UX5wL+X797JvzUqS3Fn0Cb8Ev+yjPqeR22/9M3qTCYDdy5fiWNiEkWCWzXyT4b+9k7C4+NPwaHQNrVZLbm4uubm5NDc3s3//fvLy8jh06BBOp5M9e/awZ88eAKKjo8nKygpkSRoMhpM6p06tY1zqOMaljsPj97C2bC2LCxezumw1VpeVJUVLWFKkBAN6RvRkWPwwhscPZ1DsIAyakztnlzGEQu/JypBlJUsyf4XScbtgFTjqYM+XygAIT4eeVyn7JwwSWZKCIAid4FcBLa/1IggpCIIgCKePJEkntCS6u8ybNw+v10tiYmJgmyzLaLVarFYrKpWqXY1Jj+fE+j0cjVbbdqWeJElH7asgy3K75eFHzqszpX5+9atfcfvtt/P6668zf/58pkyZgqkl3lBUVMSkSZO4//77mT17NhEREaxevZq77767zf3taM5Hq8HZmdqcfr8ftVrN5s2b262WDA4OPu7tz1YiCCkck7u1MQ1tl2MXFRUByh9/cHAwtp0lqGQVTp+dAddf06kaEUOumcz6n+ZjlsMp+von1m76DLVGQ3VRAfVVSr1JraRjUNR40sKVAGXQxCRSxo5pc5zeYy+nrHIz8rZmotzxfPz0o1z98O9I7Tugax6E08hkMjFw4EAGDhyI3++nvLycvLw88vLyKC0tpbq6murqatatWwco347Ex8eTkJBAfHw88fHxJ1w/TavSMjp5NKOTR+Pz+9hdu5tVZav4sfRH9tTuYV/dPvbV7WPB7gXoVDoGxg5kePxwhicMp2dET1RSNwb1jsySHHov+DxQtkUJSOavgNKNYC1Qlm2v+zMYwiB1hFJHMnUkxPcHtXjaEwRB+DkZ6fBybPE8KQiCIAgXNK/XywcffMCcOXMYP358m+tuuOEGPv74YzIzM2lsbGyTDbht27ZOn0On0+HznXrz1NzcXFavXt1m29q1a+nRowdqtZq+ffvi9/tZuXLlUTM4J02aRFBQEG+//TbfffcdP/74Y+C6TZs24fV6mTNnDqqWBJdPP/30lOaclZWFVqtl/fr1gW7jVquVAwcOBDI2Bw4ciM/no6qqilGjRp3S+c4m4l2mcEytNSG9LUFFg1+HGzh48CBAoKnK/q9XkEgadk0D/fpP6NSxVWo1fe+9lvp39pNgzGLX7lXY3NUABGvC6RM/iiRtNmpZAyoIGZ9GyJjkDo8VOy6Xim2biDOlQ43Mf154luyLR9D3svEk5fZFoz1+zUO/30dNcRGle3dTmX+Qxppq/H4fsgzmyCjis3qQNmAwEQlJp1yItyOtXWGTkpIYM2YMzc3N5Ofnk5eXR0FBAfX19dTV1VFXV8fu3bsDt4uIiAjcLikpidjY2E7XlVSr1PSL7ke/6H78esCvqXHU8JPlJ9aVr2OdZR1VzVX8ZPmJnyw/MXfLXML14QyNH8qw+GGMTBxJXFD7+h1nlFoLKUOVMeZJcDUqS7b3fAkHFoPTBvsXKgNAHwoZow/XnwxNPNbRBUEQLhh+SaI1v0DUhBQEQRCEC9s333yD1Wrl7rvvblci7MYbb2TevHksXboUk8nEU089xYwZM9iwYUOHJXiOprXJy7Zt20hKSsJsNqPX6094ro899hgXXXQRs2fPZsqUKaxbt44///nPgXqNaWlp3HnnnUyfPj3QmKaoqIiqqipuvvlmANRqNdOmTeP3v/89WVlZbZZJZ2Zm4vV6efPNN7nmmmtYs2YNf/3rX094nkcKDg7m7rvv5vHHHycyMpLY2FiefvrpQJATlNqWt912G3fccQdz5sxh4MCB1NTUsGzZMvr27cukSZNOaQ7dRbzLFI7J1VITsnU5thkDtbhoaFCa0CQmJlK4Yyv+ChcEQfTFPU4oQGdOj8HdrxbHjhouz7wTV4wbkzsYqaLlGxEZNFFGwm/qgT415KjH0UQZ0aWF4C5sYHifySzf/iEH1q/mwPrVqLVaYjOyCY9LIDgigqDwCHQGI7Is47Lbaaytoq6slLL9e3E7mo96jv1rf4QP3iM0No7si0fQY+hI4rJO7P6eCJPJRJ8+fejTpw8Adrsdi8WCxWKhvLwci8WCzWYLBCZ37NihPBYaDQkJCYGgZEpKSqfTtaOMUVyVcRVXZVyFLMsU1BewzrKO9eXr2VCxAavLyqLCRSwqXARAv6h+XJF6BVekXUFi8FkQ0NObIfdaZfg8YNkBxWuhqGU4bbD3a2UAxOQqHbezxinZkpoTf9ETBEE4H8iALCmZkJrublYmCIIgCEK3mjdvHuPGjeuwR8ENN9zACy+8QGFhIR999BGPP/447777LuPGjWPmzJnce++9nTrHDTfcwOeff87YsWOx2WzMnz8/0M36RAwaNIhPP/2UZ599ltmzZxMfH89zzz3X5lhvv/02Tz31FA8++CC1tbWkpKTw1FNPtTnO3XffzQsvvMD06dPbbB8wYACvvfYaL730Er///e+59NJLefHFF7njjjtOeK5HeuWVV2hqauLaa6/FbDbz2GOPUV9f32af+fPn8/zzz/PYY49RVlZGZGQkw4cPP2cDkACS3JnF6OeQhoYGQkNDqa+vJyTk6EEroXNeK6xAu3QWX7OCCo2Gxyp/RWGzNXD9lCk3s+7dN7hEfS0mjZnoe/uhzzixZipem4vqt7fjq3cd3iiBISeCoOHxGLLDkVTHD/Q176im7h/7UJk0qG+JZuePSzj40xqa622dnovOaCShRy/is3sSnpCIWqNB9svYKi0U79pO2d5d+LzewP7myGh6DBtB9tBLSMjOQTrD9Qebm5spKyujtLSU0tJSysrKcDqd7faLiYkhIyOD9PR0UlNTT6q2pMfvYWf1TtZZ1rGufB07qncElu4B9I7szfi08VyRegXJ5o4zVruV3wfl2yDvB2WUbQL5iLoiWpPS4CZrnBKYjMg46qEE4USJ16auJx7TrjXmH18R3PS/FOnhD/E3c+P4Z7p7SoIgCOcU8bokdMTpdFJQUEB6evpJ1/cXzow1a9YwZswYSktLAys+hc7r7N+6yIQUjsnl8xPsd+NpCQKGyUHA4SCkvaQAV2U9phQzqECbdOIFUjVhemJ+PYCmteV4bU50iWaMuRFoIk+s1qGxdxTqCAO+OifmCiPj7n6Ay6ffj62iHEveARprqmmy1tFUV4vX7UKSJLQGIyHRMYRGxxKfnUN0ajqqoyxlHnrdTbidDoq2b+XAT2s4tHkDjbXVbP72KzZ/+xXB4RFkDL6YlD4DSO7dF1PIyXe27iyTyUR2djbZ2dmAUry2trY2EJAsKSmhsrKSqqoqqqqqWL9+PZIkkZiYSHp6OhkZGSQnJ6PRHP+pQKvSMih2EINiBwWWbv9Q9APfF33P5srN7K7dze7a3by++XVyI3O5qcdNTEqfhElrOt0PQ+eo1JA0WBljfgfNdUotybylSlCyqRIOLFIGKEHIrHGQeTmkXQL6c7f4ryAIwvHIEoGvlTRiObYgCIIgCBcIl8tFSUkJzzzzDDfffLMIQJ5mIhNSOKY/HCghY/lTvKvdTINazV/KnmY1+bjdbhLCY4moL8Vf6GZEzLVoE4OJnTGwW+fbtMGC7fM8JKOGuN8OQR10+paUed1uCrdvUQKSm35qt5Q7PD6RmPRMolPTCY2OISQ6huCISIzBIWj0+tO2jPvn7HY7BQUFFBQUkJ+fj9VqbXO9VqslMzOT7OxsevTogdlsPuFz1DhqWFa8jO+LvmdjxUb8LRmGRo2REQkjGJM8hkuTLiXCENEl96nLyTJU7mrJklwKxevAfzjjFZUWUoZB5ljIvAzi+ouu28IJEa9NXU88pl3r0n9+TVDTU5TqJF5MncbVYx7r7ikJgiCcU8TrktCRCzkTsnfv3oGGtj/3zjvvcNttt53hGXVswYIF3H333QwYMICvv/66TTdwofM6+7cugpDCMT25t4iBK55gjmEXDpWKd0v+QMjkXqz5zzIudmRSWrMRkzaEHiFDCB6RQNi1md06X9knU/nGFryVzRh6RhB5R26nlnJ3xO/04rO5UIfpURmOnRXi9Xgo3rmNwh1bKNm1g5qSjp9sW6k1GrQGIyq1uu1QKZdao5HQ6NhAlmZIdAxRyakEhUeccvDSZrORn58fCEra7fY218fHx9OjRw969OhBfHx8m+K4nVHnrOO/h/7Lp/s/pbixOLBdQmJgzECuyriKCWkTCNWf/kzRk+ZsgMJVcHAJHFoGtp/9/zRFQsYYJUsycyyEJHTLNIVzh3ht6nriMe1ao/71NUGNT1Gmk3g141dMGPU/3T0lQRCEc4p4XRI6ciEHIYuKivB4PB1eFxsbe1LJL8LZSyzHFrqE0+dD73fjaQl8aX0qeiZlEdpcB4AquBdGUwj4QJfW/S+2kloi4qYeVP11O859ddi+yiPsF1knFIh0HrLRtKYc5/468CkxekNuJKET09DGdLy0WKPVkjHoIjIGXQRAc0M9Vfl5VBYcora0mIaaahpqqrBbrfh9XnxeL76mxmPOw3JgX7ttptAwolPTicvsQXx2DvHZOSe87DssLIxBgwYxaNAgZFmmoqKCAwcOcODAAcrKygLNb1auXElwcHBguXdGRkanXjgjDBHc2ftO7si9gz11e1hZspIVJSvYW7eXLVVb2FK1hRc3vMgliZdwZdqVjE4eTZA26ITuw2lnCIGeVylDlqEuXwlGHloOBT9Ccy3s+o8yAKJ7KRmSmZdB6gjQnSVL0AVBEDpBluU2y7HVatGYRhAEQRCEU5OamtrdUxDOQiIIKRyTy+/H6GvG2xKE1PjV1BdXBq6P0MeDD1CBITu8m2bZli7JTMSNPaj7ZD/2nypwlzYRcnkKhp4RxwxGeirt1C8swLn/8HJlSa9Gdvlw7qnFecBK2NXpBA87ftabKSSUtAGDSRswuM12WZbxuJw4GxvxuFz4/T78Xq9y6fPj93nx+3y47E00VFdRX11FQ3UltsoKrOVlNNfbKNqxlaIdWwPHDIuLJz67J/HZOSRk9yQqJQ11J2o8AkiSRHx8PPHx8YwePZrGxkby8vI4cOAAhw4doqmpia1bt7J161ZUKhXJycmBoGRMTMwxszIlSaJ3ZG96R/bmwQEPUmGvYFHBIr7J/4b91v2sKFnBipIV6NV6RiaMZHzaeMYkjzn7ApKSBJGZyrj4HqXrdukmOLRUCUyWbYHqvcpY/xdQ6yF1+OGgZGwf5RiCIAhnKSUIKeFveapSq3XdOyFBEARBEAThvCSCkMIxNfv8GH2OwO8qvwpbQRk//3iiSwlBZTx7/pxMA2JAkrB+fhBPWRO1H+xBHa7HkB2OJtaENtaEJsyAz+7BY2nCud+Kc1+dkgaikgi6KJbg4Qlo44LwVDVj+yYf1wErti8P4WtwE3JF6kkti5YkCZ3BiM5wYk13ADxuF7XFRVQWHMKStx/Lwf3UlZVgq7Bgq7Cwd9VyADQ6PXFZ2ST17E1irz7EZWRjCO5cUxWz2czAgQMZOHAgXq+XoqIiDhw4QF5eHrW1tRQVFVFUVMQPP/xASEgIWVlZZGZmkpqaSvBxzhEXFMe0PtOY1mcaB60H+a7gO74v+p6ihiKWlSxjWcmyQEByZOJIhsUPIyUk5YQfp9NOrVWCjKnD4bL/VRrcFKxUApJ5y6ChFPJXKGPJsxAUowQjM8ZAxmixdFsQhLOOLMsggR8ZkNCITEhBEARBEAThNBA1IYVjunnTPh5bMZVfRbsA+Gz/y/gyZELz2tZvCJucRfDQ+O6Y4jH5Gt00rirFvrES2eE97v6G3EhCr0xDG912Oa0syzSuKKVhcSEA5tFJhExMO2PNZY7GaW+i4uB+yg/ubwlM7sP1sxqPAEFh4UQmJRORmEJkUoryc0ISptCwTt+Huro6Dh48SF5eHgUFBXi9bR/P6Oho0tPTSUtLIy0tDZPp+EuSZVnmgPUAiwsXBwKSR+oZ0ZNrMq5hXOo4EoLPgeCdLEPNwZal28uUupKetg2LiMyC9NFKQDJtFJjO0mY9QpcSr01dTzymXcfj8XDpl4sxNPyOGo2Kv/X7PcMG3trd0xIEQTiniNcloSMXck1I4cJy1tSEfOutt3jllVewWCz07t2buXPnMmrUqKPuv3LlSh599FF2795NQkICTzzxBPfff//pnqZwFA6fH53fCRxejm232QjFjMvoxKQNQR1hwDQwpnsnehRqs46wSRmEjEvFua8Oj8WOp7IZb1UzvgY3kl6NLiEIbWIwpgExR635KEkSIWOTkbQq6r/Jp3FlKbJPJvSq9G4NRBqCgtss+5b9furKyyjbv5uyvbsp27+H+qpK7DYrdpuV4l072txerdEQFB5BUHgE5vBIgiIiCA6PJDgikuDwiMClzmgiIiKCoUOHMnToUDweD0VFRRw8eJDCwkIqKyuprq6murqaDRs2AEqx4fT0dFJTU0lNTe0wKClJEjkROeRE5DBj4AwOWA+wrHgZGyo2sK16G/vq9rGvbh+vbHqF7PBsxiSNYXTyaPpG9UUlnYXdqSUJonsoY9j94HVByQYlIFmwEsq3Qm2eMjbNAySI66sEJNNHQ8pw0Hcua1UQBKGryLKMLEv4W37XaMRybEEQBEEQBKHrndYg5CeffMLDDz/MW2+9xciRI3nnnXe48sor2bNnDykp7ZdZFhQUMGnSJO655x4++ugj1qxZw4MPPkh0dDQ33HDD6ZyqcBQOvx+93wGYkGRQo8LT2JLZFakh/qGh3Tq/zlLp1Jj6RUO/6FM6jvmSRCS1hO2rQzStLgO/TOg1Gd2eEdlKUqmITEomMimZfpdPBMDtaKaurJTashJqS4uVUVZCfVUlPq+XhuoqGqqrsBzjuBq9nqDQMEyhYQSHRxIWn0B4fAJ901MYPXIEslpDUVERBQUFFBYWUl1dTWVlJZWVlaxfvx6AmJgYUlJSSElJITk5mbCwtlmYRwYkH+ABbE4biwsXs7BgIduqt3HQepCD1oP8beffiDBEcGnSpYxJGsPwhOGYtGdpIxiNHtJHKQPAYYOiNUpzm/yVSh3Jih3KWPsmqDSQdBGkX6oEJZMuAhEMEAThNPP7/cgSh4OQoiakIAiCIAiCcBqc1uXYQ4cOZdCgQbz99tuBbb169eK6667jxRdfbLf/7373O77++mv27t0b2Hb//fezfft21q1b16lzijT4rjVyzU7+vnICkxMj0coqvtg7l2LvftK1vZFz9STfcXF3T7FbNP1kwfZFHgBBQ+NOuAP32cDn9WC3WWmqq6XJWkdTXR1N1lrsdbU0WWtbfq/D7Wg+7rH0QUFEJqYQnZpGVHIapphY7H4os1RQVFREdXV1u9uYzWaSk5NJTk4mJSWFuLg41Gp1h8e3OW2sKlvFytKVrClbQ5OnKXCdVqXl4viLGZM0hjHJY4gLijv5B+VMa6xUApIFK5VhK257vdYEKcMOL9+O6w+qszADVDgu8drU9cRj2nUczQ4u/XYZ+sYnqFer+NfQl+nd88runpYgCMI5RbwuCR0Ry7FPn2nTpmGz2fjyyy87fZu0tDQefvhhHn744Q6vLywsJD09na1btzJgwIAO91mxYgVjx47FarUSFhZ2wvM+X3X7cmy3283mzZt58skn22wfP348a9eu7fA269atY/z48W22TZgwgXnz5uHxeNBq2xdKd7lcuFyuwO8NDQ1dMHuhldPnQ+tXHl+NrAYk/E4PaMEQZj72jc9jwUPjkdQS1v8cxP5TBV6ri8hbe6IynD3NeY5HrdESEhVDSNSxl9K7nQ6abTbsNivN9TYa62qwWsqwWsqxWspoqKnGZbdTfmAv5Qf2trltcGQU8Slp5GQk4w8Kwe6HaquViooKGhsb2bNnD3v27AFAq9WSlJQUyJRMSkoKPHmFGcK4JvMarsm8Bo/Pw+aqzawsWcmKkhWUNpWypmwNa8rW8Mef/kjfqL5clXEVk9InEW44Ozq2H5U5FvrdpAyAuoIjgpI/gr36cH1JAGN4S0ByDGSOhfC07pq5IAjnEdmvtKQ5vBy74y+EBEEQBEG48Kxdu5ZRo0ZxxRVXsGjRou6ezmmVnJyMxWIhKiqqu6dy3jptEZOamhp8Ph+xsbFttsfGxlJRUdHhbSoqKjrc3+v1UlNTQ3x8+8YnL774IrNmzeq6if9c3lJIGgKG0NN3jrOYzt2IryXBTyOrkZDQSEowWB92YdeuCxoSh6RXY/30AK4DVqr+so2oO3ujiTrxztdnM53BiC7OSFhcx42HPG4XNks5NSVF1BQXUlNSRHVRIY211TTV1tBUWwNbNwX2V2s0pCSlYIxLUgKTPplqmw2Xy0VBQQEFBQWAsjw7NjaWlJSUNs1utGotw+KHMSx+GE9c9AT59fmsKFnBipIVbK/ezs6aneys2cmrm15laPxQLku+jDHJY4gxnZ11S9uISFfG4DuVJjdVew4v3S5cDQ4r7PlSGaAEITPGKkHJ9EtFkxtBEE6K7JORkfC3vt6L5diCIAiCILR4//33mTFjBu+99x7FxcUdltY7X6jVauLizqGVdeeg05629fNaebIsH7N+Xkf7d7S91e9//3seffTRwO8NDQ0kJyef7HTbaiiHj64HSa0EIjPGKtlHiYNB3T4r83xkclvxtDz2WlmLSlKhUekBUOnPnay/08XUNxpNhJHav+/GW+2g8s2thF2XhWlA9FlTJ/J00+r0RKemE52a3ma7097UEphUgpPVxYXUFBfgdjioLcyHwvzDxwCCI2PQRMfhMwZj98s43B4qKiqoqKgINLuJj48nPT2d9PR0UlJS0Ov1ZIZlkhmWyd1976bGUcPiwsV8lfcVe+v2BjIkZ6+fTZ/IPlyeejkT0yaSZE46kw/RyZEkiO2tjGEPgM8DZVsgfznkr4DSjWAthM3zlSGpIH4AZF6mPE8lXSzqSQqC0Ck+n69NJqT2AnmPIwiCIAjdQZZlHB5ft5zbqFWf0OdUu93Op59+ysaNG6moqGDBggU8++yzACxYsICHH34Ym80W2P/LL79k8uTJdKbq3/bt23n44YfZtGkTkiSRnZ3NO++8w5AhQ5g5cyZffvkl27ZtC+w/d+5c5s6dS2FhYYfHGzNmDH369AHgo48+Qq1W88ADDzB79uw297m5uZnp06fz2WefER4ezv/+7/9y7733Ah0vx164cCEPP/wwJSUlDBs2jDvvvLPdudeuXcuTTz7Jxo0biYqKYvLkybz44osEBQUd93G40Jy2KFJUVBRqtbpd1mNVVVW7bMdWcXFxHe6v0WiIjIzs8DZ6vR69Xt81k/65hnKIzFI62Zb8pIyV/wf6EEgbpXzQz7wMIjNPz/m7mSzLhLiseFo7Y8vK8iy9Slkiq9KL5VoAusRgYh4aSO3He3EXNWD9ZD/NWyoJ+0UW2vMsK/JEGIKCSerZm6SevQPbZL+fhpoqqosKqS4uoKZICU5aK8px11bhrq0ClCemII0WnzEYn8mM3xyKT6vHYrFgsVhYu3YtkiQRHxdHZmYm6RkZJCcnE2WM4rZet3Fbr9vIt+WzrGQZy4uXs6NmB7tqd7Grdhd/2vIn+kT2YWL6RManjic+uOMMz7OOWgspQ5Ux5klwNULhmsNByep9UL5FGateVepJJg9taXJzqRKgVIsvDgRBaE+W/YCEv+X1Xi2CkIIgCIJw2jg8PnKfXdwt597z3ARMus5/Jvjkk0/IyckhJyeHqVOnMmPGDJ555pkuSbi57bbbGDhwIG+//TZqtZpt27Z1WILvRPz973/n7rvv5qeffmLTpk3ce++9pKamcs899wT2mTNnDrNnz+app57i3//+Nw888ACXXnopPXv2bHe8kpISrr/+eu6//34eeOABNm3axGOPPdZmn507dzJhwgRmz57NvHnzqK6u5qGHHuKhhx5i/vz5p3R/zken7ROpTqdj8ODBLFmyhMmTJwe2L1myhF/84hcd3mb48OH897//bbPt+++/Z8iQIaf8x3hSkobAjM1Ks4hDy5W6bAUrlSWR+79VBihLIjMvh6zLlQ/7+vOjVqJblgn31ONpeX5Ry8qfi16tdCKWjhOElGWZBoeXUlszdXY3WrWK9KggYsz68y5LUB2iI/refjSuKKFheTGugzYq524meGQi5hEJqENPU6D8HCOpVITGxBEaE0fWRcMC2z1OJ7WlxVgryrFVWLBVlAd+dlQWQyX4NVp8JjO+IDNeUwiyTk+5xUK5xcKq1auRgBC9jrioCFJTU8nK6cmdObfzq76/orq5muUly/m+8Hs2Vm4MBCRf3fQq/aP7MzFtIlekXkFsUMdfkJyV9GbImagMgPoyJRjZGpS0V7f8vFy5XmeG1BFKp+60URDXF1TiiwRBEED2yvhlCbn19V4lvrAQBEEQBAHmzZvH1KlTAZg4cSJNTU0sXbqUcePGnfKxi4uLefzxxwPBv+zs7FM+ZnJyMq+//jqSJJGTk8POnTt5/fXX2wQhJ02axIMPPggozZFff/11VqxY0WEQ8u233yYjI6PdMV966aXAPq+88gq33nproNlNdnY2b7zxBqNHj+btt98WDYl+5rS+y3z00Ue5/fbbGTJkCMOHD+fdd9+luLiY+++/H1CWUpeVlfHBBx8ASifsP//5zzz66KPcc889rFu3jnnz5vHPf/7zdE7z+MJSlBptg+8Evw8s21uaRSyHkvXKkshN85Sh0ijZR1mXK4HJuH7nbDfbZp+fSI/tiOXYyp+LQa2kFB+ZCenzy2wvtfHjgWp2lTVQam2m1OqgyeVtd9zEMCNX9onjyr5xDEwOR3WOdZU+GkktEXJ5Cqb+0Vi/ysN10EbTylKaVpVh7BuF+ZJEdMnnR4C6q2kNBuKyehCX1aPddU57E/WVFdRXVWCrrKC+sgJbVQW11eXYnG68JjM+kxlZq6Pe5aa+rIL9ZRV8v3otGnsDJr+HmJBgImPi+FXcOO7NvIEdqgJW235iS9VWtldvZ3v1dl7a+BIDYwYyIW0C41LGnVsBSYDQRBh4mzJkGar2KvUkC1cpw1kPBxcrA8AQBmmXKAHJ9FEQ3eucfa4SBOHU+P1+ZA6/FksiCCkIgiAIp41Rq2bPcxO67dydtX//fjZs2MDnn38OgEajYcqUKbz//vtdEoR89NFH+dWvfsWHH37IuHHjuOmmm8jMPLVVpsOGDWuT8DR8+HDmzJmDz+dDrVbue79+/QLXS5JEXFwcVVVVHR5v7969HR7zSJs3byYvL4+PP/44sE2WZfx+PwUFBfTq1euU7tP55rS+y5wyZQq1tbU899xzWCwW+vTpw8KFC0lNTQXAYrFQXFwc2D89PZ2FCxfyyCOP8Je//IWEhATeeOMNbrjhhtM5zROjUkPiIGVc+ltlSWTBKji0VGliYy2AojXKWPocmKIO12jLGAsh58jST8Dq8ZHgqsIrtS7HVv5ctC01ISWdmp2l9cxfU8DSfVXUOzwdHicySEe0WY/T46O4rpkym4P3Vhfw3uoCooJ1XJodzeC0cBLDjIQatYQYteg1KjQqFSoVqCXp8M8qCZUkoVFJqFXSWZlRqYkyEjW9D869dTSuKsVd0IBjezWO7dVo44PQZ4ahiTSgDtWjNutAJYEESBKSBEigCtKiDhb1/EBZ1m3IyCI2I6vddT6vl8baGqwV5ZQXFVFcWkJVnY0GjxefSo3XHE4D0ADkl1Si3ncQjb0BdXMj/SQYlDiIsjQf+0OqOSSXsbVqK1urtvLSBiUgOT5tPFekXnFuNLU5kiRBbK4yht2vfHlSsVMJRhb8CEXrwGmDfd8oA5TnqrRLWjIlL4WobOU4giCc9/w+P7IE/pZ/82qVWI4tCIIgCKeLJEkntCS6u8ybNw+v10tiYmJgmyzLaLVarFYrKpWqXe1Hj6fjmEBHZs6cya233sq3337Ld999xx/+8Af+9a9/MXny5FM+9rH8fJWtJEn4/f4O9+1MbUu/3899993Hb37zm3bXnc9NfE7Waf/Lf/DBBwOprj+3YMGCdttGjx7Nli1bTvOsupDeDD0nKQOgLl8JRh5apnzYb66BnZ8qA5Rso9agZOoI0J29hUqtHi9Jzgpa/6m3ZkKuxcM8XDT8/Scsja7A/iEGDaOyo7k4PYKUSBPJ4UYSw0wYdYe/bXG4ffx4sJrvdlpYureKmiY3n28t4/OtZSc1R61aIincRHpUEBlRQWREB5MZrVxGBeu6LUgpSRLG3EiMuZG4y5poWlNG8/ZqPBY7Hou9U8dQh+kxZIdj6BOJITsc6TzJGO1Kao2GsNg4wmLjSO8/iJEt22VZxmKxsHvnTg7s3091XR1+gxG/wYgnMhZkP+pmO+rmBiI2ObnEoWWQPpGiuGYK45upinCxpWoLW6q28H8b/o+eQVmMS7uCST2uITmkixpfnUkqNSQMUMaIGeDzgmXb4UzJ4vXKc9WRnbeD41qCkpcqgcnwdBGUFITzlCzLyL7Db75VoiakIAiCIFzQvF4vH3zwAXPmzGH8+PFtrrvhhhv4+OOPyczMpLGxEbvdHmjAcmQjmc7o0aMHPXr04JFHHuGWW25h/vz5TJ48mejoaCoqKto0Nu7MsdevX9/u9+zs7EAW5InKzc3lyy+/POY5Bg0axO7du8nKap80I7R39offzzURGXBxBlx8D3jdULrhcD3J8q1QvVcZ6/8Cah2kjoSeVykjJKG7Z99GrcdLkqsSe8s/eres4h+4+BsuJTDZ6EKrlri6XwK3DU1hQHIYGvWxl3MadWom9I5jQu843F4/GwvrWJ9fy7YSG7VNbuodHhocHtw+Pz6/jE+WOdaXDx6fTEGNnYIaO8t+dp3ZoCEjKoiIIB2hRm1ghBxxaTZoMGjVGDRq9FoVBq0ah9uHzy8TbdYTbtKeciBTlxhMxM05hE5Kx3nQhqekEa/Nha/ehd/ugdb7KMtKa1JZxu/w4rO5sG+swL6xAk2UkeBRiQQNikE6gRT6C5UkSSQkJJCQkMAVEybQ3NxMQUEBhw4dIj8/H5vNhi9IqS9JtJKMapT99Gq0krOtCgf1FMc1UxinBCT32fPYtzuPP+9+mxi3mYHqHC6NGUnf5EFExCdijopCdS7VV1RrlJq3SUNg1KPKc1XZ5sOZkiUboKkCdv1bGQAhSYfrSaaPUspUCIJwXpB9PuBwl05RE1IQBEEQLmzffPMNVquVu+++m9DQ0DbX3XjjjcybN4+lS5diMpl46qmnmDFjBhs2bOgw0awjDoeDxx9/nBtvvJH09HRKS0vZuHFjYBXsmDFjqK6u5uWXX+bGG29k0aJFfPfdd4SEhBzzuCUlJTz66KPcd999bNmyhTfffJM5c+ac1GMASsnAOXPmBI65efPmdvfxd7/7HcOGDePXv/4199xzD0FBQezdu5clS5bw5ptvnvS5z1fiXebppNG11Fy7BC5/BprrlMY2rfUk60sON45Y+FtIHNwSkLwGotvXxjvTrB4f/RxlbNUqQbiDMuxAyXwcgppHpw0iOzGUaPPJNV3RaVSMzIpiZFbUMffztwQjfX4Zf8tl63B4fBTXNpNfYye/2k5+TROHqpsotTpodHrZXlp/UnNrpVFJRAbriAzSE2XWExWsIzbEQFyIQbkMNRAboic6WH/cAKw6WEfQwBgYePylvX6nF3dxI469tTRvrcJb48D2RR4NPxQRNikD44Dos3Ip+tnKZDLRu3dvevfujSzL1NXVkZ+fT0FBAYWFhTQ3N2NHBeZIMEei1Wi4ODSEsZKMvdLCLuduDgRVYIlwUqVrZDGbWFy7CXOxhtQKE+k1ZrIMaUTEJxIWG094fAJhcQmExydgjohCOttrLWp0kDpcGaOfAI9T+QKloKWeZOkmaCiF7f9UBigNudJGKZmSaaPOqVITgiC05ffLqGQvrbmQKkm8PRQEQRCEC9m8efMYN25cuwAkKJmQL7zwAoWFhXz00Uc8/vjjvPvuu4wbN46ZM2dy7733Hvf4arWa2tpa7rjjDiorK4mKiuL6669n1qxZAPTq1Yu33nqLF154gdmzZ3PDDTfw29/+lnffffeYx73jjjtwOBxcfPHFqNVqZsyY0an5HE1KSgr/+c9/eOSRR3jrrbe4+OKLeeGFF5g+fXpgn379+rFy5UqefvppRo0ahSzLZGZmMmXKlJM+7/lMkjuzyP0c0tDQQGhoKPX19ceNkncrWYbaPNi/EPZ+A6UbgSP+V0RmtwQkr1aCk90QxHjvUD6/+nAgXwcH8XR0JN6mHjhKpjMANS9jIvuFUWftEmGnx0dhrZ2i2mbqmz3UO9qOBqdy2eT04vT6cHn8OD0+nF4/Bo0KlUrC1tz5mhMqCaKC9cSGGIgx64kI0hERpCPMpCMiSEu4Sfk9PEhHhEnJzOxsQx6/y4t9YyVNq8vw2ZQgsC49lPDrMtHGnr3L+c8Vfr+f6urqQECysLAQp9PZZh+DwUBKSjIms5ZDnr1sadrKHn8BXunw8kWTQ01KpYnUChOxVj2qljazGq2O0Ni4QFAyPC6B0Ng4wuMSCI6MPDcyKN12KPlJyZIsWKVkdcu+tvtEZrdkSl4CKSNEUPJnzpnXpnOIeEy7juVgCVdu3IjP8wcAfrrhB0zB51hzLkEQhG4mXpeEjjidTgoKCkhPTxddkk+zMWPGMGDAAObOndvdU7kgdfZvXXzV3V0kSWn8EPU/MPJ/oLEC9n+nNInIXwm1B2HNXGUEx0H2FUodyfQxEBR5RqYoV+0DoFHd0iBFVvNbDFyHDkmnPmsDkAAGrZqecSH0jDv5NwBur5+aJhe1TW5q7MplVaOTqgYXFfVOKhqcVDY4qWp04fPLVDW6qDqiRuaxqCQINWoDQck2l0FaJXgZ+F1HxKAYYi6Ow76mjMZlJbgL6qn801aCRyYQMi4FlV78Uz5ZKpWK2NhYYmNjGTZsGH6/n8rKSgoKCigoKKCoqAin08mBAwcDt+lrGMa4pF/QGNXIAfkAG2s30mxsZl9aI/vSGjH5daRbw4gvkoirkvGWFlNbWtzu3GqNhpCYOMLj4pVAZWwCYXHKZWhMDGrNWVKXTRfUUsv2MuV3Z4NSR7LwRyUwadmhPGfVHoRN7yv7hKUqdW9ThiuXkVmipqQgnKVkv4wKf2BBtiQa0wiCIAiCIAingYhcnC3McTDkLmU4GyBviZIheXCJUptt64fKQIL4/oeb2yQPBc3JLYc+npji5QBUGZVsO1lWk4iSkSnpz/LlpV1Ap1GREGYkIcx4zP18fplau4vKelcgKGltdmO1u7E2e7A2u6mzuwOXjU4vfpmW6zzk08lGNSqJMKOWsBANIQ4f5mYfoavyCP+pkNjcKGKzwokI1hFu0hEVrCcyWHdOdF0726hUKuLj44mPj2fEiBH4fD4sFguFhYUUFBRQUlKC0+mkKK8I8iCKKCZpJuFL8mEJtrDbtZtGbyO7I6vYHQlGtZEh5r70kzNIsYXgrKjFVllBfWUFPq8Xa3kp1vLSdvOQJBXmqGjC4uKV5jtxCS0/xxMWE4e2O79JNYRAj/HKAHBYoWitkiVZtAYqd4GtSBmty7dNUZAy7HBgMq6fUptSEIRu5/P5kGRv4He1aEwjCIIgCMIp6t27N0VFRR1e984773Dbbbed4RkJZwOxHPts53UpNdlam9tU7Wl7vdakNLdpDUpG9+yabCO/n5qXehDlqubJrB5863Piqe/P38vvIREVmigjcb8dcurnuQB5fH5sRwYn7W7qjgxaHvG7cumhyeU9/oE7YNKpAwHJCJOOUJOyNDzMqCUsSLkMN+kIM2lbho4gnVrUmzwGn89HRUUFxcXFFBUVUVxcTHNzc+B6P35qjbXYomwU6Yqo9x+uS6pT6RiWMIyxyWMZlXAJRocKa0U5tgoLtkoLtgoL9ZUWrJUWvK5jZ9UGhUcoAcnY+DaByvD4BPSmbl6m72xQmtsUr1NG6Sbw/ez+aIMg+SJl6XbaSEi66LR9oXI2OO9em84C4jHtOsW787l+23pc3hcB2HrrBjTaY38BJwiCILQlXpeEjlzIy7GLiorweDoucRYbG4vZbD7DMxJOJ7Ec+3yh0UPWOGUANFggf4XSzObQcrBXKVmTeUuU683xkDFWCUpmjIHg6JM6rVz4I1GuahrVJmr1emh2IslqYlGCU5L+HKhjd5bSqlVEm/Un1NDH7fVja1aCkkrg0qMEKBtdVB6so7qkAZvspx5o0Kuo8/lwef00u30U1zVTXNd83HMcnp9EqFFH+BGBybCWpePhR9S4jAzWBWpdhhg6X+PyXKdWq0lMTCQxMZHhw4cjyzI1NTVtgpIqm4rokmiyyMKqs1IWVEZFSAUNNPBj6Y/8WPojAP2i+jEmeQxjh4ylX9jEQPBXlmWa622BAGV9pQVr4LIcl92O3VqH3VpH2b7d7eZoCg0jPD6R8PhEIhISAz+Hxsah0Z6BDCdDCGSPUwYoX6aUb1UCkkXroGQ9OOtbnstWKPtoDEqmZPqlkD4a4geITElBOENknx+V/8ju2LpunI0gCIIgCOeD1NTU7p6CcBYSmZDnMlmGyt0t3baXKR/wvW0bahDXVwlKpo+GxEFgijj+MQtX4//iPlQNZXwYfzVLzUVs9tSjrb+Yr8unAaDPCiP6V31Pz/0STpi31oHtm3yce+sAUIVo0U5Moyk5mFq7