{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
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Machine Learning : Predicting wind energy
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\n", " Authors: Joël Hamilcaro, Jie Tu\n", " \n", "
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\n", " Wind turbines (Source : Pixabay Royalty-free Image)\n", "
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Table of Contents

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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "## Defining the problem\n", "\n", "\n", "Our goal is to predict the electrical power generated by two wind turbines according to different characteristics: \n", "- Wind speed\n", "- Wind direction\n", "- Temperature\n", "\n", "For this, we have two data sets, each corresponding to a particular wind turbine." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each independent individual $i$ in each data set, we have a features vector $x_i=(x_{i_1},x_{i_2},x_{i_3})^T \\in \\mathbb{R}^3$ corresponding to the value of the wind speed, the wind direction, and the temperature. \n", "For each $i$, we know the label $y_i \\in \\mathbb{R}$ corresponding to the electrical power. \n", "\n", "*Problem : Given a features vector $x$ we want to predict its label $y$*.\n", "\n", "As $y \\in \\mathbb{R}$, this is a **regression problem**.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Importing the required librairies" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:06.248845Z", "start_time": "2021-10-17T21:24:05.116019Z" } }, "outputs": [], "source": [ "# Maths tools\n", "import numpy as np\n", "import scipy as sp\n", "\n", "# Data Visualization\n", "import pandas as pd # Dataframes\n", "import matplotlib.pyplot as plt # plot (suitable for numerical data)\n", "import seaborn as sns # plot (suitable for pandas dataframe)\n", "\n", "# Files\n", "import os # open files\n", "\n", "# ML Preprocessing\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.pipeline import make_pipeline, Pipeline\n", "\n", "# ML Models\n", "from sklearn.linear_model import LinearRegression, Ridge, Lasso, SGDRegressor\n", "from sklearn.neighbors import KNeighborsRegressor\n", "from sklearn.tree import DecisionTreeRegressor, ExtraTreeRegressor\n", "from sklearn.ensemble import RandomForestRegressor, BaggingRegressor, AdaBoostRegressor, GradientBoostingRegressor\n", "\n", "# ML Selection\n", "from sklearn.model_selection import train_test_split, KFold, GridSearchCV, RandomizedSearchCV\n", "from sklearn.model_selection import validation_curve\n", "\n", "# ML Metrics\n", "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data import" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two datasets contain the following features:\n", "\n", "- P : electrical power in kW.\n", "\n", "- V : wind speed in $m.s^{-1}$.\n", "\n", "- Dir : wind direction in degrees °.\n", "\n", "- T : temperature in °C.\n", "\n", "Each `.txt` file (**eol1.txt** and **eol2.txt**) stores data for a wind turbine. We will read these files and store the data in dataframes (one dataframe per turbine)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:06.278574Z", "start_time": "2021-10-17T21:24:06.250526Z" } }, "outputs": [], "source": [ "# Repertory where files are stored\n", "repertory = './'\n", "# The name of the files\n", "filename1 = 'eol1.txt'\n", "filename2 = 'eol2.txt'\n", "files = [filename1,filename2]\n", "datas = []\n", "\n", "for file in files : \n", " path = os.path.join(repertory, file)\n", " try :\n", " datas.append(\n", " pd.read_csv(path, sep=' ')\n", " )\n", " except OSError as err:\n", " print(f\"OS error: {err}\")\n", " raise\n", " \n", "data1_full, data2_full = datas\n", "DataFrame = type(data1_full)\n", "\n", "original_columns = data1_full.columns\n", "X_original_cols = ['V','Dir','T']\n", "y_original_col = ['P']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train-test split\n", "\n", "For each wind turbine, we are given a dataset where the labels are known.\n", "\n", "In a real situation, our model should predict labels on a dataset that has never been seen, and where the labels are unknown.\n", "\n", "We will simulate this real situation, by splitting each dataset in two. The test datasets will play the role of these \"never seen\" datasets." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:06.306069Z", "start_time": "2021-10-17T21:24:06.281362Z" } }, "outputs": [], "source": [ "# 80-20% split\n", "test_size = 0.2\n", "\n", "data1_X, data1_X_test, data1_y, data1_y_test =\\\n", " train_test_split(data1_full[X_original_cols], \n", " data1_full[y_original_col], \n", " test_size=test_size, \n", " stratify=None)\n", "\n", "data2_X, data2_X_test, data2_y, data2_y_test =\\\n", " train_test_split(data2_full[X_original_cols], \n", " data2_full[y_original_col], \n", " test_size=test_size, \n", " stratify=None)\n", "\n", "data1 = data1_X.join(data1_y).sort_index().reset_index(drop=True)\n", "data2 = data2_X.join(data2_y).sort_index().reset_index(drop=True)\n", "data1_test = data1_X_test.join(data1_y_test).sort_index().reset_index(drop=True)\n", "data2_test = data2_X_test.join(data2_y_test).sort_index().reset_index(drop=True)\n", "data1_train_original = data1.copy()\n", "data2_train_original = data2.copy()\n", "data1_test_original = data1_test.copy()\n", "data2_test_original = data2_test.copy()\n", "\n", "# don't keep copy\n", "data1_X, data1_y = None,None \n", "data2_X, data2_y = None,None \n", "data1_full = None\n", "data2_full = None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
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\n", " 📎 From now on, the test data set is assumed to be unknown, and not in our possession.\n", "

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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We rename the column for our convenience." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:06.315446Z", "start_time": "2021-10-17T21:24:06.308148Z" } }, "outputs": [], "source": [ "original_columns = data1.columns\n", "\n", "def rename_cols(data) :\n", " data = data.copy()\n", " new_columns = { 'P' : 'Power' , 'V' : 'Speed', 'Dir' : 'Direction', 'T' : 'Temperature' }\n", " data = data.rename(columns = new_columns)\n", " return data\n", "\n", "\n", "data1 = rename_cols(data1)\n", "data2 = rename_cols(data2)\n", "\n", "X_cols = ['Speed','Direction','Temperature']\n", "Y_col = ['Power']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data exploration \n", "\n", "## Quick overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the shape of the data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:06.324010Z", "start_time": "2021-10-17T21:24:06.319290Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1: (6892, 4) \tDataset 2: (7008, 4)\n" ] } ], "source": [ "print(\"Dataset 1:\", data1.shape, \"\\tDataset 2:\",data2.shape)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-10-07T08:31:23.335415Z", "start_time": "2021-10-07T08:31:23.332211Z" } }, "source": [ "We visualize a sample of the data with the `sample()` method. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:06.331724Z", "start_time": "2021-10-17T21:24:06.326338Z" } }, "outputs": [], "source": [ "def displaying_two_prototype(display_fun,fun,name, data1, data2, **args) :\n", " print(f\"Dataset 1 ~ {name}\")\n", " display_fun(fun(data1,**args))\n", " print(f\"\\n\\n\\nDataset 2 ~ {name}\")\n", " display_fun(fun(data2,**args))\n", " return\n", "\n", "def display_two(fun,name,data1,data2,**args) :\n", " displaying_two_prototype(display,fun,name,data1,data2,**args)\n", " return\n", "\n", "def print_two(fun,name,data1,data2,**args) :\n", " displaying_two_prototype(print,fun,name,data1,data2,**args)\n", " return" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:06.367595Z", "start_time": "2021-10-17T21:24:06.334021Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Sample\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Speed Direction Temperature Power\n", "count 6884.000000 6933.000000 6934.000000 6934.000000\n", "mean 5.252358 171.708384 12.238588 354.414159\n", "std 2.509134 86.256922 7.219262 450.278093\n", "min 0.000000 2.571667 -5.761667 -8.623333\n", "25% 3.644583 95.706668 6.789167 23.349167\n", "50% 5.134167 189.628334 12.683333 173.379164\n", "75% 6.498333 233.430000 17.482917 511.912507\n", "max 19.923333 358.385005 34.856667 2042.544963" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display_two(DataFrame.describe,\"Descriptive statistics\",data1,data2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now note some interesting things: there are negative electric power values. (see line `min`) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distribution analysis" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-10-09T19:36:07.579663Z", "start_time": "2021-10-09T19:36:07.574398Z" } }, "source": [ "We look at the distribution of each of the variables and their relationships using a `pairplot`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.015625Z", "start_time": "2021-10-17T21:24:06.429810Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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KcmPq/FCUj7aPZHCoKIqiKIqiKIqi3BkVHCqKoiiKoiiKoigqOFQURVEURVEURVHWKTgUQnQJId4UQgwJIQaFEH9nZX5ACPGqEGJ05V//Ddb/2ZVlRoUQP7seZVYURVEURVEURfk4Wa+awzrwy1LKHcDjwC8KIXYAfx94XUo5ALy+Mr2KECIA/ArwGPAo8Cs3CiIVRVEeZOVSkbnRU8yNnaFaqQDQaDQ2uFSK8uHkMinmRk8yN37utn7P6jevKA+mRGyeudETLM6Orcv+pJQYhrEu+1Jun7YeO5FSRoHoyv9zQohhoAP4EvD8ymK/C7wF/L1rVv808KqUMgkghHgVeBn4/ftecEVRlHukUi4Tu/gK3SEzUkrOHhliPHGQRsOFy1Xi+efbsdttG11MRbkj2XSC4uxbdPotNBoNps8v0rfnEwghrlt2eTnLu+8mqVat6jevKA+YpblxbPnTdLosVKozTF9I0rPt0fu2v6GhKENDdaQ00d1d57HHeu7bvpQ7s+59DoUQvcB+4AOgdSVwBFgEWtdYpQOYvWp6bmXetdv9qhDiuBDieDwev7eFVpSPAHWObKz4whhdweafXCEEpeU8xawJTQsTi4V4662pjS3gx5w6P+5ONjZOm98CgNlsJmhJkstm11z2gw9SmEy91OtelpdDHDmysJ5FVT4EdX589NUyk3hdzXPZatEwl2dvscbdy2RyDA5agRaKRTfT00HGxxfv2/6UO7OuwaEQwgX8MfBLUspVVw8p5YcaaFJK+VtSyoNSyoPhcPhDlvThZBjwL/8l/OZvNv+vKFdT58jGMpktNBpXTsxyWVIsNTh2LMXwsJV33qlz8aK6OG4UdX7cHSlMNC/fTfWGwKyt3SipXDYzOhrn1CmDwUErhw8nqNVq61VU5UNQ58dHnyHFNdP3L0TIZEokEg2OHy9y4YKNU6cqTE4m79v+lDuzbsGhEEKnGRj+npTyT1ZmLwkhIivvR4DYGqvOA11XTXeuzFOu8S/+Bfze78G//bfwX//rRpdGUZSrtXVtZibjolAsky+WidfdxBIezOYwJpOJUMjLuXO1VTfaivKga+3ezdSyoFSqkM6WKFj6cTqday5rtaaJRq1YrS5MJhNudyvnz6sHIoryIPB27GU+UaNcrhJPl7GGd9+3fbW0eJmenkfX/WiaBSkFyaTqi/ygWJc+h6LZ+eC3gWEp5b+76q1vAz8L/NrKv99aY/UfAf/iqiQ0nwL+wX0s7kOpWoX/+B/h134NikX45/8c/spfAYtlo0umKAqAyWSib89LpBJxhDDx8k9YGf9PH1CvFwmHLfT2dlKpRJFSrtlfS1EeRBarle49nyWdjKNbbHR7fTdcdvduL4cPD6FprYTDOr29XTQa6lmvojwIvP4QdufnyaaWcUa8ONZ4yFMoFCkUyvj9bnRdv+t92WxWduywMjc3g5Qm+vpseL0q1+SDYl2CQ+Ap4C8B54QQp1fm/UOaQeH/EEL8NWAa+CkAIcRB4H+SUv51KWVSCPHPgGMr6/3TS8lplCu+9z3o6oK+vuZ0KASvvgqf+9zGlktRlCuEEARCLUxNxTl2rIDbvZNEIsvmzUHq9RqRSAWTSQ0/qzxczGYzwXDbTZeZmIhx7JiGprVQLpsJhTzUaots2uRdp1IqinIrFouFUGv7mu9dvLjImTNmTCYnmhblxReDeDxrtxK4HTt3unA6Q+i6nWo1R0+PamL+oFivbKXvADd6FP7SGssfB/76VdNfA752f0r3EIu9A+P/FXp+hldeeZlHr0oq9eST8Md/rIJDRXkQnT1bwmbrprsbXC4XudxFDh1qZ8uW3o0umqLcF2fOlHE4ujl0qMHsbIpcboTPfnYbPp9ro4umKMotGIbBuXM17PZLD4G6OXNmhmeeufvg8MCBLrzeRdLpBOGwle7uyL0prPKhrVfNoXKv5cbg7S9D11fgvb/I66/M8v/9+/bLbz/9NPztv91MTKMqIhTlwTAzcgxTcZbyfJI0B3B6+vH7vUQibWzduvbTWkV5UC3OjFBLDiKQGI4eurc8suZyUkoaDRNCNMjlMrS02AgG21RgqCgPCSklUq4OGRqN1TeXhmEwc+E9tOoSBjrOyH6CrV3ciGEYeL1WQiEHXq/nvpRbuTsqOHxYDf4f0PlF6P0LRDO9xJYabNp05e1IBFwuOH8e9uzZuGIqitK0ODtOi3kWW0jHa00xM3yK4Xo75fIgBw5YefvtBgcPtuJwqHHflAdfLptBz56hLdT8vZbK0yzN+2nt6L9uWSEELS1FfvjDcRqNDlKpebq7pxECBgZsdHeH1rv4iqLcAbPZTCRSJh6voWk6lUqK3butq5aJTg3R6VhG8zSTXcxHP6AWaFuzb2K9XufVV2fI51sxjBq9vdN3NM7h0NACCwsGum7wyCMhXC7Hh/uAyiqqTulhVEnC7B9BxxcAOLbweXZ2DmPKj65abPduePvtjSigoijXqpcz2Kw6iWQWl6uPtnCNpehp8vkI9XqETKaHt96KqmylykOhmEvhcV55vmy36dRKa49v2Gg0mJ/PAibs9ji6biOb3UMmE+bYMcHycmadSq0oyt166qletm2L09Y2x5NPSnp7Vw9pIms5NM18edppaVAul9fc1vDwIpVKD4lEmcXFOufPW0ilbu/vwOjoIsPDPkqlTrLZbt58M4ahxm+7p1Rw+DBa+AH494Glmdnp1JCHvu4KxN5atdju3fDmm+tfPEVRrufwtZHJV6nVGiwt5ZmL+xDmRyiVWlhcXAagUHBRrVY3uKSKcmveQCvLuSsPMlLZCk7f9UlpDMPg9denmZkJYzZvJhoFuz2EEDqG0cBiCRKN5taz6Iqi3AUhBNu3t3PoUCft7YHr3tedLRRKV65f2aodh2PtGr1aDS5ejDMz42V5OcTQEMzNLd9WOWKxOhbLle0Wix5KpdIdfhrlZlRw+DBa+C74r/TtOHnWRf+AFZbeWrXYnj3w7rvrXDZFUdYUCLczmwswG0txdHCCpHwJm82ClAnq9eaFTtNKHyo9uKKsF5PJRKLi5sTQDCPROjXvI/hD1weH6XSWdLqFSMRDrRbH5WojFlvC5UpjsdipVot4vdY19qAoykZZnB1jbuQoi7Njt71Oa+cmMvp25jI2ZjJugpuex2w2r7lsZ6edWCyJ2awhpcTpLJFM3l5PN6ez2RrhEk0rYrWqvyH3kupz+LCRBkRfgUP/1+VZZwZd/JnPOSGZh9IS2FsBaG1tPp2Zn4eOjo0qsKIoAPMT5+n3J3FE+sku6xwb/4CWtl2k0wYmUw4pp3n8cY8aykJ54DUaDeaHXmFnm0REuokmqzjca49RZjKZkLKO3+9n584MsVicSGSE3t5t1Grz9PdLurtvnLRCUZT1NTd2hiDj2B06pfIcs6M5ugb239a67b07gB23XM7v97BrV4p0eg6Tqfk3QNcXb2sfe/a0k8lME49b0PUGjz3mRNNUOHMvqaP5sMleAM0JtmYAmMubiS1b6GirQrUPMucuB4dCwLZtcOyYCg4VZaPJwhwOf7Oj/ratLpbzKfTWdhqNJZ59to/WVj9zcwleeWUWEAwMWOjra9nYQivKGlKJGBF3FSGav+dIwMLc0iQuz/U3kD6fh66uKRYWNGw2C1u21PnUp17AarUgpUSIG41ytVqhUOLo0RiViplg0ODgwa7bXldRlDtQmsXub7Zgsdk0Jo6fYXA8jK43OHQo9KHGNrxE13UOHLAxMuLCbHYgZZRdu4K3ta7JZOK55/pWsiA3blg7qdw9FRw+bBJHwbP98uTohJ3ujgpmM+DshdQZaPvE5fcHBprB4Ze/vO4lVRTlKgZmoEZqeQFTbZlsapkLYyHa21t4440Y4bCJoSGNnp6dmEwmTpxI4XSmaWnxbXTRFWWV9PIS2eh53B43gdZ+BAJMa99OLCwkSaXKnD79PoGAj4EBH7FYioWFND6fgy1bOm8ryPvxjxdpNPoAmJuroevz7NvXeU8/l6Iol65VdQBmZpIsLAZwdXRSq8Fbb03xhS84bnnOSilZmBxEVlMIi5/2vp3XrbN3byddXRlyuRSRSBsWi+W2y3jx4ixf+9opajU/XV1W/tyf20wkcn0/SOXuqODwYbP8PrgHLk9eHHfQGVnJBuXqh9k/XrX4li3wxhvrWUBFUdbi7djH2RO/T0Sf4vTpFIszm0inc1y82E2pZOB0pmhr62F8/Di9vRFCIQ9LSzkVHCoPlKW5cVrNY6QsLkRxgYnhZUytz9G7+/qmZMvLGd57r8HZs35isRCTk9PEYjn+n/9ngt7ex4AUjz9+mp/4iZs3WavX6xQKdmw2SCSSpNNFCoW4Cg4V5T5wR/YxP/8eXluDi9MVTJ5Dl98rlVxUKhVsttVDLi0vZ5iZyeFwmNi6NcLsyHEiljl0l0attszsSInurYeu3RWBgJdAwHvd/EajwcmT8xQKJoJBwa5d7ZeDy9OnZ/nVXz1GNPoCAJ2dBWq1Ef7u3338Xh6GjzUVHD5slo/A5q9enrw4bqe9bSU7lD0CpSg0qmBuPoHZvBn+/b/fgHIqirKKNxDG3bKNeFwyER9A04Jo1QozMw6CQYHN5mRoaJlAoBuLxcH8fIbt29dOA64oG6WWm8fttuLu20I+34lIFOjY9tyaTbtmZnJYrZ3MzY2Qy/UjpYv337+IrvvZutUH+HjvvbN8/vPVm9YaaJqGxVJmYWGJyUkrJlOESsXg+PEZDh7svn8fVlE+hvyhCE7PFygW8nj7k+Tnr4xDarEUsVhW19AtLCR5/30Di6WTer1GPD5Fn28JfWWoG13XMOVurz/hJYcPz5DJ9GAymUgmq9Rqcxw40Oyb/N57cdLpLiwrGftjMcHUlMQwDNVn/x5RR/FhYtQgexFcV0a7Hx5x0hGpNCeEDtYwFKYuvx8OQ7UKS0vrXFZFUa5jtjgwCSdOhx1db1CqahiGh0YjhZRVMhmN+fkoMzMX6OmxUyrZN7rIirKKIfTLY3G6XA6sDs8NAzuHw0S9XsMwQAgTUhZX+ileychrGKYbju0ppbw8tMvTTwcYHR1mdDTB1NQ01arG1JQaE1RR7geLxcLUdJHpaSuDg+e4cOEDGo1Rnnzy+qRp4+NFLJZmAKlpOtGok0p9dRNSQ9x+k1GAZFK/vB9dt7C8fGV7tVoDh0NgGDUAhDBjs+VVYHgPqSP5MMmNgr0NzFeq8y+O2+lqr1xZxtEBufHLk0I0aw/Pnl3PgiqKspaW3gNEczoWR4mKyJAhjNd7lM7OLJVKC7qexOWqUKl0MjIyR6NRufVGFWUdtfUdYHJZI5EuMb9cwdb6yA1vyrZsacPvn6Wzs4rVOkJ7+wIHD4LHU8UwGlQqObZvz6+Zhj4aTfHNb87yzW+m+f73J9E0gcPhZseOTWza1E+53MrMzO2Ni6Yoyp2JRhOMj/uw27vo6uolFvMTjQpOnEhSLq++Lglx7QD0dfxdB5lZbpDMlJhZbuDrOnhH+7daG6umLZYr0888E6SvD5zO0xjGKcLht/nbf/vWGVKV26ealT5M0ufA2Xd5UkqYmLZfqTkEsLVBfhT4zOVZfX1w5gx88pPrWFZFUa5jszt49gt/kT/90xPklmr0D1T53HYT4bCP9967gM0maTR2IoSVfL6IYdQ3usiKsorFaqVv32col8t4df2mKeSFELjdOnv2mNG0RTo7WwiFbHz5ywbR6DmCQZ3nn390zXWPHcuiaT1oGjQacOTIBTo7g0xOLgBBDCNLZ6e6hVGU+yGdLqHrzeajIyM5bLYtGMYy9XqQ48dnefrpK8259+4N8tprMxhGC4ZRZPt2SSDUii/wRcrlMj6b7Y5r9R591Md7701TrdpwOoscOnRlDNX9+/v49KcT2O0xfD6Nn/u5g3R2tt6bD64A6xQcCiG+BnweiEkpd63M+0Ng68oiPiAtpdy3xrpTQA5oAHUp5Z09fvgoSZ8DZ8+VyYyGYQg8rquesNgjzX6JV+nrg1On1quQiqJcba10/ZmMDSnb0DQXk5Nx9uyBRx5xIIQfKc0Ui8scOBBE1wsbVGpFuTm7/dZNns+enWdmpo10OkWp5GV4OMULL0gOHtyMzXbjQaubzUk1rq5QNJkctLcbhEJBMpksum7wyCNtN9yGoih3r6PDz9BQDE0L02joSJkmGHQihKBaXR3oud1OPv95C7FYGpfLhtfbDCpNJhMOh+Ou9h8Oe/niFz3U63V0fXXgd+rUFEePujGZNpPLlfnud2f5hV9oUUPb3EPr9djtd4DfAL5+aYaU8qcv/V8I8W+BzE3Wf0FKqdqPpM+A/8DlyalZGx1tFVadD7ZWKM2tWq23F370o/UpoqIoTdl0gtT0ETRZoio8dGx7DovVSqlU4sIFDZvt0pPXAMeOHeenf7qfN998n0Khh9ZWcDgiRCL6TfehKOtpcWaEWvI8JiGpW7vo2bZ2rd8lqRSYTGYmJqpYLJ2AnWrVxalTUZ544saJZIQQBAJVEokyIyOLFAoNNm9O8pWvbGVwcAmfz0Rnp8amTSo4VJT7weNx0tk5z5tvzhGPJ9iypQ+nc4BqtUR///W1gLqu09ERvqdlEEKg61eugVJKpoff4/Rrh3FUtlI3rOiOPi5cSFMoFHC5XPd0/x9n69LnUEr5NpBc6z3RDPV/Cvj99SjLQy1zoTmW4YrJGRttLdXVy1i8UMtBo3R5Vm8vjIw0m+YoirI+UtNH6AkadISs9AbKRMePAWCz2ZDyynnbaNSx2cxcvJjjU5/6JHv3tuL3BxkaOs7sbI3z5+dvmLBDUdZLIZ/DnD1NV0inI2ihVZ9jcXb8pus4nQa1WhXDaCaj0PUamqZRq9361uPZZ7tYXj6DEE7a2pzE42F+53cu4vOZeeGFDrZsUYGhotwvyWSWc+d0Go0W+vu3kMtlMIxBduxIs3Nn+4aUaWFykA57jK4WC10BQYvlOPV6BU1T6VPutQfhiD4DLEkpR2/wvgReEUKcEEJ89QbLIIT4qhDiuBDieDwevy8F3VBGHYozYO+4PGtq1kZr+JrgEHMzY2lx/vIchwP8fpicXKeyKg+kj/w58oAxyysPaIQQmI3mtKZpPPWUQMoojcYyLtcsTzzRQi5nxmKxsG1bmEajRKNxgHy+k5GRIIODCxv1MT421Plxc8V8Bo/9SmMjm1WnXr5Zgx84cKCDlpZFHI5JYJHt213Uajm6um6duVDTNDo7O9i9O0w6XSSX6yGV6mN0NKTOhw2gzo+Pl9HRRcbG7JTLXVQqvTQaXbS2amzfHtmwMsl6AV3X2LMnjG6J4rRmqNenOHiwjNPp3LByfRQ9CL25f4ab1xo+LaWcF0K0AK8KIS6s1ESuIqX8LeC3AA4ePPjRe8xemGoGfeYrF9XxKTstodr1y9paoDAL7s2XZ/X3w+BgM3Op8vH0kT9HHjA14VtJ3S+o1epI65Wxob70pd309y9QKDQIh+0MDLSRTE6RTjfHaioW7bjdzQxwum4jFlv9dRmGQXT6IrJRxdfSi8tz/SDCyp1R58fNefxhlpegY6UfYDpXxRG6cqPY/E1eQDZq+Fv7cLo9mM1mnn22l6ee6uLMmQXK5STt7VZ6e1tua59OZ51czqBQsKHrzQyGmmZlaUmya9f9+JTKjajz48G0ND9BrZTF4W0lEL53gZthNJDySsAlhJNaLXHPtn83rO5WctlZWlt8vPSiiZMXyuzts/DII/2qv+E9tqHBoRBCA34CeORGy0gp51f+jQkh/hR4FLguOPzIy14ER9eqWRPTNp56dI0nt9YQFGdXzerubgaHX/rS/SykoiiXdO54jpnRDzDLEtISpGPTvsvvmUwm9u7tpFarXc72+MQTHbz77jS5nIbTucC2bc3lpZTYbFdShUspmTr3Jt3eHJrNTHRqDKP7BTy+1QMTK8q9ZLVacfc8x8zcGUxCYvHtomXlZrT5m3ydHl8Bs25mfmIM+j+J0+0Bmr/3PXsiN81supYnn4zw3nszaNoydruZ7dsDSCmvS3OvKB9Hs6MnCYkp7Dad9PI4S5V9tHZuuvWKt6Gnp4WurjSxWBmA9vYKvb33tk/hnQpHelmsVclkZjAsbh799C58/qAKDO+Dja45/ARwQUo5t9abQggnYJJS5lb+/yngn65nAR8YuRGwr27nPTNv48+E18jTYw1cFxx2dcH58/ezgIqiXE3XdXp2PL3me8VimW9+c4SJCROxWJSdO1tobfWzZ4+D/v4WDh508sEHUcplCx5PiYMHOy+vWygUCOjLaFozC1wkYGEuNorH99i6fC7l48vjC+LxvXjd/Ew6RdiWwmxuZjDtCFqYWxzB6T7I1FScEydKGIYFv7/Ik09GGBpaptEQ9PW5aGnx3XB/NpuVF1/sZedOH0eOZEilZpmdXWTz5jZeeWWSZ59tv2nWU0X5KBPFaezBZsIWn9vCXGYC7lFw2N4epLV1iulpDSmhtbVG1x2OVXg/tHVvoVLp5dVXpxj87iIwzac+5Wf//v6NLtpHynoNZfH7wPNASAgxB/yKlPK3gT/HNU1KhRDtwH+TUn4WaAX+dOWpgAb8v1LKH65HmR842QvNAe6vMh+1Eg5d2+cQsAQhPbhqVnc3vPLK/Sygoii367XXxjl7tpts1kwstpWlpZP8zM90cOLEMpFIiUjEz5e/7KfRaGA2m1etazKZqF8z5rB8ILqPKx9XJpOZRuNKS0MpJRIT9XqdEyeqWCzNzKTZbI3f+q3j9Pc/jhCC2dkYzz+fIRS6ebPo1lYfX/qSj+9+d5xg8EkAKhU4cmSK55/vvW+fS1EeZFKurjG7l9eBxcUkJtMATz/dzABar+dZXEzS1rbxLVSOHYty/LibWq0Vk8nE7//+OVpbk7S3b3zZPirWK1vpz0gpI1JKXUrZuRIYIqX8OSnlb16z7MJKYIiUckJKuXfltVNK+b+vR3kfSLnRVclo8gUzleo1YxxeYg1CeXHVrO5uGB0FlfRQUTbezEwVXfdRqUjMZp1KJUA+n0UIN7nclUQ21waGAA6Hg6Kln2y+TLVaYypuEO5SHbCUjePxekmLbvLFSvM3uSxo7d5JtVql0bgyHmKpVCGbvdIMzGptYXIyd9v7qdVW1xKWyxvd+ElRNo4ltIvldJlarU40WcXVuvOebTuZLGKxeDCZTJhMJiwWD8lk8Z5t/8NIp6sUiy5MpmYII0SQiYn8Bpfqo0X9ZX1Y5CeaA9yvmJ230tZSZc2m1roPqmlo1MDcbHLgdoPdDvPz0Nm5xjqKsg6mpuJEoxUcDti9u/3yH/ePm3C4ztxcGadTI50uYbMV0XUdkymJz3frZB3dWw6RTvaRrhTp6IqsGgtK+WgZHV1kebmO2y3YubP9ge1f07v9CZLLMYq1Ml3d7Wiahi4lTucShtF8oi9lGZ/vygNNwzCw3Dpx6WVeb418XiKEoNFo0NJi3HolRfmIau3cTN7bQjKXwt/Wgs1uv/VKt6m93cvQUByrtdnPsFKJE4k8GInPpMwxN2fgckUIhZw4nSUsFnUNvJdUcPgwMOpQioL9yrhOswvWtTOVAggzWHxQia1qitrbC8PDKjhUNsb4+BKnT9uxWMI0Gg0SiSlefPHj2U/gz/yZ/aTTx5mf92I2J9i0SSMcTrJ3rw/LNXfLUkqmppao1w16e8OXA0FfILQRRVfW0fnz84yMBNB1O4uLNbLZaZ58sneji3VDgdDqBxtCCF56qZ0TJ2ao1Uxs26ZRKLi5eDGOEBa83gS7dvXc9vafeaaTb3/7JJmMZMsWL4cO3Zv+VYrysHK5PbhWEj/dSz6fm92707z77jFcLhtPPtmO3+++5/u5U6Oji1SrA/T3jzMyMkG9nuNLX2ph376uW6+s3DYVHD4MirPNfoSmKzeNswtWwsEbBIdwpWnpVcFhRweMjMAnP3k/C6soa5udrWGxtALN5pKJhIN6vX7HGQwfZKVSiXKpiNvjvenn0jSNr371MfL5PJrWi/0GT3yllLz55iTpdCdms8bQ0Awvv9yO1XoH1S3KQ2t+XqLrzd+GpuksLW3cuVKv18llM9gdTmw2222vZ7NZeeqp7lXztm4tUa/Xcbn67qgm9NixeWAHwaCVeHyeYrGMy+W47fUVRbk9sViawUGdUOgg1Wqe5eXMhlcsVKtVhofiCBHgscf2sX9/mUJhls9+tle1nrnHPp5tuh42+fHrktHMzNsI+tdIRnOJxQ+l1f0OOzqaNYeKshGkLDM5ucDSUnMAZZOptmafuofV4swIubHvoMdfZ/7cdykWbt4HQgiB2+2+YWAIEI+nSCRa0XULJpMJIXq4cCEGNJvkSdWJ+CNN0wwajQZLSwlmZhYxjI3p81PIZVk4/z30+OtkRr5NdGYEw7j7Jp12ux23231HgWGxWGR21o3FYsdkMqFpXQwObuy4a4ryUTU8nEPX2xBCYLW6GRsTH+qc/7CS8QWWh79DhMNUot9g6NxJCoUyTqf1I/WA+UGhjujDID8BtrZVs2bmrIQC9Ruvo/uuCw47O+H11+9D+RTlFvL5Aq+8MsvwcJhq1UFf3zC//MvbHtj+U3fKMAzqyXN0hpqBnssJMzOn6d6+9lAWd0sIgZQwfeED9MoshgSTdzvtffcuEYHy4Ni508m/+lfvMzraDpTZsWOJ/ft99Pff3iDy90pi9jTdIRNgJxUfIzn+AY3k4+DaQufmvetSBinldX8v1LMRRbk/rj23Nvpcy0dPY2+kEMWzJC+kGZsb5sfvfIWf/ukiQnTfegPKHVE1hw+D3ATYVt8MzEWthIM3qzn0rpmxdGTkfhRQUW7u298ewmR6jl27drB7dwtmc/uqgd0fdoZhYBarP49J3uThzTWklKRSGVKpzKrawHDYTyCwRKNRR0pJozGN15WlVZ+nPWilM2TFVhwim07ds8+iPDgWFor4fJvYvj3M7t0DSLmf999fY2zb+8xEM4lMPB4nqMXoDGtEAjqe+ijJ+OrrTK1WIxZLUi6X72kZnE4nkUiGer26sp95tm/339N9KIrStG2bi2q12UqlWi3S19fY0ARyjVqFWnqMRr7Gtv5+ntpeYFtflXPnnBtao/lRpWoOHwb5cfBsWTVrYfFWNYcByFxYNautDZaWoFyGO+gyoigfWr0uLl9YLBYXlYqbSqWywaW6dzRNo2xupV5Pomlm0rkKFt/tDS8hpeTHP54kFmsmmAmHJ3n++WZfLCEEL7zQy/j4IrWapL+/jeW5C9isV/pX2K3w5jvDuDzdRCIaAwNtN9qV8pAxDIHJpGO1NhNB1OtmarW1a9HuJ4u3l0zuJJVSEb9VkDX8mE1m3E4TC4UMhJu/uUQiy49/nKXR8ANpDh0y09sbvmflaG21MT8/TKlU5TOf2YLX67pn21YU5Yq2Nj8HDixw+PBxHA4L3d0bWztXMYdxihrVaoOleJnFVBexpSK2QLO568c18/n9oo7mw6AweV2z0mjMQihws5pDH1Tiq2aZzc1+h2Nj96GMinITTz8dIZ8/g5SSer1GODxCd3fHrVd8iPTseJolYzNzpTYawSdoae+74bKNRoNcLketVmN6OkYy2YHd7sFu95BOdzExcaU2xmQyMTDQzo4dHdhsVtzBDhKZK+f+a+8sUyztI5Pp5OxZN6Oji2vtUnkIDQz48PkWqdeL1GpVrNZZBgZs694cu6Wjj7r/MfK2bYxmwrR0bQdgKV3HH75yHp8+nUbXO7HZnNhsbZw5U7rRJm+qWq2Sy+VW1QiMji5y7pwbp3MvLtdBjhxJqD63inKfFAolTp4Ev/8gVuseDh8uk80WNqw8W/Y8yVx9C/GSnclEmHy1jVwlhK7HVZ/D+0Ad0YdBYXrVGIflsolCwYzX07jxOhYfVJabDcWvupG4FBzuUmNmK+skny8yNFSlv9/EmTN/RCBg57HHtpHPlz5ST/5NJhMd/bc+sRKJLG+/naZa9aLrMcLhFGbzldoVs1mjWr1xMxmvP8Ry5VHmkuNU6nWS8gUo1kkkE4RCHqLROgMD9+QjKRvM7Xawa5fG2bM/Ip9vcOBAJ8HgxjSlDLZ2EmztJBnfwXzsIgiBu30HDueVc9gwVj9vvna60WgwPR1HCOjpaVnzaf/kZJwTJ+o0Gg7s9hleeqkVp9PO4mIdi6W5LyEEuZybarWK1Wq9D59WUT7eZmeT6Hr75WmLpY3Z2Tl27nRuSHlMJhPbn/qLnBuz8d6FQUZndMy2MvsP9a97S4qPA1Vz+KCrF6GWBUvg8qyFJQuhYI2bngsma3Poi1pm1ez2dhgdvU9lVZQ1HDsWR8o+3O4OQqFPYLM9Sqm0mTfeSFGr3WQ4lo+oEyeSxOM6qVSBXM7GqVNpstmhy+83GrP09d18DEOH20+jXkM3cowP/YgTxxNMT3s5fjxNrbZxT3eVe+vo0VnOnPETDn+Rvr6v0Gi0cfasmVLp7mrk7lSxWCSVWKZev9KFweHy0Wg0ELUM6YXzVK9qHt7dbaZSyQFQr1fo6Gg+wKxUqgwNzfD1r5/gxAkP3/tema9//diq7UKzuezJkyWs1ggOhxchejl1qtkCxmpdnZ3XbC6r9PWKcp94PFaq1SvXklqthNu9vkMoSSlJp5JkM837WLvDyQ/fNphbeoyeoIlWa4Yfff/Eupbp40LVHD7oLtUaiitx/MLiLZLRXGLxQznWrEVcEYnAxYv3oZyKcgPVanO4imSyiK53Uqs1E2o0GiESiSxtbcGNLN66MgyDY8eWKBYfIZWKs7QUY8uWzYRCIOVp2tuDbN8exma7eW1IbPwdegM1JsYneLpjkKnFGWZyBzD5D2KxqBvmj4rlZTONhhmTqXkO5XIaQjgpFMo3HQLlXohOD6PlzuGwCOZnLIS3vITD6WJx9D16AyXAhJR5pkffp3fX8wBs3RrBZosTi2Xwes0MDHRTKpX54Q8XWVhwMj29k2j0JF1dj2MYbfz3/36Kv/yXH7lcg2gYBoax+vdbqzXf278/whtvTJLJuDCbKxw8aFf9jBTlPmlvD9HbO8PkZA4pobe3Snd3z7rt3zAMJs++Ros9TaMhmZrvonfHk8TmE+xujyONHoRokCwcZ2kpTlvb+mZw/qhTweGDLn99f8P5qIWg/zYyIVp8zeDwqmQ2nZ3w7W/f4zIqyk20tEimpqrYbCZqtQpeb7M2wTDyuN0b00TlfpBSsjQ/Sb2cxxvuwu29vvnf7Gwcu72LqakZzp6dxmzuRtMmsFq3oOt1nnvOj9N565t+zShQLEns9Xk6Wn3YPW52umxMZvOYTOoi+VFhszUIBKzEYnl03YXF0sBiWcbnu7/9dQ3DoJE8TyRsJ5texlnPMX72dXY/8SUSS/OQMwgFnbhcdjRZoF6vc+TIPNmsGYejzhNPtGO1NmsZhofjaFovQiTIZksUCrvJ5xNks5J63cOJE2McOtS8RpnNZkKhEplMA7PZTLWao7OzeZui6zqf/nQ/1WoVTdNUYKgo99nBg93s29e811zvfn3R6Yv0+ouYzc3roVZcYDkWxaOPokkvhapACA9ep52hoWUVHN5jKjh80BWnwda6atbCkpWg/zaa42ne65LSdHTA+Pi9LKCi3Ny+fZ3o+gJ+v4Gun8Tt7qRSmWXvXh2n07HRxbtnpi8coRYbJLFs8Nr493H1PManP/vodQFwo5FnaspMuTxAqSQplQrUalU0zcTXvnaeX/qlx27Zf6Im3NRrSZw2naozz1LBiku3YDQW2bat2eGwVqthMpkwm8337TMr99ejj4aoVGIUixWy2Rx797p49tnee3qjVqvVMJvNZDIF3n9/momJIh0dPrqsCexGHUdjHo9VYzmZ5kff87E03cLWthoL8xm2ba9TN3XxwQfzJBJdmEwmslnJO+9M89JLvav2E4l4OXt2DMNoZWoqhcPRiqb1cPToKJs35/D7mxlZn3uul3PnFigWIRKx0tvbhpSSY8dmmJszYzYb7Nljp6/v3mVBVRTleoODC4yMNB/mDgyY2LVr/ZLIyUYNs37l2qVrgvOnX2dvfw6SJQqVGuMxCwUDGjdJv6HcnXUJDoUQXwM+D8SklLtW5v0q8PPApejlH0opv7/Gui8D/wEwA/9NSvlr61HmB0Z+EqyrL4JzUQt+3+3UHLqvCw5bWmB5GUoluM+tkhQFaCaPuHRRef75LgzDuDxMw0dFvV4ntzBEOu5gaqqIJnZy+kiRcm2OrVvNlMtW0uk4kUiQoaER/P7PoGlppqYSZLNhEokY27eHmZvTuXhxlm3bbp42PLLlGaKj7xOLO+kO+9gWiTAXi/LCy58mEHAzOfgO9kaUhgHCu4P2vp3rdCSUe8njcfK5z/XRaDTueZBfr9eZGXwTpylNKlvh3fM9jE3txGz2s7g4SbKlC1f9Vbb1uEnlagTCPRx/fxZn608ynvgAizCzdLbMF376Cc7/cJ7R0Rjz8zlcLo2dO68kVNq+Pcz0dLOW/JFH/LzyyndwOj9BJOLEap2jo2MH09PRy8GhyWRi797OVWUdHV1kfr4NXW82tz5+fIm2ttJ9b1qrKB9XS0tJhoYc5PPNiojhYQuhUJK2tsAt1rw3ApF+5sfG6AjqSCn54OwMIdM0bpnkXMKH1SyIZwtMZgdwOj869xIPivWqOfwd4DeAr18z/9ellP/mRisJIczAfwI+CcwBx4QQ35ZSDt1onY+c/OT1YxxGrfR138YAw7oXytcPZ9HeDhMTsFPdLyobwGQyXR703Ww24fG4N7pIH5oQgnSmRrGogwwhZQNZHGFp8CLpCR/LtW2UqvtobS2g626s1jkcDo1UKsPCQgartZtEwsDtrlIsXtluo9Hg8OEZUikdi6XB44/7CQY9mDUNf9c+WjY9Rio6BrLK1s19eP0hFqYu0OmIo+vNwUwT6UHyuS5cbs8GHR3lw7o6MKxWq2SzBdxux4fK1BmdOEWvv4jJZCOfzGMpTWIYj6BpglotgtnjZjB6AlfAhd3jx8jHIDuPsNiRlt1Y/APo2hDlUokLF2b54IM+hNiEYdRIJt/hC19ox+m0Y7fb+Mxn2njllZNUKk4+/emXeO21YXQ9yJ49OwGJzbZ2E9GzZ+eYmICxsThut6C9vdnFQgg3uZwKDhXlfonH87z99iILCxFAEIlMsm1b27oFhw6nC9n/CeYWRyiUyvicU0RsJtxWwb7uBnPJMRxWiW6yEw6ra9u9ti6N9qWUbwPJu1j1UWBMSjkhpawCfwB86Z4W7kFXmLquz+FtNyvVr29WCs3gUDUtVTaKYRi89tokr75q4gc/aHDkyPRGF+lDM5vN6KEt5Ap5avUKs3NH6fZHCWgLdAZr6IULaJqVdFrwyCPbSCQuEI+bKZc13O4YHk8QZBmX8R3M+SOMnD9GJpPhxIl5MpkeNK0Tw+jhnXeS5DIpFge/ixZ7jezY97G5fHQOHMLrb2Y4NWpFdP3Kcz+nzUy5mN+oQ6PcQ0tLab7znThvvmnhu99NMjeXuOttCaN8ud+eWQOfU1CrpQEwjCpC1One82ns/m7q5QKphUF62uu4xQSe+gkWx77OrvBRylPfxSiOo+sFYAGrNUootIWxsQT1ep3lxVmWRt6gMD+Mz2UiHq9is3UyPKxz9OgILtcEW7a0XVe+sbF5zp41AxECgU2MjtbJ55uZUE2mFD7fR2cYHEVZT83ETzceLgkgFoszPd0BhIEQs7NdzM3dnzF0o9MXmRt+m5mLR1dlMHe6PQQ7tlNJzdBmniA6O4lLH2Nz6zlq9Qo2PcLezhPoWuUmW1fuxkb3OfxbQoi/DBwHfllKmbrm/Q5g9qrpOeCxtTYkhPgq8FWA7u6bN8l6qBRnrwsOo0sWAreTkEb3Ncc6vEZbmwoOP44elHNkaGiekyft5PMVNM2gULCxaVOKcHhjxm+7Vx5/9kXeESFOfesYbnOW/ZtN1Gp56toEdq2bvFHDZKowNbVMtVoB3iMYdNDX9wJm8yTbwuc4uKtGdmGOt3+4xIVkCaHl+MQnrvTzqFZtxKeP0x/SAA2XE2YWT0PblSxyrkAnicVJgt5mQpBYzkSk58Hqn2UYzWEJHqT+kA/K+XEzp09nKZdDjI7maTR0pqcn+KVf8l8O8mq12m0P76C72skWFvE4bXR2+jg6nKC/32B2doSWljT79rWzd+9j5DJbOfa9/8STPS1sd9lJped58/g5+sM7qFda8bfa2RpeIJrQcXmazUEtlgWOHp3l7JkynsprHNrnoNNvsJw8zPDgbmyOfnp6CuzcGaS1NX25NcHx47MsLppIJuNMTdUpFLZgscyxZ0+Y/n4blcooLS0h9u71YrGsb1r9j7uH4fxQbu306TlGRwUg6Ourc/Dg2t9lpQK6XmZpqTmMRGtriWr13jffjE5fwFsbxOG2YBgppoYy9O/95OX349On2dnrYGzQQneLmROywUzCjW5uYNHj+AIDTE3M0tvXf8/L9nG2kcHhfwb+GSBX/v23wF+9241JKX8L+C2AgwcPylss/nBolKGaAuvqavyluOX2ag4tPqhc/2Q5ElFjHX4cPSjnyODgEtnsfkwmM/U6jIzMUi5/NPoMPP3MHnrbalQXcniZxqoHmJzMUZJZqtUpDKPK5GSacnkHupGiXE4zUp1nYGAKhylJNGowPW2mra0Hb9lJNNXLiRODPProHgCczhKWa9p7mFjdG98XbCFRf4y55AQGJoKb9zxQ48GdP7/A8LABmOnsrPD44z0PRP/TB+X8uJl6HYaGrmSkXV7Oc+7cAj09Pg4fXqZUsuFwlHn22TAez40zAS8tpTlyQiOxFMFnm2XvgU6+8Oc/TblSQ9N8uN1XujK4vT46Iq0YsllrVyoZpLMW2rq3srQoqFQSHDgQ4IOpM+TzNuz2CjbbNIHAE8Rm3sJvL3D+fJVIROP8+TzlHBTLdmy2HLpu41IFxvnzC8zNRTCbNS5cMCiVGlitAiF6mJiYYfNmKy+/vA2X66OTxOph8jCcH8rNRaMJxsd92GzNWvfp6SKtrXG6uq5/eBiJuDGMDO3tzaCrVjtDW9u9zy7eKCzi8DQf9JhMJhwiTb1ev5x0y4SB2WzG6etgfGKKmeUWFuMBgu4AmkgzPuvh8Ht5du/LEgyq5qX3yoYFh1LKpUv/F0L8V+C7ayw2D3RdNd25Mu/joTAL1hYQV56ul0omylUTbtdtpGcy20AaUC+AduWk7uiAN964HwVWlFtzuz00GouYTB1IKTGMBIHAwEYX60OTUjYT7Wh2urp7iC9ZKFWSNHxO/tIv/gwuj49vf3uOWi1IYeE79ITbsVgapCofUCjuINTehqleoVpxspyI0WAX7e2dOBxDWCwBrNYGhw61kV2ukC8O4nJYqFZr1K2R68oSbO2E1s41SrmxUqksw8M2bLbmA6/FxQoTE0ts2nR9s0Lleq2tNcplHYcDGo0y4bCJbBaOHk0AvdjtICUcPTrNJz5x4xu5I0cymEw9hCM9SCmJ5WbZ5HBgs8s1A3VPoI1qHeYySwzN1Kh5niSWMWgPWkinBbZAgP/tVz/F0lICTXMwOdnH1ND7bAvH8BhxCqUyjUaEcGsY12wSX1Bgt/cwN3eWT31qKxcuRHnjjSVKpQa9vUEMQ8Ni8dHTU2F5eRmzOc6TT/apwFBRPoRMpoyuX6lssFgcZLNr9/iy2Zy8/HKAM2fOAbB7dztu922Mr32HDJPl8rUToNowr2pRYvV1k0otEQi1kJgKkCyWCPvdOLQyFs3G6GKYl0xbOHIkxec+p4LDe2XDgkMhRERKGV2Z/Apwfo3FjgEDQog+mkHhnwP+/DoVceMVp8F+TZPSmIVwsMbtPWgXYPFDeRlcV24UVJ9DZb3l80VOnlymVjNRrebZuTNMPD6HEJKuLicOx8N705dNJ0hOvY8mS9RMPiJbnmZ2LI7TUUPaQrR076S9txeArq4E3//OGbZ1+qjX6yAL7B3QWTIsVF2PYGSOs5CJU8710tbTw/T0e3z60yH6+jS2bGkGe07nNuJRG+lcDJPFTdeWLSSTaSwWHdfKeZ7PZSkVsnj84Q+VtORey2ZLmM1Xmg9rmpVc7jaayH/MGYbBqVPzpNMWdP0cbncFr9dGS0sEny9GOr26eW65fOPmuo1Gg2rVgs0G1UqJSimBSRSZPP82ej1GQ+q4Ow4SaLnSnNnbeYjs7PvYAx7yWo5g9+epGg3GkiOYzIL92z+B1Wajt7f5G83nZ0mapnA6A+Tzm9AsZ4klUhRsn+KLX9nNzMwi9XqdZ591s7iYZXDQgxA62ayPwcFZPB6DQkEQCHhJJBbp6FhdXV4qlSiVKng8rnUff01RHladnX4GBxexWJoPFCuVJTo7fWsu29MTxGabIhx2IoQJuz1Fb2/Pmsteq1qtkknGsDs9t0yE1tp7gMkLb+LWcpTrGs72Q6seUIUjPSQ1nWRqjvPFItKUplDxE00WaPWVeHrbaYzKViqVh/8B84NkvYay+H3geSAkhJgDfgV4Xgixj2az0ingF1aWbac5ZMVnpZR1IcTfAn5EcyiLr0kpB9ejzA+EwjTYVg/sGV26zSall1i8UF0GrpzUkQjMzzfHhnmAuvwoH1GGYfDGGzGE6AWgXvfico3h94exWg0OHYo8EM0K71Zy6n16QxKwIWWJmckT9O9+jmq1itm8+ino7t1eIu0ubLkhqlUffr+O3y+p1GbRywZYNbbs30RFmpibe4VDh3bh83Vx7lwRw4iybVvzoh6O9EKkl1qtxiuvTJPNhoEyAwNJ2kNFtOwZPHaN5SVw9zyHxxfckGNzrdZWHxCj2QgEqtUEnZ0Pf7ba++348TkWFtoxmzV27/YTjZ6no6OT1tYou3Z1kc1OE483h7toNOq0td24ZYnZbMbtLpFansdVPULIXqeROY+91EVbpPn7mls4gifwpcuBly/Yisf/RWq1Gi90VDl8OEG57MQZauWpp7ZitTUz4y4vTlNcOoutXsNlG8Fu34zLZWbTpueJllph3kMuV6ezM4zTOcfu3X28//4CFouT3l4HtdoysVidAweqeDxFjh2bo729F7e7n/feW+a55zIkkyXOnDEBDmy2eV56qQWnU2UtVZRbcbkcPPdcjaGhWaSEbdtceL1rJ3aq1xsMD8eZn+9AyjqGEadev3VrlFwmRWbqLcIuSX65Qc69i0jP9hsub7XZ6Nv7MtVqlaCuX+4/fcnc2BkoTGFg4tmXnuaDtwZJLwkGQhk0s4eKKLIjMo3VEubSdUX58NYlOJRS/swas3/7BssuAJ+9avr7wHXjH34srDHGYfR2M5VeonubNYdXsVjA74e5Oei5vQdBinLXisUipZKPS5WD6bTBwkKWjg7J00+HH+qsg1JKNFkCmjfHQgjMskStVmNx8jQmo4LmaqOtq/lU0+fz8NQzuygnNHymceZmlxiaK7Ols4JPz2E22TC7K1Q9z+B0ttHd3WxVb7E4WFxMsm3b6v2fP79ItdqLw9G8oI6MSNzVtxnobD6t7bDCzPw5PL7n1+V43IrNZuWFF7ycPz+LYQg2bbITCnk3ulgPvETCRKVSZ3w8RbVqUK1W2LrVRH9/88HKE090c+rUPNmswOuV7NvXddPtvfBCJ2988w9oDzTwegVOs5NSdrb55BBw6A2q1eqqWrl8Nk1mcYhGo0FL2Iem19i+vR2ns3lil8tl6rFjdAetgE4jHwKRo6O9g5mEwYWoj0pVp1QaxOGoUqt18Prrc5jN+cvjOG7ZEqa3t8oXvtDH4mKKTMZzeWxDqzXE1NQ009Ma9sstalycPj3DU0+pBCmKcjtCIS/PPnvrv7mHD18gm93cbOGCzuJiOydPTvD887tvul5q7izdwebfDatVZ255EKNr63VB3yXZdILM4jBIiadt++Ws2wCxhUkCjOEIriRXS58l3P8IjdwPMGsplvNLWF2b2dRdonXvw3sf8SBS7TEeZPlJcKx+ErIYs+D33kFwqLnWTErT0dEc61AFh8r9kkhkGRvL0mhUqdcl4CObLfDOOxlMpnaq1c0MDV3kb/yNOTZvfjif+AkhqJn8VKtZDENiNpuQlgCzQ29QWprgzJkyhWINGR7gr/z857FYLBw6pHPixCZODzaYWdyM0+rBps0zOjpOd7dOR2sfF5NOJifB58uST56GWoquLW1c+2S0XhfXXHR1arUalUoFTdcwm8yYxM1Tlq83v9/NM8+o2sI7YbXWOH8+i2EEGR/P0mi08sorBps2TfP88+0MDcWp1QQDA3Y6O29dS2y1Wti9I0znStbrZLzM9IUZZpaXyGXnwSrY738Sm82GyWSiVCyQm36TjoDGmdMx5ucdxOoDnD0d5/En25mYMJHLJNgfSdAWaAdg06bNXIg5ybm2MjNdArEZqxXicRejo3EOHeqmXIZqdQqPZ4J02omm1Tl40IGmabjdNhqNwuXgsF6vYbOBlKtvWxqNdRmRS1E+ViqVGgsLBlZr80HT0tIChcIi5VKJ+NwwIAl3bsdmX90lxCQk+XyWWqWI0+3HRDMz9VpKxQL5mR/TFWgmTFucextN+wTOlaao1UIKu12nUq1gNpvx2s3MR5f5/Tc+z6O9MzhsLkLBEVxBN4Hw9X3vlbungsMHWWEKAgdXzVpYsuDz3kYymktuMNbhpeEsXnjhQ5ZRUdaQTud5660i8biT6WkrqdQQPT2LWCwuqlVJf/8ehBDY7Vs4cuTkQxscAgh7kMHz75DLxMjKFp798kvMHD/FyRMaJtNm7DYYHqlx+PAEL764lb6+MIaxyMKCl5GLJlps46SWjpHKCcrlIJOzI2jtm9i2rZ2p0/+cT24v4nUbVBp2FmZCtHdvAprDFoRCMDExj80WIRpNUqueZVlfoMVIIE0WSno/9p5P3uITrE1KeXlohIe52e9Hwe7dHl59dY54PIFhWOnp6SCXS3L0aJ3vfOddvN6dbN5sY2qqypNPLtPdHbrlNs2ePnLFQdwOC4mcxunFZ3AzSYuzSCM9zcyb/5hE13N07PwMhVyKSEDj/PlZzp0pEDJ/mw5zgFopxNf/Sxu7D/0sNvt2zo+eR9Yv4tKylCoNjLZP4/YFSSan0PVm7WAuZ1AomIlGl6hWTUgJn/pUG6VSnZmZArlcBcMw8HrdbN8+z/DwAlKaaWsrsGtXH8vLk2QydcxmjUolRU/Pg9OnVlE+Knp6Qng8ZQqFHFJCIJCjJRxkcfiH9LY0Q4fpCzO0bf/M5WblAOlsFZk7RXvQSmx6jKTzBdpv0H8pGZul3X8lDGnz64xMDWElj5ky8UyNfO4U7d4ylZpkeMnBD18tUCh9lovRBR7tf4dirsEHZ2L0P/rgZOT+KFDB4YOsOAP21lWzFhabCWlum+6F3PXjVqixDpX7aWoqTaMRYnKyisXix+9/nFAoxsBAimjUhxCXxmXL4HY/vP2FCvk8jvJFDKeZXe0+EFVOHf6/SWc1pOEDUzPIasggi4tlAL7//bN85ztVEokiMvkWxZqPOS2AVjvD2elBerufoDjzR0hnja8cmmX/nl40zYxAcPziG7R3byIez/DOOzmqVQ/F4jyTk8Poej9tTgPdaKGgezDLOpmKle5I7x1/rng8w7vvpqlW7TgcBZ5/vlVlitxAgYCPQ4dKRKNWFhaCgMHycgwhtlKtWkin4TvfWWBgwE88PsEv/mLghs24Lon0bGN50UkmF2cyHyLcsw1f8U9wls7S3VHF5y8yunSajDeEs20/505Gicc8kHsXp79OrFDBaZ9mh+0E2mKetOURpHUPi3Pv0+LXKTScTBx+nd/8bROxZQOfT/CJT/SxsBDlgw/mOHy4G11vsGdPgx/9KIEQ3VgsnTQaDZaWpnjxxT527epg27Y6hmFgsTSvhc8918vQUJRSSdLR4aC9/cEaw1NRPgp6e1t46aU8sVgBIaCrK4QuxugOXfm70h0ysxCdpKOv2afQMAz8tgxO516i2QRmpw33TfoDW+1uitkaTnuz2WipXKMYG2LL1uY5rRemmSmUSehWBs+dJDqXZavbgx76N3xhfxyvI0Qiv0Q9uUB0aoiO/l338Yh8vKjg8EFl1KG0dF2fw4UlK1s3l25/O/qlhDSrtbXByMiHLaSirM1qFWSzBUymZvMQwyjjcLgxjAItLcOMji4QDnfS3p5hcz/MjR7DpLuJ9Gx9qGqpqpUypUKGNmcBXdcxDIN2T4FktZvFdBq7VSdRdFPTugmF8vzRH53ha19bolTaA1RoMX5ENLqExeLBhKA91Em55qAvOEWLfxGnSJOMWwm1dmA2CaRsXphPnsygad1oGtTrJrJZE0880U95aRyz1kq9FqdnUxiW7y71+NGjaczmnstDIxw7Ns0LL6g26BvFbDazfbvB9PQYicRJuro2Y7OFqFYzOJ01ZmYcCNGDyWShWIShoSi7dnWs2kaxkCexcAEw0dK1A6vNRqitC9q6qGkx3n+vSq0wS9ArMJlqOB1WSCQo5jO0+YIMRrswMgssJbPksy5qDY2e4Bn2dTsxebPE8+9weGqOjk1bOXnRTiplZm62SMoos2nTC8zMDDE4+B7JZJ1AoJdMJowQBpnMGB984ELX81itgrY2M9Wqj1KphMPhuC4bqclkuu6zKYpybwUCHp56qsSFC1WkhM2bJX53C/XqPJaVwXbr9QYmzXJ5HSklJgE+vw+f3wfAbPbG+wi1djCT6SaXnAIkBVMHbeErLePMZoNIi5foUpI+dxF3yM7enjpb24/hdTgRIkDIbSefSFEuZe7DUfj4UsHhg6o0D9YAmFZXlS/GLAR8d5it9AZ9Dr//8Uzzo6yDrVsjTE+PMDSUol730t5eolgUjI+b2L79Zfz+JVyuaQ7us9EiRvHaLVSrs0wPJ+nd8eRGF/+2ub0+JosWWlzNC+XM5BguX4iwRePA8/v44JQLk67xwiN56nUH8/OSXK6XbNZFNlvC5HXRG7iIx52hUi1RKIfoCi0w0O3EYg2yWBQY04M0ygmGF634DnyJ7353mvfeS+HxGGzf3k21WmFhIcbkpBOvPUS5Ogk0hyyoaXdXq1Ktmrn6nrxaVWmNN9LycoahIQubNz9BZ2eJSuUcoZCFXG6AqalZJier6HoNi8XMwECIUmlp1fqlYoHE6Ct0hXSklEwNzdC5+3PoevP60tfXQqm0wJEf2giVq4T8BuNLgno1h8yOkLr4Laz2IOdmniaaHObpnhHSmRlcljy5osAfyNEZcmCfn2N2vgWT9CFlmVTeSbLqpjVzmEYxy+BghkKhDV0309HRbPoq5TzHjy9htzcIh80UiwH6+hYxm2+eVEdRlPtr8+ZWNm++Mi2lZPLcFGFrs6tSvBKid1ff5ffNZjNVazeV6gJWi0Y8XcHZ2kzGdinpFDST1FUrZTxeH91bDlGr7QOgTdeZOv1dQJJOpVmOLbMYT2EhRaOSI18w8dSWRXKlAkLYSRYN0oV9LMSS+MJXyqF8eCo4fFDlJ8Heft3s2LKFgO8OxgXT3VBNgzRAXGkO0NYG09P3oJyKsgaTycSnP72VHTsWGRxMYbE4iMcTOJ17AWhra6VUamCpD+L1N588Wiw6enZh1YC4DzpN09j2+J/l9Ju/jbd+ge62Vk6OGBhWPxMj3+CxHjuBYABnx4ucHw/gckEqNUsyaaWUG8MeMGjzZehvTXF6Kk6PbxEXFkoZBzlXF9s2+4kt9yDNezjwdB/fenuUmt6Jpukkk2GOHTvB6GicVEpQzZ2iNbRMfotG+7ZeFqp+enbsvavPFQzWSSabF/N6vUpHx9oJBZT1MTKSw2Jp9su12exI2c/zz7sYG0vg8dgol6fp7d2Nx+OiVsvQ0bG6CXAiOkFXqBkIlsoVMtE0x0eOsXNPLzt2NK8zPp+VbYdepjxXZCYzTikbo2EJcmjnPkwmE5t8Zzgaf4s2j5nhqJWQNUGmUKYt6KWWGSVj6aSYt3J8VGBUKghTiYlFDwf6j2JK5XGVa5j9PSSTdsplnVptHIslRD4/T7XqpVbzs7xsIZ0e4cABA6t1M2tJJrMsL+dobfXeMA2/oigfztJSmnPnMiwuJujutvDUU9sxm8307X6eTDoFUtLnD1x3re7Z9hiLcxPUy3k8nc0a/qlT38ZqqlDGhaEHcDcmKCZmGcmb6dzzRdq7r4xRGOp/mqHBN5GJQcKhAO09A7z+7f+bhqWG3ZSkpS3ND06b2RTW8dkXeGuoE8+WRwi2XH+/rNw9FRw+qApTYFvd37DRgERSu7NspUIHzd4MEK2By7P9fiiXIZMBr8okr9wHQgi6uyN0dzeziL39tiRzVcsPk0kiWV0j1ZCmhyYwvMThdPHYZ/82pw9/g6H4BNg3kU5McaB1EV3voT+Y5cSpP2Ri6dNg3orLZSKRWKTNv4hVryDwsZSFp3YkyNTaKRuwWNQI6GkolOgIt+AM6FitViZH4kynDXI5P4nEq5jNVczmR2lznWFPTwKrXuPQljTelmeaYyHepaee6uL06QXyeUEwKNi58+FNGPRRIMS1wXkDIQS7dnWwaxc8/XQrp07FMYwsPT3W6/rhCbPebAJmFpw7l6Vc9VOt9zI87MNqXaJUqnPxogdpDCCTrWhBQc4cZF+3JBmbp1HJ0G6L89y2WRylBJNLdp7q93NyXGcp58GsNTi9mGdrVxcyb3Bq3GAx+1P4XF/HKpbIZJzY7R147Vlsu7cQjQ7S11ehs3OcoSELi4sHMJmsVKtZNK3Bnj0hTp6cZXpaIIRk1y4Lmze3Mja2xOnTOroe4ezZBI8+Wr6t5DuKoty+QqHE4cNFfvzjGAsLHTQaZd5//zD/6//6DGazGZ8/cNP12zr7L/9/+sz36A0LwEa5XGRs5AOcPitdnjw9PsHFkT/BJH7i8nBPLo8PT8tmOrua4Um9UWfbtgFGLs4gC7M0qg2eHLCwkCoxsujjtXN7+fo/eua+HYuPK5UD+kGVnwRry6pZy0kdj7uBdqchve6/rmmpEM2mpZOTH7KcinKbdu70UqvN02jUKZfTbN0Kwe79zC7XKRTLLKXK2FrurqZro5lMJrq3PkGx6qBQqFHLzyE0F+USnDyZopYzoZudXLhwCtCpVI5RquZx2usgljCMZcxamX27O+nt3Yq0RJiImTmz4KGvux2vnmZsbJ7FdBuFQhhNa6dcfoxKxYrD4aHTXwHDgtXuoVIoMzP8HnNjp8mkru9vfDvMZjOPPNLFc891smtXx0MXsH/U7NoVoFabodGoU6lk6e+vYLVeydLpdNp5+ulunn22k56e65sSR7q3MJNxs5zIkEibmEq3YDY7kFKwtFRjfNxA05yMj51ibmKSd96tki70cvJsjsNvH8FBgpm4wG238Oh+LwHvMiatRHe7D3vLIywUfKQK7Zw5naZYhO3dU4TDR6nVJrHbzVisdsplG9OzBvl8noEBP//z//w4f+2vPUtHRyttbRKTqYDVaqajo4GUgqmpEJrWidncxalTZrLZPMPDVazWZrIdqzXM8PAd9L9XFOUywzAYHJzn5Mk5EonVHQMXF9NMTqaYn9+MprVjsfRx/ozOt7/xTfLZ9J3tqFFkdCzO+cFlxidjWEUZ3UhjNjcfBLusZuq52VWr1BqCo8eO8sbrrzA2NoVJsxOvbGW20INV0/A7zXQEdBI5Dw0gEmlbe9/KXVM1hw+q/ATYV4/bshizEPDfQa3hJRYvVJaBgVWz29ubYx3u23f3xVSU2xUMevjMZyxEo8t4vXaCwWaTE9vOz5PLpPA43djtD2/m0nTeysmZfcTnKpRyA9h31KgVMmh6gOGpiyxzhHq1hYWFY4TtSfZ2jRC0RhGySLpQZCLbQepCioqpHVEYI+K20eqw8513ltixrYOpfDtdmx+jcKFAvW7gdFaIRHrJZqcoVBrYTRfpDc6Sm4tTTpxmV4+F3MI4yfoTBMLr0+SmWCzz9ttR8nkdp7POU0+F8Xic67LvjzK328nnPqczP7+My2WlpeXOBn03mUz07XmR5XiM+aOzFONDRCpDWBwOxjNW4pk+zp56H1d5ijZbEpc1S35hlnCnjVLVxJ+8MsOmbT9FpnSG4yNnsHr9jKcbCGnBVEhzYa5Oi6NEqjrNaLSfUsVCqfYW+3oCOMUyQiyRqtY5NuLEMn+Kr3wlyMJCnpYWH5/8pIuvfe08jUY7mcwEu3dXuHDBgq73Xi6/pnmJxZZoNAyuzop/g+HTFEW5CSklb745RS7Xg9lsZnIyxjPPGLS0+AAIBJyk0yOYzVsxjBpa7W0e27xERF8kP/06jc7nVg1WfzMnB2u02vxomka5XGQpE+fZbUUA4ukarkArWa7k1sjnspx79T/iSL2LLvP84F0Hy7ZniVhThJ11hhbslKbtJHNeRpd2o+uCUMh2o90rd0kFhw+q/AT496+atRizELyb4FBzr5mxtLVV1Rwq68tut9Hfv/opn67rBEJXaskbjQZzI0cw11M0sNOy6XHsjgc/wBgerjKw7TmcnkWWlrbxw/MJurx17NVT7OzdgjAt8cP3j2M3vcSBbivb2xzomg+LlsWvt7IQyzMvNIzK9/C52nE4LZgxyKeqTGZC7H/0UaLJGENDdSoVN7o+jdks6e/XOX8qwZf3nMHUMGM1WWn19/DeO0M8+8Ieostj6xYcHjmySK3Wh9UK9TocOTLFpz714H93DwOr1XLduXMnhBD4A0Eq2dfxmaGQc7Aw8w5dEQ/J6TjZmWm6OzWShTDIKk5XjmjhERxug4BtmVwhx2K6TqaSZ/++XrIpM0t5O8Uy9HUEqedyPNE7SovlA354ZjO9wU2YTTVSZT9S2jk9kaVm2ozN1MGpUwZCzNDf72XnznaefLLO8ePjdHbuoli0MzkZRYhxBgY2YRgGZ8+eolCIEIsto+vQ2dlOobDEY4+pWxhFuVOlUolEwofd3nzSomkhXn/9JDt3trFpUxC/38NnP9vKD37we6TT23lq81EyqSxbtuwi4LcwF7u4ZnBoGAYLE+egkUdztNDWNUDV8iSTmSV08lRFF8GeR1myDjE5cQKrxYXDYqVrz5V73bNHvou/dIqgI4fHZcFpyfHK8Ns4gp2MLLTS4apTruexW+pYzQtU61a6ulTT8ntN/WV9UBWmwb76RmAxZsF/J8loLtE9UI5fN7utDUavHwJRUe6rWq2G2Wy+4Ths82Mn6HIur7xfZGr0bXr3fuae7FtKSbFYxGw2Y7Pdm6eNuUyKdHSQ/NIiwmGlvb2N9naY8n8Oo7jEdu37mISHZGqO/f0uTk9eQIguoELAmUHXymiWBHUZwGnNoGt+NL2d6MIJbDJHsZTHHZpHztXpbWllqmcb+XyecHgrhjGJpnl49Ilt5AsVTk5ZaPO8j6aXmUnC0aPz5LU67VuNW457dy+USqsvKeWyusTcT9VqFV3X12z2W6vVqFQqOByOy9/9+PgSfm8fruowi9EEfpNEqyZoc1po3TaG3erAbg8QXUpQrQrMjRJtbXbm5gOMHP0xm4LTbOvUic7PE/ANEHCYsdsbhCIJpi4mEKYImi55dleA+eQi6ewTaFqFcqmEYUCh0EM6XSUW05mby9PRcYxIxMv0dIBCwU1bWwghBLrux+OZw2abY2oqSmfnJgwDOjq2sjDzPkHj2+zf5IRCmFLxxYfi4ZGiPCiafw+a95JSSs6encJm68TlamNsbI5nn3Xy3nszBAKPI0QJj8eK1RoilcoS8HuQN+iRNj30Dl2uJJrNTLG8yMJkFYfDBY7HALADDsc0nZv3U7DmcFrqlOqSYi6Jw9lMLjU2dJyd9TE6WqFSk/hsGh7NoFLspNOXYz5ux6FLUgUf3SEv2zI5xsfn2LZNZSu9l9SV+0HUqEIlfl2fw2jMis9zt8Fh7LrZkQi88cbdFlJR7kyj0eCtt6ZJJp0IUeXAASv9/S3XLWeqZ1YFMros3JMMpoZh8KMfXSQWc2G1WhkYiPPII3eeLj82P0k1H0Wa7AQiA2Sn3qQrqPPkjjynBn9E2fwFTBp88pMRfvz6LG6rjkUr4PMbDF/IoZkblEo5GkaCgDPKYqZMNqVhstQJBQVzKTO5+BjbOxJU6ha29nbS7nORnT9KxPMcA5t8eHztWK1W3n57gkLBz9ycGa+cJuywMVffQfH0IHkeR3g86K0vcuTILE8+ef/HKfT7G8TjzUDUMAx8d/MwS7mlfL7IW28tUSw6sVpLPPmkj3DYS71ep1QqsbiY58wZSaPhwG6f4aWXWnE67ZhMgnTZRWzBglc3Y7V4mFwyEWkrU2x4yBULtFqmqfmKVCxeDvQfJ5F1c/LYFM9s9VGtWxBGA7eoYtRKNAhTbrQwPTeOw5qhWDaTyAYJBSu8NSjwu0v4fVYWksukSk9hGJ0IEaRcHgNCHD58mo4OHzMzVaJRSb0+RiTSjcOh0dsb4PnnO3n77TKvvJIjny2g1ccIWt9h72f34/W6AZiZPkX39qc39gtRlIeIzWZjy5ZlRkZSFIsVslnYvr2ZZEbXO/nmN4+xvBzAbg9SKCxxfDSEy57n3XfTJAo2dj793HXblFKi12NoWrMvtMNmIZlZ4NFHD/HeezPUajaczgIHD7aRmPgx3S1XHujMxM5BW7OpvE/LMrZso8VTBCk5OVGkWOmkUSrR5ppjT3eSXNlHZ9jBOxfqhL1h3n03roLDe0wFhw+iwnQzU6lp9dezsGjB772b4NDbbKZ6jfZ21axUWT9nziyQz/diszUDvxMnFujqql0ea+0SQ/NgGMXLAWJNOO5JQpRvfes0770XQQgbbncK8NLXlyEQuP10vYuzo7hKZ9HLaWaHX+PH4zkO7Oimzf8perqDuFxZziwcY+f+g7S2drJpUyuvfWOUze5psukqhrXGtm4f9dww40sO5pMmdndJtnUkiOZyJPJ91NnMbDaCkMsE2iz0dwUBiVGtkkzkOH4iissdoKUlRaUisdsbaJqf2eTnODvyCgH/PqKJCI88sgs/XWx2B0gkih/6+N2Oxx7r5MSJOTIZE05ng0cfVVlO74ejR+NI2celLrpHj05z6JDknXdyVKsuTpxYYM+ezfh8XsDHqVMzPP10N5s2taFbp5koP8d85gReI0okcoC6PElfr5nZbCcmbYr2jm42beoiMTPHhaE421p1dNMS/T1hZpfzgIXldAWLK0ipamZ0wskjPX5aQjVa87MsJfIspJ/lzNxmAr5JfOGXCYcFyWSeSsWBpgna24tkszq63oLP5yOb9XLhwnsMDFRobXWxZ4+PRqNBOl1iOVoiyGmC+ik6zT/mjW8f5eCzP0lXTy8mqR5AKMqd2revk97eLIuLJaxWH1Zrc0gpKSW1GhhGmaGhUarVfuDzvDF8lMg+P5MZP4+6PddtTwiBwTXXciy0tvr40pc81Go1LJYwQghSGKuWM61MV6tVZE1SNnfyjQ9GsOklTFKSLVlo91fQTDncNoHHUUAay+hmL5lSH4WCxDDWp3XMx8W6BIdCiK8BnwdiUspdK/P+NfAFoAqMA39FSpleY90pIAc0gLqU8uB6lHlD5cfXHOMwumRh6+a7uMmzeK/LVgrNZqWzs80hMsxqjGvlPiuXxao/3obhuNwsLp9Nk5g6gllWqAkPpxeryOwIBhba93zlQ+87ny8wMuLEZmsmeapUvMzPT1Aq3dk4LvXcHE6PzuFX/4CBUJ5+VxlTNsv4eRtb9ryA02lnx65NhEKe5pNUXefln/m7nDp5mh+99YdYpQuTqUQk2ML4goueYAaX1UayUKC1JcS3jjRwebpomDWOz+/kr+4zmIol8NiyZK0DzBa2cOCRTcTjOXK5JJs3e/F4nKRSIywt+bD7n8Tb5scZmsQQ7bhczejBZmt86GN4M41GA8Mw0HWdRx+9s2Qpyp2rVs1UygVqqfewmooUamU+aBxA1wcwmw1Mpl7GxzM88kjz912rNc87k8nE5z7TQSXxKhYtCJZPUC9eQA9YafgHePGxNrILJnyRreTmTlMoeLCYQBo6E/PD9HZIzCYnPzznZab0abyeAWxakt0dJhpeM8niKzhdVcbGN7Oru5OTkw1ylT+Lq/Eme/bsZHGxwNzcHC7XMt3dES5cSGCz2alUiui6RjDYRUtLiVbnCPX5OtEZExqtOMwLtNmG2NuxgNvqw2JLszz1PlJzYGnftpFfhaI8tHw+Dz6fh+XlScZG01Av4vTCli0WPvjASm9vmKmpOGBh0+ZdaFbQdHHDljzOyAHmF4/i0Opka3ZCm5p9CZvZha9kVza5esgXL+ByWCiWq+AYwDAM/vRPL3Dk7C4OhaMc6J3AZLIwn/SQKi1hM/txWh20Bwok8wapgsFSxuBibB9OZ1kFhvfYetUc/g7wG8DXr5r3KvAPpJR1IcS/BP4B8PdusP4LUsq7y8n+MMpPgO36xAPRmJUnD2bXWOEWdO+aCWmsVvD5YGEBuu68dZ2i3JH2divRaBaLpfnU0elMYbc3mzouT7xDb0hSqzcoFWbJFxbYu38PAEup0xRyLTjXeFp5u8rlKn6/i9Onz2IYAXS9jtO5SGtr7x1txxA60egiXZ40Eb8NzWwnXdaZmJjG01miaO5gdg5++OpFNM3gyadaCAc1Dn/ndZyNMvNzM2TTA1REGUmMgcg8XkeDkaggPQ/C+RxV7xM4xTT20EHemJzAqXXg9Icw29ro2fwcrR4vjUaKxUUzyeRpQqFevvjFQ3zrW++t9NeS2Gxt5PPn8Xp3I8QUjz12/fAG98r58/MMDwvATCRS5KmnetXQF/dZS4skPvFjtkYaGA2J05nhu++8QUHY0fUGul6jVms+xa9W83R2Ni/15VIJksf42S87mZ1NMDMXI9RvoZRvYWY6y9kpjaef+Qou8wKTi2UuTHegY+C2FLm4uJ/ffXOOaL6DuczjpGIJqg0zB3fN4WwboxArIOxVNN2NwxEgm9WwmrPMxWfZuVOjry+NZs7Q2wubNgWBMTyeLYyP1xgZyZDP12lpMXP6g1m2exZp2dK8KGUyo0ih0eIv4HNbMZn8JEsSsynLyEyGfT3WGxwlRVFuR29bli79JDbdTN1kI23eSVeXQblsrDTf9mO3F7BaG3R21qnX68QXJjGZdVo7rvy9D7Z2UQ9GqFQqdNntNwzY2vt2Eo+6SOcTaHYfxdQiv/sb/44fvtVJsfQUjtwfYu8xcFhsuJwG9YUkGDVctgrZoqRYgcW0YGq5F0kPPp+x5n6Uu7cuwaGU8m0hRO818165avII8JPrUZaHQm4M7K3XzV6K6Xc3lIXmhEa52ZfRbFn1VkdHczgLFRwq91tvb5hGY4m5uSy6brB/fwTDMJi58D7Z2SMMTydpC7rIpJYxyg5gJwAtPgsLiYUPFRz6/R7i8WHa2vaRTtdpNFL09TnQ7nDQ0HDPfo784H38mRwLMgcWHz0dPi7KRwhu/wrR8/MMvfNNOj1pKtLNK9/sZFfXefqss4wUK3R5ZnCbc0xGNfb25EHomEwpdnfpxAsa8+mLZJb/AzaXm+5wgmxBkrN9ks6urQjZ4MLQMXr6DjI1ZUOILI888iLR6Bn6+8P85E96qVa3A4JarczmzdvZu7cF831sFpDJ5BgetmOzBUgkkrz6qsHFi6d58cUO+vqu70+q3Bv793dSnHsFu8WE1SoBE3bdRq7aSr2uU6tdZM+eJKGQGZu2jKW8zPDR44zONXBlh3CIGKGQTpe/ysKijl1YOdSrMRU7x4/f0ti570nGypDOvMrWiI10egmvo0qREKNnnWyOaERabdi0QVocNRqig77Am2hahlxJsM3/FuPlWaSxk21tY3gLc+x1+3n8qR0kqz4efamd0++fZb5WYsm+RD5vRohN+HxdZFNZxseGefzxOmNjUaLRKhZfBxfj0O7NoFtt2Bx2rG4vu3a20UgeJWEyE2zp2OivRVEeOoZhIPKj9HRcyfhZSUV55JEBzOYsp0+XKRSG2b+/wXPPHaC7K8j8+e/THYR6tcHkuSn6dj9/OUDUNO22rqvhSA9SdvN7//lf05L8H2zVS6Q8GSquXgK2JVrcZQKuBkGnQaVoMLHUwGjYSTtgLuViOj6A2bQJIZKYzepac689KH0O/yrwhzd4TwKvCCEk8F+klL+11kJCiK8CXwXo7n7ImzXlRyFwfevZ2LKFwF0leDCB7msmuXGsvoC2tTWDw+eu71+sfMQ8COfIpk2tbNp0ZXrq/Fv0eLMcK6QYCC6yuFBDmHXiizGy2Twej4tcsYY94Lut7ddqNQ4fniOT0bHZGjz+eAC/343ZbGb79jYmJwu0twtaW4M4nXceNNkdTlpbOyhWn2ExfRxrKcc7YzFe+OpfRdd1hj/4E3b6pqlVNfRGikzyBPZOD3ZLGZ+lim4JMjznp1CrEvHlKVYruKw13C5BakmwqzXL2fkLdHh2YzXCeM15LIVXWb44yzPPHiDsmGYsbaDrnfT3t2I0KjjrYziLp8gWLCSKSdo7O2lvd7B9e+d9r8HL5cqYzR5SqSQ/+MEkUrayvCxwOCQOR4rWVv993f+99CCcH7dLCEFnXy9B8zzlzDxj42myxc2cGTxJoQAtLQl++Zcfx24V5KfeYX4iRzyucfrkHAORcR7Z3kU1V6Bemye7bKI9YqNRlBglM6WlPqrVLhqNRXIFB0cumNjVmmeTH94fzbCnvYwwx0iXbWj6PPb6LItLnbh1Px6rlWyhgsU8Rshd4PmtCZxWByH3JK2WfhaTBXp7X2b8g99FLzgJmgfY31Xj2AmwWDVMJkG+1sricpI33lhgasrNB+ezLNfbMZtewNUyxObWBF5zlo7+Z/F4mklp5tJzoILD+2q9zg8pJR98MEM0al55iOiioyNw3/anQPM2G5KpDEc/mGe+EKJtc5CxsXmyWT8uVwuZTIlg0MHy/EV6QgIhBBaLiRbbMulkAn/wzoeTeP+9QQoj3yDQmWcpWWVvZwqbFmc5Z6JRr1CtSmINCDhMpBw6w1EXZrEPq8VDphQgkU9iNk+we/cj9/qAfOxteHAohPhHNHPq/t4NFnlaSjkvhGgBXhVCXJBSvn3tQitB428BHDx48OEeGjc3Dh1fXDWrVDJRrphwOe+y75DFC5Xl64LD1lYYG7vbgioPkwfxHNEaKYTQ8Ie7OTN6EZ+9iiO4me29dY6fHWbLtr0I9xY6ws1m1oZhkE4uYzKZ8QWC123v2LFm0htNE9Tr8N57U3zuc80byEDAhKY1U+VLKXG57ryleq1WwyyLVCpFLOYAZd3Bjn07KSwNE25pQ68tUKlqaJoDqwnMtYvUiBAMSaILw5iqAkOP4LYNkSuV6A5maHFLUsUKOzuy1BtJElkPpdwshmUHxUoVt1OSzWsMDQ2xe1uSoYvz5Ip/neFhC+bi7xEwx/juWIPOjnb0QJVcTmfTptANA8N0Yol8YgopNNp691yXEOhOtLR4gUVOnowj5T4Mo4LVGmRqKsbSUu2hCg4fxPPjZnwd+xh5511a3Q3S+RK5WA2bdRsul5dG4zxvv73I4wcMiski8ViVfHKCsKPM0KSGxbKM02FHc3RA4ywWw0K13qBadmHVs9RqFcbGa/gd+2h3v0ZfQMNqs7KvYeeDwSi1uhcMO32hEm3hHDZnkVqlRrbRIOySWEoNAnYDt22QnqBOrlymlNUJOBpEF4eIBIpML4VJpxcwmyv47AWy1T5yORtmc4a5yha02VZOnIGJxS9iMuUIBdoolZfo2bEDozBHe0ezX36hWOTkmRQjc3N0dWkMDNz9WJDKja3X+TE4uEA02o6m6UgJR47M88UvXp+4TLk3TCYThnMTU7On+IP/d454ZjOjyV1YDl/kwoV2pOxkaalOKqXx1lvneWzP6gRxgmZAf0k2nSC7PIfZ4qStaxNCCBamhjAK8xjo+Dv3USjkmbp4ghOvvkKrJU13UGKqJRicNXhsc52GIbBrEqsOGBBym2mGCQW+8YEFhI+J2CEmYjm2bW/mM1DurQ0NDoUQP0czUc1L8upf11WklPMr/8aEEH8KPApcFxx+ZEgDCpNgX53lbzFmIeivcdcVAbq3WXN4jUhEjXWobJyGsAF1wi0RajEnbeEIdm+Q2fklXE4Pjo6nCKwEho1Gg+lzr9LmzNMwDCaj7fTtXJ3CPp8XDA5Okc3qaJpBZ2f+cuf5J5/s4P33p8nlNNzuOk88cWcDw9frdaaG3mNh+DU6bPP4QmZyxQyTiQKN/GlmohnmF/IUyNIRcmO3W5gvejEu5Ll4Popm6SGemCTinyVZs5EqGgRcVi7MVehtK9MXbjActeC2F1hML1As+0mWApRqF7H5LtDmqNNiC3Ng6zY8c69yanYvsdE4fa2CanUH8/M5WvvG6Xc9xmuvneXQoU20tKwOztKJGLXoYTp9VqSUTJ5fonfvy3fdmd9isfCJTwQ5dWoWXV8kHPbjdNrJ56v4fL4brlcqlZBS4nA47mq/ChQyMQ7s38f8QoJCxYHNVCSXfp1Q21O0t3cTj49jc4YZnl2gzZ6nHkhhKYwjSgnafI9QqOt4WjqYm4syE5ujNWClI5jl2GKGweO/h7exxGx0hB5XgXRBI59sUCwtEXRmWEgXcdqCaLY6I7HNhFwJcvkoPRELLXqR+aRkW6TKVLyMTc/SGdBwOOIMxmuYOrazkOrAYQ9hNpm4MDJDtlDHMNfxeit0dUUIt9SxBgZYyjXQNA/VwvuEjW/iK5epLoZpibRzanCC9kgrr7xXx932SQoFM2fO5NC0mGrS/BDL5QzGxxdIJs0IYRCJNIdnUcHh/dM1cIBf+8YMR6f6EfoB7E4vR468TibzKB5P+P/P3p9GSXae953g7+6x7xGZkfte+4aqwkYQBAgS4CKpbcmSrNZxW3bLbk/7eHxmTs+0PZ4Zn/a4++icnmm3p9tjHbfHY7Xb2mzREmVSpEBi32pB7ZVVuWdkxr7v98aNu8yHAAGCKIAkUARBMn9fMu/6vnHvjbjv8z7P83/weBQKhSyZzCZf/tIXydzdZSYhYVk2RT2Gt98iu1UEyYPWvc5URGNgDrn8rddRFJmolGN6bhnXdXn+j/8bpP4OXqvKvNyh3bd48UaDseCAQmPAVgkOpQUubsLAgqkoDK0htiugynF2Kn42y/8ZAJp2h89+9jxrazbHjv2YL+JPGT8241AQhC8A/2fgM67r3lOCUxAEPyC6rtt56/+ngX/0MXbz46efBTkEsvddq4sVlXjsQ+QbfgclBMZ7PSUTE/CNb3z40x5wwEchPvcIu9uvouBjrzeJ63Fxyjukoiq99m3yb/4rhPN/g2g8SXHvLnOxAaI4EqAQ9SL1aolY4p383EqlRLt9Clke5dZms5dwHAdJklBVhc98Zg6AnZ0yFy+WUVWHBx5I/0ADj+za68SEDNpkiHb2JqYg4zg+qusXUb377DTvYBhhytaQXDuEN+xnq+RH0tcYC9hc3ymhaE+wmc/hVxwWU2FqHYG5sQFgsF4E13EYD7vcybWpdCxi4QI902Ex2WM20mMj68GfnOLMcYm9Tp71vhfdUHAdFZcY33p5n7O0OXp0kZdfFjl2rMDhw+m3P0O3tstUZHT9BEEg4e3S7XQIhX841dbvJhTy88QTk0xO+tjf72HbPVZWmszMLN9z/9df32VvL4AgCExMlA4EbD4kmi/EmxcyXL0iY1kphlYJX+A44bCNqvaYmvKQGJtC8MWoFXagn0Wiz2Jaot/LMTl/iDd3bBKRSSRpnM1SDV0vIxkZlqIN7EiRGa1Bu9OjUrVwnBZn5weMBbyccrZ54W6RmvU0fiVPJLSEaw3YyvfZL8hMx8Jc3GoxGXVRZRFZ9pNriPhC07yeiWBzjoB7netX29zaPUauOkEs1kYQyjz22AlMs0GrVUOWi1jtP+NQ7CLPHNsgHBSgA3JKIzz5DNL4UbSY8nZeraYFKRZbzB+UPPuJpd2uUy7Po2mjHPNM5iaS9F4NhgPuLx7fNLI3jiCEqVTKNBpJLKtErabj8UAy2WFiIoLH62X8yBfJF3YQJAWXfZL2TRRN5s2r1zh6eBnHUcjt3iFillGUNFP+DvubVxl0a3iarzMe99FtuZyYKLCnyNzdM5EdExDp9B0qbZdTs3BhE67swJPHBPqmTLkt4vcAtFHVI6RS13jooSkEofnjvXg/hXxcpSx+D3gCSAiCkAX+ISN1Uo1RqCjAG67r/i1BECaAf+m67peAMeA/vLVdBn7Xdd2fblOmsw7+98bzjzyHH6GekxKGQek9qw9qHR7w4yQQihA4/WXKuW3iqQ2quddxe5vo3TQnT51HVXtcvvI1Hvz8b+DaFqLyjodLFkX61rsnTGZmxiiVWrTbAprmMDU1xWAweJeHane3wpUrHlQ1heu6fOtbO3zhC/Pf10CR7SaqrHJzZ5sT434KxRKFeo2oN4qgKVieMI22hCf6BHezHkKKyZHEtwgpY4hWnkeXa7TN59DNIGGtAeKQju4S8plMRQV00+HEjM1u1eTwRIDymohfFZkZi2OpUbL1Lj61QGHtqxA4xJjX5ehkk+EwzF5lg1z9CK3BEo+oOqnUKN9wba3N4e9S+ncF+V31oAZDl4Cq3vsD/xA89tgEophnevo7XtnT99xvf79CPj+Gzzea/KpUAuzslFhYOAgF/GGx8fLGxiF63QqyolAXzqF6qghChoceSvH000cAWDn1KNcKOyTCYXyeTQTJZfHIAlLsCFrZy5UbLSa0W2jOFl4tyOFxmJ+wabaGxD0ijY6LPpDZ2aszFoTZeA8HP22jR775Z0ylIuyXvUQ8FZ4+0qVnKpTbNoYTwqMpDByXRl9GdxSyzWW8gUdp9OZ56VaCG3d1IMbYmIiuJ7h9e5OXXtohFsszM3Oew4cNGncukPRnGA42SKdl+h2dVg20cT/hcBhRrACjyQ3btjlwRv9kE43GmZkZUqtVkSSXhYUxDMPE7/d//4MP+NCcPiWydfNVet0LXFjvIgg+HKeE66bQ9SFwjYcf/nkANI+Hyfkj9Ho9PO03UZTRly4ZUmiUMxj9HkrvNqZu0dQ1kppLfes1vF4N1+xh6SZmt0dHdqm3aszFHSJ+ODzlsFWC3gD8qgCuy4OLApLopdiKYJjTmLaXaPQ6MzP7/KW/9EV8PlhaOphcvN98XGqlv3aP1f/f99k3D3zprf+3gVM/wq598mivg/e9ifWFkkok/FE8h+GRCur3EI2CaUKzOSprccABHxf9XpfMndfQuw0qhR0W1Lsk037cjp+hM0AQBYaWiyKMnvv4xBL761tMJxRc1yXXVpmdS7/rnMmkwvx8EFn2vLVmF4/H8659stkBqjoq7SAIAp1OGF3XPzDEcTgckt3bJtu8QaM14GY7TzQg0dIlFmdnyVdaDIcDcFwCAY1QdJylpTrm7QGqsE8sINLsSfikdULJFB09RqlpMBaTmU5FsBwDRdEBiXpHIRpQ8GpDLMeHKA3J79wmOOWh0W3h8frZvvsNfu3Xf5GgUuHiGxlSvixerUrFSOO6x9/2ln4v6fmT7N4qEdc6DCwY+o7g9Xrf+4F/SDRN5ckn577vfv2+iSy/U3pAljV0/aCI+Yeh1zMZn32cy5UmzhAmkndZ9K5y/tEJzj0yg6ap7G2ukrn9HHd3qswmJGQxQVAbsJ/J4XcnqPc1/KqHmWifhEfljQ2LiQmHoVFHtFtgtdB1A1eOoqogyybxoEyr1yPql0G06QzSJPxNNLFBPCDhdxRsW+FP9gNoio9Qu00sKFFsRrjR0fi5X/80t27laLUq9PsmkhRHklRsu0487mdhwUMudxbTFInHEyTno8SEW0xEvZTrVYZOm2sFib/8uWUUReHsWYWrV/ewbZlkcsCJE6PyOI7j4Lruj1St94D7TyqlkU5rzM4GALCsfUKhn5zc5Z9EnnvuBhuXnuPp8zqNho6k93ll7dMUy0v0+3uIos7s7DEajQ5z3/XOFQSB7+SDua6LbsLqmxc4tRjGdUWSqTEiuPz5G9s49SKBgJ/9Qo9sERSnzlx8yG7J5VcesvF6oNwUCHhcql0YmFBuQcyvYVgehrbG9ew0e7Up5hYTPPLIMRKJdR555CQTEwdiVPebH7sgzQHfQ/sueN+bC1Uoq0RCH8VzGLlnzqEgwNQUbG3B2QPBpwM+JkzTZPP1f8OcL4PqdfnTO19j7OEJgsEIb2QGhP02m9kG/ugCkdQoRszr8xNffppsfgMEkenjR98z8Dt8OI1l5SgUXBTF4dy51Hvy6TTNeVcRX0EwUJQPLpORXX2R5ekw6/vbnJsskik6oEQI+E1KbZNiM0CvP2C/qnGnWWVqJYYgpFmvL3Hcv4/HhW5/SK2XID5w6BoKtiUR9Irk6xFcTGodm6Yew3JajIcrnJm9Q7W3zI3tLicns2iGTVzwUmvHODyu8soLq0yPdfnU8qssJVWyHZOOWOFq/QzNZpRgEI4ckRgMTC5fLmIYImNjAkdOPE2/1yOoKPfFMIRRmO7t2wNcV2B+XuD48Xu/rGdm4ty+nUMUR7VzhsMcc3PvFRY64PszNRXj+vUCRw77aG79RwJqmePzuyz512lvFNgcpPC0XuWRGYHouRCrGZ2SPoFAHsEOkwpEWJpqsVOzyNYU2lIYnyJwZ9uHTy2gyQZz8RozQYtiq4riWmQqYJgmmSpISpRwaJbre/NElRt0LJNb+RQeNUV/4NCzImTrPqajFXwem3x7nFpDYDDQ2djoYdsxwuFL2PYxbLuCqpaZn6libP9b0th0tscZ+v8ahZIf19NnGKmSDFt0hz6kmsO/+/3r/KVfPc38fJKZGZurV0cqxRcvZgkGRe7cAdeVSKeNg9DlnyDm5pIYRoH9/SaS5HD6dORjyzcsl5usrnZwXYHlZS9TUz/9v01f+9o1vvFnXk4mp6hbJpK8z5kTE1zbvkG7LeE404BMLmfTaLy7zrbP56MszeA18pRzOwSlBqdOHMPv5sk0JgjUSmxv3aRcrPLAtI1hQkQa0uvVQHFZL1ioMhRbMCkJqIpLrQOKDMWWy9Epgf7QpdH0cTVzgq9d/QL9wYMMhzd5+OEFgkEPg0Hrx3Phfso5MA4/abRuw/jn3rM6X1SJfZSwUjUyUiu9B5OTB8bhAR8v2cwWdu02A0GmbQ04vRKnUCjS75ssjmlczwoogSS+6CnSy4++fZzPH8C3fOYDz338+CTHj7//9tOn09RqOxSLCs1mg0cf9X7g4MN1XVS3Qb9T5vDhZaSWzpwcpK9bRKMx9hsG2404ld404fQpRDeNYeyws3OGK1sn2RManJrq0zWKBNR5io02gpBiMlrFGKSotIdMxIaUO1DrDDg147BeDONVY/isBmGtw0xcZDoxpGcM6ORz7BYTxBM9urUuC6kAghxiIuFhqCg0tQ2WlpIsLaUZH5/gG9/YxjTnsawhlYqO6xY4cWLqfT/v++E4DtVqE1kWiX1XaZF2u8vlywIez8jgW1vrEg5XmZ5+r7S5pqk89VSUO3f2ATh8eCRgc8APj6qqPP10iuefvci5TzuIjs6R9OiaV80ew+JrLIw5yJJGOi3R7suUMkMCY0d48KEJwqEAxdoGi4si2WsWilhBwKXWsrnVjjOZniKoXqHZsam1q3zmiM0r6+DzOLSHIpbhoWurdAdBTDOJnykU2abW7rJRSCKK81TaASYjfno2TKd8uB6Vi6/9CfX6p2k2dWKxX2QweJFUqo1leXlg6g4PL8ao14uMjdV49u6/5W42Rmo2QCLkRxINIl4XTTSoVda4eXOaxx8PcuVKjlxuEkmSqVQ63Lmzx7lzI4WKSmXI2lqBw4d/OAGqA358HD6cflc4/MdBr6fzyis6ijL6HXvjjSpPPtkmHv/w9XU/6TiOwyuv1Oh047R8fcZicfr9IguLKvVWAdf9NSRpHlm22d//Y5rN2fecY+7II1RLOVrDOpNRP071NqJZRS/eRgsE0Hs2KwmXZsuDJtbwSjrzUw4+T5S9Wp8zsyZ/8LrFfNJFECEdgYhfwyNrhHwCg6YP057jwtYcucYZFEXAtsN4vQqK4qHb/eFVxw/4/hwYh580Wndg8W+8Z3W+qDE/8xFmSJQQDNtgD0F690B4fPygnMUBHx+dTo9XXzNJdQN4BYl2r8GRiRh/fgWOazKClGL6+ENMzh9hED1FrbCNa+v4o9NEEx89N01RFI4dC1Gv95mdPcLeXo9gsMCRI+l77i8IAhYeJFzC0STFRoS2Y1HrlAiHFBxUjk0NiCfLOPJtiq0MF3fnyOZyNFpx7pa+yH6jR8hfotfRmYpsI7g1tooJ/J4JIgGdzZLJ65lnWE6+jCS+znyqx3Qsz2ahh08aEvEFGVoiMb9Nrt5FCpwh15llYOdQ3BQBj4Ms23T6FulpjcceO4auG6yt7bO/P0Bz3qBXvEyvp3Drsp/A3/4C8/PJH/iaWZbFs8/u0euN47oWk5O7PProHADVahdFeccQVNUA9XqT6el3jnddl9dey5DPq4iizYkTCisrB3mGH4VOp89LL5WoNRN4ereZfUugc2BaSKoPWdXoDXpEgHjMT7hm4O77CIWWuHWry8T4Hg4K5U4b025hu0Nc18ErVZiLR4gqu7S6Lpqiopth9usmzZ6NJYZR/S6GfZK7d33kag6TsTM0HT/heolMqcTlrYeIBXU8ynVsq8tAlzCZGtUWDXkJB7c4NNVgaO7RVj0sLyeZnAwzrr+EoqgsLETx+ZrMtQr4wxO0Boe5srvLXNKLK8poosj69Ss0hmfI5TpIkojXOxrOmKZJv//OgF6WFXo95+O/QQf8RFEsNhHFd1RuNS1BPp/9qTUOr1/P8pWvZPiTPwFdF7iiKZxZusDMhE5kzk9LP4KixJCkLJomoyiz+Hz3VrWOJsbpjc3jNp9najzK7p5BuXQTu1vFHmpUdJOJYAG/JtLVTXYrNolQC1VSWM2PJro0FeJBB8dx2a8lUBSJXM1ltxqjbfjoDo6iKClkeY1IxIthWEhShampDy+mdsD7c2AcfpIwmyMDzvNeGe5iRSUW+QieQ0EaGYhmDbzvHpRNTMDdux/+1Acc8MOwtlYnEjvFTmUNpfoGihTh+XWLqaVlBLnOjdtrxCKvUK/sogeKfObMNLIqUSvtUXMeJn4fil2vrekEgyPhJ1mOsLbW4ciR998/MvMwmZt1OtkK3sApdKNEx2yS0mSmwh3UwSYNvU160kuvk8UjRsnn+zSbCyQCF/GKr2MYXho9lYnwAI8UZ68exqNYzNhDqr024/7nSYdazCbanJwR0aQqPcOi0vJgOX2yNZuOrjMeksh3LvF67ghnD89gGwXOTGVodWVuthL8g7//n9JodHjhhTaQ5tb1VzkWv0DAs0JAE5mQa7zwXIap/+wHD9e6c6eIac6haSLb23tculSh0SiQSk1jmn0GAwefb+SZMc02qdS78zfX1gqUy5N4PKP2rl0rMzXVPyhl8RG4cKGCbc8hDS+QrdrktndoL6lomgzuBaqDCerdIB29ga4bvH7LYiyZYGvjAoFwnG5lnfOffoRB1aQeNghKHqI+k8lIh41yDq8iousZRLwspIJc3e7h83h4c73HiZMnmfYHadSb7FZVksEMK1MNZClNpqIzGW8hujpnJq8R8NSYSQqsl2Lcyj5FQPAy4cmTOmyjqh36wxLKxDkmJsfp706STHawbQuPV8ZSx7BZpM+AtXIeTb6Loqlst2Zp95fZeG3A9nYQx9nki1+cJBKJEAyGEMU1bt92sSwRv7/D+fMHExEHfDCRiA/L6iBJEQCGQ51g8KOLdX2S6PV01tdr5PNF7txRuXzZJhY7TSYzpKxrfOPSGAsLcK1gABksawPLCmFZIjMzN3jqqf/8XecbGAb5tRfQ3Da5fJubr22Q9jfotjL4hTohBsiaQMXQkQWBasel2oFkEEKeIRe3Ldp9hWNTPiJ+DVHo0tPhekbCcjUkMYEozrFe7LHfGBAMfp3lZQ9nzswSixU4ezZFNBr88VzMn3J+YONQEIQHPmi767pXPnp3fsZp3YbAHAjvnZ0pVUZ1Dj8SahSM8nuMw6kpeOWVj3bqAw74Qdjbq/LGG9vs7rZIp59gVz2D0c3x5OeilLZfY//KN3lgQWRuzOFG5g6aZGHbaWRZIh5Wyda34S3jsNvtU612SCSCBAIjI8OyLK5dK6DrAuPj718Q+3urqg5Nk91bLyK7XSwhwOShR99lOIVjScYWH6OyI1Pp1qgTZmrGYCE95Mr1DDPhBnHfOo2ywfLCSf7ookUksoIweJNj4w0kScVxRSJL3+DI+BBN9pJryFzcHKPSDRIPFPjcQoOdCgwtH7Vuh7jf4vCEQKVt0exZGGafhZREpaMR9Ou0ev8R+nN4In126/Okx8Y4lzQpZTe5ccelWIxgWxtMTdi0C0U80RaSKjMzf4LVmsNgMPiBjUPLGhVLfuWVq9y5E8dxDnH16m2efLLNsWOHGQyuEgoNAYlDh2TS6Xdf927XQZbfaUsUA3S7xoFx+BEwDIl27TYLkQJyYg7b8tDuXSOCTjQkEzfKtIUlusnP0SncJhqu41cDxMbPcX31BqePnSUQCFHMbrIYLoItslMYEvCJeNUyqaBEKKmwVrCwnTpnF1ReumvRM20i+10c0YcWOMvYuMl4tIHXEyUYynFocYDXe5uYcJvPHKmBAJW2im33ODVexfL8OS46+fwiY2MuKwsOlvQtUsJVvpnTuXS9xUREJzl3mhbzzIz38PZexyPvkG1pJJMzOGKYerPHWGQTv1Wnarjs7NzhyJFZNG3AoUMqpZIXURRQVVi//ipWzYurRplcPP2h63oe8PFQLjfZ2OgCDidPxgkGf/RKpfF4mMOH86ytdXFdgbk5m7m59yrH/6TS6+l885tVDCPM7/7uPtvbIs2mRSSyi98/RqcTACQajRUymVfRtMM4zi1gHNetcOqUQ6/XJxJ5x1NX3LrIfHzI/l6Z3OWvUdu5xb4pMhctkk6ZxAIguFCwodR0ifnhwQW4ugtDC9q6gqJECGg6mmxSagYot+PczZ+k3p9lvXyCUCiHLzrDmXMDjh49zNGjKc6fF3nwwfeGuB5w//hhPIf/r7f+eoBzwHVAAE4Cl4FH7m/XfgZp3Qb/ex94x4FqTSH6UTyH8JYoTfk9qycnYXv7o536gAO+HxsbRV55BXZ3j7O726NUapCM1zmxdIvCzQqLaYm5Q2H8QpO9usjMZIydag9D76BpI4VLh5EAze5uhUuXXGQ5hm03ePDBPjMzCV58cY9udw5RFCmXe9j2u+v8fYflZQ9vvllDVeOYZpe49wqzYW2kvua2yKy9xtzxz7y9f7tZR2y+iajrDDsB9PI6lYCfwpU8scCQSCiMpPiQ7CZXb21ydmWcizeeJzYlM5320W67tDt9jk+2CXn8mEOJmUSL7ZJAS08zn4wS8rQ4nDaZS1rohoChhfBrfTyyhVexqXWgP4SZhEO922I+LmL4ljm1GKHd75GI9ml2dL75B/8fru5/EaGRJx4A2GIytMHp5WVUzcvVzE2is0d/KMNsaSnK17/+Bi++KCEIGrZ9g7m5R7hz5yonToh4PCs8/LBDNHrvEJ+JCR+7u000LQKAJNWIRg+8OR+FeNymVWggy6PyJLLcYnFcQJECtBoCIS1EtSHx7NfXSIq3mIsNKWazNBtz+DSbuTkvN668wePHPFx43cN0pMeZRYeLG0NiPgfHiVLteJhOtJmMKOzXDD592KbRE3l9s0Bk8vO0WjXqbR973igNPU84kUYmxrjnDY6Mt5hNOuxXIex1OZy2uVsZ4nNzTKYNZpISQ20KofkCthjm5mYFu7FCvf8kyeVfYOgr0i7cZNn/75hImST949RbNe6UQ9TbORKeQ8R8EvZgnaBtYFmPcOiQSbFok8v5OHZs5BlvFZ4n6paYCqcYDtvktlymlw8S7D+pNBodXnppgKaN8qKffXaPL39ZQdN+9F6848cnOHZsNHP40yZgtLVVQ1GmefXV62xtjVMoNDBNhVqtg8eTRVWnkSSNXs9Pt+un19sATgOTjEcuozVfZ/3lf01y4SxzRz81uj5On4uXdsjd/HdMS3ssHO1yYbNDyGMzGYFuHyrt0Rj2keWR0EyuDiuTo8mtaEBmedxDpuoj4pOodkwK7Sk83igeO4GjjHHs7Gnm54M89ZTD6dNhVFUmFDrwFv6o+YGnz1zXfdJ13SeBAvCA67rnXNc9C5wBcj+qDv5MUb8K/rn3rK7VFfw+G1Vx33vMD4MaHnkOv4dEArpdaLfvccwBB9wnMhmLRkPG641z6NAkvc41pNL/TLD2GpHGC2TXX0OQfPj9AWRZxRVk6u4MPVOh1zfYrTgkZ0aVbVZXDTyeFIOBRa0mcfFiDdu2qde9b3sFVNVPoWDfsy9zc0nOnTMxzUskErsszWjfpV4qILudd+3faVaoFCoU9uq0CpdIeQx2Nra5cnsDyerS7rSp9wRMW2NpaYlf/8VZnnpgh3bzDarVCr2egDUYslmCll4kFtxDFpuMhxsEvQ0GVoRmb0jU76NrKFS7IW7uebi6IzETd/EoAgEvTEVtJiIGIZ9OyCvT6ur0ukW87gZ+6zqSUyc42CdgPk86qiJLUTyOQaOjcTtrs17qE4gH+MIXZ39g70mvp/OVr6xRKETR9S4ej0UgsEy/X0MQRr9Jrmuiqu8/1zgxEePsWZNAIEsotMdnPxv92BQIf1p56KFpkukhrlAkFqtx5MgErYFGp28BASzbYWgLtKoGIXVAKqizMt3C6b3K0B+na7q4ww4CAplakN5AYq8ioMoe+rrITtVHuROgq/vZLNm4rs54eMhsQudLJ7dR+/+MpcQlJrzXEclxZMaL1+xz/U4Zd+il2xeptG2CXotat0exJSHJLqmwl2Injj8k4BqXqHYdBNOLapvEpUsonZfZuf47XL+2BcMW6ciQoLJPWG2Rjpg0Gk0kxlHVPqZZQhCmiPl9dLshvvKVPrq+QL8f4Pr1Gq7r4hVqCPQp716hlbtMaf05LOugfMonlb29Fpr2TtF7QUhTKDQ+tvYFQfipMwwBZFnAcRy2tiq0WgKOM4EorgB+bDtLu30Vw1Bpt99E14s4ThOYR5EMTkw1sAcxjG6LSV+FUm5UHPvWhsX+vkFM6eGVuphWn8dWbOYT0NKh1YdsHWIByDdhtwK3syPpi9s5m+HQpdoe0DOPUu1NsFGOUOnOoQYiFI1dHjhrkU5LLCzUOHcuQSIRPTAMPyY+TM7hIdd1b35nwXXdW4IgfEC2zgE/MPVLMPdX3rO6UFZJxD5iSCmMah0apfesFgSYnh6J0jzwgcHDBxzw4anXa6ytOeztlQkEoFdZ5ehDYSSG3Ny0iIf3yBYjRD06mbpJfHqFT//S/xFfIMrA0JlaiCLLo58sxxEolVpsbgpIUpRMpsiZM1Uk6d3fE0W5txBFu93j8mUbVT1Po2FT3b3O9FNBBEaDAot3e9VUb5D89k2iikA8USJXzONXA8xMNzEtlZPTEcoti52Ww8nzx/F4VJJJhZn5ZSqNAcIwREi9SzzYJ6A2MUwJUfDjYKHJOQp1mUorSVsvoQ+9BLQYktTFsYcokkt/0GdoQaMH1bbDVtXCcdtMRUsU2zJWr0HEZyBZQ5LRWSLFIsmxc2SzWTRZZCw5xsKhpxgMcowtxH6oMK2LF8t0uzMEg2EWFrzkchUmJpbpdl/i0KE0vV4VQdjlwoVxNK3K+fNpVPW9s/zz8ynm53/gZg/4PoiiyNM/91muvdan19lhp+pDmfkF2rkL5HNZmoMYQ/9RLPM1It4BQxsa1Sz91oCJmQTPvwGJ6BL7WZuJ2B3iAYl2X8OjaKwVbLJ1kYhP49a+iYLBbzzhEvY5iKKLV3GY7TapmQ0+s5TFlefI5HVWM2EytQRzgS4+j59cw6BjWGzkJQw7hT9mE47X6XsP4U0cArtA37YJchuPz2TM06XaKBINZ2mYKba3EszMlpmIurg4uK6KVwuQ680yOx7E0E38/g6Cz8UXn6TftxBFkZWVANeu3iWf2yKuVIl5i6SCIubQxsjscPWFf8uhcz9HKBLHcRzq1QrF/C6KLDG/cvKez+8BHw8+n8RwaGJZJqIo4bomgYD2/Q884D30ejpXrpQZDiXGxsDj2SUeF9H1dWz7MKIYRRAGKMrDKApIUpB+X8dxOoAO7CJLDTS5ik++QGVf4Jawx3rlOSoNicbebQS7ztHYLlrYwKMMMUwot2E5DcbgLePQD80epEJwKA2F1qjIvWFFuZX1s16ex+ONst+V2a/OcPYc/O3/ap4TJ8aYnIySSq0chIJ/zHwY4/CGIAj/Evjf3lr+deDG/evSzyjOEFqrEFx+z6Z8USP+UcpYfActBs1b99w0NQVrawfG4QE/GhqNDq2Wn2Kxj8e8jFC5S8B9hVRQpNs3mArkscwm494qPTPGuWNHSaw8QKeyRWLsM/gDARzHIbezimsNSCU1Xn99iKLMY1kdpqej3Lljcvasj8uXs9i2F7+/zdmz91YgXV9voKqjsCVJkuhJT3Nz73ViARdL8L+rfAbAoNcgObXExs279NQuiuwnKO5xZkFhI+9wI2uDIFEUlvj52Wl2M1WCgSi+8CS2eQu5e5lzM5fRlD7xoEujJ2EMZU5M+3hzR8ByBGrtEucXc8ymEmyWFP7smo/zswIRn81EzKGrQ28AAQ3Ozgq8vqUj9W/SV7wcn42QiolEEKnaDQbiIoZp4vH4kLUVMp09OteLlBsWs72j6FqW06d/sHIWhiGhKHD3bhZd1zCMGoZR4JlnLB5+WGYwyNHpnKDX0+h2XZ5/fodnnll41zna7R57ew0CAYW5ubH3aemAH5R6vU0u12bQ3uTo2ADfzBztnknfm2b+6N/FiOzS2HAIGG/wqaPbRLQSfSOBJgmMj6VIRHwkoyLX8zIu0/RbFxkYNiFNZWBWEFyXo2mX/WaIqcQ5Kq0Nrme2ODkzYCYJ13YtFNHEMe4wPSFT7nSwe8vEtBJ32mmKzRJt3WBoiTiuD01JsNMM8NgJhbNnltAHLq+++SyDbh3bzLHbthFdncWkxs8/kKXe3abQ9RBXFrmwNkUtruM6JRp9F0M6QmHwJAFBQtPeRIyEWDjxeRotCcfpA6BJdT536gaf/XSU9T2bu9t1yl64tVbhyOwYVvE6vT0fg8GjNPffpHTn28jmgOZwmiuvXOeLf/mXiUR+OlUqP+ksLKT42tdeZ3d3Ghjw4IMtEonzP+5u/cThOA7PPVcERjNyd+/2OHmyzTPPwNe+tsNwaNDvB5CkBj7fcWQ5QKu1h+OUcBwBmAJ2McwJxqMv8JnD+yyIBbrbAgnLh1VpcDxtUWlZdLoODdHBo8CdApydA30IveGoNEXQCy5wcw9ECXoDAb8WZa0ww+3cHGulaUxhgkMnJ/i//K0gJ0+Os7ERYn8/yO5uic98pkMicaBK+nHyYYzDvwb874C/+9byS8A/v289+lmltQqecZDfmwdUKKlEP6oYDYxyDu8RVgqjvMMDxdIDflTk8y0MI8Jy+gZjwiqmqdJpquwVNllMGrhOn0RgQCzqZS1fY8pXZuPOt1g6KVKrHCKeHGf35vPMhDvIXgnZZzIzncAYKIRCHhKJCSDL7GyCqSkb0zTxeGLvGx4kCC6u6769XVYUZo89ga5btGp9Ot0Bmsfz9v6S4uHo0UVkxUtlrUlY20NJ+cjVqhyf9VDpi7SleWIrf51MUyPXqvP1Sy7lzNeZ9Fc5MX+ZI5NNegMby3boD4Ycm1FYze4zGUswL5dRpSoCCttFP5qU48mjTc7OWjT7NqXm6AU7HELFhIHl4pVFNMUFsYUsj1Ns2wTCQbaqDonlh+n0XIq1Fo3qEpLnYfb7IebnHRJjC6yv11lc7BIMBj7wvrmuy9bWFn/4h2G6Xej1uszOThCLtahWT3L1ap96vcjy8oBQaBSa22p5cBzn7ZnearXFCy/02NqyqNcHJJMZ/spfWWFsLHI/Hq2fOfb2qly8CJo2hZF/lbjbZ34uQciv0m7uoM2s8Nhjh0iHnyMle9jfnkSzZDYzJSwhRGJsCVEQESUJ0alRKhpE1DFybQ9rnV0eP+Tw9CkBy7EJ5cvU+2W8qsTQjbBdqdIbmJgWdIwhDy5IzKZcNKVPX7+NKvn4i+fbVJoKd3Iqp2aG6AMPkeCA40qZqC/MWsHHwDCo5q/y0GyX6TmdRsfmz2/IBDxeDKvFoUmIdCDfbJKr9thvPYZtP4lprnG7sEgwpbO138V1PSxoCuFGmVOnIgwGQwyjhNB7gTNnZHqlm6wETF7sVdjtnmFlNoDPp1LoxjC7PXLlbxFRG4jtHbweD71+lX73Kf6H3/oGX/iFB3nkkdmfyhDDTzJ37xaZm3uE6Wl7VEbI6tFstg+M9R8SXdfR9TDet8vIKjz77E1u3Whz+PAily/bOI6A4xSpVOocP5zCJ26QyS+jyhMcnfxD5pMurlsj6m1zt7CPphoEvS7VdpuFxBCPAmNBEEVYz4MsgV+BgQV7dcAZCdDYjBRKw76REE2xGaQ7nKVrTlHpnqGkz3LoUJhnnonx679+iq98Jf9d+ekT3L69z2c+c2Acfpz80Mah67qGIAi/DXzddd21H0GffjapXYTQoXtuKpRVouH74TmMvq9xOD0Nq6sfvYkDDrgXkYiHTmefsPsq8ykPg2EXy5/D7wlR6bSYT1rEggrJEAx0nVK5jON6Ke1cRFFO4/WHiMpV5LcmT8ajKieWOhRaQVQ1jGm2OXZsJFYjSRJe7wcXVj9+fIxsdhfbnsK2TaanmxQKGrdv+1DVKe7cqXP2bJn5+VFZmfGpBXZu7TM1PURWPs3tS99gOjqg1DTJrzXoWw4FwceXz8pInhiFbpSjM9cZd2pMe7O4wyaJoMBMwqbUdFnLC7y4KmE7Y6TCEPC4WJbLeNih2q3i1zp4+wbxIET8Dt0BtPsQD0GlA/mGwomZOPqgT9vQaXREpsd87JdtthtnmZ95grbukJ4bciwW5ebNKr1eg8OHTzIcmnRqG+yuDTl04jyqpuG6Lpcu7ZHLSYiiw8mTXubnk6yvFygW5/B6+ziOgGFANCqh60lU1cdg0MfrTZHLtQiFRoM3TRu+KwTozp02uZxAuz2FqspUKjFeeqnGL/1S6CBU6EOwvq6jaaMikoLopVDoMz832ua47xgy/U6TnnmdmZhFfr9JJJag1lFp9CAgblPr2/jQObUQpbw3Q0J9ncygx3JaRjdFZGHAbGJAJ9choEZZzbmocoL55CZTUQdJMpAkyNUlEBQiPhvcMDMJmUZ3h1pPRlM0bAc0wcG2TaJCl9eef4O13DQr8TYzURFZ9uBR+qxM2OSaNgPTJOyFni5yeBJcKcg3b/bYKUkMpTOo4RVazW2G1jHm5r7ExsYalmVy5Eibn//5BxgOh9x8fkBj/yphj4UvliIUTPDm3TJG0MavNfH4FXJZEyWWZmftOn6riWiHCEku7qCIyxFKpUlu385z/PhHL51zwA/OYOAiSRKSNPo9d10P/X6XSOTH26+fFPb2qty+rWNZNoVCl4WFGMPhkGsv/3tOzLaZEBu8mNEYDH4BQegjCF9gMv4cR5Ov4JloMRNao6sHeGTZS8S3xmw8w16ty0LKZCLsMBEVEF2bVg/8UQj5RpOWQS9EfLBXg9MzcDUzCi+9sA1HJ+FWC1o9iWwjRKF9hkorzrW9JPn2QyytyHzhC7PMz480Alz33RMy37t8wI+eH9o4FAThF4D/HlCBeUEQTgP/yHXdX7jPffvZovgtiBy/56ZcQftoNQ6/g+QH14ZhF5R3ewymp+FP//SjN3HAAd9Lu93jypUuZncLs9+l02ugeQTiQYtwUEQQgkQ1Exe4s2egKjJX7lSYn3Co9Mp4SRIM/VXU70kfnJ5JsRCyqVSyJBI+0ul7h5DeC3Og8/CDCp1emUDAg2UF+e3f3sFxxonFmqyszLC2ln07R04QBOaPf4ZOu8142qWtHqH02n/LiYUktWaM1+5qTKT9bL3x56wcn2XtUpnZxCH0YQQpuMdwKFDtDGmXoT9wiPhUtrc9uGKZiM+kZIwzsFxwBIK+ErJokQgqFJsGmuKQq4Nfg2YfVEnCclzqnTaa0qOpq+zsd8n3AohKjNmIyXDtH1PNTjHwPMyRI/N4vSpvvpnFNA2c+rc4PlbmSDLB/u1vMHXiS+zsVMnlxpHlUW7P5ctF0mmDTsfGsgLMz0epVGQcZ59ezyQaVbGsPtGoQizmI5O5gmFIqOqQhx9+9wyvIICugyi+87oZDgMMBoPva8Qf8MGY2glq7W9imkPqPQiMj1Q4O+02vVaN6RAEfF5m55fJb3uYOHYCqXMTx6rhTSTY26gzn+oTJUCnNkd1x+DKbpWJiIM+0LmaEck1ZIxhlFw1hlcdcHQii2UPsewBYZ9CoalQbNjoQw9eJY3DBn7PgKDXIBV2uLor4lWilFpR1IxLTA1Sruocio6Rr9YIB4boQ5FG1+TGbpFUWKbeFQl5hhRqVQqNCFFNxzt5EU9wHK/wLI45YLO8zd3Nn0eSFQYDgz/6owGKcoMzx4NE1T6BQA+/1Odb377O2MQhxgIwcCaYCTpYxg0KuzqD1uNMm9t45Q4aBnfLEQqNIRMnlpFlhU7nI4rAHfBDMz8fZmeniKqO47ousjyqp3rA96fT6XHxovP25JGm7VAu36JW2uXwRIOZ6Ulu3dplKaGxlStiubO4bpuUf5uE9zrHp9Z4cFJkr+bDdWY5nN4gGjBQZIN0FPINKLVG6Q1eCcot2K6AYcIDcyOP4UQUXrwLjT4MLQ9DS6RvOlTbGuulR3lpI0rHfQDDOU582mUyUOShh45w9KjJgw/GEUWRuTmbbNZAlj0MBlXOnDl4T3zcfJiw0n8IPAi8AOC67jVBEA5kBj4KrgvlF+GB/+Gem3NFlZNHe/ehIQG0+KicxT2Mw83NkeTwwWT+AfeTS5eq2PYU6cSbTKaTrK7dQR76sZQYtmzz+NkxXr8mkQx7MFSJ9WyV8ajL0qRKOOjlZmMLq7nGQJ1Dau3g96gU2hLjh0+gahpjY1Fu3Mhx9WofSXI4fTr0gSGL2c1r+M11wqqE3pHxp57km3/eQRBmkaQk9bpJNltg4d1pcwiCgD8QIHPrW2idG3iFHuVCGYEwIaGFz2xCc4+r336RbmWZvncWSQjy/A2Ts7MSimSSDDhkTdBNhzNzRRzBRhEDeNQCoiCQqboUOhZ+xcO5BRNFlqj1XBRZwqM5rIwrdA2ZYhtq3S4Rv8rpeR+RoMJex6JrSoxHLPzJOObQ5HbuIobxCMGgl3PndAKeN1lcqbAwH0eWZGYTDoXcFq1W4G3DcPRZQ7TbfSYn/UhSmWTyMIrSA6pMT+dZXJxkOFTY39dYW9vmoYeCfP7zIcLh94apHjsW4c03N2g24wiCwNiYRSCgo2nJ+/OA/Yxx9Kif114roaopNH+M8enPUlUUVosDjIyD0fgjHj9pkJK3ubtdJB72IapBUhOLTCYswgsjA9JxHLauv4rAIoOBiiVE8Sk2IkMcZ4DjCGhKkJZ9hp4xy2xqjaEzRBZn2SiXiAcEru/2qXQd9ivg9bispNv0jRaua2JaEvGAxEraptapkwxpbBZS5NqnuJx5nLHw/4i20SYWaGKYQ1xX4VceVbi1J9EbiEiiTKOrszBW5ND4LuvlNOOB64S8JoVGklRwg3rvJpvlM6iqSjR6mKtXy4wH73Jq6TDf+vo29a2bhL0ye1mBpqEyl9rGHIqE5W1mUiY3tn6bxNIMYV+ETFWiaQcITj9CMhlD19skEh9miHTARyEaDfLEEy6bm1lE0eXEiYm3hcgO+GAqlQ6ynHh7eXJynpmZLJYeRs+kqJbXWRmr4D/SJF/dot4/R3eQQBXrnJ3e4IF5C8dWaRv7zMQ2mYhZhL0O+SZMhEeCMuUmNNqg+KA1GNXAXR6HlgH6AFQZLm+BIoW5srdAxBfl1Q2B3cpx8q0lAskjfPazKxw6dJcvf/kwc3OTWJaFoihvh3CfPz9DIlGi06kyORkiHj8IKf64+TDfuKHruq3vicP/wOk1QRD+FfBzQNl13eNvrYsBfwDMAbvAr7iu+x69YkEQ/irwf31r8R+7rvs7H6LPn2zaa4AAnnt7PgoljScfbd6fttQo6CUIvHvk6/dDMAj7+zB7UFv0gPvIcCjRKb2Mz1gjX9xnKjykPIzgBD7LQKmQqdY5/sBT7NcsWs0GaBYziTaWXud2sY0jtrn2zTKp5cfZdzS8qROcefhprl0rkMlIZLMl6nWblZUlwuEor76a4+d/3n/PUgmGYaDq60Sjo5nIOQ/cXr+EbZ9nctImk+kiSX5arTqHD79XOKWwu8pc1ODaToOVCQG97dLTTTxCi5Bkcmg8Aq7OZqZGI7vLYnIcv9VG02Lc2LdYGe/hIhMNuIS8QwS8CGKQtl5FVUJIcofHFhR2qjLFpk2+YY+K3nsh6jcQEWn3RSxbZrfZY0UVqLaGrEyIdHabNHsLmGYXj0fE49U4tuLFsm4zMZHi6acP06zmiA9rKMp3VF9dRFEmldLY2+ugqiOZcFGsE4mkUFWVX//1Lt/4xiXa7RaHDgU4c+bnkOUK7XYOn2+WZPIo9XqL/+l/usMDD4xz6JDK4uI71y4aDfKbv3mEb31rlW5XY3w8yPnzyYOQ0g/JxESMZ57pkc/niUZ9pFIrvPJKhl5/hX63wrjkUsjp+ESHI4kWXcFDJCJyqdBgLPrOfel1GviCEvuFmxRKHhzRQzruQRR9yJKGKzpE/UNU6w1qA5m6MI1X6lPpepiMWAS9UbbLAotjEWbiA7ZKIjulPF61y0JKY2kc9qoD0lGZ/kAkFWzT7N2i3JikbfwCX7vxJLXOJv/JWY1PHfGB3aXWdjg2DTczKrdyY5ycNYgH6ozHZQL+BkFlVHrD5/UytLM8e+t5vN7TTE05KIpAIBCg1oQdJ4c0VAgEFun3a9S7AkP/g5SrX+XYXJ9TswFqtTKzYxKSM8AbniEliyxEF6n3qkQH/z/8IZGQ93M/vhv9M0w8fmAQfBiSySCW1UCSkti2xa1bG9RqDmOpBI3qy0ySxVRtZLXNX/9siZ3SDo47wbXdXURBp6u75Js6ycAASTDZKsJYaJRXqL8le9HQwe+DiQggjGoZdgwIvJWiPxWVODyt8vpGGEE5zuVMkLuFJSRpiWh0yCOPDHn00QK/+quffTt0+N7q1gfCZT9OPoxxeFsQhP8UkARBWAb+98Br3+eYfw38z8D/+l3r/h7wbdd1f0sQhL/31vJ//d0HvWVA/kPgHCMD9E1BEL56LyPyJ5r9fw/JR0fxV/egeL9KWcBbojTFe26an4fbtw+MwwPuL8mkzet//KesRBxC8jh7+T47/QnmTz7GtH+NtcplzkyNk1yaw1PPMa6WiPoMJKvNUszg2TWHZNTBm/8Djp96mnyrwpsXExTKp3BdgWvXdFqtMM1mj/n5DpOTMTqdHrFY5D19cRwH+XtsEr9PRZJqyHKEyckOllUlHm+ysREhm81w9uwYHs9bdRAdE1EUCYeClDIN4moPxe2S8PVptAc0GxYd3WExDC07TVC8Tm5YZmXMQZMAV8SrmBimSNjrYaMUYCIi45EFZFHA0B22KwNaus7xSQ+WI1BsaRiWwMUtlVLLYTruZSIGtqMSDwqkIjK1XpjmIEG2IjMe1FECKrPLZ8nULf7CXzj2dvhmamKO3ZvbpH1NBEEg3wsxd2IBURQxjAJ7ey0EweGRR8Koqsrqap5iUeTcuTjJZJxu10OlUmd8fJxSqcqRIxN0Om22tiRkeR7bTnD1aoNQqEkyGaHb7fPKK2W6XZlgMM7nPjeG338QIvTDYhgDXn45T6ul4PNZPPpogkOH3smFu3OnRT7vx+jnCC3p1CpdZhIWki9G3Q6iJBdZmo/SU2cQ29sMBzp//s0XaDQmSHnrjMV0dso63f4kU4E+stRnLGSD6+fQTI/MrVuEAwFKtTi2o9Lq+6i2hyyNSygSDEwJr+YhXy9xZDJEo2cQ9hqMRcAYWoR94FGHLI+JzCX+hOOTr6Ao4whCknTCxTSLRHwiNUEgU1EQJA3L9aIGgrhyDxsbn9yl2uoRDXtJxAPUOirjU1N0tSzLk1VWIjeIKjLR+BIXrrYQaz129jwM9CRzk2mMYZ2twQnitVepxUSahpdQUKLah9noDAXHQyxxmhVhF8FqYSPTzb5ObGz27YmmTqtBq1ZA9oQoll1cV2BlJX7wTB/wiSAY9HPuXJ/bt/e5c6dIODzHcOhye9WkUZ1ES3YZeqK4ToZooMwuMgI9ZhJNVnMeis0miWCfmH9IyDcKagt4RrmDIS+s5uDcHOxUYXFspD46nYBsA9IeaPcFbuV8aLIHn3eW5VCcZCLE9HKA1PQ0iYTKmTM6v/zLDxwIPX3C+TDG4d8B/gEwAH4X+Cbwjz/oANd1XxIEYe57Vv8nwBNv/f87jMJU/+vv2ecZ4FnXdesAgiA8C3wB+L0P0e9PLru/B0v/xT03uS6UKirx+2UcqhHQC/fcNDMzMg6/9KX709QBBwD4/QKyXUKRR2qC6cQYq6sm+8UlbHyMp9JETj6A1+9n+w//Pof9Jq2eQKvpYlmA5OdQGuIBi3Z9m+mxw2xs30QOPMTdu3l6PZdazUBRKqhqmrGxEoHAvXNUvF4vRStO2O4gSRLl5gBPbA5db5DNOgyHDqq6zuzs0/T7EsXtl+ls/ympcRk1eoiphePsZTbIV3pgDPH6HfyqyHrWoW9YVNsC9Y5D2Kcw7N4gpMJU1EA3bCQNfJpIriECErdzQ7p6mK6hcCMTYiou8MjygOVxyDccnrut0+j58ShBBLdGxKeyXxPJN2VSIRtJSrJVqrJXVakbATZrR3hu/ZfZqF9jakxjcUnnL/2VZ96V1yeKIuPLj5LP7eH3+phbmMK2bSqVBlNTYQ4dekct+fnnb3LlikoqlcLjSfCnf/o8y8tPIwgi+XwGx8lz4UKCWq0ELDAzMxIT0LQopVKWZDLC66+XGQ7n0DQwTXjjjV2eemruR/ew/ZRy8WIRXZ9D0wRsG157bZcvfWkUwpvL1cjnodNRkKQV/vTbl3j0lIo+SLLdFpk+tEBqbIzdmsT04gN89U9kLry2i1hoMZ0wyDRMzMGQbKPJ4kSSG3seWt0qMb9Cy5AJa17OzimU6zJjoX3u7LnIssxKWqdj9NFkG9OWeGihzUTYZTwq0TVU3tjUqXdhLAzJMMiCy0zCxqeZaEqT/foQ27XRDQ8VR0MWRTLVAdd2kwhilPVajOPzOVxLotcH2wlQalpc2gakGl3nKI56lsNLTZ4+nyeZTJJOi2i+HJfcI+h6FEG6QMTbpFK7RsZ5lE994b+hkv2/owvrSD4PlmVRdca5uBdg/tyvceulf00qfAdFUQnHp7hbaDMcDlEUhUohg1C7xHhQ4vlvFyhbTxBKHGV3d48vfCGF1+v54Jt4wAEfA3NzSSYmTLqtHNdvbnB3bZyIfItm5SYt/wuEtACaUKY47JMKDkmGB4yFLXYrFlPRAZUuvHgHnjgKU3EQGHkGN0sgClDrjsop7ZRBFkdF7duGxu19kY6ZwmEcr9phafYBfF6FrWKJ+dlHWDl9GgCPJ3tgGP4E8GHUSvvAPxAE4b996/8Py5jrut+xUorAvXzIk8D+dy1n31r300PlNRi23leMpt6Q0TQHj3afEuO1GHS377lpZgZuHFSsPOA+c/Vqjo51jI1CG8FuI6hRqn0BfetfcERaYy7uJXNlFXxzlPZvI4pFFie8tK0Q7b7FXEohU2ojCj7CIYl6T2B6KsYLVzZ44w2TUmmSavUWuh6jULjEL/7i/PsWsRYEgbkTT1LI3ME1B4SmZtnY6hMOn+Ds2dEL68IFicFAx9L3WIjVqRb2OH5Eot3bYv3yJprQx+lssFt2iQYTNGpNon6NfH2A6Nr4VIdSS8NxexxOS/gUkYBH4OU7JhGfhOPKTMcEik2Z1Xqb524f5VrmN/hbn/tnaIqf7XKfVAiOT7vczZvE/AU8ik0qItLt+8lU+1i2j2TQYL0QQFE9bNWnuV1cYSJuMTv/CJHEGeLTGywtv/vncmOjxLVr4DiTeDw1zp+v8cYbOrmcwNrabebndX7jNx5me7vFV7+qsL+fxrKqJJN3gTksa4iqeqhWR7PUsZjEcBgnk8nz6KNzAJhmi2TSD4BhvPsVo+sHuUMfBl2X3jWg+u7rms22ME2N/f0KpmnQ6Uyx7LowjGIPK1j5ElpMJD7/CKurBSxrGX/7t5hP7KOJFq4Nqj/BamaKzLCAJonIrogmizS6YcZjKdqdOHX9GM6wSNR3lQeXQoh0USQJYzAAHNqGhN/jZa8aIejNYg5hPAw+DVo9WEmDZYMqu7T1IctjJvWeQ0ATKTYFdsuQqc6SaX+OOzk/J+Z85Dq3SEoGvXaeStNkLubn8UNddipl9roPExQL1KoON29lmB+7gNAS6Ft+HP4a3f63+PRSnoE5JFP38thsHLPx+3zmc0+zlT2LJNVpVXc5c24Rry/E5tqLTEd6xH0uHs2iWMnQ68bI330eTdVoN8scmwtSLDUIeidoNTeAo8jyDJubWU6c+MHqhh5wwI+SXrdDbeNbzHmy3KpYSM0aiXiFufhLzCYD7JZb6HqdiXCNx0/Y3C26NHvw8DJIImgqpENQbIPjgleDVHCkSlrrjtrYKMFMTOTyjkAqHCEeTHIjO84bu2c4umhzbqpOMgGSZBPoVohMrQBg2xaRiPMBvT/gk8KHUSt9FPiXQACYEQThFPBfuK77X37YTriu6wqC8JGsH0EQ/ibwNwFmZmY+yqk+PlwXrv99mP01EO6df5MvaSTj5v1rU42D/uo9N83NwXPP3b+mDvhk8eP4jjSbbVx3BTHcwDI2qDamKdavgBvh8aU9Hjo1SyDgoZ1/kZJ5gwfSTcKyl0bfRvNF6DbqqJJNXpcR2wFifj/+uWOkxk7jXi4w5ruCpTgQOYsvOM7YmMDenpdDK1W8Ph8+33vrhoqiyOT8se9ao79r4D0YtLh6VUezdxDGdzmR7qCpCfy2jVS6ik9qMDZmQVUik6timQ6DgcORiRBv7jgEPG3CfpOh5XI7C5GwRsA7pKeDYdn4VIgFFGIBD9XugC+c2iDiXSBbG9I1TOJBG9sRaOsuDy2ZNHtwfhH2ql1ETI5O+bm1P6Tccjichq5lU2jsEcRDUK0z503S0EUc5905l47jcP36EI/nO4PYIF/5yiW83iVeeinPcHiGTKZEvX6TI0cmqNVERDGApoWo1Vr4fDazs10ajTLtto5hpJEkgSNHIszPe+n1NolGE5w4oRCLxVlfz9PrFdC0kepgt10kmaoyKq78yeOT/A6JRh1yOQvLGrK310GS8uzsaMzPJykU2tj2YZaXNVzX4cYNnfHZJUKhKK7rgvgGsl+m0ygxHPppZL/BgzN1MBO023nCngK75R7z0RKH0x0cp01Xl+joNkOrxNXtMqXmISKeNpq/TdTbYCYh41EG5Boufo9EtesytEW6egjDFOno4NMEHlpy8anw+gbsVaHVB0VxkAQR1x1S67pIooBpyUzFQxSaLUz9JhLPMND9bBcVEGNorkNYKxDx+wn7AswnbK7v3+bIeJaCoUHtGrIWQ4trJOMRrt/4AyaiHjZyBtagRSwKmvHHPPrgryJ2rhBzDQaRkzx+7p0ciuLeBVRfkqE6wBx0aPZ0fF4vi0kbQdC5sbOKMX4SWRZxXJvvDJ9s20ZRfvo9IZ/k78cB71DP3iQdcelodZz+XY5Ei0guzMYFYr4mDZ+LKjWJBS3yTYgHRkKEuglDe7Q8sODSNhyehK0i7NdhMjpSIi21wLREKt04AkleW5sgGIzzys4jxKYe4djZLWYnqhj9CrhNDj36GbxpCV3PEo06nD37yfz9P+DdfJhp3H/CKNzzqwCu614XBOHxD3GekiAIadd1C4IgpIF7FeDL8U7oKYxGFS/c62Su6/4L4F8AnDt37pOvP+26cPMfwqAK6Wfed7dcQbt/+YYwUis1SvfcNDcHa2sHiqU/rfw4viO27SDLGg8+/nn+4Pdsbl29xsqYRtK3TdJTo9kQUdVJjMYahf0OU3MORMPEIx4yW13Gx8YJR1QEucvNrMCh479MevFTiLJGlG9zdGpARAzRbG+Q0V1mZ6foFW+g79ZwPT6q6iIzK+c+sI/Ly1EymSyKMoVh6KiqiaalaVRMCoWbPLIymunsDGTK+R20UAuv10a1y7SaBqqkUO9KlJt9JhMCjyyplNpwZVelZ7qYLnz7ustiUuLUrEux5dDoDsg1Bzy4JLBbbiGJf4Jr22RrBhIOrgAxH6gSmEPo6KO+Lo2bXNsNEPRpaLKI44rslTVOTBVJBkp0rAKbm7Mkp6p89rP/5buK0du2jeO8+yffsiTu3t2nXk/S74NtB7lzx0GSdkilzlAolDEMFa/XZHGxSjp9iHxex3GqmOYM3W6InZ06J074+NznlohEggwGJl//ehaYRZZjvPrq19HMDGl/g4Qtcfdqg8Xjn8YwDPx+/ydGmOaT8A4ZGAbl/VsIuIRTSwTDUQDGx708//w1XnqpgSy7fPnLp/j2164T866yn7dolldJepqEgxpnjqhIUhDDGOCat3nsdJWY18fu3i021n1UsjdI+lUiqoBHMdEkmbbh4zNHLQJaBb/q0ugp9E2Tctvm88dcvnz6Ta7swk45QjJisFVUGQs7eCSXgSWTDqu0+zaFukCtZ2K7Xr5w0qDQHCkZziTgbh7u5CAdUQl6VVq6wHjYg6aK1Lpdbu93eGDW5fjUHi/f/SqZ2gySI+AVS+SrJhP+OjgKtq3jV2E5kWUqrKIJSyT8FvVmlVw2RLc7RC/sYYkRJn1Nlhc1iq0+RrvKndd/n6MzGoejQX7/xdcI6+fxaDJ7ZYVCYcDcbAo3mMInBtnv1Dj/4Om3J47G0rPs58osLc6AlKU1PE/I6BGJlFhZmftxPC4fK5+E78cB7+C6o1sgCAK9bofS3l1UVePu2i63d79NQOkx67+NqRSRBIGgx6LYaGIMXCZikKtBqQlRPxRbMBmDTy2Pxn57VTg5O1IfHQ/DiWl4ZR1u7YMkQb4+S6WTQlPnqPQnuVYax/HM8cQTLp/70kNIxk2sfoBAJMn00Sfw+d+rYn3AJ5sPFePjuu7+98QM2x/iNF8F/irwW2/9/ZN77PNN4L8TBCH61vLTwN//EG19srB6cOFvQP0ynPrvQHz/25AvqsSj96HG4XeQ/eBY96x1GAhAJALb27C0dP+aPOBnl2g0RCSyy6VLLs+9EGTSbyOSot0dY3X7jzklNGCwjuz0mE3IFKp1BnqbSt9PvafxyFiJVrnPVEyg67e5c/GPGI9JtA0V2S4QDh+l1cpiWQH81i7pBBxKVxhPxpAlmVZnh1ZjgXA09r59DIX8PPOMyPr6Ls899ya12jKdTotIJEnZfZLnbv0e2bpBvWnjtgqkxm3y+SxzcZdOT2azJJFvJJGELuMxk5tZB920eOSQwmZR5fqOzER4wGTcgygOWB53eW3dJREAn+oyETU5OlXhxVUv8ykN0zJYTLrkm7BVgsXx0SxuVx/lbonUCXkH7FcHGN4Ax6ZaJIICYb9Gf3CLk1Nr5J0ZXv7zM1xLPcTMjM2ZM2nK+2tITo7B4Ak0zYNhNFCUJrduNdnbixEMukSjKr2eys7ODr1ekFBohqmpHocPT/HYYyKZzF1u3NjFMA7T7+9TKHRYXi7z1/7aCSKRkdLp2loZQZhDEAT6/SGDTpiVcfB6TlEpDal+8wVeuRQiGF7G693ns59NEgi818P7s4ZlWeTv/DkzMQfbdqju7iHMfw5/MMTlyzqDQZLhMIXrRnnp2Wd57HCJnk/E7bhMuc/j2A9h9zvE/SWKOwbq8A7TkRz5rXnK/lnqtSRWs0SnNyDX72JFg6hSkFdWRVw3Tre/RUCziPhkKh2DRsfiqWMOk3GJgQVn50T6gypPHA5yO1ul2bNwEWj1fAS8YUrtCS5vzzKT3GBlrI8kgCLDxc2R0mGrB/OpkQei1pNo6TJdA0R6LI31MW2HI5Mug2EWRepydWePui4hmzYLUZtiwyDq9+E4Ns2egEcSiHptoIkmB96asJig0w6hdweUOwPicxr1vmdUH1TtMRsoExSCrK51SfsE9OpdJH8Su1ih1Zzmhq4TS0U4++DDLM9OorhrlIoFhkaXnqXin/siOdPg0GPnWRE9OM6ARGLu7QmO1dU85bKDpjmcPTv+vuHtBxzwUbhyZZ/tbQFBgGgwQ6jzVWbiLjuFAX/4Rw6n0+C3bjAR3qHcMmj3R3qHhSYsjI8USCUBViZGRuJfODsSm2n0R++ZsejIYHQByxkJznzxlMSzt7yosgdVnSYSnONuKUZTnOTzf/HLLC4O+et//dhbkykL3+cTHPBJ58MYh/tvhZa6giAowN8F7nzQAYIg/B4jD2BCEIQsIwXS3wL+UBCE/xzIAL/y1r7ngL/luu5vuq5bFwTh/wFceutU/+g74jQ/sThDeOHLIHng7P979PcDyJc0ouH76Dn8Tq1DowjKey3AxUW4fv3AODzg/iCKIjMzAn/n7zxLq3WImKLikTqsTF1hJS2wX7NJShbxUJxOM8uDcw6FpsNcQiDbtMiXeywndeyhSiogoXKV5s44E7PH2FQ7hAIDwuEErXaZzkaUZm0VddEhk6kiihKt6jpisUs4Pk505kFCkfg9+6mqMhcuVNjcPMOVK9sEAg/Q65aYnfFzcfez2OE0aeVFpPjPsbb/71mIiKxmJcrtIccmh0yEK+zXvby54+foZJ9ziy6a7OLXAoT9Cl5lgIuJV3UYWFBtj3I5pmIQD4JHtvB7OgiCjE8VGFjQMVyydYj5YTAcCQNoysijWO/1mI6JuJjMpywyFYewTyIVkFgvyYS9OvRuMOg/wN5ekmH19/jUySh/4VGHFy7/Lp7YkxhGD10/Szh8lV7vDv3+NGMpiwnfH/PE8Til1utc29kDHNbW4uztiQiCH693jkoliSQtIIo7SJLBzMy9r2uvZzIYWLhuGEEUkdAolQNYrspYOgyEuXp1j09/+iBMrVEtoplFchs7eGQbw/IzUGfQlk7T78O1awadTnRUasIo02h4aLUKyHKcgNLlTnYPF5vxlAcn/w0eP7mIOjBQ29fZ3O/iD58jyB5zqXEy22fItXLc2J5CtsOcnL5Do+9HUwL41Q4bBZugx8GjgCKNFH7jQZuAB67v1ZhPQrUj4LgCcwmHW1mLameM7sBPoe6wkrDINuD8PIhApj7KXwp6BGTJRzIgI8kKt/YjpMIVbLeNLLr4NEBwkcUGS+MeTNsk4PEQ9FicnlL59xcqZKs+fB4/1Y7M8oRNW29T7czQM6p4vAqdQZBiK8iUf496q0mzF8ARosRiKrl6DX0gsFOVWJqIUO7FqbYMUrE0U74Z4skVNkodZk8+DcDl51dJWpv4vAqiZxzH6jK1dOqe9291Nc/du1EUxUu77fLcczt84QsHg+SfVCzLorh7G5wB/tgM0cT4j6SddrvHrVt1XFdgeTlAKhX5wP339yvs7MTQtFFe986Vf8uXH+hx9/ou+cwGcVPHbZuEIm0KDYOz81DvjQrWxwMjMZl0ZFSPEBd8Kgyt0XtGFGAsMhIPy9YhGQLwspAc4vdIJMMil3cUOlaISjtGOhHg8eMKi+cX0bTcgdDMTxEfxjj8W8A/ZSQMk2fk3fvbH3SA67q/9j6bnrrHvpeB3/yu5X8F/KsP0c9PJnf/Kdg6HP+/gSB939338/fZcwgj41DPQ/C9FuD8/Mg4/KVfur9NHvCzy+/8zibR6C+xu9tmt2zw2Mq/JuJr0zM8hAIrdIw9Et4y82kPHp+C03LIVCVss0enO0BLu7QHLh1Tw+Ox2Nns0jE8ZFs+EjERVZVZKy/RHwZo6iu8fOGrRP0y8dA+smAzf3TIbMwis/sqwVM/TyZTpVweEAiIHDmSRhAEbt0qcvWqSCYjYRghlOG/4disw/FZhTsZm0w2iatEUJUYfeYJGzqlXh9N6jIfB5/ioa0LGKaCV3PI1vo4roomGYwHejy/qvEFj05Ac9gsjQoGexRo9kcR5j4PnF8U6RgWmwWRgaXS7sNkdEDEBx5tJBagStA3R8blmXkvr6x5yNYGzCUMgl6RvdqAyRjUhwKCeYn94kmiqWOMJSwEQUASJJ48F6foDsmVI/zxH9cYDs8zP5+j1XKJa3/E2SMJyqUhohAjoXV4/fUJpqcP0WpBPt8kHK4Ri00xGDQIhTokk8v0ej2CwZHn8NChFDs7GWCWaNSD6jcotyXido1ev8BmUWQq8k4+5HD4yQgr/XEjyRq1yhqHp32ATMwecK2wwfyR83Q6eVz3CNGoxe7uKl0XIsI10ukphkOBZtVDIHKEwaBFLv8mEb/AcGgiKJO0mlvsbt1kIPaYnjwE+g4J3xBRXaJ8XWMu3MAwHVynSKk5pD8YkgqOvAyXd+ARxUUS4M0dOJweTVQoMswmJcJekWdvSjx7M81uPUah7mM2keT49A5PnoBCazTglBiFowU0kULTBlegOxCRxCBDu4thyiMhp6aDILpYrstEzCYdFam2hlTaDmKwxy8+KFNsmiCECagWmcqAgM8k5NnklXWFeGwMUZXAyhP0hvGqMrbT5fWtPp9fPoPtr6L6DDwem/VqgEj6KOHANggBBGkUSRP09N6+J+MJH+OhRzB0nYjmodTdB+5tHJbLDooyUgYWBIFOx4dlWQcF3D8EW1sltreHiKLDyZNhksnwx9q+67rs3X6OuaiOKIpUi3vU3UeJJSfuazuGMeBb36qjKCN17ZdeKvG5z3WJRAJUi3sY7QKIXiYWjiMIAoW9Ta5fvkGve56hBmtr+wjlOq/pO0h6ieV4B3HYodVz8XoM5vwjI9CvQSoyMgIjfgh/Z70X9mvQGUDXGHkJV7Oj/8cifu5mZSZiNjf2XfZaXirGPFPT4wzkM0zZYeLxLrGUH3O4y2OPJe/rtTngx8uHUSutAr/+I+jLTz+2AXf/n3DyH/9AhiFAtuDhoTPt+9sPNfa+5SwWFuDSpXtuOuCAD4Vty2iaQCDg0G3XydXmcV2DmYSA0GxT7oVZ8/ZZiA0YzLs0BwG8YoGfOy1zNyfw/CrMpgQkr4dsM0ooPY2qeokmnyS5GGN/f0Bdt2i3kwwGQdZ7D3N0oU24XuSJhx+mVu1gOzYMOzz33FW27/Tweb2gTtJsZnj00Tmy2QrZrI9yOUqz2ebw7JCQuko6mKTo7nB1a4FhfJzjU0Nc7zO8nGmg9G7x8JxIo68ydDTGwhq3c1H8HpNUyCbitbHsHi/dhcmoRrun8ErVxKuAV4Ybe1DtwLkFGA6h3FLJVA1Ozzj4PTYucGUbgm8FF/hUWJkdGZU+DVZzJqlwmErHotX3ocgC8YANksxUdIAWEenUb9DrjeHzC2xuVXAcgVTSgxCWSKe9FItVZHmBdHoOr/ca8YiLadZoNafQ9SFrO/tkCjH6fUilgvh8AwzDi8/Xx+8XmZz0Mj8vvyt8TtNUvvjFCba388iyQDA4zv/4T1o4AxvNcxrTDRJqj5HJ5Einwxw6dDB4BgiGI+SlGJ1eG0mEtuUnNZYG4KGHUmxsZLh5s006naZaPcp+P0A316LRLnFj68scnunR79WpdD7LZ46+RqFoEArWuVtzUHxx7K5FJ/P7OGaAoHeGYjXPkTGRvjGHR3V4YE5jYHfAlXhj0+ZQGpJB2CtDrgmNjsBcQsWjDCg04NiUhSSqdAyB6cQ8fq/Ep5busrrvZ2iOJkHOzI08FT515Im4nbVZmZCpdRRu7ouIaLjCGEcncyyPj+Tya12YTkhMxhSyNRdck7bu4DgwtFw0RWSz1KLelZGkIBOiQczf4+EVD6vVSxSry8Q9IgN7hkFPQBSHVHQTWzlKT6zzJ1cNct1ZQokZjkUK+KNj3Li+SljLMux6iB9+8u170u3pNJpXCagW3aFAY7jyvnJKmubQbrtve09k2Xy7yPcBPzj5fJ1r1zyo6kjA/uWX83zpSx48Hu1j60O/3ycqNxDFUbh7IqKRrWfuu3GYzzcQxfTby5o2xt5eFrNXQetcIRFQsW2b3Vs1HEFBKv4Zh9wNbmz/U96462Fs4ml283vcru5yNF0lW+1xJ9cn6HHJVsCjwnJyZAgeCY8mdibCkKnCQgIKDXCdUb3CSgdEQabQknlza5Yj0z5OzNqongGyKmAmlpmPHydf9mDpEqeXXB5//DhbNR+HHpg/eNZ/yvgwaqULjDyHDzMKSX4d+D+4rnvv+ggHvEPua+CbvqfH7v3I5jV+/vP3Ua0URp7DfvaemxYX4X/5X+5vcwf8bHPuXIAXX7zLcFhnaB+n0NrGq8WI+C4wm7TI1g5jOifYlKe5+8YeR9NvMBOL0B8YnJiTePH2gNW8SMUKMZCmSSt+Ovkad3NJortFNG1ILPYUtVoVSQrT7sYZSHMQNBBFHceBarXDi284bO3eZC4qkg5r6NYum+tLPPKIiyQNkaQ0um7gOBDz3STlrTDs9jm9HOVOcZ2dyl9C9K4RVk3mgzbJUJiOqZEODGjrsF8b0OofQ6BPImiyXTTpmyE8soAgtIgGehyeGuV6XNgaGYWN/mjWNqBBwGOwkIKdCliOw1RMwK/B1QwcmoCFMWj0Rqpy5Rbc2huSDFVxXYfJeAS/ppGp2kwlFBoDkZlQigWvDTMOz1+RmY36EQSBF6+1+bm/HCTg1RDFDYpFF00zSaf97NdE/M4OGLsogp98bZJWK4woZnGcKWIxgampFqq6zfz8AvPzE5w+LaNp7x64qarK4cOTXL26z927Uc4/+KvcurWJKAY5uhQmHK7Q6zV44AGF+fkfTbjWTxqKouBLn0UOtHEdh6Ag01ZHg9GlpSRzcwV03UUUE2xsFAmHf41s9gKSVwWpx3ohgWU9wnBocmGzTke/Q1DrMpuOkhAmWUgbSFaQ/VIF0xwwHj2D6N5hIy8xnywS9LXw2TZeFTR5FPK8Xxupjh6fdLmRVSg0ZZq6Sdjjsl6E3sBiv+5BYI/x0A1iwSF+TaZtWOgDqHeg3BzlLzkCzMQF7uQtbNvLZMwk5n8T17XYLoNlC0xEJEotUCQPjhtkOBTYKbcJ+3vYjkjQJ+Eg4lUUAh6DxTGHqG9AyOvQMgcEQipr/m2y+RB+XGTJR9/U2a8u8JUXg8xOT6KoM3iTS5hum9hCGl94jE+fWCMgG+zmemxfeYlmQ2d6dpzi9ioVY4eji2OYrobLyKt06dIe2ayEJDmcOuVlbi7JuXNpnntuh3bbhyybPPhg4CDM7kNQLPZR1e82weNUq22mpj4+z5Qsy3SddyIaXNfF4f4bP4GAhmX1kaQQAP1ei3b5OlZxh4Snw7A+xEVEH8TZ295iVrlGWKwy7dnDGnO5sbNKr+6nHdjhjjOko4MsjQrXi/LIU7hWhIgP+gPwKlDtQqEOogtNfVTLsGPAVFxkPa9xcfc0px84w/H5CjNh8Po1vN4ms3NLSImj+PIqofFDRH0mVbwcPnv0EyMqdsD948NM2f4u8M+Av/jW8l9mVJT+ofvVqZ9asv8BEo/+UIfkiyrJ+P3MOWRUzqJ+8Z6bJiag3YZqFRKJ+9vsAT975HI1slmD2VmDXK7CYBBhrxbm0LiPqZiPgGYxHmqy3TzLXqNL0LeMX90kGerR0ov0LBFNdekOY/zmL3+eixfv4MqrvLgaZ3MjghJ+DMPYYGLiEun0YQqFffz+Apq2y+GTT7BWeZ2lqS7PvykhhJ5iNvYfUOQZyqUWC4thGtUMgnCapaUJXPcujjODaYrk615E16bXKFAdGDjuCorqoDh7LAdeZiXWx+rZtDsOdwsyezWLl+8u4PdVEeUouUaXeFBlUBdwXIeA5jAeHeV1NN8SB/Cqo2W/d2Tw+T2wmpM4NukgCqP8wrEIHJsaKT1e24Ujk9AdjHJGTs1BW7fB8VNpjwREyj0VxTdGWIzz5q0qpz9zHisYxJP4ZTK9Mmvr+xjm4/zzf56lXC4RCh0hn2+h6yJrazdZXvo8+4X/FcWOYgw1IorKas9gMKhRqbSIRvfxeCb5pV/6LF5vi6efDhCLRd73/lerAoqiIooigYCPwcBLo9EnHoeVlQjz86mP50H8CWH62FMUtt4EW0cNTpKeWaHb7fOHf7hHNrtIPr+L697m9OkQt29vo+sKpllFkkrAGJKUIRCIYApPcWs/jFcNIYq7hD1b9PthsGU0bwSPqNHW+2SKFqnANoOhSK4OkuSyNAbT8VH4cjoCiqxxKyvy8qrMqTk4vyAQ8QusFx0qbYlUUGA8UmI+1cQjy7y+6TIZlTDtkdLuRhn6BsS8IktphaB/yN1shbmUjiAouK7LdNzFFbw4DiykVN7YCiJno6hiF78HpmMCvYGNaVm0dIfVfZvHj6qossGxKZv1ooNpuiSDXYKLPipdD9ulbZIBm+1KEFF4kHIhhCwfYmamy8REnkJB4epVgZL8Er/y+Dg7O0MCngZHEl1ev3YLZ+/PoL9HetLL1ds9Vk5/npg/zPp6gVxuHEUZTYhculRkfNzA4/HwzDMLWJaFJI3qUpqmiWVZeL3eA0PxByQcltndNVCUUciEbbcJhz9ewSpN07D8R6g0buNRBSp9H1NH7x1O/FFIpaIsLOyzudnHtl3Czp/yqcPjrF7bx2uu443NU6t3+eOvXsDQ+2hL+zTcChORIW2/QNxv4tdyLI/B2bnRxOIbm3Ao/VaOrxfKbwWeicJbSqQ1yNdhtzpSKhWQmYpLbJdFdCfFb/7iUWYOeQj6Fzm7IGIObRrWaeq6TCD0EI8eXzwwBn8G+DDGoc913X/zXcv/myAI/6f71aGfWhwb8n8G5/7ZD3zIYCDQastEQvc559CTfN+wUlGEQ4fgzTfhmfevsHHAAd+Xu3cLXLmi8NprIUzzEF7vDqZZYSKs4vNYxP1NLNci4t0i0ltDIc1EcgxVMglrJXTDxOxZyKqfxw9prG9s8NR5H1fv5hCHPlbGqryxdQmJHnWlzkMPzbO0ZJNOh/jSl2YpleoEg6col1d46UYJSeoSd3tsbl4FIBpLsLS8DEA6HWFpSWF9/Qoez1GQQzR7SbLVPONpL4pmIqAhVH6HyakB/Y6B6roUGiKKJJJvpTk9L1Ft5bmzH6RpHCOkZCjWBUK+LjPxIcPhaPYWF5bHRrLgEzEw7FEIRq0Lw6HNahbmx1zaOvgU2KvD40dGBmSuMQozLbZgJi5iuw7VtknY5yHfVGgPJP782tOsjPdo2SYXig5PfHHIcNin01ew3YeQZSgUqmxupvD7x9C0ONVqDctKsre1x5QapztI4roQ9bsEfU2QjiEIMXo9gVrNx+ZmnfPnl3jppWucODHG1FQKURTZ36/h9Sqk0yOBmuGwQy7X5c03V5HlMLlck6mpKLquIAg1hsMpFEW59wP0M0ivXcc1yigY9Bsm5tgsq6s1MpkUluXB7w9TrVbI52+gaV6qVYtmM03IpyAIW5hCG9s+y2L0JZbHdjkxJ7FfbhFRbqNaJo6rUC47WE6cfHOKjvEwjttj/dpt4p+uMRaCS5ujiYl8E4qNUQjzrWyCoC/O0ak1JuMg4GKY0OgPmY61Ma0+Uf9IsCjklRiLaAhobFVapCNDmn2BuH+UV5gI2ByZMkkEBCZjLld2hpyYcXl5rctYWMG2BbzKEL86gapuE1AGeDSXYgsMU8QYKoT8YfShQVc3ePYm9AyXTx2GGwWLybTNZ08ZXLwTotmbYDx8h8eP/HtM9SgXN7NcuHCM3V0PHm3I0vm7qHqZV17OEI4eJyjr5BourglGo4lHDlAsyPTMEqX4bZInH6DdHpXnsW2LTv0Ow0GbYmGSufk5gLdzDG/dyrO6KgIqkUiRp56aPQi9+wFYXByn0dh7SwDL4cwZjWDQ/7H3Y3LhOLq+iDkwmAuFf2QG0QMPTHPixJBquUi4H0NAIBQM0asr7N5Z586tPRK00GmxuddhLulwcQNW8+BRu3T7IzXg69mR+NOnD42MQq82ikhp6ZBvjPbJNcAjQTKs8OoaqMosstSl3BbQNIFk+gTzMwFOPvAAq1mHS9kcEzEv3tA4oeQhJueWfyTX4IBPHh/GOPwzQRD+HvD7jMY0vwp8XRCEGMBPvJroj4rWLVDC4P3BQ6hyRY1EfMh9f5+oUTDro5IW9yijsbgIly8fGIcHfDQuX25w+/Y47XaEctmgVFKBOh29TTp8mZ5Z45GVAX7V5FqmQ9vQqXVLBL0OG3mRgDZgadwhKLRQLKi3ArRiXvSuS7+bYWgMWAyWUKQ4Ere59LrF4qHTTEykKJXaTExEuHu3yu7uOH6/yp07Js+uRnloWSMUHPDy1Qb/1V88Rz5fZ22tRiAg4/d36XQccKOsF7c5NNZFGqpMqDdo1/4J3riG35em3fGxllklVx8yGUuzMq4jCn2mYgZdQyDX6LE7OIJk7fHpwx1ARJJGs7eqDMWWwOq+y3QCPrUC9e7ommUCEA2MRAGmYqNZ34nwqHh4yDdSjxvaMJ+Eesdh6ELMPyAWEKn3RHyqj2TA4OZ+iqu504STYVyPD8e5hKZ5UNUIslzG7/XidV9C6G9Rrc3R60O12qAkjBOaex1JUBEF6A4GGOY0CKOcL9eNsroapNm8RCZTZziM8fLLMDl5nUTCTyh0CMsaMDGxy6lTY1SrLjs7AYLBZYrFN5Eki1ZLRpajbG/7ePbZW3zpS2d+nI/pJ4rSxgukvG28/jCaNmBv6xKFQoCrV7s0m15s+xAQBAbU6w6DfpsHZr/FZ4++QtLf5tJ2n2vlXRbGxxgLK8jk+cyRJvWOQ73dIhxMcXTKyyt3TbJlL1Ckb0aZSUQZOgl6gzwr4za1HqRCCvNJm4tbCU7MpHh9rUeubqHKDl0DppMwHoHZhMtGyeJOTmA8YjK0VXJ1Ca/q5fh0n3zDHtVLmxyyVXaJ+kcCGQMLBMHBq7k0uqOQt7nEkGsZG03QcIUq1jDP5846VNoOlg3Zuo9mV8WjlugNhsQDkAhAsQmvrkMsYpMM2dy5WWM6rBB0M8zPOCB5yHWqnJrYoNI18Pm+RMKzht1q0hpEETtXyOReBCWNGHiETi9PcOhFF0Sa3QDtQYxvr9n81aVxUimN3d0WZu11lpMDHKeOUM/SjUcJhEbCKbqus7qq4PUm31qOcOtWnlOnDgqA/yCcOzfDuQ8uT/ux4PV68Xq9P/J2FEUhGIpgNB26zSz7e+vUc1Wef6POfGSHxaRO12OTqY0iSII++PTh0YSiV4GZOEwnRst3chDwjkpS2DZEvZAKwMsbYFmAPMVOeZEL2xEi/sfJdzZYSG0Q9Es8cDxEIKbh9WjMHjpGavJXaTWqqB4/sbcExw742eDDGIe/8tbfv/nW3+/ESvxlRsbigXbzvai+AeEjP9Qh2bxGKnGf8w0BBBmUCBgl8E2+Z/PKCly4cP+bPeBni0ymR7ut0mw2yeWqdLt14ASKBC19yJPjDrZjIUsORyYFso0uqVCPsE8g6BFZLww5MgG1rkS11iazd5dKPspMTObBuTxfvxLBsX8DiwJ+WaHd6jIcRun3x/nt397n+HGLTKbM4cMpFheTrK5ew1U+Q00JMVQkTL3Mf/x3v8et1RDZ6gNcutRC18NoGgyHbZYTGxyd6tHW2xwZ6zHuz9DRe7y5PmQyZiJJQ45NB5mOVon6bd7YgOlUhNV9ncWkjKf5KoIUYLPUIqTZtPpguyNDbzLqcnJ29GIvtcCvgm6NvINSH5z/P3v/GSVbfmX3gb9r4sYN7yO9z3zelq9CAaiCbTTYaIJNDo1GFClpxBmtkZZmjcZIizOSRsOh1ujDcEZmNZuSaMSmabHZaLIbaJhCASiUfVWv6pnM59JnpAnvzfXz4WQBjW4UgCJRpgu513orTdyIuJHv/7/37LPP2QfYq0LXFkJphoQU+r4MKNYUMRO4X4H5fMBGxcPQLHTdoRB/k/3WZRxnmnodDg7izM0tMz3tUiq9wvTUArXW7zGX3MPzDuh4d9lvPUW/r+A4h7xknWOx+ABNm2OzpqNqOSyrhqqGCYIco9GI/f0snjfki1+cJRqNcuNGleXlAleu6GiazoMHHa5f/w7f+Y5Hv7/C8rKK645xcJAmFjOJRvPU69uUSsMPepl+aFA93MWtvEZy2qRXcRnFVtjaHVCtfoKjowGVShfDuEU06rK7WyYV7vHU0jbPnnmeJ5cP8IIspyd9+s/fw0fF9YfEw4e0+j08v88TpyJ4wOYheE6Ku0cxVsayaMGQSKhMqxeiP1AYWOJGWuv6JCNpPC+B542Yyxt0hgoDW9wOFQXOTUOzB/lEwP3DgHTEwtBcXr6XIxntENYHKEgP1HZN1nKtB8kwdAdwuxRw2ISQKsFtqw/5hI+iDVndT/HkcoitqsvA8lgq+hy1u6QjAa7vUkzA5TmVzgh2airZpIljK9xf7zPqZ9C1DuGQTiRcx/f7dJoDQvo+Mxmw2MazHVRrm0J4nUIiy1Z5xMA8Q2vUY/3AZX2YYC4fwvEKHHZjDPUoX/2d6/wn//mvMj11h177uzB0mZzKMlM8x0F5nXjyYQB2d8scHMDUVBLTDKOqKpYFvu9zdCT58/Hx7El53gl+gLBp8lvfvEa8/lWyJmzc6xOnylPLAwY2nJmETk+crmsdGVCvavCFSzByxA04ahwnH1swl4Nbe3KfMA3YrRhEzDRbtTh7tRHt4RJH1iVi/UtUvDJPPrRJQx9wefEK+8Mi8+dOoSgKucJJT/gvIn5mcqgoyqPAXhAEC8c//1vArwHbwH9+ohj+FNRegsTpd/WU0mH4599v+DbCBTGl+THk8MwZ+I3fEIv9kzaJE/yrIpGwee21N+l0VlCUGkFQAXQWi1vs1p+g1q1TTDr0LYf+KGCrHJCMyI0uGoKxFGxWdQaWgmEaJCM+EUNhpx4jpCR5YmXA83fvEARnaLfj7LbztP02g4FGNLqM77cIhQqsr3e5dMlkcjJBo+FRLI5jD7aZi79AfX0Dv7pCfecG/f5n8LwG6dj3WC5+g1z0CMVXmMuodCyH7nCS+UKB26U6jh/HHiicn83iOhX6tkt/5FFvw2xWJQgcImaaILBRgoCE6XPUgripkIkFVI/nHLYHYi0e1sH1JNOmH4+sqPQgGRHHyHRczAVKTXGa8wNRXk6Ni4o4tC3uHFhk43HqPZeF/ID99jdRs3+Vej1Nufw9jo4usrSUp350m5C/ydjYEvV6l/G0zesbR/j+M4BHa/AG17fPoqp9YjGdaPQI297E9y8SBCl0PQx4+H6Kw8NdFhdXqNV6OE6Lfr+Prg+4f79BvR6i13uaRuMN7t3bxTAUHKeFaaZIpzOoap/x8eQHuUQ/VBjV7hCNpVBVm1TMYL+xxV75GcrlOkGQwHUHtNthEgmLVusUizP/AE3RScfaxEyVod3H0H1mclWu7TyMH/jM5SroisJ4Wkhf4IOOQ7kzxnIxQ0gL4/lhBnaFRxaajKdUVvfFHMb2dTpDm2xiC8eN0uqrLBZ8NEXUiOZA+matMGxWZIZaMqbhE2My2yRmOlS7QiB9D15dhydPCQHsDiFkwPfuKJwaD8Q6PyXlrJV9SMcd8tG3KMa7TGcDVEVhq+KiBAHPXghY25e+SNcPiIdVwmEdfJfRyKU/VEiG4XbJxXZA8VNkkyMeXwlx77DJVO4yVXuLjt0jqj1A9aoMBgZDK4GveWyWp9js/hX29o7ovXXIeE7h9OTrPH1pmbHcPg+ufxXV8nloxSaXjuL5Paqlu1CYB+DatU1+//dd7t3rEw4HfOYzBSIRi+npCN/+9jatlrhTptPbfOpT8ycE8U8AHMdhY6NCKKSysDD2Y//PXNfl7t0jggBWVgo/s7uqbdtcu7bH8//875Do/QGX54/A6zGTVTB1i4MWpCKiGHZtmExDtQfjKekx3KxIj+FuTZIsCVPuIXeOZK8V01HuH8QotRZIRIrM5B1CCY1nPwev3v8+jv4UH//4sxQKX+TChSGTp3785zvBLxbejXL4t4HPACiK8gngbwL/AXAF+A3gz/68T+4jhdorcPY/fldPKR2EyWXeK3L4tmPpH/cRmpgQa/1SCWZm3pu3P8FHHxMTYQwjwPe3GY3iwJNAB88PA4/xldf3aPRfJaIPmMjAxeO1NrLh/pGOqrjoOugh0DQNU4dHFy1KtRpHnYBGrwB+A09R6YwS7NWv0vZa9Pv3OHu2w0MPXSSRSHL37k2GQ49LlxQ0bYt6PUzIfoXC7BHloyKOkyBKnV5vE0XpMR19laW8TczM0O13iYRGDEYKoyCH26+SCAcYqkcklWfotAjrJqWmz0a5T3vgMpYOSEYDtio6jy916A9dQioUEhrFlEYx6fPGpksuAZ4P5RZ8bw0cH85OysDikColewGgHxNH1xeH02IC8gnpCbs8C9+/D6cm5HcrEwHbjRqJSImpfIi1o+eJpT+LaaaxBi6tyl3On5+k1U0zPz+Lpt1h78DC8yfxPAfoApPALWCZSGQFTTtC1/u47gjfX8Dz6oBPr5fizh2Lw8M3GA4bHB62WV3NEYnkSSbz9PsetdpLlEo9HEdlKrdGoVjAth8mFLrD2bMWly6dGNK8DQWf6cWL7O09QA1sylaKVPE0d79bJh4/Szhco9tV6PWO8Lx9PC9CSNvm1k6LpaKPofvs1BwW8xCL3GK9mmQUzGL4h3h+kY0ji0onTbsXcH3rDEvj40CArjY4N5Xjrd0yUxmb/ghUJWAipbJdHbFQMIgYEAkNqfcDMnGxvW/04d6BfM+xIt7oOpjGgE+ec+kMYL4gRLDaEfOL/gguTEu/7d19nc4gRG80JJ8ARZWEZM+CVs/m6TN9VCVg/SggG3dxvICBJc+t9uDitMJuNSAZ9Wn1HJImfOx0GNtz+PbtOru1GSbSHtv1KTZrRywUY2zWp/DCCvZgn9NXF3j5Zox0ANm4jh5KsLPf4341had4TEzkaIQVnNFzZONF9vbqhIwSu2sGhw2DWizEE2cHRM0QO4d90rk8167t8vf//j7p9NPMzzscHpa4fftl/sP/8GGGQ4tud4ZwWHpsu90ZtrbKLC1N/MR18YuKIAg+FCY+o5HF179+CMzi+x7b29t86lMLP3JunufxjW/s4jjzKIrCxsYuv/RL4z+RIFqWxXd+7x/x4revsboepuB9k6XCPdTAJWYKCTQ02KqI8lfuwC9fAtuDX35IlPi5gpRTux4YKqzuw/KE3BdyCfgne2G+eXua8dQ4A2+GRxbrPHy5SGpmlksPPc6XOjFiE49SLnfI5aBQOFmLJxC8G3Ko/SF18M8DvxEEwW8Dv60oyls/9zP7KMEdwGAXYgvv6mk7JZN89udsRvM2wnk5px8DRYHz56W09IQcnuBfFWfPFkint9jeHgCnAA+AuweLXJ3vETHmWN1t8/jyGySjFtmYZEi/dgMc3yUaVknHQ5S7KtZQIZmdZq9WxXE9PK9LrRvhhfvP0rNMjPApNM2nWs0yGkUZDh0mJx9w+fIKf/pPT3HmTA5dH+PLX16gXm9Q3i7Q2uhijWwePHhAuz8FpAm8W0yndmj2w1xdDKFg8/L9EboeYWFim0TSwPGLbDbizGYNbpa2SIQd+n1YmUiz3xrSHkKr7zOecHGcIbFwQKkRcGYioGtpHDR9VBXKHYWwFqCqkIzD2XGdVNwlpEkpkKHLXKqDJjx7DjpDUQvNkAQGrgc3dsUwpNWX4CES9jFDI1TFxlQnuDT+MsPgK8zkdAqpGDYLuJUhb66XcYIt9g5tbuzmCJgA2oADiL2d7zeo1a4RBCqGMYGq+nheA98foWmnSCZ3mJsrsrNzj3T6UTQtRKORoddbZ2oqydGRSbMZBpJcnXuL6VwRXd8iiNSJx+f4q3/1U++rPf2HHXpqieHwFrOLZ+kNbBT9NCnfwHF6BMHoWHU1UZQumuYTNZusjHVRlEf52puv0bNGXF7IYQXznJpPkzBe5ezkNKNhlmq7Q2swzqvrj1Cq9bhfXkHV7vHs2TdIRLawvBpX5l0WiiqW43OnBBuHFitTBqamEDNDzBVd1m+BriZwvAGnxj32ajCTDXPQtoibEODRG1l0hxq1rsN0FrJxsddXFFjdE+W73IFyM0I2EaVnefjYtPoyfLuYgB0DZnIWuZjP0FHZrspYl8WxgDNT4rj4ynqAG8DaDYNsHD62Att1lYgOyYjFdHaOiUyd1dIAVc0ylmgwk1olbBwQVVyMlktUaWPbUfAthsNt3tr6Ak3lYywsLHP37j0mJpLsbxp4nkLIUNneTuD4HWKFFQpjH+NBfYuVpTRdVWXvVhpVDbO9XWVqqkuxmGRmZpF0usnkZJa7d/dR1R8aCKiqhuP4H+CK+/Bi9941tNEufqAQyp5nfPbdVV39PHHvXhVFmUNRFFRVpdEYo1JpMDaW+8ExpVKN0WiaUEgUN1Wd5cGDfS5e/PE9pp7n8ff/f/81BWcVpXLI2fAtfBo8exYIRJHv27DXgIU8dEZwfkraEnxf9lNIBTMmRLDZBzuA8zPQ7sF+U2WzHOKNrdNMrHySgWvyS09HubCQZ2EmhJFbxrYdMHJkMgkymZN+whP8KN4VOVQURQ+CwAU+zQ97Dt/t6/zioXMHonM/1vzlJ2Frz+TJhzvvzTmFC9B4/R0fPn0aXnwR/uyJHnyCf0WcPz9LLPYivd4IzeuxMn6TdBRs16A13CcSKmNoaQIMdqoWrZ70OsUjYNuw3/DZKI+IJ+Jkoh5mv0Y6GsZyFd7Ygmrb5dHFNo0erB2eot1TSCarRCIpgiDBq6/e5td+LcHFi/MEQUC/P2R7u0E0qjNwczz33d8m4lt0BhkeVDJ43gaqOoPjhwnpF/jWrVVmsmHWq8sUilnmNNhtDogEQxJBibieYWAZhJUA33MZ+Rp/5hGNWtvkjZ0eQ9uikFRIRgxiYZdbew6aNiIWDmj1IRULKKQUCBQGlo/tubR7gAr5pPRyWY78+9ZtSEdgoQiNgcymOmxAJiqB8vlp0FSVUgM6PYuDzjLJUIWl4g0yqSGpVBrfUygPdI7qSeKRCf7nr6exrBmU0AzhcAnPm8bzmkANGABP4ftF4DaWtYamXcD399G0JEGwiaLkcByFaDSK52mYpkk8nkbTCiQSI8LhPSzLwFDvMpG28f0Ctm0T0fZYmB5je9tm+sSf4wcYnz1Foxqn1K5iJrNMjUtm7tSpt1hbu4HvJ+h2WxiGjg5MpC2q3RC5WImZwiRHrUO6AwvdyNJu2ySiKq2uQzISkEvk+PpNn5HrkEsu8rFTr7NYuM3TZ0bo2iTblQ6a2qdU8+lZUuK53/Rp9SwWihqaGrBdTbDfmkZRI/T6VRQqnJ4K4QbD4x5hH1PXGUsH5OIB42kJWms90FRJapybFfVwMmOwqnepdXqoqoahyVgXx5PjTANu7XhM5yAa9nA8hWubAacnoN6F6QzsVCEgzEIxSr3b5EFFYzwZ0Ld8gkChmNzGJ8zFmTKlpsHQ6jCWTtMebvPs6TTPr71ITF/G8SwOmrM0+/v0BwpK/JBGIy7JpoOvomifZv1wFdfboz+Mc6O0wMVHThPS7zKVN+gGWZr2AuGIOGoWiy6NxoBiMUm5vEEs1uaNN/Y4f77AvXs7BMH88f/4DktLJxvgj+Job4OivoeZMwCot27S604QT3ywJejD4RDLcgmFAoLgRx/TNBXf937wcxAEaNofVz193+f3fu87/L3/z/+TJydeo68OMRWfoQJnpsQtXtekVHSncnxdP+7tvbkHUxnoDODBkVTYhDS5/iuArum06goDR6Pa1/mnr64w+/D/kc//2YeYnIwyke9jDdrUOhUyWpSBl2d6+dJ7/Fc7wZ9UvBu28o+B7yqKUgOGwAsAiqIsIynnE7wTWrchPv+un7a7Z/Knf6n28z8fOB5nsf+OD58/D//wH743b32CXwyMRiOq1QwJs8HlyZfJxjaYy7WIRxxGVoxUbI9G32C3Dn/+CbkprpXEavvcPDyswvfvBixN9lEUMHSLjp0gl0iTjoToDK6SjD9GWH9Ab/i7rA1Oo6rP4DgTpNNhfH+TSCTEV76yS6MxoFQacvnyZQaDFuW1b/H0k0/zjW++iuY3GIuvETI+i2Pb7LYMTL2Crp1G11oo4UXyhTC11rdIp8JkQlU2D/p8d98gpPc5O2/RG3j4jCi3VHRVR0X6Iz0PWn2bw5ZHewgrYwHZBPQt6Qsx9YDuKMB1pSy0dFybcVCHi3PSj3hjV8qLOias7cOpKRhZMoeuNYDTk6IchvSAmazFWslkuVjH9W5h6h3ckc/+oEo2kcfwb9NptNnfXyEUegjTfEC/76AoLTTtEF0PY1kFNDXEfP6bhLQIpSb0RisoymkU5QJB8DKjkUqlolOp3CSfnyYUahONOmhamfFxkzNnVL7whRD/7r/7Mp6bJsBC4Sag0+tH+L2vHTK3nAdmP8AV+uFDtjBJtjD5g58ty0LTCmSzHuXyIYnEIra9Rcq8w3xhhBLYPHOuga5CLJwkpB1y6+B1LOc8QZBjMpdjv95j4GioyjipaJpi/HuoQZXTk+vk42FqnRjRkMVeXVxIL81AtQ+zeVgtQXvgoig+a7s+te40rV6GC3NdVHLc2i0T0l2yUZPFYhxF7ZCKaRi6g6FJn1TYEIv9UxNip19pgxfYOA58+kKAGXIpt2GjAikTrm2KscbKmMz3BMgmAs5MwtIYJE2x55/OwlHbYiwbUEiojJyA9lASL5brM5cv4Xg6EGA5BpNZjcFIJRsNEdcbzKQD6p0bjI2PU6q75JPTVPpd6nqejY3fZyHdZHHawfe/yupegd9/4xmMcJLllQWGowjXN3o40QnM/iSG6eF5Htaoxyc+scibb17Hde+QTsc5ffrj7O4qvPnm65w9W2QwuM3YWIbTp6dOxrj8GLijDmbkh3+XRFSj1Wu97+Tw7XmVp08X+M533mB/f4Ug0EgkbvIrv/LQjxw7NZUnEr5OY3cfQ3M5bDbJZD7Ji899DXWwxu76bVbX+3z3pSP6TZ8/98R9xhN9zLCUZTuuqOaHLbBd6aeNhmW9l+pSaj2egvvHpHC1JG0HtQ6gwGTaYL1cQDdiaKEYU+cf4e/+O48QnnuK6dl3V7F2ghPAuyCHQRD8DUVRngMmgG8EwQ9yJyrSe3iCd0LrJkTffX3m3kGYscJ74FYKYGRlnIVng2b8sYfPnIG1NRgO4X1wcj7BRxDVapNaTSUR2kNV8iQi2+iaRi4+JJHfIKRH0PUeYVXUBdeT+UwLRcmE7tdhrghzGZ+wodIaOIxsC9/TmMzGuL2v43k1PH+ceNTAMEwsS6PdHhCN7nDuXJi33vIwzVnK5S3293P0+/eZm/PRPZNyucl4WmUhYZKK9Tls/H0sB8by04SjA1Z3TIblJabSOxwd7HB1tsWpiSzlhk4kHDCX3WZp3GK3KoO892pDrswbREyPp06F+PpNmMn5xE2PIICpLCyOS//VypgEAjs1cWkMh6SEqFQXQ54L09KLWO3C06fF/CNqSA9iJiKBezYBN3dkxMV4Cuo9hXwapvPQH77GldkW2YRCNhZibb/NwOkzlczR65tsagVqlT1GdpJw2GUwuE8QTBMEaWCTK3OHTKTHgC7TuSrfv1fE9vbRtAJBkENV1xkOIyQScxSLYbLZDKPRBp/5TIKHHtJ4+ukF/sv/8nV8f46h7XFrz+bs1ABwWCsV6XoxDg9Pcop/FAfbd/B7JXw0MjNXMaNxtrcHRCJnMIwO3a6P500yWWiyV3+F8eQOQeBR66mMpzVMzaDc0Vgt9Xnu3mUeW+iTMnNsVKboDrd4eO47hFST8XSNuXxAJtamP6rzqfMqraEo92sluDAj/X9nxgOagxArEyEiYZWHlna5d1RiMR8hHOrw8EJAqa5Q7flsHFnk4jatvkYo4eP6sDwuKmBvKOSv1oF/8+Pi0FuqS3n0L12SfsS1krj1nhqHhxfl2J4lz+0OYS4vv3u7jHpgQS6ukI6orO4ZPLIUIqxrOK7DfssjEbGIGBq66pOK+oSUGHZQIxNL0OgZpOM6I2vEVlUBhgxsn2R2guu3DogbOZYmfGCa0eg2S0WL7UoLI2mQSm7QK6/iew1ueZ9mcxMKhU0Koe9j+jb3b+zSd5bZ3DRYWjrL9vYeo5FCo7FIPp/DdbssL9uEw3/8vvvjUK+3sCyXsbHML8ScxFhmgmZlg0xS+vWq3YD85PvXm+w4Dntrz0vJsacTHrtKoVDEMHpomsrY2JPcvFniySdn8X2fSqWJqiqcny6RmO1y8+Y+fi/B7/3jf8aM/m1moveJ+X3Gej5/6YrNTq2PbQfst2AmI9f1ZAQWx2Ttjyy4cyDXekOXx47aoiCOJ6XXPBmT+2QhoeH4Uep9k8JYgnPnZ5g4/SwLKxdwHJfGj1EvT3CCnwXvqs4xCIJXfszv7v/8TucjitZNKD77rp7S7mi4nkIy7v30g/9VoGhg5EU9jP/xzJJpyrzDa9fgE594b07hBB9tHBx0aDYPcHtRgoJPf5RnaNYJgjoBAzRFFLNweIiugKaLQma7Yn1vueJaarsQjfhEDAgCBzVos12bxdBc+kOPIKhRalTI5y/hul00bY+xMYWlJZXXX7eIRg958KBEs3mVu3dTrK01OB1/jbDdZza+T7meRjM+zWxhQKMbYjCwGY3myaeHDKwOubCFiUmtnsF2POrdEaeLAbvVEf0BGLpDuRVhruDQHuk0hlHqbZfprEqjb9Pswco4VLpiP35hBn7/TSgmJRj2PJkZFwnBWBLe3JHPrusSrDcHMsyYAHYaYMXhflnmH64fyWDjc9OQNH22KhoLhYDtKihKlFzcpd6FsO5RquscNCzC+haFaJ5YKER/eAbVe45iapzOaAnHXcC2qhQSI6APZDFDq6Si+9R6F1DVXRynhq4/CoRR1QH9fodnn10knR7yH/1HZ34wBPz6dXGNHQyq7NXH2auvIIY3u0SjKuvr1Q9sbX4YUdnfImmvEU8Ladjd/A6TF38Fwzjk/v00inIBy3oJVfUZT3yf5QmPVlfjzr7HXD6ErnSp9VIMrFmSEY2PL29y1H2W1d02MTPOTKbNRGYXTRmQjvpsVMZ4c7vCVKbFVk3KmwvJgFhYVLlaFwYuxCMOmuKhYJKIhsnGe8zmA0LaCPAJCFCwySVsUhGNo3aIes+iPZDXcT1ROU5NSGnctU0pix5Ly9rtDo/HtADesYJuOWLWFDelV7ExVBk6Ko7nMrRkFqgP7FYDTMPB8hRGtofn6zh+gKbY9IYGMWPIwrRJveew15ji5o7GxUGCgeMzP2WxXXNpDZZoDSbQtDiNQENVp4hENzBCNiOrSjyeRdM7jE/k8DlLaPA7ZCOrjE1cZuTeZrv0EKuvvcKnHuqyv1tiYuwc3XKFra0/z/a2w+JiDF3f5dSpOKqqEg6n2dkpsfAzCDovv7xNqZRFVeOY5g6f+9zMR15tzOTHefnOLAevbRKgcO6Rq0yZ5vv2/oeb11nIjlAUec8HpVdQ1U//SH+076u4rss3v7lLvz+BZfWZMfZIxbt8/4U36fcMqgdv8eTVFplQhUzMQQX26vDEsrhNj6XFbObMGOw3IKxKfzm+kEIzBLdLkghpdiVx2rekRDtmyL3Ex6Rvj6GaIT7/9Bne2g/z5Mp5fN9nrxVi7tKJacQJ/tVw0iv4fqB9Bxb+yrt6yk7JZGLMem9HSZhF6O/+WHIIcO4cfO97J+TwBO8enU6PtTWTdHqM1f0Qq6V1JjMu4ymd7ijCmakRu/UBEymNVt+l2pUm/B4yED6bENMKTTkODgdyI03HRrSsEbl0nd++/ijW0KfVy9B3f4mQXyEeX+XKlYfxvG16vUVCIZ1KBXq9acrl+5ghnaDzVaZmtogrVXRFIRsbYA938dw2BFBMePStDinzGhdP5zG1CiNPxXUbFCMjzGBE4AdMpHWSUR3b9ZjKubQHaXTG6AxLPLLYodV3SUTkpt4ZSumQqkqpXbsv9uOLRfjOGpwak7lvE1kJqHsjOHtc1jeekj7M7kC+XyiC7YhL3YUZOOxIf2LSBMsLU22b3NwxGEtG6FsjBjbs1EKMZVROjWnY3ojucI3v6HeZL97n3GQDx27SH63yxu5fwLKm6I5eIxOrA3fx/Ah9y8HzXkfXw+i6hW33CII2o1FAOLzDnTsJHnqoxfp6lVOnxrh2bY9ez6LZfAX4U0AU2AVawFO4rk2ttorjOB/5YPdnhd2vUIwaWNaIQa9FONDo93okk2kWFrLs7W2QSKyga7vMF+9wcaZCzBhxuxTjd143WCiGMfRxRk6I0xNdpmyVi/73GDkO5VaWJ5ePaPb6JKMuc3mfSieg2VcY2joLBZd0TPqmrm/DSw9kTpqhi1JhaD7F1IBye0Srr9PsueQTDvaxX1rcFKOMUxMmsbBOo+9zfcum2RfDjIm0BMZKIOv+bbMlgFu7Uiaai0tbfmcE5kDce1sDIamep3B9y+dLD8HIledGDblOTGdMRrMedw5cIobF2cmA89MBquKwuu/x8j2V7fosB60x3tp9iqncW1xd3sV2Q3RGV9GjMSzL4KCRpNI1COkvsZAbUUyUCSdr7DTLpNLzPLK0xoP9+5yZ69FuGvR7cXr9Om9cfx3V9ymluuRMC7/1ANP2iEf/DTq9Hratsb6+zfKyyWAQJRaLoes/3Yim2Wyzt5chEpFySs9bYG1tn8uXP9p9ivv7dQ4qZzByjwGwdrfM7PyAeDz6vry/6o9+xIk0aapksw0GgwyapmPbNcLhEX/n77zM9et5stkamYzKxsE9Thu/y6cmutQ6Nt9vDghpUEiK82irL0kQVZW1rmviLHrYkvvB+WmpCOlb8PwqkjDVpJJEUeDcjPTb9kby9fpGlKGyxK9+doJnP3kVzwvIJ6+wP5oDRWXmwplfCKX5BO8NPlByqCjKaeCf/qFfLQL/9yAI/tYfOuYZ4HeBreNf/fMgCP4f79Mp/uvDHYJVhci7GyS6WzIZy79HYyzexk9wLAW4dAmeew7++l9/b0/jBB899PsjqtU+kUgIRZlju/Y4rv97rB1cpNZbIxO7Q8K8h6H3SUalwf7CtKhpfgDXt+QmmU3ILKewLj16UUPhqGZx1ILZ5Dq7VoCmmATuDSw/xtRUlHTaJpcbo9fLsLDQo9fbxvcC5tLfZCVXohjfZDl1gBkx2NjXGY1C6Oohb2wVefI0TGX7KP4atq2gKj3MEGhqlUjMopDw8HyIhHwC3aNneXRGoCs6CkWOWrssFHq0By6HbemxqnWlNCgVgXuHsFuV2YSHTSF1UUPIbxBA70gyxkMbNo/ks6+Mi4pSasFsFrbKUoYa0iWobnR1ZrIapSY0uwr7bZV4OM0b22XuHJg0+6ArLsXkkKHtMrB1AgZcmvoWPinCaoOLcw6aOk3U+E2+duNx3txeYWX8OiFtgt36OXqjTwABqvoaQTCG7zuY5hhBsM5w6DE93eTixY+xutphe3uVVmuRZPI0vh8CXgOKQAMplnoTzyuwvT3iwYMS586d9MQAKKE4zfoq9B6QjKhsHI6wko9x+nSSBw/aJJMTmPot/MFzLGS3WB73IADL1fnajV/ipY0QX7z8HDPZA9KxId1hjoihYWo203M7TGVtXC9gIqNQ6fjUu/tcnnW5XTI4aLpYjsJWFabSYpf/0n3IJMQIaWBL0mIw9NFVm5t7HoYmCZ1iSsZYJE2o9frYrk536JKKQNeSPlrHhf0WqIqseTMkpeRnJmQsRTgE9Z7sl+4QqscVx60BxA3IxT3qXVgtKVxZ0IiGPO4dBaiBqI/ZGOiqwsqYQT7p0R36xMIB+XhAe+ihql2a3RoR8xz3K1PEIlUmshbLxRo7jRzbR2eo9afJ5cp87OoEQeMGtUGCWKTM0jTUBwmSxpBPXnYJhSzicZNq+RVavSmq9SkGVgNv8DKumsaxw9QaA0L+m+h6gVrNI5udwLbHuHZtn8cfh2ef/ekEz3E8FOWHoxAURXqYP+qoVocYxg+dQDUtS63WeN/IoRYdYziqYxgqzdohOxWNTz47z4MHZUajAMNwuHcvzWuvtbh+vUu9tovqPeBzp/8XfuVzNSKGR9SAR1bg+rbsnTc2Jbk5dGRM2HxR9s1BUxxIU1FJhnZHQgZ7lrQVjKchCFQihs/GIfRsOOiECYVyzF/5NeJjac4+mqHcH3LYjfLQp/804fdRZT3BRxcfKDkMguAeMicRRVE0YB/4nR9z6AtBEPyp9/HUfn7orUN0Wso43wW290wK+feo3/BtmEXo7bzjw5cuwd/8m3IxO0nun+DdIJ2OUS63UJQEirJPEITpjRr4gU174FFqqGRiwTHx0Rk5LqWGKAL1vsxoenJFsqzrR/KaPmDoAaZq47ttLk9vcmkqRN+Ks1ra52bpFEdH01SrCW7efAldV6lUxhkfHyOr/TesTHvowSGT8fvko0PGsibOKMfvv5liqxzBNDq0egEHjRD5eJYrc0dMZ9oE/ohGb0RIMzBDAeFQmKjRJxNzKDVMTF2l1g2ImnucHm8Tj6jois4jCy77Dbnxe74QxKWQDARfGJNs8MgW0420LyqiqkiGWVVkz52blN6sRER6DSMhIc9mCLJRODMJszmPG7s+thtDVYsEQQbDsDhsnufugUcq9jHGk1+nObiPrnm4XoDrBRiaz8MLb6CoPeYKMQ7qB2Si40xnNXbr57mx+zHgEaCOeI7lGA59VPU+uv4UQdCkUIiRSj2Mbe+hKAqGkWJvb0Sn00RRxhG1MAVUkTG5VcBD067hOF/kt397gzNn5k6GLgOT8+d47fe/xVREoTuE7OQ5hr11/syfeYbf/M3foteY5mxxFy2xSTZq0x9p4PvoyhDXW+f8fIYzU9LzFwlFmMyqHDZdQnqV8WyYTGxIIVfxrQABAABJREFUfzQkpCroikoxqRDSfBaLYLsaOzXwfQ/bD6j1YDIrronTOUlQJKLS39oYgKl7GIYkK4aO9Ah3R6Ie3txzKSZEBRnYQhz7lvRTvbIu67eQEufF/SaYOszPiAvjWErSBzd3YTYnwbHrQSQMM1m4dxCwV3MppsTKX1Wh0u6jaUJAN8squq5QTBqMbIdYOEwxqZOINMhE4VbpOuXWo0RDD0iaeXqDgEKsxaB3h/4gSyKxzNbm8zy0GCORGJFMzKPbCj0/hueZuLbJWvktzudL5PMNbg1KDEbzdIZjvLXzCQrJfWCIr87S6b5IZvxPATkmJgrMz3vkcuNcvNj6EaITBAGrqwe0WgHptML585MoikI+nyYe38a251FVFcfZZ3k588EszvcR2WyYjY0ehhEHwPNa5HLx9+39J+bOUNp0Objx+xTiAZeWljhY/QNOXfgC3/72Pb7yz+9TOewwKj/Pihnw8NJdstEtTk/XiYWF3GXjoByJaj6ZkWt9PAqdPqSj8OiyJDvPTMA/fBGWizLCBUXugSENnloBy4uh63m+dXvA7ITG/NwYn1jKc+Auk19+isziZ+jVtwgUhYuPnjshhif4ueHDVFb6aWAjCIJ3Zit/EtG5J+TwXWJ922T8vTKjeRvh4k8cZ5FIwPQ0vP46PPnke3sqJ/howbYdLl1a4qWXvoaqXsL3FVqDJ9ksv8oTyy7blRQ1M0VIcwnrI1bG4dKsZFd1VcwnOiOIhYUAqYoYtkTCkE96xCMNal0VQ99lp5YjHJphMu1z52iJ7e0aw+FpisU9mk2b1dXX+cKVJKnoW0xE7rFY6DN0NI6aFo7j4LsK2XiIy1O3ODfdYmgXWS+38PxxSg2VidQWlY5KxCzS6h+gqyEOmh4RQ0FXh7g+dEc6QzdKNBTHNIa0RwGmITbjC5qQuzsHYijg+mLOMZ0Rc42PnxVXr7gpQXStK8eENOk9DOvHJbcW3NgBy5cAIxuVcqRMLMDUAyptm84oxFhaiGLfiqPrLr6/i+Vo+L5J3BxhaDJuoNprYDnj5JObFGIKvudxerJGe/AGTy6vYho6lfYLvLT+RRq9GCANMb4/he8PgBSGoWAY+4yNiY2/ZTWYnDS5fbvL9vYBQdBBVXaYyrRQlDYHzWXc45EW0aiL580yHA6JxWIf4Gr9cEBRFKYWzjGdWqTe6LKxMWKnXMW/94DTp1cI9V4lrA/ADWPqHrbVJhkJ0xqEmS12yaWanJpXqNXj7DZcCFRu7c1wdsKi2nFxHIeoYXPYUlgoBJQaGkftGJMZh5s7AYtjHsmoQi4WcHpSFETHFdOkh+ZlX+qaKNy5hKh9iiLkLRcX0lfrytqcyQmZ3CoL4Xt+DV59AJ++KIpIrSuGMoYqPbWJiJDFSFiUxrGkVBMUU0I4m315vUD5YfJIV4WYzhekP1dXodV3WN0L6OY8+paC5aoYuks+7qKyRza2zyvrb1Dv6lRaBZwgR6Pv0h/NAAWqVQPHeoxI8Pt84rKH2u2xU94hks6TnsxTb3aYLsBcwcEPlrgQ6Bw2XuUbN79AvXuNz164QyIaYq18QObcv0U2n6BWMygWs3heg0hEIxoNcfNmiSCAU6fy3LxZ5uBgEl0PUa3aWFaJhx+eQVVVPvvZWe7cOcB1YWkpQzL50d8ns7MFjo7WeeWVFqoa8PnPT5FIvL+fO2QmuHJ+BcOQrPi8GfDbv/37vPC9FKO92+RHX+XjDzVQ1QaT6QaVHmyWJdF3ZgoOGnBtHX7tcUiYUka9ugcokijUVLnWE0jyZb8NZljW/X5L7nW+b9JxTmOkJ8mcvciFT54h6JXYVgKKK1fJLT1GKpMnk8u/r3+bE/xi4MNEDv8CMi7jx+FJRVFuAAfAfxwEweofPUBRlH+P49mLs7MfInv07n2ITP704/4IHmxFefzqezTj8G1EijAoyd3+HZobL12C558/IYcfBbyfeyQajZBIdDl3bonV1T7F6LcoJjo8svhdzkzoNAcqjV6PZs8mH/eZyggJmsqKYlaqy81yKiOlN/7xYODDBrSGUEz60LMwQz4oB/jBU7h+CNfVabfjhMO30PUxnEGXfDhJrf4CD42VGU857Dd9YmGP5jDD3RKYmsFU8Ta5ZJuNypCQUsc0bA5bOpF+lFrHBBJc3/TR9SSOH8axq6hAPi6k1vdddFUlHVMZOjbltgyzzyfEnTTwxam00hYSGDVE/QvrorioihDh3kiIYQC4rriVPr54rBzGRXXUNQk24mGImFKO1+jDZC5gXi2TjKapdiL0hirXNrJcmouzMhllNpel2a8SDoXIxdtcnHLYqhrc3k2iBJ4YiygqipLjmXNlIobOetkjn/xN/vFLj2K5aeA8MERR7gMKkUiRxx4rE42u8OabbU6dgmeeOcPf+lv/jEZjCejx8MIBY6kGMM1U7k1euf84AX3u33+LL31pGcP4cJSVfhjuIUZmmVrzGvfvjnD8FANtjue/VuW7320zlxwSSx4ynr3DYdslZkK9N+SFe5Ay77KcV2DYoxjXOWyc5nt3J1kvn2EiPcJrVDlUOlycCRjZYLtDQrqNoujsVWwiYZOoMSId9fACGcBdasoolaErZG42J32Dta6sy1xc1I3tqiQyal1RSeo9sdyfzYorqa5J8uPt8tNoGM5Owr0D8EISJL+xLcrJRBYeHMjvHlmSfi1Dk6TIdkXIaiQshNVzZU/lYuKIGjXg+pZPSIN7hwGGFsX2RxSSDoWE3OImMhrnZ+HBIbiezVopTiExZDZf4c2dIYYRp1w1udbXyETrgMloOEmqc8hWd4rDVoZPX7JQVQN72AdcUtEmcJMnVkpY3iTewGFxrIo+V2Lh0l9gbW2bcrnH9LTP+HibGzcUYAFFUdjc3MF1XUwzdLwGNV5+uUwQKIyPG5TLFkEQsLycJpF4f8oq3wnv1/4YDEaUSgYLC48QBAH37m2xsOD+wOjq/YCiKByWW5QPDlGcKnulOn/9v48SC6rk4w/44pVDJjJdCGyiJkRGkkwxQ+IgPRjBbEHKs10PNsrSN/7MGbhVEvKYisr9oDOU/sLeAEo12R+ZWIjx8XnUYJn5s58hNLHAE8985n37/Cc4wYeCHCqKYgBfAv6TH/PwdWAuCIKeoii/DHwFWPmjBwVB8BvAbwA88sgjwR99/AND+w5E3r1yuLVj8uX3asbh29BioIZhVBWi+GNw6RJ861vwn/6n7+2pnOC9x/u5R0KhEE8+GWF3V+PGSy+wmK5xeuw6n798xE4VZvIj4uGAes+n3pM+ow1HBmQ3B1JiZrvSe3RuSm6ypRq4ARQScGdPo9FvEwmrrO7N0hlG2Dg6hetGaLWOSCRqHO40efJUj2zyHtOpVQ7Ke1TrAcmISyiURVV0FDrMjlXAOyQb63Nm0sRxNd7aUYgYCo1emrBeJwjKnJnKUmqqHFQ8zk9I75Tjwa19GUa/3x6yuh+wPO5hhjXWyx5LY6KQvLIBjy5JX1bgC+E9aAkZjhrSf/jgUEjw6SmodyAVh60aoEClIwF4KiIqiePBUQf0vpzHygR4vkss3Mf3PYLAIJ/McGbKZyK9T2egc+9I4dykyX5zgIKP43nETYuQXmN1/wqVTpRcXCMWHhIzdYLAQFVyJCMKqWicSicHmMAEmnaKWGyVyclxFhZUlpcfQ1EUgiDgpZfWcd0wkCdiDCgmJ4EkcEAuFiIZ+QPawxVGo3l2dtYJhR55L5fiz4wPwz2kOLlAyYU7tT3ub/a4tdamd/Q9PnVapWiu43odTk00GTkO1TbU+x6/fKlHqdHjsA6eFSJuwtreEb/7+v+ej59+jv6wRyR0QCzap9zyiEU0DF2hPYCJ1ED6oDyH5aLHYVvKn7tDSU40+1LmdtQSMtfsi0nGUkHKn19Zl9zi7T2x4t8qQ3sEBPBKE86MSzLn0WWwbFHCh7b0Wc3mRQm0Xfl36ri39tQk7NUkYN6riSnVyBYFsZiWPdAbwVpZVBftWGEf2bJ/cnF4eCHEc6sKy+MKPUv2zlQGepZHMuKiTITYrw+5MPOArnWBT5+9Trk1R7k3QSiUJh79FN3eVwmCGXw/T29Q58W7YSKxT3Br4y4r+T6jvk2zp1If5ImFfaLhHgoOsXCVbDyg0b9FJLLJY4+FmZjwWFiY5OCgRbWa/8GAdF2f4+joDaanpbz0xo0dYIbd3Sy/9Vv3WFnJsbs7Yjjc4/HHDZ59dox8/oMZBv9+7Y+NjRq3b7vcXf0u4PHI40tcvFhnbm7sB8fUam3W1joEAZw+HWd8/OdXbhsEATt7I77xv7zOqcirDJtH3N6FSTPG+akK05m2lDqHZGxQvSuK4WJRkoH5pFzPVV0SGkFB1vyZKVHF5/Pwwl1JsHSHcq9bLEIoLckOlwTh7AIDRePMQxfIzs8xd/6Zn9vnO8EJfhZ8KMgh8AXgehAE5T/6QBAEnT/0/VcVRfnvFUXJB0HwHjOnnxO69yH78Lt6ShBIz+HkuPUendQfQmQC+tvvSA4vX4b/6r8C2wbjZxvLdIITADA5meXXfm2RWy/8S/zaHhOZBq7bxQ+GpCOgKCrLYyqTaThoywBsH1gqSjmmqYsKUelKuanrSd/dTheWxxvst6Jc3x6j0pnn+/cUxPSkg+PcZDAYMZZPE1YqTKdbxMNhUuGA+YLLWMbgQaXHa+s5Tk8kGIw8UgmfXNwlFtYYKj3GUh739iPUe9dYKA55aM6nZ1fJpzIkIj2yYfjc5R/e4A8acHbCwgsUGl2DK/MOUUNcRbMxsS3PxiQrnE/IHn876LYdUQW7AzHk0ZAguD8UYjmypUxv/3gu3JkpCay3KjIj8ca29F5dnvXpDD1GTsBB0ycIkiRMlTNTNWqd8xy2InSHr+D7HmcnQqSiI6Zz0Orr3D3cpmdNcOdgBlPTqXf7WM4APwiodCz69hJhvcPS2FcJaTHK3TzjqTBu4xq3X++ysPBJdF3Hth1eeqlJv6/QbrdRgjiO52LoQyCN64eOFcgcQdCmWj2Zw/WHsbdX4+49ld/75jp7e5/EG+5zrjhDMf4Gc2Mx9g4r7FRdlsZVWoMRX3pI3H1zcfi1R6HUdGj0VPYabb54+f/EJ89a5OJtzLBGtx+gKA7LRZVaF6YyGobuMZtX8XyXUjOg3BZjjIW8EMHDJjy2LMTw3LQQwmhY1u3lOVENr8yLkv3ifdg8hF99RMbS1LuSBNFUIX+TGThsCwFcK4kqGDEgEQYzIa/Rt2B5TPZUOi5qS3MgSnq9I/sEX0pIr86Jgqio8l6WIyV8Zydht24xchRUEgxHAwzFoh/xGdownnIotx0UJUxI84iaVUKhDMsT6+ytTqHrUxw2EhRMjWKqCEGYUmsC2y2Qixa4tfswo6FBPl5nLNVgrjhFVOtS7x5wcUYjZup0HZ+lmYcI+3f4xGd/aJdgGBqe56JpEnp5nselS1EqlV1aLZ9u1+fhhxPs7ZUZjYq89to64+NPYZoB1WqDV19t8sUvfjDk8P3C2toWt15aZy7ThyDg5W/c5fOf/xwg5PBg/4BvfatBKn0OVVX5/vfLfPazPVKpn60vsVEr4zoW2cLkj6iRGxtlrl/vs7m5zYNrv8WFzCoGOyihLp8+5zKR8rkyJ0pfKiZf39qWPTGXl55Yz5dr+MCSa7yuSaXIwJI+xMOWtAdEDHl+PgFzYyYHLZWXdk2unJ0mHU+TTo6hTn2WS5/5y4TD4Xf8LCc4wXuFDws5/Iu8Q0mpIq4G5SAIAkVRHkMqVOrv58n9a6G3BZGpd/WUctUgYvpEIz/d7vpfG2ZRyGH+sR/7cCIBc3Pw6qvw8Y+/96dzgo8O7t8/4n/8jTc52N/jobE9xpI9/GCA78ssNVQfz1eodiFtwto+PH1GyNBD80J4Wj25+WrAhTkJWB9bEZv7XBIOm4f4wRyd4RGHra/QGphomk4QTDC0jzD0Lo6joodtXD/CUctBURzSZpxiLE6vb9G2DOLhIu1hms2yRSKq4/sjLs7uMrC7jKUgHFLJp6DUtHAchcKYlIOCBMsAyahOMqLQH6l4XoChiWqSiUkfia6JKtPqS7DsI1+vzMvMqqElZapRU4KHkQWnJ6Wk7rAps7BOT8lzyh0p0RscwNKYBMiGDqWmRzrq0LUyHLUzpCIB64cNYuY2Yb2H5xlM58NkEz3yCY9aN8D3TWbzMYLApNyqMrJrvHS/SD7RYaMM17aepT+a5onlf0A+cRko8dDC8/Rdk5mZRU6d0tjfeo25lafY3W1jGCl8P4GiHOF6Ga5vB5waL6OpfY5aOVR1Akhj2z7w0Wox/9dBrdbmtdcUYIxqdYbBIE1M2yFimvjuAcXokMS0y055gK4OURVR0AwdMqa41yYj0B0F6KrFX3xqyJV5l0rLI5/yWD8AywM/CFDVgPG0rKlYWKU9dHFdeb2PnZZEzMq4KPndkfT9VtoSzBZTkgxp9ITgJY5Lmx+eF7VR02UPzxdgryklpr9yVcqlr84J8dttSIlqIiKqXrMvZdWuJwTR86RHKxWV0tR0TFSVYvJ49iESaO/VxMyjOxS3454t6sx2BeLmiK2Kg2lEWEqFWNu38HwotxVUVeGoCQ8thumOKrR6TR5fbhILt3lp899nZMe4tjXBZC6NHygcNh5DVa/hODs4bprVgyeYTt8nHk2jayUWx7fBn+LuQYV8QmejOcXF+A6zPGDzTSgsPkUilWVqKk8ut0WtNgaoJJOHPPHEKQCazSam6TMY9Llzx6JcTtJsDuh2dzDNMOPjYNsf/dEEmw8ecDr1ImOJKOATZsCd2xOcP7/Mzt1X6e1fZzaUY/+wRGz8M4TDY+ztlX4mcri99hJ5/YCYprJ7U2f6wi9RKjX5nd9+ga/93hZr97p02w0+fW4bJXKd9NgA25V1OZODqRzkHSnjL6ZhvyY9tX4Aekjm8r62KXMIT09JS4Ghi1J+90BU752q9JzPj6lkk1Gm5s/yq6fOU/emGOQ+j64qxJIFZhZWToy6TvCB4QMnh4qixIDPAn/tD/3ufwsQBMGvA38W+N8piuICQ+AvBEHw4Skb/UlwuvIvnPvpx/4hbGybTE28D6ohiClNb/MnHnL5Mnz72yfk8ATvDi99+zXOZg9JLA+xBrBX7zOZ0cnGXd7cCbg8D74X0OiBHxWTifZACFI6JspYuS129poO5Sb0HAkY+xYkIzrnpgbs1Bpko12Wx8poqkN3tMBBa5Naf57dyhYxbY/ewObMtEcyFqbdh1rPoTuoMp4J0Wu43B/FiIRGTGYSVNpdSrU2c8URz5wT05etqs/KGAyHPoEnQbOClAQpSB9UIeFy50AjaWoctTRqXZdUTAbXz2dhsybBw+q+lJi+cFcUn3BI+rVMQwL84XFmebcubo+X5+TvkYxKMG/7MhcxGxPF1VdgNJLSPkNTWD+CzaM45W4cXXXweIbu8BoLeZV4JEXeVrDcNpWOQ6MXQtV0Ar/KYuGIxfEuw1Gc51d1yp2rGPo+ta7LbO5/YLFQwfarLBT6LBfLvLUXUCiOs7J0ioP+Kr4/i2EcMDU1juMMcN0G4NEeRHD9Dg8v7DKcGGO3Djd2D6n305w7dzKk+W0cHHQxjGkajRqRSIRMJoGuztG332ApY+AGHkftI05NqHQHOuMph72GqMjtoZRXqgoMRwGe75OJBfSGHoWkkDVUmE6C6wYyZmIov9+puni+lCsriEp4akISGyEDTE0I4oWZYwMaH9oW0BZlb68h8wv9AI7acmzgC3k7qEvZ9J1D6SnUNVFXEmFQM2JOY3lgqnBnX/bCnX34/CUJoBvHqox9XOLaGUqQvlsT8jlyoDkURXFxTEqzN5qQTwnZbPZ8OkObF+5F0YmSSyZYLY2IhIc8thTi3qFLMuoznY1R7+p85vyrOO42377z1wiIsV8Hw5hA075PPH7IpYXvkw8N8ZUie9URQdDH9UZMFVuEaFCMWUSjFm2vSkrVqB4WObhfZ/X2P+eL/8a/jaqqfPKTC1SrTTzPx7LiPPfcwXF5pMnp0xb/5J+0SaWWaLXu4fsp9vYCFhbClEpDzp0bfqBr9P1Au7bNQiGKphooisK01qfbOqTdapIOdkiOpWjVYalg8aBxh1h6mWTyx5c11Sv7lHfvYA+7hONZivoBkViEVqdPa7/PP/ztv8c3vlElS5uIt81iKsTA3OHLj7xCLuEROk7o9UaSkHM92WOWLf3viago4iD3qm5IEhtX52UvhDW5jufjsk5fui9zPvMpnWg0SXTiMleffBLPDegOs5jpNNNLF9+/P/YJTvAO+MDJYRAEfSD3R37363/o+/8W+G/f7/P6uaC3cTzG4t1lf+6tR5mefJ/IYWQcjm7+xEOuXIF/8S/gP/vP3p9TOsGffNi2TUo9RElBPayjOBE8P4xpqHRGFhPpEff3A1RV7OoVRQLDkQ239qT0ZuBIVrYzlP6Ori2lOgMbwrpC2R6yV3c5M7HD8viIgRWw38pQNG5TTHZw/SOa/afoDn+HqaxPbzjG/VGTiZRPe+jwibMqfUtDU3W+e8dCV5c56rSYSHl8/GwFTRFzgVBIzC9e7UFvCOdnpAfwxraofNc3xbL8zgEQ6FS6Nrd3XR5fEcXvsCXlnzNZ6T2ZzIhqYjuixoxcmE5LT1WjCx0Lxo7L98yQlMypipjXeIH0TjmeZKUdH27vSknuRAYIFMpth4Ez4I2tKXbrV/j0+f+G6ZyN51lslZcI63tk4lFMTaE30hg6HXojjcWiwpkphUa3i66+SbVzQNjQKCb3qfVWmMgMmctvctSaY+TEKSYNOvUdavUITvg84bDFuXMBf/tvv8nq6nXgV4AQpyYOuTiTJZ/IEQRV+tZdFvILdOxz1Oth6vUOudxHu1TuZ0EqZeA4Q+LxOHMzFp3d/ws6Gje2QuQTeZx2lqXcEM/rslCoM52Tsrav35DSzdn8cT+fp5EwDcrtLnEzIBmReZk3tuDstMwuzEVhrwWNjqzP6ZyogdljF9AHR5L4mMzAYUdIWDElPbP3DkT9NnU42pc9O5eTYDgaho0jIXWJCDy+JIY2/aG8T8IU0pmNytdYGM7mRPEb2mI+U+nCV9+Utb0yLkH5E8vHZK8PqyVxdcxERckM6/Le945ElVnIy3uPp2F1P6A18Cm34kQNn2K6TzLioKoKIyfAdsPc3/eZyo04M+lSyOTRtSprB2u4oc/iuhFgg4X5I5bTt/jcmbfw/SRdq83t2Ax71R4XVvJ4isd43CMemSSsVYjrh+yUx5lefgxNi+ONLG7cKHH16iyKolAsZmm1urz44ohwWBIkr7/e4Jlnkly9OsL3PSYmJtjbS9JsXmdpSSMcdpib++i7lZ4+f579l7/BREJmpLQ9jZX5FVzHIqqrRBIJJiZqHBwMcKxDZmdTP9Yg52jvAV75u0zbG4QM2K7EuFc/YroQZ3erzBurHV78Xod0MKRrxclEb/LkcpOEMWKrImXKlbas/fTx2KD9huy1jYqo1l+4KiXPCVOOu12Sio9rW9KX62uyr27tisnT2WmVkZbli59/GCU6zgurAw7aEQItjp6cIln4EJkpnuAXGh84OfxIo7sB0XfvVLr2IMrU+9FvCOKk2tuVVO87kNiLF+G/+C9gMIDoB2uYdoI/IVBVFdPsUanG6bsu+A5DP8P6UZPuYIjnB1ydlZ4h0wD12CFxvSyZ2oOG2NTPLEuAefdAjC7SUfjaW6AqAYctjyuzEI8qVDpd2sMeId1GUy9i6AO8YJfdusN8LoPtlmkNY0xlPO4fyoDsAIvZfJupbIuRo/PWdppcbJKkucb98pBc7LhUzZKssO2Im2LgC1mNmaLYTGZFHbQdEyOkMbAsJrJxSvUeqiald5MZCX41TYghwEJRSk4bXckuzxdk0PjIhlc3YSwhZjMTmR8OG79XFsUwHJLz2j8UxeeRebixB+Mpn09d0MknKuTi/wOl5nk+e75Kz6qSTzTRtbscNBQ2yyojW2Wh2EcJVPYbFlfnYvSGKqo65IkVh2q3T60TJhez2a4PuL13lVziDZr9KvcP51keb7JztEVpcIbi0hIvXh+yfuubTMZGfOJMhY3Db7Hb+CUMPUkQRIE7jKWO0FSDifQW8fiQqH+W7e35E3KIOCSORrdpNFSemP5Nli4Pse0EpVqX7z14GKXpcrlgslXyMRRLXA3joj7fPZK9tFSMY7kBRx2HK/MhXM/m+rYQvfNzsq9mcpKMSZpCDut9MdFIxyTQ9ZE9mTSF5A1GUkJ61IK+Kb1TV+dETYkbcvzqPoyn4Jcuyfp+cCh7dbt2PKLGkoD67USHokqQbVlSPj6Tl/K7dl+UlVpbKgniEenr3azInpvNwQv34LFFIZGJiPQ17lbh/vF7np2CrgW545EvQeCicsTlOZNwyCcecThq6Ly6bpJPhHD9EY435JPnozT7ZW5uZVkqVrnXjBMO+yQSC1yeeZNzuQ2mUl18LcJh44iz4xV6ylXu1oYMuxf5lXMdRo5Cz5ph6HTpjSIY1Tp+ELDb9Egt/+hoqqOjDoYxieM49PsjYrEER0dlVlbC7O7qhMM6mmbxyCOLzMxMYFk94vH3eLzVhwCfePZp/tlmhYPmPUK6QXhykem5FXZLFk7d4dHTBosLeYzEiEvzj5JM/3gzGre9hem3SMYkzI3pAzYPN2nujNi8t00iVOPLVzU01ac77DCVkbX3zdtwcUbWWm8It/fFbdT2JAmiKlLevN+QY96u9tipijfD2z26Lz2Q6/Z4GlqOyeT0BcIpj7PLOYx4noE2xvwTzxLk4hAERIuniSdT7+Nf+gQneGeckMP3Er11MCfe9dPW7sd48uH3eIzF29AioEdheAjRH98bGYnAygq89BJ85sRN+QQ/A3Rdp6eeIZas0HMmKB2W0JUI60dpnjp1QCJS56gzpGeJCnZpTtSIABnRYHvwyLgErlNpcfWs9+HsjJApBVgY89EUCIeOyMYS3N6TG73j7tIZdrgyl8D1LKayI+4etDmVd5jODgmCKHcONJ48tU02rlPr2swXVMqtdaay22hqg7NZWJmUjHClLSrFgzIQSJCra/JvYEngHDVhedwhFXH57j2XK7NDvEDDcjziYflM0RTc2pGyu+UizBVEWQyHRCHRVCGbb0+WWSvBXPG4FC8QBWUmK4Sy1j12cXSg24XfvyEBSyEBAS7nZ3ygRr1/g3BoyKXZEeNpTUqddIftmscnz7jETTn//SZUug5hI0425tDsawwshbFUmlt7DSKhGH4wxlHbYSy1y+W5XfbqSbqDL1K551Gz4myt32Q5WSKldJlbGnB2ssc/fsnkoFlkKuNzZvKAyXSFuGmxUJyiNawScyMMmveBuQ9yuX7guHmzxPp6hkTiURqV5/nM4yaGlqDXSzI7m+O793ts11W+c7vCxxa7RMMGcdMmGlLZrim0upCNxxjaUbarOmenHUp1m0xMYS7ncGPgY2oqYd3H9aBy3AvrK3BlTkyg3k503NoRU5etipQ/t4ewfiSjLS5MHY+nUIWsZRKg+BIEW56o/KoqCqXjwvlZWddjKbg0I4mNvi0JoM2yEELHk71fTMhe26zCRBqMkJTlXZyFOyVRJdMRSdI8tyaqYTYqpX7PnJM1/NU3JRhPRqXMutoGD/j0BZe54gAVlc2qD6rDfN5HUzsc1E26I5fbu10gRCTUxHH26HbqBCSJqt/hTOZ1JpIqrhclqtdIRUIcNlIofZex2CQvVoYcTWeYy1eJGhqrpSle35ngUTVL164SMjLs3PwDeg//r4kn0wDkcjEODvbY3o4DMVx3n6Uln0ceWSSdPqLZtEmnq8A8d+/eJ59v4XnLH9QSfd8wMZnhhVtpWpUv4PsWUwtlEt/XSacLeN7nGN69ztJ8lvTi8k8kU36g0GgNcWnTbDb5Z1/d42D/iEszDoFf4eq8Q8L0sV2XalcSF0Eg19iz08fJj4i0DDy+KC0NMVMSFZNpSeTd2JU9EQSyhieysk5zSXBakEsZWEqSP/Nv/5/xMo8RWE0iQZmB79H1M1x69FMYJ05/J/gQ4oQcvpfo3Bc30HeJuw+i/PkvVd6DE3oHRCfFOOcdyCHISIvnnjshhyf42ZHIX+ZgOGC/8TqdwRwPLfQxtR0qHVgsCDHpDMSQIh4WojSWksCx2ZexFdX2sSnGUILC+wdwZkIUDV2BXNynOxowsm3CusFUroPvJThsqdw77GM7WV7f3OXy7IiQ7vK9eyECzuE5a3zjpsWlGY+QrlFM6rhegO24GLr09ZXbos6NRhIgN3oQSkFIFfWkmJTgtpgSpaTU9Kj1NHJxyMY9Gdx9PCw8G3+7TxIeSsBOXRxMI2EpJ92qwlOnJEDRNSkn9ZHjR468t6lLwF1ugosokrN5IZKFhCg21a4Q61jYR1Fs4uE20bBNPKIS4JGIqMzkVHbrFkEgAfh4WtSWo1bA9lGPpYkwlq+RDCu4foO1UgRNreK4rxI3aswXLJKmheu1Kbf/gDlzhu9vz2PbWQrxEmen4/RGPSLGPr9ydZPXNj/Ji/eWmcm+SjSUZ2VCJRyCmcwmlpVkfibxwS7UDwG2tiAUkpLBRGqZrT2biysBreoq5VpAp7vCxy4l0bxlHL9Kb9Sk3NHIxgI6ozCJSJyjTp47h3PYziFT+Q1WigOmcz7lpuydRMzH6MmaTkREiTc0UbUVRUidropSXevKmIlG73hUhCW9gutH0mfl+LKGJ2xZg9d3ROlTkcdMXUpTE8eGMjNZWec3dmV+oevJyIrX1uXzL48BiqzpkSOKzFgaah1RLJt9MfN4UJb91B1BWBWH39GxQYgXwNVF+X6jIsH72Sn5bDs18AMfRfGJhmRsxlTGwfE1WgObQtJjcUxnZA3pjxzyyS4P619loxbi4tQGpuqTT/p0+wpHZYvWYEB3mEZTwLU7ZNMX+d6ddZ5aPCAZ98mlNRYsMLxXmcslGZsqMjUVo7b1EvHLvwxAoZAG1o/HWvSZmTE4OnK5fBmWl8cBeOSRGf7Fv7hOtTrg8DDP/fsHfPnLdR577I9N8/rI4Dd+4wVM888ztWAwGo24fn0N02wyORljZUUnFjvD9MpP71V+477OvZcitHf2Gfb7bBy1WCqWuTLXp9pxUFW5ztrHPeS2K+tEVYTo5WLSX6sArZGQvsZAEiaeB/cOpZfw6Lj0NB6Ra3e1K9f72jDOtnOGhz/1l9AKD1OcvUq3O8TuH6KrKkvTp06I4Qk+tDghh+8lug9g6kvv6imWpbB/FGZy7H0sHzHHReUsPv2Oh1y5Av/oH8Hf/Jvv32md4E82JibgwZ0DUtohsYyGrgZkEwPiYZX75YBkFPaqMscwGuYHvVGpSemru7EnoysyMemrOjUhN+7n1iSzSwBv7UJv4KKqcGHaIJ8M8PwBE5mAN7dT2L7K47MWQ0dlIqWjKy43SveYLXaJhhK4gYPvBLR6A3QthOXATE4jFRGzjMUihA0YdkS9TBz3PZUa4sw4lZVg9NKs9CHOFTQOGh5jKQk2ho4QW88XclhqyGsqiignpyclqC63xZV06rj8dDor5jX3D2WG26NLQiRf2xCDj5m8BDYfPyMldAcNyWbf2YfxjLjlaWpAueVhaApB4DKTByUIuLXnMrAkC27oEhjlE5LtDmsBqyWP5iCK7UxQ7XZJx0I0+2nmC28xmT4gYtjM5uD0pErSPKLvhvGU53h5c5JkpM1YosF4YpdMwsfQxpjJfp/mAKLhLpFwlPZAJRnt4zMgPz6BmXp3bs4fFTiOg6ZpqKqKovzQYy2bn+HO2inMre/SaPbZPApxvrhGRD3FsLtLdnxIpekQsRRu1z32Wwa39xxmC02ihoXljDisw3jSY7sqiQv9eJB8OgIcl8Upyg/7XsfSMiqi1pbREbYril9VE4UwUOCRBVlj1a6U2dW60guoa2IaMxiJsp+KwLduw6fOSeD86ILsmZAuZlLZmOx1RZXZpT1Lyvcc/7inNiuBdyYmazykyrk2BkIMZ/PyGutlcS49MyVruNYTEro0Lr3CliOv0ezLHnrhjiike3WpVAiHVPo9g8m0R3sIvWGCRr+N5WjMZvew7UWW8hEikYvUmr9L0qjguD3uHsQwwg9RiHWJqve4sWuzd1jkY6c6zIyNU8jPk47sUdi9Rzw2zdOXNB5UdkgmJwkFgx9ZA1NT40xN/XAOsu+XfuTx27e3+PVfP2IweJRUSqVYHPL1rze4etUhFAq9h6vzg4NlQbvdp15v0+sN8LwErtvDMDJsbVWZOM63O47zg1EUq6sH1OsB0ajPQw9N8dJLD/j13xjy2osBE6kxlsa+xmJum2RU9oHni/nZfEHUctOQtTW0odKTEtGRI8mHkCbX94OWXJ/DOjiKJDBul+TaOZOXe9hBE9xA424jS/rqf8Bf/PJfI50rsr5e5mtfG6KqcTQty7PPZjBORlSc4EOME3L4XqK38RPVuB+HextRpsYsQqH30ZDVnBCV8yfg/Hm4cwd6PYj/bOOETvALjvn5NP/dq/+IyWifdM4iFzdYK40xX9hjOqsSMyGiS/nOb70iCpbvw3OrMD8mfYibVTi6L0HeXF4ysoUEvLwOv3xVAs5X1yFluuQSHcZSOkM7SrUTJmqM6I42ODVuUeuG2Kj0MHQLHZ/ZXIhwKELfgp2qzcgqUu/qLI5tko4FKIoElNc2JZAOKUK6/ABOj4MZhu+uStCcjQnRygfw5pbNQlFIbuI4AN5viNX//QO4eFw9eW5Kjql1JUiJHZfMWa4Ev/cOpDRuInM8MiOQfqxPX4SvvyXn8fasxN5ADDo47uWyXXm8mPQZWB6llsEr61HuHw3Jx10y8YBT41J2d3ZSDHBsVz6DosBDiy5fvW4xsB0uzarMF3ze2HrA+ekjDhptnloO4Qcu1a5CIprk/vYIQzvg4nyacm+c7dotikmfmBslYfa4PNthr66gajb7jSGWO83QUVjdX+GR01MUxn+xHEs9z+M739mhXo+iqg5Xr4Y5ezbESy9uYhgZQobNk09fZSE9xfe+tcYzj5ZpVe6ze/Ad5gpHdEc6S0UfVVFQFdip9/k3P66hKBqpiMXLD9rM5yO8dL/LqQlRtseSUg43coFACOFcXgLfl+5LgmIuJ2suFUCpLkrI7ZKUjM5khYhVOqIOapqUe4P0FYZUyKWOS74DSW50RmLakYpKT+10hh8MpO9boh62R9JXO7JhYUwUm5AmJO7GrhjZjDxxSr25LUmh3drxSI2kENjacTlg8ngsxnZFSldBPls+KZ93viDK6GxB3icbd3F9F8uDuwc6R60Gjy655GIenzm3w0zuX/D82ji6FcN3twjcEL1BhJl8iDe3DklNmpihfcZTPp+J7jGVXWO6kESPJIiEbCLhEbHEBt5AhZHOYFBkp2UzccnH8zzKO3cwlQMavSjRWBbH6bOw8MO5nwcHDb7ylR7D4Rl8v0ij0UPXHSYmQgwGQ1KpjyY5PH8+zj/+n/5HCvEMhhawNxqQzf4yvu9h23WWluL8wR9s0u3G0DSLRKJDr7eCroep121eeeVbvPSSw+sv/XP+/U+/Ria6wXxhRHsInzoPpSocHc/gbPZlbS4XpUR6dQ+uzhwbztRlXX/irBw7suV6u1eTRN3ABscRdXGvDvFIiFgyQdl4hk/+6heZf+QvYkYiANy4YRGJvG02E+Wtt3Z55pmTQOoEH16ckMP3Ct4IrJqMingXeOt2nOXF99muOjYNR3/wEw8Jh+H0aXjxRfj859+n8zrBn2j85m/eIGvOc3utyspYG8vZIaQPqHQdFotCdsZSooQFx0QwEpZevHJTTAF85JhyWxSF1gBWJuD6tnw/lhSCM7DlmIWiS73bZeh4JKMmQRCnOfCYLxr49AjrYLsO0zmfodUlpEYg7/LKgzqPLrkMbJ+RDcNAgtpISALdB2WI2KJcdo9ny7m+BN6zOQlSR47Gbj1Pa9jF0EekIz7TGQkwJjJSolduw0RKSFgiKkpkoy9BebktAbXry+ca2kIaG315HxDy2BpIgFxM8oOh5dMZIaNDG+bz4gzpA/mESyqqMMwHDJyAp0+F2G+YDOw+pu7yoCK9i+0BhHry3roaYOguDy3uMXICdDXK+WkLz/UY2bB24FJIwkYlRruvMJYMyCsBvb3rNIZJfM+j0TVQggbp6IAAn/F0imQ0TLXT53t3DbZrp9lrTfJf/8+f/OAW6AeE27cP6XbniERkZt3rr+9zeeU2n7t0RKttESSXSSTzxI0esXADM9jHsqFthUlHQ1QaPmfGdbIxj4IFpabLeEph5HRwvCHZmIsRkuTLTE5MWQYWFFJAIKTssCUq9p19eGhBXErn86IeRsOilr+xAZ8+L268nic9ffN5KW1OmhApiGLnuj8cVJ+LyZqsd+Tn6bwkgBKmENAggBfvyevnYrJubVdU8qEtyQ0/kIRRfygOxRFDyGoQgBPIfLlmX8rQF8dkH3SHsF2FWFJMcrJxebw9gje2ZLTAbFZ6IlsDcUr9/n1IhqW0/cKMe6w0KiwU3OPP0yUVcah1A545N0RXfW7umfRGUZYLfVxvDM+H8WwXlBFGOA+BRVircGu7SSTkMhdLcWOtTNWaZbtXZ+zsX+KFFzaZTd5hPh8wfUXh1ZtfwUl8nFw+TLsNL71UYnExxv7+gHA4y/i4w/Z2kyAIY1ltFhc9YrGPrjPcvZs3+FOP3CGutemPXO6Ul8lmO4yP73L2rE+z6WPbC5imEOkXXrjG4vQalcO7PLj5Akc723Q6PX71oVvMZlpEwpLU+PhpWdtDFxYLYuTkerJOQ8drNBuHo45c59sDUcv3apIMURDX0QBZq4dtUFSVy8UY6eI8Y4UxHlRUCiu/ytjZz/6AGAZBQBD86HxKzzuZX3iCDzdOyOF7hd6WOIGq725o7Rs34yzMjN6jk3oHhPMyj9HugPHOroEXL8Lzz5+QwxP8bDg81NgpdRk5j1Buf4WPn2lTSDrcP3R4c8fDPO5322vCo4sSoL54X27gnn/c6+SKmpiJiklFMipBYNyU8RLltpCiwzbM5+D525CJB+iKx1bdZjof4faeS89KMrBGjOwU9X6a/nAX2wPbtSl3HT57yWY2F2AaQry6Q9jYhVjkOLM89sNSvIgO13Yk2FaOR0w0etDoKtzc1SkmsiyOl7k47WN7olgMHTg3LQ6kbiAkzNShNpCgxPOljOkz56WkrtSQvqjy27OyaqJ6NPvw2JIE5a9uwHhS+iEnUhKwjKdF7QmHJDBXAri157A45hN0ArbLDqruMnI8kjEJuGNhCfijhhDvt3bAci101SMaUrE9BwV4UPE4OxlmYKm8sTmiM1RoD4cUUwbdnsdUKkc2fJ1qL8Jkpk3E6FNIOmhaQHswQlcNeqNp1ssfZ7t2BU1rc/dulYsXFz7Yhfo+YzgETfvhfaFTP2TiYp1UMstEEQajBp3IMtuVMr3eLgfVdbZKMJFSMcNxbKtBzPBRlYCxtMrI9hk5HjM5Bcv1+f49D8vtkozImgmHJNGxXZX9NJ4WcrRXE6IVDomS1j4eL9GzZL2dmZJkzcfOSgn0dkXWU713PIw+DDf3hHx6iijkIe249HooaypyvLb0YwV94MgeVpB+13pPlPeFohyjalKeGjOFcOq6JF/6lhy/e1xKOnCkZLU9lADeD2CjKspoJioq5KNLcG1DSlNbXUm45BNSnmo5MJmSa8zHzwh52DiC7ihgOiczSkuNgLNTPvUeNPs+EymPuVyP3nCEr4zjBR5HTYdAaTCfHxGoKVb3Eww8g5F3iUszHWqtCmE/RCxwiagPaB6+RGnjkLnHdyi1VWLZaR6/VGB70OfGnRCqOg/A4WGVQqHL2FiR+fkQ0eiQcvmAJ54o8yu/8vAPyik/inBad1nIR9C0SQh8AmWDdHqT2dllIpE8u7tNotEfjnyobD+Pvzdkd/0mU6l7mOka5liFUxMByTDst0RVvncoJHA8Lde9zkBmyB62pER5bV/WYsSQa+LtO7JfdFXuPZYj6zsTk+esVR4hMfslqrkjMnmXsholffVznH30l1CUHyrAiqIwOelwdGQTChnYdptz5z6aqu8JPjr46F5hPmh014Ucvktcv5XgS5+rvwcn9JOgyjzG3gPIPvyOR126BP/0n76Pp3WCP9EIhQa8vj7PbOweC8UmESOg0tZYHnPJJxQsV/r6zJCYToR1cX67uXs84qEnw4ZzWSFF//K6OB7u1sXhMEBu2MUUPDonPSHzRQlsQxpMpH2UoI+hhXn1QY6hEzCeGtG3Q7yxHZAw05yaVEgYDYpJBzPkEwtLX9Vb7WOjDk0yyG/PUsvGpcxtNg23D2AlkCHgmgrrZZdnz3ukY30MzaHRhXhUAuTWUILT2QJ8e1XO3/IkkC3Ejx9Pw91D8D0xB7lfBk2XQKXalbEFn7oIBBLoTzkS0HzqHDy/JuVzqirBzdV5KYUydCGZZkihpQbsd+DshIdlS29YZyjnkJ6TsqndmpQQtgeQjbmMpUK8tetza8djadyHwMb1FdIxnWsbF1HUMWLGIdlEg8n0DtXOiDc2PbKxFk+seFiuBGGVrsV3VnWqnTGGziywAmzy3HMWX/qSRfgXqP9mctJkf79Ds+lzdORi9e4jdEkQDukEvkNjmOKgc4VX7thcnrxLWPG4s+2AN+TVjYCQHqIQd0ga8Pqmwn5Tpd41CPAJ65BLSG+pERKFpDc6ntlmC7mbSkuCwfVkZMu310TJq3dlLfmBKIWdAUydht95TdbFbE7Kqe/tS6IiacpYiVJDXktR5XV0XUZMdIYSXAdAfyDHPbQo5LKQglfuSXLE1KXHdjIt3+uaKIpmWJIwYynwC7LGHRfmBuJgfO8QlsYkiVLpAAFM2XDjuBLh7KSoiHt1IY+rJcjH5BqRS8i+9oNj85wO1DouyYiQ4xu7LktF8L0Q9w8dRh4kIjpHLRPXi9Ie7pOMtNFCecxQnFDg4Q3rGEGTe5txlvMayWiW0WDIuL+P6T3PhLFDUs2RzaQpN+7S0S9R7/a5dy/Bzs51bNtHVTWeeGLE7KyG66pks22+/GWVL37xGVT1o6065Qo5lIMdbMsjwEM3NSKRJNvbU7z1lkKlYrG09IClpRW2Nm6Q9a7Tqe6Sj+2wOHaI7QaEdHG5xRfjo5t7kpB7c0fuN5YD56cARe41iiIJiABZ731LkmUbB7A8JddFIyQGR6gGSmKeZ3713+GX/1d/jsnJLK1mA0VRSKUzP0IM38aTT85x794h3a7PxESE6emx9/mveoITvDuckMP3Cr31d+1UGgRway3O/+HfK/30g3/eiExJ3+FPIIfnz8Pq6sm8wxP8bPjc5yb4u3/3Pnf2Y3z6QkA+EcKKdAlpLurQI6yL++Gji0Ku3u6tUxRRDaKmZPpTxwOIN47gzV0xLBhPyw08HJL+kHhYnvPGthCic9M2C0UfTRmx2wjTHdU4lU4R1rq0hyqaYlJIKdQ7NqrqUW77RAxIqrB2IGVxxQwU45J13m1IAKoggelBU9TEWk+IY88SwnZ+uk845BMJSbnmw4twUJeAt96VPsOr86LORcJC0O4dQjoupU67dXh1W/rBCKS8SdfAsyFhSHmfGRKXyXpXSvN+6zWZcxgNi4pa7sgxMzkJ/lNR6NsuKxNy/t9dOzbaCUFGBVTpWywkpeSuM5Tnuz70Rj4qMJ6VsQFjabi1F9DoeSQid2kPQ8TMdc5OhBnYFqae5vzMHumoy249IBMTV8vewMEIDah0RpTbKeAuvn+G/f2f3Ov8UcTsbJ6Dg3usrgaEw1EWLnyeb7zw2/zpz4cJ6SFKDZi8MMu3vnUfe1ggFk0R4JIw2nzmvMbqrk427giZr6qUOyqnpwzq/RyxcIi+dcT5mRDl5gjTcKl3hfiXapJgcDzZLz1Lkh3hkChwF2fk9wFSpt0eSJ9sOi7KdzImplAjVwyPQjpUj91ET43L/l3IS/mpronKeGVeegrf2JaexvlxMQDp20LO7u3Lmm73pay8EJf33toSp9KFMZnFmIrJujSOTW36lgT4vifvVevBTEF+JpD9ujwmhLjek+9bQyHFRzEhgtm4vMZBU157aAu5nM9LSXZU1zk/7XFz1+OzF2ziYXhrDzxX5dGlAftNl63KgLlChFYP7pSGXJgdMJHSGI76JMwtRlaA66pUmiqGcQZl8AZf+NQK1bZFJGqTjMDrm13u7+5w66VrmIoGfhQ3lOLN63mmp3X+8l+e+YFx0S8Cxpae5I21Q3LhDiNX58A+Q1BOYNtJdD1MOp1nZ+ebZLMNVl/+BxScTR6dX8fxmtwpiep8bkqSH+2BKNVX5uDNLVGo42G5zt0/nhmrKmJIEzeln73Shq2aXEttBzp9qfCYGi9gFqdIFpaYS8/gLX2CqakcAJls7id+JkVROHPm3YsFJzjBB4UTcvheoXNXCNe7wJ37UeIxj2zafY9O6icgOg3t1Z94iGnC8jK8+io8++z7dF4n+BOLxx47zZd/9Rq3n3uZlOlye3fIwPbIJTxSkQDbE2Lo+oAvqsNuXdS6ZkscOJ8+Kzdw2xU1Y6MCVxeEsD2oHLskWlLaFg1JT0ihAL7vM5uDoe3RHo345DmVjXKEmYJOt9SiNRiRjhlYrk0y4jGwJKjdKotiyfF4jUJalLS7+9KjNJaUjPKFWbHq17RjpSMET6zAvYMuGVuy1bUe3N6VoFlFstYzOSG8W1WxQR+MRDUpt2WuXMKEp1bkuGoban3pe1zbl8cOW6Ikdkfyu2Zfyp5cX0jmwwui2tzcldfoHPcnXp2HhKlQbgd84owE4mslCbILSfl7Wo4E5PkUPH1aguW9uoeuq5ye0FBw2azCL1+Gw7bPd+/WmM+vcWPXotzuY3uTmIaF6cTwA4+BZTOwpcwQBVxcnljaodH7B3zv3v+LINih1dr4SJfIvRNCoRhXr/7QpbId/Cq3Dm5SyKcZO3OBUCiEahQ4aK0yEzkkaqgYekDM8Dg77bF1pJKOOxghg2tbY/RthbjZJJfwgRGb5YCoEdDsgWHIGnryNLz4AGaOe/qCQEyQWn1JZMRMsfVXFQmME4YQuGvroqJXO7ImguMRM44vRHMsKYmK9gBefiABuKpIsqR1PGoiaggxVRHyeWFa1uv5aXh5JGrebEHW9VxBkhevbsB+XZ4fCcseLyYhHTs2tDlWNnfroCHXh5Fz7LLaln0VPe4361nymVVVzu3RRalaKCSh1ZM9lI2LCnphRhTJiKFQ7wYsFRUS0ZCMftE9XNVj/chiaNsUUzqtXoSJnEvEGJGNecTCB/TtEPX2kLadoGPn+NjKHiP/NovnTlPZv8dIG0fTTOp9hYHqciqrM5hfI+yH2KieJhK3CcIezeZZgiD4hSGGALF4imhmHj/og6eSi8ywuXlIKFQlm5W2l0ajx+/8Thu7VOfxq/eZy7dRkPURC8v17/aerGNVFcJXSMr/ayIiCQNFlaqTZk+SlBNpuNs7Tox5cu0cy8ep+qf4y//XXyfpb6NZR9j2kLq2zJWlcx/o3+kEJ3gv8Yt3V36/0L4LU3/qXT3lhVdTXDrXe49O6KcgNgcHX/uph124AN/5zgk5PMHPhqcvlNm/NkNjUCEbr1NMe9hOwEFLHj8/JTfukSFB48o4fPOmjHiYK4gZSzQsN/N6R27wEUMyvZNpsd6PhSUg1DV4+oy4Fw5scWcc2qIoTmZc5vMDfF9hZA95alkhG4f9psNmRScVDdPsDuhZvpC5QEhnJiYBZ/YPGd/s1MEOJOh8+rSc01FLziMRkTLTXEKCU9sVle/mrnxf64gRwnxePsfbAWzUkNK2ckvK5yxPXitmSjncJ84IGd2ryd8rrEuA2+hJkO15Qk57QyGaIwf+ycvwyVNwy1KxXZ+tKvQtlcD32W/BY/NCHO4eyHtuVEW1VRAlJRyCSkelNYhzZW5ItSNKUGckgfgjCz4vrPUIiNPs+yTMBkoQ5qijEw2bTGdcjro+ZycgFlbZbw7pFxqUOztsVf4BB53LJJOnODw8Ynr6F2ucRSKh4boWui7ltGFT5fTlj/2I0cjHPjbN976ZImioPDztovgqmxWXqTRM51SO2hq6prEyXmM2l6QzGjGTVTB0DcuxOWyLCYsREnJ4c1dGw3z7NpyekoQAiAJYH0jpcmMAY3FRB+Mm9Dqylt/aFfWx3pc9etAUQhYOSV9WzxIV/OEFMbkZS0mP7V5Dgu7NIzgw4ZFFeU61K2t0qyLrrZA8HjpuSm9iu388lmJMEkKpiCjrQxd+9w0hpH4gpaSlpgT0yYgkiDarshd3arKHJ5Kw3xZ1M1AkWdLsizo4csBDyLGpg2rI81JRsB2bzaqc71RHKgvCusmgn8J2PQpph7GkysBy2KkO2aubzOZ1HlvS6FeHxEyXtBdmo+xwbjKO78fpNfu0m9v44SPc/jiZmafZuneLBo+QTgQkQiZ9v4UWW8AybDTN/oVLnijWLtUDm4MjE1X1MOO3ycz/OUolk+3tNSIRFbtbwm8/x1zmuywU2tzalXXa6EtrwvlJeO6ODK8vd8SkaK8u1+uQLo7Q1Y4o47WuXPcGtqiEtgmlTpSrV84QmJNcffh/w8WrjzIcnKNR3iEaMlmY+sXqkz7BLx5+sa467yd666LGvQt856U050/336MT+ikI5yGwYVQFs/COh124AF//+vt4Xif4E4vRaMT6nRbhUIiIoeO6GpGQzmxOnAHrHZ9mX0rackkp1xzZonJFDAkw7x+IHb1+nDgfSwmJbPWkj6jeleOjhpSNuZ4EmlMZed1qF8ptcSAdTw/Za4Dnu+i6Qq3rkYuHOGzaZBNQiAmZ3K4fk6yOKBTdEQS+fLVdcUgcS0lgWuvIbDbTgOmwnOcjixKARkKieloefPlRIbgDS4Lnj58Ro4SH5+S8b+1KhvuoCSuToui8bckfBBLM7DelvO/8tLinRg2I5iT4v38oikoqAlVPvo6noT6E5YLP3X34zIWA5TF4axum06L8NDuiZL65K2WAk+m3yaHC+naCb9+K8iuPKOzUBhghMeoZOVJeaIQgl3LpjxQMXeeN7Uk6I4+5XJq7Bw9wvC7FpPx/2Z6PpjrY7oB8ssfZqU06/l/i4ODWR3Ze20/Cyso4jcYOpVIIVfXI53t85zsjgqBBLttieTHN9PQ4p88YpGpz7Lc7zGaqqF6bf3nd4eK8QdiAcnvE2SkVTQ2YzoLrOfRtn85I1LNcXOb+9S0hWndK8nUqK8p13JQS58CH6SIsKfDmNjy5BFN52X+7DZjJCJlSEZXF0OR1M1FRG3uWqNzegbxu79h1d/MIGjFYHJfSUMeVxEZrICWi/vGIlk+clXVp6HIuPUuCdseXtWy7sp/fnhPqHxvjeL6o74tF2esgSpASQDohpG+3CeMpSRaFQ0IEXl2X/XJhWl7/7VEf6eNe50YP+qOAy8eOyfWuy9DVqXRM1st5zk416A8cth2dpaJCLBzQss5xv+IxdDaIhy1URWE8M6A1UnEJY6lTNGvrTI+bTM4toGkKz62WUcmiGnDUjZAulPG8Gsl4hEjmAg89ZP5CqYYAz317jUblDqcKIQhGvLnjkMtrwDr1uks29CpLib/N2XMbjByf330dvnBJ+rMfX5LkQKDAw/NSBXFxWkYDVbtCCJNRSQ6YIVB0UYzf3JbZhnW3wJNXPsVf+jNPcFiuEJn9DJcflUx4JBpjauFELTzBLwZOyOF7AXcAVh3Mn32Mhe8LOfx//98238MT+0lQIDYP7TUw39le/sIF+Bt/Q+b7/ALGdCd4F9jebnB7o0A6eptiskXUEDOLw5ZCIRGw2pF1HwlLpn8iAwTwygMhXM7x8Pfn1ySoO2xK2VAyIuYzmiJB4leui0KiHfsAKI6Qw8RxD0kyAq9vQG/g4gZvD9EOCOkem2UPH2h2ezw4tvVPR2A+C9UefP+OKHipmJCot4NUz5dM9cj5ofKxURbHVTMkAbMREnXx7LR8vsOW9Gq1R6K8KIooMa4rZKvShtUe3NiW96x25POemhBSGA1LX9jtPZjOiXmNrglpzEZF0cwnhGRWu/DsOQmwUxFRNvdbcNgKCAIxC8knQOvL8WfGZWTH9S0pFaz1VH7n2gKqqjKyH3B2MsAMi9Lz+JKQ0QdlKCY9vlNKcGoyTzo2zkZlkpG1zUzW46gVJhsfYTlSsmof/yvE0lycrXL9yCEU0j/StvzvBEVReOKJeYIgoNcb8Ad/EME0C7TL1zDqa9ihgO1SklJpgOVfpq/F6VduY6hdAu2QnYrFTN4hZijEIwobhybNsIGq2KSjkI3Amz0hTm9tyxo5OyGqSTwCuiLf948H0GcSor4PHRn4vV2Xss1AETXloAVPnpIe12hY9kCrDwRS7ilkCooJ6UtVFfh735NkwxMrsm+GDqzuS1KlZ8keOjMpKvQLd8RMaq8uSmPclATMnX1JAKkabN0XBb1vyTXD0GX/TWbAUOHKkuyh6eOexsFQXnu9LOWxiiruvrGwrP3Xt+QchselqJ4vBjo9SxJAHpBPKiQiCvcPVY5a4AVhbMfkrb0kT63ozGYNSnWLW6Uoql4gm7bZqNS4OK2gKH3uHPYJ/ASvbcKFxQHhkMdBQ+XU2RCDgUMIh7r2EEm1j8UUb1aSZOdXyI7XufKQTtzsA++crP0o4tU321xJQC7ewnGHJM0ZVm+uMzX7ZUajb5My/imfOvuAQvK4rD4k/bAjW5IJCVNeJ6zL//dWRa7FuibXX8uVNdUdHo9RMUM4oUkGiY8xcepXWXr2DLoacP7iNMn0T+4lPMEJPqr4wMmhoijbQBe5FrtBEDzyRx5XgP8v8MvAAPgrQRBcf7/P812huw7RKWme+hnx+lsJzLDPzKT1Hp7YT0F0Dlo3YOydyWEiARMTcOMGPPLIOx52ghNQq4EXu0C/+/eJhzsMrRGVjofjefzBDekxOmwdl5m1JePvBZKpb3XhlXVRKtpD+MQsPHNWgkffF+XhzJSQHu24R6o3koDvwoyUmv3/2fvvMNnz7KwT/PxseO/S++t9+erqat+tlrolpBFqCSQGwaw0CA2zAzvAzsDuswvMYIYBCbQgBAx2QYO8UMu1r+4yXfbW9SbvTZ+R4b35+fnjRNVtrxbqqltdned57nMzIyJ/8Y3I7zfyvOd9z3tm0sKeaZo8brUkPSadobAfIfPekO5iSmRnsck8tkoXeta9cRV+IDK3/TY0asLI9K17iUajPwGPjiSshirJSiIkg8EdVyRPI1ukfY2+JMGXtyeSuKgk2x+9ILI2Z+LyudsUBsbUBSj6viS3Mxm5fTiGJ9aEnewO4fa+JPUXJu6j5sRl9TUL97gpwPDXXxTWE0VeSywkyVMuMXHsG3lMpW7wyAqslhxcAhSErby2D1e2YCql8uJdE1XxefFujflMl5PT19E1lWJyhmxsSCpis90IqPc0DE1DU7N4gOX6zM4OOXIkTzgcvh/b8y0RiqJQq/UwjDydTo2QfZGR63D5hecYWT6j3sPsOfPMpJLs1aHR3iGj90kWe2RjYQ7agKoRDrvcKatEQ5MeXQ/ef1r2WSEpYGvsCQtdSklBotGT3/trxkihiYtjtS2jKF7r5S2m5Bz0h/K4Kzuy96sdYcpLaSAQ05ewLiyN5QpzfmpO9rLjyXUHFhxZFCk0snROzUkh5JXNSYFHkX1u6LJ/TU3OnxdIQp+enL2wAfWRnLt6X/a558nrWsjDnaGcgZOzIi3fa8JoYmZ10JHCSaUjEtpOX2SFpRTEJrMbEyFoDwMafZVEWKGQ9HH9LnvNKndqi3QG+9TMMYYeojlQODHVxLVbZONN5nIBpWwMQ1P5jRcaLJaO0hl6jP00H3q8xKU7Q1wv4HZ3ldUHf4BLlzZpKTEeeDBMePRZSlGP5cyYdvtFGqpOriQqJMuycByHaDT6tmUUY1GXRKhPOtwiwOb4TJ+Du2P8gUb74J/zwcde4OFV+byMTXpKbVf2ejzMZF6l/D2IhKQn1fVkTz11XT73bR/qfQUvepbC4l9j/sh3YRg6y8sNVo7O3++34DAO477HfQeHk3hvEAT1r3PfdyO+50eAR4F/Ovn/rRu9mxD9w33A/Mpv53nikc4btKBvMuKrsPef/8CHnT4Nn//8ITg8jG8cnU6TkHeduXyOQnKbVCTCpW2LvuWxNi1gazYLOzVhI3IJ6X/rDAQ43i5LsviBUwLWkhPTmS9uiExsaMkf/VJWKv/TGUk+dxsy9+/03MRaH5EOTaUFaA4nroTdkfRI5RPwwl14bE3WHQlBfsIipKICiIYWPH9HkutMRG6vTo7r+SUBVFd3AEVkdQ+vCgN6tyZA1feExThSkhrMjX0x4dhpiKTOcWE+L+uKhyQx1jWRlvYtOJqV5LzSEVajM5CkeXFWwHQ8JElRZygsTm8sjGPIgFsHYobT7sPAkOdaLoh011AFzAaBANHuWFz+Ckn4nvMWu01hX/uW/C5GNqBKglUZBCzkNFanGrhem6u7CoqSJBGJY3u7JKMW2bhKpaMwtEoEvsLQnWavNcOLm2fZbzl8//cffMf1VH1lFAoJWpUvkFO2MO1ncDpXePzhKXq9gIO9T/P87Syutk9MbTEzO0BTFFLREI7nsTKdoNzq8+KdEf2RzkcfkP1sGvfkmwRSPPnPLwn7Z3syC/PUnCTMx2bg8pYkzKYGW1VxCZ3Pyd6p92SA+GYdXroLZ5dkj0dMGctyYVFY9iAQVnJtWsDXXkuYncjkbNd7Itu8uS9FmDsVmBtPegEDYcOv7cL3zIrM8/KOMH6LRegN5EykYrKuOweyzvmCFJWm08IKDSwBe9f2pTikqrJnj02JW+vx2ckcO1MYpUpHikaWC1kd+jasTss5SoTgM9eFHY+aPrmEhqaEUJUBU6krrBZ8BrZCpeOwUjSIRtoMrQ6pSI/ddgjN0PG8McWMwepcj0yxSF15iN98dpeDXoGBfpLVcw/hOBU8r8PaWgZd8ygmHAhUAgLSiRC73TKU5ihvXUfpXCasB2zaSeZPfeBtKclemDOY5VUeWLbQVZuBBT/8joDtnb/MQx/aYjotxYaRI/v1tTmzhiaf0TNZkfm7nny+VjtSWCskpSC219E4ujxPfuUxph7/8xw9cYx6vUsmo7O2dggMD+Mw4K0DDr9R/DHg3wZBEADPKYqSVhRlOgiC8v1e2NeN9lX4kiGtf1DYtsK/+09T/M2/uvEGLuqbiNg8jMrg9MGIf92HnTwJTz0Ff/EvvolrO4xvu7DtOPkY9DtLbNXucGzGJmw43CpLz10pKYnb0IJffVEq/KWkgEBDvSch7VnCbhk6lEciTSWQ6nBnwmYEgQC2oSUOpmNLktl8fOI8NxJAdbssDqRHpiX5c31JGk7Pi/zuHcekIn19XxKQW2VJsEP6RO4WkX4m25E+pxfuwk4LAk/kTGFTfq7WE1fVy7vigKggie1SUViSuYxIQQ86whQ+uirvha4KUJ7OiNlOpSNs36ubE6Z1UkKzHFlPayBgIGqKYU+jLwAzm5Aemqv7AqhPz0pP1ak5cIFj01JtH9hi256JiQxP0eR9emRNZIK6KmMIwiEoN+R9KKXl9zFyA1YLPVIxH1OHuazCemVAezBG13ymMjaVToCp6+w0bH7j5fMEnMFxz1LuOTz08BKmGafd7pFOJ+7HFn1LRChk8NCRdayeyt1LTT58OsCyRtzda7EU6WDM2oRCBXDLvO+syUt3IGF41Ho2pmEw9tN0xwmKyTbrZSkK6JrsJ8cVSU5rYubkeVAbwmjSExidOJJGwpDWBFQGiBlULi778Feel33VHQmoS0VEgum4AtQ6IynIhPSJw25PJMwnpmT0w0JBJOH7LTGgUhS51juOytcvb0wMmXyRhK4fyDkOm3L+fV+KQ8sFkZm6npyrak/Wa3tSLPriHQELPUs+R2wPChHoI6z9TlOu7yuyHieAtYKcHz+Qs6R6Mls1COQcLuQEUKxXAs4tBhjakOlkgOUYxEKwmLe5W+1yp6oxk7RYKoZxHY9Kz2e35uF6Q1LZLH5iimh2lp2LXW4Ofgo9/X6CwOfg4CX+5A+WWU5f4/qN67QbK4T0HqePg4KCZdsc7N3FtkaM69c4uSbGTanAYXfjIvNHH76PO/eNiZhWZSZts90YowQe81mX5zf2ODu/h+vJZ1HElN9LADx5QmTMWzXZU3ersv9VTT7DUnHZ37f24Hotwff/wJ+l3nFIHfvjfPDDT6CqKsuH/jKHcRhfFm8FcBgAv68oSgD8syAIfuEr7p8Fdr7k+93JbV8GDhVF+UngJwEWFr55YPaGROcKJI990w//j79WZH7WYnVp/AYu6psIRYf4ErQvQuGdX/dhp0/Dv/gX8gf0a8x7PYy3aLyZZ0RqOSESmTiN7hqfvnqXRv8VsjGX2axU/mMh6XeKh+A9JwVE5RIw7UiCOHKkqv/SJvzAgwK4AqSf0PUleXV9ASsbVUkEemNJUudzAorWK8JQBgG8uHnP9bAzkms/ty5gytSEzXN9cWMsJuUaN/fF4a4zEgmnigC8zbrIRc8uCLBs9oWd8xDQ1xoI63fQg1FErhUPiVFNISEMh67BDz4Cv/Oq9O/NZSbOqBN5aiIiiXtzIIlQ2BRWb7MmQPPijqzhoRV44Y6wewoy02u3KUnuyTmR+1W74kz6xXUZNWDZEIlIkl5KCGtZ60pCnIndS45HjsgU01GwbRksPZ2CZ+9AMIaQIQPXUaDRD3A8l0zMZ7/lkorInMithkfI7HFuYZbdVo6XNzV8xSCbtSgW52g2B28JcPhGnw/Hcb4m0+O6LrOlJNmjEWLhh7BHQ7brLobbwh13mEtpZOJ73Dno4fkJlMClPwrYqgXYXoxSKcaRmYCbuyFOzMj4hWREWLjOCLZvSa/qe4/DU7dk3z02SaK13KRgkpTiSiYq58rzBTApiLTz2q6wbld25KyEJyzdrbKcO1URkDWbE4Y+E5e9NpcV6Xg+Ift5ZMuMwdnspN/PFgBY60lxYz4vZ6U/FlC42xSpqmkI6JvOQNeS3sexLY/tjeV5jk5P5nqq8OiasEbX9gU4toaiDGgPZI2zK1L0GYzl9a5X5fNnvy1nud4HAgHT8/nJvNKWR3c0Yi6rcNQM0BSPVt8lCFTWijCwR5i6Sq2fZbcNKyWdzXqWeGIOPf8QqeXTXPpEEz35fhRFQVE0mtUDiqpLackk536RWv2ztINpxm6e/Xqcu5vbPHZ+FderULVuUq+Z5AsF+fnA+Zbv0W8Ub9bfj5WVNNGhQj6qge+zVVdIh/c4PiVFis4Ynr4pey4Vk8/kmbTsGUOTz0/Lht5Q2gkWC1KAK48KfO8PfozTj7wTo3CB4uzqG/YaDuMwvt3jrQAO3xkEwZ6iKEXgE4qi3AiC4Kk/7EUmoPIXAB566KHgW73IP1R0rsH0d31TD63VDf7q31rlr/3ft97gRX2TkTgC9ee/ITicmsiANjZgZeVNXNth/JHizTwjiqJQLNqs585z8ZP/gakIZGJRVkseYLNRk0QzHro3PiERkYr+a7P7Al96CNMRcUys94Q1GIwFhBkjYen6Y2EFukMBXsWUJIxjR5i3/lhGR8xk4PM3REKmqfDypvRSNScmMN91VmR0wwmD15hIlTpDSTBL8/B7l8RgxnIkqU1GBCiGdHnstR2pXkcnc9maE9OOuweS/PoI42h7E7v9mpiDLOYF9A4t6XfquJIEZeLy3NNpkUydnIVzi+IieWdf+gd/+TlJ6gtpOLckMrt4WIB0MSmvL6SLa99eQ8x5js7AUljkro4nyX4mLn1Zvi+Jf2ckACKfEPB9cl6us9OA1aK8Z5+6Ch84Lb+TsQP5mI+u+lwvS09Ydwx7rYB83OOqHycdTXJ8ep2t3gr5fIV0OkWplHojt+I3HW/U+eh2Bzz1VI3hMEwkMubJJ/Ok0/eUGZFIhAM3S8rrUyyWeOpTYQa1DWbCNo4XZ7HgYeommUSfp691OTUTwQs0Xt6MMJNPMrRSuKqK5Y4ZWX3aww6e7zGVkoKHrgv7XO7CkaJIJzdqwtAHSOKcjsvvK5OQc+E6sh+268LCv2YAs1iQ37mpy22OB+87M3EWtYXR2W1K4q4A7z4Bl7Zkv7reZNZnVvaf6wto649kTMvxGQGptiN78Pm78I41KE/6kes9OQcDSxQBgSJfL+UFOA5sOYP13mQG6aRX+DUjpExMPg+aAzEuiepgq5P5h4rsYQ0x4wl8QBFgmIkKaNyqCevuugHpmMtMxqfahYipcfsAwqbD+oFDPziGHUS4VQsxcGPonYCpnk1bmefc48d59dU2EMf3ByzP94mEE9R2brE8E2MqazIMrzHwwsSWv4sT+u+h6zqarmFGU1T3boDTpDXQyJw4/63aot9UvFl/P06ee5Lrv/7vcVMDHN/j5bs+8YgUv7Ya8tk6GMveWytKges1l9nuSIDifhtevCvtBDv9NEbhw5x/xzt55EM/TDKV/o6Xsh/GYfxBcd9PSBAEe5P/q4qi/BrwCPCl4HAP+FIh+Nzktrdm+C70735TPYeXrsX4E3/uJB9+b4MzJ+7TCIuvjORx2Pg335AWVBQ4cwa+8IVDcHgYXz+eeGKRV17ZpTw6T1KpYOoNEpERumbS7NtiItEW0JaLC+C6tCnGGU8cF6BUH0iitjexJ9cnLJWpSpLXH0uVOBkW99xjM8JI3GiLdPLWgbAmmdg9xuI1wPga6AkZkphe3xeAM7QkkT41LSDy8SPw7C15XCYmie7IkmTkNYnTYCwy0OmUAC3Tm5yTBQFR7z8tzqSXNqUX60hJAGyzL6xEbwSfr8pzn4lOjG66ApgdT9jMek9MO14z6jmzJK+jkBKQmo8LaM7EBVg+sAivbsvrT0fhbl2S69fkhtf2BTTYHnzmChyfk+uNHXkP95qQMCT5LiVfGwsi75vjCWObTwkruVUTqXC1o9Edm8xlRlzdlffr7IK8X7vN61zby5NJhckdSVEqzXD+vEssFrk/G/RNiuefrxMES0Qir32/xYc+dA8cKorC4un38qlf/lnM9udJaG1sQ+PiVoEjRQ3bc7hd7rPRKHB0SedaJc7AXiAS3ubi5jKWH6M5GFNr79AeGRSdgIYjRhwzaTkne5178uaeJQAtZopM+n2nxCAmrMveqXfFEGqjJoWWVEz2lu2IycyRKSnqtIYyD3S3IeAqHhE5+HRawJkSCLhMRIW9Xq+JNPROVfpzzy7KOVivCKOfjct6t5vSJ5aNSTGl0hEmcDotQPKpm8JGnp0VB9JYWIydyh0xo3lkRQpMpYmM1g1k3b2xFFdmMiLndlzpT7y+J2dyqSiul0VPQKrlyrnKJuDVHVgqKbiuwbFpjcs7I75wU85Ad2xSSI3oDEPcriZoj7uMrAHHFs8zPRUiErbZ70QIVXSOTt/BbV2iOlhjbiHPuVNnGYxuIcIpaA0Ucvk4dt/DNE2GnvwNVlBQw3nqm9dJpnySyQy9xhb5qbdfj9ylKzc5WtBxLBXbccjEpCB1fU+KXgqyp+5UYehARJEZnnsT2fDVXWlBODoNtXGJ5vTf4Ls/+gSnzhx9W/ZoHsZhvBFxX8GhoigxQA2CoDf5+kPA3/iKh/0m8N8pivKLiBFN5y3db9i7LSMstK/vwPfJpzL8jf99kRvrUf7UHz/gox9svokL/AMiMg2+A4NtiC9+3YedOCGmNP/1f/0mru0wvq3CdV2mpo7x7ner3Hm2RK3rU24pZBM2qirJaCohieaNCTCLhKHfgadvCKiYyUs/38UdAUsPrwobZkyGX1/bla+PTkmP314L7uzKIG/bEUbupU1JFDMRYetuHAi4mc3Kc0cmg7wvLAnbcG1PGDU3kOc+aIvJwU5djDx++DHp19ttytD6mYxI3GIh+ZlLO3ByRoBitScJd6UNKHBqXhLpSlee94FlAWSl9GSeWhc+e11qM/O5yRgMU4BhgIDCJ49Jhdxx5VqPrEjlfLsu6+qPJUmu9WUNn78p4DAWEsfHqbQ89/FZScI9X15zoyeSQ10NkYkHGJpNbyJ/rQ8EQCxNjErKFZHl+YG8t4+tyXUGjs5gbLJRHXFsRtii1kDB9eKcmr+B5Y641PlefuRHHiUeh/n59P3ZnG9ijMdf7lptWV/tYj3o95iL7jCbUhj3NZy8w/+54/P07Twr+YBydxkt4tHXNPpWFMs2udt4nGZXYbl4l4cWK+SO3yUVGZGMCNAIGiJrNhTpMVwt3nN3TEVlr7y6LYAtHhLJ5X96ToDVw8vCUAcq1NoiEX1wWfZhxBTAaDkQzwjYPD5hAtfLsk/3GnBiRhJ4bdL/mIoKuPN9aFlSNJlJy/mKhuHGnjD2PiJxHjlSwOgOpGhiu1JwUQF8uFURSfS1PQGftitnYaMu9z91Q1j3WleA7HRK+oNtT8xvPnl5YuTkwbuOCWPYHkgRaGjL+/XSprCW/SEYWkCrH3DrwKeQ1AnwiYdVqh0HTTWIRfLEkkW61TwKaQb2kNmoz15LoRpMMbWzix4e8L3vNrm6fgk39X5CsRJtH1p2l0pjnZmF46iqwlibIhKJUI0d59bGc6STETb3Ojz2xPsxTQE4e/UDgiBAeZv1dozbW4wsh2MFm6Et+2mpMClOteGBFWEPH1q5ZwrW6Mu/3kCKFKoextbPMn3yz5Fa+TPc2djj9Nm31/t0GIfxRsb9Zg5LwK9NPtx04D8EQfC7iqL8OYAgCH4e+G1kjMU6Msriz9yntX5z0boI8bWve/f/9+8v8s/+3Qx/9k+U+X/9xS0M4/4qYL86FEidhtpTEP9TX/dRZ87Az/zMm7eqw/j2C13X0bQxTzxxjE/9jsnvXznCZm2PM4vCrr3WM7JRlT64I1MT1q4F+x0BIQdtcRz8yHl5XDwsUrJcQiSk02kZIp+NwzO3hGXMxsUcJjKRSpZS4tTp+GKqMrYkyf3CTTGmiWkwHEC8IEzd0IUv3hbQWUxNRjsMBfjN5+B3L4vUFeCJI8JIREIi0/udizLrbTCWarfjynOBJJu2J8nnO44IsDUNiE76+/qT3qkj0wI8t+rw8l1ZQ6UzMbLJynuCIqxIfDKCojmU696pSWKejgEBhAyVWtdnMJbEORqWBKs5lATYm4wImM9CKqpTH2hc2lFIhRROz4tMtTsQ0L2Qg/2auEROZRQ0BZLhgIEta7i2D7rqkE/YfOC0yk5DkXEbloZphAjrDsXkHY7GbmMaQ06eDBEKhd7sbfmmRz7vcXDgomk6nudRLHpf9ZjNmy+hdtbpereJhAzGHphGj2RUo2+HMM0hqdlVer0tTDODZWvs1cfUR8e4sLKFrlhk4grzWZ+xrQAB2Rg8vCKgv9oWdk7XZH+VJ8zZWknmZbYHUqwpJqV44PoTdjgm4LKUlt9vMSEsfzIioOrmrrD5jckeL6ZhvynS6qv7cs12TxjGoSWs8+qUnIXtpjgCn52HZ2+LrLrSlr07nZHE/8Q0GPNSDLm6K89xuyIS2EdX5esHV4TZVCYy0/msFIWeXxdQMbJFHt0aSDHG9uR8b9elz3ehIPdf24Nzy7CYg52mwno1oDuESlvn3GKAqsByweDGvsJBK0DTQ8zlXbbqNjMZ2O0MmYrBiWKZm9UxtdGT9DZcXKdPNnebhLeHNSjx3HMukeg82y2dai3MmTM5Tr/rx2nW9hm09xkSZenUCVr1A4zBLdLZOPWei5JYxBoPQIliGiZeoL3tgCFAoOqkQgNGboDjyUzl/TZU+iJTTsfk97VSlM/o+ax8XjoeNIaQN2dJpj/I0tEPUrbF+8HzIliWdSgnPYzD+Cbjvp6UIAjuAue+xu0//yVfB8BPv5nr+iNF82WIf22t5S/+epF/+R+m+f/97dtkUu6bvLA/RKTPQPn3YPnrg8PVVdjZgWYTstk3cW2H8W0TqqryyCMx/sW/uM304vt45lKLqcQCEcNFV3oYE0bhNeMLxxWAk5xIhkxN2KhGT1iK3ngy6NgTwPWZq9IrtVy4JwdNRYStQhHJWDYqMjnTFOCXjsE4I4lkfyTXtWxhEm5X4NyC9PydmhVwV0pB0pfHaqowcKmoMIzRkPRQzeSE5XjxrrCdj64KYO0Oxdji1Cx86opI7s4uyfPdqUni/NoMrnJbEl7fl9dh6pL0jiy5LQgk0TcNWdMrG/L+WIr87Gt9kgNLgHY2Jqzl9T2FSjvJXLaP4/ls1oStsVx5Hc2evE/VHoxdn87II6yrpOIBfiBA0A3k2ooCUzlZr6oERE2Fel9lKg2vbPs0uirZeMDJOZ101MTQ4eUNm74VkIw42O4U8WiS1YjH8ZV1Tp/+4H3cnW9ePPLIPBcv7tHpKCSTARcu3JMCBkHAZz9zmeHmVWiZrEaGxDWHRttE08OkskfJxkv4foRWb52pTJxb5Q6qlmZ1MQ6NOKFwGkMLaPY1wppLKiYsXCoq41OyE5ny1V2RTlbaAvQW8iLpLCbh1AyMXCk2bNYk2fYDkULXu7I3ax0BVoY2cTrVhW07UpTzaBqy5yMmaDo8cVTYOy8QULrXlvO8XJTzqgRypuo9kQG6vrjk2q6s4fisjEzpj+S8NSeFI3PimLvdFHOZVEQ+GxIReexr52A2K69bUeR5c3FhAv1JgeaHH5Oe2PGkx/HUvHwGXd7RySdhowLljkI85FLvBfTHOmHDpm+5lLIag5HNdgVOzaos5GE+1+BG2QNtCVt7iIi6zWBQJWc0sZpT2P1p8jmPS1sG+dkFjFAG04zz9NO36XY9CoUQS0fuzYfqlS+xkDMBk8BvU9l4ibJlEDZcRqEjZNc+/Cbv5DcnEtEUG1sqkZaoJiptKUQ8siYS4tmM7JGRJZ+vl3cELI4siCSXCJ/+ebqWyqtlg/nFJQYHn0RXd2jsnyd25ML9fnmHcRjfFnFYRvlWR+tlmPrAV93c7uj8939tjb/5Vzfe2sAQBNxadehvQ/xru5Lpuoy0ePZZ+MhH3uT1Hca3TczOZjhypMDW5V+ldCrPTC7NejmHpvZYKooUdD4rzNReS2RgI0dYxVpX2LSRA4/PixV+OiI9d8mIOHHGw5L05eKSCPu+GMTUewLk9toC4nRNksreWCrOvZGweyemJ8DSEaB6fU8cGJeK8rggkH4jXRWn0Je3ZH5iNCQjH17dEaZRRZLRXFzA63RagOd4ct0nj4sMLlkV2VOlJYmr60M+Jol5NirXioYE9Db7ksQ2evdksK8ZxOiaWLRv10RuNbQEdL73tKwlFpYeypjpcWE5RKU9otn3mcrIfXTg01eEOXrmljCs0ymf+RzU+x5fuAnHSsLQGhpcL0MmJIxjISFJfS6uQEVFAeYyGrqioKketqugYhHSw0ylDW6VE5RSKapdk1qrAFqGnZ02D32DffN2ClVVeeCBr90bdunSHht3DDKDNhsbcHcUMFcK4+g5Zkohdup9xlYBXXPpddoE4Sbfc2GOcNjiU6/eYJB8FztDg9lCn0anx5GiQhAEZOJidFRp3RthsdsW6d18VlxkYyH52vOkr67RFxA4l5Wz9oWb8v1gLOdwoSBr7lvgDkXWrSL7GWS/qYqcD12RAkU0JMWbI1NSCGn05HnjYTnfqjqRuUbkeksdAYqGNjn7ligBDE2AYSIkY1kqXWH4xh4QyDor7Ulv4KSAEZoUXzJx2efXdsVgJmoKML22J3Lx9QP5e3Z6Tp7D9Txu7mvEQ/A95wL6VsBeU3rYIoZPo6/SHpqETRtFUUhGTFxPAUXB801ulfuoXCOVLmOqKR5YihH4I66sV8m1+oy1Eg3/FIlYhtu3t+n3CxQKc2xv9xmPyxw/Pi37Bo9ub8jBwZBG+TKrs2Fyi48yGIywRhEKM2/P+QutToeC40FIWO1MBO7uiWu0rspt+Rj89kWYnuzVvqNy/OTHCGfeSbW8j595N0881qe//WssL6qsrqYI2ORgO8bUwtH7/RIP4zDe8nEIDr+VEQTQehXW/txX3fV3f26eRx/ocmx1dB8W9ocMRYPsA1D+XTjyk1/3YSdPSt/hITg8jK8Xd+/W+M1ff4FoP4bv7bFRnWK15KOwx2rRITFJLMcOXNwSA5OwIYPet5vCctmuzEKbTkvy+Rq4AwFeEVNmWqVDArKm0pLwXt6Rx2fjwgzqqhiw7NTFgdTzRdbab0oCvF2X/rm5rCSrW3VJYrMxYdc6FjyyKolqoy+MyHQaFrIia2sMhDnpjeXar/Uknp4XSes71gRkpSLi+hjWxTDHD+TrmxWYTkwcThE2tdmX2YS3DmRouKrKNSsdueZKUUDmtX2R640skcGOXXlPV4s6YyfCK80uczl5LXBvBMCVXUm2M3Hpnax2xSSkP5aezYEl4Dykye8hNRmv4fvQtwJCpk8iBNWOTjah0uj5WJZHYwA39jz22kWu7Z2iM7bIxyzuVBWaFROv1OKRJ3aZnZ978zbjWzDabXCGu3itZ3hiLYI3SrDT9kE7Rm2k0XOyHLQj6IwpNwvkYjqJgy6xhIepDclmbebCWTb3okyFAqazGqriAz5bNSmYNPtSMHl0TQoWkbBIS1+8C8s56SvsjmTPtofyOy+lhTk7uioFgs2a9BOemJN9MLTvyVB7I/n3rmOyfzSkOHO3Kr2/qaicr3wMLm+JvDMWFpZvpSCS7IElfYF3qwLgQM5j1BRZ9V5LJKuFhDxXMiKMoOuKymA2K2BzJiPqgEpH1pyLy2fAUIXl0qTwFIhhUyIqnx35hHyOqMFr/csBtysuC1lQNZVkRGEUA8dzqXVhNmtS6WbRtQH1rs3x2ThO4HL7IMTlHY2HjxfYb8dIhUYMHIWrWxonF6GQ8nATj0DsAnd2xsxToVJpcP68SB9NM872dpvjx+X1d7wc117ZJ50o0mxEGFsq71qGVCpOz3urtaN866Kxf4fH58RZWlVguyWmSVED4lH57H55E6Yy0jsdj8Y4864foT86hucVwB/h+xbxeITzDyVIJaKvX9sdNO7fCzuMw/g2ikNw+K2MwaYAq1D+y27u9TX+2b+b4R//L7fvz7r+SyL7MNz557D6Z0H92tvkzBn45V9+k9d1GN824fs+r7xiMRwW0OxtXDdBJD4iCNJEzATdcRvX81EV8H2FWi9JZzTm8TULZyJxG1iSBBqaJAqOJ6AmmxAQNJ8Ttm8xD+5kfMR2XZwZR7YkkqfnBBS6vrCCew144oSAxVe3JFE96IKhaXi+SqPn4Qc+hi4S1/WyAE7bk2RS1+Q6uiZJ9WxWpJe9sYC3m2VZ92Ydzs8LOLxblddxpCSJbi4OyYysv9qR17NQkJ97ZUNYwNmc9Pm9cFekVK2hSPxSEbn9yq6A4OZEuhqeuKmW2/KebFUhEdbQ1DGJiE5nYDFyhFWJmGK0UUjCo0fEXbKQlORZ1+R1W544AJ6YFUlieygJ+PFZCOkKn78VcHpWx9QCHlr2+cxVWCmp3D6IMLDz7NQDhs4c9d40jd6A+sChNTrLD38XvPtUmuuf/y0iH/w+soWZ+7xT718kEgHq+BalwhxjawxKHl232XPewfRihM89leDOnQDFzLFcbOPxW/QVnW6vg6sdx+33ePREh9S5J/nUp0ZUOnskwyqxkE+1L6xyLi4AL2JI4cEP5PcZIMAqEpIz0bekeLCYF2ZtNiuzQA1NChU392Vf7ozvjS5ZLcp+Wpj8yZvOCEP32nia9QosBzAwJi6+uvQ3xkJicOMFAuQafdmPlbZIO00dLixKL2KjP5Gj5u8x/CDsYXRi1lTtyHODuAl3x7Jv5/My78715Tp7bSnmmPpEfjqezPB0Rep9YkbOTykl7H1v5JNLwNBWKaRgNFYwNY+hXWcwPsrvXXLYa/WZyytU+qv0fZVyy8H26hixgOVknYFjYrsGuj/ixVfvcOEDH+PokSzNyic4uqQRMk++vh9U1X/965E7Q0MpUWvW6HnvZEVt0e8PCYUi+OH7PMv5DQwNh/2WSjbq0bOEMXxtbuVWXVx0D9qyH9YrcKX+MB868wCtap7R2MJOzDO9fALL2qCvG7w2KMe2HRQjcT9f2mEcxrdNHILDb2XUnoH06a8aAfHvfqnEuZN9Zqfs+7Sw/4KITAvIrT4FU+/7mg85eRIuXYLxGMJf35z1ML5Dw/M8RqOA7d04Uc6QUnbJJao0+mNQE4zGHW6WNRwPXrij0epbzKZttmoCqECSwr4lvX3vOSF9RVFzIqN0ZISC5cInr4pEVNckaY2H4UNnBZTttcUxUQFQoGPLNUO6sIpeMHEj1D1mchrVjkoQ+IxtSURNQ1iGg5YktrstSWAXC1CcKMRf2RTQFviyhrXS5PpJmfOWT4oE9HZFxluU0pKod4YiZUvHJMnOROAdx+DFdWE0bFecWMeujJSIhyS57wyFJTm3IO6M6agA5626gFTLgfPLENJdXL/J+cWA+kBmFyqBPG5gwZQiiXMuLkDZ0CYOoz1hfCwPXrgjt2/XQphmhudutwjrDislFU0NM7Qtbld8GkNYVaNkEwm08THC/TgvbPR5aFXcmKu31lid2ufMCoSsAYpv09i++B0NDs+fn+Xm82PiEZW2GydXfJwbl25ztzkiSJU4dXaecDLOeGygqctcrDzPEzmPZlth1/sIitYnFs2jKE1Wjz7MlY02tj2asGsqUwkBN64vM+J6Y9ASwjg/uy7S7JB6z+gpOhnNko7JY2Mh2YOJkBQoAkXYwgMP7tYEeE1Nxl2g3tuz2bg8x+duyGD6Y9Oyh8KGmMS8eEeey9AEpEZNORf9kbCS6Rg8fUuKO3sNkXQOLGHefRfu1O+x2bom5/vcopzXdxwXwFlug9oQF+KhIzLSkzP3AGA8JMUcyxGw7Pry+ZKfsPfrB+JsnI9Db+yj66AGAa9s6eQTAQedKqnEWUZE2eu57NXa9J0syVCVC3MbxKI65a7H2kzAQdsmnT3DE5kIyvgZ2mM4M6VRKJR54dp/RMt9P6FQn8cfvzfz0zQhmpxHVRdJFmG3/AoLVpd0YpaF+a9vevftHvPLJ3j1+c/hesJU5xOyF2ezQCDFB9eVflbLP0d67UMUTnwvL925hmaukSxkaNbXOX48SiT9GNvlV1ADFy80y8KxU/f75R3GYXxbxCE4/FZG7fMyJ/BLIgjgn/6bGX78Ywf3aVF/hCg8AVu/CKX3fs2Zh5EILC/DCy/Ak0/eh/Udxls6DMMgHG6g6zH2akt0gud5dMUjHUsTNrYZOmHK+2Fa/SFPHtdIRnyulwNqHUkQc3FhG0opMSZodKUfqTuQeWTpmNx3aVukkbomoMnxJQmdzwmIu3kgFWZdEfZgOS+jMj5wRgDc0BaJUkiHWtcmHhKjA23CLCQj8pztoUrM9NEVeHgNcjEZBRA2VJYLKiPHpT8UqVwuofLKps9ySRjBvZZIXhfzwsBt1kUmtVkTRrQ3kt6sRh8GI5ldOJeVhHY+D05XZKpjZzLc2xcAOvZk5uPNfcglpYdqZIn8rtqF9sBjJqOSiYkMrdGDlbwAwGREGEPTlP4tyxXp6rE5keE2e1DvahRTKapdj722Sjo6ZjHvsdtU2GlqhKYsoppHMeUzlVLYqjs4rsPVfY1Xd6K859Q2pVSUgZ3nsSMN9HCZmcwR0jGdaHRIpXwdMaP+zgxVVfmuH/yTlC/+G5anW2xsdyGW4n3LLfKhMr3R08ydLrDVfYzBaIpu949zsdtlZKfoD3NEIg0+feUFPvyASiQSZn+wwDuOJqlU1kmGaq/3h65XhPU7Oy8MsaII8NttCuu3PXG43W5MChAIaLqxJyzyQVsA05msAKh6B1aLKiPbB1UKI30LXrorgC8xMbbJxOS5QoacSdMQQPbRB+8x3IYu5/uRNWGmX96EE3Fh61VFijfVnoDbZAT6AcykBHyW0lLUKCSEzT+/JAyTqsie3m3J87iegEJdkwLJVFoYx3pP9vnAkrW2J2Mz+iNZ51RSPhceW4NCUqHWB9sOeGVT5+SsSyp2i2Q8SS5bJHT0gBdvb1FIGLQGQ4yQxsLyIplsmFTBIZMa8OyNCqGgSiEcIQiiLCwUWFyE252bHDt9AdM0X98bp05NUy5v0unkCQKb8w/lOX7h7W+oYhbOslGDTFT23H5LioQzGXhpQxQcigLxkMrU9MN4UZV8cYaP/lcpPvXxz1JS9phe1tH7U8QXPkS2cNj3chiH8YeNQ3D4rYzaF+DIn/+ym16+FKfd0blwpn+fFvVHiPQZ2P9dMdnJPvg1H3L6NHzuc4fg8DC+drznPYv82q+9iGXtMW1G2e9/gFTolzizGFDphrm+k+ADZ0DRbGp9m6NTklj2xgIMFUX+1zRJ6Oay4GTg6ZsTk4y8AMJHzkq/nx9IchvS5XtDAyZuqGNXGI74xIjD1KX3yLHvjc2IhqTvcLUkiUkqIuBxvaqSjMUZ2ENScZld5vsqxVRALKzy6pZCLBSA6mH7UOn6eL707YViwowcm5b1paJi9/8ac3JqTkwWKl2RiG7XpVqeiwsQvLwt78GJWfjcdXF7fHlDmJZoCGKGsEA+ktwenRImaOgImxjgU2lLwhw1pXeykJJE/eq2JNdfvC3jB1YKMivs2i5Yns7ZRQNNBUOfYblY5aHlPoricmFJoTv0qXTh8lbA0Wmdo1MGQzvgxc04zX6L5fyIldKYmBFl6PQZWS532gGNzgGLi0WUSJSYWbqf2/MtEdnCNPrDP8Hv/9an+eLFAx47EiHsv8yRJY1oNIQdLbA3HtPzQVHCXLni8h/+ww6+n2dlZYU7gz/Fb1z/OIPhEqcuPMbV3ZdpVJvkQk1OzimYekDIcPnsddnzpi6uv64HO00BXMkoeK647fqe7PnXDGau7U7MotJyHpsDQIWZtM8rW/KYO1UBoXtNSeRPzUFu4nB7aVvuKyYFjL7mTBox4YljwpzP50QF8Jo89daBrO+BFXn+sCHuvK4noCEbh4Et153PSxHW8eR1dQbC1LcGwmxWuwIML+9OFAeuFFe26zLWxjAESLYGCq2+xlLRpTOUa2Zi98bF1LoBIVPGgkzlk6BkyUQHlNJDfCxMTWUmq/DwmsmdWgjdjOA5Lje2x5xezWARYXHO5KU7d5meW2Nx0SQSTuI4LvlC/suAIYCmaXzwg0v0en0MI0o0mv/KrfO2jMHu51kpCjt4Zk7MgvaawhQaKkzFYc8H1CwrU2Pa+h7Dfpdw2OQDD47JpqSPOQgCdrevMH9Echff93nhhR2qVQ3T9Hj44SzZ7KHM9DAO42vFITj8VsXoQAbHJ77cCev/+I/TfPDdLVT1Pq3rjxQqTL0f1v8FPPzA12QPz5yBT38a/vpfvw/LO4y3fBSLOX7sx6b5hV/YhM40qvFFHj0aYTGnkE3ESYVGxMIaUykN11PojgTAWA7s1uHxo2Jnv1yEG7tSNQaZY8jEyMX3BCzNZUV69PKGMG5HpzXaQ7i2H+bR1RGJsM9cVsCQDxx0JGnca0nP0nJBZJ+hkMLQDphJq1ze0/E9l0o3Sjqmsl9zWcgbWF6U6/sq8bBNJhplIecSCQ945qaK5yvst11SUYWNmodpSA+kH0iPYiwkPYaxkLA4piHStVe3xHxjrQRX9kSOt9OUfhtVFeA3m5FeqRMzcGkHZlNwcUfej1xcQCWKPM/IkgTc8wUoup4wk+eXhEHMxODYnMKqp3DQ9plNi6Oq7Yjc0PU9bu+7DG2H7jjOo6tjkhGfADgyFXBxS2EuG9AZ6uSTBigW3aHKYDxgKuMxnT5gp57hSKlDJtrg0ijO9b1jNLwFvHSWQr6A635nG9K8Ftu7Y56/dIGh3WVz+wpTMZf+vE4yaVBujrh40+GgH2N3t0ul0qJUOoHvBwwGVZJJg/3mk2jaObbL/55M4lEalsKJQpn9tk9Ed6j3PLqDgJc3pMjQ6IOLyCxzCSm+1LuTftSJjNqyRTKajoqcdL0yMXyJSD/gq9vS87qaB1T5GQW4sS97fSopwDAIpMjxypbsyWhI9qSKsJX2xDwpbEpxBGSfH3Rk/85nheFzPJGkRgwpqry0KXueQEBe1IDn7wrQ7Y3lGjMZea2/86qwk+m4MIw7dblOtSc9twpwakHhi3cgamocnfHIx4Vl7AxFtXB0Wuav3tj3sFyLjj1kOI7xeNTB8Tp4XozOWKHeHxEL57leW0K3bR5+55Ns18rEFZfcVIYzC4+QjhsU4j2GI4uDYYalM1/beVRVVVKp5JuxBd8ycfHaLl4TPnhWilyxMOBLwUIJRBmiAovFBYbDfX7gR99Ha/8aqelT6Nq96yiKgsK9Hs7Ll/fZ359B1w1sGz7/+S2+7/vib8tZkYdxGH/UOASH36o4+ISwa19i3mLbCr/4G0V+7tvJiOYrI/sAVD8rrGjxq+nBM2fg7/wdGVRrGG/+8g7jrR8f+chZzp0r8HP/6EXUpkUhVaM7ijFyYDojzoCzaRcChVe3FEoplZChMLBcruxIgtqauCju1EXWttsUIGgasFgUGehBW0BlOgrXd6EShfVqiP7YJGQ6DCybRl8AmKkLe7DVEIZxuShjKsYWDMYBhqoTi4SpdKNk4xau53J2zmYxG2W74U/WGOeljRjvO9UnEVFp9kdkEjqtsbjr3a3Y3DkQUKtrsl4FkdvZnjAaS3mo9ES+emFR3q+5nPRhuRN5rOWK7NTUheUpJOU1jh343Yvy+NmsPL7Zl4Rquy4Mj6nLc0ZNaI4nTIkm79vQlqQ3aviYGnzuprAkF5YEPJtawPlFeHHDxVAP2G/B0SmXel+uPXIU+iOdsKmRi0vzWDKqcHbRpNYtUx0s0rWStAYee02PveYFYobPSxunSEx3eOSJJeaPP3yfduVbK/b2fDY2OuztzbEX3eRYKcV0vkwkP8XmvkmlO0urM43n5Tg48BkMPBYW5mi1dtjdHfDQQzFMc4e7zQeIVV/CTMzz7N00Hwj3sEwHz1MYOQEjGy5uyx7Za4rZx1ZdZJRzWVibkn05tAQ0oogT8ONrsjduH8g+3W1KYebYDDhIkeI106hKB16+C1d0KYKMbUjkhAHaqgowjJuyB1/eEKa70pFB57YjDGEqKufUssFDnvMTVwXwVTpyTV0Rh+PX+n/PLknvb0gTeepcGqoD+WwoJmWtr24Kgw9wcha+cEvmN8bDMLJ9inGfxkBckoeWvOaPvywg9akbAmT7Y3jsmMvK9JhqT+d3Xh6Qz2dJRn0isQwvb5u0Bjpm1GYcLHKmtcWZBZNbdzp8/LrCd//oaRaXFmjWK7IQTeXFF/dJJFSOH5/+jgcrL1za40JJfifzk89C24V2T4pcP/V+uFPLsj/IcPJYkf3dOyj6Psq4zG65ySOnptA0jXLTJrV4rzez0wFdv5ekjMdRLMsifGiYcBiH8VVxCA6/VbH3cch8eT/Ab38qx+LsmOnSt5ERzVeFCjMfgVv/BHKPgvbl0pdkEmZn4cUX4fHH79MSD+MtH3Nz0/zPf/19/NK/36d9cIVCIoM/sLi23SMRTnN1v0+j45OJ9ZnJqHRGLt0xnEyIPCwZETlaNiYOjIt5eNcJuc8PREY6m5Mqv6lLAjewI5ycM6h0BlgTcxlDFwmZ4wkobPcFGEZNYRJsWyUeCrPTVEi6AYmQx07V5+y8g+2qnF8OSMcCmgONO1WDaOQYjcFlaj2LuYzC0WmXrZrDTktn6Ig7qeuLRK/Rv2etP5MRpuTmgcj1GgNhSNNRYTKHtiStg7HI7gxNZtbN5CRpGk+KMWvTkhyHdJlD6Pji5je04ZEVueZOY8JWxqW38qUNec2pMPgEDB2R2yYjAsDjEZH2NgYCLFMRcDyFnaZCtSvPdWMXho7Ktd0sYUPndtmilA4wdINIyGdtLszTz+awRhlGVoFyM4tmrFFKbnJre8i7PvSD5OZ0NE37g7bO2z6atX32bnwcq9Zj2Jhiq1Vk6+AoSnGW5Q+9k37FIFBzqKpJLKYwHuskk2G63cvUamPicZ1E4iFct8rx0yFeeGGO4fD9XLu2jM4/YjazxXRa4UNnPcaOTbUN7zmhcvvAp9JVSYR8uiPpC/R8AUa/f1nOmjNxCXV92afzOXjutswtNE1hAhVF+vamMiKXtl1hnktJ2d+VjgDNXFzOqB/AZkP2sYIAuTtV6SOsOPDuk8KYq8pk7mJG9uJcSvZnvTeRqabEafV2WfZuIjKRHWakFzefEubvNYaymITVyXnRFTkn81kp3LSGss93GlBIqOgaXNn1CRvwPRcEjEYMQJGzXEjqKPjMpg549wmN2rCJo2TZaMxxZWeGDz6R5vjRYwTjG9ijMk8910QZb7BmeLzwi3+F9rv/NBee+AjXru1z40Ycw4ixt2fT7W6TzYbY2XHRdZ8HHsgTj0e/0fZ528W4eZeZE1K8U1XZl4kI6AaMu7DTjFLuLBCPjXAVMP02q0dPEY2GSEayXK8mSaczpJeWiSfTr183lYJGw3kdIEYiQ0Jf4Sx/GIdxGBKH4PBbEd4Yyr8Dj/4fX3bzv/qPU7z/ydZ9WtS3MJInIPQMbP8SLP/oV9199qxISw/B4WF8o0gmY3zff/UR/u3f/SyX7ji4joc1Pk3IvMlqsUch5RLSw9Ifpxkcmx6yUQlYyIuxxONHpIqcasvoCHvSO+T6YlqRiQnTEI/IfXO5gMWCicKI1iCEqSq4voXlijQTJME19ImzoQKxcIjuMMqx6Q6m7tCzxiiKgePBftunmPQxNOiORriewdhqcKc65h1rBrYXoj0YoakR0mGPtbxKexTgugHzeWEeAgSkVTry/LYH8zmFm3sBdw5ENmc5klgPx8J2XN+T5FhVpC/RmPRTOq4whe87KRK8oS3sqefBoyu8LmWfSooJTsiU96uQkNsaPXmukSVfP3lcwPbtfZjLy5y7UlpYnNbAZyqj0OzrtIYacRNqfZeN2pCTczlMw8b1FPq2jaNYdMYFlNQPU+6aeN11UA/QtApaeA3LKmFZLXR9+k3egW+9GA762AfPMptospza5NHZK9zcGzKTabEYO4bdXWR+fo3t3Saum0FRYGZmQLPZQtdHnDmzBPQIAp+Dgx6t1iXy+Wl2Nm+hqj1u1T9ENPoUc0Yd19sgpE8komWfVh8SUZ96X6GYhExcoTP0ScckGXdcKWgUE5KgxyczLleKItsshCCTEHOai5tyDuezIlsOG9AYTuYUJkQ2PZdTaA0DHFdk3DMZKYTEI2Is1bdFHr1VFZfckS1FoM2aSAvDISmWDG0ZT2NoAmYP2rKHqx3pR7Qc6Ve7vAsE8hzpmIyY8XyZfxozpbg0tIU1jRpifDK0odH3efGuwnwB8hO5tqYKo7pZE9b05FyHqBkiHguTG3pEYw7lVosjxQyOV0ZVTnBQ6TFqtSlGtzDMOOdXVDojg6WQRf3ur9E++Ti7uz6GIcNHdd3k4sUeuVyWUEh64T796S0+8pE5NE1jNBpTqXTIZmMkk/H7s2HfhChkZN+AgH/fF5l8SIWFIvz6yyfJ5daIah2SmUd54uwU4bAA6FQ8Qs8sMbfy1a6kZ8/OMh5vU6vd6zn8TmdpD+Mwvl4cgsNvRez/jvQahnKv31SrG3zmmTQ/8WP793Fh38KY/2Nw42dkrEXky5O6c+fgE5+Av/bX7s/SDuPbI4aDPoPqVTwi1LoGvpckHkviB9d5/xmf0cjD0DSev+NRihs4nk4pHRA1PfLxgM5IklbXlwTwVlmSiLApTomVtiStASKLzMR9qt0WiYjLdt0n8CE2gMAT5szyYDiEuxVhNlRVYaum8M7jDVaLASMHNmoemWhALKRQ7aps1DTaQ4/pTIDlKayVbrBZ82mOVKKhMI1OmGxCp9IZYGo2EQN6nsbYcVkrgqErREMBfUuSatOEWwcBc3mReN6uSDJ0bFqGftd7AtQeWBEG8eUN2K5CJikuqENber9WSwLweiMBdCAJ/ciRpLs9ErC5q0zMfgx57FxW+swsB55bl0HhnRHcuSbJ+U5D+tEMzWMmbbBUgPZgzHAsssBSekAQuNyt6FQ6LicXE5xYjvK5dZXi4hR7zRAb+7eZS6fpDorcvhsilWsyNdUlHP7afVZv1wiCgI2NCv2+y/x8ikwmQadZoZjU6A9dTiwadJptTs6GMI3TdCs1/N3fJZ5c5gMX5rlcqNPpJRiNAgxDp9fLs79/wEc/WuLll3+LjY048bhJSv08Dx/3mdMcRp3PM5PqMp8p43kOybBIgisdAYmWC4au0R4q7LYMcjGLjZqcoAdXZeZmvSf7qz8WsxcXFU3zsW1AgQvLUsS4uif7SgyMFMqtgLGro6jQGCjYfkDgu1S7YrLkB8Liz2VF7hwPw398TkxIQoYAuk9ckfuf3xDmMDSRWTuu3E8ge7fSEYl4PCSFkkdX5fqWK6xiZyggzw/g+LQ4oj51XQx4dE3ek+2ayEdzMbjuBLR6KvmYytDSMHULTRXW/P2nYKfuc2HZ4vqmQ3UYRaHFcs5ANRTSYY9XNsv4M+8iEk9T7ScxnAO6KRcllEHBo5DSadUP0LQvB3mdjsXMzD2TlPE4w2AwYDj0ePrpMaqax3U7XLgwYG3t7Wnm1BvK7zQTF5doPxDw3x3CwFWZO36WJ99zmlNP/gCRWIbu9idfH6VVa9uk5me/5nUVReHRRxffxFdyGIfx7RuH4PBbEXf+JRTf82U3/btfLvHEwx3iMf9r/8y3W5h5eY3X/z5c+PtfZk5z7hz87b8No5GMtziMw/jSaDS6PPdci/rmM+SNXVRmMaMn2Ty4xbTZ5KGpPt2Bh6GqjGyHkA6OF6Pe81nIBtytufRGCvmExn5LpzPokIpCJCzMxot3ZJ6ggkjC1g98XBcc1yZqegzGcLRko6kKO02ZfZh9bYbgjICfkQ2NboAbDKm0ZSB3MSny02zc5/ouTGV8dhoqnh8wGiv4wYDFmRDR0Jiuk2c+0+Nz+yrdgc1CXmGvGcXUXapdDccdk0v4pEO+mGroAmZrPZnPmIipuK7P2JEEWFUlAU7FJOEuJKQXq9KGgy6cW5Kk9qEVkeQ1B8KGNodSbX/2jvRnJcMya26pIJI8z5f7bU+cWj3AdcTxsdGXJNtyFCKmQi6ukIj6fHHd4PhMjGxCxdDbREIyOmOpAOcWfD53c8xSXicSMnCVBbarPYpRm9/74m/S6v8VBv40n736AtFoglQqzdTUNDs7O/i+j/rt6dT1XxTPPbfFwcE0uh7i1q0q73ynSzyZo7PrMjMdp7Z+G58wiUiDmWyLkd+lVy8xUzxKYTrMxn6Fythgf18BjlEoQLW6w+c+t8Penk6jkaCYTbM4vc+d29eJGENOTAfc3O8wl+5TTArIMlSZCbheEVZv7MFMWuOZmz5hI0wp5ZKJefRHLs2+gK0v3JI9OJNRSUYD2gNwA4X5bPC6/C8Tk/7gzhAS4QBNhd2WSasXYuAGHJsaEdEVklEoph0yMVjIiUHNpW3Z59MpYbiX8lL8eWxNGMJ4SMxjsgmZN9q3oFmGqC6grt6DD5yV51cUKYbEQsI4ZSLibJqJSbHk2LSY59Q64oqaiIiktJSR57m+L+xoa+Cz0/RxAxfXk6JNOgbZhEm1F+Xjr/QJhw2yuSiVgzqGGubIgkc6GaXZukxcs9jd1bhRXiSu+5h6wKllC8/U2SuHOH0mwfnzKZ56agfHyaCqPc6dMxmNXDRNUjNVHRAO53j++QqmKcNfdT3P1as7rL1NRx3O5MRtNqwL4NcV6Y8du4A2S/70x3js+979eq+gXXqcnep1AKLFB0ik0vdv8YdxGG+TOASHf9Tob0DtaTj606/fFATwz/7tDD/143v3cWFvQJTeC7d+FvZ/G2bvzQ6Kx2FtDb7wBfjgB+/j+g7jLRnPPdfC9xfBeYq721EikQG6vk2IHSLBq6iqhaIYoJlsV0d87rpBIqzh+j7NgUJ/nKMQD/OpKz6+38c0opxdGKKrcHpBAFx7IAlibwyFOBi6StT0SUWkX6g1gFw8IBGRoe6mJj13lZ4kfcMRFFMqpu6zUhJ3xY0qtMcy2P7UfAgCi3TEI2JCpTOQOWmdEIriE/h19lsKy3mLxiBM2IjjBwqbdZ96TyMR0fF7LitFjaHlUu8HnJwRqZvjw92qTzIK2ljka64nhhiGCWdmJMkdOwIIj89IP9hmXZKoqCE/k43L16qMNERBTD7edxKeWYf3HBcAOJ8T8BvRoTuGo/NiBDKXg9UiPHMr4MiMTnfgMXI0iimbSttmqRjhoC3usLGwJPO/fxlCeoCi+hQSNq3xJtZIJRbSeXjqFa7u/WXC2QX6WQewWFw6hRfp0Wyu0Gx2yOcz929jvonhOA47O2EikRAAoVCR27d3efLJOQ46Z5laVvjc09fZ6wxYC2m4ik8hk2XQr6FHUnzuM69SOXAp77XZ25onW4zh+xqep3P69Brl8otEIg/R772MuZBh1GuxmtlkrdQmFbGJhUKMnPHr4K07EilnewDdsUe1Z5BL6bx6N0mjrzCfqXP7wCVqwLtOKOy1VXpDn1e2faYT0BiJcZOqTIyWJn2HkcmQ++v70tOXi4+ZSuu8ulNAY598EooJi9WiFGSu78l8TkMRgJaNCVO0Ubt3BkppcS2udMRc5uScrL8/noybSIhJk6pMpKVxmdfp+/Dgkux925UzkovL64+asn93mgIaDQ3OLQgIecdRuW1gifPqZlXkrMfndAaWQXuYJ2zCYkHlatnm5FwfLxFgqjbYNdYrY47PJthshFlKxfCsMlb4fTS9df7ZJ/pkpx4gOvVBXvn3A06fbvKudy2iKC6xWBbI8qu/+grdbpxCIcaDD0YwTZMg+HL5o++/feWQuirFgWt78llnu6KOSEfhSvMEf/LU3JeZyGQLM2QLM/dxxYdxGG+/uK/gUFGUeeDfAiVEDfYLQRD87Fc85j3AbwAbk5t+NQiCv/EmLvMbx7W/BzPfDdo9yuwzT6fxfDh3cnAfF/YGhKLBwo/A+s9D5jxE78k3HngAfvd3D8HhYXx1VKtDbr70T1G6l4nrJp5ZJGpeJRFusVpoUYgrvLDuoCoxLm4lCRsqJ+ebnJ3z2W16XN8bcrc65MIy5BMW5daYRER6kK7tSbI3lxNwVO3IqIXeyGerKkYTc3kx2XB8SSAD4Nq+wlpJI/BdHBemc8IULOTF0CYzAV/9ASwWDfabAgqLSUleMlFJWipdi5AOxbRCPKwTyiYp2WPaQ53ecEQ8HKbdd4kZUUbjMS9tWmgErE3DbgMeXIZQSGStni+M3Kk5keaNHOmD+sJt6c9qduW1Ghq8eFckoGNLquvTaZHXfvic9H9ZA3md8zkBiRFdrpWMye2KKvLRvZYwKfstkfU5viTnrb5D1ITZrLCZV7ZgMB4xlRT2tZRUWZsS8H19X8C2jY9tt1jMxOmObAL3Ij/6eIO2U6bb8ejYc6jJEPH4XYJAwzByX3/TvM1Cepu+UkUiKH5q4SgsHOUvHPse/p//w//C7YZDeawRMa7zQx9ZprzxEvHBXTJagYymcm6uytVqkdL0MrGYRTIZYWrK5NVXm3jeMuvlWzw010HTFW4fNDg7PyITF9nw+04I4Al88BUxbdmsC9iPhT2K6TaNforWwGahKKZGm/WAwcij3pM5mPM5OU8Xt+HSdojNmsWpeWHbvnhHevIsR4xkFgsqtm+jqTViho2qeuiqgLOYKSzmflN6fkOTPrNTc+Kg2hvBbkWk074vAC1iSv+i1RSGfbchBaFH1+QM3KkK4350Sq7Vt+TMKsCVHTlnMyk46AlLeXIGjs/ClV1hP11P9r9hQM6UWaKmJvcftANGjs613Q6uPyIedpjPapSbGkt5hdtlm6s7PiFDYyajcHm7yexsj5Ed4IXqVEeLlK0PYoae4PLLFY4cKXDzZpsg6PLRj07heT6/93sVIpEH0LQRhUKV5eUCACsrBq+80iYUSmPbQ1ZWgjd+096n6A6kaPDkcTErul2R3+1T16EV/gCPPvo2pUwP4zDeQnG/NT0u8P8IguAk8Bjw04qinPwaj/t8EATnJ//eOsCwfxe2fhEWfvjLbv4HPz/H932o8bXGAn77R2QGSu+Hy/8f8JzXb37oIfjt375/yzqMt2ZYls3dq8+QDOIY+rvo9WFn5xYv381ytNRgKjNLIrbA8WmdzZrHzYP3MnIgGR7TGTloWkAm2ma50GYu2wZGvOt4QCEBBHB9R8wpsnHpB8rGZaD7I2twelGSxloHRq4wJberUo0uJjSeve3yxXVhCTtDuLItsjTHkcRUVQBVZew4TGVcjkzdk5qW0gLYHlwSkFbpONhuQLWjUG0HzKUbxEJdIlqPCytwZGpANOxRSoqkrdWT6+dS0hdV7YgLpDlJeMttmSd3bGpiiKGIBPYdx0RCejAxx9hvCrgb2TKce2wL8FspwsMrkhRr2j2guD7p05zLylzHaluY1GRYGMGrO2ICYrlQ7ghDkwzDVFbWe2k3wNR1XF+l1g3RH6ukYzozmRBh0yQX14mYKqWUwYfPqGxXxtSbQzKxLhGzTatdR1UdVhfr31Hz23Rd5+hRn/G4g+e5OM4up0+nX79/PLb4xCdqpPJ/nNW14xSKYeaXT/OvfqvG1etl9rsmMSNHVuugEWbQ/QxKcJGj059gOvE8Tz45Szz+KvPzfazII1w7MCk391nMq1zbtXlx3SURkn2mqsK0VTpwu6zQ6Ae4rk8uDlPpgNXCAeeXfY6U4OquMDa3KgqGMdmTk5bzqbRKIeXw4LLsp0hI9t1MBh5alZmCrucRD/mY6oDOyOeFO7BeFSZ/qw6BKn1/DyxLT2wuLr2zGzUBjwrSa+b6sFQUoPbafUem5HUs5gUQblThHWsCIA1dGMTaxNn07CJ89AJoyGvqDkSmWu0KmDV0MXu6fSCAsjsQgKtMRnP0xvDgssdCrsf5xS6rRYePXlB4/ykPHRtVgdUpneVCwF4jxH7TIBYJYzkOjT50O7fwx5eJxHr0+y5BMM21a3e5davM9rbH3l6DZ5+9i+vKGIZIJM7+foZutwfAykqRoyt3CGuf4MTxMhcuzL/pe/jNilhI+liLaSkUPLgkRcCu9Rhrx97N3l7zfi/xMA7jbR/3lTkMgqAMlCdf9xRFuQ7MAtfu57q+qQgCeP7PweLHwEy9fvOV6zG++HKSv/Bn32aS0i+N4rsEGK//Uzj23wNw/DhUq7C1BYuHPd+HMYm9vSaFdJI7m3fp93OEw2dpD25z9yDPuxafY2ir7DXStAY+n702w7WDU7zn6CeZTnvMZgN6Q4+dmkjVTs4KaOkOxWQinBKA1BwCgSRyYUOYgJWiPH/LE9CYCkmv0mpRelk2anB8xiRkOGTjKhtVj5kM3K3BfEaAkR9A2PBfdw8NAoWBFeD6E6MWVQZjl9s6C1mVg65GNBQlHVd4/s4Q/Aip6JDl+JCh5ZFPKPRGAuBySWEnGz353g8gGhYjjY2avL7uWHoD10riqDiVElndA8vyM6morDcWkuQ5GRVH1AeXZKbcdl3YmOvb4gJZ7cpr328JQPA8SawjIdioCxN6bFrGWLQHIrttdGR06+NHJOkO63BlNyAfi3K7qhMzLXTVY6/p0hoaREyD7sgnZnoMbA3PK7NcsrFcGDh5FvM3SBgey0f+zP3clvclzp+fY3a2RbdbY2YmTyRyTxq3tVVHUeZQjSg3KiPU1mUK4SuU9C3CozDFuMud/TGev8heuUK7+wFmQx/no+86y+xsmZ3aHtafWKbfrxMOK3RvKTxYGNAfjTg5B72RjuO6eIHsrcbE6GM6k6FneZyaA19VmcsOGdkqC3lx5d1uCtM4k1KJmBpLBZcr2z6FFFTbPpYtfXhhXc5DfsKsDy3Zl1tVnXTMYWgH+B587wPyvFd2pOCxOGHqDzpwZFqknLGwANKFvAC103NS/LiyDc2RGEqFdEgFUvBRFUCRM9Eby15PRATshQz5vtKRP9maKmdiLismO5tVuLYrrLuiQCqi8Px6QMQUs5yhC+fm5TOhNRDWUlVhOgMhI6A/knWvH4DtqZxciGMmFvi9qwn2aw3mcnFySVgp1Ggxy9LpNr/9wivs7y9QLPrkcifZ2Gjza792i9GoRLc7YnFxwPx8FlDxfWGbt64/y7F0hbNFnYPWq3RaKVKZt+cYhkQcTs3K5xmKKCr2GqCqMRKJFvH4IXN4GIfxRsf9Zg5fD0VRloALwBe/xt2PK4ryqqIov6Moyld7FMvP/6SiKC8qivJirVZ7I5cqsf7PYbAF8z/0ZTf/v/+3JX7wIzVCobev7AMUWPxhqH4eqk8B8gfz0Ufht37rPi/tML5uvOlnBDg4aHHlVgSwyccPMIOXse0y7zt9C4wZwtqY2wcjGr088bDO6elP4/otXt4Y8dKGJKixkLBhWzUBNAcdMdOodgQMXtm+Z7ZybV8SVWMy6zAeuse0ub6wCzfKkE8qLBQMTFMnwEdRVApJscAvt4VtTEVEXtaeJNJ+oKCqKs/elsRT1+CVLYiHPCodm+duBPziM2GeW18mFkoTi2gsF3XCpkImDpGQz2JBktOILq9ptyHy0Wt7MkjccjSyCRVTh50W9IcyuDsRkWSpb0l/4NiRdV1YFEZwpShJ8vU9GDiy3lRcnE2LaXGTDE0YxExc3hddk2S6mBCZrO/Je7zdkKHikRDU+vIzr82JnMuLFPCFjYBaO85+U6c30vCDCLcPdG4fBIQNldYoSq3nUEqHySRShIwYIaVJzw5DqEhO3ceyrDdlD36z8Wacj0Ihw+rq9JcBQ4BwWKff76Drfe7cvsFs9ApPLt/kw2caaPYOIzdOIVrj4pZK1f9vmJ+CbMSkWe8COo+fL/LuJ+PoukZld4dT0x2aoyQrUwoLhTSpWIZaT8UPBHjdLsNMEnYbWTqjLGPPoDMMaIwgH1fYrut0hiJbLrfF4GW/HWK3aWJ7AqZmMlIwePmunAc/kGJHJm4wm9XZbRhs16E3DoiHRdLZH8u/xcI9pq41mac5dKQndq8pvYvXy/DYERlTU0wJW79SkHmL7b6w2nst6TUOfAGBOw35vtq7x0Te2Bdg2BuJQ+uFRXn8dkM+E4aWFFqKCYO5fJYAeO9JeexSThxb+7bMLE1GROpY6wiLWe2KUuGlrSiRcJztVoi7VZ106SGymUVW59IsljQWFlcwQglmphUeOLXOsWPXOHFiBlW1UNUBvr/K6uo8vt/gpZf2uXH1GSLj/0B/8xPcvPgpws42IVNq+VMZg1715huyP79RvFl/P8aWSJ2bfemN3m3KKJ6B1WVqSqNUyr5hz30Yh3EYEm8JQxpFUeLArwD/QxAE3a+4+2VgMQiCvqIo3wP8OnDkK68RBMEvAL8A8NBDD72xyKz5Crz6P8ED/1DK6pN47qUkz7yQ4l//7PU39OnfEqFFYenH4Pr/LmM8IlM8/jj88i/DT//0H/zjh/Hmx5t6RibheQnCyRhuv0ugVMjHN1goZohHTF6943N1PUshWabcmSURK/H+058nGdE5v6AytD0+d0OSwEfWpDp/sCOA54PnJBFcK8HalBivTKfElTASgqdviNNnbyx9dJoq4CkbF4ah2vVQNZV6X2WtqDCwFALTIBFRMDWbeFiS3YeWhHV49jYsFwLuVEMEeGRSKrWeRTEFH78YcGZe44kTAYPhLpVujZCepjfyuVv1Jj1UKvmYh6IoKKpKuRtwcj7M0LawXQPDMFG1MUMHZrMqn7tqUUoq2E6AZsMnLkvfTSws0tNWX5weG31ZZzY+YfuicOdAejB3arDbFtfSuZwk2c0e/M7LItvqjIT1+eIdYXvSMZHfLkQlAa73oWtBbUf6f6YzYjMfMjXikQKbrVXef2ITx3Oo9jVScZVyc8z6QQJF9Wj1bRYKAfWBSTZpsKKOCGV7xKfTZGIKg16HUKj4ZmzDbyrux/l4LSqVMbduHXBnfYDT/TyPr6yzVhySiviETZdfudIjEclxs//n6ffLnJ/9NIuZFsmgz7A7Qy8Tpz+I8dBDJ2nu7BFv6IQclUbPIKQHbNaXiYah0mkQD0MiYvPqrk7IzGDoATf3knh6QCLW5Zn1KoX4mLu1iZuoCarqs9Ma0x35mIbBtV0YOgFrUy5DS/oCX7ojzqMj1yFpatwsuxwpiRQ7GpLiTU1UkrieyJ33m6IKCAIpeuTiAtiu7EAhJWDT82B7KMWU9gDyCXnMtV14ZFWKHJ+/KZXuqZTIWa/syJ7OJ2Qvr5VknmIyAigwkxXZ6OWqqARWSgqW79LoeeiqycCyycWFYWwNZWxMuSNFqL4lc1fbQzg5r+IrEItF2O6XqDunmCmFMJPnmPFbJLIpqs1XmTWXKUwZPP54lsLxNDNHj6AoGRRF4dq1EbGYiqqqBIHPeOwRGj7FdDLGbN7Esppcv7XNVO7El+zVN3N3vvacb8756Azlcy1kyOusTQy6pgs6x48ff6Oe9jAO4zC+JO47OFQUxUCA4f8/CIJf/cr7vxQsBkHw24qi/BNFUfJBENTfzHW+HlYTnvoBcSeNLbx+s+sq/OT/eJQ/+yNlwm9r1vBLIrYIxXfDlb8FD/4sDz+s8ff+HtTrkH97Kl4O4w8ZoZDPyTUds3Sebu15ZpImtdqrDPpp3rHWoTc22aq6aMY82QREIzCVTdIZD1GVAReWJEF46rqAu6WCJIvX9wQojSe9hJ4/kWWuwMUtkVuuqpIAPnFUIRsLuFkWtqM1gJc2Y2iGwjtP5bmy2WOvZZII9ZjP6WxUPFIxj3xcwJbtwZwD5VaA7fp88GycQtakN+hj2T6aNsbyFB5fdeiOdK7s9mgPXXrDEEHg88xNn4dXPO7WFRzPoD3ymEqabNejtPoW9UGeQJlhp7OLGlQ46EMy7nF0IcqdnS6rJUmYdFXYjqElyfH1fTHUICpS0Y2qMCwnZqRHsNGTER9DS3oNk5PxH95kqPRcFqy4yOk0TXoU7Yk07+VtSIV1HDdE1LS4eeASBPJzgZYmlD5Gsl8jHjEY2iEYBHi+ScSAXCoOfp+BrVJIWUzPNugMQjS9aU6sxdFjHZp9n8JC6g/aPt8R0Wq1+exnHXQtxmLiP5Ja3qbdbzJMK0QNB8f1iZkO06efQLuxwXKxRTZ9iqt7r5CfqWNZMcbRk2h6CqfXpVO7wnxSZ6vaRzcSPH9nSG10lO7QYymjY5o+igqVfpRyc4yhF9GUAVP5Jrf3u8ylHMZuwFJemHnHhWIyYKPus90Nc2LWYzoXotIN6I6HLOZcbFekx6oqRYU7Bya24xIyPIpJn3hY9s7nb6iU0iYv3rF5/IhPNCwFi0RUwGG1K4zc+UW51l5LlACvuaueXxLQMNiStR105PvvPgufvS7P3RnC2XlhNyttMXxyfXl8JiYjMnpjAXrdEfzgw6DrKgftAD+w6YxsGn04PS9uxbEQqKgM7QDHC5jJKKxNGdS6KtfLCZanTI7F53lu4yi+sow1vEtj8BzHT5yg39mCyCo3DmBupchmI8TyqXcQy/W4eLGM56mcPdtgPJ5jd7eO6hs8uPAFHlqo4jSgvKswM7eIq2fpDy2iYTHHyqycvt/b9g2LZETGVxiaGBHFTCkAZItr1Gp7XLmicPLk9HfUGJzDOIw3O+63W6kC/EvgehAE/+DrPGYKqARBECiK8ghSIGy8icu8F0EAz/045B6B0vu+7K6//Y8WiIR9Pvju1n1Z2n2L0ruhex12foXw4sd49FH4lV+B//a/vd8LO4y3Qly4MM3GzRuEjBaB7XL8qEJnnKGkNslFPbROkUHcotP/LHgZXK/O2AkRDUXIxx0c1yEWVplOe4xccdR8/IgkgWMHNqoKO41gwoaIBKlnge1qdIYaD66KIUZ/LD1Mey2det/ADCcYuAEvro/QCfP4EXjqRoRyx8U0A0a2sB0BE8t8BZwgwgNreao9i1wmTiKusrPVI2wEZKI+4ZCGF3gUEgoKUWYzSWx3i2s7Clf3XOIRH9vXiZgm67UUkfAMrYFFPDJNJ3gQf/gFVvJj5mdNup0Ou3WLXEKhN5b1LOQBRdiVgzZc3hL51a0DMdpZLUoSpWqSaCfCwraqmvRMDSyVRFTFc12Wi5Iol9vCsJabwq52LQGLp2ZgOh3mN1/RWZgPyEQDVB1SCZOX9kJUez6zaZu79RoBObruNK7aZraoUUju0+x1mM7kuF5P0SbCfjfEsTMXSJcM6r2AROlRQqHQfd2bb5X4whc2qdVWUHq/wQPZK0wtOFgDhYPmmFrPoOuEMVPTRBd+gHPnkowrv8na/Jh88RjLZ84SyeaZWT7F9dvPEx1uUIrs02/dZq4Q0BlaWMY8F7fSONqfYjr3n2mOKrRGIVpDjUJ8l2OzFq2Bzcn5EYHvcPPA48RMQBAIWz2Tgpc2ROKcj68S0OLFu20SiQg4Bp1hi0wMLEBRfBZysNcYkYyoOK5PIqJguwG1ro4TZKj2wPXi7DS3mc95+DGRLLf6UswppUSCSgAvb4h5k4+AwNjEYMZ2ZS4h/j2TmnILHl6V85qIyvnVVDm7o7EYLyVCIquOmSKhziWkqKQoAWFTJxd3eOKYgkrAwIJaV6XSVdlpAarBSk6h3s/iB02yUZvOqE27FyPkVUmH0jj2Ak3nFLu1Iblim5nlZXKz50DLosQy6NkkhmEwO5tldvY1eeQc+/tNPvnJA/T+bR48PkO/XmY2beP0dhmOp5k//m7scILusEf+2Bzht/NAYU1kx8WJX5XrS+pVXH4fpdJDrK9DpbLJ+963PHEBPozDOIxvddxv5vAJ4E8BlxVFuTi57X8GFgCCIPh54I8DP6UoiguMgB8JgvshqgC2/xN0rsHD/+TLbn7q2RQ/+8/n+Kd/99bb06H0G4YGCx+DW/8ICk/w3vfO8q/+1SE4PAwJwzD4oR/9ALcuKmhDk3HjFkSm6Peg0fVQFR/Hz2IxIqxNc7eRJWw+zdAJyERVtpsh+gOXZER6pVojMb0Y2nB5G3JxlWRUQVEUWoMAVVUYWB4+cXwNDloDptMKjb5GuemCCoVsiUJ6zPX9MfmYRzFh0x+rKMos3VGDI9MajZ7HJ66MeWhFYegoxKJR+vUIl8tZIpECtdsDcrEyz67rBEEEQ2sSj/g0+wpeEGLo2CSjbeayIdojl1NzGrlEiPYwxu9eVkjGwqRCeyTDMW4frJObjqAGLQpT87SHDaptjfFoRDocEJvMZNttSL9V3xLmYzYHKCK50jWRv21VBey976SwIitFeHkTCKCYVCnEPfZbIil1XOk9DAIx57Ac+d7zpT9raOmE9QyeV8EwDHqWwo19SIdVuiOLYlxnq5pgupCh2e9T6y2QP2Lx8m4Lz/aZKZhMTT1CoRCjr/XpjY9zc6/J7OlHKM0cula9FpaVJRyuEh6us1IKoTAgFc6yXa7TG+XwtCmisTTbr76E21I4Pp9iJbdLMjFgv5Lg5JF3AXBkdogdGvDMxi3eccrA1KL0x2E+cQWOPfRjtNoao/g2heMR6ld2eDDxCrWGxlSySVgboQYGQ0dhOq0QNoRZMzTZD/UeNAdxjsx08DCZLqzScca4nsZBD9rDEdnYCF2DRFidmDX5qCrcKgd0x9Afa5xeULi+k+A9J1XWD8KMxgPqfSlkdIYi3Tw6Jd9v1UQZcGxO+mWjJtzYE3no2IFyAx47KtLpcksAheOLJPHCsvSsWZ7s6cs78Pia9DW+uiPFpXxkYjCjgOX4hHSfg47OUilOvT2mMYBmP0xnDEY0x929MZnYAE3tMXY0PF9D1VTycZ1PXPFIJ5o8dbVJ0/8wsfQM6/0a3/vBBXZ2Ruzvl9jaGnPz5oj3vKfC6mrpy/bAzEyWj30sxn/+t5dQ1Rh6/ASV8StY4wT1PZ9S5gY2GvHp829vYIj0HI5sYY5BlBuWAw898UNomgZAo5FmNBoRjUbv40oP4zDevnG/3Uq/gPSif6PH/Bzwc2/Oir5BeBa88pfh+P8Iqvn6zXe3wvzQT5zir/532xRyzje4wNs4QgVhUq//bzz6yD/kH/5DhVu34OjR+72ww3grhKqq5KaP0NkfoZfyzD7ocfF3/gUPlmxcp48XhMj7i2ih82hahOS0Rrd7l49fusWHTg3xkzq//rzF0Vmd+axHZxTQH7ucnFOodAJGtoLrK9ypGQRBnGp7zImlOXy3QcgcsX6gEQ6XuFNtcnIhhuP6eJ5NLOTT7fk02zbJiMZCroVhJnhl1+D4TITlqR6bDQfXV6AXYiYTox/MYBoqraHJfq3A8qJP2tikGPXZbthoqsLV/QixaIaO69CseMznFDQloNFX2G1GSUc9ppJ1js7EafeHjNwcsdAdCjmD6aROuwWFdITbgwwz2T6W7dLo+lQ7YuBxZEp6q6pdkbz5gfRWaaowhBt1+D+flT6rWBgeXNUZjBVcNyBAxzR8ru56mJqAzmYfHlsTi38/ECOekBmikDS4tq/RH+lc3fGYzYeIhSFglvlsgB8EzGbCOH6KvqVAkCEILBKJOTbLA6JDcIcd1ss9bjVWMSMKyeKjPJmZZeW0fygLm0QoBOfPz7N3KU7PGnBk3qDbTmJEdQyOcWxK4dIdm6NHcmSCz9EZzrPdXePEdJfppWNMLRzFdV0Otq6wkiyzWPSwPIWxrdAdh4kaKYLGF5lPr2BZ06jpGMsnx5Rf1liZiqNqcfKpPXzfx3Y9VDyeX4d3n5D9sF6BeCRBo3eElzctBk6IB07PsbqW5NJWgue3O4Ts58iHtjm/ZLPZUJnPQyric2Mf1JRCLKTSGQY4jsV0JkQxk+KgO0s4dEAuPkTTFE4vOLSui6nUfltMZ9aK8PCasIpXdiGbgOFIwOJsHp65DetlFVXT+d4HHGrdAFMXaflrTqZXduHBVRlBc6cixjKzEzOdZl8MnJo9GNouU/k4qWiYziDCfmvM7doCqYTLVBZOT41ptl0yMRldUe9HUDUBpiFjmuvbOa7eWWWqeBdHqeIHS7RaNuvrPrdujVDVNJ4XxvNufBU4BAiHQzz8ngdwDl5iJREiEnuMu/Uox0pjwiEAj/39Z7FT34tpml/182+XCOki/Z/zpHDVGcoIEmtcIxyJTR7loGmxb3SZwziMw/gjxP1mDr994u6/hsgcZM6+flO1ZvChHz7Lj3x/hYfP9+7f2t4KUXgXtH4Wvfo7fPjD38M//sfwj//x/V7UYbwVotdpozReZK0UAgxyEZv4B57k5c9fYzRw6XTTVIcxTh+P0O87DPplomqfH3xHjut3A1QsLixH+cTlNOn4iJlMhwcXdcptWC0GjFyImBqtjRi1UZEHjoww2KDcH1LtqOQTcQ66IbpWlng4jaLZlOJNbu25rJVUsjGXWjcgERmw0RiTzebYadvc2PI5txgnH9ZYr9mYkQRjr0BlYGB1bpBInGPcv0NHc4hpYSIRg8Zghl6wyJVyiiPpV3jiiEu/16Da09FUg87IotEbS+9jv4+uR1kp+dwq10jHStSrFUJqh419hVI+zlxuiGUb5OIuA0djrwmK4vLKFmSiPoWkmHSYpoauhjmzYJFL6xTjNpe2fTJxlUrbJxnx2W2qEGgMLI2ZTISeNaKY1EiEodaziZpQSplc21MYuxH2Wya7jRSpcIhoxCGsjThoDZnJdSgkfEpJlSvbYXp+ipGT49bBiGNLCqPGqzy6GqYxynJtq4vltPng8RbRyC2uD07TbPwlKpUm09OHjckADz4Y57nnakQLDzBSmwSJKvu7NgfWPMlolmplg3ItirY5JoLCyiKEkzqPv+Mcuy1xPd27/QLHlzJ0y/sksjlqtQ2OHl2lX3Ypdwus5XbwDJN87i7x7oj2KIRl9UkW+9h2n0bPodJVCRs+izmVbMLnblVYukw8Qq2b43Ylj+1bZPIlIvEZNKXNVMmhultlefExdssundEeR0s6AWFe3ujh+mHcwMP1NTLpCPko1Ptjaj0VTY2w20oSMkLMZ/vUOi4PrwXcqYgbaGc0mT/YERloNq4ythQUzePUgoLjwE4jYKmkoylhwqZBIqpRMAY4rketo2C5CgNbodr2KCRVvvucT6UtMxYvLEs/40IBbu7DesWg2hqzVRkSNcMkYvMsFOKY5oBxt0JxcYw7Dqh3FUa2wmzWZuwoeKqD61aodOOcmjsgnVGZKg3pdcsUCh9jd3eTcjnBcNhC03x8f4jruuj6V6dfS0cvUEtksfoNlHiOHBWazRu0Wh6mGVAsRRgO+pjm29ex00MkxNsTV4mwBmgwGlwjHC3i+yOOH3cPZemHcRhvYByCw28mggBu/iys/t9ev6nZ0nn/D53jnY90+IHvvj8tkG+pUDRY+GFY/2f8se96lJ/4Czn+5t+EdPp+L+ww7nd0WwfMpO5VugvZKJ+ueKRL72Owp+NoDrcrNaZWbWzrCzR6KvZgSCmmkooZJCOSyH7obJ0bBwmUIMtBL8APxvTtMVFD2L35XIDRqdLqOTy24vPAoslTNxU+eSVOOj7N7apJbqvCYg72azCb0UiEA3QNlksKt6sahZTK2aNhQpFpTsztcenOgFw8RzEbo2kvYuuP4vc+Tipkkwz3qNfGZDMWiXiJcEzhdm+NXec9jLV5fOWAXhBnrxen3urTGBjMphxOzytkoi00JczYDhi6PpsHcKQ0oNEaMLbGdAagGTpXFJ2I4mG7Scotl3h4xDPrYY5P6/Rtl8/esLEdeHAlTSQRYPkCHm03YOTo3K0pEDjcKsNS3scPfIYOHHSTJMIBYydEPGLhuB7NPuy3fUaWQm8c4oWtR9CUWfY6G6ScJn2rDoqHF3j0nQQHuz1sz2S7k2LsnWV/mOA3Xt3jA0dbVAcxYoklnjjxNM2WRSYK83Mq8cEGdzuvomkP3Mcd+daKmZks3/d9SSwrw8FOns3rn6Md1vG1MDX7LG4nTiIdYjQaURvMMFLafP/jS9TbDtGivI+a3yeRSrCxMcd2O8NLV0Zc8FMsrMyRK/RxfY1s9BqzuQB71KSoeVipMbnYGC/s0h5E8NUS2eQ+N6oa5+d9wmaATsB+K8wXbk+RjAeEwllOTDXZuLvOTn+NXGmec+ceIEYPP3iY6xXoWn32GjCVzpNJOtT6DqcXFHxUfveiTsIcU0paZBNxQOPKrkMmKmYvnYEYkiwtCGA7NQvP35G+wNtlg5Gt8dEHfGzHpTlQeGQ1YLseUB/0GVgROgOLsq1wtKQxm9XYbNicnRep6XRGwfE0/MDj2LSMuqhORnBoijyHrkeIh1w830DXFKaTYbaqfYZegXJri1zKYGRH8Pw2r26rHJly0dUwpXSUh1dULu62SSQy5PIx5vINZmdz1Ouf5fZtE1WNUyi4jMcavu/j+764F39FL0phehFYJAgC/vV/fpHhxiVSMYNcaZH1HYsP/Ejizd+kb2L4rowfOj4jv5vdhsjLPvDeArHsmEgkRCKRu9/LPIzDeFvHITj8ZqL2NHgjyFwAoN0RYHj6+IA//bHKfV7cWygis1B4B4Xq3+LJJ/8Bf+/vKfyv/+v9XtRh3O+Ipwq09q+QTUmlt9kdUbGP0WlECCc8DC3JieSTTM3+JieOz5JSLA4a53j61iZPrg5xPehacR48Ar6Z5s5+h9msT6sXsN3wmEolicTi6JqPobos5QNAZ+j4TKUNbpQNLlUeIBbfoZBpYrtjAiLY3ohKx+bBJQPdgGMzNru9BMOhje128JwBkZBBeVikOzRpdSpUh59hMW1hOQs4ahtFDei6x7jZyVMKK4xCRyHxUfzy7zGTXSSsXePR0xmubE6xeytFOn6DsDGm2jHojyy2Gmn2+0dodsPsVMqcnAMrnCJsjqmOTHY6UQxdY3O3y0JuzEwqgGDErQroWoBtm4wdnet7A+ayAYloROz2RyozGQ3X97lzAI+vekQiPtMpcXVs9DvUB3lMI4wX9JlKmYRMC03xuLHvkktbdO0yr2wkiZptHK+AaRosTHt45hLpmIKqNRmMExxcD1FtfYoHl95Hb2xhxM6gqS+RjGdRLQ09FJBJhQiHVbShRzpVpVDI3N9N+RaJIAjwPA9d19F1HW20xbsfXqa8EOWFp65SaV/lIDiH42XIawGFk+9g5ajPzfJ1okYPrfMF/OCd+Hqa/f09Gs0EcXWXd144SccKMQjy5I5HCFkutY1PQ79ONh5n72CX5WmTgZ8iosLIC0jGXXQjynROoWnbxNwxrhflpZ3z3Gi+i6lYnSPzO+imwlJGx84atEcR4vEwbusFZpMh9stzPLtZ5Ehpm9xUGFSHB2e2qbR9Upl5zq9UaQ6SxMNZPLdBMa2w31TYaojJzOlZcAPpOYwY4jocDSm4nknIMIiEbC7vKEynNBYKHqrikYoFdEawUR2iqDpqAJsNj7HnkYvCZg0W8+A4HnebGjNZDWvg4SPmSyEdho5KPOSzXPIZWhqOC93RAfVeiJ3+UfRojJd3AlKhGntNg1zMIh2zMTSTkKmS85o0+i6FdIKFlQeZn7dZeeAU166VCYfPUizmAJ3R6A6eF/Dxj7+K686gKAHHjyucPj37VXvj4sVddm6NWIjPYwYNDravYOU/8nrf3ds1NA1KSekVBemzjoSg32myfPzh+7q2wziM75Q4BIffTGz+e5j6ACgKna7G+3/oHEeWR/zkj5W/Aw1o/oAofQDWf54fe/KX+Km/8zF+4idgefl+L+ow7mekMjkO+ufYadzg1u0Kn3g6zHZZpdbI8sADj0DUZXFqg+nQBvP5LPYgzmy6wlV1is/caHNhoclizqY7VPCVNNOZMC9s+DS7Kt3+iPecGtN3QphakoPOmFRoQCmhUOtq5JNx8gmLIPRJZnNxYto+nmejhgyWCwUGoya36z7TOQ3dTFBu2JxdsEmmDHb2NTyrTyq2SSQaQXPD6NotGoM1CokMPUtjON4lm/UpzT7O3HKOiwcRms0R7hB64zGO/hA7zXUOxgksR2FtyicfC6GrDs/c9LGcMXPZIbo2RzZew/MMDNUiYobIm/NEU2najVdYK9okwiGqXYdkxOHJozJEvHTEwXJgtxni4naBkNFGVTTOL6nYronvG4SMDn3b4eS8/D7EhMPncjmEHsqSdsdsNyJMpy1MDVRFZTrp0C9c44u3TF7ceC+p6IiuvcXiapi6myXk1dHUEF9YDxMxk5w8Mk+jNSQZCVOtPMf8qoPJHZ7Z8CjlFkmkPLSwgxOb5j0ffv+hyyBQqbR59tkOjhMiHh/yzncW6VevUu93UVyfSDKPqp7Bss6hKFPEZoYksh6Z2A2mlTbaaJOwDteevcjqu/8yL97aZ3P7MnMph0j2Aikzih6t8dj3/BgvfvJfMb62xTjsoCgj7GEVy+myNpek3hgT1QNKWY/GMElrOCI5tcqVrTE3Dx6m7T7G2L/LXKHOdLrO8dkaihrQH3+Ou3dfJTeVpd1W6PQduiMo5k8RjU2Ry1XY3t9Ayc+xsa9SikZ45EKYrbpO9+AWw6FKb+ixXPTJxX0ihhgtNXrgOPK/YcDIUklFFb7rzAhV1bm4pTOwfTaqFt2RysnZgO4IZrMBBArzGYdLe2Ko43hwbhGu7omhjaaCaUSpDjxC6ojmMMD2DXLxCGN7jOuHyabSJMw+z90e8flbOl2twDsXMxiDLcp1cWRVlAh+0MDQ+hyd8an3huwMEhQzLvFCBzucZvbI43zuqQquGyaRcBgOLVw3hu9bPP30CqurCnNzWW7caDM11SafT3/Z/tjdHTOXtdC1FWxWUNUGsfDgbd+rO3YgGxNWl0DcmR0HMtHvkBFhh3EYb4E4BId/UPgu7PwKPPAzjEYq3/OjZ1maG/NTf3r/EBh+rVA0WPoxSjd/lo99+AI//uNH+PSnpRp4GN+5MTV/hHqkwKf+zVOUwi0yU/s8V36FZ5854MhagVLsZWaKJmOnihmZoTvw2alvomkX2G9+krgZ0B56LJfKvNiJMwpmWCxs8ug78lzbGuEGJvuDEaHQaZ6522KneZd8Msv2rT6lqRnSpkdUaRFXh4R1n5DhcHknhWlkyKVMDno2Q1ujMw7xyp0Rlt3CdcPUeiGRgNHDUCEd0TBMD9u9S8LYottvETenSI4/xa0bS3S9D3Cwd5NcZMRGLcdBt09pepGhEiWeDdMYXMNxxuiqieXqPLCaxfH79AYDHL/EdrMNgYLlqVjYGAOFUsQlkjSx3YD5HKSiMiz7wpLCTgMc1yET1zmzYpJNzPGZq33aVoSZ9IhqOyBsdtltQXhbqvCJqIqqKpidMLdai2xtqcyl9vE9l0LK5UPndAaWj+trLOS6lLsHLBfGoAR88ou7ZKezGFMDpgsa7zmus7X1IpmwwhcO1oiH6sQjcS6WF3l0LsYHv3+Na2WT3dSASDTG2Se/m0z+q804vhPji1/soGmLaBo4TsDnPvUF1swe+aT8WbatA8o7x7hwYUS/f5kjR6ZYXY3gdwOC2jaZlElAQE7d4vKnfw5Tz6G5G8xkMgyty4y8KVaX8mxff5pjUwr1VIJWewNr5NKzw+jemIOmQ28UQddstitjYkmNE3MJXtxVmXn4F/D2s9y+9Ek+dC5Hr7kHzjrrW0N8f0Q4opNULV651mA2paEFD3N6wePV7Yts2EmW53xS0Qw7nTgLsyV8d4dXb+/Sbbfod9ooGNS7Pu8/HWJkj2n0wvTtMTNpMVJaLQmoQ/Xwg4BkFDpDn+WCyot3YKuh8eCKz2ZNAEQiDJrmsF7XUFWPclvYp8UcrBRguxljs53mTtPH9mx2qjHGlksukUEzSpjKJvG4wmpUpd5zGQdJFpaXSUbjjFs3SIQcjs1FKLe7XC6v8N0nRgwcl1sVaPTD+FqRIPJdVN0nKapZ/tMv7dHtapjmArXaRba2OqTTI4rFBXw/R6VSZ24OdD1Bp1P9KnCYSChYmQhWr4Vth1CUBsdOfDXD+HYLDfj1l+AdE0O7T1yV/z2M+7amwziM77Q4BId/UNSehlCeIDLLf/PnjxEJ+/z0n9k7BIbfKIwUrP4EP+T+Ff6na/+Sv/SXsvzMz3D4nn2HR73ewRi9RFa7zHTOYeGxML9/o8qTJx5naUbnxHyI21t91LDD7brCUH8PpXCNmcLD7HcvcmxBI5qe4XQsTdhwSZEibVgUez47dYVyO8d+bxFNO8UrV47x6HGdbHyHk0s2t3ea6HRJJk18XyUddUjFXBwlw8AaU+9GKSVd4tFFOoMh7V6P5WLArttjMBrzyP/F3n+HWXLdh533t3LVzTl07umZnhwxM0gkCBKkQIEKVLK8MmXZXsuWH2tpvbZsr1YrOazloNfyvo6SZWltaSXZkk2apEiQFAiAyGFy7JmezvHmnOpWev/oEUiQBMUAYIZgfZ6nHqBu1739m7p1qutXdc7vzIoIUotqx+Pi8svMjo0TlAe8/6jOrWoPy1UpbxW4OVfmUHaerL6IKraotUyuNffj6EFMV+WV1QNk1FXCRhPLbVPthojqA45Nh7m6IRLSTVJGnUobkjGDzUKTUNbAVR0816HVN2l0PSJBAbPogbAz1UAmbLNSXiekZ5mZStFqbRAJxrDcPrlkhkqjiu22ObsskAmLXFwL0eua7E1f5YcOlCk3bI5NymzXhhQbNkHVY70SQNNMgpqA7ZaQJY1SbYgmvUBfVWlJceLaNrmkw0RKplp7lWAojihHcTUdy4lx5GCasePHyY353Qe+nOu6mKaMvlNPBkEQGHS7jO8/wurWLSRshuoY3/PYSXKjU69774YZZ2jZgEy7UcGx+uQjDvXt5zg+UsbqrpGIZJESAo5+gn7pBvnAIrVGkwfGBuiKwGpVoDkM0idDw0sQkDYxjAEHxyRUQ2cgZil2nuDEib8FtTaqXGIqNsdaqcvudItsTCEftzB7ZZxAiAMjKoXmJdoDgYloi3gszYVrXTLTHySXP02lvEpv+wKJQIy96S5NTWGxYDOVkSg0BliOgemYOI5MOrozrYRpw7HJnalaLq26rJbBRiQdEhi6EtlYmniwSblpUevYTKbAxWMiLXFu0ePohML1LZOrm9A3YWCLVFsy8YjE7myEiXwK1a2yVQVBDnF5YxypDFtNCKkulhhid1bixvoC7911k1B4lu1yBc2I4zg1FqtBFE9kLJUkFBgi9CQWF03mNhPoegXPa/OhD8V56aXPs7IyS7MpksnMcvXqNuPjm8Ri6u1joUQuF/uqY+S++8b54611VG+eiFojv2uco/c//JYel3cDy4VT0zvzugqAbcEfn4XUlN+l1Od7u/jJ4Z9l81OQvI//57/mOHspzL/5J7d4h/fqeHMYeaTZv8IvPvpRfv4P/wOKEuFXfxV/330Xy2ajRMWXOb4rRqcDhjLk3qkaE/kIijpEiMxiDi9wfm6ETz43TTR4BFf8LH1rjsmMyu7xCHVTJpI4xsrcq1i6CkafVEyl328RMUIU+yqy0uXdp46Qist4zVssFw0kZYZuewMpJlHvGqzWNdo9ETUyxQAV216gOYhQqgl0+yFEZ5NXFnIcHW8hSirFeo1ETEdVJe7fL1Dt1whGAkQiQ8ZcG8eqk5GHnEh8inRYodFpEQklafV77B0x0GNpLl5t88W5CdLhLIdyz3J6NoquDFivFokFSnS6NofHTQ6ORqh3NRYLVcaiDoocotpNYzoO7faQE1MuuuxyszDAc2VGEgbnVnYm/l6suOhGE0Pu0O208VyRVHQcSYlQKG9Qatqs10aQZZGDY9vkow5TiSFDS6Q90HHps1FzAQXHcam3ZQ6OgqqEEWX4kVNFKp0IYxEX1b5MZ6DS7I/x5JpJTB5Q6kiksrvJRYZUB1Wub4nsO5m/04feXUcUReLxIb2ehyAI2LZJfjyD5XaZ3HMMgK3qkFhi5ymr4zj0+30Mw2B0+iAv3thL+eZLdBtl4vEkZndILuqQDsdouHmqjQ63igkCyhSFa39CZm+XsewotUGXYbNOx01gOQ1ymRi2HKRWVWFYomOlsYURQpEw15erPH5mhbgQJTb4Y/aOmkRzGgFFIBezaHY8JlIeA6uHbUukQi6q3GVoBRiaaWbSNqu1NslUkbFIg8VNB2to0htCNKiRj6uocpenrkk8uM9B14LM1R0urFmMx7scHof5gsdYYmci+zMLMDti8+KmiyJncb1pVmq3SAe3CRsCiuKRCQvcLLiEAwGenRMIBxQa3SH1DmhKh/umTOa2hzgDnXiwgiQItIwkfdsiFxb53LXv4f7ZGiF7jclsElXwEM0S82sSocAWUaNGLuDwfSdCtLpDav0wdcvlZtGjZoaQexsMe9dot1NAkE996jyKchJJypDPR+n3LVw3haqucPBglHB4wKFDEYLBr567UNc19h7aw/z8BCYOiakoivLOf3oW0OHErp0pdQAiOugqBMOROxuYz/ddxE8O/yybf0wh+X/yd//RDL/2DxfRNb/f+zcsME706Ef4l8LP8g8+8S/5oVsZfvd3IRq904H57oRAwGDXbApR3MITLIaeQDQ5gW1bpNM25ZpIT3w3hcExbKHJ9WUYZPfg9J7inhmJ0bZNz7G4snyDLfd/ZaAssbnyh0SkAltNg3zCwZKvUTIn0DQLI6QTT51k2FrDHfZoWJNsNm1UKcp6Q2WrESPnpsmF+5j2GGJ7jSMjLrYbZLlggCCSCOcQxQqxkIiAyd7RCOfXZPaMQKdncWWhRSSgUKpJuO5uUoE+IXmFmUmXUGCIJjSomFWG9SFhocbBsQTldoLN1ru4uPIqE2mZqGFwbc3m5B6J8ViXntkkF4sRkC1eXTKommliwSEvX50gbiQp9A2k/hpIJrbbZOCOkIzCVq1AZ9BgNGpzeEai1BDYqvRZL2wQNLKMxBQWt8OMp4cslFSOjgbRlC4ILrM5ePpqH10ViBoStivSd+KIUgbThbAWwXYXiAY8rqyHyEVqRKJBbm730QMNEMNkkkGUnkqnV2dDSbPanUHYeB8LhSoPPhggn/eL0Hy597xnjHPn1un3RdJpgYMHj1PajHGrcB3HFdATB3bGudfKtNZeIKSY1C2NyMSDqJqK1dKwBZ1Of4gWcXHlCNV2lex4hFrbZbN9P/nOOEP5YT7/8h8gmh6GkicsK6STcZbKGp9+dZup2DqKEma5PUqmazGVMlleu8qz595H2Uyw4SYJjVgczbdo9gIMZYP5Qo9cGKIBibCuIAjQ6nfp9lUqrRBBPUS5meZG4SYxpUEnYkBoAlHQ6PRbeIqCJwxoDWQmUiLllgriGNGIxFyhSqFRpd7rkQpalDs74wUtB9arKn13mpGYwnbLo9Q9yki0xtASyEUsJElFl22S0SDtPuSjXbJRCWXUo9TyaPSGvP8gZCIDXl4YMpIwaHYqzI4OUKU4R/IVWh2FZu84klLCkCusFC36oRiHxiu0+gKZiEV6NEzLTKHVQlxY6rErPc64qlMMVlkpvsT68C+QTOpsbq6Sy9kMhxAIeGQyAUZHt/ne783w3vfu+brHx+pqmYWFOJq2M5/fuXNl0uku4fA7e36/4RDOLkE2tlMovtza+e59Pt/bx08Ov57OEgzr/B//5v08+t4a0xODOx3Rdx49R/TYX+JX9b/Nbzz3f3D82H7+x8cETviV7L/raJrG7lM/TPHC/8PhmS71NtxcjhENiniCxRNfbLJcu4dba3UUZZxc5AmOT7tMpw4Tjqic24qQTeaoN1XWan3OtY4xJb3MkaxOJhYnEAix2jaQZTg1/RSqKLJQFAmnciimhtNN88KShSaalPoxBuIu9EEJye0yJEK9HSKglVCkARHDIqAX2WpEGY/XubFpkol66AGHTETi8rqGaYdod4JEdZmNssDxyTKO1SMbaSMIHvWeQkCpExl+DMnR2bc7xtnVCUSOogq3KPb24ZYX0GkxGgtiOUNavR4hTcDVa2zVTKKGTCLZx0Gkaw7Ihyp0BtNoyiEavTaD/hWOzGjUmhWm0zZZW2E64TI0BRJBhcHA4E8ua4wnegxdgVxSJhZwiBsWa3XYkw+zWTXZbkChZbN/NIws5zFkAb2tEg6luF4d50S0SaMT5dzSAEPJYVkDLi23uV45yPFZG8dNc2EzS0gZIihLmMkT3PPAX7xdeCbCxYtrfnL4FRRF4b77Jl5btyyLbmUe1SlR357DMG/y/IubdFtlDu7dRXx8L+NRiSvXnyQxvMTEniiWFWJzq8S17T5Zo0skGKFya5sLxRkCyWOcOVNicyOD3D3JROYWhvkSJ2bjtOwoh47uRfbOMZNJ4roSstKnb7YZCAmq9gwnD+T43IVbFCv7+VzhEWZTX0CRNslEJSxbZKsJeldh6MoENImPvxonZOgcnxQJGhXK7Q7n1nJkswGGZpWhbHF1sYvZU1CJcGgsydAJ0OgtcDwjU+1uomsGY0mVrXqClxaDvG9/kYDucGl1p4Llah0Cmsnl1Q6C1GVoBXllESaSQa5vDQjrO08mbQtuFLPsH63jeBW6PRvXgXQE4iHomCIBzWWlZBM2JFRpwGDQY1/2LN1hgHo/Rr9Xx9anyUQ7GJLKUrGPoVZRZY2EbbBdGFLvR2l3BIxRmWCoj1epkQglIRlmOGxz8OAe4vEegcAqjYaOrpc4dSrLiRP5133vX+uJYL1uoijp19ZlOUa1WnvHJ4e2A5v1291KhZ2pLFw/OfT53lZ+cvj1bH+exf7384nPpfndf3vjTkfznUtNoB7463xU+RWemvnLfOD9j/BPfkXgZ37GH4f43Sac3U9w//2U2jXkXJK//MA+lvqzvPJqgIZzBtdsIJlNpiKvsm/yDK2+h9mdJ5esUxjarG5DOhBj2J9jdWGBNXGUXREHRVKpNJssb8fJRG8RUQNkEh67Jg0ud/fhyHFmM9sQqNPuTiP27uHWNYWba8vYwz7RqM29YxVmcm1Chk2rq/LFa1Vm8zYzaRNN8TizrDOasYhGoyidFJH8T6F1+ly6dI2scZnusIMoR4iG2lxcVwgGdMbTKhNJE4Q2/WGP2YxF3BAoN0oEjQ1msn0ywQEeHpXuENOSGFgeVzYhonnkEx0kSaZQs/ngoQGuJxFXz9O09mDZFvVegMfPb3Nioks0ICAqGoOhRbs3ZCzpUOvq6EaE7ZbF7HicWEijXN+g2NNp2BMoqstaOcVqRaTV7SIIOntyVUYSUTStQ9E6SM17DzfbK1SqWS5uDnjX9Kus1wXaZo4P3tPg+uqQ9vAURvg0HXtAZzjGiV3vAqC0fga3ewlkl9b9P0Ik5s9P9ka2ly8yGunw8hefJadu8NLZT/Po/bvoaw2EQZ/5i+uMT++jvt3H0Nssza2himA7Ap2OzcFdM3iCQjSYYEoL8qnnigyHceqNJI7zIXYHP0F+VCGU2GbXTJKtQoVhz6RU7mE7AoOuiufGeWVull5PQxUHDNo3UJTjNAen+cT56zx2aMByxSKo6QTUBsWWhiIbPHtDYas9QsyJc2O7RdiwkMQyHzhwFaehk9D77M/K3D+i8j9fFnCcvdSGLZbLCgdyo9QHVUSxQ7XZxmGCdMimKw2od4JAj715j+fnRd5/UKTRbbOhiyxVNd59WGYwiNNoN1kowGRKRdNkut0Q2ViaS+s606kaJ6dh7nYF084AFElEVzR6doiNmk4i2EGWFOJaCc8N0w1H+Z7TUZ65IqNIA1xPZauxn7Du0LOu4coereEuFpvjLNaHZLcWiUV7TE9A391kffhxnMB9hEIZdu2K0W4LVCoL/Lk/N8L+/eMEgwaNRofnnqvQ7+sEAgMeeihNJPKlxC+dNlhcbKGqO90pHadKJvPO73ajK3BgBGQRPGD/KDj2nY7K5/vu4ieHX8/m4/zzj/8y3/89FUJB/9bVt0UOw56/wfuE/8iev13hH/+rH+f55wX+03+CQOBOB+d7u0iCx8SeI69NZeC6LpXVOoa1wiPHDebn59lj3KDmZIkGTPaPFokGBexBj167SECtooQPYW9v8tAuh7kNm0vrCRRxSHuQYKE5zcEZj42qQ8cLMTujsXp5nZcWTxKUYlQ3zjLoL1Pva1hWislcCSUwTXd4lFDwM9SHLl3LpNw0UBQVWbbQNZWe6XBiRqZvGSwWohCawu3fIkaTXq9MP5yjJ8nogS5zNYtsPgFOl9VKlel0CMcZImMxHiuiyBaFukJQ0wnpHqYbx5DLaOKQoKFheRJ7QmAOXcIBAUPvs1422Z1VsIUo/a7Elc0t9k7n2D86JBUG0VPIRDwurQypo7Be6nKzoNC19hEJ7qJYe4XxuE0wpJKMpZmrpRlo7+WFW58mFYqTCMvszookQw3i8QiXt/qcKx0jkMtzOBonEtlHNLPBzZtD+nKKlYHFWPBTGJEYaizGiD1ktfIigprAC+9jfFzg6pkn2Kt/geykhCg3WX7VZM+Df5lAMHSHj8K7z7VrW5x7bgO9+xJZrpEYEzieb+O0lvHkDIZbQjOr6E4KQ5J44aVrHBu1sQSPtXIPRbTI6mGGBAmk96HVmqytrdPveywsLJLJSGA6jEycoNl5AVGUub5cxUVDkwVkr812PUqtOMWxE4cYtP6EoOhw70yBK8vrdIR7uLx+ipPTLXIZhUSgBZ7JctUjlZkimonTWc6TUJtk41UMuUw60iGb0uj0e0R0k5ghUx+InNotc6UyQ6kTQdPOEAyJCI5DPuwys9fl0voWAQ06fYVWLwNCmUpHIBGyEEWVSlckF5PQlSKpQAdbG9K1MrTMAR3L49KGSyZi0u5WKDsyp/fEqPf7yFKTrulwdmlnn19eV5ClIDP5PqWWhS7VwFMJBIJ0Sh6pTJT3nShRWNig3zMIB09Q6wf51Nyf58XKBIYRRA3O0nKCPLfwhzx6ZJ5ircnR09O8J6Fwq7GBpzio6gSJxIAPf3gfs7O5177zV16pAlMYxk73yVdfXeX97/9Scjg6muTw4QJLSy1E0eOee4IEAl89NvGdxnIgGoTk7SGGrgvyO3+opc93V/GTwzfiDKkuXuGPvnCM//Kvb97paN4Z5BDs/uuML/wG/+ajLf7NZ36ae+4R+NjH4MCBOx2c7+2Qyu9i/cY8E2kZz/NYq3hM7d5Fb/WzWMMAI7ESkrzCcrNPreYyEu4huWVENUhIrZOKhGjYWzxwSOXafBjHzaNLVaqdMUrdKIbWIq4XmY6ZoCR46kV4/vJ7GSjvpd3+D2TlCkI0x978Gr3+IpMzIVJZjxeuzCHGIhy69xTlok3x5hojiRqZiES7LxDQRBa2+lS6OjXlHlxD5fSeKpuVFPffdwyne5bRpMi+mSirpTRP3TyFvf0/uSfdZCy6Sbll88KiQz4uoAhVDo4LdPouCGkiegtNMSm2JDbqNiem4amrA/aPSkzmo3RMl+l0H08UiYckDEkkHQFFdIjIfQRPZL0hUWgK1LsOppvAMAQ8MYVhBNBD0LeTOKEc8TGPSqVOOKBiqNfQY2nieoTlUpXZyf0IrHN+O0w4OcsjD/8S8/NNPLfM1LTE1asBBKGCJWyTjXlM5ULs2TdOcDLLuVc7RCMu+XyMqdlVpscO0l1+lZn4AMOQSCaSbDTq1IqrBHYdvNOH4V2lWm0yNxdACd3DoPQZQqk4pUYB15ORBJtCQ0Jy6yyUAzipGK3WKo1KkVd6EVLxMIrdpdfbpL7Rpj2QUHoBri3PkkpluHChiOvmWVsrMpeE6akyDzxwkr7oIQQaCMqApWqbejvBWmuKljVK4tbvM5lcodENgz3CVHKESifOWu3dnFt6mtOzKmpgnHa7w/tOBdnsGajmkB84vYhkD5iIVXHdPtstj1jExBNEBGwGAxlhaNFvO2xvbZEcGaUtp9moz3N6qs+gN6BriowmXJYKDq2eRDio0TdVwMN2bWRZI6BJhLUKg6FDLmzRG4oUZI9b3QDJUJtTu0CQdGQVzq5mqQ9MRCnAaDZMr2ByreywK2nz4dMa1a7Dai1CoznkXXsFHHfIfLGCro/RrhUYyeXIBya4OV+lOFhH93YxOpogO76PUCjKrVsW3a7J2Oxj6KkcRtBkYhIOHEgz1s9T62e5cqWFKCrU6+brvvfh8PXzO5nmzrrneZimiaqqzM7mmJ19u47Eu4MIvLIAB27P2nFjExS/kJ3P97byk8M3UnmR//TcR3nwVIt41O/T8KaRQ7DnZzAWfou/9/11Prv8d3jXu2R+6Zfgox/150N8p9MNg/Te72F983Y37aCMW7uEocxBp8lUJsAwIOMoQzotl+WqgZcIMZNXGE8PmdtWyI2EObw7xtJWkYBiMJbJ0TQdctENZvLzGPohCu0VBtUaa82TtLxHUKwVjucXSCkFPNoMGNLREvSaGySii/zwvgGukeLMNQ1dlRFVkUJRRBEaBJQBrb6ArhjUhjPY6hhm5SrCmEMy5DCwRVruFN1yg7ZTIDm6l6lpg5ZwmK3KBrYboN5qEQs47MlCNCijK/C7z9soYo+JjEyrqzKZFkDwKNUH5KMuigDnb7Wp9WOEAiNYnQGu16BQ6oPTpt9sgtJh76hMWdBJxlIslbpMjYxhcpC4MMeltU3MBnhaBgIRvFASqTPPgfEek7EyC6t1VkpDJpJlZKeLLahY4n7yU0doD7vk1adhUKd+U0KwH2N2dpxq4zSadYWetpdXb4Q4es8oDz94jZYVZ3xcZ2tL5KlPv4LVVzmaE0kmdp4U9ocuEe2dPV7qW9Fo9JDlDMWmy/ziLtJyC1l10INZ5ue22D0N5aLJWExl7uU/IB/sMp1qkgz3qLWLRA2TIRmKdZuQ0uLi+Ze4vrmHXi/J5iYoSoJQyKU0fBdLlWfYPwixOn+WhLLNMFgnM5Jicb1BOnaLoddid6bOYCiwN2eheLc4u6DTbDgIwl5uFI7z4o2nCQU8juxL0mgVCQs1qhWLmXQaRZpCcESq9WuMplVkXadrilxa6RLSXRxHpTMcpT+MU28u8+7TEUJdnZzmIoYVSk2XjbrDRCpCJKhQ73rMbSsoYoew5nF1rU0oEKDQEokENZbKsFbukE/Y3DPRw/VMXEdhPCnhuE0Oj4dZrQ7Yld4pKLVaFXnfsTyZWJ9CJYAklLEGPQ6ODgnpQVr9AHuy8NxL26y09xMfT+AINaano9i6TjBksldvceRdGRYXbTRtmUxmmkxmlq3WAgfjRRBECvUhdjDBzZshIpExADY3BywtFdi1a+fpYSJhUy47SJKE49hkMg79/oCnn96m3Q6hKAPuvTfI6GjiTh6eb7uhA5HAToVSgFgYTL/jls/3trrjyaEgCB8E/jU7c5/+lud5//wrfq4BvwvcA1SBH/c8b+Wtjsvd+Cy/8fmf5+//XPWt/lXffaQQ7P4bCCu/x2OZj3LkV/8R//evp/nP/xn+1b+CRx7xxyK+kxmBION77qG8vYrePkswJVMMpLh59XluuSrb1QC50XFWmx28toNg1gmIW0zkVGKRICUzxcUNmbVWmnS8iuOWkNTDjCWjxCMq7fYKzrCKI0jUGy1Gjc/RblTJhjbIBRsocptKp0uxaXI8fYWxgIPjOqRjbarDJM8vxekWtjg2mSYst9FlmedvCnTNUVyxQ8z8BJGIwfpSjamcSly7zuJSG8vOs6lPclKJoLJCNNojocRxBj0mEk1KLZhICcCQ7abCWEJjuSRi2X1iYY2QIdHu9mn2BDRFpNBwCOlDwtqQ+fUOIV1irTig3nXxbIM9+TaZsMjTV4coMnzuXAHD0DDUFWRRYLluMbAFcvESpbbAhYtF5hc9NHsbRVZZannIokJUWyYWEFgqG4zkZ7Bb8/znj2exuv+aw5MCo6M9nGGKxvpvElR7iEOXla19CLHvI2EsUPjieWZHmyRCAy6c2cZ2p5HlHGLmQZ688Ou862iLZl/Gy32APV8xZ58P8vk4L7ywwtpaBiP//+GLS7/GyT0bpAwFY/okQrjBhBHBa1yn4W3RaUImLJEMDkiFdK6uuUh6F93r4dgqEcXm6ESBT75aQ9N0hsMBgYBEuxulOjyKolTJhyxGdYFL5QqFzTUGPYFQKMJwcJ0QEs12m64dJSJrqBToDw7T61tk82eYjF0hGx3w4qsW7zuisXdEQE7CZnVATzfQJI/BwKPV6XDuVoeju5MoRobNZo6NSo61SpazSyL37VvhvLvOick+q4KB53rgeZxb8QhqAgPTodXdIqYPGE9YhDSPUgtenBOZziZIRnTqfY+wYYLrIHgOm1UbTbFp9fqMJmsEpTrXyxF+/3mTcChEJiwwv7aB40RZ3SoSUHvYnoIixRlYFgMbVFXn5OFRqsU2N7w1dKeEZ1tUO2AGDmOgcPNmgWw2w0/91Cyf+9wmGxsOSnQvDQm8eJjA+GF6NQtF+VIXakXR6XRser0B166VURSReHwB1w0SjXocOzbOiy9u4DjTrw21OHNm7bsuOdR12JeH2O37SIoEQe3OxuTzfbe5o8mhIAgS8O+BDwAbwBlBED7led71L9vsfwXqnuftFgThzwP/Avjxtzq2L3ymhm7I7Nvde6t/1XcnSYOZvwTFZxjb/Cv8y//tJ/ni4g/zV/+qTD4Pv/AL8H3f58+L+E5mdsqkAyrXrxe5dStEq5FAk9OkjChLN9f5k4t/EUEQyQT/b7qWynLFZCgq3HM6w39/yaBSqSEMI0QCYcbjdVqmzmYzwocObxBSoVArI5l1xpIKPWmVkL6GKSr0BzJLJQPbrBDXRWQRkiGJeq2DGoCsEsBN9QkoNgJhRGAqJeCJKuVmg/F0lGK7x/5xl6EzZNjZ5r27g6w3eqhalVdfXgbdoNQ+zenUNcaMLtGwRL0vslSyiQZhu6VhOjKJkMnenIuiiFxasylVHQ5P6kymZc4u9nFdjaWtMHtHTKqNGvfuU5CEIcVmj77pkAzrvCtq8tQ1mfceylNs2pwa36ZjyuRCAqZtsX9UoNYTubFdYlckQDIoITgd5rdFQmqPeH6ILKeYnYxyYdNicdvgxfPvYzy2SISbVKsC8ViVo4kXOTydw3Yszi3d4vJSFib2kdUWGBsRSViXsQWToWqwVcuQy0/TFP43nBmTyXSWcDh8pw+5u1IgoHPkiMfKSglJ0sjP/gxSLExwbJMxdZVI/bNUN1aYysfptirEQgJdUyCbUrlVUoglI8SNPmFtiCINkXQTuXOTUGCGQCCM6yZoNg0syyKVmub82SvcP2XjDi2aLYlsNEbPtEmoDq5sEZAVYrpKpeXwykKezfoJMtE4mqLzF991gQ8dt4kFBQTRZSQyIBuLo8kW21WHs/My2cgGU2mdQ+MhFooDQkGHbCxIUDUw+1v88dn72Zercu+ESDxsMh6q0h1qaFqUzUaIfLBMqZkmoNioYo902uTdsztVLOe3RGqdIS/OH+f6Ro9kuMBkUmAyGWbLavPoEZtGD0Zi8MK8w1SyQ7MvkoqNY1oBPKFPJhKiUatwYqLDckVgf17j1QWZ+w5kERSDQl9l72SUnF5gu7xFeyhgCTmCxkE2tkJ0HY/KjXFOn46wttblR35kN57n0ukMGR9//2tzFiragIsXi0jSTv9I0yyTSun8yZ8UkaRJACxrg0cfTb72nuHw9X/wLEvGdV3E76I/hJ0emDaE9Z31aht65td/j8/ne3Pd6TPOaWDB87wlz/OGwH8DfvArtvlB4Hdu////AB4RhLf4uVJnmV//9Id57AMt/wnWW0qC7Ptgz88ilJ/hvdpH+O1/+gwfeL/HL/wCzMzAr/0aVP2Ht+9Ish6j1zep1WW2t6rIygzFzgTb9Q7lxiSmnQXClHqnWSqN4wZOMTp9mKVagpXyOKOj70GPfg9LtRwbdYWLxaPEo1H6VpKNRhxbmODgpEsoJLPv4DiWEkONHMIKnITY9yEaxyn09rBaCyKKCv2BTbEZIBoKMHAjmJZIpa1R7oSpdBTqXRcXja16kEhQIRJS0fQA4YBGNBzFHFqkIhqyW+Ly0iiO8cM8vfQoj1+b5EZBYzIbpzmMcKOgc62YoW5NkUqMc24tzM1SBEfOcWU7T7Gtc3NbwsNAUUJkYyq6opCNKUxkZEKGQsQQSIQlGl0XXdFJh108DHZnod4PsVXzGFgqiaAIWNi2TTYyIKTI1PpJBE9GEjW2miEcIUki4jKSC5AMWgzMDMHgBE1zH0N7jOEwhipUiAWGSKKLLDXYnRMJi9eQnGXGRkewTRMjMY0ciFKzp8knNBzHJpGwmZye8RPDP8O+feMcPqxz5MgY6XQKz+syNZVgYt/9rNQNHGS2Gh6p7AiFlsLAEthqG3SFPMdOvov1ZoRaTyMUTZPNROj2m4xnFXbvnmJ0dIVs1mHPniGTk6N0rAksR2WtEqE7jNM1FUKBUW5ugeWEOLeiMrcVpNFLsFWfwfOm6JlxPIbMZAcEVAFR2Onq0+p5eB70hzIuBmdXxpHlcQL6FK4YwRNkcCxGxydw9REqvSka/QjHppv03Bz5RJylcpCtmkPPirBSiTCWm6TYDlFsKbQGKhFVxPMEJFHA9iS6ZpirG3nOrf8Yf3Tmr3FpYxzLCaLKoMgimgy2CyFdwHUlZtIesjAgHcvgODEceRctZ4RCb5LuMIsa2E8yMc3nbh3h05dyDIPHycckguqQZDTA/l0zBBSZTq9LqQ43CkeRpBitVh9NS7Cy0mdsLM2+faOvm8zeMHQefjhMNLpOJLLBAw9I9PsWMPbaNooyxtLSl/7A5XIiw+HODWnXdUkkBt9ViSHsFKNZLcPc1s6yWISYX8PK53tb3elupaPA+petbwD3vtE2nufZgiA0gSRQ+fKNBEH4a8BfA5iYmODbUbjwBZ669hP8wUcXv63P8X2D9CzM/DS0biIt/ybvi32C9/7qz3N9ZZRPfQr+0T+CD34Q/upf3ely6o9L/Na8mW3kzZAb383afIPtxgUKLYWWt5ehPQFClmZ/C0+wERUNVzrMwN0klUgSCAywI/uJpTTs7SbxeIR4/DCdnkq1FmIgTdMXBYzYKN36HANbJRTVyY0c5vL1FgKH6JCiLY3haAq3KiqpcIj1+ia9YZL7Dhs0u0lMKcVKcxmVFk5X4lbtCBPpcdpum4xhY2ku14plFFVkJNhltSZjijMsVwxulBLYyh6iUQO6+0lE9jBX/U2UYIVO38TJnubwwVkay6+QiW0SDIwQDGVYb0fYsI7w0tY82WAZzC1SMZeum0PtLaKKGgNbomvJbNQULE+jPwxwo9Cl3RcZz+ToWX2mYyrNvkIi5NLqwsB2aJsSXStAIBIkFonTbLtcL0bwhBAz4xUkvUGxNaQ+VChZ9yPLHr3eHl5Z6pKIDDDVXZzeUyYQlJGlEI2BRyqvMHVoGlG6gqioGIZCLDtD1DC4ttwgmdzk5Mk8b/W9vDfLnWwfuq7x8MMRrlxZx3UFZmZ0Mpmd7oQHHvlbXHr6t4no26ysLLDn8FEWK0F6SoRuKIFpyBw8EUAzlyn3u7ikOXpqhtqtNrsOhOn3j7OxkcfzBsiyTHTsg8w1F5BMj/XuA7TtEgE5RKkdw6VANJyh2wyw3ehT60yzUWuxWT8KuJxdVjg+7dC3IZ/SeebaEFOQMO0AN1uzqPmfYLn+WxyY6uAKEWTVY3ugELIiCKEgbTFFbnwKV7yGruuYboJ4SufFa33CqTxDhpR7UYZuH9HRiGotCq0heqGLJIps1xWq7SxbnR9EGk4jCEvUrYd4+sYqYbXD7uwAxzOJBwHRQ5RkBsMIpW4CdWCxVtfIj03gCl1yIwrb3SZ6WMdSHWKzfxPRvkQyvUTf3KKPQDqZoN0GPTbD4uYUDfmH0IMuntchEgngeR6y7L7h95pIRHjoochr6xsbZWzbRJJ2+o3atoWufyn5O3BgBFkuUCzW0HWX48fv/Hn6T71d7aPehXZ/pzupwM70IxuVP/NtPp/vTSR4nnfnfrkg/CjwQc/z/urt9Z8E7vU872e/bJurt7fZuL2+eHubNzxdnDx50jt79uy3HNc//MhvcXHr3fzcz/a/5c/wfYs8B8rPQfFJmPpJGP8RWh2JJ5+EL3wB6nX4qZ+Cn/5p2LXrTgd7V/mmrsC/3TbyZlpeLvP0000+/4nnCbGBqkBf0VjaOshgMIYuvMD7793m4F6LqcP3cuzB76dUavAvf+VjmJUuYBMdz/BDP/4gVy9Xcdf/EM3eptzRmS/NcGB/jng2zqmHTvDkFxa4cUNGlKcZH93Grj9FvxOl3g8wtUfl3SdM6A9YXLVYWqtw8rBKt7bMlZsJShVQFI+pKYdQdpJIcoxdmQbrixcpLN5AFfNcWY+SOvhBDh7K88wzOp22iND6OO86GcIcNsntPcTDjz5Kcf5pFi48y/biC0wkXTrDBKv2B1lp7qNeaBBXl6nWV5ECB4mGs9j9J9ibvIJi1wlFclzf0ChUFCbTOo1+k+UtiamYS1BvE1RXScXSbFZsPHHASFKh62boyvvJhQpE1D6Xl2Tq9nEycY+IepHDB9JowQyxmUf51BcE/uiPZIrFEJK0zsREn1Mnx9gd+zyz4efRDJHL26PEZv85mh7AkF7h4C6LyvoV8rk8khZGzdxDemT6Th9aX+kbbiN3U/uAnadIm4sXsHt1KpUS2ZFJQqlpYskcK1e/iNC8zOatVwjrHsH4BFbiAaaOPMqTT27T7SaZm1sgFIozPh5ndLTBAw9MsrIwx3/4969wc04lrbxESK/R60k4jkV74LFUu5++8wAbG3M4joooZsnFPsFfeugP2DcGTVNjmH4/sYBAs6Ww2X83+458P5fPfYb44A/JhLp0HZXZwwc4MLsLLZTk9x9vcu7qCXrlZziSfpF0okM8EcQL7aPdgUxmFy+89CzV+gTNhottr3HPzDWS2jqOLXJjO8NTNx7BFD9EIhHh2LE2rnWDjPMi4mCNdHCFsaRL3+zRNjViUZ211gyW9iDdgcn0WJRiqQ7qCEnjEqcOGawVVJrGXySe3cWRIy65rMrilWfx6udR7Qo3FjuUh0dpeA+iGSLhsITjxEil0gQCVd7//hF0/RsfFPfiiyusr0cRBJF0usrDD0/fLTdQ7or28Yu/+H+y8fSvcHR6J6BzK/CfvzhEUfz5LHx31F3RSN8udzo5vB/4h57nPXp7/RcAPM/7Z1+2zedvb/OSIAgyUADS3tcJ/Ns5cZnVZSZngvyzf1BmetL6lj7D9yYwy7D2RyDIcODvQWjnQnN5GT73OXjiCThxAv7W34LHHvOfJvIdnBwCmKZJs9miVquhKArpdBpBgJWVdUKhAMlkknA49LqLKNu22d4u4Hke2WwGTdOwLItGo8nQHKCoGqqqAALhcAhJkrAsi1arjeM4RCJhdF2n1+thWTbhcAjP8+i022i6jqZp9Pt9JEmi2WzS7fZJp5MEAoHXunq5rovrugwGAyrlColkgkhk50lBu92mVmsQi0VoNBpEo1FisRiwU65+OBwyGAwol0oYhkEgGCIUCtJut2m3u+TzWdrtDoPBgHQ6hSzLVCsVhpZNJpOm2WyytbnF9K5pJEniypVrDE2Tffv3cvPGTQIBg+ldMxiGjm3bOI6Lqir0+308b2f/KYpMJBKh2+mg6Tq6ruN5Hqura2xtbROJhMnn8yiKjOO49LodFEUhmUrR7fYQRYFQKPTavhgMBqiqiizf6U4pX9NdcfH7ZvM8j16vx3A4pN/rYRgG0VgMURRxXZd2u4OqKliWjSDstIU/5TgOGxtbCIKHqih0e30GA5NoNIIkSdRqdXRdo1Ao4nkwMTFGOByiXCqRy+eJRCI4joMgCDiOQ7fbIxgM0Ov1aDaaZHNZVFWl3WohyTLBYJBGo0Gz2cYwNHrdHuFIGEWWsR0Xz3OJxWIsLi7T63VJJpPouo7rOszPLxCLRYnFolSrDeLxKLlcFk3TaLfbFLYLIAh0Wk0sxyMY0BmfmEBRFHq9Pqqq0Ol0UVUFSZIJBgPYto0sy3S7PXRdQ9f11+2bTru9c84RxNcd6/1+H9McEomEv6Vun51OB9f1vuqcdofdNe3jueee46GHHgJ2jm+f7y5w1zTUt8OdTg5lYB54BNgEzgA/4XnetS/b5m8Chz3P+5nbBWl+2PO8P/f1PvfbOXH9x1/6JP/l4/v4Z/+X/9TwznOh/BIUPg/pd8P0R8DIAzAcwtNPw6c+Bb0e/NzPwV/5K/BdPLTpOzo59PneBnfNxa/Pdxfy24fP98a+q5LDOzrS2fM8G/hZ4PPAHPBHnuddEwThHwuC8AO3N/ttICkIwgLwt4H//a2Kp9/u8yu/fpK/8GONt+pX+L4pIqQf3Hly6A7hlZ+Gc38HNj+L6tV49FH4d/8O/s7f2UkSx8fhZ34GXnoJ3DceBuLz+Xw+n8/n8/m+hjve98fzvMeBx7/itV/+sv8fAD/2dsTyK3/3ArvHNQ4d8SfVuatIIRj5EOQ+AI0rUHgCbv070FII8eMcSh/n0N8/RrkZ5fOfh5/8yZ2xiadPw5EjMD29kzhOTe1UQP2ynkM+n8/n8/l8Pp/vtjueHN4tnvzUOv/xD/byH/7pNSDyZ27vuwNEFRL37CyeA70N6CzC2n+H6/+ctDHKR+49xUc+eJySeZC5hSDr6zA3B5UKbG/D1tZOknjyJDz4IDzwABw6BHfnECmfz+fz+Xw+n+/t811/Sex58Hu/scLP/b0ov/TXnyM9cveUjvZ9HYIEwcmdJfs+8GzorkB7ARZ/m0x3lYwShv2jcCwNWgrUOJaUZLU0yo2VLI9/Jsyv/ZpMoQD798PhwzA7C2NjkEpBKASatlPsxnFgMIBWC2o1KJWgUIByeec12955IplKwejozmeMj8PICGQyEIv5RXN8Pp/P5/P5fHe379rk8Jf/Xpn/6/+bvr02xQ/c+0U2SxE2P9G4k2H5vi2p28t94Llgd8Hpgt0Hpw/uJrirwHkEYD+wfx90p4Mslnbx4uem+R//bYTO4M+uahNQu8SDdaKBJgG1hyQ6DG2V8/0I1U6KZi/2TUUe0HqEjS4BbYChmaiyjSS5iIKHJHn88i8JfO//cvCb3yU+n8/n8/l8Pt836I5WK32rCIJQBla/3jbZ6O/NFJt/IXZo/ALJ4DXTfYP94HmeKAjCXVfexI/rm/NGcSkygiZ7giJ5gix5giwiyBKCKHhIovdV1ak8T0AQdo6VP61A7nk7r3seuB6eh4CABwKIws5neYh0+mFagwidQZDOIEyrH6Y9iNDsRXG9r/9Y8f7dv1R/aeGfLH2dTSqe533wG90f30gbeZOkgLtxCmM/rm/c3RgTfPNxfcNt5NtsH3fL/vLjeD0/jtf7yjjervbxzbhb99V3awxwd8RxJ2L4pq6xvtO9I5PDN5MgCGc9zzt5p+P4Sn5c35y7NS64u2P7dt2t/zY/rm/c3RgT+HH5cfhxvBPi+Hrulhjvhjjuhhjuljjuhhje6e7oVBY+n8/n8/l8Pp/P57s7+Mmhz+fz+Xw+n8/n8/n85PAb8Jt3OoA34Mf1zblb44K7O7Zv1936b/Pj+sbdjTGBH9efxY/j9fw4Xu9uiePruVtivBviuBtigLsjjrshhnc0f8yhz+fz+Xw+n8/n8/n8J4c+n8/n8/l8Pp/P5/OTQ5/P5/P5fD6fz+fz4SeHPp/P5/P5fD6fz+fDTw59Pp/P5/P5fD6fz8c7NDn84Ac/6AH+4i/fTcs3xW8j/vJduHzD/PbhL9+FyzfMbx/+8l24fFd5RyaHlUrlTofg893V/Dbi870xv334fG/Mbx8+3zvbOzI59Pl8Pp/P5/P5fD7fN8dPDn0+n8/n8/l8Pp/P5yeHPp/P5/P5fD6fz+fzk0Ofz+fz+Xw+n8/n8wHynQ7A99ZyXZdWswEIGIEAmqa9aZ+9vFyk3bYYHY2QTEa+7c/zPA9BEN6EyHZYloUgCMiyf5j7fL53Ls/bKaY3HA5RVfXrnkf7/T6DXpdwNPZV50bXdbl1q8Bw6DI9nSAUCrylcb9dPM/DNE1UVUUU/Xvivjdm2zbtZgM9EMQwDGDnWgJAUZQ7GdqbqlisUyx2icU0JibSdzqcb8ifXiN6nsdwOERRFL89v0X8q+a7SK1SpN9tEYykiESjX3XQu67LmTPrlMsSquqQy9lcuFDk6tUq4XCMYLDN6GiaXC7OiRN5RBE+899+B9XcBjFBzdlPftcUDz00RqVSx3E8SiUX25YZGVGYmcl+zbg6nR6lUotUKkQkEgLgzJk1NjYyyLLO/HyF++6rMjaW/Jb+3dvbdc6caTEcyiQSQ97zngkkSfqWPgt2TiAvvLDC1lYAcNi/3+Pw4dFv+fN8Pp/vbjQ3t83cnE27PaBWqzE6ugtd7/HudyeIx8Ovbee6Lv/v//sCV84vcnB0hR/43t1srYfQ8w9w5WqP7e0OqtonGAxgWXuRJJn5+Q0+8AGPSCT4Z8bhOA6WZaFp2jd8g6/X61MqtUgkgkQiITzPw7btb+kC/MaNbcplB8fpMD0dI59P0O8P2dqq8vzzV3j88TbBYJ777w/zwz+8i3w+DnxjNyQH/T71yhZGMEIs8Z1xEf1OUSluYVsDwvEsiqKgqipXr26yuuohCC5HjgRfu+5YXi5y4cI24BEMOty8KaDrLh/+8G4ymTiu6/LMM9cpFh3GxqKcOjWCpqkAlEoN1tc7tJpF1P4F9oyqdBwRKXmSjZLByoqGIMDU1JAjR7IUixUkSSWXS7x2rbK0VGJzc4iqupw4kX/bE8lisUavN2RsLPln/u7l5RLnzilo2hgLC13q9Q2OHh17myL95s3PF7h61cLzBLLZPq2WRKcTRpYH3HtvkNHRxJ0O8R3HTw7vEmvzZ5FalxjWF2gNTAqJU4we+iDh6M4fsVary5NPzlGrjVIotLhyZZmLF4uI4l4ajQCiuESv18MwRA4eFMhmL9FrzHMk77G6ajMcFghFilwsPEKx9DSel0JVBUZHw+zZM0m7XeOxxxb5sR+7B0WRXzvhbWxU+eIXmywsDPG8Mvfe6/LII/tYXPQIBnUANC3FrVvr31Jy6HkeL7/cRpYn0TRot13On9/g1KmJb3lfzs9vUy6PYRg7J8i5uTrj4y1isW//6abP5/O9Hf6shKtQKHPxokQolGdlpcRgMEYgUEcUI3z+88v8+T9/BIBqtcU/+AdPcebMCPszVa6XYty6dpm9swm+cO4cq6UsknKA0dEMjtPmwx82CQRkBCHLJz5xkdnZPILQ5uWXuwyHEsePqzzyyAFs22Z1tUy1uExO3yCoCWzZEcYPPvJVF6cLCwUaDZtsVmd0NEGh0OCFFwa0WgqdziITEx3W13W6XRHb7nD48Aj5vMzkZJiNjR6GIbB/f57NzRpzc00KhQaHD0c5dmyGS5fWuHBBodUS2dzMEQgUiUZXKZVMzp4dcv68jSSdJBiMsrpaola7yMSExs2bFtFogN27XY4dm2BsLPG6p66e59GsV+iuP0suJtEtO2zW9zA6c+St//J9rFx/kYy6RWFjmVKjSHzsKGvNBBdv7EOWA+h6gH//728yMyPgum0+9jGbZjODZRVwHJmHH76fQqHM449/kp/+6b28+OI6hcJRQqEM9foCTz5Z4Hu+J83ISIjPfKbOU0/dpLm9zIMHXJ6gx9iYwmb1IjcrH0JRQuzbl+PFF2v8k39yFts+wMSEzUPvXiObNnnlbIONjTy5XJKZmTiFwiK6rlCrQSjkceCARiIRYXu7S6fjks1qTE6mcRznG7oR3u/36fdNotHwV22/vV3jk59coFxOMz4eJhrd4NFH8wQC+ht+3sLCEE3LAKAoQZaX6xw9+u19X2+VVqvDpUsKup4D4Nln10ilVPL5nRs1r766xoc/HH9Te535/OTwLed5Ht1uF1mW0XUd13Xp9XooioKmabiuS7/fRxssMWiuY3g9+l3YKlxls+zxyId/gkKhzvPPD5mfn+TMmRVarThrayO0WqcxzZcQhAdpNAbAMer1MltbFlDj2OQ6R7RXOZSR2ayNcmNtlLOX6zjubiQpDTRZW9NYWWkSi01w/vz/5Pd+b54DBzLkcklOnEhz48YWL76YxDTHkKQG8/NzXL0qUigIjI+vsXv3ThInCF97jtCvdWfW8zx6vR6iKCJJEpal86e9m0RRpNf79roJ9HousvylixNZDtBuN/3k0Peda/3jUH4RDv0iqPE7HY3vLfbKK7f4zGda2LbGrl09fuqnjr+WcNXK2zz75KvMzbsUqicRhItUqwEUxaax+SdkU2OUWlUEr8z3/cB9/OEfLvGZT/YIiq/SFV6F3kE0Y4rFmwW09iKjYox6v8CVKyPEYrCwsIUsG5w710PXNUoleOGFCuPj9xCNBvj85wto2hz1usHNmy799XNMZPucPhVj/36d9aULTOw9/dq/5ezZNdbWMnS7A37lV55ge7uArisYxm6qVRXFukVAukYyc4Ry/xjh6CQwoFYL88UvFjlwYD+OY3Pr1hV6vQzXroWBaa5cWeXWrbNcuybR6+1hfn6bTGbA2lqZ5eU+pVKCanWIae5H1z1UNcrGhsPTT98kHN6Pokxj2zVefrnBCy9soSibHDsW5+TJEL2exa1b0Cu/woMHmkjJNJGgRLtyE8c5+E31bPnTv/mqqqKq6pt7oLxDffHxP8BZ+W9cNW2SoQSRUIqFK3MU6wGW1vYhqRGuXr2Aqu6lUvE4c+Y8lrWXRGIXpdISltXiqaeu4Lp7qNVO8fzzV3GcEJrWQJKKGEaSS5duMDdnsLHxMuvrSbrdBBMJi0uXzjOeXsdpbLNYSPCJszKaHuWJJ64TDEaIxaYwjCxXL1xHqnyBiRGLWmuC7foRIMbGxhLdbh1NM4jFZtjYWCWX00km+2iayORknieeuIllvYqmjSHLA37gB0aYmEhRLFZxXRldl5ifH+C6Aq7boFbLAga6vs4HPpDDMHYSv2q1xVNPtVhYmGR7u8u5c3V275YRxZv84A++cbb35ddrO9dod36Od8dx6PV66Lr+uptLjUYPSYq9tu66Afr9wWvrtq3guu631dvM99Xe9uRQEAQdeBbQbv/+/+F53j8QBOG/AO8Bmrc3/Uue510UdjKLfw08BvRuv37+7Y77W2HbNmtXv0BCbdK1BdalaS5chf5gFEmyyeXatFoRej2XnFAgG2wgD3RkWUWRQ6ytC1y/tsDKioWm7WcwuMGFC2W6XRnPWuTY+H9lJv0KXfPXubg6y83tLLZbB8YI6ZvcMzXHnozFWBIO5K4Da6xXgyyVj9MdxIESjiOwsrKFLE9h2yOsrkZ5+WWRAwcMHEfj7NkBjpNE18P0ei6NRoz9+/Ps2iWwvGyh62ukUiL33x993b/ddV1eeGGVYlFFlh2OHw8wOZnCdV2efnqFSiUO2MzM9AmFHBxn532WNSCV+vaSw/HxMIuLZTRt586SIJTIZr92l1mf7663+Tic+ZsQPwZPfQ88+ir4d0nfsTqdDn/wB21qtSTDoczSEsTjF/mRHznF4tx5rjz+L+hXuwSbIhdfepGW93Po+ia5wKd597EYlvkyB7QLnPlkgj/+/Y/xwpUT7Ip1COuTiIyRMi6z0TzCaKRCu5fBdiTiSonV4vMsVDJ0Ol10PUO3u8K+fXs5f36VXm+SZtMmGgVdz/HFL14hldrD0vwSh4OXERoCT3zK48LFPCP7jzE+e+q1m4IbGyKKovN7v/cpzp7N4HnvwzTXCWpPcGRincPjdbYqWZSBQ6D3cURnks7KBiudE0iBU/R6A7a2GqytlYhFRWx7F6oqoihjPPtsiUQijqoGME2Fy5e71Os7TxG73SrDYY3hMIDnhXHdOUSxiW1XCAbbaNpVFCVNLJZlfX2FvXvv4caNK3z841dw3XFyuSD3HYqwsNgGYYOpqTzi12h29Xqb+fkm4HHwYPJ14zRNc8gXvrBBp5NAkjocOQKzs7m36Uj6zvTy05+kfvZXGVEL9OoOdTFIO/m9tNBpd5IMeusMuw5bW6MMBtdYXfXY2gri2EUmIq+yL3kDc7CNrvTQ1DiL3Qw3q6ewbAlRLCNJs4TDDYbDHMvLGcplheHwAQaDl5lfT3Ny7AYP7rLxvBbuUGIi/jJLlR9jJDJPRFxAdaZYXAozHb1IcVOmWmhiBLbpdZ7liesHCQRMms0CmcwMqdRVhsO9zM9fxzBCaJpJPr/F5maQUmkURamTySR5/PFXOXAggqIcIBbr0Ou1OXXqAODy3HMNTp0yiMVCuG6Aixc3uO++cUzTZG2tgaKkKJVWsaz9KIqHafaZm2vxoQ/Zb1hv4cCBIE8+ucz8vEOvZ7NvX5dOJ/kNjTEeDAZIkvSmdput19s880wd04wiyyXuv99gZGSnq2g6HcHzKsAIAMFg87Vea67rEo/3/cTwLXAnnhyawPs8z+sIgqAAzwuC8NnbP/u7nuf9j6/Y/nuBPbeXe4Ffv/3fu87ycpHLlzuIosbYmItde46svEoVna3tHss3Pkatd5ruMML1whHm5oscPhwjHpcISTlGtQvcty9Bv+twc03j+QvnuXruFSS5S7G/jytXk9jtOo3GJvfuvsz7DlxmMm3jOn1G4i+SCm/xzI0fA3pE9BKZqIlDjPVaG01qoopBxmJFEqFNnpmTgQLwbmAa2x4CNzFNAYkyVvGzPPOxJq5xhHJHZno6gGl2EEVYWGiQzweolBYIey8RscOszE2TePDR18ZJXru2zeZmhtXVHp4nsLVV5qd/Osr8fIl2e5JA4E/76Td417uGLCysYpoSU1MCBw6MfFvfQyoV5YEHaiwubtwel5D079j6vjN5Lpz9Wdj/8xA/AWd+BjY/DWPff6cj872JXNfls5+9yrVrDu32JktLKQxj8vZPx3jppc/xQz/ksn3pj5gJlehikJA7nJ68xO8+/yqSkiA3dYWtNZPjI2fJR0R6NY3N2kFk8xoBZQTHuUbXznFzq8FCxQVpBNfrY9stLCtKp+VhCl0gSKczwPNGWV52sG0Fy7oOTFOrden1qsS0z7E79Ty7tGU6HRsjlCVhiFR+4KUAAQAASURBVNy4VuOFxS6WdpkDB0awbRfPs9ja2uTqVRNDarE783HwKmjSy2RCCeIaGJllSs0i905vs1Fv0i0uEnYv8NS1Z/jDP3wPoqcxHfs86YiNHp2lbgbYNa6hO0MmJt7P8nKBzc1VtrZser0QOJdx3CCWsx9Yw7JewrZPoqpb9HqHKRQMZHETQbxFJJonn1+n0+mwtLTCYDCBYQiUy1Feeek8s8ktMtEm0zNrvP/Hvof8l12Irq0V+a3f2gCyRCIuy8ubPPJIHMPQCQaDXLhQwHGmCQR2ssrLl7fYteuNL9p9sHjmDwm156lgk4s4bNbbvPTyAqX+NL3eHPHUMsKgT2dbpG8dpeYolFslDoyW0Ow46XCDg/tX6A0VPLeH6rWwrQRzm1OMp15Bky6zVfcwzVksK4njeHS71+j1ljHUfQytCMvlNpajIwoTZMPXGdr/lV3JVSQphK7blIXfxxyo2EEZx0lgmjGK1QqlKvT7t3DdCJubLjBHKNRAkqJMTU1SrVYplyuIosBgMEq7HaXdriHLs9Rqi+zeXebMmRqqCoXCRRoNl81NiZWVs/zoBwdEtRYrm5t8+pN7GDozdLtL5PN5XLcJ7MN1h0hSi0wmyXA4RBAEXnppnXpdRtMcTp9OEouFGBlJEIuVGR9Pg3mDhFDhyY9d4sFHHyGVm/ya38vOmM0VyuUwgmCzf7/HoUNf/1rNNIecP1/AskRGR9+4rsW5c3UkaYJAACDKhQtrryWHhqHz0ENBrl5dx3UFPvzhMMOhQ7G4ga67nDjxrQ9B8r2xt/0M5e2UVevcXlVuL1/vmfYPAr97+30vC4IQEwQh73ne9lsc6jfl1rUzvPTZJ9C1CAPlMJW1IfdO3SQY6HD9RpuLNxzSIYNadecJm9hdpVicYthfQpd75MezLIYe5akLq0iix60lkxMTQ3JyFdfr0KheZkz/AJnJBM10jViwjqG4tHtrJIIWkylQpBpDe4AqJ1DETbZqDuNJF0PxUGSFXdkWjmsyt32diSQEtDbt/hyb9YNADNgAuhybXCQRnEIUQhjiAqaRYW3tFXQdPK9FLLaP9XULvX+BiVkVyTQo3rjORjZNbuoIiqLQbNpcvdpBEHZOBsWiydLSJqYpv+4ujyTpgM1DD33tE9K3amQk8drJxef7jrX9BEjaTmIoCDDx5+Dmv/aTw3eYp5++wTPPjKJpSUxzL7duPU42m8KydBynhSgW+ehHH2fcusI9+QrmMI/rhsG2Mft1+q0c9XicxPhzJHQFWbBIhiwy4RWy0RKabGLaJxGEW/SGJpv1EIHtSzyyd4mQOspSOUJr8CHUgIquZykU+shyE0GIAklUdYulpZsEgznqlbM8djLOoK9iuib5dI5Ly30UOcrlzUP0lYO88PNPMJ13OH4wSL1T59ryHmrVLR7YXSeoRdAVi9mcxOW1JoIQJKQ3SYUKKHKdXXsWsN0BqppAnFnhhZt1XFcnJCuIzpCs9DlSAQVDOMTxfSILy5/k8pkg3UaDfn83e3OLjMb6eN6QK+tX2ajtAubR9TyaJlCrGRwc/RwTKQm8OW6VB7Ra/4DNzfP0+3FCoTCgcPnyVSxrF6vGLPnUFqH1PCvDDX55pkEkEqZcbvAbv3EB2343ti3yzDPbdDqb/M7vXOaxxw5z+LCMJCmvG1bhuiq27SeHX88rLz7HR+4ZEtFcym2P9YrJU5dbjCc3mUpJlCs3KTTDfPikyWptkoEZ4/qmh66UcZwWMWMFSajQ7noEdYNUZI0Doy2m0yFEIYssOUykDJ6fFyi0v4hhGJhmARjHcddpDWBgiahSj/Hkc3zgSJbtZpHtegrXi2DbKpoMy+UK6YiBKPTpDfvMbx6gZ94CAkjScVxXwvN20Wj8LvsnJ9EGv4Nopmn178Nx5hgMtnDdQwhCk0BAolJp4ropgsG9LC1VuXnzBSKR99LpbCBZBeZeXmbv3hi1WpGQOM5mP0ehkOPWrXPoukWv9yT33DPFiRPjhMPbCILAU09dp9mcRdM0TBOef36F7/u+0O09HSSoNxiLFDA0BRDYvPoEr55/GF3XOHQoTDK5U9RKkiSuX9+m2ZzAMHaO3WvXKkxNdQmFvnbBKs/zeOqpDSxrGkEQKJc7QPFrJoi2/freYpb1+vV0Osp73/v63ml7936TB5bvm3JHzlCCIEjAOWA38O89z3tFEIS/AfyKIAi/DDwJ/O+e55nAKLD+ZW/fuP3a9ld85l8D/hrAxMSbfyeh1+1Q215CVDRy43teV0m0Ua9TOPufOBqtIQgOl1eeY7l5mLwq0pZ72EMJu19hrZtiu1AnFs3QbKwQkGwOZ9fwHItW4TzXWjaJSJKtSpB2x+H9e1axuiaKvMrDs1VeWfwic1s/TjSgYNlrxIN1EqEa44kho3GFXMwmFrhBsRnn4HgDSejy/M0UkuRyaCxCtZMnZFiMxjZw3TyiqOJ5IrL0IquVRwEbiBPWw8AarjvBcKDQ75YZnUmSSklsbc2wublCuVzjaM7GNJOoapLN9R5bn75IdGwcw+gTibTo9QIEb583AgGbWk1g374oS0tFNG3nBCHLBTKZu7dK1jvJW91GfG+Bpd+G/Pd+qRtp6gG4+f+DYQPU2B0M7J3nTraPxcUBmrZT0EvTAsRiQyzLQ9NkZNnk4sU4odB+5t370Q50GEl26Q57XN/YRbuXJqgNaHbq9M0+V9dbJAIGtR4cGl9kJH6AZn+Vaxt1NmtT3CqMIWujTCfOEAuFsK0+rqszm7/ChZWTnD//4u0u+Q1kWSSbTWLbKQyjgigOsMws3XaP1ESGRlsjZd1C0WZZ3Ypycy3OZPx3OBDrszdisXBeotsfYWNrAcFbYSIpMp6UwStjO+vsH0nT7beIBefomgI5Pc5o3ANBYqlQ5shoCFk4w8L2FLpiEgmkyQXrWJ7I/No8ijxLq/h5RtTTRHf3uSxeZzJ5CtcdgBDkXXuf4dxyhUrbpd5dYjCwSIW32ZOzOTzxDLvSFSodh8/d+KdcqP8Eg8FO9cl2+zqeF8Jx6gytg6wXx6E4R6EsYJoFbPuL7N69h3L5EJVKnUqliWnuod8fIssHOHNmhdHRY8Tj85hmGE2L4bousVjrte/5O83b1T4qDY+o7iCLENLgyARcWuuSCEcIaG2OJWzqnTqGmmClMg6ITKfL3Ng2OLlrmYnUBtlwnWS4h2UZ7M5GubS2jaGGCag3qXYmsV0wrRLFVprlUgJQEcU6Q3s/Z5YaiMKnODRWZeiESYYsdmdX2aqXePJ6FkGMU+/oVNpZnr6+i6D2Kq3+g1hOBhgCSziOArQAjfFki9l0EUEYsCdf44W5J6gOHqHVKmHbLyCKUZpNCdcd4jgd0mmXUAi2tmQiEZNYLIzg3KJctgkEtimXwIhsUOp1cd0EvV6YU6dOUqlcJZdrMDGhkUxqfPrTDa5e1bGsNgcPOkQiAfp97bUiOPG4TbNQxQjvjNkThA7VQoQ6QSLRPP/lv1wmnw+haTozMw6eJyBJX0oZJClArzd4w+TQNE3a7SiGsfO3S1VDbG01mJn56m1HRwVu3eqjKAa2bZHPO2/yUeX7Zt2R5NDzPAc4JghCDPifgiAcAn6BnX6OKvCbwN8H/vE38Zm/eft9nDx58k0dXdtpNVl69fdIaG0Gtsit8lFm7/me1+4Iri9cYipahr5Dqy2wP2tzdW0eQXo/L19fQ+rMUaoKKIbI3uwZivUOS9snmB11cKwhtp1nLD7He/YWqffabIUNNqpFxhPbxAImqjREFl325Kq0u89T6mSpdQyem2vxwaMmrT6EdAhpHoq0wd6RGkfGJXrDCOvVAJ+9tIdKJ0M6fAvPM2iaVQTBAEQE4RaJUIvVyhVgLzBkuw4TqTAQpzOAhTWdsdk0hUIEyxLIZmU0Lc12+SLHtQCe69DteQzESXLGTtLX6cwzPl6k0zGRZZeJiTihUIt4PMzDD7ssLGwgSR6HDuX8u6hvk7eyjfjeAs4Qtv8E7v3tL70mGztjD7ceh6mfuGOhvRPdyfYRj7ssLw+R5Z3u75OTGfbt0/A8mVu3+qysZOh0gqyUf5JiJcZU5jkagzwXlw6xO/csh8ZEDo8FiRgBYqEQSwWbkFYgFlAx1E0C3QxrVZGApnLfbAVBPEc66hIJJeh2I4wmGiwWRUTRxraPYVkWrtvG81IMBxuoyjaWO40sG3S7Y5RrnyYReJVIwKXUbHJ1ZZn50mOMJBZJhwx0qYIixEgZXRotmaAyQBCOY6ifQRZ1QMXxbBrtAvfM9LCcKIlAnYEt0+gOcT0bWZIIai6O3SMfX2Qq1aLeHaHY1LBtgZHgLaRWnWF3gCRHcd022XCViPEpplMWQa2DKMZo9lx2Z7osVz5Fu78bxysxliwykzHR5DCpcJeJaI1SYhPHvQdB6GPbNQxjE0EYwbIy2HYFQYjT64msrWWoVHTa7R6G0SMcTjM/v46iVAiF6gQC+xgMCgiCQCoVY2bGZnNzA1X1OHp04ju2quLb1T5Ez+SL12E8BaoMSwU4OFokGW0QUodYroLnecSDm+TCcyxVYoBDqZGjP7yG7QxYqw04MCqw2QfTjqErAULaFSbTNrFgGdApN03CxgTRwAavLDjI8odRlC7F9oO8ML+IgMKDe9ukomFcz2FgO3g0uLqhsV4LAn36wxr94R52bqxbt5dlIAMYQJ9MREIUB9h2jWazR8zIsl7REcUggjCO63YQxXtQlBjQZjBocPDgEXo9i0RihG53iWbnXVjOOcqlPK3WGldXVdxwBUmSiMUMJEkikxlhbEzlwAF46qkqur6LWGydSiV2uxppgGDQfK3n1v33j9Nvb2N1tkmnZEQxQKEewognKJebVCq7SCS6xGJZVla67N5dYDisoqo7NzcUpUwi8cZThO3MQdh/bd11XXTd/ZrbHj48iq4XqFSqhMMCBw/6N6/vtDt6Ve55XkMQhKeBD3qe9y9vv2wKgvCfgZ+/vb4JjH/Z28Zuv/a2uXXpSXYH1wkHFCzb4osXP01lMM49J2fQdY1AKMJWaUA26NFq9emYMo42yqXrlxiTzpGfHGc8XqHZvsRCIc/Q28doMoJpXicU8NDlsxydOE8iGEKRDKKBLoYkslpOkdu9RLvfJR4MM5stoMobPHExxHv3a0xnIRxQmUoPsRyTwXCAJHiMxFxKzSAdswWCRnswQGxEGQxPYjl9tuowmSoBIWCdziDLTs/end18ef0ajf4QVV6j2JxkYEtUKgKZTJzhcJ5wOEQ0qrDsjFEaiASNAdvDSXblDr22z1w3wGOPRbhyxcF1NVKpCgcPTgE7YwJTqehX7mafz/flys9BYBy+8klD/AQUnvSTw3eQH/qhY2xtvcLmZhxFMfmBHwhgGGkUxUCWizz77DU8L8nQEpgvPcytch5NS6PqL3N4qk7o9mTQfWua1bUW1rBE17TZOyKSTzdQpS6jsQqGGiFqWMhSgfWGg6qfRJKg1Rep9KYJBmV6vQHDYRNIMZb4AofGByhSldXaClfXHuPAyDPgZtCEcwTlHh3xh8jHXeqDc9y3a4u0buM4JfrDJpI4BRi0B1kOjpwlZnTpDXts1xOAgqEMiOgasYDHchk8b4sbDYk9uS6W7fHcnEEsFOBI1qPSjpKNulTWHSS5Sd+M0B+GCStD1jf/mIDW4p5dDiHdRhaTRAM9ql2FSGCFkaTIZLrGRq1OuWVSbNTxvC6uCxt1iIYSeK5NPF7BsuLIssrY2BSDQZutrZeRpE1UNU04vJvBQAJUbHtIKBQgkTCp1bYIBg0cZx+uaxOPd/C8EtPTCUKhAH5HjW+cJ7jM5ODQOOCBJMKtQhNdihBQdUy7TjoSJ6RL7MnP0+iWqXX38Rce/CTvnh2i6w6KqJEItnFch85gCSOjU+86KJJAUOsiCUPCgTbd4Xke3tcjGSxzeSPJZm0Ez9OxnAytfpG1ao1ctEO9G+TyWoKNapvlUg3PSyOKMSRpBMt6BZhEFAe4rgsEgJeBMIIQpm9F8bwmqjqJ4zTpDkbZ6Ty30117OBxHFE1UNU4g0EUQlgmHO/zwD+c4c+YskuSghxO8sriHkUSAnhmj0nNIq1cZH19lZuYxbLvH2JhIqVTh8cdtzp0bEo0WOHQoh2VtMhjUMIwep09/aZ5OSZL4wPfez9ZKFLe9ykahRVu+h6ii0e+3EQT7taeCihJAVXXuv19gaWkDUXQ5ejTzdW/sS5LEPfdonDu3jutqxGIdjh0bf8Pt9+zJsWfPm3EE+d4Md6JaaRqwbieGBvAB4F/86TjC29VJPwxcvf2WTwE/KwjCf2OnEE3z7R5v6A4qhDMKjuuwtNSFvsTySoZyZZvv/d4R1NAo59f3kFWWqJRcrm+7HNpTIp8Q2BNzWNjaJB1RyIYClLpxMtqAUi/M5dUxJC5zYmILSYogSQpjyQ7Fpolpx7m5ncdjg1O7HFy3QsjoMpbw+N4THYKqgoeHgE2pBc0uDCyIh0CWBvSGJkEtQiYSIWxovHjrBGE9wsDaYmBl6Q2bJIIirf4MC4UZQAcWgTAQYa0ygigG0bQAmvYKvZ6J615m164QDzywF9vu8p737Oby5SH1gUwwuU02mwLAcWxyOYe9e8fYvdvBdV0Uxa8W6vN9U7Y+B4mTX/167DDM/erbH4/vLSPLMh/96AOvVQL808m+t7c90uk2hw+nmJvrIYoGsEYgkCISkRGFJPm8TL1iIopDEHTKTQ9F7vLwwQAj8RrFlkM0OKDdlxiNO0hiA1XNs90s8NRFg0yyx+W1A9SHR4E5LGsSaCMKNgfHJGRxZ/zQRHzAWulJJlIeCD1kMY4kZXGtAlGtwAOTa6QjGoOOjCQYdAY1rm228dzLPLxvnX35NVxvgKHliBpDtutJxpILQA9ZzqEpeeqdeQ6MSYiCxnjSY7s+IBMRiQR6rFVixAJ9kuEupZZLqZXDdKLcv6fHTHqF9+y3mNsOkwipLJaGLK9HODG7i0hjwK7kKtuNJh3TQJUjNPoOc1sioiCiKAk2mgKeHkaxPSyrg6qCZQmo6jYHD+rE45OUSgMggCiCYWwRj8cJBnUOHnT5yEfu4/nnC1y9ehbTrPFjP3aco0ej31D1R9/rSZLKdHonKdRk2JuDCysCHgIr5QanZ1w0uYUkieRjGqlIi8PjNzixS8D2XCxbYDTu0Oy7aLLASnuIRwfThlpHIx8LIAhNxmKX2J3JUGnPIopxDo1tUWqMko8tcmi8jipPUqgLfOxMC9Peg2nprFcnkaR9SFITmEJVDWA/tn0F1y0CEqI4RTB4jHA4jGUtUrN/lOXK75OMDKi1QxS6IoYxZDBw8bw6sqwgijk0rcno6BjHj1/i3/7b7+f55xc4cKBFsVjENCf47/99jEJ3D4qyyrFj+0ilnuYXf/Eon/jEBQxjmmBQZHW1xuTkKfL5VarVGCsrDSYnI7huGUWRKBTaRCKv7wY6MnUAOMDYYZDPrrG2tkEs1sNxTILBwwBYVoHx8TihUOCbquUwPZ1mctLFtm1UNfOmHSO+t96deHKYB37n9rhDEfgjz/M+LQjCU7cTRwG4CPzM7e0fZ2cai52/IvCX385gXddFjUyyWV1C8boMTINiL0poLI4oJrl08Srt2jZl9wSN9S3ChkFUq6NYDQRBQdI0suEunZ5Lq9VCEZqE1AHltoEj7KbCLButBpIk0+5vEzJMLm2E2G6NsytZJhup0ey1yUZ35nWZyYAmwdC1kJAot2FfHroDGI9C1oJq12NvXuTpa3CzYBAPBgnrmzR6o0AaUFgs/jCLDIEtoAH0gTaGMcQw9tBqPUs4/C5UtU8sth9VDXPsmMrBgxYjI1tkMhpLS1H27p1EFEWGwz6meZF4PE80CkeP7twhkiTJLzPs830rSk/D1Ee++vXQNPS3YVAGPf3VP/d9RxIEAVEUcW7P63Po0CiHDoGuw+joKFeurPHyy6tcvOgSColomkY6/SANroFsMbeVxKNIQG+gKx7tfgfPg1TIo9SKkYsF8YQqhjGO6RoU+4e4vnmEVEti7/4Ii6XP4XkhFGWb4XCAIHQRhVvsdNaZAeqIYomeqZOJSlTaNiEjimNe5N6pDtWeTipocrllsN7Ms7CZZ7ks8/33LPLw/g12pV2WKw6v3uqRiUoE9QiiqKEpdS6v2QgChHSJ0YSOKocotcocmnBYrkRQ5AGHx+dZr4VpDzKEdIUD41tU2z0KjTTNQYFmf4yQZmE7XQ6PVZGUg9xcv4nrWihylcMTWQ5OXGRuo8/l1R9iuyUS0Hq8dDWFY+xFDzQxhOfp9VIkk8eIxYKUSlUikTjNZoh4vE0m8yS6nubIkT2oqkM2u8p73rOHWCzF6qpJKHQAQRDo9zcJh/3E8FvRHCYptws4LsgyrJfh2qrE//Jui0ZHYKM2JBOBoCbQ6Zvszrg8sM/FcRV0Ba5vWvRMsByZdMhGHJXxPI2VEkQNF9v10FWRfMIjHa7TMbsYap989CWavUtMJDy6w/uxnCCWozG3ZdMb7qVrgiN8CF1/FU07ieMUsW2IRqcRBBdRjGFZI2SzObrdl4nFdjE7O878/CvI6l5MfRJJDrE/V2c4fIZOxyMczmDbyzSbFVIpkdOn5/kX/+InuHq1RKezj0xGIZm0abfPcPx4nZUVk0RiCkG4xcmTQcbHs/yNv5GkXG4ANs89twuA2dkJNjcLyPIWg4FAPH4PrZZApdIFCm84ncrJkxOcvH0/slRqcOPGTrmPAwci3/KNDlEU/Wrx34HuRLXSy8Dxr/H6+95gew/4m291XF9Lo9HhmWeqdDrHsKqbjMaWKNXGkPKPIkkSrfoaU4GXmM4HWLQ+xtTuJAMrBcM68ZBIq+nw2ZtVsFs0OgIdM4KqmmxWJAy1zb59HUKhI8j9B9FTddqdi9xcdXj2epJcZIFE6DwzmT4dU0JXwXWgN4R0BPoW9Exo9ST+6BWH0TjUuztdMWQZ6h2J/nCEPdkhscAzXFmHRm8XO8Vh2whCDUWxUNUYkYjK6KhEp9NBEJYYH7/OY4/N8OlPWwQCB/E8GdO8zHvfG+Chh+750++FM2dMNG2nMI+qGkQieR5++K0pLuM4zmslmXXd4d57U191B8zne8ew2tCcg8j+r/6ZIEH0EFRegrEfePtj870lzp9fZ2FBAyQymW0eemgKURTJ5WQuX96k3Q6yZ88+bt36LGNjp+l2gzSbQzY3TyIisr3R5NS0ix6fZDKzQSy0SmtgEdYNXFela8UZOjJrjSieOI5oHCOeGmX/vjkS6rM8dCzNxXmQ5RjdbgHX6tPsbZKJCJj2FIVGmFZvEniZbKSJ4Kk8d/0Chyc9Km2VjqUQUIaEAzpXNwIkYlkmUmd4eP8atj1EkgT25VXOLVt4mMxkq+hKmFJzQL1bxlBFZEFmoWiRDteotFxcMUDQSLNRW6LZVSm3XcKBGgElxvWNOINhi4FtoitJym0XXWmjSAGeu9FHUHr0rRlcp8VWI0Q0UCEacBlNdllvNtH0U/RNcHARJQXDOEo+r1OvB/G8Lo3GCoHAcTIZmT170vT7CX70RwccPpzjM5+5ydaWhSAo9PsmzWaPZnMMTdu5CO73p1hYKDA7++1Ny/TdSEDihZuwOweuCwtFCAbiPDs3QFP6HJ+SyMZsbEfA9TziIZdkSKLcdql3ZVRJYLGkkwwJzBcERuMeK1UdBIMr6z1ESebQaIZsVGGjZpGJSIwnFjDdELHADLnYFuX2DTTFRZOLFJoWo2kVAZvV6vOg7abf3yAaHQItVHWSyUmRpaUpLKvH9HQURfkQ9frHuffe45w4MYvjeESjIVqtRTIZOHbsESYmIvzJnyzR74tMTkqcPj1NLBZFEARKJRFZ3plHUJJkYrFxPvrRES5csGk268TjNj/yI0eAnV4H+XwKz/MIBpdxnASCIJDJhDlwIMOVK9pr41xVNUihUGd29s/+HjKZGJlM7C36lr++ra0aFy92cByRsTGP48ffuDuq763hVwL5Os6fryGKk0Qi4IX/Mm17nnROoNXKYpp9RPNJwrpHrV7j0KQJgwLNToB8Ksz8+jX2ZGBPWuPq+iiT6Q4BtYskrvHios7BsXNEDr6f7e15FtcuY7Wq9PotVsqneP/RIq65zX17mhwYFekPXa6uwfUNuG+3gCqD58msVA0Qc2jqBvtGTDqmx6U1j1RQ5OqGSD5WRFdbWG6QH79vm4+9+j9ZLB0gnc4ARWRZxjBsRkcFDh/Oc+LEFJOTOd73vhn++I8vMj2tsbm5QCxm8v3fP87x418a+yQIApr2+opSX7n+Zjp3bpNqdQJRFBkMdkoyP/aYnxz63qEqL0Nk7840Fl9LeAbqF/zk8DvcYDCg1xtg2w6LixEMY2csdqMRZX6+wL59I0xMxLHteRTFoN/vEYkEmZ//AqKYR9drpNPHGAz6IJxBlXUGlkW3v4EqS9woaqiihiobpGMNmsMhTbfLemOctrcXw5hnJnEdp2fTszrMJnS+WGgS0Ss8eGSBbBCSoU3OL1e4sv4oI/FbhPQEi6UjwBr7R0uIQpDJ1DKw093zyppCo5dnJBHGFbMMrAUCRoh6V6LaqrJSnma5aPMD95Sx3CZLlRh7RwR6/SBh3aY33Ga+0ENXRURBJxUt4uhQ6YQ4OB4mpLXpmiYX1mSiho4q91AVh6XSkFJ3hIBqMZbKk01EMc1tbm23SUaSgEy776JpDgemb3Fz4yCdgQfqKPF4iNFRgWx2grW1Eq7rkMsFKRQ84nEdRVFwnCiC0OHq1TrLy2P0+xlaLYnf/M2LPPqoiih+6Sm+KIrYtl/z61vh9TY5PAb7xsCyoT+ElxdsDo7ZnJz2MDToDGCzaqGrOpW2wVp1yMAW6A1k5jYNJClDSGvSt9us11XCeoSNapwrmyEOjNZwvBpDS6XYPMZyccBmXccwDNKJOrZbYDK9QEDZz3YrwGMn68SDT6MbCSqtNT555X6UfI59+yYwTZfV1TV0PcfoqEkuF8EwGkCHj3xkF4cOhQgGVTKZCI7jYBiTrytI9JM/mfqa+0BVHQaDL63bdpdqVcXzbMLhPh/84DjxePh17xEEgUceGeX8+XUsS2RkRGZmZpS5uS+V6PA8D1X92kVh7hbD4ZAXX+yjaTsDdVdWBoRCBfbs+dpPO31vDT85/DoqhTWG/RqClkUUNQRR5AMf2E2xWOPKhfNcP3eZZ1dgqyGxL6+SjTZQlXWCUp1yJ4hslTF0HVlwGImDoYDtKZye6eGqr7K0/bfZq3vce2+BQlmiNxhnJPRxdqXHGFpVJuJD8EAWFUbjMgtFOL+i0R+yc8e1NYIoaNQ6cbbrDgdGlkiGhzw7L+C6eeKhPh4i0UCIgTXCsekCuZnT7D+YJhgUkeU609Ma4fBJYrEYw2GJI0fS1OttBoMpJieHRCIjFApbNBqLrK7KHDwYfO3kdvp0lJdeWmM41AmFupw8mf+293m93uLJJ1ex7QCJhMhDD42g6xrttvi66UM6nZ3yy1/+ms/3jlF5CSL73vjnoV1QO/f2xeN70y0vlzl71sHzQjSbSxjGDLq+8zNJkhkMdi7iBgOTaDRLoSAhSRkaDQfXtYhGd2PbZ7DtGqVSEEeYRBBe5H0HLmFoEjc2LRr2LuKhGGLvJiFjwO7xPh8IV7iw/ttcLCySTO9j14jGhYsSjq0Rj0SIBQtEjXlGE23GEhr9vsiubIeZ7Cqm1UGRFIZOhYDaR5byNHoWxYaM59XpmGH2jhhEQ1uEYx1cIcGt5iHU+i3avQjr5TTP3LifQ6PXGdobZGMqklilMxBom0cRxBVUKYKuaOwZCbHZNlBUk4srIqlQGNtt0+z3qXf6hLUIyCfYqI3hOVdQNYEzG+/n1K4zTI0K6LrMejGILYywWqsyEh/StVoYiRHSgw4D8WnE5gmOTj6C6y7woz/6ELeuvcy7jq+wVawxufc4udwG8fg+TLNJJDLH6dMnePzxNVqtOJq2M1zCslJYlo0kreF5UwB43iozM/5Tw2+FLHaZzu2MOZQUmM3BRKLE7pxMLKhiuUMQPDxB4fySQDQQ4eVbDqVWhLVqHNN+gKBW4MZWE8vtMRKLkY1u0TF1ziyc5NUFm/8/e38WLdl5nmeCz573jnmOOPN8ch6AzMRAEBwAcRBlDXZ5ULvc7pZdZa9evuu77rrovqib7tWTq2y3y0uqsrtWt2RZJVESRZogxQkEkMhEIufxzOfEieHEPOyIPe++CBA0LVAkRYAAxfOslQsnI3fE+RH/Hv73/77v/V5Y+w4xYwo3mOL1zRWS0RqX5l1OlA6IJ+CgOo8RkTm1Nsuz8y6B2yc9VaLb7TH71B5j4xNMT58gCHx6vS6W9ZBkMoYozuF5AYri8pnPnCaZjP3o/+H34MqVLN/5zh7jcQRdHyEIPr6/xOw7iVn37u39BZOjjY0atZqHYQg888z3XeCvXIlw7do+vq+RSJhcuvTRicJ5nserrx7Qbivous/lywlGoz6WFUV7Z19UlnU6He/DHegvIMfi8Iew9+ga54sPaRzF6Bz9LoEyQyYv8uB2BydIMNi9SUxbJyJtMRsz+fqNHPn0OtnEPqHpsTKzSsxvs1Zwubkjk4oO6Y580pE+pu3Rc1WenX6IZ1sU4jlOpOH339ilEO+Ti3qMLIGeJdG3A0TBY6spMZ3JIosDal2BnuAwtjXulYtkExEsb4dyZxnL7fGkarA+BeX2mMV8Bl3NMHJM9Mg0M+koX/jCcwSBw9pah3PnZtjYqDEeHzI/nySdjnPv3g6PHmmMRlCrbVMsnkJVk2xs5HGcMk8/Pbm5FIspfv3Xk7iui6oW8DyPGzcOcByBuTmD2dlJpNH3fRzHQdf1d4VlGIbcuXNIrwfJJJw7N814bPPP//lDxuNTwIiVFRFNq/HJTy6QSAQMBv679YuxmHssDI/560vz9UlPwx9GbBW2/93PbjzHvO/cvDlG1ycrPEU5x/37t7hw4QoAtl1nYWESRYzFonS7j5HlK9y+fRPfn0NVTcbjfWKxDOPul7g8NyAojljN3URVZWTFZxxMEYsUqNovkBJtEtItnluysJyA+bM9CpnHFE+8wOHONRKJRXq9Npbj4virBOJ5xPAVbDuDIIxxvBQz2T2SsQjL2S6K+IRb+wl2GhKJ2DQNM4UUvoUf5onoacYtkazhc+pEiOcu8Adfz7J3+BQKb/DU4phnl01MJ8HRwGNoq4ytEY4bkMiojJ0kMMANoqT0Hq2BgOt59MwhUwmN7jhORFHJxft0rdcpxJaYzcmk0wZSrIIpfg5HfwsnHDCW5unbIdcrBvHYmMvrArlEC1uc4Zmn19ntRugIDfTsMsPWK1xZahE57bGykqEjBqiJU2xt9REEj2efvYCqqsTjIZPWBRMMw0NVRT7/+SkePZpEadbXp99NMT3mJ2PkTCKGyfTElOJJFaYzE/+HJzWfqC4xsjyO+jqn5zTuHQxx3ByVrsg37n2O5ZJEXPdoDQuUEh6DsUBjAH44oDlKY2gxBkGLbNzjoDqkYZZojmdQtf/I0uw0YWyK5bV9ZtMyVqRIZ7jNXCHG+lqGVj9OTDhNK9RpNn1kWSEWg8997izFYorHj6s4TsjS0k9X9pJKxfjVX41i2zaqmuWVVyoMhw6PHnWwbYkwLPP00xEKhSyiKPLoUZX79xOoapR2O6DX2+Xll5ffEYwWc3MuFy4U3+0v/WFhWTY3b9bxPJHZWZVGw6LfX0BVRSzL5r//729y6tQaN2/WWV31mJ0t4bpjMpljqfKz5vgbfw+CIEC29jh5ooQ/usZC3KI+PiQ3dYIv/v4rNJoBC8bbuGGSI2+JqOjTGcTYHzyNKqb4W5cKjMcN8vk5ntR2qXZdbu546IpIoy+RTYCOhBp6jC2Tmg1HPY3VvI1ly+jKDoEfsN+EkWOgyhapSBRJVlnJW8xlRVrDCHcPDlgrGjSGHuulDkFgU+5IzGe67DZnaA9XqQ9axA2fR7UYvh7hMy/LmOYtRiMdVU2SSrUoFmP0emMMY/Iw29y0uXu3TqMxS7cbJZXa4MSJKWRZpV7/wR5NgiCgqiphGPKNb+wzHk/qZA4POzzzTJMwhOvXLYLAIBqt8vLLM+i6xltvHVAuTyHLCu22x3h8gOcJuO4KqppgNFJ5883NdxuoPv30DK5bpt2W0HWf5547dr465q8pYQit67D8j3/4MZEZsJvgdEFN/axGdsz7RBiGBMH3jbpkWeHixRT5/AFBILC2Fn83bUySJD72sTTf+MYOvt8gkcgR14dcXLwH3hM08SGm/VkU7xbPrnpo8oDZkk4yIfCd7Ry3axdZj9/hdP4aEgLmyMZQBbRgB13VUeILDH2Ter/BztFZfGGRjpXird1bPL/q4/oyR2YaTXOIR2Ns1lLIkkGtl+XOocFTy3UMZRddjpGKlKi3RUbWCW5s7/Mb/0WRrQ2bkzMZOs2bFOPncNwxXtAkG2sxdNOYXo6be31EQeawY7FQSBEEJSR1H5kOkGExm+Wg5fLKnShrUzlsbYNPnFEY2R0Om3WGYQoh+hwvfazEG08eoadsKvt9TF/i9AmFl56yGfRttmoehh5ldTGkY+5j9Xso6Qwvv/wU/f0dSrEIiqogCiJ2q8fsYp7FxR80ffrEJxbZ3b3F48c1DENifR3On59HURTOnftgau5/kYhpIY+rk9TRIITGAGQJolrAflvmxrbPXDbGQl6lELdIRwOGVp/lQoKI+gb//o1fxw6X0LQlevbv8YXzOyQiY9xA4Tc/9ibNkcDHL+QRhS6CUKLRP8LVPo/JKkf9P2T5ZIlYLEL96DqIs3TG65QSAQcdFV+dJVm8wKnlRR48OOCNN2qoaoqbNzWee07h1Kkf7Pvnui61WodIRCWbTf1E34MgCOi6TrncolyucvVqh3z+JLXagPE4yW//dotLlwZ85jPzVKs+qjoRo6Io0m4b3L69z3e/G7C/r+B5Bq+//jb/7J9dRlGU92uqfiKCIODP/7yC7y++U1fZx3HqxGKTDbKNjTLVaompqYBz52bZ2NhhZsZiZUVmdfX4uvpZcywO3wNBELAdn50nd2C8Tah4RCIr3LjRx+830IRLmE6PiHBAMvwOun6BbEInJ7Z5UC+yUaujhjKyoOKIF+j7AhnvEeW2S0xvctQLyacT3Gm3WC+IuO6YYrLNSBNwPB3PF5HlgCDQqXXH6ErAXGbAyOkjCC5DSyGqmsxmDGxnTNueJhmVSegWIRlawwGbDRNHKlDnWV594qNqRRamcpw8uUCvd4JkchKz/8M/vE+hkEHXs0CDT34yzoMHPcbjIqIY4vsjYEizOU2pBIry3nWFlmXR7SYxjEk0T9PS7O0dcHQUvps77vsZ3n77gI99bJ56/QcLrhsNiXh8sgtbqw2p1USCIMPuboMHDyqcPj3Nxz628IHP/THHfOiYuyDIf7kTqSBNXEt7DyD/l0QYj/lIIggCpZJDo+EiywqO0+f8+fgPrau5dGmJVmuXWm0Nx3nEtHqNYiqHIA45WYryrZtb6JpJROsydk1aA4WBE8fU5kml57GFEtW+SLc/YmQFxDQBITQZtr6Ey1mSSy8htSzEQRs9vE0yuc5W+79i580dUkabsa+ykOsiCGMkWUFWYsiKjaYGLM1OEY9GODqoUu0MqQ0+Rbktkc0eEDOSpJIma2szdLsbdLoSi7nrCOKYuOGSiJrEoyqDkYfrhXRHi9zcrhKi0h64nJ5RKCZFBmaFfEKgO6jSHsL5RRlJkTHCkMWCw0HPYnVB5lHlEas5h34ngTNKolpVQk4xEirMFFY4atfpdEMOd7d46pLGyBvzaHDA1laHrKqhad+vE/SFv7iIHplDGjvX+NwzDs9dHJMqnSKdjhKGwXGZw/uEGwp4HtguiALIIiQMuLkHj8sifSvLC+t1CqkRIh5HA5HhOEU04nByZsi5xdfZG/4amcx9Zgq/zDD8IlOxDqlInjW1iSjcIV1Yx1Bs4nKdw16UrigRjZbYGcS5KNYoFlJc/Mz/gdL8CQCatQOsQYNoLEt+arIOGQ4hn7/8jsMwvPbaLr/6q9+vAxyPLV55pYbvT+H7NouL+1y58pM1vDw8bHH1qkChcBnfv8v29lUUJcfKyil8v4rjTPPgQQVF+cE6Qll2OTjw2N/XUdVpVBXqdYHbt2tcvvzhpJWOx2OGwxSRyPfMcRKYpo3rOoShwP37Jq5boFLJoGkNzp2b4rOfTaB/L9f+mJ8px+LwPRAEgc4oZFXtkS2l6bcqhO4IcwhdM0I8nmY4nkEUrhGVG5TrChHjU4wtFd91+MqNPCemU+x1M3jjA7TwkFoo8OJJm3QswmF7yFZ9l4NWhKgoUUrblJISPRmCMKQ1tDnqSRSSFitFiebApTX0WS5CuQ2q7JKPe9zaH6HKi6SiDpLoEonIKOIRmZhBy5rlW5uLbDRWiGVPIkkyhULIkydtZmYmwjAMQ/b3o+RyOoqi4vslvvjFt9na6hKGUxQKcyQSafr9q3Q6FVy3z4svvndagizLCIINQKvVx7IcotEBQZD5ge/Vcb4nHn+w4FpVfebnddbWFLa3KyhKkmRyj3PnnmFjo8Lp0x/QZB9zzEeN9tsTM5ofRWQe+g+PxeHPKS+8sMiDBxVMM6RY1FhY+OGGC5Ik8dnPLnLnzn+k1yuylsyQT7VZXs4z2N/l3FwTnQNGvkwilqaYdWnXFRYyfY56eyj6LNOFAt9+dMCFhZAnNYnFgkprdJthcJrFxVW+9a19CoVzNBp36fUamGZAJpknGumREA+R4xEG4y6KskjHhL6jcHb2VZZnEwzsKfrOHK1+k8E4YLVgoRl1rr3xAE3x6FUfEFFMEqk/4NRsQC6pgZRkLMUh6LM8LaIG9xmODR4QcDSIMZPWEPAZ2w2Wig5iKPDCmsij6jbbNVibSePYNtMZnaNhQHvv21y9f4aTa3+T+t4t4nKNiFJBEWH3ADyrQWOQYeuwR0SJcf1gTN9aQ08Y/P6/b/Hcc3GEFYuoNGLsa6Tmn/sL81Df+DZLuclCvOi2uLF1j9fr6wRBhGj0iJdfnsIwjhezPw1xDdpDiBoQBhNDGtcFRYT5vEYp2aE7dumMAnJxyEZ8YlqHm3tRIrrDpbUBRucaWnKFbusWz5+ocm62h2l3kZSAhazMyNunaxbwghhueA7PGxCLNVhZ+XskF+eo2x3mAvfdMeVKc2wOFSoHHj2zxupqieHwB30QLEv7gQ2Ce/caiOIiogiKorG97XD27BjDMH7s7+LgYIymTaJmS0tFKpUE/X6favWQxUUTURQZDMacOJHm2rVthsMEimJx5UqUO3eaQOrdz1IUAdsW3vP3VCpNTNNhbi6Lrv8QE7SfElVVEcUekAYmkcTTpwuIYp1r15pMTYHnCYiihGkmgUfo+nGG2IfFsTj8IRTzBRT1aeyxSSRxgb3Hj+mOd/BDnfHwAcVEFUXKM7ajXDoRY7dTY7NcQ2EOVVzicU3myvyXmM2p5LQRi/kjxk7AalTCc0NsxyMMh+STBkGgIYsjZMlhtzlGFHzmcxqCIJGMBAzGPmfmBN7cDCklYSEPILBckPjKHYG57GOqnSFBCLlYgnInhygEfHz129zctzCDJJn8KbLZEb4fw7YHaFqcMAwRxR7R6AxhGHLjxgbVapzxOEq3W0cUR2iaQTwuEIuN8P0fnkO/s9PCdeu8+uoWkrRCNDoilVKJRNoEQeGdXohDIpERd++WKZUCtrd3se0ouj7iypUMmUwcSWpQq/URhAgLC88iiiLhsenbMb9ItN+aGM78KCJz0L33wY/nmA8EQRA4c2bmRx/4Dg8e7NFsnkBRYjzc+y66rNE4rJDUdcJoAtE5QJJl9FiEqYLOblfkmfPP0fce4De/yWAwJBsXmC9oFDwRS1SwPIPVOHzjtf8r69kL7Nd26XTWUZQNNC1kPfdNpnOgKH2QR/zhq2fJqg9Yn7rFf/1Cn/5YRRltEQ+2mc+mcd046dgQQRDJJnWe3H+LpcKAjOKyOdI4MZOjPaxjBykWixFixhgpomA1AhZyAzRxSCZmc33LIBVNkYnuoytjspGAcldgPhJjLiPwtXsxqn2fE6Uo9b5OJrOI5fd5eDDLVEknsA/JJ+q4gQ/hIxwrxpevfZK9dpZE3ODSskk4HCBJp2m3hviZOd6+ucPf/Ft/A9u2yarqX4gCuq5LRBoBE/EnySLXX9vB1dbI5wUikSXefnufF174yaJDx/wgY8vm3DwsF4EQHlfh4SFkYhDVTJIRWMrD6xuTiKIiCew3XWbSY3rjFvNJh0pH4O7GrzCf/A6NboJK5IhcoociKQxcgSAISGgWt0cKnpJEcOuk03HOny8w6Gyj2bfYeKNBaJ5h8fQLvPnmJn/+5yoQJZl0+PjHD0inYTDwkKTJMjoatX7gnAmC/1yISe/2MP1xUdXwXcG5thbl7t17hGEJSVIxzZDr119nfr7IgwcD5uctfu3XplDVNJIkEY0qXL36AMs6iyzbLC/b7wYGYBIcuH+/whtvVBiPMywsLHHvXpnPfCb3V+5p+J/jeR4bG3V8P+TEiSJPPy1z82aZIFBJp4dcvDiPLMvIssD09AytVptWq0wYjnnxxR//3njM+8+xOPwhhGoGy6rieirRiIyuqfzT33qOb397h7ev32WrWiGbEHj+wgpmt44c1OmN0jy9FkF0vsFsZh9dHBKRRFRJIq6FyILLg0MHRfRZKQS4nkFrKKFKFgctga4poMuTHZ6VIjypOtge5OIgCSLFhE9cn+ymhQhMpw2SRpfp5DwDS2K30aZrWhz1BEoZDc2vcyL/CCHhY6fO0mqYzKfeJupfo91eoTizwqc+5fPqq4/p98c8eeJx+vRpEgkZ0zwC7jEYdJmZuYBprnDzZgtdL/OrvzpxUfQ8D0EQePCgxsZGBlVNIwgtMpkO58+fwnEcDg9vIUk3SaUUikWZg4MSqprBcUxWVtqcOpVAVXPvGtUsLOT5jd+A69ffSe+1O5w//+HkyB9zzIdC6zoUP/2jj4vOw9G3P/jxHPOR4M6dIbJ8ilwOHjX/C27sPsYWPXKRFLIhYTo9ZrM1BmObzYpIxZwlGYakgm9Qmt7jVM6m1oateoCuCsQSHpbjIZjXWM3ESYtbzEV7ZJSv8KReYKh8jHR0imL0EXGthai2ODW1S8FIcGlFYDajcNDqk1DAERJIUoKZfIdq+4hYBObyWaLSIUdNODdn8vmzNUxnl45Y4mi0gFV5RL6go0qgUkVTBAIviqHInJnpsduUyUZ9DAXcEBZzcNCyGLsyslxgu7WE7Q5YLCXYr1WpdQz2G+f509c8nptukdHG5GIWuaREI9lno7rLqakFFGWHwO/QbsfRDY27B0lm1qCkSpimiWEY75keKssylq/R75u02mMO9o/Y2fBYnnmdo7rJcOok8fhHxwny55WxE5KKTlJKBRGSERjbkCrByLFpDOMUky7JSEA6BsOxAGHATCZgSe7RNk0agxiN3kPEIElveJnXnsRZnGkzn6lSik1jm3VGQ5/9coeIkWduOeDKlRySBIZ3g0JOJ5FQmNJrfPk//DavfKWF7a8QK/wSg0Ga69c3+cf/+Ay+X6bZFBj291kuVji4+wQ5scDUwklWVxMcHtZQlBK+75HLdYhGl7Asm3v3KvT7fSIRg0gkwokThfc0MMrnNa5fv44gFPG8Pp/85DlmZjIcHHRpty0cJ2R7W8X3Mzx+3EFVt/j0p88CkMkk+G/+m4u88cYOgqCzuBh7t342DENee22TcnmKjY04sqwSBIesrMxz//4Bzz7704tD3/d55ZV9XHdSY7i1tcvlyzFyOQ/ft7l4Mf+uo+qpU0V2dnZIpxdIJuMkk2Wmp/+SsopjPnCOxeEPoTPO88p3ZxHsBtt7O7x8Jc145LC0KLGQjWGaswjDLXZqe8RiRcLxCvOFLTT5EYuzAQlJoj/skdBGKFKEgSVS60XojTrMpWHk+MxlZTaPfB43Z4nrZWpdgRdORIiqMgctj5WCx04zJBP1uXfgs5iHww7MZibpp9t1nalkB1FSQBiQjmiTHZmoQiG2xYOyxnKuTiiU+f3vjHnmgkDRKBFjDtfZgUDljTf63Lo1h2nKbGzU6fUek8+nGQxC5ucVHGcFxymgKBEEIcqTJ9ffubHs8vBhwP5+nf39BqurT5HNiuh6kvE4IAxDbt+ukUqtcuJEDtvuUqkcEItN0kxVNcr2doeLF/9iCsPCQp5Uaki1WiGfj5HNHve3OeYXhDCEzi1Y/Sc/+tjoAvQffeBDOuajQ7d7D8ggCAlslhjJBnuVJ6SiIdbwItXad1hfTtJvDbADg8PKDvmkSkoK8UKJUlrgcdmla2lEogZzi0mS4h6m5lCa3qNeM8mtRSkm+hx0DMTgIUndwPdtJCHJbLqD79oMTAsyArqiospJbu/lafTniBojNC1A09ew7K8iK3FCv8VC2mTkuIShxqNqj4NOk3ikyOzUGpJ3A0f0uL3jo0tRDntpkloPRTTJJ0IyMY16f8zY9im3FQwZ2gOT8ug09e43sew2opjimw/O0Gh2yBtw2C6Qj3U5MeVhuyqimOJvPLXDK/cWUCSf7iCkPW5wcLRPY/hxHu2+xqmVa/yP/8OnmF44QSzWYG8vIBqVeemlBaanJ43FR8opvvutG2hynFff6LFc8EhGNYSYwaj/Fqnke/etO+bHJxqB7SPYa4Drg+PBVApms9AeiviBx819jwtz4Hki8zmRZj+gNQhZyPsEgYUUllnJ3uHOQYakXiCZXMEX13lr503OjkwimoTtiZyZz7LX+xoIGrOzn+dgf4e01WJ7u0kul+TB7cfUGy6FyElC5zFe65vouZdpVBVE8RyXL8/xjW88IWhtMwoVat3HLK00aVR18lOLvPSSyO5uGU0TOHFikWazy7/8l3fZ2cnT7UpIUsgXvhBhZ6fC5z//fYfbcrnOH//xBuXyDOn0Islkh6mpDq67iCzLLC3lUJSABw9UUqk5JibuUW7fPuLT/8m+oq7rfPrTp37g+202+/zhH+7w6qsmkYiLYRTRtATd7vcinQKe5/HWWxVMUySdDrl4ceYnrqfd22vgOPNI0uR9ppnnP/yHXVZWJuL1W9+q8PnPK0SjBoqi8IUvzLG7W0eWRRYXl36gH+QxP3uOxeF74Ps+jx+LRDNXuHVrgBj5dW4++LdY7avMpCuobofvvK2zlB5Ript4SoxSfp+Zks3OvVfZ2/cpxG2q/TFzKRddCxiaMpmYw8mSwNAOqXRBVxwqHZNGH1aKEheXAnbqY+KGhuu5tMwQcyzRHSpENYd6L+SgCY4rUEwaPKkG2O6AlOGQ0ETm8y5fvF5ioxpBFAecnPWI6w4PDhMUjCb96iGb259CEjcpl11e/R2HjnkaWVbpdkf0emP6/TqJxBhZPsIwTmBZAaY5plg00TSJdFrkyZMqjx7Fefw4ZG9Pp1qdwrJUlpZUZPmQIFCwLJPxGM6ciRCGIZqWolrdxLaPqNWOyOfzpNM/PF80mYz9lXsEHXPMzy3jKoQ+aD/GrqkxBVYdvDHIP34dyzE/f+zsHFGvR0gkptne3qFavc7q6iqHNYFG/XlWZg6wOofkYi9gu7dJyQ1y4k32aj6zKQHHHlDveMynBDRZJqmJCKLGrbt1huMe6yWHkdMgn4izcxQlGQ2odXz2WzLpGMhSkm5rikLsy2SiJRK6yYNDG8eNsNuw0NQx52bqtEyLm3tDhI5Eu73CL587JBv1Oeo5FJIBohigKQbV9hSafMDe1m2Sep1Wx8dyfHregGbXpEFAJmayUfd5NiZgOwoxXUAkQSBEGdlRkv4dTi1IDIYW7WGPQtImFztAl+v4/gyOX6Y91OmPZbrDBFG1ge+FWJbMyekWfSfOYuomm0cPSERmWCmtEdRus9kpc/XeRc6du4TvW5TL9/kn/0TiyZMeb745IBr9ZaK5GErs2yTiu8RiTYJApFiymZ3+q7cvOGaC76vsNRw+fRr8EL71YNLrsD2Ee/sBUd1jMNIRCGmbMttHAhtHI9aKcXaPhkhCQDbeppS8jiYn+O6TJZL9ODf2VhgO/yat2VvMZ7dZmfJRIx5L2i6JVJLmxmN2Kw5vPDwkIkTRtB6zhRZy5Bl8d4cTBYveCIToEaJa44//+Cz9fo9BX0NsHPL26wPCMM2pUxWmz97lc7+xSCoV4+LFGP2+yb/+11f54hc71OuTvtCwzvR0hJs3t/nc59bY3q5w8uQ03/zmJn/2Zw47O1lSKYmjo4nb+9TUIonEXaanV9F1g8XFNtUq75bdeF6LXC7xl363ruvy3/13b1CtLjEcwnA4Sxg+fieDK8B1K6yvJ3n11QP6/YV3aho9fL/8E5vpiOIkffed7mM0Gi1U9fu9sBVlinK5wokTM+/8XWFt7bg36EeFY3H4HgRBQBiKNBodZHkaQRDpWBkkMcXrbz9A8WVGrQN8Q6Lu2GQXkuT0Bl1/Ct/VePGkxW4jyXIentRn6NszrKQfEQR14lGF5ZKH7QrkYmA5Nr/y9CH5uEkyoiCF8KA6YmALPLMkMJuDjhnQGsisFHwuLIT0xyHVzpih5TKVNhiOx1huwEbVQRbnUBWFlG5h2X10OSSuqWgizKUDDh5epzGaA/E5Ko15ur0huu7gugUkaZUw3GQwOEKWF6jXB2SzLpVKwK1bj5idzTIzY/DqqwdsbWV49GhEqxVHFE263SGOM8fU1IAXXoiiqkdYlsjOTp9+f4wgOBjGDl/7moQsr+J52/zdvzsAjtNwjjnmXbq3IbEOP86uqSCBMQPDbUid+eDHdsyHxpMnDmtrq8hyjUolwZkzJ1hfL/Hw4UOi8YBI7lMk+A4LkW8wJW2zNJ0lkNJkjjZxY2vs7Ix5+YTI/cMYU6kUjb5NZbCCIbxOTPdwbQlJCNk8OGB5aZruZgtBNCm3L5KJGxTzHonoLoE/xdZRn4iSpTuCV+6eoxBXefn8E2LGLXLJFC+fOuTqZsjeaJE/ua7xG5dfxfeh1hGIRTTag4DhaI7XH9qI/i3msy5TyRQePTRxyImShuWGdM046ciYb9y3cd2AlSkFRU4jEHJhrkwoCCQjNVr9BvmkxlatwdCe4+HhWQRxigfly+w0vkspOYUowp/fz6Moi8T0N/BDj+lUi3hkkQvz2xz2ahi6QPPIwQ4P8byXABBFjeqhwG//P/5vOKbGdjWNp+p88pMzFGZnqVe/zepUQBgMEOMzJDPHqXA/LaIo8/IZB00BBHh+Df7oOlxahk+cChlaIaYt8rACoiCSTcjMJGWG4x6DsU8mJjCTMdk9uo8sPct0KuD1recJBQtZfpq3bJ/A6zIa9UB8yOX1CFZXo9sdsfVojKe9zOEwiqYmeXu7za+90CQb2UQUBXxRJqVexezrvPrKdRrDEtWDO1wpXKcYm6He93j0uEBXS3Kl3SOTmfQq/dKXdnjrrUVk+SyOE9Js3iEedzBNAUGQCAIfWRb4+tfv8eUvJ9neNuj3RwRBBNuu0+8H7O6aRKNjzp69xi/90hKf+tRJSqV9fvd3bxMEUU6dSrCy8sOX9I7j8JWvHHL37gz1uojnSQjCPolEj3T6TcIQRqMSN2/atNsCmjaJ+EmSTKv1k7vwzs/n2dzcZX8/xubmgF5vh2x2iampJLIs4zgmicSxedNHlWNx+B4oikI6dcS9b/9/sTohbavAzNI0j/YT7JSfJRq+zjOLLqVUwDhMUTkaMl8wUewWU5kUm60onXGKgdlHjM5jjlQ64zKy5JIbOsgiyJJLrR9yZk5EFTsIQM8M8JDpj2AuIyCJ4Hs+YRggSRqVnkvKgK0aeGHAp8/4bB71+Pg6pGKw0/D44vUbLGRaiFLAcytjQmRm0yAJW9zYeYGEYYL1Jt/cWKBvFxkMjuj1dATBRxBGaFoSVV3A97scHt6h1bpEJHLAcKjT7w/J589jmiNu376Krn8aQXAJwxSp1BPS6QPCsEGrlSaZVDCMOt1uCRBIJMZcvaqRzycQhB6aNs3Nm3f5+3//2P77mGPepXMboos//vGRGRhsHIvDv/ZMwgPRqMbcXA5RhJMn86yvZ7l+/csE4yfMFkcMGw3SxQDH6jLwJZZy8Ebdoc8z7HX2MN04pjOiNYxTbTusZmzWZxOkoy4woNIR2CvvMzSnKLd1xsLL3CwPWOIOuXiUqdginj/Aoo7t6ATBKrL8FvOZbZYKKrpS5qEr8PxijQvT30RE4exciYNWEsc7pDX06Y4Fdup9Hhx+nvlsj5nUAQPLYrko0DND4kaIIKhUOzB2XFaKHq7n47qQie7jeAHTKR/TPuLKUkhv5KHJFidLNvcPG4R+hUr3Mp3xAtceXqaUsVmeajGwS3TH91hTPNKGx3SqRmccEtf2WSvGGTpbKEaCx41pjo52uH9fRhA0cuG/ZSHTITM3x6zR5n95U+PLf5bm7JkIl85ALOsTjeVJ5afpd47IFo6NNH4aLA8QYfadDN3eCDwP+mPYb4X4fsBqUeL2vkU2arHXBFnIY3t9ZtIhZ+Z8FFEgH7dYGb5FMWmTiZk0zDoir1HvfYqv3/tlVvPXuLL8GH/sIok265mrHGoxKoM8sudghn+LwJMYD7bJRCXi+hG+KiNbBrVKCsxvs781Q1T2qMsrCH4XXfL45p0A+dClO3ybz352iStXpjk6AlWN4fshjtPAshKE4TVmZhaYm4sTje4zM1Pii188IhqdQ9O66LpBt9um3S4ThmskEgnG4ym++tXvIMtZnjx5i/X1BLOzBratYpqHnDix8kO/18ePjxCERRznu4jix5AkB1neQJZrRKNrFIsX0TSNwSDg4OA6q6uLjEYWm5sDVLVKPG6i61EUBU6fLr1bL/jDEEWRl15a5Hd+5w5LSwvk84tsbOxz//4DTpzIs7zsMTV1HBz4qHIsDn8Ig51/xycW7uEWHQ5bIt98dJ5GxCMXu0SGO9QGi2wdOazPeYz6d9mTzjOVUBDCXfKRBh3zLLWeiOrso3kPebTfZOm8T2focdgKaPZD5osSuhLSt2F1CgzF49sPfaJqyHxe4sxswGHHJxTBcizOzsJ0GtIxaHRhs+ajKKBroEowmw65tBjg+LsApGMy7WHATiMgacSJqEPSsVU0LcNq3uXNrQSgYhgNBCGC5/WBaXz/PmHYA5KMRo+xrJBOJ06lYqIoV/nsZ9dZX0/Tah2Qzfq4rkC/36DVymAYn+GNNypculTi4KDOwkKEWs2lXPaoVApo2jSNRpl4XCAaTfHVr+7y2c8uIEnSD5+MY475RaF9A+KrP/7x+hQMNz+48RzzkeDUKYNr1xokEnFse5+1tYlhhOcN+af/9FlufePf8My0x927JUK7SzquII87VJoahVhA9kSOjc0RvZFGq3eEJo94ZmnI48OQgumTjo7x/ABZgMNWlmZviu6ggGk2iRU02sMag6HDhYsVLhYekzRcvnZvhefWHPojkWZfpZjoEAQOEVViMT8gqvqY9piRM2QhP6A/csnGdWq9aT5xqkxjuMqrjz4L4U2uLF1llBwiSwGVboAUWtiugK74uF7ITEbiqO+CEOL7HjMZAcudCGbbg6WCz81dm5WCyMj2Scbu8ntvaPTtT/Di1Ne5MBsBysiCy62D85TbfRZzGoZ0G98vUu2MCcUKs8kuYmKOSCSPafaIRDTOLrbRJAlZkigkQpaSr1GaOc2JfIhBlwtPv/TuBme534J3xKE1HlHbvIrMCE9MMnvi+R+5oD4GWn2FuwdACJIIjypgaLCch5USjGyP7SOPqSQ8uwqJqMhhq8d3HvskDJ+9psh8JqQQDxm7sJg9JKVXyKdCgqDMdx8dEgZPcXPvH5KJ7bNa3Gap2CGl9lnKNZhK9UDI8daezOmTh8ytPsf09BSP7t2gVbtBqzdNStOYjdsoqybdwT6m80kOOh10fYGBbRNzc5jmCn/yJxUePbqNJNkIQhLT1MnnZxiPv8n6usPf/tttXnghz/R0jk6nh2FEKJc3SKfTdDpDZPkGicQR0ejT1GpVut0BkUgcyzL42tf6/Pt/b1IszjM31yeXi/I7v7NFOh1QLMbIZHSefrqIpv2g8+758wXefLNCrVYnGo2gqlf46lf7nDgx4NQpm3w+wfJymjDc5saNPpFIklJpgT/6ozFra1FKpSSVyi6f/eziX7qx32r1uX69xc6OTKnkI0kSJ08uYRi7fOpT+eNr4SPO8ey8B7Ztow3vc3IhSa9nUkzrlIdDrlX/VxyNexRIs5qJEmKy3WzxoJLml1Y/R9Pdouft0hi0ienbnF1sQhAyHR0iBg63DyxWCh66GnBqFsauT70n84ULsHkUoMkwn4P7ZYVmX+DtHR9RhHITJGnSFPZhBWbTcNSDQhLiBgzHUO9OjGoGdkApGTJyZB6UfVxfYWTHOeqPScWGCEKL1iBFVJGIyI8YWSdw3RGCcANVBdt+G9edRxDiBEGA500c8sBjPDa4caPFePyA6WmYnV3kuedERiMTVb1Avx/BcRTCcJ6jowqdTp8nT3rEYkV2d0e4bpV6PUoQnKDXe8KlSwaOs8ijRxXOnJn9sKf9mGM+fLp3YOpzP/7xxhT0jk1p/rozP58jmRxSq7U4dUqkUnEJgjLr6xKlUo4zawVkr898MUarluTqpomkJGmOYvzGxxbY3LJ4KEeZn4JyRSWXmaJj1okoefaaLTIxj8E4IBGR0JQqrcEsQ2uFwO1xcearTGVNxp1djhotjHBIGCicnLboje4TUZ4QN6DV90nHumhSDMsRSRngeB5rRZGxK+IHIpLoM5+rYzkO+bjFdr3Ije0spp2jbda5uAgR2WXkBgShxmLeRVV9HEdCkiCh+RBC2wxJGrBzBJoC3ZFAfxygKzZDq0MuluSz5+Bx9c9JqjaKnESU+qR0m0y8Ss/5PDf2/pCotsBMwSAaC4ioUWamssTnI1hYzMzLRKM60lEWUTzE90e0O0fMZlVW1goochu7W+b27Zs89dQl+qZD5D9JK61tvMZiZtLMNwjaHGy8ycKpFz6kM+jnB0MZIDEx33NdSOiQNCbzfHsPLBsGNkQ1cPxJGZAkOmSiUO/DxYUQWQrZboChjGiFLlMZnaEtENcV1qcfcHv/HGDSHEyz3+oT0kQVHWYyEQx1RLVbIRGJcvnKeQJ6bG1FufcozlFrgYQOM/EO47FHtxfDMETssIcid7E9CdFYZ2Ulz8HBkGi0SLttoygR9vdfxzR1DGPI6dMJTpy4hKoeMTtbIAgCrl1r8PWvH7C/bzMcdlhcnGd5+SR373o8fvwWvh9HktZx3SobGw+o1aLI8iqCUOTq1etY1iGGYVAsJjl1SqFYlPjyl+9x8eIUCwseTz01ze7uLisraWq1KslkCVFUiUQCbBt2djp0uyGf+hScPRthZSWFaaaIxTI8eVLGMBbo9ZpMT4v0+3l6vQHpdPI959B1Xb797R6KsoQsb/D4cYBt77O6WqJYVI6F4c8BxzP0HoRhiKJptJodBkMJWfZwQ5nFxQx7eyZ18W8jdf4t5+YOORqoHHYvU917jYVpmUxa58DxyCf7aEET2WujSwFLeZFiCvZbIhfmJQ7aApmYhC6HvL0bslpUiRoajw5Fikmdw86ANc1BFGAmCwdN6FuwmIeBBd0RzGUnTl4HbZCA5gDWi9AZhViuwuNqwEwm5M2tFLXOCucWTcrtfardcwjI2K6J70fx/SSy/AKaVkaWI+/0QgwJw3tAEdt+hKI8jSxHGI0EWi0bSRqwvf2Yg4Mev/mb89j2aTY3e9h2SBB4eJ7F5uaQ0ahJrfYA246wsvIyjrOLZb3NyZMiV648A8BP2PrnmGP+euJbYO5NXEh/XCKzcPilD25Mx3xk+E9Nus6e/f7rQRCgGGk8f5nm4BrnTy8xY8XpdVr4vSUeHiXZONgjmz6BEpYpJW3m44dEcyoHdYf9lsqrTzSKiZCZjEvXFHA8n97IYyHXI7AtBq0Yz63YJCNjWkOZM3M2T6obpPQ+6bjIfNYjHRHZqMd5UBY4MT2HaR0ShiIPDgU6Q5eoofLMMtR6JomIxHTq21xaWkGTKtT74AXrRNQ+7WGH1ZLLyDYZWCEpMaTW9XhQgeW8xNqUx9CCWhfiOlQ78OZWSEQLmUkHfGx9gGlv8LCyTtyYRZFvY9khoqhRG7s0u3HcwGQk2ey2P8ZOs85zq3fBr3L13llmFlUM/pxi8b9ma0vB6f8yychX8JwONRvURArPfBMpPCIV6dHZv8qftUPGyicxkj7F4j6XLs1xuLdHZ09ClEJWV2NI3uAvzGm53KTVssjnDaansz+jM+mjzWw6YGjD+jQIwPUtGIxh5EwEYjoCncOJOPQ82G3AVh3GjkYmKtExLcJQYOwIHHVFZNlDkSwuzas0hiG67BLTH6IrD3lU+QJz2X3yiTQb9YB8TOWgPUaVEhhSDF/W+e71Bt2uwoNNBdN6gadn/hjHHrFRSdB30viDGPcOfE6tF4mkV1hJlIhGFcpll+HwiDA0WV8/TTJp0esZ9PsBOzsZPG/AwsIsOztHWJbLrVsBvn8OQRhj2wLb2w9pNHxSqY9jGG263RSmeZ1IZJpHj6rEYnOkUiMsa8je3ph4fB1NS3B4KDEeX8UwikCMRMLCcbJsb98hnc4wPX3Ir/zKgM3NLNevHxKG83Q6AwxDwTQlKpUn/I2/cRJd19G0HgCiOInYG8akFj4MHVT1h9cLmuYI100iCC6O49Pr9Xj4sEcuV+Hs2Wd/BmfRMT8tx+LwPdA0jYPxs3jhbQbtHtWewU7/RZamzpFOK9QOvk5B0VH0RTKByHMz12nW0ui+ieTtc2naZDC20aUxmhLw1CJ0hgExHRJGwFEfFClK25SwPI03tkL8UMDxBTZrKUzL5MysRSExceiSxMlNsjuEPeBJbZKHH9cnN0hFAtMCTQUvFJFFkf5IZrWg8dqTCJv1v0vcWGX36A5z2YdUOpvcP5yiO1oEDoA2nrfHcFhH017A8ywkKYrnnUCSDhEECVH0gQaDQZsHDxw0bY1icZ1+f5Nk0sbzDpmdTXLv3iNUtUerNcIwTuP7S6hqHcdp4nkDTp9e4+DgGs8+ew4A191ndbXwYU31Mcd8dOg9mDS2F3+Cvp7GNAy3PrgxHfORRxRFtMJTVO7/GTPzJ7l9UGFrH2pHMfaaKrlMFMtK8syFkEJUhpiCFrRQpBiyBBFVpJTSiOoyfjjg5q7G0Jkjoe8RhjUIo8xn64hiDFFocHJqxIODkIEjMJ8/YCGfJh2NUW3nGFhJ+mOPNzeXmc8LtAc6jqdwcqZDWrrP7d0huioQBDoXFzcxlCJBWGWlFFDvHtEc6ERUlUrHYzYbspAPqbQEmsMQy4Vv3fcJQphKQz4JiiBSFQyWcmNCMaA39pAE0JSAuHafHfsi97uT8oq00abalelbW8ykBihSjpz+kIgmIxHDCxOcX5IRcyO82Ar7+9cwjFPMzZ2nOshj9re5cKVFfHAX+psspFsMAon5lbP86WtbPDA/SyLR4uTJder127T2C5ycFsCDO7frFE/9YEum+/crPHoUR1VzbG72OXu2yokTUz9kln9xMB24tDTJhAKI6vB//F04OQtPL0HPhHQU7h1OMqmW8uCHMo2BTikFvZFEa+hiuyKKFGM67RIGYw46AiNH4dFhhMtLh6wWv8xGXeXLN5+lOUjxqVP3GTswsApE1H26Y43f/3KHyvALHFZKuKPHXFk4YOj+A/Zar5KMNTkow6P6NLH0ZxiLJkpo8/SFXa5evUe5nMZ1p1HVEpXKBktLArquUas18X2No6MG9+87+H6Pg4MW3/mOgiDE0DQHTZvHNPu4LvT7HpFIyNxcCd8fEIksYNuHxGIKxaJGGJooyghVDWg0XGzboVarcunSSwjCmE5HY2vrEWfPFjFNje1tj/l5gXb7NqnUUxweduj3DWZnM1y6pLKwkGVnp8zFi7M8+6zB22/vMzPj4zjXKRbPMRp1WFkxiUZ/+GZGNBpBlo84OOgjyyeYn/eYne0TjSq02z2y2dTP5Fw65q/Oz1wcCoKgA98BtHd+/x+EYfh/EgRhCfg9IAvcAP7XYRg6giBowP8HuAS0gL8XhuHuBzlG13XRp/4Bm+XztAbfwLI1ElIfz77B1OwsXv80Uecq46FIdwgLGY2NukC3PUUuNuaobRLXHZJGyOMyFBMwtCYib2jBdh2mMjJtM8bYGZGJKtzYVgiEebKJPprcQlcDBGESHTxoTVJIAyZicS49qTE8PQMDS2YwDvFkhUI8wq09lVpvjCZH6Y0jJKNLXJh/m+1GkaG9yMOKw/2yyG7zbwJ1YBv4FJDB8yJ43jaiKCGKMyhKjVjMxPctbPsOcApNm8ZxRGo1G1Xtkc/HuHu3yvR0gidPDllczDM/n2d/v4Hvr1Ov96nVBmhanqef7jE1pfOxj+VZWxvh+yPW1vJEIseOVcccQ/cuxJZ/svfoRbAb4Dsg/cUmysf8YlCYWUFU/x69jT/h/tU5tnczjHtX2alm2CkL1MafJBv5KtPPlBBjM2zvWkhCQHegkk3FGdgjBlYTTUnihmkuLhywdaSxWXuGhey3gCz1Xki5FXJ+/oD9pgSiQD4FvdGQmYxEPmHxpK7ysPpp7h58EngbyDCdusdc7j9iaAKnpiRMW+DWbouTUzID+2tMpSQMOaBnGuw1Q1w/jeWYnJsT2WuE6LLHxXmZel9lqRjD8Tvk4ip7TZtsTGRkBcznBeazkDDgtQ0P1XFZm6pyfecbXNv+FXSlxfNrNYLgIpeXH+J4XbbqOsXkAZrs8qAyTy5hIDfHbO3cpTQz4HTkMYK6yFb5DD3/14Es+0++zOnlRezBYxJJCa/vUtveYlB2ub/nocdX2d+/yYULMsXCy2w13kAVR3THU5z8pXM/MGc7OwGqGgdAVRNsbfU5ceJnetp8JAlDkKWJAU2lMxGLcQ1yMThsg6HCaglEERxfIRmVSeMShi6eDzE9iaH4DC2TfDKLF4DldGkNPB5Vi0ynowhiFlWxSEVb7DU8rm5+gXJL58JCD1EQubm3RK1folg8TzTq0W63MMQA33dRlEP6znm61pi71dMMzAj9cR1JGgNJXn9dp99fpdPZQZbB8wZo2ohmUyYIumjaNJYlsb8/Q6t1yLe+VSGbPY9tOzSbHrGYhetuIghdwCUaXUSSRAThAE0zmZ9vMzd3mnTaoFy+Qz4foVYz6XQm5Ue+38fzdA4Pb/PMM2cAiV7PRdcFnjwRUNU1Op0GvZ5IENzA8xxUdY1eb5upqcsEQcD3sj5nZjLMzExUuu/P02r10HWFROIvb2uhKArPP2/wB3+wRRjq5HIhs7M5bHuE73sf5OlzzPvEhxE5tIGXwjAcCoKgAN8VBOErwP8e+H+GYfh7giD8a+AfA//vd/7bCcNwVRCE3wT+L8Df+yAHqCgKtXqdrQ2JU/kziCkTwxgQz+9zt7JIsysQERNI4hAhsDhoCwzHaVRRoi9F6Y9OUEzcYDEvUsqI7DcDovokfXJkQ6ULB12dmNZhrQilZIgkeuw26khyQCppM52apMtENeiYkItPCu8tB7QIzGTAtEW2G5DQFSpdhVpP4KDVw/U1ptMRmv0sQSCCcMR68c+wPJmtukBj+A+ANDAxnYFdwAHiwFWCIEcQ3EWWVXw/RTbbZTSKEoY2up6k12u+06C0TiplcHjo8+CBiCCs43kuhUKJMDzEcZoUizlkeUSzecDa2jLRqMWLL86Qz793rvpPynhssbnZRFEE1tenjp1Pj/n5pXPrJ3MqBRDlSU/E0f5PZmRzzM8FYRiytVXDNH1mZxNks5M+ZtfeuEZ5p45qJPj0Z5/BMDRqdYv/6fcsemUDb3AP18kS0+aQZQvTOeIr17O0e1tkjSbT2QLDYY+xF2Hc9SgkiziWy25LJR03qHQVsokst3en2ajmyEZfR5FHmJZGvWeQjSeYyeTIxu7iB1DttNmuh7z2eIqdIwfYBGLAGgnjm5ycHjKyNBKGgxe4LOYd+hY8NW8hSTq2G0NXfHQloGvusV7yKSQDbFdEEEQe7UkYch5dHdLoCXzrAQShgmmrCKJJXA/ZbUyEw2IWbu4I6KrJr1x4m2Iy4PbeHKKwTCh08YMeES0gZIajwTK1fhdFzrJb71EY6ERSEsmgysvPJmk2u/Q7D+iOUjjSHH1/lmajhaK8yH719zDNOK1hjKN+Cdd8jJF4nmq1wPnzG0iyijb1SwCknENEUebrX9/FNGViMQ/X/f4iHCape8fA2IE7+1BMwkwawgGcmIHdFpydmbz+yh3IJyCiekTVSXlN0vAZ2VEOWipvbq2ymN3AdiEZbZOJ2jyq6lS7S6QijxAFAVnaJxsz+PRphYA9NmrPU+4cEtHanJyKsFBoU+0dUKk8hee1GAvQHXokIjUiEZ16L0qnd4DrfgxFsTg6mqLZ3CMSkZBlBd9/HtveIQiayLJFIvEEx5nHtkf0+xaQIgiOODo6QbOZIpPZJx53CIINdD1BIpEjCOJ43lsUCiqKEhAEMUTRolCIIootfvVXZ7hyZYFY7A7/9t8+wnF0BKGOYYjE43GGw31SqQgnTgwIAoEgiNButwiCDo1Gkn6/RCZziW73EYqywP37Ozz7rMqpU3+xtEGSJAqFzI89j9PTGf7RP9J55ZUWijKH7/skEnVyucWf+hxptfpUKn1iMYWlpeJP/XnH/EV+5uIwDMMQGL7zV+WdPyHwEvD333n93wH/Zybi8Nff+RngD4B/IQiC8M7nfCD4vs/RUY+9rUeoPY9EwuTs2RCZLoNBg1o7y173KdLhHQjS7Hfmse0806lbTKUDstE+YzvCVt1BEjREsctiDtaKcHlpcvO7tT9kIeNzZtYnxGNkK+y36qwV47R6IbMZqImQjU4ihrIEndFELI6dSRpFMgJJXaAxiDCw4mRjPZYLOrLkUkr1yEQtntRadEfz+MI2MS2G6WQwrTVWS/8jc+kjTDvOzb2/jeuPmM8+YTH/FrZ7ioeVeQbWKp63hyBcwnU7SFIEy2oDffr9Gv2+iqZBJHKBe/diKEqaSmWblZUep04tMjVV5fHjJrlcwG/9VpqFBYFUKo+qvj8RjtHI4qtfPUKW5/F9n/39XX7pl/5yB61jjvnI0rn1k5nRfA9jCoY7x+LwryGvv77H9nYMz5N5/NjkxRc97lz9EuLhm5R0nW4vx//y/+uhqxb7j+sE7R71ZhIlSCAFCmGo4HkiitDDFhZYLmwTV1K0hyNefzjPaJzg+fVtGn6VMHTJx/LstQwSaoAQ3uDSYoXpVJepVIK57JiBfcjbO+uslFx2Ki2yayK6VuLVBzoqY2bS8xiqzI1dg/ZwjjMzf8BsJkujJ7JeknlSFZFEj0IyJBOD/aYFgkjblHl6qU574FJKuhQSEIQCnh+wWZfpmVEkqYskBoxdg1Q0QaM35tWaxPNrJmM3QBKBEGpdgZghcX4+SqUbxfUrhEKP9mAaSVTpjSzyiTIJXeT+YYHN+ik+ffo+yUiL/UaBcymBuWmFwaBPLqswXeqiToU8LM8yCDJUu19ifXGB//DnOWaKZxgOdHruGcZjme7+Y8KwS7ksIEmvUiyuI8s+zz0X5/r1FuPxIqIIo9HE/M3zGihKGs9rc+GC8WGfbh8JXF/l4YHDfhPaRWgOIROb9DscWnB3H148OfFeuLMfEtNdAl9BFESSEZFyp8DIWeHLd2J84eI9ZjM+raHBQm6exsCg3pM5v9AiHbVxvZCWOcV6yaRjmrSGS3zi5Danpu4T4nPQavHVuzKWlScde8BRr08Y+twvO5S7KXw/SRju4boy4/EOZ6ZfZbEkUmnNUh6uMLZlRDFPEFTJZKaRpA7Z7AVE0aDbfINZ/RpafJfaYAbbPsnKyiKp1FXa7QRbWyKSlMAwTjAe32Zt7XM4jkC3u0W9vsHJk59kOIzyZ392SCLhMDOzQLkcx7KeZzy+Tbu9SbFY5PnnHUqlRf7Vv7rF1asqshwlHo8Tiw2QpBDft4jHE7z0kkyxGPCZz7x/a6hYLMLnPiewtVVGlgVOnFj4qT+7XG7x5pshqjqL645ptfa5fPkvj2Qe85PzodQcCoIgMUkdXQX+JbAFdMMw/F68uQx8r1nQDJPCOMIw9ARB6DFJPW3+Z5/5T4B/AjA//9OdKK7r8vrrJoP2IkV9l9HYQJS6FJfBMG7j++foWi9we+8yvf4AWe4hhHfIxZY56p9Gk++SjcsI0iqV1iaSeJcrS9YkrdRh4shmjLHsAM+HrgndkUPPhGxMYWBOiu1LKVBliNuQ1GG/CU+qsFIATfV45Y5Iy0zyH28u8zeerrFUcDHUAF31ubbpM3ZitIciM9lNivEUluNh2kdUu/8vPn1qzGwmQxDukYr+C97c/GXOzb2GIBTBEFCVOq8+ehbH6eM4cwhCG2f8dQxZRgp0otE5kkmHRsOj0QiJRiU8T8Hz5imXn/DJT07xyU+ew7IsRFF83wThf8qTJ01keTLXkiTR75c4OupQKh0X9r8X7+c1cswHQO8+rP3vfvL36VMw3H7/x/MLxkft+nBdl1df7dDppBBFHUmqIYu7xNtXUUONUV9C9OrsHxxw+eIl0nKfU2c7LCYq3NqwicrQGsYIhZCBG2ehsIOhL9Ad9hFRSEc2mYp1MWSJMMgShArtvk2l1SOi7jCfXmI2vcmJ0hMSRp6Y7qApeRLGmO4ozcAS2a6ZCIJD6Ekkkyv4zQyaMs96aZermwtMp0cko0e8sbnCYLxDJuYSUS2eT/tIokBUC/naXRtJbDB2XEzb4eIUTGcmLtyiKHBrV0KVfU7PjLGcyGSxPwDXj7OQbZKLK+QTIb1RyI2tEMuVkCSdjqnQNSeLYV1OcnPX5OLCJmM35O2dEopSoNyeY7XkIEnz2EGMtewjGB1x7caY87MZnK5IaEd4WN7AdTxELUM/9gz/6o+a7G38GhfmI5RyAgdNm/3GPKJsEYlU2N//LP3+Ec89F/DUU5MozI0bIwTh+/Mbjxd48UWDRqNBoZAgHo9+SGfaj8fP7PoIBFanJusfQwFZBD+A3hgsF55agPpgknaqy3B1A1ZLEpYj4/o+X3p7ns0jg+VCiZjewvY00lGfzjBCwniCoRq8tdVhuWBj+xmm04cEgcdht8VgvMiF2RayPMRQFQylzHefvM18RuBXn94EMc52PYUgzbJ9NEcYlhDFImEocrr43/Ir58vI8hR5o09/UOX2/q8ThiaWNcfDh/dQlFnS6TLNZoUL0/dIRTJAyFr+PndrNfb2Fjk4KFCvu0CPRKJNELiI4iyaFsEwZHq9Re7cGaIobdrtJpWKx3g8AARcFyRJRNenyeUk2m2Tr/zpQ3x7TBieYnp6GdOUsawHGIbByZMGui4RBBFSKYmTJ9Pv++Z6NGpw/vz750a/uTlGVSefpygGOzsSTz993C/7/eZDEYdhGPrARUEQUsAfASffh8/8N8C/Abh8+fJPFVV0XZdy2cRxfo3XRo+IK3c46Jv848/+Jt3NLlOR/zsXltt403UC75BUVKbaDfB5ivZQIRtXQTCQeI1nVsYIgoAbwK19eH4VYgYc9QLECNzcgRdPTXoXltvw2qMRyYhIaxBgqJOIYXcItj2pVSwlQRABBBRZ5n65QKW/QC5xl6Flo8sgIZNPKJRbDkNL5G9e8TFtC0noMHIkPrF+l/lsEs+XgRinpkPuHtxGEKLAHKASVU1Aw3Vdms0uEaXDx1b7RPQEASNM9+tkhSni6GwfTTE3H8Oy9sjnXS5cEFhZmYT6df2DqycUxUnalSB8z0ErQBSFH/GuX1zez2vkmPcZqzFxK9XyP/rY/xyjcCwO3wc+ateHbdvUagbxeOqdVxbZ2b7BquIhkkKSJCRJw+xtoygyhtwjcAdk1CckVZ3DXo5ekMPyVGxZRZAF+uY+eC003mI522alVEQWbe6XZ0lFPA5aQ9aKY07N9tmsWzR6I3IxkbgRkIp5HLaGzGQEbDcgn7hNLu6jywlGtg2kEcIGJ6f+kEG6Sb1zyHqpRSo6IKFX2KzFeGsrzq8/61DtjomoIb2xjyyKCKJAVBVZXIFKe2KyZrkhLRN0RSUUfCRJwwkMVtMSvt8gahicmnaRRQ9RCEhoAmNfpjtKslyUeFQ1sexp2qMZnlRnqPV+hYH1FSRpDk0toygJ8okGmhzB9TvMpPeZTkZomTOktQN++4sdTpy5RM8MuDJXJTdlMRwZ/O4raUzzAqX5v8udaplr221kzSOZfoTjrJBMPovnpahU+jx8OOTkyTG6rhOPewwGk+dVGIYkEh6JRIxEIvYhnmU/Pj+r60PTfEY2+OEkhdQPoTWAm3uTNl5uONkkV0UQBFgsyDy9KNMdify7byd4c+uXiehlnlrYQ5FGaKpMEMbpjKr0zQ5nplWEooHvq8xGWsykDQ47faaTTzEe79IaHvLiqT6qFGfshCzlq3z2vMnJqS6u76OKFd7ez0PQIwgWgbcRMDg3VyMM8yB45BMW6UgLSCIIAoLg4bofR5ZtRqNpLMskqklIkoMgzCAIIplEl+mFs2xvt/G8daBHq+UTj79NJDLNzs4ASdLwPAFVjXL/vsZoZJJKnUQQPLa3O+84vwuATbl8RDFlcior0m6qHLXfRhMTJIpTlCJbKEKLtDFDGAmYn4enn55mbe3nwRDpB089Qfj+GvCY948P1a00DMOuIAjfBJ4HUoIgyO9ED2eBw3cOO2SiWMqCIMhMiuRaH/C4UNU0kiRjuScYDE8ipf8jmh6juvXbPJX5GqHnMj3dQ5McooaKF1g8ro65W57mwvwWxYSFG3gkdJd7+2M8H1IRqPXA6wjEdJHDls98DnQFFElgqQB7jYCoNqlRrHZBBAJBZLMhcXHBxQ3g+XWw3ZCrGw7dYYd/9OKbLORCsu8UbJdbHg+rGqYtMp1O8KQaoCsWqiyhKTpjN0E62iCquQgC3NgRaQ/XMe0mUa0OZCi3x8BrgI3rmswUB2iKj+e55FMHnM+6mKJIqRCQy91FTmc5ebKILLd46aXpD3J63uXUqSK7uzv4/jxB4JHPH5HPL/1Mfvcxx7yvdO9O0kL/Kg85fWridHrMzyX9vslrrzWwLJlEwuUTn5hFURQEQWBqSqLdHiJJOtBlcXmOw/t5lGGFXEKjOfSRip/EiHZw/QHu6Bb9YYRSKosThNzfinNhvcu0ex2fFLd2x8zFt0nqTZYLEVK6iR9qRLQWjysiU2mB5fyAIJCYTleRxTl2W2MiqkHa1PCDGp4/h+dXOL2kMJWcNCUfOy7bR9t8+sweq4U+A0vj8tIfcX1rhtWCzWyuy6lZg2ubc1TbButFj6jucthWSMd1TEum2rVwfXCDiUNlTAcECEKbXMJHEmRGdpNGX6BvBeRiMn7gkoj46Ap0HVjIipycSlDtykRUi6/ftblzcJGto19GoIsqVlkrvEaIxGEniSScw5C/wbnpPnO5AbX+FK3hU0zZOodHFqIwYDZTh1CD3EWmSwY5o0I5PEk8nsMwomxv36dUkkkmn+PhQw/TbBCGs4xGNd58U0aWR2SzVT72sWmuX99nOJRIJHyee+64t+97EfgeYxfmM2B5E78FXZlEEZ0AvvQ2nJ+DZGRiVlPthlzbtsjHI9QHCkv5x5yf30EQOgzGc1TaFVrDDg8OdH7jisi5OQfLG1HraHzrYUjCWMDxHdLRKpdWeqSjVQbjCJarcdTXWczV0eUIvi+gSibZWJvucIAXPAeUgBYhM3SGCywXj5hO1pAklde1FJLUxPfTCMIQQUgSjUYJwwNEUaDed1mdmiIMLcb2E6zwOUajMZ6XJpWyaTR2kOUsuZzKmTMDDg9N6vWAbFYikzHpdJqYpsp4/IgwDBiNDgmCkHg8hix3CEOHi6sjYtEs/d4R2VSUo/5t0uom69Mes3NJzp838ZND1i984sOe9h+bs2cTfOc7VUSxgOsOOHVKOBaHHwAfhltpHnDfEYYG8BkmJjPfBP42E8fS/w3wx++85U/e+fsb7/z7Nz7IekMAwzA4c0Zhb+8Qz5OwrD7ryx71rS+RMX+Hy6d8bE9FCAZUuw65hEjcULCdGv1xA8+PTeoIxz0OmxPRdnIa9hrQGEDXFHB9g43qkMXipJi6MwpxPRAFj5XCpMmrN4YbexprRR1ZDBjaIWslj4gCEQWyMTg3d8SFBYlSMiBgkoZa7UJU8TAU2KiVITRYn+qgSB67jTRdc4mdoyGzuTiWM6DaTSJJRa5urlJMHOL6KQ47TzExqpmki46tJxAWEMUxhnwEwph0+iJzczCtxUktdZmakllZyRCLRdjfb7K5aSEIIWfOxCkUUu/7PCmKwhe+MM/+fhNVlZiZWTq+SRzz80n37k/W3/A/xShB5c/e3/Ec8zPju99t4PuLyDKYZsibb+7z8Y8vEIlEuHxZ4vDQx3EG6LqJOdIJs/+QzaPHPOx1WDj1NC+cjLJ4yuEP/uwJ+qCAY2cYjUIOO2fIq3dIEEWPq7hOn6i4Sz6WwbQOScd12oMxQ0tiqyZjewbpaIeZ7ADfF6n0TDwvYL9dpG9dIKXvMraPMJRDZMkhE00T0/fJJSwUxef1DZm4YdKJhRQSAokI7DcfkU+mCUMB282yWFD54+svYtqvsF6C1aJHZ+QiCwEdMyBqQCE2yZJR5UmLpuWST8oIeVJzmc/ARi0gpkKl28QPQnRlYtTm+CGFpE1/PCQfD8gnBKbSMjf3Qj55+rsk9Zss5LrkYhKJiEpEvUXCeMjnz7fRFZedhspcJsLdgxT398uIokkxdYbDVoeUlaHde5Pc6t/B9SS6XYPBYI+lpXlKJZVSKUk8HqXdHtLrHaIocRRF5eTJeQwjy2CQYmurxic+8Ve8xn+B0NVJ4/tqd7KhnopOXEtb5iSKKAjQt6FnwXJeYLng8/W7CubYZ73Uw1A3mEpGUOQhrrdFRAvYqKrkEiG6MqI7kvBDj4gWYLtx5ueOaA7GBBmHzVqW/fYqs5kBzcEOES1DKdWjP5KpCA5jp8lhJ82Dw5MoSh7f3yMIUkDI1a05Ts1W6I8ldpsJ0smzzBd36IwkwrBNGMYIQ4UgkEilWux0nsP0dlDlAMH4HFOzMzgODIcdXLdNKpVAFEUikQ5XrpwjFtshDBWGw1kODwWGw2/geTJheJlGw0NRkqyuJkgkGqTTEARZ4sk+giCQy8Wx7X1Oxn3icp+zZ0qsrSWZnc1Q7gd/5bk6Oupy//6AMBRYXdWZn8+9X6fBDyWXS/K5z6nUakckkwa53MyPftMxPzEfRuRwCvh379QdisDvh2H4JUEQHgC/JwjCfwvcBH7nneN/B/ifBUHYBNrAb37QA1RVld/6rRx/+qcWtVpA6H2XT57dJzru8NLFCLX6IRE1SlL3SUV8Tk6L1Pshg3HIVNKk2QsJgz4z6ZBkZNKwfqs+cVJbzgtsBiK9scAvX4Tto8nrljNJK51LTxq+zuVhPgvdsU3HTKNILouFEUe9yY7qYAyFOHzqNGTjPo3BO+0uwsnNtTmw0dUaywUBSTKJGQGiKPPSmZCR8yYPqh/jYTVJGIIodNHkiSvqbnMB6DJpc1FiUtqZZ7/1D8klfpe5Agy8kEIiy9JSA9sWePNujalOgpde0onFZmk2e1y/Lr6bF/7qq1U+/3mNaPT9L7iXZZnl5dKPPvCYYz7KdG7/5E6l30MvwejgfR3OMT87xmOZ75VkC4LAaCS9+/OnP73Io0dVbDskGoXbt1eIxVQGQ5HRKETRqqRSEr1xnLb/GWRrn0Eng+uq2N7byEKZkTnDbL5MRt7Gd9pYbpaRk+FRuUcuEdAyBwytHvmUSzrm0B26jL0Ax4lT7kTRo0v44lvIgsSJ6RKLuTaWI3Ov3ObiAhA6vLXpsFyAs7MO6ViEnmkjCEOKKY9szKU1VBi7GUxLJG4ItIdRWoMGnzoDM6FDexDw1g48OIBmCr5wHkQJxhbc2vfJxHWi3YBs3CVuiDypBlxaCUlHwHbh7R1YLoLrQkzvEFVkLE9kOa/y+fN/yn77N9AVWMgLuF4WL9jnxNSICwttLi4G9Mci2fiYB+VtmoPXeW3jEmfm91Ce1BlYp1ktdUnF03zpa2306b/F2bMq29t3WF3dxjAUYrECQTAmHh8CBnCH+fl5pqYmrtwHBzV2do7Y2XHJZkfMzuaYnc39hTqpMAy5d6/C0VGIpvlcuTKFpv1itajpjUFRJiLQ8SfroocVWCtNWnjNpCdro7sHIAgSzb7HUd9l7Oh85pzKdv0xlW6cZOSQYlJGlZJcWLSp9TaJ6g66GmLZAXttyMV8mv036ZgqsiRyZn6Roa2yUX/MmRmBw+5kk2Mx28J0fC6vRvjuozzPrjlc3XToj2QkqYzvT1Hp/BJvbR+iK/OkM1OcOrnOwVAi7lXJZhVGoy329prI8jlk+Szz8zuAyvLyIpHIGrKc4PXXryHLNVR1AVWdpJ163ot88YtjRqMjBOEKkhQHZARBRZbncZwxhpECRCyrh64XSSQGPP+8Qf0wxVH7IYVsyMK6zqz+Im7nHmtrIbOzGWzHQ9Angi4IAh4/ruK6IcvLk03+98L3fe7cqdDp2Dx5YjEzcxaA69dbRCI9crn3x4n+LyMaNVhZOTZw+iD5MNxK7wBPvcfr28Az7/G6Bfydn8HQfoBf/dWLtKr/E/3tG2i0MewM9Z6PpBs4dpZyq8fFeYnWIOT6to/ng+0FOG7IQn7MVCokok3MZmbTsNuEuAF+GJKMeKjygFJqIubqnUlxdTr6zg0xmDS59/xJxPHVR0cIgky56ZOMQhhM0lMj2qRQuzmY/Kn2IBed9ACaSYPjukRUiSd1gZWCQt+K4+g2S7kjbu9XSEdn8f0hgVghHU3g8ncQxDnG4xqyvIvjCATBJ4AjbPcuN3Z/iVYg8vkvnMfV/xgxoXL9LZHDzq9Ru6mzsbFBv3+XYjH9rjAEkKQ8tVrj+GI+5pgfRvc2LP9v/2rvVdPgDsAbgfzeD/RjProkEi7j8aRuxvd9UqnJTv5oZPHqq1WGQ4Vo1OPpp2OMRm0eP9aBJcrlR9y8abG7WyAYfYWS+CYDaqgxi0qryFu7aWYzl5jJldHDGoXoHvFMnKHdY6du8LjqUOlLPL9ucWZuTK3r0e7bTM1DzAfiMo9rAQPb52S+iqYUmEr6NPsqYNIcTvH7VzucmWmzVIqxWgyotE08v8/I8dEUicVClFt7KpIUUG75bNVF4nqN2WyEuZyK75sYashyAd7ahrNzMLTh+u6k9VM6CooscHfPYyoTYDkhphsSj4AhQ3swqT2PGZPokiTKbO24nJkOScVUFvImIY+w/e8iCgJJYw9VGrCQd3jt8YiXzrh0TVjMC4xsmUpP5vRMyDjYY61oktJ7zKQHNMcp7jRX2Gv9PS7mkywvp1leDllYOML3Z9jYCBDFGufPywTBPMnkCteuHfH22/vMzUXY2xM4f36Vt98+YjDI8tRTOrncDp/5zNIPCMR79ypsbuaQZQ3TDPn2t3f57Gd/sUoloupECJ6Znayf7pfhqDvZDE9GYDo1EYuWC5v1kKMe5BMyp6c9moMhy8U+mViM2zttembITKaLIvgs5cZIooYm+zR6IboEZ+ctlvIK9b6A5Sgc9W+jKBEqLY3m8CK6YrJWGhNTNVqmS38UsJAPGdpf5LA74nElRRBICMJjVFWnbp7g4nKPWFxg0PsuEe0EniwRicwwOyuj68/T680jimMkKSSTSTE7+xQPH96l1xMYj08hiimKRZiamkaWVXo9mbW1BNvbGXZ3FRTFJxKREUUT206STkdJJNK0WhbD4QHJZIrZ2TzptMt/+V9eYjwaMei3+c53XSLSKsRP8uc3v81pc8jUwjozK2cIgoA///NdTHMBSZLY3Czzmc+E72mS9K1v7TEcLlKvd9neBkk6olQqoKpZKpXyz0QcHvPB86HWHH6U2Xp4g1z3Dzgxp7Gx10Vz90mEKuV6j3pbJhP12WnKLOdTWK5JKAgs5VUa/QA38BhYvFtPOLTgsDu50eWTE1Oau2XYPYJiGhx3IghnErDXASWAtDFJo4gZsFyQsbyAmAb5pML1bReEyftSMegMJztsudgkDcP1J6kYN3ZgIesThD5DS0KRbGxXQFVjJPUZHPcGl5cPCMIIqcghtcE3uFX+NQRBxnH6hOEqUAOKgIEs3yeWeJpWa5uenGKjXKBaTWMYIv3+GFVVeeWVA/7ZPyvgumMUZSIGXXdAJvPRdmI75pgPjTCA/iOI/hUXgYI4aWdh7kHy1Ps7tmM+cF58cZpr1/YZjSQKhYDLlycba1ev1nGcJVR1EhG7c2cPRWnieVN4XpVarUUs9jHGg0dcTn2DeOohypzN4VEaIeywkL/IdvNFFvL/grhqI4kRdMUnCHqosoblFpgxfFJRHT+IUEi0CaKTdB5fAM83mc+0iQxvMLSHzKb6FBNjBCFko1pElqKokopHjCCw8P0esxloDGVM2yMXlxm5Ek8tCtwv+zyu2sS1CMVUgOftMLSGHLYhok/6//bGcCYyyXxZyE6ef7kYPKwIpKIeng/pd/499Cd9f/OJyfMuaUwagBcSEprikTA8Kh04NeNS62p8fP0xvXGBWheiSgPbC1jIOvRGIolIQNcU2W0FtIdRplNbXFm5z2IxpNa1sJ0SkrZONi1hDf45/aMTzM19Dsepc/WqRCm3z5mZTSKqQL8zorDwXyGKIk8/neXJkzrD4X3OnXsGyxriOAsoSohtm4zHC+zs1FlZ+b4JSKMRIssaMIkcd7saQfCL5cSoyRDToD2cWKss5eGVu5N5z70z3yen4NqWQNwIcT0R0/bYbgR4gYgkuzjeAEmGc/Mwkw4ot0QMDVxPpN51MJSQig0rKQdJ9BEFm0xcY7thEdpFZCnE9vZJRAKGtkzPkpCxmE4HeEHIdMYgFbmPoqwii6c4O/OYQkrFDevc3oPTxS0EqcjJ0iGtsUFt/HH29xsEgYPn3MbzAjruDIlEnXq9QauVZjAo4zgW6fTTtFpHSNIm09Nr5HIhqVQRx+mjKFsIgo7rgqZdQBRNhkPo94do2pBM5ileeinB+fOTvoK7u0esrExRq3fY3lYwjAYLC2kys78MiTLtEdz5yiGm2aHbzZNMOjx+XMdxZFqt+/zWbz2N/J8043Rdl1YrimGIRKMaghDSbI4olcB1xyQSv1hR7r/OHIvD9yAMQ44efZWUekRBkzkSm1SbHqFYwvRPUelVWMhXWC1GCfHojnW26gLPLqukY0OGY4/+eBINdPyJSQw+RBMT6+VvPJgIRtsBWZ40uzdUcMLJg7lnQuOdG2O5BV7oko7AVAoO2i6XV+CgBYSTh6jApFHsbA7i+kQs1jqwXJg8PHtj+A9vjlnKJ+hZAa1BirNz++w2khQSSbKxOjMZl54VoTX8Jrv+eUajfRTlEp6nAzaGEZJMJohG73B46LG2doXNzSZbWx0SiTS53BSi6FCv14nHdebnG+zuighCyNmzMun0z4ML1jHHfAgMd0BJgvJTuBbqJTB3j8XhzyG6rr1nLdr30ku/x3gssbhYxDDyDAYd2u05+n2RhPcnnJrqYZsmS4UWMaVO3Cgw9A2G0iV67jy7RxUSmkSjXyPEIaIYLGZ94mqX4ShF4LfZbwQMLXjhBIghtIcOmdghHTPOqWkFWfQw1IALcyGKZPGnNyVG7jkyyddYKdr0xzbzOQFDDWn1Q+4f2pxfEOhbFmfnIkxnBnznwU1iqs1qaUB3NIkSWh50B5MFfz4JWzV4XJsIvrd2QCBA1CcbpooMEQnKHVDdSfTo1j7M5zQkAhwH8nGNuG7jeB6VjkI2HqU31im3XYqJJi+dl7Bcn1xC5uYO7LdFYoaC6+lk4j5B0OHpBQHTEXl2TefO3oDm0ZBiMs6nLsdIZWUetr6BGnmOVGqWtPA1wl6NwrxIwj2i0bxHunAeTVNZXU2xvr7A1haMRiGCIBKGPRKJCIIg4ro/WO+l6wHD4ffdFzXN/YUShjDJprq6Cc+uAAJ868GkfcVcDh6VJxlT+SRk4yG6HFJKTc6DrhmiSCP6o8mxJ6YnbTC2ah4jd5KeulQcc3Z+slHfHk28HWK6Ty4GshSwXvIotyuokQKVTp4w3OTb9yOIUonVmR20Ixs36PGkbgCXcZxV5goWpVQcRe6i4ZOP2FjuZ4hLVUa9J8SMp0nEc0iyRnv/f+bXn13Dc4c8OLhPa/hJVlfzRKNb9Hp1Tp58mWrVRpYjRKNlXnhhmkolwvb2m8RiVwAHQdgjCFympxe5cEHhd393j1IpwvKyTTY7jW338X2f77l6djoDrl/36XYNTDNHu13n/PkktVqVmzcThGEUSZoYX8ViQ8JwlTAMGQwU3nqrwnPPfb9tiSRJiKILQCIRZX6+Ra9XxbZhcTFgcfHDbwF0zPvDsTh8D1zXxexVeWrBoNtokol6DEyb17aX0NUoq4U+ttWjNxLRVA1d0RFQ6VseXXNSB7FWmtRBOD5YNiwWJsXUK6VJkb0iTQTewJ7sbr25CfstWMrBp89OBOVRf5Iqc3I6BAE26pObZH88qTuMaZN00nQUFHEiEo96kxrHJxWIRqHWhlCATETk2rbL+dk8U6kSotAmpM5U2mE2K7Df6nDUbzKbecxe26ZUegrfP8D3n2c8bmMYhxQK64xGDQRhwMFBh0xmjXr9Gp3ODrFYlVJJ5fnn16nXB1y+PM+lS8cWw8cc8yPp3oX48k/3GXpxIg6P+WtDKuXRak2iRkEQkE57rK2lqVTaJJN5isUWnrdHOmLTHbqIfp+4YjGbFpjNjXl7+zG+v0i1c46dSAfT2WMlu0U+nkEQc0R0kcdVkbtln3xsyOUVmE1BZzQpV4jp4PsB5xfGaLJHd6Qzk1bojkNsL8dCIcaD8gFiOORR2WY+DY4XMrJ9Tk4r/N5VAUX0ubigE4pxkkabT58ZcdQLuLAw2cjcrMPX7sLFhYkDZbkLkgj7dbASk+fdyIXeUMT3A6rdybPu3ByIwmSc6YiCaYVYjsBUSma/aZGNg66KgEyvY2N7Dp4rE1VDZEnBsQKCwGelJOELUb5xP4ppKsxmPeKGTtyw8f0x5tBiZOtMZyVQdKZz06yvFzEf1BkRcufOm5SmHlJItMiqDgvrOn/w5lewk2sEgcf0dJOLF1dR1QqKYlOvX2d5+SSqqiIIu6ys/KBj6ZUrU3zrW7t0uxqa5vLcc794KXqyPNkYKHcmZn3pKDw4hIXcJCPKdCZrH8+b/FxKTjYKHE9EEkNsd5JlFdUgYUyEoDiarKlmUpMe0rXu5P2btclmxKkZcL2AbAzGtkutF3LYVema52j0FaKJAjOBgq2oBP4UZ+dr3N59gu9fQlPGiGIKUXLx/SqykmI294TZtIXvQ9/Z4tAsU8hrnEl3SSbqgIIktXjYsgkCgTNnVGq1MdvbZSIRg5kZWF8/ya/9Worx2OKP/ihBp2MTBEWi0VUOD6+zsBCnUhlTKi0Si6nk80MOD3doNDK47hFXrrRZWjrFrVsVYrEl1tcbbG8fMBo5RKNHPHoU4LonALBtl9Hou1hWjmTSRZJaLC5m6ffrPzA3oihy8aLCzZtVgsBgfr7Pyy+fxTD047XeXzOOxeF7oCgKoZzgwY6HO/BwHJtYJMpaacxoVMP24NS8ytlZj6Oew0ZVpzEIWXQUlgsGY9vnftnjqUXYbkzy5Q0FNBWe1GCtCAMLElFoDic9fC4vTQxhnlQn4m8hN+lxeG2TiQvpO2IybkwijpY3qWVs9ic3zN3GJDWnmIITU4AAvQHEo5CJQduEUsKh1jfJxcvU+hZLeZ3NmogkWjQHMnttmUQMdH0W245RKokcHr6CJvUJvASmGaNQiDIeq7TbURYWUpw8eQlRbLCyYnLlyiqK4lAsfj8t5phjjvkRdO9A5Kd0MdRzkwjkMX9teP75Oa5fL9Pvi8RiPs88M4ssy7z8ssj+foWlJYN+3+P+dwRKS1l6hwaVnk3LiqAZMWKGRCH6J2QjWzj+Pr2Rw73RIpeWPCJaSN/yMFSLYnyKk0WR3brKVHJiLLPfhKg8eU4pokaz71Hr+Riazth2aA9MuoMez68PeOnEEEkUeFKdLMhTEeiYLoWEQmvoEzOG2J6D8/9n77+jbEvP8z7wt/PJOVXOt24O3ffeTugGkQmApEjL0kijaM4o2RrJCkv22OPRjD2aNWPLljX0WMvUaCRrmRrJokiRYgDYSA107r59c65cdUKdnM/Oe/74LrrZRANoAmg0AdazVq9bp2qfXbtrf2e/3/u+z/O8SBiqRyIsNv/NIfRNuLwiJBg7TZH03a8Ko7aBDa0hTBxwbJ/Go8HnvgeapqLIKnstG8tSeeFOFkUJODHT5OljPhFDpdGHq7sSJ6ZtYqER24c+B50kb+308D0XXXGxXY+BNcLz42TTRVLRGrWezNBUUBSJ+7UI5XaKYmqDkWmSTuQZDAdcvTWgN55DlucoV36FC/MjVldL+Kg8djbG1JkxmqaQzQqq+MmT05w8CZ/97Cz37x8CA9bXxciS3w1N0/jUp5a+hUrq+z6VrVvgm0TSs2TyP5xxUR8GLAcMTXQIS4+YTzd3BKV0twkPK3DYFW7tW3U4OQupMBB49B4lgfGw0ChObLi5J/ZLZ2aFp0MmJmYk7kvwRFoirAUMTZjNQL1vMbIlFHlMPqbS7E1zq3KBNa4S0Ur0x9tofg/fSzOd8lgrXmO/dYLZzCGFmIxpwcZhiVx8j2RUZzzp03OK6MEDdnbmufDkDKpiMzMbZzwusv/KJouLSSRJJ5Wap9XScN0J3eY1uu1j/OqvHvKzP1tkdTVNOJxhb69Nu10jkdjh2rV9er3H8Lw9FKXElSsa4bDC/PweU1PzpNNRZFlGVcX6KRTyFAowmXR54gl48OAA17VRVR1F0SiV0qysODjOiEwmjyRJJBLf6mS6ulpkft7Gsiyi0YU/dJ3tPyw4Sg7fA5IkcW8b8mYez/TJRnSu7sj4yhQx+QBF0zG0JM3hCKQAV06QjocI6QMUKUFI92gOBmw3YL8pnEVzcUjpIrj1xuD6sF0XvHpNUYmFdHQdAsZs1aFmCErp8Vk4XgI3ENz73TqU0tDviu5gPCoSv2QEuhM4MQuNPigSuBIUE6LC+olTHq9ujEhHQ4ysOqsli+s7Njf2LlHpSZRSAyR1hXt759H1kxjGfXq9aZ47u890ssF4EmarbVKa+t9Sr7/KaDTAdWPMzTmsrMQxjDGJRJv1dZ1crojv+1iWhWEYRw+PIxzhO6Fz/fung4aK0H/wg7meI/yBgCRJHDuWQFUVEon4299Pp+Ok0++8Pr76H1K781ts3Nmgr7rk82lGbgQXj596CqajAYPBHHcrW8iWhuN3SUdD9M06i4UEkhGlkPQwFBfTgWQUYgNojoTEwXUd/u2VPNMZmYARkGJoFfAY8NSSh+eDhIWqCNbKbEYkelHD4eQUvLUDc1mXieWx1xKO3OWOiFuZiNi4T2yYyYhianMIx6YEC8b3xMa/7ohYOZWRsGyJvabEqVkIPIOtuseZxQNcX9AIHU+m1vXZbQbMZW3GThLb0VkoxHhrxwM5RCE+YrsB6YhENq5yeqbLC3c88rECUwmPVzc8GoM4bnCcTDROzwI14qPKB9ypxCnO/knUVsBwKNN2n6QbvEbbSqCEs2TzM5RK2fe8p5qmcfr0d59v+Htj5s7Nr7KQGgj6X2OPlv8k2eKP55xE3xf3/cys2C9VOqDrYi9laPDkMaEvNV04uyDWaD4Bkgv3yrBUELrEWg9u78vkkxJFXUJTXCYuqDZUujA0VdLRMJbnMTLH9DSJ7ihgPiPTHA6p9R5SHwTk46eZz8bx3AhpXWJsjWmOdeYyNvm4y9fvdtlrKNQHNYbBAvV+mkZ/CySJublZCvjsbnVIlY7RdkpELIu7dxt4hsznfuY8kpzi+edvsbh4gmhkTDp4lUKyzokVFdvJc/9+nvn5AZVKiJmZJIeHV1hZeZzh0MP3Y0xNnWVvr0wQVJifX2R29hz9fh3ftwE4ebJEpbJDv58nCByWl4dkMvMsL3fxvB6djgR4PP64wsc/vs4rrxwymQxJpdy39c+WZSFJEvojW2Vd19/++gg/njhKDt8DnufhOym2e08Ttn+blN7j8UWH8nCfrj1DVtknFk7TG1sMnQjp0jK9g4CDNvRHPWIhl3hYBLWlEzCcwBeuQyouunmTafGQOz0rOolRQ6bc8ZAQwfWbeouxKZxHN+sicFqu6D72TSg+YptkwsKUxvEFPWL3kStqNgaOK6pkkRDsHIKuSjT7EwrJAa6XI5+I8ROnyuw0j/PwMMRblSma/QsEgRjGnE9scWbZxDDmaDUV1vUmTWuftbVZnnpqj3C4i6bFmJpyOX16DVVViMVi9LstOtvfIKbZ1B2d9NKzJFLvHSy/CcdxKD94BdUf4EpRpteeQjeMD/5mH+EIHza6N2Dm89/fOUIlqD7/g7meI3zocF2X55/fYzAoPNrQ7XHp0nvreXKlBfq9Jzn92AHNO19g0LPZrst0rRXSah1VsUglHU7HokjjGoZSoDx06YzDzOQG6MpbdEcuvbHPbh1ul0WylouB7UlUOwbpeIZ8OoSsuuy2PHqjMxTj15GlKoWE6NYkwkIDP7BEB/C1h5COy0TDUBtI7DckQpqKh8uD6jt6eNeTiBkB9b5gwmgqRHRBKcwmBP00GoJEWMZ2NUIqmE6Yf/lSQCzksjo14ckV0XHcb0Gl5TObg8eXJJoDQJJoeCZn511CmkQmEed+VeFkbMDxKRskHwKbqYzFtR2XgClUWaM1OE0pXUdSHWTdh+gsf+zP/CRfux2m8vWAmZkUAOb4M3iRJtnpRfpmQDh79lvukWlaXL16iOPIzMxorKwU3/daME2TuNxEUYQTcSZhcNDZgR/T5FCXxV7pG/eFCU02IZL+/bYw+Gs6wo39zKyQ1RTjICkQdkVx/OSMzsRWKLccohEJx9VIpW1CGngOPGhDrRvm9FyYnWaERDggFvaJ6j6zGY9KV2E6E8L1R8jyPr917VUCt0e5bYOcx7EtohGT5dmTdHvX+WNP2lzZmkZW5vCDLmdKt5lfajE/u0qtGsINncJIfhLH6fBrXz1GIa2QzTSYXT7J0/M+J07IXL06pFx2SIdeJCM5uE6AKtWYzamYpsdTTy1RqTTpdhuMx7P0+1Ao5BkODxiN0oTDJQxjh2JReDtMJmPm50OAGPf16U8v0u320TSdeFw8R555JouitLEshVTK4dlnTzxiJiwwGAyRZQlFUdi+/SJRv4IfgBNeZW7tse/7HndbdfqVq8h4EJ5ldvVbPzNH+HBxlBy+B3zfp95RCDoHrExJjGyJRFTlbMHh312L0LIuUe+9yEo+QbmnsD9OsrY2Q3eni+kM6E9s1kpCFO0HQlfx5DrgQz8pxNOOJ6pcigrxkI2hSUhIPB01uL5nsdkVVTHTgWeOQ38sKBG7TXjqmHCv22lCLCu6kCFVJI+qI2gZ7ZFwQ43okIkLHUmlE2N9yufkjEFrOOLGnkExkWWjOsEIP0Um5LF/6JNMJoB5fO8lcrk8shzHsqroxiYmN5iZSfBn/szT6LpOEAS88MI2X/xiADjMzu4wG7/PQl4BwmSB3b03SaQ+8x3/5pWHr7KQ6CJJEkHQZ/fBSyye+fgHfq+PcIQPFe5EzCiMzH1/5wkVj2Yd/hjhzp0atr1IOCw6SNvbEmtrfVKpxHse740ahIMW4XASc1AjEfaRQxqZnMpcDlxbpt6dMAhSKKqPYfWRJYdG1+aJlT6piMdhD+47YpTAalHmXkVj6zDH2nScTCIgoE8pmaSUjfDq/euAzeZhQG/s4PpC22XZcGoeQoowDdmpK8TCEiemIoRVn42qSzERpzOeUOnY1LoaJ+aS3C2P2Gq4nJyRWc0F3K+aDG3ROXI8IbkoJsDxJe5Vsni+QzrW5rPnXCIGXN8Thm1n5sTXI1OYvjUGPtPpHoEnUWmrFJNpJHnCdMrizt6QQkKjkE8QmoxQAol07BxDK8lXbsJ+d4al4oiPrG9yfiZDMmfyr375NdzMz6Eom9i2ShBE0EN7fOzf/w8Y45CIJQmH3z2ySYwJKON5S0iSRKPRR5YbLC3l39daUFUVx393J9FH+TZH/+jD8QWt+fyiuOdfvQNr0zCVFHudySNZjecLVtTYg2JMOJEGfoDtqUiSz3RGY2T7GFqckNrlsOfxsAbpqEp/YvD6hsvQjjKf69Dop0iGTYoJB01RMYwYQ0shQGKp8CWeXCniSSexgwFXylmeWutTa93Gc2UioTiqUiCb7JKKuFT6BZTAZqehstn+OU6dvoC5eZ16Pc1kIoz75paX8P00/+7f/Q5Xry5zcDDD4eEY3ZYpZA/J5cIY+iLtVoO14xZBEDA9naNUynD3bplQqMjBQZXl5Tl8/x62XeHy5edoNpuMxw5LS4c0GlOUywfMzKisrZXIZFLv+jtnMnE+97n4u77n+z5f+9oOzWaWIPCJGi/w6XMd9EfO8/3hFt32PKnM9z7s3nEcRgcvMp8VlOqJucHhQZTi7Mr3fM4j/OBxlBx+G4wcnWOpq5QSO3i+QWWSQTcWSWUVGrURDqe4W5swm9xkxnmL3vaLOF4Y1/PJ5cIMrCGmI+gRfiCqpK4jzGfuHAg9Ya0HJ6fFg05zAkwnIBbymEoI57Z0VFBrbuwJsxnTkTFUn0ZfdCU7I/jidTEPyPXEYNiJJSq3EvDEqs6VHQ/bDQE6PjKNoctmPcByNE7PWlhumfWpOF3zdZS0hKZ5NAcRHP80xfkSlnyDY3NpzMmEpvsxZuJPUiz2GI0sdF1nc7NGpzNHJCI+6LVaiIj9EgsZsYnxfI92s0643qZQyADCDbbfH6CqCtGoGHGheP23NYqSJKH6gx/2LT/CEX746N8ViaGsffdjvxP0LNht8GxQjug+P+pwnHdTC2VZx7ZNAB48qLG56SJJASdPhpmfz9EfmTj1DVLyAXPLClt1k932PSzP5UFLRQ2FSBaKZIo9pNEBh3sddKPITnPASmGIoTosFyUsO+BuFQoplcV8lP7Ew/GnWS3sIEkB9d4YnwA5CDgzF6E3iiLJA/LRgKm0Qntg0xtBHwVVCXhzW2EmHUFRY1zdCxHXmmzVHTxfF26TGvRGNneqMQhUFHnMlR2bYjxKTB9T6QTUuoIp0x7KJMIyg0mDkObxuQselg0TV8RAyxUF1HwcNuqwnA9IRmXGls9WQ+LiiozljFkrDElGdQYxnzc2TKwHCoqaoNrPIRMwsfcJa0meO/aAuekoT506xkG7SqXdw1VjHNZ81k+skclUSKXCXLp0lkjk28/wNU2T4TBFJCLim64nqFQOWHqfk2tUVUVKnabeuUlEh+YkTGn9/Pe6tP7AY2yJf10PDnuCNdUZQjYuXjcHwqTIcYTJXzYO9ytw2FeotFQU2We1KLPdDYAQXiAzcRNsNUyKSYW5rIQk5dioie70fttgfXoFQ21QH9TYPAyYzydpTzLk4j7n5rN0xxqWu0/LWmfozdK0r3Jy3mLYrzMY3sf2VtBVGccbEQ7ruO4i1thFUSzc2n/N6eyAB5OAbuwpcrmPMxwGOM4uMzNTjMdRMpkc9+9fw5zkKCX3WFoK0PQ6V7YmRJfS/Oqv7nPpUpS5uSwXL4Z5881Djh+X6PXe5NKlIqdOfYQ7d1oUCjKJhEy1mqXZnEOSJG7cGCJJh6yufmu3ejAYAhCPC6fsjY0avd4c4bCIR/VyiMHymOyj/VwkpNIc9+H7SA5HwwHJkAuI3xEOabTGLeAoOfyDhKPk8D0gyzKrqZd5bjnGsJsgG5twuNdl6PUJhU0i2l2ycohQKMRwYrBS3CcVmdAZBqSiYbojjUZPzOYZmYJqE5LB0UXly9BEQtgeCYfSiQ0Xl4WDluW5zGSEY1c6KjqHI1Pw7gtJiZ1H5lFSTugMxxZC29iG0zNgOgpPrSnUBwEDUyEfd6l1JRRFw3RlCDJ0xzK222Jo+pSSLucXH7LXsIhFsnRHFQ6dT2BLTTwtzcPD80hxH33uGJeXzjGZWFiWxubmIevr0OuNUdV3NraqajDyUjiODQS8/kadh+1TbLQ0Zmd3uHx5jq98ZZdqNYwkeRw/3uLSpXlcKUoQvJMgutL3Yet/hCP8qKB7A+I/gKAoK2DkRPfwB3G+I3wo+KbxSCho0mlUSecvEQQB4XCNbHaBarXNzZthdF3oCl5/vUE6PWLpxBO8/IrJ+ayH7avEQ3Bm1oScita7Qjwsc2XTZTRSWct6OI5Op2ehyH3aQ4v+JMDZFTElEwNFVlBkh6gOcX2fw+6ETFzDcsdk4ilkVcMlS3tsM5NJIEkWY0ujO3YZmqBpaXxPIxOT2GqGUNQRq6UICjEiRotG36GUdOmbkE8ENHtDKj1hzpaJyYxsSEZkDM3n9FxAdxxmYGr0J0NCuk9EA8uR8PyA5lDo1CSEhjGfEEPS91oSJ2YCxrbGSsHnsGuTi1uMLPAch1AoSSQM8wmZzlhlD4nNusepGZtLK1s8c+w+muEjB0nmwwP2rVl8bHLWL1O+vcbaT1/iIx89+R3vZ78/4uHDOvV6j4WFNJIk4fs+oVDwvtZDr9Okd3AFObAZMIWWP8lcMoWi/Ph2DmVZJHzFlHCmbY0gHRNmR74vxrrmE+Lfh2WJNzcVcgmVVFQnFTP4wi3IbOWYyww4NmXzoDpg59DA9aOE0hqtgcvIcknGZhmZY9amDJr9Crl4iGR0mv7EozPRSIX3sOwozeEU05kCigvlYY7SVJ/F5TDmqE4ypqHIAar6CjcPVji75DGffQNF7aFmjpGp/1/5ieMRGp04FxYDvrYZhfg5DGNAPt/l5MnHuXXrIVevyqjKBaaTX2PspHlryyU9dYri4nFCoQIAr7++x8xMmoWFHMNhmbt3LRKJWWIxhVgsyuXLotA+mUzY2hoTDkuMRmOazQ663n9XchgEAS+9tEO5nAIkSqUtnntuCcvy37WfiyRWOTi8+XZyWO0GFI6/PzMkx3GwLItIJPKuQlckGqNpKsQejb42LQc1nP7eF8wRPhAcJYfvAUmSKKXHxKIqsegazfY+odCYmYzL2XyH69i0Oi4xo0/g1TkzM6LSDUiEYbcxpD8OsVzQ0HQf3/O5XwlIRcX4irEpHnSWDe0+fOSYMKx5a1toE1NR4dIV0wVlIh8H0xYPw42aB7KopPXGsJiH1aIwrjkxLaGpsHHoMbZ8uqMwUR1URWK1JDMwxzSGUW7sR3hiVeKwJzOdToLkcmrGImaYlFJdeuMed6v/mol0CiXzx9EM8CPr7JXzOLRotUTiZ9V/gxklS8aXuHV4QKb4UQB8f5+LH/kk9cpD7t26R3X4NJnpM0iSxJ2b2/TLv8TW/TbzxRSuJ/PVL8SZnjaYXnuK3QcvowYDXKKU1p76kFfBEY7wQ0Dn2vfvVPpNhEow2j1KDn+EsXPrBRaSPWZLCkmpzL2GQ7Y4x+nTcyiKQqMxRtff0ZqpaoZ6XQy6js4+x9D8IqoXYAUe2WKSWuUVPnleotu3SUsdvnFnQj6UoOXLnJwe0BmpBL6MrPg8sy7ofKYLO3WLAJWBqZCND0lEHA7aAUMrjusbqGgouoMq27SGNpYrIQUKQ0ummDBIhBW26iPkIEM+kcX1eySNfTbr8NQxg4k5IWxIhHQJ2w0opV0KSYPVkkNr5EIAQQCJsIqiuLSGExZzEwJf6BQzMbhTDjhWEtPcrmzDuXnQNTH2wPPA9wIcV6GY8OkMPXIJmb6pkIzJSHhEQgqyb2HaKoctk/PzTXzvDWSpwFqpz5klFUlVaLVb9ByftN4A+ZCc4TBQIBXoTMbrhCPR97yXrVafr31thK4voaoNrl17jePHl0mnh5w7993nwfm+T2/3ReZzIhF0nCb1bpV05jvr93/UETFEQXxkirnPrb64x73xI5lMVHgq7Lbg0nLA1++7rE3rlBIyQaCSiXlc3YkTEHDY32chH9AZmey1fLrjHKmow5m5Dld3DzgYxzho2kR0k86kgCJbTGd1cGRcJUvMsHAch/5YRzV8ItkJPXmBZqPJlF6kb8cIhXNkcyHaDZ2pqTG5uM3xuRB3dq6yVqwgjT2SqkYkNsXxnM/m6Nf4Y3/6MywsLPEP/+Gb3LypUi43OD33MhfWNALfpVh0afoVVleffvvv4nkGruvS6425ezeKYcwAcO9en2y2TakkmFm6riPLLarVFnu3v8x0wqHcrvBGpsOlZz4CwN5enXp9ikhE6BJbrQjb24csLWV4+LCMpolzhyIjps9+joPuDkEgkVk5jREKfcs96zRrjBoPxGd26iTWuI/bvEJE89m1Ikwd/wShcOTt6wtNP8Ve9SoyPn5ogfm5tQ9qOR3he8RRcvgekGWZWG6JjcMHKP6IwVijMLPK8nSM/TsbLBXjtLojDtoq2eiE9ki4qyXD8Ds3xLycqKHieDK261BI2diusOX2A/Fgc10xyuK1hxB7NNNnfUpUTiUZdBVySWj0xDU9s/rOgPtqR8xLjBni+GJS0FTvVxVysYAv3JQ5t2Bzr+pzfEZmNg3diUKma/H8tRkOuz7pcJdSyqI/sRnZAboKUcPDC0Jk4i5du8nEvksovoQRh2FmwNaWQzwOuchrXDy+TK/d5Ph6HtfZoylto6oqp04VCYUMZpZPU22nGEtiI1OvPkTvfxVPqvLcisxudY/W8CJxZ8Qv/693+FN/5jEWz3zsQ7zrRzjCh4DONZj67A/mXKGCSA6P8CMJ13WJ0ERRxOZrtpiCsM3syXf0qJlMiIcPB+h6/NF7OuRy4uvVS/8+5m4UafiAgblPKH2OWPNXMEdjHMtDlybENY+plMpoYqGpJvWezMD0mEpDtSucHlen4Mauz/3KmN44xsh2CTCRgyIz6Sw392UMfZkvXb3DR9cHaIqMFKiUuzKH3VmqnTHn51UW8xqqYqPIu8zmAlp9l7kM6LJMNKyy0wDPlzhoyVxY9BiYErl4gPbI9dRQwfNdXA/mshDWRUdQU4Rb5UeOwW5T5rWHcGrWp9wUs4GTYTEao9rTiIYkemOJXNylOQy4sKzxxoZNMgTaxEVXJFJawFw2zHTW4OaBg6p2ySVd6j0XfAvbDXO/6gAuHzut0x7vUQkUVueepNs+JBx57xmlDx700HVx72Zn86TT8OlPa6RS72+mqWmaxDQbEJRVTVMJht3f97r6UUQpCRtVQRvtDAXjajEv9IjLBaEvjYeEB0MhDgQOSDqy5BIzZHrjPgetLPn4ANdzyMQcZEnmtQ2blaLCxAY5GPNzjw/ZOIxjqGHuVifossxUZsTISmG5Uxz2OqTjLaqjCf3BWZTsOq++GqY33eVTJ+7jOD77LZtk6gKr0i2K8UOsUYfb98LI/pCe5lBMuER1HV+qo6p5Pn3J4/iqxutvtfH9dXR9QDYbJh97k7miRhCMWVmPYxRD1AY2oBIEAZFIF9uOUq/3315XIGjKzebB28mhoihcuhTiH/2D3+JYzicSsVlcWKP+8AbWxUsYhsFk4qL8LvmB4/jcvVsmFjP45CdT3Lu3jyTB6dNFwuEQFGe+7b0a9rs4tZeYTYnzHex8FdO2WZ0R3cYUsLdzlfkTz7z9nkx++sd6HMuPA46Sw/eA7/ts9T9CqH6PsF9nq6FwPGwwM5QxLRlFkrFJU+/V8H2N2YwJgdAA5uKw1wpwvADXlxhZrtBVTMSsw5mscNzab4k5hctFEQQlIPDFMOCDFrx4F47PCc1iNAz7HeHYlY8LN9NOX3QcAVKqSDxPzfqYjs9l1cdydPxAQlcCJraFoYSZOA6a2iUWHqFpy1Q7PU7MDDjs1ZlYAbbnctAJKKZs4gmPrrVN9XDIlRvzTM/HWFtLsbxcxGzlkKQuQSAooOmEwdzqFKHfU1FaXU1y794DRqMIGze3eGwxxWjQZSRVkR0NAo9IaEIkMc3Nmz0+9rE/fAN/j/CHGEEA3Vv8T6//ff7uf38WWQr4O391j7/+F8p8TyNCjfxRcvgjDFmWcbx333hfeneInp3N0etV2NrqIUkBjz9ukEwKCv7c2mPc6g+YeDnkZR01pHPj+X/F2amAeFhmo+FR6cLYCiHJGi/dn7Bc6qNJkAgJ7Z4fQHcAIwuGps/HTg5ZyPuYjsZX7wypD86w08piO10yoR4z6RghzcV0PAamym9uFbi4GmOjPiRqNNFUB8dto0hw0HI5OeNxY88nrMu0BgHJMMTDNgMzoNEzSUdFYbTZh7ELnQFMp4WDaW8MC3m4sSuSh826wthOcnZBZjTpsFTw0BQFQ/O5ua8xMENs1HQGpkd7GOPsgoNj+yRDOiZRVCXKg5rDQnZMWA/ojkymUzGubk8wNAnPDyEHcNAJoygeIaXLfsvEkmJcenKBG2+9QnylQDJTolV5CIFNLLNAKlt4dLfeTR2VJL4lRn4nhEIhmo5O5tFr23GR9NTvY0X9aMJ14eoOrE+DAngIk6H9Jjx9XPwd5Ucfk+4YkGCv6VBKDomGFGwvQSnl8qAC6zMmZ+fB8gIUyWS12Ob4DGzUIji+TYCELBv0TY1SoobtneBOucHpOYOtZh8jssDQTJPN5inpLr/zxku0Wp/grfGnkJwx2ZjHcvE+vvObzMR9xr0wYdXAMtu4wQBVSvP1OxUWsj2u7ZdQ0z+Bt9Ek/2CLGzcUIpFVTp6M8vCBRC7ygPmkRz6vMj03x9WOS7v9kG7XJZkcEY8v8Ju/6RIEPXxfJR4XyZVtt5iaerdR1cJCjgvn4szHAxRFPEMMRcJ1XQzDYHExx927B8jyPJ3OkJs3t7h06STf+IbD+nqXxx+fZjweo6rfnb7cbey/nRgCFJIKD7eawDvXJAfO974gjvCh4Cg5fA+4rkswuI/vQCqR4nI8xK3NAxqNEb6ZwBo2iaoNfvaJPNVBGIkN7lR8SimFiS2xWvTpT0BXLTKxgNm0oIveKwv3tbtlGFoiOexPhPBakYX71hvbwtq7Z4X4yq2AbNwjH3dYeKQxXCkKLv7rm6J6mo4ISupaCRLhAAmViQODccBeQyMd9VkuSPg+9MYGMxkNRUmQjZ/B9e5wdTdEpR0hYlSZzYCuSSiySq01pJA/4FY5iaw/RjRqMRyO6PU66Po8rd49jq/H8X2fvpcm+3vGTniex5tvNnDdOK+/vksqajI3F8Pz1uk090CZkEgOcfUcemqRIKh/ODf7CEf4sGAe8ktf//f4v//Kaf5v/+kWsgR//x/NsbkT5v/19zZ+/wliqACj7Q/kUo/wwUOWZfT8eWrtq0Q0n44VpnDswrccd+rUNKdOfev7W4cHzEWbJIvT+IHPv/3CTWZXf5JffesbhLUhh40w00mD67sqG4dhbuwVWJ+9S+DbXNkRSZmMcPkspuD2gYaieNzaD0hFNaKGyo19k1v7S/huhc+cLdCf1CkkFBR5gO1BKQW2M6BmhcnGC2RjFVaLNoWEzPqUT4DObCZCa+BjuQ7bjSS5xBjLsTE9E9eDRl9lKi2SST+AtSkxVqM9EsYjXgC6IjMJJJJhaAxMupOA2wcyjq8wl/UIGyrtcRzHC1FuQzZhs9t06Y0dJl6YnpVgYIfYaidoBzGKxh7xkEQ6ZrA+U+RB8zib3S5S0CWhbzGdNJnJ2pieQraY4sbN6yye/gzr+Q6vfuG/4fFzpzFCOo3qLp3gI6RzJc6cyfH883tI0jSOM2F5eUK7rbC52USWfc6dyxGLRb7jekgtPsvu3psokoNvzDK39h43/scMExvOLcCJGVGsiIfhjU2Yz4u90sQUjKtAgoWcoKE+rMErD11KCYNaTyOkTdMdewwmGp7vYjs+I1NmbMe5vuuhayaJiIPjRSkmNJC6vLGpIkkSIWOG376WQlUnJCL3CSenWZ5ZoFzeJqxOI0k+o8kMX735OZ498QsUS/NMFSxCXoeH5TG+v8Joch/FD1ie6pKOLrDfbtLoLxEKmtTbNjf+aYdc4QRbW000bcCwe59MrkMi4pNLRXjzrR2+sv0xUoUpjh2L88Ybmzz5ZBHDCAEpXPc6huEBcOZMiGz2W12MF9cXaN6/RT6VwrZHyPE4kYhYb6GQwac/nefOnX3292tcunTqkctumDffLPPwoYttp9C0Ok8+GWZ6OvMt5/8m9HCCydghHBJaRdP2cYwZPM9DURT6Ixst8X26cR/hh46j5PA9oOs6XvdFSsY95qOiQyfbaW4fHGO7UiIXep0n5hVaI4iHQrR6Cfojm/5YY6Pe4/wCzEYV/EAYxji+eKgFQK0DPjCfhsQjQ5lUBAYqHPbhsSWZ1sBgr1lAUy4T1h9yr7rBZm3In35WDA/WZHh8Ef7lK3B5FT51WufVzYBqz2Mx61NKKkjAyVmdWtckHQ2wXYeRlSYasqj2IuTiFmEjTHtYotaL4Ps+ivwyS/kqvuuhy2H6VolYIkvct9nf73HsWBLDuMeJE4vEws/S8ZrUBypLpy+9bSTzTdy5U2U4XCCbVVhY0Oj1lnj+5V8kpdSoNB3ixeMooRzHzvwkAUNWV7+929vOToNq1SIcDjhzZvrHWox/hD88aG/d4a/9s/+G/8f/eZfVReFE+V//F1v8jb+7wv/7n07zV3++8vs7YagI7Tc/gCs9wg8LxdlVrPwclmkyG4v9vp51g/YBo/0O1w4bOL37aBOJjUqH48UVPN/hoD3mV67FSEVieE6GbHKD+jBJSh9zZh5sBw7aolDZn8goqJhOiHQsSbU9ZrvpcG0HxmYYRQlhaOtc2T5kbI5JRx1s1yAVC3hz+yzLhXs43hL9yRaL+RDNvgOSzGHfIwiiRHSL2QxIUoLW0Mb1LJp9hW1NIqT6BBGfcke4do9McU1+ACNLJhMN8eaWh6RASB0jSSFOzOoUEyYHLRvX13FcsG34wo0oCj7N0YCLiwZIMq6vs9VZI5k7jWuM2W5bRKdVRr0W5bZHKSkT0Vp0zSQrUw0urs5TbewyW7KQ9Bhd0yEkjUgnw4zHY07mBnTabUpTJfIpg4P2DulciVgswuc+V6JcbhKN6khSgm98w3tbM/qlL+3y+c9Po2nf3qk4kcp+1zFQP24IP5prOTCFAU08BKfnBMvqsCecaCeWmO+8UgDbEz4O3ZFOMhLF9lWaQx/bj/Pyg6fQ1DcpJQPyiYDXt9KoqsZs6C4LWah1bTqjPrrqoEoRjs/1sF0FmUMc4xkWSm0GnTJ37qxiOyUqLQ1F0QmCKo4DkYiKH8BuuU/eOCCk6Awdm/vVc8yktggo0Rm7EKQZuxqV5lmqvSzhmMPP/OwxGo0b3Lv2ZU6UbpCL1zDNaaqHAb6bwGMJ2y5w82YF38/R6bQolQS9M5vN8tRTRSzL5tq1Jg8fHpDNBly4MPv2XuyJpy9wK65R390ins/xxBMffftntVqHjY0RkgSzswkkKcLeXoV63efhwzKf/vTlRwlnkqtX975jcliYXmDvQR21uU2AxFieJpl2uXr/AVo4xfTqJYpTiz/QNbK316RcNjGMgHPnjvaEHwSOksNvg5DUQpddDC2MIrvEjTF56w0uXjzHQbVBuT1hteQzX8hgmmmubfchCLM+45KJBni+g+XIRAyo98SA++YQFnNibtPDGlS6Qi/YeDT894k12D6EeNjh/EKf9vAbJKMRxnaShDHEUIXgXlPhfhkeX+bRjCcbApWx5XPQgYOOjBxIWD44voqh6fh+HNOd4mE1iRdMsd24z9BMs9uMENZNEqEDnlyxOTFnIEsT7lXqvLW/y7VKgcrYJpUyiERgZibF6dNTbG83ef16jCAw2Knu8rGPLbzrA2rbvP16elpl49YXWVufo93OMFOKMwnlSE1dRJIf8Nxzq+Tz700p3dqqc/VqCF3P43kejcY2n/jE8rvcr343fN/Htu1HomxxjGWa1LbeQPEnBEaW2dXHviWZPcIRftj4hf9R58lTm6wtv7OWY1GPv/s3d/jr/8Uazz3Z4+zJ0fs/YagIo70P4EqP8MOEYRgYv4eJ8X5w4+6A+ChMwu9iqUk6oxprOZlKO4GuOHTcArv2f0xbL8HwH/PY9Bb94ZhURszJLSZEfLqxD46vcbcSxg7CxA2X6bTGYwsSKl1ulrfpjiLc2G9STOSZy9oMJh6OmyEf6/LkyhaHPYcrWxYfPwVjS6Y/DkhFAwzVoNp1cR2dzhgWC3WmUiM26w6zaTg7J+Lj4JFxm+OL7lC5C6oEmuoTeC6GqmDoKq7vslq0qXR85jMqnh8Q1SNc2w1Tbiscmx4ytnxOz/loqoIT6CiSz2A8Q97aJHDXyEclWp0DQtKYdOwcicg2+ckWUWOe4bBM4MWJGCMkAnxriOxMmAxktME1rt3fJGZAct4FhAukH7wTBw1DZ3m5hO/7XL1aeZeZkOsWaLX6lEo/3gYzv180OnCvAqdnhXPp3QOYTsFyXqzP2wfiez85K+ZE+44omGdiEn1rwH7LYrcx5mH1GCdLt9AVg954TH9skYzuElJ1JClJpZNCVS36kyj9sYOqJmmMFBy7RjhUZHVJpdey6PVj3N0LKLdyHDRLyPIWicQI3++yW19Fl8JIGHix66SjMWT2yMXO0RxZ+LJGKBRlp+bRGV2mo3wEx3/IbHaaTmfMXK7CsYtbPLHaIuTbbO/cJpKYpuUlUHSxLjqdCfX6Ab6/yM7OPVZWDGy7w6/+qsrNm4ek0ynW1mbZ3XWAAx577J0u3ekzp+HM6Xf9fVutPi++6GAYj/wg6rcZj29SrS4BKvF4iXv3XC5etDEMHcd5773W78b8sUt43mP4vk/51m+xkJGYiWYYmR6e9N3f/17wfR9Jkt7eqw16HTr7Vzk8bHFrc5Hc1CV836fd3uGTn3x/Ot4jvH/80JNDSZLmgH8OFBHNtF8MguAfSpL0fwH+AtB4dOh/FgTBbz16z/8R+N8h6Od/LQiCL36Q1+i6Lqa6TLNfxnF6jO0QO/WA6WIR1xtRSPYZjWs02j7bhwMMPcpHT2Wpd9p4KBz2bcKqz+0Dj4ktql+xMJydFy5rrgf9hBBY55Pi9dduC8G9Ivvst2VOTkN33GU8GZIMTbi4DK9uwvFp0cms94U+8bAnKBgPqq4QEM9BNuayeSgzcRyq23BrP0RvHOfNnbO8/PA4z564i+Ucoz2yeVAt0Juk+dSp+8QjEyHA9z0iOiR0C89ukcmoRKNpqtVt9vY0rr7yBW7fDAilniQSyzEaZbl+vfz2Q8lxHA6r29y4ep9jJ56mUEgyl9vGsWOYpoamabhuk9nZAqmU/XZi6DjOt1RR9/dtdF1oOIadu1iVV9hPv4mUWGH+2KW3j7Msi9Ggy2D/VaKaycgxSC89SyKVpXL/BZay9qPfsUd5U2F29fwHuYSOcITvCMeB/+GXzvLf/s3fBtbf9bPZaZv//Z+q8Kf/oxNc+Z0raNr7s70nVIBJRYiXv8eAfIQPD8N+l/beW8g4EJpidvXs7+v9euQ4N+/ssB66j205HHZ0VqbTIFskEhEW3Qnpwz0KpSLJcZNjuTqFmEcxIREyApoDoeXab8lUugkC6QKJUJWxPeR+dZHlAmhaQCZ6QEiBUrJGOmbRHU3IRg18Z8RK0aY9qrGQU1kpfR3XNRlOLJaKkphR13PIxCb4vsVqKU0q4jG2JWI6HJuG9lDMnttriWT1sA9fvCFMR9ojaI9hPu2wPCW0k7o6wfdlNNUFfBRJUGEjepu/+IkwEV1mt+2hyC4hQ35bz1huXkfTT6G6L7GUOcTxxfio5uAemgrnjx1jo2piaC7puMpo6HDYcRlZGomYSq1tcu/eHqaT5pr1UxQ7Y3q92/ihaU5/5J1On+u6fO1re7TbIQ4Pq0QiUQoFYdvv+2Oi0d9/EeDHHbM5YUJTf+RS+k19Yb0PSMKvIZcQGsShKeY7twaQjXvYts7JGZ1yR+UvffIuvt9ElW0W8wYPah5nZifY3oiIoXFnb8yxaRXX9xi7YWaiA/CS3NjNUcx4MN5Dx0YKJMrt0zQGH0PT2shylXg8RyhUozb6OdoPvkJIn+fyygxzOYtiNsLM1D2+dHuRuhOwODVPxN6DgcZstoVljUmlxnzhCwd0d6/x2VMdqpUWuZhCMa5y+8DiYc/ESrxCxylTOTQ5/8THSYb3SUv3Cfd2GE8uEp06jW1r1OsGmUwTy5Kp1RqUStHv2Ok7OOi/nRgCJBKLtNtfQZIMZmYMErEBh/Uxw6GCLMP0tPe+7puiKIyGQ+JKn8PtDdxRm72Kz63OkFNPfpynn15430X53XuvoZp7QhOaPEE8N8/hg+dZnQozqAxZiu9T6eSIp5dot+NYlvU9FdSO8O3xYXQOXeBvBUHwliRJceCKJEnPP/rZPwiC4O//7oMlSToJ/AngFDANfEmSpGNBELy/Ffs9QJIkNjerZEoSvXGUVn+M6Tho3GfUc7m01BZVy0ClNzFQtCwxuU4qIlFu2UylbXbrPp86C4ddEdR0VegChxY8qArjGkUWlJlkBNwAXrwPiTCEVJfnb444Pu1Q7Zmsz0gYmsqTqy5XdwUV9dl10UXMB+IBWu/CpVXomsLGeyHrc21vxIV5idsVFYIU+y2DQjKH5ZRw3DVysdd5Zv1l2sM15vMtBmOPpubj+R79SZRmd4VC4iw99SsclM9hmj4l4zdoTgdMSRbtvW+wJX2UmaWPYlniQ+84Dv/i//vrFI0JWafO13/9FWZOPYNqKKTSS4wnLXw/RrXV5IznkkhAtzvkG99oMpmEiERMnnsuTyIh7MFV1Wc0mnCwv8dy9A2yKZ/ZQgjHOeCwnCNXmmf31leJK212H15nZXGOdGqGHLC79yaxxKcw6APCCEDTVBi3Pqilc4QjvC/8zu/AdLrC/PJ706l/8mMdvvFqiv/n/zDH/+lvvM9uoBICNQpmHcKlH+DVHuGDhu/7tDa/xkJedJ1Ma5PqrsHUwvp7Hl8vb2O1HwAS4fxxcqV5wmGLUjaGwgmOLShk0/fY2r6KKq3QbLrgDXli/oscOm+xtDSDPBIz3qotEwmXVAQOmuAGEcaWwkoxA5LKWmmXnUafjXoSKVDJRq9ycrrLSsmnNZAoJW0KqRE39gxWiyrtUYveCDRVpzuyuLCkESCRibn4vsLEsUCSWJvq0hp42I6LrEClLcY0LRbEkPOxDeW26CB5wIlZaA8lNg41IiGFiG4xMiUmtk3gi7g6shzqQ4dcHDTFx/EVplKwWZdIxH3ChkbMkfjUibu0+7eZm9I5PQOqatPo67iWQiq6yMQaEYtYJAyFOwdZ8CxC+oC+ZeIz4eSUQr3VpeHNE5p/FoWrKHKbpZkQ9f27bxcf33qrwmi0SDgsMz9f4vr1V4nFlpEkn5MnIR4/6hr+XrgBPHVMjOnygVu7YtZhMgqOLQrqCsLBFgmu74r9lKHJxEIO3aHMqZkD0jHojbqMbYmDjk4+YRHSfHIJCdO2ObNoYtlpTpRc4lGPjVrAg8qElYKF4/fB7RM3oth+jEREoj0KyMTfIJuaMLeisrs/RbvdptH7GZyuzFOrr+O5fRzbZXVe5nYrYN86R2OrSjg6SzTlkFf+fxTmklx/cIc7ex9hqZTCJ05/FGcm5WH7PqY7jepaGNZXUOU8M0s6m3dvMpc94PTlKXQ9TSol8bB9HcNYwPcj3LmzRRCsYtsKo1Gbz39+RCYT47VXHuC5NhefWGdursCw32NUf4N+5S5S9DjhaIk339yiVDqNORrjVV/g2dNpHqovU68s0G4fA5JsbzdYWsp/13tnhELslnc4WXK4X1ZIRRPozT6Hh9Pcvl3h9Olv73r6TdQOtihqZUKxEH7g87Uv/WM2aymywSY7pSkKU8uEdAVpXAeWkGUbVT0iQf6g8UP/iwZBUAWqj74eSJJ0F/hOK+aPAP8yCAIL2JYkaQO4DLzyQV1jt9tlKikTTyzSH+xxdtFDLcOJhYA371eZTnvIWpT6QGZitgksF1O2yEYc+hOPewcBqyWhJRyZQqTfHIhh9TNpYTxz0BZDXZGEPbcEfOyk6ATe2odiyqYzEUN9LTug2nWZzwlXuU4fru7CQlY8MO/sw14bPmrAVBp2G6LCGgtBISlhBw6W0+RjJ3+br98ZEA8bLOdvk4nVGNs6V7YOKCSmuLJzQDYmkYr4bNRSlAfPIMtd+o1XGPWyDG2HjDqku7fJ4pTDypTEzWqZQXkLr/gEX/6yz7172+TcLs3OCF0Jc2EtT18KaEpn2K7XkaUR5UYPPXeGUqnMmTNzfOlL+8Ai4bAwcHzttV0+9anoIxppnd/8zU3s8YRhps3cnEUoFHDhQgFnMqCydYPF9AhZDmOlFBht46QKaJqGgo0sy9jBOw5xQRDgK9/eBOAIR/hh4J//zx4fO/E8hJ58z59LEvz1v3DAX/lPjvFHP9/kxLHx+zvxN2cdHiWHP1LY33mI07rBjb0eiYiOLCl0DOc9k8Nuu4Hau0IhLSrljeYbDCNJzp7Ncu1gn2otoF9pcvbkKd7Y9lHdGRSvSja1QqogcSE7Rbkx4bC9gBts4kkuu80e9xyYzahcWAjwPJnG0KE3VmkP09QHEhu1PGdnX+LiasB00map4NEc+NR7Kt2BRyI0JB6WCOsy6ajEKw/yeL6KolgMJhK6CmHdYmiFmM3YWI5LbxwQ0iBuCLlEPAybhzCXBssTHaHOCE7MCYZNWAtQsGn0FZA8dAUkSWYq7WO7IrbGQmK008D0SEQANG5XAxKJCK5kYNodPnlqwjfuOPiujK5oyFIITTYJCDio3UZSwkxlQ5Q7Crq2z8i22K5YFDNhVvM2RihgEri0RhM6u/+M2bk4keg0yViYYXODVr3IpN+gVpkgK2KmoSzLHD++yuc+FyEUCh1taL8NZEmM8PpmLmKo8O/eEkY1ER0WM9AYCq1hJgYPq+I98bBHNg6uPyAV6ZGLRZjLOHTHPs2BjabIHJuS2G1KgMWtvQBDG3Fh0SWi99mqp8gn8sQjMulol4jRxQoGrM2k+OKdt1jM3eXyeo583sFxf4lCOMbtByna7Z8mE71Lf6yy1Qg4Nd+g2UlwfNbg1uGQrfJHGI8dzs+/TFIbE5JGzMVz3HcMHuw/idXf5vyMTzIqsdeeotFbQVGHaE4LXfVw+yNC44dI0Qj1+iynTwd4bhdzHCMatTg4eAXX9Wk0rlAqnabRiPK//C+vsVioc6wI5mTAb/7PL/D0T32eNNs8dUIlFeyyubfPrb0FZmbOsrycRx//cxKKxHhywPlTBrd2FGqTKV57bciLL+7wyU92uXgxT6GQ+rb3Ttd1OnaKG/e3aDZjOHKMVHoKZIXB4P0xYFxzQCikYTs2O5v3SBAw6UXpSxm6rR73N6rE4m3MWAbNqnHunHqkOfwA8KE+nSRJWgQuAK8BzwB/VZKkPwu8iegudhCJ46u/620HfOdk8vuGruvEQy7JGMiBQjqmk4wnqYzP4vllBqbEbMJDVRzuljWa4zT5cIveyGIhFxDRZe6XPdangEB0CCc2FBKiyrV5KAJYvS/+vV8RQbE/EdTSxbyYe7iUE5rE3lhw7H0fGiOIRcS5xraweA5pcGERNuuCkx+PiGHGyTAQ+Cxkx0xlXKaSYzrDLzCbyZKJ9hlZE4IgzaWVFIpkUumuMLJSjO0aiegUJfl1MrEmyZDBbPJLeIGP7nZJ+DWc3iFWoBMLQnh2n6/8yj59+Y/T6niciNdYye8wnSowMh3aY8jm1ykVzuB5E05kl8jnqzz5pBj+bVnv/mB/8/XXvrbLjRtzzM/nuPLmi5DeJq9C0Ovypa8c8NTPfoRRa+ttbaGnJJCo4bguIOHpwuo5s/g0u7uvogQTHDnN7ImLH+TyOcIRviMcB774Bfgn/+E9kJ/9tscV8w5/9o/X+PN//Tgv/8ZbvK/4FyqK5DD3xA/ugo/wgaJZ2yMyvEalU2MleYjlaSTyS3TqWzQbdXL5wruOH3ZqzCbeoVBlEyrVdg1VDyOP3+RzJ206QzjsJlBznyHi+eRkDVmWafa7FOUNylaZZDrHCxs1fNvm5HSUnALz+RAPKzrgsZp/AVmO8OL987yy8QSH3T3mssdwvX0G1oSh2SYIoDF0OezCp8/AxmFANubT6EG53SGX8Hj1ocvpWYPb+z6bhwpPHYOw7rJVD4TZmyS6QJ4vZviGNdE93G0KR+5cAmZSgnL61rboLmqyh6GLQejZmI+EmH/oeCIemjbkEz7dEZhyhmcfL9HohJBUi/lsje4wIGz4SL7HaxsO+YRL3wzj++B5Q5475uGrOsNRg0QIenKMVDEgFXFRtRCeHkXVbFJ6k7mEzkqij9NbY9C/zPaD+8xMeizNFRilDnnlAWSnniAIAmKxIbHYu+/nEd4N14FKB+6UBW202oGfuQAhQ/gzlNvw7HHRXe5N4NgM7DRkcjHojh1GZkA0BHNZm71WQET3mM347DQCbiFhqCoHHYljxYBAGjG2xjQGEFIDLDXFcHzA+bkJsZBHY6DTHKoszrRYz3fR9CTTWTgxN+T2fpOsIVMKXSMUvkRIcsjENjDCi9SHGpFsBGWyzdbWM5jmgFm9hTbZphAac2o6wn61wVuVv81O9y9zp/wqtclbaKi4Xolc6hrLeR8p6LNc6nN9FzpmmEz4JsXicbY2blLdLqNF6qwuTdPffZ5Mcol6vUXZfhpdb5Jz7vPifZu55D4npuPsvfr/IXt2DYkVTp4ssnbMIX5vQs8S3etSKcNMymFpSadaabN9/zZ1a55q6wSuq5LPd/jGN7Y5fz7JwoLCE0/MfwtNdOvWN4jSJpsw6PVcwskVdnoZwp5JofCOZMhxnLc1hbquv+sc0fQUt1/7FeZSEybVLe5tG0Qjz7C7rxKWK9SaOsunz7N+PMNzz6WP6KQfED605FCSpBjwb4D/OAiCviRJ/wj4rxAsyf8K+G+Bn/99nO8vAn8RYH5+/vu6tng8TmPk4o53UHyTsWnjSEVi3iauF+LmnkOlayMpMoExw/LU49y9+yZPLrmEZAk3kBi5Pb58U3T2XnkohvJ6PkR1MY6iNRQzC01HdBCXcuLfeBjuHMBKXsx38hA00e4EkAV9wnbEHKBsTHQlp1LC3GalIIxq5nK8HXRtT2g4XN/Gx6eQ8EmFJxRTGqmIQns4Yq8Z5rCj4wcPObOQotKZ56A9JJ86oG+GmclkmQ62kaU01/YXmE1fZ8YfctiJEjO6BOMyk8qY+dWzkLrM3sG/Yb1g4/s+Y3tCLNQjEf5l1rQ2Qz9Eb3iSiz/55wBot/vU61U6HZX5+RQ7Ox1isSo3bni021FkWaZa3WPS79MbzHD/oAxaG18a0d54nr1OhAftGrFwiGw2zf2ewVSmiCJnmF8XQmzh+Pb572tN/DjgB/kZOcL3jpdfhunCgGzhu3ewf+bTLb7+aor//hdn+Vt/5eC7nzx0NOvwe8WH9fkwe/vMZiLUInkOaveQvQGv3qySTsV42G9wuPwpTl78zNsbsXA8y6D7gHhEbKp6Q4fYVI6NN/8Nl8/MYQ8PyaYDapVDFk79OSp7Dq9d3aMYHXJq0SURqvJzHy0wCRJYnOXK13+DvYlHRttn93DMg7LPfH6G3XoHSY4gcR9Dcfj06R2KiR6jic9KfkCA0H/lYzAYwvV9yEZhMIaeCXPZCT7C7Oa3rptoss7ENnhQGTKfkykmPKKGiFOpiOgGeYFICn2EfGKxAIoEL2+IMRuSJMZCRTQwXTEO6uYeTB3nbXfwYlL8fgIxPD1u2ITjEl+94SCZbS7OTXB8yEQ9lvOCxbPTNJnPediOQjgkYbouEWXAsRIEnkM6OsTQNG6XFWbyITTVQI/FWV+YJpHIEJgOsrlJfdMjIfskXZf6oc/6aonm4BZWdAbD8Hn88W+ta+/uNqjXLZJJhbW10h9Ys7Qf1udjaIl9UG8M9Z7wUeiORUFcRnSTX9kQeynHh+4IVNnn8WVxfNQQhkZjOyBuiCKC9agr/tqGiyKrnJrzycXFuQrxAMcD0+lz++CQU3MmuUQgnHHjKWr3Jzy9ViaiSswUA7qtPe4+yDCWzuA6bc4tVxiNfp1cQkcJhjS7FTztBDtbhxzsh2i1OsiSwcSKUYrvMxu3yWbmGJ9s05j8EiPpLJcvzxJ1v0pJq2O5FbaaIcKaw1Jml85QQtUKpFPnaYzr3NztoPsZPvPcadqtLm+8+S/odkGSSiwXXKzaN6i0bMp6hELcwjEl9g/20HMJOo0d7GENz+pR6YRoqD/FYfs1SqULDIMZvOAVYtEEw8MrhFhgMXaTYadLX1nk3j2T6ekLjMdjqtUId+5UOHXqnfXc7XQYbv02p6agcuij6BYPD/eZWr/M/HyPlRVRrN+99xrjw6vYnQ3UcI5w4SwzJz6O8WgG6LBTw3Ti3No28fw8ntfGk100vcRrd01u7J8h/zDOk9X7fPKTJz+wdfiHHR9KcihJkoZIDH8pCIJfAQiC4PB3/fwfA7/x6GUZ+N1DUmYffe9dCILgF4FfBLh48eL7dHB4b5imiWUZbDXmCCsmD6tDWpMasVCMU7MJZgsypuPwsGaTKuQw/F0M2aQ1jFJKaOjyBN/TuL7nUMyIkRW1HliuoJWm4yJRvFOGpQKsFkBWREL3oCYC4jc7g8OJCILHpyCbAFUW4zCaA/A9UVlN2YJ6ETPELKCHNSikwLIF5aKYgvUp2G+5fO6cS2ekc2wa6n2X9jDEyAFNM5lJ+izmK2RiD0lFAyQ8StkY5WYZpDARI07ECHG9EidpVJnNdhmaENUSZMNtHj64hZr0GXtz7A12CNldlldWqd78dR477pLQE4RxiTkHvP7FMXNnfpbf+bWvE1LCTPpdfv3Xx5w8eZyZmcd58MDk4OAO8XiBTscgYuhIJPBxyCXKGCGFnfsbNNphxpHPEZl0uHvo8djTs6RmC0QikW8bZOv1LnfuDGi1ejgOZLMp1tYMFhe/O6f+Rxk/yM/IEb53/MZvwKX1+xCe+q7HyjL8rb+8z1/7z9f47MfbnFz/LvRSI3806/B7xIf1+fDRCIIAJJViPs1uOSCjNYh5DbKpOcatL/Nrv6yhR9eJRj2eeKJEa7hOt7kBkoSWPkspnUUKHAwjTMAsuqagVvcZbv4CZrlN3z2H7oxojGVqE4l0ysEKhsSnjhGKnkGWW3iBi6r2WJ/us1ffRZM9PL/F08cs/vxzO2gqdEc+t/ZVKl2XzUMVcJFlEXdOzIhOzsiEdFQYyrz+EE7NwEI+oNqxcPwo5U6CQBpQ7Yk4aNvQHYo4da8CmShs1ISEotqFC0uQckUh1fHEzENNhagHL9wTmv69JhgaZOJQHwiWTWsA0TC47oCr9+okjSRe4NEeq2iqyenZRwY4vkQ2FlBtO6yUXPpjcFwF2e/SHkEirJKNga6YhDSDsRvCHoV4ZTPBpx8PI7llDBVeun7AsfPrxJUh48ZNDlrXcU88w/TMCZYem33Pe3/vXpXbt+Poep6DA4tud4/Llxd+WEvv94Uf1ucjbAgDv2JC3G9JgrWioBlvHoq9zkJO0E77E/j6fchHRaHCsoU+sdaH/sTj5AzgQH8coKsKp+YC2kMJTZHojsQ+qdIVxkeq5DOXrSIFOhNLxXbAckdkIgFqsMXNzYDpSEDaMBm7CuWOS2B1iCU2efx4mGbvgGw8Ts8MaAwP2Wl36QxPMZ3apJickAxNM5P1CBsuB12H6VKUn7p8g7VzBXb27hIMIKpN0+m7hDthkCTGrk3esIAq+uQa+kCmYJ6i2o1j2zl2dxRUV0dVF9D8OxjOqyxm5xm4l+h6KZLjV1mZG+MGA+K5JFeu3Wcm3EZyR9T6Ca73FzDVn+bOnV/nj/7RRZaP/SRf+8Zv4ljn0EMJ9vf3CPpvUh99GkUpvG2ipKra2zTRIAh4/fU9rr9xgydSbbxCgrjhsZQeYOltCqm7JNQsrUOfyv4W/fu/xqi1xZOPLaIbPWytTm3rDRZOPsug3+OLv/ZvWYk5BHIcX19j9tgmX7laZWPP4c3Nx4nHP0Kv1+W3fzugWPxV/vbf/iNHtNIPAB+GW6kE/BPgbhAE/93v+v7UIz0iwM8Btx59/evAv5Ak6b9DGNKsAa9/kNc4HA6xxjqZmTSB71NUXTYbN0km4kTjQ7qmRHfgMXSiBI0yhZjO0FLRgiaBrxDIJvNZl+bQQPItLFvMJ7y0DIWkCIhvbQt9IYjvLeThXhnmMhAJwdgU+sGvlUXQOzMPE+eR01pXWDtPZ6E3EtXSlSLcqwraxYUFGFhQiov3btYFTaM/gUxUxsehP3GRUBlaBratEdb6PL3WYrtuszblspSXKLc1LHfEk6sjXn0o0eyHOTNVIRJysBwJx4FC3OegbRE3fIYHdXZ2owT6Jc6f8CgVHB7e+k0uzjaYjxlUK5uMnCiBmqO69zW+/hu/zOXjj2FoLqOBw/3bH6e8e4fu/kucO79EPB5mMmmhaRq1sYliSGiqRLVSoW0fw9PWqVb3MBaGnDn3LGarzW/+1j7Ly6BpVZ57Lvktw2GHwzG/+esP8LwIDzZTyHKcs2c1ej2TSKT7Hfn0RzjCDwJf+hL8+adegfD0+zp+pmTzH/yJKn/iL5/kjS9cwTC+w74sXILGSz+gKz3CDwNTyxfYvvU8k8mYW4cDdrZ3OTXjMJfPMzErjIZZDqomC+uzHB5O+IVfuMLi1IB0bEIsYjGtVqnuBhi587z21pdYn5LYbo145fVtnjuZZTprkeGAVw8eo9ucYTLO0trfQVIbdM2Am5s+z67UOTcH1XaEzdqIUqKDoQkt/Po0LOZtfF8ipAW4nseDwwBdcVktCapPIiwcRiUJRo9m95ZSsN0U8W5ogazIjM152oMuZb3H2TmhDby1L7qOf2xGyCMcD5Ih+PId4USZCsNmTWj212dEIpiJiQ6jqgiWTVgVZmzTSbHRH5mCZhrSfVQpIKe36dt9Hl+00ZQY23UbCR9dhUw0YG8MqyUIaQGWCn3LxTEkNmsy61M+fdPksBNgRJI8LI/pehm8sc9LL7/OqcU02dSEpbSJ3r9Of9QklvYohNN09t5iVFph6dvc+709D12PAaCqBuXy0SZXUwQbKhl+RDPWAUkwqBxfMK5m0qKzKCESx3RYzD+MGKKI8NiioBZf34PT04KKXO5axEMSuZiJpvgc9oS0Z60Ix2dAl+BXrwSko2H2Wx6GalEf+CRCMLIHzKdV7u+fojtWUdU6rvQCKjF6gx4UB3i+R0DAwFzm3n6AIqmcmI1h2XfJhA9pjk7Stac4X7DJhnyG/ZvUxyEGjddxWjvMJUIYRpyQP2aQdVHDY6ZzGoa0zeX5IZ6kcGE9w439G6yl47y1fUCtfJ5aW2Jl9oCcvENY6xGYdU5k7tMNfhLL9qnUKxSyCil1n3b1gKeePE6jMWA+pbJZ/ToPOj/HbPSQjd/5AqF6is37YR4/9TjbW7s0m3FavYBbDwM2Nt5iPN5nauo5ikWTkycFTfTatV22tlIYxjxtc57bt+5ydmWCrEuk3SH58VdIZi5T27jGrZeucX4hjaIGvPr1V1Dji/SsCsW5e7TKd/DMNkvGBl63jsssDw52uFtVOXE+S+DV2a4YjK0Kk0kaw3iGL3zhC8zOvsWf+lOXvsOKOsL3gg+jc/gM8GeAm5IkXXv0vf8M+JOSJJ1HxJod4C8BBEFwW5Kk/xW4g3A6/Y8+SKdSgHA4zG47xcmhiyZPOOy0mM8OOTUDaWOM5fj4usbeqE9E81HIs5xLEgQgBwGaGubcvMVh10FTRSU0lxT0ldZQPPRKKUERzcaE7nCzJqqYjgfpiHAivbojjGf+vcuiUjpxBHUmERYzEW1HJJTlLoR0oW0sJkSXUkJUbxfzwjG13hdajMHYR1PA0AIqbYehOcb0brNUNJjYNuvTDskwdMYSU2mX+5WAVl9mPquTjsFBW8F2x8TDISIGhHUNyw3Ix4Y0u208eZ4nFr6I375JV4qiemOyYdjaq5EO+QRuDVtKohHnJ5Y3aQ13ccYGkUAh7L3OnHGJ3r5EO3GTlXNR/NJFXn55wNziT7PV26BtfYlyY56Z6VUiqk9jOI21DafPBjx82GRxcZ5wOAEkuHp1j09+8p3kMAgC3vrGb7ASkxn0+xw4Gezw52m1eiwu5qjVDo6SwyN8oOj34cGDgBOffwEif/N9v+/zn2zzxvUE/+nfW+Yf/Jeb3/7Ao1mHP3LQNI3Fcz9Js7ZFsbDHlFEhRJOXbza4eL7E5l6bWPEknudx5coW3rDDxdIhztYXmJoZsF9OUVo6x2HL4OSZj9NqbtM295iOOpRiAZoFeqrLF159iaH1DFG9zIbbw5eTDM0tsAKqjS3WMhNk32MtP+HYlGC25OJgKOAHAZoi6HfNQfA2tbMzFN2c547DVFLQ/ZYLgtqpyoiEswutoUQ2HkKRXcrtEZdXRPFTU8R/jb5guSwXRRLw1p74utmHu1WRDKajIs61hmDYcG4Rmj2RLN6twcVl4fz9zfEHJ2ag1gVVDhgOTM7MSBDIJCMWF5cVvnrb5+wCEIjYm4mJf+eyMj0T+paCrnpUuzCX0zk2BY2RRSaVResMKUWnkH04OGzS6Aw5uZZlMOpRjAx5UDOwAkiER7z81hc56F4gm43w+OM5YrF36OSy7L9rLfze138YMRiL+6BIYOhQbolucDIiHEzNR+PBQho0BuIed4bwqbOCaeX5Yg8UNcR+qdp7tH+yYDYTMHFkwobYazWGwkVekqA2gFIaPM/msO/RG3s8sy5BEFDp7KJJEVRVAVI4ThE1eIF8QuXkbJjuuIumWPieQW+UZzEXpz5wsIYOF+a/wfGpMtcP7rDVPMXysIbdt2HQ4qnZMEP7OrYh4zt14tF5tIjOcLTHdHyObPESYbtGMeZyd3/I5m4f3Q/w/RghQyWqDyib/xvqN/85nzgeojuWWZ/vsyy3GTm/Qb/TZyofwwp8HGWGkHxAtdzFccJMzIBRzyIuv8aJ4iZL+QRRu0JRC3jlSkCrHsdyktypzAPnMM0ptrbGfPnLV/jUp/LMzp6jsnufnZf+J0JmQG+UYC++RJo6y96Ahp9jLheQiKgMxyN6rSqFRJbu0KZSqXGyGHC//oCZmVVGkwhroR12GzUK6Qib3UV2Kh06nRaPTWvMay0mnsFa5ht85eYniMWncN0K09ML3LnjfMgr9scTH4Zb6YuI3OX34re+w3v+HvD3PrCL+j2IRCLMHz/Bjf1XWc1XcfwOP7Hu07F9fFQO2z1sR+L0fJHBoMJ41MR2HB60YCbtE/geb2xBZ+SLwcJ5QQ2t94SYehwBJPjIMbi2D95EPAg1VXQCT00LIfa9tphlGNZEkPQCuLIluowSQkt4Zh6+fEtUSgPEA09G/E5FEh3Luayg31xeFkH49Lz4PYf9ANcbspxTsZwJW3WHdERYhhtqQMTwCWsgST6NPqwWfRxXZaepYXoyg4nOYc/C8xU0VWIm1+Lx6X2mY03Wsg+RZZdvbCvYKyUyMYdr2zbpsI8SDeF7EkbUI6P1kf0oI+qE9RzRiIvvQ73R5ifyAW9V4pw+HeLhwzJEIkjqRV65eZwVywJJZ0KRZOQAy3pAPj+hVEq/fR9/7/DW5mGFtcKErYFBJBJmITviVv0GkcgKtj0ilToSNh/hg8WLL8KJdRtdA9T4+36fJMHf/Ev7/OW/c4xPf7TDZz/Rfu8DQ0UY7/9gLvYIPzT4vk8xlwbXIJxMYQ/GzGZs9spVDsZnKUazDMv/llm1jadfobZZYTbe4rBuk493yXkhKl2HPXcKXRrjWhNUPDp9B9eVCSsDQkqChTmNdNhDVWbpjWvMphx0+YDp1ARVtphN2/hBQH8sZuqWO9A3oVMRG/Ddhhg1MJ0SkobdukE6KnO7/M2ujIemiNFNQ1PErs4IGv2A/RaYtoVpj5FlUTQFEbtAbP77E6GbLyREx3A6JTqEM1nYb4jEU1XAceHGjmDd9C0hqSgmhTbt+IyIk7f2Bd3VcYX2vzsOWC4G7DXHTKckhpZOuW1zbBo+fwHe3BYumQs5iWREZ6kAtbaDrqrcOfBZKelkwmOqnQoJPUPNypFUDlgpRPEli4Wsz795xSZITRiNLPLpGKlImoSU4dWvbfLUxz7NV75S5qd+av5tE7ULF1K88MIBnpdGkgZcvPjeo23+MCEWhe26oI9ajigGzGbE16oi9KiWK7rRIAoB35z5rMmi2CAj1mspKZhVvUed5EoHFnMerZEoBkxskAJBQU5EQFcgFnHwggBN9Wh0PWZzQv5juiPy8U0SYYUbOx6Pr0okIxqGOoHAxQ85PKx52PYerVER33eZTWywXBgjyTYnpg+QDge8tP0RZqND5mMmKhNyIZcdxpS7MXabI/zAxpPjHPZkDg+3iWIzHZkQVTzykT53yzLXd1v40XXWl31e3/g1Duoq3toIQ62wkAlT6bRQw3EikQTJnIyh+mzUAjZay/jugGzMYasy4dbBMkbsGrHQGHtwm1TeYykbpmeV+Nd3T7J/cA7TUpGkWTzPJZ0OMIwU8/Nn2Ngo07r5z1iJPUAKqSQZcPPgNmaqxL1mnMtPPklv/3Vag4DcYgJVi+AEY/pOlHRymle2+7iyRmws0R31sWZ9FAlSSYiEQnh2l7MLLovTCRxnyFLSpDs9IXzvFp1OizNnDBYWPo6qXvsQV+uPL468lN8DkiSxOG8xGd1gNW9y0DapdlUkeYgvJRlYUc4tZKn0dOIhj1R0TM62GA41XrrncHLO4/iUz70yzOQgGgLFFkmaFIhqVzIC+51HoylGQmvhA4tZ2G2LamgqKhK8sA6zcSCA37kmKq7pqKjUvvRAPOBsV+gQFVkkhq9vClF3KSk4/JoizAKmM+KhKyEqq41ewMBySIUk9ts6O2ObuZywDK90IBOTcJyAx5ZcNuuwUnCodQPulUf0UxGWizLRiMLNA4PTMyY962XWMiOKCZPmQObyss+XXttibmaKgRNibEWY10zqzS1su4gceORje9T6DvmMQSxsIWs609MZWl0XVZVZXZ1lOGyjqrMcHnaZme8xdJ9CVWIc1l7g9JkUQZAlHn+I69qoqo7jTFj4FulGQCIeJiq/AeaYbMgiavRJpfKk4vuoQQHHSaFp77hq2ZZFdetNFN8EI8/Mypk/sIYBR/iDj69/HU6v1CD63hqk74Rk3OM/+at7/Pm/fpwbX32DYv49KqZqHPDB7oCe/tafH+EPJFRVpW9prORz9Nsm4cBGlaP0pSV+/pOf4V9/8Z+yPhVna9gnGu2ymKiTCMmEtC7lYQK1XubeRpSi/hXOH1+gNOXyr656+FKAIQ3oj2TikRHHi69iu2NysXuMEmEMpcnEMsnGJhB4NAYBSEInKMlig711KOLNfkuYg+Tjgt7X7MNs1qI9EAlYEAhGTGcsXsuyYL/0xiKpu3sQEAuN+NS5Ec2BkDvkY7BxKIofyYiId0sFca5qB07Nie/dqwiWzUFLxLWQJpg0m3XRKQrp4hpdX1xzPPwoJvYFC0eSRCc0FQ0Y2wov3JUwNJnlgk4iZNN71HFqDuG1DY+ZrM2Dik8mDmHdQJJc0mEb25WYz9rsN6sE49eQokNqbRlLkggfDEhIPcpNiVTURw4svnxlQrh4GcNVGQz6hEIJTNMkEhHdw2w2wU//dJhud0A8niIUCn3HdfKHAZIEZ+ZEsqYqgqL8xRvC1O/MnEjgNBXmomKNOa5YBwt5GNoiMTRdsd96bRM0SRS8uyO4sSeSyKUCPKiItfmVO6IYESC6kKWU0JlqqsuxKeiPxdpIR3zWpzxkAoLAYSZl0B7Z9CceCxkwdB1Jkjjs9YmHw4zMOsdnXHLxANOJspBPY3oxNvoenUadkGlSrzukohoPahozmTFrUw6HvQlTTDHUjlNuXicqZ4jIPQwN2kMX1zPQ8NGkIfVajNX0AdPGiGZ3j4+sd+l1JOyxh6J3KfcjSMoUg2GfN+46bB3k+ZW9p1nJ73J2ccwTx/oo6i26zXt8/JkYqaSGJUM2dIePrlxjLzzD7f0n2W6MiUYnZDJraNo+QeAjST7SeJczxyJUKh1yoS698ZgnP//TtNtN7u+P8LwT+E4Pu9YilF2idTDB7+7j92Ls9U6jK9scz9zkZOGA5l4IM3Qc0yhiKdtYioIcnsfxeyiKhCpNKJZmOXc2R+PgTWbDCr2d63zq505/uAv2xxRHyeF7wHVdBvtbzKbizOQc4mGZiT0kEQ3T77u0xxEOOtDrN5hKSliOhywrLJcCXnno4wcBd6syp2Z9YrqgQcxkhFh/syZ48bEwvLklKqy5mAh2z66Lh9o3KTmyJB5eE0dUT8ttmM2L7l+rLypniiSSvnJX0C+WCyLh1FShPVQU8V5DhZceQjYutBWqDDsNoXE8OSsqu3crLssFuHUgNBxzObB8HVmFoemw1/DoTcZ0h2GWizIRvUBnXEdXZSYTl2NTbYbVNqmwytCSyMUc9psBpTj02i08Y4qltadpDVWUaItbVYnVGRnbcJhdGlI2DXrjDaL6DJuVMfL0Z3H8QzKZCGfOJGg2X2dlxSGV+jhbWzvs7Nwjlcpz9uw6mmYgy2GSyQdEIimyWZWVlWl27ryM6tTxJY1o6Tw3H1R4fFFFUVPsNHzWYxnUyAPmEwMUqcnurbvMnv7s2wli+d4LLGZMJEnCdjapbEnMrJz5cBfoEX5k8dJL8NMX74l5hN8Dzp8a8ZmfaPPn//pxfuuXbvItdQpJElrG0e5RcvgjhuXzn+X6lzZIyhaqrBJEPOJ6AQKPMydTXDyeYWlZ5eGbEbo9D1nX6Q81hsMx3XGMhUIeb+Bwa8/HcRxmZhb56q0I85kMtjNhZdqkkG7SHYwJ6S6y2qc3cggbDtmYTzLic2NfzNYtd1R6Y5feSBiklR+xWNwANA2KceGEHQ+D64pu3cNDkdTpKryxBe0+oMDTxwTdL5OYcGbWYrUkBt6/eA+OTYnNekQXMXAuCyMbqm1xfscV8fKwDoEn4iaSKLKWkoI6qEoitm43RIJ450AkkhcWROG1NYbLSyI56I4CZFxm8yFGY42JY6HKouM4nxUJienAZl3m7EKYtXTAlU2f6bTPvapEMaViTjTChkyKFu1xgljY48RqBNM0SegBUiRBo2djexqHoyfxtgZsdB1Wz/uoqoWuv1sHr2ka+XzmQ1lzfxAhI4rZiUdFgEpHrLMzc3BlExJRUUiPGhDThXGfropkbzoD+02xL3I8YfYXD8H+o4L7syfE+S1XJJKfe0x0Fmt9uH0Ajy/CXNZFU+Grt+CBD/Go+EzM5eD6rkfE8BhOYKdhUesL19TFnMxuw2Y6AxFdojfu8BMnJeqDCMXEhO54QneksF016Jo7ZCItcrEM2eiYm/s25abMiVkbkwix0ARzsEuvbWPaObb7cbzgEieLB3QmPdzAYbloU+5tsFf1eXx+gOc1UKUB/bFDd6SgaUvsVFu8tptCvx+j2x2wNpVhJptnPAozMGdIGLtM5+KsLMlsblncOfDJW2k8z8Jw+jx7apZ6MUIxeY8v3ckw9mVUNcSFCxHCoQ1CboV6o0k13McNDBJhGV8Sbqn+SOL5uz4j+Rl0PcbMdJFQeMgf+ZNTHNYaPP+vf4XlVYfwpEvHShLy4+TyGer9FHOLP8OFY0mCF76M1HqZCT7j9i63tsOUx9c5m9vk7CWTnjkgv/wsIXcL27a/ZSTGEb4/HCWH74F+v09/4FFcNNAkh1hIJmJoXN3TCcdz9L0Cv/AVi/NTPeKGyVxOJxmWaPRt5rMeC7mAwcRnbAlKjumIBG+/+cjFLQX9EVxcgd++JgKZpgoXU9MWD7L2UHQMFVl0BHtjQbGxXRHIbh0IPUi5K/SH/YmgxJxfgDtVkYwOLfHgmkrCl/uQiokHbKMHkbColqVjItnUVZmlAni+jK74REMi4IZUi4WCxK+9EbA+rZGKBmwEJhI+khSgKkmS4T7ZaA/b0RhaaV681yYeUUiHZYoJi5gepzFwqQ/2KHc/SjSxjG8EBBGfVL5GJOaj62H+xLkEv/58hxsHyzz33EWm52YJgoBw+DamaaMoedrtDq+99gLp9DEmE4epKQ9VFQ8FTQszM5NmfV3YKx9s3GA2Un+kE/DZr7xGYe4k9YlBYHvMLk/xcK/JdCZA0wTHaTEXUN67x+zKGXzfx6CHJIlqrq6pBL36D309HuHHA64LV6/C3/nJVyC8+D2f58/+sRr/h/98jX/6L0v8/J+sfesBoRIMtyF9/nv+HUf44SMai3PhM3+DvYevcfdrv8iJXJeVzJgXv3KfxKmfZzCyKOaTmMtFNH0BRTXotmv07t7j2PwSO/sm4UgG2T9kedbCcUfUWgpnTz/NcDSitvcCqAFRo4dFiFv7Ps8c07Bt2GnKTKdlNmo+muoRN3yQRCeuOxLOkK4vNtoTW9D3CIR52nRGsFPOzwvaaXMg4l02Kf6/bEds8i8tCU3dyOJtg5FaT5zj4rKIbVe3xcb+5gEsFeFuRcw5nM3CwwpIPfjYSRH31kqis2R7sJYU2kTPe9TRzAkX01QU2mMRU0sJkBRRPN1pmhx2TVxPJKexEIyBs/MyjYFEbyzRGytYDkxnIzyoONT7Ho8tGbRHE6KRBIqZxE+uYo+reFqUnYNDVpM6meiAuK7w+oMDHlaHdK0wvjHLvXt7/PzPl1DVo23Xd4KmiqQ+HhZrbqcu9j8jW+yJlgqw0xR7o01TdI1v7Yn9U7Ut6KcfOS4KCyNHmPupikgmm33hdPqgIkaFTSxx/FMrYu8lutQBuuLwsZMKb+0KmvRBR3QPT83AgyoU0yKpXC0IA6beyOfxFah1ZapdmWNTMJioZOIG9yo9AhxqXZfPnPe5V+7TN+O8/OAYBDatQZtiqst0zsJ2TIaTNmenfZ4Ma1zZLrMpLfKwajEdqzOVGqIqEdpmkqlCBsvZJKJLxAxIhGx2myb9SYmH1Qm2l6DfV/BHNufmothOjPHEIZfo0urfQVc1JhOVXuMu86UEkew0YW3MdqVLe5hA1dKMRm3y0SHrUwpm+Bg///Mely8XmTRusJAacjdzgeu7b+FO6nR6Xc6shMlIVR5s2kiDNV67HSaRNpia0jCMFW7d2uPSpVmkzCe5e/8axyJZLp86STRqsriQYFBLM7NyDkmS8J/9NK887/DWGy9SSD1OZHqep7UW4+EDEvF5FheS1MwWYU1044+Swx8sjp5S74FUKkXTnmLz8B6WJXHYdZlKq8wXMnhqAt+f8PETCpIj0xz4REIB1Y6P7YDjhnhQNnEC0a3bqolAJclCw3G/KqgQUUN0507PChOZsSmqrefmhH7ioAMnpgQldbMm+PGd0aMHnSQoFpYjuoBv7cDlFVGFvbor+PmmIx6k5R5ENXjuhKikfbMyXDCE1iOsQcWCXtenMxYVuI+fFFU2TYGtOuy2AhJRiIYcFEllKuNz58AnR5WILvPbV0c4XpbptM3TqwqdyRT3yx0IxnzqdJRsPEqtZ+LYI8o3v0LPOqDWC9Ez/gi2doqlxANWl3q0u3EWTj2NGVmjXg8RDjfodsf0elUKhVOsrExxcBCm1/OoVjewLINut4+mbXP27CKeV2Z+/neNo3D7qKF33N+imkuLNLlCCUNXCYKAcRBBU7R3L4BAuEHKsowTGL/r2wG+cqQJOcL3htu3oVCAuH8LIs98z+dRVfjbf2Wfv/NfrvD5T7a+lV4aKsJo5/u72CN8KAiFwyQy8zx2+hhWf48rmybFVJrbN95gfvnP0RsfMkp9gogywjMHNEkzvV5EiobRJxF2H1qsxq/QG9gMJg6fOhfn1c2rTKccMlGLQX9IRHOZmDaX1zJUWhPWijb5eMB23WXukbYrFgqwfXAeFSvHtigm9sZi877bFMnciel3ksZ6X2zoPeB8TsSzwIc7FTg3L76Oh4W+a2JDOiFcJi0X9toiToV0Qe0LaeC7cHFdxDL5ES00HRKD72Ohd84jSaJrGHiwNXpkNNKDiQmZhKCnpiMwceHpZVF4XZaFqckTa/DyfegHcKwEvq9guRL5VIar+yVKKZ9GT+N+eQZD7XD34AGqnqE2cGgOmqyvxBlIAWNHJRmPkoxP2G9N8D0dTY+ghi8TjX+GqakqTz99GtN8H7NK/5DD8YRetdIVRW9DE+vLtEU3sdwSJkn17jtjS07Nij2VLAuDpFpPsKuePCZcdIsJsV5lGW7uC7pyayC6h4OxKCSEdYmhFZBLSEwsqA88hiYs5iR6KFS7Lo4PSMJN9/Y+PL4sjJMafbi+A/WeTzRs0BsPMR2DsO3hew6HPTg56yIFPhIqS9kOrf41TDvCcl4iGoLJeMhhb8zxooOm2PjuPmv5gGxkwF4TJoFGcxSQilqUK022KmPaI4dmeJXLK2VkKaA3DlNu+8iSQ288x/FSH1m6T1QxWc4GVFoJDvtnudb+LPX+vyIV6dFqj9lpncDd3qeYhFvbHpm4h+rvoUomETVMRO6xGvsNDq7tcGzpT3D/rR0ODJtOexp73MAgRHmc4LRicn+rgSs9gRG0GfW3aHXO8/zz17lw4TTpdMBgMOHw0MeWfoq7hx2SxjU++pEEBy2HUPECkiTheR6vvm5zt/wJNhoauu6xuORSMNoc7A2o1Tv0ehl2umVOJmNEo9EPd9H+GOIoOXwPyLLMcx+fp/LiED/hMZtVuFkOUUwFNEcupYzGfMFA8zxOFxVsH7KxgBu7MLI1mgOX1SmXjRq4nnh4SYiHUW/yaIhv6NGw4LGogF5YEiLsF+6KQPjYgqhuHZuBtSkhvN+oiSC9VhJB0fNhKSuMbu5VRFJ59tHIi6u7IseJ6IKCYWji5/HwO45ew4mweh6aopo6+4iF5vkiaYyHhaV0SBcP3LgBluvSHYgKmypNqPcDPrKuU+4YKIpCb2jRGbuslXRGE5N75RGqAhFjwFRawvU3eWKxyd1qiBvVQyLWU7iuxxt3dYikWFsMUP1XQP0MV6/eJ51eRdfnqNfzyHKTSqVJp7OEokgkElkk6UU0LYxpXuGznz1JOPyOZkMJ5zCtOiFDJH8D22D57GPUdkIEvTqeZHD6yU9SefgS8+oIRZHZbQZMn1x/+xzJuSfY3X8NTbKwSDJz4uIPbyEe4ccKr78OJ47Z4I7AyH5f51pZNPn0T7T5m393hV/6H++9+4ehAgy3vq/zH+HDg+sFDActnIFPXA+hmDUGhyNu3Trgk5/9KLPAsN+jt/0lnp1PUt0fUG+2OH8+y8g/y7BTJy1tMpMYMxy0MDswCBS0YIShCRlCLgoDs0G9p6DKMoHvEwCXV+HFB1BMBnQnMDctDEEe1sR/c1mxyT4/LzbrX78nCpObh6KY2B+LZO9BVWzgF0uPuj9NIICcI2JVLgpnZoTOa2SJc60Uxe/KJeC5uPjZxBax7+qOSBgTYSGd6Azhblm8V5FF8nByTvyO37kpkoFITswN3m6IZDYfF86pBOI9mahg4ayURMLwwl2VXFKiPw4YOwO2Gil2zcvU3T9O3zRQ7NdpvOYykxtRSE04vyzTbVeZKKdxujEe1MN0GjVCuo5pefScIiGlhSlpWNYEz/NQ1SO9+neDZYn5lL2xWBOqLNbFflNoXU/OiEKFqohieWsk2FeqLNaaZYsOYSwEN/dEB3Goi73QVl0wtnIxkXjqspiNeedAGPSdmlXQZB9JD5AkyMYMmkMfTQ5QFAnX15hOuSSjcKvsk4+LNRk14Mq2KLxbfoDpBDieRzQY4/hQSulISJj2GE21cX2FY6VNYiGZG3sRFvJT7DYM8PdwfRiZEsWkT2cYoMg2ywWYyWqMLZWJZRFSJI4vjDjsK2w3b/Og4gNJ/EAmHm4RCxWIGG3i4SqzmRDVXoeEIeE4Q7qTKJqU5GF5hlrbYLFwQCLWxJfyGNk+F08tsbtd5uqOyVRyguNN+NjxHplECMt9i8qNZertKXLTAdXKWyzFbpOKSSysWrR7E0LhGINehUZtwEo8jxdcY1LfZ/91j8gkx6j7eWaSE5aCf4Kp9nllw8QrLXPxoz/D7MwKw+GQIAi4c8fEdU8haWX8oMlhrUp4NocVTDFxH6PdbFK3z5AYLhzNOfwAcJQcvgd838ep3+fy8SRpXeL/z95/R1uaXud94O/LJ+dzbs63clVX5wA0MggwgxJFibQtibIVrLE049HIlsOyLEd5lpZnJHuk0UiWLEvykkxTFCkSIokMdKwO1ZWrblXdHE/O53z5mz/2bTRAAASETgBYe61at+6JX9V5z7vf59nPfvbAjnACm3pPxQ37mGh0ewYzuQzN8ZDu0MPzA3abCmM/4OK86NqfPS3s1ehYhhMhCbMzEJa10Re2cmhL4vNCGfS6VBb2Np+SDa05hAVDEtqJGXn+iaw0ah+0ZZPcb8LDi8Lquj7kYuLYNluC01MCSLMJkf2MPakQnp0VwPraplQw45ZIbKrH1s/NgQBVXZPr0VS57oUSnJyGoeNh9WC6YFHr2fiRyf1anJWyy1ROp6qAF7oE/oBSWkFBrKRNA5zA4/TMTW40h8wm5gl8n1r3ReZTf5KFx3W+eu2f4qRPcfo0hGGJe/fGDAYKYRigKGMsq0IY+qRSOU6fLrOyEpDJfDN7NLVwmr37DrQPCRWD4spjaJr2LT2Dixc+wdHuOpHvM31u5ZvkCbniBLnizxKG4dcd5h7Eg/h+4tIlWJ09hMQcskO8vfh3fr7Kn/oPT3PpcpqnHu2/dUdsEpovv+3XfxDvfdjjMW79KoeNAe72l9CwORpkMIufQe/dZjh4jGQqRad6l9mi7FNTc6dQrDr9xOP89J/4Jf7uX/0KK9N96u0RnYHLQi7isAvljBB9c0WRegLM5gNy8ZCxH7E6KVW1k5PQHwORSDZPHitYfuM1yT3TRbi+D2EgbQs398HzxFEUJP8M7ON5dAUBjDN5AW3lDOzU4PGn5IDvhVJ1GThSIYwdz1a8uS9k5caxit/xpPKYMIXIjBmSTzcbMqfO0OQawkhaK1xf8t3pGQGHpbT82zePpG9yMnc82mkMQaiQMqFnp7H0Hs+e1Og5FrMTAW8c7lKcvsnn909gNw547OIqy5NVNLUpShLrAj5LuCygZQZkjHUuzDk0al1iSZ94YY377d/EzDxJPL7FqVPfaeLhW9HrDXn++TrjsU4m4/GhD00Ti/3BcdKOmyJlfnRRFFf3j8SErzWA2WMFlaXLfaYqZLamSr9otSuSz2xcCPhSSkZ5dcZCvi9PiLy4Zwvpvt+SM1EuKa9/7yggacnzvQCaQwcNQFE4aEWsTvrkpkPaQzlj+aEQI7mkkPGWCa2uTSFpUUyr5JMh9480FCUgYUZM5HWm8xqX1h0UUiQsiwtzPrudfS7O9uiMhMjWVZvGIKDWhalCQLWrUG2NmClEjJ2AuAWlrEolq6MoHn074vSMx25TIwrT2N6QlUqXgTOmM8xQSSlYho/r99DVV9B4HktfZeCkKafnGHl9/HCXgZ3FCHVU/RHi5lVGzioX5ndYrlRpD1USukGn0cJIfYAbO9epWK+SNfusFEOq/YiM4eG6DfaPGkxXniFpvUyttcPFuV3mJiaoDUL2nn+FXDyHEuWIWzkemtHZ21PJ37yEf/AliuUJGm6JICigKApzqx9ma/dLVJRNHl45xeduPkYquYpWXqRkJBkM3ngfV+uPbjwAh98mHMdBcQ+ZnmyS1G0sIyCuuTy5quAELketMWEQUu3liLwDJrIhESqljMrdQ2gNFEpJ6X+IWwIC20NJygNHGt+HngCz3ZZIbrwQTk8KAzUcQzwGOVXkpBNZkebsNGWelBrJTKhKVhJrOQMNQx6bsoQZ3qoL63rYgqmM9Dre3ZdK5lxRGNPm8XlysSwAsNEXB9NL9wQEzhYEJPbHoCG25gpimpNPyf2eD0NnSMyM0LQkB60BI8/C8fucn1PpjQIGTsReU2W26JNLgamOCHyXfCpCGar0qx6+anFmcZL20dcozT7Ghx8bUI3KmGYaSOM4B3jeIQ8/PKZaTbC1tUMymWVyMkUYHrG09O0b+mdXLwIXf9/PW1VVphdOAGJG5HneNzmWvvmYB/Eg3k68+ir82Z9Zg8TMO/J6iXjIn/iFI/7yf7XC1379ylvmNPFJGGy9I+/xIN7bqO/dYnnSoHrDox9EJJSQE2WH7d7n8Z0Eo0GHZCpF9HumQVlWktTULINuC12Fm1sd0kbAbFGqKBkXbEfcQRt9qbjlk5ID1usRKxOSd7aaMkuu1pXHfGxGckUxCRdmBdD50bHEdAxLJamc9GwxoHl1663xE/MlOTgHkVRpdo/lgCvTUik0dBk87kdiNLNRO26paEkeLGfBDcVhsj2CVEKqQb2xtF3MFaDvCDBcLMvoir4tQHK2INd/0JaKUikjgGLtQHrFmsfz7Tz3zZFOGqsVj3LGIJOMiMccErEWkarixl6FE18hmm0xk4f+eEDKitiueiwtDujbFutHKiszbc6deJxR7z4TUyaeYlMsHzGf/+dUkzU++tH/y/eUR158sU4QLGKaMB5HvPLKDh/+8LdYb//Ixpsqp7F7XC0+7nPNJ+Q8hfLWOjxqy1guTZGzlHk8NzNhimKr0YeDLrT78NOPyWMvb8s62mvJWloqC1ngeCJZziVlTR92pcKdTUDXlnEQC6WQsSPr1Q3k+2Pp8lPVZN0NHJjOOei6z9iJCKOQekcjYYa8sRFhGTYT2ZDO0CSKkoThgOmMRzymMvIsxp7KMOjg+dIXGTd9NFXlXtVk5Mn7n5yW79viRMR8KeSFNRXbizC0Mftdh+msTS6h0hmGOF4TJUpTSttYhs8Tqw6PLIIXbFHvQs8+iaGVOOzvEjPj+P42jX6buDXBfsNi2Wlz0HboO2kunj7LpY0R1ryBX/0cy5ldpgoOhgEprcdeP42mqiSzBU4vONxa22VsbjCT14n8kBOFDgcjG5QA34NBWEFjAL3rTLo5Jo0kl17YxkifJfL28CmhaUlOXHiIRx5Z4YMfnePlG1fo9VbQtBiO02Np6cFs0HcjHoDDbxO6ruM6XcZOAIFPd+gzlbOZLC9gGhnicZ0vXB9y/egRzuXvsVpRUIFiJgDF5+5BHHXaY74EnaYkpmpXGqofW4Kv3BY2diIPW1VJiooiDFgUCtjTNAFiawey4TV68ntnKIxpMSWb35tub9rxY8KUAMDuCH75w3B581jWUxdWVdNk/EU5LX9GrshHTV1+XtkSBtcyhFkjkk1UPd5w/VA27hBhh/daUl28MOdwr6Zxbq7MVr3NI4uQijkcdQMqWR1D9UGBa9swXwwoJANevK/w8EKfCIXrewqoM2SSY1Yn7lFtORjJ19jvRQz7NlOpK1y8kENNzrG+q1OtRuzt3eXUqRgf+cjpbxos/Htjff2IbtdnYiLOzJv09reJ69f3uXNHATSmpkZ88IOLD8ZWPIh3JBwH7t6FlewliL8z4BDgxz/W4ld/q8wXvpbnxz7SlhtjU+JWGkV8q53pg/hBjyAM8O0mq7NxKmafSPXIZTrsO1uksrJ/VebOs3V7n5lciOuHdNV5UsM2N176P0m6d0mZKkulgN3m8UBwE24eCigau/Dpi8emZ5bMym0PIF2E2PEs3sOu9LZv1qUK57jHBme25IBGH5IJWWKNgVRZDroCLG/syOH61XVxKj07Le8JYjizXBaTmCu74LpCRB51BODttYSMPDUl8w67tuS9bEIqhANHRkFl4vDbV+Xf4XjyvPZQDvvrNTlUa6oA0h9/SMjX9apIUk1NAMDVHfl3PLoEB50YbqgyciKCUMPUDTrNiHqjy/TkVZ5YMTmsmcwVFljb3ydiiKtM8MaWz6Gjk5l/lmbzNfpTcVx3jly8Tyo5ZqbQJ5rUsHNdDu+9xOL5j9JtNxl0G+SKUyTTmW/5/MdjnTc9axRFYTT6gyWZc/xj0z5bPu9qT1RQz56SKuBETsarBJGQB9tNOY8kTLADuX86L60xb2zJeprKw/1DId2fOSnno/2GGNKU0rBel/7ByRxc3X5rzmbPFsKhnA7pqCrNfsBE/rgvVoeN46q0pYN1XMXca8k5LiQkiCL5/ukBQxseXwlwPJ29VkTSstlv9egMQ1IxyKSS5JJJNqtNBrZBygq4MBehqgo39xQgRjYRMVf0mMz63OyH1Loee82I6UKEH9pYekgx6XBiGlKWQi4ZcWffpNYbUky7aFrIRDoiClTaozGLlRj/8rUumhrx+MqQgBjFXJK9Zp29Rp+HFlqEkUMY6TR6NZ674xCb+TGco3/I2coeJ8omhhrQ7XWo92CmHKeQ8DGMMTfu3aUQO6AwOcBQYL9tM1eMM6r5KMlZpvIhwWjMrc026DGq1RaD1jaWAzuHVbKcpdr7NaZOPcPFi2U+8IF5DMPgl35piV//9ddpt30efTTBZz7z2Pu2Vn+U4wE4/DZhGAaZcplUto5nG4zDIaapYMXA1D1ghGGkyJubfPJCgsmMz8D28D2PfNxg7UBF1yQ5mYYkxtUJkUs0BrKpBJGwlromAO2hOQFvri8VwkYf5gtSVaz2ZBZUKi69EXELZnIC4BxPJBCdYzOZow6gyDyqak96FjVF3m9kQ30gEh8/EqnQUgU+d01ef+wIkM0lwB0IG7ZUgYov7+14EFflsauTsNGTSuOLd6E3DpgvDHGjBL1xwItrDienQkIUxk7AXiv6ujb/xp5c0yOLWTKJNOAxlVXZO1hnUVHoNFVqvUWMsU2ndY1HTw146GSOMPRxvXViJx/m5Hwf8/wBhhpx6be/QN7qoWugFJ7i4Wc/8/XP8tVXd9jdrWAYMTY3uzz8cJWVlYlv+czb7R63byeIx6XxslZzuX//iBMnpt6LJfcgfr+4//dh/R/Awi/Bqf/rDyXguXEDZmch5tyExBPv2OtqGvxbf7jGf/k3Fvnkh9vyX2OkQNXBaUCs/F1f40H84ERp5jT7a9sEWppR30ZPJ4ibGm3PQLPSX688WbEYM+d/klZtHyMdJzbu0bn7r0j0XuFUZcz2fsCtfXEBnS1I3lidNFD1GK47oNGPaA3fGhuQtKQXcGhLXjk3I+qUuwdCQDaPXbcjRVwhp4sCIq9siitpOSP5zjqeKdh3YTYrYyje7CmcKQhgLGbkwB47NhoJIslJ9f4xqCvIaz++KsYyG1WwLKlERpEA1pt7YiLS6gs52RrJ66xW5PqubctB/6F5AQTp4761vZa0eMQtAakDR4BwLhlQ7Wtc2bbYb4d4Ych2TeOhxWlcJ85soUFNhf32GEv1qPbzGLl5VmYmCat3+eAnO1x+8eNc2/oC84UYbxxAIp1mMhmjOkiSMRT0sMfh9h1iw+tMJHUam1exJz5AceKbZ55mMh7DYfR1Y45SyWc0GmFZ1h+I3ipLO15XGchYciZ6dFmUS6WUrBnflP6+SIFaW/pHdxqy/h5dlvV1Y/dYAVUUx/bmQHweBmMBmcsTUpXebMCpSVFo1Xvw9Am4cwSPLUgl/d4hGHqESsD88QzOckYI95mcnOt0TdbsyIOPnIb7NWj3YHVK2nfafZm5OFcKGboRuhpx2HYZuD6L5YAghFtbIdnkCM/3iMcSPLpk0xxEJKwQTUlw0M6xVI7IJwIa/QGaEnHYCdlv6cyV00xlXeo9DyJxxh5EEZWswm4rxGvlaA67EA25uQ9TuQBd09lpRDT6ASem1iklfGKWT3OcYLFksrmXJmH4pKyQvYZGNp5B9+8Rt3+dYuIShYzBQU9jKpfljZ0Rvu+zvKBw2PJQnBaq12N2QidhxfBcD1UZcm1bh8Qq8cwsX7vvUq01yCXzzJc1trfE2w2OAAEAAElEQVTXeGxZwfV8ThUinKrL9OIUQSzA9xVMU9RcbvcW58tXGSV0Wu0yBwfLzM6+vR7+B/Gt8bbBoaIoHwAWv/G1oij6x2/3dd/vsMqP8+qdO6SMBD3bwPEcvnKlSyFVp9rPERl5Hl41qI8qeMEe+bjDa1sBmpbgiRMDCglhsiZzYg7j+lLRc11YmZJNLhVT+OwbEcmYbFgJS3pBTk/BQUIqdFd35DZdg8WSbDrXtqB8XjazvZawtrYLn70iiTwKxV7c8SGJbJSTOXm9fFLYLS8QNjafgk+cl421cpzMqz3Z6GxXDgtjTxKqHb3176n35WBR6wmTbJmQT0Tc2K8zsJNEocrAhiD0iUINQwtxA4gUnVRMQ1EcdAVs10JVItwwhpJdIrJiXL7m4sfmWFhIowQWmzdeItbYRlMjtOwJxvk0OfWQQilD9ajOqvYSpcIkmVyFtc3f4X//30xmF89x8WKB3V0VwzgeRWFm2djos7LyrZ93v2+j67mv/24YJsNh8G4vswfx3WL/s3Dtr8LJvwhrf0tm9y3/iff7qv6N4403YHXFA7f7jgO2j3+wzT/91Qmev5TlQ0935cb4jJjSPACHP1QRTySx9Qpm8QKXrl7G8SCXzZGeOk8imvqmfmjDMJiYWQRg7+YNTPeAE4vT/M5NnckUZOIKphFR70Mxm6AxTJOIFZgqD+h0DpktBLh+xP0jAYeEQgzOld4CiWEo0sz+WAhHU5O2iPWatCdc7ktVTkVmxLXHQoSOfTloD8cCCg1NwFzKksc2B0KALpcFGC5X5PG7TZGb7jQFZKqq5KFnT7/lhppPypzE5Qp87bZUHCdyQqTankhQpa9dcu52XXJxawCjMcyVRUrYHsKncnB1F5KmQkLzielFru8nuXN0hqRlMFVpk4l73N0fUUwpxJNdrm2qWMkFFktJ8nFYnc0yqF1jY3eO68M/xvBqlUxskU88dJlWt0ciPGL9VgOtojC37KBHu3SbVfQItqttij/2575pDXz4w7NcurTDaKShaX2q1Ri/9VtjdL3BBz+YYWIi956sxfcrbB/my7IWk5ZUB3VVqsm+D69sCHlxY1/OMrmUVPgsU0afnJqBhCHrotoBLRJ11tARB9TOEGKWVPs8X8xoNEXONI4n666QELIhiuS9jrpiwjR05fuQjQkx8ZHT0ttIJOetSkbOQ/mkvPZsQSU8Pjc9uhgydqGYCuiOFE5MhixVNHpjncOuy+qEw1HfIqan2Wv2GXsKUwWFmzs+yZjP2B1z5zBC12Jk4tAeRhx1baYKaRRsNBVihoWh+nTHAqK7w4haV+HJEwqvrfuU0iL5bg2hN3K5vJPjY+dUGr0QVVEpJiAK2xy10iTNAm4wQSaxSyGVRlFaHAz3OWW2KWdV4uYYI5NhHCQZRUPOLycwlR6K1yVj+UxmFOaKsF4NKaU0bC/CiSaw1Cz5rEkqD1M5FTfSSMQHpJURw7FCdxjhBDoJZQ8VHVOdpt1eIgxDGtU9hnu3sbRJzHREzPH47d+6yp/+cx97oPJ6h+NtgUNFUf4JsAJcQRysQVSPP9TgMAxD7u3Ok3dWSWhVQq+DHZjMFzPEtCbF0ObsXJtq5wg/SDGIysSiOqGZ4fE5hdC3ScQ8+mNprFciSXoxQzaxC7OyOSVNmEwDkcg2vUDkLoYm+vowEmCWjsNSXHTynzgrm9JuSwBnISXJd6fxlmtbZ/iWbfOdfel9LGUkIRdSskmqqmyEhx2Rh7qBMMx3DmG3Lh/i3eMRGr2RvEezL/0aiyWZ0xhFwtI+e/K4KTsRcf8ootlLM1MEy2gTRRGlNIxclamcznpNoZRSUdQU9aFJIdWmOUzS9HNcmL/IsDtgONhl/9BjZ3+T5MITqEevEivlUBSV/t4l3rjZ4dMPx+iOLbb3PB4p63hhQK8/IhgnGTRseoV5vvzlXYLA5RvbB1X12+vTJydzKEoVmAPAcerMzb0l+YmiiPX1I4bDgNnZDMXit8qBHsQ7HFEEV/6KAMPyB8AqweW/BHN/WKpjP0Rx+TIsT1UhOYN08L5zoWnw8z9d43/4n+f50NPX5cb4lIDD0lPv6Hs9iHc3agfbTMeOWLh4hqXiL9Gu7+FqRY6GI/xUitr+BhOz38puhWioCuRzKU6fe4qXn//XFBI2I1fDdjW8KI2jVIiZFjFTZqXdq9pUUi7zJQFsPUcA35vk4WxBfp6ckkN3Jib5qGtLjqpkpCKzWH6rh9DSxEDtJ45lq0NXKi/dkXydFyuSe05PS2XHNKTysteUv4cRvLIuuSxuyWvXupKnLF1Iyo0GPHNCcmYuISDv1r48580+tZgp/6bOGBaKkrdqfbmGIJRrdD3Ji4UEZBIOI8eimPI5P+8Qhbe5tPUhBm6WVGKHuaLGzd2I7n7EYKBh6a/S0IocNObR8qewjl7mbLHLnpNhnSfY7zzKONxj7A1J54o8OpWnrqps3bnEs6cNrIyA/MbBHq1GlULpLTWLYRg8+6z0GH7xizto2jzxOECR117b4ad+KvduL8P3NSxD/gSRrI2JrJyf/EAqhamYAP4gkr7RiZystcubsFoWWXM6Joosy4BKDvpVkSKfn5VzTxDBF29IdXr9CNaOK4VRJFLRuaKcezxPyIt8UlRfhy0hT24dyPuOPCFHNPWtCuLouA9WVyN2GxH68brVVPjiTTg5KYY2kxkBlmNXIWZotEcKMd0iE9cpptO8et/DD1x03aSYSvH0iTleW6/ieh1WJk1SsYiYrZOOqShqlsN2G02FfFKhN45Yr8p3pJgxGPshuWSMxYrOUcdhMDawdJW4OcfdQ5uL82Vu7dXR1SFDOyKhWoRRkvawyZnpDpoWMXKaxLWQuXRAIjvL0B7TdlK8umWxsrBAzxmx3RrgjAIKqTSqnkRX+8R1l75r4pDmAxcrGNkU26Msv/BTWVp7NSDDxtYa/eE0izNFxvv3SKs7hFqS6ZkRL+0dUimfZTx2uHNrg9HWdfIxk1rNoTaY4Uo9xd27B1+fb/0g3pl4u5XDx4GzUXQ8GO5HJFzXpV1XKaUfZhQeoOp3eWxqC10/YnFSZb/qYFgZNm2TfKyOq6WohnNMllpEHJFJBOiaSn8cMpUTNvNLN8V9qzMUVnQ6D2sHEV4I9rEkNGWJ5fdiSSyYz8xKv0XSkvsnc8L4rEwKg3v/CIpp2Yw0VeQTN/beasbfrIkVdMix5bcijKuliZRiriibZ2ckPzfr0rMxkYO9TVipyLVm4nBlW659qyHmBI2BJPjOSHpB3hwyO/YMoihit+lRSkMxZWDoUi1sjRRycY/ZUpxruwp7TZWjbp6X1j/K4ytj3C99mfYoSbUdMl2+jKNOMGxf5+OLkxx0FRzb5v72iDC+x0H7BOcXVOzONpeqVU6fzhHYPtWegZk+CYDvF5if32Vnp46qpoEmzzyT/bafuWmafOITBa5d2yGKVFZWEt8EAF96aZtqdRpdN7l/v84HPtBiaurbm+A8iHcoql+C0IPSM/J75iTkLsDGP4JTf+F9vbR/03j9dfjFj669o/2G3xif/kibf/wrU6zdj3NqdSyzDh+Ms/ihi3ZjHzpvENd9It/DShbYPhhz8cQklfkF7NEVjnZDJudOfNPz8rMXub35OvHuAe3hmHNnzpBQWmTMMb2hw1c2ikxP5VicGbK5HUDg4XgK7aGCH0TMFETVslGDSlqknNkEpBNS0fN9IRkdT/oTdVUO39mE5J8IGVZePzboCEIBeq2+gD5dE+BmqPL3N1sn9tqSP3ykx3AwBiUUx9GlCWmZGNlSueyE0v9l6bA0Ke8b1yVvLZYEJE5kjsc8BTKDcash7+P4MJWGS5uSC2cKkg8vbwogaI0gptsUEnXK6QKfeCjEMD5PZ7hCJj5mc2SSTOWZsQJs28ANTDzKZGIpfPcaxfwJxm4S340TaZdpqR8nnT3L5EIcUwkZ2g7N3ohWL8QLwAJaPY98eYXxoAPfAA6/MTxP/X1//1GMauet2YbbDfFUsHQ5m5TT0pbTHMhnqKpypomi4/OMLmsqbsnv+23xbQhCIQJmCsevZ8jZaDID01lRaH3trozrUhA59ZmZY2OajlTLJ3NSlb5zIMTCSkWqnDFdSJSNGkxmYS4PrbE8biovVeqRKwT6Tz0sFfCkqZOIK2zXAkaezOLMxjXSCZ3GwKc7colbDltNi9VKmnwSbO+QhxfgizdUShmLpOWSi8e5cTiBZai0+z6ZmE0uHrBY8ilnVA67OjePMiyUsxy1XC7MQ8w0MLQEA9uknLLYbZr44RjHV7F0jW6YptZLoeBT7eb4F684zBTHLJZCihmH7tADrU52/kn2dn0ePpWnENygkHB58ZbC+k6MJ0+kObdU5MbeEVc2apxYnOTc6hRbu21GNYOZ889gpVNk8006zR5hMCQ+cR6tnKe/tUVoaGhqizfuWcTLp1hZCfiHf/dzeMMqyV6NtmEQi03jjaskEk9z40bAyZPRg+rhOxhvFxzeACaBw3fgWn5gQtM0IsPEZB2dAzx3k8N6i5VZC99T6QxH+IMh9w8tlooaG60Cn/jACQa9K1S7LbJTCtd3RmTj0HUUer2Aj56RDezsLFy6L5veXAkeXpIh9nsNkU+cmRK2c7YoG8p8UZjafFKS4caRMLGnp2Vzcz2pIqYtIBKwWEq/NXKi1hMwd+/wrRmLY0deuzuUpFhIiYz0TfmpqsIHTkif4diRzTEIxASnkBYp61YVXD9GKa1wZWeMoUEppVPr5NhvOeSTNnFThyjA1FWSls6NXYVQzRDQ58x0hKaGjH2dh5Y9/GiejQODKGowkS7TbMYo5I4IonsY6WkSKYPDo01WJxQCK8bWlku722GuHMONfZyd6n22WypN/igzK+cIw5CXX77M9es6ut7gox9N89RTp7Gs72wJnskkefbZbx2m6nkee3sx4nFhe02zzP37ew/A4bsdW/8MJj7+zT2Gs5+Bu/8fOPkf/ND0HoYh3LwJqz936XiMxTsflhXxk59o8rf+/ix/5/95TxxL+/felfd6EO9e+MMjlCgknTRJJ01eX3c5e+EJcvkEfhDSajao1v9P/NYZAnOS+dNPoygK6WyepSd+kduXv8AwppOzMijOARt1j/q4TK44STYzJDubJWjcpNpYY2O/xhPLEZWcVGe6I/A9UZ3MFKWiomnSpnDQkWpciBy2NUVm8+aS0h+WjItCRlEFiG3U5MCbS8rXNAwll4RA/Dj3nJyCRxbgxoH0jIWRzEc8OSPvb3vymkNHQF5zIATkTz8qVcHBSEjR83PSitEeSI/YVk2qmmNPctaJ49Ec9Z708S9PCLEaKVIJsj2FCwshQQBPrfpsNLpous7TF3MomsNyJeLSDZOZ4phKUmWnNmarNY9mGYw9GPsZVs+c5qDWJZev4ACaOebOXoDlO0ymLDb3TAZaBj/9EZ67e5kLqynS+TxOGCdf/s6E0cRExNaWg65bBIFPuey/J+vw/YypgqyP3jFp3uiJdHRSlXWw34aPnxHZcDkDL6zJWeWwLX2pCyU5o9R7QoTvtgSkdceikvIDUVodtKUafn5egGA2LuebQlKkq6+uC/lhaGLIhCKzFhMxWVeWJWuw3oGjnrQK1fvy/bBdIemXJ6SqqSoit147OO7DdTWu7KZJxjyi0OFeLYOpGTyy0GNoq5QzMHRmOT/roUYNmgOD87M+a37IM6fGjD2DrcaIlDkibiqoSp4zC9P0B2NGdo2uk0VXO4SRSuDFaHYU8qk5nrszxjT6pMwEawcGcatLa1DgH3x5iYWSShAEeEEelSQhYwrJGqn4MjH9HsWUTtz0aQ1ibLdsFs0OQZQnxz0qpTQEHkuzGi+tmXzhWsR0oUlrXEKNFzEScSpZm0omwfXdIzau/i5K1SIzsYJZytJvnOKxEwXGY5ezyyXm5h8jnkjR6o7ZUjL863/xOUpqnsDuEteSXNm0yeU0Im2GhZM5okgnih6Aw3cy3i44LAG3FEV5BXDevDGKop99m6/7voZhGJw66bP13GUuTrcYeD2mciG2Dbd2Tfr9AD9s89h8mv22xepkjsNqiBYZzJVLVD2TYdjk4SmPEBV77OJ7LrrmY6gR80XRz2/WhfVKmsKoLpaglJXZiK4vm1I5C5N5+JevykaoROIAV+3In702PLIo0oejLsQ02fRihiRsTRWHuHJOXn+ueGwQ4ElivLggj60cF8kcT6RAE1mFWwcRmZiAUi8QcxrHh4msTvaMxmZd5fK6yvyEyukphfpAbJPnSyYLxZCpnIfrJbm6pdEYpPjS7Rk+dC5ivrJHTO9xYdZmIjvkfvUlGr15Lu9cJGUMKcRbTOVSFPIxOl6dL96e4KuXLnFuqsW6U+CJCwWmE9DodkieeJRSbgFt6RRWM8Xt/Szd7jrr6/v0epMkEifxPPjsZy/zxBPfn+WxbDjf/NxOp8eXv7xLtzvCtm0KhTxh2GZmpsjycpFkMv42VuCDIPRh79fh8f/5m2/PXQS/B90bUkX8IYiNDchkIB1cgcS/9669z89+usG/95dO89f/8w2y8WloPJh1+MMW2VQcLTrFzZ27tNot3lhPU1x7lZVyF1PvojEml5uhEFvAMI842LzJzPJ5uu0G/uELnJlWaJpl7t/cQzUvYmXTGKrGzlGfU3MGuqqi+l3UKGCqEGemMGS3IZWSbEIO0ZoK2aT0HQ5tIQ5PT0nOcHxAEafte0fH4yh0SJlS6btzIC0RL98XpUwpA1M5qcBsNQSAOh782AXpW8wkYOIY75i65Kxbe3JQX6oIualqQla2hnLQvnMgfWBeKCD0iVUBsaEiuXOxLECg1pHnWxqgSptEJSO5spyFwIdmX2HsRswXdXojSMUDcYtVIkItTagXuN/qk8vY7LeKtLojgkAll1aou3PEywuYhUcItUM+9ek4X/ryGv3WDINBxFj7GF+48yiK/TXS6ROMwjJPnXyS9cMYznqVMILVh84wlfzOEvmHH57Fsg5pNkMyGbhwYf7dX4Tvc8QNAXEfOAFrhwLeFovw+pYQ4rYnPUwHHdipi0OpO5BzTRgdSzwNqdR9/JyY73VGsJKWQfV9W5xKP3BG5iRe3hQlViImayduipHT+pGAzJNTAu6u7IBxrL66MAcczzXcaUpv7dOrKu2hwnROIxP3qPUizh8bDV7dFkB6YlJIiWk9ZBhM4wQXKCbus9bOsjRZoTt8FZQOCdPF9W1sJ4GmaAxdh6tbcWZKDquTGm9s9pkrKrhBgo27BoVUjfXaRVx7yHLJ5u6BzdgtkYwlMPUcCgHVbpsr28+iqQbn577GZL5FNhHSHzU5ak8zkZunPWyQjh0xctPMF9OsTKhc2W5RSAXkEj4xK4ZhelzfdiBXIj+RIBWrcVAbo2k6a3txRvGfRdP2ceM+6VSfuYqL7afo+D36nU0uLMXpDY8wQ5+1N7bwrUWWTnwQ3TRxOk2S+fP0PR+77zLwY4zUCrGgiusrHB5Z5LQEScsjVJJ0nTjKKMHFCefBuLF3ON4uOPxr78RF/KBFFEXs3L7CTH6BuNVlyjCImWNeuRcyV4kY+xZp0yabSHDUCYmrt7FH05SKJpFqoVgzJFMR17b3eOZMikbXZv0g5ORURDwhzNXomFlar8u8poEt+vWMBS0VUESycO9Q7osZsoHNFSSh5pMiz1E1cQ5NxGDBEActLZAKYBAIqDs/L5ucEglzVUhK8k9MSB+hqQvLFkYCWnUVIiLOzgpDe9iR6qOmQMyIUUgp7DVdnlkJWamEnJoMubl37Mo6CWtHLrpeYewGHHXGNAca++1pYoaK7TSoDZJMpAfMTySwgxGOmySf2CL0izQdH9v1MQyP4WhM16vQaYa4nSVm4xqqGee5KwaaEhEaSeqdXU7MHNHrDnl1b5YLH/1r+P4++XyE75/E88YEXhfbrXB4WGd5+d88ueq6zunTEVevHrG1FTAeHxCPu5w5s8Jzz9WAJLHYCJjn9OmQe/cafOpTxd93vMaD+C7Rel3MZ+K/xy1WUaD8Ydj+5z804PDqVVhd9sDrv6sGMaWCz5OP9PhH/8ck/7d/Z+aBrPSHMKLYJOPWLpPZEG2kMmF2iCUmqTVqLJTG6OqApblpWvV1KouPEA17ABxt3aBz7TeYzoxxRrB9FFLrlzAVC087Qy2Y43b1X9IZ3KBxcJfJTIAXc7h/BJ+6ANf2hFicOh4B8Pqm7OezRQFU7aEclidyAvbiBhDBtX3pg1cQEnEmD5eaopAppSQHFZKSXzaORKa6VJYclumLudl8UaopN3aFwFwoi3rl/pFUifIpULJy32ROgN/9qlQKb+1J33s5JcocVROJ62OLx+MK2rDTktxZ74qyBmA2J8CxO4pQFLh3qLBQMVk7iththQxCkyceXsDWFml582zXvoCvnMce9jCiXdarIcnJOazhw5xbzqCUVxmMmzzxU4/hv+oTRbN88YtrNJuPUq1mefjhFZJJF9t22D3IsbD8ETTg7v0W07NdSqVv3+6gKApnz06/y6vuBysaPZGQ3q2Kimp1QipxQSiKq7sHxwZHA5Efo8jYiS/cFFlp0hJTmEeWpHq8UILsUMYJFdMiN75uCAFRSslau7wl79O3BUhu1qRHNRWXavqVPVnLakzObW/2rmbiYpZ09xBe34w4OxNn7dBloagTNz32Wir5RIiuytnsxFScXEZlq+qRTwxYq+4TqRqGojO2xywVS2zUQizzkHPFLq7fYqvmE4YWMTOglErg+EOKSZUIk75dIBlLU85q9MYdCpN9Gv0yvfEkUegSN9ooUZmhbaGqUMl2sfQ9MrEGD80HjOyQh5dtzs7e5M6hwepEivki1PsO+20N15tBVUKa/TizBVF6pdUYE4UYZxYmqFX3+J07KoEb0Olb2JHFhLnJhQUw02l88yGKuW1ee+kOaa2EO/IxrSxBe5dKqUhrGJJM+Ny6U6WemySVsrBMn8rcBTzPJ/BTZPQ5NPMuw/3nWMqrHFXbvHTrkIPBJ6gPTvDMM9f5k3/yo+/zqv3Ri7cFDqMo+qqiKBPAm97sr0RRVHv7l/X+xnA4pDeaoqC9RjquUE4nOGw5rFR8RkEMz1N44lwMxw/RVJ3L63UcLOxBn56vk8/WmZ9KMZme43PXavR7LvP5gDt7crbNJd9yLy0mhHkaOQLKmgNpwLePgdZkTjYxRZGeROO4WVtVxKgmjATc6YjMotmX5N0dChPsBLJhnp4SxqqQgrMzkuw36pLwE6aY5HjHrl6dkTT4L1YEEC6VheXt9iGTcrE0nSDUsCyY0iIiFCZyEYtljYN2QNyKuLrVIR3PUsmGnJpJoGpNFioVHE9nMG7R6ocMbNhumFhGi1JqzCNLd7ixneDWXoxCwUM30iTTkyjjEbOVZ9hp+ZxftOk3q5j5GVBL0F/j7r00h+1JfCXP0f41ZuYfwXXv0e/eYjF1i0wejlp76Nr3X9C+cGGaGzeuMTk5gW3PsLub5Td/83W63Yfw/RA45JFHTtJu71EqzXH37h6PPvoAHH7fUf0y5B/+9veVn4X7fxcu/nfv6SV9v3H1KixOViG5iNAt71787Kea/M2/P8tf/Hd3Ud02+EPQv1Uq/SB+MGN29WGufvkNZhN5dnsJ8gVIm2MGxip6ukMUVFE1FVUJGNseekLIhs0bX+GTiy6Br3Cwu8HZ3IBsdp5re7OM7AUMs0Zq9Wc5uv5VPnE+SVrr0RnA124J2IoiqQJ2R6ActzDYvsjnimkBbpYFj62ICUxvLHPjMpaYhfRGcggPFQGGraEY3JRTonopZcANNG7vB2gqzCsCCO/sw2vr8KHT8OSKjFfaqsnjQRwf8wnJZ4Yq12pqb/U6fuIhqWzWu3JNvRF8+gL0Hcl9z5yQXLffEungblNeZ78l/WOzRdAVk1Qs4P5RSGOo0xxVWFy8SHcUEYbr7HQ0evqjPHlmkYPdDlu1R+mYS8StISdPTGLoU7zw4j4XTo3Z2W/RbKYZj3ukUsusr+8QBCbXrt3lYx8z6HR0lpff6i+0rAKHh3vfERy+GY7joGkauv52+fwf/Bgdjxdp9GXW8n5LPA9mC9Iy85nHpaLoBeKxMF8U8sHzj3sSTTnnEMr6zSVlXfVGAuh2GnLbUlkkpxy7k67ty1oxdXl+fQAxQ+PlDZ1HF0K6tscTy1K53KzJz5miKLiSlkJnGPHy/RFJy2C/5bMyqeL4Bl+5HbLXVkFRySQUDN3k/Mkya0cGTneVoT8kDBr4Xo/mwMTxLW7s6qQsm8lcQMxQWalo7LaH3D6IM3Z1VEWjOXIYOjpe4LFZ63Fqqkc+qXJje8R6/SF0JYlf3yYVX2Xs+JRSDkGko2kxJnIhMSNiMheyfuRxeiVgsWLghjqD0Zj5kovjuey3NfrDebbbi6hajGzCwRw2ieIFOp0G4XAPb9zDCxI8carIfnWDfGGKTusuDxVz3K3foWc+Qj/9U2wPb5MIZnnt9i6rFY+k1mPnICSbSeD0LrEw9ySa5vLyTZdXtwuomsnUUoUPfLDAq1ducyFfZ9CrYiodzs4ssX8zxDRP0e/P8tnPbvFn/swDZ+53Mt6uW+kfBf4G8BWEPPyfFUX5j6Io+tXf5zlziJvpBELy/b0oiv6WoigF4P9AxmJsAX80iqK2Ipq+vwX8JDACfjmKostv57q/W8TjcZTUKtXeKQbObVzPpzNWOT2tsdtWMVWPjapKPOYwdFpMZBwyaYdMMs3d/SMWsx12jzJMZ5LMZAMunovj+S7Vjst2XQBc+VifXjge7puISVXvsCPVwc26SBzScflfag1lI3xyRY6XMVM2vGZfNifvuM9wvyWJMwilOfrUpDiQjm0Bma4nm5qmSkO1oQrAvHcMCv1AmLf5ooDMMBTGq29Lo/VWI+ShOY/7NYgZBrqq4PkR4bFZQGegsjqlUusENAZd9lsWqpoml9CYyLd56Z6DppQYOxp3DyO2awqPr0C9O8Fjix2eWNpnox5n5PXZHZXpRY8RMEZTe+iWyV5nSGMQ8NT5D9Hr3cDQz9AcugTGkxihw+7t36Zo1TGiBkn/Rey+QUIP+CM/U4LeBrD89c85CAJee22fblclmQx46qmZ75h8JTlPMzlZptcb8sYbXTyvgqr6hOGIZtPm/v3rPPNM+lj7/iPl0fTex9EXYOKj3/6+7BkY7cufxA++Q9kbb8Bjs3chMfvdH/w24/zpIboW8YXninwqMQv9+5C/+K6/74N4Z0JRFIoTi5SyZUqNKtUjj4G9gUOZeKxLmDjHRkOnF5aYUE8yc2xMUyzm6Dkmt9fucn5yyMi1WCkMyai/Qiz1RWYnE9S9CnYxJJOyCIc+0/m35rPtNsR1Oggln9w9glPTUr1br0nrQ+bYHCYMRV7aHMgoiosLMi/w1q5U6hbLAhw/dk4qg5M5AXjJmIKm6lzf9kkfH9Y36lKZTMXEybszFAF/7VjJ8tC8GNpUu/Ke7YFUc1pDqfrEdKn4FFMCFtYORXaqHRvgZGNy++qkVJ2C6LhSGRMZ4o1dDUXLsN9xMI08ux2TxUoKVemTVGyaPZf64RKWFfKPP3uAEfsgre48tcNbTKpXyJ3YplUPabVrlL0JUuYUbqvK5dsumrZMMlkgkVhDUQJKpTE/93OP8fLLb/W9e96QfD72HddDGIZsXf8yaa0pDuT5C0wtnHl3F+H7HKYpREPSgoOmAMI3e/dMQ85EZ2fgSzegKGOJKSbhtaG01hRSQr7vt2VsSRjAG1tiPPOV28deDH3ps9WPHd4TMfA6x3M3w+P+xTx4ocZcUaXvBBiaiqKExE25jiiCdl+lnI5wfBNNDTB1jZk8WIbBjd2QuKWSTyo4fpwwLPGVW7ssTUX0A4+un+fgoE7K0smmJzns3sCPalTSHudmDa7vuKxUdPwwIIxC6gNodE10Y5KYvk5roJCNN9GVEeVchKGp7DRDFipZ3thWaA0sbL/IUnkH28uSshLU+8tE0ZjWMEtvdEQ2EeEGAY2+DopCMdli7Fjc3k/hh0O8IEbPSfLK+tPstwbMVzaYLVnMLpc5bA6oHZiUcnMo4YCBrVLO5zGUa+iJNq7dZ6qywNbRAc+cOodhPEu9vsje3V9lYSLgzlHAZEGn1u7x+OoMweAeV/dM7OBp1g5ymMp92gf3eflffZYz2W2yRoASqYyCaZKGxXKpxov3vsadOzO88UaXXm9IJvOACH2n4u3SUP858MSb1UJFUcrAF4DvCA4RY7L/RxRFlxVFSQOvK4ryeeCXgS9GUfQ/KIrynwD/CfBXgJ8AThz/eQr4/x7/fNdC0zQ+8rEy/8v/7wNoo6s8Nr9GOp2iZ3tkEzq93piR49KzE/hKAjtKcCITMPb6zOY1cskY8VyRw3YL9BhD1yWKFIqpED/wqbbh9r7MaSpmxGHt1r5IRy/MCfu1VBHg1x3JBhYz4aFZAY0xXVC1H4qM541NODkt8p3VYxc3Q5d5haoCJyeljzCXECOZ7br8njJFdpG05P1GtrDENw/k0EAkbGwxLb2KU3m5tnvVGAnT5vaBRyVjkLJi1HpDbNcgl9LYbsBWI0YypjFTiAgjhaOeS2fQZ6GURVPL7LSmOOwU8f0u6cMxy6V75OItUAwsVSFQ9hn3EzSMHoHiMJm6ST6po+gaQTRE819hZXLA/ds3UM2T+F6P0H2V02efJh6ssZJNk1spcmphGs/vMj1lcenWITvdDVZXs0xOFrl0aY96fQ5VVbHtiBde2OYjH1n8+jqIooh6vU0QhJTLOUxzDIhxTbG4R73eIxbrsrnZwjCmcF2FgwOX2dl7nD27SBRFeJ73TbPJ3nxd4EHz9HeKMIDmJRl4/+1C0aD4OBz+Dqy8ez1871Rcuwa/cPYVSL77/UKKAj/zqQZ/6+/P8qm/MiOmNA/A4Q9NHGzdotup09leY3lpibHrsnZ4kenpBM3sEhMTkzTqDSo5nWCwTeMoQ2lynljxFM7wACNWJ5Ey6A5imNGQjNbG1BcJnTjBsE53MKY3sCnFYtR6Y3rjkL22qFeu7ghI01WZGVjKiKt2GAox2ejBqCKH8yCU3JFNiJLFC8Tc7PHl4yHloUhTd+sCxuZL4Pg+Cgqvr5v86zcigkihnIInll0afQGAYfhW1dANBASkj81uxi7sOlJxTFjyeyF1fMjXIKmKodtrmyJbzcUFKEaKANndBjx93J+43wbbgc4oJB2zmcgVCYnx0fPwxmaTEwsaOcvmyNHJmT2KM5/i5v4RO02dKNJYqbSJ3Hmef/4e81Mxho17XI5MpkttThSgPpdkY3tIsThPv38BXVc4OOhRrbpcuBBx584uYQgrKwqzs9+ZNDrYuMFCro+mSQ97rX2d8XiRePxHt6c9bopj7v0juDAvcwsHtlT1rm7JOYZITGpqXTCPjfaePQUv3oOH5uQMNBjC83dEgqohRMX5OSHfH7fEcGa5IutWVeDhRTnfbB2PskhZCgkrwvUd2sOIUjpiYAtYLafhN143OD0TUkopZBMi0V4uB1R7KZYqHssTGm9sx7kw56KpeVS1R0rz2DiApYmAo5ZBPAqYyZ6iGN8gynUopDSaQ529VsBkTuGNrRbLExb9cRxN0bhzlOfEZMhUzuLigs7VbZsnVsakYwqldIq+rfK7V30aIw3PbzGTf5SYsU53ZPO1tQynpmK0R0mu7T7GvYPXWZ3cZ7FssNvI4fgt0jGLfMJgrzViv7nM0I1x1D3BUjnBQVvhwqpBqJt0OtsU1TZWPMPAS1BIWgRuFddwyRhHLC9YpNM6N5sekwXY3NwmkSiSzabIFqZpGA/hj3fIpLuE3jSBkaHX3iWIYqh6hd3NW5yf8ug5DU7Gb1IsKBiqg66O8GyXW7tT+F4Gz4vhdDskk3leeKHOT/zEA3D4TsXbBYfq75GRNvkuuqkoig45djeNoqivKMptYAb4DPDR44f9b0g18q8c3/6Pj8dlvKwoSk5RlKnj13lXIgxDgmCGP/TzGZq3zhIYDeJmF1UNOWo6zFYSrB3q5FMJnltTWCgvs13fIWaOMM0Eu22L+XmDtWqag4OAQXfEcsnBDwNeuQ9PnlDYbcKt/QhFhVxCwQ8jUMV0xvWElWoOJVGrSE/IbEEqh7p6PNDXE/mpogmwHB3P5OnbYj3ueXJbOSPS0a2aSCXmS9DpSML80ClhaQspuN6Vfo9cTBJn35Gmf0MTkNofC2OrqTbpuEI+pRE3LK5upRg5i7yx1eT0rI9lJDBNiMc07h6Nmc4PGTg2N3fSlLNJYp2IuD7BaGRwMFxhrniDQrrPdCHg0j2Pk1M2qqoTT0Tcq/8m3WSJsdIna47JFdKcy1nMl9cJXAvHL/DaWpOe+xqrMz7nzSMmJ7OEYZHDbogbRNhjnf/jV29w7eAxrFSOIDji536uTq+X+noTs6IodLtvfR2iKOK55zapVisoikYqtcOTT2a4fHkb19X42McC+v0Ke3s+w2EW3w+ZnAzJZAIuXEjT6Yx48cUunhcnmRzwsY9Nk0jEuHp1j3vHJpInTsDFi+9+NemHLvprYBbA+H1mSeYfhsPP/8CDw14P6vWIGetFSPzl9+Q9P/GhDv/gn02x0b7I8gPH0h+aqO7dJ+vdZnohwWh0mhsbTc585Bf4QLH8DY/Z4IxRJx4DCDmqvYKdq3DuiU9z63WNajDgRm2Hc+fOcuvq69RaAUvpEYGfYnvLpdtboNN2mEm6tIcJTsxodAY2p6YcprKy31/Zgg+eEudRQ4NIk/aCbEJcG+8eivokpgsoq/XE/KPRA2akalPJyOMKaWlrsI4rPle2IwzD5cNnRQqoRuIwaupi6nFyRkjIZk9UNEddAayRIqDx+p5UCi+ti9PpZl0qncsVAZNvjsjIxAVkfOI8fPW29CIulMEORZY6nVN4fRO26yanZ0NGdp2Rv0LJsCilDTDm6DgNQj1HKe3gD15mvlLmoH6HybmnSQd1YuEraF6TxmGftDEmOaqjDXMM7DQVw0BfnWd3f4pUSmNyMkE87rG97fGH//Akp09/j8RgaDMe2/hBSCaTJG5EuI79Iw0OW8dAvj0+nnmoi2RsaMv960dyNqq2pSo9l5Vzj+MJ+G8df/6GIZVoFRVFNyAKScct+vaYyXzw9d7WKJR1EbeEhJ8pyPreaUUkzIC0pfPGZkRc9zhsC4nhBjoTuTx7TZObu3Uemjc5O+PTt33ipkPSgHpPwfdd9hoR/fGAiDaVtM7jyxZeYHHY6vLEcpre6BqlZAeiOIYOaSvPZs0jHRuyXg1x/DEjx2boJUjFEhTSDkkrIJswyMTG5BIRjYGGqgZ4QYztxjQ7tQp/5KmbmPrvYhkdKpkJ2sMyV7bT5JNJVEVDSaxgaDG2Gl0KSZ/uuMhmw8JQNVTFRdcLtFo+0CcMP8+ZGZXTp/NkcwucmkiztzlgJhejZVfpBxMYVp50ckDHnyfhQ8pMs1oO+NVXIk6dnKXXC1lfX6dR7TOVzjEexhmp++xWXZTRTRZKHsWkwqt3/imP5Bzo79IYWEw8FpC1IprDJI2Ow1bDx/GnOezcpzOsYBgq29sh4/EPvorohyneLjj8HUVRfhf4Z8e//zHgX3+vT1YUZRF4BLgETHwD4DtCZKcgwHH3G562d3zbN4FDRVH+LPBnAebn3x5DHwQBjd03KHu/zUzpOqET4Acqw0FIs2fjhRXKmSyoFhOpMYOxxd1RiqOOxyMrKufOz2Pm56lf3ySZf5bW4J8zGo/ZbeksVjzq3QhVNZgr+bywFlHrRsQM6acoJCSpxU2RwGgR9F341HmRhybN4xlUSWFHX984dhpVpCL40TPCslX7woaFx43TQSQb6cAVvbzvS4/hXkvu321Igq71VfLpkJEDCVOl0TVoDBw+clpkPz0bdC0iCCLmizFcPyCbdIi0OM+/cpLX9pf4uYffYLViYxkDfF/noDvDyPNpDk/SGARcXKiRsu5x2CuipT7GQf8e13czdIY+CdNloRRyc8/CoM7HT0fsdGucngm4fbiA20kxsPf52mEaHJv+0OTsdMReZ4a5zG12tweMxyozM03ipSe5UQ24efU6A+dnGIwfIjU8JB7P8qu/epdnnkmRTL4FzmKxt2zCDw+b1GqTxGLSN+g4i3S7h/zMzyx8/TG93pC//befI5V6knxex3HGHB1VicUMXnmli64voOsQhhVefXWb1dUk9+/nsKwU/X6PL33pAFXd4MKFt6Su72a8k9+RdzWar0Lm9O//mNzDsPlPhEX5Aa7A3rgBywsOmhn7/cHuOxjxWMiPf6zF//Trf4S/Ofu/vCfv+aMQ7/f3wxtWSSZFZZBIxDkxV8CMfXPfsjduEY8bNKs7hKMDXNfjlf0xy7NFsjGVx37i/06vepvLO5fYOEySKyyRtjrcvn+ZyzcvoJse85Vn+erN3+STD/n0xyG1XpzpvE+oBGQTYkq2XoUPnpZcst2UXFM7HilQTAkQrPXgd64KMNttSFVmuiBE4sMz4iZ5Zx8ySQFwfUdGB0zlYDKrsFiMeH1TwN5uQxxQlyvHSpmitDj8zlVRtUxkYMc9HjOwLkBzqyEA01CFuJzKy5zE6YJUFkeuEKC5lOTT/kh6JF/f0skkFA7aFo+fnEDTwHU7GJrDeu08TafPRJBkvzlH4+iQKGxQ6xeIJxUeXfwqtWCSlekRRY5Yqlh0Bl1sN4djH5KIAj532efpDyWJ6RaN1ha2DWGY4NSpaaAOQK3WYW2tj6LA+fN5crlv71h6ezPC3nUoZJJYVo3cTIml9Huzj/zeeK++HyFiInRqCq7tyGcZRccD5l3IBiIpNjWRGRdTslaqPWmdiVvSX+r54tyetELc0MFWYans0Rmp9G3pN1wqi7mRdWxQU++KZNTzRZ3luDqtocrJKYdcWh5/Zx+iyGcwdtiom8wVUhi6Rdf2uHcYkIkN6QwNNDXGdD7ObqPDqek+xXTEwA6odl0iIuKGSrPn4YcGnq8ydEzqfZ1cUicTq+JHRSZzEbqqYxhZlCjLjf0Y5XSDtJWm1huy33Jxw4hCSicII27t9djrBHzk9HOUsy0yVoeLCz4HrQHdcZ7PXU+A4mNpNU5O3WaxYtC34xy0Jqn3R4RRFlMbU+vGubmfJpM4iesb1PpJfvzxuzw0d0i91aC53yJmFfECl5WZIv96/Twf//TPoto3eDx3jUa7w+buAa9e73On+2HMvMfCRIyvvdRgPp9ne69PtVOk0dKJx0ZU3Rmu78RIWj3OTe2R1Bos5Ebcr3p0B1BvwcJEhriuEWyWWK91uLz1FwAXz3O5etXhM5/ZBx6Q7e9UvF1Dmv9IUZSfBz54fNPfi6LoX34vz1UUJQX8C+A/jKKo940SuyiKIuXfsGkriqK/B/w9gMcff/xtNXwpikLO/RXmMgNah7tcmPa5c+Axkw/pDhWmMx7Vvsva0RBL0xnYJm3vJ3HNIv/s+l1+Nt2gcWVAUr2I7wyYLi3h2Fs8tjygmJRENl/2GDmqALJuhONLhXDtQDa7kSc9GSsVaXo+MSEJ7tqubH7FtFgwf/K89FL0Hdkwv3pbHOVOT4nU4qAjyTSfhKOOVB67xzOf8kmpIg5tsSXfrMPp6YixqzL2QnaaGpc3HP7QkzD0pLo4dCQBpxOw3xqRjsOpmTFfunGPYuoXuLo7z9HSAb5/j5mCSS5Rpj0M8F0DU99jNr+E453l7uEOk7mQdOJv8mMPQT6VoD/oMrQjru8qNHpQyezT7lj0elmaMY1W/T4dfY7OWCFt3SJhnWS64tAegltLUhs8SinWYL95gkZ0xJlHUhw2DnjoyY/z4ougaTHW15tUKufJ50/RaDTR9esoSp5k0ueZZypfXwO+H1KtNtnbu4+ieDz66Fl8P3pzrREEAZlMkmeeOUu9fsi9exlUNY9p2nhegG2rGIaPpslXzLYVarUuhlHk6KjG+rqOrp/iC19Yx7KOOHly8u0s2e8p3snvyLsazUuQXvn9HxOfBlSRTWZOvieX9f3E9euwNFU7NqN57+Izn27w7//HT/Ff//xf5f05Sv7wxfv+/dBSBEEdTdMAGPk66d8zl9VKlTnav0om2COR0bm5MWQx+To5/TFS6RzV9lXmz/04sVSR1dWzXL485LmNde7ejVHvp5jOaYxbr3FxIUN/1MZxQ7LxAXP5EEM/HkzfFZLyzr4Qhu0BXGnAE8vSO2gaknNKx4fl2aLkhmZPQOBiWXJOFErP4HpVqj/LE2Is89QKHHUiHl0S+Z6mwukZeGlNJKn94xEaPVted6kEKPJ+r24Iyel64HEMTFtQyQo5Ws7CuTnQFemVvLoLU1khOlt9hf5YASXP/aOQUjokY9mgqLy+qTGb7XLQP2BkPMkLO0U0Vml7L+L3YDyOMbQ9Jief4u79f8HSB57APsrRGHmkrDw7zQWU6C5Kx6eQaFLb+gJH6rNY1idIJCpAQLu9x0c+kqTbHfK1rzlYlsw8/dKX9viJn9CJx7+597DT6dHunsaPTTPsb+F3pjg1VWH1eH281/FefT8SJnzsrPQG3jmQtWTqQlRMZuHsnJyF7uzLGWe9Jutg5Ij8uJyVyl97KFLRSJEWmpfvS0+q7YbYvpxjnrsDHz4tRLqiSNU7REj4oQP3awFzhQCFiN4Ial2V1YmQ33wD4qbJ0yfOMHZe5dZ+inK6iKH1GQc27ZFNFEao6oCxp1BMqdR6IQ/Ph7SGKkQq9a7FUTdN0jqi2Q/ZaozYrp/HCWzyydOsTsBiuUc55XKv1kTXDYzkAl+5W6Rnv4qy5TFT0FHxiesezUFEPpkgn0yyUt5hLnfIVM7G9uLEjCYnJ+/SGjSI6WlOTN7j4cUm07kYrq/S6Hg0+/DI0iHdUZL7957ghXuPY2jPoCgjLiyuM3TqDAY7aOg0GltUSmcI3A5tN8EnP7HE0x88j22v8tyv36S3vUG/HXLYWWW39jShmWCkVckk1yjkLNKGQugH3NtJ8/rmOU6WaixNNakkdjBpk00Mcf0xM7mQtcOQ3tgnMzDYbaRJxYqYWg4oAB0gotHoY5ruu7Uk/0DG27a+iqLoXyAg73sORVGM4+f871EU/drxzdU35aKKokwBb8pV94FvnBw9e3zbuxau6zKTbZIxXKq+SRT0iakOSStB0kjQHapcutcml0yix5eYzUxj9HbwvHvk9T1GRxGWUSFh7NMduFRbeywW+sSsED+UHolaF4Z2yERW+jqCQJjP+0dw+0Dm+WTjkixtVyQT6nFOuL4DN49tv7v28ViMvCTsVFwSsRcJa5owJEHXurIB9sfSA9IayGbbt0W2I+MqFFRNoZwJ2axrnJoUppZIrmUi+5b2Pzp2STV0UBWVSlqlkjng5OQOz57YoZS2OOwMgX1GzqOoikEU6dzaqxJEEUHocm7BJR1fpd4+IBWrMl1QubUR5+6+w4fPDHB8sEyVYsJnPFaI6xG1XoShu2hRia1qRD6ZxDJ0PM9B0YqQOkNH+QQT2m/Q2LnC9rrNyNXRtIB6fYdmE3K5LUqlPDMzZ5iePuKpp76VbXLdgJde2mA8fhxFMbh//4v83b/7AWq1Lr/2a5vs7OgkEiOefNKg223hOAMsa0CxaPH88w02Nx2Ojnr4/oBSSSWfD6lUplhbuwKkMIwTeF6b6elZ7t6tc/IHF9+899F8FRb/nd//MYoivXS1r/5Ag8MrV2ChcBcS720larLi8cTFLn/3X36I//gP/2BXVx+ExPTyBbZvdTH9GgEGyaknv8Ugqzy1wGv3i0z6uzSGEMUmmKu4NEd9UukchZRGq9PAiGXJJZIszmxiH21TM1u01Ag9SGLoM+TzcRqtmxhKlQ+fDtluiGz0Th/OT0F1IH1Vuib5YehKX2FvLHnG0OX3yayMtcgmZMTA3SOR6nUGMFcSGWp/LLMGax0hJDVVnjsYSy5ZKAkQzB/3e5UyckgvZ+Q+69hcxvalwhOEQoYWknCvKnPolo8dtZ85Ic54biAg4fk1AQ2T2ZBsQipJWzU47PjisF2pc9jyuTiTQjcLJFI9Qu0qiYWf5Ws3uoTpn0Z3b2N4BSyzzsh2SSWX6Ta/wJmVEDVMsb3TJ50OaXYShGGPc3MFvGjA/u59RsmTfOInTtNujygWu5w5M8X163tY1ls5R1WnODiosbLyzWN7XNdHVWOks3O8eQTS9L13eRW+/6Grct6ImfDEishIn7snlcTVikifD5qihjI0mEiJZ8PlDVlbf+wZUUflj9fv0IGGIwAyCEQtlbJgoQgrk6LCcj1xr01ZskY7I3nthaK46yYt+eP6IfsdAZurUwk6ozpqlKQ/7tIbx6j2hgTBgLOzDc5OWawdGmiqzdgLKKcixp5Kexyytm/QHiZwPZcPn1Yw9IhMwkBRbvHlG2eZL1ZZnWigKj7JeMh03qI5iFO0mgR6wHzRpJBM0ej3SMctFsoRsT60Bx6PLr7CuRmwdA8/jCilHa7uRFTSDR5dPKSUCgnCQ0w14KgzIlJSjLwBjyyUaQ9WCKOIyZzKTG6TufKIQiJHKn6TWn9Mux+geDa1bhwv7GLGy2R1uPLKAb/1tTcwDJ+LqwsYKQW7n2RlZYW2/xyH9SfBv8wTiyNsZ4Fu4x6+02OzZnJtM8Vi9iq2DftRjIQ5oD+yKeYC0umQckbj9c0El7cmSVk+vdE1Forz2N7/mzuHP8fImaDff5mdnQ8fmwE+yHXvRHxf4FBRlOejKHpWUZQ+Un3/+l1I4e87ktXH7qP/ALgdRdH/6xvu+lfAnwT+h+Ofv/ENt/8FRVH+OWJE0303+w1B5tqtH4BV6BGFEQfdFNVuDNOMEWlxAgwqGZdKoUAQbBI3O+SLTb50a46ff6pLMZ3g+tZt7uxq2K5LptKnOQhIBxEzedl41g5FfnNxXkAbisxs2j3uv9hvmxi4NDTRz98/kgR61JVNSo2k0peMCZB0PekHPD8j7K9zbEU+U5DEmojJ5nh1R4wEmj14fEWS80FLGLhMLGLsROgKnJkJaA9D0jE5HNzck032zgGslOHShjC5MwUgCliZ6NAZX6KcSdEZFsnEuyRMk+u7Lbygg+M2mcxOkbQ8dhpLWGaZVm+XmO7RGU5TbY4InIDm0OShhT4KAd2BzlRBw/VUXttQWZ6wWS63Wa9HBGaKUTBHpxkR026TTGXojRPYvUmKmd9Ga96j2UiQ80zu3DPJlBdotzcxzeKx9l24h4mJQ+bnk0xN5b9pDayttZmcfIheLyCKApLJJ1hbq3H/vsv29iq6nsJx4Fd/9cusr4coyllct42uZ7l0aZ3HHjvNxsaAMJzh1q1NHnoow6lTs5w6lefFF19iYSHH6mqMROI7O9X9gYwohN5tSH0PUtvMGah9DVb/zLt/Xd9nXLkCv3DmZUg98p6/9y/+oRb/2X/1F/mL7SrxwrtfmX4Qby9UVWXp/Hc/4Jy88GG8/YBi1qRRr3PQuEV+XvavzjAgVS4ST8xz/aV16B1w1IoxDJ/k8YWvsl3vYttJxn4KX4FsTMfxQirZEFMXE5f1xnHbQQ4aAwFaUST9fActAWDVnhyyz86KwmWvLTLUoQPPrcGjCyLR01QBb24gIwQeXpTHX9mEV+7BUyeEmNxvCSBoDQWADm2YzMvz/ABipkKMCDeQXDWTFxXNxXnJj7stqfbcr4ryxtShOxAZazkjhOtHT8OHTilkEl2S1QKZeMir913KWYOH51TuNeCxUwp+TEeZ6GFaLT5/49Nc3+9iejbZlMdSoscnz49ZKo7BLBD6Y5TJc3S36uixFIejGK5SIp0qkzBtsAIODwcsLhaJxQYAJJM6vu+g61IV9v0h6bTkAXs84ujeC+jRAJcEhj5LGJ5BVVVc94CVldy7uAJ/MMLzZW1N5IQIuLwFKUPIhDuHx6S4I/2E23WRkIaBGM1sNeCrd+QctN+AjAkLFTlrffWOrJFyWidu+uSSBqrqMZGR144i+PJtWVvFtEinE5ZUwn1fzlN9W1RXqYRCSB/LGJKJ61zdzpCwbEqJAZo6ZqGgYJkqk7mA+MjD9oTYCCMVXdVR0NhvLqJpuxRTAw67SXLJBI8vuUTROqV0C0OzGTkBVzYN0vEMW/UhxUSVj5+pkTQV2iOLRxYiXrovIyZs36Ax8CilLLKJkIHjoioxjnoKtquxUW/y0FycqZxPc6igKCqGptO3DXFhtTIMXahkPeLmG6xODCik8hy0yzRGJ6lkD8mmFtjd3cIwpzloOnRdA38drteXKE/qnJrZ4k79MmdOpEGfIB68TlldZ/PgNveaZzk3U2Z6ok8vXuS5VwZcuvsEaStNe/gJWptbTJbHhN4USX2flNbD0jX6tkU6liBjDTgxlUBXbBJWl9MzbZZ2Psvnr/8iPXuKq1c77/PK/dGK7wscRlH07PHP9Pfx9A8Cfxy4rijKlePb/jMEFP6Koij/HrAN/NHj+/41MsbiPtKX/Ke+n2v+NwnDMDDTCxx1XbquyrjRYe1Q5aALcVNFIUXbyzOp9skmJrh7pGEoGkvFLZQopNOvc2JCZ+TESccDFgpw1H5LQlPtSsJLx+D6riSzx5dlozvqwvlZsAwVL1AI/Ij+WKp2R11hS5cq8PlrsnlaulQFGwP5MLs2jH3pwzjsCAM7WxD2NWlJf2LfEZfUg478bsSletkciGzoqCN6/nw8on083qIzhN89ECYgioRVdn1o9BXiRsRcKWKnrZGMjVEUh52mhq7WQNHIp+DkZMBhp8dr6xYpa49L66coppYZuZs8utgh9Adc205TSleIojrNwYiRl2O7keSrt9N0Bhbn5zpUuxUsTWG31mOtBsPRLPv9zzA5NWBmbsDpjEdSuc94VKDVyuC5JpWswtr2XWZmfpow3GZnp0ittk8UbfDQQ2d56aU+n/lM5utyLgBdD1BVnYkJWeKe10TTdGq1Ibou/SFhGHB4mCKfG5LTX8Q0NGr7ClPzKVoth/n5JQA2NnK4bpHxeECxmOFDH5oiHtewrDSO0+Ghh4x3e0n/8MRwC/Q0GN/D1pK7ADf+m3f9kr7fiCK4eSPkP/nQLYj/5Hv+/iuLNmfmd/jb/1OOv/zXvrfnfOUr8N/9d3D3Ljz7LPyP/yNMPsCV72l8N+Y7kytQHz/GbuMuGHN0s3NEtk3TUYmVHieZStNq9ei4ZcbdKXpenOnE1zg5Le4yln7AV65lmM15uPEAU4tIWTCTE3CWNOH1fckXT5+Qfb6UEvLy7CysHUkum8hKtXDkCaejV0TeeXFOclx7CJ84JxWZyRxc34Z7h1K9W54Qw5rmQMhH05DXG/tCllYy4niqIMSoFxz3vA/BKYDjSt5JxwWYrk4IMD1sy3NGLry+Lu8zGMuYjrgFraFGKeVx77DD2dkE6ZjBG9shXadELBEyUTFwktPEpqfo926S9P85J+ezfPX1Zc7Eu2SyAZXMDo8+ssogyFJeOE/y1i1+4pPP8sLnfpeot0+zPyaZtKnMJNkZxun1Qhr7X+LCapWd62VKc48yMXHI3l4cCFld9alU5tjcrHH7lS9xbs5mZr6AgsvY2eTW9pgogk98YpVs9tv3Jv4oRdyQquCr67IG8kkhtxOmqKgGjrjaljPSIuP48tl/8BQsHvevvnxPCPOYIZXGhAUnJ+DekcFWPc7KpEYhAynL5db+kFpPzmgfOCEzFktpkag+f1dae7zweMxKBF6gU0hpuN6YRk9FVWM8uRJw1O1xbq5Po+8TMyP8wGaponHU0Rk5EaamcHXHIIpiqGqKC/NDvMBksx6SS/jMFOrcPQg5MRmRjpnHcuuAo47C83fjxHWLmXKVpTKYuorn+9zc0xmMFb58y6KcNbi9n2IiG8f2bBbKAX4UcGtPZ+QVKST7qKqKogQEvsntfZtKxmK7pbB29AhjT6OSHaIpLWx3xMmpiEw8QlFcEvEj9uxpbuwkySgRs9l9+pbF0eYc+60Z9lqLLJeuYbo+yXyFufw6dn+P2t4e426LC1MuNTvGb31thQ9cuE6hNEXf/BlMq8zIn2HofZnlskdGq5KMLXJr75MYyq9g+xpeoNK3VXTNYv3IQlNmyCfLDOwUmbjGVP4leofnMYzeg6rhOxhvd87hP4mi6I9/t9u+MaIoeh7Zv79dfOLbPD4C/oO3c53/pqEoCicvPMzaqyadsEkwvIKmtuiNIhqjVWJaFl8/Q314BVQbx2uiGSMMtUlcT6KqATFTw/O7xMwCpqZxciqi3pXNLBMTZlRXhRk9PS2VuUpGDGUaA9BUBz+I6IxlvEV3JLIKTZX5iI+vSLK2DNlAZ/NwdSCJMGWJXfeJCaki+sds69ohbDbE1vnsjEhLF4sivzhoC5iMQthoCBObsqCc1fDCiGwixHZhrqySMENu7MoBoDmImC7CYE/B1H32hxHF5BaLJZORF7Fey2N7B3iRAlGHj52x6NkNlidGfO7aSXbrVfKJAQM7wYlpg/awzY3dGElTwfEtqj2Teu8Riskm9450Bk6cIDTZak7yyv1PoOsnyOcjllaWiMXuUyzWWS6c58Yrt3DsHK5n0eubuK6KrrvANIVCwHDoc+LEoxwd1ZmdTWLbNsnkWzbIH/vYKV5//RVarXPoesj8/AFnz66wudmlXh9gGCmCwCUe73F28jbTuQkcN8QOtgjSZTw3RhBUCAYvsFjYwh5MoGkfxfNsLl7Mo4XrdPZ/k8xEgnz6ifdyef9gR+f691Y1BEgugNuEcRXiE9/98e9x7OxA3HLJTpT5LibO71r88k+9wF/+W3+WP/UXoVj8zo+LIvgv/gv4B/8A/t1/F/74H4fPfQ6eegpeeQUmfvD+e/9AR3lqkWhygcPtO+TMPlb6BOWpRQC2t+u89ppKo3GCOy9+jax6yPKUQnMUJ57WSFkqH8jo6KFK0ohxd69PLiWz4M5OS7/WwwsCyDZqAqpGrhCKcUtAXOmYuzloi2tkIS2qkrnjgeTVnhCZXVvW1uVNIRZzCanE6Jrko95IcpvrS77ZrAsx+diy5LlqR5732CJst2BiRfohHT+i0YcX12B1SnoZc3EgAZfuiZvluTkx0nn+jjh3z5VhKhdi6RFD1z+WOQVkYjG+ekPFU1PUXIVUycB+41WazRYJXyGe9Hj29E0K5joPL1nMTEAuO0O7HnHvzg0ON6+R0kdcePQUh3txrj+/RyE5QXbhSWb8ZSLns/zU0zqVUhYYs7P1PE8//dP4vo+iKBiGwdraITdupKGf5ODAYjiosbKa5+aVLvGpnyYMQ15+eYsf//H0N5GYP4oRKXIO6bsCBlcqQhoEoZx3duowX4beWGEyF4lL6QmpOJ+fkfVx99jRNG7JGcsdwdjVyKUKNAYJtmp1bM9hoQSHnTSa6pJJOOy1IJtQuL6j4vghP/6QnMHedD8NApUL8+INsVHP0x/N8PDiDulEjGp3n3uHDuWMvP/Iibg4B72xSWsQI50YoKkx6r0MPfujBMEGydiQjZrLbMGnb8c46iZYKLnYnotuTLPTHHDpXoJb+5MsVSJmigWubI+YzQUANIZpbu7HiZRJFoM8hfSQkQMZq82l+xa+r5OwOuQSIYYGrt/jd6+NWCzHaQ3LvLY5T0RAa6Bzdes0M/lDcukRZ6ZsjjoR7eERMb1Nd+By6/BTTMR/l4unDgmDMa2+SlK32Wo9gao4FFIWg0FAsTDGViyGw2tkYx0eeTTCVN/gizevktMfQ3NPcGZ+hutrXUyzRDpxh6TxCtn4AbVennGgUYjXuXW4hBO0sMwEncGAWq8I4RKnpndQlAg/1Og7Bo5vkUjc46d/+iPv88r90Yq323N47ht/URRFBx57m6/5AxHFqRUe/YDPV3/jH/HMiT4GPZr9iBc31mkMF1C4xp3mHN3sFU5MqZyZ9Lm+o9Hsj1D0JNG4gKsGZOIu1/cDTlSEdcolhYXt2yKBOD0lrm+np0VWc3NP/l7vRcwVhCHrH4+V6I3FpW0qJ6xZtSNSh7ghzFlvKCzruRmx7U4f6/Y/f03A4PqRvJ+hSk+irsDdKsRax2YzNmw6Ahh7Y5ltVRpoTGYCdE1HUSM6wwhTkx6U2YL0ICYNKE9EZGJDNDXE1DWaAx9FgVJmjOP5GGqc6cKQXCLksFMik+hje9v07TGF1DLn5jeJGfDGboahq7NV94nFP4ql32e+skdn0OPqbgzL/BhRZLPRtEkkBliWRRjGGAxcLMujWPQJEo8x9G+jx2x2Gi1G2sfI529SKNTpdKaJxxWSSQ3DiBFFCvF4n3g8902fv2ma/JW/8gw3bmwRhhonT66STMb5+Z8/TxBcYWNDoVKJOLFsUw4t+r0+Ya/KoyfvM38CdurP88XnfpULJ2coFmOE0R26vs+Jc49TKYLZ2eHcxQIA9eZrDNNFkqnvpxD/IxbtawL6vpdQVMieh+bLMPuZd/e6vo+4dg1Wp/cgufS+XcPikspHH7nJX/7Lj/O//q/f/jFhCH/uz8GLL8Lf+TuQP1ZY/+k/Lf1j//a/DZ///IO2xfczbNum3R6Qz6eIxWLY4zE3X/scK/khuVyaQX+XQ9dhauEUa2s2uj7DG2+8wK2NT2K5v0av5TNd0Hl4uYFhJeiORswkwHccnlwVAFfvCSi7viv9VqoqxGJ3JMPkD9uw1wQ/UBg6EVe24Ny8qEhKGTEJ6Y4kn1V7cG5W8hJInvAjcILjUQCe5MKlCqBItXIwhh9/CL52W2R8uirAUENIyEoGpnPSX3ZqSmGxFNEaiZnaclny4sCW17wQlz7IzZoY6XTGQqw2eiGvbMg8xM26S7WTp9rNsFE3GETneelen6cfzePZB+iByfJUgzDYoMg91PTD4B/hBil+44sb2KHJyakRDy+C5t8jcqYpTi7x0//+v8/tNZ1XX92n31/n0VNFdrYOKeST6JpOyrCxbZtEIoFtO9y6tcfLL9coFos4YQZV7dLu6OzttfE4SRyRHDvOLHt7DRYWfrSZmmZPRnd98pz0izaHcqaJFDFHmsiKz8FOPcQNxENhKgdE0rLTGUsl+bG4kBuaIpXrF+4GJMwm+eSQ9tDl6pbHfgMKaY++LQquqbxGGCVIJyLWNuCRRZ18zOFe1SEKIWZaFJIq4DO2x6TiO6ztuxwmDgjDgNW8KL/CCF66B7/6SsjFxRjFlMZXb2c46BZxvAVm8ndYKG6xPDHg9r64jT6/FhCGISnTpjGAM/Ex92pZNpvneGN7AUXd4uGlKqaRYrPRR9dUSqk0T65YrLcsbK9Js5Nm4Hgcthep9soUMtf5yYs1FCK6Q41SZsjDuoEXavRHZfp2mnKmxEqlQz55n5sHST5w2mG50mM212O/EyOMNHKJJmen7lFKjfDCMVHo8VNP5Hj+dsjBcJu1Tpzd2m3yySofvKBy5tQcmlOiv7vHVM7HUlUuzkbcqa7TtafY26+xOpVmpnyJEzmN+XLAXMlAUUdkU6vUuj5t5xf44t1XeOK8ykYNlksH9Mc12qOI/nhEo99i7cBku37If/AXzvPpT6++vwv3Ryy+357D/xSRgsYVRem9eTPgcuxm9cMes2c+zNUXO0wXOmi0yCdhsWSyVR8SU2xuHq1y82CKD59wUIJX0RR46mSKg17E7QOTal+FIODy5ohSSuNeVaU/CmWG0wDOTYvLW737ZqUQ7LQM5zV0qeqFodxuaiL5eW4NHl0UlvXOgUhBax2p+J2cFAnNB07I5jhbEJlqEIoUaK4g8p4z0yKbSFmSpBsDsfjujSWRP7wglci5hEo5G+J4AQNbozVwqWRhMiOHhzNT8vqFtErfDgFpoFcUg+m8h6oqVDs6cEgYKbR6OsmYQcMH19OxjJCEVcMJJ4nFGpQzNqoakkwlOLuQ4OrODL59wInJDDcOLJKpCbxxyO1qgv6oyMjtMTm5wHjcJZ0eY9vrfPCDHr/0S0/zxS/WMaZ+lrt3e5RPaZwqqFjWAplMne3tbZLJacrlaTqd66yuqnzkIwtfn3f4jaFpGhcvfrNrpq7r/Fv/1uNf/304GLB56Z+RtBTcwYjl8gQDLccHl6aJs83Zi0U0TcPQi+y1dWbPTrN3/yqlY8t6gHxKp9GpPwCHAN0b33vlECB9Euov/kCCw6tXYT53U67x/Yr4FH/qo/+UP/f3HudXfgX+6B/95rs9D375l+HOHfgbfwMS3zw5gT/xJ+DP/3n4tV+Dn//59+yq/0DGYDDi6tUGYaiyuppgaqpAvz/k1q1dbt3SODyMMexd46HTe6xM9FC719mtRrQnzrO0tMTd9Rt8/qtD/tW/WqfbnWB9fUQUpRiPP8NoZHDOXiMZN6j3+yzkGjw+0aEWBFQ7UmFRFHED1RQxNluvipv12IHXtwR0vbAGfhixMiEjI3JxyR3TOZF9hqFUcd7YFDMZVRGwWMnByrHET9clz01kJOesTAiRuV0XxYqmys9zsyLtM3TJSZm49JYlzTfdJRVKqQg/OHYm3RFAe3ZawO1hW/LlVkN64ydyUun8yBm4th0RKSHt0YDGIEE89jRWVOTkNBwehhi6yoXJfZrNMpPZLsmszl73gJpS5vK9EWrhYc5P7dFvN1hZWMHp19k+GuLnEjz6zElu3t4kDB8lFfc4uP93mNcGvNC9zVPPfpCb9/uEjQbJZMDOTohtl7l3r8r16/dJpydZu9snl+zxcHKWeOnpr6+PKAowjB/tqiGIkunstMhFE5achV66B4sVIRS8ALZqISgKT69GRJFU6kxdZM7dsRDs13akH/H6rpyDZvOw2fBx/QGnpqRfVddgdVLac67tAKHC9V2Ng3aOhDVm7cAhZiQZ2DqWCZZZZKveom97PHNiTCEjiz5E56CtcG5O1ng6pqBpcH5epZByuH8IyViKvKvzwl6XcwsDytkRCj4L5RidYYqZXJdipocf+HieymdfV7D9HIqe5+JSnVtH5/Be6TCdafHYksdcMYMTZCmmm1TyLiEFXGed9WoSx4uRSWywOK1RzE5A4KGpLeJGjK1RhlwyxjiAxcom+dSYpLHPXNEiYTWYyBSJQp1MMk7f8ejaM8xVIBeOyaWmsMwWSxWfse+jGimWK1d48kyHmcRLdIcNWptpfntznvnFKfI5g4HrYEcRYRRg6E2myxkaDRvMMedPxVku1EnpQx59qEz4+gHxmMM4zLOUDUhbAalCmeFoglE0ix9e4tX1h4go4wf7rNcqGGaPv/k3f+FHvqL+Xsf323P414G/rijKX4+i6D99h6/pByIM02Tr/g20UZX56TFBqHB9O2B1Is6tIMQ0H+b8/IDqoEykxsHQ6Y/7bB9Bp+sSt2LEYj3ySQM9DFmqJNhvBsSNkJTlYpkRI0+09AykJ9Dx4PEl0bkvlkRbf2ZWEuHdQ6ik4bVNsV6eK8qGt1kXVtf25f58GuxAAOh6TZqrgxDWatLovXYkPR6zRdkYKxnpZSylBd2fnYXDtsLYU/HdCFM3WZ6AF9dUprIhUQQ/8bAk/J0mPHsiRNNUwijkC9cUIgIG44B0fEwlKxv8EytxDrs6N3cC+k6CbCpDz82wdljCZ56he5dSOsQOdBzlJJ3RJo4LGbPDYOyi6acpl3ssJE/R1qeY1GPAFufOmaTTfQwjQSyW5hd/cZpUKsFP/uQ0J0/ucflyyHCYZ22tz8mTp6lUSiwvb3LypEYQRCwtLZPJJH//hfBdIplKUT71MZz6dYZtjbaXozIxDUCoGFiWhXKsog4UGVwcz5Tod+6TTghAbA980ovlb/8Gf9CidxsmPva9Pz57Bvb+1bt3PW8jrrw64FRpA+Ifff8uIj5FMljjr/4XIX/+z6to2lsgb2tL5KOKAv/9fw+/Z2oCIAf5P/NnRHL6h/6QHL4fxDsfnufxhS800DRxtX3hhTrT07d47jmP27d9mk2XpemQc9NtDi5/heRsQDC6y6lZhXZvF9f9JM9fmuD2bp79/dPs7WwQU0eE3j2SbLJzcJbD/uNcr7b5sRN/G8eJ8dWb4AUBZ6el/eCgJQfs+ePc8OEzcm33j2S0wH5L8kUxZXBi0iNCnmfqomxxfQGVey2RAl66D48syvqqdyA/bYDv0XekH7GYEjfKfFJM0lLH1UlVlTxUyoryZasu8sL9lvy9nIbuOCJtwWROIYxUIgKGjoDBM9NSudmqQ+24rSKfljyoIGDW9gKmCy6aqnNyMuR+TaHe2yAKTVJmnGo3yXVHIcSmOwjIxT2MuI5r+/Q7fVLWgE5jEzO+SXOnQ2hMcn9/gq3beX7nla+yvPwEYJDheaYrF9jce5FSus/f/DsvkJj/sywtz3PzZpWNjR10PcfhYYHXXrtPoVBhfn6Zj370EeIFF6ezx3g8QxgGlEpHTE29fyqE9yoGthAG+ZQY7uVT8OuvyUivUkracpp9SBOxdihE+EYVTBNiulTu5ktvkeuuLxXtQlJI9Hpf1uVRV17LDyFviXGfqRtoqobjTVFK3SFmOpiaze2DJGMnznzZw9IN4qZGMqZC5JBJ+Ow1QUEkrj0Hhk7EdBa6tkbK9FiZDOmNIyqZBIYecWG6TrMXcXJCwfENrm3HsPQmpbTKyckYnbHK566PeHl9CU1rkMssciY+4PL2f0Xb/hox658wU7SJIp90XKFv+4y9HWbzEXEzwjT3uLnbp9mtcN0tUkhqmBq8sT2kkMwwX7Jx3H1yCZd8osleOyJphFSyHstllVpfxfZNYqaJrWjYUYg3srm+5dDOacRNhb4f0At0zswdkc+MWS1Y2F4KL4yYyTj0/YjtbpGCpWEEY3pBhnKpQNc/RLFmWHnkIp/6Izr1W9fQ1HNsb3+NPhqa6VGaXWQ8OmA8HDIem0CZ4SjAVEsoygiFbUw9g6VrlIqzD3oN34V4u7LSVxRFyUZR1AVQFCUHfDSKol9/uxf2fsfu1n287V8nYcZYO3KYzASsH7nMlAwcZ0DM2Cb0T7Jey7HWWscJa+w3C4TRkNVKm7lii6TZ4bX7HueWVYZOxNiFMDTp2Rq276ErCqbm4vpyCHN9WGvLpjZyhQXr21KtK6YEJL6ZRIMQbuxK4ivnRD6z34IndAGEG1Vxh6tkRIbRHor8k0gkGI2+3PambbPrC3t7ax8sPWLgBNiOykxBw3Fd5oohreOErmvy+GwCTEPFdlXcQMf2A8oZlYcWdNarCjN5H9tTCAnQFA3dSLLffIKv3M0w9j1uHDxFzqry7Cpc205QKBSot2e506vz5Pw1TC2LptmsljyKpQh/9Jv8sSdeYr+f4eyH/zSOU6ZcftMSfJNcLguIodCZM0ucPBnw3HN3KRSW6HbH1OsdUqkylYpLpVJ4x9bKxOwqzK4Sn3wMtfUqAGPbI7X4Y2w3R+jhEE/NMHXySQCKlRkORmfotjeIeMtE4g98RCH070Ni7rs/9s3InIX2fw2hD+rbnszzjsbVqwE/+QsR37nF+j0ILQlanJPzR/y3/+00f+kvCRDMZuH116WS+Iu/KD3K3ymeeAL+0T+Cz34WfuZn3rMr/wMV1WqHMJz4+udgGEX+4T98g8nJH2MwaFOrDZlP/Qti87N03RiKfZVTUyFxXcMZHXHnxi0a449zuPkCaS3NE4traOFdnlndZjB22ax1uH5YIa7PoqsaSctlp6FyblaIRMeHp1alenK/JlXCSubY0v94/mF0nDuycY9iWnoTj7pgKWIeoiDAbjYvIPGwK32FI1dyRWfgUetJPprKycH9sC2VyYENA1eqPCemZIaddkxEpC2Rjo5G0g4R+IAGF2ahNYjIp0IOOqKOKafl8G+oUpW8ugNPr0hfpOdL/hTCUsjXhKkRYpLo3KeYSdMe+QTso4UjtuoqCxWLWjdCQWW1ksN1BwShRa++jp6okkw63Lu/x9qRxsu7D2OVn0DXdQ4PD5maymHZYzodF0OrkMrq6A2f/fUN5uZPYJomGxuwvBzHti0KhTjZ7D5LS6fw/QHdbsSnPz3NwUETXVeZmFj6A3EIVpCzTDkta6M1lBtfXpPbiykxh1ksi2lSKi4S5IOOgMowkuccdeD2vgDFvRYc9aTqPJmV80urfzxT2oFrbTlXNQY2jgdRVOPkNKxOBEQo7DR9vHDIdC7C1CNu7amcmvYIQhfbDZjIjRlUQw7aCmEYca8Kjy7qnMqbuP6IIIoopVXCaMD17TbN7hhFUbm1r+EFQ7YbCU5OWkxkAkAnl1CI6QqFlMPQmSYIZ/BDjzDoM5d7ncdW0uw2xxDVGToKuqowke6RMAM0LUc562LGCryxm2G35VPrpNioTWO783zq4k1u7dkU0qDqGbp2l7nCmKRl0RjE2WzYjNwMB12dQtpBTVnsDE1OVAacXp3CHw2505lhLtfjwmxEFPikrCojV6eQinjuTsRCFDCImUw88qdpbF9iUttEH0e0/MfpRWW0zDyh1+XsxR/jvhFy95Xf4pGLWX7sJ36Z//1XXqBW/SJTqSoTlQki7yYb/ascdU7S74ecm26SNNNsN5sEyscpl2vfVvn1IN5evN3T1H/5jUPvoyjqKIryXwK//jZf932P/z97/x1sSX5fd4Kf9Hm9d8/b8q6rutqhu9EGDYIEQTOkRqI0MiFSlEIjaXZExYZ2N3aklWJmdmJnSdklhyNNiJJ2KZKSKEEkQMK3rfblq169et7dd72/6TP3jywAhAgadFWjoUafiI66796b+X797u/mL8/ve77n/Nav/xrlwOFoJcaVNZPNwwFDE/pjnSdP+kzW/gOvri+STD/DvvbX2G726bZNTiT+CZmojuc0cAWbTMyi0VNIRDxOzahc3hAY2SICMjE14GYjXOxianiDFlXDbKjzc6EF+Nsb0BBDyY4ihyTS9+/1D06GWvpUNHztpZvw2FK4AIpiKKVpDADhnlFAD2QlXIhFATQ1XPBzSZi4V+WTxdD9rdkL6BseraGDQEBEDRd11wsvut2RiKZIrNdUNEWk1gdBlPAF8AIVQQrYbvbIJ3yGhorpQmso0xjEmaw8ShDUGTlNpsvTKGqfqUSfVPSAzcMvc6SUZnaiiChO0rJUDEdCFff4Uz9+llu3DM4FKpd3byNnYui6STyucu5c5ffJCiRJIpeL8ZWvNHGc0r3n7vCpT/0xe9q+QxQqM/T0KHvtKmo0ybGl8Pd8O2v6ibkTwIn3ZRz/xWK8B3Ic5O+gmqvEQS+GctTMufdtaN8pxmPYq+rMLGX+6De/34hOwmCN48cn+Gf/DG7cANOEv/k3If7HMD8UBPixH4N/9I8+IofvF+JxDdcdoyhh+XYw6OD7ZXq9Pr1ej05HpN1u4/l5HCIogoui6jhSDkcHUSsi77zC+dkcg9aLpLQ+49Eu07mAIKhxpCKTS11ntgCK2EKT2nzqrIvjhn19hh1e2917kQClZLi5mE+E60YxBUcmQolfexg6bWtyqCBZLMAji2E/oqKEa1nfANuHjZ1wTTs2GZJJQQh7yDwn3NQspcP/f1WGl96BT5wK1y/bCZUvnhcSyGw87Gl8eD6UwO42vylnvbYdsN0KzW722+G65/j3emSD0ISt2g0lqRfv9VfWepDQfVoDg4hukozukkmmePF2hoapk4toXFicIxU3qHVzmL7HSJxmjIIgvMGTy6scnTDYrjtsd0usHlTo9DPIgsaxYyl2dtZ59tlpdm66JNRVFooDKtko2/UoGalDr3GFYvkC0WgH0xzhuhF0fUQ2W0BRdFx3QDTqIYoiU1PfX6oSXSGM9toP5cieCwv5cFPa90PyZzmh0cxcMuwrFAjnV/xeMlTPCPMLH14I76s8P5SkHvZCYyM3kJBEjzfXwzlzYQFAZbmkUE6pdIdVpnI6mqIDElHVYK4QxwviJCI9aj2bnYZAIEjEVYn6wOKhOYGDjshMXmNoGLQGAqoSoEgS7SEEQYL2yOL5UyYLRYHu2OPGrsp6Pcl6/VHi+isYTgvdtah2FdrDRRR6LBVbbDfWubP7p8noN0nFVeo9i6gcZWCO2GlIPH3CQlNlLNfBw8AJsoy8NK3RElsti7dWl9htPk4qJuLyJSqFQ/7Us9sUMxG+9Mp1Tk+JtMcajjuBH1Sp9XNc2YsRi8eZmZF56uE4lvAogWeyOD3LjW2LXHmdpGLw7opOJd2j0TqgM9SYLedZbyi88BPPEmROMnPsUdLOLUqtMRubPu3aXSozNc6eibJ7/fOUZj/GhHqWVCLC1tptHl1O8K65zsmKydgYYEsGjy7FeHMjgirq9C2RvpXB8ReYzt4mErk/9ddH+Pa4X3L47ej699b2/XvAeDwmoyeoVgtE969zairgzr6MJEogOBy0Whh+mvPnF/iBqSX+/Yt75KfOEVXfRBz1yEUb+L6BLFq4HiiiQKsfsGuZ2E6MiKJTbRs4gcvMvWyezWa40N05DPs43toIF8H5Arx4G87Ow2wqXKj3e+GurCKHC6AohMQunwyfHx6CT0goT0yEC2tMg6YI6tejNPzQuvnsHChCuBh7Qbgj53nQHYdVw1xcQBR8ql2BRl9EkUQ2GgHdscxeK8ZMVma+bHDnwGEy5xBRwcVGUOfominWd3roUoBPgq3ONMXyWQhaeK7GfCFOb7jB+YVNpjMyup7hUZrUBwNmpqewnQPSgc6hcIQnjs9z504HYzwBgsD+2g1mz52kWFA4drzM1762Sb1uUyyqPPPMPJoWSjYVRURRDAyjiSj6VCpJGo0hyeR3Xqkbj4Y0Nl5HCgxcKcXU0Sd+X0h1KpMnlcl/y3PfD7u9DwT9O398M5rfi+RxaL35PUUOb141mMvvIGePfdBDgcgk9Fag+DSKAg+9h8jFZ56BX/ol7lU6HvgIv++RTic5fnyflRWTIJAolZrMzPhcuWKTzc5jWVUaRhnb32JhMcJBdwanCaVMnPmlNJ3WLA8fb/Bb/6mHNfIoVIaIkX1s32W5NGS/vcJ0esyJqSxdI47vtBiYDqYtkdA9lHsbkNlEWIGJaOGN+I29b0ZP+N49d1EjrDD2xmFPYCoSVmIsN7wRz8bD86wewGNLMod9Dz8I0JVwk1JT4PX10HTm7mF4Y98chOteYwiFeHhuSRRJx3xiWjiOhxdCMjpXgLOz8GuXwupgKgYXUuDYGgPT43evuVTS4RiWyqFC5sJ8SETHZkgiVQlaQ5+O4TF020iRC9xtHiFfnkbrrYGXhWAfN4iiqjJHFiv0hAh+4LI4G0OP1DGMBuW4RUy26Q9FFOVJbjdexHGe49FHc1y40OXC+afYWZHorF3GHZZZPlJif3+HRl1mZQMWFjRM84CFhQRBEMHzDjCMHrOzIo888v1psCFyj/AJ4QaB44aPs3EYGOGG+IXFUB21UQvnE0K4qfGVGyF5hLCKKErhMcVUeJ7JTHjOmOoxnYftJmTjGnstm3wyQmtkU0mbRHWPy5tjkrpPVFcxHY8Ak3zcDyvNSsClNZVCOkclbSDLAQR9IoqF6UgIkk5zKLLfDXBdGVHS6Y10hvaY6VwUy/OIRxUmsh5rtSiyomE6MXYaA3pjA9Py6Iw28ZhHlfNkEyKL+ZuMaLM00+LMRBzfg9W9Dgtln2JKBwI64whR1eegF6VpzWNYCVzpJKZwHkkCJ7DYMp4gIbzLl95dJ5+UGNrH+OrtfUQhYDZv0Bhk+M0rz1LKFKgkcvjjL9DeukQm+hqeNEF9IGM7R4km4iSjKk88dYTrt+7Qc6P0h1Gm8xqPPbbAQV/k/IXzSJLE1Ve3EYw6gtrj7MOzzM+n0VSVca3NtSvXOVV0sCwRr7+JJkkkVJOT0wq79RrjwZhW/xiKXODIhEOttYkm1FGjTZIRiUzmpxgOh8T/ODudH+GPjfslcm8LgvDzwD+99/N/C7xzn+f8wKGqKo4PpvQpbh1sMBw7GG6Ep486dAyPRERju+VzuWUh6AZTmVUqsTfITt9lY9NkswWVpMydqogiWXiByIV5AceV2Gl5vL1poinw3FGXQkKk967PTC5stH5kgXvy01BmY1qhG2lag8vb95rznXs7s17oyiXfi7dYLIf9IqYbkj3XDXfS0tFwUfUDuFW9Fxysh2YU+81wcXUJCaPnQToOFxMBkxmBKzsOji+CKDKdj1DrKThensubKWRJo2+qXNpc5TMXe5ydFZCxefOuw0bzgKGV4vjMLAIZ9jtzOEKANzKJ6CKGKTIar3FrZ4InZj1kecTA1pHkEvG4RXG+xFROZ7Ph89jjf463P/8PKAgQ4NOoXaGkxygM/zndlTK/+u7HuXl7Gd8aIASHtJod/vSfCRv5R8M+y4V1tNKIsRdHzjyN7w/f07yor7/CXNYBwPc77N59k9njTzyoafcR+isQnfqj3/efI3nPlGbpZx/8mN4jrr50k4VJK5R1ftCITsM9ufN7harCc8/Bv/yX8Hf/7oMZ1kf4Vpw+PcmxYw5BEKCqRUTxBru7bVzX4OGH+zz22J9HkV7nobMlVm/dRDM2kKIO6/Ycjzz/Gb7wr/4hiUQGWU7TMcd0+xonJncx7IBc3CGd0ql3hqhqwMJ0ksOmTypiMjAFyimBXFxCUwI2ay6tfhhbNLR8HA/WqmH/X0BYhRGFsBdMkUK53kw2vAlfrYaxEo4fOpM2h9AfB2TjYQvDyIZ3NkOSWO3Ds8fDTcqDbljRKyf4Rq96Jqbg+T6GE3Ck7BPXAuRowM3dcCzNPlxckFEUkSBwWTlwiWlwdCKsgEbUUDJ4pBwSWtMKexdtLyS/MQ1+6LzKf3xHoOfoNLtpotEosprEGI1J6NukVR9djbDXn+fTPzGL7wXcfH0TwVHIpnQCe8zVHZcjU1kaay3m8lXm5i7ysY9lOXIklMcvLU/x2udMUpKPoo44c7bCb3wty+OnzyOKItXqAcnkDtlsjEymzMJCklwu+YHOxQ8SlhtKShdLIRFcr4UyUevefc9CMfxsdeVeTnQirGqPrFAO3R6GRtZB8M2YlXoPAkEODWBy4fkzMXj+NBx2XN7akNA1hemswPU9g6VShETUASJc2XLZb8kslQUc36M9dKgNEsyVlhiZPhPZKqv7Mm9sDpkvONR6PhE9hiIL2K5B35CIKrBaNdnpLlHIx3DFLulon7sNn/XhQyzMp5mLguNJZOIp9IzLD+o27268Qzl3lHJGRk94bI5nOLZYx7druJ5PLJqlMQhAdNGVCAlJ5o2dOCP3KBcuniPRlrHGDzM15RGL5dH120xNRfHlk1ytBsjVCL3uPgntYUrpOj6H9M0+s7kksuQzaL/EJ584oNcfMFH2MD2HA3MOQTG41Z0luvcuE8UAPT3N/MkFFo89xGhksrnVo2EsMB5bDFtbLJcC4tEj3Ly9TjEXQVNVbq/U2D/Q2XPnuPnmWzx+ckBZE3n3oENl8jQrBzdIRkQCSaQ1jhJPFLCN13l86S6SkCAQfLLJaV7e28Vx3A962n7ocL/k8K8D/3fg1wjXjS/yXc4kfD8gSRLXtuO4dYmkN8+FTIvm2Kc1qtMf26zXQVFUxqMYOxs3sB2R+cUOy3lIyHFyusPqvoIiCViOysgyOOwpJPSAoa1S63v80FkFXXHwcVgohZKcTBw0RWBoBvSMsOm63g8vYs1heEHbboUXxty96Im1Wkj6ZnJwfS+8gKoSHPRD0qhI4a6rJoe7cbIULqqDcfg4dEYVsNyAgPDYuRy0RgKiFJLPxkhlq5Xlc9dyVNsq+50EkjhiqVijlJ8mE9OJK11EQaTdlxAEkel8grXWRTabJlHZpzG0EAs/yfbdDUpxsByVa3uPUh/s8srmBKLapZjPE6gGehLmjn+M/tAhffw4hfIUc4/8NC/+x9+hXdsk7vqcXJxgYmLE/LzFb/+LS0R1i8WKhSiKHNy4wnh0Cs+1sXb+HdNqDTuYoZw9wlbnPzE//yff07yQ/SEQyr5EUUTy3hvJ/Ah/APp3IDLxnR+XPA53fuHBj+c+8O6lBnNzqQ96GCGi07D9q+Hd0n1UsV94Af7n/xn+zt/5KNbi/YKiKN94/OSTy9Rqu4hiBsOI8dZbVebmlkEUePrpH0TXJXzPI55IIAgC1/cKyHqewDrg+uE5KpEae+0BQ6tBJSNSiILriNw6FIklcsiROJudIeNhk7gu4bo+niegKSKqIvL2mkN7JFDJJNhqWMQiFpOZ0IXU80P56G4rVKcc9sObc12RcDyViZxFLuHT6rtM5cJ1CcLjjlZCoxHDCvvmmwOR9UaJVMRgpWpxecdAVyETtzhoy5TSHgNDpSE7FBIi3bHK1Tt5UvqQiBZg2B75hEhUcxGEcMO1OQgopwRqnZDcBkH4O8178tlcDHJJFcOTScaiOMMqkrhMtx/lrbXHOD/zH4mqLeK6T39UwlErTJ79r9F1nVrtgElrl3G/yU5dpVKII0U1jh9zieZjHL3YJqd1Wb98jZ1WCWs8JKcYeM4hpp/Ftc6Typ/9Rp9UpTJBsejz6KPvYWPsQ4iIGhoSZWLhJsR8IazwqXJ4H9MYhvctCT0kfpkoRFUBLxBoD3xsV6A7DkIn3CJc3Qyzm8tJmcZQ5MSkh+N5JHWIaiL9sYgkZvjSDZm7NRlJiHJheZKh7bF+4DO06pyYkdluDmgPR3RGEl4QpW+U2T7U2W0NmMwchrLrvsrQcimksvjBIQndYTavkIxoRCMuV95ZZHOYxPDXcD2fzeEchZyP23+FodBmMT9ClSNIosTYUpnKjYjFHbpmltPzDvWVd3GGXTKJgF7gosQqWOYU1xvbpHSRrh/Fm/05OtUCHcXDy3lI9SRHpt4ivvA23e4GC5kGSxUZH4H1PZN+6gn260Ncv0nbPEq77xPTBYbjGrq+QbNT5dFFgWQqwciWMRMZkvEJTp25gCycodeuI1kBHTeBYZpcvjJktztFtPwxvvzlKqcnbzI5GdpgHzsyx5vv3mJJ0NnakTi0ptC5QjJqsHLlFpd6HZKlU2QzFr3hMi09ym7tAK1wkmhnn2RSRhZTTCQNRnaMYjrLcfcqgfeRlfaDxn2RwyAIRsDfFgQhdu/xhwKGYeAJTyBPVGg0Uqz2P8eofxtVLCAqUQR1zH6jTa93jZE9TSlXxhjG2PYMFLmFpMRxGeI5FoddC8NWkASJ9tBFUySKSYGVQ59aLyCbEJEFj7U6ZEcykuDhBSK5hE+tG14YfcLFtTMKSaIqwXxRxPHCimNnFFYac/Gw0b8+CCUYohASQVEIc6fK93Zkz8+HUozVg1AylI0HJO5ZkquySGMgYdkS+45HZyQytBUiepJxP0V7LPDMiQbZeI3Fosd+p4cnprEcj92Gw7lZiYGlUevDXKXIoTWLi0mzmyamFmnYGbZ3NAwzgeGXqFQydMQ0Nzu3aVBDSc0yNTXDv/2dTWLpIqcuhhLNYyeOUWtorNxsc0r512hSl2Qygec5+F6H6cwAUdQJgoC5skRrfxV/vMdM2qQyn+T27dus7R0SSZ9kMDDIZL5zWakjxIGvVw59POkjE5kHisEqFJ/5zo+LL8BoB5w+KN8DO+52h3duFvipPxPh6/PlA4WSBEmH0S7EZ97zaY4cCUnhm2/Co48+wPF9hG8LTdP4xCfyXLvW4dKlBgsL80xNhUZa7767wwsvfOtn+YlPP8nf/tvb7O09xLnJKyRVFYdJcvEe0xkYORLFXJzfvQ1q/jTpeARF3aA5MDjsGsRUn87YRhADJDHK8SmFiOqy3xHxfY8jE2EE0tFKWH27sRNKSnfboST10UX47OWAVDTHyOzRGw3CvEQBEtFwo/LsTNjW8NqdkADstqA7jjO2i2QSCZLRuywkFFarfb56IzQbeX0j4PSUQlyPUe0mWD3M0DePsN++zcLWIfPFDHvtPrf2hszkXOKaSCkV4PkebgDdsYrt2PzW5bC6OZ0Jx9Q3oTUwSOlRbu7r1FsDLq318IRjyHQYmKcJRIe4YtOoX+XOG79OqnyciYWH2X/rHXS3x2Nn89xY79Lxh8weSVBYfIjZ1AGxiMzld+vU9pokdAk7kWTpRJpIRKMll4nsdYHwWmXbfcpljSAIuH17m8uXW6TTOWZnFTIZnWrVIJmUWF4uf1+0KPRsne2mycgKCeJeK5SEioSVxCAIZcftUVgR7I9DZ1vLlnF9CUmSmc4ZZGIucR1mipCMirx6N4Jl+4wLY6azAYc9H9+Hu7UYuWQez19AFOrMFfYR/DVk3yepxxECD0GQiOsiS2UJWRRZqQ54dbWB4f4UY0fhseVXWS610ZU4uy2T9dohkzmZubyNIPogjKnkY0xVVNZ7U/i6Szb5KLOpBZT+F1FzMr5Xoj0akIoadMw0KBU29wzUYQVNC2hYUY5WLHKVoyTULvK4wfX9BidPP0k29yzrm3fw1QscbnsYgzVuXo3jihKK83nOLvQ5NbWGO9rEGNRRlSwDW+bxBZffvVFktrRA4MtI6lk065BoLMlBc5UzU2ly0Q32Oj5PzurYfYWMqrLlp0nFVSQpQjIZzuOt4SRvbvXZNc6RKC8iSRKiOEmjMWT5HjmUJImJxYcZJZaoCRKybpMYv4VqXaeckTgxvcArawqb+SVOnM0STxaZfWqWS6/uc+erL+M5aeKxXVySSJLIwB5w6ugijjUCvr96c99v3Bc5FAThCeCfAXFgRhCEs8BfDoLgrz6IwX1QUBQFSTLQ9RRy+cdouBqZyhwNxcJufpVCVCKdyPFjc0O+eHWLYNRk/WCO4zNHqHba7Pd1dM0ln1KJazob9R7RYRjYKggmkhgjn5AoJFyyMYe3N2CuJLNehYOOy3ReoD0MF7BcMrz4HZ8Id8tmC3B9B/ZaPk4Q7oJ6HmyZodvole3Q4XSpFIYaF9IC+AGpiMrlbZtzM6GDWyoSXlhFARBCicZ2S2BsKdw9jLI8GUNmiKZGENQiShCwXz/k6ePw5PKY3daI2UKA7UnEIj7vboq0RgHDsY8jZnGleSy7Rbn8PMPxPoncNBePHxAx77LbPEXfXqLTGZPJJDl69GNcuLDA44/n+coXNtEav4HgKvSbXd7sxjBMeOihWT7+8XlmpiVe/g2fs5MF+n2ZN260WTz9FGKvDqSR5THnziawHZ+kbDIS4rRah0hiCUVS2KjP8NWvtvjRH41+x7k45eWn2Fp7HVkw8KQcU0cfeV/m3/cthusw92e+8+NEGRLL0Hobys89+HF9h/BWf4Wbe3+ZpcW1D3oo30R8AXrX7oscCkLYe/irv/oROfxuoVhM84lPpBmPRQQhJIae5/Huu1WGQxFN83j00Qy5XJJCIUc0uodtt5FpUh9OkU4k2KxvoUg+Ah6GH7BYzBIYh+yNJ9hZ2yWhKAyMIbIk4vsSiujRHVuU0gLNvkg+7qLJLgNDICIHbDbCNabaCyuBugKyEMpF01GfiNZnq2ly9F5+4cAMzUIiamgMYzrhOhaPwE5HIR+X0HWBuDZElgX2Ox6mqfCxoyBLEsVUhJduS9QHWfpGAVmZwnSP8vrGFIhv8dBMnVQkynTOw/YkPB9u7bsUEh6OG+N202WhIDObg9VDkXxK5bAnMHIdWgPwAonJpEOrF0cUTuL425hOjFy8SyISJSJvst8OYPdLdPd/i/VmmVEjoJI/wZdWusyfeAHkCgsXfhJnWCURNRgbBmMjgRbUGRxeQ+z5vN6A53/w0wTOiGefneDy5R12dtq4rsjduxneeecyly5lUZTTiOIe6+sOQdAnGs0gCB6dzg6PPvr+mKl9L8FxZW7twcdPhPc3mhL2pMY0WJ4IN7EJQvO9S6thluHlza9HS4hoSobmQCKgS0QVMR0BVRHQJZ9IPMbIlrixb6KIJnFdRRLzXNvJUeueQJdVNNlmp3HA6VkXVQ5Jqe+P8X2XiKqyWtXx/OO4nsBGbZvWcIHPPPQ2uqIiigrxSIAX2HTHMd7Z8XnulExnLLPZlDkzPeDoXIOD/X02u9PEogbFZIRB1+X8wgDHTlFtjzjoeVw9XMJQf5g5NUrPGuKLN/HGTQS7xcEgQBZEfvDpOeyoyFb1Fs/+yf+amyugK9tkxS32dl126yZPXAiYFldYzJg03BqSPCKVTLPdMBBp8uxDNxkPN7m27mI6Ir6c57BX5QcfSaGrIh2vxFzM5bNXBRYXj3DonuaRT/00q7c/x+J0AlVRafVsMhMzoHt0hulv3Fu5rok2cYx6c4dRe4PhaIifPs/xY1NMz+yxvw3O4DqTsT7ZXALPb5OI5VBzHyca30f0eojjTfKlLFL8B0jHV7h622KY3WZoRWhZ80zmVFLZ0gc6Zz+MuF9Z6S8APwB8FiAIgquCIDx936P6gKEoCp/8pMrXvnYHz5cwY2Umzz3F9naMUyUVq3GNo+UtBHRKaYn6oMBXrk3zznaEdv8neWzpt3lyzgEHLK/JcydjtAcajWGHk9MBN/dj6LJPe+gjS3FmSxbpqEC145GPSfiBgOP6HJsM+wUnM/ckO36Y1ZOMhOTvdjW0GpdFmMgAQlhZNCyJy1s+E1mRSirMf2r0PQoJnTtVhyeO+CQiAt2xwpVti+MV2O/IlFLguALNYYIbuwERSWUmL6OpAmNrRDISRVIDLLePLHvsNF0goJQSSeoy+XScG/tRMvE4fWR2xgvIBybF6XleWLzL2SNpXniswOc+/waff8ckvzxBuaxQLvf59KeX+MIXNgkaX2EuKxIEMRzHoOfd4c7KKR56CPb2Wqzetbnd/imaw1fIqTtEUyeYzEJisUKGBpmMgqcXmVo+w8HNA6YXjvPy14ZsbVi8u50nkoqwvb/C889nSKW+KfuzTJP67g0EAlLFJRKp3+8yGYnGmDvz/HdvIn4/wXdDt1K98t6OTx6F5usfPDn0PdZe+i0yqZ8mHvM+2LH8XsTmoH0FJn/4vk7zzDPwt/82/PzPf5R5+N1EpeKzt2cjyyp37qyjafPIchHPg1df3eJHfiTJW2/ViMUe5dFHZQbVW8jOkLuNGXblh9lvXufYtENEdyjEOhz2xsSCbR6eV4krQzIxiMoSk1mZK5sm63WJoxWBmC7S7Dv0DNhuBDy+FDo+mm7YxzeXD91B31kPx+l7Eu9uSURVcPOQjIUmNbf3Q9Maz4dCKlTDjJwE5+Zd+obAsN3E9VIEfobVQ5nlUo3ZQsDQDFBkg626juHG0RSfzf0G17dj7DaniWtRptICfhBnImvg+xJfvhkwk4tzZ9Dl9IzI0QmXajdJMWHTGdm4vkclo9EbQ1J3iOoCmtxDkV6lZyhk8kl6bY+eEcNyRiiSz0Q2w8H+iKMTXeymysg9Ta9/h2z+JM3DfRKlKJHuKxwcDElUIviuTa9+k9b+dSrxAacmJtD0Ea+9+Nuc+5H/J8lkjCNHLJrNFKqaolbr8tprY1Q1ja6rBME8N25cwXEcJiaW8X2bavU6jzwy86GvHpaSPlO5UEI6NEESIKqFESfpKCS1sN3msAdn5sJe0oWyC4i0BioIIyazA/ZbMJ31qaRhu6nz0ILK71wTKaUlJrPLVLs+b6+3+JVXfoRMvMhsPobv3yETy4bRKsYO84U+hXhAta+z39aYzEURBZ2+abHVnON29cfRNJfPX7tDKvK7RDUPAgHLLZBPxnClDFdrIjd3HDq9Pn/i6RqK0KKGgNF7lWj8T7FZl5EcD8sak4kHGEGOnXGBrvgZLP9x3tzYQ3WugdBkKg39XoAiNcimTNT8syRkF9kf8L//08/xuy9VOFu8yfJCHlFSObmUxnTuMpUfIVEjHQ9odFUSkg+qgCpleOx0mWH9ABeZgbTIbndAvNtmoihRKgTkY1M0egZCKk8/eoHK5CN89WsWxuhZ3r7xFrl8g8zEKc4txJlNa+zvb7O3FwcC5ubGXHj0Y9y41KCcylCZXkLTNbZXL/Hss0+xsrLHu//RIZrwsB2Xw66M7SpEvGvkNZXNrSG+P+Clz98gnf053rx+g5Td5Pqui6Dl6XkZRto59EjkA52zH0bct7NoEAS7/9nF6nvojui946mnltjZuUZ1p0Yl3SEbi5M8k2f/0jpxr8perYFPnKGVw5WmaIyfx4pkUJNF2naL11e+RDbSRBEd7tYETFvFC3QMx8cPTArJgN12kqjmMx446LLI2DJ57hHojiUsJ5TvxCOw0/g9znCx0NXUcsKds41auKN/dTfc4YpHwfVFbDdKENiIAjheQGsIt/fj5JMB1/YCcjGf7shgqRyhkNYYGg6y6LDTETk76zHZC+gMdRzPw7NENKXI0UKdzcMJBG/EZNpkqz4mFg1YqwfM5GzGtsNkckQ6NmLQtKhUjnP+mQlOnT2NVBuRTobSgp/5i3lmz5oYQolIRELTuvzSL22xs6Myqwr05QGJRBJRDAg8C01XaDZ7vPmmgCDM4ngagZNl6fQiqqoQj9dIzB0nlvkYnuuQLYSxFvnFp9nbeos+JS7vpzi9ECOidRiPD3jnVYfnfij05Xddl4PbX2AuHzqLVrd3EOaeJ55Mf2Dz7/sO4x3QciCp7+345FFoXnqwY3ov2Pl1Lm9fYGnxe6xBPr4A9a/ed9/h7GwYf3HpEnzsYw9wfB/hD8XDD08Ti1Xp9XwmJgzS6SPfeM00NVzXxTBcZFnm8HCXWvs5auI7iMGASjpHfiaH7ayR0QfoegLPcZnNx9hrS0Rkj1zMQRIhoohkYhJ3DzSu71hEdJeZTIAsyUxmXNpD8HyROwcRLi6OmEiHFZ1PnIY31uGwJxDXkxwpWfRNB88LX4+qYDoimaSAF8DYUShoAf2xy3atjSyZtIcWl9dV2qNTSEKHXMJFk1xKSZ9C0uewL/PuxojWcImp7BHm8teIqEdJx2Aqu8I7mykm0yLgU++Z5FMpan2TszMWjaHD0DL42BGodm0iqstWwyeb0EjqQ5oDF03Wmazo5At5BnILK8hh23lS2h5xTUFToNtRQEhSSIi0miaqtI7gVVECh2BpigvHirxxs4E0XmduykExYSaXZGWvyZmTE0hKBNtT+epXd1ldrQHzNJs12u0+9bpCNttkNBIZjWBv74ClpROIoowoynS7OXq9Aen094B0/n1EY6jTG41RpNBQrzeC/giSUaikwkpi3wzlpvkEqArM50UEMaA9dNhuGpyY9BhaAjf3AxaKMDAE9rtpat0y1eQutuswsgQ2OxcR5BR3DucYW++y2y7gBw6zeYsjpQFHSzojCwTB57U7cSQ5Q38U5c7hOV5b/WEUJY0g7PHm7jNoMYP5XI1UNEWgGuyN2uiyz5t7x6iNy3zmyNdIqC4ELsv5CG9uTfH2doFG/WHmtVucn9PwRnGS8SSSkiCix7izalCOXuFoeYflYod0tM+XL3voUZHnL06yfbPKw0dVmnttEu4sMUFHl6P0mzXkaI502sFwZcaOykHXw3d1VF1lx3gIIaGxP/RJ9B2mZ47xydKAjY3f4XTRAEmkMUjjWQ6OLHBrf8QnHkszHL1O+/YAw3iKzPQnuFHVuLHd5yG/zO7BPk8+oTJb6jNVMSlNzKHrodQzHZPIZ7+ZXywHA0RR5MSJGSLGn+DWW19m/XYTy8ux0Ytw5qLB9Rs2khQebwybuNZX+fjMbzETF7CcNJs9kZuNBMPxR8Tw/cD9ksPde9LSQBAEBfjvgNv3P6wPHu+8U+XWtQPK8i0i8They2Y4+CLJlMJouwXItMYJZO0Y67tZkrkY09Mpup11xgMDOV5jJm/R7jsctBXa4wjPn3LYqFloisArqyCJOj3DQFckdtsCJ6cERjbsNT2msveis4OwV/CL18P+Q1EOF9sgCGWjths6w7WH8OQRDUEs0BsF/OZbDj4Gey0B25MIvIDuuMdCOYYmZ6n1LNJRm/oARBw0FVxLxRMzxJUB8aJCXJfpjsaYzgjXjxAIRcSgTio+w1prGVW4RqVo0uq4PLbk8daaSULV6A2GPLEgMOKzxEdpOgcSuq+Svve3rTfa6H4TnTq3rkq8fHmWUsJlNj6mtV9jPQiY9vbRoyr14BQ/djHHwcEAVQ0b9isVE7Xl0e32UJVDstEerbtNgqXnmTlykSAI8H2feDJN/MwLONGTrK1/Hl0ZIAh9FhYSaF7jG591p3lIJeEgCCExqWRV9upbxJPnvosz7vscg7UwcuG9InkC7v5v901+7gueCVf/b7xV+zWW5owPZgx/EPR7WQTjPYhN/9Hv/0Pw1FPwa7/2ETn8bkIQBE6cCM2aIhHY3HSQ5dC8Jh43kWWZxUWRRuNr1GqL+H6GvXYaVdFZKkSRg9sk9QhHJhx2mmPGpo0iWGjigFxc46ATZurJosRmw2W6AD1TRZXD1gFF9kjHbEQhwPUVZgpJ7hwYxHUfTQl7EStpePGWwJHKiM2mwiOLKrttF9Px6Zthv9jlTZVczKWUlYgoLocdh+dPChi2STLi8x/fzvPKqsBURsFzDSTN5/UNGNsixyZMLEfi9mES05Y4XjnE9cbYbpdiIoYfWGzU47yxGuOT527xydPgeGOu7ZgkI2Gv/m4rlKrm4wLFlIoqQd/w0FWRbr2HJt0mpuwiJ0e4gYkQeOwMihR1nWE7zkCDtplAH2zSbw8pJGc4NiswcFVe+srLTJQ0OmOdickKp049huh3WMoNiQ3zFCuzrA4kPve5OqNRFMtKculSjenpeaLRAnCF8djCNKP4fo2FBZV+36ZQsAgCg9lZFd/3P7A5+N1Cb6yTioYmNBH1Xl+hGcZwSXLofCiLoeQ0n4TtOrQGPq2Rz1zeB8FnYEApFeAjcdBRWD8s4IrL6GoLpFmaw1nAIBkBSY4T18eIYpH2sMxn31X4009cpTX0uXtoE9Fi5OIB6ajMF28scHX74wTBDAulVWCVw6FOJlLDEwtsDiNMSBrnl4ZUCkd59coOhWSSQGrTM5McNNoko9BzJNLT51m7bnC8uEclVqQxGpMQC2xswWGrQnPoIgg9JlP7lJMmgZAiFbN4YqlJdyywd+AyduEdc5YbGx4+A85Mvo2m5qik9skVG2wNJxiMY9TVDCcX07iM+e2XWuwNlhkYOk+db1OaiVOId7h1a4/HTmis7Y6Jazaedch6o8RB12ehmEAxt5nRfcTukNbIpte7QKMOGeFlCm6cZqfL9S83+YHnz2BaLrXtAbNHLwLgClEGwxZ37/bp9U0GUpLJU2H+c2r6UdZ/8xKqWsK248Qzn+A/fP4lfvDxaSQJWs1dlqZ6VHf+KXMTLSQfVFVgwjvE9GpM5RK47uO/L1bsI9wf7vev+VeAfwhMAvvAF/gQuJUC/Ma/eRGh9hbpSp+N2zH29yN8+sIGNStCKrfEYUtjq6PjiUVILPHY8Roz03n23vrXTKqrFCMWBCaFtI/tKbyzrVPtmUxkAwJ/zGbdRhQmmClsAip1M0FB6LHTHFPt+sQjAW9thK5qshwGuOpKaDAjp8Nm7EICJnPhezIxuL5rM1cIMJwMqajJVMblzKzDxqGF7fnk0yqZWMDYPECXFa7vOCyVs8iSwV7ToGMUmM4FRDSXai9CKS2x0/SI6gqZRJeOIXK3NkHfm8LxFsnpBohdev1tPF9mvxXwzAmfaNFHjQikJZedgyski3Nos89yfe1ltq99iUHtBvPTZdxgnlQwR9y7SUZMUUxGyMcewbAvM/X4OaTIFM8//CTDbg2zfYtWtUqmdIHl5SVqvM7RowNiQQfR6SLJHkL1C7xV3aecdJHEAFuZZPb448zNFZmakZnJpBEEgSCok698M4tQUSPYrs+9/Fw8z0OQlG83LT7C+4XhBkTeo6QUQvJDEFYg30tW4oPA9b8HsRneXFnmMy+0Ppgx/IEQwupq6837Jocf/3goLf0H/+Ajaen7DcuykCTpW258zp6dxHF2abXCnsPl5Ri/8AtvcveuhiRF8f11ZNkjncwi+nv0jU1ARBAEGj0V2xOYKXjstGUqyYBq1+TatsfDi1FqXZ/T0yL1noOmanRGYwZGlL6ToZwdM+j4zOU1eobC7d00qtQGBNrDgPUaHJ/wODo1ZKsust8SySY0BoZHd+QysiPMF6DnTHNlc49Oz2Y+D6logOtDTJeZL1ucnt7hoQWRmB6Q0AQemgl4d9vm3Y09RrZMUrtMKdEmrvmIooksuKzXfep9gWLK4JPn9pnPS6xWPabzEksl+PxVgeOVgHwC5ooi1W5ILizHYvVARVUtPF8gH/GIBR0msj0SiSjlHKxXm6yYnyaRuMh2p8XaXQPFVjhZbCE7a+ztDRgLJRJqn9PFaUbkWd27zmEuzdSx57hz43fomBJ1X6buX+D27QyKksd1e/j+W/T7Abqe4Lnnyqyu3mB+3qdcPgYEvPbaKpVKlWrVotvtc+uWxxNPJL/hdPphRDnRp5QKiZ/j3bvGbMBhF7pGaL43dsLXbu2FG+RHK2FOZjziEfgSfuChSOF9015b4N2dDKvN88zkx/TX6ywW2+hahjsHWRqdHT5xOoKqpBEEm3zkLS4uRcnGomTiUOu77LWKbDeXiOun0JU6R8o2MU3HcTscq7xMMmJxbnGCWHzESrVLfyiy3/YopiyysQa1aot9ZPTISaTxkKYtExUP+NjE71KKjxi5FRS5wO1Nh73+p7heO4YpziDLAoqukEolMY0IlrNCVHWwgySx+AJ31wYEQZ/l3AHdQQMvmaNtnGKtZeImhhCbYmkyRSoxweff2MDzDV65NknD+mESCYtLqwaJiV2OzGSBOmu7d5mfyuO6Lu6WRdcrkCsmGI1ukaBJMpIlb9XZ7e7RHexj965Rnukx7AuUY3VU8RDPP4mmSciDLXz/AqIooqYW+OVf+k3izia5dAIr8jAvf+nLPP3CJ/CDgHg0h69MUlTjxK0dbjVPcqs6JqraJPwu506f4+R8g7y/S0RysUYjVNUmUHyW9d/gpc+2ee6/+hsf8Mz9cOE9k0NBECTgHwZB8B4cJL63YVkWceMNjs2OmM2ZLJdGfPlWD1nW6PdFjPaYfLTPVLrIVm/I5EyRz7xgU731/2H21C5CZx3F6zKVDYhoMrMFm1sHa5QLy0jUKWcz9MwqgdTAsAWOTymYrsndqkNCEygnBcZ2QD4JigibjbDv8OgEXNsOXUYRQq19JRNm+YgStAcBd/ZNWsMxlbRIrStyQ3CIqD6OK6DKAppikkt4CIHLflcgpsHqYcDRShK5P0Gzf8DdqsfRisfAMGkNI1heh0hEoZzy+cRpgX/9kkIu2UNKmVRbPro6z1TugHJaY73eYLkMjuDjyEncIMbaWpVJaZWVS/+OhXiXhYqPZ27S8JPEBEipCr3mNqKtYvkyF54oc/6ZP4Oqqhzu3iVmXOORJZWEd4VLKzskS4/wyCeeZmzcxm2uk40ozBd0bLvP6pV/z4Uf+AlEUcR2ahzu3qUyc4RnP/MJVt/4bTJRn1g6RXz6wjc+73Q2x05jDqe7gSwJtOwsc6ePf3AT8PsRg/V7BO89QhAgdSLsO/wgyOH+b8P6P8e/8ItcvRnnb/2V3e/+GP4oJI5C41WYuT/b74+kpe8/fN9n6/pXSUgtHE9ASJ+iMhtekwRB4OLF0FioXu/wK79yg7feCPCtA0bdDLFYEqv/FU4VNVTZZWC02Kq3WCiovFh1Wa4EmK5CNJrh9n6LsR3w2LKGJHqIQkBnZHN2JjRDe3nF550th0jED+ONPIf+OKDaVWmPSry62ma5HDCyoZwWkLMqvp9hIjvAckTu1jwIRHqWSFFXUNUUwWifp484TGRgqxn2IY7MAEWyqLZ1JrN9DtouszkJ1/PwgYRus1hyyMbzyNIK727eYrOeQ1VSpPUhQ8unlB6xWAi4Wx1ydEpj7CdDEui6LJZ0bHfEbsvF8hyiGgiCwnTaIxUZMZ2Lc3U3xuvrNq3BkItLATm9RTGVwnYcctoKXrHEpTc79Lqn6I/znJv4MjEtVPvc2t3l5EyUa+sSmt7BM3p86auvcfaxF4ie+mtMTZ4gEo2y+dkNBCGCIAgoShpZjvH445MUi2mCIAB2mJiY+Ab5e+SRCI1Gk9nZeSYmlmk2fa5dO+DcuQ9v7IUkjeiOw95UXYatOkzn4a2NUL4c1+H2AUR0GBphjmXfCMm+roTy0rgCK3vQGEEhGWWhaOALN+kO+iT1ad7ZnEaR+mzUcpQSWxQTV4lGRkiCx5FSnUi0giuMOej2WK/6vL05j+P9ODIddPkqyVgJ04zhBzr5mE4xPWA4GjGR6fHwkkhv0OR8ZZtcwuONW30enl/A9eq8saYx9KaYzqmcmjwkojepxAxeW9W43Syy36mzYT+FIUwROFXOTr7IVDnKTv02CVVjs6WSz5ZI5ioM+iKuOUByDcSIhB90iKouze7nELUphKBPxltjuXyeL37pdezgGdZ2tun1ixTjryGLOapbJgc1iT//sz/D6pVZ/Dv/G/GoRKMLhlhgcvnHaZs2qrvDVltiRh7THChkCzBS9khEWmjaPP2eQP/wS5Qyfb78uTfRk1MkixEmBIH6wSbtu/+JRyZbTCQ1WoaGIzUZHV7DMD7G3ZVVRu0Nxv0mVhClWJpiakLl6U89whuvbpONd8lmuxSPPcbNS4fE7F26XYPu0OLJsxPMzOi8s/ky2xufZHbh2Ac9fT80eM/kMAgCTxCEWUEQ1CAI7Ac5qA8aQRAwU+iRS0+x095ADoY4js27e4/Tb6+geh7tsY3jjVjIXcXXt5mUf4jUtA+NNq3hkJEFzYFNxvNYrUIpI/HWyipLZWj2FcppmUQM9lsytZZNNmJx9jRsNyS6Y4kL8yJDy2DjMGzol0X47XfCXJ+lcvhzRIfADzX4AXBqGt7ZaDFXHPPQnIMqg+VKtAceSV2k0bE5XgnQ1fD5s9Mi9aFOPi5iOZDQ+8zlba7thH0bA0MjFjFxvTFiIOI4cVw/yfm5DlO5Nvm4hmV7rNXH3NzVycR8+qaO7RlMFgUsKcah7bO99gY0foe8tYEXCAwljUpKYHXjNvm5ZxiN6zy6GCUZd4klBPZ6MVQ1lHi6g10SyfDx8aNlkjmD8ukJJEnCtie4/aXLlAqhhK/TGzORVxkbFvFYBFWR8YwBAIXSJKlP/QVGgz7ReAJN077lM585epHR6ASe6zKfTH7om/6/5zC8C+kz93eOxFFovAKz7y3H8j2j+gW49OfgzN9j7WCSRNwjlfwebL1OHoedXwO7D+r99S09/TT8m3/zETl8v7C3fp2ZVB9ZDvtp6p3r7O1luXy5xuGhy8JCmlxO4PbtCF/+okfCvkkufsDExJC7NQ+paKMp5wiCQ05MtCnEHaodF0lQafSaZBJJUlKCQBBJRU2qXYPT0xK1nkFC98gmQJVtprMB13cE2n2FI+UOMyULARXPr5GL+UxkQBQj6KpBfxwQUX1ESaPdD9humdiez7lZl0eXBPbaBqYZUEi4zBVE2kMPx4UvXIWjkwJrVY9ab8zp6R7TOYFE1MP3AjZrIImwWBaIKS2GtsK5GYt8XKA7GiFKPeK6xXQejk2qSLLO9W2T2aKIacNaTSKu2miKz8V5uHkgENUELNdh6MDxSZ/+2CShw8nKXQZ2hNGgSWE6zsHhkEIqyUCy0IJ3OVmZhqNtWq3bTFaeY729xmR2i4lkF13o06+NEQIPW5qhXLnIO28e8Pjzk4w6+yRTJ0gk4kxPW+ztGQSBwPnzInNzXcbjIYmEy5/7c2d4441t2m0VVXV54okUb76ZRdezWNYYSVLo9z/gyfk+IxGRyMddbCfc81sohpnMhSQYdjgXEhoYDqCCrobvEwRoDHzmi2GGZjYBp2Y8JGkAwYATkyNSkRSXVmuIokMunuDpY3dp9Hc4OxslER3THWm0hiOORgeI6iKHrT4v3Y3SGz2PKneIKCsUkzaOs00QXEST9knoVSopC8vrkIwKkMqSy6Zwhj22qmMuHklR645QI5Okh0sY3jPMVL6EEPjsNxSSIpRTDWIRi81WHhSRx89P0d/5HB9/OIbiXKaylOStlRZ7gyJSNM7U9JCtA4GRC7FEmkhikslYn+qtA7zAwzM2GLTATU8zGvaZSstc21vHNqss5OMIgsmZ2TUMp8HxuMjrn+8zd+ZTvPXuUQ7v1skXpjl6LsfbmzqR/Hnau/+Ees/FGPWJJRKsb++hzBmU831k+7OI2gyq7NMbRTk5IbBZ32at9yxnnguwOxsEVhvJvI0rmDhDASV5DjUWx7Ft7l5b4dFTabrNEf1egzu1qzz6wz/F3GyGudkM3bUqE7lQ15UuHyeSfI6D6y/zg2f2cYMAx/XJphL062vwETl8YLhfWekG8KogCJ8FvpFzGATBz/9hBwmC8H8APwzUgyA4de+5vwv8JeDrzWD/1yAIPnfvtf8L8NOEZjd/IwiC373Pcf+h0HWdZCFKv/5VyjGTwdhFSZ2hxTn2hhFKqowljnloaYeJosCdao27b3yOg1GJxTigFLBFmdawhe/DVNalOxxTTKmIUkAuJtEcp+iPHVoDG1kQODqRxrD7DCwHSfCwnQDbkUlGXebi0BnCC2fC4PtyGrZbEA2gMQh/7o3CnMPjE3Bs0iCmhz0W+x2XoQkr+x6qFFpC9w3wAw9Vge36Ho1BhHQsw3K5zshOk08IJKIytQEkYxKLRZ/lUhiB0eoPOTW1TyWtMJUb0BvZpKI69YHFTMYiGlfYb0q8cTcgUDpEMhbzkeuUNAXblagkDQ47QxodhW6/x+aNW0xNTKNlIyQzEXwUnEGMQa9LIpXG9UU830MSQ2tkL5C/YZOsqipK6Qk2my+iSAJB7CjOaAtNDSWhnb5FtPDNUHVVVVFzef4gxGKx92tKfYQ/CsNNqHzq/s6RPgUb/8eDGc8fB0EAd38Rrv0PcPrvQuokb3whyfGl79HIV0kLpaWNl2Hy0/d1qmeegb/1t0Jp6XeYCPMR/hAM+z1uvPwr2PUr1FSYOfIopcoErmXw7/7dJtXqESQpzf5+Hd+vMjeXQDD2KeZyxIJLyILFYvaQiB4wdMB3tzk9tcbAlFgqSShygyBQqPc93rnbwQ9MTlQCXE+gN+7jegIrVZF4JIBAIaI5TGfHGM4uswWB6RxYloHnB2SisNeGqZxBVBV4az3AC0QmMx32bJ1kVCauG1xcFDFssD2J1+7CfE5ivSYzX/RJRh3WaiKfuxLnkUWbx5ZhMuuhST7dAWy1gEDEcmWWyzYjC3zfojeGkT3k3PyIqayI68H1XRiMHSYzUO/K/IuXVBaKCt2hzA8/1Kdv+NRHEoIo4/kBKd0hrouMbR9ddWj2YWz3UIQxEPCVa12my3Ek2aFu+8wnJYxei6hUx1e32d6XmJ4wmC0lGfTqyGKKwDxEVTXeXOvy2JTMYuqQ4d5N1FGEl1ZWWTryOMOhwPR0HtvucfLkLMePf6uc/rnn5gmC4F4LRMDly+tcvjxgNErj+x2efLIBfHgrhyNbwPXDfkNNCe9jbuyFUV4RJVRTnZ2BNzegmAplpYUkdAbh+2byYVzK+XlYr8NExmUioyAKA2K6RTElk0+IFJItRMGhmByzst9isSCyK+t0vGWu77l4/oDhyEGRIljuNXxKSFKFk1Nd0pEtVva3ycZVDvsFLHdMLjni9dtNstkxpUKemKLRN0wG4zF9K47qBZSUmwz7l9lZrzGXVRk7c7y9sYflibjyIvnicVzjSwRBhsceGTM/0SFpVsFxePL8HKa8zPXDCq9srDJTlnkk54F9gOWa4In0xyYLhSVURaQQv8WOuUFKvst8sclBY0xhTmK/fhtd2SaqppjKbvDMhSfYrb7Kzmt3uXhmmZ07VWrtHqVjj/JTzzzBxq1LjLw8KbuKb3usHvRJqft4d3+OM5kjeGKM3dprHLqLnD77NDvDEUQkgmCG7fVb1HbX8RsbTOQ9NKeLmoDN9rtYiZNEYzESuoQhH0eK3yEr7jKnxXlkyefWK/+KmbM/ilJ6nN3mCoIQEKROsbyUQtdkrl35/xLTJdJSCi2eQci995imj/D7cb/kcP3efyLwnSSC/wvgnwD/8j97/heCIPhff+8TgiCcAP4UcBKYAL4kCMKRIAje1635ytwJkolbxBWPg0OF50om4+gBo3iEK5sneWHxq6T1PpYtMx4ppKIu/a7JlaoIgUc8dYTdvcuUkg7g8/iyRFTxqfYC7hxKDG0fw45gOhKaKDGRVdlpjFgumwwNl712WA2UBHDveWzkkzCyQdfCQOHOCHIJmMiGr8e0MORXkkIZ6tgOcwwXiyGJPFIJZTzLJUjo8PYmnJr2MF2DRl+k2hWJaz0MR2V5QuRwYDGZjyLLOhsNk3xcR2aLhO4zk/MYWUNSUY+3tyzmiyKqDIoi8APnVVoDB1sIWK/foJjoM5+J8mrVxjJdthsOopLixPEyeiZD9WCDUu4YjdYBPiJHK7NYO1/gS29cRzVuc8NsU5paZvL480RKF7/lczr20NNs3QgQgyauL5E4/hTVcRdR8NEypykU7qOP7SN89zDavr+eQ4DEEejfAXcE8vtM9D0T3vjZ0CH1wj+EaGimc+ntJEcWv8fMaH4vMueg+jv3TQ6npyGfh699DZ7/KN3lgcD3fe5c+tc8XD7EziYxu9vsb72JrD3NG2/cIOiKBHYSMZbFMJIEwZB6vUU8GSPwv8JE+h0mcy6u00fTpzjovI0mD1AEh6gqkYkN0BSHkekzkwPXt1AlCdt1yCdM1g599nsa7Z7CTFYkHlG4Uw2YznvcrTmkI6EpSCYTSkGv7sCFhTCgfKshENHzbHVKvLGRIRmxgSonpsaIkkI84tI3QFRneXG1zqfOuLy7ZdIYBOhKisWSTSYWYWR7WPYIVYdEFMQW3Dzw+ZELMi/etsnEIKWHbt39kcdMDjxPxPFCwnDpbsBMwUXXFX7wnI0XaETkMQggiSLltMxBF67veszmA27uecQ1mMp6xDSfxkDgoYUC88Ucey2XL14b8NwZE9O8S3N3h35DY6m4iJ3L0R0M2D40kKUslpujP7aJaxEkojy0pDPq3EHXVGobQ9zpGTotg1Ew4qmnNJrNfXK5KOXyt7/mCYIQ9n25LrmcC6SJRHxSKQ3LqmCaJrquf9tj/0uH6zjU+vfud4ah2d5iAbwg3NwupqA9Du93Yvo96WkjJISZWPhcTA97VkdmgONF0RQXWRTIxgMKiR4zOZdyWsV2XRBcpgphyH02ITCr5Nlq+tSbDRZKEtO5LvvNIXdrI6KKxbHKHjOFHmemo2w197ADAduNEY9scHo2IBL1Wdu9SV2ocHSqQOB0SKsddjoOvrPF8YxHOR1hZA44HDWpDaawvCWiiRyJ9Igzc3nICuSmFsnGr0BtiK6MGQ4lfPeQSO6HKBYUFiYkhoMYwfgOd7a3WdlRSEQKlFItbFfE8uOklS3KyRht1+H0skKr+gaLhQwIMQqJtzB8nd7BFYSRiUiT9u6IR09P0Rz4DKizuXqN5tpL6FaDxkjAHlqcnhFpdLssLKjs92ukUnOIgUbLHxHRVRKJBI3OCHF8iUk5g6OPqPbu0pQENBKMHZkgPkkmEcUcD/G8AxyngG0ZLGVBifRZf/vf0u+5XHr7V5AjOeJzz/DIp/4qyUmT3a2XSWULbBd/gK4zwCeBFLvIyaXTH/TU/VDhvshhEAT/j/d43EuCIMz9Md/+o8C/CYLAAjYFQVgDHgHeV9/6dCrObOEinYO7lNLbDOwGG9VNspE055aqNAc17lZNKnmVTAS+/PYGsuQjBSNkdYa4oGEHEXxRIMIIww6QRZBFGds2SesyeBK3D/LI0hEub1/jv3lCx/Vd+paLKsHVLSgl4ZlSaOVs2mDZoUvpThP8IMz/eWs9vHg2+6FRTTkdZgD1RmEekCzB8UqYTbVQhEw81OcXU3CkIrDT9tFkB8f1ScckfAwubyl07ALZxJiZQhnH0XljZZdkXGQiF6Vvd0loNmt1WKhI6JJDOhEhHlOJRRwGtowqmRyZjnBQFzEMk/myyLurPn5kkR96coJoVOOVd1eIRMrsH14mLo0YWQHdpsdbL22yLF3l+NnTmGaWldqA6jDOhXPz3/I5iaLIwpln8X0fQRA+koP+lwi7A4EL8n1atEsaxJdC05XSsw9mbN8OVhu+9kMgx+HhfwTSN620X3s7yc/86er797vvF6lTsPubMNqB2P3ttD77LPyLf/EROXxQqNdbbK+sIER20DWPaDLKyPS59M5NMhEDMfo6yvAmG70/g6TPMj3tEYkExOMtTmVusZi1CRiTLaYYWBLrNQPXrzD26mQTKXpGH7tvE4+KOJ6F7zsU0xLzRYW+AQtFkbgOW5LKW5sKgjDBXLbG2mGXVAwIYL8drju1HqQiMLbC3vd8QiDhy+yNUixMSjR7kE/4KLLC7QNQZZWbBwLXD8rE1fN84dYVZjJdekYZy4uQ1tbYbHrk4yMGZlgxEoUwz7drwG+9Myauw+npMP8uHgEEqHUhE/dRpLAPTZbgbk2imAoQgyEHXYNixePkVEB3BNd2HNYOfHQljId6bFEgFQ14eSXA9QMeXzZwvTabNQk/EDk7G9AzVQoxi82dDnElSVm/Q3W8QExT2KwnmWKKxnCXh+fGaHoc1xnz+pbNod1hbn6WmZkFDMNmdW1MZz3OYLDOn/gT57+hgPl2qO2t4TYvo8kBw6rN2bN/CkkKb9fG4x6WZX9oyWEqGn7G64fQGoW5zu1hGGVxpBJuah8ph8KN/hhsNdwMD4LwHuj2PiiST0yDoQVXtkW261GOTgjoikDPkFlvSJTSLgEud6sBp6ddhqbHnQOfau9NZDlJKipyftbDcgRkMUtv9Donpw2OTzpkYyLbzRrFFNzYv0Mpq1JJGzhuBCkwKCUVvnC9jybPM10y8bwm+ZhAzbL4obMC+10HNR/D90ckUzFmCzt0rCbR0qM0XJ2p9E2EQZM3NneoiD6FmEAiErC608WfLTI/JbM0HefylRq+luXCJx5Cv90gWP8ssxkr/FsYHi2jQs3SKJUUhqM9zpQVbu4KOE6PaDRCRDCJyyY1RyKftoE+kKff65JL36Sz8yaTchM7EUMTbfZHPqCRTEi4nkM+q5HLgxeJYjsnUeNNWm2BsVbm0+cdDnY3SPn7+PkCh3tdFk8cIRKJcrsep9HeY/PVf8ITD5W4dfkSrYOrKG6SaDSKNWgi9nb49IVZTKfNrvkmN14rc/ETf5boqR9mPBrx6OKPI8syQRB8qA2aPii8J3IoCMI/CILg/yQIwn8iLHB9C4Ig+JH3OJ6/JgjCnwPeBn4uCIIOoRPq67/nPXv3nvvPx/SzwM8CzMzcf3lZSkzypS/9NjMJG9cU6FkmGW2N8uQ8+70k0WSOiZiJKtvUGx0arQzpdJH5iTN0Rl1WqhZHJ1VOlAPaHYO1Q4epLDiuDYhUMjrljIiPylvbCyC2qPcPqaRdZrLhItcbguHC56+EVuFXd+Dpo7BZD3duM9GwSbuQgK+ugCKEO7l7bXh7G7oDePIYFOJw5zAklpkYJCJhz6Ltwe39gMkM5OM+I0vF9RwcT2foTVLOpdhoHKJqLWxHYWhZLJQTdO0ASYjSHrsMbIlKNGDt0MVrepyY0xECC0WVaI18kAK0ZIXL+z2ycQVfTzK3fBTDG7O1UWcmL7HdOGAyLTIYjLmwGENTt3htxaSy4LC7vUE8FgVTYtj5g00+Pro4/NF40N+RB4bhZhhj8SCIfeoE1F9+/8ih3YUvPwvJY7D0l0H45rwzDJHV9SjL89/DlUNBhtwjIUE89t/d16mefx7+wl+AwQAS34lu5HsUH/T34403uowHHumcgipr4A6oG2XmyjInp5OsrNRJKEOuvvTLGLGfZGEhzlNPZTme7dLbztHcbzGRiuD4HgOjTypeQRJU3rp7nHmnylbDJBkVeTjlI4sek5mAdMwjqoFhCVS7AXHNZzbns2ZH6BglhnabVEzj0SWRN9dMyqmQtMV16BmhGdphH+Kax0G/w9BaJ5HOkY4U2GqmSSQl5koqo5FPte/xwqkhA2OAEpum108gCXPMVo4gD6M0misEwhDfDQlBMQWaIlLuSJi2Q0C4Drp+eNMhiqG0sJIODdl6Q0CA5UmVVATqXYnpXMDIFtltWTiBQntkc3FJpBDzGVqw3wnQ1JBsnp0ReHszYKlk0TUK7HUcYppLQuujigGqqNPoR+kMSwzHMqV0lZSm0uvtoWpZ3t0xmSyoIJ8i0OIM5B9mxCqO63P1Zp+O+zx2oHJ4mORrX7nMkYk+AgF6bpl8+ZvzzXEcvNZlJvMh+bt41Oa3Lr1Ifup5giDcDEgk5r7r8/O79f3wfGgN4OgkRPUwfsSxwvmw3Qwjvq7thnJT0wk9GGJa2I+oKTAyJQJ0Vmtxaj2Z9XqM+azFrX2T1WqUsXMKTXYRhctMpCUGlsHXbouMTZ9cUuBjR2QkVWS/3kMKdFKaRVqvM1+RKSQddMXBCwLmCgKHXY+lUo+2obBZD3j+tITlaIh+gkLSRRVNZhIOxKN0RwKbVQ/DFeibDrpnompQysVJ5zUkR6BmwXQxSj4dYTQUeGzBw7amiEcEDtsm+ZkZSkfXcKwMr7x4hYQep94XWak2ODW3y3Y7znZ3QDbu07QyzJ//DKfPeaxcex1P8GgaKWbmlnCNO/iBzs21NrJ4gBbL0zJzpGWPwcgJezjF8Hs4XZrizXfvIIx1OoaBOIiSyWRpOzbtvoAtuayOjvDJP/tzQHgv1ut22X35fyETrIIsIukZRvpRbuwZxHIlonGZkjzk9ESMg/pNlqYjJP0Ynf4AebSNIKlM5XxGhouiKBTjLqsbV9i7nsdHJFE5i6Kkvj4v37e5+P2M91o5/Ff3/v1f/9B3fWf4ReDvE173/z7w/wb+4h/34CAIfhn4ZYCHH3749xHW7xQ9e57GKE85ajB0MrRGKieOq7QGY6Kpk+BcJ5ZIs11zSURNlidyRDQPy1xnduoo1s5LnJ+X0RSZjf0+JyZDmWcmBo7ns1XrM1OcJgjqJKNf4ljJZWTJpPQxnSHU+rBYCit81W5I+I6UQjvnShomMjAw4akjYeP1zd1QMvrKnZD0FWMQTcHYhE0zDCEe36s65uLhBXi9GjZ1L5RgZNpUezKyFCMRiePYFkcmXJzZE9zeNjBHe0wXZMo5j8m8xEo1hmcEnF5OkFINjs+o1K0Sr29IGMoc6UgEMRPj1maHi8dSHK0I3Nn1OJJQGQkJzOxjNHa/yFbXZCoDCcWgVLBodnxmJ/LkkxJ3qgFnZofE4xH2Wja6aOL7/kdE8D3iQX9HHhhGW/cvKf060mfg8Itw+n94MOf7vfAdeOnHwurk0l/5fWT2zcsJluYNNO1750/7bVF4Em7/v2DhL4Caes+nyWTg3LnQmOYv/aUHNroPDB/k9yMIAoZDgVjuLLcb11CCDlaQZf5jz+PVLtFvHTCZ6mC1O0wVj7Dw5AVSqThXr96kImr42hKVWZHm4Qadbhcx8Ki2E2zWUyS1bUamxWTWJxkXiKs+7ZHAXF7g5r7E0JRoj3xyCZmxqVJKSegK3Km2GRgZJLHHtW2XsRVm7hpOWJEJRjC04YXTsHoIXVvg3JzI2O6w2Z9Fj2ZJZ1QCVaLbcZjLSjiOSlTtIclRhvEC6WyJUmyP9f4EI22CE6VrvHx1g9l8k2IqoD0UCYQIfuDyiVNhoLkkwuWtUE3z6XNhr6EmgxcJK0u7rRGjsYqkTTO2bZKaxWtrIo4z4sQEzBYCZClsx1ivCaxWAwZjuHMoIMthf77lmVzfi/DjD/eZzMsEPtypOgztDNd3o9iegSz1OTcrkIl36VsBB8MUDf9xFD/BoZlFSjxF6ehDNIwuO2aRVsvAsuoEfpzo6N/z3J8/iYBAq/UWPS1KKhP2w9u2jS59M8+wkE9x7rSNIe6hKD5nz059IGvgd+v7MbAE5ooBs7nwEmvY0AaiCqx3wvuikQUHnZC8FBKhUsqwIaZKDGwJ348jClOcmjJYLlYppARMy2a3LdDotxGjLWxX4O1NFz/QODUdcGcEyXiB7iiKaAzRZY/dRot80kcUBFxXQZEjrNdd5vMuti/SMwIWygInVfjCTZmDToDletypFmg5S+jDu/SsDLGYhOWOiUZUvnqzy5k5BQS4eeDyqcfbJJIxjEGCcWdMr1Nj2BsRj25RnM2yWxswtziNJ2yi2QOmYm2urV1mbOVwXA+r/QbL+QLSyOCpszleuXGEnjSBr2gsn36Slnub3MQSJ2d13rndIlvSWb85IBkRePJUhpmsy1ZPIlqc43ZvDiHIMnJWUPwJEukWmuoTicU5dup59qsNMpks1zf6WEqFmRNn6Us5PvXIJ1hbq1Ove0SjAdnoPoV8GrUH6ZjEret7LC4/xU5bIlZYJiFvo3kAQ+KyxfrBIcWUSCmlk4sVePH6iHImzXA0RI9nWdntMDepMpVxATjYf5Vo4od/n7HgR3hweE/kMAiCd+79+6IgCIV7jxt/+FF/5DlrX38sCML/DvzWvR/3gd8bzDV177n3FaPOLpPFSVr9Bo6TR5bg376e4ic+cxx3dECzM8bwA1r9KBF1FtPzELw0I3OV1es3mCtmGI36JDM2MwWZ7tji1i5M5cIewkbPIZuoko4pfLLoIeKy27RpjQTGJpgm7HfCKt9yJdwlNZyQ2AkidMchQdxrhtKLciokf0ML5nJhxTGfgJt7UEqFu7xfJ4i1PtS6EmNX4KArUGgrJCMCE9mAy1sG2kAHUWS9lUbWE2hBk4m8SCqxhCh1aZgSG4MYvmvhHW4zlQlIZsvMLx9HLypEJ54kVyiG+vNdi+1rn6PTOsDxErTHCl07SjeaYmlyjsq8huJ3+dobN3n8RArBCNjtykQKizTbPW7XtnGbOpn5J5merGBZFpFI5I/+AD/CfzkYboFWfDDnSp+Gm/9TSOTEB5xVefn/DL4NR/7qt61yvvR6mhNHvkfNaH4vlFRIord/DZZ/9r5O9elPwz/+x/AzP/NgCr/frxAEgUxGYDwuUZj7FL7nEU82yBQXWT3cJ9W7TbcFtV6FmFbitz/7VbKFHMPhiJnCNM+czdGoqfTMfXabWRTiXN9SyUQHnJpo0BiNmcmDIttoqsCkJuAEcVIJWGvFaLXHVNIqfqBSSDnoWsBiqcpGU8FnCl3Z5tiEy43dsC1hvx3K/I5WYGiCIAqcm4Vad8yxSQHbv0lM1hiNMlijEY2WihA4aNIalWQf1wpo7CfoCIvU45PksymiQp+RsM/x+RbrjTHVnkk6ItE3FSQxbMtoj8KNzbEVykJbw9CApNYNexEDP1znDNdnbCis1FM8f6zBmTmX7ZqBqviIhH1q2w24tR9gWKFM9ienRXIJif2WzO1qnnJW4aDTZGhZdEYxap0Sr63mmS84LE2P2Kn1ePLpCMmEQNOIMNxPsDGcxPKWGOmP4tou2Sx87GPn2Nn9IpZ1lpmZEsbwLrlkiVqtS7mUIZdS2WtXv0EOo9EoNSdBJnARBIFaa4gZLDA9rTE9XfhA5+l3A7IkM5FysN3QhOZIBX7nENYbfEMqmkuE825gwEE39FBoD8NWGsMVmciYWE6LYnJEb9xnJhugygK6atMdDzlaiaHKEovFMYIg0hzGmCvKNHsdJrMCA8OknLQ4HGbpjse0BkPOzYJpm+RjDrttgeZQ5PgEyJJEz9IpZ3XWOjp1+wLj4Anc5BRN4QSb41dYzs8S6A26gksm+Riv7XSJypu8cDHO0HYY1OqcOJYhkpG4desW0WgKJJ/f/soaZx5/lo2Wx/bBGFt9mPHdKGa3R0LRkCWfuWkBL+hTrmS4dbeHqhQgXiIXf4KdHYcf+qFP0KidYP3uyzz6jIplOlxfPSSrNxCCGpe3PZpmwFMXznL+1NOUpxepbt8mYa+giAXWNq4zdmMMgwKTpx7BHLYpLMc5/fG/8I2q3c2bB9y5k8H3PMzOFUTra3zm+Wnq5hl2d29yYjaGoA8onDzOvpVmMNhHDnq8cW2byayMY1nopSP02/sY+MwdP896q0f/8DaZnMJuP8MPPv7NiKpMNGDY76AVyh/QLP3w435yDv8u8NcIzWgEQRBc4B8HQfD33uP5KkEQfL1Z58eBG/cefxb4/wmC8POEhjTLwJvvddx/XAxaK0SMAzr9FK61x05Hoy7+CF986RJPzdxCEj0McrjONmutIh33DO6wjaLoxBNF4qklbh3auH6DVl9mZQt+8rFQkrN6CKWUz14rYL4Mpm2hSi75uMOJKZHLW2FTdTkdBtyv18PA1+ls2JTtetAdhXbOfQOWy2FlMRWBUjrcVRuY4bHpGNR7oCvh61EVXlyR0NQChptE0x0CXNxgTL09IJvO41DgoWKb5qjOak0lF59EMHXmpouMjCiC6lOcOcLZY0X6619gsWBQHyexfRVTyJDWNGJRHdNyUNNzRHILuFUTXehwvOyz7+QwuyvEj5bYXbtKSukxWcpxu10kl0nhuD6mvkx0Ksn0ZJxisYgoiuw0PTIf7RR9+DDcAP0BkUMlEYa8t96CwhMP5pwAB78TxkBc/CUQvn2v0NdeS/PsxzoP7ne+nyh/AlZ+Hmb/BKiZ93yahx+GX/xFePHF0MH0I3znCIKAdrPGsSMeV40KW+1VkjGT8sxZJuZPMjRsbr10G9dMcDAYM7ZP0KjptLonkaRrRKPn+Zef+xJF4QaKnafdLzCTDThavsJUrsdCqUXeGJLUXbIJuL7joysykXQaQRcRZGhZEwR9kai8w9UdCQGoZEoYZoczSy0UJYLhiGiaR32oIkkjdls+52YDXF9mPu+jyA6396DWyyBJMTZrJs9NOCR1EckP2NjfYbJkM7YhGRH4iYdFrtTe5s21RdLRNCcmd7hz5yaVlMl8SaGc1Fnd79Aft8jGQjmp5YTkcK8D5SzkEiI3d32KSZDlsJqkKmBbLgejJn1zmWbwSeK8zNGJgOvbHYIgrD4FhD3780WFchZu7CdJahYDM8fK3oijk3bYCoGGrurUulESepq2UWJo3WCp3GDs+RT0ODFBJV2eJ8t/RbXmsXt7G0WxqVYnefe1r/HwsQaD5nVEWSJfhHgyhm2H8vOxaaNGv9lvLQgCUyeeZ3frCuNhnzevFkjnH+GgbrK3t8Xjj899IPP0uwXXkzjsOxyfDAPvW/1QxnxiItxYX9kLNweyiZA4Vrtw9zCsKEc1gelCGs+TqfaGiKJLIekzlQsri4sln722QUR1OFIWEUSodV0a/RHpKHiBgCwO6YxthlaMfDLAdHRm8i6O6zO2PaodgaaRYqqg0xp1QJSRZJ1WH9YbGifOJVk/uE2gLzCxtMCZs1ma1Q1uu58keWyeI/rnMboaU1no9Lu48hwfO+kQRCpI4wRLMxqdgYlpWcREn61rrzDW5hmPjnPy2CKGaeKRwXe7JDWBwdgmk4GJSp671QQj+1Nky4/e82DYQRRFSpUpkukf47C6QzQbpbx0QHL4ZWaTDsfmRFYOFZpdg6nFAqIoMjl/klY9Q7/fJHv+GeTGBvloA1mWUNQomdTct8g5q1UfQZCh+7scKUi0WzEaO9eozJ/HHLbpBB4RUsRGO7TWLlMpF8nFLDIzBd7Y1lGTR5BjbeyRzEgKiCUnSUgTnH7sM6RTSVrNOsP2JtlC2FHWMyA9nf5gJuj3Cd5rz+HfBD4GXAyCYPPecwvALwqC8N8HQfALf8Txvwo8A+QFQdgD/g7wjCAI5wiv2VvAXwYIguCmIAi/DtwCXOC/fb+dSgE8A3ZaDhFjnVwywnZP40LxddzxDWZTI4L4kP1mnVzK5d2NLQrFJNGkTXnuWfb26sSCd3DFEfvNgHfW4sSkEVe3XRI6LJdEBAQOug5LBYeuqXJ9O6DVd6j3JDQFPn4c+mZoKJOKhBdH2w1J3kwulNFc3g77CAUxlItOZ8PFLh2FmWzYyJ+Ph/EXERW6I4FbewKpZBRbytOsRtE4YC7nM7QFTs8ovLXjMzOZIB3JUd/o89iSwas3auz7aTxGpCIm9eY8evooV2/7pKPnuVFfYTAyycUWSBz5JE4kwd5wiKjniMRknrh4kt/49T5HsxqmEEVSkqQ0B6e7yYlzj1LbvEo86DMQjlM8/jBuIKDNfppMNsfu6pscdOv4gkxq5rGPJKUfRgzXofAAA/PSZ0Np6YMih3YXXv+LcPxvgfLtTXMcR+Ctywn+xk/vPZjf+X5DzUL2Amz8y/vqPRRF+MmfhL//9z8ih+8FQRCweeNFjMM7HB6K1A5spicFzh7PY1gdOp0eV64nGAweQrJjOP4hA8fF9JKUkwajkcH6Wp0p7TZtM87RsoMmiKxWM5SSDiJpdltdHlv26QwDfF9BU0Taho5rRrCdHpKcIBt1yMbG5JNxUjoctGWaQwnbjwIjUrpCTAvYalhcWk3iBzrLpT4v37F46pjL2BaoNQXKhTTX62V8IcGjxwZMlNLsH3aotmscL4/RtXCdi2sSjjUmqZpkUi7j/i36+pCY4jCbNUnoPv2RQTYRxhrIIrx6F2JqWDmKa6Fz5Ut3BJr9sHI0GMBEOgxGV2QgCBCDMTFuMZEe4Jo2pqNS77lsN31cB05MiziehiRFOVKQuLGTYWB4FBJjjpRl2uM0MbXLZs1iv5NmodSiOhigRMtMVrrsDYZ0TImulebuKCA/+ZtIfomHHvokS0s5ho03MYNNPnYxjWpss9VPkCo/TvVwjwWxzl7TIogtMD0x+y3zQtU0Zo4+yuuv75IphMIpVY2wsxPj3DnjQ62e8VyH1hDWDkMSuNOCbDwkBJkonJ0LzWpialjBzidC1YIiQirmsnLQxQtSxFWRuOawXQ9YSYLnBYxtn5gO7YFHLRqaKQWE0mhJCrixo9E1UkSiMSYSDl3TxRUkBvYYyxVxfYlMIsHcdJL9bpSOKdAYBUiiRD4Zp5LPstFb4OyJeZpehKUzc7jRQ4YqdP0ITmfEtmBRjJg0uibtnoktDml2fWTfQ4umsbq7mEGGyZiHIx9BTReIKEd49UYN23qZ+dwQ2wJXFpnLqzjuAnJUZ6tmMY5OEYlO47oOvt/h4sUoAJcv7/CVrwzwfZUTJ4YcP/YpBu+8y1bXwrJdEhPnGKqTJFLpb3wOueIEFMMosHSuxMHGdTD7iFqWqaUT3/KZaZpP7eCQuZQPSKQzKdITGW7veQT6CaazNjmpjixL5PUBupQhNvkIAOdSHrnjP8r+nddIpYYMxiLpyZPkmjfJ50J5dalc4a36CLENPiLR4iMfWkOm7xW818rhnwVeCIKg+fUngiDYEAThvwG+APyh5DAIgp/6Nk//8z/k/f8j8D++x7G+J1y+2kB1jiKP99luWAycDkllm/ncLttbUEjLLKRhL5D5k09qrDQbdIYBzbZIStrH9QvsNdeYSBhkIj2ePCYjCx4RBTYbPjstiUzcoz2CuGYzX5CodQWKKYli0mVghK5wjUEYWTGyoJIKd0Vjeig5jSkwmQ5v0DQ5fN98EQhAlcPqYVIPexA9HwpJkYCAUmqMJzUYdCMossp2y0KVHBwHfMdnMjXkzr5AJL1APG4wPxEhphrcbie5MnyMJ5//77n91udQciqjUZJSNo1eMihOLGMHDpOLZ79B4pq1A5w+nH94nt62QURWUKURc8tz7Ky2yBkCpE/iMGC5Mks2m2GnF6eSyyMIArPHHvtufuwf4YPAaBumf+LBnS97Hvb+A5z+Ow/mfO/+HOQfDc/7B+DNywkmKxap5Pu+b/XgUH4Bbv0vMPOT34jieC/45CfhV381rB5+/OMPcHzfB2jW9ok52xy0U8RjUU7lLtEdlcExmS/pfP6rLxKN/SjS/AR3rn2F63diFKae5PTR6xRSNlduVWm36ySUPSx7Edfa4NjkCgQ57lYLEGhM5XfojUXaY5+BHWFs62x35jhoR3l41mY2M2IqaeB7Q7pWjuY4ii7C3jBFNjHm5r7BQkEgGbWI6wELJZPtpkAlpxFVfYamR9eOIyanqDUTeNEKUecmI6PP/uEY3xcoJ8aUMwG1rkNMA8f1SEa7RL23UUbrnF2K02g3SWsOMcVl89ClmAjADx22K5lwfRP8kCQUk3BlW6A50pkvK/TNLkcq4QbpdgvkEViShJ4aI8UiiIkp3rmzhiJDMaMQU12EwCOq+ViOzLW9KPVBlFdux8gnJpDFPgOzQSF+gCBESUf6/Mwzh9R6dzkmJpmePMvqoYmUfgy7q7C1u8npeZMTsVvE1cu8tiMQEYrk/Fdp9Hv0jpzgwoUM9tUVEuUpnn32ceLx6DfyDP8gBL+vs+/Dr93WFQ/bDauGshzKRx03bKNJxe5VDeNw6W64WX51G+YKoKsCcS1goeRye2/IclnC80VmiwJrtQBVhqkMmM1QiqxI4MiQjUF76DNV0FiqeLy+0UCV4Mqujy1O0g+y6I7JxekOExkf37O5Xe2xPCPx9u4sU/FNJpIO260hnpcgqY/oN95GU1XWvtpEX3TJ2REqQ/jK6hT6rEizbXF+YshMMUbbFnjxbpRHnzxLvT7ixXcdCgmHZK5LpZJlQAyZEUX9DmemJAxHwZWyHDuWpqXMoAUG8YyKmJrhUy9cxDBMms0uuVyCWCxKvz/g1399gCgeRxRFXn75kIheJalOMpnLEwgyrj5PdOLUH/iZiKLI1NLZP/D18+cLVA9W6Aw6ZJMCR4/oJBIRKqkTxFN51l75JZSUy9CCaHaOqGwS+AKapuAEPpqmsXDmW03kaoJHd3CFdEJlOLaZOPYCkwt/8Bg/woPFey3DKL+XGH4d9/oOH3Cjz3cf4/GYWidFlHUW8g1OT41IynscL2wyW5AxLImDWpeNgwERycFzXAbtBv64T38wpJwZg3OFbNQkFWlzaspCk3wSuoDlBmy3YK7o0zckNuoRFDmCH0icnYvjoeO4Iv1xaD6TT4YXyeVSKBk9MQFXtsOdskAM+xGFAMQg3FElCHsx4hGQCGWlxUR4YfV8j3zC5+iERzE24KmjAZ5j4HsxYlqU+iDFTnuK373s0LFUROuQZqNHPD5J30ijK0mq7R/mV3/1Grd3z7Fai7F+MKQ/FEjES+i0iVm3Odha+cbfMl+aoBXMkC0U0MrTmPE0c8cWcGLHmDnxLJHKI5SXnmLuzPPUgqPUOMbc6ec+cqD6fkEQwHgH9AfYO5A+A51r4PTv/1z1V+Dgt2Hxp//Qt33xpQznTg3v//d9NyHHofg0rP3yfZ1GUeAv/kX4638dXPcBje37BL7nYjsesqTj+x6a4iOJAqbpIQgCMhYAmh4jnj9JLDuJZ7zC48tbHC2/xaOLK7ijTToDDVncRZF9mv0CtX4WRVFQlTcRCTBcmclsCkXUee1uEkkpMpvtk4uPmUy7HHRcxqbBI/N1nj7RJwgOkYMVAt+AIIPj6ZSSCXQlia6mWS6LHLST9M0EbTtFJFUgUzlOfZRmKuaQj3k8dyGH5cNhq0FnNOagE3BsEubvZdbttnwM0+VEpYUSNHjhpElaN+gPPcZmQGcExXRYIRKBjRokYyEhEEVIxQKaY5ViWsVHw/PCnkTLCatJ1b5AJVPkyoZKtSchaUkEKcq1LYW7VZW7hyqvrup0DR9VkdloFKi2K/TNM9T7J1k5mKfWj3C32uHsLJTTAy4s2KS0LpsHVayxyL/6LY83dj9DPneMbHKS9Q2HqVKZqPESkdE+CWGdC5VbtO5+gd7hCvPLE1y8OE08HlZ0/qh17vjxDI6zTxAEuK7F5OTgQ101hJAQPrII5+bC7MpnT4b9oZIQbpLf2g+9EzQFHj8CxybDY2QxYGjB9Z2Adt9CkV34/7P331GWpNd1J/oLf723mTe9qcpyXa69hyFBNEDQUzRyQ4lDDkVqiZThW+STlmaeRGqkN3rUk3kUh6JGHBqRBEWChCOAhmm0764um1mZld5d723490cUutHoBhpAF4BGo/ZatTJvZNy4X934IuI75+yzNyJ9XaY/9JLkQZ8nwBcNeOuk9kDAskVk0aNnVlomxkgnkxD47vtmiAd15icyzI9N4uAnF1XIJ3wEVAlQmMq5xMM+ggENRVJQxDrD2ifIy0+imVfJq8v4hnus3XDQhAhpbcDnXxQJWi2MUYJKW0UKhjl5/hGaykN0fD/Dwj3/mIFS4OJmm3KzC47O/u4V7jpTYLLgIOhlevUaFy/6+bM/HbLdeD+Xdx/G9c0iCAKiKJDLxQgGA1y9esB/+S+XWF7WaDTaAChKjo1rLzG7sMTAiaLbPpZv7KD3m9RKX14R/ishGPTzwz9ymqP3nmRqIYAjyez1EuQnF4nEkiQX3oOUPMv4wl1Mzp9mq+Gn3rXYqdpEJu563WNmC3O46QfYH00xit59OzD8JuPrrRwaX+ffvi0gyzLTOYft3SlUimTEERPJTYaGxV61S73roBs2haSCIgkIdhdNkhCI0W9/kgu1BosFi5BWwdD7Nyt5Ao7jopsiUb9MUIXmALIxmRsViVJL48h4gmLrkGbXIeq/qWxqwtlp72Ea0mBgelmvlT1YGPN6DTNR6Oqev8fKoUetubLrVReHhqfk1eh7TffHx72eRU026QyqqPI4T6+rzGZEenqITHSMYkegY4cwe7ssZAV0+wUKqSyHG000xaXfn8UwLA6Cx5ieDBCOXiXsXiKlJrAsmxduPEth9hXaweTinRjGHcSOuCiKlzsQRZFWvUzt4EVELBxtgrMPnr8dFH6nwWgAIiihW3dMyQfxU1D8BEy+iYqkY8JzP+1ZVshfeXx/9ekE3/c9r8mXvfWReQiu/Rp01yE8/3Uf5tFH4eMfh3/1r+BXfuUWju9tjlRugrX9OLZTR1EyLBdVJsb8pFNBhiOT6SNzXFrZ5pnPXcCqXeVEQSOdbJFKzXF0CaanLS5efJJu18divgaOxdBSCAUmWSh0GAsHSIZFTMfHlQOJvbqCrMwTUYucmO7T6Yn0dBef2EeSRAzTZTRoE1F1HlqMEA7GeH61xlZVJhwI0Or56A0cLNdgOt3HMPusH6rYzQTGrk5h5m6y8RY+w2KvvMGwNyAgdTAkm+7QptKGZs+zIDhoelS+sYRLZ2jTHjikIiCLDo2eVy2KB7ipnOq9vnZTmbQz8vr3MyET2xhRahkkAhLbdRtVhr0dmYnpe+lZCmOxOq1GC8fuEVZ7+AjSG41o9seYy4+xW7vGVlVAlDTuPTIgqL3AyPCzejjk2kGCY2MdslGHZt8gEhTIxgTcrow/EGMmskN15+PUOMDI5FFVr2ISCmwjO9eI+Boo4QhOx6DTHSAmUq87D0qlBtXqgFwuRDodA6BSaXH9epdAYEQgsMzkZIqpqelv3uT8FkERvWrhF6qHfd1LBjy/A1MJT5203ocT4171bzEH23UwTHCA+YzNhiiQDDlc2u1youAyCHuBYbPvrX/8qpdgD2lBLu8ZzGVtOiOBvUaQowWRnimxtbtPLqxTbD5DVw8zlDQev9ZhMiXTswIsNyLM5GQEd45LpSY+ecRerY9Ni7AvQNI/oNspMejmcWwZZIVG3WQwOsPBYETYaOPaTe6ab+LYZS499SFWK++i00sQCf84kmKwV79CXtVB6HHq1Em2r+1iWmNoaohLN/xU9LMcHrZYXJzg6tUd7M5VIkIZ2xHY76XZLp4nHj+BLJeoVhUCgT6y3COXUUgkYiQSSarFDRaz+2TVffTOHkW9T37q6Nd83gRBYP7YXZjmGWzbJv1FtM+JhTPsrRp021VsNJbe8QsEw7Gv6PUJEE9liaeyX/NYbuPN4+sNDu8QBOH10vIC8G1PBFZVlcJ4DbOyTlK7QUDqstHROTOlYrkux8Ysru0HqHSCHDZFYkGNRMRPq9vmvjmLUkMgIOoIgsHQdDEsWC+55GJQ6Qpokp/lA4PTEyabNZN2T2S7IVBpb/HAvIHreiIynYGnNFrpen2GtusFiyKQi3s3zPWyFzyGNO+muVOHz6zA/Ys3rTAcuDPlZVNjAThseBm3fFzmxU2R9qjDQqaPTYTptMOVvQNawzDzU++n7OzTHn2Q6USfTseHQpjpwO+RUI/S7e0iOCc5svQ9lHb+lHec9iTxqx2HdETAsixkWX7Vd/qliCWzxJLv/eac1Nt4a6K/c+tsLL4YiTs9aumbCQ6v/4bXY5h55Cvu1mjKXFkJ8s9+afvr/6xvFUTN84Tc+G04/Wtf92EEAX7xF+Hnfs6jlj7wwC0c49sYkiQxf/Z9rPsucGOtRfbUXyMa2admSKi+MWaPLvLxTz+D2biB4uYolwREcwO/YlEspkjHTY4Uqgy6x/ArMRq9LvGgyshqkAz20RlHkBukIi6O6KdpTlPX+1Q7Dv5FPzeKbRoDCdw++ZCfgSmxVjQ5PuagWxCQ2yxNOPze5wOocp+lXB3Httitu7QHBmMxgUxUp+fWWGvrBPSnYKiwXdpDc9q0u0OmUjK+kEmp5SUqj45B/6Z6tu1COuKwXTNYPbQxLRhPeEqomuSJt0mi13vfvKnQHQ96C/zLe5CN6IQCPgaGj09cGXJsXEJVXHpDi/Ly54lFMpijBrnIiJjcAUFBFQ0ysSh60eKz1zqIQpaW+SBTWYuIMmSvWiYbk/APFdrGHVwv+Xh+6ypHxiQaXZtKRyIddfj89S3unMshicuM7BHPXN7njsUCn3x2SDwxxmK+xWRcZ3vbZLOZZzEwj1vv86UpmOvXi1y7FkRVC6yuNjlzpkw2G+aJJ4aoqtdvWKmUOX069B2RPK114PkNODHpBXxX9rw584Hz8JcXvDkUDXgB3sjwaMbZiPc7eGse03D51DWD2bSDLIlEAy6ZqNejOJGEJ1c9xfYTkwrdoR9F0lEkAdfVMKwhnYHL3UsBSk2NZk8gpO0wEe/il202qhYBTeb5TYPDRgSftcaRiQIafWwhxr13BAnLfUyjhuMIrO3X0JTrlCoxNqonsdw2Sd8WAaENYpVnriUpLOUYTyZ46sIKDf0HwFzj7ukIU9MPcu6cRKuRolrcpj2Icm3foNxxGeg26Ht0OkkuPPkSo8F1pt8fJBzVkaweg82nqbbj+P0+lpYcdnYOcd0WJ08qnL//Ptq9i0RDKu6wgilGUVUFVYV2cxv42oPDL0BRlJeLAF+AKIpMLd379U+K2/im4+u1svjK4f63OVzX5cypMdTyh8hqJpoyIBawWT7QSUdD6KaIYSnk4lFaPYXVgxapSI/xbBBJ7JAIdBiaAvmwiRbxDHo/cQlWDiAWUPFrBn55RL0bJBZI0B44nJ3qIWJz0PJkth08Na7L+/COY55McyEJuyOvF7HS9Rh5At7NcTHridG0Bp7KqSZ7D9R0xLuJDg2vT+MLlhh/8qxF2J/BsTXSUZWQz6TY8hHy5VgrSbBRw+l/iunCENMUSQXLDIZDZH8b1DVOLS2yevhhBs0Rs6fuZq+7TemwhaiNIQUsZm4Lx9zGV4P+zq2llH4BqXvhhZ/7+i0tBvuw/C/h3L97Q4+Gjz6e4Oyp3lvf3/DLIXWvZ//R3YDw3Nd9mGwW/uE/hB/+YXjmGZiaeuP33Ia3mFq6426W7oD9rRWWn16h4YqIoQY9I8LBdhfVeBbXhMP6PIq+xWSkitQcZ7UYoLAwR3HlJcK+IdHAgFonhe0EuLAb4B2nJthvRii1GpR7QVxRYSqZRRY6PLtcxhGnOKyHSWqrzOYEAqpNLmKyWxOJBX30RgL1tkF/IBPz60iyhc2I95wW2KwITGUkon6wnAF75Wewhuf4/Gadqegh7ZGDZdmMRcEVfCjykFbP63/Xbe95Zrvw7LpKLCRhORKOqxPxe+rc8RDobW9BX2p6QaKD99zzqV6QWG6byKLJYl4kNCXgIuLaAlNHDCyny3qpSygG9a7AiXkX3TLRZJlr+yMMK8pcZoDlKiTtCvWeRSIzw1SujOuEcIQQsUiWqFrj+a05OqNDik3ojcLkYkOOT0ZIhvpc2jXI5xZYLov8X58NMpVocm5hj+eWDZ4dDFGVJKXRfWw1Bsyen+TY6T7hcPDl87+2ZmKZLq47QNPirK3tYZpNFGXs5X00Lcve3j7HjwdfO4HeZoiF4HgBYn4YSB699OIWfOKq13s6MiAZ8eaA5Xi358s7cO8CBHzwsYveGulkwSEXg2zU5bDlva/agXhIoJAUycbD7NYlxlMakugiSRbZaJoLWy1EySBRCtEaZOkOShzJiIACgotP1tmrtplLuAhqlrga57DYZWBnSMbDrG3uc3RCpdq26QxyrByayGoS013k5IzBQelx8pE4rq0SD3ZIpaIM7BixaIRMusKwPmBk1AhG+li2j2q1z0svbeDzedVt3SgxN/YApuPj8OBxassDxlJ3kPaX2LtSI3o0SGE8xViwys7W/5eF4x8gNmOQTU/w6DszLC1NIkkSzz7VpH71AKul8t53v0LZdPjql/eu63Lt2iHttks8LrK0lP+OSGB8J+DrtrJ4O8N1XWQ1iKImscUuoYCCrldIhv0YbhjZttiopon4JXr9IqocwqaPXxvRHQl0h1ECch2fLDAWd2kP4eQUNHoy43GF64ddhjrMZntslAckI2ECqgsuTMRhrw5TKah3vQb7vu4FmM+ue8Hf0PB484mgR7twnJvehzct1iS8wLDW87KwsgjzOSg24KAO9y0qXD+UaA3Okwmvo5sRgloH0w2D0ON6/b049md4x9I+IdVAFV3GklEGepXNmsnD55IMh1XyyTFWDlv84eUzpOXrnF2aQQtGOaxOE92sMj9/mw5wG2+A/jb4vgHeXf4c+Meh9CkYe8/X/v7nfw7GPwCBwhvu+j8+kuKuM7egv/FbBVGF9IOw/Xtw8p++qUPdcw/s7Xn+h888A6FbyBZ+u6NUqvGXv/shVGESUbRIpno8vvnnhLuPE492yYRh5eB/MJn045Jjbn6O1lqDoH2DTKLDqXwPnyqyfNDCqsbY7DzCX12pE5SayMFTLBfv4Uz+MgG3RFALEVDavLglYbsyPSGNZbZIhEWGZp5yE05O+XCdIZ9eCTMWF5nOqMxlZYKaA+gIOLiOgF8RMB2H2bTBVmWZfGicXGSSgVbnyp7JyNDpDXUQZHyqzdBwUSTwa1Bpy0SDGkPdYmgGEAVQZB3b9qik7b6XzIwEvGSpZXsVx1rP8zhczMHxCZGtssN2DcbjJq4skY+J7NRcFrI2kigT0ix26yJjMYdyx2W3GceyBywURBAL6FaFzy13KbdLjMcFbKdL1zyJaCuMhmE05T6Wy9ssTh2lv/8irqRhWwdIostEYZyh0WciEeb8rEiv38IYxElHElyq3sn2YYWaOcbATvKz5+LU672Xg0PbtukVP0cupGLoLrXWPMnxDNGoD9Pso6reBWQYAyKR7wwbJ93wtBIkyWuhkSWPijyR8oLEgAZ5yVsLGZZnX9LV4el1z+ey3oMjeYF4UMDFq4BLgsBhG0xHQBQk0hGNWt9GcIaMdI3nNgP4VdisxdHte1iYuMZeI8ho4CA6BoZp4VdlMjEbUbSZSOvcKA2Q5QqWFcCyw7y0PsZUpst+PU2l1SGTnKZjT7FQOGBgLiAEJ0gmFZ58ch1HDmFJMUZSCKe9hxq0KDcNFk+/m9HF6xzJbKJSorq7zBPPnAQzgiRmwd0lrrrY3Y+SjPtIz5jsV1KEMyEQztNp/T77uwN03WZ9q8xsPo8gFJnMKBTmy5w4cTcAly7t89yLKQ4Pswy7Kbq9z/AD7ztCsy8QHr/zqz5XL7ywx95eDkVRqVR0RqN9zp6deOM33sZbHreDw9eBKIo8e1XH1XMkQg6SEqTdlbm0ZyJIWVYPBXxCiJGZJB8TODszwBZ0BoZOayhRbPoJSBFivg7RgIBhuvgVGItZbFa7zGS8il8mIpCPOhy2epTaAc7OwGHd6w0M+28a3t9swhbwaKK9myqm5ZanRDqZhN0G/NVlL7C0XS+bVmx5ojSHTY9nP52GG2WIByU+v6oxNAKMjD26owhWU+OwZdIaZXhya4xIKE4iNEnPqHJsUmW7XKKz1WOlPMlYapxiqYLjg57bp9MJ4w+cYu0wQ2tlwJ13FUjlU+zv7zP/9bcw3cZ3Cnpbt87j8EuReRi2fvdrDw53Pwity3Dnb77hrr2+xCc+m+C//fuVr3OQbxGk74Nr/wJG1TcdrP/QD8H2NvzUT8Ef/uEbFl5v4yaef76M5CZRNS8gaDaqDEd1xkIWjfpx9hsdwr4mPUNBMSZ55ukiiWQPOR+E/oCO7tAa5ugbLq6toA81FFngxHSSZLrDzuGnqTVO0RDDHM2a+MQRk8kBmUgLwwwQ8mX49DWN5mCKgbFHuTNGs69xcWeGn7zvz6l1ZWbTTbJRkxc2XTYrMJV2afQFekObSktCdB3GIxXWi2GyEYETBYHnN8B1wwT8I4YjHdtxKMQtXtoRiAUERGFILCCQkbs8teby0b5n3bQ4Bu0RzCYk/KpNULtpdt6H1UOBsbhGredQ7bg4uGxXYDIlosgCrYGDaTlkEwJX9i2CikAu6rB8KKPKApV2E1nxE4lOoqgqg16FiXiTnjVBb9igkNC4b36dj18yME2DhYkOBme4elig1e3ii2isteNo0QquFKHRNRnZ07hWkaA2QalRxXVEytVDXtj4UUTfAppW4sqVTb7v+xZfPufF7WUeOm2zs2MR9IdwWxeYKLyTfD7JzMweGxttQGBmxmJiYvJbNDO/yXA9ltXxgmd6/9KW91MRPRGZgQlTlseQKrdhv+7tOx73KtKROrQGCiG/giO47Dd0nt/wU+/LTCZsUmGRalch7B8ymQ6zXuwjiz4GozTd4REkuU9QabC1VyLiT7NdC+BTuijKgGJDp6+LRIIuk0mTa/t9DpsgCmPUOyc4qK9Q6txDx7zC/MxJMukMstgkEo+iBEP4/DbFwXlsuUkyJjAyglwqx7j/7BStUgFJkji3dIFjEy6ynOHixQCueox2p0HMF6Tf08kWWkwnh+QnpqjVyvQGLSRVRhRUrqylqA59CFt5fJLDTCCJJork8jIv3NAZfn6XM2fSrK8P2N+Po6ppwvEJnt9OELlW5OFHzxOJvL5d0+uhVBJRFK9lSJY1isXbN/u3C24Hh18GtrzIYfcardYB/rJFczBDIKqxvTdgqaDQ6ewzMvqEfH26ZpRTMyNOHEnx3I0htllhKhXl8iYYlot7U0ym3vf8B133JhU073KjLLJVVTk5oRNUvaxYvQdu0Qvu7l/0VEtX9kGSPWqoaXtKpft1j4Lq4t0kddNr5BZEuHfOe7DmY162dfXQCxr3ahqOqxHyZSi3FHbrIwR0RMmPTZnx1DH0wYtIYpNqZ4ZLO1sIjsyN7QBN4ziVvsRWRUSixYAZDkdTOJqJqjqovjlEyfOlMc0+n/70DoYhkU67nDlTuE03uI3XorcFyfPfmGPn3gHP/C0wml+90fuo6tFRj/8KSK/tk/1SfOjjSU4u9YmGv40sLF4Pkt/zPdz/EMx/ZWXWN4IgwC/8Avy9vwe///vwEz9xi8b4NoeqhqgOVCZvdu13BxaWL0V3IOG6IwYG9Ic5Rq7D2VQIY9RlY08jmhmj3Gog2QEcV6HZTbBfjqDb23zv6RHBQBxXv8w7Fzt86KU46WAATexT6Slo0oD5TI/DRoftxjyRQIqPXTnJXfN5BkaZkGbzwOJLXNm1CPn7DEZDEiHPqFwUHT51zeXUhEMyLJOJSHx6JYLjatiOy8BYpDFw2avr6NaAXMwiHhSotTeodxySIYmVA5P5nFcZigVdHl7yxGryUdiuC2TDMprs0B7AkZxn5aSbMgFN4eKWwInJKJuVLgNdoNY1uLpv41MAAURcukMX13ZIJwUcRAZ6EMuB+5YkChm4frBFIVsAwURWIkxFJU6MK1zeG9EalTg6PsR1A4R9NWqdNpX6JpOTR4n4akSCQda6D/Hsmk42bCEaA/r+EYmQhCXk2G9VKDanCKj7VLsFoEOvp+CRY2/CMSiMJ4hGB7TbDWZmfch5Lzlw9uwEp087uK77hsIdbyeIklcxvrQLmxVPS6HS8RLeigJLY16CYKDDxV2YTt0ULHI9Mb7jEyIfumhR6/pJhkRGpsLQHCPql3lqdZzlw02O5A0E14duD7n3iER3KPHUmksstEJEKYOhszQWJBncJxaIMzBjvLg14EQhytKEQ3Pgo9Lq4DJCECb47LLKTsPkaDbDsQmJTCJLb3ADnw527G5Wl02GvQ0MwtT1KJfajyDXroN5kfvvP0LSX6YhHpLz12nWr7K7NUMmf4KDgwtUKn2ubc2wkFxDFhss7/mptaKckC1GbgQpnGd7d5le12CnfSdCIkFI1Ci2ovgSDrUti+culSmbjxApamxtbSJJOoLgVfharT6lko+V1Ul0s8v991vk84mv6lwpioNpvvJaVZ0vu+/qapGdHRtRdDh1KkImE/u658htfONxOzh8HTiOQ96/RfbUEt2yhWNW2Om1OTEeZNzfZDbR40ZR5tq+hYNDb1gkEhbp6QqBoI+5iT6HlQ73HfGzW+kT9cNqCRZyHk3UdT1VUcuGoCohS2HWKzo9vYdpwbEC9EcCfsXlT5+HiN9T5RqPeVSLqN+jXqQTnuKb7UJAAduVmc9bRDVvWyHuNW+HNIXOEKrdIOFAhJW9GJFQgGTIZSbjcvVgDlmKsFhoc3nnBqlkHMUqEg4scdCw2KgKLJe+m+rgHQhCCdNUULiAIKlEEzKLix0WFmR0fQ2YAjapVocoSgGfL8j2toGqHjI3G6N2sAKuS6pwDH/g7d8/cRtfGf+/P76T3/rMz3L6lMW//mcbJOK30AtBjUPybtj4r7D0D954f9f1zO6z74DYya/qI37r/87zjgeab26cbxWk7oUbvwkzfwOkN+dIpGmeQM0v/iK8730Qjd6iMb5NcOXKAQcHLrLscOZMjIBfYtR9FsM6ZG1nh5EZxZ8e49j8Ir/z4TWOxm1sR+OJlRk6hklDHiPoT3BiVmTQiLFy2OT5foBqJ0HfmGJ5P8DpxS6WdQXZLhMOSIQKOcLXW1wtnaPdL3PPQpHJ5IiwXyYV9dEYWFxoTuFT6kQjkwz6qxwrqAxGXXp6ilysRiQg0x21KSRFMjGJoGpy2HQZWQ6tgcRiLsYTqwGO5LroVoX9+hinpzdB6KDJfpr9PjG/zYmCg+XazDkeXXS9DHMZ77l1JA/Vmy0Rl3dcJFFAFj3miwvs1kNc2p2k0tJIxQ6Yyzh0RiIPHROIBSWSQQXbNfnwRQnXcfjBu0QGhk13IDCTtqgNVKKhCKNhgHyozidfHCAJCqYZISCbrOxVOT8pMXA1fEqdj75k4dfuxnIPmUw38fl0WtYUrhPg+Y0shnSapfM1xMYnqB3W6PUkRF8Xn3+Ju+8I0el0ud7s4Q/P4ZOLPPHpl3jP+x5AFEUi6WnKe1tk4wFCQT9bVYGpePLleSJ+B/buG6ZXNfZrHvPp+oGXFMhGPaZUq+8lwIcmvOeUJ1oU8HltNrEA7NQdplMKja6P5sDP8xtJRrbKvfMiJ6cn6Bk+1op7aGqJkBagOxhS6dgM7UlCfhO/YHPPnEtz0CGsdenqMsHgHXx22eXqwYD6MIBhqZhWjMu7s7QH9xPy+0mH91C1eVznkHioQiTqMgxI2KE7qPcuc+d8mqDfx261hu5eJRqzePTMUaanVVaWG8itA/rmEo3WGCemW1SaRRB9bJYUBG2Rp9Z7yGKChfk5Uqmn2KrU+dEfHeOvPlfFSL6LyLjNbP84h7V9crlF3LjDUxsfZ/PGIY3OO0FMMznZIZfT+NEfNbh0aQVdP0KpVCKbVbDtES++qHHp0i7vf3+Xu+5646bxM2fCPP74KpYVIRw2OXs2BnitWYfby7jWAH8kT1/3cfVqCFUNA/DEEwe8//2B1xUqvI23Bm4Hh68Dy7JYnFMoLl8hWZAQSJIeg/m8w67bJxxSCfp6PHJM44WtMOmoQLc3wBR1fIpGXRnDFg6xBROfZiOKBktjDiHNE5JJBr2+iRc2BQwriW13CWkjcnGVcnOIXxU5qMPEhAui51O4XoblQ5hKQjgAk2kvS+ZTYe1QIBqQkSWTUgPCeah2PQlw21XYKIdQFQndjjDq+zha6JOPm/hVke1KmzPTGlv1HKqSR1NGDPUsfUnliRf7QIZ47nvpE8cwDBzHBAIo/r9GMGQTj18nEKgQjQ5YXMzg8zUwzQHPPRdG03Si0TInTsxQPBwSNp9jKu1Nud3VfbJL34Pm+7YXt72NrxO/9Vvw63/8t/j5ny7xzKUs9z52lmc+coF47BYGiBM/AFf/N1j8Wc/i4ith+X+H/hac/bdf1aHXNvxcWQnx//iF3Vsw0LcAfDnwZ6D2FGTfvJv90hKcPQu/8RvwT99cK+PbCjdulLhxI4Gi+DFN+PhHL7EQ+iCL9ir3PNjlejlCcvo+wrNzPHMhiOn/m3xopYFpWJhWFUWJoaSmyE362K08h6JfRNJUVm6cZq38fkRRwXE3Kff7rBWf5b1nBERB5KmVCInQAnM8S1ABVdWpD8f53PVtxmIuI7NCb/QiDy5FmUtdYk/MIMsNRrbCQn5EOiwhCn7ms10M2+GgbmNaIoWkjWVDa2Cy2+hj2RGWSw9yYuKAB5au4bpDFFUhE+zT6nY5M21T7XqL+WzSo4r2Rx4lUHC9yrNpQq0rM58V2aqpKOKQSltgLKbSHsWo99PYylnWyxcJqFeJ+B3GYl1sx6I9MHAFGU22yIQkduo2PllCU1yuHjjEAg6ybWM6sFfL8/jlJQbmJA8urhLxl+iPLETRYdj3Iwoy+UgLv+8qYW3AjbKfVrNENrdAJJbGsMNEEllajaucLBSQ5SFqIIwiSSTiCpDkwgWXw1GZXOQJHjufJ6V02LqsM3PqnURiSeBR9isbuIJE4cRJBEHAdd3vWKaNJnmtNEfGvITBk6sw1D1xPUW6qUoqwkiH3ZpXQYz4vKS5KoMqQXcAigyCrjCbdWkPe1iOhW5fIxlJUe/oiEhEfC06I5ONagZV1Sg1WhzLy/R0h1RYYK8usVNzCFpDTs0n2a6epOfmUTST1f0tRtbdaJoMyNgtB1XZJRcvMpvp4wtLxPJ9rjef4eHTBRKRALbZ5a5gA19ii3w+zNTUDDc225i6iMyQVrNFpRnhqqBwvWLQHJ3j7geTqGqdtTUZ01wiGjVYrR9jgjIf/ryAG5rlnvlzACwvbzEYqOj6DUyzjSPMIPmTCP1TSJJGq1XH59vHMCL8o3+U5LnndgkGe8TjKfb302haCknys78fIpksMTf3WrG4tbUSh4cWimLR7Y6AFK47ZHzcIZn0KKnb1z5PIVhD8cu0m7usbedR1ftePobrJmg0uuRyydcc/zbeGrgdHL4OVFXF9aWIBopMJwzKzSEHdYGRHScaj1FptHFsnaEdxB/MYKgKn1y+yMnpPr1eCZsolh1kpHfxyQqRgMJWpUsiBJNJgYEOm1WBRidNzwwymegwm3VwbJ1y28uOOa5KqT0iG4NUxFPpurgDVw+8CuIjxz1T15AGkYCLgMl2HR4746mTXtuDJ2+AYwcxHZnJhMvQOAruFklZwK/0EJCodDVm0iM2yl3q7SjtfhK332e7mWG/fRpJcmiXVURRolDYw7L6GMZRDEMnHI4SiWQJh0tkMnMIwiSlUoMrVzpomoKqJuj1wuzvHzA7scdE8pUs6ERK4rC4xfjM0rfsPN/Gtw6tFvyTf+Lyb3/0f2Xq7M9x7uwh/+F3xvjx/2WJj/zelVvXpxY5CsEZWP13cOwff/n99v4Urv8fcP7ffdXqpv/mP03w3nfWUZVvU5XS10PiTjj4i1sSHIJHKf2FX4Bf+iUI3iYKAFCrWSiKZ2RuGAa13Ys89lCXXt0imwwjqwZ2Agyjgd8nkwxeQSos0jNPoGr7xGJF7rxTJJmc5POVq5w/dZRYeBzTbODT/jNX9u4kHM4zMzfJcv99yNc/gSLUECyBxdQHsXOTyIqLZfsx7SJT4/fS6Wv4g9d45GSRgD+KIIxw5R1qgzj1kc0xdQvD6qApMptVjdZgxFzOR6s7wnYg5HM5NWEzsi001eZGucL1SpqA6hILBZjJWMRVA3YcejrMZQSCmsvI9CiDrT5EXah1IaB5SqiGrbCv+8nEXM5Mq1zecSl1NDbLIa7sLzGZWGCgHKDJKqo0pNIWCfkcEmEBQbCJBBX22y6mIDORcGh3odExOGzKjCdsNGlAuTUiETKIOm16wyJPrgZIhLJMpYY0BjaWK4MwoJDocqOsE/dDx9xjZ/Miq6UjjE2/C1F0cHsrbGzEiESyLM4qGFaJc2dOs7O1xe5elRMBlXefncG2+4yPBQgFO9Qrh6RzBSKxJJFYEtd1efrpHQ4OFCTJ4eRJldnZFKPRCJ/P9x1DLZUV8MtwZQcEyWurOTEJQdUTJvrMCpye8ogeM2nwNT3hmmsHnkq7aULIZzMWbxL26Ty+3CbkX+TomE5n1GSjLqIoPRbyNqKQYGg6NIYyA3OALNj0hwKbZRHDBtNJkszmmJmZp1bbwqwnaNp345gDNpsW2XCOWNRlfV9gp/s+fKGnmMp3gQHWMInd3KexUWVo3Ik4NkXCv0UsOCCeizEcCnz+k8+hS/dTrRvsHRocP1KgUtmg1gnjJn6cYXeLsbEU4+OTaJrE+nqLwcAmGJ3BCSVpmmFWn9tkYmKTxcUsx47NUChc5p3vHKPRkHjqKQmfL0Wr1cC2ozhOk7ExEZ9PIZWK8d73xsjl9nj+eQdJCmNZA8bGRBTFR6fz2iTtjRslrlwJo6pBdnb2qVTCnD+fRBAEtrZaLCx0iERCaHYJRfGSsdGQSkg6pDMYvbzNdTtEo199b+NtfPNxOzj8MggkFyj2Xa5UD5nJy9w7p/GZLYHWYRhjGKNU67OQ1ZCFClHVhrifkdGhN3QoVmsEtDH+4NoYS9kdslERn6KwWTJZOXQRXIl6X0QRu7z7RJ96b8ClbZjPuyxkYb0sABJrJThxUyxRlT0F087IUyO9fuhRKAzLE6mRJQG/7CIKXtN2KiIio7HfiVHt5titJxgaClNplb6e5bB1wNK4Qchn8sJmmwvbd3HYzlBIC1SaLk3zA9h2E8uC0SiMpplMTe0zPX2K1dU68fgCg8EOU1Ndjh6FeNxrltd1A1nOk07XaLUqgIjff8CpO6YwrUtoqhcgmqaFpH5nqK/dxmvxG78B993ZZaowwJNbgp/+ySK/8Kvz/Pbv5/g7P1G6dR+28LPw4s/D+Psgeuy1f9/9IDz3P8Md/xJ8X53C7u6+xh9/KM1//Y3rt26cbwXETnn+kLdAmAagUIATJzxhmp96c62MbxtEIgKHhzorK006nQBmvUbnDh3H8R7HAmBbNn3dYSl3jZ//8SYf/eiH2K58GCk8zX33a/zwD59le3uHzuE+luGQz4vY9hAtqOHL+Uil8iTC+3zPPXDxOYP50B5R/waG2WejWuTcfAFFDVNtp9AdlyFhEhGJ84su/vCQg3qYznqYVh2O5TfZqZrk5kM4rs5qeYxQoM9GtUlY8Rgq5S6MxQWyCZmOvcDMWJLmSGEkpglHSxydzzFoH+DTdFx3hCg6bFW8Pvqtkue9u1UDnyLxR89IhANRstE+ruti2W2KDWgPgwzNSXbqp7i8PYZr1cmFSlzaE5hLS1TbUUTBIeCzCPoDJCIpim0TgUPyUQdRkljIa/zlRYknrsdo9TPkojUmEg3mxjUyQR/7degbBQ7buyiSwXLRxmaCq0WNuXiDxazFh6/FsOUkN/aD/OTdF+iUXqJdqiAlThMKJuj1g+zUarQbn6SQjfLQA+N8+qVN9F4XVTFwrOMIgv8182J1tUipNIbP51Htnn5yDbfxWdIhl4apEJ64n1jy7a8A3rdErpccfAqYFuw3YCoNluUxqHw3q4djMc/eZGB4+gvJkJcYf3rVm1fHCy713oCAGmdgiFR7PnQnx0G7Qy6SoG8oaLKD4w7JhHQ0/5DJRIuNko/VcpaDVoiREmRi+jif+ZTL9OQi5++S2NxcRbdzpGZ+iItX1hlzl6gYsLjoIxB8gJ2uw4JZQtN8NJo9ktGzvLh+gDi8jJTcJpCXofVdNDt5ru8lGLg+iodlevq99EQDWziCTYY7513uue80g8ElyuUDlpdtdF1lbU0iEukyNqYzGGTIZo/j88G1a9d48MEsjz02SywWIpNJsL29xf5+m6NHU1QqNaamJJaWRE6deuXefvbsBD7fLp3OdZLJGdLpBLreJJ9/bTavVLJQVW+7ZYGuhzFNE1VVkSQfg0GPaFTAdl5Nhx4bzyAPKuzvi4iiw/nzfvz+114Dt/HWwe3g8MvgmWe32F8OcT7dpHoIoViYsFbgGetfIApVEslPs9fdJh4ps1/e5JETCgGxzp7oUggotIdNplNRdspJ9poV5rMwkRZZOXCYz0okwxIBdciVPZdCwuPY5+MCW2WXbELguTUTvwJP3fAMXo9PeOawEZ/3s9L2hGkOGh61dDou09BMKh0RvyrjInPQCuFSIBwcYDoG1V6Qnpnl1GSJoNrgmTWbaqeAKk/RNRMcHR+RTSYpJB322k/z/MosodC9BAJFJicTLC7C3/7bYcplnYsXP0cqFef48QzJpMTKio4sayQSCdbW1slmp1hYCGKaRd71rhOEwwG2ru6R1MsIAtTMDDMzM9/q03wb3wI4Dvz2b8M//fkt4JXGd0Vx+aWf3eOX/19zvP+76mTT5pc/yNeCwDjM/wx8+j3wyEchdtzbbvXhyj+Hrf/mBYaRxa98nC/C3/9/zvN931MjGvk2F6L5UogqxO6A4idg5sdvySHf+174j//xdnD4BRw7Nsblyy/Q76fx+Qymz3wPT1z5P3n0XILVgwqlboBsahbFn2Q2PWRhfJZTp1Jcv/AZohk/R5ZO8OEP/wk3Kg+wt36CU2MbFAoSmUyGmWNzvCf9fg4PSzSv/g/cRpPxWIlTMxFcs0NAVQhqJfKROuEEdLUjZP0SxzNplG6cjY0e/tEGlcqQlBZGzofIhoIsjae4UW4ykRKwhRiB6ABNDtDt7FPtGfg1l2hQw6xpRHLHWFt7msmszLve8y4O1p/mqc0hAXmCWCrJQWmDvZrO8QmbkA92RRiaKn41RiGh47oKkYAXGGqKhW37WSvZ+GRYq+0hufN8/52rbFf6RIIxppKLFJvbWI6EgME9Cy6WECcc9vPc6h5mCLojkWRYQLdkEkGVQiLIc+sDcE3S4Sr5uIhAnXzcwu/zY7gz7LZkQr4KyaDNQmKbqN9ip+xw72yVrn0JWyjy2APnWV4+ysVRGMleoTe4jwsvXWBxtsepSZGRNUJRVc7mD1CtEot5mY3Vba77H+aBD3zfq+ZFr+egKCrDfhO7dxG78nmcCT/x8SPEgd2DF4kl3/stmbPfTLimg2F7vac+GRIhr2pYbkPQB/pN+4qeDgtZb01kOlCseR6aHR2WkjK7dYHeKIimiLhumLVijC7nKXbXcfQDitE+IU3BtrdwCBP16ahqimRUZaX2KHVLZPr4TzESh0yemKHZfo4nL38KZ7RHrBDhJ//mJIl4mivPvMjO5ohGzyETirN8tcTyThtV1THcCJIapVStcnQpgitGwbWo7q8jBPP0xbuIqg2mTyRw3SGW3OSJa/chWhAIyIDL0lKMv/qrLoXCaa5f3yOViuC6fWq1FqXSDvffn+To0Rl03eXRRxMvG9CLosh3fdcUY2MH3LixTjCoUCiEWVo6+hqT+mPHJslmY1y+3MJ1O5w8qZHLvTY5qGkOjuMgiiLZbJT9/V0k6SgAslwik/GEB9X0HZSbL3lCjAOF5NxpJsMRzn+DtOdu49bjdnD4OjBNkxdehHjnKgunVEzbZbvcpdvZZ3e3RFAVWZhwCYT8BH19kuEY7WEHnwapoM1q28G1ywzMDj5VZjZjEPTbaILDO48LDA2TYsvgzDRYrqcoWmrBi00XWQQEi2PjkAp56qWdEfyP5yEaeMUDcemmzPe7TsIz6wKbNT+W7VBseo0brb5KvRfk/sWrnJx0afb2+NS1ENeLcQpxiXwsS6XtUurEWa8sMJm4RjJyHEmKEfQbxAb7aGqafOxZ/P4moeBd+Hwqs7PjnDsX5b1f9IxyXZdmc4f9fQ1w+KEfUhGEBo7TYHExSrM54PnnmwjCLHZhinQ6ilkZcPXqAbOzSYLB2xmk7yQ89RSoKsxlt6ARe9Xf5qdHfNfDDf7+r87zh795C+0h8t8FuPCJ+z2RGskHlc9B4jzc+Z++ejVT4A//LMOFy2H+879evXXjeyshcRb2/xymf+yW+FDceSf8638Nm5swO3sLxvdtDkEQWFzMEwq94qHZrP8iV4efJlVIcv6OhwiGQpT2NzGNbVRVoduqc+Zoir6apT8Y4ncUysUW/thD3KiCzhaioqKljxGXJFT9Kez+i7gDG3dYp1E3CPpAxaDWcRCVPgHdx5F5jUNzloYhUVrvsBRpoUomri6iO0FoT2DbRVy3h+YLYzgyoj9BJCkRMIr4/CoLGdiqWLy0beJXGjRqH+PUjEs2HyKSSFALL7KxucuxqSgr+yuIoxwL6RKNnkV/ZHPvosNnrttIgsPIjAJDTk0IDE2LWnfIXtWrCDX7JvmIwlzuItX+FCcmdgipEj4lynxOIOQbcG1fwbAHGHaTw5bOTNYhoCpIoklnKNDoC9S7Nt3RDkcLFrLgw25bjCWzuNI417Zv0O8O8Ac0fFKHhbFJnt8wCIl9lncPWciniIUVVisN7lmS6TQO2N9TsJxJar05rqzP8tCRFcbDFXxmj17L4NpmlVOTAunJeTr9PrG0g+6KWJb1KkGOsbEA6+tVlO4TTKcUdKFBVlOoVROk0mlE9xYly97ikGQ4NgbxAESCkIvDHzzlsaiGJsxnIRbyeg0/veyJGKVDMJkWqXUcHjoq0xmoZCIuzZ7A49fSHLTGCAeCKKE6m0WDlUEcTeiTCA1YL0c4Mu4jGa4RUXRqzpDTUymuHhRYWV4hHLFIpXw09j7HHeN9enqC+o0WH9z/BO+4e8T3PzrOZ4QDRrUdNisRFqeP06i/BL5Fhu0wqzsC+SjMZeMEQzFkuczWXhudJL3eLguTJpGIxGBYBmaIBPo4Uo7Ll3d573s1EokoiiLgug6uuUE+olBrV7HFGcLhKKY5yepqlSNHhq8J+mRZ5vTpKU6ffmNxmWQywqOPfmWq55kzeVqtbdrtIKqq8xM/4UfXi4iiw8mTOWTZCymyhXlGqQLDQZ+xSPTl7eCtr5999pDhUCKRcDlzZvxVwku1WptisUskojI19Q2yubqNN8Tt4PB1IIoiPmuLTHqWF3duUIj1CMk6rmszlW1y7VoPMrv4Ij78WgZd36A6EklnXIa6gYCAX5M4nhNYKbqoiktQcemNRJyhQ7nlNVdvlWEx66lwtQZe83V75HkYDgzvJqnJnqx31O/JN0+lvf6MsQTQgKt7sHIg0BlMMJPZIRaw6Q5lHMcmGSwSD2hUOxayZPO9501SqyIr+xkGpko2qhHQIkykigyNPiemL9MZPYsgTTEa2Dx8skc+niQUmqSt/wknTtxFLPbam4cgCNx77zSWZSGK4msu9BdekFBVbyF0+UoRn6+EaS4gSTLr6/s8/HCIVmuEqkqMj6e+Yxvxv1Pwx38MDz8MwqgI6mtlLP/6D5f5u/9wkY9+KsH3vLNx6z44/92Quh+aF8C1YPrHv2oa6Rfw1PMRfu6XF/j1X9lE095GvYZfjNAM2APobUD4zZuVShI8+CD80R/BL//yLRjf2wBTU2G2tqpompedj8QsHn3vj71qEZUdn2Hr6h6JUYlOz0AMRMjn0vR6fWxbQBQlRFHCENPo1gFj2Sjx7BbVg+fo3PgNHpxvcmpa5anlPrVmH186SalnMjBEdMNH0FFZ3yqTOXaeVu2A+USTU9NRhoMemirw2WsRTFuiPcizWTao9nTk2AKn751CUa5xtuBSL21S65UI+8BRMxzUTQqhHWYzYcZTMiuf+X3k4FEcR+P5ly4QcHtkEhZD08983kI3h4T9ArmYzXpxRD4Wpty22a6KxIMGR3JeMnSnCo5r0R3ZOK5DQOuwmNPpDXUCSpVWb0QqrBINBumMAhy0vaTuHQUBWQ4xNAZc2xvQHHSJhqPE/ZCJRah1gsxnazx3o0EiEeed98+wcmOX8fAW28UhaztNbOMEopLDlVVEn07LaONqPs4fVQk4dZLyCCOWZr+lEYkmyCfLpOMagrHLQkZiZecG1e4CU9N+An4/nb5JwPHjOK/I/leKuzijLpMTQ8RyhYBfJTufI+RvU+43MWNxbC3/TZ+n3xII0B15on2i6Pk0TyS9vsJKx/tdFkEVPe9n3fSU4Ae6Q8gvsF11iAfDbJZFnt4QuFQ8xlblh3HcS3zv6Y/x84+0cd0+F3bGWCm/C4lrNEcH9OwpuvU1wj6RUrNJOrHA9voam7V3sLN9mXcvPkXOn8FWVbYqI3yjHeJDiT/77y+RnbiH/HiLYhsKBZnZ2RP8tw/HqLQnMS0/EXUThBYBfwrNl0BU2pydHrGYqBOyniOWT4NtsHz1Gs7oTlJTP04q5WdhwUc0GmB83KFR+gh3Tm+iD0Mczbep2SpiMIcglGi3SzzwwJFv+KlRFIXv+q5ZTNNEluWvuFbz+Xz4Xkdw8LOf3WcwmEYQBHZ3TeCAc+c8W43d3RrPPy+gqgUMY0C9vsfZsxO0Wl1qtS7pdIRoNPSN+u/dxhfhdnD4OpAkiYU5m/5eAVWtMzBN6j2BYOZe3j09olKWKQ1iBBNxatUGEdlkLGqxemASDci4gkNnCJWOzlhSI6xq9HSZeNjkk5ccIj4vuDtswsj2gj7bhv0mDA0vcNRNz7+n2IL9FvgVL0OWj970/Gl6DdkbJZhLi0jSOi4qmpwgG4Viq4uLRFc3UBWbuYxCXzdJBGFg1BlZi1w7bHPYaqIpPTJxAcHZ4/4jDuv1OPV+lHsKPQjOY1ktxsba3PVQ4iveDGRZxnEc9tcvgtlF0OLUulFUdeLlfQYDjYMDPzMz3tRznAy/8zsXmZs7i22bpFJbPPTQzO0A8W2Mj3wE/tE/AkYlCLzW2Nnvc/gHP73P3/nFI1x6/AVSyVuYMVdCkHnoa36b68Lv/2mGX/iVBf7J39tlYXZ468b0loMI8bNQ/KtbEhyCFxz+/u/fDg6/gFQqygMPNNnY2EcUHe64I/eqwBC8pNvsyYfpdbuMjzvUt55mOOzhuAJNV2Xx6AxXLj7HbOgScwULn6+HvvV5ImKYwsyQXFCg0lWIBnz09RQfvJAmolQ5NdUhFJljYLqo4XF6jW2C5g5jiQCXbhQJ+kRMV2O/CeXOJAeNOJvNHyCWrPO974wSUT/IbFalWGkyGkBI8SPIKpVDh6jfIhuuU+/22By0Caoqzy+vUEjZaEqfkVUh6HPYrbq0Bwq4LhsVkUZbZGgofPySyf1HDNIRA8fxgoTe0PO66xuQj7l8/PIe2Vid1YMo6ZhGxgeq5OK6Fn6lT6dv0BsIGLbMtf0gd80bSIqNIgnct6DQHhrYroVlC/g1SEZiPLcXYCRFMASZ6VyFibALlsuRnMNzOyOq/ST7tU0KSYn5hUlOJmJcr6lEIwuIoTKdbgcpcR8FNcJBM0az+BSBuMBm0WBy7hR1d471wwZhv0zPTSOnl15eOO+uPk9a2sPvU7C0PnZOYW4yjUuK8sEOZTOB4C4weeT4t2KqftOhCHB5x6sUhoMwHHkJgoHu+UOfDHhtNZIIuJ5qaavvJaG6A5eR4UeOS5i6xWTazz9efJ7l/Qs8eSPLY6c1JEEhHVHxy9t86kYZ05yh0R1xdSvLRAoCoSZTuQDN3j5bkWmGwojZ6McISkWGegif1OBkfoO99hT7B34CmsSVyy8xM+YyPnmM/qCH5Sr4o/dxdCxMMKhR3JpjvfyXtPUqM4vj3PXAXYzl+rQbA+r1GCFni25/gF+K8djJMldqn+fw8Dz1epdCIc099wyQunWyIRmfr0mzKVDpNYjNfIHC5ZBIhL8h56Ne3mfY3MJBIj15B/5A8DUVyq8FrZaCpnnrO1lWaDReWeutrQ1fXi+qaoCtrQbRaJmXL6ufHwABAABJREFUXpJQlBymWef8+SHT02++H/42vjK+JcGhIAj/BXgfUHFd98TNbQngvwPTwDbwI67rNgUvSvgN4L3AAPhbrute+EaP8fT99/LUX1S4UY8ymRyw0U8RUsboFg9oDk7jZmfYK/e5+8g8u3tN2sMexsjAQUSQHBanFIptG1XwxGe6OtRbXWTJ4bGzMpd3dFJhqHe95mpRgLEIyBIENXh2A1zBa/o1TJAET555ZHo9iIYNF7ehkIB0RESWRA5bIgI2PV3lxLjFbkDDtIZsVy3ycYFyWyUfV9lvjKi193FFm6W5OHdOlwCZzZLF0EnTJ87CUo64WEZNiRQKKotHj2EEIly7cp0rl2sEQnkWjwQ4evTV2cy91WcZ95eRfRKGUWWvFcYwkqhqAADb7hIMvkKl2dsrIwjTSJKMJMmUy2kajTbJZOwbfYpv41uArS1oNmF+HnihBLHTr7vfuVM9Hr6vxY/89DE+9geXUdXXVukaTZnf/9Msj38+RqcncepYn5/6sSLHjw5u2XhdF554Jso//d+nOShp/PqvbL7NA8ObiJ+Bzd+GhZ/xTMXeJE6ehLU1qNcheVu9HIBcLk4u59GZXddlb69Cs9kmn0+QSr2SiAuFvUVf+NR30axXEEWZH/obcS5f2sJnPcOp8Ra1VhJLj8BQ4kbRz+nxaRx3lWbfZK1o0e6WmYnDQBfp9QV26xbZ7AkcZ0A+2MWydJ69XuJI3qQzlOkaAmvlEDuN+9konkRROpy4I43o1EmpQ6byUT5zI0BEaHO94kOW4OS4iaYIVKtdVHdAQG6zse+gOnkUc4ArdMgkdO6YkijEXZ5eG+FTI8xmTObGLAx3gF8zMWyBGyWJRMizuLhj2rNmqvW8fuVc1CSgjbhjymarplFsGogoqIrFdMrisOVwespPe+DDsnVeXNfxqyPumIJU1MZywxzUW9S7Avm4zn7dR1CbwHFFVvZSLEVXQU5gyRqaOKLR7VBq29y1OIYhRWgZUSoHfcZnxpmensWyw1ytRdC0KeCQcPwI5dYVpgsBkgGVwSjKkSMP4ksu0qntEwjHyE14SRfTNFH1bfwJL1CczgW5uCGwW7WQRIeGO0cqCW5vk93VPoWF89i2/bb2hzNdePioZ92VikA87vUSFtswGsFTa56ie63nCfKFb7bfNAYQ8svs1l2eXjXRZIXTi3EiSpNE2EdQ3aA3HCcWjKJbBkGfgGPXsZ0GywdnMJ0QrlsiGzVp9xQQREL+Hnemn2FpPIk4iOHoKwyGPhzZIh7yMdB1ZKeE3x5jbSOEP/A8x47F2e9mmZs/JBiaxNHXefcpl5mxM0yNB9gb5vDLLgHjOpPjMttmn5V9haXJOSxbpNfrMxbdJujLAp4uw/R0GvHeApMx79nW6w35i8/0GQ47SFKPu+9+tXhMq1Fj2G8TT43huyn8srx8yM6OgyA4nDoVYmzsjY3um7USQv0ZChFPPHB79ZMUTj72mkTW1wK/3+YLRXPXdfH5Xunbf62tp8vKioGmeQGjpqVZWdljevrr/vjb+Crxraoc/lfg3wP/7Yu2/TLwKdd1f10QhF+++fqfAN8DLNz8dzfwn27+/IbBdV02djMMQ3+NrrHFtatPk4va7O6XubARQ0vH2Wwv4B9+kKh0mZA/STRoE4k4XC9Cz3Co6Cr9kY/DQYzJwAGzaQHJHiHYLmtFh2PjnnmrX/VUR5t9uLIPsylYOYC75zzVumfWwbJhtQhH814VMR/xqoeqDGdmoNoxEEQRWRRxHItSa8TQcEmGZA7qSQZGk+sHMnPZABvVKrqdJhiIcWRiSNxfRBJ0CukwuutiIHBkcZJ49iQvXn6Sh445vHShxJ887kMQP8rpqTaTE/MclKtc6N1LMFhjYiL18ncnmVXksCe5raoKhYSJGq6ztdVAEFzuvlulXh9RKg2QZQ3HOWRq6uzL7xcEEccx2d+v0WyOkCSb7W0B2xbJ5x3OnZu4XVX8NsanPgXnz998CAwrX7HX76d+rMj/+m+n+d6/eYLf+w8rJBOetPbuvsb/8ZsT/Nf/nuPuMx3On+4SCtpcvxHg4e8/w1//4RL/6lc3Xzeg/GrhOPCnH07za/9uknpT4YffX+FXH9nhTTwTv73gz3t9ma0rEL/jTR9OVeHMGfjEJ+Cv/bVbML63EVzX5fHHN/n0py0ODmz8/qt84AM53v3uhVdR9EVRJJn2fMdGwyEJ4QrvOhfCbmxy2BoyZJydPQt8MxQ7ZTqMWC+WmYtbyG6abEzHtnp0RlkCUpPrB13awgx3KxfIagekgiaubTE0VK43TzC/eB/tlXUiTTA4Srncpt04pKF2+NO/XMHorCNHhvhsBU0Y0e9K1Cxodx1U0aU7kOjpNqcKPVYO+pwuDIiHoNV3EAUFyxHZLPdQJAhqDo6jIgkWQS1COjLEdTw2zcqBJ7qmm7BTg1jQRzYqMNRtJhMG21WbWEilP7DoGyLdoUs2qjKR7HPYUJDlER1dIxYUMEwL3RqimzKfuy5xz7yA6fgIKH6kxBIl8R4Or7zEyfEukXAC262jKBY/eFeHerdDSHXZ3xkSSIyxvNkkMz3C8YWIpUbkjT8imwhQKx+wb5wl066QS8XBChHJHycaT5HOvjqZ+gVPwy9GMjPGxNKDWJaFfeUvmEzIgEC1dIGLH3+SiYkCPSfB5PFH3tQi/a0LlXzcoNaHkA8ifk+MptSCTOQmy6rh6S8sFbx5YdieF2IkYLGQk2gNXXqGxLBfI50YgOKiyhKHzUMkaYJaz+XSlsJOI0hH/2GqwyM8fuVpFnJz1AZBUuEaptVCH0mcOfYgrW6Audw0CUXk0vqAUkvi7iMbGI5BzzlOsblATFvn2GSIxeOneedkjj/4yD479SMYgyau2WdmroAwPCA4vMZeXSQ91qbd0BnpA0I+mVwmQr83QFB8HBmfYL3rI59/hUKZmDzHzsZnqRcP2dyTsf2nWJwrc/Lk1KuSBQcblwmZawQci08+3mag3YeiWVjWHD6f1xb09NNFHnts9Lq0zy9Gv7n3cmAIkA4adNst4snUV3jXV8a99yZ4+ukdhkOZaNTgrrvGX/7bsWMhnnyyhCxnMM0OS0sSW1te8NjtdtjfL1Kr7WGaAvG4xX33TXzHWLx8s/EtubO4rvs5QRCmv2TzB4BHbv7+fwGfwQsOPwD8N9e7gz4jCEJMEIS867rFb9T4TNPkypUO/f48tWKF+mGXEC3isZPk0wXqroRi7nNqPspdYybu6Cq1UZpyP0HAN2A8pTOyBfo9g0FrD1sZ0mjLtPsOsgS1ro2meB493REkw161MBOF6wdelvTCtmcO/K4TUO/Bhy54ct+Taa//MBr0+jCKTU/Ceb8ls1aUqPdCxAMdjo7FqPb8hP0yta6fJ1ZnOGhWMe0KJydAlEqMdIt4vI1hyxSrDTr6GNerAbSBQUas8O4f+2meeqbE1fIJpIBK0voDNm6ITE/AVFrmRn2XanWMiVdYo9gogPVFr1XOnp3gzJlXm/ru71fR9TaPPLLE448XgUls2yYWK7O/L7O1laTf1/izP7tGLhegUAij61lCodJrqpW38e2Dz3wGjh8HbAPsHqhfvgFekuBX//4Ov/0HeWbvvofzd3RpdWQ2tvy85x0NfuvfrJL+Isrpvec6/MBjVf71f5zgXT98B3/xu1e+LjXRp56P8LP/ZBHLEvix7y9z3/nO62Q0vwMQO+2plt6C4BC84PCjH70dHH4pDg5qXL4ssLKiIEmLdLuzfPjDLzI/H2Fu7tX3uuvXixwc2HTr17h76gAbg/WDNu3qMi9ulXny2nnG4wqCUCCef5Sg+BTRUZFyp81Esoiq+TlsSpiOxXrZx/RUhnqlRSLSYiqpoUoKPk1kq7JKwadhT91DSt3iydUtWq1zrDz3CY7c9SLTsRFKAA4aAqlQkKEeYL0aQXAOuWNcodxxCGgSouCiin1m0xLFtkjY75CJihiWTTbioEoCizkV25XYrkpoik0+3kMUXEpNCKmgG167he0IqKKMT3HIREQs22K5qKCbMoP6iJBmMp2SCKguulUjHRZITig8uyHSHYns1FzG4gLVzpCNUoBCElIRG1G0sMQmq+VddpbrZOOnMd0bWG4Ux5U5vyAhKH2OJiR2Sj1iqsznruYoSX+XZzZf4KE7qqT7LxEKFhA4QzoiYQkyY0vvZNDvo8aPEo2/spje36/S7RpMTMQJhQKY/ln6wx0CPoVS0yI66dntGIZBSDUBGcu2EEfbZMMJMnE/KafPwdYlJhbOfTOn6jcF3b7JRy7C0rgn1jc0PV2GZ9e914tjcG3fU2ufSXuaWYoEza6XaN+tivRMiVLTZqTrjEVDVNs+WoNZnl3vMt/pEgwkqRrn2WvOYDp5QKFv3slqUebBpd9lYWyG0aiBWXa5cv05vvsdSeAsl2+YNPptzp44Tn1QZOuwQiRicHamSj7aZGAplPa2CCttutUOh6Wj+Nw64+MFtq5+lntOJzBGIlakT7fbRknEGB+PcPGZBlc/XKcQ06h2/Ay0Gu/7sUfIZGIvfy+hSIxa/B5WlgWC2SRRSWJrq8Hs7Ojl4NBxHOiuEk6qvPBCi0xkjPV6k939SWRZZ27uC0eL02j0GBv7ysGhIPmxbfvlAGygOwT9gTd1fhOJMI89FsZ13dck+nO5ON/93QNKpRLxeJBkcgxBOOSJJ7ZYX/fz7LMjfL5xut1DHnxwiRdfPOCuu17bmnIbbx5vpbRT9osCvhLwBaWIcWDvi/bbv7ntVcGhIAg/Dfw0wOTkm58svd4Qv/lJFoMf4fhDOwytITvdcSbSSRrbf8ZCdoe50C79fo+YZuIYu8himoACqhQnETKZTKo8tdxku9QhFREZjwvops3lPZfNqtdEfWrCe/AZlpcljQSg2oeA4qmTblfh6j4EFVAVj2ffGXpZtEjA60lcLcHqoUhfzzCVmcR2DJ5cM4kGbVb2+xhWEklyWS0OeMcJk6i/QTw0oDEUuLjlMpVW2WqkKfVTXO3+T5wcewQ1BcGwRLvdxueLYhh9RgOLWsXmytU6uZwPixCJxKvpLbHCeXZ3nyQgG/QtH8nZ8184P6/ar1B4hTP+nveobGzsoygCCwtT/PmfF1GUIJcv7+C6Z2i3K8Tj4+zs7FMofCeu0m8NbvU18vXgiSfgn/9zYFS+WTX8yudTUVx+5m8c8iPvr7C26cfvc1haGHzZqmA0bPPP/+E2/+F3xnn4+0/zqT++9HLF8Y2g6wK//C9m+b0PZvmf//oh73igdSvEOr99kTgLq/8fsP8+SF9/j8kXcPr0zXP/FsW36vqwLIfDwzamOU+vV0dVZbrdHPV6+1XB4cZGmWvXIqhqkMPtz1E1rzGRG3Ay28PqxlD3jxALWFzYOY9pnuSUv0pcm2VaG2A7sFcrMZawEMUwQ+MEfnuduNuk3UpxaNcoxGy6+oDuUKTWsZieTLK5v4Eqn2My1aA+KHPy6GUEq8Wg1yOqWXSGGVxHpj2IstlwkN0EjmMxleyTCetc3rGI+AUiPtivqXx2RefsjEO9B5oK82GXZl9nMa9y78KQSzsqrmswNDxWzciEfEKi1hW5dqDgU8KkIm2GhoHjCqQiEtfLUWyjwkPHQtQ7oJt9dMNhu6YSDYhMp226hsT1w5tVxrDKdMYiF5c4bEjYjsFecZeoUuEnTivYbo+RlKNiTxPLnWfp+JDtKy/SG5Spty36bpqxiR+k3UzRL5d45okE06lJerUt2vaQQGweS9zluJtCTBxlfv4V/f4XXthlZyeJoqRYWSnx0EMmk4vnqZXztIZd4nMFAkGvWuTz+aiZGgm8hHWnfkh92GTQq5EeO4JwC3xIvxZ8s66PoN9ladyrDCbDnpVFteMlxHdrnq/mXt1bP+mmx0KpdrxEe7MrgOAQ83fR5DjPbuTYrRvEAxFMWycTgXi4QCAQZ1YqU+kJ7DbnqNVsRiMFNVjjsD6NZW2gKAqB0Am2uhGqvQalYpfLmw9Cd5Wo+hzRiEXQr6DaV5ifeh/DQZQQeyR9Ybq1Hnazybj4MWxlmk8/tcNDx0ZsHfa4URSxO1vE/X3y+Ryr6wPKjTlKzj9mp/gCx4+Pk/ZHicdfe8/tdEwikVdUjmU5SqNRIR73kqyWZXHtWpl1wc/GxoiJiQEiEaJRP4eHr7RDuG77dcUFvxT56WNsX60QFmuYtoAQPUkg8OaCwy/gyzHAQqEA8/OvfIZn/XMV0zQIhcYIh9PUavusrtbJZt9KIczbC2/Jb9Z1XVcQhK+JE+a67n8G/jPA+fPn35SMoCRJTBZ6aM0V8uqAoNNCHolEetfZHezy6B0BhF6HXNjGL4loig/b7dMdDqj1Qgiin3hQZ79WZSHTIea3+dx1m2TQ66GYSoqUOyKVlsMLhstC3qsWRv2ej8/FbY9fn4x4dJr7j8BfvACXd6HeAUWGkQXHCh619I+egYhfZC7XAGdAsR3FrybYq0LQN4HfsVnM16l2bXySn1JzhCJLmJZFLhKiO9Ro98MUmyeodxfZ3W1y8uQiq6t7jI/DwcGA4RAOijPMJp/Cp8VZ3mhw4qFppqdfLTUcTaQJx74XwzBIatpXRQENBHycPPnKDc91XWzbBoJIkg54dNN+3ySZfK0x6218dbiV18jXg4MD6HRgagpolEB9456HLyARt7jnXPer2leS4Od/6oDf+r08D33fGT71J5fIZYyv+J71LT8/+FPHiUctfuv/vUo0/DbzL/x6oCZAy0DjBUjf+6YPNz3tnf/9fSgU3nD3bzq+VdfHxEQKSXqeSiWLLOfpdMpEIlWmprw0//Z2lWvXRly7ViMQyDAx4ScXFdmuhklHqghWm429IapYYDJ/FiW1wPb2C+zsNLlhnGBdLHIk1+XKzjSpkEEilqfd6zCR1EhodUZajGJLYacu0+vL+FWNqG9Ep/EcthFFcWpEpDjz+T/g/WdMJFmh1pJoDUeMdJdmTyKkdYhoxxjoIo47RFMshqaJX7XZKNn4NYGxuMTVPXhmDebzEi42E0kAiZ4uMTItwgGToS6RjzvUegL1nsiVXZW+ofHSzizHCgOCPpG9ahtcG8PRkdwata6BTZjxrESlIdDq9RlZCtGQzG7VpD/ocmJSwyTCfEak1TfYawj0+y4OKrmETixgkosYpOIhKt0SBXqs1qsMe5PI7BAJ2RyZDnLQCrPeXqNSiuAf2iQCQVY2K5zMGyj6ZVqNCNujH0N5QeLBsy2KV/8CS/BjazmuP3cdWUliBU8QCOdZWdnjwQejpLLjr5kXoigSn3mQ3d0LVPbWqe6NuHe+TzjQYnN9j0E+xzfzMvpmXR+K4InytfpgWh47qtiEubQXDF7c9QLG3ZrHruoN4aDpJdNXiyrnZ2VGjsSVXYPjhRYBLYBu+GlWbBZzWwR9e4ysFJPRAp/vV2m1CojiEUTxkJGxSFD9CBEtSiDgY2Be5/K1u1nZiqIo99BuF1nM7iCrCaaTbQajFhYi17YPmVpcIibJdKwQa9d7jEX8jMptJM2mK6e43pmnuyVTCDcQQ2FGjsKTL5Vwfe9E8YvIug9HvAfdqhOQAwyHfWKxV3832WyQtbUmmua1Y1hWlWz2FcXvK1fKlHrnmI4VUVWXq6t9MkuzpCNJwuGXAM+E/s47AwQCb2whJoois6fega7rSJL0LaMxp1JREgk/kYiEx8J2GY0EIhHnjd56G18n3krBYfkLdFFBEPJA5eb2A+CLiIsUbm77hkGSJE6cCNJe0xgLJNlc2yUdVIlaCkZRxR/0Ue0tsrL/CU6Mj9hu+Dhoh4kHkqyUVY5nW1zYaHPnzABB8Ljw5+c8tS1JgqjfwXXh8p5INiayWbU5WYC+Dp+9DtmYp07aG3liNUMDpjMezeLijneMuZtJQ1X0mraXxgS6ukS1beBXBsQDfQJak4hPY62YIqBJpF2XcsfleEFBt6DatpjO+bD0OLK6QKMvI6kTjEa1l/sgvv/7T7O//zif+1wf3VSIzD0K2Tgzs5PMLfRe9/sTRfENuexfCUeOSFy/3sPvN8nne6iqgesWOXKkwcLC3Bsf4Dbeknj2WThx4qZ13suVw28MBAH+7k8U+b0/zXDvY2f4y9+98rpCNa4Lv/vHWX7xn83zkz9U4gPfXf/OrhZ+KeJ3QOmvbklwKAhwxx3w2c/CT/zELRjb2wSSJHHnnXNUKhWaTYdwWGRmxiSbTdPt9nnhBdC0CXw+P3t7Cj5fjYQoE8sd5aXdImJ9D6cfJWRtUa9IONH3EYtZHByE8fmS7DZ/EFHewSdcQLdbNIcOp6fKCKLGenOBhH+fejvGZ69nOJobIAgVxhIpBqMOmuwn5Pd8c09MRGj2Doj4bSSGLO/D8kGI9lAlpM1huwI+bcS7TgzxKzLNvkEsKKNKLkFNx3REgppLJgpTSRdF1nhm3eJkAep9gesHYSaSQ9IRiZUDBwQfsqLgV9McFgVOTnfJRzp8fqWLLLucmZJQFLhvSeavXhL57DWdk5MipZbNtT2Zc3MiL64PkbA5Ph0m4pdpdE0qLQlEgXzMpEII2xXZ2ZfJxqL4fTUGgxb7JRtb0AlEx2nZEeRQAcOvEdJ6+LodDnY+zPuOb9Cod9iurDKby1Dr9LEtyIb2qOmXaBfTCO0WhfkMvW6FjeufZTp5BFUdUm4+ia685w3nRjiaIHzyXYgYxKQWHWOXXtvBkoMkA6PXpeZ9u0PTYKMMd0x5lNJaF0J+rzoYDngBYasPR8a8XsQrB3BqQiKoSZ5C+8jhsKUykfGjSA4XNi26I4VCaoeFrItPtlCkEi9sW8zmF9nrQl9XSEZPcGrs17h7/jJ+xWS9ssBu/VFMQ6DW9qq9w6FEJPcnuKN1Wi2B5iDLwMmSysgYVgg3NEYuM8vGxgqR0IhgYw3BHjKydHIL/xPVjRdJ+fv07ROobpXJTJtLJQcleTfWbhtR9JLfilImmRxjMBigquor/oHZONnsMhcubOLzOTz22Ayh0CtVtsFAID52L7uNTQaBMsWqwWRQJ5c74K67zr2qh/lrOyfaG+/0DcSxY0Gef/6QQmGeg4MdEokuY2Ndzp37hsqPfEfjrRQcfgj4m8Cv3/z551+0/e8JgvCHeEI07W9kv+EX8NAjd3JZLdFYX8MkxfPbMVbri0jJezHtjzKeMxDtDFcPmgiixlgyyWfWz/LMlSA3DnaJabssZF10y0Z0PX/Cp9bg/Cw0e14AeEIQCGgKsiiwXbNIRzx10rlJiPggH/fsLizbU+vSFHjwKHzmGtQHHv9+s3azB9EfZWQKhP0yL23ZBLUhASXFWNwiG21SbMVoDxNkQk1WDgwqXT8gIPvSbHfupjuaZiiaGEaDRkPhypXL/J2/M0mp1GJ8/Aw/9EN+Ll0y6OkNFpLTNKsvgCnQ74YJht+YnvC14MSJMTKZJnNzffb3TWQ5TCplcu7c26+/4jsJzz4LCws3XwyLoMS+oZ8nCPCTP1ghmzJ48ANn+OVf2OV/+VuHhII2rgvPvRTmV35tht19H7/+qxvMT4++oeP5tkT8DFz7NbAGIL95OtGxY/D5z98ODr8U0WiIxx6bpVQqo6oy6bRnWv388xtcuZJGlqtMTfno9/s0mwdoiTiL6Tp7N/zsb4wzsArohstw1GSj+jvIYhJNm2VsLE4u/CdkVY1oLM1Esky9toWqSSTjOXq1NKvFPNv1Pkv5AYJ2AySZei9As6cxMgJoch1Vgo4epDsYEQn4SUR9hKMZ0tYDyK1lBgMfhVSA8WiI1UMoJEVivhDpqEmr76BbfUaGzWRKQFVcLu44KIpDOizx1LqATzZpDQT26yq1vkgmrLHfHKJoLqagk4gKzKQkfJJOxCfysYsj9psSZ2Z9GI7CdFah3PZR7ci0el0CGmAPODVhMzQ9lez1kkpAFSj3/AhailRIYrseRJBimIKPw2YTxynhujrZmEowFGC/26TVGjAZjiJLGUZoDNzLPHraZWpGpl73MdAHFNsiPmxiwXkcWyMsbhCT27huhtFwxMbycziDGsgaphEgEZa50b7KI48e/armh42K5lOZyHm1wkpXQnffXkHhF+DYnmVFX/fWPLieEE0y5InTvLQNqZDndbiU9xTeX9iAkxMCPkVntx4iHQ/R6JuEE3ki6Tghw2bML2PYEQyjj1+TqXZHhPxTxLVDhuYSZ2f+K48sNEmFFdLRIIoyYqO6QX8ko+vvwrJ00oErOE4URwgQDWdBHLKxe5IX9hSCO0HO3zXLgm1gShGqzWUmx+bxaTIdYUjALzJIvwOCK8RiCsNhHSc1RHDuJKMtofg7tNsXOHEiy/x8hI997JDhMIIsN7jnngDj4wnW18tUKgVmZyPYts2NGzsUCq/0s2azMpXKgGhilmhilrGZLR57zPMUHA761EtbSIqfXGH22yqpMDaW4Gd+Ruav/uoK584FGBsLc/fdC193sHsbb4xvlZXFH+CJz6QEQdgH/hleUPhHgiD8FLAD/MjN3T+CZ2Oxjmdl8be/GWOslOvcWK2zv+Hj6edSGNqPowTuwWmWCGl+HsgVEYZBpOQ7EdhnuZSj3E5xbPwaM8l1JhNgOiIyHlf+wjYcHfMCus7Ao4b6FBfb9ZOLmLR6I7bKDuNxh6AGYb8XGMaD4DqA4PUZ+hRPwavYgEtb4AIBRaIe6XHYUGkOBMYTfu5eUHHdLk9ch4mUynPrNqKYwrQkuvqAXExjaKs8tVMgP3EEQ+wzmf5bWFafZLLF9PQUw6FBsWiiaQU0DY4etdnYcOjX/ojvPmOQj8cpbu1iTTz8qob7W4FMJk4mE+fMmVt62Nv4FuLpp+F977v5Ylj0FDG/CXj3wy2OLgz5L3+Q45//m2mmJ0Y0mjKy4vID763yy39v9ztHhfRrhRyC8CxUnoCx737Thzt2DH7zN2/BuN5myOVsPvGJZVw3gyyXOX8+wt5ejb29BIPmFfxKkEv1AHfeM8n9908yMXGO4uER/vI3yoSsu7BtDdN0afU2yAc6zGQ6COIN6u5jJMYniSt7pBJDFmJlyprAbnOShC9Nu32NG6WHkePfz2qngr7+fzMWDpCLj1HpvMREaoRfdgj4/WyULUKhLO1BnaEVQFZSmMMGtdYxItp1UqEUiHDQWkQUr9JSBYa6QsAnEFb7dHWBkxMiYZ9LQFW5suewWhQQhCBh1eGRYzq2LbFTj7Bb95GMlDh26gSK4md1ZY1kqEUuKmPZLqmoiF+12CyNSEcdFAn6eoiQ1iagDIklXSJ+iAVBGoJuwdkph8OWxl4njKM8hM8sozs6upGi3e/TMN7BxUM4X9gnHo+hOgr5sMny3kW6yXmMeplUQGd9v8hDJ2IIg1Wm8zEOqw6NsslsIozkRmkNLNKpU1Try2TSExR3rjKXhWbd5diYzlptA1eK8+577ySV8iiBtm2zu/wEit3AFjRiE3cRTbzSU5iavosbtUN6e5eIhTSc8CxS7Oi31QL/q4VpeRTRas/zeg77Ya0I52a8oDEWgomEJ+L30jZIksDZaRu/bHPY8tHVHZ6+4eJI84SjFqFIlna9TttvkYlOE1J3GPZHJAICS2PPElU0Pvhij1SkwmSuQ9/y4/ZNan2bysDCF7yHWnOLcPgksUgIRQ2yUplnYHfBDbNenadjwyPzB0StFBE/1IQ55iYTyG6LgWXxwANnaEoOg1GA9XKKgLBDMm2ROfIefuihSba3KwiCwPT0nYiiyGc/u4sgTOO19yV48cVdxscT7O2ZqKonxyFJErXaqwVjFhdzWNYhxWIDVbU5dy6PIAj0ux2aG5+kkFIwTYutq3vMnHj422r+xOMRfvRH7/xWD+M7Bt8qtdIf+zJ/eufr7OsCP/eNHdFrPpNP/cXjLKTTiP0TiGdVXli5QFufQVWL/MhPPsqsf4qD608Q1Fxwxyl3d1iINcmGKhzN1Qn5VFShjygKDEcusuBZU3x+1TP0XTn01EYdEV7YlAn5QyRCEhJtuiMLx/UebMv7sNeEyYRHNdVNz9Mn7PeMYVtDeGbNJhIcMBa32K7ZWHaerUqdXFQmHx+ydiCCmKFvSOzUW4zF5xmYY2i+DvQLvLgT4MyZIxweNslkZM6du8O7ofQPUBT3ZepKMhlGVVs8eMQin/UogfmEyl75OtH4A9/MU3Qb32ZwHLh4EX7pl25uGBYh+s0zdZ4Y0/lnv7RDfyBSLGuEgjbZtHGbQvrVIH4Wih+7JcHhwgKsr0O/D8Hb7cMvY29P4Ny5JZrNPuHwAq1WFdseIg+XedfpCvW6Sbs7JKhVmJjwzkM2N0axk6a+Y5KLGvRHA5oDmR84EyATKKFJ16l3n2S1fZKHzmXJB3vYDRgZCjGlxDMvLVNpTRH0JSk3TUQpwosXj7CUPyQT3iIRVEgEOiCGSASaLDsay6UllrI9UoEi2XCDtf02DndgC+P09TaVlsB0pkk4Oos9KjKTG5COSRTrKrv7cN+iRLNns99K0jMC7DdM3ntaZjzepT/UURWTsK/NYavB8UkXob9OQw9SabcJSSNMS6U/tBmPSxiOiCP56Toaz28MWcwN8CkCybSI69js1SGgwlYFAj5oVwRcJc+xmVkqcoGd66uIroIoRxi6R9mpSsTSfwNd+AMcKUS9d0jA5yBICmmtxVqvhhp5iJMLPrb2L3H3UYGszyaRTtM4mOBT16IcLQzJ5GcIhCzCCw+yUetjFXcwE3HUyAlagy6GZTJ+/BFyX9R4e7D+InlflfLBBhIG13dXOP/ef/Dyoj8YjnD60b9Bu9Wk16oSjCSIJW5tQvatAlfw2FBhP2xWPNuujUPvdasPuZhHJz1eEEEQuLprc34OxpPQNQ2iQZWeKVDtSWCMiKl1Rr5xbhwWMa0DphMDhmabdDiEZfeYnVziA6rFSnGSptni9FQTx7G4sOcjnDqP2hoiyz4GgydR5CeZHbtOPt1D8U3zl09FWC4d4eT4R8CepdOJUD4oc+cJG6uvkoxMkMtpKJpGOjHFY0eSHB5qBIMnyGQSdDp9Llw4BOD48fTLlTDDeHVFzDQlXNdFUV7dYyeK5muqZ8eOjXHs2Ku/00ZxlYmUJ3CjKDIJqUyv2yUcubWsr9t4++B2vvx1YJomet9gu9ej1erjuhpnTgZJLrgI+h5hLc7jz+6gdiUEfQO/1Ece1JCdDs2uhZAdUm52uGfepT1UGOoG5a6nPDqVgkYf5jOQi4mIUoTDlsPlXZlWv8apgst6yaNMOC6cmYbZDOzW4eOXvd7DuYwn7exXodL2+hnzEZue4XLfwogXt9o8vxFjYWxIfyRS7oYpJFTKLYlqZ5G+UWPopuh0j9EZhSm2U8zPzxGPS7hugb29Jvn8iOnpJJVKi+eeew5FGScaVTh2zKZe7lMvmQiCy8xMEISvXljkNr4zsb4OkQhEv9A7Pyp/TYI0twrBgMP8zHeAif2tRPQ47H0QRlV4kwqJqgrz8/DCC/Dww7dofG8DjEYSfr8Pv9+HbVsMBpDN2kSVKvF4jHgcDKNFduaVheC//JcfYnnZptOZ4EZRAHzM5J5BsjeQrANOzrgEQhrnnDYdOczy1SepVyoENId4UOaBhQBXyjHqnTWcygU0ocrSiRssjdu4bpr+qE6rm8N1NWQ5SjQcpDsy6ZpttJGf3WqI7jCObpdJ+ucRpQ6ZWJTusMHq9UnOz2rEok0cxSSTVBF3BD61IpEImmiKQy7WZL2oU+uKyIJNxC8Q0EREyeYdx3RiEZmQ1uOw2Cai+Rk4eXrVEn5VIhrU0Ed+5idj9IQMsfIOG6Ua52cccFxUBY7kvcDQBfJRgbG4zLXDES/esNiyfAStdyK4UWy7iKo45MdC5GIVemaY/rBOWLXZbhicXLQIyxWSU0U+e/1DiJmzjJwQT94QiVZ8NNw7WJxIcpj8Xm4cbrDebDI+k+O7zqrM5waU+imMzpCtPRdHSqOEdLKtNfb0ARMLHjVGtAcU91eYThoIgoBGme3rzzF3/NW9vtFYnGjsG9er/VaAI3haCyG/VyFMhmGn4q13JBG6uhc8fvqay0HDJZeAeMCzs7h33uGFrT5np8JYzi6Vbo+eUaXfsTkz40dyB8RCMlEhQkiTaOlpRujEIy6jg0k6hsVmZcBBQ6bWjbBVnkOWw8RiIhPRFY4VBKJRi3vu8LFbb/HYO8ZJ3VhBsU4APobDIpFIgd6wxx33P8KotsIQF9M/Ty7tMWVmZjyv0k6nx7//92sYxiSaZrO9vc/3fu8kmqaSzwusrg5Q1QC2bZNOe/PizJk0n/rUNsNhHEkacO6cH0EQ2Nur0mrp5HIh0unYy99lrzfgxRdrVHfLOHN1piaT3nfsgHybknkbXwG3g8PXgSzLrO5CThmC3WcwGtGye0z0/09OTXXoXt3HKdkY0XtpFve5cF3k0blN3nVc4cZhlc7AAUTWSlBsupRb8PASdEYQ1jzV0UJSpDMSUOURPskgqNjcNe8yHpPIx2yu7sJUxhOjiQa8/sPvPgXPr0NZg0TQUyrVZPDJUGy5nJg00S2YHzZojwQOW2EE6TyzuTq90QKCOKStn8aoXUVSzuGKIsVRCp9vkXI5yvnzfUzzEJ+vzDvecYTNzQY3bsQYH7+TbnefU6d0gsEQn3z6CDOxOjgmFy8/z50PSxR3VslPHXnD79ZxHARBeA2dYTAYsbxcpdcbEgwKZDJRpqYyX+Yot/HthgsXvqjf0DbA6n5Fj8PbeAtBVG96Hn4MZv76mz7cwsLt4PBLkUxaNJsON27sUSqJJJMt8vkYkXgPxzYRRJe5OQXTFwbgT/7kKf78z+eBLIIwgetuoSgtis0w5fo6Z+9oYpsupuQnLW6Q9PcJxMqczri0+zK2ZXCjaHM08SJb7DKXaGBb0xTiO0wkBHSzjW7ZPH51l8bgLgamiOWq+AK7xNQaQd8Y9V6QSKDM94yXiUXWOWwq2IKfYncMg0cxzd8h6hfxh2T2SxrJeJTNxiSmdZnZbJ9oSODREyYCfkbmAEly6egSIBEMSNi2i4QBrovj+BHFSfyaw8i2eWJN5uhYl0bTxNR83HPUzxMvyvjVPuWWQz7mPR/LbTgxATfKCrmYSqPrslbO4ma/C9V+jlRERxBmGA4a9E2JOM+xMN5ipPfZLXfpD6qcyunUHYVkUOR8ocm1w88wmQJBTrDXjKIm5un0c1RLLxIQfei2RDw9R+vgSaILMa70xmlVDqhWlxGVMPNHT1NIwEjfprQXJjcx7yXKrA6C4ClI2lIAzX19wbe3OywLGgM4MQmiAI0e3L0I7YGn0L5fh8FIodQWMW2dQszrRVwrQi4KimTT6jeQFJ1E0OL/z95/BlmWnvmd2O/4671L7yrLm65qh+5GA90NO46kxMHQiCsORS0ZDMV+kD5IG/tBoVBIEasIiVppqZWWRisuh0tyluRwMMMZYAA0bNvqLu+yqtJnXu/d8efow1vdDQwaGMwAjW408h9RUfeee8/Nk3ne+z7u//yfUjaH6/WZTPdZKXnMZnzqQwlfyjGctLD1AiPpGM+f6/KpJ88iBcex71kM/DWSrZCd/QQLCzFOlWXm5mYI3Ws0W+v0Bj6oeZ44n+DVawVQq8zOxOkMHWKLaxRnlmFm+Uf+nr//+3eYTJ5AlmUmk5C7d30uXeqwtjbD2bNzGEadZrNLPA7nz4se5Hg8yq/92gLT6RTDyKPrOtevH7C5mUXTimxsdHniiRbLy0WCIOBb32oShssQyfP69T8k8Ju4douBE6Ws3yV27C8uUnOEjzeOgsP3ged55FMmRffb5FIuD6od9EiOrG3SPCywkh+RXNT4yp0qcfU467lvsJCPA03OL/q8+iAkEs3SNy0MdcrFZbF5ZWOi90FVQJYCCkmFEBvXV1grDSklJSKaR1SDQhKqXUGhaA7EptcewnxBcO39ELxAqHkhQTQCmuIxNGG/Db4UZWhCOiHTGbnE9H0sVyNqTLh6+FnGEx0jOsP6SZ1YzGcwGKFpEebnDS5elLFti7ff7pLLzSJJEun0Int7+2SzFoX5Fzjo7eM0/4C1hYvMphw05zaNA5Xy/PuriYZhyKuv7lKtasiyz8WLEVZXRfBnWTZf/WqD6bTArVs2MOb8eY16fZenn176Od31I3yQuHIFVlcfPXlXqVT5MC/pCH8e5J+E3X8Ny3+Ln5aLu74uxImO8B6efXaeL3/5KuNxmfl5g5WVc2xtjTl9/Eky4TYRNaDvJJhfuch4POY7X/kmi6kyXqbHxviz+P4CQeCiKE9xo7XAav2/oWimmXE3mc2bWL7HbMbCmVjIaHSnLhdXIriujutsYXoRAl3DD0PyiS5+OGZsxoloSTb2I2hagqnr8NTCBXrWZZL6BvPZCRcvKVzfhSdOqphuyFtbaTYOVabeHt+6UyZp3GF5JUVrrNIe+iS0HrFkmXy6ge1NOFH2OOiZJAwNx7NwPYlYPMJg6mHILlIIh12IR1xc1yQI49QHFo8v+2h6HDfUGQwGrJxawpRsbu47nKy4+CHs9xTOL8v0piqldBrVmMcJZCqpu4T2/4rF5Ca64nPQSzPm05w8dp7JgUcuGkIsTTnS4u4e4A9IqtCzZhlMJ5xZydEZQTLss5SNcbl6mZ73v2A5cZOZ0iKqMkSTX6c3FN8TSTJIRFSUUpmZnMFgcBc/mCViqHhmD4C5tXO8dX+R5KRPgEpm5hgN588eNfBxhBzCYl4MtNdUofb+1rbwofbaQrNhqylTTEtkCga2a6OpQrDG9UUF8fFVi1v7DpIU5+FhnXNzUQ7abQgVRrZMJaPxdi3LnnOKsTPDxJd5YhYODut41hD8HJraYmlpxE5LR9MaZEoZFKmNFawgKTH8wKTTPMTOznD24hp7O2nSQUAhrvP5T/3ZLROOoxCGPiAjSRLjsY/vB9TrHTKZOPPzaY4diyBJEmEY0m73kCSJXC5NMpl893O2tkDTBEffMHI8eHDA8jLYts10miQaBSMSxy39Zb5385/wa88VOJ4v4/uH7G94LJ366ZWoj/Dxw1Fw+D5QFIVZ7XXm8wuMe/f4wpkhlx82mE8WGfpRGm2JRGSMFEQx1UVG5h/juGNKaYVUxODsvEPbW8K3dtmshRBOWMyHKArYFvQm8PaWSiULD+suoWyTjcl4vkcuDp0JOL7g2q8UBZ3i5r6gkqqyOP+1+5BLwkJW0Gdu7gsj6ngyczmLnfYOF5fi7La7tCcRuuMknu/xoL5La5AlkdDx6WLb6wyHXWIxi0ZjnUZjj698JcHubohptnn6aZ9nnjkBhEQiIamUysZGj529CQsq2M6YaDSPoWv0Jg3g/YPDO3eqNJtzRCKC9/7WW3VmZy0ikQi7u21keYH9/Q6qWiQMs/R6VXZ3DS5dctG0n34A9xE+XLz1Fnzuc4+emDXQ8x/q9Rzhz4n4IsgK9K5B7qdTiTp5En73d382l/VxgaIorK+X0bTvH3AdRzFKZBZOAbASjdKu7VC/9jt8cu5tboxKMEkzHn2DreZZ4vEVwjBCs9XmjftneP7461QSJm/ej5PPdKkYFqoapTN2yMVDWkMbPxgTUUNqwwxLpX3qrSaTso8sBViORBimee3+Mwwtny9eeBk9MDD9WRR5hyCUsD2fYzMSppuk1pHYPPS4tDLlYX2bel/mj6/onO82SEYTnJrP8N07KimljlQaEsEmEfOITUMWigkaQxXH0gnVCDcPbOJqiO1oeL7OjV0XX7IJ1TlmUnukExobDYVjy0UwD7hyf0Tc8Hnh7AzNTh0fjRCbiadw58AhFXXJptoEksKlkxkeq2xTTgRsHjosFgbcbr5Bt6aSiKyzUdtjOt3lsQWJtflZ7lQtlvIDOpMmmp4Et0dvksTWNNRkmfVjq6j9LdxGg243SqlUwh5Y9AyD7fqUwK8R0x08/QS98TbLswGjQRc9mkaPib5BSZI4+dx/QmfnNdTQpDZJM3fyl1N8Q1fFqK7Npugz7E7g7S3RPiMhkusLeZsHdY3MQgRFcfnq9QBdhXwc4lFoDUOiWojtWcT1KLavsFSUUOSAoa0y8gwetiQcqYwq14iEAcNxkrE7Tyn+AHO6QdTXmU22OL7yJoW8R6xwknqjic4pXr1znZlCEdsNmHauo0QUfu3XsyDlmJnJoCgK168fsL0NkhRy5ozOsWPlH/g919fz1Gp79PtZer06qnqNq1dfotudcufOJrqukUi4vPhiCs9T6XYrQEiptM3zzy9hWdajERM/OHLynRHhjuPx8OEWqmoyO5skkUiwMBMjlxdJeUVRULzuz+GOHuEXEUfB4fvA931UJcBzB8TVNmHgEovlaAxCNKVLza6QSSuoUZ+tusv++PM8H/wLNCWkNfJojSP0pgc0uhPCMCRhhDxoiIzWtV2I64K6+tp9l6XClHwqZKsBgQeGIjbF+Rx88riYe6gPYa0MN/ZF/+HZBUGXMR+J00jAhUV4UIf9toTjezy2GNAcqayVYuTjLncPJhSyK4TBHrL2DI3JKoWCTq9nkUrNsLg4JghsXn01T7cbJRY7yXR6yFe+cp9Gw6RYLPHMM0OeffYEv/d7dxkOZ2lIEQo5C99/NLRe+dEKE9NpiKp+f5CXYDIxiUQiGIZKELjvvhIEHqoqH4mFfEwQhnDjBvyDf/DogFX/UPoNj/DTQIL803DwH37q4HBhAZpN6PUg+/Fun3oX29tNOh2HXE5jdfU9J9HzPL7znX26XR3HGTCZOFiWQasVYg+/xWJ0zMDK4RjLLJ18CrN5nawxppjLU07ZNJNdcnGJPVXGcSCm3eJC6XeZy5Y4HJ2kc/dVXjrTwA0cBmOL/Y6HIkV44zCkmDpGIZnF9doMxl2qEmSjCvVBSFST6E8NkHNMnDSnZr/FcqlIzuihxOoUMzaSnsQNBhiKRa9jsdfMcLo8JBpdIx4Z8hu5Bm881FgtGqQiU9qTBhE5y3ZD5mRFJxVxuXeg4AYeY3NMbxRw7lie5kimGzeYmlHWZzXycZUHNfhn30lxaVUmFYuiyX18a8KtW3X6pkY/KFM0XPoDC4sKCXnMxBoxtlXmiinCMOC1DZOZheNMLRvTNNmb2Hh+wEJOYuyO0Cd9bh/WSRYOmU7bHLS75LMKy/OzHDZD0gmDk4sqN+73mIn3ObGQ4d7hLd6+p3KvNyTjaQR+j153gB12CQp/hdfur6CFMhdXOyRdA9edxQ5bVIcG6fgJ5uZW3l0LyXSW5IVf/TCW50cKlgNvbMG5BVEl3KzDehmOVUSQ+NJZMTM6CF2CEJKRkHJa+ESzefB9mMkYgMJOKyQMfcYTiXQuJBYJ0aMaEdXn6uYBln+VSj6GH8j0J0nubIxYzg2YySZxHI926x6fP+uRL5+h3vwyY6OAq55maWaGemOA4++xmG7A9BX23iwRnXkeyzrDrVtvYxinMQzhE1292qZUGpNKJd79PZ9+ehbT3OVrX7tBobCA4zzPq68e0OmEdDolCoUY0WiRP/iDt5ibW2B9XZxbrYb8d//dFZLJYyhKn2x2SLfbQ9fTuG6Lxx+PY9sOL7/cY3b2JA8fmjSb+7zwAiwtzAHv+Vo+f/F51Ef4eOMoOPwRaAdPkvRfJaVl2O96NPtlJG2GGwfQdM5hpHUUNLa27rNebHPlIEffAdOJ48kFXrt/n8+fUTgxM6Y1FNTQmCYooUt5eGvb4nPnFXRVKHBlY7DfhYkjRl4kDKgP4ey8ON4YCqrpxIav34JcQgjWmI6Yg2i5Ivj0CEhGAgamx3JBxXZlJDQWCg4jq4IXBFRiN7h30GQ0Ok46PUM2G2V726Db7dJqJWi18iQSQ2IxnTAsI0n7PPPMRXR9id/5nW9Sqy1hmmOM/DkG7jZf+/Y2nr5CaSWNHGvx4IFJEMisrBgsLwsBi3I5wt7eEP1Rn5mud0mnZwFYWiqxu7tNsRil2dwmnw/I5cosLXWPqoYfA9TrwmAX3hHXmx6CnvkwL+kIfxHknoDb/yewu2D8xYN7RYHjx+HqVXjppZ/h9X1EcevWIRsbGXS9xO7ulNHogAsXRIXw6tUqo9EShiFjGHMcHn4Hy1pADkd88pTFYOcBMxoEwXV2tCQqPlNHodcLicfTZDMmjgRz2V0M/TaLmR1OzsqU84dU+3tcXOpTStj0xgHxOPQnKbrmGqpyn2rPoj7oU+8XMNQei8sysqxTTMnsNGX6E42HtQyKEuHMbBfT3OTenspsweT6ROa3vlBm81Bht7bNcBqg6w6yNIQgQVQdktT6VBImUiCx03RZn/VQFxvcOoSDfoq0DrlkwHYLGkOfhB7yvRtd9IhFKZ/h2v0OkKY28KkPbdaKVTx/SDZq8Lvf63Bi1uXCooymxvjOnS3utH+DYOMuqWifQsSnP42xmAvY6wwopg2+eFHm2v4O8+UA3wuoZCT6E9jpKZiOTiyi4ZgxuoMHnKiMSUYCfKtFw7EYBBUMrcyDfoFE/G20sE13muHEsVU22iP2dyu0giFxXWYw9WmY51g9ruJ5MdTI5xjwMuvzHr4fYyA/zfIRle9HYuqB54oewv4UVsswNkUTwuk5uH8o9pBkFCzH5eYejEwh8PfN2wGZOGy3HIpJjd4YbG9CKhri+TobhzZ908fQXM4uZhmaA/JJldsH+wzMM+RjHTLRApVUC117SCYyZjIq0PNDxt0YgaNxu77DavyQg4MOYZBmOSlxa9MlmnRZ9F/jzrZGvz/h8cctyuV3htpnaLfbPxAcGobO8nKM55//FABf/vI2nc4qk0mVdjtKs7mPbVskEiNyufdaMHZ2THK5OWKxLJBlOPT5zGcUut06lUqGRCLG9nYdmCGf18jnkwwGMW7depNbN2PMxK/y3FN5lEiO8vpPPkS+VuuysTFBkuD06RTFYvrd1zzP4+23q0wmMrkcXLgw9ws1JuMIP4yj4PB9oGkaC2e/yNe/WiZqXyEd18BvsvkAdsxPYfYeUhhVmEvdZCFfpJJUsZ0V7uw3SKWiHHQafObMBFWxGJkhER3KqqCEDiwIgKePKRQSPumoGFMRAuszcPcAan3QC5CMiGDQ88BDzPfpjKCYFn2Fhgqtodg8FUWMvVjKh+STDlEDjlXG7HdcxnYE03HoTg5ojWI4ns1kUkZV19D1DPW6TDy+Tywm0e93cd04o5HGZHKbSKSC687RaLRRFJnr12VarQKqmmE6HdDuRzl16iKzmTnu3u3y3//3b/DMM09RLJZ4660ekUiPSiXL4mIB122wuztEUQIeeyyH+mi4nCRJfPrTqzz22JBf+RWZwcAllbKYm1v8EFfBEX5WuH5d9Jm9ayvMQ0is/thzjvARhBKFzAU4/ANY/ds/1Uetrv7yBIe7uyG6LpxEXY+xt9flwgXx2nQq/4AgRBBkOHNmnslgk6R/SDmpE9dtZpIybzx8hcrSWaRojY3DNuPBlNfv50nHIqyXGmTiHunIkNZkQrE0JW1sE9MtdFVCkj2iqoRpD9CDN3F9hUomysgKqfbzXFzyKSZHpGMB7ZGD63t4oc+JmYfEtP8tJ+ZGzOcl4lGD/f46sqTz+28paN6YpaTOmTmN3qjLdmNMJWURBI6o5GTBdBxOzYHlqRyfCShlVMb2mInl0eoHuA7cr4UUkhDVfJKGRVQJWCrHubYzIG5EOLtQYC7bASySsRTnFmTOzoWUMj5jy+SZdZvq9UPeOPwC7uh7/KULAXOFFqdm+pTSIQQuOx2TY0WJie3RmWjs9FIofp/NTgQ9us5eawCOxVMrY5aL0BrH2GiqtCYZtFiWUxUb32uz2zHIxxfpuzkGno7puBzPe+hahXobbu+lcAKH5cJbfOvffoXF9TnO/J2XCCt5VFlhOZWiVdvBat8HIFo8SaFyZOveQS4BlgfjgUh4qwocn4W7h+K1REQI1hQTQrU0ZsDlLYjqOiuFgN7UIRUJ2ek4FJMxpo5PvTekOVTIJQxaw5BcKstSNMC0ejhehuF4n07vTzg3f5tCQmcpMyIV9ej2HGbiOzQnPkk5T3tc5+7G3yKYdCgZGQxV4eFhyGByEY8BzUac29UR5UqB69ebPPtslEQihu+3KZfTP/S7ho8YobIsI0k+ihJHkrr0elEcJ2AycUmlTFKpy8CvEoYhvr9HufwYIAT+HEcik0mQy70n8JZIGGIUjqrhui6vvtrC8xYol9e5O7iAe2uT3/7t8+/6YH8apmkyGplks0k0TaPXG/HKKx6GsQDAd75T4wtfEIn7w8Met241UdULyLLw33z/gMcfX/jZLYoj/NxxFBy+DyRJ4jOfmeHWrR6TyeOM+r+DPTLYb8mEwSGrmS4Z/VVmowPutC/Qosf5+T6O6xGNjrFsm3jEYzXvwqOZPW88FGMsTsyA5UpYrsx2y2epAFMHLEtUFJeLIiCM6hDRhVLXTht+62lAgrdNcSwdFdz8iQPZuAgUfV/QVi8ZQga6PQroT2AwiXP5oUY51yYXn+WNhyPgMTwvSadjMhi0SKcbtFptstkLeN51THOApq1j21Vu3RI9gKVSl+XlNVx3zGDgMRqN0bQ6YbjOK690uXfPo92exzAslpZ2OHlymcPDAyoVwR1bWyuz9v4tiQCk0ynS6RSzsz+X23yEnxNu3IDl5e87YFYh/9SHdTlH+GlQ/CRs/lNY+pug/MWr+mtrog/1lwGKEhB833gyWX7vST4v0elYaJqgd5VKLuAQTczT2bMoJSwUWeL+5gG+mmbu2BN8+VqD2/UW+7UCjeGEl04+AMnH9OZZrewxsftIziEX5wcQ+vTHENck7tc8ykmPk7Nw+0ClMRgxmFqY9nEG0xIH3U0cz6Qx8IjqUEo7XFjaZb/l4xMhH7cJJR3J89npncJtdJkvFJHjTSLylETEJWoE6IrL1NeQsQGFsQlyTsLQLNrjkCDwuL3r4YYhJ2dhLSmSnSs5kQSVcen2WvhOFElSmM2YuJ5PtW9yet6gOezj+x4+Qql7EHhMTOh2r2Crf5NO/zoxzQXfpjUMGE4hGYPFvM/UMfHCCPfGOaKR00TlAyKawn61xv1qjM+eOsTxxtiuiaHAaBKjkJRJz6zyjZsT5tJNbu1oLOeGxBIao0aGrXoG1x2iqlGyyTil9CbxiM3JhfPIcom432bz1mXOnBXjnYf9LnL3bRayOgDt9puMokmS6V8SjvWfgYklfJpjMxDR4MYudEciAb7fEb5RMSnYVNmYoJheWILGwEJTYKUEqgonYnD30GLqBvzmUxL7nYCDrkchHqHRHVFJ5XBckzt7b9AelVjL32E+IxPR+piOS3ci4QcGx2dCpOodOmEWnSS6t8/rNz9BPBonDHpcXL7CyRWDMOxy5X6WG9sy0q0tgqDD66/f5DOfSfKf/WdPYVkuGxsdIhGJtbUCiqJw7FiZhw+3sax55ucTGMZdKpUkBwcb+H4a3x8wna4zHm9SKNzn9u0q6bTMnTtbJJMRDg5CXHeHg4M6p06VOHEiwtpamWIxy8rKPpubJt3uGN9vUyoJm6tpabrdJP3+iELhh9fcw4cNrlyRkOUEilLnxRezHBwMMIzv74cuc+PGPWq1HJo2y+uvOywu1lhenkNVNdrto6rhLzqOgsMfAc8LWFxU+N7XvkpJTTMeWaiORkb/fS7NwFwhTmfYZjn/TaauhCp7xFMB6YhN4I1pDGw0GS4sCOnliCaUtPIJsD2JtzZdLq0IaqjlQCEFhx2QZfHe3hhcT6iVfvIk3K1BPCIUvI7PCOWu5lAMiQ0CIISFvBggq6lgu7A5FJXF5lBlseiRT8hsNicsFU9R619m4jzOUuEqqtylMZJxnM9hWVUSiRyj0QGeJ6PrJ5kOD2n5V8gmZCyrwszMKuWyx2DQZDq1ePlrD+gPcxiRFWRZpd93icWSLCwMSCYVdnZa7OzYKErAhQt5Uqmj6de/TPgBpVIAs/FT0RKP8CEiOitmHTa/CTOf/wt/zPo6/If/8LO7rI8yzp9P8OqrVSAL9PnEJ97b/86cmSUMq1SrPp1Og/Pnc4Rhg3pdp6mvM1Hu8mD7gIgRI5y0efUP/u+41S3WS1Eq8SLxEw8pJSdk0hK71e9gKDVq4y5PrllISpyY7jOYDtjrgKbIXFoOhfjJXIAbjLG9JKvlHpZr0534rJV8+lPR37Xb8iiloJDy0JWAmZwCocKNfQX8GK8+OM3T/g1WMzNMnTqO41NJyWSiOroSYHsa1a5EJhGhO/YppDwKWdhpevzmJ0LuN6A3lkimRfmkmBbOfyIChurguFFqA5kgNFkpuDyxKiFLEzbGES6tJLmy3WNogibD1JX5y48n+LdX/gkDyeOwU2OlZLHXgVoPPntWBBODqUl7pLLTsCha10lEkrjhEqeXBuSi26wWZeIRm42aw2wmIBMN6I9kprJDxpDwwjSn5k2S0TUiUZudjR6N7nHyiW1c5wa2GxJLPcZSSUdRxsTjNrOzcST3vYTAsFtDnk64ujVEkkPm5w0GndpRcPgIuibYUL2J8HcuLsMbm4Ji+sXzcGVbVBCLKaFq+sp9MfLC8eDsHCwWIarBdgtML2A+C9VuSNzwOT0Hb2+PqWQUDjtTggB+9WKU3tTkxq5NVHdJRmTSMZ9aXaGcS7HX6lFImRRT4HoOT61tcPNgnuowjyynuLa/QGM6pDIzz051kYT0Orqi44UhyVCitavwzW/eJBI5ja7Pcft2FdO8wdmzc5RKAxoNm6tXXycI+pw9W6HbTZFOJ5GkNIaxiK6r9Ho2//7f3yMMn8f3HZrNBzQaPS5cqKDrJ2k2k2C9TmtfQsJkdW2Zxx9f4OxZm/FYYzJx6XYDJEnB9y0MwyEWMwA4OOhw8+aEIJAp5EfcuT0knb2IpulAjOvX91hejuC6JqYZ0O+bRCIuvu+j62JmYywW5/DQYWlJ7C+G4f/APZ1MTK5ebeF5MgsLGmtrZY7w0cZRcPg+CMOQ3/t3N9m7dQV18G0Cw8BxVgh8g3zUJ6blGZt9otqIYyWX5siglFKxPIWYPuDcXMjGoYztGOy3bTIJIR7jBxJ7nRBdC0hGxQb2+n1IxWBsC579bB5u78MXLgh10od1UUkcTEVGzfVFIBmG4AeiYpiMiGOKBEMTsgm4vickoXsTn5OzbWJGQH8aR5ID6gOHXLLGieTvU06nAZf5/ITLO/ewfNAZE9MSmF4Byb3OE6sDUokRxxdibFS/zNyag2kC4ZBPnOzy4PoObS/HvfomVlhkZ0dhOoXPfjZNPD7Ha68pGEaR0WjItWu3+dKX1qhUjtQqf1lw48b30QfdERD8WPGiI3zEUfw07PwrqHzuLzzWYnkZ9vZgMoH4x3wpzM7m+I3fsOn1xmQyWSKR90QgJEni7NlZWq1totHHODxU8f19PvOZDNdSL/DWaz3i5oB0foWYERAcvsJcKoGVHfLQGXF2OUO1r5LMVDGaBxi6y3PrIafmfK5sD2kNJNZLEiNTo5QCRfEAiaThE1Fl/FCiOVB5/oRDQnfoTEICX1TkyhkoJD08D8aOw1ZdJhnTsMyQm3s6u92/zilzh8Ywg8wIy5UJgikhwmaNLZX6wCeUNDJxha1miKH6zOdDxpboIcvFQnbbIiC0XZEoXSuBroCmjlnJx5BlhZWyDYQ0+gFBCP/j6yELWYk/fDvk2XVIxVSqgyEniiZLmYAXTococogqi5FP37knqkvRtITtucT0Ps+tSNj+hNZYIvS7nKi4qGqcVCSkNw6Y2AorBYP7TeiPG2Tiy3THJutlmWwKbmzZpHWIhnc4VRizWpHZ7w5YKtXxwwjZ5NME6jGm0zEJo/LuPR9MZA5uQzYtmrDfutbg9AtR2u0esZhBLBb7eS7PjxzMR4ruxypie7lfE2O8UlEYWUJnIXw04iSmi4T7lR2wHeELyZLwl3RFaDekYyJpnkuA7wk/6bnjPtstn/mcQrVnUkhYXFiUmFgSrpZgvy3huxauNGCzLZFNuMQNl5QRUkl9m/3YGi3zJEFwH02fpzCXotEZk5bfYCnvkNA3OVYZc785R16e5fab2zz7uReo13uMRiXMqcPGzVv8jzdrSPrjrK8/jyzL1GqX+dKX4M03a7TbRXxfIwjaKEqXbncWSYJ79w5w3Tny+RVarQZhOGCt8Dqr6TFzpTSN21+lXPobxJMpDMMgDENefFHhD/7gMsNhgmLR5POfnycWi2GaFm+84aLri2zde4UH3TfBnzJNXSc280VMW6ZSGfHpTy9y5cpV3n47hqYlKBT66LpHJiPu2fHjCW7cuIdpSiSTDk89NfPu/QyCgJdfbgDLAFy7NkRRWu/qURzho4mj4PB94DgO1777bcrxFQLvGLlsk8C5gimXaY8z7LQhpvU5t2ySTRfx6nE6owMMFRQ0hqbNyISIJnNtD2ayEoedkNPzojLoemLTMl0RBKqKxJ39kFoPdpvCQH73Ljy9LoxmYwh7HaFyen5RzEq8VxUiNFtNkTGTZVElVB8Fi3MZsZFOHYcLS2A6fWJ6hGrXJKLWSBoxMrEUutompvsoUoaI3GQ232K5oAEu+90+ttMg8PJ0uwOuvt3DDDXi+SG//dsLXHt1SFlXmM7OkE6l8fwNHgxeZGlpwJkzUWIxl2rVxDDmaTRaPHwoEwTn+KM/avH88y7r65U/61Yc4Rccti3mML1LK51WwSgiNHaP8AuJ9Cmo/kfoXIbCX4werKqwsgK3bsHTP7kmwi8sDMNAUSy+8Y0GjqOQz7s899wiiqLQ6w1ot4tEo4Km67kZ/uU/+/fEE6fom2eIG8dotLeJh3fxrCgVWSebUZHqPUaTCQ6n2WjM0x7u8cLxKknDZavhkosHqJLCfs+gkg3ZrIcEoUQpLeF6Kg8bIbI0RykFqnLAXN6mkIDCPHz3PpyqiD6vqCFGJt2uBtyvOux3NV57+DnKma+iKBkG0xmGZshMqkoYOHRGDqoi4XoZ+hOJ5jDOS+cnJOIOqjQlqlv0pkI4rTN+z6F/UBdMGj8QgWIyEmIYATFNwfVcpo7KakllbI0oJUPySZEUrWQgEQ1QlRGNnkI6pZBLuGiqCBD6UxGIWi50Rgr1gcqFpRRh6IE3JqZsstnyyScr5FOwUXORCDg2o5FJaASyzz+/rHN8KcHEA9vZYjJssJpRGOhZIus+UT3FZn3EX34uSceS6FoZrm68isU+qBXCeoztu2+iqjLtjsFrD2aIBXtEIyFG/gJ7X+2TzZbY3n5IKhWyuprlwoUU5XLmw1y2Hwp0RSiPigqyUHDvjKGUgo1D8Vq+B/N5wcoa24JtpaXg7W1YKIj1dL8uEg3tsQgMx4+CzsWiCC41BcoZnyAU/a736gGGrDKxRgymIZl4loOORHs05jNnoJRWCUILXd+jZ36dbN5lf7BErjDPmTN5trYi0LpDRG2xkN/DUENUilSroI3e5vprX2EyHePKz0L/D1gszmJn+2y173B4OMvCQg7LyvD7v/+AublLtFoPHo0P8zEM2N/fo1br0uksADbb299kdvZxbPM+lSfu0cmk6fUsFhdt7t64whPPvcDGRp2rV3329nySSYm//bezLCycQlGEwE2vNwYyTKdjxvUNlkrHmE4OcacqV175JvHSXwV8Njbq6HqBT396DgBZnqPfv43jtND1IpEI/LW/VuTChcq7n/0OJpMJ02mWd3Ieup6iVjv4wVaTI3zkIP/Zb/nlQxiGuBYoSgQjdpzGYIrnd+mZM0zcRe7XS2x2Z7H9OJoe8MTaFMue8uqdMa2BhesGZOIh+YTCbFplLhuyUoLdVshWXfQKxnSxgdX6sN8JkRVRQby0As+dgN+4JGgRB12YWiJgfPa4yOYmImDo0BqJbJrti8xZEILjio1UlcXP8ALYOPTojlx6kzbt8Yh4xGS1HHBm/o947vh1Ts81OT0/IBV7m5VCBFkuEImsspjrATaSFEVVZwjCVUx7jjt3TvIHf9BE00YAFApFcrkBMxWH1dUuZ8/KnD07w3SqEItJeJ7L/r6FpuWRJJtUqszGhvtj7sARPi64dw/m5kDXHx0wD8Eo/NhzjvBRhwTlF2H7X/xUn7K6Cteu/Wyu6KOOMAz53vf6BMESqjpPt7vItWvV738HALY1QR18naVEl9XkLvrkG+xsfZ1B4wEHTYOdznk2q1E6/RaB2+Tbt3S2GgEjL8JuexFJUknGVJYKModdic2GhCzFSRrw2JLL2FKo9WTu1z2iWkhnVEUOb7GQcwiDgLkcaBqcnIHaUAjKrBbBDUQ651jF5VjFZqnwMk8s/x6PLW1jBw61norvR8gkojy+onN8xmcma7NcTuAp5/iPN9fZaC1yeSfDaw9DJAnCUCIIQZEhm5CRZPFnaAzFX6PaCxhMPRrDCdd3Azzfw3YCuiPhzFs2nJqDgx7oakgiEkAY4ngmBx2fiQW7LcHE6U9hqyH68OO6RLPv0xjJFDMJMjGdUDbY6Yy5sTeh3k/hhwq5GAzGIzFmya6hhbu8cDGgMbQ5HGmgpLF9A03usJRvo8k1MikdSYJkIsnzj2V55plP8OyTTzIbXkPrfIuFaI3tq3/CxHmSkfp3qTu/zdXbAzKZU3S7Y3q9dba355lO53jllQmu+8tnJ20fZjJCnT0VE+I0cR2Wy0Kh9PFVERBartBWGNtwrAzllGi52agJv6mYEsHgUkFoMbz+AAxNVCGRhH/U7IMfBGw2AmKahKpGWCn6PLbk0RqaLBYgDEK6E4Wdts9uyyGhuzihx9NnLVYKryF5L9Nt36TVajExdzkxc0AlHWUh56EptyGcEJd1MuFtllMmYfP/xkrJQVENopERxysWo0EHz3Oo7l8n5uwyH7/NExeynDjhksmMHg29X6XfX8Fx+kBIGD5GEGQoFtNYdkij3qdcVonHF7l5K8A0Ta5f97h/32Y4PE6v9zT/8l/26HbH7/6ts9kEYdhnPJ6gKxF832FpOY2qeiRiPidPBiwsLL3rr8nyewJauVyKl16KsLJywFNPTbh0aeGHAkN4JzE2ffe57/v8khfHfyFwVDl8H+i6TjQVR5YmpNMyKSlJ311BcfbRpCwHwzmS+uMc2gmK7hXGQ5PBVOfMoo3rqYymFo2hSzoKZxcUJESmyvVEFtZQIRETGc+IJrJadw6FKqkbiE1vZIuZhpt1yCfhYUNkzNIuIAlDXUmL6mB7BM+ui42v1hdjMy4siuGxqQi0xwFuYHO3KlNM2CwXrnG/ZjCbFdTWZHTMXidGOnYSzQBNNdH1BEFogx7FCTaQKWC6CWrW85TSGQ4PfX7j15ao334NRWkwM5Og4axzMpni9OkSQRCQzQacOjVPt7uL6w4IgggrK+ojqsP7/+3DMDySQP4Y4ebNP9VvOD0A44hS/AuP7EWo/wn0rkP2wl/oI1ZWRD/qLwMcx8F1o7wjDqgoCuOx2Oey2TSl0jbdrsF08JD1bJdkIsLu9n2+eEnhq2+kGUzyHPQVdD3HsO4yE90lGcvzRLHEtcMEdecZbC3Dq/ev87mzFmMzQmsUkI4lmToO5+ZDxpZELuFT7fmslgTd7l51QiXjslwSdme7JXrbW0MhEgPCvmiycLzvVWWiusLnz91hMNWQQo21+WU2dh5QSFWRJZeRNWUw9al2uyiSiqYc0neKTDyDdEql07XomgG+axHVTEaWhqbKKLLF1AfTlSmnA24fQLdv8+wpUT1qDALe3nKYycJjy4JG2ByJ8VBh4NMZxYhFQo5XAh7UxSioelvY2tMLYKg61Z7L29s2a5UIjuNx5zDA9j2ePRXj/qHD1InSHEeY01Su7EwICdnv5zizlEMKctzvFDl+/CLVHuwPfGJKi7gqEYQdVmdcvvF2nUh6nXLFpNaEYqlAtbZD2htz786ARqfGcilJbXSLsX0SSQrJZg2i0Qh7e21UNYrjOARBgOelGY0mJBIxms0BqVT0B0YhfFwR1wRTSpZFwjsMhd80NYVIX7UrqKWTJKwU4URFvG/jEf10ISeSBkEoZka3h5BLSGiqwtvbHmEAhz2hcpqJip8ThsIvS8dD6oOAbFylknGppEY8vurQn6qkUVnMxzjs28hhhFLsLr/1xAFx/Q02WylGyilqdpTWpEx73EZrdVgu9jgYfB1DO05UekgpV0WhTjyuoEVyPPfJdW7e3kId3CYSOeDTZ7c4f+oE29tNckOTQ28dRVO5dOkxHOcOjUYMz1NRVYl6XSGfusyTTxyjXj3FcvwB0USMrXacSPoxptMp06nLeJzH84ZMp2OKxRhbWyOKxTS+7+N5Lo8/HnLt2pD7VsBaakI2m+Xhbo/540+RzwsF1DCEEyd0rl3rYRhZbLvHY4/pZLNJstnkj72fuq7z+OMqV67sEQQa+bzJ2bNLP4+ldISfAkfB4ftAlmW+8Juf4pt/fJdIWqM3ifLic3Hmk31uXOtx40ClYzyHnrpDaeYE23sdpl6Tx2emjKaQjHicnPNoj0KGpk+1C+cWH9FnZDGTJwiEATZ06JsiOOxN4RMJQTk97Ij5hvttYcSfXRd9HDEd5vLvZLyAQCh7BY84+LoqsmlXd2CtIh63JmDaAYWExadPSUztGGcXmnzthspgkiNqSESNKXJEo2nZnJhNEVE2cbwrfOGsTERfYmP/OhNzjWPFq7RHDSYTnatXYqwun+DEkwmqdZMvvbBIpzPFtqvkcgGPPz5PGIY89dQs5bLBjRsKhpHFcQacOfODS6/bPGRcfQsFF0ctsnT6+R+QeD/CLyauXftTSqXT/SMxmo8DJAXKn4HN/y888f/4C33EsWPwO7/zM76ujyh0XScanbz73PMc8nkRHIpRPivs7ja5/NoupuXieQbmaIswrTO3kKTsDihNoCH9Bvu3tzieiZPIlbHtCSfy93mrd5q5lQzlmfO8ubvHaGjRn3rstgJOzY857LkUkxKK4jM24cw8BKHHaklUER7WRV9W5RF1b+rAegVOzws6nu2KAeTzOZeFk5v80bUIqrqEabaRpTFbzQjjicRfetxi6oQs5KE1DBg5UInvc2pugqoEdIYqw7GL60eIx6JEgO7I49v3AuKaYMLEIyGuK1FMCsbNxWVR+VssCkXuzhiu7wrF7t22sJGaonL7wCMTlWmOFNYqKjOZENuBxYKMH4AsyWgqpBMRtjolcvEpy8UuszGJfNzCDSMkMueJmz1aToZw/BaqlkDWZ5Ack5T+Bhk1RyBFSCQqbA8lJPc6mWSKZpglFvORbYtUSubGzpChdIp80KfZ7FFZSOBHFvH8Cs3WHRYWZ0jnC4RhiOelse0uiYRCqzUhHh8zmfiEYRvXzfOHf9gEinjeiAsXxpw48fFux/BCUTk8MSN6Dq9sg2mL8RXpKPhAOSsS43cPxftHU3j+pKgOr5Tgxj48sSISBz1PYrMZcrIsPldVhMLpQQ8ycTi3AJcfQkDIStkmGfFpjQN0JWBoysQMnXxCojZweXvHxw+SXFp5QE62KRTLZGMJ5koerUGNuN6BsExz4PDJdYtkHFLJKRHtZZYKT5NNTok4D7nRbLKyrOB6a6SX1vhH/+tPY42b7L+VQZZlVpaLtNoNkto9spXn6Lc3uXiiyu7DLUzvGLlcgpX87/LchSVKxW1Gu78DjsLNKw9oeC8xt75LJnOeYrFBp7PPYDAH5JGkNtVqi/E4x8svNzHNLLIcculSmrXlc1x+7TbOUGLh4mkcT4xXcZwhp04JZdVMZkCzeUCplKRQEKIynucRhuGPnUm9slJkeTkkCAION69Su3mVEAktd4bK4okPfE0d4c+Po+DwR+Dzn7/AiRMzDAY2g7qOvP8/EPoSrqayvLJE3G3S1l5ia9BgGESw/JD2pMnYjLCYc+hMXHoTD1USGaqDLqwUhBLXrQNh1J4+Jiij+TREVegG4rVsXASEcR0qOfjsGRH0VfuQj8PNfZHlHU5hpwX/ySeFVHcqIqhA9lRQKbYbImM6kxaZH9v30VSTnD7F7slkEz6Z2H0sV6E1Weals7+PYsxijkxsZ8rp2SaXVuI4XodLiyPu1Vv0Q4Wn8k3ilTInM1P8dhsKczzzqS/80Myc5uEWTusKhhqg+lk++clLdDoHFApxyuX3GpZ932dafYPFggYY+H6Pw83rLKxf/Pne9CP8zHHt2p+aZTc9hNSRMfhYIPcENL4B3auQ+/N/V9fW4M4d4fC/DxvpYwVJknjxxTKXL+/iOArz8yFnzsz/wOuVSppAfoLqMM5sooOvLjAMh3zigoQ/brFZi5P2XyajBmTsFLKcRFVtGsMGx4/VWVhcJrRf4O1rX0H2D0hHdPzQYWoHFJMSmXhAdyzGH7VHsFYWNsTxhXOdS4ixSRKCSur5sNcW9+dhUzjamgaW6zKfdUDeQtFKdCZTFktgMEVVDHTVpjMSVM84fTIxmdPzPToTg+W0QzcH/YmFEpgMXJBweHIFMkmZ23sBEiGtkbBbY0skQZNRaPSgb8lIskRUl5Bkn6gestmSMT2FTxyTqPcDNEVGUWJ0vRR9x8Ho1yimQ1xV2MjFfAQ1OuKgJ2H5EA9sOiOVmYxJIrHB1Tsd8q6BqnrI9ElEJkSiGbIxhdWKwsjro+oan3vhONdekzhzQiIINVIRl432BTZajzE109xrhBQqGvHKCW4PfY6nYkxMC8uYI1+UcZwDUimXT33qFJ3OmP19n0TiOnfvKty5U2FpKcKXv7xFpfIkAJpmcPPmPsePf7zZNfGoWHt3q+Lee4FgUp2YEevw1IyoJNb6orWGUFSQaz0hxldICprp7QPRXjOTCVkpwmbd42RFaD3UunB+Xug32B48sQYv34bNhkcxrVJJeWy1BFU1IclMLQnHVRiaWSq5JEPHI5/QOKyZqCXQ9DhpvUZCO0kYHnJmfp9iqosnGaxleuhyn/reN4nMRllMOpTjIwZ4jBPL/OaXfh1ZlolFZ/EWY3QbNbY2h0wdHYqPc7D9XRJWg4VEmr/zxQcctL9CqJY4veIRhtvs3/saf/+FfXpjg6G7QmL6r2m3f5M7t7N88Ysn+Na3volt50ilQgoFDUlKc/VqG0laJhaDIEjyva/8K/76r0Q49StR9vsyi+c+Sb8/oV4/oFCIUamI+WKFQppC4b15jfsPrqBOHyJJYGkLLJ965kfeV0mSaNd3Kcp7RAuiz6TTv8FoUCaZznyAK+oIfxEcBYc/BnNzObqHX2MtVSdcWcPsTZhJd7C8e3QP94nn55Dyl9h5+Cr5UoWrtSieuc9wavHYgsyZkxLVXsiVbTgxC7UB+IHMrX2DkRVQ7frkUx4v3xEZ23xKGK+pLR7n5oRMcyklzk0Yot8wognK6b0qPBYT/y+XIEBUD5sDwdtvD+HOG/D8CZFlc1xQZJ8gBNMJKCR1dM1j4nhE9BYvnsvjeXUM3SARsbix0UaVpjikWF/KokcHOKlDIvGThNIATZslDCMs5mzqe/fxrB7ucAtzYpJYeIaIucF8Qcgl54Mph6Mdzpx5/If+zrZtE9M8QGSeFEVB8ic/9L4j/OLh1i34T//T7ztgVkE/6jn8WEBShGLpw38CT/6//tzKpYkE5HLw8CGc+CXIFyQSMV588UfTqUzTBpKkZl6iOekTVj7L9uh3OL7cJYhn+OSZVWRF4d+/kqa/MUR1evhhFCd6jN/660/z4GHA1e8GOE6fv3QxoNFXOR+Z0BnZPGgE5OMiEJzPPerL6oiWBQLR4tAewZNrIhH5oC6Cx0xUtDREVeGQtwcwmw2ZK0C977LTavPY0oBjJZ3tpofjOkRTAWNHwvYCSkmojWAwmaAxIZ2EnSZMTHh6VSUkeEQZBS8IWZ+B1gCOl0UitVmDazsiYbrbgp2GxNpsmgcNHz/wyCclzi4FXFhwmdo66/NJrm6PqR0o9J0yXigzGleRZCHc1hnBuVWPXFEn34HBMMHQiVBKjlHlgAe1Gp+7kCamjpElDy9UGVhR2oMBfTvObstFlnzOfeIME0/js5fy2OYYRYXdust23WazGkeWZGr1PFuNYywsjJlZepKWOcRxTC5+0ufcufkfuPeVSvbRPOCAVGrh3eDv8uUB2ayNYQg7Gobyx771YmjLqLIYQeGHsFGF0qN45NSMqCLHdNEPa6iCNXVjF6QlkcCo9kWgaHsw9WEuB4OJEKZ5e0eouE9sSMUFBbXaF4n7RESsM0lRcEOfVCxkvxdwcdGmOQBd9klHoTvVUY0clrtP4LVpj2bYqvcJyVJM7rBU1qj314jFeqRjQ4ppna2GzKlZBzd0Seoytmlz6ZjBH7z973i5fRNFj1A5/hLR5HE2Dr5OEDmGUThPq5+ns3WXLzy3zGH1ISdmD3nhyRkSlRVae9fY3Tvg6eU6SwXRM+l3DzhzapYH1j7b177ByVP/c559Zple7T74U7TECpqWwHXfWz+jwT6LGRNNSyBLMst5l9r+A+ZWTv1AIPgOBt0W/f03GPbqRJw9Vk5cRFVUbKdO/WCLyrzoI+l32zj2lGxh5t2qomsOiUbeqzCm4irdcf8oOPwI4iMXHEqStAOMEOwBLwzDJyRJygH/BqGFuwP8VhiGvQ/yOlzXZff6H5GY3CCbHPOdu/cJhl1iGkz9OOW0zYJ8lxMrfwltnKO6s08xu8j1u0k6owFTd0KtG4IkqoOBL8ZQOD6EoUExqVJMTUhFJVZLLv0JrBYkxmbIqTlRWTy0xczCP7kpKoFxA75+G2ZT8NoDsTHO58R7FElkgWVJUIHeef/DBlzZgqeOieDwm7cgEQclBEWeEvrw5AokagOGnUNmMjF8L05SjZGKgyoNSWkub9/vc349T3rG4cH+HYbBMpPOdTStw2R4lvrgPkvROnqwTTyjcPXaLXIz65BfBgRVVwqs9/1bRyIRmm6Ud8iGpuWixo/m4Pyio9WC6RRKpUcHvAn4JuipD/W6jvAzRO4SNL4F7deg+Oyf+/T1dbh69ZcjOPyzkEolMM3b3LmTwfNkEokBn/nUE2Tmmqiqgm3b7G5cYTVb5E4qj+PnkbQsJ2dn2d9tY+68zUr8BlqySr2nYjsqZ+c6dEcBuiIShvM52GzAelmwT+bzgjI6MgV9c2SKas1MRlRvGiMhGLPTgvmCSEJ2J8JBf2rVwVAcNAlOzCgUoiG3DgI0RSIMQ+5WYZjzKCY9HBeWC7DTESIj7bGYd3h6TgiK9Mei0hgzhJ30JAhc0Wu42RBU0ogG8zmfQnxINmnghDorhQDXD3GDCEMrpDXycF2XQsJkttjlxoMq55YlVAXyiRAJ6E8UvEicW/squt0hrsOrbZ8wEL1caxWXMJBQJJWR5dEcOaT0MU+u+3RMn9ZE5s3rHeJawGLCwFLSKHKcW4dN6u0cUGKvo9AaPUG9fsCXvlRmMjnAsmSKRYkzZ+aYTiaMhx2S6QLR71PnCAL5BwK/UimKabYwjHk8z2Z+3v3Yt1toUoAbiIS2JIn1d6wo5jpbjug37I0FI6s7ETTRqCEqjQuPBJXKGZEkL6eFgmlvBAtFQTVNRAX7qtEXflPSEMkJRRGfldBsghCmjoome1R7PpoiYXkwmE45NV9DUWpEdIP+OM1wIrPdhEsrKouZPotFD9tRubMPJ2enGDpUcjL39ofIUkA2EmU5F3D56i2Cvkcuso+mhdz/8r8FLU4qluVhI0t68a/SOigRBHGq1XuY7VcZOodgbhGdhrTaQ5Jyh5l8FNO2cNwp5XSS5tAjmptjoWzRqu2jDP41y/oUSS3iyg3S6ZPkyitcvz5Clg08xyZT8ZAkieGwh++5uNGVH3l/+nuvsVSQqDkBxaRHr/aQ4vxJDF3Fs0VSf+/+ZTLBDhld4fCmTOXUF4hEoySys/Sam2STonLYHoVk1498vY8iPnLB4SO8GIZh+/ue/+fAN8Iw/C8lSfrPHz3/332QF/Dg5qvE+28w6jf51tvXWcjD1rTPVNHoT2WOL86S1/Y4fP0foZgdjuc1urbNyfI+ta6CLElYrshqrc9AOg55GRpDmeXClO40QRCC7bpMrHcqeyFeIDbBbFxscrmE6Ae5vS96ED9/TmTTPn9ObGidsaACzWagPhAzfxbzghrUHolKpKGJDTWfFJum7wOSELuZywljvVqE1tghrvmMXY8Hh1MK6QhOoJNOJjBMl6FvkNMkMhmfBze/x6wOhZzKW9/bQV/+K/Sa36WS8hmbUY7N5Lh+UGd1eUlsOhMHIyVkkC3LYjLqk0hlMQwDWZYprb/I3s7byDhI0RXmFtY/yNt7hJ8Dbt4UfWXv+jqTfYiUORJJ/jhBgdlfgYf/H8g/DfKfjx+6siKCw7/+1z+gy/sFgujbiRGNRvF9iUxGJ5JMsTcwofsm4/p1HBfieZ0Lpwpcu1tn7clnefrp43z1X/xXnMg1Gdu3OH7WwrRsRlMfCY+xLXrbk7qwIckI9CeiFcHxhKR/6lH/nuVCGMCZBTErLmEI4bNnTgoBGEUSVZq/8az4rHJa2A9dhakbsFYSlcViStim5sBjvSwccT8QP3OlKK7BdgVNFD9gYIq/waAp+vFLSREk7jZhJgd/+QnRmjG2YWoHRDWbasND04oszmVptXaIaT7docvZeYmBFTAcH/LFx3xGkxBZglfvC/sY92xuHXRJRSYY6gBFksklFBp9CUOCg5YN6KQjE3QdVvMm5ZTKzX2FUtag2RkReCMm9iFBbIjraRjpLEriEt987Un8oIjPedJpCUnqcPr048iyqPgpikKrtkPYuUwmptBtBUzLnyBfFpXEtbUk+/sNDKOM7/ucOCFz9myMWu2AZFLh2LFfAiGPAOaygkqsiOXBK/fgVy+JXtNcQhwvJoWq7YO66I9dr4igcfRoJrTjCV9qpQgLefGZ+12RONcUQT/dbYvew0patPL0xnDnER01EfEopMQaH05D1srwxsOA3faUbEIhhcFjqz6N/oD+KCCmTBg5eSb2gPmshqMu4Pou6bhPMgIHjQDLkxlNLQxdYjCwWCymeHItpNbsY8VHZDNTQsXhTHHIm7Xf42T5f8q1rRbq+A0WEnUW0n2UxALm4Dadlowyd5Ywukno5WnVd2gMJaKVJ1nI2CwspLi3eZWnlgYkoyGj0RamUmQspZEdhVRwmagkk83KBNEItZ3bZPU+9bZEmM/iuqd+qI/Q9310yQYipFJp6ochkagNQKNnk1laYDQaMdr8I2IpHxODudmT1PZusnjiKTL5Ei3ncbYa9xiPxxSXnyQSjf7819gR/kx8VIPDP42/DLzw6PE/B77FBxwcdveuYIQjBl2TQmSM4Y85uRhns+rx2PyEzcZD1k+YBKHCIPB5636PpdKYpGLzvcMIxajC2QXYrotNx/Mgk4R64GH5efrTAFX2KKQktlshY1PM5UlHBK0mExeblyyJTTITF8Gd5UEhIQyr54v3bzliNtDxGUEl3W/Dcyfh5p7oGUlHReVy/1HmbaUoaBUDE47pIvg8My+M7419n5WyRTER0nALPPHEE+zs7RGJtSgvnmZldYFYvMnO1k1yMZX24QBzGnL19hYvPpYnF1pIocvdfoWZ83+H/UkROfTQU/OUZpZp1/fwmm+SjkKnKhGde45soUIsnmDxzKc/yFt6hJ8zbtx4PzGao8G3Hzukz0Dz21D7Csz92p/r1LU1+MY3PqDr+gVDu9XA6T9kpRgnjKwRT80yHh8wt36Gqb1LsnicStJm436LvWaHpXhA995XuKkcMGl8k+1hg5nkgJgR52F1iu1aNIbwiTUhYlbvw9OrYr8fTOHyphgMX0rBdlsEbK4Pkgzf2xA98VFdsE9WirDbEc54JQO39kHTxes7LehPfa7twN941HJ0a08kODMx3h1Er6miZ95yRBDq+hK1bsDIFAqU83mhRum68OZDUeU86MPTRXGuqog+xIMe5BIazaHPxJRw3B6BJ2MHKiEmchiyXrJoDAIIJLabgk3zwimoDuB2VSXEZjEHM+kYgW9zv+Yzk4lSG0QZTHvsdBJUUi75TI6o1iEWjRJLzoMRpZxTqIcx1hZm2d0bEZNdmtVtrjY+yalz5xiPfaLRPqra5+///XXqO7eRxveRCHEjy8hui4VsBBCaAnvNW+8Gh4VCmhdflNjZOUDX4fTpJRRFYWbml0fES1FE0LZaEv2B2w1RaX5QE4rvK0Vx3HRET2oQioR43BCBZN+E1SzkUvDWJnTHgCSCwnRMrMu3toQOw8QRY1vyCehMxHiUhw347U9CIMFb28J/4tEczhfOQGcIU9fHD0zShkXVDwkCjZmMQTgIqA9cOlOJ4sppFsonubvzhyyVovRNm197XGOrEbA/yODKHsl4iiAMGE49CFxysYCdVo8gOgXbxUhdYS1XQw4dqq0B2YTBtFZjZXGWtfkKVjBh1ztHShlizjzO+iceZ7UsgSTTcCrMZAcM9nzcqSDatfojCnM6aucBzy31sLQF8qV5Xr3ygLfu3iWqOiyvnWYu41LfuY0eS+GaIxLZGTL5klBZ9mPUd95GZ8JgMOHy/QmLw11Sc09TTmW4+9bXqMRH5BNRwKJxeBe59B6NWo8kMKQpM2UY9t6kJQcUZ390pfIIHw4+isFhCPyJJEkh8N+GYfiPgXIYhrVHr9eBH6pDS5L094C/B7C4uPjTXUAYUqvrTF0FzCERI4FtdUlm8vhOk/2mh6yXqY1ijPstNvdHfPasQn0UxdQkVsshdw5CxrbCyPL5K5eEUQLYbsJGQ6eSmlDry7SGgkqzPgOypLLb9jnshXzyuAgEF/OiqhiLiE2rmBJGsz4QG1tUExtbOi4486tl+Np1+PpNscHudUS2951sme0JDn8QwKdOwtQVsuBfuymyv/+TJyQ6k4DaMCB0B7z25lvMpqYEkxE7N/6Y6v5x+k6WtDbBnQacKFvEdJ/iocmDjTbTvMzyTAbZatAZWDz79A82KE8bN1jMi/6JaBT2ajfIFj7e6msfFfwsvyM/Cd5+W1SG3sVk72jG4ccSEsz+Omz+M6i8BMpPngleX4d/+A+Fo/Zht1H9vL8f3w/bsrCqr3GyPEBRSrQHr9LrP8Px4wqONWG2nGOou+w9eI1g0sXpWTxwzhIaSXpb/3vmY3WW52x81+ReTWUunyYdlWn2pgwtKPmiOnh1R/Td3dyHz58X6tleKKp/G1URKC7mRCVlqwW6LOxMPCJ6AINAnOMDg4GwNyPzEc10TfTIX1wWjnpGFQnIfFIEh39yXVQkNUUEe52RxplFD4mAiyvCfqUiQmlSkoSgyKlZkSwtJmC/I2zdcBpgeyabDYVSzsKyPGTJIJ80OT4T0BkHVB71o/UmIeWMeGz7MmcWNGzPY7c9RVHjBMEY2/VYLYWM3ABGs6RSeZRhHDfM0xpAxFgmn9xm5E9pmzr1dozjxz3MaY/ZfJx6L0kpF+eY22TLHvHiiwazsx7HjxcpFVSU1nVShQhBGOA4hzyodVjIvufCyPzgXKd8PvXuCIGPEn5e3w/bExXiqzuAJJIJmvpodmFazMGM6WKtXt8Vie1MXKyrwVQkEEY2DFqiVzEeEUnzvbbwid7eEmvtYRPmMpCOycznZZJRj6EJKxPoWoLfkksITYf6oz7Y7kgkMKYuHLRtRlOJoRlyesblytaYmN7HJ8J62WCqQn2YQZINMukosyWHg65PPqXgxeZ4MArZ6kwZDw7oD6cYKli2w0o+5MaBx2I+hax8D1+dEJOmrC2YdAcBSSMklJfArJGLqNzd3cPMLbJ67ossnvkMD+/fQBrco5RvcefOXfKKSS46QpUDGtUep5/8Av3GFvGIhjluMOxHceqXeWK2TzEXpzPdoLXvsGcOWC5KlPJZxrUN7lWXKFaWCJUkpqviSnEcp8fF1RyLJxcYm3u0akUSustgkCHtmaiqTKs3YvHssXfv7+DwGot5UZGMRmGveQOOgsOPHD6KweEnwzA8lCSpBHxNkqR73/9iGIbho8CRP3X8HwP/GOCJJ574EVP0fjK4rsvr10PUUQUj7HGq0sDQkhRNm3I+Q6jkOBzrvH69xkJhgRCJxqBHY+CSNDQuLJvUB4boj4j5fGdDVAHfeACerzKTVnF8nVLSRlYE/Wa1AGHoEdFEduvWgdjwdtpixlR0Kjar9gi+fEVku2bT8O8uw1JeZGglwPdEBnavBfNZUSF87rjIHLcGgk50tyqMbBAKIz4yheOgKdAZh2iqTNpwuVsdIismelLj6WMSY3NCGG0wbG3SHPZZSXpMJzKaHCUejXJyzodIgb6fwA5C5OrX2b41x+KpT747HFWWAsSVCsgEP/I+DAd9fM8jnc197Pssfh74WX5HfhJcvw7/4B9834HpHsQWPugfe4QPA/ElSKzCzr+Btd/+iU8rFETAUa3C3NwHd3k/CX7e34/vx9bGVdLDt5hP2ezWdYqZE+j6bU6c+Dy2ZVG9d50YCr3BmN39Hr1hhGnYp1H9LmfSDzGSOhu1gDDw6I1CdGOBw55JNp6g1h0zlxM9h/tdUe2bzwulx8W8aDsoJGVu7gUYGhwOhE1ZVER/VnsshoifmBVB2hMrIni7uiOSjxNHxvMD7lcF3e/uAbQnosKjq6KNYWrD33xOjCPoT0QVszl0KD9qhThWEWMIxrZwvOezkE3ItEcS9Z6P7Yqq5tiE2QK8chcurWmMbQg8iajaJfAUWoOAiS2uNxsXFFnPF/MbT88H9Mcu6XiMyFjHc0eYio3lwsOmwfJsBTdw8ZQ16sN59loDFjOvUM4O+PbtEDmq4MbX+NWLIbY7odXYJa+3ubS8xEEnwmImT3u4y9/9u7/5rnJ3dfcBxYjM9Rt1RiMNVfEZKBqrpks8qjGaOsjJYz92bXxU8PP6ftiO8BCeWBM+z/U9cXw+L8ZaBHMimaQpooo9MsUamlhCXCamiSp4JSsCzeZAKL+brliTAYJuSiCCRMsTKr7dsVgr8xnIRODanli/EV0om45s8bw1FGNfimmJsRkwl4V7hz6rRfjEuo+s+Nzar1Hd/Q+4ap7jK0v0PY9CPsSaDLh8f4FoTKbb2CNfsRjoOhNPJplSuLLjMpsNmZguJ1YVuu0tLpQUTNMiFY3yoB6iYXP11jafee48vW6b4/NJVo4V6YX7XPvqP6Ro9IgYBganWSjFsNsmXmQRR45w6XGfXrdDoCQwrTEhOv3mDq7ZYthtEYwspkGMum8TqC1K5RydvYDW0CeXuUUkcp7+/gFPPnYWx3bI6GMsJ8R1fVJxnYPhIYGaZOnYWeq1KqHlIhUWSWXem238p5Mhwif8yTCdTjEnQ1KZ/I8dnXGEnx4fueAwDMPDR/83JUn6PeApoCFJ0kwYhjVJkmaA5gd8Dbx2fYaoskhUOs9+819xbrmBZIwpxXIcdiXu1Z+l371Da+JiWgZju82Z+RAjItFuTnlsSWK3BWfnVZ5Y9bixD88chwd1Fdv3Kaagb0YICAgDl4ktsrC2L2g4ri848oYqDPBy6VHlzxcc+JElqpDHK2JznNhiEztsiceZhDDAL50RM6uimuDo77ZFIKkr7/yuYgOVQiAU2eLFfEB7LDOcuHz6DIS4qEDoB+xX2+RiGs22zE5bJh3z6VkBuZkZ7u80SOoRBj2PUsKhNdgmNr1FdSvOwvoT4udF57HsXSKGynjqICdWmYyGdGv38H2fwvwZEskUu/feIB3soKsy23sJlGgJ1e/iSxEqq09iRCIf5BI4wk8Jx4EHD96ncpj7YbXaI3xMMPurcO8fCmpp5CejD0uSEKO5evXDDw4/LHieB8MNYhpkcglmiwENc8D8/PMABIHPTnVI7/4fsVRUaY4Dzi9EGY9vcSy2jSZNcaYj5BDmMhFu7EWQUjl0ycdwqkQ0+M5dESyVU6LicrcmGCWpmGhR2KiGzOeEg+w+CuaeWgVk6DXEoHHXEwwUVRHB19kFIYwmSTIXlyUczycTFdSfYlrYI0LRGz+2xLHmEHJxYddGlrBJlvtItC0UwZyuiGplLhYQ0+H8ojg/IYtkZsqApSLEVIsw8NAkSEUCbE9ity3s54VlSEVkbu8HdMaCbTOYStyvB/jRPJo+RVJ8uqZOMpoml8mz3YrQGPl4kykRw2cuXeXFk1MsR6OTMLB8i+udEVMpzkrJZtyc4vo2E9Mkkcgx6ps8dsb7gZFOudIcr/7xy2h+Ed8Z0JwoWImLjGNJetM+kVSB2cpRwuz7kYjBpWWxXqOGECL6yg2xVnJxMdKiP4WICq2xWDOHXbG2PB98VfTYWo7YXzRVVLt7Y3AignYqIyqOpgMRRSIZDbBdUZ3uTcTPPWjD+WWRiI8b8G9eF//LsvjOBGGAFAoq63LpHUXVEE31WS7Bfn/CQlmhnDZoTBJk5j7L/WsPOH2iwLh3j9M5H1X2GDkSgW2jyQb5bJRoNGQxmsS0JqJKiI2Cg2P5RHQD25dwzCEPH9ymOVQ5sWoQ+D6T/jYzqQj5mEY8KvHKW5c57BqU1SblYgZXUumaGq3dq5xZzfHmgyHJxU9S37lKMZNhLj1mMHRwpmMsp8fK8TkkQhq1PbCH9Lw5ZDWGGljUqlVK5TK2DyPXoGhoBEFAKBvMrpxnf+MV1JiMR4yllacAcGybxt5N2p0+sjVktlLCdjyC6PyPXgzfh8bBQ6TeFZIRmTtXDzHSi8QSOQrLjxOLJz6g1fjLi49UcChJUhyQwzAcPXr8eeD/CHwZ+NvAf/no/9//IK/Dsizi8TnG4wWq/SK70n+GrP7XrCzIKL7Fzr7K2DZoWc8QjWewpD7X698lFnmbYtpD0RXSSQu/pbDXdtiqw4UFQIK5nIcfNGkPVVK5CCNLIhkTGdPeGGFZJWGAh6Yw5k8fE9nbzkSIyHz2LLiBUOr61CkR4N06FAFgVBOfMZMWm2t9IDbRw66oRCajYoMrZ+DlW/DrF0VweHoBvnVX0I8OOiITBDKO49Ma+GT0ENMOcS2FXCTg1y8pvPpAYurpZOQE1UOVfnCcg91DKnqVQIlxqiRz75V/Sp9vYD33PyO7+CRGLMudu9fx3QnphSdZXFihfuc/EvQ3iEojNu7+HtFjv8m8vkcqJVTcUoMHDBsbLK+tARZb977J6mO/8kEugSP8lLh3D2Zm4N0YPvDBPATjSJnsYws9B4VnxGiLs//FT3za6qqgIP/6r3+A1/YRhm3bVHJRJsM5pp0DZClka6SwspSh2+lw79v/DcvSW6zMjTnsy/zVT6e5+dAhHRsTTxvc3w1ZLgQ0h/BHN0yy2Txj20R2HO53db54WtDwLiwJ1kiACAx3WqLy0h1LGDoMLXj2uKj0VXtw5xCQRI+VkRWmab8n7ElEE5XHXBzKGUHHm82IfrHGQARj203hrLue+Oybe6JKqauiZ1GRROKymIR7NUEJdD04Mwdv7YgB579yQVRqkERP/caj2XcrJaG+nU+In90ciupnMqrRHLr8/puwWAyY2vDZszL3ahoTRybE5cVjfZqDAFXRGdgJZKMIkw7VyRx6tkhsdIv52S3kEIaTgNncEFXxmSkmqV3eJBit0A0Dnr9Q4u62SmOoMHZdkukCU7+A4zjoulBjjERj9LlIb+trFJMBslzGHDTIFE5gGEdUuvfDyJJpjwOGj2ZcypJIGLzzeKcpEg2OL2iehgr3m0LFfbUk3puJCxG/hYKgRiejYjyYZcNaUVBNFcQab45CTAfSCeFzvTO94fis8K0eNgTz69y8WL/tsRBqurUvvj/xiKh6Ewohpc7QYbcN2WiEp9YkWsMGx4oGnfgCbWKkB9so0w6FbEBnHJKPWpRiARtNh0xC415Vo1BI4zpNSkmNRj9kv+bjBy4xw0KKxhmZAY2ORS6XRwlGvPHGq5RnljGVErVDH388ZudwRD45ZjBVuXtnCyNW5rU7LqdPP8XBeEKxFMee7pFPx+k2VC43pixkPDw5TjapcNgJCUcbFLUhu7UtvFGXsHOZ4djj2s2zXHrmC6A9QTLp0uqbjPwMM8fPUN28jCo5TJwYCiajra/S8HSm0ylnl+MsrEW4u9lh0IiSLS2xuPqTiQ867RssFKL02lVOZus0JhMW586xc/9lFi/8+hG77GeMj1RwiOgl/L1HUs4q8D+EYfgVSZIuA78rSdLfBXaB3/ogLyKRSLCwMOTKlSG6Pg/IFGdnuXWgcBAPiMQjHDZMNjufw9IimMOvsJhMcjA9zmPHqqTicf7d6/u8eFpiMHQoZcSQ1sdXZGwvwHPh2o5MIW3TH3lYjsTDZshwKoxqJi6qf1t1MdS1NxVBX0KHc4vCWPqhyPBajlBze+m0oJuWkyJTtpAXjsBoCpFHynH3a7BYEMGg7wGSyJLJiugnsZ1Hs4N0ofR1bS9gr6ujyRFuHNjUunBiVkKSFILA5/lTOl/fLJEtP0mv1iQTd4lEVOajOoWkx2Gvw3JaoRlapJ1bDDZ7tGsPyGo9QhT696o09h8wG62ykrOQZZ1KLuTVh19h4dR72vaSN8JQ4+8+j8ljPO8HM7RH+Gjh6lUhNvIuzCpoaVCMD+2ajvBzQPkluPN/geEGpH6y+RTr63D58gd8XR9hRKNRWk6U5YVlfH+B3cMODx6eZPtrU2ob/4TPrl+BhEMuk2AyrtLuJ8jkYlj9KPf3djg167NSkimOoDk2cHwTyX/AYydKHB443DqQcLyQXFxUZCSEuEcqJvq32iOFQtLDD0QQuVkXlTo3gJMVeHIVvn1HOOcDU1RNUhEopITtMR0R2IWhCBYVhF0xNFFNOexBOSIc8WRECHwMTPjUCTGPrjkUrROLBREwSrKwYekoyLIKocfjyyLRqStCkCaqiQAhpguaqipBMR1guwHFpM6NfYmxo1MfTLlf95nLedyrqmTiKg9rIY6voUk2shFieSl2ezanji9hWLdZPgaX7w1IJWZx/Tqa4pGM+LQ6IVKYYnevj5lPoXoSmfwCXTeKosYYaE+STj/L1laVkyeX372/uUSb4uoJVPVRr/3oLr7/3E+0NsIwZDQaoygy8Xj8zz7hY4CIIfOwEfDEiqCcv7kpqsEbNdG/qqlibJehCxZUxIBZWyTSd1piDT22JJhYtR7U+o9YWAacmoc3t+C59UdiS02QZYlKTmFieqyVhdZD79F6Xs4Ipd3+VAg5JQw4uyi+O0Eg/LrBVPhlG3W4fsC7DKwzcy7dfp/hRKU36LNbOyDmbWINpyQA2/Vpj1RSxgTbDVgpasRjIfeaCp9/+gVee/119ra3KSVkKnmD0DeZy6rcb8qslqNYgcxeT6M36KCrcPm2zvn1KGP3NHsHD+mPQjTF4PELK2zubNKTzpLLtkgkZrny9lc4W3lINJEll12EVIJoYp75GQNbztAeBTS27pM7mWC7qpBLR4nIdUppjf3AwQx2GO+/wsIn/zfMLx/H8zyKhsH2zW+Rcu8S+iaDg4f0xlMis7PU6kMc28Isf55YLMqptTkOzAyVn1CVPgzDd1uQfLuPEVGRp+J5WjcxTfOX5vvx88JHyrsOw3ALuPA+xzvAZ35e16EoCp/4RJI7dx7gOfsUk7c5vmBjuTOcPn2R117rYYdFJKkOyoQzq9d5ZrEDUpZX7m1ycb1EuRgwcYdIKpQTNtd3XWp9FVmS2e1FyKdkZEkmHdfZbk3JxF384D3DV0mL4C/wxeakyoImuj4rKDhrJUHDaY/FZmY6jzK0psiS/cltkeFdnxWbpfsogxsiPnuvIwzrblvMtAp8wdvPxAVtIp8U6ql39iyeXA0ppnTGZpR4RKEzidCayES1AZbpoXReZT2tEVFB8ifEIgq25zIaT5g4KUz6PLz7Nq60Q14/ZGUhwahXJZhEUTSDw8O75E/MEYvo7O7vo5gxvvuGzfNPnyeZjHHQk1lbKb17f2xfe7eH8QgfTbz11p8KDic7ED0SHvrYQ4nCzBfg/j+Cx/+fP5HKzPHj8I//8c/h2j6ikGWZ0vGX2Nu9ghw6vLmZJBZfIzJ5mb1ek37VoeVPWJxTMSJRXt/JkIk6JO0q1Z7N2bmQm3shrg+ZqIMmB5xZinHYrVJJTjAIuVsTTrLtClrd/TqcngPfl/ECH88XgV1rIEQ4eiYsZMXtaw9Fe8IfXxfjMBIROL8ghtLbLhx0BA31xKywIa/cF451RBfU0Ykl2C/llKiw+IGgtt4+ECqiuSQ0+8J2KZI4ZzYj7NWbWyEJQ2a3E7DThJmssF/zedFOcdgTVNj5vAgY/MAgqmVQVTg1K/HYks79mk1rYFIdhiznJXJxl1TEx3INXt1w8fUR5VSMlPM9DHVENmowkzeQdY1uL8JmY4RuxIlpKRZysFFPI6c+QWR6E12y6VhZ7jbKTNQy0kGH0Uii3d7mueeWkSSJleU8frtJvz9CU0MWV7IEwZ/dZxUEAd/85g7tdg5wWF3t8OSTP1+hpA8DmZhM4VEPIQhF140afO60EKXxApF8KCZB10XV+eKi0GM4NSsq2u/MP+xORDUxFhHsqVpHqOxe2xHrU1XFOjvoeBiawlzG58ouPLYo2FxhKCjMmgKHbTB9oQnRGIgEeiYmkhpR/b1EhRdKVPshFxcDbNsnYchsHnZRsikunjjO9tYu9+pdDnpRBuM+hQRcWFQwdJXe0CShG9yspzEznyIhq9ijh+RjHhoayZjPUm7K3Tr4WoEvfLqMYst0pyp5T+G1W/sMxwOubKU4u/okzcG3ONx7C286xHUCQj/Hwxv/Coa7LKwGNAYQzRaQ9QS18TEiU5vAnWJPh3iOiSuVSac0/HGXVrdPreNzesFgKsNc2aG9+038hTUMQyQ+uvuXmS/30HSFZv8aqhuhttshp4wxXZfqgwTZ+YtksxmQ9Hfvueu6mNMpsXicYa/JuH4LmQAltczM0kkkScI15nDcOqEcoTvsoMUEHXXqaSSNo6TzzxofqeDwowLHcejU63xi+VUSUptMUsK3FOayO1y75qHHLqDEj3OybLNe+g6/cd4gtA08z8Qxl3htw0HR0qwVA0YTicbQJG5MuLEX56Ar4wVpZrMe+YRLY+DxmTM6d6oBScNnYEFcE4HgfE5sdK4HQ19sdv2pyJ5+4yaUsmKTmjrCUHoBHJsRQ4PlUBjgY2WxiTX6orfDcMXvKCGya3ttcAK48lBUDXVVZIQbfZElWy3CYBqwmHcpJKNc2Y2QiJeIqB2GXonl7JR8xGRoR7Ecn+WixGHfIK6r1Hoew2mPFx+Pks5ovHLzIXq+QL1hM59VqXbHTM0p7uiA3Tv3OOxIXDh7HF8bcnIxzlf/+PfILDzB+uN/lfZ4n2G7h4dBevGZHxgUfISPHt56C770pe87MN4+opT+siD/FLS+B+1XoPjJP/PtMzMwnUK9DpVf0vyB77lIiobtSjSrNwnHrxDXE3jBee7VaqxVJN643cWSZM6e0bh3/XWmdKgkA2RJBHSmDbVeQDEnIYcT5tMhg6nY60/LcGNPzIKr9uEvXRLVkZGpY9oWB46oEN6rCXGyZl9U49Yqghq62xEslafX3gvKpo4Q+ZhY8CsXhfDHYVcI1my34OSssDkTS9ik/Z4YpbHbhtOzompz71BQ/0op0TYxNkVPmRfCdlOCwCcIRWC7UBC/Z+fRSKaRJdg1igRNFRZyAaVMkt1ugdZ4ghmIWY9rMwY3dmRUrYCq9YhoNrpsca8VcGJ+jnh0yHbDZi1n8bDuMZxYrFXSXDt0ud6YIwqcmR8SBDB0ZqmO1rj2+mnSeo1nLgwJrZD53Bzbe/cYRwIqlc/QajlsbzdYXa2QKh1jah9wYVHH83z2BknKP0GVY2Ojxmi0SCwm3LSdHY3l5R7FYvYDXIkfPho9A1lxyCWF7yNJMEoLxpSESAaMbZFMMB3Bkuo/Yle1J2INpqJCwf3krGBNWWNBP232oWyIQDIRhdmcguXAZjPk5KzC7cOARCREVQQ7S5beGbsCigpzcdH+847YX3/ynuDSahFqOiiyTCbiY3shqFHsQMPQdSZhwGAClfJ5WvZ5xoOvkoxPAJ97NY85y2O2kmO+oOIpKZ567lNI/Qpf/7f/LTNJj+HYJP1opujYdLm3PWKhsIPrTcmVFlDDHhm9Qj+4yGIpR7f6ezx1fEQ+5mONGvTHUSKFk6TMXXbsAb1JkWI+R6s2hNwK5176W3Ru/UuWChYPH064eO4UWzubVAopOsMJQaCylLO5ueuzuJrB9CLMziWZTsbouhi1Mum36epTYtEIlhMiO3WW8xk02ea7+1OW5ra4fblK5tRf4/TTp3Fdl/GgzfTwNZK6y84wBG/KsSXRs767+zVu7F0nU5ijvHSJTitHhzi1mk0+ZWGpPonZJz/yLDJJkvLAO0ObKgjB59aj50+FYej8mHOXgT8Mw/Ds+7z2T4F/GIbhnZ/tFR8Fh+8LWZbZv3Od+fyTZOWvEdEkhsObHD8/T7V6i1d2Z5hb9bl4Pk98pKJpEmhrhNMGPdNBTayST07Y2L9CGBSxLIftpsuV7dOMnFUqyXucW3gLx5fJRCOMbQ/PlyikFQJ8vvdAqGoNTZGl9UMx++luDb5QhLPzj+Y+ScJoxjTBq48Zgno6mIrq4cO6yNKulqA5Flm03COblI/D5iOp5+4YHl8VWbLmQBjdu4ciOIzqUEj5fHdDwvbBVU5wZVPjE6suT604+NMRGcNibIUUillefzAkU16hFz1DEHmDpxbauOM6l/cnpKManjvCmvi8WgtojjWOz79GfsbhcFKmUpjwcLfOs88+w/7+Ic8d89EyLfzJNbSZ58kWKkdB4S8AggBu3oT/4vvbzsZbEPslVRz5ZYOkwOyvwf3/N+Q/AfKPNzOSBCdPir7DX/vzjUn8WGAyGjLaeZnZrMLGzS/zTK5KW47QbVYJ7PPU7CTRvo9PCl2dog+voDoNPCnkpdOCzma7cNiBiROSTzq0BlBIhlheyMSWmM+HWJ4IrMJQOJhLBRXXj7HdDMkmVCLalE+sw8QO2Wxo3D50kWVAEt/pdFTQ6SRJiIAYCmw2BQulNRQiMiNTtC30x6Kqst0SjrusQCUl0ZuG9KfvzT4c28L5fntb2LtTs8L+qCpMbaFq6HgwHItAoT+FmayO5YbEdJeVkggOmkM46Oo0p0Xe2l2iUpEwci0qxoi7Oy4Ro0smNqWYkrh9oOIHPk8eT9AdjUjHXZSSwl4vgu2Z3K2Dqus0rRgnFqPITp1iOkJ3EuN+3WevWUBLaJw5NstczKGypLPTrXP25AW22n2CIEBVdSYTD4BUJo8kvcRBcwdJNVg+d/InsmOOE6Io7313FCWCafY/iCX4kYKqJRhNRwynYo0cdIT6+nAqfJkQEZANTXhyTcYLAlIREezJikiSpCIimJs6Yq2FiG1poSB8q50WVFKQS/k8qEvc2pVZKoCPjI5Pz5Rp9sX6TERCJEJiukjWE4o+w702ZGPCPwsDhYHl0+gLumgoyayUQlzHJZ2UGU0d1MgAOfUkN2+8xf1GgrlsidMzbY6Xk+zV+hC61Btt1CjUr/0r9u59l9X5HInU41zZe4WcMcD2VYaWQTmtEU8fY69tcHxWpV7dZjSVOBydpjNW6A/uk4vOIus9etMRJ5dtXMlju/FNUrEJi3MFeqMpjcEeLW+NU2eeYnb5JNP2RYKISaKoEFjbrMwkaI18+maE2coC1VEVGLE/znDu1NPs7B+S5jqOKarkKcPCnbbYa9jcroas5gx2633wbRbnF4gXTzITiWP6NtWbv4+u+OxuPeCJS2dQ5Bi21cae7gBFeu0qZb2K4vjMJ2Ns3/8myZkLVKJDzj57Csd1OZwWyJc/+oJOj9iPjwFIkvR/AMZhGP5f/6zzJEn6scYzDMP/5c/i+t4PRx2c7wPLslBliXa7z3ASI/DaLJUMQnmN2dUn+eSFPJ6boHHwNoY2YuBDEIyR1BQjJyQaP86D3RP07RMMbJX6cIGrO5/nZu1LZOIZiukqzx6fcml5jOuPOey6OL5MbxxQ7UEurrLbTtObis3syVV4Zl3QcnxfUCssB4a2mBu1WhYb4cSGy1uCchrRBV10syl6Peo9YYR9hCE/6AmDH3s0yNh2hPGXJDEHKxER9NJcHCZWwHwW4nrIbtMgHU8xtgwUv08uZtIZBTw8tNnvJxjGnqR46e8RzS0yM1vEC0LiEY1cdIhrm3hqhcLCaSKxBI6cIxXxkPQU51ZTqLE86WQUzw9JqhNk1UBVIJ/SmHY2f8igOo5Dt93EsqwPZZ0c4f1x/z5ks5BMft/B8SZEZz+0azrCzxnpU6Al4PA//kRvP3YM3nzzA76mjyh6zV1m8zqDXge3ewPdvE2v+j1K8T0q0Vc4mT+k45wnk47zwokuB7U65XSIKglbcHJGzBY8v/SOEnXA3cOAP7oestkUdmBkCgGXhTwUEjK1vkYQaAynIXudHGNb48aeyq19ib22hiKn8P0UjpugNxL7sOnJ/PENMVT+fkNUGdNR+MJ5uLMvnPKEIYK5hQJ8+65woMeORGscwQ9Dru7AZ87AxRW4sChUIWcyQl20mBS9Wp4vrldTRV/hqRmJck5jZEF3ZLDfMWgNJR40IlRyBrKi0RzJ9MwIWy0FK6jz2NIAL4xhJ85jGNCdpJFln2zM4+ScjCxJ2PaYIJxi2TblVEAhZjGYygzdPD3lLKeXDBbyHZZnAuRYjnEYZ75SJll8mvWZHZYLA0Jzk9BuUEq5eO4uinObaes7DHo3mJ9/b1ZhMp1lfv0icyunf2LhjJWVLK5be/e5olSZmfl4Vw0BUAxsVyQJTFuskVhE0DvncmLERTEpRIlCKWBiQRDK1PoKw7HwjaYuFBKi73W/KwSU8inhG9171Ls49YRoUswIyaU0LDcgG5VQFYm9poTlGVzfhYe1kOZQMLdOzIpe3P/4thDE8UKhcPqwoXBtR2UpL7M2o/KFxzT2OyGNrsXNrSn5dILhdI9XvvfPiYav84VzNwntbQqpKf2pxG4rQJIgl5CYjfdIhVvEJm/R3HiZknEdOTRpjwzKqZBn1n1SUQ/TmjCwZ+mZJVxjlYHyAhFjlmh0Ec9fYxJUUGWPjDaiWu3T6doUUwEDR0bXAgwjxmAaQiLPyqlPA6BGS6RSCSKZJYLAxQxjYBR4/tIiciRLZeEUscIKXSvC2zceUikVWcmOiYyuUN94mZX1c8RzS6ytHyeqRzm+vk6pskA5F2VqhXTHEvnSMn7/LotFnUouykxySre+BUA8nmA4FfQ23+oT+KBHhBJpSp3Qr98lk1QYDfuEYUDUr+K67oezTn9KSJL0/5Mk6Te/7/n40f8vSJL0XUmSvgy8UxFUJUn6l5Ik3ZUk6d9KkhR79N5vSZL0xDvnS5L0f5Yk6bokSa9LklR+dLwoSdK/kyTp8qN/P1HD81Hl8H0QiURoTEqcmc3iBSdpDA9Bl2mOo5TmzhNoLVrTP+RTZwLmixnGvQ6WWqAzjaFmsxAkmFpDfF2h2s7THZ8gojvMpL7HSuEqv/F4m9VKlDB0OTYLX7kKizmbiaOxPgP3qhGu7pSYSU9JRV3iEQjN9zjy70g0FxMiuPMCIITlgqgUzudFxlaTBUXHUIUBvrEn+hWrPZEBPjMvaBpBKDa6a7twbkkEmaslQceI6OBNoNkPODnjcq/ZpTlaQ5c7HHa3UdU4tg8XTubpp57lU2c/S37tRRpf+a/IK0MC30RTFWKqjxOE+LEZvOwlEpzl7GqMg4PLPD3nIcsyDml2hxrT6/f5/7P331F2ZedhJ/o78eYcq+pWrkIhZzSATuxuNptZpJJpS1awNfKzZFvPHvvZY43nLXtsa+Z5vDz2OOj5aSxrjeSxTUsUKVISSZGd0RkZKKAKlatuVd2c40nvjwMCDXYCmt0NdPf5rXVX1T13n32+e+45++wv7O8T+tuMjQzT1DyEJRnzh+wY1VKe1sZzRLwW1U2Qk8eIp0fvxuXi8EO8+qpdnuAGRhe6OXA7YaUfHwTbe7j0OzD4hL0W8W3YuROeeeaDkexeQ1I8aJrO5soVrOY6ktXjsV2gKJBvSwSjk5QrOvG0jCAKLG60OT5lh87VOuBr2RmoNeN6mv+OnYgjGRIIqBaX1i3k68ZDw7TLPhTqIutlD822gKoEaXZijMSaGGaJ08ugGUleXYpTblYZjq+TbygcHDO5mu2gKHZdwh9kyT52XZZW/3rWUJ99nEoLSk0X0YBFMJjENEtoestOaOO1n0luxV6juCdje3em0nYUTMxtKwB2HxByy1xck/C50lzeSuH2edk5uMV2s0W/3+b0ao/hmJ/pgSoH3SLp8BjxaIiNzQt0ejpu3wD5dpHyQpdKo8W+UTeGYDGSUlnd7jG7aZFJxHB7LNyBISpaiJHwKgI94gGRUk8jtfsEW6VdZF9QGXetMxST0PoRPFKOzaqLoLvA4KERYrFLLGcN/vhbnyeRLPHII0O4XOo7XQZvIBj08eijJteubSAIFnv3pj8Wtd1amhtRtMOFw37oViARtD3VugUDfnu+4pJt43WnC/WOxWrBZHfGvmY+tc+Oqor67fIrtY7tee5otjEcC45N2nUT8zU4kOkymZARBHhh3sIlWawW++wckkmH+vQ1+3oNe+3w1R+Us3DJMnNbJpLgYSSu88K1Lk8cEqm2RZJBiUIT+oYPRfcQE9f53MMGqXiU9UofyxBY3NSw9D4nJmU2qgLVJmxXJbyyQFS1kN0mjVaZVFiiVFdZzJu0dZO5bZVIqEvGv44oyOCfZnzwEZ5/8QLXchZzW0eYTBeoGz7mNgzcapz1DRVJTYNa4YkHR2k2euwYDjNz6DGKjRKBUIjhnSfZuPYqPUVECxxix869aJrG+umvUikXyEyEcY9O4aqJtFsLiE2djdUmmdEJ9E6RUHQX/UCEXqfD0JSG5fcQTxisLHqpC24GvGNsbq5Rb/axLMs2+Ksx+r0OAKIko0cfYq1kUKoq9Ot9hmJLrFeWKBpp1LCXytqrBN0mnYpFsZshsecj6eM6DOy1LGv5eljpDPBLlmWdEgTht4FfBX7Y8+gDXrIs638UBOGfAb8M/BPgXwH/u2VZzwuCMAJ8B9j1TgI4yuGbYFkWj372kzz/5EsMuleIRnbijWfBlbYL3rcDPHRQ4MCBKKqqUA+XuFaJkx7bzbeeXSat5giHvWwVPKwWJ5HEQfyes4wlXmNnukzUb2FYOhFPn3oLhmMWj+3x0ej0WSl4MEyJYt0iX9OY3bALFW/W7HCIkNe2rJYadr3DoMd+6CuyrShq14v+DoXtFMzjSbud322vTwx67XTj4vX6Pyt5O/RivWQXPlYle0ANeW0rrqpAyA1qTGKrpqPpTXpWAEudQVWzpFMihiXR7ksUKj0mwrsorZ3hyN5pvve173AkqbKS76IbEoqk0Sudp5ILYyYexmxtEU0O8+T5C0guP97h+5kZDZD291hduEyjX0Q1BdaKBvHp/bf8RvXN84zE7Aeu1wNruQvgKIf3BC++aCcZuUFz2U5G8/YREg4fNbwj4BuDta/B+M++bdPdu+Gf/3M7muHjlpE8PTzJ8qUsnUaO7YpC0tNBCpnUmybTo6PMFWByYgpJrXNmrkLIa+GRbWVsJW97U1pd+2+2ZEeX2IlbREotGVnuEfDAjpS9zrCrwfk1nZC3x1p5lJDXz+WNMKpyhdG4B4/qZnkrQ745Q6Y/y97AFpm4zkpOQ9MthmN2sfu+bnsO270fLD+wvSs9zQ67G46JZKtQbioYQh/ZMmh07X0F4WYStU7Pfj7tGLAVwbG47fHp9OG1JTgxo3B5TQAxSqE9jC+0i8GJJC9fWSNf1AgoWT53YJ2oX6XWbTGRUPjTi1vszJSwtCqKJbMj1cQSwnT6Ik2zy47hKpVWl7lsi2JNx+/1gRLHHR3GHd6FufIqq1sNMnGJy8smstKl1tUp9euMTydRCmGWty4wNiBT0MZY73r4Sz99gkDAz4svbjKSGmGhqdPrTfLaa+s88MC7SyQTiQS4777AOzf8CBHw2HMQSbLLcSVD8J3z0OxDMWuPEQvb8Kn99vVXdsHshkxPl3n2Sgef216/OhKz5zYu2S7fEvJAEPuza3l7LlRu2vOgqA+ifp1GV2Y4ZtfujAV0RhMGxYY9z4r67evcrdjXfE+3ZQx6Aixsq8hqGn88Qqm3hGDoBFX7GCE5QKdfpd/uYnbcaF2FXstib1rhD187iM9aIduo0NJEEn4TugZdHXQrhGI1UCUdtwf6RoRSq09lW2B4ZJh2R2Ahu8KuMS8pt49yN8vY/s8yduIgqfNXSPtThNJJFpfGCWhVAiGR1WqMammBQ/ke0XgAX2KM9dUlhCHbmitJEiM7TwCQXRyjWJ1FlaDge5SgPIvgd1OudJka8XJlrojfpbOZv8DlRoeulCFXrOJzK1TrDWpdD1JgmL7Lx/CRQyy8skBu6UViIS+aWeHpJ02GRnYTCCUo6imsdhDZE2P/yWl6vR7rRQu1fw6toaMGBokEFAqtBh0TAi4B07To9oyPanLCVyzLWn7d+3XLsk5d///3gF/jjcphH/jW9f9PA5+6/v/jwO7XRd4FBUHwW5bVfDsBnNnam6AoCjt2yETxMZZ6EE1rksmMczXbompFGJrOsGNolkK+Sb1h0m7XeWU5zZXFbU6fLiNLaQKSQdDyEvEvIYgNRkMruGWdqVSD2bU+J3a6yNcFzm24iQb8NLUOjb6XZs+k2WnwMw+UUUQ75v3VJdsqnArZD8yJhJ1uvKfD81ftFM2N6+sTB8OwXLQHwq5ux8jH/XB+1R7ginU73j4WsK1pUynbcjYSt8OOinWRUtO6ntlOIF+zs6oJloZf1Rnwr9Jt+ljLiXxT38XjPh36OcJenUPTXsrLzyCoEaTuOcYHXKznuihmB03zsNYM0JcHaFxZYvfUL1HdOE1A22A4HWWlkeDEI79Aae5PiMeDxBOP0Gi0WMqZ7N7z+TdYTEWMH3r/ztnfHD4YXnwR/vJfft2G5gJ4nPWGH0sGPg3X/i1kvmSHmb4F0Sj4fHDt2g95nT8GCILAxL5PsLl8HjW8xkB0lXK7S7HWY7m0wvnSTozVHGrvef7yyR6bsu0p3L5uMLy0bk+ABcE2DGbLIiMxMDHQDYPPHoBr2/aku9a1lbqHd8FiTkczRik2DJJhN8NRN353AEF0MRjeIlt2M52aZ/eQiNslEXaLXF6zM1uXrq8Hq7Xt0LyxhJ2kZrtiZxOttWCzbJIK9pgZ0rEQUUQJ/fozy+uxDZEDEWhcVw7LTTuKZb1kK4fbVRHTUsk3/GiWl5NTKkv5Raq9IuWlDrX6o6zkg+wfSdDtLROIdpFEgcVch1ozjNbxY+p5EiFwqV0ub8ts1sO0Ww1eXewTcdu18TA9CIqP+Y0aY4d/CV0KUOqv8cXdfZazGl2jw7m1IOLgIe5/7BDTkkxp3k29sJ+y4MawPCxmg3zrjxdRZTeNZgBL2EYZOoggCHS7HzNrx4+I36vQ0+xyKu0+NGowGLU91b0+fOsMHJywr5mlvO1hdqsKayUf+zMddg3aRoVjE/YcZ71sz3c6mj1/8ir2msRc3TaW+N12QiTNgFbPztxb71jMDFxPyGTac6auZs+XcjX7Wh+K2nOsRFhFkF24PF5k/06aepl+u85mWaLX14n4q1SbJpPDYXoGtJsV6nUXW1qEnQc+R259kcu5K4hmhfVim6ubHULBIfYOFlA6IolwmMWtHl3TR8DtomeE6LY7yOQ5OiWxURXZamSZ3fgaa81N6toVTj70GLmNQaLyJdotH4vbIn7XOtHEOJnU/XzjtQJ7J71kipcZn9mLv3+Z3IZKKmOnGM9lV+iW5xEskxIxTnz2p5g//SeokTZhZYNq4RUEQWDp8gv4fSpdIUyxGuTiwnG6tVl2pMs89MA+Npav0CZGJHOImG+eo+OjGKZJq26xdq1CrjdKV1D5ia8cIhi0E2IUtlYoX/s20fLz+P09ArFh+paLeDpJZbXDwOQxqtUq7oCHgYB80wP54UPn+tI+QRBE4PXhBa0famu9w3sAzbKsH2w3uKnficAJy7LuaP2Voxy+BZ/4xCgvNf+MkF8lFlOJx5JIIS+ZPXZs9re/voZU66AoCt8+ZbLZSJGIhNkZvUTS800UYYNSw4uJQTa/yWjExVDUQyQ8TFdf59S8h7m8l3Aggt/n55lrGkPBGpXmOm61z94RHd/1hDDnV+xkM92+nc3t+5dhs2wPnFH/zXCHjaL9UC63wS3BTNquEVRr2YNfo2N7GUNeu8xFvWOH9EQCClGPzMJWh9eWAyRDQXTLh0gfv3uDkajO/jEFTRfYrHRYL3+XkJRCNHv0TJmwbOAJHKRdAUE+y6V8gH2xdaYGFNq+Mb759DqTgzF8viEC7lFavRLPP/Us98WLDGcGCAa8jHY1rl16Ab8awrLaCIKAx+MmMjD0pqE0YmCEZvsKfq9Kt6dhet5omS2X67z88jKtlsjQUIhDh1K43U7K4/eTbheuXrVr192gdhU8A3dNJoe7iDsFwV2w9t9g8i+9bdPdu23DwsdNOfwBu0/+OV7beoULm3VUs0S+IiMrXvaPafhdV9jaqJMMSrSbMts1HVmEZNhOwuFXFc6tQkcT8aoK62WN41Ma7b7JcsH2wKyXbG/jVAoifoF0yEehscxqeZhKtchsVqbZDbM302DvkIpfLSALflqdLGGPhW71CXlFTq9aDAQtGl0IuuznyNUN2Krbz6PTy3YY4NFJWxFt9yxkRUeWRHuJgcfAJdk1EkvN6+GxbVvhvbBmZ5isd1wkQx7Or+m4Sl4mkyIepY9X0Yn5igiiH9k8S1CI0+6LWITZKG3jcRmcXxa5uBZjMJDF54kypPTptqs0GjUEq8+eYZORsMTVtSaS5abUiCG7oyhCkW99+4/wDn6O8fgQp9cL6PUeYZ+LgxMhGgGBXqfLw4/s4z+cnWZxvoWh6yxsCszs+3GevvgH7MpAu71BU3gEj9EmEG4xNvajT1x1XeeFFzao1WS8Xp0TJ1L4fG8fqv1hRTQKrBftslo93Z7XHByzDQmVpl0updSy5z+qAs9ehe1qm6FIj3IbugZEPPDCvJ2BPR64XmolbRtRruVso/lS3v5cEmB2C0ZjIvObFsmQC1XW0C177qTK9uy62oIXr9lyNNugh6DekdFMg6ivTywCW/ULrDR6BEMRdEtBUUOcXt5kNBWj0PFSaeXJl0tcq0YJDHyKCY+Lan+U9YJOvWWgayaaNsVsrsjTlxf5yU8G6PdaiCqUCiW+ufZJop4+Jye+w56UgFsIYvRcNOsdBhWToYECy7kaz3w/SDj+MBcu9PGJLxLlNXZOxWnWv4sv/RCxiTSmOwneGMNjdoro9cocZCY5e3aFay99l7DbwuNpceSIzNbyZaYOfYatxddYy20R6PoYG/bhtQTms338kUkinQRVXSWqxgkHAlQqVWb2HGWjbJHZ8xDFhScBaLW6SGIUV0DFm34UnyCwuLjBoUO2ctjaPkuvsolb8CBbNeqVPInUEOvbDSKZo7R7c5TKXZZXSpStFH9uj/5hDbdeAY4AXwV+DHi7LzEiCMJJy7JeBH4GeP4OjvNd4G8A/xuAIAgHLcs69047OcrhWyBJEkPT+xl0b6MqMvVWH9G/g83VOUytR6O/k2rHxGgaNFBoNqPsTL1KOOPGpxeZjnfYKMsE3BJXXFUGggaCPEyu2iHfqLPVmKBjfopSdoP1rSvEAhprOQvRCPDYni6JgF1bRzMA4WbaZt2E/SP2ov5r2/Digm2BHY5DasR+MI/G7UGz3bdDMH5Q38rjAp9q15ZqdV3ETYmXF8C0XARcAofGFdbLKWazLryuSRa2JUajXsYTq2yUTaJ+k4hP5v7pFTarHXKtICvLTR7dE0E3JbxKgKXlDRaLY5hNmZxSIBZQSSeGr4dgSBSqHS5s+hk/NEOvs8jGBgwNthFkGbfHxdDMMdYWX0UyO5hqmMz0kTf9fQbHdlPY8lJtFpDdYfI5lT/+zTNomsGjjyaIRAJ885sF1tbGAZX19TqVyiaf+czobScEcLhzXn3Vrm/odr9uY20WMl++WyI53G3Sj8P8/wEjPwXKW4fI7d5trzv8xV/84ES7l4gm0kzc94so7asonXlmzy8SDfjo9rYo5Rcw+l2++VKXoNtOXLZvBGRJQECh1pVo9ETG4gJuVUZE5cpGE1Xts1G2PSiDQVsBkyXYLCtYWCRDBQr1Km1rElUWifrz+DwCubpOV8sgCotIkkpfNyg03LT7UGmKGEaLVhcOj0NUspN87Bi0Q+7civ2c6enQ7olEfSKFZp+gxyIRDeFW4PJGj57V58SMh1Rb5vy1On63iMcts5BT8Cgi8zmVajtIadlLvQWTyT4RnwSWjkvtct+kwnCswzNXiixuy5ycktAtF4NRL8WOQK0TJxmocHmlS1+zkAkRpsauVIDNgkbQE6Ta1IgFPIhiA5fi46FYkMi4SjafQIl8kn73+2higJaRIRnqIltLfPWrJk8/G2d1dQfhcIp8oY979TKRyHGq8ihbrZdYW/MhSduEQm0ef3znj3xtvPxylkplBFEUabfh1KkVnnhi7Ee/6O5BLM1kxwAIou31U2TbQ6dptmK2XLSX0ORqdlRUJgafPgCGadfC3KraBga3as97np0NEfX3GY72CftMsCz2DUtc3bIIekxUVabZgaW8jGVJLOfd1LtdDo92+c4Fgz0Zey1tMmQrio22rbhWOxLJgECh1SdXT7JZM9idaZAOSqieCHMbMkuVEGUtjK8dpVRfZ3owRksfIBWNIqtVrl5ROb8SQ/D/HLmtlzmQcSN63bgUE1kp4ol+Gcu/xdJmheWaghT5f7FV/QPmijUKpSvsHqoQVCuYLp1zazF8bo2g5KK6cYVC5SHa7QGChpdgcj+9zgIT0TKy+Ayd3hSF5h4iUpHNlRym4CLXHWL9haucPq3hrTXYrIWQpCjVapbp+6JklP2M7DyJKLnwd2OsLV/Fo9cYGR2laBqIggSChGGJiJKErttOLNOy51vuxAHWCi/jlXW2Kxo18Rg+QcAwDARBZ3OziM/nYv7qNlI3zqBXJ1uTqPdLlFFJHnqEweExvvqf1/n9/+ym1hxEcg9Sar/Er/3aQ3fvgn33/BbwDUEQzgPf5o3ewtczB/y16+sNZ4HfvIPj/BrwbwVBuICt8z0L/NV32slRDt+G0Z0n2F6bx+jUcYfSdHPzjIQaIEPn2h8SkgKUSg1KKxFa+s8jiQb+kIBUbyPLUWL+GkFfEEFO0tQ6mO0CphXi1ZXj5FujeF0lop4qu4faTCVrrBYEyi2DVs8OG/W57Xo8P6j10+nbGUvTITt713jSLkehmfZAWe/YoTk9zU6vnAjYGew6mp2cJh6wQ5A8qodqC5byAXRDoFCVCXi6dFUfXtXFniGNWusKAhNsVsdYLZaYGbBDPLtaDI8Kspgl6h3Dq63y2sUsHn+VocwenrkYwDvxIKH4GsvLDczuS/R1g9NrfuYLA/SEg8jhaQatXZzLvsquVIneRhM1NcPo3r2oLheju9+5NhpAYmAMGGNxcZs//dMKnc4+JEnhd37nMvfdV6HRSCDLdsa4fL7J4GCITqeD73qNqQ9xOMI9y3PPwZ49r9tgdKCzCV4nU+nHFlcCQnth9asw9Utv2Wz/fviN3/gA5boHGZo5ydWXsiQshZap4OkaeAUNGR2/qhL1S2xX3OwebDCXlfF7euimTrEuEHJ7SAS7mFYfUdBZKxvsHxWpdUxiPjuMbqviQpYkSg0RQTDp9kQi3jAjCYtLa3sJ+bLkahVifp2xxAbtvsFzVyxk0UutHyDq1ah1wO8xiPi7LOZgqwb7Mna4aU2zjZqVNhQaAl7VRb5u0ekL9DSTWERkvpxkaCTFdq3NfKVEvdVDcAm43SILeYt0QMAwVXyqn/FEgHoHmj2NazmVoFenVBd5Yp9CvatSbIooYpp2r0y1O4Vh6uimQSbSpFgdpdgoo0huTKJ0tTAhd5Fez0A3olj4ee7KBhODadzKBv5QnFRMoq83UX0DnJ5dIIaHmuJHCQ2hKFVWVjxU+lFqNROPx0+hsEq3q9FsbqAobi5ceIVyuU08HmFgIM7Fiwa//dvzfPGLQ0xPv/sins2mdItRs9n8CE/dJD89I8+OBAxH4OIGFGpg6OB22d7DdNheuyqJdvI8vxt0Q8Lntig0DVbytlf66qaHZ+cPEw/00K1rTKdL7MlArmoylRbIVjysbYbRzClmN/x0+hVE4ihimXbvGiPxFudWddbKFgNhD4bZwqXAZsViZjDIdlWn1lJZL+l0+i5iXi+1roedUx4a9RLXlkM8c+1nGPBf5cTEHK1ejEY/w9GdHbYaPYKBCNNJgcVOgKDXg2GIiOYlDo4YVFslLl19kemJUVpGn66a4uqlb2Lqg7i7PqyIh0rIZL5Spat58ChBTGOAnl6h3RmgUGvQ6VwglNxPpVmk17+GIPiptyRml710hG3C/RVOlyVKjS4XNiLsOywye65LvaSxfzIF6KysNpAGVXYetn+ecGqSrctXCMUnKW0bqD2R9EiSl2ar+NPTtOo+Vre+yY6ZKLlKj0rLhXjuD/AqJlvWbryKm0pYwBd4gGazgte7zeKii8VFP7reYmHWz8N7PGw321j9Htv9AfYc+hlSw2MA/NEfd9gofgFRjGN2u3zjG9/hV39Vv+drHf4Ay7L+4evennjd/3/v+udPA0+/rv0K8KYWJsuyHnnd//7X/f/7wO9f/78IfOVO5fxwnM27hCAIDIzaMU6Nep2YWkKWPVy+8BqPz2xwebZMMjyIMlnj65e+ymZ1gkf29cithmlpdTq6htJvYwpptvVh6tUSq9s+mm2FvvgwknCBVHqdHQMRQl6dkL/DuRWdYlOl3jZIhXTKTbu+T9hvpyFfL8PE9axzm2U7fLTSEtksw+FxiajfQpUF5rdNQh6VXLWDbkJPc9Hs9jFNi0Kti0sWGYlqFOouruUnMIUao7Ei6XAdQfCyWVHYrgZxKUf49nk/pearjMYazG8HqLa8uNU+ieAKMY/EUiFAuTjKdy8ZlIX/junEALN5i+Jan2YggCmkaJojKK4uyakT5HIi2azM0LFfZb5xhaR7iwePPow/GH7Db5DNlrlwoYlhiIyNCezda69dMwyD06ez1OsiS0vLNBq7cLlsr7yiTLGwcAqvN45lmdjh3BaC0EFVA5RKdV58sUK3KxMO9/nEJzI3whKq1SbnzpWvH09hctLJsHknPP00PPR6I1593i5hIXwowz4c3ivSn4S5fwWjX3nLtYfj41AqwfY2pN/9PPpDjcfrY9/DP8vsyz72ntjBC9/9LxQ2u2QrGUZDXfS+xvyWylDEYDhWZTJtl7OI+3XKzRaKrFJpgWEIBNwi2bKIKmsICgyELcDFuZUIuRqEvG0W8yqf3q/Q07pUYy0urkUpNn18ck+b1aJOqXGYg6MdruVAlcM8ecXF0bFlVMnFaKJMs91hImUS94Mim8xtgs+tks0pBFwiuaabxW2Jg+PDTI12QbIIJ4MUOh5CQ2MUUofwlb7JWFJj8dplZoZM5jc6tDteVEVBM3fSMzSubftZKw/iVlrE3WdwyzV6eohKO4wsN3h1KUUqmkTTO4RDbaTeKgMxD4oss14QuZw9wJ4RH9vVBYL+bRo9hc3qAKvNx8ktwf7RLuM7htkuQL1UoimHeWF2H2HPTvYOZBkJu1neNHltKYgl+FhbO029vhdB0PF6mywv61jWEu22iWVNA0EWFrZIpcZoNg0uXPCgqgVGrxf3vlP8foNi0byhIPr9+nt30d1jeOKDjCWW8Lnt5TKaAZc3bAP5/KadBObimh267LmerT0WsNcElpseXlkQ8HlCSILESBIekQQsq8+ZpQn8bgnTbDGc6BJ0ibS6Mp60i2+ec3Mle5Cl4iS7B68wHpulrT3Eywt1BqMGAfcy9U6Bdl/FpSiU23BpQyXsC7OQkwj7NOLeFpahYWohctlNGq1BWu0MbnK8Mr8fQ2szmkwQD14gu7mBOxRCZA6tP0VuW0Qiimac5sBIC7erSbkdpbBt8sI1C6//MQqFIvV6nHb7AqXCPuSZTQq1ALnKfmKBMuPJBVrdNhc3VFZKgyCeRddhebtOaHSLzXKUntkA3y4yIwepNF9jKX8fF1da6J15RhIGcr9E2t3i8qZMvSOjCD0CyR0c/NzNZTuNlsFLC/ch9uv0tBmGveDyDvLln0/xra99C6s4jz8mcHE1yODEPmZSC7ivZ+sNesA9+mm6apXZ2Sb9vkGjUWVg4CQAquqm0tnHUlNGEUYwPXHEUIPTF91wcYOpKZlCQWdt7TS9ng9JapNItJ1osPcBRzm8TQRRxDCuu8m7RVQ6eN1efD4PI2jcJ4yS2LmHI0+EWLk2zJ99/XtEhXVaWofJjEWTBqfXHyeZKnD/YIHt3FUE7QIIJVSXRL3VwacWQRe4lDuI3hfoabMcm6zx0E6LjYpOtWV7Er9x2g5x0HUwBXhoxs1aqUuzK9Duq/Q0kVbHIle32K4m2DtiYlld+rqGKMrUOxo+l0m20keWkgzH6gTcfUJePy65SrYi0td3oCptLKIY1sOcmk9xxbdEtX2cmH+FlaJEtb1Mq+si15ym1PISzSQJKkW2tgKIrUsMxxWmU7vpdqHbKlFupKnVMgQCbhYXZzlwYJL4UJzHHj/4pqm+u90uL73UR1XtgWl+voXPl2d8PMmLL65TKtlhNpoms7q6yI4dcfu3Eprs2ROh1xNpNJapVkUymTpHjgygKAovvriJZY3ickG7bfHcc/Osrtao1y0aDZ0DB+wyMOfO1XG5SmQysQ/oKvtwo+vw8svwK7/yuo3Vi+Bzssh+7FHjENoDa78Pk7/4pk1EEQ4cgKeegr/wFz5Y8e4lej2NM1cTtDeWuHjOC9o4LrnLtWwEEQtV1ig224zFIRkUKNYt+rqBLJlYZg9JkEF0s1oKMBQRifj8VDolFNEi5ImwkEtwbnWC+2cucGIqSrmpEfGWMIwYW9VJzq2dwCOfRpRiSKKHWmeOlWKb7ZpItb+HB2fWEcQYAn1cqkhfh2y5T0c36PZFCg0f8aCHbGuKeqvNxICAz+ul2gPN6NDV84yOuZgYqvO9+deYHhuHxjXu2+Gn2ahTa8h03X5UxUW9WyJbjYB4mEJjkEJznHb7Yea2v8Zje7qYlsZL1wY4t/ETuD3nyIRXqa9W2T+eISwXUJUYbpfIZtXg6naKnr6DC5uvMDk2RLUFcvJBKtU1fGNBLmdXKDdGqfQSLBRceL1putYhXlxa5uzGWfYdHkBSQtgGehf1+ouYZpReL4TPF6fZTKAoIr2egqaZGMY4zeYCyeQUqhogl6sx+i6HwuPHh3jxxTWqVXvN4cmTH13rSSLiotWR0AwDXbfDoDXTTqa0UoTDYwITCYvtKlxet/MonF8FSZR4bTlNtbWbQH+T/SMlZEkgFVxgOOoi5rWYzcYxDJV02GKzY1BtuzFMN5fXZc6tprGsOtlSn2Sgha732KoeRhDW8LlKmJbGwzu7NLvgVgwCbpNaJ0Qq0qCvWSzkp+hoFSQxx7llD7PZMUwrwUgkx7XNKHPb9+H3nEE3EkzEFwi5YoRCGufmrtLp3k86PUhVm0V1X6XRkFEMD6IZYG11EkscpNdLYhhZut1RBOFRzq802TPcxOcT6Rij/PZzD1Kqh0DMEImkMM2n6Xan2GpO0OqWWdj+FvvHL3H8RIaWblDtDyB34xQKXUJKj+2cxPnlIm6XhGi2mdsYYGZmB+XmJUZGFLrdLpqmMTvbIBy+mVSg1twgNTTEynIWb6/I+MRuAPr1bYrZy0zu8N1oG/RKzF5bZG1tB9Govf3ChQUkqUoyGQZgYsKD6lOQpGF0fRNNC2MYdqH7ixdrNBqbVCr7sSwfgqDh8aw4EWDvA45yeJv4/X5WpBFcnU28/ijnLkLI5QNEVssqkhjE0iqIhsTkjinEH+tgVrd57ZUXKNTibNUjbJdDHBpZZtfuaY4eU8iuDlCp1Sl3siQ9Fiv5YTarYeL+EXLVIlMDY1zZ0rCsOfxuncmUyFgSinWTl6/BcFwkE5ZpdAw0Q6CraQQ8FkGPyvy2iM/tJhMLcnbZQpUg6NPxKAIxv0G9ZxEPuEDwYJhRzqyMsVba5P4dNTarKiIhDNPPmRWDgXCdTn+Y5cJxXIqKaQ6xJ7OOIrXwKDKFxiQgsbZ6kV2TPRK+LG45TyDopVAM4PWkUWSNSnsarVBh376dRCIBPvtZiXh87C2tPuVyEwjfeK8oPsrlCuPjUC7LN/YbGUkzNjaLZa1SrdZQ1QaWleDAAYODB934fDIDAyNIkoRlWXQ6Mm63HVYK8Lu/u8Tg4BN0OjUWFjoIwir794+iqkG2tjbIZN7fa+ujwquv2h6fyOvrNJfPQvTg3RLJ4V4i9UmY/9fX1x6+uffw4EH49rc/3srhmTMbJMQCDf8gPu8+UsoLdDoNxjMiC7kNAp4K+ZpGuwde1SITg+2axEoBdMMgHtTRDAWv6uPKBkylG/R0CcOI80pVxzJ3EPJ2OLc6Qbur41XrzG7sYG4rxMWNn6TTHyPf2GQoGgU6XM4OcHr5UaCFz1vnwuoIAWUNlxxB0ywKDYWdgx1MM8qVbIvpAR+trkBmIEg+4mN7s8HsvEjYHUMy5vjUURcZb4V+W+BYxuTUnMGBcJVGs4es6dw3FWB2zeDMikQsYLJRdFFsR+gKnwNKKIrI+bVPcXHdQyJYo92bQNNaPH3li5jmFSLBHC71KjOpJepdDx3NR8Q/zPnNz2GYV9l57O+y1rfYc9BAkoLMz9dQ0k+w1k/RFzSWrs6zvS0hSRsMDfnxeCZp9QpYVhm/P87y8guIYhtB8OLz7cHlclOtzjM0ZOH3u1EU6PXmaDRkhoc9rK3liERc+HzvbgJrWRayLPPQQ2Pv4VV27xIOhbiac3HfeJtSwzaIxwNQbYrsGRLwexQ0s48oCCiyxSOTLmY3ZFaKFoNhA79rk62aQqcv4FFbfGpvD930s1X1sl19kOeurvLF2jw7BmWa3UFWiypBtweXvMVje7Y5Ot5GljR8LhgIn6LcDHJxYy9Hxq5QbWfRDQ8+V5/L2T5blSqJUJTReJtYQGE5P0a2HEAUk8ABBKFLXxeAg7R725ya/+uMJb9DOhkj19tE1xVkeRhFXkNVTUKuJebX3KSCCSRBp9HapNnZiWUpQI92O4AgNFAUi8X8YQRxjsFknWrHTdsYwOOrEwoN4XLV8XgG2NoaxLIU+gywUr6frrwLI7HF8GgIX2KS51/6OmFPmKrpwSVPoJtBsCwMMYAgGOTzf8yJE1FK2wvULz+DT6ySmzWx4n+LYOTWJIDLyyWCvvCN94IQoacZVBt9wgHb+F9sWAhiAEXx3mg3PByjVNoimQxjGDq7dik8+OAw3W6XbNbP3NzNTOeqGqLf9yFJYUzThyDoGEYYTdNQ1TuvJerw1jjK4R0wtuskpcI2wugOIsIw8y/8IeWKQc08TEts8ecPdch4LTRti2uddXak81iTIbK5FsXiJsdGgfYyr70mMjMj8dgTh2iqP8HXv36a+ewiG1mZqLJGyL1GXQmwVoqRDLWY34pwfLqGV5XQLYNowERVQDNNRhMG2bKMYEGvbxHxiXT78OCMzNdeGUCRBRIhkUY3TCywQNhnsF2TkEQD09LZrtZ4bXkPPT2DV1PYrpyn2+/Q1zcxjCcoNmYoNlTABVyj3YsAfk4v7+b08jgj8S2i/g4Wa0xnghzI9JAI0eqUyQRFvr/YYzhpsNQco6N+gnS8yOBglUQiSjQafdtwgGjUj2VVAdtK2u+3iEbtAcDjMei+LjHvE09MEon0efHFIAMDu5BlhUuXtvnsZ4P4fDcHIkEQ8PnanD69RbOp0u+XqNXcZDISqupBljVWV7vs3w+6ruH3O+EKt8t3vwuHDr1ug6lDfRZGfuKuyeRwD+FKQHAnrH8NJn7+TZscOQJ//+/baes/rsbgbqdOwAMNS0AVK0R8IWRBp9pW+OQ+jYBbxCXLZMs6xaZd0mIxLzCVlMjERZpd01YoRBO3OsLpFTf375ijUOuhG4fYrMicujbNSLxJT5thIPx9DMvF6eUpmt0BRKHG2dUvsVl9CpggV9uHnSthF51ujacuDZGvtvGrh8nXuzQ7YxyZ/BqDkQCaEaPSMSk1LHqlMq7AEGuVOMnINJKqsyNmkPJdw+gJmP0VLm0lyBcGWWtVCUpVIl4QrRamFUBVElzdTHBqfoy2MIiuCxiGisfTotfdw5GxBVJhBaxNLm2cZ6Mq4fX6aHa+yPy2wc5BBdOqsNUOkEi4mTYbDAx9mfHxeRRFY22tRa1mEYud4Pvfnyca1Vlfb+B27ycQ6NJs+qhUNnC7K5jmMs3mfjodD17vOF7vJWKxQwhCDV33IcsuarUrRKMimUwGy1IJBi3y+RCXL8v0+0/x0z/9uTu6DizL4uWX19jYkBFFgwMH3ExOJt+PS+6eQlRC5PNwYV2kr5tcXof9w34EUcTn1ljYlgj7wuimSCrYpdRw4VJbfGof5Os15jb7qPIMlzZG+PSBK1gYlJt9PKqP4fgFhuMKhpVhtdAlVx9goxyh3h1lOt1jIGIR8/dIBgPMbckUm3a4tmk9zJVsnvFkjqhfJF+Po+t9DMtDozNEsbFNItAGq0K1q9A1dAyzRaffAKHH/dN/SrYik61O0jW9+IMu+r399PQCW+UGWrWA6qkgKTUKepqtsolhBlgpRtC0FpKkoKoVVDWEYVRxuS7j9brYaoQ4/PCDqOUuscwmU1MnyGY1XK4gy8sW0EaWk4iiC0WJopsm1YZMfylBIgHrzQc4v+am3z/JaGwBv6uA3ImxWduBJAXwekNI0gRb536TzxxTkCQviUCb//r0/4k38P/GNLtMT9vzqngizOV5icnrTu1Srcmh4w/TlwU2qotYiAQyx5lyB1hc2kJR7DwEPl+XT3wiTKm0gdstsHOn7TBQFIV0Gi5frqCqdvRWv19H09rIsgvLkhAEkX6/54SVvg84yuEdEkukiSXS6JO7GDnwJa7MLoMQICjMMTn+gzVvMorVZGmjz/p2j8XlTUajGeYLYxhqj5hnDdW1l6sbBg99/jiHCym++h9fQDD6zOYHWRL/iGo7ikWG9ZJCrdlhetBLri4iUKdQrxPyeBiMaFzd7KEqJgYKFjKjcZVc1aDWEXArJiFfAsusM7/lYsdAhM1KmaGoxFoxhGEEWcjv4U/OPcRE6hKdnolLTjEQdtE3imjmInAIqAGLeL1jCMIGut7FNAU07TAb5UGylWeZHg6TTlTB2ERU3Pg8E+Q6En1XlPn2Xgb3HMNTaRGLyaRSHQ4fdr3jAmK3282JEwoXLqxhmiLT0zA+brvxjh+P8/zzKzSbCn6/xqFDYVZW6oyM3LRmiWKUYrFyi3IIEAgIyHIXn88gHhdZXBSwLAtF8ZBO1xCEZXo9NwMDGjt3OiGRt8t3vgNf/vLrNtSv2gqB5HurXRw+bqQ+adc9HPlJkN94XQwP20rh5cuwd+9dkO8e4OChcZ752muEI0HCsST1xqsIloxFmahPpqd56WldfG6Bb7wmslFJcGK6zkDMxECj2glSqClkyz5WSg8jSw3WS14Ms4jXHSPkbbBeipKv72UydZ7lwiRrxRg93cX9O/4rIY9AsZHmzMowhqkCTWACWMc0Q+TrP09+Ng/kgTAD4Xl08yB+1xYupcUfvprCEseYGcoRUCbYMdBBcCkIVp9ofC/z+RV2DoEgeqg3/dw/Xkc3ZmjmOwTdPb5/2WQs6calKljiAPvGXOQIsbL6IooSwO8P4OYMyZAX05SBDjvSXlYKQTqdIUxT5IXZRxGtp5kcHsWtSnSMYTIjOzFNCVnuUiho6Poh/P4k7fY2o6NTpNMbVKseDG2bTOIMWjRJvtJiaCiDpg0hSUMIwhyZTJjt7QrhcAlNC1OvX6DXK/Lgg/cTCqXRtKdJp8Nsb0+QSgWxLAu328PiYo7p6dsv6TM3t8XW1sCNJRenT+cZHOzg8Xw0S1j8gEqpwpHBOLLURETnwZkOz10ZwOeRaHbLZKJeqp0JGu0q0YCFW95k16CIz2XgdfnZN+Liuatd6u39rORWwTQJer343Q1kUSPiOwYYyFKOWjvHevlBFvNjzKQ3aXVymFQAN26lTbMTYLMSxueuMRgNsF4OcGFNYasyTkdPYFnLuJQQF9aOEfFfwCUvEgt/AtlzgBcvzCNYGkORIKblIx7Io5l/RLU5zXOzYQLSNTq9EOu5FEfGa1hagLq2m6FwnnxrhrausVlN4fe/jKqOMTQUpVpdp1gs4/P5EYQyqdQWhw8PMDAgMzY2ytxchdFRk2q1gaZJ6HqJ+flV+v0gfn8Nn2+URiNFPH6EcnmDmZkmZ896AT+51s+xXpkjlZJxuXRk2YfbHSOZbGNpBpJklwEL+L0c3GMhDC8zMBBlcNCek+3dO8z2VpNLCyvIos7U3v0Mj07YP+rQ+C2/8SOPaMzOrmNZsGtXkHg89KYh1+FwgMOH8zfa7t0rMz4eJp+/QLerIEka0ShOWOn7gKMcvktkWSaRTJFI2glL1i7nsR+iNqrLR6MTpCEepWc+gw8X3a6Oa+A+NqqXCHs/R9AvorpcPProJL/1W68xvzbK9tYGewb+HBGfhKouATKL+X1894LKvuEtPEoWl2yyb9TCo4iUm24aXZBFKDY0cjUP9a5JqWkxHFPp6H6y5RFC3tN89+IwPjWA393HwmI+N0S5EcO04PLG/XRTy7gUL9lKDdPcjW7EUJQIkuRDFK+SyQQ4cmSac+fyVKsjeDwKtdo1dD3EwaMjpFIWW/Uc6UAbDR1/6FH2P/ApavV1xscNolGZw4encblcSJJ0W+c5k4m96Zq/YNDH5z7no9Pp8swzm3zve30qlRqCsMbAgK0gGkaVaPSN4WuG4Wbv3puxos3mNo3GWUwzzMDAFn/rb53E5/M6A84dUCjAxYvwD//h6zYWX4Tgx7RoncOb407Z3sO134eJX3jDx4IAJ0/C17/+8VUOE4koJz/3GRbOn2L/Qxn+61cP4mksMxIzmM228LldJIMK1a5IKrMDIbKPtvEd1ho9BEOn1pB5bWWAb772BDuHJoj41uhpBWazKbpak1YvhcUuuto1Lm98Gujj9W5wbOY5BkMemi2NVGiLiUSPa7lPA2eAHqAjCHEsy0BVIxiGhdsdYkfmaRTPMS5sziNLEh1D4/HdG0QDAUyxy2bVIiSXMYQI1U4On2cfZavGVtmFGpkhFrzGRg5E1z4a/TwaAks5N+ezB5HlMWam8viNTSanhlhaWqBUOkAonEGWX8U0+1iWCuYYCGE0TQe6uFwSlzYfomEuMDLWQhd3M5ppEI9f4Sd/cpyvftXN1au2t0GS0rTb5zlwYBLM05iFy2SSUXQ9x3MXLjA1dYzVVRMAWU4zNiayd+8RtrZ0tra6LCyY7Nq1g1jMRb9fJBTKYBhltrftybSut0mnfbTbjTu6DhoNE1m+GSonin4ajY++ctjrCZjCDjSzQa9n0dPznF49iCJPgXWVZ67IDEUztLoBDo+fYiqdx+/p8dqKyMxAmGZH4MWFQSqtMKOJKKlIErlXpdJSSYehp/VJBEuEfbCUF8jVFQym2G4YDMbinFnOMpUssFRMU24PsFZLMOXZpNQfJb89xlgii1mXqRo+Cs29DHojuNQaK0UfUyMn2TETpNEoc2Rnl3prG4yd9HpVJClE0Fum3o+xni/g9X6ZYrFLxGMAV+j32wjCANe2I7y0mCaeDHDwPnjsMTfZrB+vN4TL5eIP/7CKLMdwucIcPx7gK1+ZYH29Q7MpsnevmyNHMpw+vcl3viMRDPaRpEXy+XVcrizJ5EFkWbweqhzk4MEhNjfXkSSRbvccqmohSUXi8SBDQyGGho7g9a6R68Tp9Wu4VIVSXUMJzbDv0OQtHjtRFHni03voPzqNKIpva/yPRoM8+GDwtq6H8fEk46/TLY8eTXPtWp1OZwRZrrBzp1O7+v3AUQ7fI6LDh1lbepqQq0urL5PY9Tm2n38en1fHUDLULZ1QqEkg6MWwJognxwkE1gFb0fyxH9vBf2lr1JsPkuu3EcSnSHpHaAur+Ie+yIXNLHO5JJmwxUDYR8i3wmTKoKe7WCsG0I0gLlnhj05v0+qFqLY97EhH6Ol9lvJ9gt4wUa+IYQ3ywjWBVlck1zhOoRGgp38SaJKrjTCR+CYucRRBmCNbnsDlGkGSZhGEE+j6FNWqQDrdxe1uEQoN0WpJDAzAV372i7xy6gV0LcR69mUGpx4nlHiCgCzziUdGGR9/f8Jhzp3L0+mMkM/n0PUIzeYK6bSAKFocO+YhEHijdyIeF6hUesiyPaicODHIY48N0el0CAbfeg2kw1vzrW/BfffBLWH/hRdg6It3TSaHe5T0p+y6h5kfB/WNE4STJ+H3fg/+wT+4C7LdIwwNjzI0bJvSe+77+c1/t813npslHVplLHqRweQakneKycmvEOpfoVZ9iGJrkWRM5PmzXb722q9Sb+2nOD9HyLOXi+saA6E2uqlwfi0IRIApoIEoenG5DjE0uE1ILRMIejDNBFuNIp76AqY5hGG8CsQxzU1keQq/38LlSuDz6STSPkKhHAOD47jdbtxrZ2hrAdKqQSCgI/k8vLKe5sufE3F7j9Lr9wgMdBgKJJmbE3n5yhoJrx9ZynJpe5C1xh6azQUGBkREMcvYzlHum/kSptVh794M/+AfnMJsNxj1LiMbKgtbYeayQ7hcPnS9g6peJJEYJBJJkkjt5v5HEoyMFDl2bIDR0V1Uqw0mJ7tsb5fI5wUUxWJkxGRiQmYiHeTaKwvUai3a7SIn9nqYX3HRapUwjDyWVUeW4ROfGEOWJXK5KleuhOj1pm88N1S1yYMP7uXf/ttLWNYosZhCONxlZCR0R9fAwICHtbUaqmrvJ4olIpGPbiKaH5DY8SVOX/vPHMh4aWsaf3L2CG3jKAHVw2ZZZXZDY6WkMxpfIVsLs1b7DLnGa+wa6nIxK/DS3AjPz/86ppmn3dfwqpeJB8PUO0k2y5tMpZcIe90sF1VauouH95/lpeUkinKAtU6LqhDguVfqDGeSWEqfo3uz7E62KNfKtHUXntQBDu4eJjb6EC+9dJXV1SlK7SZqbInhkQWOHx+h0+ly7qLOam4AuadQKCTo9wWKjSgeT4ZQqIPLFaBW69I1TdpaD48MIFBsexDVRxgdP8s/+SeHOXhwiBdeWKNYlLlwYZP7738cjyeAokgYRomvf32O4eH7EUWRbNbANDeIRBS6XRNVFYlGp6jXA7hce6nV2iSTFrqeJRQSSKW8fOlLIQKBScAgFILNTS/T0zu4dKlFs7nGxESbR3/sL3Nh8UnEfg7FP8TkkSfecp70fq/9GxoKMz0dolJp4/XGmZyUnDnb23C9NuIXgLxlWbdtcv3QKIeCIHwG+FeABPyflmX9r3dZpFvwB0N49n2BVqtF3O1GVVU2tlQKvT5mYoRiw0doaJW8bjG5Zw9e7wpHj970Xn32szNcufIK5XKNatVFTTmC2yMyMbGXQ7ExRHEX3/3uCmbbhyskcLGwzkLxCn1ti6Z2gs2CiiiUuLo5yVhiBlls0uy9ht/jZXBAJRZI4pF0gl4vG6USa9VptqsCy7kDiGIT09ym2VU5dW2cuL9G3zxCuRUmFHoNt3sSlyuM31/GMASOHnUxPt4kl7vE4KDIyEiaVkvj8PFjQJgTJz7DtWt9dL3J8LDE+Pjth9LcKb2ewKVLa3S7o4iiRLvd4L77vKTTb51hdM+eQSxrk1zOwuUyOHZsCJfLhcvlWKDeLV/9Kpx4fcWezjb0i06mUoc34kpAaB+s/CfY8Stv+PjAAbve4eIiTE7eBfnuMUZGwoyNd5HkT9NotGnHdE78jMqZV1ZYbyRobi8QC30KSz7E2voKVSGDNxBHt5YxjD7Flo9cfT+XNyLACHAFSCCKMpJ0EZ9vN0eOjCP4Pks0+ByGvkyt6UEJH+TYoMD6+hVUNY0gRMnndSxrEa9XIp1uE43m2HfiIK7OMkHPIKWWi+HJo4R9dWTPCqgC5V6CBz/1GF/+hf03vtPmyixGcwM5VsOz82/y6uknsfRRyr0Y+c4IgfhJ9t1voSgtNOkYFiX27JHYtWucL39+ln62Q7fzOLOXriDKfdqWRCjUotO5SiIxw5Ej44yOxjDNszz4YIcTJ47dOHY0GmL37houV5RcrobLlefzn59keDjB2tUVPv+5HbQ7bU6fjlLvSOSzOWTZRzi8xBe+kGLXrpEbkS+joymGhmK88MIatZqMx6Nz8mQKn8/Dr/zKTi5dKl9fl+UnEgnc0e+eycTo9XKsrDQQRZODByM3Si59lPnKn/8E//gf+bh0fp7NrSYLW3vwBXaiaDViKR+//vMq4OHP/viPUbwGXsVFUQ9zavkSi/WDvLywj0jkPIaxk1zrCS5tlhnuiWiEqHTTPHV1g1TEh8c/zCOPiri9GpM1gbNnXyIW20EmM8HUVA9B8JG9/H2mBnbTq3s5Ge6wXjOQAyKxmR0cOhoglRrku99t02xKDAzsRrWy9IwilmzhHx4l7DlANTvP9upVri6l0JBIhPJMTx9mc/MK6bRBoxHj/MYYAeVlJHUcXd7HxMQaDz6ocviwnaXzwQfHAAgEOnznOyoulxuwM4R3OuoN5UiSJMplkfvuSzM6+hKzsx5AJJMZxeXSiMXWcLkk9u9fZ3LSxeHDI5TLLq5cUVCUKIaR5+TJMLlciXhcZ2jIYmZmEkVRGBu7N7KEud1uolEPPt8gotjF621hGMaHps7hWyEI/AzwG9iD9Brw65bF//0edP07wL8B/q872elDcTYFQZCAfwt8CtgAXhUE4Y8sy5q9u5LdiiRJBIM3LeEn759ClDZIDEaoVreZmjrMzp0DhMP+N4QsxmJB/of/4SQTE5fQtAGSyWlgkwcf9HPqVBNJmkBVVeYudUn5FzD6MyxuhNGFAXaPqIxMLXH+mkhu8TCDrBMLW9TF/ZT0Bnsf/AQJVaBe1zGMAtNDIfRqkr2qn/Pn+1y+fB6fb5JKZZt+fxcNs0IoNMRwtITHk0HXPfh8dY4fnySV6nL8eJRPf3r4huyWZZHNFjFNi0xmD6IofmAZPgOBLpVKEJ/PzkQaDEZYW+u8bZ00QRDYt2+Iffs+GBk/6uTz8MIL8Gu/9rqN29+H8AEQbi982OFjRvoJuPrPYfjHwXPrzSpJ8Mgj8Lu/+0Nhyh9T9u0bIJHIEQoNATojIxbBYJvPftHFn/yJwGb7GKPDdRKxEF7fFDVllJ/eN4Ug+Fhe/j7Foo/t7d2sr7fo9dYRRR+SVGd0tEMqdZBGw0ckEkMjxkqrzfGjYX72U3upNFQ0zeK11wapViOsrDSoVjdRlCaf/OQBgsE0R45Mkkz6eOqpNmfPVpDVnZjGd5mcvEQ4dJJmz8vI4F4OH7s1vH9wbDewm8x1O3b9S4d47rk87bYbl6vNsWMBkskYkiRhmiaCINx4Zt5/Ik59aY1CocHBg3E2sk2SV+3i9UePpuj1dHK5El7vNo8/nuLEiYk3nNNjx0bYs6eNrrsJBMZv9J0c3c/Kle8ScmnUWxoV6wAHDtih8amUxd69w2/oS5ZlHn547A3bAwEfJ0/+aOutJydTHzsDyd69Y/z3f0fnlVdG6XardLsu0ukx/H6F1dVzzMwcQZIkOp11hPpVAqKBYc2Q7z/IF79wH57vfZdabZpiUcLni9LT7wfvEplEipgOL83tJTp4lv07RXbuTOIZSPEXT34O0zRptzt4PLZxv9Pp8Ef/8Sx6U0XxH2azuUGxU2Zk5nG+8KWjAKRSITyeNUolN4qic+TIXyAe9yJJEg8bFs8/v8KlSwMce2SSp566hNt9kFpNoN+vs2tXiWPHQjz7bB0YYHb2PgKBzyCKbcbHN/jCFwbfcG4OHEhy4cIG29smum6QySwwMzOAYdxs43YbCILAL/7iUYrFy6ytCbTbKkNDMfx+lR07fDz8cJdkMgrA4CAMDNSo1YoMDETxeNz39Nyo34dUKn09KU0Aw9j40HsOryuGvwX8IEHGKPBbggA/qoJoWdazgiCM3bFMP0jnfy8jCMJJ4B9alvXp6+//PoBlWf/Lm7U/evSo9dprr32AEr53mKbJtWtbaJrF5GQcj8dNt9tjYaFArdYgm42C5eHK5UUqdY10WkAwLvHpJ6YR1QS/+f9dplwaZjBWQ5A2mdo9RDQ0hr79J6D3mJoaYr3QIzJ1ANN00euN8fzzV9jYUPF4mohiEY+nzuHDMYJBgVOnmiwuQih0kIEBHyMjFZ54wn3PFIdvt9v8+3+fpduNoCgWExNhRka2OXr0jQ/xjzh3tEDyvbxH/sW/gO99D/7u372+wbLgpV+AoR8D/9R7cgyHjyBb3wajA/v/0Rs+mpuDf/pPYXnZVhbfI277HrnXniHPPLPE9nb6uufIYMeOEnv3DjE7u85/+281RLPN6JDF3JJOOLaDnTvtYus+3woeT5Pf+701Zmf7bG/nEIRpEgmREycytNvrlMs+er0DWFaNROIqf/tvTzE9fXNi+sILK+RyA8iyi35/k337DHo9gUjETSZj15bd3Cxz7VqNbLbArl0xklGLcrFAq+9jZHSIwcHbqxVrGMY7rkcvF7YQCqeIBO1Ij42iRnTHZ/B4PDeUPF23i8S/G2+CpmlUS3lePZ2n29uDoqho2gaPPx4hGPxIJ9e6J++PVqvD0lIJt1tkfDzJwkIOXbdwuQTOnHHTqje4fKWDy21y4ECMmZkOly716HT8tNs6LlcWjA5bGzKWlGB6pstnnhigU9tEkt0MjO1+S+Xim//l9+jne7RaUTStRD84xaET45w4cWtEjGEYiKL4tnkKnnzyGq++qqJpEj6fzr59Fo8/Ps6f/dkcW1sDKIrAM8+cxbLK/LW/dpD9+8fetJ9arcnCQh6XC3bvHqPR6HDqVIF2W8Hv7/PwwwN4vbZn8ezZdWZn3Vy61MWy/OzcKZFOF3jiifEPrUL1zDNrzM76qVbN6yHhTX76p8c+iBwR79sBBIEVbIXwh1m1LMZ+9P6FMeBbdxJW+mFRDn8K+IxlWf/d9fc/Bxy3LOuvv67NXwH+CsDIyMiR1dXVuyLr+832doWlpRaSZDI25sHlchEKBW7cGPV6i5deWqLZ7HL//RNEowEWFwvUyxtojTWqFQgOzvDAg3vo9TReeinH9nab9fU6ExMpYjGLhx7K3BK+srVV4tKlLC6Xi+npBAMD0bv19d+U06fXWVwMIIouXK5tnnhi6EaGt48R7zhwvR/3iGHYoX9/5++8LoFI5Txc/l9g998FPpwPIIcPALMPV/43+zqJHXvDx3/jb8A//sc/lAH3R+Nt75F7+RlimibnzmVptQQSCYmdO2+G6l+8mOXqVQ+i6EXTVnC5BCzLh9+v8eCDNyeK2WyJpaUmCwsr+HxJAgE/u3a56ff7PPnkFVwuhccf38Xw8K3rwy3LYmUlT6ulMTYWxe+/Nfvz3aCwtUKvsoxpCUQyBwiEIu+80x1iWRbLyznabZ3x8Rg+30c7EQwfwvtjba3I+noXSdIYH/cTDPrxeDy0Wh3m50tIEuzalcI0LRYXC8iywNRU+rYVo36/z2vPfZfVxTVEzzA79x9k//7Mu1JENE3jxRez1OsyPp/OyZMDuN0uer0+zz2XpVZT8Hh0HnggQSh050YIy7LeVK5stsjWVoV+3yIc9jEzk77thID3IpVKg6efrmGacQyjwcGDBjt2fCBrcd9P5dB8i/4ty/rRJ1Efa+Xw9dxrVl+H959qtU63q5FIhD/UA9+PwF3xHP7+78M/+kfwr//16zae+3XwDEDioR+5f4ePOPUrsPF1OPHbbyht8eST8Kd/Cq+88p7VPLwnPSPvBbVag06nTywW/FisS3N4X/jI3h8OHy36/T7FYp1g0IPf/4F58z9WnsMPi1k/C7w+TjBzfZuDAwDhcJB0OvZxVQzvCpoGf+/vwc/93Os21q5C7QrEjt81uRw+RAR3gX8SrvwLOxz5dTzyCNRqdlkLh7cnFAqQTsccxdDBweEjj6qqDA7GP0jF8P3m14H2D21rX99+V/iwKIevAtOCIIwLgqACfx74o7ssk4PDx5p/9s8glbJLWABgGjD3v8PAEyB+7MJ6Hd4tmS9DYx5Wv3rLZlGEv/pX7fDSWu3uiObg4ODg4PB+cj3pzC8Dq4B1/e8vvxfZSgVB+M/Ai8CMIAgbgiD80u3s96HIVmpZli4Iwl8HvoNdyuK3Lcu6fJfFcnD42PLss3Yimt/8zddtXPwPgABxx2vocAeIKkz8JZj/NyC5YfhLNz46fBiOHYO/+BdtD6ITGODg4ODg8FHjuiL4XpSu+KF+rXdVg+TD4jnEsqw/sSxrh2VZk5Zl/dO7LY+Dw8eVJ5+En/gJ+PVfh2QSOxxw+T9B7s9g7C/yIRpWHO4V1ChM/wqs/ieY+1dg9G589Ku/Ctvb8DM/A53OXZTRwcHBwcHhY4Azi3NwcLgtFhftML+vfAX+x/8Rjhy2oHoZzvxt2P4uTP01kP3v3JGDw5vhSsDM34TmGrz4c7D+h9CvoSjwT/4JVCqwfz989at2rSsHBwcHBweH954PRVipg4PDB8v3v28XIC/kTVZXDLp9O9HFYKzAzz/4Deqn1nnm1PUEIu4pCHwe1i2gctdkdvio8AXo5uDcOeCsvUlQeCARQq4e4ytfOXmj5UCqx2DGxZ/7c6+rs+ng4ODg4ODwrvlQlLK4UwRBKGAv6HwviAPF96iv9xJHrjvjXpUL3hvZipZlfeZ2G7/zPfKPU/APMj94NxpfYW/mEpKo32jR7Ipmqycab3ccC0sUEMzbleuDwpHr9rmbMokiQtBtSi7FvCWNeLER5/TyUXq6+/qWlxpw/7y9lv8tue175Ed8htwrY40jx604ctzKD8vxQd0fd8K9eq4+rjLAvSHH3ZDhjuZYH3Y+ksrhe4kgCK9ZlnX0bsvxwzhy3Rn3qlxwb8v2o3KvfjdHrtvnXpQJHLkcORw5PgpyvB33ioz3ghz3ggz3ihz3ggwfdZw1hw4ODg4ODg4ODg4ODg6Ocujg4ODg4ODg4ODg4PBRQRCEYUEQnhIEYVYQhMuCIPw/b3dfJyHNO/P/u9sCvAWOXHfGvSoX3Nuy/ajcq9/Nkev2uRdlAkeud8KR41YcOW7lXpHj7bhXZLwX5LgXZIB7Q457QYb3lv9b+BngN4ARYA34dX7G+lHrHurA37Ys64wgCAHgtCAIf2ZZ1uw77eisOXRwcHBwcHBwcHBwcPigsRXD3wK8r9vaBn75PVAQbyAIwjeAf2NZ1p+9U1snrNTBwcHBwcHBwcHBweGD5ze4VTHk+vvfeK8OIAjCGHAIePl22jvKoYODg4ODg4ODg4ODwwfPyB1uvyMEQfADfwD8Tcuy6rezj6McOjg4ODg4ODg4ODg4fPCs3eH220YQBAVbMfxPlmV97Xb3c5RDBwcHBwcHBwcHBweHD55fx15j+Hra17e/awRBEID/AFyxLOtf3Mm+H0nl8DOf+YwFOC/n9XF63RHOPeK8Poav28a5P5zXx/B12zj3h/P6GL7eP+ykM78MrF4/1irvTTKaB4CfAx4TBOHc9dfnbmfHj2Qpi2KxeLdFcHC4p3HuEQeHt8a5Pxwc3hrn/nBweI+xFcH3LDMpgGVZzwPCu9n3I+k5dHBwcHBwcHBwcHBwcLgzHOXQwcHBwcHBwcHBwcHBwVEOHRwcHBwcHBwcHBwcHBzl0MHBwcHBwcHBwcHBwYGPaEKajxrdTpvS9iqy6iE5OIqdndbBweF2MQyD3MYSAKnMBJIk3WWJHBwcHBzeCdM0yWWXMQ2N5NAkiqLcbZEcHD7yOMrhXcA0TbrdLm63G1F8a+etruu0mw3qK08xFJPpdXVe+d7TDKVimIh4k/uIp0c+QMkdHN47+v0+pmnidrvf1+MYhsHqhe8wHOmytZnlzNkSidGDuKI7GRjd+b4e28HBwcHhzjFNk1arRXbueSZjXcDi1W99jYGRGUTFT2zsOP5g+G6L6eDwkcRRDt9nup02+eXTiFYf0ZtG8Wc4dapGv+/D5Srw0ENRotHALftYlsXqlRdw65tk1+YZGwghCKPUq2VGpVkivvtxuVxs51+hE0rg8Xje9NitVgvLsvD7/R/EV3VwuG3OnFlnYUEBJAYGtnjwwbH3zSOe21gkaK2yceUqYmeVCa8Py0yhdg3KhTDRRPpd993pdNA0Hb/f97aGnnuNerVENXsBUbBQw+MkB8fvtkgODg4OAMxeOMvLT75As3CFvUM1XFMZTCXM8dEWFXOTeHSMlaXn8R/8wh31a1kWrVYLQRDw+Xzvk/QODh9+HOXwfcCyLARBwLIstuaeYjxuAtDpzvFH38nhDT2Grc/FOH16lU996lblcHv9GoOePKriRqu5UHvrtDtx+p0GQffNnyzsFWjWK29QDi3L4tSpFU6fNmk2LUZHK/zMzxz5UE1eHT66FItVlpZCeDxBAAqFEAsL20xPD7wvx+v1+6iNJVShz2BCRTd6rBazTKUybNQL71o5vHAhy5UrKqYpU6m8yoEDKUZHA2QysXct6w/GjveTXq9HY/UZRmJ2eFalepqy4iaaeH/Ov4PDbWNZsPqfobkMU/8PcMfvtkQOHzDF7XVyl19m2JXFPyHjNpvo9RpdioiRFNjTKVxCB9M0b3teY5omzzyzQj4fxTD66PplZmYGGR31kU5H3sdv5ODw4cNRDt8DOu02zzx1hkpFwscc+2ZcCGqIwOBRAnILsJU3j1vB6lYgdHPffv+Na5+MXgvVY/800WSG/EqeSKBFqy+wUdDYG9VwuVxU2hDJRN+w/5Urq/ze7xXJ52N4vRLl8iR+/1m+/OUjtFodzp4tYJoiIyMuxsYSwPUQ1nYbj8fjxPQ7vK80Gl0k6aYCpSgq7bZxW/vm81UuXKhjWSJjYzLT0++s2IXjQ2xckRgOe8hXDTp9gY7SZzVbIjR1/LaOa1kWL7+8xva2hKKY7NolMTur4vMlOH9+m3b7MP3+NltbEkePFm7cV7dDu92mmN/AqswiCzp9OcHo7ocQBIHZ2S2KRROPx+Tw4UFk+d0P2a1mg3olT7fbZfB1wQSRoIuN6pajHDrcfWb/P7D4HyAwBSu/B0+8BGronfdz+MjQbWxT3LiKXjqPFZAomALD7j4NQ+PcfJGp/XvsdtadRWtcu7ZNtTrM5uYWr7xSo98P8MADbTY2PJw8WWZw8I1zKU3TOHNmi25XJJWS2Lnz1jHyB55IURTxer0/2hd3cLiHcJTDO8QwDF54YZ1KRcbtNtg1I3L2yd+nW/VhtGYR48PU8iEOHvCznD2L/LpTbJomgYiLvq4hywq63md42Lyl/16vz8V5i9nyJolwj8GkQUFLUWoMEpSWmRgfZ2PpIh33NKP7Pv2m67W+/vVFrlzZBYTo9yVEcZszZ8rACq++WmBwcIKRkRinT1dR1TKKIvH88w00LYgs53jgAT+pVPj9PZEOHxsMw+DllzeoViU8Hp3Dh2NY1hZgr5ft9XKMjIQwDIMXX1ynXJZxuQyOH48RDt/UYnq9Hs8910JV7f0uXKjj8ZTe0VMXCoUoD52grW+x1nVB4yqJgS6W1qBVyyMIAo3yJrLLT3p48k37uHx5k62tQWRZwTTh1Kk5ZDmBpmk0Gm5UVUHXBYpFi9/5nTlisVV27HDxyU/uukWhazTavPBCnk5HJhjUcLkM1teDUHqJXeM99u1LYpkVsovnqHZTLCzEkWUX1arJs8+u8thj7y78s5TbQM+/RDIos1Wrs1SvsmuH3VevryO5Au/Qg4PD+0xrHa78Mzj678CThqv/As79Xbjv399tyRw+QGZnr9EtvIrbbBMSdTa2OlzesJieGWR0bJil+YtI8WNMHHgUsOdVr766Qbks4vEYnDiRxu12vaHfXs+kWCyTzYbo9RLIssqVK1ep1wtcu9bl4MEGJ07c+sx5+ul1Op1xBEGgVOpgmpvs3j1447hPPbVCsRgFdCYmihw75uSAcPho4MQZ3iGnT2cpl0cQhAy93ijf+caT1LZd9PsDqFaAdmGeet0CQBF7+AaPs1owyBa7rFYDfPpLn2FqKk84vMH0dIEjR4Zv6f/UqU004xDZzgPMzVW4enWb6dEkZvEC05MZkoPj7Nx/kng8QTQx+Ab5crkKxWIS02xhmj7KZYtSaYl2O02rFabf38FLL/V46qkV5ud7LC5WOXOmhixn8HiCKEqGM2fqH8i5dPh48MorGxQKwxhGhmZzjFdeKfKpT8WIx9eJRjd4+GEXkUiA06ezlEr2vdXvj/L888Vb+imVGsBNRVBVg+RynXc8viiKDO1+Aj24H8WfZueRzzO571OMjY1RXX2efvZpMu41wv3zrF59+XXHq/O9763x7W9vcPr0NrJ806Muy3Fcrk0EQUAQDDStgKqaXLlisbAQIZ8/ypNPxvjWt65hmjcNQKdO5en3x5CkDOvrQZ58UkSW/UQDbjrtBJubFSRJQjDabG9byLLrxncolRQsy3pXv0Erf4lUxIUkSWTSETRTZa3QJ1vssd0fJD089a76dXB4z1j495B6zFYMASb/Cqz9PtSu3F25HD5Qrl1dRLKSIA5yas7CMiAdlhiLp6i3ZQ4cPkkoEsfrs5W4117bYGtrCF3P0GiM8uyzm2/a79hYhEplA0XxIQgGUKLdliiVkqjqEJo2yqlT9jNH13WefXaJJ59sc/lyHk3TUBQPudzNsXxubotGYwSvN4zXG2dlJUypVH2/T4+DwweC4zm8QxoN8ZZQhvy2znTST7dr0TMCiGYVrLadfrnUJclZJFkG/w7Gx3cDsG/f0Nv0LyOKAm6pycTkYQShSCQSxr8yS6/Xw+2yPYUCbz5JzOVaRKMB9u0LcPXqNQRBJhTaYs+eo7hcCpub62jaFM1mGbc7xNWrKwwO3iqPrjs2A4f3jnpduuWeaTQUAgEfJ0/emhDgh++tTsd1y5qSUMiLYdQB+x7QtC7h8O0NYW6Pl5FdDyBaGuFg48Z2o7lFbNIOFXK7FOTGGqZ5DNM0efbZGrI8cv07CDQaK4yOjmEYBlr9Ke47Aktr59mze5RuL0m5rNBorJPJzAAgSXGy2Q6NRpNQyF5f2W7L/CBqW9N0NM2DoripdL2EAxaaZtHu9pF9KVwug2735ndwuYx3vR7xh/eKJgcZ2vdF+zOnNI7D3cY07HDSA79xc5vih+GfhIv/CB78L3dPNocPlFpTwWNN0NO3ifqKuFQffcFHwOumWs0Du2+Z/9Rq4i2lier1N18WEwz6+NznYnzrWxtMTOgYRojV1Tp+v4+xMdsg0W4r15cQZCmXRxGELK1WktnZPPv3J3G5biqHvZ6FJN18/kiSi07HMaw7fDRwlMM7JBSyaDSMG4ORHEij+psYRpV6N878Zpv9n85wteBlONEjGbYHsXrrCqV8mFjyZkhCu91GVVVUVb3Rv8+n0+mAadkJbbweezCyPCkaLR23C8q1NrmyAHMv4o2O3vAgGoZBNOpmclJEkhpEozKWtc3P/dxJzp1rMjfXp1LZplIpEA5H8PnqRKMDDA5aLC93URQ3ut57Q6irg8OPgs9n0OvdTLTi8+lv2i4ctmg09BsPXJ+ve4uy6PN5OXCgwtmzcyiKh9FRmJy8szAeT3yaYuEl4iGVbk9jsy4TXZ1DkD0MDI1gISAIAu12G00L8YOI0LGxIarV0yiKTK96mi8/pBMM+phMu1gp1UnPHGV+Poth+Gi3bW+fYdTwemUU5eYwGwhoNxS+SCRMuXwBURxAijzK1e1vE8rEqUoTDA5PE4x1efrpZZpNH4LQAFp84xsbeDw6DzyQwud78yzFb4YSnqTWvEDIr9Js9xH8M45S6HDvUHoJlAD4fyhsOvMleOFnobUGPidk7+PA8U98kj/9D7/Fw1N96jUTSYmD6qLT7aO6BQrVPpYvxfrcSwAI+LGsoRvjmdf75s8XgL17x5DlLVZWZDStQr9vIQjpG3kWtrZW+eY3Lc6cKTI66md62s/8/Dq1WhNFaXHkSOZGX2NjYZaWtlEUW7GUpC1Sqbc2/Ds4fJhwlMO3QdM0nn12g0pFwePROXkyxuHDQ+j6OqWShNtt8Mt/9UG+/2eLNPs9BJ/Mz/34E+zZN8jpZ79GvDPLdt1NfGiGoE9lo1GC5CDdbo/vf3+TZjOCKDY4dEhkaioFwP33p3nhhRU6gQi5xjke3xuh3uwRGHkAKZJhrZKjlLvA4ekwglCklM+yVN3P7JxKp+PC5+syOWng87kRBJFduyaYmkoxO3seTRsgnU6TSnmwrA0GB5P4/U0OHRrD692iUjEIhyVmZobf4cw4ONw+x48P8vzzq9TrMh6Pzv33J9+03aFDQ+j6BsWiiNttcPx46pbPl5cLXLwoIAgpVLXKrl2pN+3n7Yglh6irj7BRzFIubXN07zBCYw6fWObChTLJPT+FIAh4PB4kKQ/YHj9d73PkyAC7dw+ycfkqweBNpVWxWkiSRD4vIIplrlz5M2TZZHLSy549mVsSFTz00CCnTi1SWJsl4q/yhccGqGlLiKLKjsefIBK5ufbP63Xzuc+N0+/3efHFFrXaPgRBoNeDU6dWeOKJsdv+3unhacoFPxu1Au5QlKFU5pbP5+e3uXy5fz3Rj8Xhw84Y4PABsvENiL1JcijZB+knYO7/gMP//IOXy+ED55FHD/NH/7HHa3N92t0gg4kWO/cOsdjyMT1zP1ZsF+ReZjhuK3RGdJ2reZFuL4jbrXP//W+fDGznzgF2Xi9va5omr722QakkUiptk0jsRRCCqKrC1as97rsvysmTEbrd82QyQbLZMuPjKQRBIBz284lPmCwsbCCKFnv3pp1kfg4fGRzl8G145ZVNWq0xXC4B04QXXljhC18IcOLE6C3tfuKnDlKrNXC5FLxeL6tXX2Ik2GDpQg6/qjJ3pYgcHmaxMUTgwjr9fgGP5xBerwCEOXcuy/i47Y30et08/vgYAJo2TrmwieryMhKzBzzF7SdkzN+wksVCLr777fOU6mnq9S6e0AimafDFL07e4hkIBGIcOZIklRJ55pku/X6QxcU6u3bZXsKZGSdTocP7g6IoPPro2Du2E0WR48ff3DtgWRZnznRwuezPs1mLf/kvL7Jr1yAjIyZHj75xv8LWKr1mGU8oSSx506IbDMcIhmPQzREPx9jWZ3jhUo5s2U1K9ZDIaCiKwsmTHs6eXUPXRQYHDXbtso9hykEMo3kjekAT/Jw9u0WrNcbOnaM0m4uUSjp79gyyuVmh1+ujqgrXrm1TrxsE1QUeecxAksJYVpvV6ipj+x59y/OiqirttnLL/dxq3fnQHU0MvGlG0mq1wfnzCm63bQFfXm4TjeYZG3tzJd7B4T0n+8ew41ff/LPMl+D0r8H+/xlkJyPkR50//eNnMFouEokhhLBAo1/kzHaav/U//ff4/H6yK1fJxG6Of6NJF5X+BvWGhSFE6XTCBIM3o7NcLtdbKm2iKHLfffa4/uqrsL1tGwN37oxy7twGjcY1PB4LTYuyspJB13vkcqucPDkGQCwWJBYLvr8nxMHhLuAoh29Duy3dMiHrdpU3rUMmiiKRyM1025JWZXvbpGEdpdlYY227ydzsDA8+chiAixfrTE938PvtB51pqui6fkvcPNiT6tSgrYhqmsb2ynl6nSbUy+hakFKph0CfzcU5Yr6jWF2T85e2ePXVYVwuN489Nnqjz1DIpNUyyOctpqczyLLG4cPj5HIb7/2Jc3B4jzFNE9O0H/DtdoflZYlgcBBFybC+3iUazTExcdOTuLFwgZA5h1DborbeYitwH3uPffLWPgUZC4uVZQN/cDeevkW3O87p0+ucODHC4GD0TdObD00dYWNeR9LLGHhITh1n7XQVURRZWVnm6lWBfj/IuXM1ZmZ8XLuWp9k02NoaQJZV1i/+KcZMh7GxCOlUGNmsveP3DwYNikV7/aVlWQQC2o94Rm9SLrdQlJv15FTVS61Wfs/6d3B4W7oFaK9BYOebf+4dguAuu/7h5C99sLI5fOCceuo1dPMB5nObBNwdKk0XljpIu1mlsnmJfL5AMNFBsAS2tluU88uUGiKR0AHavSZ/8kfw0KODXL3ap9UKI0l1jhxRGB9/e49iPK6yvt5CUXwoisKBAypf/OIML7+co1q1Iylk2cX6uoejRzXHS+jwkcZRDt+GaNRibc0uO2FZFsFg/7bW6RiiB00TCYXjmEaMlStlyq1her0+LpdKKhWhXM7j949hmiaRSAOX660HLtM0Wb/8PcZjGoJH4Pn5IqdPt4nFhljc6EFfYavRpViEhFdhtdum2Rzh0qUtDhyww8eOHBnCMDaQpBKy3GbHjgF0XafXa99RIVkHh7uBJEnE4x1qNYNWq4dhmFhWk+XlIpGIm1rth5Sl9gqt5gIJT5N4TOTa9pNsr4+QHp6+0SQ2coSlue9RrutoZg/dcxyXINDp3LwX2u32jTDT18syuuv+Ww6XTDYoFjtkszVgN15vC5crzOLiKidPSpw6VaVc9lEobOLW48TcbUzTRadTRAi+MevwD3P8+BAvv7xOrSbh8xmcOPHerW1Jp0OcPVtAkmyvYq9XIZ32vcNeDg7vEflnIXwAxDfW/L1B5sfg6r+Eib8MzlrZjzSeQJQyTTraFF1dptZeYEccKL5EJuxiaNTiyVPXaDeiuFwx1tZVei2JUqABSNS1Jb7zHYGRkaPYEf0RzpxZZ3T07ec54+NJWq0s6+sVJMnkvvuCqKp6y+VmWRbdbotez+cohw4faRzl8G04dGgIyFIqCXg8BseOvfMkDiA9eZzLl9ZoVVvMLRiU+o/Tblc5c6bK4cNh4nGBvXslSqV1RLHHkSOjb9tfu90mqtbpdgVKhRxmX6arHqHiOooSXYa1V0h4muD1U9enEQQ7e1e/f7MPSZI4eXKU4WE/L79sUKl0uXq1QCZj8a1vrfPoo3ECAWdC6HDv8olPjHHhwiahUI+rV9dptU7S67lYW1tnZubWkha6YeExq0iinezJrarojXVgGsuyWJt7Bam3hSjJlOQpfP6H8CkqmtYlkRDYWl/i1ZfmqbVnUN0BRkfzbwgnfz07dw5gmpssLuoUi0tEIqOYpgGUcbtT5HIeXK449XqXQi/DleyfogZgrSLzxb9w8h2/uyzLPPDA248TmqYhiuIbIhDeCa/XwwMPdLl8eR3TFNi7VyWVckJKHT4gck9CeN/bt4kehWv/zlYkU5/4YORyuCt8+vMP8OtPfo+AsEyvr9MQXPxPX95BImyP8e12G6vXZbV1gFT4IN7wn7K5VsClSrjYoFtu0q8vEI+O4vXbRnfTVDAM4x2N4Hv3DrF3763b9uwJ89RTG1hWkjNnVvD7+/zJnzTZs6fOnj23Nyd0cPiw4SiHb4Moim+oQ3g7uNxuPvPTP8u3v30RfcvPRBqCwSTb230qlYv82I9NIooCs7NVNC1EobDBo4+mboSZVioNXnmlTL8vEY8bHDiQoFzr4OrMkYnJdN0lZtcihAcfolVZxgDSCR2PUuf5ayukRk/Q75cQhC7f/OYahiEiywVGRxNkMiGeeELkd393lsOHZwgE7Hj5M2fW+MQnHOXQ4d5FFEUOHsxgWRaLi11yuTymKTAy4qLRuNWb4E3uJ3fmOYJug1LTxBebpMn1jHSrVxhQs6j+65bfXUXW2uvouotUSsAnrtJbv0JCiCAYZ2ibnyCbTbCxUSCTeXMPv2VZ1OsaHo+E32/g8aySSoXZuTNIs2kRCPQ5c+Y8KytVvF4v4U88gpwewi2v4Qv8aGtWLMviuedW2N72Igg6u3cLdzxpSacjpNORH0kOB4d3Rf45mP6rb99GECHz43DlnzvK4UcctzvA0MQYZ86I6HqHdNrkqafLKEfqDKTddAqXGQ1VMVni2mqbrjmCZm3Qa1/G4+4SCmXYudNgq/I9LN+fx7IsotH2jayiP2B1NU+j0Wd4OEwo5H8LaSASCfDZzyp897sXmZ4eJRazQ/AvX84zOdnF7Xa/r+fDweFu4CiHt0m12uTcuTKGITIyIjM9nX7b9qIocvhwhnbbg8tlK33JpMnEBKRSYf74j1eR5dHrqfITvPLKKo89NoplWTz7bAlRHAMgl9OZm9vC7KpMqCbNdg8lFGE43uaZU5dR2lWS/km2+x5CAwITgkV6d59jxzRefTWAy5ViZWWdbHaMqSmIxbqcOCGQTA7ict2clGqaE1bq8OEhGg2SSt003Iji+i2fJ4fGabd/gdnV50lGfNSNMKkpe82v2auh+m6GBEX9EJtJEAwG6ff7VK6eoouIJCmkIrBYuoLsfYBWq/KW8ly+vMnW1iCmKdPptMjnmwSDFe67bz+rqwXK5QCC4CKRSFAqbTM/n2Vw0OLBB996UnK7XL26RamUweNRrstSYmSkSSDwo/dt97fJ1paJqhocOZK8oxIaDg5vi9aE5gIEpt657cCnYfn/gtpVCL3F+kSHDz2rq9vkcjuIxRKUSnlqtQDZUp1X5pYZ3niSQ1MSZmqK0sIm7ZzGSnsUnTHS0SjRhM6Iz8OOHQbxaouiuEQwqHLgwK1RF6+9tsbaWgJF8TA3l+eBB7S3NY55PG7S6RSiGH/dVje9Xt9RDh0+kjjK4W2g6zpPPVW+URD7woU6LleRkZH42+6XSkWJx5fJ5xN0u12CwSK7dtlrnvp96UYNNQBNu575UNPo9bz8YImTJMnU6wITQ1P4FTe6oTPidlPqrzFpBFDNEcZDKpvZMrGITnAoyuM/foB8vgL4sCyLXE7A7Y7QahUZHEwwP79OMqlTLts15fr9FpOTjnLo8OFAEAR27ZK5dKmMogQxzQJ79gTe0G5seh/a2E56vR4pr/dGSJHsjdPpbuFx28pUvedi4Hq5CUEQsBBIJgNkN0rISgwQMIwso6M3Qy0Nw7glfLPRsOuZbmxIJJM7CIVajIwInDu3haL08HhkXC4vHo/Ejh1jpFLLHDnCmya8uVPabRNZvqnsiqKXVqv9niiHc3NbzM1FUBQPnQ489dQyn//8mFMj0eG9ofwqBKZBVN+5reS2M5fO/q9w8nfed9Ec7g6CIFKtCuh6j243hGkKGIZEOPNZyvU63kGF8kad8bEIirfMQDBGp3MI1TpPJJxjcLBHKhmjI4bZc2DixlhlmiaCIGCaJsvLMm63PclS1SRzc+vvGDkxOupjY6OEqsawLAufr0ggMPZ+nw4Hh7uCoxzeBvV6E02L3lDmVDVILrfByAhsbpY5e7aJaYoMDNyaUl8QBA4dSvIHf7BMPu/i6tU+pdIshw9HiMcNSiV7gqnrfVIpjeWLTyEbZcxKnY75Y7i9UarVKoFAjdjQbrbms2RidjHYip5hcHAMTRvi6vI3kZBRUgkyA0m2L36NvmbQKCeJpe0U+breJhS6OYF88MFRLl7cpNWCVEphctKJnXe4N7Esi/zWGpZpEE+PIMsyu3YNoCirPP30OSTg5W8vsGtnCDU8yciOozf2VRTlDYkD0sPTZJd6WJUNTEEmPHYI+frNrSgKffc4hrnC3r1uXru0SXJsjGP3RXG7XXQ7Hbbmn8ZNk56pEh1/kGA4Rjwus7raBKTr/bRptVw8+2yNVCrJ5uYm6XQGv9+LplUYHBxEVUWee26FSkXG7TY4cSJOMHjnod3Dw35WVuxJC4AsF4jF3pvSNPm8gaLc9BS2WgG63e4tCXocHN41hRcheAdewMyX4cVfgOYy+MffN7Ec7h6SJFCvL1Iuj+OVXmAsXiEuelhfqbN77yT52jq6btLp63TVfYRCMVwuNw89dJLNay9S6lQwSm6Sk8dtY59lsXrlRVQti2EKSJE9/KB+7Q+4HVtXOh3h5Mkyq6sbyLLJgQMZJ5GfwxxY0BwAAQAASURBVEcWRzl8CxqNNq++WqDflwiFOoD/+gt0XcPrFej3+7zwws3aa+vrPYLBLXbsuDkxO3euTDS6m4WFCpIUZ3FxjUgkwc6dRbzeTZpNgVhMICDnGfbWEUWVLzzi489e+BqzKwcxDB+qOsyLL+V54P7PsJpdpFxpMbF3gNdeW6JbnGfXoIYkaDS2TpOyFEx/lNGRcR7Zu8qF/EXGxjS6XZ1EYpReL8fevTLPPrtOpyMRiRiMjzuKocO9iWVZLF94kiF/DUkSWbs4S2bPE7zySpannzYpFnczHf4DEvsyNHIFdsXW2V6PkB6efNt+hyb2Anvf9LORHUcpFzJ02w3u/2IG9+sUodzSK4zHdMAOJVpdfYlg+POMjkZ5+unn2N5uIQiTPPzwIAsL68zMjBOJRDh+XODpp7/P0NAIExMhxsZMslmJcnkEURTp9eD551d4+GGBV16xx51oVCcdLiH0K/QsD2O7jt9QYl9PMhnm+PESy8sbCILJwYPx9yyTntdrUS7fzPKnKB1U1Vmb6PAeUXoRIoduv70ShKEvwsV/DCd/+/2Ty+Guce3aBq2WjmC8yKHxK3jcPbyCD7HS4fLsZ9GmJxlI9Lh0oUkyvQvDMPB6N2lk5xhUlzGtCqvrFQZ2PAjA9vo1Bj051KA9Zherl8gM7Se72UBV/WjaNrt3396677cqb+Tg8FHDUQ7fBMuyePrpHGBbJre2+vj9V+n1NAxDYmBAY/fuUarVGoZxc1CRZReVinFLX7ou0uv1MAwvxeIGxWIZUbQwzSo/9VMHbrTbmJ1HFEXanS6lUouov86kfxdut62QNhpeXnn1Ki++aLK1NYooNgm7v8b96WdRGyK6qHLfaICu4Sbp1tlYNclkxvGOBkkNjZHPV6hUNv//7P1nlGRXep6JPseH9ya9r6zM8oVCFapg2UB7QzabRiIl8UrUkkZmRK01cnN154408jOcJenKkKI0IkVSZNNT3c3uRjt4oCzKV1alNxEZ3ttz4rj7I9EA0UB3A+0AkPmsVT+iztk7dpwTJ3J/e3/f+zIyEuGll0oMBnufrVCwuXIl+6oR7B8nm62yu9vH64UjR0b2V8n2+YFTKeYY8TfQtL20s6m4zbWrFykUTuE4PVRpgEdMUqvViYQlPJqM1W+Q376H3dnFQSYxdQqP18f58ztUKjKKYnP6dIRkMvxN3zeWHALeWFcsucY3vNZpNjv8yq+sksmcIp3u4/eX6HRWWVwMEA7vBVJ7wjnTjI+HUNUKZ88ucP587XXPVLer8PTTBWAGgKWrL+KdukZAKhKQda5+4VkWHv2fCEXibxjX2FicsbE3fo63KrpQKNTZ2emiqi5Hj468mjJ74sQIrdY21aqKLFs88EDwbauh7rPPN6V6BSZ/+u21mfiJvd3D1v8bQge+/fn7vKdYXa0zGBwh4PGhqS62vYNptvALfm6tyFy/bjA+rjPiL9Ba+wWGJ7yMHDhEd/sryGIZRfVzX0rn5gu/y+kP/Ay20Ub1vjbVDXhEDiSDTM+YNJs5Rkejr4oBvpPousHt2yVcV2BuLkw0+sZSiX32+UHxrgoOBUHwAM8BGntj+z3Xdf+RIAjTwG8BceBl4C+4rjv45j19d5imSb/vf7XuT1FU/P4YH/3onlLi13PYfT4v6+t36HYnkGWH6WmJxcXXX9KJCZlKxaDdLrKzI6NpLroeZXu7w/rqMpFIlHgyBWqMSnWXlWUHWUlwc0Wmr5RYWPDTbZdxXJu1tTrV6gmCwSCG0SbUucqJSUjEvWQz2+RKI8geidFhCbHTotRySRzcm+CmUlFSqb2Jarutoml745MkiWbzjUHf1laZK1cUNG0M27apVLZ4/PGZ79MV32efN8d1ndfVtwmCwMAwkSQFj8eh241S60qkbBfNY9PqDmj3dSbYxv9KGvX26lPsdg+yvqLiC8QQRR8vvrjDD/9wEFEUcRwHgF63Q7/bIhRNon39AfkGHDVOZvcGgiuSSAYwxRjXr9fo98fx+SJABMMwGRryMDnZIpfTEQSJzc0BY2PpV4yYJ7h5c4dwGDqd12oXVbVDvx999XcnILeo5Lc5ep8H8CArXeo7FwlFPvqWrt3lyztkMnuiC/fuFXnkEZN0+o27frlcjZdectG0MRzHoVze4oknprhyJUM+LyHLEufOeRgdfWNQus8+3zG9XXAM8Hxrcbc3oARh/FNw83+Dh3/7+zO2fd4xZNnBshLU+hVa3SyaHGJ3t0mp7SL4ZapVlZC4y4c+5EcUF1HkMoXbf8i5yRoRr83AbJArOqhaE9u28UdHqZc2iYb2ftPLHYH0RAJVVRl6m1+97xeWZfHlL+eAvXruTCbPE08I33JBb599vp+827aCDOBx13WPAyeADwuCcBb4P4F/47ruHFAH/vL3cxCKoqCqr/mm2bZNILAnOPH1iWq/r/OZz9wEgihKGxjQaKwzO5t+XV8HDgzxwAMWHs8SAKo6TbG4gdz6PI2r/5bapX/OS1/4JUZmjvLicpRMI8FqyUdq9kcoldrUMk8xJDzLiPAZfPYtXHfvlum9HGMJld2ai+O4eDWJ1Z0qcnCY3ZpAvhslOPkY2psoafl8rxmGO46D37+327m9XebSpSxLS7tsb+toWgTYCyArFT+DwfctHt9nnzclkR5lt+3DcZy92pGyw7FTZxDFDGNjCn5/kaIZoSu6hIZT9HzHCHoFPJqIyyvPbD9LY/1JZv3X8Ha+QKe5w2DgYzAYkF27zu713+Xqk/+WzIX/SKh7ifLdz9NqVN8wFtd1Wd+N8LUbR/nssxH+71/pUrfGsW0Rr9d9xdcQXFdGUbo88MAsR47UCfiXSYZuEg8VsKy9Z8+2RU6dGiOdziKKWXy+bZ54YhxNe+13x7AU/Jr16msHBektronZts3mpvxqvaCmpVle7gBQrba4cSPLxkYBgM3NHpq2J7Lgui71eoRr1zbZ3R1GFMdwnAkuXNAxTfObvt8+f/qo1+Ff/2t4/HGYmID5efi5n4PqGx+dN6d6CUKL35mp/fin9vwR6zffftt93tVMTkaIeP+AT578Qw6m7xLxfo7NYhXX0Dkav8pM6EtoUgdcF2MwoNnukQpLZOoSjuNiGV02M3mQ/UiSRDQxhBW9n2wrwE4zRGT6fajqWxBA+g5xXZe7d3NcupRla6v8ltoUCnUsa+TV+aWiDLO52fi+jXGffb4d76qdQ9d1XaDzykvllX8u8Djw9dyTXwX+MfCL369xCILAQw9FuHRp+xWvQYsTJ16Tze/1dD73uSzPPAPdrkY83mZ6OsTqqsU//+cvEY3aLCxEefTRBRRFIRwSGUmHEYUAXl+Efr3LEBfQujpGR8bRd3j54gKuCx6pC3Rpd1Y4MOdyeOQWsigxMRFhZFjnv372RWzlCaTBLQR7C58MX31xHYUeppGmXStwq6ihTn+cGfvN644efjjJ+fPb9PsSkYjF6dOjrK4WuHnTj6om2d01KRavMjr62mcWBHM/nWyfHwjNWpl65jJrK3kq3STpycO43i6aIjJy+AB9fYDPeZEQOWZPBIlOn2T+6M8Ceyuwl7/8FLZ4h2rNxtYmaNTXicfnsEyHZESjW7mNJ3SIdsPALLyIpGfw1O8hKB6ajRh+LcDu6kVCp1+/Q9dqtSmXEzR6IYqNY8iyxte+tsqhQxVGRycxjAr1ukM8vsVjjx3BcRzGx8Jo3QswsUGp1ODuvesEEkHGz+hk7iQ4evh+AqHIq+/x0ENRLl7cZnOzimEoiHaQsUoHSfXjS8zRc761QvIf583m3Hu7hDaaNoZlGZRKW8iySD5fZ3PTwnEkvN4M6bQfWX5tAmXbQXq9/utErfb508tv/Rb8zb8Jp0/DE0/AX/7L0O/DF78IJ0/C+fMwOvptOqle2lMq/U6QfTDxk3Dz/wuPfeY762OfdyWq6uHxhS9ydKSKR+kgyxpbrSq+yAw+X5CzJ73c2ShSLncICltIzjIru7scOTzPFy/sMhpT0XyThDw2q3dvU6yGAYnFxVPE49+dp+xb4fz5bYrFUWRZIZNpMxgUmJ//1luUXq+CbRsoyt7upm3bqOq+IvQ+7xzvquAQQBAEib3U0TngPwLrQMN13a8voWeBN/zZEQThrwJ/FWBi4o31c2+XZDLMxz725jVJy8slnn++STYbpddT2NgwuHNnBcvyU6lEGAxCbG9r5HLLvO8RDbHxMvePG+yqO1xYmadZuUMomSHknaSvGyhOky/+1i/xZ56IsVV26LnT9Ot3aHTLNK02kjJCreplakri4x+D67d+l8UDK4SDD3P54u8yHTNoW14+eGaIr940SE1+kN2ywJe/VOK+I3fw+wMMTS6+KmYRCvn50If2VBG3tsp86Ut5rl6tEY0mmZoKIssKwWACx9lE1xMIQo/jx+X94PA9zvf6Gfl+YNs2ze0XGDTqBIQ4g0GWzMvr9DMah8/cR6ut87nfv8xCPIgrzxINtkiIGTrtIwSCQfKb1zk8HeKZrwUIyBaZ7BVCIS/nDpW4vl5CUBbxegQefexRGuUtFCPDSFyiPpAJeEz+6OmXiaZ/iPN3ihife5KjR2eJxxXOnRuiVinQqrYplVKIYozt7SKy3EDX4cd/vM3UlIjH4yAYJle+8v8wORJk0G9jG118voP4/W3S3VUUV+TI9Glkqc/W+nP4T3yCarXFzk4bTRMYHxcxjEUUxYuun+FL67/Pow+kGcgxJmZfL96xtVUmkzFQVYeTJ4dQVRXbtrl1K0evV6BScRgdHcWy9kQXlpbaaNpecaIsa2QyGu9/v5f/8T/WcZwDuK5OLBal1apimv1Xdx4VpYnf/90poOZyNTY3e0iSw/HjKbzed5c/2Hvh+Xg38Cu/Av/wH8K/+ldw4Btiu7/1t+A3fxN+9EfhwgX4lmXqlfN73oXfKaOfgPM/A/UbED3+7c/f57viB/V83Lp5k4XUMsfGdUyrR6tvE1O9BNXzSNKPoml9Tj0Qg+YKqlqiXalzcDhKPZ9nKGDRlQ9y5rFPMjAH/ObnrxCf/GkUReXZZ/N88IMyXq9GfmsJXJvY8Bw+/9tL3XRd95WUexFZdjh5MsjwcPTVY/m8gqruLaKpapCdnSbz89+6z3g8wuTkNpubJoKgEItVWFiY+k4u3z77fE941wWHruvawAlBECLAHwJvSefadd3/DPxngPvvv9/9Xo3HMAZcvJin25UIhWweeGCUF1+8za1bs4RCI3Q6eXZ3B4yMBIjFxtneNhgaCgEi9XqajVtf5MScgiIX0VybiHUHbyTNZskl6M0zNeRQ6nUZ0WyCWpRDozmq5WVUxYfpxljZTnD2sEnH2uXirQlOv38Yv3mLxXiHr3ztOoo2j+JTETttbt3YQO0HGJR8FKrzTIxN4um0SIfCbN/cYer4h7/Bm63L5csuHs8EkuQll/MBOyiKH7/f5OMfP0C73cHjCe8bvf4J4Pv1jHwv0XWdgGpS6QgMTJOwtEUgHkf2RhjW8nzpeQNVjiBJfZAkSiWZoWGHgdGHYBDB1qnXdYZGz5HL3mNuvEnbnaVa32RxTCFvd7jv+BOEwwEsM019ZYAo+rGlEJl8DkVZ5MadNtfuTVGup1hervL+B6tkb/w3HrnPw6nxMLUtmZvZ96EbMhPjk3Sb2yzdafLJHz3E5Sd/kSHnFo/EK2znHLTE/VjGLplajKC0SyK5QaUXJpfLMzE+jl/us7WV4+pVFVkeod/vsbV1nWRSo1K8y5DnOuMJE82pYUnjWJZFvz/g8uUq2WybSkVkfn4RgK9+dZOPfGSaZ57Zpt2eJBYbxzS38Plu8cADs2SzDdbX83i9Ufz+r1tm7NVbHj8+i+u6KEoQTUuRSol4vVV2d0FRHE6ejCDLMqZpIsvy2/Y5LJUavPSS82pg+pWvbPGxj42/qxac3gvPxzvN8jL8nb8D//bf7qWSvhk/9VNw8SL86q/CX/pL36Qj14HaNTj4t7/zwUievfTSO/8SHv6t77yffd4SP6jnY3ftJgdHTBzqTKcsdMtlOS8y4eljmi1Eb5BWeYcfOmKzdKNOrx1A9Afo6F4Mu8boeBrTNLn47FdQGyotq4ea/jDB6Aybmzv47SWmYgaiKJJd3cCd+wD+QBDbthFF8dv+tt29myebHUKWVWwbzp/P8olPBFAUBUEQkKTXixJKkvO617Zts71dRhBgcjL1qijZmTOTHD7cxbJsQqHpfS/Zfd5R3nXB4ddxXbchCMLTwDkgIgiC/Mru4Riw+4Maxwsv5Oh2JxEEgUrF4dd+7TKFwjiDgcDqagPHkVCUJH5/BVG0se0QltUAwgSDKuvLm9i7DdC3UWv3OBSNYKin6LSHubNToEcSV0hw9qifpeU1nrgvTKVgE2SdSV+GvnOIi/eG8cbCyMMfwmqcZ24yxcat8wx5emzVGmzlvXQ7XYaDZTbyCsnuGrOxAk5rnK2tCba3XbK7NT73LBw9Nscjj0yjqirVaptMxqHfr2AYLfL5CtvbbUZHx5iaEllfLzM/P0S93ub8+RKOIzIxIXPgwLukinuf9wzr60UKBRNFMTEMF11XiUQcTp16vVeU1+ulaqpoWptqtUdccWm5ATTVRlVksNoo/iPsFm8Rk3fo98pcvT3OIz+6J5aiBIbRy8u06yv4nXvIThPRUmh2emiiS6tXJ6XtKdPF4gl2g6fJt9fouzGWal4ubI5xd/MMt5fCtFo6XvM6W9fKnDu6ybBnmIBX44c/6CH76c9B+P2MaU9z5KAHvdHi7o0maXkbv+jS7w+IyHDt7jKpZJRO9RaTEwFur3lJhxy2l5cIBiM8/VKH5VINw1Cx7R6mGeXSpTrj4y0ODBXpqUVq/XuUFQtLPo/SOsdT11L4ww9RKPgolSTq9avMzk7g90doNpvUan48nr2gK52eQlEyXLpUpN2eQNOiXL26wdGjI3g8IgsLEAoF8fmyCMIklUqLpaUCBw82+eAHZzl2LIjrumxtZti68XlGExKGrRGdeohQ9K2nuG5vd14NDAEMI0mt1iSZ3JeFfy/xcz8HP/3T3zwwhL105r/yV+Af/2P4mZ+BN43/26ug+OG7tUUZ/QS89OehuwP+/d3ePxG4Oh6pg25a9C0H0YX7Z0zWa1WWcy4njnm4b2GOXO0OiqPTbWfpeATMbpib+ThPLeUYS3yasWCLoDSNbK2weXcXz+n/Dcduk/a1EcW9xe5k0OWPPvM0q5k0guDjwIEQp08HGB9/TXzLdV0Mw0BRlFcE/JzXpdybZpB79zKvKDo7zM253LtXoN0WkaQKDz74WqKbbdt8+cvb6Po4ruuyurrF+98/9erfwNcW7b41y8t5Mhn7lYW7+Hfkj7vPPt+Kd1VwKAhCEjBfCQy9wAfYE6N5Gvhx9hRL/1/AD6zIoN2WkSTh6+NjfV0lEgkzNtbCMHQMo0Yy6TI8nEQQWjQaN0mnpxkb0wgEapQyEng7JL0mHVuh0/XhcQ12qzMM+duY8hDBqMaBhRC1myq3NuqsbG4TCoQJKBBW6tRzNbp6GmHr37HZb1KUdYKizVLG4u5OgpQ3iyZ7sAdhHLNJoZygUN9kcmyXBgZNQ6TR9tHorNANVPlC9kU+/JM/RTbbJp/3Ypo+VlYGZLObTExYnD2bYmJinnv3MkxPmzzzTANZ3vvDe/NmC02rMDHx1ieG+/zpZmWlwI0bPnZ3RW7d6uDxNPjQhx6g27Vx3dfbqIiiSGTqEQbORTq7GXIFlcMHNRYPhWl2BiwcPcz1Wz1aXYdS1UDR/Hgt+Pf/9J8xMzOF6A8wNrFAb/DbmO4Q3Z6XA+ldRmJh6kxw5tQJcqXrOMNT7K5fQ1W9XL2Z5+BUmtHpBNWLdSS7A2YLVZ0loLQQnSpmY5laoUPd6XP49Pv54Ae7lHP3ODi6t6MmiV0GjTXaxSKSUaPb7DI7ksAcRMj3D6Cmulzd6qLb96PZOawSXPztMhOH/zyelsPmpoqul7Esm35/iJWVLnH3Mufuq5IINZgJO1xezmKZAndeCpLth9nZKTHo2yxMNKBbwxNT+OQnzyEIndddf9PsUq0O4fPJBIMyZ87MI4pLPPbYNPH43sTl8ceTPPXUHXZ2YGgogc83zdNPZ/nIR2ReeilPdnmZuYRCUa9z9GiKzM5FQtGPveXvgMezNzH6+k6h4/Tx/jH/yH3e/Vy7Btev7+0cfjuOHIFQCD772b0U0zdQuQihQ9/9oGQ/DL0fVn8RTvzL776/fd5xTGvPVzUZ0JDoI4igmw5+yaRT+Cp5NciGNMnYZJob6wIMRNo9GVGw2ciHuFN7mEPRP+DAOQtPIEOxFcGrV7Fav8vY2EewK0uvvtetWzXurYzTt09jmgYbt7+GWa5y+sFJxhcewrZM8stPE5Q79E0Z38gZYjGZfF5HUfYCzGYzw927I3i9ewtdtdo2sVidRsOHxzPCpUtVPvABP7Iss7paYDCYQpZFCoUSS0sC7fZ1Pv7xI6/aNX07NjdL3L4dRFUD9Pvw9NPbfPzjnndVFsY+733eVcEhMAz86it1hyLwO67r/pEgCEvAbwmC8M+Aa8B//UENyOezMP6YtZnXazIzM8Tqap7JyTiiaDM6KqMoIWZnbf7+3z9GICBjmgPS6RS/s9Tn9loHn9ul1YoRULLY3TqCkWDHTXPUGyYcsLi07aXqjpD29Di5GKPf0Hnqjo90wqbdqyMIdzk5pZLfqeIJbLNZr+IVHUKqwcJoiFs7CRy3zaMLZVaKVWJhnY4NE1GDtdwam80oU2MnCXpMPF6b0tbLdLtTHDrk5Y/+6BaNhh9VDeH3n+HFF28xPNzj7t01trdXKZeHOXVq7wdbVUMUi9lvuXK8zz5/nN1di42NPq1WglZLo173cf78TWKxUYrFOqGQTLPpEIvt7UqHInFC932Uufug3axTz16nNnBQwlNMpSewnA02GjnU+CJ+n5/lG0+h6EE2b3ew3R43bys8dvQgp08OYQ4slm48x25PY+H4KWRZQsDk8td+gyTLVLZXmPC0WV2uMX/0LH/m3FWubwj4DIE7O5fxCl/hzKSD5hMxez3yxQzL5Q1Of+iTLF14Cll26fUaTEwEKDaqeL1eQqJFSPbxpetNGP5JVOEgjzxi8LXffgqfb4R6L86u4SFXjSPFXOJxBcsqUirpBINRZLmJIByg0xOJxSUE08LuV/HLBtTucMA3YC3/KBJRDqWuk/bDqLpKu1Hk2tMbTIQ83F6P4Yuexe+vc/Jkiq997bVUJ01TGRqKE4+/VlMdCPgYGwshCON/7M6luHJlmVZrAZ+6iqJo9HoJSqUmkvz2PLgOHx6hVNqiWg0DJocO2QQC+wtM7yX+/b+HH/kReKtCjz/8w/Cf/tM3CQ6rFyD4bQqx3iqjn4BrfxeO/RMQ9wWT3uuMjyZZyvpJhZosjIDjwE4dBlaXxw40ED0efP0MX/qjCpItMRkaEAsYtLsNxiIeqv1NLGeURnsb2agzP1anO5xm8T6LZvEuCCOIvRwCLncyGqgHEXQRZXCZsVSDkbDEmL/K7vKLCKLEdMIB9rJNdvIvc/DEJ+n3s+Ryeyn3k5Mig8FrGRDlskqtJpFO72VKDAYh7t7NcfToGO4rybilUpmNDQ+iGKdSCfHVr2b58IcnuXu3QKfjkk6r+P0qOzsdPB6BQ4eGX91dLBYHqGrq1fczjCjdbpdQ6PsvtrPPnx7eVcGh67o3gZNv8v8bwJkf/IjgwQdTvPTSFr2eTDBo8ZGPRPmDP7iL43ipVJ7nfe87wMmTR7GsJT760dlX0wIcx+HWlWfBKDGVHKZcaGAa24wPu3QMlbl0F1PTWNoexVdu0ja7HEjv4IZEXrw9IOmDkbhEw/ASjY9g42Fg+vApPbayTQSrwZn5EKNhKNWrHBpTyFZd1ksKuZrK1MQI3WadixtJypUAg4FAs1mgXA7g1dbxxmVkeZhEYoxYLIdlTZHNLrO5uUIy6ePJJ5/GdRfo90dZWsqh65s8/PAMlmUSCLzbHFD2eTejKA6tloQoSsiyQ6XS4vx5gfFxFctq0Gh4OXRont3dPr1eluPHX0s/DIajBMPvA+DatXV+6ZdvYNsqoYHEfYdk2t02DHQK5VEEOYLjOgy6Oe7FJlmYaxCPhfElFomEvJjWAN1wyeabDKlZaK0woa2SCDpE5QYrt5uMDY1SGXjY3R3wkfgqpngIw7pJ3KdwPTuO6JulrXySp5+tM5yYIrf9ErJtcadaIVOu8Bd/5gO8fOkmlXIeX1jFE5AYSHWa/Rk22o8gOSIDN8RmVkCScmS3StxuVUkmfbhuHln2MBgs0Gi0admPcGnlyxw7EKGht4gFBVTFQ29U4XDzc1ztREnHU4zHLnN2ski7k8NbKTF26AmOTMlk9CUOHDmLKIpMT++wtaUgSR4kKceRI6+lhruuy+XLO1y82CaTGTAz40eWvRQKRSYmagSDAgZJTHMLSZIYDCwcz9vzPBRFkccfn0bXdSRJ+r5Kye/zvUfX4Q/+AP7Lf3nrbR5+eC+gLJUglfqGg5XzMPOz35vB+SfAOwK5J2HsE9+bPvd5x0gOB0mKdRIhkfWiTasPgisQCQSwhEUcw8u1e1WKvRSSucWHF2VCWgNjINDRGxSa1/ApYe7lDOIhUDQvE4fHCUVidOs1xo5/kkqpwK1bO2SaDoNBH8vqEpCaqKqL16vTbgusLm+C7CF60GSgt/H6I8iCiuM4HD8+yokTexllN29m2diwkKS96bTjtPH59r7wuVyRfL7L0tIGoZDE3FyK1dUtKhUFUYwjSSXS6STdrsDTTy/T6cwjSTK3bu3Q6zWYmZnHtm2KxS2eeGLPZzoQECgUXns/Uezg8ewvtO3zveVdFRy+GwkEfHzwg1Ovvn7++W0SCR83btRR1Qf5zGeuk8tt8Pf+3llEQeDOrVvcuu1Srji0tp/jgaM/RGbrGhvVIL2WRqw9jWkqxMMdEAe0PQliMRlx83OUNh20Wom5mEm968MwLKrNFpVumKCvg2p26fY7RBSD5sALohef5jCwWuhmlq4OHjlEZTBOqStyN9tG9Gt0jQAv3tjm4aM6frGC5De4ecFGibZREo/i8+2yumoRCBzEti0KhQuk0wKjo7MAjI0FyGTW6HYFJidFFhYm6XR63LtXQxBcDh1KvuuUB/d593DqVIqvfOU6ui4SieS5dm0NSQqhKB00LcXmZodDh0BRvOzuwvE3ER5cWtrmn//zXer14T1FzdARqrULzAw1WM/s4LgjOJYf2xlwe7NBfHKKZ++uMT7iZe74T/KlL92hUTJQPGHm0ncYyBJ++kRCCobeQVVk4l6TjiNhmk28nm0ORFfpOcM4SpCeHaXRG2MgjFPrCNy963DgwBjVjSQPHa6SSE2y6PVw7co1Ds4PMeStspZTSSTrRFIdyv1RTpy+j7t3m/TbJqZZ54lTW/QqL+KXArTbPo4cOcTS0jbDwydYWAjiOH1K9gFKdoBmRWcyYZMt1Oh1+8zE+1RKZca1NqOqQqsZQVJMfEKH3PYSR09/CL81eHW1+fTpCaam6vT7DYaHR1GU13ZY1teL7O4OMTk5ga6XOH8+Q7vdxeORabeHcd2neeihJ9ioiMjOXZILC0wtPPCW73+53OTixQa6LhGNmjz66Ni3b7TPu4ovfQnm5iCZfOttvF44dw5+93f3bC9exepBa/k7t7F4M4aegI1f2Q8O/wSQW19lIubHtvqcnBYQBJcLqwMubPSJBhoEgh76ukir02UuHSTbaBOUe4iKxHatzaHRCgIZRAkcp4Epn8QTnUUSJZqdHvqdi9y518YRH2N6us/SUhHLuoDiyzA/rxAKCXz1a2W26mPIHgVf7XOcuz9Np7rD9Z0J9PUMluUyOSlw5swER46MUKttUS57EUWLxx4Lsrpao1AwuXMHslmJ6elz/MIvbPIX/oLFRz4yTr9/nXLZw9hYEkmSEIQ+lYoPv39vSl6vixjG3m7kns90CF3X8Xg8HDo0TKOxTaGgIss2p0/7XrfY1u32uXu3AsDiYgK/fz99f5+3z35w+BZpNarUdy7T2MizfsuPonyCWs3G5ztKpWLz3LMlkuJ/Z+laj2xBItt7lKHIAnSXGRo+QmJ4iHx/i9nELbweiZ5hs5RTiE43qea36bRc4sEeW4UeR0dtKk0FQZ4lGQjiyBqNjs1LSy2OTAhIHo0jEwHW83WSQRGv6kFVFEbjGvl6BJ+0zfWdURJeh6nUTZ5dCiMKR1jb+Cp220UOPUQykmfWusHqnd+jvhVhJjyBrITQpYMMTZyk07n3qjJhNJpkZKTIpz41iqZp9Ho6X/5yFUXZS0HLZLb42MdeP+HcZ5+v4/V6+Bt/4yDPPFPk/Pk68fgBUqkZWq0mOzubdFoNJhOfZmIiTb5hoSjg9dqcPj38ah3Gk0+WaTQOYPRhyL+KaiwTcs/zvhPzBByFtZ3rLOU1titj9Jx5nn7yWfRz8+TK8/zGf/80k1EFQehQdI9Qzbh84n0xrm1YHEnZmMQIxCYZ2DFyjRDGAKaSMqYzR9SroFtN7hbCbHeOY0hz7O7q+HxRdlauEdKfp1mN4zpNZLtEI5PBdg4xmY7y4PwC4UiETrdPpdoml1tmYWEeUQTJeoGAkwGrQsC/heOW6NQbRP0ain+ciYk45fIQrbafW7sqq7dFfuTgb3FsvI+rtrjZ6vKBRR8hn4nlWHS7OpWey+nFEPcqmxTyeZzw64Wjksk3F/9otSxkec9fa34+ydWrBUwziiwfZX3dIBhsEgjcZmoqwcLCj33b2hjXdbl2LUutJuD12hSLJu12lH7fwHHSvPxynrNn9/PS30t8/vNw5jvI3XnoIfj93/+G4LB2BQKze2qj34ZaXebXfy9NImbyZz9ZenNxG4Dko7D2X8Dq7tUh7vOe5frdFofuq2O5LltlaHQh7FPxa0G6eg1BKCKrcxyem6VZWadvB0n6e+imRChgc2zGJVvUmR1WKXYmKNXatOo7XLipIrRWGBeusl3qsmUapKY/xtmzIVTVy9kH7uern/kdvvZfb4KlYAtlAv4eGW2GVNlEkELksw6h8DV8ssnKyxqO3cF2fFiWic+bpZFd5uoXtwh6e9BKUcgcQvOcRdddAoEpXn55iyNHxvmxHzvJU0/t0Gi4mIM648N5Nne8+P1TAAiCgyy/JggritarNYWiKPLww9O4rvsGRVNdN/jyl0vI8iQAmcwOH/lIGo9H+8HcvH3+xLAfHL4FXNelvvUikwkBc8rlzsvbXL35efLVB/B4SsiySyt3C133YhhePHIKp5XhVvUAdd+LjNezJMNtjh0MoA92wW6zUxWRhSjXb6+RK3Z435zJfZMG20WVtXwHhBSSoLNb6xNMjiGJbWQpie7s0rbj1Frr5OoC17b8aKLJ+49q2I6LLEtYro+g189Q3I8tDnEwuUpU/CKKrDESqXA3/3kCWg+zEcSsqDw4VOelVpKFsQrxdIGtToMd08+dO5dQ1TQzMzqf/GQATdv7gVlfr7waGO4xzs5OidnZ784HbZ8/uaTTUT76UYVr1yqIos7q6jKOM4TXY3JmdomUOoJZfpHhwCiN+jn6/QDPPbfFBz4wjWVZCIIHx+kxFb7KaNyDbK/w6Hyf3ZzOxOgUrWaR3z6vUaiFOT3zFCcmhhlRyyxdvU3KJ2LpNnrHRBC/wE7Dx+daVRJDp/ninRWOLvhY3QlQbUuYosZupY/UNbH7Xbp6HVFWSA1LHEl8iaurT6EoH2Y42Oah8YvQuYXRL6NaFpovxeKRQ9RQcH1ThCMRAC7eanB5TaVUUrhx4yU+9CGN0/c7COvb2JJDwruLIAx4biPL/PQQO/oqlUqZZjOMYShsbQWQB4uI8gHKegefc4MTUwq3tgWS0RDVZhuZPgsjPq6vN0jNnWQtU+b0sWNv8d542NxsoKoRDMPAMGqI4jEcx8BxXLa2dnjySQ+PPRYkEKgzO5v+lv1du5Zle3sIWVZoty0+/enPYNtHEAQvgcBtPvWp/dqY9xKuu2du/0/+ydtve/o0/PzPQ6MBrzwOUHoBQovftm2hpHL2o/cxP9ujWFL5nc+m+INfvv3mAaIahvBhyH0BJn7i7Q90n3cNXrHBUGTP1tojQzIIxZZJqSHj88aJyE1Gx1ycwRdIJqucX/FxTR6l1epzYDxErbVBPOQS8lps10W83lnazhhit8lDc35kRWY8KdDJXcAwHkfTvNh2j6efsXnh+oO0O02ODOeZGQHRucdurs7kj32CfKGMXfky7VqatboPxZvmN3/7EqXOn6HX67Mw8gIffkDhxHSfYEBhe/02EdfHjY3TlMsmExNVVNWD67rIsswHPzhDYXebuy9+BbcYQm3WuLKa5fCJDzA5qWPbPQzDj233OHzYfsPi+5tZXWxtVZCk1xbeJGmczc0ci4tvsAbfZ59vyX5w+BYYDAbUink6JZViPsNo6A4nks+QlM+T6X2cQGCMaqWB31EolYo0m166HYuxxFWOzB5GUXIEuEmr2UJSeiSGXI5O+ohGIjy3fJ1ydZq23qJYN3BsgeuZMaLBBpFgi5hXZz6yRVnycbu8xNEZh6ivjyJ5Wc7ppMI+Co0oPaMOro7tqIhil9FAlpjfS6EGElVSkT6K5JAMmeh6lZlUkps7BiJj+OQeQ8E1sMdoVYoEAgXe/9AP4U8ep1IpceKEzP33T796PTRNxLZfy3m37QGatv9V2ufNaTQ6vPBChQsX6rz8chuvd452u06v1ybkvcbZ+0JEItDve0gkEqw0skjyHJmMga7raJqGz9dFVatEA3lEUSWVGNDTBQa9G0R8HjqtLgpp5lIuUZ+XdtvL9nYBv9WhVG4yHS0RD4YYCt3hmpUknvwEY2MyL2c/xi88ucx4NM+5I2n8foVO5o9IRLtow8fQ9QIb2TucmJxhdCzKgeEsX1u7RFwW8ApFUjEdTTLQBw5btQ7t5oB4NMudzTi2dwRJ9nJje5F6fQJNUxkfn2d5+Q5PPNLk3p0atmFgyAJLOwZ+rjMbOkI65aGmHEPQ84Q8A4I6ZEslLDtMIDqCWd2g1DIIePp4ZQfXtan3ZZRwmNGJYzR7Agl/i+q9z6Kr0yiiDYJAfPTQ6wyfDV0nt/wsvfoW/m6eSv0QamieUKjJ+fMXAT+dTgZNOwSEaDQK9HrzBAJ10ulvbkFQrQrI8t5ERtd1trbizMwcxDR7FIsON2/e4kd+5C3Z1+7zLmBlBUwTpqbefluvF06c2Asuf+qnXvnP8nMQP/ct27ku/MW/fZBHzzb42Z8qYJoC/+CfzfDz/3Gc//XnMm/eKHEOMn+4Hxy+x0kEywyFwa+BYUHHgGLD5Ykjm9zdtVFElbRYIJ2oUur46cYiPLd2kpuFn0AL/RpDcTD1DK1+D0216doeNrZ1JkJ3MaMGHVshnRrhTqaOrtdQVZNQCKrVcWz7HhOJMqmQyWBgg6MSUjcZDCyqhWU8mHjlCIGkxNdevkGj8mFagzSDgUW95KeQ26YRNfF6FbotAY9cYjdzHdtNouslPvnJ0dcFdZl7l9GEYWSvyuxkFFeuc/hwhYWFPd/ZWq2Fz+d9y+JdmiZhWSaKspfdYVkmmravYrrP22d/Rv8WWFkp8/ItDxHFprazy1isw7ljAUTaXN/4bzjRB7DMNbYzJfT+KK3ObXaKEQ6M1QmFk7TrGxwb3yIZMHCdLjsVgaFYn1KtRcLv4+RkkYgnyK1dL2GtjSh2KXaO0eldYXG4QacrEfX7mBtqUa/X8QgBuvjwah6iQY210jS/d8lmIm5hWjki3inWduskAwaiUGe7apAIKiTDHgb2GLm6gmEN6A+SWJbKTqWN5UwAfbqmQDLiw6OpeL0BxscDKEr2dddjbm6ITGaLajUBuIyM1BgdnXonbs0+7wEuXariOJOYZpBgMEa1usbwcICdnRUiifdRra/QbmdIJvtcunCRlWqJptFneNTHL/6H5ygW8gyck0xN6dj1LKOpEiNJg3olQyAQpdfrMBTqc2LSBMEhFeySa5QJBsMgBxh0MgQ9IYx+CV1pEfO49PtFmvUo2S2b7cz9xKQ77O52cN0mimxTaQsMGi0EKYKmOlSqeUyzxti4h6i/zPjwQaxqBtXnIAkeKq0e8bAERhHRSfHA4VE6OAzQ2LnxGUrlq1TNI8TiYaZSF9Dqu0wMe9nZEijUdzg24RAMRNku5wmNH8c7uMm5gza7u6P02xa+MZu7JR/B+ADbnKFY7nB4LMzt3TKuK1I1oxyIJMhnt5iePYCWXiQYFFi982lGFh/E41HJrO4iHvwwnlcsJAoblwk6u4SlTRaOiqxlz/PsWotg8H2MjnrY3r6N657E50uSTMapVGLs7BTZ3pbxeSUCwT3j6Lt3C1gWzM5GCYX8eDw2/f5eylOvZzA05Kffv0Um08XjCZLNBikU6gwNfZced/v8QHjhhb064O/Uk/v06T1Li5/6KcCxoHweZv/qt2zzteej3Fvz8Xf/2jIAiuLyd/96hv/5Hx7gz/94ibER442NEmfh8l8DxwZxf0L8XqXRMRHYCw6rHXCBahvCfoewv0Hf9NLpVtFEBVn0cGikxvWsTrfbYb14PyFPnqCsUetHEGUPLadFRCpjeWyevphheihMTe+SOPgp5idNNjYErl3rIMtFUimNdlNG08C2WwRDSdrqffz3r/g4Nz+F5DeQnA4gItGi0BilbRjouoPP8VKqRSiUdlFVk2x+QKGTIho/jCSJeDxbGEYawzBezcLSdQvtj6VBezQfoqi+mkKaSr09H9ipqTQ7O5sUCnEEQSCVqjA9Pf3tG+6zzzewHxy+BdbXeyznHyBABqt6h05HZGE6SF9XmEpvE008Q7+TJx/sUAYqTZv3H77LQzMNvP4TFDo38KkmawUdVYRic4AgyehWGwsRye3SaPcZjwYI+VWKTYNWf4szMyKzKQcBnauZvR2KeEgEBPwq+L1hNosS7cEwqrBGMhSha5gsjrZodPs8d8fLvd0x8t1jHJtYQ5YLuE6Duj7E3TyUmxoOPpZ35xmNlzgykSOW/gjeQZG47yAAg0GVsTEfg8EARVEQBOFV5cFGo4UoCoTD+z8++3xzdF1CEAQ0zaLfr2GaCQzDZGhojmhcpjiIMOKpkdm6SjQ0xZjeQTVfRDFlhFKVcKuI6l9lqzfC9HiPiHKHpGbR9kl46VCoxwn6goQ9dWx1ipZRQFZKhGMdavYczdYJdmrXcY0eUV+cgKzjOC+T2T1Ooy0zHFtGsrdolbPY8hmGE2kaLZNye5Sov8tuUSEejpFIDHH15jKG3sTSy6zv9pBiPTqGB48WwOw0KHaCiEaIT5zyUdleZ2dniURgAmmQQG7cxGfZTPuvsTA8zLodpVCq41hxVsstIu0etqzRN5qMTSs8dP8BLlzYJZlUqdf83CpOcbsWY2T0J/HINyird4mOrzCfaGIafcrdJpndEoLqZ1TLMzBtRqMig4GJx6MyFpfIFbcZndrbtZMcHb1TIelxWV3tUKyJtHIGvV6dc+dO4vEscffuDv3OEvlsgljyBM3SJSK6ib7h5eraFjsZCcOZJTz2ATY2GnzgA3DmzDDPPrtFs6kSi/VYWGjw/PMRAoGzmGYFUexy82ZzPzh8j/D887D47bNAvykPPAB//a+DbYPUuAaeFGjfetL7v/9fU/y5T5WQ/9gMZWRowIfeV+Nf/ftx/sO/XHtjI08KtBRUL0Lywe98wPu8o8iSxVYFLAe8GpSasDAKPo9O2+iSiGg0uhKJQJhkNEK+0qTV7eDzBym2iwjqCCNDFno/yHoJHj3lIeyr4JdsbuZlvpSVuJkfJXUwydCQyezsHCMjI1y8uMnCQpTM4APkmr/IgfFRtOAoHfFhhlOnWcv+e2xlmFrbRBJslkonaRsqSf+X0IJhqt0SK+VxGmYD8Xaejd2zrOaOIkgbTE6OMz9/ENf1o+uvBYfji/dx++lnSMWG6ekDWk6QiYm3pwTtui6DwQBVVREEgUcfnabVauO6EA5Pv2n66T77fDv2g8O3QKPRwOM7g+keJNvr46VKqzWg0e4QELO49TuM+AYMT0XZrhU5PDZgpzZDoZFhMXYFj1Dm5rbMYwsyUb/EzW2Be7ke4aDI2FCIgWXS0V001YMkeUlGLMaidxiN2miSgUc2kKxlBrbIag6SoT71jsrdosT17CHmkk8xnqoS9Gr4PC6mJSOJA6yBl97gPhqDv8mTN55nvfwCjy/u4vG6UFfYro6wVjyGLC9Q6SvstK6QzK/xdz90lompHo6TwaMUyC/dgoQP0/UQGj9HJJ5GEASi0fC3v3j7/KknFrOoVh0sa42dHYdOp0gwaDAychBVbdKxFri4YnBudoFEKoUpOASDNkL394lKEpERA9kTJi38Ea4Y4dwBB0PwcfdelqmYh16/haH7aPRcVHcJU9Coe+4j7z6ELIMtvchKbZSzkz7KhkHbsIkoLgPVZG6ywLCmU6smaNWWGQgXSB38CI1ahZj/80wm28S906wXt1lphonKOqfmuiQ9bazggNu5EMhxZLtEp6cyOu7h/qFhrjz7FCVdoFFoM5uM0pK/Rkhqk4waHEhBv9YnGoihhRScdpdYcA6PVGI538ajFEkufohio8ODD46T3S1RbLgknA+zseGhXLyC3L2Bom3w2AM+Vla2CYaSCGaR6dE0Ya2NmXuZK/lhFNXPA4/upU0ZAwvF53v1vrhagr4+4N5miXYnSKUj4Yoqui7TapXI5RqMBpvMjw7wic/R6P085xZOMj9zltV7Nwh2NuhXFlF9Att3vsDB0z/N6mqWU6fG+MAHpoC9uphAYMDSUhfH2WF0NEgodJhGY+Md+jbu83Z56SX4+3//O2+fTkM8DpcuwbnQUxD51rWwV28G2Nzx8E//fv0Nx37i42V+9n9Z4B/9nW2SCfONjWP3Qf5L+8HhexjJ7TCVhGQYJGHP8LrQgJGYzW61gam3KdYViu00Q3GZOztx1irDHBr5I8LSdZpV0L33qHbDSJ4zpOJemvUNsB1GIgmyFbDtGW7cCCIIk7huhQMHkpw7N8NgcJHZ+RDNxt/gWs5iJjFNND7D0lKWVvMY2ZWb1MsNBqLD0NzHmZl+CqlbxTTDhMIeKu4EuVoQn+8MYlgl3JdptzeJRHKk0wkqlWUs6zWVXo8viZs4xpWtLSZmJvnkR45+W3XRVqNGt10nEh/Ctkwq68/hk3V6lkZ85lGC4Sjh8H5d9z7fHfvB4Vvg/vsTrKzssLqqUyzOU+AgLTuHIt7jh2YFGg2ZExNNOn0dY7CLpgo4VobJtIBlS3hkiWK1wt2MS29gc2jUw+K4hi746HQ7RD0Ot7Z0ptKj9F0vguKn1b6FIonUu3v1F5W2xfSQD6ljkQ4JSKLJIanFwwcvITJgIqaxXTGJBQTWC31wo2iiHw93iUu/yujIJK4t0XEeJt9sE4wGmRoyWCtKQB3H6dEzjoBykFt34kTjHQ5PFrGLLzIT16k0ZfyRg1x5+gsML36QxcXXTFlhT67+1q0WriswM6MyPf2Nxlb7/Gnl3LlxPvvZq1y92sKyDuH1Bmm3N7hz5xKZzBwLB+6wMPI8gc5LpNJz6LJKp7nOgXSXsNrBIxuIYpVAyqbYLSGIHqxOmbAapdUXsZwEl7ZEdPcoHr9MzwhxeFrH5/kcIyGFKW2b9Z11VgthQqFJJsanEYQcRyYrtMpfQewPkOLTpNOzZMsKxfZRmv3nOToWZDjhJ7NtMp0c5eXdJg8chpnINsmQi5uWEMUoYJAMj6PKBZayVbY2XqTUtImlAhxPNFndrjIb89DvdjkxlSI9FEaWoN8oEg6naZaSKG4V3aqiqGM0aqNk89O0ekVonWfIU0DxjfL8U7+ByCFmUxZD8SD1apc/+FoN0XYI+tpYA4MD8z5yDQ1NS1Nq+XGij2M8/QILCyGE5AMcntkTknJdl2cumLzwtWGk5haz4yqi7wRlI4TX22RtbQezr3PfkS7j8essDJUZiTfAvsDGeoJqqUZAjSOJe0qnRlWn1+tRLtf5/d8f0O2ajI6KnDs3xr17XWKxFO22g6aZmKbB9PS+z+F7gXodcjn4bjPTTp+GL3wBzj325J7txLfgP/zyKB//QPVNhWdiUYuHzzT4L78xzD/82ztvPCF6H2R+D479H9/dgPd5x3Bdm5gfRqOACwML7ubAceHAEOzWBeaGBEodhyvZNOVOkJ84e5egVmU2UkYSdWr9IA/MOjyzco2V0g/hFyYpVhrs5PvoRohRzxKy6rK9rZDPa4T9eXzuCn29jDfxCcbGT1Crr1EoiaieBo3GKvfu+VDVv413CHzCDocP3+PY8DRWL8Ht2xVkKUi/nsPjcWk2DQTBRRRLyHKPRmOJ7e3DHDx4P8880+fkyRKqKnHhgoCmnWVk8n78gR0ikcC3vDb57bvIrRt0a102XnZQ/CpnFmPAXkC5vX2Z4LEPfss+crkad+92cV1YWPAxNvb2dir3+dPBfnD4Teh2+1y6VGIwkEgmZR55pMmtWz3i8XFwzrFZu8d4JMv1zSgH4nUKDRvbsvFrDrIoE/N3mU3CdrlJRBswNGExEQNXgCtbEAp5cNwBcZ+L6xgMRyQ2dgsMR0w2shF2ywmGw038qgOIzKQceobLkQmHrZLAeAI0xSLg9aEpNpbj0OyLdA2HfF0ARmn1mpyYVFnKbZIa8mC4Wep1A0GYAWeHydgl/tcfidLoKnxt6SjBwIB0tIFtfZyL52/y6FyBjgqyLOEVOly8lKHrztFZTVMsbvH443umrP2+znPPdVHVvYnnyy/X8Xr3a4r22UOSJBTFSyQyh+saGEaYbjeAKC4SDieZCHyJk+NtgkoYo7mOxxGJhrsMZD99M8d43OXGlkHQHyAadFnJGbQbLUw3Sr4eo9qKockCmzv3+NmTDUYjFlc3bE4spugI4wR9N/nhH7Z5/mqWWjPLTgZCwRV+9JOP0qrnGA00yDcq7NYn2K4FuXNjgNMpow29jFk1YSBhDdL06hLdfp5ISEZggIBDudUjGRHZKdeQXIuH5/3czsPxKT/LuQLq2ABNLCM5LiMhgYjXpVXvYnvuJ98xaPdM0lGFsAJ6N8puM8poOkorf4OrL/s5Gt1iuSwQ9K8w7zPIl55FCc3Tbt8lHfaxkm2ymPbS6Al4lDCbW12io0OIapyGrjEpF4lGFpieDdLQ+xi6jsfr5fOfv86tW4t0rQUa5k9y5cI1HnzwILLcR1FWCQYP4tFuoeswFmowMeRD05qISp9715/GEzmCZQ7whzX6epem7sO275HJKGxuKlhWnKWlBktLFxgaOsf4eJV63U+zucknP+lw+vSpd/pruc9b4No1mJ/nm1tIvEXOnIH/9is2//TIZVj85tuQna7E738+yS//m3vf9Jwf/lCVf/qvJ/kH//POG8cVOQq3/jGYbVCC392g93lHkAQbRQFRBAGQRdgqwuExyDfg3AGLjUoQS04QGlhg7uL3qAwFBkT8BomghVKHu7sCc7MzbPVP4LbAbKiYRpt+t4luQVy9xLUNhVL3MMPiM/zsz0xwd8mmvPN5rLEf4/jxA8ASHk+LXE4im/URjWaIRsdR1TDpdBR/eIP0mI05AElW8LRDHBRFrj/3q2jyJH69zOiswIF5k7rr0mrp+KQsLz99D9XvQ/Z8dO8zSzLlcuDV9NBvhlG5QzbTxnHSKILA8tUXODJ1P75XfKYl3qQW94/RanU5f956da524UKZJ55oE43uPyv7vJ794PBNcF2Xp58u4Lp7y6Xb2wMcp8zx46MYhp9Q9xkOxnMIdpNKZRNBcGj0gpSaHXBNEiEPqqqwVWrQ0TXmhlxEATyqgCILdHomxbbCqckuY7EAPV3gkUMBfue8QKsfp9VSyDaS3MlcIh40GQk5eDUPnUGfrSKMxgSiXoVOv49u+ugboMkmiaDBRjGAZY8S9JZRJJGplEyl49BuO7TNCDuFcYJKg1Q4z8JwlJBfIJ0wmR76Cpt1i4mpo7T1L1Prw9pqm37PJeoxaDQsJNFL14oTluTXmbKWyy0E4TU1LU2LUihk94PDfV7F79dwHJ1IZJhicZ3BoEYg4MW22sSCXprNPv5oDCc0QUc30bRVHjqisbTs4ZkbWQRtFN0ViQQD+MIpbm/LaHaYeBAWh3Nslho8dkRlIKQZi+iMHq1xt5BH4QqLUzLJQIyRVIhIJMKtWyaB4feTL3RYPLjI5upN6vU6q4UgA+0BpkbqjGoG1Y6HkZRJZETjuXt9ErEQtpbkC9ezxDTYrbpU2tDs6wwnTiDaWzTbJpm8TSzs4pNkdMPg6JRKUBmwXBCpNRTqpkbYLTK5+BDD3RJuLcPKSg/HUuj1GkSEMvWqi6d3CdXfI+nRGYv2KbSCTCVdxqNr9NtNJFeko3updyUaegxX9JOp5VnwNBGLWSZVkRHLg9sKgfspEgGFjZVbzC2eYHfXRtOCiGITvz9EPD6OLOcQhBrb2yZe7wy+sMlOdZVyPYvR7+OYBqhjNGoO+Xyd9dIxUuEour7OwkKYY/Mhfv13E6jq+CuT9jDPPXeVmZkejqMSj1c5cSLIJz4x/u2+Lvu8S7h6FWZmvvt+jhyBzQ2HvP0Yw/I3T5v7vc8lObbYIR61vuk58zN9QkGbrzwb48OP115/UNIgtADll2DkQ9/9wPf5weNAvgamtZc1VW2D4UDQC5kq6KZArS2wW93lQDCDN66iSRayY1NpaSiSgWEbOI5BSi1S6V8lfvyDPPfkCnHrv7E4puFVe+Tqo7S697DFEWT3AF/72i0ajRFsJ8SVC5f42CfuY2hoQKezyMJCiTt3KjSbCqq6RTodwLJa7HYeo1C8SaHcJDUxxND0aZT6HxJ8IEGxuMqji1XawhyCEiLpq5DbfJIn7vMiy138/jbXt14kNPzoKx/c5N69Ao2GiN/vcuLEyKvCNLA3L2212gwGURRlr45wIIyTyTQ5OO/BsmxsdehNLuhr5HINFGXk1dealmR3N7sfHO7zBvaDwzfBNE16PT+viPohyyrNpsTsrJ+vfOHLHJveRnIrTE7JCE6ISxsuMZ9F2KOjSS4ioEoOtuPQ7vd57q7Nj9y/twpWbjn4NQhKMiGPhCI4WI4XVeyRClqcnBHZ8heYHwkQ82n4PTIDy2ElAxENRkcFBraHjZKCbXvZbqh0+z1GotDWwxwYHcFb6jORELm0ZtIbGIwnmyDcwDAkfEqSF+8tonl2CXhr+P0KriswFIFCX8c0u0jWNSzhQZYyQebSaV68c4NWz6YjnyIy/HUJcvPVH65IxEerfg+vW9o7osxy+PC3zpvf508Xp0+P8OSTL7Gx0aLTySGKflR1Bp+/T7lZwB6YjMSHqNVczt80GQoqbMdbTKR9aMIoTXsUEYfmIIrrHOexc0M8e3kX5Ax9x8EX9HFowuHKeh7XHJCO2tzLGsSjXsoNEVHuIOFDEJP4QqcpN4NcPv8b9OoOoqXz8l2JL75cQHM/wxNnxwk7WWptiaXsBJpWYjzWJR1q06s1GU+nyJUq+L0qZ0anuLteplju0zGGuJfp0bMnaN1e59Ssl65hoOsadkDG6/GyUU2y2Rph1FXxj/Rx+l0UcYyK1UFxvEhqlOu3NHKd65yZlSnV6gSUNrZhUWtUCamw0s5gOhDwOYQUUKQQtuMQiwTZrO4SC+qEqIArIIgShw8GWbv9PB7NQ2ToMJnr63iUGINBieHhKNvbdWATywrh9yfZ3d3Asu4wOztFs3aMXO+LGAxQpDCZioAUOkugOc7I1DyK6HAo2OHhB2VSyTbqYBnUEwDUalVkOUy320LXZSRJYnGx9qoYwz7vfq5cgbm5774fWYYHFu7yudt/gb/6LbJK/+tvDvGBx95Ya/iNfPCxGv/514ffGBwCRA5D6dn94PA9igXkGjAUAUmEchviATAGgAtXNkTqXQdF9BNQDUK+MH2jwmZZwOcNcLMwjF/JMTWaoqMc4sj4USqVz/DATAul42Ek3EO3grS6BWTtY+AmqDV36fVdjhyZZn1jiZQ2YOPaVRb/zAcpVQSmorf46z+yzs27fWqOj0RiHJgjlliExCJ9rU6uuk5KrZEM9IiFIgwPgd+wyDRlPEGZTqfKUNgBV0JRugiCSr9xkXJvGFkeMDxssL5+GFnWqNVsOp0dHnvstXxuQRAQAjP0MhnCika9baAmP8LuYB1/WwMlzPj8t67njUa9mGYbVd2rSRwMOkSjnjec127WqWeuIQo2cnCSoYn579n93ee9wX5w+CbsmY22uH7dodeTkeUBjz/uZXX1Hl6fH7+WY2FCxrENEmEPom8aw67g2H0EucZmecBYzMVyVI5PCWwUe3ztFsSDLlslCPh9eKUU93a7OK5OueOhr/cZCQuYgzIRX4+Yv02znyAeUCi1DGTBZSKlUG4JxAISxabK7UyI8+vzPHyojOrRSfha+JQGlivRN/2U2iK73SkOpG8xlgjQHkwQCu1SaykUmsfp02R+WKZQ3qJhxRkek+j1nicSP4DB+7m7W8ZSWjh2go9+ao7LVwxM02Aw6HPokPOaKasz4L7JS3Tq4l7erLZGOvnT7+g93Ofdhc/n4UMfClOrVUgkJtB1A9NcIZWSCU9PIFtxXtxyWNtWyFTmODP9FbYqm5TbORYmkhjNKYyBQSIUokWXWjNPIpUmKPSISV2ErsRGroLomrh2nZdXZQLBFH6vzVeu95kdCdLsd1gtbRMbKiDqf0inXSYumdxbqyF3Arx/usRuKcjN6xWG4gNGQ0m67R1ivioeTxjT6jKXnOaPLotMJuMYA4t8xctQ3Md6PsqLa4eQBIsHD1YIxx9jubJNyr/K3Ngot3M5bGeIrfoQju8APu0eE+EeWirEiy/dommeZbcUJ9M4wG5lBJ/UJKXewuNJUSwWWDVMclWZmfkaghSh0e+TCtRIBwY0ezVw8lTbDWZSVWKSiCRYhFWTl5Z07m3XcUWNkyfPsJxrkWsdpGH0AQGfb5iDBzskk01arRTd7gIzM0G2tiwymQtMptvMH/pxCtYqCalCPBVko+Gj3TFwwirTQ02m4mkMo4IsybzvrMXz9zaRpCCRSAmPx8fKSp1eL4iidHDd3jv9VdznbXD1Krz//d+DjmydsxNf5Pdf/Iv81b99901P2dj2cGfFz//+v2x/2+6eeKTBT//1ReoNmWjkG3YZI8dg5/e+B4Pe552gZUDYA9n6no1FKgS4UGrD7LBEpqxSrJsYtoFfSaHIArbjY7UgUemO05QeZyqZ5cC5gwSDUeqFKwSMuxyd1lldL9Dt29T7NuXOCN2BSN+d426pyFjEz2b2NqHAgAMH4kTCHYa1FW7tZEjLTQSvn9PHdUQPCKnHuXSpg23vMjU1ytBQlIWFOIcPh6lvTKBabdZWVUrNNsmRCLOzcap9k+4ggFct0W4nKJUM1rc8RKc0UqkUW1v3mJ/fWziTJIlKRXnDtTl6+jGyxRe4uSOg+MZIDdk8+v7HkeW3NpVPp2McPLjL8nITQRCYm4PR0bHXnWOaJo3NZ5hI7PXZ7t2inFdJDk99N7d1n/cY+8HhmyAIAh5Pn8FAxnFcROsO+U2bVjOGKKvc2xUIeZr0e01KLQ13sEtd72MPfCyOQFDr4lVNuqafQqNPow8zSQj7RSptl6AmcnCkiEexubzhkK81yDVEDgzVkcW99IHxqEUqVGazZGE5LjE/xAMStjPAsiyGIg6Fpof7pg1ytSEWh9aJeuu0ex4CmktfzzGejLFeuolf7TIUVYm7dZa3a8iOTK55lq+teFiu3MUfnUXzxkl4ZTZ24+zcCRAfdkhELereNRJJkYD/CB/7WPIVU1YPgcBrRcytWo5jC2kAXFxwIVfN4Q/uK2btA47j8NRTW9y+PUwsdph2+yazsw8BMDJSZWEhRi6X4Pr1LlXDRtfzbBUbTMf7TI0NcWe3AvYW5WqNgVEnmU4RCEhEtR4b67vYUQeLcfKtIIWWg0dzGJg6lt7B0D2Mj57GoUKrU+D4mEJT/wXum7XYKIt4XB8RMYM3nmJg+9EUkVy9iavOsNnoM+j5SYfrtLvbSAI0mjGw45SrAslgmeFoBZ9XphVtM5eu0R90wBPDE5jAcYMEp8YpC7De2Sa7VSffEPD7bjMVdlnZzJHLByg0Fvkf5xUiyZ+h1ZHx+OrMR4uo5PDZSyRDYTLlMsORCVYLYVRJwrZ10n6X3gCOjLn0TZ3qoE63bzAUUGk02jQMB48qcXzSomooNHav0umG8VClWb2PqaMfZ+FghvzyLYy6zubyJh1ZZ2ZmEdO4SqvVZmouwPCIjs97jtz6c9g1k8srJldXFeJjfUKKzkiwQTy+p4I6Oz/ByHEP9bqOLGv8m3/Txec7i88Htt1mefnOO/lV3Odt0O/Dzg5MTn4POis9z5ljRf7tz8dpNGUi4Temjf7yp4d44uE6iuJ+2+4CfpvTJ9v8zmeT/E8/k3/9wfAhaNwA29hLM93nPYUmgabAqSlAgEtrkA5DxA99w8ar6jxySGOjVEEQDEp1D45r4VEWUJUH8Q1q5JoDKpUB21tV7MYSPmGJhYSX+XiNbN1Lti3Qspv0nS1m47+DLk8Si3WZSg4xHR+wXnqGiWMH0FtZ2jsrOK6HrjOJotr4QyrhIYFoVGR3d8DkpMtgUCWZlLh3r4uhHyERyDB32suBRz6IO6gBApNjhwD49V/4VXZWMqzvqGzUzrDYq7C4OMGtmwpR9Uv4fV5sbZpg2HnT6/ORjz9Mo9HCNC3i8cjrhAHfCkeOjHLkyN48881sLrqdNjGfxdfDg6BPpdkpA1Nv6332eW+zHxx+E2Q5SCQCdv1Zjs9INBqb1O9ukV9N44uN8JXqRRbHHQ6OWAxFg+wUFHDLzKRtinWLtu7i9eh4pC64EPKDIsFEXGS97KXTr9PtO8iCy9k5i0vrcHAEIn6Jnu5QaQuMxGyGowK2I2MMVDZKEPII5Jo2E3GX2bTBodErXN3wUWv1wDaod9tMpyBX99Dpyzx4oEHQ50MRDFxrg0Q4QUccRtPC3F6boTY8x2HpCiEzxM18l6WtHyMYHLB89xnk1AY9qcipB8ZZvviHHHjgx0kkIrSaDbpdkGUZWZbx+KN0mssEfCoCAs3uAF/y7Zm37vMnl83NIpubHmxbR9fzpNOz1GrXCQREpqe9PPbYPM8/t4ZR36Kx/iSzSoH75wMU6zYv3urgeIZZiC0zFtSJJx0kucJASOMVLaYm76fR1ljd6TASafHAQgxXkHlgwuDqSg3bVdgq6DwwrzEzMozsGli9PLquMhoNsb62TczTo9js0mwWqVQk2p0Jui0ZSZAYjY1Sa13mz55zaXZtrm3doFB+BFX14IhRYoEiTWNA1Qzw8MMjrG5c5+xCl5B8GUm26Abex+yxH6K8+1UUweWc8jzZCgTcHpXCNJnqEdqdLjG/QKP8S6jBTzERu0ZQklC1EBG/S7MyYG44QEBrI0kp2r0ml9eDPHiwSkCFrm6TrTl4tSqu6Wd5q4PHG2Z1t8tkWsUWFPp6j7jWxJUsqr0umCnWr/8abjHLoYkRlLlZCrkttu58lU7oJj/56IBer07NnuQrL48Q9xSxXD+FbI0DiTtMP7jOzdyA5cww507L6JZAo2wSHH2AydTwq/c+HF5neTmH67qkUg6muTf5aDcqBCMJ/IH9Wpd3K/fuwfg4KG/cwHj7ZP6AwMSDnDre5g8+n+Bnf7rwusOmKfD//MYI//IfvnWLk8cfrvNrvzP0xuBQ8oJ/CmpXIXnuTdvu8+4l4IGRV6YPogDjcbi7Cz4FbAcc12UmadLo9RAFlRdW+sjCMDZebLuGJsdZ3Wnznz69RVx9nvcfXmV8pMe9lSrJsJe7OYmuOs0T59L47gqMjMTI5l8kFgygm9tIapOPPBIjp+cxKkVS8cOEhTIODe7lEtzcgs6tHSRJIRhcJZ0WSKcVrl0TkeUxTNNkYxM+8Yk4qVScRrVEK3eV6tpTOJ5hbu/Ms1t9kKbVRdWSrK+/TKPRZD51He9gh/yODPJzBM8+SqMRpV7vkU6H6fdNrlxpMBiIpFI29903QrNRx+vz4/G8MTX0m+E4zut8Eb8Rj9dHQxfwv+J6NDAtROVbq6ju8yeP/eDwm7C+nmdrTWQxnOf2zTYT0SXuGw8y6VljPW8yHJKJeTs0OmHCYQ2/t4hXlukPOkynZSpdlafutJiKQdi759ezVXZo9QA6bJQskgEI+UA391bFZlLgODaOI2K2od5xEFAZWCKjcZ27WYF8w+XAkETA56JIbe7lbcYSAx6ZdzAdi7bucGcHzs3Z3MrmCfsDeP0axU6cRrvDC2vDbFUOIYqTgEXQ/Q1SahvXjpCS6+Q9F1nZOEUiaBL0Chi6hz/8wzpT0xpfOH+BDz1YZnFMYmX1Nh5/iFBimq48Tqvi4nHzhKMJpPACI/F9K4t99rhzJ8/a2gFUdQRZLqBpJY4dq3Fsto3kGHzut28jOTUeP2mi7a4h6NuYhsFc1KbeV7hV8LF41IdgehgKD2h0WxSqISxLYrfdQnENpuKTCI5CPNClqcPNzR7DYRdRsUHK4Dox+naQkFRCkgV63QH5cguPZHOppjCTKHJwJEA6ZPPMcpN87i7h4BCKu8T7Dsus5HsIroimeBhYdRyC6IaPm3k/RyYNHlms4ImusVM0aVRLSEGXUMzLqL9Gq3AXRQ4Q1e4xFA4jiBK5OvT1XXINEUWb5NTccer1l8j1f4Xh1AhBMUGzt8Jw2MWy20QiIoWGTNBrY1gi6wW4kw3jum2Oj9uMRS1006ZQMxlYHqqFDt2Bl9HEAFU08Ys9am1YK/UZicssRm8j+Mp0CGA24OWXb9LvDuOV60zFBjQbA+6/P8iNm30qyhwd7RSabfDE0QvEw3tpSNHwBhkhzsnHfgzYWyz6+ir26mqGS5dy5PM12u0M2eyAa9cEpsYucXLsK3zqY0eob1n04qf305Xepdy+/d1bWABQvwFGBUKH+KEHG/zKbw29ITj8wy8kGE4bTE/ob7nb0yfa/N+/ME5mV2N89BtUGkOLUHlpPzh8DyKIoA8g39xbUK91YWBCb7AnUjOdgqVdGxyRQMBlNOFDcEER80wn2jy/EmQuOk0sovCBg20UyeXAkIAiOTyz1CHlM9lu3aZaLRGNPU6nW0YZ1BlSy/giKTpMslOqcWm5QyI0RbEkkDXHccxdruVctvKHmZ1dwLJ6GEaLYNDBNB1EcYRGo8PSkoHrTvLrv77EJz9porZfYiKxt8JiDDL4lA7gEAj46Ha3icUClIubxM0tNneHsKwYoljipWd2WNsYZmpqilptm7W1DJHIESYm/LRbPfTcr3H/4RBNA1qx+0gMT7/pLqJpmpSyqwB4g3HamQv4FYOuqRGbeYRg+PUL+R6PBylxip3SDSTBwVSHmVxY+L7f933eXewHh2/CYDAg4PUyF/0CSW0V0dtDEYs0O20MU2M0nqZcN4n488QjQXAUKv0JxlI213d3WBh36NoaixOQ9LUJqn0GFoS8IAigmzqNLkwl9v7PcmC3AX4FugPQJIeeAXNDItWmTaPr4FFsJElgoLvkm9Ap2oT9KrZtE/I65JswHBaYjAvkay7dgUM6bJGruwSEEIoWoekc4FYuSTY7QBBexDTzpA9BKBSj0+2gqhLJcIvb69fp9A0k2aFai+L1ynT1DJ3OTbblIkJ9lFNzXrp6hYEdop+7wJH5B3GIU3WnGZk+/E7fwn3eJWxvl1la2jO+j0YDeDxJstnrzKT7lFbKdDoWsXiIWnGJC9kumthkOKXTbOvMpU0Mw0ARJLa3RMIBD4LZx6uYrO3kUeUYm2WBgM9lNCGwXR0i3FBoNu8yGXWRtDB+TSXm63G3WOCjH1hkY2mDqCIhyy4nJ8M8fauCzyOTDtvU2jrVrsKZGRev3MWhQ6HWJluxODwqIkp+EByOTuYIehxG4za6KTAdE+gOYgQUiYDq49ix0wwME10fYOpd+rJDPDGgUDGpd3Ry5S4+f4yVrJ/N+ilmhpJkdteIxdLMpg02tzucni+SDoTw+w1kVcMVCkTDbTJVuLw6j+iZ4/L6Fc7OvsR2RUCWRYwBHB43CftlXt4U0S2Detving2qC8WWgkeV0GSRfCPHaGKU5btFetoaoz4/PsePk1hnLtbF7JnsbkZIJBI0tTyNjkW3JWMpNQwjgKYFUeUGM2NvlF6/fHmNT38aDOMA5bKfQuEChjGPIASIqSFuXrF45IEmI8NxMpUl2A8O35XcugUTE99lJ44Nq78Awx8CQeLB+1v84q+Ocv12gBNHOsCeIuW/+HeT/MQnSm+ra1VxefiBJr/1mRR/729kXn8wvAil52Hx73yXH2CfHzT2YM+y4uj4Xs0hLng12K3BwihYNrR0CHpM1goDSs0AcX8Tj9RFU3sMBSoYtopoVYj6bVzHQ64+wLJl4n4H3ZaYCLVxek1kw8S2EySCYyzvqpyJDTBNmQs7D5A8cA658SzttkW9XmVlx+DyRoJotIZhPM/s7FH8/vtYXb3OmTOTmGaPzc0+spzEsnQ0Lcz58wU+ccoE9oJDTZU5e59Iz2zgumG83ia93g1aHS92J4xthxEFGRjh5Wtt3peKMBjY3L0bZHs7TiDQ49KlbU4f2uLYQwJ+nwejX2H94i9hztyPIcSZOPzYqzWIlmWRufUkUwkHQRC48NzvcPrUcWTJSwLY3r7ypr6IyZFpGPlerAzt815lPzh8E2RZRq88w9kDTSTT5s7qBmdmOxRVnWFN5+ZOBdsNca8wiq9eJB4xGfh+lDv1InPxGB0nS8+1KderhCSDmFekqzvYzt4fwkTIZbcGkwnomdBtg2HAte29lbK2AR0dlrLQMxymEtDuQ63rsjgKHhG+chsOpExSQQXLsgj5HAxbQjBcLMdDvgmOrfH8SoBgcARXdsnYH6NQ30WWz5AOr3MgaRMSXsA0ooTDabyaSbd3h48cnyBT0bi6Pk3Kv4ntlhmOS4xHu/SKZWreEvX4Ar5AmFYzSyosMxiYhEJ+apUNXPfEm6Yr7POni6WlHHfvhmi10gQCcXR9hWKxQTYrsaJsYY8ICJaBt/80vcptDo+H0EN9XLNPodYm4Xdo9iT6hsJQuE9Q7eO6As/flZgameDSuoAkD7GcXUMOhJiZHcGUdijWDfxCm6SvRrkbYGLqGHpA5PmlJgk5RVmQCUUGrGbbWEwRUh0a/QqtTpvpdJpWDyKBIL1+ibDvIBfWe4S9TTpGnyvrNkdHHSTRZmHCw1rBAjeMXi/TlddRTYvPfWWJiZhGttyi0BawtRbDMYFG7i6i2yIR9GHrFSr9IzQ6Dv1+Hce1GIvskErFScdnydTWiCWL3N5tEdZ0fKqGaId44LBCfdDm4maMWLBJyCcykRDZrphMpVy8ikSz55II2gyQeOT+Ua6tdCm3XEwM+v0eo7EWfq9KrZwlrIbxyRI9o816vkYqrLC63SYVjhGo1bmQvYEQCKN6R7CVg6iRYQSy+P0+gkqIBz760Bvu+/PPN/H7T6GqJpDCNFMMBhEUZQrLukWjIbO2VmRkOI7Am9fV7PPOc/MmPPzwd9nJ1q/vzfBjJwFQFJcf+VCZf/TzU3zmV28D8Fv/I0VfFzl3qvW2u3/0bJPf+UzyTYLDQ7D+y9/l4Pd5J+gYezWHqgqKAKoCTR3SQTgyvpdi6rrQH4BIg/GYTCrgkAiF2a1ZzI/Y6NYdYoEQzU4FQRTwKn6qnQ5tI0bcH8XEx0iiTWygs1EsYlkaUvCDFAZ9qt0uyflPEg5HefHmOuX6JmubJTYrf45AIEW/7+fWrU1kWWdkZIfp6QjDw3EmJ3e4erVNvd4gKn+JuUCMQb/G6qbF/cdmATAGFmceuo/wSJ3nv/i7zIy1mJmbINPy8cWXRoiKVVQ1ym4jSt8NoWkuGxslmk0PGxtLKMpHEMUUNwcXuW+mw6FDcSrZO6h6FrumIQh+Mit+pg+dBaC0u8lk3EYU95TlR8MmzWqBeGov+0MSBu/MTd7nXc9+cPgmuK7LZHKXfmsVRXRJhh2K/SDTs0l2tiqYWRu0MJt5mfnJ91EVgnRaA/q6RsFS6Chxau1VDiZMeobAZtGm1IJz83uePZIIpSZUuzIBzSLkg4YOkQD0dKh14PgkRH0i+YbFpQ1I+OHjJ/Ykwa9swOwwdAYumuygSHBrB7q6ysAaMBQWyVbjCIKHRu+j9FyVzUYaKZCm05FRpXWOj28ioNHSR0ibW/T7MqXiGoJ4ElkaMD9msF51eXE1jt97gNnUNaIeiYhPICL0ubea4cCRITRNotoTmBz3vnLt2A8M9wFgZ8dBVQOMjbXZ3jaoVATyeZFg8BTVlkPQ/TwHh3bRnB1mEgMEt41hdsk1UphOF58qoMkq+sCl1omiaj2GY14mkn38cgavHGQh9QUeGO+Qqd8hux4mGHA5PdXBFRMIYhWfarKWLeKNTfHgoXkEd5Jut0t5Z5OdmomshOkYSV5uJIgqK+TvVdEtDzY+dF1mueBjKPIYv/7iKg8eWObUrEbMb9LQXRRVZuAoaJKJnzwByyQhdqj2/Oz0BQ6kHWbiMrX+BtlKBFk5iN7Lo8h+RDnII4dHeGHVpi86KOI6itxnJwe6m+LQmILfm8DvdvCKQdpGDBcfW3mbuQOzNASDaW8PjxIkW2tjmCbbJYvDk6BKBl4ZOnqS1awGjo3hiJSaOqemwphWC68nRrHaYKswQsTbYTTWZjF9Bb8nwdOFSRR1gFsdcP9Uhs7gKYKJBplOkmc3fxLP4Fna3Tpi+H4KSomf+Ik4kchrNSmKIuM4NrIsMzrqcPduE9t2EYQ+6/kAI9E1trZUZuebiK8EDfu8+1hagj//57/DxoM6bP4mlJ+Bub8JvObX9qmPVvhr/2CeX/hvI5w61ubn/j9z/B9/b4u3qasBwMkjbf7F/2+CnazGxNgfSy31DIPdh94u+Ea/ww+xzzuB6wDC3gK5AARUSLxSgnN5HUaie/OoU9N7JTm3s00KLY2w30S3+gQ8A1zDRlFsVkoRCtUWXTOKMZjk+DSoqkzYb9E2/HSMeRxfiqS3yqCfw+dTmDh5nJ1ijkymR6akceHmEK3WUQThBLZdJZGwMAwR277D0JBILHaSL35xB9cV8XrXaVU8zI8NU8yVOHNGwevXWM45eDWBbKHJ+sZT3L5V5siEw/DwAqFQkGCgw2cdyA4+gtlWcN1dJidXUJRFVlZUMpkqtj2PJFUYDEQylSkuXr5EIp7Fqq9zYDRENA6O0+HlnWuvBoeCKOLar11bSwxjWnuCT6Zp4aj7z8Y+b85+cPgmOI5DMioyPaLikXQyuyr1QZjR6eMkRk3uVVuELQ+TQ5skExW6bpdsJsuUUiLiD9I2QHVE+r0eyYTzqtLWWuEVvx4Lwj64tO4wFN5T5/qhBTDMvVz7dn8vdcJ2bEI+GUVymUjYNLvg0UAEtkrQDsCZOYeIV+bK5oCBZeBVJa5vW4T8Bi9vjnF99zCuYFLrPILP18MwXDSpiySGcN0+qtJmKj2MFI5Q242SLXdQ1QeRpArxyAbz84+zvr6NaRZQFD91fRSzVkKbOIgefYx2p0sw0sJ1Xe6tbpKtQnPwBRIjBxgaP/BO38p93kFE0cF1XULeKnOjeTZWruLzHcN1YzTth6l3n2SnXOTULMQCQfxeA1mNslHz4YgjXNtqEvJpGKZFvSsS9AuIgy6g0+26DPsbPDQrIAgOi8M693IdMk2VdMBlp6GyWdbIN7r4Ak1mhVW+urRBYOQI0ZDEpZtdTo3lSQd3ubOtI0qLlGoGjxwM4pNd6p0yv/ZcCsedx5FkWu11fJ44A1fCECyanTK5Shvb0ri44hILeQgG+hydUOh225jOBEGvSn/QYzpSRHE1WoaJqQkMHB8+TcGyewxHbczER/E0rpEIB/C1M8jqZaJqEkdMUelOYel9Yr4ustSGQQ1RHBCyBSL+LuGAjugaFBoW62XoWy6xgEi1K9EfiFy816TY9IMg89i8h2TExXK93N3tk2tMocoeHGebuUQH05G5lekyEdOIRI5i6G0OpPog3MH1+cnm8vjC/4Br11yCwUdR21XW13387u8u8Vf+yulX7/uDD0b4d//uMsvLEVqtDcLhXSKRYer1LIa7wErD5ZyU5KVVlZ/4s/sp6O9Gej0olWB4+Nufi+tC4auw+9m9YMzWAReiJ+DA3wLl9arVmubyj//uFv/i301Sb8j8zb+0y6H578ziRJbhwdMt/vCLCf72X9l97YAg7O0eVi/vB4fvMWJh8MrgOHvzoJ4FA2svzXQtD7U2JEJQ7UCj62LbA0zLxLQDDIUUdusCrhBCFAxSwSZeZQBui0LT5fcvJJlIj3D/kRapsIIs1mnrcTbLY3TFIOH5D7Nzp8fGRpd2W2N9vY/XO4ph6PR6ZSzLS7/fY2yswZ/7cw8jinkuXDDRtAna7SaNxhlG0leIRPbSSlVVJx714ww9yu76y2SWrrO1PEHYNbh3Z5dKpcB998kossjcbJThMZ1+XyccHgZE7t7dAjxMTrbodg9iGA38Pouh4Q+z3na4XYjja7/I6RPjAJiWjaq+piCVHp1m8+Yq46EegiDgRo5i+NNk212aXYNQ0CWzep2RmaNIkoTe71PZXQYEUuMLqPuetH9q2Q8O3wRFURCUEH03ysraNuWaRm0gEUnkccwuY0MO9YqJR00SDXgoblzH6VUIxx2CmowsQETOM52Q8GsWuJCp7qWRjsX3gsB2H3AFJEGgM3CZ9O6lT1yt74nXtHt7xde1roZl9+kPYLu2t+uYDsOZ2b3UixvbDoY54H2HoNmTUBUZZm02i33GY1vY1q9zr/g+LCuI47iMjBxhZ+fT5GoNRmImqaiApCqsbnSw9UWSwRLrlQadnsJGNYTsdZmYGGW9OsuRqRsoYgvFGyc0eoqpI+8DoNftcOGF/4G/n+XsqMtgkKO7m+ELL69hCkeRZYeTJwOMjOwrmP5p4vjxEF/4/c8yHe5zr7zCfDTEC/fC9K0qExN9dGmI2aPnmEjfo1XNI9LDxUOr02QsrNDrHWC70qDejiArZfr9Ermai192yDVtBvbeHNAFWn0bRbKRBJedkoUjWPi9SSTXYcQ/wNJlfmhe4/LqFa6uxIlrAsNDkxQKW4zFbApb9zgxEQS7huCJE4sEefBgm7VijmojyWzKT08PEPN16XQ7VNo+rm25zA3LSPRRxAFJHxTaCj6vl0rbxbT3lN5CHoG+PqCrp6g114mEoggiDLwGh47l2Ki+wOyBI4j6Z7l/vkIkoLFeqhMI+SjvbmPZQ3zlhs2R8S6y1CPk5hEHBsZAJuyzKNUHTCYFFNllKuliCx5mJY2dmk3dSCMKIjtVFdOpoEoN4n6VrXyXa2sm47EdPny2RzQg0x2IHBqP8uVbNsVOn6i/RyoCwVgCWxlwfXkVN5QnGBx7RfhAQFH8FAp7u0Ku62IYBj6fiMfjkE7X8XpnKJcPYxgvI0khBCGIYcWx5Tk8/v2U0ncry8t7SqWS9G1OdGxY+lfQXoahD8LY2J59hORhb9/nzZkcM/il/2vlezLWc6da/MEXkq8PDgGCB6ByAcY/+T15n31+MKgStPW9BXWvBrkGtLqwmofNMgQ0GE9Atw9TaZhIQL3rcmm9ikf20dCjHBrt4jhNzMGAjx0X6RgDLMck6s/xm9c/iprZ4D5ng6BfIuKFL798EHzjBFN+lu5kGQ21OTSyidsccGPDx8mTx7hx40UGAwFFaRMKzfDkk9f42Mc8iOL/n73/DrZsPc87sd/Ka+d89j45d+6+3TcnAJcASBAMEElJlERrQpVGmqlxqCnZ5VFNle0/7CrP2B7XjGumzKIsW+JYiRQ55oAEQFxk3Bw6d5/uk+POOa68/MfXAAgKIAQQQN8Lnqeqq/uss9beX++1vne/4XmfVzTmBkGAqsZRoisY8fvkkgZhYNEYRzm+3Wbn/SMeXo8gyzqJ+Byq0sCyXPr9YyZygudenKPbjWMYCvv721y7dpV6fcBgkCIeP+DpJ64j9x4Q0QrUB1/lwlO/RGb6LFLsAc1JAyl0QS+Snj7/7c9SlmWWr/wCjcqhUIxezeHYYzzXJm29TnNnn9FQ4u3X7/CJz/wK/YOvs1hQCMOQ/Xt7zF3+5e/Msz7FXymcBoffB5H8ZXZu3iEbmyOZTODWIrx6vc7zl2eR1RqDwZCNjkRSu0spcsSl1R4nLYlaq8tUSmYYeJy0XeZzor9wLgMPqyJAjBlQSsM7Oz4nbfjIedFnGFoiiDw3Jwa/2k5Ia2DzzGoAIVyZh69tgCzDch4MHUwNtmuiV1FXQ8DG90J6E5+lvMTFuTK2PyQI/zm18c/T729imud52OjTczwqgzeRdJMwzDMYp6gPk+x3znBQ9knlTJLRVRynStSM0HVVIsY0gR/nbPY7BmM87JGyblDUD3C7IWpsltrRHoN2iejMHEEAb711wq/+qntqaP4KoVhM87FnbFRvwNbWFGdWixw07nBr/1k2N7/O0icu42k9XtvukQkadFPrvHF7zHNLAY32GFXtMpuzuVdOMxVzkaVjsnGDpOkQSg7bVZm9uouqOCRNMQt0rahx3DG5feyxOJskF4eIUUQKGwRWn4WUjST7BN6YaqPAxQUd2Q+5fazQH4VMRUNkt41phkR0hTPFWxyrM0wnHd7dmWMwqROEFlv1WZ5csjg33cAPIzjuhM/fDMgldXabUQ4aKictk4QpcefI5aSTx/Y8UuYa7dqEVKrDylKal59epLQ3onJyxLmzT8LwBrYcYWC1kcIt0gmP909qVLoLXJ7b4ecva2iqgiqNuXcgM7ECnpiXGTsgyyGaIjOa2GRzGo7j0O97JHQfSKPJGu1RnDuHCpuVHKEUxfYHRI0ARQ7JRkMm9pD396aYK1gUMiav3zjm4uU0sjEgns9C3MWyDplMfM6cyRMEAem0je/7HNz9GkmlSeNhEzVYp91ewLKi9Ptt+v0SnndANCphGHO89lqbF16IPe5H9BTfBxsb/47zDXf+MYwOYP1/AbL+g8//CeCpJwb8V//dPJ2uSib9Z+YnJs9C9dXHsqZT/OiYuCLxHYQiIBw5gkraGcPPX4aIDrsN6I8hZQoxv7MzEAQuhy2Pvm1Q7cJUakJ/ZKPIGgQ+qmwzlTSQSTOf8oibMkldpTO4SVodcTz8X3HnTgu39Ral6QIxNcr5OZd646uMxzmy2TzF4hBJWqXfj9BslvG8BywvO6ysnCOTSWMYG2Tz0/TUDM362zy7vE4QWaS5P4ViTKHrPSZjBceFo+EzGPT55MU5Lj/9Erdu13jzTR1F0VDVWfb2jhgMMrTbMs2mzief2OXaKwonJxUKhVU2Gwfcvh2wunKBhlQnGRW00bn1577r85RlmeLsEtXDB1gHnyduKmxsbuFYcWR5CVWDpDzhc599nd/6uOB2S5LEYl6iWt5nZvGUAfZXEafB4fdBsnSeijzHIIhTqY+4fvs2w4FF/egClm0ym1ykP4ySSseZTYdk4inWZzy+cL3PeBIQj6XJRPp0RiNkCToTkRE76UA8IsZbpGJgqJCJyRhawG4NlougySBLEmM3xPEC4obG0HJ5f19k1BQZan1BuzhsQXcoKBYJ0+OgBZkoPLUcMnYsVopNtqqvca5UJD9qsVWbp29dAJ6nbfU5bE4RSJ/n6lmVjlVho7xOd6Ch63ssLHyGeHyGwWBA3mwzv/Yimh4nkXB5sNHkwiOV8GH1NumYhh5qpCIBjX6dibUEskmz2eJwfw/b7vPiiyqlUvEx3tVT/LSh6hGSUQ9ZntDvd9Aji6ysXGDUr1NK9ZiEBW7Wfouo9ATnjS6m9jkW0hUKBuzWQjQtDnIa5G0cP8FgrGK5Hq6ncdxdoDfaIW6EJAw4Px+lZ+lAwFSyQFTPMvI9PLeLpkF3NKHak5jJBby2YXNpsYcZUdk/gvmMwlErzkm7zdqUzcahQcrQ8fUeY3cKRSkARTarPunYmFz8mOV8QBC49G2TIDDoDiGUY3RGKRTzCp+96dAerXJtNUMu5pOOvINphuSznyZpPCAZd+n2LOLRIo7TZ++4jTu0MKLgeiOQu8RQ+fQVH53XeWLBJaqNaQ8Crs05jEYy2Si0R2LYfX/iM7ACehOTSH9IYxhldTpCtXWMQpI3NgyW8yrl7jwTt0BEq/LymRq7NZUz0xLVcci/fD1NufUUpbRJvVVDCQMefG2K4vRVOlaNZv+LrC+vc+tem9u3t1hfl/g7f+cilb17LKYHKEqU6ZxK0Poy9fqv4XlD+n2L8VhG1+eBNpPJGM/b5sqVX3q8D+cpvi/u34fZH8TGbF+Hyhfh3D98bIEhQMQMeOLSkD/9Wpa//Wt/RvE0cRbu/1ffaoR/bOs7xQ8HRYK0KZLekgRLOfhaA55eeqRUOhbtNyMHNiugqfDgBHYbIZ1RwEk7IBWtkY1Cw4TWcEhzoCNLEgfNKdptGxmHiwsG4+EDLhUtdKnNv3n/85ycfJKs1KXbzWGaeVqNr7KSayEnbrIVJjgpT0gklhl2bhCQ4t69F9C0CaPRERcuHHHtmoPv75LPR3nmmU8Ri0V48OAEVTWI5D9CGNun3zngpKdTHuV4+dwsnck6o7FLva6yuip43L4fcOOGxdraHLHYAM9rks97vPD8WTq9Adff3+fwsM/82WeIxc/z4OSIT3+6QCTyvecdBkGA175LKS+GF87nNd67fkKutASA40k4fgTfH6Cqgi7geT6y/t0hQr/bYTLuk84WMX6I2Yqn+PDhNDj8PsgXZ3mQWOWk2kNq/ym/em5Cf9Rko1zBVWE4mOGoeYW4YtCz4sxMRWmP2ph6SGfoszYvIYc6W2WXrz9IENElFjJNSmlh4Gp9mEuLmT6dkUIQKmhqSCLioUpQ7YYUEuCHcNyWKD1q23A9UXlMR0Tv4tiGZ1ZFkNjRoNwW2bR0FDQloJhy+NTVO9R728jKIbYf4/fe+Tl260/R63UwjAXq43/Am9s1Zmen0CMaU5EBicQv0O8fEoYtYtp1YpkY6ayCPnmTqOeyVc/xp3/4uzh2DKu/yxPrBXAH2N0yu7WAIDPD4bFMc++fsDqlIkVSvPqHB/ztv/93T6uHf4UQK11lUH6TVKbK+xtZet4zNBtv8cLqfeK+ykLS58DfYWYmgT55D8U9Ya8yZH0mxnJR5p2dPhcWq8ynE4wHh1R6BhEjwV59jBeMyaWKrOZ7ZOMejhuy34hz0NFJx5NMmxH64xRvH+g0mpu8vG5xfi6C7TnIxHn3sMg8SY7bGWS7xmEL+sMZRnaXuCnjY3DUUGmNhhzX40TNE5KRGtmYy7kZm0Z/zGxWI/B1bCdHNh5BkmdYLExzYs/wxKrK564/zU69TVg6ptGFmUyaiVtlYpSZyVRIeRka21/D6xvstmVM2aK+WyOudkgtTEgaEslYkquLDo2Bw3xOQVNc+pbHSlEmG4OdWsjY8XhhDW4fQm9ks1tTyScmVJt1LH+auZRHb6jzsAKGZpEyT5jPxhhaCUKS/MktH1MLUSWVa/MbDEe/jC4PUaQFjnoDOk6d2VzIs2fm6Hbfx1xLEYnGKS2muXtX4emLPRRTwbZtymWV5YU54vsTDo+qwBOYZhxJ0plM7jIagSz3mUw8YqfFww8k7t+Hi39RO6hvw/3/C8z/dVAf/4Dsp64M+ZMv/bng0MgKeutoD+Irj29xp/ihEIZw8xj+5rPi53/9JpwtiTmHXijopNkEuK5gXF0tCRG/mA6VjkQxNeTcjMLEHhPVfb56T1BPe2OTcnuGxdwhgZqi2r7LhakOhqYznRryc2c/z4PaHUJ0ppNvoiptVvIbTPwYmdwuKSPGg600C8nPc25hGt8/5qh/SLv9NHNzPs1mn2z2ZVRVZnPzgGy2zJUrqywu5tjYOMaMzPPMJ/9TdnffQVXbPHiwiOvO8NprNo1GjXRaIXjEtD9zJsfu7k2CwCSZnLA0l6bZkjg+qiBP9kiGh5wpLGN7m8BzKMosx8dV1tdnvv05jgZ9Wse3kaWQ0JxhZ7NGqxwlnZaYLi3Rs+sYozGWK9GVLrC0FuWwt0sx0gHgZJQmEu9xvPUuycIKw04Vc3yfbFSl9iAktfxzJFKZn/LTcYqfFk6Dw+8DSVao2Ats3vjveG7BYmhJZBJpZtMNIlqCzVqPuWTIVrPIfHYbpTIg9AZU+hHWpx0qvYBGyyIdC/jYeZeFbIzGQOOg6XJ+FnIxaIWi4me7YuB8fyyzVYUn5qGYFmpdTy4GDGyHuyei13CtJALC20dC1ObKAlgezKQBCTwPmgOJRCQgosv0xg7LeZWFvEMqUqHan4LgC/yzb0Y5bH8S287Q6x0QiaTZ23tANjPDTK7JxsbrNNomFxdPOLvqslqMsffgi7xyJY2iRVma3KW/5zG/8kmOWyqbWzYvvvg8vcEIM79GMhIneuN3eLbUZSod0PdjqObLPLx/k0tPPPMDPv1T/KwgV5wnmS3xyeUR26P36d7e4YnzIWnVxm7d4vihT5YaWnARb3TEYh5GVsBuQwItg6ensbpdGsM8hWgBVe4xtttcWc5Q7EwYjCw0LUpzaDK2Rry7n6c8epKZosHefYmIMaCvLFIsaSTiW6iGh+VC3EzTj38GVa/w3KX7vPVenVJyDtc/oZiaZuKohKFHJlIjEXuWidVi42jMdFqhlOmzWvLZqgRslW3KXRfLM9BUDceTMUyLk4rLcFggbbzHS2dS6PqYOC2i+hGJaI2dWgNvcowyGhCV+6QkF0sqcqbkIzkD5jIOl+dcDA1uHrRp9KO0RwoJI8TzAxQZri4CBJQ7cGNfzEl94YzMnUPYrCictBVGlgfKHJnoLabzee7u13CDAn4YJR1zCZFQVVjMdzBVlXR0xEyyznv7G9juJaJmjFrPZkZ7QIYJ/doJBfMAw0jQGl9CHxfoVjR4colWr0bgTFDVNBNZ5xc//TG+/OWvUKk42LbFYGADY5LJKr/4i5/i/fe7fOpTqcf7gJ7ie+LhQ/jFX/wLTtj7XYjMQOqDISj03LU+/9n/fo0g4LtVT5NnofXeaXD4IYLvw+oUvLMj1EjPTYuWnKWCUHkHCIYwnYF8At7agkQE1qehP7Hojl1cL+TcDPTGIWNbxdSTHLdXyCYiLPr73Nn2WYp30GYlvMDCVIY8uSCjGUWQkvQDg4y2RUzVKcYKhMGEaNhjJt1nKhagaXFi2gafnqvxsHlE+/g8m+Mlcrk2BwchnjdHtbrHZHLAc88t8vM/n+P+/SNqtS5PP53h1VeHRHQNd3CXYb/AXTfkVz59zBf/9DpOcJFMZsSzz2r88R83MP2HGK1DfunTSTbuv89CKUE2qfNMxGe7+kf0GlGM5DLx+HfEYxzHob3zZRbywsX/4tduc9Bc5OKsy2gU0Bm0ePnX/j53NyY4doSlvM5zz82gqst0Wg2CIEAZXWfWOECWZcoH+wz6fTSzT6/bRQtkbr3WZOnsc6QKC6dB4s8gToPD74OvfvWEw5OL6JF1DHNMjB0MxUCWbUKpQCkTAfU1AinB/ZqE79YopXximk+tLSOHTVZLBrYrUUpNaPRt4qZLNga2I6p/J21ImhA3oZgKmc0GvPYQHpRhuQDTWdFTqA6EQtdsRgjZnJsVs35SEXh/H4pJoWAahOJPPh5y9xgs20NW4iwVYbvqkk+GlDtDCCUuz3+ZSu9JAsb4foGjoy0MvcZS4oC8u8dvPSOzWzng3PwYPbZGMNggIR8y8V4kbsisTvvcrgiFudLUPO/efYi20WH10otMRaNMtv4NHz3bQxufMAmyFEyZ6uQOUvDEY72vp/jpQ9M0kskkv/Ebq9RqDayBw9mZbSTfYzyqkNJ22bu/y8tnFUxtiGt7ZBIOd2oyna7LeqFJOlKmPxzTHLhcmldQTZeDpk86FnLYVIkaCpsnaaqDPKl0lJEl4RurxJOXGA23UN0izf6IZr+N6xvcry6hTpoMKjWWcw7xWAE12KYzCPns9TzJmIHjdLA8mXQ6QMYgFRtSytRxPJ/O0KGYlMjGQ2ZyITv1HkGo0R/dZ+MoQcqs4ajzPLkg4TlxAq/D6oxNpaWwVS0QM4ZElQj7FR/XhXPTI3brdRodCVMZM5sOqXUVBraP5QaE4YiYrmB5JsOJRMyccNwJ6I3E/l/MCTr5xlHAyIKZrEQx7dEe9Tlqv0kiopIyjzhbHLBfH/LWdppcQsfyLNqjKEnTZDhpsVLwkVCZSXkMnT3e2HyO1ZKGP6nha2mK2jt0WjJjVyWu7/LgfpRu+DWWL/wN1pYv4tknPGy6zF38KNev72CaFopyC1VdIRpN4Xkuuj7i8NDBMEaP+9E8xfeA78POjhCk+Z4Y7gll0nP/m5/quv4izJQcopGA2/fjXL00/M4vYquC/rr4m49vcaf44SALDYUri6IV5/6J6D188SxoGjw4FqO+UhExE3EhLxhWYxsWcj71vk+lC1FdtOg0Bx4z2Q7p6C0q3bt89OwKmDksS+f1hy6LBZmpZMjNQ4eE5qNHQ3w/QSqTYyVbpddqMxyC7FeQtFcwjBDCB6wV9xlbOoFdRu51mVgpXn9dRden6XbrmOaQt9+WOH9+QDQa4eCgzvZ2glIpx/HOm0zr94hF5xhNDtm5+U0G6yU+cekC+827BImP841v3GSmNMeMdJuMMaa5vcVM0cbq97hyYY2jwx6arGG1v0m+2CWdevLbH2G3VaWYFCMr/MAnqsUJgbuHFgQBU6vXuLq0ztzSv/3xZ/NTdDttitEhshzBdT2KaY2de7dZORtDiyvs7e2Tth8yYxRpHm3jex8hnZv6qTwep/jp4DQ4/B5wHIfBIM6k9adYI4eDcoMrcwH1TptaX8JQGuRSHa5kdFIRidYgzkw2T9YsY8gOA8snYUIpKeEHIbIMtb5NfwjnZ4UCXBCKzFcQwEoRHE/H9z0W8iGTCTSH0BkJxa7DDkwnhVFcnBIVxXQMjhowmxZBY3Mo5gNZHsRMuDgHr96BpCnx9pZEVA85bPncOYZoxOfKokrgf573jy7Q6FcwjBSF1Bxpc5eM3sL3VNZKbVKGT290n4vLBjJDPH+HtfUnKe+q1Hse0eq7OINNpuKLvHx1nUZvi53bN5iPlInKHfqOhR90sGQJORKQzp72HP5Vg+u6vPrqEd1uGtftUZwOCM0s7YN3Wcr1iEcMFlIdKoOAi3MRjscG/sSkNx4TuCPaI4f5VBct7jGyPAI/oNO1uDwnc9LUaQ26+PIUsq5zfjFgafqQRDLGzZMx24cuo24DJ5LhS83zLGTvENVqnCv2UZQN+pMQLMhnDZr2HJ40TdduslRsU0iMMLUod6s+hhKwPGsQkicdKfOVuz5nSmKPTqVCnl+1aA0bNIcSxfQAwia+NOT2SRxFzmIaA+bTY/BnMDSDdn/EQaXH1aUJCT3gYdnHUAZMJVNkIgqmblHrSUwlJVQlJKarxKMaGycKjucy6okk05lpGNmCQXDrSPQkJ01YLwW4rsTElvDCCJ2Ry9qUhKIUmUo3+MVrTYb2GNtV6NsFDpsBHz0z5uqSTG8U4Hnw3q5PdyKhyhEOmjkSRpl0xOPm3hhNnaaQN+i0q7y5c43k3CW+Kt3n7/29i/zcpxX+6T/doFoNiEZ1puL3yZgPGIybtN2/jq6vYFkpyuUunuehqqdfQx8kHB5CJgORyPf4pe/A3f8jTP8SaB+squ+1SwO+8lr6u4PD5LoYs3GKDw38QPQRDifCTzJVoc+wWRGD701D2N0HJ8IPKqbguA2JtFA3XSwIAUAkuF+G9SJIoceLZzyuLmq8tdNjNFE5O+Nz3NEot2Mcuh6ulMXz2zRbNutPnUFLpVk9M0/94AGHhwEHGzNIskStd0Qp2UPRJdSww8uXcrhuj+P7f8zGxisUi4vYdg9NK/HWW1VeecWnUjG4fXsemOLhww7TyTrBKCAMWww691hOe3zzG3ny+V0uXpzmT955i81Ng2hkn+JSm3xOYdSH2GqS8tE+QbBCYSpO1fGZ03Y5e3GG5s4XsKZfIpMvYUYSjDoeuq4hyzLj4RF5dcDc4iKe51Ed3ufg3hglGONrGebPPPtIgVpAVTU6vTGNoztEFJuxq1HvSwQB2I5H4HTJpmdwXZeptMFxY/M0OPwZw+m38veAqqr06m+wpv0PRIoB5VbI//hejqHV4/mzLo5tkU1FsGyFMIDZlEuj2yRZsNGVgFQEsjHQFJeILjGYhBw2YCEnKC/NvsiIFVOCDuGHMJo45JLQGwnBmbmUUC7tNkSWbOxAtQeyInoNVRkuL4jK4eV5YTDf2oLnV0WAOJ0WQ2MnVojjmrx62yAezXFxViKX6HHYnvDsusZMvsvX7hWJGBqxWBRdmSDL6UcN/AtsVw95csVGkSTqwyninSjfvD3Eka9wZqGB7O+RiI+Zyw2QAGl0QFrtMjMzS7vcAd9gvxslmb3E0tJVMvnSY723p/jp48aNE77+9RHl8hjflzk+kjiRKixHPGaTcerWGC+I0WxXUOdEr+3n75qsTjtcm9M4qdXZq7tkogFxU6bS1Xn5vM9wIrHtuuQSJvvdKOmoQUx7SFJRMB2J5MQjq7pEUnMspQ+QqJA2a4T4pMwdWsMkpuKyc9wn8GbpDEPu7MvI4ZDVkkMikkaRDZbs9zmut4nnFUI/pDv2mU6J2Vu6CrkEZOMBhuogyyatvkMmYXDSrbCU9rBDnUxUodaTMZQxafOQ8aRKytQYTWwGgUdnAKmYymDSpD82CEOJ3thDkyW8UCEd8UlEJWTZJWp4LOYl9mohfgAXZkXP8UIOehORMR/aNkuFOLKsctRP4gDHnRETp8/IVklHx5wpKUR12K8fs+3BxA55cOKTisosFHQ+d2uE5y/z9naP+SyM3Dne2ZZJxz2SZpdKs8ZbD3+T2uhF9vd2mJ+b5g/+4AGLi0Xef1/m5MQimOzxzNwdkjGF4SRgr/Ma94/y1OsLrK6uYdv2aXD4AcPDh99HqTTw4f7/WQSF+ed/6uv6QXjiohCl+Yf/yfF3DsbXoPN/OxWl+RBBlaDShVIKZAkaQ+E3HbYgGxW3sj+GAMjERELsygJUOkKkppiCTFzY59KjwDGXVJg4BrJk88xyk2q3SUIzaXcMGi0JWZqmY2lsl+fIJx1qg32uvZLlj94s4fTm2Lz/PvPxMp/59G0qPY+N1nketFSeX0oR2Dtk4hE+ds7ma3tvIasrKMp59na7xOUb/Kv/xw2U+FmC6K8iK6BpGTQjQjphoSgdRv0iiYiFTYzhMMm77+2haU+iaX26vYs8OHqVklkjlZa5vRmSmX2B9w915kpTxPQdZhbWUVWFUkbhqHqXTL5EMp3hpHWOSfMBigxhVGU6aeI4baJRhzl5h9l4ElVR8f0qx1vvsXD22W/fg3giwUZ7wrmkg6pIYKvMzq1QcSRCz4XoAlo0+W39iBD5e9/MU3xocfqt/D0gyzKrqddQiwr+2GIp26PRDwnlCI2+hOdP0WxNqPc7RHWfztDHDya0hwGpqOgnNHTRT9ifhOw8GjUhiSo/czl4b1cYroQJjgu1gQjqEqYIBm1PzPMZWLBXExRTTRb00WIKOkOo9ISsc98SE6UKSQglaI+g3of5DIwci/rA4MKsxtC26Y0tSmm4MA0HzQq6Uif/3A6mts5xV8MJPHqTE9bTLscdldZI42QQw9ankGJn6CtTtDtZPv7Jec7nW/Q6bYzJQ3RVodXr0e822N/fwW2NiERNysMZ4qufojg7T2TqEtFTBYq/UgjDkK98ZZ+trafRtDi2XadWP+Z+4xOEi3/CWvGEiQ3p6AlXFkIafZdENMFHzkyoDtM0B0OeXHLxvADbFypqb26FnHRjHNRdzpY84oZLzKiw00oQ01rMpGJEtYBxNqA22CYd0ylki5gcs5AJqHRHnCk57Nc7LE0ZHLQUtioH3Dk8j6Y5xA2Hbn9EPlvCmQyIawMKcVie6jOXCXlYdumMIWqIgKzag7fbMJ3y2TgZUUoZhMGYiOoylY7Qn1iEvsNsKo6sRPD8CvWeQi7eoT+2mErBS2fjHLcl8gmVeEQnoum8/rDFrcOQT5z3GVjw3p5DJib2fCYG7ajIrI8dCc8PKaWF0p8kS+zUhUjN2NPYqRXoW32mzSorUx5haHHYHBMSI2oGrBQDYrqPLEkkowqDicJG2eDNrWd4a+cpZKnHK+f/kKEdIst5XjpXIwy6mPoCV+cf8ubeG2Rdl2i/T6t1D935JZq1OO3agLOFd5mK9ZlJH5CaNYnu3eRh5f9KtfoU3/zmHT7zmQyxU5vwgcKDB39OqTQMof8Atv6fEHiw8h/yF80wfFy4dmnIf/3b83iehKo++rI18oAE42OIfT+e7Ck+SDB1iGsiqNNUSBhCxO/irKCRPrEgWm8KCeHrzGehO4aDpvCzzs6IWdKZuGjH6U8gJCBhOrSHHoPJCBmN3XrA6pRGRB9yc9/j1t4vkYppRPUORWNC6/of8aCxQG1wkecXD3hybodSNsdSQSKiv8nXNoscNaaZTeao910ips7ZosSh22YyabKS/VNeWL3F+oJPs/Medxot9ka/zuzsOaToIvmp+wSWwcP9HEd1h2srDSR7i/ZggJ7b5td//RleffWE3doscz2D+ViGaS3CWJJ58hN/nX6nju7HyOTS3/7spG85mcDs6hU87wJBEHBee5eFRBs/8FFkhZvvPvh2pVBRFGS392/dh+nZRVQzh+97xEOZzv0vMK4GuF6Akj7DhdIsvhdw0gvIrl76iT8Xp/jp4jQ4/D5IxaCjRqm2NpmKeQwsn4iu4rkeljvCcWtcWwzp2RqVPRPLclnLi2xVayh6A2dysFsXAd1aEVRF9BmmoiJQ1FSR6c/GRFL2zgE8f0ZU/EaCGk46KgzjnWO4uvDotR9RxzYroiG70hF/Z2Ow3xDOo+MJ2moqApoy4u5xwEEzRSoiIYU+ihwiSyNcd4qYrqKoNaYSA6qDMbM5i9poGS1+iXzc4V6zyrOliyjKApKukM59ktv33qZj1JGDPlHVJqp7REsqdza2+OQZH88JaHR7HHWn+czf/A18zyVbmH7ct/UUP2VYlkUY5ghDG4gzHEax7SHpRJHWYMBOZYenlicgQTKhE4/I7FZdLMdmJh5y1BrRm0gMJhqBFMVzhowchZsHASnTxQ8Mhlb4qJ/XxVRcXGdEua8xm1OZ6gwZuj7D0V2isTpje4KhhRy0LKKGTXMo4XhTXJzt0R/tko4fMpV0iJsW93e7zGV0BhMfj1l2ag8ZjG0sN8R2IZ4RFX3Hg0JCwvJDFrJQ6frcOZ5QTHrMZB1eWFPoDgO+eq/NdHrC2PWYzUg8uaTwoKJiqC5B4FHrwklrQswY058IkSlVEX02M1mRLHr1LvzCZeiNxdzT17dg4qgMLVd8hlEx73AmDWPXZzCOYvspZlIj3CDKwOrjejKeF2BZfcqOzmw2JGrKtIYhjX5Ipa2wcZxj4qbIxna4ONdhNpdgOd+m3Bmiqw6epxGLLjOb2ec56S1M7QUy2g0uzQ4Yhm9xdarGSuwjzCYsZjOHJCMRNNlgKmkS4y2azTwXLz7J9euHzM8XHu9DeorvwsbGnwkOm+/A9m+DO4Cpj0D+JZCUx7q+74dU0qdUcLh5N87TVwfioCRB8gx0bp4Ghx8SSIgKYDwi/KLOGCIa6BrEgWpXJMLbQ+EHbZSFn3TQhOkU7NbE749bsNOQmU7JWHZAe+SRiEjsVj1cX2F5ymBsyVT7c5hGiny8x1PLfeYKFhI1EkaPlKazVbMYDSZEFB+NGgoqhYjHtUWdTr8JygqDXpqDkziZQgFn2EWWNphObpBP+LRaTRRZpmRWaPouYfhV/vZvTiGPLe7eO6DrVZgtTaNLWwSGzersRdLZAT1twBNPmJTLLxGm49SdWyS0PPHkNLF4glg8wZHVZ2ztEjV1Wr0Jrr6M635nnvTBQYutLQfXyVMx9ji3oNHoDGk7WWxrQiQSIwxDfDlCr92ge/QOCg6ukgUlg6Y5gMz1Nz7LmfyIqekFYtEo7x6qRJY/Q9saUTw/jW4Yf8EdPcWHEafB4ffBa7clXio6xKdVUppPbRhneipGZ3hCTJswlbDpTzQCGQpTaYKhztyUz2jiQQjIcOdQSC5fnhN9QfmEyHiFISSiUO4IOsTEgZfPCVqo5cBJS9AoJg70R+K1tEdN2gt5ETi+tyd+rvXENTNZQXFLPTKWbiAMq4RHSEBMV+iNPC7OuRy1ZLo1m8W8giodc9gqspSVmM+VuaAmmCtoHNSrVEcjLj3/aR50LvP6e0miZoKBXUBVK8Ri6xSjB5xLvIsuD5Ays1y++BKlqW8QMGEwssnFA5K129Rv/i7Ly6scVHTmL33qdJTFXyGoqsriYopqdchgEDKZ9DG0gGLwL3h+scl8NkFnNKaQiVJuOZyfcTDkMeW+jOu4pAyP3hi6kzT5lEajH2FpaY7BcEJ/0qE19nE9BUUaEUoeU+kklxZCDpsBpgb7LQNJHjM9l2E6V0ENHbA1emPoDw3OL+ikYyOGYwsvSPLy2RBDCxm5WVT1hDc3ZTLRHJlYjWIqwFBCQmA9LRIvGyeCxnnrQCRjErEEqahHMirj+DJX5j0mjovlhlxZgN5kiKxI5OMaB02VMFDYrcuMJgpDZ8y1xZBi6tE8VBO6IxEU2q6wJbOPAtIwFJTy3hjGrsTYUjA1n3OzcNCAzlAhm/DZabR58nwUe2wwn+9hKh4LcxF2Tvq8twOxiILjesznfAxV5s2tEMuRkZU2Tyw0uDB7k0x8zFFrigNpRCl9xNiymc2m6dj7OMpF8plj4ok3OLfUYzE3ZOhXGc4ecPPgPK3RFAvZHcaOi+0m2a2vI0uLdLsdKpUJYeg+5if0FH8eGxvwmc8A5S/A9u/A/G9A6gJ8CKhjl86N+MZbqe8EhwCxZejcgLlffXwLO8W/M3qPKKPr00JfYb8lGFVBIFpyJhFYysNKQbCnmgORoEs8mh0tKXDUETZzuaAycTRmMh6HLRvHDZnKqhzWfQgskBSiGsSjQ/LJY1ojm2TEZaFQQ5MlgsAjbiQ4acXpjEMycY/+yKHc8jlX6NE0onz51iaT4BVC2eRgT8fMzWDoLcZWlFZrh0Jsh0xMJYgVuFJ6QCS7zpx5RDJnMp0ocaHwFpvHTXJSn1DKMdGLNFtjtltvs3ruHK7bJ5WaY3b6Gt2+Tu32EaOxwfJyyLVr16iXsxy3qly/IyMpc7x/q8FTT2nE4xo3bugYRhEkOOil0QZbzEaPuHpujje+8j9hxlJI8WUufOw/orv/TRYLMqASBF32BlO896BF3NuhfXSLxTMZlElIY5AkKpeIJ9NoudPE3s8qPvjW/jHAcRzimae4V1lkozFN057i3EoSVfPwvAlXFmxWiyFrUxMkxmSMOppmcPdQoj0SBsx6FAwW4oLeYGjCgdQVEfSVUiAF8N4OJCOw1xDKpFMZ0ZA9smG/JjJox23EfMQQjpoiS6ZK8MIZmMuKCmSzL4LGO8eCltEbC4rZ0IJqJ2Cn4ZGJyWyeQBA4nJ32UGQHWbbxwy67VRfbVZBDl/t7I84VO6ymK3z1629w715AaW6asTeNbadQ1RaJxDJSf4tsKo4ia5zP1dn86n/NwFaRZVifT5BLmaR1n6MHm7zxVh3DbVA7uP+4b+8pforQNI2rVzWuXYPFxR5zc/fRpEPOzrVIRhUs12axaBCEIabm8862T6Ud8KknVDIJyMQ07h4aVPsKB02YBFHms0PSkTGDsUHgmzSHUQ6aJj07zSSI07V1fEllt53F1i/w1LMv0pZfptI3icQyqKpMpS0xcDw2T3rs1bpslAPARZYcQMMPXDRFZTDSyMdtZLnLwBIU8bPTYt/FTFgtij1XSGusTkkQDFkrOeQTLv2RS2sQsFcPiRpiX0Z0qHRCgjDgwUlAuZtlu2ZQH1h88qJHOib27BOLgk4Vj0DUFD3GqUf9ybIkaOezGRFAdoY+8/mA3kQkmIY2aJpC35GwgxTl7mU6vQlHrYCoMeKw0Wbsajx3Jk1jAJWuwmFLpzOE9SmV1WKMs6UzlNJdbK9CMdknnzjG1MB2XuCtrae5c5DlsFLHHd+k2q7T7w4JR1UC2cWMySzPDlCVt+lbRd7bXeHecYobB89x0Cxx3IoShlGC4C7nz+cf9yN6ij+HzU1YmKrD1n8Pq/8AUpf4sLgKl86N+Orr6e8+GF+F9vuPZT2n+OGRjsO1BUEHrfbhI2dFsjsZAccXTKnOCMpd4QelYsKfujIvCsUJA1IGHDahO3LQFQvLs0lFRQKv2Q/IJU22ajmCIIobtKl0WzQmaY67r7DXGKHKoCgmUWNC0thgJhNjtxblD98x+dI9k6uLMSJqjIjss1oMUMPbONYe6vA13MP/E6ODf8LRUKPcahDRHAa2isc00aCCZx+SjIlKW6NVZ3HKZHEhQ60bQVcUFMnC8cecHFRwen0WixKR7r8gKP8zmlv/b5aXLuBYJjfe7bL5cJ+pmUXKrTyuncCdtNC0EtevT6hWBxjGd0ZMmOYUdnOTYj5Ov33ChaUUSbXHfKLH/Tf/NabqANBqDXjn3RZ/+tl3UR2XQiHPytIsSX1C4HtEpS61YfR7Jvk9zyP41rDGU3yocVo5/B5QVZWth9u8MB8DbY2hq3NS2ceMRcinZEzNwdDB9WG3PGDkqywVFM4UVEzVZeNENFRnYkJBdLMi5OYtBwxVGL9MDK4swx+8A/EjUQUMEBXC2aKgTvRiooewoAjDeGFGVBQ6I7i6LLJppZRwBqtdmM0KJ/L2AVxdElm1iSOc2EwMJLrcOUgym3W4tOAThga9cZztOrz+8Dwja4u5fJPzMybVlk17MGFGLdOpd5lYt/CCVWZnn0aS4lijXc7Ed0gwYq3Ux9AzrOXHVKSnuX5YZSXtUmlLGPFpZF1h2N3k6I6Fm+8xNX/ulIbwVwgXLkyzvDzhzTd32N19EplzhNaXWZjqETELHNXKHHUMNMUgoQWYSpdyy8ZQ4Mpqhv3WiJgB+7UBz50LSGtjkiWZWq1PtaswHCexApt0rMJg4LBZizPRztEnjWokaTcf4vaPSJQcYuqA3YHNM6su6XgEx0/xpdtjVooRHE9np14nYmg4rovljnj5nEUhadAayEihhBcG9MY+iQi4npBP9zyQ8TlohyzlQZV8wlBCkUN26yGZqFDcqzsi6bOQg0bfI2r42K5DKaUSN2XiplAm/RalPAiBQFDRw1DscUMV+3+1KGzFfA5yKZ+oCumYyUHDwnHhyoLEblNnNV9jr/7f8tzZOOWGT3/kkIzIaImAoWOyXIgwsT2mMz7tISiSwmZ1inTMIBX18TwDTRmwmM8R+IfcPsoSSk9z3L1LJupS6T5PQI/tgzaziThDe0w2c4NCRuXKYpn3Rr/HQf0c9yvnILxMf6IjaylmZnp86lOXSCSij/vxPMWfQb8PgwHkO78jKKSRD5eA2OXzI377d2e+W38msQb7v/tY13WKf3cMJ1DuiSTcxBH9hF4glEktTwj2XZoDSRaJssO2CPoafbi2BO/uiH7wV84LW9m3fPoTce5RGya2xNCKkIrqnLQSVHp9IlpILFJCC98mES+yUfZIGg6q4tAejtmoZFkrLmP7c4z692gO6vihxsDqcWnWY3XKQ1dOeG0zxxMLs9T6E45Hdxm46xx0r+K6J2QzDjs797j08bMMxw7lky537oR8ae+Inl9ENy5z1OyzVe+Q1KOsF6aQu8fI9tfxpRdoNWwiYYw3vvjf8CuvnCOaVWk9rNFI/yrdw6+znswRhCF7lV3UzAVSKZVO5xhdTxKLJXGcDsmskCAeD7qktAYLOZ1UXsar7nHSiFFI6zzctAjDNLKSwHN1yifvc379MpsPbjFogGSkOffKv/9d9ywIAg7uv0YkqOEFEmr2MqWFs4/h6TnFjws/UnAoSdIisB6G4ZckSYoAahiGgx903b/D684DvwsUEeTM3wnD8L+VJCkL/GtgCdgHfjMMw85f9v2+H1zXZbqgUm6WmY1X6Y33qXUmmJMMbi9kNh0wcmRGVkhE14lHSiS0Y+q9kKgus14KaAyEgUrHRWC33xTCFX0LzsyImWRHLXhmFcotYfwKCRFUEoqsWcwUVUR0cWyvLpzLh2X46HnRf1jri0piGIogdDCBJ1eFqte3uPu6BsnAwPcDlgqiJ6o3CoiaLgOrh++bBEGcGwdPsdd8n2SkzXBiENFl8rE0AIlgj73d2+xu9lhYneHszDdQTRNZqlHMa9QHQ9SpOZJKmuP4/4wD6zUiKYnRKIrV3uPMSp57Ow3WM3vcfvW/YeHabzI1u/yTuoWn+IAhEomwuTnh5s0t3n9/SDdmkFMNZnNDGmODYbCG7mzyyXNjDhrmo75Amy/f7JOPh6SjXbp9i0pjSKcr0RiojGyPbFSjmBqzPKVQ64EXxNiv+gxDh15vn5xzzLSkomWPabR6KIFJVA9IxwJkfDS5x7lph0rfJ5Pw2W242LaY65SLaTy36rPTsImZ0LN8ZEViswrPr0MuIfHeXshCXsinHzeFI9PoSZhaSH8iKKhHLWELko+EFfJJUUXMJ0IMDXZrFpYrcdgMyMRF1X+zJoY+uz7UuhAxRaWwOxbVwqguqOnt8XeYA7mUTNRMU+1Z3K9GSZgyHz+v0Fpoc9xq8PELPt2JSoCHoWscdTxSEZOTVkh3FOewbqHrCl7gcPvIwnYiFDMSW9V5qr0nkUgznbmFoQ2YOBb79QV8EkiSRSaepDm6QmxUppQ9Zme3gW8l+cxTI/74fQ1Dz/DWloTPGrFIj6OjMl/4wi1WVs5SKmW/S0b9FI8PDx/CwryH3H4DLv3vHvdyfmgUci6yDHuHJiuLljgYnQWrAW4ftOTjXeApfiBCRFDXHom/vRDGlggKCcA0hd0DcVyWhaif6wlbO7TgwjwYivCnYjps18SYC1mCWs9nPmfRGZTRNYmnVj3GE4XF3L/G9ZK8eu9pPn3Fw9R6yArMZD2C0GanvkQhPeLO8Uex3F2W8ipnSg0mboqINmQ+N2G3MUZTLWbSHkEoc9Rboj0sYaome8c+NV4mVT7PNx88pHUQYe9A497e3yAbNVDVBju1M/TaHV651EJVhsjKDIE9oVzeIGYqjOwYrn1A7XCA5URYP1fg5jf+gGfOJTnYt1G1CLPJDk1pl93dWRoNmVqtQSZzn7/+1xeJa1cYjB8wtEI0M4BIjjAMicaTeOlzPKg22K4YHLeSuNISmwevc3m9xMg9Ij17jfWFq1QmGWbmvrt/t3KwQUEt0yxvoYYTyvs3MeL/kEw2+9N+fE7xY8IPHRxKkvT3gX8AZIFVYA74beATP4b1eMD/OgzD65IkJYD3JUl6FfgPgS+HYfhfSpL0j4B/BPznP4b3+55QFIVETMYZx5kE86TjDoPxLvPJMq0gpNoBUw8YWRJJM+BhrUl6LsRQAhYKOrZtISGMUzIqsv0zKcGRf3sHdmrCWSylYFkXgaLricCu0Rd9Rq2BUN0aTB7RUNMiAGyPIBuHN7cEbTUVFdz6ywvCqbQeNXKnY+I1PF84jysFhwdVA03TMTSN/aZFELgU0wpXl0LeO2jy2oOPc2W+T6X9LvmkRiY+YK9RYSH6r1jKOUSYxY/d42G/gK6N+Ft/7+/wjS/+PvfKB4z9BGvr69x4J0ZoPMHG0TFY9yBaxNSewD5ymS0YXFyO07Fcws57jFJ5YvHET+o2nuIDhI2NA770JYnR6Anu3PmXzFw6z439NLcOW+jaEefmTzBNn9069EYydw7BUCVsz+XjF30iusxyIUSVQ4YWfOysT3MI9W7AyAqRkFkuyCiqxLv7Ct1mm8AzeW6txdCyiUXHFGdh4nhsVWyWCxLpqMXYlumMPK4tyGRjHpsVF9uFVEzCdV3aQ4+EoTJxAuo9FV3TaA5lvnDbYTAOWSqIDPbIFoqipQycnQmRJYlGX9ChXjkv+oslSQjMuL5gEhgaBHgUkiHNXkgiIijkzaEwzHcPxc+2A7M5QSUtJIQQw/U9QT2d2CJhNJOV6AwddusSY69AoZRjJjfEGXWRQoVcXEUKx5wtSbz+MCSXVNGUCCftPIetCf/9n6bIxx2yiSSylKA3SvDH15dZKDTIxZ9Elmqsl7YpJi1s75DOJE5rUMQPIkiSSdfvUkj12ToZI3tDFtMKhqxQSJhcnHuHxiDBdOaIvZZPv79KGJ5hZ2eGf/pPK8zOVjh3bvYHPkOn+MnjwQOYzx5D+jIo32vQ4QcbkgQXz4546/3kd4JDSYH4CnRuw9TLj3eBp/iBiOhCgGYwEf/eqQqRma/dF/Z0p/6oqugBoUiCDx1BLz1uiWukUPRmz2Sh1oGXzgo2RqULtqvSGlks5Fx0RYgFmppMpe9RTLjcP/oG29Xko/7tPHOZGPGohqJN86W7y+w0lrh7bFNMvcHHzx7x0lmfXLxDb+Ljezbz2TpBaLA+bfDl7THVbpu4OsKIljiT7nPnZpnx2Gdq6nm6JNCMmzQmi7jhRbJTaWT5CywvT9NpNwkDi5ubZc5Mp4lF4pTr1wn9h8idGeaml/EmabarPh99KoaiTDja2yTJEa6/xP6Dj3HmzIucOQOeN4eud5lZukirniG+NsXGwedZjukcHk9w5Sid9h3WZiMc7d7mqPcL5GaWuHEAkdybxGY/gZSM0tZSLK6e+7eSeaE3plneZinnAAr5hMPmxtfJvPTrj+EJOsWPAz9K5fB/DjwLvA0QhuGWJEk/lumXYRhWgMqjfw8kSdoAZoG/Brzy6LR/BnyNn2BwKMsy+w2VfH8HZJ1yu4epOqyXVIpxk+HIpdIFXZHZb/qcnRrQ6ltcng9o9IRTuFYU2fxWXwjF+CHoumiyvnsEy1NCqdTzxGiKkS249IWE6B1MRYVBjOqi+fqdXUEbjelQzMJrDwVF4tyMuIm2C7m4yJBFDeGAltJCzXA6BdV+QHugcPtAZzbrk4xC2oSTbgChy3PL75LQK6xMuSwWIoysKt/ccFieSnBpfsLIUjF1n8WZNof9Yx6clPjsF/fxmyEWacb2kK0/+j3C9N/k6P7vsTp3CSs0mU6/z3HHJ5bP8tQTeXw/QNLTpGIq7X77NDj8K4LXX6+zuHiFV199D1l+ClnaZq3okYwek45UiCdSdIcJRraDpiYoZfrMpCQqvYBiCh5WAmYz8OptmM8LOqcswUIh5PYBaHLAyA4IrAayrxNRhlxciHN+ekR7OKY7CtBkmfLAYzEPN/dlsrGQxsDDssBQbTrjkJlsSLsPMg6ljNiTjucxtCVkI8lHztpEdINaJ2Qw8ZjLCyU8KQhxfXhYEUOX26OAmaxCpePTGUI+BW9vwbNrgknQ6It+mnQkZCopVIZ7NVAQ3V2OL0QWfu6CUOsT/YAie96biGDzjU3BCqh24O6xWLukRVGiaTaOWhjhiKisYLkaE3tIuauxXR3ieAG71QkJ02e1KNPoGYThiKWpLF4Q4b3decbOOpJc4u6xy5NL20S0FulYG9tbxTRdpg2Hcut15vJ36I8detYKc3mXZMyk1bYYR+PYTsBJWyZmKGRidVwvhW0XEIIHUTqdDLdudajXu6fB4QcE9+7BfPwWZK497qX8yDi7Oub1d1L81m/Uv3MwvgLdW6fB4YcAEweKaeEjEYq+wi/eFi062ZjQavjS3e/Mf1YVMe7L80VSvJSGgS2E/RRFJNtm8oJhddiCXMIjDMQs6GJKot4PuZgNOOn6lDs+z6zZXN9XqfZ0FnMdLNdlOp1hp76DqqwiSR6KLnHSfZn394csFv6YqZTKw5MhmYSP5UwYOT7jnko6IZHNWkTlEmZsiv5gm9ePemz5L1Le+D2KsX0uly7Qar7GUWuClvgIz730LJu1LUqxAdFUHSO3zlYzjWurrGYdookUcT2CPD7hsCtjzP9vub37DuqkRdA/omHFmFuOgXvA3nGSwTiJZUGzuU2xaBGGEmtrqyy/8J+wf+vz5M0jAsnF7HyR97/kUTBmGMnvsbMNz7+wTG7+Y5x5cgEQ9NFvBYaDXofO0Q1kfPqugTQeQk70IQ5slWTilA3yYcaPEhzaYRg60iNCvyRJKoIJ8GOFJElLwDVEEFp8FDgCVBG00z9//j9AVDRZWFj4S7237/tIjops5tH1NiOjRGAd0J3ksB2HszMOmuqRisTpTsYko2PSMQldldksi2ZcPS4onUePKKOJiKjszWZF4PfgGAop0SMYhLDbgFICLi/CaCKu2W8IA/nujqBOZGMiO2a78ItXRXZsrw4LBcHTP2qJQNTxRDN2sy8yqX4gqoi3Dnw8X+bstEZM92mNQp5cggflgJfPdgnROD/r43lJTGOatZLP3WOViTdkregzn9qmUxmxcTdKw55m5+5DnpqD1WmZ5ZxL1Khz9+G/oqg59E82iZl9plMzTM1oVNsuO/UIxdIcsfQU1Y5N/typ0tVPEz/OPfLDotfrc3TwkKXsu2RWqkj0OWkdQlAjYzr4TpdYpEi5k8B1OsjBmCeXZEIk3tgMSZhiP83kRPIDSSRelqZEz21rJBwD24WVKZeAkN4IHpYtzpR8NAWaQ5++pTC0JbpWjNZwzC9cCih3NZIRn944RAHcQGI+EwISsqSBJFHM6KhenHQ2Rb01opRPMDpp4LoyhuKjaiGqGiEMHSzXR0JHVz1U2WdoCwZBTBe9h4YimAIPjgUbYCEvMuFhCJYr9n0uDot5EQhqshBbKD1SKj3uiHOXpmBtSmTDjzrg+j6TcZ+1Yo5m1+T2QY+M4dMfywSBiuUpvLgmUe9rNPsuc2mP45bN1SWda9KA7VqArsSIGmexvBSyZHNu+g6DSZ3393IUkmusFYcEgYGu1LmymMT11slGdpCVhzwoL7KykOOwdYnqQCWpQ1S9QyamEDEMppJR9pv7+EEKyzqDqjYJgmMWFi7+VJ/F74fHuT8+KLh72+aZ1F1I/MLjXsqPjPPrY/7Z7/+5XsnYErSvP5b1/Kzgp7U/Yoaghu5WRRuO64mE4PPrIimuqvDcnPgu6I+F81lKCf+q3BG+TswRbTcLeWFHpQDe2YGppDh/KQdbdZjJhOiKmDvdGQUsF8ALZKYzESZOhO2ay2xuhuOOTjbhcWb6G4ydNAvTa6jhGN9rY/tL7FQnrBbjuH4DRVGJmgaDYZZQyZJL1NG0KP3BgF5XJqZucyabIx93ScsnNPrHPLGc5WNXAirubVqeSxi5zN7Y5TO/+gs0J0nsWp9K2aGYUeiOMtw7jpKJVdnv1lidLmObT/E//IvfYzUxJhYz2NrfwfMs/vjtHuifIJ+3gTSJRItCoci9e3V+6RdcIrEES0vPceutL1AIO0RChYxuMzL2qI6yqN2bNO5WeNc9S7tdZyqXIpWbI734AsOjN1goiBBiOO7zrjdDfjwESSExvcTIzvxFt/kUH3D8KMHh1yVJ+i+AiCRJPw/8p8Bnf5yLkiQpDvwB8J+FYdiXvt1ZDmEYhtKfnfT5neO/A/wOwNNPP/2XClZVVcWU72NKQ4b9Q2J6yO16ktJcnpzpsd+yaQ1VJCnAcTziOqxNhzw4CUnHJLZrIbWeoH+6Afie4MTHI0KxtJQS9M9kBG4cCEMoSTB2RQasmIZ6V1QJDpoimEyYYr5hYyCcRNsRVcX5PNzYg3OzIktmauKczRPRszSXE07z9X1YmpqwcVznuKvSGUWJ6haNgcdJV8JxQ3SlhqYYGEqbg3YE2zEY2ItkEia6eoQhwXatQTGxzeXpExLmHmsli1TMZXnK5MHRmOWkTm+s47l10skBd+8d8tJHrnL5WoGvbMV5UIswHMu4+jLyrXukUtOYps/zz2fJZk+riD9J/Dj3yA+DcrlNPL5ORv491PSAtL/FdHqfuN4iHYMzMwZuGHLQ7jCxxiQjKp6l0ujbyIj+PEURvXcrBfjqhkiMZOLwlXvCKWgYIvgCEUBJEmiqRyLicWNfJFvOTENd93F8GQWYy8q0R1FMw+DGwYiR5WC5MksFiBkhW9WQiBHQnWh03AyhluNh2SLwYgRek95IiMfk4jpvbwUEgctM1qc18inEPR5WPJImGDrcOxH/B8eF44lwgMJQiNPYvkgQdcai/3g+Lxyi+CN1Pl0V5wwn4lh3KOyCLMNgLJgHs2nBPjhTtGm7FYwoXMy6VNoK1W4aXbFYnwqJ6hpnZzxCoDsOiZkWuuoQhhAECXSlheNtsHEyxUfO7rFa9IAWG+UUrz0wcdwk8YjP2NlnKQcL+fss5LtEtRHOdpxOf42JFGWrDPMFh5w2y2Z9lmZvjXxyjlKqyUlnhGX1UJQaS0t3WVz81E/rUfwL8bj2xwcJG3cd/sbfkkH68I4bWl+ZsLEZxXEkdP3RbYyvwt4/e7wL+5Djp7U/wkCI6qmKGHBvuUKp+aglfKp0VDCxvrkBz60J1dKIJuikyYjQarh7LPymwQSeXBLnu76ww5oqEopjG27uPxoHZMNUWmazFrA6lWYua3PnEI66UaIRhYgxwezvc2k2ysfO2dRH1xnay0h+C1UectDJUUqPUJQkd45MMgmVOycSbvwCXjTGS2sq198f0B/uMJeJkvItmlWf9EyK8/MuIzdgZnaGvfsNBi2T48EZzs5LXP/KV5iZdXn3wT3wQ97b88nG01yZbyHJGke9ImuZ93jjG0WWszFS4YBg0qF2FMWNTdHorCMpUTRtRLnsMzsbkowHyP59vHKNuNngnbdNOrU4gaRSq0mkc1Ecp4oyOqC8ecTKFYX6u/+Y558o0JsUoV3jcDBgtaTzrRAiHtVZWn+KcreG2z8mHHk88ZHnf1KPyCl+CvhRgsP/HPiPgDvAfwx8Dvh//bgWJEmShggM/3kYhn/46HBNkqTpMAwrkiRNA/Xv/wo/ljUQk+7xdGkDSfK5d+QSi5b4yh0N1yqSNSSeXhrQH/XpT2R26z62/4j7PglRJFicgrkMOAF884HIdlm2CPJ2GuD7ogKyVBDVBFkS1cW7R0KRKx+Dmw1RUYikBNWi3BVOZD4GPUvw7BOPVFNtVzieSCJT1uiDqglVw4kjHMjBBJ5csdEUj85QxTR0XnsYMJ1SKCQ0MtEBnbFPKmKyXoK3tw0Ws3U2DhNoiylGbomxF3J1vkEmtoLvp0iZfSx7SLMn0xzCk+fzfPW2QiomhnlnUz5y6BCEEsW4wcP+z5NZnGdjo06z6fP88zl8X+eNN/b5lV85DQ5/FvHmm/tsbxsY8oBM/AHLSZti3CUb6xOGMe4eaTjhkExK5dK5GRbMKke1OBsnHprioyowm4JqX6bvxOnZ8Ce3ZCSpy4vr8NFzosLWGQqa9WY1ZGy5yKbPxgk8syL6TUaW2DsRU0WWbBp92CgrZOJRIobGG1sTzs1AreuwV7NZKsjYvkxrqFGfKKSKCzy8W2MqlyOv9ClE46SjIW9uB3iBznrJ4tyMCkgcNuHF9QhfvjcmGRGOys09scdLKVHpnM4KgZlC+lFSKCOEbfZqgi6624AXVuGoB/k47D5iA9ieoKnOZgRr4P6xYCBEDcgloHbSI59UycYkZGBsjdhvQoiNafh0hiFPr8BBw8MPVcb2hCBQOTe9j6HBYBIydnwuzWtkYz7QImSPzvAq/UmBu8cSQ/vjLL30BjMZn7gZZb8BmuLQt/aI6UWePRvQ79fpTiCXjuO5xwwmIyQ04DeQpG8Qj5d4+eWr/Nnk3ykeH2wbjqsms0upx72UvxQiZsDstM3dBzGevDIUBxMr0H8gIg/plO72QcbIBsuHz1wRybH3d0UisG+JmdGOLyqEubhICE6nBKW0MxS2sdsWlcGjlujrbo8E46o/Eb3exZTwlXoKIInvhs2agRvoXJy3CRnRHfkocpbAD9g4OiaqdnliMSCiD7k0p7FZaYIyoDtSmDgBQwfuVVTm8xqF7CyNURw1tsiu9RkuLDX5/3zxiwxPajyxkEBRopwvbFAb6NhWkqNRFFmf58a2hePkSGfnWYq0ycpVdm7eoBA/4uxskVp/ltu3B2weyRhKkTHTTC9ewrbaeP0HrMRHBO4SuHvossXXNxZIppcJwyzl8iGOc5HJpEPz6DWW1toEvsvUzDq3vvAm0eRFtmpVKuMMncDgaDBPOjHD0swISYas4TMZ2egxi5l8yNtHZQaZFRJxcc9c12M0GrOYDUkvLuO6Hifb77J04aXH+Sid4i+BHyo4lCRJAe6FYXgO+Mc/7sVIwkv4J8BGGIb/9z/zq/8J+A+A//LR33/0437vPwvXdclpTUYTC9d3uTwbENGqtLxrfH1Dx7Iv8/bum+SjAQt5n94kYGSHlFIiw5WIwnJBzCQsJOFMSWSzZOnRGIpFESiOXUjKonrQGYt+o3xCVEgaPXF+ewRLERiGIjCManDjEF5cExWSjbK4fmQLRzEbezR3LSGM4Pt74rpMDJbzYHsBm9UAL5C4dVBkJtOjO3ZR5S5RI6Q1EvPOYhGd6XSGkT1Nd1TjpG0yU+jRLWus5H1sV4FQBbLs1my6bh7FhNtHMrHMCivTI8a2ysq8j+8M6VNC1U18Xwy9tm0Z0PB9F03TmUw0wjA8dRR/xnDz5hFvvmnxxS+2ySlpPnHBRJOrGHqKvmXSHAxZLvSQlRj5tEzXGdOXTSZun3RMRVd8FMSeeiEXsNN0iZsZXj4bMBrLnCkFaKpIhqRjsFWV8UOFhXxAMa3T7E3YfTSbcGhDIqqIBErOZOgEpAM4aIwxzCizWZ1qZ4imRikkJAqpEMsNeWpN4WFLY2ZOJxKMubNnYRUW8JDo222mkhEUqcdUOo4bBOTjErI85LgNuZjY0xNHKBd/S2QhFxN00a2qqPSvTsF0UijzOd539uxGWVQIwwRU27BeEvoamajoOa60xXWOL+zBzT3xPoHvUe0qBIFOiIUXJBk7FkEgMbQDhhOFkRNgOQ71fkgYwGzWozfRWCm2MfUBYSiha0lKqThTqQ7H7QGN/issFRxuHLS4sWeTjQ4xdYOEUaCQNMmkh9RGEguZMSMzzsQd4Nlf49z5HCctGFifoTsp40tx0ukUL710qmb3QcHWFsxmKmjplce9lL80zqxOePdm4jvBoRoHPQ3DXTHa4hQfWOSS8MmLonIY0UVy71++AS+eES0ytZ5gYfihUHUeO7BWgFARbKq9R6WDiCGS5oWESKznErBVEWrxhYQQujnpiPe7PO+TMBzmMi7dcYCpmXTHLRRJ4ZVzE1TJZmDbZGNRfN9nNj2iOTpkJpvF9RU6oz6V4SxjBiyXImhGhH69S/X4X/NHf5jn7etP8Oyiw9g+5InZuwRum3ZP43jwcbZqs5jRAs9d9fDpc9JOktQPMKwbJKJD1goB9w869LszXFme5p2NY7abBZLJNUxzyMBOcPlKBPbfxyWP5RcJpRqWnyGbkqnX3yAWm8bzbqBpafpdFcuyGQ6naXVd/MgVGsZn6MWeZBjp0LRbeMlpZHeHUDEJ/SFD3yAINMJQRZJA0rLoxWc5rN5ExsczpknFJqQTgr6jaSp6v/xdPYqn+HDhhwoOwzD0JUl6KEnSQhiGhz+B9bwE/HvAHUmSbj469l8ggsLfkyTp7wEHwG/+BN7723Bdl+PqgHjeI8ClOwzJJ0J07xYvLlp07I8jycsU8j6dzojZLHRHFnIoM5eTcD0xV+fMtDBgg4mgiOYSwoE9agqK6KV5oVyajT3KeI0E3SwTh0ZXGMdSEuoDodBlKKIH8WMlUY1cmoLzM4IWkY0JqtnYgcWseL+bR4J2FjWEg5qOiSC10gVF8pnLBnRHMhfWPFIRlbjpYbkj+mOHVMSnNzapd1dx/BGtfogRzzM3p7BfHTIVHaFIBbZqHXZaa9Q9j6sv/RaOukJr73PIcY/Fcz9HLNXBcz26wwjfuO6x0/BYXGwQi4U4ThvDWAcgmXROA8OfQbz1Vh3XXUXT6tzaNShEHnJpPoIqj5g48+w3u8jymFDJMDWTYDYbYXv7XcZugpN6h5fPQiwCpgLNAfRHLpcWPAYTl4kVENHFHouZEIQGjUGSdKzP2PJoDSYsFwRt++ahoKeauoQi+cTNEamIRuCrjF2NS0sJZnI+R7UBtw7HaKqL7cooqoyujmm0TlClMSllyEdWIRPXcXyPUsLlflnhqKVyeUnl9p7NYkFhpyZTTFvMPJo92hmJSt+Zkgj8WgMhHrVahCcWAAluHwvarK4KJyiVeDTkfiRoU7Yr5ho2h4Imm42Brgi78vmbsDIFtYnozTQ0SMcCvMBhsyYxk1LpDk1uHlhYToih+KQjEMuAqYWoisdCPuSNhy5Pr6hcmtOo9lyagy5yOESTXF5cu85WdYQbLGKoXZzg71DufoWl/ENsX6HrREmmPUqpDrHoeQb9GkkjQ2UocdRM44cpTM1jIfcq5dFTFItDzp+fftyP6Cke4c67TZan9iDyb7X0f+iwtjThnetJ/uN/v/Kdg/FV6N4+DQ4/4AgCMaIinxAMiq2amPE6tAVLSlfEsbMlEehtVwVzJGaK74JiSlBR01HRY7hTF7T8zkDMk/7WqDDXFyyrqAG5eMjItmkOFKK6ytj16FsdPnlJI21OsDwJBZ/BZIxhaDSHIYv5kGqvg6EEzGY8zi1GGEhp7u9HmUymGQ4szmbAD2XOF07oDcesF8vMZSckIyqdscRGeUJnWGJkXSa79/u8eN4mb/4h9/c6qKUI2ZxGqzcmoqpIk7v4mo6pJ3Btj8PGJueiH0cpzPHkVZ2H1j61wy49W6WvvIhhTKHr73HunM24N+HKmTg7xyGOWqQwUyceT7O3XyU+PYcS5slkF1DMLVIpi/HY4nOfHVDpZkjr95jNr+IkPK6UlnjvKMLFj/0tEskklBa/fd8O7339u+6jH8inPt2HGD8KrTQD3JMk6R1g9K2DYRh+5i+7mDAMX0OwM78XfhyjMv5d14HvOrx4JqQ/Esbj9Yc+19a69PoupvoqccNjNAnpOwqN/SHnpiWaQ4lsQqgW7lSFM2e5YpD9wBaVgOFEZPkPm6KakYjAl+8KysT5GXHucCIoZZfnoTsRTl/CEAZytyqqk8GjodiJiHAyz8+IQDARASkCnQlcnBWVhPZAcPcPmxAAu3WYSvks5Ru8t+cxsCRURaLS8wnDgAcnColon6g+JJ884dpSjN6khMsh586uoMSmef3tEVHVopC5wsJ8DlV+QCp1yPpTL1L6zf8lfvMdCnGP7nCG+wc+J7ULLFy6SqLTo1xuc/Fij2bTZnNzRKHg87f+1uWf1u09xU8RlhXQ73s0my0ct8QX7/46bfseV+Y/z1T2hGQyzU6jwHQhxb3DEVHD497BLK5vogc9HlYEfejKvEiM9K0Ax26hoFJMytw5CokaEtWuTHso4/ghU2mdfNIgGx1w0g6xXLH33tiEWFSmlHBQJBnXM4hHHWT6RFWV3eM+i4UR+ZgEhFQ6PudmQvaaLq5tMx8bMbaFc3LSgVxcoWuZ6IrLmSJsHPZIRTJ87d4Y14+xlFfRVYutqo+hhWRjQphGlcVMUlkWgWE2LoLBmC7U9BRFVBL7lmAQtMdiZIWsiCpjiKiUur54ra2aSPwcNoVztF4SYgz9UchGxcXzVDKxLqpqkY17HDRET04mDgkzZD4H/Ukg+psjIa4fctgC1zMxtYDbRx6FpMuFOY8Ls3e4e3xCLpHjne0THpaXaQw8NHOR4tQCYXBARK7RH054cLTLxWmLhDHG8w36VhSQCcIMqhqyuBjgecpjfkJP8S3cfrfG4swY+HDTSgHOrIz5x//8zyUeYkvQuQXzv/FY1nSKfzdYrpgLLcnCh3pnS+g2zGXEXOeVKeGT9SZw70j4SIWESIgdt8U1mgKKJJLtQQiDrrCXQ0uwscJHoy4ES0MiEwuwXFibCnj/wOOw4fPKeYmEOaaQ9HF9oSz/jfs+8wWf2azK9X2fuOkwnZSYT/cZuQ84PpKJ81Gy0T1GcoWu/VFG1piE3qU7GnHSahLTAg6bEpqaZC59yFZtg7i9zZnkBmktR61b5+pcBzlQGLcmdMcuh9UqKioRfZVrS3GOmjtktJCMZJE1nsGaXCA6e45ho0p7uIg5e4m/80IJTcsS45so/T0mVpq0usHhIEeQuMybD8sgRfgP/v7L9AZD+v02L79cIpNJ8MU/+TKfeN5je7fPMPwU44LE2U/FQVO5MruOYZr/1n3Lzl/laPcr5GM+QztAy522DHyY8aMEhx++ybg/JHzfp5COs1cbI0kefhAymEgcNizCUCcdnZAwLeJewFpBRpM1DuoAHhtlmMtIqHLISVtUDRcLwljJsqCX5WMQluBzt2AxJyioraHIZnm+EJFpj4WQRUQXVcUAMQZj+9HMH8cTBrLWhZkMvLcHVxZEYFnrCZlmPSZ6GptDQatYLwKhGLMRM6AzdkhFRJaumPI4Oy2zcSLx4lkNP4RMLCAMJoSSg9yxObcQxde3ScxF0ewoEpdpdLs8MbNJKWuTizbZf++Awkf+Lrm1TzCxxqSmY8ybXSx5FkmSyOdz5PM56vU3KRReoFiUcZwJ29tNLl2axfM8FEU5NSo/I3jqqRj/4l/cp92uY1lJFOUsd/e3OTedYC4fYWB0GA62OVeMEtU1PndDIRGb41eeqDEZuTyswqgp9kUqBq4Xcu8koJBQiGohQSjTHJhUOnk+d3uFtdkuCzMWodPAVEMmDixPyUyckKlUyItnZRTZwHFC7p2MSDoS81nIREfUukMIVXw/ZPRIMGrsQqsHP3de9AunI6KSt5AFx/dp9cb4HqzOydw/MXnzoURzVGC1GJKKVdBUiYVCyM0DEfDVe2Lf+qEQj4rowi4EAQwcsX+XCuL/W+0I1sDSlOhRlmX401siqPN9kQ1PRkSf5blHGfS3toRz5Xpi7S+sBYxsj87IYvlR1fHpZRFMdsdQbov3dlwYWRrlnothwHQ6Ta0Dm7Uqa0UXVYVmD6bSIa7XYSG7yElmh6P2OvXRFRYyUySzJWqdJmX736N78Cf8wpkIsYiM4ki4XpU7R+fpW2nK/QWWVmLMzJgcHfk88cTjfkpPAXDzJrx42X3cy/ixYGXR4uH2nxelWYLOjce6rlP8YEQNOD8rmFOaAh89/2iEjyUS499qG53Pwo19ISYTUcXfMV30dAeIXmyz8+jnUFQSHRc2yyLh2BkLJoaph0iSeK1aL8T2JBYKPtOpkOO2RCYuro8YcG1FjCuSpYBcDGbSAbU+XJ636Fs+g1GUz96YMJcLmcuGFBLvYNkDpMKQ3bqNJmfQVRVZMThp22QTBp+4oJKKfJPFvIbuJZgy+zhBAEaUxZRDuWUxl/Hodiccd2OYap9XLtbwzFV++YUIe7t/jBxt8vzFC3TbAbm1v4mmGwA0GhvkJm8zPZ1iNNklqkL62GYhcglT22QSKtz56ghyV3n5Y88iSRLVoy1ywQ7Pnp/m2fNxdmtt/MSLFOeitMsPaGx9FR+d/NIzxBLJb9+3eDKFcfFX6HdbxKIJorHYY3l+TvHjwQ8dHIZh+PUffNaHG7qus9dQeHZeImYIueTaIMQ0LHyiaPKAXMzB1CQiuku1JxFgUEgqSAQoSoSh1WMxL3qGHF8EheezIqv/2euwkBGD689PC4pZZ/yIBpESVIpiWgho1PtCzMJx4UZNZMbWisJYysDZGfE7WYKkKRy+Zh/ijzJmCQPmdPjiXRFQpqPCMAaPnNNMDA7aMD6BuKGQjnhIEph6QDGlsFnVOTfjcdKZ4Lge7YFNMTPmTNHk/sE7zCaTZONJDLWH7MqsZRp4nS0+/84RydlXOHNGYn4+y/37VXw/ieu6qOoQVS18m4uu6xGOjmyOj3cZDKKoqs3zzyeZnj6VQv6wY2EhzWDwDTwvjaL4qOoRMfWYUmxEpznmTHGP+VWfd/YCLFOnmBxQTJRptstMp31Wp2QOWgELeVHxXswnyMQ9FBxeeyCRiavUehonHeiGv4xlyhD+DsuFKPW2jqq6uL5KZ6SzkHeYTitUuj7TWY+JGyJJMQ5bOn96J0JEnbA2FVBMyzT6Ad1RiCZLpOIKvYkYh7GQFxW9/cajuVn1kJfOCVrS8+se2diA1x66ZGMSbzwMmUq5FBJCdGriigphYyCSRoWUyHxfnBd7/aghKolxA97dg5gG2aQIBDNRQYu1XZjOiKDyjS34yDlx7NahsC2LRaGIrKhCfGHihUSMEMeDeFTC8kIW8qJHOaILu/OwChfnVGZzKpoCw4lPENQZORpRzcX14Zk1scZyx2F9OqAxuI4mT9EZzvCwsUpfe57K+E1m8insXpmhvcjEHWD3wfcNRtY2b275nPRSxOMGmcw0tp3h7t1NfvmXF06TQR8A3NnM83d//SfRLfLTR8QMmC053HsY49rlR32HsRXY+/8+3oWd4gdibAk7uTIlElfv7omg0PVgFIq+wkoHRhFBwc/E4dYeJGOCRrpWemTbBiIJl4uLc8aPaKmtoXitIBQMjNEE9ppiPuLYMrl1qPHiWYfOyKOQ8hmMRbL+7LTwsw6agr2xUw2QZZEwbA48DlshlltkNuuSTxQYWw2mkjXWi0Pips7VZZcv3/UZ2ApDWyYXz+EHWRKRI85OWwShg+WMSUZl7hzGKJbStMcBhUwE129jyja1/n361jIjJ0YiY+LaI2Yy0HYGAHzkqRS//823SKSfw/fHZKO3mI649Op7yG6DGY5JrKwSjOpMTaVpj3Jo8gw7Dxt8LXxIEERpH99lKWXhuhOq1QEnRyOOvRT5pM3HL03Qoirgsb/zDaJP/PJ32W5N08gVSt/zvp7iw4UfOjiUJGnAd+Ya6oAGjMIwTH7/qz5cCMOQgZXj7e0Gq0WVsRNweS6gZ2ncOlQ5N+UzldDIxjxkOSAIQJbHeIGOH2gYWsCFWSEGM5pAVxEDW+t9aA8fBYRDQQPdrons/4VZITDRGQmp5VIC3n6kWvigDJokKBG5uHAOyx24tPAoa6YLGsaTy8KotgcioNVV2O1BuQf9EXR0eH5NBIVvbYvqRBBCNqpT68PYNlBllbgh0xpK6KpEXPfYr9v0xyrvbtucmbbwLQV7EkNRfFr9CePskN4wIOskUNMTLEeiW/e4fxTh9ddb/NZvWaRSQ157bQBonDnTJx6Pf9dnvr/fYHb2WUxTGJq33z7g137tNDj8sOOb39yh359DUZ4iDMFxtulOithemtmciqlOSBgBF+cktsotZpMOS4U+quITBGJmaCoi0Z2oLOR89hsWfqDz8lkVU/eQJJWL8xaFtMFi6V9yr7rO6w906p0ufStDRLGRCBi5Js1hSHfkYGoqnWHAVlWmkPDIRHVqXXDlCO/tO8xmAgbjkK0adMYhJ20x/2oxJxIxw4lwFCaO2Ks39mC7EnBhzmez6nN5NkNn0uCpFYWJLeH6EksFQW89bIVUe/CZa4I6rqvw6m0x2ubqorAFE09QmLQYRFUxliMRg0YNXjoL1Z7Iqn/iohh9cXFe0Mn3G2J9K0WRce9NIKGHjF2fzkgwEJIRUXFMRIQdiOrgOBD4Ct2Rh6m5xCIwtFxU2WYqKRys+8dAAI0hFNMhCTPCk8sa280oemOXkvRveHFZJVN6lqOTBg/GGxhaj4WsSdRocftA5upyiFl5l477K/h+j9HIolCYZzKZEI1GH+tz+lcdvbZNZ5BgevFnRyBofWXM9Tvx7wSH0TmwKuCNQD2tanyQ4frC5iRjwkYetiGfFMnx3kQkzBwHzsyKJHkhIZTeL82L66O6uLbcFhU/TQUzBNOASymh7+AjfCdTg888pXLQhK/eVZjPK5y0ZWbSAaOJSEpenIO3t0WiPhuDgRWwNgutgUJn6HNmRiKiGWTifTT5No3BOeSwjx9EmMv5OH6auNHi8rzN9f1V9hoFZjMVLi+0SUcl2pZCSodGp8K94ykOu+tEUhIxtY/rOeTiEodDWJ+Bh9U6Dxt5LieqbNw9wXF9OnKGVvs10vkcFy8ts737gPLBHfT2ZxmpVXyrxlLBR9YClqd1TMPn4d6IsR1nXG9ha3G++tURzzxzDtvr0OsN2d19i+PjacZ+jCCp8fDmXdZSCqsr4kOOKmNc10XX9cf2nJziJ4cfpXL47XkDj9RF/xrwMzfQJJebYeLbZONdSqrFdm0ESoL56VWkYMyDsk1jIOP7QlzGcqHcdlgvwWFTYqcuM3YC1ouCxpCOiUAsGRF/dpsiOLw0LxqvR7aQXh5Z4MRgoyYk7i/MCEewNRJUiVRMKKC2B7BdEXz71KO5P69vivmIySgYqlA+XC0JLv6zy+I9W0MhWBHRIJESlNbdmkNrCN1RSL0nk46paHLIUcsmqquYRhRdjzITazGahMihz3omxBo5vFfOc2e3RzrmsVVxUDILnL9kcFSNYxsJOh347d9+jaeeeo6nnpqmXG5w/bpPJHJAPN5kaWmJeHzE0lIez/tOBsp1dXzfR1FOe5I+zNjZCYlECrTbBzhOQBiO6E+e4nM32+TjX0UrRHlvN2St5JE0PdpDi3LHo5SCbAIGtsxCTuFBWSGf1JjNSuiqxfW9kEQ05KV1B0kO2TjpkopYVNplIpEVFmZiKJGASrXCm9tNilkFRU3wpY0xMc0i9BXOzUYY2R7TqT4nbZV0TCEZmaY/6ZOKBoxtl1wsIPBF1W+3LgLCpSmRfLm+B1cWhfBUbwRfvu/RHsZIRYYYmsrdQ41UzOXctEd9ENIZhDSHYq9u1UDThHgCj/qMpzOiuq8oIlAcu4IeXm4LEavKI9aApoj3j+hw1AEPkQmvdIStmE6J10lGvjUjUWY6E1DvhgS6CGaLKZGIyiUglKFvyczHArarQgTn3GxAIS5oqPWeOHbYEgFmRAsoJPpMJQOWsv8jF2ZLfOR8n5m8QmP0BRx9GmW6ycQ2OGqPieoG240sudwC12IJqlKSZ565SBhWicXk0z3+AcCNb+6yNiMhq8bjXsqPDcsLFtdvJ/h7v1UVB2QVoovQuw+5Zx7v4k7xfaHrwuY0RDGMubSoHLaGYmxR0hTsjW8+FP6L7YkKoOPB/RMRKO7VxfifvgHHLRFsGhqoEpx0BVtLlmFsq7ywLmGoKqpic3bOJaoZBKFKpaMQSh7LUwr1vk8QCJuaiYkqY3cEc2mJP70tYxomg7HO2RmPX3s64M7RPTaraVzvgNYgQSpawXYsHG+MKgVkEg6W9DF61heJx+o0uh5tpYDHLLv18+w1djDMJHfdIc+sjXA9j1hyjoPOCqlcnI37XZ5VeniOyvZBh5nSCbKV5L033mG3W+Gk9wR2dQ/ZucL61CEfuzBG1SL0bZ3QHdFxchxWbVq9JmnzD+jYKQbaR4CnOG4k+NxbPtIkgRaZYxLG+ch8mbzawG83qEZkStOzTDyDgva956FalgWA+T16E0/x4cCP0nP4bYRhGAL/P0mS/g/AP/rxLOnxIxKJUHPPEtElWqPrGMoEP7BZzIWY40M6XRPDCElFwXUdyp1Hg6gzIIUuEydNrT/hhXWLhZxQ2LFdwaPfqQvhiFobptKiAnjYFP2Flx7N8Hn9oXD2nl0VNAbbFRXDalsEkY4jaBJHbWHs9uri308vieNz2UfG61H1MBMTDmk6KpqwLQviUUFVs13hcJa7cGEmghu43DpyubZksFUN2KsLOoQs9bGdkCAMKBYV2sOAmVTAsysuyGdRlSHDRsBhQ6d7t0N58CT3N+4DaVKpGL5fZW3uHrs33sf3Y2z3XBbPv8Dzz9f46Ecvc+9emc1NC00zCYKAwH1A5aBFfnoFM3JaVfiwIpUygTprpTGLmUNs55g7xxI3di9iOy/zqSsyy9Mx7lfKqOF9ZrIe8YjI9m5XwHIDzBx4gUI2oTJxfGxfZrfu8MoFCcd3MWWZiOaRjtr8zWd6bNXa3Ngp8JHLcT76ZJEHGYWE0sa2Azp9m/snIb/4hMFWBQoJj526huUaOJ5DGHYx1AlBGPDzl2Euq7Jb98glVUauRD4ZAEKN+MIczKSh2ZcAmZge0KWALKsQdFBVuDIfx9THmJpFpSscl4ElkjezGZEw0hQhkLDfhKeWhWNke5CLCmekocLWoaBZhYiexC/eFoHg06si+VTpiNeYSgnnJxkR9NTdBqSjOqoM5a5FGMrEIwHJiMiud0aQjYKuBnRHLsUMdIdgO4K1oCmiyjh2JfqWGNcT0UKm0x73jodMJQOiuszISVBpdXDdJpORjO0qaNoKm5UTMlEVRY4R4hOJ9rmyHiEMfVx3zIULCQzjZycg+bDi/TfbrC0A/OxU1NaWJ/z+ZwvffTC+DN07p8HhBxiNjmBU/e0XBBPqX70lkuvzeUGtHzoiMUYo7JcqC3G+uZxgZjWFnhjtkaCWRh6NEZOBs7MiGT+bhZM2TGc8an1oDX2qXRlTlSG0UBQJx/eYzwFIIMmsFEMqHZjLCuLcwIIwDJCQaQ4TrOQmZKIuIQ7zuQyVnsW56RxQh0DBDiWS0SVmppa4YLq8ub3Lg+oLwBcwDQfViFHpxFmdd5kqzpNKBBTMdRqDLUy9T6vVZ2Up4N5+jwuLIUZ8Fj90KSQtyo069WqH6USbo9otUuM3aFpFxv5fQ1Vn6Y9H2AOXZGKGL70JPSPJ7Z0UL5fuElFLxI0JC5EvsL//ChsbMrbymxx379Ldz3K29C6Djk8qlsRIqZTLR9jGApnlF79nO8D+xpvEPEFPr6oLLJ1/4Qfe83ajwrjfJJ4pkc4WfuD5p/jJ40ehlf5ZqS8ZeBqwfmwr+oDg4guf4o/+zRlevWXxqQt38P2QQsrnTK7HgZxis+xw0EyzmvcppWwURTQ+d0cSIX0SEZ+oIbJLM4+UQh9URK9RayCCszAU2bCJLWSYbUdUICOGoDo8qAg6g6nDrX1wA7i6DG9uiQpjKgI2gmMPYui95Dzqh3r0He96gmpWHwi6Wj4mKGypmHhdEIGluN5mrRBguSET2ycMdGYzA55elnG9gMYgYKsGpbTKSStg4unETIe+PcLUSowdmZPuUzxsF9jevo9tTxOJdFCUEg833iY57CJ5y7iTFhemdR7surz+usfzzztcujSLJJWp1XyG9Tf5zLMSEX3I0cNN0iufYNhrEgY+hZlltO+TrQLodPo0m0NKpRSJxM+Oo/NhRLt+wpNL7/Hc0nU0f0yjWyJinOfaQgvH/33OTmu0Bj4HrQBJWeE3n97kycWQk7bH21tifudcDio9CSSJQEpiRBSGoz6O57FZDXA9KKUD+hNYiIkkiqr6BMctam2FbCHHbMoidHwWMzL6fJyhY/G1+zIzGRi7KqW0xmCSxnI12kOfqOEwn5Upd3001aeUgVxCoTGQuLEPSdNnOi2EnzIx0W8oywrJiMS2a3LnuICCyVz2CD9U8HwZRZGYTocUEkJxb6cmqpCJiKBI7dbFLEdDFVXIAJHg8brw4Fh8nrMZoZR671jQWo9bIpCLqIJZkI39/9n77yDLEuy8E/tdf5/3+dL7LF/VXdVmpnu8gRuACwI0S3LBUKwkMmQ2QtQq9g/GhmIVCsWGIvYPhdaT1BqRIkGCBrsgCHBmMBjTaN9VXb4qK7193vtr9cfJnp4WAIIYzUwNuutEVFTlzZfv3cp373nn+853viPPk4/LPb/dhrm0rLSQfahRSp0RtinyrExMzK1UBcJwgm1KTklaAkLrfeiNdSpdi/vHKlfnfYrJMXu1gJN2QGfgo6IyCTQIehTiQzzX47Ax5tHJZebSLTIxhYVclEivTjf4Fk70S7zy6TkmzoilJZVr1+afzsX5LD4S77yrs7Hc52MFDpdH3H8cOxv7ODsYWxTH0mfxUxvJGNxYlnGa3ghuLMH7BwIYr8wLod0ZykquuwdnklEDDmuiNsnGpIuoqGLS90F9U+1IzlYUvl+bTSVlhvBcMUAhYOzA2PXYmJH1SWoIXuiRi2vsVgPms2AaCs1+yGkL1ooK02mNu0dtNqZc4hEFz1eYz3Y5qoeYRobO4AJHjSGFZJOpTIz4+BRLh0Kig0uFz1zN0WiM8EOHutam36sTqDbdlkE0NmIxN81o4vDZjR4NZ4+kElDqtiloSVp9AzvsM+l4FHJxnMmYSzMavZFJNVHh9tHrjL05Hh736Ds2hXyam0fneWc7RdauYS8u02zWUJQo8eSI24f/DJSfJZFIYtsOiUSGyWSHTrfDpWScpY0bqE2FhWtf+yPfu2rpkGmzhJ0QQj8+PqVaOmRqZvGPfb9P9x8SnzxiPmbSqjyhOrqBbkYY9pqk83PEk3/23ZP/LMYP0zn8cz/wbw/YR6SlH6vwPJ2Rt4itXKKYKZOKBEwle0QsBbUVoCspVPsqmn4PLTxi7Hi0hjqGHhC1AqKmgL2mA+fi4g4atYStr3cF0K1NCft/0pQ/VxfkMbf25WenEtJp7A4h8MUM46QJhCIlXS1IwmsOpJhL2FJo9kbw8Ejkb5WuJL8XluW5T9sisbi5Jw6HEVOSbMKGVMRluyQSOhSfSmfExbmA46YUnJoiCfWtJwohcU4aGpYxZKW4R7W7Q8S6TiKhoSpfJQy/TTw2Q0gG23bpdgZYa116wSHxxAK+70AwxrJmKJWaLC/PcPnyLIsLXfzjkIgdAWAuq/HOa/+AFy7NoWkq+/cek1//EvX6gFQqQi73YeLY3q5w+7aOYUxz926Dl14asbiY/1O972EYEoYhqqoShiGVShPPC5idzf2Ry1wdx+Hx4zJBoLK+niUef9blBAiCgP7J21xcirM6a5BSAt4eGYwdjXziPstTEIYuF5Ix2qMeb+6q2FYGx6swckVOnYqL8ZI1gLgVMhg7aAyJm0NWpgI0VWZOtiqyGuKVcwoTJyQbC8glVYoFGDW2aHUmmJqLTsBpSyVpQ7KosjKd5Ekp5P2DgMHYpz9K0B5Pk49tk030afZa3D2cUEhCLBrhtGOgaV0uzCrE7ZDFLNw/Ebfg7bJPrRsnHrHw/AVu719nv/Zt5rPbXJr36Q4DxhMwMzK7uJyHg4aA2eZA9nXtViVPJCPiQvwHT+DitJhOvbMjszYzGSh1YOx9+PtJJeD6khBB5bYUQ6Yuy6O9QGe7HJC0FfoTi+eXxsxkQvoj0FSdia+SSfjYps9SQfJL+gw0to90Ro7KccPk1Y0B00mHRyV4fhESEZVS2+JJdYrTmsfzSxNOWz6DcY5MzKeYKWEaPpmYzd0jlcXCHFPWmNisR23775Je/iLXr1982pfpsziLm49m+Lmv7jzt0/iRRjLhk4j77B5EWF8ZycHYCpS/8XRP7Fn8G8PUZOylPYIX1gQMWqa4N98/FEmpihBomiYk2siBfEqILRAJabULK3lxNb1zJKqKmZSYd+mqvEZvJLVVuSMKrxCPxTN3+bEHbQeuLChoqkZn6NPoKVS7BoOJg+tBs+9TTJv8XNrh1l7AYKyRjsBpOyBijPH9HiMvQSoxwgtUouaI8zMBT05VQmw2pnY5bEwzGLxEPnKXmHaKbSssTBloWoFyo4UbvsRoHHJvv0J3UCefilJjyGHJRVcVHp2k6A51MpEOfugwl87Tn2h0BhlGnsl3NmPk7Bni8Qs8aDhU2ybnMvfwnAaV6j629QKRSIKt4zgNf4Gv/IxNpTKi1crRb/1PrMzWOFfoMKrvc/dBnPyFX/oj37dGo8vtW9tczHWYn8+hoGBbBs3x4I98/Afhd7ZJ5qRTkUmYvHf/65xbLjAXNagfPmIy9WlyU3M/suvrWfzbxQ8DDv9fYRi+/oMHFEX5DFD90ZzS04/JZMKtWy6Hh3B5aolqy6OYUBmNdbbKAQf1KG6Qp9wcUW0skrAHxKwmVxag0tVYLyrsVT3Gnki79qqypuLynBjIjD0pAqeSIt1q9SEeETb/gxmkale6CtMJmUeKR2TmRwmF0c/GZMYwExOXwvFEHtfoC4u2W5WZQ00Rtk1RpJtwaUakZvWesGiaKp2Dagd2qgF+IIVr1AjoTySxFpIKe1Ufw4B0xMY2M7z1ZMjQMYhY87hBl5gdpzMxWUoeUOv8x/wvX9mk68yyWf40e9WXUNQ5JlqCWNyj1RrQ6HXYawdEbkXI56fp9U64elUSQHhmd9Tr9Xny4CbKpEWjbjA9M0vOHvDPfv0dssUv4Hl9Llw44coV+blHjxwsSxY4m2aBR4+OWPzjCSt83+fJkzK+H7KxMcXuboMHDzxAZX7eZTwOqNeLKIpGNLrPz/7s0vfno8Iw5LXXdvn615t43hJLSzq7u01+5mfCZx1LwPM8bN1jb7vN9NzzjGvfJGL0mbgW9cGYOc/g2nKNXMyjN5pw3Ak46RepdhpkIz7RhEiGLs6C6/ncP1Y4rA1YLMQYOj7nZkakouIC2ndEVnlYC7EM8PyA/aqCYY2YTrpsnnrMp3zaPZWYpbCc8xhMfBq9kISlUSbJ0FV5Z2+dePSXOWy8RzbxT1kvqqCI43Br0EFTxFTmpCEW6E4g9/PX74DrBSSjNr1JFUs3mPgVvn7zJeKRPvePD0lHpVCZTsJ+QwiZ7khmCc0zZ9ELM3KP9sayR3ExJ/PFhSS8cg6+80hySSYu88kLOckXlbbcz7mEgMyRC2kbTjsqupYgE1Oo90ekIz2y8YCjOiwVFJ6UPGxdYW1KxfPBUIWQqvbOnIzjEdS+xWJ+xMR38QIprlQVtkoBlV4UL1jlvQOTqyv7nJ/RiJg+mtpFCV2qnYvMpCss5j0c12DguJS3NZ6/EWFrK8Jv/uYOv/Zrl5/NHD7laFZHlJtZltYqT/tUfuSxsTLi9v34h+AwviIzh8/ipzYUBd7ehevLAtzuHcmoTD4hRLlxBh6tM4C3U/2QGK/1hSB7bkFmE7/3WPLsjSUh0L1Q5hQP6gIsuyPJpwpSY83mxH1UURSiRshuHQ7qIX7oEWDQc2IUE9JdtCIBa0WFietwc19lJuWTiASUezojx2CzlGNlpkit18b1QhbzCTZPO3iBRWOQIWZPMRj26Q92iNpDEnmdrJ9gOj2i263SGwTU222a/bfJRHssznhE8iHQpdZI4gdpGn2dh+XPk4++y1FjiaXCHbxwTGfYQjFnUIwy7dFn6fRnGJWLJMwDLszc5dJcjGzUZetUo9W/yVb1M9wv/xUU0+Xi5Qd8/vOf4vT0Pcane3TaER5uPWahUCWWtYhPXcCdXf2IgqtUavL66z6En+Kd4zq9bpVLl4qcNj2yGx8WYb7vM+j3sSORP9bIRh2fkIzN4Xk+3coT6ttPGFz8KvMbL/yRBP2z+PHEDwMO/wvgxr/FsT+z4bout271UdUXmbjvsld7GU35HqexFnHbotHvMRr1WJlaZjDOclyH+bxNc6CQT4xJRXw8T9gqXZU5wZdXxTa+kITnlyUZldvCiLm+AKKtknRAfF+KvGJKuiKKAnsNuDQtToP5JLz2CD57QRLbg2ORomUSUEyIIU2zL51ITRGXrVgEPnte5BiaJp3LVl++vroo5zl2ZSH35qkUqL/6Etw9gtm0j+vBrcfg+1FOWpCIaHx6w6LW96j1dDQ1IKk/wRnW+PS8x/pcgnavRTb2OqNtlcBe5cHJOYLe1xl0D8hlAr72XB5T/Zcc356lcvJlerX3yMVc2vUSi8UUR5uvweiYiKFw8niIpn2VchUM4zKapqNpaR496nPpUoCqqh+VD/EhyJR/h+zulnGcgJWVPIah841vHOA4yyiKwt27D1GUHPG4OHHdu1dhPB6wvCxAz3GWefy4xOXLAkQ3N0vs7MTwvGlMM8adOyX29mB39xFf+MIUL730b0Cln4AwTZO+FycSMYnFI+zuX+TWoUGtY9MZfJGV3H/HQsbH0B1qPdgo9ql2Y1yb1plLTsjExZ33vR14UoGo5bFe9IkaLpV2wGxK7iFVk46ZqimctoTw6IxDLi0YZG2PrZLKi8saQ0fhqOZRaasklnyWChqHtQmxmIEaqqhqFsv0OGgcE9E7vPa4QKnV4sqcyMVzsZCULWTOrX14Uha5eNyWWd47+yGWWac1OIcbvISqZFkp9GkNr6E3DnhuCfZqYgaVS8C5aVENfOehFDjdoZBGiiL/r4tzQvwoZ916JZR7er0oncr5tLgNH9bl/CxDTBmKU3JfKyrErJBMzKE7cvA8l3xCZKMPjsDzFJ6chkynTTTFp5iFrbKQRL3x2W4wPyBqeSRjOoWYaNYHE8lP7RE8Kdnc3LE4N5/npLHH1fkqvhplv+Tw3NIx9Z6D40WImzXi8SjVfoZO94TN7QJhYZ3bt0/48perLCzM/JsvpmfxY403fu+QK0tjNP2Pl+v/WY3lhRG3H8T4i3+uJgesKfD6MGmC9fFxZv04hRfIwvv3doQEm0rCcV1Iq1QE0nHYq0ge9HyZmXZ9AXoxG9aKAgJPWkLIHTXhcVly7mlDcnhnJGu+1mdl1Oa0LWqtwJd6TVNDsnE4egyfWoOAgOZAYas0JmYG2EZIMSUkWqntc2U+4KQJuhoynrh0RymyyRle336FsfeYr15qcWHJpj9I0uudUO84XF0pM3Y6ZOIGh/VTxpM4J80MK+kyszMq9w4bfPZ8yFGjRLXnUWtrzObiTFwHXQ/ZK49Bi9Lu3ccJPk1z1ORRechs+gkXZ9ukMyqxeIzW+/+apdnrdDvvoigHmIpB1DjBC/dYLw7YrSao9JYYeVcx1dd57bUsv/zLDro+YjjyeXmxx+U5C0NPUd/bxHixRHn/Pgsb17//nm1vD3HGIcHkGEe5xNtb+1gzCYorzxGJSg016HWpb3+bTGTCw4MjGs0h0WQWV88TjEcszGTYOWrSbPc43r7J3fuPuDrnkPFNnOOQfc8hP38FTdeJPduh+GOPf2twqCjKK8CrQEFRlP/wB76VBD521G8Yduh1vsPeaEAheo/lfIflaZNSM8uluZCDqkq966HxXb54CYaOyk51wlLWR0Fs8K8viga+M5DCrz8SWamlSzJ7XJKvPV8SnVUQGejDY3HqGntSFJab0g3YrkEuJiDucxdhqSAdiC9fgn/2jiS7VAR6E3E5PGiIRCMVk27H7QOZN1wpAqEYW9w5kM5DIgKJiEJ3FJ7p6kVKGoRieLFeVJjPafRGU7QHZWYyCq1BA9ePcHFmRC4ZZXU6Q62zRXOcJJY0aPf65OIKiveQweAl4uo7LKZ7aKmAly50abW3mU/2CMKHNE9+F+9ultSVF8kW1rmzdUw+HDGYaMT8Gjpl3n3bYmy9Sjxz4QfeKZF/AqytqWxu9jDNBI7T5tIl8+y9DPn2t/fodBbQNJ3Hjw+5dAlGo3kMQ9DkaDRLt9tifV2eVdMsHOdDOcRkMuGtt045OQkpFsF1QywrBvi4rkulYmHbGoYRcnRUIJMps/7BMOgnNOYufpm98HUm5i5/sDnDQP0yWHUiSorXt2e5trTNXM4lG3OJRTp88+E8v3hJI/BNSm0HTRUJ0blpIUHmMgqh4tMdhjw8FnA1m5H5vZipsTKdJhoz0RWH48aEztBiOJkwk4SxozJ0NPJxjyDQ2K9qHDU9wtDDD3wy8QSLeY3Nk8fcuHTAL1zbImGPSNjyOhFD7sF6RxjpV9ZFpt0ayn29Mg2G5lMYVHlj2yQdfcyn101CdcLXnnc5P6OwXgz59kPp5FuGzBBfWZDO/VFDnvdJWeRP3bNdXy+uClnzqATXFkQ+2hxKx1/XIZeU5zEDuWcHIwGrJy04rIeoyohyRwD0ZknkU+dnYK8WUEwb5BMBtw48rszJc16YhduHMscTsyf4gRg11IKQ+ZxIVd/ZFenr80t18vE3GToWQ09jt+TTGoWsFjLo6gnrUyPe3RnR6EfYLKvMpELm0/vcOr7CTLRDLJaiVuuysPC0r9RPdrz27QEXVprAn06C/2ch1pbHvHnzB7ZsKQrE16BzH6Y+//RO7Fn8sREGosr45RelTnr/QGqipZyQV7cPhMROZ8Wt+cqcEN6OJ7XR1UXxZMgn5NhcDiotkZC+cl4cTSP6mYFXTFyh8wmRrd4+gE9viC/EVlmkq31HziNm6VyYUTlpjtmYlpGAnUqI78OAkOm0HGsPVfZqKoo6TcJ8i0LSYXkmju+3aPYC9qoFDL2F69nEbRvXNzjpLZFODEmaZYYTj4Oaz/VlMLSQoRMynQnpjjyGowFR24JgRDyxyNBfIZ8xmfiHTM+tsJqd4A+PcEKdKB5pvc3PXnyfJ6V5/OB5srFjvLDPYLTHLzxXIyRgpdChPf7vefjaHMnkpzk8eJu/999WGZd/j4VkwHSihucpTFwFPZHmzp0q177kfeQ9a9c2mVE7xLIGw7HLTjvN0sXP0G6UadeOiGem6ZYeslRQadY7WO23WDdcQsdk2JnQ9F9ha2uTuDFkOT2E0YjL6T1GwyTzK5dRtC7fe/ufktdOGHvQtNZY2HjhaVyen5j403QOTSB+9jOJHzjeBf7ij/KknnbYto0Rvs+//+nXubRwQDLicNhUGDlzRMwR2ajDeALtYZVPrbvETI1aV6HWhXJHYacqDH9nIh3AXALe3YVGFzIRiJmwVQXFl46dpcvsXyYm80fXFmS2yNRF/tA+Y8RipsjY5vNny+wT0lU4bUnxl7RFOmHqQCi70o4a4qjYHUvhuDYtu9MOByJtjRjQGYNpqOhOKEtdzxbG3j0WVm0mA82hwUE9Rjp2wmfOj7ENBS+Am7s9sjGb3tjGV2xS8RQHzTa9houpxvGCKRrjLxCM7zCb+wNUz8ML+nhOwHJii7gdkLR75CMhKX/E1oM82ZkJhfQqO7c6PLdg0esV6bY7vPaoTOHG89DeZWPjPK47ZnHR/b4s7cqVOdLpOq1Wh6mpGMWiSEybzQ6NxhS2Lcy4ri+xvX0b+BC8JZNR+v3d738dj7tYVpcgCFAUhTt37nL9+nUmE5Pd3QmZzA6mGSOX63J4GCUMB8TjDouLq+i6Qbv90eT5SQzLtrlw4yusXf08t3d/m/feG9PpGHQ6WVz/AkfNPSLWgDAMmHhRZmItOgOfuO0SBJCypdOejols6NFJgGGqAlY6kE8ElNoCVNJRhbe2RswVTJanTN7ZjlPM6MTMUwZjl4WcyVLOY/M0YKeiszatYRkTdNWn0u6TjT0iDGb4pRuP2ZiqsJSboKtSS44dcFTpqO3V4AsXRYJUSMLjEyFgFBXilkbEMrl7eJ+41aCQyIHykGQETpohc2mRj562RG4+nRW22zbkPs3GZb7Q1IUEKnfgd+5IR/Dnr0kn9aQlpE6lDcetM4MGR2ToU0kpaAxViKXRROZ1biyHfPehFEanLbhzDMWEQnsYIRUbEu+JuU0xLZ335YLMRUdtA0WJoSgdbh2o359XTkUgE9eZuDpTyR7t4YCYqTJydXYrJs2IwlLWoNbroyohF2bSsqqnWUAPFVYzA+rdd7h69VOk05Gneo0+C/jumyn+4leO+DiCw/XlEX/nH8x+9GBsGToPnoHDn9JwQ7gwLTlWAa7Nw35ZlFKbp0IUVruAKrnPMqR+8lNCtPdGklfTUQGH81mwNHFv743gXBGOzkZr7h9/oDwB1xWybbsiZn3dsRDkqiIEYdzyUJSQczNSxx01xfDrsCmk/pcvK+iagh9oRK0+8AaLOZsxq+xVBizlZWbouBXHmcyQjXrE7BK2YTEY9DjtpDmuOrS6KrOZEeDjBQOyMRc/DLAMjfm8wnsHBiUnx3TxHN3aDOcvbdDsvUngPebBXpl8xOP6istw1CZp2LjGNEu5Kv3hm9R669SHZbKR9xi7AYauMZ2xuDjT5uJ8h6nU75KJbZLsl9Hp0A4WKXUCGv0yYVigoKsMahqfSn3USOzcXIfGYRvPS6MpEzZmD/n9f/FfEh3fIZHI489dpjvRIZWiWj5iJR9wf7vJpZU0rj7k9vFNNuYy9Lt1pqImj048pmNZdC1JNJbk+KTCUs4gGZfPC7WzTa+7QSL5sVmv/lMX/9bgMAzD7wLfVRTlfwzD8ODHeE5PPSaTCS/Mvsa15S1S0RGGGhAGHlowYjlnAy7HjQmqGjJ2PQZjm0JCxfF8vnlP4/ICdEceri8zgJ2hFFTDsbBQViCgq947M5KJClDbr59JtgYiA1VD2CmLOUcxLfbL22V57HZFgJ3jiQzi0xtQ6krRmYkLG2aoUmTu10VSulyA7z4SM5u4BY9OBGB2BjBxFRnIDkP8UPasaYiev9o1mc/pZGMusxmVZEQnGfVo9xXm0gH79ZArCxYDJ0F32CcZjVFuG4zcBAetcxTjR0zPDFlK3+LldYVqe8BxdYKZdElHwT+bTzNVjaC/y/07Kg17kVFrioJVx3N1jlvLqNYLOE6afN4kl3vC9HSS1dWlj7x38/N5ikX3D2nTwx/UmALFYoZO54ROZx5VVYlGT/grf2WFx4+PCAKFa9cs5uau8OjRKePxhIsX5zEMnYODBo4jz/XSSz75vM7q6iEnJz5LSy+iaRqO06NYfLbf54MwDIO//tfP88Yb79BsvoDjmLS9qxjae0StgMHYJWGNGFgeJ80J6aisielPpDP47o502OZzUO4EPD4JWMgrqKrCjWWViGXhB0NmswpHzRb/4i2DymCR5WmPydhkfdqn1lOJGjrT6QivbUZQlB62CdNpBdvo8L3HA24s1MgmNWy9RzrmM3GlM1jrijw7AKK2FBmGLsDLDc/mVxRIRUN8f4yhbTKV0ojbTS7P9ZjLCrDcr0kucH25Rw/r0vVMR8/mZboCRrNxMVhIR4Ux/+wF6erlk0Imvb0t4I1Q5FbPLcuMzWFDZi+zMZGfT6XgsBFw1BRm/UlJzlkHMjGVXNyj3lPE1CEjJJJlSD6ZyWgMJgpRUyM3q1DtJuiMQuo9n/ks6IpC2wnpTxSysRGWYZLRVEJGxMwofcfG9xWWCh00pYNtZug7VR6dFlCjfS5dHnDlyoDV1eWneWl+4qPbhfvbM/xf/tbHcw5vesqh29NoNHVy2TPCLroArbtP98SexR8bSngmr1ekhgkVkZq2BgIKHR9e2RCDvnpPjmVjQoYfNKQWAiHC0lHpRLaHUj9p6pl5TVK6kG/tSO40VLAtKKZ0HE+hM7CIW306QwGGi2l4eOJT6Wi8ek7j4bHPUg5KPanJLi1ApRPSG4OqBCRjLnPpAc3+kFpvwrubi+yVoD2Y8NbmZRbz53hr+y6pSB7DOKXSGuP6YwL9q+zWH5KM3OG9vT7niiJvvX8M8ajKXiNB018jUVikM5xQSJXpD46JKANKzSxpY0TcnBDTKthRDz8cUu3UMbV9DG2dzdoKx92/RtJsUe3eI5sYMnIN6j2VF5Z+g4F7niBMMmM/JpmJUY0PqXWHnLTO0xxEyXQ3OGdfJj/1UVVUNBpl9SVotwZEIiavvf2Q59JbzM6atHp7HBwMcZPX6Q1sAkw2d07wRl1ODyvoZgwr8PE7VUwjTzISMp0ImOiLDMYBja7Ldtnj+Zc+XKdumRpjZ4wIF5/FjyN+mJnDoaIo/xlwGfh+BRyG4Zd/ZGf1lGMymTCXPmK1OGZtykdXAyw9ZK8RctQc0x3CUs6l64TU2nB9eQSKTqOvk4vrLBdU2gMPU5eCrz2QohJkYfZBXdZKHDWlU1DvwDvb0lVwXFgsiJRupyLAcSF/1uWzpEuxU4ViXJbADiZS1F2YE0lFZyiAsTOUjmQ6Kp3I9lC6DRdm5OcrHXH3CgNh3fKJgNefhHzxgs3KlMPmacDNPbg0B4Q+ge8zk9JwfZ16X0VRQiwjpJhVaZz4vPa4g2LNk7CTrBUHOIGGac5jRzwsDhj0hmxc0rA0lWw8haEP+JfvTfHi6h43lmDo+JS7Maq9gEflgC3nBVQlga5UMBWb5mCRppMiQZRUKsPGxoRC4aMzI0EQ8L3v7VOtxlAUjytXVBYX07z/fputrRqQ4uLFFRTlhMuXp7Esk6OjGr4fsrQkZjPF4kef8+rVecIw5OTkiPv3qwyHBRRFwXVLnD8/4Pr1LMnkHPV6lzt3TggClfPndRYWPtmS0h+MwWDE48cDcrksJydRotEC3f5VumMNU3OYmxFwdNQYctL0uDAjzG/fAxTpmh81RVakq2JUMJsJzwoGn4k7ZCFvcFQ3OKzH6IwM2r0oqqoQT1oMnQN644D2OEOpGWevOiZiNJhKwF45ZG0aPr3uUUiM2K+bxG3/+ytlKqdyH87nYKMoXb7mQOZ6Hx2Li2h3BD/3vHTut0pdbqzkUJQECXuXIHQ4qIdkYnDclh2Ev/KidAFrPel6zmfl/9YeCqgzNHltznaTltpyb68Xz1ZdjKSbmU0I6+0G0tH0Qvl+MibGMYYmQPSkIwXQUVMMfEotaA9DItYE1/PxApGwtoYCHp9UwFRhueDQGdYpl3Vsw6Y96LNVcmj0RIaua9J5NXWodVxSMZ/1KYfHpxFMIyQIxvzcNY+7h1MkbFCVNqfNcyTDCJV2i+eee3aPPO349rdcLi/cx04Xn/ap/FhCVcWU5u7DOF/6bFsOxlfg6Def6nk9iz8+glDmuoeO5LT9sjivG2deCe3+2Tw2QtL5geTEcksIslT0TGXlCIkWi0gerHUFHCqKzHjHIhCzDdwgpBANGDgwdnwitkqvMaY3Vjk/E5KNhZy2BXxGTfjdOzbJyIR0zGfshKwVhPi/VYNryyHNvspwHGJpY55bMmn02gzHHXaqSwy8L7I2M0etc58gnMEPfcYTgysLZZaKI1qjNn3T5eHRPK+c73DUbPPOTpfnl1UitkVrpOJMBrSb97g4PcYfh4wHHQaTaVZT87T6DQzd50kpj6pqFFM2sUgSXa2yVV3moDVLJuOx11zkvb0nrBUDGn2d8mCdWGweY9xhffoeV+dqdIYVGp0p4rZCqx/huLmEOlXg0pXlP/SeRaeu0Ky+RSYVo9n3SNs+sYgotTIJjVK3TiQzxTh5jYFSh8gySW0XQ+tQ7mmYiQyjSZnZ+UV2Kqd0xnH6sWssXrnKUFVYnskyHm0CQvSX+zZLq7mf2DX5SYwfBhz+Q+CfAL8E/G+A/wVQ+1Ge1NOOdDqNbYKlecSsAJWAgaMycgxURWOjOKA9DMnYIilwPDFo6Y1DriwOsTSRnDkO3D8S4DafFWlcfywF5kwKbu/LzF88Ip2RkSusWdyGm7vywWboIiXLJWAqLU6lBlLoxcyzmcKIdFlKZ0zZBy6PWxV5Tn0kSTFAvm8Zch7HDZkxSkZgPhcyceHOYUh7CI6rsJgHXQv50uWQas+kM7CYyQQc1F3KbY96V2NjVmdj2uY721Oono7heqSiMZZmXWr193j3/h6G8RwRPY1hztMateiOUrRH4Bnn2W2u0h5vomKj6Aq71Xla3ssE1gsETPF+bZNMNEWtCdOLnyWRGHB09ICHD4vMzjpsbHxYYD58WKLdXiQSkcv63r0aT57so6oXuXp1iVKpiePc4Vd+5RqWJfOIS0t/clGkKAovvGDz5pslVNUjkXAJghy/8RttLl7MkM/v8aUvLfPVrz7bx/NHxXe/W2Y4nCGbnSeXO8HikEvT9zG0PgeNKJZl4Xslzs94dEcil7Q0vm/iko0LqLk0LzJOTZH7a+xI5/2wAQU3oDXUuL4UJxfrEzNPKDfjZLPT3D46xPch1JLc3KlxfblPJurwwgr4oRQKJy0IAo98QqHWgUZH5KyWIa+hKlIY+Mg+rZu7QrJYhpzXo2PoOwExUyNidOhPBtS6HoW4STauoCke+YRD1BJAhyJMdioi97+GrKbYqcjrBL50JYtpua+fXxS1wM09WJ8Sw5iYJax1ZwATU4CdqYu0KhGFalscTQeO/A4VRHZqWxAxAvojyS+aJwz8blWMIPIxG8f32a6EjCYGYRgnCGusFSd87iIMxwYHdZdGXyFmKehqwELO48GxziSIspAPmXgTVFQaPYOLsx1O23Ga/RS61uLW/l8gdb7IN75R5pd+aR5d/2E+hp7FjyJ+939ucWN9B9SP71qRlcUxtx/8ADiMrUD3oQyd/RFLvJ/F0w1dFZn+2JF8OwlgNJT8N5+VjuDSlIBAS4d7h5IDo5bMYc9lJK+pqhSmugKWJfXOQU1qqYQtebfSdlkuSB2VjklN5qOyV7VQlYBLcx6JSICi+IwdDb+Z4q2dIhGjhaGWWC7IjttKW0PV4b//toFp2Pzqi20idkB3OGapIKNB05lT9mrfY7dyjiDI8d1HDX7lxSpz2RG2qVNtx/DDLXSlzX7rHNb+Dou5ETOZBO2Rwu0jl1zCJRM1+Nx6j7Gj0+9HWc23eHevQ8SwSFoduiOFuWyaqJniUcnHD1OMJgUuzIeMjC3iGZeC5lMffxWz+ZhMyieXhV7/PpfnTknEk0yCGP3RmPbwBEsvkEsoxCMxFPcRu7tL9HqzJJMfmsLkivOMEl+j3amTmMoSOT0mNPqMJg0sQ6XaU7k4d43CzDKT1jnmLs+y/+hNrKCB1Rpj565QObxHkgLW9DLruVmczCvkix/KV7vtGY5ru4SozF+++szl+sccP8ynci4Mw/9OUZT/ww9ITd/9UZ/Y0w47NUepMyBijTE1lcbAIBEx2Cj6BH5AMSVyg41Z6cgNJyHFpI/nB+QSIl3Y60hRFrPELGI+C29sSbdOnZZ5oe5QjGtUFd7f/3BnYXcocrHZjLiatgfw935PEtvaNCR86fi1B5J4miNhttamJDkeNeXfT8pS+C0XZOZxMJZOzEJWZKWmLsl4qyzs20Iu4LQTkLLh0rzOXk3+L7MpUHFoD+DRiUk+7nNjJWDoBHSGPmuFEbFEAk0d0p302T3pMXQ0cvmXSeRWub//mDf3IlxdGOLoi2y3Qw5Gv8z98iMWc0tcnt3Gmxi0RwWqzudxh0kido2vfHmB+cVpmi0f192nXh+xsHCdbjdCvT7A90tcuCBuh6NRiKZ9eEnv7jY5PGyQyRyyshJhdraAZY2+Dwz/NDEzk+WFF1wikTkajS6PH1tksx7RaIpeL8b2dplz52b/5Cf6hEUQBAwGFonohEHjN4gZGmvpQ0y9RxDYqEqf3UqL2VSL6WxAtK9w2AiZSsp17/tna1h8AT23D+DFNemyewHcO5ZrvT8xWcq5TNwqUQteXLN4dFxh72ibczM2VqZIr9XjCxf7XJl32K/K9R63hVgJfcjEQlQ1IB0zcH2HuYzC7aOQVEzImyCUWZO3WjCdVpnLxVDDHt1RhLViQDbmcNTwOWrXuDKvUOupvLbpc3VRh9Cn2pH7tzsS59GoJYCtO5IiR3HhpRWZdame3avZGAyjYskesyBuSN5Jx+Tc/UB+D92BSFUXC1Io1bvCnLfPZKzDibxO1JJOpOtId3JlSoouFJhJq/THIYWEQzZu8c6Ogqbq+GGbz6x7nDah1AQUl4Uzp9a4rTN0PKKmiqVb5GMmR80xhVSX3rjAaRvitovvjxhNllCV59GUDrOzF/D9aarVNrOzH79Ztz8LEQTwP/2rOP/Z3zgBPr7gcHVpxK278Q8PmBkBhuMKRJ51r3/awg/EaX0xL7WJ74ub6EZR6qhQEUn+dkUIrStzUqMoiiipPF+UUyD57t6hqCxeXhUfCF0Vgv60JfVVISHE+WgiddJhw2c6ZeF6CvePe4w9D8eDkRPQGkxYm6qRjqaJWgXawwYrUxqdoUlRj2FbIZ9eCxh7GhndJzDFsMxz4bmlkPnsmKj5gNXpBFfmk+TiLUJWKCSOGDkNBm4CRZnwykadvVrAXMZBVUJu7c9iGzq+YZIxlvGcUxQ/QFe6jF2PmVSbxfyEUivkm/dWSUQhn0gSNTUi9nlc/5ioHfDVi9uUuyWi0RrpzC/QmrxIo/ZdVqf2yCzMMxOv0BoG3Ny1ycXS9EdD2kGSiWcBbWayVTbW17l9u8FnPxuhfLRD4DvkZ1aJRKNEouLSXrz4NU4ejzBdi5Njh5lP/w2Kc8sAqNFpRuNHFOYvMak/IK5FmVpYw01cI4z6KAT0zBWmskVq5WNMK0oqkyWZzpFMP+sW/qTihwGH7tnfJUVRfhE4BT5WntCe53Hav0ZCgePHh7j+iFbXZ6GY5MGJwkxyyPq0Sn8sIHE8gZt7DssFKdr2KmLqcvdImHhNlWKtNYROH+by0BuKZPP1J7KKAkWMX6pd6TYWk2dyVEuWvLb6IqnIxoBAdvVMXGHDVEUKx8ZZ93A+J+DvN98VbX4yKgm31Ja/u2NZeZFJwOqUmGFEDWj5oJguq3np2Liex2pBpzUIGDg+jb7FcTNDxFBJRBQGkwmGrtAeBShGlON2wHwuSjo+RkVu4pjyXRZTewRTPrfKLxNMvYSujUmc+xSvLI1RlAUOD19lWEhycniTrZZONn8Om4e8erHEnN7gfG6N6HOfI5nJ88//eRnblqFk04xxetriwpl56dxclIODJpaV5fS0TLsdIZ9fJQxn2dqqkEwOyOd9AB4+PKVUCjDNgBs3CsRi/2ZjDF3XuXpV5d69Gv3+BEUZs7wsay00TWcyCX4MV+Kf/VBVFW+8Q/XB66ymhkRHdYqxbfKpOLpioykOE2fMUkGF0GXghFyeh+0qTKORT/lsnkqH7PaBXOebJ7IEWdflAz0Xj+J6FncOfdJRhYvzUQbDDnHb5+eeC9GMMbvtAcVpj1rTpzfymXiwnDt7nbSQMYcNnf4oQj4JiqLyvSdjbF2k2BFDAOp+Qzpvrq9zaTbEDeDtJyMsAyaeFCErRdgqh5yb1oiZPnHbZzgJWS5IERMiwNcJYCEjj398IlJNTUPMpALJBTFb1lp0hmczg4GAuum0nNP7+wJcNUXIopgB7TOZ1c19edzlOZFpnTalGEqfzedMXCmSUhGRpjYHAVET9mohpfaIalejPRjywqoAy/nch+7L949g4Ch85pxKxFDpjUOaA09eb9Fj4qcppBMcVXrcPvBp9oesFbdIxBrsdn+Z9fVfxvNGRKN/eqLmWfxo4s03IRnpsrD08X4P1pZH/O7v/0CJoigQXxVTmmfg8KcurLONKr2RAMOELVLSWlfqqpfXpGt47xB+4SoMXBnHyZzVXntV2f2sG6D04PMX4c0tOGiK0YzjCAnv+2JA84EqJPClRrKtgJl0i5ETEDElN1+ah05P5fpKn6EzQKFFEKQwdZPBWKE1tHl8bDKVULFMMLQ+O1XJ97YOYx88P6Q/bvLiSpb9pkfadmgPhwTBId0xhOGAc8UuEVOj3m8RNx0cf56IGbKYG3NzL0/aSaOFJU5VDUNx0JWAct8lEZ3B8Xzitkc6tYTHCuVhj0mny3y+w8DN88rFCKe9eXwtSzh+j7jxbfDzDIcNdMukOBOFcQGNGnOFC+yUhjT6a5yfjRC3u+xUTeKZHJFoGtetcfP3/xF57RBVtzhtLGEWrhJ0t1HxCSPzrHz2bzEa9lhO5z6yE3F2+RLlQx3PqzBILhGJF/DTOa6en/r+Y0bDAaf3/xXTyYBR0+Oovs7ChmzLC8OQe/dOqNXAsnxeemnmhyL8n8W/OX4YcPh/UxQlBfyfkP2GSeD/+CM9q6ccYRjy7maB4nmVbCRFOmqzMTPGJ4brBnTHMY7rA5wwIAg8+hPZrWPrskKi2hGjiNUpYe2bfSmq+iOZNdwqSaH11rbMT60WpODbrsgC+t2qALdqV0BezBI5aT4uOvmjmjBgrZ5YJx/U4dUNkYfePxKWrdmTZJlNSKdh5Mh841tbZ/9HRQrDkStJsTsGwxC5mnG2HLbUhul0wONTg81SgnKnSDqaZC57RCGVJGL1MVWH46aNq67g6nMkUl12GhNq1QZxvcuFaYdcUiNlR5mbeY1S7D/gwtWfJxars5R/wp13HrJSdCks/TlKpSSJTBlNO6Kg3+LcisH6Wo7ZnMnh6V1S2a+g6x91ATXND0HZ7GyWl1+uc3BwTKVS4saNaygKPH5cxXUdTPMJL710la2tMo8epTDNGMMhfPvsGoyRAAEAAElEQVTb+3zta4t/4oLVixdnWFoa0umEvPHGGNMUQOm6x6w+07//sbEyfcwbew2GvRjnppusFo7x/RidYZSJO6bW9fiDhxOmcyFJSzqBjgunLRXw8Xy5v6LWGbmShTuH4shZacJSMaTnahy34uhqlcO6QrXj8ovXFaKWghOYRDo99ssK44nLxBHW+J93pXOWiwvQzCdsdA3msy4HdZdsTBoMzf7ZY86chZM2JGyH6ZSLH8JLazI/uJSTe/aDOV5DC8jEYOgouJ4YC5y05DmeX5bVElcWBPh2hyI3fXgsIHPgwPlpuX+zZ0vvz80KyRSG8ri4JWBPV0VmO3Lh9x7CxpTMLj6/LHKpgSNs+oU5IasMXeHxaYgTirJAQX7fUVPIo+tL8PgUvvacz0FDnnunAos5lUo74LChMnRMDFXlX99xSEU1Cgmb0QR6kx6Km2DkxohqJ1jmiP4oYCmfYC6rolsu15ce8+abd/iVX8mSTn98O1Y/7fHrvw6fvfAmRD/eO1lXFsbs7EdwHAXTPDMmiy0KOJz+ytM9uWfxh8LxJCcWkkJ6PSqJvF7XpVapDyWvFVPgISSXpYtjqOPLnGKpK4S6eWbad35GnEWnMvD6YyHZU2eqyNc2pVNZOVv54/kwMQJmMpIb8wnJsRHbY20K+mOVzshn5NQ5bBjsVaHRG2AZMJV0CcMRyUhAMiKEXmMAl2YVNksG7YHOUsHGUEKKmV1WpjSqXR3Xz9IdwVTKI8Qjn/AYOR4qp+QSEUw9pNNd5NGxxcbMkHKiSGcErq+wkquRHqtUukVGLkSjc2jRRbIrKczkFDP2t9i5c0CjbxFqq9jh75FLx9k5HrGUu0fXcxk5OrFYlF5wiZsHT9iszWIHE1BnqXZukow5eEqCZvgpwEH1H7Og32I6GyMIhmyW2wyau1y9fBFQGE8OaDeTTC+s/5HvcTRZYOvJmyihgxVNk8lNfeT7tcO7LBU0QMOyDCbNbSaTy1iWxf37p+zsFNB1i8Eg5Dvf2efnfm7lx3Y9flLjTwUOFUXRgI0wDH8b6ABf+rGc1VMOx3HIRBQsa4OAXWyrj6IE6EqH447HxLP55sMEv3q9xFRKYezCxnTIrX1ZC6ErItlZmf7QLbTZk51lQSigrNGDV8+JDOLxqZhInDalexiGUow+Kcvj4pZ0GkqGkJ7LBekyLOfksamYJCCQrsRsRjoPUykpDJdycj47FQGJC1mRmaUiIjV1QwGgq1Nn85O2MG9vbcNUUsU0LSbeLOvTS9hGHMfvg1IiYbscNWS/4ts7XZqDAjsHJrn4gPVCgVj0HSLamL3TFsmkx6BrUansgHFIMfaE5cVv8cqCQrdX5/VHVWYv/q+YmdnhU596Gbdyn8VCk7m5AgCqEnJ4WCMW61Aub2HbOaLRDjdufHSB9uJinsVFWFw0+cf/+JjxOIVpwvPPe3zta5fRdZ1q1cM0P9TLD4dJRqPRv9Vi1Wg0SjQa5WtfS/LgwRFhCOfPZ//EzuMnNcIwZGfHRVVt8vFjIsaEk4aCpTeJWqfAmD93Y4Tnh0ylBPSU29ItI3DpO3BlweCtbZdXzsFuWa7x55fh3W24ugTJ6Ijzpksl54Aa47A+YjjxqPdDYp6Bqvp0ui79sUUuZmAZDpcW5AM/FZF9o2Go0BoM6U0UzBbMpH1aA5FdL+VEdq0qUqAUUiaW5nDUDDF1KSxuHwobXe0KUMzGwVB9NkvwpYsBe1WRiWaiAi6PW3KPGbqYVa1NSyFhDoWc0VUpciaeMObVrpyLbYpq4ElJmPNCUmYupxJSyBSi8pyzGekedocyuzNyhPBxPRg4IUEgP9cfiaxK1+DGCuzWJEedn5McU3BlTYjnhTw+1diqmJh6hu5IYyalM58dsFnK0eilUZQq1a7DxcUUJlX8YEirbzG14OB5A7YqGrYBL62VaGWGNJtrNJtdstlnjnM/6ZhM4Nd/PeS//Gu/CZH/4Gmfzo81LCtkbtrh4ZMYz1/py8Ho4jPH0p/SiFiiZJrNyNf1ngC6ubys6+kNRdJe6cjjTtuSg5O2ALuoKbn44jwYiswvvrsj5PrDY+lIjlwhwj0EWD4pScdyLi8qjamkgMJERHL/Yl6AZxjC2A04V1T49qOQSteUDp7mkIr5LOZ9TN3DNuGgpnJ5TuMPtuDdHcmfmaSObfWZy0bJRGy6Y6h0XHRtQCE5IWK6zGdV3ticMJ0MWS2OGU4M3t0JKGYHKOYc37j/Jb566X3mCiatXodKz8KMZojpSY4aAQ/aX2Y2eYkIDeLc5YXLq6Qshd33D+lU/gWz8feImx435gwm7gbdrsH+QZI7T3ZIxT1OWlGOul/hXPbbPL/UQtenSURVntQP+eW/8O9x44bDoDIh6Us3UFUVNKeFmfjQod22dLxRi363TWP/bTQcPD3L4oVX8H2fm7/9n7KWqoOiMHj0iCP9b7Kw8uH+alX5qLu8rsqICkC1GnDnTolq1Sed1rl4UcH3/WcziD/i+FOBwzAMfUVR/irw//gxnc9PRWiaRj5n0fVijMIk6ViPTGxMJmGRiLqUBzH2WgZuGKHS7pGNhZiGgKuYdcayT0kXcOKJucbQlY7gxJVOYTYu/3Yc6QZOp+Tfvi8sWaUjjyskP9TRj33pTGbj0iWcy4hboqlLl++FZelyzGVlhrGQkHMZT6ST0D373o3Vs/nGMxvolSLsVuDy/JmmP5RZpeUC3D8O0ZSQhFXG90KOuzbFrIbjeezWPDJRmE4FvLjS45++W2Sv5vDXPv2ITMRBCcYMxg7zOY9c0qXXT9AebbP9qIOW/Q6tiEffsDg+PmZQb3Bz+Bz/7r+bYzDYpOVDOutyfNxEMw0e1ZbojRIYxhS2XeaFF4asri7jeR7vvHPIZKIyP2+ysiIMVLU6Jh63mEzGeF6ApnUxTWGXotGQWu3DZKJpQyzrT1egRiI2L774bHv3nxSTyYTacINK85/yhZVD5jM9Rk7I2Oni+h7JSEi95/GpdZmRm8nINd8ZSvdtMgBLd5lLCxPsBvD8Atzak3vh3KyAnojp0xn16btRzi/F2a8ElLoqGT9gPA54cGJxbcHG0vvEIirZqM5JC5qDkNm0Qn8cUukELGYV1qc9LF06ldtlqBjCYLeGEDEVNE2l1deZSnikImKfno+BZeq0+hYjN+TBkctMTqHTd/iDJ1JYlM5mkGuKFCSWLYVHow8vLEk3vzsQM5lCXF7P8aAxkp+bSsq9/v6B5I6VgphOPb98Jl3vCTm1agtTXu3Aa48lt2QT4njqh1IkvX+gUkwFXFsQMP7BWp2oLiC4OzpbIu1CbxTSm8DAiXB5XqEzrJO0bfzA4qih4wQZWt01Jm6E6VSdW0/ANEdcmVWYz0YodSAXG6IoIQMn5KQ5YP3iIWH4Ofb368/A4VOI3/otWFkYMjMDqB9/Sdb6yoj378U/BIexZTj8J0/1nJ7FHxMBsg5sLF9emJWRgi9fEtBnF2QcZzolYwVXFsRob6ssKo6DBmwkpG6q9IWMf3FVctxwLJLUlaKouzIxyc2ZCCwXJe+t5CXPHjelzlrKw+ubYuJHKLPdtV7IxTnwggmvrIOpB9w+8Gj0PwCQELMD3EDF1BWyMY3WMIIfFtCUQwJ/yEFTJ2FZLOXb+H6D9lCn3YexG4JiEI/AYKJz2JiwOpVm5OQYuArPzX8XQz8kFzHIRuDt/TyHT1QMo8Hlz//vWThIUyq9R7tt89xywFEhShgUqE7KGPomqVjASj6OrdXZrjxBU2epd+dRlW3Wi6tcWrDYPPqXbB71sOb6TKcn+Kj8zKeSvHjVIp3WObnzBM05wtYDnMBg73RINBslat1D13Swi5hTV6jvvsby2Ui579c42Xmfds9lRn3MYiYKwF61x+nW2x8Bh/H8OpXTUzJxheFwTMufJhcRAv67373F7/zOApqWIB536XT2+et/ffkneIF+MuKHkZW+rijKf4k4lg4+OBiG4a0f2Vk95YhGo0wtBMTGXXL2mP1ai+1qyGqxTzyiMh75vLphUG6lyMcdMsaYakcKqbEj3cKxIwlmpwLVnhR2miLJyNAk8czlhNmfzwpY84OzZfZR+TufkI6foQkLdnwm8ZpJC9OViMhrRkyRtI5cKQpDpMgmkOTWGwm7ZuswaItDasySP8dN6WZszMB7u7JqQ1eFYdM08Hwfjx5fvDTg8WkLQzWYTxjc3u2xVAgEwCYcMhWb7eqv43lrpKMuM8kOpU7AuAEnrYBkxMP1LcYjl/HwMSeujXZNYzjUyeXW2e91yGbX+M3frBAEOu+9B4G7QiEz4cbLRRQ9xnjcYzQaEImoKEqTmzfLvPVWk3T6edbW4lSrHlAll4vx/vsVDGOe55+fRlEUJhONMAxRFIXnnpuj0zmgVjMxDJ+XX449c0z8MUW93ue17x1wce4SA3efuN1ipaCzVxtzVPfoYZKNe983ELANaDnSLW+PpMP9jXsCpnZqMmfXH8nS4sjZsL9tQMwKUQhRwgER02AuF8c0FU7qfTxPYz6nQOiQjhl4/oioGRKiMHJi3DnwqPUsRpMel+YcTE1IluOGdOrHHqwWpTDJJVQOWwpeEOFf3enzwrKY50Qs2DqGm3tz7NVifOGSz9g5Ih4JuDznEbcFBO6czSPvluU+i1vw2XPQcyAdEUJppySF0XAM5Y4A1MCHN84KoquLkM6J0mDs8v2u5HRapFaKInuxLANeXheZbm8M+YRKuRMQhpCPh1ydl3NSFQHZtw+kSLq5J+TSYCxk0VETPF9ltRhl4raYScNgEqCpYxo9lbTdYjH7Ft99rJGKZMjEVQhjBEqHoROSjxmctlWm0yqaBt2eybd/75jI8h2WP6gcnsVPNP6r/wq+9pmHEJ172qfyE4mVxRE378b59//q2YH4MnQfP3Ms/SkMN4BbB/DKOqDA9x4KWRi3hRSLns1hHzbF1C9uiVrCMAQAqojaYjCReklXz1QSQ1ifFZd315fRnm/dlw5l1BYyPW7JmE72bIwgDOHBiexBXC7IWIAfyPlszEDCdhk4QrKjCEitdUS2ulMBQ/OZzxokIxGSkTbf3VR5UvKZSnkYSofBxGc+q7BfV1kopDhpzdEZllAVDU3RmHguE2eE5zvo2tucn1J5da0LocJx25LVWVP75FNLoDjcfv+/oVSaYzqr0mys8dphA7VdJZ+LU600OF8cEbGSHNQn2HqPzrDLly61CMPHqKqGF1YI/BzrxQvcP07RC1eIeW1WVnKM613c9mPq/SNeuLTE0W6bna1bDNol7Mw6neoTymGSwswq1VaT9ZUMgTrmg413mqYxaJ1QPtihMOziuBamoTEV99keOR+5BtK5Kd7Zvshvv1YCZZGp+QyLFx1ee+0J/8P/cEKlkiIM+0SjI1KpPp7nPavhfsTxw/w2nz/7+//6A8dC4GOz5xDg5eemKD0sATHQE2zk+ry0rpCwdf71+12UwKLnJnhvr8dUMmAwcvjqFUke3SEcVoXV0nWZaxpMYDYrsrD7R6KZ/+4jAWb1niSrmCkyt8FE2K90TKzodUWKwPOzIlkbjqVwe3tbDGhiPek0TFyYAM2WdDLuHArwnElLkVlMC7tmGZJoTU0WxoahrNDQVJmD6o/FVXE6JTOScQv2qgG/+HzAk0pAbxiwbIkrazamAAHz2QYzyZBKr0nU7pGOu6xPO3zrvkcmnmZ92qbcNjG4j+4UOGwWeFBqYPkenYnPbvcVvE0Pw3BotzO0258hHvcZeHlu3bnDcHjEhQtXURSFo6Mqv/d7B6TTlzk9jbG66jAeD3j55SwPHpziOD6t1hKdTopmc5/Ll1eIRFyUsyJAVVW++MUVgiD4E+cMn8X/f/H48Yi5POjuCdOpCVErwAkcIpZPOgGbpxMU5Wz9QkQkQyctmY2bScN0Umq3clc63UEID45k71XvzKTlyryYN1k6jP2Q3aMe2bSFFcJM2kAlpD0MOWk4mJpKqauzWbZp9z0iZkB7YHFxHo5qPv2xkDL5hJAqt/akwOhPhHC5f6yw37AYODZzeZuI1QVFpz9SOWooHDbT2PYMD45P+YXnTWKmTm/icdSUrn3UPHP/zYjzZ+DLPPFCHo4cec1aH9aiUnDs18Ay4XMbcv9/77H8XsMQUOBLl2RfabMnOeKgKqA2eQY0T9oiI98sw8urAQrSoTxphgzGJt2Rw40VyTkRXYDwbvWMXFKE5NouQxAaOK5OJh7F0Cf4Q5+Jp5KIBli6ykLewfUM7h2VWClmSUcilJtQ6gzQVI+5zDT7tSK6rpOOFHnzfoZMYNHvPzNy+knH5iY8eAD/8Z//liyE/wTE+sqIf/bbhQ8PmBnRG45KEH3mMv3TFBNHRluqnQ+VVPm4kGD51IcmfSiS27bKUic1ugLakrbkx8clIcUmrqytmE4LAWca8rh6Tx6XsAVcvrcrebk1+HAWO27JY3/xuoz6hPuSK9Mx+J/fk7nw0UQaAKtn4z5zaYU7xwaPThRuLMWJ2yNms2Ms3WM1f8yFWZXHpwGGFpKMyOjF80sqT0oTXE/l5m6cr1yBrXKLpSmHiGGSzGRJRJoYekgh7gABC/kRYWBQ70+YeEfMZgxm4ke8Hi5z2PzLJMwZ8tYWwUTB6+6zkevSaJms54eMA5/1Yshg5LM25VPreYShztKUxWm7wzA4wVFeZrOsYxkO4+MRhfk1yqVjup02k6KNqVm0Ox2uLpjk0h1GgzY7PYPrGy8wDxw3jvGCCN1Oh3Z1l2G/y2nb5/qlNYYHKW4/OmVhtshxP87VL//CR6+ByYT9gxy52Qt0OgM6HYV33z3kH/7DCs2miu/PoigFhsMBb775z54Bwx9D/Kl/o2EYfiznDH8wHMdhPLRJRnzCyZjnFsZsFAIOSkPitspcSmOv3mYhvYxtKCiBQS7mcO9YEo121tW4fQDPLUrR1epLMpq40sEzbbA1kY3dPxIwtjot7NVmSQwzdqvy/Ygpc4ufOy+SiHd2xeF0MStGHUEoXcq9KuSTAjCHjuw67IwEkL6wIsl2pSCJ1g9E8hqzheWKGvDP3xPAaGhSHAYIiFzISuezM4ZC3CdhW3SGKo6nUe/6mIbCYd1hJt0jn+jywsoYXYFKTyWfVGn2fR6XoujUuLacxz2JoMdKhFO/xuPDkNNqku2dI6rVCpHIEYlEAkjiuhMqlWNGIxPP0+l2v8Pzz7/M7u5DxuOLwCJhWGFnZ0yxmGY4HDEa9ZiausC5cx4PHtSp1Sb4/iaf+9wfZsifAcOfRChY2g4XCk2S6phULKA3nJBNWtS6HhdnPaYT8oHfm8h1b6jiNKcCRy1Z6aKqYKkClF5YlYKgO4TZtBQQUUvuoXEdMnEPBY16x8fUA+YzNu2hihtolDo6xbTGYTXA1Gx2KioX5jLUuiPiUSkWdivyeu0RoBrs11ymUgLWumOThWKGynCRrNVG0UxGXoLR5Jh0bMLf/MoOg8kjTuoaCjlOWh7FpMPECHh4JEVIISl5IheTgqQ3hpOmgML3duAzFz689zIxmU2czcFrT+T/rypyT1+al3U0MxkpWEJkzljX5P7fq8nMciElexTf2gE/VIgYCo1uwNsDhxfXhBTSNMkh7bN5nKgNq1MaW2V4ZUPlre0YbjBmqxxyaT4gFQ2xTQ8/0FCoMJMxqHQU5vMWYyfPg8YUF+f2SEUVKm0VJfSpdRuMXAtFyZOKD4jHIvT7/lO8Nj+Z8d/8N/DzPw/G8CEU/vLTPp2fSKyvjLj/OEYQyL0NQOzMsfQZOPypCt8Xos/xpE4pxEUdUu+JkiRiiiy01BJfhHwStktnRLkNR3WRol5fkpGagSr1V8yCN7fhM+eEoJt4osKYeELMpyMyc/3WttRVHxhzrRU/VIVdnBNVRswSoLo4JTPpyYiM9hi6xnCiUOvY9IbnOW09Ih2DwUSj0g24MB8wmzFJR2UtxkIeBmMF1wuodFwO6iOWppJ0x12mUi4JK8TQdCpdsI0QTXEJCXD8s1VoI59A8dGUMYYekNNDXlhpETF/l7G7hG12OGy9TMQKmMrO8+jU5fb+NlHjCcWkjWlGSdgTYMJpW+ek6dN1TXbbNivnltk/znLQPmA1EdApfRs/E2NRO6Vxr4VupWBQI2UmMYwc8aTKVr1Bt9uj3e0R5tfILL3K1vf+c+bSDpXmHpdyUDqCTO4G0/Yxx+4SuetfYXp2/iPXgOd5jMcBt28fEQQzVKtHGMYmDx64jMcOUCQITDRNYzJJ4TgOpvnxl8f/JONPDQ4VRSkC/ykwG4bhLyiKcgl4JQzD/+5HfnZPKXRd57TWYN494tr8CUfVAQMHFvMW948NYpZK1LKpdZtcX9E4rkEkqqEQUO0orE9r5BIu02np4O23IGNLt++oKWskDmrwM9ek4Gz2hLEfTWB3JEDs3Iws2z5tSRE4k5Kitd2XhHljWQrNUkukZIOJzCgt5gVgnrbk/5KNSVcmnxCp6k5FEqV/1ik8akhxqWmipV/OS6dy4AgQ9TzR4XdH4pRYakM2EVDvKcxldfYaPmEQ0hlapBJRlnI9plImYRjQrim0BgHFDDw57VJIZYjHclxa2ic2vUBu6ZRUfpU3/9vvcXJyHggIw6u02zex7SlUFUajeTKZDEtLU/i+T6dzi6kpC10X/XkmY1CpHDAej0gkDBYXc7Ra8h4+99w0o5HGz/98Atu2/5h3+1n8OGN93eJefkxMD+j2khw3WuSzUTR7iglVcsaEpSkBNMmxFAZ7Nelee2escal9JvFR5ENdH8Hnz8M378l8XtSS1zptyv6rxTz4gYOlqyhhyE4lZD7rUO2Ku7BtQMRWqHZdVoseQThCxaDeM8nGR6wXpWBo9mEp51JI6Sgq5OI2N3cD8vkZdrfn2K8UWIqeolLBMEa8uOJjGR3SEZXvhAoDJ4JpWvzWzS5RO0BR4JdvyL32QSGjqUL0BIEAwaQNF2ek6z+YwKUFcT9VkHu53BEGOx4R+ZKmCtP9Afl0cU7OfSolRVQiInljswR/7oZCGEZoDQPKHZW53BjLDAgBQskF909gMSeP3zw12ZiG7lihN57ijScGp82QIKhQSIR0xzrpWJtGf4yjxBh6NmMnJGp20LUovbGH4+qsT0/jUyNqDYAo7x8uMRWfYtz/Omtrv/K0Ls1PZIxG8Pf/PvzX//kInlTAnvmTf+hjEKmETzLhs7MfYWN1JAc/cCyd+Zmne3LP4iOh6qLY+NIlIby+/VA+B0xDjPcunxnqVc72xgb+B0vmZX7aNISAixpw4AjhpymSI9emhJBrDOQz5YsXxV8hYsJ+Vcjx+bSsAFMRs7+IKXOJla7k4FpHwGohLj4T3aFCcyAGKvs1n6gJSbvPcr6MacyxVa6yWYowch2+eAkG4y62GdBvQm+k0BuHKPioioapt5lKZvGCEZfmFFJRFZjQHbtU2gbJSACKz0ZRzmnsqpiayn6tR8w2aXR9svEx2ajHIJxBVQcYg8cEvk+vc4ilZ3lSucpJXcdQT7m6pLFVrTNxPZqjecZBCgwVPfUq1c0F3GCKZmCyHn6dFy8skFbfQQnh4pxBbRCw6Si4ocWwM+S4PKLaGvH4rX9MdOoySSvPwE6Qz6Xp1h+SigQUEjput4VuFAinP8dc8cvMzv1h9cLOTovvfneHZvM8YXgXmEHT1hgMKqhqBd8/JgxTqGqdbDb6E7s2P0nxw/Ri/0fgfwD+47OvnyDzhx8bcBgEAZ95Kcn//BspIuED1qYtjpseM8mQo6aGaSdZzw3wvBG6qlNImYwcj1CBXELB0AO6Q9mPtlmGlCWF4MSF9Sl4eCrFcLkj7FitK/OHU2cSuu8+FhObYloKxu2yzAwu5aXD8NkLIkf1A9gKPzDKkMLS1OXf60X4+l0ZxHZ9WRZeOLPsP2xIB0JR5E9rKLNcrZ7sSUvHpcB8a0tA5XAMqbiAzpUpuH3gcPdApdqBfFJjOhXSm6hMBh6ZSBpDH2GZBjGrwVxeY70w5MLMhDd3fAwrzcxsDC054dGBS7kZod2eQVWvY1k64/FQpB6JPXw/RjRqMz19noUFjVqthWlqrKwMqFYnNJster0S2WyJq1dtFhZSrK5m+da3jlCUWTxvxMrKCNsufOS9fdYx/MnF8nIBI25RyF1k1rhEq/wWe/U9zGSK4jRsbnZIRM5kli3plq1MyczH3QNxoZtKidzywbF0xeMR+M5D+bCezaoc1AK6I+nAfTBCtFHU6A516n0PIzDZLIWoTLi25BO1NAxtwkpeodQNcb0htS4U48I0VzpyLl6gMPYUgrZGIqoSEKWYN9k6dMG+wWzuHnF9lcnohLEzIGqGNPsenYGKEqqMXB9dU7B0jemUy40VKUQSEfnzB49A0UQ6u5yTvOD6IpX1fOnyT6WEla514dy02Lovh7LOJnI2O/Ovbkl+CULJKetn85EHNZGlKqHsVN2pKnSHQ6pdlVgkTjqq4J+RP5WOyFL/6qtACNsVnZ2KTXMQoJDlq1e6lNs633oQslVJkokbTCXHNAcWISG/dUvDMov0/Ba9Zkgh3oawT8TUmMsGBGESrzlm4jnk43VO2r9PPFlkff3ZnrmfZPzmb8L58zAdfSySUuWT4/B3bnXIrbvxj4LD9r2ne1LP4g9FzIafuSK5cuLCtUXYPJXjlbaQ6T1Hxl6uLIg/wucuSI68OCez2boqJnyWLkRjMiLP1T4z2ooaQoB3hvJ91xPZqePJSjHbkM8g62yX7MiR+uuNLbi+KnVYcyBkpH52C90/hlfWFMqdkNmsyXR2xF4twWC8TKkzx1xqk+NGi2RkCk2p8ju3ND51LmQmHbJbheOGQtSaZzA+4sqcgx8qtPohARq7lZCHp2uoNFktHNEdhKTjOroW4eaOgRf4fP5CQD6u0BpAJj5k2Numr84xk3tC6DaxI0leWO7R7b9FPpanN9H5gyc9WoM8e40CgbXGudlTrMgitU6WVBxUbYrF4gnJ9Dwmt7HpoyoeKCkS6QKK7rB92GTgtMlmkjx37SIrS3OcthQW8gbvPPgmhfCE6WiHSFrl3k6daCbBuNPGyn2VxbkFXNfl9u0SjqMyN2eRzUa4eRMKhWkmkxHNpo7ndbCsWdLpIYYRxfNuoShLGIbJ2lr3WdfwxxA/DDjMh2H4G4qi/G2AMAw9RVE+dtqgw51tPne+zaDpMxhNiMSztBWdeDokF89wa2eP+ZzKzZ0+X75kMHYj/MPXIRPPsDzVpxCrcdwSzXohKUlGVc5skhNS9C3mJbEtFyEXlU7B3SOROCxPCdv14FhkDXNZ6dytT0s3rzeRgs824Jv3hUFLRUTKqh9JwjtpSVE9n5Xu4NARsOkHImnrTqDcknmt4GzI2/HOtPWhwpNTjXLHJ2KEhKHsR2v2VYrpCK9eCNmrzpBPKbRHdZbyNmN3QjoWcNqKYxiOLI1djzKX1fGDCWY1gR7VeXKwRTeYZ6i2ePfxKc2mhu9Dr7eNbfS4OHuT61dzYCe4tT0hFksxHne5csXnxo0ZfuEXFvm939viyZM9Hj8eMz9/Fd+3+Z3fGbC+3uLatSyGUSUaNZmZkR1enufxne8c0mrZGIbLyy8nmJ3N/glXwb9d7O6e8PrrJSIRha997RLRaIR2u88bb9QZj3VSKZfPf37+I4tgP0kxe/4vcevWf8GFfIOhdoHH4/PcWJzQP3qNVy+l2D3usFWSEaCFvFyzzy8KQEvHpAt+2BCyJGrIPTWXExDYOLsnUlGotmC7JntEdS1EV0NaAx0VhfYwRFcDklHoDl08HxxfxdYDPncOhk7IHzwRkHp+VqStx82QuaxBiI9p+GxXO1SH87y2f4XVwhEvrEd4vJ3j3NQp9Y7HUSPgwhx0RwHDk5DAL3PcGHJtcYKlyzmuTklRcdwUB9HY2a7CEFEDvLcHf/BEgGDUlOLjxVX53Rw1QQ3ErXQ6K86inYHM2+TPHF7vH8nvT9OE5Z5OQyGp8/BIYzrtkoqqfO6Cyv2jAdNpneOGTzomeealFTnHiQuZmIKqqOxVQq6vVOmNUwwmLrn4GqW2xl65xXxhQCqRJWnrLJuwedhgYzpOo9UgagbcPYzwwmqXZn8HTS/QHdpYxiypWJJAGfLGzjLvv3/Eyy+vPt0L9BMUf+/vwc/8DNIxi30y5g0/iNWlEe/dTfDv/vmaHIgtw/4/eqrn9Cz+cGiIrH4xLwRYiMg74xZ88ZKAxgCphx6finKkNRD39kRESLJ3z8z1al15nt74zKxLFeK91oX6ACbHMvO9WhBZfzElz3FnH7JnJoJeAI+OBWjOnXUtBxPJzVELVgshh3V4fkklndAopDwUJmxVNTwf9uoBt/ciTCVMTtoWmZhKuxchHVdJ2mMixoRX1lWSUdiujMlFEhjWkJg1Yrcaww+T/NbdL+MpCb649nVWZhIoYUCta1Hr5fju5jQvr0Z5UtllfaqHpjoYxhwLUxE6KnSGr7KYbhN0b9Put8mlC6RSRXaqEIYuJWedlv4KP/dKlcX0BpWTAfOxW9TGPvvtt7jzvkrsUpdjs0V6OYs/afPkZIxvDpgtmMwtnGc0GpKPe3Q8B0PXsXUHz/MxghbpucvsPSiTjYzZKoXEewGl/ograYWFMORb3zrCcVZQFIVyuUMY3uH9mznSyl1m1Bq5gsH7uzeIxSq4rkEstoxpNhiN7mMYFqWSx8FBhaWl4lO9bj9u8cOAw4GiKDnknkVRlE8jOw8/NhEEASf7e7y8GGE+vspepcPDepTPffHneHj7Js4wQkJ10VonhKHBb78PmpZkbdqm0ulxWI8wmURZLgw5asBpRwDhYk6Ktt4EVs4SWqUH1+alsIvZMu9n6ALYFrKSnIZjCFVYn5E3rN6HYkaApalLkdnoCkA09TOpw1jMZu4dSWcwRJKbF57t7qlKIpzNisTU1sR0o9qRLmKoaHiBzl61iGG0uagMySdCTA1aAxfH0VGUKVy/SKN/l/bQJWJCpWszcOIMJi66OuLaig6KQbPvM3QzhM4M0cwGzmCJxkkJY5QnEsnhOG/hOItcnn+PT12bw9DjTBUmmJESB/VvMR730bQZ5ueLaJrGz/3cBc6fP+H27TI3bxYolSqk0w6WNYOmWdy4MWZmJseDB6ccHwdsbZ2SSl0iGjXY2qpw794uv/Zr3vdXX/z/RhiGvPPOIdWqhmH4vPRShlzuD1vub20d83f/7gDbfhHfd3jy5F3+o//oZd54o47vL2MYMBiEvP32IZ/97BJPnpR58sQF4Px5g42Nj3/nJK5vceHCq3RbewydLXJpiKz/JfrlOyznewQTqLTgzpHMduTi0gEbu0JWOJ6wuLMZAVOKqtEo+7LyYhRQ6giTq5ztIVzMg2X4KCgMJyq39k0ykQFr0xonLQdNCXhSkv1ML64YaBqU2w4rOQGhqZisndBU2Ku5xO0Qy4Bqx2Mhe8IvXCvxqBSwVV8EGjTbVS7MBvihyDErLTBNjW5nzLXlCdeXBLBWzuRI/Ykw4DFLCBtTl3s8asoqi+5ApEvPLUjBslUWNnshB2szwqS3BzJvOJzAl66IkgDkfn5vG145D4QwndJBsYlGIGrrFFMOvbFCOupxWHdJRYQ4WsiJ+VR/JHkiG/eJ2g0+Pys5yTQNqt05FOV5Hp+UGDoGybhD19FYP5cjGxuQb7UpxgJOrBFRU2et4FPuzBGEde4dmmjKeXoTk/YwTmMIRuwi5fKzLv5PKk5P4dYt+Nt/G3j4ABLnnvYp/UTj3OqI3/lW7sMDsZVnjqU/hTH2ZFXF9SX5+rQldVPSFifRpbzkrNOI5Mf3d+FTGx8ay0wcIbjGjpBjvZGoTIoLMioQmALyZjLiRLpaEOJxdVrmFUG6i6Mzg7DNksxgd0fwlSsyAhAEoKzK3PtmSWM6FRC3A5o9GaPZr8Lt/QGmvoelzXJt8S7Xl095fjnHo+M2l+cNmr0us9mAgQPTGYW7RwFJq83m6Rz9SZZSos9hM2SnPsPStMalqe+wkB7T6MXxA53d6nn+9d1L5GMB6fj7REyTgZOlM+qTTaicdDtE7S6a0eO0ajEXCXC9KJpi4KFjaCbV0Qtg5nDb6zy+fYe5z11m1P6fiMc1qqffxg4TxBSVw4rHciHNZivJ5tECUTvJQTvGv//VCatLMxydVshYLY5LBq7nM3AttGGAEl0gFlO58PIvc+edb5KJjDHia1yYucTR3QfYsTivvz4hDE+IRDwuXZrj3j2TnPkWa8UcztQMw+EOqvEvqQw/h6YtoCghnU4ZuEIQzHF0BH/jb7zGb/3WLz0bH/oRxg8DDv9D4LeANUVRXgcKwF/8kZ7VU44gCNAwuLMTw/M0CnEb39P4xpsutcFLrCdvspqxKSYD0lGV93bANF2iVkg2nua05VPupOgPJywUfEaOzPod1gWkLWQkcY09kbFtlSX5ZOLSUZw4Mvt390gSWMKWYjliiIQh7kn38LUn8OKKPNYygFBMaOo9KejqPfnaR5bALuXEDOe4LqYeKlJ0ZmKQTAhw1M5sn3XNozvyiZgGUcvAUA2ipk/c1mgPNbYrcfYaPYKwTjY6ZKXo0R25LOUDbh243D9+nkIsyWuPJqiPy2hWDDt3EU2PEjc6bFUbWFaGRGSAab6Iqn6PXC7N81eHLC5uMBo5TJwtFuaWCCI6qnqZ4+MGf//v7xCGHtevb/D4cY1GYxpdjxGGs9RqY7rdMqZ5lcPDNpubd7h7N83cXJ5uF05OBihKF1ilXIbf+I0mf/Eveqyt/WFDgvv3Tzk9nUXXDVwXXnvtkH/n34n/IUnq669Xse0bAGiaSau1wu5umeFQxzAC+v0uhmEwHGrUam3u3rUJwzQPHpT49rcHvPRSnV/8xVUSiY+vbv7Sisa40WGncZNc/IhMPCQoVdmZ6Nw5mKD4Aur+wktCfNzck+7atQXYrsJgJNe3ocEkqpBLQMSQ92Hkyq6+nZpILedz0Bmr5AkZByqzeYPtsszWRU2fdk/BCyEdU3h7RyUf9zlqaMTtMzMXXUycXBcUReGVjZCkLed0cRqWCh677Xsk113eevyAabvJ6nTIakElFQl4UhYDmHNzKtnYiEoL3t0WqayiwMMTAbtjVwid5kDu8aW8AMgAYcvzSXh7V+RRj06l+98bwmJBzGhsF5YK8vPGmawpYoGpCrglFNLHcSIMxhlMzWG72iBhhxSSIceNgPZZh7HWldxw3BILeQ1ojwLWpmAxr/LoJMD1BxjamK2yw6Py/5b7pxVQfoOryzl2dt7GnbLp9gYspkJcf4SpRdF0FdoJnpQtmn0NTTuhPVzE8YZ0vCk2Vqax7Wfg8CcV//yfw6uvgmmE0HkE05+sWbvza0P+0//n0oemNGZKdjyOTiA6/yf+/LP4yYShCYk2dIQUjFmSKwcTMZrpjcVNdDol6yW+91Dy1gcme60eZBJS43iBAD4/kFwas0QdcdISpZSpSU1lGDCbgu89EqIsQD6LvnxZjGcaXfGHOGlKDTfxhODTVbi2GDJxRekyl5U1Rc2B5PyUPeLS7C6OHzKdVql1VK7Muzw+HZCKmmTjY2JuyPsHHqctjYTd4cZKnwcnOVzP4tHxMpYZYTb5kPPFDrnYiNOdAEtf5Lgex/cXiNstym2bTMTj3mGHsZckqFpEIzGuzqbp9ip4w4BbO1E8X2Wz7LI21aXSmKCZJsvpV8nq7zEY1mm391AUm/HEIKKWyWdNiskOqm7QbNSYn57iuY2L7I5f5dKFz3Dzyd8m9JuMxxG+t9Vi7tpnuNtJkppZpadHiBv32bx/F10LqfTiJKd+lUhM1hdl4jb/8B/e4f79RXTdJpez0bQTLEtnaT2G4dWwbYWNDZtXCgv8439t0W4nCYK7QBE4h+8ncN0hJycX+J3fucWv/uqrT+/C/ZjFD+NWektRlC8A5xGfhM0wDN0f+Zk9xTAMg9t7CT61kCEIpnhyNOb1vQGvXi8wlVbQFJWRU6I3tOkOfSZeh6WiSq2rkbQHFJI6YydJf+TxvUct0jGPuCULWus9SRz3T2Su6NKcDBavFWTnmK1LEXj7UBJaMX2228eURayvnJMOSrkjTNr7+9KRNDRJdJYhHYAwkESajEinojeSbsRUUZwgP5BGLObk+7tVcUW8NAu39mWwOxsNCcMTLsy6XF0QqepxS8X3bRRyzKUGTCVjKHhsl2tcmgu5dwimbqMrA/7fb/2f+fTqbzKVOGR5PeBq/hzjUYhFA907ZBhepjPpkcvZZDIvih1x5DxLiy6u1+fGC2vcPs5x9+sLHB7qVCoXcJw2zeYmf/Nvauzt1UmlMoxGNRTFIZEwsO0oQRBw794Jw+Esvd4S3/3uCWFYotWKUChkaDQ6qKpBr3eef/pP3+Vv/a0ctm195Bpot0N0/UMZqOPEmEwmRM4WsX4QphkSBD6qKhV6EIyIRuPEYh3eeGMPxyniOB3i8bscHEzT7xfo99v4/grRKDQadd58s8rP/uzyj/WafprhYxIGbWZjJ6xnOpy2VTw1xbg/5NANsTUxBoha8qH+gcxxrwE7ZemgDz2NYgpKLZ9HJwHJiEZ/orFSCBg6Hq4bslyQTvlM1mY+H+L6Gpsl+NJlKLcVFMUnEVMwVGj2Q55b9OiOdQoJk1TM59GJz1JB7iE3gJgZctQQIqczFMAWNT0KkTZK/23SsSWGQ4iZOrYOjb5HGAb4gcKjY4+LswK6TprCJNcHQvB4oYBPFLm3p5Ii4740H+J48jubSsps5U5FGOzDupBE3REQinnVvSMBdm9tw2fPi3FPfyKsd2sgALjvONw7brNSGNEZhTQHAaWtgOmkAmHI+pnbcToqP/u9hwpRO87K1Bg/hKgVsloMOW36VDsthuN7zGVXKbUcfvf2DfZqW3zqXBQ18MnGDJ6c9OkMk5w2PZKRIuVOAQ2fXKJGOjZPqRXh4WmPrdLz/PxfqHP9+uJTvDI/WfHrvw6/9EvAuCIHzMxTPZ+fdKRTPvG4z/ZehHNrZ3OH8VVoP3gGDn+Kwg/h6rw4hyYiooSq94Tkds5AXqkFN1bEj+HKIhCKM7OuQ9eROqbWkxrruCn5e+JJzXTSgmJSaqrOUAz/jlsi6V+dkpnteETMazZP5fMgFxdDwd2q1FRBIOM+AwdQFNpDKKZD9qsie/38BQGwC3lQlZDGmRkOBJy2FSw9ZG3awPECKh2H9sDnyoLHxVmTvVpI1Gxx0DjP6vQ5usP75GINLL2NrnnMZxwSkUdslXzKndd5eeWAxakOA9fjqJXHCTMs5UOuLTXpdYY8Ol2h20vz7sEUVxaHrOa+RzRaJ5fy0LQkmnrEWIsSywVUOjW6vfP0mk9YKRTw/A7jic9S4oQAi/c3h5gpk9KoSmbqAY3W5+mGXTQlYJL9K5TKW6ytRPEVl7B/ysZikmD+VSYTl0rQwmmrfFBBHVR73L07TxCsU687tNsNkskyf/WvrvHoVo6lWYMwGLGwBGFmja9+NYPvl3njDYARAuFtJpMRitLC8z6+BPvTiB/GrdQG/nfAZxES5TVFUf7bMAzHP+qTe1oxGo1wE/8ev3XnHqPOgJ3yGou5r1OvbBExA4JkjJOmyUZRJxnpYFsWraFLMlUk8HqY+phMVKWm5TlpTTg/2+PcdEjjbBfZRhGSMXj9sYC6EOkmhEgyrPdhPIaNWWHHGn2YS4upzGQCnVAGqJdyYjvfH8H5ZUmM5bYU1PZZlzFiyGPzcSn+snHIIWBRUaTLcbArBWUuIQYX6ZgA1vYI1oouiiLOqZoOfuCyXfGwzS5XlyBqjQjDPoQwdHXScRg7fYKgDcpV/OAIzAs8t3ab59cq/LOvt2mrEGp9HPPfITlbJKO5zM8rLC9n2N+/yk77LTYWVU4nM9jJWR4+3OPRoxyjUQ/T1IlEIvydv3Ob6ekljo8PyGbXuHBBY3f3XarVBSzrkKmpi6hqwO5uk2azQDxuEYttc3h4RDb7PPPzeSDEtmfY3q5x5cpHi4NMRqFWczAMGXS2rD6WJcXU/n6VTsdhZibOF7+4yDe/+Q1OT5NAjy9+ERYWfp7Hjyu4bhTb7tPpdNG0G2iaxumpTru9zfT0Mq7bI5OJMh5/bG6dPzLyyy/x3v2vo7cHlH0fy47yeHuPVMSkOtDwkHlcRZEP4pglrqX9iYCecgcips9+9UzeMwzRzRgJe4SmCaBaLMjOzc2yjqLobJd8jtsRzs14lJoh52c1ukOFnYrPckEKgHQspNbz+OYdQLGJWQNm02IscFgXWfZMRoDaQV1cPw9q0BwOmMvanM+2eTCI05lonLZ9LMNgv+YxlTFpdsZYmkiiZjOQTkAyKmTMQV26f9k4fOOurKDJxUMycVET+AFcX5F7sD+Bz6wLoBxMpIP5/r7c8585L7OZtS78vd8XkGdoOlcXQnJxhZMOBIFLPh4SMdNsTHdIRHTK7ZCYrZKPj2n2Q7JxeY7uEAIlw+PTGBOvzvWFgJu7LjPpkHpPGPWXN065c/D/od7LsVddYzbnspwv4rh1epM5disK+/U1Nk8DbGPIy6t7aJpCIpImDPNErDSF9KeINW329nYpFD72m5F+KqLZhHv34D/5T4DWA1kCzydPSnlhfch7dxIfgsMPHEtnf+7pntiz+H4ooeTNy/Pio7BZkjz4uVmpj07OjMuO6kKCrxbkMyMTF0fSzZLUUt2h5MTlPPQdGVmIW1JHAQx3pO66tSegr9GTfYYR88OVGc2+fAbUejCfF8XWbFbIt1oHml0wdZVcwsfxYGNGHtsbixJl5AiYVVWo90N01aDeVdmt6sxlodFTaPRMjusjfvY5QPGYy2oEoU7YHBGzykSMKudn6jheSKntszFt8s62QcSyWM49YalQZWN6ghfojD2PgCZz+SydoU865lNvWxzVZ4maEcKwxWw2SyxWIZ8cM53aZLPUopgpUBpe4knvZ7n7BEqnL/Hy8j/iysw+5+fbpGyVZEKj5fk8LI05v3yCpmfwwluQ/l+TLV5gVP5XzKXk885zK7x97xZz2RcwDZNIxGJjbZW7j07Y3vkebqBTDzZIpW7gODFUGuhKh4X5MZ/61BqFQown996lUx+xfS9PoxfQ6dR5990GrusDC8C/JAwLeF6bXE7n4sVnnyU/yvhhZKV/H+gB/8XZ138N+AfAX/pRndTTjmg0ih0JGGh/iTtH+6zlNvnU+ik3FhugNXDUGNu9KNWRS6jFyaYU2koUR4uyddBifSbDo3IcTekxk/WJnC1dTUcliakaaKrJlSWHAElcvbHo4ocThXQ05KguCSufFHOMO4eS3A6bMmg9m5Fj6agUr6oq3Ym4Jd2F6bQkuACZP6x0wHeFgdNVSVqbJTG0CJBEWmnLz06lxagmH5fniZli/Zyy5XHLUw6PT5qsFjPs13xWCwHv7o4pJEIuz6h0xyoHtRJf8v7vvLJepeuNMJIrGEGbKwtDopE56s46+8MRkXGT+fkpZmcvAmDoPa4twLil0HhywLdv36HT+Ryuu4iqpvD9XUqlLsPhLNPTV1lf71Cv3yIImvzlv/xVCoUkvu9wcHDIhQuXuHfvLoqSQ1HKfOELG9y9e5O9vQM2Nxvk8x2ef/5FdL3+h66By5dnGY2OODiYoKoTvvCFRVRV5datI/b38xhGhK2tJr3eIRcuPIeuG5gmRCJd/sk/eY/t7QiKsoTntYlGk6hqhGhUYWPD59132yhKhbU1i1gsRjrt/cSu7acRsUSStrNMGLyA0nkXpTuh253gKhYpWydw4bVN2cVpGQKAMnHpJBZT8gGvqvL9RBS+eRdOa12qbZVUHL58ST7kT1sK6ajOUUPjt25lmM7EGIwarBRaaIpHPh7w5pasikhGoTcOmcloLE0FbJZ0Jq5Oe+iTiilYhsJBzScVFbZ5MBaiptYFD4Wxo6ErBvnUVX7/YZfPbvSw9JDO2MbqD5lOh6iq7NE6bsj9F7Ph1qEwyIYGmyfw/LLMSEZNMUG4tSegceusIHI8yCTFoW+1KGqA46bIQeez8ruJWHBr32bsLqEoOpq6y0HdJGI5ZBI6o4mKF0QYjrusFgImrkZ/7KNqOpbucliXvOR4cXx/lmImy+39P0/C+pfE7TJxy2Exp9MYtFnI+rieQnswJJ94iGXESNgqrb7DYHyRcjtGd/QyUfP3uDADhmYwl4W4VeGwuUYQWLjeBNdfoNksPe1L8xMT3/gGPP88WBbQuQ/RT2bHdn15xFs3k/y1X63KgegitO883ZN6Fh+JiCVzz63BGbjSBKTt1mQN2GFNQOCxJoDND6XWScdEaTWfkXnsXFyknapytt4nKU6m+ZhOiIehCch8ZweeX5I589OOGJxpGry5JbLU44YQlNUuXF+Wee9WH15ahYcljc1TMKY0EraBF7h0hgF7VYW4HaIgRPy1JY23ty2OGnFOmgFD90t899EbrBVn6AwrZBIeEdMnaikMJx4jJyRjV0jGm7T6GpbuYegWuxWbqDVkY3bMdLbLQa1GiImph6gErE2PiUVioPSotXze3YxzUDnkze2vcG3ufXLWA5J2jeWpDvWOy9DLcW4x5LSl8vtPoDJqo4cPMfSQiB6QiBmsTWnUej7Vdp9orEvB+m0C9c+j+e/xmY0aw/E/4OTJVeLhPmFcZTRQGJTv0S8/4uD9IxKzL5LMz9MeRPj8tRjxT38egG+/ccCd+2XqJ3UuFI+JmA1eWPJp1cusrk6zt3eFiLLM5u1DRqNZTk72OH9+jZs3/y7QAtKABaRJp+M0mx8rAeNTjx8GHF4Jw/DSD3z9bUVRHv6oTuinIVRV5Wu/YPP3j36DV9feZCHbQ1HqrBerFLI+oW1Qbw1o+S8TugERpUU20yZ0mgw9nWKigx7UmPgRHp8YxKyQXFxAWrklmnfDUJlOyYyQrctgtKlBzAgZTERC5nkin+gOJdH9/HPw+EQ6G4u5D+UV6zMC5Mau/L1bkw5Lqyd2+bWBAMpWXzqJC1mRQ5y2pehO2WJ5Pz7bj3ZzR2b0VUWKUmKScKOWzHrpGnRHQ9547LBYMHnjicNO2efGZxQyiRDTDDg/28bX3mRlNs3iTEgQa3F7a8CD7RjD0ZiR06PjfZ3l1RRH977Bk/tLZO0RGfU93r1Xwk6uEc1cYT1vYds9ksljBoMJrgujUR1LG3HyZIvC9CxLS2vMzEwxP//BygqLVGpMp3XAUuY2y4kB00tLRKLn0fUprl/P0+ulUVVoNG6zsfHiH7oGFEVBVRV8P0MQmLz3Xp2vfCXK/r5CEGjs7tbxfY9aTcF1HcZjj9FI5fCwTblsc/nyPA8etFDVKRqNx6yujolElolGFX7t19aw7Qndrkss1uHllz/ekqYwDGm32kxpURqTl9jfe51i2iBjDFifj3J7t09rGPB3fl8cNleL4sRZ7sjciabKtTiYyA7Ei3NweUFhs5Tg7rHOSWdILjpiIRtg6i4zGY33j/NEk9M8rgZcW+yQsHWOGh5LmYA7R9Ixn3gqdw5C6v0Yof7/Ze/PYyzLs/s+8HP3+/Z9jRd7RkZGbpW1L13V3exuNpsmKdKURMsSNLI8gDCwAGEsGLKE8XgG1sDyAB7PjDwaA4I0lmzItkhRpLhIZO9b7ZVZlfsS+/ri7ft97+7zxy+aTaqbIrtZ3VnszgMkMpYXL25E/O555/s93/M9US4uVWg3dzk9VsilDCLKlPvHM1ojyEQEUTO2IW7KjG2Y2BoSR5iROeqDPWrZOM+ttNhtirnFYlIw31ZcgD8vECRQZ3wmU3LgU0tidcVbp6LAKadADuHf3BTAWFfE940Yops5nIrfxVJRAOnNUyA0URSTZ2pge0O2TiU8f0I5Y9Ae+SRND9ers1z02WlKbNZVsokY9cGUbDQQ5j2yxN0jFc+PYjkzzld2uH1Y4driGFmesph38cOQnYaFH0iossfH1iTS8RkzT+b6tkJj4tIYv4IXPOBC5X0+cdFhYPmMphLDWY7h9JDtZoUPDhz80KFYjBGGIdITM5AfePzmb8Jz30pz/TtQ+enHej2PKzbOT/hnv/r7XA3jy7Dztcd3QU/iO2Jsi7npgSUM+UxVKJuOO3DvEJ5aFHWK68NJRxDcKyVRX1kDkWfjhqiHwgB8SchAp46KIidJx8eUUuL7yLIg6JIRUTvd3Id/+TbkkgKcbjfg4xviOdfKgtTrjERuf3sHGj0JQwtRFY2ILiPh0BrKBCGslVS8QGXqevzuTY+5/BKllEw1I7Pb3CUR0Xljs48h63z6apaT/oDB1KPek3l9M04+EUFXW3h+gpmfxg0sXG+KjE/MNHHcBlHdJappjGYykgqqJhOEHtWkzEIapGDKmw99Xlz+HZ5Z/oC57JDmYIahwWSmcvvIYi5vsd9SaXUrzCUbrFXfQ1vcISorvL9bhTBCOdNCVccko0nMWASMO1SrKxRyMZrDFvPK19muT7gyX+T6114nq3XImQYzO0793ruUnn+RdEZHUwbcfOdLqFgkpDihn+epVYdKWieRVMgnEzy68bto4YTdD/oYxT+PbUfo9QY8+ODLpCInPD1/F9s9z04zS29yEWjTbh9wcOA+WVX2Icb3Aw5vSJL0UhiGbwFIkvQi8N6He1mPPzZqHf7iZ3aRByExArqDBj1bwrBDMqbHfC2GFg9wR4doik46VcDpS3zu6RG7pxMU30ZmxvnCmKkjXLUkYL8DBQcW8j6qIlPNwngW0J0IQBaLwnFLFIby2ZL6QkIkt+FUdE7qfXh0Arou5KOOJ+ztXU+wXKsFYdm8WhbA7xuPBAjNxIVcQ5YE0JvPCoD4qC4cDxt9cQ2DKXz2irCJrve/LePYqIHj6oQIG2lV8bi571FNi+S80w6Z2GKrSSbqs5o7Zvc0CsqQ7m6btx9G2ajGqUVHOHpAbzymvvnnMMw40/4XiC0OeGp1Qtbo05hMUcIBPXuFQuEKi4t5Hj50GQ5b+HaP5xdnxIMk6uAO9+9/nmbtkyjKKWtrZcIw5NKlPFn1Bp97SmJ/X2Y67XDv5FdZXv4Mtdoc3e6IMAxZX6+gKN+562s4HLG1FScaFVLS2SzO/fsnOM6M27cHyHKBIAjY2bmO74OiPEMYBjSbQ3K5Mel0isuXBzSbRxQKTRYXq7hunWTS4aWXahjGj89eHsdxSJiwf/wcreYJOa2N4+6A16LbH1JJaRSToMs2K2WJ/iTkZADZqDiPC3n4retwaV5IenJxuH8iU8mnqA9nOL6BrNhM3YAwCEnGInxm45j62EVJ6dw8NIlrYywnYD4rcXwQcv8YUtGQxlgnkGMslCsUEidcLqg0BzKvPzLQEy4rRXEfHnSEzDoZkXhYV5h4WexglUbvFs8tByRNB8tpc/fQJmEE1DIC6E4d0d3vAf0eXJ4TnT/HBVWCR8dijubj62d7uTQBApt9MA3RRbx/LDqXri/Y6xdWIfTFTEtMh99832c+FzCctigkfZJRhWQkZC7r0ho4uL6457dOJRIRmadXDLYaGRw3IAg9Voo6AQauH/DuZotXN1YglJl5IzoDj3o/xsO6xXpZoTUMSUUdpo4NKKiyztSW8Imy06nxqHFCXDP4masRVosShqawWbf452+Z/Mt3a7iBSjwe8tprLT7xiZ+i1epRLH44K2WexHePMIQvfxn+2/8W8G2YHPzYztitr065+zCGbUsYRijA4fChQBHSk6LyoxCyLHLeS+eFaur9fUGyFVNiRrveFw7PtaxQNB20oGuJGcC9lqhTZETH8e4RXJgXtdEXb2vYgY6uSxQSMkkzIBkRj8nFxHqkdFyY0jw4FuYy8/kYrhfgeFO26kJxosiijlrMw0JOwfVcvvkwTj7hslhQqKQVHN8DKcQPJSK6wbVlhdtHfQIvyfmqynp1QMyMo8ghM3fEo4ZBwizi+UNaAxlVuUYl20dlzEsLEoNZSGvgsdvS6UwkMlGFUkrB1CPEIg6+H7LVlFC0OFHDQ5EkHNulMzZ4frWBrgUoWglV2sNxPW7vmyTjURYKacLAojuc8Fz575EwQhZyClO/hC4dcaE6ojFIcNJpkkvm6dplEmmF6WgHw+vjjE3UMEmlXGGiVbmz2yEudUhGNS6Ucxx2HBLpMs29r3FiTXlv50v89AtFrNmU92/vsZHYIR5LEU+uUiqnODraI6Nu8sy188RXe9w7+idYo1foP/gCry20KGc8RuMh9+sdsrEhX3sQ4Hjr7O8fsr19iiyvP+7j+yMT3w84fBZ4Q5Kkg7P3F4CHkiTdBsIwDK9+vxcjSdL/D/hZoBmG4eWzj2WBfw4sAXvAL4Vh2Pt+v8cfJxzHIWPaPHVBwe5B93SIZoMUDkmYGuOJTESLMPRTqPE8jdGQ+tjjSvqYQrTLIOISehM8L+TqqjCfOOwIcPexdZXddoS3tiWuzKskrD6WLRLNbgviunDOSseEdPRbg9BTXxSCpaRIjL4vBrG3TwWT1RqI4jEZFYXstQWRIO+eiOHug7ZwPbxQFY6OQQDbTdHJFHOCYjBbV8TM05fvidnIKwsiUScMUbDGI3DveMZCXnQVn1sSUteVokiakizMMpojKKdC+pNNuk0TXTFI4OCO71KYk+hZAdU5jUj7dQxzHT1xn5ThoTtjfALskUU2lsHH58qVJu+918Qa7ZLRd1isZUglKzh2m15P5tJSnmnyWd544z6xWI/aHBTjx4z236MTMbl0aR1N06j1VD7YFZ2KXC6J604pFL47SJvNXBTl27bIsizjOBCLjfC8DKrq4fstrlxZ5uHDLpPJDpomUatlKRabeJ5LKpXCNB1eeeUy1Wr2x7ZLomkazZ5OGM6YzhQ8vU42E2HrWGY+FRCPhYRSjP2OhiRNmdg+V+bF2bYcsHuCFGkNBLtre6Jr3pvoWH6CamHCbDJiuaCjKT5Te4Qf5ChEj5BlicFkQibi8XRV4nQg8anLBr2xT72vEI2kcOUYjg/lXJzp2GfmOayXZwxnEqGkkYyGpGY+g4mErJpkEiqTXhyZLT52rstLayH9CUxmPkcdYT51YwemcxBK4h5uDQBJzBGuFOHtLXGvbDWF+U2I6IiaZzPCSAI8hqHIBa+ti/u+NxFy8tFMOBWrCpTTLv2JS8wQ8quhBU8vyaSjPsmIwmQWMPMUNCXk/omMG0yZuQHPrcroCrhBSMwwuDxvMrXreN6MUkpDknwenkS5tKAhywp7HYmpa/FiVeK45xM1ZGzPJZ+AiG7xsY0e6fQSJ40HmFqW1qhPzBgz81LsNJ/FDf4G6fS7/OIvXuAXfuFjzGYTwH68h/PHIDY3xf/VKtB/BJGqcOn8MYyIGbBYm/HB3TgvPjMCNQ5aEib7Aig+icceQSB2vkZUkSOvLQnHZ88XXcPTgdhFO5mJWuWVdaGK2m6KlWGlpJCIJg3x+JEtCLlCKsBU22iycLl2prDZEOqrpxaFouO4IwjIR6dgaApIE7xAKDrUMwf48VQos17JwknfZfNUIR01SUQStIYahurj2CNURSFuekRNlQcnNs8tn1LvneL6KuWUTCoaQ9V8sjGVL9was5iL0h8bSMjMZ47P5ikkTnsJRrMJfhjhqSWVuazJaNJnrzVC1zQO2jn6NswVQnRjgYRyn6PmFC8oETUXMKw2mrKJIY05XxrRGUMpOeXGgcV+Q6GWU3hx+S7rZRs3CPADmQcnLQytgCJ7ODGTk945YrrPadumP3GxvABHm7Kcm7K7e4fWXorS4jUcCczMOWxnn/rBPdrdqXhd1wqsVkx82ly/1cGd2pQTcRbjJ9w8ynBJvoE2rtIeP+Dqsxlcz6XTOUAZNJjufZn1YhJTz7JW6bF1rFJM3CFhRlnIwlbzp3CcGYVC4nEf3R+p+H7A4ec+9Kv4dvwT4P+DmGv8Vvxt4EthGP43kiT97bP3//Mf4DWgqiqNdg9pdMRKcUJW9RkNoTUMSA9g5vlMpyqFdAc1uUYyGmPYep+jRp2e7tLqTVnK+0Ri4HoSIaKwmzpw1NHQNINUPMLd4zatQYCpir2FSwVRDDYHousgbmL4+okAby+dh9sHInll0wJ0ZuJQzsCbM0gowinr4pwooN/dFgDypC++ZrEgzDD+52+ITmA1JzoTXig6jt9aFguwnBc7g+K6AK6mJpLxxLZJRkTB+9Si0OvXMqKAHdmieC0mxRxAfzIkqsvM5xQ2T31WC32uLMxIRk3mAxPXtzjptohoSZyZTdwI0BWJ0Hdodn2++aDJw94FmoHKwsICa+k2k95lMrEDEpGHdNUSuraMog9JJvOY5jNcvXpAOVpnLjHgzc4UVZ/x+Yf3uHJtAbV4iY9/PMX77x/gujKLi7C29t0Z9FwuhWHsE4ZiOattn7K0lCSRkOn3JWazNul0GseJks1CpbKA67pizuzKeaCFZQXMzyfI51MAP5bAsNkc8Cu/8oivv7tAQX9AEEYYdQzcmUE24qFrBoOJh6wGBJ7HUVdivSKIFF0X8x3JqCgWvADe2RPEx8zTeHDs8NZmnozWIRc3+N2bU0w1YGAFBHQ5P28yV0ki+z7b+wPuHikkTQnblcglVRxKKHqJupdiOu4RSlFU06AzHdEdOcjhiGzcRFUDYoZDz/I57Keo5mI8X45xeHoonEZRSZgO1iykM4DzRXH/RnQhdbq1L+7RB2d7CWUZlguga6Lo6E6gPxb3fTEp5hoNRcwoyoiZFVMXz2doAkgGvnDSWynDtXkBGEspMWPz9qYomsazAC/QGM18almPqKHSGUd4dOqyXhEItDn0+MkrCifdCbI8QVd8lgpD/EAHChiqxj/6ikbc9FCVMp+78ojmSDDizYHNTjskZsQoZVT2+00KRY1MKsrJsI2umWw2SuyclombOk8v/lMsOcelS5/CdR3y+QaFwpOC/AcdX/kKPP302Sq/wV1hwvJjHBfOWbz5XkqAQxCgsH/nCTj8iIQiAZIYc7FdIf+s9+HZVWgPRB3VGgiyez4rFFkrRUFcjyxRQ5WSQh3VGor6ZWrDo7pNNC4I8N5Y1ECGKuSnOw0xZ6gpClPXJx2B8dSnPxX7FgczAVo/sQF3DsU13T0GQhVCnbe2HC7OOVSyPuW0TToKX7nrMJeVkCSHdARWiyHpCNT7DsMpWLZLPlOkM7QpJCMQBiSjOglzxmGnxSBIYWgpVFmhPcoyc6OkEzMcr0XXclkouKyXJfrTETf3fRbzGRx7l4iZptmd4rgO261jKmmZWmbCxeoEVYFkNOSDfYioLvPpLmGQJmG4WLZHPgHZeICmBFzfnhCPSsxcDdub483NO6yUGmghpLQRq/Eu7bpHznTxZib+qEPfDpkmc7idCVnVYu/EIxezmNgho06U0OpjOx6mkSNiJAilGKXkBCtQ6MkVTrv7bN3d5Mtf3+NydcpGNY5je9zZPECRF2kPBmjyKedKKq1xg4u1DJb3eSoLFZaXU4/34P6IxfezymJfkqQMwi5I/X0fv/EnvZgwDL8uSdLSv/Xhnwc+efb2PwW+yg8YHMqyjB/qbO6MuP7WByRiOnLo8/T5HH4QQ/FVnGGUh8cRzmXXGI83mUsN8QydqQWm4WG7NqosZo12GkKqmYqqrFVkjntjhhOfUJc5V5J5czOgb4lZxNOBKIjFTSpkqBNHPE9nLIDfXlsUmaYmpA8PT8ScUhjC88tw60DMVK2Uvr1Q/FsOW4sFUbCeK4ndPaYuDDK2GyKRgugA7jSFCxhRUZDOHJEQTT0k5ogiVFVEcv7WrONaGd7dEd2LQhJWiwEP63DQttmoKtw7nhI1IAxnTGyH5lDm/oGKGdMpJmP0LYtmf0wQ+uh6Cttd5+ajCs3JAp36bX7yWp9EIovt6+RMi1H3kPHMxY39HOZ4i0IhZHm5iHf6kL39AVriVXqjTcYzn6/eLvMf/tWrRCIRPvOZ71xm/2+Hoih89rM17tw5wvclVleT5HJJMpk4e3u7DAZlwGdursMLL2S5desEWVaYm3M5f37xxxII/tsRhiGvv97jaPMuryzv0+mZBO4hza7LcDpAV8SMQMQIGEwn9CyJQtwXwMYWuwvnzxbfGxqMRnAuD+2JgiKZrOYdFMmmM04Q0QZUM8IUIGIEXN/TUSTIZ9M062OWywkGexDRbfpjBzcwiWpj3nxks7R6mVxljXf377K3ZzGfhN7QQFM83t+dUEoH+IGC5ZiUi3HW52O0BmNCxURWJxx1QmRJZrvhk4pKVDIh+YSQHqWigm0+6Z4taPahmhA/01JedPmTZw58N/fFvRQxBLh76ozYGc4EiazKAixatpgdlmVxDzdGAmg6rnA+NRR4WA+YyyrUeyGypBE3wrP9kXFSpsy9wy6vrPuMpvDulo/l2KRiJsmoytT1Gc/gUV1Gki/jBxrvbM+xmP8qlhOQ8F2agzIRfcx2o4qhZygVj3j1E+t4sRj9vRi//aXnse0dJrbLYVclZi4Sj0gkUtucW93h6lNRFheXn9wnP4T46lfh0qWzd/q3IL76OC/nscfFdYuvv5ni//jXzmwrY4vi91L7ucd7YU8CECTgjT347FVBqr+zLYDc5onIoeUUvLcjnEEDBDDsTkR+jEdETnV9IBQO7O2RAJQB8Op5USed9MQKoNUiXJnX2e/4ZOMwmirstnw+fkEYkTVHgmg3VXENcRPmMtCzBGAtJRV2WyqFVBRdtwn8PnePXdKmhK6FbJ4GpKPwZ54RZJ8iC0B67xhK6YDesMtoGicIDOZzE3TVozWUuH0Ukoy4DKwIm6dp0jGXvmWxWuqSjZk47gxN0Zi6HjFDxvFtRkMFRfbxpR4RNUSVA0rJJrJUwfHAQ2Yw8VjICwMewpC7Rz43djtoisNiXpCYvg+n/RDkGYp0jlpW57h7g9WSylw+QylnMJs0SEohrqlQyUTZ65octeMUSjN2Tj20fhvX8MnEZBp9mZHVJaU7hEHAvUOJQsrmaABusILn9ZD1LEljhpxKc/twiu7vc9Q0cHoGhuqzXJzQHt5m7zSkNwkJyNMaRghCiWJyh+efL/HKK6V/17F6Et9jfD+rLP4u8B8B2wgSm7P/P/XhXdYfiFIYht+ytTtFbL/8btf114C/BrCw8CdnRt9745usyKd87HKUw1aPG/vCRTRwp5wOFD5//xJmNIqZ61GLNxlNZTLFF/Dr76LPHFJRlf2mz35TyES3GzLFlEQ169Abe3h+gKkG7LcDXjzbf5hNio5CYyAAoKGJIjEI4PK8sNGfzwng+NamsHrebggG7dOXBbirZMRi+2Ic9rtiHrGQEIvv91oCTJ72hPzC8YRU1fEEmGwNBIiNRYRkdDEvuoXjqbiehZxCexiwlA9xA3FtbiCS86O6SJj7LZFILSekmoZLtZC7hxbDqYSmSExs2JhTGE0l7h4lCNQFWtY6odRgLuNSzEQ47Sp0RianfRlNKSIHR/SHy9RPj0kmJsRiEwZuja1hFs+fp6rcImOOWC9NiBj/B9qhge9LqKqGkt4AP0sseZEwDL/j77y5eUq365FOK5w/X/4Dxaph6Dz77PwfeLwsy3zmM8u0231kWSKXEwXu2hofednoh32P/FHheR7d45tczLyD4erEAh9FnqD4ScZDh09dAMtxiRq+2FElSahnq110FV5eFYRIOXX2YpqCD05hrRKgqxa7TQ/XOcFxXAwtxPUkTFXjqCOz20wS0/qU6kPaPYeZ7aDKEqOZK4BTekp74nKxFieWDAm0LLK6xHT6iJ6cxPFsri1qbJ0qeN0ZpimTTxtUshr1vsFRF0azKfVAYT7js9tU6E98CimYuR6KLK57qyGKgqgmZOOX5gTpM5yKe8f2wBuLgmU0E0x5woSri+LeHBpiB9c3HojCKH/m4po922V40AN8eOWCkKPeOwTLBU1VuHuQJW56vL2lcFA0qGV1dNlgt2UxnECj4LExp3NjNyRieEQ1iY6kYagufV/mqFulMUjy/kGBo86rfOz8NsOpjSRZeH7Ir75dpJCuYkQmvLWV5WIEXvmExqxtgV7h7nECfJ8Ai0LiiJk3QpMTDDszlpY+ei/kP+z744cVb7wBf/fvcjZQfh/Kn3ncl/RY48qFMf/on1UIw7NuamwJek8cS/+o+GHdH3FTkF+//b5QYNRyglyLGmI09M1NWK8IMnqzIVZ/BWfz2o2hINuaA0FQu54AcZokZhJvHQhJqiQJpVTclLFcn6NuwIN6AZUmq2VBrLueyM8PToRru6aKrqGEyN9+IHH7WGNqe6yXhtT7M6ppm7wmrms5K+NlZe4e+ry5DecKYjZypSjqtErGoDHU6E7SzNyAe8c6quxy2JEpJnWSkTj1vktKPqVvRZk6Pq7v0hrqhKFKbxyiqjlsN0mz3+bmfo75XJdaJiRmxtAwWSk4TOweJ/0E58saA6uLhI/rgaknKSVVhrbJxeqI0cwXLrA9hcE0yoPjpxg7K6QjO1TSHTbmxmiaRj4SZxi4yJJEygw5bHt4cpR0xGPqa0iqyVwxTjFi4bkzZtaE9iDE9RQ0tUw85tGYlekProEf8PrmCuu+Sdp8n5mlMXafwpk4aOoILzxhtaSyN9M4mcxx2C6wdZKkmkkDPmE4IJZV+S//y5dJp+M/sDP54xjfj6z0l4DVMAydD/ti/qgIwzCUJOk7K3zxuX8I/EOA55577rs+5o8blmXh9Y+pnVPwAo25tMZRa0AuFeX+jo0c6GzkDrG9GcP9r3IQNXnq0jUGnTq7RxFG4yau52NoOmPb4P7JjEpG42J1xkEnQJFDFBxKSSElLWfgq/fgck0wWqUzfBEEgh2LG/C1+1BJwzcfCAbs6SUBCvc7UEufydKGous4mgmNvaGIvUAPTiATFUn3wYlwPfVD8VyfuCCeT5qK7sVwIuSiCVMUp/eOJQqJKFPHxQsKVDMhu60Gey2fhbwYGL++J5L1+7syK8UQCFksKOw2FRKmi6pGuHUg89yKRmsoYXsy9b7EW3s/gRp5lkfdC3z1oYnr/iaLOZuLVQlTN4EbxMwIA/sqx12bG7sFnlvvM/ULDAYQ8Azl5AmvXNZJpeaYK9zm0Vf+O7KVdfZPdumPJQJ1ATP7HInkCZHIH5QN3bx5xPZ2Dk2LcHJiMxod8txzf/SLnizL39VE46MMDOHDvUf+uFGJHzAYGrgTB9who9k2mQhkTJ/RzCFp+sR0wagOZyER/cwoqXfm6hkT3bTYmUTooAN7zZBs3CUTc3lqHroTDV0BWQp4cGpTSUcoJX1+584aQ09DCnwKsTpxQyUREazp7SM4X5WIRqbM1C7N+jfoDdZpW+cx1B5PLfaRCCmlXRIRCV+W2FhJcNTocedgxtg2OGhluDof59bBBF2yuDzfw/VlRlOPWwfifgtDAeiu74iO325TkDuyJAgeyxGzhisFcX+/vSncSa2zOZmpLfKCFwjyZrMOV+bPdh3OIGWI7r9li6LoQk3sTgxDjbgZYzTTkOUUbpCiZ22RjXdZVmeUUx4Dy+XzN2UycZUPdlT6ZY9y0mWnEdKZ6ES0Y75w+y8zsi+iyO+RS3QwtCn5pI3jQn1Y5FG7yi+8puL5WX7rawf81vUuVxZKuB7o+sdo977IfPaUakYmYmTY7ozpjX8YJ+97j8dxf/ygo16H4RBqNWDWAELQM4/7sh5rlApid+/Ovsnq0gziK3D4Lx/3ZX3k44d1f/THwpn6tXXRZXt7G67OC0CXjovXivd2xbhB3BDEtB8ISb41FXsSs1FBiN+3YaMqCPD+CDIxsS5o6ojcmjChlAgpJCQiWo9kVORiQ4XpTBB4Y1vk73QMnluBMJRQpBAkFSlUubQwoZa1qeVc3EA4yZsm1PsBrqtRTIVocoAXihGB6zsCuFqOwXazxGY9g+tOGFgOF6oSumogyzat4Zjnl0NiEYmHJzNuH+ncOlwhqvnEI1lk+ux14nRGC/zmjaepZWPsNDJcXXidjZqN6yroWobR1GIwzvPFuydMbAPf65GKK0Ccu8cG/XGN+gAWcm1a4wDbU7l9mOWwe5GnlnxKyRnFVAxTdyimNCZ2j7GtMHQUQjmB7Ye8397AMEb8lb/y8/S/9Hlm0yTvHFmko0m61gxNnaM9crHCEoXSKlsnNu3gk0xck0y5RS7ZxJrOkLFQlQzVyjyR4HUWCjNu7M+YOjXS+oj94EUOOnkmNsTNEd1JFjnhUi7nflDH8cc2vh9weAexYKT54V7KHxoNSZIqYRjWJUmq/DC+r6qq2EGEiVumbXWRPIt6T6U5mbCS1Tlsa3zsXJS7JyH5VIae67HXCAgmFp7b4+lllaQB7+05PDr2ubKgcnl+iu0FzGVEYlvMiS7haAZbp0JuNjnTtUuSKBqvLEA6AnYcXlkTSc0LRRKcuaKzl4sLRssPoZISUtNUVAxkp1XRiVjIw25DzAQ+tyi6h8OZYK/2O6IbGTXOilZkRrOQalpGQkKWdTrjJO/tpHA9ifXqmFTc5Gt3bY56ETRVIh+TuX8Ejb6NoUJjGGJqEr2Jy27LYGAp1Lsr3NH6yEqeUHIZ+hEkrcjeSZvF2D/n+cuHRIwJvpJlu9XBcbvEDJla4QjDWaWSr4P0Bk6Y56u3q+QL5wm9Y+SIwmgUkEo5JKRjKqkytfksS9UUN0+yuPIKp6f3CcMMX/nKIevrJoVCGl3XOT4GTYuc/c0NTk6+063Omoxp7byNwgxfyzF//oUnVsl/zJAkibXzKX73gUev3sGQpgT+FFXJQlAnG3dQJbE0OBOFX3xO2Jd/sC+kLTFT3Be7LUFaFFJit1QqCjMnoJKC9/dHVDI6tqswmkmsFmG3HSFmllivzvOF22s8tXyPiNYjHoF8wsD2bEwN0vGA44FEILcJ7CS3N0Pq3RpRacbUkTjpGpiGgSwPmUhVHh2MOO2FTCYaP3FJ5V7U5qSrko+aaKrCaW8i/u+HpKPQGLh4gUop6bIxJ8wVAl9IojRFdEOfWxE/s+WIwiVmCinpQlYQPaoijKmmDry3LRjrWwdQyQlGvTsUxUg1K6RUjicKD4kZEa1NzDTYPLXpjotUMzq56Ix8PCSqu6wW4TgZcNh1WKsKYyvbgRfOxbDsNJMZvL75y7y9/bcJwyGnPZ2nFtJ0R216E5/V4pBQ96m38wyHJ7iuSX1/k9aORdxM059YrJU8qqkyltOhMSnTGKoY5kebRPlRijfegMuXhQSZwV2ILyF6Hz++IUlwdWPM195Is7p0KmYwJ3vCyVUxHvflPYkQKlnhn6ArojZpjETNlIpAkIO5viAQE6YgyRIR2G2qJCMh/anPQk6QbrttUSelYsIELBkTyiZFEgTd2A5oj4S66mNrAfsdmLpw70jUZpWUqLE+fkHine1vu1znYjKybHDac1nKe0xsHz+E51fFjHk6Cn0VIlqU4cyjOVBpjUzWKxbDmc9hH1I2TG2LWjZDexgjYUy4fxxFRiMTi6HIEqrm0R51iUeynK/6+J7G/ROTrhXjzc05TnoVYkYcVTHYbQYUU0M2G0lK6QEQklUnDKwsj5oqdw9/nqPeM9y/9D/x/MoOMzfDb7//Coqq8+BkRigliUdtfvtOnt/64K+zmPkGrh9DVSw8X2W3GSDLHgdtj1mQoRvkWVwsMZHTLK7/EqmUyfXbN+iOFxmNWuTSF5C8PjvdJLpmEA8tTMNl+3iLSx/7GzQacfa2p6RyMoVYiCLnGU/uMB1tEYkrpBMhEz9C0vBIGyNc74BG76t0Rv8p7ZEKTNH1NKu5TXzfR1W/HzjzJP6w+H5+m38PeF+SpDv8Pqu5MAz/zId2VX8wfgP4K8B/c/b/v/oBfZ/fC13XGURe5Bu3/jULGYPpdEo8ViKfBNtRsb0YlqMjS0mcWZPACflg92MYQYL15D1W8hqPTgMuVSVqKQ8nCMkldEaWQ0QPiCiiEyJJQj43sEWCe2NTGMCEspgz7IxE96SSFnKGTEJ0VRRZfDyui8/VcuJrv2WT7wXCaXQwEcXmcCqWxW6fChbs0YmwbS6nhOTixjbUijJLOZi5KoYWMLYNFMlFljxUpctGZUJvonPQjlHvF+mOYzw6lSmmDNKRBMfdHk8vt7F9AV63mz0ihsO1RY2Zm+BLdyX+6Tc/R6kSp5o/JB7XOR5FWCzs8pMX+8SMAZVMwPs7LTLJCKqWo5K3aVkDvnzna1wqNHDDGsgGFfPrPGhEKeQ8DjoOqpqgUEiRz2i4kpAWKIpCMasRRk3eey9Hs2mwv3+Epkl88pM2ly9LqGqA73/7764owXechcbm11nOiwf5/inH2zeY/y57Eb/XCMOQQb+HLMskU+k/8fN9FENVVd7fyRNNrnP/UZX374+4VB3z/MoRUbXLQVsmCANaQ3jlnFilUkgKCXNEg15X7OccT+H8nJBCnw7O5k/qwoxpMQ+5pEu9L6NrCqVMlN1uif7sHJ5bR1cLrBZtHDvDxB0xdnSsmYcXSDw49kglVKZewO1GhVTcwZBb7DQ1Zk6Si/MumpLCDjXK5RWmk4Dm8JB0DPZbNv2xz0I2w629E55ZgqhpUEkF3NiLMppKlFI+kiSRjQ9QZEHcyJLo8N84gJdXxH0fNeDlc0IWFQTi3v76A9G5T0bgX38gzKeyMQEi3UDIq4ZTkUPqfTFrM3XOJFBJoTgYTh3e3smzUqqy09jB8yGQbDzPZ7UkDG7aI3jlvHAkXi3KhFKAqQXsNmcUEjY/sTElCP8VN/Y+wW7bYuv0G6yV42TjJsVUnL1uC8c2cZw1ItqA86UClj0EWqxXpoSBiixZpCJZjnst3DDGzk4Ey5oRjZr/zvPzJP7k8eabcP782TuDOxCd/3c+/sclrmxM+OI3MvzHf/FUOLdGazC8D5lrj/vSfuwjlwQFqKYF6X3QgQ/2xIx2ow8P62KtRTwiHEkjupDYX573GM5EbWOqgjR/KS0UUXM5odKaOkLW2ZsI0jEIBFG3MQcRXSKih783fqPIMLQFII3qYle148FpV6Kc0jmqOxx3PK7vBCwWBODcbkAmrpCKhGw1ZBIRBVNT8QMTU7PpTnI8PA4pZmbc2IliaFFqORuIcbGq8/qjBF6wiCLfozmEzjhgMDGpZDzunZQ4aqdJReMcDzQ+d63OcPI+UWMBKdxhuTDmsBtjv3WJ97YlFvJ7bDfmmMzmCQOHndYijqfwO3f+Am9tbeH4JcIwz3LhHg/qebY7G/SdNDf2PoUbrqLrLbaaBwynGV5aa3N5IUImYTKyk/SnErNgidC4ihspY0RfAKXIN+8MMCbvYtvPcn3rOqWkT0RTCf02t/ZryMYapYU0o6NjqmaXSC7OoP0etUifq6s6rY7M7sGIC3MqhUTA3X2HSiqC5cap99NkExap2BfpT54HLuA4Lcbj3SfA8AcQ389v9J8C/3fgNkKR+KGFJEn/K8J8Ji9J0hHwf0GAwl+WJOl/D+wjZK0/0AiCgItP/wX+l3+2AQ9+hZ+6arCYH2I7NmNnxL2jFLrSpTkYECZHtMYKinSD9qTNxZzOTqvP+bLHzA1JROC077PbCMgmQh6eCMCWTYj9OjFDGMqUUyLx3DkWySsXF8xVzBCJUZbF2ojWCI67Yu2E44puoO2Kr230RWdRkUXCTEdFsf2oLj7/yQ3xdswUbl2PTkXB3QlAkQL8wCRhGJx0JnTGHjHTo5qV6I8NPnXZ47jvMLAibNQUNMXhuP9x/sU7NisFmZ9/pks6ViaiW8TMLvdPfGrZCvvteXRNI59oEze7JHSZ1dpVkon7LKVP0PwdjGiUfMJEVixkNYphxogmEuwNKyxkm/zs8w5JBb5wvUE13eVc2WKvf4IZyfOJF7LsDgwsVeJBP88nL64AMJw4GMkKH9xpcnS0QK83YDJ5Cs8bMRw6PHyo8cwzE27fPsJxUqjqkJdfjn/HOTCkCSCKWEVRkJzBh3K+9m5/maLZxQ9g96jK8qVX/8TP+1ELx3HY3F/gcH+JR0e/Tco8oZoeEtWgmJSpZQU4khArHkJJzI+UUkIuNLHF5xZygiUuJER3rD8RwLA/1agPfE5HEueKLo2+ymHHIqofsVZJ88ZDl4XcN7mxKRM3S0Q0jfbIozPUefHcmN7EJhIx2Dn0qGXG9OWfYvvhB8yl91CVKdlYSGPo4ykrpMsmDxsKuqqyUpiSjQ3ImS5HPYuIKXG+6tAaqUxcG8fz2G+niZtj+paYp3x2WVz/3ROxpzAdE4VJewRlRRRBt/cFGD7tC1mTFwjySDtbLzM5u9evLYouar0DtbOC58auyBXJ6Nni5wBMTeJCxeatTZuetcSjkwab9QEXaxMGVoDjiu8b0YXhTTEdst9S0BIBtmsxnFbpTxcopWSeWfo3aLJFf7LFSc9E12zycZmDnortuBCMGUzHrJYV1isnTOwWpdQuvck5pu6URHSeWZDnsP8yiXtb/M6v9XntU09TqCw93kP6Ix5vvw0/9y2flf5dqHz2sV7PRyWuXR7zv/3fVr49dxhfgd6tJ+DwIxDDmchpY1usr/DOANzb26JesT0h1Z+5gkj8/aNm2ZionRxfqCCss+e4eSC8FkxNAEsvEK8xYSjqIS+UGdkhIYKsc30IQ5m5tChxD7sCJCYiUE2H3D32Oe6G1PIhr21ANi5z5zCgNRBrLtpDE9c3sWwVQgdVslgrhxx1xsznPBQ5QTUT4vkTZEknbkxAclnMhTh+G9d3uXtYQJJPKCRkepOA7cYKppZBVm6yUkywXhnR6k+J6A+4WB3h+R7JiEU5dZvP35rDslc56V1BkhJAQETzcLwemq7QGq9iaAk+sX6bStZGVTT06IDT4yQfX/01AmmJwO8QhDp68hrHs69SkcvUmxqaJpPRVOrKPFvTF5hKFc5Vi8ymYzbKLXqNEp60SaEUZTQ6opwJMbSQqWfjmc8jSUNS6gmF/CUC/x5xPUE2uotEAYUp1zYKPDq0cCSNvfaA9WqEhw0VXQtZr3b5s8/f4tfeLdKfrgBdXLfMbDbDNJ+QjR9mfD/g0ArD8O9/6FcChGH4H/4hn/r0D+L7/WHheR6+b7K4tE7TqhFKM4aejqRm2B26HAxjjDebvHp+j0RUB3WFwfQhxWSCt/fmqMX6mCpEDQkvCNE12G2GDKaCXXpQFxKyfFwknSuLMoYS0hmHVEMhNVNlsa/s87dFwRg1xLB1LiaS5gd7Ykg6osMX7wr5w1YDFouw2xXupp4GDPk9HXwuAd1t+NId8XzJKJwri0ScMGGr6RCGKrYTEgQBMVPFUANSMY9QAlMNKZa7KLLBfitFIXXAxUqVVEwjFvHIxadE9D5uIDGcJSmnTXqTOEhdVHnIhfIRq/MDksYx1YTGRMoyHZvEtSGdQZtaNkQixkSqMHESmLpF1zLoODUqpsfHNkaEUhRJ0lipjFGTWVZWbarxeSb2s6Bn+bWvfpVLGz7z565RqixhX7+BLOt4Xogsq0gS2LaPoqSIRgN+9mdTTCYWsVgRTdP+wDmQZRknjPItDiQIAgL1e9ul43kes9mMSCSCoigA1PcfspgeoyhnktbpKZ3WKblC+U94cj9aMR5btNsy1cQOpasGbrvLQjbgrUcDfvLqWMhgkmLG4/6JcOksp4ScaK0szvC9I9E9O+oIlvjBqTjPMirLRZVyOsZxd8L2qcfUg81TG1mTac8sVhZK5Ay4vqlRTslMnEu8s9VjtdSgMda4uCARi8Gdwx6V2A7K8H8gWp6hyBKdUZHDbp983EKPDdg+jTFwIqzGLYbWkMlMIq7HaY3BMCLsNMb4gY2uyLRGM2L6jPE0wHUlwlBISVVF/FynfcFMp6Pi38wTRUzubMnzcVc44mmqkEJVMsIduDeG+Dnxu0rFBEAczwSQLKWEaqCUFs998wAuVG0838JUj0gYGt2Jy3xeYTiR2ayL4mouJ9jubByCICQIA+4chOy2YvSmGxx1n6WQfJ1zpU1UJcOzSwYzt0ciUmVku1yTfG4d7tMZ9XEcn0pyhO1NeHqpju0rLBQGdK0U//pWhTd3f4la+t+wnnag28cYBjR8n1Ltx9s98wcVvg8ffAD/2X8G+I7Y5fekcwhArWLjBxJbuxHWVqYQW4beDeB/97gv7cc+wkDMXQeBIK/Ol8R84KcuC4B42BFgcaUkSMJGTwAyVRWvGTcPIGVCPCr2FjZHwggsnxQeCW88EvXXYl6Qc54lOnTpKBy2hRKrnIGoHnDUEfWWKoucbOji9ScTc+lPJBbzKmHgsnkcoEpwvyHjeRF600XS0SYzx8XQltiY89htNQmCKamYQ8xwidlVJvYU1+0zGOfZ9kaYusfYGmLNAs6VPTZqEU66Eg/rURLGESe9I/JJi+X8hIhmcTrwuVIboChjIrqC7clIUhtDzXEyyCFJeWDMwJpjbM+jqnsEQR5NS5M0m6wU95nLdSikm0TNkOmkzsXaRY66WzSGLzKYHtLhac6tFJCTR5QSFprf4GSgUSnOEVq/wXHfY7NRQNaKFCPHRDmkMFfi0aMH/PzTPWZuFh+FsT3mzb1dvFDB8QM6vQGyXKbbnuDGA8rLCYxUDcduk01qNPo2szDOjeN5LHfI1UKP3lRhuezwyUt7/O7dIorioesJut0e1WrlcR/dH6n4fsDhNyRJ+nsIuefvl5X+iVdZfFRC13VOju8gtf4lH5v/dULLYuhHKdbO05WeJ5frYtgnJEyHUjJkNG2Ri8YoZKcUUkWOWyMeNg55flHsvdtpiBUUIYKtysSEVEKVhAzs2kKAeiaDUGTBjFm+6BJW0iJRGYpIUu/tig5hMS3Yr3tHoMuCMVNlWM2LQvPmITy9IBa8Or6QWey1REKspEXivXsowGkh+a19qwHt0ZiZG6WcyXL36EjMRVoSnUnIlXkJzzeZ2CrH3QiT6TwLhQnLhTaFeBtZmkDoI0sm2USS20cz+pOHrFUsJFlhpZqgnPewvSmDfoJUyubB4Srt3nvMXJ2jcYHDTgr39Jhnn1ojYlrkUgmGnSw9Xybh3+aoLeMwTzYxQkp0sfttSuzQHrxBQ/kpKit/ho59yHM1UQQ9++wit28/YjxW6HbvUiymKRTSKEqDQqGKpmmk03/4fpz8ysfY33sHhRmekmX+wrN/7HPUa9eZHL1JXHc5dgwyyx8nkcoSBh6Kpnz7vKkKY2f2fZ3Vj3IEQcjiooLUPORkNmQ0cenHPH7iokktE5KJw0FbgKVnVkR3uzMWDG2jfybrObMMj+iC/Fgvw2Bq8PUHKR7WixSSLkv5FrZv8fxKwMO6Rjqu8vD0mGq8R72joigVSukcN3bGFJM1dM3Ask8Yjtv0xh65dJR8tMdyts9kFnLvGJJml0zcJZQ0Hh5JlJcrPH+hw6zeJhezmcwkru/6rFejjKYjFHlEEIacDIQrnqn5yBIUkyEHbcFODyzxc4AoYg7bAqDJMnztnrgHJ64wU0jHwAxFoRIzBJE0ssAJxDoaTQJJgQhnXdWkMJJyPcGUByHstCQa/ZBCyiQe2cb2XKJGQCVtUE2HDCyH+ydiDlI+yz35hEZES/H2tkshfkgu9huEPCQf9zDUgFJapj3UCYIJyYjFaX+e5fyM51a63D+MY/sTOuM9XD8koqd4cKLjhBLbrQSXa/d5cfkhy9k0ew+b2K+WcP0D4Ak4/EHEw4eQyUAqBQy2IFIC+clMHYhu4bNXR3zhaxkBDhOrcPzbj/uyngRCLTGeipwnydAeCtJMVYSpjKEKv4bJWfU5dYXE9O6RqKkKKSFNPeoI74WlnACTy0VRG/WnMByDXBAkeX8iajPLES7ROy1BtmVjIp82D4SL+8ASxnuVpACrQaiQikpYDiyVhNmMXgfbjfLUQoNMXGK/qbLX3uOgLbFajOAE0OwrxEtRKukpR50RnucjyUdkYy7DWchGZcxuS6U9snGdVeazOo5b4vXNKP3JErL8PoZaZ7+loeBw/3hI37Ipp3QKCYP9jkuAx8B7hdPOBN/zOO6mkRWVaFQjHjkCpYRnD6kUPZIxk2rGQsLm2XMZPO8BEa2IqT7C1sc83P80M8ocRDY5l32IoQUcjDb4ZOU2hVKTlOGizDbZ7i4T2G2Y3SOaXiCuD2kMZMqZgN5EpT+RuLXf41rlL3Cwd8piYpNzy4uMpgZf3b/ATO5x8cIi1++qxOU+tYxCOrdKvWfSGnRxSh6LRQd3tsltWcZxTonFLLLZY3K5jz/WM/ujGN8POHz67P+Xft/HfpCrLB5LJPwv8/H5L3Cu4FNKKmzXh7yxt0MlEiWUt3lhvUc2rqArEvnEjM60RCKpIrkJzOE5gqBFzwpIRjxeWBUJbq0igJ9/5kJqKGL9Q2t85rR1ts+QULy93xag8rAFL5wTBWN7BKm42GtmzUQSkyTxHAkDjofC1TGiCuBZzQgQOZyK7/XcsugUqoqQb1SlM1v8sXDnms/B6cBlOOlQy0jstyBihFTScNILmbo2yUgURSkRMSxWC7dYKKgUUzCc+kgSqGqai3MqD46HzOd8Ls8bzFyFo2Gf9iRPdxwlpgcctnWaw2eISlMKaYPDdoeVuXUU/yaO5XH95Bzn56O47oyenyRZeZpPvVzlg3sB93baZMf7lPIB4UxmY6GIfPo2w94a2cK3j3VoN/j40/fYP4ArVxaIxz2WlgKuXPnOTuF3i3gyTfzqH0+K5bouR/e/jhb08KUI1mTIxkIc0EgDB4c3SKQ+Q66ywtGjTWp5jTAMOeor1C7PfT/H9CMd2WyKtbUOJzON8dijN3uZo+5vspQfM3ZCvKEANnFTdMH9s91URx3xsdFUdMKUibhnYjqsVTVGU59bR0Xu1hcZzmbEDYf1qk0mrlFOw0nf5cV1BVk1UOWAb9zXcb0pW/USz6+0Cf1j8Mecdm0cJFJml8E0oDvykKUQKYRrSw6+D+fKAa9d6PFbt98hmqmQTIZUUiGjqctwGqAwQldC0rGQe0fwzCKsVkQR8sYjAX6TMTEr3BrD6VDsbgzPZgsbI6EGGJ3tLnx64ex+HgmVQSEpmOr+RNzzEmKPaCYm5mQmM5Er3tmBT2+Ie/y4J0DnfFYlH5f4YL/Naxd89psa83mfk56PIvlEDLi6IAx+DrsSp32DmBHl4cmU1YpKe3CC43sYmsSrF1R2GhZ+oNIeG8zsCLFoHCfIYugtYpEUuYJPJKKxFq+gKV1iukMm2sHxR6xkb5KM7aAZcTRNpRJ1eP/9Yy68vPJYz+iPcly//vvnDe9B5EdnPceHEU9fGfFvvpzlP/mrJ6Il37/Ft3WmT+JxheeJhfS5Mwlpbyxmrveb4v31ilBHTGwxN7hRA9sWLqXDGSwVRR11eUF0FDtDqKgib45mgpT77BUYOwI0NvpCnWJoYo1YOS3WAf3K2+LzMUOoNwpJ8BHgMW5CTPfY62hsVCRG05DdlkrcNIlHxkQMD8vWWMgHJCIu41nA/ZM+c1mIGCqN/pCJKRMENitFk8OOTTUb8vEi9CyJw55DJRWlPdbJxlWG0yyEU9bK24TBmM16hGysQyHRYi4rU0zAYcdhsx4ynysQ1QMKsS36E4f6cI1UNokub3G1do9MIgLaLXZOhtQHLvHYCX07hi7rIJto6pi4Xufja/vUBwGZdo/d+gusfebnUOTnubh4SKrZp5xtMeiNSTElnZUIw1u46jKG5RDau1TTIUPLpjkacX6+wMjx+Nmff5XljfPcvN5ie6fKzHtAKXWZtaUVTgZ93v6KQSj/NdZzj3BnQyTnOvmcQa+zxWJWQQoVVos2i4VD8qk3Ucwif+Ev1DCMJ6TXhx3fMzgMw/AnfhAX8lGLhDkkEx2zXPCZeSHnqgoWDgdjn8qSRTkNx12b465DRI8g62O6wVPMwjwNq4chXWDevUMx6ROEIXYgir3uCDoTAepURQxJPzw+Y8UmQlJX7wuZp6YCkije7hyJYrmSFgVgXBcF4nFPSPGmrpCJ7jUFkGz0RddwKS+S2q1D0W1ojWC1IJi10z50LOEIOZjCQhHmUlBIeuw0XBZzkDAlqlnRlUxHJe4cBdw+8AmCOpPplJg5wXH72J7KzFORJAVFHuB7UVaKHpocQZKhkJjgeHfYOl3irdP/HMe1kWyZQmwf4qvEIj7VZAukBke9BGsLRQxVYxi+xPW9Y2IRh8WFId3eiMO9PV5by+FOp8wnh9QHDSYDidBOYg0OeOHldQDqB4+IzW7zyuUIH7sssddusXD1Z5Bl+bvuPPyTRLfd5PDhW1yq+aiKAQRc370DC9/mUOTQBSASjZFd+yxHJw8JkZi7eOmPBVT/tIUsy/zUTy3xX71p0pkpnPYGnLTneWFlgqYE9K0eqnwmG+0KcGg74qybmpAN1QcQ+iArkI4p6IpPvSdRTR2RSBSZunGiRpzBbMpe2+OgNSURg4O2R3NooyoF/FDmaw/WMeVNRtNtzlejrFcNTnsTYlGf1TwYis+tvZByRnQwRzO4UBHEiB841GJtdh61uTAniS4+gjDpjAIuz4v7cacJ1ZwgY741L/ytGWNFEoDw6QVhptMeCwY7YQipqaFAIS2MpGbu2dqZY3EtuiqKoGxM5IJU9Gz20hI5IxUVz3NjX/ze18tCSiXJMqPJiKim4fsmF2s6D+s9orrMvROfi3MwCaAzljFViet1jYQpgHE2JvLCNx+eYvtRbh1Miehwc0/h7vEKm6cpTF3jUq3BRq1HKtbmYSPPMFxif6xw2N4ibgzJxmfsjF7j2kYM3fsGrnqN4dQmKvl884bHK3/+6uM8oj/S8d57sPqtpuzgLsSeSEp/fzx7dcx//49quK6EZmRF+9w6FO6lT+KxRTQiXEr32+J9Q4XeVBjRRA3RJWyNBHDrjoQK60JFvGZIsjCysT1QfGHK1xqcmdJkhXy+lhe7Y2tZ0Q38xIYgz+fzwvivMxSA9JU1QeiZmpg1TJyZCN5sC5VFNgFhGNAeSeiqwkIuxPWn9MY6hqpSSrmkIgGHXYneGJ5ZkfE8FVmSsFyHnaZMLqby4MjHJyRqiJ+rnJZYykE64nHzUOP67nmCoML5ynss5hwWcnWcwGdkQSUtUcvKZOI6axWX2wchm42ASm7MonaHlUqRndl5jjoBUfsRCbOA7x4zn/gnJKpRfK/AxLII3DKepDPzktzfekQ5aVFMaCznDc6V2/zuvRv0egkq6SZTa8Bp/YCH22N+6opBa+ggeza5mEx72mQWJFjJzziVDfqhQmsY0t0JMTNPUTbewNr8Ip+Za3PXDklGErTteWx7QqFQYrMZYPnn2J69zyvz95ADH2lyn3LKozXOgd/AcVWy8Ro//VzI/tinVHriHv+DiO8ZHEqSVAL+a6AahuFPS5J0EXg5DMN//KFf3WOMeLpE/zTE8TxUKeBk4OEHcXynzkJWxrZnvLjq0ivDO3seUjKPJ8sYuSSJbpdwWsAOUhx0ArxgRr0Lk6lgpoopwU71JiJBTW2xtLU1BBkY+fDcisRpP6QzFDNGz6+KJCnLooCOGbDVPBvAPluIPZ6Jt2eOSIYxQ4DG+uBMqjETDqjVtFifIRy+ROchcbY4duZA3AiRJYnBVKYz9rm6cCZ1dUI0xePOoc3FuT1++imZvuWhKxJT18BQQJFmWHYEU0tx1O1zdcHCmrlENYWjrkSlXORS8K8wy/8xb767R6BEKZaWOB7u0gumSKqHryxxWr9BexDl3e0MTfdz/NmX75JMnWNgj6nmtsnGAx604+wdN0kaTSaDCdNBFhIZyuVnabUGfPl3b7GQcDCMEVevpklqAaPRiO7+e+hBDw+d1PyLJDMFTg+3CAOfQnUF/XtkoXbvfpOCVidu3aG9H5JffBpVUQnkKLbjYOg6M9v9A8x9NBYnuvbHl6j+aQ1VVVnfuMrvfiHBB5staskkd45uYqoOM0/IrLsTMSsb+rBvCwZ3owaEgpTYa4vz+2bX5+4RTB2ZlqWzVh6w21I4mqYwx3EenfbR5BYr6oyNOYm04XHvaIypR9lYlLFnBWKRXer9CbJkM3UDziWhO9UZTwLGbsCtA7hchbe2xZzKzAlpD0N05Yy46YXkopA0RYFwc1905/fboiM/mQmiZa0igOHTK5CJCElsqy/kUosFAQRv7IhCJRMT+w0vLwpQqSmiQ9ifiDnMhCnuzztHYnY4ZohrsV3x71FdEEfFtACGWw3Bno9nIY9OIwynEpWhgeN7zOc0Pn9LpZI22W/bLOZ17InBN7cUbuykubY0IBmJIysyu3WH51ZkDjom8YjDnT2PnpXm3skqe63nSJpv8cLqjOYgxfHgBDlo8cFhnoikEQSfJaLuMF84xNQDFOcmhjokaTaJROJ80PkEqbkrSLLy7zw/T+L7j/feg1/8xbN3Bvch++JjvZ6PWmRSHrWqzevvpPjkx/qQOA/dG0/A4WOO0QS2W2IWXVUFSbZSEvtcZ47o4t0/gqknCKyXV0VHr5wRew53mkKJ9eAYHjWEe/OlglBe+aFoDkd1ARBHU5FDE1GRm2OGGLWpZgXQHFpAFEpJMRs+nIi5w3tHsFqEO8c+G3MQhDKyLNGdKBx2yozsITF9yGHHp5ZRmDkSnhegKgGNQUgtJyOFCoQKuWSAKkMYyPSmgTBnC3U2T5PcO4oRNWZEjd8hE+szslM4voQsGXQnUwrJkFzCI6IHnPREx1XG4cWVDu8fDMhHG6wW/s/88uESESNJPvJ5nl+ZUEkHTH2LD45yECQ4aR0wk9ZYLfdJmmnKmQYJPYWMj+tCEMZxrQ8oz3fwZxqpwjWOd3q8uzkgomncPXSJal0wXPLaCE1WiBkGp50JV2sR+kGKeDDA8EZU9F2eWqkyX/apH50iDVO0hvPMRrcIJy6Z/Bo7B3GW4wpzyRaG3MCeTehPfJK6zElvxsOTIwzl1ylJMb7xlZ/lE5+4zPJy8XEf3R+p+H5kpf8E+B+B/9PZ+4+Afw78SIFDLZrhne0ZuwcDklGJeCLFQi2F3j+l1R+SiSlMHIf+NKSSCXGMHoFpcvWZC1y7YHDjPRstXKZbn5EyfKKGS72vEjGTbDcsqpkAx3PonO1vkyUB3HQN6m34jfdEZ8vxRRHqeOLtm/siAXTHIpnFjbOFrq7oPuy2RTJMRoQU77AjWLFLcyI5DqaiixgzBJAcnj3H/kB0LF69INEeyTw4UXB8l+BM4pqOCQZupwGfvjJipQiLeZWpK/H1+w6ZWEBUTwAmO00Lz2sRNX1mnouhhuy2fBQphu812SiFbDZ/i7/yiS63t3oUtS5rqzrjmcq7O5AM99g5vUpjOA9SlHb3Pq5/hNPfJab71O0m3eYBZVNj+7jPaBqgGjmuPnURy3P51X/+NpnCIqF8DlXdA9I8fNhg7Ic0b36Zaws9qkt5JCR2916ncxhjKTNFVmX27z6kcvFzGH+I81Wv08QadUllK8STKfrdDjmlTjxq0otkyBoN+s1DcuUlcgvP0qZGOBmgmDlqixd+aOf3oxKdzpBf/uU7NBoVPE8lEbvJx857lFIxTnoTiil4d0tIKh1PdNMuzwuJUCwqmOF4RDh91nLQG8L905BcTGI8G6CqaYb2Em8eLvHscoul3LssrRrc2jombUqc9jzOFwOGs9fpKxVqOQtJilJKjnADn5mro5kpluZsDtotri36NAcycTPgN96DZ1ZCkhGZqRtQSoJlazysu0xdQdKcKwlzmN5E3Eu/+b7EM0shtw7EfZNPwJtb4n6MmGLmsDUQ97oviTnCLUcUN7/7Ppyviuc67orHXlsU7Pd+58y5VBVFysNjQSqtlESxNHXgag2+eh+eWxXf1/NDorpMMlLhmw9M5nJ9PN/DcoskYwa22+XmgYEbmlzfWSQbD6j3LB6dHpGLyUiMeVgPGFhjKkoMWW7j+FUWcxmyMQ9dfsBcRkaVNSw3zWEry1dufZzL1a+xUXkTz39ATCugyCesZI5576DGsHmOZNKmeD7L2uUCuq4/7iP6IxlBALdvw9/6W4AzAHcAkSfF078dz18b8ptfyJ6Bw3PQfQ/mf+FxX9aPdWi6UFmoipiHNlWR367vwLkK/M/fgFpG5L5cUcwatseiTtJUob4YzUSdk4kKh1NDEwqqgSW+x3AmlFMRTawNy8SEe/vAgtfWhXorFwcnL8Ycbu6L2oxQ1F+vbcA7WzKGGjCwJGRZpjGAlKnSUG1GVpbD7gRCl2nMQ1PE9by06pGLmfTGPpIS0BqFLBZ9LFvl9qHGfC7FoxOLrYbGu7uv4vp9vEBiZX7ACysB9b6DqsgMphGagyS+NyIft5jLyTQHJp6rsZh3iOour61NmThtTD3DX3rpmN2GxmpZ4akFncZgQkzTWEh1ScdrfDCLI81uMRlmMDSJwA+JGCckoxo7jZDD/lOsrrY5v26yuTPBjCRwvRR3O6uU0z1U+es0hxaX5/u0Bza3D6MQjrm8FGG34bFcavHBziaJTJpcXMEatlDUDOcur3P4fgtO75KOT/nF54rcq/8PjFKfIhM/ZX2uT9rwWcwFfOWBzqDbpJqW+YVn4aS3z52jKp2TOv/sn33Af/FfPHFi/jDjjw0OJUlSwzD0gHwYhr8sSdLfAQjD0JMkyf8jvvxPVQRBwNZX/3t+6cWAqBal3rX5l+9aKIkMqegIe6oR4DJ1ZS5UwXIljoen+M7b3P5Gi2fP5SknXY73GixWI3R6HteWQsaOz2lvQFT1eWsLNsqgqhKSFNIdC7Zq5miUEjKOa1MriIT39OKZrCwu5KKvrgt5w3oFfueW6CgOLDjui6I6CIRctTmEfAxu7Ym5plIa6IsOou+LBDlzYaMqGDJJght7BuOpgaHmuXW4x6cv+by7Lb5H1BSAMxn51sJtj/ZQJqqDoUpoaozjXkAiEqec0ZHlgPsHfQIJaumQubRLa3LI7ijHWnXKfDGCojZYTDscnbaZTEIUt83t+ivIyidRNYdIxEYbjBmN28i+R+DKzOUjDAdD8qaCKivEIwuo2hrd1pRMyWRmF2g0ZpRKV9luDEjILY4bQ5K1X0B39zk9Bddtc36twGTQYmnORVGiACwWZI6PHlE7951yt5Pdu8Ts+1RjOq2DO9jFl5FkFV0RMyq1xRWO9kPalsoklmHuwvN/KMj8cYgwDPniF4+xrEu4bp0g6FFJNemMs0zsHsmIysMjD0OHhbzokN0/EWcyFxfSnnwSShJsngrp5tiFT27I/Jv3B+x3I9zYs7ixv4oVfBrV/V+IXvTQ1ShxM4oiB8QNlbVyH2SHrcYRhfgAxwuRZRNJrzD208R0m9uNKZEENMcWmjaFUMXQHe4fC5C1lDdAihCEHmPLR9cCQunbs4XpCBi6RqO3wp3DPWKGTTomuoCvrovZykrmTBlgw71j+IlLsN0UTPZyTjDhH+wLNUElI+RMtw7gpTUhYdpuwrvbAixfnBfsuKEJkyldhQ8ORLGTjQlTmlxMwXJMvnS3TC1boGdtEo1WeX5VxvbH7LZSPKhfRpFb5OJxXO8Ra2WFvVbAYBqhP5nieXm8sMZBKyQT77FYPOTRyVdoDw10rcVgkmWpoGLqUO/61NK7lFMZupPLLOQWsJxHHLRnjGY1dC1BNlHD88dE4g4vvhj5kZRTfxRiZwfi8TMzmtZ9iC0hTt+T+P3x4jMj/p//sMb/4/+6I+YOW9983Jf0Yx9BIMxj5nMijzk+fOkWvHhOKEk+fUl8/LQP7x8I45qfekoQ4amoUE3pqngciDlvdQY398RzTV2h8CgkhSKjMRDEXr0vapubB3CuKGSs/amQml6siucyNFGnhSFU0gG9iYTrga56ZGIqpz0NiQmKrNAcJpjP+by97ZKLi3GDr94PCcOQiKGTjbk4UojtGGhqhpCQL96ekoxqZOPLlJJ9tpppTNVEVs7THNYJGTGZORy3ZywXTe4dlfn199NU0z2mToa5zJDlgs1oGnKx5jNzYWJPuFQDz5eYOiGjmY7lxImZM7ojOO4eEwR9Ls/LmLrGRiXgsKVxfW+OpGkwCw1qZYcXXrxGNNFG8ntMuh0Omqu0nRfYafwKL8xpPHXhWeKRTcJgyNgNQDIYWlPSsQA1tCgkfDxP4bQHfjChNfaYRdM0vAtU0ndYzKsEdHh5ecSAL6FxQrNtYUeSeEFINOIyNx8jbU64Mu+zmLdoDse0Tke8/vruYzqtP7rxvXQO3wGeASaSJOUQJjRIkvQS8Cdf/vYRCsuySGsDctGAuBmSj6k0+y7tZsh6bQlX2UEK+gwsn1REojuRafZCUv6QfnuT19smlayFqYSkDBtXD5jYHvkkeJ5POSW05RMXYrIAXitlWMlLvL/nUkjxe7NYyagAZAs5wYbJipCa2Wc7DlfLAtSV0qKgrGXFvJHjio7gdhtWKmKH3AcHotvw2Sui0JZV+NJd0bGZOgBRPK9IEMpMXHC9OIY25tK8jzUTHZJkBLIxiUenITs+JMwAU4XjrsxaJYHnK9w5sFiezJj5cUpxn9XKiM7QpTv2iOsqqrPFzI6TTM2zc3TMybhNJWkzV4szsGx+3bnBVusymcw8nZFKLnXCYmKPhJ5k5AU8fe0SD7cSHB6mCE2Y9E+Q7SNUxac5GiCVjyhURTYPjWVOTnfwfBfJPmQqpfGCPv2+AHQzYiiygm3PGLb2gJCR/t3dS/3BQ1J5ITktpg0Om/eZu/gp9o5iLBkOsiwjxRdZf/qzRGPx7/ocP07hOA6Ticr+/hFh+BymOaBvfYPWeEI+nsHU2tiez2sbIVNHyEszceiNRGd75ooX+zAQMskHdWHQ9Namj+X4dMd9htYlmoMlXl77RxQTCoN+jN/4+gG5iEM+LpNKlHAllUa3zWJuQDKm46Oh6xE6M5lPf/pl7m4ekU3AnVv3MPUhc0XQJJ+tU3HvOK7Cb75voCkq3XGSatpmPhewVBAy76WCuPZ8NERhAKRpDRss5MXsYN8S8yxR/YwND8V9Wk6JosSyheR8pSR+3pguDBEyMbi1L+TewzM79fNVMZ8ZhqJA+pYDn+0Im3Z0mMwUWqM0iYjDwEoxmj7N//T6x/j4hX/BRsTnjQdd+tOAiAapyJALlQNCelQzY27tzUjHKjw4dlGkl6lk20S0LpbTxNRCLldnKByg1JLcO1bJxgOu70pYToRkxOC5lRHr5Q73j30cXyOqF3A8nYfHGXR9Ez0+gmSMv/7nnmVxMf+4j+iPbHzwAaytnb0zvC+WvD+J74j1VYv+QOXRdoTzc+fh0d9/YkrzmEOWBTFm+4LEVhVBTFdSoGjCzdr2+L06Spag3lPRFJ+ILjFzA3wPSnk4GcILy3DQhbsNAewuz4tc2ujDelXI93Nx8TozsQU43WuJDuF+E4oJCcvRkWSXSjpkMJEwNIl3dkIWsxqG7rFV9wlDh0QE1udSuF6bQiJCLqEwl3YJgP5YwQ1VZCnKzJPpWgrnShn6E4WZPWZgSVQyGop8gfaoRCkVctIbIyseMcNC16K0Ow6GnmZoJ1irRnjxXI8PjpI4gcbUn7LTOWGp0MUwfDZPLRbzMumoz0kPxjMVTcmz05gw9dM8ejCjnBrx/LKLpsy4cxQDRSGt+9iBgyRdw0VHN9qUTYv5woQvv75P49Rgp2FxNFpnPP46KfkIJ3XI/m6LaqZJynQoxCMcDmUGM9iYi9AbQ3Og4ngjfFklYsYZ+1lGXZf+zv/KyxstTElG1pPUx3Eu5boUdI+4agMKSuQc9ZGFGZtQNWJ0Rg5xU2Iu2+Hrj7p4qv1HnKon8b3G9wIOv5Ut/yZijcWqJEmvAwXgz33YF/Y4IxaLsduS0DYkbFvH9QNGtsTEkml0XSxLZj6jnK10EOzMUinFxDFYzBd5Y7dLr9Ujpvt8MLIpx1xQxaDzQlYsui+mQJYkJnZIcyhxMRJyfSfE0MRr08ASj/HP5BV9S4BBa/ZtaYRli8HtREQY1QwtwYx9q1is5QTTNXUEALw6L+Ya2xMheWv0hUPp1qmQjXb6Fm93hviYdIZF5nMeraHHeDZBkUTiPF+BvXZIZySkfg9OYCGfxHIkvvFI5riTpJqJo6oSxdiMuDHgwbHM1QWVcxWZw1ZIxGjxxTtv8aX+XZ4+5yM5YxZzMunYjMO2TiVjc/fkDQ4bNfYGJf7aT2+TjvlkzS7yxOGtN/dJpaKcq9rc2iqz1V+lGGkjeRmM+Dofu3hI6twS9+58HnXyO/zk0wEHdY+ZNs/hWGJ/tEJUuUtpmObyy59h//7XifW+QiWjcNCRSeTqjAY9EqnMH3lWZFlm8cpnOdm7B6FPdu3cE2B4FrquMxqd4LoG/b7HbAb3jj/B1+/vsFE7Ja5FycVt6j2ftUr4ew6diYiQ4OTPuofZhJAHxU0xX1dKwaUaDKwJ6ViHldI/Jh+vEY85GKrKfK7M/eYcB4MOlZQFU5Vy1uRcYYYXaliewuapSyR/mcYsw9HE4+HtMUaQJ+QAAp/mIOBzT8m0hjKHbZlX1uB0kMfU4XzZpJpx8T1RSKRjgqnujGSeXx1huyGdMyODclrMydw/FmYKpaQwpIkYoitYTAlyKJ+Ek76YX1zICzZ7vyWA4OUaFGLCtbQ3FoXNVh0SywJc+mfs+nEfcgmVu0cJIobBxNE56GSIGHFeO/9V5rIlosoW+ewp6WgXX17lqLnFXNZlMt2llAqoZWXcYMJ8TqY1SnL/SMYPB6wVT0kYGl+5L7GQc2kNJUbTHIqa5qQHIWkMrczQ8pnYNuV0j83TMiNrRndSozEo8qjx72GaWywuJvgH/2DC1avv8pf/8rPI8pOO1ocd778Py8tn7wzuPFnu/oeELMMrzw/49d/J87f+k2+9sD4xpXmcEYailonqYkaw3hd1jiyLVRWGJkz5pmc7YctplVouJBUN2W6G+IGY5X7/THWhaYJMv7YoiPNMVIzXKAq8vyeMahRZuD9vnYrvGyLWWBSSEuVUlMNunDceBbQrFoWEhxuovHxOYrPhsD4nM5z6tIeQjfv0xmN0xUFTArojG9sVM/WeJ3F9P6QzSXDSzbJU8pHpsVpWOGjNqPcLVNNdFLlLMjKmkKrSHErI0j4HHYmhFSLLHsOpRVRfZWj1iRgG9V4VO5wwdExMLcebO/c4V+4Q13RuHYZE9ZCt0wzbrQrrVY0v3Te4frDOC+dtni9+wGDqEfghcxmfzeaEw+4cd48kLi+GaOYQLf0UaR7Rb3RQbIWInKBrv0ih8ALtk/8XP/fxRXLSG2xUJmRjMhHd5P2DOJV8wJcezjP2ZUzFYr3cZjILQJ4yG0NKj6EFuxQWexSTLuloyMCa8cXNPmtrH6c7PCCRlRhafQ5PdvBmCcioZONdVGnGrUOJ/jiPpjs8/9Iatm0/cS39EON7AYcFSZL+5tnbvwb8awRgtIHPALc+5Gt7bOF5Hl89/IvEv/6PubYYcNRT+LV3n2PsVvjUlT7lhE3fitAc+YysLhN7BmqExvgcnZFOvd4kV+1TLWToT6A+POaoKwCcBMxsMS+4UpbQlZDWMOSDXdEFzMTFkLSmivUX3wKGM0ewZWtl+O0booOnyHCuegb0hiKZ5TUhmVgri2JaloWD6VJBJNIXV8WQ970znX4uKT7WGIgkXMtBiIpl25z08tRyA2xPodGXWciFHHZV6j0NQwuQJI/lksrpQGY4zfLwOMNmY5nOJCDekolHOxRiOqbeYObWaQ1cdFVBO5NiRmTo9CPIYYSZO6Xe9ZAllXwm4NoFmPk687N3WCt0qeVjvPfAxVAk9scVlo0c+cyI48kYvfoLrK+0yeeSxONdLl+ssjcac3VxhB+PUc7JJJM2b9+9jeQpRAtLvPrqz1AoiA5hurzBbLZDw5OonSuhaSpHzb3vAIdyYo3R5CGJmEF74BDJPwWAoijUVq/8cA/pn4JwHJdGo89gEMd1d5HlMsPpq/yr62Pe2OnzH7z0W2TTDzgZjLl3MsX1oJIVs3PVtJAJPb0kXqgfnYjOuaoI8iMVAz9wmc+9x1pZwfHuENHBCUz6kyVyUZWpfAEzNeTm5hHPzvs0RjHyqTjVdIKvPIDu5HmOYj/Nw9f/AavJIwrmIfM5Hd/XMdUuo6lEzNS5Mu/woO6yUjrm6UWHd3d8dOXsXgmEdFRXYSEfsHUaUsvNmM+Je6p5NstLKOSe+224vgs/cVGA4JOeAIjFpADGsiTWX7i+IGOWCmK/adQQ93dUF0RPPikKp/2WyA+aAufKYr7mzpHDw9MEpq6QTyQxtHuc9Ga4rknEqFPLTikmXabuKbVEi4mtko55LGSg3pM46hh0x3UI7lBKpwiCOgEmuuayXFA47Gh4cpX2LIcrzzi15hhNSiwWXKKxEjutGdbM5fahxknvZwiRkeUrpNNdIpHzJJMbaFqKu3ctXn/9Ea+99uM3i/uDjvfeg9de46zSfghzf+ZxX9JHNl55bsi/+K0Cf+uvH0JyAzpvPwGHjzFUWeR6cyJypyYJfwQvgP5Q5Ds/EPlwrQKTqce9I2FYczoQEv/3dkBBkGfOmR9Dc3hm9DUVj9ltitrpQlWM2CiyUHiEociv+224UIMbuxKSZKBrcxTiD3D9NLLsM5gMMHWfzbrCWlmhkvYJQgldlemMdL5w12e1JPGJC/CoHmKoPoYigQSvbjSJG1keHGlMZjYTO4kqT9A1h/VKHcsOuHVgczq4zMZcjJjhILEg/CZGNzA0j62mTHtS4mhQYhB5mqXVK1TV/y/T3gl7rSnpiMHMl5hYEzxPoWOtcb3xEo+sAtW52zy9PqJYvsCkf0ijZ+PbHm7gst/rcBx8jkkzRSmnk0skcdotXg8qNOtRRpMsU7vAaNqikCwRT5axhuuc9O4jyzMmXCSVmBCLS1xZrdIed4mHDg27QkiSiLxLRLMwpQbFqMPWqU/6nEzgw3gmE5CiGI+w2XbojQxGswgKZdbLdSQ5wo1dj5WChCxFGDhlntoosLIYfTKi8CHH9wIOFSDOtzuI34roh3c5H41wXZdHu8/yd976c1TT3yAMUxx1D5HVde4fvctPXpnwynlh+e74K3ywP6bnXeTeUZ7uoMdkqjKepWj0+xy2fC7OR1F0k6g55e7xmDsHIZfmVRTZo5wSrlxfuC0SXnci5KCHbZGotk5FofjSmigA33gkFrUSihkt76w4vb4jJGn7LeFWmI0LtiweEcByPBPdClMXSdWyRRJ8alEUnsko/NwzsFnvI8kG+22LyVRh+1Rl6qZIRyr86jsuuqpTSLZ49YJPzxphzWYctSe0JyoX5krIqsl8tsPDU4OJ9zPsNR6wUrzOveM+quyzmJM56nmUkwGqMuWkNaGaNbhzDL7rIckuoyDO06sSx93bFHybvqUyHwacq8S5s+9TqT1Hbv4S5WqHT5ccNrsXsftvEY2OuXSpSHdoE81UCFp7eEQAG0WWSUVPMdN3KC4liEVe+72/txmJY6RzpJMRQEh/JfU7ZwXnVq/QaeY4GndJzlVJprM/pBP5pzPeeafOYLBCNnvEYABBMATawM9iKn8f3+sTVcdEdJfRVOLyssxRT+K4FxAEActF4VTqeqKbZurirN7aF3IfRYGr8x6S7NEb+6xXVO4eB7y93SEWnac+sPjSrTl8+ZNo5rv0rG304zonfYffuPtXWL+yxPDWPpnQIWNMqWUcFBn2mhqlpMpOS6GUMghDl4QpEdV9ckmPl84F1Ptw+4yZrvdFEXPQCUhGJWRJ5rQfkEkI0iYIhIzUVAUIvFiDw54AvbkENHqCLGoMxOPaY0HsdIbw7Dkhse2MRB7Y6whp6e2z2cS5rADM3bEwnXK9gFrO5devR3l+ZY54BHT1ITFjzHKhgCIruK7FXlMnl9DxgzgTp48iGXywH+D6Aad9C1VLc2l+hCJZ+IHN648yJJoS2fiYd7ZV+m6RatbFkWLUCi1aqasE2oy46bLbT/De9nMMLI1cfBNVkZgFK8iyRCJRQJI8ZFlGVZM0GluP9Yz+qMatW/BX/yowPRGL77XvLpV/EvD05TH/9f97keO6zlziPLTfgoU//7gv68c2xjODRMQmQIA0UxdEIZJwEH1nU8xcP70oCLJ3t0XNkzBFblwqCMm9qgh5aEQThHt7JNQch224PhAdxc0TUW9l48KFdOYI51I/EP92GiHp6JS3Nj2sWcCDOnz60pCIMeOtzZCLVQVDl3B9FUUO6AwhCD0kJEpJiUJCZ7/lEQQ+xz2ZTFziytKAUMryoJFlozbkvZ0chbjJJza2iRoKR22HUFZpjCLAs9jeN8lmbZyZj0+D3qxGs6nSG0XYH76IHq3ijQsM3/tVgnIAwTxB1OPBscVL6w7PrSbYOokw8fr8q5suszBCOe6ztX+CPdgnqZ1SSIb07HPopkk+2eK5a0dMbId95xfZrfvMGhOKmSqBrCLRwZl9k1xRZuAoDAanTEdpTGkDr6tSylp0JipH7gLlSgmrPeWbD8+xmItRThxTKaRp9PtkNYW7TY9iQqE1lEBSuXfik0yvsFc/JWV4OE4fU4VyustxJ6AU7zKSsvSnLkd9lUomyb6jsH4x8USB8iHH9wIO62EY/lc/sCv5CMV0OmU4VLDdGNuNvwp4wAdENAsr+E/58sPfRZJ/m2zihEBJE6++wN0tmXvHGWSvg+cmOOn2QdqjVgjwfNhqyBx3DWLGlNc2JI67LoYsANzAElK5d3dEMkybwkHrne0zS2VXSEA9X+zk2W8Lc4pyWphRHPcFcj9si6HtdFQwYbtNMbe02xLW0BfnRKeiORTzib2J0O8HgUD8iiwK1sFkTC3rs14ZMZ8z2WtY3KuHLJeTDCc1htMezcEAy3b49OWQjTmJk96Yz98dImkL9Gbb6GoJWX4X9D5hmOXRaRU/POKtbZu1UpQXVlXe3B5zqZYmbk55b9dBjS/hzzQqaYNiZIQcO+WdHZNe7zzt1ja5Qor77RqffWqNbnubUvSQtBzlxY0tYuXP4PR2aDshZnaZYnmevf4RmXLA3ukWO9tbLC8tUZi/SK91nztf22Lj1b9MIpUhlcly2D6H09tCkUIGQZGly+vf9WzkilUoVn84B/FPeYzHCvG4TjqdQ1UPcJwcUAW2+anLN8hGLCppmXMlma1GwNgKUAjZbwmnTlMTnfShJTrpJ13RoetP4LQnOu1RQ4CmhOHRt1Raw5BUNMJX7i7RGvWZz5vM576IN+pys7mMoS5y77SK5b3MwUGe6eRL/NJTM056Bo1elucWm0R1iXo/w3hmUu/KnPQlnlkOsX0Pz9MwdY1SakQuIeSvVxag3ZHoTDQSMXB8CS+Ar98T93XcEPd1Jib+dzwB5mzvzH1Ygrmc6Ia+vy+Aoq4KF+OdhnBElRAF0tSG7VMxozicQucAbuzBX3pFGCxMHYn9tk6jv0hnHGO9MiCVGRAzJtT7E2wXCsmAbDLHSX/Cu1tp1oo2sYJJXPepDzUKSY/BNI1MjjDUsZxjLlQn1PuvMpiO8BkxYx6XJarRfdYLJ0y83+Ub2+e4u/s0hm9TzexTy3RZKswjSS0G03/CndOrDAabzM09T7MZIR5v8tRTpcd7SH8Eo9WCyQRKJaDx4Ml+wz8iNC3klecH/OpvF/gbv7gBB//icV/Sj3Uc9TLcOjglHRPvR1RBvj04FiRZOiYAYL1/ZjDjwJ99UdQ12tks4cwVSq1iUrg9bzeEwU06FqM1miBJAjBemhMz4Acd8TpSSorH5uICKGbjgkSfOBOSUY1kJMm9kyMKCZmrCwEDK8DxdQxN5s1NjfNliebQZDILmdo21ixkPiuRisq8vSVjORlM1UOWA3Q1imbEQIJK1sAPQ1QFqrk8u60M2YTCyTjOraMszVGbSuouyViVWkblY+duE49M2e9u8vkHn8Mwz2Fq9xkOVwjCV8C/Q9L4GqqUpjuT6c4S6OqEmKExHITEE/vktE3KCY90JMANJEJ/wAu1HUa2S8veZj7pMq7/jzzq/wySeY17JyNy3OXyfIsXNiI0ZjZftS5yc9einD3HjfoDtNhPEemPubJkMb+wzP5+wN2DGLYzQAkHyJyyfSohawuklQyBvIutwKN2F10JMQ2FVj9kt2PQGkQpZRReWWkwnfXwwzytfpNiIsTxdSoJla89mvDIrfB3rp17jCf2RzO+n5nDH/nQNA1F6RAEUyL6HQy1x8CaEQQJ4nGQ5HVeP1xhKv0KV87nMMwkwzDCyTjPc+U3+ImNY0xlj5nrsFIEQ5Mx1AE9K8T1ZTIxleZASBqKaTFLVMuK3T2yJDqDqgKdMXz1rig+H52KeaRbB4Ile3pRFI/X98QfMURI8FJnBej1HSHNWC6Kry8n4TffF9b5UVN0EhOmkJdWMiKh7rfhykJI3LTpT3yeWnRpDmVePi8xsE9JmufYbrxDJdMmFXGopkXxHgZCKhFRLVTpgFS2xm5XYS77EuXkG2RiYyw7z/36Aper75JPaJwObS5Ui7y/D6Ya8sxygnaQxZuOGVoKp/0Zu6dxri3rTDzw/BVu7uyxcuVzbO3eJG3sEE9fJV0+j6YFHI3rLF76+B/4Oy5eeInGcQnVuEQtdp5aUeN46z2WijIRKWC092XklZ8klkgyv/YMtn0J3/fJRiJITwwJ/sSRTPosLOSQpAdI0hFQAzpAk0Qkg6F55OIGkqwRi9gcj308zxEv/kUhg75/BJIi5kw+sSGc5NJxAbjWKuKFPxUTALI/kbDsJN98WOCdbZ0XVjVq2TtsVAbkEkne3Z6y00yTi3XYPH2DbvcposY8nhtyeW7GYDrhzrHJXusah504udg2g2kSU+9z3G/y0uqIVFRhaoPjqaiyRDXj8+6WhOfFkCQJVYogE5CIdFgp+IxnMgddiXzCpzUUBExrKDqGUUNYsu80hZR0uSjIHdsVueGoI7qN9Z64X1eKQiUQM8S9OpgKoPn0EgQISZXjhdw/kYkYcyzlbyDLNooUUkwG1LISU2fKeKbQG7sk9CSmOqUzhlJ6ytGhzl5XYubrjMeLVDNdDM2m0deQZJP+pIPt15B1g4wRYGpHpIwus5nEZBqSlELWc18jrjlE9IC40edRPY6q5snEhswX0qiJMkEwYjq9yYULAUtLH3usZ/RHMW7eFGY0kgQM7kHkCTj8o+K1Fwf8b79W5G/8RxvQvwW+DcqT+aXHEclIk5gJH98AQvjiHUF4v3BOjMzcOoQ3NoUhDWdeCB/sgxyKbmDcEBL7r9wVdVE5LfKtqsi8vWXx7z0DqiwRUUO+uQmBBKslkYMf1IWs1XLgE+ugqBKfv6lRSpk4noIsxzhXjBJgUcsqTB2P0Qz2OilOe4HoTupzTGZNNuZOeGEFdpoap32JwdTEUHN881GL1QpIjLh9oNCcVOnbLs1RjJWiQz4ZMp5FeP/gOa4fL7NRvMFLF2ZUk1Os6e2z+UgTP5TJJSxc9zfpWs8SVU/RlAnv7tTojBbZHNaQpC2uhAFL6QZJzWcufpdi5Hf4958dEzcsigmX445OxJQpxTsMpzapaARFGbHZqLOcnVKcK9BuTdneP2Zt/oB0Js78XIwNU2Egx5nwl8hmj7h27W/S6Wyzvu5wcPe3Odk7YGvPxJdzrJbGzDyTk/4qsgal3Bp7Y5P9cZpXN1a5MHdAc+cWmjQlNnYY+kOWC0MMw6A/jrJUCjnp20R1CUmJUogbuL7EwF0hV/xFbt3a57XXnoz2fJjxvYDDT//AruIjFoZhEI8H6P43eWpRR6ZPInKTWZCma73LXu8v4ikpNrsenNhIUovWSONTl9/jxcpDSvE+M8/h8rzYTwYB0TNp2KVagCI71HKCrVJkYfJS74l5q1r2rHDUBRpfnxNg71wJbh9+W16x2RD70pIR8bUxQxhaLBVFcnxqQXQU2iPxmNb4LEnGwTQEi/a1+6KT+I0HYhhbkeHNrZCo5lNIBkQNBdu1GM0UAl/luGvx/EqfVFRm6oAXCjMNz1eRCInoXT6xfpexbTHKOoxdmVjygCuLPoNJSLM/ojeJ8/BUwvMDcnGHhBlnrSwjy10Ce4jlpBjMVIb9DToTj2VDxvKjaEbA5151uPhSkZPjBIxaWKQp6gbT6Zjm4X1kLU5lcf335AWSJFGurQCw74xot+8ylxFW0r4UpZrTOWrsEks89Xt/9yfx4cWLL85hWVs4Th1NexbbvgWsMZ/rMZnVqaZ9Hp54FJIeEcNk6oxxXHj1gpD0lJfE+VJkUQB86Q7EzLNOXELMnnxrVu/hALpjm8Yw4K3NV5i6P/P/Z++/gyxL0/Q+7Hf8Odf7e9P7qsryXV097c30zM6s3x3silwQkAQREggpgggJdCED/iNFiKIiKIoiGQFKBAQwFoAALoBZP7Njtrtn2neXN1npM2+a6/0993j98dXOAIFZkuDOTGF66omoyLyZWfeezPt933mf933e50WSvkoxeYLteJCoMZU10NQWjcESr697fLJzSCHtYXsZdpsOccNj7Eu4UZpSesDDo1dImO/y+YtHmJrLbt2nPVS4NC+z1ygSRjZh6JCLB/hKyMZpxHxujOcrLOR1/EAhm9AJGjb7LVvMasyJQKc5gLQppLF+CEvFxw7DjxM30xlR2S+mhDFP1xZ7duIJMizL8OmOqKgGvjCqKaWhPw6ZeB7nZ1poqkzc6BJEIY7nY3sejgsxK0G/axLIPuenj6hkVUw1wvcdCv4iJ4M1ErETRo7NaDLh091FRm4BXTuPYewSSBqf7j7DlZkHzCZCVDVBvR8nClWms0Pmc3F832UuP+GgvYEfLBAEZ2h1FBQnSTyeJx5vMzNznsPDFsvLlSe8Uj9buHnznzWjuQflN5/k5fxE4PqVAf/xfzHHYS3LXHwe2p9C8cUnfVk/lcjHQ67OCxOaKBJGMl/9GH79BVEdXCkKZZT5uMXs2qLo445bULZEUvG4K6qLtZ6Ipfpj2GuGmJpoqemMIi7OCoI5fGzsl7Zk1qfhm3eF2munIeGFEdPZiJE34LjTIQg9tuoSMU2l1g9JGjJxU+GwnaA9zpJL2DTbOq+cDVAlhcO2hKLI7LUtal2JMByQzhT4pGpx2JTIZH+eQmHMdu0OzyykGLp93vvEYuOkTLNXJS7/DleWWpiyTX+skzaH+P4ES1Xo2Cn6Q4eplI0sPUJTdQhGOO6HnHRnaI0uMJWvcVmqYRpppLHKUuGIheIJ+aSOJruYWgZVdWgNNBxjQCqWRFMC8obCw6NNbD2OJb3Ns1NDniv0KGQU4qkBGzWD8ahJ96RLqrJMFOWYTBw2NjqovsS0MUUbielyDNX9Nufm15DlEEX2aI5dpudkOnacc2d/nYP6O8ijEcNOBlVZJ2t9i4sXJRzfQ9OSDG2Dw66BaRXZqo14JW8RyDmGrkk8phGZ2/he6kku2c8k/geTwyiK2j/KC/lXCb7vUyisUiltYkgD5vMfcHb6mJY3w0ErRSb3dY5HL6KobzCOjnj5pTjf/IM/4kLxG6wUHVzPZbUiKnO6BncPBJGKEDIzJFEBub4Mxy0xl8fUhPtnd/T9zJXtikA4HxdBYhgJInhpFohE1W85JhqqR66wej5qi7EXHVtUHg1NfH/oiANyEoAZSXz7XoSuwkJB4ux0RGMIoQu/dh2OuxG/d0MiwmMwiYgbMJ01yMe3Oe3bzBckglBhNAq4X4VUzOejbYNCMkmt3WOtMqF4dsCDk68zHNlsHMr0bYtCKkdnJHMxKWNPJLZP2yhamp4zIKdr5BISpmnx4BSSaoFIvsd+bx5d0zD0A5J6m9u3umhqirAz4vDoLZxLS7Sap6SKK6Qdnb27Jyxd+vy/UPmbPfM89z7s4gz3iCWS5GfPPO4tfEoIf1RQVZXl5TTLyxV2dvrAWbLxIy7PRRx3X2QmN2GvOeC4nSduQb0nsVzsYWgBji8kQ6Ym9o2lCVl0ayj20HAiZJXNoaiunSmDX9SJaQ7PLL5LZzRi4u7R6IZYpRinvQNieoYIBzcwKOQnXPDvkbFCFitxDD3LxuGQtDFgNtsgDLOM7W/y519uslgy8EOoZEJu7ct8804GVfWJaxHTeR/bk6lkbZb8gIMmJC2dtCUjSz4x3SVmuPTGkCmL36k/FmfD0BF9xZr6fSOEpAnK42piTBOOfK2xSBTtNYSBVEyDnZHoEz5pw1xR/J3cQEjLc4mQZ5c/YOO4TNI0cbwWSDLzOZO3H7rEHYkoajFxxswXfFzPp2/LpOMKH+7m6I8HrM+M2amnaQ8XQSrz9bu/zkx2A02dpzmaxrBKfOv+PK3B77JYGtIbL/HwWOXnrlaRpBiy3KPaktGUOra7yE5d56h5hnLZxfcrNBo97t2r8/rrySe7SD+D+PRTWF4GQh+Gu7D0tHL43wdNi3jl+R7/8LeL/DtfuCDmHT4lh08EfigMY/pjcSbG9D8ZtSWSYpoKM4+94jRFjP1Zq4iYyQ1gfVZ8vn0sVFKmKtRTcgRvPYS1sriPPDyWafRCzkyJuEnT4N5RxNCF83MS9b7CclHhTlWm2TN5bqXKbi1GZyhBIs5pI6I50rkws0ijn8ZxLe4f9vHDE5ZLI85NxXH8gCCcYKkyfhjjykKfZNJHUuF9OcZJT0dxexRTGY77JSJ/H9MsU0zbpGIprpkPyagnxLSQmZxGo6exVRsxmIyIG2naowBo8MXzfUI07h5kGTk7rE4ZnFVCLiwXGAYqmzUDlRqVTAPHl/ECHXui4Pg2O/U0u/WzqPIWr63HOe5F9EZt/ECnpCXIyA3ScptkOc5pP2LY6LP36F1kSeNqrsSj6v8Jt59ko7vC1MyvYmATjycxzTr1eoPIqzMeHJOK10gnfFrBFdbOlfnDD+McPigjtyfMrJTx/QGRt4uhJZn4Cq7nkomNQNKpDw0MzaM2LlF3x/i9LsdNj5hqsTbzRyynrzEanCOefEoSf1j4l6kc/tRAkiQyGYi7xxTjH1JOHbM05RMbVplIZTKlIUb7gM5wltVVlXPnptm+cZ+sfkzfHqHKPmEIG6ciSxUzRIB7ZV5U6sYT0T942ILuULxmJiGyV/s9+HgXsha8tyWkZtm4CIb9QPQYrpaFZGgqK0ZJPLMo+hb/ZP7Z0BFViemMkGHsN0VwXc4IqZoqRyiPpXr5VIQsCeObQkrINVQ55I112Dgx0TWFsatBOGQSBESRyLqFYUAQitECERGOF1BKD7E0m1RMxtIC4sYQz3dYKCTp2TLvblYppco0exOmczrnzAz3GynuNuZ4KbmHEZNotALOLF/k0+ZL5JdeQNe/ypcu9YnkODt7A2rNA1Q5IhnPMFGL3LrxLusLcVLuQx59dA8yVxivPE88Hv/n3tNms09rconNus8lo44+cml7BRYvnfnxLq6fMkiSy2AwTRAcAFniRhNJUrD0PilLJWGc5e5RmpNdg/7Ih+hrfP22qJLpqlj38zm4cyQSJCCk10NbECNDF5KgIIRHpxM8X+XLl25hapuY+oTuyOT+UYx8ZgHbP+LCrMR8+SZa5hVM64T6qc7IqSPRZ6ao8eh4Bns8z2RywmLJIBkLATBUj0JSZujEmc4nWMi3eG8rid9M8fr5Q+KGwstrMqfdgG/d8zntwmJBojUUe2alKPoop7NwIot+GccT+zihi71t6eL3qPfFHg588B0hnXVDYVyzUhKKgYkn1AInPVifE9/frYpgqDEMycdlJGmGB9UZHO8jGomQasdjOAlAGqFKMsPJhEY/JBeH3iTg6rSHpnxKox8nYcaQ5EUs3eJONYaq9Ki2XwAUNG0dP/hdlkubTPwCHx+c56RzBs+LuH+8ha60CEOLw9YU7zyco9abQ3RF32UycZhMBjQaBkdHLY6OzlCp5J6aCfwQcesWvP46MNwGowCK9aQv6ScCr7/Y5Td/q8y/8+cuQu2bcP7fe9KX9FMJGdiowWJBqEMeHIEzEUZkzaGQ4g8mcO7x6ImzU9Aei7hKkYTxXncMK1Pi8+mMOCdns0J58tufiPvLXiMkbooq5Po07LdD0jHx+VwuIozg9oHMaVelkulSTMrIkk0urnPSjfjSJYVbh/DpTpcwMpjJQRglycR6pC0dWXYY2ja7TZ98QmIqMyBlQdb00YwJKXVIgza+v4/rhFh6QBSlqDYDFrOnLFfGROjs1MB2eowdi4kvEzNm+XjbACkgjCKuLiRwQpMonBCzevzCtX2KxQRdO0Z3dMJ85ohibEi1ZZE1Zb79IEkYhRhqgnfu5zntXWB9egdNq3PnUKZjn2G1HMMNE+DWSSYtThtjNDlisTzN3fttenbA86sxoshGj/Y5s7aOHQ7p2Q/ZOJqncOUKURQnn+/iDyJkdchM1mGhFJF1Djg6OEsiyqF7u2jaRT54eEglNUt/8BEJc4rVqYByVmO/c4CvJMjNXKUfzPL54jaS1+W40eLMVIc1bUyyUiep2XROHxFPXn/Sy/czg6fk8AfAMAws6R3m0jd4YXWLqfSY7iTizPwMXvSAQZRhpviI3Z3/L5ez69TuZFgq3UUzZBRF5d6hByEUMuLAavSFeYahiQHyu3WZa4ti/kwnHtEeCNLm+qLS2BtDuy+yYjsNUTGcTsO9YxEcypLIfBVTIkhMmIKETjwhRRs5okdxJiMOw6QpKg+uL0wwLhVF9UWWhRnNcunx0FcJLj3ud3x4DOuzE047OteXJfaaE2ZyKlVVZPLuVsXvZhoShYSJrsrcrboUkxNyMZOurZAyXZaKsHkakUmExFU4aA343KpEpCQY+wVSZpZma0zXKbO0cJlM4NE46XDlubPMzMwzabSZuSQxtl2+9t47OK2bWIbOaf8qU/MZzs2nMKMWM1mNcjLgYe0Ojdoh2uwyuq4DMByOeeutEZNJDF3/PB8dtnllXmFpYeZpb+GPGIah4wwfcnnuI+xJnuPONI43pJTepZz2qfcD5nIJAn/Ew+MSI/cyu43buF5ENiEqZ4YqjAGaAyGdDCOx/lVFmDhNPCHFzsbAcYfM5SaUMjbzeZOjroGuBey3fZ5dzLM8PebeQRfsj0lqfZYv9EhYcSypz1FLY7mQoTXQ2KtZBFHAo2ODheKAmOHw8W6AohQx9QhTNzk3leH+4T6+JzE7HRCGMtm4xnwh4tFJSCUFw4lGKekRN4Xramso5OQJQ5jSnPbEfp54ImP+J/2FrYHY31Eo+nqlCBby33dGVWTxXGemRfVfliLSFrx1H4gs7h8FbJ6MmLhtzkw5THxQ7SH5REg2Fiefcggi4dZ3YVYknW4dQDk95sqCw4OqzdX5W+w2smyeNvjypWPao1ka/WVM/SarpffQVQXFMDGtNm/d36Q3vk5H+gr32u8wGdY4qCWo9aaBLOCjKBbxuIQkpQGdtbUK1WoeRTni2rWn1a0fBiYT2N5+LCutP3w6kuFfAs9cHPIf/b8W2Oy+zFrj/yEqr/LTEOnHDT+EpCHOt1IaXjojZPNvPRBnYTYh7gdv3ROKKVkSZC8IRJLtoCnioIQpHtf4vmP7fEEY0SCLRF1zKJJ0Nw8EgSwlYLYoyOXFWR9N8VFVkdj3/RBd8Rm5DgkjR2eso8k9Xj3r8em+S9Iscm2xThT5zOVDan2d3brNG+dVDCVOazTA8XwqaYvWyGcmPeKkuYWtpOmODymloT0OUaMqaxWJTNxj6KWYzed4fyPFxnGT59YMkiakYrMYWhfkNPPFA+JGQBDKrJVdxu6Qa7O3uFN1uLaUYNDzqfU1Iknm5qHFl64E3KnK7DRnaY2meeXsEevTNpVcgt1ajzn5UyYBLGYv0BulIDTYb1pYpkNj3GLseDy3LLFWnvDoZMJKeYI32sXxdJQwRTjK8+mnN4iMOYbuElGsRTF7i5g5xgOmMhJ7e0ccHqdoNhNMJSQcb5qmfZmjXol55RMCrUS11+edjUtMTcd4/fIlLk/l0EOZf/K7p0TKPFbsmBAFu28zaB8hz1x+sgv3M4anJ98PgOM4lK0TVmaKNIaPyCY0/NDlYXVAPJFFT8yT19/hN14KuHuwjxo+4lawhyPn6DoNlks2u2047kF7KLFYlLEdk0bfZa8RcNDUKKdljrouruujKSI4Mw1R6YvpIgA2VdhpikPv5r6wbb53KCqJQQDfeQi+LwJC97F181xeBJbnpkW18E/Ioq6KikQpJQ5DxwPbF9XKRyeip6mQeCx7m4hKZy4Og5HL2xsuhgztoY+qiOpGyhDPGYQRCdMnacW5OBvw7fs6+bROylSRpDFeIKPrOiPbBQIKSZmYNqLVjTPyTO6fVNirT1hfyjMY9Kj2irSkF7g+I4IaSU/heV3effsbFKMjakqeRjdDMbXDaa3L+nScwGtRrdq4nsz2sUte/nvERhcZUmbp4mtsb59w65ZEEOSJIpvpaYX+gKfE8McAVfa5vnSXuinR7zvkExEfbC8SRuf5aPtbnJvqUCnaBOGYv1i4y3SmT28c8cyiuPFLkpBMOp7ooR27IhEydERy4197XshL2yPxr2eL/aErPjCB0CWMFKYyPorsUW342JMaubjGYrHOLzyjcHDaQAldNCXLbr1AMdHn1sEShxs6/fHbhNKEpBmQScQppHqEwYChHWM2N2Kn5nBz3yWbDEiZIY9OJca2SmOg4oYB0zmFo44n9lNCJIguz4lemL4tkkKpGBw2IB4TM72OunBxTqgApjPQGAjDmbUK3KuKPW67Qn6uqSJw6k/EmWAaMsEkz2lPYmVqg+6wy1zB45mFgJOuSBYddUYY6uNRGinxNyul4MocPDyFUipgoeTQGtpois3ZyjS6vkkUGjSGtyGCSrpLMh7Rc2bp2XPkElfo22nqTY+q+yaTSZUoWkZVVYJgFUkaE0X3GY9PGY8tZmYWmZuLoaoanc7TffjDwv37MDcHug5074I1+6Qv6ScGigKvv9Tl7//uKv/hKyXo3ID8c0/6sn7qYJkicTaVFbGMjJCFegH0JiJRdtAAIiE9bQ6/77Ze74uk2nFH9KXLEigqVGsi4X15XpydUSicon/mklBstAbi390jEQOFoUjSNwcwlxMJudWyeI7t05B8Ysxpz2GxFBJGIy4FDo5fY7EokoDdsYoi6ayUFQa2Tj+KkTB79EYwdFRcP2BgZ9isFVgpGUycOd55cMJLa59yaVZFUTya/RYRGjunOoqWopCSScUUwghmio+wVJt7R0VO+waq5iJrFu12jUJCZjAaYWk+o34fTbbIpxO4QYGYNqTWdahkY2h6kaT2IZmYgmW46KrEmSmJdDJBY2SyfXxAOb3Cdx8pTGUlJpGMrMV45coudzcaTDyVcrLH5klILO7x7GqS006b+4cfk4zNUB+PaHkXSUYyuqZixAs0OjXoeWzu9vjO5nN0uw5r+Q+ZLsVIxDaZkvtE8iqf7Hp8ur1AIjbH2szb6KOHaNIaNzYmtDsq/rDJoTQgm2iTkOM82Cnx5osXnvDK/WzhKTn8AQjDkPHIR5XGpOM6haSPqQV0BxkGwTVUP086M6HbD1C8OrMZh2NtSOCBE5qkLJuL8xLxuMn2qcvdA5mL0yGTQKM/Vpj4ZfaadSrpiMvLouqxeSqI4WgiZGSFJPR9KCfFgSfLohI4/XgExUELTttwfUVo7tsj0ZO1cSJ6F1UFJr6YoaipwsRCkYWRjaaJ3saplDg4PU/0MfXH8PYDkXFbLYuK50IRWiPhjKppQs63VASlDB/tSMzlIioZGS9w+WQvzny5zFYjTilpY2oRn+yN+NzyiI16yPpcDEnWOW45qIqNGh2T0xuk5hbpdXQaiTGN0ZD6aMKd9/5rwtDl4ucucm9ni1HXxjSyFLKzdGyTxjCOmZrl3T2P9axK3opx2o0oFjQmtkUpa5H12hzvPeD4OCAIltE0C7A4OBhimk8D0h8HTqoHXDhr0WsPgSExvU8QzfP+9s9QSd/i2SUV158QNzQ6ozrpmIOqirWWksXN+dae2CNzebEvphfEKIvG4HH/SU7c2FdKcNAGTfU5bPkkzQDbcxnYeeqDGHHzgHJ6xAsrE0xjF8+fcNKwsLSQXELhdBwxk3a4u1/i7l6BS/MOn1sJuThnYXsT5ksB330QcHnO4u7hBF0NODfr8+BQ5lv3dabSAfmEScf2WZ+VuHsYYWkTjtrClTg/FImaqYyQgS4VIJJEFf+oLfa+psIXLgi7ds8XhPj8jKj4f7orFAhhJEjzYVsQy722xHwWNk41MvEyMbNDQnOZLcB3NiaYqpCWLxUFIWwPhVTL84Wr35mymJ9IBLoszhLHlemNIoIwTyreYr6UY/Pwj3lp1WbkWtiOzKUlizv7bWJqiByVUNUFBoMUvt8jii4SRcdEkY2qjgiCLqq6SCrVIplMMRz28LwkYZggHg+f3AL9jOHWLVhZefyg/wAW/vwTvZ6fNLz5cof/9P89y9/4xatIJ3/0lBw+ATiOIHdI8LNXxJm1V4ev3YKXz4mfGU5EsvzNi3DaFeTtXlUY7rmBSMSVM4IEdm1IGyKh7QVCYeIFgkTq6mO/h5SYqavKYnRGtSvOaksXJDFtPe75Tgil1aOTCZfmdfIJjSAM0RW4V/X4ZMcjaYEfSli6RquvcnlRpt5TKKQs7hz4uJFC3FDx/QBT9UgYMp2BzWyuzavnJSxdodZ1sHQPQ4VyRmG3AYYxzcZJh+tLPdIxj3IuQyafphsk+LgpcdqN8eWVkNm0TRj5ZPyQUDbRVQPXi9g8rZEwfVYrGUa+Rkz5mLypoCkWptZn4jokrAStsYmmZ5BUuHekMgrWkDWbo94eL64niZQcUULjqNenN9B4Z6fIV55TOW4OeXQS8eo5cPw6i5xy2LlPfXyG7aaJa+8QYnEyXuL2/kWCKEc8Wefj3cu8EfsuhWTEq2dldk+3mHhT/MLFeySTLYbyObZrI27sbpNc+9/z/vbXsYJNymkHb3yBjfY2//oXLuI4E/SnpoI/NDwlhz8AqqpiJLK0B1usLklUOzI7zRJa4WUeHfusz3yX/f0WdbXL9ZUEk3GIG1iYsk+j2yfyTIa+jjEMqXV1EskY+ewEOYpoDRUk2aU1jLNSgt7ExtSFi+GtA9F/dDAQ2fyLs6JfMZuAByciOF6pCPIYN4RkIm6IvsTOSGTJLs2Jj82RcO5qjyEdE8FlZyzmAN3YEVr8UlLGdSOiSCJpRSRMKKWEzPXBkbCSlmWJhUJE0lK4uRtybgbq/YhsQqaYktlrxOnZEkgelmHyoJ6nXDpDM3KwwiP6RpqPDu8T+hFLeoyxc8yVBYeerTDx40znBzw8PmI4CHA6PkvaPV4+f49hMI8aW6G1Z9PKaaQr12nsN1AZkYwZbHdXubz0q2SyFg9Pv0Xc7iEhkXLaTBdKAGiaSmTbZDJlZmcnVKtjQKJQmDA9PfNkF9lPAT75ZIe/+3cnZP0ksnwMRAwmOWznDNPZbzKcjNmujfFDj+dWbKazDnEzJGmKitrL52DkwdVFUWkjEi50YSj2R8oUEiFLF48Xi5DQNOp9BU2N+NpdFVlOsnEaJ1JtnChFGNpIKFiqSzkZstsaYxkJOkOP/UaIEnXZqMa5OLvLUv4QS3OIGQqWHkAYoak6hy2fRi+ikIhYKYXsnvjM5zQc36DWl7m+DAkzYuMkwvUkpnMKMd3nXlWQP0ODpayowN85EDKoS/OQtIRqwAtE1dDQIWeJ3uSFkpDY5hJCdjVfEAmg2/uQiUVIMhhqSMxoc2Y6oNbzafZE7/BBU1RF8klRdU1a4jVaQ5FMqmSEo/HNPZEoUhVwgySqatBuuyjymGZ/jwsLHsWUxGmnz27NJdhSyKctRl6Rl8/ZDO/r2KMmVxe3yCVqNHoTbu8XMC2NMJxjMnFpNCYEwTamafLuuzZf+EKV69efyoF+WPj008eSUm8ATgusp06w/zI4f2bMZCJzo/ZzXJv8Lbj4f3jSl/RTB8OUCaIQSRJxSxAKorZcEQlARRHnfq0nzsPWQCQI5/LiPvDwSBC+zlCMO5Il8RydoRjZdWZaEMmYLs7SoSNM/zRFxFKmBddzIinveeJjLiFebyoNZyoaQ0dh40Sja1tMZyQUBtT6If/GixJBJFHvh2weu7y6bnLaizN24f3NOM+taCRiGp/suOw2Z5GkiJOuzkl3hUsLdyilFVQlZOKGBEFIbWhRSBbJxELGQQLNCHAiGyWVhUSStDdEmZiE1gUifLZPjtg/HnNpTsX1IsbhLGFoc+9Qp96dMJMJCUIHRe6STUY06quctKfImBsc1jZZKNogyaRSEU17iveqLzBwpul6f8C/+1dfZPHcIjff+z0K5QFSCG1Z5dIFHS+V5m71iDA4JGEE+GHIubk4xbxLYVbm3Y0szcMKE0cnnp5lPttgUfkDJl6WWatLzJRxJgOC4TaXKz3uHrZIpcuUCiGTyCaML6BHU8RTU+Sm3+B0b56Nuk48IbO8PM3MVI7heEgylX7Sy/czg6fk8E/B2WWT5n6ardNTlisSuVTEw6Md9vZUUp6PkSgyGXbpd6rYrs5iyWCmoFNtLRAE++QtjVwipDOUScfTqKZFUptwUbPRtRH1roJPjITpU+972J6ohOzaIghMW6LpWpJFoJhPiM+rLXGg/ckA10xcBHmZmBibocuiYnh1QRxqhirkZmEorPJbQ7g4Lw5LU5OotmVUVWJow/XlAMeXOWwGrFYEWV3MqzQHOqamYXsqkjRk8FiGZmomg4lC0rJImAatQZx6bwlX73H90hqtEyhZXey+ihsl6Y0PySUCsomIoSMRRhMsTWK14hOEXVKJCbvtJGldIhntYsY8ZrIr/NHtAS9cSXGnXmc8dLh3kiC3eoHpmTk874jPvfI8BwcVJElhUP2HKGoTx0kzsEMSU3OspHUe3H3EhVUN2ShTmVaJxWJPeol95vGP/tE+RydnOXDzyN6Aw47No+M+zy7933ljfYTrp0AOWSvt4fgyccNAkRwUOWQmB999KG7IcwWFB8cBzy4Kyeh+Q0ii5YwgO+0RDF14eKxgmUksPSBpxfGZpjm6QjY54k7jBaTtLdSlr7E2k8TxB6I3ZaJSyMfYOJVJJ3PsVwdcXmxgOz0uTA8ZOx6dkUR7GBCFNt1+wEDNkEt6RLicdELmSiGX5j2agwhZCkjFAjQZ4obEXE7B9UMyCYliKmLjVBDEjRPR1/Jzl6E+EMHMbkPs1TNTIhvu+CKDratAXSSDwkhkt6tN0X/4wppQEdgenJtWeFRT2agpDEYuUylBtJdLcGMXbsuQi4kK4mELXliFD7bgnYcy6XiIpkAuIfH+tsFxO0UlI0G0RiW3RcoaY2pxegMbS3P55WcDgkCl2q0TmDOkM2nyyU0y2i4L+SSGMSGbGGN7N9hrvoHndtEkj7E7S6tVIZttcXKS4ODARlGUJ7lMP1P45BP4tV8Deg8e9xs+/dv+y0CS4I2XuvzmN9/g2uf/miDZ2lNH3R8nFElDlx2IRLyjKULtQCgUVl4gHEcfnQgTvpgh4qDjjlA9lTKiP/vhCSTawhiwmDIZu6Kq1+gFFFJQSorz1A/EPOlsApbKglwW4sLUz0yJSuRBS6irCino2BFjR0OWswwncUZOn+8+VFiuQISEIkExIXNiySQtBTdQqLYVSpkE/YmCG8hkYibN4a/w6e6zuN6Y1crH1IcBD04CKimJaltBlgwkpQJSxMBPYAcaDxtrNJ0Cv/j6Etvbp7R6QzDOctpdJBG7zdFJDokMxdQJnbGKKiewkosEqHj+iEq2T2swRlNj1AcBoyhHsvA5ajWbS4tjzs3YhFHE2xs+tjbFi5dPaHd2OLd6mdOTJq7cwFj6FZbTRxwcdKgkz5Me93hw2CFuxYiikLrdZ64g4QUuYydi73CE3xnw8rJH3wk4Gp3w3GKVj/eTxOMLpOIDuv1T8paJpiUg8lgqRmx2ApJBDElqkcuX6EZ5Rr0dFqa2ONo9xTK7JK04uTw0BgpTC6UnvXQ/U3hKDn8AdF3nsHrI9dkKGVOmOTik228Qk074c1fHqKpOLG7SMHU8P8dyKSCudfnDT0JiRoHA9XlYHTN0E+haCb8/IcmArhwgM2I4llguq5x0XFTJozMQB56MOOgMVejii0lBCOs90Rt42hZGFhKwVRMSU/9xVu3slJA9rJSF5GKnLrT4a2UhKZUQgbUkQRhA3JQ57alUOyqGEpCJeWiqykETUpZJY+jz6Fjj0YmFG8b4ZC9AYpVPvn3Ily863HEm3K0myMQ0HpzE0ZU0vYnFfMFBVep0myYXlpeIQo/qCYzHbTquQatusdvyuDLvUe2DpCTpO3mQXYqWgU+JTq/JfFnHI2TohJSysLPncPHSHCd1j7Y+z9xaFt8/5HOfizM3lyedPmVvp0p5vks+0Wdj4z6xxZ9jNV/iYOMjfvG5Rwx6HoOJx9S5n3nab/hjwNFRiKLMolizbByY3Nr7Xc5N7fLMfJt88pQg9DloKMhk2DhZZ62yw7XFfVqDMdNZH0MVcuaxE/DMgpARtceiirZdE8Tw4qzO5olMq5fjoG6wUPA57Uv4ZEgnyoztE/Y75+iHr9Ca1DnuWdw7tJkvpmiMHNLTq1SjDHrZ4mA7Qyb+gPVKi3uHKm07haHYbJ4OUVCRZZVyJs17myoZy0NXAvwo4vwMbJ2IanytK3HSCSimdDzfQZIVTEM4BIMIMHq2kHivlMTIGccXe3PsiL171BEEsT0SmeyUKXotOyNBAqcycP9YvJ5lCFfUG3uQMFX6bgF5MiGt9r836mI6K9yQFcT+v3MgCKapiars5mnIwFbxQhNZT2HpAaGkI8uvkjR3SBkemXiS3ihG0nLIxWWSpsrA0SikQw6GTfJT8AtLU2zfPiAmDfB9iWxGpud7BPIe88kDpNBhYA/pO1eQ1B7HR7/IwcGEWq1NpZJ/giv1s4EwhLt34T/4D4DmPYg9NaP5H4M3X+nyf/y/LvEf//IllNNvwNxXnvQl/VQhCBycUMRA3bE4q24fQEwVcvxSUpx/F2aE2/vQEaoRTRFJ9PuHcKoAIfzhbbg0pyEjeq6JFFJZiSjyMTRh1tceiVFjF+ZFnDSbF/eaqZwgjlEkzPomnjAIzCd8/HDMraMXiGsqW/UhA/sQPwhA8snEQuo9qPUMSpk4judSTCuEUZqRkyJgwJgyp4MxjYFJIb6LqT/k0ryGbhbZb054VItx92Ce1YqKquyy20ww1hZwwhSeWeI33wpp1WYoZmSmp1fp9SKq1Rx7x19kMF7h7Qcfk0/HycQfoukTgnCZuVyHo06DKPJoj1PcqppkCq9x+VIOQ2myNpsmnZ3C80Nmstuo+ZB6M8NrZxT2OnVmnn0R3TimNezT9WsQ+gxGdSRtnvzab5DJbHO6+Q7VwSbVjbc4OyvhhFl6bQ/UFP0wQDNi5KUeYcJgXoLxZAddn+buQYXpdJ/97jx9u8hSocPzr6wgaVladomV51/F3Nkh6r2LNr3P/Et7+MoyldyE3ggS86+iadqTXbifMTwlhz8Atm1TH73A0LtJIdGBaMLatEXf7ZDSJyRiKfoOLBd87hzGuHvYYi47ZDYToSs2MT2klC5Q7415bzNCkeM0Yy3ipkNrIKGpOjHDZaUicdJRSVjClKaSFoYzhbyQQrSHwjAiQphXXF8W0i9FhetLIlC2dCGXeGdDSB9GjpCaur6oOJx2RUYsikQVZuSIqmIuKXHchu26h26a9CcWf+/dCYt5l3RMoTvKk4rlaA7G3K1+Cdcfk0/M0hwE3DzcojVu0XPe4NLMJh9swrPLj5jOnJLPVjjoxihZDZKGQiI7T9+5QDswiKfrXFmQUaId7FGdE1/FTC7QHJnErTkO+3vk8nGOBg5oE4ZhiJaPszhrc1SbByPF6rkYhbmQ3Lk0r7469z2St7ZWwZjcYD47D8xzfNLhg4/us3tUYMa4z/xyjlJBvL/V3i7MLP0p7/5T/LCwuKhw716fen3A5qZCTJ/w4pktsok2z8yPsX2DhOHxya5CKWUx8fJ8+56Nrh7S6PtUMjK5JFycC5EQzqSWKhIphg6tgczNPYVv3Tdpjy6x30oztOPMFzZ4fqVD4NYZTAKQ32Qy7CFlbYbuMtXBCq5SZX0tRpR/jl40x1JJo358F88xMJQBU+kefhTn/e0sMV3mwsyIYkahkM6z2WgykwqpZCAbkxk5ElM5k4MmxEyXMJKJ6T639mWOezqrZQdFkuhPIjRZOPFVW2Jfy49J2lHrsfFMIIKTpCnknftNIQU/bAkpadoUTsSlpJCL7zdU8okMSUvh4/0yoTbPbPoegWxS6zokYhHdMTiuOENOukKWVUiBJCuMHI2uHUdhwsW5aWQlolo74dWzkND/iPbYIJsIOWjrJA0Fx7WxtTj5ZArfdtlteFg5F1dr4PgRU8tXuDA9xpk47GzfJZa7yhfz36WoqwxGdTLxkM1aiq6dpef/MbJ8FtcNnuxC/YxgZwcSCUinga07kLv2pC/pJxJL8xNSyYB3Dn+DN7JffUoOf8zIxuH6IiBDXBOqkOfXhCQ0rgniNp8XCbOUBd95BB9uC9l8tSXuDYtFuDmG186B43mMPcia4AUxEpbNcPJ4prQi86Aa4ofi+VVZxEgRIq46MyXmJjYG0B9rlJNCoTV2Zc5WjoiCWRy/gusP2WtC/rBF2rTZaUjUR1luHuZw3T6qNoUbaMwVJAbhRb75YJnm+Dw/+8w3qCR7lLNtXrlgUesb2H7IxJ3h7c1f5vfvzhOisDrzDr/6zKdMl1widYVPjy9wt/4FYp0bPBP0cewJYzfFnaMX6Y8uA89BdZN4PMuLz1bIS02644iZjMp2PY1LEi2XZSBdQsrkyTklYskuumYjR20K6T4HrRM810BVQjKpDLV6n2xij2K+xP2dNGndptk4RF9Y5bXXYX7+RQa9c9z+5n/JQjLJ3sEB8timUXOpzF5GTkYoUYecOWSkLfPsbAXTnOfOVh1t90Ue9h9xPlVCickcup9yZvZFilOrvLR2hdFwSC7cJpUs8dF3t3l2eZEHxzqtXop+d8R3vrvPl7+cwjD0J7l0P1N4Sg5/AHRdR0/P0RxusJZ3yKQ8uiMbN8ygGxadkcwkguPehJmZq0TOLheKQ+p9h3IypNZVOOrITFyQ5RHLlVk69nlk5QESHTzPpZhQ6I4kCsmQhCGxeRKRtUTlMG2JjFkh/X2nxpmcMJBQFbg0K4jfahFuHAgji5USjGzhwAUicDxoin6ivYawyN+pwXMr4IcyihTgBgGmCvNFnZGtYtkxNk5kzs8qFFI6JUll6GiMnWVkechh+yEyaaqdDqpWQJb2ePuhzdmpfRbzLSJpzO5pCiszj4dPEI0JkUiXZ7HwSEyt0nP/gKVKmbG5yr/9yz/LJxstZiOPDz8YcjR5hoyhk8xVCYtDLs9lCUOJP3hHJRYkaZ3uUkoc4ak69arJ3bsGZ86UvncgyIggs9Xqs7drEHhxbHueu1sua3Pe9zJLEU9nqv048JWvLNPvP+I73znCtrPMZMc4bp7pbJ/9psF4Uqc9dojpU9T7p6xVjiEasFKWycVFj+xcLiQMRNZ2JiOqaw+OhcGAIofcPTQpJL+IoTVJxwbY7gnnZxyWSgau10DVF+h5W1jSPZLxgBcvxfBwaftX2BwFnFuYY0qT+ej9j/CdY3TD5v2tgDNTOt2ew1o5ZKeucGYqopwJeOfhLjFdZejrpGMR6bhEbRjS7frcOZC4sghr5SzHXY/5Irz3yKBneywXfLwQ1qdEcHFpXgQyJx1Ym4ZHNYn+ROJsJcLQIuKmqPLJssiIJ83HLnsRqBI4nszYlSmmLA5aEtVeguNOgli+gh47ZMrqE7N0Gr0hYRTSHsFcQScXj9g8kdmp+ZhanGonwci7gC5tcdLL47t7zOQhZSnoahxLb7FxmqLe84lbISkzS6PvM/EGuH7IwDZ54+o8ciHDvUdv4YbnGY6bHJxq3Ku/SrPe4dKajqVIEE2oZFpsnqaIojiZ+C653AzT07knvVQ/E7hxA9bWEC4c/Q2Y+3NP+pJ+YvH5lzv8N9/8Rd4o/F9ExkZ+Ks/9cUGWRQJrrSLioWZfmOOFKaGmOu6KpHh3DLoJ15aE+uK9RxD5MF2AT/agnBLKi3oPTB3sCfQmY27sGqRjATEj4qij4gYmB22ZhOGRSzocNg06I4eXzwUoskTflsnGJFoDiJs6g4nHdMagNawhqU2msxEVVyVp9OnZGo6f4mhgMvKu8u1P17i8FPH82R7OWOVeQ6EzcYiZI75w+TucK/aQOEFSHveZS+CpGv1JjL5dZDRJks8nWS3WiasVotEN0okhOW+D8TCg61/g8GgNOfoQI36eeKqMamwzk/o2S+WHLK+d5cSW+PgjBW8UJ25mUZQYmAavfuFNzOAblPU8D8crfLj5NpdmqowchZp7gQsrC3y80eaoDYoVRx1/i1E4IvACytOvAZBTHfzEVebnhaQzmc6ycO5lSlaLuKURNyXs4Bjd8DkZxNFVk8r881x89pdp1U+5f++UxWde49+6ZLOxcZb28Q6qOeLa1assFyI8Z4vTfY10aQkvhIlto8gutVqNu/dzqPornHZqRA9TxONHfOELT5P+Pyw8JYc/AJqm8Us/J3N8I87JQEUdm6zNa2iuSXvk0fUi5uYK1J0JUXTAaHTMIKVgWDl6kwGGqYEbZ6OWZL/lk0uapK0GaTPGXLZL3AhxPDEWQvLgdKDx3LLH7QOoPp5z5vhCN3/cfyxxyIhg8fV1UUVImGJUxvUlETif9kBSRECdMoW0YiorBr8etcXPl7MQSnDQDDnpiIbsmJHgwZFGwhjSGRkMRjmiyCVpjthvmuw3zqIoIUGoUkp5DJ0Kilonkwz4aG8KK3aR62fr5K0KQTBktuSz3XVxYmep6jHMoEh2ZornLp0hkUxgH44xcgafK5XwXA85mlCYv8YvX5hjZ3MXf1JnJp3D6XTpVm8zjEokEtfY2bzDgnlCo60zlgLWijYPH+bY3j7i535uRhBEaw57sk2n6+KFFhNmMSSJsfoc+8efsjCdpd4PSc1ffNJL7KcCui7R7fYZjRpE0RDbNemOr3HQtqmkJ0wm+1yclzlqDRn7EjmrwQtnfPxAozu06Y1Dgkisb0kWla9CEs5rYj33bDA1h0enHzCXtfECiJsGqZiFoaoUki4pt8l+5wEzszpR4it8unmXlL7FYT/JVEfHH9/gzPSQa0sx7vol+se7aHqao47JaT9JIXHCSgXe31LJxhX2mz5nZ0J0LWKzFpK2ZLojnYFjMZWVWKmMhHteMI/DkPlZnctTNkuFCVsnHk4ggpYQlXhMxgtd9usyubjBSlnlk60B2SRs3RSVQl2GW4dCNn7SFfLyQhI+2QtJxjRKKYXWSGPiFbm6WiAzmyVlXUTpN0nGZDTZ4q2HEro65rQHbz1Ic2Z6mXvHdeoDmblCD8+5zXbD4LQb4HgJfuVaxGY9oJAY0x4leHgc49L8hItzMHY0DpoW949s0kmTQr7CzQdDDOW/JZcyOBl3mZ99k72dFjfupbDCKvc1uLJYQ1YdHE/BDiuYZg9XUVg/V0BVn96Gfhj4nhnNaF/0yamJJ31JP7F485Uuf+XfO8N/+RtljOa7UHr1SV/STw0GE+GJUOuJJHfPFmdgwhS9hYokviZL4vNcXMjrt09F0q2QFMqpjWNYLovnrGSE6spSA2bKCiedGJoCYaSx1ckymmR4f1vBD4fUuhGVTB1jp894IhNGEmEYcdLRafQmlFIRbqCgKTJhNCYIY5SzIZ2Bi6lDOhnj2UTIb33UpuV+nu3miNbgPVbKd4jLHQqFBZYyVYxYklTMQAnnGfTu88f3TNKJgJNOhW9vnkG3Fph4E2y7huMVMdQbWFoCz1WIvICEZHEw3CeTeQnT/HVarW2CoMGZuQ2+8rpPLPYCg8GEo+p9ypk1yBToBzrzCxbLy2tcXPw2P/timu98p8PMC7McDv4KHx5/yvLsFJcvVvja779NtbHATq/A88vv8tob6yTjJnZtl1p/n3hmiYFrobgOnufhui6B76Ol56mf7JHXQEJm6fwaoZRnWJd58Uv/a+KJFA9uf8TB1kNWz6xSnDUZ1na4kDui13NpOQavXi5+rxe92b0H0SK7DSg476I4Y757c5+t42niySZG5U3a7Rjd7lPX6x8mnt6V/xR8/gtX6Oa/g+kvU4o7jOyQD3YVHKPMFy7m8IKQfq/GXNalZWYYeUdEqkx9UGa35uFMFDQ1JJvI0OrfZKXQoTvyycZE1muvLgLewRgk1eN3boj+wBdWYOCIvqDf+gDmi0IWOrDFAde1ReWk2haZtfZIzCdMPTawuTAtsm53D+E3XhYkU5YFETQ04ey1Pgu2q9Eehky8MYW4RTGdJWaArqbwgxGbJyN+66NZav110rEEg/ExmjJFPrnBleU4ViyOpm4z9ncgSpCIG0zcOP1Jn40jly9ehldfWee05fDhJzuUsw5VW6Y38bnyq7PUGl2qmx8zv7xMJdXig4+/wbVzq/Trj3h0Zx85CpibTqP4HRbyHrduT6FMXSIY2BjYjAY9iLsYxiJbW0dcuDDL7OoVatUE9eAR+6N5smUx9yaWniaxXKYdueTPlDAt68kurp8CTCYTbtwI6fdLSFIItGkNLe5VfRxP4+zUTX7mso+h+lyaD9mq7WMqYKo6rmQTRDCdg/c2RB/JXFGYAkSISvrleWE9Xkja1HoHfG4lSXcU0p24tAYuxWQGU4sYuj5n8zUGfopS7Ju0HY+Jl6Xb7/DCagavUSeW2qNTHzJl5LC1Oaq1FpKUI6G7BMEQWYp45XyF97YCcukkulZjLhcQK8P9Q5ejTsRSUUUxUmzVJ6yVxlQ7DXZbMSqzSzTHA4yOg6lrvP8o5MyMRCqmsXGqkY/nqY9NVmMdaj2H83NwbkrImO4cyhw1Q5JxFVMPmcqEWIaQpV6cg5O+xHEX0vEkAyckYUI43kXLlpgEn+N37jwipmr4ksbWsQq+zaX5I6rNTexJiZ4qYR+FZOMpiqkMlhHhel3uHCqcnU4ztANuHYa46PjhBMNwSSfjSFKfoRunbS+T1g5IS3vMllTiiSSdrffZ3WhSPzlPOvnzSH7A0Btw87BNwlrl64dtSjmJc3MRGHEM+xPs8VWsWPwJr9iffHz0Ebz5JtC9A/HFJ305P9Eo5j1WFib8/qO/ylfm/9FTcvhjhCoJYrjfFMnu0US4hiZMaA8gbgk/he5QKKEMXRA/CWG+BUJyOnJFHLVYFNXDdAy26+AGDumYiR+pGFqWUsrkuGORtOZYLN2kkurQ7E8TRBLDSUg6LvPepsFeQ+IXn/WopMTc2W/edXjlnARopJIGo4lNJh6RsHQmjowuG2I4vaQycALSlsKl+QLdQUR3bJM0C3y6rTGb7uN6CvXhOlvdGI+arxFal4m5W4ShhD854f2HOc4UxlhlmfYINo5eIPQDFGUdSZLo9Y5Jp1UKhRYvP5Mknx8yHh/hTAwW0nUstUwyniDQdIJMnmefTbAYazOsdUibCaz0DK6mo0ifw9TrHB31iSXfoH1qMruwyOICxBM6C0slbvWG7O31kccSgdPg+cIx97/xT7GsBJVKiZGTxaq8zt0bdaYLcc6uz9EfeZQvP088keLjb/x9JsfbrKYidt57xHAmxdLiDKWZMszAjRufsrc3oVjKkUrGsXSZR48OOdzu8qCVR1XmmT/zHLt2jqPRz3A+niAITjBN/8kt2s8gnpLDPwWl6QV2Pp3lTFaiPuzSmuhoKYtL2QBL9Tg6qLKcHnJ4PCACDtsmuaREZmqNC2cvoIcj/vgbXa4sfEB/2KHe9ymlhIHMSUccVN0xzBWE5CFtikNRUyERikGvzyzCJBDuWddXhFqoNxYjLm4eiCBZkuDIFa5bRMJ4Qpbgy1fEwNYLs0KS1hqJcRnrM4Igur7HYl6QSlNz2G9GRJFBLt6ib8d5eDJDd1zm1sGX0FWZqbTLVO5jZksKmqaRNloslDIMPAnXH9Ic66RjEtXuFPMXv8RrL4uN/ejuLRbjGkYySSYJznGZv/M7bSaDiLXiCuFhklh6REU/4mSryWn1lJhWYDTq47ppxpM2knqKG83TG7kYWhNNm+a4M6CQ2CUatmlZDsG5KRRFoTy7Qnl2Be2jAw4Pq8hyyPXrJpWpqSe8on664Dgu7XbE3bvb2PYcoAF59lu7zOQq2N4qrvcpq2UPWephqR4fbEn0bSimIm71RMW7kBLuux9tizEtlQx8uAWbJxAzoTOMSMchmxgSofGo5nH/yGVgT0jHFcJwgmWWaLQt4sY+gS9x2s1yvtShUd9habpMsz3CUAbk4xYtq8Wj2gwrhR6ypaKo6/QnJ/zODZd0cpqY2uK44ZI3HSZyRMoSg+oNM2Jou2SSMoc9ne2mSqDk8O0mM6UE7fYA1wsx9JDTQQFJ17HiM+x2uszkknRGY3qjIa+c1dEVH1WVOWwr7LciVqdlnCAgEw9JWsKUZrEIzf6ExaKE7fRI6hkC5wHx2BpXliZ896aKUfqLHB6cclTdIKlP+PmrRyQtheO2z2r5iK6dIGEYzBey3D8M6dltMjGFvYbOSa9OPiFxdalCJPUYTCYE+HRsk0jOcdzyCaM9evKQuDak1YJqtcG1GYm2fcyxdY+iUWZpqkmM21TbPb5+f43a4EX+tekermxSzEjMZH2a1fvMnXk6T+7PgigSlcO/+leBk1uQWHjSl/QTjzde6vB3v/VLfOXsS/DsfyqyuU/xI0eEiI1WyyI+iYCEJeKfWl/MKZzJCbK434BWXXwvZghCKSHioiAQrTg7NTHzMBMXyfdb+y5jRyKfDAjDIQNHZq08ojHYZSY7pJTUkKQ2fmDRHvY57QeoisrFuYCMVUFXHWEkk5ywdRqSSRgYukLfjihm4piqheeGpI0xZ/PbzJRqZOTfZzFjkZbHFHNwc5DDG36EoSzSHCWIZX+eYTOOaZZISMc8PDmkUvkcl5feomCcMuhbvL2xzoOjGFFkICmrdJ08hBuklUeY+iFG/Bc4f36a81dzVJQ/glCjXd9i4lloWoKIHtmYQ5h2qKTrGJMu0+UIp1en1otwotdIz6yg8U0efFrn3mmO+TPXyWZLNAb38IM2siyzsHaR1PoljrbvcWXBRJUNvOYmfbtLMj5P3Bpx6o258Ob/hub+DY4GAXp6gVJ5lurWbaKRT9YK0DSdpSLsn3aYKZlAmU53SPUojneoUTqNSMdu0LV9HtYT5PU0hh6jUa+RT22Qs7I07UuMRjJrax1efvn8E123nzU8JYd/CqIoQip8gQ923mJ5ZglV9XlmRWfUPgSnTtxt43oqMU0nGdM4NxPS8Rdoh3murVc4qffJJW+Ri424MhvhBYLMuZ7oITpswfq0MJU56QoyeHFeHIaq/NiGOQaS83i2oS0G0LfHUEzA2cpjl8OEsHC+sQ8vrooZiEEksm2mBh/viErlyBFBrBgeK3F+BqptlWpLYaUSkDAULF3nuDPho91VSqkFyukcZyq/ySvnHjKXG5CImXRHDWwvwcA2SCdThE6e00mC3UbEytkXKD3/S6j2HxJPPK7ORT6yrOBMRkwch1r1DkZ8jnzaYjh2yeTLvPfdD0naO6hWkX5vhCl1OBiUKBR8Rn6BxfUKZ1sZfCeBlSiz8ahKrlBgMbFJPN7j0mqOw4fvsnjh+9nd556b57mn8eYTQzKZ4N69t2k2Y0TRCAiw9A85N3WfF1ctJm6TkeMxcUfkEhGRBKYe8d1HIjN70ITPXxBrt/7YSGlgi5v/YuH7bp31LrxyDlRZIpfwuLIAsqwznVaZzqoEUpzTrk0xo9MahhDGWavEKMYbJK02B+02oRfQGQQUen22ahlMLc9WbRWr1+GZFVBUmUcHMyQ6OyS1I64v2qxNR+zUIsoZmSCSGLkeUmQTVy1UbC7Oxek6Dp9s2cR1A9teQGOEpo7pTLI0Ti2M4BSDkN3GDPO5dYbubQZeRFKLQHEJCclm0/iRy0kPDhtdYoaoLBqKCHZMxWGvpzF0HLr2Gp1WlszsgMWlFJ+8c8rO5N/CUP4m6zPfZG3KI25EJKwJ7XEMSbPw3SFjp42sRDy7NKI7DmgM5zEUDUUGP8qzUFRpdLdojSQCr83tXZvnV4voqs1gPGDsTJgpaJTjLuOxgj0Z8zMXQ5q9v8Vc4RKT8TSZeIq2HXLa2WHQ2SZwzzIcFEgkqlTOP92of1YcHICqQqEAPLwD+b/8pC/pJx6vv9jjv/pv1un+pTKZxrtQeuVJX9JPBaJQOJGuTT0e02WJeGihLExiLEMk1HtjQSL3GoJAmhqUbHF/6E8gFRMkUVdgty78Gho9MZrCMhw8H7rjPp6rkE1qxFyb065BIaEwcnqEQZtCQqWQMuiPx+y1Iiw9ojvW6Ix07h9J7Ld+lanMCEPr0xpvEYu1aY8yDJ0KuWSXkfuHnMlNSBsKhCP6I8jHJcbOGElbQlMXKOYitqtbyPJLKEqbqZLN+uQjMum7nJ/PI0tzVEpD8gWdr30UQ5anmPgmpXKLX165wYWZDlHkcXv/FqXcr6Eav4KbWOfW+w85mVxktvABgfs+ta5LvjTP8guXON47IEpe4Y8+uMVMBRrjLlMX5zhzNsbs7F/i0ot1/s7f6TGZ5AjDEJJTjM0k94+hOPc5VqbmMfwTDK3J5r3vkgl3aQ9l4qV1rJhJf9hkevE88+dFTOZ5Ho3TQ/rDPiDhPfYgC0LQYyVqvZBZYH9/zJB1wsRlHh58jaIxZv3SAjtbm7y10WAhb3OuHGDFXV5/LsVs+2v8uf/5X2Bqau1JLdfPLJ6Swz8Fb721R693jih2lg/2DlmZe8RyvM/DTZuDhzukwi6n3QmXK10mQ4lOZKHGxqQ4ZFjV2DyOo2kSPVshPZY4UxF9gY3HJK0zgrtHIsBrDkTg+8YF0V+13YAr84IQBgHM5YQBTa0nSOSDY7g6L6qEu3Vx2F14XBFcnYaEJman1XuCQHq+CBx26tAfQyEVcecAqu0IiQQn3T6W5nPS9UCyWCw4PKoPiVnTfOnyNq+vN1iejnHYbBJEFvdPI2bzPnbU4fLnfgmfGDeOcixcXcIwHEqZs7juMZapkC3PcmPnQwrJGsPaQ+bo0Ru/SKzwHGoYcO/BA4LJBJkFIX/we1SbIe9Wp7jXnObF11Z4fv11/leXdG7frhEEEj/zK5c4efB1ZjMe+UIJWZJR/daTXjJP8c9AkiQMQyWKDokihdXyQ149u0cpraLI9zg7HRFEHrl4xFFbVD7WZ8W+2G/Ai2eEdPLWnhj7MJOBUlpkgAe2CCBcTyRCpAgmfshURmZoS+TiMoah0pt4BOGQel+iku5w2vSp9WGt5GI7JqBSTnRp9BxKaYOk4dDpH3LYOU/oFykqaQ4b++STCjPJW8zmq6zP+CiSxO98EpKJSSiyCF7SKYn7VY0HVZ/LCyr1XpvuyCVvBhwe61xdTnHUmuFOVcM0+nz5uoM9juj3HQ7aEw6acVBW+WBvxHxpSKc/oG8s87n1Ctlwj1a7z6A34KAZMH5sTNO3wfFVpvNljjsJvChiOFLJGx4pNcPluRQHR9+lYyfJJxxsVyauOxSS8LBhMJyoKEGe7zzs8fzqCBhhqhnS1oDjjoaqTZNKZLHdY0ZeGi1dBAYslHo0RxKGErCcd9k8Dbi3GzCTF5XeM9M6rX7AVKaJPRlD1CMIZYqxd3nl7BSKpDOduEtztMBH97J8USs8yaX6mcAnn8DZs8CkAYEN5tOZX39WJBMBz14Z8Ft3/xp/efU3n5LDHxMUWRDAyWNlVG0gkoNBAMhCYjqciHO3kBSVwlpXjKJwXWHK54TiHlFJizadSlo8X3YKco8dR486Eitlg+ZA4sHRMiEtYobDh1snlNIKuqZy2kux3/ZJqBLnp102T1UkSeO7GzH+1ls/RzF1lnphiBQ1yCUaDOwGSkqjPnBoj21eWXdJJlwkf8z9aoJsbMLmaZL6KMGFlSv0mj0O6jrjUYdAGqFoPc7MG6zOKuhKE9nbojZcJPAHrJ25wsloxGCwx9qlJYyoyasLNsV8jHB4wEwxoM03yGsOr3zxLzJ2isjed4iHZVSvzuxUSNtc4DvvFlgsjrBKDrHZlwmkBs+9UWHxysr33oOlpRJ/4S+E3LjxCPA5t2CzkBohSdBsbFGozKGlZtm5+w7nF2J0TzVUU6f68C1iiTRYK/y9v3mAmn2NbGbESv4hs1lQNJd73WOSchG3fcRJV2X+8jwLz3yBav+IzY6KWf4iqqphuDPkEhIfffyQjUdTBN5l7u3VsLSHXJybZn4mwflEnHI5+4RW6mcbT8nhD4DneTSbcUxTJQxDOl2Fr94Z8Kl5m2cuPUOqrLN7Z8hKJUbXl+iPBjjDiOWpEaE5x91tg/1Ghocn15mWDVr9Dt1RH0kKmc0JmdzEFbLR9gAK8/CNO/DNO2Ku205NyE0nrugjvJ4TBPLZJWHZPPHhwQmcnxYzEf1AHJDdsXiO+ZyQkzb7cG1BWD0rspiRqMhCjrF5CsWUzNDpMZWBIDIZOXl26i6NoUrHfoYoeoRmzWPoD3G9AZI0Rlc8rq0s0J9M0+k08HYeYCVmKMQknv/cNVLpNDDP6eNxF5N4gmdflrnxzh9iWWnOny2yWxuxub/JpWsv8O0H2xTyV1jLbKJpBvVejErhlNfiA1qhxOq5aWJxYazw3HNz33uPnEaRYnb8vceB9NTC+F8lSJLEwkKMINCxjARnpnws3UGKfJLGMZX0mKHj8uGO6Ie1DNAkOHosC/J9sB3Re+f6QhKdtvie5fgr62Lt39qTuHUAZ6Zltmvw6FRHln1K2RGqbOGHMpPQwNOnaLlpjts1tLU9ZioOQQjf3UzwylmdXCLiuBfjjXMeAz+g0b3PYWeRoZ/nomGRS9e4thTiuGPWpyUKKYXb+6BKEsQs6oMIN1ApJHxOuxGq4pO2PJ5bUhg5E+4cRrhekoed17hQPuTB/iFBmCCuRpz0ZFzlOVT1CD2CXCmHbxzy6y9Ms72zjzeQOWp4GLLJQmFE3xaOfTETJp5Bt9vj9sECXphhKr/D6WmFneMmvjuiYI1oKWXajsm7W0dYmk97LOMliqzOXeb+3W3cIIkXdulNIkqpEZLqcfMwTts+w/mFiMOdGpnUKucqFT564KEE+6wWh5hSh5mCQnMMU+mI7RoslyWGdsR7jxSCQMOeDJCkIqc9nRAJXXmWkSNxr2pT7Z5QXPkyumE+4dX6k48PP4SVFaBzExIriF30FH9WvPlKl7/99Z/nL1/7d+H6fwby01lqP2qMJvD+FvziMyJm2TwW/eVHbeFW+sGWiG/MaWHUdWMiBt8PxkL5W0mDFwoy+dGWUFf1dLg8B7st0G3IxyAMJI7bAVunIwxNZuSYfLAVZybrM3IjkkbA2pRBbzwhl0hQ7ZgEQZKTTkDcqHBu5hRFctGkkCuLbbIJSMbLZJMKkZ5jIhl47DJf0Kg1DYoph0cnaTR9nVCJ0xw+JJMskEiVafE6+ycplNEWy4suz18HWS7y6HaXUszHcc5wWP2UP/eFq1QqV1HUfbZrPr3TY3qtCfm4SqTo5MtLzKRDOo0jzp+PoXcUQned3d0l+naP1qDEQXtIpbLGdmMHS+7jRCrLL11j7863UKMRvpRg+sxLrK1VWFurUD85IDXexTSEGszyepwcbDG9sEZ9d5GOe4KXfp6JPaK1fwstd5ajfY/lQpLtwZB6f8CS0cWoFDEMjVdfPMveaJnRKOS55WkWl+aQZRnKUzxvNPnooz6QZ2h7lPXb5BnywlrI12/18JXn0WJ9Xn3tEgD7jVD836f4oeMpOfwBkGWZ8XjAgwcSDx7ssbWVJJO5zB2mubl5h7UVlXT+WcbRXaZKc5SXHZqdLreOMsSTq/jBGiBx2F2mH/gYFZnO/sdUUh1qPQ/LiMjHRaXP8WU0NUVEl5sHYn5PNiayXrmk6CX87iNRYXQfW/o/My8kFbtNQRCvLsL9I1i2YLcmjGp6NqTj8Hs3hZ2zpsJxW1Rfwkhk3cauwW49TjYeUEpHJGMOyDN87dYsip5kKpslFzsijBx01ac96JNNJHH8PJqZR9N0klacpfkZ4okG7YOPkReu0zm+i+952BOf1vEGQbhHMqaSSU4zdBrk8jFS9pDq0R/wa88r2OMuD7cfoRVyaPKA0swZLC/NQqKM39sGnvkX3qPi8vPsPvpjYqrNJDDILj7/Y14lT/Hfh3Q6JJ+/SP20ShRF9O0RlfQ2pbSDLA8pJj1iupD75ONw1BNuurYrpEKKIqrjIG7+ew2xtiWENHvsSBTTEoftkO9sQD4ecWXRoz8OcV2NnmzghwaZyhnuHK8z8spkk7/F9qmJREgiZmCqbQwjTyD7+IHPaFIhZ+2xPmNwZ7/B/uAay/n7xJQBmhyC5vHhloSqKJx0IIySQALbCwkjm3wyzmE7QlUC5gsevh+RT0YkjR7v7mXwxjWqLYWYnGCxbFNIj5CPXOrNTyiXC6xMW8xO5fj6foLfeXtE4JjYLZPQS1I0u9QHEhBxpiKzVdfZbpoEYQVda+HLCTY7i1gnRc7M2MSiAWfz20wlBgzsKl++HLBSMXDlOL/5bhvFzBIvrpN1uxz3JIJowMRzqXbioF5lp7fM7U/X6A+vc670HhPZwUpf56i2h8Ip1xc83nqokksa3DqWGdgRf/sdBUWR0GWLIMpz0Mzgh7v0bYuEYRFFJrI8QpHXGXtZCsUaU1NfeHKL9DOC996Dn/95BDmMP7Vz/2Hh+Wt9/pO/Ocve4HMsnnwNZn7xSV/SZx6yIuSGbz2Adh/ipvBouDALtw+ECU2jL+SiQ0f0H946FM7tfihmRY9cKKdFAr7ahZmsMPNbyIsYynag0bdR5CRXFmS2azdwPR9TtzhorpAwE7h+ic5WG1Xtsd80KaSSzOYmeIGMqe9wZX5IMTEmHfeI6XEsKyAkR9cr03RjRIpN3yuzWR1gmfPUhjIPBz9L2zvHYv4RZ3N3SRs9Wj2JdPICRn8We9DCHv0xk7ZJpxeSnH6ORmeRk2Ge+TmPhYUMm5t9fN/g7sNDzpc1FrJtNHwedOa4cu4szVaPgmZy9uwUvQOT1t7HOHaEaq4QTib4gzvc+LTEpcuXmZ3NcXalzaB2n8XsCIAoGrC/+R6LF98AwHcdJAIa1W0kArR4gTDuAJCdukRKjqPrGo827lFMq6xm2lTv7HLc3GUUdYllVnCc7yerdEXm0pWLxOP/ognZ/HwBVW3w4NN/jJJ5iKkMaLoeXmhyZX2R+71z9MJH1DoTnEAjNfc07vtR4Sk5/AGQZZnRqEu3a/HwoY9tx7EshWq1TSv/AicDh7Vil6XrcV56YYbeKCQxXaTuOUxGaTq9Bg37CjPlPXLDKqWUxULGIGZo1HsSVxYN9uoOcVOl1cnRGrW5NCeRjoPjRsQNaI1lHuyGzGRFD+LAFsO/pUg4eNmOcDe9XxUVw3xCGN1UHlfYE6Ygn2enhTPqVEZo8QePZyLKwO0DCUM1CSKT9khh+zTH3cPXyKY6XJv/GpcXfcLwgNZQp9730PUyruuz09RR4iXKmTqeu0s6k+Ps2Wl2Ttp0d77JTE5hb+MTMlKXbDxi3Dmib0So3jHH7hSuVOQ0UHlz7pjLqwWOT3qYWNw7DZnLllGNIt1RgqlYj3xuDscRVsnxePx7Q+9j8QRLz/winuehqur3vv4U/+pgZSXH/LxBpxPSGsJzyxnm8yqGblPrBUxnRWVwJiNu2O3B4xt8AEhCUqqqwoBJV0T18LAJbigSHaoSIUsKuiphewHrMxK9EUiSTCEdZ6RPsbR2hj/8YEC74zGZpMmYaXRrme1mk0pqnyAKqTabJGIJDNPisF3nZ59L4HoysyWbG1u/w0oBXM/FD20ShkqU1Pj2fY2ptEU6ESMMssiSS3Mg848/LjL2LBYKYzLxQxYSEge1PksFBQIfXW3wrXvTpI2ISt7g7tEUgT7LyvRbvHTFZGVumuOHdxn1z/Jp5yoWBpPDt7m2YBMFNoEv/hbVtkQqXSDlLuAOqzx3aUxncswn1YXHw6JDkoZNKRVwJeuydxxxYTGJF0BMT3Jttk+tf0hFT+AaHdpDh2IqTSKZw/ID0qk0y+42727GMOQ0W43fILz3Ns+v/kN+6Y113r9r8t7BPc5MQyjlQYvx7a2XkQOJrPw2rywfYCkjzj37NpmYzVYtT288Ra3/B2yevkRj+IB0ZZ1//99/9mnm98+IMBQzDv/6Xwfu3oTFf+NJX9JnBroW8fmXu/zdD/5t/sPV//opOfwxoDPWyCU9VotgzkHSEsnvRydCPXLaFQnusQezSTHCIhcXzu3pmEiE6yEQivFe61PfH4VRTgn1lBeAqkgEYcBsXkJTW3zxoowX9nn7fgdYYOQUeOfhVU5717g6f0I+WePSfJu4HrBcklguPeS0GyMI8/goOL6LPNFIFYpM7Cyf7L/Cz11+l2HUZ+dEJkgsMT27zEpxnWuLLnPxY6YzcapVma3q79NpLpJK6ZixeRr1Y5AkNh8cs3a+wPDoI2oHVT5017HtHpXKMunYKS3/L3JafY/pnEdr6HH7bpu6o7H+hQS+73N00ibs1YirNv5km9nUCyzkFuhMqkwmF/H9BzzzzHWqt29+7+8vSRJqNPze41xplpu//3f43Ir43v29JulLYs7hzMoVjncUon6Trq0xO7VGu1VlfXrEw6MTilMGD0/rjAPhJOr7Ad2wyFIs9qe+/07jFm9eUWnVkqSp0LE9Gq05FHx07RE//xtfQa+kKKRS3xt38RQ/fDwlhz8AnudRKMwDY+7cCTk87LC7G2IY5zg6+iN0/Syt7Fe4015k9N4DLl67QGbuMnNSg+/8k39CTK9QUL+GYrRR3EMWcqfM5gM6/RAvgFpXZr+ZZqdRYDAJWCr0kSSDM5WQKPTYOImIaSGFpKgkTnxxAJ50RO9hzINnFsQhGHs8DHYu/ydmM4/dTx9XGhsnwsXLDqDXheuLogLTGkG9rxEz59mt1+iMBjQGRWy/z2r5mIWSQyUbEQZpbLdHazjF0Elzt6Nj+xHF0hF1p86XX4tQnUdM7Dztns2zZ9KMxhPy1gTJn+D6ML98hpFq82iny8e7M6TKV3n1tQxT/BMApqfSTE+lcfemUM0krdY+F6+USaQTbLSyfPjVDlFkkE7v8sUvzv9zc9H+ZLD9U/yrh9dfv8Dq6u9x40YDNzjHvaMEzUGXN88PWCgExHSPoRwSSoAkkiBB9P2sr6rBc0vCnCafEP2zh23RfzJ2JFKWSndsYGoOs7kACZgryMiKwqNaxPG4Tc9+xHbnKgPlAof9MXc6z/Jr6QdkUzCVazJyI8JIY68VctAxWchLjO2A3khi5IYs5h2qvTgmMiPbxPdcbD/BbN6gN4rTd9KYaoOMBUedIo9OlknEX6TW/QaW3qXWHzCXkwhCk1TcoZAMSJg+O+1lsuUiinTM9bVDCHzW53xavRNaLZfJwGZ12ifoP+LatRbtgc25KbixK2zaO12ZYJIik1DJZ2ymclNUkLCsQzYGBczEPDG5j6n4OL4PkY7j+Bh6RBCN6Q49FNPANAsU8ybffiBzc3/EypSKrBVQFJ9mR2cp2SMdk4G7ZFIu0+U5Vlc15ubmqNbjbG6NkM05bnaz9Lyv0Gk1eH5+iBdOmM0dY+pD0mbIM/MO906qnHYTvL8pYWXK/Cf/5yUuX55/wqv0Jx8bG5DJQNpogtcD66kz8w8TX3q9zf/tP3+dv/H5fx3J7YD+tMfpR4l8zKOcEJW+tZRIEK5WhKHfXlN8HLvwya5IfO+14NKsqCA2+2L818gWz+UFsNuAqwsqrucjK6Jdx/WF6WAm7tMZhlyaC4RsRdJ44Qz8Z1+bAZ7jsLVOtZOmOx6Rst5nofD3Wci7JK2Aw5bCTM7muOty2plj5Ha417zGdGeaVOkaSvISn7YyzJj3cdwYRydtbh7MYlgDmvM3+NVnPyUWakQuJBNFrl1oUKtJJBJncbVZlpfjON7vYfgxVmfzqKrCwdEj+uNVeicyUTTNoL5FPjXktB1yv/EKC/lXefb6HO+8U+X+drl/JAABAABJREFU/W3k01POljIkpCpXz/l8cngLxVphZTVNLfLQ9QoAvhTH9brs7XUJQ3DMMrOP3w/P91lcPkN12IIoZPHsJdpuGxBkcWZFSDyjYEIxYXNwt0EmV0DpGyRTE9bjY8699GtUmwdIisHixbP/ncl8LeoiSQbp/DTtgxPOLce5cMnk/qHCpfkV7t3TuH1b3OvefLNEIvGnE82n+B+PnxhyKEnSzwL/T0AB/j9RFP1HP6rX0jQNwxhjGAayrDKZdPG8VcLwiGJxipmZEguLRXKzBWLTL7FyrcxkMmEud8Av/VyZvRvfIm+02a9WCdMSEmM8L6A5lIAk9V6c4cSkOcix18lSTgzIJTwkSUVRfUw94qQrKiYxQ4yi0GR4Z0OY1cxkYD8OuiYash0fHp2KqmA2ISqLY1fI8/oO/NxVaA5kxo4YEpqyVDRV4dvjEh/uVsjE41xfOmK24KNWd+mPTbwgQNfieLLMeNAgE0vhhzKysszvftInm2hy9fmzBI5N93iDh+0peuHLdE9uIwWHlIwqpiGRTqZQZJVQLRLPP8eKuUjGsNm8vUNUVEnFAzRVZvvUZ379FZbOXKZxcoAz7hFYGY4fGFiWMFdwnDS3bx9x7drcn/bWPcW/QlAUhT//56f56le7TNw+jrfIYTvJXvMB+UnEagWKSYndmnDzjSQxwyppSjhBhC7D79/WuDAT8cmuTxCJCvhqReWDRwqH7QKXZhxCXGIGdCcSQzfADxUO2z7PrMcZBDJr5im/82hAP3wBRy/x1Tu/xWsXfodcIsEvfM4knQh5cKzA0SxbxxFIJlJkEQY5un2XWLwEns1U2mSvVWSpKNMYxDhoxRl5KqvFOCc9lcbwJUzL4FsPRnz+3DouCZrDTdLmLpm4THuUYr7gEeJQG/0sI+d9Xr484NySye7Js/Q8l2qty1EvjhQ6ZNU7GNZtsnEPVQpQZEjG4MwMHDQ9NptHVIcapYUksbiBrocEZpytfRU5laJWvYEsy8T0GCTO8NWP7nBtTcbGoiutMO7pBFGBrcMCfXeZw9YstvcWpVSHELCDAuVECt8PMTSTnFnjtK2wc9CiVavRtg12Byssppd57fksfnCD284s2dws1a7CStGhEI+IiOiOfUwVkrExlcx9ElM+v/7r/4unVcMfAt5/H9bXge5NSK4idCFP8cPC2RUbRZZ45/jf5LX9/x+s/dUnfUmfafgRBAg1iaYKQ71MTFQMi0nREvPffghrsmgvkCIxtkuSRYJ8LivkppkYmAbsNIQaZachM1cIKacV9hsKuYSLF4QEkRjtVUoZDCYK5ZRJxgoZOAlURQFidEZXmM58m6WiRioWEEYTFCXkpJfk4XGB9jjLB7tn0bOvspRd49z5JB9/+j5h+AKn/jl2tv4x8dRr+GEaZXJCwWiT1ydYfpedbp6VWZ1P3vc4qencunXAzHQPz0sT+gESLguLeWKxaaTUOe5+ZxENi279Dq/M/2NmChoDV6ZyRqewtoSqqty7N+DmzRiXkz1Cu0k+4RNXOhQtm0H0FvZgGkc/T+Zxcr20/Dz/4O/+U+JakUmYRE0tsdAdkskk0HWdkWIxt7gKQBiGRI7weKhWW9y6NcL3ZWJ6EmtuSCI3jxwNWT43hRSe4A+g19hjdvWZ/0EKr0CygBBN08nOXePW9pDp4vO8+ewZfvu3jzCM6cc/meHGjQNeffVpgvFHgZ8IcihJkgL8F8DPAFXgI0mSfjuKovs/otfjtdfy/IN/8ID5+TyO00HXI3o9KJczgIquNykUirj2Axr33ydw+uxubaP7R7x6VYVJgCybHFU7WFaF+qBGNpHkzmEAUgxFydF2Chy0LvJPb0j8pdfe4+b+iCgKQRLjLdZnhfWypUF7KEw6nlkQWS9JFm6Ntw9E/+GZKeHkWO9ByhTVxO1TuLYkXA37Y5VcwueoC7mYyv0jlXc3rzP2r3B56X2CaIXW0CVhqBy2JZwozb2jOoaR5rCzDk6CXDLL2AkJArCUgOHII6KCqunstbMsnn+ZnfsbXMpP8L0ANJntls7eAAZ+kcNekenYBko0wNRkJLPArUYCWfJIzzzL0pnLABSnxGbv9wfi7/EYsizjeU/loz8pODho8u67NqaZYetUJ2l+wgur93l0nOSNCwEjJ+K4NcY0RJ/JUUfC9yPOTkdMfJ2Fkk46qRG3DDy/TTnuctzV2W+m6NgxPN/l/tGQqaxEFMXJp1T64wnvbedZmYqzexySTCosF4Y8W/kmjeGLRFGTyswF0uVDVKVGrRchqxH9wQhVVdnpv8GjU4m0skWtF8cNKrx29jYJNcV3H/lYegFDDbh9uEg57XF2uo6pldhtTyGrzxOTjylnVRR5l6NWmtnCRQ46XaqdMZaRZuPIZ+g+Ry/U6JvPMrHuML0+T0fqc+v2P2UxP0KplOhvt0maeQxFoT+OCALh3AfQ6EI5I1MphLz9sMaNfYNSzsOTZap9lSuvfYl0KsHue3fJJYsEocz9Y5XZs89hXZ4hEY6paNvcfxDgRiWq3Qlte4bxuM2d0a8R+l8jm8xQSPfImzZgMp6oHNSrFKMJ+w9Omc/7FHJlBq0TirmrpJMpzle+juX8FpJjoURVqi0NhYAQlVrXoTf2GDknvLiWwDVitFstiqWnrpp/VnznO3DuHND65LEZzVP8MCFJ8OXPt/ivvvW/5LX1f/MpOfwRI24IA75KRpjzRYj+c1MFIpEMv7YISUuj3ve4sqCz21A5aYccdVximoRlhCiKyn4jIGaoVDsGlg6Nnk+9B7YjkUlIdG2dmA6f7oZcX4aRG+duNYamrTLsu5z2YySsGinjhOfXPkZSVfwwpJKJs9eU+L2bX+LhkUN79DP0nBkuFGR2d+8yP6/x5ptZTk72gYCT0xypmIIiFynFa2hSjFj2IqZ1QCEDt3Zl6u0+reEM220fT5Y56o6ZX/4ca5k8e3s1llfKDL0CX/5ykmr1Nk3TZWb1Z5iejtHtDhnbQ5zJECWepts9pds9w8N+hdXMQ0xT54NtmXIJSoldenKZkvoeZ9e+SLs94KtffcTdrTdJJCQuXsximga7u1WeeSaBYRiQucJR8xa6EjIIcyxcvILrunzwgYOuzyPLMJwU2Z9sk84tM2puMWncYrGsc/HsORr1d/mkusna1S+Qzv53u1PnFl9ib/ddVGw8Kc2V134J3TAIw5AgUPlnhGN43tNE2I8KPxHkEPgcsBVF0Q6AJEn/APgV4EdCDgGy2SRXLsdIxFTW1zOcnCSIogy6/gBJusm5c+eYDN9hIfbHHD4McMLzhO48Dx9+h6VrIDs9DCXAisUZBQpH/QU8p0N9PMNcYY2DRkhx+iolJ2Kv+zf4hx//b7m2UGcqXSWuOShSyFsPwFJEVszUhLwinxRVxHJaSEwnLtw7EgTwpbMaxbRMf+TRG4fEDZ29ukcYqfQnCQx9SHcQ0uhZPDjS2Wuf5fVznzKT2SFuRHSGEhKz1Poyt45yXJjqMKh77HenyFhZjvsFJk7IwLF4VG+STJ0yO+NS7cXoJYSUqZTLImdeRY01WV7PI7cUVp/9ZTY2Ttg5eo+8ukk+qTGye7TaY8rn38SMJYmV5oiiiE8+OeT0FEwz4uLFONXqI2x7jkxGplIxmJt7KiH4ScB4bPPhhz6Ksg58G+SrxLT3mct3qaQH7NaHdAYuiqrz/HRAvedj6mBoUExpBJHMzROdZNJk5zTg0ozFXFZh6Gp0B0muLdg8OB6TTwScm/I46blU2watUQoj8XmOuk3OmQ18W2GMiq7qpKSvc9i5TBg6LMUkYudypMxT7u75vLs9xaHzBWq9q/R6aTz3ZcrJB+j6PU56zzK2YTDwyCS2aQ/BUBoUUi6qOmHkjMjFVA4aD6n1XU7bBVYK05x0dE57x+Ria7THFpoyi+cvEY+HLCwl+NVf+yVkzjNgF1U/4fXrJQpTS0iSgqRsUO0MmEkm2K0qzD2e/ZgyIVAgFjcY2BJ/4Ut5fu+DMW9vtAmVBOXKFNnGb1Pb8XluvcT7H28jyzEuTRsMtDKDk1tM6ps4XYXmuEKj9Q9Zr5ywXvJ5dHSBzSOTUkYnF8sQN+8BIaFcZiqvoKtJ1qaOOD8bkEjkaA0Crsx0+eMP/nMuz6vkwgOWzijs1w0M2UDV4P3tDP2xhevXmc7Oc2XOoTOq0ooKvPedG/zyn/vyk16qP/H47nfhr//vImh8DMtP5xv+KPAzr3X4n/21dbr/kzaZ3gNIrz/pS/rsQhJznCPp8QzDSCTHTVUQ9a4Nzy3LpC2hlCqmfCQpJAwDTnoqN/ZUiimFbFxGetyu8OluiriZIAiaFFOrxM0mqjLEMlTScYn6QOK3bxYgmqLeU3j7IZz250iY7/O5lUPOVnYpZzvEYhKWaXEyNPhgr8g7m7+A7ZWRpCvoepXT0xMuXFgRs52dNC9ceYjqPKBgf5eQCa3+Lns1G88LOD45xFyKcffA4ebOOWxviZmZy1jJOR7Vt7my0GXS3uAbb+3RH3T5+I6BkryOFI84f76M4vdYWJygKgqaKtMe7iClWqRSPebmTG7fTrDV+BX++P4eq5U++akSkgbFlWWurp5H0zSOJ30++EBF11dRFAjDNBsbdS5ezGMY30/EV+bP4E8v4/s+RVO4S/d6A3w/if7YKF5VDfwgxer6eYLgKvW7MuW8ycO7t5CH97BCib3v3KNw+X/KzMKfPpcwmc6SvPoL/9zXHMfl/fePefvt+4xGDdbWkiwv5zhz5mnP4Y8KPynkcAY4/GceV4F/zqZIkqS/AvwVgPn5P3uZ+Wj7DlPSu1TrHzPlJ1ATK/hWkZevx5iupNna/kOWzD1ax/dRpVnG7jaKXqDam2Jj7y6z5TQT12Hoh0jxK4RJnWpQoT45wKnZBMoUz6zKqJkMi67MSuo3ePToDvOlb3P/cI9fuBqSiQkDju5YBM2ljDCiuTAL2bgYCJ5PwxvnhIRi4zTkXMXksB0RRhG5eIntWkB7NEaSM3ywqWFqJie9MRnL5Fef+duszSzi+zHiiWM8I+SkO8N6eUA+6TOdPU9myUO/X+dBO4Oh9GmNz9HyXuSj3fcYewkKjRoLF1/ESooKwMSH4+M6hYKNbScxzBKSJHH27BR33tkhaQyJIhkrNmBea7FYMdC0iFr9Iz7cn/AHfwDDoUW9Xmc0OuDFF5/BsgwGA5fz52tMT1/4F96ryWSCLMvof3JKAf3+iK2tDooC58+Xn/Ym8sPfI/9d6HZHSFKGTKaLrqdZrvwxr63/EWcrTfxwzOvnAtxAIWlqfPOuw9UFFYkIRYlo9AMMQyVtuNw5jnN+OsbQUflop4MuByD3qA8kVioRL65CrSdTTsts1SIGjkUuMWbnNMZ3HjiszSSw/QyNUYXQd5ie9ui2s/h2Clu7zLE/TT/skD/3G+xvPsfBgUWn8xbPzH/CUqpNIt5kLpfnzn4SXZVZKWawPZ+U1WSlvIusFpAo8vCoS8dNs9O5TCa7zIP6fdLaCYry/2fvv6Mku+77XvRzcuUcu7o65548gxkMBhgABEiQBJNIU4lUoGxLti8tXUvv+trLfrbvfZZ9n9N7Wrbfc5B1JdvvKpiyZIkkSIIgMmYwg8l5OndXd+Wc69Q55/1R1IAgABIgEcn+rDVrTXdX7frV2fvss397/37fX5LhoMihkTKy2ONmvkSl+CBjrgC6XuPgwShjE/voGCrBXotGZZN2cZWg0qDhnMAbG6HdyZMrr2NXQNWg2THIVmQSES/ZosHcuJ94LEStY+C0O/A5dbKZPKcv6OwZV0G00RHseOwm9fVLOCWDmWAXq7nMjs3Nvft9DHt1nj1/jivrSVby80yF02iqg1zDoNpVqPf8HB6BkN9Gv5sHpQNdhWa7x95QhrjDSTjQYiWjMB6Ads9PrirR6Y+zXc4TcUdBbDAR0XE63Xzr5grPv1Dlvger+P3et3UsvlHeyfvjraJSgVQKJuPbkDXAFn23TfqRxOc1OHaoxn8+//f51T2/A4f++btt0jvOO3V/9HQQhYEQzbAfUsWBEM2hcWh1B3UPFUEkXRWYioqs5UzCHrCrcGZF5NgUSKKFblrkqgKaAl57iLXCAbbyAoqaw2uvMROz8LrsNHs2qv0QFQ7RrNUp1UfRbHuQWhp7xtsEfBFC/j6SEqVUv4hq87Be9RAfOUp0pUStVcMub+BSbzCV1JgOuHBq95Cp3sY3XCbiSzFxXOHcrfPY7fNkyyX83jwmbs6+tMPKpodsI4DPPwJ02dpqMB+9jk1wYXR9DLkNfJpELHEP+eIGRVNhfT2E1+vh9I0zCO1NLNFk4fgHeOhDIyiKQjbbYGamz7pq41r+Vyj3/oBJwUOluo7hkZlY0Oh0u1iiSrcr4fF4icU2yWR0dL2O291gbm7sFf0iy/Ir9B7cbieqmgXcWJbFysoKnU6TQEBmejpG11TR9T7N/BUOjlrU+y48AZOXrv45idFff1Nj4vnnt/nKV/LkcnO0WjVarW2azessLOzDsqxdQcK3gfeLc/h9sSzrPwD/AeDIkSPWD9OWYRiUlr+B2rrKxw9VKdczFCwR3drgwNQJsjtXCNWfIR4Zpl5QMOrbSP0WilhmbmIMZ1jgerZKsT2LFoiy09vDdnuGfGOTjYKdmLaK127y54/fxJWMIssXUUIyc3NDDEcmabYy+NwSsqAT8hj4XFCoC8S9cHHDIlcdnCRuFQaCNV0duoaM12Hxu8+YOG0KzY6M363T7Nhp9VxEvRbziTqFRpXD4zoOrcKNbZOFZI6V3AiVtodOv4vXkWA0eANTyNPrD5PJdLCrVep1g8sFN5Y4g2lmyFUXqTU07t3XIpRdIuSo8NhjWXLpOntHdI55onz5yS4nHh3sEAmCwLETx9CqFlK/TDrdQJF9lDdfQhYtWj0Hz1900e9/iHQ6R693iM1NiYmJCENDZfbsSfLd979pmjzzzDrZrAfQmZ7ucejQKI1Gi29+s4KiDGNZFltba3zkI6M/9spWb+U98v0IBFxYVhmXy8H+fV4cpd/j8EQBu1oDurR1gXZPw64aqIrAesHEoZi4NcjXBZw9g1zVxnq6j11sEXaZuJ0edL3LrYyIzxVmKLCD3aYRFkwyZai03QhWlBsbAYotH5cyP01ZP0M46KGtW6wX7EzMP0y1vES7O8H520HGxhXs/j6hwHEqZwtUKg3ssptjE058jgoBZxrLyjLs8aE7Vbx2KHfnsVoypZbAeEShXF8nV/Hhs2ewrH0Yxg6haJLtbS9R5xoRf5xbmTEsq4hgG0K1qfh8Kxw7lmR4eLCYD8RnufzNP2LGdpOEu02mIBLzC2RKPUKJA6QsJ2FXjY2iRUk5hNbaJmhZbJRExuNhUjs5RoZd2O3QaBt43D4KFYNeTKShQ88+Rdi5httmMeQGj6Zg9HQ89RqFQh+/ZOGxd0kEitQ7GWQlhKIU8DjamHIUt8eGy7XJwWmB27f7dLod8g0nyyUHDyzYKNe76E2VsAvW8haaJHJhfY5OT8dpk0iGFALuHCt5DXutSd/2ISTdy9e/XuBjH1PeE6IC7+T98Vbx/POwuAhS9Sx4Ztitb/j28bGHi/yb3/k0f/Pe/xXhwD8F8Udm+fSGeKfuD8uCbBU8zkFIqSDAvXMD7YWOLlBqQqVjp9HpspJRyVR7+J0iKxl4YFGi1LBotE3smovltIAiK+TrHdbzczS7Wew0GAn6SJc7pCsmxZaFoO7B542jcxhNu8kje79Bp+cjX93C6C8gUsRnr7Ge7dDu95gd6TCtXKFZv4rQD2Oz1pkIF9iuxfEZfqKdZVwxGdkwsakGgYBKqdXlxmaNxVmLu+79GFcu5xA6F9g/btAzW+QaXyXTnaDR2MYz3sbnsyiXZeyBDIrdT6m0Sj67Sq3XZru1l7ERDxupDqL8c9jtbipiB0vc4CMfmWJ42M2BAzZqtVU2NyXOZT/OjXwAvyPHcvYbSOITeHw+4iN9hJ4HUxtienqERKKG11vDbg9w6tQOk5NOYrFXCjCZpsm5cylKJRFBqCIILZaWKkjSCDbbFFeutOl2txkZO8HW2gu02j3KLQdds0t/5yb1tINyIY0/9MaFsy5eLLCzk8Sy4nS7m6ysVGk2D9DpSBw/folPf/rAWzsId3nfOIfbwHeqkAx/+3dvC7quI7S36DXyNIwK7Uqeza0rxMIObl/sIGs+vG4bpVyKRMTNi6kMm+U+Y1OzeP11Jsb7JJMxlvOHKDYcxG3HSRe6dDoa1cYohfJB7FoOSdnLEWeTkRHYLlfZO6pxanmVbkUhV2kT8YoY5mCiEwSJ7bJGrW2Sqfa4uTMQqNAUKDVFkn6ZiEdkPKoS8ZjcN9thp6JwPdXmpVUv+0bKNHs99g738TrAtAxCHhERnVigTqYkUmv6caoXcao76GaFzdJppsJdQvY609EyT17XeHq1Tb37SRRZ4/D4VQLOAO1aE6ssIBoJDOapK1EuZUvMzSUplnZIjphYloU/sZd8M43VUykaIkG2ifoGQ3DjZo7b19cpVDeo1Vr4fFEkSUIUJep1AcuysNnMV/TTzZtpKpURarUGq6sWp0+32Nm5zNCQD0UZ7GwKgkC3O0QmUyKRCL9dQ2aX70LTNFQ1x7XzVxnRnuKeoxV87g420WQrbzEZtyjVdbAkZKnLYgLKgzJL9PoWXb1Poa6zL9kFs0vEIyNIdrq2BEPJIJJtlpXik8QDeTRZIVuzwNIo1FQ2824ub8Wp9WM83Z4jGatTqQlUazK5zE36/S43030C3nWMjspmS2EkMUIp9yJ21YZLbhJ2LzMeXsVtt0gVBertPkGXm2rbz1i4B2wR9jro93P47SJDfhPdTHOrUMAUEkQiQ3Q6LTxai3g8ytZmF4dzDMUl4Bwd5tgxN8PDQYrZFO3KJiYKdXmUlfImktViz3yMZhdupGFhMsKRfRPkcjm62T4PPfpP+fJ/f5qnbv9Xkv4OxXKeTG+EQF+n35FwewOsr67gCh/nUtFkZuogbqmGqTboS34EUvT6CoWGhlMz2CnmiUyotPwmyzkDQSnjcVRIBHUE+xibpR6b9SxHj45SyFTRQvNks2nyrTAGDrL1JhvbHcIODb3f5lrKTqujslGIMhZeRhBGyNXyOLQ69baNrcY4Y4sPsFru4XBMsLKyzf79775z+H7kyScHziHFM+B6/VCtXX549i00sQSZJ259kod3HoPhj7/bJv1IEvFAujooTWFYAxEa0xxETfUtha2iRKfvwjBinC1ZRL0ddspVPE6Ddk+g3XNzfi3EZFRDlvtE/V0qbZ1CI81MbJOFhMh0bJuQe7DRnm1I3M7ZUfQlKtUeh8au4LIv0jda+BwCgvA0ExE7rVaRqWAGp0PCr7rBtskjR3ykMhUq+RLjMRNNW8HtmqCQr+JO7OPBuxSWMnbKVR3VEcEdGCK1HaPXrWFTeqhyk1zJT6vdZMR9Bb39ONEhHw7BTlCzEHxj9AQJTcwz5N1i0Z3j9Mo2e4ZukC6IJASBtH6QdEVmdbVAuawzM+Pg8OE4GxtXCQZj2GxnSaf9dLsSXm+YzdZPsrnzp3zh4cMAOGx1LuxcRhBDRCI9dnZ86PooAJlMngceqBEMegDodLp8+cuXyeWiDA8nEMUEsMz4+BCyPFA+7bbKXL9wnaHoXiYOfYJisUy18QRJX4tmDxLDY9S3TuENfOoNC5LpOsiyRK8Hmcw2jcYIhYKMzWaj2ezyqU+Zu+JmbzHvF+fwLDAtCMI4A6fwp4G3rZiTJElsZirM+3r0Gik02kR9Gh7VQKpfpdkZR5Q75CtVxmM6Hq+IwznL5KRMIjFKtexkZ2cHya/RtSbxONscOZKmVutSrVYwTQ+CEEETUqyvG4yNhdHl/ZxeqxGRbjA6ejfnNs+QcJfJ1SDiceOyKzx3W+LS5hwLiXUkwaLRLhN0d/jwPoli0+TSpoZNkdmTbGJaIl29z75RkSupGqYpsF0wuWdqUP6i14dq0+SFZRFT9nDmto+wo8sHFtYJeAR03cVOaZNc3c49014QRIJHGmwULnClfRKPyyLgTSLLPtrtIo2agSp1gTDtdoNez4llWTRKS+xcOoUkQt0KgyUSCbhxuj0sXcmyURSpt3pc3xjGbXORzd3CatfpKEUOHHAjilUEIYum9Th8ePgV/dTpWJimxfKygWV5kGU72WwdXd9GFIfvTBamqaOq75eh/qPB8nKGTmecBw7eolWdRChcRtPS2EUBn1MgVRSRBImbaYF2V6DTt5iJDwoYr+bg8LjJUKDBuTUIuCHstbFVtui7D6D5w9yuPUw+G+bC9m084jlk0aKtz9Htj1FuhcnUPoxltWg0TOpVg3vmasSTN4gEnqGkT2KzVZmY8DM5NUxSbGLo/5GPHl4nLqlsZW2IooUsdwi6ujTaKjG/E73v4PJWkJHQCuNJD9mWyKhbp9IR6PX9SLYY++YkBEeaI0fshEIOstsuHO1lgsE2DmeMjdoYM5NOjhyxU8ymEAqnGfZqWJbFNb3H5MwcLiuLXZPYKPXANUm+ZRKSLSxbjMjUJKIgsHe4Rk76BPXsk9TKdUzNQVrZj6XX8XVUzLlHGUqOUy6pbDZvsHcxSSB2P9tKjJXb/xlV6OAbnuT22hohl8mFLQlFtjMc1TifS7DdbCG4JPyOYVyhKNGwjOHuIVpO9oYUrl5Os5avslXwIFsZQvYyTd3G1Y1JSo09PHPdSaYaJuDMMB3zAB6yFYtzaxrIYbL9S0TnP0W9XkeWd0+7flCeego+/7M6lC/B0KPf9/W7/OAIAnzqwwX+xVd+nYdP/C+7zuHbRKMHZh+yDTg2DVe2BtfersB2Gf7HuRFuZD/M7FCHmcgG9d4tlvIeEoaXzaJIq93DpkawhDweh8aNVJRUOYBDWyXs7iGwzUzMotEViHrbOO0Szy+Z2FQfpc4WuukHoY0oZkhEZar1Hqu5IEavyyP7ZTq6TtReptypUsgUqFU0PE4HuqETcfUptLq0TB8T0Wl2GkVSVZFidZq+OoIyFMPeMriaOkMtv05IVUhVk0yEL3JgeIcjEz4sa5uzG0dYz7XwRvKUlGH2BlM4jBUkwcZoKEO/X2AurFGy+xGz/4kr679Etx+n213Hbs/yV/6KwcJCmJ2dNqYZQdeDmKZGrbZFMiohWDKXr+SRZRgbc7M45yE2PMzOToFUynWnL1Q1zMZGimDQQ6vV4etfz3Ljxhjtto906lkOjOURrAJNy4k79jO0KreJKdcJBqpIxRqZzj4OPvg5XvizHL1mGtkeYGJikUpTR9f1gdjNd6HrOtmNa2AZ+GPTON0eFhZs3Lq1QTq9RL2+ht0+SSDgwjQ1tre7WNb7ItDjfcX7YsVsWVZfEIQvAl9nUMridyzLuvZ2fZ4gCCSSE4iCysWlTQI2HVN2IThilGodXHEblzcNDs1PkNdF5o5OE7NiCIJFo1NHVyKM3f0owejgsFPXdRp1O6J4m+3tJVZW8vT7Mv1+lmBwD5XKME7nDqpqMO9Ncfe+Sda3orz47J+zP2mxkXeRb/ZRZJmeFeNCyoFpNDkxJTISCrKUzaJILTRpIOnfN7rIsoRN7bJTljCMOulqG5tislEYKH35nPDSGmzkbZi2w6yW9tNov4SqNjEtlXwd4n47jXYJTe5jISCKdsIeH/1tkTZOii0FRcljt+lUWypqZAavt4RldQERSUwxH8sS9jkBaK9exOuyUSyrZDIWjbpGFz/pQp92ewTDdHLP9AYuR5dW5wVs3gDJkSFmD84ys/fQq+LKR0c9nDu3xvKyC8tyAuuMj0eIRsPUauvU61HAIJEoEQ6PvV3DZZfXoNEwEEWZQq5GsxaiX52nXbmJV1EoNCzGIxbbJfDYRAzdYjwCa7lBfc7jM4MNjGobPn4IvnoR0lUBh81gtevEmTzEhO6kZ36O7dUzTA45GHIXWd2OcH0rjtehYZrriKIX05xnIvICNtnPzLAXp72N0LzCgWkfjtAQ7Z5MvZYh6FEJBIJMTyn4bI/T6pUxDIONgkmlNUSvb6NvNukbKmhOnNEHCdvLGJ2bdPs6N/PzOJxTSIqLe09G+OIXj377ShyiWi6Q3lzi+s0enm6HuP8JnGacUsZiOjh4OAqCwKH981xby2Fv92g26sixB1m465PUM9eoG0Usu0YkcZRqJc+e+QDPZ14gOTlEubSD4pWRNZEjn/x7r7GDOnvnf/Hkr7A2cR/ZW99EEg18xi1mYg26pRyWaUeXDOb3xjm2bxjRStA3dHr9PuORJJK/w8RQjNXrL3Fmycu68WkmZ6sIFmxl/pyIN0lHClPXh4mElmgKIs3ePKnSTRxaiHxtgcevzWNRYqr7APudCQxziY9/fJZd3jz1Oty4AfPxq9CNgez6/m/a5Yfi4fvK/O4fznPtfI7FYxmwx95tk37kECQRRTFRDMhU4fAotPqwU/KQb/qwO0eIB7McG1/F7ajTko+DkONaOUi3J1Ft1ej3XXTNCBORHcKeAh57D7vsxO2QCHsy1DrQ6nURBAmb4iLqa4JtBqEdoy1uMemv4nZ7SedTdC0Nl7JF3F/GMPu0un3sqoWBjCa0GXLVcdokul0R3YiwnKsyd/hhZClGRZfY/+DHOHPWjqYFAPB4t7j33g9w8eJevvk/nqBrbDAZK5Otuwn7ZcIeG2ulFLX+AqqjiikMo7j8KL069HJUqj3GY05KNSemGcAutZGM2xiGjVhslmbTxde+douf/dlpvvKV52m3P4zT2afZzNNu62iuPvWOn05nEEn1jWdSPPIzg3HsdGoYRotWCzKZBpbVZ3x8ELF182YBWR7FZsvTalk49Q2CThmHQ2J8DL784jfQjBqOaJPJCRcul0q9vIycnGbq0KMEjJvYtIH2Q6OvEvoOjYhut8dzz21TqYiYlW/y6EkPDruN7dV19JEHaLc1RkfDhEIyivEsqvk7mI1ZNjMTzMwVd3MO3wbeF84hgGVZXwW++k58liRJ+OKL2I0A3sAthlwiW3mTzXSNQtePxxkimkzgjibQul3ajRL1vsb++3+aXq9HUFHuLNAqxRzN1HN4bX28vTK/8PmPYeDgqadu0u1GGBpKoihOymWYmDDRNDcgMD7i5FpogdXiNqI0id9ZI9vwcf/hHndNWjx2tk002MTu6ONVe0S9Tm5mnLgdNb51TebAmIxDEXj+Vg9NCZOvVpDEgQz0Sm6QmRL2gEWbpTTo3R26ipv1nMVQoMtIsM1GUWWnbNDpdXFoBut5ifXSCQwjharauLFRJn5gDc2mslwYZyaeZmGhzb59bo4fj9Jt1fC0Xp4ANEUhm8lSaS6iKBqS6xiPn2mBpbBaHCPszhEPDiEK69x/VCIc6KEGnNxeus6XrnQ4cHQP09MvP4yDQQ+h0CouVxVR7BOJTLK6muYjH3Fy991hCoUKiiLh94+9E8Nml+8gkXBx8WKBK6thAlIdsxflxnqcpG+dB/eYNDoGxYbFWEjEbYeN/CCcqKsPCt7XO+CyD3Jr/W6RDk4K1jxHP/kFklP7+Lf/9jZTUwEe3KMgtOeQWxdR1Rb56m2ubS6i6yqiqAJZTMOPIOiYGLS7ORaSeSaHmtT0FuX+cUQhQLOloyhJJkeXuGtmjGzJj6iuI1o9rtyqkyoMU+2Z1Ht+uoUJZiyRltzlzHKHXldCsd/FrbTA+D6VRx55ZR1Orz9EpZQhqj1G2FPEF5kk4m/y4sUVDP8YpjkIibEkG8cf/SKCICDL8p05JDo0SrfbxTJNdm49hdLNsJK7RiRkoeg7TMfyqB6VtrRJavkcyekj9Pv91xRhEkWRydk9TM7uAWDp0rNc/tZvI7WGscwOL26OIMY/TXDGorB2Eb0DSjjJyQ/dh2maZDZvwUiSlKii+efQ+18CowOqDVNYxzBbuF02+rUk45OHsKn/lXzDjVEN0O456ejj2J2PoigZ4vEShw8fZGtrh8XFXcfmzfLMM7CwAFrtefDuOtjvBJpm8amPFPinj/0f/NdHfhcW/867bdKPHOVWFLctjd8JLtugZiGSg2AwRFsZIR7xM5ZQeOBgEEUQ2Mg+T9sKky1EmdvjwGo1KFVMNjdbeB0mjbZE3G/Q0O0UmxUC7jjP3s4zHrXT6rnJ1xTifpGzW9tMLX4ay36Qa/nfJ9Fp0DKSTCeXMBopql2NlUyN+WGLlazFagGGInZsdEgGZVZzBvlGD390H9tlGx3jEkMTfhShxdREmbVrjyMKFtMzEyjiEKZRY2nnITqtOv6NFQ6MlBAp0zc99CwRh6OG0erit7foZL+GoWpYDYtsTUYQuhhGkk6/T0MPYQo9XC4vpZJEMtlBkmzkchWo3yYq53A6NVL9KXy+KifuncJpO8haaYVqrc3KzhGkJ7bZs8fL+HiEROI2//2/60hSFLe7wdYWLCyYd07npqcDXLiwgd2qIkkm8/Mx3C47D9zroNdsMBUPIIkDfYe/OM8bGltge9XEqqYxUInNHHmFQ3fmTJpmc4xOO82Iy8fNm2UOHbSRCKo89vQzXLt2FEmSGA7dYPxeN+VSE0lKsV3J4E7u23UO3wbeN87hO4kgCDhih9i+8PtMzh7kzNmzdEubiEKLRq9HUPsmsjXKhedeIhpyYhl9JGeCSy94OHDi5dCezNYSqatfYTyq4nAkmBlVOHX1NBXrfhQlQCIh0uutcv58DkHw4nC4WCo+QKVyAbpZSsI9rBV0gloPZ22ZatfJfZM57GqbffFtQq4uPmcf04Dz6z1ubYdxaRVctj7nV3toikzMJxH3FXBqIrXmYPHtc0CzC2EXBD0WPzfzNSQBTMPNze0aHoeAaWqs5cA0D/FfX8jj0BJkq6Nc2zqBP3CdeCTMgaECocBxxickFtRNHv6cm0Ryz53vXxNEnnuuQNynEI2oKM4wS0sGYbtET9fJdRNEJo9TKi0xHx4jv7yCJBnEYh0iXpGeYbF0tYOsxDE7GpcvO7DbiwwPB+98RiAQ4tFHA6yuFjCMIm53i+HhJKIo4vO5KJXqNJstnM7dnKZ3kkjEx+JihueeGyKfv8ihMRcXm/s4PLZB0NVHFAQmYxD3wq2dwYlhrz+QJr+dgYkI1GrwxHWFoEvkxVWZ+z/3K/SlGP/73/4talsrWIKby70Gk6NH6TU8GK0ym3lYy6WJ+Z6j1NhL35xkNZcj5l9CFTeZH9nh0P4hbuVEIrEA105vsV6/H03s4ZJSxIMybTGBL3GIkPcKfluNfsTDmTNVnr8xh+k6ieqb4fLOOov2l7ANf5jltXFKbZHJA34++ME2pZLOU0+lCIUEFheHWLlxHnHz9wm0biG1amQq6yjqoyQTYZ45fZUxT4FmV8CMPETsNcJsYJDDuXnzFONBHUEIUXfv4YXnn6eXW2UkouHUt8l1O7jVm9DaRhN7tEwX8dkHsdntr9tPU/vu5b/9jzTltIkhhLCFT1KvLrG0oXPpQgDZajE9b6PV6uB02kmML5AYhwcyl/ijP1pisxJlfugyI4EuAa+do274k+c2iI7/DLIsUCrHiUTrrK22ubl9GMMSsKwsphnGbm9jmn3s9t3H0A/C44/D/v1A4RSM/tS7bc6PDZ98pMjPf/E4y8/+70wt/K+8Siltlx8KZ2gP7X6aQ8OwkoXNIvQlHy5PjLo2T7ausy+hUygXmYwahF1tENao11O4O2H6jghBewuPYpFpCmzV/bT7FRzaGoptElFuIYkRtqoVtvIGLpuCpi5zaNxDx/ojhK6XeNBN2OPENFL4HD76moNbqRZm32KrZJEMCngdYPU7KHaQNQmnU0EXLUr1NqawjNOqoBTaXPzSn+Nwh7l7bgHNFaWc/UMseS+l21mG45+lXgfBvkjbeA7ZEPj65TbP3PAQDYlMROL0bGnm901xezPN6St76HR0/tvpIRaGe2g2D9tVE10Ywuq2qdX6bG+X+fSnA5x77iyLw32qVT8EXGjqNo4wHDgQZ3s7hm4LsrbcRJDaGEaUc+fqOBxlbDYHJ05EsCwTVQ3RaDQplaosLITZ3FxHFEfYu3cIpaVx771RBAQarR5OfxKnP0mlcgG/W6BY05G885w9u0mvJ5JIRBlb3POafd5oSAiCgChq6H2TbnfgXDaaLZaWHXQ6blTVQ678EtNhDcdQG5DxBHVcEzEMw3iFkuouPzy7V/N1CA+Nk9/aQzn9dYZdTUTNzkpB44EZO82+SiAAq+0ueqvP3r17BgW0c89TyO5H0Zyk128w6spQI0tuqca5l9L4wkMUckusVebJ5yvcuJFmeHiGYnEUl6vH1at9ZmY+zZpxkGDURbFVxj2usbpeYuPan3LXWIVa5TadepZ9yS79vsRmsUuxbtDvS/zEXVtUmj1mYgILSbi+pbOa1xHFDjNxgVwVtkrQM8ChDU5rFDrsSQi4NTv1bhlVdnMr7aJnTGGZDVTZT6M7RLZ+hFy1gyQvEQwmsCnLRENeZKVMJOLC749h6q07188wDJ5+ukDL+EtkN65irlQ4cHyc/Sfv58nHs6iaD088ia5nOHHCx40bLaSp/bjEJ9l/IM7mcgF/OAq46ff76HhwqB6y2RTD35F6ODKiUijouFxOMpk+olgnl6tjt8s8/XSNdttFPr/CkSMSJ04svPMD6ceYQ4emmJ+/QDMzjdOpEHP//xgOdik0YF/S4vwa9Pomh8ZhKT1QqJuODv792cXBRsbUkJNC24fk+yy5pVWe+OZt4lKFPbN22u0+2/kUpZ1thsJJzm4sUGy7uWuqhij6aXSe5XpOpNluEplSGFo4gMPtRPOFWQw4SfcmWKt7UP2fom/2Wc2d4lL6DHdNuRnWchg9nZWahc8j8fmfP8zsiwIXNm7Qlfr4IxEik0cZVoc4eN8geb/Xq6Lrq2Qyg3zXcrmLaW7T2T6Fu1agVa7i93VRjRVuXD2DzTfBPYfnabU69LPrdIqnWboaZmrx6GvuhIpW787vXZ4Adk3C4VYJajXKTRsLSR+Pn3+cz/6lzwJ2wGBj7SVGF+4DBuVdzpwpoOsS4bDJ4cNJBEHgwJEDPPaYRr3uQ+zU6ffXOfdslinbLeyqQHtljT/7b21+5hc/BsDZs5s0GgFUdYXYXByfK89o8iO0ulnK5QI+l8q51XUggKJ8hmu3n6DVsuGQ1zk+vY2mtci3TlKtzhMObzM+Pva2j8UfRR5/HP6nX8pBowmO4e//hl3eElxOg099pMT/9ge/xn/5iacg+uC7bdKPFBHpPPNDg3Jdh8YHa5V/8uTDfOwn/gY3bp/nxesl4to2bsFFo34dn6OL16MyE20TdGdoUUfxTbK2U0EUde4aXcfnsNipQKmdYXFuCkkboVfOMuQtcmgyQK3R4HbZzUahxl3j2xSLWWrVHrOxDjslBRGJkYDE/qSHTE3kaqqNJvXZrpicnFcp1Q1sionc1qkXXuLQTBRV8RBQdJxaD59TJre+RLl2nrHkKNevLaEJNmz9J/HH9zAXuZulFSeHZ+JMu3P8+ZX7CFHE6+1TLl6kXCrRrMuEgvvZSjepdI7z7O1VRkdd6LqbyckmoVAPSXJhsymMjWlUttp4fXYEsY+ulxkSUiT3foB9+2JUKuvcvNnFMDQCAZPV1Qput0Qm0/x2vr1y51ljWX1kWUJVFT760SHW19OoqkQs+jm2Ns4jWn1kd4JYYgKAuitAppLHnQxz7lSJXm/wnMlkakCesbFXCwN6vQb5vInLHSSVTjCmnKPZcnFhpc/wxIcxpDTpdJe+7sDoL5HJBul0LHaqJveOZpHlyXdwhP54sOscvg6WZbFy4yzjnScJKgWQoN20qLZG0FQDQRgoicaC9js7Fk6bwsr5LzM/HqB85RlW6m6WVmuM+9vo5FlLOXjxShJdCuDxxGg0xlhefh6v9xg+3xS53DLnz+eJxy3ctssIncdotuDmzST15hQr+cexzDpTUYPREEiCSditMOyXyFT7SBj4nCo2pU9Xt/A64ZBT4NKWhW5YKDLMD8HtHSjUoGvCnqSMYfSxRBVF7oKg0tYdaAoUmmEyFZNc3YYp1ujY7mJqSsLtjuByTpDK/Qk+Z4l0WqFQbTF81H3n+tVqDVqtEA6nG5wnAWh1U+wZi3LPSZP1dQNB2OLoUTexWJyZmR69nhtJ+iXazRqJ8Acob55ho1DHUKZxR/ai6x283lcO2fHxCDs7N7h9WyYSsTM6eoxTp7K43QV6vQRXr5YQxUX+9E83kOUNjh0bfecG0Y85sizz8z8/yX/4rf9Bo/wYI8EU2Qqky+CxQ64KY5FBvU5RArc4UKhbykDUC/FwiFY/SF9PoLZcbK63qeZSjMWdaJofKDPsL3GuOsFOfQRZtnFo5DRDfhvNbppMPYjhkHGG/Pyj/8dRErZtzrwg0Oi1sTlkun2RqT2HyZe2MAyRyFCAvdGfolbNsLL8L5iO6QxHGwSCdvqqgKw4GQt7eXH1MI1Gg0TCi9udot3OoaoCJ08muHQpciccVJY1cjlQOxb1dIfZWIxaM0+23KbjbaINT6BpIttrV5kK6XR7Og3jBtfO1PBobUT69LU4o3N3D0JNXUM02wWcdpVSPo3dJhOK+ek2dTTL5NTFEi6f7xV9IFldYDCfPfVUHkEYA2Bzs4fNtsOePQmGh1VkuYYgGOTz2+h6i3nHcwwNxRFFEcOqspm7hmU9ytpalq2tCJqmEgg4aLc7pJsiHkHi1q08dvvdlCtlSqUFRNGGyyXRbo/glDf51KGvsjgsY4k9dnol4uPD3Hvv/nduQP4IsbMD29sw63sSpD3ArlLfO8lnPlbgF774MFe//o/Y8/O7zuFbidUrUWgMokdMC8oNWFtd4ckv/x7VqoXddg9PXr1Na7JJMiAwNKdgkyUwLPq6QSQo0+tXGY1L5DM5vA4Lp9vHnkiCm6k0bXkGsV3GElwEvTrlpgu3Q8HT6mAXegS0MjMzfUrVCv1uh3ZvBMPwYHSLbJckNFVkYdhDtetAJMS17DYOsYthWPQsiWTEiyzouNUyVt9DvWEi2xxkijo7aZ1KucGNtJ9ozAuorG2uM+LcIRLqoCki1251McwQt7fKTERr+APTtOQVWkqIjtXl0mYEw/TgdAY4fHiRtbXL7N9/HKfTh2VZ2O0yhUIZVA3N1iAgK/R6FXpaiLExFVVVefjhCQ4cKPG7v5unWBxFlm1kMmWGhgp86EOLpFJr9HpDmKaO37/Nc885aLebOBxd7rsvjMcz0JEYmb/3Vf3n9vpwe310Oh2qVQ8Ox8DJVFUPW1spxsZe3efHjg3z4otbVKsSY3MJ5uem6Ekic36JzFMNpqZGSCbbdDqzXHj+NOWsjWbbRaEzjfJiiV/8xbdvPP64suscvg7pjRuE1TyaIVNryBQqHabjDq6tNRkdc5D0RanveMh3LAI9nUZXINd0MxGBZqNLtxMgojV5Kj3M6mqbRrfJmRWZQGSWeDxGtdpF15u43dP0+0v0egEkqUO9XmDP6HWOx0/hFtcQFIFn1AxOTFwuPwGlTb5W5/aOgEMTKNVNxsMiLk0g6DTRDYFbaYvRCJgItDoC1dagFES9bSE5ZbK1PuMhja0ytLomWwWB7XKHZtfBtR0fy7lDrKTt5OpByu0gfWMGm63M9LTM/HwBjyfBzk6R88sCkzEf7oafsZFHuXLVYGx8cP1sNhVBaAADh9EwDP4iYm52Ns7sd6XIqKp6p4i9/dthcOHop5CDOS5f7mCaOySTJlNTLxff1XWdZrOFJNkYGwuzulri0qUdXK4OyWSXra0SkjTI/5JlD2trBvv3d7DZbG/fwNnlFUQiAb74v3yGf/3F3+QjiwIBh8TTt/qsZsDrEKi1BsI0hyZAkwe1OwGQbGQ6w3i0AFGnk3r7CUaHZ7CMPtXWJpqk0miUcchVot4ygrJJz9VlJtLG5/NhWTXC9TwBOc7//Te/gKpIfOm/XiLsOMizN1JUdZGPfPbDRHsidlsPy+xSqpeRJB9ba1UeSkSRJZVO6wZKN8vz11Q8nsNcWdqhWs3hcrWp1ezcuhVjcdGO0+khmy2gqq888dM0A8uaYDl3Dkm/jWlY5I29jMYPk5w6RL7wAnaxhSCo1LoK7oATa+s5Rg4cARR0PUN64wZDYwvEktNktqBcz5CudNhz6H5OP7ZF0ptAlKAljdOsq3dyGLu9PsK3i6J3u13abSeOb0dXK4pKqTTICKnVZE6enOOll24QjR7h5vUXUUQb1WoHv9+OXRORzTaCIFCr9VGUwf3jcNT51re6eD0LpFYex2f30eyW2KnPoOstFEVD1zvouo3R0Cb3zoCmiTgcCt5ug766804MwR9Jvv51OHIEpOLTEH71Am2Xtxenw+SnP5XnN/7lh/n6TxbAFnq3TfqRoWuoDPm6XNoc1Dxs6fCxg3k+ePAi1VqF5dwlXDYVRarhVuts5E1GgzKi6OL6toyz2MHnLaHJDmZiNWI+J7l6C7tTQsdJv18lZiui06CNQtcwMTsa7W4LzRYiU+oxHHTjsvW4VPDR6kfIFSvcNxOl0pbwSS2up7s4vGMc2u+hXnZweanMRLCHoBuIcoCG3qCwXcXvEZFFB+dXBNa2dErtSZwFBx7vHoqVNUbn52iv1Fku5xj2DfFnj1doiCdxOsHne4DV2iVGXDt88KG/wfYzMufOa/RFN6q6g9PZoFRa45d+ycHq6g1qtRHsdh2Xa4NM5ggO/yK2YY2Va09TaYzhjh5AlkVefHGJWMzL6GgEu32Zzc0lej2RWKxHr+dHURQ++tFRMpkSqipz8aITyxrFZhuUFDlzZoOHH3Z+334c5M137/xsWRaaZr7mayVJ4p57Xnvjfu/eNDdvbiGKsG+fwJNPHmajOkm73UZRZLa2mneeebu8dew6h6+D0a3Rabdo1fOMRGQcqszzyyI15172HfoZVgWFB3/6firFbZa2zuB0OGj3LJB0Tj+XpVwaQuudp9m0k63E2agepa0H2Vr/XUzTSzAYx26/TrFoJxDYQ612gWi0ycGDTmbUU9jkIhGvHZvWI+nfJmT3UqgV2JMUaHbtmGhcWa/TMxwsZXUOjhksZxVaPZG+0edrl2QcNhkY3Iy3swp93aDR1fA6G5iCjEuTWcm5aOsqlaaTldIiue495KsfolTKYrNNEwytoWleRNHB3r0mjYabxUUH9bobp/sRljINOopGsVvG49HpdERcrj4nT8ZYXNS5fj2NZakEAlX27Hnzp3YTExEmJl79+3S6zAsvtOj3PRQKda5fLxAI3EU6vUWh0GTfviKNRhWnM4lh6AQCfURRvpNUbVkW3W4XVVV3J5W3iU6ny9mzGTbWtnCIItWWF0mA+aE2z9yUUCUIuHTGoxa1FtxOQ6cPiaibsh7k7tkIO1nYyGTwOWXSdZH9hw6ztb3CjZVtrE6NiaEZPvrwGJlMge1yFoc7xmS8RiLhp2p4mPjAX8blcrG0tIMS+gVy3RpSXCNqc9Jo7zCbvI7k20ASJfqKgz97rkOhABm7HY9WpFKARiVLsRZhK2eyWZ3B5/Gj9wxOndpBFMex2z1Ikk612uaTn4xx+vQG6XSPQqHIvn1hIuFh3MEYWxWdkFvCLveQvCNE4kmK4gm211eQHRLeoQkajQ69+jaFDQtT0PDFZjH1+p1rGktOA9NEJnvcePZ3EWUvpVqO2zkFOXoIyT1Lqg2i0UKwhRiaWAQGmy+a1r7TjmH08QxKV6EoJpIkI8sBRNHO8MgwbXmIdPkqDqdKT7ax/+SnARgacvHSS2tsbopcvVpBEHKMjI5TLv8MV5e/Sad7FEGMYZq3MYzL6HoS0zTp9dP0+nVkycJmU/FqElN3757i/6B8+ctwaF8Dmusw+YV325wfSz75kRp/9Wt7+ervPs1H/9pn3m1zfmToMEymssLMEHR7g+fCSKhPwCcxHFCod7YYDUHYLSIrUW5nWpxZ0TAQCEdOslIq49O3ODRlUq17WUpX8bkNbm4WSfdnWAz2kPoO8nUvpl6i1qyBHOZGzo1LUegRZqsOO3kX42MJyAcwMLiVLeNySJRKPhqmzOTMXhSPxbVrBoGRE9TaN1CldWxClWs7Jm7vFLm6l0pZIFeP8thLD9LSTxLynSMR8yDbTObdbvJ5O67xu8mZZfqeNnK/zU/8hI21tR0kqc1f/Z+OsrAwytrmOfr9HKrqJBYL4vV2+MAHgnz606OsrRVZW8sTDttYX59A0wbO28Tco1RaI0wHhkmlWjzxRI9cTmBuzk0+v0m9DhMTe4HBmujcuScJhWQEwUKSOqTTNs6eLTE0JDM2lhj0T0d6Q/0oyzKHDilcuLCDaWq43VUOHkx+/zd+F3NzcebmXv653f4mN27IWFYIQaiSTK6/6TZ3+f7sOoevQ7lcYTTYpdP3sJ4ps5zpMzk+QvLAg2RKt4lNHscydZLj8yTH57EsCyWV4st/9Ef4FBMsG5fz93EuHadWCxLxdxhz/wHDsRE65u+zVplhYtrPoUMxlpcz+P0RgsEtvF6ZViWIYJep1m7iTjiQVBGXq0HXyOF1m9RNP6riJxq1uLihYAqrWPSZiHbYKNio624qehSXquNR62yW+iiKSVuPEvaarOdrfOVZjT0jNppdP0v5v4RlldgsD7NdjKMoTTStiyBsU6uVkSQnmtbn8mU/qlonnb6C3z9Lvb6Dph2hXIZS6RYnT3qx2ZL0+3Dq1AYPPzzKzIxOv9/HZgu8pYpSFy7UUdURVBXC4Sk6nctUKjeoVv2Mjk7jciXw+bLUaqdJJGaIRHxEIjvY7UE6nS5PPrlNve5GkjpMTxvkciK6LhKLWRw4MLyrfvUW8MwzO5RKMX7/9y8wTZj52Aa1jhvBgnTFxd2TMDtUo613cNpE7t+nsFxyEw5FULsRDEslOeZiI53j2FSIhtlACxaYnD+BHhpj+/oKfVuRVGkDX3iE2YlxDh44gF2FXq+L3g3jcg1UME3ToN2u43B4UBQVwzDotBtMOip4IgMF3KvXtrh8JsWL58fJLpe4azxNwlfn6maCoakJNlMqTrXNiOePUMQUa5spdMcxZPlXkGUXqdQKsZifhx5S+cpXygwP3w3AzWuXiXk9pFuHuZ5rE/DLBHoDJdFgdBjpnr9MdetFevUuy2t5hgMBQi6LVjPP9Zc2sM29evEvSRIul4uaZ4xUcR5d07i27GVmHyRn7nrV+BVFkRMnvJw9u/HtnMM++/YNTuEPHIjxzW+uAU26XQd79gTxe38FqfMVRmY9uCIzjEwNhARCIQ+muYWqxtG0LuHwAoJgEQh42NmZQlJSNJtdhoYENK3P5uYlTHOKjdJPcHrpv3Ng/BqLI2504RCT80felnH3o06vB088AZ/7x89BbxGEV6vS7vL2oygWf/1zK3zxH93F9V8wsdl3NxnfCkodP6YBm4XBSZVhCsiKD0Ho4vUamGKfmN/EptqwORx4mk6ym/tpSIu8eHMPU/7zhCZnaQhnGAlW6DtN6p0+pXqVe0/MkQx3SAZhe6fKhat5eqaDQnOUYDCIqhXIiE2s8mVGJoZZ2nFyaWeIZibD509O4HEpoPRY0vcwefenMJFQKg4aRpTC1reIyacQjG2i8R7Dw0NEpo5x+nSHc98s0eiOYVkbGMIM11cyTE+HOHdOxe2usbxcIZOR0PU0o6Mq8/N7mJnpMTExCN3/vd87yxNPXGFo6C6KxSb9fpB2e5iNjducO6eQyyVRlGEuXlzlwoU1/H4Br7fPxESMTKZBqSRz9aqFrgeoVE6zsDDO2ppEJGJnaWkHy/LRaqWwLDeVyjDFYo1r19rcfXcUn09la0vF4ynh9XqJRo033JeTkxFGRgY1De32t2YNKIoqvZ6OrncRxRa6vnvfvR3sOoevQ8DnZOOmQlD102+2iPpVsi0v4911FkICqi1PceMpFPXDaDY7Tz21zo2rZfJrMkRydPslTPuDDA3l8HrDTLq+xFigA0IayRljbr+C4PGQyUSZmPAC0G4b+HxNri+P0Ks9g0Myub61guQeY8uUSSZtPHf7HAdGTFTV4skdG31dYTgmUm62CEYFZuIm37huMJno0e6K3GouEl58kEsXniDoEinv1MAIMDdikK7FcdkcyFKJVn+Chh5C19t0u100zUOr1cduT9LpOLCsCoIQwWbrEQ4fodV6gvHxT9Lp6LTbFVRVJhx+WWmx3R7sLimK8pqS+j8shvHyhKAoKtGojWjUjc8XwzD6OBxthoammZvbxjBaOJ29O8IX585lWF+30el08fns/Kf/dA2/f5R+X8Rur7G09BJjY3HGx92Ew9633PYfB0zTpFpVWVqqk80HERjnUG0b3B1uZ2TGQm16hpPNooTDbqPUNtHLNhZnhvjGpT5ziRLVcoV20cZH7glTagnMziZYXbvJ5a0aQsNiuyDRr/YpiDrx2DaT93wQI3A3+WoKFBvjM3up12oUi2WuXjW5dq1Ev99kelohmWwxNhbByg7s7XQ7PP10g2p1lFolhdMv4ZCzFCoGG6VZLFsYqb/GRFBhJN5h1L3MQ9M5av0OL6yVaXl+gcXFQVh0oVBH06J3roXNOcrFczpDgSmiYTuVRpennu9z4gMWgiDgC0bxBT+BaZpY8uP0S31eOPciLrGOro0wadthZ/06Q2MvCyrpuo7HITF+8jBf+cptHHY/AW8Xl2svV6/usHdv4lV9Eg57+ehHXz2eNU3lIx8Z4557qpw7l6fTcaBpXebmHkYQFMJh353X9no9vN4Y8XgIRTHY3nZSra4RiwnMzpZQ1SlEcRRN67KzM0qlcoVu9wi60OfJVQ/Xy1cw5nr8/K/8DSTpje1A7/JKnnkGkkkIdL4KwbvebXN+rDl2ws5Xv57h//kPdP7hP98VxXgriPsadAyRgAJd3UQSRS6uGbhsOreUHJLNxY18m+GAjIqLDhYJ7zm6Rpp+fYWtmptHwi3y63kioRLxoEwADdEpU6qsYQzvZyu3wvbGNtlii2DyKD7TR7utMJyMsGM9SLlRYnQmzbETCZ78Z8sszI5zaedF3GqVvtRh7K4Z6FUAiWN3hVha7SN0bKjdMaLRD1Ipb9BpX6Pdag3USB2HWVyco1Rq0utd4PhxP/PzMba2fGSz26TToChRXK4uvd5VqtVzHD48RLlc50/+xEm5HGV9PUS5XEEQ3Ghai1DIxvj4Xbz4YoGhoR5bW2lu3Woiy0OYpp9KRWFz8xrRaIvr17uIYhhBaCMI06yubjMyIpFMOvH5gjSbTTIZgX5/sGHYbPZQlHEqlRJzc2FWVoqY5gbJZPRNn/691WvAVKoNWJhmHlHsUyqJGIaxGwH2FrPrHL4espd4xI+tITIaCLJdaFPJZCnnPZREjekoxPwy6VyKRtdNrTZCwLaEOxHEMuPMjvcJNEr81M/u47Hf/7cMCdexqUnisQiGXGC9N41lb2BZg10Yw+gQiznZ2tqir36a59IfJCz/MVFvhiOT44wlipx/8SmGA04ub3WRZRVNsRHyh4n6C0SdbdbyOnZFZzJip1KXKDc1XG6Bza0y6focPXkPUeeTTHjalBtVFDnAUzccpEoOavocmsNBMNin2xUwjNvYbAcxjAaRiEW16qfTOcv09GFCIQVBCJPL5VEUF1NTBoGA944kvWmaBIP9t7V74nGTra0usqxhWToPPiizs1MileoQCrlJJsP0+1nGx+PY7a/MMbx0Kcv29gFEUSWVynDlSovjxweKWpcutUinPdjtw2xu5njggSqh0K6D+GYRRRG7vY+ua/j9fro5i7YeY7MgEXb3KDU2aPcF0nkvpuokHnGw7/ADXLmVImy7hlOCkXiUYqNGuQGhhY+ytHWb8UQcyzuMp6xz7eo6FjrBgB+3z0evXKSQTzO9cBRRFNm4eRqjeJXTp3Os5KaZnn0Y0wTL2uSRR/YiiiKr21Ha6Ws08kssLeVIpafZm2xxYtaFx5YgEVSQN66zU96LYTOIhuN0G7eIJdq4HDbKHQcnXDVS4gp33z0PQCjkpt+vIMthstkqN24UuHl9iiFvg1jMTlc8jCfQodvtviL/VRRF0uk0ezwF1LBAxOPhctrA5VBYXXqRciFNs7xJKBxHdsXQ+278Zhe/P4rT46AfOojNZqdQsF6vW16XZrNNpdLl2LEEvZ7Bl760wVe/KiFJXebminz840NEoz40TcPhyABh5ubCKEqacLjL0aMSgnCcP/zDEr2eh52dW0SjCfx+CcOwME07aEPotiFCIyXsjt3SMj8of/qncPRwCxorMPb5d9ucH3ME/sbnbvDX/8ln+Nlfhunpd9ue9z92pcZUDLx2MEyRVMni4s69jCVvcvecC5etzdVtP5ezCh3dgSY1GYknULQpFqdEvn72EteuuvErAsWmDbvdIhZxoDV1Mpkuq61R5PJ5OjUbaMfRN27gjS5gWW7SNR/2qB9V6zE1f4Bz57I0GjbaTgjHHx0k6RjPM+6vMRwcBizSpas88MDHWb09wca57kCgUAjzlfPz+FMRbiy36AjjyDJMTtro9aIcOBBldHSIVmudXM5LMCii62eZnIzj8dzD6GiehYUhfuu3Mtjt82xspIjFhmk0ajgcEm53m5MnvSQSEc6eXSKfjwBhdnYUEok6i4sWrVadiQk3YGNnp4Dd3qBWs+FweGi1KszMuJmZSfD882kURQYqaNoQAIGAg9XVHWw2H6IoMjoKDz88h9f77tejbbUqdDoPIQhJdL1Jq/V7d9KFdnnr2HUOX4fE5F6eOhsgIYapNProYgenlKKavUpiZIat5YtERvZhC3ooVPusrpZppmtEnS0ajR1EMYXs0tg5/zQfnE/jo0O+coFKZxFVqBP1qAxPLqL3dugbLex2mWAwgKY5yOW69E0bTmuVUbdO6sqzLL+4CVabqQmZmRhc2HLgtHkodYfINQv41DaG1aHcEjAMnUINApEEparO+eUYmVaSBVsGrwhLrT6Nfpy2MUbDHMMz1MLRT2O3L7KzY8PlauFwTFMq1QkGR5BlJ5Z1HkXxEwzWGRuT+PCHF1ldLZLJmHg8XkKhGna7QaORwu02ueuuNx9b/mY4cmQEtztNpWIQCMhMTw/C3lZWsqyu6ghCij173K9yDC3LQtcd305gBkny0e8LiKJEs1lG12OIYh4ATYuwtpbadQ5/QI4f93Pr1i2GhkzWc07qHQ2vw4FJhlp3CkFvcd9eWCvKVLoj3FwLkS26mHQXyZZbyEqHkXE/z92W+FRsmG4tQxMJj1Ogm3uRcW+HsNdFRY8jSh3szSvUr63y4tpzJPZ+Aq21xMq2hmjFGfUpXLp4k6MnDiLLwTu7jP6heXJXrmP3TWGzqRwYLVDIZpEkjXonTKVdw6a16PYEhmcfxRlvQvE2HreO1+/FIXkorjVJepfwu0awLAu328mRIy0uXlxhaalJLObgwoUIT74UwenMsH9/loN3RV97N1Wy8c0zAkbdJOA2iY26WL9+isb6VZxiFbNj8sLpERzBw+juBPJdY2zV+pjaQTz+SUzTxG5/7aT/v0DXda5fz2IYMDXlp1RqcfashSwHMYwy3W6aVGoIl2sgOb61tcnlyzU++EEfgiDwwAORO+GpDz5oceDA4TvhQj/zM32+/OXz+P0uUqk8n/70DH/4hzeoVCxkuc3kpMWxY4fe2oH2Y4RlwZ/8CfzmF58F2x4Q1XfbpB97olOz/PQ9f8Bf/cuf58mnbbtlD39IPF43+eoOeh8ME2pN2Dt8kwfnOyhmmdSWhFWrUW4lUDw2PGoDw5oFXUMwlhjyWEScYRBaNPtl2j2T29s9tmoB8q0kTheI0gE8YReiqNHr+ri0kubIPQkE2zyKss2RIw6ee66MaU4xMmJxdbmJJKwTCsi4AwKx4SkALCxsUpdmvYbdHeXcZp4hP9xcCiKFPos9nGXaptPvK3g8DdptE6ezQDK5iCiKLCyEiMeXOXWqQzx+AElS6fevkUwOBI5UdZASIYomIDI66mJ4uI/LpbK4GEXXa4TDAjs7NkBAlvPIcgS3247TKZNM9hgfD/Dii+dpNGIIQgevt8aDDwrs2zeILnnoobHBd7ESPP/8Ojs7DiTJ4JFH6t9+TtY4dMjxnnAMgW+nDIXo97uIoozDMb7rHL4N7DqHr4MgCIwe+jSsVpmIOLl08RwLs5OUOxp+u8V6cYnNwIPsnY+zurFCJtNHb4ZwNJ/EJ13D2beT3yjT6W2x3lZwOV0cnI2SK6SZ2beHyQN3I0sy1fYNCu2jNAtniahVvAkFvefja392ivE9XmSpQ6PVx2+r4dL6OBQLr03Go9W4knLjDBwnV29TLBt0eg1UzUmn1+DwhEQiabCS8XErf4PF2TLZRpwnLrsYCc9iWT4QdpAcq/zjf/KXKBZbfOtbW8hyGodj9tt1Z7LYbDZkucUDD6goisLJkxJjYw6mpqIsLIzQ7/cxTRNVjX7fa/pWMzsbf9XvJiejTH6P6B5BEEgmvdhsbcrlBl6vyfHjKqKYRxRb2GxdJib8AN/+Xm+X9T/6BIMe/tbfOszFi9v88Zce4OqLq4z4ZWyKRKVtZyTso9AWqOpRTNHJ9evruKhSNOrMDEfIVjr4iTN+z0+Q7o+Rk3rsGxapbZ9jakLl8RdLqDWRnrmC1GkTCBVJJv1o9gJPn/kDhkIBFGUYt6dIoaCjSDay2TJHjrx8qt2s5pidGtSIO3myywsvtLm50ccUyzjt0LY65OV7EYOHOXDoMJqmsKOrnM39Poc8TmoNC59HYM+hAIJxlY0becYW7mF8PEwwqNHrhTh1agO//wF0vQ146HazjIy0XzOscmUVxhMnqFamka1lNjc3iIUryFYLr7GMXzLpWGvcWk7jDYzxUm+WhX3HuHRjh9Vrz+F2Njl25NHX7RPDMPja17awrHEEQWBtLYVltbDZZgCQ5QjXr6cwTYG/iNLp90XM7/A33W4HH/jAa4vJTE0N88UvxiiXaxSLDTY3BRqNNmtrBrWag9XVNH/n75zl+HGNX/7l+96WkPMfZc6eHSwYR4Uvgf8D77Y5uwBINj7zSIpv/es6/9f/ZeNzn3u3DXp/02wMhLO8Tmh3oanDRFzA6Jv0uwphVwmHbOHQLDYrXUo9Pz5nAcsao1btUuyMMkqTaGgv2XyDjU2Lgwcn2diuc3DPFIpYZLNygy772bMYpNVRsI3P8pc+P6gHe/vqGbYunmb1kkJi7hc5eHAYj8dOHxcTx13MTH6Aau0sm+tZ1tY6NPoOmrZVHI4hVPtBLq92qTYK0DiPqkax2Sw8nhQHDiQJhUQWFj7EykqWSqVPOKwxOvohDh5c4umnLyNJFg8+GGJ8fLCe+shHEvzO79zA57Oxs3OBfftszM+reL0d3O5tRkdVwuEx4nGNTqfH3r1jLC8vY7PpxOMic3ODZ9tv/MZBzp3LoesiiYSHmZnYq667IAjce+84uq4PSifJQ+9Qj7859u/30mh0aLclZNkkkZDvKN3v8tax6xx+DyZm93O7+1Ncy56jbvrZKZdJhi0sBLqGzNzMQFDBMDT273ezfelPMVpe4vFhmp1t/EKG6USZ4YDEWq7C+etteq59xKfvIZtJY/V7RHxDTM0WiCkWva5GsdTkpTNP4XKESFc8mJ4GumWQLhucmPcgij3OrVYo9zwUtY+yXfKjWCP0237mRnRqxgiW+Qy6sEOhG2c1s8lPHi7iibs4d/GbXDY+TKoaxdCb1PRhPvCROcplF5/4xAyf/rSMruuk00XabQNFGebppyu43XsAg7GxEkeOjLziGv1Fjcf3E/v2qVy40CcUciMIBT7zmTmWl1v0ehKlUhVF8dJuV/F6iywujnz/Bnd5XURR5NChJHOzn+Q3/9Zz9Mt5mvoscIWRiETAP0RPkClWt7GLMOwTOb8eZaus4XW3kHsH+OCxRxBFkfjoLNsrF8iVr9BrCxw++gjbqRyZ7TX8jR6BSBxFdWBZJmNRlY2yhdprEQ4HydfyOHwme/YUOX588Y59Tk+YSv4mPrfGoUNhemab4J6/ST71GOHIKnbvPj42+yhuj0wmk8Oy4MFHFpie/vek1m7QXn6BPeMeNG1QfkWrbWMYBpIk4XQ6sdu3aLUkZFkhGtWJRDwEAgKh0Gs7RbWug5WlU3htXa41AjQ4jDteRtVfIhKEetPCb28yaqygOJwMKTsoDYNI9XnmYzZmpyZYe+nfI/BXiSbGX9V+Ol1C1xMoyl/Unhpmbe0lxr/jpT4fdLstyuUeAG53nWTyjZ+ey7JMOBwgHA6QTDYplw/hchk89VQXw7iHTGaHb36zicNxkS98YTdn7s3wR38E9x6tIHQL4Jl5t83Z5dtIsbv5tYf/Gb/+6/+MRx8V+K5yo7u8Cdq1Iq3eQJDGskASoFiXuJn24BLrTIYMVmsOPE6LgLNHzjjMpUKXesPJyvocH74vij0uUKjnyZh7eOAnPoGq2VhUr+CQA4iShOrwU6suU20F2WmE2P9t5eSbl1/AnfvvTCZUXNU6L976V4T3/F0WFxOMjYkcODBMt9vjD76xTnpVp6tPUzfHEGVwuTQOHowwPNzkiScuEAg8jGk6qVYbDA9XuP/+4TvfcWrqlc7ZXXdNc9drTIVjY1F+4zecbG3l8Xii2Gw2fD7XK5wht7tKoVDG642i600+9akoBw4Mv6Idu93Gvfe+sbXMe33D7td+bT+FwhXq9XFkucAv/mJoV0DwbeD9t7J/h5nZd5x2+wBfu30DtXeRvmLRlkL02EO9lMLj9eJ29WlVrhB01bDsY4hKFaO5gmy0casCWCI+u4VpqGTzXa4+/8e45Rae8CiK06Kw00cRb+NR2+RvV5mITdCQZtGqm+iGiSj1yDbCXN6047VnibgNHG4T03sTM36Ukw/8Ihcu5Fm9WSVo28ap7WP2/keo1BTmOtvE/H1q/Tp2VWP/ZJaLmc/S0B2o6jIRf5b69hq3zl1iZO5e3F4/IyMvT1yxWIjV1Qy9+joRr5d2K4jd4SSf3qTVKCIobiKx4fdV7cCpqSjxeItarUEwGEFV1e9YHA/TarXQ9T5u99hukvNbRKWY4cDCBI3G/bTbddQepFp5/IqLTvV5xj19hEiE5c06CyN7aNseYDih0BGnEEWRer1JJlPF75/EDN5P7fLvE3PriME+bfsjVJrLbGxfJ1fsU6h18Y4m2X/vT3L+9Flub5nIkbv55H4P+/e/8qHpD0XJtPaxVboNip+Fe/cyJznJZj9IpdTAYYf7Tk7SbbeI+zeQVDux5BTVcoH0xk1yq2ew10WcgXEmZhYxTO48qCRJ4qGHoty48RKXL68QCgXw+/3Y7cuMjh541TUqF3McTKbQu3fRalUJ6pdwmUUchsKNzRoeqU+x2MISQLAsbAqMxhz8+fNf5ehoC6fLTaMokvQm2Vg69Qrn0LIssqlVipltmvVRfIHBYsg0TUZHRXS9gaK46PXqfOhDcQQBLl26gWXpHDs2wthY5Afq90G4j0C3C/W6gigOTktF0cP6euMHavPHFcsaOIf/8Be+BsEjwK6gz3sGW4z56SZ3793i7//9Ef7Nv3m3DXofY/VwqJDwQ0cHQQSbsETT2sOtzTBbBY2piEjSX0dTiqxli9z1gX9OTzdJbL+I1y2A2qGvjvCFv/YhQuEQvV6PgpajVS3RbAocvHua9aoT2XOQ40Mu5uYGUUit7CXmIoONvmRSJV1eYbt0g/FxB/v2DebMnZ0S7uD9LG/mQB7GDuRyV7DZBhFHTqeDqK9OMvgYtZaKb+IYLtcPHlnl9bruhHRWijlyG1cQFSfx0VkEQSAU8vLIIyqpVBqfz040OvyqNoq5bdq1Ig5vGLcvRKvZxOF0vucdwddibGyI//Af/GxuZgiHJwkE/O+2ST+S7DqHb4D1Gy8wFzfo5pykK1WK9RxjR5NUC5s087dpp05zKALbRptacY1CvYncyaCIdXYqEqLkIVvT6Fsu/J5xXrqwxlQiyvoVg1CyQrW1wkOLXVwRL067hplOMxu5juJMYzVuUKhk+MAhJ2s7BnZbHafHid3n455EnnPZ/0LY/T/zhS8cZ309i67vJxqxU117ioUEvJh2Eh3xM+oKUi7rlF4q0WgYGEaHSOAM+4ac2NQ2XprcfvJf4R87hie2j1BssMtUK6VpbfwpU0MOAvYhNm+t0VOGCLCCrXQDvddieXWC8MyHiX47Dv/9gNPpwOl8bVEMx65YxluOZnfi9bsJBKDbtaPoQ2RK0OiW8DjLJL01/K40SYfESxttvIG9NOQjeOUkqVSR06cNRDHMuXNLeLQO04FFTt9KMz1zmClXl+dX5nkx4yVsL1Nt+7h+JcTxWptkcp5f+OgIgiC87u5ibGQGRmbotNtUimlu3M7y0pMXSfpNRKfIH/3ORT5wPMRwQEXX+7z0rdM4qSCuPsZdMYtO36KVr3DNtBOY+uArNhScTju/9mtHeeKJNW7dWsPp7PFTP7WAzfaysm+zXqO4eY7c9hqjsT71doFG+hLjI2k0VxjNbmPFM8SNdIZwKEoukx/UyfJYXLydYSHeoteqsrJVZP9UhZWtdbI2kcjEcYaSYwiCwMaNU8RtWWJxmerGV1nNP4TTncDjyfLww/tJp8sUixVCITuJxGCh9Fph228Wl8tFLLZKJmNHFDv0+yncbh92ex6n841Lou8CL74IsmwyIf0+BL/4bpuzy3cTPsEvHf+X/NL/5//Nr/yKwN6977ZB709UWUCRIF8DUYSEDxp6g2H7FTZFP7okodhq1PQ+ok3k/nu9JOfquFwyExOPkEoVaLd1RkdDd+ZZVVUxnDNEbGs4bDLpisWJIw/hdHte8dkG2p2C6j6vg/iwxT0Pj94piVSrNTl9OsvZs21qtRJ+fxBFUYhGwW4vASGK6ed5YE8ar3dQnG8ldx67fQHLsthaegmxm8dAJTR29FWf/70oZlNQeJGg2qOS3uHM7dMceejnvh2lYmd29tUK1QDpjRu4utcJOlTSqfOsna8zMxoh15GwJ+4hEH5vho9+L+x2O7Ozr46M2eWtY9c5/B50Ol2efXaH2+euc/+ohayIHJiI0Wjr3MrcoFlTmYjZmJ5QMC2LoeFRrt1apZ5aZijgptWwyJcrVDo6W+VJlvNuVKdG2JGk09xB7ehcf7HC7bKL0k6MyZEOktJBN/10KhskAz0su07CZyJQxeV0gWVncnaGZHSwuxXuaYiNW5jmHsbHXz7xsy98lGJ+G2lC5mb2G3gqZW5k7QjhD5PQLtNsrvPACRGnvUEg2MGlbxKMWxi2Gu3CGRoOL41qjvra4xyM5rEMyO80GRma5qXLp/EGukS9AuCESgm9cBFzaGL3pG2X1yQYjtFzDmFWaiiKzFJpLwvDTSS9TUI2ES3wOi3auompeOm2OkSmHsBofpkLT+SgF2GtlAQOUKmsMbx3Ap83hMdTwuFUOOSeQJQfpdVqsnSui+LoI8s+trZ0ZHmJffvG2NoqcurUMjs7NhwOiZMnI+zfPxBOqhRztLefI+wRufL4kwTVKfr6GKViC4f8HJJxEAijKDJG9kUubKrcm7Sjd/uYEkQiIZYYYc/44qu+u802CDcyjDq9nsSlS0XuvdeJJEkYhkFh+UlGwyIhxUVu/TqyFmRh2sPKSp6wx43HbWdu3z3ktpdwhCLY5BaSV2CrquCX2kAXhTZJb4+VjT6phovZhQzlC/+WdvERkgsnsfW30dTB6f7Ju4cJpVcIjYYIhQan48PDIYZfveH8pjFNk2ef3aBQUFBVgyNHPJw8OU6p9CLJ5BVWVzVkeYTxcZnPf37u+ze4yx3+y3+BB4+sIDgSoIXfbXN2+W6883i1P+fnPrPNr/7qMN/6FrviND8AuiUT9fUYCQ4EadJlMPQyw1744D6Fiunj3rsmQJAR7VGqloo7ahGJDzazRkZeO8ohOX2YcnGEbKOKGnMjq9qrXrNw/Cc59fV/SdJdpt4REeKP3HEMAU6fLuBy7SeZ3GJnZ4hy+Qz799u577448biTfD7FqL/IXGKSa1eztNoSHrXFXXfdw/bKZeJKCsUhA23Wlp9m7MDH3nBIZLu0RkDp0c5eJu6WsdoZls8/xvThj37PdZdRW8HtH4Shyq0toqqO2zWG2wWb6QvvS+dwl7efXefwe3DmTIZ2ewzBfpjLN08zFbBxdVOn0FIJzSyiYiKI0iAuXhRRBB27JrNnfwy/I8LNWxVK7Rb/8YkAmd5Ps2eyS0Ips5O7QNzRp9GKUazqpHamcNmTqHadmek+N5cv4FPz7PTzKN1NTi5K2DwRmn03f/xslomRCumdAstpiao2jZUuE140kSSJfHqdbi0NkoO2FSVVuIuOfpTU2jlG9t/LZ+62YZoGqvogbttTHJqukEtv4XMqlOo93Npg4Zwp5zDra/jcdvo9C7tNRqgXMIwJLEFC4GWFCssSUSVrt9bMLt+TRz/zMa5e3aRW0/nkB/20MgE2Lj9GFzchZ4f1vEm+IeGyG9TVLrXUv+KB2SypHRPT7aFWvEDBXMAQR8iWb+NSFWq1Hqs5N3JQQO/W6HZBEOy4XGnKZRtLSzpLSwZ/9mcXAYXz56fodmuEw242NjZwu1UmJqIUty4gly6xulWFXhW3fZsuY0iSg17PZCddIZ0WkCSL9E4Hm32EZm8Dr9NGud7BGbYTS7x2Dphpmpw+3URRRtE0KJcNLl7c4fDhJO12G6/WARw4HHa88X1cW87QaKpY7v1IcgO9byA5Y/jH4+zds8he4Pp6gxFbEqXwDVzd6zh1kXazzPmUybF9Q9jcJopLwumskN28ifxdYm4up4tIJPCW9/GFC9uUyyOo6iDk8dSpTYaGCrzwQpiJib/KyEgXRXmWf/AP7n1f5iu/W+g6/OEfWvzWF/4ThE+82+bs8pqIEL6Pj9v/v/z5E7/Jl78MH//4u23T+49+f3BqaBgD57DVBYeq0+w2qbUFnEEvZ251mBydAV3EFoliGoMohNz2Gr1GBiQnQxN7XrUeUTQn555v0W7bEcUyhw+LTEy87Ew6XS7u/tTfp1gsEnA4XuEYAnQ6EoIAU1NJRke7CEKCn/iJlyOmotEAmzdTyFKWgwcHoaQbBYtg0EsqW0bxvDznOeU2uq6/YTEVE4FWNU3IPWjDskSijjq1agWf//XncgsBGDwABAws62VnVLTe3pJju7x/2V3Jfw9arcECJ1uKcybzk5xaDnEjN40j+UEmJmfoSgFi8SHWizKNVpeOoWHaR9kqydy8VaXft9Pr2xkauZe5xVlCYz9BuhcnW7dzauUQV7dD1DsakjTOpe2TXEuP89hzK5yYsXPf+Coh6TqK2AezT7PVBUlj7/woRWkPLy1rlLoTKPY5rqxNsblZIrO1hK32EsPOAjFllee+8TQ2WwyfL8rk5AOsrW2iKCqaZkfXi+w7fIidToxyx8FqpofknUZRFCoNHZc3iGmJhEJB0k0P9WaPZrvPRsVBYv6D1A0PtUaPTFnH5h2iaQXfl/Hru7xzCILA3r2jnDgxRSIRZGjmJDiTmLY437g2UMMdi2lMJJ2EYhIP7hcZidiZHwO9doGxhJN28zLJ0QAN7T4eP18n1bkPJfQ5BGEfLtc6Q0NZAoHL7N07wtpaF5CRJAXTPML16y3KZZV2e5pq1cbGRoirV7MArF58jED/KuOOFIeTW6ynb9Hr1TH6ZQpWjAu33GxtFLh5K8/Tt8awuROs1sbYKMhk2lHS4hHGphZe83v3ej103X7nZ0mSaLUGD2hN02jqLy8Y3G4P4/s+QmDxp/HGZllpDHOxNI175rMMHfw8qYaPzXqA8UOfYG7/Meo9jfjIDD01zk4zyPyoh7CzjdnKk6k0sds1RPpYrlkq9Q663idV0AkMvzrmzTRNXnhhnT/5kxRf+comOzulN93HrZbwChXWft/B+fM5bLaBhLAsa9Trc2SzxTfd9o8zX/saJKINEt518M6/2+bs8noE70JqXOGXfy7Lr//6wKnf5c2xU4uTLkOuBpkqdHoQ8wuMhUyiLoNEOE7fSnBx3ctG+SBXN92E4yOkN27haJ4frH/kVTauP/eqti9cKCAIozgcHmy2GBcudF9VBkGSJCKRyKscQwCfb6DODiCKMrHYq9c8Q1NH2Ki4SRV6bBRF/KP3AGApbgzj5VD6tmF7U2um4PA+NvIW7Y5OsdpFcI5gISJJ33uTzRZaJF/pDKJUuh5M+yDCrKf3MW27p4a7vDa7W7ffg0DAZH29RbvtwhX+BPl+iEQoS6VTpGCNsnD8Q6TWzyJHjrHUsEhM7CMWanPhcRe1rTPYZIubpThi4D6mhybZu9eHYXyWb/zpJaZcSzhkO/WGxlrxOqJ8P67wQRZc/5lkOEol4yXoU7lxZZ3xcTdhT5C6FSA4NMT0nmM81z0I/QZLlWES4/eTzW4z4kvh9gxCJQRBwCNV7ygn2u0O5ufB6dwCBA4csBEMegkGj8P8cXbWrlGrrVArgho8QMAXwDT2kU49Szw5zVauCrF9TC0eRhRFar4oW2vXUAUduyvI2MSed7ezdnnf4XR7eODT/zcuPBFgWvwzir0Cuhli4a5HEXcK2Jw+6q0Cfp+TibEmqU6NX/5rIfp9i16vhiV8FLd7EEpkGAY3brRJJGJEIgb1+lVk2SSZTGBZAep1AVG0MAzpjlKnKAroukW320UTGugGuB0S0+MOTm376XkTOJ1tZuJ7qG8s4XSCW9IYGaqz2ZnHZl9ks5Vn/yE3++89+rqn5oPC8WlgULtK1zuEwwMHSlEU7PG72dw5h4hOX40yMjeogWWNzJGwrFe2+11iA8MHf4aVpT/F5j2GUrvAVr5Ddq3HzFgUj8tDoarjTozi9YeolhMUmzXCc3G01xCQunYtTTabQJYVTBNOn07xiU943tQJXzAoks93UJRB+w5HA4dDvpPHAyBJXez290bNrPcLv/3b8MGFr0DsA+zu6b6HEVUIn+Co+X/yx/6/w2//Nvz1v/5uG/X+os0YN3bK6GYTw+ySq2kM25wIsorP5yVVlgiPfYIb2x364kHcTtcgRL+RwuX9dvikLKH2s6+Yd2BQluc7Mc3B3PRaZYVei3vuGebcuRT1uojXa3L48KvrOcuyzPi+V5eZSUweZPNmG1kvYggq/rGjb0pl0+n2MP/AX+faqS8xGhBw2jQqwhijnu+dtxiOj9FwBchV8iSPPkS9nCXVKiKqHpIzu6H9u7w2u87h9+DIkWFMc5OrV8s4nRYzM8cQRRH/UIqRmUHB6646T6NhkJh0EYn6KJRTEPosq6tDGL0JlOgco641NG0NRYkzPGzyP//ahzj92DcoZAxy3S4njtgR4nkCgTbHZ8dpZ7bQDQXJBv7IDLdqQ+RUBS12jL2jdmRZxu5QKDVGCA8dwTRNnE4whZd3oSRRwubs07NMQKLXq3LoUITx8deOxx8aXwRemS/lC0awuz5GvVJkeMiLw+m88zePz8/iwXvfjsu+y48Rsixz+IN/hesvOBgPSzidA6dhNdMjGAqRzfSolPNku3H23PdpvP6Bg2WaJqlU6k47q6t5BCGO3R7Bbo/Q6WR44IEq5XIAQRDZ3Fxj/34/jcYKtZqJ06myd6+LmZkgsizj8QYQnR5StTqyI8SJ+2fZ+8BhHA4HT379CUbCGqI02HE9NKvjnOihOYYJh0eIx793eKYgCHzgAzFeemmDXk9ifFxgbu5l8YBAJEEg8moxge8lovMXxJMT2B2fp1FK0e8EefT+BL2uTi69TrYuMhW/98418/qDeP3B122rVrOQ5ZfnEF130u1237BzONhRt9D1a5imi1DIxpEjEUQxwr/4F6eoVicRxTb33tskEPgexUh3eQW5HDz5rT6//GuPgf9X321zdvl+hO9FuPZP+cufL/AP/lGIn/s5eI1DqF1eh48+NE19ReRqqoth5FkYztMwZ3n6do17DrhxS/swkHCE7sYTmMZu3wBeuf4BMCz5VRt2IyMKFy/WUFUPhtEnEum8YccQBs+rY8d+sPJWoigytvDDrZkcDgcHH/gclVIeFI1R3xtT6nS5Pbi+LX7jdLmB94944C7vDrvO4fdAFEXuvnuMZNLD2bMNdD1HINDh4MHB5HDq1AbZ7BCyrLK6WuLo0QKxmIfr13vsO/ogt24VaDZvsrBg8tGPHryzyNq8leHnfv4eKuUmiiqyvl3HDPmYnV1g9UoFI18gMhxkfWuVnmMe2TXH8c98CpfHRza1Qqaygho0qHWSqFRxu3colWSWChHOt25y934bpqBx5MEPkytnabUgHre9bqL290LTNLTobujBLm8foigyNPsBytun0I0WtZ7G7PGfJZVbQbRrmK49HDh+FFXTXvGeEye8nDmzQb8v4XLtEI0eufN307Rz6JCDVCpPvW7yhS/YMQwbd91VIJ9XUBQPsZjO3FyUU6e2uLGxSCV/mpkJN8Wui7EDH78TVjQzm6B481kadQ1JMhkZFfCMjxB6E/eF02nn/vtfu3D8D4svGMEXjCAqNuqtG3icKs7gKCMTh/EF37iEeigkkc2+fOpnt9ex29+4Ss1TT61Tq43gcCTo9XIsLKi4XAPl37/39+5mayuH3e4hGt1VmXsz/M7vmJycP4Vz7CQIu+Ur3vNITggdZ1b6Pfbv/w3+5b+Ef/gP322j3j8cvucoZwoZbJabvhHkUsbGox88TDq7w7PrbjyJIZpNAV/EgSStc/ToQJwpNHqIjaVv4VXbNHsSjvirCwdOTkZRlALpdAqnU2Bh4e2Zk99OJEkiGH51EftddnkrEb473vpHgSNHjlgvvfTSW97ud4YoGIbBH/9xFrv95QWi253igQeG2dwscPNmG4CZGRtjY69Ulut2OuzceJyIs0OnZ9Gxz5GY3AcM6oJ95U+/ztpSFad3Bm9okUhkh/vuG3tdm154YYtSaSDXbxgGm5vPcvDgKENDDiYnf/D6Oru8r3hTunhv1z3yw9Dv92m32zgcjje1mwuwuVng7FkFVf2LYu1rPPro6GuGelqWhfXtcM2zZzfZ3k4gSRJry2eplm7ywAf3cc+JPXdsME2T9StPElTzgEjJHGJs4cR7svBuKZ+hVS/g9sfunBi+GS5fTpFOg6KYHDoUwOd7Y0ce7XabP//zFnb7yyeTwWCKe+55CyRQ3zrecIe9V+4Pw4DJ0QZ/+xP/LxYefpTdkNL3Cf0GXP8/SI/+n/yNXw9z8yZE3/uP4vfE/fHcM5e49vxZStu3SBe9dGwfJBTYBsnD0XseRJIk0umLzM978XgU9u4dujPPm6ZJs9nEZntz+Xy77PIGeO898N9Gdk8O3wTfudAUBAFRNL/r74OfR0ZCjHyPyAPNZmNk30epVcrYNBvB74g5EQSBRz/1CNeu7VAqWTid2Tsnla9nU70u3Vmo3r69RbE4y/h4nFyuSaezw+Li7snfLu99ZFnG7Xb/QO8dGQlhmnm2tlLIssmBA/HXzQH8znDNWk1EkiRyuTw72Rksa4JC0ctTT23w0EMTwOAeG9/3AaqV8uD/Xt8PZOM7QSAcI/BD7Crv2zfMvn1v/n2Da93/rt+Zr/3iXd4wj/1ZA6eQYv7uvew6hu8jZBeETxBv/jYf+tDf5R/8A/j3//7dNur9gdcfJDj9edzJKvZCk2q1j9fbZWzsBJIksbOT5datMH5/kGJRoVRa58EHX56rf9BnyC677PIyu0+bHxBRFFlclOh0iuh6l34/xd69byz+GwahAf5gCOdrJCMIgsCePQlOnhzm8OHk9y0P4XYbdxS3KhUZl2vwelV1sr29u0Db5ceDsbEw9903zPHjI9jtrxZceS08HhPDMMjnuyiKF5utjyzLFIsuer3endcJgoDPH8DzHnYM3000TWNmRqfdLtPrdTDNDfbte/Nh7Lu8kn/1m9t84uQVBNfYu23KLm+WyANQPM3nPrXOl74EV6++2wa9P5ifj+F07qDaPAwNhXnoIYWHH57EsgZKn8Wijt2uoqrqoHxX3k6/v1uSYZdd3kp2Tw5/CObn4yQSDWq1GpFI5A3Vq0mliqRSbVTVYt+++FtS6+vuuxO88MIGtZqMw5Fmbm7/nb/J8q5zuMuPHr1ej8uXsxiGwNiYi2jU9wO1c/jwMLq+xdJSDlVVmZkZhKWKov6mQ1t/3DlwYJixsRqtVoNweGg3rOuH5PwTF7m+PMTf/Y33VGjuLm8UyQ6xh/Ds/Gs+97P/gl/9VYEnnoD3YDT6ewpZljlyJMCZMyuoKhw5Mo2mqbTbW2SzIjbbDqOje75D/bi/O1fvsstbzK5z+EPi8bjweN5YXs7mZoEzZyQ0bRjTNCkW13n44fEfOndJlmVOnhwDYP9+Oy++mKfVcqFpVQ4deusLXe+yy7uJaZo8/ngKwxjcO1tbeU6erBCJ+N50W6Iocs89oxw8GOWb30zTaml0OhUOHJB3Fxw/AD6fB5/v3bbiRwCjyz/++1k+/YiOotm//+t3eW8SOgH5U3zyxAs89rUTfOlL8NnPvttGvbcpl+s880wHVd1DpwPf+MY6H/3oMHfdNUivaTaDPPFEllbLjyi2OHxYe0/mf++yy/uZXefwHWRzs4OmDXaBRVGkXPbS6XSw27/3w980TZaXM3S7JuPjgTsKgK9FMhkkFtNpt9s4nYndBe4uP3JUq3UajTAOx18Ukg+zsZGi09GpVLpEo06i0Tce4g1gt9t49NFRms0mqupH+w5l1F12eae5/Mf/nudu/Dy/9zc3gB890bgfGwQJkp9CWv4tfvWLR/ibf1PjoYcgsLtn+7qsr1dR1ZdPyysVF08+eZ3x8TCTkzGcTjsf+9gIzWYTTQu+oYitXXbZ5c2xm3P4DqIoJt+pDisI37+GmGVZPP30OteuhVlfH+brXy9TrTa+z+coeDyeXcdwlx9JNE0Bund+Nk2T9fUML73kYGNjmGefhbW13Jtu9y/EDHYdw13eVSpX+Nv/ZJGf/GQBu23XMXzf454Fxyh7bf+R++6Dv/bX4EdQJP4tQ9MGqusAtVqNy5er5POTXL4c5Nln14CX5+pdx3CXXd4edp3Dd5ADB2KI4hrtdpV2O8O+feL3zctpNpvkcoE7xalVNcGtW5V3wNpddnlv4nA4mJ/v0m7naLUq2GzrCEIIRXECoGl+lpZ636eVXXZ5D2IafOPf/juuZw7xyY82321rdnmrGP4kZL7JX/nMVS5cgH/3795tg967zM3Fcbs3aLUqrKysMzTkwe12oigq6bSHdrv9bpu4yy4/8uyGlf7/2fvvaMmu+7Dz/Z5cOcebc+ecARKRJECClExZtGxJtpIt2/LYazzWG8d5fk5vZtayvTxr6clj+VGyrWA9WaJIimICASKj0ejcfTvcvn1z3Vs555PeHxdsoAmAAIhOQJ/PWnd1V9WpU79zqk7V+Z2992/fQZqm8rnPjX2grmubZfetH7rPuezouL/t3j3IzEwXwzDwesf5+tfXbnpcFJ1jxPHR0zn3/+Fv/cY/5m//ShlFcT7DHxuyD0b+Itr8v+Kf/9Pf5n/+dS8TE/DEE3c7sHuPKIo89tg4rVaLZNJFo/HmPNGCYL1n9XaHw/HhOUfZHfZBu655vV5GRxv0+y1M08A0l9mxI/7eT3Q4PuZcLhc+nw9BENi+XaHXK2GaJr1eju3bvXc7PIfjg2lc5x/9U5WJCYljBxp3OxrHrRbcBf4tDFX/Nf/8n1v87M/Cn/3Z3Q7q3iQIAj6fj4MHh9D1FUzToNttMDHRdbr9Oxx3gNNy+BFw5Mgoo6Ml2u0Gw8NOiXiH44dNT6eIxxuUSnmSyeCPLNrkcNxzLJOv/bvf4o9O/BP+079budvROG6XoZ+Aa/83u6L/mX/9r/8mf+NvwM/+LPyLfwHO3O1v5/N5eOqpFJlMEa9XJZkcudshORz3Bafl8CMilYoyMZFyEkOH412EQn4mJ9NOYuj4yDn7ld/mV/79P+Z/+/UNAn7zbofjuF0EGSZ+EXLfZ5vr9/mP/xEuX4axMfgH/wBefRV0/W4HeW/RNJWJiRTJpFPi1eG4U5yWQ4fD4XA47pJzzxznyb/+k/zdX1lj+4xxt8Nx3G6yD6b/Nlz7vwn3i/zDX/81VtcVvvtd+MVfhEwGdu6Eo0fhE5+ARx+FaPRuB+1wOO4n90zLoSAIXxIEYVYQBEsQhIM/9Ng/FgRhXhCEq4IgOEO4HQ6Hw/GR99XfW+LxvzDD3/r56zz8SScxvG8oQdjyd6ExDyd+lWHvKX7ll23+03+CP/xD+NKXoN2G//AfYHQUHnoIfud3oOUUsHU4HHfAvdRyeBH4KeA/vfVOQRC2A38Z2AEMAN8TBGHGtm2n743D4XA4PnJWV+Ef//08z31f41/+3VfYfnDovZ/k+HiRPDDxy1A+A5f+LQgixI7g801yYDTGgQkPfF6lp7t57WyY3/6yl//lfxH5pV+Cv/t3YXz8bm+Aw+H4uLpnkkPbti/DZpWqH/KTwB/att0DFgVBmAcOA6/e2QgdDofD4fjx1Grw7LPwB7/b5emnbb6w7zn+878RcCem73ZojrtGgMh+iOyD9io0rkHhRdAbYPbA7qOZfR6SOzz0aIuNI1v42ukvsX/PEQ7va/ALv6Ty1BdDBIN3ezscDsfHyT2THP4Ig8Dxt9xee+O+mwiC8KvArwKMjDgVrRyOH+YcIw7Hu/sgx0ehAL/xG9DtgmVt/hkG9PvQ6UCz1qWcyZAteFnJhml1N8vvi4LJgzOv8fefOolvcBuXFt2wWLnt2+b4KPAD+9/9YdsGq8Gh7QvsHj7Li+e28kt/41H6v7T58Eg8w8RAnmS0Q8Bv4HZZKIqNotj87b+2xshDPwvij3/K5/x+OBz3D8G279xEu4IgfA9IvcND/9S27a+9scxzwK/btn3yjdu/ARy3bfv33rj9ZeBbtm3/8Y94nQKwfIvCjgHFW7SuW8mJ64O5V+OCWxNb0bbtJ9/vwrf4GPlR7tX97sT1/t2LMcEHj+t9HyPvfXz8XAh+b/L9vnAikGMyOY8iGTS7omVa3IEfXlsA4c79wDtx3JU4BEEVr6zvFrq6+12X+f/+jV/hX37lt8+vlHhrLdQfPn5u4fFxy9wr3z33Qhz3Qgxwb8RxN2L4QOdYH3V3tOXQtu1P/RhPywDDb7k99MZ9P+p1btks8YIgnLRt++B7L3lnOXF9MPdqXHB3YruVx8iPcq/udyeu9+9ejAlub1wf5vh457iSb/zdOffK++bEcS/E8WV+5be+fMviuN9+P+6FOO6FGO6VOO6FGD7u7plqpT/C14G/LAiCJgjCODANnLjLMTkcDofD4XA4HA7Hx8o9kxwKgvBFQRDWgGPAnwuC8B0A27ZngT8CLgHfBv6OU6nU4XA4HA6Hw+FwOG6te6YgjW3bfwr86bs89m+Af3NnI7rht+7S674XJ64P5l6NC+7t2D6se3XbnLjev3sxJnDiei9OHDdz4rjZvRLHj3KvxHgvxHEvxAD3Rhz3Qgwfa3e0II3D4XA4HA6Hw+FwOO5N90y3UofD4XA4HA6Hw+Fw3D1OcuhwOBwOh8PhcDgcDic5dDgcDofD4XA4HA6Hkxw6HA6Hw+FwOBwOh4OPaXL45JNP2oDz5/zdT38fiHOMOH/34d/75hwfzt99+Pe+OceH83cf/t1XPpbJYbFYvNshOBz3NOcYcTjenXN8OBzvzjk+HI6Pt49lcuhwOBwOh8PhcDgcjg/GSQ4dDofD4XA4HA6Hw+Ekhw6Hw+FwOBwOh8PhcJJDh8PhcDgcDofD4XAA8t0OwOG4HSzLolisoigS4XDwtr/exkaOjY0qk5MDBIP+2/56jo++drvN+noB25YZGorS7fbQdZNYLIQoOtftHLdXs9mi2ewSjQZQFOW2vY5lWdTrDZrNNr0eJJNBfD7PbXs9h8PhcHw4TnLouOfYto0gCDfdZ5omAJIkvW35zNIV2uVFFM1Hcnw/pfw6L76wCMohJAmGh5c4dmzsA8dw/nyG9XULWTY4ciRJIOAFoNfrUS5X8Pt9+Hw+fvd3X+a73w2gqkHS6av8yq8MMz6epNfr0Wp1CAR8yLJzqH1ctRp1Fi48i96pEh4+wPjMrvd8zsWLGX7zNy9y9aqMxyPg85XYsmWAHTv24vUu8ZnPjCDLMqZpIgiCkyw6bqmrV7OcOQOC4ENVszz6aBiXJlLKraBoHvqtMvQrWJKPwan9N753TdOk2+3icrkQRfFt39M/zDRNnn56kTNneiwv90mnRQYHG5hmgVbLZHRU4qd+6oH3XI/D4XA47hznjNVxz1heLnLmTBvDkEil+oyPe8nnS2xsNKlUoiiKxtSUxd69gywt5SmX6/zBf/sz3LUzJKNeIskQ/shXmZmYZsSV4Oy1r9CQHmR5uY3P12Fycoxcrko2W8Pl8jE2FiQcfudWvsuXN3jhBYNMRsa23Zw8eY7/9X89wspKid/93XXK5TiyvMi2bXn+6I/89HqT2LZBoyHz7W+v8LnPSZw4oWPbflR1g4cfDr3razk+ugzD4OrLv8OwtkSnXSb32rcpF3+JAw88gW3bdDodFEVBluUbJ8CtVou/83e+yfHjUfp9L5BBlmFoqM7k5NcYHx/k9Olr7NmTpNtNIggWW7fCzp2Dd3djHR8Ltm3z9a+vUiwOAnWSSRuXa4ndA3MMRGSOP/8imtgglp4mMTDK2VfXGZ45hm3LPPtsnmvXijz//CUiEY0nntjGF7+4lWg0cGPdb030vva1k3z5y3VOnaphWRrBYI9QSKZa7eDx7EeWDc6c+Qb/8l8+5VwAcTgcjnuEkxw67jrTNDFNk9df7yPLg6ytFfnN33yVpaUauj5Iq9UjHfwqEU+JrmGRqWl0+3tpNFw8tOUij273Ul1psnp1GUnt8R27jCz76TZlXrq6RCLg5vx31siU2iyW9zMSbxF21dBtGwIxPv8Th5ib6xKNxkinW4yOjnHixCoLCwOk00MAlEoq588v8dprTbrdHfj9CjDIn//598jlbPz+zW5SKys96vUuZ8+2cblG3thCH2fOrPDYY/dXcnj9eo5Tp0pcv96k0agyO7vG1astdN2FKNYZGAiya1eMX//1o4yNpW48zzAMVi+/iGLVMAU30bEj+AKhu7chP0K9WsFnLtKpZhiJiyQ9Ot946cu8ctLEZ1+iuJJhftFmrTWKoEiIopuXXjpFpTJJ0K3i8VhU238Rw3iFpaUu6+tR5uYExsdTnDtX5yd/cpSlpTqnT7d47LEaDz00xWuvzVOrNHCbF9FEg3pXYqGwHUHQePDBMHv3TtDr9XnllXWaTRmfz+CBBwbQNPV9b1e/r3PixDrttkQoZHHw4NAtO3nPZitcvNjAskQmJxUmJ5O3ZL0fR/1+n//z/3yGZ55psLKSxesVCIclYjEvw8NJ9u1z4fcPcuHCMqurHXw+P0eP+vjSl/a+a2+F9fUi2WwCj2eAav51FlYvUp97leaWAI2mjaf5MmNJidVShae/c4aV2sPMFbMY1T9iZkDi7PkVzO4Q1XKcr+aeIZMpsHVrnN/8zXMUCn50fYHR0QCtVptasUm1PEa5PoJpHaVQqADPAWHc7iiaBl/+8iqvvfZvKZfjVKtldu/2sW3bGAcPTjA66mL//iGnZfF+17gO7RVIPnq3I3E47gu3LTkUBGEY+G9AErCB37Jt+/8SBCEC/P+AMWAJ+Eu2bVeEzW///wv4HNAGftG27dNvrOsXgH/2xqr/tW3b//V2xe24c+r1Fi++WKDd1rDtMq1WmJMnL/DVr77M+rpAxGfgUtbwCj0mwxbgR/HUcQs52v3jJIYX2D9ex6P4aPamCbhVcvUs+VqAXSNrqGEP8tQy65WtNKoegsouklqGkD2GqHsIuaNk1lf43//3eY4c+SWKxRKnT9fYvt1A04IUCgHc7hahkBdFseh0oLp+Dle/RNuKInt2Y1lu/P4yhtFClr2YZoaJCTAMEfUt5+KmeX9dFd/YKHP8uMDFiymyWYHXXpsjm5UwjEF6vRRQoVS6Qqezhf/tnz3DP/t/jNJp1YhGI5TyG+welRBFCeiztPgKvj2fuyVx/aA1TxRFXC7Xh16f2+sjm6+zPVKnVLLJFizyGZnX5p/BZSnIQh+PEoLCszx76XN0ei5ggK0DNSYTEtBhrfx7nFvZCsj0+17W1z00GiapSBZX56tMDGh43YNcOhHja1+7jMv1JHrp6wwGGmzd6uPChRrr7Rrhoc/yu787h6qukMtZNBqjCIJAo2HzyivLPPro2PverhdfXKPVGkMQBNbXTU6eXOPw4ZH3fuJ7aLc7vPxyF1XdXNfZszU8njLpdORDr/vj6N/9uxf45jd3srwcpFZTse3vIAgBwmGbbDbAmdeW2bF1nqvXQ/Ttz5BKuXnmmTKSdIEvfnEn/X4ft9uNKIp0O22KmTnOX1ym0ZhgffUMk/5ZvBEvEa9AcbHDtbUqO4eGWMtkaJldNooy51czZCvP8omJNVrZJXYPVJlKnub86ijllo9v/491vlzfT6t1iF5vgVZrjPn5BKPxJXYMZBD9Oaptg9fmp7BwASNAj27XT6/XoNl088ILaeAokGZl5XUWF72UywKf/nQCScqwd+/Q3X0jHHeP2YMXfgI6OfgLyyB773ZEDsfH3u1sOTSAf2Db9mlBEPzAKUEQngZ+EXjGtu3/QxCEfwT8I+AfAp8Fpt/4OwL8R+DIG8nkPwcOsplknhIE4eu2bVduY+yOO+C114pY1hguFxQKHr7ylW/y/PMizeY+xuIX2TG4jEdb4MGZU4Q9ApYZ5HJOYe+IQbXTZc9og5AH+uYGs2sdyo0tvHh5Gw9urSKLBrm6StTfwafNs1q2kWXYPjiPIpoUGgksU8XnMrB6FnHxK9Av0TN2kM8P8MQTM1y7dp5GI0o47GNysouqX+SJww3Onl1DEGvMZhts29ai1Rogm71Cu93kyBGDxx47yNWrFXI5HVlW6PebTE+/fazkx1k226bf9wMeWq063W4UwzCxbReWJSMIIXQ9DuYGCXuR2rXz7BoWaFRihHp18rlBUukBABS7/Y7jUD8oy7L47nevks970TSN6ekC+/cPf6h1qqpK0YiRLZyn2+mwvFzCI2wn7b5Cr6MyEukT9PTZFi0gmK9SbrdodEPsG2ni9/hwqzLJYJOlgkizN8po7HsoUpSOGWd7MsNYMM/O5ACSdhnTs4NTWRehrV767XkUd4OVK8v0useoFFZ49fyLmKZAq7XAU089emN/CYJAs/nBvuprNQVF2Xy+JElUKrfm4kahUEcUY2/Zf0FyuTUnOXwXi4sKvZ4XXZcRRYV+P44oyvT7JpJ+jv1jFn6xjJLqcn7tKra9l3Zb4uzZOqKYxzQ9eDwFHjgWoLX6PImAibtZJOWuoLdSmHobf6JN3xpDtIu0OiKdThvJUlHlHPTPsSuxxqcmFgEXktDDqzWJ+kTcSpGlfAJNTpAtjtNoVDHNKSAEnGA0mkEUNSQxw7aBPJad48zSUTp9A8hh22Vsu4FlXQbSQAJRdGHbaTY26uTzFiBQLt+9/e+4B+SeBUGG8G64/juw5X+62xE5HB97ty05tG17A9h44/8NQRAuA4PATwKPvLHYf2Wzj8k/fOP+/2bbtg0cFwQhJAhC+o1ln7ZtuwzwRoL5JPDfb1fsjjujVOrS69VwuSTm5nqsrjbo9T4JtJhO1hiKrHB06gSjsS5uzaDZtah2ZVrdHj9xoEvUp3JmSce0ohTqLb52apS18i8S8P4GLV3Ao/hIB2qoUpvJxCpBzyrnVxOMJmtIUolqT6Pc9HFw4hyj0W1E3Vdp989yrbUTRfk7fOYzk4jiEoODKmNjbqSKzuDkMG53hpWVEq5Yjqf+yl/l0qUsp0/XcbtjHDoUJhoNcuxYgMuXN2g2LRIJjbGx9N3e3XdUMKigaRaW1UJVQVFqSJKOYdgIggW0kOUGCV+WcNAg6tVxu7y060U8vjiZ5Vn0xhoAWXOMwVvQreyrXz3Dq68OIAhufL4yth1kfLxOOBz4QOvRdZ16tYTb46deyfGFTx3j2lUPV5/7Qwb8Cka9ylCoh+BbZzSeJOJtcmZBYCS+zKFggLMrVQ5Odmj1THQzhM+VJ+I7x3TqAsmgH8OqoamzJCISfk8LSeowlJZYrPQIuA167SWGIk0GwhLYOu36cU5eOIjk/QSdToPvf9+i3fozHjo0jcfjQQnsJhY3PtA2ut0GxhtPsW0bj8f8QM9/N+GwF9OsIcubCWK/3yYUev/dXe83sVgPWdaRJBWwEYQqouhHUSwGwyUUJYjHA/2eTsS9xMbGNlS1T6WSZ9u2vYRCQSDMy99/mp84JrO6VkO0ZR6Yusgr+jU69QxBd5xmR+TEQpxX5zxoYptEaBKP9hoDURfD0Q0Cqs1cNocsdBkIw0BIQxQVBAqcWkkznVxhOf8AgiACDSCCacUAgenkOfxum3pnBFUq8+LVbZhWGjgF9IEWm7NqmWz+/NfodgUURUcURbxeC3jzuHO5fXh9vrvxdjjuhtJJCO4A7xjkn3OSQ4fjDrgjYw4FQRgD9gGvAck3EkeALJvdTmEzcVx9y9PW3rjv3e7/4df4VeBXAUZGPnz3J8ft9frrK7z44jqvv16m2exjmnXq9RqbH40og5HrpILryFKViE+n2LDIV3RqbQ+pkJtio0fYYyEIBoZZxjSHEYQaLtd/QYhEcEcgoWRoGCIb5Q5HJ5uoisF24lzZmMdCY7GcpCuqPP6QTIgXiUe9eNwdRlinWniJbbtHOHhw340WmOWqGwGLrVuG2LoFlmtB/H4vR45McviwDXBTa8327QN3a/e+ozt5jExMJCmXV6jX60ALRclx+XKGhYVZZDmIbdeIRlV8/jWe+lwERekBYCHgCsRpd67i1iJYgsKwx0WtUiIYjv7Y8TSbLS5dUtnY6NHvmygKqGqWdjtBOPwB1lOvUb7+LDGfSStnUWjHiMRsJqd3Ubj6PSYDMuaigl81Ob9oUKh3MC2JoNeLKOoIQgtRiLJS3GAknqXZ0VjMl9g+oOBzu3ErGQYifQy7Sc806ZtpdCOLboUZGbMZbPrJFxdw+bdwZe0ZRgenWa+sU6rvQupexePRiIanSctP4+13GR8IUGxf5NChn/9A++vBB+O89NISnY5MMKhz+PCtKYYTCPjYs6fJK6+cx7YFdu8OMjZ2b3xf34u/If/gHxymWHyBVsvCMAr4/R1cLoFAwIsvYDAxsUQ6HWJhIcOpa+tsFBSiUYNQaIxr10ocOrQ5jY9uKZhmC4E+YvsC8YDC7i1B/PoSlrSBV3NjyyKh2Oeo9iR6tQJ7xmOMxpuotKh3OkzEJVZLAiNxkeWChEc1qTRthiPrxAPXifleoNzcyYtXttLuP8SlTIxjU1fwumxq7SqWZeFzTRJwX6HaHkBRDATBwO3eR7W6Cvwxtp1A0zr4fBUefPAYodAqBw4M0241KV77HjGvQTtnUffvIj267e6+OfeZu3Z8lF+H8F7wTcHS79+513U47mO3PTkUBMEH/AnwP9u2XX9r1zDbtm1BEOxb8Tq2bf8W8FsABw8evCXrdNwerVaLEydMLl/ucf06dDoy/X4A2w6iSldArFKs+/FpGZ6IQ8+QkESRVNjkenEUj6tGvqHS6HY4OiWwXBaxXNMkxtzsffIIX/zSU1yaXeT5r3+VoFTnqP06w/FhggE/kdQ4pX6YlucAE7sfRxQEFl77r0z7PCiKTLWhYwW20Hb7GJoevSnu0PBhlldeRRV6dPGRnjl047GPQsGEO32MHDw4wsGD7xgHsDnPX7/bor32ElZb5urqPK7QCMsrVfYefhyv13Nj+Uw1/6GSw263T71u0u3GkCQfrZbO66//KU895SOdtt53sZXy2jlG4jIg43FDu1dktREi7a7h8oYpd5toHj9Wp0GTcXqdYTzhDCXdQnZHKLdqGKbEYDhAo60S8nbYOdJiOFbE6+oS85usVfyMJ6DWj9AwvGRa4FZ3sHf3MX7tM9t4+cVzmKvnGYy6WM8auONHCIRjmKaLQCBCr/kKblnC5QqxdZsLl6bRbNXw+d7/WJ1AwMvnPnfrx/bYts3qahuPZxKASiWHZb3//X873Yu/IdFoiN/6rZ94W7fqfr9Pbn2Fy698B6vrRfKGEQJpDow8gSSp5HKnmZ+vcegQm93at43ylWcu0Vq/TESscbqYIuBf5eiRCK74JNeWg/zllIeCuI1Oqclk9CoRxWLhWoFB1abZ7dOxXZR7Ps4st9AUNwsFEZfa5sGZdUYTMg9sMzizmiUdq/OHLx+j0ZvkhbkGQ9ErTA0kGUzEWcyvUlIepdlJIIomqpqiUMjhcsXQtB6hkMjwcIKf//lRfuZn9t3Y3vVrZxmJSYCExw2Z4kXMoZl3nNrIcXvcteOjfBpGfgbcaeiXoFcC7cf/LXA4HO/ttiaHgiAobCaGv2/b9lfeuDsnCELatu2NN7qN5t+4PwO8dQDQ0Bv3ZXizG+oP7n/udsbtuL0Mw2RxscTsbJVu92E6nS4Tie/w8NavEQ+sY1kdDEPHsBTm8wl8riZLBYuoX8YQPRT1QSYGC9RbdVaqLQwhQSJUQ/KeI+YaY232GSL+YR753FHslf+BXpMZjCXJ1mW8BCl0Yux98DOomgZAZPqznD/1OySDIopnCEX24g2/vRtoMBInGPkJTNN0Tkp+DLZtc+LECtmshCxbHDjgJ5VK4PV/nlq5gG+LG0mS8PU76MWXbzyv0ugTGPhwFS3D4QAul87IiMT6eoFKpcLu3duYnx+gVFrikUcm3td6RKybbiuywMD2R7l67hWy/RRCtUW9EaHa30fXHaJcMekYftaKblayHdqdQUYiS1zLi/T1CI/E5/C4wCyWiXnq+N02kX6Vrr4Dj38rLX0HnpCNd+hRRmY2E6rJEZtrmRi5QpdqTabWWOHTB3pcuNpgMb+dkfhJ/LLFtdlz7N69lXA0hpa4N4o4LC3lqFaHcLk2u5I2GiNcv55levreamW/1/zwxSdBEDj+ep3XTj+JqlpIkoYoQaOxTig0RjAYJRq9QDQaJxAw+cpXNlhe/imy6wW2J/+EzzwySbO+iOoqo7oDKIpFT5fwx0LIwi6y1QvY0TSvXh8jv1Ij7jPZNmiheoN0XMNczzUpFipMJjUifo2AF1ymhVdd5NC4j2Lt39LsfwKf/DIDERG30qbV26Dcmiaa+CQDmo1puslm+8RiXSKRARqNBjt3NvjCFyJ8/vN7b9reHz7uZGlzDLHzPfwx169u/rnTIIjg3wrlU5D+zN2OzOH4WLud1UoF4MvAZdu2//1bHvo68AvA//HGv197y/3/kyAIf8hmQZraGwnkd4D/tyAIP+j89RngH9+uuB23XyDgp9HYoNns0e+LxAMX+MzO19g9us72wQ7FeomwT+HMcpe+IbJY2kci3EI3GwzGU4RDq7TUaTxei3hkkZBcwRsKcOp6myFtiYFAmlb7PLmaxZ59j1Iq7aJdmMPn75BlB+GRUfIrl4gOzuD2eEkNjuLx/j2qmQvogoUYniAeS71r/M4JyY9ndnad9fUBZFnBsuDVV9f4whf8lHOrGN0qPSWA5nLjC0So9/awWrkKCGiR/URCH65giSRJfPKTQc6fb9Dr1Umn08RiJWRZIZ8P3JjY+71o4TFK5RNEg2503aAnp+n3uiRdeWaeeJIXnn+JtarM9dbjtJQtzGV+jwd3HiUd86EwR6ezTCCwj4HAObrdCqaQotI2OTqZQ5ZcNPsKPd2kb9XZqIiEB/1U2yWGhz03Yli6skAksgNpyyDFV04yHsiihk0e3J/kuddfYCS+j7axwFiixzPPnOapv/b3iASCH2r/3SqGYSFJb/7siKKEYdwTjXQfKcePr1OtDqCqUSRJoVicIx6P0O9v4HYXiUSKPPnkLh54YIjvfvcctXwfyZjH5dnPtdJPE792nKGhnZzauM7BuBdPpEetFKWXO0fAeJYnHxnk5MkSYUFEi9psHx5DN21ESUdXVI4+spdmrkhtYw5bFpGlBoVanZjHRatv89OHy8zlTtLtFtiSipGppdC0BIrSIpHQGBoScblqLCz0CYUOU6+38fmqfOpTGp/97NuLRLnC45TLrxEJaOi6QYsESUW5C3vecUe1lt9MDAG8w1C/4iSHDsdtdjtbDh8E/ipwQRCEs2/c90/YTAr/SBCEXwGWgb/0xmPfZHMai3k2p7L4JQDbtsuCIPwr4PU3lvuXPyhO4/jo0XWdl1/OUCr1iPgrJDy/wZ7hV9g3tsJwtAS0SQYNbFshHXJxYVmga6/Qtseo6kcJuK6SnpkmnN5BzKuTuVrBCgdZrYTZssVHImDT7fbwe90YegXTVIlGY4TDEa6tNVBllalQHkEQWLm6QHzLk7g9XgKhCIHQwx94e+r1FidOFOn1JBIJiwMHbt18cB839bqNLL95Qtfv+7h28VUGXBkEo0NlaZaWaxQrlEaKH2J411O39PUfeWQcTctg23X6fZmtW38wjs54X+9Zq1GnlZulVSlz4VKJeqtHKh5hdfk6h7d4UTWV7bv2UmsuM39llXAQPvVwFLtp0KgtocprDA+YrJQDXFgJsGPgGvNZmWa7ik/pE/F7MIUQOjonViVGpsO0jDzDO8eYmdlsyb54McP3nm8Sl1p4fG2i/rNMBGtIrh65zhopv8TURAJI0O3VkT15Bid33dL9+GGMjcWZnV3GtjenybCsFcbH3/1CjOOdtVoS8XiM5eUVbHucUCjM4OA83a6BIPTYudPL0aNhet0uev5ldqYCmKF1Flb+BzVlLy0zgXdgN49/9vNYloUfELVvU82cwdW5yrXZIqWNDkcnSnR7NSSrRa0jopsWuYybpSWLbUMNVqtu1qo2F1YDVBoQ8ipokoedQ1UMu0uprbLRaGBYfTo9k7I5weHxNGNjBseOxfmt35rn8uUSmuaj3VZ55pkLTE0pTE+nbupuHEsNU5EVnnvla3QrS6RHt5JdSZMambm7b4Tj9mqvgivx5m1XGhrX7l48Dsd94nZWK30JeLeBWI+/w/I28HfeZV2/Dfz2rYvOcad0Ol2uXi0iCLB1a4KXX17m1VdlapU2T+y6xLbUVXxajoFQE6/WRZF6dPoQ9Nikgj1ckwqnMz0Crhxeuc7EiEUlb7JSKbPrC+PIwgFkSWHn5BZKyyfoG+CTZQzDJD6ym5VGDdUoYKKAf4Zx79qNLlojcZW19esMTe3+sbbNtm1eeKGAbY8BsLamo6rr7NnjzMn1TiIRiWy2i6JsttCZ+iKthT9DSAlk15cZHRmi0C6TDI+xmr8AqdH3WOMHoygKDz00xoEDSb773Ty2bdHpVJiZMVDV966YWVx8jbGYhR0d4FvnvsW4v0hYT5GpapxuTZBMTpDN+pFFNzMTHrbvc5NdCbBy6mW2JhvIrJFrmAwMjNMo1RlLmITcJi5ZZ7XURVQ6TKR69ASBiWM/xZ7DP0kq5aLft/nGN9bodhtcu9anZX+eQuZ1NPscDwxXSScGCQQVUj2dC8sGglBCEhVGhkU6ov+W7sP3o9PpUio1CIe9N8aN/oCiKDz55ABXr2awbdiyJYnLpd3xGD/qAgGTXk/kwIFhVlczqOoaf/Wv7sHrdd+UVGUWL/GJ/RG+tXGJkNpkYLvMxY3TfOLwFBOHDtz43C9cfp3Kcp5mO06hHMAtrOGXBbxKhXq9ylikgyzaVHvjeMUsx7aKtDo1hiZanFqNs9w+RK7m4dHBVVK+FQzbpNXNoUgCMb+bS7kUTXGa8Z2/TKPhplQ6jaK7OLprFb3bJlvwIoqDwAO89prB6tWvsGXIxLRl3Kl9xNNjbKxcYZv/GslRN9XGZfILTVy+MKFI/C6+E47bqr0K2lveX88AFF66e/E4HPeJO1Kt1HF/6nZ7fPvbOWR5FNu2WV5e4sKFArXaXqTeIlOjVWSxRyrUBaHGallkIQuHp0CWLMYTAqIE3rDO3PIlAqqI1AtAexmXUqbbHWPbjj1cOnucKwtZDCONbMrE6xY9Kcro9t2IonijmEOpkEWvrvCDNMCyLATpxz8EdF2n3fbgdm/elmWFijP75rvaujVNr7fG+jqIos6A/yx6s06vqxF02XRrG1jy5rQSArevq6HX6+bznx8gl6vi9WqEw+8vmZfoApDN5hnxZRgMgabVcIVFXskPsFJx0amukAp72T8YQK/MEY2pRKevQDVD10wwMhDg5NoigUQXSTBJBVtEvF1EEdbKFs9d9WN6JviZX/wMo1NTnDl9hbNnAFuk0bI5f15gfDyN2/1Z6hsWHc6yXlPINQRWcw1EZQzDeBHLbNOuBxnc9dgdHSO7vl7m1Vf7CEIYy6py8GCLsbGbT95dLs25gPIhHTkyxPHjq9RqErt2GRw7tu9Gkv3WVvB+36LZrLNrp4RPb9PTdXY/cghT75C78i36pRGCg/tYvL5M9soCfT1Isz9Ov13C6F1jMtLCMuFazqTe1Sk0S0wlRGrNIulQDEN0MRD3c2zc5OlXF9gorhBztZivdPG6u+wYH6ViDLAnoHGpP8r4VheSZKC0FghZbtrr1xnQ+szVtpBKK4iiSL+5iN9fZjC2Oc54PX8SPTZIv3ieZHLzy9atmZiV65SL605y+HHWXL65+Ix7EJoLdy8eh+M+4SSHjttmfr6AJG2WvBYEAdMcoVye5/TpC5QLW+inz5P05nDJJeqtPtWGhmUL1Do2bk1AVQQCqkarWSLua7Nr2EUi3KPe87JUWGN9bZF41ItX1ZF8KpIrhit9jEji5q6dP2gpjMSSLOWSxKwNJFEk2/IxumvLj719iqLgcnVu3DZNk0DAGT/1o+zZM8T27Trf/vYKaxeWmYnoFIxFmrpA15CIDDSYv/gSZWGG1HYDWb49X1GKohCJ+Mjn60iSSCDw3vOmGXIY0yyi93vYRh/JtvFIPRTFpNOq4pv6BJrwOtHY5uUHVbbplF9nLOVDCI1SqULTclOoZVhek5g67EdTKiiSTsAtEvBJLOXSxJMP8eqLpygsnSY/fxZvzSQVdtHxbeGsadDtDuP1hiGaoilEaZkeyoUKlWoflxJjOF7g4PZB7OB2fH6V9YUzDE+/Q9nY2+D8+Saq+oMy90lmZ1cYG7sjL31fkSSJBx8cJbsyh165SuHqBeTQNOnRrTeWadQqSO2rWO0NvHaWUquNKzROuVzDL22wdepBNK3H/Pwz1LLXsfo6aX+R+dU1Xjw/yf6ROZSQgeaLM58N4VVtxqINogGRvm7Q6su4PAKW5aJUKDE1aCH1BepdkW2jGj7ZIt8x8AQ9KGSRs99ElR5DlFy47QJPf89Lp7MVvV3FI5YoFCYYHS3iVgzc2pvf317V2hwT7I3QaK9Dv4qkF9BrInb2LI3kCP7gB5iPxvHR0VoG31t6kLjT0FoBywTRGfvvcNwuzuAox22jqiKW9ebk2ZZl4HJVuHY1RzbXp9RYJRWykUSJUstkINbmLx62aXY3u2zW2nBhRcenWlRaCkGvhEux0ftdNFVAVRXq+XlQQowMJRmKe2jnzr3r+DFBEBjf+UmM2GN0Qp9gbPdnPlSLiiAIfOITERRlGdteI5FYY+/eWzMf3MfZxYtZ6lUXA1GVWDRJX9jGwMAoeX2QVHqQ2MA0B7fFWJ8/edtiyGYrfOtbVc6cifCd73SZn8+953OGtxwj0x0k2/Iwl9NYL5vMrVZ47ZpOcniaXbs8dPQWht7H0EsMpEU8qsprFxqIto7H1WVxaY5UIIkmjHBxucpyoUmtbeJSTEKuHphXaPU9FFfyRPsnGQ4W2BZZRm8VyS4vsG+yhNH/MyRplqntEULTn+ZsRmS9ajI5OsHMQJ1+00AUQO80kCQJQW/etv34VoZh0Gq1Mc23HvPOT8ztUi0XcLXOMxyF4Sh4OrNUSvk3H1+/yEhcZWhqH9GxBygaE7y+sIsTF9ws5qZpNPsAyN11to6FsNzjHL/UZj7jxq9c5pNbVEJuL9h1JFmlUK1Q6UCuJdKzg1zPlzg+F6Ld28al5RCKmQdjg0/MtHEJdYoVHbPToJ0/w2i0xdFtLZTCv0eSFrBwI0k+XC43yWQUf8ggmSyRTotYsk5y4M2uxtWeC4/HgxCYYHaxxuzFc7w6W0FNHmL7RITK2vk7vu8dd0h7BbS3VKqWXKAEoZO5ezE5HPcBp+XQcdtMTaVYXl6iVku9Mb7rEsvXVtk7WMDQe6RDNo2uimWZ7BxWEQQL3TI5OG5T7Ui0ewp9K0itE6BnG1wrNBk2bSo9DzX3brzxB1hrrbB/a/JG66CI8Z5xhaOxW7aNkYifJ5+88+O6PsosSwDbxBueIdtex9arhDwa09MSsfTkjeVEs3HbYrh4sYmqblZFlOUYs7OrTE396OdIkkRybDdKb4Xw4UeprJyiUVrH9iUZcFVRKfLw5z9Bcf4FEhGFphFkvdhjfHQnV7NzdFp5Ss04a6Vhgm4bgwdZyH8Ln2uzW6nX7UPAw2vXevzNL6bpthcJBz10+2s0qx1kq0cyOgWJJD/3C2n8fj8bG1G+mb2MZocRmCcVEqj2+rS7OprfT7+vI9yBOcFWVvK88kqDTEYjl7vGnj0DuFwy09O3/aXvW81qgSH/m0lU0KeyVisQjm4W8PhB12wBAX8gRE9PEBz8CzQr11BcV1herhCLQr2nYutVfOJp9k4FyGR1Er5FTNtPrakQ95cpF1sIcoptYx7aQhLV3eE7Jycptz+Ll9fZMhzEp5yjZMRwuToE3CKnF2OI1LFtmSpe/vKX9lGs92kN+Hnm6Z34rFWK1Q2KnSnGZrazd2+dRx6J4vWOkF+bZ622iiUoxKf302zU6WVPM7l1L811k2g4QFPabO0Xb81UyY57UXvt5oI08Ebr4TJ4R975OQ6H40NzkkPHbSOKIo8/PkahUEUQ4JvfNPDYGmJAoVLJo0pt/K4WQY+FZfVp9cA0BXaNSAhliaVSiNnCEdYbbh7e5aMsXWZ5pURw9BG2fvLn2bbnQdaXLtHpXcHr3uzqZGrOfGn3uqmpEPPzZTIVN6PRYTTNDYEImufNVlzTNLHk0G2LwbZvrpVlWe9WO+tm7WYDq53F6LdQ7RLHtgaZzTYxbI1Tz3+fheohBGELjzwSA0lBcZ+j0tUx3PuZy6yg2xqSEEDV5vG7BNYq2zgwtYrilsg2BvFFtjGceIqVzJ8wtCeC213nynqeWMDPuF9mqTxLWouRXfYQ2fdJ3JrFwW05+jWTVkelZ1QoGYMs67tIM0DdjDM0tfN27MIbzp/P8N//ewHLGicU6rB1a4R6fY4HHhhhfPzNsYVrayUWFzuIosWePTF8Ps+PWKvjvfjDSU6++iIuScXjgUDYR2DozcqvntgUxfyrxIIqfd2gagwQkmQC0a0s55v4WlWiJZHz1xpUrr7GzmSNtcoy67XtbEkGmF0Ribo7uLsiopTAFgRK7RA920W5LjKzeyeX5v0Iwi+z2DzLRGSBoYEc5zNZhJ6Nog2Tr4vsHO7jDWpYtk2laZOMpti2x0smc5Sgt0Uvn2f37jyf/vT2G93IN6uQblYiLRfWqVx/Bn/nNJ21HuWmxEAySr3bpFTr44pOvtPucXwc9PKg/tA0Rlp8s1CNw+G4bZzk0HFbiaJIMhnBtm3On79Gbn2JXakVJsIr+LQSxUYJCYOFImgSCKLN9SyMJGx6fZtSK8Vy769zsfk6jz/+MI8efIJI7M0CBANj28mvu6k0C4hqgJEtb44htCyLjaVL2GYHT2iQSNxJHO8FrVafcLhLph2h7qqwbcsBksPbME2Dc2e+hSIaeCPjDG85cNtimJhQOHOmiqaF6PfbTEy8v9aHZi1PMz9HQL+MFDC4uNwmMrqD186cYy0XxHKnKHUH+CffOcXnPx1HbPvwylkG/S2ObFP53vElBoN1ur04hVYdtzfIK9dW8fhUbNlNqa0QCb1Arl7AcA1w9uo8hhpno27R7NcZS4VZqF0jQAxd1+k1CiSHt+EeWKPb7rNW8jCx75eZ2bH3tu27t6pW61y54kEUY8hykEbDSyhUY2wsxfj4m1f8s9kKx48LaNpmsvi97y3z+c8P3rYxpfeDufkWV3KP4zLnsSyDwECQz+58s5U4Eh+gJj/MWmkNSfWy95iba9da9Ds1BH2dxJCHi4s2ixcsJPMBlgsn8Lo9hAM5VlsKZqtMyq+Sb4rI2iBul8KFNZNC5RpHZ3SUWp6MfpTr1Z/GshpkwyW2DHUQTJVvn9vAcu1GVWQurz1Hqpvh+KVBXONPMR2KcOxYhPn5LPW6zvDwEIlE6F23s5W7hKyX0Xs1xtMyfrXHXKZNzb2DdGKa0Vj6Duxtxx1ntMC2N7uSvpUWdZJDh+M2c36ZHbddv9/nm988Q6/3KHr/FKLQYCZVYOdgl1LTIF+HT++Edl/g/IpNpavQt1TC3iaWcYbJqS4//zd/iqmp5DuuPzEwTrMeobx2nsyVHK7wOLHUCEsXn2ckUENWJcr5ZYrmYWIppyvK3ZTNVnj1VRtVnSEatdFZYmhyBMuyWL/yLFvSEoYlUNDN2zpf5ORkEo+nTC63RiikMjb29om334nQKyCKMrWWjSZ4KNcq5M7O4u20kPu7sJUMMf17hGNlhlo6tuJmKZPhwSe2o/nGUINhjr96hbWaQcTnQbCa9KUDTMRsSk2RzxwQaekvsnMGVnN1IqkZhiIjFOZfIeLq0KXIzLBKt1Wj3+/T6hqkoikadT+2qjOeDuIevLVTgPwozWYPWQ4QDtcplXr0en02NoocPeq+abm1tdaNxBDAMOKUy3USicgPr9LxPuVyIqHYFLDZH9qw1962TDAcIxje7EafBhR5ger800zv9BGNBvjjr16k1bUJqzWSQRFFMOj7fJzcGGY+M0QyUifg1RhWzlNtNUgobR7a1aQnJHB7I+xNX8UVO0MkEufY5BSSsUpIKPLw/jBL2e8R8KUZHBymKY/j9bgZCdZYPPdt4pOfZGGhS62msrFR49gxkWg08I7bKQg2klUjnB5jpZSl3rHJ9uDgtIJLnGP1wjKD2z+DqjlTonysdAubrYbCD/Xq0GKbRWkcDsdt4ySHjttqfj7HmTMW3/iGRCHzHDtH5hkMXiHur5GpKrS6kA6CSxXQFIWBiE61beLVJAQ5zBcOdiiObDA19Yl3fQ1d1ylff4aR+OYE6+XyCXIWeCkgy5snqZGgxlplGe5ActhqdTh5Mk+nA5rWYN++EUKhzROfixczzM1Z5HIlIhGLAwcGmJq6fyYBX11toaqbSYIgCHQ6cWq1Bu3yCmNRA1HcrPRpt9aplIq3dHzoD0unI6TTHyw56Zki8aCEK7qHbmUFVjqIkhs1OMCwNMz1jbMMxWoogSKTiQCqZhGSBTKtEEd27OXK7B/y4E4vEXeeVnmN5YKXwYSPRjuOYC7RKGRQXGEa1R20KgV2j3t44XwPX0uhZDXwJH3smErx6mqX/qk/ROpu8P2Lp5gciYASgtSn2RW6c5Ubk8kQorjB9PQwKysnKBRUdu1ykc8bN02h4XYLmKaB9MbUMabZwuNxupV+GJpm0u2+eVtRzHdf+A0Bj8nMntSNCy8jg1G+9WKBkFRmKe8lV1EwxACSBccmRUyqdA1IB2qIlNk12CfgEchVC9SNAO1Gh42NNTbWKjw+2iTgkZDVMBIuqv02YX+HQmcEwazQsvNcs8tksxf4xr+7iBp4kvHxADMzIxw/vsJTT71zcqhFpskuv8LggBvEAQQzhl0pEg5ufn7GXDZrKxfuWEVexx3SK4D6Dt9lrgSUTtz5eByO+4iTHDpuG9M0OXNG5/p1OHHiGtOhJoGEB5eWJObvYlgG6xUVVeojiVBq6gRckA4rDKfC5OouFNFiy9SPLvhSKxdI+N/sFhgJaCzXc8g/NI7MugPFeW3b5vvfz9LrDXL2bIZOZ5jTp4s88kiNwUEvV68G2Nios7Y2zcqKQKvVpNFYZd++99dy9VGnadw0Sbdtd3C5vLTtm1sKZVGkb713caE7bXDyIKf//DuEzFXMvk7bciF6thGN+rGEOkq+gWH3SQXauD1ROt0erV6PlGpSLeUwDDezmTalvBfBiJEtTyGJFarNKslgh7hHIByDaqNIx97KiXOXqFdCSJKXxWIcqT5MU3Vj0GZEzVGubfDUfonFisXU/ofIFJs37d/bTVEUPvWpGM88c45EYpCDB8OEwz46HZO5uSzbtm1W7922LU2hsEQ+70MQdHbtEvH5vHckxo+rQ4eivPDCEt2uF5erzaFD731RwBuIUNvoEw5sdtWLJWVm9hzm+DMdhvwNNPcgQ8EiyzmdJl5GYsMk4llU24tiV0hFVNrtHooMuewahjHFZMqFquk8d6LA0Zk+8WCAWj/ActFFw9AYmT5MfeV5ltY0Ni63yWTGWMp4sVwqliXg9WaJx9+9arQkKdRJ8Cff/ipDcRXRN4boevOikSAICLb14Xeo497SLYAaevv9zphDh+O2c5JDx21jGAZXrlR59lkXnc4glncBoy/T6gd4bcGPbrYp1PxsVBsEvQKdvk21o+FSLEQRJMniUm2Spyb2sDZ/DmydYGISt9dPKbeGJKtEE2lcHj/NgonrjaEJ/b6O4g4guHeSr1zAqwkUmgrJrXtv+zb3ej3abT9razlsewy3W0DXdebnwbZLqOo0hUINRfFi2zadTpu1NYF9+257aPeEHTvS5PNLlEpBRFFnxw4Lt9tNZGCauXOzDMVkNJeLjZaXscnEe6/wDnO53YSnP4eS/So+VaCiR5BNi6Y9huhfwzfsYnAsgNY5T7VRpNjQ6Hg+y8nrbvRAmLayjUylzKWlFJ22wUZFZKFYYyb9Mqo6wGsLOttEjUpXJzUxzWunLjA14KXYHifmE5lfr3BeGsAjXuGhySjNZou61aGSa3Hm9CKaVyDcauHz/+gLKv1+H0mSPtRULj/g83nYvTuNZUWR5c3We0mSMIw3L9iIosgjj0zc0te934VCPr7wBS/9fh9Vjd2o2PyjBMNRVkpbySycxePRkOP7CEWrREb/GpZ5kqX1OQpVNyHPINVWmWtZiVa/TDAaIGKr5OsGzbZCqydxes1DcuQYbtmPZcksZMdZL62zf1qj2JqkaYxw9nyN7e2L6NUumhakq8fp6irN/gS26adS6dBuC4TDb14IsiyLXq+HpmmYpkln4zjD/g5HPn2QdrdPRx4iky3Q7fZwuTSylT6BYacozcdOr7A5bcUPcyWg7Uxl4XDcTk5y6LhtVFVlefk6585pBJVZ2t01dP0syYCLZkem3NQJuFtMpWClIGFJbgYiCo1+hK+dH8TUEhz+C3+f+vpZxiJ9RFFk9fp1Fpsm24bdGB2LxXyM8Z0P0fDvYq04iyTYdOU0Y9tnEASBdnuUXqfN0ETojhS/UFUVWW5jWSKCIGBZFppmIwgq8biX5eUigrB5lds060SjXkSxfdvjuldcu5an21VQlBKplMHiopfLlzPQeYUjW7osL5epGlEOffoXbrR+lQtZuu0GkcQQLrf7PV7hg+n1ekiS9L4+G4ZhkFu9RnZ5li0BGVmymd6yhXwN8iWF+ORn+dVPPkCzXuGFb3+V2atLBEND2Oo4gegnCA1VyK630PU8oLBUinNx5XFEsUgPH+GkRMS7gc46dneNy2f/K7uGZcbSEhtZm9fOl7CMBnZtjtXyIt/5zgay4iVvFim3DQbEC+QMH6H492D8MXyBt59YWZbF0oXv4xNL6KaAFNlNamTL2zf2AxoejnHx4gq2PY4gCBjGClNTb0/uVVX90K/leJMgCGgfYKxdpZiF+mUGIgJtQ6DelbH6PgZcT1Mt9mi245xdKvL4/gKjI7vp6xJF2ceIf412dpXXr4uomo+F2hD7Pvvz2NUey8sqtu3Dr1kgH2ap1KTYmybXmqFU+XNyy00UdZCuXmS1qrOQO0gwmqTfbyOKGcbH/Tz00E4sy+Lkc39M/dpX0RSQI9sZ3PdX8AhdFrNrFNuLeMUyfes8QvAgq90R3LZMcGQcf/DOdaV23CG9AijvcJFLDYNeB7P79mI1DofjlnCSQ8dt02q12djQSLjPsG+sQVC7TDLYZq1UodnVGY93mEm7aPd0bLtNwCfj1iQMyUZkiEd/9u8zNJRGKV5HFDeTApeZxd1rsb5kI9Gj11coJbeSHt2GNbwF27ZvapXweDx3dGyTKIocPeqj3V5nY6NKJBJjZCRCILDGyMg4oljCMGrMzp5ndDSBLLfZs+f+6F63vl5idtaLqgZQFPjqV89z4EACo1dgWJVoN0W2bduGrhsUNpZJD0+yMneSCEuEXAobcxdQk0foNQsgSCRHtqIoyo8Vi2VZPPfcEsWiH0HQ2bFDYPv2d696aJomKxe+y3C4i6FdJL+SYcf2GUSpxUY9xlN/+RduxBIIRZnY/SSmO41tW/TaRTrVi5RyBp/56Z/jT7/ze1wstMg108jyZQKeU0wMNfAql4nIs/jQ0OLD7EkoiEYZWS3S7bQJaQuE4ylkNY7Yq3F6vk/E00SSR8Cu4q4WMBQ3XkpU1i/gC7x9nO76wkVGQw0kafN4ypXP0U2M4nJ9uJMsWZZ58slhLl/OYFkwM5PA7XZO3O4182efp3B9CUPv4wtouOIdYoqC7q/Rq8XYOaJQbY5xelXD9HcIx79ItbZMt/EsMXkbqpnBI8h4w3GCvhari8+gmIPU+2GGhvdiIWDofYa8NWZXFjk8kmc86cKwcmSaLnz+BgMqQA+X6xK/9mtjHDu2eXFiYfYl/IU/5vAOAcuyWSxdYe3cnyHpeZJqAbE5S7cvMjY4zmz2EkHlSwxN772bu9NxO3Xz79xyKIibRWk6WfCN3fGwHI77gZMcOm6b1dUchuFhKnWFoUiHXUNdJuMNMlUbgh1M06BvCNiSl67eJSbLyFqcaCBJW0mza88uGvU6+lu6p1mWSbW4xqHtmyXbO90m8wsniSWeumPjrN7LwECEn//5CJ/7XJ2lpTqKkmf79lEEQWB4OMbP/EyMXq9HrdYiEPB86BPzj4pisYOqbr5vpmli2xFqtQ5upYeqyPR6m93iFEXG7HfQdR21u4AvspnIxHx9zr/+Xzi0b/dmC9jFFUZ3P/ljdVG8dGmDen0Ut3vzuRcuFBgba7/rhYTCxjIj4T6mZRH2u4h4hzi72CWZTOJPbs7P1u/3URQFQRCYnk4wP79EsyoQ5QTxZJ3tyQjr10+zdecBoslxSqUKZ8+eZ3vkJKlommRQYMuQhiQLRJQrzF0xGEyECMSi+GI+ukuLGHYCwdIJ+71k9UkKPYN0dCfezh8wFDJp21mU9jWqjSDvOIrV6tx88USDXrf7Y30Gy+UazWaPVCqErptcvFjEsgRmZgJ4PPfHZ/qjxLIszr5+mcMjPdyaTK3V4tp8h0Q0Ql6SCYfjNBpFkrE4FX0bWrhHNB2nt/gcdvMq/kiJwbgHUdbQGisEys/w05+e4htPVyhsyMiqD4+nweCgSq5okVrskor6keV1Ur4CEb9O2utjy1EwzSKRyAQulwvLshAEgXpxCY+tAyqiKKCJfdqVZR44doiFC0X8sh9VEZkr+ti1dZyruQXYsvdu71bH7dLNbXYhfSdaDDrrTnLocNwmTnLouG02NtqsrZV5aLDKaGyBkHeJq9kmU0mBRtcmEQALHUkwiPslBC3N4MgAgaCbcm5zHf5AgBVlAmoLqIpI2R4DebNku2lZ1HQPweC9kRT+sEgkQCTyLhX4NI1E4v4qvR6Lubl2rY6qBpAkCVXNozebyPrrXFq6zM49Y0CM1aKOf3SAYn4DQ+8Dm8lho7xBKriZ2IiiyGCgR7mwQTw19K6v+W46nZtbmEXRQ7vd+xGtzJtdhBVFoWqqxH0KgbAXjAZrC+coZi7idfto9TW2Hf08oUiMz352mBPP/CljkQ6pVJxeT+f6uZPQFNiauEDFq2BWZjmcUgj4+7hEg07Pi1dcYNdkCFGSqbc79E2JupBAC00zEFqkp2vkrSA9aRfJaJ5C7hSaK0u/adE0fZQbIwi+d+6+6QkPUymsEg5sfvZKHTfD7zE+8Z2cPbvG3JwPWQ5hWavouoHPt9kCtLGR5fHHRYJB3wder+P2MU0TWRSQ3vi6dGsiAjJj26ZQhXN885sXMawBqr0gQfVZtiYlZKuCN9JAUmNocg6PUGGj6kVRTbq1ChvLC+yelsk215hblti/YwDTHKFOhZHhPo22wY7APAGPSalRZmY4Tr/zLKeueqm53QjYnHpJ5PCBEO7OFdqtKotrMuNDEZo9G9M1jMvlZXD6KO3rWWSzhqvb4driKq4tT93dHeq4vbp58M+882NaFDobdzYeh+M+4iSHjtsik8nxzDMSI4kMyVCJLak1lvNNwn7waTalBhQb0OiaVFptbEFlR1yl1oNyLUR66uiNdY3MHKJR30Jf77NlKsI1SaKoryAIErHhNJn2OydgjnvLwECUHTs2uH69jiDYfOrhGsLKHzAS8yBJMtn6Es+dHSI6MI28+iwhN1zMLOOWksRiSbJVk8HkwI31GZaFJCsYhvGBx5MOD3tZXi6jaZtTWahqAZcrzrPPLtFqyQQCBg88MHijq2gkMcjr3/kGaU8VUwgwd72LR27SsZrIpdN0a+vkzGnkwD7+9Op/4bHPP0EsNcrwcJzBYJN2p8vZMy0WrmUZ8qeoVObZMSwiDi+gagmCQfCJJsWWHzEU5kLGIt9wMTi+k6slDyFfix1TbqrlCJZk09PiTO8fwzYF4u5ZJsMjFHsSbk+E+Q2RqSPxd9zuSHyAgnGIteoKliCR2rLvA7e89vt95uZk3O4QALlchEKhws6dm48rSorl5TV273aSwzulUatQWZ9FwMYXnyYce/v0OIqiEEkkKfRB7LbQbYWR6RRaYITF5T/GJy2x0RxmxP8aDx30kIzKTE76Wb3WJLfSpNfq0eqYQA2f1MKrRLA7NgFvEgMvff+vcalwmpLkwRt8hO07v8366ydxaTr1nsGW6SF8YZuT+QxDgk4k9jAA68snWZ9tsmvXDhqywcrcKS4UNSITj/PYp3+WpYtPMxwKc70Tp5avEU940ILDqOq9V83YcQv1iu/crRQ2xx121u9sPA7HfcRJDh23nGVZPP98jqUlG8toItobNLtd4kHwatDowu5huJCBoNfLSCLEYslmJd/Dlk2Kcognn3r0pnX6A28mgEPbHqOwcBzBbNJoRBjccvhOb6Ljx7R1a5qtWzf/f+b5V9i5N46iSBiGSb87h+3Oo5Su0pWDuKd3cGj/bk5dLdL1jzFy6BMUl47j6rQwbZvFapDlq206HRuXq8snPxkjFHp/CUkqFebo0RKLi2tIksWePUmOH8/Rbo8BUKvZHD++wic/uTmhfObKSxzZPUStrFGutnAl95MQr9PKLFAsXiHtF5B7i6iSRKPpQirHaHTnsD3bWC2UaJQqzC3WWF1uMjkaRNNi1BsvMjlik6luI9/Os9Q2mNuoUNfr7B2zeeTIEPPLy7TWa8QHQoT9YDczSJE0yViaYz95lKtXUyy+aqKLdSIsoUo2yx2ZxOi7l7+Np0chPfpjv4eWZWHbbyaUmqZgGPqN24ah43Ldm635H0fdTofa4vcZiSmb3a2vfw/L/jTRePLGMo1amVp+iaHpYTr5JbyqH1MWiU/vxiy8zKCnR3L7DK2eSr54lQmfyGA0xMqyh7X1Mrk8TMbcLObLeD1Q73lRA1GahRK10iiC9wBar0vQzrI7FeLlV/+f+JUqimSyUWsT9tvEYlGWSyaK7MLlMbBtm25jjZi6SFi2kJoqweQUe0f20488QiS22aVwdPcTFDaWEZMlHn7w8wDIksxa+f4p5HVf6lffuSANgBpxKpY6HLeRkxw6bplCocbx41UaDYs/+ZMFrl7uklZnmdiV5cBYl7MroMkQ9UO1C30DEiGDcrOHy50kmfaSGkoxkRont3SW8R03F9RYXS1x6lSLejlHTL3O7h1h+qZxz4w1dLw/zXqNajFDX7eoNE0SYYlqpYhLNii1GijtRSTBZEn2MzY+QjKRYGhyFwC+3U9QLuaQJJncShvbHr0xhcmJE8t85jPvv7VqaCjK0Ft6pDabMj/4KAmCQKOxmQDZto1qlTB1kVpxlbirR7OU4+Rqjk/N9Gi4+qQCFkLDoFC3kORDYIPSy5BZvEg4NcPrl9YR7RDpsEpA/2MuLPjpiROoXovx4VXqLYuNSo69O3YimmEylQzL372Cx2UQJ0t12c+VfIZjMwEK+SKlpsny3Dmmp3dx7uXnCXqT9ImzXl3i4JNfvOVVXUulGuVyC7CYm7OYn19HUfps3TqA293i8OE+1WoBEEkma0xPj9/S13e8u0pxnXRYpNvpMj/7IgEyXLryLMEtX2L30c9SqxTprj3HUFgjNWRyVRklPrKHQCjG/OwJPIXXiasZ+oJGq27hF9dIuboYBYnWhkUxH6HVkCmoKqq6neFYjlw1h2mqtOwxWtYYocQ4Cy/9Hqbi5WsrV9iVuEbMp+CWBFZyXco1m6axzPShn2J3eoI//+YpJkM2kr5KyzCwG12CpRXK6zX8k59lZDJ6Y/skSSI1NEG3sowsNW/cbwh3rtCY4y7QqyC/S3KoRaGzdkfDcTjuJ05y6LhlXn21iiCMIsttLl6Moddf4sFjedyKwVwWJAEC7s2/VhcGwxDyuDEJEdEahIIxdFwMp0YoNdbRdf1Gtz5d1zlxooskDeI3XyfiSqG3KoyNNMksnGV4+sBd3nrH+1EurGPkXmEopKHETC5e1hhq98nmdJAHOLzFpN8KIOoFlktXqEZjCN4dN54viiKxxGZV0W735pODXu/DzZ3n8xm032iMsG0bv98ENhNFw1bJrc8xHrcRBI1gp49i1Tl5aYWw6qFpGNiChoWGpbjw+UBtbZAIBRhKe7GmGxw/UyLpXmd55TKSaVOrFLm0/GvMVwrsnulxYN8WWi2DUACk5iIe7zBbB/JkciUur5eZjLao1EA3fJitFb75p1/nwc/GeOwLn+WVb/8+Ijpbjz3G4MitnfNtdnady5c9CEKU48evsWvXGLt2DbO4uEAu9xyPPTbF5OQuut0ulmXh8UTfto719TKrq21cLti5M+3Mc/ghLS0VyOV6+HwC6aSPVtEgv3aFMc86miLiD3oolp8luzaD0S4wFN4cYyrLEmlvCy0QweV2k1+dR8pryF0/ilml1VxlNGZS7rrwCG0GA30K1UH6ahyPXKOpS1QaTRTZzXK2gChpNASbteVvsL6mog2A32VhGBFa9Wv4Qzq7R2Cl4sUVGqHMGC5tF0/8wuOceelpKqU5ot4Ow2EXoiDSbpbpFspI114nObYX7S2FkgZmHmBp7iVku4WBl9T0sbu1+x23m21Dvwbyu1zs06JQfv3OxuRw3Eec5NBxS5imSa+n4nJBrdai2VSIqSWSweO4lD6pIBgWbNQgUwXLhpAHLmdMVK8f7Abdusjo8CiCKGBawk0tgv1+H8PwYNt9/JqJKKl0u5vJgmDe3e5FvW6X/MoFBCz88UmC4dhdjede1spfZji0eaKajAXpTO8kOPE4vnaL1/70X3DhwnkUyWAl2yA5FGKpmWLv9p3vuK5YzCSbNZAkGdM0icfNDxXbAw+keOWVJdrtzTGHR48O3ngsMHyY669eJCDplGs9wj6JLWNRymUBl5CjhousqSIE0+ybmcDotWm3bAKJzZqhmqIyNZilvDLPTLJOT5cIua9Q7z/NucsP8cB+kKQeghCl2W/SKXeJui1qbZFC00utMkdTMWjpCqPxCF29zfGTEsHhAPOv/wFffGISURApVJepVcZRtM0CO+Fw4EMnYlevmmhaiHq9TLcbZ3Gxwa5dGsWiF7d7hNOngxSLyxw58s5dVVdWipw4IaFpQ5imSbG4zOOPT3yomO5nV65sMDvrR1XjrK/r1GoZRhJT5AqvEPQZNK0QXq+N3StTLa7i+aFWZMMW8EgSpmmysW4Qc+2g22/gNmrkGi4Gkwoe0aTS9tJta7jVKAg2G9VxuvoltqQ0FgttkoEKHcL4vDb6/CscGRdwKx6uZXukNS+9Toewy6DZkUmnhjEUjdTAGJ5ggna9QCousj39EOSeZSAqc3m1wfhgGt2VZdAbZuny9xjd8zlEUaTf75NfvYLsihAbOobL7bQafqyZ7c0pK6R3mRdVjULbGXPocNwuTnLouCUkSSIQ6NLr2ViWhSw3cauX8Lm6pEJQasBaBSI+2JqE+Tw0uxAIJlHcMrPFFI/v203S3WJu9nWCW3/2ppNat9uN210AQlRKXvyuNqGQTKvTR/a+vfjCnWIYBuuXv8tYbLOFKbe2iiA8SiD09tYTx9vJsoSmaVSuP8OuEQt3a531XIWHtiQ5t75OoHedZn3vO07ofvjwMGfOZKjXBfx+m/3733HyhvdN01QeeCCJpmlv66ocjqUZ3v+z9EvHEbuXaVWvce16kXg0zmLOIDW5k08+cIyNpgtPcg/VWhHRCDIQ2hwrW7NTdKwSilgnEe4S8mrsNk1KrdeZ2xCZW/0rRCbPIwgWoiCS6UxBYACldgLNPs7BMRAEhTAdrq3PM5sdJxx/mFx2lb3JAPV6i1DQTzyk8fyJU2Sr+xFFD5q2yqc/ncLtdqHrOoIgfKDiPbZtY9sC9XqLCxf6rK01KRQELCuDYSSIRsHlCrC0ZLB9exO//+1X+peXu2jaZv9dSZIolfz0er0PNHm7402rqyaqurmfZVkhm1V44IG99E2BxvX/Qlguo+o5+n0Zq3SF+K4vspTJEvN0MUyBnmuKfrdF/sqLuMxVxG4Xvz+A13UEb6vJWm0ZoV9BFSxK1R6qO4puiZxfkdk/0aXZN3hgBjTZomP1+f6F/8HPHHZj2zaW2SXmbfD6YoidQ3EWChl0U0IJQSg5QLFUJCjmGfKptBvnUBOjVJUxGlYfUW0Si0ZYb6sIgkDU3abZaOD2eDj53f9IXKvhcgfI1hdIbf/cLe867biH9Cug/IhCc1p0c6oLh8NxWzjJoeOWObDfxx99+d9TzDYZCKwzGWhgmxoXV3s8tA26+mZSeH4FtqRBVtxkywL+iItELERkaBctQcATgUj65q5xoijy2GMJTp9eRZFnMISLmJ5B6uoA6eHpG8t1u12atTK+YOSOzB9YqxRJ+foIwhutYWGNtcKykxy+C29iG4Xcq8RDKs12H9s7ycbyJeLeHmIiSmlRYyiukatCPB7FR4lydpH15SaqnkWUNDzJ3cRSo4iiyIEDHy4h/IF6tUR16UW8cp+CoREa+8Tb3sPk4DiLrQar6y8RMGs8cSBEpqyTTB5mtT9ASdrG8K6tm12hB0eploZZzV0C22Zg75fQA3tYzbyO5m4iKwKtvohXbTOWtFlaG6LbrbF76jLxqMknp/aTW7jEaxfaHIz38YX8RN09TNPi6nkLRYlw7fIrCNpBpvwdSsUmzUoWW3Yzv7idQMRNv1dHkgY4ezbLQDiL1l/Gtm109wQjMwff134RBIGJCZuvfjWPoowzPLyEojRYXy+wa5fMwMDQG8vJGMY7t9zKsvVD6+w73Uo/hB/en6K4ud8ntuzhbO0LrF74HbyeCMmRHQyNDnBh8TzX17dRLrbw+kSeeHKC6tprjMQkOrtGOXMqz8riK+yeSjAUbnMt8wDZaoNysU42a5BMpmnau+jaJ3D7k3j8MolIkVrTZjnbZTDUotGxSIV9dLttIt4e6ZhCplol4QfT7jG/dI2UmiAhn8E1sDl+WHEFsTtZokN7KebmyLUVlIqH8enNVuVOH4Kaxkvf+q+MdJ8lJMiUKjKEmhTXZ26MQ3Z8DPWrPzo5VAJgtMDsgeRcZHI4bjUnOXTcEqXcGk//7r8i1TcwTQ+HpkepFlbINUNEfXWursPFVYj54egkDEag2DLxWQai1mB8NIrWmaMlj6K6Y+/YuuHzeXjooZE3br2ZEOYzi/Qr16iUi2g0GRmIUs2DkjhCNPnB58D7IBTVRbdv8oOL2KZpIrylK8xmd9seLpfLKZzD5lQKTe1TrBXXaPdbuPXrtPLXUeQqKgaBYAS6FnjjCN4QtW6PpZN/zr6BMpKkIAUm6OZ7dEPJW5r8V1dPMRKTADdRYGX1FIHQZ962nCJaPPjwp7l+6qt09QYe1aYspxhLjTMwsRNBEG4s29Vl6vYU6fTmfJfhWJrcpU9RrX+XTqvFYtZEUhU+ddDmbPa7CO3TfOGhLSj9LNV2kcCYl8ZKD1mAqMdgpWAS9il0dD+V1idxixEWFrcSlJ7l0GQXjyyyXlFpVAIMuHLo7XXq600urYfZ/UQSb2Rzf7U6yxRzaWLJwbdt3zvZt2+YCxfOUa2usWVLmGBwjFptDrd78/NsmibhcJFQ6J2L0Ozdm+B731ui04kCbfbskT7w1COON+3dG+b551fo9cJIUpODB99sQZvecYSet0gk6EbXdXKLp7l2toXgOorHfRCvb5QTJ5bZMWBQLpcIcJ3tg2uM+9rYah1N0MlsnKEh/z08oVfY6neh08XLdR7daXBsR4DTF3Os1xVKZZlowMVars9yvk3IqyAKkKlpxDxlUkmDbYM6lzYUklEfqBnCRo+Fs2tsOfyTDE/s4PSFOQYiw8hjOzn2yB7WLr9AuV6ib4qI4d2oqorSPM/IgIIiS0QCNicWr+KdUei0W5Syi8iqh+Tg+E3HnuMjrl9590qlsNnlVItCNwveH7/yssPheGfOL7Tjlli68CxiB0RCxP0y1/WrlBqgSH3iAZVstc+Te6HVg3QErm6AJdooPgMhMEKNBMbGNdbKV/BMfIGI8WYxGtu2WV+cxe5XEV0R0qPbbpwIVEt5lNopEiENKz9HwNUFQqTCblZy5297chgIhljNT2NUrqFIUNajjO3a/kZsOeorL+NTDQp9jejkw/gCodsaz73ONE1ajQqy5kWrXmY4oZEKTbNy7TRtXaNW8LJwfY2gbwMtINPxDbB7TCMR2BxjVKpfxxMP0G42bmlyKNq9m2/Tf9sytm1Ta7bxijWio0ewewsIGkQDg9Sl5E0np7Oz61y54kNVh7h8ucihQwVEI4cWSNPuTdEyM1SNGuHETgxpiCPJr+PXMhQvXyFfrKO4xjh+oc2ueA3b9tJoNZHo8/wVHztmHqatN3nlusXwhJ94KEpschTLsoi5y8Ssb6G39jAeriBFehS7SzQKk3hHNsduelwK1U7jA+2f/ftjXL0aRlU9GEaPLVtczMwEWFxcQ1EEtm4dfdeTc7fbxec+N0yj0cTlCt6RFv2Ps3DYz+c/76bZbOF2RyhnF1mbPY8lqMTH9lNjAE8vTz0/T7/XIxEfR5ZFrmeepiX9NLZXAvcAxesvM5NS6DUU5P5mgSdJCzKSlGi7X+TwzhmuXlnG77EQzAK6FCPfcOEL2Lx25QRbUhJrBQPDVkgEVZ69WMHrinA1G+OR7T0k6hhChKivQbtVwu+Cnh5DNsqUsquInjTJrZ/DpocAWKbJ+O7H6fV6SJKEoij0+31CwSBNvYLHbiMiUO0qbA+nKM19h6GYQr+vs3hxlYldD9/tt8Zxq/Qr716p9Ae0KHSc5NDhuB2c5NDxoVmWRbfVxpZDmN0O3XaDpP8crpEsk/E6UZ8JFvR0EAUo1mEoAstNH0UjRUJ0o2heBpNBCKmMb02wfP0EozsfAWDl6msMaBsoPplev8DafI/h6c153JrVHEOBzW4lomARcEtUGhVcLjeiYL1byLfU8PR+Op1tmKbJuNd74yS5njnJSFwBFCLAyspJfDs/dUdiuhd1u13+/L//AXHNBLGHJq0wHH8QRZEZmd7Hd168hGAOsWuXj2hQomd5yfcsZM1Hs1PC55ZRJCg2BIYm3mVy5B+TpaXQ9TUURUbXDSz15osKlmWxdOH7jLpLLC8sYZsmsneEhhGg1kijC8NcuPwNds5oqN4Ec3NhVHWzW5SmxTj+/T/h0OQqhwc26CfGKfUP4PJfINs9iFG/zHCkgilA1FXHHyhiuhIIep6Qq4XLFaXVc1Pr5jGlEILYo9m8ykCgRVTyYJolOq0Eixe+R0ipkPYUkCkR8I0SjfnwdlIUiyVSbzS6b5R1wlMf7KLJzp2DeDw5isUywaDEzMwwgiCwd+/7mzpEkiRCoVv7nt3PZFkmFAqSW5sn0J/FG1SBNktzzzKy63OU8hlW2k22DY1yff0c1dXXiMhuzJaGoCUZmvoM51dPUOxWKPeDNIpFxoIdfG6LnrvCRsOmUnEzMqrRqOQJBoqU2jGa5VnU7mWCfj+ZUpN94yKKKJEpaYwPRMhUR9HcOl3cVNsF4p01NLlDMuLGFw/iC/R57rqPainC1pEHEdZfZTi+eRqydHmVgR2fvXHxQNd1VFVFiByg0zXpW3VKDZvRoz9HNXuV4djmxUNVVQh3sjSbTXy+zc9jbu06emMNS1BIju2nWlpHb9fwhJJE4gN35T1zfAD9CsjeH72MGoHOxp2Jx+G4zzjJoeNDE0UR0ZsgNeTl8qUTLC19n4FAEW+oR6nZYTAKmgqyCKUmKF74+hkB0ePj0YdGGAp3Wc3PkhGm8aVmAJDs7o31S70cim/zo6qpMkIle+Mxly9MszaHz6MiuOLkK0sEBv20On1wT3O7GYbB5ctZDAMmJ8M3tZ6ItgGIb7mtv8Ma7h/f/fOXGPBHbow3m798nnbnKm5vjFb9AtMpN1G5jt6p4fWOEXdrNAsSpi1SF4aplAtkam62PvQYqnpzFTvbtul2u8iyfKPF+YMYnjnI+qIbu1lBUMMMz+y46fHs6nVGgg0MU8QfGqGn93GPPEazqLB2agOj9ueMxaG2orFzZ5NGXiY8MIJpGjSyL+NqPM23L15nR8pER8QX8hF02/Tt0/QDOsGAi/WySMTb4lrexdxam0g4xgtXq+wd6zIY6RL1isgBiYWNq+wZggYSivy7uBMpXn5hgcMjLRAU0ulhWvU8IW8XxBDB2Bh1xcVqIwRAcHQ7Hu/7nw/yByYmkkw4RUbvKXorh9e7eSxYtoVqVWm1WiTSI5j9IyzN/h67U2sQLHN6EdKpMvFBBcMwiI0dw6VfYcTq8f1zMgE1xEZNpNszKa5lCEd7pFLTeDwDvD77HL7G80zEbdqoHJow+f7ZFtganV4LUVSIeDVM2Y0pBVjKX2X7gMT1khuvJlFXIoxZYcx6lfGon0C4y/rSBcb8HdaWi4iKgstocuH5LJ5AHFPvEAtqdEwXQ1sfopofoNWtI8QD2HKUK1cvIw9USKfCANgIN75785lFPO2z+P2b++XEs7/F1skkYi1DZaVFxneEXUfe3mXccQ95v8lh10kOHY7bwUkOHbfEwYe/wH/7z3/ItUyL/eN94i6b9VKHqRTYbCaGJ+YhEYKVoki15WfXcIrBwRSmLSL4+vSkOOOJBIZhYqlvViC1BAV4s9iFxZsn/7HkEJlWlWrpOrZnhIq8A0MMonojDA3c3om4Lcvi6adX6PfHEEWRhYUMn/40BAKbP2qmmkDXsyiKTK9vYLtubxfXe123A6JnM1nu9fpU29uoF0ZxN7wE7QKCKmHbZWJ+kVy1giTH8YcGMCKHEMwKdkjlwCf2vy35M02T739/mXI5iCD02bEDtm9Pf6DYBEFgcOKdp8wAsC2dTrfHhQsdJDmKrveoVtbolHNsjblpCeskXRYbOR/S3jiTQ1Wy3Rqd0nnGQsvU6os8OF6m2eoyErZZLcuUY0foCUHqoklE8zE42OLC9ZNU6i4seS81Eqz3NaLlE0hCG7dbJuHrUnVXCCeH2TlokY4EWKvBWtXL9XyH3dsn2Dag8sqFIK+taMxsGUOyo7ijwwiyjSB78AcjH/zNc9yTbNGDaRbodPvMzjZYyslICyU++UkLXzhNPxCjWskRcCd49JMpFitNSpkKfelZvJFJOq6DLC1X6Mh7qPWy2J01dFMEcQfrWahYTVzBHdQlL/XyZSIuBY/Y58zlHIItcGUDUvEkkXCHWr8HAmzZfRC9GaAn+BlIQsLfIhwboF2aAyFMKHqI0cE4z79+gWggy1BMo1TMslFoMjT9Kbq1WTxyl0joMJIIy2unGd7xGEsXnoHKORYXFVabg1QyKnu25BgZCVMXBhnzbn7v9pvrJLxvXjyKCCsUV4qMxUziMZH5/EusLw4yML7j3Xar427rl99HchhyWg4djtvESQ4dt8SLL66i+j9Pq3mZlsvL0ZECPg1cEpxfBkGAqQEIuSVm0i6aukypJdDsgjc6SdovcfJylq5cIDK8m6Hp/TfWHRg8wOrqK3jlPk3DRXj85gnvN0/qN0/sb03tyvenWKzSbCZxuTYTHlUdZH5+jf37N3/UhrccYX3hIvTqiK4IQ+Pb7mB0957hiVEWz11gPCnTanUodr3snvxJDKOHq1VFUlqY0iirhRbLxS4hKUF6x4OkRmZ+5HovXtyg1Rq7USDl4sU84+Md3Lew1H0sPcH3//RlIq4Utm2Tqan0+9MklHMIwgSGpaAqJi6pgiiIDI2kmU5aXHt9gT2Tbl7dkChWGuTKLRYyFk3dh1HZhc+bIFPOk9y6l9LyV8gXB0lHg8jtLI3aEgemqoxFQ+xMCNS6MkGfhmH08VGgsNYi4h5jKatRaiVwWQJz8x1GRwy08AQ7H/zraG4vlfwqgfZ5gm4VXTdYulRhfMcnbtm+cdw9g5N7WJ6tceXMJVq9AWz/ATRtmJMnl3nssQTeUBotEsSuXgEBCplrTEzNkIr0qLfO0g8eYtcnfo7Zyx3Oz32drTGFZt8H5jUatQDewT14I9toXbrAdDxNMjBP3N3GCLt4ZhbCfi+rtRCm4UU3RMTYDM1CC0US+NKX9tFpNVlZnOPV184S8QskkgmmU5vdOj2KjqQFaHcb6L022BAIBNFri7hkA13XkTQJiS4by1cZDbU4vyoTCkZRtRor3aO8en2ZyPYJxlJvfvPbogvLsm4UAGv2BFKuNqK4+X2gygpWOws4yeE9q1d+7zGHagTamTsTj8Nxn3GSQ8eH1u/3OXeuy5/92esIpQZ7ghusFvvoBrgDcHACFvMQ80FfV6l1NAbiIWb7e1CTh2g1crSbVT71iYNYNuQM+6bKnqFoEn/oJ+h2u4Tc7num6qeiSNi2ceO2ZVm8tUK/KIoMTe2+C5Hdm44cncS2YWlhCcElMb7nGJvtygLr7QRb5AXCyS3UlWn2P/IpAsEger/P+vI1ZFUjnhrGsiwMw7hpjrxej5s+E7btptvtf6jk8MqVDQoFE6/XZs+eATSXCy35MHMLLQA80W0IZp3R4QTdcp6e5eLi/KtobpFvPxfm6Of+FqFImPbICF5vg2qry/6YxUTCj2GYfOXlDsWKD3+gTVPdy6U5NweHBkjKfapVkYA8z1SsyHTSIlu1yPtCCEaZcwsGLtki11Aot7rMb8zTMFKYoknT9Sg50c/Jco2f+aWfw+vbPLkym6sEA5stKYoio+obN508v1W3271RDMRx7xNFkfFdj3B5dQLNHOEHR0Wt1qdUatKXxghZS3TEUZ599TRJv0DXVLAsi4BXZa2+QSw1wrFPPcbJbp7rqy+zI7nE4U+oXNo4wdVMlYYVQsSmUA9iNcqkAzKGGCU5MkaluUQ6ncDtnSCT7XGt0Gdozy/Ta1xmaWUWoXaRZjbDpw9v5+qGTTqkcOqV1+hKM6xXVbZODdPudin0++RzJ8l8+/cJBP0Y8RDDQwqGYWIqKSRTR1IkBMEGQJUlRAkC4XHiqZsvCQ5M7GXpYgWvWKFviKjDn6W0/i0ifpNSw8Ifm6YhOtMf3NP6FfC8x6VeLQL1y3cmHofjPuMkh44PpVCocu7cKn/yJ6v0K/McHLhA2NMi5DERBfC7YT4H5RZEOgohr4YsxvBKGk/tn8GMfJJG6zjbd87cOFkVm2/vKiJJEl7ve3QzucPC4SBDQ0tkMgKCoOB2b7B9+51su/xoEUWRBx6chgc3x4JeOH2SlQtP45Ms4sMh1JFPUxVhfF8aRVHodjpkL3+bkZhIv21y8vsvMRBRUCWLhhVhZMejyLKMLPe4cOEibneQsbEUHk+RQGDkPaK5WTZb4cyZBoYh0m5voCi7UBQXpZJJo7HCww+Ps3dfmkq1jiwPYBhdRkc7JMYfZrn1NKKxiKzEMOQ9eMUk3/jaKb70s4+Qnj7G7JlvYQP1dhvd1Gi1Xej2IFc2krRXgwQTU4xuXaFUrmBli1iGi4jaRTRqjA8k2D+l8a1TdSo1he0DPVRZwyunuLBYZO9Ylx3BGn1B4fjaSXyD/4FwuHwjMQSw7JvnFDRt8W2VRS3L4rnnligU/IiiwbZtNjt3OoU7Pgps2yYW67O62kFV3Swu5qnV2rhcI0Caw4eGKZZe4onPfJrG2mtYrVlOvbLM6MwBhDemH1E1D8lwm1CvznDUxDC6mGhsSauseaLYaYPs0ldJxGMEPG3Wyn0kzcXsUp+9Wp5ypUbFeIBIeAC3L4mshfnO9/4720NdFEFgfnaeQGqUM4tpVvIe1NSTFEtf5/mv/TYjsR7FUpWQX2MyXeClqyXa4iewKh4UT4zhmb30uh1Wr15jbMzN7MUiS8UAclRj9+63z5cpSRITez612fIoSQiCwFp4kNmF54gF3VTNKOmp/W97nuMeotdA3vqjl1Ejm1NZOByOW85JDh0/tuXlAq+/LrGyEqWYz/Dg0J8yEZ8j5FU4v6yTDEG2BqMx2DEEXz0lMJL2g28cNb6N/bu2sNZrEghGEcU3pxKwPkIfywceGKNUqtLvt0gkRp3Jvd8nXdeJiIvsenwQwzQorJwjd26J6MAWauJBYqlRCmuzjCU2PwuiYBLpnSTsOYzH4yVqtcksnkfyjrGwEGZgIM7GRpfl5VP8zb+59wO9D7qu88orbRRlM6G8dEkglaowNJRGkiSKxc1Wt3DYzxNPyKyuruPxKISDQU5978vMzy7gsiq0rSfQui5CYRANN89+62m2j1m0smcRlQCSa5ROu0+xt41c0yTb2ockhaB2kkRCYe6shM8IoPc3aLmbpAe3YIkmdb1LvdNElDwEfSqKbZBv1YgFRAZiCQTVi18Ls01vcn7lBfbv33fT9kWG97Jy/VmiXoNmD1yJ/W9LDi9d2qBeH8Xjkd64XWRsrIXPd29dkHHcrFYuUF1+mTF3n67yMl31IL1eh927979xsW2YhcUVJgIiqibRaHeJyU28Qpt8bpWB4c+i6zpnz0uUy0N4uyHqPZFiu0866uPcYgF7WuLa7BKy8AWuFF8m15pDMAyySw0ivhR+2SQaaiMVX2KxfZS4KJNZ+TaalUBzq7Sbi/SaG6yev4gaVtCFI9itLA8ML+Nzb6XTuk7InWc4lSAUi7FP0LlaWOf6peOMjm2l6AmTGBwnOvME5fU5kjt10q5BEsnAe34+ly88i2pXsdAY2/sXcPuCaJrmzIl4r9Nr7z3mUItCJ3dn4nE47jMfnbNwxz3n6tU2th2nVMowFbnIdMoi4jNIBXsE3dDsw3oJRqKwXgZZNskZWxgb/Dm2bDFptPu4Q1HkcIrVlRcJugwaPRlPah/ZtQVESSaeGr7nf8ij0dDdDuEjxbZter0emmxRqxZZnj9PSG2hCimG4yqrG69jxof4wbuu6wb1Rhu3YmHbm93KRFFEsHosLbXRtCE0DaLRAO22gmWZ7/7i76Dd7qDrfn7Qk9LlUmk237xYoapvrs/rdbN16+bk8d/5/f8Xo8JpfCkX1UqV9cpziN6/RLmSpd5T2T1aJOIK8P9n77+jJLvy+07w8148F95HRkR6W1lVWd6hYBpAo7vZhmy6IUVJlChpJM7OrnZnz8w5c3ZHZ1e70pldHR3OzGqWK+1qVhqKqxHZEiVSZHeTaHQDDQ+Ud5lZ6W1keO+f3T8SDTQahW4AhGMjPv9UxosXr+6795n7vT/XMjaZS3TI5r1EVIPV/Q1u5f+3NBovE1DXOHNsk8KiHzp72HKI9NARVtf3CQe7VNoyhjqLy9Xg5AQkwzYbWTea7FBpdHFsDZ/bhdurY5Udzp9xMz099Lbz8wWCaCd+jma9RtDre2CdwW7XeZugFgQ33W5/IA4/5dT2rjAedwFuYiGVrUqGeuPEj7hZi5iCm267ynDch6KE0BQvU7Mn2K/tYQsq7ZZKX0xTNx5h5eof8/hsge2dMos7R9DMV9jNwoTXwBN8iI59jsXNHUZH/cxM7dLp30Tt9ghGXIyIDaamDmjVHA7WV9nXl4l6uqxle7iC80yEvEzh4v7+Ou6giM8roEl+REGgWmsQjUXJZQ/wOGVOTgxR7dygtdfGF0rg8frwzL53i1924xoTkQ6CcOhCurP/OuHTX3/bPoZhkFl9FcluYYo+hucuD1yqPw28F3GohKFfAscG4dMRajJgwE8LA3E44ANRKR5g5J+mfeCwc2sbr1RnNSPjnWhTqFu4XNDqwUgUJBcEvZAKyNyuGEx5+zhalIY0y3Di0HXNG/g6nXabiKKQvf8soyEdu++wdWeNyZOf/4kCsVGvYZkmwXDkUxOTOOCdrK/nuX1bxzQFjOx1nphv4m4uoqg6qhty2QyaO4Ku60TS81x7/kVG3DkMXeelm1t83h2n34kganG08DByw8FxnDevD0HoI0me99Umj8eNouSBw7qEY2My7fY2nY6GLHd56KF3ln1o1CoE9GXGR12UBBPHUri7W2Qvn8WQ3AS8ZfwPCWiqgtHvkwxL1Lsx6m0bTa5xJvZN9l0C8aCfI74cUf0KZ8/P8MLdHW7eVzk7laJkBRmPj3Pj1hoTySCJcIdCw6bdKHDQmUROPMXr29eZ0atIoSi+2c9z9vIjDzxHSZIIR2Pv2geBgMMzz9xFUUKMjUVR1SLh8Gc7u+5fBFwYOIisrBQolST2Kg2cYBhJiiJJCv1+hakpjUjoEXYXn8Uumng8PkYn51ldzfP6loYoL2Hmb3F6PMXN3H2aepvNnEUiqDEdzJDpbhCM/SWWd77NtBih3tTZbR9nSNBpN28zMx4mEQ9iuKOYFYnFG68h7P7/OD98nZRPp9VXkV0OrohNLNylVruOIwyTrdeYPxIhv5/j6rZILGyx+8o9cjWBc+dm8XgUPB5YL2VpN6t43mdYgWh13vbekIX+O2JtMyuvMB6sIwgCjlNjZ+VlJt6orzvgE8Ro/GRxKCqH+/TLoMU/nnYNGPAZYSAOB3wgWgfXOTMv8z98exGr6Sfqvkvc16fZNfC6oadD3A+WBXtl0BQBwxEJpE/w+f/kb7/jeJIkEQgG2d+8x0TURBQPL820U6OUPyCeHH7Xtuzcf52gvY0iiWzv+Rhb+CKS9Om6tAuFKpVKh3Q69Gapi88a3W6XGzcE3O5R9F6BROgkS5t/ymwiBq4OcR/s7N6lK0RJmwI13U86GUVyZHK7m3zt0Rl2ilU8foeOb4oTR8cIRg2KxS2azQiC0GdhwXlbspr3gizLRCJNnn/+OiBw+bLCF75wnn6/j6I8eLGhUclhCxr5Qo5urw+WQtc1gRg9y/TIBF7XBts790inHGzvGAeF14iqZfpmHdVlszC2ymS8S6mVwurr+MIedrY3mAhKeESLiXQEKRikayrE1DJzwx7urhdQcdEywzTlyyQS01y+fIpMqcfw8S8RT41/oOu+1epw755IOj1BPt9nc3OZ3/zNmU/dPTTgnZhSjP39darVCIIAljyOIk0wNraDILgZGfGRSByWLjn60C+S2ZjB1V5mdavIa3djaG4Bu/IyAVeFdqtFUNplajrHeMzNTslgOhVhefEVnvrq3+TZ75+m0GrSMAx8AZWdyln01h7YzzPUbuL3ieQ6ESyuMKT2mYioNGptah2TsVSAQq9ByNlFCcQZDmrk5K/y+y98n6QKvpFLFGp5jk4liJt9ImqLTqeLx+Om0YWR0LsvbLwragxd30BR5ENvBQLvuJclu/FDC0sCkt38c4/JgA8Bo/mTxSGAGjssZzEQhwMGfKgM3v4DPhC20eWllw5otW1ivgMEs8RQcI/jIxaSAEMhuL0DUR+kQoAgUejFiM//hML0P2QFAhBFAcd5dzfBRr1GyNkhGDi0Fk1oOgfbS5+qLKGLiwfcv+9DltMsLha5fLlPOv3ZqzXXbvcQhMMXvuPYaJqGJA0xOeulVCyxU3aoNescO7WA3V6EUp26rDF/4jL92j4Bv0xKjRJLTbNfP3SBrNVaHDmiEQrZ+Hyh9y0MATY385RK45w5c3gNNRoHGIbxQPfLH+D2R3BsaDSbuJw2uu1l+NjjnBg+D4BtR1jfaxHbz9J04sSTlxB7Gbq165wZLeNRmqzsGzTaOrruxnFGyTfaeNUqlbYf3CcpVwy69WeYHQnSaJSYnxji9k6Uld4QZ898Do+m0GrniE+cITU6/b7P+wdsbVVQlBGiUYhG/dh2hHI5RyQS/MDH/FFyuSpLSy1sG+bm3IyNfYDJ/oB3MHb0Yf7n//cWB7s2puDn2OmjSJJEPG4xNpZ4x/7D0yfQ9SOs1rbxuleYSnSpoTPkNelai6TnJdoHCqJLYSSi8527WcaCOkrmn+DuRemIfwufz02xmCOgLTJ74igtJKZiK5hOinhggnb2aeodjbKrx4kRidG+yIsboHoUbtwX2avH0dzztNxRzP5F5vybjEX20SJN7uYMgiNnQa2yV+zQwUv8xH/yY+9FgEatTKO4iYNIcuIksiwzPH2SzIYD9SKW4GZ4/sI7fmcKXlqNfXrNPIbl0JSPfWhjM+AD4jiH4tD1XsRh9I2kNJ+e9/2AAT8NfGTiUBCEfwn8LFBwHGfhjW3/F+DvAMU3dvtvHMf59hvf/R+B/5TDauf/O8dxnn5j+5eBfwK4gP+v4zj/6KNq84D3zrWlHrXaGJrWx29msCyDuWSHnm4zPQSt/uEzfjED5RZ4vRqn5uI4wz9+8h4fnmVnaYPxuIjjOOw33ExMvLt7m2noaNJbq8GiKMIPlZf4NLCyYqEohy6LipJgaWnvMykOLb1Fp76OwEW8/gRbey7Ozw2zsrWK0Sni8sTpmS5qu1cIKG2ios3NNYPRiWOYjot628AdOVwhtlC4cWOPzc0gkpSgWFxmfFwjEFA5fXoITXvvIrFcNlCUt1xRHSdErdZ60+LyIEoH24R9Jh5dAVvAcich/zL7rRCiGicxcplwep7Jc5cR778GlTXW9jXSwlVicZH1jEEiaKIqBvf2fNzZ2iMYP0GxLdGRH+PufpNWaZG41kGV/EiSh439MveLJxg7/w/IdPM4zQPGg27kWoqdF/ZpNsvYdhRwOHpUYWZm6F3b/8N4PC5MU0eSDhPvmGYPj0d5x36mabKykse2HWZn4++5j1utDi+/3EdRDjP5Xr1axuOpE4t9eOLzs8rqah7R/WXaaMiSn3v3tjhzRiaReHdLiqIoJBIajbUaEEJU07S6OTRNJxGJ8vz9IGlHoNoWSQQdtFCUoXCDhyYb/NnKDkhnCLr+jNPDPo6lNPIHB+xXvGjuYfrlHTJrO0S9Oms1naXNNoIo05PjYCZIj51D1YdxBI1MViChrdJv5Km7BJpWi6BiMzQyR8+w0MOzHF24hOb+8W7izXqVzt73GQkrOI7D1r0s4ye/gsvlIpyaBWbfkela13XqlQKmnGBj9ftYnX1svYXjzrHpiTB1/OE/99gM+IBYvcPCyK53PoPegRI+tBwOGDDgQ+WjtBz+DvDbwO/+yPb/wXGc3/rhDYIgHAN+jcOqtGngu4Ig/KDy9f8L+CKwD1wVBOGPHcdZ+gjbPeC94D7Hnd1XqDe36JnbzMQ3OajWSARhtwQeFfwaeFWYH1HYrYEs2+zndqiVC4Si71zVBlA1jfTxr5DJrCEILsZPvFXiolYu0MwvgePgTRwhEk8TDEfZ2fMwqZkIgsBBWSc0OfWRn/7ubomlpS62DbOzMrOzSWz7MGHKOzNlfroT6nwc7Kxcpb//fS6Ptbi99hyu0V/mkS8/hMwsB3dajE/M0eu2cR+8wNZakUjAS63RpaFHePbaDpOzF2jpZRKGRKEkEp08yetP93C7A5TLFTY2hqlWLebnY3z3u9t89avj7zn2NByW2NvrIsuHdREFoU4w+O7CcHf1Ko3NP6Gd3WU60sOj9NlefZ2oE+BoYgOkETZ2nmH28s+y+N3fpXywwfb6NtHIBFstlU3dxi3DTNLH+v0AmsePR9Fp6G5MZ4xu8Xk62Ej6fZp9E7PawdKiBGNj+KwIuf1XcGsqc8fTdHoy/cIY1WqFu3fTzMxIDA+HuXWrQiTSIBIJ/MTzn5pKcnCwzcFBAHCYmGgzPDz+tn0sy+KZZ3bR9QlEUWR9fYcvf3kIt/vHW3QAstkakpR887OiRMlm9wfi8EOgWLSIxVI4ToNcrkS/3+Ohh7xomorjOGS3l7B7ZZpdE48/jOoOMjQ8SSTgILJIt6EQCo8QiRxnNdMms3mFmZkUhUyG9UIXXD4en4/RanTptxro5X9HOPhtHj56j5Gwn+xmmamUF8UFN+//G6ajAvExi9XdLKMBkeHhUe5lY4j9Ao7QQmt/n/yei5bwBLJ4F7e8STqkE/E7WPjJZhz0QpvkzKNMpY/yyqsFul0XkYjFpUujhwuGm3dx2V1kb4KhkWnqhU1GwodCQhAEkr4etUqJzbvP4da3UN1BpNhJJo49giAI7Gyusf3aP2ck7LB3UCaeGmd6PIHPM0y3p9O21shnUgwNT36yg/tZxaiD9M447weihAbicMCAj4CPTBw6jvOCIAgT73H3nwd+33GcPrAlCMI6cPGN79Ydx9kEEATh99/YdyAOP0Ga9SoB8yW+tLDGhrBEt50FoUbEB6IALhEyFVgYgXIberqFx6Vjtw+YHbOw8y9Q1M8TT0088PiKqjIytQBAqdTg6tUqrWaPhPgcj11KIQoixfyrNJXP4w+GGV34IpmdJXBMQpPT+AKhj/b8m22uXHFQ1UNLyJ07dfL5ZXI5H44jkUr1eOSRiTfdY2dnBVZXWyiKD10vcfr0By/O/hcR0zQprj7N6XQXSRKZjFjcLL/OzMxv0u2G8PePYjS28Fq7RLUW63vb9C2V6ZibhN4hb+wQCH+B0bmvo+s6MVVF13XAAKBU6iDLIzhOCUEQ6HSiNBpNQqH3Jj5mZpI0m3vs7wuIos1DD/ne1T01t7dOwrWHe8hNvi6zspHBwaHb1YkGqowEPDiSRXpqhFdf+idcmpPI17Z5/FiQpe0VHDFA2/LhVvKs52wMW2N8SCYeFrCVHi/cKCPZLoKuCslkgJCnzOJOF0HIc7cSZ2i4z+z4PnNzLnpilWeWZrlx4xr7+21EUSMYHCeddpDl0BuuoQ8Wh7ZtA29kfRUEHntskk7nMIGH2/1Ol8+DgzLd7jCyfCi4JWmc9fV9Tpz4yUlrIhEvhtFAVUMA6HqHYHBQhPyD0On0uH69QL8vkkwKeDwO5bJFPB4gHgfD6JJMHo5fZuMOcXGTrtlCrN1F7IUJJ+e58/IdxiImD188Ti2/QrG5g+V/ivnTfrrbNZyqgT9mcdLTIO430Xr3ubEWwkFjLGZwJLmI251nZFzhvNuiI6S5v1vnzGiPfMOHKkqcnRTYLlj43A5JX4Htng9RcNNsiYyFqlzb3ednzpXJ1ko0O100l0PdcJGYeIjwqV8kmR7lT/90C9OcxHEcXnxxi29/+2Ws5n0uH+0yNKQwdyTErVfu47QzmK4ckaFpAsEAfd1i+eaznPTeJBBVabQbVGs2hYMRzF6Tref+MRcn2jR6CkeHvSyuvc78I4flX3TTwe/1Uuy3P8lh/mxjNN6HOIxAN/PRtmfAgM8gn0TM4d8VBOGvA9eA/8pxnCowDLz2Q/vsv7ENYO9Htl960EEFQfhN4DcBxsbeXwHsAe+PWnaRR8+H+ea/WWQmfkBF7SI6oFuQCELECw5Q60K7B8WWhcetMJbw4hIFIgGV/co6vIs4/AG2bfPSSzVcrnG67RUU3xA7OxUmJ2LEQwr7pX38wTCyLDMyc+pjOXeAfL6OLL9lCbEslVdeMTh69FAsFosGKytZ5ucPM7GeODFMJFKiWq2RTgfekzXno+CTukccx0F1GkjSoSCQZReSVQNA0zSyug+tW8ZtV1AUhYnhIEO+PnVdIBnR6DjgNXfo90/hdh8Ka1VVSadbFApBZNlB18uk0z+wYvVQVf8DWnJItZSjeXAD0TGw1CRjRy5y5swoZ86860/exOzV0Nwydmya6vU/IxYQqHZdBFwWAc0m7HHoW23ur18l5HTRKzojao5qyYtXTdCzjrC13eVm9wyyVGN+VCYYNxifUmi0VGRXCEWqo7o03IpFtSMhiQK1jkJQbhG0ruAzddZu1pg7c4oXv5fDFP8zFEUnl+vzne88R6v1GC5XjlOnog88h/31WwitdQBs7xSjb5QH8Hje3X3P5RKxbQvTNDFNE0mSeK8VZqLRIEePHrCy0sRxBKamHMbGRt/bjz9GPu3vEMdxeO65LLZ9aNFaXe1y5EiZUGiXUklBlk0eesj/lsW8l0cNSRQzB4xEVUqNBqoiIbVu400fQ1FCiOJRGs0b6PV1yls5xuJuEol59pZz2AEPokvl1nKb3Vwb2/NVZqdNjo+DP+ih2ddpd3rczdRpO2Oo4jZ9y0PCkyEdFGj3RDq9HtlGnL4poVpuNOeAaKDD9MgOgigxGu8xPz9Pp93EMNzkOiJidhmsPu22m17tJs3CTXqlMGu7YY6najQONpG68CfLTS6eHGXmxCUKOwfkd27QTZ+j75nFL7yG7BLIZEsoioIolGk1a/iNVeJBAY8m41Zt8m0bU3Czut8mFdWw1VGqHYHwxKdv/D9pPrb7472UsfgBahRqix9dWwYM+IzycYvDfwb8Qw61wz8E/jvgb30YB3Yc558D/xzg/PnzzodxzAHvpN/rkdu7D+461UqOuZEu50Y7PLcEhgm2DTsVmI5DvQuaDKW6TLOkYdgeXvneNQLxLsm5SWrfqvDss23a7T5HjqRRlDaZjEkmIzA+7uVrX4uSy/np9URWllc5El4iHu4RCm/TN/wUgP/8744TDgcolxu89lqR731vh3bb4OjRIMePe6nVVJ57bgPTlACTJ54Y5+TJIAsLw2xvF1la6uE4AtPTLmZnE6yt5TBNh5mZOIVCk6WlLo4jEIv12NszWFzsIIpdRLGIzzdMqQT1epZU6i0XRkmSabXst/Xb8HCM4XdPuPqx8EndI7Is03Wl0Y0Ciuyi2jJRgocTXEEQGDn2FK9+8xZxS0NURghHumQKWTqmguCN4NI8CIftf9txH3lkgo2NHJOTNltbWUwzRa/XZGGBN0Xkj2KaJq39VxiLyYCIYRxwsLXI8BuW6p+E5h+iUd+hU95hIhWkmgsg2hqC2eag0cZbrOPIIUSzRblS4XNTLnJ9kSh1XtiQwSkSDISwlXHu7T9BvnOHiYrDlTur6L1dnr97jIgH3LaOZWxi2y26OnR0k3JdIOnSuZNr4le7bNy9yub6U1Q636LREDCMPslkDU1rMz6eZGmpxcTE29tfLhwQsjfwxQ6Feru7RSmfIDb04y2AqVSUbvc6N2+mEAQ3gcAyX/zi6ffUZwDHj6c5fpy3lR35tPFpf4f0+33abT8/uLRl2U2lAk88MfnAfrVQgD4/uG3sN173tiC9eS/tbd6mU+3Q73poVVuI3RpXt2r4zCqC3cIUFQRxlJoxSUiao9GpU6hvMTYdwcUoz3xvkUjkUSRH4+r6Igl/Hjka5pm7PZIhBUXscWerhqqozKS26Uk9Wi2TuWCZ67dqzI4KvGhKeGSJnmHRpIIl3OD+lW/zT3+3RUIO0e00se0xGt09wo0iaryEHK8RdHdYvpPBE5uiWBuhXK5jCRN8+SsXqGSWWFu/z3zahekIXF1tcnEhTXv9KqWawZ6ZIRAM0em5cKLn8J38y5Qb26iyTCB5FK//k1nA+zTzsd0f70ccKrGB5XDAgI+Aj1UcOo6T/8HfgiD8T8A33/iYAX54KXnkjW38mO0DPmYMw+Bg6WmOjqjU9veQzRwuxyDfsEiF4PU18GlQ74DoQMcAWQTDVuj0Ury2nGL14FHa6xFufqNP33AjyyfQdZ3l5TIulw9d95JMnmdpaZtabR3HEZCkANnsOXI+F6OhO+CAGDgF2nl++7dv8vf+3mO8+GKVl16C3d1HEASRV19d4cqVDh5Pn0rlSQ4OyoyMxPjOd+6gqmPY9harq743XUPv3atx48ZtPJ5TiKLI3burOI4Hv/8wzuUP/mCJXs9DIHAUyzKo16/R76+QTI4zORlkf7+OrvdQFI1+v0o6/f5q7f20M//IX2Pp2r9HoYHoGWFi4YtvfqeoKvOX/yrX/uPfZyrU5JX7OgujEbwi7B0UcA+VWF1bYy5eeZt1SxAEpqeTCILA6dMOvV4PSQr82CLWvV4Pn2wAh/vIsoTTrr/n84glR1kr57DrN+nZSUJjMaJGjhfutHCLHZarCRKxIBuVEiOhClc3dAKKxV7JwREcyr0Qel+nX3kGV8uHYwxxK6uwXzvD6l6TnvF1XEIdTf5nnDODGKaIWxI4OhoBDHK1BuMxgZYeYyfrRuzA7m4Qr/cchlEkl3uRzc379PsR4J3XYK/TIOJ+q3+8boVqu87ho/XdsW0bTUty4oSCbRtEIpe4d++Ahx76yZO4lZUstZpFJCIxO5v8ifsPeDD7+1U2NzMEAjojIykcx8HtPpyjP0hwxyfPs7X6fVCHuLlZYXLmKI1WH1fiEb7xZ7eIezrsrmzjC1zA7Ydw6Az/8vf/F4KqRkhxCLi7zKZFIt4uigb38wpxb5Mjp2d4NRNhOxPj2tZXsRZvMTWlceyR/4529v/BZv7beL3jbBeL2JbF0v5JZHmBZvs/IrhcTCZ8mEYHvQvP304QiF7mwkMTtEuvsbIvMd/IUcysc2moSrubYLdzEnCIeH3slyTmk1lsa5RKrUQxCzeWv09q7FEM0Y3HHOX55++RWauTMmK8XtpDd2zGFh7B5ZIoF3a4fHqCrR2bpcUdemqAz31+nM27v4cvcRRHHcX/Y+KNB3wMvB+30jezlQ4YMODD5GMVh4IgpBzH+UH08C8C9974+4+BfyMIwn/PYUKaWeAKh5k8ZgVBmORQFP4a8Fc+zjYPeItKIUMqaFDJ7vLiyzuogsWtTRm/u89IBBbGDi2FWgimhmBxH7qGgGFK3NqO8u1b/zWKLNDVR4F1BGEax1FxnBnK5WdRlGFAodns4/Wm2d+/xfj4DPv7ZRqNCTqdUYr1GLo+zOysQ0AIc+eORjZboN/3Ui43cLkOLSLNpoPXG6NSKWNZAhBG1/t0Oj4EQWZjo4okveUa02oJlMsB5uZcb/w+TqfTwO8H09QxjBD1uk0gAC6XDPiZng6xsHA4qY5EajjOPczaBpPJLnoxQdN7GX8w/LGO0aeVnb0e67WvYBh9JidtrL0me7t7uMwtZmcS9NoVvvAzP8vm/dtMjlZpuEI02wajyR57jR7nT4/RPLhCJDGMIAg0Gm1eeqlIuy3j9Rp87nMJfL6fLMjdbjcVQ+UHo9LrG7i0B7tfvhvx9DQH+x6C4QTV0h5e/yxSKsZWPsVC6IDr9++R8EgYCLisDuulIB5fmkIug8edI+B2SKd2GQ87HFQh65whW4lyYjRPxPctNDmDYUcoNc+jSRWi/nuUmzLtfoPhiJ9WD4oNgULNSzrSZDXfp69vAF50fZTbt2W63dOUSlf53Ofyb8taGooNk99aJPlGAo98tU9o/CfHDZqmieOoxGJxTNPg/v19VlerdLs2ly+n3jVz6Y0be2xvx5FljYODHu32HqdPf/pcSj/tHJbDCZJM+rh/v06tdo2HHoqxsJCi2+0+0FLu8fqYOP01dF0necKiVs4iuBR+/9/souu/yf5+hvKuwRfOtnGyyxQqXdb255kZmSCo6IyEfNRbNdTYFKI+A8gAAQAASURBVI89NM/zaxqWeIHbKy9TzZXZ2b2HW/geiWCEpVtBFtfT/PyjAZZzkwy7N0gGRBYzSb56Jkul2SLkFbFsgVOjLTbyASxrGvDw+nKKJi1EM0lUa6EKVZJ+E6MXIOapoEglNvJ1EGq4FZmu4WctH6TZH6PebeAoUYp6CDV2mtxqhp2dELlNH2cTIiOxCVQN8jv3UccOOLZwmnpln8hYDE8ggeCdoV/b4uxon736CmlVZH8Nxo68s+wFQDG7Q79VRNJCJEdnPuJR/4yi10F6j4urahS6ucPU6J9Sj4QBA/4i8lGWsvg94AkgJgjCPvD3gScEQTjNoVvpNvCfATiOsygIwr/lMNGMCfxvnDeK2wmC8HeBpzksZfEvHccZOJh/QkiKRnZtjZCQR+gbuGWZUkdnLm2TrYJhQ8QHbgXu7Bz+xi0LjER9uJUEluOnq4eAEACO08YwDmOZwMaybAShQ68n4HaXURQXLpdJOBzHtkO4XCUMQ8ayamjaGI5jEQgIlEo6mtYnEHBoNg0EAYJBF7ZdJhgUqFQcoIaiRPF4Wti2yexsiNXVCi7XYcp3w2ji8701wQ0G3TQa+4fnLSnIcgO//zCmzbZNQiEHWe6+ub/b3ePkbJuZsIYoegCL7a2X8Z/+2Y92UP4CkMtVWF31Awqrq1W+8Y1lOm2Bh2bvceaYl7orh9XfwgqeJurVCSTC9Htdxn1NItEInpCfVmEZMXIS0zSRZZnXXy9hWRNoGpTLLf71v17k858fYXY2+WPdFl0uF+HJz7G7ewMRA0cbYXR8/n2dT7uWxacYpAMCE4lJbm31kRK/wnh8hv31f0rS22M86mYjG6bbUulbMrutGOVGm0uTVeoNFxFPl42cQ7mxT8QTJBmsIwhuoMWpsTLYPXyePtW2TKYiEva2iQc0bm7LpEIq1bbIwmiR3QpI0k1uZZL41TYBZYNQLI2mpEilpnj66QO2tw1U1eL8+SG8Pj966lH2CssA+FIX8AV+cuIeVVUJh5t0OlFWVg6o12PMzIRptYK8/PI2Tz018cDfZTICsnx430iSRiYjcPr0++ruAUAmY6MoXqJReOQRP4bhEI+L/Mmf1LBtiUgkw/nzMdxu7W01AQVBeDO5ktszzWuvrdLtnkTTVGw7ilcbolm9STSUot9tIMrD1KvLdKQ6IY8LWfWyly9SFfN0uj28Sga/00Jmk7MLN/AqDUxnmNMpmf/lRpdb1wUalQRGKEG55SLovkMyOIok7qMpMe7s9oj6W3T6GvW2RbNvUqr1qAu/xO7eNlPu/5mwVEPDpG8OsZWzsZwyMd8BQ6FhWl2HjZwLRa5RbJ2moZfZ7zyJ23uK2c7TJINt/JbAjYKX4yEvHo8H3bTY2S3RWdyk6c4RD4dIxH3ozRyS6sHVzSIIMqLgIEkuxFb1gWOQ3bmPr3ePuFel199ld7XG2Nz5j2X8P1MYdXC9x6RtLg1EBYzaYVmLAQMGfCh8lNlK//IDNv+LH7P/fwv8tw/Y/m3g2x9i0wZ8QKLxJBttD46j0+t1ub/jQxar3NtzmEzAUADu7cNw5FAgTicl7uxIrBxMEvFXgWc5TEK7AywhCIcxirb9pyhKA01rYds6hrHM8LDFqVMJZLnL7q4bXX8RSTLx+1X6/Q1UVcfnM3jssUn8fovHHvNiWRmefvpFul2b6WkfZ8/KdDp+vve9ZwmFZATB5IknRpmdrXLq1BTBYJHFxV0cR+DRR11ksz1qtT6i6MLjyfL1r8dYXd0FBH7u50Sy2S6Li9fx+20efTSGx+Nib28fUbS5eNGD2DTeVj5BpoNt2w8sqdBpt6gcrOAgMDR2HOUDFG//i0ImU+HWLZG9PYtSqUupFMArVWlXIty9a1MsFPncQwLF7A4RsUdNF8nlW8yNaqzstpg9Ok/XMDnQPYy84TLa6x1aeIvFBmtrIMspFhejFArbPProj09B7w9G8J/4wgc+H8doMjJzmloph20ajEwGOcg4NOodBCXEXi6GS7apt/10WgWWMwq66yIBpczG/iKKS6fXA1FUSIclbGeLSitK1F8nEbyFS7RJRupoUgCXuMXVzQDJYAyX2GAkEuZ7904xl3wRVfaQinkI+V6h3fMQ8J1EVVNMT6nY3vsU67NYVoCxsRG6XXj22U0uXozy+us9+v0ZolGDx47E0XWdQqFOIOAmEHh3d64nnxzj9u0Ma2sVZmZCDA0dispW691fI5JkY5pv/zzg/eNyvb3fTLPL8nIUtzuKrus8/3yV27drjI15WFiocuxY6l2OIyGKBp1Ok93deyxEs9S7IoFYimTaptzJcTJ2h/FYgBdXCsTiCXRbJ9vO4Q/IVAoGKd8Kpq4zGm6hynBQbRNypxnzPM/9jUsM+eN0+118ikW2lkBT6rR7ZSQX9A2LzUKUVr+K3x3B525hiDfI7QRodqNcKT+CLRY4En2djg6l1mmCnqt4VBeKJBLxV2mVY2yXVRZzTTTfUdye42j2n5H21BhNGZw9Oc7qyj0q/ZMsF1pUyh1Gx9K8/rpGp3Oac3N7qEqJeGqKy1Mxqpl9Ko0eqm8Cx3GwxAdbrazmDv7Q4XNaU2XE8j4wEIcfOkYDXO8jLEOLQ+dgIA4HDPgQ+SSylQ74C0xy9mG0dpB72RJhaZ2FYR2XAD390FqYCh/+XW676Gc8XN+ZotKaZyXT5jCu6RYQZnT0q8jyNSxriVAogsdzgX4/SKFwjePHHf76Xz/L9LTJ6qqJbbdYWJhkfn4IQSiSTg+TyfgBgdHRNlNTEwD80i/N80u/NP8OQfaX/tLcO08EmJiIvy1hx/y8w95eEcOwGB8fQ5Ik5n7kp7/yK2///MNWkL21MKbZQpIOhYsu+B8oDLudNpW17zASk3Ech+3FPUZPfg1J+um8HbNZE8MYolzOsrqqU6vtEgsqnB5RkSQXuqFQ7sboNHpE+5uEA348kXGqhoN7ZJo2GtsNkYWnfubNY4bDJuWyTT6vI4phfL4qkqSQzWpvZtP8qJDcUfr9A0xbRG/VyNaqRAN+7P0/wqlfRXY3yJaCyNIkN7YNNouXUWSFyUgNrzvAVKxGQG3zR9dtvFqZ9fwoS5kRfvHiVcaiInFfjmrTj2EHsWwLw5xmPT9LvnkTj+oj34F4b4hIKEI00sTv91N1YGY2SbVaR9ctXNYmXu84IyNvucy2216+//0CmjaLokC9bvPcc/dpNAJAHMtqsbDQ5OjRBwsLSZI4d26UVsuiXn8rYYfPZz5wf4DTp/0888wK29sOLlebX/qldy/OPuDdWVjw8a/+1RW63SCRSJ9HH/WwsXFoXdnezgEziGIZtzvGvXtZZmZ0FOWdRcSPH09z7doq3306y+mRfUY8y8TCXmrmPuGQi+FIg1xbwu8VmJq6wK21XdKBJgvJDpr32/zhRou+S8FFnFLjDvGAhW6B5MownUhi2kny9Q1W8z78soYqVYj6rjASSWJTwe/2cX17hLAvjSgqlFo+htLH8eJG8l5AVdfINEMs3ZFJBnVC0TxzcYm4p4Am12g703gSFl88c44727Ps7p6gXM6Q9ruIJ1pMTYVRVTfzMwFWdzu4NYNKzSDbtugpI4yMHCNvlJgZj+JJ7VF29Wj6wnTrGaKixnbFA5qH/cXvYQkqyanzqG9YYm3n7fVrbX60nu2ADwWjDtL7KPekxqB7AKHjH12bBgz4jPHTORsd8KHjOA4HW4tgdlnNOexXfNguh62ixeXZw9qGOyXI1kCVwed2cWdXZiM/zk75OIuZAFBCll34/TqJxOtcvnyScNBDzONiaekG33ulSCDw86jqKH/0R9v8wi8I/Pqvz/OFL1TY2OgiCBUWFmIEgz4Mw8BxHBRl6B1tfa/Fz38UQRAYG0t84D4anj7D/pqN2CxjCRqpuYsP3K+c3WQkJr/5f46ELcr5fYaGJz7w//1pRpJ8DA3VefFFG0iiaQqVZo+ra9d41NNlbEqlYk9w+hjI/QiNwjp2fY87+00CQ3Fkf5xgLElp5zre6DThWJLLl0f5j3/4HM29V5BEN6Ghi8A4YH3g8c/lqmxutnG5bE6dGnrXOLrk6Cx3r2zjrl4j6HMzPhInv/ccw6EOktvG6va4stzgmbspDmqziFKKnWKG46kgtmOwW5ZJBLykggK3dhN4tShutUOukkTvbzF2QuRMssOra3k0OcljR/fpGCWKhkyj0efcZJOEr02jWyClHGevmEOLnePoUS+yHGJ3/TvEkzJ1vcV27SlqNR+hkB9BaGFZb5X4EEWRxcUOU1PHKJUa5PMOKytZ/ov/IoDf/+6JZi5fHubll3doNiW8XpPLl989yUww6EbTNGZnY2iaytJSkeHhNoHAe8xGOACAO3dqzMycod/XEUUDTWshywVgAssSsawm8fgP3ElVMpkS2ayNy2Vz8mQCt/vwO49H4zd+Y5Ze7jmmkyFU+XP0yldp7XyPe0sRzk0rHJ2IcnflPrXyFsPeHkHNS6XaJCYVmIjDC/dExsJZai0fEW+bVl8nGQ1QaEwgCG3SsSlWy1+h2f4tfuHsTRI+nUxlD1EYwet28/rmKWZTGqqyylDEROY2ne4JFPtppOZtfH0vbSfCevlL/MLIb+NWU7ikfYajHe7nVtjvfoFh72Xm54OYpo9IJEI528Gyt5mZAVkqMnfST9tzhqs3ClQrNh63gCO28fkKeMTbGIUedaPG3PSXSY29tQJ4sL1ExLqP5pVxnDZb959j6vRXAAikT5LZf5GIx6HedXAnHhyXOODPiV4H+X1ki1Uih+JwwIABHxoDcTjgPbG3do2ktIfoFdhrFtjM+Agkijw2D2EvdPvw2BHYq8DdXYj6BeZSAh7lHq+tT9PuP4XbHUGSuijKZRxHolZd4teeyhEPejiaLiL2HfJWAknWsAyN2y//MY+cqZCcPIM+atFs6m+258dlpPykEEXxXRMZ/DCCKGFZFi7XGxZG00Ly/vS6lcZiNoJg4fWqWFYLsfctNJeFS+0ipr+CkBzn3CNerPKrJFPD9Jol5ib7xAMWfeuAeuF1osoxLHGeWm2Tavk0ijcG5S2+/NhRtrZ69Ct3yYgijz059YHEYbFY56WXTFT1MDnLd76zxde+NvbmGP0o4XCYWPgU9fwyveIi9ewqsYDA/GSQWiPOesbAqzmcnZ2nVttiMnybiFYg5nHoGxr1tsZ2ySTgqeCWJf7SpT8gEWhzdFin1bepd0WODlfYK1kYhotEYI8JzYYRN+WuhdeToFTZxOyvkoy7mR+qc+X2ddw+P0+eiTEydYy7dzvs7l3h+nU/4+Ntfu3Xprlxo4b9hoeiaer4/S6q1RYrKyDLMXRd55lnCnz966Nvs742Gm1yuRo+n8LubhdZljh71v02y+SD2Nsro6qjPzQmKXZ391lYGIjD94phGNRqXjRNfvO5Vyi0+NKXkty6tcvsbJ1SySQUmsC2bQRhn+vXk6hqAtu2Wb39Rzx2SUZw+RmavojH42F60kMyGKFU7NCubeLSC5wZ7mN0OtTLCQKqSaYKfTPBo8cE2t06K6U+tjCES4syHN6kZ0TZrkzS6FggCwxFakSsTdbzY/i1a/yvHnuOuLfAbLKF4pJ4Zd1hyDPGeLqA6p9nPKnjlup4giojoXW69SrHI2v0dYn1YogXllfwuHYR6CIIXg6qQ+wWk6DGuHO3zrlzGiMjLV59tYmoTNB2t7ixZrBwyk16bo5SP0Int8XIxAu4kNgpS+SzES5dmsGttTh7JkRh9yV8wa+/eZ/b3SKa/62FO6/YRNcPrbChaAKP/+do1iuERkNvi+0c8CFiNsD9zkXfd2UgDgcM+NAZiMMB7wmxXyCT3Wd7Lcut20XS2mtMD/WotaHZg9nk4b8CMJ+GfMPFhUmJmaEOdeMa//b1SUrNcQRhCChRq8XZXM3x2gu7HDmSRFUNZsejFNdXsY0Uc+HXODlVYcxX5Ok//j1a4q+iqgnu38/z2GMGQ0N/ceMLUuNH2L67T0KrYtlQsdNMJh7syvfTwNmzI7zyyp+Sz6sE5X2OjcaRpD6zsz5a9hoXLoyTTkcoOEcp127gcjrUKwUazR5R1w6i2MKouTCMPi41hNsscO+agFcOoKoKU1PQ6YAylOf48Uc/UBt3dpqo6gjNZodCoYNpily8WMHrlqgXtkCUSU0ce3MSKco+ilt3GY0IWN4AG6smGD16PS+rWwUUOcZwpECju41tLXF27BX8isFyRifi87GcETHtIAsjUdr9MgvuNrd2+oQ8EHR3qbRE/G4R3SpxdNjk5FifrZJKKOhmr1qjLYwR9W8wOeQwNi5R7yxzYXoIJ3ya46dPsbhURFESHJ3t0M+5KZdNVlcrPPJInFu3dtB1F6OjcObMMN/4xgGyPIdt68RiOrY9RKXSIJE4TOm/u1vi6lUHURziypVFxsZGGRmJkMtVOH8+h9erEAh430x88sP4/Sqm2UVRDsWgYfTwej99CzufZlwuF6LYf/PzoceEjdutcfnyYcblg4MKe3v7KIrD3p7FxoaIx1PF51pjPGAQdHUJh2Br9UUmT/0MR8+fpLR6lf2NP+Fyqkg3lsbuZ1ja61Mo+3BMHRGJgDfIbmEXx2lg6g6tapUnZ6PMDXnodE1eXj3A61HweF1EvSKVukzbaHFx6vdIBzPMDpkMBR16uslouMx/vDlGxG8zOprFlxin22thGBBtXsHdPyCkuuiikAjGeGz+HrLUZiwsEHYL3NmyyDf89M0d7txNU6t1ePTRFkePzuPzwdTU1xBFEdG/T8QrUyu8xqj7NY4MezHNPqPDdVpig6nJIYbTEWRZxid36Ha7+HyHsba26Ma2a28uZvQt+W0LkYqiEI0PyrF8pBgNcL2PxSM1Cu3dj649AwZ8BhmIwwHvia2dLOb2DQLeKLndmzy1sIlHAUmCuB8UCcpNGIvBrW2wHQ+yLNLvg8encnzaxb29E3S7GoaRwe0ukS0E2d1PEAql0LQaorRLIHQGl3mFVPw+X/nKEWzHxmn1sbyH5g5VHWJlZe8vtDgURZHJk1+gXqse/h0MfdJN+shwHIfnn9+mXp9DkgyM9vep1+NEIhpDQzLDgRCCcCi4EsNTNLwhcgct/BQRjR1ivh6lvoXtVGhWDfxj51A9HuanFJ5/boNSSUHXFbq9BkdHhz9wO1UVarUmS0smkhSj27V5/rn7fO54npGIim3bbN/LMnnyiwiCQGr8CK/fVNF7NSSXTPrYz3CwcZ3SWoWxoQiZgoIqunFhEve0SfhFFFeUuNRntyjw76+e5ksnDPYrCopkMp3oYFoKB9U2l2aEw1qbewrJYJWY38a0RGIBkVKjhVsxqVSv4XN3ccs1ZKvPQtrDdr3BXnuHa7cCbK336PdlNosmXXkY2y5TLke4fj3DU0+9PWHPQw8VuXZtG69XJZ0ep9cr4/G43xy/O3dqSNIUrVadajVOt9tkeDhMp6Pwe7+3zczMEUSxwkMPqQwPv71GXDodY2xsl3s3F5HMHWIxg3DggycD+iwiiiLnz3u4dm2fZtPBNA8YHQ1TKFRJJA6fg+l0hHQ6wtpajo0NN6VSGNu2GHLvMDZnoapv1PW0GxiGwdZBnP3iRWrNP0SYSKLaYQr1CopYJKDI5LouenqbhH8TEXArfbxRlYOyjdtlYjpufD4XC5N1BDmKY4fp9HX2GxGGIi2+OLeC12WSDpsIApSa4DgKijJBq3oJT8hNKLxFUlug2VynnTNQbIVms41h9ymVDsBuMjY8i8dVZjufYbs6Tc8YIVsfI184x0svdahUdnj44ThTU4cZh3W9STTqpl7X6bY6+GSV/YNdwpE2szMJavIosdhbtVBbhkr6h8qApKfPsr34fTSqGLaMf+TSj81+POAjwGi891IWAGocyq9/dO0ZMOAzyEAcDviJ3L2b4d5agt4GNIrPMZfYIOg20SSIeGGnCHsl0C2wLGjrbkp1mZWsi81qlKYxiyP6gQameYBh7FCtXqTXc/PS0h6RZANN9RGfWuBXn9Qo7nf5+uUjBAI+LNuia4AsvzO5wl9kBEEgFP7pL7ZcqzUoFmNks6vk8yECrpP0emXy+Tw3bpjMnA0QDr81EQiEIpx87Nd48Q/WcbXuY/VVkmEPzZ7FfllHm4iSig8TAfKdA+pNL7KoIwdmqLenPnA7jx9P8/zzV7HtWfr9PGNjJp2qTtB9uCghiiIxtUaz0aDfqVLaX6JR3iOZkijWmkRHhnFP/xIR4yaOyyDXzZCvxSjWCoRUlfvZAOfHmyQCOqbV55G5u2zmH0WWqrhlhxtbDqrsxSU2ubtv0u47dE0vVsfLzR2HuaRO0CtQqNm8slHC6w3zxPkETbsJ/Rp3Vx3KZhJdarHSOodLqLK277CVm2Vyskci0UeWFarVd1rtjh5Ns76+Qrcbpt+3WVgQ8fkOXUy/9719Xn3VwDB2aLVq5HJDuFwyS0t5ul2IRhNomhfwcuvW7jvEIcDMpMK4tknYr+ByKeT2X0TzfBXtAbX5BjyY8fEY9foeL7/cYWMjxvq6B03bIZXaYmEhysWLaWRZZmvLZGpqjnZ7m2YzxH6uz9ef1PG4DxMBmaKX27dzdLsTRJMTNDJfZGnv+wS0CsV6hI18gSNJi5Rfw9RFXrivc35KZjwR56Auczxdw7BgabuJLLlp9LsEE2lGvLtIQpmou0ylF8QxHcYSLpYzJn4Nym1o6SLb9RF0pmh3dvnelTyphIYt9unmEjw80aBnGFi2yH45z5HJE0TjSUqlCH0hzXLGTaZQINv5ZTqddYrFSVZurpNQXsNozjOz8BWOHBFJp4e5dm2PmWOP0tu5yUK4QzxksNeqEDzxK1SECLVqDsuRCY2fe5vruCRJTJ58CsuyfmoThH3qMZofIFvp/kfXngEDPoMMnn4DfiyO47C25rC9a9Dd6XJ2JM9I2KBYNzAsaPUgEYRc7bAsRaEpoUoj/OG1Ub67FMFhlq7jJttOMjQ0im1fpdnU8XjKyHKUpv4r3D3YYmxsloeOZXn88QUs6wQ7955Fr1XQLZHQ+DzVtkGzabG5ucGpUy4ODiqk0z/94uqnBV330e9X2ekcwyf/U06NlSnlG/jW79PZEdjKJRk/9hiiKKJqGlNnvkJrR4PGKiUMDE1GGZ8mOXYcAYF6S2f6xOPYrgsIgoCiaPR6B+9aOuQnIYoily6lGBpScRyFTKbK9kGJVrOLx+3GcRzqjQ77+98k7Gxjd6tcnBbZ2V5hbiTBnY0bjD78v6d1UCeibjKdahO0l3l5Jc7mwTxirEtLfxWlbVDtuDk67MUlXEc3JjAMheX9EGPRNq2uTNSnMBo12cj32ShHOD4B17Y6+LQ6LsFLxDdOIj7O92+2mUg26NQVWtY0gnaEuzsSsYUgMzOX8CVatF5cZGjIYG7uKN1uh1LpgM1NicnJIQRB4DvfucfzzwsoSppUCsbGdI4dO7Qs3riRo9cbQxA2uXHDoNNRCIXWUVWBg4NRWq3r9PvnyeX2GBlxMTr64H5vV7Okghr37hVpNmUcWydvrnLm3Kk/zyX1mcK2bVZWRGo1D273KJnMLoYxRrfrkEgEefHFPT7/+UlE8fD6P3lyEl3vYppnEcMF9ss1LMFNfOoyW1cLtHPP4JUatLseXtmfYchbZivbQ7MULCdMW3fjVhSaXZlM1UZw9YAq7qCHdrXCSFTh/r7OenmKOTGP12oxO6SjuDos7ooUWxNkamVGIiZ3dixUWeGgJiK5Ojw89S8ISCoN2cutZRFdGmVEWqbSDlGsCXT6MpWGwvW1AJq/iipFafW3ODp1gkTQSzD3O9ze/S8ZDnyTXzq3QzxoEHX+I/v3DVyunyUaPaxTKKlBAqFRaqJCuXLAqQsn2G+VEaMp4rNfeDML6Q+ztVXk5s0u/b5NMmnx+OOTHzjB1YAPiNkE6f24lcYGMYcDBnzIDMThgJ9Io9Hk7kqalNlGdHQCmk6leehK2jXAcaDRgWQIBMFkpVUkHY7y/Or/gUZHRFUdHGcNlwsEoYnffxy324eieBCEOrZdY35+lcceuwQcxthMnvwC/X4fSZJIn5LY3j7gT/7kgLm5Y4CHV14p8uSTDaLR95HVbMDHTigUIB7fQpZ1gsEx9P4NRmJnaFtNFsbucHFWRdIzpKMqe2u3iKZnWHzl36LquzTrFXq6D6wubo+f5PAEz9+DctmFqI7hC7rAAlnWsG2bSKT355rInTyZ5OBgj1de6ZPJuFHVE/yLbzzLzzyaQbFK5EsVhuNuVD3LxuYqDUlHUILs5zUCkkF26Vt4IpPs5vuMpxyq+Q6TQyG6vR6NXh4AWXYRDzgcVBuMREPsle4xHtN5agE2Cy6OjDg0O23qbYeEX+XZeylmUx3SkS6SILNfOUJQk9GbVxgPRjG7MrfKCpY8jimOspwfIcwOMzPz+Hw+Hn00gd/fp1xeZWWlzcLCArdvSxwcbJNOe3jllQCiOIZpwtZWBr/f4uJFB0EQ2N6u8/zzDtlsBMvaodVqEgikmZlJU6/fZnh4BNNM4nKpbG0VmJsrcFiu5u3IniDLi0W63QSKIpItNvjTf19nL7NDPA6XLo0OJuA/Adu2ARfgANDtisiyBJgIgkC9flgW58QJPy+9lAGiOE6LS5diTEwee/M4mc176HvfYFg0EbQjjEZ8dHsn2KhHCIWaTHm6dPR99koyPX2eaKBE2N8moJUJeqosH3RwywGGfCIhv5ezXpFGdwXFHSfbHKNQEag0HIqVEu3OKFuFDI6to2kq4XCMp9yvkYwGKdbGsazjHEkLvLwcwJO8wkI6D7ZAR5dp67M0+n7ura4gq348WhLH2GYqeo/jiRZJzx08WhCfZ4J6PQ+EaBjfpxmZ5zvfErjw8BFu3qwS84Zxaz6mpidxOhuozW3U3Ap370H06K/gspuIgoUnMoU/FOPKlS5mdYWQWqW8Ci/aBR5/6vInMOKfYYwmuN6HV4ESBr0Glg6uny4PowEDPikG4nDAj+Uw3iLPxrqOb+gxWv071No14gEYjUKlCbYDZybhoAqZCvg0hSPDXXza7/KN1/82/X4IyJHPi0AM02xiWWUuX36SWm2bv/W3fHztaw+9LbZDEIQfyQbnYmTkFJJ06BanqnH29/cH4vBTjiAIPPHEJPX6a1y58ke0GxqqWkMQOoS8Lhyni2Nb7G7cpd65zZVvbzETtYmEQ4yOa2SaYaKxKMPpYZqtDusrTdTAl3B7Auh6i2h0E5criKY5nDkz9udqq6oqPPxwiNdeyzE0NITH46HcSXD77m/xxaeOMJXc5v6dF0lHO/T8XSS7TalVJ5lWaEpTaGKB7ZyHE5NHiTgqnX6GyvUOE8k+khCj2IOAZxfJ5afdj6O4Cjy1UCfut4kFbPJ1CZwafVPELWvE/DoXp1d4de1xjk+EiXsOCHt1wj6NnaJESMhjy5PMhEf57k2TLf0XiER8CMJtarU7bG/3GBryEQh4SCY7RKNn3jzXTCaA41SQ5RCWdbjNtkN0u5v0+33qlSL7+0263SiqGkOS+kALj2eMra08+bxFoVBibm6NWGwIr1didPTBccBDw1O8+tIyTqOHjcC11Qks8Qi67iWfV7h+fZ8LF/58Y/fTjiRJpFJdmk0vq6sFBKFBIODD46ly924Lo3OFlFxjbDTIwkwcX0whHPa/GTsKcOPKNcTyDYb8PcajFrsHV/F4xhiK+VG1EFK3xubBJLOxLi4XrBcDTMfrtPqj5Otd3GqLVDTOaMikUJfxaX1G4yYbxSj1Zg+vFkQ3DAxrhueWxujdqnBxqsiJ8U2Clptk9BqxhEoo0KDX1QnqWWq9UUZD1zg/2aPdi+DYHdyKBXadTMlhyAFHDnFhbIP00DYLI328qsBs4gYvrXox+wYIAgHVpmvLeIwsXp+BTJCF6So79xYZTihoSor8fp6oVyHu04i4bb73/G/x+Oe/gqq6KeWz5DpnaZZ2WEh2EMXDfmuV7mCaFwYuph8nZvv9WQ4F12FSml4WvOMfXbsGDPgMMXjiDfiJOA6omotcReTm5hiyaw9FAsuBkAcUEV5fA48G56cF/vCqjSJpxAIiHrVOqxcHJuj1Ong8p1FVhW73eVqtP+OXf/kUFy/6f2LQfyCgYZptJCkEgGn28XrfvQix4zhcv75HLieiKDbnzoUGQvIT4uCggmUd5+/9vfP8u3/3IsW1u5yZjdOxXfQsnc2dHCdGIZOTcGq7yFqLpjVBo+bG8dmIjo9Ws0G11iPsD1HvV3B7AiiKj2g0yIkTb7dWOY5Du91GFEU8nvcRuwJomoooym/9zm7g9UQJBcN0C5uEvBLlpkEqIvH8kge/0iVThitL6+zWfOx2dJaOFJmL7dHIbYDto9WPEPbGGEk0qNTDNNpwfcvH2bEDAlof3eqhShoTMcjWTXyKgldzKDYdLkz18KoVKo083U6WRHCf7YKPejfBWMxLrS/TM7JE3WFWin9CdOo05y8tYNtrnD598Y3+gPv3rzI9/bZeIhSSSKUE1tYqiGIQ08wwM9mhsvItfKrOpK9DY7jHxnaXQKBKODxKvb6MIARotydpNCI0GjLnztV46KEgqVToXfv1+Nlz3L7tR5bd2OtVNLWBokQRBIFGY2A1/GGq5SKWZRKJDb3NovrIIxPE41kmJxvoep/9/RWWlzVk2c+liT5WJ4Bk95kMVSlbVTyeOK1Wh3y+TqnU5P6tLkcTKQq5GmFlh/kZP8FRL/+f329SqZaZihQRRS+r+WlWMg02CwJfOZlhNgWGWSHfiGJJYep6m0KzhGH62a3mwDXJVs6FbfSpN9OsZl3slSa4OPUyw+FrlJs2zY6C1+OnUJcINAxE6w75ok3PbDAdvYXj6ET9MfLVNrbdYy6VJ+TbxRFqVBlnJ3eXx+ZMRHRsW2QsrhHY89LorKC6j7B2UMUV/TztZp5QyMXiy3/MxdOTnPiZsxSy+9zY6JHS0qTiOpZtUas3GAlZdFoNVNVNLKSy2ynjVUuI4uGipGl0SSVEWq0WODYerw9FObRMbW8XWVrqAQIzMxJzc4MMph8Klg6OBeL7tABqicO4w4E4HDDgQ2EgDge8K9VSlsbeFYL6Mkm/wnOvzzLkKVBuwc+cAK8KhgU3tg8TDsQDsJWX6BoaqtxjPVelb04gSV6ggii6kKQ+lrWFzxcilfJw9KhFPP6TM49GIkHm5zMsL7cRBBfDwz2mp9/9RbC8nGVvbwhJUun34YUXdvn6173vWrduwEdHNttmZweazRLJZJhU6r9hOPEK3c48z2+0mWyv0yjXsXpLTIZr9NpNQrJCp9NlaTeG0SmyMJtG6ljs5UfRUodFqXW9SjLpe9v/Zds223efIyKXMG0oKdOMzZ1/z231+31MTVVZWSkiCCqat4fic+PzeahXRtit3mQ0PMRmvcuJo16ee3WdbKlEsz6H09VYXJ1kYzfLz596lrS3g2SLhDxe9ot5Tk3JGJ0ehh3kwlQey/ZRajYYicls5Azu7SvYTpCTY9DRXZwck/mzOzYBT56Ib5kLkyohn5e9iovfe7lHsdGjpQ/TN5uE1RV+/ewm3qDI/tJxhiYv0XACBKKHWRyHhsKY5h6iOIxp9hgba3HixCS6vovPp9No7HDpUpggDdJhhXpDB72C13YRCPgAG0W5Tjh8jlu3TKBINBoFyhwc9Dl1SiMQSLxrv87OJjHNLNlslWg0w9TUKQRBwLZt/H77/V5SP7VsLb5EXM6iCQLbB17GFr74ptVKEATGxsKMj0fQNI1CoUIgoKL3G0RlDVlWqNXauLUe+3vPk91Z4e76KMHwCa5daxIJKHSDOvHkPPf22lQdh6V8BHfiK+yuXcEp32AufgAekWpnkrHIi6hSl1xNAEcmV3NRtybZKovsHVzhF871sLF5dvmArvXz/OFrk3S6pzDM+/ziuX/C3/2ZJWJ+F8VGlasbNmvZBKMxjURAo9aVkVy7yNYQhhXE5Qpxd7fCeKxFrW0S9moYVKm0Y2jifcq9o2yXM8him+GIjGkZuN0aa9mTvHT3NJ9buM7XxzIk431aTZVqOc7OToBatcixY2MYbplCKcL+wXfxUGYra2PjICmHFkLLshBdGg89fozC4otoiko6LVLsuGltf5eQ26bUc6GlL+NSAly9Cpo2CsDdu3X8/gqp1CAG/s/ND+INH7BY7DjwX//DKZ59Mcx//39d5/GH6299qQ6S0gwY8GEyEIcDHoht2zT3XmM8LhF4ZJR/+6+/xdmJ75IO7XAsDaUWDAXAJcFY5DD+cOnARbERwOcNIqk+YnEP6ejL1PtPoihbtFoaglAkGBzB6y2RSKzwxBO/+J5ThZ84McyxYxaO4/xEN59q1UaS3qq7put+er0eXu+g+PbHzeZmgddfT2KaSRoNFVm+zXg6QDG3jSCFkRNfwS3+WywRXEqC3bJJsVOjYQQZmR0n4HM4qCtIkkJy3IvpKeM4FRYWFOLxtwRJv98nv7fKeKiJ641sd/XmFuXiGJFY/M3rzLZtut0uqqo+8Dr69V8/w3e/u06lIhAOa5xc+Dn2GlsIoROknnyU/eVnqBZfo1DZJBFP0Sy3KTZDFDtHCSgGo8FNTk4o+OQohqHirrtoGQHuZAzSisxEwsAjF4j529RaDrohsF32cn3rEpOJNsuZ+3gUg1JDpdL2MB7NMB03URWbTt8m5O4R8mr8s2f/CiG3yZHUqzxyRCAdD9LTM3xx7DXs9Dht/S4HFQFfaJZ0WuLSpQR7ezncbpmRkQkAzp0b49y5w0LrS0t5NrZy+KZFbtxo0ukEWLm/xW7zFF/96hCjo/O89NL3gBE8ngt0uz0SiQLT05H3NDE+ejTF0aNw7lyY11/P0+u5iERMzp0b/fNfZD8FVEoF4nIWn+fQcjWh6hzsLDMyfQLHcXjhhS3y+SBgMzlZ4MSJBFDD441RKAmkwwaSZJLZuMHRqROsbxWJ2C0KRQVR9FOuu9lra2itPSzXJN7Z82zccrGz3cBvXePUVI2I1sMhiFfbwDJMEKJ4FKi0BO7uSuy1Q0guiy8dP0elvUncX+ehyRq/f7OC5TyBabXxKaucm9oh4O7jluscSRtkquDW8swNp9AdHUOMsjDuZbd8gCiGubJxjF5/Da+iIAgQD8o09SqF9gzeoEHLsvjmrZMMB+HCVIF6J0YkdJQxxyLe73H2QhJvrIwpKnTsNAgioiixvmHQ669geqc489gv8/w37hBVFaIjYeo9ke3tXdKj09StKOMLx8jtLOOO+Ol3GvQ9C/hdVUZih88Nnxd2c7fpa6dQlLcshYoSpFTaH4jDDwOj8a4upb/3hwn+w7fi/NVfzvOLf3OB289eY3T4jfqfamxQ63DAgA+RgTgc8EBM08QtG5QrDf7dN17FK27z1ZN1vJpBvg7DYWj0YcwLpgOdHnT6XmxnhHJ3npBb5uI8+LXnuZ3JE536Imtr19H1AG53g7Nn/Zw7d/J915B6r5a/YFCgUNCRpEP3FEVpoWnp990PA/785PMyPp9Es9khElEo527jFAX8Vo+E72WkSpjb9RbjyRiSmUNUIli2gxo8guhIjKcD6N45/IEQYk1hZOHtYsI0TZ59doeDAxG9scXPXm6SToUwLZPqwW3auQrtUALf8EVkd4hnny3S6wWRpBoXL2qMjkbfPNbeXpFOR+epp6bRtLcWF/r9JIVCiVQwwPSRk1z/0/+RqBlh+fYOhh1CEUxqzTZmH0ShjkgXj9ylazv0+xEOquNY3T0+d0bCNJsItgm2jMvl5n7WYTufQpUbbBR9CMJRvKrBSnaXM+NdJJdFruEwP2pRqHVo9US2S352CmfYdHr4tU2iQQdZdRMJCvg8Gr6kTM9qUt+7SzLp5ty5ESRJYnb2nfeAZVl85zt7WNYkzdoF8t/7Nq2aQr3pItc4TiB4hOXlFQKBCXy+OKdOKdy8eRtV9QA2Dz9svq9Fl2DQy5e+NFik+VEs00D6ITdSURQPXeyAxcUd7t4V8Xhs4vE429tNxsY6XLjg4vbtLCVnjJ2l1/Bs9rk0H8UXCNNtbxAX1zDbe4i+CNc2Y2hnvoTjDDGSrvH6NZEXnl/D03mZ8WiFlF8n7u/RtcPopQN26kk0SUe3EuxXLO7kv4bjdpGSrzIazKOINWzLS083SfgNkqFF8sJJZNGg2hGpdxsIQp9yC7p9SAR0Or0a4XAMMCl3D1BdMVRXEb/motqJISsu+qaEYTUIubvEfTtstWbZ0x8i2wqxWT1H377OeMymltMpdMK4rBaj3gwXj41wfbmBO3gETIWnX8xRyvXwRkbBP05bWOP06VPEQocLR47j8OqdDJWOSLNd4t4f/AGnJzqcnIrhOH62Kl1U1QW8ZdkWHZN43I9hVFDVGAC63iAWe3/u6wPehR8jDv/R/3OM//VvZDh3qsX2rsbf+79P8ru/ff/wSy0O7a2PsaEDBvx0MxCHAx6ILMvs5FrE9JuI9R3OTDSptzsoooxL1FEUKNTh1TWI+SFXB9seJRYI0ifPwvQ04YCKHA7w1Nem2O/u8Df+xi/S7Y6+WW7AcfY+svYfP56m2z2MOZRlm4ceCg5cSj9mdN3g1Vcz3LtXotEI4vFoCIJBMqIR8IHYuU1YdjCaGVQxxW6+hXsYQMCWvNjqJNWOi7WdHeYv+Ki3uvSlNNvbeXo9k7GxCB6Pmxs39nn1VYd2O4KhH8Oq/Qf+9l/3Us2uY1s2R6aHkCQXu5nX2ayfQxQnOAwpDHPjxs6b4vCVV7a5f19jb0/Htu/xi78Y5vTpKVZWMvzO72TodsdQlD0eu7TBqYRA60BD9Qzha+/QMZKYZptKt8lp3z0sS2cnV6DRlri1HeHK1i8w5nmaYX+OoNfFRFRnab/JZFwh7lfYKCis52OMJILcO5AYC2exrREkOY8iVWh04PoGDIVAcjlcnGwwFPxdco0Jdoshlvd3ODNnUe0pyGKYkVgaj8ePkkwxduTdk710Oj2++c0lbt6MEwoVOXJklr3a5/nTF17EE3iSSjtM/WCd2VkPGxs+KpUWX/vaozz+eItMpkospvDlLx9/4LG73e5haRJVfeD3A95OJJ5kJ+vGW89i6D3aTpDRU0/SanX4znfKrK2N0+l0SCRe5/LlM7TbbaamkoyMmPzO79TZLn2Bvd0GB+vfoaffx80mPdMkX4zgOBJyb5nFxQiPPJLg4EDF6x2l23yamKIimg3Wsj1cQhfT2qLaclBcIt+6FcSn+VnMjtDiKFK/jCLvUGvucWEa+kafV9di2PYEI0NZekxSKk3w3btPMBnZ4NQUSCKcGINsVSdf71PtunAch/VcCIc8US+Mx2qU2yFAxOORWckLFBohCr2LBLQwMXWDivo3EZQFBHeD+1kHVRVwlCEmEw0WF+vMpA3GEmH+5MVneWXrSbZ2z6KqJscjU4RcUW7eXCT5qJtI4PD9s7K2xUxSxbQ7FIsK7Z0Vdpw5LKPE5EQMzalharN0e1u4NZle38RxTxAK+Tl3rsvS0h6OI3D8uItUKvVJXz4/HbxLjcPlVQ+5gsLphRYAv/r1Ar/+d4+RzSukhnTQhqD4ysfd2gEDfmoZiMMBD0QQBILBCPevWixuKtiGmxOjO/RNnSePg2nCQQ1kEZYyhxOAkSEBZJMrOxaNbhc1NMTI5Ck0zU1DclhY8PHyy1kEIYqu1zl37qObNAqCMMiA+Anz6qsZ6vVxpqZMbt0q0+936PWqSEaOpLzHxfENvC6bbL0N3ghCp4RmO3hjR+lJk1TqLcr9KdroHLx4A4/HjW3l2CzMkm2colJZ4dQpjVxuH8P4PKoqoqpB7ma/xN39faxOkJNT00jS4aKAKll0u2+PbzOMw4lqt9vlhReqXLkiIAgxIpEEf/qnBuFwgT/+4wNcrgv4/QKQ5Mrr9/n8307z2su3cXV2KdTrVAwbUzP5q1/2MOnX8HpaRANDmAUfjnqMzEEEMfgQN7baHEs9i+jUccsylbaMaUuYZpj1/EMEPSKCsE/I6yVb9bJT2OGrp0U2ChDwCHgVGdNUmRryYtFCVBokE36eWY7gRBWCQ/P4Y3PUuhKFvoex42d/7Bi98EIWw5jCtkUaDR/r62UCgQRq8CK2kMLlKiCKPgThAFmWOXnyOJnMKsnkFFNTGhcvvtMl1LZtXnhhm0IhCJjMzOicPJlif7+MorhIpaLv22Pgs4DLdZh1sVe+j0cVMQUBQ++xstal0xkik9GpVi2WlgIUi89y7Ng829t5Wq0a3/veFpXKBD7fSV5bKdJr/Cu+cKGM4FKI+MJUWh6SieOUW/Pcv3OPqy+9jCnMcpA3OD7XIBIQSIVCbBcLmLZMo5fC7SryxDGJ9eIc/tYRMgcpkoFn+NppA9OM89xiHrfip9CM0jHr5Ct9+n0B29bIt56g1L5Cp7dCItAl4LFZLzjotpd8aYKDxjHSgWtIQhifso1XCxL2zvCdRQG/uoYjT4FzkWj8CJ1uFxctqtXb+BSZ5c0ebqlIuX2UoWSZXzn3KhGfwfpGhV53Bb23gOJI2LZKLHaSXK6C369j2zBy9EkyuRUEu4+hGiSGZG7cLCHJXhQFHEckn4fJCTAcBa8/yvLiHWyjhS99hvmThxl/JycTTE5+stfLTyVGA6R3isN//60Yj1+u8YP1XZ/X5omHq/xP/zrF//m/2gE1AZ2BW+mAAR8WA3E44F2p1roUG3OsZzscS2+xlmsyOwQbBfBIEPHCfhUSPoj6RYrNMsWGieM9j//IowRUPyDy2o0VvOMPkc22+MpXYpRKNcJhL37/wLXsp5laDe7dK7C6KhKL+djc3MJxxtnMzrC6cQ+fbZMOQ6OfwC9u0hNH6fXK+Fx71Gs9Wj2NkXib9IiHqHmXatsm15gh4Li5tRej1JilVttD1x2i0TJebxzHcQiGAhTbo9SKPpzOCidPRFEVhbblZ3xcZXm5g6J4sCyTRMJAEAQKhQqrqy6q1Rgul4KuOyQSLTIZh4ODBu12mXDYj6KoOPIsd+9/i+Foh3AshGOFmRHipDr7mN04bbnLiQkf1ZYHSfHw0nKGVmudtU6Qh6ZWGQoJiEKASEBks2hz/yBARzcJetwsZ3Qm4g77lQICLhySXN822C2azKVNbNuFjU3Ub7JR2EJxeZkZFhgfU/na4zFqpTxD4WP0LZX0kYffFlPZajZBEPD53kri02rJBAIhYrFtSiWo1bqoPMfjC03KpSsE1DGcmXOcOpVgZmYSyzKZm9vH768Rjfrxej04jsONG/uUywKqahEMWlSro7jdh2Vn7t8vsby8iMdzDMsyiMe3+NznJgcC8UewLAtN3yE9OQtAHNjLLgGTtNsabneFdnsYUWzj9+v843+8g2G4uHKlSr0uIAg1NO2bTCTHkd2PsXbwEifTa4xIdfbqdap9Cc31O3S2tkh5jxEIyqz7oNZqEfFHuLFt0epITCW9gAuf240k9fFqRS6O/zFW/wbpKPQthYTfwrISFNs2hfYUm8Ug24UjdDprOI5Drh+i3DRw8CG5umwVZHK1KJI0weKuj5o+T65a4dGZVVyuOo3+KJpcxJEidI0YmtBjJHKALoJPyNKoRFHtHrNhHZcYRRQj9K0aMxEHjySRDmawrSJTqSRdq8XnFiwa7Ryrq21UNYJl3eLv/J0Ufr8fXZ8jk2nQA3r9PIJwWDvSUI+wU/UR1irsFE3wzyKUr3L2SASIkKtm6bRbeLy+dxnBAX9uzAdbDp9/NcTjD9Xftu0rT1b4R789xv/pv9xB0IYGCWkGDPgQGYjDAe9KRxzhu89fQZMPkMUtRmPg94BXgUQAJBf4NZC9kK0q1DpD1PspFP8lGvYJpqYsXnhui8DErxFLjLC1pSNJRU6cGP6kT23Ax8DOTo52+wKVikk+7yObLSEISXq9KLX2Za5u5BmJGbilLdR2iZnhFpbewJBFgvY2tnaEC8dGKOdvEAi70GSBrm7SLG9TLk5hiCEUpYnfH8c0b+L1nqXXq+E4K1Qqj+ELnmK9PMTO87e49PAwI0fPUqt3sawVcjmTkyfDXLgwBUCjYdDpuOh2fchygEZjHbqvcvc1C6w5SiWDSqXB6KjIwoJOKHmMZv8A0S4RSdjsFJaRXQF6RoNoZIzl7S06fZ3tSoiOdQFVVUj6XmU0ahDwynR6ITaLAtlqhyePNtkuaWjyFe7s9lDlU7R6R7kw9TodvUq2KTMaH2UxU0GTe6guD/W+yFTCoHtQYKfc4YuPBJFa60wG4f6N75KYOs2+HGL21JM4jsOV73+LdnYbx3EhhFI8+dWfRxAEvF4T04T5+Qnq9SqCfY8xtc69mk08ECfky7HVvsLY2FcpFPKo6h5Hjpx5m+i8fTvDq6+q5HI/EHu3uHRp6s3vc7k+wWCSQEBGkmQKhQSlUu09ZSkeAPPzERxnFUmKE4koaFqTTKaJVV/C1a8zERjnZjFK34rTbkskAtuEPBmmIgaWpdA3LFz6PcZC44j6OkK/z0F7A9vWSYarmFaEbMNPq5NmLr7EseECAk2CnjIHVT8PTedQpTqi08Svtfj+vVEuzSzhU/u8vOLh+v44pnkE00ziOCqiIHA0/Xsospf9Mth2gI6hUemMYdkhFvOfp9Ia4eEZmY4TxStpKNYGY7EjBAJlKh0X6fl59rfrOK075PvzhNwlzo1eQSCBxTQueYax+D0cO0Wt26Pa7hP2qmwXVKbG0izubmH2JDRtCshx5Mgo3a7N1laW69clVHUEw4hRKnyP4bCHOzeLGNI8vlCSmQunGTuSJrN5j2jwrZIKiaBErpTF45395C6Gn3aMBrjcb9tk23D1ZoD//DcO3rZ9brqLbQvcuOPj3EkHrP6hW6rs/zhbPGDATyUDcTjgXam30izt6hyPFBCEFo8dgULj8LtqBxQXjEeh1gHDclHvjtAx02Rql0iX41iiQ3pqDk0bAkCWFcpl5xM8owEfJxMTCTY372HbMs3mPu22iShOIEkOG0WVU6PXKLeCxP1rGOYM6dgK41GHTClPJOSj3ylQOugTCrgo1Czcbo1o2GQ926bejaO694jFIkhShTNnhuj1ttnfD+E4J7l7t87Jky780aN0u2FS01EajS4vvKDjdp/B7YZcbvvN+FdwGB0Noig9stkGs/HvcGE6RzR6nNFIntcDKpW6l4mJPL/xG09wsK4TmTqFU19CsNcJnrHZqYlUzQDrBS9lpYnqibOcmWenlmZo6AhHQi8RcEeQXQZDoQMqXZOjwyJuVWciXmUsVifqU1jcc5gdUtCNCQLuPsORBnG/iWHKuFwutssuAp4I+aaHtUKC0XiBsAwHu0UEq4uspli5tk3t1jdJTJynXNijmy3ic49j2zbF/SzPPvM8n//i4zz6aIJXX92m15MYGzMJe/3ceFrG603R6TQQDJ1LF1xsb79Er5dkevoIL7ywy5NPvmX529hosr8/iiwfWlTK5STZ7Cqp1BwAzeYmMINtV0kmwwiCC8vqf0JX5acXl8uF6Zmi3d3Bo8nkayaBkWMEAl7+2l+L8q/+1X0qFZN43Mvu6grRUINuN4mvr7IwusNm/SidzgpdO8T9jV2SrhrDcRkkN+NDTQq9u9hiCre7gUdRqLdDOIKHQr9LJLzB+eE8aa/EUMjNbrFGUtEQRZuYr0ah4SYaVBgL1uj1Njk2LOE4EhemwjTo8vK9HG6XwsPHbhJwl0gF83jVKDtlL83eKi6Xi1YvyGbxKIZR5WvnNnlorkWpBbutNElFZKcaJGE1mZvwkS1IPPZohNdeKUHxJkeGOsyncuyX+3RNjc1Kn/1aHMW1h2h38boEdgoGeDRGfD46vTx9hpidhVjsGGtrDXq9JvfulUmnE6RSIMsa7d4ZhmZ6fMn3Ki57FVPYxBN4BEEQUD1BOm0dj3YoEBttA29ykJH0I8VovkMcLq96CARMIiHzbdsFAR6/XOPf/GGCc6da4E5BewdCCx9niwcM+KlkIA4HPBDLsigXKpydquAxa4xED4VhuXlYz9B2IOGHYgs28rCWs1nMKlTFrzE84Wd4OEqnU0NRem8e07ZtPJ5BTbPPCrHYYaKGfB4mJ+M0GgUaDRPLapKvz/JCp0/Yn+fSkRDHRpNUG4tEfQo+t4e430PdDJKtBLm5us3C6bO08eH1e0icmuescYBte9C0MuPjQYaHdfb3PSwspFhbK1IuR9ndzXD0qBdV7SFJEjs7DVR1BNu2sW0LyxqiWKyRSsUYGgoxN9ciFOoTDGxzNNTE6/ViGjqxYIgjky588QVGRkJIkkRy6hz7S3V2Du4zrHkp2hGGph+nu3PAte555ib+UzSpzfK1DF3GiYYrRMIKuVafYMtLQLXJV3XUqIoidXErIj61xJWNEPPDOoKgIIgWPdNPS6/RKUHPqFNuGCiShiTK1Fo6issiHJmmUtug03LwyyoVPUS9L+FPjvD8d6+RSsnIUgDbstjaLtLvRbm+ZyKph+6dX/rSxJtjdu9Og3xFIB134fOFyVc9PPdCjVj8SURRYm0th8s1RCZTYmQkDoCut3D90IQuEvEzP99GkvbJZssMD6fZ2DAoFiM0GjmOH2+TSAwCth7E2Nx5irkktW6T8NTomy6Mx4+P8Q/+QYJr1zZptXq8omegFsFxbLrdOgG3gcdoMjJSAYZ4fesXSfr/Ay5VRvH4qXe3GRlLU+scx6jfJ18/oNVt02eKY+d/hsL6N5iWmjiSi6Yl4wv4ybVVSv0oTs1BlRxOjFcQTZ25tM2REZV2V0RRGtTsV7i9/atMBe7iVS0UFwQ9Mn1ji6mhDoorzmLGQpU6FOtF5kc7yLKCLeo89YjEXl2iX9fYb/toW0FanQqi7KPWdlFuOIzH0hh6mWbXRqBIp2/jmAes5S8iOBIbpWPsVbaJ+jJMDWmUBAX/3DkCOyNsbrq5c6dCMKixsCCiqnG2tnokkw6CICAIDv3KMuPJwJtjsFdegvQk8dQYe2tlKqVNHARcwaOkw9F3GbkBHwrmO8Xh1VsBjs50Hrj7Y5fq/N/+xzF+6+9vIrhT0NoaiMMBAz4EBuJwwAMRBIG7d27QaawyN1zBMiHghrkUZCpwYweW9g8thwISjx0N4Q520T3rJI7OUa226XYLRCIq7fYysuwnGjU4d26QJOazwsWLw+zs3ObKFZtg0MuxY0dZXi7Q72v0+5uoap5IyiGSfphItIoWmKdr5xAsgeWMl7qlomkGVfs0DXmW1Ngx3KFhvjA+z7lHmrz+eoV+XyQcrnL6dIr9/cNMdlNTEfr9IqZZwOWyefjhCIIgoOtt1pevkPKu43NLVFoKqvoEAENDEU6fbnH1aotcbghJDeH1xNjavk0yNYtpD2Pb2xw7dlgKwuVyMXX6yzS6Ip3qTbSwSa2+iz9oMRReYsQTYfF+keTQOeL6KkFrDcHYYzRi0sfDbiVF1FtnMlHEq9q4RIsXV0wM8wjFpheHBqPhHD73HuVakZmkyZPHIF+Fe/sOpUYRQZhHFkrUewvcyMiIuk23uY7jWcAWIlycC2E7IlNzR/nurTV8koBpJshUuyRnT1As+slmy6TTsTfHbHh0nJ63xMpBnWbb4v5uH7d3hEhUQRRdFIsxvN4DTPOtyfQXvjDDysod+v04smwxOQnHjo0QiwV55hlQlBGCwR7ZbBHHyfHFL555w1o74EHEkyMP3C5JEp2ORqMRIDn+CG3nWVTVg8fT495Oh3PnUgwNPUEm00KWL/Pi3gTZzh8TCRl4opfxKDEqZRf7lfOMTJQIeiRiUZl7e89guA+YipXwSDJhrUit79AUp+lLIb6/nGE0ZDIz7KLWkkj7TEy9iOoSifhCDIUlppIrqEYJSKJbBUYjWRBNBAxu7WRxa+dJR5oE3S9hoTCcSoEYZWOzS6bnYW3Pj0sXOWiO8MLiMFNzbtyTc9wvdphWMwTkDB7FJOSt4fPYhCMmW40tNO8T1LsyjjNNqXWLE1+OM3H5r3Lvm3fp98O43QatVodGY4N4/CSRiJcbN/IYRgLb7jI/Dy7eHvsq8JZ3y+jsGRzn9HuOj11by5HLmaiqzZkzKWRZ/sDXwWcSvQ7S28XhnWUvo8O9B+4+M9mlr4ss3veyoA0NylkMGPAhMRCHA96G4zhUSnmuX1vl9vV9jnt3GPI38bpBN+GgAroFw0Ho6tDqy0zEVUpM8tf+yjRNx8vrm0t0OkcZGTl76J6j7vGzPzs0eFF+xpAkib/8l8/RbL7O3l4cj2cLw2jS7a7hdodoNqOkUhco9GXK936X41MzxN3H6dfuYVsqSkBifkzl6JFZHjo1ylbVhShpVEp5IrEhvvzlt8eWpNN5CgUdWVaYnRV49NEpksnDuLaNjTzr6x5czadpdT0E0jafO+miU9khEgkBcOHCGJ3OOpoWZG8thGf5aaIBh2Jpn6kzk1x65ATVaoenn86h6yqF7C3s0gs4xbvIUoSOFKHaqzCTDrO5GIeuSFS6wokzIcxWkEpxknx2l77eZXk7zV96KItfddivCICDS/Dgcqm8dH+IibjASHifqK9OxGsyFgOXAPUefO4ofH/ZptSYRhJ3ofUdhtMJulaSxdxpZsLH8Golil2VJ8/NE41FOfXkk3zr33+fcsVDbOQ0w8NDGIaOYRzW0ev1+uzslNA0iae+NMnTT9dYW9cRJQvDmOLatWX8/nFU1U+ns8Gv/uq5N/s9Hg/zN/6GycpKD8cROXJEJRYLcnBQ4c6dw74aG/MwOTmCZTmDkjIfgPv3szz//AHVapTZWT+jk0+x0taZiVdA9PDr508RDPn4zncyRCIBBEHl4GCezXYEPVzgN34uyOOPz/LKK3t0nvs+U+E21WqbZitEfnOFQkUiG68xGu2y2THRBZWeYFKopditjpKv5dipdv7/7P13sGb3ed8Jfk5+c073vTl1TuiESGSQBBWo4LTrIEu2tLY8UzU1nqr17OzU7tg7U6pxjT1b1sgurRzkGcnS2KZESgwCEwCi0eiAzrf75nzfnOPJZ/+4IEgwAQwgGO6n6la/7+kTnvOe33nf8/09iSO5Hj1FwXAsAorD/e0O28UWU+E1tjtPIkl9EgEH3QZFShAI6jw01Ue3Fgn4LCYSDtv1DkezLn3bY7vlIyS3kYwsUaWKIYJfOc/CWpDUuE1DP4xZ2+TsWAiEFSK+PrWBSzIxwcdP3+LasobkdtHd0wiKj6XiGP0346yvT2PbFUZHVRKxGoJt0WnsMDZ2ho98RGZ2tkE06ieVGqW41aPTv0ckqNIdmIjho+/47N+rMFxaKnLvXgRVDeK6Lu32Ji+8MPPuGx7wNaw2KNF3LLq3GOSpR1vfcnVBgMcvtPmTz6Y48cs56K7+EIw84ICffA7E4QFv43kemwuvkfWV0bduk+Pf8tef6OCToNCG+RFoD0ASYb28H056bCxOpRdCSR7CH04zPZmhJqUw3a/9wDpOklarSzp9kK/x08iv/upZrl8vcuWKhefFcN1RXn75Or3eLK3WOufOqUzPP8P1hT7moIDRjeM4RZ44tkpA9TiSXKXTjtHauk3U22G71Ocu4zz5kY+948Ht8cenWF0tMRg4jI1FSCa/5t26f99EUWIcP5TBp8koSp35uQy7g+E7bHVdg8VFm7AbpSOeR2i9ysc/mmOz/hna9XGuXANRnMTSt6je/RTzkVtY2iy9YYNauYqs5VH6TYJqBIiQisRYWysyom4xqtzm9OEGCxsORtKjM0yy03SZSbuUOxK3d0K8tmQzkxny+GGZiDbEryjIIlgODEwYiYHrevhklZnM64R8fQZ2CMNqkBg/xOP5J9iuKiRGJF74pWcYH98P/TxydIqJ//qv8bnPVVCUCTzPQ5a3aTRk1tdXWFoaMjJyAsMYsL29wsZGl0rFJRaL02i8ia7nUNUC2azJ888/wf37Tca/rovF1FSaqamvvW80Oly+7JDJzLGwMOT27R6nTrW5ePFggui7ZWWlxMJClHZbod9PcefOBufOTTE+8wg/+7MqweDXqj7/4i/6eO21Gq67TizWZn4+xOOP5zl/fgJRFHn66RlmRxtkpS2uXO2zuLhFre5nrz6G5F0Fp8Rsqo9hK2w2SlidDO3WGJI0RsJ/g1LdZialsbDrkgwLjCVESr0aQ+M0utOnWNsCt4plC8iSikCSgdlDkmziwRaHRkMko7BQ8FFt9kmGBuTTCnaqSN+cR1VEXFHHbN5EVX6F587cYvN2malMHcv2iAYCTIsCxdYa44koldQmghDiyuYC46f+EgPjLKrqw7IsqtU8xmCTx4+sMJnvMze/jK0UeOb5n3uH53pk8jCNaoTddhV/LEk+870VTCsWHVR1/1qIokirFcC27XcUbzrgXbA64M+9Y9H95SC/8ldK33aTR852+A+fzPDf/40c1K+83xYecMBPBQffWge8TatRI62WCPh83Lx5g4+frZIKWzge+Abwxsp+hVLTgoEB+TgMbbi+PcKYrfFweIKdXpyJmRkePNj34AB4XpdQKPIuRz/gJxVFUXj00Qk6nQF377q89loZ1/0QitQg4uvRbg4ZZAWKOxucHt8ilQsjKT6m0g4fOpcknRqycONLZEZmWVmWkJVRasUS//P//CqnT88yNiZw4sQogiAwP/+tm1F7noDPF6TWCjAdEpBllU7fxBfNf4OtISIRAbfRRvNWmRuLoSkyubhMv3wXw3gIz+0Sta+QC+6RDCgYZhvZFal6XbbLYTKBNoZThECC3eoW26UOY+Nf4NhMj+FQZiQWp9waUm11yUbCrFUs1mtRusZRIv5xNCVE31jg8Eif9lDkaB42q9DsgijBnW2PsM9GlRoMjABHxl18vl06/UuUyk1M/9+h1kxz+fIm+XzibU9dIODjIx9Js7KyiyjC4mKLV14Zo9XSMYx5oE2/b/PgwTgbG/fodg9TLOqoaozh8DUEQWBq6hC7uw1CoW/OHd7crLK9bSBJLrJsoKrzqCqcP++j0Why+HCHZjPA5z63jarqPP74JJr2/vU6/UmhVLJR1QCplE2z2cdxwpimTijURNMmuHNnl24XMhmZ+fkcH/94hJ//+Wna7T4LC00sS6DZ7L09WRJOH+Jzf36D2naTqzdr3Nl9Gr+0R2swZCLpYtoSsiQxmdB5/UETRThGKjJBz4gyl/19XPycnQ7S6rUI+VxGokNWC9skfcv40ila/ccotb/MRKpKpddDcg2Glo7tgeX5sD2bdHBAq+WRDkl02jpxfx28FvXuCWQ5QtAfZHvxGknJYWAGwfURC/oxbBPHMTFNF1epcW46hyL3CISb6HkRn0+iXu+gih5nJ/4dAetl9FoIPTHBubPPUGq0+cpXthBFhdnZAPn8/oRlIj1CIv39NbJXVRfP896esJIk88BL/t1id0H62mRHtyfRaMqMZMxvu8mpY33+8T8PUO7PkO398Q/DygMO+InnXcWhIAgSsOB53pEfgj0HfIC4roMkCHS6PaxGicwhgeUiBDWYzcBKCQIafGUTRAGaQ42gJlEezHHh4l8jduQCwWAQz/NoNrcoFBRE0eHcOR9+v/9dj3/ATx5fbTAvSRKeJ9Dv93GcFJZe49zY7zCWijKwayzde5oLx1SmUkeo1RoktCLpZIJCRySajeAIFkM7R6+1hWwsUd/osFr/VSait+hudmjtKjz83C+8Hbrsui6WZaGqKoIgMDMjsLQ0QE4+z4PSVzg0F0UPPUQm984c2FarSzQaxPPlyWm3CYUULNsFNYUkeMTjJoXtMmNhlSVbRbdAlUUMa0CtE2E4zLOwl8Oy2mw2qxw9/8scmf8KsgmFqk4yFCIabCKIAYbWKKpcZ+gYlFsSohfizMSbRIIi5ZbLTl3Cp5isVyTmcgK7DRvPFoj4xon4+ywVZaIBD0VoMBJVaZV1pF6drd0qtvgc5fKQfv86f/tvX3z7gTUY9HPmzBj37xe4ejWK359je7tDKORQrdosLu6ysxOh11PpdHwMhyqWpdLvh4FneOWVMs1mnVTKBqbe/tx2d+tcvy6jafueymLxJvF4D58vhKb5SCaDVCpVGo1RFheHWFaUS5du8A/+wQkSiYPS89+JdrvB+rpKIhFgdtaiVNohHNZwXZn/5X+5Qr0eR1HSOM6Axx67yc///EPousGXvtRCUfbdu5/6xFUeOrJNMODn8t0U4eiv8eUHX+ba0hP0jFGyySGWk8d2esRCBs1ekJWyn/u7fkL+NK7rosouipbn0mKRqM9DlVRWSiKDAZydvo1udvC8IMXmHquVOdqDFs8eN8nGNJD9GC5cXhXwqSq31kUGw/3fhJhvh3hgiF8ekgi22NxaoWU/gdILEQuP0+n3ubauMj+icHc3TLWziWkPee6oh0CNekfHMgKMpVcYP3SUlaUOGfHznJjaJOrPowgWe90uf/qnXwEEiM8QTD9Mudzm6afbpFLRb/m5e56HaZooivKecmTPncvxpS9t0O2GkSSdixeDB708v1usLshf63O4uBJgckznO338iuJx4XSHT186ya+NbYLn7cebHnDAAd8z7yoOPc9zBEFYEgRhwvO87R+GUQd8MMSTGdZ2Amxd+xNGIiaXlh0SIQip+72G1LciwuZG4MoanJvW8GsOwewKj5/U3w5vEgSBxx6bescs6gE/fbiuy5e/vEm9HgMsOp0S2Wwexykwk/gED89pKHIdWS4S7l0nM/Io0YCNT1gnrF4nFRSYO/5x8hOTNKQud6/f4Ij6BiG/S9UX4XT0X5Ly/3WGA5PeXokrX/4sT3z45ymXW1y+3ME0/QQCPZ5+OsuJE6PEYjXqdZ3M4xcYGfnmEOfl5RLtdoZSqUe7PcObBXjqyB7F/gxnH82ANsmjj2b57O4f0SxfY3JSpFZOYnY91qoBdKfPeKZKQ5/jXuVZ+tYSP384CZuv4FNMEIYslQwaXQVJNCj3AtzcdphJ+8lGKviUzzGXE7HsLrOnw2zUJNqDDKJYQ3ckYgGLrm7heHU6wxDJsMfxsTqGDW+u+dhqZ0n4qsyGXmd7mMc0j1Cp5KhWm2Qy7zzf9XUHVd332omiyM2bNwmFwnQ6Lpo2xHH8JBJBarUiPp8Px5lD03yIYpxOp4ui7D/AWZaFLMsUCkM07WuFVKLRORKJTRqNOLZtEo+3qdcVVla6VKv7FTgFYYTr1xt8+MMH4vDbce/eHoPBBFtb23zxiybZbJ+PfjRMsylw/36Uq1e7VKtBcrkBIyNhXn65xEMPldB1F0na94pvrG9gFxdY1wdomk5MHEU3jzAxkeX+fZdgsMHACVJozZCJbaNWbWqdNq4rcDS/heX8EQYPI8pTuHKYqjHJ5+7c5cx4m2ZPIBasYzsqJ0YdNMVjs1rCr0jc25vE86Bn6Dimy3g+QHXoxx8I7renqe8xnRLIxzy6usBeyyMfL7JWN9Eyf4PGxhso/lc5ki+hGx63tv2IcpqR6CgD3cFw1jGNAkFN4PhoD0vd49h0Fb25RLt1n6iYxHFE/OISeBbyoEds9FHiqQZrlVcI559nZ2f3W4pDQ9fZuvcSZvk6pmkixY8ze/bnCEVi3/ZaaZrKRz86/ZagTB4UXfpe+IY+h2tbfvK5b+81/CoXHuryqc/n+bW/q4Fe2m9rccABB3zPvNew0jiwIAjCVaD/1YWe5/38+2LVAR8IOxuLbC1doVjaZqXgcnZCxHEh5N8XhD5lv0LpRAqqXVAkFU+c5LHTSdrFW3jeR94hBn8ShKE+HFBeu4rk6bhakrG5cwc/+u+RhYUC3e4kfv9+aNV+WwMHXb9HNN5GEgUEwSUQGEXrb5PPzKP1rjI12iE/lac+0Fi++yp7pSMExz+EblSo9ls0JIWQ4pAaUbj/4D6R8FlSaZXtdYH79wusr1tI0iR+P3hemuvXt3j66UnGxlKMfetCkACsrFhEIuOcP2/xxT//dxwb9SOFLlBq6Hz2isRf/7VT3H3j0zx5uEKvE0WVInzu9SK3tqMcG7OJhspUmyv4fRaHZ+MQ8DPc/d84n9zEHgyxbJfRmIksBPBrIRTNZTxh4Vd6zOX6zGZAEHw0+w6dgY4ojZKOdSl3ZeIhG1GwiAVFPGxEunSGAuW2Ra3nBzHFeNTGsARCqo/DoS2ub+8Rjc5z6VKLF18M4vO9M4RzdtbPlSs32duLkcmEgS7lsgF0UBSdTqdHMiliGKBpOcJhCAT89PsGKytrfPrTAoWChK53mJy0cd2Rt8PoBGHA44/P4TguL71UYjg8zvLyMpcuFUgm94vZdDqrDIcHecjfibU1D1kOoqrjnDwZQVUL2HaML395gUzmKLq+Qr+fYmOjRr3eQpJk/uiPijz5ZADTDCNJPjaWCzw0FkUWGuitGs32Jq9tWSwsxej35wiHO8xkqth+kS37F9lYe5mPnmjR73X5q4/prFUdqt1rXF5vc638GGH/DuFglq1anVPjHaZSNm+smdh2AM8zEWhSH8h0h8dp9HfJJMIoAZuV3R6tdgHN8xGVbR6ZMxkaCXYbEvmYxYlxgVh4wMCGe/V/yen5EFPxKuOxGmuVCMVOlpphgCTT7abYbvZ4eGoPG4WGHmJSKSM2r/HwoSBrXpDWdgNRjNN1Z6kbbRLRMYKR/fDzoNRkOBzQq95k9+49HCnIyOxF1LfCnMsb14nbSyTzDqKosFV9QG09QejMz7x9bWqlLQblO4i4uP4xJg6de6sA20Go9PeM3XuH53Bt00cu/e7i8OGHOvzOvx3F/PvTqN2VA3F4wAHfJ+9VHP7376sVB3zgrN2/hrvxh5yJV+h5FU6O9vGpJrYDF2b2+xtG/GA70B5CVwe/FieZHOXw4WmW2z8ZYvAbKS6/wnRyv/mube+xtyYxPn/2A7bqxwPT5B05N7ncGJ/4xKcQxRNUuwUc9wZ9XaQz3ObIKFw45lLYVlCHW/TqfVzD4vCRIyTmjtLvbeK17nLquIEgWHiiy6evdKjrNrFoDU0NY+opCgUX05T4+sK4pvmd835KpSa3bnW5dq1OLAa5XBzV7CKEphGFMI36Fv1WiWtX7+OrvkF6ApI+iVLT4qkXPszMzG3G/R2WlrsE3T5bbQUrsIcQKGLX1pE9AQePXFTBsBUUxUdYjrJWaZCP9pAFnWTIRRRFRAwSIYlCy0YUNERJwrDaeLiEAxLVlkBnYBIPisxk/chyCmdH5trmkHzKz9DNU2oPyOeXGMs9RSSSQhDSvPLKNh/5yNd6Cx47plEotBkOdVRVIxBQWVrSaLfnKRaXEASJXK7OsWMper0C3W6YdnuLVssiGl3FNA/z6U+7RCJ5ZHmGra07XLx4B0HIAxZnzsj4fD6uX99BFKdYW6vTaIi022UCgQeEQgGy2SkMY42vD0894J0IgodhmLiuhqLsj2OfL4hl7fd9i0Zl9vaWaTbr9PvTaFqQ5WWHiHaPQ7mX2NsWqezprJsrjIb3yEREjGqVwnIIXf81BKHEdPzznJgIMDk5i4uG3BOZSjs0ZJtsRKDaM6j2R9GtLJL3Ior1WfrqLhdGLdJRHQ+H42MuxWaPw/kYgpAiGQqy11S5sZlAt7dR/BBWGnzshILjDqmGLHbrITRFpNDUGIuDJHrIAiSDFmP9W/jlEaJ+A1VWCPt1EGyqFRdZiyOpOXRLYLuZpDlMMJ7fJhYepVFv8dDZaaqdY/S9Kit3Nyl1c0STeZ57foxez2R7u05XF4iEPsNjR2QkETyvydbyJaZOPguA6BoIrv72RKAiOjhu7+1oGF3XsSvXmEhqgIhubFPaiZIbn/tAxslPDHbvHTmHK+t+RrLGu24WizpMTei8svxRXjixCpkn308rDzjgJ573JA49z3tFEIRJYN7zvC8IghAADjKtf0JwXZfOzhVO5gK88UaTvc0KuUgDj/0qiQAjcRjooNv73sNiw48UOszxyTR1XSE69fQHeQrvC67rotEDfADIsoTQb36wRv0YMTkZZmOj+nYeWq12D8c5xOzIAmklwnLB4yOn7tE2ZA6PJdCcBXz2GjNZkXLfJBdosXjnNU6FMpT2NjgyqtEyHDSnxm69yULxBDu9CRY2TeLZKPGReUKpIul0iGbTQZIkbNtg4ju01lxdLfCnf1olkZhmbCzK0pJOvb4Ioo9wWKLe6DAcjtEWOizc6nE4CqVKm73dPoLg59XtFUaDTXQHXDNIJidRMcs89WiRN66tMAzOUuwUiCsJWn2X9apCQBPYa4ZxnSKdnsGhvIAoQKXjMjRlbAdubfrQlBKqAmemk8hCm0a3RyggsVK2CGge23U/oUAM3Q5yZ2uUgXaIM0ePEdZ7mO4yc/NZZubSSJJEp6O+I8x7dDTG1tYikEAQurTbFrWaD1XtoChJLCtOMCgzPn6MI0c0fL4uv/M7q2jaNFNT5ykWKzSbCSIRDUEQkKQs0eiQZ5/dL4Dz1YdqzxNYXKzS6aRwXR/5fJKxsQUmJubx+bqcOZP/9hfnAI4eVbhxY4Asu1hWj5mZALbd59lnVR48WMV1WwSDPur1LppmEQz6qJRatIO3kDOz+L0VnplbZjB0SCoFup0QsViCi7Ob/MEbHcLhND5BxrZjFIttjp0o0m2X2C4bqIK035Khb9PqJ0BKsbdTZGJqG59YR1VqzKQ9LEek2XcZmh7LRZuhabNZnWFo6HhuARsBo+tx7qjKWrFPLqYSVKHc8WPah+kbbf7ibo/JjINSt7FJ0x92kaUAA73OQPVRa5uY2BhulvVykH4zSUUeUmqXGU2XaZsh9qo9MtEU3W6fZHaSh57/9bc/R9Mw2Ft8BS3YZnRe5uizD6OXbyOJ+xN/giBQK25ze30bxxEJKh5HoipxR2fQb1OumVhWi68GHvS7LaJfl0bv02TsYeuHNzB+UrF77+hzuLoZ4OTR6nva9OKZDp+88iwvPP/598u6Aw74qeE9iUNBEH4d+A0gAcwCo8C/Ap57/0w74IeF53mEw2F2q6usLRU5lId6W6fVh0gA/vgyPHFkXxyulfa9htuNUwxCUXyl05ydOs0jJx/5oE/jB44oipie7+33ruvift2s5gHfmVQqyhNPNNnY2EUUXfp9j7Gxw/i7lxh2HKIBE1EOINo+tgotBF4hEfBTqQ2Q5QEt0+bUuIZqFxiNWlzaVpjOhlDFALVti7nZn2f33gQ7zYu0vRXS422q1SGPPpqlWNxjMBBJJASOH//Wpenv3t3jxg2BSmWGel1idLTP8eMqnU6diBQC+z6dTpi2lWHm3BPIqkerF+TS2n0yIZHV4h64IbrDPm1LoN+zGHQs5EAcvVUnHAggDxrcKx8hpexwc83k+FgUSWzRHVQwTYvOIMVGuUNPN1EVh6GlslSQ8alThLQBkaBFpSugxUI82O0gihaGAXsNBctNEzdgaPvw5DkWSj9Hs3eFcDiE4z/CqN9BN4vkcj5SKZMbN3ZpNAQCAQfLspCkaaamxllcvMXCQgHXTRMOC7iuQyAQoNdzWVuzqdWqPPxwmLm5jzEYJHBdl3K5CVQRhFE8zyMYHCBJyjf1Mj10KMZ//s9rKEoWVTUJhRaIRMaYn08RiRSYmxv/ltfmgH3m53Mkkx3m5ytvNVcPMTFhMTf3OP/6X3+ehQWFZGiLyRMtLKtLx8tiG34cW0PTksj2m4ymx1nbW2YknWKv7cN1FSRPw/MqtFpp2vIUgUCfTDZFZeMNzL6Pji9Ird3j0lIPy5YotVo4gXMEB5+k25vAGvSIKPc4MznAcf0YjoODQ6Mfo60fIxrweOLIBn/10TYj8QE7dYFqWyQWiLBc1HA9nd16kgeFIyzsOfzyhSqa1EO3RPpGk5ubR4kGBTYLNrOZNvGQzFqhgiNNkA+d4vbeDSKJWRKhJQ5lWwwckcXVXTKpOneu3Sd29P/K3s4WndID/H4fhWYcUTlGJqMwM5MFYKu6iue1EASBXr/HzTsu6blRFEViYKfZcRRWll7GZ/QZGZ8hk4+w9eAyU8ceIxSJU9uD0bd0TG9gooXT77h2ruvy4EERy/KYno4RjYZ+2MPnxwvXBscE8Wu/uRtbPkbfQ84hwCPnOvwP//Qc/6LzL/jJi2E64IAfLu81rPQfABeBKwCe560IgpB536w64IeKJEnIsTmuX72EqQ/Y04c0+pCPQcgH2TC8fH8/13A0AXvNEAGfxfT4Y7TsF9mrptjcrDI1lX7XY/24kZx+nK2tK0ieji3FGTty/oM26ceKTCbKzk6Let2m3xep1a5g2SKgMJbsk0+4nAwPuLfbxdADLDcV4sEIp2ZEVqsWaxWb/t4t+rYff2yCluuiii4rrQC50Uk8e4gsgyjWgAm2t1Ncvhwkm+3zoQ+Nv+0p+2q/McuyWFurIEkC6+sOkcgIklSh34/z6qsd8vkgc5n7PH1aZHtdp9tYo26dolp1MQwfjtPicDYPgp+RdIWka1PpnACnyFr9MAvFNhePeNxcsTh57iSXv7JCwxjQbPYJKAKZSA2PMCMxjY7iYtNlpwGZqIciSdiuj2eOy9zbNRmaArh9ak2PWsMiEbJ4ZE7Ep/m4tORSaOzQMB4lkDjO8xd6LG//WyZGTzA6OmS5EqNalfA8H91ujWCwyc7OBSRJZjj0uHHjNRqNGIWCQbsdZ24uTa93j17vHIqyjGHcIBLJoSht8vkT3L69wMhIlI2NFpblR5IUnn56h34/gt/vw+8f0G57XL3q8dBDI2+LxGg0xMWLKv/5P3+BSiVDKDRNr3eTixejjI5OHeTvfgP6cEi3XScUSeAP7OdeJRIR2m2dbtdEklwymSB/8Aevc+vWPOawyVziKyR9a8RD0LUErpaeIJ5L4TgOndaQesOhbR2iNVxAN3UMJ8ZKbYpUapp6/R5e5Bx182XS/deYzzhsmFGur8voQ0iEPAQhxPGxdepL/4KueQTPKmKIIoul0/z5jZsENZmQT6bWVjDsGLJi0+j1eGgKFFUlFTbAtfncHQ1VgYUdPxvVSSqdC1R607x48t/yzLEamfAAx4GNqo9jIysUWqeZzsicmIzSt6N8OD3g6l6HSlfnkZkBPePLnJkYEg0qxFWbbELAJ5scmZvg05c+wZCHiPk8qtVdlPA0tpRjW+lQmISzT/4sI3MPs7n4Ffr1FZrFZbLhowwrn0aKP8dg6FGpBBmLznPx4mEikf1JwXat+FY17gELpTnurSwwNxvBnzhKfmTy7evoeR5f/OIm/f4kkiSxvl7kmWc84vGD4kvfFvutSqVvfWcbhkCtoZBOvjdxODOp47gKC/c8Tjz1fhp6wAE/+bxXcWh4nmd+9UFLEAQZ8N43qw74oaPF5/m9Pw3xQn7IRMrGduGZ46DKUO7AWhUUaT/fcCLpkom16Q13GMuGUNUwhUL7HU2wf1IIRxOET734QZvxY8uf/ult3ngjgevGuHLlNnfvDvHLGc5OfB5FiVJstokGdEbjLm07TTA8zUrVRVL26AgBTo4rTMpDciMTXH7QYb0zw5FDU8wdcXnt8jqbpQ9hOAPi8Uk2NgZcuBBA04KUyxmq1SahUICXXy7Q7weQpD69Xo9o9CSe53H79nXOnBkjmezzxhurSJLJsSNBTs2M065f5qOPedyLCLx6s8Od25eRwxk+8kgYIT6ObqQIe28yGNpkglE2Vjv4xA1Un4OAQChxhkH5dTLqMufGQ8RUg2LNIh2xkcQWYc1lLG7QHkhEfSZ7TYmTYwLxkINh6WTDG4iSTCbcpdlTqfVcjuQ9FMkhoNhcmLZ5w9Hpei2ykQfkswGmEiYt9x6TkxcQRChLAmfPpoAU29vXmZjY/7p3XZfNTZ18/hCOU6TRGJBI6Lz44llefXWFVmuJwSDE9PRxolGBqSmNRsNlb+8mtp1FEHrMzu7yD//hz7G2tselSyt0uyOo6mFKJY8vfGGDj350+uvaZ/QYDCYJh1OoqokgXKBe7zI+fjC/+PU0qgXM0mXiAYFW1aWXOk96ZIrt7Ro3bmioaobd3Sr/6T/dYntbRpIUquXLnJ73yIRCKIpBPFylLV3FCv8al+5V2dg8hDfskUtP88qSQTDt0OieZKsXRRB6RCIBiuVNxuIqVkTAMkv4FD89PYrgGWQiJofyQxSlR0ip8YmrA545OkAWPArNXVqDDJoSZblYpGfkScd8+NQyotAFQSag6lQ6Oo5jkI74kcUAM5k8te4Ui6U4U9kFnjneIB/rk4kYSCJsN2wSwSSRYIVEZEgurtGzBmgyBKtlRiLLpHx1BLfCZMpA9zIYnkM67KduCziOQ9Bp0ug1GTSybK4MiGp/wOR4gtTMkwhdkaU3P8uZD/0lJk8+y97tFlG/w+DGfQLyLg+WW2w1n+HYsSk6vS737m1x9pyMT9NwkahW23zlKxZGBxQvz+UbPf7qr8y/41p2Ol2azdTbxbgUZYTV1V0uXDgQh98Wqwvy17yrOwUfmZTJe20VKQjw6IUOn3z1NCf+vg3iQRvvAw74Xnmvd88rgiD8PwC/IAgvAL8J/Nn7Z9YBP0xqpS1e/7NPMC69hCSW8TCJBaDUBEkGVdoXifUumA7kYy5tvUWbMplMGsdxCATe/TgH/HThui7Xrwto2iSFQputrTlEsU5Xn+PSch6f9lmmRwRGsnuY+CnWTTTpKv3hFJ99s82HTnrcvt9jdiJF1x3i02RMp0ero7NaNHhtcYJ2v49tr9PtjqJpHWZn9wsRCIKEbbtcu1bGcWbw+WBzs0alInHx4r63KhLwuPvG79FoTxEOzzA9nWFl9Srh/haKVSZCmK0tmWg8zklpkXRGw+k2caNlVKVJdThkejJFMudD7NxgKpEglwpTra5QuPcyViLCsZkkjdI6tZbM4WyA21ttjo92EQSDZNjFryr4VBEEj1wsQFBTub/bZ6tuMJeRWS6KZKMemYjH0HIpNEHrDYkGQBRVUoES2YjO6naYQFBgJhlHlGR0s0B8ZIhtW4BHPO69nXNoGAbZbJ6RkRp+v4TjNAA/n/98i1qti6LEGQ5der0W8XiUjY0qudwMd+8aVCprBIMNQqE5XnrpJv1+mp2dQ7TbGsXiDTKZDOGwhK7r+P1+lpa2+PSnFxGEC0xOSoRCWWzbolpd+OAG5o8ovdIdMj6X0s4KEiaFrW2SH/uvKBZ1VDXF/ftFPvOZNoNBnHb7Cp6n0Gkl6Y/exg12CQc8OmaAePRpuv0QPbNFw/05UjmRhruN6ZtADrZYWxuh2Q5gDRZBsMmNJ5CdBxweGyK5fuYzZTrtVe5sxcjGeKttSZ+Iz+HEaIHdxnFsq85cLs6ri3HKXZjL+HG9GulwG08+ymh6SLO/wp3NIamwzW7DIRkakIk4JCMr6Gab0fg6mmIiCw0sp49uQd8AvyziiSZ+RabctGkOHERZpdgVGVpR0sEa1VobvypRbEqE/A0aToo3lmzSeYFXX93kS1db1AY1EoEqj0zfRpEGiJ5La/sKPfk4/nqMlrPBE0+M0+81yQm7fOicSqnUolh5mU54BEU+w/J6gh1jmXZ3k/HpcZLzT7O11cNo7TETLyJLEoNhn/tvfonTj3zk7WspyxLwtUIqnuchigfz6d+Rb+hxuLOnkUlb39UuHj3X5w//j7/Ef9fbgMj8u29wwAEHfEveqzj8R8DfAe4C/zfgM8DvvV9GHfDDw3EchsVriPo6Cf8qL5w02WvCrU04PQHZGBSbUGiBbsGRPMzlRDq2gtvbptPZYGTE4+TJyXc50gE/bdi2jSTJb712cV0/ljXE81z65iGur14mEs6z1WziugI+ucJotINj3ebMYR2f6KcvyUh2F82tkYjItFwNQ7aRzDia/xT0ZnHd8xQKt4hGFba2CkxMjBAIFMjlprh3T3+HTZa1Pw3da21yPLOJb6xLrbbLsLPB4uLTCMI8r7c6nBkvsLm1S6GVwhF1VNmj2W4gei4BOuiCzMjUKOTOcXtzE18sT8ovMGxs4hN0RhMamdwog24fnxpGVUwaQwWfMsFry4uMRF2m0hLpsMfdXQdZCnC/EGRoDAhpIqlQAJ/qIUsenaHNVFrBQ2Qi6bJYgEvLIiGfiid3qde7uGaCo4ciSL4NioQ4POshq5eoF66SmDvHCy8c4/XXN+l0VDRtwLFjMonEfi6mqsLGxm0qFY3hcI7hMEY0Cq3WZebm8tRqNS5cOMna2h6RyAjx+AkEIc0f//EXefHF4/h8bRYXTXq9JI6T5tat1zl+fEC36/G7v9ugXn+Kra0NupXbnDmTx5YVzpw59MMdjD8GiHgUtxeYTu1XAZOps7d2E78/y+5ugZs3u+h6Dttu0O/P0W6XEMUEr97PMv7kHv2BgOIP0mrXicX9TE5mGQ59+KgxE2vh9/WpdLZZXx0yFugQS4JPvM1ADpIcOY2s9ZAHHWRJw69FSIRirBRvkQjZOK5Io6fieSqK5Ec3BQQsHpkro6kWO40w8bCMT81wfy+MiMF4MsRoTML1+pwcNyh3PcbSMq1+n/H0BhfnJBaLAoIwZKkApybAcSAW8rCLXYqtAXO5LKV2m2jUx2Itwi4n6JQ/z4m8Sm/o4+6uy25nDD3wAt16mcPJ+4TVArXOIYZGHYM6nf6QxlDh1AQMrRK5kdPUydBo5CkWmzT7EvNZCUlUCIe7nD1kE6re5vaV69zdfY5q8wSXFmZ4+plDzPVdRkZMNK+M/JZLSxIdAmLnHdcyGAwyNVVja0tGFFUUpciJE9869/mAt7A676hUur2nkXmPIaVf5fTxHv+kPMfe0uuMXjgQhwcc8L3yXsXhM8D/4Xne/+/9NOaAHz6WZbG39iZjwitMJA1eXwJNgXx8P5y0MwSE/VzDtTIEVNAtibm5HOP+JMO5KsdOXfygT+OAH0FUVeXcOYE33ywSCHjAHSRpBEkKApu0zCleWz/J7KhOPFjkaLLBVNLGchzG4zYbdQ/dVrm12CIbqzAxNUMwNqDTWME2zxEP22xsVfG8FLLsMDKSpN9/QKdT5tChBI7jkE57bGyYKIpKPh+h3V7EcfK4w03S+S6SpHL1qkMqoHGz7SAIJeRkhiubH6NU+UNSkTb19hJPn53FHG6j+fuMZedoCWeI+C22Vop0vF+iuXWfptJAs5q0exbNvkw+A+tVkZAcZrMlcGdzhlZXIROocGJcpaV38asOXUPj5voEczkPnxxgJB6ib3SxHAVFHnJjwyMaEBmJBWn2hwwNh2NjMopkMrB8dIc2s4kaa1tDDp84id0q8OIv/E0Aet0Bn7n0gM92cgSD8JGPxAiHRykWm9y4sU2z2WdtbRtBGKHfb+DzjdLr9bAsj1YrzOKiQK3WxrKq3LnTo9vVCIXeAKbw+eJUq11GRwNcvlzHNIc8eLBAPn+Ol15qsrh4E8t6Dsva5nD6NbIhk6jzGs++eJJI+MwHODJ/RAmO45pfAAIYpo0cHME2WwQCo9y9u8z2dpZOZwFJMggGz2FZ22QTBXKRIVt1P5FAG2GQxbaiFApBYJdksoJQvY0s+ZAk8AsdUso1EsGjzKY+x7H8AE/ocLPZZb2ukHJtLAU6wx75eI+BabNUtLGcCButR9huPUCVNxGEDrVejag/RMQnMNC7lDuTdAyPu5sOJ8dEhgbEQ340uUe57eG6IpeX6mTCIqfGBTarAhFfCJ8q0B2CXxXfylWRWNqLcX37SbLRN8mNHseQJM7MVEkaHXKGjkSPyaTHWDqOt1qhL1cJ2XU0OYYoxjmcFbmzNaQ1FKgOzjCSggeFNQZWF9mLMPfQ40iSgmU5JMcf4tbSMvlsCN1UGMnnKel9BCtDSFhha/AokuRjfb3M7OwZXHcLSWtiGApgMz7uIvi+Od/+4sVJZmdb6HqXbHYcWT4Ic/yO2N/gOSz4SCa+O8+hLMOjJ1b55Kc8fvPCD9rAAw746eG9flv9LeBfCoLQAL4CvAq85nnet63rLwjCvwF+Fqh4nnfirWUJ4I/Zb2y1CfwVz/Oawn5yyv8X+BgwAP6253k33trmV4D/51u7/f94nvf739UZHvAdsW0bob/FcNAlGtgXhZ63X6V0MgWrJYgH98N9wj4QgKHrZyhE0aLTSAfxpAd8B372Zw8zNlbkxo09mk34wheW6HZL+P0SPt8YtmOz05rG597DjZi0By7poI1f9UgFhhiOQ0gTmMx4FAq7TEkmslFDsDps7+TxPD/BYJOJiRFs20erleT48Ycolz2++MUNPvzhKWS5SK3mEQy6/MzPnGdnp0w1MuDUXJovfGEZQdDoDCw0zSYe9zMcmpzM1cjEHkWSh5yee4VwpE5iPIHqGdzd6zN7NMpgsEexKOILPaDQHWV9b5HZhI2iBmkNgnxlQUcM5nhQnKHcjdGqH6HQyPH4VBuPe2xWVJYLQ5aKQT577wyPDm2CapWBucXDcz1sZ8jAVKl3w7y54fLIvIfj2CTCHr2hiWWLJAI9/LLHVBp6exZmdxfPynPnzg7ttkexaFM380zkRnAcuHp1i+eeCzIyEudjH4vxZ3+2zcTEQzSbQWR5lXr9JqoaYTDoI8t5IISmBbl6dYNk8jB7e116vbO02zuMjJTI500ymbOMjysMBgUSiSeRZRlB6GBZE5RKd+g2XY7Nn0QQKvj9NoPagJc++zof+ZknUFX1gx6iPzKMzZzg9tYJamYbWQuRiKXZHQS5c8fk6acv0mqtksudZ3v7NVy3xtHJqzx9JkS/WeeF0yVsMUCvV2Op9FkGso+11RGefe4CprdMs+ly6lSOYtFjqJeQo69waryBJAoIosHxkTKv37F4et6PT+jz6GGDRtehUPdwPYtyRyIW6HEoJ9LqF8lFHMaTc/T1PksFi8lkgD9+I0R3UCUfc1FViY2ywOGRIiFfAFdIY9plEkEfPtWl0fPwqR7ltoUihWgbKhs1B9MyGFphRpMZVus+1ipz2FKZfHKXgNbC0hdR410syyMaC9McdDk9P0HXWEJK92l3HTqDSfBUYsEBhZbLve0yqtDEsGxeX84SrMk0hp8mkhyjWylwYrSMJ0gsPFhGkAKcODHN3LzC1rbEdsNEUbJYlo/t7V3a7T4jIzIv/MLPs7f4RUKKhy3ESEx+ayWSTMZ+uIPoxxmrA9LX2lhs7mhkkt+dOAR49KES/+nT4/zmP/lBGnfAAT9dvNc+h78CIOx3OP5LwP8G5N9l+38H/Dbw779u2T8Cvuh53m8JgvCP3nr/fwdeBObf+nsY+JfAw2+Jyf8XcJ79AjhvCoLwqe8kSg/47hBFkWB8nAc3v0BEhVYfzk7tew13GqAqcHllXzBmw3B3V2A0l0DoTpCdfIi5ycMf9Ckc8COMLMscO5bkwQMBv18jkYgRDKYZDDaR5T0mJ6PEtG00TeR+AbJdk1xURIlCMgSFlkmz7ycyUPFcnUJ5wGpDY2TqUR5rlbi+dhZdLzI5GcHzShw/fhbY71vW6UQxDIOTJ98ZzjU/n2dqKs3Wwhdo9cCW/GiZh3lsfIYbN17DssrUy5eQnAThqMnMTJzs1DSlmsvmZhxfOE6vswfGG9iFChMTfryYRm2o4w+dJeQzkIU6n7w7iZY8wdi4xd6GSr1uEgr1uLp2HNVzmM0296uH2gGOj+/heCAJFobVBcGl2Q8S8g35y48ovPrA5O6uwtERHwFVRJUFdup9jo5K1HsmjiswErGQ9D0uX9WZq2/h+Y5Tb7Uo24fwZ2uk0ykM42vVHSzLQtf9HD4c5aWX1gmFQljWJtmsQKu1xvz8k4yPp1hZUahWV1DVCoGAgGka+HwxfL489foSvd4VJMmk2w3RaBSZnZU4eTLNYKCzvn4f2z2FZW8SCjYxzWmaTQWdaV5+eY8Pf3j6hzoef9SZOfsLNLbeQPJ0Wp0o+UNnKX5xiUuXdPp9P5XKNcbHq4TDAofiPexBm0ioQzTiQxI7TGcU2oaBGN3Ccy3MpkGtPSAdHKFc7tA1E9TtESKdHp5Xw/VMWsMoouYS9I2xXh/B797hSG7Abr3LdDZLxGcxm93hyqqJJh9lLqNh2g1Mq4ksBfDIcWlllO3aGEFfB8sNMJF5haMTQbZqSfq2iOHGGAwcplMdWkONx+ab9A0JUVD58lKEoQ7TiSIzWT8P9mQ6eppzU9vc3XFxMEn5dpmNayjBBqNxh6WCAwTpDB1mJgdYNT+m2SWoNKnZFumIzChpVF8W06yx2X4M0bN48VydmrGF3TJJTo2SUgzWFgucm29w/sIYVxc76DaEwxq11hqrhYcxjBUCgTCzs4coFNb5uZ+bIRwNcfjiL2NZFoqivF186YDvg2/IOdza9fHsE63vejcXz9n809+fol6HZPIHaN8BB/wU8V77HP4N4EPASaDGvuj7ynfaxvO8VwVBmPqGxR8Hnn7r9e8DL7MvDj8O/HvP8zzgDUEQYoIgjLy17uc9z2u8ZcfngY8C/+G92H3AuxMIBNgbZjH7bbQYyMJ+ZdKIbz+ktNTczzn8+bOw04KhE+a1nccQT73I4xc//k19zQ444BtxXZd+36BaVZBli15vFb/fIhBoM5G4z3xuh4hiEfVlub9RYiJls1JWGJgWouByYswlEnb4yqLGuYnjLHWCYI/x3DMBxk7GqFbjjIxskEqp7+glJggGshz5ljYpisL06Y9yd2sGyVQRayrF4hKzswqrq37a1vOkvSGC5/D63c/wV4+liKcUNitN6kYImi+Tj5g8MV9E848zHHSw1HVEV6LSnMIV/JyYqJBJraPZZZohiVv1jyAMGwyNFH92/SwfO7NBOLDD8XyPc9N1PK9BsztAkw3u73hIosATh1WWSwPOTvu4vGIgC3F2220OZTzA49a2RCqk0q251HouM6pEKJhlaculY21Sd84wd/g0nU6BaNSg3S7wpS9BPO5x6lSeQGCA52XIZNKEQgqalkdRfNy4oTAYyDSbA0SxiGFAtZpnOJSQ5W0ymQiK4mcw8LO97eOppz5EtVrnzTf3iMVSKIrIU095RKOzvPzykJJukZdNdot1gmMnmYpP0W6XcBwH6b2WI/wpIByNv6M6suu6vPnmDpb1Aj6fwshIjHPnhvzqr57mi//xNbx2B02KQHCEje1lRCGIFpqnPYwRsl7i9ORfohrI8tqVIuVhkNG4zM8/ssW95Qn+5M0OZ6ZcVEXlyt0S549YpAMyg+EENzYFxuMSyZCfrZrE0IxguRqaYjM0LY6MSgxNG9dps7CrsVELMpneIR+v41dtZFFgq2ZQ6wQ5nFdJB9pksh16wwGpiM1KMUBrKNEx89QGR0n569zedmgMOqiSy2ymR9/wOJ63CQcqhDWHkNLCcQyGpkCtC+Fgn0ggjGfV8RhyZFZjr6DTt8vstI+iRU8ynkmjDr7Ere0OUymTYCBNHwfJn8YdbrNUbJOSOty900MfOERjOa4veqztuCgjH2NkIkTK0gkG7xAOT/PkkwFisf3vGEEQDjzfP0iszjt6HO4WvvucQwBfLMOF6Wt88k+e4Nf+7kEo7wEHfC+81zvnfwXW2G98/2XP8za/x+NlPc8rvvW6BGTfej0K7HzdertvLft2y78JQRB+A/gNgImJie/RvJ8+bNvGMlx2awrZsMlOC8aSkApDTIQNE85MQt+EsTgUWgKybDJ/KIpj2wfi8MeID+oeCQaDTE6adDpFymUVQTiHohjkIy9xPH2HZNDE1mv0hwrZeIRCxyTmsxlYLlMpEHHZrDgk4tPc3JaI5x+nVnFoDCJkswHK5XVsW6VWMzCMyySTRxAEnTNnJBRFoVis0+sZjI8n8fm0r/88eOqpURSlRrfrsL7eY3b2IcrlVTqdERZKVzmsVTGVGf7s5TKtdoh0ehy5fZ3p+QS5UI9BTUG0V5iM++nUNRpDk1qnRXvQxqcGEAe7mF6Ew1mHmPpn7LamcWMWy3tRukOJmaxFRGsR8pdwMYloMmenwmxWB5RaQ25t+XA8EVFo8/D8kE4fFAFKbY16V6Y8PMah9DqPzekEfQZ313V2y0F0S6apizixHOXyG4iizmCwwNGjz9Hvy7TbFra9x5NPprl6dQtd36bRCBIOH2FvzyKXa9HtPmB5WUYUl5icPIFlFTAMm05HodMB2y6hafOsrq5x/LhFOp3k2WfDDId3OHHCIx5PkkjA2lqFN954mNsrK/j9WSqizNQxUFXzR0oY/ij+hhiGQTI5g6JUsCyPUMiHoiSIRTVGMwLhmAROiM3dHZr2YUZiDiZpAnodf1qm3a7S7RqMZjzceg/FHhDP2JgDgRvLFygsH8V2C+TUKxj9LZqmjeOYbNZ0QEWUXDpGClnK0DNkkmENz+nxYFem2c9g2nU8b4xzUzohn87QWOCJwzapiJ90WOTOjoXgyQRki1hIJRKQaHT7CMgsladpmxOUmwpH06ucGhfx+4K0uzUE7zqGoTIWD+AJGrrhMdQH1HoWlZbLVt2Pi0jHStC3TVLBFnpf4ezRFL4NHcPepmtNoOtdZDXE+HgYZ1in1SljSiMEpQ7FyhT9/jSWfRM35ufl16GDR2J2ip3qYQIBkxMnJK5fD2LbD+F59nvKG/Q8j6WlIv2+y+hokFwu/v4PlB8C7/v98Q05h3sljUzquw8rRVR54vhl/ugPzvNrfzf07usfcMAB38R7DStNCYJwHHgS+B8FQZgHljzP+5vf64E9z/MEQfiB1Xb2PO93gd8FOH/+/EHN6PdAq1Hl83/6abaufQafEqSv93FdUEQotyCfgHNTsNUA24VaV6DUDvH3f67DiHqD8oMu2aMfxec/yDv8ceCDukcEQeDZZ2f4Z//sCrI8jectMxzWGY1LTEwewy8PiAS2GJpDxpIBFsspAu4uY0kVR5QxBQUDH3X5MXbNR4kbIVpSjyPT0/zFX1yl35dYXx/HsnzY9j0++tEHHD+eZnx8kqtXt9jZSSHLce7e3eP55xNvN7QGiMVCfOxjITzP4+pVKJV8BIM6kpTCtWeYHx+QTfkQsTk6WcLQcmgB2NquMvFQiu2uQEh0aesRqnqegTfOVucwjU6NiYSMaWySDq8T1xwSfh/ljo+BrXJ6Ypt87A6pUIdkRKCv2/hUB1ESGRouhqVSag/QLYN8zGUiZVLvORwbc7Adj50myFKYvbpFPDDNGxsVFHHIdEZAt7eZzGq8thhkracRjT7OhQvP8NprmzQaTTKZNLKsUKuJXLgQ5Pnng9TrHW7eHGNrq85g4OC6EjMzx2i1rlOvh9G0ccJhl/n5NuXyPQYDgUjkGP3+DtlshN3dFtPTaUDnkUdGWVsb0m5H8bwUzeabhEJRQqET1Ovb3LtncPPmK/y9v3fmhzUE3xM/ir8hmqaRTvdQlDkkScayhoyNuSzcepNayeWVBZFUcoZ05hQrNZuebBBhm92SRygwzaSgEw57jE8exb++hzfUqFQEPK+CLPqodD0CgWMk/L/DQ+MNogGZvXqD1UqS1dI4fWuIpE5zd8dB1xViao2glkc3D2G5fiaTK3jY5GJ7+GSDkmsgSxorxSaJoMLRvM1WTUQUDYKqRUvXUNUY29UAjV6Q5YqfQ+lXeWS+sG9PRyETsagNJD46C65n0+y3GZoqV9fg4qyHbso8Pq+yURHx++bpDDVa3Ve4OB9grxohqOgkwl0OxW/RNYOsmVNMHjvGm5evYrgG4yMSUuQQN+4oiGKcW6tnuTjXwbL89L0cyz2dWt0FkoTDD5ifP08q1eDo0Uk2N4ucPfudvd2XLm1SrY4hywobGw0uXqwxMZH64Q2a94n3/f74upzDXl/CsgRCQed72tWjZ4r88/9JOwgtPeCA75H3GlYaASaASfaLyUQB93s4XlkQhBHP84pvhY1W3lq+B4x/3Xpjby3b42thqF9d/vL3cNwDvgHP89i9/wWkQYvxqEck7LFbg0xkv12FKkOzD8tV2CxDLKyw10xy7HCe48eO0dZbTI4r7O4tMzZ35oM+nQN+xOl2B0xOTrO9HQSmwTOptj36doSs0iOWyLK3UWR0JEzc1giGj2B018gEwSd7WLi8ublO3X6EavcE8/M9FMXB75/m2jWDTieF5zk4TpI///MinjcKrNLtpvH798WgKI6zsLDDo48Gv8m+fn+IKLpUKq8zNlqhuPxJ8qkhflnnmWce5Y1X7qHJFu3Gm5huHVEwWW8E2eikmB6ZouVME86PsXzX5PL6E0CNcGydUecqimSwXAwQVCWSwS4CIaZTOtMZGcfxGJo66bCPW1s6sYCBT5MAgUfnA1Q7fm5vdUhHLc5NiwRVGNqgyCJ9c0ihXcFlCjX6JJK7TEtvkI4ItA2NXNqPo2nUKgOuXq0gCBL1ukEmA7Ztsby8i2GA3+8QCmlkMjq1mkqnI/Dmm5vcuFFEECIEg1NsbFwiFjuDogwZG9OYnJxkdDRHMJjCcXbIZDaJxw1GR1V6PQddn8Lv3+8nWamkMIw0w2Efz3sSn+8OwWCSTkcnm/2mS3HA1yGKIn/rb83yiU/codUSOXTI4rnnpvkn/+/XyXizKIpMsbSO6neYnfWjdlrsbI8R8EdQtSW6+hS7uyXiQgbXF6G4vgxeiExuktLNNcqtIJpm88J4AE3tISsDRqIDHp8V0PxjbDfivLSg0OwdYirWxDDSCEIDx93DtJLsNDRCAZV0uEs81EMQeqiSx2xWI+IXubUBju0RC8jUuzrVTgPDjrLVmKPUOsaZsT/hF86bpEIijtOn1Xfp6DKpsElAk6h1HFzXj+f2SUdUcnGRZs9jvazRGQo4xh6qGqfRj3NtXSakthFdh1REQ4geYiIcYyScYfT0CZzuLkHhJLarY/ninDkzwupqAVd9lttVH3gtEEKE3T5TU2m2txuYZhLDWOTw4VMIgoD3LpLIcRyKRR8+335EjaYl2NjY5UfEEf2jjdl623NYLKukUxbfayqnP5bk4tFNPvGJeX79139wJh5wwE8L7zWs9LWv+/ttz/N2v8fjfQr4FeC33vr3k1+3/L8QBOGP2C9I035LQP4F8D8JgvDVuIwPA//t93jsA74O0zQJyEPKe/cIdLsE/F2S4f0iIJ0BhP2wVIS9OoT8cG9bY7Uxy4s/N4koiXiCyH6K6EEi/gHvztJSmS9/eRVv6HAo99skQx6eqLG8lsYOg502ODY3Ttt0iKSymHKGcqFGwG/Q03WUQISZjJ8PHfKx2d5CjT/CZz5zBcOQGQwiSFKMRuM6gcAU7XaQQiHBYLDDkSPvVB9f/3DnOA6WZWFZDp//fBMYZWNDJWDd59f/2nkca5mEtMZrr6zRaPZR+ktovnEMo4/VLaLK0zzy+LNU2i6zEzFu/+kea9URgsEaqdQFtOwh7m9/mlKzTb2bxCVHSGvjYjMS3yAf6+BTdCRRYLPqx6+EMe0ad7csnjziUu9LtIdBstEOjiPS7Ak0BI+dGlh2H0kUOZKH7W4I19ZQ1CzLOw7JkEff8FPrGAzsNRITP4sgZIFNNK1IvW5y48pfcHwyhF2tUhZncaUhW1s6kpRlZ+cuun4E1w0jSbsIQhJNk4hEAgSDCo5TZmenh65DMLjMxESLX/zFM2jafsjuzZu7iKL49uc8P5/m5s0bOM48slwlkRAYHU1TLDaYP2hF9q7kcnF+8zf3fwJd1+Vf/asv0mgfYaf2gKNjBo43xvLOA7SSw0x6f7wrCsjKLKt7Pdxhg97iXzA2lqTfW6LeH2G3fQxbOopl7eE4ATr6GO0BdAfbzKQkEiEBC/CLNfwEEMJZFDmArtdwHIFaN8+t7RFGIms8cWSROzsqUX+fsC/H1dU25+dEDGtAx9DIxWBpr48si6iKhWFBPJDn/NQdXLdNZ2AR0UwCmkNQs9ltipyd9hNQTW5vq7iuQlcPkwnbNLod4kGBM5NdvrIks14rEQyNY9hRbNcml/SjMaDa9+P1HHabdaRsguW/+DxxX4bhII4oirjNVeq6yMmTF9jc3MU0LWZnFZrNBWKxM/h88PTTIRKJFMXiCtVqB8Poc+6c8R29hoIgIAjv9HaJ4vcyj/5TiNUFbd/DWiippL7LNhbvwD/KU8de5Q/+4EAcHnDA98J7DSs9BSAIwnsO4BYE4T+w7/VLCYKwy37V0d8C/k9BEP4OsAX8lbdW/wz7bSxW2W9l8atvHbchCMI/Aa69td4//mpxmgO+P5qVXS6/9B+JGZs43haJoM56eV8cmg5cWQPDhvkRSEfBcYMcnStgWimWl+4RmXqGzRqMHj/6QZ/KAT/iPHiwyb/6VwVyYYuZsWWOjwbwsBl4HQyjw8vbLrMfsuk2WjQHFhU5zZlnfwmzV2FytIIsuriWyXZ9j93t63jaEbZvrhEzajjqIaCMIIAgVHGcCLI8wHFsJCnMyEibej2CLKtYVpHDh6MArK9XuHZtyOJik0KhysjINMFgCc/L4pcC6PqAbjdJ04Fyo89O/RB7gy3mZ3z4FJuZ+Q+xtOpxKpJAN7r8xZtB3tx6nvjINLmpDv3+KubO/8gvnVsnqXVYK1zh5nYWmwQhpUwuaiCIEUzHRPFMmgMVEY+QT6FnKKjSkNG4x4PdNrNZ6BkSjitSaFrEApCLCYDE0FK4V/Rxq3CMlhFEsbLsNHpM56Blxqk7h9FaLXK+EpFIiY9/fIIvvrTD6VEJ0dYora9heUWubITQDRmfz8A0R1FVD9P0A6P0+7tIUv+tPMM2lpUllcriui3C4TATE/W3hSHA7Gyc9fUCqprH8zwmJoaMjqb41KcuEwhkOX16jmDQj6oePDR/t1y6tEWzOcdwmKTY8tN3DRLaZWaTPbAkVOsBQS3F3h709XVGMlkeOnuEsHsDy9lh5IWjvP66x2p5iCSVCARGcd05rm7cZjZ1ibncLvf3IKiBJJaotLN0BxKCvIQa2GU8scX5mQDbDZMTY8t0DY+H53YptTxWi35ysRCOl+K1xQxTqbukQn4Mu0o2FmZgZVClEhGfwXLpTcK+DqYtMpXqYtoytY7NYkFhOiOxWdNpdnQafYdqf4ZS08fxvI3tDplIOPRNiXzcTywa4165gxA4jSP0WdMnSYZqiMIV9so9LO0kvY1xNopdnj2t0+1t4LoSjdYevtyjTExk+Ct/ReHNNwvE41v8l//lCf7iL5ZRlGmmpqYYDDYRxQL373vEYj5KJY27dzexLJmxsRCZTOwd10cURY4fl7hxo4BhKEQiPU6d+uYeiAd8C6z2257DvZJGMv59iMPgOI+M/zP+2Sd/jUJBIJ//Adl4wAE/JbzXsNITwP8OJPbfClXgVzzPu/fttvE87//ybf7ruW+xrgf8g2+zn38D/Jv3YucB7w3Hcbj+2d9mOmpyfaOIORzyYBviYdDt/ZzDXAwEAY6NwtCEqZE+6enj5E9+GASFQkfl9PkXDwrSHPAdeeWVJf75P1/k8uUox7IVFLmFqgaRWGQ0rLJdT5P2y9zftTk9JRBQJUK02F16mSOz43Q6AxqldbZLfebG+uw0/pwHS7cZn/glJk/E6Hb7PP5QgOv3r5LJZGm3bYbDMBsbBWZnHT70oRk2Nsr0+zbj41G2tto8eNDg6qUHOP0mTi+HZc6wuhrCdRdIh1fQlft0GwJdI0MknGG5PosUOI89cGiZSaYTG+jDFoVKitF6hGu3aiysP4IoxdjZ6ZDS/oyRxBaHJ28hOB4B1SAS6PLxc200OcpOw2SjIhINOdQ7IRJBm6VCgmNjHUQpztmpLl+6D6mIwUhcoKfLDA2VW1sK0YDLbt3AdlWmM7BRA0V2aQ9d3lwMYRjTOK5K1TMwem0MWeR09AbjwS+Qi5a48bkkg4JILOinsDegXjdQlS6ba2k6gxlCoW2Gwzy2baEoHUQxiufdRtPOoWljVKs+/P4yqVSUQCCHIBQ5e/adD7+RSJDnn/dYWdlFkjyCQY3f/m0TVX2SUmnI1atXOHSoxosvPvQBjcofT1zXpVTSOHYsw40bt7CsJFtbS6TGX0GSzyMIMW6sPqA3rNETTiF6Lmeyo1QqG2TyAqoXJTPtY21tG/HuMoHAOcz+pzmUKjCdvk46Uifik4n4Xcpt6OgSiyWFRNjm4tRNUpFVYoEe93dnCftGmE7VaPduMRoTiPpN5jMKl1cjVLtZ0tEBlZ6L1GuwVLS5MAs9XUAQRCaSQxR5G8/z0exDuaPhlx0+fcvPh0/7WNrTcT2BZFhmJCazVm2zUZlgtdInE03QMUxUySEcMHGsPodmNGx/lu21O8SHdYZSkd3GFGuDXySuHKbUHKFQ3WZxe5mET6Q/NGlbccKN26y8uUaxe5FY7CihkMTnPldkevoJNjcbfOlLn8Pn83HpUoqYf42ZXIuX1xsszr/AidNn2dio8/DDdcbG3pnUpmkSjtPDsiw8z8N1vxausLZWZmlpvwLn4cMqs7MHcdVvY3dB2heHhZJGImZ/7/uSw6iqyBOPDPjDPwzy3/w3PyAbDzjgp4T3Glb6u8B/7XnelwEEQXj6rWWPvT9mHfB+UqtWCLm79LpV/FIbX3C/+MxUGiQJTAuaAxhNgOtB34B4wKVpapxO51AUBdevHgjDA74jrVab3/3dBoVCDtNM0O0nafkHFBtbnJqwsEmz14hgGkOmkotYhsvQGhIJDRk27rCs5xhWK/jMNpMJm0ZbZDQVoO9s40/p5EcmsSwDISIxd+oo1WqUlRUXUUyiKHv4fH5s22ZmJgfAl760TqczSau+itTawi82SUYHeMYer947SSLYJxpYJRpXCPs9SvVbXFl5krZxirgAfWsCuVJiOGzTaHYYzc/TGzoU+0cZDiUcp8Z04I+5OH6TVOgO/UGNdMCmNwgynfGIBz0sx2IkJvDJRo9EQCYWiPDaA42duoYsj5AKVWgPHDxRpNGTkMQOsxmFfMzPnd0OxZbG4XyUeNhjpz7Atg1ywR16xc/xXzwxSqEdo9B06ZqHmEnWyUVvMR52mR/PEIuFuXyvg2Q/xObqbUrVOMPhLK2Bzl5ZwOebpt1O0On8KT7fMyQSMorSIBxW0bQUw2EfUVTR9X0vysREBL9/g+PH577p2kejIc6f3w80+Z3fKTE2dhzTdAmFkpimiaZFaDZ7ZDI/GZUc32/W1kqsrLRYWmoxORlievoQmUyfbrtDyFDJB76Abkn0mOdBcY5AcpaIz8fyyiaJRByGTRy7gLAzT701j+4eIhEp89FDiyS1AvPZKsdGbXyaBkiU2yZXVmwy8SwRbYHp3ADHdplMWtjOLpU2xALLRAM60xmHQsNjt2FxYsyHqgTZqmtoYglV8fFLFxzawz7ldgdZKpKODAn7NDqDHn09z52tNNlol/FEiFfut8hFhzxzDCRJpdrxkTZMJpNVinWV+3spZjIrPDoP1Z5HudHm1naPYqdDsRHhbz51Dd20SYVS6GKRgfZxdL3HyIiMmHycV95cQqbE3/vLKYZDnbW1HbRBCdebQgplqFSOMT293+dQ055mY+NLeFaMubxHIhCm1WqTEG5iWcdR1STr67uMjb3zWt26pROPzxB/a2jfvr3N00+HqdXa3LypoGn7gvDmzQbRaJtUKvrDHUw/qlidtz2Hu8Xv03MIEBzn2fNL/P7/fvZAHB5wwHfJexWHwa8KQwDP814WBOGbqzoc8GOBLAkMBj00cwM8uDADWzU4MwXl9r6nUBAhoO6/f3NTxJbTPHziIRRFoT80qA8TSMUa2WziHflFBxzwVe7d22B5WaFW7XFm4tPEfBXiwfusVS0cRcNy8gSi8zT2irT7XQTX5uQUtIcmle41Crsq+WwcTYB8ykck5KNhKcT7HlKoi21bmJaDJStMTSXwvDSSFMC2dQKBBPF4GPutdiuWZVGp+JAkHdGukPBvEKJCONShsldmfHSekLjFSC6KadqYkkt27DRV9Sy1hQrVqsPFc7OE9G1mJmaplNuUhxJb7SSZwAoV3qA5mOLIbJnZ3BZTWY3NHegNbTq6TqPvkomKmJaD7gqkohrtgY+9lkxHz3Mo3+bCjI3l2AQ1jzvbc4zGi+QTOobloFs2o3GbUlujb8qInQarVYX+MMKpaZWQ5hANB3CEBrGAxWrRJBn0CGoeIQUwqrSrFqoX5cFSla3iOD0jgN/vsll9DteNYVmLaNpRfL5j5PMOY2N+xsYmuXnzOo3GgHx+DkURGQwGRKPbhEJtPv7x+Duqv34jzWabP/iDy2xtWZjmKOPjaSTJx9KSyaOPHojD98Ly8h7//t830fUci4sFXnrpFWKRAA/P3yGeKBIe3iMb8+H3KXjuZb5sP08+Nkq7bfB6QSMf32Vy5mGWlrcYHdEQXIOzszXK5Zd46tgahmETVIeE/ALNnoNPlZFEgYA/Qiq4ymSqyFTGQ3Qcql2QRYugr8vCrsnJcZegJnB0XEBTPGpdk54RZDJZoTOAZLhJwKfR6rvkYtuMRIccyknoFlQ7DpVOga4+xbWaSmvgUWid5MR4n0Mjd5jPmTiOjofKSEQnFppjswbJ6IBrW11CoVEkLEK+CBkC/MzJa2QiCvFYnsXdKnOJK6w0dY7EB4xMHabFBSQtS0TaZThsk0ykqBVfZzRqEszF6A0q7O0pwClM00VRVMBPNFBGkRVcVwcsxrMybb2LomjvyCe0LIt+f4BleXz9vKnjfLUwUxdN+5qS1LQE5fLugTj8Knbvbc/hbkHl6Pzg+9uff5zTgdcol8+ysADHj/8AbDzggJ8S3qs4XBcE4b9nP7QU4G8A6++PSQe838STGZp9hwlBx3QgHYF6D9qD/TxDPGj1odbZDzOttFPEDr1I8sgvs9M3efOujs0ZVrZEIpFNnn9+6kAgHvAOBoMhOztJVHWZmHqPZCCAKB4BdZxo+AE77mME7SrOwGY0vkE+ESOiNen0dWzHIeYPENX6mK7JVkskGbJQ5SGFWpO2e5iL559hdXmNy3cEJN8MO6UijcY2W1uHEUU4fLhBLGbj8yWA/VDqO3d2sG0/w1aTXzrZJBz0qNbucyRXJWb9MVvVKJp2jIBfRFP9LCzWOPrQIWThNpVaAL11i198Mc74eJxKRePVl17F6DygWBcYCapo/d/HHXRRZMBsMBJXqbXAsh0K3QARv0nfcGkPVDoDia4RYzzeJxG8yeJOlO2aQjIs0uwNcLw+m/U4frVOOqIhiSYhzcNFJhIUGFpB5iZGyYRs9mp9RBFURSXgS9PqFggGYCRRJao26XZMDDdKUHOpdxRi8TmurASxpBMoQaBpoyg2kYjJYHANv79HIjHCYDDg0qVVZPlJBgOFlZX7HD4scv68yMMP+3nqqfFvyrn6Rn7zNz/DYPBxBoMihlFla6vOE0+42HaSYPBHp8fhjzKvvloAztNo7OD3P4nj7HB49CXGMwFkweV4XmGvarHTmCPsr5KIRXAck2pVQhBmsQOnKbTL1AaTxNrXSQcMJFxGQy38mkUmEaE3HOfS0gKWI9MZCjR7QWZyMVS1QD7hsV4aMBb36Ooan78NotTncF4hHoJaVycRdNmsiciiQ61bwXQGaGKb8WSAaECm2RswkwXdEvGrLpJgYPgEega4QoCQfwSEG0ykOkynZepdD9OyMW2Z3kBFt8MosksuIVJqCqjaPF1dxidvEgl0UITLJPx9DKOH5yXIJiWGXoVnHoVobITl5S1WFjWikRmSFPBqe9TbPbzhkI1iFrvYZW7OZSL5GopyjlTKT7l8i7Nnx7hyqY0gvk4spjEz49LWbYSQimVtc+rUfkhpudzis5+6gWgO2NwtMTLzs+RyOUyzw5Ej+49Z6XSI+/ebaNr+hIhhNMlkDvrwvY3VfUfO4RMXO9/f/kKTSMWXeO45+Hf/Dv7pP/3+TTzggJ8W3qs4/DXgfwA+AXjAV95adsCPEe1GldbOVcxBh41iH79qMxqH7TroJqyXQZag0YN7O5AIwdVVjap1nr/zN/4as0fPsr1dwREiaKoPgMFgkuXlIkeOjH7AZ3fAjxKtVh9VTfPooxU+/4l1bHsEQZAYDm2MgYQdjzDwRhgObzMRiWMJ0Bi0GIvZrNXg7KxJ3/LTGTjMpkXqPah2LTq2hRhwSI4e4fpCmIGVRCFHt1ujXF7lqadkLEtE18O88cYyxaLBsWNhXNdjYmKezU0Qfae5tf5ZXngqwqSvRSR2jDfuS/T0DFfuLjA7JaIXxqgYU0w3P8eTh6A7btD3ugRVgcrqPYb1NabTXRzXQq+rDMQ6Z7MOzX6AVmeNqOLSs4L0nCTbzT7rpQRXV0Vy8TbxoEmxKfPciTojMYlaV0YWigS0BOFAjGZfIqipGO4Ua7UyothkMulRaQsU2xY+tUezoxJyh1RdKDVhoxpl2q4zdDPcKqaJKF1CqoNDGE3psryjc7cQpDrIYogzGEIWwdshEDjCkSNN1te/hGn6yWafJhYb4nl9NjevA/OkUimCQQufz8/ExBof//gcTzwxhfAudeYLhQq7u1MMhx6SpOG6FUzzJuHwOQ4fThKLhX8oY/HHHUHYbz20t1eh2w1iWRa5C34UpUal0qJOH1HyEw7s0Gr1CMo+dncbZDJTdLsVXBfW19Moyg6uXqHvJRGEFRIhg0sLXY5O6TgovFkYo9s/Q7sjcmpiDZ80wHKmGVoSjW4NWbTQDZOxZJxszKRnJGkPdshFPJaK4FMk9hoamWiP3rDP/b0IyajEiOviVyQaAwdVkqh0HOpdj/WqxGjcQbeX2K0/4PF5CVGIEAmI2I7KeiXC7R2N8zMSkqgTCW5j9m08QSMobyKJNqIgMBkrURUtZEFHU03K1UWKgzAFfRIp6UfvNGiVNhi0FdKpBEeyefqKid7u0R2ohDOP4Hl+er01fuGXHsLUiggCPPnkBJ/61Cbj01U8IUhqwkL1JREiRxgd32NkJM7iYhO/v8m9Gw+YDnfxawqHcmmuL/8xuTO/TC7nY3x8P6w9nY5x+nSJpaUdAE6fVkincx/k0PrRwu6BtB+FUKqoJL+faqUAgQnob/HCcyb/7X+n8lu/tZ82c8ABB7w731EcCoLgA/4eMAfcBf6h53nf5x17wAeB53m0tl5H7K8TtQvE2WK7BlH/fuuKkxP7IaSFJkgipAL7rSzigTD94N9nfGoaANt2kaSvDRtRFLGsH4l+0Qf8CJFIhIAGghCjzxEcWmiSjWVrrFZnELsSIyNxTpx6mkHlHrXmn3NxxqbUgKEBG2WHSNDAdGT6JnR7BpqiMjEqYcptFq5+mq2tI0hSBgDXdbCsPBMTSUzT4U/+ZEg8fpLhME2l0iCbLTE6OkkyOaTTHqA3HiU8ohM1fRRqAwLRw2iVOvmYxeHJOQJhiUDgJpnIGI4jk00OQJG4f+8mKV8db1jFHFpsbVbx9DFcvUiPFCYzbNRt3txokowm8FyJ0bTD1Y0JcGfJx18m4m8zmtgjFXboDhPUulFmcx3K7T7tvo9IcJTVSpKViszZcRHLdtiuGUQDLv2BRb0dIhFOsFVPUmq5rDfSTGQVSoZDsacyCL2AUfsT1soZQn6LYCjLdnOCKzu/AdjousHhwx4jI7PU65/mwoUPce7cw3zpS1Us6zb5/BTX3rhLyLmOJDTZXikjBY7y0EMaTz0V4kMfmqbT6XPnTh3PE5mdDZDPJ75pDPR6OoVChVJpCttO4Lo5PK/GwkKOcPgyv/7r365m2QFfz/PPT/Bbv/Uauh7H82RyuRDbtUN0y/eYnvgYn7vtEBL2SIYdFvZOMJvwYVtv4OpZHp69jIeE3zrCyOGfobh4G1k2yY+qpNUIAWmWYDTGwnKd1W0Dz5tlMISlnSHRYB/DG6HarDCTjtMaBvDcLqJQYTQhIUsG7R5cXYfdukQ6KpKNTdHVw5huEEUusFS0MNwggldEEgYkQnEeFJrc2bIZiZs8Ni8heH1ecRz6OhzK99mpiQwtlVo3TUhTUEQdUUiwUwFZaVIUziNrC4wGJQq9KCdyCwzMIeVhFE0MslWV+OLiR5H8MmOxReKTFumgSIgmjfIuHX+I8GgahwSGrlIqu0T9JlulHke7WeZHQ6RSUT7z6TtEFLh4KoMSepLtnQWOTD0CwO3bO9y61WN8fA7Hsdla/iSz5/ebGYqiyHROZWREQddNhkMdv39/MnV+PnfQvuVb4drgGCDtVz2u1FQSse/zUVNUwZ9nKr5IMnmKz38ePvrRH4CtBxzwU8C7eQ5/H7DY9xS+CBwF/qv32aYD3gds28YaNkhSRPQaBESbigliCCI+qHT2cw1PT4KmwCevw1gCtptpJpOf58SJjwAwMZFiYWEHz9v3HDjONvPzB7OfB7wTn8/H44/7+exn38RyLnBppYZfCjAw6ghqnZCeRZI06tWbfGjej+VFafS7uKKf07Mi97eGeK7JzGiAuzs2JydVkIMcm4rw6tKQQWWdUinA0mIAVUuQTksEg1uIYpbNzSaOYxGP55BlH7Wan7ExaLW28Os3ifbvklWXWb5pU2sNSIYyDB3w+2vMJqewnS5nz6TZ3fY4dCRIrzegV92huH2fAANMN4lmD4irPnbECN3eJgG1SzygMOwu4Q8dYXtzyEhGQ5EMXn6whUAMTbxCWC0jCBqOE8Cw9vscZqM9bEdkaMZo6zGCgRyO0GJuMohl7DGeEIgFVTarJqNxi6EV4sZ6jtbQx27NZjJb49yEi+5FGB2d5Qs3Kmw0nuXk6AMESaLTGlDqHWV6WqTTGUPXSxw+XGdqaox+/zTJZIzNzRCpVArP87Oz8ypZZZWA/wie1yUZLHN7L0y93uOZZ57FNE2+8IU6irL/MPz661WeeaZDMhl5xxi4d6+Bpjm4bu0tcbiOz5cDAiwuZnn99Qc8/vixD2B0/ngxOZnl4x+vMDYWp1pdJxSKUS47dMyH0WvjLHd+E2F4mURDJxqdoj+4ybF8lVxc5yNP5Lm1cI/ZWInq8B4tbQzHXaPWhmCgT8OUWdrzKNSOsl6SmMt2eGi6iGmLbFRFZElCt5P09FHSEY+wepcLcy493SPsa3Nk3uPamsazJyRWyx6xQBHTcenpFhNJA8OGeqdGV9dxnSAhLYgi+zk1UWEqbWC7IOJxfBRUGeIBEFIWrb6EbhkcHnF5YzWKT1G5XwgyEtcI+ddQgg1aPRHHDTJwkrSGJY5Px5Eclb4ZIRM1uLp5lp2STbtXpjtUCYQmKdYd6q0quUyJfD7K596II5BmrXONnhmi8nsKFx9u8qEnahiFy8yn9nsgLO+usbk5RybTIRYL0Wr5kaR9z7kkydjE0fUBPl8A2zapt7u8/rofVQ1y506R556LEY0ehJB+W+wuyEEQRLo9Cc+DgP8H0OomNAWt2zz//Cl+7/cOxOEBB7xX3k0cHvM87ySAIAj/Grj6/pt0wPuBoih0TY28T2R3p0jEb3G3vV+ltGdAo79frXSnDsUWPDwHt7ZhIh9h/EL67cqksizz0Y+O8eDBHp4Hhw5l8fm073zwA34qyeXiPPXUGLdvw2CQpTWIMZu+yolpm2Twn4MaQlGSZNI5Ks4ZjsktLsy6FOs2fdNBGIDWlMmGLOodB19Io9qX8fl8LOzpXJgdMip8kkozxl53jN/4jVkCgQrVapGZmSA+336IkuNYzM/H8bq3sGprZNJFQhr4RBvXN8e//WSHtj7AEh/jRLDH2JhJr2dw+fIdtu+/iujUiIb9dLsekUCYdqtOxKdSLPdZrh4mG/bT75eRFZ1jYx3+z5sZlNgxLJ+G7roo/jRx+zJRf4kz0x18Ctzegq8sukjCkFgwQFcfIRQIIKCwsDfAFTOk3R2OjXlMZ2QkUSEWsPn0TfBrPZLhFYbGCKcn28RDAUbD4EoGVwvL9DuP0hX+Mp9f/kPy0T0qbQchNs/JQ4fY3bXwvDHOnw8SCkXY29uj0bARBD+Tkwr1+gbXr1U5mbIRANc7hCwWyaX2GB8/zP37e0xNZSiVNCqVCoLgMDcXYWen+U3isF638flcNK2E65YwTR3L0uj1DMLhBFeutHj88Q9gYP4YMjoa4tq1IYlElk7HwjBUBoNxguEpZL8Kzi7BwEuMRFbITOjUO3tM5i3q1TUeOapS6QZxjFUWEwaSfxy7e4NBTyYbFOn1I9xeFVmtPMGRkS9Sbs8DVc5Oh7lfChMK5nDdVbZrJnNpgYEZxu/3s1Fps1V3sWyBUsvFsBzWKzYDyyYXH7BUSnM030KT26SjQQxD5z9eMTk3JSJK4FNcBrpHqQszWSi1YKtmI4sCrYGC46rsNNIEfQ6SGCOgVpjP9pnLtpGkPs2+jGOVKHWS6MMWgl5ivTpHVx9FdddIKj5k9y5T6TTlWhk7MEna9yye8xVEhiRTMSZG1kgHSlQqAWKxI2zUV9ncfJqA/BpHks5b/VJlnF6Ju7d0VlY0/P42MzMpJia+Vohp7uSjOIHXGVp7iKqIG34Bv3//fvC8HHfvFnjiiQNx+G2xOiDvfz6likoqYfEuUevvjdAMNG7x3HN/k7/+16HRgMQ3BzkccMAB38C7icO3/fqe59nvlmNywI82M2de5NVP3qO1soFn6MRCcGwMYoH9UNLXV2AiCcUmWDaMJ0XWrBi52UfesR9FUTh1auzbHOWAA77GhQs5ZmdX6XR08sk3OTfZJRtpce6oAuqQ7apALrlLdvIFrl3bYLe1Tbvvo28qHJ+AcEhkMJQptjTm8uPsNdvc2JXRkjYT6QAM4/g0E+oPyGROcfToONPTEf7sz8psbW1hmhZHj9aYn51j5bX7qM424bCO6DmIgsdQt5iePMSDLY12T6Kwd5d0QuLG9QEpGZxBiKi0Rr0wxLD9RKQBeyWLbc9jq9wgpAwJiW1s32madpqhBbankYqoJNPHGQw6qO5/5uL8Jj7ZptoVkUSD05MithOhZ8xR7Qgokobt1NhphuhZAmOpAT7lKLq1QK0zIBl2WKvASEygZwSYzZj09TZjyTgBbUClY5BJStRqOltllZ4VoOs9R08YZ2x8B78/xsrKNiMjDplMA7//EMFgiV/+5Vn+8T++yu6uiee1GB11GeoW7WGIuL+D6ypYTp1GV2RrK8bdu0EKhTWuXAnT640ACktLm5w86f+maz83p2HbCpI0gigWAQ/HsTBND8sy3g61O+A70273WFoKkM+LvP56CV03efLJEe7f26RU+BLJ1CEagks44iceq9AY9nn0sE00IZIOyximSTTmYg8tYoMOq7s1xoI2O8YYQ7tCuxVipTKGqmboW3F0R2EyXWB8LE5TELBtgZlEh4hm4FouC7sOc1mdE+Myd3c0gpqI7egocoCwOE6xZdPTQ4R9BRy7wVzepNoNUWhKHM/qJIIyR3IuhiWhKC6243JlFR6Zk6h2PAzbIxrwCPjaVNpN7u6EMcwYkjSBYTVpDUAQhwwtjV6/zZ3t87jOPInQNrt1G5+ywFzWRJHM/z97/xUlS3rd94K/8BHpfWZlZfmq4117gzZoAGwQgGhFXTmOJOrySkNpae7TSLovd90HrVm6epBmZGauKOmBRqQkSrQAAcI20GhvjjdVp7xL7zMjw8c8ZBMCBFIUpXZo1G+tWnWyzjkZEZU7M77/t/f+bxYLErJ0SCoTp+vXyenbPHaqSC4X5/LFAuu3voisL+M4AiAS1/r4vsJrr9fRz04wzU3icY/dvYBI9AkGoxK9XhyN/8hcrkC7+QzRuMFDD0VYW/vLeJ6H7/tUf6eP67rcuNFmMtFIJOosLcWYnT1RJn8k7mCaOQSq9Xeh3/APiS3B7q8Tj/o8/rjEv/238Hf+zrvz1Cec8FHmTxKHlwVB+EPLKAEw3nksMJ1dn/jj/+sJHybu33yF7tbvI4+3UOwWe12TTBSiGogC5OJQSk6/qzLcr0FUj6PNP8wTH//kB336J/yAMhiMyGQUFhbyuIMDNG2MYdTRNJV4OkkvDGn3Owj3f4XZXMidozVMP0OWt5GECYIf0pno3G6mGOkKSTHkmfNJDqsvcO9mH1n/UeJxibTb5uZNmZUVh1wuyc/8jMz+fpdYzGBubpmtt/4TCqDJPqNhF9cLyGdT1Ho+6cwsucE2j1+OYbunOG7d5d5+hB9/6BSN4ztY+gIxpY7rRRGDfWYKZZzhPhfOB3RGAwh8dPc6pvQskXSehx57mJ09h273Jq32W3zu0hGnij6O47LVBMuVqA8KHHSywDzN4R2W8lXCYEI+GWU1eYgzGSOJs9hehInn8fauy3E/QBUNfCRAJmHkGExCNDXHzcMRC1afUrzPn33sJl96+99wt/YM2extfvzHHyGbTXB0tMvnPqfg+2V+7de26fWy/NZ/eoWVQgPNvMGbt2PcvXsWXVe4dZSjFLuDwIjDTgk19gyHh2O+/e0+rmuxuztA01R0XSafh253/H2v/TPPnEPX3wSWkKRldN1BUbaZmZlF0+qk0933ORo//JjjEZ3aDqKsUZpbRRRF9vd7aFqFQgGWlgRMM0n34Ff4sYcVRqMO+YUh5578aT7/q/cJxxeImYc4XKfe6VFve0RUD6FQYWSNqVdbZDWZyXiLpObiCWtI8SKxRMDllTeZiV2nkDpClccctgRSmSvI1i5LxQx9q4Su3iEMPPqTIV1TJKZ7CAgkIhJxdAYTn9m0RcghV5Zs/EBiYk2YTAIWsnkM2aDa7XFuNkUoOry8blPtaownCiEtJMEnExM47IrkYjqe75CMzPNmrU8mdobO6Jj5rMV8zuD6YYx8PMJoMuRw8AR3jgak9DqZaJ2IrqErbxEGOQajcziRxzEnPUoVh1RywunTKQCKlRSDfhNJCnBdBy2xxFu3X8K2F2keHbGSr1KZG9H2HyIaP088qRPnNR49I/DEAy6xzLeIL36SQmlqyCbLMrIsU6mYfPObNp5XQRDqLCyc4vXXe/zkT6b/RCOnH0qc/necSmsNlUzSe3eeV4qBloXhOp/+9Dn+1b86EYcnnPDfwn9VHIZheOLt9BGgurdOWH+Bi8UR13fuYAoDhiaoEujK1KG0O4aJC+3B9Od7Q5Gv3l3h1//J3z+5mZ3w38W1a4f8639dp9FYxvfr9EwZSZtDiyfY3/sWk627pAprWKMbPPPkHBE9RuqOxWZDwTHL9Owuu50xsp7kctkjIt7l0rzIxHY4M1+ideNNxMRTTKwhenaFIIgwmVioqko8HuX8+elOdL/fZ/t2nVTiPNXGhNCsMUIiLZ6mVFlh77pFJp1F1SRmZgTSqQVu3Q9pD46xnQiBEbBR66FrBeo7Y86ePwv9KoahEvE1orpBffeI+6aEPokSV77IUmSEZU2QQotMuojpNZAEh5W8y4vrGg1iuP4c87n7xLQG5+dcJk5AKnKHOw14YDkKzm32mvCNOwKLOZhNwWpxwlu7VZpDA1HeY697lp4bEopZIrGAdPExCqM2mdgrfOXOAFO7wnDoEYu5lMsa6XSCf/NvdrGsR9H1ELH7Mm53RDkV5eElldeIU2s/h6jcZa/3IL5vEYnkARvTTLK15eA4NWx7iTCckM3OYRgKkmR93+u/vd0gnU6RSiXpdHpACUU5xHX3UVUTQTgxsvpuRoM+/Z2vUckquK7H7q0jli5+nGhUxvNsZFkDWnz9ay/wyfNtbjsRzp51+NiVZfZbO7jyeU6teJjjgPbRDvXRMqtnzvPaxj1am0kOtveZT+eJisekjNMkpD5DZ4PD0RyffLSD4t4jMDc4V+oQj/jkkhJ7nZe5sRfBHItIwR6mq9CfiPhBiGnruN4QROiMBUpJlUJil+YoQkx1mLgQ+BMGps981mG/HdIY5GkOcry43kORPEqZIp1xjcvzfc7OClzbVdAUkZUCqHKMsWOQScQIpTlaI4nN5rMIwm/Tt126Zonu4ICkfgMl7HO/avDoUp/5nIuudnhg0eXW/i6iEMUJHmfEx8jPSyyudtE1Fdf10GeeYKfvoaZ71OsjcjM+xl6HxXSCmYTOcFLi6zdyrJ4pIHRdfM9lLndMNhtF0wRWKmkOh8dQ+l637ieeWGB7+xrdrkAulyIWi2FZJr7vI8v/rSbxP0R8d1lpUyWVepfEIUB8Fdpv8sAD5/gn/wTefhsefPDde/oTTvgocvIp9RHEdV3efLPKeCySyYTkIm2E0MYfH7B7dEy16nB2BvKpqdNcLj41o9lqQDEOIxe26rNsT54nGjvpkzjhT89kMuHNN20GgxRhmKDRaNFsLvNV64C8brOaWSYWG2MLIgvxLoOWSBCPMR4McUY2njDL8TBHLtUiDCxWCjAcTNDFENuc0Bh41PsJaoMudvg4Wuwc7fENfvqnH/q+c6nVhgzsMvq4QSXtEqbPYxtRFlZPsdczyIbfwO/fwwxyRPVV7LGNSYnXaw8zPOwRBgaOeI7FXBdZHCOLERpDg9lkA8cGSYhSG6epWjOc11/n2dURgmjQmET5xptt9npl5owOESXBmzsur+8WyMai6NIuE7tGITliNiMjiwH1QUAxFqApCkEwJBsXCEOfT12UafThsAMx3aU3VgjCOKJwzL3hI1y+UuHMyha3b7xJKZFEEiQeWulx7Wib3/zNEqZZ56d+rM9M/hw7Owq93hjHOeJcpsdgMMAw0kiShjc5IghKTCYmkuSgaR6x2JjJxAHO0u9vMR53UZQSpmkgSeuUyyGnT3//hOnj4x6WpTMeN4EsYVhFUUJUtcGVKxdot/t0uwPS6ZMCFIBefYNKdtrbrSgyGbnBaDhkeblErbbDV79a4xvfGCIrZQyjh+NYNBojGs0mQmwWLbnG3daYyUDmC1++giYI8FobU3iSRx47h6C+Qmd4B1W/iRYdMPYETB4mqu6zGN8jI62T0ltosstqySXEYBJzSUZUFHGLhRwcdGU2jn2eOxdnr1HlyoKLH8BWPeTGfodkJCT0DSx3RDFm4ofQHUGtJ3DvaMxW/RFsz2Ng7nJxwaLRmxAicXpWJZ+EJ04H/P41j3TExwtMDCVkIXObpVyW7UaJzXaG4+EV2uYBuXiNZy+oHHUzGEZAItohnxoSjwiU4jaqHBLVorTcIt+8ZyKlZkjcPebSpStMJn1EJcLmkU1jkEWOhTx5sYSqHrJ397cpKCGKHCOX1BHEt/n5n/80v/ZrN1hfn5DN15idzTAawcuvNDm0BD5XnhCN/ufSakEQePDBIvfupVEUgzAMSSYnJ8Lwj8MdgDTNHB7XVNKJd1Ecxtag9TLi8l/h05+GX/xF+L/+r3fv6U844aPIySfVR5AXXzxkNJq6ie7tubTUTWaCgNsHdZJSl0gR5rJQSMIDC/C126CI4LoQ06HWh+Nelv/bX7vyQV/KCT+guK6HaXrMzJT40pe+QbO5yHDYpNudwUpZFCI5TPcGM/FXqVQc3HGDWMonophoapKlmQjd1oBaX0OSoGjsMZ443NrzKKdVVGHAlTmVq40NukIFI7nA0tJl1tcbXLz4vf2wqirjRJ5gq/qbeCmF9jBkdaFN/f4L3L52wIOnztJnhdrhGwyrDUz5SeLhiLY9QSw+zfUbPVTtAWqTI0qJMqkGdM0Fjq82OD0TcNi16IxnkZkwn+qjSSHxuE2AQzS6zFevTrgyYyDice+4RCayyF7D5WOn1zldtInqDqbtMjQNvNCCACR/RCkFiuCzVYX2wMNyRVaKIiAydmLcOgi4Mj/DZK+HXRtxfdhkPjah0x2x1cniCWUUdCzrLEvpDrXrR3ytsU6vukDTTNDrJdDMLJdWAgbDfYJwkUAqMhgcoOtFNK2EJEUwzWtkswXC8DVUdYJpPkqhsILnddH1Fhcu1Mjnk98XA7u7TQxjBUHYYTbTZDzexRGX8LwMmnbIzMxl+v3OiTh8h/C/SKQGASjvDGYTBI/JRCQazaOq57hz8DY//uA25eiYo60e+8zSbi9xf0Ojvr/PcCjTlf88fiAyHA6JJ3dwOrt8fP6bnC8fMZ8X2ainUK2bhHaI4vfR1Am6rGA7IwIfBEaYpsNM3MP3Vao9iXrXQVd1bu/3OVMWMdQYIhPWSjI3DyzCQKM5tEkaEt+8G7CUg5kkdMYuCwWJQnKb9eM9PnkxQURV0VSRNzZNHDfDXrOLqgi4nk6tlyQMR+iqiSoZzCYNLMfE9F7hbGXEfGofRWqhKTPE9DGeJ7KQadMYxql1B8QUhYmbo9ZP46MwaF2jd6yQTH6CL315zPy8zmAQ8JWvDKhULgHQ7+8wM9MjYkgEts1gYJNIWDz6iE4yLvK3/+8rxFM5DrdSHN58A2ec4XgQwyj+CK+8csSnPrX4Pa/fuXNl4Jhms42uBzz44Nz7EEU/oHgDkKfi+rimUcw7795zx1dg51fAM/n0pyP8zb8J//gfQyTy7h3ihBM+apyIw48g3a6Cqk5LQWVZAWWNkdjk5ua/I2aH2B7kElPjmZXi1IxGkaDWmWYOC0mBmDHhr//1T33AV3LCDyrxeIzFRZ/NzRqmGcf3LUSxhWUVqXczjGZe41RxwGpxwshJEnVd7u6P6Vh5Zs79LHGlhxRd4MWb6zxZfBXX8ylnJF7b8OmaUC6miMVPkRvpJNQ2WsUlFovgeZ3vO5fFxSI7OzvsOc8zCl6mnHmZK6s5Dg76lCNDNjY7COgYUoqt7jyx0kMk1Rre8BYXzixgHU3oWLfIZxfoWZ/ifl/igdI1cuIamjRC8zxKToA4fouxG2UwHqPILoORQNcrc6OaJy7v89RKlDPlEa9v3URkwlIxzsByKGd8TBt6kzH1gUhn5AMCYhCw05rOIL26B6dnArqjAMeTySd6lBIKMWODwIwhDCJ8ef0B5rJtsobFzYM08YRDd5wgrtXJRwaE4SzVWp210oiDW68TjT5BN5glv5JktGWyeWixerZMe7AJnMM0D9H1MaXSHRYXFcKwzM7OHaJRjUikRSqVRBQdHnnkj+4+EASZbrfB+ZmXyRgOkjhLe3ybo9ElNjfjnD+/Tam0+J7G4Q8S+bnz7N07YjYNtuszkOZZjEbpdod85SsTjo+XOTwc026/xdmywb39FLZk8+nHL3Pv9SGV2QUKym9zKA84lY1y1Pp9bteewLKGtNs6iwmZkS3ihnF22xKB4DIYdgj9OJYVZSTE8dwhm7WAet8mn1TwfJd6O2B1JkHIAF3ukVBDlosKtYFDOupiORqObxHTZRTZ4BNFidbIIROZ9rRnE6Cr8JuvjZjPGzyyqlJIWAwmAYooEoZw0POopOO4TpvOME4orLBSOEKVRwjIrJZabDZu8MhSh/mcynwhwmgcQQyaVJIpDLHOYUdEESvsthI0e3v4QoWRJWIoN3j+wpNkslvcH0d49esC7sUUQzePKF7m+HiH2dllRqME7fYxDz75Ewy3fwvBl0ime5QqKSKDl1FlieOqwvy557l2J40b5InOpAC4caNLGMoYhkcyKWDbEpVK9B2BeMKfiDsAaSoOqw2Vc6e+v4f5vxtRmxrTdN6mUHiK8+fhN34D/upfffcOccIJHzVOxOFHEF33CYLvfTxXOcddNcFoANkoZGNTR9Jv3JmOr9BkKKdBVaA10lgoJfGdMZD9wK7jhB9cBEHgc587je+/yq/+6h1OFUQykTqtgcXto8u8vfdZspF/wGZN5dxakWjCxnQtfCWJKoyRomvg3+RnPpVHbGUQvZCvXe+S0kWiuoBNgXhimbBuAglazS6RKKyspP/Ic3nuuSWaF7ps3p0lP05Q7UuQPsfYamPbYzwvTXsoUe8lUNITonIDOxJhMJIoxQ55YnEXyTjPcbfHbqOAPr9JPt5ntxMQV0Jy8TSiEHLQCDju5NHlHse9Prn4t3mq0iWtBxhagCI5rBYD7noOttWjmAwZ22BacG5WoD0UuVBOMbQtXt4YMZ+fWvxnolM34bUSKGJAcyDQMy22Gx6fuaQS0Yfstza5u/dT5GItNqshkYnNdj1FUrtHR9ggETF5ZPlNKqUEezs6W+YVQiHDr39BQtP+ElrCIhLpoWlDer0EQeARhmV8/z6yLHHq1DKFQsDRkcncXJJEIiSdnrC2NsvNm4eEIZw+XUDTVAA8L4EmbTGfKjAc1rHtOpV8HHug0G7LSJJ1Mgbnu9CNCOULn6NVP0A2dBaLU2GxudlHUTIMhwbx+LRUO6m/zKmyxUIxTf1oB0l6kPFgn4W0xDDl0ur0ObO0SHW0Szo64Wz5WxTlb5E1LPxQIRGJ0+tNMCICoq8Rl0wGlsqNqsWVhZDlosZGTeCwlcELBEy3y4XymHzMZbkgcufQQVc87lVFkobP0PTRtSS24zJ2RHojkXJKQBRDVAmSEagUAqL6GMsZEdd9DMXnzmGEe9U4QyvNrf0apYTMUsHm7tGE1tDkwtz0eUb2iLvHHcqpKLM5lXQswPdjHLS6+MGQuOZRTklU0vf4yo0Kr+z8L4QYnJl5iY+di5HLKMzMpLG2fguHEl5DR5MUSvoeA1ZJJhNkMk1mZ2cwjAXE1f+JwDrCCo45u2QSj06ddRdzIQd7N8E9Zu/2LcZOgoEzSyYTodtN8dprR/R6DrOzaQShyk/9lMfCQv6DDKsfDJzed8pKaw2V9LvZcwgQX4PWK1B4ih/90WlZ6Yk4POGEP54TcfgR5PHH07z88i6WpZBIOJw/F2P76tc4rndYi00XmMe9qfmM5cJz52G/CX0THj8F1/cC2qGD/M5swxNO+O9BkiTK5Tkur7xMSY9jO2lKSZuJ8yrrtQvcOV7jzEKOTn+fV9r3sQIFNZPG3v9N0MqomoIsxiipUVzP4pMXx4hIbFQ9nPYmV+8HeLFP0XGPeOTKGs8+m8TzfO7dOyKfj5HNTksdB702g+YOfihSayfZOz5HJafgeQfsjpZ5+a0WqUSG/cYDLBbKRHtD1je7LM0v0ekGrORuUM5FsHAo51xOeS9zYbHMqDFkIdWnN/IwZJWLC2t0Bh2+tZdB16J86nydxXQX07TZOHawbJnZdEit61BICEiigum4JHQBU4T2SEUUU1QHMQbWJou5ab9WOgYPLMJSHm4fwMgOiGgKzaHNqZkALzCp93wuVVrsN/b55r2nOR6c5nRkl7OlXyNnJElr11nIHXKqFKc1tnh05SLNm7/HUfXjwBoLCxMikQK3bvWIRAwOD7+F48wzHFYZDEQsq8Zg8Ls88MBpEgmXbHafhYUUV67E+fa3e8AiADs7e3zmM2UURSEWS5LOgG2O8H2BIIzR67lY3pjV5TSynMd13e/MUD1hOiaoVFn+np8JQkipFHtHuDuUCwc8eLFC1FhHYYDi2XSdABkTy3yNR1cnzKfqvHxrB0Fa5pEFm1ysQU5OotJkrylxvzbkbmuBi0szxFWHwcgC32QmrSCIRRIRhwcWPBr9MRldIx1xMB0PPwgopmA5LxDTQ7wwwHFd0hGZq3seuUScILAwHZWxNWEw8SmmYKMGCBKjyT2W8tAceLg+HPdsGr018skET651OFO2GU88oto6b+9MqPd1xlYH14dCLMLd40VWKlFqnTrVtstGNY0kTPjEOR1N0XG8COdnD7hx+AoH/c+BlufSxQaBD0dHdRJym3zUYC7ZIx/vc79+wFC+QDad4ZHHcziOz/a2STRRxtGjnFmMo6o3vuu1EKjv32ZOG0NBxbJ6fO3tTYbDi7z99oA7d45R1Rk+/vElkskCn//8Vf723z4Rh38ibv87oyyabZXMuy0Ok+dg8xchDHn8cYF/+k/h9m04//2t0ieccAIn4vAjSTab4Md+LEEQBIiiyO7130fs30Gzd3A0GNtT58NUBPwA4jpYHlxZnIpFRVZYLKvI6vfPLjvhhD8NjcaYtZUsXreK7XhAkYgq4ftx7h6d4/XddXznRT7zoIIdGojBPap9m0p0j+HA5Hxlnm/dtsgZJsWIh2FIzOYitLo+40GdtzcOEJU2pRmXb4YjXO8cilLm1q0ely/XKOYVzIMX0P0hX/38F9mvZuj657gpOoRhgds7s1SHnyXiH1As76FXYmyPjkkuPUk+dQdrsIMq94ilSsSkMflSSLMbwYhHmU8vsrMjIog9BBNMa0xzlEMhRHZ2KcdGeG6ILIqoistOy8J0oTmAc7M67WGUw26f/gRMS0YSZIJgTCExJB+XuDjvcXMflgvT0TKGBuUsHHcF5jI+uThk4yG27yGOZbqij+U32K7PoBsW7vAqp1cWOVXq4QxD5lIepumjyxoLsyIX/QTmehdr9BLj/gKCMP+OGc3bCMLziGIZ328zHgsEwZBM5nmuXq1x5Uqep5/u8/TTq9y/XyUMZxHFP3Q0XmBr65izZ2ex7So7+2B10yxlRWRZ5s6eTt+R8YUq584NkeWZDzA6P7w0Gj3efLOPZYXU6wc0mzKaZnBxaR23/wqV+CGZTB7b7yN4MT7+iRX27t0l46toYo9capb5hTjXa2WEsIbht0hExywVdLxQwAoX+dbOInu1JVLRl1iI25gmLGc9PF+lPTCIG3XKGRcJgdNlC0MN6Y1hOAmQJKj2YDEPAgLtgYAsufTHCxx3D+hPLA47EsWET20AugyVFNw7spnYIpko+L5IImKwUFDomyMyUQfX8+iNZS4vuBx1XR5ZcjnugiCION6A2qDB719bQBaX2Ks3+bEHBeSgi656bNVFlvIuhpbizJzGYw81ic8tkViIU7t3m7HVpTOIk4lHSQpvkxBVEprIxZU+NfV1zp//eQBSqQa9XodiMcLMzGl2bhwQ0cdIksRR2yERi9BoBWQyKr4fEJWO+dabQ1T1PLYtMZnMsLVlc+4cbGzYHB01mZ09EYj/VZw+GCV8H9odmXTyXZpz+IfoBRAVGN5HTpz6Tvbwn/2zd/cwJ5zwUeFEHH6EEUURgE7jgPWX/g2X5mD9eFqmJgCd8XTo/cSZjq8YmCCIAFGKi2cRT0ZYnPA/iCC46KkFDKWBaaYI/F1UOeDinEhz6DM2QwRRn85OG/VJG32WszCb8rCjAgd7eyzl5zjqQBgqxCc9Vosi45HCckFg4u2x0/4L3H+zx+uvX+PMI2UuXMiiaWnW1w8wOCCjB3z+N1/FCHNUEjqyo3JjN85IeIy5lVla/VukeZWlSEDcrzO3vEgh9wCpsM+wK3P3tk6xtElltsDAmUXIP8m97W9jGS0QFGo9kYg6wXZrRNU+MxEZVemhyAEyHjttm/YQHl5SSRoS/YzDcdclbgxZKSnc2At5fVsnquksF/qYjkch4UE4NYgKA0hEQAIO2zC0Qm4desgi1AYKp0omlhtno5Yioj5EKbXBhNPEoyJxrY1nDUhFMnTGNU6nXezQY6d+SN//KZ5cO2Jv600KCZHWOE5cDKmPLuG629h2BxgCs9j2Dv1+HdfdJx6fodmcZlFkWSQI/O981gSBjywLWJaFIBQxjE0ODx/loKXh+zsEgUs6rZFIQLeb4/btYy5cmP2vhdAPFWEYsrfxJq988z6huMTdvQqe9xjFYpVz89/gwtwxg4HAslpDCjbJZpP03TG22efcmRyV5ON868VDBD1La7iLqP55+tY/49GlLKpbp2epZFNF3tiMkkudYrdbYNVvUpptIydtxraMpnYZO7DTtPADmXOzIyaOgB94CMJ0AzHwoWdCbxIysQM8BPxAYGI3KaUczpUDBhOJo45MXA+4MCfg+gHllMRm3ScdFdGUkFe2hrh+l6gmcHPP5uK8ShBOuH0YkjBgvTbNnFfSAQESplPnaFTm+iH81KMG3bHNeJQkDG26I4uIGmXiGIhyEV3O4/oqAynPQHSxDQ3ZPOa4FyGvydiBhqjmCUOJg93BdzZTl5YKAOxvvMXRjW8i+iG3jg2y+TLp5SXc3TepHu8wGM6ytVXjxu0Ie3shhnEDXRdQFIdez+fOnSpnz87w8ss6i4v7FAo6g4HD3FyKVOrEBfx7cPsQW6HdUYjFfN59U1dhmj1svgSJU3z2s/C3/hb8o38Exske+AknfB8n4vAjjmPbfPOLv8ySNGZswaOrU6fSu8fTstKYDiMLWiM46kIhabDVzHDqwuPE4vEP+vRP+AFndTXH4ZUs+5sTNt98GT0wySUWySUanC3fYr6wx0xaojucMBj1WM2FtIYiquQhEJI0RDabh3SsNbxIhHavTW8U0B7lcRwP3+nT6VnYTgJXnPDWWx0uXFj5zvFDJPb2BkhCBMOQqbZatIcehiLSt3sEQZ6EskElLZOUr3OxpDC0v8HB+gZO4jLDdotHly0i0oRWv0CslON2e42rN+I8MfM1DNmjUjxg97jNlSWZzkTnoCtwphjja7dMLpQtJm6AKouESIhSlKGlsd8ac2khZGBJRDWNJ09ZdIYakpBiIdsjFfVRlJBSKuTOIVQy03mkngenSwIIcNTRKOcyOL7DjQOR27Ufx9BcMolj4rn7LK89TmNwh4Q4wfSbCEKKe1WXkePyVn2GueU6srvJ8kyXfFQh3q8SeJeotQSapFAUBdctI4o1BCHBaNRBlmew7dPcuXOXJ57osLhYYGdnl253BkEQSCSOWVlZZDwe02iYPProZ2g2X6Xf9wmCOQTBxjRvcerUsyhKkn7/++cj/jBzuPk22XCTSgJEscrNbgM5/RM4jsTKbJbZ2ZB43MI+dIhKFpNJBM3w2N1+CSuZwT7cxTNV5FiRjl1ClnWOJ59gdxRg9kbMxbcZjk0aoycZTaLc3i+QWSowcQYsZC3i+oCXNwIiqkdSF7k8rzKyHRZzHi9tqGRjAc2+Rzkb49HlCdf2A85XRCRB4aChEtEOWcwn8cNp07ta8DnqCMiShumEqLLE6ZLP7aOAhA7ZWIiuTDC0HGOnwJdvNshEAs7MBsxlZG4fekgi2DGBxZxMfxxQGxyR0LP4tkfWmBBXsuhqi8OujKFqSFKahB6ytdth65ZCJSKhChqT8YSWmaU7kBmNVygkBNKZFOtvSLx43yc5/ybPPLPI0lKB+tE2eXEPI6tgTiy6zX3c4nmi8QQbTo5Wt4XXv87RcYr66C8Sj2fwfVjKf4108iqdSZYzZ57l1CkFXY/zta9tsbS0TCRSYGOjwcc+5lIqfX9/9A8tbh/kCPWGSi79LmcN/5DkBTj6XVj5OUolOHcO/t2/g5/7uffmcCec8IPMiTj8iHO0c5uEMkDyQ7wQigkQBbgyD0cdeO0+9MdQzoAfwpeuaayPP8vf+rHnEU4yhyf8D3L69AzN5g6HOwNGlk06EQFkCLc4V9mmkOrRMSfMpW3KqZCDNkT1gDc2A2YzAkNfxpyETFyZMat4ozGIR8iCSdfKoikBT5/6XXZbc7y0eQq/dYBlXUIULc6flyktXuRLr9/ADmKYrevMpCMY+utcb6Z46MIZXn31CFGIEDX2KMQEQEeToozqW4w7Emu5OzyyZtAZCHiKRL2X5YWvtUnlfpyX7m+juDVOlctU8hLHQ5n2KE86bhNVJuRTGUaeguV2SUdFbM/hsD1gOHFxgxBJkomrIaV5i826iyia5GIeRz0HLwjZbcHYEukOA/xAQhBCLi/I9EwRxw2IGzpbdRXXlRjZZQwdguA+j58v8tCDGd66t8lLm59j23iJxVSX8xWVwUgjO7vCmfQljps9LGtESlAwBYPJJEQRQp44fZdCvMe1zQSuO0QQFtC0kPHYpVBYYmtrgwsXkqyvDymXM3ziE0tUq20ASqVFRFEkGo3iugdsbIQMBiOCYA5IEYY2jvMjvPDCF/izf/aTZLMnGZTvRrDbRJMRFKUNREnqHVqTHoNBjcHxANnawHMDdDOJnpSw/QLHNZtQuoUWfxJfn6He3uaNtwYsnvkR1ve+jCzP8ebeaTLKIcfdDIfHFrWuRd2UUXiZXFxlaIscdzx0xWYuI6CpGnENAkSa/ZCjDjR6Eq1hhEvzHgg6Nw9CigkHSdRojwQKaRhOBLYbY5IRl1LKYaMaMrBAFAJy8ZBGP8RyBSppGFgCmWiIIltAC4QyG7sZPn7qHhHNZjjxOFWGwQRcP6Q1ctDVkExkwpLvcHOnzY9e7jBxZNbrJSRJ5eXNJPmkz8i6w9CcUIqW2Vu/z6MrNZKRKmfjAq/sP8Ke+RnabRO1H1DrL+NJn+DVVwe47oTnn2/RbxxRrffo9Sb0ej7Z3CzXvjFkbB4xad/jwctPsrtfJVePcUEYstvJkpO+xtmFHR56cAYtssHYuEJu5gJBEFCva6ytTU1tVLXAvXsHJ+Lwu3EHIEffGzOaPyS2CE4XxocQrfC5z8E//+cn4vCEE/4oTsThR5ggCHj5679Njh0O2h4icNiFxDuzDBMGEIKiTA0vNutgWgnOnrpAt3PArVtT18EzZ4onphEn/HchCAJu/zpL0QN+5IEVRO8Wx22B5VyN2XyPYiFCcjhhfiaOKkiMLYfNqo05gVd3DfJxi4QmEVPaRCMH9J2LvHI/SjGhsV0dcHY2TkQLCIIBihQgKm2Oj9/kz/2505TL0362x5//SX79l79JZUbEtmzgkJ/7cYWNzuvITzzG+s19hqMtxOIszeYWAi1KySxHg2MIPa5vdYhocTyxR3PyOlp4Drf6H6lEd0gk7lJrtFgqnyYIfAShx/mzp/nmy03iistqIUBSTzGwWtzYr5OJucxl4XwFtuseawUPQxPZqIrMZR1yiZDRxMfxQFdEmv0AK4DVpE9rAFs1n0pWZmBqDCcurcGEYlxjaB6iCV9hrmDgKh329k6zmD6gnoS7+z9Ko5tCkXeZL1hElDbV1l3y8dPc3GzgJk+hpHvUB0lm0zsMWGElt8mVmTvcr82x18syEc/gujssLeVYW1ug2x3xxhtv8Oyzc4iiSLmc+57X/datXe7fF9naeovRSAViiKIK5BHFFuOxwOpqgzNn1t73mPww4ws6omBz/nyMzc0WuRmbjduvkkycJqaOsCZwsP0Kc4kGYVSj06lT65cplbL0egWu7hxw+tTHGekJulaDj30siW3HsYYxqtsFJPuAiwtJnjt7ldHktzlsixQSAd3+MRnNpdG36I1llopxRraB600IwgR90+BeTcTz28iiSNdMo4hz9CfbIPqIQsBsWuTuRKOUHKOpFtUuDMYwn5X4rTddinFIxSTCEAwlZGiFrFfhocUGiCk2a11OF2GxaFPtCVQyEFUlWsOAiCKwXgXL1rAchflsm/6kw9s7Hj1TQddsSokJUT1PPCJj2haB5HJ+oYk7eQtz4LKcdxEEibnIbQamSzf+s7jCOXwnS1wTaLVCrl5tEYs18GydkpSk3VCxLJ3moMFQu8QLL9T43Md0GqM6hXwKw6ijii7l8sOcjm9x+dQxy2ULI1Xgdm0HuIDnOWQyE1RV/c7rfLLv+l/gDr9LHL5HmUNESF2Cxguw9LM8+ij8i38Bb7wBjzzyHh3yhBN+QDkRhx9RfN/n7uu/i7f1KySNMeVluLEHjgu9YNpjqEehPYQ/+yg0BvDwMvjhmGZ0D6FTZWP9URRVZ2dnh89+dh753W8EOOEjjuM4OJ0a8XgCVVXxWcKyfo/FXB9BiDJbnuPW3QZbNYdLcyHzOYmRpWFqNoJo8sCSjCTBxvEejdoxfpChkKgwn1Np9hVMt8DAkumYSZJxg6o1y85OmatXjykUUty9cRV/UufK6Q7leAXL6rGUBE0RCOUJYfs/ceqpi3zjGyVeunObR095CKxwe39ExCjQ6m6xPFOi1W1iqGNE6TLPXexQ3/ky52eGFBISnbHBVmNI118iG4Nbr66jC3N0Bgfsi8dkoi6GPOGh5ZCEBpU8RBTYbsCXrkEpFWCoCpcXVMaWzXJRYafh4wUhuThcmBfw/ZB8HK7t+iCYtIciEU1jrRRy3BV5YDFF3xJJRnwmgc3Qvs0DpYBUADPR1xjbe8znRFy3i+LJ6EEJazIilSjwhVtLxGSXpFFj4vYQpQHPnX6ddEyjmPKYaX2de30dK4hTKrncvXuXXm/M4oLAb/y7b/NjP/EQkWj0O6/5nTvH/Nqvjeh2nyISqaKqd7HtLxMEP4oodlGUPWZm5mg2Dfb2Wiws5P74APoho7TyKDvr30QNLYaBTH75QeaHHnOZe1ycKzMeKmT8N2j2Y+y2QlxnwF5/niCxiND6Cu6ww8H9e4TRn8Ew8vi+TrnYp0CH22aTlFwjrnSZTXYR6dK3Al691+XPPQEBAn4IL2+EdIcuA0tjqy6Sip5DV6v8pSe7BKHMRhUK8Tb1wYhG/QEM9YB0tEe9LzA0IxRXRugKZKICrh8SUULOXNQwbZH7NQvXD1nKQ28MP/4QjK2Au0cDDNknntPojCAbs0ka0BioxPUod4597h75zKQFXL/NQbtBIeFwaQ7Oz4rcr+vcPEiyVUuRjpkszsywqu5iyAnOzYHvefi+jaZkSEUcljI9UO4QCKcYjy2Gww6ZzByiGGFrq0EikURIpDhsXWMw0thpnGFlbQ3brnI1s8dnHk1x716NS5fatPwR6fg3WI0e88i5VURRZNhrMlMeUFw8JBqVWVnJs7k5RFGi+H6d8+cTH3Sofbh4x6203lRJJfz37jjpy3D0BVj6WSQJ/syfgX/6T+FXfuW9O+QJJ/wgcrLa/4hS3b2DbG4RFxu4HhSLMDuAgGmT/7Onp4OJ632QRVBFiGgiuqFwanVENvsEu2YDVVvA9xfY2amztnYy0PeEPx2iKBISUpktsZ58jWH1Nik9QuDbuHaUqzc2KBV0TC9BrbNNRw6nZVhDgcV8yEImwA1EKMnsNALOVDRm02O+fkvF9SQsb0KtV0KUFqn1XJLFJILgMxot88//yW9zrugQ1VV0eUij2aRSSCAKIc2hQCGjIM0P+OKr65SKqzQVmdc2jxgNk8jyLL4z5Ha7TDLdJh6JELhJel4e/CrLM3VOVwJAwfJ8rsx2uNsrIEt5ev02C6lbXFwd0hqA7bTIxjTimsBCXqA9Com9U1FWyRuMJjrrVZ+5XIAqJ6lkRsQM2G3DTNxFFEKccDpQPKJNZ5JGtYCI4jCc9BDCIY47RpUUbFciqjkMRtDuz9MfiVyav013kkY35pEck4EpMB53OWzPYVkaeAJ6IsfEjxNKPXShTkKXMe0AWYlSzozpyGMqa3lGoyPu3FGQg2PW4jcJaxWufu0eF5/5syRS05moR0cBkpTD84Z4ns5oJAMG8DsEgYznFQjDGWQ5zRtv2JTLJ+Ms/hBN11m6/Gnu3Tum6aZQ1Qi+X+dwf5MLlShB4CAKHR5Y8PCVHPd3HHSpz+Hmi6SFBtlolGHLxLNu8q07XXTjFLPJt3i4dItKcgvsAwpRC1WZzsvsmS5nZ0WikRCRkOZQJh/3Me0E7fEFInoTBJO1okMQWtiex2OrMnePBPoTC0VucdRp0xuD5eqU0z1SEYHWSCYd9Ujo4ATTvvZMPGSlODVCczyIqNMvy4F4JGQpBwE2jheyUZ26+oYIaHKarXqfhZxHPmmSj4lMHAdJFMnGJSzPJ6aPWcxG+dY9D8fPUs52icbHzKU9Dtsq2UiXmeSE1qgP4TK9nsNur83DTx2TTt/n7t08icQ+pVKGM2dOsb5+j8XFyxTWitz82h7JdBnPs6hUFGzhGd7ceZ29w0VIPMkjz87ylS//Jp3wFK9dbVAsKGjxCoOhiH8cEAQec3MiTz/t0utVqVQyRKMnLijfgzsAOcZxXSWVfI/KSgFiy9OZiqM9iC3wmc/AX/kr0GhAofDeHfaEE37QOBGHH0HCMOR45zo7r36RYX+Co8KrG9AawkOL8NjK9Aad9CEI4MYBlJPQGUk40Xkeu3Sae5suip565/kCJEn8QK/phB9MZFlGKyzx2je+RadxH8E7opiaRZUD4voWhubiO1HMYJWv3NtlLmORiwX0hhBmoWsGCIKHKPiIRGkPM/RNhYl/ie3GmPt3LpKJeThhEpslCrFd/OF9Dg+u4A9EEksRqrURjpMklA6YWCYH402aPYX+0CeZzBGNzqCpHQKhxE5tFtl38P0sjv1FFvICx40UjlfluXNdgvDbDEONZneCvixgOQ6WY3Hc88mlxwiahqbb5BIu87kopaSM5ZhUey6WI+MFAv1JyPrxdK5oZwimJ3OqeJru6C5+2KM9FElFQubSAQdNiBtQSMDIhoUc5OLTuXH1gc+zZ3wsV+L1rT65xA6tUZmRBcftMYQhgV9FU2I0ai7xxIBEIorluHRHWXw/gekonJt/kUw0iaFH2K2nqJlD7uUiEEaRpA71bp+tqktnsgmez1ra53TxGo4v8vpraRbmffrHt0ikngVAUQKiUQVRHNHrVYEG8CjTWYg7KIqLomSp11MYRhfHcU7E4X9BsxmgqtOh4GfPxnn79QL1zh08q4fuauw3BRTxkJWixXDUIKLFURWF476NF86xvn1Af3Aa0/AZ7W9yVh+QTiVIprIMuuvkC3Hubbto8nS0Ub0nkosHeL7PZh3K6Tb1/gH3qzMUU03SkRHLeY+YLmD7Aa4/IRs30JQ9kkbI2FYw1C7tscedI5+Z9FTcmTZ4oUS9G6Mw6QAemZiA7YfYHowtcDyBpWzAYBKymAdFhLsHMFvU2GlE+da9Co3ehP/nj40wbVha8OmPYb0aMLJgIScSBApOoscnz36VpjnLW3tRZmbXiMjrKJLLxPbYrElstwxcL4Kmphn1EzS2b5Iv2TzySJbV1XlisRie5xKPN3n11bcIQ4G1tSqZTIlo1Cafz2GabSzWSM6uMR6P+YP/dIt6/Snk/lsMi+doTmzSeZOOlORMfB6AjY0x0eiY06dPnHm/D9+eWjKLGtWayuL8e2lSJULmCtS+Aqs/TzIJzz47HWvxv//v7+FhTzjhB4wTcfgRZP/+VaTGV1nQ7mAXQ2q9qdPhXhNyCchFYSEP1w+m86eu7sA1AV5aL/L/+Hs/hRhJM5DjKKqO41gkk8csLi5+0Jd1wg8gOzsNrt9d5A+uBezf3uZvPhdFkiSOuzILeYm2CfPGHN5oxFJOwXJNiolpJnviTvtgo2rAVh10zcMPBmhKlFLyBgMrRsP5SQIthSpGeXLx93n6kelU41rz95iwwuuv9/GDGKlUlInZZ6lyhm6zQdHocVxNcFCrk85ouE6K20cC13eX8YbHxPR9zszM0x/XqKTf4sxMi4OajKqYaOGI/e6Ez78tko+GDCdgu2l2DkvE4iVSWp0gEBAFD02x6Y4VgtBDV32OuiGmLaFIAsc9laQRYzbr4vpVymlIGz4vb/octCV+5IKK5dj0zKk5jenA5QrcrUKzD48uT8fQ3DwQSBghh+0hmjrCtLMkIlk2qnHEEHrmHWLGGrV+G8sP+ebtJRZiLqnYDgQ9khEF143guXEMYcg3N3+S/mSDM+V1Ju4+r28/hxJ7iFgioGK8QD7uk47FSBgOm60Djo5yZJfGWJaFqqo8+GCWt966wcaGw3g8BgwURScMTcKwTBge0e8rdLtQKrUwjMUPNEY/jEQiIZ3OdLRCPB7hiadPcf5Sha//QRXfsykEX8Y1hxQiFh9bhlq3gR/IFJMxbu712DlaZbM9h233eGjBZGOvQ75vU+9GWD9eYG12yKlSCsXv0RoV+da9AYXEhGpPoJSUEUgQN1Quzvu8sb3CXOaI9apJKmbjedO4Wy6o7Lataf9s00HEZ2D62B50x6DKApsNg9m0hqZ4TGyNs7Mag4mNiEdUheMejCYiAQGiIDG0fIpxsAM46qpsN1Um1oDTZZvu0GOlJBLVQiwHsnG4uR+gSiJdM2BgJlgsOGSsPS4txal781y75/DJcwGGnGe/ecRcpsfQvM6rO+dZSPeQTR2/NebW3S/x+usWly4prK2JlMtPsbg4NZDp9bbQtD6atozjmMzPDxEEjdHIZe/O56noPeSoyu0Dib3qMcW8SWk5z9OffPo7r6eiRGm3uywt/eniIAgCNjaquG7IykqOSER/F6PsQ4LbByUGgkCtqfLgpdF7e7zMw7DzS7Dy10EQ+amfgr//9+Hv/T3QtPf20Cec8IPCiTj8CNLev8pc0uT2lkcpCSMTOib8+MPTrEOtO93V9fxp5uKJU/DmdoY7rb9KT/4FTGPMn/tLJY6OWgiCQLm8+J05Ziec8Kdhc9Ph4EDkeP+QpVwZNxiQS4wQhRG1bgrL81ktH+NNmuTiHq4vkY2FJCIB+y2w7WkZZWcMC3mfnXabvlUg1Fcp5lVKlV3utheRQxFdCHjr7XUUJeTs2TZbe6fY72UpJHyu3bvB8sISr768x8evzDAYxPF9m4sLGbqhjtOTcUwJc1xEFSb4fg8/yDEwR6SjBuW0hhPEiSs96gOLR1fA9V2OOjKuFyVlKOhSi2pHYqe+xI0th4hqkY16bNUEeiZQGDGf8xmYGoIQYHtpXE8lHRM57IyIKAKNocBDiwGi6LLbdHF8SEXhXBoIYb06fd8uF+BuDVYKcGFOpt4PyCcU9joKpZTK3eNzvLr5AIYqszqTYqXsUMhovL73FKJ3B1G6SHdkE9f7GGLA0FsBujieiufbXNu7xPW9CiE5NC1HQqqwv/81ZldaDIcix65FolInn80x8ZJ86VsCpa0Rqjrm6afTmKbAxz9+im9+c4979zZxXQsQSEfvMJe/TyGZodN+lIcfjpx8tvwRnD2b4xvfeIVGI0E0avGX//Is8USedGmOkXMfzS2SUDvYjkUg+aiyw/ox6LrEYUtlaJrUapCP3aASvc5CRmZgxhiNdFw3yiNzN0lEZI7aUYRQ5a3dBZbyA0rJMUEYsnHsMbJBV1weWjoiGZFIRgWyUQ3LtemNIaJNWMxCKiJRSDicnoG3d6CSERiYIbqmsVaKc/tQRpbTBL7MQr6NobYREcknPRRRYr3qQxAyk/aJ6VAdwGpB4OaBy1LO4cHFFlHN4X4NInqA48FxFzpjia4pcn1PxyPLo8stPN/kwnyUrcaIofk2F2YN3t4usJRvsVLUSUYCRk6UvjNkt1UnId1nLZsgp7i80ZphOHySra1jTp+2UdWpENO0Ik89NWY8rhGJqAhCgq2tHpu3fpmFxIggGTBs1Yn5MjcPfobt1iGfmBkShl1gOg7KdSdkMn+67HgYhnz967uMRvNIksz9+/t8+tP5j15JqtMDefp7qjffS0OadzDKIKrQvQGZKywtwcoK/Oqvwv/8P7+3hz7hhB8UTsThRxAfmf5wQr3VIZIFRHj+4nR4setN+5Y2anDQhmIKtmtw7yiBHr1Eq+WxteVz9qzI3NxJEf4J/2OIYkin45CIRFFFiWu7RdzKPpJoEzIiomq0xwq77Th90+IT50SGtocuw9kyXN2bisMrizJ7LYW+kyMRq/HoGYVWe8hmp42b/ARf/NJrRCo66USeQK9xeJwjlV6kGWq8ut1jOJhFlv6AeOWQ3S0JUS3QG45QBAcvtszsXJTSocuTZ15BDXK49pCzla+SjUMh1ef6QchDiz08v4/t+JytyCiig4LLt9djDEZFgjDLvWODe7US67W/wkZjg0L82zy4cJszMyGiMMZQFSa2SxCGEApE9ZBv3DFZLjgcdB2WciEBAiMrRJKg3obTM1BKQn0AmgKVLMxlpvNKrx/AbMqi1tdQJIkwMNmoebSHq9jOHIXEEYE3R9dMEbSb5JXbyDM9xpNr+H6SsT9DezDC0AO8IMfVXY0gVIA1QiaAjG0P6HY3iUTSbFWXubx4zCRY4V5TJlZZ5nb9HA8+/DiGoQM5Xn55k1rNYTSaYJodZLmA7++RNOo8trpN1IB8bsziaYFK5cc/4Aj9cPLaa3VWVx9ncdFD0zT29nZ57rkS0eguYbzEoL1G1LzBwqyMYwfEIyqRiMZRN4OqLRPRdBTxkI+tvUE5nWO/bhOEIq1+yEJGpBg3SMZ6hH5IVJXYbopMbJeZFBhaQBhqXD/okzQSZOM1dGVCLh5gOyKuL+P4AY4nosoB61WfUnpanqopUE6LvLnjM58TuV8LqfZ0svEO+ZjE/ZpFJuaSMmBoK6iyRyUbcHZGwPZCRIAARFkgaTj0LY+5XJShHTCTgq26wE4jpJwRcFyJhxY1XryvEFU6HLRNThVBYILnx3HdLp2xRkAG1+siSwrHPQ03jGMoQ9LRKpVcBcGpMZeSGZgv0u1JTNSHuXatw0MPScRiMRSlRz5fpFxWODxs88oroGnLzBZ3KEbeptuzmEzGRPVVBMEiFnuM/f03WF6e0GrtEwQiS0shy8tzf6oYaLd7dLtFdH26TFOUedbXD3nwwcq7HW4fLG4f5OlIm3pTJfNejbL4DgJkHoHjL0xLTIGf+Rn4h/8Q/tpfA0l6jw9/wgk/AJxs2X4EWbr0PC9cbWBOAjZqkIpMS9IUGfrW1IjGcuGJNVjJQz4BPTNHIM7Q6QQnNtsnvGtcvBgnnx+hRDR8xlQyNYLQIQgjuG7IXOYI2zpgrWAyNC12Gi69UYiuwFF3uuAcTODWvkdMd5hNtDhXHNDutpgtqcyl97n29ucZjhPcONDxvRsktUOOqnvY4wEPPphhMHCZMa6RMaLYXpbX7q7zxvo2i4UGlUKX2fgulYqNbU+4sDpDLOZxulJlIe8jazKtkU0q6jNB535D5fSMiOXYZBMCkuBQTMp0RwLHnYDDtsBe8zxBmGW39TDd8RKyFGNkD4mqIhPHx/ZD9poRbh+OgRGPrcDQhG/dDRjZMpmoTFSFmQRkYiCJ4PjT3kNVmn4JwnQh7vuw24K5bARDjbHX1miZKXbb23SdGXqTPtFYjCA45szMmJxxzONrxzx75kVWSzeZzexxtzrLF64+x1dufpLGIIcgHAO7wHWgBzh4noLr3EfTYOB41MYmd9tPMnvqIVZP5d4RhmDbDq+80gcCXn31kE5nCVHMAS6ZeARFOo0gLDMxo1TyQzKZyAcTmB9y7tzp88orPd54Y8Ibr7xMe/vbHN75Oo8+ZOCE25Rj69hSBFGSiUR0miMJSRbIzSSYhFEOB48Tj3TxgwRhWGUmXWUm5eL4AhOnxH5TxnEs2kMTVRpTSBo8e94logbENY+Y0cNQmvSsQwqJBhDQHigMrADXBz+QqPYCbh+GOF6AgEBzOF1QvLHlM7Sg0QsZTHwWcjbz2QnJSIODTp9b+yKHHYFczGXjOKAYE4nq05tOOQ2iCDFVpGOqrBRCouqYlYKProDvhySiEIbw0LKAoYY8e8bC9W3CQGC7GXB93yNtDCnEx2iyg4/DVivH9f0YEzePIjiYtk9vfMDEbiCJIe2RjqYYSJMa/eYmYTig07mLYezzzDOJ7/TE7u1N0LQMAKEyQ70hs7a2TCwq4opJ8vnTRKM2uq6yulrkc5+b56GHIvR68MILBzQavf/mGBBFgTAMvvM4DEMEIXyXIuxDhNMDJYbrCgyGEsn4ey0OgcxD0HwJ3GkJ6wMPgK7Db/3We3/oE074QeAkc/gRRJQ1BiORxRjs1qZZhu06LBdhNJkuulUZKhloj+DOUQFZvICiuAyHB5w79xHbmTzhA6NQSPELv7DAF+Y1/sMvvUC1JyGKE+YyNqeWB6SiPs2BRyZmo0oBqQhY3tRFd6sOl+enY1YKCfjYKYmNuoeha9yugddK0hzGqFYVPM9jMK7QG9kgamSyu2SDXyQ4XOZcAbLRCRfmfOJKjdiMwkZnjBEvUh8lSUY8avUWEzmDNWlhGH3KmXuU0iYtexFRfwBZ3sSoPEa7usFh/yqO7XPQhqgsI1OjO4rTnTxMIhLj4eUG37qXZCl3j0pWwwt0GsMoSaNHRJWopENimkC1G2Gp4HHYyVLOZOiM7nL7sE1EDZnPQbUPiQj0x1On0qPOtJfL0KA7goEFQwvaA4hoIferAbJSIZ0uc3FFR6lf46DxKW4e3KIQe4mIJDGbCojqEyJRkb7l0BwMWSu2OGzfRNMgCPaAp/F9FXgauAZMkGWJx09XSWkqslcmamhsDTXS6SQrKwbVqossK+zstEinc8TjOQqFKsfHQ3xfAZKMrJAgOMJ1wba7bO/LaCdNPt9Hr9enXg9QlAyOdciMdkhGbTCfSrKz901OlQasJZc5TOvcuvsy+Rj4Wh7PtAkEG1OP03cUJGGb1eI11mZ6jEyHrTbsNp4kE89zvy6iSFDtKOhaCVVS6Y9jJIwJuiqSNELyKYXeyGHiWiQMD1lSCcKQvZYCBNjuVCjansjVHYGlgkzXDKj1HOJaHFlMMp/r8+DiCMsLmU0p1PsOjiew1QzomhrNwYT9bkgiIpCNTZ20txsQ0SSW8hp9M8D1ReYVh54J6Tjk45DQQ5IRl626TTom8qmLAbWegir5SAI0BgEjJ8LZOQnhsMXvvF3hq5NLfPLMNzhVMpnLFonHJHpWEzl2AcPpcOugj6J2ONj1KYRZPvnJOk89VWBnp84v//I6risBx5RKBolEkkTuHLf3bxFEEoyUIpvNeYKghSQd8YlP9MlmU3S7Q15+2UfTplnDb3+7xvPPm8Rif/KmSDqdpFjcodWSkSQFQTjg3LmPoKHNO5nDZlshlfTen8ydHIPEmakxzdxPIQjwF/8i/B//B/z0T083KE444YeZE3H4EcP3ff7lv3yL3rFJJgerJdhtgOvDrUPwPPjkRTjsgK5MbcQVOYkU9XnkgsEnPiGxtHRSTnrCu8fycpkrVxr86/9vBlM+QhT6RFUf1/eY2OG0Ny8GQWHqbnj7YFo6GVGnf3Z9yCZg4ko4vkKv1afTFbDsCB1Tpphq0xk+iSztITJiPFpneVbh0lKJIzPKAyvbxMJb5FQDVRjh+gq6XyMrCIw9m6b9ALJ9lkhaZe9wn9lIFder0hwKnF44Zuga3K3PMrzbYyVvY450bMujkvFwPIF0PIKuRbEHIqJoYKgQ0QRkYUAQONQHl8nor6MpdTTVwHYD6n2XsTvCcmSSkRGHbY8nT+m8tbOEae9x48DjVAm6Q0CAN7bh9uHUTCoEDlrTzOFSYerWqCoWouTiMEsq83EEdQ9R28H0M+xWxxy1f5bZ9OvE52wkIaA76ZKL+VCMMZu+yVEn4Gh4FkFYYHpbiCKKNhCiaXl05YiULiOGfeYzd0jG45jCIrXaFT71qSjRaINeL6RcrhKLPcTt28fMzVXY2xvRaikIQpPmQODGgc5sxkFz0yiNR3jttSrPPrv4QYbnh4rXX9/j6tUh/X6KMLxBTD4imxpQqUx7siLiEF0OsV2Ralum1Z2AE6DpPotZkeNxj0dXhgwGL9Nr+URUk8Af43oJ1o/X0FSDmwcdzlQEblcTJHULSTQ56paAB5hNfZtEJGC74VJJS4ytGvkElNMKt/Zsru1LaJJMOgYPLqu8vO7iBz7pGBy0koxtm4OuyEwyiRuMiWkTHM9nNiUAAZ2xx0xKoJwKSRo+F+bhoCUwtkN8H2o9uFABWXI4aLuUM1ECDOq9Frk4iAIkDKj3QBADjjqQjgmkIjCTCvidN2E+ozOTUVgrh+y2xySiZUqpeW7upeDMGvlUk1x8xNmIwEvbAW/s2czEdK4sR6h1esR7VW5e38TzDqjXs/zu7x5TKFwgDIccHcXJZu9TKiW4eDHG5376SY6OHEorcxQPbpLTfpXKTEgh/hjNZo9abYSm/efNVkkqcHRU5fTp7xWHjuMwHI5JJGLfyVIKgsAzzyxxdNTCtj3m5ysfTVdfpwdShFpDJZt+H7KGf0juMTj8baj8JAgCTzwx7Tv8zd+clpmecMIPMyfi8CPGrWvX2bj2JkHzJmfyEFVBik/d5e4ewdmZqamFIsHvXwVdFznujlFza3zmM1dYXu5/0JdwwkeM9fUqX/rCNsupAfl4m3JqTK3vEhCSibokDLAdsGzYaUwNkiLK1Mlw4k03MSYOfPXmhIsLAWGgkEvotEc2A2uepUyC/mhAb5JF0uPkU7PksjZjs05oiazkjtmuqrRGIhkDWmOfSCRFbygghy696gavvKoRyT+NEjVRxRaFVJKVfItq65i7RyGhkGIh4qGFEscDiZweMpsO6Y5FJg6slerstQ+RpHn6E5dy6kVOzVxjPgeBHxLThtS6EqYDpm1juRDXIwiMkAjxgjbHXZeIBrWeh6bBa5twYRa+fgdUZZr5X8yB7U7HWrT60BmAIoc4rsxeI0pu1oNwB10/YmFpja2exu7uDFa4xpdvGmja18ilMiwXR4iChEOX/V14ZHWLQqvNxElQGyYY2iuY5k3CsE82eoPnLqvMxe9gKDtI8irZjMQpRcYcbhCNPsHFi9MZh6NRhi9/+ZBUSuDevbtIUpEgaCLLDmGY4qDdptp/kHx+DTHj8vrrtRNx+A47O3UOD4sUCmX294/x/VXmK5BLNSiVphlWO9AZuUle/Op1CuKbLKctRDFEEk2WMxKmOSKfyLJaGBDLvEYx6jGcBCyX4PLoDttvpHn+4qtcmRsRhmP8MMvYnoAw4Nb+Hkdtie444NzcDNlYj8APOeqI2J6Hh8gnzwc4PmxVx9w7hFOlkKQRcvsQemYXAp90BNZKLVwvoNbzuF8D1wvxgwBFhGQk5MY+1PshvTG4fkg2AoUULGSm73lDDSmlQzzfxHPzdIYmimySiQZkYmD78Nr9abn1btNnpQie7zOTFjA0n2rXQ5UFBqZCx4J0agHdKNIcv4kqjpAlGI6PSMbT6L7F0DWot0VG1kNkYlHEZpONjTXy+V0E4Qr1uk8YhsRia6TTIQ88MEsqtcnubojnuTSbdZ67fI+knMANZvGbJp//zTd55GMrOI75nbEknjcinf5eYXh01OHVVy18P4EsN3jqqSiFQgqYCsRKJf9+huH7j9sDOUL9WCWTfo/NaL6b+Np0jEbvBqQvIwjTnsP/7X+Dn/xJkE9Wxyf8EHMS/h8hbrz6RcLDL/Cx9L8nkg3JxmEuNy1Jaw6mvVsxHU7NTBff6wL83ttFaoPLaJUklUqDQiFLo9Ehm00inXRmn/AucHDgcrx9i8CrcaZkk4zEKaV67DUsvMCnPZpmDC13GquqPBVDS3lojcG0QAASEZ/RxKFvR/BFDU0OGbT3iOshecOiPXia1zZzXFy1kI4nPHM6Tll3KSUG3NpPgpDAC/M47gGmneO1wwYrJR8piDAXdxn1/gWrc5cpGxZz6QGuG3Cm5IPvEdE7eAGogUAx5jO2QiwnIBVVUOSQnZaA49bYboqossOfe6xGNtZnJtXn+v4AxwcvENmuK1TSA0oJDydqc9zx2W6NMWSBtZmQp85M+whH1lQAvroF6Ricr0BMm/6OJHGaVW2Nphs+h9WQ2bRIIV4k5r9NwWgzkhO8tR9na8tCUUJ8X2LsfpbfuzrLhbUX2BrEWUxMwDvggaUI2fgBO/VjRBbYrn+B17a+TLy0jKLa5GN3cO2zVIMKj60M2KgeUxvJrFTewFCP+eqXVVZPLXPuXJlYLMJnPlPg//w/v47vG3iegyCIBIGNJo8pxqP4vEE8voIk5Tg83Pigw/NDw2jkoijT3s3Ll/Nsb9dJ5ULilQojb0izauEop/iDb/wSeucOKwsixz2d8zMDxk6IY8N8RmajvUtW6XKhEkIY4Lge9b5JQhd5cu0NHl7uU8mKzCQt7tf2SOgihMc8f05HFGUGkzFXdySS0SiluM1w6CAJAatF6JkqNw88fvRSSGsY4ntQ7cG5eXBch4O2TFRTiaohQzwKSSgk4db+tAJgPgc39+GhpenjxuAdN2ITGn1IGmC6MJOGR7IyN3Z9vr1e47A9w6cv14jqNkHg0R5AwpBBCHhgKcAP4LAF40nIcQ/Oz4YcdkNkaUxC2afTP8AN5nl19yc4W/rHnJ5tM7R9IqrIgl5n42ievllBFFxcb0gQCujKLN/85ksMBq+jaTLl8gyyPCaZVJAkkV//9Rq53FN0uz2qW1/is88dIotFJs4BraHBzNx5wlBhYaHF7q4EhJw+LVAofG9p6LVrI1R1/p1HMa5d2+f551PvY+R9wDg9kKPUGiqp5PuYOUSE/Mdg/zcgfRmARx6B//gf4Rd/Ef7W33ofT+WEEz5knIjDjwit+iH68A363XvMpTqY9nSBGQZTYbjTmDb7Lxami8+NGggidMZRUrlHqZxdRtMkvvhFB1HU6fevUS6n0TSFCxfi39nJPOGEPw3tdo+dm7/FjFZjZWmPqFonoulE1JBkNCAXn25YxI1pNrs9nPbHfuL8tPS51Z9mzKIa1PsiqhLi+D6BNyAQJpTjW4RCjKZxnkeXy7y5M2arHuehy0mqZg9ztMWNnRSOKXB7a5XWsEfXeZJHFm9yoWIym4nSHhuIyh1sb4DlTQVYRJ0giw79kYeAT1wJMfTpzMU7+xYzKdhryxQSIUcdaPSLhCyzUY3wyYtvs5jbIaI2KSYGPLI4JhGRMRTojic0BwEPLCm4nsvtA58LFThbDrlxMF0oR2OAMHUnlaSpkVRvDLU+FBPTbEkQCnTHIafKkDQE0nGb3ZaPaM8xHE/YGT3Iwuwymch96u7TaNprhOEObrCOkizS85/i1sFv87GlDqq4jU+UB+Za1PoyIpukIxNqg3Ucr8Jcxmev3WLCPIfdNk7Q5rFzMkZswnF/jtvfrvL2tXk+/vFtnntuhX6nweZ6E1H8EVy3jiAEGOqYZ86N0SQVTU+w3/81ZPlzrK3FPugQ/dAwO5tgY6OJquYxjAinTml85jNnMAydo60bUH2D/Zf/AReTDWJRm/mUiWsHDC2IGSKbNRnThe3WgNPzIrYzwXJU4rpMf6xjKDkWCzXOlg0CxjjeBM+32W5KfOq8jyzYhMgkIx698YSUkWS3FaArGroiMZh4IOisFCb0TQkv8GiPpxsVQgjzWUjHPI7aAVv1gNUZiCenM3YXctM+rogKfjgtj755BOdmp+ZKey2QBPCC6bilVAQ2jj0kUWKlGPDqdpKNeo81Aq7vhRSTMk4gUUm72A44bkA2Pp3lG1HA8gTOVmLIooHesOn3t/H9HyGmmdysP0UgfItPXxoSNxw6VpuDukjVXSH0Dul7T6LGV+l238T3n0IQLIZDj+3tF7l8cZGE7PHGi1/H959kf18gDPNk9Di1do+ZTAJDFchFfewwTjQqc/FiiQcfDBAEAeGPcHsLgv/c4Ob7HhsbDdJpkaWlOLlc8v0MwQ8GpzsVh02VdOL9FIdMXUtv/wOYVMGYQRDgb/yNafbwL/wFyGTe39M54YQPCydttx8RrGEHQRBxu/fJRAPG1rQ/ww+n7qSyPB0a3OhPb9KVzHTHt9qPYhoXOHcxw/q6hmFkME2bjY0l7t6NMx7P8eKLJpOJ9UFf4gk/YNy9W+W3f2ODcjRKq6Ny1EmTjU8w7QYIY4pJEcefZhCWi1OBuFiYZsxu7MObm9AagiJOF42FRMDdQx+JMc3umIXskL/whMnHz7T5ix97m4zxj6nkWsjyCnuHB3i+Sq1ZZmP3Ct+8+wQvb3yWqwe/QNtcI56N0xkN2e/ouH4EXXLQIkkWl3y6nkJnonDU9snFRQqJkKFlM7J9wEcWRWYzGrYn4vka67UYW80LzKTrPLp6nYS+jibXKKV6aMoQUXApp8DxVSKaiKIo9McaO61pCV0xMX1PJiPT72Nruohu9sGypsJYkmC1CBN3+vs67IYo0jTj6oUyhYTCWrHObNohbVh0233u3YPhKM143MFxVHS9y1NPzmE4NVL273C5skkpHycQNCbemLhhk4kesFba5HzliE+es3lgoUG9NyTwVTzf4MbhA+x1y7Qs2GotIkoRUhGHySTNjRsW61e/zPD+b7Ci/T4F6V8ymURwXZdcbA9DiSAINoQTCtE9otFNnnmm+EGH6YeGTCbBE09IJBKHJJMHPPtsDMPQGQ6HvPblz/P53zkk7lrERAvHh5EVMpd2Oe5K3N4XcHwRy4Y7hxrNUZqRN0tnnOTukYHteahynUJsjCo1CYIASQyp9wU+d1nBdkGSQlTJRRRCUhFw3AkRVWY4KXPjYJlvr8fYrbuMbRCEgO5wuqHjehCE08oU24GYHjB2pnHdeKdntpCaGizBNLZf2YSoPo3twQRuHEDXnJouXd2d9teaDsSMgOOuz+MrdcJwQszQuTQfx/ai2I5BVJdRZZmRLRIG05mgMykX1/EgFBnZEl1TYSbro4pNpHCdyUgmDD0MNcTxNAxFp5SYcL/zM2ybz9Lz4cyZBmAyHgsEQUC5nCQejfPxi9eoRHdYTt4i7H6J4bCFJClE40nCyByhMQDNpBeWWFiNks3oOI6DKIp/pDAEKJfDdMLWAAC9fklEQVQDXNciCALefHMDz5unVqvwwgs2zeYPQZuH0wM5xlFVJf2ej7H4L5B0yD4Ge//hOz9aXYVnnoG/+3ff31M54YQPEx9I5lAQhF1gCPiAF4bhw4IgZIB/Dywy9VH/n8Iw7ArTT9T/D/BZwAT+WhiGb38Q5/1hJpLMMxCT1PsuogmyOO3Vst2p8+NgDHEdHBfuHU9L024fSryy+Rf5D/+vEp/+9AW++MWpbXa3O0ZVKwRBCwBRzFOvd1hc1D/ISzzhB4gwDHnrzRbN3W+hatuEXhNBTLBRXWFst+hbXeYzPSRhGpOTd4bdV3vTBedGFQwVklG4tjctTVOlaYai2nYJgjGpiIGhWsSNkJAxP37F5YHel9gb7rHTmaeen6feuc39gyh3j34CWZlFEDwW019lsRRjKXuBTn2b44HJIDyNJ82i9OtEJfjWHYnnziaoDwPSUR8/ENlrhoiCRlT3CIgysiW+ctvgqHOemAaN/uPkIhPOzsqsVz0UOaA/EsnERCaeSKOv0B6FZKIhR70JKcNDSsJMZroYjqjTxXHPnJbSHvemmRVFhJgKrQFs1qZupZYDK8VpGZ4keuy3YeQYHHdMVEMgpY15c8Oja36OiLrFubkXWJgrIHt74GeIq30yeoR6Y5+IUSH0bnB9r8d8JoKmyAwnAq7rUU75vL0T8pWbZ4lFRZIJgQtzEwRvk5hYIBVq3Nyd4OefZ9Q/QurdIK9UeXhNIyncp97+JYa6xumZV4mpt2gPkoSBgSOmKacXWF+PMDc3JJ2Of9Ah+6GgXM5QLn9vuuKtN3do1HJEDB3TeRvXNzAMgeO+R73r0xrA6VmVatfmqBPh/FyWN+5FSURd9mtRXts4w2ev3GC5KFBKCWzUR3TH4Hox4saEMFSxXJtGPySiT2dqfuwM3D92mTg+3bHKyFphYs2xUz/A9o/42actEKfv0VISHA+2atO5uZo8LQN/ZXPqNixL0woW2wEvhEZnmg2/uQd9E/ojeGQRMvHpfWm3ORWMcX1aPbBcEBg7PRKGx14TMtEQ0wrpjUNU2ePmvk/xnQyloUFSh29vQDI6RBBDQnEGTc3z3NlbiExYyfcIfYveKCBmTKgNBnSsNXz/q0hBGsnIcPdug9FIYDKRCIIK9+/XKCS2iciL1Go1FGWV2fSErY0ejjPAKEdZvbDGA+dl9na3WEpoeJ1/i3ewRjtQkfMPky8v/ZGv+UMPzZNI1Dg46FIoRL9jCKdpBTY399jZ6dPriUQiPo89Vv7omdI4XUie5biuceHM+P0/fuEZuPuPYPmvgpoC4Od+Dn7+5+GFF+DjH3//T+mEEz5oPsiy0ufCMGx91+O/D3wtDMN/KAjC33/n8d8DPgOsvfP1GPD/e+f7Cd9FJj9Db/ZZ1nf/LooPj52aZhVi+nRhfft4ahG+UgQ3mJaZJo0UCzP7fPrTv0A8HieT2WE8jhOJKEwmVU6dmi7YPG/wPU30nudRP9xCEESKleWT3sQTvo8wDKltfIVSfAF/fMjF+RS7x4dsNM6wVy/y+KnfxPdsEvoI0wVDB88FTZ32HOqx6WKx3puWnY3M6ViHUhqGVoiqTGgNHY57AtmYRCri43kKQt9mtWDh0eWwk+Ltwx9ldz/A8yIk9QmiWKNSOGLpVBarH2EiFdjpxzEjP0ZgD9Cs2+iyTjJmQNhj7BhIUhJFVfAJGE26eIFObyRguyaq6LJVUwhJoKsxfHYZjkd4gUBnHOXiXITr+y7N0QQI2aoneKnv8viaiSZN5ziuH0M6AvttiOoSS3mRg5ZLLjp1G65kp4voqDbtMwyRIYTtuscjy1BOhXz9joskDNlrS0zCMn1L517teRRF4rHlXXLJCHHFwRC3SGRbiGENMQhpDfKM2nOo0gGXZ+MMrJBcvInlJulPQhQbbhxcYezmkLwBz5/e5dTKwxhyj5Qx4W51hB59nHr13/NnPvsgcjBEUyQUJUSVc5wqbTGxLzGXMVgr3WS/o/P65pMcDB9nZ2Dz2GMae3v9E3H4x2DbDnv7LhtHEleWE9zvnkUaHjIcD4gaLvlUAUEcIEtQHReYzWXJJR1GbpFWu80Xrn4GQxVpj2rEjR6uPyYVCXA9lY1qkXKqhu87RHURUfDRZMhEpyWe2XjIRtWkPRpwv26T1B0W8quUEiPGkzHVvsWnL02F4diGiAbZ2HSDZ60Mdw+mf2facNCFeGQq+vaaU0GZjU3H1URUUJRpjJfT0/d/GEwzh44bko65OIGDacO5WYfuWOXxtZDDdoDlKcQ0GcdzWD8OeWxlKkA/fQnWqx4T2+SoWyejxSnEqtw/LnHQgQeXSryx2SQeixPIEkNf5S89ch3NKNGxc3zt+gWiUQPHuYfj6OSiX+LB5Q66XWMwSRGGZS5cinPguURjNj/yI8+xeH5Ef/AaTzz+JIc7d5grebTGh8xUzrFfvwp/jDgEWFsrMTuboNH4z+IoDEPW1xukUg8iSRKWFfLii3t84hOL733gvZ84HZATVOsqzzzee/+PryQhdWWaPVz7GwDEYvC//q9Tg5obNyCReP9P64QTPkg+TD2HPwF8/J0//xLwAlNx+BPAL4dhGAKvCoKQEgRhJgzD6gdylh9iXNdlbE77ocIQ0lEYO9PSnkYXjtqQMmChML35i4LJ//Lp17D3Pk+LWZ577mPcvVulUoGlpQH9vo/ndbl0SSGZnLoRep7H/s0vsZidurft3dxi8dLziCeDgU74LlzXJRt3EDyJEReoT464c9xGl08jSS1kMUJnOI2ZTGxa3+4FUG/BuTIo6jRbJgpT4bTVmIqkam/67wVBYWDKHHVdtushywWdRESjnA0whZDYxGPz0CMen8UwdhiPb2PbLnNzHeaWVAgFOuMnaNk9thrzFBeWkSZfYLE4RBf6BHqZWtdBEF1aA4GjYYxk+ixb3dcJnQkTa8hSQSQb1UlEj7l1eMRBc4VPnbvBE2sNql2b3bbKSxspBuYYQxFQlRBdGfH8RQ/wuTgv0DdDTHt6XWNLYDSR8LyQoQ0RfTrLsD+G9hhuHUwrAUICVAkyMZHjXkA+Dqdn4KDj8cCSQ23c4Mu3l1HVAVK4Rzo+RBSTCKyT0iCuSQwmOTTlkO4oZOzJOO4V8LZZzHcZ2wpHXYGjToa7x4vcrz+BYejEoyPiEYF83iXJAsmowHwkTyQacCEb59lPPMFrv/ciMdqY4yrNgYvlpSkmb3B+ro8i5knoCs3BAxw1L5ByDul0OhjGnzzz7YeRycTiD/6gzmhUomk/w5ff3iIRe5Zxw2Sh5DObalJI7RAxREajHq4wg6GL3DuOcHM3ZDi6RBCepjNK0h6/yKcuNjhVNLi2PyChd1nIWTyw1Cepi9QGAvWeMM1ed0McFyxf4Ou3U5RSA4qx6xTScQQhQBAmaGqAqkyFXiY2zdodd6f3mqdOT9+3m9V3Mn9FkafXAn7n6lRExjRABMeBbFTiqGvQGkzIxHz6JnRG002Qi/PTDc2+GTKXmfbKz2Vht+EwkxLQVTg76zO2A97enX4+7LXh8sK0NHulqCIgMvQMEkGP5dIYTZpw0AppDz5Gre9ieWPiiRoPXZQxiKLrAcawylwmwdh9DFXNgXfEo4t9spnTHPX2yBq79NGRss/z6R9dY2/vDYbDNrdvJ8j4Tc7OzyPiT3sMg6n7piT4BEHwX71PRiIRzpzpsLHRBjQU5ZBeD3q9DpVKEk1T6fc/TEu2dwmnB0qcelMl836Xlf4hpU/CvX8MC38e1Gmf5xNPwCuvwC/8wnTExR9TFXzCCR9JPqhPmhD4siAIIfAvwzD8RaD4XYKvBvxhM8oscPBd//fwnZ+diMPvIggC/t2//icYyrSsZurYBgjT8p36AJZy0x3aWn+6SzufUykmIiRjGsmwza23XiCXK5JdWcaIVAjD8Pv6JOoH91nM+t+5yc0lJzSOdylVlt//iz7hQ4uqqmSKOXTfxpqotNsS9+sfQ+UODy0eM3ZyaOIG5ytTJ86jztSIojcRGDkCJSOgMQRdnmbUGgPoT6YD3y8uCAwtmd4oRRgG7DehN4GzszbFTI+XD5oosbNs7FYJQoNCYYAgnMX3d1GUx3n1bpKDwy2WFzzubqcYeRdQOoc8vGLTGZlk5RZ+mOKwY5CMLCPJAcl4CkcpI0tZykWXmNSgmDQZ2yGSalLtGTjOi5yruIiiz9mKjCT6vLQ5pjWY8GeuyCzmPTx/iOmKEIQcdULSMej1pmV4CBqJiEN9qCMGLg+vTjMr6jsZRtOZltrJYshhB0qpkJBpNuZseToSQBIOOO4t8eyZt/FW79A3o6QiFpKeIUDCdofc3PWJGSmu7UZ4Y+sZht5DnCt+hbnkDoqUZmQbbFZDXtq8yFH3cWR5hnQ6QSbjkSrGOH16lmuvbtNoOcjpAro44vxDzyFJEiPlEX7nm/cQTIODVpur28v8lafXyUZlQkQiY4NC8i3u11cJAods9ohTp575YIP1Q8q9e00kaYG5uRDfP2JjI8t4dJdPPluhVd0jlQgIQg2PCG0nydsHBTYbCmPnIkOzytDKM3YTTOwEL62f45Nn36I+gDMzMXrjCYv5EQEKrZGLJHgITEVVOjbtbb11qBI3bD55HvZaNkmjRnMkockpDls+XiABPvXB1PRs4sAjc9N7S3MwrVjpj6E9DOiPpz3FhiIwkwwRBJFkNOTuoY8ojthvKuw2fUxnuhHy7Olp7+HYgtnMtAJGYFpynU9CIjIdgyFLAaLgU8mIdEchQTA1b0oa0BzBYBKhZwqsFl2qXZe5TANVVKn1v03CeAxnlKI6TDJb9tFDE8/PMHJGBGGdhYUDGo0xzniLdCpCLGZz4cpZXK9Ed7CEEl9DoUGlskCxuMpk3GVrX4SvvkksGmHSbZGaPYPn+Thy8b9pA/XKlQqrq2NGI5NXXlExzTyTSZ5ms8GDD6aJRj8g8fRe4nRBSVBvqmTfz1EW342agfQV2P23cOo/25T+wi/A3/k78K/+1dSo5oQTflj4oMThU2EYHgmCUAC+IgjCve/+yzAMw3eE438zgiD8DeBvAMzPz/8J//qjRRAEfP7f/r+JdX4fSZm6lK6Vp2V5L96Fj5+bmnxs1SHwoRAHVZSxiSBqM8iyzO7GLYrRKDPahMONDdIrP0I0flJL8VHi/XyPCILAQ889z0t/8HWG4wkv3qwzlxqRjoQsFrLcPdZ4bOUe9cERy+501//2IWxWQ0QhRBSmvUtjd9qfNJOGO4fTmK71///s/XmYrPl11wl+3jX2PSIjcs+8mXffb926pdpUWqzFFrKRdxqwaTM0M02zPU9PwzQ0M00D0w9M9wMM0MD0ANPdYEBgg+VFsmRrrb3q7nve3LfY9+3d54+TpbJsWZaNpFtVyu9T+WTdiMg33oj4vfE73/M953sCMtExU9kK0bCJ68GpuRS9cZLVvR7e8BHl2gc5fXSSWvd5Wq1XSSZHdKqbhLQ93M6IB80lbm3HSCYvA3kGgweYEZ1Rs4Yb2WWxsIs1DoERxvF7TKf3ub29QzEVJqR7DG2dVFhh7Cq4bpN4OMq5uTallIrve0TMCIpqs5iPc2nBImy6BASU0gF391wSYRNDt7m5FRA1YL+j8fxxhbGjU+6CbSusVwJaAyilRZm5tABfvgfHpwKKaY2BFWC7PrGQzC5Nhj02qn0uzT0gUEI4RAlHlulYYe6vPULXJjC0JJcWDTqDfWIhjztbd7G9AM/bJBVt0RtPUetEOD41IB2/zW7zEbe2n6E3eopk1GE43ufqtW02WhN4ZpRpq4E3ChM2PQB6+9ucvfhjfPkrK7juDU5PP2C96pAIWyiKSi6xx4U5C/gM9WCWD37wx35Xo47vNd5pe0ittke1YpHLL7K4OEOplGbUrxNvvMTcQp39rdcZ6SbJ0hV0P0ypOGZlI0Z/3KDds1jdm2Q4nsXzFOKRbXQ9QtwM0er3UADXV0jFRiwUpEc9FYXdlrgFTyThqSUfPxjRHUEp5ZKOQ8hwqHab9C2fQjLAD1TGtk8hCekwWK6YoO21xL008A8qVmKAbzK0bEY2uL5PPCJqTDoKFxYcHlUlCfL+47J/9YayZ5W7YGgqqajK3T0XfIVrGwGzOdhqSL+hqvq0hioX5gP2WgEDS2dsmXz1fghHWWa/PWYiMWCrbjOVapKMRNhplUlGC9SHWWwzzNJki+tXr1Kt1JjNnqFuFeiGHRYXUhw5sYiMG9xlYsrg0sdPkSuqjEZpvvSlMMNeGb39K8RHd9m4scHWcIHCwoc57quczS0zf+rUt/25x+Mx9vY6qOoCx4873LmzznCo02hc5yMf+faP853Gd+X6CAJw2vStNL4P0Yj/nTnuHwSlj8C9vwOzPwqREgCRCPy1vwZ/8S/C2bOiJh7iEN8PeCzkMAiC3YPfVUVRfhG4AlTeKhdVFGUSqB48fBeY/S1/PnNw228/5j8F/inA5cuXf1/E8t2OB7ffwN35PLlYn0ZHXB7HrmyuiwVIRsTt8PwcfPEuFBKw3YxBYpKZ4pMM+iMCu0F24SgAM3mT7f0HxBJP/o7nKs4eZePWKgs5D98P2O5EWDi38Ac671qtTbs9ZGoqQywW+U95Cw7xbeB7fY3MzM3xk/+nn+Uf/aNXMbQGqfiI6ewui4UhtjsgpEdQA1ENp7OigL1VopZPirNuZyAuhtNZSOShmNJ5ecUlHQlIRQOGtk4p7aPQZ6PqcWImRjQEuz2PK/Nf4c3NOmFnjYy2wtMnbQqpIpo2pjvu0+g5hJKf5+G2hsdHee3FB3z0aINTMyb9sYemWBjqNqfm0yQiFp12Fd81KTcNQnrA1x6FaA4MWgOVS0eGKESp9kaUUmPqXZfOUGW51KbSVUlFHaodnZGt0+hpPKoEmJqBgs1QhVLKY7M2YnlSJZtwub4RUB/AbFau4Y2aBM7JCPg+tPoe0YzC0BGnyLABK2WVoyWDUiaMosLNrT7JkENrXCDQkph6hM5Y53jqDprSIGQf5ec+cJ3WYJWRk6KQDNEajDgzp+C5W0ynSzx/LMF8/nO8svo6BT3Ls5fSdDoK+o5KpdrkVCnH6cUiae8++5thCGyGgybbazc4VtSIGykUJcut7ToL+VtkogbT2RQnZ19iZzzL61+MMz//J94RfcvvpD3klc/9c5bcq0T9IXdvHyF97C+Sz1eJxHfxnTGVvW2OTgXsNm12K2N0u8zFaZdJI8VGrc1/2LtCbzxLIfFFEuEmp6dzrNdmmM+t0/HaREMqOy04MxuQCge0Len322vJWoqGwPFdBiON41Menielnqko6KpDdxTw9DK0Bj4TSelhPzElVSm+r7NYcLFcmWsI8Jt3AMWjN4KYCbmD63syDbGIkFFdAw3Ix6VCIBsXgvniQ7i3a7KQd0jGIGQGzObFDdX3oGvBRhXOzUMurtEd6ey1U3ztfpSXNy5xsrhJ4FbQlBSLE0nGtsnihEIytkvbKjMZmqVw5i/yxVe38VyNofaD5HIZTk6Y/Ob1MNMzc+SPPU+j9hKm9YAPvHARxb/N6v0qzf4sjx5tMBGrMeVdpz8YkY5Po+geD2sF5k4eYfrI7Lf4pL85dF1hPB4SicS4eHER13U4d04nmYx9J5fZ7wvflevDGwIq+/U4hZzzeEs3jRQUnoNH/xjO/j++fvPcHPzX/zV86lPw6qswP//4TvEQh/he4XveKKYoSkxRlMRb/w98FLgN/BLwswcP+1ngPx78/y8BP6MI3gd0DvsN34bneVQefpmYVmerKiUZC0Xp+dhtiashSEAZMsBUpS/jM1cvU9U/RXL+DLujCSKFs4RCvzdB03WdubMfZ98/QVU5zfzZj/yB+g1v397ly19WuHu3xGc/26Zabf++j3GIdz4URcH3TTrtNkulKumozko5wkKhzf2dEbphMJnSWK8ojGw4M6tyclL5ujHGwEbmuB04dJZbLsdLEqT2LQ1dCxg7Prv1EYnwiMX8mExc40ThKlm9yuUjd/nYmc/ysbO3ef7EPaZTr5EJV8knylw6UuaDZ+v8+PvHPDnzRQrheyTCcUJGklQsT9gwaYx7RCJDKs0B549mmcoFdIcWudgQzYiTTucZeUni0TTR6HHGbpwv3dO4saWSiproWoDvWXSHEdojg63GBC+v5Lm2nmA4cpnPS3A8lwNNh626z37DZ60iPZcbVbi1Lf3DpbSMoNluyutPRQMW81Btw6uPNEzdIBaG3ngEgYXlBLQGHpWGQW8IUX2LUtImm9CZn4CZzCbJaI9jU22m0ns0ekfojRyqne7B7DwNRfFJRg2m0zH8cYNf/PQmn/vVTWq1BIVogpWVKBvrt+h3xlS2HmBoezTWPsdsYh2Cfer9eXaa8/THAY4fptYrUUi2mMp6pMIOk9EB++u3H/cyfUdhc/0Rc9otlmbSvO+JCX74yX2iys/zwQ8uYgRdItEhRycGZJIJ8CGq2BjqmEY7jarMs1DME9GqHC3e4srSkJNTI54+uo6pG3SGPvN5DUPL4fvT3N5WubMjZke2K+uqOxLSlokFKPjsNUWZHtkyY3PkBlyYl1m5iYiMVtnvilNoKQ2toUtnJGNpzs2LOJSNQTbucWFeDGMmEqIavvwIJpOSzAQZ5dLog2lI0qNnweKETj6RZOwlqLQMKh04URJCqahSQjqR0tlr6rz4UCUIfIbjLqbR5cefWOXklEYiNMtes4+ptXA8MPUmy6Uyk9k+p+dcbr3yBaLhCDFDRVN0VDWFZY1IxFT6fZtILEc0Euf0yWN0ug7Xrm7zhV/8Cq3WFMvLp9jcesi4u0c4bKKqRSwrRnv3RYa1F9nfvP+tPu7fgVqtw40bFnfvrvPSS/dotWokk9ssLr4Hx77YLTBTlKsm2cdVUvpbUfwgtG5C8/o33Pz00/ATPwEf/zh0vg+mixziEI9DOSwCv3hQSqQD/yoIgs8qivI68G8VRfmTwCbwkweP/1VkjMUjZJTFf/69P+V3LrqdNmeOTvB/fGGXyYxkXdsjuDAvm/x+WzbjybSUpD2qgEeatVqcv/5H/xDnzl8AYOPuiwzH+4QMnZ0mFE+c/l2fU9d1pheO/4HPWVzYAkIhafw2zUnu3t1mYiL9Bz7mId65uHAhzj/u77CUH5GMRhnYDne2M9T7PvWezk6riar6mPqActunOYCLc2JrP5GEYyUpLRseKGe6LqqC44Ouuni+Ty5hMpEIWClbmGaRZGiL/c4unqIzl2+SCXukIyq5aJfbOyFcN4IZG7K338WytphNLuK1+3huHctWAJ1A8Rg5Gq3WkJCeYjxooKhpxk4d209QShqM3ICxF+bW1oCF3Ih6bwpd1dlszLNeq/CRMwMmMwHVdoYbWy71/jEyUYvLiw/RNRVV9VksiPFGLimBdrUHTy5JWa0XwK0tMZCqHfRgLhUlkHd8KLdULi/rrJQVtuui2kxmYKvu0OiluffIojdqYDkWR3MBpl5ls9ogER1xbs6i0XEZjNtUghip6ADLHdLsByzmTaDOVn0GhQyOZzGVbLE04eD6YzaaXfbry8xNTVCtGWxupbj2cJ1j0xl64VM8qrZImgYjOwf0uLtbwHUVzs05zOWitHuwtpvhwqAL/uEM1d8Ka9gnHZaEm67rlEoZJrQQr7yyzZs3LS5E90mH4oTDCpF4gtVyCVMPIEjjei4Dy6Y9eIoz0/cIKBH4BiG9ieerZBMGiUiMseMzm/e4s5tFrTeZTHuoqvT1hQ34wm340GmYyfl86R4kwxqLRQ8CcBxR9AsJ6YO9sQUnJqU3eORAxBBTmbAO3aEkKb0AggPyeXJaSOVkRnoTH+xJZcDQkWOdmhZy2D5QkbpjnVpX58rSkP44zLk5h702zGYVlkqBOG9HI/RGIYJgxMOyx8hWee5YgK6uoahx9tsqW3WN