m5omV0v2pQebw43Nrlxamz3Ut2Rl2po9uH3+45ypYyqJds13IoJ1RLbWtDxiRAYpjXt0mvN3SX99fX2boGRVVRUyMg3aBiwmC+VB5Vj11ja3STYnKwHJ5LEMjBmIRnX0AJyjqZH6CiVjsr41i7LSgtVSTnO97ai3kyQVITExRMQfDkyGxycSnpCIOSLyzHXx9vuVrO7idcoy7sLVyhcqR9KZlQzJ9EuVEdO7Wxp0dZUL6rXpDBGPadcp2HaQX+5cS7P/VSRZZse0Xd09JUEQhHOOeF0SOnIhZ0IKF5bO/q2LIOT5xONQPtQfasmSrNzZfp+wVKWmZEQ6hKVAWBoExyg13ezVcGAx7PwUgIPGFKb2e4nUqjnspYqwxpH8s1Sp22DsG0Xkbb3O4J0TOsOxpxbbN/n46pRgtD47jLCrMzrVRVuWZRweX2CpeP2RQcuWZeJH1rhsXUreeJJLxc16DRHBrYHJwwHMcJOShRluav1d+TnUqEWjPjeDUM3NzRQXFwcCkxaLBbtkx2KyYDFZqDJU4VcdDgAHa4IZnTyay1IuY2TiSIK0nV9e7WpuxlZRTp2lTKk3aSnHainDainD7XAc9XYanZ7wuPhAUPLIAKUx+DQvlZBlqN7f0n17pRKUdNra7mOMULpvt2ZKnmONbi7o16bTRDymXefQ5r1M3b2OJvl11LLMNhGEFARBOGHidUnoiAhCChcKsRy7i/hlGdW58kFXa2zbwbapSlnqeGgZlPwEdfmHm0UcR110X27InEWoppkmrwE0YD6iU6/KKP50zkbG3EgM2WE0rCilcWUJroM2Kuduwdg/mpDLU9BGm456W0mSMOk0mHSa4zbjOVKHS8XtLmpbApW1djd1TYd/tja78fllGl1eGl1eimo7v1Q8xKAhIkhHWGug8sigZcvPYSatEtBs+Vmv6f7SASaTiZ49e9KzZ08A3G43paWlgaBkQVkBZZqyQFCyiSa+LfiWbwu+RYOGAZEDmJg5kctSLyPadOwSC3qTidiMLGIzstpsb13iXVde2hKUbAlOlpdhq6zA63ZRXVxIdXFhu2MazCFHZE8e0SAnLr5r6k9KEsT0VMbQe8Hvg4qdLUHJH5VsSUcd7PlKGQDmBKXkROswx576PAThAuX3+ZFk5YuQc/OrHkEQBEEQBOFcICJJx9Do9dF/7W5yTAZ6BxvJDW69NGI+CwIbxxUcA/1uVgaAwwaW7coSblsRWFsCks11IPuVzMiobEgZxp/M46gqq6GPO48yrx40EKo9XCNKBCHPXpJWTegVqQQNjMH2XQHO3bU4tlXj2F6NsX80wcMT0KWYu6z5jE6jIibEQExI577Z8/tlGpyeQDZla7DyyCY9rdmYrdmX9Q6loHGD00uD0wsnELgM0qkJa1kqHtaSVXnkz0dmW7b+bNSe3uY8Op2OjIwMMjIyAAIduIuLiykoLGBTxSaKNEWUm8qxa+1sqt3EptpNPL/hedL0aYxOHM01udfQI6JHp+cpSRJBYeEEhYWTnNu2lILf56O+urIlKHk4c7LOUkZTbQ3OxgbKGxsoP7C33XEN5hDCY+MJbW2ME9fSKCcuAaM55OQeR5UaEgYoY+RvwOeBsi2HMyVLNkBjOWz/hzIAYnJbApJjlQ7c+uATP68gXKB8Xh+gZLWrzqv1MYIgCIIgCMLZRESSjmFvk4Nmn5+tjc1sbWwb9Egx6NoEJnsHG0k26M7urEljGGSMVsZxrN24H4B0fyEHvUpwKeyIlFqVSfzpnO00UUaibs/FXdZEww9FOPfWKcHIbdVok4IJGZOMIScCSXtm815UKklpdmPSkdHJvklen596hyewHNxqVwKVdc1KZqWtpVGPrflwh3Gbw4PPL2N3+7C7HZTZjr4U+ed0GhURps4HLcODdJj1mpMOXKrVapKSkkhKSmLEiBHc4r+FqqoqCgoK2FSwiZ9qf6JYV4zVYKXQVUhhfiF/z/87YYQxKGQQEzIncHnPy9HrTq67tEqtJjwugfC4BBjY9jqP04m1ovyIzMlSbJUV2CotNNfbcDY2YGlswJK3v91xdUYjYbEJge7doUd08z6hGpRqLaQMVcbox1tKT6w/3KTLskOpMVm1B9a/BSoNJF0MmWOVwGTCINHkRhCOwev1oZL9IIEaEYUUBEEQBEEQTg9RE/IYmlxeNlc1YJF9HHK72WN3scfuwOLquM18sFpFzyADucFGegUbyQ0y0CvYSMi5kDV5hGq3h75rlI67rzQ9w4v5UajDNnF9+C+5Z+2lAITfmE3QkLjunKZwgtxlTTStLad5ezV4lWV3klaFPjMMQ044+qwwNFHG05oBeCb5/TKNTq8StGwdds8Rv3uUZeStAU37qTXn0aikw4HKI5aFH2vpeKhRi7oTXcX9fj9VVVVsy9vGsqJlbLdvp0JXgV86PFedT0e2OpsR0SOY0HMCmSmZaDSnN/DmdjQHApK2lgY5rZ28G2trlFqPR6HWagmNjg0s7Q6PTyQsPoGI+ETMkVEn1iTHXguFPyq1cPOXg6247fX6EEgbpQQkM8d2Sz1JUSeq64nHtOtsW76J3xSuw6p6l2Cfn3XTd3f3lARBEM454nVJ6IioCXniJEniiy++4Lrrruvw+hUrVjB27FisVithYWFnxZx+rjvm2N1ETcgusKPUxp1/+wkAnVpFRJCO+CAdOSYtKr0aj1aiSQW1kp8K2Y9dK7G5wc0mXRNopMCH3ES9ll7BRnoGGejVEpjMMunRnaWdXr+trgdggNmEoxp8gBqIDgtC0quRXT608WKp47lGlxhMxE09CL0yjaZVZdi3VOFvdOPcV4dzX0tXbZMGXWoIutQQ9Gkh6BLNZzxTsquoVBKhJi2hJi1pdK5uoSzLNLt9gYDk4eDl4aY8HQUvHR4fXr9MTZObmiZ3p+coSRBq1B4OWpo6DlqGmrSEm0z07zuaMUOvQKeWKLIUsXDPQtZUrmG/Zz9utZvd7GZ39W7mVc4jzhVHX2NfxqSMoW9GXxITE7s8KKkzmohJyyAmLaPddV63m/qqSmyV5YEApa2ygvpKC/VVlfg8HurKS6krL213W7VWGwhMhscnKJdxCYQnJGIKDWsfKA+KhN6TlQFK/dv8FS1jpdLkZv+3ygAISTqinuRopXSFIFzA/F4fEi1fTnXzXARBEARBOLusXbuWUaNGccUVV7Bo0aIuO+7MmTP58ssv2bZt2wndbsSIEVgsFkJDQ7tsLmertLQ0Hn74YR5++OHunkqXEUHIY3C4fZh0aprdPtw+PxUNTioanB3uqwKOXAgpqQCtGp9WokqnpkqnYoVOhaxTgU6NSqci3mwgO9xE34gg+kUEk2tWlnSruzETzS/LzCutBuC6mDD2bklDkpSgpF5nIOaB/vga3OgSRRDyXKUO1hF6ZTohE9PwWOw491txHqjDXdKEv9mLc28dzr1KUBKVhDYhCF2yGX1KCPoe4aiDtMc+wTlMkiSC9BqC9BqSIzp/O2dLV3ElMKkEKuua3djaBC/bBjMbnV5kGWzNHmzNHWdXH41eo2oJXPYlzDSIIQYVTmk/1d6NVLMdp8pKubGccspZXLSYsAORJDmSGBI2kEGpg0hNTSUpKQmdTnf8k50kjU5HZFIykUnJ7a7z+3w01lZjq6jAVlmOtcKCraI80CTH5/FQW1pMbWlxu9vqjEal9mR8Ykv9yYTAEu9AgDIiQxlDpitNbizbDy/dLl4PDaWw7SNlAMT2OaKe5HDQdUGznQvQW2+9xSuvvILFYqF3797MnTuXUaNGHfd2a9asYfTo0fTp0+eE34QKXcPr8yHJPkA0phEEQRAEoa3333+fGTNm8N5771FcXExKSkq3zken0xEXJ1ZlnqtEEPIYLu8Vy57nJuJw+6i1uzrs9Fvb5GrXXKPJ5UX2Ay4fKhe0Fnv/uaqWsQaQJUCrQtKpMBg1hJl0xATrSQoxkBFmJCvMRJzZQGSQLrDEszPLOE/U38trOdjsIlSj5pdxEUysGAjhSwHQa/Ro44LQxokP6OcDSZLQJQSjSwgmZGwystePu7wJd1ED7sIGXEUN+Js8eEqb8JQ2YV9nAQl0aSEYcyMx9olCEy6WFAAYtGriQtXEhXb+8fD4/C0ByJamPK0/tzbmaekk3pqRWe9QgpVev4zL29GXIpHARGACKn0lmuDdaMx7URtLsRlqsRlq2cV25h/8L+qtPdDbs4iQ0ogNNZMQFUZKbCRRIcZAVmZY66VRi0bdtWEJlVpNaEwcoTFxpDKgzXV+n4+GmmpsljLqLOVKcNJShrWinIaqKtwOB1UFh6gqONTuuFqDkbC4eMJjDzfHCY9LICwulaBLHkEa9Si4m6FkfcvS7RVQsQMqdylj3Z9BpYXkoZA5RglKxg8Q9SQ74ZNPPuHhhx/mrbfeYuTIkbzzzjtceeWV7Nmz55hvVOvr67njjju4/PLLqaysPIMzFo7k9x7ujq0+r4r0CIIgCMJZSJbB0/lGm11KazqhskR2u51PP/2UjRs3UlFRwYIFC3j22WcBWLBgAQ8//DA2my2w/5dffsnkyZM5XtW/BQsWMGvWLIDAKqf58+czbdo0AGpqapg8eTKLFy8mMTGROXPmcO211wIdL3X+z3/+w7PPPkteXh7x8fHMmDGDxx57LHC+t956i9dff52SkhJCQ0MZNWoU//73v4GOsw0HDBjAddddx8yZM9vNvbCwkPT0dP75z3/yxhtvsGXLFjIzM/nLX/7CmDFj2uy7efNmfve737Fnzx4GDBjA/PnzycnJAeDQoUM8+uijrF+/HrvdTq9evXjxxRcZN24cAGPGjKGoqIhHHnmERx55BCDwuK5du5Ynn3ySjRs3EhUVxeTJk3nxxRcJCjp+rOajjz5i7ty57N+/n6CgIC677DLmzp1LTMzh1WELFy7k4YcfpqSkhGHDhnHnnXdy1113dcnycvHJqhOMOjVJOhNJ4aZO7e/0+H7W+ddFbdPhIGVNk4uKRhdVTS7qmz243D4kGXD7we3H2eSlAicVwI6jnEOSwGRQgpXRwTrizAaigpUac2aDlhCDlhCjpuVSS4hBo2w3atAfpUblfyrqeOZgKfhlbtKaeOwfW6hojiUo0gWAVntyTS+Ec4OkUSnZjikhMEp5gvPZXLiLG3EXN+DKr8djseMuaMBd0ED9wgKMvSMJHpWEPlXUvTlRWrWKaLOeaHPn/13JskyTyxvInrQ2Kw14bEcGK5s9WJtjsDl6YmvyYK2tplmzA3XwHtRBh5D0tfj163BErqPEG0RBUy+8h3Lx7cgCuePMSLNeQ1iQljDj4QBleEuAMuyIBj6hLZdhRuV552S+KFGp1YTFxhEWG0fagMFtrvN6PNRXVQSa5LTWn7RVWGioqcLjdFBdmE91YX6742r0+pbgZAJh8QmExV5C+KibCA/VE2TdiVSwEg6tgPpiKFqtjGXPQ+pIuGvhCd+PC81rr73G3Xffza9+9SsA5s6dy+LFi3n77bd58cUXj3q7++67j1tvvRW1Ws2XX355hmYr/JzP5xeZkIIgCIJwpnia4YWE7jn3U+UntOrnk08+IScnh5ycHKZOncqMGTN45plnTrmPwJQpU9i1axeLFi3ihx9+AGizvHrWrFm8/PLLvPLKK7z55pvcdtttFBUVERHRfrna5s2bufnmm5k5cyZTpkxh7dq1PPjgg0RGRjJt2jQ2bdrEb37zGz788ENGjBhBXV0dq1atOqX5Azz++OPMnTuX3NxcXnvtNa699loKCgqIjIwM7PP0008zZ84coqOjuf/++5k+fTpr1qwBoKmpiUmTJvH8889jMBj4+9//zjXXXMP+/ftJSUnh888/p3///tx7773cc889gWPu3LmTCRMmMHv2bObNm0d1dTUPPfQQDz30EPPnzz/uvN1uN7NnzyYnJ4eqqioeeeQRpk2bxsKFymeekpISrr/+eu6//34eeOABNm3a1Cage6pEEPI0MGjVJIQZSQgzdmp/t9ePtdlNVaOLfXV29tns5NsclDY4qW4JVPpcPnD7kdw+JK+MLIPd4cXu8FJWe2Lfoug1KswGLUEGDQa9GjcyNR4f9W4vKo+fYLefjzzlAKglL4nmEiwymLSduz/C+UGSJDThBjThBkz9lTbW3jonjr21OHbV4i6ox7FL+VmXGoJ5VCKG3Eik05ChKygkScJsUL5oOJHl4n7/jTQ6vZTVW1lVtpp1FSvZZf0Jl8aOLmwTurBN4NegsadDUw7epl64vKG4W14iGl1eGl1eSuh8h3FJghCDtqWmZfugZevPoS0By1CjljCTcqk9SualRqslMjGZyMT2S7xbA5S2lqCktaK8JUipZFB6XS6qiwupLi5sf1ydviXwOYW4FC2J2ioinAcx1myFxMGiRt5xuN1uNm/ezJNPPtlm+/jx41m7du1Rbzd//nwOHTrERx99xPPPP3/c87hcLlwuV+D3hoaGk5+00IbP50OSRBBSEARBEIS25s2bx9SpUwGYOHEiTU1NLF26NJCtd7KMRiPBwcFoNJoOl1ZPmzaNW265BYAXXniBN998kw0bNjBx4sR2+7722mtcfvnlPPPMMwD06NGDPXv28MorrzBt2jSKi4sJCgri6quvxmw2k5qaysCBA09p/gAPPfQQN9xwAwBvv/02ixYtYt68eTzxxBOBff74xz8yevRoAJ588kmuuuoqnE4nBoOB/v37079//8C+zz//PF988QVff/01Dz30EBEREajVasxmc5vH6JVXXuHWW28NZG5mZ2fzxhtvMHr0aN5+++3jNkCaPn164OeMjAzeeOMNLr74YpqamggODubtt98mIyOD119/HUmSyMnJYefOnbz00kun/JiBCEKeFXQaFbEhBmJDDPRNbF9cVZZl6jw+ip1uip0uCpqcHKp3UFjvoLzRRXWTC5/Lh+Txg8eP5PWDR2659CN5ZfC2XAIurx9Xk4uaJleb87R+8PACEUE6hqVoGBI6k68cTeBWodeIpbcXOk2EAfPIRMwjE/FU2GlcVUbztircRQ3UFjWgjlSuNw2JRaU7t7rCn88ON+mJITf+eu7jejx+D5srN7O8eDnLS5ZjsVvwmg+C+SDI35DgiiTOHk9UcwpadxguNKgMZoIiYtCbI1AZgvGq9NgcHuodnsDScVuzRylJIUN9y3Wc4BclJp2aMKMSvAxrCU62DV5qCTW2BDZbtocajx6g9Hk91FdVBZrkWC3lLR29y6mvqsTrdlFTUkRNSRF5R9xOoh+GPdu582IrQWHhp/h/4fxVU1ODz+cjNja2zfbY2FgqKio6vM3Bgwd58sknWbVqVacbJr344ouBZTtC1/L7fKj8ynJslViOLQiCIAinl9akZCR217k7af/+/WzYsIHPP/8cAI1Gw5QpU3j//fdPOQh5PP369Qv8HBQUhNlspqqqqsN99+7dyy9+8Ys220aOHMncuXPx+XxcccUVpKamkpGRwcSJE5k4cSKTJ0/GZOr8Y9GR4cOHB37WaDQMGTKEvXv3HvV+xMfHA1BVVUVKSgp2u51Zs2bxzTffUF5ejtfrxeFwUFzcvi7+kTZv3kxeXh4ff/xxYJssy/j9fgoKCujVq9cxb79161ZmzpzJtm3bqKurw9/yHrC4uJjc3Fz27t3LsGHD2mS7HnlfT5UIQp4DJEkiUqchUqdhYIgJftbI1S/LVLo9FDvclLs8lDqVy3KXm3KnhzKXmzqPT6k94T0cnFT7ZIL9EuFqFf2DTYyMNJMZaiQySE9WTDDFRd+RX1CKuykIkNFrxHJs4TBtXJDSbXtCGk3rymlab8FX68T29SHqlxQRPCye4OEJqENOX/MT4eRpVVqGxQ9jWPwwnrz4SQ5YD7CsZBnLi5ezt24vtYZaag21ELmLcDmcmIYY4u3xGCosSBXKC5JJpyM7MZGUjBSSk5NJSkrCYDAE6l3WO1prXR65VPzwEvLWIKWyr4dGp1I/t9nto9nto7y+40ZgR2PQKg17WrMqj1w+rvweS1hyEqE9dCS2LC836yTc9bVHBCdbunm3BCg9shpTyPnfea8r/HxZjizLHS7V8fl83HrrrcyaNYsePXp0+vi///3vefTRRwO/NzQ0kJzcPugsnDifzw+iO7YgCIIgnBmSdE40Qpw3bx5er5fExMTANlmW0Wq1WK1WVCpVu9qPHs+JNdw8Gq22bTNUSZICwbKf6+g955HzMpvNbNmyhRUrVvD999/z7LPPMnPmTDZu3EhYWFiX3o+fz+PI+9F6Xev9ePzxx1m8eDGvvvoqWVlZGI1GbrzxRtxu9zHP4ff7ue+++/jNb37T7rrjNQ2y2+2MHz+e8ePH89FHHxEdHU1xcTETJkwInPd49TxPlQhCngdUkkS8Xke8/ujBHr8s4/D5sfv8uGWZMI2aILXqmLUcHA7l2xm3XwX4mLeqhFGp/i5vUiGc29QhOkInpGEem0zz5koaV5fhq3XSuLyExlWlBF0UR8iYZNShIoh9tpIkiZyIHHIicnig/wNU2CtYXrKc5cXL2VixEStWrKFW9ofux6wyk+5PJ7w2nPDGcAoKCigoKAgcJzY2luTkZFJSlMBkVkzn1437/DINrYHJIwKVrRmWNoc70MzH5vBQ33x4P78MTo8fS70TywkGL/UaVUtdy1BCjVGEJQ4mLEtHqFFD70gNkko85x1LVFQUarW6XdZjVVVVu+xIgMbGRjZt2sTWrVt56KGHAOXNlCzLaDQavv/+ey677LJ2t9Pr9ej14nnkdPD4/EiI5diCIAiCICi8Xi8ffPABc+bMYfz48W2uu+GGG/j444/JzMyksbERu90eaIiybdu2Tp9Dp9Ph8/lOea65ubmsXr26zba1a9fSo0cP1GpldZ5Go2HcuHGMGzeOP/zhD4SFhbFs2TKuv/56oqOjsVgsgds2NDQEPt8cy/r167n00ksB5fHavHlz4L1tZ6xatYpp06YxefJkQKkRWVhY2Gafjh6jQYMGsXv3brKysjp9rlb79u2jpqaG//u//wt8mb9p06Y2++Tm5rar1b5+/foTPtfRiCDkBUIlSQRp1AQdpSlNRxzOMgC8shKo3FjYxKYiK8MyIo91s3Y8Pj/7KxrRaVSkRpqO2hhHOLepdGqChycQNDQe555aGleV4S5qwL7Ogn1DBUEXxWEek4wmTAQRznZxQXHc0vMWbul5C43uRlaXrWZ58XJWla2i0dPIDnZAJBhiDPQ09iTZk0xwZTBuq5uKigoqKirYuHEjACEhIYGgZEpKCjExMYE3Az+nVkmEB+kIDzqx7Fm/X6bR5W0JSrYEKh0e6psPZ2LaHO42QcvWfXwt3cYrG1xUNrjaHfvWoSn8ooNzCofpdDoGDx7MkiVLAm+iAJYsWdJuaQwofxM7d+5ss+2tt95i2bJl/Pvf/yY9Pf20z1loy+PzoZLFcmxBEARBEBTffPMNVquVu+++u03DGIAbb7yRefPmsXTpUkwmE0899RQzZsxgw4YNLFiwoNPnSEtLo6CggG3btpGUlITZbD6pL5wfe+wxLrroImbPns2UKVNYt24df/7zn3nrrbcC9yU/P59LL72U8PBwFi5ciN/vD3Spvuyyy1iwYAHXXHMN4eHhPPPMM0f9vHKkv/zlL2RnZ9OrVy9ef/11rFZrm3qLx5OVlcXnn3/ONddcgyRJPPPMM+2yPdPS0vjxxx/55S9/iV6vJyoqit/97ncMGzaMX//619xzzz0EBQWxd+9elixZwptvvnnMc6akpKDT6XjzzTe5//772bVrF7Nnz26zz/3338+cOXN49NFHue+++9i8efMJ/X89HhGEPI6jLSe7EDgcSvTfI0sggV/WUlzXfNwgZLPby48HathWYmNLsZUdpTacHuUfk1mv4fGJOUwdmopKNDA5L0kqCWOfKAy9I3EdqqdhaRHuggbs6y3YN1ZgGhiDeXQS2uhTq8EhnBlmnZkr06/kyvQr8fg8bKzcyPLi5awoXUGFvYJtTdvYxjYIg55pPelj6kOCIwF/hZ8KSwUNDQ3s3r2b3bt3A0rAKikpKRCYTEpKOuXsNpVKIrSluU0Knf+7OrLbeGvGpTWQZakEKgelilqQnfHoo49y++23M2TIEIYPH867775LcXEx999/P6AspS4rK+ODDz5ApVLRp0+fNrePiYnBYDC02y6cGV6/D5WslEMQmZCCIAiCIMybN49x48a1C0CCkgn5wgsvUFhYyEcffcTjjz/Ou+++y7hx45g5cyb33ntvp85xww038PnnnzN27FhsNhvz589n2rRpJzzXQYMG8emnn/Lss88ye/Zs4uPjee655wLHCgsL4/PPP2fmzJk4nU6ys7P55z//Se/evQHlfWp+fj5XX301oaGhzJ49u1OZkP/3f//HSy+9xNatW8nMzOSrr74iKiqq0/N+/fXXmT59OiNGjAgEF3/eePG5557jvvvuIzMzE5fLhSzL9OvXj5UrV/L0008zatQoZFkmMzOTKVOmHPec0dHRLFiwgKeeeoo33niDQYMG8eqrr3LttdcG9klJSeE///kPjzzyCG+99RYXX3wxL7zwwgkFWI9Fkk/3gu8zrKGhgdDQUOrr6wkJCTmlY3m9Xt58802SkpJIT08nIyOjw5bw56vly8fil4v5fVEoDpUHx6FH+PWoS3jkivY1vGSPB0d+AR9ZYO6yfJrdSsqw3uvijr2LGV+8kSadif+mDWdh+nBG9Uvh9SkDCNaLOPiFwHnIRuPSYlz59coGCYx9ojCPSUaXGNy9kxNOiizLHLAeYEXJClaWrmRnTdvMthhjDJckXEJvQ2/CG8OpKK2gtLS0TXdj6HgJd1hY2Jm7I2dIV742na3eeustXn75ZSwWC3369OH1118PLFGZNm0ahYWFrFixosPbzpw5ky+//PKElvBcCI/pmfLp+1/xgXstRcaFpLn9/Pee3d09JUEQhHOOeF0SOuJ0OikoKCA9Pf24XYuFc0NhYSHp6els3bqVAQMGdPd0zogVK1YwduxYrFbrUT+rdfZvXUSAjqGkpIT6+nrq6+sDWTxhYWGBgGR6ejrBwednAEWWffj85UgSeFHi1H5ZS6nV0cG+Mgfuvhf/hvWERmagGjqNlLgoxkfBlf/+G6b8/QAEexzcs/sbphxcxld5l3B7WRVv3DeG5AiREXe+M2SGYcgMw1XUQOOKEpx763DsrMGxswZ9j3BCxiajTxfNP84lR9aRvK//fdQ4alhVuooVJStYZ1lHlaOKzw99zud8jkFtYGjCUC696FJyDbk4qpWubyUlJdhstmMu4U5OTiY2NrZTSyKE7vXggw/y4IMPdnjd8ZZwzJw5k5kzZ3b9pIRO8fr9IGpCCoIgCIIgCKeZCEIeQ3JyMnfddRcFBQXk5+dTWlqKzWZj69atbN26FVCWkLUGJNPS0s6bovl2ex6S5MXt0eCVlCVasl9Lma0ZgEW7KthYWMfUYans/+xrUjcohUr71ebzzx9fJTgjFfehfPx2O+rQUOKen42/oYHad/9GSFERt+/7HveBZSxZ0Y9+90xl0KTRoFLhLirGsWM7ji1b8Tc1glqDJjoabVwsmpgYJK0OWoKiqNVoExLQpaSgNpu742ESTpA+NQT9nb3xVNhpWFGCY3s1rgNWqg9Y0aWGYL40CUOvCCSxVP+cE2WMYnL2ZCZnT8blc7GxYiMrS1aysnQlFruFlaXKzwC9InoxOnM0Yy8dS4ouhfLS8kBQ0mKxdLiEuzUomZqaSmJiYruOeYIgnDxRE1IQBEEQhK7Wu3dvioqKOrzunXfe4bbbbjvDMzr/rVq1iiuvvPKo1zc1NZ3B2XRMLMc+AS6Xi+LiYvLz88nPz6eysrLN9SqVisTExECmZFJSEhrNuRnnLS//jL37nqTCGsP/tfyhNu6bTXJ4CH+8ri93vL8BAIPXxZ+Xv06ivYZ9mQPp1ViOXHX4cTH07Uvia3PQtXRekn0+Gr//noq/votv/74um682KQlD794YevVEExWFyhyCpFGDJAWGpFIhabVIOh2STo+k06HS65Tf9XpURiOS0XjB1gDtDt5aB40rS7FvrgSf8lT0/+3dd3xkZd3//9eZ3mfSe7K998Kyu5RdxGWlSfFmRVxAUOCHKKLeX1BBQb/e+L0R4VakeNNEFEEFRMFFOtt7tvfNpvdkJtMy9fz+OMlkQ7I92ewmn+fjcR6TnDnnzDXXTubaec9VDJlW7LNzsU3PRu86sQVKxJmnc9j2p1Wf8nHVx2xr3IZKV7PjMXuYlz+P8wrOY37BfBw6B9XV1alQsrKysscQbp1OR35+PiUlJakFb6xW6+l+aidEhmj1PanTvvP803/h7+oKDto+ZHRE5fXbtg90kYQQ4qwj7ZLozVAejl1eXk4sFuv1vpycHJzSkajPhcNhqqurj3j/yayofbyO97UuIeRRqGqC3bvvx24fjcMxFrt9DCZTZiqkCgaDlJWVpXpKtra2djvfaDRSXFyc6imZm5uLTnd2DHTaufNeauv+ys7KMfyOKgyqntbd/xeDTsdF47IJv/cuny9fz9jWSlyxEBFPOhPfexe90UBkzx5iDQ3oXW5ss2ai9DKMUlVVfFu28+9H/5eS0pW4YloPy7DZhjenCN/YKRhycrApCYytzRhamjB4WyCRIJ5MEk+oGBMxbK1NmNpae1z/pCkK+swMjPn5GHNy0bvd6D1u9G43OpcLvduD3uVEMZtRTOZuIaZiNqMYtWATg0HCzBOQaIsQWFlDYG0darvW8xYdWMakY5uZjXV8Borh7PjbEUfXHG7m06pPWV69nDU1a/DH/Kn7FBQmZkzkvMLzOL/gfCZlTgIVGhoaKC8vp6KigvLy8l6/wcvOzk71lCwuLu51Eu2BJB9M+p7Uad955sk/8y9WcMD+CWMjKn+VEFIIIU6YtEuiN0M5hBRDi4SQffDmHwqVsXrNxd32GY3pqVDSYR/TEU6OxmBw0tramgoky8rKCAaD3c61Wq0MHz682yI3Z2JQlUzGWb5iDvG4l0+3z+N1dynOuJ1Fb87knyPmMaa1kgfW/T51vD4vj6LHH8M6deoJP5aqqry+sYpn399BZYOfgNGq9Vw8AfZomOvcQb7sDuCsqyLR2krC74dkElVNaqO3k0nt91gMNRolGY2iRqOokYh2G42ecNmPSqdDMZnQu90Y8/Iw5udhzM/HkJeHMS8fY34eeo9H64FpsWgB5lkSUPenZCRBaEsDoY0NRMu7VgbT2QxYp2Zhm5yFaZhLhmsPErFkjK2NW1lRvYIV1SvY3dK9d3S6JZ0LCi9gQeEC5ubPxWa0oaoqra2tqUCyoqKC5ubmHtf2eDypXpIlJSVkZmYO6PutfDDpe1KnfeepJ17h37rl7LcvZ3y7ymu3SwgphBAnStol0RsJIcVQISFkH7z5t0fqqKl+lUBwD8HgXkKhciDZ67EWSwF2+yjstlHYbCOw2UYSCrmoqGihrKyMQ4cOEf1M0OV2u7stcnOmdEduaVnJ5tIbiUXNfLzzC7yd8W9yoxn8+tF6mi0ubLF2rIkoriuvJO3LX8Y6ZTLKKQ47TyZVdtf52d8YoKGtnTpfO/X+CP72GAraIhidt26rkXS7kfZYkvKWECv3N5FIquh1Cl+bN4w7F44i3X5iw3jVZBI1HCYZChGrbyBWXU28oYFEm4+Ez0fS10bC5yPR1kbS30YycliIGYmQjMXgCF3Nj5diNGphpMWCzmRCsVhQLGZ0Jm2fYjahM3fsM5tRrFYMGZkYsrIwZGViyNR+1qel9dr79GwTawwR2lhPcFMDybauvx2d3YBlfAbWCRlYRqehGCW8HSwaQg2srF7J8urlrK5ZTSDW1ePRqDNyTu45XFB4ARcUXkChszB1XyAQ6BZK1tXV8dmmzWazpULJoqIi8vLyTut0GfLBpO9Jnfad3/zmj3ysW85ex0omtMOrt2879klCCCG6kXZJ9EZCSDFUSAjZD2/+iUQ7wdB+goE9BIJ7CQT2EAzuIxKpO+I5RmM6dttIrLbhxGKZtLSYqayIcehQG8lk96rPysqipKSEkpIShg0bNmCh5NZt36SxcRm1taPZ453Cm45/MSJcwC8e75pUti2nkNn//ie6M2Ahnv0NAf7fst28t1Obi9Js0HHtzEJumT+cUdmnb/VyNZFI9apMdoSTidZWYjW1xGpridXWEK+tJVZdQ6y2VuutGY/3fUF0OvQZ6Vo4mZmJ3uVGZ7d3bLbUz3qH47D93TfFZDpjeumqSZXIvlZCpY2Ed7eghrvqTDHpsIxNxzopE8u4dHTmsz98FZpYIsbGho2pxW0q/ZXd7h/pHskFRRdwQcEFTMuehkHXFShGIhEqKytTwWR1dTXxz/yt6fV6CgoKKCoqSm12u73fno98MOl7Uqd957Ff/4GV+k/Z41jDpHZ4RUJIIYQ4YdIuid5ICCmGCgkhT+ObfyzmJRDYSyh0gGDoAMHgfkKhg7S3H3lCUJ3Ogl5fQCSSRmurhYZ6HaGQi3DYhapqQUp6ejrDhg1LhZKnY46z5uZPKd3yNVQVNm28nLDHxF/Ny5gUHMmPf72HA55C0ClM+vWvGDZr0rEvGGuHDx6CzX8EZy5c+giMuLBfyv7R7gYefW8P26u7hvHOG5nB/FGZTCvyMKXQjdNyZq2oq8bjWk/KSAS1vT0VXqqRCMn2CGo0QrK9HfXwnyNR1Eg7yWCQeFMz8aYmbWtsJNHSAn3xJ200orfZeg8pO8JLvdOphZ3p6ejTMzCkp6HPyEDvdvdbT0w1kSRS1kb7zmbCO5pJ+LoWLFGMOixj07BOydICSZMEkoOFqqqUtZXxSeUnfFr1KZsbNpNQE6n7nSYn5+WfxwVFF3Be/nl4LJ5u58fjcWpraykvL08tdhMKhXo8TkZGRiqQLC4uJiMjo8/m8ZUPJn1P6rTv/PJ/XmKt/mN2O9czuV3hT7dvHegiCSHEWUfaJdEbCSHFUCEh5Bnw5p9IhAiFyggGDxAM7ScUPKjdhg6hqr0P3VVVhVjMjd/vIBx20h52Eg47CYddWK35DBs2ItVbMi0trU97qwWC+yjdfBORaD011eM5cGAWhpIAr+re5Zy2iXznn36K3ngDvU7pGebtfAvW/Q6mL4WpS7R97T547SY4+NFhByqw4D648N4TnvvxeKiqyrqyFp5dUcb7u+q75XGKAqOzHUwvSmNKkZsJeS7G5Dixm8/OFcx7o8bjxFtaSHSEkvGmJhJtfpLBYM8tECAR6vw9RDIYRA2HT70QOh16l0sLKx0OdA47eruj+++pXpif2de52R3obNajzpOpqiqx6gDh7U2EtjWRaG5P3acYdVjGpWObloVlbLosajPI+CI+Vtes5pOqT1hRvQJvxJu6T6fomJo1NTVse7RndI/3SVVVaW5uTgWSFRUVNDU19Xgcq9XKxIkTufzyy0+5zGdS2zRYSJ32nV88/ns2GT5il3MjU9sVXpYQUgghTpi0S6I3EkKKoeJ4X+uDJ33pB2W+Mr7/yfdZULSAi4ouYkLGhBMK/fR6G07nRJzOid32J5Nx2tsrCQYPaL0ngwcIhg4SCu0nHvdjMnnJyPD2uF4yqaO93cG+/U62bXOiko3HPZrc3MkUF08nJyf/pHrtxON+qqtfoezQEyQSQSCPsrKp5OXlUckWANxxO0q6EY+tl7kWI374+zch0gaHlsPWV7Vej4dWgLccjHa44nHt902/h48fhlAzLP4F6Pq2t5qiKMwZkcGcERlUtoR4d0cdmyu9lFZ4qfaG2VsfYG99gFc3dA3tTLMZyXNbsZv1WIx6rEY9aTYTJZk2hmXYGZ5pZ1iGHetZ0LNOMRgwZmdjzM4+qfPVeJxkKNQtrEwEAt2CylSA2dZGoqVFCz07bpM+HySTJLxeEl7vKT4ZBZ3N1j28dLrQOR3onS70Lic6hxOdy4l1rAtwEG+xEK1OkvQnCG9rIrytCZ3dgG1qNrYZ2RgLHGfMMHNx8txmN4uHL2bx8MUkkgm2NW3j06pP+aTqE/a27mVzw2Y2N2zmfzb9D3n2PM4rOI/5+fM5J+8cnCYniqKQmZlJZmYm06dPByAUClFVVZUKJaurqwmHw8ROca5XIc4GWr9ibc5rHfIeKYQQQoiBoygKb7zxBldddVWv93/88ccsXLiQ1tZWPB7PaS3bZy1YsIBp06bx+OOPD2g5ziYSQh7Fx5Ufs7d1L3tb9/K7rb8j25bNgsIFLCxeyDm552DSn9jiJ510OgM223BstuFA1+rbqqoSjTYSDB0gFDxIOFxOKFxOKHSIcLgcnS6GzdaGzdY53Hg38CmBIGzfobBpsxOFDCyWPFzuYaR5CrFa09Dr7eh0JlQ1QVKNkUiEaG+vpj1cTbi9Er9/G8mktvCH3T6D5Z9OIJlUOPfcc9m+fgXowB2zY0g7wnxpm1/WAshOBz7o+tlVCEv+AAUzYMp1kDcV3v6e1muytRyu/V+w9M8w86J0G18/f0Tq9wZ/O6UVXkorvWyvaWNnjY+mQJTWUIzW0LGDhimFbq6cms/lU/LJdQ/Ob7EUgwG9y4X+JL+9VWMx4q2tJLzejrAySDIY0ELLzjAzoIWYyWDHvkBXsNl5HIkEqGoq9KS+/oTKoXMXYyycjaHoXMBNYFUNgVU1qLEWlOQhFEsLBpdVCzdTw847bm22rn02GzqnU5snU8LLM5Jep2da9jSmZU/j2zO+TW2gluXVy/mk6hPW1q6lNljLX/b+hb/s/Qt6Rc/UrKnMy5/HvPx5TMiYgL7jixCbzcaYMWMYM2YMAIlEgrq6utO6eI0QAyWBiqJ2hpBCCCGEEF1WrVrF+eefz+c//3mWLVvWZ9d98MEHefPNNyktLT2h8+bNm0dtbe1pma6ur51JAepAkU9XR3HN6GvItGbyUeVHrKheQUOogdf2vsZre1/DZrAxv2A+C4sWcn7B+T3mIDsZiqJgNmdjNmeTnja3232qmiASqScUOkQofIhAoIzW1j0dQ7vr0eniWCxtQBsqZfh8q/D5jv+xjcZiYDErlusIBoMUFhYyefJk2tYFAXDHbbhr/wrNd0PGyK4T4xFY86T28+WPaSFjxVpIRMDigYlXgTWt6/jZt4LVA2/eCfvehf/9nBZSZo8/iRo7MdlOC4sm5rJoYm5qX1t7jOrWMHVt7bRHE7THE4SiCRr9EcqbQ5Q1BSlrCuILx9ha5WNrlY//+/Yupha6uXh8DhdPyGFcrlMCqg6K0XhKPTFBC+PVSKQjqAx2BZUBPwm/n2Sbn0Sg49bfRtIf0G677a8hsuNvRHa+gT5rAsbiuRjypqEY04F0kvEooW0biR1aRqLlwLELpdOhdzrRuVzardul9cZ0u9B19sp0ubp6aHYEuTqnE73bfUYs4DRU5DnyuG7sdVw39jrC8TDr69azsnolq2pWcajtEJsaNrGpYRNPlD6Bx+zh3LxzU6Fkjj0ndZ3OhWuEGAoSqorS0RNSkZ6QQgghhDjM888/z7e+9S2effZZKioqKC4uHtDymEwmcnNzj32gOCNJCHkUFr2Dysrx3DB8Pg/NtVLauIGPKj/i48qPaQw38l75e7xX/h46Rce0rGksLFrIgqIFDHMP6/OyKIoeiyUfiyWfdOZ1u09Vk4TCtdTWlFJXvxtv60GCoWqSST96fQyDPoaiS6KqOlRVIZkwEIs7ScQ9xOJumhpNhEJuQJsPMCsri+uvvx6dTkebqoWQrrgNoyEMW16BhT+Cf34Hdv4djDZoqwZHDkz5MphsUDDz6E9m0rWQPgL+fAM074P/vQjOvRNGfQ7UJLQegrZaLcjMHAM5kyBrbJ8P3QZwWYy48oyMzzt6z7+Gtnbe3VHHW1tqWH+olS1VPrZU+Xj0vb0UeKxcPD6bz43PYc6IdMyGM3/Y9plMURQUiwWdxQKZmSd1DVVVUdvbtfkw/W0k/H7iLX4iB8JEawzQbsJYPBdj8VxQvaiRPahtu0kE/aihEIlgEDUYIhEKQSymDTH3+Uj4fJzM4FzFZEoFk6kw0+VC53JqQ8x7myvTbu+2T7FaJew+QVaDNTU3JEB1oJqV1StZXbOaNbVr8Ea8LDu0jGWHtG90R3lGMS9/HvPz5zMjZwYWw+Ds8SzEZyUU0HUMypbh2EIIIUT/UlWVcLwP5uI/CVbDiX2mCAaDvPbaa6xfv566ujpefPFFfvzjHwPw4osv8p3vfAfvYdNwvfnmm1x99dUca+mRF198kYceegggVZ4XXniBm2++GYCmpiauvvpq3n33XQoKCnj00Ue58sorgd57E/7tb3/jxz/+Mfv37ycvL49vfetbfO9730s93rBhw/j617/O3r17ef3118nIyODXv/418+bN4+tf/zoffPABw4cP54UXXmDWrFkANDc3c9ddd7F8+XJaWloYOXIkP/zhD7n++uuP+LxefvllHn/8cfbs2YPdbueiiy7i8ccfJzs7m0OHDrFw4UIA0tK0jlo33XQTL774Iqqq8sgjj/D0009TW1vLmDFjeOCBB/jSl750zH+jRCLBbbfdxocffkhdXR3FxcXceeed3H333d2O+c///E+ef/559Ho9t956K/X19fh8Pt58881jPkZfkhDyKLZW+fjvZXsAsBr1zCxJ49wR1/Pw7DsxWKtYVbs8NWS7s3fNoxsfZZhrGOcXns/cvLnMzJmJzWjr13Iqig67rYBRowoYNeqy1P5wOExDQwP19fXdtt7mOHO5XOTl5VFUVMTs2bMxd/Tc8ukCAKRHHejNSajbDuWrYOOLHQ/SCgYrXPWkFkAer/zpcNsn8PrX4eDHsPyX2nYkJidkjABbJpgd2jyTVo/W83L8FWA6wlDxPpLtsrB07jCWzh1GQ1s7H+5u4P1d9azY30S1N8zvV5fz+9XlOMwGLhiTycXjc7hwTBYZDukBNxAURUGxWtFZrZBzWK/Mz3VMe1DpJ7i2jtCWRoh7UCxz0Geeh3tOHo5z89A7takWOntlJnxtWpjZ5ifR5iPp95Noa9NufW1dPTHb2ki2aaFn5/0kk6jRKImmJhK9LH5y3PT67r0xOwNMlxO9w4nO4UDvPGxhH6ej22I/eocDxWYb0kFmgaMg1UsynoyzrWlbqpfk9qbt7PfuZ793Py/tfAmz3sysnFlcOfJKLh1x6UAXXYh+lVRB6Qgh9TIgWwghhOhX4XiYOX+aMyCPvfYra08on3j11VcZO3YsY8eO5atf/Srf+ta3eOCBB075M8WSJUvYvn07y5Yt4/333wfoNrz6oYce4r//+7955JFH+M1vfsMNN9xAeXk56enpPa61ceNGrrvuOh588EGWLFnCqlWruPPOO8nIyEiFmgCPPfYY//Vf/8UDDzzAY489xtKlS5k/fz633HILjzzyCPfeey833ngjO3bsQFEU2tvbmTlzJvfeey8ul4u3336bpUuXMmLECObM6f3fLxqN8rOf/YyxY8fS0NDAPffcw80338w777xDUVERf/vb37j22mvZs2cPLpcLq9UKwP3338/rr7/OU089xejRo/n000/56le/SlZWFhdeeOFR6zKZTFJYWMhrr71GZmYmq1at4rbbbiMvL4/rrrsOgEcffZTnn3+e5557jgkTJvDoo4/yxhtvcNFFF53Qv1tfkNWxj2JLpZenPznA2rIWWoLRbvdZjDpmFKdx7ogMRuVFaVJLWVH9Cevr1xNPxlPHGXQGpmZNZW7eXM7NP5eJGRMx6AYu+00mk4RCISKRCNFolFgsRkZGBnZ7zxBPVVVmvjidmC7B09u/zRTvj3COy4ARF2o9IodfCOf+f5A/A5w5vTza8RQoATve0La6raDoIW0YuAu1no+Ne6B2K8SCR76G2Q3Tb9B6U3qKTq4cJykcTbByfxMf7K7n/V0NNPojqfsUBcbluphS4GZyoZtpRR7G5Tox6OUD3pkiEYwRXFdLcHUtibaOv3G9gm1KFo75+ZgKnad0fTWZ1Bb68fm6gsm2tq4emp3BZWq+zI4h6MHuc2XSV2/TOp3Ww9Lp6FqxvDOs7O33bkGmM9UzczD2yvS2e1lTu4ZVNatYWbOShlADAF+f/HXunnH3Mc4+Nlkxs+9Jnfadex9/nir9P9jq2s/8iJmnb9sw0EUSQoizjrRLoje9rRgcioXOmhBy/vz5XHfdddx9993E43Hy8vJ45ZVXuPjii0+pJyQceU5IRVG4//77+dnPfgZovTGdTifvvPMOixcv7tET8oYbbqCxsZF///vfqWv8n//zf3j77bfZsWMHoPWEPP/88/nDH/4AQF1dHXl5eTzwwAP89Kc/BWDNmjXMnTuX2traIw73vuyyyxg/fjy//KXWgepYC9OsX7+ec845B7/fj8Ph6LUXZzAYJDMzkw8//JC5c7um5fv6179OKBTiT3/60zHr8rO++c1vUl9fz1//+lcA8vPzufvuu7n33nsBiMfjDB8+nJkzZ/ZZT0hZHbsPTC3y8NRXZ5JMquxvDLDmYDNrD7aw5mAzzcEoqw40s+pAMwAmQzozir/Gl0vuxOY5QENsK+vr11IdqGZj/UY21m/kidIncBqdzCuYx4KiBZxfcD5u8+mdTFWn0+FwOHA4HMc81hfxEdNpPSMyIk4MliT4a7QAEuCi+6HonFMskB4mf0nbjiSZgMbd4KuGUBNEAlooGWiEPe9Aa5k2L+W638GUJTDv25A97tTKdZysJj0XT9Dmhvx5UmVbtY/3d2mB5K7attTWuRq3zaRnSqGb8XkuxuY4GZvrZHSOE4dZ/hQHgt5uxLWwGOcFhYS3NxNYWU20wk9ocwOhzQ2YhrlwzC/AOiEDRX/ioZui06Hv6IVoPMkyqqqqDREPBFPBZSrA7OyB6W/TAkt/x+I+wUDq526L/SSTJP1+kn4/8WM/9JHp9VrvSru9I7jsCCjth/2cCjIP+/2wIFPndKKYzWdMmOmxeFIrbquqygHvAVbWrOTcvHMHumhC9LskivSEFEIIIU4Tq8HK2q+sHbDHPl579uxh3bp1vP766wAYDAaWLFnC888/z8UXX3yMs0/NlClTUj/b7XacTicNDQ29Hrtr1y6++MUvdts3f/58Hn/8cRKJBHq9vsc1c3K0TlSTJ0/usa+hoYHc3FwSiQS/+MUvePXVV6muriYSiRCJRHrtwNVp8+bNPPjgg5SWltLS0kIyqc25XVFRwYQJE3o9Z+fOnbS3t/P5z3++2/5oNMr06dOP+FiHe/rpp3n22WcpLy8nHA4TjUaZNm0aAD6fj9ra2m4Bp8FgYNasWccVFvc1ST6Og06nMCbHyZgcJzfOHaZ9QG0MsPpgC2sPNrPmYAtNgQhrDraw5iCABZP+XKYWX8K1RTHMzgPUxraysX49bdE23j30Lu8eehe9omdGzgwWFC5gQdECil0DO8HrZ9UGawHwxJ2YEgoGW7LrzsyxUDj79BREp4ecidr2WYv+r7Ya96pfQ9mnUPpHbfOUQMk8yJ0CuZO0eSVtPbtu92kxdQpTizxMLfLwvUVjaWhrZ3Oll21VPrZUeSmt8OKPxDteJy3dzi3wWDsCSQdjsrVwclS2A4tR5pc8HRS9DtvULGxTs4hW+vGvrCa8tYnooTZaDrWh95hxzMvHPjsXnfX0vm0qioJit6Oz27sPLT8BnXNkJgMBEv5A14rlfn/31cq7BZdd9x3+M8kkJBIkfT6SJ7L6VW8MhmMHmR1DzT/7u95h7zjOgWIy9WmYqSgKo9JGMSptVJ9dU4gzWULhsNWxJYQUQggh+pOiKP0+ZVtfeO6554jH490Wa1RVFaPRSGtrKzqdrkeI1dvUbyfDaOzehUNRlFSg91mqqvb4LNBbuHb4NTuP721f5+M8+uijPPbYYzz++ONMnjwZu93Od77zHaLR7qNkOwWDQRYtWsSiRYt4+eWXycrKoqKigksuueSI5xz+eG+//XaPhTHNx7HA6WuvvcY999zDo48+yty5c3E6nTzyyCOsXTswQfexSAh5EhRFYVS2k1HZTpaeW4KqqhxsCnbrKdngj7C+rJX1ZQA56HWLmJh/DbMLWsG2g7LQeg627Wd93XrW163nkQ2PMMI9ggVFC1hYtJDJmZPR98NCLCdiW9M2AIojuaAm0FsSXXee8w1tvPFA0+lg9Oe1rWoDLP8V7F0G3nJt6+y1CWDP0ha6yRzdcdvxs7tYu04fy3ZZuGRiLpd0rMadSKrsa/CzpdLL3voAe+r87Kn30+iPUO0NU+0N8+Hurm93FAWK022My3UyqySdWcPSmJjvxmSQD4j9yVTkJOPL40hcGiGwppbg2loS3gi+d8poe78c28wcHPPyMWad+f9x6HT4HJmGrKyTvk63Xpm9BZkBf/fVzDt/9vu1kDP1c1AbYh6Ppxb8OSVGY/f5L+1dAWW3BX9s9o6FfzqCT7sNnd2uHd+xKcaT7bMqxNkriQKdPSHPhLZdCCGEEAMqHo/z0ksv8eijj7Jo0aJu91177bX88Y9/ZOTIkfj9foLBYKp34GeHVh+NyWQikUgc+8BjmDBhAitWrOi2b9WqVYwZMybVC/JkLF++nC9+8Yt89atfBbSwcN++fYwfP77X43fv3k1TUxO/+MUvKCrSponbsKH7FDcmk7b2wOHPe8KECZjNZioqKo45/+ORyjlv3jzuvPPO1L4DBw6kfna73eTl5bFmzRouuEBbsDMej7Nx40ZmzJhxwo93qiSE7AOKojAyy8HILAc3zNFCyUPNoY5Qspn1h1qp9obZWuVna5UBmApMpTg7TE7uQSKmbVSEtnHQd5CDvoM8v/150i3pXFB4AQuKFjA3b+6AfFOysX4jAJNCo0FNoJtyNYz6PAQbYNYtp708x1Q4C67/E0T8ULEWqtZB/Q6o26YFksFGbStf2f08gwUyRmmhZNZYGLFA6+XZxyGwXqcwLtfFuNzuc8S0BqPsrfd3bIHUz62hGOXNIcqbQ7y7ox7Q5iKdWuhh9jAtlDxneDo2k/wZ9we9y4x70TBcC4sIlTbiX1FNvD5EcLU2h6RlbBr2uflYxqSh6IbGh/ZuvTI5uV6Z0DlXZlgLMv3+jt6WWnDZOXz8aEPLO39OBjvmio3FSLS2kmhtPfXnaDZ3BZV2O57/+BLpN9xwytcV4kyWVGRhGiGEEEJ0+ec//0lrayu33nprtwVjAL70pS/x3HPP8cEHH2Cz2fjhD3/It771LdatW8eLL7543I8xbNgwysrKKC0tpbCwEKfTeVw9/z7re9/7HrNnz+ZnP/sZS5YsYfXq1TzxxBM8+eSTJ3ytw40aNYq//e1vrFq1irS0NH71q19RV1d3xBCyuLgYk8nEb37zG+644w62b9+emteyU0lJCYqi8M9//pNLL70Uq9WK0+nk+9//Pvfccw/JZJLzzjuPtrY2Vq1ahcPh4KabbjpmOV966SXeffddhg8fzh/+8AfWr1/P8OHDU8fcfffd/OIXv2D06NGMHz+eX/3qV93m8jydJL3oB4qiMDzTzvBMO9efow2xrvaG2XCohQ2HWll/qIU99X4qGqxUNEwEJoLui6RlHMSTuY823TZa2lt4c/+bvLn/TUw6E7PzZnN+wflcUHgBRc7+X3xFVVU21Gup/eTQaHRKHMxObQGYM53ZCaMv1rZOkQA074emvYdt+7R98Xao365tAB8/DIpOCyZL5mu3hbO1Fb0Npj4vbprdxJwRGcwZkZHap6oqTYEo++r9bKv2sf5QKxvKW/CGYqwta2FtmTac26TXMbMkjfPHZHL+qCwm5rvQDZFA7HRRjHrss3OxzcohcsBHYGU17btbaN/TSvueVvQeM7bp2VgnZ2LMs58xcxyeybS5Mu3oHXbIOclFregIMzsX9DniUHN/x2I/nQv9dNx+ZlM7hkiokQiJSIREi/Y3lmj19sVTFuKMllAUoGM4tiLTgAghhBBD3XPPPcfFF1/cI4AErSfkf/3Xf3Ho0CFefvll/vM//5Pf/e53XHzxxTz44IPcdtttx/UY1157La+//joLFy7E6/XywgsvdFvN+njNmDGD1157jR//+Mf87Gc/Iy8vj5/+9Kcnda3DPfDAA5SVlXHJJZdgs9m47bbbuOqqq/AdYRRXVlYWL774Ij/84Q/59a9/zYwZM/jlL3/JlVdemTqmoKCAhx56iPvuu4+vfe1r3Hjjjbz44ov87Gc/Izs7m4cffpiDBw/i8XiYMWMGP/zhD49ZzjvuuIPS0lKWLFmCoihcf/313HnnnfzrX/9KHfO9732P2tpabr75ZnQ6HbfccgtXX331EZ9Lf5LVsQeILxRjU4UWSG441EpplZdovHOOgwR6WxkW927M7l3ElOZu5w5zDeOCwgs4v/B8ZmbPxKjv++GDlf5KLn39UnRJhb/tfQxT20GKryiDxf/V5481oJIJrZdk0z4tmKwphX3/hkhbz2MNFi2MLJ4LJXMhb1q/zzPZrahJlYNNAdZ3BNlrD7ZQ7Q13O8ZjMzJ3RAbzRmUyb2QGIzIlFOsP8aawNlR7Yz1quGuJF2O+HeeFhVgnZZ3UQjZi4KjRaEdQGeoWThoLCzAf9i3iyTpb2qazidRp37njiZcIqS+y2dXIZfEMfnHrxwNdJCGEOOtIuyR6c7wrBgtxut188814vV5ZHXuocNuMLByXzcJx2pDGSDzB9s4eb4daWH/Igq92FMHay9CZ69Hb92B07kZvLedQ2yEO7TzESztfwmawMTd/LucXnM/5heeTbTv5IZKH+7jyYwDy/W4sqglF39ETcrDR6SF9hLaNuUTbl0xAoAGq1kPNZi2crFgNoWY4tFzbOrmLIW9K9wVwPMX9Ml+mTtc1F+n15xSjqiplTUGW72ti+b4mVh9owhuK8a/tdfxrex0AWU4z547IYM7wdGYUpzEmx4FBL0PtTpUh04rn8hG4LykhvLOZ0NYm2ve0EqsJ0vLKHvSeQ9hmZGOfmYMh4/hXoBMDRzGZMJhMkJY20EUR4rRLKAqonXNCSk9IIYQQQgjRPySEPEOYDXpmlqQzsyQdLhxJMqmtwJ0KJcuHU1l+IejCGOz7MTh2o3fsIUSADyo+4IOKDwAYnz6eC4su5MLCCxmfPv6kFrdpCjfxu62/A2BKg7Y6k94QG5whZG90enDlwYQrtQ20RTSa9mnzSVashsq10HoIfBXatvufXeeb3VogOfwCbQ7N/On9svCNoiiMyHIwIsvBTfOGEUsk2VrlZdX+ZlYeaGJThZdGf4R/bKnhH1tqALCZ9EwucDOt2MP0ojSmF3vIcck3cidLMeqxTc3GNjWbRDBGcHUNgdU1JLwR/B9W4v+wEtNwF/aZuVgnZaCzyFuuEOLMc/hwbAkhhRBCCNEXJk6cSHl5ea/3PfPMM9wg864flzvuuIOXX3651/u++tWv8vTTT5/mEp0aGY59FNGqagIffYTO6ehYeVVbbVXv7FiF1elEZ+r7OQKPpNYXZkOqp2Qru+q8KOYaDI49GBy70VmqUJSuf06L3srEzIlMy5rKxMyJjEkbQ6Gj8KjBZOcwbIAMNYdvLp/J3KzLMbOerP/IgJlHnxR1SGn3aYve1G7Rbuu2Q+NuSMa6H2fLhDGLYewXtEVvzI7TU7xYgtJKL2sPtrDuUDNbKn0EIvEex+W5LUwv9jCtyMO0ojTG5zlxWmSF4JOlxhKEdzQT3FhPZL8XOv8k9QqWMWlYJ2diHZ+BziqB5FAiQ7T6ntRp37np6T+ixp9ks7ONL1HIT27617FPEkII0Y20S6I3Q3k4dnl5ObFYrNf7cnJycDqHSCenU9TQ0EBbWy/TxQEul4vs7L4ZDXuqZDh2H4js3kX9z39+1GMUo1ELIx2dQaUWTuod9p6hpcOJzmFH/9njHQ6U41g6Ps9t5YqpVq6Ymg9AW3uMzRXejlCyhdJDVcTNuzA4dmGw76OdMBvrN7CxvmtZeLPewjBXCRnWDNIt6aRZ0ki3pBNNRNnXuo+PKj9KHfu59z0YOnpuKbr4aQvPzhoWNww7T9s6xaPa8O3qDbD/fTjwMYSaoPRlbdMZoWgOjFwAhedA9niwZ/XL8G2LUc+5IzI4d0QGMDrVu3ZzhZfNlV42V7Syt95Pra+d2m11vLOtLnVugcfK+DwnY3OdjMt1MbnATUmGTeaXPA6KUY9tWja2adnEvRFCm+sJbWog3himfVcL7btaaNUrWEanYZuRjXVCBopBhsgLIQZOQtGhdHxjYtDJfw2FEEIIcepKSkoGugiDQnZ29hkTNPYF+Z/mUejTM3AuXkzS79dWW+1YgTXp95MMhQBQYzESLS0kWlroPeM/PorNdliI6UBv7+hpefjPnQGmXTvG6HBwrtPJvKlp6M8rImY8h521bWw41Mq6siY21O4moB5EZ61Ab6lFZ64nQjt7WvdA65HLYlLMLFkxkSllu4l0LD+vkASzfKN3TAaTNhQ7dxLMvBkSMShfBXv+BXve0RbBKV+hbZ2s6ZA9AbLHQdY4LZjMGg/2jCM+zMnQ6RRG5zgZnePkutnaCuvBSJytVT5KO0LJrVU+6traqfaGqfaGeX9XQ+p8j83I1MLOHpMephZ5SLefvp7AZyODx4xrYTHOBUXE60OEtjUR3tZEvCGkrbC9uwXFasA2ORPr5EzMIzyyoI0Q4rRL6BQMHcOxDYr0hBdCCCH62iAbgCpED8f7GpcQ8ihsM6ZjmzG91/vUREJbPTUQIOEPkAxq4WQiECDZ8XvC7ycZCGr7gx37AwESga79ajSqXS8UIh4KQUNDr493XHQ6rBYLF1osLLCY0VmsxPRGAujxJpw0JByU2xK0OmNELHHazXHazTHCljgxY4KiBh1TD8U4p8yPIbmOPbnp6JTOHlqDdGGa/qY3wogLtW3xw9ByEA5+BAc/0YZwtx6CcEvPYBK0HpKdgWT2OO02ZyJY+i4MtpsNzB2ZwdyRXYGnNxRld52fPXV+dte1sbPWz66aNryhGJ/sbeSTvY2pY4vTbalAclqRh4n5LixGmU/ssxRFwZhrx51rx/35EmL1QUKljYQ21ZPwRQmuqyO4rg6d3Yh1UgbWKVmYh7tRdBJICiH6X0JR0CtaCGk0yH8NhRBCiL5iNGpf7oVCIaxWWbBSDF6hjo56na/5I5H/aZ4kRa9H73Khd7k4lT4DyWhU610Z6AgtPxtgBvxdQednAszDe2eSTEIyiRoKkej4x+9k79gKgN4j1e7iio7aCTNoH52No0ULIRUSEkKeKkWBjJHaNvvr2r5oSBu+3bgbGnZCw25o3AXeCgg2QlkjlH16+EUgaywUzIKi2VBynna9Phwm7bGZDhvG3VHMeJLddW2UVnpT28HGIBUtISpaQrzVsfCNUa8wMd/NzJK01CYL3/RkzLHjvsSO6/MlRA56CW9tIry9iWQwRnBtHcG1dejTLdhn5mCbmY3BI3UohOg/CUWH2jEc26iTnpBCCCFEX9Hr9Xg8Hho6OhvZbDLFlRhcVFUlFArR0NCAx+NBf4ypBiWEHGA6kwldejqkp5/0NVRV1cLHQBA10k6yvR21/ci3aiwOeh2KTgc6PYpeB4oO1enEmJuLbeQI9B4PL//gOyidPSGVBJhkTsg+Z7JB/jRtO1wkAE17tFCyYWdHSLkL2qq1nxt3a3NMAjjzOuamPF+7TR/R53NMmgw6phR6mFLo4ca52j5fOMbWKi9bKr2UVmpDupsCkVRI+dyKMkCbX3LWMC2QnFGcxrhcJwa9zIEIoOgULKPSsIxKw/PFkUQO+AhtbSS8rYlESztt75XT9n455lEe7LNytfkjjVJ3Qoi+ldApqB09IQ0GmWZDCCGE6Eu5ubkAqSBSiMHI4/GkXutHIyHkIKAoCordjs5u77NrJhMJmirLybBnaY8hPSFPL7MDCmZq2+ECDVC9Eao2QMUaqFoH/lrY9hdtA3AVdA8l04b1y8I3bquR80dncf5o7TWiqipVrWE2VbSysVzbdtW2afNLlob5e6nWW9Jm0jOtyKOFkh3BpNsqPW8UvQ7LmDQsY9JIXjmS8PYmQhvqiRz0EdnnJbLPq80fOS0L+6xcTAXypYAQom/EdUqqJ6RJQkghhBCiTymKQl5eHtnZ2UdcLVqIs5nRaDxmD8hOEkKKXrXW1pCIxQ7rESEh5BnBkQ1jv6BtALEwVK2HsuVwaIX2c1s1bH1V20CbWzJvGuRP13pc5k0DV36fB5OKolCUbqMo3cYXpxUAEIjE2VLpTYWSmypa8bfHWXWgmVUHmlPnjslxMLMkLTW/5OhsJ/ohPB+izqTHPiMH+4wc4s1hghvrCW3smD9ydS3B1bUY8+zYZ+VgnZaN3i4hrhDi5CWUrhDSaDAPcGmEEEKIwUmv1x93UCPEYCUh5FFEQiH+9vCPScvJw5OXT1puPp7cfNLy8jHb+q7X4ZmosfwgAHantgiKolO0RVbEmcVoheEXaBtoc0xWrtUCyUPLtV6TwUbY/562dXIVQsk8bSucrc0z2Q//vg6zgfmjMpk/KhOAZFJlX0MgFUpuLG/hUHOIvfUB9tYHeGVdJaD1lpxc4GZasYdphR4mF7op8FiH5Pwphgwr7kXDcF1cQmS/l+CGOsI7monVBvH+4yDed8qwTszAPisX8yiPLGYjhDhhcRQSihZCWiWEFEIIIYQQ/URCyKPw1lRQu3c3tXt397jP6nLjyc0jLbcznMwjLa8AT24+ZpttAErbtyp3bAPA4XBAANDLS+WsYLLByIXaBlpPybrtUFsKNaVQs1mbT7KtCra9pm0AerO2EnfeFMidAnlTtZW4TX0btut0CmNznYzNdfKVOcUANAUibCpvZWNFK1sqvWyr8hGMJlhb1sLaspbUuWk2I5MK3EwqcDO5wM2kfDdF6UMnmFR0Smq4diIYI1zaQHBDPbHaoLawzdYm9G4ztpnZ2GfmYMiQ1feEEMcnoYNkx5yQZuPg/pJVCCGEEEIMHEmWjsKVbODygl14o1ZaoxbtNmYnFDcQbvMRbvP1GlDa3B48OXmk5eXjycnDk5uHpyOotNjP/HncEvEY+zesAcDt7gghTdIz4qxktGqraBfN7toXDWrDtstXQ/lKqN0CkTYtqKwtPexkBTJGacFk53DuvKlgcfVpETMdZhZNzGXRRG0S20RSZX9DgNLKVkorfWyp9LK33k9rKMbyfU0s39eUOtdtNTKpwMWk/K5wsiRj8K84p7cbccwvwDG/gGh1gNDGeoKbG0j4Ivg/rMT/YSXmEW5ss3OxTsxAZ5JhH0KII0tAV09I85n//xQhhBBCCHF2khDyKKzDZzP2m89qQc2hlVC9ARJRIgk93lhHKKlm4DUU0Bqz4/XHCAWChHxeQj4vNXt39bym05UKJTt7UHb+bnWcGXMu7lu3mpDPiz0tHZfVQBBQTJaBLpboKyY7jFigbQDJJHgPQe1WqNvadRuoh+Z92rb9b13nZ4zSAsmCWdpw7pyJoOu7kEt/WG/JJR3ZaXsswZ46P9trfGyv9rGt2seeOj++cIyV+5tZub9rfkmnxcDEfJfWW7JjG55hRzdIhymbChyYChy4vzCc8M5mghvqiOz3agvaHPThNetTi9kYCx2DPqAVQpwYVVWJ6xTiigooWEwSQgohhBBCiP4hIeTRGK09h7ZWrcd8aCU55SvJqVwHiSZgj3a/ByKKDa97Ol7raLy6bFrbDXibmvHW1RL0thL2txH2t1G7b0+PhzPb7bizc/Fk5+LOycWdus3BlZmF3tD/czJGwyGW/+n3AEy+6BJobgdcYJKhnYOWTgfpI7Rt4lVd+/31ULetq4dkTSn4KqF5v7Z1rsZtdkPxuR1zTM7XFr/p4/klLUY9UzsWrekUjSfZW+9nW7UWTG6v9rGrzo+/Pc6agy2sOdg1lNtpMTC10JNa+GZqkZts5+AK1hWjDtvULGxTs4h72wltbCC4sZ5ESzvBtXUE19ZhyLFhn52LfUY2OpvM8SqEgGQyiZqaE1LB0sfTcAghhBBCCNFJQsgT8dlFQOIRbShrxRptq1yDOdRMjnclOd6VHScpkDMeZp9LNOcSvOZheIPQWl+Lt64Wb30N3toaAq0tRIJBGsoO0FB2oMdDK4oOZ2amFkxma8GkOycXd1Y2jvRM7J409IZT++f0NdSx7KnHaWusx5mRxewrryH4zBva45sHV2AjjoMzR9tGX9y1L9jUMbfkJm0BnIo1EPHBvne1DcBog4KZUDAD8mdot+6iPl+N22TQpXo6doolkuyrD6R6S26v8bGzpg1/e5wV+5tYsb9rKHeBx8rUIncqnJxU4MZuHhxviQaPBdfninEuLCJS5iO0oZ7Qtibi9SF8/zyIb1kZ1kmZ2GfnYh7hlt6RQgxhiUSCBAqxjrcBk0G+dBRCCCGEEP1DUVVVHehC9KW2tjbcbjc+nw+Xq2/nrjsmVdV6iFWshoq12m1Lz0ARZz4Uz4HiuVoPsuyJxGJxfI31+Brq8NXX4e249TXU42uoJx6NHP2xFQW724MjPRNHegaO9AxsLhcWuwOLw9mxaT8bjCZikXZi7e1E29vxNzdSsa2U3as+JZlIYLJa+Y/7f07uqDG0/PezhFrG4ppQj+vGL/VPvYmzVyIO9du06QrKV0HFKgi39jzOntUVSHbe2jNPSxFjiSR76vxsqfKypdJLaaWXfQ0BPvvOp1NgTI6TGSVpzCpJY1ZJ+qBa+CYZjhMqbSC4ro5YbTC135BhwTY7F/vMHPRO0wCWcHAb0LbpNHnyySd55JFHqK2tZeLEiTz++OOcf/75vR77+uuv89RTT1FaWkokEmHixIk8+OCDXHLJJcf9eEOhTk+HUCjEhW9+gD18H80GHa/N+2/Gj/7CQBdLCCHOOtIuCSHEsUkI2d8CDV09xirWaMNak/Hux5gcUDi7I5Sco821d9jE8KqqEvJ58dbX0dbQGVBqgWVbUwOBlhaSic9c8ySVTJnOBTd8jexhIwBo+dmvCQWn454Vwfmli49xthjykklt9e2q9VpvyepNUL8D1ETPY93FUDC9K5TMm9bni94cSSASZ1uVj9JKLZjcUuWl1tfe47gsp5lZJWnMLEljRkkaE/JcWIxn9yIvqqoSqw4QXF9HqLQRNdLxb6NTsIxPx35OLpbRaSiDdA7NgXLGtU197NVXX2Xp0qU8+eSTzJ8/n2eeeYZnn32WnTt3Ulxc3OP473znO+Tn57Nw4UI8Hg8vvPACv/zlL1m7di3Tp08/rscc7HV6urS1+ljwrxVY2/8PbXodby54gpElFw50sYQQ4qwj7ZIQQhybhJCnWzQE1RuhsnMI9zptZeLDKXrIndzVU7L4XHDmHvGSajJJqM1HoKUZf0szgeYmAq3NtAf8hAMBIsEA7QF/xxYgHotiNFswWiwYzRasThd5o8cyavZcCsaOP+zCKs0//iXh2Ll4FthwLJ7ZT5UiBrVYWJtbsnpTVzDZvK+XAxXIHN29x2TuZDCenqkA6tva2VzRyoZDrWwob2VHjY9Yovvbo16nMDrbwZRCbSXuyYUexuU6z9pgMhlJEN7WSHBdHdEKf2q/3m3GNisH++wcDB6ZiqEvnPFt0ymaM2cOM2bM4KmnnkrtGz9+PFdddRUPP/zwcV1j4sSJLFmyhB//+MfHdfxgr9PTpaW+iYs+WIsp8n8I63S88/kXKMqfNdDFEkKIs460S0IIcWyDYwK0s4nJBsPP1zaAZAIadmlDtzt7TPoquxYDWdvxgc5drAUzBTOhcBbkTdVWOQYUnQ67Jw27J42cEaP6rqzectTOEMad03fXFUOL0QpF52hbp3Zf19yS1ZugZrP2um/aq21b/6wdpzNA9oTuw7izxoO+79+6clwWFk/KY/GkPK2IsQRbq3xsKG9h46FWtlT5aApE2F3nZ3edn9c2VAFg0CmMyXFqwWRHODk214nZcOYHkzqzHvusXOyzconVBbXekZsbSPgi+D+owP9hBebhbmzTsrFOzkRnlSZD9BSNRtm4cSP33Xdft/2LFi1i1apVx3WNZDKJ3+8nPT39iMdEIhEika6pSdra2o54rDh+8WgckhDrmHrCKKtjCyGEEEKIftJvnyhbW1v59re/zVtvvQXAlVdeyW9+8xs8Hs8Rz7n55pv5/e9/323fnDlzWLNmTX8Vc+Dp9JA7SdvO+Ya2z1fVbbEb6raDr0Lbdr6pHaPou8KZzmAya5x2vb5StQHQVtBVjLKSruhDFjeMuFDbOgUaDwslO25DTVC3Vds2vqgdZ7BC3hTtdd8ZTKaP6POFbyxGPecMT+ec4VoooqoqdW3tbKvSFr3ZVu1jW5WP5mCUnbVt7Kxt48/rKwEw6hXG5bqYVOBO9Zock+PEZND1aRn7kjHXjueKkbgXDye8o4ngujoiB32prfXv+7GOS8c2PRvLuHSUM/i5iNOrqamJRCJBTk73L6tycnKoq6s7rms8+uijBINBrrvuuiMe8/DDD/PQQw+dUllFT/FoDH0yQrTjPdRklNWxhRBCCCFE/+i3EPIrX/kKVVVVLFu2DIDbbruNpUuX8o9//OOo5y1evJgXXngh9bvJNAQXSnAXwuQvaRtAxK/1FKveqAWD1ZvAX6MtCFK/DTZ1BLdGO+RP61iZuGNzF558OLPlFVQWAqAYZH440c8cWTDmEm0DbaEnX2X3ULKmFKJ+rddw5dqucy1uyJ+uzSuZP027TRvWp8Gkoijkua3kua0smpjbUUSVGl9nMOlla5WP7dU+WkOxVFD5yjrtfJNex/g852HBpIfROQ6M+jMrzFOMOmzTsrFNyybubSdU2khocwPx+hDhHc2EdzSjWAzYJmdinZaFebhb5o8UAD0WcVJV9bgWdnrllVd48MEH+fvf/052dvYRj/vBD37Ad7/73dTvbW1tFBUVnXyBBQDxSAyDGiXa8bvJ5BzQ8gghhBBCiMGrX0LIXbt2sWzZMtasWcOcOXMA+N///V/mzp3Lnj17GDt27BHPNZvN5OYeef7DIcnshOEXaFunthotlOwMJms2QzQA5Su1rZMjp6vHWP40yJ0CzuMYWr1nGex/H5XPa7+fYUGJGAIUBTzF2jbxKm1fMqmtQH94j8nardrw7oMfa1sni6crkOzHYLLAY6XAY2XxpK5gsqo13K235NYqL23tcbZU+dhS5eOPHfmpyaBjQp6rY35JLZwcleXAcIb8vRk8FlwLinAtKCJaGyRU2kC4tIGEL0pwfR3B9XXo3Was07KwTcvGlCc9qIaizMxM9Hp9j16PDQ0NPXpHftarr77Krbfeyl/+8hcuvvjoi5+ZzWbMZvMpl1d0Fw1H0akx6HhrNJlsA1sgIYQQQggxaPVLCLl69WrcbncqgAQ499xzcbvdrFq16qgh5Mcff0x2djYej4cLL7yQn//850ftGTFk54hy5Wvb+Cu035MJbS69VG/JjdqqxIF62POOtnWyZ0HGKG0Ia9owrReZ0QpGGyg6rYfZhucBUO354AdFLz2dxBlAp4OsMdo29cvavkQMGnZqoWRtqdZbsn4HtHt7DybvWAGe/us9pSgKRek2itJtXDpZm19SVVUqW8JsrfZ2G87tb49TWumltNLbVUSjFkxOKfSkek2OzHKgH+DehqY8O6a84bgvGUakzEe4tJHQtkYSvgiBT6oIfFKFMdeGtaMXpcEjYdFQYTKZmDlzJu+99x5XX311av97773HF7/4xSOe98orr3DLLbfwyiuvcNlll52OoopetIfC6JPt0DGbi1En068IIYQQQoj+0S8hZF1dXa/BYXZ29lHnh/rCF77Af/zHf1BSUkJZWRkPPPAAF110ERs3bjxi7weZI6qDTg/Z47Vt+le1fdGQNpde1YaOhW62QNM+CDZqW8Xqo19z/BVQWwD+kMz/Js5ceqO2UFPe1K598agWTNaWar2Ea0q13xMxLbw/zRRFoTjDRnGGjcunaI+fTKqUt4Q6ektqQ7l31LQRiMTZVOFlU4U3db7VqGdivivVW3JygZvhmQMTTCo6BctID5aRHjxXjqR9TwuhzQ2Ed7cQqwsRW3aItmWHMA13Y5uWhW1yJjqbhBqD3Xe/+12WLl3KrFmzmDt3Lr/73e+oqKjgjjvuALSh1NXV1bz00kuAFkDeeOON/M///A/nnntu6v8GVqsVt9s9YM9jKAr4gxgSMdCDKXl8Q+iFEEIIIYQ4GScUQj744IPHDPzWr18P9JwbCo49P9SSJUtSP0+aNIlZs2ZRUlLC22+/zTXXXNPrOTJH1FGYbFB8rrZ1igSgaQ+0lGmbt1wbxh0LQzQIiajWS3LCVTD686iPbdTOk56Q4mxiMGlDsPOnwcybtX3xqPZ678vFm06BTqcwPNPO8Ew7V07tCibLmoNsr/axtUobyr29xkcommBDeSsbyltT59tNeibmdw3jnlTgZniGHd1pDCYVow7rpEyskzJJhmKEtzcTKm0gctBHtEzbvG8dwDI2Hdu0LKzj01GMZ0b9i761ZMkSmpub+elPf0ptbS2TJk3inXfeoaSkBIDa2loqKipSxz/zzDPE43G++c1v8s1vfjO1/6abbuLFF1883cUf0gJtQQxqCACzqg5waYQQQgghxGB2QiHkXXfdxZe//OWjHjNs2DC2bt1KfX19j/saGxuPOT/U4fLy8igpKWHfvn1HPEbmiDpBZkfXojXHQU1oH0ikJ6Q46xlMkDl6oEtxVDqdwsgsByOzHHxxWgEAiaRKWVNACyU75pjcUdNGMJpg3aEW1h1qSZ3vMBuYVNA5x6SHKQVuSjJsp6Vnk85mxH5OLvZzcol7I4S3NBAqbSRWG6R9ZzPtO5tRzHqsEzOwTcvGPNIj0zwMMnfeeSd33nlnr/d9Nlj8+OOP+79A4rgEQmFMySAAZskghRBCCCFEPzqhEDIzM5PMzMxjHjd37lx8Ph/r1q3jnHPOAWDt2rX4fD7mzZt33I/X3NxMZWUleXl5J1JM0ZfiSUDmhBRioOh1CqOynYzKdnLNjEJACyYPNHYEk1VetlV3DeVec7CFNQe7gkmnxZBa+GZygZspBR6K0q39GkwaPGacFxbhvLCIWH2Q0OZGQqUNJLwRQpsaCG1qQOcwYpuShW16NsZChwwBFWKAtEWjmJKdPSHl71AIIYQQQvSffpkTcvz48SxevJhvfOMbPPPMMwDcdtttXH755d0WpRk3bhwPP/wwV199NYFAgAcffJBrr72WvLw8Dh06xA9/+EMyMzO7TXQvTi/pCSnEmUevUxiT42RMjpMvzdSCyXgiyf5UMKn1mtxZ24a/Pc6qA82sOtCcOt9tNXYLJicXuClM659g0phjx73YjuuSEqLlbYRKGwlvbSQZiBFYVUNgVQ2GDEvHgjZZGLNkZV4hTqdgNIpJp4WQJgkhhRBCCCFEP+qXEBLgj3/8I9/+9rdZtGgRAFdeeSVPPPFEt2P27NmDz+cDQK/Xs23bNl566SW8Xi95eXksXLiQV199FafT2V/FFMegxjvGZklPSCHOaAa9jnG5LsblurhuljYvbiyRZG+9v2uOyWofu2v9+MIxVuxvYsX+ptT5aTYjkws9TC5wMbnAw5RCN3luS58Fk4qiYB7mxjzMjeeKEbTv8xLa3ED7zmbize34P6jA/0EFxkIHtqnZ2KZmoXeZ+uSxhRBHFkrGMShhAIwSQgohhBBCiH7UbyFkeno6L7/88lGPUQ+bAN1qtfLuu+/2V3HEyUp0DseWnpBCnG2Meh0T891MzHezZLa2LxrXgsnUHJPVXvbU+WkNxfh0byOf7m1MnZ/pMKV6Sk7q6DmZ6zr1YFLR67COS8c6Lp1kJEH7Tm1Bm/Z9rcSqAviqAvjeOYh5pEdb0GZSJjpLvzVXQgxp4WQSna4dAJMqbb0QQgghhOg/8qlOHJXaGUIapHeEEIOByaBjUkeo2CkST7C71p9a+GZrtY+99X6aAlE+2tPIR3u6B5MT87uCyUkFLgo8Jz+UW2fWY5uejW16NolAlPC2JkKljUTL24js9xLZ78X79wPagjYzc7QFbU7jCuBCDHZhVAx0hJDI6vVCCCGEEKL/SAgpjkhNqpDs+EV6QgoxaJkNeqYWeZha5Enta48l2FXbxraOodzbq33sawjQFIjyyd5GPjmsx2SazZgKNk9ljkm9w4Rjbj6OufnEW9oJlTYQ2txAvDFMqLSRUGkjercZ24xsbDNzMGZa+6oKhBiyQnodOiIAmOS/hUIIIYQQoh/J/zbFkSWSqR+lJ6QQQ4vFqGd6cRrTi9NS+zqDye3VPrZXawHl3nptKPfyfU0s39c1x6TbamRSgYtJ+V3hZHG6Dd1x9mI0pFtwXVSMc2ERsaoAwY31hEobSfgi+D+qxP9RJaZiJ7aZOdimZKGzSnMmxMkI6XUoiSgAJp38HQkhhBBCiP4j/9sUR9S5MjbInJBCiCMHk3vrtaHcneHknjpt8ZuV+5tZub9rVW6nxcDEfFdqKPf4PBcjMu0YjvL+oigKpiInpiInnstGEN7VTGhjPe17W4lW+IlW+PH+4wDWCRnYZuRgGZ2GIgtpCXHcQgYD5qQ2HNuiMw9waYQQQgghxGAmIaQ4IjXe1RNSVscWQvTGYtQzpdDDlEJPal/n4jfbq7XFb7bXtLGrtg1/e5w1B1tYc7AldazJoGNsjpPxeU7G57mYkOdiXJ4Lt9XY47EUow7blCxsU7JItEUJlTYQ3FhPvD5EeGsT4a1N6JxGbNOysc3IwZRnPx1VIMRZLWg0YIxpPSHtBtsAl0YIIYQQQgxmEkKKI0r1hNQrp7warhBi6Dh88Zsvd+yLJZLsqw+wvaazx6SP3XV+QtFExyrdvm7XKEyzavNUFrqZWuhhUoEbu7mrydK7TDgvKMRxfgGxmiChjfWEtjSQ9McILK8msLwaY55dG649LQu9w3Qaa0CIs0fIqMeliwFgNzoHuDRCCCGEEGIwkxBSHFmsc2VsGYothDg1Rr2OCfkuJuS7uG5WEQDJpEpFS4hdtW3srNV6S+6q9VPtDVPVqm1vb60FQKfA6GwnkwvdTMp3ManAzYR8FzaTAVOBA1OBA/elw2nf20poYz3h3S3EaoP4/nkQ3ztlWMamYZuRg3V8urynCdEhkUjQbjAQV+IAuCxpxzhDCCGEEEKIkychpDiiZGcIaZIP7EKIvqfTKQzLtDMs084XJuel9ntDUXbUtLGlysuWSi9bKn3UtbWzp97Pnno/f92oHacoMDLLweQCNxM7gsmJI1xkTMggEYwR3tpIcGM9saoA7btaaN/Vgs5mwDolC/vMHIyFDunlLYa0cDhM1GggptPa+zRn1gCXSAghhBBCDGYSQoojUqMJABSjfoBLIoQYSjw2E/NHZTJ/VGZqX31bO1sqvWyvaWNHx/DtBn+E/Q0B9jcEeGNzderY4Zn2rgVwFhcx3mhEv7OF0OYGEm1RgmtqCa6pxZBpxTo1C9v0bIyZVpoCEYw6HW5bz/kohRiMwv4QEYOeiJIAdKRLCCmEEEIIIfqRhJDiiNRYZwgpPSGFEAMrx2Vh0cRcFk3MTe1raGtnR01bamXuHTVtVHvDlDUFKWsK8s+OodwARelWJhe5WGBJZ7I3jrM8QLwpjP+DCvwfVNDk0PPnYJA1FpVf33pOt4V2hBiswm0h2lUj7TptDuh0Z+YxzhBCCCGEEOLkSQgpjkiNasOzdCbpCSmEOPNkuyxkuywsHJed2tcciKSCyR01PrZXt1HREqKyJUxlS5h3Oo6zAldYbXxBZ2JEMEFmIMFdWPj/wiqlvy1Ft6CYCQuK0ZmlmRSDV8DrJ5LUEe74rtFpzz76CUIIIYQQQpwC+XQljkh6QgohzjYZDjMXjMnigjFdw0p9oZgWSNb42FatDec+2BTktXCI1wjhQWGJw861Fhu2pnZmqnr4qJrKT2uwnV9A1uLhA/iMhOg/jbWNGKIxAjqtnXc4iwa4REIIIYQQYjCTEFIcUWdPSEV6QgohzmJum5F5ozKZd9gck/72GDtr2the00aazcgVU/Mx6nUEagP89eWtjGmOUpzQ8/KWau6REFIMUrUNrbhNQUI6bYGmLHfxAJdICCGEEEIMZhJCiiNKhuIA6KzyMhFCDC5Oi5E5IzKYMyKj235HnoPr75nDb97fx3OldcyYknuEKwhx9qsNtuFJ1hCygieRxGQwD3SRhBBCCCHEICbpkjiiZDgGgM4mLxMhxNBhNuj5/uJxsHgc8URyoIsjRL9pUhNkRg9RY4WMhIx6EEIIIYQQ/Usm+xNHlOoJaTMOcEmEEGJgGPTSTIrBy2vQY09qq8h7VMsAl0YIIYQQQgx28ulKHFEyJD0hhRBCiMGqyWJCr3gBSDOkD2xhhBBCCCHEoCchpDiirp6QEkIKIYQQg0k0GqXZZiKmDwKQ7ygY4BIJIYQQQojBTkLIo0i0RWn4bSmB1TWpXoFDSdfCNDIcWwghhBhMmuob8ZstBA1RAEZkjx7gEgkhhBBCiMFOurgdRWhzA9FKP9FKP95/HsQ6IQPbzBwso9NQ9MpAF6/fJYIyHFsIIYQYjA7sq8KnWmk1qACU5I0b4BIJIYQQQojBTtKlo7DNzAa9QmhjPbHaIOFtTYS3NaFzGrFNz8E+Mxtjjn2gi9kv1KRKMqj1jtA7TQNcGiGEEEL0pT179mC0ZdDYsfhSbvakAS6REEIIIYQY7CSEPAq9w4TzvAKc5xUQrQkQ2lhPqLSBpD9G4NMqAp9WYcy3Y5uWjW1aFnqXeaCL3GeSoRgktZ91DhmOLYQQQgwmFYEAJbEmyt3ayI4cV8kAl0gIIYQQQgx2EkIeJ1O+A1O+A/cXhtO+p4Xghnra97QSqwniqynD968yzCM92KZlYZ2Uic5ydldtMtAxFNtuQNHL1KFCCCHEYFJus1IUXEO5G7LiCka9fOEohBBCCCH619mdlA0AxaDDOjET68RMEsEY4W2NhDY3Ei1vI7LfS2S/l9Y3D2Adn45tejaWMWkohrMvxEv4taHYOocMxRZCCCEGE6/XR1Wag+nR3QBMNBUOcImEEEIIIcRQICHkKdDbjTjOzcdxbj7xlnZCpQ2ENjcQbwx3zR9pM2CdnIltejamYheK7uxY0KYzhJT5IIUQQojB5YMP19Cos9Fs9QJm5o68aKCLJIQQQgghhgAJIfuIId2C66JinAuLiNUECW1uILRFmz8yuLaO4No69Gnm1PyRZ/qCNglfBJAQUgghhBhsSvduZZxbYYtVa+Pnjr9mgEskhBBCCCGGAgkh+5iiKJgKHJgKHLgvHU7kgJfQ5gbC25tJtEbwf1SJ/6PKM35Bm3hjGABDpnWASyKEEEKIvhIIh9mVkcHFvsfYZVPIihkZ5hk+0MUSQgghhBBDgISQ/UjRKVhGp2EZnUbyqgTtu1oIlTb0XNBmuBvbtGyskzLQ2c6MieElhBRCCCEGn1889yhGq5PfZmm/X5BxHopydkwVI4QQQgghzm4SQp4mOpMe29QsbFOzei5oc9BH5KCP1rf2Y5uUiW12LuYR7gH7UKDGk0RrAwAYCxwDUgYhhBBC9K1/bFhJY9xJessuyNb23f75HwxsoYQQQgghxJAhIeQA6LGgzdZGbUGb+hCh0kZCpY0YMixYp2RhnZyJMc9+WgPJWF0Q4iqK1YAhw3LaHlcIIYQQ/WNTxXqW/+ufbCyazeXepwEDUxJp5DnyBrpoQgghhBBiiJAQcoAZ0i24FhThvLCQWFWA4Po6QqWNxJvbU/NHGjKtWCdnnrZAMnLQB4C52ClDtIQQQoiz3JrKFbz8x1fYXTKPW6of5X/z9AB8bsqXB7hkQgghhBBiKJEQ8gyhKAqmIiemIifuy0bQvquZ0NYm2ve2EG8KdwWSp6GHZOSAFwDzKE+fX1sIIYQQp0dzuJlfr3mUig01HMy5hKvLX+DFQi9xRccE63BumH7rQBdRCCGEEEIMIRJCnoF0Zn3HytnZJCNxbUGbbU2072nt3kMyy4p1Sha2KZkYc+x98tjxlnba93kBMI9K65NrCiGEEOL0UFWVCn8Fb+99nb+ve5sS9fOUOiYyte1pnituAXRMVgp58dq/YtKbBrq4QgghhBBiCNENdAHE0enMBmzTsslcOoH8B+aQ/uWxWCZkgEEh3hjG/0EF9Y9tou6xjbS9X06sMXRKjxfaVA9JFfMIN8ZcWx89CyGEEIPdk08+yfDhw7FYLMycOZPly5cf9fhPPvmEmTNnYrFYGDFiBE8//fRpKungEkvE2Nq4ld9ve4HvvHMzF700jzte+gHLtymUG7/K3sR6jOZfsDGtBYCihIHfffkvEkAKIYQQQojTTnpCnkU6A0nbtGyS7XHCu1oIb2mkfV8r8foQbfUVtL1fgTHPjnVKJpax6Rhz7Si64xuyHa0O4F9ZA4Btdq7MBymEEOK4vPrqq3znO9/hySefZP78+TzzzDN84QtfYOfOnRQXF/c4vqysjEsvvZRvfOMbvPzyy6xcuZI777yTrKwsrr322tP/BFQVzvA2T1VVGoIt7GuuYkfTLnY37qK8qQav14IuVkJUn0Wbcjmx5FwK1XX4wq9htPtp7sgajarKHekXseTin+AwOQb2yQghhBBCiCFJUVVVHehC9KW2tjbcbjc+nw+XyzXQxTktkuE44R3NhLY2EtnvhWTXP6nObsA80oO5xIUh144x147ebux2vppQCW2qx/uPg6jRBMZ8O9l3TkMxSEdZIYToC4O9bZozZw4zZszgqaeeSu0bP348V111FQ8//HCP4++9917eeustdu3aldp3xx13sGXLFlavXn1cj9lXddoeCnL+77+HigWDasSaVHEl4xhUFQMqesBIEpOiYlZUTCqYVRVzMolRiaMjjE5pR9W1E1XbiREhRgw9CSyABTCrevSY0GHGoFowJ60oSTuJpJUWRU+zHlr1CkGdQkSnElMgoVNIogP0KOhQVJUkoKhJXDE/WdEWMhOttBtCNJoS1BvjVJsThPRdz01RVeaHY1yXNosLF/4IXc6Ek64nIYQQRzfY23ohhOgL0hNyENBZDdhn5WCflUMiGKN9RzPhHU1Eynwkg3HCW5sIb21KHa+Y9aBTUHSAopAMxyGhBZfmkW4ylk6QAFIIIcRxiUajbNy4kfvuu6/b/kWLFrFq1apez1m9ejWLFi3qtu+SSy7hueeeIxaLYTQae5wTiUSIRCKp39va2vqg9NDcWE+7baX2GEAQaDrqGScr3C9X/SxrMsnESJJJhny+NO16SqYtBYP5tDy2EEIIIYQQRyMh5CCjtxuxn5OL/Zxc1HiSaJWfyH4v0eoAsbogidYIaiQBwOFdYBWTDucFhTgXFEkAKYQQ4rg1NTWRSCTIycnptj8nJ4e6urpez6mrq+v1+Hg8TlNTE3l5eT3Oefjhh3nooYf6ruAdFL2By9tiJHVRAjodAZ1CUNGTAJKKggokgSQKSQUSKMQVhTigomBJKpiTOkxJPXrVCKqFpGohjp44SRIkUZU4OiWKosRI6GKEDHEC+iSJjhHgzkSS9GQCW1LFqGqbikJU0RFVFGKKgoKCooICqOhA0aMoRjL1dkbZChiXUcRodwljRn4BQ/qwPq8nIYQQQgghTpWEkIOYYtBhHubGPMyd2pdsj5PwR7UEUlVB1XpG6t3m4547UgghhPisz84jrKrqUecW7u343vZ3+sEPfsB3v/vd1O9tbW0UFRWdbHFT8guLefiyZ0BvAke2tpkcvc4R2R7TvsQz6iEcD9OeaMeoM2LWmzHoDCTVJLFkjGgiSiwZIxZrJxqooz0cIo6DWMJGTO+gIM1DlttKOB7EbrRj1Bkg4odkHAwWreeiTt/j8YUQQgghhDibSQg5xOgsBnQW+WcXQgjRNzIzM9Hr9T16PTY0NPTo7dgpNze31+MNBgMZGRm9nmM2mzGb+2lY8YgLj+swi7ErGHSYHDjoucCLSW/CbrR37XD3XJink9ngOeziMn+YEEIIIYQY3GTcrRBCCCFOmslkYubMmbz33nvd9r/33nvMmzev13Pmzp3b4/h///vfzJo1q9f5IIUQQgghhBBnPwkhhRBCCHFKvvvd7/Lss8/y/PPPs2vXLu655x4qKiq44447AG0o9Y033pg6/o477qC8vJzvfve77Nq1i+eff57nnnuO73//+wP1FIQQQgghhBD9TMblCiGEEOKULFmyhObmZn76059SW1vLpEmTeOeddygpKQGgtraWioqK1PHDhw/nnXfe4Z577uG3v/0t+fn5/PrXv+baa68dqKcghBBCCCGE6GeK2jkT/CDR1taG2+3G5/Phcsn8SkIIIQaetE19T+pUCCHEmUTaJSGEODYZji2EEEIIIYQQQgghhOhXEkIKIYQQQgghhBBCCCH6lYSQQgghhBBCCCGEEEKIfiUhpBBCCCGEEEIIIYQQol9JCCmEEEIIIYQQQgghhOhXEkIKIYQQQgghhBBCCCH6lYSQQgghhBBCCCGEEEKIfiUhpBBCCCGEEEIIIYQQol9JCCmEEEIIIYQQQgghhOhXEkIKIYQQQgghhBBCCCH6lWGgC9DXVFUFoK2tbYBLIoQQQmg626TONkqcOmnvhRBCnEmkrRdCiGMbdCGk3+8HoKioaIBLIoQQQnTn9/txu90DXYxBQdp7IYQQZyJp64UQ4sgUdZB9VZNMJqmpqcHpdKIoykAX57i1tbVRVFREZWUlLpdroIszYKQepA46ST1opB4GRx2oqorf7yc/Px+dTmZC6QtnY3s/GF7LfUHqQSP1IHXQSepBc7bXg7T1QghxbIOuJ6ROp6OwsHCgi3HSXC7XWdno9jWpB6mDTlIPGqmHs78OpFdE3zqb2/uz/bXcV6QeNFIPUgedpB40Z3M9SFsvhBBHJ1/RCCGEEEIIIYQQQggh+pWEkEIIIYQQQgghhBBCiH4lIeQZwmw285Of/ASz2TzQRRlQUg9SB52kHjRSD1IHYvCQ17JG6kEj9SB10EnqQSP1IIQQg9+gW5hGCCGEEEIIIYQQQghxZpGekEIIIYQQQgghhBBCiH4lIaQQQgghhBBCCCGEEKJfSQgphBBCCCGEEEIIIYToVxJCCiGEEEIIIYQQQggh+pWEkKfg008/5YorriA/Px9FUXjzzTe73f/6669zySWXkJmZiaIolJaW9rhGXV0dS5cuJTc3F7vdzowZM/jrX//a7ZjW1laWLl2K2+3G7XazdOlSvF5vt2MqKiq44oorsNvtZGZm8u1vf5toNNrHz7ino9VBLBbj3nvvZfLkydjtdvLz87nxxhupqanpdo1IJMK3vvUtMjMzsdvtXHnllVRVVXU75kyuAzj1emhpaeFb3/oWY8eOxWazUVxczLe//W18Pl+3xzmT66EvXgudVFXlC1/4Qq9/V2dyHUDf1cPq1au56KKLsNvteDweFixYQDgcTt0/FOrhbH9/FIODtPXS1neStl4j7b209Z2krRdCCHGiJIQ8BcFgkKlTp/LEE08c8f758+fzi1/84ojXWLp0KXv27OGtt95i27ZtXHPNNSxZsoTNmzenjvnKV75CaWkpy5YtY9myZZSWlrJ06dLU/YlEgssuu4xgMMiKFSv485//zN/+9je+973v9d2TPYKj1UEoFGLTpk088MADbNq0iddff529e/dy5ZVXdjvuO9/5Dm+88QZ//vOfWbFiBYFAgMsvv5xEIpE65kyuAzj1eqipqaGmpoZf/vKXbNu2jRdffJFly5Zx6623drvWmVwPffFa6PT444+jKEqv953JdQB9Uw+rV69m8eLFLFq0iHXr1rF+/XruuusudLqut+yhUA9n+/ujGBykrZe2vpO09Rpp76Wt7yRtvRBCiBOmij4BqG+88Uav95WVlamAunnz5h732e129aWXXuq2Lz09XX322WdVVVXVnTt3qoC6Zs2a1P2rV69WAXX37t2qqqrqO++8o+p0OrW6ujp1zCuvvKKazWbV5/Od4jM7fkerg07r1q1TAbW8vFxVVVX1er2q0WhU//znP6eOqa6uVnU6nbps2TJVVc+uOlDVk6uH3rz22muqyWRSY7GYqqpnVz2cSh2UlpaqhYWFam1tbY/rnE11oKonXw9z5sxR77///iOeM1TqYTC9P4rBQdp6aes7SVuvkfZe2vpO0tYLIYQ4HtITcoCdd955vPrqq7S0tJBMJvnzn/9MJBJhwYIFgPYtqdvtZs6cOalzzj33XNxuN6tWrUodM2nSJPLz81PHXHLJJUQiETZu3Hhan8+x+Hw+FEXB4/EAsHHjRmKxGIsWLUodk5+fz6RJk7o9v8FUB9CzHo50jMvlwmAwAIOvHnqrg1AoxPXXX88TTzxBbm5uj3MGWx1Az3poaGhg7dq1ZGdnM2/ePHJycrjwwgtZsWJF6pyhUA8w9N4fxeA11F7L0tZrpK3XSHsvbX0naeuFEEJICDnAXn31VeLxOBkZGZjNZm6//XbeeOMNRo4cCWjzpGRnZ/c4Lzs7m7q6utQxOTk53e5PS0vDZDKljjkTtLe3c9999/GVr3wFl8sFaGU3mUykpaV1OzYnJ6fb8xssdQC918NnNTc387Of/Yzbb789tW8w1cOR6uCee+5h3rx5fPGLX+z1vMFUB9B7PRw8eBCABx98kG984xssW7aMGTNm8LnPfY59+/YBQ6MeYGi9P4rBbSi9lqWt10hbr5H2Xtr6TtLWCyGEADAMdAGGuvvvv5/W1lbef/99MjMzefPNN/mP//gPli9fzuTJkwF6nStHVdVu+4/nmIEUi8X48pe/TDKZ5Mknnzzm8Sfz/M70OoDjq4e2tjYuu+wyJkyYwE9+8pNu9w2GejhSHbz11lt8+OGH3eYA6s1gqAM4cj0kk0kAbr/9dr72ta8BMH36dD744AOef/55Hn74YWDw1wMMnfdHMfgNldeytPUaaes10t5LW99J2nohhBCdpCfkADpw4ABPPPEEzz//PJ/73OeYOnUqP/nJT5g1axa//e1vAcjNzaW+vr7HuY2Njalv/HJzc3t8y9fa2kosFuvxreBAiMViXHfddZSVlfHee+91+/YzNzeXaDRKa2trt3MaGhq6Pb+zvQ7g6PXQye/3s3jxYhwOB2+88QZGozF132Coh6PVwYcffsiBAwfweDwYDIbU0LRrr702NSRnMNQBHL0e8vLyAJgwYUK3c8aPH09FRQUwNOphqLw/isFvqLyWpa3XSFuvkfZe2vpO0tYLIYQ4nISQAygUCgF0WwUPQK/Xp74hnTt3Lj6fj3Xr1qXuX7t2LT6fj3nz5qWO2b59O7W1talj/v3vf2M2m5k5c2Z/P42j6vyPx759+3j//ffJyMjodv/MmTMxGo289957qX21tbVs37692/M7m+sAjl0PoPWKWLRoESaTibfeeguLxdLt/rO9Ho5VB/fddx9bt26ltLQ0tQE89thjvPDCC8DZXwdw7HoYNmwY+fn57Nmzp9v+vXv3UlJSAgyNehgK749iaBgKr2Vp6zXS1mukvZe2vpO09UIIIXo4XSvgDEZ+v1/dvHmzunnzZhVQf/WrX6mbN29OrfjW3Nysbt68WX377bdVQP3zn/+sbt68Wa2trVVVVVWj0ag6atQo9fzzz1fXrl2r7t+/X/3lL3+pKoqivv3226nHWbx4sTplyhR19erV6urVq9XJkyerl19+eer+eDyuTpo0Sf3c5z6nbtq0SX3//ffVwsJC9a677hrQOojFYuqVV16pFhYWqqWlpWptbW1qi0QiqWvccccdamFhofr++++rmzZtUi+66CJ16tSpajwePyvqoC/qoa2tTZ0zZ446efJkdf/+/d2OOVvqoS9eC59FLystnsl1oKp9Uw+PPfaY6nK51L/85S/qvn371Pvvv1+1WCzq/v37h0w9DIb3RzE4SFsvbX1f1cNgaOv7oh56c7a199LW9009DIb3RyGEECdGQshT8NFHH6lAj+2mm25SVVVVX3jhhV7v/8lPfpK6xt69e9VrrrlGzc7OVm02mzplyhT1pZde6vY4zc3N6g033KA6nU7V6XSqN9xwg9ra2trtmPLycvWyyy5TrVarmp6ert51111qe3t7P9fA0eugrKys1/sA9aOPPkpdIxwOq3fddZeanp6uWq1W9fLLL1crKirOmjpQ1VOvhyOdD6hlZWVnRT30xWvhs3r7UHIm14Gq9l09PPzww2phYaFqs9nUuXPnqsuXL+92/1Coh7P9/VEMDtLWS1vfSdr6vqmH3pxt7b209Rpp64UQQpwoRVVVFSGEEEIIIYQQQgghhOgnMiekEEIIIYQQQgghhBCiX0kIKYQQQgghhBBCCCGE6FcSQgohhBBCCCGEEEIIIfqVhJBCCCGEEEIIIYQQQoh+JSGkEEIIIYQQQgghhBCiX0kIKYQQQgghhBBCCCGE6FcSQgohhBBCCCGEEEIIIfqVhJBCCCGEEEIIIYQQQoh+JSGkEKJfNDc3k52dzaFDh/r0utu2baOwsJBgMNin1xVCCCHEiZG2XgghhBAnQkJIIQbYzTffjKIoPbbFixcPdNFOycMPP8wVV1zBsGHDjuv4K664gosvvrjX+1avXo2iKGzatInJkydzzjnn8Nhjj/VhaYUQQoj+I229Rtp6IYQQYmhTVFVVB7oQQgxlN998M/X19bzwwgvd9pvNZtLS0vrtcaPRKCaTqV+uHQ6Hyc/P55133mHu3LnHdc6bb77JNddcQ1lZGSUlJd3u+8Y3vsGGDRvYvHkzAP/4xz+44447qKioQK/X93n5hRBCiL4kbb1G2nohhBBiaJOekEKcAcxmM7m5ud22wz+UKIrCs88+y9VXX43NZmP06NG89dZb3a6xc+dOLr30UhwOBzk5OSxdupSmpqbU/QsWLOCuu+7iu9/9LpmZmXz+858H4K233mL06NFYrVYWLlzI73//exRFwev1EgwGcblc/PWvf+32WP/4xz+w2+34/f5en8+//vUvDAZDjw8lRyvj5ZdfTnZ2Ni+++GK3c0KhEK+++iq33nprat8ll1xCc3Mzn3zyyXHWsBBCCDGwpK2Xtl4IIYQY6iSEFOIs8dBDD3HdddexdetWLr30Um644QZaWloAqK2t5cILL2TatGls2LCBZcuWUV9fz3XXXdftGr///e8xGAysXLmSZ555hkOHDvGlL32Jq666itLSUm6//XZ+9KMfpY632+18+ctf7tFz44UXXuBLX/oSTqez17J++umnzJo1q9u+Y5XRYDBw44038uKLL3J4B+2//OUvRKNRbrjhhtQ+k8nE1KlTWb58+UnUpBBCCHFmkrZe2nohhBBiUFOFEAPqpptuUvV6vWq327ttP/3pT1PHAOr999+f+j0QCKiKoqj/+te/VFVV1QceeEBdtGhRt+tWVlaqgLpnzx5VVVX1wgsvVKdNm9btmHvvvVedNGlSt30/+tGPVEBtbW1VVVVV165dq+r1erW6ulpVVVVtbGxUjUaj+vHHHx/xOX3xi19Ub7nllm77jqeMu3btUgH1ww8/TB1zwQUXqNdff32Px7j66qvVm2+++YhlEEIIIc4U0tZLWy+EEEIIVTUMVPgphOiycOFCnnrqqW770tPTu/0+ZcqU1M92ux2n00lDQwMAGzdu5KOPPsLhcPS49oEDBxgzZgxAjx4Le/bsYfbs2d32nXPOOT1+nzhxIi+99BL33Xcff/jDHyguLuaCCy444vMJh8NYLJZu+46njOPGjWPevHk8//zzLFy4kAMHDrB8+XL+/e9/9zjHarUSCoWOWAYhhBDiTCJtvbT1QgghxFAnIaQQZwC73c6oUaOOeozRaOz2u6IoJJNJAJLJJFdccQX/7//9vx7n5eXldXucw6mqiqIoPfZ91te//nWeeOIJ7rvvPl544QW+9rWv9TjvcJmZmbS2tnbbd7xlvPXWW7nrrrv47W9/ywsvvEBJSQmf+9znepzT0tLCyJEjj1gGIYQQ4kwibb209UIIIcRQJ3NCCjEIzJgxgx07djBs2DBGjRrVbfvsh5HDjRs3jvXr13fbt2HDhh7HffWrX6WiooJf//rX7Nixg5tuuumo5Zk+fTo7d+48qTJed9116PV6/vSnP/H73//+iB+Ctm/fzvTp049aDiGEEGKwkLZeCCGEEGc7CSGFOANEIhHq6uq6bYevdnks3/zmN2lpaeH6669n3bp1HDx4kH//+9/ccsstJBKJI553++23s3v3bu6991727t3La6+9llqx8vAPA2lpaVxzzTX853/+J4sWLaKwsPCo5bnkkkvYsWNHtx4Sx1tGh8PBkiVL+OEPf0hNTQ0333xzj+sfOnSI6upqLr744uOsISGEEGJgSVsvbb0QQggx1EkIKcQZYNmyZeTl5XXbzjvvvOM+Pz8/n5UrV5JIJLjkkkuYNGkSd999N263G53uyH/mw4cP569//Suvv/46U6ZM4amnnkqtmGk2m7sde+uttxKNRrnllluOWZ7Jkycza9YsXnvttZMq46233kpraysXX3wxxcXFPa7/yiuvsGjRIkpKSo5ZFiGEEOJMIG29tPVCCCHEUKeovU0KI4QYsn7+85/z9NNPU1lZ2W3/H//4R+6++25qamowmUzHvM4777zD97//fbZv337UD0cnKhKJMHr0aF555RXmz5/fZ9cVQgghhgpp64UQQggxEGRhGiGGuCeffJLZs2eTkZHBypUreeSRR7jrrrtS94dCIcrKynj44Ye5/fbbj+tDCcCll17Kvn37qK6upqioqM/KW15ezo9+9CP5UCKEEEIcJ2nrhRBCCHEmkJ6QQgxx99xzD6+++iotLS0UFxezdOlSfvCDH2AwaN9RPPjgg/z85z/nggsu4O9//zsOh2OASyyEEEKIEyFtvRBCCCHOBBJCCiGEEEIIIYQQQggh+pUsTCOEEEIIIYQQQgghhOhXEkIKIYQQQgghhBBCCCH6lYSQQgghhBBCCCGEEEKIfiUhpBBCCCGEEEIIIYQQol9JCCmEEEIIIYQQQgghhOhXEkIKIYQQQgghhBBCCCH6lYSQQgghhBBCCCGEEEKIfiUhpBBCCCGEEEIIIYQQol/9/wR5+N6PscegAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# example of how to iterate over selected Groups: normalize and plot\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from larch.xafs import pre_edge\n",
"\n",
"fig, axs = plt.subplots(ncols=2, nrows=1, figsize=(12, 5))\n",
"for name, grp in aprj.groups.items():\n",
" if grp.sel == 0:\n",
" # use the sel flag to skip some Groups\n",
" continue\n",
" pre_edge(grp.energy, grp.mu, group=grp)\n",
" ax = axs[0]\n",
" ax.plot(grp.energy, grp.mu, label=name)\n",
" ax.set_title(r\"Raw $\\mu(E)$\")\n",
" ax.set_xlabel(\"Energy (eV)\")\n",
" ax = axs[1]\n",
" ax.plot(grp.energy, grp.norm, label=name)\n",
" ax.set_title(\"Normalized $\\mu(E)$\")\n",
" ax.set_xlabel(\"Energy (eV)\")\n",
" ax.legend(title=\"Selected Groups\", bbox_to_anchor=(1.3, 1))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}