9ZpC2AzTGbXZaWk4foRWuYGZfpUjTyyxWXZJmq9QG74fX/XRYwnOnOtjW/cI+p/F7bb57EshWsOTbFfy3Kte50d+5ApLpz/F/Ve+wmLepFavsd30OZJ3+OiVeRLuXXYe2cwsn/u2Pv/XXmuj6ws88URArzcgElnjQx86+44pv/6OwmqCkWRvzySXeQf0U6ohmPkRuP//gqf+GWjm1+/60R+F/X344R+GX/91CIUe43ke4hDfZXzPyWEQBGvA+W9yewP48De5PQD+zPfg1N6VCIUj7HZtxv0WRybA80UdlGZ9Kbt5WBbnuN2uZGb/2Zf+GImJJYajzNePs3DqWWrlHTqOxeSpGczv8jdfEHzjRuc/xlaDQ3x3sbLSYn6ywN09hWJaxfeztEcVLC9gu9klCDxiIZtyG87Na/SGHl+8KypFIgRTWTgeha/ckzLLaEhB1UwKCQcIiJgKzX6akKlR3Qto9BVyyTHTU+dIRBssZxrc3ozgOg6ep3Jn1yYaLmKrUU5ObhNSOtzd6+KhMHRTXF1z6Nl9/CDCTvMCIW6RiVQwtB6JiMW5OYd8MsZOyydiNLi0WKQ+PMJX7m6y31TZajzBhTmV2XyL1ZrDbn3A6Zky01mYy7vUehpHJoaMHZftOpy5IKWzpTS0exJQD22Z95iIiMHHbFb+3RwIaUxGwNBVimmf7shhMmWQT+i8vu6SrqisV3M4wQwRTWF+uk1Amq3miIn0gL3WNEf123i+Q8gYoao+Yb2F48ZZzE9Q7k3x4opDIblP3zIptwc0ug4nJsNEzQoTabBcnV5LZ7NWZWIuzXo7SygeoVLekjLxyJexLRdV+Sq3d55lrfqTdEcNBvZn2GsP0LU8ZnKOvWqIK5nff9ndexnzyyd58zNRnoq6aJrGna0xe/YiymCGaOYj7NXW2Rg8YDLZwQsibLWjmNFnsKq3MWix3YDT0w9ZzL/IXL4Kfp9HZeiN5qnFxZislNao9BS26xqLxz2cgzmEuYOki6bKSIm9ppDBbAFcT2UyHZCLB7z8UNS+fEKSkI4rs0r9QMyjihnpIX6wL8e1DwbU9w8SPN2R9Ma/RSJvbEJnqDCTCbg4D2MHdhpCOLtDhUyiSW/sEjZ8xg7kYmLA1OrDnW2VubxCNOTw+prHs0d14uGAeLiP63v4gcJuM0AhwY31FJO5BN3BiHg4hWnG2G+EUNound5nGVpFuj2TO/vXmVp8hjMXPD75yZO8+cVfZnauSH1jh6VCnpcfrNAenMEd7bCznWY4Mli1f4at1XU8zySsrvCpD81jmir1Wpe+ug58e+TQtjV0Xaouksk4hpF9bxJDOBhjkWCvEiKbfgcohwDpc9C6Cuv/ApbfdqFRFDGo+Rt/A37mZ+Dnf17iqUMc4r2I96Av8vcXVEXh+vU3OV4Y4wdwZlZUCBXYqkkZ2pIJpinDxv/dK2H6dpTloobnfWOfT6E08z05Z0VRWFjw2NoaYRgRbLvOxYuHdvbvRYxGI27fjmOEptlqqbSHGkFgcXXjGLVujw+fvYEfeFw+omC7CrstKX8upuGpZXhtRQJHXYPthigMrg+6aqNrCgNHJxXWGZk9NpopdC3EVjvJ2DjNdMxHC8Fuq0x3ZNJyJri+Mcl/vPGDEMCPPPFLhAKfUnLMlYUR3ZLBejnGK4+OUsoMGdvLmNo2S3kNTR2z27IY2QFhQycdtRiOFVpdC9QaEa/D4kSJsXOeN9ZN2oM+mr5MJFTn2GSdpWJALAKJUIVHZY+RrZNLwJsb8MqKEMNiUohfZyQOpZmYBB8np2VGXEiXoPn6priTRkwf34eAgLFjU0ioTGUMHEdlsTCF4zl0xw0yiTgh3SQVrqNqBUa2RXsQcGPDYjZjkY75TOUUVKA1yJCOJomYsFq9wpfuXaQ3SvPRs/8GlCqTmRCmbpOOdDA7AyjMcOzpP4emaTjVNR7efQOr22R5Ms7N1Rn8IIsfTAJJ2qNTfPm+CZxlKnOfiXwVSgY/V5h6nEv0HYdQKMS5j/1fufr6Z1ADl6mL70d5U8f3PRQzw9Zgnomghxc6QXOosjir8/raLNv1DBP6QxKxHIX4yxyf3Oe5oz1UxWOjOuZfv9Igm5hnrb5LPuEytocsFiwuLYrpk6YImWv2hRxu1eD+PkRCBq2+QzxsUG47qIqMVPEDIYTn52EuK/2KvZGo/c0uhA2F9iBguagxV/AwNHj5obiQzmRln8rGYb4g6nhzGDCdg9ZAnj8dkyTJfH5E31I5PgmtoTj1FhIQjcB+E05MKaxWA4aWSbOrYHt9hraCoXnEIyp3ti2yMZfJ9AjX91ivXcJ2z9Edx0lFdSrtFjO5MflQhGRB5Ys3DQb8FxiRIdNTi/zLf/S/caJQxk0arOwXIUiiqQMuHTPo97eI9DfxImf5wIdf4P79C7iuQcL7NNlciNu3QdezPKh4xKcazMzkfs/PP593aTQ8uaYcm+np97CFgt0EI8HO/mMcY/E7oMDMj8H9/0l6EFNvmwBpGvzlvwz/zX8jv//2336Mp3mIQ3wXcUgO38UYDEb82mde4f7Vl5gzoZiSDG4iLAYW0xmo96SsdD4HhaSU/VxevM7s4rMsLj4+Qnb58hyFQpVut8HUVJJc7tAZ9b0ITdPY3Nzk5vp5piNZxuEm9W6F1doxnj76FaK6y3LJJ2L6hHSVhbzH/V2F5VLA66vQGkMyJMHiD16QGTi1rljWp+IaO3WffXXIbksnbGqs1w22Bh8lmW3TcOfxrT6taoKVLYXxMM+d7TTVxjSqGrDbOE8ykmcqe42Q6TDq9AmHHOZLJmPLQaXM5YVtkrGASsvlExdV+pbHo32baxsWe+0IR4tjJjMW6YjBZmOMqp7l3KxGrdenMTjDeuUeP/u8SrWrEdI8VFUhmwBTd3llRWY4Wq4E2m8po9Wu9IAlImLlH49ArQNLJTGnWSnDyj6EDZX5iYBmL6CQhAf7Y+rdMVuNBI5nEjEtzi9ModLG9fqEzSj17oAjBZtjRYVqx2I2F1DpqByZ8OkOLeq9LVzXR1ez2E4ClTGa5rNZK3J56SaeP6Q17GPqMJlax8sfYzRq4jgRvvK1Bq36EpXyPVRngb4bQVFbhI19NO0cMqHIAnZoDOP4vSjJjPVNR+Z8vyOeSPDkh/6zr/9bvXoPu/YG08aQytjnfqPNXtNF0SKY8RxTJYdaxSafnCSVihEJIsxmO6C4aIpGKqZzpNjjtUfLXFycx3I9qj2d6eSbdAYKyVhANi7K9EpZxlCoqswajJku17eg0XNYKIgx0ltuBQFSRnprS/qDB5bM3JzNqazXNNrDGMuTDu3+iEsLPqYONzbgc7eEUM7mYLcubRBzOUkCmSY4tlwT7ZGM1lhI+lxdh8UJjfoANE3KYCsd6IxMwoZHKmJzetZibPucnvZZq6l0RgGtgc3FRZOQAX/k6RH/+pV7vLj+AyS0Ia1hlnLvHIXUr9PqSKnp0MqjKCq+P8X67V9jLhWhNzDIGEOmsx63N/Yp5mKE4w4njvu8/4UZPn+thYXO+943j+/7DLrP8Obd17H7A+oDn8T0B7h/f/htkcNnnpnl2rU9BgOFcrnMxkaRra1tTp0yOHas9F1Zb48NliiHu/thjsyNHvfZvA0jCbM/Brf+Ojz1v4IR//pdoRD89b8Of+7PwdIS/Ok//RjP8xCH+C7hkBy+i/HlL5fZ3mgzE93EOBh6HzIke3tmVrKy4YMZcZs1uLcLjyrT5FInOX1ywNRU9rGe//z8xGN9/kN892EYBqpaZTR+ljcri4zHA6BDPvFLRHQDL+hzYtLF8gLaQ6h1FHY6AcmoSjoOx0s+mw0YHVjkV9uicugabNdcmkOfUjLg6aNhXl93mEjmiRcNJiaOsFVp8uajLpvVDzDstBlbObarCVR1Dk0rs9UocWyyDmqc6kihOpqk3a/iU8RyO0T1XVyvjGXZLOTH6CoQwNkZhWoHsrEeZ2Y9lEAjFfGpdqOM7QFDO8fAmiAeKaDQ4V45ypmpIVpkjKG5DMfSa5WKySxS35cS2kxMDDh0TQw8emMx4dlvSd/lsUkhi8enZNzAQkFhbd8nEhFTjpPTUga4Xu+hq9fZ6yzRGdapdnL0xw6ZWJl8Ik5YM/GDBPFQj2ZvyOJEwJ1tmC/4LE9qvLHaZ2ylMfRFLh9Z4+VHPR5VZig3c4Q0j1NTHSanEgTVAfFJk8C9xs5OlF4vQqP9Qeq9McdLNwjcBqemh6jKdQZWnO3GFFAiHC6Qy/kkEkMWFvKH5PDbwOLkLluVNdbXx4RDPolEhblSnN5oxIOt2+w3+iylImRC29huCs/MUG7bXF5wcTzoj1XCmsNkZoiiONS6CQLfZ7eVYzbXIxZx2arLPMFzs2J6VEqKmczAVpjLB8QMGTlT70ipaL0va/j4pDiQXt2AYyWVUhqqXQVFCYiFbNr9IaWMrG0FyCXgSgyuLAO+9Bm2BgdOvAFs10Ulbw1k3acib5vdNPseugKeJ+XW0RAUEjaG5mHoCv0x3NySERvFlEG1q5GPjWn3PRKRMJGERiHpMpd9hOWdQDM0jpT+LQtTWVRvmxPZVWJKmt1OgXr9eaLuCskgx3B0nNX1bXSzT0dLcLTQZ6pY5/TpElevdqjUL1Brr5PP+8zOpvnwR5f5e3/Pw/POYRhhausDEsmtb+uz1jSNy5dn2dioUq+fwjAkiXvzZpOJiR7pdOK7tMoeA+wWGHF2902evNB93GfzjUifg/4juPs/wrn/gd9qpZpKwd/6W/AX/gIsL8OHf0dD1CEO8e7GITl8lyIIAgYDE7/1EtV6l3xCNueFPLT6sqmPbIiFIevD1hjWaiqOewpVVfjghy887pdwiO8TXL58mqtXNxkOFwnrNdLhGyQjO0xnm5iaz6/fCnhiASImPKgYtAfwqGrzvmWF9fqBAYunEDYC7u/A+QXprW0N4AfP+fQtKHdcFvJhXltzwXuDnlqg1p4gEnuWyeQK13fCdKwpdN0CAlS1yG43y2euGlR7G5yaDlCNKM1RD819iR842cVxPYa2ixfoWK4QUzcAXVUZ2QqlpI+KQshUKHd1NCWK7drc2Ymx2zzLR8/9Osen2myVpxkO73Bu3kVX4dkTCre3Am5uw6VF0BXpwdptgeuIGceDirx32ZiY8YQMKS2t9+W2XQ1ipselJah3pT/sLXK5qICuDYiEymzWiqxVOrxw2sV2wpQyClv1EbqeJRHuU+s4tEcOFxfg/r5Kq+9xcsrGcvuEu18jHc2TjW/w1fsXubp5hGIKLDdBcwCaViBmtrh16z5v3j7GaJTAsqLsN06xs/8qLxzbY7M6hectcXb2Lo3+CiP7CL5vA0VyuQpXrlz8A7kdfz+h1+tz7eoWS5kFfL/D/VuvcX5Kw1caGHqVmBZwJj/g/v4Sve55VO0Bqr6BYwZ89uaYeDhgODYw9SjJiIll10lGO9zZmScZXubzt8pcOdLH9uGDp6DShWhYTI+iIeiOfBxPZiHajiRqUjFRUIKDUTSOL8SxO4alkMpkyqPcCnA9l3t7shctlaRktRCH5lD+H2Td1geQM0ELwI+LKU65LeXTraEohIYGXV/U84mkKO47dYhHPEKaykRK4zNXHT50CiJmwGYT1sth+o7FB084zOUdVsoqlgPTEw6uu8F47DGbbtBoPuIHzw2p9WGyMMsL+kt88dEiWwNYTL5J4ITJxUOsVAbsjS9y43abhXSZkPkm86ef5vilJ5icU7HtLT760SnK5QrJZJx220NRVMAmEvG+6efrHzTc//broNOxMc23q3t0PUmzWX9vkUOrAXqM/WqIfPYd0nP4WzH9SXj4D2Hj52HxP/vGu6bhr/wV+OmfhpdfFpJ4iEO8V3BIDt+lUBSFWMyhXX6Z+YSQwMkIJKPSw1HtyObbH8sGv1AAx0vzm3ebhNI/wdGjh30+h/juQ1EUTp3ok46v0222uDy3jcJ9zszeJBXtcnRSIxOVxIauw2BokwirpGMqjb4Kqka1a2O7YnE/W3g7aL20JM8xmVZRFAXXrRD4YxYyBcxYjrtrL3HpZIvJI1Eu5ff51y9ts9c/RjQaJQhyFFIbpLSvslrOst+o8NGztzlbrBIxBhSSOt2RRjxi4rhxrm1qnJjsEw8HbFR9pjJQaQVs1XxCJvRGGl954PGZazkcThIO7fDM0SazuesUU3VGlk+rLwYehhYQ0qV09K0erbErBHE6LeWkxbSohFNpuf9hWZSSM9PwoCyBuKZJ75eugocEy/stUV10DdIRi/Wgw8VFnVQkjxcK0x9VSEVt9ppDQsaQpYkkgd/mzo5HJASnZxQcr8f9/TjvP95iaBts1I9zYWHMSw8X2Kj1iYZ3iZku+fQeOw8t7q4/QbnxfhRlgnL5C/T7IezR0zj+HUzdJs5DdC1D1JzEVzJksypnznS4cEHniSce/7D5dzJu3tzlpS8/4sGNgL34q7zvqUukIhUsd0wxEyaUUFjbd+iOVY4VH7Dd3MH3K/yhi2MCzyQT9UiaKj3LwPHDBMEuPiZBEOXUTJ/Af4jrqqgKzGSkyqQQFyOzlaq0KgwscdG1XCmDzsYkAdnowuIi7LSkFDUZgYjhs1r16QykN/jElIqu6QTY1Dqi+l/dkjaHsA7tIdzehpm8OKBuVGG5KH2JkynYacr6LqXg3p6oiI4vRDEWhpubQlQnkgF9K2B5Um4fWApTaZv9rENoEOD4sFWHdEwjGvKIsUE6McFuY8RcboShK4SiCc7nh3TGDY7mX8NxehiRi4QjCyxmb7E7mCaXPct4f5P1wQ9zzztCt/uQUsdm6ZyNaYbp9y1+6Zd2GA6jVCoaMzMNQqEOqVSc2dnM7/h8b9zYYWVFIQhgcdHj8uW3r4dSKcbKSgvLCvHwYZ/xuEo8rrOwMPHeSaiMKxDKUa6a5N4Joyx+OxQDFn8WHvw9SCxD/so33H3hAvzxPw6f/CS8/jrE49/8MIc4xLsNh+TwXYyLF8Jc/T9WmC3JpjqdAdeT0p1sHH7tJjx/TDKzAQqoYSKhFD/4iSL5fOpxn/4hvg9w/9qXSQzucL70MpN6CC3QuXxkg6ePmYwslzs7tpirhODohCjfczmfm9sqvVFAZ2gxX9CodjRGtk06JqRqvy09SitVmMv77LVcOgONQjpKIhJmvbrLVLZNKd5i0GuRiDh8/PwtPnOrRHt0m6likdOFLxIyFrCHD/jImTK5mEEyoqEqAatVhZGtkIk5tIZDzs6o+L5HreOTCEtv4IM9iA9NTqZ9QrpGxIjSHRxhInuNRPwqs7lr5BN1JlPg+i79sZC3sQ1rdTg/CwoK9W7AayvSWzV2YDYvvcGllDzH8Um4vSN9WuWO9BUfnwbXlaA9UCRI7g6lLK/cltE1N7d8SqkRY0fB0AJyMY3O2OXV1Ryeb/HEUglDH7Nc7HNtw8NxfcbOmIdlk5EdpjvyaQ4GpMI3mMmG2apG+dL9D1Dv3+WJpdfYbJt4eoljk6cYjX+VuDki5VSomNMcy+1wfnaP2VyZ/tjjxtYUp6cNXltTMIwU8XiJdLr1mFfnOxuWZfH6iw85kasTXozgOqf4ja98icmYixmN0h60MHDYbFq8b2GNudyYclvj1Ud9FC/MyI4Qy3j0xy6Vjk881GNsN9BUk6iZRFGS9Mc+J6eHxA5UwGxUlMN4GPojGDoqvbFK2HDxfHEgHbtCGmfz8EvX4MoSlDIHrqSeqIuWC1eWdBoDl0rb4/YOnJ+TqSXzB0TwURlWa9LfeHEBBiMwVDFcGruQDMuMz9OzMBxA3zJp9m1mc5L03NyRhEl3COVOgO26ZOJCZhMRHwWwHXE/TUQgHjZY2ffpjBRmMzrWeMRysc/Y0egOPeo9n7DqMJXRafZVzs+18bSHlLsZ3LBPPKLhawoh3SeiV/A9D2vcZmcnzksvbXDu3CSdTpNs9ilSKVhe9tjYqHPqmEIoeJOJzNFvKKEul5usrKQIhUQJ3NwcUizWmJ0tAFAsZrh0qcK/+BcrOE6c5eUM/X6J69d3uXTpPeLwa1XpKSfwfYhF36GW5WYGFv843PmbcPkfQuwbjfs++Ul4+BB+7ufg3/ybb6g+PcQh3rU4JIfvUvi+z8u/+cv0+lU6I+nHMHXJzOaT0OzBpXlxkNNVQFXwPYv8zCTzc++RjeUQ72iMx2PKD2+xvTkAP8RsZpdsrM10FurdNsX0mIInRGgwFqLTH4nJhef5HCmI8cpO02Ot7DGdgUZPzGlUBV58KGWZmgKa6oNispBTqY5dVG2KiLFLPrxO3+0xHVfR9XnONV9nu5kjGtvG0FKMRiYJwyNmhggYATrJqEGAwWwuxMp+k/bQpxAXK/8XTsDDsk+5q3FmxmcmF5BLhNhrxVkuGvzQhVeJ6CrF9B2G4yoLiz6pqMKjiqiGICV2YwvCJmQSBho2CxNSXlpIS3InERIS7AZSPuv5oqj0RxKUN/tyWzEBr69JaamiwPIEFCdhq6GQiwVkEw7dgQJKn87IwXZcYqEIIV1Bp0254zEcSx9k2wXbDcgnFL56t01Y9ygk61xeDLi3F+eTT5zl125s8fnbT2K5CYrpXU4tdlC8X+HpuR2OLhyl1Wxya/0By4UUjqMxtFt0hip77TyJSJpiSqU/MBiNUlQqfXZ2vj0Hx/c6BoMRL75YYTjUSSQcnntuGtd1Mf0m0UiYXM5mfXWH88UNVD2gPzbojxM0miMyURUPi5WyA0GE2ZzKo32NTDzgzVUbx/Vx/QSG5pCJauSTYxIRF8sZUu+1mMx4aIr0Aq6UpYRzvy3X1aNyQD7h0uxL4jGfgJM5+X1tA55cBAJZh9NZeLgvBkrpKNzf15hIKbSHDmdmxBBtaEl5dDoKRyZk1uFaFe7vSd9ifwwo8P5jEI8K8bu/B66rsFnXqXYVZvMWA0vOYTING3WZebhRU2n1PJpd2QNHliSbLBcMB7IxF10PiJlhLBfmCyP2WgbVbgRDC3Ntc4w349G1TRSjyHhsszS9i6KOOTFZZmswZjpTYH1ri+MFDd8ZMB8fUwvOUSg8zXD4kBMnprAs+Uzn5iYx1bt84kqFQi6ObT9g60GP+RNPAdBujzDNt9VE04zS6TSZ/S3bcz4fxbJMYI6HD4eMx2Wy2fcQ+xjX2BlOM5F33tmkKr4EpY/Bjb8MV/4J6LGv36Uo8Gf/LPz5Pw9//+/L70Mc4t2OQ3L4mOF5Hm++uUu/r5LNwvnz07+nOUMQBHz6X/0a1q3/L/2hZFuzCXGa22lI4Kgq0guSDEvPRjys0R46XFzsUVK/SHlLpTT3Bx9kf4hD/F4IgoBWa8hLL+2wmN0kFx2w2+wSMVvkEkOKSY/OwGO1LErYcknK2tYqkv0PH4y0qHfF1XA2J8radg0UVUjWdkMhICBqKJi6QibWRdPvcXN9m+npGer9BqpbZWyFebDV4hPnjlLvlblXmSGuv8RU3mC7brBaDjOZC6ErKg/2I1iuQUgf8b6jYXqWy9gaE9Jd9jpCZvtjA13zqA80NM3E80O4LpyZaRA1XY6VTFxfodwOUNWAYlJUv+5Qyu+cQALxRNdEVWzwIRKB1x7BD5yBmCH317twa1PMaJ46KsmeelcC48YA3tiQ6/1Dp6E1Al3X6I2hN/LwgxH3dpIYepKlYpdXVkzOzhY5VvK5tqYSM0ecnglIRXwaAwnuVyvgeGM+fCbA8U0q3QFbjTCqmiMWTnO01OPm9g+y365yaeE2RtBmKtNhIm5hqxbTsyWq7S4xc5f5KZ2wbrNtWBjKFpY3jeuq9IYrrK46ZLNZtrbah+QQePHFCpa1gKbBYBDw6qubPPfcHIreZmdXxdBNSokbnFlWcdUJGjsPKMUHxI0kd/o2htIgn0qjKAG7ayFsd0gBHV9zCWkejX6FibQCQYr2wKM7skhEAnIJhZVywFRGSpT3WnB/R4xgho4QulxCRke88kiIXaUjzqRuIImaWFj2G9uTcs96D0ZjUFWLlX2otEVpT0YkoeF5okwampRGj2xxLFV1SWQen5K17XjS1+i5MJkO0JQhuThYFkzkYL8jpdier1Lv6QT4hE1R1tMR6U3cacgeeH0LtuoBiqoQNcd0RwXGdoVaV2Ei0SMcNlltpXh9I86x2QlMM4Eb1Li97VPMttltaFTqG3idWWayu3jWLpmIh2lOsTPYp7I/RSgUx+58hcp6Bz12lGj+aWZze0zk0gCETB2tuwMIOZyZyXD3bgXDEAdS264yO5v+hnVx714TTSuyuztgMNB5+HCPhQUf+N6Mnfquw6qz3S4ykbcf95n83ig8A+M9uP0/wPm/JZvQAUIh+Gt/TUji+94HTz31GM/zEIf4DuCQHD5mfPWrW3Q686iqSqfj4DjbPPnkt+7DabfbVG7/R2qrt1jIA4G4H/ZHoi6MHMnyZuKSdb20AGsVg2wizZmnTY4fy9Nq3CaYPXboEniI7xoikQg310N4dpeTRx06/RCeN8Fes0s6AtWuRyyikkt6bNUOFEHgtTUhgiFDZp1tVCVQHFpSIj2ZltmH0znIJQJyMehbLvfLA27vhJkuDHnm+Jiz02XW61lqozBJY8DzJ0PAGtXeDFcWXiduRknHQxwrefyvX/KJRI7SHYSpd9N84sIOpVQVTe3S6Q/pjHxmc7BWlqB4MFbQtATteozA71PtdFmphDD1EKmISzbu0B9r5OI+Ow0f14f2AJ47rqKpCuqqx35bY2B7jGwx41kswfMHisxiXnqkJlLyejMxUVGPFKVkfK8JixNSyrc8ARsNGWBuux4P9+X/I6bPkYkRt7Z9LEcjbMBeq8NkxuVI0SQbi/DaapXnjgUcyYsbbCwsQfXYUUhGFJoDk3xcZ6cdMLT2aPYjJEK/xmrlJFuNGrp+k7niiPk5lUTC5Y1HI7qjAmZQIREKk4paZGMWn3xihft7TUbOR2ivZ2g2B9y9a3Ltms1TTy2gadq3XEvvdQwGOvrBbqwoCt0urN34dfJmg+3tdSwKqLZHNDvLoNdlYbrEymaZzMR5JroP6Y6qpKMOvbHL2DEYWXkawwFPL2n0bZuwEUgFidLAQWcqq7NR07BslamsVJo0+6Jav3BK+gUBBuMATYFiWifAZSEvPa2aJiXSqzVRTo6X4NdvyvqczYEdhrt7knDIxcE6uH79QOHaekA+JuWnAxtOTMEvX4XpPJydFTKXjMKL96GQgqmsrH/LhVhEjJvu7Uk/biwMhYSP59toKvSG0o+bjkslzfKkzBE9MQXbDRU/SOMDQbBLtTtkPg8LhQRb7RhThRO8/CCC338Ok33urbZ45uQe05kO1rBJumTysNvg9AwktSa6keHRdplGdYZht83Vjd/ko39kn2euJNgu32YnWOfk6SVg+PXP2Q/eJhTxeJTnnrO5d2+bIIATJ+KkUt/YtOb7GplMwPq6jmEYRCJpWi0H27YxTfO7uSS/N7Aa7NTy5HPvwH7Db4aZPwyP/jGs/nNY/pPfcNfUlLiX/sRPwPXrkH28ZvCHOMR/Eg7J4WNGq2Wg67Jh6LpBo/GtG81932f77heZjJYZ6QOmsjCRlg04Fob7u5CKQtQUheH0tMyrSkQNen6a4uQEhqajKv6hhfwhvuuIFU5xa2eTmfgqKHkMY0x3bLDdzHBluYJrO4xGkM+L0v3MsphUlFLw5poMhI8a4mR4fFpKL5t9CQJPTMl4luSirPdkKKDWtnj+qMHYdVD8AUdzHq4lJHLkhMjFXDZqPXLRIZY3hRsUMcMjTi567OpPsDxWOK+6dEZjEuEhrX6fE9MBliXKfK2n0hmZXF9PkYkvEQv3qTRt6n2TTKzITsshEobtps3YjhIL90jFFNYr4Lget3d81qqQjyUZWCEUxiiqyYmSS3+sEDE8ZrJQ6Un/YCEpqkw+Dm9uSAKoOZBrfGVPFNZcXPoSNVV6i3VN5dSMSXfk0x8HWI7Liw+iXFoYE4/oeH6CfKJHPDrglKmwMBEwGEuZq+tDJqbQGbqo6gBTM/nSA49kpEnMtHj+uEop8wtUex+h0i1wbG4aXwuz0y1jVz1uro343PWLnC4pDMY9zs+p5BJtCgmHYS5M39rF8Sa5sZfE83yq1QS9Xp90+vu7BzqRcBgO5fvY93005w5ZvUU8usi5SyeoNHs0RpfZ6d5A9wIURjhGgUSohT3exXdD3NmK0RxewgtaeEGVeLjDXtehEAtIxkR93m3BYOxybd0nHtGZSIUZWi6pqMZCwSIdg74Fvi2Jh9mcJGa6YxftwAQmERJXUlU5MFhS4d6OzNc9OSk9sLoGTxwBx4FsXOH19YCthkE+7qIgY1ru7cHRkqzns3OSCCkclINu1ODBPqxX4YWTclvYkD7jrZCokbUehA9MncKm9BW6HgxtUSPjYXlv0xFRQXujAB+XkWtxYkojG9NZK49Yr/bpjDU6jo81bvOLX8kSCn+YbneVrP4/kglMfGeI5fTpO9cZGTHi2pB0MoTtQEirEwn+38xMOnQqEZYWznL+ZA62K6Snf5Sdza+Qi/n0rIDwxBOA7OOVnTWCwOfZZ4+g6988FJufj/LFL1ZZXj5BEPiEQnVCoQlGo/G7nxz6DnhDtsqpd6YZzTeDosPCz8CDvwupE1B49hvufv55uHVLTGp++ZcP+w8P8e7Fe8Ty6t2LUMj7lv/+7eh22hzJuzS9CIOxOMcZB/tKfywN+pMpcXWbOlBfvnwPXnqQpa9PoiWOgKLghmffO45nh3hH4t69bW7eMBhbEbYaUzQHGpX2JL9y7TTVTkC1I8YTMwfloomwzDwbjmGrIet6JiOlpYoCuZgY1ywUIJ8SgqiqYvDysAyljMLixIg3VkdsVYeETI16zyfAoG8VGFg5WkMTQ23x2moInwS+79AbjNmr+yzoL3OmuEkq7GJqBRpdl2hIIRcTR8SRA0tFn9MzDs+ebFNK77Jc3Ocnnzb5sSs+pVQP1zVZqyT54t0k9X6K1x+F+Nx1lbWKR7Un53x8UiEWHtEaOkwkPUw1oJSBiaRKeyDKZL0rZC+fkPdlsy7ujpYnpXT1PqzXpG+r2pP3T1VgvaJhO0KgDU0lFw/IxKOo6jE6o0k26hFaA525nI1tj/B8n0ZPgmvLhXpXIRZS6I4UOkOT+7saq/sfYGSdIxHt8tyJCj9y6SonJr/E2FN5c63IRmXAcJTFVo7Q6ORpdBK8tPICjjsgHR/RH6voWphouIuumsTCfYIgSTgcZzTyCYdDj3upPnY8//w0qdQWur5DPr/NmVNpDEMjCHwURSEeMdASlxmYy2SPfoxa6BKL56+wv7tCuzeJ7U7RHUfY7wS89KDEw705+mOPXMxHUWU/2G+K46/jQjLk0+gMGDs2umri+iaOr+H50OmLerfThKvrsNmAX35TZS6royCkba8FpgYRQ5IYxbSQwo362/M5fV+umYAAU1XR1ARuMEfMjDGVlSqXAJjJCjEcjKHdl2u93Zf7P3wWHlXh/r4o6D5wYlrG2ZycEdfTTExKUTUV5ieEUPYtKU+/tXWQHA1BMRPgej0MHMBmr9UnnwqYSLos5FwC+waK7VJUH9KufB7sV3l95RTtvo/r9Tk700HxqlyabRGPOPTGDq3BmFLGoJCcIBd3iGkdRu1tAOzAJJXJM3HqDzFMP0di6Q8xMX0E3/fZuPV5Cv5tSso9tm7+Ko7zzcnR1FSWH/gBjXj8IRMTe5w9O0843CEej33Tx7+rYNXBTLO9G6HwblEOAYwkLP4M3P3bMNj5HXf/qT8FW1vwd/7OYzi3QxziO4RD5fAx46mnMrz44gbjcYh4fMyVK9J/MB6P6bXrxBIZorHf2vyssrG5w503fpX5BLRH0tQ/siUrHDbhpRVREo5PwRtr0Oho3NiZ4ak/dJHtdhQmzzC3eDiU5xDfXbz+eotCaIcnjqrslw1Szg6202ChUODe/hIho8aPXVHpjXwuzktPnnlgb391XdZwdyz9Tq4vhNFypFdpZEENKbHUdXj+BKyWA6pdn1zcIRkJWNlTub8XpjOKcHY2RCSi0RrqvPQow/XN42w1NsgndbYaYTKpEyTVISlzh7G+zUBfojMKcWNrhIKPrgoxBZjKwGTK41Flj2RUQ9ddpjMhar0eHasIozwL+Tqem2Ps97i8aFNKAho82oP7uwFzBZezMxYw4uikqCinpn2CAHoD+MApIYSaCt4BAa50xdVxaQJeXYGjRXEx1RQJwqczoKo+judTbo+ZzYZYr2vsNWHs7OP7NvttlWNFh9WqQncEzxwTkx/fh7UazOZ07u3qvPwoRKsfYWhlySYcwsYq87kGqhqQjBlcnL/NGxvLPGh8iqVhmej2Oum4yZF8hMuLr7NV/xCPyicx9BuUkhVK2RG2bdEdbbFTn8KymtRqEU6c8AiHw49vkb5DEAqZvPDC/Nf/3awZ2NV9ctk29QbcfrhCPHKd9NQMD7YnuflKk6D7gHo5RHt0gV5PJ25scHc3C5zC8W4zslTWqjqzOZ/JVEC1L26k3kGvYDwS0Bl5GJrKoK0QMXX2TYWFvMteS9bZSkUem44rdEcq6zWFTBQa/YBoWPoIx44QxBdOSun0Vl1IY60nyY2OKW6i+22FXGzMTG5AKQ0EMtOz1hVVsOtKubQfwGRWEjKmJiq55wvJK6Xk+RTkx9AkWbLfgpAmjqfZmFwfU2kpT610oZgUVfHUdMC9/YCFnE+tCzM5lb1WgOONMBQfTUlzsvRZPnCiA77Lq6th7uzmeeqIwrVNhWeOKcRiFq6a4F51ioZlEQ8sLiz06YzHbHd1Qi2bB50Rav4UO3e/hBYrMTl/giAIAKiVt5lJDNB1A4DFQsDu9gNmjpz5pmvjypWjpFL7bG976Pouly7l3htl2OMaGBk2d0N8+MjocZ/N7w+xBSh9FG7+Vbjyv4AW+fpdhgF/9a/Cf/VfwZUr8IEPPLazPMQh/sA4JIePGblckh/+4SSu6369tKRVLzPee5FMFLp1n0H2MoWpRQDuvvkVvvLzf59zk32SYek12m5I8HhySkpqYiHJtN7dge06NIZFThwp8sSZIrlchJ7vHZaTHuK7DsOAULAPODyxaHOkUCcTh/VKjZEbY71a4vbOLoWEj6qKYrBWFUv9qawEg/M5uLsrKng8JERo5cD5Mx1T2Wv6kBG1MWSozOcDhmMV21MY2hquF0LVFvnszW2WZ5J0egrHS2net7RLY5jh1s4ca/UprqRGRLQHhHSLZKiP697k1o7Dx895qKqoIuWWkNEg8NA1H0WBZs8gpCu4vouheWSiZY4UFY5O1OiPLIauQymjMhiJAmjoQnYdN2C7NSJQJPCNGPBwVwLZ95+UgDefELv/cgciuignX3soSslmHZIxUXjGHlycg5vbEA/5PH1U5+a2j9JWaPUV8okhTx212G365OMaN7dkLuSFOZVKx4dA4ZVHAYMRrFV9Gn2T1fI53ne0wlQ2zm5rDVNbIR11mUgZ3Nk1INAYWQ2OFr9AMWFzdlah2mzQ5xinp28wn/s02XiXUmoMqKxVQgztWSznOFvN02jaJKp6ix/90T/+mFfpOxPZwhRNniGpb3Bn87OczL3GTGqItauze73CR09MYypw+94219e6DJTn2K7LOiwmK0wkt5nJhegPDfZbAQPLpjeCMzNiznJiUmbh7nYsPB9qTR3NgGLKpTMQ1S4egXOzcGcXsjEVXbOpdKT8OxWW9en4otLZrvQHVzpSvUJMyJumwi++DqmYghL0ScY8TF2U/mRYEi377beVyGdPSJlozJRkx3ZdCKjlvN17PDoo8dZVUTV3WwcENiEupd2DcRnJGGjAs8fgzpYkm9pDUVGHDqw3IJ/0KaYTjOwxluOy373KR880cTyFiJlkLt/npYd1DKXJpWMWtZ5KJhdhvjjHrjJLwu7xwrE+xWSX/MQcd6ppWokrJHNTnJrRUZQenV6Ff/svd1DMk0QiDsuLAzKRb/35/3YcPz7J8feaf5xVAzPFzl6Yidy7wJDmt6PwDAw34e7/BGf+yjfUkBaL8Jf+EvzUT8n8w7nDca6HeJfhkBy+Q/Bbew56+7eYy0o/QTgMb9z9GpWmQTqlsnv3RSLBJqmoBIlzhYM/8sWVNBI6mPMUlp6RbFJBr0zx4Usd5hN1tvZquKX3iNPZId7RePrpEtd/c0zCqDKX32UiNURTPM7O2bSHJju1GA92QnTSDtWeBJNHi0L+5rOiZJk6zBfEAGOlIj1M7b7ctlH3mclKkOh4ADLbrN7XiDoFjk159O0413YWef70mHIvxYnSEIJ9ktEhZ+fSHJ3Y4X/76jQpI023V2Tbj1LvrGI7KssTOoWEQTpq0x/L3m/bUrZt+QrJqM9rqz6ZWIBuuOx3LCKGSTK8xtHJHvXOkJXKiN2WGL4MbTGJ2m/C+SlxGA5rElTrOrz4QGa6VdryegZjUVSOTUiFQCEJ87r0Yi5OSB/i7T0hktUeXDoCagCNgUsxAfGIR28YYqHg43ou52Y1hrZDSIeJpEE+aZKMuGzXXSbTMIopTGeibDVC2O4akKA3ahDSapyfC6j3YKupMp1xeGN1SIDCbLpBuXWEh+ojCukAx7lPKhrj2OSQIxMWmzWb6dyIN1cTPCoX6Y7yhI0B1rhNsTiLph2Wtv9uyBamiMYzTEV/nqC3Q1Z1WCu3yOpD9ra7mOFZFgo6rW6XQvI29/czzPsthvYms9kJKh2Fy0ccDNVjqyFk79VVODcnjqLzE7Le1qrQyvZIxWJETYsbmzKHcPrg2srGYLfp0LPESXe/JccaWEK0Gl2pUukOpeR7viCloo8qkrT8wGlQ8OmMLFJhiIRF1Xu4JzM5oyY8f1zKVfsjIXutg9EZ8aiUhs7khNhtNeTcTQOeWAA9EBJZ68GFeSk7zcbkeRcOytUHFiyVhLQqipDixQIcm1Co9xQsxyakK5h6QCbWJhYe4rgh4mHpTVwp15jMRDBNhWLa59V7XZ780HFmTh0hdyxJPvQIJcjT1XTCyTB64Rzq8AZ+MEu3UeHGtXtUtmeYOvUsQRDh0foaxkyU+fQYVVXYqCvMnj1OEATs7zewbY+Zmdzv2of4nsG4BkaKvYr57ior/ToUmP1xePj3YfsXYe5Hv+Hey5fhx38cPvEJeOklSCQe02ke4hB/ALzHv33enVCVt4fBPlypsb6aIDyaodVcYefW13huWoLJ3vigDyOQIdjLRelX2mtJRjUI4N7uNKV0giOLJRRFoZDwWB0Mf/cnP8QhvkNYWJggNXecOysrLGY8Visxnj9WQ9UkwxoJT7NS7XB23mZg2wzH8PIKnJsX985UVMrIVvYloG12JfCMHKgKvRGsVkU5X5qQntsH+xr5pEEy4rLfjjIOJjgzt0kskcdr1XB8k3ioyVRWIxYqoyhhriwrrFV8IiGdWsVi7EySiz8iEemRjTv0xhALKehKwFpd+qSS0YBWP0EQGPRsjRh9cjGXszMPMHWX7tDmyASgBIxtOTfHk98jW5TCsSPEMBaSgDUVge0mXF6UHqz7e/D52xJoW66U1labUm5XSAopfHZZBoU3eqKsDh1ImLBUUvjinYB0PES153NmdkRIE7v/UkoC5sE4x26zh672CJkwm5dSNce1OD/nk0/o9MYRUrkRjm+SikJWHXFzK4PjL7BY6NNohMlkdNYo4RshOoNtXDdNPlEDhihY7DZVzsyqFNIVNqoV2oOnWWvFGI3SjEZjEodR0++KbruG7VhktD6u63NuXiMfstnvDFDYRNNCdOwYjpNnKtMibOwS1ka4wS3CeofNWsBEMuDCvML9fXEsHduSiAnrsvYWJmR9tftDFo7AaV+SFrWuKHb5pOw16ZiUpC5OiFFUoyeKfWsIb6zKnnR+TkqcWwNRAt/cFTfdt0bTBIqs/UdlIaWTWSGH8bA4k67XYC4v5zh2hBgmQgdJlCQUU/LYN9YlYbKQk7EXIMkjXRMVU1cPrtOD8Rm9sfRDTqVgInmgeI5NHCdgYFmETJV0FDzPodxyKCRBUXQelF1CepS9Tp6ePSQX81mvmTRfVpg+aTL0U/jBJBHFwnUG3FgZcaJ9m6hyndbGK3jDPsZ4SG68Te1Wl+zJP49umiye+yiVnTV832X27BKGYfC1r61TLhfRNINbt7b52Mem3/2mM98K4wrt8SS+r5CIf2uvhXcsVBMWfxYe/gNIHoX02W+4+8d/HHZ24FOfgl/5FRl5cYhDvBtwSA7fgdASC/SGt4mGNbZ2fCxtmTDg2R7BcJXmUMpqFvOSxc3GpTxncODQlorInKlSWsH10/StowyJUB+EUCJTZJKTj/slHuL7ACsr+2xsz/Hq5sfodTWeO/Ymm3WXQNF4sK8SC9mUUn3qPYf5AmQPyr7WKrKOH+xLgiOXEGXACcRsIh+T4G6xAPN5hf44oDWAa+tQTKeody32Oy4RvcZkYYSqJ1lvL2ArE9QH+zR6LkcKMHI0hjZMZjoYusdsekzEHLLXUnDdPnNZl76l4PuBqCtDnSePmHRGCvvtMLWuwVyuz1RaZbHgY7kOv3LdYbnkM5cLvh6knp+XEtmwIYpItSOvbWjB08dEIQkbYh4VMaSHOAjkun72qLzm03NiZtPowXRa3t+xA/WBlNT1+hJIX14Sk5+dZsBS0efNzRG9QZ4gcJgvKKzsQz4eMLRgp6mRiVn0xwHFFASBi+X28IlxtBhhvaqj6yOycZVXHkRYLAXYzpBkpMPxyRoQ5/pmnKil01ae4zfurtPvRknoKiHd4tTUHroOuYTPeqVG3yqQig4opV8mlp5itTXLv/t3b/Jf/pcff5zL9B2NUCTBrXttTsXAHg7ohBxcElS6PqY25lFVozeOUYjt4/ldUuE4W402Hznr0RmpzGdtKl2FvuVjO+LouVYVkuUd9PF6noyV6I4D1iqSkLFdsC0hhnd3pEolCMQteCoja64zgtWyqPvPHJVjXd2QsRabdUlSLhXk8aYhhNG25XlzSUCR59qoSelqowuaLiWlyYi4nb65Lm68NzcPHEmjMLbEVKd8MP+03Zfvi3QMtmry2sKmJFdmMmLepGtyfTm+KJeWo6FrKTSthxvYVDs+jypQTI/ZqEkSR9EcAnTKnTFn54coQZEv3m3hG0cplt6PVRvQGlZoKQY5I8TG1pDjxT6t1a+w0nbIRNfxXZ9oNEouexF12MVuXSN3bAlVVZmce7vvv9Fos7eXIxKJAhAEC9y7t8v58+/hKp/RLuuNo0yVrHe3q2eoAHM/BTf/73Dln0C48PW7FAX+3J+Dv/E3ZMTFpz99SBAP8e7AITl8h8D3fcbjMaFQiMn549TLUVrdCpvDIvnSedqVq5Tf+AsUwnVqPcm2TmdFNax0pBQnEoKcKxvrfAFeXYnz+VtP8Mzz5ynOB6Qmp9hum8zNn3zcL/cQ3we4e9diNNJodaf43PZJNKWF5cFc3uNoqcl+8zYRc0wmLkOy/UAy/MWUzE87MSUEyfdFxQh8URNRYbMmykDfCliagIgHJ2dh5AzJxR1U1aGYDtGzR+x3DCrVDc4v6fR6GmvlRb66UmMqm2Vsu9TbW5yYGhANDZjNaWiaRjIcYLkhusMxlqew1QgoJEI8KEeotF0mUhrVbpKjky3KLQvtwCEjHwMC+Mp9cVVMx6QU1jAl4OyOxVSm0ZMA/N+8Iv1fAI9qUgpe7YiSU0jJ6x7a8Lnrohw+d0JMOHRNFBVdfdu2vzmQQNhzIRM3cH2TqBHlen2ZG9sGZ2fXmc52COk2ru8wsPcYWC4X5uVcRxb8xm3Yril0hyn61imGdp+91hZT6QEEHvGQz+JEQL27R2doM51O8ht38hjRk4zsLJrmEnI3iOivkIo4TKdtSimFqOnTHu5S70Y5NlWgPHxEW/0Jbt+u02q1yWTSj2mVvrPx2suvUMpM0OxPYbl14pEOVhDlxLEE1x/5pFIxFL9OyCiSiSbZaTRQ1Th7zTHVjs1g7DGdFoU9GZZev0sLkkhpD6SsdGiLM+lsTq49TZXEg+1KsqbWFSU7QAjfW6WaV47A3W0hbxs1WX+nZ2SdDyxJXC4dOJK2+qJC3tyGk9MQDclYClWVnsOzs3L9q6qUhtoHanutK+qmr8BeWxTzWEi+GwIFQqokUwxNyGlvLNdCZyzKqOsLKTU0UUt1DTIRcH0P261iewpRU9TED56C5sDGckxaI5PeKEGAzZNHZ9hvj9hrwX57nsnFZ9F1F6fxZeaMBtWOwsb4BOVKj6emd3E9i/lMFsWpst7Lc3Q6ga/dp+JkUdzXufLkk7/jc/Y8H0Uxvv5vRVHw3qVi2reN4S4btY9TKrwL+w1/O1KnYPwc3Pi/weV/ANrbJluaBv/tfwt/82/CD/0Q/MIvQOr7e3LPId4FOGz4eAdgNByweeNXGK//Mvu3/iONyg750ixzxy5z6coMzZ3PEh99lnnjTR7seli2lOzstsSy3vPFtGJsSwlatSemAV+4cxQ3+j4+8IkTFM79CA3jAvPnPv7e72U4xDsCmqbTaFTQtDjR8ARu8AyvPvpBrq7pPNhTsNwhE0kJHBVVeoKKSSkXO1YS0rR6YD6j63BmVnqhGn0J5s7NSCn1G2vSpxfSQAnG5BIKRycDGr0BOw2fiJEhYVioTo9oqM/p2RYqY27tuAysCleWPE7NdJnJDikkRuiqQ3ugETLCFFJRlEClmNIJmx65mI7tJcnEjjGdtil3bK4sS//f9oE5xlpNyO5+U1SZ27tQbcHtbblttyXvTywkP8sluYZPT0vJ7K1NKQv/2j0hwa4nRh1PLUtJXxCI0rPXFkI3mRFl5/SMJIryCcjEPKodH1WNs11f4tdunuNrD8+y25qlN85geQrPHzM5UpRgujWAalcC/PlijHJngr12mJXyFP+f3zzNzW2DN9Y6VLsBG1ULny4TiQ1OTa/x/hMvoSptdF1hODQhmOb0XIRjk2HySYWNmsfItrC9LqsVG12dZDD2WVryMYwClmU9zmX6joBtWeys3WZ3/S6u6wJQKVe5+9XPkTGixBJP0HKmuNe9wEo9TSyR5amL8xiRMGbsDC+tfYxrm3HSUZ9LCyM0dcC5BY8nF1UsDwoHY2BmchAzxBipM4IHe+C6Moqia0GzJ+SsM5Ckw8q+mLvc2paKlJAhRHDkwOdvCQF88ogkKmdzolpnY5IAiZhSBbDTFCUvFpJZi7oqswdVVWaYRkJCII+VhEBeWxdyuVGX3kRNhaMTQlyvbkhJ6Y1NOUale6DG94QAxkOw14GoLn3317eEzIYMmDsYnxE25fvi9g4cLQYsTMh5BQqkYwHgkYy4JCI9NE0jZETIJo8wcM/iGU/ieVXCwV2O5ct02g2yRpOU83mmU0029svMpbZIaPfojOPYtste1aLZ3KeYH/CRp/PU7v8a9298jZ3VWziOg+/7WL09GH+BXnsXAMfZ5tix9/gU9dEeG9Vpiu8FcghQ/CCYWbj9NyWT+VtgGPDf/XeQTsMTT8DVq4/nFA9xiG8XhyzhHYDq+hssFgAiZIEvvfQ5RuGP4XlDwmGXXPQO7fv/AcUbslSEp4/KRtgeyIarq7LxOR788nWI67BRVdlrn+Kv/T+f46d/eolo9Pdpj3aIQ/wnYnlZI5dLEw5v0O1kaQ0eMJke0h/PsN+B549X2O9I3+xqWWb22Q4ogfQydYbSS2gdlGf2xmLQlIlKYAtCGudy4kSoH5jWDMYuhqZybi7gUWWMYSps1ztMxKOgWiTDLp7j4XgOJ0o+Id1kaPl0RjrNgU8ybNPxh1zbUGgPdfbbHlFTIRKCsd0jE9WJGPeImC4npxR6o4BKV841lxACWOuB4ypsNqHRDdhpCZk9NiXkbuOgtK/WFQJ4dBJCugS64ZCQzb2WBOi1rvRcvqV+xA5m1hVTokyODpScoQWlBPzyNfj4uYBExMR25zk79wbn5zM4XpRap4DlavzMcw1SEZfmENJR6V8cWjCdg91mgKGZ9EY9Xn30HGfnbqJrMc7OBCyXPJIRCOk+D/SAneYqmUiRJ5eu8spajljkGKdKX6I/DrPf1nnuuEd/rFHrhdmqKSwULB5VNym3F4nGq5w44TIx8fTjXKaPHbZlsXvn11goqARBwMatDebPfYyvfekGZ49forn9IrlEHjuUI5k1GCvHWdu7zXiwTT6TZyo9ZH/oEnRDrFRKaOojCkmF9sClmAzIRGVdbtUkCXFzD5YnJYGx1ZDZmTNZ2Uvu7orhy8ASRfD0jPz7wrwkOoaWkCjXE4L5kXNQ60u5aSIit01nJMmQj0sC49KiqJC7LVEHr2/IbQNLlPJURJ6/cpDgnM9LwmK7Ibf7vlznC0k5ZtiQ3tr9lvz2PbkWkhEhvw/34M6e/O2Z6YO5iUMYunJ+YUOOt1iQayoSgqYN/T74mIRDYfbaENJCtNwwYWPMdj2OG+RRY0maapE37nyOpLdPMR4mcDVOTXZ4dbtGxPBwlRgDyyEbM9hpL/Pv3zA5PrXNjz//FNlMltHqm7jD1whyJa49fIl0aZkjmR4/+gLcuf8rdEMXuHj5LLHYe3zPHu2ztl9iIv9uNKP5ZlBg7ifg0T+Bh/8LHP8z33CvpsGf/bPwhS/ARz4Cf+yPyciLQuF3OdwhDvEYcUgO3wHQePvLcW+/RaMaIcgVuHZtnyDIcDSbROmvYCqiHOiqBJ/TWQmYuwdubHst2TAbFjh+hgvLXT75ydIhMTzEY8GJE5N86lPrvPKKQz6dJBXtEjV38P0me3Wb9pTPqRmIHZS79S2Zc5Y8WK6rVRnsrqiiKPZGQo6GjpSVrVXAGcFEQohhxBTDjFofVC1gaEPIcLi1uUY64rGya1LMDAkpHiHNZibtEzJCGOqIAIWtuovjBISMgFgYLi0GVLsWhQQslQJurLs8eTREo6fh+RaNwZh6P4CD69LUxH1xImVgOz7peJK91pjnjo9Yr8OTywdOi7r83muB7YsBRz4pbo9LRQm8Z7JQSkpAfXNLgutCUkoAeyPYaYi6Ew5J4H9yGuoHyl8hCdutgJV9m3pvhQtzKSqdOpl4wNDqsl5T2G8FjB0d13UotwNaQylVX8yHUPw01zZOsd1MUkrvEg/1ycaiBIEGBKiqxk4zYCbj8yDWBeUlimyzU17mZt2EUoLWsEi51WWz3iWkK1Q7YU5MqaxXU3SGk4S1CFtbTZ5+2kVVv78LWKq7KywUZLyIoijMpi1q+1v4xDAjCXrMsnJvjZGlkPPyKP0WWbXK5ZOTjByPGzsKgXuV1kAF18TURG3bacJ0JqA3FpWsM4a4KWtFU0W5y8bFFbfalj3k9DTc2REVLwiEdG3Upfx0rynrUtOkfPmt+aPJAwUvqUvfa7MvxjIhVVRsU5fnms0JORw5sobbB/2yYRO++kAUvkxM9rV8Qsjpw31x+I0YoirGQvL3mahcA5oi3x++L4TXcSTR0hnKcVoDIZyFhJDCR2Up7V48MLDqjMA+KN98aUUhG1Nx/BCalqM3PoLtb1Mf2Nzd3OX2bgk1NoWvKJxdfIKfPlejkLBQFJ+b22nCsSJGYpJItIrdqjLoqZRbQ4zQD1Lp36HbCVhde0R/6yphzUGPjDiRjPP6nTWOPP8+VlcbVPb61J0VYslJzp+ffm9fG+Mya7tZ3nf5XTbj8FtBMeDIfw4P/gGE8zD/U7/jIT/wA6Ie/u//Oxw9KmY1P/Mz8PzzkrQ4xCHeCThcio8Ztm0ThCYYjleIhk1aLYeRMkd19VWidhvXdbnzaIP5UZt4WDbTgSWldREd+rZkP/sjuS0IJFAeOwWOLE3guv7vfRKHOMR3Ab7vE4slmZnyuHTsr/LRszZDe8jdHZuH+5PstmLUhwMuLogi0eqL6rBakTI3y5Gg9M6WqIn1nigD02khS/EIfOkuvG9Zytk8X4bMLxQgEwvoj2Qm4XKxz15LJx6tY2ommuag4JKODbi71SWfAtf3sV1RE5ZLAa4nA6u3GxKcKgEsFKHRG7HbjkCgkYiqjC2fmh9gqNAcqIQNBVOHjZrG0NFwXIXthkK5FdAeyPW5WRMSe3RKxlfc3JIy2UZfFNChLeZSvi9qYhDI67yw8LaJSMSUWZC1rsyuK3flcd2hlJrqKvzIEwE7zRoDu4FHiGLSJB/3SUUMXl0b8eHTOomoykv3PaYyGjFTAXQS0QFLxRW+cv+DHJ+6w9PLWywUdplKGwzGCsVUwMgJqJUVFgsOpdSY7dYurhfDs99gpbxIPDzm6aUtWn2L7iiG60XZa0W4tzfNbusE+VySZvc816/fYDQaEYl8/yawFEUUw7dmz/p+gKppnDg9xy/8y/t0t0PgJ6h0IvyHNy/xzHKd08U62zubRGIG55cn6Q10hr06zy4+IGZ6bNY9yi2dW7rDTE5U7c5IFGKQ620+LwkFPxACt1KW/j9dASUn5aWqAhys2VhI1t7AkjJNUxNlu9IWdX/v4PrJxuVabg5huSDHXcgLodxtilJYbsHJGTlWPgGtPVH9L8zJtfHWHMQH+0ISFUV+Tk1L/+PdHXktx0pCUPfbsu49H27tSKLp5qZcS08tS9JmZEsyNZ+Qa831pK/G86QUdSKpsF6L0R7OoVAgE18nn/BxfJOT06coZbYpdxPY3gxWe5etRpxsqMXQdthtTFEd6RiqQbMbJxNOsNvS2GpdYaUxyfJcnLt3foPFYoPZaJMjc1OM3RqdXoDqwtWrddZWA1pN2G3t0h6Xcd2ASERjeztA03zOn09SLKYfwwr9LsAdgTdiYzvBp36o87jP5jsLLQbLfwoe/kPQ4zD9id/xkExGjGr+2B+DX/91+DN/Bvb24AMfEPL4wgtw+rQkVQ5xiMeBQ3L4mOD7Phu3vkhcbaB6Kqt2kkwySh0Tz5hlMfklen6a0ahGb/Ufs+vCD5yX3sKQLsTw2hZcWZISnIf7siHbHoSUGJqag8RF3ngDcrkBiUTscb/kQ3yf4dq1XbrdIyzl/xU/cNwlolskwiO8yQFju8UPXdRJRg2+elfBsm2Wp4TUfOCUlHrd2RZC2BpJv2ExLYqD5b79ez4HD3Yhk5RAdyYjyoWiSA9iNAKFlMt23edIUWezBusVl/PzAdsNh1RMRj88qsInL4oRTioWQCCkrZAUR8XWUH6PXZ+I0WCnFTC2VWr9AOfAaOPCvEI05DOyAzTVpDPsM5eT6Hq5KMGqokoQm40d9AlOiwnMxy+I4nF9S4LudFRKbQ1NjDI+ex22DgaCP39cym8Htlzz7aE4FyciEvSGTTl2e+TRHflMplV6I4v3LfWp90M8ueyxWlH46n2HeMgjEhanysRYZa8dIx7xMbUbXJjf4IUTTaayDkMrYKvhMbQ1Hu57GJqCF2jMZHVSsSgDx2Y20+KDpx/wyiOYTq1wtBRB1SCkjfiVazobmxM0eudQ1Djr1SxarMhodNhvWJw9xsatDWbTFr4fsNtPsbA4Q74If7eqE7dWeGrZRVF0oryOFgREjSGqZ5NQGqyutGl0n2QqoxIxbLJxjf4YYqZPxFQ4NhmgKZJAfFSR6pJ0TPaSclt6Yj9xQa6Zk1PwxbtS4hnS4c22rKe1MpSy0g9cTMi6DHw5VjElPYmnDgyYNmrgeiqW5XN3T4xhGj1RKOcnZJapcuB2enFeVPNMQpS8Rk+cSOfzomAeLQpJbfclAdIdyncEipDQsSNquQpc2xByGDGl3zATOzCwUkQVH9nSk5hLHJDIDfDSoI6FPMdCAbre5+7uCvnYDj4e+USOnhWQjt7jSMHh+pbKVvsccXOFdMinOUhhGGNUrc9v3Psp3tg5wZXpf0Y6GdDtbPL8sReZqV7DDEWwepCbH1Hp6Mx6KmEDVusKQfwolUaE6v41JpIm0ZmLRLw7vPa1bUpzH8M0Y7gufO1ru3zyk9H3xniLcRnfyLO2FWaq9B78DjCzcPRPS3mpasLkR77pw7JZ+Omflp96XXoRP/c5+Nt/W8qcX3gBPv5x+NjHYGHhe/sSDvH9jUNy+Jiwt3aL+XQPTZOMud7qkFp4P9PHQww/83kyjoIzfsjGnX/PYrZNtSu9FYWkbH6KCmejkomdzEgJzVub/udvFRizwA+cP4eu56hWq4fk8BDfcwwGCo1GG99+QHvk0LSrzGR9Gr0BF+YD/EBlaHksljR+/YbJ8VmFY1MOiRBcXfdxPTF3uXIEklFRC5sD+fEDOJKX+8/Nw5fvixIR+OAeOCyenxdXxMk0OK5Pd2DT7NucmBLFYjojJWnTaVFCho4Enq2BBLKpiMxQK2WFeNmuELRYKKDShicXfQxTSuhSYRhaHmEdyoOA8/Ma9d4IUxcFdDoLr62KGvihMwfqf0/mwl3dkGNriJHHF29LCV88Irb+t7bAU0QhQZHqgXhEFBZUKbmzXSnTcw5cTrtjOFKAcNFEVQLKbYeepaIoJiHdJWS4PLXkYWiiGtW6CiPbR1Nb1HsGxZTLH3m6ThCoJCMelq3QtyJ0hyrZmMJ20+fIhE5vFKHSHeP7LkO7Tz7e5/0na6TDHUKGSy6uERBFUTU+/eqPkIr28HwdNXqZxfg1PvjB1Pe1agig6zrz5z5GbX8LRVVZWJxFVVVefXWTECpPH0ug62H6vS0uL8X5yv1NwsoWQWCxWXMYOHGaLTix7FJIBOy3XNLRAZu1gGQUOCjl5MBRNxWTNeUja30hL0mH3ljOJ2LAkaLsM62BJCA6BwYvOw253qpduUZASNfxkqiR2w1JbMTDcu1NZ98uMw2HpCxV12TeYGcsymR7AK2e7GM3NyXR2ehL6ed2XQjedkP2vhOTMJGGq+ui+K1V5ZiOK9d+bySE8VhJevAdT4ju4oQkTidSct0ZuiSOQrrMStQNqPcCTk6O6Q7GLJccVso+E0mbpWiY3UaYvpWhmA7w+TRhrYvrerRGGp61jO3HMEMXGTtF9loJLs99kSNH2yRCDq8ocGK+SMOdx7dUpopp7lZjlLIxvORplo79IF/+Sph+sEfGPIaKQiTsoHZ2Mc23923fT9Pp9CkU3gNGNaM9dnunSMQ9opH3aHVTaAKW/wtREIMApj76LR+ez8NHPyo/ALWakMVf+AVxOy0UpAT1R38ULl/m3T3+4xDveBySw8cFf4ymaV//Z8QIsC2LcDjMU0+fRWv0WJgd8OIXHmHEZQO8ty8Kw+RBpjZA+igaPdn80xFIRMOk43GSk2cwQhFct00uF39sL/MQ37/Y29vn5mt7lFJztHrXuTLvMrQBxScbD5hMB2iqz9gODgZja4wsn2RUJRoSxaE3ltlkticEUWvJwO1MTILS0zMwGElgWYgLAUOEPyZSoowMxqJKrNeEVO21RPk4MwtOD9xA+qjubskMtP747fmhpTSs7Mn1lQhJ4JwIi2JvuRDT4dysbNQP9yXwtjxwvSGeH5CIRNDUERNJGRcRMWRUxbFJ6dP6jbsSoMZCEqyHVHEm3WlILK9p8j7MTcCNLVAPRtfEwqKUbtXkOyAWAkOVYHyrBtstyMd9yu0RA1ujmAq4se6QiA6xbANd9zA1CeIdD+IRT4LxpkIQWFxc0DA0hfZQodGDyQmfaxsjZnIBszmTdCwMisNrKwNm+xAPB5ycbDKyk/THNWr9PqYGnVFAratzb+coiXCBvZaDqraYSrzBk0/G+JN/8oXHuELfOdA0jdLM4jfcVqtpTM3lCKljAl8lHHYIe29STHpMplwU1efCXIarqz10ZZ+N/QZRP8xcrksuqRHSFV5ZdYiFpISyb8uMwDvbkmi4OC+k8N6uXEsRU4hbLCIJmAlNFO6XV6QXNhaS9QIquhqwXArYaYrJUncks3WLablmaz2fShuOlmR+qetJwmJky3VcTMHLj942oJlMy7X73AmZi+gemN9kYqIwZuNiRlPKCEkspqQ0tZiS/vuFglQZpCLSt/XWaBfLlVL0qCnOrFMZcQcmkDEcW5Y8d30oJbGdgRwrbAx59hi8tBKQimk4rslmrYWqmiQjffxgjOspxCIFbAqslX26nSGR0H1y03UWJhwSIYdc3KOYMQjrIxL+HnuVAkNvTGj5E3TyJzh56mn29zukM2U6mSit9j0iESgWs8RnCrTsMYYhYxEUpUsy+R4ghgCDTVbqF5idfg+qhr8VkUlY/j/Do38M3hBm//C3/aeFgiiGH/uYJBXv34eXXoKf/Enprf2xH5PZiU8/LfvEIQ7xncQhOXxMiKSmaTe3SSdCDPodHqyWKXCfcPgC2cIkO72T/KtP/zwRtUM8JGVjY0cSULWukMXfvCsKSnsgiseVJXhjLcPRpWNs+y7ZYpYzZ1zS6dzXn9d1XcrlFqapMTHxHtloDvGOQxAE6HqJfPhVLHuBR+UzTCZuUO+5GKpHZzSEIMByYKUciDlGTMoV8X22m9LndGZWAljfF5X8+rqUhnWG4qAY0mCjJ4YaEwkhbjc3xfzl4S4kY/CFu6KAEMhA+U9dliDY8qRk7t6OBMuGKUFwvQ+1jgSblY4oJbYnasb2gSnHdEbK4ca2kDhDk2twtyUOjBOpgGoHyq0R3fHbs9+iphDXh/uicriuENxEWIxpXl2R3/MFUWz6liglqiIjCDxFSGXKFtV0OnuQJNKl9FVF+qfCGjzYF2fRIxMenYGUEa5u2Lh+wJUlUWTGrig6vi+Bu6649EZwc8snaiqU0jq9EXiBwlzOBzwSIR89bfHV+ypLRYVoOEQpOSAZM3mwN6aYMegMw2w2bPwg4Cv3FaKhEM8eu0Wtl+TqZoloNIXvl3Dd94pT4XcOo9EIx7YxTYf5hRM8vPXLHM/vYvhl9kZpYtEhjf6YhYLOva0BCxMGGy0Ty86w1eiRj2vsNWHkqixNKFxbt8kmpKpkYMlaPzcTxtDHJCLS13t/92CcxUgIoa5J6XJnINdfsydKXa0Hr69BSBeHXkV5e3xKIiT9wvWeGMCYmpQ+tw/W5dh+25CpM5DSzkpbjnF7W0Zi9MfyWF0TVTAekR7IwVh6Dxt9IXyGJv1YuYQ8d8QUw5s7u6IqNvpyXU7nDkrQbVFIW30xpQmb8nezOXn+iYS4nNZ68NxxUUYDIBayeONhjBOzaSKJJNvlHk8s2ExkShjagMZgwJcf1Kn283zk5P+PSHQWM2jR6IXp9uOkYh5R0+VR2WEy7xNSLeo9j6PhMIZq8Wu/uommH6XRgM3mIhcW2yQjFtXBiHPPXaZc3adcNtA0n6eeihF6r0xQH2zwsHKC6fdiSelvR6QER/8vsPpPwWrA0s/9vmU/VYVTp+TnT/5J2NiAr34Vfu7noN2GT3xCfj70ISlVPcQh/lNxSA4fE3LFGWr+ZR7s3GJU3eLssWP0hw/4J3/r39CwjlDfeImJ4POkI2JjX0hKWenQkkAuGpJBwefm4fVHQhB/4fVp2sEzRPVZPvDJn6ZQUFlYyH/9OR3H4bOf3cZxpvF9h6mpDZ55ZuHxvQmHeM9CURRUNSCajDNo9ujbU+y11snEasTDNoYivUntoagLcznpMxw7GmPHw/MDjk9KSSaBqGqbdSFNIUNcCntj+fvJtASJ7aEoDc8cF/UgGlIptyFi+iRMBUUBQw3IxUUJbA1FfeuPRXUMhSQozMQOHD8bB4qeJ26pb5WczmZhtw2RoSRsYmEJfIeWkMPJFLzxSIjmzR1xiJzLSzBsu6JoPqocGN0ooqSslEXB61tiomE50BuCE4iKMpWR55qLSnCtazL6Q1MlQbTTlOcf2PJ+LRSlJPbsjDxvJiqlsQHwcM/B0EWN8Xz49ZvyfTKTl/mKyyVYnAh4fVXl9Uc2s3mFbDRCcyhzKfNJn40aHJ3yMLQQM7kh3aHPYNzH8SzqXY2xG8fQcoSNHrNZj83AotqbIhmZ5OS0TtVqEwo9zcZG9b1RJvf7xI0bO+ztgWH4XLyYJhTSuX27QWP/PgupFVS3RW+1wrASJ586wkr1PpV6iD98GQaZERt7Gs2BRT6uAyqTqV0GwxBb5Qw3N/s8ecRiIa9xb9fB0ODyEcjFRD2/vwv14ZjlhCQ9RgcD50/ERIHfaQhpU9NyrpcX4FevC9mazcHI0mXcy0jUtp2m9NG2h7JOZ3NCwDxfrouoCaom11ZnKMdRFeldDIVkDJOal3Ve74u5TPqgMuDIhJDPt0xxNPXt2b5DW5R4zxeF39AgGxV18UOn5fqNGHJ9dEby/aFpB6ZNB0ZunQMy3BxIAG5oB4molpR4n5iGucKQa5sNNqsQ0kdEDB9FC4Gu0Rx26fl5PnJmhcuzVRTlVR7Vo9zdT3F8MsqLD+u8thbn7JxG200Tj+s8eWqe9f099HqHUSNKauok+/sueugHcJND6sNbTOq3mHBv4OomF3/w4xiG8RhW6XcRvTUe7D3DZPE9MuPw90KoAEf/LKz9cxhuw+m/BNofrJxeUWBxUX5+5mfEyOall+B//p/hT/wJmJsTNfHKFbhwAc6cgdhhV9Ehfp84JIePEYXJBVqVDVSnwxsvfpZbN/YoJGa4/2CDSeOLZCNdzsxKI34mJpnbt+ZF9Q96ovZbEA3DtU24V/sAU0ef5YUP/RF0PU2t5vPGGzs89dQcALdvlwmCRQxDAULs7Hi0213S6eTjfSMO8Z7EmTMm927Psrb3EmF3l3I7TNRMoil1GrYQkohxkPAI4GQ+YKvuslWTIHVgSxB3a0sCwWQEFiZE/UhFhRx6AZiGEMRzc2KmEQlB2NDZqMdoDrqEDYN83COX8JnJSYA8kwVDkeAwrAuRujQhQWutC+t1OYdSSvqctpoSgIYMUV5ms/DmmpC+kAruQYlmMQGXl+T1q0igvVqTDf3SAvQcMboJHdj+77Tgh86LKtI7IJeKIipMNinkdGDBSw9F4ds7KHcN6aKIJCNyXrM5CZ6T0QNnRgueXpLzPlqU0lwQEpw8AusVUVGiIVFd0lH5fnn2KFR6Bo2+kOj1GqxVA+o9m3AICERd6hwQ4+mMg+P6dEbyGq4suqzXDfqjDnutIaCRT5gM7Tpbtbt4TGFqQ+xBknJ5i9Ho+69xZmWlzNpaHl0P47rwhS+somkKMInRrLC7d58nTgXc3/08NBRq7lk8tcjRTBvV9VkqmhQjEX7tep94KMup+QxBpUen7VFpj5nLuVT7Ko8e+cRNSESFZG3WxA23OZDP2vcgMORzTEZgvyPrunOQNMnHIZ+SPebpY6LYJcLwtQc2pvG262fUFJK5MCEEr9EXc6XuQf9foy/9gIYmKnkhKUTS8SWpeX1TEhJ392TMhhqI+hfWJZlR6cBiUc692oE31yUh89SSuJpGTMgcfIc4npDP8cH8xJV9yKelsuD4tJRev28ZTFOO0z1QNYspqLvyPr2yKq9tMJbvgtmcSz5WZ/ZEgKnpDKyAlV2PWHhAY5xjNuewmBsxmctT67SYiDVZbx/lC7sfRQ16LExtUCztMTM3zWDcZ785wTiYZdiEWm0LPb4Hg9dgVKDbneRkZp9YKEoobLAYCtjZuMXs0UuPc8l+5zFY597mHM89+32gHL4FIykK4va/h9f+NJz97yG++Hv/3e+BqSn48R+XH9eFR4/g3j34zGfg7/5dURnn5oQsvvACfPjDQiwPcYhvhUNy+Jjx5td+k2RvnXrdYtJssL2/xbixy+zJNsWUBK/PHZPG/K2G9B3lk3AkJ5tdrSfZ0NlsgW3tCY6eWiKVSgOgqiqdjnghe55HdeN17MYNbD9CKPs0iqLjut8nmbtDfM9x7FiJH/vJIZ/51WsojVlsJ0c29iUUVCodCdLySSk/03WxrR/aUv6YCAOKEA7LgScmJDj1EeLTG8nt+YQQvc26EKOYKQTuaw98HDdEsx/ik5dtsvEA60At8AK4vy8mFjMZUSP3WzI3MWzK7ZkoXJ4XO/6RI0HlV+6LYlnviMI3OAhIPRl1SPiAOAa+BOADC0KmkEJdlZJwP4DeUKXq+pTSQkC/dE+SP7WeWP8rSFCtaRJIG6okg+IH6l7gw+urUjKXi0tAHDHlvbQc6Wd8Yw00XV7La6vSVxkPiSLj+xKYXzoiJjhrNTnv3kiOHSguQ0thqeRjuWJsU+167LUlmA4Z8j4qCgRKwMASNerKEnghjaGlYegWucSITMzEcV2KqSiG/jIr+w3u7CyTm3iWxUWVSiVHvz8kHo8+voX6PUa97qLr4a//u1r1yGaL6LoLVoPFTJhH916lGBmxdCTK3d2H9MZrVOv7pE5MsF/uMLRUQkqB/cYU1zQXXcnyYK/HcinGUtFgMg1zOY8XH3gMLVGqdUXUu5msJBh+45b0Cy4WJDGxXhO1LRsVV1LtYERSEEjSJBqSdXJmVhIS6zVJ7oxsGcUSC8v1eHNT1obrS/n19sH4i4vzQhgrbZjKCYF0XXElvbEOidiB+c1AKgH0A5dTEGJoaEJA12pgjWVd77XlfFNRWdf9sSiBD/alIiERhf2GkN9UVEhjIioJqYmEfKdEDDG0+sQlGVmz3ZASU1UVsypTdZnJwXathhmLYagR6p0K3VEMT3M4lX/AXqvPZNolGx+QSwY0tQxRO8DQwpxdvsDJExcw7CpfevEBuclZ8oUc4bDFl2/tc2LhRa4cG1Op3MT3N/Fcj8lFUFCQ/7yvr5Vup409HpLOTaC/m4fiDTa5s1bkj/+Rzcd9Jt9bqCbM/zQ0Xoc3/zzM/QTM/RRo3xkHWl2HEyfk5y04Dmxuwt278OlPw1/+y5DLSe/iH/2j3/jYQxziLbyLv13e2RiNRqiq+i17BDYe3WLlzTeYCvsQ9Gh4m5SrFdIRCcAe7orz4Jvr0rRfSEkgPZeTTG57LBnPu7uw0jnLU88e5+mnjxDIiDaCICAalY1ld+U1nj3lcPNmF13P8aj6FfKLx8hmF74H78Yhvh8RBAGPHqksLy9zr1Iml2iTjkdYKioUkhJ83d2RwG06KwSjMxJC1R3LmAdNk2AtlxDyNpeTAC9AyitvbYliNxjL/++3hRBdWvRZq1V55liYdMQnE4N4Bl5dlQ30/g5cXITcgYoRjxw4NxZE7ZvOyjkYB7PcNuoSXG+24BMXhYyGDFFKRg5MpeFBWUw/Pv0qxKPishoLifLxluNitSvjMObzEnCX0kJQ1YP5pWsVcG1Ix+U1Nnry0x/DclH6wKIHJM/UpIfLMCSAj4cluHYPXI236vI5VDuizBybksc9qgjJ3a7L8yuKkMJ4WM6pMwrojAJ5nw+cLvdaAX4g7+/Agaip0B2pWLbH0JES2vYQPN8nZNpMmpCOGRiaBiFo9AZkoz4B23zgyYuEZk4RBDE0LUu12vy+IoeplEq5bKPrJrZtEw6PcZ0eDNZp1ssYvTVKCRu8EK1eQDLs0OjprJQNcKromknfSrPZ1ImG5xjXwrTHLncqJrn4i4wsjc7Q4v/f3nuHWXJdhb6/ferk1Ol0zpOTRqPRKFqWlS3JxnIA7At8+GK/Zy4XfE3w48L1fVzBI5pgG18+YYIBGxsENgZdYSMHZVlppMk5dc7h5Fy13x+reqYlT4+nNd3TPdL+fd/5+pw6p6tWVe21a6291l67o8FDKCBt9dCQOF13bHXXNbSgPiapxqGA3NeQV5yjXAWu6pR7r7WkeuYKsLNX5v2210v7aYlLVks0IBG3mZykR7fWii5O5yQiPTh9LuK/pkW+622G6bRE/6sO5G3YUCvTJDJ5+N4huLpH1josV8WpVDIdmXRB2rntyEBKyZZ5w1MZqVLanZBBkn95UdJZ37NTBlsGZ0S2uUin3ydRTduWQZeqLcvihHxybcoVKHpl0GY8CT2NVVLFElpplAqgVQ1b2qrYlSzZapG9p1Jcu0Yxko5SslqJl06QKaQpNrUQDF5N25p1BAe2MGv3kpnKUFEtbN+h2LIhjeVRXHddHadODTOWD9Pd1QnA6EyFmu51AAye2EO0coKo32JoxEvLpnsIXomVfrVDeirF9GyQlqa34uC0gobrIbYOhv4Vhv8d1n4Umu+QBrvE+Hywbp283vOec8VtnnoKbr1Voogf/7g4i2+GVVIMS4NxDpcYrTVPP32GsbE4StmsW1dm587OH/hdtVrl4HOPMjvbSktjPxHfGbKlcerC4InAs8fgzm0yOb5YFgewt1GM2XxhzsiU+R5PHbkKb8sHGBmJ8uqrYyQS47S3dxOPV7nhhnYAPNUM0dow11xjMTY2RdVb5YY778ZjVlk1LBOVSoV8PsyWLZ1885E2bly7h3ypTKGkCQXEGdzcIU7ZM0fkwbShVdp2QwyGklLyviYkUa1CVYqxZIoS2Yu44y77B2UpCZ8XNrWdMxKHZiAelgoXo7Pi5E2kJcJ36xZxuLQtc7GyRYlCBHziaIb9UhG4pwmKKXHQehplHbgDQ5LG2Vwj0Yub1rsGt0eWpvB6xHHtmxRn97o1Eu08PSlpqnUWbGj1MDbrYCnR46gPJjLQWi+G9ulxMX5Lbr0Wj1uAo39aojHxkBtlTcqyA31TUpynWJW01at75PMhd7Hwda1iSEeC8r+DU3IdJjOQyso8rhs3iBGdiEu6Xq4o5wkSlW2IyHkFfOL4RfMWx0c1a5t8xEKa8aTNk4fL3LejSiLmMJu18HkKDM0EKVYqVO12/FYbeGxC3iSlUju53AiJROIH2s6bmc2bW0mn+/jud6fIZoN0d1v48v9EV3MjTnQzEwPHODPrITNaQzrro6NujLpQiau6fPyf/Ypg1Y+jmhjPNHD02C42dA4RiVc4M17i5l6o6hDFSoHHD5QZT4lO4KYV97mpxwcGxAk67LbxUkUiivmy6FhdRJy2Rneu7fExeLVf2sDcOoKRIBwcgkC97DdblIIwW9rFCWuugW+8DBvbJLKYzksl3dksfOeAzJu9ZYPIVSrLWoNnJs4Nhsxm5Xg1IWnH2zrdAZiSRPg3um16TZNEA2ezUtimWJE2urVLZD00LOskDk7Dti7RrVIFmutEl1IF8FThW3uk/6k6MjCVLcGpUYiEZX5wuggRf5GAVaUnUSQRmyLoCxCLOSQzBfqn6ggGGmjrvoXq6T14vQ34CBOsjPLEdwvEW9cTDEbZv/soM8XricYq3H9XnPY2i2qlRGZsP63hPHWN29k34KGxuYNYZzepyQHGBw5gzx6mc408z3uCMDh4gM4N169EE740CqMcHL2ONd3Ft3aVTX89rPkIZE7AwD/Bqb+E9geg9R4INi7bYecXt/nYx+D55+Fzn4P//t/h139dthkn0WCcwyXm+PFRZmY6CYdlAvmpUym6upIkErWv+d3U1AxTo2lmU6dx6l5lspAmHpIHbiovKXc9CSm/fXWXRCZeOAHrmmS0c/cZeZC+cLKeMf3/EFG9bE10U6l0Mjh4lB/5kSDt7fUcPjxKoaBRRZu2uEMoGKC3J4CK+1+zlIbBsNT4fD4CgQLgJ18OcHTEy8a2Ih0NEU5PVKmPOaSyEhmoj8NdW8V5s9zqhOuaxSjUSAQx7q41GA2IUbf7lEQ5aqNiaE5noa1eIgyZInTWwfC0pF221onha9vQmhAn7fEhMSIrjvzO55EofXu9G80owZFBSc9c0yRRlLUtEgV88aRE75rjEslztDhVQZ9ESxpi4tBaSlLcHC2OVk9CZOifdsCRtDaF6HzQK9GLgE+K1uztE4e2rU6WIDgxKk7iZEocvnhYzqku7M5JrsJoGrZ0yByrzgZxmK9zI5iOu2j5eEquj9bimE9mpI8J+MUpzpUl+uooMYjTRSlsM50TWTwesDxlSl4fW9phLFnHRMZPqqDR5MgWS8RDJRxtc3BQkypUaW/wUnHKtNTm6c9mqWRmaIwNcP31DcTjb62ldpRSxGJ+tm27BsvyUizmCKXirO1JQX6A9YkWvrc3yLePV7g6sZ9IsIRNgp3NRdLFKsfHWigXbJrqArww1EPaSqHLNmua9pEr5pjNJimUyiQLWiK6OYnAXdUNe85IGrRti6O/rVMGE7oSEgW8tlfW+5xIS+rpZFoifpNpSQH1INFGy4LJpOjI2iaJGvdPSzupaonEV2x5brXEpTpvPCjtcFOb6NhUGl44Kemdm9vh5TPy3bYu0Z89Z6RttrhrEx4eloFRjxIdzxbdNX+RfqFUFdlA2rHfEseytVaenfGQyNkUk4GXkRnwJ0TfhmflmDURSaX1e8EqS1S1vVb6IMeRQRStIeRzmEjn2dmTYzzt5+ouRUPcw2Q+zu59R1HOOHX1G2mO+5maSbFvIsTtzR2khya4bn2QfcefYbr0Lp5+oURTvYOe3EedvwrRNaztTDA0VaJ1zXb6Dz5OT12eiqowOnKc6akA9YkGFAql7QVa2ConfYSD42+jp7Ow0pKsDmLr5ZUfgKkXoP8fINwBjW+D+mshtgE8y2OqWxbccou8jh2Dv/s7+Mxn4KGHzq23aHhrYpzDJaZYdPB651cW83P48AkikUkmJy3S6QK7X95LasrhzL7nePfWPq7tTfPEETeNB6mSZnlktDVVkGIzY0l5AJ4Ylwepz5IUnpPp99Hc0Uq5nCIclpJUHk+Cvr4iL7ywl/Hxdpqba3GcXVTK36ezEaoEaV538wpcHcNbCaUU118f4Utfepmepj6aaiYollI8cahEruTQWS8j9LmSjORPZaXQyvZu+O5B+dzeICP9qQJkpiWyVizDs8elYMZanxTSWNcsx5RlGMTR2tAmzlVjjTg865rEmQv6peR+d6M4euNJOY7XKwvUV2xJLQ36xBHNlsSYbqmV/edK4oiemhBjdr8bhZmby7SmSXQ1HpZzODMhulxAnLGNbTB0Wpys4SHZR9WBgwNuxdBJkbuzQZy4a9eIsQ4S3awJwVTOXXrCK2saKi2G9ExanOXaiMh473aR96VT4iRUbYkQBSxxNKMBMdJfOSXzzBIxMbZzBVm/sSYKPV4xqi0gXRHD2aehMW5zYlzRXDfDmfEg+VKErgYbrwW29lMsl9HKx9oWiIea0E6e4+NVioUT3NDbxHW3wLp1W1eiaV52TpwYY2amSm2txcaNrRSLGsuSx6/X62ds5CQn0k8Q8xWwHU2DjrO2xUNDvIVQpELAWyJZqOKlyE3rp7GrWV7os3lvxz56Y0HSQ9/Dqn2FD96QxaM0x0Y0TR3nHMDdp+E7+2XwpH9SnJzeJnGYOhtk8CIWlDa/JgFPHHXTQBtFX67qhgN9MrhxfEQi1Apx0p4+Km1tOg35ouhvQ0z0067CZFbSwQemITUFd26V/6uPik5aHpgcF+ezKS77KldFfy2POHo3rIehKRguyABFuSqDGV5LCjXNumsajiQl0pkvy5zDgWlxINvdgZKhKUmNbYxJdD1XAmxAyeBHqk/6pFRB0rKDAdlvT6M4uJYFjq7SXOvBUpq+SShXy+JApzJkiimccg0VO0g2M0jQ10M2VcSuZIn4PWRUjNOni3Q2tpGa0hQKnUzlHVpbFImaHD6ftAlLafL5PFHPFMWShd/vwxuI03fkGehoYjSliG/98Iq05UsmdYQ9/Tvp7ngLFaO5GMJdUjmm8/0STUwfg9HHoDgNsbVQsxVqtsjf4NJnW2zcCL/7u/DCC/AzPwPvfrcUtLkSM5cNl45xDpeYrq4aTpwYJxBoxrZt9u3bz4YNvXzrWy9x+nQOdC2R0he5vvsFypE8e09LtbY1zTKaGQ/KyP/orIyWVh1Jk9vfDzesE4OuKS6jm8nStWzb9CMUVTuO42N4OMOGDTXE4zZHjw5w9GgroVATw8MzbNsWoey9lo7tHSt9iQxvIfbsmSGbaWFbRxAPTWztHCTgK/PKaXFEGtzlFJIF2Ncnc+M0UBuSifQzGTFgZ7PiADbExEi7e6tEGhIx6G6Q6FzZdtc/7BHnZiIljlJLrchS40YOZrJwZEScstGk6JzlEZ1yHHFQ82VxzDyWLKI9mxFZgn6JajbF5f9TBXEwp9Kixw1xkdd2o3SzWXEcp7NiLA9Mi2Hc2SDG+FhQnMdQANa3iZG++4w4sT7r3ACR1hLhSGVFxnwJEhHY2S1zytBybZprxHAGOa+AT4zrTW0SeYy6hX7WtUgq4FgSbtsi1z/skxS8jgZxnMtaqqk2ROS30aAY8H7LrVZadogHIR6ymQxW6JvIccdmTaaksTwBchUvPivIeFJjO5AtRckXI3QmmkiENesTaYZPvkrXxusuf8O8jOzZM8iZM434fEFGRkpkMgN0d9fQ1zeF359gZnQPUX2EiYksTmCY2UyZqqeBDQ1e0pVeKhpaGutIjxbJZP20xdpwbE1XfZaqp0Qw9yTB6AlqfEk0DkG/zJmbcSuJnpkUh2l7twzCvG2DDI6MJiWV2e+RAZaIG9kbnoGmqBSGalkv55DMS9uP+KGxVgYr+sZl0CUWFOfvvqulym/IDzjym5BfBiCaYnI8pQEtTutYSpaTmSsCNZuHp47I9AmNtGOlRMdLFanKfesmcUD3DkjEXml4+oh8d2xYfrulHcIhSTFtjEulX8sj6abNdbC20V0aZ1qigsMzcvwdneL0jiXl91M5aPbKgGyxLNH6WEic4mTWkawDW5zsUgXCvgw+3xTPn4xiOzfgOENMTr+A7Wgq2XpOHXiSqjdBtdJENp/HLvajSfHkk42s6YozGj7JTde3oh0oWi34ClleffYJGsMWhYqHYMxCe+soeFro6m1kNn0SuAKriaQO8fzR9/HRD+dXWpLVifJCfLO8AOwC5AYg3w+DX4MjfwjeKDRcB4mbJbq4RAVtAG68UZa/+OxnZUmMRx+FDmM2vuUwzuEl4jgOg8dfwipPkMwU8IZb6G7zMJUcYWTgNJn+p/jmEy+RyRZo9zfj87xCb+cMSssIaMgvD8JsUVLQepskvW1LhzzAH9svxtjGNikMkU7LhP2jEz1sWt9Ocdom1NCCbQ8wOVkiHq+ybp1NLteCz+dDKYXX28DQ0CTd3c5KXy7DW4hyuczsbJj+MxNsTdQTCTZyfDRIe0OKWzeLw3N8TJypxqgYYEeG4fQY3LZVDNfbt8rgyKtn5LfrESdvIiMG2UxOHJu+aXjHFqlceHxMDEufdS5a5rXE6CuWJZpXtWWeXmutRANPjkkqZ7Eiiwr7LUm129AMzxyX744MwjVrJOqQK4qzN5p0o5FuKujBISl6Ew2IMdkQAW9MUk1PTbgyZ+WcMwUJWngsMcx7EuKQRoNwoF/S6+aKggxOy/mMpKDBlv8fS8nckGxBjt3bJM7hWFIGlkZmpQ/xKDnfwRm4/xqJ2JQqkj5YdjPT6iIia7EizvTLp8TZLFfl+LmirN34wHXym/4pMcTXtkDEB1d1OljKYSwNAa/i8JDDeDKG8ti01XmYyqSZSDXRXp9kIrseytMcOehhzc7WlWmcl5GREYXPJ9VJvd4Ao6Medu2q4aabZjh27DR7+77JzoYYlVKQNY1VpoIQ9OY4MRUkEMqwZ+wWjk32s+90B9f3RukbTlG1vfSNr2fPWJ6f2DmJJ5AjaDn4LHG8cgVpZ10Jud/7ctK2akPyfX1MHH40NDfBvkGwkzIXVSkZ3OhtFOey6sgAiNeCgVl3CYq8tMXuBtm+vUv0srkWnjgo0fqE234sj8wV3NkjDtvXXpI0b40YID6vpJnWhCQSPuweo1CUtNRIQOSJ+KVtvnJGrmudK9OpcdhWI4Vorl8vTuvRUXleHh2Bt20SXX3xlEQqW+pEJ+JByQpQSOpq0a1S3NMI+/phc6sUrakJwO4+meNYqMhgT7kq6eaxoPQjW9rA51WMJIt01p3k6Egaj5MkWw2wsR1uWJehf6YfpWqYyGwgM9LOdVeN4/UGmSmlCMf/E0O5Tr710qvs3LWGnq1beO5bD6OtrRSrwwS8Di+88Crvuu96/FaZSCxCZqaA1hq1yAXVV5rCxAmO9bewoffQSotyZWCFIL5RXgA4UBiD9FE4/ddw6Heg8e3Qdi/UbhcFvkSiUfjUp+Dhh8VZ/M53YPPmS96t4QriinEOlVL3Ap9Dspv+Smv9+8t9zKmpKT7xiU9wzz33EAgECAQCVKtVotEoJ47sIRyuIZ2awp8+zvjUJOXkEHZlEo8nxPB4kdGRSYolaGmAra0y2l8TdRe/9sBV7TLHYW5+0sisHHdwRkZ6T4xJusytmySSMTAlVRbX9F7PjdddSwHNqRJEamppaKhy//1T3HxzA+FwkEceSdLdDWfOTKBUBNvuZ8eOLdi2jeM4b75FdQ2rDq/XS7mcRnu6GUrmCTUkiYUc1jZ6yZaqOI4YhQV3PcOgV4y9je3nDLX+STHC4mExdjvqJRXswBDoqhR6yZdlTb+GkKRWbmgRR6bgcYvGnBSjuC4ujl1dBDZeI1G9M1MSDStVxNHLlMQo7WkSh294Vgzgvf1iIB8cEkfW55E1BAOWGNDDs7KYd21YontFNbfUA+zqleI265rkPMdT8l25Ikb8wUGpbOq1JKLo90rUs7MBXjwhhWy6E9Jn1ITgHRslApnMyfzDWPDcgvZVW+aUoeXcOtz9PX5IOs6Dg2Jk9zTK+oz9KTdiqmFbh6w1N52RVESt4ZU+ub4+L0T9En2sjcgcxZPjMDgpx22IieHcXAP5smY8VWLfwDXURbO01hapC5XZ2xdnNldkS88x6rzriDPE6OgoHVtWtp0uN16vQ7n82s8AbW319Pdnae28lWL6JC11zRwcOE5PQlO2fSTiNZzq93F0tJkidzBTXkv56GfY3h0gm/fwzMkbCITz5Eo29d4CY7NSwGkkCeMZt425UeSORrl3aSSSGHWLObXVy/uGqNzTphq516+clgGT3ackylaxpaDM1naJLs9kpW11NUjkezQp7aY+6q4/6sgAS9+0tPGb1sugZtAP914FwynRlYEpiTDWuctRpPIy6HHjGhhOS/Xfb+8XR7OlBr65R/RgW5esh9hcI+uQHhoS+cdmZKAlW5LBlC0dcvzRWUnjHpp2l6bxij4Mz0h/kipI9HB7F/hKIlvZluI8laoM4jbGxNEdmYHTE6Jn0xl4/3VyDT1KcyiTYmObj41tBUqVEsfGPPi1H59S1AUsBlM+Yr4ZNq2/Aa/XTyCQ46q2el4++ApN7ZupS+xgaMLhmReOMrbvWbZ01pGhlUw6TTTcQHZqCr+dY7xSohy/8YpzDNGavft89HbmCAT0SktzheKBUJu8mu+AchJmX4XDn5YKa633QsudEPnBQoiLQSn40Idk2YvbboNvfxuuvnpJTsBwBXBFOIdKKQv4M+BuYAh4WSn1iNb68HId84Yexd1Xw64IeF/8KjZweFJGXAsBSE+BikBPLRwagJi7zthUTh46bV3g7XVTUNwJ7i21ErmYzsLbN4gx3F7vpscgBlq+LA/RSEAiJle7aWORgCxQPJ0BT+Ugr+zej21Hyc6+yr7v/w1WpJG33/k2/v0bWeyZ/SRTVU5OrCFf3UEk4uGGGyb4wh8+yeTJ53AqVUayvXRedR933r2Jzk4/x47Z2LaH1tYKzbFhfNVJHOUn3r6L2obms9dlcjLFyy8nKZctEokqN9/cdcGKp7t3DzAy4sHjsXGcJNVqA5blcPXVIXp6zlXkOnNmgiNHipw+PUkkYtHdXcd11zUSi711Sty/2fB4PFx1lRfb3ou2n2Jt4x6ODI8S9MkASbYIhwbFkLtjm6SAzuTPlamfSIvRGvJLYabGOPzHPpkDVCyLMRn0i/70T0sxlmROjMJMEbZ2QjonEbWAVwzNoE+cm3RBjhdz5zetbZXU0D1n5Jjrm8VwbK6RQZsTE7DJTcXMFcUInslKoY5sSRy5vmmJqgUDsrSDxyNpb3v6xREcS4rxXR+FJw+LTs/mRb5MUfoIr2vAttXJXMiyDU1uRG9oWvqY/YPiSJZsMcxrIpL6trFNHM9TYxLx6E3IXEIsSbU9NCDHaa2B4aQY1y117jkUJf2uPibX1GuJ0XzLRqkk21QDGzrE+Z7KSuRWIUZ5bUTkTBfEeQ76xGFd3/ICAff9WBI2tQ1QKILXE2PvoSz+lrexoeHNX4zmmmviPPvsENPTXvr6Rlm71sezz/axZUs9zzwzzuBgB5MHR1gf30+mnKUhCpYqYjsTFEpQX34ev9/DmrCPXNGib6BCLFjhjt6v0BgHilLhOhGXAYFMUdp9Q0x0I+wX565YEYdtNiuVggemZX7sUFLSjMMBKSTjt+T95nZ46Yw8t0ZnxRHc7Ra0ScRE1wYmZX1CKyl6qcdFz2x3yRSPkgGRgSl5Dtq26E+qINE8kDTPU+OSBdCVkP/dPQDZvDimtWEZKD00KNWNixUZPKlUJfqYLEjbOzkpAz3hgETat3ZAqih9RcmtYDqUAa/bJo+NSD9TE5JjxkJwcFjWMY2H5HPAJ/1MLCRt2+sVo7k2LANYzTUymHt8FEqOPNNHkxUUFTa2QEvM5qrOCrN5qE1A3J9jOJnjlWcnmMzdhsczQyiU59WRekLRQSrlbxBTBdY2nKalboYTszaN0TQTs1Moy88h31WEox4KvjTv+y+3rlSTfuPkB/j+8evZtP6tuITFMuGvFSex+XbID8LMK7D74+CLSeppzVUyZzHYCtbigwJ33y3t/u674fHHJeXU8ObninAOgeuBk1rr0wBKqX8EHgCWxTn8+7//e+7cDndskQffxlYZ0WyKnys2satHHihdCRlRnHtQOI44fxtbxcDqn5LfdzXIqGMqL1GIqiOjl7iLBXs88hAdnJL0s2hAjKzRabhmrRisxYoYgoVKhVjIR1ttmd1nsmxoTXBywsPE4b10145S05LA2xEhzGm+f+Zm6jqu4eieJ4h3fZMNrWsoFovEA14OHxrnePcOnn9+lB07dspC5AdepmXLcTq6GwGHgYHniNe9F4/Hg9aa555LYlndWBZMTdns3Tt83qU6QIowDAw04fMFGRyc5vRpxU03NeLxBNi9e4zW1hKBQICZmTSvvmoxOhphZKQVrbP4fB6eemqCd72r+8obHTWcpVi06ao9zH/acZqWWk0yq2hv0Gxtl/TJbx8QJykaFD1orRHHLFOAXWtFd/xecVh6GqDsiGGWzIn+aC26UXWkqubghAzQvGOzpGlWHamI2NUgjqeNRNdq3UI0xbKsA9Ucc6uRNksE4tAQvGuH6HWNW300GpAiLeWqRC6GZ8TodbQUx7i6G06Oyr4rjvx+Y5vou22LQ3XLBvmuMS66fudWSNTAv++RuVPxkDhqkYDo+9Xdsr5i0C8Geb4iqbPFsnw/t16i5ZEUOtsnfURnvRT02NPn9l8FcRZf7YMdveKsRoKSxtuTkPO4fp1c15qILAMSC8m59TZDLCAGwu1bZK7nzh4x8ktV+e3aJnESbUcqLYNEnoplicLeuB6ePyF9WkttjqHZE0QDSztXZrXS1FTLu98d5p/+6Ri7dm3D6/UxNWXz5S/vJhptJ9P3ebY115PJeLl9IzTVyr07NHCumi7aoaWmxMisOHq2DTvXyIDGSdex8rrVbtc0gp2QCrzJvExXqNjSTu6+GpIZWZD+4RclLThTkLZsO/Jbr0eeXfURiWhvcgcdXjgp9zFXlEEEx5Hnmc8DnQlxwBzkOTa3NMbzJ+D9N7gVuGul4mh9VBzWkRk5h1wBWuplAGNwGn7yFinO1FonA0RtNXINTo3BzRtl0EIKwcjzN1uEu7bJIMeWTvm7oU2cvoAHjo3L9bqmV44fC8r/PHCdzOXvbRLncmOLVCH+kR3wzy/JvkDSrQsVWVt4IuWm6faLDteFJYX25JjMv8wVpa9oiMg1S8REh4oVKZCTzHkIeTXxYCNDM3G0jrDndIi8pw4rO0VM5Wjr3sbGtjIeHWVq5kWaYlGKZcU7tgaYrY7S1raW7w/U4r/AGsqrlqkX+daB93DrXdmVluRNiJKiNuEu6HgAcoNS2Gb4X6EwCuVZsMLiTPrispRGIAGhVgh1QHSNLKFxHnvr9tvl+XjXXfDkk7DpCpzqalgcV4pz2A4Mzvs8BNww/wdKqY8BHwPo6uq6pIM9+OCDfGyXpK/EA+7D0iMRDK/lPkQt6fSrblXCYupcme+cW4SrJiT/py0xikruPCifVx5sUxlJm8tXZMRxLA37+2TUv7PBrWzYLg/fSECO7bU8jMyC17KAALGgw2zej99bwXIcWmuK5EpeqtUyjbEI9ZEC1aoiZAXBdvCoEGAT8DoELA8jI0kgdvbcA54i5fK5ziHiq1IqlQiFQpTLZcrl8NnqVZZlkc0u7Lglk9Wzc20KBY3H00Aul6O2NoDWMbLZPIFAgPHxND5fO5nMNJblA+pIJofw+SKUy2UCV+JDcBWylDpysQwOFmhtKJGoDQIWkaBFY6xK1RYDrTshxV6GZsUBCfrF0fG783mqjuhBXViKtngd1yGMy//5faKX4256pNcrzmK5Kv8b9IvuDM1IlH4sCQf7ZT7VWFJ+31Yr+4qFxKHzWe78v5IYe+31Ylxn8lL1MJmTzwoxFFNueX3HlSvpyuu4c/UsjzhJlqsqmSKg5BxB5jC9faOsPXdyHHwKwo1iWLbWisGsEedrcECWBlBaDP/OBonk1Ucl0hPygzUlc79yJbcAjRyOmrAcq1SW65YpyPt1TdIXWR6IhsVxrFalv/n+CUknrQnK4Biec+fm98mglteSjIf6iFtB1ZJzrXGjK4WyyBcLiBM9nYFwsMjgQB8b777msrTDi2E59UNrjd/ffLaStVKKZNLP2p4KaxpHKacUTTUFwkG5jqWyXO9SFWr97pqciFM2N9AQDUr0etdaeOqwRPHa66A9AWhxFB1bii/NFUHyIEuUaCX3o1SW+161perusVH53ByTY7fUyj0OBdy5jCUZBA24zzOvRyJxlke2aaRt+Cx34XokjTvrOqkWogtoabfiMImzGA3KcdDShqJ+SLlzKANK+oNSVZ6lljo377jerYx6elyuXbEssniUOHUBL+RteW7XhaXPGU/LnMNoQM49EhDZo+6ASCIqgzIBnxy/Yss1nN+2A165NiB/I355VhdKkPbIvfF5pX8oVbzkiuDxBLGJkC/38sSR7TjUommhudmLxxOjxu/HUgEyBYuY36Kz3k+irolMCfqnbcoUKYzbhGralrR9XgxLoR/F4Zd54cgD/OIvHV9K0Qw/gAci3fI6iw2VHFQzUM1CJQuVNCQPwNjjUBgGHFk6o2abWxRngyxkCtxxhxSJu/NOcRDXr1+J84KZGcjnoblZBnYNy8OV4hz+ULTWfwH8BcCuXbsuKZl97969/Op7YqxvPffwybjVD+MheUCMpyX9pjkO/RPyMKzYMvcoVxKDaGRWHuTZvIxm1kfkgZHMyaipR8noa8UWo7AxJpGL46OSIrSmWVGuaKoOREM+Tg54CHqrKI+f2ZyF31JMZ8Nki5pUMU5TtES+AkqV8fmCFCuzlB0fDZEAqQlNxROmXE0BVZL5KJlKgK6uelKpgbPnXrCDBEPnHL5sNUid65z5/X5CoRwg6aCVSpn6+oWdw0TCz8BADr8/QjzuY3R0lEhEHipe7yzxuKSrNjbGOHQoSTCoyWZtbDtLPB4hEMjg8zVcyq00zGMpdeRi6e6Okak0kisfoT4YJVf2MTxTpTYsRtdkSpywmpBE3I6PiZ5UbXHo5krZj6XEgKu6Bt7JcQh5xfnIl+S7ufUNUwXY0S0DL5mCpH2taYI9p8XR62qQUX+fT/RbKVmbbWxanMpYSNLY4hExIMdmRX8bY2KAVxwxmh1kPmBNWIzumawY4zM5iUp6PFLevyF+rohHviyO13hS+pCprFRaLLjVUVtrpY8ZnoZiSPbRnZC+ZCbrOojT0nd43LXeHEciPxox1rMlST3d3im/xU2ZG56VNNZZtzgJiJMwnBTZxpLn1onb1y+Gukbuw3bXxhiZlsqWbXXyP447z9FnwanZc6nxHiUZFPmS3MOxlESBru2F46OafDVOdNNd1CVaLkczvCiWUz/8fj/hcB7t7tVxbBobyygrQKSunXLpMLPZKLlymnRRdGA2Lw5IuiCODUocj1JF5rqeHBNnZCotKcdxVz9KbhuLBuXeJKLy95U+affRoLTvubTMbOHc3LqZHLTEJArfUS/ZMXPPsrm1Macy0g7zZXG+ZnIyYDGVFXnKtuhLc60864anRdem3DmEfp88QytVV4/9st/RpAxMZAoi70xO2ne+Is/UkaREOisVkSdonTvHwyMyn992ZL+ZghyjbEs66PZOceqGZ+R4tiMDShMZcRAns9L/TKbd6KnrECZz0sfgnBsQypfl+R0NyTzjSkiu+UhS5mEm0xIpPDYKHQ0h9vWX2dYR4umjFboTUQanAjx+uBftuQHFQTwqRyjUgmXNULbB68sxnu0h43meiZSXqj9EQ6yVkDXBTD5Be/NaetavW8rmeVEshX48+1SeNZ1pohF7SWUzXAyWRAx98YV/Uk5CYVCqo06/LGsvevwQ6YFoL+/c2k31gau57R3tfO+7sGnL5XEhBgbg85+XAjkzMxAOQ6EA990Hv/EbJtV1OVBaXxYb8ZJQSt0EPKi1fqf7+dcBtNa/d77f79q1S+/evftSj8lP3SQpI5blzh3MQCQspb+TeUnLiofl4edXUBuT1JKgVx7gIb/8byrnpunEZO5G1ZZR4RPjkM2JEZbOSgXjttZmutoa8ZTGsZ0iqWKESE0tlNPU1rWQs4NErSwzswWODcYYme2lJuqwfm0Dm67ewvDQEDX2aXIFxZlUE7PV22hoaGHHjhw1wTx7nn2CXLZIwbOOm26/jZtu6qCnJ87+/Wls20Nnp4eYbxKKYzj4aOjeRSR2rjNJp3O8/PIU5bJFU5Nm586OC6Z9Hjw4zOCgxrIcwuE8hUIUj8dhx45aGhrO7ffEiTGOHClx+PAE0ahFb28Du3bV0Nxce0n38S3EonJvl0JHLgbHcfjGN17h4S98no7gfjx6jKpdIWAV8KgyHmxSRYmE5YqKoFcT8ItTZNsS6bIsMeTqYhJVqzjy+7lKm2W3eqflkeUmtAM1sXNLSEQDEk1QbjSi4kAyC20NkrZdqMj8wwm3+mLFBu2R0clYBKoVwBIjW6L2ouM2roHtyLFjYVmkO1uUCFmlKrodC4mDGQuJ8R7yiTFeF5Zzs5QY4QNTcnyUOFOb28R4z5XkN6mCpKxV3UI8eCS64feJURvyn5tvaVlynHxJHN6w313EvlaM/XxJZAu4cxcd59xcqhk3VdCj5B4kXWclEZOoX7Ei/V4kIEZybUQiLHMyhN3o61hSrkFjXPrFsA9CQfAF6+i45sd44Gc/RzAYXPY2OI+L1pHl0I/5fWdjo8PmzY289NI4A0dfYOrYoxw9eBjso3TVF4iE5NpVHTdK62aNJHMeyramKWpja7lvZybdyLr/XBXauoibal04l6I87TpCTXUSKfcpcXAibuXc8aS0s2BAnNKKI+1DK5mfGAvIvQWRp1AW56mlVnQBR9qrUtK2JpJyz0u2DJBMZ8610XxJBlWOjcL6VmnHo7NuNFpJO0/lz0XvskW5HtGw6ygj+6gNQ7EEOXcQVykZNEq5bXYmB9NJeY7jkSJWRdudM5yTdu5o6U8sdz7hTFrm4pZtuQ7TGXcpGbdtZ/JyTK+SJTN8Xulf8m7E0vIEGZgOEgk1Y+sc+XInPs8kpWqUyVycavhtlKqtFIsh4vESvb0RIpEaOjvj2HaGUwf34tfQ2hWhe/N6Tu5+igjDJBo1N995N4nO7XRvumE5plssr36Upvnovf+Ov/N2Pvje6cXKZlgRtKSjFkahOA6lSShN8x8vbuNvvvchHvkfH+GG7aMQbIJAA/hqzzmgc6mrwUYId0gU01pcfz80BL/5m/C1r8E998A73wm9vaKnqRQ89pg4jD/3c/DggzKos4y8peY3XSnOoRc4DtwJDAMvAz+htT5vLeSlfLBXq1UqlQqBQADHcRgfn2R6OkdjYw2hkO/s9nw+TzAYpL+/n3KphGOXcbDwer1MjpzizOlTBMI1KF2lZ902EokGopEwDYkmYnFxkiqVCl63dZfLZXw+H1prPB7Pgg8Cx3HOlrOeKwxj2/ZrPhveEqxK53A+tm2jtcayrLPtuVqt4vF4zs5pnduutcZxHCzLOu/nSqVCqVTCsqyzDkaxWMTr9eLxeM7+rlgsYlkWPp+PXC5HuVSiprb27PGy2SzBYBCv10u1WmVi+DSVSpWO3o14vV5s28bj8VAqlchl0lheL7F4zdntuVyOUCh09pjVahWfz3dWLy3LwnEcHMfBtm18Ph8ej4dyuUylUjkre7VaPduXpFIpvF4vlUoF27YJh8Nks1k8Hg+RSISpqSnsapWm5uazKddz12bu+tm2TT6fJxQK4fP5GB8bBadKJF6Hx+Mh5OaGFwoFCoUCJ0+eJBTw0dTSRiwWIxgMUqlUUErh8/mYGB1gaKCP2rpa2rs2EI5Ezt7XSqXC5GSSVKpAV1cjfjdf1rbts+fnOA7lcvls/+Zd5qf4Aqyoc3ghkrMzaMehpq4epRSO46CUolQq4ffLvMxisYjf7z/bvuYqT8+1gWw2y8zMDACNjY2USqWzVanD4TDlcpl0Ok0qmSTR2EgsFsO2barVKuGwFP6a2+9cu51r547j4Pf7cRyHdDpNtVolkUgAopvVavVse0+lUkSj0bNt2OfzYVkWtm1TKZcZH+knGI4RDEeZnZmhIZHA4/FQqVTw+/1Uq9Wz+jv3uVKpYFnW2XY7ODhOOp2nsTFKNBohEAhQLBaZnpzAtqt4fV7ymRkSzZ2UCzlwygSiDTh2lXht/Vl9LZVKBIPB8z4rK5UKwGsqezuOc/a3jiNeqlLqgo7aFbTcxLLqR/nYP9C86938+R8N0NxYWbRwhtXF8y9H+KOHuvi9X/k+//d7n0NVM1DNgZ0HuyjrM1ayUJmF4oQ4l4FGWZKjZivUbIboWpkjGWoBX83Z+Y4jI/DpT8Pf/i3cfz988INQU3N+Oaan4Q/+AGIx+PrXobZ22U75ilDipeKKcA4BlFL3A59Fpi18UWv9Owv9diUMX4NhhVn1zqHBsMKsWufQYFgFLKt+fOl/fIb//cgH+PRvzSxaMMPqpH8owO9+rpvuziJ/8uAptm3OLfxjbcv6jPkBSVstjMjLjUaWijaPH7mPv336p3ls7+3cs/NFfvyul0i0xMWJrL1KIpDnGWixbXjoITh0SKKJy1RS4S3lHF4xcw611t8EvrnSchgMBoPBYDAYLg47Pcjvfel+PvKf8ystimEJ6e4o8We/d5x//Y8Et71/B1dvzfLBByZ423Up1vUWXruWpbLQoXbS1S7GU36GpwKcGQhy+ESY3ftivLIvxtruHLdeN8GX//NLxIJZqHRAaRrGn4BTfyXzH5tvg9b7IXrOA7Qs+Pmfl/TTm26CRx+Fa1ZPrbMrkivGOTQYDAaDwWAwXFk89NvPEwxdx65rUistimGJ8XrhR989xXvumebZl2r4l39v5Hc/183ImJ9wyCEQkPTrYtFDrmARDDjU11VI1FdobizT0VLi3ttm+OWPDRGPzRUqSriv+WiJNM68Cq98HKK90PXjkLgRlAel4Md+DJqaZMmNhx6CH//xy3kl3lwY59BgMBgMBoPBsOS8/J0D/K+H7uZPfvM0SlkrLY5hmfD7NXfckuSOW5KApHrm8hblikIp8Ps0oaB9CUVjFITaob0d2u6F2X1w8gtw/M+g8wPQ9k7wRnjHO6CtDT75SfjmN+GP/xgaTNH7RWMqlhgMBoPBYDAYlgyt4asPHeW+97fzyz+zj+4e4xi+lbAsiMdsEvVVGuqqxKKX4hi+DuWD+l2w8Reh830w+Qw8++Nw4Ldg8lnW9+b5whcgm4UNG+B//k/o61uiY79FMJFDg8FgMBgMBsOScPLk3CLpm/jFDz5GojHIsUMmpdSwHDQC7wWdhzPHYf/D4HwJgLtb2tjyrk18/au38ju/0wbA9g2TbOhN0taUpzZeIdK6iZpElJ/6KZhXhPstzxVTrXQxKKUmgf4l2l0CmFqifS0lRq7FsVrlgqWRbUprfe/F/niJdeRCrNbrbuS6eFajTLB4uS5aRy5RP1bL9TJyvBYjx2t5vRxLqB83heDRDWuahj1ej76EKo+a1VEkcjXIsRpkgNUhx4VlUAoCPuc1P7BtL4eGt11gn+89Dv+WucAPFmVjXem8KZ3DpUQptVtrvWul5Xg9Rq7FsVrlgtUt26WyWs/NyHXxrEaZwMhl5DByvBnkuBCrRcbVIMdqkGG1yLEaZHizY+YcGgwGg8FgMBgMBoPBOIcGg8FgMBgMBoPBYDDO4cXwFystwAIYuRbHapULVrdsl8pqPTcj18WzGmUCI9cPw8jxWowcr2W1yHEhVouMq0GO1SADrA45VoMMb2rMnEODwWAwGAwGg8FgMJjIocFgMBgMBoPBYDAYjHNoMBgMBoPBYDAYDAaMc3hBlFL3KqWOKaVOKqV+baXlmUMp1aeUOqCU2quU2r2CcnxRKTWhlDo4b1u9Uuo7SqkT7t+6VSLXg0qpYfea7VVK3b8CcnUqpZ5QSh1WSh1SSn3C3b7i12w5WEn9WUzbVMKfunLuV0rtXCaZFnX/L6NcQaXUS0qpfa5cv+lu71VKvege/2GllN/dHnA/n3S/71kOudxjWUqpPUqpR1eLTAvI+WPutXOUUrte992vu3IdU0q98zLIckXo3TLKsGr62cXq1jLLclG6tFq4nO1Yncemuhz98mL05ULHVUp92P39CaXUh5dAhgXtpYX6s0u5X4vV2eW6FoZ5aK3N6zwvwAJOAWsAP7AP2LLScrmy9QGJVSDHrcBO4OC8bZ8Gfs19/2vAH6wSuR4EPrnC16sV2Om+jwHHgS2r4Zotw7muqP4spm0C9wPfQlbVvRF4cTXc/8solwKi7nsf8KJ7vH8CPuRu/3Pg59z3/xX4c/f9h4CHl/E+/jLwVeBR9/OKy7SAnJuBjcCTwK5527e4bT8A9Lo6YS2jHFeM3i2jDKumn12sbi2zLBelS6vhdbnbMeexqS5Hv7wYfVnouEA9cNr9W+e+r7tEGR7kPPbSQv3Zpd6vxerscl0L8zr3MpHDhbkeOKm1Pq21LgP/CDywwjKtKrTWTwMzr9v8APB37vu/A957OWWCBeVacbTWo1rrV933GeAI0M4quGbLwIrqzyLb5gPAl7TwAlCrlGpdBpkWe/8vl1xaa511P/rclwbuAL62gFxz8n4NuFMppZZaLqVUB/Au4K/cz2qlZVoIrfURrfWx83z1APCPWuuS1voMcBLRjeXiStK75ZJh1fSzb0C3loVF6tJqYDXYX8veLy/Rc+qdwHe01jNa61ngO8C9lyjDQizUn13S/VrCZ+MlXQvDOYxzuDDtwOC8z0PuttWABr6tlHpFKfWxlRbmdTRrrUfd92NA80oK8zp+wU1B+OLlSCm6EErS3q5BRpJX8zV7o6xG/VnoOl92WS/y/l82udyUs73ABPJAPQUktdbV8xz7rFzu9ymgYRnE+izwq4Djfm5YBTItlsvdtq4kvVt2VkM/u0jdWi4+y8Xr0mrgcrfj89lUK9UvL/a4yyXP+eylZZfhEp+Nq7H/uyIxzuGVyS1a653AfcDPK6VuXWmBzofWWiOd7mrgIWAtsAMYBf54pQRRSkWBrwO/qLVOz/9ulV2zNy0reZ1X4/3XWtta6x1ABzIKvOlyyzAfpdS7gQmt9SsrKcd8lFLfVUodPM/LZJRcJJezfa8WPVtp3VqNurQKuaBNtYL98ko9p1bEXlotOmswzuGFGAY6533ucLetOFrrYffvBPANljdNabGMz6VYuH8nVlgeALTW4+5D2gH+khW6ZkopH9L5fUVr/S/u5lV5zS6R1ag/C13nyybrIu//Zb+GWusk8ARwE5Kq4z3Psc/K5X5fA0wvsShvA96jlOpDUpTuAD63kjJpre/SWm87z+vfLvBvl/seXkl6t2ysxn72InVrOVisLq0GLms7XsCmWql+ebHHXXJ5LmAvLZsMS/RsXI393xWJcQ4X5mVgvZKKXn6kyMEjKywTSqmIUio29x64Bzh44f+6rDwCzFWI+jBwIcPpsvG6OQHvYwWumTvP46+BI1rrP5n31aq8ZpfIatSfha7zI8BPuxXQbgRS81JZlow3cP8vl1yNSqla930IuBuZ8/EE8KMLyDUn748Cj7ujukuG1vrXtdYdWusepO08rrX+yZWU6Q3yCPAhJdVUe4H1wEvLeLwrSe+WhdXUz74B3Vpy3oAurQYuWzu+gE21Uv3yYo/7GHCPUqrOTf+8x932hrmAvbRQf3ZJ92sJn41Lfi3esuhVUBVntb6QikjHkTkCn1ppeVyZ1iCVoPYBh1ZSLuAfkJSDCpLb/VFkLsP3gBPAd4H6VSLXl4EDwH6kY2ldAbluQdIi9gN73df9q+GaLdP5rpj+LKZtIhXP/syV8wDzqk2u5P2/jHJtB/a4ch0EfsPdvgZ58J8E/hkIuNuD7ueT7vdrlvle3sa5CourQqbzyPg+t52VgHHgsXnffcq9h8eA+y6DLFeE3i2jDKumn12sbl0GeX6oLq2W1+VqxyxgU12Ofnkx+nKh4wIfce/jSeBnlkCGBe2lhfqzS7lfi9XZ5boW5nXupdyLaTAYDAaDwWAwGAyGtzAmrdRgMBgMBoPBYDAYDMY5NBgMBoPBYDAYDAaDcQ4NBoPBYDAYDAaDwYBxDg0Gg8FgMBgMBoPBgHEODQaDwWAwGAwGg8GAcQ4NC6CU+pRS6pBSar9Saq9S6oZlPNaTSqldy7V/g+GNoJSy3bZ/SCm1Tyn1K0opj/vdLqXUny7Rcf7H6z5/fyn2azC8EZRSDW6736uUGlNKDc/77F9p+eajlLpNKXXzSsthMCyWec+Xg0qpf1ZKhVdaJoNhDrOUheEHUErdBPwJcJvWuqSUSgB+rfXIMh3vSeCTWuvdy7F/g+GNoJTKaq2j7vsm4KvAc1rr/3WB//Fqratv9DgGw2pCKfUgkNVa/9EKyrCgTr0R+d6IjhoMS83rni9fAV7Rr10AfqmPZ9q94aIxkUPD+WgFprTWJQCt9ZTWekQp1aeU+rRS6oBS6iWl1DoApVSjUurrSqmX3dfb3O0RpdQX3d/uUUo94G4PKaX+USl1RCn1DSC0UidqMFwMWusJ4GPALyjhNqXUoyAGqlLqy0qp54AvX0Afokqpv3H1Z79S6gNKqd8HQu4I8lfc32Xdv0op9YfuyPIBpdQH3e23udH2rymljiqlvqKUUitxXQxvDZRS1yqlnlJKvaKUekwp1epuf1Ip9Rml1G63P79OKfUvSqkTSqnfdn/TM6+dHnHbbfgi9vtZpdRu4BNKqR9RSr3oPke+q5RqVkr1AP8F+CVXf96ulPpbpdSPzpN7TpduU0o9o5R6BDislLJc3XrZ1cWfvawX1GB4Lc8A65RS9Uqpf3Xb5AtKqe0Abv9f6z4TppVSP+1u/5JS6u6F2vPr2/3KnZ7hSsO70gIYViXfBn5DKXUc+C7wsNb6Kfe7lNb6Krdz+izwbuBzwGe01s8qpbqAx4DNwKeAx7XWH1FK1QIvKaW+C/wskNdab3Y7v1cv58kZDG8ErfVppZQFNJ3n6y3ALVrrglLqq5xfH/5fXP0BUErVaa2/rpT6Ba31jvPs8/3ADuBqIAG8rJR62v3uGmArMAI8B7wNeHaJTtVgmI8CPg88oLWedAcpfgf4iPt9WWu9Syn1CeDfgGuBGeCUUuoz7m82Ah/VWj+nlPoi8F+VUp/7Ifv1a613gegKcKPWWiul/i/gV7XWv6KU+nPmRQ6VUh+9wHnsBLZprc8opT6G6OJ1SqkA8JxS6tta6zOXfrkMhotHKeUF7gP+A/hNYI/W+r1KqTuALyHPgLk+vh84Dbzd/e4m4OeAj3Ke9uwe4my7v3xnZbjSMc6h4QfQWmeVUtciHdDtwMNKqV9zv/6HeX/nHvx3AVvmBS/iSqkocA/wHqXUJ93tQaALuBX4U/dY+5VS+5fzfAyGy8AjWuuC+34hfbgL+NDcRq317A/Z5y3AP2itbWBcKfUUcB2QBl7SWg8BKKX2Aj0Y59CwPASAbcB33DZtAaPzvn/E/XsAOKS1HgVQSp0GOoEkMKi1fs793d8D/w0xhi+034fnve9AnkOtgB94I4buS/MM5HuA7fOijDXA+je4X4PhjRBy+26QyOFfAy8CHwDQWj+uZP5v3P3+VsQ5fAj4mFKqHZjVWueUUgu15zKvbfcGw0VhnEPDeXEN0ieBJ5VSB4APz301/2fuXw8yqlucvw831e0DWutjr9u+LDIbDMuJUmoNYAMTSCRwPrl57xfSh6UUpzTvvY3pyw3Lh0KcvpsW+H6uLTq8tl06nGuXry9uoC9iv/N16vPAn2itH1FK3QY8uMD/VHGnyygpHjW/gM78/Sng41rrxxbYj8Gw3BRenzFygWfE08DPI4PrnwLeB/wo4jTCAu3Z1ZX57d5guCjMnEPDD6CU2qiUWj9v0w5kxArgg/P+Pu++/zbw8Xn/v8N9+xjwcddJRCl1jbv9aeAn3G3bgO1LewYGw9KilGoE/hz43/qHV/FaSB++gzzg57bXuW8rSinfefbzDPBBdz5JIzJy/NIbOwOD4Q1TAhqVFCpDKeVTSm1d5D665v4f6fufBY4tYr81wLD7/sPztmeA2LzPfUhaK8B7gPPpFciz6efm9E4ptUEpFbn40zEYloVngJ+Es47dlNY6rbUeRKYWrNdan0b055OILQWmPRuWGOMcGs5HFPg7pdRhN+VzC+dGauvcbZ8Afsnd9t+AXe5E6MNIkQCA/w95OO9XSh1yP4OkRUSVUkeA3wJeWe4TMhjeAHOFYg4hc2+/jcwJ+WEspA+/jejPQaXUPiRlG+AvEB35yuv28w1gP7APeByZZzV2aadkMCwaB4lS/IHbbvcCi10+4hjw826fXwc8pLUuL2K/DwL/rJR6BZiat/3/AO9z9fTtwF8C73D3dxMLR03+CinQ8apS6iDwBUz03bDyPAhc69pYv89rB0JeBI67758B2jk3lcC0Z8OSYpayMFw0Sqk+YJfWeuqH/dZgMBgMBiVVRR/VWm9baVkMBoPB8MMxkUODwWAwGAwGg8FgMJjIocFgMBgMBoPBYDAYTOTQYDAYDAaDwWAwGAwY59BgMBgMBoPBYDAYDBjn0GAwGAwGg8FgMBgMGOfQYDAYDAaDwWAwGAwY59BgMBgMBoPBYDAYDMD/DzgaR6Hm7HMhAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data1[\"Turbine\"] = 1\n", "data2[\"Turbine\"] = 2\n", "full_data = pd.concat([data1,data2])\n", "\n", "sns.pairplot(full_data, hue='Turbine',\n", " plot_kws = {'alpha': 0.3, 's': 20, 'edgecolor': 'k'},\n", " height = 3, palette=['blue','orange'])\n", "\n", "plt.suptitle(\"Pair plot of the two wind turbines\", size=15, y=1.05)\n", "plt.show()\n", "\n", "data1.drop('Turbine', axis=1, inplace=True)\n", "data2.drop('Turbine', axis=1, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visually, it is expected that there is a strong dependency between the wind speed and the electrical power produced. The other variables seem to be less correlated (values are scattered).\n", "\n", "We can indeed verify these results in the correlation matrix below." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.565057Z", "start_time": "2021-10-17T21:24:17.017288Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "corr_mat1 = data1.corr()\n", "corr_mat2 = data2.corr()\n", "\n", "fig, ax = plt.subplots(figsize=(20,8))\n", "\n", "ax1 = plt.subplot(1,2,1)\n", "ax1 = sns.heatmap(corr_mat1, annot=True, cmap=\"YlGnBu\")\n", "ax1.set_title(\"Wind turbine 1\")\n", "ax2 = plt.subplot(1,2,2)\n", "ax2 = sns.heatmap(corr_mat2, annot=True, cmap=\"YlGnBu\")\n", "ax2.set_title(\"Wind turbine 2\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data type\n", "\n", "We check how the data are typed." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.575620Z", "start_time": "2021-10-17T21:24:17.566867Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Types\n", "Speed float64\n", "Direction float64\n", "Temperature float64\n", "Power float64\n", "dtype: object\n", "\n", "\n", "\n", "Dataset 2 ~ Types\n", "Speed float64\n", "Direction float64\n", "Temperature float64\n", "Power float64\n", "dtype: object\n" ] } ], "source": [ "f = lambda x : x.dtypes\n", "print_two(f,\"Types\",data1,data2)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-10-09T16:57:23.090370Z", "start_time": "2021-10-09T16:57:23.084783Z" } }, "source": [ "The default dtypes is relevant for real numbers. We will keep this `dtypes`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dealing with missing values\n", "\n", "### Empty lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we check the lines where all values are missing" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.595825Z", "start_time": "2021-10-17T21:24:17.577504Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Example of line where all values are missing\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Speed Direction Temperature Power\n", "780 NaN NaN NaN NaN" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "Dataset 2 ~ Example of line where all values are missing\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Speed Direction Temperature Power\n", "902 NaN NaN NaN NaN" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = lambda x : x[x.isna().all(axis=1)].head(1) \n", "display_two(f,\"Example of line where all values are missing\",data1,data2)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-10-10T11:11:14.434751Z", "start_time": "2021-10-10T11:11:14.430840Z" } }, "source": [ "We remove these kind of lines." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.607001Z", "start_time": "2021-10-17T21:24:17.597709Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1: (6816, 4) \tDataset 2: (6934, 4)\n" ] } ], "source": [ "def remove_empty_lines(data) :\n", " data = data.dropna(how='all')\n", " data.reset_index(inplace=True, drop=True)\n", " return data\n", " \n", "data1 = remove_empty_lines(data1)\n", "data2 = remove_empty_lines(data2)\n", "\n", "print(\"Dataset 1:\", data1.shape, \"\\tDataset 2:\",data2.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lines with missing values\n", "\n", "Now we check the lines where there is at least one missing value." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.620036Z", "start_time": "2021-10-17T21:24:17.608912Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Proportion of missing values (by line)\n", "Speed 0.000000\n", "Direction 0.000147\n", "Temperature 0.000000\n", "Power 0.000000\n", "dtype: float64\n", "\n", "\n", "\n", "Dataset 2 ~ Proportion of missing values (by line)\n", "Speed 0.007263\n", "Direction 0.000144\n", "Temperature 0.000000\n", "Power 0.000000\n", "dtype: float64\n" ] } ], "source": [ "f = lambda x : x.isna().sum(axis=0)/x.count()\n", "print_two(f, \"Proportion of missing values (by line)\", data1, data2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each column, the rows with at least one missing value correspond to less than 0.8% of the data. We will remove these lines (because it will not really change the distribution of our data)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.637942Z", "start_time": "2021-10-17T21:24:17.622295Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Shape before removing missing values:\n", "(6816, 4)\n", "\n", "\n", "\n", "Dataset 2 ~ Shape before removing missing values:\n", "(6934, 4)\n", "\n", "\n", "\n", "\n", "Dataset 1 ~ Shape after removing missing values:\n", "(6815, 4)\n", "\n", "\n", "\n", "Dataset 2 ~ Shape after removing missing values:\n", "(6883, 4)\n" ] } ], "source": [ "def remove_missing(data) :\n", " data = data.dropna(how='any')\n", " data.reset_index(inplace=True, drop=True)\n", " return data\n", "\n", "f = lambda x : x.shape\n", "print_two(f ,\"Shape before removing missing values:\",data1,data2)\n", "\n", "data1 = remove_missing(data1)\n", "data2 = remove_missing(data2)\n", "print(\"\\n\\n\\n\")\n", "print_two(f,\"Shape after removing missing values:\",data1,data2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What about negative power" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-10-10T13:19:13.947603Z", "start_time": "2021-10-10T13:19:13.944262Z" } }, "source": [ "We could see that there were data with negative electrical powers. On peut afficher leur proportion :" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.651878Z", "start_time": "2021-10-17T21:24:17.640106Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Proportion of negative electrical power\n", "0.10975788701393983\n", "\n", "\n", "\n", "Dataset 2 ~ Proportion of negative electrical power\n", "0.16998401859654222\n" ] } ], "source": [ "f = lambda x : ( x[x.Power < 0].count()/x.count() ).Power\n", "print_two(f,\"Proportion of negative electrical power\", data1, data2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This corresponds to about 10 to 20% of the data. This number is not negligible. We can ask ourselves if these negative values make sense. After research and reflection, we have concluded that they do. Indeed, it is possible that a wind turbine consumes more electricity than it produces (in very low wind conditions). \n", "\n", "So we will not apply any particular pre-treatment for the lines where the power is negative. Especially since the power is the label to predict. If it is negative, it must be taken into account for the training of the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Standardization\n", "\n", "Now we standardize our features in order to put each feature on the same scale. We will center-reduce each value with the following formula :\n", "\n", "$z_{i_f}=\\dfrac{x_{i_f}-\\mu_f}{\\sigma_f}$\n", "\n", "with : \n", "- $x_{i_f}$ the value of the feature $f$, for the indivual $i$.\n", "- $\\mu_f$ the mean of the values for the feature $f$.\n", "- $\\sigma_f$ the standard deviation of the values for the feature $f$.\n", "- $z_{i_f}$ the standardized value that we want.\n", " \n", "For an instance of `StandardScaler`, the method `fit` compute the mean and the standard deviation to use and the method `transform()` will apply the above formula on each value." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.662701Z", "start_time": "2021-10-17T21:24:17.653918Z" } }, "outputs": [], "source": [ "# Separing X and y\n", "def separe_Xy(data) :\n", " data_X = data[ X_cols ]\n", " try :\n", " data_y = data[ Y_col ]\n", " except :\n", " data_y = None\n", " return data_X, data_y\n", "\n", "data1_X, data1_y = separe_Xy(data1)\n", "data2_X, data2_y = separe_Xy(data2)\n", "\n", "# Prevent copy problems\n", "data1 = None\n", "data2 = None" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.670414Z", "start_time": "2021-10-17T21:24:17.664472Z" } }, "outputs": [], "source": [ "# Standardize features X\n", "def standardize(data_X, standard_scaler, fit) :\n", " if fit : data_X = standard_scaler.fit_transform(data_X) # standard_scaler.fit(...) ; standard_scaler.tranfsorm(...)\n", " else : data_X = standard_scaler.transform(data_X)\n", " data_X = pd.DataFrame(data_X)\n", " data_X.columns = X_cols\n", " return data_X\n", "\n", "def destandardize(data_X, standard_scaler) :\n", " return data_X * np.sqrt(standard_scaler.var_) + standard_scaler.mean_" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.688680Z", "start_time": "2021-10-17T21:24:17.672349Z" }, "scrolled": false }, "outputs": [], "source": [ "standard_scaler1 = StandardScaler()\n", "data1_X = standardize(data1_X,standard_scaler1,fit=True)\n", "\n", "standard_scaler2 = StandardScaler()\n", "data2_X = standardize(data2_X,standard_scaler2,fit=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preprocessing summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have pre-processed our training data, it is ready to be used to train our model. We now define a function `preprocess` that performs all these preprocessing steps. The reasons is as follows.\n", "\n", "After we have train our model on the training dataset, we want to predict labels for a supposed unknown similar dataset. \n", "\n", "This supposed unknown dataset is not already preprocessed. We have to: \n", "\n", " 1) Rename our columns (only for our convenience)\n", " 2) Clean our data (removing missing values)\n", " 3) Standardize our data\n", "\n", "\n", "
\n", " \n", "⚠️ Note that standardization use parameters estimated from our training dataset (mean, standard deviation). The unknown similar dataset is supposed to have the same distribution. We don't have to re-estimated these parameters (especially since the training data set is representative). In other terms, we dont't have to apply `fit` method of the `StandardScaler` but only the `transform` method\n", " \n", "
\n", "\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:17.699359Z", "start_time": "2021-10-17T21:24:17.690279Z" } }, "outputs": [], "source": [ "def preprocess_no_scale(data, verbose=False) :\n", " data = rename_cols(data)\n", " if verbose : \n", " print(\"Rename\")\n", " display(data)\n", " \n", " data = remove_empty_lines(data)\n", " if verbose : \n", " print(\"Remove empty\")\n", " display(data)\n", " \n", " data = remove_missing(data) \n", " if verbose : \n", " print(\"Remove missing\")\n", " display(data)\n", " \n", " data_X, data_y = separe_Xy(data)\n", " if verbose : \n", " print(\"Separe X Y\")\n", " display(data_X)\n", " display(data_y)\n", " \n", " return data_X, data_y\n", " \n", "def preprocess_scale(data_X, data_y, standard_scaler, fit, verbose=False) :\n", " \n", " data_X = standardize(data_X,standard_scaler,fit)\n", " if verbose : \n", " print(\"Standardize X\")\n", " display(data_X)\n", " display(data_y)\n", " \n", " return data_X, data_y\n", "\n", "def preprocess(data, standard_scaler, fit, verbose=False) :\n", " data_X, data_y = preprocess_no_scale(data, verbose)\n", " return preprocess_scale(data_X, data_y, standard_scaler, fit, verbose)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# A first model\n", "\n", "We will create our models: Random Forest regressors (one model for each turbine). To do this we will instantiate our models, then we will train it with our training data via the `fit` method\n", "\n", "## Models creation and training" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:21.349847Z", "start_time": "2021-10-17T21:24:17.702755Z" } }, "outputs": [], "source": [ "def create_and_fit_model(data_X, data_y, model_name, **hyperparameters) :\n", " regressor = model_name(**hyperparameters)\n", " regressor.fit(data_X, data_y.values.ravel())\n", " return regressor\n", "\n", "regressor1 = create_and_fit_model(data1_X, data1_y , RandomForestRegressor)\n", "regressor2 = create_and_fit_model(data2_X, data2_y , RandomForestRegressor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Testing our models\n", "\n", "Now it's time to test our models. For this we will use the test data that we have ignored so far. We do not know this data. The only thing we assume is that the test data set for turbine 1 (respectively, for turbine 2) follows the same probability law as the training data for turbine 1 (respectively, for turbine 2). These are the laws that we have tried to estimate by our models. This is what will allow us to make predictions on the unknown test data.\n", "\n", "### Pre-processing of test data\n", "\n", "Our test data has not been pre-processed. However, this data must be in the same format as the training data that fed our model. In other words, our test data must not contain any missing values, and the feature values must be standardized using the training parameters (the means and the standard deviations of the training data, assumed to be representative of any data from the wind turbine in question)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:21.379811Z", "start_time": "2021-10-17T21:24:21.352161Z" } }, "outputs": [], "source": [ "# Preprocess our test data (no fit !)\n", "data1_X_test, data1_y_test = preprocess(data1_test, standard_scaler1, fit=False)\n", "data2_X_test, data2_y_test = preprocess(data2_test, standard_scaler2, fit=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Making predictions\n", "\n", "We can now make our predictions. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:21.541655Z", "start_time": "2021-10-17T21:24:21.388446Z" } }, "outputs": [], "source": [ "# Make predictions\n", "data1_y_test_pred = regressor1.predict(data1_X_test)\n", "data2_y_test_pred = regressor2.predict(data2_X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance evaluation.\n", "\n", "\n", "### Defining the metrics\n", "\n", "In order to evaluate the success of our predictions, we need to define performance metrics. Since we are dealing with a regression problem, our metrics will measure a distance between the prediction and the true value of the label. For $n$ individuals, with $y_i$ a true label of the individual $i$, $\\hat{y}_i$ the predicted label for $i$ and $\\bar{y}$ the mean of values, we will choose the following metrics: \n", "\n", "- R2 Score : score between -1 and 1 (the best possible score is 1)\n", "\n", "$R_2 = 1 - \\dfrac{\\sum^{n}_{i=1}{(y_i - \\hat{y}_i)^2}}{\\sum^{n}_{i=1}{(y_i - \\bar{y})^2}}$ \n", "- Mean Absolute Error : error in the same unit as the label (the best possible score is 0)\n", "\n", "$MAE = \\dfrac{\\sum^{n}_{i=1}{|y_i - \\hat{y}_i|}}{n} $\n", "- Root Mean Squared Error : error in the same unit as the label (the best possible score is 0) \n", "\n", "$RMSE = \\displaystyle\\sqrt{\\dfrac{\\sum^{n}_{i=1}{(y_i - \\hat{y}_i)^2}}{n}}$ \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute scores\n", "\n", "We will now calculate the scores of our predictions for each of the models." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:21.573742Z", "start_time": "2021-10-17T21:24:21.545053Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Scores\n", "R2 Score [-1,1] : \t0.958806564723879\n", "Mean Absolute Error (kW) : \t40.729163940482145\n", "Root Mean Squared Error (kW) : \t98.46943075204126\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Scores\n", "R2 Score [-1,1] : \t0.9861313673199962\n", "Mean Absolute Error (kW) : \t26.844404390773516\n", "Root Mean Squared Error (kW) : \t52.913120698991825\n", "\n" ] } ], "source": [ "scores_keys = ['R2 Score [-1,1] ','Mean Absolute Error (kW) ', 'Root Mean Squared Error (kW) ']\n", "\n", "def compute_scores(y_pred,y_true) :\n", " return {\n", " scores_keys[0] : r2_score(y_pred,y_true),\n", " scores_keys[1] : mean_absolute_error(y_pred,y_true),\n", " scores_keys[2] : mean_squared_error(y_pred,y_true,squared=False)\n", " }\n", "\n", "def scores_tostr(y_pred,y_true) :\n", " s = ''\n", " scores = compute_scores(y_pred,y_true)\n", " for idx,score in scores.items() :\n", " s = s+str(idx)+': \\t'+str(score)+'\\n'\n", " return s\n", "\n", "sco = lambda x : scores_tostr(x[0],x[1])\n", "print_two(sco,'Scores', (data1_y_test,data1_y_test_pred) , (data2_y_test,data2_y_test_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot predictions\n", "\n", "Finally, we will plot the actual labels of the test data and the labels predicted by our model as a function of the \"speed\" feature. We choose speed because it is the feature most correlated to the label value." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:22.263111Z", "start_time": "2021-10-17T21:24:21.578000Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_predictions(scores1, data1_X_test,data1_y_test,data1_y_test_pred,standard_scaler1, model_name1,\n", " scores2, data2_X_test,data2_y_test,data2_y_test_pred,standard_scaler2, model_name2, \n", " feature=\"Speed\") :\n", " \n", " fig, (ax1,ax2) = plt.subplots(1,2, figsize=(14,8))\n", " \n", " if (standard_scaler1 != None) :\n", " df1 = destandardize(data1_X_test,standard_scaler1)\n", " else :\n", " df1 = data1_X_test\n", " if (standard_scaler2 != None) :\n", " df2 = destandardize(data2_X_test,standard_scaler2)\n", " else : \n", " df2 = data2_X_test\n", " s = 5\n", "\n", " #for col in df1.columns :\n", "\n", " ax1.set_title(f\"Dataset 1\")\n", " ax1.scatter(df1[feature],data1_y_test, c=\"blue\", alpha=0.7, label=\"Real values\", s=s)\n", " ax1.scatter(df1[feature],data1_y_test_pred, c=\"green\", alpha=0.7, label=\"Predicted values\", s=s)\n", " ax1.set_ylabel(\"Power\")\n", " ax1.set_xlabel(\"Speed\")\n", "\n", " ax1.text(13,200,f\"R2 Score : { round(scores1[scores_keys[0]],3) }\")\n", " ax1.text(13,100,f\"MAE : { round(scores1[scores_keys[1]],3) } kW\")\n", " ax1.text(13,0,f\"RMSE : { round(scores1[scores_keys[2]],3) } kW\")\n", "\n", " ax2.set_title(f\"Dataset 2\")\n", " ax2.scatter(df2[feature],data2_y_test, c=\"red\",alpha=0.7, s=s, label=\"Real values\")\n", " ax2.scatter(df2[feature],data2_y_test_pred, c=\"green\", alpha=0.7, s=s)\n", " ax2.set_xlabel(\"Speed\")\n", " ax2.set_ylabel(\"Power\")\n", "\n", " ax2.text(13,200,f\"R2 Score : { round(scores2[scores_keys[0]],3) }\")\n", " ax2.text(13,100,f\"MAE : { round(scores2[scores_keys[1]],3) } kW\")\n", " ax2.text(13,0,f\"RMSE : { round(scores2[scores_keys[2]],3) } kW\")\n", "\n", " fig.suptitle(f\"{model_name} predictions\")\n", " fig.legend()\n", "\n", " fig.show()\n", "\n", "\n", "model_name = 'Random Forest'\n", "plot_predictions(compute_scores(data1_y_test_pred,data1_y_test), data1_X_test,data1_y_test,data1_y_test_pred,standard_scaler1, model_name,\n", " compute_scores(data2_y_test_pred,data2_y_test), data2_X_test,data2_y_test,data2_y_test_pred,standard_scaler2, model_name ) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The K-Folds technique\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Measured performance may be biased. Indeed, the separation of the training data and the test data was done in a random way. Maybe the test data and the training data were by chance well chosen in order to obtain such a score. To correct this, we will use the K-folds technique. \n", "\n", "First, the data set is randomly separated into k folds. The model will be tested on 1 folds, while the remaining k-1 folds will serve as training data. We reiterate by changing each time the fold that will be used as test data and by noting each time the scores obtained.\n", "\n", "
\n", "\n", "⚠️ **Important remark:** we do not preprocess the data before separating them into $k$ folds. Indeed, if we preprocess our data before the separation, the standardization would estimate parameters $\\mu$ and $\\sigma$ from the data set. Once this is done, we would separate the data into $k$ folds. One of the folds would serve as a test fold. However, the data of the test fold (supposedly unknown) were taken into account in the calculation of $\\mu$ and $\\sigma$. There would then be a data leak!\n", " \n", "Thus, in our `KFolds_validation` function we use non-preprocessed data that we separate into $k$ folds. Within each iteration, we preprocess the training folds: they are standardized. There is no information leakage because the standardization is done on the training folds. After that, we preprocess the test fold by standardizing from the parameters of the training folds (in order to have the test data in the same format), then we make our predictions.\n", "\n", "
\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:22.273342Z", "start_time": "2021-10-17T21:24:22.265404Z" } }, "outputs": [], "source": [ "# Create k-Fold (with k the number of splits)\n", "\n", "def KFolds_validation(data, k, model_name, **hyperparameters) :\n", " \n", " \n", " folds = KFold(n_splits = k, shuffle=True, random_state=10) \n", " folds_scores = []\n", " \n", " for train_index, valid_index in folds.split(data) :\n", " \n", " # Split data\n", " data_train = data.iloc[train_index]\n", " data_valid = data.iloc[valid_index]\n", " \n", " # Preprocessing\n", " standard_scaler = StandardScaler()\n", " data_X_train, data_y_train = preprocess(data_train, standard_scaler, fit=True) \n", " \n", " # Build model\n", " regressor = create_and_fit_model(data_X_train, data_y_train, model_name, **hyperparameters)\n", " \n", " # Preprocess our valid data\n", " data_X_valid, data_y_valid = preprocess(data_valid, standard_scaler, fit=False)\n", " \n", " # Predict valid data\n", " data_y_valid_pred = regressor.predict(data_X_valid)\n", " \n", " # Compute scores\n", " folds_scores += [ compute_scores(data_y_valid_pred,data_y_valid) ]\n", " \n", " \n", " return folds_scores" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:58.067063Z", "start_time": "2021-10-17T21:24:22.276269Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Folds scores\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " R2 Score [-1,1] Mean Absolute Error (kW) \\\n", "0 0.973109 37.787083 \n", "1 0.966797 37.826243 \n", "2 0.983642 36.376880 \n", "3 0.956185 40.322963 \n", "4 0.982418 35.093999 \n", "5 0.984050 34.918770 \n", "6 0.980036 36.861035 \n", "7 0.971975 38.199674 \n", "8 0.947531 43.326411 \n", "9 0.975386 37.385591 \n", "\n", " Root Mean Squared Error (kW) \n", "0 79.061367 \n", "1 83.939494 \n", "2 65.322201 \n", "3 103.928996 \n", "4 62.158823 \n", "5 59.843334 \n", "6 64.642455 \n", "7 81.174180 \n", "8 113.016364 \n", "9 77.660349 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "Dataset 2 ~ Folds scores\n" ] }, { "data": { "text/html": [ "
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90.98322726.89597157.465282
\n", "
" ], "text/plain": [ " R2 Score [-1,1] Mean Absolute Error (kW) \\\n", "0 0.991098 25.068677 \n", "1 0.982489 27.740841 \n", "2 0.989417 28.069918 \n", "3 0.989730 26.954498 \n", "4 0.989585 26.733925 \n", "5 0.989070 27.080457 \n", "6 0.989610 25.116301 \n", "7 0.989936 26.661346 \n", "8 0.991621 23.650542 \n", "9 0.983227 26.895971 \n", "\n", " Root Mean Squared Error (kW) \n", "0 39.943213 \n", "1 58.115367 \n", "2 48.628165 \n", "3 45.965698 \n", "4 44.472214 \n", "5 46.109574 \n", "6 49.431577 \n", "7 46.394564 \n", "8 39.088449 \n", "9 57.465282 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data1 = data1_train_original.copy() # no preprocessing\n", "data2 = data2_train_original.copy() # no preprocessing\n", "\n", "folds_scores1 = KFolds_validation(data1,k=10, model_name=RandomForestRegressor)\n", "folds_scores2 = KFolds_validation(data2,k=10, model_name=RandomForestRegressor)\n", "\n", "display_two(lambda x : pd.DataFrame(x), \"Folds scores\", folds_scores1, folds_scores2 )" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:59.265655Z", "start_time": "2021-10-17T21:24:58.069596Z" } }, "outputs": [ { "data": { "text/plain": [ "(38.08844877828422, 114.01636377294118)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aeUxJkkZlnZIkzRrlC15fUVU/mp2pquuAV2xvpyRrgLcATwUOAY5Ncsg2m70OeHdVPQg4icFpe1TVuVV1aFUdChwO3Ah8fISskiSNxDolSRo2SmM01zajXJt0GHB5VV1RVTcDpwFHbbPNIcAnm8fnzrEe4FnAR6vqxhHGlCRpVNYpSdJWozRGM0len+TezfQGYP0I++0HfGdo/qpm2bALgGc0j58O3CXJ3bfZ5hjg1PkGSXJ8kpkkM5s3bx4hliRJgHVKkjRklMboj4Cbgfc208+AFy/T+C8FHpfkPOBxwEZgy+zKJPsCDwTOnu8JqurkqpququmJiYlliiVJEmCdkqTeGOWudD+huT13krsC11XVKF8qshHYf2h+XbNs+Lm/S/NJXJI7A89srmGa9WzgjKr6+QjjSZK0GNYpSdJW8x4xSvLyJPdtHt8xySeBy4FNSX5thOf+CnBwkoOS7MrgVIMztxlj7ySzGU4E3rHNcxzLAqcnSJK0A6xTkqStFjqV7reAy5rHxzXb3oPBqQR/tb0nrqpbgJcwOL3gUuD0qro4yUlJjmw2ezxwWZJvAPsAr57dP8kUg0/yPr2I1yNJ0kisU5KkYQudSnfz0ClzTwFOraotwKVJRrkrHVV1FnDWNstePvT4/cD759n3Sm5/EawkScvGOiVJmrXQEaObkjwgyQTwBH7x+xnu1G4sSZIkSerOQkd+/oTBp2QTwBuq6tsASZ4GnNdBNkmSJEnqxLyNUVV9CbjvHMtvd9qBJEmSJO3MRvkeI0mSJEla1WyMJEmSJPWejdEKMzk5RZLWp8nJqXG/VEmSJGnFWLAxSrJnknvPsfxB7UXqt02bNgDV+jQYR5IkSRIs0BgleTbwdeADSS5O8vCh1e9qO5gkSZIkdWWhI0b/E3hYVR0KPB/45yRPb9al7WCSJEmS1JWFvsdoTVVdDVBVX07yBODDSfZncD6WJEmSJK0KCx0x+vHw9UVNk/R44Cjg/i3nkiRJkqTOLHTE6A/ZpnGqqh8nOQJ4dqupJEmSJKlD8zZGVXXBPKu2tJRFkiRJksZiobvS7ZnkxCRvTvLkDPwRcAUeMZIkSZK0iix0Kt0/A9cCXwBewOAudQGOrqrz248mSZIkSd1YqDG6V1U9ECDJ24CrgQOq6medJJMkSZKkjix0V7qfzz6oqi3AVTZFkiRJklajhY4YPTjJ9c3jALs38wGqqvZsPZ0kSZIkdWChu9Kt6TKIJEmSJI3LQqfSSZIkSVIv2BhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjCRJkiT1no2RJEmSpN6zMZIkSZLUe602RkmOSHJZksuTnDDH+gOTnJPkwiSfSrJuaN0BST6e5NIklySZajOrJKl/rFOSpFmtNUZJ1gBvAZ4KHAIcm+SQbTZ7HfDuqnoQcBLw10Pr3g38f1V1P+Aw4Jq2skqS+sc6JUka1uYRo8OAy6vqiqq6GTgNOGqbbQ4BPtk8Pnd2fVOY1lbVJwCq6oaqurHFrJKk/rFOSZK2arMx2g/4ztD8Vc2yYRcAz2gePx24S5K7A78MXJfkg0nOS/L/NZ/s3U6S45PMJJnZvHnzMr8ESdIqZp2SJG017psvvBR4XJLzgMcBG4EtwFrgMc36hwP3An53rieoqpOrarqqpicmJjoJLUnqDeuUJPVEm43RRmD/ofl1zbKtquq7VfWMqnoI8JfNsusYfGp3fnN6wy3AvwEPbTGrJKl/rFOSpK3abIy+Ahyc5KAkuwLHAGcOb5Bk7ySzGU4E3jG0715JZj9aOxy4pMWskqT+sU5JkrZqrTFqPkF7CXA2cClwelVdnOSkJEc2mz0euCzJN4B9gFc3+25hcHrCOUm+BgT4p7aySpL6xzolSRqWqhp3hmUzPT1dMzMzS94/CdDF+xHme9/NsDJ09x7AfO+DGVZOhpVgZ3ofkqyvqullDLRqLEed6uZfZxasEWYww0rJ0NX4Ztg5Moy8/zx1atw3X5AkSZKksbMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjLQiTU5OkaT1aXJyatwvVZIkSSvA2nEHkOayadMGuvgyy02b0voYkiRJWvk8YiRJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjCRJkiT1no2RJEmSpN6zMZIkSZLUezZGkiRJknrPxkiSJElS79kYSZIkSeo9GyNJkiRJvddqY5TkiCSXJbk8yQlzrD8wyTlJLkzyqSTrhtZtSXJ+M53ZZk5JUj9ZpyRJs9a29cRJ1gBvAZ4EXAV8JcmZVXXJ0GavA95dVackORz4a+B5zbqfVtWhbeWTJPWbdUqSNKzNI0aHAZdX1RVVdTNwGnDUNtscAnyyeXzuHOslSWqLdUqStFWbjdF+wHeG5q9qlg27AHhG8/jpwF2S3L2Z3y3JTJIvJjm6xZySpH6yTkmSthr3zRdeCjwuyXnA44CNwJZm3YFVNQ08B3hjknvP9QRJjm8K08zmzZs7CS1J6g3rlCT1RJuN0UZg/6H5dc2yrarqu1X1jKp6CPCXzbLrmp8bm59XAJ8CHjLXIFV1clVNV9X0xMTEcr8GSdLqZZ2SJG3VZmP0FeDgJAcl2RU4BviFu/Yk2TvJbIYTgXc0y++a5I6z2wCPAoYvhpUkaUdZpyRJW7XWGFXVLcBLgLOBS4HTq+riJCclObLZ7PHAZUm+AewDvLpZfj9gJskFDC52fc02dwmSJGmHWKckScNSVePOsGymp6drZmZmyfsnAbp4P8J877sZVkaG7sY3w86QYSXYmd6HJOuba2+0jeWoU938y8iC/z6bwQwrJUNX45th58gw8v7z1Klx33xBkiRJksbOxkiSJElS79kYSZIkSeo9GyNJkiRJvWdjJEnbMTk5RZJOpsnJqXG/XEmSemntuANI0kq3adMGuroj3KZN6WQcSZL0izxiJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZIkSb1nYyRJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjCRJkiT1no2RJEmSpN6zMZIkSZLUe602RkmOSHJZksuTnDDH+gOTnJPkwiSfSrJum/V7JrkqyZvbzClJ6ifrlCRpVmuNUZI1wFuApwKHAMcmOWSbzV4HvLuqHgScBPz1Nuv/N/CZtjJKkvrLOiVJGtbmEaPDgMur6oqquhk4DThqm20OAT7ZPD53eH2ShwH7AB9vMaMkqb+sU5KkrdpsjPYDvjM0f1WzbNgFwDOax08H7pLk7knuAPwt8NIW80mS+s06JUnaatw3X3gp8Lgk5wGPAzYCW4AXAWdV1VXbe4IkxyeZSTKzefPmdtNKkvrGOiVJPbG2xefeCOw/NL+uWbZVVX2X5pO4JHcGnllV1yX5VeAxSV4E3BnYNckNVXW7C2Or6mTgZIDp6elq5ZVIklYj65Qkaas2G6OvAAcnOYhBoTkGeM7wBkn2Bn5YVbcCJwLvAKiq3x7a5neB6bmKjSRJO8A6JUnaqrVT6arqFuAlwNnApcDpVXVxkpOSHNls9njgsiTfYHAB66vbyiNJ0jDrlCRpWKpWz1H96enpmpmZWfL+SYAu3o8w3/tuhpWRobvxzWCGnSfDyHsn66tqehkDrRrLUae6+ZeRBf99NoMZVkqGrsY3w86RYeT956lT4775giRJkiSNnY2RJEmSpN6zMZIkSZLUezZGkiRJknpvVd18IclmYEPHw+4NfL/jMc1gBjOs7PH7nuHAqpoYw7grnnXKDGYwgxlWxPhz1qlV1RiNQ5KZcd99yQxmMMPKGt8MWklWwu+BGcxgBjOsxPG35al0kiRJknrPxkiSJElS79kY7biTxx0AM8wyw4AZxj8+mEErx0r4PTDDgBkGzDBghvGP/wu8xkiSJElS73nESJIkSVLv2RgtQpItSc4fmqaS3D3JuUluSPLmMWV4UpL1Sb7W/Dx8DBkOG5q/IMnTu84wtO6A5s/jpV1naKafDi17a9cZmuUPSvKFJBc3vxe7dTV+kt/eZtmtSQ5tY/wFMuyS5JTmtV+a5MS2xl8gw65J3tlkuCDJ4zsad95/k5I8rMlzeZI3JclyZ9J4WacWzGCd6mGdmi9D32qVdWpEVeU04gTcMMeyPYBHAy8E3jymDA8B7tk8fgCwcQwZ7gSsbR7vC1wzO99VhqF17wfeB7x0DO/DFHBR278H28mwFrgQeHAzf3dgTdd/Ds36BwLfGsN78BzgtObxnYArgamOM7wYeGfz+B7AeuAOHYw7779JwJeBRwIBPgo8tc0/G6fuJ+vUghmsU9W/OrW9P4tm/aqvVdap0SaPGO2gqvpJVX0O+NkYM5xXVd9tZi8Gdk9yx44z3FhVtzSzuwFjuXgtydHAtxm8D331ZODCqroAoKp+UFVbxpTlWOC0MYxbwB5J1gK7AzcD13ec4RDgkwBVdQ1wHdD6dzXM929Skn2BPavqizWoPu8Gjm47j8bPOrU1g3Vq5VhJdQr6W6usU9uwMVqc3YcOBZ6xQjM8E/hqVd3UdYYkj0hyMfA14IVDBaiTDEnuDLwMeFWL4y6YoXFQkvOSfDrJY8aQ4ZeBSnJ2kq8m+YuOxx/2W8CpLY4/X4b3Az8Brgb+C3hdVf2w4wwXAEcmWZvkIOBhwP4djDuf/YCrhuavapZpdbFOLZDBOrVVn+rUfBmG9aFWWadGsLbLwVaBn1bVoSs1Q5L7A69l8ElM5xmq6kvA/ZPcDzglyUerqq1PKOfK8ErgDVV1Q0enpM6V4WrggKr6QZKHAf+W5P5V1dYnQHNlWMvgEPXDgRuBc5Ksr6pzOhofGPwHBLixqi5qYdztZTgM2ALcE7gr8Nkk/1FVV3SY4R3A/YAZYAPw+SZT2+Oq31bC74R1av4Mr8Q6Bd3WqfkyAL2qVdapEdgYrRJJ1gFnAL9TVd8aZ5aqujTJDQzOI5/pcOhHAM9K8jfAXsCtSX5WVa1fbDyr+QT0pubx+iTfYvDJWJfvw1XAZ6rq+wBJzgIeCrRVcOZzDO1/Ajef5wAfq6qfA9ck+U8Gpwe01RjdTvNJ9J/Nzif5PPCNrsafw0Zg3dD8umaZ1AnrFGCdmrVS6hT0uFZZp27PU+lWgSR7AR8BTqiq/xxThoOac2RJciBwXwYXEXamqh5TVVNVNQW8EfirLosNQJKJJGuax/cCDqbD/4w3zgYemOROzZ/J44BLugyQ5A7AsxnPOdswOCXh8CbLHgwu5Px6lwGa93+P5vGTgFuqqtM/h2FVdTVwfZJHZvBR9e8AHxpXHvWLdWrAOrXV2OsUWKusU7fnEaNlkORKYE9g1wwuqnxyx79YLwHuA7w8ycubZU9uLqTryqOBE5L8HLgVeNHsJ0E981jgpKH34YUtX9tyO1V1bZLXA19hcGHnWVX1kS4zMHgfvtPiqWvb8xbgnc21BGFw150LO85wD+DsJLcy+MTreV0NvMC/SS8C3sXgIt+PNpN6wDoFWKdmWadu0/daZZ3aNtfgpg+SJEmS1F+eSidJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjCRJkiT1no2RJEmSpN6zMZIkSZLUezZGkiRJknrPxkiSJElS79kYSZIkSeo9GyNJkiRJvWdjJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZIkSb1nYyRJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7a8cdYDntvffeNTU1Ne4YktRr69ev/35VTYw7x0pknZKk8ZuvTq2qxmhqaoqZmZlxx5CkXkuyYdwZVirrlCSN33x1ylPpJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjCRJkiT1no2RJG3H5OQUSTqZJienxv1yJUnqpbXjDiBJK92mTRuA6misdDKOJEn6RR4xkiRJktR7NkaSJEmSes/GSJIkSVLvtd4YJVmT5LwkH27m35PksiQXJXlHkl3m2W9LkvOb6cy2c0qS+sk6JUmCbo4Y/Qlw6dD8e4D7Ag8EdgdeMM9+P62qQ5vpyJYzSpL6yzolSWq3MUqyDvh14G2zy6rqrGoAXwbWtZlBkqT5WKckSbPaPmL0RuAvgFu3XdGcmvA84GPz7LtbkpkkX0xy9HwDJDm+2W5m8+bNyxBZktQjb8Q6JUmixcYoyW8A11TV+nk2+XvgM1X12XnWH1hV08BzgDcmufdcG1XVyVU1XVXTExMTOx5cktQL1ilJ0rA2jxg9CjgyyZXAacDhSf4FIMkrgAngz+fbuao2Nj+vAD4FPKTFrJKk/rFOSZK2aq0xqqoTq2pdVU0BxwCfrKrnJnkB8BTg2Kq63akLAEnumuSOzeO9GRSvS9rKKknqH+uUJGnYOL7H6K3APsAXmlucvhwgyXSS2Ytf7wfMJLkAOBd4TVVZcCRJXbBOSVIPre1ikKr6FIPTDKiqOcesqhmaW6JW1ecZ3CZVkqTWWackSeM4YiRJkiRJK4qNkSRJkqTeszGSJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZIkSb1nYyRJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdab4ySrElyXpIPN/MHJflSksuTvDfJrvPsd2KzzWVJntJ2TklSP1mnJEnQzRGjPwEuHZp/LfCGqroPcC3we9vukOQQ4Bjg/sARwN8nWdNBVq0Qk5NTJGl9mpycGvdLlTR+1ilJUruNUZJ1wK8Db2vmAxwOvL/Z5BTg6Dl2PQo4rapuqqpvA5cDh7WZVSvLpk0bgGp9Gowjqa+sU5KkWW0fMXoj8BfArc383YHrquqWZv4qYL859tsP+M7Q/HzbSZK0I96IdUqSRIuNUZLfAK6pqvVtjdGMc3ySmSQzmzdvbnMoSdIqYp2SJA1r84jRo4Ajk1wJnMbg1IS/A/ZKsrbZZh2wcY59NwL7D83Ptx1VdXJVTVfV9MTExHJllyStftYpSdJWrTVGVXViVa2rqikGF6h+sqp+GzgXeFaz2XHAh+bY/UzgmCR3THIQcDDw5baySpL6xzolSRo2ju8xehnw50kuZ3Au99sBkhyZ5CSAqroYOB24BPgY8OKq2jKGrJKk/rFOSVIPparGnWHZTE9P18zMzLhjaBkMbgzVxe9mWE1/B9SO7n4fYTX8TiZZX1XT486xElmnJGn85qtT4zhiJEmSJEkrio2RJEmSpN6zMZIkSZLUezZGkiRJknrPxkiSJElS79kYSZIkSeo9GyNJkiRJvWdjJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RpIkSZJ6b8HGKMkdkjy7qzCSJEmSNA4LNkZVdSvwFx1lkSRJkqSxGOVUuv9I8tIk+ye52+zUejJJAiYnp0jSyTQ5OTXulytJksZk7Qjb/Fbz88VDywq41/LHkaRftGnTBgb/5HQxVjoZR5IkrTzbbYyq6qAugkiSJEnSuGy3MUqyC/CHwGObRZ8C/rGqfr6d/XYDPgPcsRnn/VX1iiSfBe7SbHYP4MtVdfQc+28BvtbM/ldVHbndV7MKTE5ONZ+Qt2uffQ7ke9+7svVxJGmlsk5JkoaNcirdPwC7AH/fzD+vWfaC7ex3E3B4Vd3QNFefS/LRqnrM7AZJPgB8aJ79f1pVh46Qb9mshKakq9OGPGVIkna+OiVJas8ojdHDq+rBQ/OfTHLB9naqqgJuaGZ3aaat/+NPsidwOPD80eO2y6ZEkvpjZ6xTkqT2jHJXui1J7j07k+RewJZRnjzJmiTnA9cAn6iqLw2tPho4p6qun2f33ZLMJPlikqNHGU+SpMWwTkmSZo1yxOilwLlJrgACHMiIn55V1Rbg0CR7AWckeUBVXdSsPhZ42wK7H1hVG5tG7JNJvlZV39p2oyTHA8cDHHDAAaPEkiQJsE5Jkm6z4BGjJGuABwMHA38M/BHwK1V17mIGqarrgHOBI5rn3Rs4DPjIAvtsbH5eweCGDw+ZZ7uTq2q6qqYnJiYWE0uSdhp+n1O7rFOSpAUbo+aTtGOr6qaqurCZbhrliZNMNJ/AkWR34EnA15vVzwI+XFU/m2ffuya5Y/N4b+BRwCWjjCtJq9Ft10C2P3VxE5qVwDolSRo2yql0/5nkzcB7gZ/MLqyqr25nv32BU5qjTncATq+qDzfrjgFeM7xxkmnghVX1AuB+wD8mubXZ9zVVZcGRJC0n65QkaasMbsqzwAbJXKfNVVUd3k6kpZuenq6ZmZkl75+ELu5KB2G+930lZFgJfB80q7vfBZjv98EMi9w7WV9V08sYaNXY0TolSdpx89WpBY8YNZ+inVlVb2gtmSRJkiSN2UjXGHWURdIK4wX/kiSpL9q8xkjSTq6rLz0ejOUXH0uSpPEZpTE6tPl50tCyYvBt4JIkSZK009tuY1RVT+giiCRJkiSNy7zXGCV549DjP9lm3bvaiyRJkiRJ3Vro5guPHXp83DbrHtRCFq0QXV1w78X2kiRJWikWOpUu8zzWKtfVBfdebC9JkqSVYqHG6A5J7srgqNLs49n/ya5pPZkkSZIkdWShxuiXgPXc1gwN3567q69flyRJkqTWzdsYVdVUhzkkSZIkaWwWuvmCJEmSJPWCjZEkSZKk3rMxkiRJktR7IzVGSR6d5PnN44kkB7UbS5IkSZK6s93GKMkrgJcBJzaLdgH+pc1QkiRJktSlUY4YPR04EvgJQFV9F7hLm6EkSZIkqUujNEY3V1XRfHdRkj1GeeIkuyX5cpILklyc5FXN8ncl+XaS85vp0Hn2Py7JN5vpuBFfjyRJI7FOSZKGLfQFr7NOT/KPwF5Jfh/478DbRtjvJuDwqrohyS7A55J8tFn3P6rq/fPtmORuwCuAaQYN2fokZ1bVtSOMK0nSKKxTkqSttnvEqKpeB7wf+ADwK8DLq+pNI+xXVXVDM7tLM9WIuZ4CfKKqftgUmU8AR4y4ryRJ22WdkiQNG+XmC6+tqk9U1f+oqpdW1SeSvHaUJ0+yJsn5wDUMCsiXmlWvTnJhkjckueMcu+4HfGdo/qpmmdSJyckpknQyTU5OjfvlSr1lnZIkzRrlGqMnzbHsqaM8eVVtqapDgXXAYUkewODudvcFHg7cjcEd75YsyfFJZpLMbN68eUeeStpq06YNDD44bn8ajCVpHKxTkqRZ8zZGSf4wydeAX2k+NZudvg1cuJhBquo64FzgiKq6ujl94SbgncBhc+yyEdh/aH5ds2yu5z65qqaranpiYmIxsaQVzaNWUnesU5KkhY4Y/Svwm8CZzc/Z6WFV9dztPXHzRbB7NY93Z3Dk6etJ9m2WBTgauGiO3c8GnpzkrknuCjy5WSb1hketpHZZpyRJw+a9K11V/Qj4UZJtTyG4c5I7V9V/bee59wVOSbKGQQN2elV9OMknk0wAAc4HXgiQZBp4YVW9oKp+mOR/A19pnuukqvrhol+dJEnzs05JkrbK4CuKFthgcDpdMSgQuwEHAZdV1f3bj7c409PTNTMzs+T9Bx8OjnpDoh0R5nvfzbAyMnQ3vhnMsPNkGHnvZH1VTS9joFVjR+uUJGnHzVentvs9RlX1wG2e6KHAi5YxmyRJkiSN1Sh3pfsFVfVV4BEtZJEkSZKksdjuEaMkfz40ewfgocB3W0skSZIkSR3bbmME3GXo8S3AR4APtBNHkiRJkro3yjVGr+oiiCRJkiSNy7yNUZJ/Z4FbIFXVka0kkiRJkqSOLXTE6HWdpZAkSZKkMVroC14/Pfs4ya7ALzezl1XVz9sOJkmSJEldGeWudI8HTgGuZPAlr/snOa6qPtNqMkmSJEnqyCh3pftb4MlVdRlAkl8GTgUe1mYwSZIkSerKKF/wustsUwRQVd8AdmkvkiRJkiR1a5QjRjNJ3gb8SzP/XGCmvUiSJEmS1K1RGqM/BF4M/HEz/1ng71tLJEmSJEkdG+ULXm8CXg+8PsndgHXNMkmSJElaFbZ7jVGSTyXZs2mK1gP/lOQN7UeTJEmSpG6McvOFX6qq64FnAO+uqkcAT2w3liRJkiR1Z5TGaG2SfYFnAx9uOY8kSZIkdW6Uxugk4GzgW1X1lST3Ar65vZ2S7Jbky0kuSHJxklc1y9+T5LIkFyV5R5I5b/2dZEuS85vpzMW8KEmStsc6JUkaNsrNF94HvG9o/grgmSM8903A4VV1Q1NUPpfko8B7GNzyG+BfgRcA/zDH/j+tqkNHGEeSpKWwTkmSthrl5gv3SvLvSTYnuSbJh5qjRguqgRua2V2aqarqrGZdAV8G1u3QK5AkaQmsU5KkYaOcSvevwOnAvsA9GRw9OnWUJ0+yJsn5wDXAJ6rqS0PrdgGeB3xsnt13SzKT5ItJjl5gjOOb7WY2b948SixJkgDrlCTpNqM0Rneqqn+uqlua6V+A3UZ58qra0pxmsA44LMkDhlb/PfCZqvrsPLsfWFXTwHOANya59zxjnFxV01U1PTExMUosSZIA65Qk6TbzNkZJ7tZ8d9FHk5yQZCrJgUn+AjhrMYNU1XXAucARzXO/ApgA/nyBfTY2P68APgU8ZDFjSpI0KuuUJGmhmy+sBwpIM/8HQ+sKOHGhJ04yAfy8qq5LsjvwJOC1SV4APAV4YlXdOs++dwVurKqbkuwNPAr4m1FekCRJo7BOSZKGzdsYVdVB862b79al29gXOCXJGgZHpk6vqg8nuQXYAHwhCcAHq+qkJNPAC6vqBcD9gH9Mcmuz72uq6pKRX5UkSdtnnZIkbbXd23XPyqA6HM7gXOrfAPZZaPuqupA5TiuoqjnHrKoZBrdEpao+Dzxw1GySJC2WdUqSNGyU23U/MsmbGHx69iHgM8B92w4mSZIkSV1Z6OYLf5Xkm8CrgdlP1TZX1SlVdW1XASVJkiSpbQudSvcC4BsMvu3735sLTKubWJIkSZLUnYVOpdsX+H+B3wS+leSfgd2TjHxdkiRJkiTtDBa6K90WBt/2/bEkd2Rww4XdgY1Jzqmq53SUUZIkSZJaNdLRn6q6CfgA8IEkewJHtxlKkiRJkrq06NPiqup64N0tZJEkSZKksdju7bolSZIkabWzMZIkSZLUeyOdSpfkvwFTw9tXlafTSZIkSVoVttsYNbfpvjdwPrClWVx4nZEkSZKkVWKUI0bTwCFV5Ze7SpIkSVqVRrnG6CJgsu0gkiRJkjQuoxwx2hu4JMmXgZtmF1bVka2lkiRJkqQOjdIYvbLtEJIkSZI0TtttjKrq010EkSRJkqRx2e41RkkemeQrSW5IcnOSLUmu7yKcJEmSJHVhlJsvvBk4FvgmsDvwAuAt29spyW5JvpzkgiQXJ3lVs/ygJF9KcnmS9ybZdZ79T2y2uSzJU0Z/SZIkbZ91SpI0bJTGiKq6HFhTVVuq6p3AESPsdhNweFU9GDgUOCLJI4HXAm+oqvsA1wK/t+2OSQ4BjgHu34z190nWjJJVkqQRWackSVuN0hjd2Hxadn6Sv0nyZ6PsVwM3NLO7NFMBhwPvb5afAhw9x+5HAadV1U1V9W3gcuCwEbJKkjQS65QkadgojdHzmu1eAvwE2B945ihPnmRNkvOBa4BPAN8CrquqW5pNrgL2m2PX/YDvDM3Ptx1Jjk8yk2Rm8+bNo8SSJAmwTkmSbjPKkZ8NQIB9q+pVVfXnzal129WcencosI7BJ2n33ZGw84xxclVNV9X0xMTEcj+9JGkVs05JkmaNcle63wTOBz7WzB+a5MzFDFJV1wHnAr8K7JVk9jbh64CNc+yykcGRKbaznSRJO8w6JUka5VS6VzL4FO06gKo6HzhoezslmUiyV/N4d+BJwKUMCs+zms2OAz40x+5nAsckuWOSg4CDgS+PkFWSpJFYpyRJw7b7Ba/Az6vqR0mGl9UI++0LnNLcpecOwOlV9eEklwCnJfl/gfOAtwMkORKYrqqXV9XFSU4HLgFuAV5cVVtGf1mSJG2XdUqStFWqFu5xkrwdOAc4gcFNF/4Y2KWqXth+vMWZnp6umZmZJe8/aP5G6fl2VJjvfTfDysjQ3fhmMMPOk2HkvZP1VTW9jIFWjR2tU5KkHTdfnRrlVLo/YvA9DTcBpwLXA3+6rOkkSZIkaYy2eypdVd0I/GUzSZIkSdKqM29jtL07z1XVkcsfR5IkSZK6t9ARo19l8OV1pwJfYvBdRpIkSZK06izUGE0yuHXpscBzgI8Ap1bVxV0EkyRJkqSuzHvzhebbwD9WVccBjwQuBz6V5CWdpZMkSZKkDix484UkdwR+ncFRoyngTcAZ7ceSJEmSpO4sdPOFdwMPAM4CXlVVF3WWSpIkSZI6tNARo+cCPwH+BPjjwZcLAoObMFRV7dlyNkmSJEnqxLyNUVWN8uWvkiRJkrTTs/mRJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZK0U5manCRJ69PU5OS4X6qkDi34Ba+SJEkrzYZNm6gOxsmmTR2MImml8IiRJEmSpN5r7YhRkv2BdwP7AAWcXFV/l+S9wK80m+0FXFdVh86x/5XAj4EtwC1VNd1WVklS/1inJEnD2jyV7hbg/66qrya5C7A+ySeq6rdmN0jyt8CPFniOJ1TV91vMKEnqL+vUEkxNTrKhg1PMDtxnH6783vdaH0eSZrXWGFXV1cDVzeMfJ7kU2A+4BCBJgGcDh7eVQZKk+VinlsbreyStVp1cY5RkCngI8KWhxY8BNlXVN+fZrYCPJ1mf5PgFnvv4JDNJZjZv3rxsmSVJ/WGdkiS13hgluTPwAeBPq+r6oVXHAqcusOujq+qhwFOBFyd57FwbVdXJVTVdVdMTExPLlluS1A/WKUkStNwYJdmFQbF5T1V9cGj5WuAZwHvn27eqNjY/rwHOAA5rM6skqX+sU5KkWa01Rs252W8HLq2q12+z+teAr1fVVfPsu0dzISxJ9gCeDFzUVlZJUv9YpyRJw9o8YvQo4HnA4UnOb6anNeuOYZvTE5LcM8lZzew+wOeSXAB8GfhIVX2sxaySpP6xTkk7aGpykiStT1OTk+N+qeqBNu9K9zkg86z73TmWfRd4WvP4CuDBbWWTJMk6Je0471Ko1aSTu9JJkiStJh4pkX5RV38n2vx70eYXvEqSJK1KHimRflFXfyegvb8XHjGSJEnaCXnUSlpeNkaSJEk7odlP6NueNnjUakGr4RQyDXgqnSRJkrREq+EUMg14xEiSJElS79kYSZIkSeo9GyNJkiRJvWdjJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZIkSb3XWmOUZP8k5ya5JMnFSf6kWf7KJBuTnN9MT5tn/yOSXJbk8iQntJVTktRP1ilJ0rC1LT73LcD/XVVfTXIXYH2STzTr3lBVr5tvxyRrgLcATwKuAr6S5MyquqTFvJKkfrFOSZK2au2IUVVdXVVfbR7/GLgU2G/E3Q8DLq+qK6rqZuA04Kh2kkqS+sg6JUka1sk1RkmmgIcAX2oWvSTJhUnekeSuc+yyH/CdofmrGL1YSZK0KDtLnZqanCRJ69PU5GTbL0VaFl39nfDvRT+03hgluTPwAeBPq+p64B+AewOHAlcDf7uDz398kpkkM5s3b97RuJKkntmZ6tSGTZsoaH3asGnTDuWUutLV3wn/XvRDq41Rkl0YFJv3VNUHAapqU1VtqapbgX9icDrCtjYC+w/Nr2uW3U5VnVxV01U1PTExsbwvQJK0qlmnJEmz2rwrXYC3A5dW1euHlu87tNnTgYvm2P0rwMFJDkqyK3AMcGZbWSVJ/WOdkiQNa/OudI8Cngd8Lcn5zbL/CRyb5FAGRyWvBP4AIMk9gbdV1dOq6pYkLwHOBtYA76iqi1vMKknqH+uUJGmr1hqjqvockDlWnTXP9t8FnjY0f9Z820qStKOsU5KkYZ3clU6SJEmSVjIbI0mSJEm9Z2MkSZIkqfdsjCRJkiT1no2RJEmSpN6zMZIkSZLUezZGkiRJknrPxkiSJElS79kYSZIkSeo9GyNJkiRpJzY1OUmSTqapyclxv9zWrB13AEmSJElLt2HTJqqjsbJpU0cjdc8jRpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZIkSb1nYyRJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7qerq66Dal2QzsKHjYfcGvt/xmGYwgxlW9vh9z3BgVU2MYdwVzzplBjOYwQwrYvw569SqaozGIclMVU2bwQxmWDkZxj2+GbSSrITfAzOYwQxmWInjb8tT6SRJkiT1no2RJEmSpN6zMdpxJ487AGaYZYYBM4x/fDCDVo6V8HtghgEzDJhhwAzjH/8XeI2RJEmSpN7ziJEkSZKk3rMxkiRJktR7NkaLkGRLkvOHpqkkd09ybpIbkrx5TBmelGR9kq81Pw8fQ4bDhuYvSPL0rjMMrTug+fN4adcZmumnQ8ve2nWGZvmDknwhycXN78VuXY2f5Le3WXZrkkPbGH+BDLskOaV57ZcmObGt8RfIsGuSdzYZLkjy+I7GnfffpCQPa/JcnuRNSbLcmTRe1qkFM1inelin5svQt1plnRpRVTmNOAE3zLFsD+DRwAuBN48pw0OAezaPHwBsHEOGOwFrm8f7AtfMzneVYWjd+4H3AS8dw/swBVzU9u/BdjKsBS4EHtzM3x1Y0/WfQ7P+gcC3xvAePAc4rXl8J+BKYKrjDC8G3tk8vgewHrhDB+PO+28S8GXgkUCAjwJPbfPPxqn7yTq1YAbrVPWvTm3vz6JZv+prlXVqtMkjRjuoqn5SVZ8DfjbGDOdV1Xeb2YuB3ZPcseMMN1bVLc3sbsBY7uqR5Gjg2wzeh756MnBhVV0AUFU/qKotY8pyLHDaGMYtYI8ka4HdgZuB6zvOcAjwSYCquga4Dmj9S+zm+zcpyb7AnlX1xRpUn3cDR7edR+NnndqawTq1cqykOgX9rVXWqW3YGC3O7kOHAs9YoRmeCXy1qm7qOkOSRyS5GPga8MKhAtRJhiR3Bl4GvKrFcRfM0DgoyXlJPp3kMWPI8MtAJTk7yVeT/EXH4w/7LeDUFsefL8P7gZ8AVwP/Bbyuqn7YcYYLgCOTrE1yEPAwYP8Oxp3PfsBVQ/NXNcu0ulinFshgndqqT3VqvgzD+lCrrFMjWNvlYKvAT6vq0JWaIcn9gdcy+CSm8wxV9SXg/knuB5yS5KNV1dYnlHNleCXwhqq6oaNTUufKcDVwQFX9IMnDgH9Lcv+qausToLkyrGVwiPrhwI3AOUnWV9U5HY0PDP4DAtxYVRe1MO72MhwGbAHuCdwV+GyS/6iqKzrM8A7gfsAMsAH4fJOp7XHVbyvhd8I6NX+GV2Kdgm7r1HwZgF7VKuvUCGyMVokk64AzgN+pqm+NM0tVXZrkBgbnkc90OPQjgGcl+RtgL+DWJD+rqtYvNp7VfAJ6U/N4fZJvMfhkrMv34SrgM1X1fYAkZwEPBdoqOPM5hvY/gZvPc4CPVdXPgWuS/CeD0wPaaoxup/kk+s9m55N8HvhGV+PPYSOwbmh+XbNM6oR1CrBOzVopdQp6XKusU7fnqXSrQJK9gI8AJ1TVf44pw0HNObIkORC4L4OLCDtTVY+pqqmqmgLeCPxVl8UGIMlEkjXN43sBB9Phf8YbZwMPTHKn5s/kccAlXQZIcgfg2YznnG0YnJJweJNlDwYXcn69ywDN+79H8/hJwC1V1emfw7Cquhq4PskjM/io+neAD40rj/rFOjVgndpq7HUKrFXWqdvziNEySHIlsCewawYXVT6541+slwD3AV6e5OXNsic3F9J15dHACUl+DtwKvGj2k6CeeSxw0tD78MKWr225naq6Nsnrga8wuLDzrKr6SJcZGLwP32nx1LXteQvwzuZagjC4686FHWe4B3B2klsZfOL1vK4GXuDfpBcB72Jwke9Hm0k9YJ0CrFOzrFO36Xutsk5tm2tw0wdJkiRJ6i9PpZMkSZLUezZGkiRJknrPxkiSJElS79kYSZIkSeo9GyNJkiRJvWdjJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZIkSb1nYyRJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjCRJkiT1no2RJEmSpN6zMZIkSZLUezZGkiRJknrPxkiSJElS79kYSZIkSeq9teMOsJz23nvvmpqaGncMSeq19evXf7+qJsadYyWyTknS+M1Xp1ZVYzQ1NcXMzMy4Y0hSryXZMO4MK5V1SpLGb7465al0kiRJknrPxkiStmNycooknUyTk1PjfrmSJPXSqjqVTpLasGnTBqA6GiudjCNJkn6RR4wkSZIk9Z6NkSRJkqTeszGSJEmS1HudNUZJ3pHkmiQXDS37v5JcnOTWJNPbbH9iksuTXJbkKV3llCT1k3VKkvqtyyNG7wKO2GbZRcAzgM8ML0xyCHAMcP9mn79PsqaDjJKk/noX1ilJ6q3OGqOq+gzww22WXVpVl82x+VHAaVV1U1V9G7gcOKyDmJKknrJOSVK/rdRrjPYDvjM0f1WzTJKklcA6JUmrzEptjEaW5PgkM0lmNm/ePO44kiT9AuuUJO0cVmpjtBHYf2h+XbPsdqrq5KqarqrpiYmJTsJJknrPOiVJq8xKbYzOBI5JcsckBwEHA18ecyZJkmZZpyRplVnb1UBJTgUeD+yd5CrgFQwucv0/wATwkSTnV9VTquriJKcDlwC3AC+uqi1dZZUk9Y91SpL6rbPGqKqOnWfVGfNs/2rg1e0lkiTpNtYpSeq3lXoqnSRJkiR1xsZIkiRJUu/ZGEmSJEnqPRsjSZIkSb1nYyRJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjLQiTU5OkaT1aXJyatwvVZIkSSvA2nEHkOayadMGoDoYJ62PIUmSpJXPI0aSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm9Z2MkSZIkqfdsjCRJkiT1XmeNUZJ3JLkmyUVDy+6W5BNJvtn8vGuzPEnelOTyJBcmeWhXOSVJ/WSdkqR+6/KI0buAI7ZZdgJwTlUdDJzTzAM8FTi4mY4H/qGjjJKk/noX1ilJ6q3OGqOq+gzww20WHwWc0jw+BTh6aPm7a+CLwF5J9u0kqCSpl6xTktRv477GaJ+qurp5/D1gn+bxfsB3hra7qll2O0mOTzKTZGbz5s3tJZUk9ZF1SpJ6YtyN0VZVVUAtYb+Tq2q6qqYnJiZaSCZJknVKkla7cTdGm2ZPPWh+XtMs3wjsP7TdumaZJEldsk5JUk+MuzE6EziueXwc8KGh5b/T3PXnkcCPhk5lkCSpK9YpSeqJtV0NlORU4PHA3kmuAl4BvAY4PcnvARuAZzebnwU8DbgcuBF4flc5JUn9ZJ2SpH7rrDGqqmPnWfXEObYt4MXtJpIk6TbWKUnqt3GfSidJkiRJY2djJEmSJKn3bIwkSZIk9Z6NkSRJkqTeW1RjlGRNkte1FUaSJEmSxmFRjVFVbQEe3VIWSZIkSRqLpdyu+7wkZwLvA34yu7CqPrhsqSRJkiSpQ0tpjHYDfgAcPrSsABsjSZIkSTulRTdGVeW3e0uSJElaVRZ9V7ok65KckeSaZvpAknVthJMkSZKkLizldt3vBM4E7tlM/94skyRJkqSd0lIao4mqemdV3dJM7wImljmXJEmSJHVmKY3RD5I8t/lOozVJnsvgZgySJEmStFNaSmP034FnA98DrgaeBXhDBkmSJEk7rUXdlS7JGuCvqurIlvJIkiRJUucWdcSoqrYABybZtaU8kiRJktS5pXzB6xXAfyY5E/jJ7MKqev2ypZIkSZKkDi2lMfpWM90BuMvyxpEkSZKk7i3lGqNfrqrfbimPJEmSJHXOa4wkSZIk9d5Sbtc9e43R/0ry57PTjoRI8idJLkpycZI/bZbdLcknknyz+XnXHRlDkqSlsk5J0uq3lMboW8CHue0ao9lpSZI8APh94DDgwcBvJLkPcAJwTlUdDJzTzEuS1CnrlCT1w6JvvlBVr9p2WZKl3MRh1v2AL1XVjc1zfRp4BnAU8Phmm1OATwEv24FxJElaCuuUJPXAyEeMknxu6PE/b7P6yzuQ4SLgMUnunuROwNOA/YF9qurqZpvvAfvswBiSJC2VdUqSemAxR3r2GHr8gG3WZakBqurSJK8FPs7ge5HOB7Zss00lqbn2T3I8cDzAAQccsNQYkiTNyTolSf2wmGuMap7Hc80vSlW9vaoeVlWPBa4FvgFsSrIvQPPzmnn2PbmqpqtqemJiYkdiSJI0J+uUJK1+izlitFeSpzNopvZK8oxmeYBf2pEQSe5RVdckOYDBeduPBA4CjgNe0/z80I6MIUnSUlmnJGn1W0xj9GngyKHHvzm07jM7mOMDSe4O/Bx4cVVdl+Q1wOlJfg/YADx7B8eQJGmprFOStMqN3BhV1fPbClFVj5lj2Q+AJ7Y1piRJo7JOSdLqt5TvMZIkSZKkVcXGSJIkSVLv2RhJkiRJ6r2RrzEaugvdnKrqgzseR5IkSZK6t5i70s3ehe4ewH8DPtnMPwH4PGBjJEmSJGmntOi70iX5OHBIVV3dzO8LvKuVdJIkSZLUgaVcY7T/bFPU2AQcsEx5JEmSJKlzizmVbtY5Sc4GTm3mfwv4j+WLJEmSJEndWnRjVFUvSfJ04LHNopOr6ozljSVJkiRJ3VnKESOArwI/rqr/SHKnJHepqh8vZzBJkiRJ6sqirzFK8vvA+4F/bBbtB/zbMmaSJEmSpE4t5eYLLwYeBVwPUFXfZHALb0mSJEnaKS2lMbqpqm6enUmyFqjliyRJkiRJ3VpKY/TpJP8T2D3Jk4D3Af++vLH6a3JyiiStT5OTU+N+qZIkSdKKsZTG6GXAZuBrwB8AZwH/z3KG6rNNmzYwOADX7jQYR5IkSRIs8q50SdYAF1fVfYF/aieSJEmSJHVrUUeMqmoLcFmSA1rKI0mSJEmdW8r3GN0VuDjJl4GfzC6sqiOXLZUkSZIkdWgpjdH/WvYUkiRJkjRGi26MqurTbQSRJEmSpHFZ9F3pkjwyyVeS3JDk5iRbklzfRjhJkiRJ6sJSbtf9ZuBY4JvA7sALgLfsSIgkf5bk4iQXJTk1yW5JDkrypSSXJ3lvkl13ZAxJO6euvtvL7/fSQqxTkrT6LaUxoqouB9ZU1ZaqeidwxFIDJNkP+GNguqoeAKwBjgFeC7yhqu4DXAv83lLHkLTz6uq7vfx+L83HOiVJ/bCUxujG5lOx85P8TZI/W+LzDFsL7J5kLXAn4GrgcOD9zfpTgKN3cAxJkpbKOiVJq9xSGprnMfi07CUMbte9P/DMpQaoqo3A64D/YlBofgSsB66rqluaza4C9ptr/yTHJ5lJMrN58+alxpAkaU7WKUnqh0U3RlW1oap+WlXXV9WrqurPm1PrliTJXYGjgIOAewJ7sIhT86rq5KqarqrpiYmJpcaQJGlO1ilJ6odF3647ybcZnJD/C6rqXkvM8GvAt6tqc/P8HwQeBeyVZG3zadw6YOMSn1+SpB1hnZKkHljKqXTTwMOb6THAm4B/2YEM/wU8MsmdkgR4InAJcC7wrGab44AP7cAYI+nq7lfe+UqSdiorpk5JktqzlFPpfjA0bayqNwK/vtQAVfUlBhevfhX4WpPpZOBlwJ8nuRy4O/D2pY4xqq7ufuWdryRp57GS6pQkqT1LOZXuoUOzd2BwBGnRzzOsql4BvGKbxVcAh+3I80qStBysU5K0+i2lofnboce3AFcCz16WNJIkSZI0BotujKrqCW0EkSTNb3JyqrPTcPfZ50C+970rOxlLkqSVYimn0v35Quur6vVLjyNJmstt10B2MVY6GUeSpJVkKafSzd6V7sxm/jeBLwPfXK5QkiRJktSlpTRG64CHVtWPAZK8EvhIVT13OYNJkiRJUleW8j1G+wA3D83f3CyTJEmSpJ3SUo4YvRv4cpIzgABHAe9azlCSJEmS1KWl3JXu1Uk+CjyGwZXAz6+q85Y9mSRJkiR1ZORT6ZLcKckuAFX1VeBjwBrgoJaySZIkSVInFnON0ceAKYAk9wG+ANwLeHGS1yx/NEmSJEnqxmIao7tW1ewtuY8DTq2qPwKeCvz6sieTJEmSpI4spjEa/mbBw4FPAFTVzcCtyxlKkiRJkrq0mJsvXJjkdcBG4D7AxwGS7NVCLkmSJEnqzGKOGP0+8H0G1xk9uapubJYfArxumXNJkiRJUmdGPmJUVT8FbneThar6PPD55QwlSZIkSV1azBEjSZIkSVqVbIwkSZIk9Z6NkSRJkqTeW8xd6QBI8svA/wAOHN6/qg5fxlySJEmS1JlFN0bA+4C3Av8EbFneOJIkSZLUvaU0RrdU1T8sV4AkvwK8d2jRvYCXA+9ulk8BVwLPrqprl2tcSZJGYZ2SpH5YyjVG/57kRUn2TXK32WmpAarqsqo6tKoOBR4G3AicAZwAnFNVBwPnNPOSJHXKOiVJ/bCUI0bHNT//x9CyYvAJ2o56IvCtqtqQ5Cjg8c3yU4BPAS9bhjEkSVoq65QkrVKLboyq6qA2gjSOAU5tHu9TVVc3j78H7NPiuJIkjcI6JUmr1FKOGJHkAcAhwG6zy6rq3TsSJMmuwJHAiduuq6pKUvPsdzxwPMABBxywIxEkSZqXdUqSVrdFX2OU5BXA/2mmJwB/w6BQ7KinAl+tqk3N/KYk+zZj7gtcM9dOVXVyVU1X1fTExMQyxJAkaU7WKUlaxZZy84VnMTjH+ntV9XzgwcAvLUOWY7nt9ASAM7nteqbjgA8twxiSJC2VdUqSVrGlNEY/rapbgVuS7MngE7L9dyREkj2AJwEfHFr8GuBJSb4J/FozL0lS56xTkrT6LeUao5kkezH4gtf1wA3AF3YkRFX9BLj7Nst+wODIlCRJY2WdkqTVbyl3pXtR8/CtST4G7FlVFy5vLEmSJEnqzlJuvpAkz03y8qq6ErguyWHLH02SJEmSurGUa4z+HvhVBhehAvwYeMuyJZIkSZKkji3lGqNHVNVDk5wHUFXXNt/tIEmSJEk7paUcMfp5kjVAASSZAG5d1lSSJEmS1KGlNEZvAs4A7pHk1cDngL9a1lSSJEmS1KGl3JXuPUnWM7hFaYCjq+rSZU8mSZIkSR0ZuTFKcreh2WsY+vbvJHerqh8uZzBJkiRJ6spijhh9H7gKuKWZz9C6Au61XKEkSZIkqUuLucboTcC1wMeA44B7VdVBzWRTtIpMTk6RpPVpcnJq3C9VkiRJAhZxxKiq/jRJgMcDzwP+T5KPA/9QVd9uKZ/GYNOmDTQ3HWx5nGx/I0mSJKkDi7orXQ2cC/wF8Fbg+cCvtRFM0vh1dfTQI4iSJGncFnPzhT2Ao4DfAiaADwIPq6r/aimbpDHr6ujhYCyPIEqSpPFZzM0XrgG+CZzW/CxgOsk0QFV9cPnjSZIkSVL7FtMYvY9BM/QrzTSsGBxBkiRJkqSdzmJuvvC7LeaQJEmSpLFZ1M0XJEmSJGk1sjGSJEmS1HuLboyS3HGUZdLOzNtUS5Ik9ctSjhh9YcRl0k7rtttUtz8NxpIkSdI4LeZ7jCaB/YDdkzwEmP3SkT2BO7WQTZIkSZI6sZjbdT8F+F1gHfD6oeU/Bv7njoRIshfwNuABDD5G/+/AZcB7gSngSuDZVXXtjowjSdJSWKckafUb+VS6qjqlqp4A/G5VPWFoOnIZvtz174CPVdV9gQcDlwInAOdU1cHAOc28JEnjYJ2SpFVuKdcYnZPk9Ulmmulvk/zSUgM0+z4WeDtAVd1cVdcBRwGnNJudAhy91DEkSVoq65Qk9cNSGqO3Mzh97tnNdD3wzh3IcBCwGXhnkvOSvC3JHsA+VXV1s833gH3m2jnJ8bNN2ubNm3cghiRJc7JOSVIPLKUxundVvaKqrmimVwH32oEMa4GHAv9QVQ8BfsI2pyNU1ewtvG6nqk6uqumqmp6YmNiBGNLK4i3DpRXDOiVJPbCUxuinSR49O5PkUcBPdyDDVcBVVfWlZv79DArQpiT7NmPsC1yzA2NIOx1vGS6tGNYpSeqBpTRGfwi8JcmVSTYAbwb+YKkBqup7wHeS/Eqz6InAJcCZwHHNsuOADy11DEmSlso6JUn9sJjbdQNQVecDD06yZzN//TLk+CPgPUl2Ba4Ans+gaTs9ye8BGxhczyRJ0jhYpyRplVt0Y9TcnecVDO7QQ5JPAydV1Y+WGqJptqbnWPXEpT6nJEnLxTolSavfUk6lewfLe1c6SZK0k5ianOzkpjBTk5PjfqmSembRR4wY3JXumUPzr0py/jLlkSRJK9iGTZvmvv3eMsumTR2MIkm3WQl3pZMkSZK0E+vqaHKbR5SXcsToD4FTmmuNAvyQ2+7KI0mSJKlnujqaDO0dUd7hu9Ix+KK7Y4ALlzGXJEmSJHVm5FPpkuyZ5MQkb07yJAY3YPgd4HK8RakkSZKkndhijhj9M3At8AXg94G/ZHAq3dObo0iSJEmStFNaTGN0r6p6IECStwFXAwdU1c9aSSZJkiRJHVnMXel+PvugqrYAV9kUSZIkSVoNFnPE6MFJrm8eB9i9mQ9QVbXn/LtKkiRJ0so1cmNUVWvaDCJJkiRJ47KUL3iVJEmSpFXFxkiSJElS79kYSZIkSeo9GyNJkiRJvWdjJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RpIkSZJ6b+24AwAkuRL4MbAFuKWqppPcDXgvMAVcCTy7qq4dV0ZJUn9ZpyRp9VtJR4yeUFWHVtV0M38CcE5VHQyc08xLkjQu1ilJWsVWUmO0raOAU5rHpwBHjy+KJEm3Y52SpFVkpTRGBXw8yfokxzfL9qmqq5vH3wP2GU80SZKsU5K02q2Ia4yAR1fVxiT3AD6R5OvDK6uqktRcOzYF6niAAw44oP2kkqQ+sk5J0iq3Io4YVdXG5uc1wBnAYcCmJPsCND+vmWffk6tquqqmJyYmuoosSeoR65S0Mk1NTpKkk2lqcnLcL1ctG3tjlGSPJHeZfQw8GbgIOBM4rtnsOOBD40koSeoz65S0cm3YtImCTqYNmzZ19bI0JivhVLp9gDOSwCDPv1bVx5J8BTg9ye8BG4BnjzGjJKm/rFOS1ANjb4yq6grgwXMs/wHwxO4TSZJ0G+vUyjM1OdnJp/cH7rMPV37ve62PI2llGHtjJEmStBizp0+1LZ46JfXK2K8xkiRJkqRxszGSJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJElL5JfMrh42RpIkSVqSrpqCldwQ+CWzq4eNkSRJ0iLZEAx01RTYEKgLfo+RJEnSIvldStLq4xEjSZIkSb1nYyRJkiSp92yMJEmSdkJe5yQtL68xkiRJ2gl5nZO0vDxiJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RpIkSZJ6z8ZIkiRJUu/ZGEmSJEnqPRsjSZIkSb23YhqjJGuSnJfkw838QUm+lOTyJO9Nsuu4M0qS+ss6JUmr24ppjIA/AS4dmn8t8Iaqug9wLfB7Y0klSdKAdUqSVrEV0RglWQf8OvC2Zj7A4cD7m01OAY4eSzhJUu9ZpyRp9VsRjRHwRuAvgFub+bsD11XVLc38VcB+c+2Y5PgkM0lmNm/e3HpQSVIvvZEVUKemJidJ0vo0NTm5QzklaWc09sYoyW8A11TV+qXsX1UnV9V0VU1PTEwsczpJUt+tpDq1YdMmClqfNmzatEM5JWlntHbcAYBHAUcmeRqwG7An8HfAXknWNp/GrQM2jjGjJKm/rFOS1ANjP2JUVSdW1bqqmgKOAT5ZVb8NnAs8q9nsOOBDY4ooSeox65Skla6r02xX+6m2Y2+MFvAy4M+TXM7gXO63jzmPJEnDrFOSVoSuTrNd7afaroRT6baqqk8Bn2oeXwEcNs48kiQNs05J0uqVqhp3hmWTZDOwoeNh9wa+3/GYZjCDGVb2+H3PcGBVeTecOVinzGAGM5hhRYw/Z51aVY3ROCSZqappM5jBDCsnw7jHN4NWkpXwe2AGM5jBDCtx/G2t5GuMJEmSJKkTNkaSJEmSes/GaMedPO4AmGGWGQbMMP7xwQxaOVbC74EZBswwYIYBM4x//F/gNUaSJEmSes8jRpIkSZJ6z8ZoEZJsSXL+0DSV5O5Jzk1yQ5I3jynDk5KsT/K15ufhY8hw2ND8BUme3nWGoXUHNH8eL+06QzP9dGjZW7vO0Cx/UJIvJLm4+b3Yravxk/z2NstuTXJoG+MvkGGXJKc0r/3SJCe2Nf4CGXZN8s4mwwVJHt/RuPP+m5TkYU2ey5O8KUmWO5PGyzq1YAbrVA/r1HwZ+larrFMjqiqnESfghjmW7QE8Gngh8OYxZXgIcM/m8QOAjWPIcCdgbfN4X+Ca2fmuMgytez/wPuClY3gfpoCL2v492E6GtcCFwIOb+bsDa7r+c2jWPxD41hjeg+cApzWP7wRcCUx1nOHFwDubx/cA1gN36GDcef9NAr4MPBII8FHgqW3+2Th1P1mnFsxgnar+1ant/Vk061d9rbJOjTZ5xGgHVdVPqupzwM/GmOG8qvpuM3sxsHuSO3ac4caquqWZ3Q0Yy8VrSY4Gvs3gfeirJwMXVtUFAFX1g6raMqYsxwKnjWHcAvZIshbYHbgZuL7jDIcAnwSoqmuA64DWv6thvn+TkuwL7FlVX6xB9Xk3cHTbeTR+1qmtGaxTK8dKqlPQ31plndqGjdHi7D50KPCMFZrhmcBXq+qmrjMkeUSSi4GvAS8cKkCdZEhyZ+BlwKtaHHfBDI2DkpyX5NNJHjOGDL8MVJKzk3w1yV90PP6w3wJObXH8+TK8H/gJcDXwX8DrquqHHWe4ADgyydokBwEPA/bvYNz57AdcNTR/VbNMq4t1aoEM1qmt+lSn5sswrA+1yjo1grVdDrYK/LSqDl2pGZLcH3gtg09iOs9QVV8C7p/kfsApST5aVW19QjlXhlcCb6iqGzo6JXWuDFcDB1TVD5I8DPi3JPevqrY+AZorw1oGh6gfDtwInJNkfVWd09H4wOA/IMCNVXVRC+NuL8NhwBbgnsBdgc8m+Y+quqLDDO8A7gfMABuAzzeZ2h5X/bYSfiesU/NneCXWKei2Ts2XAehVrbJOjcDGaJVIsg44A/idqvrWOLNU1aVJbmBwHvlMh0M/AnhWkr8B9gJuTfKzqmr9YuNZzSegNzWP1yf5FoNPxrp8H64CPlNV3wdIchbwUKCtgjOfY2j/E7j5PAf4WFX9HLgmyX8yOD2grcbodppPov9sdj7J54FvdDX+HDYC64bm1zXLpE5YpwDr1KyVUqegx7XKOnV7nkq3CiTZC/gIcEJV/eeYMhzUnCNLkgOB+zK4iLAzVfWYqpqqqingjcBfdVlsAJJMJFnTPL4XcDAd/me8cTbwwCR3av5MHgdc0mWAJHcAns14ztmGwSkJhzdZ9mBwIefXuwzQvP97NI+fBNxSVZ3+OQyrqquB65M8MoOPqn8H+NC48qhfrFMD1qmtxl6nwFplnbo9jxgtgyRXAnsCu2ZwUeWTO/7FeglwH+DlSV7eLHtycyFdVx4NnJDk58CtwItmPwnqmccCJw29Dy9s+dqW26mqa5O8HvgKgws7z6qqj3SZgcH78J0WT13bnrcA72yuJQiDu+5c2HGGewBnJ7mVwSdez+tq4AX+TXoR8C4GF/l+tJnUA9YpwDo1yzp1m77XKuvUtrkGN32QJEmSpP7yVDpJkiRJvWdjJEmSJKn3bIwkSZIk9Z6NkSRJkqTeszGSJEmS1Hs2RlJHkmxJcv7QNLXAtu9K8qw5lj8+yYdbDSpJ6iXrlPrO7zGSuvPTqjp03CEkSZqHdUq95hEjaYySHJrki0kuTHJGkrvOsc0RSb6e5KvAM8YQU5LUU9Yp9YmNkdSd3YdOTzijWfZu4GVV9SDga8ArhndIshvwT8BvAg8DJrsMLEnqFeuUes1T6aTu/MIpCkl+Cdirqj7dLDoFeN82+9wX+HZVfbPZ51+A4zvIKknqH+uUes0jRpIkSZJ6z8ZIGpOq+hFwbZLHNIueB3x6m82+DkwluXczf2xX+SRJ/WadUt94Kp00XscBb01yJ+AK4PnDK6vqZ0mOBz6S5Ebgs8Bduo8pSeop65R6I1U17gySJEmSNFaeSidJkiSp92yMJEmSJPWejZEkSZKk3rMxkiRJktR7NkaSJEmSes/GSJIkSVLv2RhJkiRJ6j0bI0mSJEm99/8DFH4sWqX+p/sAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "r2_scores1 = [ fold_scores[scores_keys[0]] for fold_scores in folds_scores1 ]\n", "mae1 = [ fold_scores[scores_keys[1]] for fold_scores in folds_scores1 ]\n", "rmse1 = [ fold_scores[scores_keys[2]] for fold_scores in folds_scores1 ]\n", "\n", "r2_scores2 = [ fold_scores[scores_keys[0]] for fold_scores in folds_scores2 ]\n", "mae2 = [ fold_scores[scores_keys[1]] for fold_scores in folds_scores2 ]\n", "rmse2 = [ fold_scores[scores_keys[2]] for fold_scores in folds_scores2 ]\n", "\n", " \n", "r2_scores1\n", "folds1 = list(map( lambda x : \"F\"+str(x) , np.arange(1,len(folds_scores1)+1) ))\n", "folds2 = list(map( lambda x : \"F\"+str(x) , np.arange(1,len(folds_scores2)+1) ))\n", "\n", "fig, axes = plt.subplots(3,2, figsize=(14,14))\n", "\n", "r2_min = min( min(r2_scores1), min(r2_scores2))-0.01\n", "mae_min = min( min(mae1), min(mae2))-1\n", "rmse_min = min( min(rmse1), min(rmse2))-1\n", "\n", "r2_max = max( max(r2_scores1), max(r2_scores2))+0.01\n", "mae_max = max( max(mae1), max(mae2))+1\n", "rmse_max = max( max(rmse1), max(rmse2))+1\n", "# \n", "axes[0,0].bar(folds1,r2_scores1, \n", " linewidth=1, edgecolor='black', color='blue')\n", "axes[0,0].set_title(\"Dataset 1\")\n", "axes[0,0].set_ylabel(\"R2 Score\")\n", "axes[0,0].set_ylim(r2_min, r2_max)\n", "\n", "#\n", "axes[0,1].bar(folds2,r2_scores2, \n", " linewidth=1, edgecolor='black', color='red')\n", "axes[0,1].set_title(\"Dataset 2\")\n", "axes[0,1].set_ylim(r2_min, r2_max)\n", "\n", "#\n", "axes[1,0].bar(folds1,mae1, \n", " linewidth=1, edgecolor='black', color='blue')\n", "axes[1,0].set_ylabel(\"Mean Absolute Error\")\n", "axes[1,0].set_ylim(mae_min, mae_max)\n", "\n", "\n", "#\n", "axes[1,1].bar(folds2,mae2, \n", " linewidth=1, edgecolor='black', color='red')\n", "axes[1,1].set_ylim(mae_min, mae_max)\n", "\n", "#\n", "axes[2,0].bar(folds1,rmse1, \n", " linewidth=1, edgecolor='black', color='blue')\n", "axes[2,0].set_ylabel(\"Root Mean Squared Error\")\n", "axes[2,0].set_xlabel(\"Fold\")\n", "axes[2,0].set_ylim(rmse_min, rmse_max)\n", "\n", "#\n", "axes[2,1].bar(folds2,rmse2, \n", " linewidth=1, edgecolor='black', color='red')\n", "axes[2,1].set_xlabel(\"Fold\")\n", "axes[2,1].set_ylim(rmse_min, rmse_max)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we compute the average scores of the obtained K-folds.\n", "We can see below that they are close to the scores obtained without the K-folds technique. So it was not a lucky guess." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:59.279314Z", "start_time": "2021-10-17T21:24:59.268252Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Mean score (K-folds)\n", "R2 Score [-1,1] : 0.9721128620588779\n", "Mean Absolute Error (kW) : 37.809864898507925\n", "Root Mean Squared Error (kW) : 79.07475629772696\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Mean score (K-folds)\n", "R2 Score [-1,1] : 0.9885782794763742\n", "Mean Absolute Error (kW) : 26.39724761963786\n", "Root Mean Squared Error (kW) : 47.561410251932855\n", "\n" ] } ], "source": [ "def mean_cross(folds_scores) :\n", " scores_list = []\n", " for key in scores_keys :\n", " scores_list.append(list(map(lambda x : x[key] , folds_scores)))\n", "\n", " scores_means = list(map( lambda x: np.mean(x) , scores_list) )\n", " \n", " return scores_means\n", "\n", "def mean_cross_str(scores_means) :\n", " s = {}\n", " for i in range(0,len(scores_means)) :\n", " s[scores_keys[i]] = scores_means[i]\n", " return s \n", "\n", "def dict_to_str(dic) :\n", " s = \"\"\n", " for key,val in dic.items() :\n", " s+=key+': '+str(val)+'\\n'\n", " return s\n", "\n", "print_two(lambda x : dict_to_str(mean_cross_str(mean_cross(x))), \n", " \"Mean score (K-folds)\", folds_scores1, folds_scores2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choice of hyper-parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Until now, we have used the `RandomForestRegressor` model with its default hyper-parameters. \n", "\n", "Our goal is now to study the influence of hyperparameters on the performance of our model.\n", "\n", "The `validation_curve` function, will use the K-folds technique to compute test scores based on the value of the hyperparameter to study.\n", "\n", "\n", "
\n", "\n", "⚠️ Important note: in our `KFolds_validation` function we use non-preprocessed data. \n", "Here, the `validation_curve` function will use the cross-validation K-Fold technique to separate the input data. \n", "\n", "Problem: We want to standardize the data inside the iterations to avoid data leakage (see Section 6.1.3.4 The K-Folds technique)\n", "\n", "\n", "To solve this problem, we will create a pipeline. The pipeline will be composed of a `StandardScaler` and a `RandomForestRegressor` model. This pipeline will be given as a parameter to the function (instead of just the model). Thus, the function will apply the pipeline at each iteration of the K-Fold cross-validation. \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tree pruning\n", "\n", "The first hyperparameter we will focus on is the `min_samples_leaf` hyperparameter which allows to perform a tree pruning on the trees of our random forest. " ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:24:59.303444Z", "start_time": "2021-10-17T21:24:59.282362Z" } }, "outputs": [], "source": [ "def compute_validation_curve(data1_train,data2_train, model, param_name, param_range) :\n", " \n", " data1_X_train, data1_y_train = preprocess_no_scale(data1_train)\n", " data2_X_train, data2_y_train = preprocess_no_scale(data2_train)\n", "\n", " ppl1 = Pipeline( \n", " [ \n", " ('scl', StandardScaler() ) , \n", " ('model', model() ) \n", " ] \n", " )\n", "\n", " ppl2 = Pipeline( \n", " [ \n", " ('scl', StandardScaler() ) , \n", " ('model', model() ) \n", " ] \n", " )\n", " \n", "\n", " train_scores1, valid_scores1 = validation_curve(ppl1, \n", " data1_X_train, data1_y_train.values.ravel(), \n", " param_name=\"model__\"+param_name, \n", " param_range=param_range,\n", " cv=5, n_jobs=-1)\n", "\n", " train_scores2, valid_scores2 = validation_curve(ppl2, \n", " data2_X_train, data2_y_train.values.ravel(), \n", " param_name=\"model__\"+param_name, \n", " param_range=param_range,\n", " cv=5, n_jobs=-1)\n", "\n", " mean_valid_scores1 = list(map(np.mean,valid_scores1))\n", " mean_train_scores1 = list(map(np.mean,train_scores1))\n", " mean_valid_scores2 = list(map(np.mean,valid_scores2))\n", " mean_train_scores2 = list(map(np.mean,train_scores2))\n", " \n", " \n", " return mean_valid_scores1,mean_train_scores1,mean_valid_scores2,mean_train_scores2\n", "\n", "\n", "def plot_validation_curve(mean_valid_scores1,mean_train_scores1,mean_valid_scores2,mean_train_scores2,param_name,param_range) :\n", " \n", " fig, axs = plt.subplots(1,2, figsize=(14,4))\n", "\n", " axs[0].plot(param_range,mean_train_scores1, c=\"blue\", label='Train set')\n", " axs[0].plot(param_range,mean_valid_scores1, c=\"green\", label='Test set')\n", " axs[0].set_title(\"Dataset 1\")\n", " axs[0].set_xlabel(param_name)\n", " axs[0].set_ylabel(\"R2 Score\")\n", " x_max = param_range[np.argmax(mean_valid_scores1)]\n", " axs[0].axvline(x=x_max, color='black', linestyle=(0,(1,5)), label='Best fit' )\n", " axs[0].legend()\n", "\n", " axs[1].plot(param_range,mean_train_scores2, c=\"red\", label='Train set')\n", " axs[1].plot(param_range,mean_valid_scores2, c=\"green\", label='Test set')\n", " axs[1].set_title(\"Dataset 2\")\n", " axs[1].set_xlabel(param_name)\n", " axs[1].set_ylabel(\"R2 Score\")\n", " x_max = param_range[np.argmax(mean_valid_scores2)]\n", " axs[1].axvline(x=x_max, color='black', linestyle=(0,(1,5)), label='Best fit' )\n", " axs[1].legend()\n", "\n", " fig.suptitle(\"Hyperparameter influence (validation curve)\")\n", " fig.show()\n", "\n", " return " ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:27:27.910834Z", "start_time": "2021-10-17T21:24:59.306298Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 811 ms, sys: 176 ms, total: 986 ms\n", "Wall time: 2min 28s\n" ] } ], "source": [ "%%time\n", "\n", "data1_train = data1_train_original.copy()\n", "data2_train = data2_train_original.copy()\n", "\n", "min_samples_leaf = range(1,25,1)\n", "\n", "mean_valid_scores1,mean_train_scores1,\\\n", "mean_valid_scores2,mean_train_scores2 = compute_validation_curve(data1_train,data2_train, \n", " RandomForestRegressor, \n", " 'min_samples_leaf', \n", " min_samples_leaf) " ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:27:28.554962Z", "start_time": "2021-10-17T21:27:27.914205Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_validation_curve(mean_valid_scores1,\n", " mean_train_scores1,\n", " mean_valid_scores2,\n", " mean_train_scores2,\n", " 'Min samples leaf',\n", " min_samples_leaf) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We find that the `RandomForestRegressor` with full trees (`min_samples_leaf` close to 0) does overfitting (very high score for train, but lower for test). By performing tree pruning on the trees of the random forest, the score on the test increases, then decreases again if the trees are too pruned (underfitting)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Number of trees\n", "\n", "The second hyperparameter we will focus on is the `n_estimators` hyperparameter which compute the number of trees used for the `RandomForestRegressor` model.\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:21.784978Z", "start_time": "2021-10-17T21:27:28.557712Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.27 s, sys: 86.7 ms, total: 1.36 s\n", "Wall time: 1min 53s\n" ] } ], "source": [ "%%time\n", "\n", "data1_train = data1_train_original.copy()\n", "data2_train = data2_train_original.copy()\n", "\n", "n_estimators_range = range(1,50,1)\n", "\n", "mean_valid_scores1,mean_train_scores1,\\\n", " mean_valid_scores2,mean_train_scores2 = compute_validation_curve(data1_train,\n", " data2_train, \n", " RandomForestRegressor, \n", " 'n_estimators', \n", " n_estimators_range) " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:22.402280Z", "start_time": "2021-10-17T21:29:21.789851Z" } }, "outputs": [ { "data": { "image/png": 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57om4pKpVq5Y2a9bM39kwpsAOHjwIQM2aNf2cE2MKZ+XKlQdUtba/81ESWVlljDGFUxTXS9mVU6dMYNSsWTMiIiL8nQ1jCqxnz54AzJ8/36/5MKawRGSnv/NQUllZZYwxhVMU10vZlVOnTGBkTGlnAZExxhhjTM58eb1k7xgZY4wxxhhjAp4FRsYYY4wxxpiAZ4GRMcYYY4wxJuBZYGSMMcYYY4wJeBYYGWOMMcYYYwKeBUbGGGOMMcaYgGfNdRtTQkyePBmAYcOG+TUfvpCYCAcPnjzExkL16lCnDtStm/5ZsWLe1nviBBw4AFFREB3tjJcpAxUqnDyUK+ekT0pyhuPH0z9TUjKuVyR9vGpVqFfPyVdISPZ5SUiAyEhnOHjQyUdQEJQt63x6hjJlIDUVVE/+TElxxlNSMo6rQqVKUKVK+lC5svNZrhwkJ6fvl/c+xsfD0aNw5EjG4ehRZ18qVsx6aN8eypfP/9/ZGGMKTRUOH3ZOpikpULs21KrlnOxycuKEs9yRI86JNzTUWcYzBAVlvS3PibZsWecEXRipqXDsmDMkJGQ9HDvmnGi9C70KFXJeb1JS9utLSHAKrcqVTx7Kl08v0Dz76V3IeBcaWX16Bu/vyclZDykpzjarV4dq1ZxPz1ChQnqBdPQoxMWljyckOAWxZ/AuoIODMxbkFStChQpMXrAAGjdm2L33Fu7vlQULjEyRSEyEffugSZPCn1d85dgx59yYn/ypOv+/8fHO/258fPrgOReFhDjr9f4MDnb+32NiMg6HDzvLevOcs77+ejIisH37MEJDnfOZ96fnHOZ93vBc1Feo4JyPKlXK+AlOwOAJHKKi0ofERGf/PPvpGfcoU8bJm0j6eFAQJ+XNO3+HD8OhQycPmfc5NxUrOudST1DhHVyULeusLzra2V5xqlkT6td3AqXatZ0AyBMMxcQUb158adMmOOMMf+fCmFLMU3iEhDiD992W4pKa6pzoY2IyFgKez4MHnbsr9eufPFSu7JxoDx5MP5F7xj0ndO8CxPPpGVJTM975SU3NmNZ7PDEx/UTqGRITT96fSpXSg6SaNZ0C8NCh9IInLi7n4xEU5BTO3sFBZuXKpRds5cs7hWtoaPrx9CzrGU9OTg+Cjh3LOt954QmUatZMv6vlfbGRnFyw9XoK76z2tRSbDNChgwVGxvdSUmDlSuezSRPnAjCrmywJCbBkCSxY4AzLljnnKM/d5g4dICzM+WzXzjm3JCSk39U/cMAZP3jQ+X8vU+bkQST94j8xMeNnaqpzjqxUydmm9/jRo7Br18lDTIyzL7VqOefWOnXSPytXds6r3nnzjBfl+SQoyMmjp4zMWEbMJzkZnn226LaXWfny6fvtyYcnL97jmcu25OT0cmD//vTzv/dnmTJQo0b60LQpdOzoBDiecsx7qFXLKZMPH3bK6P3704O2/fud6Z5yx3Nzy3NjqkKF9P3w/lvWquXkO6sbasePO2WiJ3j1DmTLep0JM5fbMTGwd68T+Ht/bt/u7GfLltCjBzRsmD548uHJt/eQmprxN+4dgHo/VfJ+yqTqlI+Zn/wcOeIcf8/+eA/Bwc7f2PvpkmeoVMm58edd9noPjRv77jdojM/FxjqflSv7/k6dKuzeDRs2wF9/OYNn/MiR9HQhIRmfYJQtm/GOlHdQkd10SD95eJ8oPPuYmJixsDxxIvt8ly3rnMBiY530mXkebfuCd5DoubvYoIFz8uzcGQYNSj+Zli17csHs+QwNdQqasLD0gqd6deckl5yc8aLBM3guODIfvzJlnHmeAMf7qY8n2MlqmbJl0wMoz6dnvHz5tCccGYbQUCeI875T6SkADx7M/nF+VlUhPNtKTU1/AuM9xMU5vx3vAsV7P7wLjMyf3kPmaWXLnjyUKeNs8/Dhk4eEhPQ7tp7B871ixYx3lz1DcHD638QTILrj8xMSnAsMX/w8NfNt4lIqPDxcIyIi/J2NEuXIEed/rUGDnKsmHT4Ms2bBTz/Bzz87/5ceZcs656YmTZyLpZo1ncBpxQrnnFumDJx9tnNh2KqVUxasXg1r1qSXTSLOb7ygN1I8PBe1oaHOOj3/J9mpWTM9340bO8fBE5xlvnl25IhzTvVcXHuCp1q1nPOs93nJexxOfvJ7/LhzbKpUcZ4mew/eQVF2VJ31ZA48goKyvqgPCnL2y/NkOi4ufVw1YwCY1ypqxhSGiKxU1XB/56MksrKqiKk6dyn++AN+/9353Lw5fX7muwKe6kVZDUFBGasPeQ+ek2zmISbGOUF71K4NbdpA69bQrJlzYed9ce4ZT05OvyOS+e5UdtMh49OKzE8+PI/vvYdy5ZzCJ/PdwGrVnHV63/3xHmJinDQ1ajiFqSfwqFkzY0GW1WfmOz+ecWNKkOzKKXtiVMp4nox7LpgTE50A4Z9/4O+/Mw779qUvV6cONG/uDM2aOZ8xMU4wtGiRc16tWRP69YP+/Z3y499/nSctns8lS5xAol07eOghJxjq3t1Jm5kq7NzpBEirVzsX6Z67+95BR61aTsDjOdd7n/NV0wOh7KrApaRkLK+OHnXO2Y0b515lN3N+S8p52xNIlivnvN+SF54bMPXr+zZvxhjjczExsG2bM+zbl/7YOPPj482bnUBo715nuerVnUJp6FDnBJrVI9YjR5ynDd5PBTyD5z2TrO6QV6iQXjWhUaP08cqVncfGbdrAWWc5hVtpIpL+Hkjr1v7OjTF+Z4FRKbBtGwwb5lRXy+nJODgB0Omnw6WXOk9w6td3quv+848zLF8O33yTXl21Qwd49FEnGOraNetqcwUh4gRgzZrBwIFFs86sBAWlBwWFUVKCImOMCQiHD8OWLel38rZuTQ+GvKst5KRJE+jVC84/H847z7mwL0zVuZJ0h8wY4xcWGJVwX3wBd93lBAAPPujcoMr8Un758k4121atnCffuUlOdoKl4GCnepkxxhhTYKrO05tff3WqCni/POddjSoyMj0Qio5OX75MGSfIadkSBg+GFi2coWVLp5AKDj65FRZfvDtkQZExAc8CoxIqPh4eeAAmTYJzz4XPP3eCn6JQtmzRrcsYY0wAiox0AqFff4W5c2HPHme6p0177xZcPOP16ztVGgYNcj49w2mn5dwWvjHGFBMLjHxgzhz43/+cqtGe6sreDXlUrAjdusFFF8EFF5xcDWzdOrj2WqfJ3Mcfh1GjMraaZYwxxhS7hAR47z14/33YuNGZVrMmXHihM1x0kRPkGGNMKWWX20UoOtoJiD75xKnWNnhw1o3bHD4MEybA6687Ac8556SXKevWwX//67wHOWeOM90EhlO5g1djTCkWHw/vvgsvveS0wHPeec74hRc6L6qW1M7rjDGnJF9eL1lgVARUnWDooYecJqqfeMJ50uPpEywriYmweLFTA2HuXBg9Gp55xpnXpw9MmeI0pGAChwVGxpgSJS4O3nkHXn7ZufN30UXw9NNOYGSMMX7iy+sl68eokLZtg7vvdoKbbt1g4kRo2zb/6zl0CObPd54oXX213YAzxpRe1o9R9kpkP0aqTlWG/fvTh40b4e23nRbi+vSBp55yXng1xphTgPVj5AMffgjDhzvvDr3zjtN6XEEDmho14MorizZ/xhhjTJY2bXL6aoiIcKrHefpw8NavnxMQnXNO8efPGGP8wAKjApo9G+68E3r3hsmToWFDf+fIGGOMyUVcHDz7LLz2mtNp6RVXQL16ULeuM9Sp43zWr+80rGCMMQHEAqMC2LYNhgxxOrr+/nunbyFjjDGmxFKFr792XoaNjIRbboFx4+xlVmOM8WJvsuRTXBwMHOj0AzdtmgVFxhhjSriNG+Hii51+IGrXdlr+mTTJgiJjjMnEp4GRiPQVkc0islVEHstiflMR+VVE1orIfBFp5DXvBRFZ7w7X+jKfeaUKQ4c6ZcxXX1l3DcYYY0q4t96C9u1h5UqnMYWICKelIGOMMSfxWWAkIkHAeKAf0Bq4TkRaZ0r2MjBFVdsDo4Gx7rL9gbOBMKArMEJEqvgqr3n1/PPw3XdO9w0XXeTv3BhjjDE5mDIFHnjAaURh82a47z4ICvJ3rowxpsTy5ROjLsBWVd2uqknAl8DATGlaA7+54/O85rcGFqpqsqrGA2uBvj7Ma65+/BGefBJuuMHpgNWYojZ58uS0tvmNMaZQZs6EW291OmH9+murNmeMOWX48nrJl4FRQ2CX1/fd7jRvawBPI9VXAJVFpKY7va+IVBCRWkAvoHHmDYjInSISISIR0dHRRb4DHps2OQFRx47w/vvO+0XGFDULjIwxRWLpUhg8GDp0cKo5lCvn7xwZY0yR8eX1kr9bpRsBvC0iw4CFQCSQoqqzRaQzsBiIBpYAKZkXVtWJwERwOs3zRQZjY2HQIKdc+f57KF/eF1sxBubPn+/vLBhjSruNG6F/f2jQwHlqVMXvtdCNMaZI+fJ6yZeBUSQZn/I0cqelUdU9uE+MRKQScJWqxrjzxgBj3HmfA3/7MK/Zevhh2LoVfv0VmjTxRw6MMcaYPNi9G/r0cXodnzXL6Y/IGGNMnvmyKt0KoJWINBeREGAIMMM7gYjUEhFPHkYCk9zpQW6VOkSkPdAemO3DvGZp2TL44AP4z3+gR4/i3roxxhiTR4cOOUFRTAz8/DO0aOHvHBljTKnjsydGqposIsOBWUAQMElVN4jIaCBCVWcAPYGxIqI4VenucxcPBn4X52WeI8CNqprsq7xmJSUF7r3X6fz76aeLc8vGGGNMPhw7Bpdf7lRv+Pln54VYY4wx+ebTd4xUdSYwM9O0p7zGvwG+yWK5RJyW6fxm4kRYtQq++AIqV/ZnTowxxpgcvP8+LFrkdLDXu7e/c2OMMaWWTzt4La2io+H//g969XI6CjfGGGNKJFX48EMID4drrvF3bowxplSzwCgLjz0GcXFOJ+HWNLcxxpR+ItJXRDaLyFYReSyL+U1F5FcRWSsi80Wkkde8F0RkvTtc6zV9soj8IyKr3SGsmHYn3apVsHat02eRMcaYQrHAKJMlS2DSJKcT19Z+rcxnAo31Y2SMb4hIEDAe6IdTTfs6Ecl8hn8ZmKKq7YHRwFh32f7A2UAY0BUYISLebWA/rKph7rDapzuSlUmTIDQUrruu2DdtjDH+UFo7eC11PA0uNGwITz2Ve3pjipIFRsb4TBdgq6puV9Uk4EtgYKY0rYHf3PF5XvNbAwtVNVlV44G1QN9iyHPujh2Dzz+HK6+EatX8nRtjjCkWFhgVkwkTYPVqeO01qFTJ37kxgWb+/PnWyasxvtEQ2OX1fbc7zdsa3H71gCuAym63EWuAviJSQURqAb3I2EffGLf63WsiUs432c/GtGlO89xWjc4YE0B8eb1kgZFr/354/HG46CIYPNjfuTHGGFPMRgA9RORPoAdOh+Qpqjobp3XVxcAXwBIgxV1mJHAm0BmoATya1YpF5E4RiRCRiOjo6KLL8aRJ0KyZ01KQMcaYQrPAyPXoo5CQAG+9ZQ0uGGPMKSaSjE95GrnT0qjqHlW9UlU7Ao+702LczzHuO0QXAwL87U7fq47jwEc4VfZOoqoTVTVcVcNr165dNHu0Ywf8+ivccguUsaLcGGOKgp1NgRUr4OOP4X//gzPP9HdujDHGFLEVQCsRaS4iIcAQYIZ3AhGpJSKeMnEkMMmdHuRWqUNE2gPtgdnu9/rupwCDgPW+3xXXxx87n0OHFtsmjTHmVOfTDl5Li7PPdjp0vf56f+fEGGNMUVPVZBEZDswCgoBJqrpBREYDEao6A+gJjBURBRYC97mLBwO/O7EPR4AbVTXZnfeZiNTGeYq0Gri7WHYoNRU++sip+920abFs0hhjAoEFRkBQENxxh79zYYwxxldUdSbOu0Le057yGv8G+CaL5RJxWqbLap29izibefPbb7BzJ4wb55fNG2PMqcqq0hljjDGlyaRJTvPcgwb5OyfGGHNKscDImBLC+jEyxuTq8GH47ju44QanY1djjAkw1o+RMQHAAiNjTK6++AKOH4fbbvN3Towxxi98eb1k7xgZU0JY567GmFxNmgRhYdCxo79zYowxfuHL6yV7YmSMMcaUBmvWwMqVcOut/s6JMcackiwwMsYYY0qDSZMgJMT6ljDGGB+xwMgYY4wp6Y4fh08/dVqiq1nT37kxxphTkr1jZIwxxpR0sbFw6aUwbJi/c2KMMacsC4yMMcaYkq5OHfjkE3/nwhhjTmk+rUonIn1FZLOIbBWRx7KY31REfhWRtSIyX0Qaec17UUQ2iMhGEXlTRMSXeTXGGGOMMcYELp8FRiISBIwH+gGtgetEpHWmZC8DU1S1PTAaGOsuey7QHWgPtAU6Az18lVdjSgLrx8gYY4wxJmeltYPXLsBWVd2uqknAl8DATGlaA7+54/O85isQCoQA5YBgYL8P82qM31lgZIwxxhiTs9LawWtDYJfX991A10xp1gBXAm8AVwCVRaSmqi4RkXnAXkCAt1V1Y+YNiMidwJ0ATZo0Kfo9MKYYWQevxhhjjDE5O5U7eB0B9BCRP3GqykUCKSLSEjgLaIQTYPUWkfMzL6yqE1U1XFXDa9euXZz5NsYYY4wxxpxCfPnEKBJo7PW9kTstjaruwXlihIhUAq5S1RgRuQNYqqpx7ryfgW7A7z7MrzHGGGOMMSZA+fKJ0QqglYg0F5EQYAgwwzuBiNQSEU8eRgKT3PF/cZ4klRWRYJynSSdVpTPGGGOMMcaYouCzwEhVk4HhwCycoGaqqm4QkdEicrmbrCewWUT+BuoCY9zp3wDbgHU47yGtUdUffJVXY4wxxhhjTGDzaQevqjoTmJlp2lNe49/gBEGZl0sB7vJl3owxxhhjjDHGw9+NLxhjjDHGGGOM31lgZEwJYf0YGWOMMcbkrLR28GqMyQcLjIwxxhhjclZaO3g1xuSDdfBqjDHGGJOzU7mDV2OMMcYYY4zxOwuMjDHGGGOMMQHPAiNjjDHGGGNMwLPAyBhjjDHGGBPwLDAyxhhjjDHGBDwLjIwxxhhjjDEBzwIjY0oI68fIGGOMMSZn1sGrMQHAAiNjjDHGmJxZB6/GBADr4NUYY4wxJmfWwasxxhhjjDHG+JAFRsYYY4wxxpiAZ4GRMcaYU56I9BWRzSKyVUQey2J+UxH5VUTWish8EWnkNe8FEVnvDtd6TW8uIsvcdX4lIiHFtT/GGGOKngVGxhhjTmkiEgSMB/oBrYHrRKR1pmQvA1NUtT0wGhjrLtsfOBsIA7oCI0SkirvMC8BrqtoSOAzc5uNdMcYY40MWGBljjDnVdQG2qup2VU0CvgQGZkrTGvjNHZ/nNb81sFBVk1U1HlgL9BURAXoD37jpPgYG+W4XjDHG+JoFRsYYY051DYFdXt93u9O8rQGudMevACqLSE13el8RqSAitYBeQGOgJhCjqsk5rBMAEblTRCJEJCI6OrpIdsgYY0zR82lgVNA63SLSS0RWew2JIjLIl3k1xt+sHyNj/GoE0ENE/gR6AJFAiqrOBmYCi4EvgCVASn5WrKoTVTVcVcNr165dxNk2xpjAUio7eC1MnW5VnaeqYaoahlNVIQGY7au8GlMSWGBkjM9E4jzl8WjkTkujqntU9UpV7Qg87k6LcT/HuGXSxYAAfwMHgWoiUja7dRpjjCl6pbWD17Q63QAi4qnT/ZdXmtbAQ+74PGBaFusZDPysqgm+y6ox/mcdvBrjMyuAViLSHCd4GQJc753ArSZ3SFVTgZHAJHd6EFBNVQ+KSHugPTBbVVVE5uGUUV8CQ4HpxbVDxhgTqEprB6+FqdPtbQhO9YWTWL1tY4wxuXHfAxoOzAI2AlNVdYOIjBaRy91kPYHNIvI3UBcY404PBn4Xkb+AicCNXu8VPQo8JCJbcd45+rBYdsgYY4xP+PKJUV6MAN4WkWHAQtw63Z6ZIlIfaIdTmJ1EVSfiFFSEh4errzNrjDGmdFLVmTjvCnlPe8pr/BvSW5jzTpOIU7shq3Vux6kdYYwx5hTgy8AoT3W6cZ8YiUgl4CpPnW7XNcD3qnrCh/k0xhhjjDHGBDhfVqVLq9Pt9gY+BJjhnUBEaomIJw9pdbq9XEc21eiMMcYYY4wxpqj4LDAqZJ1uRKQZzhOnBb7KozHGGGOMMcZAHqrSub173wCcpqqjRaQJUE9Vl+e2bEHrdLvzdpBNZ3nGGGMCT2HKI2OMMSY3eXli9A7QDadaG8BRnP6JjDFFyPoxMiZXVh4ZY0yA83c/Rl1V9Wy3N3BU9bD7zpAxpgh5/smHDRvm13wYU4JZeWSMMQHOl9dLeQmMTrgd3CmAiNQGUos8J8YEOOvg1ZhcWXlkjDEBzt8dvL4JfA/UEZExwB/A8z7LkTHGGJM1K4+MMcb4TI5PjNymtP8BHgEuBAQYpKobiyFvxhhjDGDlkTHGGN/LMTBS1VQRGa+qHYFNxZQnY4wxJgMrj4wxxvhaXqrS/SoiV7nNpBpjjDH+YuWRMcYYn8lLYHQX8DWQJCJH3eGIj/NljDHGZGblkTHGGJ/JtVU6Va1cHBkxxhhjcmLlkTHGGF/KyxMjRORyEXnZHQb4OlPGBKL+D/fnggcu4GDCQX9npVgkJifyzop32H1kt7+zYkoRK4+MMSaw+bKD11wDIxEZBzwI/OUOD4rIWJ/kxpgA9f3G75n59Ux+n/E7bd9ty49//+jvLPncyLkjuW/mfZz+1umMmj+K+KR4f2fJlHBWHhljjPFlYCSqmnMCkbVAmKqmut+DgD9Vtb1PclRA4eHhGhER4e9sGMPMLTO556d7eKvfW1x+xuW5po+Kj6LtO21pXLUxE/pP4LYZt7Euah23ht3Ka31fo0q5KsWQ69wlJieyet9qIo9EsjduL3uP7nU+4/ayL24fXRp04Z3+7xBUJijXdS3YsYCeH/fkpvY3cTzlOFM3TKVh5YY8f+Hz3Nj+RspInh5mn1LikuL45/A/7Ivbx/74/c5n3H72xe8jJTWF53o/x2nVT/N3NvNERFaqargP1lsqyqOcWFlljDH+l105les7Rq5qwCF3vGpRZcqYU80Pm3/gqqlXkaqpXPftdfxxyx90rN8x2/Sqyl0/3sWR40eYMmgKbeq0YcUdK3hmwTO8sOgF5v4zl0mXT+LC0y4sxr1IF3kkkplbZvLjlh+Zu30uCScS0uYFSRB1K9WlfqX6VAutxsRVE6levjrjLhqX4zqPHj/KLdNvoWWNlrzb/10qhlTkgS4P8N9Z/2XotKG8tfwtXuvzGuc1Oc/Xu1dizNwyk+u/vZ7Y47EZpoeWDaVepXocSDjAsshl/HHLH9SvXD9P6zx07BDBZYKpXO6Uey2nGlYeGWOM8YG8BEZjgT9FZB5Oh3oXAI/5NFfG55787UkW7VrEnJvm5OkOv8ndtE3TuObra+hYvyMfD/qYiz+5mMu/vJzlty/P9mL2k7WfMG3TNF66+CXa1GkDQLmy5Xj+wue5/IzLGTptKBd9chH3db6Pp3s8Te2KtQudz+TUZL5a/xU7Y3dSMbgiFUMqUjG4IhWCK1AxpCKCsGDnAn78+0f+3PcnAE2qNmFYh2Fc3OJimlZtSoPKDahVoVaG3849P97DC4teoEPdDlzX7rpst//wnIfZEbOD32/5nYohFQHo3qQ7S29fyufrPuexuY9x/kfnc1P7m/ho4Eel7vf5z+F/2HVkF+c1OS/XJ1+qyitLXuGROY8QVi+Mx857jPqV6lO3Ul3qVapH5ZDKiAjLI5fT++PeXPLpJSwctpDq5avnuN7fd/7OoK8GUS6oHF8N/orzm55flLvoT1YeGWOM8Zlcq9IBiEh9oLP7dbmq7vNprgrAqifkXWxiLA1fbUj8iXgmD5zM0LCh/s5SqfftX98y5NshhDcI55cbfqFqaFVW71vNeZPOo3Xt1iwYtoDyweUzLLMrdhdt321L+7rtmT90fpYBQMKJBB7/9XFeX/Y6gtCtcTcGtBrAZWdcRpvabchPdy6qyrRN0/i/3/6PTQdy7h+zjJShW6NuDDh9AANOH5CnbSWlJHHRlItYsWcFf9zyB50adDopzayts+j7WV9GdBvBS5e8lOV6Ek4kMHrBaF5Y9AJv9H2DB7o+kKf9O558nP/O+i9n1TqLYWHDCvWkJOFEAvP+mcec7XMICQohvEE4nep34rTqp510HFI1lRWRK5ixeQYz/p7B+qj1AHRp2IVXL3mV7k26Z7mNxORE7vrxLqasmcLVra/mo4EfpQWKWZm7fS79P+9Pp/qdmHPTnGzTfrr2U26bcRvNqjVDVdl+eDtjeo/h4e4PF1sVRV9VpXPXXeLLo5xYWWWMMf6XXTmVl3eMrgB+U9VY93s1oKeqTvNBPgvMCpu8e3PZmzz4y4M0qdoEVeXv+/8mtGyoT7Z1MOEg4/4YR4PKDfhvt//6ZBv+NnXDVK7/9nq6NurKzzf8nOGdoBmbZzDoy0EMbj2YLwd/mXZhmqqp9Pm0D0t2LWHN3WtoUaNFjttYt38d3238jh/+/oGVe1cC0KxaMwa0GkD/0/tzTqNzqBZaLdvlF+5cyKNzH2Xp7qWcWetMxl44ln4t+xF/Ip6EEwnEJ8UTfyKe+KR4jqccp2O9jtSsUDPfxyIqPorwieEoSsQdEdStVDdtXkxiDG3faUuVclVYddeqHH9zqkr/z/uzcOdCNty7gabVmua67YdmPcRrS18DoEq5Ktze8XaGdxlO8+rNc11WVdl0YBO/bP2Fn7f+zMKdCzmecpzyZcuToikkpSQBUC20Gp3qdyK8QThn1DyDxbsW88PfP7A/fj9BEsT5Tc/nstMvo1JIJZ5Z8Ax7ju7h6tZXM+6icRneD9oXt48rvrqCpbuX8kzPZ3jygifzFOR+t/E7rv76ai4+7WJmXDeDkKCQDPswav4oRi8cTc9mPfn2mm8pW6Yst8+4na//+pr+rfrz8aCPC/R3zS8fvmNUKsqjnFhZZYwx/leYwGi1qoZlmvanqmb/4oQfWGGTN6maylnjz6JG+Ro83/t5ek/pzYsXvcjD3R8u0u0kpSQxfvl4Ri8cTUxiDGWkDGvvXptWXczXUlJTiD0ey+Fjh4lJjOFw4mGSU5O56LSLKFsmr6/W5e7zdZ9z0/c30b1xd366/qcsn1K8tOglHpn7CE9e8CSje40GYPzy8Qz/eTjv9n+Xu8Pvztc29xzdw09//8QPf//A3O1zOZZ8DICWNVoS3iCc8PrhdG7YmY71OvJPzD+M/HUkM7fMpGHlhjzT8xmGhg0t0mOQ2aq9qzhv0nl0atCJX2/+Ne3ifdi0YXy69lOW3r6U8Aa5XzPvjNlJm3facF6T8/j5hp9zDBxmb5tNn0/7cG/4vQwNG8oby95g6oappGoqg84cxH+6/iftnaWDxw6y5eAWthzawt8H/2bLoS0s272MnbE7ATir1ln0a9mPvi37cn7T8ykjZVgftZ6IPRGs3LOSlXtXsnb/Wk6knqBKuSr0a9mPy06/jH6t+lGjfI20PMUnxfPy4pd5cfGLJKcm80CXB3j8gsfZfng7A78cyKFjh5gyaApXtb4qX8f3w1UfcvsPt3NNm2v4/MrPCSoTRGJyIrdOv5Uv1n/BLWG3MGHAhLTjrqqMXzGeh2Y9RP3K9Zk6eCpdG3XN1zbzy4eBUakoj3JiZZUxxvhfYQKjtZlb/BGRdararojzWChW2OSN5wLy0ys+5Yb2N3DpZ5eyZPcStj2wLcNFXUF5qms9MvcRth7aSt+WfRl53kgGfjmQcxufy0/X/1QEe5G1yCOR3P7D7SzetZgjx49kmebe8HsZ3398ntf59LyneX/V+9SqUIs6FetkGBKTExnz+xguaHoBP173Y7ZVm1SV22fczqTVk/j0ik/p0rALHSZ04IKmF+R6wZ+bhBMJLPp3ERF7IojYG0HEngj+jf0XAMFZb9XQqow8byT3d7n/pOp8vvLl+i+57tvruKvTXUwYMIHpm6Yz6KtBGYLDvHhr2Vs88MsDTBk0hZs63JRlmgMJB2j3bjuqh1Zn5Z0r0/Yx8kgk76x4hwkrJ3Do2CGaV2vO4UQnUPYIkiCaVWtG+7rt6dOiD31b9s3T06njycfZfng7LWq0yPDUJit7ju7hid+eYPLqydQoX4OEEwnUrlib6UOmE1YvLM/HwtvLi1/m4TkPc1enu3i217Nc8dUVLNq1iLEXjuXR7o9m+ZtaEbmCq7++mj1H9/DyJS9zf5f7C/Xby4kvW6UrDeVRTqysMsYY/ytMYDQJiAE8V5PDgeqqOqyI81gop0Jhk5SSxP64/TSu2thn27j8i8tZFrmMf//zL+XKlmPt/rWETQjjf93+l+07H3m1au8qHpr1EAt2LqB17da8cskr9G3ZF4BXFr/CiDkjmHPTHC467aKi2JUMZm2dxY3f38ixE8cYFjaMWhVqUS20GtVDqzuf5avzyZpP+PDPD1ly25I83TGf9888ek/pzQVNL6B6aHWi4qOIio8iOiE6LfC66LSLmD5kOhWCK+S4rqSUJC755BKW7l5KyxotiTwayfp71tOwSsO0NJ42+YcNG1bg4wBOdbaVe1YSsScCEeG+zvfl+rK+L4ycO5Jxi8bxXK/neHP5mzSo3IBlty/LNZDwlpKawvkfnc/mg5vZeN9G6lSsk2G+qnLFV1fw89afWX77cjrU63DSOhJOJPDZ2s/4actPNKzckFY1W9GqRita1WxFs2rN8pWfwli9bzWPzn2UVE3lsys/O2lf8stzfKuWq8rxlONMGTSFq9tcneMyh48dZui0ofzw9w/0b9WfiZdNpEHlBoXKR1Z8GBiVivIoJ6dCWWWMMf5UFNdL2ZZTqprjAFQExgER7jAWqJjbcu6yfYHNwFbgsSzmNwV+BdYC84FGXvOaALOBjTgd+TXLaVudOnXS0u7+mfcro9Az3jpDH5n9iC76d5EmpyQX2fq3H9quMkr0iV+fyDB96PdDNeTZEN1xeEeB1puamqpPz3taZZRorRdr6TvL39ETKScypEk8kajNX2+u7d9tX6T7dCLlhD7+6+Mqo0TbvtNWN0ZvzDZtbGKsNnylobZ/t70mJSfluN74pHht8UYLbfFGC41Pij9p/rETxzTySKSmpqbmOa8H4g9oizdaKKPQT9d8etL8Hj16aI8ePfK8vpIuOSVZL/3sUmUUGjw6WNfsW1Og9WyI2qAhz4bokG+GnDRvwooJyij01cWvFja7pU5qaqoO/2m4Nnq1kS7dtTRfy72x9A0t/1x5rT6uun665tN8/Y7zAojQPJQR+R0KUx6VlOFUKKuMMcafiuJ6KbtyKr+FUnXcp0x5SBsEbANOA0KANUDrTGm+Boa6472BT7zmzQcudscrARVy2l5pL2wOxB/Q8s+V1/Mnna8XTblIy44uq4xC67xUR2+bfpvO2DRDj504VqhtjJg1QoOeCdLdsbszTP835l8t92w5vem7m/K9zuSUZL1zxp3KKPTm72/WmGMx2ab9av1Xyih00qpJ+d5OVvYc2aM9PuqhjEJvm35blgFMZt/99Z0yCn1p0Us5phsxa4QyCv1t+29FklePHYd36GdrPyvyC9GSKuZYjPb+uLe+s/ydQq3nmfnPKKPQHzb/kDZtY/RGLf9ceb3kk0s0JTWlsFkttQr6W9p8YLN2+6CbMgq94ssrdN/RfUWWJ18FRt5DfsqjkjSU9rLKGGNOBfkOjICngDPd8XLAb8BBIAq4KLvlvJbvBszy+j4SGJkpzQagsTsuwBF3vDXwR27b8B5Ke2EzZuEYZRS6fv96VVU9fOywfr72c73262u1ytgqyii0/sv19a1lb2niicR8rz8+KV6rj6uuV0+9Osv5j8x+RGWU6Oq9q/O8zmMnjukVX16hjEJHzh2Z6wVaamqqnvPBOdrglQYadzwuX/nPbPbW2VrnpTpaYUwF/Xj1x3leLjU1VS/7/DKtMKZCtk/IVkSu0DLPlNE7ZtxRqDyaonM8+bi2faetNnq1kcYmxurx5OPacUJHrflCTd1zZI+/s1dqJack64t/vKghz4ZorRdr6dT1U4tkvUUdGBW2PCpJQ2kvq4wx5lSQXTmVU6cW17rV4ACGAmWAOkAP4PkclvNoCOzy+r7bneZtDXClO34FUFlEagKnAzEi8p2I/CkiL4nISZ28iMidIhIhIhHR0dF5yFLJdDz5OG8tf4s+LfqktdpWLbQa17W7ji8Hf0n0w9HMvH4mLWu05P6f76fVW634YNUHnEg5kedtfLHuCw4nHmZ4l+FZzn/svMeoFlqNR+c+mqf1xSTG0OfTPny/6Xve6PsGz1/4fK4vcosIr1zyCnuO7uGVJa/kOe/eUlJTGDV/FH0+7UOtCrVYcccKbu5wc56XFxHevvRtBOG+mfd5LrrSJKUkcev0W6lXqR4vXvxigfJoil5IUAgfXPYBkUcieWzuYzz525P8ue9PJg2clG3nuSZ3QWWCeLj7w/x51580q9aMa765hiHfDOFAwgF/Zy2zwpZHxhhjTK5yCoySNP2qsQ/whaqmqOpGoKja+h0B9BCRP3EKuEggxV3/+e78zjjV8YZlXlhVJ6pquKqG165du4iyVHhbDm6h9fjWvLH0jTyl/3L9l+yL28dD3R7Kcn5IUAj9WvVjwbAFzL5xNg0qN+COH+7gzPFn8smaT0hJTclx/arK2yvepl2ddpzf5Pws01QvX53Hz3+cWdtmMXf73BzXt+foHi746AKW7FrCF1d9kecOOAHObXwug1sP5sVFL7L36N48LwdO62P9P+/PMwue4aYON7H89uW0rt06X+sAaFK1CaN7jeanLT/x3cbvMsx7cdGLrItax7v9382xXyBT/Lo26sqDXR/k3Yh3eWnxS9zd6W4uP+Nyf2frlNC6dmuW3LaEZ3s9y6xts4hNjPV3ljIrjvLIGGNMgMspMDouIm1FpDbQC6chBI+cm+ByRALezas1cqelUdU9qnqlOn1QPO5Oi8F5urRaVberajIwDTg7D9v0u62HttLr415sPLCRR+c+ytZDW3NMr6q8uvRV2tZpy8WnXZxjWhHh4hYXs+S2Jfxw3Q9UKVeFm6fdTNt32+YYzCzetZjV+1YzvMvwHJ/q3NflPppUbcIjcx4hVVOzTPP3wb/pPqk7/8T8w8wbZjKk7ZAc85yVcReOIykliafmPZXnZVZErqDTxE7M2zGP9wa8x+SBk7NtHjsvHuj6AGH1wnjglwfSWpj7K/ovnl34LNe2udYuuEuo53o/x2nVT+PMWmfySp+CPXU0WStbpixPXPAEOx7ckWuHw35Q2PLIGGOMyVVOgdGDwDfAJuA1Vf0HQEQuBf7Mw7pXAK1EpLmIhABDgBneCUSkloh48jASmOS1bDW3EASnYYa/8rBNv9p+eDu9Pu5FYnIiv9zwC+XKlsuyupa33/75jbX71/LQOQ/luU8REWHA6QNYeedKvrn6G1JSU7j4k4u5f+b9JJxIOCn92yveplpoNW5od0OO6w0tG8pzvZ7jz31/ctkXl3HV1Kvo91k/ek7uSdcPutLu3XZ0mtiJ+KR45g+dX+Bmt1vUaMHwLsOZtHoS6/avyzGtqjIhYgLnfXQegrDo1kXc2enOQve/UrZMWd4b8B57j+7lid+eICU1hdtn3E6lkEq82e/NQq3b+E7FkIqsvHMly+9YnmsT6aZgqoZW9XcWslLY8sgYY4zJVbaBkaouU9UzVbWmqj7rNX2mql6X24rdJz3DgVk4TW5PVdUNIjJaRDy343sCm0Xkb6AuMMZdNgWnGt2vIrIOp2GG9wu0h8VkR8wOen3ci4QTCfx686/0admHMb3HMHvbbL7a8FW2y72y5BXqVqzL9e2uz/c2y0gZrmp9FWvuXsODXR/k7RVv0/G9jizbvSwtzd6je/nmr2+4NezWPD1huaH9DVx2+mVsOrCJzQc2czDhIIpSo3wNWtVoxTWtr2HRrYvo1KBTvvPr7YkLnqBquao8POfhbNMknEhg6LSh3PPTPVzY/EJW3bWK8AZF1zVKl4ZduK/zfby9/G3u+vEuluxewut9Xi90/zLGt6qFVqNSSCV/Z8MUo8KWR8YYY0xe5NrBa2nhz07zdsbspMfkHhw5foRfb/6VjvU7Ak5DAed8eA67j+xm430bT3pn5a/ov2jzThtG9xzNkz2eLHQ+fvvnN26Zfgu7j+xm5HkjearHUzz/+/OMXjCav+//m5Y1WhZ6G0XptSWv8dDshxhw+gDKly2PiFBGyiAIIsKqvavYfGAzz/R8hscveJwyktMDzoKJTYyl9Tut2XN0D31b9mXm9TML/TSqoIqqg1dj/M1XHbyeCqyDV2OMKbi4pDjuHXMv5zc5nztuu6PA68munCr6K80A82/sv/T6uBexx2OZc9OctKAInBafJvSfQFR8FI//+vhJy76+9HVCy4ZyT+d7iiQvvZv3Zu3da7m5w82M+X0MXT/oyoSICfRr1a/EBUXgvNN0deur2X54O+uj1rNm3xpW7V1FxJ4Ilu1eRkhQCL/c+AtP9njSJ0ERONWG3r/sfc6ufzYT+k/wW1AETmDkCY6MMUVLRPqKyGYR2Soij2Uxv6mI/Coia0Vkvog08pr3oohsEJGNIvKmuCcKN91mEVntDva42RhTIHFJcXz717ccTDjo76wUmz/3/slX678iJjEm17R7ju5h5NyRNH6tMZ98/AlvvJe3Bs7yy1rzKYTdR3bT6+NeHDp2iDk3zcmyelmnBp0Y3nk4by1/i6FhQ+nSsAsA0fHRTFkzhWFhw6hVoVaR5alqaFU+GvgRg84YxJ0/3klUfBT3db6vyNZflEKCQph69VR/Z4NLW13Kpa0u9Xc2mD9/vr+zYMwpye3uYTxwMU7jPitEZIaqer+7+jIwRVU/FpHewFjgJhE5F+gOtHfT/YHTiup89/sNqmqPgIwxaU6knCBVUylXtlye0v+w+Qfum3kfu47somq5qjx23mM82PVBygeX93FOM1JVpm6YyoboDVzf7nrOrHWmz7b17op3eeCXB0hOTaZsmbL0bt6bK868goFnDMzQDce6/et4ZckrfL7uc1I0hSvOvIL//f4/ujXu5pN85XgbXkSqiMhJzROJSPus0geSI8eP0OfTPhxIOMCsG2fRuWHnbNM+2/tZ6leuz10/3kVyajIA70a8y/GU4/znnP/4JH8DzxzI+nvW890139GvZT+fbMMYY4pLIcujLsBWt6XTJOBLYGCmNK1xOo4FmOc1X4FQIASnc9lgYH/+98AYcypTVVbtXcX9M++n3iv1qPVSLYbPHM6mA5uyXWb3kd1c+dWVXP7l5VQNrcpXg7/igqYXMPLXkZz+9ulMXj051y5Zisq/sf/S//P+DPl2CM8ufJazxp9Fz8k9+XL9lxxPPl5k20lKSeLuH+/m3pn30qdFHxYMW8D/uv2Pfw7/wz0/3UPDVxvSfVJ3xiwcQ59P+9B+Qnu+/utr7g6/my33b+Gba77xWVAEOQRGInINTgtA37pVCLyv/Cf7LEelQKqmctP3N7H5wGa+u+Y7ujbqmmP6KuWq8GbfN1m9bzVvL3+bxORExq8YT/9W/X0ajdeuWJsrzrrCr9XDjDGmsIqgPCpwh+OqugQnUNrrDrPc/pM8PnKr0T0pdrI1JuBEx0fz+tLXCXsvjE4TO/H+qve5pMUlXHHmFby/6n3OGn8WfT/ty8wtM9O6QklJTeHNZW9y1viz+GXrL4y7cByr7lzFNW2uYcZ1M5g/dD71K9Xnlum30PG9jvy85eccWzjOiqqydPdSdsbszDFdqqYyfvl42rzThgU7F/BG3zfY89Aexl04jl1HdnHdt9fR6LVGPDLnkVy7oMlNVHwUF025iPdWvsdj3R9j+pDpXND0AsZdNI7Nwzez/p71jO41mmMnjvHEvCdYu38tz/d+nl3/3cWb/d7ktOqnFWr7eZFt4wsishrop6p7RaQLMAUYqarfi8ifbt9DJUZxvtD69LynGb1wNG/0fSPPnZuqKgO+GMDCnQsZ0W0EoxaM4tebf6V3894+zq0xxhSvom58obDlkYgMBvqq6u3u95uArqo63CtNA+BtoDmwELgKaAvUAt4ArnWTzgEeUdXfRaShqkaKSGXgW+BTVZ2SxfbvBO4EaNKkSaedO3O+UDElQ1xSHFPWTGHiyokcTjxMrQq1qFWhFrUr1M4wfnrN02lTp421aBpAUjWVOdvmMGHlBH78+0eSU5Pp3KAzt4TdwpC2Q6hevjrgBAITV07knRXvsDduLy1rtOS2jrfx7cZvidgTQd+WfRl/6fgsL/hVla//+pqRv45k++Ht9GzWk8fPf5wLm1+Y6w3vxbsW8/Cch1m8azEA7eu257LTL+PyMy4nvEF42nvbmw5s4vYZt7No1yIuaXEJ7w14j2bVmmXYz7nb5/LeyveYvmk6KZpCrQq10hrKKiNlnHERgssE07VRV/q26Eufln2oV6lehjyt3reagV8OJCo+ikmXT+K6djk3KLo/bj/VQqvluTpifmVXTuUUGK1T1XZe3+sDPwIfA8NUtUR1uFpcgdG3f33L4K8Hc0vYLXx4+Yf5ehrzz+F/aPNOG44lHyOsXhir7lxlT3OMMaccHwRGhSqPRKQbMEpV+7jfRwKo6ths0lcCNqlqIxF5GAj1NBMuIk8Biar6YqZlhgHh3sFWVqxVupJv66GtjF8+nkmrJ3Hk+BE61e9EmzptOJBwIMPg6Rzco1aFWrSp3Ya2ddrSpnYbujbqytn1/XeplJSSxOJdi0lOTaZdnXbUrVTXb3nJq8gjkazYs4IVkSuI2BtB9dDq3NXpLno261kirpeOHD/C5NWTGb9iPH8f/JvaFWpzc4ebGRY2jLZ12ma73ImUE3y38TveXP4mi3ctpl6lerzR9w2ubn11rvuVlJLEhIgJjP1jLPvi9tGpfice6f4IV511FUFlgjKk3XJwCyN/Hcm3G7+lXqV6PHH+EyQmJzLj7xn88e8fpGoq9SrVo3+r/tSuUJtXl75KxeCKvNbnNW7ucHOOedlzdA+frPmEf2P/JVVTUZRUTU0b4k/Es3DnQvbF7QOgY72O9G3Zl74t+7Ln6B5unX4rNSvUZNq10wrd5UtRKEhgtBi4SVW3eU2rDEwDzlNV34RwBVQchc3a/Ws598NzaVe3HfOHzi9QFDvuj3GM/HUkUwZN4aYON/kgl8YY418+CIwKVR6JSFngb+BCIBKnE/HrVXWDV5pawCFVTRWRMUCKqj4lItcCdwB9cfrU+wV4HfgZqKaqB0QkGPgCmKuqE3LKiwVGJZOqMmf7HN5c9iYzt8wkqEwQV7e+mge6PkDXhl2zvGBMSklif9x+Nh3YxIboDWyI2sD66PVsiNrA0aSjAAwLG8arl7ya9gTB16Ljo/l568/8+PePzNo2K0PwVqdiHdrVaecMddvRvm57wuqFUbaMb9vhSkpJ4pM1n3A48XDaUwYRSeuaIyYxhog9EUTsiWBv3F4AgiSItnXasuvILg4dO8RZtc7i3s73cnOHm6lSrkqW2/GsZ9OBTdQsX5MGlRvQsEpDGlRuUOgOwTcd2MTby9/m4zUfE5cUR9eGXbm/y/0Mbj0439eCWw9tpW7FulQuVzlfyx1PPs4naz/hxUUvsuXQFlrWaMmIbiMYGjaUo8ePMnrBaCasnEC5oHI80v0RHur2UIY+/w4dO8TPW35mxt8z+GXrLxw5foRr2lzDm33fLLKgOVVTWbt/LT9v+Zlftv3Con8XkaLOO1LnNj6Xb6/59qQnSf5SkMCoA5CgqlsyTQ8GrlHVz3yS0wLydWFzIOEAnd/vTFJKEhF3RGRoMSM/UlJTmLt9Lhe3uNhnTVAbY4w/+SAwKnR5JCKX4gQ0QcAkVR0jIqOBCFWd4Va3G4vT2MJC4D5VPe62aPcOcIE77xdVfUhEKrrpgt11zgUecjsoz5YFRiXTLdNvYfLqydStWJe7w+/mrk53FbicV1V2H9nNhIgJvLDoBepUrMN7A97jsjMuK9D64pPieXXJq3z454dUCK5A7Yq1qVOxDrUr1KZ2BWc8JjGGn7b8xNLdS1GU+pXqM+D0AfRv1Z9KIZVYF7WOdfvXsS5qHeuj1nMs+RgANcrXoH+r/gw8YyB9WvbJsfPsxORENkZvpGaFmjSp2iRPeU9JTeGG727IsaN7gDNrnUnnBp2doWFnOtTtQPng8hw7cYypG6YyfsV4VuxZQcXgitzU/ibuCr+LlNQUlkUuY3nkcpZFLsuxkYNqodVoULkBDSo3yHDcald0xmtXrE2qpp70VPBAwgG2H97Ool2LCAkKYUjbIQzvPDzHBrd8LSU1hWmbpvHCohdYsWcFdSvWJeFEAgknErjj7Dt4uufTuQYfSSlJ7D26l6bVmvo0r7GJsfz6z6/sj9vPrR1v9Vm1uILId2CUw4rKANcFUmB0IuUEfT7tw+Jdi1l4y8K0JreNKUrWwas5VRRXB68ltTzKiQVGRWP3kd1sPbSV2MRYYo/HEpsYS0xiDLHHY0lKSeL+LvfTqmarPK3ru43fcdXUq/hft/8xpveYIr14W7V3FbdMv4W1+9dyfbvrebPvm9SsUDNPy6akpjBlzRSemPcEe47u4ZIWl1A5pDJR8VFEJ0QTHR/NwWPpfd50btCZAacPYMDpAwirF5btzdeU1BS2H97Oqr2r+GnLT/y05ScOHTtEuaByXHjahQw8YyDdG3dn2+FtrNu/jrVRa1m3fx1/H/ybFE0htGwoX171JQPPzNywY0aqyl0/3sX7q97nhYte4J7we1AUVU2rhqWqhJYNpWJIxVyPx4rIFbwb8S5frP+CxOTEtOl1Ktaha8OudGnYha4Nu9K2TlsOJx5mz9E9RB6JdD6PRhJ5NJJ9cfuIjo8mKj4q7alediqFVEp7j2zQmYO4/ezbS9R7ZKrK/B3zeX3Z65QvW55RPUf5tEGvkqQorpcK8sSoCnAfTss9M3BeOB0O/A9Yo6o5/0cUM18WNg/+/CBvLn+Tjwd9zM0dbvbJNozp2bMnYP0ZmdLPB0+MSlV5lBMLjArG83Tgp79/4sctP7J2/9os01UIrkByajJNqjZhxR0rqBZaLcf1RsdH0+adNjSq0ohlty8jOCi4yPOelJLE2N/H8tzvz1GjfA3eufQdrmp9VY7LzNk2hxFzRrB2/1q6NOzCK5e8wnlNzjspXXJqMgcTDhJUJqjAfSImpybzx79/MH3TdKZvns4/Mf9kmN+8WnPa121PuzrtaFOnDa8vfZ0Ve1bwzqXvcFf4XVmuU1V5ZM4jvLzkZR4//3Ge6/1cgfKWlYMJB/l247dUC61Gl4ZdaFq1aYHeP0pMTuRAwoG0QKlsmbJpjWrUrFCT0LKhRZZnU7SK4nqpIIHRdOAwsASnXnYdnPrVD6rq6gLnxEd8VdjM3DKT/p/356FzHuKVPq8U+fqNMeZU44PAqFSVRzmxwCjvTqSc4PtN3/Pj3z8yc8tMDh47SJAEcX7T8+nfqj9n1z+baqHVqFquKlVDq1K1XFWCg4JZ9O8ien7ck34t+zFtyLQcq61f+821fL/xe1beuZJ2ddtlm64orN2/llum38KqvasIqxdGk6pNqFexHvUq1aN+5frUq1SPCsEVeG3pa/yy9ReaVWvGuAvHcU2ba4qt4QFVZX3Uev7c9yetarSibZ22J70LE58Uz5Bvh/Dj3z/yxPlPMLrX6JPyN2bhGJ6Y9wTDOw/nzX5vloiGE4zxll05ldMbd6d5WgESkQ9w+m9ooqqJOSxzyonY4xRgYy/KsvEiY4wxvmflUQD676z/Mn7FeGqWr0m/Vv0Y0GoAfVr2yfUpUPcm3Xn1kld54JcHeP7353nigieyTDd1w1SmbpjK872f93lQBE6TyUtvW8oby95gzvY57IjZwdLdS4mOj0ZJv0ldLbQaL1/8MsO7DC/2dzJEhHZ12+V4PCqGVOT7a7/nnh/v4bnfnyPyaCTvDXgv7Wnb28vf5ol5T3BT+5t4o98bFhSZUiWnwOiEZ0RVU0RkdyAWQlHxUdQoX4OQoBB/Z8UYYwKVlUcBZu/Rvby/6n1uCbuF9y97/6RmiXMzvMtwlkUu46l5TxHeIJy+LftmmL8/bj/3/nQvnRt05uHuDxdl1nMUHBTMiHNHMOLcEWnTTqScIDohOu39l84NO1OjfI1iy1NBlC1TlomXTaRhlYY8s+AZ9sbt5eurv+a7jd9x/8/3M+jMQUwaOMkamTKlTk6BUQcR8bTzKEB597sAqqpZt5d4iomKjypRL9sZY0wAsvIowLy65FWSU5N5/PzH8x0UgfPkY+JlE1kXtY7rv72elXeupHn15oBTXeyen+4hLimOyYMm+7y56twEBwWntZhWmogIo3qOomHlhtz90910fr8zWw5u4cLmF/LFVV/4/bgaUxDZhvKqGqSqVdyhsqqW9RoPmELIAiNjjPEvK48Cy6Fjh5iwcgJD2g6hRY0WBV5PheAKfHfNdyjKlVOvJOFEAgBfrP+C7zd9z7O9nqV17dZFle2AdUenO5h27TR2xuwkvEE404ZMs4YLTKllzzhzYYGRMcYYU3zeXv42cUlxPNb9sUKvq0WNFnx6xaes3reae366h71H9zJ85nDOaXQOD3V7qAhyawAuO+My/nnwHxYMW5BjX0jGlHQWGOUiOiGa2hVq+zsbxhhjzCkvLimON5a9wWWnX1ZkDSL0P70/T/d4milrpnDupHM5lnyMyQMnF6iKnsle3Up1S1QHnsYUhAVGOfD0D2BPjExxmDx5clqnZcYYE4jeX/k+h44d4v/O/78iXe9TPZ7i0laXsiNmB8/3fp4zap1RpOs3xhQfX14v2ZtxOTiYcBBFLTAyxaIoenI2xhh/WbJrCSv2rKB93faE1QvLtVntzI4nH+flJS/Ts1lPzml0TpHmrYyU4curvmTu9rkMPLPU9AdsjMmCL6+XfBoYiUhf4A0gCPhAVcdlmt8UmATUBg4BN6rqbndeCrDOTfqvql7uy7xmJSo+CsACI1MsCtODszHG+NMnaz7hlum3kKIpadOaVWtGWL0wwuqGEVYvjItbXEyF4ArZrmPKminsObqHyQMn+ySPlctV5oqzrvDJuo0xxceX10s+C4xEJAgYD1wM7AZWiMgMVf3LK9nLwBRV/VhEegNjgZvcecdUNcxX+cuL6IRoAHvHyBhjjMnGq0te5X+z/0fv5r2ZOGAiWw9t5c99f7J632pW71vN9E3TUZSzap3Ft9d8y1m1zzppHcmpybyw6AXCG4Rz0WkX+WEvjDHGt0+MugBbVXU7gIh8CQwEvAOj1oCnWZh5wDQf5iff7ImRMcYYkzVVZeSvI3lh0QsMbj2YT6/4lHJly9GiRgv6tOyTli4+KZ652+dyxw930Pn9znxw+QcMaTskw7q++esbth3exrcXf4uIFPeuGGMM4NvGFxoCu7y+73aneVsDXOmOXwFUFpGa7vdQEYkQkaUiMsiH+cyWBUbGGGPMyZJTk7l9xu28sOgF7u50N19e9WW2LZJVDKnIwDMH8uddfxJWL4zrvr2O+2feT1JKEuAEWGP/GMuZtc5k0JmDinEvjDEmI3+3SjcC6CEifwI9gEjAU0G5qaqGA9cDr4vISb28icidbvAUER0dXeSZi4qPIkiCqF6+epGv2xhjjCmNjp04xlVTr2LS6kk83eNp3un/Tp6avm5YpSHzhs7joXMe4u0Vb3PBRxewK3YXM7fMZO3+tYw8byRlxN+XJcaYQObLqnSRQGOv743caWlUdQ/uEyMRqQRcpaox7rxI93O7iMwHOgLbMi0/EZgIEB4erkW9A9Hx0dSuWNtO1MYYYwJacmoyu4/sZtuhbTyz4Bn++PcP3u73Nvd1uS9f6wkOCuaVPq/QrXE3bp1+Kx3f60jtirVpWrUp17W9zke5N8aYvPFlYLQCaCUizXECoiE4T3/SiEgt4JCqpgIjcVqoQ0SqAwmqetxN0x140Yd5zVJUQpQ1vGCMMSag/Bv7L99v/J5NBzaxPWY72w5tY2fsTpJTkwEILhPMF1d9wbVtry3wNga3Hkz7uu25aupVrI9az9v93iY4KLiodsEYYwrEZ4GRqiaLyHBgFk5z3ZNUdYOIjAYiVHUG0BMYKyIKLAQ8t57OAt4TkVSc6n7jMrVmVyyi4qPs/SJTbKwfI2OMvxw5foRv//qWKWunMH/HfABqlK9Bi+otCG8QzjVtrqFF9RacVv002tRpUyRl4+k1T2fZ7cv4ZesvXH5GsffIYYwppXx5vSSqRV4DzS/Cw8M1IiKiSNfZ6q1WdG7Qmc+v+rxI12tMVnr27AlYf0am9BORle47oiYTX5RVBZWcmsycbXOYsnYK0zZNIzE5kVY1WnFT+5u4of0NnFb9NH9n0RhjTlIU10vZlVM+7eC1tLMnRqY4WUBkjClOF065kIU7F1KjfA1uDbuVmzrcRNeGXa25bGNMiVYqO3gt7Y4nH+fI8SP2jpExxphTTqqmsnT3UoZ2GMrEyyYSEhTi7ywZY4zfWXNr2YhOcJr/tidGxhhjTjX74/aTlJJEl4ZdLCgyxhiXBUbZsM5djTHGnKp2xOwAoGnVpv7NiDHGlCAWGGXDAiNjjDGnqp2xOwFoWs0CI2OM8bDAKBvR8U5VutoV7R0jY4wxp5adMW5gZE+MjDEmjQVG2bAnRsYYY05VO2N3Uj20OpXLVfZ3VowxpsSwwCgbUfFRlAsqR+UQKzRM8Zg8eXJap2XGGONLO2N3WjU6Y0yp5MvrJQuMshGV4PRhZP05mOJigZExprjsjNlp1eiMMaWSL6+XrB+jbETHR1s1OlOsrINXY0xxUFV2xu7kwuYX+jsrxhiTb768XrInRtmIio+yhheMMcaccg4nHiYuKY5m1Zr5OyvGGFOiWGCUjaj4KHtiZIwx5pST1iKdvWNkjDEZWGCUBVV1AqMKFhgZY4w5tVjnrsYYkzULjLIQfyKeY8nH7ImRMcaYU4517mqMMVmzwCgL1rmrMcacWkSkr4hsFpGtIvJYFvObisivIrJWROaLSCOveS+KyAYR2Sgib4rbXKmIdBKRde4606aXdDtjdlIhuAI1y9f0d1aMMaZEscAoC9a5qzHGnDpEJAgYD/QDWgPXiUjrTMleBqaoantgNDDWXfZcoDvQHmgLdAZ6uMu8C9wBtHKHvr7dk6KxM9ZpqruUxHHGGFNsLDDKggVGxh+sHyNjfKYLsFVVt6tqEvAlMDBTmtbAb+74PK/5CoQCIUA5IBjYLyL1gSqqulRVFZgCDPLpXhQR69zVGFOaWQevxcwCI+MPFhgZ4zMNgV1e33e707ytAa50x68AKotITVVdghMo7XWHWaq60V1+dy7rBEBE7hSRCBGJiI6OLvTOFJZ17mqMKc2sg9diFp3gvmNUwd4xMsXHOng1xq9GAG+LyDBgIRAJpIhIS+AswPPO0RwROR84ltcVq+pEYCJAeHi4FmWm8ys+KZ6Dxw5aYGSMKbV8eb3k08BIRPoCbwBBwAeqOi7T/KbAJKA2cAi4UVV3e82vAvwFTFPV4b7Mq7eo+CgqhVSifHD54tqkMcaPTpw4we7du0lMTPR3VkqV0NBQGjVqRHBwsL+zkptIoLHX90butDSqugf3iZGIVAKuUtUYEbkDWKqqce68n4FuwCekB0tZrrMkshbpSgc7J+VfKTofmRLMZ4GR18uuF+NUMVghIjNU9S+vZJ6XXT8Wkd44L7ve5DX/WZw7d8XKOnc1JrDs3r2bypUr06xZM3shPY9UlYMHD7J7926aN2/u7+zkZgXQSkSa4wQvQ4DrvROISC3gkKqmAiNxbtoB/AvcISJjAcFpeOF1Vd0rIkdE5BxgGXAz8Fax7E0heDp3bVatmX8zYnJk56T8KWXnI1OC+fIdo8K87IqIdALqArN9mMcsWWBkTGBJTEykZs2adgGSDyJCzZo1S8UdbVVNBoYDs4CNwFRV3SAio0XkcjdZT2CziPyNU/aMcad/A2wD1uG8h7RGVX9w590LfABsddP8XAy7UyjWuWvpYOek/ClN5yNTsvmyKl1WL7t2zZTG87LrG3i97AocBl4BbgQu8mEesxQVH2XVDIwJMHYBkn+l6Zip6kxgZqZpT3mNf4MTBGVeLgW4K5t1RuA04V1q7IzdSXCZYOpXru/vrJhclKb/r5LAjpcpCv5ulW4E0ENE/sSpnhAJpODchZvp/b5RVnzV0k90QrQ1vGCMKTYHDx4kLCyMsLAw6tWrR8OGDdO+JyUl5bhsREQEDzzwgM/yNm3aNP7666/cE5pSYWfsThpXbUwZ8Xfxb0oyOyeZQOXLJ0aFedm1G3C+iNwLVAJCRCROVR/LtHyRt/SjqlaVzhhTrGrWrMnq1asBGDVqFJUqVWLEiBFp85OTkylbNuvTdXh4OOHh4T7L27Rp0xgwYACtW2fuD9WURtZUt8kLOyeZQOXLW0ZpL7uKSAjOy64zvBOISC2RtNtWaS+7quoNqtpEVZvhPFWakjko8pWYxBiSU5MtMDLFzvoxMt6GDRvG3XffTdeuXXnkkUdYvnw53bp1o2PHjpx77rls3rwZcJotHTBgAOBcwNx666307NmT0047jTfffPOk9aakpDBs2DDatm1Lu3bteO211wDYtm0bffv2pVOnTpx//vls2rSJxYsXM2PGDB5++GHCwsLYtm1b8R0A4xPWuaspKDsnmZKiVPZjpKrJIuJ52TUImOR52RWIUNUZOC+7jhURxWl97j5f5SevrHNX4y+ef/Jhw4b5NR+B7j//AfdGaZEJC4PXX8//crt372bx4sUEBQVx5MgRfv/9d8qWLcvcuXP5v//7P7799tuTltm0aRPz5s3j6NGjnHHGGdxzzz0Zmq9dvXo1kZGRrF+/HoCYmBgA7rzzTiZMmECrVq1YtmwZ9957L7/99huXX345AwYMYPDgwQXYc1OSJKUksffoXntiVNqUoJOSnZNMSeDL6yWf9mNU0JddM6WfDEz2QfayZJ27Gn+xDl5NZldffTVBQUEAxMbGMnToULZs2YKIcOLEiSyX6d+/P+XKlaNcuXLUqVOH/fv306hRenc7p512Gtu3b+f++++nf//+XHLJJcTFxbF48WKuvvrqtHTHjx/37c6ZYrcrdheKWmBkCszOSaYkKLUdvJZG9sTImMBWkCc7vlKxYsW08SeffJJevXrx/fffs2PHDnr27JnlMuXKlUsbDwoKIjk5OcP86tWrs2bNGmbNmsWECROYOnUqr7/+OtWqVUt7p8CULnuP7uXZhc/y8iUvUyG4QrbprHPXUqoEnZTsnGROddYsTSYWGBljSqLY2FgaNmwIUKi61QcOHCA1NZWrrrqK5557jlWrVlGlShWaN2/O119/DTiN0KxZswaAypUrc/To0ULn3/jO1A1TeTfiXeZsm5NjOk/nrvbEyBQFOyeZU5EFRpl4AqNaFWr5OSfGGJPukUceYeTIkXTs2PGkO675ERkZSc+ePQkLC+PGG29k7NixAHz22Wd8+OGHdOjQgTZt2jB9+nQAhgwZwksvvUTHjh3tRecSasWeFQDM3zE/x3Q7YnYgCI2rNs4xnTF5YeckcyoS1SJp5drvwsPDNSIiotDruX/m/Xy+/nMOPnKwCHJljCkNNm7cyFlnneXvbJRKWR07EVmpqr5rr7cUK6qyytuZb5/J5oOb6VivI6vuWpVtumHThjF3+1x2P5RjF4GmBLBzUsHYcTN5lV05ZU+MMolKiLKGF4wxxpQKsYmxbD64meqh1Vm9bzWHjx3ONq011W2MMTmzwCgT69zVGGNMabFqr/OE6J7we1CU3//9Pdu01rmrMcbkzAKjTCwwMv5iHbwaY/IrYo9TLe/ezvdSLqgcC3YsyDJdSmoKu47sssDIGFPq+fJ6yQKjTCwwMv5igZExJr9W7FlB82rNaVilId0ad2P+zvlZptsbt5fk1GSrSmeMKfV8eb1k/Rh5SUlN4WDCQXvHyPiFdfBqjMmviD0RhDdw3h/u2bQnzyx4hpjEGKqFVsuQzprqNsacKnx5vWRPjLwcPHYQRe2JkTHGmBLvYMJB/on5Jy0w6tGsB4ryx79/nJTWOnc1xpjcWWDkxTp3Ncb4w8GDBwkLCyMsLIx69erRsGHDtO9JSUm5Lj9//nwWL15c6HzExMTwzjvvFHo9pnh43i/q3KAzAOc0OodyQeWy7M/InhiZ/LBzkglUFhh5scDIGOMPNWvWZPXq1axevZq7776b//73v2nfQ0JCcl3eLkICkycwOrv+2QCElg3lnEbnZBkY7YjZQa0KtagYUrE4s2hKKTsnmUBlgZGX6PhoAGpXtHeMjDH+tXLlSnr06EGnTp3o06cPe/fuBeDNN9+kdevWtG/fniFDhrBjxw4mTJjAa6+9RlhYGL//nrG55gULFqTd6e3YsSNHjx4F4KWXXqJz5860b9+ep59+GoDHHnuMbdu2ERYWxsMPP1y8O2zyLWJvBKfXPJ2qoVXTpvVs1pM/9/1JbGJshrQ7Y62pblM4dk4ygcAaX/BiT4yMMf/55T+s3re6SNcZVi+M1/u+nuf0qsr999/P9OnTqV27Nl999RWPP/44kyZNYty4cfzzzz+UK1eOmJgYqlWrxt13302lSpUYMWLESet6+eWXGT9+PN27dycuLo7Q0FBmz57Nli1bWL58OarK5ZdfzsKFCxk3bhzr169n9erVRbfzxmdWRK6gZ7OeGab1aNqDZ/QZ/vj3D/qf3j9t+s7YnbSu3bqYc2iKgp2T7Jxkio8FRl6i4qMoI2WoUb6Gv7NijAlgx48fZ/369Vx88cUApKSkUL9+fQDat2/PDTfcwKBBgxg0aFCu6+revTsPPfQQN9xwA1deeSWNGjVi9uzZzJ49m44dOwIQFxfHli1baNKkic/2yRStvUf3Enk0Mq3hBY9zGp1DSFAI83fMTwuMVJWdMTvp17KfP7JqTgF2TjKBwgIjL1HxUdSuUJsyYjUMTfHztMk/bNgwv+Yj0OXnLqqvqCpt2rRhyZIlJ8376aefWLhwIT/88ANjxoxh3bp1Oa7rscceo3///sycOZPu3bsza9YsVJWRI0dy1113ZUi7Y8eOotwN40Oe94syB0blg8tzTqNzWLAzvaPXAwkHOJZ8zKrSlVJ2TjImI19eL1kE4CUqwTp3Nf5jHbwaj3LlyhEdHZ12EXLixAk2bNhAamoqu3btolevXrzwwgvExsYSFxdH5cqV0+rpZ7Zt2zbatWvHo48+SufOndm0aRN9+vRh0qRJxMXFARAZGUlUVFSO6zElS8SeCMpIGTrW63jSvB5Ne7By70qOHD8CWFPdpvDsnGRKEl9eL1lg5CU6PtoaXjB+M3/+fOvk1QBQpkwZvvnmGx599FE6dOhAWFgYixcvJiUlhRtvvJF27drRsWNHHnjgAapVq8Zll13G999/n+WLzq+//jpt27alffv2BAcH069fPy655BKuv/56unXrRrt27Rg8eDBHjx6lZs2adO/enbZt29qLziVcxN4IWtdunWUrcz2b9SRVU9P6M7Kmuk1h2TnJlCS+vF4SVfXJiotbeHi4RkREFGodp791Op0adOKLq74oolwZY0qDjRs3ctZZZ/k7G6VSVsdORFaqang2iwS0oiirVJW6L9dlwOkDmDRw0knzE04kUP2F6vyn63944eIXeHXJq/xv9v84+MhBe4e2lLBzUsHYcTN5lV055dMnRiLSV0Q2i8hWEXksi/lNReRXEVkrIvNFpJHX9FUislpENojI3b7Mp0dUfBR1KlhVOmOMMSXXriO7iE6IPun9Io8KwRXo0rAL83fOB5wnRpVCKlE9tHox5tIYY0ofnwVGIhIEjAf6Aa2B60Qkc1uhLwNTVLU9MBoY607fC3RT1TCgK/CYiDTwVV4BjicfJ/Z4rL1jZIwxpkTLruEFbz2b9mTlnpUcPX6UHbE7aFq1KSJSXFk0xphSyZdPjLoAW1V1u6omAV8CAzOlaQ385o7P88xX1SRVPe5OL+fjfAJOqz1gnbsaY4wp2VZEriC4TDAd6nbINk3PZj1J0RQW7VrEzpidNKvWrPgyaIwxpZQvA46GwC6v77vdad7WAFe641cAlUWkJoCINBaRte46XlDVPT7Mq3XuaowxplSI2BtBu7rtKFe2XLZpujXuRnCZYObvmM/O2J3W8IIxxuSBv1ulGwH0EJE/gR5AJJACoKq73Cp2LYGhIlI388IicqeIRIhIRHR0dKEyYoGRMcaYkk5VidgTQXj9nNu28LxnNGPzDGISY6ypbmOMyQNfBkaRQGOv743caWlUdY+qXqmqHYHH3WkxmdMA64HzM29AVSeqariqhteuXbgqcBYYGX+zfoyMMbnZdngbMYkxdG7YOde0PZv1ZOOBjYA11W2MOXWU1n6MVgCtRKS5iIQAQ4AZ3glEpJaIePIwEpjkTm8kIuXd8erAecBmH+aV6ATniZMFRsZfLDAKbEFBQYSFhdGhQwfOPvtsFi9eXKD1vP766yQkJGQ57/fff6dNmzaEhYURGRnJ4MGDAVi9ejUzZ84scN5N8clLwwsePZr2SBu3J0Ymv+ycZEqqUhkYqWoyMByYBWwEpqrqBhEZLSKXu8l6AptF5G+gLjDGnX4WsExE1gALgJdVdZ2v8grOE6OQoBAqh1T25WaMyZZ18BrYypcvz+rVq1mzZg1jx45l5MiRBVpPThchn332GSNHjmT16tU0bNiQb775BrCLkNJkReQKQsuG0qZ2m1zTntv4XMqWKQvYEyOTf3ZOMiWVL6+XfPqOkarOVNXTVbWFqo5xpz2lqjPc8W9UtZWb5nZPS3SqOkdV26tqB/dzoi/zCW4fRhXrWHOmxhi/O3LkCNWrp/c589JLL9G5c2fat2/P008/DUB8fDz9+/enQ4cOtG3blq+++oo333yTPXv20KtXL3r16pVhnR988AFTp07lySef5IYbbmDHjh20bduWpKQknnrqKb766ivCwsL46quvinVfTf5E7I0grF4YwUHBuaatGFKRLg27EBIUQt1KJ72ma0ye2TnJBIqy/s5ASeEJjIwxpmfPngwbNoxhw4b5PI3HsWPHCAsLIzExkb179/Lbb05PBrNnz2bLli0sX74cVeXyyy9n4cKFREdH06BBA3766ScAYmNjqVq1Kq+++irz5s2jVq1aGdZ/++2388cffzBgwAAGDx7Mjh07AAgJCWH06NFERETw9ttv55rP0kpE+gJvAEHAB6o6LtP8pjjVuWsDh4AbVXW3iPQCXvNKeiYwRFWnichknIaDYt15w1R1ta/2ISU1hVV7VzGsw7A8L3N/l/tZunspZcTfbS2ZwrBzkjHFw86ULguMjDH+5Km2smnTJn755RduvvlmVJXZs2cze/ZsOnbsyNlnn82mTZvYsmUL7dq1Y86cOTz66KP8/vvvVK1a1d+7UGIVpsNxVZ2nqmFuh+O9gQRgttdyD3vm+zIoAth8cDNxSXF5anjBY0jbIbze93XfZcqcsuycZAKRPTFyRSdEc2atM/2dDWNMCZCXustFlSYr3bp148CBA0RHR6OqjBw5krvuuuukdKtWrWLmzJk88cQTXHjhhTz11FMF2l4ASOtwHEBEPB2O/+WVpjXwkDs+D5iWxXoGAz+ratYvTPhYfhpeMKcWOycZUzzsiZHLnhgZY0qKTZs2kZKSQs2aNenTpw+TJk0iLi4OgMjISKKiotizZw8VKlTgxhtv5OGHH2bVqlUAVK5cmaNHj+ZrewVZppQpVIfjXoYAX2SaNkZE1orIayKSZY+rRdXn3orIFVQMrsgZNc8o8DqMKQg7J5lAYU+MgPikeBJOJFhgZIzxG099fnA68fz4448JCgrikksuYePGjXTr1g2ASpUq8emnn7J161YefvhhypQpQ3BwMO+++y4Ad955J3379qVBgwbMmzcvT9vu1asX48aNIywsjJEjR3Lttdf6ZB9LuBHA2yIyDFiIV4fjACJSH2iH09Kqx0hgHxACTAQexamGl4HbgNBEgPDwcC1oBiP2RtCpQSeCygQVdBXG5Jmdk0wgEtUCn6NLlPDwcI2IiCjQsv8c/ofT3jyNjwZ+xLCwYUWbMWPyyNMmf15eijVFa+PGjZx11ln+zkaplNWxE5GVqlpi6nuJSDdglKr2cb+PBFDVsdmkrwRsUtVGXtMeBNqo6p3ZLNMTGKGqA3LKS0HLqhMpJ6gyrgr3ht/LK31eyffypnSxc1LB2HELDEVxvZRdOWVV6YAyUoZr2lxj7xgZv7IOXo3xmQJ3OO7lOjJVo3OfIiFOPw+DgPVFn3XH0aSjXHXWVVx02kW+2oQxxpQKvrxesqp0OD2CfzXY2sk3/mWduxrjG6qaLCKeDseDgEmeDseBCLdvvZ7AWBFRnKp093mWF5FmQGOcDse9fSYitQEBVgN3+2ofapSvwadXfuqr1RtjTKnhy+slC4yMMcac8lR1JjAz07SnvMa/Ab7JZtkdnNxYA6rau2hzaYwxxp+sKp0xxuC8XGzyx46ZMb5j/1/5Y8fLFAULjIwxAS80NJSDBw9awZoPqsrBgwcJDQ31d1aMOeXYOSl/7HxkiopVpTPGBLxGjRqxe/duCtPHTCAKDQ2lUaNGuSc0xuSLnZPyz85HpihYYGSMCXjBwcE0b97c39kwxhjAzknG+ItVpTPGGGOMMcYEPAuMjCkhrB8jY4wxxpic+fJ6yQIjY0oIC4yMMcYYY3Lmy+slOVVaPBGRaGBnHpLWAg74ODulhR2LdHYsMrLjkc6ORbq8Houmqlrb15kpjfJYVtlvLp0di3R2LDKy45HOjkW6QpVTp0xglFciEqGq4f7OR0lgxyKdHYuM7Hiks2ORzo5F8bDjnM6ORTo7FhnZ8UhnxyJdYY+FVaUzxhhjjDHGBDwLjIwxxhhjjDEBLxADo4n+zkAJYscinR2LjOx4pLNjkc6ORfGw45zOjkU6OxYZ2fFIZ8ciXaGORcC9Y2SMMcYYY4wxmQXiEyNjjDHGGGOMySBgAiMR6Ssim0Vkq4g85u/8FDcRmSQiUSKy3mtaDRGZIyJb3M/q/sxjcRGRxiIyT0T+EpENIvKgOz3gjoeIhIrIchFZ4x6LZ9zpzUVkmfv/8pWIhPg7r8VFRIJE5E8R+dH9HsjHYoeIrBOR1SIS4U4LuP+T4mLllJVTHlZOpbNy6mRWTqUr6nIqIAIjEQkCxgP9gNbAdSLS2r+5KnaTgb6Zpj0G/KqqrYBf3e+BIBn4n6q2Bs4B7nN/D4F4PI4DvVW1AxAG9BWRc4AXgNdUtSVwGLjNf1ksdg8CG72+B/KxAOilqmFezZ8G4v+Jz1k5BVg55c3KqXRWTp3MyqmMiqycCojACOgCbFXV7aqaBHwJDPRznoqVqi4EDmWaPBD42B3/GBhUnHnyF1Xdq6qr3PGjOCeXhgTg8VBHnPs12B0U6A18404PiGMBICKNgP7AB+53IUCPRQ4C7v+kmFg5ZeVUGiun0lk5lZGVU3lS4P+TQAmMGgK7vL7vdqcFurqqutcd3wfU9Wdm/EFEmgEdgWUE6PFwH8mvBqKAOcA2IEZVk90kgfT/8jrwCJDqfq9J4B4LcC4+ZovIShG5050WkP8nxcDKqawF/O/NyikrpzJ5HSunvBVpOVW2qHNnSidVVREJqCYKRaQS8C3wH1U94tx0cQTS8VDVFCBMRKoB3wNn+jdH/iEiA4AoVV0pIj39nJ2S4jxVjRSROsAcEdnkPTOQ/k+M/wXi783KKYeVUw4rp7JUpOVUoDwxigQae31v5E4LdPtFpD6A+xnl5/wUGxEJxilsPlPV79zJAXs8AFQ1BpgHdAOqiYjnxkmg/L90By4XkR041Zh6A28QmMcCAFWNdD+jcC5GuhDg/yc+ZOVU1gL292bl1MmsnLJyKrOiLqcCJTBaAbRyW+0IAYYAM/ycp5JgBjDUHR8KTPdjXoqNWx/3Q2Cjqr7qNSvgjoeI1HbvwCEi5YGLceqyzwMGu8kC4lio6khVbaSqzXDOEb+p6g0E4LEAEJGKIlLZMw5cAqwnAP9PiomVU1kLyN+blVPprJxKZ+VURr4opwKmg1cRuRSnXmYQMElVx/g3R8VLRL4AegK1gP3A08A0YCrQBNgJXKOqmV98PeWIyHnA78A60uvo/h9O/e2AOh4i0h7nxcQgnBslU1V1tIichnM3qgbwJ3Cjqh73X06Ll1tFYYSqDgjUY+Hu9/fu17LA56o6RkRqEmD/J8XFyikrpzysnEpn5VTWrJzyTTkVMIGRMcYYY4wxxmQnUKrSGWOMMcYYY0y2LDAyxhhjjDHGBDwLjIwxxhhjjDEBzwIjY4wxxhhjTMCzwMgYY4wxxhgT8CwwMgFFRFREXvH6PkJERhXRuieLyODcUxZ6O1eLyEYRmZdpejMRud7X2zfGGONbVlYZ4x8WGJlAcxy4UkRq+Tsj3rx6rM6L24A7VLVXpunNgCwLm3yu3xhjjH9ZWWWMH1hgZAJNMjAR+G/mGZnvoolInPvZU0QWiMh0EdkuIuNE5AYRWS4i60SkhddqLhKRCBH5W0QGuMsHichLIrJCRNaKyF1e6/1dRGYAf2WRn+vc9a8XkRfcaU8B5wEfishLmRYZB5wvIqtF5L8iMkxEZojIb8Cvbg/Rk9x8/ykiA3PJX30RWeiub72InF/AY26MMSZ/rKyyssr4gUXmJhCNB9aKyIv5WKYDcBZwCNgOfKCqXUTkQeB+4D9uumZAF6AFME9EWgI3A7Gq2llEygGLRGS2m/5soK2q/uO9MRFpALwAdAIOA7NFZJDb23dvnN6uIzLl8TF3uqeQG+auv72qHhKR54HfVPVWEakGLBeRucAN2eTvSmCW24t0EFAhH8fLGGNM4VhZZWWVKWYWGJmAo6pHRGQK8ABwLI+LrVDVvQAisg3wFBbrAO9qAlNVNRXYIiLbgTOBS4D2Xnf4qgKtgCRgeeaCxtUZmK+q0e42PwMuAKblMb8ec1T1kDt+CXC5iIxwv4cCTXLI3wpgkogEA9NUdXU+t22MMaaArKyyssoUPwuMTKB6HVgFfOQ1LRm3eqmIlAFCvOYd9xpP9fqeSsb/I820HQUEuF9VZ3nPEJGeQHxBMp8P3usX4CpV3ZwpH1nmz513AdAfmCwir6rqFJ/m1hhjjLfXsbLKkw8rq4zP2TtGJiC5d6am4rwc6rEDpzoAwOVAcAFWfbWIlHHrcp8GbAZmAfe4d7MQkdNFpGIu61kO9BCRWm7VgOuABbkscxSonMP8WcD9buGCiHT0mn5S/kSkKbBfVd8HPsCp6mCMMaaYWFllZZUpXvbEyASyV4DhXt/fB6aLyBrgFwp2h+xfnIKiCnC3qiaKyAc49blXuSf6aGBQTitR1b0i8hgwD+fu2U+qOj2Xba8FUtz8T8ap7+3tWZy7j2vdu4z/AANwCpKs8tcTeFhETgBxOPXPjTHGFC8rq6ysMsVEVDM/TTXGGGOMMcaYwGJV6YwxxhhjjDEBzwIjY4wxxhhjTMCzwMgYY4wxxhgT8CwwMsYYY4wxxgQ8C4yMMcYYY4wxAc8CI2OMMcYYY0zAs8DIGGOMMcYYE/AsMDLGGGOMMcYEvP8HC0dsP0fVnAIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_validation_curve(mean_valid_scores1,\n", " mean_train_scores1,\n", " mean_valid_scores2,\n", " mean_train_scores2,\n", " 'Number of trees',\n", " n_estimators_range) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see on the graph, we do not increase the overfitting by adding more trees to the `RandomForestRegressor` model. The score stabilizes for a large enough number of trees" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Automatic search for hyperparameters\n", "\n", "We will now implement an automatic search procedure for the best hyperparameters." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:22.419778Z", "start_time": "2021-10-17T21:29:22.405112Z" } }, "outputs": [], "source": [ "rdf_params = {\n", " \n", " 'RdForest__n_estimators': sp.stats.randint(1,50),\n", " 'RdForest__max_depth' : np.arange(10,15,1),\n", " 'RdForest__min_samples_split' : np.arange(30,150),\n", " 'RdForest__min_samples_leaf' : np.arange(1,20),\n", " #'RdForest__min_weight_fraction_leaf' : np.arange(0.0,0.1,0.01),\n", " 'RdForest__max_features' : ['auto', 'sqrt', 'log2'],\n", " 'RdForest__max_leaf_nodes' : np.arange(20,100,1),\n", " #'RdForest__min_impurity_decrease' : np.arange(0,100,1),\n", " 'RdForest__ccp_alpha' : np.arange(0,100,1),\n", " \n", "}\n", "\n", "def automatic_search(data1_train, data2_train, model,model_name,model_params, randomized=True) :\n", " \n", " data1_X_train, data1_y_train = preprocess_no_scale(data1_train)\n", " data2_X_train, data2_y_train = preprocess_no_scale(data2_train)\n", "\n", " # Pipelines\n", " ppl1 = Pipeline( [ ('scl', StandardScaler() ) , (model_name, model() ) ] )\n", " ppl2 = Pipeline( [ ('scl', StandardScaler() ) , (model_name, model() ) ] )\n", " \n", " # KFold\n", " kfold = KFold(n_splits = 5, shuffle=True)\n", "\n", " # Model\n", " searchCV = RandomizedSearchCV\n", " if not randomized : searchCV = GridSearchCV\n", " rds1 = searchCV(\n", " ppl1, # model\n", " model_params, # param dictionnary\n", " cv = kfold, # number of folds in cross-val\n", " refit = True, # after finding the best params, refit model on all dataset\n", " verbose = 0, # 3 print details, False/0 pas print\n", " n_jobs=-1, # if -1 use all processors\n", " #random_state = 75\n", " ) \n", "\n", " rds2 = searchCV(\n", " ppl2, # model\n", " model_params, # param dictionnary\n", " cv = kfold, # number of folds in cross-val\n", " refit = True, # after finding the best params, refit model on all dataset\n", " verbose = 0, # 3 print details, False/0 pas print\n", " n_jobs=-1, # if -1 use all processors\n", " #random_state = 75\n", " ) \n", "\n", " rds1.fit(data1_X_train, data1_y_train.values.ravel())\n", " rds2.fit(data2_X_train, data2_y_train.values.ravel())\n", "\n", " # return best parameter \n", " return rds1, rds2" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:33.282773Z", "start_time": "2021-10-17T21:29:22.422892Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.55 s, sys: 28.4 ms, total: 1.57 s\n", "Wall time: 10.9 s\n" ] } ], "source": [ "%%time\n", "\n", "data1_train = data1_train_original.copy()\n", "data2_train = data2_train_original.copy()\n", "\n", "model_name = 'RdForest'\n", "rf_rds1,rf_rds2 = automatic_search(data1_train,data2_train,RandomForestRegressor,model_name,rdf_params)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:33.293087Z", "start_time": "2021-10-17T21:29:33.285829Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "RdForest__ccp_alpha: 8\n", "RdForest__max_depth: 13\n", "RdForest__max_features: auto\n", "RdForest__max_leaf_nodes: 90\n", "RdForest__min_samples_leaf: 8\n", "RdForest__min_samples_split: 110\n", "RdForest__n_estimators: 43\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "RdForest__ccp_alpha: 23\n", "RdForest__max_depth: 14\n", "RdForest__max_features: auto\n", "RdForest__max_leaf_nodes: 93\n", "RdForest__min_samples_leaf: 8\n", "RdForest__min_samples_split: 125\n", "RdForest__n_estimators: 40\n", "\n" ] } ], "source": [ "print_two(lambda x : dict_to_str(x),\"Best hyperparameters\" , rf_rds1.best_params_, rf_rds2.best_params_)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:33.968040Z", "start_time": "2021-10-17T21:29:33.296310Z" } }, "outputs": [ { "data": { "image/png": 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vvgMAzzzzzK7+/ftXHz161Fx88cVjZs+eXZKSklLdlL/JN7/5zcGPP/747vHjx5fn5ub2/O53vzvozTff/OTnP//5gBUrVnwydOjQyqKiopimXEtBqoiIiIiIdDkhG+LOl+5MXVOwJnFa2rTSx657bO+ZBqrl5eWeUaNGjQG49NJLS+++++6inJycXhMmTDg2atSoCoCcnJykLVu29PjrX/+aDFBaWhqzadOmhNdeey3xi1/8YnFsbCxDhgypnDJlSmn96+fn5/e85JJLSiPX6t+/f4MB4po1a5K2bdsWKeLH0aNHYwKBgOfNN99MfOGFF7YDfPnLXw7ceeedJ51//vnnV6WlpZWvWrWq59ixY8s+/fTThJkzZx4F+MUvftH/73//uw+gsLCw28aNGxNSUlJOuw42EAh43nvvvV633HJLzZZtFRUVBmDSpElHb7vttiE33XRTyW233VZyumuBglQREREREemCik8Ux6wpWJPYr0e/yjUFaxKLTxTH9O3Rt0mzgo2JrEmtf7xHjx41xZOstWbJkiV7brrppmB0m7/97W/e+ue1lLWWd999d3OPHj1aVAX3lltuKX7uueeSR40aVXbNNdeUeDwe/va3vyW+9tprievXr9+SmJgYuuSSS0aeOHGiTlQfGxtrQ6HaOlFlZWUegOrqahITE6sa+ts8++yze3Jzc3v+9a9/9U6cOHHMhg0bNp1udlZrUkVEREREpMvp3b139bS0aaWHjx/uNi1tWmnv7r3PKEBtqpkzZwZ+85vf9CsvLzcAH374YXwwGPRceeWVpX/60596V1VVsXv37m5vvvlmYv1z09PTj7399tuJW7ZsiQM4ePBgDEBiYmJ1aWlpTars5ZdfHvz3f//38yK/r127tjvAZZddVvrUU0/1AXj++eeTgsFgg+m1t912m//VV1/1/fGPf+x92223FQP4/f4Yr9dbnZiYGHrvvfcSPvjgg571z0tNTa0qLi6OLSwsjDlx4oR59dVXvQC9e/cOpaamVjz55JPJ4Nbfrlu3rju4taqZmZnH/vM//3N/cnJy1Y4dO+JO9zfUTKqIiIiIiHQ5HuPhsese29sWa1JP5Z577inatWtX/Pjx40dba03v3r0r//GPf3z61a9+1b9q1aqk4cOHjzv//PPLL7744qP1zz3//POrli5duuuGG24YHgqF6NOnT+XatWu33XTTTf6bb775gpdfftn3n//5n3sef/zxgm9+85uDLrzwwjHV1dXm0ksvLZ06deqen//85/tvuummYcOHDx87adKkowMGDKho6B779etXPXz48LJt27Z1z8jIOA5w0003BR5//PF+w4YNGzts2LCyiy666KQ03/j4eDtv3rwDkydPHt2/f//K4cOH11Qkfu6553Z861vfGvyLX/xiQFVVlbnhhhuKp0yZcuKee+5J3bVrV7y11lx++eXByy677MTp/obaJ1VERERERDq8jrBPqrQN7ZMqIiIiIiIiHZaCVBEREREREekwFKSKiIiIiIhIh6EgVURERERERDoMBakiIiIiIiLSYShIFRERERERkQ5DQaqIiIiIiEgTxMTETBw1atSYESNGjM3MzBxeVFQU05LrLF26tM/tt98+6Ezvp7Wu09EoSBUREREREWmC+Pj40JYtWzZt27Zto8/nq1q8eHG/9r6nrkhBqoiIiIiISDNddtllx/bt2xcHsHHjxvjp06ePGDt27OiJEyeOfO+99xIAnn32We+ECRNGjR49eszUqVMvLCgoiG3setXV1QwcOHB89Ozs4MGDxxUUFMQ25To33XTTkGXLliVHfu/Ro8fFkZ8XLlzYf9y4caMvvPDCMffcc8/5AMFg0JOenj585MiRY0aMGDH2iSeeSK5/zfaiIFVERERERLqmUAiKimIIhVr1slVVVeTl5SVef/31foBvfvObgx999NE9Gzdu3Lx48eK93/3udwcBzJw58+j777+/ZfPmzZtuvvnm4gcffDClsWvGxMQwa9Ys/zPPPOMDyM3N7Tlw4MCKtLS0quZcp74XXnghafv27Qkffvjh5s2bN296//33e7z88su9XnjhhaSUlJTKrVu3btq2bdvGG2+8MXhmf5XW02gkLyIiIiIi0mmFQnDnnamsWZPItGmlPPbYXjxnNkdXXl7uGTVq1JiDBw92u+CCC8quv/76YCAQ8Lz33nu9brnllgsi7SoqKgzAzp07466//vrUw4cPd6uoqPCkpaWVn+r6t956a/GDDz54/t13333kmWee6X3TTTcVt+Q60V555ZWk1atXJ40ZM2YMwPHjxz1btmxJyMrKKr3vvvvSvvvd7w78whe+ELj66quPtuyv0vo0kyoiIiIiIl1PcXEMa9Yk0q9fJWvWJFJc3KIiR9Eia1L37NnzkbWWn//85+dVV1eTmJhYtWXLlk2Rrx07dmwEmDNnzqC77rrr0CeffLLpkUce2V1eXn7K+CsrK+vY7t274/fv3x/7yiuv+G677baSpl4nNjbWVldXAy51uLKy0gBYa/nBD35wIHJve/bs+fiee+4pmjBhQvm77767afz48ScWLlw4cP78+QPO9O/TWhSkioiIiIhI19O7dzXTppVy+HA3pk0rpXfv6ta6dGJiYmjp0qV7Hn300f6JiYmh1NTUiieffDIZIBQKsW7duu4ApaWlMYMGDaoEeOqpp/qc7roej4drrrnGf9ddd6UNHz78REpKSnVTrzN48OCKDRs29AB49tlnfVVVVQbgmmuuCf7+97/vGwgEPAA7d+7stm/fvthdu3Z1S0xMDN11113F9957b+H777/f48z/Mq1D6b4iIiIiItL1eDzw2GN7KS6OoXfv6jNN9a1v2rRpJ0aNGnXi8ccf7/3cc8/t+Na3vjX4F7/4xYCqqipzww03FE+ZMuXEfffdt/8rX/nKBV6vt+ryyy8v3bNnT/zprnvbbbcVX3nllaOXLl26K3KsKdeZO3fu4c997nPDR44cOSYzMzPQvXv3EMCNN94Y3LhxY8LkyZNHAfTo0SP0zDPP7NyyZUv8T37yk1SPx0NsbKx99NFHd7fin+eMGGtte9+DiIiIiIjIKX3wwQe7LrrooqL2vg9pfR988EHfiy66aEjkd6X7ioiIiIiISIehIFVEREREREQ6DAWpIiIiIiIi0mEoSBURERERkc4gFAqFTHvfhLSu8H/TUPQxBakiIiIiItIZfHz48GGvAtWuIxQKmcOHD3uBj6OPawsaERERERHp8Kqqqr5ZWFj434WFhePQZFtXEQI+rqqq+mb0QW1BIyIiIiIiIh2GRiBERERERESkw1CQKtJExphdxpgTxphSY4zfGLPWGPMdY0yT/j8yxgwxxlhjTJum2TflfYwx44wxrxpjiowxSqcQEekCulg/9TVjzAZjTNAYs9cY88u2vi8R6TgUpIo0z3XW2kRgMPBz4EfA/7TvLbVIJfA88M/tfSMiItKquko/1QP4AdAXuBTIAua35w2JyNmjIFWkBay1AWvtX4EvAV8zxowDMMb8kzHmvfDIb4Ex5l+jTlsd/u43xhw1xkwxxlxgjMk1xhwJz2o+Y4zxRU4wxvzIGLMvPCq+1RiTFT7uMcb82Bjzafjc540xvRt7nwbuf6u19n+Aja36hxERkQ6hC/RTv7HWvm6trbDW7gOeAaa15t9IRDouBakiZ8Ba+zawF5gePnQMuB3wAf8EfNcYc334tSvC333W2l7W2nWAAf4dOB8YDaQB/wpgjBkJzAEmh0fFrwJ2ha8xF7geuDJ8bgnw61O8j4iInIO6UD91BRpYFTlnKEgVOXP7gd4A1tp8a+1H1tqQtfZD4DlcB90ga+12a+1Ka225tfYw8Kuo9tVAPDDGGNPNWrvLWvtp+LXvAPdZa/daa8txDww3a72OiIg0oFP3U8aYbwCTgOzmnisinZOCVJEzNxAoBjDGXGqMyTPGHDbGBHCddN/GTjTG9DfG/CGcKhUElkfaW2u349bj/CtwKNzu/PCpg4EXw4Ux/MBm3MNC/7b4B4qISKfWafup8CzvvwPXWGuLmnOuiHReClJFzoAxZjKu838jfOhZ4K9AmrXWC/wWlyoF0FAV3X8LHx9vrU0CZke1x1r7rLX2clxnb4FfhF8qwHXYvqivhPC6HVXrFRERoHP3U8aYq4EncMWgPmryP1pEOj0FqSItYIxJMsZ8DvgDsDyq80wEiq21ZcaYS4Bbo047DISAYVHHEoGjQMAYMxBYEPUeI40xmcaYeKAMOBE+H9xDxc+MMYPDbfsZY75wivepf//GGJMAxIV/Twi/j4iIdAFdoJ/KxBVLuim8rlZEziEKUkWa5yVjTCluhPg+3NqcO6Jevwt4MNzmAdw2LwBYa48DPwPWhNOfLgP+H/BZIAD8HXgh6lrxuO0DioBC4DzgJ+HX/gs3Er4i/F5v4kr0N/Y+9Q3GPUxEilCcALY2+68hIiIdTVfppxYCXuAf4QrAR40xL7fwbyIinYyxVpmBIiIiIiIi0jFoJlVEREREREQ6DAWpIiIiIiIi0mEoSBUREREREZEOQ0GqiIiIiIiIdBgKUkVERERERKTDiG3vG2grffv2tUOGDGnv2xAROadt2LChyFrbr73voyNSPyUi0v7UT3VMXTZIHTJkCOvXr2/v2xAROacZY3a39z10VOqnRETan/qpjknpviIiIiIiItJhKEgVERERERGRDkNBqoiIiIiIiHQYClJFRERERESkw1CQKiIiIiIiIh2GglQRERERERHpMBSkioiIiIiISIehIFVEREREREQ6DAWpIiIiIiIi0mEoSBUREREREZEOQ0GqiIiIiIiIdBgKUkVERERERKTDUJAqIiIiIiIiHYaCVBEREREREekwFKSKiIiIiIhIh6EgVURERERERDoMBakick6zFvx+911EROS0mtpxqIMRaTEFqSJyzrIW5s+HzEz3vas/RzT3eUnPVyIi9TS142jPDkYf3tIFKEgVkXNWIAB5eZCS4r4HAo23bY8+vzXfs7nPS+daAC8i0iRN7Tia08G0Jn14SxehIFVEuoRIQBcKNT2w83ohIwMKC2HKFEhKOvmaxcWwcyfMm+f6/Dlz3Hs09v6R9z2TANNaKCk5/Xs2R3Ofl9rr+UpEpEOL7jgyMtzvZ9KutenDW7oIBaki0ulEgriSEvdzKATf+x5ccQVMnuyeB+bPP33AagwsXuwC1LVrYcGCukHmvHmQmgrDh8Nvf+sC1mXLYO7cutesP3AdCrV8IDtyrSuvhOXLG3/P5mru81J7PV+JiHR4998Pq1ZBdrbrSBpijHs9N/fU7VqbPryli4ht7xsQEWmOUMjNLP7pT+732bOhrAwef9w9A4RCrl/OzXWB3bp17vfGnhGCQddmwIDaQWefz31fscJd2xgoL4eDB93g9Nq1te3g5IHrgoKTB7IjbU8ncq2BA2H//sbfs7kiz0uBgHtmOd3zUnPbi4h0SdbWfhCCG0XMy6vtWE7FmJZ/aLeUPryli2izmVRjTJoxJs8Ys8kYs9EYc3f4eG9jzEpjzLbw9+TwcWOMWWqM2W6M+dAY89moa30t3H6bMeZrbXXPItLxRKfNWusCz2XL3LGyMhdIrl4NHo8LULt1c4Hd1Kku+DxdxlNjg85eL8yaBQkJro8fPx7uuMM9b2Rm1h2crn+NtLSWD2RHrnXwIHz1q42/Z0tEnpea+szS3PadjfopETml+mkyfv/JI5AdsUhRV//wlnOCsW30P5UxZgAwwFr7rjEmEdgAXA98HSi21v7cGPNjINla+yNjzLXAXOBa4FLgv6y1lxpjegPrgUmADV9norW25FTvP2nSJLt+/fo2+beJyNkReT6IDFrffz9kZbkU2L17ITnZBXLWwjPPuCB19mz46U9dQLdgQd0B78b66+iB8ug2kbTiYBAGDXKvNTY4Xf8ajV2zqf/u6IH7zjwgbozZYK2d1N730RD1UyJySn6/C1BTUtyo46pV8NBDtR3L4sVN72ikw+rI/dS5rM3Sfa21B4AD4Z9LjTGbgYHAF4D0cLOngXzgR+Hjv7Muan7TGOMLP0CkAyuttcUAxpiVwNXAc2117yLSPuoHdvXTaO+/3z0H5OXBtde6Z4XkZHfuAw+479GDx03NeGosI8sY6N3bfUU0lrlV/xpnkuVV/9yznS12rlA/JSKnFEltiQShPl/djqWhIkVt9YF9JiOfIp3QWSmcZIwZAlwMvAX0Dz8YABQC/cM/DwQKok7bGz7W2PGG3ufbxpj1xpj1hw8fbr1/gIi0uYaq5ken0aanu2P33ecGs3/9axc8GuO+kpPdV3TfrYwnaSr1UyJykoaKH0V3LGerSJG2lZFzUJsHqcaYXsD/AT+w1gajXwuPRrfa/2nW2settZOstZP69evXWpcVkbOgoQHpyPPBqlWuzahR7mvRova9V+la1E+JSKNONdp5tir4alsZOQe1aZBqjOmG6/ifsda+ED58MJweFVkPdCh8fB+QFnV6avhYY8dFpAtpbEA6MnC9apUrlFReDjk56qOldaifEpEzcjZSdrStjJyD2rK6rwH+B9hsrf1V1Et/BSKVD78G/CXq+O3h6omXAYFwutWrwCxjTHK4wuKs8DER6UJONSDt9bqCSQkJEB8PM2aoj5Yzp35KRDqF9tpzVaQdteU+qdOArwIfGWPeDx/7F+DnwPPGmH8GdgNfDL/2D1zFxO3AceAOAGttsTFmEfBOuN2DkeIUItK1nKqA0ZIlsHCh+13rTKWVqJ8Skc6hPfZcFWlHbbYFTXtTaX8Rkfan0v6NUz8lItL+1E91TGeluq+IiIiIiIhIUyhIFRERERHpSKwFv1/bzcg5S0GqiHQK1lpKTpRQfLy45qvkRAmRJQvWWvxlfqqrq9lVsovi48U0ZTlD5LrR16r/ur/MTygUwl/mb/SakXatuYSita/Z3Ou1xb9JREROQ/uiirRp4SQRkVZhrWXeinks/3A5peWlWGsxxpAYn8jsCbPJnpnNgpULyN2Zy77gPorLiunm6cZ3Jn2HX131K0wjVZairwswe/xslly1pKZ9KBRi7stzWbNnDTGeGCyWjCEZZM/KrnNNay3zV8wnb1deg6+39N/cmtds7vXa4t8kIiJN0NC+qCqaJOcYzaSKyFnXWBZTYzN3gfIAq3as4kTlCSqqKygPlVNRXcGJyhOs2rGKgmABebvy8MZ7OXy8iOpqS1lVBSs/XUmgvPENVSPXLasqo7yqnJydOTXtrbXMfXkuy95fRnFZMZuLNtOnex/yduWddM1AeYC8XXmk9Epp8PWWaO1rNvd6bfFvEhE5a5qTLnsmqbVtkZarfVFFFKSKSNtoPBBtOIspMnOX+XQm81fMrxOoeuO9ZA3Lonu37sTFxBHviScuJo7u3bqTNSyL1MRUpqRO4cgxP57yvq5Uf3Ucl6ZMJxQKNZquGrluQmwC8bHxzBg6A2+8exgIlAdYt3cd5/U8j0PHDjGi9wiKThQxJXUKSXFJJ10nY0gGhUcLyRiSgTfee0apstZarLWkD0mn8Ghhg+/ZXA3dY2u2FxHpMJqTLnsmqbVtlZarfVFFtAWNiLS+SL+dl+cGgaP7WL/f9ecpKW6QODfXZTH5y/xkPp1Jn+59OHLiCLlfy8WX4MNaS6A8QFJcEoHyQJ2gzxiDN97rUn135TIxZRI9Vj/KynV7iU3/JYW+P2GMOSmNt+69umASwJfgq2kTnQpsreXWcbdSaStZV7COzKGZDab8BsoDNcFcS1Nlo9Nsrxx0JeWh8kbfs7mi77Ep12lu+4aotH/j1E+JtJHGOpozbdua50qHoX6qY9JMqoi0uoaW00Q0lsWU2C2JULVhTcEaDIakuKQ6s6sLVi7Al+Cjd4/eNV/J3ZMJVgTJ25WH/4SfZz9+hqrMH/DyCz48aWspry4/KY23PmMMyd2TSe6eXCcQM8aw8IqFpPRKYdL5k8jbnceaPWsYkDigwfRXY0xNkHsmqbLR567ateqU79lc0ffYFu1FRDqE5qTLnklqrdJyRdqMCieJSKuL9NuRmdTofjuSxRQIuOPGuJnX7/8wyNZQiH49pxGyRQQrggAnBXu+BF/d94r3MiV1CsveX0b/nv1ZV7AWbyZkDcuqKYgUncbbHL4EHzOHzSRvVx4zhs4AA/m78k+b/hpJlY3MpDbnvaPPbc57iohImDGweDEUFEBa2qnTZRvqlJrzPi09V0ROSUGqiLS60/XbxtTNiAoEYG2el5RLMjlIHtedn1kTkJ0u2DPG8PA1DwOwtmAtmUMz8SX4WDJrCQuvWAjQ4tlAYwzZs7LrpPE2Jf21/nnNee+WvqeIiIRZCwsWNLzmpCH1O6XmOJNzRaRRWpMqIm3K2tMPMkfWsObmWaZmBHh4sRePp3ZtaFOCtNZYPymtT2t9Gqd+SqSNaK2oNIP6qY5JM6ki0mZOVUApWu3Mq8Hr9dVpE1kXeTpNbSciIl2Yte4rPR3y87VWVKSTUpAqIm2mOfuRK2NKRETOSPTIaHo6rFrlOhZl14h0OqruKyJtRoUPRUTkrIkeGc3Prz3WRZe2iXRlmkkVkVYXvQ5VhQ9FROSsiC4tn54OixbVpvyerniSiHQoClJFpFU1tA5VabwiItLmokvLWwtZWU1bbyIiHY7SfUWkVTW0DlVEROSsiBQ48Pm03kSkE9NMqoi0quhsKz0XiIhIu6i/YTe4rWkia0+asj+aiLQbzaSKSKuKPBfk5ja+BMha96ygWhYiItJkjXUejR2PLhs/f77bO3X+fAiF6v6uzkikw1GQKiKtLvJc0FiAqmcDERFplsY6j1AI5sxxqTuNdSr116EUFGhdikgHpyBVRFqsJTOija1Z1eyqiIg0qqHOw1qYOxeWLXMdSG5uwwFn/f3Q0tK0XlWkg1OQKiIt0tIZ0Yb2TtXsqoiInFJDnUcgAOvWQf/+cPAgTJ1aE3BWV1fzYeGHHDl2BAvYxYvxv/widvFi8Hjq/G6BkhMllJwowdbrgKy1+Mv8NcettXXahkIhdvt3EwqFTrrl+uc2R0Pv29RrteR9z+Re21NnvW85PRVOEpEWaWhQuynV/evXsjDGDYC35FoiInKOaKjziASuubluu5mlS7FA8bEjjP71aA6fOEyMiWHO5Dl4jIf83flkDMlg8czFLFi5gLxdeaQPTgdg+UfLAZg9fjZLrlqCMQZrLfNXzCdvV17NefNXzK9pe9v423ht12tsObKF0X1H88633sHjcfM/9c/NnpWNaWKBpobeN3K/p7tWS973TO61PXXW+5am0UyqiLRIQ4PaTVV/zeqZXEtERM4R9TsPY2DxYkJTL2P3pnVU/3Ae81fM4/InL+fwicMAVNtq/rHtH+TszCGlVwp5u/IoCBaQtyuPlF4p5OzMYcWOFZRVlVFeVU7OzhwC5S5lOFAeqGkXOS9nZw7lVeWUVZXxyvZX2Fy0mZ7derK5aDMFwYKaW61/buSaTdHQ+zb1Wi153zO51/bUWe9bmkZBqoi0SFOq+DakobWnLb2WiIic20J+P5O7PcXoGVuYGHqM3O05DPYOxhN+xI0xMVw74lpmDJ1B4dFCMoZkkJaURsaQDAqPFjJj6AxmDZtFQmwC8bHxzBg6A2+8Gyn1xntr2kXOmzF0BvGx8STEJnD18KsZ3Xc0xyqPMbrvaNKS0mruq/65kWs2RUPv29RrteR9z+Re21NnvW9pGtNVc7gnTZpk169f3963IXJOOd22c5G1p5E9VBWQdn3GmA3W2kntfR8dkfopkTO3u2QXo/9rOD3LLcfiDbde/HXeLXyXKwZdwR2fuYPUpFR69+gNuJk3b7y3JpU38juAv8wPgC/BVydlNLpd5LzottZaCoIFpCWl1aT6NnZuczT0vk29Vkve90zutT21xn2rn+qYtCZVRFpFUwLQlq5jFRERAU4aDU3zDmL0gIvYfHgTo/uN4bHPPUZpZSneuCRMMAg9akdNfQm+mssYY+r8ntw9ucG3q9/OGFOnrTGGwb7BTTq3ORp636ZeqyXveyb32p46633L6SndV0RaRWNby0TT2lMREWmxBkrBezwe3vnWO2yes4V3vvUOMTEx+OK9mAULVDJepBPTTKqI1HG6lN3GRALQyExqQwFoQ8UZ20pL/x0iItJBNZKO4/F46s5mKm1HpNPTTKqI1DiT/UqbWvyofnHGtqB9V0VEuqCmpuMobUek09NMqojUONPB50gA2hKtWbRBg+giIl1QA+k4oVDo5MJFZzNtR0TahGZSRaRGUwefG9pG5kxENuTOfDqT+Svmc6ZVxzWILiLSRUWl44RCISY/MZnRvx7N5CcmEwqFGmwnIp2PZlJFpEZTBp/bYhuZyIbcfbr3qdmQ+0yq9WkQXUSkk2uosEC9YwXBAjYXbaZnt55sLtpMQbCg0Uq7ItK5aCZVROo43eBzU6r4NldSXBIGw5qCNRgMSXFJZ3xNDaKLiHRSDRUWaOBYWlIao/uO5ljlMUb3HU1aUlp737mItBLNpIpIs3i9kJ4Oq1ZBVlbrpNIGK4KEbIhpadMoOl5EsCKofc9ERM5VkdHQ/v1h5Uq3vsQYd6xPH2xeLoFDe/CeN4h3vvXOyWtSRaTT0//NItIiTV02GgqF2O3fXbNWyFpLyYkSSk6U1Kw99cZ7yRyayZETR8gcmok3XotIRUTOSZFZ0yuvhA0bXHGBRYsgMRGMwa55g/lj95H55+uZv2I+xhgG+wYrQBXpYjSTKiLNEghAfj6kprrvp6qcGylqsbloM6P7jubtb77NgpULWP7RcgBmT5jNkllLMMaQPSu71ar7iohIJxRd9GDKFLeuJNLZ7N0LoRAlV0zm1X5vk9ZtQqvUMBCRjknDTiLSJNZCSQmEQi7dtymVc+sXtdhYtJGcnTmUV5VTVlXGqh2rCJS7Ra3GGHwJPgWoIiLnquiiB+vWwfTptZ1NWhqhzHRmjnqHLUkV5O9fw5WDr8Qbl9S65eZFpENQkCoip2UtzJsHI0fCqFHu91WrTl/Zt35RizF9xnB52uXEx8STEJtA1rAspfaKiIhTf/+whx+G3FzIzsYawwc/mM2HvjKSyi1UVXL35LmYBQvqFlgSkS6hzdJ9jTFPAp8DDllrx4WP/S8wMtzEB/ittZ8xxgwBNgNbw6+9aa39TvicicBTQHfgH8Dd9kw3URSRRjVU9d/vhxUroKzMHVu5Eh544PSVcz0eT01Ri9TEVH6Y80Pe3PcmN4+5mQVTFzDYN1gzpyIi4jS0f5jPh7WWe1+5l/96+7+wQEk8XOSPYVDQnFxuvrH1JyLSqbTlTOpTwNXRB6y1X7LWfsZa+xng/4AXol7+NPJaJEAN+w3wLWBE+KvONUWk9TRW9X/RIjh0CKqqoKICDh50x5oyXOTxeBjsG0xpZSl5u/JI6ZnCnzb/iS/87xdYsHIBGnMSEZEakf3DoCaNN1Ae4O/b/46ltr94OObzeAYPrjvz2hrl5kWkQ2izINVauxoobug146ZOvgg8d6prGGMGAEnW2jfDs6e/A65v5VsVkbCG9kCNFEqaOBGGDYOhQ2HSpNqiSadjrcVf5icpLomMIRnsK90HwMDEgTVFL0RERGrUGzH1xiXxT8P/CYMBA/Ex8Uz5+bPg8biZ13BKsDbGFuk62qu673TgoLV2W9SxocaY94AgcL+19nVgILA3qs3e8LEGGWO+DXwbYNCgQa1+0yJdXWQ5UF5e3UHpyLFZs9zv+flNG7S21jJ/xXzyduWRMSSDxTMXEygPsOi1ReTvzidjSIbWpIqISF31RkxNMMivrv4V902/j81HNjNl4BRiY8OPsNEzryLSZbRXkPoV6s6iHgAGWWuPhNeg/tkYM7a5F7XWPg48DjBp0iTlEIq0wP33uy+fr3ZQevFiKCiAtDR3rP6a1YZYa9kT2EPuzlwGJA4gb1cewYogyd2TWXLVEm03IyIiDWtgxNQYQ99efZnea3p7352InAVnPUg1xsQCNwITI8esteVAefjnDcaYT4ELgX1AatTpqeFjItLKoreny8hwmVOR4wsW1D1+ukHrUCjE3JfnsnbvWjzGw4HSA2QOzayZNY1sNyMiIgKcXLUvO9utSRWRc1J7bEEzA9hira1J4zXG9DPGxIR/HoYrkLTDWnsACBpjLguvY70d+Es73LNIl9fQetRTHa/PWvc8EQpZ5r48l2XvL6P4eDEhG+LPX/4z2bOyNWsqIiIni4ySZmTAnDluQ26Ahx6CrCxtLyNyDmqzINUY8xywDhhpjNlrjPnn8Etf5uSCSVcAHxpj3gf+BHzHWhspunQX8N/AduBT4OW2umeRc1n97eki600bOx4tusbF3AUB1hSsJdYTS0GwAGstaUlpnSJAjRR5UsVhEZGzKBBwxY/8fli2DObOdT83ZYRURLqkNkv3tdZ+pZHjX2/g2P/htqRpqP16YFyr3pyInKSh7elOdTxa9Gzr2jwvky+fytaiLaQmuWz9YEWww6f31i/ypJlfEZGzxOuFqVNdgNq/P6xb545Hr0tNSoKSEnc8umiCiHRJ7VU4SUQ6oMaKJJ6ueGJ0jYvMDMMvP/8wcXGwtmBtnbWoHVmgPOD2ce2VUrM1TkcPrEVEugRj4OGH3c9r18KUKeD1YhcvJnC4AG/fVMz8+bB8uWszezYsWaJAVaQLU5AqImfs5NlWD49c+0inquDrjfeSMSSjZia1MwTWIiJdhsfjAtW5c2HtWuyC+cyfBXm78skYMIXsVa9jyspch5OT4zocbT0j0mUpSBWRVlF/trWzVfA1xpA9K7tTBdYiIl1KMOhSfQcMIPB6DnkXGPr0Oo+8A2sJZF2Ob3mhazdjxuk36haRTq09qvuKiHRIkcBaAaqIyNljraX4eDHbKw6zOmMY2/3bqZh+GRW2mjf2vIHBQ9Lih2HrVvcVSd1RkTuRLkszqSIiIiLSLqy13PvKvTz6zqNU2ApIAq4C2AZF0KtbL6qqqwhWluJLTm54U28NLIp0OZpJFREREZF24S/z8/L2l12A2oBjlceYPHBybZ2Apm7eLSKdmoJUERERETnrrLUsWr2IIyeOYDh5NjTGxDD+vPE89rnHapdhNGXzbmk+a93etEqhlg5C6b4i0mqstSo8JCIiTRIoD5C/K5/J509mb7CApz4dy9H33uL8i6/A96/ZHK06xiDvIDyeqDmVpmzeLc2jFGrpgDSTKiKtwlrL/BXzyXw6k/kr5mM1GisiIqcQ2fqr8FghM1Ov4OK8rVyRMJrheR/Rt7obQ5KH1A1QIyLl5BVItQ6lUEsHpCBVRFpFoDxA3q48UnqlkLcrj0C5OjkRETm1+6bfxwtffIHF/7QUk5GpNN72oBRq6YCU7isirSIyIp63K4+MIRm1RS5ERETqsdYy79V5LP9oOQCzJ8xmyeJsTDCoNN6zTSnU0gEpSBWRVmGMIXtWttakiojIaQXKA+TszKG8qhxrQ6zasYpARRCfz9fet3ZuiqRQi3QQSvcVkRaz1uIv89esPzXG4EvwKUAVEZFT8sZ7mTE0i/iyChJKT5BVEIs3Lqm9b0tEOggFqSLSIiqUJCIizRK1zYkxhiWXPsDWl4ez9eN0lrwScqm+IiIoSBWRFlKhJBERabLINieZme67tRivl+TJV5C8r9gVTVLBHhEJU5Aqcg5pzb26a7YOOFrIlNQpJClNS0REGuto6m1zYktK8C+Yi127BqZMgcWLVbBHRGooSBU5RzQwiH1GjDEsnrmYKalTWFuwlgUrFyjlV0TkXNZQRxMJWpOSarY5sRnpzFt9P1eGnmTepX7surWgVF8RiaLqviLniIb26j7TQn7BiiDr9q5jQOKAmpRfX8IZXlRERDqn+h2N3w8PPeR+zshws6XBIP5u1Sz/ZRpl3ctYHreHhenXkJyU5NprCxQRQTOpIueMhvbqjgxwh0ItSwOOTvnV3qgiIue4+h0N1A1ag0E3OlpaChUVmJgY8Hhg/gJYsKD1Un1EpNPTTKrIOaL+Xt3gngVyc90zgrXumSI7u+mD2NobVUREajTU0WRk1M6kho/5zhvEbDOBnGObmZEwGl+5cZ3RgAGtl+ojIp2aglSRc0j0Xt1+v3sW6NsX1qyBadP0bCAiImcouqOBukFreCDTeDwseWg9gUN78P7yvzA33eRGSw8ccLOpqvIrcs5Tuq/IOSqSlVVUBKNHw5Ej7vfIsqBTZVtZa/GX+QmFQtorVUREGhcJWutl2hiPB1+CD5P/mksHthb+/OfmpfOISJelmVSRc1R0VlZSklsqlJTklgXl5bkdAR5+2A1uR7PWMu/VeeTszOHytMt5c9+bdfZKVeEkERFpkLV1Z1Ujo6WRdOBBgxSgigigIFXknBadleXzQXFxiL+v24XfBnn82VTKTAxPLPVhDATKAyTFJbEnsIflHy6nvLqcwtJCbh5zM2/ue1OFk0REpHHh7WlsXi6BjKl4Fz+M8XgaTAcWEVGQKiIAhEIhsp6fxNZZ77kDFpZV9CH+pdtJiIe8XXl4jIeKUAVHK48Sa2LBwEOZD+HxeEiKS1IBJRERaZjfj81ZyfwppeSFlpHxEmRf8RDG51MhBBE5idakiggABcECNhdtgkh8acDEn2D1vhXk7Myhb4++bC7aTP8e/ekV14tBvkHMnjCb5O7JeOO9LFi5QGtTRUTkZNbCokUEjuwnL7aAlJ7nkbfhjwSuulJbzohIgxSkiggAaUlpjOk7xv1i3Fdy9+7MGjaLGUNnUHS8iNF9R1NcVszs8bN5/Y7XWTJrCcYYAuUB8nbl1VmbKiIiArh03vx8vKMuIqPER2H/XmTsBG/fgbVl5aF2824FrSLnPKX7iggAHo+Hd771Dt/8yzdZs3cNGYMz+PeZ/05y92Sgdk1qsCJ4UkqvN95LxpAM8nblaW2qiIjUshZCIQDMmrVkjxlN4PGVeHf9DLMxv7asfEkJLFoE+fnN37RbRLocBakiUqO0spQPDn/A8D7DeafwHTweT00wGqna21D1XmMM2bOytSZVRERqhYslkZMDW7dCbCxmTwG+Cg9kL6ktL79ggWtz4ABMnAi5ubBnj6r9ipzDlO4rIjW88V7Sh2SwL1BIejNnRI0xbs87PVCIiAi4IDQvD847D6qq3J5mkT4iUl4+GHRtBg50x/fude1uuEHrVUXOYQpSRSSKgRXZ2KdyYUU2tVWUREREmimyD+qRI3DRRTB4MMyeXbeab6RNYaF77aWXXGCaklJ3vaqInFOU7ityDqq/n3pEIAD5eYbUFB/54WcD7QwgIiKn1FinYkztPqhJSQ0HnNFtvOHsnYwMF6BmZNQeE5FzimZSRc4x1sK8eXDFFe57dCZV9IC2ng1EROS0IutOMzMbTs+NpPUaAw89BFlZJ7eLbhMJWnNzVTxJ5BymIFXkHOP3w/LlsGsX/O53rqBihDGweLHlxZf9LF5s6zwbWGvxl/m1B6qIiNSKrDs9XXpuU9tB3aBVRM5JClJFzlFlZS5gvf/+2gFtay0LVs7nhj9nsmDl/JqANBQKMecfc8h8OpP5K+YrUBUREaepKThK1RGRZtCaVJFzjM8Ht9wCTz7piimuW1e79jRQHiBvVx4pvVLI25VXs6XM3Jfnsuz9ZfTv2b/meENb0YiIyDmm/prSyOxn/XWqjbUTEWmAZlJFzjHGwMMPwze+4QLTzMzaAW1vvJeMIRkUHi0kI7wFTaA8wNqCtfTv2Z+Dxw4yJXVKs7amERGRLq5+em5j61SVxisiTaSZVJFzkMcDjzwCfr+FhADWJhEoD+KN95I9K7tmBtUYgzfeS+bQTHJ35nLtiGt5+JqHtReqiIg0zu+HnByXrhNZf6pS8SLSDApSRc5B1roAddHb88nflYfBELIhModmkj0ru04qrzHmpMBVRESkQdbCokVw4ID7mj1b609FpNnaLN3XGPOkMeaQMebjqGP/aozZZ4x5P/x1bdRrPzHGbDfGbDXGXBV1/Orwse3GmB+31f2KnCsiWVhXXOXn92ty6NO9D5uLNtO3R9+a9ab1GWPwJfgUoEqXo75KpJUFApCfDxMnwnnnuep8xlBdXc17+97j9Z2vU1VV1d53KSIdXFvOpD4FPAL8rt7x/7DWZkcfMMaMAb4MjAXOB3KMMReGX/41MBPYC7xjjPmrtXZTG963SJcWCEBunqX0kkWUVB7g/cIDjO47mqLjRWQOzeyQ602ttQTKAyTFJRGsCDZ5RjdyXmvMADd2rea8R3RbQLPTHcNTqK8Sab56hZGstRQfL2Z36S786YM4mvcK51d6SHxoLtu+/DluX/U9SircnmcJMQmU/riU2Fgl9IlIw9rs08Fau9oYM6SJzb8A/MFaWw7sNMZsBy4Jv7bdWrsDwBjzh3BbdfwiLZSYGGJ0xof8yf6DATEXk5x4gJVfXYnH4+mQAZO1lvkr5pPXQFryqe41+ryMIRmnbd/Ue4i+VnPeI7pt+uB0MJC/K/+M703OjPoqkRaIpOTk5UFGBnbxYu559V6Wvr0UiwUv7v8AAJ6Ffzzrfgx/zJVVl/Hm/je5fNDl7XDzItIZtEd13znGmA/DKVbJ4WMDgYKoNnvDxxo7LiJR3BrT6P1O6/4eEQqFmPT4RJ5LuphK71b2d8thysAp+BJ8HTadN7ItTlPSkhs6L3o7nTO9h/rXas57RLfN2ZnDqh2rWuXepM2orxJpTCDgAtSUFMjLI3C4gFe3v+oC1FOx7ivBerhswKVn5VZFpHM620Hqb4ALgM8AB4AlrXlxY8y3jTHrjTHrDx8+3JqXFumw6lf6D4UarvwPUBAsYFNR7eROiBDPb3qe+SvmY+tHtB1EZFucIyeO1KQlR7bHacp50dvpnOk91L9Wc94juu2MoTPIGpbVKvcmbaLN+ir1U9IleL2QkQGFhZCRgbdfGlcNvwqDqQlEgZqZUwATgrdWDGT1xkmU/nUssceOtcedi0gncVYXA1hrD0Z+NsY8Afwt/Os+IC2qaWr4GKc43tD1HwceB5g0aVLHfOIWaWX1BrQpKKj7e3Tl/7SkNMb0HcP7h96vOb+yqpKVO1YSKA/Uqerb2lq6PjS6unBz1qS2ZlXixq7VnPeo3xa0JrWjasu+Sv2UdAnGQHZ2zZpUYwz/cdWvWPj3ALv/+jT+FC9HvT04/z9+T+KTT/LpB68xc8IX6HZZnCuqlDFTFX9F5JTOapBqjBlgrT0Q/vUGIFJN8a/As8aYX+GKUYwA3saNwY0wxgzFdfhfBm49m/cs0tFFBrTz8iA9HRIT3ff8fHc88hxgrSVYEeSdb73DRwc/YvHaxfzf5v+jLFRGXEwcSXFJp30vay3+Mj9As9KDz3R9aKS6cOR9W3LemWrsWs15j/pt23JQQFpOfZVIExjjOphIoBoM0mfN+/SJGQwfH4Q7boWxGbAkg5GRAktQp9iSiEhj2ixINcY8B6QDfY0xe4GfAunGmM/gEkF2AXcCWGs3GmOexxWZqAK+Z62tDl9nDvAqEAM8aa3d2Fb3LNIZRQa0/X63Nd2MGS5IXbXKzaAaA9XV1Xzn79/hnf3vEGNiqApVMW3QNEb2HUn/Xv05cuIIwYrgKYMmay3zVsxj+YfLAZg9fjZLrlrSpGCzobWbCtCkI1BfJdJC9YonsXixW2eSmwvXXgsPP1wbiEbSeer/LCLSiLas7vuVBg7/zyna/wz4WQPH/wH8oxVvTaTLMcZ95ee7NN/8fHjgAXcsFArx2cc/y0eHPqJnt56cqDpB99juHDh6gJvH3Mybe99s0rrIQHmAVTtWUVZVhsGQszOnycFmZD1mZCZVazClo1BfJdJC9deaBIO1KcBJSe53zZiKSAtpgyqRLsLrdTOoOTluNjWSWVUQLOCTI58QHxPP0cqjxHvia2Y/H8p4qMlbz3jjvWQNy6qZSZ0xdEaTg83WXB8qIiLtzFr3lZ7uAtSpU11gGkkBjp5hzc5WoCoizdYeW9CISBuq/yyQlpTGmH5jAOjTvQ89YnsQFxPHreNuxRjT5KDRGEP2zCW8/dWtbPne1ian+kafH1nH2tgWOafT3PNas31jrzXnPaLbtvRvICLSrqyFefPgyitdOfmpU2HdOliwwL0WCLiU3z593He/Xx92ItJsClJFuohAwKX5DhzovgfCW296PB7e/uY7rPzSW6QmpnJp2qUM6DWAylAlWb/LqrP9zOmCtAULDDdem8zPFiZTZ2+BZqi/ZU5zAsjmnNea7Rt7rTnvEd123jz31dy/gYhIu/P7Yfly2L3bfX/jjdqUX7/fBa7GwJo17vuiRfqwE5FmU5Aq0kXU27auJt03FLJ8/4dB5nxpHDEFWRQeO8ilKVewdu+6OoWMIkFURgbMmeOeM6LVX34UCYIb01jAW/86fr+rGHy6fVqb+/6t2b6x15rzHtFtc3JcYaum3puISIdjrQtCL7/cdTzp6S4gTU+HPXtgyhSoqtKHnYi0iIJUkS4iUuU3N7d2CZC1lrkvzefJ6kwClyyg+pXFTPwol/UPPYxndwaFRwtrChlFMrT8fli2DObOrRtgNhYEN6T+rGFJSe21oq+TnmFZ9PZ8Mp/OrDOj29D1Isufmvr+zWl/un9fY681528S3XbGDMjKavq9iYh0GD4fzJ4NQ4fCV78KDz+MXbUK/w+/j83LhdJS15F88IH7oNOHnYi0gDnd7EVnNWnSJLt+/fr2vg2RdmMt7D7o55JfZ+Lfm0KoZyFfs7m8vdpHaioUHrT8+eUAg87z1qwTnTPHBaj9+0Nysgtao3cLiCw3Ol3BRr/fBaj9+8OGDTBggAvMsrMBLCUn/ASDrs7GjN9nkdIrhcKjheR+LfekasHRuxykp8PChbVb6zT2725O+/rnNvbva+y1pv5N6reFc2O7QGPMBmvtpPa+j45I/ZR0OpEPsajqvRZq98HeESL74a2Y8/q7D7f8fPcBfC582EmnpX6qY9JMqkgXFAnUrpvlpfSjDBL6FuIrySDOejl40AWOGemGQef5aoofGeO2tbvjDhegNjTobUzTAr7IrOG+fe73gQNrU3vnvTqPUb8eySW/H8lDqxeRPji9zoxufdFpsvn5tdvtNKa57Zv672vstab+Teq3bc55IiLtLjpFZsGCmg4icGhP7T7YwwyBb9zmOpFLLqmt+KsPOxFpJm1BI9LFWOuWA+XlQepAQ+HabPrvDXDFpV7eXGeYNMkFjwsXnvzM4PHAI4+cetD7dDOH1loC5QEWL/YSCBgWLXLBYkYGkBAgZ2cO5VXlWCyrdq4i/+v5PGAeaLTKcCTgjexm0NS03aa2FxGRJji5oAA89BDevFwyrvaQN7iQjCGZeP/5FzBxoiuq9O678M47rnMREWkGBakinVQo5ILRpCQ3aO3WoLqB7lW5llCcn91HQsz6Yin/9a+DSE42fP/7bqeAyD6qJSXuWtGD3JFB74ZEp9I2tP1dKBRi7stzWVuwlsyhmWTPyiY721BQAGlpYIyXGUNnsPwjt9dq1rCsmm1pGhNZa9vUbLHmthcRkSaoPwJoLaxciRk4kOxXCgm8/Ge85w3C7NkD27ZBr16weTMUFMDgwe199yLSyShIFemEqqvhs5+FjRuhWzf4znfgV79yA9srVlpKp8xjT+/fYeP9bLaw8r8u4tZj77B2rYcpU+AnP7HMmR/gj8u9GAyzZ8OSJacP6BqqZhsJaK21zH15LsveX0b/nv3J3ZmLvyzAQ/f7ooJaw5KrlrDwyoUApw1QI04VOLdGexEROY3oEcCkJDdiWVgIhYWY2bPxnTfItUlLg9GjXYA6ejQkJtZWAhYRaSLlX4h0MtbCnXfCRx+5YLWiAlauhJISy78sKqHg6C4K4l/FxJUB1YDlMJt4dW0BKSnw/J9CjPjBHB4rzyBw6XzKyi05OU3bGeBU1WwD5QHW7V1H/579OXjsIFPTpkKZ96Sg1hhDcvdkkrsnNylAFRGRDiIyAhgMunUckya5yniR9SPWutfefhs2bYIrrnCpO9ojVUSaSUGqSCcTCMD69S6TCiAuDmbMtNz/+jyeiB9JcPYYQt5P8XgqXAMTIsGTyKypqezdZzk2fS7BYcuw8X6qB+USlxioSf89nYa2uYnwxnvJGJJBcvdk7vjMHTx8zcP4fKbJW7SIiEgnET1iefnl7vfozba//3032/raa9ojVURaROm+Ip2M1+u2nQOX8nvffWC6+7nuxRWY+ONYKoilB4OTBlBcXkR5VQU94iw//VGQe35ouOTRdfjL+hNKOsjXxl/L4kXemjWtTdFYKq0xhuxZ2QTKA3WKIGl9qIhIF2MM/PKXLq1n7VpX7ff+++tutg1uH7BI5TyNUopIM2gmVaQTijwL+Hxw2RTLmLseZMvh7VSZYxhj8dh4it/P4sSJWGJjYjDGYAwM7u9l9rQMRg9J5tuT72BxxsMkJ5szDh6ttfjL/MDJ60yjdx+w1j2/KOtLRKQTs9bNlj77rPtQz8tzx6dOhYMH3SbZ69a5NOCGUm9ERE5DQapIJxLJpsrKcn3/qlVQZgNUpK4iFKp2bbDY0v5MOvwwPT+dTVriYGaPn10TPC6ZlU3+HbnEr3qE9HQP8+adOmiMBKC2gUbWWkpOlDBvxTwyn85k/or5DbaLvvfMTC1PEhHp1AIBN4Pav78LSqdMcaOR0Zttp6e7tkqjEZEWUJAq0olEquv27w+rV8O0adDN9MJTPAo8IQAMhqqkT1m/ZR9mxRKu2LGa7FlLomY3DYGDPp5Zbti9221l5/c3/H7WWuavmN9gABp57cqnrmT5h8tJ6ZlC3q48AuUNrztqqDKwiIh0Ql6vG3H0+VxQunRppDKe22x71SrXLitLo5Ii0iIKUkU6Ea/XDU5v2OAGr7slVOO5dwDVI/+IMZYYYjAYxvcbw/m90pg00fBmvo9g0AWokdnM666Do0fdXqunEigPkLcrj5ReJwegkdcGJg4EYF/pPjKGZOCNb3jdUWOVgZUCLCLSwZzugzlSRS8vz82e/vCHtWkykdfz8zUqKSItpiBVpBMxxqX5DhjgKv+/un4jR8qLAJfmOyx5GO/d+R7vfmc9V830cPBg3YAwMps5cKB79qiqclvaNVbPIlKxt/Bo4UkBaOS1g8cOMnv8bPK/nk/2rOxGt5VpqDKwUoBFRDqYpn4wR29HUz9N5lT7lYmINIGq+4p0Mj6f23YuLw+uzhhLUUIfjpQdASCOXozpO46YGA+LF1v2HAqQFOcFXOAYeW5YudJtYfOZz0BRkXvGaKxi7+KZiykIFpCWlIYxBmttTQXf6Nc8ntOPedWvDNxQCnBD9yEiImdJcz+YvV6qM65g4zuvMDbjamIia1BV2l1EzoCCVJFOpm7fH8PC41uZ9uQ09m1OZWPhESZOC/LuWi8LcuazfE0e7Mxg9nnZLMk2Nef6/bBokcvGysw8eZA7EogmxSWxYOUC8nblkTEkg8UzF9f8nj4kHSzk784nY0jGKWdRGxMJmvPyNNguItIhnO6D2dqa4DNkLTuLd3Lpecs5knWEfj2KORBaQkxMTOP7lYmINIGCVJFOIuq5oE7f37tHb6an/BP/symP+P2ZbP3Qy8ZPA6z6NI+ywymYAXnk5AcIBHw1W8EkJ8OSJQ0PckcKIuXtymNK6hTW7V1Xsya1IFhQs0Z11Y5VWCypSak161V9Cb5m/zs02C4i0oGc6oM5kgqcl0co/QomXZDHB0UfE7IhjIXDxw6z8fBGJqRMaL/7b6n6nZOItCutSRXpBKKXCM2ZU7fgkTGG39yQTe+Xcil/KZukRMOYYV6yhmUQ36eQ+AMZzJjubWCW0mLj/RQXh9hV6CcUcuuOooslrS1Yy5TUKTVrUtOS0mrWqGYNy2LG0BkNrldtyr8jstQpeh9VERHpABrb4DoqFbjgz79jc+GHGOs6JGugT7mHsd0Gtuutt4gKJIh0OJpJFekEIs8FJSWwbJk79sgjABZ/WYDAQS+pfX2MGuKq9gaDhrKXskl5J8D0yV6yF5vws4ZL403slsj3/jGHP7yTT7AoARNbyYSes9jwsyV4472kD8lg1ad5ZF2QSfbMxQQrgnjjvRhjyJ6VXbMmFaj5uSmpvlqDKiLSiUTNnJKRAYsXu+85OaQd9TC6rBcf9jhKgonh5j2JLEu+nZjevdv7rptPnZNIh6MgVaQT8HrdXunLlsF558Frr8GuXZalW+ez/I082JUB+7M5dtQwejTcdx88/bShf38fb65zhZG83to03urqaj48/KHLpTgPrDW8X72DXYX3M3RAb1iRjX09ANO9mFmmThqvMbW/WwuU+SC+6f8OrUEVEekk6gdvwWBNYQPPokWsX5XLnoyJJP2/X5BcGYPprGkx6pxEOhwFqSKdgDFuK7pQCJ5/3u2ROnl6gGM351FenEJsch6eigCTJ/oIBOD1Nyx90wIUFni59lqD11ubxtunex/ydrxe7w0ATwWlFUECgd7k5xlSU3zkn2JAuf4Ae2RbmdP9O7QGVUSkk2goeIsqbOAJBBjSFT7M1TmJdDgKUkU6iUif6fe7YLVsvxc2Z+C5II/qTzNI6uZlwwYYNdpiZ83jUPlKhsVezr13/wxrk2v2Nc35NI9Y/xiqe22C2HKwgLH0sWMZlzYIj6dpA8otzY5SwUcRkU6igeDNhkIUF+5iV1UxhccPcknMJfTt1bfZ1d07HHVOIh2KglSRTiIQgNdfjxrgtYaea7OpeivALZ/38tFAQ79+sD9QQqH3d1RXBNkc+pjhj/wvF5uvs/6hJWTPysZfFuD/3ZfEU8tKCF7yIzj/HYZ3n8zH//YYMTGullpTBpS9XkhPh5wct2+r16viiCIiXU5U8FZdVcW3HpjA0902EzJEtuDm7sl38x/X/EfnD1RFpMNQdV+RTsBaN3saF+d+j4+HcePggmGGf77Nx1PLDBlZIfYd20XMjPsIVPipspWucVwJ75WuYM+hQM16Ug8ezvf2Ifn1J0hd+RoFjz7BPffE1BQ0bE7F3UgbFUcUEemarLUUHS1i7MOjWBYXDlDBZeJYeGnbSwTKA+15iyLSxWgmVaSDiwR/K1dCYaFLwT10yKXYGmOp7lbCR3v85A+/mU+9mzAG+vfoz/6j+90FDLD3UhK7havxBiA/HwYPhkOHDIcLfKSkwNq1DafsNjY7GrnOwIHue0GBiiOKiHQ11lruffVefrP+N5RXlzfY5rpBs5q0DZmISFNpJlWkA7MW9uyB3FwXDFoLBw5AVhb4fJYH35pHSnYqFz91Ie8ffA9joDxUzuFjhzEYsB44NIHeax7H43ERZqQOxsGD8NWvwh13uGAyM/Pk9aenmh2NXOfAAVd5ODXV/R4JpFUcUUSk8wuUB1j56UoqqyvrHB8WhJfWpHKo9Nv8xxd+rVRfEWlVmkkV6aCiq+d6PC4YHDQIqqrc64HyAK9sW0E1ZUTGm8pD5RgMIUIMqEynMHiIxD/ncfttMTWzmvXrYEDj60hPVRzJGLdl3ty5sG4d/PCH7ne33Y3WpIqIdAXeeC8zL5jJpyWfUhmqZGSfkfz12uUMHTQez9GjtR2J368PfxFpNZpJFemg/H5XlCglxQWsv/ud+z5woAsY/YVJdO8WXqRqqqFoLHGh3vSK60U3TzeOHD9MWvlVpPVN5oEH6q4djQ5KT7X+NDJb2tjsaDDoAtToLfQ66zZ5IiISZi34/dhQCH+Zn4VXLGTvPXvZPnc7H931ERcMuxhPbGztqKUKEohIK9NMqkgHZC0sWuRmTw8cgNmzXaGkjAyX+uvxwOe/FGD7NQV0j+lB2Yk4rtydz8eBf6P/pTlMT82C1Q/w5js+MmeamueI5u5terqt47T/uYhIFxPuKGxeLvNmVLM8eS/ExDJ7wmyWXLXk5LTelu5HJiJyCgpSRTqgSFGiiRNh3z5YuNAFptnZbo3qDTdA//7wcZnB0y0GD7EcPhjD7BFLKN8RYN2TXjLSDbmr6s5stuRZ4lRbx2n/cxGRLiacxhM4doRVpfsoi3Gf7Tk7VhIoD+BL8NVtr9FKEWkDSvcV6YCiixvNnFl3HeigQW5/0r07E4ndOYuE8jSS987mb8/7eGCh4c18HwNSDPn5tem89a/bmsWNmrNdjYiIdCDhtN6aFF1r4cEHYe9evJ/uI2sHJFRBfCXMiB+DNy7p5GtERitzc0+fniMi0kSaSRXpgE43Q1llq9l67fnQo4iqE334536/ZPBg1+hUA9pnY+azsS1rRESkA2lo/YffD888A5WVmLg4frmyghs3wajSGPoM2YLZtKDhQPRUKTciIi2gIFWkg2qszw8E4B9vb4SZh92B7kXc8s+bMGYCUPuc0dzrNqY5QWdz17yKiEg7iN7fbMCA2vUfUaq9vTj/zmMUxZTT93g1Bz7qT4zWnIrIWaJ0X5EOrH4mFkBSElz+mYEQigkfiWH0+QPrnPfQQ24v1TMttHiqfVIb0tCaVxER6UAiH+w33FC7v1kk9cbnc5X6hg5l45dnUBRTToyFoh6wMbhTa05F5KxRkCrSQdUPEEMhKClxP7+3zocvNIZunjjG9xtDcndfzXmtGSg291ptseZVRERaUfQHu7Xw5z/Xpr0YA0uWwGuvMXbJcvrYeKoM9LHxjP3zWrjvPjdyGgqdPIIqItKK2ixINcY8aYw5ZIz5OOrYYmPMFmPMh8aYF40xvvDxIcaYE8aY98Nfv406Z6Ix5iNjzHZjzFJzUu1zka4jeuY0+jkiNxfmznUFk373e0vxJXPxx3xMpa1gY9FGvv/K97Hhh4XWDBSbe61T1c9oaFZYRETOsvof7IMG1f2wDq8JMTEx3Dzx61yQOIjbLrkTz7//G4waBSNHwqRJ7tzTpdjog19EWqgt16Q+BTwC/C7q2ErgJ9baKmPML4CfAD8Kv/aptfYzDVznN8C3gLeAfwBXAy+30T2LtJv66zkXL64tgjR1Kqxd6wLXkuMBjsS+BuFnCoPhjT1v1GwN0JrFkVpyrYbWvGqtqohIB9GED3YbCvG9F77JYx8vwwKPv/NrHnhtBL1PnHDtN2+Gyy8/9V5m+uAXkTPQZjOp1trVQHG9YyustVXhX98EUk91DWPMACDJWvumddNEvwOub4PbFWl39VNrg8HaWcmHH3aB6qFDMKBfL/DtAONGpmNMDFMHZBI67q0ZrG7NbWFa41paqyoi0oGc6oPdWornf5d/rHUBKkCFrSbYzcKJE1BZCaNHQ1HRqVNsWvLBr5lXEQlrzzWp36DujOhQY8x7xpjXjDHTw8cGAnuj2uwNHxPpchpKrY08R3g8LlC94w7oOWgTxJaDBSxY/2Cen/MAo0YZ5s1z61Y7Wv+utaoiIp1D9ZEjjI59nD1RW6KOr+7NoLI4t+Zk+HDIyXGB56lmR5v7wd/cSn0i0qW1yxY0xpj7gCrgmfChA8Aga+0RY8xE4M/GmLEtuO63gW8DDBo0qLVuV+SsiM7ASkqq/R4Mur7d44FHHoGiotGM/J9kSsqKwcZQufVaKoI+DPD737tnh5kzzzyzqjX3Oz0b+7OKiEgzNfBB/1HRJg73qG0SUw0vfP9NPCd+6wLTWbMgOfn0H+TN/eBvaOZVW92InLPOepBqjPk68DkgK5zCi7W2HCgP/7zBGPMpcCGwj7opwanhYw2y1j4OPA4wadIkDcFJp2OM68sjy3iMcUUUMzPdGtWSkmqy/jgRf3kJhji8u+5g8IFfsT/BYK1rP3DgmffvbbGUSHu9i4h0II180Nteveo0u6AEBh+LbdlIY3M++CMzr5H7UcqNyDntrAapxpirgR8CV1prj0cd7wcUW2urjTHDgBHADmttsTEmaIy5DFc46Xbg4bN5zyJnW2QwuU8fWLMGpk1z61LnzLX84fidlAz+CGMMmEpSJr1B7m+CmHIf1rr9UfPzz7x/14C2iEgXV/+D3u/HAk998LQrzBce6n9/3Wg8gwe3/UijUm5EJEpbbkHzHLAOGGmM2WuM+Wdctd9EYGW9rWauAD40xrwP/An4jrU2UnTpLuC/ge3Ap6iyr3RxkcHkI0dcbYrDh+Hiz1pWrN+Bf+AfAbDhp4erh8/El+DFGJd9tWRJw9u/tPQetIZURKSLiv6gnzIFHnyQwFVX8vJb4U0ZjPva8PRZrMrbmlX/RKRTM7aLLkyfNGmSXb9+fXvfhsgpNbbuMxSCPXugZ0/48U8sy4vuoWLCI+Cpdg0MxBLL1jnbWPLAENata/0K/625JlXOXcaYDdbaSe19Hx2R+ilpd6GQ24R79Wo4eBA7aSL39nmH/xpejMUSbz0c/etYYjNaodCBSAelfqpjas/qviLntMYKGUaOX3KJ22P9yWdLqBj329oANSzGE8MvHkhl2TJX0be1t3bRgLaISBcXDMK6dZDqyn+Yffv51Xm3c+jeg6y+6e8uQE1JbVoHo+1jRKQVKUgVaSeNbSEXCMCqVW47uooKICEInqo65xpcoaTX39tH//5w8KDL1lJaroiINIm17is93XUis2e7ogaLs4mNjeXy8y8jNn1G09Z9aPsYEWll7bIFjYg0XsjQ64WsLDhwACqrLPEJiXhCozkas5UqKt3eqNaSVDWKWZel8VoeXHut20dVs54iInJa0ZV909Pd3mXGYJOSmP/SXPLW/5GMnZbsfrdhVq06fVpNc6rtaS2JiDSBglSRdtJYIcPI8e99r5qfrr+Tl3f9hRhjGFx8C592+yN4KsHG0e/VHH76qgfzgPp6ERFphuigMj8fysth3ToC3arJm/IJKcXl5CUZAn9cju+Bn56+g2nq9jFtsb+ZiHRJClJF2lFDFf1DIcudCw7zpL2UUNIuMGBsNw7zd7cuNRQLVb1Inx6jNaMiItJ80UHllCmwdi307Yt3zRtkjOtDXo99ZBTE4q1oxn6oTdk+RvubiUgTKUgVOctOlelkreW7L/6A/05cWvc4lZAQXrQaE2JMv4E8/D1vhwlQlb0lItLJ3H+/+/J6YcECyM3FjLiQ7A0QiO+D93g1ZvaspgeRTdlHtakzriJyzlPhJJGz6HS1JfxlAZ794KV6J9W7iIGDJ/YTrGjFUr5nQPUyREQ6kciHdlYWLFrkRhh/+UuYOhU8Hsy0y/Gt2YD5299bPx03MuPaGht6i0iXpiBV5CxqrKIvhGcjD3ph36V1T4oEfeGN1WNNLB5Px/lf91T/JhER6SAiW8T4/e7Dun9/WL4cpk93e6WuWwcDBrjvd98NN9zgZlhbe+RR+5uJSBN0nCddkXNAJNOpfkX/yMD2jTcahr3/eyhPdi+EgJCB6njiPPH0ju/DMO8Ibht3G74EX3v9M+po7N8kIiIdRHTKy6JFrqLvvn1w9Cjs2QN//CN89rPugzyyRlUjjyLSjrQmVeQsaqy2RPRs5L59sWz758NsPb6OL/zpOqpNEDzlVFTGUFxxlKOHzuO1gwZ7VccYiG5qvQwREWkn9av55uTA174GM2a4yr5HjxJ6ax070y9i/w++yJT4GGJz8t3rGnkUkXagIFXkLGuotoTX6wa2f7c8RFXPPVz35URs3EBCV3ogLuQaeUIQqqJ71flsOZFPweEAg/vXu1A7aUq9DBERaSfRBYvS0+Ghh1ywmpYGZWWUH97LmGs/ZUf3TbD8OeKTPBw1o4iNpAgrPVdEzjIFqSIdgDFw330hfl09kQrfhwSswVT0xpYMxtPHEjLHoaIXBAcRMEfoV5JJal+NbouISBNEp7xY64ompaRAYSFl//d/9PjDGGxUDFpOiDdH9OTyZ55xRY5mzFChIxE5qxSkinQQQbOHiuQPgRAYsJ7jJHSvJm3luxTtT2L0KMP6NV4mTwty9IiX0lKj2UsREWmaSMqLtW5WNTeXiqmT6PP8xDoBasSoneG1qAMHak9TETnrVDhJpIPwJiSREBtX83t8bHfunJnFq3/x8rUvJnOiOJlxYzwcO+IjK9OQlOSysLTli4iInFYkdRdg8WKqp15Kf+9/c9yeqNMsJaE/3588lz4r18Hs2aqKJyLtQjOpIh2AtUBZMqOPf5eNZa/S/fAV9PvoIV6r/BmrC7JIvyqDVQuz8XoNwSAkJbmdASL7oUeysKxVASMREaknUt030mncfz8ff5SLP7NuswmHIO/+tSSnDMEEg65zCQbVqYjIWaeZVJGzKDKQHZn9tBZKSuDee2H6dMOeJ5Zw6cdrCCx/lE8/ieEDfz594lLI35WH6R7A43HZVsGge9bo06c2Cyt6h4H58zXDKiIiYdHVfXNzIRAgcdLUOk3ynoL3/tib3uUGE+lMFixQgCoi7UJBqshZUj+IDIXc9yuvhN/+FgoK3JZ1+/cDBkyFF7szgwNHC8kYkoE3vjbVKinJPTOsWeO+JyXVfQbJy6vds13BqojIOS5S3ffAAfB44MYbGYKPi/uNJz42nosrkrkicQyetMFw7bWwfLn2SRWRdqUgVeQsqR9EFhS47/37Q2UlhKyFq+Zh/vkK+t42j9hYGLc/m7/elMvimdmYqJHsYNAFudOmue+RbKyMDLd8KD3d7deuWVUREamp7vvnP7tOw+vFk/ca67+cx9aS2ax/OQ3P5Ethyxb3VVwMe/dqLaqItBsFqSJngbXuKz29tgZFWpr7XlQEF10Egy70UzV6OTuO7ObosOV84Ut+DhYaLvuMj/nzTZ1A0+t1AeiRI+57JBsrO9tlci1c6LbA00C4iIgArpNITYV9++C112DfPjzA4Lx38QwYCG+9BRUVEBPjOqzly7XtjIi0GxVOEmlj0fUq0tNh1arafdEj29YlJcHH2+GzywBjKS+Dv/wF7HFISICcnLrV/6PPjV4uVH+HgUiNDA2Ei4gIe/dCaSkkJ7vvpaU129FwxRUQF+dmUkePhnHjFKCKSLvRTKpIG4tO883Pd31+/aDS44GxF3gZa24m9ugQ4rfOJsXnIxRyzwxZWbWzsRGRcxt6hoieVdVAuIiIYC0kJsKYMXDihPs+aBAsXgxTp7qZ1IwM2LwZ3nnHrSPRWhERaScKUkXaWPRa0cisZqSqb0mJ+zkUsnz/7wvwDHqTr06fzp3DsumdbPj2t2HrVhdkZmXBvHm155zOqYJYERE5h0RSembMgOnT4c034e233QhpMAjr1tWOpHq98MMfqqiBiLQrpfuKtLH6qbnggs3ly93Ps2dDGQGesnn0657CBrOO3J8FMeU+vF53XmR96fLlLvV35kzNkIqIyGlENs+2trZS3zPPuI5k1ixYssR1TOnp7lhW1slV/qLXmoiInCWaSRVpQ5F9UaF2VjMQcM8C5eVQVgYrVsDqlV5i9qZTENhH6NN0vPHemvaRmdh9+9x1Bg5UMSQRETmN6H3PFi1y+53t3u32Otuzx416RjoocB3O6tVw/fXu5+j0HxGRs0xBqkgbqb8vaiRjyut1GVfx8e5rxkzL5Ol+jpZarLVs/eTk54bsbDebOns2HDyo5wYRETkFa10gGj0jWl7uNuIuLydUdpydvSrY6d9NqKTEdTDnnefWo/br57apefFFpeyISLtRuq9IG2ksYyoSdJaVwerXLfnd78Gf+hIkFcGBKVSl5hOsCNAbX53rRc6L7Imq5wYRETlJZIQ0N9etOT1wACZOhOefh0CAYwaGz6mmMCmA+d1nubjveN5Jz8CTv9pV9S0qcqOrgwapoxGRdqMgVaSNRNJ0G9oGJhiEdW9avBd8ytpuS6HUQgIw9FVGVdxJWr+kmrbRW9hkZGhgW0RETiEyQjpgQG2A+tZblB07wtJJ8KN/CrczYK1l08GPKGASg1etch2VRkJFpANQuq9IGznVNjC9elnKM+5h7fhRYOpWTjzRbxU/zFmADecHNzQjKyIi0qDokvJTp8KGDZSl9aP7j6ICVIBw13NhWU/S8je4TsrjUVl4EekQThukGmNijDFbzsbNiHQ1DW0DEwrBZ6f52Rz7O4ipPumcIcmDyNuVR6DcRaMNbWEjIrXUT4lEiR4hffhhyMjgSc/mBpveWprKuznD8GRkqXMRkQ7ltOm+1tpqY8xWY8wga+2es3FTIl1ZQQFs/KQSZh496bUR3tGUlJeQMSQDb7x7YGhoCxu/X9lYIhHqp0TqiYyQhjNyvlGQxPcmFdZpsvNvAxn85k7M0aPqUESkw2nqmtRkYKMx5m3gWOSgtfbzbXJXIl1EZIu66P4/JaWS0Jw0iKk8qX18bBw5X80huXsyJuqBIfK8EQrB3Llu33WtTxWpQ/2USH3hjbYTBl7AiRcsjw06Qve9xXytfCjxH26F2FjtgSoiHVJTg9SFbXoXIl1QQwWPwHLbi1+B2Iqa9UBUGYi1gGGbfyulFaX07tG7wevNnQvLlrn92LXHukgd6qdE6vN6IT0dli8nIRTi7r0WeqVBUSH84AfwyCMa6RSRDqlJhZOsta8Bu4Bu4Z/fAd5tw/sS6fQaKnhUfLyY/9v6f66BCX9VJ4L1AJYL+1xIWlJao9dbu9YFqAcPwpQpWkIkEqF+SqQR3/++6zh69nQdyf79bk/UdetUiU9EOqwmBanGmG8BfwIeCx8aCPy5je5JpEuILniUnu5SdT/es9fNoIa/YulG7CdfgaIxdNv4DVbd8i4eT93/La11a1CTktzWdT4f3HGHq4ehAXARR/2USD2RdJ4bb4SYGDh0CFJTXScS6aA00ikiHVRT032/B1wCvAVgrd1mjDmvze5KpAuIFDzy++HBB2HUKCipSIXvG/C4XN8e5RcSfOHXkFBKZVkSP+oX5L8f8eLxuOizfsrw4sXawk6kEeqnRKL5/bByJaHz+rLz+D72fy2DKW8VEHvTTbBwobaaEZEOralBarm1tiJSyMUYE0vtijoROYVg0O0EcOIEVB1LhoPjYMBHUN6To8FueHqUEjruhavm81xcHt3/lsEj12VjjDkpZTgY1BpUkUaon5JzU/0KfZH0mwcfJLRtKxOnfMT7AwDzCXE3xHHsu7nEKkAVkQ6uSem+wGvGmH8BuhtjZgJ/BF5qu9sS6fwis6DXX+8KKHbvDnGJQTAeCKZCTDXdDkx1AWqCH4bm0L9XCusOaI9UkRZQPyXnnkhHk5npvodC7vsVV8Bvf8vu+Ao+juQTWKgIVbDuS1NcG6sxHBHpuJoapP4YOAx8BNwJ/AO4v61uSqQriMyCDhjgnhuuuw6GDkwixhMDPY5A8Uhu8f4XMb38xM54EBIPUNprPelD0k/aIzU3V9vNiJyG+ik599RPtykocB1G796EKsu5/ktQFRPV3sLouKhqfiIiHVRT030zgOXW2ifa8mZEupKkJFeBd906mDo1XJk3LcjWUAgOXILpfoQN/eZSfftq6HEICi/ieNUh7rt8YYN7pIrIKamfknNPJN0mL891OAMHgscDb7zBniTLRyl1m8/e66XPoWOQkanUHBHp0Jo6k3o78IEx5k1jzGJjzHXGmOS2vDGRziiyFCgUggULXGA6ZQosXeqysYr2JwEeGPgG1redzXFP4uldAN1LYNAblB3vRvBQ6z84RO5L2V3ShamfknOPMa6i3pQprsO5+26orIQePUiK6U63EDXbnfWO87Ls14WYF//szlFqjoh0YE3dJ/Vr1toLgRuBAuDXuLSqUzLGPGmMOWSM+TjqWG9jzEpjzLbw9+TwcWOMWWqM2W6M+dAY89moc74Wbr/NGPO15v4jRc6G6KVBc+fWpvquWwelpS5d96VXg3hiq6CyO4RiIaaKkA25CxRciic2hI0PtmowWX/JkgJV6YrUT8k5KxCAN95wHc7atTB9OiQkkGwTuKt8HCMTh3Nr+YUc/NMgYqdNc4USFixQZyAiHVpT90mdbYx5DLcH3QzgEWB6E059Cri63rEfA6ustSOAVeHfAa4BRoS/vg38JvzevYGfApfithf4qUbHpSOKXhoUmUGNFDxKSgov/ynzYndkQXU8VHWjm38CI/sNIyF4ET36Bonbm8n113hbNZisv2RJy5CkK1I/Jecka2HRIjhwANavdx3O0qVwyy0Y4+FXj2znzewjLH/iCLG9z4PNm6FPH1i50qXXiIh0UE1dk/qfwKfAb4E8a+2uppxkrV1tjBlS7/AXgPTwz08D+cCPwsd/Z621wJvGGJ8xZkC47UprbTGAMWYl7oHiuSbeu8hZEb00KDPTZVMFArUzmfn5bj8MmxKCbkchthJPheEft+Tz8BIfK/KDHCrwkjrJ1ASTrbEWNfq+VCFYurD/RP2UnGsCAde5TJwI+/a5/U9LS93MakUFpqwc39FuEBcHhw7B6NHwwQcu1XfRIliyRGm/ItIhNSlItdb2NcaMBa4AfmaMGQFstdZ+tQXv2d9aeyD8cyHQP/zzQFyKVsTe8LHGjp/EGPNt3Og2gwYNasGtibRcpBJvZLs6gIcegpwcN8g9ZkIVr+17lZhx/0d1bKXbDiBpMyahlF9l98bv97FokXveaM1gsv596XlEuiL1U3JO8nohPd11NFlZ7lhSEsyYAcuXE6qqoMBnSLv2Rjz/9nP3ekaGK7CUn996o6EiIq2sSUGqMSYJGAQMBoYAXiB0pm9urbXGmFZbFGGtfRx4HGDSpElabCFnXXQlXr/fzV4OHAh79lfx2mWJEFtGdaSxjcFTNIbEUFrNc8KSJW0TTKpCsHR16qfknGYMrF7t0ngyMuD++wn9+MdM/tkgNiUGGVP0BO881ANP9q9cAKvUGhHp4Jqa7vtG1Ncj1tq9Z/CeB40xA6y1B8JpUofCx/cBaVHtUsPH9lGbdhU5nn8G7y9yVkTSbHNzwTdhDf7Ysjqvx730LL323sxPjYd161zb7GwFkyItpH5Kzi3Wwp49LuDs3Rveesvtd7Z8OaxaxZ6Jw/ggtRyAD86DPa/8nSHBf1VqjYh0Ck2t7jvBWnsX8FfAf4bv+VcgUvnwa8Bfoo7fHq6eeBkQCKdbvQrMMsYkhwtRzAofE+lQorefidSjyM6G55+vYNfUmXUbV3YjYc+NfPFmF6CqqJHImVE/JeeE6I5m/nz4whfcWtS33oJeveDgQdcuECDpxX/QLQTWQLcQJF2eVRuY+nwKUEWkQ2tqdd9xxpj3gI3AJmPMBmPMuCac9xywDhhpjNlrjPln4OfATGPMNlwFxvAiCf4B7AC2A08AdwGEC1EsAt4Jfz0YKU4h0lFEiiNlZMDkybXbvVRVVZH10giIqaxtvH0a/PIYscSyaJE7J1IFWJlXIi2jfkq6vPr7nOXmQr9+rlDSJZe4tSUvvQQ33wwHD5LsG8C3dyVzQWIa37742yQv/nVtNT8RkQ6uqem+jwP3WmvzAIwx6eFjU091krX2K428lNVAWwt8r5HrPAk82cR7FTnrItu89O0La9bAtGmwKi/E+EcvoqB0j9tMPaznG09RYboRCMADD8Ajj0AwqMwrkTOkfkq6tuj9xNatc6m9a9fCmDHutalTITUVrKWyRzde8R1kxdB49pQd4o2i9dgfzsfkvVa7tkQdjoh0YE0NUntGOn4Aa22+MaZnG92TSKcTvf509Gg4cgQuztjFU/5NddqN8o3jimuG8bun4Pzz4c03XYCqdagiZ0z9lHRt0fuJpafD/fe7QDMpCb7/fRewTppE5daPiV9QjfUApgyqYdOhjylYV8bglMG06h5nIiJtpEnpvsAOY8xCY8yQ8Nf9uJQnEaF2m5e8PHjnHVi1Cu74VrBuo1B3Dq3PpHuC4RvfcHUu6qf4RpYbKRtLpNnUT0nXFuloVq1yv8+Y4fY5CwbdzGrfvvDJJ+RM8LkAFcKbc8PQEkg75nH7oWltiYh0Ak0NUr8B9ANeAP4P6Bs+JnLOiwSWUFuL4qGH4Lu3p7mKFRHVHkoHP8eqNX4eesjNukZnXEUvN5o/X4GqSDOpn5Kuzxj3lZ9fW3EPXOB55Aih0SMZREKdzZeSyw0fvNgPzyfbYfx4+OUvleorIh3eKdN9jTEJwHeA4cBHwDxrbeWpzhE5l0QCy+jsq2DQDXT37+djc3kfbHwRAAYPoWq4/PKGCytGLzdSNpZI06ifknNOdNpvRobrKLKzqS4u5qLnrmTjkX1uBhVYG7yBS8r6EXPw99CtG/zpT5CY6IohKFAVkQ7sdGtSnwYqgdeBa4DRwA/a+J5EOo1IYNm/P/z+9+4r0u9v2r8Xe+kxOOGD+CA2mEJS0T8Rn+LFX+bHl+DFRD0k1H/uUDaWSJOon5JzSyTtN2qvU2std77xIzYe2VgToAJsve06pgz9AlRUw7PPus5q7VqNgopIh3e6IHWMtXY8gDHmf4C32/6WRDqPSGC5cqWbVa2ocNvXVVdDcu+BHCrvCT2LoDIBqhLo1cvwzOH55C3L5/LUDB7+XDYejwtUG3juEJHTUz8l557IXqdhJSdKeH336yc1+8qTa2Ddw3DllfD1r7u1q5mZGgUVkQ7vdEFqTcqUtbbK6KlZpI5IYFlSAv/yL/D001BZCb5ky6HPzIF4PwT7Qo+jJBgvh3vl0DMFAvtTWbYtD14L8Ei2ryYgrffcISKnp35KzmmhUIisp7P4pOQTN4sagszt8PdNI4lnvSsl/9prbh2KMRoFFZFO4XSFky4yxgTDX6XAhMjPxpjgac4V6dKiK/E+9JB7BujZ0+2RWh57BCY9BrFVkFQEnnLK+q2hIv4AN30mk0PHCul/IoO1eV4Cgfb+l4h0auqn5JxWECxg85HNNb/Hh+B/XjUkhOJch1RYWLt2taGCCCIiHdApZ1KttTFn60ZEOpPogkmXXQZPPQUnTrjX3noLygd+DNHPAR4LVXGE4osoOVbK18wq3ljrI2OGUdaVyBlQPyXnNGtJrepJYmwvyqvLARhzGAYFgC9Ph4cfdtX8NHsqIp1MU7egEZEo0ZV4X3sNystrXyuvqIDbsuqeEDIQWwFliaza+i5g8OiBQUREWspamDeP0otGMrCgmOkVAxgV8pKzfhSeb3/HBagejwtQAwHtayYinYqCVJEWiBRMKiyEq66CkSMjr1i4+RbwRG1SV+2BXRlwvDcEBmM/zeSNHC8DB7qt7pTuKyIizRYIwIoVeA8FyNpuOeo/xLUTbyU5Zy38+tcuQNUG3CLSSZ2ucJKINCC6Em9Skuv3d+yAcnMYRv21buNQLPQoho++hlm9kC/e7qPHDEN+vraaERGRFkpKgpgYTFU12Ssh8LEX76KHMMnJtW38fsjJgYEDtQG3iHQqClJFWihSidfvdym/09OryRl/Qd38hCqgWwUcHs+oPdlkft3D0qVuidDChaphISIiLRQMutnS88/HFBfj+8KXIDpAtRYWLYIDB9zX7NkaFRWRTkPpviItFKnum5TkZkR3lW6EnkfrNooFU5lI3zEf8b8vBlm6FH74Q8jKchWBRUREWiQxkdC+ArYd28//jjcceuh+6iTzBgJuTcnEia6AwsKFGhUVkU5DQapIC0Qv81mwAH75S/j7sjEutTdaRS/iYuJIrcrga1/28v3vQ26ue16IZF6JiIg0SdTeZ6E9e/jsjUe48Afw5WtP0P/hgdzz57uwoXBNhEjxhIMHYcaM2vNFRDoBBakiLRBd3TcvD+bOhQmXlkJZUt2Gsccop5iNn5ygTx9YuxamTq3dtk6ZVyIi0iThar5ccQXMm0dBkmXTedGvw1/W/g+BBXNd20jxhFWr3OtZWSqeJCKdhoJUkRZISoIpU1ywOWVKeBuaMgvdjtdt6LFgoLL/67zxTgCPB5YudbOp2dnKvBIRkSby+2H5cti9G5YvJw0vo/tPcHtyh/uSz5em4M1bW5umY4z7ys9XCo+IdCoKUkWayVqX4rt2rQtQly5129DExRuo6AUVPd2+qJHBagPsnk6/JC+hEJSWqmCSiIi0UPRMaLgf6UY3RoYS+dd3vZiMzLppOtF7pimFR0Q6CQWpIs0Uner7+uuuwOKSJbBxvQ8+vhWCKXCip3t4sAaO96bH2z/jSJFh0iQ3CxsRtbxIRESkcT6fq9A7dCjMnk3B0X1sK9lGQkwCVVRx+cRb8L26+uQ0nUjar1J4RKQTUZAq0kxer1sS9PbbbmB6wQIIhSApqRomPAN9P3VVfi2AoceeW6g+mswFF8A777j21mqPdRERaYLIaCa4EdH8fADSbridUWU9sVjG9xvPY5973O2R2lAQGtkzTQGqiHQSClJFmslaN5NaUgJFRfDkkzDhIsuU//gqdD9Sp2289TF0x8+YfZshNhbOP792SVD94ktaJiQiInXUH82EumtMS0vBWmI8MRgFoCLShShIFWmmggL45BOIi6ud/dz0aQk7Yv5Qt6GB0ecPZvUrPh5/3D1jRC8J0jIhERGpo/4akPqjmX6/S9257DL2+Hfzoa+CqlAVHx76kD2BPe155yIirSr29E1EJFpaGowZAx9/DB6Pe14g/vBJ/zd56E5VqBJPjyAej4/sbPe84fXWZlw1dExERM5BkVnTvDw3cpmdXVtKft06uPJK+Jd/gT/+EYyh5xevIYatVNoQ8TaGpLjE9v4XiIi0Gs2kijSTx+PWlr7zDowcCVABc8ae1M6W92D6+TNJivPWLCeqvyRIy4RERARoeNY0Ukr+ssugrAweewyOHKGyqIiRvX5PBRYsfPtTL8mHS1XcQES6DAWpIs1kravoO24cXDolBHeNgdjquo0OjiLx6a3EvbaE+fONiiOJiMip1V8DAi5YHTAA3njDbcgNVAIXzIGS7q6JNXDHnj6Yz38e5s1z6T0qGy8inZzSfUWaIRSCuXNd5lV6Otz49d08lfNp3UYWTEwskz8bQ+4qgzEwcGBtcSSfrz3uXEREOrTIVjGRNSDWulTftWshKwtWr6baWFLmQ3GPyDnuW9KeQjgC/P73UF7uOqlIyrBSdUSkE9JMqkgTWesC1GXLoLgYli+Hu+dV1zwkROtdOp2ifV4uv9w9W6g4koiInFZkDQi4VN9162DqVFi4kJCt5h/Xj6oNUAEsjAzEMqSw3HVS1dVuA2+VjReRTk4zqSJNFAi4Ae3+/V3Q2asX9E0NshNcoGqB6lg8G79Gv62PMGq8Ye1aV9V31SqtPRURkSYKBCA3F/r2hbVrCVnLZ/9pLx/E1N3mrEc5fLT5Sjw933dBakwMdOsGBw64zkcjoyLSSSlIFWmiyHKhnBy4+mqISwjxa75at1HxBYRe/C074z1s3Qw9e7rDDzygAFVERJooKclV6VuzBkaPZneohA9iwwFqeKlpfBmUPOmlGx/C5z8P69dDaqobRf3zn2HQIHU8ItJpKd1XpAUSEuCrd+2k2repNt3XAsm7iPn83ZSXW4yBo0dd9lVSUnverYiIdCrBoCuCcOml7vuDP3V9TFQtpDeWQ9yYz7jX33nHzaBG1pYoQBWRTk5BqkgTBQKQn++KID3zDFxx/b7ahwaLC1ZP9MWmriV5QABrXUpwTIx73hAREWmSyEzqW2+BtQx+/SMuOlq7GLXPMbj4hNe9fuyY65hCIXjxRRVLEpEuQUGqSBNF0n337XNLf8pKzqvbwALlXu64MpODu7184xswfLgrnKRlQSIi0mSRmdRp08AYPNOm8+6q4Xy6chTvP5fEwSe9xBDjiir16uU6psxMzaCKSJehNakiTRTZHcDvh4UPVvLrxHG1L1rgeF+S/vZ3fvngYLp1MzzxRO1OAnpmEBGRJvN6XdCZl+e+L16MJxhkWCjk9j/rFXCB6dq1kJgI06fD4sXqbESky1CQKnIa1rpgMynJDW57vbDX5ICnuraRfxCebTdx67WDSU52DwnROwmIiIg0Wf09UyMdirUuIF22DM4/Hw4dggkT4M03XQelTkdEuggFqSKnYC3Mn+92ArDhghXTpsEnazPh89RuPfN0Dl/63AX8+hGjgWwRETlzDY10GgMPP+x+XrMG+vVzG3drI24R6WIUpIqcQiDgsq2OHIGCAjdw/fobluoZP6htZA3c+gX+sOtqnq5egsejKFVERFogkroTmT0N/17dsycbd77FwPNH0btnH8wjj5yc4qMRUhHpQlQ4SaQB1rq1p0lJcNllbukPwP79UOkJcCAhr3brGY8F3y7s2N+zYrWf3btdvQsREZEmi6TuZGa679XVMGcO1enTGfBAdy56djrnZffjB/+4GxtJ7YnMtipAFZEuRkGqSD3RzwkLFsCDD7rt5yJ2bPZSunFK3ZO6nYC4o/zoJ5bRo2HyZAWqIiLSDJHUnZQUt8bkO9+BZcvYGDrE4XhXAyEEPP3B0/gXzHEpvnPmqLMRkS5JQapIPdHPCXl5cPSoK54YG06OtzFVEBuAKtwTQ8gDFT3xVCey7RNDz56webNLDxYREWmSyD5nhYVua5n166F/fwbsKXK1D8Ji8MDrr7t0n2XLYO7c2qIJIiJdxFkPUo0xI40x70d9BY0xPzDG/KsxZl/U8WujzvmJMWa7MWarMeaqs33Pcm6Jfk5IT3cpv7Nnw4UXQi9fFZU/SIJxL7oV3R6gLAmquzPBzGbMMB9Hj8KoUZCW1s7/EBER6TyMcdvIvPgiLF0KmZnYZB8L7xxZU6TPA3xpwlfwTZ4OBw9C//6wbp0bXRUR6ULOeuEka+1W4DMAxpgYYB/wInAH8B/W2uzo9saYMcCXgbHA+UCOMeZCa201Im0gej/URYtgxgwXrL70ElyQtRa6ldVp7zMjOD+1jJxvLORn5YbKCtdeS4REROSUogslgVtjkpfnRkp/8QuKN6zh6ZVXu8wdA1+rGM0j1zyMuda4A+vWqbKviHRJ7Z3umwV8aq3dfYo2XwD+YK0tt9buBLYDl5yVu5NzTqRgErggMz/fpf3m54PfXw03f/6kc0LxQa66cCaeCh/5+TBokGu/Z48ysEREpBHRBRDmzYPdu91a1JQUWLUKO2kiC36eTlmVGxiNsbAwHzylpeDxwCOPuPbZ2RoVFZEup72D1C8Dz0X9PscY86Ex5kljTHL42EAgenXf3vAxkVZVv7BiUpIboD5wwFX4LSj/AHqenFLVe/UTLLwkG5/P1KQJGwPXX++uo0BVREROEimA0L8/LF8On/+86zD274dJkyjZvYW/XAgm3IeMPQyDj8W4qr/WqrKviHRp7RakGmPigM8Dfwwf+g1wAS4V+ACwpAXX/LYxZr0xZv3hw4db61blHFG/YFIw6JYHTZkCf/yT5fqlD5580vE+fP6zU/H5TE2a8IsvumKLAwa462ipkIiInCRSACGyx1kwCJ98AhMmYB99lJ9cl0Bxd7cVtycEOf/bDc/Hm1zRg3nzNAIqIl1ae86kXgO8a609CGCtPWitrbbWhoAnqE3p3QdEl6BJDR87ibX2cWvtJGvtpH79+rXhrUtXVL9gUiT1d/VqOBoqhhF/qXtCYAgXrNzMT+/31AxkG+PSfTMz3XW0VEhERBoUGdl87TW45RY4dMiVkf/jHym+59s8PixY0zTkgdLqSpfmW1EBOTkaARWRLq09g9SvEJXqa4wZEPXaDcDH4Z//CnzZGBNvjBkKjADePmt3KeeMyPPCqlUuQL3yShdsbt8OZTF7T/6/pdsRCjLSefCteYRCFr+/NgMrO1tLhURE5DSMgeRkePhhuPVWqKyElBT2vJd/ctP4WLcOJT7eVfTTCKiIdGFnvbovgDGmJzATuDPq8C+NMZ/B7Qa2K/KatXajMeZ5YBOuvt33VNlX2kokoHzmGThxwn3FxQHBVAgZ8ITTqywQV0lFbAGPrVtO+cqFvJWfTEZGbWDq87XTP0JERDoXjwcee8z9vGEDVZcNB2prSiaWw6CBY6AyBNOnu7UokarAGgkVkS6oXWZSrbXHrLV9rLWBqGNftdaOt9ZOsNZ+3lp7IOq1n1lrL7DWjrTWvtwe9yznjlAISkvh2DH3e0ICeCp7w/pvQVUMBPvD4ZFQ0QtwA9+rV9euZVUGloiInCSyhqShtaTWwg9/CBs2UD3lEmYkvlj7moEBfYZQGhtyG3CvWwff/75bTzJnjuu0RES6mPau7ivSoVgLCxe6wDM21mVhbdgA+/ZakpJjoMILMSH49Br44KvgH8rY6tnMusKnNagiItKw+uXjowNVa92eZbm5MGAAGz/MI2jqJoxNHZaOd/pMV+xg6lRYu9YFvMuWwdy5KqIkIl1Ou6T7inRUgYAbpB44EA4ehJtvhkGDLOP/5XsEhz/hqleUe2H1/YCHMUcWsuFNHzExRplXIiLSsPrl4wMBtybEWlepNyfHjYweOMCYjKvx2p0ETBUA8dZD9qzFmOt7Q0EBpKa6mdRly9z2NevW1V5PRKSLUJAqEiUpKbzlzB+hl8vm5YOtxWyOexxMCGKqAQuZ92OGvk5hySxKS5eQnKznAxERaUSkfHxeXt2UG7/f7ZFaXg7x/7+9+46PqkofP/45kx6STBIgtCQUaQESQieAShVFZe3irorYG6gr6H5XLGtZf7uK7trLKtYF2yq4ukoRLBQFpHekJaGEQDIJgZSZOb8/zswkk0xCgJDMJM/79ZpXMveee+dkGOa5555znhOGY9kybt/wNCFbrIQePUyktjBxTxzxpRZ4dFr58S+8YI5ftkyG8AghGiVppArhojVMmwY//WR+b9YM3nhT80bu/dCzwpyfnSOhzzvooBJsLXbiDJ0OxDdYvYUQQvg5d9r36obcaI0TJ32+Gs/6vE0ARAeF0LZA8WjMeBSY4cAtWpifhYXw0kuSPEkI0WhJI1UIF/dorLZtISvLDPe1RNiwt/nJFHBfAyT/DMHFAGhVQmFpAc2bSSNVCCFEDXylfY+NhWuvhYUL2T2qD+vz3vXsCtaKsTsVsT/NgeBokwF4yRJISTHDfiSNvBCiEZPESUK4WK0wfDj8+qu5FoiMBPvRaAg/WF5IA82yzXI0QPfm3Um2JjdIfYUQQgQ4pWDGDPTixTx1jvcl2cIFbZnxtQOVlw/vv28y+g0daob6FBQ0TH2FEKKeSCNVCBelYPp0SEiA9HQzVQjrLog8agpo82hW3AOlw+nevBdrb1+LxSL/jYQQQtSCexkapxPy8swDyA+HL7bO8RSzYCE5ZTDKqSEoyDzOPhsOH5Y5qEKIJkGG+wrhojU8+STk5Jgs/zqoBG4Y7l1o4zWELH6f6GZZnDMuSRqoQgghase9DM1335nhOpmZprF65ZXoZ56gqKzIUzRIO1Hr1kGvXqbM6NFmTmtBgcxBFUI0CdJIFcLFZoPFi6FfP1i2sgz+L7zqWINfb6UEG6X7knnrTUWwxeSukOsFIYQQNcrPh/nzoWVLM7fU4QC7HV57DYoOoTqVeYo2KwEV3wIO2ODLLyE5WeagCiGaFOkGEsLFvULAvn3gSFzg+3/HdSM4fls7HCP/iLJofvrJNG6FEEKIamkNTzwB+/ebBqpSppHq3v3JZ5Q5y7PItysOxvrDz2aYb1KS3AkVQjQ50kgVwsW9QsCiRdAupF81hYDgUjhrHlHNbYwaJVODhBBCnIB7qE56ugk2AweaXtGYGAAKYoJxVLgicyhFwTmDJUmSEKLJkkaqEJUUFEBOdggci/be4UqchCOUONt5bF9vZcYMucEthBDiBNxDdXJzITra9KYePw6XXAJpaVhLLYQ5MDdCFQwP7441xyZJkoQQTZbMSRVNntNp8lckJsIDD8CCBVB0xApHO0LkOtMwPRYLb/5Chx7H+PTNRNK7xxMUJK1TIYQQteAeqrN3L1x0kWmgFhejP/6I/EnXoGe/Q4/vb2RT7ma6xXfjpVtXoR44KkmShBBNlvSkiibN6YQBA8za6H37mqSLbdtCs7gC0BbITwZHOGy8Bga9yu7ek5j49l8butpCCCH8mXupGa29t8fEmEy94eFo7eT+i0Loan2Pzp+PYFfeLoa1GUSQ1hSWFZrhwNJAFUI0UdJIFU1aZiZs3gzNmsHWrSbb/6pVcPxYBOS3BXs0rJ5E9OonoNMCKGjFxqJF3DLZVuXaQwghhPAsNTNypPmpdfm2UaNMw3PzZmwTJ7AgsZS8MCf5ZTbyS2ws2fUD587fhvWhx+HIEbOOqgQbIUQTJI1U0aQlJZle1KNHzQ3u1avh0OFSiu8Jh25fQ4uN4AimMP1JiDoAbVfBruEs/94qWX2FEEJUZbOZDHytW5ufNlvVbQ8+iHXutwz9rRQHmGklgBO456cy1HvvQ9eu0K0b3H+/NFSFEE2ONFJFk2axwIoV8PPPZpiv1Qp0+dwkr3Dr/gV0WAj7+sPRNoQsf5ix5ynJZSGEEKIqd5KkAwfKEx/FxEBGhlmCRmv48EPUkTwenw+qYvtTQ2K+08xFKSkxc1cXLJC1zoQQTY4kThJNnlImaZLFAst+dsItD3kX2DkSSuOhw2Li8kezcnUsHTvKVCEhhBA+uJMk2WzlmXmnTYOlS6FfP1i5EhISIDOTfVbQFWKJPQiyb/s97YNbwBtvQFkZhIR4lqoRQoimQhqpoklzTxOaPx/27QNt3Q2tfvMu9PM9kJOOirBx9Q1WYmOldSqEEKIGSpnER2ASKC1aBG3amKQHQ4eaBmt0ND2zdhNfdIwjzUzR+LBYEp+faQLSokXQqhUcPmzWRnOfTwghmgAZ7iuaNJvNZPRNSHBN+Qkp9C7gtEBBMlarQpXE8tFsRffuMkVICCFELVUe/vuXv0CfPmjt5MHhDtqUKELtEGEHdbSQgiF9zPqpISGmgSprpQohmiDpSRVNWkyMueH9008QFQXhRT0pLguBkDKTyGLl3ajSeApKNaHRNkrLrDgcyjNFSG5sCyGEqJF7+G9+Pjz+uEmGlJeHLdLConMctLbBllgIswN2B2zcBC2ToHlz+OILSE6W+SVCiCZHelJFk6U17NljlqApLYXDhzXFwVtNAxVM8qRFDzE4QxMz4W6a3T0Cx6iphIZpRo+WG9tCCCFOgs0G771nlpbRGusxB+fuhgMtI0g9AO3z4Np1EFuq4NAhGDLEpKC32WTojhCiyZGeVNGkaG3ifUyMyWPx7bcmgaLWGs67GzJe8T6g3UqWx/8X3WkmyfGtaDfmO+a+ZqN9q1i5sS2EEOLEtDZzRL75BmfeEfZaIaoE8iNgXvdgdkYcJ6UAvn8H4opBxVrhmmvghRdMoFq0yAz5ffZZ6VEVQjQZ0kgVTYb7OmHhQhg2zOStSEyE7duh1HIEBlVqoGpo5uhMSeqn2JWD7IIsLuw3jvatrHKdIIQQonby8uC993AeL6LvzbCutSujrwKwozRsToDCMIgvtZjsv506+V5vVeaYCCGaCGmkiiYjPx8++ACKi81SdZdfDp9+6hpFFZNddfB7aTRB11yGw3KUYEs4sRFhPDnySZS0UIUQQtSG1jB9Ohw5wu4Yzdq2PoooOMtpJalNK7jhAtNAVao84ZK7J1XmmAghmhBppIomx93GvPVWeOstswwdOT3haHOIOmx2OkPAaaFgfzuC2h2ka+tWjO18HnERcQ1WbyGEEAHGZoMlSyAoiMIwu+8yGkYNuQ7b5D8SG2bFcxu08nqrcoNUCNGESOIk0WTExsK110L79maY7zXXuBqoAATBjAOw/lrCg8PBUgYRNuiwEIdD0zf+HJ4d86z0ogohhKg9qxVGjYLgYDrn+NivAAu8vvpNznm1P1Pv6Y6eKmucCSGENFJFk6EUzJgBX34JTicUFVUuYYFfbqHYXlxhk4OIoz3YULCcgtKC+qyuEEKIQKcUTJ+Os1kEvSb72K/No8RZQqvcEha1KcH2o2uNM6cT7r7bDPWdOlUarkKIJkUaqaJJUcpk9O/Xz6yrXs4Jt/SHG4dXOsJCZPvNjGg/HGuYzAcSQghxElwp5TOjnOyLqb5YnCOE3LgQRuwPw3r2aJOCfvJkmDnTJFT47jvTcBVCiCZC5qSKJkVrc0P6yy8rbrVDt0+g7eryTc4QokOb0b/NQA6XHuDhcx+Wob5CCCFqz51S/oMPSDpso2cOrG4D+AglCXllzPmoiOQ23VHfPWQapMuWQatWcPAgjBsniZOEEE2KNFJFo+deG9VqNT8XLoTjx8HhALDDn6MhpNj7oE1XcvR4Aj90+J7e1tFYw2IboOZCCCECitam59P9+7x5cPw4Fiz88mEwPW4sZXtzV1mFGe4LDN0Lyc5o1MZNcO65cN55MHw4LF5sGqgvviiJk4QQTYo0UkWj5nSaEVNLl8LIkfD3v5s1UjMzXdN7EpdVbaDaFSELX8BeEE9EvI3SNlYKHlCyPJ0QQojqVeg5RWszt+TgQXNX1OlkT4irgVqxramgV0xX3sgMRxVtg5AQc9zixeaO6iOPSGZfIUSTJHNSRaOlddUpPVOmmNUAxo411wIUtq564Io7KCu2oJ0QTixjRisZZSWEEKJmNhvMn28CzuHDsG4ddO8OFguOsGAu+IOrnKv3tHV4a3o64vl+VgiWc0eQv2Y5+vbbTMN2xAiTkj42VhqoQogmSRqpotGqPKWnXz/TQM3Ph08+ccX9yrHfboGwEpg4CssFU5k/XzNjhlwjCCGEOAGr1QzVKSsrz8S7cSM6OIhbxtrZ3rJCWSckRDZn7K4gYpu3Y2rOB4xceD1Tz7egFy4066NK4BFCNGHSSBWNltVqbkbHxcGkSfD66zB0qGmwKgVlTgfcPND7oMNdoO0qKGxNaNdFJHe1yXWCEEKIE1MKnnoKmjeHqCjTC9qmDfnnDuKz7t5Fgx3wfu9HebbF7ylYv4pFcfm03mdj0e7F2CKUNFCFEE2ezEkVjZZS5ma0zWay+dts8PjjZp7qRx9BXugyaJbvfdD8Z6DHHEI6ruK2sSOJi5BxvkIIIWopLg6uv94kTBozBoCyWa9TMMi7WKcCaHf/ozDgXKzN2zLCHs2iooOMaHOhLHcmhBBIT6popComWLRaTS6LLl2gWzf4+WeIb10Kt51d9cDRD0Havykr1Rz/8u+A8pxL1lEXQghRKxYLuqSYI/ffxY0XOb33aTgcDinn7eD+wk9h2DCe/SWW7yyTePaiF2W5MyGEQBqpohFyr4U6cqT5mZcH778PR46YxubqNZrf0i6rOh+1KBgSNkFJM2i+hdlf7yUvz/tc0lAVQghRLZsNFi9GFxZw/5436PxGD75KLPEuo8AWBiW6jAUdNbZnnkR9t4jYZ19CWeSyTAghQBqpohGy2WDRImjdGhYsgL174dgx08B0OICwI9D1q6oH5gwERxA0OwxBJRSOu5z8fKfnXIsWmXMLIYQQPsXEQN++2I7sZ/5ZijxVVqVIkAOcCkK1hdF9r8IaESdZfIUQopIGa6QqpXYrpdYrpdYopVa6tsUrpeYrpba7fsa5tiul1AtKqR1KqXVKqb4NVW/h/6xWswb6ypWwbZtJnuRwVCgQk1n1k18UB4mrIKgM0GaJgIR1YN3LiBFw4IA5jyxFI0TTIXFK1Ip7TojTaYbc/PIL1tBoBu51VB2xA2gFE9fB1pJbmHHOk76KCCFEk9fQPakjtNbpWuv+rud/AhZqrbsAC13PAS4AurgetwKv1ntNRcBQCqZPB7sdSkqgsLBSgZJo7+cbLoc3l0OQvXxbkCIsOITYiBiefdassSorAgjRJEmcEtVzzy8ZMQJuucXMLdm1C5WXz9/WJ0Cl6aghDogvhme3dyC+JAg1erTMJRFCCB8aupFa2e+Ad12/vwtcUmH7e9pYDsQqpdo0QP1EgFAKgoMhKMjc3I6OhnbtADQMfa78wuFYc/js3zDhCrA4wKJBKzrHdub2frcTFxGHUjISSwjhIXFKlLPZYOFCk/Tg3/+Go0fN9pAQVO5hrCWYkTkacEKzEvjDOog7+zyzkLfMJRFCCJ8aspGqgXlKqVVKqVtd21pprfe7fj8AtHL93g7IrHBslmubED7FxsIf/mB+xsdDUhIcPw5E5MKAV8o/+aFF0GoztNhuJgkBQQXdmXfVcp47/znJsihE0yZxStQsJsb0gmZmQkiIuSOanIzz1psZc2c0R8NAuTtJFRSEQ2nzGHjqr8hcEiGEqF5DrpM6TGudrZRKAOYrpbZU3Km11kqpkxr/4rqIuBUgOTm57moqAtI995gb3G3bwuLFZugvnVZ6FwouhuJIKImCZsVmU0wOVquSBqoQQuKUqFlBAVgs5k7ooUMwdiw89hh7X36KdaH5aMy0VK0Bi7kX+mPHIGylBcQ+84w53mqVoTpCCFFJg/Wkaq2zXT9zgM+BgcBB9/Ao188cV/FsIKnC4YmubZXP+YbWur/Wun/Lli3PZPWFH3NPEbr0UnPtsHcvlJa6du4cZfpGPIWBs/8KFTIwRoRruV4QQkicEidmtZo1yuLiIDISPvgAZ88Ucr6aBZhGaZAlGILwJFEasKUAa9oAE6ikgSqEED41SCNVKdVMKRXt/h04D9gAzAUmuopNBOa4fp8LXO/KnjgYsFUYbiUCjDsR4pnKE2GzmURHR47A1q3Qp0+Fa4DwvEqF20D3zyCyfD5Q26jWWMNk6JUQTZnEKeFT5QCmlMmq9957UFCAE+h7fRmDrinG4Yo7Qcp70NpdPzpQ+TaYP1/mogohRDUaarhvK+Bz13DKYODfWutvlFIrgI+VUjcBe4CrXOW/BsYBO4BjwKT6r7KoC+5ezkWLzDScM5Ext+IUoagoWLPGnUDJAXd39l4SICIPQiostK5AoykoLSA2PLZuKyaECCQSp4S36gKYUtCzJ0RHs8txhLVtXeVdsaZYF3udxgIm/fywYTIXVQghqtEgjVSt9U6gt4/th4FRPrZr4K56qJo4w2w2E98rJjSMja3b1ygoMNcMiYlmitCgQfDbb0DCSmh21LtwmPfFQ3hQOGM7j5WeVCGaOIlTooqaAlhBATrIwvRzK5T3MVpIOSG5CGjRAp56Sob6CiFENfxtCRrRyFmtZz6hoXuKUIsWMGkS3HADRETb4ZZh1R6jlOL7638g+4/ZktVXCCFEVScIYHmhDj7rUcPxTrj7Z4g/hsnoV9d3aIUQohFpyOy+oglyT9+x2c5cvgil4JlnYPduGDgQXnsNVMdlEGyv9piusSkM6zAUi0Xu2wghhPDBHVwyM002X3cA0xq0xpbcmrLgPJ+HfvE+DNsH8cWgIiLMsTab+SnJk4QQogq5Ihf1TilzA/lMxWT3tKHzz4fDh81z5+FW3oUOJ5mlZ4AYRzfW37lWGqhCCCGqpzVMm2ZSx0+b5mmcMnUqDB+Odfc+why+D+11GJoXu6apFhdDRgY88YQZ9jN16pnLJCiEEAFKrspFo5OXB++/D/v2ubdoOPv/eReKz4TwY3A8npXXryckRAYVCCGEqEF+vsnI26pV+ZxUdzr5wkJicmw4fbU1daWLrdhYeOABs4B3xfmtQgghPKSRKhoVreGhhyA3F4qKzDYVYYPEpd5JLBTmeVgRwc33+TiTEEII4aK16fk8cABWrYLhw80wXasVhgyBgwfZlBRJmY/7nT0OQXt3GzQsDCZOhPbtz3yCBiGECGDSfSQalfx8+P57s+SMwzXsSh8Ph1Zbqxa2QGpCN9rHJtVrHYUQQgQYm830fPbvD9nZ8PDD5XNWXnwRSkro8eG7hNqhtMKVVddDsPZjK5YYDRYLTJgAM2aYY6dPN48zOf9FCCEClPSkikbDfaM7NxeCgyEuzjzo+6HP8uOSruK7K39FKflvIIQQogYVM/uOHu2dmdc1N/VobBTd8qDPPmiTByvfhs1z2xJcVGKC0qBBsHSpuZs6daqZjzp9usxHFUIIH6QnVTQa7iXsiouhtBQ6dYLho+28Gn1r1cIavv/L03SbFsRVV8HLL5ub3EIIIUQV1aWmdzqhXz9Yt44YNCFlsCkBeuRAn0ywsA+io03ZlStNoJk+HZYtM43VmTPNvpdekt5UIYSoQC7LRaNhtZqRWEePQkgI7NgBW4qWQojTu6AT2J9O0d4OHDkCb7wBkyfLzWwhhBA18JWaPjMTtm6FkBDyw2BvLAQ5IdMKtnDMeqhFRWb+SVkZ9OljGqj9+sHBgyYJ07JlkjhJCCEqkUaqCFhamxvR7salUqZHNCbG9KTaHZpFhS9VPTD3LHh/Ie6Pv1Lw009yjSCEEOIkJSZCdDTOslL+OBpyI6AoFApDXbn6oqNNUHI4oKAAfvjBJF16/XWYNMnMSZHESUIIUYUM9xUByb003aJFJr4/84xpsI4YUd7Y1KG5kPJJ1YPtViiO9Ty1WmHUKLlGEEIIcZIKC9Ht2nLnxZp3k3I9m0uDQPfoBgNHwOzZZohPeLjZec89JrvfSy9VHT4shBACkJ5UEaDc809bt4aFC+HWW+Hss2H9encJDeNud62cXi60rB1YHBBeAJib2CtXlidbFEIIIWrFlTApd8RAXq/QQAXQFih46jFYvhwGDjRLzwCkpJieVa19Dx8WQggBSCNVBCh3osX9+83zf//be+gv4Ych5T/eB5WGUKqOwN6hUGy6TS+8EDp0kGsEIYQQJ8E9nGfUKFZwoMruEDtYr/yDWa7mxx/NHJSOHeHcc0124KlTJRGCEELUQBqpIiC5Ey1+/rmZ6hMUVN5gBQfcmFF1MHuIncjffg//exFQNG9uEitKA1UIIcRJqTCcZ8z/NqEq5efrlgOxRU44fBjsdoiPh127YP58MwRo0SJJhCCEEDWQRqoIaC+8YJatO34c2rQBlIaLb4SWO6oWdoQQ/P3fuO02C2vWmMSKwTIrWwghRG1UzNZntZoESNnZWM4fx/m7vYseC4MC1whflDLHpaTAeeeZoCXJkoQQokZyiS4Cls0GixebZWdWrjQ3qkuUjcPt5/k+oCySdm0sPP20mYsqhBBC1IqvbH2A02mnT7MPWF+pvTlsP1idIYDD9JxGRcGCBSb4SLIkIYQ4IelJFQHLPS/14EG48kp4/32IiYqE+KrzgwDYdgnnDoolNrZeqymEECLQVczWt2gR7N0L8+ezx36Y9cF5VYpPWRmMUhazTuqhQ6bXNS5OkiUJUdcqr0coGg1ppIqApZS5mT1oEHz0EQweDLvKFlTJ6OvhCPMkWBRCCCFqzX1X9MAB0+D8xz9g+3bK9h/0WTw23w7NmkFuLnTtauamSMNUiLrlHuEwcqQkI2uEZLivCGg2G3zyCeTlub6b9vXzXdARDO2WsOBHGzab9KYKIYQ4Ce5sfTYbOJ0wbBhOp50fkqoW7ZADHdp0hZAwaNXKNFQLC5HAI0QdqzzCwWaT/2eNiPSkioDmdFYa5RGWD5VvpGlAOcERwsD0GGJi6rWKQgghGgut4ckncR7cT78bHNxyuffuUDtsfQMsi38wS80cPChJkoQ4UyqOcJD/Z42O9KSKgGazmSVojFK4p3vV4b4KyBwMYcdYtqKAadNiefZZGXklhBCiltzDCufPhwMH2NMqnHWtvYsk2GDCJghxYLL4ZmQ0SFWFaDIqjnCQZGSNjvSkioDm9X3U7fPq56NG5MPOkRQdscrydEIIIU6sYkIW97DCtm3R9jL+etYBnJWuoGzhsLij+cnGjWYh7vx8+O47CTpCnCmSjKzRkkaqCFhaQ0yMWXoGgKJ43wVzk+Dt77EsfJZDOYqMDBkRIoQQogaVE7LExMA558CKFeQ5i3ivd9VDSsIgKwaiy4CQEAgNhawss1PmmQghxEmRRqoISO7rhxEjoKDAtTG02Hfh+Cy4biwxVs2kSfDii3LDTQghRA3cPaetWpkhvnl55nleHgWUUVbN1VN+BGRefwmEh8OxY5CUZAKOJ1AJIYSoDWmkioBQcdSV1maJuu++M9vsdgANPT/zPsiJK4mSgoRNnHd5Ji+9BBb51AshhKiJ1WqWmlm1yiRlufde2LYNlCLJBjHHfR8W5ICYz/5rkiWEhprzjBwpw3eEEOIkSeIk4ffcvaaLFplrBjANVLsdsrNdhcKPQIcfvQ+0APZQsDgItvVgy4okMjMhOVl6UoUQQtRAKXj4YVi40PSqfvopREZCcTEF4dXHkNtWQFyREyI0REfD3LnQvr0EHSGEOEnSSBV+r+IyWAsWmG2FhebmdnAwlJY64K5uEHW46sF5HbEeHUbbX18nONTCpZeaIcKS3VcIIYRP7kRJVisMG2YSILVqBUePQmws2lHI8VBHlcO+ewuGZ4NK7216UkeNkh5UIYQ4RTLwUfi9istgjR5trhn27zcJk8rKgIS1vhuoAEWtOBr1K3ZVSGam93rPQgghhBet4f774dxzzRCeF16AG24wvagWCwwejKNdG0oq3eJvVgznZIFq38HcTV282OwYNcqcx7OYtxBCiNqQnlTh99zLYOXnm+fNmpkb2/v2ATjhigm+D3QGQcQRgrPOo1M7K78eMMODR4+Wm9tCCCF8yM+HDz6A4mLz889/hpIS08hs3Rq96DsmX1Ba5bA5H0IQwNixEBdn7oQuXux9ZzQ2tn7/FiGECGDSSBUB48knzVzULl3M9QMA1h3QcrvvA3J6wuwv6JTYnoMhimuvNVOMZDktIYQQNVIKnE4zdGfrVs9mWzgsTfQuGuyAcy1t4ZYL4ZVXzLHuIUCLFpmfcmdUCCFOijRSRUDIz4d588zN6PXr3VvLYEo33wdoICYL9YffkVswhl+eeJb27ZU0ToUQQlQvNhauvdYsO6M1bNzotTuyGAoivA/JfzmU4KBSiIoqvwPqHgLkntsqwUcIIU6KzEkVfk9reOIJM1Q3M9PkowCg04IaPsGK0DALkY520HER1lY2uUYQQghRM6VgxgyTldesb+ZRDMQ/CLbI8m1Bdsh1lprG6Lx55fNS3OeSoTtCCHFKpJEq/J57ilCp1zQgB/R4w/cBRc1IPnIbKWXX4gg/SJJ9BNYwGWolhBCiFrSGyy7zGuZbBkQ8DEXh3kU75kGSDdOgPXDA3FGVJElCCHHaZLiv8Htam6lBJSXuLU64vSe02ur7ABXC3pdfJMsSxPCxNo7st1LwgJKcFUIIIU5s796K80oA+KYTPm/rWwAUZk3U1FRJkiSEEHVEelKFX9PaJEyCCiOvrLuqb6ACROajWm3C6VDs2xnLyBHK73NWaG16jOUGvBBCNLCYGAgJ8Tx1AHde6LvojuawNwYoKChfdiYm5kzXUAghGj1ppAq/lp8PCxdCz54VpvVE7635oKIW6AM9CQ+HH380uSv8eUqQ1mYZvZEjZTk9IYRocFYrXHMNdO2KDgnmloshK9530TAHxJRU2LB3ryzELYQQdUCG+wq/pTU8/jhs2wZlZaahqbWGZruqOQD44EuCsy+gZZsgWrSAoCD/T65os5kRYrKcnhBCNDCnEwYOhM2boVMn8uMi+LxHYbXFJ66BOPeSaEqZoCOEEOK0SU+q8Fs2m1kXNdh1K8WpNZw3GSbc5PsABZz3IG1aK/LzzfJ2Tzzh/z2U7uX0DhyQ5fSEEKJBZWaaBmpkJOzYgbaXcayGduftK0EFB8Pvfw+9epnla+QuoxBCnDbpSRV+y2qFUaNg3z44fhzCY/Mp7v1mzQc1305kq0wmXdieqVPh8sv9v4dSltMTQgg/kZho1js9dMg8V2ZOqi8xRdArB8BuEid9/70sOSOEEHVEelKF33IvV7dlC0yYAMWOUggvrfmgvG4M75eE0wmXXmrOEQg9lLKcnhBC+IG8vIqp5LEDjpCqxVrlQe6zEARmuM+SJeYLXL7EhRCiTtR7T6pSKgl4D2iFmUX4htb6n0qpx4BbANftS/6stf7adcz/ATdhbmhO0Vp/W9/1Fg3niSdgzld2uLtt9bdV7BZY+wdGFM/kszUWjh41PahWK8yZA8nJcu0ghBCiBg4HpKSYTL0uC9pWLabssPcF8LRdnU6TDViy+gohRJ1piOG+duB+rfWvSqloYJVSar5r3/Na62crFlZK9QAmAD2BtsACpVRXrXV1I3BEI3LkCLz2GpS0/AlCnN47i4PBEgb2UHhjJdg6sjpWERwMrVrBwYMwbpw0UIUQQtTCxo1w+LA7Sx/FwB+uq1ps4bsQCqYH1W6HiAjTUC0o8M85JUIIEYDqfbiv1nq/1vpX1++FwGagXQ2H/A6YrbUu0VrvAnYAA898TUVD0tqMupo2zTXyqtmBqoWOJkJeJ1h7A9g6AgqLxcxDjYmBG26AF1+UBqoQQogTcDrNXNQWLTxZ9t7s46OcHc7OAkJDTSbfsDA4dgz696+bOSWyaLYQQgANPCdVKdUB6AP87Np0t1JqnVLqbaVUnGtbOyCzwmFZVNOoVUrdqpRaqZRaecid9EAEHPe6oeecA//+t2vjnhGVCgGOSJg1F+bNwKT2hcJCsFhMwzQ8XBqoQgghTsDphAEDTHZeu92zOcnHcqcf7OlF8A8/mF7TmBgoLYW4OHjlFZP97nQal7JothBCeDRYI1UpFQV8BtyrtS4AXgXOAtKB/cCMkz2n1voNrXV/rXX/li1b1mV1RT1yLz1z5EjF/BXaNEwrPKX5Thj0T69jIyJM/op27WDxYllTXQghxAlUXHYmL8+zucfhSuU0XLmmFDIyTEa+Nm1MsCkqMmurnm7j0tei2UII0UQ1SCNVKRWCaaB+qLX+D4DW+qDW2qG1dgJvUj6kNxtIqnB4omubCHDVjWqKiTHb9u0DcIJ1A0xr4+4sdQmCoBLo/QGE53u2JiWZZWsCIaOvqFtBQUGkp6fTq1cvLr74YvLz8wFYs2YNGRkZ9OzZk7S0ND766COfxy9fvpxBgwaRnp5OSkoKjz32WP1Vvhpaa6ZMmULnzp1JS0vj119/9Vnuo48+Ii0tjZ49e/Lggw96tr/zzju0bNmS9PR00tPT+de//gXAokWLPNvS09MJDw/niy++qI8/SQj/orVZPiYlxTQ2LeWXRZWXR930TwjdsA1SU+F3vzMbDx+GhATYtg2aNz+9xqUsmu1XJKZUjSl79+5lxIgR9OnTh7S0NL7++uv6qrpoirTW9frANDXeA/5RaXubCr/fh5mHCiZh0logDOgI7ASCTvQ6/fr108J/OZ1a//GPWvfpY346neX78vK0Tk3VWgU5NLekaB6l6uNhi2Z6iGZqS034EQ1aR0Ro3bu31keOmHNUPKdo/Jo1a+b5/frrr9dPPvmk1lrrrVu36m3btmmttc7OztatW7fWeXl5VY7v2rWrXrNmjdZaa7vdrjdu3HjadbLb7ad1/FdffaXPP/987XQ69bJly/TAgQOrlMnNzdVJSUk6JydHa23+9gULFmittZ45c6a+6667anyNw4cP67i4OF1UVHRada0OsFLXc5wJlIfEqQZWMRDde6/W27drHRentWm66m1W77izzYpnn05MNAHn5pu1Tk/Xum9frdPStL7vvtMLPk6nBDA/ITGlaky55ZZb9CuvvKK11nrjxo26ffv2p1UffyFxyj8fDdGTOhS4DhiplFrjeowD/q6UWq+UWgeMcDVU0VpvBD4GNgHfAHdpyewb8Goa1RQd7UquGLUD2m6uerATWH81HD4L1v0BimMBMzR46FCTXFHWHG3aMjIyyM42Ay66du1Kly5dAGjbti0JCQn4mrOek5NDmzZtAHMHvUePHgAcPXqUSZMmkZqaSlpaGp999hkAs2bNIjU1lV69enndaY6KiuL++++nd+/eLFu2jA8++ICBAweSnp7ObbfdhsNR+6+vOXPmcP3116OUYvDgweTn57N//36vMjt37qRLly64pziMHj3aU8fa+PTTT7nggguIjIys9TFCNAqVA9H06WZ4D2bOUf+rvIvvj67w5OBBE3Bef93MTznnnLqZQyqLZvsliSmmjkopClxLNNlsNtq29bFGkxB1pCGy+/6ktVZa6zStdbrr8bXW+jqtdapr+3it9f4KxzyltT5La91Na/2/+q6zqHvVjWpyOuG222DrVqDzj74PzukOnedB1CGCQss3h4bC449LbG/qHA4HCxcuZPz48VX2/fLLL5SWlnLWWWdV2XfffffRrVs3Lr30Ul5//XWKi4sBeOKJJ7Baraxfv55169YxcuRI9u3bx4MPPsh3333HmjVrWLFihWe4bFFREYMGDWLt2rU0b96cjz76iCVLlrBmzRqCgoL48MMPq7z2I488wty5c6tsz87OJimpfLZDYmKi50LJrXPnzmzdupXdu3djt9v54osvyMwszzX32WefkZaWxhVXXOG13W327Nlcc8011bybQjRiMTEweDDs3WuCz5w5oDX7gbaPQkGl6++2hRWepKTACy+UZ+r7/ntITJRkCI2QxJTymPLYY4/xwQcfkJiYyLhx43jxxRdr/0YKcZIaNLuvaLqUgmefNTegn33WPHc64dZb4Z13TMJEMlOrHngoGWJyIDIPwgpwJC0gOMqGUmb1AIt8opus48ePk56eTuvWrTl48CBjxozx2r9//36uu+46Zs6cicXHB+WRRx5h5cqVnHfeefz73//m/PPPB2DBggXcddddnnJxcXGsWLGC4cOH07JlS4KDg/nDH/7ADz/8AJg75pdffjkACxcuZNWqVQwYMID09HQWLlzIzp07q7z2448/7vMCqDbi4uJ49dVXufrqqzn77LPp0KEDQUFmNt3FF1/M7t27WbduHWPGjGHixIlV3pP169czduzYU3ptIQKWdmXS/fRTkwBh61ZwNSJGTfJR3gnxJZglZ0aONMvPFLparTKXtFGSmFI1psyaNYsbbriBrKwsvv76a6677jqcTucJzijEqZFLetFgKo5q0homT4YPPzSNVa2BkuiqB8Xtg9Cj4LSAcsKes4kOtdK8OVx3nayj3pRFRESwZs0a9uzZg9aal19+2bOvoKCACy+8kKeeeorBgwdXe46zzjqLO+64g4ULF7J27VoOH66c3vPEwsPDPQFda83EiRNZs2YNa9asYevWrSeVPKNdu3ZevZ9ZWVm0a1d1Ba6LL76Yn3/+mWXLltGtWze6du0KQPPmzQkLCwPg5ptvZtWqVV7Hffzxx1x66aWEhISc7J8pRGCz2WDhQjO8Nz/fdWcUSoHNSVWLX/szxDVva3pfDx2q2hidPt2cz33XVQQ8iSlVY8pbb73FVVeZcfAZGRkUFxeTm5t70n+TELUhjVThF/LzzSipuDj3tJ4ymNKrasFgOwSVmgbsr7fSe/9LbN+m2LYNZsyQawMBkZGRvPDCC8yYMQO73U5paSmXXnop119/PVdccUW1x3311Vdo15yy7du3ExQURGxsLGPGjPG6OMnLy2PgwIF8//335Obm4nA4mDVrFueee26Vc44aNYpPP/2UnJwcAI4cOcKePXtq/beMHz+e9957D601y5cvx2q1euY4VeQ+f15eHq+88go333wzgNdco7lz55KSkuJ13KxZs2Sor2iarFYzp7SszGsu6ZvdqJRJHu6aB+/NA3W8GC6/3AQrd2PU3SM7ahQ8+WS9/gmifkhMKY8pycnJLFy4EIDNmzdTXFyMLPkozpiGztx0ph6SNdH/ORxa796ttd2u9T33aB0UpD2JE+n0le+svo+ieThYxzyUoldvPqIdjob+K4S/qJiJUWutL7roIv3ee+/p999/XwcHB+vevXt7HqtXr65y/NVXX627dOmie/furfv166e/+eYbrbXWhYWF+vrrr9c9e/bUaWlp+rPPPtNaa/3vf/9b9+rVS/fs2VM/8MAD1dZj9uzZunfv3jo1NVX37dtXL1u2rMprP/zww3rOnDlVtjudTn3nnXfqTp066V69eukVK1Z49vXu3dvz+4QJE3RKSopOSUnRs2bN8mz/05/+pHv06KHT0tL08OHD9ebNmz37du3apdu2basdZ/g/EZI1UeKUP7Lbte7RwxN0ikE/3st3zDnmDkxBQVrHx3tn8M3LM9mBL7jA/PSR5VUEJokpVWPKxo0b9ZAhQ3RaWpru3bu3/vbbb2t4BwOHxCn/fCjzb9P49O/fX69cubKhqyGq4XTCgAFm/fSuXU1m3i1bKhRIWAV39Pd9sFbE75zCjheeJy5Ouk6F8GdKqVVa62r+MzdtEqcaiNZwyy3w1lsAlADhj/ou+vM/YGDFPEhRUdCxI/zwg5lfol09qYsWmSHAMtxXiIAjcco/BTd0BUTTlJlpGqjNmpk10K+80t1IdUDCr9D+K+8DimMgrAB0EDiDaPXbvWit0FquB4QQQpwEmw1++cUzXPdDHzNLACILoX/lRL2hoTB6dPl8VHcWQJvNbJOAJIQQdUIaqaLeaW3WQk1JMQ3V7t3BzLt3wP0tICrfx0EWsIdDUBnk9OS31ckMHw5jxsiNayGEECchJgaCgz1zUTOqrswEQPZzlRJ39OhhelDj472DjjsLoBBCiDojiZNEndPaJELyNZLc6YS77zY5Js45BzZsMEN9v/4aSFhTTQMVWDMRnsuCF3bAmyspLbaQkGBGWMmSdEIIIU7IHZzy803gCTULbZeEVSpXCHl/gdiK2y68ENatg+bN5a6oEELUA2mkijrlnp4zcqT5WbGhql3LzMycCUeOmASJhYUV5qLGrfV90n9uRC14nmB7c7B1wGKxEBbmexUAIYQQogp3cBoxwtwlPXAAHA4AkgrA4lrqUTkh55VKDVSl4LPPTMBqpHk8hBDC38hwX1GnbDbTu9m6dXkvp3sUlM0GS5eaUVaZmWbE1V//anpXoQQm3FT1hPYglL013buZO9dHj0JODkyaZI51r7MqhBBC+KQ17N0L331n1jlbtMhrd3wxTPkZvukC52+HFsUVdkZEmOx+f/wjLFsmyZGEEKKeSCNV1Cmr1cRwd6LDir2cVisMGQLr14PFYob6btjg2tnrQ98nLI1BOxRdu8Lu3Wbuavfu8NJL4FrbWgghhPCtYvZdgF9/rVLEAVy8CTodgltWV1omVWsTuJYuhTZtqt59FUIIcUZII1XUqZoSHSoFTzwBs2dDcTEcO+be44Cykqons4fB2olQHMucOWb60LBhkJdnRl3JNYIQQogauYf3JCTA8uUmeFRgB0L/DDrEPJ8yHoofhzCNCVpOp2nkvvyy77uvQgghzghppIo6V1Oiw9hYaN8eNm0yw37tdgfc3xKi8rwLvvU55J4DxXG472uXlZlpROefL9cIQgghasFqhXPPhddeM3dHK/k+sbyB6jarJ9ywAdOLWlYGzzxjhu8UFpp5KrLcjBBCnHGSOEnUG/e0oKwsCAmByEhcGX3zqhbu+DMUxxMWVn4RkJYGP/4o04GEEELUklJwzz3lv7uUAP/sBZddUPWQazZUeKKUyfY3ZYppoE6b5jszoBBCiDolPanihLQ+tRvH7mz/YGL7lCnw/ffmZnRJiSu+t/nZ98E/Tic6GsLDoVs3kw34u+/M8nSnWy8hhBBNSFISnHUWbNwIwFEg+lHfRV/4DLxWpHE6zVyTpUtNxr/qMgMKIYSoU9KTKmpU05IyJzru/vtNA7NrV+jXD95+G/bsgdJS93nyYcJd3gcWAH/bC9ZcuqWYNQEKCswQ37i406+XEEKIJsQdLDIzASgDoh+uvvit7l7U6Gho1sxk6Csrg4wM09gdMcLMO5G5qUIIcUZJI1XUyNeSMr64e03djUWbDRYsMD2mxcWwdatZA/3oUTPUFwrg1q5VT7TxLrjuErg7hZV9BtA20cmiRVWH+J5qvUTjpZTi2muv9Ty32+20bNmSiy66yKvcJZdcwuDBg722PfbYY7Rr14709HTPI989DOAkTJkyhaioKM/zH374gb59+xIcHMynn37q85hjx45x4YUX0r17d3r27Mmf/vQnz77nnnuOHj16kJaWxqhRo9izZ49nX1BQkKeu48eP93nu4cOHs3LlSq9t//znP7n33ns9z2+77TZGjx7tef7iiy8yZcqUk/q7hfBb+fnw3nvmbifwbSeqvfLJ+kuFXtTExPI5rM2aQVhYeWbA776TeSdNQEPGlJtuuonevXuTlpbGFVdcwdGjR4GaY4JbYWGh1+u2aNHC851/3333ebZ37dqV2AojAfbu3ct5551HSkoKPXr0YPfu3VXOLTFF1CdppIoauZeUqenGsa9eTasVRo82o6RCQqBzZzh8GMBBifV/8KgV2hzyPtGr8+DnqZCwGUqaoRI2UxqeicVS9VrgVOslGq9mzZqxYcMGjh8/DsD8+fNp166dV5n8/HxWrVqFzWZj586dXvvuu+8+1qxZ43nEnuQwvpUrV5KX5z2/Ojk5mXfeeYff//73NR47depUtmzZwurVq1myZAn/+9//AOjTpw8rV65k3bp1XHHFFTzwwAOeYyIiIjx1nTt3bq3rOXToUJYuXep5vnbtWmw2Gw6HA4ClS5cyZMiQWp9PCL9nt3t+dfrYnboFDv0FvL4tcnLMfBOA9HQzV8VmK88MKA3URq8hY8rzzz/P2rVrWbduHcnJybz00ktAzTHBLTo62ut127dvz2WXXeY5r3v75MmTPdsBrr/+eqZNm8bmzZv55ZdfSEhIqFVdJaaIM0UaqaJGtblx7KtX033clVea3zMzobjYlcn3jnG+X6ykM9iSIScFwooIs6UwNiPJZwP0VOslGrdx48bx1VdfATBr1iyuueYar/3/+c9/uPjii5kwYQKzZ8+us9d1OBxMmzaNv//9717bO3ToQFpaGhZL9V+1kZGRjBgxAoDQ0FD69u1LVlYWACNGjCAyMhKAwYMHe7afLKfTyQ033MD06dNJT09n27ZtHD9+HJvNRkREBOnp6axfvx4wFxRDhw49pdcRwq84naYntUULz6b++7yLbPkbrPsIWlCJ1mZB75AQ02CV4b1NUkPFlJiYGAC01hw/fhzlusg52Ziwbds2cnJyOPvss6vsq/j3bNq0CbvdzpgxYwCIioryvI4vElNEfZBGqjihE904tlph+HDIzjY/3XHcZoNPPjFJj2w2IGG970y+APu6gq09YIE3V/D7vM1kPbKC5561VPu6tamXTB9qWtwXCsXFxaxbt45BgwZ57XcH5WuuuYZZs2Z57Xv++ec9w6DcjcbK0tPTfW5/6aWXGD9+PG3atDmt+ufn5/Pll18yatSoKvveeustLrigPBVpcXEx/fv3Z/DgwXzxxRfVntNut/OHP/yBLl268OSTTxIcHEyfPn1YsWIFy5cvZ9CgQQwePJilS5eSnZ2N1pqkpKTT+juEaHBOJwwYAD16wL59HAOmZEDPid7Fdrb1cWxYGFx1FXToALffbnpRZXhvk9RQMQVg0qRJtG7dmi1btjB58uQq+yvHBF9mz57N1Vdf7Wnkuu3Zs4ddu3YxcuRIwDRmY2Njueyyy+jTpw/Tpk3z9IRWJjFF1BfJ7ivqjNNppvBUnJfq9IytskPC91UP2jAYFrwCtt6475mEhVl44fH2NG9+evVx97ZKBuCmIy0tjd27dzNr1izGjfPusT948CDbt29n2LBhKKUICQlhw4YN9OrVCzBDs6ZOnVrj+desWVNl2759+/jkk09YvHjxadXdbrdzzTXXMGXKFDp16uS174MPPmDlypV8/335/6E9e/bQrl07du7cyciRI0lNTeWss86qct7bbruNq666ioceesizbciQISxdupTjx4+TkZFBly5d+Otf/0rLli1lWJZoHPbuNQtyR0VRcDgXq69svk4YXXGEpjtQTJwIzz1n5rFK8GjSGiKmuM2cOROHw8HkyZP56KOPmDRpkmefr5jgy+zZs3n//fd9br/iiisICgoCTPz58ccfWb16NcnJyVx99dW888473HTTTVWOlZgi6ov0pIrT5h5We/QovPMO3HUX3H03XHopmBtxdvhzM7j8Xu8D3/ovfLYMbH1wfxSDgkyOisLCuplDKtOHmp7x48czderUKsOyPv74Y/Ly8ujYsSMdOnTwXHicrtWrV7Njxw46d+5Mhw4dOHbsGJ07dz7p89x666106dLFKwEFwIIFC3jqqaeYO3cuYWHli2O450Z16tSJ4cOHs3r1ap/nHTJkCIsWLaLYnQSG8jlEy5YtIyMjg5SUFDZt2iRzh0TjoDU8/zw4ndhzc7H+2Xexa1ZBiPuJ1QqrV8Nvv8Gjj0rwEB71HVMqCgoKYsKECXz22WeebdXFhMrWrl2L3W6nX79+VfbNnj3b6+9JTEwkPT2dTp06ERwczCWXXMKvv/7q87wSU0R9kUaqOG1WKwwZAgcPQkKCGeL79tuwY4drmG/icggp9T7IoSBrrNem0FCzXE2HDnDZZZLsSJyaG2+8kUcffZTU1FSv7bNmzeKbb75h9+7d7N69m1WrVtXJHKILL7yQAwcOeM4bGRnJjh07Tuoc06dPx2az8Y9//MNr++rVq7ntttuYO3euVxKLvLw8SkpKAMjNzWXJkiX06NHD57lvuukmxo0bx1VXXYXdlUAmIyOD5cuXc+jQIRISElBK0bJlS+bMmSNzh0TgqZzG/fBheOklKC3lx0SqHTP26tcVnlx6KbRvD089BaNGSQASHvUdU7TWnhiitWbu3Ll0794dqD4m+OJrDi3Ali1byMvLIyMjw7NtwIAB5Ofnc+iQSWj53XffSUwRDU4aqaJWalrKRSl48UWYNMksLed0Qnw8JmX6iDuh44tVD3ryMBDMWWeZxmlUFMTEwOzZ5jUk2ZE4VYmJiVXS3e/evZs9e/Z4LRPQsWNHrFYrP//8M+A9fyg9Pd1n+v2a5g/5smLFChITE/nkk0+47bbb6NmzZ5VzZWVl8dRTT7Fp0yb69u1Leno6//rXvwCYNm0aR48e5corr/Raambz5s3079+f3r17M2LECP70pz9Ve0EB8Mc//pE+ffpw3XXX4XQ6iYuLo2XLll71ycjIICcnh969e5/U3yhEg6qcxt3phHvu8cw12RFb9ZDzV0D+X8CTpqBHD3jzTZPh70xl25P10AJWfccUrTUTJ04kNTWV1NRU9u/fzyOPPAJUHxN8nevjjz/22UidPXs2EyZM8JqnGhQUxLPPPsuoUaNITU1Fa80tt9xS7XsiMUXUB6Ub6Rdm//79deW1nMSpcV8DLFpkEhBVzh+htYnl0dEwebIZ8nu82AaPxPo+4Xf3wY/PAdCtG0RGmrXSx4wx5542rfrXEkIEFqXUKq11/4auhz+SOFUH8vNNA7VVK9PInDMHunf3LDuzJxw6PFhefNffoEMx5s5ocLDJ4HvddebnokXmp9Z1G4BOFESFEA1K4pR/ksRJTZy7gVlTbgj3nNPmzctvLruX+6oYezMy4KefoLjMAX9qVf2L/viE59ekJDMy67//heRkSXYkhBDiJFitcO658Npr5m7nxRd7GqgleDdQ0RDl/t09l2/AALOWmVJmvkpuLnzxRXlAqgu+1kM7yXWYhRCiqZHhvk1Y5VFS1XWqx8SYWL1kifnpWr4L8I69S5ZAaroD3fkjCC3xfbK/7ASaERwMqanmemDECO/rAclXIYQQjcyZGO7qvsvqHopptZpkCC7/6FWpvIJ9MUBcnGmcWixm7bRRo0yv6pIlZltSUt0GIFkPTQghTpr0pDYytekZdavNzV2tzQgqhwOGDjWNyoKC8nLu2LtgAZTYHcxq2xquzvU+yQ8ToO02+PB/QALh4WapmqwsmDABnnlGGqRCCNFo1fVwV3eD94knzDkHDzZp4Q8f9hTJBf50ufdhQcehZw5AHqxcaYb5Pvyw2TlypO8gVxdkiJAQQpw06UltRGrbM+p2opu77vNdeqlZGiY315w7Jsb7hvif/2wasVtzN6LDKzVQi5vBslfgw1VAAiEhpmxIiBmR9dNP5npACCFEI+Xrjuipcgemc8+F9983wWjmTPPTpRDofEfVQ9e8DkHuJw4HTJ9uelVjY01wO3zY/DwTPZ0yREgIIU6K9KQ2Iic77eVEN3crnu/AATNNJynJJDZauNAM1w2yHuXj7Ic4fuhSaPcz2C0Q7Cw/yeqJUBzr9Zpdu5rzKQWjR8vIJyGEaNTcd0TdPamn86XvDkzt2sG+feZRapY4KwBuHAufDa56WFwu9HC3jZUyd14rzjGRnk4hhPAr0khtRE7lOsB9c7c250tONjF83kIHG3LWsHbFLzDhTmgB9H7B+2AN/HMT2LoTEqIoKzObQ0PNzxUrzPnlxrIQQjRyp9MIdDrNnJPERCgsxB4ZycIRbfn3/nlEXJ9Iyd7D5BwHSyn8t7rlGB1w4OVKQ8euuMI7+NUUDIUQQtQ7aaQ2InV9M9h9PvcoKq2htLSMDRe3gKATjNFVQFgZwcGKLl2gV6/yBIpjxpg106VxKoQQjUhNSRFOpRHodJoER5s2QXQ09tYtaHbZZkpjgBiAXVA5OZIPh5+E0A4dTGPXYjH1e+opCUJCCOHHpJHayJzqzeDK1xYV1z6dPt0kPSxzOtg2phdE12IS6bFYWgX3JD/IzD/dvBmuvBKefNJMAZJrAyGEaETOxFqgmZkmeISHw6FDLLPmUwpmpE4tXLkc/vWtqz170UVmHuqSJSabb1zc6dVNCCHEGSWNVOF1bTF8uGmUPvmkydjrdMJvv4EKdnD8vKshepvvk6y9APaMBCyQfTbdW/YlrGUQF54PX35psvkeOCA3r4UQolE6lbVAT5SOPikJuneHtWsBaJtbVquqdN4Na96FZu4NSpk6/fij+V3mnQohhN+TRmoTVPG6AGDv3vJriw8+gG+/hV27TC4KhwPCIh0UX9cLErZ4n+hIO1hzNaz4IxS3xYzxNSsBhLWBOXNMT+yXX8r1gBBCNGonmxTBV88reAenggKYPx/OOQd276Zj/jF67YMNCRByDCathNJgyImA6FIoioAX50P7Ync0cnHPM6kpCcLJrN8mhBDijJMlaJqYisvU3H+/eVxyCaA0u3IOczRuBUdT/sXx6CU4Ul6HPjMoGXdB1Qbq7Fnw4l74cQYUtwMUYWEQHw9nnWVGUyUnmxFV115r5qBee63kpWiM3EsWnmjJozMtKCiI9PR0evXqxcUXX0y+azL17t27UUoxffp0T9nc3FxCQkK4++67Adi6dSvDhw8nPT2dlJQUbr31VgAWL16M1WolPT3d81iwYEGt6/TDDz/Qt29fgoOD+fTTT732vfvuu3Tp0oUuXbrw7rvveravWrWK1NRUOnfuzJQpU9A1vLErVqyocu7qzltaWsqtt95K165d6d69O5999lmV8z322GM8624suKxdu5b09HTP81mzZhEREUGZKxva+vXrSUtLq90bIhovpcyi159/XrvFryv3vObnlwenP/4R7rwThgyBxx+H4GA4dgyAUCAcSD0Kr/4IMxfBV1/D7AXmhmiHyg1UMOumPfxwzQ3Uk1m/TTQJ/hhTAD7++GN69OhBz549+f3vfw/Anj176Nu3L+np6fTs2ZPXXnvN57FXX32153U7dOjg+W4/fPgwI0aMICoqyvM3uM2aNYvU1FTS0tI4//zzyc3NrXLeG264oUqMmzNnDpdcconn+dNPP03nzp09z7/88kvGjx9/Un+7aFqkJ7UR83Vj2H1d0KoVfPON2d422c7S1tdzrMNs0Jq9UHMyirIg2HoFFe9xhISYddAPHzY9qMnJ5a85Y4bcoG6szsQ0tFMVERHBmjVrAJg4cSIvv/wyDz30EAAdO3bkq6++4sknnwTgk08+oWfPnp5jp0yZwn333cfvfvc7wDS83M4++2z++9//nlKdkpOTeeedd6o0/I4cOcJf/vIXVq5ciVKKfv36MX78eOLi4rjjjjt48803GTRoEOPGjeObb77hggsuqHJuh8PBgw8+yHnnnVer8z711FMkJCSwbds2nE4nR44cqdXfkJqayt69eyksLCQ6OpqlS5eSkpLC6tWrGThwIEuXLmXIkCGn9P6IRkRrsz5Zbb8MYmIgIwOWLTPltTa9pi1awDvvlGfs277d02jMtMLmBIgqMT8zrdC+8pKrFotp1Doc5hHkSoxQU11OZaiyaPT8MaZs376dp59+miVLlhAXF0dOTg4Abdq0YdmyZYSFhXH06FF69erF+PHjadu2rdfxH330kef3+++/H6tr1EJ4eDhPPPEEGzZsYMOGDZ4ydrude+65h02bNtGiRQseeOABXnrpJR577LET1nXIkCHcdtttnufLli0jJiaGnJwcEhISJHaIE5Ke1EbAV0+W0wl3321i/9SpJlbv2WOG3557rlkCZuduJ5tyt7Agzcqx9rNqd/fYqeCvhVS+vxEUBDk55T2oFa8HZA3zxsvXtZ0/yMjIIDs72/M8MjKSlJQUVq5cCZhAfdVVV3n279+/n8TERM/z1NTUOqlHhw4dSEtLw2Lx/qr99ttvGTNmDPHx8cTFxTFmzBi++eYb9u/fT0FBAYMHD0YpxfXXX88XX3zh89wvvvgil19+OQkJCSc8L8Dbb7/N//3f/wFgsVho0aJFjXV/8803ueCCCygpKaF///78/PPPgOnpveuuu1i6dCkAS5cuZejQ6tb+EE1GxS+DBQu808L7ClCTJ8NPP0HPnvD//p9JhLBjR3mvqpvdbgIY0NIGMYWQGwZdciDJ1/dNmzamfESESbjUrduJh/G4hyofOHD667iKRslfYsqbb77JXXfdRZwr8Zf7+z80NJSwsDAASkpKcDqd1Z4DQGvNxx9/zDXXXANAs2bNGDZsGOHh4VXKaa0pKipCa01BQUGVhm9lDz/8MDfccAPx8fHExMSwY8cOALKzs7n88ssldohak0aqnzvRUMrKjVGtzWPyZJg50xy7YAH07WvyTwwYYLYVHHVScl1fuCMFIo7VrjKHkuGJ40CEZ5PFYh5RUWaoVUP2pIn654/Xdg6Hg4ULF1YZRjRhwgRmz55NZmYmQUFBXoH2vvvuY+TIkVxwwQU8//zznmFdAD/++KPX0KzffvutymvefPPNnouV2sjOziYpKcnzPDExkezsbLKzs70ubNzbfR3/+eefc8cdd9TqvO6/5+GHH6Zv375ceeWVHDx4sNr6vfTSS/z3v//liy++ICIigqFDh7J06VKKioqwWCwMHz7c60JD7oY3Ye4gFRNj7oD+8gvs2wdPPGECVOVhtO4A9dZbZmmZDz6APn1ML+rx4xQD/+gDf+0Dvx8Lj/WB8ePgzgxo9igcjAOCYX1rcFSuS7du0LIl9O4NHTrA7bebhvCMGTUHJvd6a999J0FMVOFPMWXbtm1s27aNoUOHMnjwYM9NSIDMzEzS0tJISkriwQcfrLEx+eOPP9KqVSu6dOlS498eEhLCq6++SmpqKm3btmXTpk3cdNNN1ZafNm0ahw4dYubMmQQFBXlix9atW+nSpQuDBw9m6dKl2O121q5dy4ABA2p8fdG0BcxwX6XU+cA/gSDgX1rr/9fAVaoz1eVrqCmvREyM+Tl9ummMtmpl4uuePabM0qUmVh88aIbhzjYjeVm9GtatA0dUJiRsrFqZMgVzX4WcXpCwAUKKIHsoLeNakrujAzFWC8XFZvSU3Q6RkabO7nmnEtublrpem/d0HD9+nPT0dLKzs0lJSWHMmDFe+88//3wefvhhWrVqxdVXX+21b9KkSYwdO5ZvvvmGOXPm8Prrr7PWlVG0NkOz/vWvf9XtH3MC9957L3/729+q9NBWx263k5WVxZAhQ3juued47rnnmDp1Ku+//36Vsu+99x5JSUl88cUXhISEAGbY1owZMzj77LMZMGAAZ511Fjt27ODQoUMcPXqUs846q07/vkDVmOOUT5VTw5eUQFGRCUiLFpklZNy9qwsXwvr15o7mDz+Yu5slJeY8mzdDRAQ2IPbRWr60BRZ0ggt2Vtj41VfQvLkJkAUFJ/eldKrrt4lGyx9jit1uZ/v27SxevJisrCzOOecc1q9fT2xsLElJSaxbt459+/ZxySWXcMUVV9CqVSuf55k1a5anF7UmZWVlvPrqq6xevZpOnToxefJknn76aa/5uG5PPPEEgwYN4o033vBsGzJkCEuXLsXhcJCRkcHAgQN5/PHHWb16Nd27d6/ScytERQHRSFVKBQEvA2OALGCFUmqu1npTw9bs1DmdJn4nJsIDD/iexlN5KOWRI/Dgg7BypRleW1pqGqEJCaYnq1kz6N/fXDcEBUFhocng/9BDppHqHv3hcAC2JDiYAm1d8yQ08PYCyDoXz8cixwzDCAuDhJZwxa3m5viTT5rrjVGjynNRyHDepstfru3c84eOHTvG2LFjefnll5kyZYpnf2hoKP369WPGjBls2rSJuXPneh3ftm1bbrzxRm688UZ69erlNS+nrrVr147Fixd7nmdlZTF8+HDatWtHVlaW1/Z27dpVOX7lypVMmDABMAk7vv76a4KDg6s9b/PmzYmMjOSyyy4D4Morr+Stt97yWbfU1FTWrFlDVlYWHTt2BGDw4MGsWLGCJUuWkJGRAZhe2tmzZ3ueN3X1HadKS0v5fMvnxIfEU2Qv4pj9GH1a9eFA0QEKSwvp2rwrB4sOEqbC2HB4A0MTh3LMfozCkkKiQqMICgoiMSYRW7GNvXl7OXjsIKktUlmydwkHjx4kISqBPm36YAmycODoARIiEthXuI9debuIC43jUNEh9h/ZSbeNH7Ckj6JZ1loyDoey+Pxi8kv3ENz+ELavb8Y6fC8ZmzaQZy1jx4O9aVkA1giw9Yf2ebCxNYza6STTWsT/nUwOFSeM3h8M2M3zuDhzpzTYFb/84UtJBDR/jCmJiYkMGjSIkJAQOnbsSNeuXdm+fbtXj2Tbtm3p1asXP/74I1dccUWVc9jtdv7zn/+watWqE76ee06u+0bkVVddxf/7f77vvQ0YMIBVq1Zx5MgR4uPjARg6dCgvvvgiDoeDW265hejoaIqLi1m8eLGMwBEnFBCNVGAgsENrvRNAKTUb+B1wRoL/vn2FjHj2ASb2uZjkVq1oER3Nxqx9AKS2b0doSBBt4mPIzMln3Z4smkUqzu3Rg5CQIM85iovtfLxkBVcNHUB4eDBOpyYzJ58DeQXER0UxcUo+OUU7aRs0jONRa2iT0Jo53yUz4qdCLEFlfL16NRek96FNuuLnLdtISW1Oh/G7ObqjA7TcDfuTCUtbTklkEdgSIcXGxuzBEGGDjgtg63hon8n2kKP0OK8jtD8K1j2mbGQuhBRAWCE4gsy2F7dgsYSjgkwj1mIpb3ROmlS+vmlsLDz33JntOXM34JOSTD3qi7tHu7Y34etzxYK6fC1/XmmhLuoWGRnJCy+8wCWXXMKdd97pte/+++/n3HPP9QRQt2+++YZRo0YREhLCgQMHOHz4MO3atWPLlkpZrevI2LFj+fOf/0xeXh4A8+bN4+mnn/bM4Vm+fDmDBg3ivffeY/LkyVWO37Vrl+f3G264gYsuuohLLrmEI0eO+DyvUoqLL76YxYsXM3LkSBYuXEiPHj181q1Pnz7ccccdjB8/nm+//Za2bdsSHR1NUlISM2fO9DSCMzIy+Mc//lHlPW7C6i1OlZaWEvZ0WF2f9uRpYHD509cprrDzGBxcADHw6eDKB3qbebLT0jQUbbmQkI67zJ3a8HBzF/eee8yd1Pq+c+rPX6ritPlTTLnkkkuYNWsWkyZNIjc3l23bttGpUyeysrJo3rw5ERER5OXl8dNPP3Hffff5PMeCBQvo3r2719SS6rRr145NmzZx6NAhWrZsyfz580lJSfFZ9vzzz2fs2LFceOGFzJs3j+joaFJSUti3bx8//fQTr7zyCgDp6em89tpr/P3vfz/1N0I0CYHSSG0HZFZ4ngUMOhMvtG9fIe3eiIEYeOi316DyVAH3CFmNd577XwB7uNmhnRBilmd4fCdgDwNLGVgqTGQf53o919M818+LF5YXeXk+kGwePwF0xNyjdymp6Q8ZOaOmvd7i9oB1P05bR6KizFDeq64ySReHDYMXXqja23uyN6lrG8OdTjNvdvNmSEkxCZ7qo6FacdSaUqYeI0dWPz2pPrPa1uVr+VM23srqsm59+vQhLS2NWbNmcfbZZ3u29+zZ0ysDo9u8efO45557PEOPnnnmGVq3bs2WLVs884fcpk+fXuXu9M0338ztt99O//79vbavWLGCSy+9lLy8PL788kseffRRNm7cSHx8PA8//LDn7vcjjzziuch55ZVXuOGGGzh+/DgXXHCBJ7Ove0mB22+/vdq/u6bz/u1vf+O6667j3nvvpWXLlsycObPa8wwbNoxnn32WCy+8kPnz59OiRQuGDh3KnDlzPHNeMzIy+POf/yx3w8vVW5yas+k/JgY1YqN+hYRS6JoDv7aBjnmQGQ/XZMElll6E6GwzxNjphHffNUOKPvkEPvrIBI1rrz3xXNSTcTLzcvzlS1XUGX+JKWPHjmXevHn06NGDoKAgnnnmGZo3b878+fO5//77UUqhtWbq1KmeZE2VzzV79myfQ307dOhAQUEBpaWlfPHFF57XefTRRznnnHMICQmhffv2vPPOO9W+T1deeSWFhYWMHz+er7/+moiICAYNGoTNZvNMH8nIyOCNN96Q2CFOSNW0Bp+/UEpdAZyvtb7Z9fw6YJDW+u5K5W4FbgVITk7ut8c9QfMk9PjjnWyOefXUKqrdgUl7N2C1AuXH77MG/rmT8JKOhISYm9Jbtpg4b7WauDxypBl2fOCAmft6Mo3Uk4nhe/aYxmmzZmZq0+bNZgTXmZafb/7G5s1hyZLy5XSq+1vd5U/1PTmVutXFa9VnvU+WP9dNnDql1Cqtdf8Tlwxs9RmnSj/8kLBt1/pYELTxOP4Xsx6qR3CwCUxBQXDppSaL74EDJjPgww+bBEnZ2WYeDEDHjvD993XzJVJTEJMvLiECXlOJU4EmUHpSs4GkCs8TXdu8aK3fAN4A6N+//ym1ChdM/Rvt3qhFI7VyTyqAI4zKPalme2jVnlR/crAnN1/dnqhIE19HjTLTe9wx2J3B1R2fTzaD68ksQZeUZBqp7p7UpCTf5epaxb8xJQVyc811R3V/6+m+J6dat9N9rfqs98ny57oJUQv1FqdCr7ySkrBr+bwbxBdBUSgcC4E+B+BANBSGQtfDcDAawkphQwIMzYRjYWZfVKnJ7JRYALYw2BsNB5tB6gFYkgQHIyDhOPTJMUsAHIiChKOwLwp2WSHuGByKhP1R0C3HHNPMARl7YHEnyA+CYAfYIsBaChnZkBcBO+Ixc1LtYAuvOCcVDlghrAwcbaK4bXkJ4cHa3K3s0ME0PMeOhU6dzBswcmT5F0VcHLz0kmksPv44fPihKTNqVN19idQUxOSLSwghzohA6UkNBrYBozBBfwXwe621j/S0Rv/+/fXJLAlRUXZ2Id3vfwD7zosZ2qMV998WzSYfc1L3HsznsRez+G2HYnR6Dx57KMjTsKtpTmqL6Cj2H8lnR/5OLkkbxpxVa0jv1JoeickcyCvk2HEzJ3Vcnz5YLIpHX9nG1vXNadd9N3+d0oEfNuxm6ffJ/Jy9nNgWRVw+OJGyMBvDkgdjD7bx4YoFXJ0ynsxjmajQo7QJ70hu4VFyy/bQJSGRmV/m8lvWUc5O6cKD1/YiLbkTzZubMbXVDck9nSk3JzsaSuakntnX8ufpU/5cN3Fqmsod6vqOU5SWwuefQ3y8GXZy7JhZyuXAAZM1r2tXM18zLAw2bDDDQ44dM/uiokyPZGKi+Q+3d68pm5pqhpIcPGi+sLOzTTa+CRNMxt59+2DnTpg712ToVQqGDDGvu3ixWSy7Y0fz0z1vulMn+L//M1/mL7xghssMG2aG7GzfbuoTFGTmefzzn+bvsdnMl4FS5sug8hdyTUNv3Ut91OWc1BMFMfniEiKgNZU4FWgCopEKoJQaB/wDcwP4ba31UzWVP63gT+1jTn3EJl+vcbqNxvqOpxLDhWiamlLwr+84dUbV9KXtqzFYsTz4bixWLnMydwUbmgQxIRqtphSnAkmgDPdFa/018HV9vV5tl9Woj+U3fL3G6bxuQywZ4i/LlAghxJlS33HqjKrpS1spM8y2pvKV9/sq4/49EIKDBDEhhKhX9TiYUgghhBBCCCGEqJk0UoUQQgghhBBC+A1ppAohhBBCCCGE8BvSSBVCCCGEEEII4TekkSqEEEIIIYQQwm9II1UIIYQQQgghhN+QRqoQQgghhBBCCL8hjVQhhBBCCCGEEH5DGqlCCCGEEEIIIfyGNFKFEEIIIYQQQvgNaaQKIYQQQgghhPAb0kgVQgghhBBCCOE3pJEqhBBCCCGEEMJvSCNVCCGEEEIIIYTfkEaqEEIIIYQQQgi/IY1UIYQQQgghhBB+Q2mtG7oOZ4RS6hCw5zRO0QLIraPq1JdArDMEZr2lzvUnEOsdiHWGM1Pv9lrrlnV8zkahicQpqWPdCYR6Sh3rTiDUs7HUUeKUH2q0jdTTpZRaqbXu39D1OBmBWGcIzHpLnetPINY7EOsMgVvvpioQ/r2kjnUnEOopdaw7gVBPqaM4k2S4rxBCCCGEEEIIvyGNVCGEEEIIIYQQfkMaqdV7o6ErcAoCsc4QmPWWOtefQKx3INYZArfeTVUg/HtJHetOINRT6lh3AqGeUkdxxsicVCGEEEIIIYQQfkN6UoUQQgghhBBC+I0m3UhVSp2vlNqqlNqhlPqTj/1hSqmPXPt/Vkp1aIBqVq5TklJqkVJqk1Jqo1LqHh9lhiulbEqpNa7HIw1R10p12q2UWu+qz0of+5VS6gXXe71OKdW3IepZqU7dKryHa5RSBUqpeyuVafD3Win1tlIqRym1ocK2eKXUfKXUdtfPuGqOnegqs10pNbH+al1tvZ9RSm1xfQY+V0rFVnNsjZ+neq7zY0qp7AqfgXHVHFvj90091/mjCvXdrZRaU82xDfI+C2/+HqsCJS4FQhzy17gTCHEmUGJKIMSRQIgb1X3v+NvnUpwGrXWTfABBwG9AJyAUWAv0qFTmTuA11+8TgI/8oN5tgL6u36OBbT7qPRz4b0PXtVKddgMtatg/DvgfoIDBwM8NXWcfn5cDmLW0/Oq9Bs4B+gIbKmz7O/An1+9/Av7m47h4YKfrZ5zr97gGrvd5QLDr97/5qndtPk/1XOfHgKm1+PzU+H1Tn3WutH8G8Ig/vc/yOLnPTkPHqkCJS4EWh/wp7gRCnAmUmBIIcSQQ4kZ13zv+9rmUx6k/mnJP6kBgh9Z6p9a6FJgN/K5Smd8B77p+/xQYpZRS9VjHKrTW+7XWv7p+LwQ2A+0ask515HfAe9pYDsQqpdo0dKUqGAX8prXe09AVqUxr/QNwpNLmip/dd4FLfBw6FpivtT6itc4D5gPnn6l6Vuar3lrreVpru+vpciCxvupTG9W817VRm++bM6KmOru+z64CZtVHXcQp8ftY1Yjikr/FIb+JO4EQZwIlpgRCHAmEuFHD945ffS7FqWvKjdR2QGaF51lUDaqeMq4vORvQvF5qVwuuIV19gJ997M5QSq1VSv1PKdWzfmvmkwbmKaVWKaVu9bG/Nv8eDWkC1X8h+9t7DdBKa73f9fsBoJWPMv7+nt+I6dXw5USfp/p2t2s42dvVDC3y1/f6bOCg1np7Nfv97X1uigIqVvl5XAq0OOTvcSfQ4oy/x5RAiSN+Fzcqfe8E2udSVKMpN1IDmlIqCvgMuFdrXVBp96+Y4UG9gReBL+q5er4M01r3BS4A7lJKndPQFaotpVQoMB74xMduf3yvvWitNSZoBAyl1EOAHfiwmiL+9Hl6FTgLSAf2Y4ZBBYprqPluuD+9z8LPBUBcCpjPc6DFHX+PMwEQUwIpjvhV3Kjpe8ffP5eiZk25kZoNJFV4nuja5rOMUioYsAKH66V2NVBKhWD+Q36otf5P5f1a6wKt9VHX718DIUqpFvVczcp1ynb9zAE+xwxbqag2/x4N5QLgV631wco7/PG9djnoHqbm+pnjo4xfvudKqRuAi4A/uAJMFbX4PNUbrfVBrbVDa+0E3qymLn73Xru+0y4DPqqujD+9z01YQMSqQIhLARaHAiHuBEScCYSYEihxxN/iRjXfOwHxuRQn1pQbqSuALkqpjq47lhOAuZXKzAXcGb+uAL6r7guuvrjmArwFbNZaP1dNmdbu+UhKqYGYf+cGa1wrpZoppaLdv2MSGWyoVGwucL0yBgO2CsM1Glq1dw397b2uoOJndyIwx0eZb4HzlFJxrqFF57m2NRil1PnAA8B4rfWxasrU5vNUbyrNWbu0mrrU5vumvo0Gtmits3zt9Lf3uQnz+1gVCHEpAONQIMQdv48zgRJTAiiO+E3cqOF7x+8/l6KWtB9kb2qoByaT3zZMtrSHXNsex3yZAYRjhtrsAH4BOvlBnYdhhi6sA9a4HuOA24HbXWXuBjZiMr8tB4Y0cJ07ueqy1lUv93tdsc4KeNn1b7Ee6N/Q77WrXs0wwd9aYZtfvdeYC5n9QBlmXsVNmPloC4HtwAIg3lW2P/CvCsfe6Pp87wAm+UG9d2Dmibg/2+6MpW2Br2v6PDVgnd93fWbXYYJjm8p1dj2v8n3TUHV2bX/H/TmuUNYv3md5VPk39OtYRQDEpeo+z/hhHMIP4041331+FWeqqaPfxZRq6ulXccRXHV3b38FP4kYN3zt+9bmUx6k/lOsfSgghhBBCCCGEaHBNebivEEIIIYQQQgg/I41UIYQQQgghhBB+QxqpQgghhBBCCCH8hjRShRBCCCGEEEL4DWmkCiGEEEIIIYTwG9JIFeIMU0o9pJTaqJRap5Rao5QadAZfa7FSqv+ZOr8QQojGR+KUEMLfBDd0BYRozJRSGcBFQF+tdYlSqgUQ2sDVEkIIIQCJU0II/yQ9qUKcWW2AXK11CYDWOldrvU8ptVsp9Xel1Hql1C9Kqc4ASqmWSqnPlFIrXI+hru3NlFJvu8quVkr9zrU9Qik1Wym1WSn1ORDRUH+oEEKIgCRxSgjhd6SRKsSZNQ9IUkptU0q9opQ6t8I+m9Y6FXgJ+Idr2z+B57XWA4DLgX+5tj8EfKe1HgiMAJ5RSjUD7gCOaa1TgEeBfmf8LxJCCNGYSJwSQvgdGe4rxBmktT6qlOoHnI0J2h8ppf7k2j2rws/nXb+PBnoopdyniFFKRQHnAeOVUlNd28OBZOAc4AXXa61TSq07k3+PEEKIxkXilBDCH0kjVYgzTGvtABYDi5VS64GJ7l0Vi7l+WoDBWuviiudQ5mrgcq311krbz0idhRBCNB0Sp4QQ/kaG+wpxBimluimlulTYlA7scf1+dYWfy1y/zwMmVzg+3fXrt8Bk10UASqk+ru0/AL93besFpNXtXyCEEKIxkzglhPBH0pMqxJkVBbyolIoF7MAO4FZMJsU417CnEuAaV/kpwMuu7cGY4H478ARmPtA6pZQF2OU6x6vATKXUZmAzsKp+/iwhhBCNhMQpIYTfUVrrE5cSQtQppdRuoL/WOreh6yKEEEJUJnFKCNGQZLivEEIIIYQQQgi/IT2pQgghhBBCCCH8hvSkCiGEEEIIIYTwG9JIFUIIIYQQQgjhN6SRKoQQQgghhBDCb0gjVQghhBBCCCGE35BGqhBCCCGEEEIIvyGNVCGEEEIIIYQQfuP/A2MFxzpacEbcAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data1_test = data1_test_original.copy()\n", "data1_test = data1_test_original.copy()\n", "\n", "data1_X_test, data1_y_test = preprocess_no_scale(data1_test)\n", "data2_X_test, data2_y_test = preprocess_no_scale(data2_test)\n", "\n", "data1_y_test_pred = rf_rds1.predict(data1_X_test) \n", "data2_y_test_pred = rf_rds2.predict(data2_X_test) \n", "\n", "plot_predictions(compute_scores(data1_y_test_pred,data1_y_test), data1_X_test,data1_y_test,data1_y_test_pred,None, model_name,\n", " compute_scores(data2_y_test_pred,data2_y_test), data2_X_test,data2_y_test,data2_y_test_pred,None, model_name) \n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model comparison\n", "\n", "Now that the typical steps of solving a regression problem have been discussed, we are equipped to compare different models in terms of their performance. \n", "\n", "If the possibilities of hyperparameters to test are few, one can do an exhaustive search of the best hyperparameters with `GridSearchCV`. Otherwise, it is preferable to make a randomized search with `RandomizedSearchCV` and in this case, we will plot the influence of the hyperparameters on the performance of the model with a validation curve as previous *(cf: Pruning and Number of trees for Random Forest)*." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:33.981868Z", "start_time": "2021-10-17T21:29:33.970363Z" } }, "outputs": [], "source": [ "def full_auto_search_print_plot(model,model_name,params,randomized) :\n", " \n", " data1_train = data1_train_original.copy()\n", " data2_train = data2_train_original.copy()\n", "\n", " rds1,rds2 = automatic_search(data1_train,data2_train,model,model_name,params,\n", " randomized=randomized)\n", "\n", " print_two(lambda x : dict_to_str(x),\"Best hyperparameters\" , rds1.best_params_, rds2.best_params_)\n", " \n", " # Make predictions\n", " data1_test = data1_test_original.copy()\n", " data1_test = data1_test_original.copy()\n", "\n", " data1_X_test, data1_y_test = preprocess_no_scale(data1_test)\n", " data2_X_test, data2_y_test = preprocess_no_scale(data2_test)\n", "\n", " data1_y_test_pred = rds1.predict(data1_X_test) \n", " data2_y_test_pred = rds2.predict(data2_X_test) \n", "\n", " plot_predictions(compute_scores(data1_y_test_pred,data1_y_test), data1_X_test,data1_y_test,data1_y_test_pred,None, model_name,\n", " compute_scores(data2_y_test_pred,data2_y_test), data2_X_test,data2_y_test,data2_y_test_pred,None, model_name) \n", "\n", " return rds1, rds2\n", "\n", "\n", "def full_validation_curve(model,param_name,param_range) :\n", " \n", " data1_train = data1_train_original.copy()\n", " data2_train = data2_train_original.copy()\n", " \n", " mean_valid_scores1,mean_train_scores1,\\\n", " mean_valid_scores2,mean_train_scores2 = compute_validation_curve(data1_train,\n", " data2_train, \n", " model, \n", " param_name, \n", " param_range) \n", " \n", " plot_validation_curve(mean_valid_scores1,\n", " mean_train_scores1,\n", " mean_valid_scores2,\n", " mean_train_scores2,\n", " param_name,\n", " param_range)\n", " \n", " return\n", "\n", "estimators1 = []\n", "estimators2 = []\n", "estimators_names = []\n", "estimators1.append(rf_rds1)\n", "estimators2.append(rf_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear Regressors\n", "\n", "### Linear Regression" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:34.829911Z", "start_time": "2021-10-17T21:29:33.984548Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "Linear__fit_intercept: True\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "Linear__fit_intercept: True\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Find best params\n", "lin_reg_params = {\n", " 'Linear__fit_intercept' : [True,False] ,\n", "}\n", "\n", "\n", "model_name = 'Linear'\n", "lin_rds1,lin_rds2 = full_auto_search_print_plot(LinearRegression,\n", " model_name,\n", " lin_reg_params,\n", " randomized=False)\n", "\n", "estimators1.append(lin_rds1)\n", "estimators2.append(lin_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ridge Regression\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:42.143642Z", "start_time": "2021-10-17T21:29:34.833214Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(Ridge,\"alpha\",np.arange(0,1000,10))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:43.422711Z", "start_time": "2021-10-17T21:29:42.146749Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "Ridge__fit_intercept: True\n", "Ridge__alpha: 10\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "Ridge__fit_intercept: True\n", "Ridge__alpha: 67\n", "\n" ] }, { "data": { "image/png": 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uW7eu7euvv54OUFRUFLdmzZrkd999N+Waa64piI+Pp0+fPuWjRo0qqn79xYsXtzv99NOLwtfKzMyMGiguWbIkdcOGDW3Cj4uLi+P8fr/nww8/THn11Vc3Anz/+9/333777Ye9vlu3bhU9e/YsXbRoUbuhQ4eWfP3118njx48vBvjd736X+X//939pAHl5eQmrV69O7tKlyxH3yfr9fs+nn37a/uqrr+4bPlZWVmYARo4cWXzdddf1ufLKK/dfd911+490LVCwKiIiIiIiLVjBoYK4JduWpHRq26l8ybYlKQWHCuI6tu1Yp1XCmoT3rFY/3rZt22+LLFlrzcyZM7deeeWVhZHnvPHGG97jee9I1lpWrly5tm3btsdUNffqq68uePHFF9MHDRpUcuGFF+73eDy88cYbKe+++27K8uXL16WkpARPP/30gYcOHaoS3cfHx9tgsLKeVElJiQcgEAiQkpJSEe3f5oUXXtiak5PT7vXXX/eOGDFiyIoVK9YcabVWe1ZFRERERKTFymiTERjdc3RR/sH8hNE9RxdltMk4rkC1rsaPH+//85//3Km0tNQArFq1KqmwsNBz3nnnFb3yyisZFRUVbNmyJeHDDz9Mqf7aMWPGHPj4449T1q1blwiwe/fuOICUlJRAUVHRtym0Z599duFvfvObzuHHS5cubQNw5plnFj377LMdAF566aXUwsLCqGm31113ne+dd95Je/nllzOuu+66AgCfzxfn9XoDKSkpwU8//TT5888/b1f9dT169KgoKCiIz8vLizt06JB55513vAAZGRnBHj16lM2aNSsd3P7cZcuWtQG3lzU7O/vAH//4x53p6ekV33zzTeKR/g21sioiIiIiIi2Wx3h4+pKntzfEntXa3H333Xs3b96cdNJJJw221pqMjIzyN9988+vrr7/et2jRotR+/foN69atW+mpp55aXP213bp1q3j00Uc3X3HFFf2CwSAdOnQoX7p06YYrr7zSd9VVV/V966230v74xz9ufeaZZ7bdcsstvQYMGDAkEAiYM844o+iss87a+tvf/nbnlVdeeWK/fv2Gjhw5srhr165l0e6xU6dOgX79+pVs2LChTVZW1kGAK6+80v/MM890OvHEE4eeeOKJJSeffPJh6b9JSUl2ypQpu0477bTBmZmZ5f369fu2gvGLL774za233tr7d7/7XdeKigpzxRVXFIwaNerQ3Xff3WPz5s1J1lpz9tlnF5555plH7C2uPqsiIiIiItJsxEKfVWkY6rMqIiIiIiIiMU/BqoiIiIiIiMQcBasiIiIiIiIScxSsioiIiIiISMxRsCoiIiIiIiIxR8GqiIiIiIiIxBwFqyIiIiIiIkchLi5uxKBBg4b0799/aHZ2dr+9e/fGHct1Hn300Q433HBDr+O9n/q6TqxRsCoiIiIiInIUkpKSguvWrVuzYcOG1WlpaRXTp0/v1NT31BIpWBURERERETlGZ5555oEdO3YkAqxevTrpnHPO6T906NDBI0aMGPjpp58mA7zwwgve4cOHDxo8ePCQs846a8C2bdvia7peIBCge/fuJ0Wu1vbu3XvYtm3b4utynSuvvLLP7Nmz08OP27Zte2r45wceeCBz2LBhgwcMGDDk7rvv7gZQWFjoGTNmTL+BAwcO6d+//9C//OUv6dWv2VQUrIqIiIiISMsWDMLevXEEg/V62YqKCnJzc1Muv/xyH8Att9zS+8knn9y6evXqtdOnT99+xx139AIYP3588WeffbZu7dq1a6666qqChx56qEtN14yLi2PChAm+efPmpQHk5OS06969e1nPnj0rjuY61b366qupGzduTF61atXatWvXrvnss8/avvXWW+1fffXV1C5dupSvX79+zYYNG1Z/73vfKzy+f5X6U2NELyIiIiIi0uwFg3D77T1YsiSF0aOLePrp7XiOb82utLTUM2jQoCG7d+9O6Nu3b8nll19e6Pf7PZ9++mn7q6++um/4vLKyMgOwadOmxMsvv7xHfn5+QllZmadnz56ltV3/Bz/4QcFDDz3U7a677to3b968jCuvvLLgWK4T6e2330597733UocMGTIE4ODBg55169Yljx07tui+++7reccdd3S/7LLL/BdccEHxsf2r1D+trIqIiIiISMtVUBDHkiUpdOpUzpIlKRQUHFMxpEjhPatbt279wlrLb3/7286BQICUlJSKdevWrQl/ffPNN6sBJk2a1OvOO+/c89VXX615/PHHt5SWltYah40dO/bAli1bknbu3Bn/9ttvp1133XX763qd+Ph4GwgEAJdSXF5ebgCstfzsZz/bFb63rVu3fnn33XfvHT58eOnKlSvXnHTSSYceeOCB7lOnTu16vP8+9UXBqoiIiIiItFwZGQFGjy4iPz+B0aOLyMgI1NelU1JSgo8++ujWJ598MjMlJSXYo0ePslmzZqUDBINBli1b1gagqKgorlevXuUAzz77bIcjXdfj8XDhhRf67rzzzp79+vU71KVLl0Bdr9O7d++yFStWtAV44YUX0ioqKgzAhRdeWPj888939Pv9HoBNmzYl7NixI37z5s0JKSkpwTvvvLPgnnvuyfvss8/aHv+/TP1QGrCIiIiIiLRcHg88/fR2CgriyMgIHG8KcHWjR48+NGjQoEPPPPNMxosvvvjNrbfe2vt3v/td14qKCnPFFVcUjBo16tB9992389prr+3r9Xorzj777KKtW7cmHem61113XcF55503+NFHH90cPlaX60yePDn/4osv7jdw4MAh2dnZ/jZt2gQBvve97xWuXr06+bTTThsE0LZt2+C8efM2rVu3LukXv/hFD4/HQ3x8vH3yySe31OM/z3Ex1tqmvgcREREREZE6+fzzzzeffPLJe5v6PqT+ff755x1PPvnkPuHHSgMWERERERGRmKNgVURERERERGKOglURERERERGJOQpWRURERESkOQkGg0HT1Dch9Sv0v2kw8piCVRERERERaU6+zM/P9ypgbTmCwaDJz8/3Al9GHlfrGhERERERaTYqKipuycvL+2teXt4wtPjWUgSBLysqKm6JPKjWNSIiIiIiIhJzNBMhIiIiIiIiMUfBqshRMMZsNsYcMsYUGWN8xpilxpgfG2Pq9N+SMaaPMcYaYxo0Bb8u72OMGWaMeccYs9cYoxQLEZEWooWNVTcaY1YYYwqNMduNMb9v6PsSkdihYFXk6F1irU0BegO/Bf4L+FvT3tIxKQdeAn7U1DciIiL1rqWMVW2BnwEdgTOAscDUprwhEWk8ClZFjpG11m+tfR34D+BGY8wwAGPMd40xn4ZmgbcZY34V8bL3Qt99xphiY8woY0xfY0yOMWZfaJVznjEmLfwCY8x/GWN2hGbI1xtjxoaOe4wxPzfGfB167UvGmIya3ifK/a+31v4NWF2v/zAiIhIzWsBY9Wdr7fvW2jJr7Q5gHjC6Pv+NRCR2KVgVOU7W2o+B7cA5oUMHgBuANOC7wB3GmMtDz50b+p5mrW1vrV0GGOA3QDdgMNAT+BWAMWYgMAk4LTRDfj6wOXSNycDlwHmh1+4HnqjlfUREpJVqQWPVuWiSVaTVULAqUj92AhkA1trF1tovrLVBa+0q4EXcIB2VtXajtXaBtbbUWpsP/CHi/ACQBAwxxiRYazdba78OPfdj4D5r7XZrbSnuQ8NV2ssjIiI1aNZjlTHmh8BIYMbRvlZEmicFqyL1oztQAGCMOcMYk2uMyTfG+HEDdceaXmiMyTTG/D2UPlUIzA2fb63diNur8ytgT+i8bqGX9gb+N1Q8wwesxX1gyGyIX1BERJq9ZjtWhVZ9fwNcaK3dezSvFZHmS8GqyHEyxpyG+wDwQejQC8DrQE9rrRd4Cpc+BRCt6u6vQ8dPstamAhMjzsda+4K19mzcgG+B34We2oYbtNMivpJDe3pU3VdERL7VnMcqY8wFwF9wRaO+qPMvLSLNnoJVkWNkjEk1xlwM/B2YGzGApgAF1toSY8zpwA8iXpYPBIETI46lAMWA3xjTHbg34j0GGmOyjTFJQAlwKPR6cB8sHjHG9A6d28kYc1kt71P9/o0xJhlIDD1ODr2PiIi0EC1grMrGFVW6MrTvVkRaEQWrIkfv38aYItxs8X24fTs3Rzx/J/BQ6JwHce1hALDWHgQeAZaEUqLOBP4f8B3AD/wf8GrEtZJwLQf2AnlAZ+AXoef+hJsVnx96rw9xZf1rep/qeuM+UIQLVRwC1h/1v4aIiMSiljJWPQB4gTdDFYOLjTFvHeO/iYg0M8ZaZQuKiIiIiIhIbNHKqoiIiIiIiMQcBasiIiIiIiIScxSsioiIiIiISMxRsCoiIiIiIiIxR8GqiIiIiIiIxJz4pr6BhtSxY0fbp0+fpr4NEZFWb8WKFXuttZ2a+j5ikcYqEZGmp3EqNrXoYLVPnz4sX768qW9DRKTVM8Zsaep7iFUaq0REmp7GqdikNGARERERERGJOQpWRUREREREJOYoWBUREREREZGYo2BVREREREREYo6CVREREREREYk5ClZFREREREQk5ihYFRERERERkZijYFVERERERERiToMHq8aYnsaYXGPMGmPMamPMXaHjvzLG7DDGfBb6uijiNb8wxmw0xqw3xpwfcfyC0LGNxpifN/S9i4iIiIiISNOIb4T3qACmWGtXGmNSgBXGmAWh5/7HWjsj8mRjzBDg+8BQoBuw0BgzIPT0E8B4YDvwiTHmdWvtmkb4HURERERERKQRNXiwaq3dBewK/VxkjFkLdK/lJZcBf7fWlgKbjDEbgdNDz2201n4DYIz5e+hcBasiIiIiIiItTKPuWTXG9AFOBT4KHZpkjFlljJlljEkPHesObIt42fbQsZqOV3+P24wxy40xy/Pz8+v7VxAREREREZFG0GjBqjGmPfBP4GfW2kLgz0Bf4BTcyuvM+ngfa+0z1tqR1tqRnTp1qo9LioiIiIiISCNrjD2rGGMScIHqPGvtqwDW2t0Rz/8FeCP0cAfQM+LlPULHqOW4iIiIiIiItCCNUQ3YAH8D1lpr/xBxvGvEaVcAX4Z+fh34vjEmyRhzAtAf+Bj4BOhvjDnBGJOIK8L0ekPfv4iIiIiIiDS+xlhZHQ1cD3xhjPksdOy/gWuNMacAFtgM3A5grV1tjHkJVzipAviJtTYAYIyZBLwDxAGzrLWrG+H+RUREREREpJE1RjXgDwAT5ak3a3nNI8AjUY6/WdvrRESkfllr8Zf68SZ5cYkyIiIisUVjVcvVqNWARUSk+bDWMnX+VLLnZDN1/lSstU19SyIiIlVorGrZFKyKiEhU/lI/uZtz6dK+C7mbc/GX+pv6lkRERKrQWNWyKVgVEZGovElesvpkkVecR1afLLxJ3qa+JRERkSo0VrVsjdK6RkREmh9jDDMmzNA+IBERiVkaq1o2BasiIlIjYwxpyWlNfRsiIiI10ljVcikNWERERERERGKOglURERERERGJOQpWRUREREREJOYoWBUREREREZGYo2BVREREREREYo6CVREREREREYk5ClZFREREREQk5ihYFRERERERkZijYFVEpJWx1uIr8WGtbepbEREREamRglURkVbEWsvU+VPJnpPN1PlTFbCKiIhIzFKwKiLSivhL/eRuzqVL+y7kbs7FX+pv6lsSERERiUrBqohIK+JN8pLVJ4u84jyy+mThTfI29S2JiIiIRBXf1DcgIiKNxxjDjAkz8Jf68SZ5McY09S2JiIiIRKVgVUSklTHGkJac1tS3ISIiIlIrpQGLiIiIiIhIzFGwKiIiIiIiIjFHwaqIiLRqxpiexphcY8waY8xqY8xdoeO/MsbsMMZ8Fvq6KOI1vzDGbDTGrDfGnB9x/ILQsY3GmJ83xe8jIiLSUmjPqoiItHYVwBRr7UpjTAqwwhizIPTc/1hrZ0SebIwZAnwfGAp0AxYaYwaEnn4CGA9sBz4xxrxurV3TKL+FiIhIC6NgVUREWjVr7S5gV+jnImPMWqB7LS+5DPi7tbYU2GSM2QicHnpuo7X2GwBjzN9D5ypYFREROQZKAxYREQkxxvQBTgU+Ch2aZIxZZYyZZYxJDx3rDmyLeNn20LGajkd7n9uMMcuNMcvz8/Pr81cQERFpMRSsioiIAMaY9sA/gZ9ZawuBPwN9gVNwK68z6+u9rLXPWGtHWmtHdurUqb4uKyIi0qIoDVhERFo9Y0wCLlCdZ619FcBauzvi+b8Ab4Qe7gB6Rry8R+gYtRwXERGRo6SVVRERadWMMQb4G7DWWvuHiONdI067Avgy9PPrwPeNMUnGmBOA/sDHwCdAf2PMCcaYRFwRptcb43cQERFpibSyKiIird1o4HrgC2PMZ6Fj/w1ca4w5BbDAZuB2AGvtamPMS7jCSRXAT6y1AQBjzCTgHSAOmGWtXd14v4aIiEjLomBVRERaNWvtB4CJ8tSbtbzmEeCRKMffrO11IiIiUndKAxYREREREZGYo2BVREREREREYo6CVRGRZsBai6/Eh7W2qW9FREREpFEoWBURiXHWWqbOn0r2nGymzp+qgFVERERaBQWrIiIxzl/qJ3dzLl3adyF3cy7+Un9T35KIiIhIg1OwKiISo8Kpv6mJqWT1ySKvOI+sPll4k7xNfWsiIiIiDU6ta0REYlA49Td3cy5ZfbKYPn46hWWFeJO8GBOty4qIiIhIy6JgVUQkBlVP/S0sKyQtOa2pb0tERESk0SgNWEQkBnmTvGT1yWJX0S5G9RhFamJqU9+SiIiISKNSsCoiEoOMMUwfP52zep7Fsu3LuHfBvaoCLCIiIq2KglURkRhVWFbIsu3LVAVYREREWiUFqyIiMSqcCqwqwCIiItIaqcCSiEiMMsYwY8IM/KV+VQEWERGRVkfBqohIDDPGqAqwiIiItEpKAxYREREREZGYo2BVREREREREYo6CVREREREREYk5ClZFREREREQk5ihYFRERERERkZijYFVEpAlZa/GV+LDWNvWtiIiIiMQUBasiIk3EWsvU+VPJnpPN1PlTFbCKiIiIRFCwKiLSRPylfnI359KlfRdyN+fiL/U39S2JiIiIxAwFqyIijSyc+puamEpWnyzyivPI6pOFN8nb1LcmIiIiEjPim/oGRERigbXg94PXC8Y05Pu41N/czblk9cli+vjpFJYV4k3yYhryjavcQ91/18b6dxERkaZnrcVf6m/UMUmkNlpZFZFWz1qYOhWys9332raOWgs+X+3nVD2/agGl6qm/hWWFpCWn1fih4Gjf78j3c3S/a13PFRGR5k11FCQWKVgVkWareiBnLRQUwObNEAhUPnekgM/vh9xc6NIFFi5051Z/n4IC2LQJpkxxwdukSRAM1n5P1lqmzJ/KebOymRIa+L1J3jqn/gaD7n2ys9377t9//AFj5O+am+se18e5IiLSvKmOgsSiBg9WjTE9jTG5xpg1xpjVxpi7QsczjDELjDEbQt/TQ8eNMeZRY8xGY8wqY8x3Iq51Y+j8DcaYGxv63kUkNkQLNsOB3Jgx7nsg4AK6Hj2gXz8XYI0Z446FA8yaVge9Xnfu8uWwaxdMm1Y1AI687lNPucB19myYPLnq9aqvRO4/5Gfuklw2fdGFuUty8ZX4McYwY8IMcm7MYcaEGbWuqE6e7N6noADmzoXzzjv+FU6vF7KyIC/PfffWsk32aM4VEZHm7WgmU0UaS2PsWa0AplhrVxpjUoAVxpgFwE3AImvtb40xPwd+DvwXcCHQP/R1BvBn4AxjTAbwS2AkYEPXed1au78RfgcRaSLhADA31wVMM2a445Mnw6xZkJAAX30FZWWwdCmUlIDHA3v3wtChbqXUGOjevXJ1MC2t6nsYAw884M7t3h0WL648z++H+fPddY2B0lLYvdsFw0uXVr1e9ZXIyXu8sCkL0zUXNmVBiRfagDGGtORqN1GN3++un5npgsX27Wv/HerKGPdvWJd9qEdzroiING/hyVTtWZVY0uArq9baXdbalaGfi4C1QHfgMmBO6LQ5wOWhny8DnrPOh0CaMaYrcD6wwFpbEApQFwAXNPT9i0jji1xJjZaK6vfDsmXQqRMUF7vvy5e7lcfkZHeNjh3dNcaNg7Fjj7w6mJYG48e7QDTyPK8XJkxw1zUGTjoJbr7ZnZ+dXfV61Vcie/UyTOw8g96Lc5jYeQZpaXUf+L1ed/20NPd+Eycefm/Hyhh33bp8Djmac0VEpHkLT6YqUJVY0ajVgI0xfYBTgY+ATGvtrtBTeUBm6OfuwLaIl20PHavpuIi0INVXUqdPd9/Dj1NTXRB65plu5TEjwwVS2dnu3IcfhsJC6NkTiooqA7sjrQ7WtIpoDMycCfff767bq5c7Fu160a4xc4bB70876pXJ6teqy+8gIiIi0pI0WrBqjGkP/BP4mbW2MHLGxlprjTH1UnLMGHMbcBtAr1696uOSItKIqq+kFhZWBm2pqS6QnTvXnXvVVfDYY5VBqTEueM3IcM9HpsrWJW02vIoY7XjkdWu7XvVr1HTNuqj+2mO9joiIiEhz1CjVgI0xCbhAdZ619tXQ4d2h9F5C3/eEju8Aeka8vEfoWE3Hq7DWPmOtHWmtHdmpU6f6/UVEpMFFK+oTDtoKC2HRIrd/tLQUPvjABapKUxURERFpeRqjGrAB/gastdb+IeKp14FwRd8bgdcijt8Qqgp8JuAPpQu/A0wwxqSHKgdPCB0TkRYknP6ak+O+RwahXq/bf5qcDElJbj9qrFWord5XVURERESOTWOkAY8Grge+MMZ8Fjr238BvgZeMMT8CtgDXhJ57E7gI2AgcBG4GsNYWGGOmAZ+EznvIWlvQCPcvIo2stnTcmTNd5V6IvRXVcEP13M25ZPXJqrU1jYiIiIjUrsGDVWvtB0BNn9bGRjnfAj+p4VqzgFn1d3ci0twYA+npTX0X0UVrqH6kFjUiIiIiEl2j7FkVEWlske1vGosaqouIiIjUn0ZtXSMiEincR7W+27FUb39Tfe9rQ7DW4i/1M338dArLCtVQXUREROQ4aWVVRBpUTSuc4YAyO9t9Dz9fHyui1dvf+P3Hfq1oqhdRCu9VzZ6Tzb0L7lWgKiIiIlIPFKyKSIOpKSCF6AFlbecfjWjtb+pLZGA6df7Ub1dUq+9VFREREZHjozRgEWkwkQFpTg5s3Qq9ermU3HBAGU7V9XqjB7DRqgIfSbj9TUOkGEcLTMN7VcNVgLVXVUREROT4KVgVkQYTDkhzcsDjgSuuqLqHtHpAGS2APVY1tb85XtECU2MMMybM+DZwVQqwiIg0tXDmj8Ylac5MS25cP3LkSLt8+fKmvg2RVs1at6J6xRVuxTQvzwWvNQWSDVV06XiFB/3UxNRv03zTktP0AaCOjDErrLUjm/o+YpHGKhGpb+r7ffQ0TsUmrayKSIOIDDp79ar7imlDrYgej/Cgn7MpB4/xYLHfDv4iIiKxRn2/paVQgSURqXfVCyWBS/nNyWmcNjL1zVfiY8E3C+jQpgNr966lQ5sOKqQkIiIxS32/paXQyqqI1LuaCiXF2oppXVhrmfbeNPKK89hZuJNBHQax58Aexp44VoO/iIjEJNVSkJZCK6siUu/q2jqmPnqqNjR/qZ/FmxfTNqEtxeXFVAQrsFiI4XsWERExxqi2gjR7ClZF5LhVDzrDlX5rS/utqadqrAWw3iQvo3qMYs+BPXRu15mN+zeS2S6TxVsWKw1YREREpAEpWBWR41JT0BkulFTThG60VOGartWUjDE8duFj3HzKzWQkZzC442D2HdqnPUAiIiIiDUx7VkXkuNS0P/VIovVUPdZrNTSPx8PjFz3+beuawrJC7QESERERaWBaWRWR41LX/anR3H8/LFpUmSp8PNdqaOG9Px6PR3uARESk7mJtf4tIM6KVVRE5LuH9qeGequDGZK+35hTgcLpveFV1xozo11I8KCIiMSuyofjRDHiNNbjV5f5EYpxWVkUkqqOZCA7vT4W67TmNlu5b/VpNMa5aa/GV+AgGg/hKfFjNgouISDR1LbJQ24AXC/cnEuMUrIrIYY51jKvrmNyY6b51DbqDwSCT3pzEmNljOO0vp5E9J5up86cqYG0FjDE9jTG5xpg1xpjVxpi7QsczjDELjDEbQt/TQ8eNMeZRY8xGY8wqY8x3Iq51Y+j8DcaYG5vqdxKRehY5mFgLW7fG3oAXqamCZJF6pjRgETlMfRZNiqax0n3rmn1lrWXyW5OZ/dlsOrXtxJ4Dezi719nkbs7FX+onLTmtYW5QYkUFMMVau9IYkwKsMMYsAG4CFllrf2uM+Tnwc+C/gAuB/qGvM4A/A2cYYzKAXwIjcZ14VxhjXrfW7m/030hE6k/kYDJmjDuWmwsejwtCx4ypDGKrDzL1POBZa/GX+o9c5K+uA7JIjNPKqogcpq4TwcfSXzWsMdJ96zqx7C/1s2z7MjLbZZJ/MJ8BHQaoPU0rYq3dZa1dGfq5CFgLdAcuA+aETpsDXB76+TLgOet8CKQZY7oC5wMLrLUFoQB1AXBB4/0mItIgIgeThQtdZcCuXSEYhFdfdeeMHVtzKlI9DXjWWqbOn0L2rPOYOn9K7Zk/RzMgi8QwrayKyGHqMhFc06pl5P7VplbXiWVvkpesPlnkbs7lov4X8egFj1JUXqT2NK2QMaYPcCrwEZBprd0VeioPyAz93B3YFvGy7aFjNR0XkeYscjAZN84dW7zY7ZXxet3PjdBzzV/iI3fJXLrkl5CbNxf/uQ+Q1ia95hfE0oAscowUrIpIVEca48ITzR06xFZP1Eh1zb4yxjBjwowqqVVpcWmNeq/S9Iwx7YF/Aj+z1hZGTlRYa60xpt42MBtjbgNuA+jVq1d9XVZEGkK0sveRPzdSuq23BLI2QW5XQ9Ym95g2DfZ2IjFBwaqIHJPUVDd+L1kCgwe7x7GorhPL4T6q0joZYxJwgeo8a20or4/dxpiu1tpdoTTfPaHjO4CeES/vETq2AxhT7fjiaO9nrX0GeAZg5MiRquIlEuuqDyaRPzdSzzWTlsaMzhPxL16I95xxmFibIRZpANqzKiJHxVrYv98VQgwEYPRot22nsLCp70zk2Bi3hPo3YK219g8RT70OhCv63gi8FnH8hlBV4DMBfyhd+B1ggjEmPVQ5eELomIi0ZA1YhCHcUs2GijeZGTNJm/8eZsZM7UOVVkHBqohEFa3lSzAIkybBwIFw+unuub17K7ftiDRTo4HrgWxjzGehr4uA3wLjjTEbgHGhxwBvAt8AG4G/AHcCWGsLgGnAJ6Gvh0LHRESOWtSCSk3ZjFykCSgNWEQOE614EsDkyTBrlltRBSgqguuug+nTNW5K82Wt/QCo6f/BY6Ocb4Gf1HCtWcCs+rs7EWmtjrqgkkgLpJVVETlMtJYvfj8sXeqOBYPuKzMTVqxQCrCIiLQA0VKKmlC4oFJeSkRBJZFWRsGqiBwmNRVGjYJduyqLG4Yr96ekwK23uq/0dKUAi4hIDKtrABpOKcrOrrlf6vG+x1EKF1TKWdybGZ0nqqCStEpKAxaRKqyFe++FZcvgrLMqU3wjx+A2bVxqcGHh4cUPrW2UoogiIiK1q6kheDTRUorqEhwezXscrXBBJQ2q0oppZVVEqogcr5ctq0zx9ftd3/MePdz3wsLDazwcz8R0Q6lSSVFERFoPvx9yclxD8Jwc97gm4fShvLyj65caLcitTyqoJK2cglURqaKm8bou43hDj9lHy1VSnEr2nGwmvTmJYDDYtDckIiKNJzUVPB7XENzjqb0huDFuVTQn5+hWR481yBWROlEasIhUER6vq2cd1XQ8UnjMDmdDNfWY7S/1k7s5l4KDBcz6dBbWWp747hMYzVCLiLRs1sK2ba4a4OjRsG9fZUpQTcKrmEejLoOjiBwzrayKyGFqyjo6UjbSsU5MN5TUxFROzTyVbYXbCNgAr6x5BV+Jr2lvSkREGlZ4T8rll7sV1b17XdXA2lZWj4dSdUUajIJVEalXTT1mh/eoVlRUcNu/b+PjnR+TGJdIkiep5k6aIiLScoT3pHTt6hqDjxzpijDce29sFFMQkTpTGrCItBjWWqbMn8LCrxeyq3gX+w7to31ie9ontiezXSYT+k0gLTmtqW9TREQaUuSelNGjXaB6tFV+RSQmKFgVkRbDV+Jj7qq5HCw7yIGKAyR5kiguK+aaU65h+oTppCWnab+qiEhLFdk7LbyPNDXVraiGiymkprqeqOH9peq3JhLTlAYsIi2GtZagDWIwxBGHMYbhnYfz9MVPk94mXYGqiEhzZ60LNqun8waDMGmSC0inTnXH0tLcntVwMYXp013gGu6vFgzGXr81EalCwaqItAjWWh5+/2E8xkNSQhI/Oe0nrP3JWlbevpK4uLimvj0RETleNTXzthYmT4bZs10gW72nariYQmFh1f5q27bFVr81ETmMglURaRH8pX4Wb17MyK4j6Z7SnV9l/Yo+6X3wePRnTkSkRaipmbff7/aldu7s+p2OGhW9d1r1nqg9e6pHqkiM055VEWkRvElesvpkkbs5l3EnjlMhJRGRlqamZt5eL4wZA3PnQvv2kJwc/fXReqKqR6pITFOwKiItgjGGGRNm4C/1403yan+qiEhLU1NwaQw88AAsWgTdu8PixTVX/Q2nBNf0WERiivLjRFqhmupTNEfhvqrWWowxqvgrItKSGeMCVb+/6iCWlgbjxlVN6Y2RwS5ynBKRo6NgVaSViVafIkbG86MWDAaZ9OYksudkM3X+VH0QEBFp6WoqshRedc3Jcd8hJir9WmuZOn+qximRY6RgVaSVqV6fwuerHM+nTIH9+5tH0GqtZfJbk5n92Wz2H9pP7uZc/KWq5Cgi0qLVVGQJKlN6jan9vMa83VI/uZtz6dK+i8YpkWOgYFWklaleDBHcOJ6Z6WpTjBlT2X4uVldbrbVs8W3h3c3v0rldZ3Yf2M2oHqPwJqmSo4hIi1I99af6IFZTBd+6ntfAwsX/8orzyOqTpXFK5CiZlpyOMHLkSLt8+fKmvg2RmGNtZX0KcMHpggVuTB85EnbtgrPOcp0ARo2Cxx5zfdVjQTj19+U1L3Og/ADt4ttx9dCrefyix9WmJoYZY1ZYa0c29X3EIo1VIjUIp/yGq//OmOFWTYNB1yO1Z8/aB6fIwa4JaxlYa1X8rxnQOBWb9MlOpBWKzJQKb/N5912YONEFrGedBUuXupTg2bNdr/WmnNcKF6cIBoMu9ffz2fhL/cSZODJTMnlk7CMKVEVEWorwaqrPV5n6s2BB5Qrr1Klw6aVH3osaOdg1IRX/Ezl2+nQnIhgD6ekwc6arTfHYYy5g3b3bfUZYurTJtvtUKU4x+a3JLN22lM5tOxO0QZLik5jQd4J6qoqItBSRBZSmTYPzzoMVK9xM6rRpbhZ17lzYtAmef76y0EKs7lsRkeOiPqsi8q3IdnOPPea+L13qPjM00XafKsUplmxdAkD+wXyGdRrGohsWkdE2Q7PVIiItRWRhpMWL4dVX3SxquH/qT3/qzispgYMH4f77ITnZPReZKiwiLYJWVkUkKo8HHn/cfWZoyrE/sjjFWT3PImADnNXjLIwxxMXFKVAVEWlJqhdG6tWrav/UXr3gqqsgLg569IAlS2Dhwiav+isiDUMrqyISVYzUpcAYw4wJM/CV+Jj27jR2H9jN7gO7mXjSRFVVFBFpacKFFCKrAN5/v/sK7z99/HH3fdkyV8IeKldWmyANSAWURBqOglWRVqymgLSmAoxNxRiDMYbFWxYzsutIdhTt4IHzHtCHAhGRlii8JyXaYASVqT+RAW0Tza5aa5kyfwqLvlnE2BPHMnPCTI1NIvVIacAirZS1MGUKnHuu+x5Zl6Kpe6mHq/9Gttb6Nh34QB7jThynokoiIi1RZLGkyMFo4UJ3PKx6WfsmqPob7vn9/OfPs8m3ibmr5uIr8R3xdSJSdwpWRVopn88VVNy8GZ57zhVUDGvKXuqR1X+nzp/6bcAaTgfOuTGHGRNmaOZaRKSlCa+kZmXBpEmQkuLSfJcvdw3Ap02LmYq/4bHqsr9fRnFZMcTGbYm0OEoDFmnlIgsqPvFE1d6rTZFV5SvxseCbBXRu25nczbn4S/3frqKGe9WJiEgL5Pe7yr8+n2vyDS5AXbiwshpw5OpqE/ZQDVeq757SnV3Fu+jUthPn9z1fY5RIPdPKqkgrlZYGV1/tCir27OnqVESm+zZFVpW1lmnvTmNjwUYWb1kMFlITUxvvBkREpOl4vZVNvjt3hg8+cMfHj3fHxoxxwevAge6r+h6WxrzViK0pE4dP5IMffsDM87VfVaS+NfjKqjFmFnAxsMdaOyx07FfArUB+6LT/tta+GXruF8CPgADwU2vtO6HjFwB/AuKAv1prf9vQ9y7S0oUzqpYta9peqmH+Uj8Lv1lIHHG0iW9DebCcwrJCzVSLiLQGxlQ2+X75ZZf28/DDLtWnsNANWGPGuJQgY9yKq99f2SC8UW/VbU1RFWCRhtUYK6vPAhdEOf4/1tpTQl/hQHUI8H1gaOg1Txpj4owxccATwIXAEODa0LkicgzC24LGjXO91HNymr7iL7hV1IS4BA4FDlERrGDcCePUnkZEpDXxeFyA2qULjBjhUn8LC11AmpYGY8e6gSspyf1sbaOvroaLAAKkJacpUBVpQA0erFpr3wMK6nj6ZcDfrbWl1tpNwEbg9NDXRmvtN9baMuDvoXNFJCSygOKRRBZYXLy4cp9qUyssK8RiyeqTxYAOA3hwzIP6ECAi0tqkpVWm/kZW+TMGZs6E9eth3Tr3eOxYN/vaSAFrTUUARaRhNOWe1UnGmFXGmFnGmPTQse7AtohztoeO1XRcRKhcKc3Orjpm1xTANmW135pYa7HWMqbPGPYd2qf2NCIirdn998OiRYen/RgD6eluBXbx4kbrsRZeTfWV+MjdnEuX9l2+LQLYohzNzLdII2iqYPXPQF/gFGAXMLO+LmyMuc0Ys9wYszw/P//ILxBpAaL1Ra0pgIXKar9Nnf4bDAbZ4ttCIBBg6vypjH1uLFhYdMMitacREWmNwoPX2LEuHbgmjTjrGrmaOu3daYzpM4a84jyy+mS1rK0qtX1wEGkiTdK6xlq7O/yzMeYvwBuhhzuAnhGn9ggdo5bj1a/9DPAMwMiRI/VfmbQK4TE7N9d9T02FrVtdMNq1a2UAG1mDIlztt6kEAgFGPDOCrwq+YkDGAIwxdE3pyuIti3nQKP1XRKRVijb7Gm2wasQea+E2NV3ad2HxlsUsumERD573YMsrrFTXf3uRRtQkK6vGmK4RD68Avgz9/DrwfWNMkjHmBKA/8DHwCdDfGHOCMSYRV4Tp9ca8Z5FYFrlSOn063HsvXHGFy5LatSt2Un3DrLXc/sbtrNqzCmstXxV8xYiuI1rmTLWIiBxZOP00NbXuK6aN1GPt2zY1oTEqLTmtZRZWisU9QtLqNUbrmheBMUBHY8x24JfAGGPMKYAFNgO3A1hrVxtjXgLWABXAT6y1gdB1JgHv4FrXzLLWrm7oexdpTsJjts/ngtaOHWHvXvjXv6BXr/ody609vslsf6mf5TuX0z6hPcXlxZzU+SSevvhpisqLjjhTfSzvfbSvqe38mp47mveIPBcaZWFARCR2VP+DGU4/DacHTZ/uKgDHyB/GVtOmphFXq0XqqjGqAV9rre1qrU2w1vaw1v7NWnu9tfYka+1wa+2l1tpdEec/Yq3ta60daK19K+L4m9baAaHnHmno+xZprlJT3YrqkiXue8+eleNNXesm1HZefWxp8SZ5GdMni9LSBExpOp5t2RjjOeJM9bG899G+prbzaytkVdf3iDx3yhT3pe1BItKiHO0g4vO5nqnh9NNwq5oYCpaMMS1zNbW6RlqtFqmrpqwGLCININw3ffRo972w0B0PBmHSpMrPB8Fg9M8S4c8RWVnu/GCw6vPRtrTUJvw5JPx+waCrqFh0sIRye5BEm8L6Q++yLf/IFRV9PliwADIz61788Wjvt7bza3ruaN4j8tyFC12xy0YqZiki0vCOVJ7e56v6B3P/frjvPrdnZflyGDNG6aci8q0mKbAkIg0nWrGl8GeBZ5+Fzp1h/nw4dAg+/NCdE1kR2O93acQ+H8ye7Y49/njl89WvX9tnivBnlpwct8obtBbPBVMo7TGf3UW7aU8mxfF7GN7mu/TsVPuHE2th2jS3lSYvDyZOPPLnmXCv+DFjXIeDumzBqe33q+m5o/k3iTx33Dh3rK73JiIS86LN3nm9lWm+Y8ZU/lEeM8a1qAkPTqmp7rHSUEUkxLTkZsYjR460y5cvb+rbEGl0kRlYDz/sVvB27YJ27WD7dpfh4/HAiBGu53pOTmXBP2vdiurs2W4FMz296vPgVkm3bXMpxp5a8jN8Pje53qEDvL8kyMnjvuSTodm0SykjYCs4Me1Ezux6Hk9f9hhxcbUneoSv1aUL7NjhPuekp9d8fuQWqDFj4IEH6p7ZpD2r9c8Ys8JaO7Kp7yMWaaySFqX6/tPwHsjwH/C8PJdSEt6rmp3tZlR374abboI2bSpn8Jqgt5q1tuXvTZWoNE7FJqUBizRj1roxvqDAfY+ce3r4YRekzZ0L3bq559q2dQHeKae4c3bscOcEg5WvNwYeewxuvtmdW33Fz9rKasP33lv7PsvwKuKevUHMbafxySlnYJN8YC3tE9vzxg/e4C9XPH7EQDXyWnl5bkXySNX0Iyf3Fy92v1ddP3fUtmWnpueOZptP5LnaHiQiLUq0Rt41VZkNHz94ENq3d+cezb6NehYMBpn05iSyns1i6vyptOQFHZHmQmnAIs2Uta44z/PPQ3GxG+evvx5mzqzc29mtm1tRXbHCrYCedx58/DEsXQqDBsErr7jAdNAgd82JE93rPR6X+httxe9o2rAZA9OnW5Zs/JLzXvg8NPBbuqV047sDvkvvtN51nrk+2iKFR5OaKyIi9ah6I+/IP+CpqW6mM/zH+f773Upr9+5ub8pZZ8GyZY3+h9tay+S3JjP7s9lktsskZ1MO/lI/aclpR3ytiDQcBasizZTP5wLVfftc4Bof78Z7n6/q3s6rrnLBaffurkIwuM8Cn38Ol17qMq9KS91niYULK4PP6p81wo5uz6pl6oIpvLn+HbcCa4BAEv+49G1O7t3nqFOsarqnms5VBX4RkRgR/gO+f78bbLp3dwPJfffB2WdXBqhN1LbGX+pn2fZlZLbLZPeB3VzU/yL1/BaJAQpWRZoxY1yQWl4OCQmVFYAXL4aRI93+1P/8T7d6unhxZUGfhQvda3v0cAFtUpJ7PG7ckSey6xoEWmvZ4tvC3FVzKSkvwWMSiC/szZDkC+mV2gcXuTasowluRUSkgVkLDz0EO3e6tJ+JE92elaVL3Szq9OkutcfrbbSZxvAe1dTEVLL6ZJG7OZeL+l/EYxc+pj2rIjFAwapIM+X1ulXT995zY/vOnS6tNynJ7UPNzXUB7OWXw9ixbtU1HLj5fO7zwrx57vGll8Lvfw8ZGUe357Im1lqmzp/Kgq8XUFRaREJcAh3aprDgprd59tHejBtnmqp2hoiINAVrYcsWN/AcOgTJyTB5Mlx5JXTt6lZWw5X7wmnCR1sd76hvyY1VuZtzyeqTxfTx0yksK1RxJZEYogJLIs1QuNji++/DGWe4Y2VlLp130SI3tv/v/7pxf9MmV2QJKgv6pKe7czp2dEWXXnwRHnywvu7NstW/lZxNOWS2z6R9Ynt6pvZk4vCJ9PL25t3FRn1FRURak/CgdemlriLgoUNw4IDbvxouvGSMm12dPNkVZ8rMdIPXmDFV+7XWI3+pn9zNuXRp34XczbkUlhWSlpymQFUkhmhlVaQZ8vncGF5a6vacXnWVG+vh8Eq50cbccM/Sb75x10hJcVlYtRVLOhJrLb4SH9Pem0buply2F25n3d51DOk0hAXXLyC9TTpgatzvejStX0REJAbV9Ic8XJkvMxNWr3azpOH9JzNmwNatLlANr7CedZabjYXKva3HM0DVwJvk/Tb1N6tPlvaoisQgBasizVh4ovnhh+GRR9zPqalu3O/Rw20HWrjQ1a6IDAz9frcCm5AAgYDb83rWWcdeePHbtN9vFpBXnEdSXBL7Du2jW0o3AsEAHo/n25nqaPtdo7XlU8AqItKM1PaHPLIy38knu3RgY9zgNXMm9Orl+q2GXzt9uhsopk2r7LnaAJWBjTHMmDBDfVVFYpiCVZFmJhygTpzoAs6xY11arzGuX+rIkbB2LQwe7NrU3HWXWzW9996qLe/GjXOrs8nJcPXVrgjTsY7TvhIfC75ZQLd23diwbwN7A3uJ98Sz7+A+Lht4WZXZ6vB+V2vdCnG4jkZd2+GIiEgMqu0PeWRlvmDQpfZ27+4C0fB51Wcy09NdINvAKTfGGLWnEYlh2rMq0oyEJ67HjoWSEvd5YOZMN4ZbC198AatWuZXSVavgyy/dZ4HMzKp7RI1xr1u/Hr76qrKn6v79R78tyFrLtPemkVecxye7PqFNXBt6pPYgzsQxcfjEqBUVw79Hdrb7HrltST1RRUSaofDqafU/5OGZSXBBaXo6jB/v9rBEnheeyYwcL6IdO07hLSu2AfbAikj908qqSDMSnrjevx9mz3b7TadPd2P9T38K777rPhcEg2470I03uoD0m2/gxz+uGgRGtry7805XSdgYuP76qgHwkSa1XYGKxbSJa8ue0t30Te9LnInjkgGX8NiFj+HxHD4nVn0CvrBQPVFFRJq1aH3NgkFXMCncQzWc3tNEf/CrV/+dMWGGUn9FYpxWVkWaEa8XRo1y7eni42HOHBgwwG0BmjULioogMdF99evnVk3T091rb7656rWshSlTYOBAePpp2LfPfXZYuNB9r776GW0S2lpLMGgJbjmTbb7dBMoT+Hr/15ze4/QaA9Xw71F9Ar4BJtBF6sQYM8sYs8cY82XEsV8ZY3YYYz4LfV0U8dwvjDEbjTHrjTHnRxy/IHRsozHm5439e4g0ucg/5Na6QHX2bDcrWj29pwn+4Fev/usvVUl6kVinYFWkmUlMdPtMi4tdcaSCAlizxgWvu3dXnrNnjwtkDxyA9u3huutccBoOOsNFlg4dqrx2MFhZjCna9qNI4RnqMbOzWXtwKSaYRDkH6Nw2k+W7VrAtv7DGlOLwxHpOjoopSUx4FrggyvH/sdaeEvp6E8AYMwT4PjA09JonjTFxxpg44AngQmAIcG3oXJGWLZzmW/0Pvt/vCiZkZrqZyTPPdOc0QfptOPU3NTGVrD5Z5BXnqfqvSDOhYFWkGfH5XICZmuoehyev27WDigq47DIXmIYXNHNyXPYVuOKLc+dWbh1KTXUBbklJ5fUTElygCzVvPwrzl/rJ2ZRDeptUytO+IEgFHpOIt00qni1ZXH6ht9bWeFpJlVhhrX0PKKjj6ZcBf7fWllprNwEbgdNDXxuttd9Ya8uAv4fOFWm5akvBSU11qUBFRa5VzYcfusJKU6YcW4GEYxQIBLjt37eRNSeLexfcy/Tx08m5MUcpwCLNhPasijQD4Ynrhx6CnTvdON++PZSVuXTf+NB/yevWQc+eLnAdNw4yMtzx4mK3v7WiovLzQWGhW0kdPdoFtImJLsjNyYlenBEqq/eCJRAIELRBPt75MWDAGhKC7Xnugte5+credO1iVNlXmrtJxpgbgOXAFGvtfqA78GHEOdtDxwC2VTt+RqPcpUhTqakCcHiv6gcfuPNOPhneew/atIENG2DBApgwocFTawKBACc/dTKr964mJTEFgMKyQlX/FWlGtLIqEuOCQZg0yU1Iz5sH3/mOCywrKlx7ms8/h9dfd4Fmt26uEvDrr7siSQAPPOCOxce7ADey7V12tgtaTzrJTXwnJ7sgt3pxRnCT5lnZlp9M3c89b9/DwCcGsjp/NR2TOxNXmkH8gd5UrLieZ2b0JmuMUWVfae7+DPQFTgF2ATPr8+LGmNuMMcuNMcvz8/Pr89IijSdaCk7kXtXCQjc45eW51B1j3Cxr9RL1DSAYDHLz6zezZu8a4oijqKyIkV1HKvVXpJnRyqpIDIsc8zt3dsd27ICUFDdRvXeve9yjh8u2evll91ng0UfdhPW2bW7LUI8ebj/rVVdVXeW8/373Fd6jCtFTc/1+yMm17D99CrPsfNp8tovSikMYDHtL9zAo+EM2znmYLmlpfLjLsGgRPPigKvtK82Wt3R3+2RjzF+CN0MMdQM+IU3uEjlHL8WjXfwZ4BmDkyJHqoSHNU7gAQXh/CVTdq7p7N/zgB/C738HDD7t9LPHxrqJfdnaDzWZaa5n81mReWfMK8SaeClvB0I5Deeq7Tyn1V6SZUbAqEsOqj/k33wzTprkxPzfXTVhffrn7Xl7uXjNihHsu3C0gLs4FoN/9Ljz2WOU+16lT3XnhbgLhqsHReL0wKsvHM4lzCSYdoLTsIAAePNx00k08dtFj3FXs+bY7gfaiSnNnjOlqrd0VengFEK4U/DrwgjHmD0A3oD8QyoWnvzHmBFyQ+n3gB4171yKNLLxHZdo0N6CcdZabLc3OriywsGIF/PrXLt2nsNAdKyxs0NlMf6mfpduWktkuk90HdvP9Id9n9qWziYuLa5D3E5GGo2BVJIaFU3VzcuCii1yw6fG4MX/rVheoer3w0Udu72lenltpPeccF6h26eKOvfYa9OpV+bmgpm1GNTEGHp4GLz1q8ZWWEgCSPEkYj+G/zvkv4uM9PP541bZ5denRKhILjDEvAmOAjsaY7cAvgTHGmFMAC2wGbgew1q42xrwErAEqgJ9YawOh60wC3gHigFnW2tWN+5uINKJw/7P5891A0769SwMCN1ht2+YGqY4dK4shGFN1f0kD8SZ5yT4hm5xNOVzU/6JaW6mJSGxTsCoSw2rqnW6MK6Tk8VTWr/j8c5g4sTL99t573eeDs85y50YGjOFtRuGV1bpkYnmTvFxw4qW8tO55PMZDWbCM4R2H08vb69t7Cn/+iLZyq4BVYpW19tooh/9Wy/mPAI9EOf4m8GY93ppI7PL5XIn50lL3deCAmwFdtswNWu3bu/5qH3zgCixMmwaLFzfKoGCMYcaEGfhL/XiTvEr9FWnGNM0kEuOMqdxTGgxWtrPz+12P1DZt3FdmpgtU09NdEDt9ugtUly1zgWtkl4Cj7XMaDFpOe2Aqr3z4ManlgxnUYTA/POWHrLhtRdTZ6iP1aBURkRbCWldI4brr3AA0ZowrXT9okGsC3qmT26eyaFGDDwrBYJAtvi0Eg0GMMaQlpylQFWnmtLIqEoMiU2jBrVLm5Lgg1Fr3WaCkBPLzXVXglBTXBSAys6qwsDIVOFqqb10yscKN1Lfu9rHKzoV2pfgqklj03Y8Z3qt3jR8Calu5VXqwiEgzFvlHfOJEF4SOHeuq9YX/qJ93nqv66/HAnj2uaEKbNpUrqw1QWCkYDHLaX05j7d61DO44mE9u/USpvyItgIJVkRhTPYX2/vvdzx07wpIlbm/q88+73qmZmS4YnTcPhg6tGgQeS6pvpHAj9de/ep2gDULSIYIV8SQnQs9OtadV1ZS+rPRgEZFmLNofcZ/PDVRjx7oiC9Onux5oc+e61OBAAD78EJYvh6KiBpup3Fa4jbV719IuoR1r965lW+E2eqf1rvf3EZHGpWBVJMaEU2gzM13f9Pvuc58JcnLctp89e9w4H64QnJYGN97oJrCDwcpijEVF7jPDsRRdDAQCDP/zcNbsWwNAu/h2pLVpS6e2Xbiw/wTS26Qd8RrRVm6PtrCTiIjEkGh/xB94AJ591g1KOTlu0Jk50w1MZ5zh9q6uXw+rV7um3g0QqFpraZ/Qnv4Z/dlQsIHBHQfTM7XnkV8oIjFP+REiMcbrdWm+K1a4AosPPwy//z3861/w8ccui2riRLc16Lrr3LjfsaPbGlRQ4IoxjhjhAtx77z36QNVayy2v3fJtoApQFihn4vDrWXrL+8w8f+Yx7wGK1j9eRESaiep/xMHtN+nc2R0bNaryD3uPHjBggFtdbd8ebrjBrcpGFlCoB9ZapsyfwuAnB7OzaCfXDr2Wj2/5WCnAIi2E/ksWiTHGuInqrl1h5EgXnP70p64DwE9/6lrUPfCAm8B+5hmXdbV3r/tMsGePq2Xx1VcugD2WOha+Eh+vffVa5QEL1tebsoUPkpacflzFKo62sJOIiMSQ6n/E09Lc7Go4IE1KqmxpM3iwC2CvusoNaN261WtxpXBNBV+Jj0XfLKKkooSyQBmf7PqEovKienkPEWl6ClZFmli4p3rkZHNamtvys2sXfOc78O677pxZs+Dkk13timnT3OeG6dPhf//XTXK3a+cqBA8e7ALYo129tNbiL/EfNiOdeWgsy3LT6uUzRjg9WIGqiEgzVP2PeEmJK6LQrp0brLZtg4ULXTubkhLXV+2009yAVk8pNYFAgFtfv5WsZ7OY9t40sk/IJjk+maT4JMadMA5vktJ2RFoK7VkVaUI1FRwKB6GTJ8PLL7stQOXl0Lat2/YTH+8mrO+/Hx55xO1tzctznwd27HCPPZ66pwCHZ6invTeN3E253/ZODdog3f3XEPfRE2RnGaXtioi0FnUp3e73V5ad373bVf1NSXHFlubNc+ckJLh9LWed5Qa245yprKio4KQ/n8S6gnWkJKQAkHNjDg+e9yCA2tWItDAKVkWaUG0FhwoLXS/1khJXOMlaOHjQjfPBoPvats29rnt3F6zu3Anjx7v9rHUdq621THlnCu98/Q57DuzhtG6nsat4F8tvXY432Ys3KY3C/zRqNSMi0lrUtXS71+v2ouTkwIUXQmKiSwsaMwbWrXMD2RVXuDTgZcvc4+OoqhcMBjnl6VNYV7AOgKLyIoZ1GoY3yas9qiItlP7LFmlCtRUc8nrd5HRCggtMe/RwY7zX6/at9ugBN93kPj/s3u2KLi1efPR7QX0lPuZ+MZet/q0UlRaxzb+N7BOy6Z3Wm/Q26Xg8Rmm7IiKtSbSZ1OrCK6/Tp7tzHnnEpQF36eIGI48Hevd2wWw9VdXbVriNr/d/XeXYp7s+5d4F92LruXCTiMQGrayKNKGa+pGC+xxQUuJqUnTtCnFxrmjS1q3uuR07XAGmvDxXKbhXr2MLKK21VFRUcKj8EBbLGT3OYPr46ceURlWXrDEREYlx0Rp1R/6Bh8qV1zFjXNW/cCn7hQvd6mp4IKhpkDsGPVN7MqDDAFbtWYXBXatLShdyN+fiL/WTlpx2XNcHNJCJxBitrIo0kXBhJTi84JC1br/qs8/Cli3w9dcwaBBUVEBZmfseDlizs48tULXWUnCwgJ/P/zm+Mh8BAgQJ8tr61/CXHn0lpXDWWHZ2g3QnEBGRxlK96i9U/QPv81WuvM6d66r+TZ1a+drq16qn9ByPx8PK21byw5N/yJBOQzgl8xT2HdpHVp+s+imqpIFMJOZoZVWkCdS2Hchat3q6ZIlrQ7Ntmyuy+NprMHAgJCe786680mVdHc3+1Mr3t9z99t3MWjmLooqqJf6DNnhMv1Nt+29FRKSZCQeZUDU4zc111f2ystwqKrjCCQsXutd07+7SgOtxELDW4i/1403yEhcXx18v+yv+Uj+piakUlhXiTfLWT1ElDWQiMUcrqyJNoKbtQOEg9vLL3ePUVLeiWl4OmZnu2IIFrm3dRx+5YPVYFBws4ImPnzgsUPXgYeJJE48plaq2/bciItKMVf8Dn5bm9qq+9hpcd50rnDBunCu0UM+DQCAQ4JbXbuHsv53NlHemYK3FGENachoej6d+q/9qIBOJOVpZFWkC0bYDQWUQ6/O5sbJPH7eSmpLiHh88CNdeC/n5cMopxzbxGwwGuevtu6ig4rDnBncczK+yfnVMA389b00SEZFYUf0PPLiZ1YULXcrsq69W7kepx0EgGAzynWe+8+0e1d3Fu3ngvAdIb5N+3NeOSgOZSMxRsCrSBGoaD71eGDUKZs92vVTXrXNVf4uLXTGljz5yRZcOHYL334ehQ93qa11Za5n81mReXv1y1OfP7HHmcRWoiMwaExGRFiTyD/z+/W6vakkJPP20mzkdN84NbPUwCASDQbb6t+I75GP9vvUAWCxBjm2bylHRQCYSUxSsijSR6uNhuADhn/7kWtG9/LJbUc3Pd3tV/X7Xwi7sjDPceX6/u1ZdJoH3H9rPu1vepVP7Tuwo2lHluaGdhvL0xU+rmbqIiNSNtW6fSufOlWlBdR2QahAMBhn5zEhW7VmFtRaLxWBIikvihuE31E/FXxFpNrRnVaQJhCsBhwsNBoMwaZIrqDhiBKxa5QLUsjL3ZYxrX/fjH8OJJ8LJJ7tANSsLpk1zr5sypfJ61a8frvw77rlxrM1fS35xPhlJGcSZOJLjkrn55Jv5/PbPiYuLa4p/DhERiUXhwSQYrDqopKW55t4nnOAGpH37XNuaadOOu5Lu5v2b+Wz3ZwSsq1CfZJIYkDGANXeu4Q8X/EETqiKtjFZWRRpZ9UrA06e7NjWzZrnU3wMHoGdPaNPGTVh7PPDll7B9u8uwKix0qb+Fhe7zw6BBLhNr7lzX6i4trer1f/97y+Q3prBo65tsKPiKpLgkSgOlXD7ocu4/9368yV7S26TrA4CIiFQKBt3gtGSJG7gqKuD882HmTDeDOnOmS+0JD0jWugJLx1FJ11rLI+8/gqUy0E1KSOKiARfRJ72PximRVkjBqkgjCrelycmBrl3deL5tGyxb5trUbN/u2tTk58MVV8DmzVBa6j4XTJwIEyZUtrlJS3PbhqBqtlX1SsO33FXAc6lzsImFWGMpCZSQkpjCyt0rSW+brpQqEZHWLrwPJZy+a61L95k9282YHjzoztu0yQWwffpU3cuSluZeE61y4FHwl/pZsWsFccQRIEB6UjpfTfqKDu06KFAVaaUUrIo0ksgVVY8Hdu1y2VI9e7pxPScHMjIqPyd88YX72Rh3frduh09WhzOxFi50tS3Cx8OfF04fFWBW4rkEEwsAMHhISWxP77TeZPfJrp8m6iIi0jyF03ynTXO9UcONv30+eOUVCARc6k7YoUNw8cVwwQVVG4TDcVfStdYSDAaxWAIEaBffjh4pPYiPj1egKtKKKVgVaSSRK555efCvf7lAtbDQpQL7/e5zQ2GhW1XNyHCrqmlp7tj27S4Dy1qXnVVY6D4PhDOxIj8bTJ9u2brHx0MfTqX8szXf3oMBfjDsB/x63K/rtzediIg0L+EZ1IUL3ezpiBFVG3+D650WF+cGI2vdzGnPnu68rVsrB7HwAHSMlXSDwSCT35rMu1veZXfxbnqm9CT/YD7n9DlHk6oirZyCVZFGUr23as+ecO+9bkV11ChISnLPjRjh6lTk5kLHjq5tzcknw/z58MgjbkuQMS5gzc4+vFOAtZap86cw/+v57PDvcBFqyJCOQ3j8osdVSElEpLULz6B27+6C1R07YPz4yvTdiRNh0SIYPRree88NNOvXuyA1IQEuu8wFspGDUU0ToNXTjKs8ZZn05iSeWfkMBkNCXAJdUrpwycBLeOzCxzSpKtLKKVgVaWCRY3RkhpTf7wJVn89tC2rb1lX+XbUKTjrJfYbwet2KanjyevFi6NDB1bsYPTp6DQtfiY+5X8zlUPkhisuLvz1uMARsgKLyItLi0hARkVYscgZ14sTKCn3h4HDmTFcYwedzTb5XroT27V1gW1Tk9qbs3VvzYBRWvapgtaB2/6H9/GP1PwjYgLuteC///v6/6Z3WW4GqiKh1jUhDCo/R4Ur+UPlZwOuFs86C3btdizpwq6iJibBhg/ssEBcHvXu7zCuv16247tkDgwe7zwjRalhYawkEA1UCVYAEk8D5fc9XSpWIiFTuMc3JcYFpenrVVU9r3Urr0KGwejWcdpobmCoq3KCUnw8DBtQ8GIVVr/oXSjO21rL/0H7+e+F/4y/xYzB48HD1kKvp7e2FCe+NEZFWTSurIg0o2hgdnng2Bv70J5ddtWED9O3rsqn8fpf+26NH9GtaC+eeCw8+WHUSHNy+n/ty7qO4rPiw1y28fiFn9zlbM9UiIuKE95iGCy1Fpulu2wZr11buV/34YzdTum2b66121VXw2GMugK2toFL1PTBeb2i7ylQWfrOQr/Z95W4Fw00n38QTFz2OuffeGldiRaR1UbAq0oCijNHfCgbhxz92gWogAGtCdZC6dXNtbIqKqmZU+f0uDbhHD3j33cpaFmGBQIAb/3UjL375IkGCVe4jOS6ZUT1HKVAVEZGqojX/Lix0g82JJ7pVVY/HnffPf1YtR1+XgkpRqgTvP1jAO1+/Q5d2XVidv5rk+GSSE5KZPmE6nqKimmd5RaTVUbAq0oDCY7TPV/W4ta5V3QsvuEC1oqLyuV274PLLD8+oqh74pqZWToRbG2TEMyP4fM/nh91Dt/bd6NimI8UVxaTFp9XzbygiIs1aZArQwoWuv+qHH7qB5tNP4TvfcbOqAwdCr15uf8rRighqy8vLOetvZ7GxYCPf7P+G4Z2HUxGsYFzfcaS3SYc2HHe/VhFpORSsijSChx+umtHk98OyZW4Fddu2quempLiWd9UXQSMD3/BEeLgt3uT7t7G+YD0Gg6Vyj8/gDoNJjEtk7IljtVdVREQOFy6IMHeuS/l5+WW3PzU3Fw4cgM8+c2lAy5fDf/7nkdNya6n8GwgEyJyZyf7S/QCUVpTyytWvkNEuA2+StzL75zj6tYpIy6ICSyINrPq+1a1bXUA6apQbh086yfVUDUtKqn0i+eGHKz9XZHaxvPN+AXv3lhIIBKoEqgC7D+7mX9//FzMmzFAKsIiIRPfTn0JmpuudZq0rQz9qlKv+u3q1C1S7dj28D2t11asKRhRIstaybPuybwNVgHhPPGnJ3sP7fodXYjVuibR6ClZFGlg4fTcvz427l13msqr+/vfKzwMLFrgqwB06uL2q1VdbwY35W7dWtsULEmRZxztYfVFXTnthIOW2vMr5BkMccXiTvQpURUTkcOHg8nvfc4PQypVuf6ox8MEHrojC6ae7Hqy7dh05LbeGyr/BYJA737iTG/51Q8R7w80b25L+4COq+isiNVKwKtLAjHH1Kp591u1P3b/f9VLdv999/fWvMHas67G6b597zZ/+VHXsDn+euPxyd72duwN0vOUGCvs+A6asyvvFE8+Nw25kaKehTBw+kbTktMb6VUVEpDnx+dw+1S5dXPGEzEwYPhy++sqtqu7dC+3auVnUOXOOnAIcOTsbUfl30puTeGrlU2zybQKgT9ue3L4pnSfzz8DkLq59tVZEWjXtWRVpYNbCvfe6VnbgJqjDx8FtEYoswJSW5vaiRhZADE9Wd+0KO3YFKb95BOv3H15MCcDj8fCr7F+R1iat6h4gERGR8J7S1FRXIGHXLjcwXX2124fywgsuIP3qq8p0n6FDYdiwI6flRqn86y/xsXDTwiqnPXHpU1yYtxDzxWIVURKRWh1xZdUYE2eMWXesb2CMmWWM2WOM+TLiWIYxZoExZkPoe3rouDHGPGqM2WiMWWWM+U7Ea24Mnb/BGHPjsd6PSGMIt6wLf1+40AWawaD7fJCcXPXcSHl5leeFRU5Wn5a9jQ37V9f43oM6DKKXt9fhe4Cq3ZdIS3G845RIqxG5p3TyZDcL2qaNGxheecX1VO3cGc47z6UAX3klnHACnHNO3fePVttvmpKQwjk9z8HgHieaRCb0nYCZMdPN4qqPqojU4ojBqrU2AKw3xvQ6xvd4Frig2rGfA4ustf2BRaHHABcC/UNftwF/BhfcAr8EzgBOB34ZDnBFYk3kZ4EpU+Chh9zE9fLlMG4c3HCD+2wQKTGx6uMdO9z+1HBQGZ6szsmBJ37d9bBCSmHXDrmWlbevxOM5/D/tWupeiDRr9TBOibQOkXtKly1zBRR273b7VEtLXSXgXbtgxQoYPdr1Vd25E+bNgy1bjmrgsNaSX5TP0CeHMveLuQxMH8i717/Lgf8+QHx8vIooiUid1HXPajqw2hizyBjzevirLi+01r4HFFQ7fBkwJ/TzHODyiOPPWedDIM0Y0xU4H1hgrS2w1u4HFnB4ACwSE6q3rMvJcQUWu3SB+++Hn/3M9VoPB6zGuM8J4SyohATXLeDSS6sGlcZASkqA4U+dRIDAYe+blpjG4999nLgaeuDVUPdCpKU45nFKpNWITNMZM8aVpm/b1vVOTUx0g09pqUvvmTrVDTzBIBQXu+qAdZzpDBdUyvxDJusL1lMWLGPd/nXMWTWnxjFKRCSauu5ZfaCe3zfTWrsr9HMekBn6uTsQWQd1e+hYTcdFYk74s0BurltJBffz2We77UGLF7uJ60OH3HPhcX/FCrd6+u67kJ/vAtpwUJmSEuDL/C/549I/8pXvq8Pec2DaQC4adJFrqF6H+9IWIWmB6nucEml5whX/tm1zBZQGD3aV/9q1c2Xpx41z1f48HrfqOXEizJ8Pe/a4MvThQSlcUCEKay13vnEnT3/69GHPfbzzY/ylfhX+E5E6q1Owaq191xjTG+hvrV1ojGkL1MvUmLXWGmPqLSHRGHMbLoWYXr2UESaNr3p9CWvd1qAPPnDZVEOGuOeSk6GkxL0mJQXS0+HXv3bnP/ywC2qzsqB9+wBd/9CV/IP5h71XgkngjhF3uIJKUfao1nZfyrySlqQhxymRFiNc8S83F844w62aBoMuOH36abd3NRh0A5S1LrD96U9difp3363TTOf+Q/uZ/dnsw457E7yMP3E83iTNlIpI3dUpWDXG3IoLADOAvrhVzaeAscf4vruNMV2ttbtCab57Qsd3AD0jzusROrYDGFPt+OJoF7bWPgM8AzBy5EjtypNGF1lo0e93j5ctc7UqvvoKlixxnwXKyytTgL/3vaoB6owZUFjoPhN8sXt11EAVoE1CG36Z9ctaV1QjhbcIibQ0DTBOibQ84f0gmZluP6oxLjC96ioXjFrrBqX9+92e1Xbt3LExY2DRoiPuMbXWstW3lTJbtaVaWmIaK29fSZ/0PqpQLyJHpa57Vn8CjAYKAay1G4DOx/G+rwPhir43Aq9FHL8hVBX4TMAfShd+B5hgjEkPFVaaEDomElPCRYyysuC001wxo2nT3Di/Y4fLumrTxo3/xrjzExLcRPfixZX7SQsL3WcCa4M8tuyxGt8vMS5RA7+IU9/jlEjLE94PEu6hNnSoK1U/bZprW2Otm00NBGDDBvj8c9e+ZvFiN2gdIVCd8s4Uxj5XdX5oUPogbj71ZgWqInJM6hqsllpbOU1mjImHGsqRVmOMeRFYBgw0xmw3xvwI+C0w3hizARgXegzwJvANsBH4C3AngLW2AJgGfBL6eih0TCSmhCetO3aEtWsrx/gHHnCT1tdf7yax4+NdLYuEBLfCOnOmC2gj+qh/20j9r6v+GvW9Tkw9keuHX6+9PyLOMY9TIq1GeD9Ibq57/N57buABF6iefbYrtuTxVM6m7tlTp/Rff6mfdza+Q2lFKQCJnkRuP/V2lt66lJnnz1SgKiLHpK4Flt41xvw30MYYMx4XRP67Li+01l5bw1OHpWZZay1udjzadWYBs+p2uyKNz9rKbKncXFe3Yu9eOOusyj2i99/v9ql+8IF7zYYNLj34ww9dhtWDD1amD1fEF/DCFy/U+H7zr5/PiR1O1AcAEeeYxymRVmfHDigqcsUSiorcV1YWzJ3rZlKtdWlA11zjiimkp9e4qmqtpeBgAZsLNrOxYOO3KcA3n3wzT178ZNRWaiIidVXXvyA/B/KBL4DbcSug9zfUTYk0N+H037Fj3c+vvgrvvANnnukmru+5B+68001av/yy2y7k8bhCixkZ7jNCWpoLau+9F87LDtDvd+fgLzu8v4wHDx2SO5DRLkOBqkgljVMiNbG2snjSlClu8GnXzrWqGTQIevVyKUBdurgZ1n794LvfhY8+gkceqeWylnvevofMmZmMnDWyyl7VO0+/U4GqiBy3uq6sZgFzrbV/acibEWmuImtWzJ0Lzz/vPhscPOhSfp96qrKgEriV1SFD3PGiosqVV58PcnIt+868DX/c2irvEUccbRLaUBGs4Jqh1yj9V6QqjVMi1YWD1HDftDPPdDOmBw64FjXx8W7mFNxAlJAAS5e6QPbll91+1lra1fhKfMxZNYeArdr7u0ObDgztNLTBfz0RafnqOuV1A/C5MeZDY8x0Y8wloUJHIkJlzYrt26GiwhVI2r/f9VaP7LEeCLjPDmec4b4XFlZew1qLTfJxRlYBO9P+ddh7dGrTiYpgBdeddB2PX/S4VlVFqtI4JRIpnPJz3nluFrVDB5fqs3+/a/QdCLhU37VrYetW13s1GHQDVHExdO4Mu3fDqFFR96taa9l/cD8HSg98e8yDh4nDJpJ3Tx5xceocJSLHr659Vm8EMMZ0A64CngC61fX1Ii1ZuFXN73/vxv8XXnCrqAkJlQFqpGAQ1qxxWVgPPeT2qo4dZ7Hj7+HtDW8R6B7AFlWtH2YwdGjfge/1/h6PXfiYUqtEqtE4JVJNOOWne3dXIOGDD6Bv36qDks/nqv79z//A+++7VVafz6X+BAJwySXw2GOH7VcNV/6d8/mcKqm/6+5YR79O/TSZKiL1pq59VicC5wAnAXuBx4H3G/C+RJqF8MR1bq7Lrnr2WRewQmUP1erBKrjPAnfe6bYGlZRaZv9rM8Xexwhw+MmJnkR+eOoP+fXYX5OWnKYPASJRaJwSqSac8rNwoeubNnw47NxZWYY+LBh0s6a9ernKwP/6F/TsWdnsO0qgusW3hedWPUdBSeXEahxxJCQkaIwSkXpV1xnnPwJf4xqs51prNzfUDYk0J+GJ6y5dXGua0tLK58rKan5deTn88pcQtJZD506h4sR/Q5RA1WC4fvj1PHHRE1pNFandH9E4JVIp3KbG53NpPPPmueP9+7v0nrCBA111wHffdcFtr17utVH2qFprmTp/Ku9seIeCQ1UzgAZ2GEgvb6+G+31EpFWq06dfa21H4IdAMvCIMeZjY8zzDXpnIs1AeOI6Lw8mTDhiG7pveTzw6adw6TU+AsOeg/SNh52TaBK57dTbeOaSZxSoihyBximRKMJB5113uVnVtm3hm2/c6mq4n+ro0a7Zd06OC25rWRn1l/pZ9M0i/KV+bEQb44HpA/n8x59rrBKRelfXNOBUoBfQG+gDeIFgw92WSPNgDEyf7upSpKS4Youlpa4KcDSJie6zwqFDsDs/SEnSVtq3L6eo4vBze6f15jfjf6PBX6QONE6JRBHeq5KT4wLTPXtcoFpS4oLVnj1de5rCwqgrqdWlJKRQEaxge/F2EjwJxHniuHrw1cy+bLYKKolIg6hrGvAHEV+PW2u3N9wtiTQf1rq+qLm5MGaMK7q4ZcvhwWq7di6ITU11BRl35wcpv+k0Xkxehaci+ufpM3qcofY0InWncUpat3C1v/A+U2vdgDR/vuurtnu3K5j0+usuSC0udoNSVtYR04KCwSBbfFt4+L2H+Xr/17RPaE95oJzrhl2n7B8RaVB1rQY8HMAY075hb0ekefH5XO2K7t3dquqpp7pj1R04AKefDitWwKESS3n6l5QlfwFxFVGXfryJXmZfOluFKkTqSOOUtGqR1f6yslzKz9Sprun3/v3w5ZduZXXnTujXzwWucXFw9tnu3BrGGmst+w/tZ+ycsazas4pgaMSKC8Zx4/AbFaiKSIOraxrwMOB5IMM9NPnAjdbaLxvy5kRimbWuz/rOnbBjB1xzjesMUFMF4JUrIRCwHDx7Crbv23jig1ED1QSTwIZJG4iPV8cNkbrSOCWtWmS1v4ULXd/UBQtcum8g4ILRYNBV9wsEXA/VXr3gww9rTAG21nLPO/fwrzX/YnPR5irPeZO8TJ8wXYGqiDS4uv6VeQa4x1rb21rbC5gSOibSavn9rtp/UpLLpioqguzs6NlU8fFQUQFtMnzYYbOhw1qCNiKitbhiwDaeH576Izq279hYv4ZIS3Fc45QxZpYxZo8x5suIYxnGmAXGmA2h7+mh48YY86gxZqMxZpUx5jsRr7kxdP4GY8yN9fj7idTM63V7UT75BHbtgj/+0Q08xcXueY/HDVaJiW6/yvjxbpZ1zJgaU4ALDhbwxEdPHBaoto9rzw0n30B6m/SG/I1ERIC6B6vtrLW54QfW2sVAuwa5I5FmIiXFjfU7drj9qPPmwdtvw/nnVz3P43GT2ikpUFJRAW19EC3jyhiS/EN45KzHlf4rcvSOd5x6Frig2rGfA4ustf2BRaHHABcC/UNftwF/BhfcAr8EzgBOB34ZDnBFGlxJiQtO27Z1BZXKylyqL7jCCUuXuhSgDz90bWrKy12KUBTWWv5r4X9RTvlhz71383v84fw/aJwSkUZR12D1G2PMA8aYPqGv+4FvGvLGRGLd9u1uL2piontsLaxfDy++WPW84cPhRz+C3icG6P7jH0UPVIE2e88hNSUOT9uihr1xkZbpuMYpa+17QEG1w5cBc0I/zwEujzj+nHU+BNKMMV2B84EF1toCa+1+YAGHB8Ai9c/vd8Fo586u4u/pp8O557qByRiX+pOVBS+95Kr8rVrlBrF58w4rtGCtZat/Kx/t+Oiwtzml8ymc3PVkBaoi0mjqGqz+EOgEvAr8Ewj3sxNptXr2hMGD3eR0TTwemD0bHn00SOkNJ7O97b9dsBr+CkmKS+LEwT4mjs4iLbmOzVpFJFJDjFOZ1tpdoZ/zgMzQz92BbRHnbQ8dq+n4YYwxtxljlhtjlufn5x/nbUqrZq3bjxoX5wLVtm1dOnBSEvzgB25G1Vq3N3XfPldoISEh6qqqtZap86dyybxLWJ2/uspz/77m36y4fYX2qYpIo6q1gosxJhn4MdAP+AKYYq2t5aO5SOsQ7hDwyitw0UWuz2q03qrGwMSJYL1b2TBudZUgtZ2nHRWmgopgBYM7DmbRjYtIb5OuGWuRo9BY45S11hpjoudMHtv1niG0p3bkyJH1dl1pJcKDUGqq65+2YAHk5cHIkbB8OXTqBC+84FrW9OgBX39d+dqnn4ZXX3WpwmPHVimu5Cvx8c7Gd4gnHkvl/y09eBjVa5QCVRFpdEcqNzoHKAfex+3RGQz8rIHvSSSmWQtTpsDcuZXHSkqinxsXb2mT4WP5+hIYS5XVVI/x0Da+Ld/p8h32lezD4/EoUBU5eg05Tu02xnS11u4KpfnuCR3fAfSMOK9H6NgOYEy144vr6V5EnMg2NaNGufTfbt1gwwYXqKakuNY04FZTd+92q6tlZS6IHTUKhg2DBx90gWpo3LHW8v8W/z/W7V1HgMoCgAbDpNMmkdE2owl+WRFp7Y40RTbEWjvRWvs0cBVwbiPck0hM8/tdZ4CSEjh0yG0FOvvsykKLjoXk/ZSddzfLz+wDdww+7L+2IZ2HEB8XT/6hfLJPyMabpPRfkWPQkOPU60C4ou+NwGsRx28IVQU+E/CH0oXfASYYY9JDhZUmhI6J1J/INjVLl8KIEa7SX7t2cMYZLnB97TW3f3XrVpfyO3AgvP8+rFkD//mfbkX14YerXHb/of3M+XxOlUAVYPH1i/njhX/UZKqINIkjrax+m0plra3QHyoRl3UVH+/SfhMTYcAAKCiAm292XQC+/30LE6ZAv/mQ9hUkRGQkRvwn5Cv1MfGkiTxw3gOkJafpg4DIsamXccoY8yJuVbSjMWY7rqrvb4GXjDE/ArYA14ROfxO4CNgIHARuDr1/gTFmGvBJ6LyHrLXVizaJHB+v1xVLys11hRFWrHAzph9/7L4GD4YZM1zqb7h9jccD//ynm2ndtQtOOcW93u+HtDQCgQB3vH4HvlJflbfy4GFo5lCNTyLSZIytoWw5gDEmABwIPwTa4AZmg9vCk9rgd3gcRo4caZcvX97UtyEtjM/nPidkZMBnn7mMrAMHXB9VY8C0K6Di9oGQWATxpVVfHBrvE00iPzz1hzzx3Se0B0haBWPMCmvtyAa4brMep0BjlRwDa92q6eWXQ9eurrKvMZXVgK11g9W2bdC9uxuwrHWpQFu3uuB1+HBYvpyAtZz81Mms3lu1oFLXtl35j2H/wR8uUJsaaR0aapyS41Pryqq1Nq6xbkQk1kXWs8jOdvUsjHE9VsvKvj0LRt8HbfdWrqJWmw/q6+1Lvw79+GjnRxSWFZKWnNZ4v4RIC6NxSlolY6BXLzcY5ebCuHHu+OLFLsX30CFXATApyQ1SY8e6/asvvOCqBrdpA+XlBPbv5weL7jwsUI0jjs9//Dkd23dUoCoiTepIacAiwuH1LB56CP77v2H8ePj004gTkwtg2PNVXxwxzscRx4R+E/hwx4dk9cnSPlURETk2xrh0X7/fpQaDW02dNs3tTy0qqiykUFICK1e6vas7dwIQHD+WU/+RxRf5X1S5bPd23fl68tckJSU14i8jIhKdglWRWoRXU611Vf7z8+HJJ93k9BVXwJYtkWcH4Mazoe2Bmi7HgIwBPHbhYxSVF+FN8mrGWkREjp0xrqJvOO03XHypsNCtqAYCbnX1gw9cc/Bdu+Djj7Gpqawo3MgXc/5U5XJtPG3o2L4jh+whklCwKiJNT8GqSA0iV1PPO8+N+Tt2uOd8Ppg3z+1TDZ0Nl9wKXdZFXCD0PRSPJnmSSIhLoKi8SKm/IiJSP6yFe+6B555zP/fo4WZWU1KgvByuvtoFrIsWwbhxBHr04KZXb2bu2rlVLtM3pS/t27Zn7AljlfUjIjFDwapIDSK7AyxaFLkv1YmLiziWvBdOmV3r9U5IPYFxfcfpQ4CIiNQfnw+ef96VpQ+77jpXJfiss+DRR+HeeyEYJEiQU54+lS/3flnlEt3bdWfdT9dRXFGsrB8RiSkKVkVqENkdYOxYt+VnyxY3UR0X5+pXOEG4eXQtXYsNk0b8hIfGPqQWNSIi0rA8Hvj97913r9cFs3PnQkkJX//rb3x5Y/FhL/nkR58QHx9PWnxao9+uiEht1DNDJIrwXtXp092qqjGwbBlcey18+GHkKmsQerwPHTdEv1BFIgPTh/D/sh8ivU26AlURETl+4T2q1roS9eEWaHFxblXVGBeoRow5ARPkJ+cdOuxS7T3tSU5ObqQbFxE5OgpWRaoJ71XNznaZU+BWV30+ePFFePhhAOsq/946An40pvK/JEOV6r+Up7L3owk8/EAatbQ0FhERqRtrYcoUOPdc933bNlf5NyPDBasHDrh0oKlT3blpaQQmXsspPyxnQe+Aq6cQMR5dPexq1VEQkZilYFWkmup7VbdtgzPOcD3XAwF48y0LE6bCzedAl8+iXqNdoDf93sgjY95XjCyYyeJcg9/fuL+HiIi0QOG03i1b3PeUFBgyxO1NGTTI7VXt0sUNZH4/FvjRaB9fppUddqlEk8j0CdOV9SMiMUvBqkg14b2qO3e6rzPOgJdfdoFqeTmUe3xw4tuQlF/1v6CIsX7jlI/5eEEmN16Tzp7dhqysyjZ4IiIiRy0y9Tf8GNyq6scfw9q1rpdqdjbk5UFWFjY1la/3fs2cL5+LesmbT7mZjLYZjXP/IiLHwNgWnJs4cuRIu3z58qa+DWmGrIVVq2DECPdzMOiyqwKBAFz8Izh1Ts1TPRZ+WLyJv87oA1T2a9fEtbRmxpgV1tqRTX0fsUhjlRxRZC+1MWPc4/nz3cDk8bgA9YEHXM9VcCuqqancM38Ksz6dRWFZ4WGXvG7YdTx3xXN4PFq3EAGNU7FKf6FEavDUU241NRh0nwXapQTh9u/AiFoCVaDdwZNYkdsLv7+yX7sCVRERqbPqq6g+Hyxc6NJ7c3LcLOiuXbBmDezf71rXjBnjAlqAtDT2l/h4avlThwWq8cQzvPNw5lw+R4GqiMQ8/ZUSicLng/ffh3bt3OOBA+H13G2YzPW1vi7BptH73VzGZnmU9isiIkcvssrf1KluxnTaNBecfvKJm0WdPdsFqYEA7NjhzuneHXJysKtW4Tuwj307N1ESKDns8jk35PDp7Z8SFxfXBL+ciMjRUZ9VkWqsrfxccOiQC1jXf2W56IK22Gu6QcamqK/zGA93nn4jv/xZhlZTRUTk2ERW+cvNha1b3arqd77jft65s+r58fFw9dWwdCk2bxdTfnEqC080bE0NQiJV6ikM6zCM0b1Ha0VVRJoN/bUSqcbngwULoH179/jAAUtw7E85eFvnGgNVjGFwx8H8MuuXpKcbBaoiInJswlX+8vLgvPPg9793s6crV7rHcXHuq7rycnxFe5k7zPJFhyD+xKpPXzvkWj674zMFqiLSrOgvlkiE8KpqXp7LrOraFUjeC2c8XmtBpaEZQzi/3/nqVSciIsfHGJgxw/VOKyuDZ591s6ddurhG31dfDQMGQGIitG3r0n/eew969SKYGOeC1GoTptcOvpa5V85V6q+INDtKAxaJ4PfD4sUwciR8styS3HEfXDGi5kA1CMzYxZk/TGb6T7zqVSciIsfPGPe1bBl07uxmUC+8EB55BJYsgYQEV/mvpASSkmDPHgLfbOCnl1rKIuPR0JD08NiHtaIqIs2S/nKJRPg2+2q3pcetd/P1ZV2gw7aaX/DpjcRXZPLJ+2kUFipQFRGReuL1ugq/Bw+61VNr3R7WTp3gq6+gosId27+fipJihv6ogheGBF2AGvqKM3Gc2uVU+qT3adrfRUTkGClYFaGySwC47KtX/8/H121mgwnU/KKDXnjjr6SmGMaORdV/RUSk/hjjeqd26QKnnQYffQRnnQV797o04FBbmyAw/PpS1neq+vJBGYNYedtKlt+6XKuqItJs6a+XtHrhLgFZWfCTSZZ9B/bz/2YUUBylifq3AkBRTwadUsxXX8HMmar+KyIi9SCyx2paGowfD7t3u0Hqscfc6urKlXDTTQQT41nSP5G1nSNeHxqLsk/M5qTMkxSoikizpj2r0ur5/a7H+n6f5ZnNU/jr7+dQ3rYAotWhCOKmeErS4JvxnHuGl4wMBaoiIlIPwrOnubkuOJ0xA6ZPdy1r2rd333v1Ao+H4FNP8Z0ur/J53P7DCirdfurtPHbhY6qjICLNnqbbpNXzel1m1W6fn0C/tyk3NQSqAMFEyDsZHt8I82fywfsGv79Rb1dERFqq6j1WfT4XvJ5+ujvWt69LCQ4G2eLfyufxEYFqaJ/qJf0u4cmLn9SKqoi0CFpZlVbPGJdZVU47/pL61WEz1N8qN/DXj2HPSYCHpCSYMEF7VUVE5DhZ6wLV1FS3opqbC6NGueOLFsGBAxAI1VBYvZrg5s1s9q+udg3AwBb/FgrLCtVKTURaBAWrIkAgUMH/eb8LcbUUVCpPg8JegIeEBLjySpehpSwrERE5ZtVTf3//e/jpT2HpUtf4Oy7OtagJCXrgO7NP5/P4fVUukxCE/hkDGdd3HN4kzaKKSMugYFVavfLyctJ/24EDiUU1n1SRAJ/f6Paq4travfqqq33x+OMKWEVE5BiFU38zM2HBArcv9f33oXt3WLgQdu2Ctm0hPh7bsQNfDErnc89y91qDW1EFhtoOLLp1CeltM7RXVURaDG1okFYpXGwxEAgy+LEhHAjUEqgCvPgqcTl/wOMxZGRAebnbPrR0KdqzKiIixy7cT3XFCsjLg6uucgHqJ5/A2WeDxwMlJQR9Pu7o/zVnD15eGaSGUn8TTQKBrt3wxMUpUBWRFkXBqrQ61sKUKXDeeXDTvV/zdeHG2l9QHg/fXEDXLoaBA2H9evjRj9yqana29qyKiMhxCPdT7doVTj4Z1q6FNm3cPlVroWtXghUV3HoJPH0aFLc9/BLtk1OU/isiLZLSgKXV8flg7lw4UBJgVXBs7Sf/fR6sv4a2bePZswcuvRQ6dHCpv36/C1Q1iS0iInUWLqYUOYCkpcG4cS4deMAAWLfOBa9LlhAIlnPj95OY17c0agHAq3peyNPXPEd6uw5aVRWRFkcrq9IqBQly8PyJkLat1vP6po4iKSmegwddkcY//cl9tjDGfbbQ5wIREamzcDGl7Gz33YY2nBrj+qm++qpL+2nfHoqLCSbEcUrWeuYNLD18ecFAWim8OGkhGeedjwlfS0SkBVGwKq1OSkqA9FsmwtC/13re4PSTOWNgb8rKXEGlAwdgx45GukkREWl5qvdRDRc9CAexF18ML7wAI0dCZiab4gv5smOU61i4useF5P8pgfh2Xpc6vK32yVcRkeZIwaq0KsFgkFOfPoWNSS/W3E91XTb8cQNDlqzks5Ue2raFsjLo3x969mzU2xURkZbE63XtafLy3Pdw0YPw/pRt26C4GHbsIDhhHP+VFb2d2m3fpPD3S+cQP/gkN5M6eLAGKBFpkbRnVVqFcPXfTQWb+HLvl9+W+o8qdyb4+/HG6y4zq6QEEhPd5wql/YqIyDEzxjXorqnogbWQkkLwtde45fNp/HPV1qrjVQXserYdmWVJmN/8Bj7+GLZvd4GqR+sPItLyKFiVFs9auHtKkGf/tQX/d78LHWo5+UAH2HMSAKWllYcTEyEnx32+SEtr0NsVEZGWzBgXqPp87nFqqvv5yithyRKCY7O4dfmDPLf2xcNeeukGyEzpgTnhRFi8GIqKoHfvxrx7EZFGpWBVWrz9+4P8OTiCsh98Vvv/4/P7wZNrgLjDnkpKcoUa1aZGRESOSzAIkybByy+72VSPB/btg4QEAlddwU1t3mbumq+ivnRTtwT83bNJW/xh1TRiEZEWSsGqtHh7y7+mLO2z2k8q7AyB9pB8AErSqjzl9bre7H36KA1YRESOg7UweTLMmgXl5e5xqIpvsLSUU9v9nS8Sq74kLgDdiyG1e1/Gn3kp3gkzoLBQvdNEpFVQsCotWnl5BUOfGlpZTCnaXtVDqXCwK2zKhpLDZ6l79arMsvL59PlARESOkd8Py5ZBp05ur2mEb7zwRebhL7l2nYdn302jaNVCvJm9XS9V7UcRkVZCu/GlRbLWsu9AARf+/O9U2PKaCyrlD4Df74U5i2H+DKKVCN6xwwWp0VrjiYiI1Chc3S88aKSmwqhRLthMTPx25rPcA0MnUfmpzLiv1GAcs78aRNzEG0kLB6oiIq1IkwarxpjNxpgvjDGfGWOWh45lGGMWGGM2hL6nh44bY8yjxpiNxphVxpjvNOW9S+yy1nLPO/fQZUYmi1Kuj3ii2om7+5M0ZzWQEEr9jf4hwFqXcRWtNZ6IiEhU4d6p4VnOYBDuvdetrJ57Ltx+O3i9BIErrzWURea6WfeVVhSgePQZcP/9TfRLiIg0rVhYWc2y1p5irR0ZevxzYJG1tj+wKPQY4EKgf+jrNuDPjX6n0iz4Sny8tvo1Kqio+aSiTmDbUhoorjGl1+OB5GS44QaXChytNZ6IiEhUfn/VWc5t29z3Dh1g6VKoqMB6DHdeBP/uGz1d57KN4P3Hv1xwO2WK0npEpNWJhWC1usuAOaGf5wCXRxx/zjofAmnGmK5NcH8Sw6y1/CrnV2wq3uQORAtEy4EDXWHTWCjxRh374+PhxhvdlqL/+R8XuM6Y4drXzJihPasiInIEXm/VWc4ePdzgsWSJCzo/+IB8W8jTp3HYWHXuJtg9Hf70gRdz8JALdOfOrWx3IyLSSjR1gSULzDfGWOBpa+0zQKa1dlfo+TwgXG6gO7At4rXbQ8d2RRzDGHMbbuWVXr16NeCtSywqOFjAC6teqP2kv34EhQNCxZSiR53dusGnn0JcXGVgqpoWIiJSZ8a42U2/3wWufr9LBR49GnbtInD6CK456YuoLx28DzolpWG6dIXNm7WiKiKtVlMHq2dba3cYYzoDC4wx6yKftNbaUCBbZ6GA9xmAkSNH6q97DLO2cgyvj5XK8vJyTvifEygKFEW8SZQTSzse1p4mkscDe/bAxRcr3VdERI5D5CxneKX1uecIFPkYfu5q1lSfU7fQ0wcf9wD/IR9pRe2hfXtXPfi88zQoiUir06RpwNbaHaHve4D/BU4HdofTe0Pf94RO3wH0jHh5j9AxaYaq1504nkljay35Rfmc+KcTqwaq1Rkgbxj4+9R6vbQ0+OEP4bHHlO4rIiL1JFQZuMK3jysuC7Cm8+GnfG81dCyFrE3gLQX27oUrr4QxY+DDD12BJq2yikgr0mTBqjGmnTEmJfwzMAH4EngduDF02o3Aa6GfXwduCFUFPhPwR6QLSzNTve7EsVbXtdbyszd/Ruc/dGb7ge21nnu293vwzGfU9n/7YcPgq6/g8cfdCquIiMhxsxYmT6b8udl0vgf+PeTwU9KK4R//hJw5MGM+mLR0uPlmeOQRV0FY5ehFpBVqyjTgTOB/Qz3D4oEXrLVvG2M+AV4yxvwI2AJcEzr/TeAiYCNwELi58W9Z6ks4Gyo39/iq6+47sI8nVzx55BPz+/PB/3sJY+JISnbt7YqKXHZVURGMGAEHD8K770JGxrHdi4iISFR+P8H332XYbbC/7eFPd9gP6/8C8YmJpJWWw5DBbkDq0MGdUB8DpohIM9Rkwaq19hvg5CjH9wFjoxy3wE8a4dakEVSvO3Es6bbBYJCz/3Y2FbaWFjUAFXEwaykQh7VQUuK+wAWqAKtXw49/DOnpR38fIiIitUpN5aszTuSrzqujPj1hC2QMGA6v/BN+8xtYudJ9nzHDnXDffTB5suujpv0pItKKKNFRmky47sSxjrubCjax3rc++pMWCAJ7T4BPfgolHWq8TjhAvesufQYQEZF6Zi3lU+9icNd/R326XQk895YHs3MXXH45vP66S/lduBD273f9VQcNgtNPP/4iDyIizUxTVwMWOWZb92+t9fm07T/E98IMKE2jphY1xsCBA+5zQM+eUU8RERE5OqFiSuGf3/zsH3Bu9FM3/gni26e5YkoJCS5AXbwYUlLg/vtdX9aSEjdgLVzoUpLUR01EWgmtrEqzY61lb/FebnrtplpOAt8/74eSdOLjDCkpNV3LZVVVVLgMq2CwQW5ZRERaC2vdauiAAdCvHwfHjuLyc/Ojntq+DJJOGuoCUI8Hdu1yjb4Bhg93hZXOPhuSkyEpCcaN055VEWlVtLIqzYq1lp+99TMe/eTR2k/0DwJ/b8AForVlTW3c6L6vW+cmrh9/XOnAIiJyjPx+WLAACgoIBIN0urUg+nkWfrQ1nbT/y3Wtabp3hxUrXDDaqRPs2+f6u02fDg8/7F5zPHtnRESaIQWr0qzsLd7L4588XvVgZCBqoC3tiH/pAwojEgeKiytPiYtzX2VlVS9jDHzwgTKsRETkOHi9bn/pl1/ySWc4mBz9tOV/ge/sP4j5z10wYQLMm+cGp3PPhUcfdRUAwxUIVf1PRFoppQFLs1FWVkbPP/QkSC25uoe8HProNgp31dx/JhCAHj0OP56aCmPHKsNKRESOgzHYp55iV9dkRv04+imn7oRTd4Epr4DrroPSUujaFUaOdKm/RUVaRRURQSur0kwEAgE6/K4DpZTWfNLugfDsEmxJBjUVVAKIj4ft26se69sXPvrI9VjVZwMRCTPGbAaKgABQYa0daYzJAP4B9AE2A9dYa/cb1zj8T7ie4AeBm6y1K5vivqXpBAIBbvrHdcy9teSwoajdIXj/WTh5T2i1IBBwBZWWLnV7U5ctUy9VEZEIClalWVixbQXFweLoTxqgwtBl4Qfk1dKiJqx9e7eKujVUTDgjA9audUUYRUSiyLLW7o14/HNgkbX2t8aYn4ce/xdwIdA/9HUG8OfQd2kNrKV09276zvkOOw7tijpnet0XcMqeak/t2QMXXHB46q+IiCgNWGJfeXk5o+aMqvUcj6cdHdPjGDo0eopvpJISF7D++Mfw2Wfuc4ICVfn/7d13fFRV+vjxz5lJTyAFEJJA6CWQCggEUOlNQbAgFkDARQUsCJb96apfy66usKjAqqCCKAYQGyuI0lFQmoTQe0IvgSQQIG3m/P64yZDJTEJCSSbhefuaV2buOffeM8M45z73NCFK4W7gi7znXwD9C2yfpQ1/AgFKqeByKJ8oa1qT9dxovP8bbASqTvhfhH+tKBSoVqkCzZsbEyu98IIEqkIIUYgEq8JlWa1WklKTmJc4r/hxqsCQqPtpHRHA3r2OXXwLy8qCuDiYOhWio435LIQQogga+FUptUkpNTJvW02tdX5EcgKomfc8FDhcYN8jedtEJWc5c4ZGfIQu4qrK+yIM3wKBmQU2mkzw009GcBocDCtWGDP8CSGEsJFuwMIlWa1WWn3SioRTCVfMG3VLFO5LpzN9RsnuRmttDAtKT5cJFoUQV9RRa31UKXULsEQptatgotZaK6WKWRzLubzAdyRAWFjY9SmpKBdWq5WhS0ZxpJhhpmu+gJjToDw8Lk9F7+8PY8YYXXtOnJCxqkII4YS0rAqXdCj9UIkC1dVDV7Pigc38trJ0zaMnTsCbbxa//qoQQmitj+b9PQV8D7QBTuZ37837eyov+1GgToHda+dtc3bcaVrr1lrr1jVq1LhRxRc3gtaQlgZao7Vm1E+jmL3nmyKzN08zEX3PSNSKlZCYaASkZrMxsVJamjHJ0vffw4QJ0gVYCCEKkWBVuBytNdmFF0F1onm15nQI60BAgInY2NKdw9cXVq6UHldCiKIppXyVUlXynwM9gG3AAmBoXrahwI95zxcAQ5ShHZBeoLuwqAy0hvHjoUsXGD+e0+dO8cnmT4w0hcOkSn13QOIMb0xzvzHWRmvRwqh4LBYjw6lT0KEDhIVJoCqEEE5IN2DhUqxWK6N+GsX0zdOLzdc4oAmrBm0BTIwfD7/8UvJzBAdDSgr07Ss9roQQxaoJfG+sSIMb8LXWerFSagMwTyk1AkgGBublX4SxbM0+jKVrhpV9kcUNlZ4OK1aga9XkzKqFNJ5SqK4q0Fsn4CJ89w2YuQBccH68hg3hgw+M48rkSkII4UCCVeEytNY8+b8nmZYwrZhM4JP8MD6JX9DjCzNt28KcOUZPqpLy94c+fYxVAuS6QAhRFK31ASDayfYzQFcn2zUwugyKJsqLvz+60x08d+C/fNwtm8wcLremFghUg1MheUoJL7Keeeby+qrSFVgIIexIN2DhMs5cOFNsoGpWZtzPNaP18cns2WkmMBDmzi1doBoVZVwP/PWXsUqAjFkVQghRYkpx9rnRfNw8m0yvorOt+tYDd3WFuRRMJmjXzghUa9WS2YCFEMIJCVaFS7BYLHT8vGOxefw9A4jw6k3aiQAaN4YtW0oXqLq7Q+vW8Oefcl0ghBCi9KwWC3d8ciuZHkXniT4GDY9nG5MjFMXTEx5/HD75xAhYjxyBTp1kbIoQQhQi3YBFubNYLNwbfy+7U3cXmSc8MJzfRvxGgFcQT6crVq6EnJzStYxWr260qLZvf7nHlVwXCCGEKKkDSVvYbkq7vKFQj90fvoS+B/JaAs6du5zg6WksWePlZdw5DQ01tj3/PMyfL918hBCiCBKsinJltVqJnBrJztSdxeYzu5kxm82kpyuWLYN9+y5PplgSSkG1asYEju+9Z1xDyFwWQgghSionJ4fwr9o6BKj5/C/AXYdNmLA6JubmGgHppUvG8zp1YNkysFohK8tIW7bM6O4TEHBD34cQQlQk0g1YlKv9KfuvHKgqM7eF3Yblgj/dusGePaULVE0miI6GVauMuStMJuNaQAJVIYQQJWG1Wukf359cci8vUVOgDlna+1vOzAzEnOMkUAXjbikY66vm5BgVUufO0L270cLq5WUsbSPdfYQQwo60rIpyk5mZSZOPmlwx36DmD+K5Ygp3vKTYsaNkvaWUupxPKeNGtsnk+gGq1rKCgRBCuBKr1cqw74ax6OAip+kjsprR5W+vozAbgWdWlmOmM2eMv/l3WrOz4cIFmDYNXn3V2CZ3UYUQwoG0rIpykZubS7V/V7tivojqEXzQeSarVpioVq3kw3oK5rNY4LbbXP+GdaG15mUIkxBClLOcnBzu/vpuZm2f5TQ91CuYTxZ7oEJrX+7S64y1UIurry9s2mSMSQkMNB4SqAohhAMJVkWZs1gs3DvvXi7qi8XmWzV4FVue3EJgoBmlYM2a0p9LKSNIfeMNo8XSlQPAvLXmZaZiIYRwAbm5uVR5pwo/7f/JPkFffgT4BnE+rrUxm+/ddxcdcGptTKwEEBQEjRoZdyZd/S6qEEKUM+kGLMqM1pozF87Qblo79p/fX2ze2FqxdKzXEZPJRFqaMcTH2xsuXnS8Qe2MUhASAidOGN1/e/Y0rhVcec11f3+jfCtWyEzFQghR3pbtXUaWtYiWUsAvG3oc1Ph/swDOnYfDh42xp9nZzidWcHeHxo1h9Wpj7KqM9xDi+pFxVJWWBKuiTGitefbnZ5m8YTKa4ps3N/9tM1G1ojCZjIZ/f3/o1g1mzixZoArg4WEMEdLa6G21cyd06HC5xdIVJ1tUygik5bdWCCHKV25uLgO/HVhsns3LGtAwYS8qJ2+m36wso/JxFqh6eBgzAcfFGS2r8gMvxPWTP44q/26/q7ZKiKsi3YBFmUi9lMrUDVOvGKhW86pG3cC6tkAVjN+bd94peaAKxrWA1QrBwXD6NDRpYgSvrt5iqZTMsSGEEOUlvwdQw/805JzlnNM8XsqTZ5o9SsOEw6jsQgt+Z2fbZ87/UQeIjIRPPpEfeCGuNxlHValJsCrKROrFVCwUvd6MGTPNqzdnSMwQArwCbNu1NoLMyMjS/fYcPw5Vq8LZs9CsGWzcCMuXy822m4HZbCYmJoaIiAj69u1LWloaAAkJCcTFxdGiRQuioqKYO3eu0/3//PNP2rZtS0xMDOHh4bz++utlV/giaK15+umnadSoEVFRUfz1119O88XHxxMZGUlUVBS9evUiJSUFgLNnz9K9e3caN25M9+7dSU1Nte2zcuVKYmJiaNGiBXfccUeZvB8hXJHWmnG/jiNsYhiHLh0qIhOsWRbKpG/PGy2qV+LhYYxF8fEx7paa5LJLiOsufxzViROu3yohSk1pV55x5hq1bt1ab9y4sbyLcdOzWCxETI1gV+quIvMMiRjC+33eJ8ArAJUXTWoNzz0Hn39uTJhYGu7uRpBas6YR7C5f7ppdf8X15+fnR0ZGBgBDhw6lSZMmvPzyy+zZswelFI0bN+bYsWO0atWKnTt3ElDoi9G0aVPmzZtHdHQ0FouF3bt307x582sqk8ViwWw2X/X+ixYtYvLkySxatIh169bxzDPPsG7dOrs8ubm5hISEsGPHDqpXr84LL7yAj48Pr7/+Oi+88AJBQUG89NJLvPPOO6SmpvLuu++SlpZG+/btWbx4MWFhYZw6dYpbbrnlmt5rUZRSm7TWrW/IwSs4qatcQ1pmGm0+asPec3vtEwpcJrlb4MRH3gSduVTyA+cHqIGBsHev8VcIcX1dhzGrUk+5JrnFJ24oq9XKoz88Wmyg6o47r8X9hwCvQFugCpCaCh9/XPpAFYzfqY4dK0bXX3HjxMXFcfToUQCaNGlC48aNAQgJCeGWW27h9OnTDvucOnWK4OBgwGilzQ9UMzIyGDZsmK3l8ttvvwUut2ZGRETw4osv2o7j5+fHuHHjiI6O5o8//uCrr76iTZs2xMTE8Pjjj2NxNq6tCD/++CNDhgxBKUW7du1IS0vj+PHjdnm01mituXDhAlprzp07R0hIiG3/oUOHAkYA/8MPPwDw9ddfc8899xAWFgZwwwJVIVyd1WrlZNpJx0C1AA8LPLavCoGlCVSNgxsBq7SqCnHjyDiqSkt+OcUNo7VmzKIxzN42u8g87sqdZlkjuPeuILu1RbWGQ4cgM/Pqzl2lCrz1lnT9vZlZLBaWLVtGv379HNLWr19PdnY2DRs2dEgbO3YsTZs2ZcCAAXzyySdk5n0J33zzTfz9/dm6dSuJiYl06dKFY8eO8eKLL7J8+XISEhLYsGGDLRC8cOECbdu2ZcuWLVSrVo25c+eyZs0aEhISMJvNzJ7t+P/Fq6++yoIFCxy2Hz16lDp16the165d2xaE53N3d+ejjz4iMjLS1sI6YsQIAE6ePGkLwGvVqsXJkycB2LNnD6mpqXTq1IlWrVoxa5bztSSFqMysViutPmlFs0+aFZnHIxdGbDUxZd55SlydeHhA3bpQrZqxVM3DD0sXHyGEKCUJVsUNk3opla+3fl3kpEruuDO4xWOYFk8luJayjYm3WmHUKGMJuqt1991GTyu5yXbzuXTpEjExMbagrHv37nbpx48fZ/DgwcyYMcNuIq98r776Khs3bqRHjx58/fXX9OrVC4ClS5cyevRoW77AwEA2bNhAp06dqFGjBm5ubjz88MOsXr0aMFpl7733XgCWLVvGpk2buPXWW4mJiWHZsmUcOHDA4dxvvPGG0+C6JHJycvjoo4/YvHkzx44dIyoqin/9618O+ZRSth4Mubm5bNq0iYULF/LLL7/w5ptvsmfPnqs6vxAVVXJaMgmnEhwT8tZSrWPx5uiJQUz92YzJ5Ga0kJakYnnkEaMiqlvXGJsilZEQQpSaBKvihtBa8/+W/j/Ss53PiuSJJ7vG7GL6gKl07WyyjYmvWhXGjIHp041uwFcjKgqmTZPrgpuVt7c3CQkJJCcno7Vm6tSptrRz585x55138vbbb9OuXbsij9GwYUOefPJJli1bxpYtWzhz5kypy+Hl5WUbp6q1ZujQoSQkJJCQkMDu3btLNXFTaGgohw8ftr0+cuQIoaGhdnkSEhJsZVdKMXDgQNauXQtAzZo1bd2Gjx8/buvuW7t2bXr27Imvry/Vq1fn9ttvZ8uWLaV+r0JUVLm5uXSb0a3IdPeLsP+/blRfu8WY+Tc317ijeqX5Pp56yqjIfvjByF+7NqxcKbOUCiFEKUmwKq47rTXJacks3b+0yDwPRzxM/aD6mEyKf//bWEP13/826vHly0sfaMbEwL59cOAAbN5srLcubm4+Pj58+OGHTJw4kdzcXLKzsxkwYABDhgzhvvvuK3K/hQsXkj/x3N69ezGbzQQEBNC9e3e7wDc1NZU2bdqwatUqUlJSsFgsxMfHO51Rt2vXrsyfP59Tp04Bxuy8ycnJJX4v/fr1Y9asWWit+fPPP/H397d1680XGhrKjh07bONwlyxZQnh4uG3/L774AoAvvviCu+++G4C7776b33//ndzcXC5evMi6dets+whR2VmtVlpMacGBDMdeDvl+nQvuqRnGYt0l9eijMGmS0QIbFmZ0E5JZSoUQ4qq4lXcBROVitVp58n9PMnf7XNJzir6D/ErnV1BKYbVCmzbGdUB4OLRqBbt3l+xc1asbLbHz50N0tMxdIRzFxsYSFRVFfHw8SilWr17NmTNnmDlzJgAzZ84kJibGbp8vv/ySsWPH4uPjg5ubG7Nnz8ZsNvPKK68wevRoIiIiMJvNvPbaa9xzzz288847dO7cGa01d955py0QLKh58+a89dZb9OjRA6vViru7O1OnTqVu3bp2+V599VVat27t0BW4T58+LFq0iEaNGuHj48OMGTNsaTExMSQkJBASEsJrr73G7bffjru7O3Xr1rW9z5deeomBAwfy2WefUbduXebNmwdAeHg4vXr1IioqCpPJxGOPPUZERMQ1fupCVAz7U/azJ73obu8mDR0PAVdYH9zBnDnGUjVTphh3XidMuOZZSoUQ4mYlS9eIa6a1Jj0rnaoeVXnyf08yLWFasflbVG9B4pOJKGVi61Zo1w58fY1uv6WYIBUAT0948kn4z3/kGkAIVyZLAhRN6qqypbUmJSOF+pPqc0FfcJqnZ52e/C/yTdzbtCn9CXx8jAmVVq2SCZWEqECknnJN0rIqronWmvG/jmf5weXE3BLDtzu/dZrP38OfzNxMGlVrRMLIBMDEmDHw++/g5wfnz5c+UAXIzoalS42b1nJNIIQQojhaa55Z9Az/3fhfLDivdAY1G8Ts+77CNG6c0WXHai3dSS5eNMa0Vq16HUoshBA3NwlWxTVJz0pn+cHlpGSkMPPkTPvEAo32G0ZsxMPDnTpV66CUEajOmGHM6F+rFkRGGmNVS0traNtWhgEJIYS4spSMFCZvnFxkemP/xnx131eYzp2Dr78GLy/jrmhubulOZLEYi4TLXVQhhLgmMspPXBN/T3/ahbbjyIUjRWeyeOBmCaJuQF1MJhPp6bB2rVH3HzkCW7eWPFCtW9doic0XHg6ffCJdgIUQQhTParXS4fMORaaHeIewY8wOYxbvnBxjbMrFi6UPVL28oEcPuYsqhBDXgQSr4poopRjXblzRGbSJSMtw6tYMtG3y9zcmUsrJKf35kpMhI8MY41qtGvz2m8z8K4QQ4sp2n9zN3rS9TtNMmDj47EHc3NyM4LRu3dIHqWB0/d2+XSZSEEKI60SCVXFNrFYrd89xnP0UjED2kRaPsvnNqZhM9pX2Sy9d2+y9derAkCEQFHT1xxCVk1KKRx55xPY6NzeXGjVqcNddd9nl69+/v8Naq6+//jqhoaHExMTYHmlpaSU+95QpU2jUqBFKKVJSUmzbV65cib+/v+2Yb7zxBgCHDx+mc+fONG/enBYtWvDBBx84PW5qaioDBgwgKiqKNm3asG3bNgB2795tV9aqVavy/vvvA8a6q+3atSMmJobWrVuzfv16h+POnDmTMWPG2G1LS0ujWrVqtuV7/vjjD5RSHDli9J5IT08nKCgIa2nH8QlRjrKzs2k+rXmR6btH7cbDw8MYn/r995CZeXUncneHwMBrC1S1hrS0K6/lKsqE2WwmJiaGiIgI+vbta6sTEhISiIuLo0WLFkRFRTF37lyn+//555+0bduWmJgYwsPDS7XG9o2itebpp5+mUaNGREVF8ddffznkOX/+vF39Ur16dZ599lkAkpOT6dq1K1FRUXTq1MlWPwC88MILtGjRgvDwcJ5++mkq80SuomxIsCpKrHD9qbVm26lt7Di7w2l+f09/PrjrPZQykZxsXANYrTB6tDHO9Gp/vyIiYM0amDjRuB6Qel0U5Ovry7Zt27h06RJgrDcaGhpqlyctLY1NmzaRnp7OgQP2ayyOHTuWhIQE2yOgFGPOOnTowNKlSx2WpAG47bbbbMd89dVXAXBzc2PixIns2LGDP//8k6lTp7Jjh+P/T//85z+JiYkhMTGRWbNm8cwzzwDQtGlT2zE3bdqEj48PAwYMAIwLhtdee42EhATeeOMNXnjhhRK9h4CAAIKDg9mZt67k2rVriY2NZe3atYBx4dWmTRtMslaUqAC01pxIO0HoxNAi80TWiKRBtQZGBXXrrTB48NWfsG/f/BNf3f5aw/jxxtqs48dLxeYCvL29SUhIYNu2bQQFBdnW2/bx8WHWrFls376dxYsX8+yzzzq9uTl06FCmTZtmO8bAgQOvuUyWq5mRsoCff/6ZvXv3snfvXqZNm8aTTz7pkKdKlSp2dWHdunW55557ABg/fjxDhgwhMTGRV199lb///e+AUV+sWbOGxMREtm3bxoYNG1i1atU1lVUIudoQJVK4/rRajVmAH5r/kENeE2aCvIJ4NOZR/D0DufXWy2uojhwJn39e+uDSywsaN4bhwyEhwWhRzQ9US1KvS0B7c+nTpw8LFy4EID4+ngcffNAu/bvvvqNv374MGjSIOXPmXLfzxsbGUq9evRLnDw4OpmXLloBxYRAeHs7Ro0cd8u3YsYMuXboA0KxZM5KSkjh58qRdnmXLltGwYUNboKyU4ty5c4DRGhoSElJsWRYuXEhcXBwpKSm0b9/eFpyuXbuWsWPH2r3u0KHocX9CuAqtNU/99BTBHwSTkp3iNE9D/4b8NfIvTErBtm3Got8FJ0YoilLQrZtRMRW8cbNpE3TtevWBZno6rFhhzDy4YoXxWriMuLg42290kyZNaNy4MQAhISHccsstnD592mGfU6dOERwcDBittM2bGy38GRkZDBs2jMjISKKiovj2W2M1hfj4eCIjI4mIiODFF1+0HcfPz49x48YRHR3NH3/8wVdffUWbNm2IiYnh8ccfL1UA++OPPzJkyBCUUrRr1460tDSOHz9eZP49e/Zw6tQpbrvtNsC+TurcuTM//vgjYNQ7mZmZZGdnk5WVRU5ODjVr1ixxuYRwRoJVUSKF68/Dp9NZdmAZ+8/ut8+ood6y9Txwah8Te/yHI0cUO3eCtzds2QKzZkFWVulWAvD2Nq4dfv0VPv3UfoxqSep1uVF988kPQjMzM0lMTKRt27Z26fkB7IMPPkh8fLxd2qRJk2zdnjp37uz0+DExMaUu0x9//EF0dDS9e/dm+/btDulJSUls3rzZoawA0dHRfPfddwCsX7+e5ORku25XAHPmzLELyt9//32ef/556tSpw/jx4/nXv/5VZNm+//573nnnHRYtWkT16tXp0KGDLTg9cOAA999/P/nrgK5du5b27duX+v0LUdbOXjzL1L+mFpvH28ObjJzzRuUwdOjltdSuRGtj3bSLF42JGDw9oXZt2LfPeH21gaa/P3TuDCdOGH9lkiaXYbFYWLZsGf369XNIW79+PdnZ2TRs2NAhbezYsTRt2pQBAwbwySefkJnXxfzNN9/E39+frVu3kpiYSJcuXTh27Bgvvvgiy5cvJyEhgQ0bNvDDDz8AcOHCBdq2bcuWLVuoVq0ac+fOZc2aNSQkJGA2m5k9e7bDuV999VUWLFjgsP3o0aPUqVPH9rp27dpOb5TmmzNnDg888AAqr3t7wTrp+++/5/z585w5c4a4uDg6d+5McHAwwcHB9OzZk/Dw8GI+VSGuTIJVUSIF689OnTVVqmiiakSRqQuN67F4EOJdj9+XBJKerqhd21gb/exZo24v7aRKJpMxz8XgwcbfwsOASlKvy43qm09UVBRJSUnEx8fTp08fu7STJ0+yd+9eOnbsSJMmTXB3d7eNAQX7bsArVqxwevyEhIRSladly5YkJyezZcsWnnrqKfr372+XnpGRwb333sv7779PVSdrM7700kukpaURExPD5MmTiY2NNWYszZOdnc2CBQu4//77bds++ugjJk2axOHDh5k0aRIjRoxwWrbly5fz7rvvsnDhQgIDjYnQ8ltWDx48SL169fDy8kJrTUZGBps2bXIaUAvhag6eOVhsepBXEN0bdsf/kjbuhgYFGUvOeHqW/CTHj8PAgTBihDHrn58frFtnVFZXs86qUjBhgjFF/oQJMkmTC7h06RIxMTHUqlWLkydP0r17d7v048ePM3jwYGbMmOF0eMSrr77Kxo0b6dGjB19//TW9evUCYOnSpYwePdqWLzAwkA0bNtCpUydq1KiBm5sbDz/8MKtXrwaMVtl7770XMHrSbNq0iVtvvZWYmBiWLVvmMKQF4I033nAaXJdW4ZuhEyZMYNWqVcTGxrJq1SpCQ0Mxm83s27ePnTt3cuTIEY4ePcry5cv57bffrvn84uYm66yKElEK3ntPk3wylX9vfJkO01eyL22fQ76qRx5i7bJAPD3g//7PCE6vdmiFyQR/+xv8859Fz1eRX6+npxuBqrM8+QHtihVyo/pm0q9fP8aPH8/KlSs5c+aMbfu8efNITU2lfv36AJw7d474+HjefvvtG1aWggFonz59GDVqFCkpKVSvXp2cnBzuvfdeHn74Ydt4IGf7z5gxAzC6NtavX58GDRrY0n/++Wdatmxp193qiy++sE3YdP/99/PYY485PXbDhg05cOAAe/bsoXXr1gA0btyYtLQ0/ve//xEXFwdAq1atmDFjBvXq1cOvJN0khShH2dnZ3D7j9iLTH4t6jHd7vkugVwBq/HjYvx927Chdtx8wKqf8Sio5Gfr1g5o1ISXl6tdZVUrWZ3Uh+WNWL168SM+ePZk6dSpPP/00YNQfd955J2+//bbDhH0FNWzYkCeffJK//e1v1KhRw65OKikvLy/bTUqtNUOHDi22x0xxQkNDOXz4sO31kSNHHOZ2yLdlyxZyc3Np1aqVbVtISIitZTUjI4Nvv/2WgIAApk+fTrt27Wx1RO/evfnjjz9s3YeFuBrSsipKRGvNuF+eo9UXjfj4r4/ZlbaLXOyn9TdhptaWCfj6KMxmo8tv/vjU0jKbjR5Z69bBlWKI/Hq9qBvQcqP65jR8+HBee+01IiMj7bbHx8ezePFikpKSSEpKYtOmTdd13KozJ06csM2IuH79eqxWq23G3REjRhAeHs5zzz1X5P5paWlkZ2cD8Omnn3L77bfbBcDOxuWGhITYJrZYvny5bWxVYXXr1uXbb79lyJAhdt2T27VrxwcffGALVuPi4nj//fdlvKpwebm5udwy8RYucclp+u4ndjOt/zSCfIJQ584Z3XkvXSpdoOruDs2aGdPS5/VI4MMPjW4+W7bIndFKyMfHhw8//JCJEyeSm5tLdnY2AwYMYMiQIdx3331F7rdw4ULb7//evXsxm80EBATQvXt322RNYMz63qZNG1atWkVKSgoWi4X4+HjuuOMOh2N27dqV+fPnc+rUKQDOnj1LcnJyid9Lv379mDVrFlpr/vzzT/z9/W3jagtzVr+kpKTYZoT/17/+xfDhwwEICwtj1apV5ObmkpOTw6pVq6QbsLhmEqyKEknLTOOLLV+QmpkKGuNRyNCooXRpF4SXl1GPX7hgzP5/7FjpzlW1qtGimpAAwcHXp+vulQJaUfnUrl3bdvc7X1JSEsnJyXZ3wOvXr4+/vz/r1q0D7MesxsTEkJSU5HDsosasfvjhh9SuXZsjR44QFRVla82cP38+ERERREdH8/TTTzNnzhyUUqxZs4Yvv/yS5cuX2863aNEiAD7++GM+/vhjAHbu3ElERARNmzbl559/tlvi5sKFCyxZssShVXb69Om2yTj+3//7f0ybNq3Iz6pZs2bMnj2b+++/n/37jXHoHTp04PDhw7bW1ri4OA4cOCDjVYVLs1qtPPjdg6RnO680+jfqT+NbGtvG3uHnB4XGf5eIyQSdOl2+A5qeDitXGjMJ1qoF//iHVDiVUGxsLFFRUcTHxzNv3jxWr17NzJkzbb/fzoaIfPnllzRt2pSYmBgGDx7M7NmzMZvNvPLKK6SmptrqhhUrVhAcHMw777xD586diY6OplWrVtx9t+PygM2bN+ett96iR48eREVF0b17d6cTJBU1ZrVPnz40aNCARo0a8be//Y3//ve/trTC9du8efMcgtWVK1fStGlTmjRpwsmTJ3n55ZcBuO+++2jYsCGRkZFER0cTHR1N3/wZsoW4Sqoyr3/UunVrnT8piCie1s670mqtSc9Kx2KxUGtCLXJ1gdbUAvkiq0fS5cBmVq8w06aNEajGx5e8C7DJZJz3kUeMtdQDAuD55y933ZUWUSEqNqXUJq116/IuhyuSuur60FozfP5wZu6Y6TTdDTcu/r+LuLu75+9g3Bn97LPSn8zPD+rXh9WrjQorfyY/qbSEqLCknnJNMmZVFFnHam0sT7P84HLCq4WTW+i+hhkz64avI8g3CH/q0q2biRo1YM4co0W1pPW0UkYvqoEDYcqUy6sAXGksqhBCCAFGfbXz+M4iA1V35c6RZ48YgWr+3VmLBb7/vvQnM5mM9dS6dbvc1bckEygIIYQoNQlWK6miWkqdcTZbbkAApGcZy9PsPbOXhJMJ9jspCPQOJMitAQEqED8/aN4cvvkG8obWXVG1anDmDISEGMHq22/bL1cnc0wIIYS4Eq01Y38eywcbPigyz4jYEdSoUuPy3dnlyyE3F1JTS3cyk8mYUOG99y4v+J1PKi0hhLjuZMxqJVTadUWLWv6lqkdVsnOzuZh70WGMqpfZi9DUh2kVEUCDBuDrC7NnlzxQBWM5mypVjID19tuljhdCCFE6WmsOnj1YbKAa5BXE213fNkauHDpkTKjk5QXbtpV+4e0hQ4wJFf75z2spthBCiBKSltVKqKiW0qIU7r0EmtRLaaRdSuNweqGJJxR4KA+0hoNfP8u5s1fX1cnH5/Ia6rfdBpMnS68pIYQQJZc/VOX7bUV35Q3yCmJo9FACvQKMu7dLlsDu3aW7s5rvwQdh82ajO9CKFUbgGxYmlZcQQtxA0rJaCRXVUlqc/N5LWmtGLxhH48lNiP2kFRmW8/YZrZBtzSH7eFPOHQ4rVbmqVgUPDyNI9fU1elKtWmU/TlWIa2U2m4mJiSEiIoK+ffuSlrd2UlJSEkopXnnlFVvelJQU3N3dGTNmDAC7d++mU6dOxMTEEB4ezsiRIwFj5kN/f3+7WYKXLl1a4jKtXr2ali1b4ubmxvz58+3SXnzxRSIiIoiIiGDu3Lm27bfddpvtXCEhIfTv39/psYvaf8SIEURHRxMVFcV9991HRkYGAIcOHaJz5862WS3zZx8uaOXKldx1111227TWVK9endS8bpPHjx9HKcXvv/9uy3O16wcKUVpaa5JSk1i8bzHeZm+neQaFD2LvU3uZ2HOisUTN8uVw4MDVBaoAixcb66odP25Umv37l6z7kqjQlFI88sgjtte5ubnUqFHD4Teyf//+Dmutvv7664SGhtrVHWmlWM9vypQpNGrUCKUUKSkpDukbNmywq1dWrFhhdy4vLy9++OEHh/3Gjh1ry9OkSRMCCrRo9OrVi4CAAIf3t2zZMlq2bElMTAwdO3Zk3759Dsd9/fXXmTBhgt22LVu22M0wHB8fj7e3Nzk5OQBs3bqVqKiokn4k4iYkIUIlVNJ1RbU21kDV2nikpsLo8Wl8sm4WZy6mkJ6V6rhEzaUA2DQM/dEm0Ff++lStakyYWL26MS7VZIKHHoJdu4xZfwMD5aa0uL7yF3Dftm0bQUFBduvY1a9fn4ULF9pef/PNN7Ro0cL2+umnn2bs2LEkJCSwc+dOnnrqKVvabbfdRkJCgu3RrVu3EpcpLCyMmTNn8tBDD9ltX7hwIX/99RcJCQmsW7eOCRMmcO7cOQB+++0327ni4uIclqa50v6TJk1iy5YtJCYmEhYWxpQpUwB46623GDhwIJs3b2bOnDmMGjWqRO9BKUW7du34448/AFi7di2xsbGsXbsWMAL9atWqUa1atRJ/LkJcDa01zyx8hmZTmrEjZQc70nc45AkPCuere78y1lJVyrhrGxtrTFV/tbKzIScHvvjCWJP1eq2tJlyar68v27Zt49IlY93eJUuWEBoaapcnLS2NTZs2kZ6ezoEDB+zS8uuU/EdAKcY8dejQgaVLl1K3bl2HNIvFwosvvkiPHj1s2zp37mw7z/Lly/Hx8bFLzzdp0iRbvqeeesqufnn++ef58ssvHfZ58sknmT17NgkJCTz00EO89dZbJXoPkZGRHDp0iPPnjcaPtWvXEh4ezubNm22vZUk0URwJViupguuKFgxK8xUc1zpunPG4/Q5N/A9pWN0ynB80xxOmbYKfPgXMVyyDr68RqC5fbsz0e+qU0TV58+bLS9WIysPZ96y8xcXFcfToUdtrHx8fwsPDyV8mZO7cuQwcONCWfvz4cWrXrm17HRkZeV3KUa9ePaKiojAV6kKwY8cObr/9dtzc3PD19SUqKorFixfb5Tl37hzLly932rJa3P5Vq1YFjAv7S5cu2daVVErZAtr09HRCQkKKLfuGDRuIjY1l//79tG/f3hacrl27lrFjx9oFrx06dCjlJyNE6Z29eJYpm6aQrZ23kPau35uto7ZiNheop7SGvLWUr9rFi8Yi4i1aGJVnaboviQqtT58+thud8fHxDuuOfvfdd/Tt25dBgwYxZ86c63be2NhY6tWr5zRt8uTJ3Hvvvdxyyy1O0+fPn0/v3r3x8fEp9hyF30/Xrl2pUqWKQ77S1h3Tp0+nd+/eZGVl0bp1a9ta5ps2bWL06NF2dYnUHaI4EqxWEkUFClYrjBlj1KfjxhmTGqWmGnmXLzcmM/z5Z1j8i+Zc3DjS77wTrE5OkOsBG5+A9PrYLbDqRHCwUXc3aABdu0LdusaY1GHDjAC6Sxep2yub0k7qVRYsFgvLli2jX79+dtvzLyYOHz6M2Wy2q3DHjh1Lly5d6N27N5MmTbLrrvXbb7/Zda/av3+/wzkfe+wxSrNeZnR0NIsXL+bixYukpKSwYsUKDh8+bJfnhx9+oGvXrrbgszT7Dxs2jFq1arFr1y5bK/Hrr7/OV199Re3atenTpw+TJ08usnxr167liSee4Mcff6Rhw4Z06NDBdoGxfv16BgwYYDuf3B0XZeVw+mG0Q7efy97u+rZ9oGq1wtq1sMOxBfaKCh6nY0fjx+38+ZJ1XxKVRn69kZmZSWJiIm3btrVLzw/4HnzwQeLj4+3SJk2aZKs3Onfu7PT4BbvJlsTRo0f5/vvvefLJJ4vMM2fOHIegurDk5GQOHjxIly5drnjOTz/9lD59+lC7dm2+/PJLXnrppSLzTpkyhZ9++okffvgBb29vW91x4cIFTCYTnTp1sgtWpe4QxalwwapSqpdSardSap9Squj/Uyqg4lqmrpQ2bpwxo+64cUa9nJZmLCH3+OMwY4YRoH75JTRuDE2bwmuvGb2hli2DPXtgz5GzHPKfCX5JYMpyUjoF657lSoGqu7sRAA8fboxHza/HTSZjbOqKFVK3V0bOJvUqL5cuXSImJoZatWpx8uRJunfvbpfeq1cvlixZwpw5c3jggQfs0oYNG8bOnTu5//77WblyJe3atSMry/j/oXA34IYNGzqc+9NPP6V165KvJ96jRw/69OlD+/btefDBB4mLi7O/yMb5XfyS7j9jxgyOHTtGeHi4bTxrfHw8jz76KEeOHGHRokUMHjwYq9XxDtXOnTsZOXIk//vf/wgLM8an33rrrWzevJkLFy6Qk5ODn58fDRo0YN++fXJ3XJQJq9XKxN8nFpnu7+FPVK0C498sFmjZEgr9DpRYlSpGNyEvL6NizW9JLdh9SVR6UVFRJCUlER8fT58+fezSTp48yd69e+nYsSNNmjTB3d2dbdu22dILdgNesWKF0+MnJCSUqjzPPvss7777rkNvnXzHjx9n69at9OzZs9jjzJkzh/vuu8+h3nFm0qRJLFq0iCNHjjBs2DCee+45p/lmzZrFzz//zPz58/H09ASw9cpZv349t956Kw0bNmTfvn2cPn2ajIwMp/WpEPkqVLCqlDIDU4HeQHPgQaVU8/It1dXLHyeammoEmAVbpvIDzvzxpAXTLBZISjJaSa1WSE6Gr74ytn3xBTz2mDHDbnS0sT1/Pojz5y+fb/Jk2LsXQGP1OIvlwc7gkwqel5x/K1KaQXoYbsXMH+3pCaNGwW+/wcSJjuNRpW6vvK5mUq8bJX/ManJyMlpruzGrAB4eHrRq1YqJEydy3333OewfEhLC8OHD+fHHH3Fzc7O76LgRXn75ZRISEliyZAlaa5o0aWJLS0lJYf369dx5551XtT8YE04NGjSIb7/9FoDPPvvM1vU5Li6OzMxMpxN3BAcH4+XlZRtXBEY36saNG/P555/TsmVLANq1a8eiRYs4deoUTZs2vfoPQogryMnJoe/svny18yun6QEeAZwad+ryhbfWRoW4ZQtkObsJewWBgcZSNQ0awBNP2N+BFTedfv36MX78eIebh/PmzSM1NZX69etTr149W1B7I23cuJFBgwZRr1495s+fz6hRo+wmUpo3bx4DBgzA3d292OOUpPUV4PTp02zZssXWovzAAw/YWkYLi4yMJCkpiSNHLq8m0a5dOzZs2MCaNWuIi4sDoHbt2syZM8f2WoiiVLSla9oA+7TWBwCUUnOAu4Gr6NtzZefPwwsvQP51YuvWcOyYsT0kxAgCq1Y1gr/du43ur3XrXp7ZNj8YPXYMwsON7enplwPQt9+G7783As6uXWH7dqhRw5hZf+hQ2LDB2O/vf4cffzRaLOfMMfZJSjKOV7MmnDsHGQWGmc6YUfz7ys3Nf2aF3k9BvWVQY7fzzBcDYOcA+Gk67u4m8ocx9OljlGfZMqPszz5rBCjFTZik9eXlcUpS11utcPgw1KlTtrMF55ezalXjs71SeUv7vq5H2a7Hua7nsQovf+QKZfPx8eHDDz+kf//+DpMIjRs3jjvuuIOgoCC77YsXL6Zr1664u7tz4sQJzpw5Q2hoKLt27brat1Isi8VCWloa1apVIzExkcTERLvJMObPn89dd92Fl5dXqfbXWrN//34aNWqE1poFCxbQrFkzwJjsadmyZTz66KPs3LmTzMxMatSo4XDsgIAAPvvsM7p3746vry+dOnUCjDvk77//Pq+//jpgBLyPPPII7dq1s42LFeJ6y87Oxu8dP3J0jtP0DcM2EBsSgzkjw+jio5QxUcLMmUaGko5NqF/fuPMKRmuq2WwEqdfrTmtZVhjiuho+fDgBAQFERkaycuVK2/b4+HgWL15sC7oOHjxIt27dePvtt29YWQ4ePGh7/uijj3LXXXfZzWsQHx/Pv/71r2KPsWvXLlJTU0sULAYGBpKens6ePXto0qQJS5YsITw83Gne2NhYnnzySfr168cvv/xCSEgIVapUoU6dOsyYMcP22cXFxfH++++XeJI/cRPTWleYB3Af8GmB14OBKUXlb9Wqlb5a587lh5SleyiltZeX1p6exvOCaSbT1R3zxjysmj6Pa15207zorXkNx0f/Qdrkd0ajrNrTU+tnntH6iSe0jozUeuxYrS0WrVNTtbZar/x5Wq1aP/ec1rGxxt8r7WOxaN2ypdbe3sZfi+Wq/ylLpWA5W7bUOiam+PKW9n1dr7Jd67nKstylda1l8/X1tXt911136VmzZumDBw/qFi1aOOSfMWOGHj16tNZa67Fjx+omTZroqKgoHRUVpb/88kuttdYrVqzQVatW1dHR0bbHN99843CsESNG6A0bNjhsX79+vQ4NDdU+Pj46KChIN2/eXGut9aVLl3R4eLgODw/Xbdu21Zs3b7bb74477tA///yz3bYNGzboESNGFLu/xWLR7du31xEREbpFixb6oYce0unp6Vprrbdv367bt2+vo6KidHR0tP7ll18cyrtixQp95513aq21Tk5O1s2bN9d//vmn1lrrefPmaUDv3btXa611Zmam9vDw0P/85z8djlMQsFG7QD3iio9rqatuBrm5ubruhLqa13H6aPpBU5168azxgxETo/WIEVpnZWnt41P6CvyJJ7Ru1kzrGjW07t3b+CFKTb0+b8SVf3hFkQrXKVpf/o08ePCgDgkJ0dZC/5axsbH6zz//1K+99poOCQmxqzsOHjzocLzo6Gin5/7ggw90aGioNpvNOjg42PbbX9DQoUPt6qP8MlkKXTj94x//0D/++KPt9WuvvaZffPFFh+N17NhRV69eXXt5eenQ0FC9ePFirbXW3333nY6IiNBRUVH6jjvu0Pv373fY97XXXtPvvfee1lrrxYsX65iYGH369GmttdajRo3SoaGhtrwrVqzQgF67dq3T914epJ5yzYcy/m0qBqXUfUAvrfVjea8HA2211mMK5BkJjAQICwtrlZycfFXnGjUKPvroastp/HXpj9YrBZ6vCSZnsykBue5U+ew4+xOrceGC0cqolNGKWquW0d1z+XLjZnNJpKUZ3ZhLum9ystGq7OtrjK3dudNotb7R8stZrRqsWQMdOsCZM0WXt7Tv63qU7XqcqyzLXVquXDZx9ZRSm7TWJR/QexNp3bq1Ls3EXBWaLl3LotVqZegPQ/lqq/Ouv2bMPN32KSY2ewbVv7+xjmpGhtFCWmgJkSKZTEa5IiKMMTOZmUYXpCZNoFu369f1V37chHBpUk+5pgo1ZhU4CtQp8Lp23jYbrfU0rXVrrXVrZ13bSurdd69uP6WMHkQeHo51W0m7st7YLq8avFKh1zNFBqomPAg4NIIRDwZRvTrUq2d0+Q0IuPpxiaUd01injhGsXrhg/K1Tp/j810t+Oc+cMc6bklJ8ectyrOb1PJcrjTEtzJXLJoS4BlqXatpwrTWjF41m3rZ5RebZMHAZE38FNWCAEWSeP28ct6SBqoeHEZR27WqMPQGjEvbzM8bfXM8xqvLjJoQQpVbRWlbdgD1AV4wgdQPwkNZ6u7P813q3+kaOWc1PT083jufnZ9SHZrOxhNuRI8ba43v3QqNGRtBmsRjH8vc3ZvTduNGoZ7duNY7dvLkx6VJsrJHvwAFo3x4OHjSOceyYZuq+caw/s5ij2bucTv3vZfZiWMww3mo/hcBAk0MdXcqb4te0r4xZvbHnKstyl5Yrl01cHbljXbSbpmW1lC2LKRkphEwMIQfn41Rb5AaS+GMIpuMnwdvbqDhLe01TrZqxEPiff0KnTsb+y5YZLaoTJ17/HyD5cRPCZUk95ZoqVLAKoJTqA7wPmIHPtdZFjmC/aS4ASij1UipNJjfhYvZFLlouOqS7K3c2/G0DUbWiZKIUIcR1JRcBRat0dVVRAVl+y+qKFUbLYjGtllarlcj/RrLjjPP5E91x49jCRlSvEgKbNl39elmPPw7//e/lO5MgwaQQNympp1xTResGjNZ6kda6ida6YXGBqnBksVg4l3nOaaAKUNWzKhG3REigKoQQ4uoU19U3f9rw5cuLDVS11mw9uZXdZwrMUq8vP0LTYfS5xlQ7ZzUC33Pnrq6sSsGLLxpdd/Jn+5U11kQhZrOZmJgYIiIi6Nu3L2lpaQAkJSWhlOKVV16x5U1JScHd3Z0xY4ypVHbv3k2nTp2IiYkhPDyckSNHArBy5Ur8/f2JiYmxPZYuXVriMq1evZqWLVvi5ubG/Pnz7dJeeOEFWrRoQXh4OE8//TT5jVLZ2dmMHDmSJk2a0KxZM9tyZgUlJSXh7e1tK9MTTzwBwPnz5+3KWr16dZ599lkA/vOf/9C8eXOioqLo2rUrzuaKSUpKIiIiwmF7bGysbY3Z3Nxc/Pz8+Oqry+PTW7VqxV9//VXiz0VUThVt6RpxlSwWC52+6ES2znaa7m3yJrRqKOdzzhNgDijTsgkhhKgk0tONALJWLeNverp9V9/8YLCgAi2xGnh20TNM3jjZyUAVQMOqz6FB+k6uKpwMCIDQUNi/3xg7U3jmPummKwrJX7sbYOjQoUydOpWXX34ZgPr167Nw4ULeeustAL755htatGhh2/fpp59m7Nix3H333QBs3brVlnbbbbfx008/XVWZwsLCmDlzJhMmTLDbvnbtWtasWUNiYiIAHTt2ZNWqVXTq1Im3336bW265hT179mC1Wjl79qzTYzds2ND2fvNVqVLFblurVq245557ACPg3LhxIz4+Pnz00Ue88MILzJ07t0Tvo0OHDqxdu5aYmBi2bNlCkyZNWLt2LY888ggXLlxg//79REdHl/BTEZVVhWtZFaWntWbk/0ayPcXp0F4ArMpKx7CO+HvKhA9CCCGukr+/MfbzyBHj75UmESrUEns2I4UpGyYbDbIFH3lGbIQG6VxdoApwzz2wZQvs2mUsZl5wQoRSTgAlbj5xcXEcPXp5Xk8fHx/Cw8PJ78Y/d+5cBg4caEs/fvw4tWvXtr2OjIy8LuWoV68eUVFRmApN6KGUIjMzk+zsbLKyssjJyaFmzZoAfP755/z9738HwGQyUb169as69549ezh16hS33XYbAJ07d8bHxweAdu3aceTIkWL3P3DgALGxsWzYsIH27duzdu1awAi0n3jiCVtQvH79elq1aoXZbL6qcorKQ4LVSkxrTVpmGmmZafxx+I8i8/l7+DMidgSTe0+WLsBCCCGunVKQlWU/o2Bamn0AqLWxTtmvv0LVquhlS9nx5wKczlNvhcGbYNqiawhUTSZjqn+z2X42xHzOWoWFyGOxWFi2bBn9+vWz2z5o0CDmzJnD4cOHMZvNhISE2NLGjh1Lly5d6N27N5MmTbJ1IQb47bff7LrW7t+/3+Gcjz32GKUZzx4XF0fnzp0JDg4mODiYnj17Eh4ebjvvP/7xD1q2bMn999/PyZMnnR7j4MGDxMbGcscdd/Dbb785pM+ZM4cHHnjA6fXiZ599Ru/evYss3+7du7n33nuZOXMmt956q61lFYxg9fbbb8fT05Pz58+zdu1a2rdvX+L3LiovCVYrKa01438dT5cvuvDGqjdwMznv8R1ZI5L9T+9nSp8pDnfohBBClJ5SqpdSardSap9S6qXyLs8NVzAQzQ/4UlPh88/hqaeMqd0Lt1harTBmDLRqBdu2YV21itFhW+m/9DEnx4dhCTDzp1JctJhM4OZmrCWX/zooyAhUiyJLywgnLl26RExMDLVq1eLkyZN0797dLr1Xr14sWbLEFsQVNGzYMHbu3Mn999/PypUradeuHVlZWYDRDTghIcH2aNiwocO5P/30U1q3Lvl8P/v27WPnzp0cOXKEo0ePsnz5cn777Tdyc3M5cuQI7du356+//iIuLo7x48c77B8cHMyhQ4fYvHkz//nPf3jooYc4V2hM+Jw5c3jwwQcd9v3qq6/YuHEjzz//vNOynT59mrvvvpvZs2fbuvbWrVuX7OxsTpw4wa5du2jatCm33nor69atY+3atXTo0KHE711UXhKdVFLpWemsSFpBTd+aLN6zmOR0+wHvZsw0DWrKykdXUs23mrSoCiHEdaCUMgNTgd5Ac+BBpVTz8i3VDVSw6+zo0ZCbe3ndMbMZli6FxESj9bR6dViwAFatgkGD4OOP4exZNDC6N3wSoznr7XiKe7bDp/8r5QVLVBRERhotvNWrG+NTBw8udqmckk4AJW4u+WNWk5OT0VozdepUu3QPDw9atWrFxIkTue+++xz2DwkJYfjw4fz444+4ubmxbdu2G1bW77//nnbt2uHn54efnx+9e/fmjz/+oFq1avj4+NjGmd5///1OJy7y9PSkWrVqgDEutWHDhuzZs8eWvmXLFnJzc2nVqpXdfkuXLuXtt99mwYIFeObfICrE39+fsLAwfv/9d7vt7du355tvviE4OBilFO3atWPNmjWsX7+euLi4a/o8ROUgEyxVUlXcq9CyVkt+2PUDqZmpWAt1rHIzudG1QVcCvQPLqYRCCFEptQH2aa0PACil5gB3A87XYLlWmZkwfbrRQnn6tLEod6dOsGeP0cqZ3yXx6FG4dMlYiPviRSOgzMiA2rWNFsRDh4w8VarALbfAL78Yx6pXD5o0MfYB8PU18h04YLRanjplnP/iRdi8GT766HLZLlwwyhEba7zOv0jv3NnuLaR6wZwIsDqJRr0uwdxvrxCourkZQXK+jRuNcoOxkHmdOsbfkkya5GwCqIKKW5ZHJmaq1Hx8fPjwww/p378/o0aNsksbN24cd9xxB0FBQXbbFy9eTNeuXXF3d+fEiROcOXOG0NBQdu3adUPKGBYWxvTp0/n73/+O1ppVq1bx7LPPopSib9++rFy5ki5durBs2TKaN3e8h3b69GmCgoIwm80cOHCAvXv30qBBA1t6fHy8Q6vq5s2befzxx1m8eDG33HJLkWXz8PDg+++/p2fPnvj5+fHQQw8BRrD6/vvv8+ijjwJGV+bnn3+eWrVq4S+9GwQSrFZKFouFltNasuPUDqx5/xXkZfbi0ehHZYyqEEJcf6HA4QKvjwBtb8iZMjPB20lTZAViBZ7rBmk+ztMPfHiFCxU3N/DzMz4Lk8kIpj/9FPKX5XjkEZg4sfgAtKSKWie2FOvHiootNjaWqKgo4uPjbRMMAbRo0cJuFuB8v/76K8888wxeXl4AvPfee9SqVYtdu3bZxqzme+WVVxxaZh977DGeeOIJh67AGzZsYMCAAaSmpvK///2P1157je3bt3PfffexfPlyIiMjUUrRq1cv+vbtC8C7777L4MGDefbZZ6lRowYzZswAYMGCBWzcuJE33niD1atX8+qrr+Lu7o7JZOLjjz+2C8DnzZvHokWL7Mry/PPPk5GRwf333w8YAfOCBQucfn6+vr789NNPdO/eHT8/P/r160eHDh0YO3asrRU1ODgYi8Ui41WFjdKVeLa7SrfQeglorXnsx8f4fMvnTtPNmGlavSm/D/9dWlWFEGXmZllsXSl1H9BLa/1Y3uvBQFut9ZhC+UYCIwHCwsJaOVub8Ir++1+j620FpYHH+8D01jidNWnUHzDlVydJ9esbQfrJk9C6NRw7Bh07wpo1xt/Vq42WYq2NvKtWXZ9gNS3N6O5cq5YxrnX5cuO4RW0XQlQoN0s9VdHImNVKJvVSKrO3zi4y3YqVTvU6EeAVUHaFEkKIm8dRoE6B17XzttnRWk/TWrfWWreuUaPG1Z1p+PCr289FpHjB9FY4RqNW2BVflSm/eaFMJqNrcpUq4O5ujEPdswd+/x2GDDG6IXfvDlOmGEHp5MnGa09P8PKCrl2v30RJRU3AJBMzCSHEDSMtq5WI1prEE4nETIspMs/w6OFM7zddZv4VQpSpm+WOtVLKDdgDdMUIUjcAD2mti1zo+prqqvIes5qRYQRpdetCUpLRoujrC9Wqwbp1xuvt26FmTWjfHi5dwrpvDwdqeNFZz+SINcX+8wPGtPgbHwz4CHXunNE6qhRUrWqs3VqnzuUlZ4obP5q/REhAwPXtkitjVoWotG6WeqqikWC1ktBaM3bxWBbsWsDBcwcd0j2UB8NbDmdqn6kSqAohytzNdBGglOoDvA+Ygc+11m8Xl/9mqqusViutPmlFwqkEp+mN/Bux/vH1MkxFCFHmbqZ6qiKRCZYqibMXzzJ5/WSHyZSquFVh9bDVhAWEEegdKBMqCSHEDaa1XgQsumLGm9DBswdJPJVYZPod9e+QYSpCCCFsJFit4LTWpF5K5Y9DfzgEqgD1AusRVStKWlOFEEKUq+zsbJpNbea0rgKIqB7BJ3d9IjdVhRBC2EiwWoFprRn781g++esTMi2ZDuluyo1j54+RnpUuXaqEEEKUi/ybqm2ntyWXXKd5Vjy8gtsb3C43VoUQQtiRYLUCS72UyszEmU4D1QDPACxWi1T8Qgghyo3WmvG/jmfR7kXsS9vnNE/0LdESqAohhHBKaoYKSmvNK8tfIT0r3SHNhIlBLQZRL7Aej0Q+IuN/hBBClIv0rHSW7l/KwVTHif8APrvrM/56/C8JVIUQQjglLasVVOqlVGYkzHCaVsWzCl7uXqx6dBUBXgEy/kcIIUSZs1qtnEo/xZmLZ8giy2meRyIfkUBVCCFEkSRYrYC01hxOP0yWxbHyVyjaBrdlVfIqlFISqAohhChzVquVmP/GsPXM1iLzhAeFc9F6EQ88yrBkQgghKhK5nVmBaK05e/EsoxeOptuX3ZzmGRwxmNOZp+lcrzP+nv5lXEIhhBACktOSiw1UgzyD6NWkl9RTQgghiiUtqxWE1prnFj/HrMRZpGelo1B4mj3tJlfyNHnyn17/wWw24+/pL62qQgghypzVauX/Vvyf0zQPPNg+ajvV/KrJMBUhhBBXJMFqBZGWmcasxFmkZqai0QDkWuyXAHgw4kGCfIKk8hdCCFHmtNakZabx9yV/54ttXzjN81jMYzSs3lDqKSGEECUiwWoFoLUm9WKqXaBamKfZkwk9JsgFgBBCiDKXv0TN4j2L2XF2h9M8JkyMv2281FNCCCFKTIJVF5Z/l/rN1W/yy75figxU/T39GRY9jCCfoDIuoRBCCHF5iZrj548XmcfD7IG/l4xRFUIIUXISrLqo/LvUSw4s4UTGCS5lX3KaL6J6BCsfXSndf4UQQpQLrTUWi4Wj54+SmpPqNE+TwCb0adyHQO/AMi6dEEKIikyCVReVnpXOiqQVhFYJ5Uj6ETJyMxzyuCt3Fjy4gGq+1cqhhEIIIW52WmvG/TKORXsXcSbzjNM8fmY/fhn8C3UD6spNVSGEEKUiS9e4KH9PfzrX68yJjBOEVgm1S/M0eWLCRMQtEdQNqFtOJRRCCHGzO3vxLJ//9Tm7z+4uMs/wlsMlUBVCCHFVpGXVRSmlmNBjAkmpSbSe3tq2PcgriA2PbcBkMhHmH4bJJPcbhBBClD2r1crtn91Oek6603Q/kx/7n9lPjSo1JFAVQghxVSRYdVFaa1IyUnjul+dIy0zDlNcI/kCLB6gfVF8qfiGEEOXqwJkD7Eh1PvNvj7o9WPjIQtzc5DJDCCHE1ZNaxAVprXn252f5cMOHtm3uuDM4ejBT+kyRQFUIIUS50Vpz9uJZen7Vs8g8s++bLYGqEEKIayY1iQuxWq0cPncYXzdfvt/1vV1amH8Y0/pOk26/Qgghyo3WmrE/j+Wzvz4jw+I48R/A6JajZeI/IYQQ14UEqy4g/y51l1ld2HV6F0opsqxZdnl83H04n3OeAHNA+RRSCCHETU1rTVJqEh9t/Ihsne2QXtuvNuuHr6dWQC3pASSEEOK6kGC1nFmtVsYsGsOc7XNIzUzFHXeHi4CmgU3p3qg7/p6ymLoQQoiyZ7Vaeernp1h+YLnTQNVTeRLgHYC3t7cEqkIIIa4bCVbLkdaap35+is83f06uNReAHHIwYULn/RdbM5alQ5YS6B0oFwBCCCHKnNVq5fGfHuerxK/wd3d+09THw4fuDeSmqhBCiOtLgtVylJaZxm/Jv+Fudrd1+w32DaaGTw1mDZhFVc+q1A2oK+NUhRBClIv8m6pfJX5FjiWHk5aTDnmquFdhz5g9VPOtJjdVhRBCXFcSBZUTrTVvrnqTYxnHuJR7CT83PxSKkxdO4mZ2I7JmJPWD6kugKoQQotykZ6Wz5tAaAr0CsWBxSHfDjdPjTlPdr7oEqkIIIa47iYTKSXpWOssPLqd59eZU8ahCjs7BrMx4u3mTa83lXPa58i6iEEKIm1wV9yocO3+M4xeOO6R5K28yXsrA09OzHEomhBDiZiDBajnJvwD47fBvKBSN/Bth1VasWOlav6uM+xFCCFHujpw/wvns8w7bzcrM1lFbJVAVQghxQ8mY1XJy+NxhzmaeBSA1K5ULORfoVLcTpy+d5h93/EO6UwkhhCg3VquVQ+mH8HXzpUFAA3ac2WFLUygiakRQP6h+OZZQCCHEzUCC1XJgtVpJz0zHzeSGxWKMAcq2ZpNwMoGhMUMJ8Aoo3wIKIYS4aVmtVlpPa03CyQQ0GjfcMGHCihV33BkcPZhpfafJnApCCCFuOAlWy5jFYqHVtFbsOrMLb7M32ZZsNBozZoJ9g/nH7dKqKoQQovwkpyWz5eQWNBqAXIyl1XzdfanrX5cJPSdgNpvLs4hCCCFuEhKslgGtNelZ6VT1qMrjPz1O4qlENJosSxYKhRkzGs3t9W6XVlUhhBDlRmvNO7+9gxWrQ5qn2ZOeDXtKPSWEEKLMSLB6g2mtGf/reFYkrSCudhzrj6zH282bi7kXjXQ0Xu5eeLt581aXt6RVVQghRLnQWnPw7EE+TfjUIa1JQBPWPraWIJ8gqaeEEEKUGQlWb7D0rHRWJK2gll8t1h5eixUrFqsFT7Mn2qrx9/KnVpVadGvQjUDvwPIurhBCiJtQ/o3Vn3b/5NCqasLEmhFrqOZbrZxKJ4QQ4mYlweoN5u/pT+d6nVmRtAKtNftT91PTryaBXoHMumcWLaq34HzOefw9/eVutRBCiHKRlpnGr/t/JfVCqkPaA80fkEBVCCFEuZCp/MrAK7e/wncDv0MpRS2/Wpy+eJoOYR2IvCUSs9lMgFeABKpCCCHKhdaa15a9xrbT2zidfdouzd/Tn1kDZkkdJYQQolxIy+oNpLXmucXP8euBX+lWrxtxdeL4/dDv9Gnch8m9J0vlL4QQotydvXiWjzZ95LBdodgzag9ubnKpIIQQonxIDXQDpV5K5eNNH5NtyWZ3ym6jq69J4WHykEBVCCFEudNaM27xONvyNPmqelRlWPQwalSpUU4lE0IIISRYvSHyl6pJvZhKjjUHjcaKlSxLFmZtZlnSMtKz0mX6fyGEEOXCarVy+Nxh/Nz9+GH3D3ZpD7d4mA/7fEigd6DcWBVCCFGuJFi9jrTWpF5K5ZXlr7Dm0BqOnT+GRVsA8DJ54e3ujVKKbvW74e/pX86lFUIIcTOyWq3cOv1WdpzeQX3/+lyyXLKlNa/WnC8GfIHZbC7HEgohhBAGCVavE6vVylM/P8W87fNIzUylpk9NUjJTUBh3pev51+PnwT/j7+UvEyoJIYQoF1prtp7cyraT2wDYeXYnCoUbblT1qsrqYaslUBVCCOEyJFi9RvmtqS8seYHZ22ZjsVgwKRNnLp0hyCuI9Kx03E3u9Grci7oBdSVIFUIIUS7yJ/37eNPHZOtsuzSz2cygiEEE+QSVU+mEEEIIRxKsXgOtNeN+GcfMhJmkZaXh6+5LDjkEeAYQ6hcKQP9m/fl3t38T5BMkgaoQQogyZ7VaOZR+CK01v+z/hUxLpl26QvFwxMMyS70QQgiXI+usXoP0rHRjEfWsVDSajJwMhkQOYcNjGzCZTIT6h7L5xGbMZrNcAAghhChz+eNTG01uRLMpzTiVccohz0ORDzG933RMJrkkEEII4VqkZroGVT2qYrVaba8Vipdve5l6gfXoUr8LJzJO0LleZ5lMSQghRLk4fO4wO07vQGtNts7mXNY5fNx8bPMptKjegpl3z5RAVQghhEuSbsBXSWvNofRDWK1WFAqd9997f7zHR3d9xIQeE0jPSjfWVpVWVSGEEOWgdpXaVPGswumLpwHIIYec3By83bx5KOIhPrnrE5lQSQghhMuSW6lXIX+saptP23Ao4xDuJncA3JQb3+78lrTMNJRSMuuvEEKIcqO15sj5I9TyqYW32dsurU6VOrzX4z0JVIUQQri0cglWlVKvK6WOKqUS8h59CqT9XSm1Tym1WynVs8D2Xnnb9imlXiqPcoNR+SenJfPLvl/IzMnETblRP7A+AZ4BeLl5SXAqhBCi3FmtVkYvHM2ds+/kQvYFu7VUPZQHfRr3IcAroPwKKIQQQpRAeXYDnqS1nlBwg1KqOTAIaAGEAEuVUk3ykqcC3YEjwAal1AKt9Y6yLLDWmnG/jmNWwixSM1OxYsXbzRsfNx/clBtubm48EvmIXAAIIYQoN1arlRE/jOCLrV+g0Q7pfwz/g9jQWLm5KoQQwuW52pjVu4E5Wuss4KBSah/QJi9tn9b6AIBSak5e3jINVtMy0/hl7y9cyrmERuNj9iGsahi51lxah7bm6Pmj/OOOf8gFgBBCiHJhtVr524K/MXPrTKfpniZP6gXVk3pKCCFEhVCeY1bHKKUSlVKfK6UC87aFAocL5DmSt62o7WVGa83/rfw/9p3dx0XLRQC83b3p1bgX3Rp24+SFk3Rv0F1aVYUQQpQLi8XC0O+H8mXil0XmeTTmUQK9A4tMF0IIIVzJDWtZVUotBWo5SXoZ+Ah4E9B5fycCw6/TeUcCIwHCwsKuxyEBSL2Uyqwts8jW2cZ5UPRv1p+JPSailJKZf4UQQpQbq9VKy2ktSTyVaFuWpiAzZgK8Avhn139KPSWEEKLCuGHBqta6W0nyKaWmAz/lvTwK1CmQXDtvG8VsL3zeacA0gNatWzsO1rkKVquV5399nrSsNNs2EyY2HNvAuexzBHgFSIuqEEKIcnMo/RDbT28HQKMxYcKKsQ54Ffcq5FhzGNhioLSqCiGEqFDKZcyqUipYa3087+UAYFve8wXA10qp/2BMsNQYWA8ooLFSqj5GkDoIeKgsymq1Whn5v5HM3jrbbru/lz9dG3TF39O/LIohhBBCFMnXzRelL7eYajTuyh0/Dz9q+9fmtrDbmNx7srSqCiGEqFDKa4KlfyulYjC6AScBjwNorbcrpeZhTJyUC4zWWlsAlFJjgF8AM/C51nr7jS5kbm4uD337EN/t+g5PsycAHiYPfN19ub/5/UzoPkEqfiGEEOXKYrHQ4uMW5JJr26bR5OgcBjYfyL+6/0vW/RZCCFEhlUuwqrUeXEza28DbTrYvAhbdyHIVZLFYqDWxFmcyzwBw0XKRxgGN8XT3pHbV2qw7ts7WBVgIIYQoDxaLhW93fsvpi6fttvu6+eLl5sU/u/1Tuv4KIYSosMpzNmCXtv30dlugmu/w+cN0rNORkxdO0rleZ+kCLIQQlZRS6nWl1FGlVELeo0+BtL8rpfYppXYrpXoW2N4rb9s+pdRLN7qMFouFW967hQe+fcBuuwkTdQPqMiRmiASqQgghKjRXW2fVZdT0rumwLcuSxfPtnyfIN0hm/hVCiMpvktZ6QsENSqnmGPMmtMCYW2GpUqpJXvJUoDvG8moblFILtNY3bD3wrae2cjbrrMP2QO9AFj60kLoBdaWeEkIIUaFJsFqE3Wd3O2zzNHsS4C0z/wohxE3sbmCO1joLOKiU2ge0yUvbp7U+AKCUmpOX94YFq35ufg7bzMrMwBYDJVAVQghRKUg34CKE+IXYvW7o35AnWj8hXaqEEOLmMUYplaiU+lwplf/jHwocLpDnSN62orY7pZQaqZTaqJTaePr06aKyFctsNjusqTo0eihTek+RQFUIIUSlIMFqEQK8A+xedwzryMQeE+UCQAghKgml1FKl1DYnj7uBj4CGQAxwHJh4Pc+ttZ6mtW6ttW5do0aNqzpGmH8Y1X2qA8Y41ZGxI5nedzomk1TtQgghKgfpBlyEjJwMzMqMxVg5h/XH1svsv0IIUYlorbuVJJ9SajrwU97Lo0CdAsm187ZRzPYb4nzOeUL8QmherTlnLp3hne7vSKAqhBCiUpFarQhh/mFE1YzCrMx4mb3o2bCnzP4rhBA3CaVUcIGXA4Btec8XAIOUUp5KqfpAY2A9sAForJSqr5TywJiEacGNLKO/pz9dG3TlXM45ejTqITdThRBCVDrSsloEk8nExr9t5FD6Iap6ViXQO1C6AAshxM3j30qpGEADScDjAFrr7UqpeRgTJ+UCo7U2uuAopcYAvwBm4HOt9fYbWUClFBN6TCA9K11mqBdCCFEpSbBaDJPJRL3AeuVdDCGEEGVMaz24mLS3gbedbF8ELLqR5SpMKSUtqkIIISot6QYshBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlSLAqhBBCCCGEEMLlKK11eZfhhlFKnQaSr/Ew1YGU61CcsiRlLjsVsdwVscxQMcstZb6srta6xg04boV3HeqqivA9kzJePxWhnFLG66cilLOylFHqKRdUqYPV60EptVFr3bq8y1EaUuayUxHLXRHLDBWz3FJmURYqwr+ZlPH6qQjllDJePxWhnFJGcSNJN2AhhBBCCCGEEC5HglUhhBBCCCGEEC5HgtUrm1beBbgKUuayUxHLXRHLDBWz3FJmURYqwr+ZlPH6qQjllDJePxWhnFJGccPImFUhhBBCCCGEEC5HWlaFEEIIIYQQQrgcCVYBpVQvpdRupdQ+pdRLTtI9lVJz89LXKaXqlUMxC5epjlJqhVJqh1Jqu1LqGSd5Oiml0pVSCXmPV8ujrIXKlKSU2ppXno1O0pVS6sO8zzpRKdWyPMpZqExNC3yGCUqpc0qpZwvlKffPWin1uVLqlFJqW4FtQUqpJUqpvXl/A4vYd2henr1KqaFlV+oiy/2eUmpX3nfge6VUQBH7Fvt9KuMyv66UOlrgO9CniH2L/b0p4zLPLVDeJKVUQhH7lsvnLC6rCPVURamXXL0ecuU6pyLUMxWlTqkI9UhFqDeK+t1xte+luAZa65v6AZiB/UADwAPYAjQvlGcU8HHe80HAXBcodzDQMu95FWCPk3J3An4q77IWKlMSUL2Y9D7Az4AC2gHryrvMTr4vJzDW4nKpzxq4HWgJbCuw7d/AS3nPXwLedbJfEHAg729g3vPAci53D8At7/m7zspdku9TGZf5dWB8Cb4/xf7elGWZC6VPBF51pc9ZHiX/3rhCPVVR6qWKVA+5Wp1TEeqZilKnVIR6pCLUG0X97rja91IeV/+QllVoA+zTWh/QWmcDc4C7C+W5G/gi7/l8oKtSSpVhGR1orY9rrf/Ke34e2AmElmeZrpO7gVna8CcQoJQKLu9CFdAV2K+1Ti7vghSmtV4NnC20ueB39wugv5NdewJLtNZntdapwBKg140qZ2HOyq21/lVrnZv38k+gdlmVpySK+KxLoiS/NzdEcWXO+z0bCMSXRVlEqVWIeqoS1UuuVA+5VJ1TEeqZilKnVIR6pCLUG8X87rjU91JcPQlWjS/04QKvj+BYudry5P3YpQPVyqR0JZDX3SsWWOckOU4ptUUp9bNSqkXZlswpDfyqlNqklBrpJL0k/x7laRBF/zC72mcNUFNrfTzv+QmgppM8rv6ZD8do5XDmSt+nsjYmr5vZ50V0OXLVz/o24KTWem8R6a72Od9sKlw95eL1UkWqhypCnVPR6hlXr1MqSj3icvVGod+diva9FEWQYLWCU0r5Ad8Cz2qtzxVK/guj61A0MBn4oYyL50xHrXVLoDcwWil1e3kXqKSUUh5AP+AbJ8mu+Fnb0VprjMqjwlBKvQzkArOLyOJK36ePgIZADHAco3tURfEgxd8dd6XPWbi4ClAvVYjvc0Wsc1y9nqkAdUpFqkdcqt4o7nfH1b+XongSrMJRoE6B17XztjnNo5RyA/yBM2VSumIopdwx/secrbX+rnC61vqc1joj7/kiwF0pVb2Mi1m4TEfz/p4CvsfozlJQSf49yktv4C+t9cnCCa74Wec5md99Le/vKSd5XPIzV0o9CtwFPJxX0TgowfepzGitT2qtLVprKzC9iLK43Ged95t2DzC3qDyu9DnfpCpMPVUR6qUKVA9VlDqnQtQzFaFOqSj1iKvVG0X87lSI76W4MglWYQPQWClVP+8u5iBgQaE8C4D8GcLuA5YX9UNXVvLGCnwG7NRa/6eIPLXyxywppdpg/HuXW5CtlPJVSlXJf44x4cG2QtkWAEOUoR2QXqAbR3kr8i6iq33WBRT87g4FfnSS5xegh1IqMK/LUY+8beVGKdULeAHop7W+WESeknyfykyhMW0DiihLSX5vylo3YJfW+oizRFf7nG9SFaKeqgj1UgWrhypKnePy9UxFqVMqUD3iMvVGMb87Lv+9FCWkXWCWp/J+YMz8twdjdrWX87a9gfGjBuCF0Q1nH7AeaOACZe6I0aUhEUjIe/QBngCeyMszBtiOMVPcn0D7ci5zg7yybMkrV/5nXbDMCpia92+xFWhd3p91Xrl8MS4E/Atsc6nPGuOi5jiQgzHuYgTGmLVlwF5gKRCUl7c18GmBfYfnfb/3AcNcoNz7MMaR5H+382c5DQEWFfd9Kscyf5n3nU3EqCSDC5c577XD7015lTlv+8z873GBvC7xOcvD7t/E5espKkC9VNT3GRerh3DROqeI3z6XqmeKKKPL1SlFlNOl6hFnZczbPhMXqTeK+d1xqe+lPK7+ofL+oYQQQgghhBBCCJch3YCFEEIIIYQQQrgcCVaFEEIIIYQQQrgcCVaFEEIIIYQQQrgcCVaFEEIIIYQQQrgcCVaFEEIIIYQQQrgcCVaFKCNKqZeVUtuVUolKqQSlVNsbeK6VSqnWN+r4QgghKh+pp4QQrsatvAsgxM1AKRUH3AW01FpnKaWqAx7lXCwhhBACkHpKCOGapGVViLIRDKRorbMAtNYpWutjSqkkpdS/lVJblVLrlVKNAJRSNZRS3yqlNuQ9OuRt91VKfZ6Xd7NS6u687d5KqTlKqZ1Kqe8B7/J6o0IIISokqaeEEC5HglUhysavQB2l1B6l1H+VUncUSEvXWkcCU4D387Z9AEzSWt8K3At8mrf9ZWC51roN0Bl4TynlCzwJXNRahwOvAa1u+DsSQghRmUg9JYRwOdINWIgyoLXOUEq1Am7DqLznKqVeykuOL/B3Ut7zbkBzpVT+IaoqpfyAHkA/pdT4vO1eQBhwO/Bh3rkSlVKJN/L9CCGEqFyknhJCuCIJVoUoI1prC7ASWKmU2goMzU8qmC3vrwlop7XOLHgMZVwV3Ku13l1o+w0psxBCiJuH1FNCCFcj3YCFKANKqaZKqcYFNsUAyXnPHyjw94+8578CTxXYPybv6S/AU3kXAyilYvO2rwYeytsWAURd33cghBCiMpN6SgjhiqRlVYiy4QdMVkoFALnAPmAkxsyLgXndobKAB/PyPw1MzdvuhlHJPwG8iTFeKFEpZQIO5h3jI2CGUmonsBPYVDZvSwghRCUh9ZQQwuUorfWVcwkhbgilVBLQWmudUt5lEUIIIQqTekoIUZ6kG7AQQgghhBBCCJcjLatCCCGEEEIIIVyOtKwKIYQQQgghhHA5EqwKIYQQQgghhHA5EqwKIYQQQgghhHA5EqwKIYQQQgghhHA5EqwKIYQQQgghhHA5EqwKIYQQQgghhHA5/x9L1yZn5h7TDQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Find best params\n", "ridge_params = {\n", " 'Ridge__fit_intercept' : [True,False] ,\n", " 'Ridge__alpha' : np.arange(0,300) ,\n", "}\n", "\n", "\n", "model_name = 'Ridge'\n", "ridge_rds1,ridge_rds2 = full_auto_search_print_plot(Ridge,\n", " model_name,\n", " ridge_params,\n", " randomized=True)\n", "\n", "estimators1.append(ridge_rds1)\n", "estimators2.append(ridge_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lasso Regression" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:44.829611Z", "start_time": "2021-10-17T21:29:43.425530Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(Lasso,\"alpha\",np.arange(0,100,10))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:29:46.251800Z", "start_time": "2021-10-17T21:29:44.832370Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "Lasso__tol: 0.09501\n", "Lasso__selection: random\n", "Lasso__max_iter: 8700\n", "Lasso__fit_intercept: True\n", "Lasso__alpha: 14.65\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "Lasso__tol: 0.01001\n", "Lasso__selection: cyclic\n", "Lasso__max_iter: 3800\n", "Lasso__fit_intercept: True\n", "Lasso__alpha: 6.28\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Find best params\n", "lasso_params = {\n", " 'Lasso__fit_intercept' : [True,False] ,\n", " 'Lasso__alpha' : np.arange(0,30,0.01) ,\n", " 'Lasso__selection' : [True,False] ,\n", " 'Lasso__max_iter' : np.arange(100,10000,100) ,\n", " 'Lasso__tol' : np.arange(0.00001,0.1,0.001) ,\n", " 'Lasso__selection' : ['cyclic', 'random']\n", "}\n", "\n", "model_name = 'Lasso'\n", "lasso_rds1,lasso_rds2 = full_auto_search_print_plot(Lasso,\n", " model_name,\n", " lasso_params,\n", " randomized=True)\n", "\n", "estimators1.append(lasso_rds1)\n", "estimators2.append(lasso_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SGD Regression" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:30:15.147579Z", "start_time": "2021-10-17T21:29:46.254720Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(SGDRegressor,\"alpha\",np.arange(0.001,10,0.1))\n", "full_validation_curve(SGDRegressor,\"l1_ratio\",np.arange(0.001,1,0.1))\n", "full_validation_curve(SGDRegressor,\"epsilon\",np.arange(1,100,2))\n", "full_validation_curve(SGDRegressor,\"eta0\",np.arange(0.001,1,0.1))\n", "full_validation_curve(SGDRegressor,\"power_t\",np.arange(0.001,1,0.1))" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:30:20.728305Z", "start_time": "2021-10-17T21:30:15.150149Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "SGD__power_t: 0.30100000000000005\n", "SGD__penalty: l1\n", "SGD__loss: squared_loss\n", "SGD__learning_rate: invscaling\n", "SGD__l1_ratio: 0.001\n", "SGD__epsilon: 0.501\n", "SGD__alpha: 0.30100000000000005\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "SGD__power_t: 0.001\n", "SGD__penalty: l1\n", "SGD__loss: squared_loss\n", "SGD__learning_rate: optimal\n", "SGD__l1_ratio: 0.101\n", "SGD__epsilon: 0.30100000000000005\n", "SGD__alpha: 0.901\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "SGD_reg_params = {\n", " 'SGD__loss' : ['squared_loss', 'huber', 'epsilon_insensitive', 'squared_epsilon_insensitive'],\n", " 'SGD__penalty' : ['l2', 'l1', 'elasticnet'] ,\n", " 'SGD__alpha' : np.arange(0.001,1,0.1),\n", " 'SGD__l1_ratio' : np.arange(0.001,1,0.1),\n", " 'SGD__epsilon' : np.arange(0.001,1,0.1),\n", " 'SGD__power_t' : np.arange(0.001,1,0.1),\n", " 'SGD__learning_rate' : ['constant','optimal','invscaling','adaptive'],\n", "\n", "}\n", "\n", "model_name = 'SGD'\n", "sgd_rds1,sgd_rds2 = full_auto_search_print_plot(SGDRegressor,\n", " model_name,\n", " SGD_reg_params,\n", " randomized=True)\n", "\n", "estimators1.append(sgd_rds1)\n", "estimators2.append(sgd_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## KNN Regressor\n", "\n", "First, we define some kernel functions that are not available in the default sklearn library for `KNeighborsRegressor`." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:30:20.735798Z", "start_time": "2021-10-17T21:30:20.730651Z" } }, "outputs": [], "source": [ "# kernel for KNN\n", "\n", "def gaussian_kernel(distance) :\n", " return np.exp(-distance**2)\n", "\n", "def cauchy_kernel(distance) :\n", " dim = 3 # number of features X \n", " return 1/(1+distance**(dim+1))" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:31:25.925289Z", "start_time": "2021-10-17T21:30:20.738893Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(KNeighborsRegressor,\"n_neighbors\",np.arange(1,100,1))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:31:30.289136Z", "start_time": "2021-10-17T21:31:25.927857Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "KNN__weights: distance\n", "KNN__p: 1\n", "KNN__n_neighbors: 18\n", "KNN__leaf_size: 10\n", "KNN__algorithm: brute\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "KNN__weights: \n", "KNN__p: 1\n", "KNN__n_neighbors: 13\n", "KNN__leaf_size: 20\n", "KNN__algorithm: ball_tree\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "KNN_reg_params = {\n", " 'KNN__n_neighbors' : np.arange(1,50) ,\n", " 'KNN__weights' : ['uniform','distance', gaussian_kernel, cauchy_kernel] ,\n", " 'KNN__leaf_size' : np.arange(1,50) ,\n", " 'KNN__algorithm' : ['auto', 'ball_tree', 'kd_tree', 'brute'],\n", " 'KNN__p' : [1,2,3] ,\n", "}\n", "\n", "model_name = 'KNN'\n", "knn_rds1,knn_rds2 = full_auto_search_print_plot(KNeighborsRegressor,\n", " model_name,\n", " KNN_reg_params,\n", " randomized=True)\n", "\n", "\n", "\n", "estimators1.append(knn_rds1)\n", "estimators2.append(knn_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision Tree" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:32:15.017635Z", "start_time": "2021-10-17T21:31:30.291265Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(DecisionTreeRegressor,\"max_depth\",np.arange(1,15,1))\n", "full_validation_curve(DecisionTreeRegressor,\"min_samples_split\",np.arange(2,400,10))\n", "full_validation_curve(DecisionTreeRegressor,\"min_samples_leaf\",np.arange(1,100,1))\n", "#full_validation_curve(DecisionTreeRegressor,\"min_weight_fraction_leaf\",np.arange(0.0,0.5,0.01))\n", "full_validation_curve(DecisionTreeRegressor,\"max_leaf_nodes\",np.arange(2,100,1))\n", "#full_validation_curve(DecisionTreeRegressor,\"min_impurity_decrease\",np.arange(0,100,10))\n", "full_validation_curve(DecisionTreeRegressor,\"ccp_alpha\",np.arange(0.0,100,10))" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:32:16.446970Z", "start_time": "2021-10-17T21:32:15.020088Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "DTree__splitter: best\n", "DTree__min_samples_split: 149\n", "DTree__min_samples_leaf: 3\n", "DTree__max_leaf_nodes: 29\n", "DTree__max_features: auto\n", "DTree__max_depth: 14\n", "DTree__ccp_alpha: 50\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "DTree__splitter: best\n", "DTree__min_samples_split: 143\n", "DTree__min_samples_leaf: 19\n", "DTree__max_leaf_nodes: 84\n", "DTree__max_features: auto\n", "DTree__max_depth: 10\n", "DTree__ccp_alpha: 2\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "DT_reg_params = {\n", " 'DTree__splitter' : ['best','random'] ,\n", " 'DTree__max_depth' : np.arange(10,15,1),\n", " 'DTree__max_features' : ['auto', 'sqrt', 'log2'],\n", " 'DTree__min_samples_split' : np.arange(30,150),\n", " 'DTree__min_samples_leaf' : np.arange(1,20),\n", " #'DTree__min_weight_fraction_leaf':np.arange(0.0,0.1,0.01),\n", " 'DTree__max_leaf_nodes':np.arange(20,100,1),\n", " #'DTree__min_impurity_decrease':np.arange(0,100,1),\n", " 'DTree__ccp_alpha':np.arange(0,100,1),\n", "\n", "}\n", "\n", "model_name = 'DTree'\n", "dt_rds1,dt_rds2 = full_auto_search_print_plot(DecisionTreeRegressor,\n", " model_name,\n", " DT_reg_params,\n", " randomized=True)\n", "\n", "\n", "estimators1.append(dt_rds1)\n", "estimators2.append(dt_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ExtraTree Regressor" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:32:46.582469Z", "start_time": "2021-10-17T21:32:16.449420Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(ExtraTreeRegressor,\"max_depth\",np.arange(1,15,1))\n", "full_validation_curve(ExtraTreeRegressor,\"min_samples_split\",np.arange(2,400,10))\n", "full_validation_curve(ExtraTreeRegressor,\"min_samples_leaf\",np.arange(1,100,1))\n", "#full_validation_curve(ExtraTreeRegressor,\"min_weight_fraction_leaf\",np.arange(0.0,0.5,0.01))\n", "full_validation_curve(ExtraTreeRegressor,\"max_leaf_nodes\",np.arange(2,100,1))\n", "#full_validation_curve(ExtraTreeRegressor,\"min_impurity_decrease\",np.arange(0,100,10))\n", "full_validation_curve(ExtraTreeRegressor,\"ccp_alpha\",np.arange(0.0,100,10))" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:32:47.978384Z", "start_time": "2021-10-17T21:32:46.584828Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "ExtraTree__splitter: best\n", "ExtraTree__min_samples_split: 46\n", "ExtraTree__min_samples_leaf: 13\n", "ExtraTree__max_leaf_nodes: 43\n", "ExtraTree__max_features: auto\n", "ExtraTree__max_depth: 13\n", "ExtraTree__ccp_alpha: 29\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "ExtraTree__splitter: best\n", "ExtraTree__min_samples_split: 119\n", "ExtraTree__min_samples_leaf: 5\n", "ExtraTree__max_leaf_nodes: 31\n", "ExtraTree__max_features: auto\n", "ExtraTree__max_depth: 10\n", "ExtraTree__ccp_alpha: 10\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ET_reg_params = {\n", " 'ExtraTree__splitter' : ['best','random'] ,\n", " 'ExtraTree__max_depth' : np.arange(10,15,1),\n", " 'ExtraTree__max_features' : ['auto', 'sqrt', 'log2'],\n", " 'ExtraTree__min_samples_split' : np.arange(30,150),\n", " 'ExtraTree__min_samples_leaf' : np.arange(1,20),\n", " #'ExtraTree__min_weight_fraction_leaf':np.arange(0.0,0.1,0.01),\n", " 'ExtraTree__max_leaf_nodes':np.arange(20,100,1),\n", " #'ExtraTree__min_impurity_decrease':np.arange(0,100,1),\n", " 'ExtraTree__ccp_alpha':np.arange(0,100,1),\n", "\n", "}\n", "\n", "\n", "model_name = 'ExtraTree'\n", "ext_rds1,ext_rds2 = full_auto_search_print_plot(ExtraTreeRegressor,\n", " model_name,\n", " ET_reg_params,\n", " randomized=True)\n", "\n", "estimators1.append(ext_rds1)\n", "estimators2.append(ext_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AdaBoost Regressor" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:35:34.419455Z", "start_time": "2021-10-17T21:32:47.981049Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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ppZRSidCkSSmllFJKKaUSoUmTUkoppZRSSiXivmdiTovy589vSpUq9UD7hoWFAZAvXz4nRqSUUhnP1q1bzxtjCrg7Dk+UkuuUSlv0vkIpz5XYdSpDJE2lSpUiMDDwgfZt2rQpAAEBAc4LSCmlMiAROe7uGDxVSq5TKm3R+wqlPFdi16kMkTSlhH6pKaWUUspZ9L5CqbTJpX2aRKSNiOwXkUMi8m4860uKyGoR2SkiASJSzGFdCRFZKSL7RGSviJSyl5cWkc12mbNExMeV56CUUkoppZTK2FyWNImIF/At0BaoAvQRkSpxNvsCmGqMqQGMAEY5rJsKfG6MqQzUB87ayz8DvjLGlAMuAs+56hyUUkoppZRSypXN8+oDh4wxRwBEZCbQGdjrsE0V4E37/Vpggb1tFcDbGPM7gDHmqr1cgOaAv73PFOBD4HsXnodSSimllFIeKSIigpCQEG7evOnuUNKMrFmzUqxYMTJnzpzsfVyZNBUFTjp8DgEaxNlmB9AN+BroCviKSD6gAnBJROYBpYFVwLtAXuCSMSbSocyiLjsDpZRSSimlPFhISAi+vr6UKlUKq35BJcYYQ1hYGCEhIZQuXTrZ+7l7nqYhQBMR2Q40AUKBKKxk7jF7fT2gDND/fgoWkQEiEigigefOnXNq0EoppZRSSnmCmzdvki9fPk2YkklEyJcv333XzLkyaQoFijt8LmYvi2WMOWWM6WaMqQW8Zy+7hFWDFGSMOWLXKi0AagNhQB4R8U6oTIeyxxtj6hpj6hYooNOCKKWUUkqp9EkTpvvzIL8vVzbP+xsoLyKlsRKb3tzpiwSAiOQHLhhjooGhwCSHffOISAFjzDmsfkyBxhgjImuBHsBM4GlgoQvPgcmTJwPQv39/Vx5GpSMREXDsGBw8CP/8A+XLQ40akDu3uyNTSql0zhi4ehXOnoVz5+78zJcPqlSBMmXA272zreh9hVJpk8u+OYwxkSLyCrAC8AImGWP2iMgIrARoEdAUGCUiBlgPvGzvGyUiQ4DV9uAPW4EJdtHvADNF5BNgO/Cjq84B9MtNxS8qCk6csBKjmNeBA9bPY8cgMvLefUqWtJInx1f58uDllerhK6VU2nHr1p0EKO4rvuWJNbnx8YEKFawEqkoVqFzZ+lm+PGTJkiqno/cVKr0JCwujRYsWAPzzzz94eXkR08pry5Yt+PgkPDtQYGAgU6dOZezYsS6JbcGCBVSoUIEqVeIO4H3/xBjjhJA8W926dY3OtK7uV3Q0hIbenRjFJEdHjsDt23e2zZ7duuaWL29dj2PeFypkbb9zJ+zYYf3cv99KugCyZoWqVaFmzbuTqXz53HPOSrmSiGw1xtR1dxyeKENdp6KiICws6eQn5nXlSvzl+PhYX7IFCkDBgvG/ChSA/Pmtcvbtg717rde+fdYXecw9kJcXlC17bzJVqZL1Ba+UB9u3bx+VK1d2dxgAfPjhh+TMmZMhQ4bELouMjMTbTTW8/fv3p0OHDvTo0eOedfH93hK7Trm3jlopNzMGzpy5U0vk+Dp0CG7cuLNtlixQrpx1De3U6U5iVL48FC4MCTWPLVcO2rW78/nmTet6vXPnndfixTBp0p1tihS5t1aqUiW4j5ExlVLKPQ4ehDVrEq4VOn/+TrLiKFMmK8GJSXjq1r07+YmbEPn6JvzFG1epUlC//t3LbtywnmLFTaaWLLnTXEDEaiYQN5mqXFnbXCuViP79+5M1a1a2b99Oo0aN6N27N6+99ho3b94kW7Zs/PTTT1SsWJGAgAC++OILlixZwocffsiJEyc4cuQIJ06c4PXXX2fw4MF3lRsVFcVzzz1HYGAgIsKzzz7LG2+8weHDh3n55Zc5d+4c2bNnZ8KECVy4cIFFixaxbt06PvnkE+bOnUvZsmUf+Jw0aVLpnjHWQ834EqODB63m7zEyZ7aavJcvDy1b3p0YFStmXdNTKmtWqFXLejnGeObM3YnUzp2werXVRyomtipV7k2mChVK/n1DaoqKggsXrN/9+fPWz5hXzOdbtyBPHuveI0+eu1+Oy3Lnth4qK6U83D//QIMGcPGi9TlPnjtJTsWK8OijCdcK5c2buu2Vs2UDPz/r5ej2beupWdxkavVq60srRtGid5Iox4Qqf/7UOwel4nr9dQgKcm6Zfn4wZsx97xYSEsKmTZvw8vLiypUrbNiwAW9vb1atWsV//vMf5s6de88+wcHBrF27lvDwcCpWrMiLL75411xKQUFBhIaGsnv3bgAuXboEwIABA/jhhx8oX748mzdv5qWXXmLNmjV06tQpwZqm+6VJk0o3LlyAw4fv7l8U87L/TwHWNblUKSsReuyxuxOjEiXc00dYBB5+2Hq1anVneUSE9SA0pmlfTCI1bdqdbQoUsJInxyZ+lStbyZmz3LqVePIT37qYe6b4+PhYTRCzZIHLl61XdHTiMWTPnnRyldgyZ/4+lFIJeOUVuH4dtmyxvpTS4tMOH587iVD37neWR0XB0aP3JlM//gjXrt3ZrkCB+JOpxJokKJUO9ezZEy/7Qcjly5d5+umnOXjwICJCRMwT4Tjat29PlixZyJIlCwULFuTMmTMUK1Ysdn2ZMmU4cuQIr776Ku3bt6dVq1ZcvXqVTZs20bNnz9jtbjk+4HASTZpUmhEVBSEhVjP0w4fvfh05cndiJGIlQOXLQ58+d/czKlUq7VzHM2eGatWs15NP3ll+/jzs2nV3rdR3393p/+zlZT3UjUmiYhKqokWta/v9JD/nz999PxBXjhxWApQ/v/WzdOk772Nejp/z57f2cbx3iBnw6tIl63X58p33CS07d856GBzzOYHv31g+PkknVg8/bDWnLF/eeq/3N0rdh7lzrdeoUVCvnrujcT4vL+sLolw56NjxzvLoaOvi5JhM7d0LM2fefWHKnftOAtWkCbRpY9WwKeVMD1Aj5Co5cuSIff/BBx/QrFkz5s+fz7Fjx2jatGm8+2RxGJDFy8uLyDgja+XNm5cdO3awYsUKfvjhB2bPns2YMWPIkycPQc6uYYtDkyblUW7cuDspcnx/7Njdgy9kzmwlQGXLQsOGVrO6smWtG94yZdJ3zUL+/NCsmfWKERlpJRGOidSff1rX7RheXncGoYhPnjx3EpyHH7YGqYib8DgmQ/nyOef3LGJ1T/D1heLFk94+LmOsfzvxJVeJJWAnT95ZFnfArRw57iRQMT9j3mtCpVQcFy7Ayy9b7Y7//W93R5O6MmWyntKVKAGtW99ZHtPuOqZGKiaZWrjQ6sQqYvXbatfOetWt65w24Ep5oMuXL1O0aFHgzgiSD+L8+fP4+PjQvXt3KlasSN++fcmVKxelS5fm119/pWfPnhhj2LlzJzVr1sTX15fw8HCnnIMmTSpVxfQviq+m6PBhOHXq7u1z5bISoRo1oGtX631MclS8uA7X7cjb2xosolIleOKJO8svXYLdu60mfiEhVreB+Gp/8uZ1+/QlD0zEar6XPbs1iMaDuHXL+vcXdzCQnTthwYK7h5HPmfPOA2fHZCpmxERNqFSG88Yb1pf78uU6Yk0Mx3bXzZvfWR4dbfU5WbbMeo0YAR99ZDXra9PGSqBatYKHHnJb6Eo529tvv83TTz/NJ598Qvv27R+4nNDQUJ555hmi7Tb9o0aNAmD69Om8+OKLfPLJJ0RERNC7d29q1qxJ7969eeGFFxg7dixz5sxJ0UAQOuR4Eho3nkxYGNSr158iRazmTTE/ixa1bpDS6o2mq0RGWk/wE2pGF3f02KJF7yRCcV8PPaQ3oMr9IiPvnpfr0KE7748ejT+hiq+GKqMnVDrkeMLS9JDjy5dD27bw3nvwySfujsbj3TNP0/nzsHKllUAtX24ln5kyWU0oYmqhatbM2F8eKlGeNOR4WnK/Q45r0pSEYsWacuUK5M4dwOnT9zZtypTJuhGKL6FyXJY3b9r/vouKshIex2ZOFy7A8eN3J0ZxJ3f18bH6uTjWEsW8Spe2BjBSKq2KjLT+D8RNpmISKsfvDF/fhGuoChZM+98RSdGkKWFpNmkKD7c6XebIAdu3p9oEsWlZTF+OgICAe1dGRcHff9+phdq61VpepIiVmLZrB48/bjXDUMqmSdOD0XmanCwkJCD2fXS0NcXEqVPWpKcxP2PeHz0Kf/xhPSSKK2vWhBOqmJ9Firg2gYjpbH/x4r19PJKz7MqV+KfWAKsvTNmyULs29Ox5d4JUtKg2o1Ppl7f3nYcAcUVExJ9Qbd8O8+bFn1A5JlNt2lgte5TyWO++azUt+OMPTZiSKd5kKYaXFzzyiPUaMcIawn35ciuBmjPHGqnP29sa+jWmFqpy5fT/xEUpD6A1TS5w8yacPn13QhXfT8eJU2M89FD8CZXjT2OSn+jE/ZzUsM6+vlatWNxRxeIuc/xcvLg2vVbqfkVEWLWyjslUzPtjx6yEqnBh+P13a0CO9EBrmhKWJmua1q+3RoF77TWPGrEr3YqIsEb3iamF2rXLWl6y5J0Eqlkzq9ZPZSha0/RgtHlePDzxYhST+CSUUMW8/+efpBMdR9mzJ5zoJJX85Mql/bOU8gS3b1utcrp1s+6Tli+3BtZK6zRpSpgnXqcSdeOG1c8mMtK6edcb9dR38iT89puVQK1aZc0NkSULNG16J4kqV87dUapUoEnTg9HmeWmEiJWw5M2b+FPkyEirSWBMEnXqlNWPKr7kJ3futDP/kFIqYT4+Vh/wjRut7gvNm8PixdZDfaU8wocfWtWiq1ZpwuQuxYvDgAHW69Yt2LDhTi3Ua69Zr/Ll7yRQjRun77k4lHIxTZo8nLf3nf5OSqmMpWxZ6z6oZUurf9Pcuda9j1JuFRgIX3wBzz8PLVq4OxoFVg3T449bry+/tEZliqmFGjcOvv7aaorSooX1JdK2rdWsTymVbDqLmlJKebBixayuI1WqQOfOMGuWuyNKm0SkjYjsF5FDIvJuPOtLishqEdkpIgEiUsxe3kxEghxeN0Wki71ug8PyUyKywF7eVEQuO6wblprn6lK3b8Ozz1ojlHz+ubujUQkpWxZeecVKmsLCYOlSeOYZqynliy9aM8NXqwZvvw3r1iU8ypNSyRAWFoafnx9+fn48/PDDFC1aNPbz7du3k9w/ICCATZs2pTiOS5cu8d1336W4nIRo0qSUUh6uQAFYs8YaUKtPH5g40d0RpS0i4gV8C7QFqgB9RKRKnM2+AKYaY2oAI4BRAMaYtcYYP2OMH9AcuA6stNc95rDuT2CeQ3kbYtYZY0a47uxS2WefWTfe339vtQ1Xni97dqt26ZtvrMkS9+2D//3PSnzHjLH6QPXsCZcvuztSlUbly5ePoKAggoKCGDRoEG+88UbsZ59k9BvRpCmdmDx5cuxEdEop5S65c8OKFdC6NbzwgtUCRyVbfeCQMeaIMeY2MBPoHGebKsAa+/3aeNYD9AB+M8Zcd1woIrmwEqoFzgza4+zZAx9/DL17Q6dO7o4mzXLrfYUIVKoEb75p9UcLC4PRo2HBAmu0mR073BOXSne2bt1KkyZNqFOnDq1bt+b06dMAjB07lipVqlCjRg169+7NsWPH+OGHH/jqq6/w8/Njw4YNd5Wzbt262FqrWrVqER4eDsDnn39OvXr1qFGjBsOHDwfg3Xff5fDhw/j5+fHWW285/Zy0T1MS7pm5Wyml3CR7dli4EJ58Ev79b2sEzo8+0ilakqEocNLhcwjQIM42O4BuwNdAV8BXRPIZYxxn3usNxJeudgFWG2OuOCxrKCI7gFPAEGPMnrg7icgAYABAiRIl7uuEUl1UFDz3nDXM6tix7o4mTfOo+wpfX3jnHWjUCHr1sqqzv/nGaoKpXyxp0uvLXyfonyCnlun3sB9j2oxJ9vbGGF599VUWLlxIgQIFmDVrFu+99x6TJk1i9OjRHD16lCxZsnDp0iXy5MnDoEGDyJkzJ0OGDLmnrC+++IJvv/2WRo0acfXqVbJmzcrKlSs5ePAgW7ZswRhDp06dWL9+PaNHj2b37t0EBQU57+QdaNKUhEQnoVNKqVTm4wMzZ1oDZn38sdWi5quvrFE1VYoMAb4Rkf7AeiAUiJ1+WEQKA9WBFfHs2wdwbDS5DShpjLkqIu2waqDKx93JGDMeGA/WkONOOQtX+fpr2LwZpk+32ouqB+aR9xWPPmrNuv3kk9YAHxs2wHffWU9qlLpPt27dYvfu3bRs2RKAqKgoChcuDECNGjV48skn6dKlC126dEmyrEaNGvHmm2/y5JNP0q1bN4oVK8bKlStZuXIltWrVAuDq1ascPHjQ5Q+fNGlSSqk0xssLJkywHvqPGQNXrlifdZ61BIUCxR0+F7OXxTLGnMKqaUJEcgLdjTGXHDZ5AphvjIlw3E9E8mM1/+vqUNYVh/fLROQ7EclvjDnvnNNJZYcPw/vvQ4cOVqc6lT4VLGhNCvfxxzBihDVZ3Jw5ULGiuyNT9+F+aoRcxRhD1apV+fPPP+9Zt3TpUtavX8/ixYsZOXIku2ImaU7Au+++S/v27Vm2bBmNGjVixYoVGGMYOnQoAwcOvGvbY8eOOfM07qHPJpVSKg3KlMnq1zR8OEyebHUzuXXL3VF5rL+B8iJSWkR8sJrZLXLcQETyi0jMNXEoMClOGX2AX+IpuwewxBhz06Gsh0Wstk0iUh/rWhsWz76ezxirE13mzPDDD9pkK73z8rLm4Fq+HP75x+rnpEN2qvuUJUsWzp07F5s0RUREsGfPHqKjozl58iTNmjXjs88+4/Lly1y9ehVfX9/YvkpxHT58mOrVq/POO+9Qr149goODad26NZMmTeLq1asAhIaGcvbs2UTLcQZNmpRSKo0Sse5vvvzSmsOpc2e4ds3dUXkeY0wk8ApW07p9wGxjzB4RGSEiMSMaNAX2i8gBoBAwMmZ/ESmFVVO1Lp7ie3NvMtUD2G33aRoL9DYmjY7pPGECrF1rzctUtKi7o1GppVUrq7lejRrWE5lXXtGnMirZMmXKxJw5c3jnnXeoWbMmfn5+bNq0iaioKPr27Uv16tWpVasWgwcPJk+ePHTs2JH58+fHOxDEmDFjqFatGjVq1CBz5sy0bduWVq1a4e/vT8OGDalevTo9evQgPDycfPny0ahRI6pVq+aSgSAkrX6P34+6deuawMBAd4ehlFIu8+OPVj+nhg2tKVly53Z3RPcSka3GmLrujsMTeeR1KiTEmiCsbl1YvVprmTKiiAgYOtQaorxePZg925rjSXmUffv2UblyZXeHkebE93tL7Drl0pqmB51M0F4X5TAx4CKH5ZNF5KjDOj9XnoNSSqUFzz1nDRCxZQs0awbnzrk7IpWmGQODBkFkpFXbpAlTxpQ5s1XLOH8+HDgAtWrB4sXujkopt3BZ0pSSyQRtNxwmBow7IcRbDuuCXHQKSimVpvTsaQ1Jvm8fNG5sVRQo9UB++cWqshw5EsqWdXc0yt26dLEGhihd2pqj6513rIRaqQzElTVNzppM0K10clulVFrStq01CW5oqDWK8KFD7o5IpTlnz8LgwdacPYMHuzuadCfN3leULQubNsHAgfDf/0Lz5nDqlLujUirVuDJpim8ywbi9SGMmEwSHyQTtz1lFJFBE/hKRLnH2G2k36ftKRLI4O3BHafbLTSmVYTVubPXdv3oVHnsMkhjRVam7DR4M4eFWRzkvL3dHk+6k6fuKrFmtURR//tmqeapVC9asSXo/pdIBd4+eNwRoIiLbgSbcPZlgSbsjlj8wRkRi2gcMBSoB9YCHgHfiK1hEBthJV+C5FDTuDwgI8MyJ6JRSKhF16sD69dbQ5E2aWH2dlErSwoXWENPvv28NAqGcLl3cVzz5JPz9N+TLBy1bwiefQHS0u6NSyqVcmTQlazJBY0w3Y0wt4D172SX7Z6j98wgQANSyP582llvAT1jNAO9hjBlvjKlrjKlbQGcvV0plQFWqwMaNkDcvtGhh1T4plaBLl+DFF61hpt+9Z+wmpe5WpYr1NKZPH/jgA2jfHs6nzfmblUoOVyZNDzyZoIjkjWl2Z8+23gjYa38ubP8UoAuw24XnoJRSaVrp0rBhA5QoYfV30oGvVIKGDLH6M02aZI2aplRScuaEadOsJntr1ljN9ewJTVXG4uXlhZ+fHzVr1qR27dps2rTpgcoZM2YM169fj3fdhg0bqFq1Kn5+foSGhtKjRw8AgoKCWLZs2QPHnlwuS5pSOJlgZSDQnhhwLTDaGLPXXjddRHYBu4D8wCeuOgellEoPihSBdeugenXo1s0aGE2pu6xaZfVhGjLEatupVHKJWIND/PmnlWw3bgxjxljD1qsMI1u2bAQFBbFjxw5GjRrF0KFDH6icxJKm6dOnM3ToUIKCgihatChz5swBUi9p8nZl4caYZcCyOMuGObyfA8yJZ79NQPUEymzu5DCVUirdy5/fmp+0UyerO8KVK9Z9jlJcvQovvADly8Pw4e6ORqVVtWvDtm3wzDPwxhtWFfekSZ4507ZyqStXrpA3b97Yz59//jmzZ8/m1q1bdO3alY8++ohr167xxBNPEBISQlRUFB988AFnzpzh1KlTNGvWjPz587PWoU35xIkTmT17NitWrOC3335j5MiRdOjQgW3btjFs2DBu3LjBxo0bGTp0KL169XLJebk0aVJKKeU5cuWC336z5nMaNAguX4a333Z3VMrt3n8fjh2zRg7Jls3d0ai0LE8emDcPvvzSmsupTh2YMwf8/NwdWYbStGlT+vfvT//+/V2+TYwbN27g5+fHzZs3OX36NGvsURVXrlzJwYMH2bJlC8YYOnXqxPr16zl37hxFihRh6dKlAFy+fJncuXPz5ZdfsnbtWvLnz39X+c8//zwbN26kQ4cO9OjRg2PHjgHg4+PDiBEjCAwM5JtvvkkyzpRw9+h5SimlUlG2bNY9Ta9e1j3Ne+9pK5oMbdMmGDsWXn7ZGp9eqZQSgX//22oTfPOmNd/XhAn6RZPOxTTPCw4OZvny5Tz11FMYY1i5ciUrV66kVq1a1K5dm+DgYA4ePEj16tX5/fffeeedd9iwYQO500CNpNY0JSFmLoXkZNlKKZUW+PjA9Ong6wuffmo11fv6a2t4cpWB3LwJzz0HxYvDqFHujibDyDD3FY0awfbtVnvgAQOs5nrffw85crg7snQvOUPaO2ub+DRs2JDz589z7tw5jDEMHTqUgfG0B9+2bRvLli3j/fffp0WLFgwbNiye0jyHXiKTkKYnoVNKqQR4ecH48dYD4W++gf79ITLS3VGpVPXxxxAcbP1D8PV1dzQZRoa6ryhQwGoT/NFH1oS4DRpY/+ZUuhYcHExUVBT58uWjdevWTJo0iatXrwIQGhrK2bNnOXXqFNmzZ6dv37689dZbbNu2DQBfX1/Cw8Pv63gPss+D0JqmJKT5CeiUUioBIvD551Y3hA8+gPBwmDkTsmRxd2TK5YKC4LPP4OmnoXVrd0eToWS4+wovLxg2DBo2tGqd6ta1muv16ePuyJQTxfRpAjDGMGXKFLy8vGjVqhX79u2jYcOGAOTMmZOff/6ZQ4cO8dZbb5EpUyYyZ87M999/D8CAAQNo06YNRYoUuWsgiMQ0a9aM0aNH4+fn59KBIMRkgDamdevWNYGBge4OQymlPNbYsfDaa/D447BggWta0IjIVmNMXeeXnPal6nUqIsJ64n/qFOzdCw89lDrHVSo01OpQ+ccf1kTKX32lT2mcYN++fVSuXNndYaQ58f3eErtOafM8pZRSDB4MP/1kzU/ZsiVcuuTuiJTLfPGF1dfku+80YVKpq2hRWLvWmg/s++/h0Ufh6FF3R6VUsmjSpJRSCrD6Nf36KwQGQtOmcPasuyNSThccbPUv6dHDmulYqdSWObPVLnjBAjh40JrfadEid0elVJI0aVJKKRWrWzdYsgQOHLBGoD5xwt0RKaeJjrZGy8ueHf7v/9wdjcroOne2JsMtU8Z6//bbVtNR9UAyQncbZ3qQ35cmTUoppe7SqhX8/jv884/VeubAAXdHpJzi22+teZnGjIGHH3Z3NEpZCdMff1izbX/+OTRvbvV7Uvcla9ashIWFaeKUTMYYwsLCyJo1633tp6PnKaWUukejRhAQYCVQjz1mJVE1arg7KvXAjh2DoUOhTRvo18/d0Sh1R9asVv+mxx6z5nOqXBnKlYP8+a0hywsUuPM+7rKHHrJG58vgihUrRkhICOfOnXN3KGlG1qxZKVas2H3to0lTEjLMJHRKKRVHrVrWfJSPPw5NmljTrTzyiLujUvfNGHjhBWuM+XHjrJ/KbfS+IgH+/taXzpdfWtXc587B4cNw/rw1A3d8RKzEKaHkKr7EK1u21D2vVJA5c2ZKly7t7jDSPU2akqBfbkqpjKxSJdi40RpRb/XqtJs0iUgb4GvAC5hojBkdZ31JYBJQALgA9DXGhIhIM+Arh00rAb2NMQtEZDLQBLhsr+tvjAkSEbGP1Q64bi/f5rqzS8LkybBqldU8r0QJt4WhLHpfkYjKla05nOK6dQvCwqxE6tw5K5Fy/Bnz/sABqwnq+fMQFRX/MbJnT7oGy/FnnjyQSXuzKJ2nSSmlVDJcvgy5cqWsksJd8zSJiBdwAGgJhAB/A32MMXsdtvkVWGKMmSIizYFnjDH94pTzEHAIKGaMuW4nTUuMMXPibNcOeBUraWoAfG2MaZBYjC67Tp0+DVWqWG0r167Vmz+VMURHW/MmJJRcxbfs2rX4y8qb1+pz9eqrULhwqp6GSn2JXae0pkkppVSScud2dwQpUh84ZIw5AiAiM4HOwF6HbaoAb9rv1wIL4imnB/CbMeZ6EsfrDEw11lPJv0Qkj4gUNsacTsE53D9j4KWX4OZNmDhREyaVcWTKZDXbe+ghqFAhefvcuBF/QrVhA4weDf/7H/TtC//+t/UgQmU4+g2qlFIqvSsKnHT4HGIvc7QDiJm4qCvgKyL54mzTG/glzrKRIrJTRL4SkSz3cTxEZICIBIpIoEs6cP/6qzUXzogRUL6888tXKj3Jlg2KF7fmjWrVCp58El5/HebOteaTev55+OUXqFoVOnSAdeusBxMqw9CkSSmllIIhQBMR2Y7VTykUiO0UISKFgerACod9hmL1caoHPAS8cz8HNMaMN8bUNcbULVCgQArDjyMsDF55BerUgTfecG7ZSmU0ZctafQJPnLAmh96yxZoBvH59mD0bIiPdHWHqM8b6PRw86O5IUo0mTUoppdK7UKC4w+di9rJYxphTxphuxphawHv2sksOmzwBzDfGRDjsc9pYbgE/YTUDTNbxXO711+HiRZg0Cby1Jb5STpE/PwwbBsePww8/WJ09e/WymgD+3//B1avujtD19u6F996z5thq0MBqqvi//1n9yNI5TZqUUkqld38D5UWktIj4YDWzW+S4gYjkF5GYa+JQrJH0HPUhTtM8u/YJe7S8LsBue9Ui4CmxPAJcTtX+TMuWwc8/w3/+o5NrKeUK2bLBwIEQHAzz50ORIjB4sDU65XvvWUOmpycnT1qTD/v5Wc0TR4+GihXhp5+gY0cYMsRqspjO54nSpEkppVS6ZoyJBF7Balq3D5htjNkjIiNEpJO9WVNgv4gcAAoBI2P2F5FSWDVH6+IUPV1EdgG7gPzAJ/byZcARrJH2JgAvueC04nflinUzV7WqdfOmlHKdTJmgSxdrXoZNm6BZMxg1CkqWtPpA7dvn7ggf3IULMH681QyxZEl4+21rIuKxY+HUKVi+HPr3t/p8ffstrFkDNWtao3SmUzrkeBJ0PgWllHIOdw05nhY4bcjxF1+0bnT+/NPqb6E8jt5XpHMHD8JXX1m1MDdv3qmJeewxz59Y+vp1WLIEpk+3ZjOPiLBqlJ580pp8uGzZhPfdscNqqnjgALz/vtWMMQ02DU7sOqU1TUmYPHly7BecUkop5bECAqx+Fq+/rgmTB9P7inSufHn47jtr0IgPP7QeYDRpYvX/+fXXhCfddZfISFixAp5+GgoVshKfwECrueHWrVZt2QcfJJ4wgVXLtHWrVc7HH0Pz5lazvnREa5qUUkqlCq1pSliKr1PXr9/pv7RzJ2TP7pzAlFIpc/06TJ1qDZZw6BCULg1vvgnPPAM5crgnJmNg82aYMQNmzYKzZ63J+Hr0sGqUmjQBL68HL3/6dGtCYB8fq8atU6ek9/EQbqtpEpE2IrJfRA6JyLvxrC8pIqvtOS4CRKSYw7ooEQmyX4sclpcWkc12mbPsTr1KKaVUxjVsGBw+bE1iqwmTUp4je3YrgQgOhnnz4OGH4dVXrUEjPvgAzpxJvViCg61jlisHDRtaTXkbN7bi+ucf6/ujefOUJUxgNefbtg1KlYLOna1aq1u3nHIK7uSypElEvIBvgbZYM633EZG4Uyh/gTVreg1gBDDKYd0NY4yf/XJMUT8DvjLGlAMuAs+56hyUUkopj7dli9WHYuBAq9O2UsrzeHlB167WgBF//GElKyNHWoMsDBhgJTSuEBpq1XLVqQOVK8Onn1rDhf/0k5Ww/fqrFVfWrM49bvny1rm+/ro1HHvDhlZ/pzTMlTVN9YFDxpgjxpjbwEygc5xtqgBr7Pdr41l/F3tY1+bAHHvRFKxhXpVSSqmMaehQKFwYPvvM3ZEopZLjX/+yhioPDrZGoJs61UpoOneGDRus5nMpcekS/PijVWtUvLg1EIWXl/VwJSQEfv/dOm7u3E44mURkyWIdc9Eia26r2rVh2jTXHtOFXJk0FQUce4CF2Msc7QC62e+7Ar4iks/+nFVEAkXkLxHpYi/LB1yyh49NqEwARGSAvX/guXQ+brxSSqkMbPZsWLDA9TdASinnqlDBGrzlxAmriW1MDVTDhjBnzv0NGnHjhrVPt27WgA7PP28lSMOHw/79Vo30669bD1hSW8eO1uh6derAU09Zg0WkwYmA3T163hCgiYhsB5pgzZge8y+kpN0Ryx8YIyJJDNtxN2PMeGNMXWNM3QIFCjg1aKWUUspj5MsHdXV8DaXSrIIF4aOPrOTp22/h/Hno2dNKqr791hpMIj5RUVat0TPPWH2leva0Rut76SX4+28rWRo+3CrH3YoVs+ZyGj7cmny7Th0ICnJ3VPfFlUlTKNZkgDGK2ctiGWNOGWO6GWNqAe/Zyy7ZP0Ptn0eAAKAWEAbkERHvhMpUSimllFIqzcme3Up49u+3ao0KFIBXXrEGjRg2zBrlzhgrIXr9dSsRadXKmmC2WzcrgQoJsZrE1a3refNCeXlZw7CvXm3VNDVoAN98k/LmiKnElUnT30B5e7Q7H6A3sMhxAxHJLyIxMQwFJtnL84pIlphtgEbAXmONj74W6GHv8zSw0IXnoPMpKKWUUspp9L5CJcnLC7p3t2qNNmyARo2suY9KlLBGvqtfH77//k4zvjNnrIEdHn885SPfpYamTa3mei1bWiMJdu0KFy64O6okuSxpsvsdvQKsAPYBs40xe0RkhIjEjIbXFNgvIgeAQsBIe3llIFBEdmAlSaONMXvtde8Ab4rIIaw+Tj+66hxAv9yUUkop5Tx6X6GSTQQefRQWLrwzaETFitbQ4GfOWEOFd+8O2bK5O9L7lz8/LF4MX34Jy5aBnx9s3OjuqBKlk9sqpZRKFTq5bcL0OqWUyrACA6F3bzh61OrbNXSo22rM3Da5rVJKKaWUUkolqG5dazLcXr2syXdbtYJTp9wd1T00aVJKKaWUUkq5T65cMH06TJoEf/1lNdf77Td3R3UXTZqUUkoppZRS7iViDZ8eGGgNod6uHbz1Fty+7e7IAE2alFJKKaWUUp6icmXYvBlefBG++AIeewyOHHF3VJo0KaWUUkoppTxItmzw3XfWkOr790OtWjBrlltD0qRJKaWUUkop5Xm6d4egIKha1Rphb8AAuH7dLaFo0pQEnU9BKaWUUs6i9xVK3adSpWDdOmso8okToV492L071cPQpCkJ+uWmlFJKKWfR+wqlHkDmzPDpp7BiBZw/byVOEyZAKs43651qR0qjAgIC3B2CUkoppdIJva9QKgVatoQdO+Cpp6ymeqtWwfjxkDu3yw+tNU1KKaXSPRFpIyL7ReSQiLwbz/qSIrJaRHaKSICIFLOXNxORIIfXTRHpYq+bbpe5W0QmiUhme3lTEbnssM+wVD1ZpZRKzx5+GJYvh9GjYe5ca06nzZtdflitaVJKqUREREQQEhLCzZs33R1KmpE1a1aKFStG5syZ3R0KACLiBXwLtARCgL9FZJExZq/DZl8AU40xU0SkOTAK6GeMWQv42eU8BBwCVtr7TAf62u9nAM8D39ufNxhjOrjurFRaZYxBRNwdhlJpW6ZM8M470Lgx9OkDjz5qNd/797+tdS6gSZNSSiUiJCQEX19fSpUqpTc6yWCMISwsjJCQEEqXLu3ucGLUBw4ZY44AiMhMoDPgmDRVAd60368FFsRTTg/gN2PMdQBjzLKYFSKyBSjm9MhVunDl1hUWBi9k1p5ZBBwL4Llaz/FVm6/IJNrgR6kUadjQGl3v+efh7bdh1y6YOtUlh9KkSSmlEnHz5k1NmO6DiJAvXz7OnTvn7lAcFQVOOnwOARrE2WYH0A34GugK+IpIPmNMmMM2vYEv4xZuN8vrB7zmsLihiOwATgFDjDF7UnwWaUBUdBStf27N8cvH6VyxM50rduZfxf+FVyYvd4eW6q7dvsbiA4uZtWcWvx38jVtRtyiRuwTNSjdj7JaxnLl2hildppDFO4u7Q1UqbcuTB379FcaNgzJlXHYYTZqUUioJmjDdnzT6+xoCfCMi/YH1QCgQFbNSRAoD1YEV8ez7HbDeGLPB/rwNKGmMuSoi7bBqrcrH3UlEBgADAEqUKOG0E3Gnr/76itVHV9OwWEP+b8v/8b8//0eB7AXoUKEDXSp1oWWZlmTLnM3dYbrMjYgb/HboN2btmcXi/Yu5EXmDwjkLM6juIHpV7UWDYg3IJJn4/I/PeXvV24TdCGPeE/PwzeLr7tCVSttEYNAglx4iyaRJrKvfk0AZY8wIESkBPGyM2eLSyJRSSikHKbgehQLFHT4Xs5fFMsacwqppQkRyAt2NMZccNnkCmG+MiYgT03CgADDQoawrDu+Xich3IpLfGHM+zjHHA+MB6tatm3rj5rrI/vP7eX/N+3Su2Jn5veZz9fZVlh9azoL9C5i3bx4/Bf1ENu9stC7Xmi4Vu9C+QnvyZ8/v7rBT7FbkLVYeXsmsPbNYuH8hV29fpUD2AvT360+vqr14tMSj99S0vdXoLQrkKMDzi56n+dTmLPNfRoEcBdx0Bkqp5EhOTdN3QDTQHBgBhANzgXoujMtjxMyl0L9/f7fGoZTKeMLCwmjRogUA//zzD15eXhQoYN1YbdmyBR8fnwT3DQwMZOrUqYwdO9YlsS1YsIAKFSpQpUoVl5SfgAe9Hv0NlBeR0ljJUm/A33EDEckPXDDGRANDgUlxyuhjL3fc53mgNdDC3i9m+cPAGWOMEZH6WCPVOjbzS3eioqN4dtGzZM+cne/bf4+I4JvFl55Ve9Kzak9uR91m/fH1LAhewML9C1kQvIBMkonHSjxmNeOr1JkyeV3XrMbZIqIiWHN0DTP3zGT+vvlcvnWZh7I9RO+qvelVrRdNSzXFO1P8t1iO9xX5suXjiTlP8OhPj7Ki7wpK5SmVeiehlLovYpKYFEpEthljaovIdmNMLXvZDmNMzVSJ0Anq1q1rAgMDH2jfpk2bAjqvglIZ1b59+6hcubK7w+DDDz8kZ86cDBkyJHZZZGQk3t7uaWXdv39/OnToQI8ePeJdH9/vTUS2GmPqPugxU3I9spvJjQG8gEnGmJEiMgIINMYsEpEeWCPmGazmeS8bY27Z+5YC/gCKx0mOIoHjWMkbwDy7BuwV4EUgErgBvGmM2ZRYfCm5TnmCMX+N4Y0VbzC1y1T61eyX6LbGGLad3habPO06uwuA6gWr06VSF7pU6kKth2t5XDPPqOgo1h1fx6zds5i7by5hN8LIlSUXXSp1oXfV3jxe5nEyeyU9YmTc+4o/TvxBh186kD1zdlb0XUG1gtVceBZKqcQkdp1KTtK0GfgX8Ld9sSoArIy5YKUFaf1ipJRyH09Lmnbv3k3WrFnZvn07jRo1onfv3rz22mvcvHmTbNmy8dNPP1GxYkUCAgL44osvWLJkCR9++CEnTpzgyJEjnDhxgtdff53BgwffVX5UVBTPPfccgYGBiAjPPvssb7zxBocPH+bll1/m3LlzZM+enQkTJnDhwgU6dOhA7ty5yZ07N3PnzqVs2bJ3leeipCnNX48SkpavU4cuHKLG9zVoXro5i/ssvu9k58jFIywMXsiC/QvYeGIj0Saa4rmKx9ZANSnZJFnJiCtEm2g2ndzEzN0zmbN3DmeunSFH5hx0qtiJXlV70bpca7J6Z03xcXaf3U3rn1tzPeI6S/osoVGJRk6IXil1vxK7TiXnEeVYYD5QUERGYg25+r4T41NKqTTh9detkU2dyc8Pxoy5v31CQkLYtGkTXl5eXLlyhQ0bNuDt7c2qVav4z3/+w9y5c+/ZJzg4mLVr1xIeHk7FihV58cUX75pHKSgoiNDQUHbv3g3ApUuXABgwYAA//PAD5cuXZ/Pmzbz00kusWbOGTp06JVrT5CJ6PfIw0Saa5xY9h4+XD+M6jHug2qEyecvwRsM3eKPhG5y/fp4lB5awcP9Cftz+I9/8/Q15suahXfl2dKnYhTbl2rh80ARjDFtCtzBrzyxm75lNaHgoWb2z0r58e3pV7UX7Cu3Jnjm7U49ZrWA1/nj2D1r/3JrHpz3Orz1/pUMFneZLKU+SaNIkIpmAo8DbQAtAgC7GmH2pEJtSSql49OzZEy8vq2P55cuXefrppzl48CAiQkRERLz7tG/fnixZspAlSxYKFizImTNnKFbszrRCZcqU4ciRI7z66qu0b9+eVq1acfXqVTZt2kTPnj1jt7t165ZrTy4Bej3yTN/9/R3rj69nUqdJFM1VNMXl5c+en/5+/env15/rEddZdWQVC4IXsPjAYmbsmoGPlw8tSregc8XOdKrYicK+hZ1wFlaitP2f7czaPYvZe2dz7NIxfLx8aFOuDf+t+l86Vujo8mStVJ5SbHxmI+1mtKPLzC782OlHnvZ72qXHVEolX6JJkzEmWkS+tZs+BKdSTEop5ZHut0bIVXLkyBH7/oMPPqBZs2bMnz+fY8eOxfaXiCtLljtzwXh5eREZGXnX+rx587Jjxw5WrFjBDz/8wOzZsxkzZgx58uQhyNnVaw9Ar0ee58jFI7yz6h1al21Nf7/+Ti8/e+bsdKrYiU4VOxEVHcWmk5tYELyABfsXMGjpIAYtHUSDog1i+0FVyl/pvo+x++xuZu2exaw9szh44SDembx5vMzjDG8ynC6VupAnax6nn1diCuQowJqn1tBtdjf6L+zP2WtneavRW6kag1IqfslpnrdaRLpjdXBN80OiKqVUenL58mWKFrWe8MeMyvUgzp8/j4+PD927d6dixYr07duXXLlyUbp0aX799Vd69uyJMYadO3dSs2ZNfH19CQ8PT7pg59LrkYeINtE8v+h5vMSLCR0nuHzQBq9MXjxW8jEeK/kYX7T6gj3n9sT2gxq6eihDVw+lQr4KdKnYhc6VOvNIsUfIJJniLWv/+f3M2mMlSnvP7SWTZKJZqWa89a+36Fa5G/my53PpuSTFN4svS/os4ekFT/P2qrc5e+0sn7X8LMHzUUqljuQkTQOBN4EoEblpLzPGmFxJ7SgibbBmV/cCJhpjRsdZXxJrWNcCwAWgrzEmxGF9LmAvsMAY84q9LAAojDUiEUArY8zZZJyHUkqlO2+//TZPP/00n3zyCe3bt3/gckJDQ3nmmWeIjrYGhxs1ahQA06dP58UXX+STTz4hIiKC3r17U7NmTXr37s0LL7zA2LFjmTNnzj0DQbjIA1+PlHON3zqetcfWMr7DeIrnLp70Dk4kIlQrWI1qBavxXuP3CLkSwqL9i1gQvIAv//qS/276L4VyFKJjhY50qdSFFmVacDr8dGyiFPRPEILwaIlH+bbdt3Sv3J1COQul6jkkJYt3FmZ0n0GB7AX44s8vOHf9HBM6TnDbgBhKqWSMnvfABYt4AQeAlkAI1jwZfYwxex22+RVYYoyZIiLNgWeMMf0c1n+NnVDFSZqGGGOSPcxQWh6VSCnlXp4yel5a44rR89KztHSdOn7pONW+r8YjxR5hZd+VHjU0+KWbl/jt4G8s3L+QZQeXEX47nKzeWbkZaeXYjxR7hF5Ve9GzSk+n9MFyNWMMn6z/hGEBw2hfvj2ze852+iAUSqk7Ujp6HiLSCWhsfwwwxixJxm71gUPGmCN2GTOBzlg1RzGqYD01BFgLLHA4Zh2gELAccNtFVie3VUopz/GA1yPlJMYYXlj8AgATO070qIQJIE/WPPSp3oc+1ftwK/IWAccCWHZwGUVzFeWJqk94xOSx93NfISJ80OQDCuQowEtLX6LltJYs7rOYh7I95NoglVL3SDJpEpHRWLOtT7cXvSYijYwxQxPZDaAocNLhcwjQIM42O4BuWE34ugK+IpIPuAj8D+gLPB5P2T+JSBTWTPCfxNe2XUQGAAMASpQokUSoCdOkSSmlPEMKrkfKSX7c/iO/H/md79p9R8k8Jd0dTqKyeGehdbnWtC7X2t2h3OVB7isG1R1EgewF8J/nT+OfGrOi74o0UVOmVHqSnJqmdoBfzCzoIjIF2A444yI1BPhGRPpjzcAeCkQBLwHLjDEh8TzFetIYEyoivlhJUz9gatyNjDHjgfFgNXt40ABjZuxWSinldq68HqkknLx8kjdXvEmzUs0YWHegu8NJsx70vqJ7le4sz7aczjM7869J/2Jl35VUzF/RucEppRKU3KFY8ji8z53MfUIBx96hxexlsYwxp4wx3ewhZN+zl10CGgKviMgx4AvgKfsJI8aYUPtnODADqxmgUkqpjCGPw/vkXo9UChljGLBkAFEmiomdJupIbm7SrHQzAvoHcDPyJo/+9Ch/h/7t7pCUyjCS8603CtguIpPtp3pbgZHJ2O9voLyIlBYRH6A3sMhxAxHJb09YCNaTwkkAxpgnjTEljDGlsGqjphpj3hURbxHJb++bGegA7E5GLEoppdK+B70eqRSasmMKyw8tZ3SL0ZTJW8bd4WRotQvX5o9n/8DXx5dmU5qx8vBKd4ekVIaQZNJkjPkFeASYh9UcrqExZlYy9osEXgFWAPuA2caYPSIywu7IC9AU2C8iB7AGfUjq4pcFWCEiO4EgrJqrCUnFklKR0ZFJb6SUUsqlHvR6pFIm9Eoory9/ncdKPMbL9V92dzgKKPdQOf549g/KPlSWDjM6MHP3THeHpFS6l5yBILoCa4wxi+zPeUSkizFmQVL7GmOWAcviLBvm8H4OMCeJMiYDk+3314A6SR3XmdrPaE/+7PmZ0mVKah5WKaUICwujRYsWAPzzzz94eXlRoEABALZs2YKPj0+i+wcEBODj48O//vWvFMVx6dIlZsyYwUsvvZSiclIqJdcj9WCMMQxaOojbUbeZ1HmSNsvzIIV9C7Ou/zo6z+yM/1x/zl07x6sNXnV3WEqlW8n59htujLkc88HuczTcZRF5mMI5CzNv3zyuR1x3dyhKqQwmX758BAUFERQUxKBBg3jjjTdiPyeVMIGVNG3atCnFcVy6dInvvvsuxeU4QYa+HrnD9F3TWXJgCSObj6TcQ+XcHY6KI0/WPCx/cjmdK3Vm8PLBfLDmA1w1/6ZSGV1ykqb4tknW/E7pgX91f67evsqSAzoViFLK/bZu3UqTJk2oU6cOrVu35vTp0wCMHTuWKlWqUKNGDXr37s2xY8f44Ycf+Oqrr/Dz82PDhg13lbNu3Tr8/Pzw8/OjVq1ahIeHA/D5559Tr149atSowfDhVj7y7rvvcvjwYfz8/HjrrbdS94TvlqGvR6ntdPhpBv82mH8V/xeDGwx2dzgqAdkyZ+PXnr/yXK3n+GTDJwxaMoio6Ch3h6VUupOci02giHwJfGt/fgWr822GcGztMXLvy82MXTN4ouoT7g5HKeVGry9/naB/gpxapt/DfoxpMyZZ2xpjePXVV1m4cCEFChRg1qxZvPfee0yaNInRo0dz9OhRsmTJwqVLl8iTJw+DBg0iZ86cDBky5J6yvvjiC7799lsaNWrE1atXyZo1KytXruTgwYNs2bIFYwydOnVi/fr1jB49mt27dxMU5NxzfwAZ+nqUmowxvLTsJW5E3mBSp0l4ZfJyd0jphivmf/TO5M2EjhMomKMgozaO4vyN80zvNp2s3lmddgylMrrk1DS9CtwGZtmvm0CG6Qk6depUfPf68tuh37h446K7w1FKZWC3bt1i9+7dtGzZEj8/Pz755BNCQkIAqFGjBk8++SQ///wz3t5JPw9r1KgRb775JmPHjuXSpUt4e3uzcuVKVq5cSa1atahduzbBwcEcPHjQ1ad1PzL09Sg1zdoziwXBCxjRdITOBeRkkydPjk2cnElE+LTFp4xpPYZ5++bRdnpbLt+8nPSOSqlkSfLKag++8C6AiOQFLpkM1GA2ICCAwFOB1JtQj3n75vFc7efcHZJSyk2SWyPkKsYYqlatyp9//nnPuqVLl7J+/XoWL17MyJEj2bVrV6Jlvfvuu7Rv355ly5bRqFEjVqxYgTGGoUOHMnDg3ROXHjt2zJmn8cAy+vUotZy5eoZXlr1Cg6INeLPhm+4OJ9150Mltk+u1R14jf/b89F/Yn6ZTmrL8yeUUylnIpcdUKiNIsKZJRIaJSCX7fRYRWQMcAs6IyOOpFaAnqFO4DuUfKs+M3TPcHYpSKgPLkiUL586di02aIiIi2LNnD9HR0Zw8eZJmzZrx2WefcfnyZa5evYqvr29sX6W4Dh8+TPXq1XnnnXeoV68ewcHBtG7dmkmTJnH16lUAQkNDOXv2bKLlpAa9HqWuV357hfDb4UzqrM3y0qonazzJ4j6LORB2gEaTGnHk4hF3h6RUmpdY87xewH77/dP2tgWBJsCnLo7Lo4gIfar1Ye3RtZwKP+XucJRSGVSmTJmYM2cO77zzDjVr1sTPz49NmzYRFRVF3759qV69OrVq1WLw4MHkyZOHjh07Mn/+/HgHghgzZgzVqlWjRo0aZM6cmbZt29KqVSv8/f1p2LAh1atXp0ePHoSHh5MvXz4aNWpEtWrV3DUQhF6PUsmve35lzt45fNjkQ6oUqOLucFQKtCnXhjVPreHizYv868d/Ob0/plIZjSTUskFEthtjatnv5wIrjTHj7M/bjDG1Uy/MlKlbt64JDAxMURnB54Op/G1lvmz1JW80fMNJkSmlPN2+ffuoXLmyu8NIc+L7vYnIVmNM3fstKz1djxLijOtUSp27do6q31WlRO4S/PX8X3hn0oEJ04N95/bR6udWXLl1hUW9F9GkVBN3h6SUx0rsOpVYTdMtEakmIgWAZsBKh3XZnRlgWlApfyVqF66tTfSUUir1pfh6JCJtRGS/iBwSkXfjWV9SRFaLyE4RCRCRYvbyZiIS5PC6KSJd7HWlRWSzXeYsEfGxl2exPx+y15dK4fmnisHLB3Pp5iUmd5msCVM6UrlAZTY9u4mivkVp/XNr5u+b7+6QlEqTEkuaXgPmAMHAV8aYowAi0g7YngqxeRz/av4EngrkQNgBd4eilFIZSYquRyLihTVMeVugCtBHROK2PfsCmGqMqQGMAEYBGGPWGmP8jDF+QHPgOneSts/seMoBF4GYkYKeAy7ay7+yt/No8/fNZ+bumXzQ+AOqFazm7nCUkxXPXZwNz2ygVuFa9Pi1BxO3TXR3SEqlOQkmTcaYzcaYSsaYfMaYjx2WLzPG9Emd8DxLr2q9EIRfdv3i7lCUUirDcML1qD5wyBhzxBhzG5gJdI6zTRVgjf1+bTzrAXoAvxljrouIYCVRc+x1U4Au9vvO9mfs9S3s7T1S2PUwXlz6In4P+/Huo/dUwql0Il/2fKzqt4rWZVvzwuIXGLl+JDr4pFLJl5x5mjI0x/kUiuUqRpNSTZixe4Z+0SilVNpRFDjp8DnEXuZoB9DNft8V8BWRfHG26Q3EPDXLhzXkeWQ8ZcYez15/2d7eI72+4nXCboQxufNkMntldnc46Z6r5mlKjhw+OVjYeyF9a/Tl/bXv8/ry14k20W6JRam0RpOmJMT9cvOv5s+BsANs/ydDtlBUSqn0agjQRES2Y43KFwpExawUkcJAdWCFsw4oIgNEJFBEAs+dO+esYu/L4v2L+Xnnz/zn0f9Q8+Gabokho3Fn0gSQ2SszU7pM4Y1H3mDslrH0ndeXW5G33BaPUmmFJk1JCAgIuGsiuu5VupM5U2Zm7NIBIZRSKo0IBYo7fC5mL4tljDlljOlmj9L3nr3sksMmTwDzjTER9ucwII+IxIyY4Fhm7PHs9bnt7e9ijBlvjKlrjKlboECBFJzeg7l44yIDlwykesHqvNf4vVQ/fkYV977CHTJJJv7X6n+MbjGaX3b/QsMfG2p/baWSkGjSJCK5RKRsPMtruC4kz/ZQtodoW74tv+z+hajoqKR3UEqpFPLy8sLPz4+aNWtSu3ZtNm3a9EDljBkzhuvXr8e7bsOGDVStWhU/Pz9CQ0Pp0aMHAEFBQSxbtuyBY3eWFF6P/gbK26Pd+WA1s1sUp5z8IhJzTRwKTIpTRh/uNM3DWG2012L1cwJr/qiF9vtF9mfs9WuMB7bpfnPlm5y9dpbJXSbj4+Xj7nBUKhMR3nn0HRb2Xsjxy8epPa42U3dMdXdYSnmsBJMmEXkCa6SiuSKyR0TqOaye7OrAPJl/NX9OhZ9iw4kNSW+slFIplC1bNoKCgtixYwejRo1i6NChD1ROYknT9OnTGTp0KEFBQRQtWpQ5c6zxDTwhaUrp9cjuV/QKVtO6fcBsY8weERkhIp3szZoC+0XkAFAIGOlw/FJYNUfr4hT9DvCmiBzC6rP0o738RyCfvfxNwONGV/jt4G9MDprMu4++S+3CaX6aK5UCnSp2YsegHdQpUoenFzzNU/OfIvxWuLvDUsrjJFbT9B+gjj3M6jPANBHpaq/z2FGAUkPHih3JkTmHNtFTSqW6K1eukDdv3tjPn3/+OfXq1aNGjRoMHz4cgGvXrtG+fXtq1qxJtWrVmDVrFmPHjuXUqVM0a9aMZs2a3VXmxIkTmT17Nh988AFPPvkkx44do1q1aty+fZthw4Yxa9Ys/Pz8mDVrVqqeq4MUX4/skfYqGGPKGmNG2suGGWMW2e/nGGPK29s8b4y55bDvMWNMUWPu7jFvj8ZX3xhTzhjTM2YfY8xN+3M5e/2RFP8GnOjyzcu8sPgFqhaoygeNP3B3OMoDFMtVjDVPreHDJh8yfdd06oyvw7bT29wdllIeJbHZ67yMMacBjDFbRKQZsEREigMe18wgNWXPnJ0ulbowZ+8c/q/t/5HFO4u7Q1JKpZKmTZvSv39/+vfv7/JtYty4cQM/Pz9u3rzJ6dOnWbPGGhl75cqVHDx4kC1btmCMoVOnTqxfv55z585RpEgRli5dCsDly5fJnTs3X375JWvXriV//vx3lf/888+zceNGOnToQI8ePTh27BgAPj4+jBgxgsDAQL755psk43QhvR450ZCVQzh99TTze83X65eK5ZXJi+FNh9OsdDP85/rzyMRH+Lzl5wxuMBgPHjFfqVSTWE1TuGP7cfuC1RRr/omqLo7L4/lX9+fizYusOOy0gZSUUipeMc3zgoODWb58OU899RTGGFauXMnKlSupVasWtWvXJjg4mIMHD1K9enV+//133nnnHTZs2EDu3LndfQoppdcjJ1l5eCUTt0/krX+9Rb2i9ZLeQWU4jUs2ZsegHbQp14bXV7xOp5mdOH/9vLvDUsrtEqtpepE4SZUxJlxE2mCNIpShtSzTknzZ8jFj1ww6VeyU9A5KqXQhOaNeOWub+DRs2JDz589z7tw5jDEMHTqUgQMH3rPdtm3bWLZsGe+//z4tWrRg2LBhD3Q8D6HXIycIvxXOC4tfoFL+SnzY9EN3h6M8WL7s+VjYeyHfbPmGIb8PoeYPNZnebTpNSzV1d2hKuU2CNU3GmB3GmIPxrMpQQ8YlNJ9CZq/MPFH1CRbtX8TV21dTPzClVIYUHBxMVFQU+fLlo3Xr1kyaNImrV63voNDQUM6ePcupU6fInj07ffv25a233mLbNqtvgq+vL+Hh99fB+0H2cTa9HjnH27+/zcnLJ5nUaRJZvbO6O5wMy93zNCWXiPBqg1f567m/yOmTk+ZTmjNs7TAioyOT3lmpdCix0fNyichQEflGRFqJ5VXgCBnoyV5iX27+1f25EXmDhcEL412vlFLOENOnyc/Pj169ejFlyhS8vLxo1aoV/v7+NGzYkOrVq9OjRw/Cw8PZtWsX9evXx8/Pj48++oj3338fgAEDBtCmTZt7BoJITLNmzdi7d69bB4LQ61HKrTm6hh+2/sCbDd+kYfGG7g4nQ0srSVOMWoVrsXXAVp6q+RQfr/+YZlOacfLySXeHpVSqk4SmjhCRhcBF4E+gBVAQa5Si14wxQckq3Go68TXgBUw0xoyOs74k1lwYBYALQF9jTIjD+lzAXmCBMeYVe1kdrCFmswHL7HgS7Qhct25dExgYmJyQ70u0iab016WpVrAaS/2XOr18pZT77du3j8qVK7s7jDQnvt+biGw1xtS937KccT3ydK66TgFcvX2V6t9XJ3OmzOwYtINsmbO55Dgq/ft558+8uPRFMmfKzKTOk+hSqYu7Q1LKqRK7TiU2EEQZY0x/Y8w4rEn9qgCt7yNh8gK+Bdra+/YRkSpxNvsCmGqMqQGMAEbFWf8xsD7Osu+BF4Dy9qtNcuJxhUySiT7V+rDi0ArOXTvnrjCUUiq9S9H1KKMbumooxy8dZ1LnSZowqRTpW6Mv2wZso0zeMnSd1ZVXlr3Czcib7g5LqVSRWNIUEfPGGBMFhBhj7ud/Rn3gkD2PxW1gJtZIR46qAGvs92sd19s1SoWAlQ7LCgO5jDF/2bVLU4Eu9xGT0/lX9yfKRDFn7xx3hqGUUulZSq9HGda6Y+v45u9vGNxgMI+WeNTd4ah0oHy+8mx6bhNvPvIm3/79LQ0mNmDfuX3uDkspl0ssaaopIlfsVzhQI+a9iFxJRtlFAcdGryH2Mkc7gG72+66Ar4jkE5FMwP+AIfGUGeLwOb4yU1X1gtWpUqAKM3brRLdKpVdJtABWcbjg95XS61GGdD3iOs8teo4yecswsvlId4ej0hEfLx/+1/p/LPVfyqnwU9SdUJeftv+k35UqXUts9DwvY0wu++VrjPF2eJ/LSccfAjQRke1AEyAUazSkl4Bljv2b7peIDBCRQBEJPHfOdU3nRAT/av5sPLGR45eOu+w4Sin3yJo1K2FhYXozkEzGGMLCwsia1Xmjs6XS9SjdeW/1exy+eJgfO/1IDp8c7g5HpUPtyrdjx6AdNCjagGcXPcuT857kyi19jqHSp8TmaUqpUKC4w+di9rJYxphT2DVNIpIT6G6MuSQiDYHHROQlICfgIyJXsQaVKJZYmQ5ljwfGg9XB1ilnlIA+1fvw/tr3mbl7Ju88+o4rD6WUSmXFihUjJCQEVz58SW+yZs1KsWLFkt5QucwfJ/7g681f83K9l3VuHeVSRXyL8Hu/3xm9cTTDA4azOXQzM7vP1MmTVbqT4Oh5KS5YxBs4gDXSUSjwN+BvjNnjsE1+4IIxJlpERgJRxphhccrpD9R1GD1vCzAY2Iw1et7/GWOWJRaLK0clitHwx4Zcj7jOjkE7XHocpZRKqx509LyMwJnXqRsRN/Ab58ftqNvsenEXOX1yOqVcpZLyx4k/8J/nz6nwU4xqMYo3G75JJkmsJ4hSnuVBR89LEWNMJPAKsALYB8w2xuwRkREi0snerCmwX0QOYA36kJxG1y8BE4FDwGHgN2fH7ii58yn4V/Nn55md7Dm7J8ltlVJKKVcZtnYYB8IOMLHjRE2YPFBam6fpfjQq0YiggUF0rNCRt35/i/Yz2nP22ll3h6WUU7ispsmTpOQJXtOmTQEICAhIdLszV89Q5MsiDH10KJ80/+SBjqWUUumZ1jQlzFk1TX+F/EWjSY14ofYL/NDhBydEppwtufcVaZkxhh8Cf+CNFW+QN1tefu76My3KtHB3WEolKbHrlCZNTtT659YcDDvI4cGHERGXH08ppdISTZoS5ozr1M3Im9QaV4trt6+x+6Xd5MqiY2Qo99p5Zie95/Qm+Hww7z76Lh81/YjMXpndHZZSCXJL87yMyL+aP0cvHWVz6GZ3h6KUUiqD+SjgI4LPBzOh4wRNmJRHqFGoBn+/8DfP1nqWURtH0WRyE45dOubusJR6IJo0OVHXyl3J4pWFGbt0ziallFKp5+/Qv/nvpv/yXK3naF2utbvDUSpWDp8cTOw0kV+6/8Lus7vx+8GPOXvnuDsspe6bJk1OlCtLLjpU6MCsPbOIjI50dzhKKaUygFuRt3hm4TMUzlmY/7X6n7vDUSpevav1JmhQEBXzV6Tnrz0ZtGQQNyJuuDsspZJNkyYn86/uz9lrZ1lzdI27Q1FKKZUBfLL+E/ac28P4juPJnTW3u8NRKkFl8pZhwzMbePtfbzNu6zjqT6yvow6rNEOTJidrV74dubLk0iZ6SimlUkVW76y8UPsF2pVv5+5QlEqSj5cPn7X8jOVPLufstbPUm1CP8VvHkxEGJlNpmyZNTpbVOyvdK3dn3r55Wu2slFLK5d5r/B7jOoxzdxhK3ZfW5VqzY9AOGpVoxMAlA+k1pxeXbl5yd1hKJUiTpiQ8yCR0/tX9Cb8dzrKDy1wTlFJKqfsiIm1EZL+IHBKRd+NZX1JEVovIThEJEJFiDutKiMhKEdknIntFpJS9fIOIBNmvUyKywF7eVEQuO6wblgrn5+pDKCdJz5Pb3q+Hcz7Mir4rGN1iNPP2zaPWuFpsOrlJa52UR9J5mpLwIJPQRUVHUfTLojQq0Yi5T8x9oOMqpVR64655mkTECzgAtARCgL+BPsaYvQ7b/AosMcZMEZHmwDPGmH72ugBgpDHmdxHJCUQbY67HOcZcYKExZqqINAWGGGM6JDfG1JpPULlfRpjc9kH8FfIXfeb24dilY+TNmpcK+Src8yr/UHly+ORwd6gqHUvsOuWd2sGkNQ/ypeaVyYve1XrzQ+APXLp5iTxZ8zg9LqWUUslWHzhkjDkCICIzgc7AXodtqgBv2u/XAgvsbasA3saY3wGMMVfjFi4iuYDmwDMuil+lI5osxe+RYo+wfeB2pu6YSvD5YA6EHSDgWADTdk67a7uivkXjTahK5ymtE+cql9KkyUX8q/vz9eavmb9vPs/U0uuoUkq5UVHgpMPnEKBBnG12AN2Ar4GugK+I5AMqAJdEZB5QGlgFvGuMiXLYtwuw2hhzxWFZQxHZAZzCqnW6Z4gwERkADAAoUaLEg5+dUulEnqx5GNxg8F3Lrkdc59CFQxwIO3DX69e9v3LhxoXY7bwzeVMmbxkriXro7oSqiG8RbcKqUkyTJhepV6QeZfOWZcbuGZo0KaWU5xsCfCMi/YH1QCgQhXWdfAyoBZwAZgH9gR8d9u0DTHT4vA0oaYy5KiLtsGqtysc9oDFmPDAerOZ5Tj0bpdKJ7JmzU6NQDWoUqnHPurDrYXcnUxesn6uPrOZG5J3BuHJkzkH5fOXjTajyZsubmqej0jBNmlxERPCv7s/IDSM5HX6awr6F3R2SUkplVKFAcYfPxexlsYwxp7BqmrD7LXU3xlwSkRAgyKFp3wLgEeykSUTyYzX/6+pQ1hWH98tE5DsRyW+MOe+Cc1Mqw8qXPR8NszekYfGGdy2PNtGEXgm9J6Hadnobc/fOJcqhojh/9vx3kig7oaqYvyJl85YlW+ZsqX1KyoNp0uRCfar14eP1HzN7z2xee+Q1d4ejlFIZ1d9AeREpjZUs9Qb8HTewk58LxphoYCgwyWHfPCJSwBhzDqvvkuOIDT2wBpC46VDWw8AZY4wRkfpYI9WGuebUlFJxZZJMFM9dnOK5i9OiTIu71t2Ous3Ri0fvSahWHl7J5KDJsdsJQoncJahVuBb/bvhvHi3xaCqfhfI0mjS5UOUClfF72I8Zu2do0qSUUm5ijIkUkVeAFYAXMMkYs0dERgCBxphFQFNglIgYrOZ5L9v7RonIEGC1WJ0itgITHIrvDYyOc8gewIsiEgncAHqbjDBUrVJpgI+XDxXzV6Ri/or3rAu/FX53/yk7mVoQvIDmpZszvMlwGpds7IaolSfQIcdd7PM/PuftVW9z8NWDlHuonFtiUEopT+CuIcfTAh1yXCnPdD3iOuMCx/HfTf/ln6v/0LRUU4Y3GU7TUk3dHZpygcSuUzq5bRJSOgld72q9AZi5e6aTIlJKKaVUWqWT26Yt2TNn542Gb3Bk8BHGtB7D/vP7aTalGU0nN2Xt0bUZeiLeA2EHOHH5hLvDSDWaNCUhpV9uxXMXp3HJxkzfNT1D/8dSSimllCZNaVW2zNl47ZHXODz4MF+3+ZoDYQdoPrU5TSY3Yc3RNRnmHu9m5E2m75xO458aU/GbijT8sSEXb1x0d1ipQpOmJAQEBKR4Ijr/av4Enw9mx5kdzglKKeV0YdfDCL8V7u4wlFLpnDPuK5T7ZMucjcENBnPktSP8X9v/48jFI7SY2oLGkxuz6siqdJs8BZ8P5s0Vb1L0y6L0nd+X01dP826jdzlz9QxvrHjD3eGlCk2aUkGPKj3wzuTNjF0z3B2KUsp2+eZlFu9fzBvL36DmDzXJ/3l+in9VnO///p5oE+3u8JRSSnmwrN5ZeaX+KxwafIhv2n7D0YtHaTmtJY/+9CgrD69MF8lTTK1Sk8lNqPxtZb7Z8g2Pl3mc1U+tZv8r+xn1+CjeffRdpuyYwuL9i90drsvpQBCppOMvHQn6J4jjrx8nk2iuqlRqu3b7Gn+c/IM1R9ew5ugatp7eSrSJJqt3Vv5V/F80K9WMtcfWsuboGh4p9gjjOoyLdzJF9eB0IIiEecJ1Sin14G5F3mLS9kmM2jiKk1dO8kixRxjeZDity7bGGngz7Qg+H8yErROYsmMKYTfCKJu3LAPqDKC/X38K5ih417a3Im9Rb0I9zl8/z+6XdvNQtofcFLVzJHad0qQplfyy6xf85/mzrv86Ha5SqVRwK/IWf4X8ZSVJx9awOWQzEdEReGfypkHRBjQv3ZzmpZvzSLFHyOqdFQBjDD/v/Jk3V77JxRsXebPhmwxvMpwcPjncfDbpgyZNCfOE65RSKuVuRd5ictBkPt34KScun6BB0QYMbzKcNuXaeHTydCvyFnP3zWX81vGsO74O70zedK3UlYF1BtKsdLNEH/hvO72N+hPq06d6H6Z1nZaKUTuf25ImEWkDfI01L8ZEY8zoOOtLYk0gWAC4APQ1xoTYy+djNR/MDPyfMeYHe58AoDDW3BcArYwxZxOLwxMuRtduX6PgFwXpV6MfP3T4wa2xKJUeRUZHEngqMLYm6Y+Tf3Az8iaZJBO1C9emeSkrSWpUohE5fXImWlbY9TDeWfUOP27/kZK5S/Jtu29pX6F9Kp1J+qVJU8I84TqllHKe21G3reRpw6ccv3ycekXqMbzJcNqVb+dRydP+8/sZv3V8bK1SmbxlGFDbqlUqlLNQsssZvnY4I9aPYGHvhXSq2MmFEbuWW5ImEfECDgAtgRCsWdX7GGP2OmzzK9ZM6lNEpDnwjDGmn4j42LHdEpGcwG7gX8aYU3bSNMQYk+yri6dcjPzn+rPi8ApO//s0Pl4+7g5HqTQt2kSz458dsTVJG45vIPy2NZBD9YLVY2uSGpdsTJ6seR7oGBuOb2DgkoHsO7+PHlV68HWbryniW8SJZ5GxaNKUME+5TimlnOt21G2m7pjKyA0jOXbpGHWL1GVY42F0qNDBbcnTrchbzNs3j/HbxhNwLADvTN50qdSFgXUG0rx08wfqRnI76jb1J9TnzLUz7H5xN/my53NB5K7nrqSpIfChMaa1/XkogDFmlMM2e4A2xpiT9kzrl40xueKUkw/YDjyS1pOmJQeW0PGXjizus5gOFTq4Oxyl0hRjDPvO74utSVp3fB0XblwAoEK+CrE1SU1LNaVAjgJOO+7tqNt8/sfnfLz+Y3y8fBjZfCQv1XsJr0xeTjtGRqFJU8I85TqllHKNiKiI2OTp6KWj1C5cm+FNhtOxQsdUS54OhB1g/NbxTA6aTNiNMErnKR3bV+nhnA+nuPygf4KoN6EeT1R9gundpjsh4tTnrqSpB1ZC9Lz9uR/QwBjzisM2M4DNxpivRaQbMBfIb4wJE5HiwFKgHPCWMeZbe58AIB8QZW//iUniJFJyMYqZS6F///4PtL+j21G3Kfy/wrQp1ybN/mNSSTPG8Pepv5m2YxqbQzfToUIHnq31LMVyFXN3aGmKMYYjF4/E1iStPbqWM9fOAFAidwlalG5B89LNaVaqGUVzFXV5PIcuHOKlpS/x+5HfqVukLuM7jKdW4VouP256oklTwjRpyjiceV+h0p6IqAh+3vkzIzeM5PDFw9R6uBbDmgyjc8XOLkmebkXeYn7wfMZtHRdbq9S5YmcG1hlIizItnD442UcBH/Hhug+Z98Q8ulbu6tSyU4MnJ01FgG+A0sB6oDtQzRhzKc42C4COxpgzIlLUGBMqIr5YSdPPxpip8Rx/ADAAoESJEnWOHz/+QOfRtGlTAKfNqTBoySCm7ZzG2SFntXN5OnPk4hGm75zOz7t+5kDYAbJ4ZaF6oeoEngokk2Siffn2DKwzkDbl2mgtRQJCroTE1iStPbY2dqbxh3M+bDW3K9WcZqWbUTpPabc0azDGMHP3TF5f8Trnr5/ntQavMaLZiCT7SCmLJk0J06Qp43D2fYVKmyKjI5m+czofr/+YwxcPU7NQTYY1GUaXSl2cksgcDDto1SrtmMz56+cpnac0L9R+gWdqPeOUWqWERERFUH9ifU6Fn2LPS3vInz2/y47lCh7bPC/O9jmBYGPMPY/jRWQSsMwYMyfO8v5AXcdELD6edDFaf3w9TSY3YUa3GfSp3sfd4agUunDjArP3zObnnT/zx8k/AGhaqin9avSje+Xu5M6amyMXj/Djth+ZFDSJf67+Q/FcxXmu1nM8V/u5DF/7dPbaWdYeXRubJB28cBCAh7I9RLNSzWJrkirlr+RRHWcv3rjI0NVDGbd1HMVzFef/2v4fnSt1dndYHk+TpoR50nVKKZV6IqMjmbFrBp+s/4SDFw5So1ANhjUeRtfKXe87eboddZv5++Yzftt41hxdg5d40bmSVav0eJnHU23Kmx3/7KDehHp0r9KdX7r/kirHdBZ3JU3eWANBtABCsQaC8DfG7HHYJj9wwRgTLSIjgShjzDARKQaEGWNuiEheYDNWLdQ+II8x5ryIZAZ+AVbFjKyXEE+6GEWbaEqOKYnfw34s7pP+JwJLj25F3mLpwaVM2zmNpQeWEhEdQZUCVehXox/+1f0pkbtEvPtFREWw+MBixm8dz8rDKxER2pdvz4A6A2hbrm2GqX3ad24f84PnM2/fPLae3gqAr48vTUo1ia1JqlGoRpqYz2zTyU0MXDKQ3Wd306VSF8a2GUvx3MXdHZbH0qQpYZ50nVJKpb7I6Ehm7p7Jx+s/5kDYAaoVrMawxsPoXqV7ktfDQxcOxfZVOnf9HKXylLJqlfyeobBv4VQ6g7t9vO5jhgUMY07POXSv0t0tMTwIdw453g4YgzXk+CRjzEgRGQEEGmMW2U34RgEGq3ney/aIeS2B/9nLBfjGGDNeRHLY22W2y1wFvGmMiUosDk+7GL39+9t89ddX/PPvf9Ls6CIZTbSJ5o8Tf/Dzzp+ZvXc2l25eolCOQvhX96dfjX74Pex3XzUhRy8eZeK2ibG1T8VyFbNqn2o9l+5uuo0xbD29lfn75jMveB7B54MBaFC0AZ0qdqJF6RbUKVIH70zebo70wURERfDln1/y0bqP8MrkxcfNPuaV+q+k2fNxJU2aEuZp1ymllHtERUfFJk/7w/ZTtUBVPmj8AT2q9Ljr4ertqNssCF7AuK3jYmuVOlXsxMA6A2lZtqXbHzxGREXwyI+PcPLySfa8tMepAzS5kk5u62EXo6B/gqg1rhY/tP+BgXUHujsclYj95/czbec0pu+azrFLx8ieOTvdKnejX41+NC/dPMU3xhFRESw5sITx28az4tAKRIR25dsxoPYA2pZvm2ZvvKOio9h4YiPzg+czP3g+Jy6fwEu8aFKqCd0qdaNzpc7prmni0YtHeWnZSyw/tJzahWszrsM46hbR/MCRJk0J87TrlFLKvaKio5i9ZzYfr/+Yfef3UTl/ZT5o/AF1itThx20/8lPQT5y7fo6SuUvG9lXytCkxdp3ZRZ3xdehauSuzesxydzjJokmTh12MjDFU+a4KBXMUZF3/de4OR8Vx9tpZZu6eybSd02IHcXi8zOP0q9GPLpW6uKzT/9GLR/lx+4/8uP3HNFn7dCvyFquPrmbevnks2r+Ic9fPkcUrC63KtqJb5W50rNAx3desGmP4de+vvLb8Nc5eO8sr9V7h4+YfkytLrqR3zgA0aUqYp12nlFKeISo6ijl75zBi/Qj2nrOmOvUSLzpW7MiA2gNoVbaVRzfv/3TDp7y35j1m95hNz6o93R1OkjRp8sCLUUxbzxOvn0gTN8Tp3fWI6yzav4hpO6ex4tAKokwUtR6uRb8a/ehdrXeqtgmOiIpg6cGljNs6Lrb2qW25tgyoM4B25dt5VO3T1dtX+e3gb8wLnsfSA0sJvx2Or48v7Su0p1ulbrQp1wbfLL7uDjPVXb55mf+s/g/fB35PYd/C/F/b/6Nrpa4eNZiFO2jSlDBPvE4ppTxHtIlm3r55HL90nN7VeqfKVBvOEBkdScMfG3Ls0jH2vLSHgjkKujukRGnS5IEXo0MXDlH+/8rz38f/y1uN3nJ3OBlSVHQUAccCmLZzGnP3zeXq7asUz1WcJ6s/Sd8afalasKq7Q+TYpWP8uM2qfTp99TRFfYvGjryX0IATrhZ2PYzFBxYzb988Vh5eya2oW+TPnp/OFTvTrXI3WpRuQRbvLG6JzdNsDtnMgCUD2HlmJx0qdOCbtt9QMk9Jd4flNpo0JcwTr1NKKeUMe87uofb42nSs0JFfe/7q0Q8QNWnykMlt42owsQERURFsG7jN6WWrhO06s4tpO6cxY9cMQsNDyZUlFz2r9KRvjb40LtnY7Z0n4xNT+zR+63iWH1oOQNvybRlYZ2Cq1D6FXgllQfAC5gXPY92xdUSZKIrnKk7XSl3pVrkbjUo08qgaME8SERXB15u/ZnjAcABGNB3Ba4+8liF/X5o0JUyTpoxDJ7dVGdHojaMZunooM7vPpFe1Xu4OJ0GaNKXgYuTKSei+/utrXl/xOntf2kvlApWdXr66I/RKKL/s/oVpO6ex88xOvDN507ZcW/rV6EeHCh3Iljmbu0NMtuOXjjNx28TY2qcivkV4rtZzPF/7eafWPh0MOxg7NPjm0M0AVMxXkW6Vu9GtcjfqFK7j0U+LPM3xS8d55bdXWHJgCTUL1WRch3E0KNbA3WGlKk2aEqZJU8ahk9uqjCgyOpJGkxpx+MJh9ry0h0I5C7k7pHhp0uShF6PT4acp9lUx3nvsPUY0G+HucO7bhRsX+PfKfxN2PQzfLL74+tivLHd+5sqS655lMT+zeGVx6U13+K1w5u2bx8+7fmb1kdUYDI8Ue4S+1fvyRNUn0szwlwmJjI5k6YGljN82nt8O/gZYtU8Dag+gfYX2912TYYxhx5kdsUOD7z67G4A6hevQrXI3ulbqqsl9ChljmB88n8G/DeZU+ClerPsin7b4lNxZc7s7tFShSVPCPPU6pZRSzrL33F5qj6tNu/LtmPvEXI988KpJkwdfjFpOa8nRi0c5+OpBj/zHk5AzV8/Q6udWBJ8PpkqBKoTfCif8djjht8K5EXkjWWV4Z/KON6HKlSVXgklYYj+9MnkRGR3J74d/Z9rOaSwIXsCNyBuUyVuGvtX70rdGX8rnK+/i34x7HL90PHbkvVPhp2Jrn56r9VyifWiiTTR/nvwztkbp6KWjCMJjJR+jW6VudKnUJUP3wXGVK7eu8MGaD/jm728olKMQX7f5mh5VeqSp74AH4c6kSUTaAF9jzfE30RgzOs76ksAkoABwAehrjAmx15UAJgLFseYPbGeMOSYik4EmwGW7mP7GmCCx/pBfA+2A6/byRNthe/J1SimlnOW/f/yXd1a9w4xuM+hTvY+7w7mHJk0efDH6aftPPLvoWTY/v5n6Reu7O5xkOXn5JI9Pe5yQKyEs6LWAlmVb3rU+MjqSq7ev3pVIhd8O58qtK/csi/0Zz7KY7aMSn7s4VvbM2RGEaxHXeCjbQ/Sq2ot+NfrxSLFH0v3NaIzI6EiWHVzGuK3jYmuf2pRrw4A6A+hQoQPemby5HXWbgGMBzN83nwX7F/DP1X/InCkzj5d5nG6Vu9GpYiePH90mvQg8FcjAJQPZdnobbcu15dt231I6b2l3h+Uy7kqaRMQLOAC0BEKAv4E+xpi9Dtv8CiwxxkwRkebAM8aYfva6AGCkMeZ3EckJRBtjrttJ0xJjzJw4x2sHvIqVNDUAvjbGJNoW05OvU0op5SxR0VE8+tOjHAg7wJ6X9vBwzofdHdJdNGny4IvR5ZuXKfRFIQbVHcSYNmPcHU6SDl04xONTH+fizYss819GoxKNXHo8Yww3I2/Gn2jF8/Nm5E0eL/M4bcu3xcfLx6WxeboTl0/EjrwXGh5K4ZyFaVi8IWuOruHSzUvkyJyDtuXb0q1SN9qVb5dhmoh5msjoSL7Z8g0frP2AqOgohjcZzpsN3ySzV2Z3h+Z0bkyaGgIfGmNa25+HAhhjRjlsswdoY4w5adcUXTbG5BKRKsB4Y8yj8ZQ7mfiTpnFAgDHmF/vzfqCpMeZ0QjF68nVKKaWcKfh8MH4/+NGmXBvm95rvUQ+2NWny8ItR99nd+ePEH4S+GerRE5TtPrubltNaEhEVwcp+K6lduLa7Q1LJEBkdyW8Hf2Pc1nFs/2c7Lcu0pFvlbrQs0zJNDYCR3p28fJLBywezIHgB1QpWY3yH8TQs3tDdYTmVG5OmHlgJ0fP2535AA2PMKw7bzAA2G2O+FpFuwFwgP/AY8DxwGygNrALeNcZE2UlTQ+AWsNpefktElgCjjTEb7bJXA+8YY+66EInIAGAAQIkSJeocP37cZb8DpZTyJF9s+oK3fn+LaV2n0bdGX3eHEyux65Tnja2cAfWp1ocz186w9thad4eSoMBTgTSZ3ARBWP/Mek2Y0hDvTN50rNiRJf5LCH0zlMldJtOpYidNmDxM8dzFmd9rPgt6LeDyzcv8a9K/eGP5G0RERbg7tIxiCNBERLZj9VMKBaIAb6zEaQhQDygD9Lf3GQpUspc/BLxzPwc0xow3xtQ1xtQtUCBtD0yjlFL3441H3qBhsYYM/m0wp8MTrIT3KJo0eYD25dvj6+PLjF0z3B1KvDYc30DzKc3JlSUXG5/dSJUCVdwdklLpVudKndn78l5ervcyYzaPodXPrTh37Zy7w0rrQrEGcYhRzF4WyxhzyhjTzRhTC3jPXnYJqw9UkDHmiDEmElgA1LbXnzaWW8BPQEzH1CSPp5RSGZlXJi8md5nMjcgbDFwykLTQ8k2TpiRMnjw5diI6V8mWORvdKndj3r553Iy86dJj3a8Vh1bQ+ufWFPEtwoZnNlAmbxl3h6RUupfTJyfftPuGKV2m8OfJP6k3oR7bT293d1hp2d9AeREpLSI+QG9gkeMGIpJfJHZm66FYI+nF7JtHRGKqgpoDe+19Cts/BegC7La3WQQ8JZZHsPpHpY1HqcrlUuO+Qqm0oEK+Cnza/FMWH1jMtJ3T3B1OkjRpSkJqfbn5V/fn8q3LsSOeeYJ5++bR8ZeOVMhXgfXPrKdYrmLuDkmpDOWpmk+x8dmNRJkoGk1qxC+7fnF3SGmSXUP0CrAC2AfMNsbsEZERItLJ3qwpsF9EDgCFgJH2vlFYTfNWi8guQIAJ9j7T7WW7sPo/fWIvXwYcAQ7Z277k2jNUaYkmTUrdMbjBYBoVb8Rry18j9IpnV8jrQBAeIjI6kqJfFqVxycb82vNXd4fDtB3TeGbhM9QvWp+l/kvJmy2vu0NSKsM6c/UMPX7twcYTG3nrX28xqsUojx40JiE6uW3C0sJ1SimlXOFg2EFq/lCTZqWbsaTPEreOpqcDQaQB3pm86VW1F4v3L+bKrStujeX7v7/nqQVP0aRUE1b2W6kJk1JuVihnIVY/tZqX6r7E55s+p92Mdly4ccHdYSmllFIpVj5feUa1GMWyg8uYsmOKu8NJkCZNHsS/uj+3om4xf998t8Xw+R+f89Kyl+hYoSNL/ZeS0yen22JRSt3h4+XDt+2/ZULHCaw9upZ6E+qx++zupHdUSimlPNyrDV7lsRKP8dry1wi5EuLucOKlSZMHaVC0AaXzlGbG7tQfRc8YwwdrPuDtVW/Tq2ov5j4xl6zeWVM9DqVU4p6v/Tzr+q/jRsQNHpn4CPP2zXN3SEoppVSKZJJMTOo8icjoSF5Y/IJHjqanSZMHERH8q/uz6sgqzlw9k2rHjTbRvLHiDT7Z8AnP1XqO6d2mk9krc6odXyl1fxoWb0jggECqFaxG99nd+WDNB0SbaHeHpZRSSj2wcg+VY3SL0Sw/tJyfgn5ydzj30KTJw/Sp1odoE83sPbNT5XhR0VG8sOgFvt78Na83eJ0JHSekyQ7mSmU0RXyLsK7/Op71e5ZPNnxC55mduXzzsrvDUkoppR7Yy/VfpknJJryx4g1OXj7p7nDuokmTh6lasCo1CtVIlSZ6t6Nu4z/Pn0lBk/ig8Qd82fpLt45YopS6P1m8szCx00S+afsNyw8tp8HEBgSfD3Z3WEoppdQDiWmmFxUdxfOLn/eoZnqaNCXBHfMp+Ffz56+Qvzhy8YjLjnEj4gbdZnVj9p7Z/Pfx/zKi2QhNmJRKg0SEl+u/zKp+q7hw4wL1J9Rn8f7F7g5LKZUAnadJqcSVyVuG/7b8LysPr2TitonuDieWJk1JcMeXW+9qvQGYuXumS8q/evsq7We0Z9nBZXzf/nveavSWS46jlEo9TUo1IXBAIOXzlafzzM58sv4T7eeklAfSpEmppA2qO4hmpZrx75X/5sTlE+4OB3Bx0iQibURkv4gcEpF341lfUkRWi8hOEQkQkWIOy7eJSJCI7BGRQQ771BGRXXaZY8XF1SMBAQEEBAS48hD3KJmnJI+WeJTpu6Y7vVry4o2LtJzWkvXH1zO161QG1R2U9E5KqTShRO4SbHxmI0/WeJIP1n5Az197En4r3N1hKaUcuOO+Qqm0JpNk4sdOPxJtonlu0XMe0UzPZUmTiHgB3wJtgSpAHxGpEmezL4CpxpgawAhglL38NNDQGOMHNADeFZEi9rrvgReA8varjavOwZ38q/mz99xedp3d5bQyz147S7Mpzdh2ehu/9vyVvjX6Oq1spZRnyJY5G1O7TOXLVl+yIHgBDX9syOELh90dllJKKXVfSuctzRetvmDVkVWM3zre3eG4tKapPnDIGHPEGHMbmAl0jrNNFWCN/X5tzHpjzG1jzC17eZaYOEWkMJDLGPOXsVLOqUAXF56D2/Ss2hPvTN7M2OWcASFOXj5J458acyDsAIv7LKZr5a5OKVcp5XlEhDcavsGKvis4ffU0dSfUZcWhFe4OSymllLovA+sMpEXpFgz5fQjHLh1zayyuTJqKAo5jBYbYyxztALrZ77sCviKSD0BEiovITruMz4wxp+z9HacJjq9M7P0HiEigiASeO3cuxSeT2vJnz0+rsq34ZfcvKe6XcPjCYR776TFOXz3Nyn4raVW2lZOiVEp5ssfLPE7gC4GUyF2CdjPa8fkfn3tEEwellFIqOUSEHzv9CMBzi55za19ddw8EMQRoIiLbgSZAKBAFYIw5aTfbKwc8LSKF7qdgY8x4Y0xdY0zdAgUKODvuVOFfzZ8Tl0+w6eSmBy5jz9k9PPbTY1y9fZU1T63h0RKPOjFCpZSnK523NJue3UT3yt15e9XbPDnvSa5HXHd3WEoppVSylMxTkv+1+h9rjq5hXOA4t8XhyqQpFCju8LmYvSyWMeaUMaabMaYW8J697FLcbYDdwGP2/sUSKzM96VypM9m8sz1wE72tp7bSZHITDIZ1/ddRp0gdJ0eolEoLcvjkYFaPWYxqMYqZu2fSaFIjjl867u6wlFJKqWR5ofYLtCzTkrd+f4ujF4+6JQZXJk1/A+VFpLSI+AC9gUWOG4hIfhGJiWEoMMleXkxEstnv8wKPAvuNMaeBKyLyiD1q3lPAQheeg1vl9MlJp4qd+HXvr0RERdzXvhtPbKT51Obk9MnJhmc2ULVgVRdFqZRKC0SEdx99l6X+Szl68Sh1J9Rl7dG17g5LKaWUSpKIMLHTRDJJJp5d9Kxbmum5LGkyxkQCrwArgH3AbGPMHhEZISKd7M2aAvtF5ABQCBhpL68MbBaRHcA64AtjTMwwci8BE4FDwGHgN1edA7h/PgX/6v6cv36eVUdWJXuf3w//TqtprXg458NseGYD5R4q58IIlVJpSdvybfn7hb8pkL0ALae1ZOzmsdrPSalU5O77CqXSqhK5S/Bl6y8JOBbA939/n+rHl4xwsaxbt64JDAx8oH2bNm0K4LY5FW5H3ebhLx6mfYX2TOs6LcntFwQvoNecXlTOX5mV/VZSMEfBVIhSKZXWXLl1hafmP8XC/Qt5uubT/NDhB7J6Z3XpMUVkqzGmrksPkkal5Dql0hZ331colZYZY2g7vS0bTmxg56CdlH2orFPLT+w65e6BIDyeuyeh8/HyoUeVHszfNz/JztvTd06nx+we1Hq4FmufXqsJk1IqQbmy5GJer3l82ORDpuyYQuOfGhNyJSTpHZVSKeLu+wql0rKYZnrembxTvZmeJk1pgH91f65FXGPx/sUJbjMucBz95vejccnG/N7vd/Jmy5uKESql0qJMkonhTYezoNcC9p3fR93xdfnjxB/uDksppZRKULFcxRjTegzrj6/nmy3fpNpxNWlKAx4r8RhFfYsyY3f8o+h9/sfnDFo6iHbl27HUfym+WXxTOUKlVFrWuVJnNj+/mVxZctFsSjO3DumqlFJKJaW/X3/alW/Hu6ve5dCFQ6lyTE2a0gCvTF70rtab3w7+xoUbF2KXG2MYtnYYb696myeqPsG8XvPIljmbGyNVSqVVVQpUYcsLW3i8zOMMWjqIgYsHcjvqtrvDchoRaSMi+0XkkIi8G8/6kiKyWkR2ikiAiBRzWFdCRFaKyD4R2Ssipezl0+0yd4vIJBHJbC9vKiKXRSTIfg1LtRNVSqkMQEQY32E8Pl4+PLPwmVRppqdJUxrhX92fiOgI5u6dC1gJ05sr3uTj9R/zrN+zzOg2Ax8vHzdHqZRKy/JkzcPiPosZ+uhQxm8bT7MpzTgdftrdYaWYiHgB3wJtgSpAHxGpEmezL4Cp9qTqI4BRDuumAp8bYyoD9YGz9vLpQCWgOpANeN5hnw3GGD/7NcLZ56SUUhld0VxF+brN12w8sZGxm8e6/HiaNKURtR6uRcV8FZmxewZR0VEMWDyAMZvHMLj+YCZ0moBXJi93h6iUSge8MnnxaYtPmdVjFkH/BFF3Ql22hG5xd1gpVR84ZIw5Yoy5DcwEOsfZpgqwxn6/Nma9nVx5G2N+BzDGXDXGXLffLzM2YAt3T76ulFLKxZ6q+RQdKnTgP6v/w4GwAy49liZNaYSI0KdaH9YdW0fXWV2ZuH0i7z/2PmPajCGT6J9RKeVcT1R9gj+f+5MsXll47KfH+Gn7T+4OKSWKAicdPofYyxztALrZ77sCviKSD6gAXBKReSKyXUQ+t2uuYtnN8voByx0WNxSRHSLym4jo7OJKKeUCIsK4DuPI4p2FZxY+Q1R0lMuOpXfbSfCkSej6VO+DwbD4wGI+e/wzPm7+MSLi7rCUUulUjUI1+PuFv3msxGM8u+hZRqxL163MhgBNRGQ70AQIBaIAb+Axe309oAzQP86+3wHrjTEb7M/bgJLGmJrA/wEL4jugiAwQkUARCTx37pxzz0Z5LE+6r1AqPSjiW4Sxbcay6eQmvt78tcuO4+2yktOJmC+2/v37uzUOgAr5KvDeY+9R/qHyPO33tLvDUUplAPmy52N53+X8Z/V/aF22tbvDeVChQHGHz8XsZbGMMaewa5pEJCfQ3RhzSURCgCBjzBF73QLgEeBH+/NwoAAw0KGsKw7vl4nIdyKS3xhzPs4xxwPjwZrc1jmnqjydJ91XqP9v7+5DLKvrOI6/P7mmbpqUq1ZqboWa5lO5iQs9KJpIhBItYrWVaIaKRZhGEJkZS0gYZSo+UCnRg2alVtZmpknimpqPqylmlvaoppL4vH77455qnOaeuePu3HNn7vsFA+eee+78vvPl3vnMb87v3qP5Yvmuy7n4zot56tmnZm2M9JZiz29eaV2Sutd2pfVZHncBcBewL73J0nXA+6pq9YRjFgH/rKrnkqwA1lTVCc1SvN8C+1XVA0m+AVxfVacn+TBwGLBvVT0x4Xu9Avh7VVWSPYEL6Z156hu45pQkrZ2qWusVWG055fI8SdK8VlXPAscAK4E7gAuqanWSk5Ic2By2N3BnkruALYEVzWPX0Fuad3mSW4EA5zSPObM59ppJHy2+DLgtyc3AqcAhbRMmSdLam+23rLg8T5I071XVpcClk/adMGH7QnpnhKZ67GXArlPsnzJDq+o0YHiXqZckzTrPNEmSJElSCydNkiRJktTCSZMkSZIktXDSJEmSJEktnDRNw4vQSZKkdcW/K6S5yUnTNPzlJkmS1hX/rpDmprG4uG2SB4A/zuAhi4AHpz1qfNmfdvannf3pb773Ztuq2rzrIkaRObXO2Z929qed/elvvvemb06NxaRpppJc38VV6+cK+9PO/rSzP/3ZGw3K50o7+9PO/rSzP/2Nc29cnidJkiRJLZw0SZIkSVILJ01TO7vrAkac/Wlnf9rZn/7sjQblc6Wd/Wlnf9rZn/7Gtje+p0mSJEmSWnimSZIkSZJajPWkKckBSe5McneST01x/wZJzm/uvzbJ4g7K7MwA/Tk2ye1JbklyeZJtu6izK9P1Z8Jx70lSScbm02YG6U2Sg5vnz+ok3x52jV0a4LX16iRXJLmxeX29s4s61T1zqp051c6c6s+camdOTaGqxvILWA/4PfBa4MXAzcBOk445Gjiz2T4EOL/rukesP/sAC5vto+zP8/vTHLcJcBWwCljSdd2j0htgO+BG4GXN7S26rnvE+nM2cFSzvRNwb9d1+zWyzxVzypx6wf1pjjOnzKkX0p+xy6lxPtO0J3B3Vd1TVU8D3wUOmnTMQcB5zfaFwL5JMsQauzRtf6rqiqp6vLm5Cth6yDV2aZDnD8DngZOBJ4dZXMcG6c0RwOlV9TBAVf1jyDV2aZD+FPDSZntT4C9DrE+jw5xqZ061M6f6M6famVNTGOdJ01bAfRNu39/sm/KYqnoWeBTYbCjVdW+Q/kx0OPDTWa1otEzbnyRvArapqp8Ms7ARMMhzZ3tg+yRXJ1mV5IChVde9QfpzIrA8yf3ApcBHh1OaRow51c6camdO9WdOtTOnprCg6wI09yVZDiwB3t51LaMiyYuALwGHdlzKqFpAb+nD3vT+83tVkl2q6pEuixoh7wXOrapTkiwFvplk56p6ruvCpLnInPp/5tS0zKl2Y5dT43ym6c/ANhNub93sm/KYJAvonX58aCjVdW+Q/pBkP+DTwIFV9dSQahsF0/VnE2Bn4Mok9wJ7AZeMyZtsB3nu3A9cUlXPVNUfgLvohdM4GKQ/hwMXAFTVNcCGwKKhVKdRYk61M6famVP9mVPtzKkpjPOk6TpguySvSfJiem+gvWTSMZcAH2q2lwG/rOYdb2Ng2v4keSNwFr0gGqe1vjBNf6rq0apaVFWLq2oxvbX0B1bV9d2UO1SDvLYuovffO5IsorcM4p4h1tilQfrzJ2BfgCQ70gujB4ZapUaBOdXOnGpnTvVnTrUzp6YwtpOmZu33McBK4A7ggqpaneSkJAc2h30N2CzJ3cCxQN+P65xvBuzPF4GNge8luSnJ5BfUvDVgf8bSgL1ZCTyU5HbgCuD4qhqL/44P2J9PAEckuRn4DnDoGP0hrIY51c6camdO9WdOtTOnppZ5/vNJkiRJ0loZ2zNNkiRJkjQIJ02SJEmS1MJJkyRJkiS1cNIkSZIkSS2cNEmSJElSCydNkiRJktTCSZM0gCSPDWGMI5N8cLbH6TP2oUle1cXYkqS1Z05Js8vrNEkDSPJYVW28Dr7PelW1Zl3UtC7HTnIlcNyYXAlekuYdc0qaXZ5pkmYoyfFJrktyS5LPTdh/UZIbkqxO8pEJ+x9Lckpz1eylze0VSW5OsirJls1xJyY5rtm+MsnJSX6T5K4kb232L0xyQZLbk/wwybVJlrTUOnnsE5rab0tydnqWAUuAbyW5KclGSfZI8qvm51mZ5JWz001J0rpmTknrnpMmaQaS7A9sB+wJ7A7skeRtzd2HVdUe9H6xfyzJZs3+lwDXVtVuVfXr5vaqqtoNuAo4os9wC6pqT+DjwGebfUcDD1fVTsBngD2mKXny2KdV1ZuramdgI+BdVXUhcD3w/qraHXgW+CqwrPl5vg6sGKA9kqSOmVPS7FjQdQHSHLN/83Vjc3tjeuF0Fb0Aenezf5tm/0PAGuD7E77H08CPm+0bgHf0GesHE45Z3Gy/BfgKQFXdluSWaeqdPPY+ST4JLAReDqwGfjTpMTsAOwOXJQFYD/jrNONIkkaDOSXNAidN0swE+EJVnfW8ncnewH7A0qp6vFl7vWFz95OT1mg/U/97M+Ea+r8OnxrgmOn8d+wkGwJnAEuq6r4kJ06ocaIAq6tq6QscU5LUHXNKmgUuz5NmZiVwWJKNAZJslWQLYFN6yxEeT/J6YK9ZGv9q4OBm7J2AXWbw2P8Ez4NN/csm3PcvYJNm+05g8yRLm3HWT/KGtapakjQs5pQ0CzzTJM1AVf08yY7ANc2SgMeA5cDPgCOT3EHvl/mqWSrhDOC8JLcDv6O3bOHRQR5YVY8kOQe4DfgbcN2Eu88FzkzyBLCUXlCdmmRTer8nvtyMJUkaYeaUNDv8yHFpDkmyHrB+VT2Z5HXAL4AdqurpjkuTJMmc0rzlmSZpblkIXJFkfXpruo82iCRJI8Sc0rzkmSZpHkhyLbDBpN0fqKpbu6hHkqSJzCnNdU6aJEmSJKmFn54nSZIkSS2cNEmSJElSCydNkiRJktTCSZMkSZIktXDSJEmSJEkt/g2InTwY3+MVuQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(AdaBoostRegressor,\"n_estimators\",np.arange(1,100))\n", "full_validation_curve(AdaBoostRegressor,\"learning_rate\",np.arange(0.01,1,0.1))" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:35:51.335951Z", "start_time": "2021-10-17T21:35:34.421877Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "AdaBoost__n_estimators: 42\n", "AdaBoost__learning_rate: 0.86\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "AdaBoost__n_estimators: 18\n", "AdaBoost__learning_rate: 0.06999999999999999\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "AdaB_reg_params = {\n", " 'AdaBoost__n_estimators' : np.arange(1,100) ,\n", " 'AdaBoost__learning_rate' : np.arange(0.01,1,0.01) ,\n", "\n", "}\n", "\n", "model_name = 'AdaBoost'\n", "ada_rds1,ada_rds2 = full_auto_search_print_plot(AdaBoostRegressor,\n", " model_name,\n", " AdaB_reg_params,\n", " randomized=True)\n", "\n", "estimators1.append(ada_rds1)\n", "estimators2.append(ada_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gradient Boosting" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:39:44.746609Z", "start_time": "2021-10-17T21:35:51.338236Z" } }, "outputs": [ { "data": { "image/png": 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RERERyRgqgEREREREJGOoABIRERERkYzR7maX79evnw8fPjzqMEQit3HjRgD69u0bcSSSiebNm7fB3fOjjqMtUp6SqCgviOzXWJ5qdwXQ8OHDKSsrizoMkchNnjwZgFmzZkUah2QmM3sn6hjaKuUpiYrygsh+jeWpdlcAiUhACU5ERJIpL4ikRn2AREREREQkY6StADKzh81svZm91sB2M7N7zexNM3vVzManKxYRERERERFI7xWgR4DzGtl+PnBceLsGeCCNsYiIiBxAX9SJiGSmtBVA7h4DNjWyyyXA7zzwCtDbzAalKx4REZE6HkFf1ImIZJwo+wAVAKuSlleH60RERNJOX9SJiGSmdjEIgpldY2ZlZlZWUVERdTgiIpIZ9EWdiEgHFOUw2OXA0KTlIeG6g7j7Q8BDAEVFRZ7+0ETavkceeQSAqVOnRhpHe+Qe3GpqoLo6uK/vlo5ttc9d+/yttVx324AB8NGPRv2T6DjM7BqCZnIMGzYs4mgkU0WeF2p/2TT2i6++X0itva021rqPD7XcUvvW9ziV+6bsezjnOtS6VB4397jkxz16wCc+QTpEWQA9C3zRzB4HJgJb3H1thPGINJt78EdvdTVUVTXvcVOPu/POR3CH3bunHvSH96HuW2qfuvsm55nkvNec+5Y6tr6iJPn3bKY69VQVQCnQF3XSuF27YMcO2Lu3/ltVVcPbDnVrxrGPlJWBO1N/+cuGv4VJ502kJQ0d2v4KIDP7IzAZ6Gdmq4HvAJ0A3P1BYAZwAfAmsBP4VLpikfalpgbefx82bDg4r+zZ0/hyKvs0dTl5XUPFSDS/92cBcO21TTsqKwuys1O7b+q+WVlgdvCxtetSvW/OMXWPNTs4trrLqWxrzjGNvS+1sSU/bu3lrCzo1KnlP5EdkL6oyyRVVbBpE1RUBAko+Za0zjdUsHVLBRt2VlCRVcnOTlBtUJUF1VnBfVXWwesOtVzvPtlGVU4W1dlZVGUb1TnhfXYWVbkWPjaqsozqLMgaDVgWZ7EUI/gHb4BhmBn7/rPke/YtB/tnYZZdz37hvWUlPQ7Pbkk3spIeh790oJ774H++73HtNtu/HD725OPqOQdmOF7vsfuPC/c54DxJ65OPaWj/kCcdS9LdAd98JB134Pr9BwTnP2BDnf3qHFt3Y6P71I0hea+678GB597/uciqXXPAZ6C+dQ2tr3/frH1Pnfx5OmBfM/p06cP0hl7bYUpbAeTuVx5iuwNfSNfzS9tRXQ0bNwb5o/a2fv2By8m3jRuDY1pCdjbk5gZ/7NXeGlvu3Bny8hrenpMTnLP2Ph2Pm3pcUwqVen6Pi2QsfVHXgbnDli0NFjHJ6/ZurGDDjgo27N1CRXfY0A0quoX3tcs9s9nQN5uKoc6G3Cr2ZqXnIl9OVg7Zlk1OVk7wOCv7gHWpLAcvP4jPcdw9pfva41I7piblY+zgv7APYikkp2afp86Pyrz+8zQUQ0PPm+79Uzk2HedJ/vnBwZ+h+tY19Fmob11TzlvQs4Dp3HnImJsjyiZw0k7t3RvkjcaKmOTbpk0NNznq0wfy84PbccfBaacFj/v3hyP6VtO5+26ycqrJzqkmO6cmeNypmuzsarJyqsnKriE7J3hs2cEtJ6cGy6qGrGqcaqq9muqaamq8Zt/jxtZVe7i+nnWe9EKSv03xOi+w9p9+VXirbOC4uscetG2vw976tzWk7i/B+n7hHWqf+n6RNmeftqA2zuRvl2qX69tW336NbWvK+VtC3c9ac/Xr1o9zjz23Rc7VXumLunZo40aYN6/RqzPbtlRQUbmRDbnV9Rc03Y2KXjlsGGFUjKlhS05Vg093ROfe9OueT373/hzVrR8TuuXTr1s/8rsH9/269aNHbo8mFyn1LWdZuxiXSqRDUAEk+6xdC6++euiCZvPm+o/PyoK+ffcXNKNH73/cr5+T13c7nXpvwLpX4F03UJldwebdG9iwcwMVOyvYsHMDS8L7DTs3sGlFY6PTisjhOHXIqRlfAEk7smMH3H03r//6Tmb133lgQdOrExVDsthwbHB1Zk9W/W2Sc7Nyye/Wj/we/enXrR9H1RYzdYqa/G755HfP54iuR5CTpT+TRDoi/csWNm6EH/wA7rsv6OtSKycH+vXbX8SMH7//8RH99tLliI3k9NwA3Suo7ryBXVbBpsoDC5rlO8KCZssGdm/aXe/zd8rqdEDyKRxYSH63fPp27Uu3Tt3Izsom27LJsqx9jxtbl50Vrk9hXVPOm2VZB31Dl/zNflOuqrTUtrrquxLV1H3qu8LQnH3aguTL6nWX69tW336NbWvq+VvqSlAqTR0OpUtOlxaIRCTNqqvhN79h6/e/xfSR73HfVKM6/Pj37tyL/O79ye+ez/Bu/ShupKCpvVLTFq9Si0jrUwGUwXbuhJ/9DO68E7ZvhyunbuGM/1oG3Suoyt3ATjawISxkKnZW8O7ODcwLlzdXbIYGpmTq3aX3vqQzrNcwxg8af1BCSk5KPTv3VFISEZH93GHGDPyWm/lj1ut89apOvNfZ+NzJn2PaGdMY1GMQnbI1koeINI8KoAxUVQW/+Q3ceiusWQMXfngvoz/1cx54YzqPztt6wL652bkHFC9H9j5y33J937T17dpXSUlERJpv3jy46SZef+1FvvjRrrw4EIoGj+XZC35OcUFx1NGJSAegAiiDuMMzz8C0abBsWTAPyM0PvMgvV1/P319dwjnHnMMXi7/IgB4D1GSgHYh8wjsRkZa0ciV885tsf+oxvn9uV+7+QhZ5XbrwwFl389nxn903wpk0THlBJDUqgDLEnDlw883w8stwwgnwyydW8U/7GjcueJLhvYfzl4/9hUuOv0TFTjuiRCciHcKmTfCDH+D/ey9/PtG4cVoeq20bnyr8FD88+4fkd8+POsJ2Q3lBJDUqgDq4JUuCKz7PPQeDB8PPH9rNxhE/4Yb47dR4Dd+d/F1uOu0munbqGnWo0kSzZs2KOgQRkearrAxG37n9dpZnb+b6LxfwfNdyxgw4gccv+DmThk2KOsJ2R3lBJDUqgDqoVavgO9+B3/42mNjzjjtgxIV/5+YXb2DFrBV85MSP8JNzfsLw3sOjDlVERDJJTQ388Y/wzW+yq/wd7ph6DD8ctoPOOVu5Z8o9fGHCFzT8tIiklWbd6mDefx9uuQVGjIBHH4Ubb4R/znuTOcMu4qN/vohO2Z2YefVMnr7iaRU/IiLSul54AYqL4eqree7EbEZ+fyDfH7KCy0ZdzhtffIMbTrlBxY+IpJ0KoA5i1y646y44+ujg/oorYOGSHXS54Juc/sdRxN6J8eMP/ZhF1y7iQ8d8KOpwRUQkk7z2Glx4IZx1Fm9XruPiH43j4lPeomteH174xAs8+pFHGZQ3KOooRSRD6GuWdq66Gn73O5g+HVavhgsugB/8wFmW/STnPPc1Vm9dzf+M+R9+ePYPlVxERKR1lZcH7bF/8xt298njrtvP5XZ/iey9W/jR2T/ihlNuIDc7N+ooRSTDqABqp9zhb38LBjhYsgQmTIDf/x76jXyN6//vematnEXhwEIe/+jj6kgqIiKta+vWoDnCT34CVVXM/OqlfHHwQpZveZ7LRl7G3efczdBeQ6OOUkQylJrAtUNz58KZZ8LFF8PevfDUU/CPWZv5a+WNFD5YyKvvvcoDFz5A2WfLVPyIiEjr2bsXfv5zOPZYuO02Vl92Dpc/dDbndv8zZGfz/NXP86fL/6TiR0QipQKoHVm6FP7rv2DSJHjzTXjwQXh1cQ1bjn6Y4+8bwb0l9/LZ8Z/lP1/8D9cWXatJ4zq4Rx55ZN+cDyIikXKHP/8ZRo2CL3yBvaNO4K7Hr+eEE/7F38pf5LYpt7H4usWcc8w5UUfaoSkviKRGTeDagfJyuPVWePhh6N4dbrstGN3t9c2lnPm7L5IoT3Da0NN4/urnGTdoXNThSivRhHci0ibMnQs33RTcn3gisx77AV94/w+8vux/ufj4i/nZeT/TqKOtRHlBJDUqgNqwzZvhRz+Ce+6Bqiq4/nr45jeBbhXc8O9pPLzgYQb0GMDvLv0dV4+5GjOLOGJpTZrwTkQitXx50BH16adh4EDWPXAXX8ufz6OvfYPhvYfz3JXPcdGIi6KOMqMoL4ikRgVQG1RZGTShvv122LQJrroKvv99GHpkFQ+UPsD0WdPZvmc7Xzn1K0z/wHR6du4ZdcgiIpIpKirge98L2mF37kzVrdO5f0p3ps/9PpUbKvn2md9m2unT6Nqpa9SRiojUSwVQG1JdHUxe+u1vw7vvwrnnwh13wLhx8NLKl7jkF9ezeP1izj76bO49715OzD8x6pBFRCRT7NwZNEm4887g8TXXMPdzF/D5l7/FohcXce4x5/K/5/8vx/U9LupIRUQapUEQ2gB3mDEjKHQ++UnIz4d//Qv+8Q/IP2Y1Vz59JZN/O5mtu7fy9BVPM/PqmSp+RESkdVRXw29+AyNGBO2wP/hBKspifPrcSib99cNs3LWRpy5/iv+76v9U/IhIu6ArQBErKYFbboGXXoJjjoEnnoDLLoO9Nbu5c85PuS12G1U1VUw/czq3nH4L3Tp1izpkERHJFEuWwJVXwuLFMHEi1Y/9gV92W8Y3nr+IbXu2cfNpN/PtD3ybHrk9oo5URCRlKoAi9OMfBwPn9O8P990Hn/0s5ObCjOUzuPEfN7J803IuPeFS7j7nbo7qc1TU4YqISKa57bagTfaTT1J22nCum/F5ytaUMXn4ZO6/4H5G5o+MOkIRkSZTARShX/8aTjstaOqWlwcrNq3gy89/mef+8xwj+o7gH1f9g3OPPTfqMEVEJFPF42w6fzLf7PoCv/jVLxjQYwCPfuRRrhx9pUYeFZF2SwVQRNavh2XL4Ic/hOwuO/n2C3dw19y76JTdiR+d/SNuOOUGcrNzow5T2jDN9yAiafXuu8yxVfzXiZt4f34lN0y8ge9O+a5GHm3DlBdEUqMCKCKzZwM4e0c8xQn3fZVVW1dx1UlX8aMP/YjBeYOjDk/aASU6EUmreJx7J4J1ymXep+KMHTg26ojkEJQXRFKjAigisRjknDOdby26jbEDxvLoRx7ljCPPiDosaUc04Z2IpFU8TmKIMeWYs1X8tBPKCyKp0TDYEYnFoHPh00wZPoWya8pU/IiISJuyvnQW7/RyJgyZGHUoIiItSgVQBDZvhoXLtrCz2zKmDJ9CTpYuxImISBuydSulW14HYELBhIiDERFpWSqAIhCPA4PKcFyJRURE2p5XXiExyMkii/GDxkcdjYhIi1IBFIFYDLKHJQAoLiiOOBoREZE64nESQ2BUvxPpnts96mhERFqUCqAIxGLQa1SC4444jiO6HhF1OCIiIgfw+BwSw7KZMPSUqEMREWlxKoBa2Y4dUFrm7MkvUfM3ERFpe6qqeHvpy2zKraZ4sFopiEjHowKolb3yClR3K2e7rVUBJIflkUce2Tfng4hIi1m0iMQRuwANgNDeKC+IpEYFUCt76SWwIUH/n4kFGlpUmk+JTkTSIh4nUQBdsjszuv/oqKORJlBeEElNWsdfNrPzgJ8B2cCv3P3OOtuHAb8Feof7fN3dZ6QzpqjFYjBgfAkbszppYjk5LJrwTkTSIh6n9Khcxg8+mU7ZnaKORppAeUEkNWm7AmRm2cD9wPnASOBKMxtZZ7dvAU+6+zjg48DP0xVPW7B7d9AELmd4grEDx9Ilp0vUIYmIiOznTlV8NvP6q/+PiHRc6WwCNwF4093fcvc9wOPAJXX2caBn+LgXsCaN8USutBR276lmQ26Zmr+JiEjb8847LKlay66savX/EZEOK50FUAGwKml5dbgu2a3A1Wa2GpgBXF/ficzsGjMrM7OyioqKdMTaKmIxoN8yKmu2K7GIiLQBZnaemb1hZm+a2dfr2T7MzF40swVm9qqZXRBFnK0m7P8DGgBBRDquqAdBuBJ4xN2HABcAvzezg2Jy94fcvcjdi/Lz81s9yJYSi0HBxBJAiUVEJGpqql2PeJzS4Z3o06UPx/Q5JupoRETSIp0FUDkwNGl5SLgu2f8DngRw95eBLkC/NMYUmaoqiMeDCVB7de7FiL4jog5JRCTTqal2XfE4iaM7U1xQjJlFHY2ISFqkswAqBY4zs6PMLJfgm7Nn6+zzLnAWgJmdSFAAtd82bo1YuBC2b4edvRMUFxSTdfCFLhERaV1qqp1s82Z2Ln2V13rsYMJgtVIQkY4rbX+Fu3sV8EXgeWApQROCJWb2PTO7ONztq8BnzWwR8Edgqrt7umKKUiwG5Oxi1Z5XlVikRWi+B5FWkTlNtV95hQUDoRpXM+12SnlBJDVpnQconNNnRp1105Mevw5MSmcMbUUsBgXF8yl3jawjLaM2yU2dOjXSOETasVSbap8HQVNtM6ttqr2+VSJsTfE4iaEGOMUFGgK7PVJeEElNWgsgCdTUwOzZcOz/JChHAyBIy9CEdyKHbV9TbYLC5+PAf9fZp7ap9iMdvak28TiJkb0Z2rMHA3sMjDoaaQblBZHUqCNKK3j9ddi0CWxIgqE9hzIob1DUIYmIZDw11U6ydy+88gqJQWqlICIdn64AtYJYLLhfawklFhGRNkRNtUMLF7KRXbyVvYtrBqv5m4h0bLoC1ApiMRh0bAXvbn9LBZCIiLQ98TilmgBVRDKECqA0cw8KoBFTSgElFhERaYPicRIje2EYJw8+OepoRETSSgVQmq1YAWvXQo8RCbIsi6LBRVGHJCIisp87zJlD6YjunJh/Ij079zz0MSIi7ZgKoDSr7f+zNS/ByPyR9MjtEW1AIiIiyd5+G1+3jkTeNorV/0dEMoAKoDSLxaBvP+f1LQlNgCotShPeiUiLiMd5txes921qpt3OKS+IpEYFUJrFYnDy2W+xcddGJg6ZGHU40oEo0YlIi4jHSRzbFVA/1fZOeUEkNRoGO41WrYK334bTr0vATiUWaVma8E5EWsScOZSeNoDc7DWMGTAm6mjkMCgviKRGV4DSaPbs4L56YIKuOV0ZlT8q2oBERESSvf8+LFlCogAKBxaSm50bdUQiImmnAiiNYjHo2RPe2lPC+EHj6ZTdKeqQRERE9nv5ZaoNyrLWqZ+qiGQMFUBpFIvBaWfsZcHa+UwsUP8fERFpY+Jxlg3IYkdNpZppi0jGUAGUJuvXw9KlcNykxeyu3q3EIiIibU88TuKUYQAUF2gIbBHJDCqA0mTOnOC+yzEJQAMgiIhIG7NnD5SUkDgxj56dezKi74ioIxIRaRUaBS5NYjHo2hXeyymhX7d+DO89POqQRERE9luwACorSfTaTvGgYrJM34mKSGbQb7s0icXg1FOhbF2CiQUTMbOoQ5IORvM9iMhhicepzIFXd69SK4UOQnlBJDUqgNJgyxZYuBAmnLmVpRVLlVgkLZToROSwxOMsHDeIKq+ieLD6/3QEygsiqVETuDSIx8Ed8sfMw191FUCSFprwTkSazR3mzCFxxTBgrfJUB6G8IJIaXQFKg1gMOnWC7b1LAPTNmoiItC0rVsD69SSGZDE4bzAFPQuijkhEpNWoAEqDWAyKi2Hh+gTHHnEsfbv1jTokERGR/eJxAEpz1utLOhHJOCqAWtjOnVBaCmeeCYnyhJoViIhI2xOP8/6Anvxn+0rlKRHJOCqAWtgrr0BVFYw8pZzybeVMGKzEIiIibcycOZRNOR7QPHUiknlUALWwWAyyssCGaAJUERFpgzZtgqVLKR3ZG4CiwUXRxiMi0so0ClwLi8WgsBCWvJ8gJyuHcYPGRR2SiIjIfnPnApDos5MRjKB3l97RxiMi0sp0BagF7dkDL78c9v9Zk2DsgLF0yekSdVjSQWm+BxFplngcz8mmpPJNtVLoYJQXRFKjAqgFlZVBZSWcfkYNpeWlSiySVkp0ItIsc+ZQPukk1u14T/1UOxjlBZHUqAlcC4rFgvsBo5axbfE2JhZMjDYg6dA04Z2INNnu3VBaSukN5wALKS7QENgdifKCSGp0BagFxWIwciS8uUsDIIiISBs0fz7s3k3iyBxysnIoHFgYdUQiIq1OBVALqa6GOXP2z/+Tl5vH8f2OjzosERGR/cIJUBO5FeqnKiIZSwVQC1m0CLZtCwqgkvISiguKyTK9vSIi0obMmUPNscdQtuFVtVIQkYylv9BbSG3/n6JTd/Hqe6+q/4+IiLQt7jB3Lv+ZfBJbd2+leLD6/4hIZlIB1EJiMTj6aNiQvZCqmip9syYiIm3L8uVQUUFidB9A/VRFJHMdsgCywNVmNj1cHmZm+q2ZxD0ogGr7/4ASi4hIa1GeSlFt/5++lfTI7cEJ/U6IOCARkWikcgXo58CpwJXh8jbg/lRObmbnmdkbZvammX29gX2uMLPXzWyJmT2WUtRtzNKlsHHj/v4/BXkFDM4bHHVY0sFpvgeRfZqdpzLKnDlwxBGU7lrByYNOJjsrO+qIpIUpL4ikJpUCaKK7fwGoBHD394HcQx1kZtkECeh8YCRwpZmNrLPPccA0YJK7jwJubFL0bURt/5/aK0ATh6j/j6SfEp3IPs3KUxknHmf3pIksfG+hWil0UMoLIqlJZSLUvWEx4wBmlg/UpHDcBOBNd38rPO5x4BLg9aR9PgvcHyYr3H19E2JvM2IxGDwYeg3cyIr3V/DZ8Z+NOiTJAJrwTmSf5uapzLFhA7zxBq9+4iz27N2jAqiDUl4QSU0qV4DuBf4C9Dez24E5wA9SOK4AWJW0vDpcl2wEMMLM4mb2ipmdV9+JzOwaMyszs7KKiooUnrr1JPf/KVtbCqj/j4hIK2tunsocc+cCUHpUZ0B5SkQyW6MFkJllAW8DNwN3AGuBS939Ty30/DnAccBkgrbbvzSz3nV3cveH3L3I3Yvy8/Nb6KlbxttvQ3l52P9ndQmGcfLgk6MOS0QkIxxunsqUvqrMmQO5uSRyK+jfvT9Dew6NOiIRkcg02gTO3WvM7H53Hwcsa+K5y4Hk37BDwnXJVgMl7r4XeNvM/kNQEJU28bkik9z/5+ZFCUbmj6Rn557RBiUikiEOJ08l9VX9EEE+KjWzZ9399aR9kvuqvm9m/Vsw/NYTj8PJJ5NYN48JBRMws6gjEhGJTCpN4P5tZh+1pv+2LAWOM7OjzCwX+DjwbJ19/kpw9Qcz60fQJO6tJj5PpGIx6NsXTjjBSZQn1KxARKT1NTdP7eur6u57gNq+qsnaf1/VykooK2PrpCKWbVjGhMHKUyKS2VIpgD4H/AnYY2bbwtvWQx3k7lXAF4HngaXAk+6+xMy+Z2YXh7s9D2w0s9eBF4Gb3H1js15JRGIxOOMMeHfrSjbs3KACSESk9TUrT5EhfVWZNw/27GHe2Hwcp7igOOqIREQidchR4Nw9r7knd/cZwIw666YnPXbgK+Gt3SkvhxUr4AtfCOb/AZhYoCGwRURa0+HkqRQk91UdAsTM7CR331wnhoeAhwCKioo8jfE03Zw5ACTy98AKKB6sAkhEMlsqw2ATXrE5M1yc5e5/S19I7cfs2cH9mWfCo+UJuuR0YXT/0dEGJRmjdq6HqVOnRhqHSFvQzDyVEX1VicdhxAgSW17nmD7H0Ldb36gjkjRRXhBJzSGbwJnZncANBPP3vA7cYGZ3pDuw9iAWg7w8GDs2mAB1/KDxdMruFHVYkiE04Z1I4DDyVMfvq+oeDIE9aRKl5aVqpt3BKS+IpCaVK0AXAIXuXgNgZr8FFhCMipPRYjGYNAnc9jJ/7Xw+d/Lnog5JMogmvBPZp1l5yt2rzKy2r2o28HBtX1WgzN2fDbedE/ZVraa99VV94w3YuJG1p4xi1drfqPlbB6e8IJKalJrAAb2BTeHjXukJpX3ZsAGWLIGrroLX1r/GrqpdTByi/j8iIhHpTTPyVEfvq1rb/6f02G6wVhOgiohAagXQHcACM3sRMII21vVOFpdJwpzCmWcGzd9AiUVEJCLKUw2Jx6FfPxK+mmzLZtygcVFHJCISuVRGgfujmc0Caq+b3+Lu69IaVTsQi0GXLlBUBA//I0Hfrn05qvdRUYclIpJxlKcaEY/DaadRuraM0f1H061Tt6gjEhGJXCqDIPwXsNPdnw3bQ1ea2aVpj6yNi8XglFOgc2dIrEloZm0RkYgoTzVg/XpYvhw/7TRN1C0ikiSViVC/4+5bahfCuQ++k7aI2oGtW2HBgqD527bd21iyfonm/xERiY7yVH3icQDeHD+czZWbVQCJiIRSKYDq2yfVwRM6pLlzoaYmKIDmrZ2H40osIiLRUZ6qTzwOnTtT2rcSUD9VEZFaqRRAZWZ2t5kdE95+CsxLd2BtWSwGOTlBE7jaARCKCzS0qLQuzfcgso/yVH3icSgqIrF+AV1zujIyf2TUEUmaKS+IpCaVAuh6YA/wRHirBL6QzqDaulgsGPyge/egADq6z9H069Yv6rAkwyjRieyjPFXXrl0wbx5MmkSiPMHJg08mJ0sXxTo65QWR1KQyCtwOwuFEzawPsDmcFyEj7doFiQR8+cvBckl5CWcMOyPaoCQjacI7kYDyVD1KS2HvXvZOOoUFi+/l80WfjzoiaQXKCyKpafAKkJlNN7MTwsedzewF4E3gPTM7u7UCbGtKSmDv3qD/z5pta1i9dbXaVYuIREB5qhHhAAivjehNZVWlmmmLiCRprAncx4A3wsefDPftD3wA+EGa42qzYjEwg0mToLS8FFDHUhGRiChPNSQehxNOILH9P4DylIhIssYKoD1JTQjOBf7o7tXuvpQMHl0nFoOxY6F376D/T05WDuMGamZtEZEIKE/Vp6YmGK407P+jibpFRA7UWAG028xGm1k+MAWYmbQtI6eS3rMnyClnnhksl5SXMGbAGLp26hptYCIimUl5qj5Ll8L778Ppp1O6plQTdYuI1NFYAXQD8BSwDPipu78NYGYXAAtaIbY2Z/78YBCEM8+EGq8JEstgNSsQEYmI8lR9wv4/2ycUsqRiCcWD1f9HRCRZg00E3L0EOKGe9TOAGekMqq2KxYL7M86A/2z8D1t3b1W7ahGRiChPNSAeh/x85nfbQo3XKE+JiNSRyjxAEorF4IQToH///ROgThwyMeKoJFNpvgcRqVc8HvT/WRMM1KMR4DKH8oJIalQApai6GubMSer/s7qEvNw8ju97fLSBScZSohORg6xbBytW7Ov/c2SvI+nfvX/UUUkrUV4QSU3mjpLTRIsXw5Yt+wugxJoERYOLyM7KjjYwyVia8E5EDhL2/2HSJBIl96n5W4ZRXhBJTaNXgMysp5kdU8/6MekLqW2q7f9z5plQWVXJonWLlFhERCKmPFVHPA5dulBxwlBWbl6pPCUiUo8GCyAzu4JgZJ2nzWyJmSU3In4k3YG1NbEYDB8OQ4fConWL2Fuzl4kF6v8jIhIV5al6xONQXExpxSJAE6CKiNSnsStA3wBOdvdC4FPA783sv8JtGTWhgHtQACXP/wNKLCIiEVOeSrZzZzBfw+mnkyhPkGVZjB80PuqoRETanMb6AGW7+1oAd0+Y2RTgb2Y2FPBGjutw3ngDKiqS+v+UJxicN5iCngXRBiYiktmUp5IlElBVFfT/Kb+fkfkj6ZHbI+qoRETanMauAG1LblcdJpnJwCXAqDTH1aYk9/+BoADS1R8RkcgpTyULB0DwU04J8pQm6hYRqVdjBdB1dbe7+zbgPODT6QyqrYnFYOBAOPZY2LRrE8s3LVf/HxGR6ClPJYvHYeRIVmZtZeOujZr/R0SkAQ02gXP3RQ1sqk5TLG2SO7z0UnD1xwxKy4OJ5XQFSKJWO9fD1KlTI41DJCrKU0lqamDuXPjYx/ZN1K08lXmUF0RS09gocD3NbJqZ3Wdm51jgeuAt4IrWCzFa77wDq1cf2PzNMIoGF0UbmGQ8TXgnmU55KsmSJcFkdZMmkShP0Dm7Myf1PynqqKSVKS+IpKaxQRB+D7wPvAx8hmC0HQMudfeF6Q+tbTio/8+aBCfmn0jPzj2jC0oETXgngvLUfkkToJbGfsX4QePplN0p2pik1SkviKSmsQLoaHc/CcDMfgWsBYa5e2WrRNZGxGLQpw+MGgXuTsnqEi4ccWHUYYmIiPLUfvE4DBhA1fBhzHtiHp8Z95moIxIRabMaGwRhb+0Dd68GVmdiUonF4IwzICsL3tnyDhU7KzSyjohI26A8VSseh9NP5/UNS9m5d6f6/4iINKKxAmismW0Nb9uAMbWPzWxrawUYpbVrYfnyA/v/gDqWioi0ERmfpwBYswbefntf/x9QnhIRaUxjo8Blt2YgbdHs2cF9cgHUObszYwaMiS4oEREBlKf2Se7/U/5renfpzbFHHBttTCIibVhjV4AOm5mdZ2ZvmNmbZvb1Rvb7qJm5mbWpodViMejeHcaNC5ZLykvUsVRERNqWeBy6doVx40isSVA8uBgzizoqEZE2K20FkJllA/cD5wMjgSvNbGQ9++UBNwAl6YqluWIxmDQJcnKgqqaKeWvmqVmBiIi0LfE4TJzITvay+L3FylMiIoeQzitAE4A33f0td98DPA5cUs9+3wd+CLSpjqubNsHixfubvy1Zv4RdVbuUWKTN0HwPIsL27bBgAUyaxIK1C6j2auWpDKa8IJKadBZABcCqpOXV4bp9zGw8MNTd/97YiczsGjMrM7OyioqKlo+0HnPmBPd1B0CYWDCxVZ5f5FCU6ESERAKqq4P+P2tKASgeXBxxUBIV5QWR1DQ2D1BamVkWcDcw9VD7uvtDwEMARUVFnt7IArEYdO4MxWEeKSkv4YiuR3B0n6Nb4+lFDkkT3okI8TiYwamnkvj37xnScwiD8gZFHZVERHlBJDXpvAJUDgxNWh4SrquVB4wGZpnZSuAU4Nm2MhBCLAYTJ0KXLsFyojzBhIIJ6lgqItKBtPfBeojHg5m6e/fel6dERKRx6SyASoHjzOwoM8sFPg48W7vR3be4ez93H+7uw4FXgIvdvSyNMaVk2zaYP39/87fte7azpGKJJkAVEelA2v1gPdXVMHcunH46m3ZtYsX7K5SnRERSkLYCyN2rgC8CzwNLgSfdfYmZfc/MLk7X87aEl18O8kptATR/7XxqvIaJQ9T/R0SkA2nXg/Xw2mvBN3aTJlFaHvb/KVD/HxGRQ0lrHyB3nwHMqLNuegP7Tk5nLE0Ri0F2Npx6arBcsjr40k8dS0VEOpT6Bus54Juu5MF6zOym1gzukJImQE28+wcM4+RBJ0cbk4hIO5DWiVDbq1gMTj4ZevQIlhNrEhzV+yjyu+dHG5iIiLSapMF6vprCvq0+WinxOAwaBMOHk1iT4IR+J9CrS6/WeW4RkXZMBVAdlZVQUrK/+RugjqUiIh1Tiw3W4+4PuXuRuxfl57fSl2Vz5sDpp+NAaXmpmr+JiKRIBVAdiQTs2bO/AFq3fR3vbnlX8/9Im6P5HkQOW7sdrIfVq+Hdd2HSJFZtXcV7O97TAAiivCCSIhVAdcRiwZQKp58eLNdOgKorQNLWKNGJHJ72PFjPAf1/lKckpLwgkprIJkJtq2IxOOkk6NMnWE6UJ8i2bMYNGhdtYCJ1aMI7kcPXXgfrIR6Hbt1g7FhKZ/2J3OxcxgwYE3VUEjHlBZHU6ApQkr17gykV6vb/GTNgDN06dYsuMBERkWRz5sApp0CnTiTWJBg7YCydczpHHZWISLugAijJggWwY8f+AqjGayhdU6pmBSIi0nZs2waLFsGkSVTXVFO2pkx5SkSkCVQAJYnFgvszzgjul29czubKzUosIiLSdpSUQE0NTJrEsg3L2L5nu/KUiEgTqABKEovBiBEwcGCwrI6lIiLS5sTjwWg9p5xC6ZpSQBN1i4g0hQqgUE0NzJ59cP+fHrk9OLHfidEFJiIikmzOHBgzBnr1IlGeIC83j+P7HR91VCIi7YYKoNBrr8HmzXUKoDUJigYXkZ2VHVlcIiIi+1RVwSuvwKRJQPBFXXFBMVmmdC4ikir9xgzV9v+pLYB2V+1m4bqFmlhO2izN9yCSgRYvhu3bYdIkKqsqefW9V5WnZB/lBZHUqAAKvfQSDBsGRx4ZLC96bxF7qveo/4+0WUp0IhkoaQLUResWsbdmL8UF6v8jAeUFkdRoIlTAPbgCdM45+9fVDoAwccjEiKISaZwmvBPJQHPmwJAhMGwYicSzgAbqkf2UF0RSoytAwH/+A+vXHzwAwqAegyjIK4guMBERkWTxeND/x4zEGuUpEZHmUAHEwf1/AErKS5hQMAEziyYoERGRZO++C6tX7xsAobS8lOKCYuUpEZEmUgFEUAD17x/MAQTw/q73+c/G/6hZgYiItB1J/X82V27mjY1vaAAEEZFmUAFEUACdeWYwrxxA2ZoyACYWqP+PiIi0EXPmQI8eMGbMvjylL+pERJou4wugd94JWhXU7f8DUDS4KKKoRERE6ojH4ZRTICeH0vJSQHlKRKQ5Mr4Aaqj/zwn9TqBXl17RBCUiIpJs69ZgDqDaCVDXJDjuiOPo07VPxIGJiLQ/KoBi0Ls3jB4dLLs7ifKEmr9Jm6f5HkQyyCuvQE3N/gKoPKHmb3IQ5QWR1KgAisHpp0N2drC8ausq3tvxnhKLtHlKdCIZZM4cyMqCU06hfGs5a7atUZ6SgygviKQmoydCXbcumAPoM5/Zv662/48Si7R1mvBOJIPE4zB2LOTlUbrs3wAUDy6OOChpa5QXRFKT0QXQ7NnB/QH9f1aX0Dm7M2MGjIkmKBFJm71797J69WoqKyujDqXd6NKlC0OGDKFTp05Rh5K5qqqgpAQ+9Skg+KIuJyuHwoGF0cYlIi1OearpmpOnMroAisWgWzcYP37/usSaBOMGjSM3Oze6wEQkLVavXk1eXh7Dhw/X5JEpcHc2btzI6tWrOeqoo6IOJ3MtWgQ7dhzQ/2fMgDF07dQ14sBEpKUpTzVNc/NURvcBisXgtNOgtmCsqqmibE2ZJpYT6aAqKyvp27evkkqKzIy+ffvqm8iozZkT3J9+OjVeozwl0oEpTzVNc/NUxhZAmzYFI4omN397veJ1du7dqf4/Ih2YkkrT6P1qA+JxGDYMhgxh+cblbNm9heIC9f8R6aj0e7dpmvN+ZWwBFI+De/0ToKoAEpF02LhxI4WFhRQWFjJw4EAKCgr2Le/Zs6fRY8vKyvjSl76Uttj++te/8vrrr6ft/NJM7kHCSmr+BspTIpIemZKnMrYPUCwGubkwISmHJMoT9OnSh2OPODa6wESkw+rbty8LFy4E4NZbb6VHjx587Wtf27e9qqqKnJz6fy0XFRVRVFSUttj++te/ctFFFzFy5Mi0PYc0wzvvwJo1BxRA3Tt158R+J0YcmIh0RJmSpzL2ClAsFhQ/XZP6kNZOLKdLj9IeaL6HjmHq1Klce+21TJw4kZtvvplEIsGpp57KuHHjOO2003jjjTeAYHjbiy66CAiS0qc//WkmT57M0Ucfzb333nvQeaurq5k6dSqjR4/mpJNO4qc//SkAK1as4LzzzuPkk0/mjDPOYNmyZcydO5dnn32Wm266icLCQlasWNF6b4A0Lqn/D0DpmlJOHnwy2VnZEQYlbZXygqRDR8xTGXkFaPt2mDcPbrll/7ode3aweP1iLj7+4ugCE2mC2iQ3derUSONor268EcIvuVpMYSHcc0/Tj1u9ejVz584lOzubrVu3Mnv2bHJycvjXv/7FN77xDZ5++umDjlm2bBkvvvgi27Zt4/jjj+e66647YAjQhQsXUl5ezmuvvQbA5s2bAbjmmmt48MEHOe644ygpKeHzn/88L7zwAhdffDEXXXQRl112WTNeuaRNPA49e8Lo0eyp3sOCdQv40oT0NTGR9k15oYNpQ4mqo+WpjCyAXn4ZqqsP7P8zf+18arxG7aql3dCEdx3H5ZdfTnZ28I3+li1b+OQnP8ny5csxM/bu3VvvMRdeeCGdO3emc+fO9O/fn/fee48hQ4bs23700Ufz1ltvcf3113PhhRdyzjnnsH37dubOncvll1++b7/du3en98XJ4YnH4ZRTIDubV9csYE/1HuUpaZDygqRLR8tTGVkAxWKQlRUMgV1LHUtFMktzrtSkS/fu3fc9/va3v82UKVP4y1/+wsqVK5k8eXK9x3Tu3Hnf4+zsbKqqqg7Y3qdPHxYtWsTzzz/Pgw8+yJNPPsk999xD796997XvljZu82Z47TUIv+0sLS8FlKdEMkYbSlQdLU9lZB+gWCyY/DQvb/+6xJoEw3sPp3/3/tEFJiIZb8uWLRQUFAAcVlv+DRs2UFNTw0c/+lFuu+025s+fT8+ePTnqqKP405/+BAQTyC1atAiAvLw8tm3bdtjxSwt6+eVgFLiw/09iTYL8bvkM6zUs4sBEJJN1hDyV1gLIzM4zszfM7E0z+3o9279iZq+b2atm9m8zOzKd8QBUVkJJyYHN3wBKVpfoWzURidzNN9/MtGnTGDdu3EHfljVFeXk5kydPprCwkKuvvpo77rgDgEcffZRf//rXjB07llGjRvHMM88A8PGPf5y77rqLcePGaRCEtiIeh+xsmDgR0EA9ItI2dIQ8Ze5+WCdo8MRm2cB/gA8Bq4FS4Ep3fz1pnylAibvvNLPrgMnu/rHGzltUVORlZWXNjmv27KD4+etf4ZJLgnXvbX+PgT8ZyE/O+QlfOfUrzT63iLRtS5cu5cQTNXxwU9X3vpnZPHdP33in7djh5ql9pkyBbdugrIxtu7fR685e3Dr5VqZ/YPrhn1tE2iTlqeZpap5K5xWgCcCb7v6Wu+8BHgcuSd7B3V90953h4ivAENIsFgvuwxYFQDCsKKhdtYiItBF79wbNFcL5f+atnYfjFA8ujjgwEZH2L50FUAGwKml5dbiuIf8P+L/6NpjZNWZWZmZlFRUVhxVULAajR0PfvvvXJcoTZFs24waOO6xzi4iItIgFC2DXrv39f8KBeooLVACJiByuNjEIgpldDRQBd9W33d0fcvcidy/Kz89v9vNUVQVNqg/q/1Newuj+o+me273+A0XaIE14J9KBxePBfXgFKFGe4Og+R9OvW78Ig5K2TnlBJDXpLIDKgaFJy0PCdQcws7OBbwIXu3taJ6RYsAB27DiwAHJ3EuUJJhZMTOdTi7Q4JTqRDiweh+HDYfBgIGiqrWbacijKCyKpSec8QKXAcWZ2FEHh83Hgv5N3MLNxwC+A89x9fRpjAfb3/znjjP3r3tz0JpsrNyuxSLujCe9EDp+ZnQf8DMgGfuXud9bZ/hXgM0AVUAF82t3fSWtQ7kEBdNZZAKzbvo53t7zLDRNvSOvTSvunvCCSmrRdAXL3KuCLwPPAUuBJd19iZt8zs4vD3e4CegB/MrOFZvZsuuIB6NMHLr103xdqgCZAFRHJVOFopfcD5wMjgSvNbGSd3RYARe4+BngK+FHaA3vrLVi3bl//H02AKiLSstJ5BQh3nwHMqLNuetLjs9P5/HV9+tPBLVlJeQndO3VnZH7dnCci0rI2btzIWbXf6q9bR3Z2NrX9GhOJBLm5uY0eP2vWLHJzcznttNMOK47Nmzfz2GOP8fnPf/6wztMB7ButFMDMakcr3Tddg7u/mLT/K8DVaY+qnv4/GqhHRFpDpuSpNjEIQpQS5QmKBheRnZUddSgi0sH17duXhQsXsnDhQq699lq+/OUv71s+VFKBILHMnTv3sOPYvHkzP//5zw/7PB1Ai41W2qLicejVC0aNAoL+P6P6j9JAPSKSdpmSpzK6ANpTvYcF6xaoWYGIRGbevHl84AMf4OSTT+bcc89l7dq1ANx7772MHDmSMWPG8PGPf5yVK1fy4IMP8tOf/pTCwkJmz559wHleeuklCgsLKSwsZNy4cWzbtg2Au+66i+LiYsaMGcN3vvMdAL7+9a+zYsUKCgsLuemmm1r3BbdThxqttCWnayAeh1NPhaysfQP1TBisPCUi0eiIeSqtTeDaulffe5U91XtUAIlkoBv/cSML1y1s0XMWDizknvPuSXl/d+f666/nmWeeIT8/nyeeeIJvfvObPPzww9x55528/fbbdO7cmc2bN9O7d2+uvfZaevTowde+9rWDzvXjH/+Y+++/n0mTJrF9+3a6dOnCzJkzWb58OYlEAnfn4osvJhaLceedd/Laa6+xcOHClnvx7VNTRyv9QEOjlbr7Q8BDAEVFRd7siN5/H5YsgSuvBGDF+yt4v/J95SmRDKQ8lb48ldEFUMnqEkAdS0UkGrt37+a1117jQx/6EADV1dUMGjQIgDFjxnDVVVdx6aWXcumllx7yXJMmTeIrX/kKV111FR/5yEcYMmQIM2fOZObMmYwbF/Qd2b59O8uXL2fYsGFpe03tTJsbrZTapiNh/x8NgCAiUeqoeSqjC6DEmgQDewxkaM+hh95ZpI2pneth6tSpkcbRXjXlG7B0cXdGjRrFyy+/fNC2v//978RiMZ577jluv/12Fi9e3Oi5vv71r3PhhRcyY8YMJk2axPPPP4+7M23aND73uc8dsO/KlStb8mW0W+5eZWa1o5VmAw/XjlYKlLn7sxw4WinAu+5+cYMnPVzl5ZCXBxOCgidRnqBrTldG9R+VtqeUjkN5oWNRnkqfjO4DlChPMKFgAmFSE2lXNOFd+9e5c2cqKir2JZa9e/eyZMkSampqWLVqFVOmTOGHP/whW7ZsYfv27eTl5e1rM13XihUrOOmkk7jlllsoLi5m2bJlnHvuuTz88MNs374dgPLyctavX9/oeTKNu89w9xHufoy73x6umx4WP7j72e4+wN0Lw1v6ih+Aa66BTZugWzcg+KJu/KDx5GRl9PeVkiLlBWlpHTVPZexv1C2VW1i2YRlXn5T+EU1F0kET3rV/WVlZPPXUU3zpS19iy5YtVFVVceONNzJixAiuvvpqtmzZgrvzpS99id69e/PhD3+Yyy67jGeeeYb//d//5YykWZ3vueceXnzxRbKyshg1ahTnn38+nTt3ZunSpZx66qkA9OjRgz/84Q8cc8wxTJo0idGjR3P++edz11319uuXqOQEqXlv9V7mr53PdUXXRRyQtBfKC9LSOmqeMvfm99WMQlFRkZeVlR32ef711r/40O8/xMyrZ/KhYz7UApGJSFu3dOlSTjzxxKjDaHfqe9/MbJ67F0UUUpvWUnlq4bqFjPvFOB77yGNcedKVLRCZiLR1ylPN09Q8lbFN4BLlCQCKC4ojjkRERORgtXlKAyCIiLSsjC6Aju97PL279I46FBERkYMkyhMc0fUIju5zdNShiIh0KBlZALk7JeUl+lZNRETarNI1pRqoR0QkDTKyAFq9dTXrtq9jYsHEqEMRERE5yI49O3ht/WsUD1YzbRGRlpaRBZDaVYuISFs2f+18arxGeUpEJA0ytgDKzc5lzIAxUYci0mya70Gk49o3UI+uAEkTKC+IpCYzC6A1CQoHFtI5p3PUoYg0mxJd+5SdnU1hYSFjx45l/PjxzJ07t1nnueeee9i5c2e922bPns2oUaMoLCykvLycyy67DICFCxcyY8aMZscurad0TSlH9jqSAT0GRB2KtCPKC9ISMiFPZVwBVF1TTdmaMvX/kXZv1qxZmvSuHeratSsLFy5k0aJF3HHHHUybNq1Z52kssTz66KNMmzaNhQsXUlBQwFNPPQWoAGpPEuUJTdMgTaa8IC0hE/JUxhVASzcsZfue7WpXLSKR27p1K3369Nm3fNddd1FcXMyYMWP4zne+A8COHTu48MILGTt2LKNHj+aJJ57g3nvvZc2aNUyZMoUpU6YccM5f/epXPPnkk3z729/mqquuYuXKlYwePZo9e/Ywffp0nnjiCQoLC3niiSda9bVK6ip2VPD25reZMFh5SkSi1VHzVE7aztxGaQAEEak1efJkpk6dytSpU9O+T61du3ZRWFhIZWUla9eu5YUXXgBg5syZLF++nEQigbtz8cUXE4vFqKioYPDgwfz9738HYMuWLfTq1Yu7776bF198kX79+h1w/s985jPMmTOHiy66iMsuu4yVK1cCkJuby/e+9z3Kysq47777DhmnRKd0TSmgPCUiylPpknFXgBLlCXp36c2xRxwbdSgikoFqmxYsW7aMf/zjH3ziE5/A3Zk5cyYzZ85k3LhxjB8/nmXLlrF8+XJOOukk/vnPf3LLLbcwe/ZsevXqFfVLkDQrLS/FMMYPGh91KCKSgTIhT2XcFaDaCVCzLONqPxGpI5W28i21T31OPfVUNmzYQEVFBe7OtGnT+NznPnfQfvPnz2fGjBl861vf4qyzzmL69OnNej5pHxJrEozMH0le57yoQxGRiClPpUdGVQE79+5k8XuL1a5aRNqEZcuWUV1dTd++fTn33HN5+OGH2b59OwDl5eWsX7+eNWvW0K1bN66++mpuuukm5s+fD0BeXh7btm1r0vM15xhpXe5Oojyh5m8i0iZ01DyVUVeAFqxdQLVXK7GISGRq21ZD8Mfub3/7W7KzsznnnHNYunQpp556KgA9evTgD3/4A2+++SY33XQTWVlZdOrUiQceeACAa665hvPOO4/Bgwfz4osvpvTcU6ZM4c4776SwsJBp06bxsY99LC2vUZrvnS3vsGHnBuUpEYlMJuQpc/e0nDhdioqKvKysrFnH/vTln/KVmV9h3VfXaW4Fafdq53pIpUOjBJYuXcqJJ54YdRjtTn3vm5nNc/eiiEJq0w4nTz255Ek+9tTHKPtsGScPPrmFI5OOTnmh/VOeap6m5qmMagLXJacLZx99toof6RA04Z1Ix2MYRYOLOGnASVGHIu2Q8oJIajKqCdx1xddxXfF1UYch0iI02Z1Ix3P5qMu5fNTlUYch7ZTygkhqMuoKkIiIiIiIZDYVQCKSUdpbv8eo6f0SEWld+r3bNM15v1QAiUjG6NKlCxs3blRySZG7s3HjRrp06RJ1KCIiGUF5qmmam6cyqg+QiGS2IUOGsHr1aioqKqIOpd3o0qULQ4YMiToMEZGMoDzVdM3JUyqARCRjdOrUiaOOOirqMEREROqlPNU61AROREREREQyhgogkXZK8z2IiEgy5QWR1KgAEmmnlOhERCSZ8oJIaqy9jTJhZhXAO008rB+wIQ3hdAR6bxqn96dxen8a15HfnyPdPT/qINoi5akWp/emcXp/Gqf3p3Ed+f1pME+1uwKoOcyszN2Loo6jLdJ70zi9P43T+9M4vT+SKn1WGqb3pnF6fxqn96dxmfr+qAmciIiIiIhkDBVAIiIiIiKSMTKlAHoo6gDaML03jdP70zi9P43T+yOp0melYXpvGqf3p3F6fxqXke9PRvQBEhERERERgcy5AiQiIiIiItKxCyAzO8/M3jCzN83s61HHEzUzG2pmL5rZ62a2xMxuCNcfYWb/NLPl4X2fqGONipllm9kCM/tbuHyUmZWEn6EnzCw36hijYma9zewpM1tmZkvN7FR9dvYzsy+H/65eM7M/mlkXfX7kUJSnDqQ8dWjKUw1Tnmqc8tR+HbYAMrNs4H7gfGAkcKWZjYw2qshVAV9195HAKcAXwvfk68C/3f044N/hcqa6AViatPxD4KfufizwPvD/IomqbfgZ8A93PwEYS/A+6bMDmFkB8CWgyN1HA9nAx9HnRxqhPFUv5alDU55qmPJUA5SnDtRhCyBgAvCmu7/l7nuAx4FLIo4pUu6+1t3nh4+3EfxiKCB4X34b7vZb4NJIAoyYmQ0BLgR+FS4b8EHgqXCXTH5vegFnAr8GcPc97r4ZfXaS5QBdzSwH6AasRZ8faZzyVB3KU41TnmqY8lRKlKdCHbkAKgBWJS2vDtcJYGbDgXFACTDA3deGm9YBA6KKK2L3ADcDNeFyX2Czu1eFy5n8GToKqAB+Eza9+JWZdUefHQDcvRz4MfAuQULZAsxDnx9pnPJUI5Sn6nUPylMNUZ5qhPLUgTpyASQNMLMewNPAje6+NXmbB8MCZtzQgGZ2EbDe3edFHUsblQOMBx5w93HADuo0I8jUzw5A2Kb8EoIEPBjoDpwXaVAi7Zjy1MGUpw5JeaoRylMH6sgFUDkwNGl5SLguo5lZJ4Kk8qi7/zlc/Z6ZDQq3DwLWRxVfhCYBF5vZSoJmKB8kaEvcO7xUDJn9GVoNrHb3knD5KYJEo89O4GzgbXevcPe9wJ8JPlP6/EhjlKfqoTzVIOWpxilPNU55KklHLoBKgePC0S1yCTp6PRtxTJEK2wr/Gljq7ncnbXoW+GT4+JPAM60dW9TcfZq7D3H34QSflRfc/SrgReCycLeMfG8A3H0dsMrMjg9XnQW8jj47td4FTjGzbuG/s9r3R58faYzyVB3KUw1Tnmqc8tQhKU8l6dAToZrZBQTtZbOBh9399mgjipaZnQ7MBhazv/3wNwjaVz8JDAPeAa5w902RBNkGmNlk4GvufpGZHU3wTdsRwALganffHWF4kTGzQoKOt7nAW8CnCL5E0WcHMLPvAh8jGMVqAfAZgrbU+vxIg5SnDqQ8lRrlqfopTzVOeWq/Dl0AiYiIiIiIJOvITeBEREREREQOoAJIREREREQyhgogERERERHJGCqAREREREQkY6gAEhERERGRjKECSEREREREMoYKIJEWZGaF4bwetcsXm9nXW+jcN5pZt5Y4l4iIZCblKRHNAyTSosxsKlDk7l9Mw7lXhufe0IRjst29uqVjERGR9kl5SkRXgCRDmdlwM1tqZr80syVmNtPMujaw7zFm9g8zm2dms83shHD95Wb2mpktMrOYmeUC3wM+ZmYLzexjZjbVzO4L93/EzB4ws1fM7C0zm2xmD4dxPJL0fA+YWVkY13fDdV8CBgMvmtmL4borzWxxGMMPk47fbmY/MbNFwKlmdqeZvW5mr5rZj9PzjoqISEtSnhJJI3fXTbeMuwHDgSqgMFx+Eri6gX3/DRwXPp4IvBA+XgwUhI97h/dTgfuSjt23DDwCPA4YcAmwFTiJ4IuIeUmxHBHeZwOzgDHh8kqgX/h4MPAukA/kAC8Al4bbHLgifNwXeIP9V3t7R/3e66abbrrpduib8pRuuqXvpitAksnedveF4eN5BMnmAGbWAzgN+JOZLQR+AQwKN8eBR8zsswRJIBXPubsTJKX33H2xu9cAS5Ke/wozmw8sAEYBI+s5TzEwy90r3L0KeBQ4M9xWDTwdPt4CVAK/NrOPADtTjFNERKKnPCWSBjlRByASod1Jj6uB+poWZAGb3b2w7gZ3v9bMJgIXAvPM7OQmPGdNneevAXLM7Cjga0Cxu78fNjnoksJ5k1V62J7a3avMbAJwFnAZ8EXgg008n4iIREN5SiQNdAVIpBHuvhV428wuB7DA2PDxMe5e4u7TgQpgKLANyDuMp+wJ7AC2mNkA4PykbcnnTgAfMLN+ZpYNXAm8VPdk4TeDvdx9BvBlYOxhxCYiIm2M8pRI0+kKkMihXQU8YGbfAjoRtI9eBNxlZscRtJX+d7juXeDrYTOEO5r6RO6+yMwWAMuAVQTNF2o9BPzDzNa4+xQLhi19MXz+v7v7M/WcMg94xsy6hPt9pakxiYhIm6c8JdIEGgZbREREREQyhprAiYiIiIhIxlATOJGQmd0PTKqz+mfu/pso4hEREUmmPCXSMtQETkREREREMoaawImIiIiISMZQASQiIiIiIhlDBZCIiIiIiGQMFUAiIiIiIpIxVACJiIiIiEjG+P/nvtz7eyC2kwAAAABJRU5ErkJggg==\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "full_validation_curve(GradientBoostingRegressor,\"n_estimators\",np.arange(1,100,10))\n", "full_validation_curve(GradientBoostingRegressor,\"max_depth\",np.arange(1,20,1))\n", "full_validation_curve(GradientBoostingRegressor,\"learning_rate\",np.arange(0.01,1,0.1))\n", "full_validation_curve(GradientBoostingRegressor,\"subsample\",np.arange(0.01,1,0.1))" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:40:06.514276Z", "start_time": "2021-10-17T21:39:44.748961Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset 1 ~ Best hyperparameters\n", "GradBoost__subsample: 0.52\n", "GradBoost__n_estimators: 92\n", "GradBoost__max_depth: 7\n", "GradBoost__learning_rate: 0.060000000000000005\n", "\n", "\n", "\n", "\n", "Dataset 2 ~ Best hyperparameters\n", "GradBoost__subsample: 0.93\n", "GradBoost__n_estimators: 75\n", "GradBoost__max_depth: 4\n", "GradBoost__learning_rate: 0.73\n", "\n" ] }, { "data": { "image/png": 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shMmTJ49ty3ebeO5dRERE4pO1Nq+7r0FEROJX2IY5VnUsYUDqgAZXq/Xs2q+uro6XX345fc6cOSGArVu39n3zzTe3jBs3rtbn8w1yu90N77333raqqiozZcqUcbfcckvob3/7W99du3Yl79q16739+/f3ueKKKybee++9TZZ7O3jwYOKDDz44sri4ePu4ceNqKyoqErKyshruvvvuw/3792949NFHKwBuueWWS771rW9V3HjjjZU7d+5MuvHGG8d8+OGHW7773e8OnTp1aqXP5yv73e9+5/7DH/5wRqA5d+7c49dee+04IrUnnnvuuQEPP/xwGcAzzzyzJysrq6GystJ89KMfnTB37tzj2dnZrRUjbOJLX/rSiCeeeGLvFVdcUVNUVNTva1/72vDXXnvt/R/84AdDVq1a9f4ll1xSd+TIkYRzn0lBqoiIiIiI9EJhG+b+v9w/bEPphrTpudNP/OKWX+w/30C1pqbGNW7cuAkA11xzzYmHHnroyJo1a/pfeeWVJ8eNG1cLsGbNmvTt27f3/fOf/5wBcOLEiYStW7emrFu3Lu0zn/nMscTEREaOHFk3derUE83PX1xc3O/qq68+ET1XVlZWiwHihg0b0nfu3JkafV5ZWZkQDAZdr732Wtrzzz+/C+Af//Efg/fff/8Zxw8dOrQ+Nze3Zu3atf0mTpxY/cEHH6TMnj27EuCHP/xh1v/93/95AMrLy/ts2bIlJTs7+5zzYIPBoOvNN9/sf+edd46KbqutrTUAkydPrrzrrrtG3nHHHcfvuuuu4+c6FyhIFRERERGRXuhY1bGEDaUb0jL7ZtZtKN2QdqzqWMKgvoPaNCrYmuic1Obb+/bt21g8yVprli5duu+OO+4Ixe7zwgsvuM/nvWNZa/n73/++rW/fvh2qgnvnnXce++1vf5sxbty46ptvvvm4y+XihRdeSFu3bl3apk2btqelpYWvvvrqsVVVVU2i+sTERBsOn64TVV1d7QJoaGggLS2tvqXv5tlnn91XVFTU789//rN70qRJEzZv3rz1XKOzmpMqIiIiIiK9zoDUAQ3Tc6efOHzqcJ/pudNPDEgdcF4BalvNnj07+LOf/SyzpqbGALzzzjvJoVDINWPGjBPPPffcgPr6evbu3dvntddeS2t+bF5e3snXX389bfv27UkAFRUVCQBpaWkNJ06caEyVve6660L/8R//MTj6fOPGjakA11577YmnnnpqIMAf/vCH9FAo1GJ67V133RV4+eWXPX/84x8H3HXXXccAAoFAgtvtbkhLSwu/+eabKW+//fYZ668PGzas/tixY4nl5eUJVVVV5uWXX3YDDBgwIDxs2LDaJ598MgOc+bclJSWp4MxVzc/PP/mf//mfBzMyMuo//PDDc61/rpFUERERERHpfVzGxS9u+cX+rpiTejbf/OY3j+zZsyf5iiuuGG+tNQMGDKj761//+sEXvvCFwNq1a9NHjx59+dChQ2s++tGPVjY/dujQofXLli3bc/vtt48Oh8MMHDiwbuPGjTvvuOOOwKc//elRL774ouc///M/9z3xxBOlX/rSl4ZfdtllExoaGsw111xzYtq0aft+8IMfHLzjjjsuHT169MTJkydXDhkypLala8zMzGwYPXp09c6dO1O9Xu8pgDvuuCP4xBNPZF566aUTL7300uqrrrrqjDTf5ORkO3/+/LIpU6aMz8rKqhs9enRjReLf/va3H375y18e8cMf/nBIfX29uf32249NnTq16pvf/OawPXv2JFtrzXXXXRe69tprz7m+t9ZJFRERERGRuBcP66RK19A6qSIiIiIiIhK3FKSKiIiIiIhI3FCQKiIiIiIiInFDQaqIiIiIiIjEDQWpIiIiIiIiEjcUpIqIiIiIiEjcUJAqIiIiIiLSBgkJCZPGjRs3YcyYMRPz8/NHHzlyJKEj51m2bNnAu+++e/j5Xk9nnSfeKEgVERERERFpg+Tk5PD27du37ty5c4vH46kvLCzM7O5r6o0UpIqIiIiIiLTTtddee/LAgQNJAFu2bEm+/vrrx0ycOHH8pEmTxr755pspAM8++6z7yiuvHDd+/PgJ06ZNu6y0tDSxtfM1NDSQk5NzRezo7IgRIy4vLS1NbMt57rjjjpErVqzIiD7v27fvR6P/XrRoUdbll18+/rLLLpvwzW9+cyhAKBRy5eXljR47duyEMWPGTPzlL3+Z0fyc3UVBqoiIiIiI9E7hMBw5kkA43Kmnra+vx+/3p912220BgC996UsjfvrTn+7bsmXLtsLCwv1f+9rXhgPMnj278q233tq+bdu2rZ/+9KePPfroo9mtnTMhIYE5c+YEnnnmGQ9AUVFRv5ycnNrc3Nz69pynueeffz59165dKe+88862bdu2bX3rrbf6vvjii/2ff/759Ozs7LodO3Zs3blz55ZPfepTofP7VjpPq5G8iIiIiIhIjxUOw/33D2PDhjSmTz/BL36xH9f5jdHV1NS4xo0bN6GioqLPqFGjqm+77bZQMBh0vfnmm/3vvPPOUdH9amtrDcDu3buTbrvttmGHDx/uU1tb68rNza052/k///nPH3v00UeHPvTQQ0efeeaZAXfcccexjpwn1ksvvZT+yiuvpE+YMGECwKlTp1zbt29PmTlz5omHH34492tf+1rOrbfeGrzpppsqO/atdD6NpIqIiIiISO9z7FgCGzakkZlZx4YNaRw71qEiR7Gic1L37dv3rrWWH/zgB4MbGhpIS0ur3759+9bo34cffrgF4MEHHxz+wAMPHHr//fe3Ll++fG9NTc1Z46+ZM2ee3Lt3b/LBgwcTX3rpJc9dd911vK3nSUxMtA0NDYCTOlxXV2cArLV84xvfKIte2759+9775je/eeTKK6+s+fvf/771iiuuqFq0aFFOQUHBkPP9fjqLglQREREREel9BgxoYPr0Exw+3Ifp008wYEBDZ506LS0tvGzZsn0//elPs9LS0sLDhg2rffLJJzMAwuEwJSUlqQAnTpxIGD58eB3AU089NfBc53W5XNx8882BBx54IHf06NFV2dnZDW09z4gRI2o3b97cF+DZZ5/11NfXG4Cbb7459PTTTw8KBoMugN27d/c5cOBA4p49e/qkpaWFH3jggWPf+ta3yt96662+5//NdA6l+4qIiIiISO/jcsEvfrGfY8cSGDCg4XxTfZubPn161bhx46qeeOKJAb/97W8//PKXvzzihz/84ZD6+npz++23H5s6dWrVww8/fPBzn/vcKLfbXX/ddded2LdvX/K5znvXXXcdmzFjxvhly5btiW5ry3nmzZt3+JOf/OTosWPHTsjPzw+mpqaGAT71qU+FtmzZkjJlypRxAH379g0/88wzu7dv3578L//yL8NcLheJiYn2pz/96d5O/HrOi7HWdvc1iIiIiIiInNXbb7+956qrrjrS3dchne/tt98edNVVV42MPle6r4iIiIiIiMQNBakiIiIiIiISNxSkioiIiIiISNxQkCoiIiIiIj1BOBwOm+6+COlckf+m4dhtClJFRERERKQneO/w4cNuBaq9RzgcNocPH3YD78Vu1xI0IiIiIiIS9+rr679UXl7+q/Ly8svRYFtvEQbeq6+v/1LsRi1BIyIiIiIiInFDPRAiIiIiIiISNxSkirSRMWaPMabKGHPCGBMwxmw0xnzVGNOm/4+MMSONMdYY06Vp9m15H2PM5caYl40xR4wxSqcQEekFelk7dY8xZrMxJmSM2W+Meayrr0tE4oeCVJH2ucVamwaMAH4AfAf4r+69pA6pA/4A/FN3X4iIiHSq3tJO9QW+AQwCrgFmAgXdeUEicuEoSBXpAGtt0Fr7Z+CzwD3GmMsBjDGfMMa8Gen5LTXG/HvMYa9EHgPGmEpjzFRjzChjTJEx5mhkVPMZY4wneoAx5jvGmAORXvEdxpiZke0uY8x3jTEfRI79gzFmQGvv08L177DW/hewpVO/GBERiQu9oJ36mbV2vbW21lp7AHgGmN6Z35GIxC8FqSLnwVr7OrAfuD6y6SRwN+ABPgF8zRhzW+S1GyKPHmttf2ttCWCA/wCGAuOBXODfAYwxY4EHgSmRXvEbgT2Rc8wDbgNmRI49DvzkLO8jIiIXoV7UTt2AOlZFLhoKUkXO30FgAIC1ttha+661NmytfQf4LU4D3SJr7S5r7WprbY219jDwo5j9G4BkYIIxpo+1do+19oPIa18FHrbW7rfW1uDcMHxa83VERKQFPbqdMsZ8EZgM+Np7rIj0TApSRc5fDnAMwBhzjTHGb4w5bIwJ4jTSg1o70BiTZYz5XSRVKgSsjO5vrd2FMx/n34FDkf2GRg4dAfxPpDBGANiGc7OQ1RUfUEREerQe205FRnn/A7jZWnukPceKSM+lIFXkPBhjpuA0/q9GNj0L/BnItda6gZ/jpEoBtFRF9/uR7VdYa9OBuTH7Y6191lp7HU5jb4EfRl4qxWmwPTF/KZF5O6rWKyIiQM9up4wxNwG/xCkG9W6bP7SI9HgKUkU6wBiTboz5JPA7YGVM45kGHLPWVhtjrgY+H3PYYSAMXBqzLQ2oBILGmBxgQcx7jDXG5BtjkoFqoCpyPDg3Fd8zxoyI7JtpjLn1LO/T/PqNMSYFSIo8T4m8j4iI9AK9oJ3KxymWdEdkXq2IXEQUpIq0z1+MMSdweogfxpmbc1/M6w8Aj0b2eQRnmRcArLWngO8BGyLpT9cC/w/4GBAE/g94PuZcyTjLBxwByoHBwL9EXvsxTk/4qsh7vYZTor+192luBM7NRLQIRRWwo93fhoiIxJve0k4tAtzAXyMVgCuNMS928DsRkR7GWKvMQBEREREREYkPGkkVERERERGRuKEgVUREREREROKGglQRERERERGJGwpSRUREREREJG4oSBUREREREZG4kdjdF9BVBg0aZEeOHNndlyEiclHbvHnzEWttZndfRzxSOyUi0v3UTsWnXhukjhw5kk2bNnX3ZYiIXNSMMXu7+xrildopEZHup3YqPindV0REREREROKGglQRERERERGJGwpSRUREREREJG4oSBUREREREZG4oSBVRERERERE4oaCVBEREREREYkbClJFREREREQkbihIFRERERERkbihIFVERERERETihoJUERERERERiRsKUkVERERERCRuKEgVERERERGRuKEgVUREREREROKGglQRERERERGJGwpSRUREREREJG4oSBUREREREZG4oSBVRC5q1kIg4DyKiIi0h7WWQHUA21IjogZGpMMUpIrIRctaKCiA/Hzn8Wz3EWe9Eemy6+vc92zv/ZLur0REWhD5cbThMAWrCsj/dT4Fqwqa/la3p4ERkTMoSBWRi1YwCH4/ZGc7j8Fgy/tZa5m/qoAZT+Yzv/mNSBfp7Pds7/2S7q9ERFoQ8+MYXDAP/x4/2f2z8e/xE6yJaUTa2sB01TWqh1F6OAWpItIrRNvkcLjtbbPbDV4vlJVbPjYtQFpa04OshWPH4J33g6zc4Gf3u9k8vd7P8aozbzaa3xOEw5a9FQHC4fbfJFgLeyvO/Z7t0d77pe68vxIRiVsxP45u/0a8Q6ZSXlmOd6QXd7L79H7RBqa83Hl0u1s/Z2dSD6P0EgpSRaRHiE19tRaOH3f+rHUC03/+Z7jhBpgyxbkfKCg4d8BqDDz2mMXOLuDZPvlcvaigMai0FubPh5xhlo981HJscx7Vfco5/s5UHl6QztmyuhoaLFMWFjD+B/lMWVjQrkA1eq5b5rg58Y631fdsL7cb8ryW/UcC5HntOe+Xuuv+SkQkrsX8OBpvPoWfWMb/fPZ/KJxdiDHm9H7GgM8HRUXOY+xrXUk9jNJLKEgVkbhnrW2c9zP/5QIe+GfL2LEwdqwTSD74IPziCcvWDwO8+ZZl4EDnvmDevHN3Ju8/EuT9Wj/9bDbbqvyUHnYa9GAQXl5lqb5+PtyTR0NDmPo912JGbuS/QwsIBE6fsPk9wZYPgmyrOvOcbRE917AcQ+qrhTTsmdrie3bgW4Q5BZh782FOgfP8LLrr/kpEJJ7YcJhAxV5sOHx648KFsHYttrCQBWu+ze2/v50FqxecOS3DGPB4LuwPqHoYpZfosiDVGJNrjPEbY7YaY7YYYx6KbB9gjFltjNkZecyIbDfGmGXGmF3GmHeMMR+LOdc9kf13GmPu6aprFpH4Ew5b3i3dR9EeP9n9snn6VT8rng0SCEB1NaxaBetecUZDG+bmY24soLzCMm0alJScuzM5N9PN+FQvJ00541O95GY6DbrbDTfMCcBVK8GzG9dHV5Jx5QZS64bAJX5IOX3C5vcEE0e1fM62iI54Hjga4LN3BxlwZUmL79lewZogxXv85LizKW4+d6oV3XF/dSGpnRKRs7HhMAULp5D/g/EULJyCbWhwej1nzoQlSwjWBJ05qckDz5yT2l3Uwyi9RGIXnrsemG+t/bsxJg3YbIxZDdwLrLXW/sAY813gu8B3gJuBMZG/a4CfAdcYYwYA/wZMxun632yM+bO19ngXXruIxIFw2Emb3VpVRFp/Fw3Z5Zi9XrI8bvZXWvqkBZk9x001QXbU+jEns/FMKuLZn+1j4rDhfPvbBr//7J3JLpfhjSU+Sg8Hyc1043I5Dbox8L0l8MfHoabBkJJouHPidWzYW8LMUV48KadPaAwUFtom52jpnG0TGfEc5Sfl0jy+QB5rPyw+4z3by53sxjvSi3+P/8y5UxcvtVMi0qrg4VL8VdvItv3wV20j+MEWPDFpM+6qh/HuNfirNuBNHY87Kb27L9kR7WEU6cG6LEi11pYBZZF/nzDGbANygFuBvMhuvwaKcRr/W4HfWCdX4jVjjMcYMySy72pr7TGAyA3ETcBvu+raRaR7WOuMeLrdThtbethJm+1vh3Cisow1n/wTT304HP8A8HymADvCjxntZfmsQlwveFm/v4g+iS7ufel2vCO9FBb6CIVM4/la43IZRmR5ztiekerh7qvmsmb3GmZdMgvfHB+h2hDuZHeTuUfWWhasLmgMAH1zfK2e81xiRzzX7S1m7d1reSTvkTPes72MMfjm+AjWBNt8Lmttu/bvadROicjZuDNz8aaOx1+1zQlCR010ej0jvZ/GGHwvhQnmTMd94Ajm26GuCw6bN5AivdwFmZNqjBkJfBT4G5AVuTEAKAeyIv/OAUpjDtsf2dba9pbe5yvGmE3GmE2HDx/uvA8gIl2upYKEsam4E1Lzyek/nIUPG57/vwBcsoZhkdTVE3Uhlv+Dj7/c9Scslux+2az5cA3BmsB5p6sumrGIdfeuY+mNS3G5XHhSPGcEbI0pXy0tQ9BO0RHPaLVIT4qnxffsCGNMm88VOw/4jPX/eqEL1U6JSM9hXC58S96g6Lvb8C15A5OQ0DSV1uPBePPxHDiK8eZ33fxPVeyVi1BXpvsCYIzpD/w38A1rbajZ6IM1xnTa/2nW2ieAJwAmT56s/4NFepCWChJ6PE7a7L5DQX78mJvx4w0WS+6XFlOWUUZZZRlzr5zbONI33D2cvJF5rHxnJQCL1y1m6Y1LOxTgRYO02NHR1nRmKm1HRjy7QkuBtyfF0y3X0tUuZDtljPkK8BWA4cOHd9ZpRaSLGJcLT9aImA3NUml9vq4f4Wy5geya9xKJE106kmqM6YPT8D9jrX0+srkikh5F5PFQZPsBIDfm8GGRba1tF5FepLWChC6XM/pXtNZQXQ01BNl2qpgrB00iu382i25Y1BjIGWNYeP1CBvcdzKTsSRTvLe7wqGZ7RkejgWXRPUX45vjOO7Bsz4hnV2k+ottb57Be6HbKWvuEtXaytXZyZmZm530QEekeF6LCnCr2ykWoy0ZSjXN39V/ANmvtj2Je+jNwD/CDyOP/xmx/0BjzO5yCFEFrbZkx5mXg+9HqisAc4F+66rpFpHtECxK21CHtdjvFFFeuBIubMX29HKv1M/vS2XhSPI1zJ9OT0lnyyhIOnTrEoVOHGkdZO6K9o6PRwLK3iJcR3a6kdkpEegRjsIWFBA+X4s7M7ZW/xyLNma6aZ2SMuQ5YD7wLRBeX+lec+T5/AIYDe4HPWGuPRW4WluMUmzgF3Get3RQ51xcjxwJ8z1q74lzvP3nyZLtp06ZO/EQi0p2shUDA+bfbbQnVBhsDx2ha7tRhU9lYupHs/tkcOHGAdfeuIyM1o/WTnvM9e3fhoAvBGLPZWju5u6+jJWqnRKQnaGn6idqkzhPP7dTFrCur+74KtPZ/0MwW9rfAP7dyrieBJzvv6kSkpzEGMjLODBwD1YHGtNyS/SVMy51Gyf6SxlHWczlbINrbRkelKbVTItITXEw1AkSiurxwkohIZ2mpN7l5Wm7h7MIWl4lp6/nUOy0iIt0ttgNV61zLxUhBqoh0qc5MmW2tN7n53Mm29jCrd1pEROKN04E6H/8Ha/GOmolvztJ21QjQVBXpDS7IOqkicnFqba1Nay2B6kC7195sreJsR6vhXiwVbEVEpHXWWo5XHed41fG4WBM6WB3Av2El2e/uxr9hJcHqQJvbuYttjWvpvTSSKiJdpqWRSneyu8MptmerOHu6wq+bUMi0acm6i6GCrYiItM5ay/xV8xvX1557xdwOr6/dWdzV4N0N/iEG727nOaltO1YZQtJbaCRVRLpMSyOV0QZ0YPK51x9tSUu9ybE9x1MWFuDNtxQUOBWBO3I+ERHp4aIl4VtpCKIZPYHqAGs/XEt1XRU19TWs2b2mfe3SOd6nI4zHg2/wXIqKR+AbPBfj8bT5WGUISW+hkVQR6RLWQjBoKJzta1wuxhhDepIbs9fLhio/41O9pCedfwMaG/huqPIzPSeI3+8hGHTWWBcRkYuItVBQAH4/eL3OItwtdGz69/jJGzGDmaUJrLRVkNSHWZfMPGtg12S+J5z1fTrMGIxvKZ6WFg4/56HKEJLeQSOpItLpovcH+fmwYIHBnXx6pDIUMoRf8jF9VxHhl3yEQk1vHM5nrurRmnLGp3o5csCN1+u07SIicpEJBsHvx2ZnEVi/GhtdZDv6ckxKbPGHRSxaU8eO9/LY8eJoll7zSKuB3RnzPQMBJ0DNznYeg+3LDDorY5xe1g4EmcoQkt5AQaqIdLrI/UGL7bbbDflew9EDHvK9pjGQDIctD/6lY8Ueoj3HRfcU8cYSH/4i02kd2iIi0sO43VhvHgUDN5N/UzkFry9u0qY0SYkdNRPP9bPJOHCMjOvnnDW19oz5nik4I6jl5ahnVKRzKd1XRDqd2+2019EMqNh22xgnIyo2i8lamLcgyIqwn6x+2fhpf7GH2KVnlOIrInIRM4bg4oX4/2sV2Rm5+PcUN2lTzkiJnUPTRqkVZ6xXmuI5s0ETkU6hIFVEOl1LgWjz12MDyWAQNvrdZF3tpQI/Hx+iYg8iItJB1uJetATvoUP4LzmEd/rcM9qUM9bUbkPvZqvzPdUzKtLpFKSKSJeIBqLRwodn62SOpgAX+X183Bvk8U+q2IOIiHRQMIjxF+PLnkRwxwHc31zUaW3KGcGtiHQJBaki0mXOUWCx0emRV4Pb7VHGlIiIdIy1YC02bwbBV9fivn5Wu5ZwEZH4oMJJItJlWiqg1FoF3/MoZCgiIuIEpwXzOX7jDcxPWUf+PVBwQ027K8aLSPdTkCoiXSZaQCla+DA9vVn5/nbeOHR0iRoREen9bCBAwaGV5OXtZaV9h6wDAfzFKwgumOeMsIpIj6F0XxHpdNaeLpoUW0DpjPL97ajgG7v4unekF98cn+atiohIo2AK+C+BnMNwcHAi+04c4saqbNyvb3QaIqX9ivQYGkkVkU4VnYean+88WmshJQDYpmvTjWxfBd+WAlwREZEod4oH7/S5lF0+kuFDJ5DYPw1OntIapiI9kEZSRaRTxc5DLfJb5r1QQEnZ6dHPFsv3t8EZ69NpiRoREYnhLBGzlH3X7OP2399OzmVTKM4+QPC+RXigaan52JQfZeWIxB2NpIpIp4qdhzrNG6SkrOnoZ7R8f3tTdaPr0xXdU6RUXxGRi9S5ahMYYxjuHu5k7ZwsxztqltOpGZviEw43T/m5wJ9CRM5FI6ki0qlOLycD6eluFqw+c/Szox3YWp9OROTiZcNhCl6Yh7+spGltgmaNSrRTszFrp3mp+dLSM0vPd8F8VWtthzKHREQjqSLSBaLLybhcTUc/AY5XBZhfYNWBLSIibWctwQXz8PtXkF16/HRtgnAYHnzQSeGJaVSaZO243VhvHoEj+7HePMjNbVp6vgvmq0aL/XW0mr3IxU4jqSLSYW0ZEY3eKEQb7DUf+Ck75GVStg+/3zR2YHf29CD1YIuI9CLBIG7/RvKuHsxaU87M7I/jTkqHefNgxQrIyoKiohZHRS1QMAf8owzeUeAzBhNber4L2ojzqWYvIhpJFZEOOrOK79n3jzbYOenZcImfA0eCjR3Y7T3Xua9NPdgiIr1KtODByZPY/v0gOQmCQWzJRgK5g7AV5TBtWoujok77U0y2Owf/nmJnBDaa8tNFnZjnU81eRDSSKiId1HyKz7mm9MRW55073cuib7ob7w8CAeccWdmW1euDBAJuMjI6fuOgHmwRkV7GGIJLFlG8Yi3D0nMo3ruOwA2WJTe58Fcdwesahe+HP24xc6Y7qsOfMS9WGT0i7aIgVUQ6JNqp7fe3bUrP2RpstxvyvJaVhwpgsp/Fr3tZeh4VfLVcjYhI7+NO8eAdNavxtx1j8I8Ik703E3/VhwS/8xAe3/IzRke7K2BUsT+RjlOQKiIdElvFt/mUnugSAUCT5WaMMbiTPQQCFlICeFKcmwVjYNGSIGtXOOnAxec5+qkebBGR3qf5bzuAd8g0/NtX4K3Kwv36xlbTehQwivQsmpMqIh3WfEqPtXD8uOVbL89n7PKxjF0+lvmr5jfOCbUW5hdYxn69gLH/kc/8mPminhQ3s0ZF1rXrhNHPjq7HKiIi8csAnmrn0RiD75OPU+S6D9/rHow3v0sq9YrIhaeRVBHpFNEA9OWSfZTPWk19ag0Wy9oP1zaOigaDsGZ9kJo8P/ZwNms/OD1iqtFPERE5q2iVveg8E58P43I5Kb7N0npsOEzwcCnuzFyMS2MyIj2N/q8VkU4RCDhzSkuvu51ToST6mCRSElOYeenMxlFRtxtmXe8mucxLSmY5M0c1HTHV6KeIiLSqpYp9cEZajw2HKVg4hfwfjKdg4RRsONx91ywiHaKRVBFposPrlaYE4RI/HM4mLbOcv33lDTyp7mZzUmGpz7Ao4IOUYOOc1Lj6HCIiEp/aWLEveLgUf9U2sm0//FXbCB4uxZM14gJfrIicDwWpItKohUyqNgd4nhQ3c6d7WfuBn5mjvIzMGNFiAGoMkeVlPJ167bHO53OIiEicOlvFvhjuzFy8qePxV23Dmzoed2buBb5QETlfClJFpFF71z611jaZQ7o0TuaUtvdziIhIfGnevjSKpvaeZV/jcuFb8obmpIr0YPq/VkQaRTOpysvPvvZptIrv/FUF5P86n4JIld6W5pRGl6OJVvG9ENr6OUREJP5YaylYNZ/8J2dQEFMhvvV9m7ZFgFNQKWuEAlSRHkojqSLSqC2ZVNFU2tXrg5Tf5GfyZdn4W1nXNHrzEF143TfHd0FGWKOfw1mPNQi4cRYsEBGReBesDuDfsJLsw9X4y1cSvGERntSMFosNBGuC+Pf4ye7felskIj2PupdEpInma582F02lzRnkht1eDoRaX9e0pZuHC8ey5PUCZv6mae+6iIjEN3c1eHdDeZrBu9t57qxzNh9mzHAeI7/p7mQ33pFeyis7Z41tEYkPGkkVkXZxuyEvD9auNdw1zscj97VepTd68xAdSb2QNw/qXRcR6VmstQSrA7itxZd5F8HiNbinXI9xuyEQgJUrobraeVy0CDIytMa2SC+lIFVEOsRaMETnoLa8T3fePHRngCwiIu0TnYfq37AS727wZd6FZ/L1UPIaLFgADz/s7Nhi1XijTkiRXkZBqoi0SzAIxcUwbJjzeK7Kud1186DedRGRniNYE8T/wVpnHuoQQ7BoNZ5al9PY+P2wcCHMnQurV8P115+uiKdFsUV6Jc1JFZE2cSr6QjjspPv2hMq5LVUbFhGR+ONOduMdNZPyzBS8Zcm4b5gNs2adbmw8HmxhIYEZ12BfK3FGV8Nhp5Jffr7zeIFqD3RH1XqRi41GUkXknKL1KlaudJ7fdResXXv2AksiIiJt5WS/LCV4wyLc1WCiKTqRUVILzH9hHmuSnmHW1Vks9RdhSksv+KLY3VW1XuRi02UjqcaYJ40xh4wx78Vs+70x5q3I3x5jzFuR7SONMVUxr/085phJxph3jTG7jDHLjH4JRLqUtU59itgO4kAAVq1y6lXU1DjZVqAAVUREOo8xBk9qBiYjw9kQk8YbqA6w8v3n2JvewMqM/QS8UyE394Ivit29VetFLh5dme77FHBT7AZr7WettR+x1n4E+G/g+ZiXP4i+Zq39asz2nwFfBsZE/pqcU0Q6T3QN1NjMKWth8WI4dAjq66G2FsorLA8vDhAOK9VJREQ6WaQxsvleAgUPYsPh0y8lp0BGBixeAi4X+HzYtWsJLFnIhWiRtOSNyIXRZem+1tpXjDEjW3otMhr6GSD/bOcwxgwB0q21r0We/wa4DXixUy9WRIDTa6DGZk6BUyBp0iQoLYWGsKXq+gKesn7MC16W36JUJxER6UTBINZfRMHVAfzhFXhfgMc+sYxPT/g0r+59lVmjZuFJdUZbLVDw+pILln6ronwiF0Z3FU66Hqiw1u6M2XaJMeZNY8w6Y8z1kW05wP6YffZHtrXIGPMVY8wmY8ymw4cPd/5Vi/RybveZmVPRbRUVMGcOeG8Kcqivn6x+2ZSUdV6qkwpRiIgIAG43Qe80/KkVZPfLoujgRr7+0td5bf9rXD/ienyzTwei3ZF+q6J8Il2vuwonfQ74bczzMmC4tfaoMWYS8CdjzMT2ntRa+wTwBMDkyZN1pyvSAQsXwsMPW0xqEHB6iQsLnVHU3FycbS94KSnrvPVHVYhCROQiF7OUjAXCjz7KtS9VU1L+BtNyp1Kyv4Ts/tmU7C8hVBtqXNpMa2KL9E4XPEg1xiQCnwImRbdZa2uAmsi/NxtjPgAuAw4Aw2IOHxbZJiKdLDoftchvcd1UgB3hNPiFs30sWGDw+50RVZ/PsPyWzk11aqknXAuzi4hcJBoboCLstKnM/2QyK997BioruXNPX5Z9mMS35+Th31N8RiCq9FuR3qk7RlJnAduttY1pvMaYTOCYtbbBGHMpToGkD621x4wxIWPMtcDfgLuBx7vhmkV6veh81IE5ATZUr2Z6Ug7+PX5KDwfx+z3NKvybM4LI81lPXT3hIiIXsWAQioogECD47ArWZPSlpm8dtqGaV7MSOVFchG/hOgLXL4RQyGlwYhqaaPqtiPQeXbkEzW+BEmCsMWa/MeafIi/9I01TfQFuAN6JLEnzHPBVa+2xyGsPAL8CdgEfoKJJIl3C7YY8r+Vtz2JIK+Odw5vJG5FHbqb7nBX+W6oK3B7RnvCie4qU6isicrFxu2HaNKiowO3JYtZeF8kJyaQkpDCzLAX39bMgLY0l/y+fmT+cQMHCKU0q/opI72N6a5GSyZMn202bNnX3ZYj0KMdOHWfs8rHUNFSTnJDMjgd3MKDvAMJhS+nhILmZblyuMwPIQMAJULOznWC2qKjL11OXHsIYs9laO7m7ryMeqZ0SiREOw7x5sHEjdtpUAo8txgLmxAk8mbkEH7qf/IYnya5LpjzNUPTdbXiyRnT3VUsvoHYqPnVXdV8RiUPGRP4wGOP8WWtZsLqA2/+Uz4LVBS1W322pKrCIiEibuVzw+OMwbRpmYwmeR77H9179HjP/91MU/N/XSd+4Ce+R/pT3qcGbdBnuzNzuvmIR6ULdVd1XROKQJ8XD3Cvmsmb3GmZdMgtPiqdNRY2MAZ+v43NSRURECIWgpASGDCG4fg3+UYZsdw7+shJC3un4/IZg1iTc3/8FxqVxFpHeTEGqiDSKzg0tDZWSm56LMabNRY2MaZria61VtUUREWkzm55O0DsVt38jbu8svKM4XdH3y4WYUAhPNFUnEFCvqEgvpiBVRBo5qb0LzlivtL3l/bXuqYiItEc4HGbei/PYMHoD06dP5vFbC/G5XE3bHo/ndKW+0+uiKVAV6YUUpIpIo9ZSe9tb3r+nrnuq0V8RkQvPWsu8F+ex4q0VJLoS2XF0ByQns/zjy89sO6LrpTVdF607LltEupAS+kWkUTS1t7yy/LzWK+2s81xI0dHf/F/nU7Cq5QJRIiLS+QLVAV7d9yqZfTOprK0ks18mJftLCNYEz9y5WaU+m55OoDqg3+zzZa2TQq3vUeKERlJFpFFHUnu78jwXUk8d/RUR6cmstSxet5iyyjKorOTKUDKmoQrvhLyWOziNwRYWEjxcSvqgYS1OUZF2Ugq1xCEFqSLSRHtTe7v6PBdKWwtEiYhI251rGkWwJkjx3mImDbqSA2UbKNo1DVfFYdzfXNTi/tZaCiKB6dRhUynZX6LOxfOlFGqJQwpSRaTNevOczZ44+isiEs/aUkQvtoNwdsoEMg4cw3hntxokxWa9bCzdyLTcaZTsL1Hn4vmIplBHR1K12LnEAQWpItImF0PF3p42+isiEs/ats52TAdhUjrm26GzLi0TG9TmX5JP4exCQrUhdS6eDy12LnFIQaqItKj5qKnmbIqISHu0ZRpFuKGB0gNbyM2ZiHG5sG73WTNaWsp6UVvUCZovdi7SzRSkisgZWho11ZxNERFpj3NNowg3NDDl34ewjSOMYyCrv7ON7736fYr3Fp81Y0eBqUjvpyBVRBpFR0+ttS2OmmrOpoiItEeTgNLaJiml+0rfYytH6Bd28U7iEa57chpHawJMGjJJGTsiFzmtkyoiQNN1QhevW0zeyLwz1jmN3my0VnFRa9WJiFzkWltvM7rMSX4+FBRgGxr48RP3grUcT2wgySQwMmMUAAdOHFDGjshFTiOpIgI4BS6KdhcxMHUgqz9czbp71/HIjEfaNGp6MRRVEhGRc2hpvU1wRk+tbbLMSfCDLaw7tZ0ZDGCf6wR507/Aa0feZO6Vc1l0w6IWO0R7c4V5EWlKQarIRaRZplUT6UnpuIyL4r3F9HH1YfEri/nRjT9q042AiiqJiMgZ620GArBkifPvvDznr7gY8vJw/+xJvHvAPyzIzelXUXjbE4TqTrQagKozVOTioiBV5CLRUgd3bPseqg1RH64nNTEVl3GxdvfaNgebKqokIiJnrLcJp4PW4mJYuxYeeQSsxcyciS9rBsGSUtyrV2NcLjzVQHLLp1ZnqMjFRUGqyEWieQd3MNi02rw72c3MS2dS9k4ZALMumdXmYPNcFRxFROQiEFlv0wYCBFOcdsXEBq0ej7OPteD1Yvx+PHk3OsfOn48t9hP0TsNd+DjG1bRsijpDRS4uprcWOZk8ebLdtGlTd1+GSNw421Sh9HQIhSA93RKsCQC0WiBJpD2MMZuttZO7+zrikdop6Y3OSMudXYgJhc6cZxItsLR4Maxdiy07SMHt/fD3PYTXex++W5ZrTqpcEGqn4pNGUkUuEpEO7sY5qeAErUVF4HJFO7YNPl/GGfNVRURE2uKMtNzaEJ6YtJ0zAs3iYsjJIXj0AP7UCrL7ZeMvK2kxnVfro4pcPLQEjchFxJjT2VbR9N9Bg2DbNhg48HQasIiISEdE03KbL2EGYMNhCv7yIPm/zqdgVQE2Pd1J7Skvx/2ZL+D1fpHy3Ayl84qIRlJFLlbR+hZFRTB+PBw96jxPT3cysFqqACwiInI2rdYosJbggnn4wyvI7peFn8goayTFx7jd+EDpvCICKEgVuWg0T7GKTf89PScVFixwRlSnToXHH3dSgUVERNqqxbTcQAD3mvV4p2bhpwJv9sdxV1mnmm8kHdiA0nlFBFC6r8hFIVrIojHFKlIwLZr+63I5j6GQE6AePw4rVsC8ec5cVRERkQ6zFhYvxpSV43u+kiJzL751SZiZM53iCGpoRKQZBakiF4GW1pdridvtjKBWVEBWFmzcqDmqIiLSftZaAtUBp1M0WgRhwgRMVjaer38bU7yu6ZpozkHOfBMFrSIXPQWpIheBsxWyiGWMk+J7333OyGp+/ulKwCIiIm3RNHtnPra+Hg4cgFdecXpBhw1rLJjUWAzh+HGYP99peDS6KnLR05xUkYtAq4UsWuBywfLlp5eqUe0KERFpj8bsnX7Z+DesJPjdF3EfPUJgcBpUB/Hs3w+FhQQPl+IeNAyzYAGsWQNlZTBpklPRb98+GD5cjZDIRUpBqshFoj3ry0XnqoqIiLRXNHvH/8EavLshPXs484e+z8qJIUhIYO62H8N2Q/HeYrxDpuLzb8Tk5DhB6v79kJQEt9/ujLL6fApURS5CSvcVERERkY5rNpc0mr1TdF8xvsFzCR0tY/UkD9XuflT3T2XV7tWs2b3GqZNQVkLQOw3Ky7Fz7yLw389gbfjM+aoiclFRkCoiTYTDlr0VAcJhzQcSEZFzsNaZQ9psLqkxBk9qBsa3lPSXiukzdASn6k5SV32S2fv7MOuSmafrJBQ+jl27loIbDfn+eym4yYUtL3NGUlUYQeSipHRfkYtQ8zVTo8Jhy5SFBWyr8jM+1csbS3y4XOasx4iIyEUsWrk3MvJpAwGCqaaxrbBAqesEtqGeoacSOJQSpvrAXn5y9SJCef/WuF8g1eDfU+yMro4oJ/jin/AM1pxUkYuVRlJFLjLWWuavKmDGk/nMj1kzFaD0cJBtVX762Wy2VfkpPRxsPKaldVZFROQi53Y3Vuq13jzm/20xM1bMYP6q+YTDYQpWFXDb727DugwH+4YJY3lu5CmCKeBJ8TR2ep5RhV4BqshFTSOpIheZQHWQlRv8nDo8kLJyP4tuCJKR6gEgN9PN+FRv40hqbqaTZtXSOqttLcIkIiK9mDFOcaNgkEBSmJU/GUd1fTUr31nJ18fdi3+PnyFpQ9gf3E96qoe6+lpMUt8zAtD2VKEXkd5PQarIRSZ8Kp1jRwwNAzdQfWQ8DSfTIdV5zeUyvLHER+nhILmZ7sZU38ZKjXv8eEd6SU9KJ1Ad0I2EiIicLglfddzJtLFgK0Ok3/l5vLOS8Y8oZ9aoWVhrKdpdxMxLZ7bY0dmeKvQi0rspSBW5yJyoC2FdYSidTkPqEb7zbyF+tdzT2KntchlGZHmaHBPbw52elM6C1QsaA1bfHJ8CVRERIT0pnaFpQ3n/6A7GBA2eQcMofKmc0j/9htxhl2OM0UipiLSJ5qSKXGSGD3ZzRb98TN+jpB3NZ/NGd5sq/Ed7uEO1oTNSf0VE5OJmreXBFx9kx9EdDKpNJFxfR/CdN1hwUwK3v3gvC1YvAJrOQxURaY2CVJGLjMtl2Px9H19MKOKSXYVMzw+Snt72QkhnFLdI1vIAIiIXu+NVx1nx5gpqGmrY7zpJODUVmzUY/7B6dWqKSLspSBW5CCUkGJ5Y5ua6/7eAksvyWbC67RV7Gxdpv6dIqb7S4xljnjTGHDLGvBez7d+NMQeMMW9F/j4e89q/GGN2GWN2GGNujNl+U2TbLmPMdy/05xDpbqGaEPW2vvF5XUMNoWmTyLskn/LgAbwj89SpKSJtpiBV5CJkrbPcTElZx9J2o6m/ClClF3gKuKmF7f+ftfYjkb+/AhhjJgD/CEyMHPNTY0yCMSYB+AlwMzAB+FxkX5Hey1oIBJxHYLh7OFcOvpIEk0BKYgqJfftzW8If4dmVrH2ynsKXwwSrA1rCTETapMuCVPVOi8Qna6GgAG672Y3Z66Tt5o3Iw1qrm4cOsNYS0I1Xj2WtfQU41sbdbwV+Z62tsdbuBnYBV0f+dllrP7TW1gK/i+wr0jtFG5L8fOfRWlwuF5u+somd//w+nxtxCzvNcQIpBn+/I7BnDws+/AX5T86g4C8PYsPh7v4EIhLnunIk9SnUOy0Sd4JB8PthSLYh/JKP529dCwZm/mYmBavanvYrToBasKqA/F/nt+m7U0DbozxojHkn0uGaEdmWA5TG7LM/sq217WcwxnzFGLPJGLPp8OHDXXHdIl0v2pBkZzuPkep7LmPwfN/HC1ufp8HA/uQaph404HLhH1ZH9oEgfv8KggvmNY7Aioi0pMuCVPVOi8SP2ODI7QavF8rLId9rcLsNxXuKO1zY4mIOvII1wTZXOm5vQCvd6mfAKOAjQBmwtLNObK19wlo72Vo7OTMzs7NOK3JhxTYkXq/zHJz033XrIMFFStiQkZrBktFfwZM9Em/fiZRXHWJqdSbp/g20qay8iFy0umNOapf0TotczJpNDWryvHlwBBafD4qKwOcDT0rHq/Ve7IFXeyodtyegle5lra2w1jZYa8PAL3E6TAEOALkxuw6LbGttu0jvZAxNGhJjnAZn8WI8+w4x970ELnEN5AsfuRdP4U8Irn6Bx763iampl7Ex5RALbkrApqd396cQkTiWeIHf72fAYsBGHpcCX+yskxtjvgJ8BWD48OGddVqRuBadGuT3Ox3ahYWwYMHp5wuXnBkcuZPdkBIE3I3VejuywHpLgZcnxdNlnzXetOe7iwa0/j1+Ld0T54wxQ6y1ZZGntwPR2gp/Bp41xvwIGAqMAV4HDDDGGHMJTnD6j8DnL+xVi1xgxjgjqMHg6cfiYsykySz9cD/Bn/+F9MHDWbB6Af49fqYOm8rG4S6GpFyHv+YowdrQRdVeiEj7XNCR1K7unVYalVyMmk8NKi1t+pzqpqN9aX3SePCvD+L9tZcH//og4XC4w9V6tWZq2ysdN1+6B7ho06TjiTHmt0AJMNYYs98Y80/AY8aYd40x7wBe4JsA1totwB+ArcBLwD9H2rR64EHgZWAb8IfIviK9V/PiSenpTs9oRQVm1mw8yW5CMR2ZJftLmJY7jfKao3hHeklPStdvoIi06oKOpKp3WqTzRacG+f2Qlwdpac5jcbGz3eM5PdqXnpTOvBfnseKtFSS6EtlxZAcAyz++vEPLyZzPKGxHWGsv2Ht1hWhAG02Tjo6qar3Z7mOt/VwLm//rLPt/D/heC9v/Cvy1Ey9NJH5ZC/v2Oem+2dmwerXTY+rzOXNNFi+GmTNxe/PwzsnDv6cY70gvhbMLCdWGSE9Kbxxh1W+giLSkK5egUe+0yAUQnRq0dq3zfNYs53Ht2tNThaKCNUE2lm4ks28mlbWVZPbNZGPpxvOaH3kh1ky11nK86jjzX57fK+a/an6qiPRY1sL8+XDLLVgsgXffwJaXOYEpgDFYfxGBwelQVIRvykKKbvsffLMLcblceFI8hGpD+g0UkbPqspFU9U6LXDjGOH/FxU6ndnExPPJItJbF6VG7vJF5jfMiPSkesDAtdxrpSfFbwCJ6/Ws+XENZZRmThkxq8/zXzhx57cxzaX6qiPRYgQCsXImtqabAW4d/BuRVZ7Ho1dV4jh8Haym4/CD+/u+QlzmQRUsexlP8Gsab39hzqt9AETmXC104SUS6iNvtpPmuWeOMpkZXBIgdtSveU8yaL6zhoWsfIqd/Dl9/6eus37eeglUFLL1xaVymW0WvPycth7LKMg6cOMDsS2ef86amM1NqOzs990KnSYuIdLZgksWfU0d23xxWpu5n9U1ubvB5WfxyLf5rj5GV4GHlsOOsrX6KWVdn4/MXYYJB8Hj0Gygi59QdS9CISBdq3tbHFjfKG5HHwqKF3P7725n34jz+sPUP7Dm+h5XvriRQHTjnuZsvddNR7TlP4/WfLGfuFXP58+3rKJx97iAxGtwOTG57Ollr13W2c7XnszTd10C1x3kUEekpPB6YOxf30EvIc1/Jvpz+hNPdnHD3Y0XCuywcU0reBw0cCAchKYmcfln4UysIeqed7j3lwkwVEZGeS0GqSC8Rqf5PTo7zGLtO+sPXL+S//2ENVfXVPPX2Uxw7dYw/bv0jgeoA1Q3VjfM7zxZwWQvzCyw3zAkwv8A2rsHa3uqMzQtCnuvQaI/72ruLYPVSPvXxDBYsMOc8Lj3JjdnrZcPb5Zi9XtKTzjXy2vp1tXau9nyW2H3nz3f+2vodiIjEBWtPF0gqXgc35JHgSiTHM4xD1UfIMv15LeMUiz4cxrrXxjH3Y/dSnjsAr/c+3IWPn9mLKnGjI+25SFdSuq9ILxFb5dfrdZ5ba5m/qoCVG/yE907FjChh8IAsyk+Uk5bcn2Hpw6g4WcGdE+/EneyhoMAp1jhtGjz+OLhiurECAcvKQwXU5PlZWeZl4fFCvvdG69UZo/cybnez4k3NlswJBCwm9ewpX8YYTI2H4pjjIlljrQqFDOGXfEzPCXLkgJvQt81Z929+XbHnb+1cZzvmbOdfs8b5TnJy2vZZRES6XbNFuYNLFlK8t5ic1MGUVR/mrivuYvPBTXhrLJ5+YD46haWfWEawvlIpvXFOFeclHmkkVaSXiFb5LSo6XdU3WBNk7Qd+qg5lU5u1Ebt3GpVHPPTbdR+5gbmkJ7v54ke+yPKblxMKGYqKnJHUFStg3rxmI3wpQbjEjz2RDZf4CZnSVqszNh81jNTSAE4H0+XlkOe1LH694JwVe51RW2fObXn56SC8NdH9vXmGowc85HvNWfdvfl3Nz+92Q773zHOd7ZiznX/WLJg5s23HiYjEhWa9cumnwkzd20DZ26+Svy+BX3zi5xTd68f3vU2YsIWVKzHXXIMnKV0BT5xTxXmJRxpJFelVLKQEsTadQHWI8Kl0Ekq9VCX66fN+Pp8fWsi6vwYZMtTybngxWUMtyQnJGOMEXtOmOQFqVhaUlDQd4fOkuJk73cvaD/xcN2IquenDGqsz5o3Iw1qLtRZjTOO9TFYWrFzpLIcza9bp4Nnnc85tk4PM/E3ThrF5xd7Yzvu8POdcHk/rWWPt3T8q9rqaj/629trZjjnX+aFtx4mIxIVIT5v1FxHwTuXRVxbyatUOrqseTOG6BlzfPoHH44G9e2HnTujfH7Ztg/fegyuu0A9dHFO1ZYlHClJFeglrLfNfns+a3WtINImUHrTYD/JhdSF5V4co3+vGDIU9w5fwfu5qkgeUk+uZTPHe4sbg8PHHnXOVlJw5wmeMwTe7kHn189hYupFvr/k2hbMLCdYEWfzKYmb+ZmZjmpDbbfB6nfXd4cy0VmOcR2vP3TDGdt7HLq3TmvbuHyt6Xe157WzHnGtfpfiKSI9hDLawkIIX5rHmwHref3sriakNlCXtZ0neJ8iINhi5uTB+vBOg9u8Pd9/tpI40X7hb4oaqLUs8UpAq0ksEqgOsfHcl1fXVnKo9RcqRPFxD/SQlhThc6mHGDbD+jQBJeX5coaGk9D3IwRMHmHXprMbg0OWC5ctbH+EL1YYo2V/CoJQh+Pf4CdWGMMZQvKf4jNFQn89JHV682AkWW0prbUvD2NJc27Np7/4iItI2wdoQ/rISBicPYIttoE+CCywEv/5VPICxFkIheP112LLFCVCHDtXk+x4gWm1ZJF4oSBXpocJh2LcP0tMhI+P09uoaCDckUZ9SQXr5HO74BzffW+IEa/O+7qasLI/aS1fiMobJg6fzr5MLiV0G5Wwjg41Vbqv8jE91qtwaQ4ujocY41+XzQWmp07neUufsuRrG9qTUdmR/ERFpm9NpoUVcFc6k5mSQpL5pfOqle/Fe4sW3CkyR35k7smyZM4KqHkMR6QDTW0tNT5482W7atKm7L0OkSzQ0wMc+5nRU9+kDX/0qLF1qefAv83myeC1Zp2aS9vdFXPsRD3/fbMjLc47z++Gj047zt/F5nCzPYX+gHM+firj7Mx6WLj13QBcIgDffMihS5dZfZCJpu7bF0dBmxSDx+QBa3ld6J2PMZmvt5O6+jnikdkp6ouhSJeG6Og4s+Ar39H2ZIf2yKR+aTtFTYTyHK6GiAu67zykTHwqpx1Dimtqp+KTqviI9jLVw//3w7rtOsFpb68z9DAYNyeuW0v+P6zj1P0u5YUoGf99sGpc8WbvWmaf5lz96KN84i/3Hy3Ht9VJ7ws2aNU3XVW36fqfXTmutym1ri7K3tNxMwapzV/MVEZHuc641Mx8tfpRxvuHMdP8vrvoGyk9W4M25DveU650ANVp9LxRqW+U6EZFmlO4r0sMEg7Bpk1OP4sQJSEqC2bOd19YVG6Zc6ab0UJDFi90s+b5lVUkps2fl4sLlrM+JYcpxH5teCUKNG1eyYdasljOxWlo7zeczbU6lbT4/lJQzy9xrDoyISPw415qZgeoAT7/zG467akhIgbqTdfy5/jO4Zy+GT7oB4wSoeXmn1wNTkCoi7aQgVaSHcbudaT7gpPw+/LAz99PtdtYdXXmoACb7WfjKDP522St8mLGN9Znjef1LbxAKuSKFjAx3f8bDwoWn56C2dA/R0tppnhRPu6rZNl12RWXuRUTiWWu/+1HO6KohAUPYWK7rP4FleZkUP+XFO2omvscfxwSD2MWPErxxBu7rZ2F8bZhPIiISQ+m+Ij3QwoVQVOQEl1OnwrhxztzPhx8NMPia1aSGs1ixfhXvlG2lf1I/th3Zxv4TpWRkwNKlzrE+n1PN92yZWNEiGeWV5R0OKpsGwYaFV/tYe3fRGb3zIiLS/Zzf/TzKgwearIENToC65JUlGGNIS83gy1d+kSWL1lFc8gzZ7+7Gv2ElwZogYWt58OjTePP2UHBoJTYQ6N4PJSI9jkZSRXqQ2EJEU6fCq69CdbUTAK5eY6mZsZiKU+Ucbyhn6KnPcyj8CicStjEhczy56bnRs2CTg8wvcLN2jZPq21rRpM5cO+30tRu8Xk+kiJKIiMQTA/hWQWB9mMWzipm5t7gx7TdQHWDN7jVMGjKJ/aH9fG36Q7hrDN7d4B/iPKZXWeaVLGLFJQGyTrkouiSZYAp4uvuDiUiPopFUkR4kWogoKwteeQWmT4eUFEhOhutnBSkpL2by0Mlk9BlC5QuPwJ4Z9K0byYwRMzDGYK1l/qoCrv9VPj//sIA9ey1Pr7TsrWi9QEZrRZE6eu3RIkqtFWoSEZFuFAxi/MWYrGyKq7aTnTwQ/x4/geoAi19ZTHllOZsPbubQyUNc+1/XcvVzc3hs8OcpKh6Bb/BcQqmGkv0lZHmGUZGewLRr7sSt2gMi0k4KUkV6ELfbqUWxebNTQDElBbZvhx07YLnPSc2tOFnOZybNYnCWJXz5SgLhA6x89xkC1QEC1UFWbvCz971saob4aegToHJaAbc+33q13eZVHs9V9fFs1+71Qnl50yXzrHWWtlGhXxGROBD5sXYfOII3dTzlNUfxjvQCULynmMlDJjEoJYMTdSfo1ycyneThh/D88S+YQh/uFA/ekV4yUgdw30e/yOM3L+8ZUzvUGInEFa2TKtLDHD/uBKo5OU7AV1QEbvfpwNEYQ3qSm48uepB3+zyBy7gY2M/Djgd3QLWHsV8voDrbz8mteSRs+jqJn/8UMyZlU3GynKJ7is4okBFb5bFwdiELVi9oterjuVhLk8rALa2j2hPuZaTttP5c69ROSdyK/FiH09IoDZWSa9MxHg8Fqwvwb1jJjN2WV0YatiWfYHzmBN54/wZc/nWNP+QWGqeJEPPvuA1W1Rhd1NROxSeNpIr0MB4PzJp1ekQyLS3Mg399kLHLxzJm2TgeLV5MqDZIwvASctOG0SchgU+P/3SkKq9h7mAfw4rWktQHku++HWsNB0MtF0ZqXuWxNFR6RtXH9mheSVgpwCIiccgYrNvNgjULuP3/u5oFD42DBQX4piyk6KVsfnR0Mm/8Isy2v4zgjXeudgLUmB/y6DQRay0P/vXB+F8bW42RSNxRkCrSw0SXdSkqgsceC3P/C1/hyTef5PCJ4xwLVfHT1asJhyFvpJeToTT67bqPZP9ywGAMLPUZ/vp/hv5X+uHkIFLT6/jJJ5bx2KzHzujlbl7dNzc997yr/TY5fyspwCIi0r2CNUH8H6wl+3A1/iE1BNevcYLP62djDhzEhYvhA0YSeuNV7NRrz/ght9Yy78V5rHhrBcerjneoY/OCUWMkEndU3Vekh2ieKut2Wx786zyeefcZEkgEVzUkVVJbV06gPI3aGjhV6SIrNYVivyEYPD2KOXxwOsNzXGzp8yr1BuasnMP4QeN548tv4HKd7rtqqbrv+Vb7bf45YtdRVXaViEh8cCe78Y6aib98JVP3hkm/fqbTiPh8EAhgFz9KweFn8E8B77QUfEvWYmJSZYI1QTaWbiSrXxYVJyv4+JiPx+/a2GqMROKORlJFeoDodJn8fHjwQQiHnRuAkv0lZPfPps7WgjVwagAkn+RE6lY2lhczOCWHQ6nFTPMGm3QMh2pDhAnz0SEfoaahhpSEvmw7so3SUOkZ7928um/s8/YWUYr9HAUFzvPmKcAiItL9jDEUzvYx9ZpPs/HqoSyYY7DOC5CRQfB7j+CfOoTsyybj31tMMNU0+SF3J7vJvyQfT4qH+z5yH4/f/Hj8zkkFNUYicUZBqkgPEJ0uc/w4rFgB8+ZBepKTiutJ8fDxEZ8hOXgVJqWKlMrx5PSZiP3Qy+Gqci5L8rLsMXeTdjetTxo2bHl9/1vYumSOV56kf/V4hqU5a6m2pchhtKhSe+YaadqPiEh8i+18DNYEWb/vVbLdOfj3FDvpuuEw7N2Lu08a3mHXUX6y5ekf0cwb/71+ln98eZMsHRGRc1G6r0gP4HbD1Knw5ApL5rAgxevc7Ntn+A/vYwxZ/zHeMs9B/RgSn3iPcTkjeeQRFzt+7SMzN4jp5+bEvxg8Hudc1lrmvfR1th/ZgTmZCZUZ8D9P09BwOaFvufB42lbkMFpUaWDy6SJKnnOshRed9hM9t6b9iIjEj9iK7nkj8gAoryynvLKcuVfMxd0nDaZMwW7dQnBgfwozcwjlX4f7y4UtjpJGM29ERNpLQapID2AMLFtmebVfAVtO+mGPlylX+8gYuZ9jc3aCBQa9x4Bbvk/9337Jq69CdpahotTDLfc1DQYD1UH++LeN1FZmY/tWwNZbSDx2BQmeyDyiFkY7owFurPQkN2avlw1VfsaneklPOnfEqWk/IiLxK7ai+5rdazAYJg+ZzIETB1g0YxFm/37stq0UzAH/kKN461Px+TdiQqGWGwoRkQ5S7oVIDxGqDXIgyU9DMJuGXD9HTgTZuSkXjl0GiTVQ259DiZtxpQaZNQvcHsvn7gvw6KOn03CttQSDFvuhF6o9JL53H+kbH+eyMYa5c517DLcb8ryW/UcC5Hltq6OdoZAh/JKP6buKCL/kIxRqW8SpaT8iIvEptqL7rEtmMfPSmZSfLGfWpbOcEdHcXIJXXIZ/aC3ZNX3wpx0l6J2mtBgR6XQaSRXpKardTnCZ7ofdXqh207+/oWbFZoZ/7X72hzeT1ZCPqXWzaJGlNq+AP27y86dvTOULmY/zI59hwWonjWv48DzCvy7i1DEPffoZpk6FwkIncLTWwpwCzCg/jPICPuDMiNLtBm+eYc0ajxMUu8+s3BsrOr8prhd0FxHpxc71O9y8gjvQdH9jcG/8O97nv4r/6Ca8Q6fh/uTjzsGBgFJkRKTTKEgV6QGsBWsNw7f7COwIktjg5rLLDS4XXHddAj9+7Jc89J0gGze5yc83mNQA6/f7OXLyOHbECn6+DR6qWOKkcfXLZlNiMZmDHuFojaF/f3j2WUhOhuXLnRuS4j1+ctzZFLdhrmn0fsRaWLCg5bmssfOcvCO9+Ob4FKiKiFxAbf0dNsbgSXY39jg2//03CQn4Pv3E6eAV2lbIQESkHZTuKxLnosu25OXBgf2G/Gkexo01rFsH69bB449DZaXh8UIP/iKDzwfu5HSuzPwYtm85nBhMzeCNWAvekV4OhMpht5dLhjq95BUVkJUFGzdG7kli0r28I525pi1V+g0GobgYcnKcx9JS5x4lK9uyen2AQOD0AbHznOJ6QXcRkV6qzb/DsWuFfetbsGcPhMNNqv42WZpMZdtFpAsoSBWJY+Gw5d2dAdYWWXJynHuHsjKYORM8HotNDlCwwJKf74xiOtOCLPNfns8Lu54HwpB8kuQyZ6ka3xwfxfcVMXewj0MVhi98Ae67z5kjmp8fzdRy0r2K7imicLaPBQtMk3VNo6KVesvKnMrDw4Y5c1k3Dyyg/KZ8Fr9+elma5oFv3C7oLiLSS7X5dzgQgDVrYPBg7M9/RuCqsYSnTKLg5fktLzkWbQzKy1W2XUQ6jWnL2oY90eTJk+2mTZu6+zJEOiwctkxZWMC2Kj/9j3gZ8q6PxARDfT3kz7SYGwtYs6uIg69P42OHlnHg0AnWr3ZDynFGPz6a41XHnRNVZ3B/7S5+tnRAk9Tc6NxRaH0eaSDgBK/Z2c79R1FR0wKO4bCzZmtJiXNv8vDiAN6n8slJz6b8ZDlF9xQ1poppTurFyRiz2Vo7ubuvIx6pnZIL7Zy/w9bCt76Fffo3BGqCLJ7WwNpL4bpS2DhzLEMyLz3jt73xOJVtlx5K7VR80pxUkTi171CQraf89CebykF+fvKrIF//ioecHFjzapCGEWupbDjO8UuepChtA4xyMcuXxzVTqwjVhBrP4zIuvrPAtBigRre1tnLAudY1DYWcADWa5bWwxs2sUd7GOU+xPfVaL09EpHud8TvcvEEIBLDPrGT+tSFWDW/gwwxIDENZf7jlrTL+PuIo+dO/cOYobLRsu4hIJ1GQKhKHrIUfP+aGPXkcz13LlWkzmfpRN16vM5qZ6Ern/T1hat37SE3oR3XG+wyonM626rXU7AkztN8w9p/Yj6l1c5X5AiOyPI3nbU99i3Ota9o8iPV4mlaG1IipiEgcstZJlVm82CkqEG0QgEBSmKcn1HMqEaoSoX8dnEiGN7IauH6vpfAbC/XbLiJdTkGqSByKFiUaPAUqEi3XXg0ul3MPsW8ffOLOAA39DkI4kSpbRUrl5ZzkCJelXIerLInDVcVcnvpx/vTgEkZmZ+BymcbzNq9vca7O77N1kLccxGrEVEQkbkV7K9escYoKTJrUpEGwn7mTyuRfUJsALgtD6lI47qpmWMhQMsJFMAVMdUAdkSLSpVQ4SSQOud0wzRvkcN9ihvQbxmsVxQRrghgDw4aFYda3aUgIgDUkNri5ZMMa7rxmGjZnI/tLDdN3FZHw0k8Y0HdAY4AaPW9n17eIBrG6VxER6QGivZU5Oc7zAwdONwjGYJZ8n7T+g0jt04+BpPDHv+UyN+EjlF9xCXkfu4PFqxeS/2svBX95EBsOd+9nEZFeSyOpInHIGHi80A0veCkp80eWgknneNVx/nXtw2xPehZq+0KfU9RXGxJn/RvvBl9jmHsI5ZcUc+ilR5jtNWcEoedK3z1fzhIFQah24/EYBa4iIvEmdp7G3LmwaFGTnkZ3iodh7ly2HtlKuG9/5t7hYvZlM1i7ugb7H7/He3uInPq++LfvILgOPL7lrTcmKqgkIh2kIFUkTrlchuW3OPM705PSWbB6AWs+XMOBUBn2ZCb0PQDW4gr3x+ZuZNqw6Wws3cinr5nG4ofScbWaJ2EhJQi4gXPfNLT1HsNay/xVBazc4IfdXuYO9rHUp0BVRCSunKO3MlAdYG9wL7UNtRytP0rw5FEqXtvLwnUjWfKREGWpDZRxgrmBXNybNrY+b6S9RRBERGIo3Vckrhmo9hCsCeHf4ycnLQeXCxJSQ4CF+r6Yfoe5/pLpLLtpGdNyp1Gyv4Q5SxeQP9OesbaptZaCVQUtr3XXgtg13Zufq7lgTZC1H/ipPpxNzRA/a9YHtaa7iEg8amWehrWWRf6FBKuON7YPYRfYujpCfSzFwxqYVA7Z9Skseisd481vfd5IS0UQziVa0KmXLo8oIm2nIFUkTsUGiIsXuskb4eVAqJwhx+/EVA6jf3g4yan1fO6KT/P4TcsI1YZ4dd+rDErKZluVn0E5wTPuC4I1Qfx7/GT3z8a/x0+w5uw3De25x3Anu5k5yktKZjnJZV5mXe/Wmu4iIj2EtZZ9wX1s3L2eYSGLy0JSPWTUuJjbMIHh1Ul4G3KpGJDC7Bn34Xl5/dlHR9tbBKE9vaIi0ut1WbqvMeZJ4JPAIWvt5ZFthcAtQC3wAXCftTZgjBkJbAN2RA5/zVr71cgxk4CngFTgr8BD9lzDPyI9VGxqbZMAscgwtdpHw9+ClO1NZ8inFlBu1zJ6lJv3Dr/LvBfnkZyQTFllGWWVZYxPncuRA27ym90XuJPdeEe2vI5pS861TmosYwxL5/hYdEPLc1I1NUlEJM5EfphtejoFqxfg3+PHZVxU9AVj4bIjUPy3UQx4fTOm/rv4/EUEvbfgvuVxTOtzShztLYLQkfLzItJrma6K94wxNwCVwG9igtQ5QJG1tt4Y80MAa+13IkHqC9H9mp3ndeDrwN9wgtRl1toXz/X+kydPtps2beq0zyPS1ZpP3ykshAULnOdTp8LGjXD8OOzfD2meBmbfXcKO0f9MqDZEeWU5/ZP6M3nIZA5UHqD4nnW4ajNavC+w1rZrHdPOCC41NeniZYzZbK2d3N3XEY/UTkm3ivlhDninkn9ZCdn9s9kX2MuuQ9vof8pyKhm2/SqZEX/bAcOHt9oYtLddOdf1qKGQC0ntVHzqspFUa+0rkeAzdtuqmKevAZ8+2zmMMUOAdGvta5HnvwFuA84ZpIr0NM07kUOh053Q6ekwbx6sWAFDh4U5fOvV/GXANlJCKZyqPUlW3yGcajjFwcqDzL50NhmpHkzflt/HmPatY3q2dVI7+tnUQS4i0s1ifpjd/o14b5iG/8CrzBk1h6SEJLYfeJvxhy25OeMhN7fVxiBa6yCaoeOb4+tYoNrV5edFpEfpzuq+XwR+H/P8EmPMm0AIWGitXQ/kAPtj9tkf2SbS67SUWht7T7BsmaXaBHj1nVLqMrbRUF9DdX0V1HjYf8hD0v5PMe3SRTz8WQ9tqdp7IbUnbVhERC4AtxvrzSO4fg3pU6ezcF0DD78axlxfQ+EP32B/qJTcgMV1joWwW6p10J6O0CY6o1dURHqFbglSjTEPA/XAM5FNZcBwa+3RyBzUPxljJnbgvF8BvgIwfPjwzrpckQsithM5Pf30YygE6emWBavn85cRK2kYFiadVI5XV4FNgIRTpKxejqtsGs9tcLFhDcyeff6ZUp05h1Qd5CIi8cUC82dZVqfup8+JFdjaelwz+hKu30X+Xw2+Tz6O+d6Cc6bftrfWgYhIW1zwINUYcy9OQaWZ0QJI1toaoCby783GmA+Ay4ADwLCYw4dFtrXIWvsE8AQ4c3264vpFupIxThAXnZZjDITDMC0/yCuj11BVWw3Gkts/F3syiwAfktCQTs3seSTtz4eNPnJyzHmn1HbF1CB1kIuIxI9AdYCV76ykmiCnPGGuO5DA6xmVTLfD8JeVEDxciidmnoYNBAimmjPmnRpj8M3xEawO4K6OtzweEempLugSNMaYm4BvA/9grT0Vsz3TGJMQ+felwBjgQ2ttGRAyxlxrnF/Eu4H/vZDXLHKhRacJDRwIW7dZ3FkBXi1Khz35VFbXcbK2ij59+lCx6G3W3/06lw/PIX/SEMbM9nPn3CAVFeefUtuR5e1ERKQHsdaJKBNdJIUNR4d6GJ99BRVZaeQNn4ENh7F5M6C8HOvNo+D1xa2usW0Az8IlmJkztXyMiHSKLgtSjTG/BUqAscaY/caYfwKWA2nAamPMW8aYn0d2vwF4xxjzFvAc8FVr7bHIaw8AvwJ24Sxbo6JJ0qu53ZDntZQHj9P/jvn8bVw+DfkFlB6scUYz61N5/+hOvrH6ISbkDCP/Ei+HqsqZNdrLcp+boqK2j3xaawlUB8644Wjv8nYiItKDWItn0RLmvmu4JOzhq5O+yrr7/8YNB1zY3R9Q/PLPmPnDCRQkr8OuWUNwySL8e4pbXWPbBgIE1q/GZmedu2fTWggEFMiKyFl1ZXXfz7Ww+b9a2fe/gf9u5bVNwBlL04j0Bi3P+7Qwu4D6EWuwVWUMPD6J7SfX0tA/DJUDIf0gmX1z+eOWP7J+36u49swi7F8L13swc0ybU2rPVpGxO+aQdsoSBiIicm7BIMZfzNLsSQR3HCD9qKX0B5+kePL7ZCe42ZB2nOkHXPjr3yFYG8KdMaLVeafWWgpeX4z/pnK8u8vxjZ+Laa1nU8vMiEgbXdB0XxE5LdpW5+c3zY4KVAdZudHPrrcGc/So5UColIZd+RAG+h7CVA+gb2I/DIZgaQ7vhooJBg3FftOutNyWKjLGis4hvVABasGqglZTyURE5Pw0yZxJT4epUzHlFbinXMeC0H9z+/UHcIWhzHWCcUfgaCp49/fBnZTeOO+06J6iM5aYcdqSYrIvm4x/6hCCSxa13nBoLomItJGCVJFu0lpbbavSOREy1A/zQ8ox6FcKI1+GrG3gstiUE4TDMKTfMA5XldP/iJfDpW6mTm1fWm60ImN5ZXm3V2Q8V8AsIiIdZ61l/qr5zFgxg/kvz8cuKICNG+Haawk+XIB/JGQfqaI0zUK//uR5rmLtxtH4Lrkfk5EBnF5ju3mmS2NbcrIc76hZuM+2/IzmkohIG3XnOqkiF7XW1g41qSH6ptdRDeAKQ98Q9AudLploYXdZCHdyEp83/8vmXcOZfp/h8cfbN+rZWJExDlJstYSBiEjXaazkW1fF06EDzCsZjCdnCJ7n/oh7w6vk3ZjNqowQtg/kHq2neOABHknMwphzj2W0qy3RemQi0kYKUkW6SWtttTs5nVs/OoWn3tmChSbBKQANidSnHqQyOJDHFuaS8IjpcFsf7Rk/l86eL9r8fPEUMIuI9DrWQuUJaKihMrGKq2efhNod3JmcyOOhK6DsXRjZl9wTVZQPTCZ/r8E9OBeKi9u0nllb25LIzlqPTETOSem+It2o+bxPay3fenk+v377WawNg4X0PulgDdQngU0AEkg8lUtamgtX31CXzxvt7PmirZ2vtVQyERE5P54aw9wP+5Nb24/+tVDdJ4FgqosVE+u4v/86nh52jH0pdewf2p//+ebrFGZ+nmDFPmcJGqXkikg3UJAqcoGdrfp+sCbIS++/TNhJ9gUgVFcJDUmQWAenMhhfcx/jRwzgC9PzcSent7iETGdqy3zR9qwooPmnIiIXlvF4WDr4C7xaPJIvcCXJdQ2EG+oZXGkpGZ1Cgw1jTp2Ek5WkJ6ezIGU9+dd/6CxBc/y4losRkQtOQarIBdRaRV/nNUs4bEmsuOF0ai+QXD8YEuqgvi/JqfDKI9/jlX/y45tdyILVC7q8Iu65Ciyd7TN15HwiItLJjMH4lpKxaj1LC9bw/ouj+MqhYVT1gd0pp6hKhMQ6y11vW8yBA/irtpFNf/wn3iE454a2/biLiHQizUkVuYBaqujr8UQrLxaw6n0/5aUzSM26gqqU96G+PzWhgSQMDpKSauibZEhIcNJiA9WBM0Yk2zwnqB3ONV+0tc/U0fOJiEgXiMwvMdYy4Pob+d76Vbwy5yRVyTWYU6fIrIJFm/riGTQMb+p4/Ke2OkvQDM5t24+7iEgn0kiqyAXUWvX9QHWQlRv87NuazcnMtYQboN/xqRDMZcgrf6FPYDz1tp5h6bnYKjfWXtgRybPNF+3IigKafyoicoFF52UAFBbinnIdyZVVVNWd4lSisy7qki+MgIwMfEveoOi72/Bd+lVMeYWWi5G41WT9X+lVNJIqcgG1Wn2/2g27vTDET2r5dQyd/Bq7gq+RUXMZfftajpswfQ5ex7ajR8i7KcTs6z34fPExIqkVBURE4lx0XkZ0zbOFCwm9sYHwjESuK4XXhsJHymHtwO0Eqo6T0XeAk5njWwqhkH7cJS5FCzFGl6/zzfGp87sX0UiqyAXWvKIvgMdj+HxmITUfXMtxdzFbyvbScCKT4wlb2D3zampqINy3gtr3vQzo56bIb9l3KOAcGwcjki19JhERiROx8zKKirCBAPa66XjLUwimJzH2CLydDWV9qln8/EPY+d9yCg0sWKAAVeKWCjH2bgpSReKAMfDQgiD1lz0H6aXgOkl98iEIuzCJtdj+pZyqDgNQ8prlwMQCbvtT1xZMEhGRXiI6L6OsjLALHvz3KeT3fw7uuJOp+ffRkNqHMPCxwy7W/P2PBP7wm6aFBkTikAox9m5K9xWJE+npFpNcCbYaGpIx730e17i/YAmDMWSY4QSGF/ORG/bxTuZqBibldGnBJBER6SUi8zLCe/bwlUc/xjO5QbKqE1hTug4SE8i94gYqyjez2RXAhGtZfFWApfv3Y2bN1lxUiVsqxNi7aSRVJE64XIYBffuTSH8SGtL43KBCyv51Bzvnvc9HE75AdWI5AytnsGPoYkgr450jm7k2O4/0JN1AiIjI2Vngwfce46nhAWqNZX9qPdNHXM+s0kQq3t3InYGhDD0Bkw9C8XBL8A9POwUHdOMvcUyFGHsvBakiccBaCJ9ykx34NK7QCNz75vLmxgy+/0gGlwwZwKYlS9ny7TUMmVpEaOQKEpOrCZ/IZv33FrFggWlcvi5avFEZwCIiEitQHcD/QREWCBtIDMP83H/k4TW1PP/hZB7/vwZm7U+mPN2FtywZd2auAlQR6TZK9xW5gKxtWgU3GlT+v0ctT1csIJjxGll1N3DwWR8Bl2H3h7BoEQwYYDApIbYe2YLFUllXSWLpFLLcnsYpQ2530+KN6gAXERFwqqAuXvcoFacqCANYqHHB5S/chPl4Pf2rGrgzMZnH94zjxP463DfMdkamrFVDIiLdQiOpIhdIdAWA/HznMRx2HmfMgJ+vCBLw+AmfyOZIagm4S8FY6uqc6v8A6cnp9HH1wYWLlIQUcrY+xsYNBmMgPb1p8Ua/3wl+NaoqIiKBquOsLPkFtaeCYGj8qwnXUGvCBJJhxcRavn75ftzPvYAxLpg502mk1IiISDdQkCpygTQPIktLncesLKirdOPa58WVXs6lIw3J992KvflBxk0Ik5bm3CNkpGbw1clfZfyg8dx3+VdJrB3A9OlOsBtdxs7rhfJyyMuDxYtPB8S6xxARuQhF03WCQaitdYJPIMkkgoHkhGSSEpIJuyCrysXG4YZ9Jw9gi/2q7isi3UrpviIXgLXOX14eFBc7wWRurvNYVAQfucpQu89H+PhediXdQlJaJfUfW8EHSTBu/HK+MNewdKnhRzf+iGBNkPQkNwvWG/x+JxCNpg/7fM79hLVOJ3jsPYbH081fgoiIXDjR9B2/H0/eDOYmX8Gqyi0c6hOmMqmeK08ms/b/7cO4XCz6fj4lde/jqqvktl/NIn9iOr4tYLz5qu4rIt1CQapIF4u5TyAvD9audQLG2KAyLc2y5YMA3sX/SUPfg1SaIASH0TC4hEQbZM0aTyTQNLiT3QRrghQWugmFTJN11o1xzm2tEwBH56fqHkNE5OJhw2GCu97D7S/CZA/B+IvxTb2G0j/vYsiBOl6/NJFry8IkfqMK3G5+8lIC+4ZM5rbhGxiSNBD/oEqCv/s1njFXaE6qiHQLBakiXSw2zbe4GB55pGlQmZ4eZt6L81i/bz3BUTtpqHNBQx/62HTqdntJsm5mzoxUAA5bFqwuwL/Hj3ekF98cX4tl12MD4NggVkREejcbDlOwcAr+qm14J/bH956FSZMoOPgUq2+poaIfVKbUM74yhTeGDsVVWYnJ8zK82E/+gEz8gyrxpo7HPfpyNR4i0m0UpIp0sehc0dhRzdNLxVgWlszjqbdWkJE8EFx19O/bl7ravlzyxp/J+8gIljxjWPI9y4wbg0y/zrJxtJ+c9Gz8e/wEa4J4Ujwtvm90VFVERC4ewcOl+Ku2kW37UTToBPumjCVt0wZWzqrhVAKcTIaBVbDNU0fpd77KiOI3IS8Ps7YIX3o6wSP7cWfmYlwqWyIi3UdBqkgXaz6qCTB/PqxcCQ1JAfjieupNIgfrDpAcHsCIgUOYPWo2j3xjBB6P4fjxME8fnUdtXgk738+jb0UeZaOKmTvdiztZebwiInKaOzMXb+p4iqq24urXn9v5M9dek0nYOEV9E8Jwsg9MOAS5r/4Nhg3HFvsJfuch3C4PnqwR3f0RRERU3VekK0VHTOH0PNRgENasgeoaS/Cjj3K8/gB1nMScGEbN4Rw+su0Fls5ZSkaGAZyR1sAlK6iyx6kbVsxHgovIfqmIRVe3nOp7oVlrCVQHsCohLCLS7YzLhW/JG/zPN16jbmg2Wf0G85znIDapD0n18E+bYOtyeOP3abiuuwFbXkbBTS7y/3Q7BasK9FsuInFBQapIF2m+Lmq03Xe7YdYsSEw7TsOEp7FJQTBhbMIJ2DOTl/8wnGDQCT6DNUFKSjeS68ki0V3BxPSpHDvoYfb1Hjye+AhQC1YVkP/rfN3ciIjEC2NYtv3XlJ+s4I2EChoIM6khE2PgtRGw/Bown/1HWL6c4It/wj/Ckt3/9DQSEZHupiBVpIs0Xxf19FJzlocXH2fI5xdCynGgwcnBcllSNv0rhtPBpzvZTf4l+XhSPNw14T42P/o4/iKDzxcf9SyCNUH8e/y6uRERiSPBmiDFe4q5csB4bF0dJiGRv9tyTIKLnErwj08h+NhicLlwDx6Od6SX8spyvCM1jURE4oPmpIp0kZYLJjkjjy/vXM22hIMk1Q6hNvkAWCAlSPVnvNybvA63OwMwGGMonO1j3oIgG59w850N8ROgghNEe0d6G6sN6+ZGRKT7pSelYzD497+KTQoz7EQYT42L6w4m8FpOAt6ddbi/8wgs/wnGGHxzfARrgriT3XExjUREREGqSBdpaRmYQLUz8piTPpRth3dSayubHjRoK8WDbmDB6hsbl5cJhQwlfg9DYkZk46Vqr25uRETiT6g2RF1DHakJqZxqOMX+NMuAOheP/28dJ1JcuDOHYcpea2xQjDGtVooXEekO50z3NcYkGGO2X4iLEeltosvARGM3d7KbvBFeXnnrIOGqNJKPTGmyv4skRmbkNkmdjY7IlpefHpGNJ9GbGwWo0l3UTomcZq3FWsusS2eSWteACVuGnXRh6uoJXjqUYGYa1p0enw2KiEjEOYNUa20DsMMYM/wCXI9Ir2aMYd7YQsLP/hmz5S5q+m+DsMtJ963vw4TMcVScrGiSOhsdkS0qch4husZqt30MkbiidkouaqcX3m6cUjLzNzOhuobtL4zg/rIhZDQkMaPveGZ/4hjj7q1kyv0uwo89dta5I6rcLiLdqa3pvhnAFmPM68DJ6EZr7T90yVWJ9BLWNk33tdaybHsB9nOrsNUWkiohNAQ8ByChgZ3Ht7Htn7cxMmNkk5HJ6IhsOAzz5kFJidMJHk/zU0W6mdopufhEy8hHih8Elyx0itklDaR483Ms+iBISmYtdkIKoas/yts73sday9tHtrAvVMrIjJGtnNYJdqP1BqLTT0RELpS2BqmLuvQqRHqhZvcO+HwQqA6w8t2nCXsCYOuhvh+kH3QOMGHqbT3GmBZvBqx1AtQVKyArK/7mp4p0M7VTcvGJKSNv/UXYwIPk7YW1VeuZ+X4d1IQpvgRyjtVR8rffk9CvgfoE6GMTSE9Ka/20LVRu15xVEbmQ2rQEjbV2HbAH6BP59xvA37vwukR6vOZL0AQClmB1kIZwAw3UgwFXnyqwfcA6QemEQRMY7m45YzEYhI0bnQC1ogKmTtV0IpEotVNyUYoULbDlZRTc5CL/+VspPrUV60qAhjDuhgTydsOmrAb29A9Tb5wOz7EBF56a1kdGo5XbtSyNiHSXNo2kGmO+DHwFGACMAnKAnwMzu+7SRHq22CVoZuRZHn6lgFf2reXkKVdj91BiQh9qa/tCQj2E+/D8P/hxuZr2HUVThtPTwZtvWb0+yM0fd/P440apviIRaqfkohQpWhCs2Iv/+VsZ1G8wG9LeY/peS/FICA1KZ+Gl/8CvU35PjanGAv3qIZyeTijV4Gn1tKrcLiLdq00jqcA/A9OBEIC1dicwuKsuSqQ3iBY8WrsWqgnyxGo/WzYPojZ8wimUBNTVA+99BkI58Obd+L43oElBpGjKcH4+FCywMLsA1735pPxDAcaomIVIjA61U8aYJ40xh4wx78VsG2CMWW2M2Rl5zIhsN8aYZcaYXcaYd4wxH4s55p7I/juNMfd0+qcTOQt34TK8JWUc2fkW40JJlKfBteUJpGUMJrjgG5CaCgYwUJ+UxMxr5+I+R/quKreLSHdqa5BaY62tjT4xxiTSeJstImcTCsGGtW7YkweZb4GrzrlZAKypgdwN4NkDI9ex7vXjBAKn/9eKTRlesz7I2g/95LizKY5ZokZEgI63U08BNzXb9l1grbV2DLA28hzgZmBM5O8rwM8i7zUA+DfgGuBq4N+iga1IlwsEMGvW4js6iaJV2cxIuYzy/oY/jm1g8u2HueYPszhVHcKEIeeki8uOGx756wmMqvaKSBxra5C6zhjzr0CqMWY28EfgL113WSI9X3QU9LbboE+iwf3WIjiVDfXJTXcctANq+kPWO1R84gYWv17QWPI/do3UWde7mTlKc4REWtGhdspa+wpwrNnmW4FfR/79a+C2mO2/sY7XAI8xZghwI7DaWnvMWnscWM2Zga9Ip7PhMMcX/yvHj+6HTZsw191A0UioSUmgJhG2cIyToaMk1jbgqU9kQGWY2aV98Dz5rFOJT4GqiMSptlb3/S7wT8C7wP3AX4FfddVFifQG0VHQIUOgrAxuvdHD88dmE+x/AKh2drLJcHg8DN4ODX24fERu4yipU0nRsnBJkIXVbjweA2iOkEgrOrOdyrLWlkX+XQ5kRf6dA5TG7Lc/sq217SJdxlrL/L88yMrkX8I9LubuScP3YAEz34WV+7YSboCTKVDnAiw8tKs///Z+Dp73dmGyhzhrmalEvIjEqbaOpHqBldbaO621n7bW/tJqdWeRs0pPdyrwlpfDtGmw+e+WvmnVQBhOpcH7t3DfoSBmfx4cHQlHx7BpWzl5I5xR0tOLsuez5PUCwGqOkEjruqSdipyj09o7Y8xXjDGbjDGbDh8+3FmnlYtQsCbImoPrqUmwVIfrWDsgSPCz/8CidZbtNV/if/7aH+uChAanRsIXB8wio+QtzBf/CTIynDQdlYgXkTjV1iD1buBtY8xrxphCY8wtmm8jciZrIRCAcBgWLHCWjJk6FX78Yws3z6NsyBOQGoK+J2DMX3j6yAOkjPNDn2oYtJOaPZOYN7YQY0yL69Sd73Wpa0l6sc5spyoiabxEHg9Fth8AcmP2GxbZ1tr2M1hrn7DWTrbWTs7MzOzg5YmAOymdWQOvIakB+hgXU/c2sPijIWbaX7PkmjqeK7gFa6EhAZLrYMIrW6GyEpYvh6Iip7KfOjxFJE61dZ3Ue6y1lwGfwklp+glwzi5gVU2Ui0lsJd55806n+paUwP4jAeqG+sEVEyUaaMguIenIZEirgBPZmJy/Y5NDWNt569Q1qRBcoEBVeqeOtlOt+DMQbWvuAf43ZvvdkfbqWiAYSQt+GZhjjMmItGlzIttEOldMT6hZsADf91/nzvf74KoP89wEeHrgAbKrE1n96gpWvfk7+tZCv1oYdQwqr48srm2Mk+KrAFVE4lhb10mdC1wPXAEcAZYD69tw6FORfX8Tsy1aNfEHxpjvRp5/h6ZVE6/BqZp4TUzVxMk4KVebjTF/jhSnEIkbsZV4N250UnxLSiDPa/nR5n9n29FtTQ8IJ+A+Ooc3Hl3KNY8mU5NZQsNeL7fd7Gb2LPD5Omedutjr8vs1BUl6p462U8aY3wJ5wCBjzH6c9uYHwB+MMf8E7AU+E9n9r8DHgV3AKeA+AGvtMWPMYuCNyH6PWmubF2MSOT/RHke/30nR2biRUPYANmTXUpPsAgtJfdPYX11FUrWlIg3CCdC/3jA7bSL2kR9gAwFwuwnWhlTbQETiWlsLJ/0n8AHOwuh+a+2ethxkrX3FGDOy2eZbcW4IwKmaWIwTpDZWTQReM8ZEqybmEamaCGCMiVZN/G0br13kgohW4vX7nVHLwkInIAxUB/nYz1Y1zVsIZULNYHJ2/RsDByZwT+ZyXi4OcqjUzbDJJiaYNJECSp1zXZqCJL3Yf9Kxdupzrbw0s4V9Lc56rC2d50ngyba8p0iHxPY4lpTAtGm4N25gZuYgVqYfg6Q+fP6qu/niY6u4Z/wOJpcbDowcwJ/uX8PjO37NzMcmkLcbyB1G8QjwjvTim+NToCoicalNQaq1dpAxZiJwA/A9Y8wYYIe19gsdeM8uq5pojPkKztp1DB8+vAOXJtJxxjhTfILB04HgkiWweo2bk5fMgaveBxMGa6BvCNfOO0lq8OB2w1KfYVHAw+LFUFzcucFk8+vS/Yj0Rp3cTonEn9gex7w8WLgQYwxL09NZdGgf1lqWvO7j7o/uxib2oyylnlmTPosnazjFL6wm+3A1a4eArd7GsOTrGmsdnG9HqIhIV2hrum86MBwYAYwE3ED4fN/cWmuNMZ02Q85a+wTwBMDkyZM1804uuOhUH3CmDRX5LYOHB3gfF4nB8bhcYRoaErG7ryel+HH2pcDeigCeFGeJmaVLuyaYjL0ukd6oq9opkbgR7XEMBGDxYpg1C7xeTGEhGb7lBNavxj99J0FXHRUptdxVN47Cj/8n5rvfwVtRgX9QHTPL+kPuaIprjmq9bRGJa21N93015m+5tXb/ebxnhTFmiLW2rB1VE/OabS8+j/cXuSDS0y2umwrYUL2G2uQDpAQnEk4OMnz9/3Jg63BcSXByegFX/8SP2etl7mAfS31GwaRIx3RmOyUSn4wBY7DFfoI5g3D7izClpfz/7N15eFTl+fDx7zMz2ZeZhC2QhEU22UIUBAKImbC5gaLWpS6odakVaSlBf61greDbVoO2im3VKigodce1KCQTBBJkUfYdDISQAAmZyUIyycw87x8nExKSsIlsuT/XlWsy5zznzBkEz7mf5b5xOLC2aM3gXZuYnahoVQ6rvTm4Jv0a9d1Kni8MpaS4FOvYq+GZ2bg8ZbImVQhxXjvZ7L4JWuvfYGQ2dP7Ez5SsieKiVLf8jNNp1LDzxqfTp4sVHVhMReuluC37cRfG4fUoLGEuwno7cBfF4G7rYPFSF67TrzIjRLN2hu9TQpy3dGQkqVebSOmynMlXK4pbhqPtyaiiw7yU14duJQEcDNH4Aiz82bWAlFH7mdIzD6svAPXhR6jf/habBKhCiPPcSQWpSqneSqkfgE3AZqXUGqVU75M4bj6QDXRXSu2ryZT4V2CkUmoHMKLmPRhZE3djZE18HfgNGFkTAX/WxFVI1kRxHvInXbTb4YorjMRJf54aQV5pHqsOLTXWolZZIbiU/LJ9Rmd4lZVb+9sJblVAUL6dEVdaJamREKfpdO9TQlxoXFUlODpo2iQMZl7UPpLfTiF1FOj0dEq/TYfwMFodgW3BZcy7pJw2nRNxJFpxmT3Qpo2Rfl56RIUQ57mTne77GvB7rbUDQCmVXLNt8PEOkqyJornwJ11s2RKWL4fBQzRfrdpI4fBCo4ECgpy0CG6F1xRHuYISl0J/k8bWNBfKbaxJlY5tIU7bad2nhLjQ+GtoL9q9CIDYiFgcOZm4rnoK6xHF4D2a1y4xynIfUR72bVzOqKCeWO8YCNkrjF5U6REVQpznTjZIDfPf+AG01plKqbCf6ZqEuOD4ky5mZMClPTTrY1LxdlrYoJ3Gx423lvDf2VG0awffrVCYqmxYbRqX2ylrhIQ4fXKfEs2CUkYNbWelk+nfTiczJ9NIghQYifq/3zPj8zLefwiqAk0EV8PnuwfSfq8L11dPGPcYm03SvAshznsnG6TuVkpNA+bWvL8LY2quEIL6ZV58gS7scxxEBLRi+f46jTQcLisnKFhz//1GmTu73UiwlPpNKo4cB8kd7UwbkNbkqKrWGpfbJcGsEA3JfUo0K0opnh/xPPtK9xEfGY9yuWDePKJKPdyzARZfGsCIwO603+tiytVmHJ/edLQ26rm+eCGEOIGTDVLvB/4MfAxoYGnNNiGaPa2Plo2x2cDns2LZl8zqyq8h0mSsR/VTmmXLYOnXRmBrtRoJlhw5DmLCYpi33MHiaS5GXmkjLa1+Z7fWR4NZKcIuRANynxLNgv9ekPFjBiZlQnuqscddSdrQZ1BKocwWZi7y4up8F9a0V3H9fh+OBeOICY+R2qhCiAvGcYNUpVQw8GugC7ABmKy1rj4bFybEhcCfMKlObXVcLtizF0xtFaqkCzo8F0wVxgGqmiFDNf7ZVlprtNYkd0gmfXcm/GgntqUVh8M4T91yNLXBrDxoCFFL7lOiOdFas9e1l4wfM2gZ0pLlPzoYslfh2LwZV6YP2913w+LFqKFDsb00C0wmrK3isbdNwpGfLbVRhRAXjBONpL4FVGP0SF8D9AB+9zNfkxAXDH/CpDZtYO5c40cHuTh8YwbasgfCysATACYFPqO+XTWlaB1dbz1RcsdkHPemM2OXjcxNCru9YV4Lf7IM/0iqPGgIAch9SjQTdWfTmJSJQ6UF9Ci2UBjoJikHije/S+SqXZieesq4gRg9oagpU0hzZOGyD8b64PMyA0cIcUE4UZDaU2vdB0Ap9Qaw8ue/JCEuHP6ESYsWGaOqVVXgrbCi8y6HvuuMRpZq8AQBivDKnqzJjGfC55Nx7PmGIvdB+rftT2ZOJk9d9RQz01Tt1OFjnyP8yTJkTaoQ9ch9SjQLdWfTFJQVsOCOT4kYfR1TW29l9mXwWv8S+r43nJW//p5S/33C6TRGVmNjsTmyoaSk/hQdIYQ4T50oSK2dMqW19shDsRD1+RMmFRfDH/8Ib70FVdUQaAqmCgVoY3XcD/fS8fBviKjsxWB7CXO+n0eFtwKzxcO+0jxGXjKiJvA8/vODUkqm+ApRn9ynRLNQdzZNcsdkXlqWxqJhP7IvEKosxv1oc/F2Hv7iYb4v+B57x2TSvtao/HzIz4e77pLSM0KIC8aJgtS+SqmSmt8VEFLzXmGUNo38Wa9OiPOYP2FSZCTMmAFLlkBYGFze18V3MSuguD1Yc6EiAmJXktN+JS1K7Ez+/ZO8/gqYLSa0O5x5135Kn/YdZGRUiNMj9ynRLNSdTaO1JmWOnVKqKAkEpQGTmUtsl7Bi3wrirfE4dqXjWqax9rsc18FcrFOnyn1GCHHBMB1vp9barLWOrPmJ0Fpb6vwuN37RbPkTJqWkwIQJ8O9/w9atUFQEK5dH4Nt/OSZCoTIaCvpD661Q3oKiCAelpYoEdReWsg70VXfTO14CVCFOl9ynRHOiAFsl2IKsDI5K4GCoJr4MrJUQYQljd/EudhXvYlXeKq7qlELklcNJbfk9KdcdInXpNLTPd8LP8NNa46x0orX++b6QEEI04bhBqhCicf6ESTExxgiq2+3f48NzzwB0nzn4wneDMw7Ci+BgDwgthL1J/OsfVoZVzKTL0m+5qnKmBKhCCCFOTGuYPBk97EpcqRN46ab/cF9uS6xuhTKb8FRX4Pa48XqqKKsuw+1145o+DUdSW2J8oTgyZ+Oa8phxnhN+lJGkKeWtFFK/SZVAVQhx1kmQKsRp8CdMKiiA0aOhe3f/jr3QehPgA4sbAl3w8Rx44zvIHQzts/nQNYX0dGjf2saSTCNRkhBCCHFcTid63lxSO2wjpeo1pnz1O6a/soWMx77nF/3GE+L2EaRN+LSPmJDWZO/LBqWwxw2loPwg9oo2WB1ZnMxNp7GSZ0IIcTadaE2qEKIR/oRJ/jWpWsOu3ZqqgS+CqRpMNb3OLX+EBwbBD/dC/HdQFoOps4Mr27pYkWlrtNSMEEII0RhXoMYR76VNuYl52z5gcf4yTJgAzS2qJ88s9PLUCDPZYWZSOqVgC7aRdv3LuJaAdWUWyp5yUjcdKXkmhDjXJEgV4jT5M/E6ncaU3yHDnTh6vQ2mY9b8BFTCJQ5szhQsHVdw11A70wZYUdOM42W2rxBCiBOy2bDeejf2g/NYdIkGBa5KF7klucRFxrGiQwssn3/OK63icVWVHC1VphS2tFk0Wd+sEVLyTAhxrsl0XyFOk9ZGgBoZCcl2zb5CJwSWNdo2qEUhN40NZsv/paMWpTFihGLGjLN6uUIIIS5E/psNoGa+QNpL28gsu4WxW7wcdOURHhDOwfKDJMUNxtq6PcpkwhZsqx9Y+ntVTyHY9Jc8kwBVCHEuSJAqxGmom903dYpGj0zFdMdYsNQZRdWAV6F0EG28VzA/O5P/+z+FI0MRE2MkXpL1qEIIIZpU72aTClqjnU6mHXqf1S2r6OayEKBNhAWEEaACJBuvEOKiIUGqEKehbnbfxUtdzF3mYNv6aNDHTPU1abT2sM+VR6tyO6uXWxk82Ei4JOtRhRBC1OMfNfUHmnVuNjp9McUP3c2E1B7M7lCMy3sEnwLKS6mqKOHV718leU6yZOMVQlwUJEgV4jRERkJSkhFsDrkikrJSBXHLjCJ2fgrQCtCoT+ZxYG4aZpPipZcgI8NIvCSzqIQQQgCNjpr6bzY6fz+pvfeTHPAu73epokU5FIRpBhYFYzKZUB4v1b5qWoe1lmy8QoiLggSpQpwirWHKFMjKMgLVGc+VEGatAk9I/YY+E/gsUJCAN783rVspfD4oLZWESUIIIY5Rd4qOw2GMqNbcbFz9++BoWYorEA6HwP4I6FwexL+i7+LuPTY6HAmkb5GFop3rsHdIxlqhT6oeqhBCnK8kSBXiFNV9jli6FJTbyj2DR2ILDzYCUz/lA5MHUISFQWEh9O9vdIz7HTuzSwghRDNVtwC33W5sczigbVusq9aTdDicAxFG6gOlYVeom98NrSBt8iKWvhfGqtkWMt7wkvZ5JWr48KOjsUIIcQGSIFWIU2S1wrBhsHKl8Szx+OOKv6U8jz1+ZP3yMwqjXmqbLVSH5NK5M6xaZXSMa934zC4hhBDNlL8At389iNVqTNfJz0cNGcrLG2K5t6AN4VWAgjZHFFk/fErJr+7EdvgIJq2wVWjU0mVIdj4hxIVOglQhTpHWxr2/uNgYHX3jTR+tHnyIT3b9t9H2QWXduHNMPBYLtGt39Lnh2Jld8iwhhBDNnL9UDBi9l0uXopMGUfy3P+NMGUyw20PbCkXPQ2DzBZCSo7C2aQ9hYRAYCBYLBARAfr5k5xNCXNAs5/oChLjQ5ObC9u3G84Db7YMxD1LSYU4jLc3c2ecO/pE8h6goE1OmGMFo3ecGu73htjNBay1F2IUQ4kLldMK8eWh3JZMv2cG8f36It6WXI7YjWNwQ5DOzKqMjHXoPwXVoFdYbxqJWrYa4OGOKz4IF0L69JD8QQlywJEgV4hTFx0PPnrBho4ZrJ0DiW/Wn+QJo6FF1D3NueJ0yTylKWUlLU7hcRjDqf25IS6PBtp9Ka03qN6k4chzYO9pJG5UmgaoQQlxAtNa4An1o7SM9vprKcic+rwe3BSotUI6X52J3o9wHyR5SQUphAWkB8Sj/elYJUIUQFzgJUoU4RSaTsbY063sXKfOWUq1NgLd+IwUlGROYOHAKKw5kktTWzsvXp2Gz1X9oqDuz60xxuV04chzEhMfUliKwBZ/hDxFCCPGz0FqTumoGjvtNJO8MZHjIJcyr2ozXZMbr8VJpAQ282cMDOGlTDukxZlzbq7F98IUEqEKIi4KsSRXiFGkNJSWQdJmVLuYR9TP61pGXdBtv/jCXotw2zHY4eGyK66wkR7IGWbF3tFNQVoC9ox1rkKxJEkKIC4XR0ZhJG18Ii9scYaoniS3uB0hf2pE78mwoDSYvVJmNn1wreLweIq4cLgGqEOKiISOpQpwCnw8mPKZZtspFytBInhs3kTHzv4QWu8BcZ8qvz4Q54gBuXzUF5ftoVzGKrJVWXK4zP3J6LKUUaaPSZE2qEEJcgKxBVpJjBjEv5zUIMzF9z8dkDmzLBmsOFpOF6OpAyqiiWoNWgIZdVg8T+1cxCyOxvBBCXOhkJFWIk6S1EaC+lpPKlkF2Xq7szw1fXQGtdhoBas0oqdp5LabqaLxaE6TC+KX6DNvKNFLs6qwlWlRKYQu2SYAqhBAXGKUU00bOoG1AFP2LglnUycfmw9tAgdvnpowqWh0xgtEAr/Eg1+aIiaw9y3C5JU28EOLiIEGqECfJ5YKlq1yYOjvwlLTA12o9vqAio6q6wvjxBKIj92E5Ek+ACsJTbWJd8MukLzaSJEnMKIQQoilaa5yVTqzBNkYMuZuCPp0Iiu2AUgqvNnIfRKhgCkMgrkzR5UgA4/faiAq2kdJlhCzvEEJcNGS6rxAnyWqFEUOt5B+wU93pa0qVGX1swiRLFQQWU1Vlg6IYTOXt2RKVSWm1i2hlOxeXLYQQ4gJgZGafjGNXOvbOw3l+ZBq5A3O5Yf4NtAprxb7SfcSGx9IiJJorWvZlzaF1pHQewfMDplISorDK7BkhxEVEglQhToFC0WbDcxy4ZDFaVTVsoBWEH4D1o6AqAl/HJYQdshPXUnq3hRBCNM1V6cSxfB4xhypxFMyj5MqpxHnC8Hrc5JXsI8AHh0r3M7rzaF69/lVKi/KwtopHmUzYzvXFCyHEGSbTfYU4SU6nZvEyJy065VKkd0B1gLEOVQP+nEmVVpTzUszxa0ArQj9MJ3ZTGqWlR3u3/dO59NlI9SuEEOKCYK0E+49QEKGw/wgRU/7Iw4/EsvPAVsLcxm1GeTSfbV3AlKcGYr36BtRjjxkZ/YQQ4iIjQaoQJ0FrzfSVqRRcncLG8H+gnF3AUn20gQLKWhD8UTqXdjUxclBbovtncsklihHDjyZMMqZzpZLyVgqp36RKoCqEEAIAZbOR1vouMjI78HzkzUws/YB3ulcR4AWPGSKrIMAHbq+b9MrNuI4chtmz4bHHOCv1zYQQ4iyS6b5CnASX20VmjoP+3WLIi1nC6J1v81/dD1RND3ZVKChF1dXjMZnNFJTnM35YCtNSrdhsRxMmGfXvHMSEx+DIceByu7AF287V1xJCCHG+UAr1fBq23FycLcPJ/ttHxJQpCkI1d+RZCazWfNC5ElNACMMD2mHN3Q5tYiA7m7NS30wIIc4iGUkV4gS0Bl1hJbmDnbySAoZfYqc1fQgo6VHTAAisAOUjJKqU3a7t9Gvbj7SRzxMVpepl9LUGWbF3tFNQVoC9o10yMQohRHOmNTidNTcaDVOmwLhxWJ96luRBvyQ8vjO/7P1LrG078XF8OQrF2G5jeH7GatR990NUFNjtnLX6ZkIIcZbISKoQx6E1pKZCRobCp9PwBbioHGBleZbG3PVKqsN2gskDB3rSOWQI+61v0SasDWvy11BSVdJglFQpRdqoNFxuF9Ygq2RiFEKI5sp/g3E4IDkZJk6EjAxo2xbS0+FAHgXtivj04G5QUGWBSu3m3Q3vEhwQwqyXX0aVlBgBqtxLhBAXGQlShTgOl8t4figqgtxcRbt2NpYu81Ex4gEqw+cYNVI9wfBWBnt1NL/6wMSKvCxSOqU0OUqqlPrZpvhqrSUAFkKIC4H/BtOmDcybB4sXo00K16Fc9BV9SQ/cgNsM4CPQCwFeOBIM7UJbk70vC1dVCTaZ4iuEuEjJdF8hGuGfgRUZCYMGQW6eD6x72L/fS27Co+wKf9sIUAFM1RCZR7VbcYd1Fm+lOHhuRNpZDxIlKZMQQlxArFZjqm5eHgC6xEVq7CZSRubxzI3RDCm1EeiFQC/ctRa2/SeQe3+AqN37se8xERkQIZnihRAXLRlJFeIYdWdg2e3w9NM+/uW7AlpugUOdcLXaBcpb0xg4EgXjxkPOcCb+No3t22z06AGrVoHpLHYDSVImIYS4gCgFaWlGj+jUqbjefRNHB03rfcW8/d2r0AmOeCG0piT3/+tfxZp2MDhP8dzSSqYMmogjPxt7Rztpo85+x6gQQvycZCRViGP4Z2DFxBiv2w/mGgGqOxhiNoPFfbSxBsqjoMKGpVs6W390ERYGW7ZAbu7ZvW5JyiSEEBcYpYzkRy+/TOTNdzBon2ZVO3CqKkp1FW4LVFtgUVdI76Jo67aQHafZN2IQjvzsep2SQghxMTnrI6lKqe7Ae3U2XQI8BdiAB4FDNdv/qLX+quaYPwC/ArzARK3112ftgkWz45+B5c9lcWlMPC3VpRSGrjXqodZlAqJzoM0OLLoV3S6JYPsW6NED4uPP7nVLUiYhhLgwaaWYcouV5UttmHQJsTqY/aZygryKYG1iVHEkymQhs0Up9sBuxD/7b+z/+13tSKp0SgohLjZnPUjVWm8DEgGUUmYgD/gEuA94UWudVre9UqoncDvQC2gHLFZKddNae8/mdYvmo+4MrOnTYdQoE7ckL+ardgPYW7ar4QEB1UQGWqnyldI/eR/eqg4kJ5+bZIs/Z1ImIYQQP4HWxlSdRrLxuiqdOLLeIfawh/xWARxRXqxVirHerqQ9uZTow0dg3I244lph3XcIVf470rKW4xrSH+sDz0mnpBDionOup/sOB3Zprfccp80NwH+11m6t9Y/ATmDAWbk60ez4EyaB8QyRmWlM+83OtBFoCj2mMeADMFFS7SI8IILVmXG0b28ct3evcT4hhBDNnD/ZQUqK8Vr35qA11gMukn/U5EXALTkhxJR4CdeB/DdwB08t/iO0b4+yp2DbcwCVNBiyslBOF7Y330VNnCg3GyHERedcB6m3A/PrvJ+glFqvlHpTKRVVsy0WqLu6b1/NNiHOqGOfISIjjWm/+fnQL6kEi8kEJW2OHqCAstbgDWRQ2yHEWWMZai+loMAIcG+8seGziBBCiGbo2GQHrpo1pFrD5Mkwdozx1lNNUFwHrgzuTl6gG4/SvLfuHYqPHDbaKwXBwZCUBAcOGOVrsrOPnk8IIS4S5yxIVUoFAmOBD2o2/QvojDEVOB+YeRrnfEgptVoptfrQoUMnPkCIOo59higpgeefN54FPvvAyo7MYRB5oP5BkQcxmTU7nduwd7Lz8vNWPvkEfD6jHnvdZxEhhBDNlD/ZQUGB8WqtWUPqdKLnzWXv4Rwc1sPE9RzIkg6Kxx+ai61KoRQ4qWTaF5PQmQ6IjTWm6syYAffdZyRdqns+IYS4SJzLEjTXAN9rrQ8A+F8BlFKvA1/UvM0D6qagiavZ1oDW+jXgNYD+/fvL+JU4JccmTNIaios1jmwX5RUReIP21T/ABygzQ+KG4PQcYtqwaZhMivbtjdFYfwkbeXYQQojmRWtdP4mdP9nBMWtStdakDi4jo50bn1bkVRQy9JKriI/rRTtLFIfVYcK1hSznRlzJSdgWL4MRI4zgdNasJte4CiHEhe5cBql3UGeqr1KqrdY6v+btOGBjze+fAe8qpV7ASJzUFVh5Ni9UNA91EyY98wwMu0pTkJBK4aB0GOSFFjuPOcKEqSqaEs9hRlwyEipt6OAmn0WEEEI0A1prUr9JxZHjqF/DVCmw2WrbuNwudDCkJ4RxuKKag2E+uphg6d6lTPz6t+SZSjF74YjJw+A9XqwE1b+h1DmfEEJcbM5JkKqUCgNGAg/X2fycUioRIx1Njn+f1nqTUup9YDPgAR6VzL7i5+K//7/zDhzxuSgfnAEhhyEyF7zH/nMx4XO1ovemBegd7Rn+B4XdbgSo8uwghBDNk8vtwpHjqFfDtG7W9bpB7FXtr0K3jWXfwcOEBYSxpXALoQGh5JfkccRXjccEwR54ZnYOqk3G0em+LpfcZIQQF7VzEqRqrcuBFsdsu/s47Z8Fnv25r0sIMNaTlpZCpdsKuYPhsjehMgyCy40uFH9HtskDCtZkxhFoVsTGHl2DKs8OQgjRPFmDrNg72mtHUuvVMNUa18G9OHIyiAlsSfquRWA2ERsRS+GRQwSYAlBKoVGEKgvmag9BHlBmMwwdaiRJknUkQohm4FxO9xXivKM1TJsG1dUQYFGEr3yJEXdUsmjvApxV5UcDVAB3METtwnztRFI8s1iSqeTZQQghmjmlFGmj0uqvSYXaFPLW9MXYe+/HYdvA8H1mvu0VQVFIOd3c4ajSErbZyunsDUKXmthgBY8Zpo/vyAvTX0KVlso6EiFEsyBBqhB1uFxGR3VsLBQc0MTf9zhbS1dzpBLwBENg5dHGQZXgC8DUYRlP3e9CuW3y7CCEEAKlVL0pvoCR8OCbb1AuF2nvFuIMAmeQl/S2RQx2m8gPd2MKCmXoASgILkEHBhDircIUEsbiKA+u6lJsMk1HCNFMnOs6qUKcVyIjjZIzR45AWLSLvEAHUeZ2VOkj9QNUAJ8JTB76tr4CW7AVm00CVCGEEI3QGqZPNwpv5+VBaCjTh8GAB2FHC8hq6+NgsCagykNRq1BGFkYyctMRvAqOeCsJNAcSGRh5rr+FEEKcNRKkClFDa5gyBZYtM34PD7BStNrOsvV5KBT4zKBNRgIlrcDkI9rbk9njXj06nUsIIYQ4lstlJDzq3x8CA3H5Klh8CbiCodIMbjMkFJnQnTvzya8WM3NTHE95r6RbeTD2uKFoNCVVJef6WwghxFkjQaoQNVwuI/FRu3ZG8qQDB8C8fCqWjxag0SizRpkAkw8wo9zRrPz1EiwW87m+dCGEEOczfyHu/HwIC8NqCmFoLvgUBGjjZ39sBIM6XUlEy1iw27EdLGFEcE+KqksaJmASQoiLnKxJFaKG1QrJyTBvHiiThtGT8bZbhHffFVAVSlCAotJXAWXxEHKI3uo2OrWNPteXLYQQ4nx3TCFuNW8esxZWQFgo37ZzY+rYmf3uQmavm8OHmz7grhF389SUT3i+VTwl1aX1EzAJIUQzICOpQtRQCqZOhdatoVc/J1Xd5kLLbXDZ2xBQbgSonmDCTFHYcu4n4/ezMJnkoUEIIcQxtDYCUq3rb1cKZs6EbdswPfRrZm27hEGBXdhRmkNRRRFuj5vCysPMXfFvhr1/LY8teJjIgAgJUIUQzY4EqULU0BpmzICDB2HDBgANJi8oL1jc4AkAwPzpXNT/ZjFtmgmf75xeshBCiPNNTakZUlKMV63rbdOpk3G6Xeinn6akbw/WuH/EVmUy6nDXcHrdlOZsYfYPb/DYtMvRcrMRQjQzEqQKUcOf16JfPzBVWzHv/AVUhh2tjWqphqpQqvN7UVqieP11eOyxhh3lQgghmjF/goOYGOPV5ardpmPakLr736TM6Mrke9rge/997Ds9RJe4650irBoOhEKbcsg+sh3Xodxz9GWEEOLckCBViBr+vBb79vsoH/YYqudHEFx2TCsPFZ4SPB4wmYxMwC7XOblcIYQQ5yP/zaSgwHi1Wmvrm7kO5uKIraZNqZe5CTDsfqDay9J3Q/jtKoiqhOgKuNfXg/vXm4iqAHtRBNaWcef6WwkhxFkliZOEqKEUPP+8xvnJBDauexNM7kYbmSwaHxARAcOHG88fQgghBHA0SZLLdfQGMWUKZGVhTbqS5MhA3g7/gcPBUBwEBxNg6s4Ipq21UNpCs7KjGXPvJF74WrHPG0V8fhmqtBRstnP6tYQQ4mySkVQh6iiuKGbeptmNB6gAlgp8V06ndx/N9u1G/gvJZyGEEKIepYygUqmjU33bxuBavYw/3vU61UFmtAKvGQpD4I+9Cuh+fwVvdS6nTFeTkf0OEy87yLhu3zPlajM6MvJcfyMhhDirJEgVzZ7PB3v2gNcLU55yUeWrbLqxMtF1xCKWrHDRooUEqEIIIU7AakXbk0ltsYaUIbsY/tpgypS3drdW4OgIVZ4qTB4vBbqM/vlmsqPLiOk1EEcHjauq5JxdvhBCnAsSpIpmzeeDK66AHj3g8svhu6WRoI/zz8JSyd7ig0QERJy9ixRCCHFB0VrjrHSitQalcE2fiqNfC1q4qtkeUUXLuukOFAS5IdgDtkq4/wd4dUEV9sDuFHid2NsmYQ2UkVQhRPMiQapo1nJzYcsWCAuDbdugZ4+a+Vd1+cC040bwBMKRFrh1Gff+bl9tVt96DyNCCCGaNa01qd+kkvJWCqnfpKJ9PqxTp3PVygJ+aOGh0gwH6/Rzti8zYVKw6G3YOgtmLQ7AfN8DpD27moztg0l7Ogs1ZYqkkhdCNCsSpIpmLT7eGEUtKzOSL65fT8MHgbJ2+CJ/hMKuEFgOB3vwfWY8TqemuKKYyV9PPvowIg8RQgjRrLncLhw5DmLCY3DkOHAd2ANvv01VeSllQRwtawaYfBAcFIYGxo+DZ4cBGzfBP/+JKivD5shGxbQ9WspGCCGaCQlSRbNmMsGqVfDdd9CuHVgjFVQF1W90JLrmlwBYfxeWt1cyepRi+spUkuckM3f9XKKDo8n4MQOXWx4ihBCiObMGWbF3tFNQVoC9YzLW6c/hKj9MVlsv3mPyGFgrIN9TyoYYcIWbyRjQEldcSyPhQWOlbIQQopmQEjSi2VMK4uJqAtblEZAYDWHlRxuUxMAly6G8FYGdVrNyXSnt28Pwtx20C2/H9qLtLN+3nJ4texIp64aEEKJZU0qRNioNl9uFtUKjHk/G6jHTf7+XdTH12xaH+Q+CfKuFa3vegDXI6j9R/VI2kqlPCNGMyEiqaNa0htRUSE6GnL0+eKAfROXWbxT7PXjMYM0lPEIT2yKytqc8ryyPiKAIhsYPRaMpkQyMQgjR7CmlsAXbUDYbDB+OsgTwr8/h0gNAI6tCTJi4q6ILLz+7WtafCiEEEqSKZs7lgowMaN0avGG50HJb/QcIVywoE1iqwRVHcTFcmlhCaqri+ZFpLLl3CXcl3EVRRRH2jvajPeBCCCGapWMz++onn6Q4Kpgpo+FgOERUgcVT/5g7ut7MqwvNmGLaHV1/6vOhJzyKc9SV6NTJErgKIZoVme4rmrXISGMG1bJlEBoeD0U9oM1aY6cPCCuCH+4z3rfPxpybQlWplcWLoaREEWWLYuaomca0riArSqZjCSFEs+XP7OvIcWDvaOf5Ec8xJf0JFt1UQk4olIYebRvogSqLkTzpm62fM8XemZkZ+1EpwyEyEv3YBFJzXsMxyIT94AHSnNNQUVHn7ssJIcRZJEGqaLa0hj17jBI0VVXgLgJU5dEGJqCoI/3Lp1NyIIohHUr4fKUVFaQYMeJoDgutNa5KF5GBkRKkCiFEM+aqdOLYtZiYyFgcOQ5ypzxERtUcSiy+egEqQLAXqszgM0FFVSXfuDfhNPck6o9/BJcL16plOAaZiHF6cHTQuILBdk6+lRBCnH0y3Vc0K1qD0wk+n7EWdcwYqHRrdFAxtF4LrbbWaQyEFbK6p53i/lN47SUr27cptm2DmTONEVifz8cVr19Bj1d6cMXrV+Dz+c7RNxNCCHFOaY116nTs2fkUbF2Fvc0g4r/JZnCuoiD82LYQaGuBpaZj02OCg2EwveVm9FXDYPp0rEOHYy+2UdC+Bfahd2MNtp31rySEEOeKjKSKZkNrmDwZ0tNh6FDIyoLYOM2m9r+HXnMhpKhe/ToqbaAUUZZ2lLZaxL5CJx1j6k+1yi3JZUvhFsICwthSuIXcklw62Dqc1e8lhBDiPOByoTIcpBWH4Pr8ANYOy1AHDvGPrV7e6wZu/xOXgiBzIGO6jWVV/ioGRFzKyh8+I66wisxOCpelLbbMTFR6Omk8hSsYrME2makjhGhWZCRVNBtOJ8ybBz/+CB98AIMGwaoNTug9z1h7Wvdfg89CR8dKurp/SUnY96iIAl5aO91IhFFHfGQ8PVr2oLy6nB4texAfGX82v5IQQojzhdUKSUmofXnYyr2oTZvh0kvZa4PDIRh5DgA0uH1VZOVmMWyfidde3M6ooF4c6N8Tuy0R6/4ioy6qzYaKisIWEiUBqhCi2ZGRVNHs+O/1Dz0Er89rqpGXvYPGwe6rCOgcw1U948jck4nL7cJWZ8qVyWRi1YOryC3JJT4yHpNJ+n2EEKJZUgqmT4fZs9FVblzBiohN67nxNtDH3ho0VFSVk1Wxh9J2Q3j+ywJyP59PfFwv1BOlUhdVCNHsyRO1aDZsNrjrLujQAeLi4I47wFtmg3V3w5Hoo6VnlPHjU2X44pdSvWsouc6CJkvMmEwmOtg6SIAqhBDNncmEDg8j9RozKfcqHrxes61lI+00HDhygMHBXYlcuZYpl+xi3BsjmLJ4CloCVCGEkCBVNB9KGQmPPv/cSJxUXg6g4Js0eG0lHLEZDXXNT9ReCMvDFhnIkvvTSRuVJlOuhBBCNM1mw3X3rTi6WGhtbcs7ncqoMjfSTsEvd4XwsmswJe1jcHQLJOZQJY5d6bjcrrN+2UIIcb6RIFU0K0pBfDz06wcFBQA+uOZRuGsEhDrrNDQiVVNIJea+72IyIQGqEEKIE7LqQOw5kFuaR7XSjbZRPgg6UoXKysY6cBj2/CAKWgVj7zy80Rk7QgjR3MiaVNGsaG2Unvn8c/DhgzEPwmVv1s/qC+A1gcWH2Vx9Tq5TCCHEBagmw+/zu038JjKQnve5qQrg6HKSGlrBh50q+X9t+hP10izSXM9KFl8hhKhDglRx0dMaXC4jD4XLZZSgOVKh8Y2cAIlzGgaoAGYfeCxUa0VMxS1Yg2xn+aqFEEJccCIj0YOTmBK7ka87+fCYaRCgAqDAExyAfupvYDIZWXzP8qUKIcT5TKb7iouazwcTJhjZ/FNTISLCqJFqCXNBh29rpvU2wexBbfsFvi9mUVIiPdtCNDdKqRyl1Aal1Fql1OqabdFKqUVKqR01r1E125VS6iWl1E6l1Hql1OXn9urFWaM1FBfD4cMweTKuFUtwdFLEm2wEehs2N/lL0YSEMSP9T2ifr2EjIYRo5iRIFRctreGxx2D2bKNGakYGTJwIy5fDKHsEKO/xg1SfmYisvzNqhAmrLBESormya60Ttdb9a97/H5Cute4KpNe8B7gG6Frz8xDwr7N+peLs0xomT4bu3Y2ff/+byJ17ScrVrAl1EeGG29ZxtEYq4Kt58oo84sGR+SauKY8Z5xFCCFFLglRx0XK5IDsb2rSBAweMZEnLl0OxU/NByWPQcmvDg/wPEl4LVFr5/BMzM2dKNQAhRK0bgLdqfn8LuLHO9re1YQVgU0q1PQfXJ84mlwsWLYLKSqioQFdXMSW5miXtfVQrTeJ++KZLzaqSY0ZVC1QZl7uj8S39Fu10noOLF0KI85cEqeKiZbUa03yjouC+++DVV2HIEDjgdEH7pUAjdQE8oUaAqi1EFdzGkH42CVCFaL408I1Sao1S6qGabW201vk1vxcAbWp+jwVy6xy7r2ZbPUqph5RSq5VSqw8dOvRzXbc4WyIjISAAjhwBnw9Xn26kd4Y9NnAGQ3pnKA4FbQLMRyfvKKXoom18bj3ApdfsYvJ309EymiqEELUkcZK4aCkFaWlGR3dkpPH6zDPg8UXyugpAq2O6tX1AdQhUhxGZ9wvyZ7+M2SwRqhDN2FCtdZ5SqjWwSClVb/qF1lordbw1Aw1prV8DXgPo37+/RCUXupIS4zU5GZYvJ3LTDrxXmSirebrymTCGUWvqb0dVQmtPIEOKwviuvcIdEYpWkP6jUR/VFmw7J19DCCHONzKSKi5KWhvrUMEYUZ08Gbp2NZYMZa8pwRLogeqA+gf5guDtdNQ/t1Hx0SwmTTKh9dFzSSe3EM2L1jqv5vUg8AkwADjgn8Zb83qwpnkeEF/n8LiabeJi5p+yU1AA1dW4ghXaXU2o55h2CswmE9d4OrLsdQ+vOcIY+aOJIHMQwZZghl8i9VGFEKIuCVLFRcdfCzUlxXgtLoa5c43Ei04nbFgdTnW1BwKPqYHqDoGSOPQRG9VVivffN46tey4JVIVoHpRSYUqpCP/vwChgI/AZML6m2Xjg05rfPwPuqcnyOwhw1ZkWLC4Wx/Za1kzZ0UuWUNy7M39O8rArGo5YMEZQFSgUZswEmAL4ICSHUbf7YO8+ZobfzLbHtrFtwjZmjpop9VGFEKIOCVLFRcflAocDYmJg8WLYu9dYLqQ1eL1eeCgRWm1peKDScG8KjEoFND6fMZPLfy6Hwzi3EKJZaAMsU0qtA1YCX2qtFwJ/BUYqpXYAI2reA3wF7AZ2Aq8Dvzn7lyx+Vsf2gNYEqhpIXfUsyfY9vN23TtL4mim+1grNwD1eKr1uwt2wpTXkRinU408QFRpNVEiUBKhCCHGMc7YmVSmVA5Ri5LvzaK37K6WigfeAjkAOcKvWulgZ//f+B3AtcAS4V2v9/bm4bnH+s1qN5UHz5kFpqTETy+sF0DDm1xCzyXh4OPaZIPAIlLeETg4CI13cc4+N9u2N4x0O41VK0QjRPGitdwN9G9leBAxvZLsGHj0LlybOlbo9oP5eS5sNl9uFY8c3uLSb4lCM+0sdFRYjiVLLcigLgp4HIT6+F3TocE6+hhBCXAjO9Uiq1J8TZ5xSMHUqeDzgdhuBKgDBLmi3CrymhgEqgKUaLskgIBBWrPDxwgsak8lIvpSRYbxKZ7cQQjRT/h7QvDzjtabX0hoYyaC2A9hjq2mnQNVZk+o2w45oqALuWAcr3wRTckq9G4rWGmelUzL8CiFEjXMdpB5L6s+JM0IpsFjAbAafDyIioG2LSGOn2XfcY6utm7jHcRVTFqWitUYpsNkkQBVCCEH95ARao6ZM4cEXHfWaBAKRFTVvFFRboCQMFvSAkiBljMQ6neB0on0+Ur9JJeWtFFK/SZVAVQghOLdB6hmvPyeEn80Gd95pvEZHQ1y8ptycCygoOaZ/44jVKD/jZ6oiOqgNjhwHLrcsQhVCCIExvTczE+LijFeXy/jJyCDSVVGvabWCkhAaTP0tCQYf2ijaPX06pKTgmvIYjhwHMeExct8RQoga5zJIHaq1vhxjKu+jSqlhdXfWrO85pe5EKZIu6vrtb6FtW+jXX7O+7WRKrr0ewvdBZE0/iAbKo2D3yHr/EiJ9PSipLsLe0S4lAYQQQhgiIyEpCfLzwW5HR0biDNLowUnY8g4TWGeKr89Mw9wHNU80JXfeAs8+awS6MTFYHVnY2yZRUFYg9x0hhKhxzhIn1a0/p5SqV39Oa51/OvXnpEi6gKMJGDMywGSCH/Od6FHzwFIJAWVHGyqgohW02ljvYeKmhGG8cP1fsAXbJOOiEEII48YyZQpkZ8PgwejnniN10RQcOQ6Sr78KgrsRXr2JwxYI8IDXDOFuY+Q0wAPVZjBpCNDw0o2xvGC1opKSIDsbZU8h7frncVWVYA2yyn1HCCE4RyOpUn+ueTu2zNyZVjP7isOHYds26JOgQXmNTBa+Y/plbHtAm8AbCIBFh/ND4QqUUvKgIIQQwlA3s292Nq7CfbVTdBf/uJj04P0MOGgm2GOsP/UBbUuhV5HCa4IAL0R4FcMOhbLkxwxcj0+E5cvh8svhuedQJpN0jAohRB3narqv1J9rppooM3dGRUYa583NBUuAJt37DIQchsAKMHnqN1YeaLkTqsMxl7fHEuBlSPshMt1KCCHEUVarUYesoADsdqyt4rF3tFNQls/wrP0MWVtMXoiX29dTm+NgWyvoXqAJrwKfgpIAzfe2IyTvAWvGciPwffddmDjx5+u1FUKIC9Q5me4r9eearybKzJ1RJSVGJt64ODhY4sLUaeHRdUGmYx4EzF7QXlBHsKlYbrvsel6+5mXpzRZCCHGUUkYdMpcLrMaU3LRRaTi3r+eZzy7j/V7GqpHcS6nX/f9xj6PvLT5o4wtjWqZG9etvBKht2hhTiH+Om6EQQlzAztmaVNE8+TujHQ7j1fozDFharcZIrcMB114fSbotlJLy4xygFFFhYax66DM6RnWQAFUIIURD/npktW8VxMYyt7emKKROu5ocB8oHZgX4jMFVWyWM2lSBbchwSJsJQUFGgPpz3QyFEOICJkGqOKuO6Yz+WWqPKgXPPw85OdB/aAnFYzWExIF1X/2GPjOYQLkjuT3xbglQhRBCnJqyMrRZUa8YgYIOhTBqDyzoCfjg5s0wJQts2gyzfmsU8Z416+e9GQohxAXsXJagEc2UvzP657on+9e9Xn01FOdbIXcwhB08phFGMiWPmR7cystjZkqAKoQQ4uRpjS0wkl/Qs0HBvD0tYXWvSLYs6sbWj2MI9sCgB+DSR3xMXvc82uf7+W+GQghxAZMgVVx0ioth7lzYv79mQ8bTUBzbsKECLFXsC38Pl9t59i5QCCHEhc3fGzpiOCHaQpC3YZP1gSXklRegDheTfgm4AxWVgSbSv52Na8pjkixJCCGOQ4JUcVHRGp58EgoLNeXeYhj1O/h9LLT6sX7DOh3X5d5SpjmmoeWBQQghxMmoyQLojG3BPDZQZW7YxKvgjpQSpg9yMzw/kKBqTXCVj+FH2mB1ZBnnEEII0ShZkyouKk4nZC7RMDoVOi2GFlvBUt1oW4sKQCsfcZFxZO/LxuV2YQu2ndXrFUIIcYHQ+ugaUqsVkpPh26/hsgAs2k3tnUYdfXWFgKMjZLxdzVP7e8PQodhWrkDZUyRZkhBCHIcEqeKioTVMnw6HSlzQKQNVHYG2VDXRGD66OotP897k+8IV2DvapTaqEEKIxvmn9/pT0z//PPh8ROzOpdVhN85o6FZiojDCQrGqMpaoatgfCS2qzVg7dsW0cAlERUmyJCGEOAkSpIqLhssFGQ7NEbcXwvLQ4Yeabqzghk9GE7j1Hn4Zm85zD9gkcZIQQojG1Uzv1TFtcC1dhDUnBz33LfrdWsqWlkaT7VYf3QqrKLcZNVHLA6FdmUJ5vJTYh2CLimpQxkYI8RPVneEgz3EXFVmTKi4akZEa7/BUKn4xDMIPGYXpjsdURVXsIubMgYkTleSwEEII0TirFW1PJrXFGlKuLmDyv29kY4CTrS3rN9seDR0PwyWHoc8hsB3RpJS2IPLFf+F0uyT3gRBnkn+GQ0qK8Sr/vi4qEqSKC5bWxhpU//+TSqpcWLo4ILgmGcXx/nb7TGCqhrADMGw6S5dpyWEhhBCicUrhmjENR1JbYjolMM+8mV/cAsHHpjwwwY6WcEV5OMOd0ZjDwtEKUr/6HSlvpZD6TaoEqkKcKTUzHIiJMV7lQe6iIkGquCAd23nm84G33MrerCQIPc40XwB3KBR2h+JLYH9/zJ0zGTrcRWSkxlnplAcIIYQQDUQGRjKoTX/2/LgGl9nL9hZQEtKwnUlDVgcTGZ0VsaWQ3gnS9y8jJjwGR44Dl1sepIU4I6xWY414QYHxKsnILiqyJlVckOp2nqWnw0MPQXa24vCWl+G6Muj3dsODqhVh3h6UOwPhRzsA5i6Z3HuVnZdvjmTKolQcOQ7sHe2kjUqTNapCCCEA0D4fqdMG8KFeh1d70RbqlTIDwAuYwWOGwiMl3OXtwZLgHxnh6Qqdksnck0lyx2S01mit5R4jxE+lFKSlyZrUi5QEqeKC5O88y8gw3r/7rpE0Ea2aLDmDWVG+aRB8/TxURgFwc4yL126xUlLlwpHjqNfTLeVohBCiGdMa7XTiCgaf08k3lZuoDNMoD4S6wXXsE1RNrdSAaigLhN++up0/WWOwhnthyjScV01j+pLpDH97uHSGCnGmSDKyi5ZM9xUXJH/n2SefgNcLZjPk5wPBxdDli8YPMvmgz7tgnwZAixaKd96wYTIprEFW7B3tFJQVSDkaIYRo7rRGp04mdWJ37H/pxohPb+ZghMKjfQR54MbtEORp/NDqAAivhggCse7OQ6FQVitKKTL3ZMq0XyGEOAkykiouaC+9ZCxFqKiAmLaa/MQnIbS06QOOtCT68iwW/NnF4MttmGt6vpVSpI1Kw+V2YQ2ySu+2EEI0Zy4XrqWLcVxVSctDPpYHbiHpoCJfwRW58GlPqDI3fqjZBxqw31LByEPhpO0CVVKC1Wp0hvqXlUhnqBBCNE2CVHHBcrkgMxP694fVq8Haxkl+nw8arhOqQwUe4bb+dob2tzZYuqCUkim+QgghwGrFOnQ49h3/JiOuikvLI9kQ4UQDcy8DXXcemgaUMbIaWmXM+lVAbDk44jy4OgzBVjOSKp2hQghxcmS6r7hg+delHjgAv/gF/PtfGgKONH2ABps5hhmjpsnDgRBCiMZpDS4Xauo00n7sSsY37fjozTJijpgIqj4mQAVQoDzgAW7cClteM3PLdjMFkSbs/X+B9bmXahO6+DtD5R4khBDHJ0GquGApBc8/DwMHwnvvwchRCtyN1AOoPQDifFfJaKkQQojG1a1vNmMGDB3KjK753HQbKA0FkU0cZgGvBd5JgKce7s6KjgEMLo3iyZe+h8enHC3oLYQQ4qRIkCouaC4XfPABFBdDdYkVSlo13tBrhvJoPN/MoKREerCFEEI0wl/frEULyMzE9WQqGYmRtHQH4FE+wioh2G3k4WtMlQXeiy6gTe+BfNDOSXLyXlIPzkM7nWf1awghxIVOglRxQfP5wOms6aQOLoaWuxtv6I6A9eNJSowisomecCGEEM1cZCRagXP1MrSCyL+9iKnYxbJWFeyyQkkIVAaBD4y1qIC14mim3zBzKCZlIreqEAIDiC3VODqBK/hcfSEhhLgwSZAqLmgul1GCBjSMfLzpGqkVUViyp/HdCsUUmXklhBCiEdrlIrXnPlIeCCC1+x6c82dTrX1cth/cAXUamqhN0ucKhkA3dCwx0dHWkbsT7ubbe7/lrqRfc6DPJdiH3IVVlpkIIcQpkey+4oJm5J7QYN0Lsd813XD7dXhKbZSWGjO5XC6p/SyEEKI+VzA4OkHMQY2jVTkV/d0UhBuTcZqkoDQMSvHRojyf50Y8h8ViYeboFySTrxBCnCYZSRUXLK0hIkITNDYVbh8LlrLGG/oUWLyYzHDwICQlGZmBhRBCiLqswTbsg++kINhD0k43We2h5yHQJxNjajhcWczmws2AZPIVQoifQoJUcUHyJ2C8arQLd9t0sO2GFnsab2zS0OsDIlo5ue8+ePllGtRIFUIIIZRSpHWfSMZrbv7+FeRFwLcdoTzoBMf5AAUt3SZ6BcSejUsVQoiLmgSp4oKg9dEESVrD3r2QkQElh6yQdzkENzKK6l936rWAVlx/PcyaBSb5Wy+EEKIJymrFqgN55HooCoOAavAd575h8UBCAXQthl/SG1NU1Nm7WCGEuEjJmlRx3vOPmjockJxsbMvIAI8H8vIA96PQb3bjB/tMUBlOWM6dbNxpIzcX2reXkVQhhBBNsFpx/fImVgfNJ6wSyk6QmTfYDdtaQ4AX3mUTf6ooJiqsxdm5ViGEuEhJkCrOe/6ydTExsHixsa20FPILNIyeDH2aCFAV4DOhLCbidk3DbFKMGwd2O6SlSaAqhBDiGD4fesAV6N2bsV9jw62c/GgxUhtUmxs/pCwYMINXQbDbC/v2QXcJUoUQ4qeQiY/ivGe1GoFlQQGMGAFDh0J+PthinOjeb0GIs/EDPWbwBIPPjNejyM01Al1/dl8hhBCiLr13L6kx60n5ZTWLopxoZaQ1OG7iJDOYvEa7Ww60wNal91m7XiGEuFjJSKo47ylljHw6ncb7sDCYPRsOFHgh+PBxjrSAswOWA8O4JNbKDwXG9OARIyS7rxBCiIZcrSLI6AQ7InyUB0FAVc0I6gm69M0muLPLL5j19LsocxNDrkIIIU6aBKnigjFjhrEWtWtXqKzUcP2U4z84WNxwqDem9iv4oWgKd96VxlPTFDabTPUVQgjRkPWIj8vzYW1L4311YOPtzNXgDah5oyGyyoQ1sqUEqEIIcYbIdF9xQXA64ZtvoKgIPv4YCC6GSz85/kHVQdB6KwFVLWg9wMFTz7qIipIAVQghRCO8XlTPnvwx3Xs0O3xTTQNAeSG4CoK8cJkrlMyCbFxuWUsihBBnggSp4rynNUyfbkzVzc0Fr1dDyh8h7DgPA9XBBJjCCQzUVLReTlCgwhoUefYuWgghxIVl0yZ8RYWkDeGEQSqANkOVBSKrFYWBHuxtB2MNkrUkQghxJsh0X3Heczph3jyoqqrZEFwE/V9t+gANymzGrBQeUxVtPYPx6SJKqkqwBdvOwhULIYS4oPh86LAwJowL4j893CfVha80xJVCVIVmgeVm2l//MuqnTtXR2sjsZ7XKtB8hRLMmI6nivKc1+HzgdtdsaLnZKC/TlCNR6EOdqCxoDyGF5HvXk9TWLj3cQgghGvL54IorcPbvxQdd3HhOFBsq46ddKRwMgyF5ivZPvYAqKTFuWKfLXxQ8JcV4/SnnEkKIC5wEqeK8prWRMAnA46nZWNrm+AeVt0EteAeUj8BDVxAV0JYZI6f99B7un5HWxoixPJMIIcRZlpsLW7ZASAj4Tu6Q6AArlQEQ5obAKg2jRv704LJuUXCplSaEaOYkSBXnNacT0tOhVy//zCcNLbYe/6Dcq9AFvTHnptC5bwF3DxlBVIjt57/Y0ySd50IIcW5onw9noA/d41KsxUe4fhsnfDKKqoAtn7QhtiqIAQcUS7oF4NqzHVq0+GnBZd2i4Ha71Eo7x8xmM4mJifTu3ZsxY8bgrKmDt3btWpKSkujVqxcJCQm89957jR6/YsUKBg4cSGJiIj169ODpp58+exffBK01EydOpEuXLiQkJPD999832u69994jISGBXr168cQTT9Ru37t3L3a7ncsuu4yEhAS++uqr2n3r16+v/XPp06cPlZWVP/v3ERc3WZMqzltawzPPwPbtUF0NWvng6kfh8uOsR60Ix/zts7Rua6JFbhqf3eyqmeZ7/o6iNtZ5brOd66sSQoiLm/b5SJ16BY6KLSSP6o6e8ks+XTvnuLcLiw9iXRBwuJQRhyJwdNDY95qwXhIHBw/C8OGnH1z6i4LLmtTzQkhICGvXrgVg/PjxvPLKKzz55JOEhoby9ttv07VrV/bv30+/fv0YPXo0tmNu3OPHj+f999+nb9++eL1etm3b9pOvyev1Yv4JZY7+97//sWPHDnbs2MF3333HI488wnfffVevTVFREVOmTGHNmjW0atWK8ePHk56ezvDhw5kxYwa33norjzzyCJs3b+baa68lJycHj8fDXXfdxdy5c+nbty9FRUUEBAQ0cRVCnBwZSRXnLZfLqItqsYBGw9WPweWvg+U4Q43aQsioZyl2aq4cqnjpORvDh6vzeoRSOs+FEOLscx3KxVGxhRgdxqLKzczZ/A7Fwcc/xmOCIXvAlnuINOsvyHhyO2n/2IoadtWZuckohRTzPv8kJSWRl5cHQLdu3ejatSsA7dq1o3Xr1hw6dKjBMQcPHqRt27aAMSrbs2dPAMrKyrjvvvvo06cPCQkJfPTRRwDMnz+fPn360Lt373qjl+Hh4UyePJm+ffuSnZ3NvHnzGDBgAImJiTz88MN4vd6T/h6ffvop99xzD0opBg0ahNPpJD8/v16b3bt307VrV1q1agXAiBEjaq9RKUVJSQkALpeLdu3aAfDNN9+QkJBA3759AWjRosVPCqaFAAlSxXnMajU6pYODwRdUDJ3SjcJ0x1N4OZ7YTO6838WUKZCZef4v7/F3nmdkGK/ybCKEED8/a8s47AFdyaeE/OBqnKbqEx5j8sETWaB69ES99DK20GiUyQRLlkBcnHHTOV9vNuK0eL1e0tPTGTt2bIN9K1eupKqqis6dOzfYN2nSJLp37864ceN49dVXa6e/Tp8+HavVyoYNG1i/fj0pKSns37+fJ554goyMDNauXcuqVatYsGABAOXl5QwcOJB169bRokUL3nvvPZYvX87atWsxm8288847DT77qaee4rPPPmuwPS8vj/j4+Nr3cXFxtcG3X5cuXdi2bVvtCOmCBQvIzc0F4Omnn2bevHnExcVx7bXX8vLLLwOwfft2lFKMHj2ayy+/nOeee+4k/3SFaJoEqeK8pRTMnAmbNnmJnJgMLbfBiTrmWq2lW2AyFq+VceOMc1wII5TSeS6EEGeR1qgpU0ibs5+3vgjEGXByo6C9D0GHfslgNkNpqbFRpsNclCoqKkhMTCQmJoYDBw4wcuTIevvz8/O5++67mT17NiZTw8fpp556itWrVzNq1Cjeffddrr76agAWL17Mo48+WtsuKiqKVatWkZycTKtWrbBYLNx55518++23gDEKe/PNNwOQnp7OmjVruOKKK0hMTCQ9PZ3du3c3+Oxnnnmm0aD6ZERFRfGvf/2L2267jSuvvJKOHTvWjorOnz+fe++9l3379vHVV19x99134/P58Hg8LFu2jHfeeYdly5bxySefkJ6eflqfL4TfWQ9SlVLxSimHUmqzUmqTUuq3NdufVkrlKaXW1vxcW+eYPyildiqltimlRp/taxbnjtYa+4sPUxK08aTaK4uXPe88yVtzFC4XeL3wyScyQimEEKIOlwvS01FOF7F5ZVhOYsakyQf2/RbUwUMNg9GpU40sf3KzuWj416Tu2bMHrTWvvPJK7b6SkhKuu+46nn32WQYNGtTkOTp37swjjzxCeno669ato6io6JSvIzg4uDZI1Fozfvx41q5dy9q1a9m2bdspJWSKjY2tHRUF2LdvH7GxsQ3ajRkzhu+++47s7Gy6d+9Ot27dAHjjjTe49dZbAWMKdGVlJYWFhcTFxTFs2DBatmxJaGgo1157bZNJmYQ4WediJNUDTNZa9wQGAY8qpXrW7HtRa51Y8/MVQM2+24FewNXAP5VSMtG9mdi9v5jN3gUnvdZHW0qoGDSN1m00Bw7AkCHQvr08MwghhKjDaoUhQ9DV1Tw7DIKrTnyIzwSLOvhwDRsIzz9v3Fj86dmHDz9aL01cVEJDQ3nppZeYOXMmHo+Hqqoqxo0bxz333MMtt9zS5HFffvkluubZZceOHZjNZmw2GyNHjqwX8BYXFzNgwACWLFlCYWEhXq+X+fPnc9VVVzU45/Dhw/nwww85ePAgAIcPH2bPnj0n/V3Gjh3L22+/jdaaFStWYLVaa9fN1uU/f3FxMf/85z954IEHAGjfvn3tCOmWLVuorKykVatWjB49mg0bNnDkyBE8Hg9LliypXYMrxOk669l9tdb5QH7N76VKqS1Aw26co24A/qu1dgM/KqV2AgOA7J/9YsU5ozUUF2uue3EqhDmNpwPzMQXsvGbQgDZDQM0TRmkc4T2yCc9xcd21Nl5+WQJUIYQQx/D5YMkSnMGw+BJwn+TTUNKhYKxb10BJibFGQ9KzNwv+kivz589HKcW3335LUVERc+bMAWDOnDkkJibWO2bu3LlMmjSJ0NBQLBYL77zzDmazmalTp/Loo4/Su3dvzGYzf/rTn7jpppv461//it1uR2vNddddxw033NDgOnr27MmMGTMYNWoUPp+PgIAAXnnlFTp06FCv3VNPPUX//v0bTPm99tpr+eqrr+jSpQuhoaHMnj27dl9iYmJtNuPf/va3rFu3rvZc/pHUmTNn8uCDD/Liiy+ilGLOnDkopYiKiuL3v/89V1xxBUoprr32Wq677rqf8kcuBEqfw5SnSqmOwLdAb+D3wL1ACbAaY7S1WCk1C1ihtZ5Xc8wbwP+01h82cr6HgIcA2rdv3+9UepfE+cPfMf0/h5MtA1MgsAisexuO+/uAzbfApZ+DOwxCnFB0KQlhV6O/TmPEcMXMmRKkCnEuKaXWaK37n+vrOB/1799fr169+lxfRvOjNTz4IPqNN5g8Cub0heLQEx/W7SBsnhOI+b4HYNas+iOpDocxBVim+wpxwZH71PnpnCVOUkqFAx8Bv9NalwD/AjoDiRgjrTNP9Zxa69e01v211v39qbPFhcdfesZ5wAq77VAVCb5GbvomoOV2ONgTgiqgIJGwD5aiv04jLlZJkkUhhBANaKcT5w/ZFAfDoksgxH3iYwI9sGw2mG+5jXpTdCQ9uxBC/CzOSZCqlArACFDf0Vp/DKC1PqC19mqtfcDrGFN6AfKA+DqHx9VsExc4rcHpbLjcNDLS2Ja/X8E3z8PHc8DcyIi/Blpvgvc/hFlb4PVVdGwdzYjhSpIsNkNms5nExER69+7NmDFjcDqdAKxdu5akpCR69epFQkIC7733XqPHr1ixgoEDB5KYmEiPHj1OKRnFz0VrzcSJE+nSpQsJCQlNJqJ47733SEhIoFevXvXq682ZM4dWrVqRmJhIYmIi//nPf2r3PfHEE/Tu3ZvevXs3+WcixMVGa03qd89gv3IXI++GggjIP4n7RHgV/GVcNPrNN+HYTK6Snl0IIc64c5HdVwFvAFu01i/U2V535fY4wJ/O9TPgdqVUkFKqE9AVWHm2rlf8PPwzpFJSjNe6gWpJibFcCLMXrv8VPDgQjr33awAF3gBw28DVgZAQE2aLZuLjTtLTtXRqNzP+TIwbN24kOjq6NjFFaGgob7/9Nps2bWLhwoX87ne/qw1g6xo/fjyvvfZa7Tn8GQx/ilMpst6Y//3vf+zYsYMdO3bw2muv8cgjjzRoU1RUxJQpU0hPT2fTpk0UFBTUS/1/22231WaC9Ce/+PLLL/n+++9Zu3Yt3333HWlpabUF2oW4aGmN68AeMpbNJdLlZlNr6HEQwiupuac0dRxc5okmc1h7XJ6ys3W1QgjRrJ2LkdQhwN1AyjHlZp5TSm1QSq0H7MAkAK31JuB9YDOwEHhUa/3TnvzEOddYrgm/iAjQygcPXA795tBobYADPeHQpbD611AZBUClW6NGp3LTpynMWJnK8Z86xMUsKSmptkB5t27d6Nq1KwDt2rWjdevWHDp0qMExBw8erM1yaDabazMTlpWVcd9999GnTx8SEhL46KOPAKNeXJ8+fejdu3e90cvw8HAmT55M3759yc7OZt68eQwYMIDExEQefvjhUwpcP/30U+655x6UUgwaNAin00l+fn69Nrt376Zr1674lziMGDGi9hqbsnnzZoYNG4bFYiEsLIyEhAQWLlx40tclxAWnpmc0cuR1mAqLWBYPbjMs7QiloTTsCK3DrOFA53bY2w3GGhh5tq5YCCGatbMepGqtl2mtldY6oW65Ga313VrrPjXbx9ZkAfYf86zWurPWurvW+n9n+5rFmddU7XOfDx5+GLbm74XWx6mNagbe/R/h2S/gf7oIjHDha+8gJjwGR44Dl1sWpDZHXq+X9PT0RguZr1y5kqqqKjp37txg36RJk+jevTvjxo3j1VdfpbKyEoDp06djtVrZsGED69evJyUlhf379/PEE0+QkZHB2rVrWbVqFQsWLACgvLycgQMHsm7dOlq0aMF7773H8uXLWbt2LWazmXfeeafBZz/11FN89tlnDbbn5eURH390tUNcXFxt8O3XpUsXtm3bRk5ODh6PhwULFtSrg/fRRx+RkJDALbfcUru9b9++LFy4kCNHjlBYWIjD4ah3jBAXFa1h717IyKAkJpqqmnxHxwtM64r0KD7f2pe0p7NQU6acdEk0IYQQp++sl6ARAo7mmnC5jABVKSNAfeghmDMHvAHhoHyNH6yB3EHgjqDSCwEB4PFAeICVK+PsZBc4sHe0Yw2SBanNSUVFBYmJieTl5dGjRw9GjhxZb39+fj533303b731FqZj15RhBIp33nkn33zzDe+++y7z588nMzOTxYsX89///re2XVRUFN9++y3Jycm1o5d33nkn3377LTfeeCNms5mbb74ZgPT0dNasWcMVV1xRe42tW7du8NnPPPPMaX/vqKgo/vWvf3HbbbdhMpkYPHgwu3btAoyC7HfccQdBQUG8+uqrjB8/noyMDEaNGsWqVasYPHgwrVq1IikpqbZYvBAXFf/akowM8HiIWL0OX1ejctnJutXTjQ7LNqLatpMyM0IIcZacs+y+QtTNNaE1PPYYvPNOzXrUoJKme7krbHDppzDhUjwpkwmP0LRoAffcrXh5TBoZ4zNIG5WGkgWpzYp/TeqePXvQWtcrll5SUsJ1113Hs88+y6BBg5o8R+fOnXnkkUdIT09n3bp1FBUVnfJ1BAcH1wZ8WmvGjx9fuyZ027Ztp5SQKTY2tt4I5759+4iNbVhWesyYMXz33XdkZ2fTvXv32pp2LVq0ICgoCIAHHniANWvW1B7z5JNPsnbtWhYtWoTWuvYYIS4q/nTxxcXoTRt5LKmULS1P7RRVvXrjTBmMLsiXjHxCCHGWSJAqzgtOJ2RmgjXKh47MgaDjTNUNdULIYQh2EtRzEas3uNi+HWbOBJNJYQu2SYDajIWGhvLSSy8xc+ZMPB4PVVVVjBs3jnvuuYdbbrmlyeO+/PJL/HWjd+zYgdlsxmazMXLkyHoBb3FxMQMGDGDJkiUUFhbi9XqZP38+V111VYNzDh8+nA8//JCDBw8CcPjwYU6lfvPYsWN5++230VqzYsUKrFZr7brZuvznLy4u5p///GdtgqS661c/++wzevToARhTov0B+Pr161m/fj2jRo066esS4oJhtUJSEuzbhysIlnQAfQpPPiGV8MXOL0jusozUpwejn3vOCHxlyq8QQvysZLqvOGd8PsjNhbg4+POfYcs2H/r+/hCzHnwY03qbijWVGZPFx332K+nU1ipZfEU9l112GQkJCcyfPx+lFN9++y1FRUXMmTMHMEqzJCYm1jtm7ty5TJo0idDQUCwWC++88w5ms5mpU6fy6KOP0rt3b8xmM3/605+46aab+Otf/4rdbkdrzXXXXccNN9zQ4Dp69uzJjBkzGDVqFD6fj4CAAF555RU6dOhQr91TTz1F//79G6yjvfbaa/nqq6/o0qULoaGhzJ49u3ZfYmIia9euBeC3v/0t69atqz2Xf1T0pZde4rPPPsNisRAdHV37/aurq7nyyisBiIyMZN68eVgscjsQFyGl0NOn4/pkPpEFTgbug81tjtNeQ5DXKDnTshwsPjgY7iY214XDlIXr8YnYHNnGiKqkkBdCiJ+N0hdpb2D//v316tWrz/VliCb4fHDFFbBlC3TrBm43bM3fDb/rwgmz8mozgaXduHtoMq/dOKvR9YVCiPODUmqN1rr/ub6O85Hcp35+WmtSv/49jv/9k6SdVUzLgLZPNN0+wAvD9sC6thBTAlfugWANmd2DsQ+5i7S/rEbFtDWy/mVkyNpUIS4Ccp86P8nTvTgncnONADUsDLZt1/QdVAxXPkOjAaoGPHXeewK4ZMWX/O2qV1BK/goLIYRonKvSiWPZXIqp4s3L4MHrj98+vBIOhoFSJuJKIbs9TNwcSbppPGk3/RtlT2mYll5clJRS3HXXXbXvPR4PrVq14vrr6/8luvHGGxvkOnj66aeJjY0lMTGx9qex+txNufPOO+nevTu9e/fm/vvvp7q6GgCXy8WYMWPo27cvvXr1qje7pjFjx46ld+/ete+nTJnCpZdeSkJCAuPGjau9ppUrV9ZeZ9++ffnkk08aPV94eHiDbePGjavNbg/QvXt3ZsyYUfv+5ptv5uOPPz7Zry5ELXnCF2ed1kYt1B49oKxcE3FzKl+1SoYeCxo/wNUO/KOlXgtUhbF7sw27XZGaKkuDhBBCNM5aoUnaVML+CNA++KLX8du3LofP5sNdWywURCpMwLhxbqYGZxtdqGlpxgiqTPW96IWFhbFx40YqKioAWLRoUYPEdU6nkzVr1uByudi9e3e9fZMmTapNmrd27VpspzDqfuedd7J161Y2bNhARUUF//nPfwB45ZVX6NmzJ+vWrSMzM5PJkydTVVXV6Dk+/vjjBkHlyJEj2bhxI+vXr6dbt2785S9/AaB3796sXr2atWvXsnDhQh5++GE8Hk9jp21gyJAhZGVlAVBUVERYWBjZ2dm1+7Ozsxk8ePBJf3ch/CRIFWec1kYipMaCR58PJkyA4cNh2DDI/t5FSQsHpXltILCJZEnW/Ua9AK8FtAU23UqVy0br1kerAQghhBB1aa8X165NzPysmmoTuANPdACEeKC9C2YuDWXBp6H4AGcwzDZv4LFPHzYCVX9aenHRu/baa/nyyy8BmD9/PnfccUe9/R9//DFjxozh9ttvr1eq7Ex8rlIKpRQDBgxg3759gDG6W1paitaasrIyoqOjG80nUFZWxgsvvMDUqVPrbR81alRt+0GDBtWe15+LAaCysvKEyScLCwtJSkriyy+/ZPDgwbVBalZWFmPGjOHQoUNorfnxxx8JCQkhJibmp/2BiGZJglRxRvlL0qWk0GCU019mZvZsOHzYyOarKyJx7+gPnRc1ncZLA1URUBkFP9wPX88iKEhx6JDMuBJCCNGQ9npJvbct9jeH0fs3J8jo6wV8EFoF+6zgirCgbrud9tEdGVzRggMBVbRR4WQdXIPLLb2izYk/+KysrGT9+vUMHDiw3n5/4HrHHXcwf/78evtefPHF2im0dru90fMfm8DvWNXV1cydO5err74agAkTJrBlyxbatWtHnz59+Mc//tFoXo5p06YxefJkQkNDmzz3m2++yTXXXFP7/rvvvqNXr1706dOHf//7300m0ztw4ADXXXcdzzzzDNdddx39+vVj48aNVFVVkZWVRVJSEt27d2fLli1kZWXJKKo4bZLOUZxRLpcxuhkT07DmucsFWVlgsRhrUiMiNbfOngz93jx+d8mBBDqvyMCEiYpiG4cCFPfdB88+q1EhLsBK02mAhRBCNDeuXZtIDz9EQRgcaLiMrj6TkdHXpIzf9a/uh5mvoEpKeDk8HD77NVkH15DSKQVrkPSKNicJCQnk5OQwf/58rr322nr7Dhw4wI4dOxg6dChKKQICAti4cWPtGtBJkyaRmpp63PP7M7Q35Te/+Q3Dhg2rzcb+9ddfk5iYSEZGBrt27WLkyJFceeWVREZG1jvnrl27ePHFF8nJyWn0vM8++ywWi4U777yzdtvAgQPZtGkTW7ZsYfz48VxzzTUEBwfXO666uprhw4fzyiuv1JZdCwoKolevXnz//fesWLGCxx9/nN27d5OVlcUPP/zAkCFDjvsdhWiKjKSKM8pqNUY3G8srYbXC4MFw5IixxHTTThc7ff8Dk7fpEx7sAa+toXenFoSqKIoKFZdeCi+/rHl2VSrD304h9ZtULtYs1UIIIRqntcZZ6Wzw/3/t8+H550tsa3ESASoQWQH3bbIQHBmFim7BjKvMtdN6TRYLL9/4GgtuX8DzI5+XGtzN0NixY0lNTW0w1ff999+nuLiYTp060bFjx9pg9kz585//zKFDh3jhhRdqt82ePZubbroJpRRdunShU6dObN26td5x2dnZrF69mo4dOzJ06FC2b99OcnJy7f45c+bwxRdf8M477zT697lHjx6Eh4ezcePGBvssFgv9+vXj66+/rrd9yJAhfPvtt5SWlhIVFcWgQYPIysqSkVTxk0iQKs4opZrOK6EUTJ9uBKtBQUBlGFh/PP4JW20D6z4+/dTIBpyUZAS4eUUuHDkOYsJjcOQ4ZAqWEEI0I1prUr9JJeWtFFK/mYwuLgatje2fTWBo9RtUnuRcsdgymB59E22tsfQrDSdzyRxcUx6rPd+URVMY9944piyaIh2izdD999/Pn/70J/r06VNv+/z581m4cCE5OTnk5OSwZs2aM7Yu9T//+Q9ff/018+fPrzedt3379qSnpwPGSO62bdu45JJL6h37yCOPsH//fnJycli2bBndunUjMzMTgIULF/Lcc8/x2Wef1ZsK/OOPP9YmStqzZw9bt26lY8eODa5LKcWbb77J1q1b+dvf/la7ffDgwbz66qv07dsXMEagV6xYwd69e+tlFxbiVEiQKs44pZrOK2GzQYcO4PFqGHc3BDSela6WJxDcxjSW6uqjI7RxLSNJiksivzQfe0e7TMESQohmxOWu6agMi8GxfB6u0VdBaiquimIyvptPm5KTO4/SsCsaHh9pZniLARwoP4i9og1WRxa4XEc/56d2iB4vo6A4r8XFxTFx4sR623JyctizZ0+90jOdOnXCarXy3XffAfXXpCYmJjY69bapNam//vWvOXDgAElJSSQmJvLMM88AxlrTrKws+vTpw/Dhw/nb3/5Gy5Ytj3uuuiZMmEBpaSkjR44kMTGRX//61wAsW7aMvn37kpiYyLhx4/jnP/9Ze95jmc1m5s+fT0ZGBv/85z8BI0jdvXs3SUlJgDHi2rp1a/r37y+17MVpUxdrr6AUST//aA179sCAAeDyHaLqN62b7iZxB4DrEsi5Bv73AqDo29dfO10zZVEqjhwHSXFJvHzNy/I/QSHOU1IkvWlynzp9/pFUx67F2LPzeb7wMkoO7iPivwu4Iq0b61sZCeFPlhnFQz9G8ezWWGzVZqMealoaGozPyXFg72gnbVTaqU/59WcUdDiMXlYpXyPEeUXuU+cnSZwkTkhrI+mR1Xpq91V/xzFAZCRMnAhLloCz1Ev1rwYffxx/3b2ErfobIcrGpUMVhw8bAWp0NDgrj/agL9uTjctdQlSI7Sd8QyGEEOcjrTUutwtrkLVBcDh12FSmXvkk1p3PMKX0VRyDqhn4r+vZ0hK85uOf1+IBkw+qasrSKJ9meWs3aotGfbIA2rcHpVBA2qi0Jq/hpBwvo6AQQohGyfCTOK7jlZQ50XGTJ0P37tCtG/TrB2++CTl7NNUj74eWO49/gt4f0q0bKBQlJXD11RAVZeyyBllJ7mhn9fYC8rPtTJ9qlRlUQghxPjuN6a71150eTZDn3z787eFMXzSNPY/ewzdxbqLKvaR7tlMZwHETvkccgTuL2hDhNbL6BmMmqtrM8M2VWL0BEB9fr0dWKYUt2Hb6SZOOl1FQCCFEoyRIFcfVWAdwY459/nA6NV8vcVLp1lRWwrZt0KIFlHsOQ+LbJ/7gYBfrNviIizM+t+7sKKUU0wakEbMwg35FaWQ61Elfl7h4KaW46667at97PB5atWrF9ddfX6/djTfeWG8dEcDTTz9NbGxsvfVDTv80gFMwceJEwsOPphN1u93cdtttdOnShYEDBzZZDqBjx4706dOHxMRE+vc/OuPo2Ov66quvAHjnnXfqXavJZGq0lEHHjh0pLCyst23SpEn8/e9/r30/evRoHnjggdr3kydPrpdNUoif7DR7O5taD+qqdOLYtZiY3MPMXfFv+r81iC3RGkdH+DHy+OcECNSw1nSI28wJ5P16J3kPbWdbeg9mViWjfBpKTnJB68k6XkZBIYQQjZIgVRzXyXQAH/v84fNppq9M5dB1KVTbU7EEaLp0gaIiIPLHpv/W6fqvfa8oRWsjm++x93SbTTHyShsHCtRJX5cEqhe3sLAwNm7cSEVFBQCLFi0iNja2Xhun08maNWtwuVzs3r273r5Jkyaxdu3a2h/bKU7HW716NcXFxfW2vfHGG0RFRbFz504mTZrEE0880eTxDoeDtWvXcuwaxbrX5a/Td+edd9Zumzt3Lp06dTqppBlglArIysoCwOfzUVhYyKZNm2r3S8kAccadRG9nY+VkrEFW7B3tFJQVHE2QpzXWqdOxL88jz7UPrX24PdV4Tcatw3OCRUwxJVAeBK0qIDtWY27Rgui2nYi6chSq6LBxw/g5RjqPl1FQCCFEAxKkiuM6mQ7gY58/cg+5yMxx0K9bDOG9HRDkYm+uppJ8uH9Y0x/magXVQeANggOJuA+2b/J54XSuq6nRVnHxuPbaa/nyyy8BozzAsXXtPv74Y8aMGcPtt99+xkoFAHi9XqZMmcJzzz1Xb/unn37K+PHjAbjllltIT08/4yUs5s+fz+23337cNhUVFVxzzTW8/vrrDB48mOzsbAA2bdpE7969iYiIoLi4GLfbzZYtW7j88svP6DWKZu4EvZ1NTetVSpE28nkybvyENH+NUpcL7cjgsbKeLP4olNYuKA84iWvwQc+D4DEbHZY/tPKRHDfUCHxlpFMIIc47EqSKEzpRB7DVCsnJkJdnvMa3spLcIZlc5z5KNybjLIikZODv4Il2EFTR+Ek0UNUCfrgXZm1mvHkRS5eo4z4vnMx1yTKg5sUffFZWVrJ+/XoGDhxYb78/cL3jjjsaFF2vWy7Abrc3ev6mRitnzZrF2LFjadu2bb3teXl5xMfHA0ZKfqvVSlFRUYPjlVKMGjWKfv368dprrzU4d0JCAvfff3+DkVqA9957r0EwXldZWRljxozhjjvu4MEHH6Rdu3ZYLBb27t1LVlYWSUlJDBw4sLYAfJ8+fQgMDGzyfEKcshMEgU2WedEalZqKbeQY1OTJUFyMLzyc/tfl0b3vUro/WMGWNhx3/anf7eshczZoBYE+ICiIqSOmH11nKiOdQghxXpHsvuKM8fmgsvLotFqvTxnBZ3AhDJh1/IM9gRB+EHp9BO1X8X0vzbOrjHT/J/UE0gj/c9HpZCYWF6aEhARycnKYP39+7dRYvwMHDrBjxw6GDh2KUoqAgAA2btxYW2h80qRJpKamHvf8ja373L9/Px988EFtsfTTsWzZMmJjYzl48CAjR47k0ksvZdiwYTzyyCNMmzbNWIc9bRqTJ0/mzTffrD3uu+++IzQ09LjF0m+44QYef/xx7rzzztptgwcPJisri6ysLH7/+9+Tl5dHVlYWVquVIUOGnPb3EM3c8VLB+4PARvin9frLvNTWvXY6Yd48qKxE//tfODP/xx77ZfxgNdZZV+E5ukzkBL65FJ6qBpMGFJjCI1BSukwIIc5b8n9o8ZP5p9WWlcGcOfDgYy7mLsskb0ss7rgMmNgZzL6mT+AJgOpwMFeDxQ0tN2MNaPHTCqfXkM7x5mfs2LGkpqY2GF18//33KS4uplOnTnTs2LE2mP2pfvjhB3bu3EmXLl3o2LEjR44coUuXLgDExsaSm5sLGImcXC4XLVq0aHAO/9rZ1q1bM27cOFauXAlAmzZtMJvNmEwmHnzwwdrtfv/973+PO4oKxhrUhQsX1ptm7F+XumHDBnr37s2gQYPIzs6W9aji9P2EJABKKdJGpZExPqOmY5J661N93mompLjpPnIbKQH/NQJT/89Jqg4KYNllUfziQDSdLC25K+FubMG2kz+BEEKIs0qCVPGTWa0weDAcOACtW8On71sp/sFOqdoPUVshpKzpg10toagrbLoNvMEoHURwWU/WbClC7bETGShzdMWpuf/++/nTn/5Enz596m2fP38+CxcuJCcnh5ycHNasWXNG1qVed911FBQU1J43NDSUnTuNEktjx47lrbfeAuDDDz8kJSWlQRmL8vJySktLa3//5ptvakdG8/Pza9t98skn9UZMfT4f77///gnXoz7zzDNERUXx6KOP1m4bPHgwX3zxBdHR0ZjNZqKjo3E6nWRnZ0uQKk7P6SQBqJN+XSmFLcgKTiep30w21qeumoHvzjt4bLSPNy+D4iAoDjn1S1M+CK7yMrL/7bz89x0s+cN2Zo6eefolZYQQQvzsJEgVJ+V4pVyUgpdfhvvug4gIY9pvy81T4fOZxshokycFk26Jac/VhH47i6h3trHk5u10/3YVQ3Zm4FuYRkmJPESIUxMXF8fEiRPrbcvJyWHPnj31Ss906tQJq9XKd999B9Rfk5qYmNhouZiTzaDr96tf/YqioiK6dOnCCy+8wF//+lfAmCLsn4584MABhg4dSt++fRkwYADXXXcdV199NQCPP/44ffr0ISEhAYfDwYsvvlh77m+//Zb4+HguueSSE17HP/7xDyoqKnj88ccB6NOnD4WFhfX+PPr06YPVaqVly5an9B2F0FrjDNJoe/IJkwDUZvH1+Y5NC49OnUzOdYP53/LZtA5phWNXOnsn3kdGh2qqlZH06GRYPKDq3KuslfCd+25mjp2FKToaW0hUwwBV6pUJIcR5RZ3pTJPni/79++tjSzmI0+OfxeVwGM8ex+a98C9DioiACY9pXt+Tijf+fxCz5fgnzu/DJVmZRAZE4alWjBxpnDt1imbxUhcjrrQyM03JVF0hLmBKqTVa6/4nbtn8XAz3KX9mXkeOA3uHZNIunQjx8biqS7EGWesFg/Xatk0i7eksVExbKChAf/wxv592Bf/uVESlSROg4fbdwZhateGt8D0n3aVu9sDdG2BOIrXpDFpUwI7f7iKqXRMdOie6yYlmyWw206dPHzweD506dWLu3LnYbDZycnLo1KkTTz75JDNmzACgsLCQtm3b8vDDDzNr1iy2bdvGww8/jNPpxO12c+WVV/Laa6+RmZnJDTfcQKdOnWo/Jy0tjREjRpzUNc2ZM4cpU6bULhGZMGECDzzwAGvXruWRRx6hpKQEs9nMk08+yW233dbg+D179nD//fdz6NAhoqOjmTdvHnFxcezZs4dx48bh8/morq7mscce49e//jUAVVVVTJgwgczMTEwmE88++yw333xzvfM+/fTThIeH18vrsG7dOsaPH1+by2H+/Pncf//9lJSUEBAQwIYNG7jzzjtZv379yf9H+ZnIfer8JImTmrnj5bnw88/iatHi6Cwuf/4L/709w6HpN9jF8u98eAcshKgdTX+oR8Gmu2DBbC4ZYaaoCL74Atq3B9AwKhXV2QGd7cDpJ04SQgjx86rNzBsWgyNrHs6nFjFjRCCODhp7RyP5nT9QrZfFNz8L1+B+2LK+B7sdZ4sw3o4/TKXJ6DivVjC3cyWw5+QvRoPVDUE+iDoCJcFGNt9bdwYdf/1pY1OVT7FOsrj4hISE1AZY48eP55VXXuHJJ58EjJk4X375ZW2Q+sEHH9CrV6/aYydOnMikSZO44YYbANiwYUPtviuvvJIvvvjitK/rtttuY9as+skoQ0NDefvtt+natSv79++nX79+jB49ukG979TUVO655x7Gjx9PRkYGf/jDH5g7dy5t27YlOzuboKAgysrK6N27N2PHjqVdu3Y8++yztG7dmu3bt+Pz+Th8+PBJXWefPn3Yu3cvpaWlREREkJWVRY8ePfjhhx8YMGCA5EAQJyTTfZuxk81zERlpBLDLlxuvkZFH97lcRoDqHJDKOxY7eaOvhFabIdDT9AevG4/pizn06WOmsNDouG7f3ji3y23UWI21xpB5BhInCSGEODW1U3JPYqaVPzNvQUke9h9BR0exuGITMYE1ye8qneA0pvdqrUnumExBWT7Ju3zoZUvRXTrDX/6C7/+mUGw5ToK9EzD5IMgLvYrNLIuDG3crLi2Ch3dbmdXh16ioqON8CalXJo4vKSmJvLy82vehoaH06NED/0yI9957j1tvvbV2f35+PnFxcbXvj82RcKZ169aNrl27AtCuXTtat27NoUOHGrTbvHkzKSkpANjtdj799FMAAgMDCQoKAsDtduPzHf23+Oabb/KHP/wBAJPJdMIlIa+//jrXXHMNbreb/v371y6pWbNmDY8++ihZWVkAZGVlSTZ5cVwSpF5kTmVZzcnkudAacnPB64UhQ4z1piUlR/dbrTDY7iI/OIPK8G2UBm4+/t+q7+8lcPEb+Dwm9u2DpCR4/vmjo7i1DzxlBfVLEQghhPjJjheAaq0prihmsj9x0Tep9dr5j/X5fEfPoTVPJkzgo198xB+3t2Y6S8kPcLMqZxmXtbkM79Q/4E25ikenJjJs9jB8Xi8fbuhB+cb1DBm8nd+UfYivbRuKP38ffapPJP5LqwlQIz2K5bFetraGz7sphtn6MOsfuzDNfPH403dPUMdVNG9er5f09HTGjh1bb7u/Lndubi5ms5l27drV7ps0aRIpKSlcc801vPjiizidztp9S5curZf/YNeuXQ0+84EHHqCppQAfffQRCQkJ3HLLLbXZ4+tauXIlVVVVdO7cucG+vn378vHHHwNGMr7S0tLa2t25ubkkJCQQHx/PE088Qbt27Wqve9q0aVx++eX84he/4MCBA03+Wc2aNYsvvviCBQsWEBISUptJvry8HJPJRHJycr0gVUZSxfHIdN+LyKkuq/F3HvvbH9t5XPd8ZjMUFhqjrpGRRiBstRoPLY89VsU/39hklJBpcFEK0OADDvbGtPA/aEwEBIDHA8uWGUGv1apxuV1Yg6ykjUqr/V2yLwohLhRKqauBfwBm4D9a67/+nJ/n8/nILcklLiKO0upSIgMjKakqqf1/Z92AVClFZGAkExdOJHtfNskdkpk6bCpKKaxBVoorinl80eNk5WZRWFFI/3b9a8uA2YJt+Hw+JvxvAktylhBkDsKjPQyNH0pQVjbv6A2UBmmCh/vweeDSw/B920rmrJvDO6E+LhkRzNaASsyHzGw/tJU3wz2UDjC+w5bW4FVOcsJP8cv76536IDkHCsKBLpdQUVlAefUR3BGhLIuCkjAztpO5jxynjqtonioqKkhMTCQvL48ePXowcuTIevuvvvpqpk2bRps2bRqs/7zvvvsYPXo0Cxcu5NNPP+XVV19l3bp1wMlN9/3Pf/7T6PYxY8Zwxx13EBQUxKuvvlo7bdcvPz+fu+++m7feegtTI3WA09LSmDBhAnPmzGHYsGHExsZiNhsZyeLj41m/fj379+/nxhtv5JZbbsFsNrNv3z4GDx7MCy+8wAsvvEBqaipz585tcO63336b+Ph4FixYQEBAAGBkkp85cyZXXnklV1xxBZ07d2bnzp0cOnSIsrKyRgNpIfwkSL2InOqyGn/ncVNrUuuer6AAFiyA+HiYMgXS06F3H82ado+xNfBfTddBPRIKoeXGI1ubzRDspHuHFhQUGJ83YgRERtZJplGzhknq1wkhLiRKKTPwCjAS2AesUkp9prXe/HN8nreqistn9WZrWQ6RljDiIuPwKI3Z46VPaCdeGJ7Gs9/OYE7uZ5T7KoiwhNM2sAU7j+yjVUhL3l7zJm/9MBtlMtHWHM3W8h/x4K09/4ofl3JT17GE5hSwrnQZL+a8x1ub59XuN2Ni08GNhGlNqfE8SmUgEAgrQ/2tfLjNsCW0EgCPNs5fFVz/u7x+xal9d/t2WH4JtDoCbjMUhsHoXaDDQ3mnRTBen5dgSwgjOo04O7NxTia5g7jg+NekHjlyhNGjR/PKK6/UyxwfGBhIv379mDlzJps3b+azzz6rd3y7du24//77uf/+++nduzcbN278yddUt872Aw88UJuxHaCkpITrrruOZ599tl7m9mOvyT+SWlZWxkcffdRg3Wq7du3o3bs3S5cu5eabbyY0NJSbbroJgF/84he88cYbjZ67T58+rF27ln379tUmhho0aBCrVq1i+fLlJCUlAUYG/v/+97+174VoigSpF5ETjYw25nidx8eer3174z6cng6bNmvW5eyA373S9Mk14I6GsHLjvclHQPQ+oAWrVhnnt9mOSaZRp+deCCEuIAOAnVrr3QBKqf8CNwBnPEjVHg8P3RXO+p7G7JXCKidFB5zomhIt64q38u6c/6F84K25yxdXl1BcbazVyDtSU3+3ZrpskWqYCMXpLefNLfOZvXl+o9NwvRgdk6VBx7vQU/5qJxR9BIpaWWinAzkQVsG9OVae/fwINlsM/JDPUxYv2hSCuvVmbKlpP/9sHMkMfNELDQ3lpZde4sYbb+Q3v/lNvX2TJ0/mqquuIjo6ut72hQsXMnz4cAICAigoKKCoqIjY2Fi2bt36k64lPz+ftm3bAvDZZ5/Ro0cPwMjAO27cOO655x5uueWWJo8vLCwkOjoak8nEX/7yF+6//34A9u3bR4sWLQgJCaG4uJhly5YxadIklFKMGTOGzMxMUlJSSE9Pp2fPno2e+7LLLuORRx5h7NixfP3117Rr146IiAji4+OZPXs2mZmZgLG+9+9//3uDP0shjiVrUi8iZ3pZjf986enw5JOaw0eKKa4opkdvL54Rj8DDvY5/Am8g7L6a2icnn5kQTxwjR0KHDhAVZXyGrEMVQlwEYoG6C8T21WyrRyn1kFJqtVJqdWOJTU5G8ZrlvNut/vIKfUwNUZ/paIDaJMXxk6crTn2d6BnSsRh6HjRy8Jl90KcAfvgshgNf92TE4Siijvi4r6ons944QNSdD6CsNpRPE1XmJbrEQ1R6FqpuAoWfqqmEDyeT3EFc8C677DISEhKYP39+ve29evVi/PjxDdp/88039O7dm759+zJ69Gief/55YmJigIZrUj/88MMGxze1JvWll16iV69e9O3bl5deeok5c+YA8P777/Ptt98yZ86c2vP6MxM/9dRTtaO8mZmZdO/enW7dunHgwIHabMVbtmxh4MCB9O3bl6uuuorU1NTaZE9/+9vfePrpp0lISGDu3LnMnDmzyT+noUOHkpaWxnXXXUdhYSEAQ4YMwe12Ex8fDxhB6u7du2U9qjghqZMqgKOzlSIjNSVVLiIDrZSUKKP26UQf75dOwBn7Pj7lg8poiNjV9MOND9hyO61Wz8KZH0X4Lb+nrPVCulmuZskTLxId3bD2qdZa1qEKcRFqLvXnlFK3AFdrrR+oeX83MFBrPaGpY073PvXj0i/onD7m5xioPC8EVkPeCxBdCc5gKAmC9kfMmPYXQHk5+sYbcMW1wppXiMpwGNNynE545hl45x3jJHfdBTNnnplRzeONlspIqhAXvOZyn7rQyHRfUXuPTXf40Fc/ho7NQuUNxvPFS3jNJWyL/yMkvmZkqAAILG78REWdwBMKe6+ix56XCbSaGJMCn33+IkH6aQ4oK6Y/NAxQAZRSMsVXCHEhywPi67yPq9l2xkUkXIFezMmXkPaBxQueAEAbh2kFvZxmdoZ5cdesKbVU17Rpij6FzzxJ7ZwQ4DVGS4eUhvBA0FAGf7QCi66CqFCiO3Qg2u2G0aONYt0tWqBShmNzOMCecnQdaFQUvPACPPWUcWKb7cwFi8dL+HCi5A5CCCFOiwSpzVDdHA8Ae/caAWrhoIfIM72D2h+ANm2BKzNAeSGs4GiA2pSNY+CjTyC4lFCzlcAuik8/hYgI+PxzhanKhjre2iUhhLiwrQK6KqU6YQSntwO//Dk+qMxXgTIpdCNjqZHmCJTWBAQEUuYpp5u1M59c9jfi+4/gkYW/YcHmT1Aoxva4kedG/I2U/1xJeEAoh6tL+famL0hN/z8+zl1IlfJiUoogczBHqo8QgIVq5aGa+jWwLZhR+DCj8WHBixdvzXWZAS9gwYQFEx68eGr3mUiI7snADpeSXbaFIa0u4+VbZmMym+E5p3GjUsq4URkp4I8GgE0Fhf5g9Uw7UcIHyQwshBBnnKxJbWb8o6YpKTB5svFzw42afX0mkNdyHvhM6IBSUNXQaiu03AEhpcc/aXUAfPQRQUFmokNtdOmsGD7cSLQUFWXMuurQwXiV+/jF51Rq8/6czGYziYmJ9O7dmzFjxtTWd8vJyUEpxdSpU2vbFhYWEhAQwIQJxkzMbdu2kZycTGJiIj169OChhx4CjPU7Vqu13vqhxYsXn/Q17dmzh+HDh5OQkEBycjL79u2r3ff444/Tq1cvevTowcSJExutW3n48GFGjhxJ165dGTlyJMXFxiyGTz/9lISEBBITE+nfvz/Lli1r8OeQmJjYoK6fX3JycoP1Tv/4xz/43e9+V/v+4YcfZsSIEbXvX3755XqZLUV9WmsPMAH4GtgCvK+13vRzfFZ7a3sS2yQSZAqiVUgrWoW2Iio4it9e8Vt+/H0OP6bupWDKQbZO2MYPj27gkqHXYwkKIjLYRruoeH6RcDuv3/AfosNbMqLndVQEwLU9x9KyfTf+fsebdGjVmaCAYAIsQcRa4/jV5Q/QqWVnIoOtdIjsQLA5mPsS7mPtQ2upeLKSA48XkTeliEcHPkav1n14pP8jFKYWciC1kF9f/muiQloQERrFhIG/Zfdjuzk0+RA7J+5i8a+W8F3VLtpFtyfbtYkST9nRQDM62ng1mRqOivqDwrM1ail1VIUQ4qyTkdSLWGNZ8f2zltq0gYULQSsftu4bONx+DpjdR7stmiopA8aaU3+7qhA43AVLeDlDBtgoKoJPPzUCVP9nzpwpM6EuVufTcix/uQCA8ePH88orr9QmhejUqRNffvklM2bMAOCDDz6gV6+jib8mTpzIpEmTuOGGGwDYsGFD7b6TqWnXlNTUVO65557aWnZ/+MMfmDt3LllZWSxfvpz169cDRrKJJUuWkJycXO/4v/71rwwfPpz/+7//469//St//etf+dvf/sbw4cMZO3YsSinWr1/PrbfeWps1su6fw6kYMmQI7/jX8wHr1q3D6/Xi9Xoxm81kZWXV/vmIxmmtvwK++rk/x2Qysfqh1bU1UkuqjARBtmBb7Zp+rTXW4KNr/F1uF5l7MomLjGNF3gpKqkqwBdsa1KW2BdsY1XkU89Yb5WZGdx5d22b6kuk4chxc1+06Xr7m5do6jFEWY/Ry5uiZDXIL/PP6f/L/Rvy/BtfXkpb4fD6S4pJYvnc5Q9oPITIw8uf+ozt9MloqhBBnlYykXgQaG8ny+WDCBCNwSE0Frxf27DGm3151FaxaBTtzPGxN7sWKnpehzRUnXy7gh/Hw952w5j443A1+HInZY+XgQWpHUM9lp7c4e87XxJZJSUnk5R1dDhgaGkqPHj1qRw/fe+89br311tr9+fn5xMXF1b73ZzX8qTZv3kxKSgoAdrudTz/9FDDWYFdWVlJVVYXb7aa6upo2bdo0OP7TTz+tzRw5fvx4FixYAEB4eHjtw355eflpJxvz+Xzce++9TJ06lcTERLZv305FRQUul4uQkBASExNrA/asrCyGDBlyWp8jzjyTyUQHWwfMZjNRIVFEhfz/9u49PKr6zuP4+xtCEi5CgkQJAVRSRC4aLkEIVRSoXLTetlZtXati17qiWyzokz6u3Xarj20V7Vrcul6LfapQRdR2rXLHrlGLIgUkgJGCgBAMBMI1IeS3f5yTOElmQoBk5hzyeT3PPHPmnDMz3zk5Od/5zvmd3y+jToE6bd40xswcw7R507yCNUYv6jWFac1zzYzp46az7s51rLtzHdPHTycpKYmMdhlMHz+dxTcvZsalM2oL1Ej1X6tmXv34amK8Z/49FG4uBKBwSyH3zL8naosCERFpfVSkBtzRmlLWL0ad82533QXPP+89d8ECGDIE+p7jGJRfxvbyMnbvq+LwLQO8Jr3Jx/ClYEd/+POzsCcH/vws9sISbMEjnNLR+NOf1BKqtam5VGv79qaPzdvSjhw5wsKFCxs0db3++uuZNWsWmzdvpk2bNnTv3r122d13382YMWOYOHEijz32WG1TYWg4XMBnn33W4D1jDReQm5tbO3D63Llz2bt3Lzt37iQ/P5/Ro0eTlZVFVlYW48ePrx3vLlJJSUntmHjdunWjpKSkdtncuXM555xzuOyyy3juuedq5x86dIi8vDxGjBhRW9RGU1VVxQ033ECfPn144IEHSE5OZvDgwSxbtoz333+f4cOHM2LECAoLC9m6dSvOudohBCTYoo09bWY8Mu4RFt20iEfGNT5+aKzCMloReqIxdm3flfW71tO1XdfaWEVEREJTpJrZBDNbZ2bFZlaQ6HiaU6xC1DmYOs0xatxupk5ztQXo7t1ecVpWVrcYXbTIO1u6aRMUFkJmJmwvcZydW8bK4i+pmHAjqy/uzayuZ3Dktt6Qub4JwQGHU7xhZ5bfQscXV5Ka2oaOHSEtzchol06XDKu97lQFausSpEu1Dh48yKBBg2qLuUsuuaTO8gkTJjB//nxmzZrFddddV2fZLbfcQlFREd/+9rdZsmQJI0aMoKKiAvCa+65YsaL2lpOT0+C9n3nmGfLyGvZe/8gjj7B06VIGDx7M0qVLyc7Opk2bNhQXF1NUVMSWLVvYunUrixYt4q9//Wujn8/M6hQHV199NWvXruW1117j/vvvr52/adMmPvzwQ1588UWmTJkStagG75rTgQMH1jaJBhg5ciSFhYUUFhaSn59Pfn5+7WONaRceTT1rmkg1MZYeKKVf137sPLhT42SLiEitUFyTamZtgCeAS/AGSF9mZm8459a0xPtVVlYyd91ccjrncNapZ5Gels7nez7HOUen1E7srdxLp1Tv2pk9h7xfqHt17lXnuiDnHJvLN9OzU0+SkpJwzlF2sIzyinJ6nNKDjWWfs27TXsYO7M+d933BssU9uGD0Xn7zcGfMvF+Zqw904oUdUzk45n/ZWDKSfu9O4O2Zo/iouJikytPYl7qO0kPbSBnajo37D5GVNoivjTtCda+3aLPnGqrabYDv/pq5Pd+DaZV1hw6I1RlSVSpUtoe1l8MHU6C8J8kpSeT0Nkbnp/PAZ8YDD8DChV7T3vvvV3Pe1i4ol2rVXIt54MABxo8fzxNPPFGno5+UlBSGDh3K9OnTWbNmTe3g5jW6d+/OpEmTmDRpEgMHDmT16tUnHFP37t1rz6Tu27ePOXPmkJ6eztNPP82IESPo2LEjABMnTuS9997jwgsvrPP8008/nW3btpGVlcW2bds47bTTGrzHqFGj2LBhA6WlpXTt2pXs7GwAevfuzcUXX8zHH38ctbAeOXIkixcvZurUqaSlpQHedalPPvkkhw4dYvLkyWRmZrJmzRoyMzNVpIZIzVnTII89HRljp5ROlFeWBzZWERGJv1AUqcD5QLFzbgOAmc0CrgSavUitrKwk9aHUiPHgjE7J6ZRX1R0bNIkkHODwOhhKT+lCkiVhZlx21tUs2/4en5ato096X167eiEPvvfvvLT2dxymkmRSqHKV3gv9yaB9W5ImdqBof0+2PD8Uqqv4vy/eYVi34ezM+aO33hmfctuCmZCNd4twyL/fFjGv6oKf104facrYdlVtoLQ//H4RVLfBKtNJ8r8sfP9mePDBr4qRRx9t2Y6Qqqth82bo2dPr2DFeajqa6tSp4YgHja0fjw6hmvO94hn3sWqO2Nq3b8/jjz/OVVddxR133FFn2dSpU7nooovo0qVLnflvvfUWY8eOpW3btmzfvp2dO3eSnZ1d2xnR8SotLaVLly4kJSXx0EMPMWnSJAB69erF008/zY9//GOccyxdurROz7o1rrjiCmbOnElBQQEzZ86s7biouLiYnJwczIzly5dTUVHBqaeeSllZGe3btyc1NZXS0lLeffdd7r333qix3Xrrrbzzzjtce+21vPrqqyQnJ5Ofn8/NN99MdnZ2bUGcmZnJ66+/zssvv3xC20LiKwxjT0fGGPRYRUQkvsLS3Dcb2BzxeAsNSrXm8cKyV77qQMgBzlF+uMyf/upW7apxrrr28e6KXezav5ud+8p4YfVTFO1aRZWrpKhsFX2fyuaFNU9x2FWC46sCFcActKmkum0Zh9NX8sbm53lj6+/Z5Tbx9rY/tsRHbOhwKsxYB/+zgo5JXclol8Ft/2IMGAA/+AHMmOEVqWPHete9kdDMoQAADeJJREFUwrGfOW3qMCXV1TBsGPTr591XH2V41uYSOTTPsGF1r/E92vqNrdfcsZ3oe8Uz7mPVnLENHjyY8847j5deeqnO/AEDBtR2RBRp3rx5DBw4kNzcXMaPH8/DDz9Mt27dgIbXpL7yyisNnh/rmtQlS5bQt29fzj77bEpKSmqb1l5zzTXk5ORw7rnnkpubS25uLpdffnmD1yooKGD+/Pn06dOHBQsWUFDgXekwZ84cBg4cyKBBg5g8eTKzZ8/GzCgqKiIvL4/c3FxGjx5NQUEB/fv3j7mdfvSjHzF48GBuvPFGqqurycjIIDMzs07Px/n5+ezYsYPc3NxGt7lIDeccuw/tVidIIiJy3CwMScTMrgEmOOe+7z++ERjunLuz3nq3AbcB9OrVa+imTZuO+b0uuPtZ3u38/aOvGO3spGvj91xE3SFcnHnFaNAcBl5YCFtGAcmkpUHbtpCWBmvXemcxO3f2zmyNGeP14Lp9u3f94bE07zyWYUo2bfIK1A4dYP9+KCryrnVtabt3e5/x1FPh3Xfh61+HnTtjf9aa9Y93mxxPbM3xXvGM+1gFOTY5fmb2kXOu4QW7Ql5enov240aY1fQsvHjjYkafOfqonTSJiCSa8lQwhaW571YgslvJHv68OpxzTwFPgZf8j+eNXrvvn8mc0UiRWpUGn3wLui2H9I2QetCbfzgNVt0Crhr6zYF2pV4R6wyOpHqVmhkkHQY7Er35bbVfzEYuc8ChTrC3M3TcBe32N3zuwTSoOAUOd4D22yH1kPe8qjT4/HxY9AtIOQgp+2Hn2ZC6z5veMpKkpGTapsJNN0H79l5hMHasN4Z6zfeKmh5ca4rMY+3BNdowJbGKj549vSK1qMi7j1dnopGfsV8/KC31CqZYn/VEt8nxxnai7xXPuI9VkGMTkaaJ1rOwmvKKiMixCsuZ1GRgPTAWrzhdBnzXOfdJrOecyC/UX35ZQe73XqRqwwSGDT/IDyc7dnzpXT9zdq90Mtql8+jqe1i8cSH7/zEEt/Q+xuRnMP3nGX6nR7upqDjC/A+2csnwbFJSkmqvtSsvd7iUco4c6Mjne75g2NlZLF6+lTPPMM4/cwDrS7Zw4OBhFq74lLGD+pDSti0zftGL5av2ck7OKfzk4c/55BPH66+eQuGqrfTI7MR9t59BdcpevtajE0fa7mHRIsfQoVBZaWRleD057t3rFZ1ZWfCzn8HHH8O4cTBlilcMZHhjsce8HvBErhU8ljOpoGtSW/q9TvZrUiVY9At1bDqTKiKSeMpTwRSKIhXAzC4Ffg20AZ5zzj3Y2PonmvyP9mXZOef3StiZ8nJr0S/V0WI50aIx3oWAig+R1knJP7aTsUiFr/KjeusVkTBQngqmsDT3xTn3JvBmvN7vaMNq1OmVsJH1WiqWExn2IxFDhgRlmBIREWlZYehZWEREgi0svfuKiIiIiIhIK6AiVURERERERAJDRaqIiIiIiIgEhopUERERERERCQwVqSIiIiIiIhIYKlJFREREREQkMFSkioiIiIiISGCoSBUREREREZHAUJEqIiIiIiIigaEiVURERERERAJDRaqIiIiIiIgEhopUERERERERCQwVqSIiIiIiIhIYKlJFREREREQkMFSkioiIiIiISGCoSBUREREREZHAMOdcomNoEWb2JbDpBF6iK1DaTOHESxhjhnDGrZjjJ4xxhzFmaJm4z3DOZTbza54UWkmeUozNJwxxKsbmE4Y4T5YYlacC6KQtUk+UmX3onMtLdBzHIowxQzjjVszxE8a4wxgzhDfu1ioMfy/F2HzCEKdibD5hiFMxSktSc18REREREREJDBWpIiIiIiIiEhgqUmN7KtEBHIcwxgzhjFsxx08Y4w5jzBDeuFurMPy9FGPzCUOcirH5hCFOxSgtRtekioiIiIiISGDoTKqIiIiIiIgERqsuUs1sgpmtM7NiMyuIsjzVzGb7yz8wszMTEGb9mHqa2WIzW2Nmn5jZD6Osc7GZ7TGzFf7tJ4mItV5MG81slR/Ph1GWm5k97m/rlWY2JBFx1oupb8Q2XGFm5WY2pd46Cd/WZvacme0ws9UR87qY2Xwz+9S/z4jx3Jv8dT41s5viF3XMuB82s7X+PjDXzNJjPLfR/SnOMf/UzLZG7AOXxnhuo8ebOMc8OyLejWa2IsZzE7Kdpa6g56qw5KUw5KGg5p0w5Jmw5JQw5JEw5I1Yx52g7ZdyApxzrfIGtAE+A3oDKcDfgf711rkDeNKfvh6YHYC4s4Ah/vQpwPoocV8M/DnRsdaLaSPQtZHllwJ/AQwYAXyQ6Jij7C/b8cbSCtS2BkYBQ4DVEfN+BRT40wXAL6M8rwuwwb/P8KczEhz3OCDZn/5ltLibsj/FOeafAtOasP80eryJZ8z1lk8HfhKk7azbse07ic5VYclLYctDQco7YcgzYckpYcgjYcgbsY47QdsvdTv+W2s+k3o+UOyc2+CcqwRmAVfWW+dKYKY//Qow1swsjjE24Jzb5pxb7k/vBYqA7ETG1EyuBF5wnveBdDPLSnRQEcYCnznnNiU6kPqcc+8Au+rNjtx3ZwJXRXnqeGC+c26Xc64MmA9MaKk464sWt3NunnOuyn/4PtAjXvE0RYxt3RRNOd60iMZi9o9n1wIvxSMWOS6Bz1UnUV4KWh4KTN4JQ54JS04JQx4JQ95o5LgTqP1Sjl9rLlKzgc0Rj7fQMKnWruMf5PYAp8Yluibwm3QNBj6IsjjfzP5uZn8xswHxjSwqB8wzs4/M7LYoy5vy90ik64l9QA7atgY43Tm3zZ/eDpweZZ2gb/NJeGc1ojna/hRvd/rNyZ6L0bQoqNv6QqDEOfdpjOVB286tUahyVcDzUtjyUNDzTtjyTNBzSljySODyRr3jTtj2S4mhNRepoWZmHYE5wBTnXHm9xcvxmgflAr8BXotzeNFc4JwbAkwEJpvZqEQH1FRmlgJcAbwcZXEQt3UdzjmHlzRCw8zuA6qAP8RYJUj702+BHGAQsA2vGVRYfIfGfw0P0naWgAtBXgrN/hy2vBP0PBOCnBKmPBKovNHYcSfo+6U0rjUXqVuBnhGPe/jzoq5jZslAZ2BnXKJrhJm1xfuH/INz7tX6y51z5c65ff70m0BbM+sa5zDrx7TVv98BzMVrthKpKX+PRJkILHfOldRfEMRt7Supaabm3++Isk4gt7mZ3Qx8E7jBTzANNGF/ihvnXIlz7ohzrhp4OkYsgdvW/jHtn4DZsdYJ0nZuxUKRq8KQl0KWh8KQd0KRZ8KQU8KSR4KWN2Icd0KxX8rRteYidRnQx8zO8n+xvB54o946bwA1PX5dAyyKdYCLF/9agGeBIufcozHW6VZzPZKZnY/3d05YcW1mHczslJppvI4MVtdb7Q3ge+YZAeyJaK6RaDF/NQzato4Que/eBLweZZ23gXFmluE3LRrnz0sYM5sA3Atc4Zw7EGOdpuxPcVPvmrWrY8TSlONNvH0DWOuc2xJtYdC2cysW+FwVhrwUwjwUhrwT+DwTlpwSojwSmLzRyHEn8PulNJELQO9Nibrh9eS3Hq+3tPv8ef+JdzADSMNralMM/A3oHYCYL8BrurASWOHfLgVuB27317kT+ASv57f3gZEJjrm3H8vf/bhqtnVkzAY84f8tVgF5id7Wflwd8JJ/54h5gdrWeF9ktgGH8a6ruBXverSFwKfAAqCLv24e8EzEcyf5+3cxcEsA4i7Gu06kZt+u6bG0O/BmY/tTAmP+vb/PrsRLjln1Y/YfNzjeJCpmf/7vavbjiHUDsZ11a/A3DHSuIgR5Kdb+TADzEAHMOzGOfYHKMzFiDFxOiRFnoPJItBj9+b8jIHmjkeNOoPZL3Y7/Zv4fSkRERERERCThWnNzXxEREREREQkYFakiIiIiIiISGCpSRUREREREJDBUpIqIiIiIiEhgqEgVERERERGRwFCRKtLCzOw+M/vEzFaa2QozG96C77XEzPJa6vVFROTkozwlIkGTnOgARE5mZpYPfBMY4pyrMLOuQEqCwxIREQGUp0QkmHQmVaRlZQGlzrkKAOdcqXPuCzPbaGa/MrNVZvY3M/sagJllmtkcM1vm377uz+9gZs/5635sZlf689uZ2SwzKzKzuUC7RH1QEREJJeUpEQkcFakiLWse0NPM1pvZf5vZRRHL9jjnzgVmAL/25/0X8JhzbhjwLeAZf/59wCLn3PnAaOBhM+sA/CtwwDnXD/gPYGiLfyIRETmZKE+JSOCoua9IC3LO7TOzocCFeEl7tpkV+Itfirh/zJ/+BtDfzGpeopOZdQTGAVeY2TR/fhrQCxgFPO6/10ozW9mSn0dERE4uylMiEkQqUkVamHPuCLAEWGJmq4CbahZFrubfJwEjnHOHIl/DvG8D33LOras3v0ViFhGR1kN5SkSCRs19RVqQmfU1sz4RswYBm/zp6yLu3/On5wF3RTx/kD/5NnCX/yUAMxvsz38H+K4/byBwXvN+AhEROZkpT4lIEOlMqkjL6gj8xszSgSqgGLgNryfFDL/ZUwXwHX/9fwOe8Ocn4yX324Gf410PtNLMkoB/+K/xW+B5MysCioCP4vOxRETkJKE8JSKBY865o68lIs3KzDYCec650kTHIiIiUp/ylIgkkpr7ioiIiIiISGDoTKqIiIiIiIgEhs6kioiIiIiISGCoSBUREREREZHAUJEqIiIiIiIigaEiVURERERERAJDRaqIiIiIiIgEhopUERERERERCYz/B+ogb9yOz3ZhAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "GradB_reg_params = {\n", " 'GradBoost__n_estimators' : np.arange(1,100) ,\n", " 'GradBoost__learning_rate' : np.arange(0.01,1,0.01) ,\n", " 'GradBoost__max_depth' : np.arange(1,20,1) ,\n", " 'GradBoost__subsample' : np.arange(0.01,1,0.01) ,\n", " \n", "\n", "}\n", "\n", "\n", "model_name = 'GradBoost'\n", "grb_rds1,grb_rds2 = full_auto_search_print_plot(GradientBoostingRegressor,\n", " model_name,\n", " GradB_reg_params,\n", " randomized=True)\n", "\n", "\n", "estimators1.append(grb_rds1)\n", "estimators2.append(grb_rds2)\n", "estimators_names.append(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Difficulties encountered\n", "\n", "One of the first difficulties was to define a good metric to evaluate the performance of our model. After reflection we chose to define three metrics: \n", "- the R2 score which is easily readable because it gives an easily interpretable score (we want to be as close as possible to the value 1) \n", "- the MAE and RMSE which are easily readable because they are in the same unit as the label to be predicted (we can thus easily understand the difference between the predictions and the real values). The RMSE is more sensitive to extremely different predicted values.\n", "\n", "Another difficulty was to choose the ranges for our hyperparameters to test. We finally decided to first make validation curves in order to have an idea of how the score varies according to the value of a hyperparameter. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Best predictive performance" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:40:06.520771Z", "start_time": "2021-10-17T21:40:06.516625Z" } }, "outputs": [], "source": [ "best_scores1 = list(map(lambda x : x.best_score_ , estimators1))\n", "best_scores2 = list(map(lambda x : x.best_score_ , estimators2))" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2021-10-17T21:40:06.950257Z", "start_time": "2021-10-17T21:40:06.523659Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure( figsize=(10,4))\n", "plt.scatter(estimators_names,best_scores1, label='Turbine 1', \n", " s=150, marker='^', linewidth=1, edgecolor='black', color='blue')\n", "plt.scatter(estimators_names,best_scores2, label='Turbine 2',\n", " s=150, marker='^', linewidth=1, edgecolor='black', color='red')\n", "plt.axhline(y=0.95, color='r', linestyle='--', label='R2 Score = 95%')\n", "\n", "plt.legend(fancybox=True, bbox_to_anchor=(1.5, 1.1), ncol=1, framealpha=1, shadow=True, borderpad=1)\n", "plt.title(\"Comparison of estimators\")\n", "plt.ylabel(\"R2 Score\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, linear models perform less well because the data values are not linear. On the other hand, they have a rather correct score (R2 score > 80%) for a very low cost. These models allow us to make a more or less correct estimation at a lower cost and the predicted values are easily interpretable (linearity between the wind speed and the electric power produced).\n", "\n", "Concerning the non-linear models, we have much better performances. We can see that the GradientBoosting and KNN models get the best scores.\n", "\n", "There is no model that disproportionately dominates the others." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison of wind turbines\n", "\n", "The data for each wind turbine has its own behavior. However, we could see that they are similar in many points: \n", "- the electrical power is almost totally explained by the speed \n", "- the shape of the distribution of electrical power as a function of the speed are similar for the two datasets. \n", "\n", "However, they have their own characteristics: turbine 1 has two power regimes at very high speed (visible by the shape of the points forming two horizontal lines) while the power produced by turbine 2 follows its \"natural\" curve. Therefore, the models have better performances on the data set of turbine 2 than on that of turbine 1 (as can be seen on the previous graph)\n", "\n", "However, there is no model that would be more adapted to one or more adapted to the other. The best performing models on one are also the best performing models on the other.\n", "\n", "\n", "## Influence of hyperparameters\n", "\n", "In the previous section we could see different curve validations. What emerges is that for linear models, the smaller the alpha hyperparameter the better the scores, however, if it is too small it can overfit the training data. We find the same phenomenon for the `KNN` model with the hyperparameter `n_neighbors` (which corresponds to the number of neighbors), the parameter `min_samples_leaf`,`min_samples_split`,`ccp_alpha` for `DecisionTree`, `ExtraTree`, `RandomForest`, and the `max_depth` for GradientBoosting. \n", "\n", "The other hyperparameters do not seem to cause overffiting (the score evolves in a similar way between the training and the test data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
\n", "\n", "# Appendix : Statement\n", "\n", "**Homework 1**\n", "\n", "To be done in groups of 2 students.\n", "\n", "**Predicting wind energy**\n", "\n", "\n", "The two datasets contain the following features.\n", "\n", "- P : electrical power in kW.\n", "\n", "- V : wind speed in $m.s^{-1}$.\n", "\n", "- Dir : wind direction in degrees °.\n", "\n", "- T : temperature in °C.\n", "\n", "\n", "**Your job**\n", "\n", "- Try to understand the data, visualize it.\n", "- The main aim is then to predict the electrical power produced by the wind turbines.\n", "\n", "**We want to see the following things**\n", "\n", "- Prediction results and error obtained for several machine learning methods for the two wind turbines.\n", "- A discussion about the impact of the hyperparameters of the methods and their calibration on your predictions.\n", "- A clear comparison between your solutions (table, and/or plots comparing the results obtained with different methods).\n", "- Comment about the comparison of both wind turbines.\n", "- A discussion about the difficulties encountered if applicable.\n", "- Aim : best possible predictive performance, in a clean notebook, with clear graphs and explanations.\n", "\n", "**Hand in your assignment before 18/10/21 23h55:**\n", "\n", "- via Moodle for all Université de Paris students\n", "- via email if Moodle not possible for Paris 1 students, subject [Machine Learning DM1], aurelie.fischer@u-paris.fr\n", " \n", " \n", "
\n" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "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": "3.8.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "199.188px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }