{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bit-Interleaved Coded Modulation (BICM)\n", "\n", "In this notebook you will learn about the principles of bit interleaved coded modulation (BICM) and focus on the interface between LDPC decoding and demapping for higher order modulation.\n", "Further, we will discuss the idea of *all-zero codeword* simulations that enable bit-error rate simulations without having an explicit LDPC encoder available.\n", "In the last part, we analyze what happens for mismatched demapping, e.g., if the SNR is unknown and show how min-sum decoding can have practical advantages in such cases.\n", "\n", "*\"From the coding viewpoint, the modulator, waveform channel, and demodulator together constitute a discrete channel with* $q$ *input letters and* $q'$ *output letters. [...] the real goal of the modulation system is to create the “best” discrete memoryless channel (DMC) as seen by the coding system.\"*\n", "James L. Massey, 1974 [4, cf. preface in 5].\n", "\n", "The fact that we usually separate modulation and coding into two individual tasks is strongly connected to the concept of bit-interleaved coded modulation (BICM) [1,2,5]. However, the joint optimization of coding and modulation has a long history, for example by Gottfried Ungerböck's *Trellis coded modulation* (TCM) [3] and we refer the interested reader to [1,2,5,6] for these *principles of coded modulation* [5].\n", "Nonetheless, BICM has become the *de facto* standard in virtually any modern communication system due to its engineering simplicity.\n", "\n", "In this notebook, you will use the following components:\n", "\n", "* Mapper / demapper and the constellation class\n", "* LDPC5GEncoder / LDPC5GDecoder\n", "* AWGN channel\n", "* BinarySource and GaussianPriorSource\n", "* Interleaver / deinterleaver\n", "* Scrambler / descrambler\n", "\n", "## Table of Contents\n", "* [System Block Diagram](#System-Block-Diagram)\n", "* [Configuration and Imports](#Configuration-and-Imports)\n", "* [A Simple BICM System](#A-Simple-BICM-System)\n", "* [All-zero Codeword Simulations](#All-zero-Codeword-Simulations)\n", "* [EXIT-Charts](#EXIT-Charts)\n", "* [Mismatched Demapping and the Advantages of Min-sum Decoding](#Mismatched-Demapping-and-the-Advantages-of-Min-sum-Decoding)\n", "* [References](#References)\n", "\n", "## System Block Diagram\n", "\n", "We introduce the following terminology:\n", "\n", "- `u` denotes the `k` uncoded information bits\n", "- `c` denotes the `n` codewords bits\n", "- `x` denotes the complex-valued symbols after mapping `m` bits to one symbol\n", "- `y` denotes the (noisy) channel observations\n", "- `l_ch` denotes the demappers llr estimate on each bit `c`\n", "- `u_hat` denotes the estimated information bits at the decoder output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![System 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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configuration and Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:17.240213Z", "iopub.status.busy": "2026-08-06T16:00:17.240013Z", "iopub.status.idle": "2026-08-06T16:00:20.353840Z", "shell.execute_reply": "2026-08-06T16:00:20.352945Z" } }, "outputs": [], "source": [ "# Import Sionna\n", "try:\n", " import sionna.phy\n", "except ImportError as e:\n", " import os\n", " import sys\n", " if 'google.colab' in sys.modules:\n", " # Install Sionna in Google Colab\n", " print(\"Installing Sionna and restarting the runtime. Please run the cell again.\")\n", " os.system(\"pip install sionna\")\n", " os.kill(os.getpid(), 5)\n", " else:\n", " raise e\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "# Load the required Sionna components\n", "from sionna.phy import Block\n", "from sionna.phy.mapping import Constellation, Mapper, Demapper, BinarySource\n", "from sionna.phy.fec.ldpc import LDPC5GEncoder, LDPC5GDecoder, LDPCBPDecoder, EXITCallback\n", "from sionna.phy.fec.interleaving import RandomInterleaver, Deinterleaver\n", "from sionna.phy.fec.scrambling import Scrambler, Descrambler\n", "from sionna.phy.fec.utils import GaussianPriorSource, load_parity_check_examples, \\\n", " get_exit_analytic, plot_exit_chart, plot_trajectory\n", "from sionna.phy.utils import ebnodb2no, hard_decisions, PlotBER\n", "from sionna.phy.channel import AWGN\n", "\n", "sionna.phy.config.seed = 42 # Set seed for reproducible random number generation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A Simple BICM System\n", "\n", "The principle idea of higher order modulation is to map *m* bits to one (complex-valued) symbol *x*.\n", "As each received symbol now contains information about *m* transmitted bits, the demapper produces *m* bit-wise LLR estimates (one per transmitted bit) where each LLR contains information about an individual bit.\n", "This scheme allows a simple binary interface between demapper and decoder. \n", "\n", "From a decoder's perspective, the transmission of all *m* bits - mapped onto one symbol - could be modeled as if they have been transmitted over *m* different *surrogate* channels with certain properties as shown in the figure below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![BICM System Model](data:image/png;base64,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)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following, we are now interested in the LLR distribution at the decoder input (= demapper output) for each of these *surrogate* channels (denoted as *bit-channels* in the following).\n", "Please note that in some scenario these surrogate channels can share the same statistical properties, e.g., for QPSK, both bit-channels behave equally due to symmetry.\n", "\n", "Advanced note: the *m* binary LLR values are treated as independent estimates which is not exactly true for higher order modulation. As a result, the sum of the *bitwise* mutual information of all *m* transmitted bits does not exactly coincide with the *symbol-wise* mutual information describing the relation between channel input / output from a symbol perspective.\n", "However, in practice the (small) losses are usually neglected if a QAM with a rectangular grid and Gray labeling is used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Constellations and Bit-Channels\n", "\n", "Let us first look at some higher order constellations. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:20.356776Z", "iopub.status.busy": "2026-08-06T16:00:20.356499Z", "iopub.status.idle": "2026-08-06T16:00:20.632597Z", "shell.execute_reply": "2026-08-06T16:00:20.631802Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show QPSK constellation\n", "constellation = Constellation(\"qam\", num_bits_per_symbol=2)\n", "constellation.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assuming an AWGN channel and QPSK modulation all symbols behave equally due to the symmetry (all constellation points are located on a circle). However, for higher order modulation such as 16-QAM the situation changes and the LLRs after demapping are not equally distributed anymore." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:20.681035Z", "iopub.status.busy": "2026-08-06T16:00:20.680855Z", "iopub.status.idle": "2026-08-06T16:00:20.825914Z", "shell.execute_reply": "2026-08-06T16:00:20.825157Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# generate 16QAM with Gray labeling\n", "constellation = Constellation(\"qam\", num_bits_per_symbol=4)\n", "constellation.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize this by applying *a posteriori propability* (APP) demapping and plotting of the corresponding LLR distributions for each of the *m* transmitted bits per symbol individually. \n", "As each bit could be either *0* or *1*, we flip the signs of the LLRs *after* demapping accordingly. Otherwise, we would observe two symmetric distributions per bit *b_i* for *b_i=0* and *b_i=1*, respectively.\n", "See [10] for a closed-form approximation and further details." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:20.828175Z", "iopub.status.busy": "2026-08-06T16:00:20.828046Z", "iopub.status.idle": "2026-08-06T16:00:21.419509Z", "shell.execute_reply": "2026-08-06T16:00:21.418551Z" } }, "outputs": [ { "data": { "image/png": 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LIyYmBqdPn+bef/3119wQV8Zw7do1hIeHc++HDRuG9u3b65SHubk5bwhhmUym9TxPjDHefEHy79WaNWvyejjpM/SXu7s7/Pz8ABQMI6bu/7xr167h8ePHAAq+i0pi/qKjR49yr/v27Sto3kKVb/v27WFubs69V3f+Ky7r0KEDxGIxvL29AQAPHjxQ+yCY4rqqhqN78eIFDh06xL3v1asX72EzQ3Nzc8PXX3/Nvf/hhx+QmZkpWP4ikQjdunXj3h84cECwvAkhpFxjhBBCSDlx6NAhBoD7e/r0aZnPb9KkSbx14uLi9IqhsD/++IPZ2NjwtlH4b/To0SwrK4vVrl2b++zkyZNK81u9ejWXpm/fviq3Gxsby9q3b692u4p/fn5+vPWbNWum9brKylqxXMePH89evHjBfH19la47atQonfevcP7Pnj1jbdu2VRtjrVq1WEREhNrj1a5dOy791q1b1aaVc3Nz49a5cOGCoOWobXnInTx5klWvXl3jdho0aMDCwsLU5lW4jN+/f8969uypNl87OzuVdbc4ZDIZ+++//1ijRo007pNIJGLjxo1j2dnZSvPSdB4q/g0ePFin4zZnzhyV+7BmzRrm6OioMY/OnTuzN2/eqC2P27dvc+lNTEyYTCZj8+fPZ2ZmZkrzzM3NLXbZP378WGP9rVevHrtx4wZbsWIF99mAAQM05m3oMlm8eDEzNTVVma+trS0LDg7m8rh+/TqrWbOm2lgmTpzIZDKZ2liioqLY0KFD1W5b8Ry8e/euTvsmlUrZ7NmzmVgsVpmvmZkZW7JkiVHyTU5O5q0THx+v1fYZY+ynn35iVlZWasvsyy+/ZHl5eWpjYIyxu3fvsoYNGxqk7mpj1qxZvGuJvrZu3cqLPT09Xet1//nnH966r1+/1jsefSxYsIAXj6bvIVVkMhmrVasWl0/NmjW1Wu/ixYu87d+/f59btmHDBt41IiMjQ6s8Fb8v5N/T27dv5z776quvVK47ceJELt2///7LGGOsb9++RfITUqtWrbj8Y2JiBM1byPL18fHh0gcGBqpM98knn3DpXr16xRhj7IcffuA+O3z4sNL13rx5w4t1y5YtStP99ttvvHQnTpzQVAx6mTZtGretdu3aMcYY+/DhA7O1teU+/+GHH1Su/8UXX3DpOnXqpNU2Fa8xTZo0EWI3CCGk3KMeRoQQQkgZxRjjJhoGCnobaTuuuDZ++uknfP311xqfBNy2bRtGjRql15j5ijIzM+Hn58d7ilcTQ87dlJiYiICAAISFhSldru9+JyQkICAgANeuXVOb7sWLF+jWrRuuXr2q1/ZKq23btqF379549eqVxrSPHz9G165deU8aq5OcnAx/f3+cOHFCbbr09HR8+umnePTokVb5anLp0iUMGTIEkZGRGtMyxvD333+jT58+pWIusvz8fAwePBjffPONVpOyX7x4EV5eXlodP7lZs2Zh+fLlKud3KO659eTJE3Tq1Al3797VmK579+5aDwdVEmUyb948LF68WG3vqoyMDPTq1QuPHj3CtWvX4Ovrq3Fy+t9//53Xq0GZXr16Yffu3Vr17Hr8+DG8vb3x4MEDjWnlvvnmG/z4449q63deXh4WLVqEGTNmGD1fbcnz1dRj7a+//tLYm+/Bgwfw8/PTeA3Ste7qQvG7rmXLloLnrwvF77tq1apxQ78FBwdj8ODBvN50AQEBWLVqlUF7iir26HB0dOR6guhKJBKhe/fu3PuXL1/i9evXGtfbtm0b97px48Zo3Lgx937QoEHcfDQZGRk4ePBgsWIDgP79+3Pz4+3du1fpvDO5ubnc3FK2trbo379/sbenrTdv3uDWrVsACuqmh4eHoPkLWb6KPX4uX76stGc0Y4w736pXr84NKdehQwcujareSdrOX6SYztTUVGU6Q6pYsSKvp/fq1asFHRGhVatW3OsHDx5o9f1MCCFEPWowIoQQQsqoX3/9lXdTSch5Bq5du4bZs2dz7y0tLTF79mzcuHEDCQkJiImJwb59+7ibJfv37y8yHFlxbd26lXcTbMCAAThy5AieP3+OpKQkxMXF4f79+zh//jzWrVuHnj17cjc25MLDw5Geno558+bx8klPT1f6V7t2bZXx7N+/H8+ePYO5uTkmT56MkJAQvH37llv3r7/+0mt/Dxw4gBcvXkAsFuPzzz9HSEgI4uLi8ObNG5w+fRr9+vXj0qanp2Po0KHcePeGJmQ5qnP79m2MHz+eu6EiFovxxRdfICQkBO/fv8fbt29x9uxZDBkyhFtHIpFgxIgRWt0w3bt3Lx48eABra2vMmDEDYWFheP/+PeLj4xEWFsYbLi8nJ4e3v/qQN3hYWFhg6NCh2LZtGx4+fIj4+HgkJCTgwYMH+Ouvv3g3O86cOYPffvutSF5xcXFcOcvnNwCA8+fPFzkOW7duRXp6epFhuN6/f6/0uC1durTI9ubMmYO9e/dy7+vUqYN169bhzp07iI+Px/v373Hp0iVMmDCBu4kWGxuLIUOGaDVkoFQq5RowvL29sXv3brx48QKpqalcXIpD+mgrPz8fw4cPR1xcHPdZ165dceTIEcTGxiI+Ph7h4eGYOnUqzMzMkJiYiM2bN2uVd0mUyapVqwAUDLUUFBSEN2/eIDExEdeuXcPo0aO5tHl5eZg4cSIGDBgAiUSCmjVr4rfffsOjR4+QlJSEFy9e4Ndff0WFChW4dZYsWYL09HSV25fX15YtW+LHH3/E5cuXERMTg+TkZLx69QpBQUEYO3YsTE1NARQ07ms7Z4lUKsW6desAAE2aNMGOHTvw8uVLJCYm4u7du1i6dCns7Oy49OvWrcORI0eMlq+2pFIpd/506dIF+/btw8uXL5GUlISoqCisXbuWN2zdjz/+qHRIQaDgBvzw4cN5Q1D16NEDx44d4+ru1atXMXPmTFhYWOhUd3XZnzt37nDvmzRpImj+unr48CH3umnTpkhNTUX//v3RvXt37N27F48fP+bq+5kzZzB37lzUrFkTa9asMUg8imXTpk0biESiYufVtm1blXkrk5WVhf3793Pvhw0bxlvu6uqKLl26cO/1GZbOxsaGawBKSUlR+nDGsWPHuLo6YMAAWFtbF3t72jp69Ch3nerTp4+geQtdvooNRunp6bh9+3aRNPfu3UNycjIAfiNRmzZtYGFhAaBow5CcYkOSh4cHatasqTSd4oMTTZo0gZWVldq4DeWbb77hvo+Sk5MFPUcbNGjADVXJGMONGzcEy5sQQsotY3VtIoQQQkpaaRhCTt/8JBIJu3r1Kvv88895aStUqCDoUC2KQ2k4ODiw69evK00nk8nYhAkTigyXo8+QdEOHDtVqKJTCcSizaNGiYg2tU3ioP1tbW3blyhWN6xVnSDr8/2GN9u/frzL9unXreOmXLl2qNJ3QQ9LJFbcctS2Pzp07c+nMzc3ZsWPHVKb9559/mEgk0jgMU+EyrlixIm94mcIUh1ExMTFhSUlJWu+nKpcuXWJfffWVxqEiZTIZmzx5Mrf9GjVqqB0+zMHBgUsbHh6uMl1sbGyxhoK6fv06b71Ro0axnJwclenPnDnDLCwsuPS7d+9Wmk5xKC/53/Tp0zUOlaaLwsNfqRtu7+LFi8za2pqXXlV9Ksky2bBhg8p8v/766yLpO3XqxNLS0pSmj4iI4A3Vtn37dpV59+/fX+U1QFFYWBiv3BSHx9O0b59++qnKoQajoqJYlSpVeOeBVCotsXyLMySd/O/7779XVVzs5s2bzNzcnEv7008/KU23adMmXp7qhtALDw9ndnZ2WtVdXbx8+ZKX58OHD/XOU58h6Ro3bsytN2bMGN7/Jpr+Jk2apHfsivLy8nj5f/HFF3rld+7cOV5+//zzj9r027Zt46V/8eJFkTRbtmzhlotEIhYdHa0xDmVD0hWOr3fv3kXW69OnD7f8/Pnz3OeGHJIuMDCQy/v27duC5i10+aanp/OG91y7dm2RNIrD3P3555+8ZR06dOD+H1F2fVcc6nbEiBEq43BxceHS9erVS10RCELZkHRyikPt2drasg8fPhRZvzhD0jHGeMMZ//bbb/ruBiGElHvUw4gQQggppZo1a8abgNvGxgYWFhZo164dtmzZwqVzdnbG0aNHuaFa9HX//n1cvnyZe//zzz+jdevWStOKRCL88ssvaN68uSDbBgqe8pRTnGRYHX2e8tXG6tWrdZ7YWhfTp0/HgAED1C5XHO5l48aNpWLYMiHcv38fFy9e5N7Pnz8fvXv3Vpl+9OjRvAmUDx06hJiYGI3b2bJlC294mcIWL17MPdErlUoFeUK1Q4cO2LRpk8ahIkUiEdatW8dNGB4dHS3YsHjFsXLlSu51mzZtsHXrVq5slPH39+cNtfXHH39otZ02bdpg7dq1gp6/v//+O/fa19cXK1asUJm2U6dO+P7777XKt6TK5LPPPsOUKVNULv/22295762trbFnzx5eLxpF7dq1g7+/P/de3ZCWBw4c0Gq4Ih8fH/zvf//j3p88eVLjOgDg7u6Obdu2cU+CF1avXj1ej5no6GiNw0gaMl9t9e3bt8hxUdSyZUteD+CIiAil6TZt2sS97tq1KxYuXKgyTy8vL/z444/FiFa9wtfSqlWrCr4NXSgOLbVv3z7uf5POnTvjyJEjeP36NRISEnDt2jV88803vHPyt99+w86dOwWLRbHnFwBez7HiKLx+YmKi2vSKPVrat2+vtEdJ//79uTJgjGH79u3Fjs/Pz48bIu3UqVO8of7i4+O5875atWolMsxZRkYGLly4wG1TyP87AeHL19bWltd7WNnQcoqfdezYkbdM3uNIKpXy/icHCoYyVvwfQbE3kyLGGNeDCdC+znp7e/N+fyj7Cw0N1SovRVOnToWrqyuAguOp+L2qL8VrlS7DwBJCCFGOGowIIYSQUiorKwuZmZncn2JDCgCYmZlhzpw5ePz4MXx9fQXb7unTp7nXVatWxciRI9WmNzU1xTfffCPY9hs0aMC9/vPPPwUd57w47O3tMXbsWIPlb2JigpkzZ2pMN2fOHO7127dvdZo7pDQLDg7mXtvY2GDatGka15k3bx435JdMJsO5c+fUpq9Vq5baRiig4EZK06ZNufexsbEa4xCSqakpbz4MYw2pkpuby7uZ/u2330Is1vyT4auvvuLSRUREaJzPBQCmTJmiVd7aSk5O5pXb7NmzNTZGTZgwgTdsmzIlWSYTJ05Uu9zd3Z33cED//v25G3CqKDZ2a9O4qg3FG5Ta1tWJEyeqbNiS69GjB+88VLw+lHS+2po6darGNIrlpezakpSUxBuySpvv1M8//xzOzs5aRqmdwt+3hYd7LWmKQznK51OcPHkyzp8/jz59+sDNzQ3Ozs5o06YNVq9ejfPnz/OG3Jo/f75Wc3Jpo/BDGvpeu+TfYXLqhq189eoV78EKxWFUFTk4OKBnz57ce8U5eXQlEom4ISfz8/Oxa9cubtmuXbu4uedGjhxp8Id2gIJGK/lcSkIPR2eo8lVsBAoNDS0yL5+80aVSpUqoX7++ynULD0t36dIlXl6qGuwYY7x02tbZwr8/lP1pM8xqYTY2Nrwhf3///Xe8efNG53yUUbxWGft3AyGEfAyowYgQQggpo/Ly8nDu3Dnk5OQImq/izb+uXbsWuamhjOLkzfr68ssvuRs+ERERqF69OkaOHIktW7bg/v37gt380Vbbtm3V9iTQV9OmTVGlShWN6dq0acO7sX39+nWDxVSSFPfDx8cH9vb2Gtdxd3fnza2hqSxU9ZArTLEnUFpamlbraCM7OxsHDhzAV199BW9vb1SvXh3Ozs5FnthVnEQ7Pj5esO3r4ubNm7yGDcU5G9RxdnbmGjJyc3OLzJ+kTOEnqvV18+ZN7uaYiYkJunbtqnEdS0tLjXGUZJloU1crVqzIvVZ8gl2b9NrU61u3bmHBggXo2bMn6tatC1dXV9jZ2fHqat++fbn02tZVbb8nunXrxr3W5jpnqHy11aZNG41pNF1bbt26xdVdU1NTlT0GFJmbmwt+Din+PyESibj5qoylcINVo0aNsG7dOpUNFN7e3li8eDH3Pjo6WuUcMLpycnLivVfs/VQcij0/AKj97tu2bRvv2jZo0CCVaRXn3nn+/HmxeoLIjRo1inut2JtGsaFEMY0hKc49JnSDkaHKV/E8TkpK4j3o8/jxY26uPcX5i+S8vb25/78L905SfF+1alXUqVNH6fbFYjGvV5G+dVYIEyZMgIeHB4CC683y5csFydfS0pJ7rc3DGYQQQtSjBiNCCCGklLp79y5vYvro6GhcvHgRn3/+OTf0zo0bN9CpU6ciQ6XoQ3Gy+Hr16mm1jouLS5GbKcVVu3ZtHD58GC4uLgAKnhTcsWMHvvjiCzRt2hR2dnbw8/PDqlWrBHtaXh1DD8mjbRmLRCLUrVuXe684PExZprgfDRs21Ho9xbSKdVYZbYdhUbw5KlTD5N69e1G7dm0MHDgQf/31F8LDwxETE4OkpKQiT+wqbtNYT8i+fv2a975atWpwdHSEo6MjHBwcuD97e3vuz87ODnZ2drwnhTUNrwQIf24p1gN3d3etJ2Ev/GR3YSVVJiYmJlr16FBsxHdwcNApvbp6/erVK3Tv3h2tWrXC8uXLcfLkSTx79gwfPnxARkYGr64q3pDTtq5qe61TPB7aXOcMla82TExMNPZuAjRfWwrXXW0nptd237Wl+HAEY6zEH9AorPD5MG7cOI2NWIo9+4CiN9vHjBmjcbgtxR69cubm5rx49O0Z8fbtW957dddDxcaaLl26qO1V2Lt3b16dVBxqTVf169dHu3btAAC3b9/GgwcP8ODBA643nJeXl+B1UBmpVMr18rS3txd8CDxDla+vry+vLio2Xqobjg4A7Ozs0KxZMwAFDdyK11zFdTU1Liv2Qnz//r3atHLh4eG83x/p6em4du2aVutqYmFhwRtuc/PmzXjx4oXe+cp7nwHQ+vpJCCFENWowIoQQQkopa2tr3g2M6tWro1OnTti8eTNOnDjBNRq9ePECX331lWDbzcjI4F5rcyOsOGk1CQgIwIsXL/Dzzz/Dx8cH5ubm3LKcnBxcvHgRc+fORe3atTF+/Hikp6cLtu3CDP3Ds7hlLGQPGGNSPHa6lIXi09iayqIkhstRZvPmzRgyZAjevXun87rGmqOq8FPvqamp3F9aWhr3p3gjKSMjAxkZGbyYFa8jypiYmKicc6a4DHXtKqkyKQ6h6vbbt2/h6+tbrKHatKmrIpFI6+HNdLnOGSrfkqZYN3QZBk7oIeMK93KRDwNnLIXnZtSmN5ejoyOvx0XhB0tycnI0DrelePNZkeI8ePr2Uit8A17VHHuhoaF4/vw5916xh4sylpaW+PTTT7n3+/btKzKksS4UexBt27bNKL2LQkNDuQejevToIeh3hyHL18HBgTfXkmJDj6YGI+D/eh7l5eUhPDwcQMG16+7du1waTQ1GjRo14l7fu3cPubm5atMDBf/3Fm5EFfJ/4TFjxnDnaF5eHq9XYHEpXqu06alOCCFEPWowIoQQQsogf39/LFu2jHt/4MABwSbxtrGx4V7rcrNI6BtLdnZ2mDZtGsLCwpCamorw8HCsW7cO/fv352785efn488//0S3bt248fTLmuKWsbHnlhCKYn3T5YZ6cRsHSkp8fDymT5/ODXNjb2+PqVOnYv/+/bh79y7evHmDpKQkXiODphtVJUHbXjmaFJ6roSQY6tpVlstEW7NmzeL1pOrevTs2bdqEK1eu4OXLl4iPj+c1iinOdacNxpjWN611uc4ZKt+SpljHdLm5L/T3rnyoKLniNHYLydPTk/de296iisO3CtlbU/HGfnx8PG/eKV2dOXOGe+3u7o6aNWsqTVe4B8vEiRM19pD677//uPTp6em84U51NWTIEO6hnZ07d2Lnzp0ACnqKDBkypNj56uLo0aPca8XhMIVg6PJVbNBRbCSSD2Xn4ODAm19NkeJQdfLeSWFhYbxGek0NRoq9sSQSCa5cuaI2fUkwNTXFkiVLuPc7d+5EZGSkXnkq9tgrfB0jhBCiO2owIoQQQsqomTNn8oYCmTdvniC9EhTnu1B86lKdlJQUrYagKi5LS0t4eXlh+vTpOHDgAOLi4rBy5Upu+dWrV7F161aDbd+QtC3jwmkVj5Oc4tAn2tYFY08OXJz6BgBPnz5VmkdpcfDgQa5Ry8nJCXfu3MH69esxYMAANG3aFFWrVkWFChV4N6FKQ68HxaF47O3tiwxLo+3fJ598UuKxK9aDN2/eqOwlUNizZ8/ULi/LZaKNzMxM3g3PtWvX4tSpU/jqq6/Qvn171KhRAy4uLrx5jIozR4S257em61xJ5VuSFON5/fq1Vr0AAAgylJOiatWq8Xr0vnr1StD8dSUfkktO297EitfSwsM2btu2TeO5+uOPPyrNt0ePHrz3mzZt0iqewkJDQ3k3yBV7rCjKysrCvn37eJ9lZ2dr7CFVuP7oMyydk5MTevfuDaCgAVHeiNi7d29ew5whyRuMTE1NixwDfZRE+So26MTFxSEqKgovX77ker75+Pjw/ndTpNhgJG9sUhzWztXVFQ0aNFC7jwEBAbz3GzduVJu+pAwZMoTrVSeTyXjD1OlKKpXyhohUHL6ZEEJI8VCDESGEEFJGmZqa8oZxuHfvHvbv3693vi1btuReX7hwQaun4s+fP1+iT89bWVlhzpw5GDx4MPeZsifejTUUmS7u3Lmj1RxU9+/f500ur2yye8WeNgkJCRrzfP78uVa9egxZjor7ERoaypt0XZWEhATek93KysLYHj58yL0ePHiwyqfH5WQymWBzBMgV57i1adOGm/MmLS0NL1++1Pi0tbI/xXlzSoritSs3N1eryd7z8/OLzHFSWFkuE208f/6cO++srKwwdepUjetERETovJ1z587pnE6bc9tQ+ZakFi1acK9zc3O16gUglUq1quO6MDMz4/V2ULyOGUP37t15cxbdunVL4zoZGRm8BwqqVavGW25hYaHxXFVsNFPUuXNnXiPW1q1b8eDBA532SSaTYdasWdx7sViMiRMnKk174MABQYbcvXDhgl5zPo4ePVqrzwzh4cOHXGNvx44dte5lpo2SKN8OHTrwvosvXbqk1XB0AFCpUiXuwbCrV68iNzdXp/mLgIIh6RQbjQ4cOICrV69qXM/QxGIxb6SEgwcPanV+KxMVFcVrxGvdurXe8RFCSHlHDUaEEEJIGTZ48GDeRN7Lly/Xu+GmS5cu3OuXL1/iyJEjatMzxvDzzz/rtc3iUhybXVkDSXGH+SlJubm5+P333zWmW7duHffa2dm5yJPXQMGwNnLa3HDU9uloQ5Zj165dudcpKSn4+++/Na7z888/84YgVKyzpYXiUFHaDGm2Y8cOfPjwQdAYCm9Xm2Pn6OjIe6r5+++/FzQmQ6pYsSJvHhDFc0YVbcq9LJeJNhTrqoWFBe8GvTKpqanYvHmzztv5448/NPacuXLlCq/hVJtz21D5lqTCPQXWr1+vcZ09e/YYZMg4Hx8f7nVxb+AKxcnJiXestm7dqvF/nO3btyM/P597rzgklxDmzZvHvc7NzcXw4cOLzHOmzvz583k37IcPH66yl4hiz5UKFSogMTFR6x6NituQyWTYvn27DnvJ16NHD14vuIoVKwra00edkhqOzlDl6+TkhCZNmnDvQ0JCeI0+it8tysgblLKzs3Hx4kXcvHmTW6ZNgxFQUOfk8vPzMXToUN4QpMbSr18/bl4yxhgvTl0oPkBUr149uLi4CBIfIYSUZ9RgRAghhJRhYrEY3377Lff+/v37OHTokF55tmvXjtcYMXHiRLVD/ixdulTQp5xHjx6Ns2fPakyXn5+P48ePc++rVKlSJI3iDY5Hjx4JE6ABLF++XG0vh//++493Y+OLL75QelO3Xbt23OugoCDcuXNHZZ7Hjh3T6oY6YNhybNOmDdq2bcu9nzdvntqnX0+dOsUbLigwMJA3wXlpUbVqVe71oUOH1DbWXLlyBZMnTxY8Bnt7e96T8toeu++++457vWfPHnz77beQSqUa18vPz8fmzZtVDudUEsaPH8+9PnHiBDZs2KAy7f379zFz5kyt8i3LZaKJYl1NSUnhXVcLS09Px8CBA3m9HbX15MkTTJkyReUN//fv32PMmDHc+8qVK6Nfv35Gy7ekffnll9zrw4cPq23Qf/z4MaZPn26QOAIDA7nXisNfGcvcuXO51zdv3uT1SigsMjKS9z9RnTp1NN6Q19XgwYN5c/fcu3cPXbp04fVqUkYikWDmzJlYsWIF91nVqlVVPnATExODCxcucO+HDx8OJycnrXs0tm3blteTbtu2bcXc44KeZzExMVxjSUxMjMaGZaEoPrTUp08fwfItyfItPI+R/P89Kysrjb1hFOvvypUreQ/LaNtg1KFDB16vtpcvX6JNmza8ebQ0MdTwxYoPYJw8eRLh4eE653Hx4kXudUk1ZBJCyMeOGowIIYSQMm7YsGGoXbs2917dzRRtKd7cfPfuHdq1a4f169dzk8rm5eXhypUrGDhwIG9YPCFcvnwZ3bp1Q4MGDbB06VJcunQJKSkp3PKkpCQcPXoUHTt2xPXr17nPld0AVGz4evbsGVasWGHQuZaKSyKRoHv37liwYAGePXsGxhikUinu37+PyZMnY/jw4dzN0EqVKvF++Cvq378/LCwsABTcqO7WrRv++ecf7unnvLw8XL9+HRMmTEC/fv14T2GrY+hyXL16NTdcV0ZGBvz8/LBw4UKuLGQyGSIjIzFz5kz06dOHu2FiYWHBm8uqNFG86frixQt4e3tj//79XE+4vLw83LhxA1OnTkXnzp0FGRanMBMTE16Pm/nz5+Phw4ca57fy9/fnDTe0YsUKtGjRAr///jsePXrElb9UKsW7d+9w/PhxTJ8+HW5ubhg3bpxeQx/p64svvuDN7TZt2jSMGjUKN27cQH5+PhhjiImJwapVq+Dr66vVcJBA2S4TTapXr87r4TBkyBAsXrwYz58/58rs9evX2LRpE5o1a6ZVg74qf/75JwICAnD+/Hlujqn4+Hhs3rwZrVu35t10//7772FmZmbUfEvSV199hRo1anDvv/76a3z++ee4efMmd62OjY3F2rVr0b59+2I12mnDz8+PG/br9evXePz4sUG2o0s8ij1LFi1ahCFDhuDatWtcubx+/Ro//fQTfHx8eDe2V65caZCGjU2bNvGG7rtz5w6aNGmCSZMm4eLFi9z/LBKJBFFRUVi3bh08PT3x008/cetUqFABQUFBcHJyUrqN7du38xpBx40bp3Ocius8e/YMly9f1jkPOUtLS66xxNLSstj56OL9+/dcz8CmTZvyzg99lWT5KjbsxMbGcvPmeXl5qRz+UE6xwUixgatixYq8XvaarFixAj179uTev3//HgEBAfDx8cGGDRtw9+5d3txfubm5ePLkCfbs2YMRI0YYrFdmt27deOWjOLeXthQbvlTNB0YIIURHjBBCCCknDh06xABwf9bW1szGxkbrv9mzZ5dofk+fPtV63/7++2/eukeOHNG7vL755htenvI/MzMzJhKJeJ916dKFVa9enXt/8uRJpXmuXr2aS9O3b1+laWrXrq10u6ampszc3FzpMn9/fyaTyZTmV7du3SLpLSwseMfi+fPnvHUmTZrEpR0/frzWZabN/hXOv0ePHszV1ZUXn4mJCROLxUrL/sSJE2pjmD9/vtIysrCwKPLZgAEDWOXKlbn3Fy5cUJlvccpR2/JgjLE1a9YojVtVWYjFYrZlyxatyljbY9i3b19undWrV2u1jjqBgYEqz6HCn9WsWZN1796de//dd9+pzNfBwYFLFx4erjaGlStXKj2XFI/bwoULi6wnkUhY7969lcYPgFlaWha5Dsj/Jk2apDSW27dv846roVy/fp3Z2dkViUskEjFTU1PeZzY2NmzQoEG8c0KV0lImrVq14tbZunWrxvR//PEHl97Hx0dpmv379yuNWywWMxMTkyLlOGHCBO69q6urVvs2cuRIrc4FAGzo0KEq98dQ+SYnJ/PSxsfHa7V9bRw7doxbp379+irThYaGMisrq2LV3cGDB2sViza++uorLt/ly5drtU5+fr7S/3UKf/coSzNixAi1eaekpLAmTZooLRdVx3rOnDlCFIVKqamprEuXLiqvB6rikteBe/fuqc2/Tp06XPpWrVoVK8aUlBRefRo3blyRNIMHD+aWa/qe1obi96i++f35559cXvPnz9c7NkUlVb6MMfbhwwel9WDRokVabcfNza3Iuuq+q1TJy8tjU6dOVVkvAfX/a8u/55YuXcokEonSbUybNo1L265dO63iCgsLU7qtTp06aVz3+vXrXPoaNWqo/C1ACCFEN9TDiBBCSLmVlZWFzMxMrf/kTy2XVH66GDVqFKpXr869X7p0qd55rl69GvPnzy8yUXteXh7vqcyAgADs379fsKd4d+zYgZ49e/ImCQYKeswUnqdCJBJh9OjROHr0aJH0cn/++SesrKx4n0kkEt6x0NTjwpCqVauGkydPolatWtxnUqm0SEzOzs44dOiQxuE2Fi1ahFGjRhX5vHB9Gzt2LHbt2lXk+Kpi6HKcOXMmtm3bVmRCa2Vl4erqikOHDmHs2LHF3l5J2L17N3x9fYt8rjikDAC0bdsWZ8+eReXKlQWPYdq0adwcAXL5+fkar0Xm5uY4evQoVq5cCXt7+yLLc3JyigwBZm5ujvHjx/OGkDKG1q1bIzg4mDenFwAwxni96ipVqoRDhw6hRYsWWuVblstEkwEDBmDNmjVFrgcymYw39J69vT22bt2K4cOH67yNv//+u8h6hc8FoKCnzb///mv0fI3B19cXJ06cKHItKFx3K1eujMOHD/N6hjk4OAgWh+LQjrt27dJqHcaYVv/rKEuTnZ2tNm8HBwecPXu2yJBkjLEix9ra2hq//PKLwXuf2tvb49SpU9iwYQNv2FY5ZXXQzs4OCxcuxM2bN3nz2hQWFhbG9UIBCnpOFoeDgwMGDhzIvd+7d6/Gsi5NDDV/UUmXr6reQNoOl6gsnbbD0SkyNTXF+vXrERwczJurTJGy/7UBwMbGBl9++SXu37+PBQsWaOwZpQsfH59iDyX333//ca+//PJLlb8FCCGE6IYajAghhJCPgJmZGebMmcO9v3nzJoKCgvTOd9myZbh58ybGjRsHDw8PmJiYQCwWw9XVFX369MGePXtw+vRpVKhQQe9tyXl5eSEoKAjPnz/H8uXL4efnx8vf1tYWrVu3xowZM3D79m38888/RRoyFHXu3Bl3797F5MmT4enpyQ3ZVpq0aNEC9+7dw9q1a+Ht7c01mlhaWqJx48ZYsGABHj9+jF69emnMy9TUFNu2bcPx48fRp08fODs7c5+7ublhxIgRuHDhArZs2aLTD/6SKMdRo0bh5cuXWLVqFTp16oQKFSpAJBJBLBbD2dkZ3bp1w/r16/H8+XNB5zIwFEdHR1y8eBFbt26Fn58f7OzsABScr1WrVsWnn36KHTt2IDw8nNdgKCRLS0uEhoZiw4YNXJlqSyQSYc6cOYiJicGGDRvQt29fVK1alas3ZmZmqF69Ovr374+NGzfi3bt32LhxY5GGGmPw8vLCo0ePsHLlSrRq1QrW1tYACm7YtmzZEkuXLsXDhw/RrVs3nfIty2WiycyZM3Hjxg2MGTMGHh4e3I03R0dHtGnTBkuWLMGjR494Q/PpwtzcHDt27MCpU6cwdOhQVK1aFaamphCLxahcuTKGDRuG0NBQbNq0SeuGbEPmayydO3fG48ePsXz5crRo0YKru/b29mjVqhW+//57PHjwAP7+/nj37h23npDfwy1btoSfnx+AgiGiwsLCBMu7uCpVqoQjR47g9OnTGDlyJKpXr86dd3Z2dmjfvj0WL16Mly9fGmROOGXMzMwwZcoUPH/+HDt37sSwYcNQp04d7lpfWNWqVTFr1izY2NiozVdxzkIrKysMGzas2DEqDpuWlpaGgwcPFjuvkpSVlcUNf1m1alXefEH6Mkb5Fm7gMTMzQ/v27bXahlANRnLdunVDWFgYrl27hmXLlqFLly7w8PDgrjUmJiZwcXFB8+bNMWHCBOzYsQNv377Fn3/+abA5I5cvX65zY09ubi43d5S1tTUmTJhgiNAIIaRcErHCj8ERQgghHympVKrXk5Xm5ua8G+yGzs/GxkanH0/yp3tV5S8EmUwGxpjSm25ZWVlcTxArKyulafLy8rinjU1NTXUaBz8vLw8ikUiQnkwSiYT39G/hss7NzeWesDQzM9O6cUTb/dMm/7y8PMHm2cjPz4dYLIZYXPRZIW2OmyqaylGf4y0n792g643e4hzDnJwc7il+CwsLg8xzkpubCzMzM6XntmJ5qjt/MzMzuZ4s1tbWSo+rOjKZDNnZ2VwexblWSCQSnRsNZTIZsrKyABQ0vGi6aSo0VeeUEPUUKLkyyc7O5s4LS0tLjdfE/Px85OTkACg4j9Q1sBeOTSqVKi0zxbjFYjF3o1HRnTt3uN5bJiYmSudMU/edooqh8gUK5lCTs7W1VZqmOMdM8ftdVXmpo6ruenp6cnN+7Nixo1g9v1Q5f/48unbtCgD47LPPsHfvXo3rKJafLop73sl7XpXGOank30E//PADVqxYwX0+bNgw7Ny5U+26iue4LuesKorHpfD1XvF7R5/rn5zi96g++R0+fJibj2bChAn4448/9IpLUUmWr5zi9wyg23VA2e8NVdcnfan7H0Xb9eX/e+lator/22iz/j///MP1NJ85cybWrFlTrJgJIYQURQ1GhBBCCCGEEEIEpU3DTmnKt6w5d+4c/P39uffPnj1D7dq1Bd1Gt27dcPbsWYjFYjx69Aj16tUTNP/yQCqVomvXrggJCeE+27RpE7766isjRlX6jR07lusJdOLEiWIPWUY+TjKZDJ6ennj8+DHs7Ozw4sULuLi4GDssQgj5aNCQdIQQQgghhBBCSBnx7NkzjBkzhnvv7e0teGMRAG5eK5lMhiVLlgief3lgYmKC3bt3o1KlStxn06ZNw507d4wXVCknk8m4YZVtbW3RpUsXI0dESpv//vsPjx8/BgDMnz+fGosIIURg1GBECCGEEEIIIYQYWWxsLPz8/PDTTz8hPDwcr1+/5oZ3kkgkuHnzJr777ju0atUKr1+/5tb79ttvDRJPs2bNMGnSJADA7t27cfPmTYNs52NXpUoV7Ny5kxs+NCcnB4MGDUJ6erqRIyudRCIRXrx4gfT0dHz48KFUzj1JjEcikeC7774DADRs2BD/+9//jBwRIYR8fGhIOkIIIYQQQgghgqIh6XQXHR2NmjVrFvncwsKCN/+JokmTJuHXX381WEyK86cYam638mLhwoVYtmwZ937QoEHYs2ePESMipOxRnEfOEPO1EkIIAfSfNZoQQgghhBBCCCEGoayxyMLCAt9++y0WLlxo0G2bmJjA1tbWoNsoL5YsWYLZs2cbOwxCyjSxWEzXJEIIMTBqMCKEEEIIIYQQQoysWrVquHjxIoKCgnD16lXExMQgMTER6enpEIlEcHR0hKenJ7p06YKvvvoKbm5uxg6Z6EAkEtGNbkIIIYSUejQk3UdGJpPh7du3sLOzg0gkMnY4hBBCCCGEkHJIcdggkUgEGxubUp1vaZaXlwcTExNuDhxCCCGEEEJ0xRhDeno6qlatqvb/Suph9JF5+/YtPDw8jB0GIYQQQgghhBBCCCGEEEJKkdjYWLi7u6tcTg1GHxk7OzsABQfe3t7eyNGUHnl5eQgODkZAQABN1ErKJKrDpKyjOkzKOqrDpKyjOkzKOqrDpKyjOkzKOqrDpKwr73U4LS0NHh4eXPuBKtRg9JGRD0Nnb29PDUYK8vLyYG1tDXt7+3J5QSBlH9VhUtZRHSZlHdVhUtZRHSZlHdVhUtZRHSZlHdVhUtZRHS6gaRobGgSZEEIIIYQQQgghhBBCCCGknKMGI0IIIYQQQgghhBBCCCGEkHKOGowIIYQQQgghhBBCCCGEEELKOWowIoQQQgghhBBCCCGEEEIIKeeowYgQQgghhBBCCCGEEEIIIaScowYjQgghhBBCCCGEEEIIIYSQco4ajAghhBBCCCGEEEIIIYQQQso5ajAihBBCCCGEEEIIIYQQQggp56jBiBBCCCGEEEIIIYQQQgghpJyjBiNCCCGEEEIIIYQQQgghhJByztTYAZDSiTGG/Px8SKVSY4ciiLy8PJiamiInJ+ej2SdSvlAdJmUd1WFS1lEdJmVdeavDJiYmMDU1hUgkMnYohBBCCCGElBnUYER4GGNITk5GSkoKJBKJscMRDGMMlStXRmxsLP1oJGUS1WFS1lEdJmUd1WFS1pXHOmxhYQFHR0dUqFCh3OwzIYQQQggh+qAGI8ITFxeH5ORk2NnZoWLFih/NU3kymQwZGRmwtbWFWEwjMZKyh+owKeuoDpOyjuowKevKUx2Wj5aQmpqKuLg45ObmonLlysYOixBCCCGEkFKPGowIJzU1FcnJyahSpQocHR2NHY6gZDIZcnNzYWlp+dH/QCYfJ6rDpKyjOkzKOqrDpKwrj3XYzs4OycnJeP/+PaysrODg4GDskAghhBBCCCnVyscvBaKVtLQ0WFtbf3SNRYQQQgghhJDyqUKFCrC2tkZaWpqxQyGEEEIIIaTUowYjAqDgicPMzEzY2toaOxRCCCGEEEIIEYytrS2ysrIgk8mMHQohhBBCCCGlGjUYEQBAfn4+GGOwtLQ0diiEEEIIIYQQIhhLS0vIZDLk5+cbOxRCCCGEEEJKNWowIgDAPW1XXsYzJ4QQQgghhJQP8t841MOIEEIIIYQQ9ah1gPCIRCJjh0AIIYQQQgghgqHfOIQQQgghhGiHGowIIYQQQgghhBBCCCGEEELKOWowIoQQQgghhBBCCCGEEEIIKeeowYgQQgghhBBCCCGEEEIIIaScMzV2AIQQQkh5J5FIcO7cOURGRiItLQ0ymQweHh4YP368sUNTKScnB8uXLwcAdO/eHR06dCh2XkuWLEFeXh58fX0RGBgoVIglQshyIMqV5frx/PlzbN26FVZWVvj2228FnUelLJcLIXKLFi2CVCpFx44dERAQwFsWGRmJXbt2wdHREd98842RIiSEEEIIIaR8oQYjQoxg3bp1SExM5H0mEolgZWUFe3t7ODk5wdPTE40aNYKZmZmRoiSElIQrV67gs88+w9u3b3mft2vXrtQ3GH3//fcAAFtbW70aSlasWAGJRIKZM2eWuRvfQpYDUU7o+pGXl4fz58/j8ePHSE9Ph6urKzp16oR69eoJEC3fpEmTcPr0aUyfPl3QxiKgbJ83hMh9//33kEqlyM/PL9JgVLNmTWzevBnv379HtWrVMGjQICNFSQghhBBCSPlBDUaEGMFvv/2G58+fa0xnbm6OgIAAfP755+jbty/EYhpFkpRtMpkMCxcuBAB07twZ/v7+Ro5Ie4aIPSsrC59++ik+fPgAOzs7DBkyBO7u7hCLxXB3d9c7/49BWa4zpPTZvn07Zs6ciYSEhCLLunbtir/++gs1a9YUZFsnTpzA6dOnYW1tjblz5wqSJyHFkZaWhh9//BGMMfj5+aFLly7GDkkrVlZWmDNnDv73v/9h9uzZ6NevH8zNzY0dVrkiy81F4saNsG7TBjbt2xs7HEIIIYQQUgKowYgQI7K1tcWcOXO49/n5+UhJScHr169x7do1xMbG4vjx4zh+/Dh8fX2xdetW1KlTx4gRE6IfmUzG9cYAUKZu/hsi9qCgIHz48AEAcPDgwTJVHkJavHgx8vPz0V7JzaiyXGdI6bJq1Squ4cbFxQX9+/eHi4sLbt++jdOnT+PcuXNo3749wsPDBWk0mj9/PgBg/PjxcHV11Tu/wtSdN4QoSktL466jDg4OZabBCAAmTJiAlStX4tWrV/jrr78wadIkY4f00cmX5WPXo13wdfdFLYdavGXJu3Yh4fc/YFb1COqcP2ekCAkhhBBCSEmiBiNCjMjGxoa7oaRMeHg4Fi9ejODgYISFhcHX1xcRERGoUaNGyQVJCDGYBw8ecK/L81Bm1PuCGNr169cxb948AICXlxdOnDiBChUqcMtPnjyJvn37Ii4uDsOGDUN4eLhe2wsODsbt27cBAOPGjdMrL1XovCHlgaWlJYYNG4Z169Zh7dq1mDBhAkxMTIwd1kflxMsTWH1jNfY/3Y/DfQ9DLCoY0UAmkSBpy1YAQN7bt8h7+xZmVasaM1RCCCGEEFICaHwrQkqx9u3b49SpU9xEv3FxcejXrx9kMpmRIyOECCEtLQ0AYGFhAQsLCyNHQ8jH69tvvwVjDGZmZti9ezevsQgAevTowX3XRkRE4OjRo3pt75dffgEAtGrVCo0aNdIrL0LKu5EjRwIAXr58iaCgICNH8/G58f4GAOBl6ktcfnOZ+zz10CHk//9e0ACQdfNmicdGCCGEEEJK3kffwyg2NhZBQUGIiYmBpaUlGjVqhJ49e8La2lrvvPPy8nDr1i1cvnwZMTExAIBPPvkEXbt2LVZ+p0+fxsmTJwEA1apVw4wZM/SOkZR9IpEIq1atwrVr13Dp0iXcvXsX+/btw+DBg9Wul5aWhpCQEDx//hxpaWlwcXFBu3bt0LJlS5UTb+fk5GD58uUAgO7du3M9Hu7evYvw8HAkJSWhRo0a6NWrFxwcHIqsf/XqVdy6dQuJiYmoXr06evbsCWdnZ437+OjRI0RGRuLt27dISkqCnZ0d6tSpAx8fH7Xrq4r39u3biIiIQGJiIipXrgx/f3+1vbKEyqcwIY9BVFQUzp49i6SkJFhbW2PWrFlax1HY06dPERoaivfv30MsFsPNzQ2dOnVCtWrVVK4TExODP//8EwAwevRo1K1bV2XaFStWIDMzE23btkWfPn24z9etW8ebNyQkJKRID7sGDRpgxIgRAIQ7LsaIXZMlS5YgLy8PV65cAVAwHGXh/GbPng17e/si6xbn+KmrV2FhYXjz5g2srKz0qldyxTlv5OXh6+uLwMBA7nOhy11bGRkZCAsLw5MnT5CSkgJnZ2d4eHhovCYpioqKQkhICOLi4uDi4oLOnTujYcOGWq0r9DVR11iEyqew4lwThfD+/XucP38eANC3b1+V9XHKlClYtWoVZDIZdu7cybsG6CI+Ph6nTp0CAAwfPlxjeqlUivDwcNy9exdJSUmwtLRElSpVUL16dbRv3x6mpsr/XVd13hSWn5+Pixcv4t69e5BIJNz3s6OjIwBg9erVSE1NRcuWLdG/f3/euoaqC9rQ5zwsievkqVOnEBYWBhMTEyxZsgQAkJubi9OnT+PZs2dISkpCnz590KZNmyLbSkpKwsWLFxEdHY3MzExUqlQJPj4+aNy4sdblk5KSgtDQUDx//hzp6emoWLEiPDw80KFDB953x7Jly3jX0eDgYKSmpvLOudatW6Nfv35Kt6NvrBKJBOfOnUNkZCSkUilq166t82+xFi1aoFGjRoiMjMT27duLfW4S5W5/uM29/jfyX3Rw7wCWl4fEP/8CAJhWrIj8+HhkXb8Bh08+MVaYhBBCCCGkpLCPVG5uLps2bRoTi8UMAO/P2dmZHTx4sNh5R0REsA4dOjArK6siea9YsaJYeX748IG5uLhw+bRq1apY+aSmpjIALDU1Vaf1srOzWWRkJMvOzi7Wdks7qVTKkpOTmVQqNXYojDHGateuzQAwV1dXrdc5ffo0Vz8CAgJUpktLS2NTp05lFhYWReonANa8eXN29epVpesmJyfz6nJSUhLr2bNnkTycnJx459DLly+Zl5dXkXT29vZs7969KmNdsGABq1atmtI4ATBzc3P25ZdfqqzPheONj49n/v7+SvMaNWoUS09PN2g+hjoGffr04a1ftWpVtdtX5eHDh8zPz09leffp04dFR0crXTc0NJRLd/LkSbXbcXZ2ZgDY+PHjeZ/L6726v169eqksi+IeF2PEromquqH4Fxsby1tHn+NniHql6/FJTU1VeR2Wl8fMmTN5nwtd7pqkpKSwKVOmKP1+B8DMzMxYr169mEQiUVkO6enpbMiQIUwkEhVZf+jQoSwrK0vl9oW+JhY3FiH3iTH9romMqa4f2tq+fTu3rT///FNt2mbNmjEAzMHBocgybf+X2Lx5M7e927dvq0178OBB5u7urvKYOzs7s/nz5ytdV5tyOXv2LKtZs2aRfG1sbNj69esZY4y5ubkxAGz06NFF1he6LmijOOehXEleJ2fOnMkAMBMTE8YYY/v37+f9Lw+A/f7777xtxMXFsbFjxzJTU1Ol8fn4+LDIyEi15fP+/Xs2duxYZmZmpjQPS0tLNnToUC69jY2NxuvoF198UWQ7QsR65MgRVrVq1SLrOjo6sl27djHGGDMxMWEA2Jw5c9TmNXHiRAaAWVtbs5ycHLVplfnYf+sUV1J2Emv8T2PW+J/GrOm2pqzxP43Zk6QnLPngIRZZvwGL8vZhKcePs8j6DdiznsJ93xZXbm4uO3z4MMvNzTV2KIQUC9VhUtZRHSZlXXmvw9q2G3y0PYy+/PJLbNu2DQDg5+eHrl27IiMjA//99x+io6Px2Wef4ciRI+jVq5fOecufWjQzM0Pbtm3h4+OD9evX6zVM2OTJk5GQkABbW1tkZGQUOx/y8eratStXPy5fvoy8vDyYmZnx0rx//x5du3ZFZGQkAKB27dro3r07nJ2dER0djcOHD+POnTvw8/PDiRMn0KlTJ5Xby83Nhb+/Px4/fowhQ4agbt26eP/+Pfbu3YukpCQMGTIEoaGhqFKlCry9vZGVlYWRI0eiRo0aePPmDfbs2YO0tDQMHToUNWvWROvWrYts4+jRo3j9+jW8vLxQq1YtVKlSBebm5nj37h33NOtff/2F+/fv4+LFi2qH7JJIJPDz88OTJ0/w6aefwtPTE6mpqThx4gSeP3+O7du34+nTp7hw4YJB8xHyGMhjiYyMRJ8+fVCnTh0kJiYWa26NiIgIdO/enRsCzc/PD+3atYNMJkNoaCjCw8Nx9OhRXL16FRcuXBD8SXEAmDFjBhISErBo0SIAQKdOneDv789Lo6r3j1DH1xixKyOfrP7EiRMIDw+Hqakpl7ecYi8+IY+fYr3q27cvPD098fbtW663U3Foe3wOHTqkU75Cl7s6MTEx6Nq1K549ewYAcHd3R7du3eDm5oaUlBTExsYiLCwMQUFByM3Nhbm5eZE88vPzERgYiGvXrnFlm5WVhWPHjuHZs2fYvXs3RCIRdu7cqTQGIa+J+sYiVD5CXhOLS3GusKZNm6pN26xZM9y9exepqal4/fo13N3ddd7emTNnAADW1tZqe2EEBQVhwIABYIzB1tYWgYGBqFGjBszNzfH27VtER0fj8uXLOHnyJJYtW6ZzHKdOnULfvn2Rm5sLU1NT9OzZE40bN0Z2djbOnDmDadOm6ZSfUHVKHX3OQ2NeJ+U9v2vWrIlBgwbBzs4OFy9eBGOMS/P06VP4+/tzoxJ4enqia9eucHBwwNOnT3H48GFcvnwZPj4+uHDhApo1a1ZkOw8fPkRAQADevn0LoOB86tq1K1xdXZGYmIiYmBhcunSJN6TiwoULkZCQgNWrVwMo6D3l4+PD62HUokUL3naEiPW///7D8OHDIZPJYGFhgd69e6Nhw4ZISUlBUFAQhg0bptNcRF5eXvj999+RlZWFy5cvo0uXLlqvS1S78+EOAKCmQ03UcayDM6/OYOfD7Ri5qWCYOungXpiYtgnzAeQ+f478pCSYOjkZL2BCCCGEEGJ4JdJ8VcKCg4O5J9gWLVrEW5aens7at2/PADA3N7diPQn59OlTFhISwltX/nRccXoYHTp0iAFg3t7ebNCgQQygHkZC+xh6GDHGWIcOHbi6HRUVxVsmk8mYr68vt3zlypVF9vfNmzesSZMm3FOyKSkpvOWKT9dWrFiRNWjQoMiTuC9evGBOTk4MAAsMDGSBgYGsbdu2LC4ujpfu/v373NPBvXv3Vro/QUFB7MOHD0qXSaVStnXrVq6X4C+//FIkjWK8Li4urHLlyuzevXu8NHl5eWzSpElcurlz5xosH6GPgYuLC/Pw8GAPHz7k1eGYmBilZaZKeno69wS7tbU1O3HiRJE0O3bs4J4i9vT0ZHl5ebzlQvTSYaygHOX5fPfdd2rzEeq4GCN2bU2bNo0BYBYWFirTCHH8VNUrRbrWq+Icn+nTp+vUw0ieh9DlXlh+fj5r0aIFA8BEIhH7/vvvlT5xlJuby44fP85bplgOlSpVYjVr1mSPHj3irSeRSFhAQACXrnA5yQl5TdQnFqHyEeKayJj+PYw+++wzLoY3b96oTTt//nwubUhICG+Ztv9L1KpViwFgvr6+atPJe+bWrVu3yHeoXFJSEjt16pTSZerKJTk5mVWqVIn7Pr958yZvuUwmYytWrGBWVlZcDxRNPYz0rd+a6HMeGuM6Ke9hJBKJmJOTE5sxY0aRPOXps7OzWaNGjRgAZmpqyv76668i8T158oTVqFGDAWANGzYssu/p6elcbzEzMzP2xx9/KK2L2dnZ7OjRo7zPYmNjuX1btWqV2josRKyxsbHMzs6OAWDu7u5FeiLl5uayCRMmMCcnJ663mqYeRk+ePOH2oTi/tz723zrFtfbGWtb4n8Zs9f7p7M6pHWz4gkZs6ZdNWGT9Buxh61bMb6sXa/xPY3bKpwGLrN+Ahe5cY9R4y/tTwaTsozpMyjqqw6SsK+91WNt2g4+ywah79+4MAGvUqBGTyWRFlj948ID7wbFlyxZBtlncBqPk5GRWpUoVZm5uzh48eMAGDx5cqhuMZDIZy5Tklbm/9GwJexuXwNKzJVqlV1ZvhFTcBqMBAwZwdffKlSu8Zfv37+eWTZ48WWUeUVFR3A2TtWvX8pYp3iwRi8Xs/v37SvNQvKFmZWXFXr9+rTTdhAkTuBsOxf2BPnDgQAaAdejQocgyxXgBsODgYKV5yGQy1rZtWwYUDMOjrpFGn3yEPgaKNyz1afRct24dl9+vv/6qMp3icZUPFSNn7AYjfY5LWW8wEuL4qapX+iju8UlKSiqSxtgNRtu2beO2oazRUR3FchCJREVuzMs9fvyYS7dkyZJix6rtNVGfWITKR4hrImP6NxjJ/y8EoHFI0VWrVnFpjx8/zlumzXU4JyeHuwE+fPhwtduSN9R8++232u+MAnXlsmbNGm4/Dh06pDKP/v37c+k0NRgZun7rcx4a4zopbzACwDp27Kg27a+//sqlXb58ucp0V65c4dLt3LmTt0yxbv78889qt1eYLg1GQsQ6e/ZsjeUolUpZ69atuXSaGowkEgmXdtSoUWrTKkMNRsqNPDGSjfquEYus36DI3/dfNWON/2nMhgUNY1vHeLHI+g3Y6hEN2eyQ2SwrT//hJ4ujvN/kIWUf1WFS1lEdJmVdea/D5XZIuvT0dG5i45EjRyqdRNnT0xOtW7fGjRs3cPjwYYwdO7akw+TMmDED7969w4IFC+Dp6Wm0OLSVnSdFo4WnjR2GwUUu7Q5r89J3etja2nKv5UOuyMmHYDQxMcGCBQtU5lGvXj0EBgbi+PHj2LdvH2bMmKE0XadOnVQOpdOxY0fudb9+/eDm5qYy3caNG5Gfn4+oqCilQ5YAQGpqKiIiIhAVFYXU1FRIJBJumXzYlYcPH6rcJwBo1KgRunXrpnSZSCTCtGnTMHz4cGRmZuLMmTMYOHCg4PkIfQyaNm3KK+vikg8D5uDggHHjxqlMN336dKxcuRL5+fk4ePAghg4dqve2hSLU8S2LhD5+QtUrRboen0GDBgm6fX3t2rULQMEQYvPmzSt2Ph07dkTLli2VLqtfvz6qVauGmJgY3L9/X20+QlwThYpFn3yEviYWV3Z2Nvda2VCCiiwtLZWup603b95ww5A5aRi2ycbGBpmZmYiIiIBMJoNYLNZ5e6ocPnwYAFCtWjX07dtXZbqpU6fi4MGDWuUpVJ1SRZ/z0NjXycmTJ6tdLj8X7O3t1dbv9u3bc79R9u3bh2HDhnHL5OVTuXJlTJw4UevYdCVErPLj0bJlS5XlKBaLMX36dIwYMUKruMzNzbmhmV+/fq3t7hA1cqW5ePThAX64UDCsummVKsi0FuNlzhskOIhwuFU+2lX2woYuG5CdfwYfwueiYSyw7eUJWJtZY1H7RUbeA0IIIYQQYgil7464nh48eIC8vDwAgLe3t8p0Pj4+uHHjBm7dulVSoRVx5swZbN26FfXr18d3331ntDhI2ZGens69VpzfBAA3rn6LFi1QqVIltfl4eXnh+PHjuHXrFqRSqdIx5JXNOSRXuXJlrdK5urpyr5OSkoosT0xMxJw5c7Bjxw7eDVFlkpOT1S7v0KGD1stv3bqlskFBn3yEPgbqrmG6kF/n2rVrp3bOE2dnZzRu3Bh37tzBzZs3Bdm2UIQ6vmWR0MdPqHqlSJfjc/v27VLXYBQREQGg4Ly0t7cvdj5t27ZVu9zNzQ0xMTFKr4eAsNdEfWMRIh+hr4nFZW1tzb1WNf+UXE5OjtL1tKX4Pa2pwah3797YsmULzp8/jxYtWmD06NHw9/dH48aN9W48un37NoCC813Zw1NyXl5eMDExgVQq1ZinUHVKFX3OQ2NfJ9Wll0gkXHwdO3aElZWV2ry8vLxw48YNXL9+nfssKysL9+7dAwB06dKlyByWQhEi1oyMDDx9+hSA5u8GXR9ecHZ2RkZGBu88I8UXmRgJ7zsSuCcCJo6OqHXsKGTWFvjmQA/EZcXB180X6zqvg6WpJczatsMHADU/ANYSYP+T/ejg1gFdqtFcUoQQQgghH5uPrsFI/gMFAGrVqqUynXzZ69evkZ2drfEHkdAyMjLw5ZdfQiQSYdOmTQaZpN0QrMxMELm0u7HD0JlMJkN6Wjrs7O20ugljZSbcjSohxcXFca+dnZ2513l5eUhMTAQAZGZmYvHixQDAm2xZ/poxxt0kyc3NRWpqqtKbWhUqVFAZh+KNCnXpFG/KFb75mZGRgY4dO3ITobu7u8Pb2xseHh6wtbWFqWnB5ens2bMICQnh7YsyVatWVbu8SpUq3Ov4+HjB8zHEMVBsmCsuiUSCjIwMAFDZE0yRu7s77ty5o7aMjEGo41vWGOL4CVGvCivLx0d+DgIFvTH0oe56CPzfNVFZY5DQ10R9YhEiH0NcE4tLsfEhLS2N11u3MMXeu3Z2dnptV9MxWr16NR4+fIirV6/i3r17mDlzJrfd9u3bo2fPnhgxYgTv+14bEokEmZmZAPjnnjIWFhaoUKECEhISNOYrVJ1SRp/zsDRcJ9Wlj4+P5xrk4uLiNJ4Ld+/eBQB8+PCBW56QkMCl0fc6pY5Qscrp8t2gDZmsoCeMukbQ8ixPmocLsRfQ0b0jLE0tNaa/G3sNg0ILytTl6wkwsbWFCYD1futx+8NtDKo/COYmBee1WeXKMHN3R97r15hk4o/VOIvFVxajacWmcLFyMeRuEUIIIYSQEvbRNRjJf2wCgKOjo8p0isvS0tJKvMFo3rx5ePXqFcaNG4dOnToVOx+JRML7YS6/0ZGXl8f1tNJGXl4eGGOQyWTcjzFVLE2FGzKlpDAmQr65CazMTLT6kckK5vcqgcigsbzl8vPzuSeG7ezsUL16dW7d/Px8Lt2jR4+wZMkSrbefmprKnQ+FY1EVm+Ln8nqjKV3hurV27Vruxuj69esxceJEpY15SUlJCAkJ0RifprqraV198zHEMTA3N+feK96g0bbOFM5Pm/Nb8WaMvmWkLFZt605xt6lq3ZKOXVuK1xll+Rni+CnWK30U9/gUjk1RSZW7qvy1KWN16yt7r+16Ql8T9YlFiHyEuiYqKu7xr1GjBvc6Ojpa7c39V69e8dYrXP80xaHYGJWYmKg2XkdHR4SFheHgwYPYs2cPQkNDER8fj/T0dAQHByM4OBjz58/Hr7/+ipEjR6rMp3A8utZpdfslVJ3SJb2u56GxrpPycjMxMVF7XVP8f/z69eu83jjq5OXlITs7GxYWFoJfp1TVYSFiLfy9pu13gzbnt7z3mp2dXbHKgDGGvLw8QXswliZ79i6E2y+HcaB7M3z23Xbeb56M08FIXL8e1h07wHnqVIitrSHdewxOGUBORXvYDhzIHf96DvVQz6EeIAPyZP9XJyxbtkTe69fomlQFR+vXR1RyFL4L/Q6/dP4FIpEIaUeOICP4DFxmz4J59eoG2Ud5jLr8ziWkNKE6TMo6qsOkrCvvdVjb/f7oGowUhxJRN+SIvmPU6yMsLAy//fYbXF1d8eOPP+qV14oVK5TehAkODtZpKBVTU1NUrlwZGRkZyM3N1Sum0qy0DGGheFO68FxEqpw+fRpZWVkACoYAkb+Ws7e3R1paGlq0aIGePXtqHYtYLOZiUCyfnJwclbHJn+TVlE7+hDNQMJyKYjr5/Art2rXDqFGjeHkqevHiBfe68HYU442OjlZblrGxsdxrOzs7Xlqh8imJY1CcOmxnZ4f09HTExMRorG8xMTEACnqwKaZVvPmbkpKiMp/8/HxuWW5ubpF0ivlIJBK18Qh1XIwRu7YUr7eq8hPi+Gl7butCqOOjqKTKvTAHBwekpqbi5cuXOuevS9nK90WxrskJfU3UJxah8hHimqhIWf3QRu3atbnXV69eRaNGjVSmlQ/H5ejoqLKuqrsO29nZQSQSgTGGuLg4reINCAhAQEAAAODZs2e4du0agoODERQUhIyMDHz++eeoUaOGynkAlZWLfK4XTdeNnJwcpKSkACj48WCouqANfc5DY1wntbl+AwW9uOR1wtfXV6cHxbKysiCRSGBhYQGxWAyZTIbnz5/rdZ1S9l7IWBV7oevy3aDp+p6bm8v9X+nq6qpzGeTm5iI7OxuXLl3ifa98TGQHT6FyClB5z11cjf4CSX0/BcRiVAi5hIonTwIAUnfuQsKJE/jQoyeanXoGAHjWqQ1izp7VmL+9uRkqA3h/7gK61+6P53iOK++uYNHBheh9MQVOFwseZoj8EIe3Bp4j+MyZMwbNnxBDozpMyjqqw6SsK691uPC9ZFU+ugYjxZ5CEolEZaORYiNRccaoL66cnBx88cUXYIxhw4YNGof30GTevHm8CWnT0tLg4eGBgIAAncZ/z8nJQWxsLGxtbXmNaR8LxhjS09O5GznGJn9qXCQSaXWcpFIp1q9fz70fP358kfW8vb1x6tQpWFpaYunSpcWKS/FpTUtLS5WxKT5BrS6djY0N99ra2pqXTj68XoMGDVSuL5FIcPnyZe594XSK8V69elVtWcp7ZwEFZaWYVqh8DHkM9KnDrVu3xoULF3Dz5k2YmZmp7FGZkJCAx48fAyiYq0Jx3zw8PLjXycnJKssoIiKCG87G3Ny8SDrFeTIsLCzUlrVQx8UYsWtL8TtKVX5CHD9tz21dCHV8FJVUuRfm7e2NkydP4saNG5DJZGp7KBemS9nKh5UzNTUtkk7oa6I+sQiVjxDXREXK6oc2+vTpg4kTJ0IqleLSpUuYNm2a0nRv3rzBo0ePAACBgYFFtqXtdbh27dp49uwZ3r59q3O8LVu2RMuWLTFhwgQcO3YM/fr1g0wmw+nTp1XOB6OsXFq2bIlLly7hxo0bauO9efMmd46ZmZkZrC5oQ5/z0BjXSW2u3/JlzZs3x+3bt+Hi4lKsc0Gex61btxAWFgYrKyud5jEq3ECkqk4IFWv9+vURFRWl8btBcS5ZTdf3qKgo7nWTJk10rmM5OTmwsrJCx44dP8rfOi9TXyJ+2f89OOly9QaqmVnC1NUVaf+/sciud29k374FvHkLt127AACvKonQY94PsDDXPNpGrqcnYvYfgPWbNxgVMBSW0ZZYF7EKDY+cgFPk/39aVSSC7eModPHwgGWTJoLvZ15eHs6cOYNu3boZbC4vQgyJ6jAp66gOk7KuvNdhbR+6+ugajBQbYBITE1WOPy8f0kAkEsHBwaFEYgOARYsW4cmTJ+jVq5cgk35bWFgonf/IzMxMp4ovlUohEokgFov1nmi5NFIcfqS07Z+meGQyGWbOnInw8HAAQJs2bdC/f/8iP/THjBmDU6dOITw8HKGhocUa6lAxFnVlpfi5ujqjLp29vT3evXuHJ0+eqFz/t99+442FXzid4vvHjx8jODgYgYGBRfKRyWT49ddfARTcJAkICCgSmxD5GPIY6FOHBwwYgAsXLiAtLQ1//fUXpk+frjTdzz//zD11O3DgQN52ateuzT2xfvbsWUyaNElpHuvWrVMav+L+WVhYcHNsqNsXoY6LMWLXluJ5rCo/IY6ftue2Lop7fPz9/VVuv6TKvbDRo0fj5MmTyM7OxsqVK3Xq/Vvcsi2cTuhroj6xCJWPENdERcWtu5UrV0a3bt1w6tQpHD9+HC9fvuT1OpLbsGEDN5zWiBEjimxL2+tw27Zt8ezZM9y+fRsymYxrSNFVQEAA19sjPT1dp/OmX79+uHTpEmJjY3H48GEMGDBA6bryc1NVPkLVBW3ocx4a4zqpzfVbbvTo0bh9+zaCgoIQGRmJxo0ba9qlIkaNGoVbt24hLi4Ov/32G++BMU0Ufw9lZmaq3T8hYu3fvz9WrFiBO3fu4NKlS+jcuXORNDKZDBs2bODeayrza9euca+9vLx0rmNisRgikUjn30hlxbVbR9AqA8gzAX7vJcbXJxkQFlawUCSC67x5cBo1ErLMTHxY9zOSdu6EiDFc7VcXgTbaNb6Z1q4Nk4oukMYnIKZnL3jb2qJ2oggVUvMgMzWB2/LlyIq4itTDh5Gy6U94bNposP39WI8jKT+oDpOyjuowKevKax3Wdp9L151zAdSvX597/ezZM5Xpnj59CqBgfHplDS6Gsuv/P81lZWWF6dOnF/mTP4UdGxvLfRYREVFi8ZHS5eLFi+jatSt++eUXAAUTNR88eFDpU6GDBg3ibsZ9+umnOHTokMp8pVIpdwPPWOSxhoeHY9u2bUWW//PPP5g3b57WE09XqlQJY8aM4fVkAAqGIJk4cSI3Dv/06dPVPpWqTz6l9RiMGTOGm8Nj3rx53NBXirZt28bdnGvevDn69+/PWy4Wi9G3b18AwJEjR3Ds2DHecqlUisWLF+Ps2bMa54SrU6cOAHCNoNrQ57gYO3Z9CXH8DE3b4zNhwoRi9TwwdLl/9tlnaN++PQBgzZo1WLp0qdLhWXNycnDw4EGDDN0q9DWxNChN18Tvv/8eYrEY+fn5GDx4MK/hDSi4NsgbjX19fdGrV69ib6tbt24ACnqz37t3T2majIwM7Nq1C/Hx8SrzWb9+PdeA1apVK51i+Pzzz7m6Mn78eN7NdqDgZv2yZcsQHBzM6zVsTPqch6X9OjlhwgQ0adIEeXl5CAwMxLlz51SmzcvLQ0hICG7cuMH7/KuvvkKDBg0AAHPmzMEvv/zC64Epl5mZif379/M+c3R0hIuLCwAUqQuGiHXy5MncA3nDhw/HgwcPeMslEgnGjx+P2NhYrRt+5L+HbGxsuHpC/s/7SwVDymU38MDd5vZYNEwMWQV7iKyt4f7br3AaVTAPmtjGBnZzpuP4/I5YNkQM+06dtd6GSCSCfUB3AED+hw/IffECFVLzkWEJbP3CHQ59+8Ll6wmAiQkyQkKQff++4PtJCCGEEEIM76PrYeTp6QkrKytkZ2cjNDQU/v7+StNdunQJQEFvjZIk/+Ff+IdcYR8+fOCGIGvcuDG8vLwMHhspeRkZGZg/fz73Xj7u/+vXr3Ht2jVuiCKg4AbU5s2b4e7urjQvkUiEgwcPIjAwENevX0f//v1Ro0YN+Pj4oGrVqsjPz0dcXBzi4uJw8+ZNpKSkYObMmSqHuDG02bNn47///kNaWhrGjBmDv/76Cy1btgRjDJcuXcK9e/fg7++PNm3aYMWKFRrzmzRpEg4dOoS2bduie/fuaNiwIdLS0nDq1CluvoKOHTvyylvofErrMbCxscG+ffsQEBCA5ORkfPrpp/D29kbbtm3BGENYWBhu3rwJAKhatSr27t2rdELoRYsW4dChQ8jKykLfvn3Ro0cPeHp6IjU1FWfPnkV0dDQOHDiAcePGqZ0b7tNPP8XDhw9x7do1eHt7w9vbmxsepkGDBhgxYkSRdfQ9vsaMXV9CHT9D0vb4fPPNN8XK39DlLhaLceDAAXTr1g0PHz7EokWL8Mcff6Br166oWrUqUlJSEBMTg/DwcKSlpSE9PV3tPInFIfQ1sTQoTdfEli1b4qeffsL06dNx8+ZN1K1bF3379oWzszPu3LmD8+fPAwDc3Nywc+dOvbbVu3dvmJmZIS8vD+fPn0fLli2LpMnIyMDw4cMhEonQpEkT1KpVC5UrV4a9vT0SEhIQGhrKPdzk5eWFYcOG6RSDg4MDtm/fjk8++QSJiYnw9vaGv78/GjdujOzsbJw7dw5RUVH4448/sHz5cmRkZBh9yF59zsPSfp20sLBAUFAQAgIC8PjxY/j7+6NevXpo3749XF1dIZFIEBcXh/fv3+PGjRvIyMjA6tWr0bp1ay4PKysrHD16FN26dcOrV68wdepUrFmzBn5+fnB1dUViYiJevXqFK1euQCQSYeDAgbwY+vXrh7///hunTp1Ct27d0KpVK678WrdujX79+gkWa9WqVbF582YMHjwYb9++RcuWLREYGIgGDRogNTUVJ0+exOvXr3HgwAF89tlnWpXhhQsXAAA9evQo0Yf9yoK4zDg4RBbMB+Xq0xV96zDszNuJvxe2whqflTCxt0fEuwisub4GMekxyM7////n1BTjq0otdNqW6/zvUGH4cMgyMyDLykZGeiImPV+AeMs3GPbhNlpWbwmHTz5B6uHDSPj1N1T+4xdEp0bjSfITJCW9Qb+mQ2FnrnwEEEIIIYQQUkqwj1D//v0ZAFa9enUmkUiKLA8LC2MAGAC2Z88eQbZpYmLCALAVK1aoTff333+zdevWqfxr0aIFA8A8PDy4zx48eKB1HKmpqQwAS01N1Sn+7OxsFhkZybKzs3Var6yQSqUsOTmZSaVSY4fCGGOsdu3aXB1U92djY8M+++wzdvLkSa3zlkgkbPny5axSpUoq8zU1NWU+Pj7syJEjvHWTk5O5NOrq8qNHj7h0W7duVZkuNDSUS6dsH8LDw5WWhampKfvyyy9ZdnY2++6777jPCyscb2JiIgsMDCySn1gsZl9++SXLzMxUGqdQ+cgZ4hgIUYejoqJYjx49lMYjEonYZ599xl6/fq02j0uXLrHq1asXWd/V1ZUdP36cMcaYs7MzA8DGjx+vNI/MzEzWs2dPpXH06tVLZVnoe1xKMnZtTZs2jQFgFhYWGtPqc/y0Pbd1oevxSU9PV1mHLSwsGAA2c+ZMpdsSutxVSU9PZzNnzmTW1tZKt2VlZcUGDBjAcnNzVZaDOp06dWIAmI+Pj9LlQl8TixuLkPvEmH7XRMY01w9d7Nmzh1WpUkVlXYqJiVG5ri7X4b59+zIArFmzZkqXZ2RksGHDhjFXV1eVZWJlZcWmTJnCMjIylOahTblcvHiR1a1bt0je9vb2bNOmTYwxxipWrMgAsMmTJxdZX+i6oI3inIdyJXmdnDlzJgPATExMtN63jIwMNnfuXObo6KjyuFtYWDA/Pz928eJFpXnEx8ezr776ipmbmytd387Ojo0dO7bIegkJCczX11fpOl988YVBYj158qTS710nJye2d+9extj//YaaM2eOynK7fv06t+6xY8e0KeoiPubfOv9F7mZhrRqwyPoNWEbEVfYi5QVr/E9j1uSfJux1+mu2+9Fu1mxbM9b4n8bcX7ud7djnpz5nWXlZem9/4eWFrPE/jdmskFmMMcYk0dEsspEni6zfgI1c3ITNnNyIBXUsiO/A5N5Mlp9f7G3l5uayw4cPKz3/CSkLqA6Tso7qMCnrynsd1rbd4KPrYQQUPKV78OBBvHr1CpMmTcLGjRu5pwjfvXuHcePGAQDq1aundDiKkJAQbtiU+fPnc0M4COGLL75QuzwiIgK3b99GpUqVVI6/Tsq+GTNmcPNoyYlEIm6SZScnJ3h6eqJevXo6j9Fubm6O7777DnPnzsWtW7dw7949JCUlwdzcHJUqVULlypXRunVrpfN7WVlZYdmyZQAKegOoUrFiRS6dsien5apXr86lq1evXpHlXl5eiIqKQkhICO7fv4/8/Hy4ublxT8sCBT2rtJ2c2MnJCSdPnsSDBw9w9epVJCUloXLlytzTydrSN5+SOAbFUa9ePZw4cQKxsbEIDQ3F+/fvIRKJ4Obmhk6dOnFlrk6HDh3w5MkThISEIDIyEowx1KlTBwEBAdyTyt9++y2ysrJUDqFkbW2NoKAgPH78mOtJl5ubC8YY6tatq3Lb+h4XY8auSq9eveDi4qLVHCf6HD9D1KvCeWo6PjKZTOUEi4sXL0Z+fr7KYYaELndVbG1tuaGwLl++jGfPniE9PR0VK1aEu7s72rdvX2T4Ll3K9osvvoC/vz+qVaumdLm+10ShYhFynwD9romA5vqhi0GDBmHAgAEIDQ3F48ePkZGRAVdXV3To0IEb0kwIU6dOxZEjR3D37l3cv38fTQpN/m5jY8P1ZHr48CGePn2Kd+/eIS0tDXZ2dqhbty68vb1hY2OjchvalEunTp3w+PFjXL58GXfv3kVubi5q1KiBgIAA2NraIjc3F8nJyQCg9P9doeuCNopzHsqV5HWyR48ecHR01On/NBsbG6xYsQJLlizB9evX8ejRIyQlJcHKygqurq6oUqUKWrVqBWtra5V5uLi4YNOmTVizZg1CQ0Px8uVLZGVlwdXVFR4eHmjfvr3Sa4SzszNCQkJw+fJlREVFISkpiRvWr0WLor1MhIg1MDAQz549w6VLl/Dw4UNIpVLUqlULAQEBXIxLly6FTCaDj4+Pynx27NgBAKhVqxZ69uypMl15dfPmcTTNAGRmJrBq3gw1LSzgVcULEe8i8GXwl4hNL+h99EmtT/BV069QyboSrM1UHzddDa4/GAefHsSZV2eQkJ0AWzdX3G9ZAU2uJ2De7jxe2oZnnuHp5PGos+5XiLX8/54QQgghhJQsEWP/f4y0j8ycOXO4ccrr1q2LTp06ITMzE0FBQUhLS4OVlRXOnj0Lb2/vIuv+/PPP+N///gegYK4j+dwJcjKZrMhEs/KJkn18fHhDMvTq1Ysby14bQ4YMwZ49e9CqVasi44FrIy0tDQ4ODkhNTdVpnoicnBy8fPkSNWvW1PrmfFkiv1Fpb29vkAnTiXGkpKSgQoUKAIAVK1Zg7ty5Rs3HkMpjHS4Lx4VorzzWYfJx0bUOt23bFtevX8eUKVOwYcOGEohQd2FhYdwQgAcPHsSnn35q5IiIIZXF63B2djaqV6+O+Ph4/P777/j666+Llc/H+lsnVZKKpXN8Me5UPsQtm6L+rj0AgHOvzmH6xekAABFEmN5qOsZ6jjXY0JPDTwzHvfh7+LrZ13iU+AiP7l3AT39LYSYFLBrUh+OAgdgZfQCd/nsMMylg1awZ3P/4HaZOTjptJy8vDydOnEDPnj3L5UTVpOyjOkzKOqrDpKwr73VY23aDj7KHEQCsXLkSlSpVwuLFi/H06VNuHHigYL6DzZs3K20s0oZMJuPmFyrs8uXLuHz5MvfexcVFpwYjQgghhBBS9n3//fcICAjAX3/9hblz5+rU07Wk/PTTTwAAS0tLdO7c2bjBEKLE77//jvj4eNSsWZMbJYL8n9A3oWj4SgoAcPL+v55xnTw6oZZDLcRlxWGF7wr4VfMzaBxD6g/Bvfh7+OPuHwAAi4qWyN+yEPUc6sGifn2IRCJ0jm+GpaKhmL1fCty9i1fDR6Dm/n0Qq+lJSQghhBBCSt5H22AkEokwc+ZMTJw4ERcuXEBsbCwsLCzQqFEjtG3bVu26nTp1wrp16wAUDL1VmImJCbdcE10bpUaPHg0vLy+thoYihBBCCCGlU7du3dC7d28cP34cP/zwA3799dcS3f7bt2/x6tUrpUPWSSQSLFiwgBuCefTo0VyPTkJKi8zMTG7EiDVr1pTLp0A1Of/qHAbGFAwYYt22Dfe5qdgUe3rvQb4sH7bmyodwFFL3Gt2x+vpqJEuSYSIywdpOa9HSoxMvTZOKTeDi1QHzrUPxwz5z4OVLxP/yK1znzjF4fIQQQgghRHsfbYORnJWVlc5jXbdo0ULpWN5yIpHIYPML9ejRAz169DBI3oQQQgghpOT8+uuvaNeuHSwtLcEYM9hwUMrExMTA29sbHh4eaNGiBdzd3WFjY4PXr1/j3Llz+PDhAwDA09OTuylPSGkSExODKVOmwNHRUem8s+XdtXfX8OReCCpkAszcHFbNmvGWW5qW3NB75ibm+LLpl/jl9i9Y4LUAnQo1Fsl93exrDH8Thl+65WHOXiBp+3bYf9IbVp6eJRYrIYQQQghR76NvMCKEEELIx2316tVITU3Veb3GjRtjyJAhBoiIkALVq1fH/PnzjbJtNzc3eHt748qVK4iNjS2y3MzMDKNHj8aaNWt0mveSkJLSsGFDo50/pd2hp4ewNHwp/F7kAgBsWrSA2MLCqDGNbDQSwxsOh1iken6sphWbwtfNF2EIQ3Rbd9S49hrvFyxEjb17IDKlWxOEEEIIIaUB/VdGCCmzrKyssGzZMgBAx44dNaQ2fD5EWHRciLbWr1+PN2/e6LzegAEDqMGIfLQ8PDxw+fJlvHv3Drdv38a7d++QmJgIa2tr1KhRA76+vnB0dDR2mIQQHciYDOtvrceWB1sAAF0TKwN4yxuOzpjUNRbJfd3sa4S9CcNKrw/Y+MgWOZGRSPp3B5zHjjF8gIQQQgghRCNqMCKElFkWFhaCPHkqVD5EWHRciLZmz56NtLQ0nddr2LChAaIhpHSpUqUKqlSpYuwwCCEC2PZwG9dYNKne56j75wFIAdhomKO3NGlasSm8qngh4l0Ebg9qihabryB+wwbYde0C82rVjB0eIYQQQki5Rw1GhBBCCCnTpk6dauwQCCGEEIMLehEEAJhVbwI6/HwJOYmJMHFygmWh+YtKu7GeYxHxLgI/V7mH3a1bIPfGbbzsPwAVp05FhWFDaXg6QgghhBAj0txnnBBCCCGEEEIIIUYTlxmHqOQoVMgA2n9/Ajl378HEwQEemzZCbG5u7PB00r5qe9SvUB/Z0hyEjW0JS09PyDIyEPfDD3g5YCCybt0ydoiEEEIIIeUWNRgRQgghhBBCCCGl2OW3l+GcxrBilwnyn72AacWKqL7jX1g1aWLs0HQmEokwpvEYAMCWhGOosns7Ki9eDBMHB0iiovBq9BhIXrwwbpCEEEIIIeUUNRgRQgghhBBCCCGlWOjrUHxxWganRAnM3N1RfddOWNSta+ywiq17je6oYlMFSTlJOBYdhApDBqPWqZOwbtsWyMtDwm+/GztEQgghhJByiRqMCCGEEEIIIYSQUipPmoc3t8LQ+hkDE4vh8ecmmHt4GDssvZiJzTCy0UgAwPaH2yFjMphWqIAKs2cAANJOnIDk6VNjhkgIIYQQUi5RgxEhhBBCCCGEEFJK3f5wGz0vZQIA7HsEwqJWLSNHJIwBdQfA3twe0WnR6HekHzr+1xE+N0fgbiNLgDHE/87vZZQbHQ3rqCgjRUsIIYQQUj5QgxEhhBBCCCGEEFJK3Y44gnZRDABQccIEI0cjHGszawxtMBQA8DL1JZIlyQCAf9vnAQDSTp1GzpMnAID08xcQ+9kguG/ZCknUE+METAghhBBSDpgaOwBCCCGEEEIIIYQo5/DfGQBApm/TMj1vkTLjm41H3Qp1YWVqBVdrV9ib22PWpVkIb3AL7R8zvFi3AlU6BeL90qWATAYAkEQ+hG1jTyNHTgghhBDycaIGI0IIIYQQQgghpBSKeRCBJnfTAQA1pnxj5GiEZyY2Q/ca3XmfbfTfiIXvxqDd44cQX4jA+wsRAACxoyNkKSnIff7cGKESQgghhJQLNCQdIYQQQgghhBBSCsX+9jPEAJ56OsKlWRtjh1MibM1tsWzUNjxuXoH7zGXyZDhPmQIAyH1GDUaEEEIIIYZCDUaEEEIIIYQQQkgpk/v6DRxD7gEAskb0MnI0JcvGzAYdVvyNqw1NsOETMd4O9oV5ndoAQD2MCCGEEEIMiBqMCCGEEEIIIYSQUiRXmosb6xdCLGO4W0OEFp0+M3ZIJa5SzUZ4NrMfwhqLsSNyB8xrFzQY5b9/D2lGhpGjI4QQQgj5OFGDESGEEEIIIYQQUgpk5WVh492N+HSbP6xPXgEA3A6ogXoV6hk5MuMY0WgEAODMqzNIMMtBvp0dAOplRAghhBBiKKbGDoAQQggp7yQSCc6dO4fIyEikpaVBJpPBw8MD48ePN3ZoKuXk5GD58uUAgO7du6NDhw7FzmvJkiXIy8uDr68vAgMDhQqxRAhZDkS5slw/nj9/jq1bt8LKygrffvstRCKRYHmX5XIhRG7RokWQSqXo2LEjAgICeMsiIyOxa9cuODo64ptvvjFShCWLMYYZITNw+c1lDAiXwSIfyKjpim8n7Rb0+lGWNHBqgFaurXAz7ib2PtmLjq6uME1Ph+TZc1g1a2bs8AghhBBCPjrUYESIEaxbtw6JiYm8z0QiEaysrGBvbw8nJyd4enqiUaNGMDMzM1KUhJCScOXKFXz22Wd4+/Yt7/N27dqV+gaj77//HgBga2urV0PJihUrIJFIMHPmzDJ341vIciDKCV0/Xrx4gevXr+PRo0fIz88HAMyePRv29vZ6513YpEmTcPr0aUyfPl3wm71l+bwhRO7777+HVCpFfn5+kQajmjVrYvPmzXj//j2qVauGQYMGGSnKkhP8KhiX31yGrdQMA++KAWSi/pTZsLdwMHZoRjWy4UjcjLuJQ88PoU2lOrB59gySZ8+MHRYhhBBCyEeJGowIMYLffvsNz7UYRsHc3BwBAQH4/PPP0bdvX4jFNIokKdtkMhkWLlwIAOjcuTP8/f2NHJH2DBF7VlYWPv30U3z48AF2dnYYMmQI3N3dIRaL4e7urnf+H4OyXGdI6XHs2DH8+uuvuHHjBpKSkoosnzBhguANRidOnMDp06dhbW2NuXPnCpo3IbpIS0vDjz/+CMYY/Pz80KVLF2OHpBUrKyvMmTMH//vf/zB79mz069cP5ubmxg7LYDLzMvHjtR8BAHMS2sIkLQRm7u6wK9SQVh519ugMN1s3vMl4g+fOErgA1GBECCGEEGIg1GBEiBHZ2tpizpw53Pv8/HykpKTg9evXuHbtGmJjY3H8+HEcP34cvr6+2Lp1K+rUqWPEiAnRj0wm43pjAChTN/8NEXtQUBA+fPgAADh48GCZKg8hLV68GPn5+Wjfvn2RZWW5zpDS4/LlywgODgZQ0GuhdevWePz4Me7fv2+wbc6fPx8AMH78eLi6ugqev7rzhhBFaWlp3HXUwcGhzDQYAQWNuStXrsSrV6/w119/YdKkScYOyWB+u/MbPmR/QHVrd3gGP0c+AKexYyAypZ/sJmITDG0wFGturMHlCjFoB0DynBqMCCGEEEIMgf77JMSIbGxsuBtKyoSHh2Px4sUIDg5GWFgYfH19ERERgRo1apRckIQQg3nw4AH3ujwPZUa9L4ih9enTB35+fmjTpg2cnJwAAGPGjDFYg1FwcDBu374NABg3bpxBtkHnDSkPLC0tMWzYMKxbtw5r167FhAkTYGJiYuywBBeVFIVdj3YBABZKApD/+k+YODrCsX9/I0dWenxa91P8duc33HdKAQDkv30HaUYmTGxtjBsYIYQQQshHhsa3IqQUa9++PU6dOsVN9BsXF4d+/fpBJpMZOTJCiBDS0tIAABYWFrCwsDByNIR8vLy9vdG9e3euscjQfvnlFwBAq1at0KhRoxLZJiEfq5EjRwIAXr58iaCgICNHIzwZk2F5xHJImRTdqneD66lbAIAKw4dDbGVl5OhKD3tze/So0QOZViJk2Rf8z5RLvYwIIYQQQgRHPYwIKeVEIhFWrVqFa9eu4dKlS7h79y727duHwYMHq10vLS0NISEheP78OdLS0uDi4oJ27dqhZcuWKifezsnJwfLlywEA3bt353o83L17F+Hh4UhKSkKNGjXQq1cvODgUnXz36tWruHXrFhITE1G9enX07NkTzs7OGvfx0aNHiIyMxNu3b5GUlAQ7OzvUqVMHPj4+atdXFe/t27cRERGBxMREVK5cGf7+/mp7ZQmVT2FCHoOoqCicPXsWSUlJsLa2xqxZs7SOo7CnT58iNDQU79+/h1gshpubGzp16oRq1aqpXCcmJgZ//vknAGD06NGoW7euyrQrVqxAZmYm2rZtiz59+nCfr1u3DgkJCdz7kJCQIj3sGjRogBEjRgAQ7rgYI3ZNlixZgry8PFy5cgVAwXCUhfObPXu20jlVinP81NWrsLAwvHnzBlZWVnrVK7ninDfy8vD19UVgYCD3udDlrq2MjAyEhYXhyZMnSElJgbOzMzw8PDRekxRFRUUhJCQEcXFxcHFxQefOndGwYUOt1hX6mqhrLELlU1hxrollUXx8PE6dOgUAGD58uMb0UqkU4eHhuHv3LpKSkmBpaYkqVaqgevXqaN++PUxVDEel6rwpLD8/HxcvXsS9e/cgkUi472dHR0cAwOrVq5GamoqWLVuif6HeDIaqC9rQ5zwsievkqVOnEBYWBhMTEyxZsgQAkJubi9OnT+PZs2dISkpCnz590KZNmyLbSkpKwsWLFxEdHY3MzExUqlQJPj4+aNy4sdblk5KSgtDQUDx//hzp6emoWLEiPDw80KFDB953x7Jly3jX0eDgYKSmpvLOudatW6Nfv35Kt6NvrBKJBOfOnUNkZCSkUilq166Nnj17wtraWut9bdGiBRo1aoTIyEhs376d9/38MbgVdwt34u/AytQKM91HIe3GUEAkguNnA40dWqkzoM4AHHx2EC+c8tA4DZA8ew6rZs2MHRYhhBBCyMeFkY9KamoqA8BSU1N1Wi87O5tFRkay7OxsA0VmXFKplCUnJzOpVGrsUBhjjNWuXZsBYK6urlqvc/r0aQaAAWABAQEq06WlpbGpU6cyCwsLLr3iX/PmzdnVq1eVrpucnMylW7FiBUtKSmI9e/YskoeTkxM7ePAgt97Lly+Zl5dXkXT29vZs7969KmNdsGABq1atmtI4ATBzc3P25ZdfqqzPheONj49n/v7+SvMaNWoUS09PN2g+hjoGffr04a1ftWpVtdtX5eHDh8zPz09leffp04dFR0crXTc0NJRLd/LkSbXbcXZ2ZgDY+PHjeZ/L6726v169eqksi+IeF2PEromquqH4Fxsby1tHn+NniHql6/FJTU1VeR2Wl8fMmTN5nwtd7pqkpKSwKVOmMCsrK6XbMjMzY7169WISiURlOaSnp7MhQ4YwkUhUZP2hQ4eyrKwsldsX+ppY3FiE3CfG9LsmMqa6fuhr9OjRKs83ZbT9X2Lz5s1cvrdv31ab9uDBg8zd3V3lMXd2dmbz589Xuq425XL27FlWs2bNIvna2Niw9evXM8YYc3NzYwDY6NGji6wvdF3QRnHOQ7mSvE7OnDmTAWAmJiaMMcb279/PXFxceOl///133jbi4uLY2LFjmampqdL4fHx8WGRkpNryef/+PRs7diwzMzNTmoelpSUbOnQol97GxkbjdfSLL74osh0hYj1y5AirWrVqkXUdHR3Zrl27GGOMmZiYMABszpw5avOaOHEiA8Csra1ZTk6O2rTKlObfOhtubWCN/2nMZofMZvF/bGSR9Ruw6NFjjB1WqZSbm8sC/g1ga4Y3ZJH1G7D3K1cZOyRCdJKbm8sOHz7McnNzjR0KIcVCdZiUdeW9DmvbbkA9jAgpI7p27QpbW1tkZGTg8uXLyMvLg5mZGS/N+/fv0bVrV0RGRgIAateuje7du8PZ2RnR0dE4fPgw7ty5Az8/P5w4cQKdOnVSub3c3Fz4+/vj8ePHGDJkCOrWrYv3799j7969SEpKwpAhQxAaGooqVarA29sbWVlZGDlyJGrUqIE3b95gz549SEtLw9ChQ7kJxgs7evQoXr9+DS8vL9SqVQtVqlSBubk53r17xz3N+tdff+H+/fu4ePGi2iG7JBIJ/Pz88OTJE3z66afw9PREamoqTpw4gefPn2P79u14+vQpLly4YNB8hDwG8lgiIyPRp08f1KlTB4mJiQgPD1e5jioRERHo3r07NwSan58f2rVrB5lMhtDQUISHh+Po0aO4evUqLly4IPiT4gAwY8YMJCQkYNGiRQCATp06wd/fn5dGVe8foY6vMWJXRj5Z/YkTJxAeHg5TU1MubznFXnxCHj/FetW3b194enri7du3XG+n4tD2+Bw6dEinfIUud3ViYmLQtWtXPHtWMLyNu7s7unXrBjc3N6SkpCA2NhZhYWEICgpCbm4uzM3Ni+SRn5+PwMBAXLt2jSvbrKwsHDt2DM+ePcPu3bshEomwc+dOpTEIeU3UNxah8hHymlhWnDlzBgBgbW2tthdGUFAQBgwYAMYYbG1tERgYiBo1asDc3Bxv375FdHQ0Ll++jJMnT2LZsmU6x3Hq1Cn07dsXubm5MDU1Rc+ePdG4cWNkZ2fjzJkzmDZtmk75CVWn1NHnPDTmdVLe87tmzZoYNGgQ7OzscPHiRTDGuDRPnz6Fv78/YmJiAACenp7o2rUrHBwc8PTpUxw+fBiXL1+Gj48PLly4gGZKek08fPgQAQEBePv2LYCC86lr165wdXVFYmIiYmJicOnSJRw9epRbZ+HChUhISMDq1asBFPSe8vHx4fUwatGiBW87QsT633//Yfjw4ZDJZLCwsEDv3r3RsGFDpKSkICgoCMOGDdNpLiIvLy/8/vvvyMrKwuXLl9GlSxet1y3tIt5GAAC8KrdD6srNAACHTz4xZkilWhvzNnjt8hoAg+QZDUlHCCGEECK4Emm+IiWGehgp9zH0MGKMsQ4dOnBPZ0ZFRfGWyWQy5uvryy1fuXJlkf198+YNa9KkCfeUbEpKCm+54tO1FStWZA0aNCjyJO6LFy+Yk5MTA8ACAwNZYGAga9u2LYuLi+Olu3//Pvd0cO/evZXuT1BQEPvw4YPSZVKplG3dupWJxWIGgP3yyy9F0ijG6+LiwipXrszu3bvHS5OXl8cmTZrEpZs7d67B8hH6GLi4uDAPDw/28OFDXh2OiYlRWmaqpKenc0+wW1tbsxMnThRJs2PHDu4pYk9PT5aXl8dbLkQvHcYKylGez3fffac2H6GOizFi19a0adMYAGZhYaEyjRDHT1W9UqRrvSrO8Zk+fbpOPYzkeQhd7oXl5+ezFi1aMABMJBKx77//XukTR7m5uez48eO8ZYrlUKlSJVazZk326NEj3noSiYQFBARw6QqXk5yQ10R9YhEqHyGuiYyVvR5GtWrVYgCYr6+v2nTynrl169Yt8h0ql5SUxE6dOqV0mbpySU5OZpUqVeK+z2/evMlbLpPJ2IoVK5iVlRXXA0VTDyN967cm+pyHxrhOynsYiUQi5uTkxGbMmFEkT3n67Oxs1qhRIwaAmZqasr/++qtIfE+ePGE1atRgAFjDhg2L7Ht6ejrXW8zMzIz98ccfSutidnY2O3r0KO+z2NhYbt9WrVqltg4LEWtsbCyzs7NjAJi7u3uRnki5ublswoQJzMnJieutpqmH0ZMnT7h9WLFihdq0qvarNP7WSZWksqbbmrLG/zRmMdcvssj6Ddijps1YflqasUMrlXJzc9meQ3vY8B9assj6DdiDjj7GDokQnZT3J9tJ2Ud1mJR15b0Oa9tuQA1GHxmDNxjJZIxJMsrcnzQ7jSV/eMOk2WnarSOT6XEUNCtug9GAAQO4H8tXrlzhLdu/fz+3bPLkySrziIqK4m6YrF27lrdM8WaJWCxm9+/fV5rH/PnzuXRWVlbs9evXStNNmDCBu+FQ3B/oAwcOZABYhw4diixTjBcACw4OVpqHTCZjbdu2ZUDBMDzqGmn0yUfoYwCAhYSEMMb0a/Rct24dl9+vv/6qMp3icZUPFSNn7AYjfY5LWW8wEuL4qapX+iju8UlKSiqSxtgNRtu2bVPb6KiOYjmIRKIiN+blHj9+zKVbsmRJsWPV9pqoTyxC5SPENZGxstVglJOTw90AHz58uNr85A013377rc6xM6a+XNasWcPt26FDh1Tm0b9/fy6dpgYjQ9dvfc5DY1wn5Q1GAFjHjh3Vpv3111+5tMuXL1eZ7sqVK1y6nTt38patWrWKW/bzzz+r3V5hujQYCRHr7NmzNZajVCplrVu35tJpajCSSCRc2lGjRqlNq0xpbTA6++osa/xPY9b7YG/2/ocVLLJ+AxY7fbqxwyq15Dd5lp+awyLrN2CR9Ruw/PQMY4dFiNbK+41KUvZRHSZlXXmvwzQkHTGMvCzgh6rGjkJnYgCOuqzw7VvA3MYwwejB1taWey0fckVu27ZtAAATExMsWLBAZR716tVDYGAgjh8/jn379mHGjBlK03Xq1EnlUDodO3bkXvfr1w9ubm4q023cuBH5+fmIiopSOmQJAKSmpiIiIgJRUVFITU2FRCLhlsmHXXn48KHKfQKARo0aoVu3bkqXiUQiTJs2DcOHD0dmZibOnDmDgQOVTySsTz5CH4OmTZvyyrq45MOAOTg4YNy4cSrTTZ8+HStXrkR+fj4OHjyIoUOH6r1toQh1fMsioY+fUPVKka7HZ9CgQYJuX1+7du0CUDCE2Lx584qdT8eOHdGyZUuly+rXr49q1aohJiYG9+/fV5uPENdEoWLRJx+hr4llwZs3b7hhyJycnNSmtbGxQWZmJiIiIiCTySAWiwWL4/DhwwCAatWqoW/fvirTTZ06FQcPHtQqT6HqlCr6nIfGvk5OnjxZ7XL5uWBvb6+2frdv3x6tW7fGjRs3sG/fPgwbNoxbJi+fypUrY+LEiVrHpishYpUfj5YtW6osR7FYjOnTp2PEiBFaxWVubs4Nzfz69Wttd6fUkw9H175SW6T+FAQAcPikjzFDKhN6Nx+KZJsjqJAJJDy6A9c2PsYOiRBCCCHko0ENRoSUIenp6dxrxflNAHDj6rdo0QKVKlVSm4+XlxeOHz+OW7duQSqVKh1DXtmcQ3KVK1fWKp2rqyv3OikpqcjyxMREzJkzBzt27ODdEFUmOTlZ7fIOHTpovfzWrVsqGxT0yUfoY+Dt7a02D23dunULANCuXTu1c544OzujcePGuHPnDm7evCnItoUi1PEti4Q+fkLVK0W6HJ/bt2+XugajiIj/P3+Elxfs7e2LnU/btm3VLndzc0NMTIzS6yEg7DVR31iEyEfoa2JZoPg9ranBqHfv3tiyZQvOnz+PFi1aYPTo0fD390fjxo31bjy6ffs2gILzXXGumsK8vLxgYmICqVSqMU+h6pQq+pyHxr5OqksvkUi4+Dp27AgrKyu1eXl5eeHGjRu4fv0691lWVhbu3bsHAOjSpUuROSyFIkSsGRkZePr0KQDN3w26Przg7OyMjIwM3nlW1kW8K6j3HeMcIY1PgImjI2x9qfFDk0ZOjRBc1RYVnmbgRsRB9KIGI0IIIYQQwVCDEdGNmXVB75syRiaTIS09HfZ2dtrdhDGzNnxQxRAXF8e9dnZ25l7n5eUhMTERAJCZmYnFixcDAG+yZflrxhh3kyQ3NxepqalKb2pVqFBBZRyKNyrUpVOcjLrwzc+MjAx07NiRmwjd3d0d3t7e8PDwgK2tLUxNCy5PZ8+eRUhICG9flKlaVX3PtypVqnCv4+PjBc/HEMdAsWGuuCQSCTIyMgBAZU8wRe7u7rhz547aMjIGoY5vWWOI4ydEvSqsLB8f+TkIFPTG0Ie66yHwf9dEZY1BQl8T9YlFiHwMcU0sazQdo9WrV+Phw4e4evUq7t27h5kzZwIA7Ozs0L59e/Ts2RMjRozgfd9rQyKRIDMzEwD/3FPGwsICFSpUQEJCgsZ8hapTyuhzHpaG66S69PHx8VyDXFxcnMZz4e7duwCADx8+cMsTEhK4NPpep9QRKlY5Xb4btCGTyQBAbSNoWfIu4x2i06IhFonhfuUFsgHY9+wJkcL/z0Q1+waNgacRSLp2GTmRkWD5+TBxcIB59erGDo0QQgghpEyjBiOiG5GoVA7VppFMBphJC2IXcMiXkpSfn889MWxnZ4eaNWtyy+Q/oAHg0aNHWLJkidb5pqenK70xp+2P8eL+aP/pp5+4G6MbNmzApEmTlDbmJScnIyQkRGN+mm7MKVIXc3HzMcQxUPeUdHFos2/yNPrcjFEsC6EIdXw1MUTsQhHq+AldrxS3q43SfKNPl/1QRp99E/qaKFQ5FzcfQ1wTywLFnjGaeto4OTnhypUrOHjwIP777z9cunQJ8fHxSE9PR3BwMIKDgzF//nz8/vvvGDlyZLHi0eW6oUlJnbv6nIfGuE6amJio7RGn2Hvr+vXrvN446uTl5UEikRSJRd/rlDpCxKpYrkLHKj+n7OzsBM3XWOS9i1rYNUTO+UsAAIc+nxgzpDKldrNOSD0WgdbXU/Gy/4CCD0Ui1Ni9C1bNmxs1NkIIIYSQsowajAgpI06fPo2srCwABUN8yJ82BwpubDg4OCA1NRWtW7dWO19BYY6OjkKHqpWjR48CAHx8fDBlyhSV6WJiYrTKTz6vhzbLXVxcBM+ntB4DCwsL2NnZIT09HW/evNGYXj4vQMWKFYvkI5ebm6ty/fz8/CLzawlBn+Nr7Nj1IdTxMzShzj9jMDc3h6OjI1JSUrS+3hiC0NdEYyut10RDc3Nzg0gkAmNMq6HZxGIxBg4cyA2j+eTJE1y5cgVBQUE4fPgwMjIyMGbMGHh6eqqcP6gwCwsLbq6Xd+/eqU2bk5ODlJQUrfI1JH3Ow9J+naxYsSJXJzp37oyuXbtqva78f72KFStCLBZDJpMZ9BogRKyKPeJ0+W7QJDc3l+s55+HhofV6pZm8wWhQuBgsKwvm1avDUsV8n6Soit164sVfG2Cang0rS1tY5oshS0tDyoED1GBECCGEEKIHajAipAyQSqX4/vvvuffKJnT29vbGyZMnYWZmhvnz55dkeMUiv0lQt25dlWkkEgkuXryoVX6XLl3Serm6eZf0yae0HoPWrVvjwoULuHr1KrKzs1XOSZCQkICHDx8CANq0acNbpvi0v7obcjdu3FA7F0Zxn1DX57gYO3Z9CXH8DE2X49OqVSud8i6Jcvf29saJEycQERGBlJQUozRYCH1NLA1K6zXRkMzNzVG7dm08e/YM0dHROq9fr1491KtXD2PGjMGxY8fQp08fyGQyHDhwQOsGIwBo2bIlLl26hCtXroAxpvI8Cg8P12r+opKgz3lYmq+T1tbWaN68OW7fvo0KFSoU61ywsrJC8+bNcevWLZw/fx55eXk6zWOk7XVUiFhtbW1Rv359REVFafxu0Ka3pNzLly+51w0aNNA5rtKGMYaIdxFwj2eoEVQwP1Wl2bNKdS/c0sbMtRJiN83CD1d/QPOKDbDRaRJixoxFWvAZVF6wgIb2I4QQQggpprI5Nhch5YhMJsP//vc/hIeHAyi4wdGvX78i6UaPHg2g4OaPLj/AjUU+bE9UVJTKNL/88otW8yoAwOPHj3Hq1Cmly2QyGTZs2ACgYBgTf39/g+RTWo/BgAEFw3SkpaVh06ZNKtP99NNPyM/P560jV7NmTdja2gIAgoODVeaxdu1atbGYmJhwPX7kc05oQ5/jYuzY9SXE8TM0oc4/ZUqi3EeNGgUAyM7Oxg8//GCQbWgi9DWxNCit10RDa9u2LQDg9u3b3DlZHP7+/tzNY117P8r/T4iNjcXBgwdVppOfm6WBPudhab9Oys+F48eP48GDB8XKQ14+cXFx+OWXX3Ra18bm/4aTlvfSUUWIWPv37w8AuHPnjspGbplMhp9//lnrPCMiIrjX7dq1K1ZcpcmT5CdIyk7EV8GASCqFbZcusNOhRxcp0MWjCwDgTvwdZHrWgGnFipClpiIj7LKRIyOEEEIIKbuowYiQUuzixYvo2rUrd2PA3d0dBw8eVPr04aBBg9CpUycAwKeffopDhw6pzFcqlSI8PByhoaGGCVwL8ljDw8Oxbdu2Isv/+ecfzJs3T+uJpytVqoQxY8Zw8zzJ5ebmYuLEidw4/NOnT+fNMSFkPqX1GIwZMwY1atQAAMybNw+HDx8ukmbbtm348ccfAQDNmzfnbvbIicVibkipI0eO4NixY7zlUqkUixcvxtmzZ1U+2S1Xp04dAOAaQbWhz3Exduz6EuL4GZq2x2fChAlqzz9VDF3un332Gdq3bw8AWLNmDZYuXap0+MKcnBwcPHhQ7dCGxSX0NbE0KK3XREPr1q0bgIKGj3v37ilNk5GRgV27diE+Pl5lPuvXr+fmgNG1Z97nn3/O1ZXx48fj2rVrvOUymQzLli1DcHAw16BubPqch6X9OjlhwgQ0adIEeXl5CAwMxLlz51SmzcvLQ0hICG7cuMH7/KuvvuJ61syZMwe//PKL0t5hmZmZ2L9/P+8zR0dHbjjQwnXBELFOnjwZDg4OAIDhw4cXaXiSSCQYP348/h97dx4XVfX+AfwzwzLsq7KqIKiguC+IoOICuOeWWW6pZaYtlmZamlaaZOqv+pZmZtlXv5W5r2huqCyK+waKogjKorLvs57fH+PcQGZgYC4MA8/79eLlOPfec5+559wLc597znn06JHaudrUUSWMLC0tuXZiyM5nnEfwTQbfVDkE5uZwWfKpvkMySM6WzujUrBMA4HT6WdgMHwYAKDh0SJ9hEUIIIYQYNBqSjhA9KioqqjDch2oOlcePH+PChQt48uQJtyw0NBS//vorWrRoobYsgUCAPXv2YOjQobh48SLGjRsHT09PBAUFwc3NDTKZDE+ePMGTJ09w+fJl5OXlYcGCBejXr1+df051Pv74Y2zfvh0FBQWYPn06fvnlF3Tv3h2MMZw9exY3btxASEgIevXqhfDw8GrLe+edd7B37174+/tjyJAhaN++PQoKCnD06FFuvP/+/ftXO7yKLuU01DqwtLTEzp07ERYWhtzcXIwdOxaBgYHw9/cHYwzR0dG4fPkyAMDNzQ07duxQO4H38uXLsXfvXpSUlGD06NEYNmwY/Pz8kJ+fjxMnTuDhw4fYvXs33nzzTZSWlmqMZ+zYsYiPj8eFCxcQGBiIwMBAmJmZAVAOMzNlypRK2+hav/qMXVd81V9d0rZ+Pvroo1qVX9fHXSgUYvfu3QgNDUV8fDyWL1+On376CYMHD4abmxs3r8q5c+dQUFCAwsJCmPI81A3f18SGoCFdE3NycvB///d/Fd4rn+Bcs2YNrK2tuf9379691gmFkSNHwsTEBFKpFKdOnVI7lFxRUREmT54MgUCATp06wcvLCy4uLrCxsUFWVhaioqJw7949AEBAQAAmTZpUoxhsbW2xdetWjBo1CtnZ2QgMDERISAg6duyI0tJSnDx5EomJifjpp5+wcuVKFBUV6X0oLF3Ow4Z+nRSJRDh8+DDCwsJw584dhISEoF27dujTpw+cnZ0hFovx5MkTZGZm4tKlSygqKsKaNWsqDLFqbm6OAwcOIDQ0FCkpKXj//fexdu1aDBw4EM7OzsjOzkZKSgpiY2MhEAi4ebFUxowZg82bN+Po0aMIDQ1Fjx49uOPXs2dPrlcaH7G6ubnh119/xcSJE5Geno7u3btj6NCh8PX1RX5+Po4cOYLHjx9j9+7dmDBhglbHMDIyEgAwbNiwCnMTGqK8sjwcub4TH55SAACazZ0DE3d3PUdluAa1GoSbWTdxMvUkRo14Bzn/3YrCyEgoioshLNe7TlFWBuHzvx0IIYQQQkgVGGlU8vPzGQCWn59fo+1KS0tZQkICKy0traPI9Esul7Pc3Fwml8v1HQpjjDFvb28GoNofS0tLNmHCBHbkyBGtyxaLxWzlypXMyclJY7nGxsYsKCiI7d+/v8K2ubm53Drh4eEa93H79m1uvS1btmhcLyoqiltP3Wc4d+6c2mNhbGzMZs2axUpLS9mSJUu491/0YrzZ2dls6NChlcoTCoVs1qxZrLi4WG2cfJWjUhd1wEcbTkxMZMOGDVMbj0AgYBMmTGCPHz+usoyzZ88yDw+PSts7OzuzQ4cOMcYYc3R0ZADY7Nmz1ZZRXFzMhg8frjaOESNGaDwWutZLfcaurXnz5jEATCQSVbuuLvWn7bldEzWtn8LCQo1tWCQSMQBswYIFavfF93HXpLCwkC1YsIBZWFio3Ze5uTkbP348k0gkGo9DVYKDgxkAFhQUpHY539fE2sbC52diTLdrImPVtw9t3Lt3T6vfu6qf119/vVIZNbkOjx49mgFgXbp0Ubu8qKiITZo0iTk7O2uMwdzcnL333nusqKhIbRnaHJfTp0+ztm3bVirbxsaG/fzzz4wxxpo3b84AsHfffbfS9ny3BW3U5jxUqc/r5IIFCxgAZmRkpPVnKyoqYosXL2Z2dnYa610kErGBAwey06dPqy3j2bNn7K233mKmpqZqt7e2tmYzZsyotF1WVhbr27ev2m3eeOONOon1yJEjan/vOjg4sB07djDGGDMyMmIA2KJFizQet4sXL3LbHjx4UJtDXUlD+K6jUCjYs2sX2Pp3+7Njgb4swceXJQ4fxhRq2jJRTyKRsH379lU4/5PzklnH3zuyrv/tyvLK8ti90DCW4OPL8g4o24pCLmePFy5kCR38WPGVK/oKnRDGmPo2TIghoTZMDF1Tb8Pa5g2ohxEhejB//nzk5ORUeE8gEMDMzAw2NjZwcHCAn58f2rVrp/VQHSqmpqZYsmQJFi9ejCtXruDGjRvIycmBqakpnJyc4OLigp49e1Z4klrF3NwcK1asAKDsDaBJ8+bNufWqmoTbw8ODW69du3aVlgcEBCAxMRFnzpzBzZs3IZPJ4O7uzj0tCyh7Vplp+TSgg4MDjhw5glu3biEuLg45OTlwcXHhnk7Wlq7l1Ecd1Ea7du0QERGBR48eISoqCpmZmRAIBHB3d0dwcDB3zKvSr18/3L17F2fOnEFCQgIYY2jTpg3CwsK4J5U//fRTlJSUaBxCycLCAocPH8adO3e4nnQSiQSMMbRt21bjvnWtF33GrsmIESPQrFkzGBtX/+tYl/qri3b1YpnV1Y9CodA4D8vnn38OmUymcZghvo+7JlZWVtxQWDExMUhKSkJhYSGaN2+OFi1aoE+fPpWG76rJsX3jjTcQEhKCVq1aqV2u6zWRr1j4/EyAbtdEoPr2oQ1HR0fuM2mjS5cutd4XALz//vvYv38/rl+/jps3b6JTp04VlltaWuKPP/4AAMTHx+PevXvIyMhAQUEBrK2t0bZtWwQGBlaYe+ZF2hyX4OBg3LlzBzExMbh+/TokEgk8PT0RFhYGKysrSCQS5ObmAgA3ZFl5fLcFbdTmPFSpz+vksGHDYGdnV6O/0ywtLREeHo4vvvgCFy9exO3bt5GTkwNzc3M4OzvD1dUVPXr0gIWFhcYymjVrhp9//hlr165FVFQUkpOTUVJSAmdnZ7Rs2RJ9+vRRe41wdHTEmTNnEBMTg8TEROTk5HDD+nXr1q1OYh06dCiSkpJw9uxZxMfHQy6Xw8vLC2FhYVyMX375JRQKBYKCgjSW87///Q8A4OXlheHDh2tcryETP3iA1LlzIXuYgoGqN83N0GLFVxCYmOgzNIPnaesJb1tv3M+/j6i0KPiPGI7snzai4PBh2I4aiaffrEHBAeVwxAWHDsNCTXsn/NqftB/rr63H9wO/R3vH9voOhxBCCCE1JGDs+eDopFEoKCiAra0t8vPzazRPRFlZGZKTk9G6dWutb84bEtWNShsbmxonYEjDlZeXB3t7ewBAeHg4Fi9erNdy6lJTbMOGUC9Ee02xDZPGpaZt2N/fHxcvXsR7772H//znP/UQYc1FR0dzQwDu2bMHY8eO1XNEpC4Z4nW4tLQUHh4eePbsGTZs2IA5c+bUqhx9fteRZmQg+bVJkGdmQmwM3PY2RfeX34b3iIkwdnCo11gMnVQqRUREBIYPHw6Tcom2/1z5D365+QtCWoXg61bv4sGIkYCxMZq9/TayfvyRW8+0dWt4H4nQR+hNypTDk5GafB1vDvwY0/ym6TucBkVTGybEUFAbJoauqbdhbfMGhvFNgRBCCCGEEAPy1VdfAQB++eUXpKen6zka9VTzOpmZmWHAgAH6DYYQNTZs2IBnz56hdevWePPNN/UdTo3JcnOR+uYsyDMzkeYALPrADt237IDP1DmULOLRYI/BAICY9BgwD3eIfH0BmYxLFjnOmgUIhZAkJ0PaQK/HjYVELkH3v6/j5x/lsLl6X9/hEEIIIaQWKGFECCGEEEIIz0JDQzFy5EiUlZVh1apV9b7/9PR0nDt3Tu0ysViMjz/+GHv37gUAvP7661yPTkIaiuLiYnzzzTcAgLVr1xrcU6CKkhI8fnsOJPfvo9TeAitfNcKATi/Bx8FH36E1Oh0cOsDV0hWlslIsi1kGy2FDuGV2Eyei+fwPYd65MwCgODZWX2E2CbdvnUbYRTkAQPTomZ6jIYQQQkht0BxGhBBCCCGE1IEff/wRvXv3hpmZGRhjEAgE9bbv1NRUBAYGomXLlujWrRtatGgBS0tLPH78GCdPnsTTp08BAH5+ftxNeUIaktTUVLz33nuws7PDuHHj9B1OjWV8/jlKr1+H0NYWv73hjGyTB+jmRPPn1AWBQICFvRbi4zMf48jDIyi274R5Ldxh2bUbXD5bCoFAAMvAQJReu4bi2FjYvfyyvkNutPJ//hXNVZMeMIVeYyGEEEJI7VDCiBBCCCEGbc2aNcjPz6/xdh07dsSrr75aBxERouTh4YGlS5fqZd/u7u4IDAxEbGwsHj16VGm5iYkJXn/9daxdu7ZG814SUl/at2+vt/NHV4riYhQeOQoAaP7tN4hOeh9gQFenrvoNrBEL9QjFhpANmH96Ps6W3sSjd1tjw+B5EBgrb3lYBgUia8MGFJ87D6ZQQGAg83gZEklqKhxP3+T+z+SUMCKEEEIMESWMCCEGy9zcHCtWrAAA9O/fX+/lEH5RvRBtff/990hLS6vxduPHj6eEEWm0WrZsiZiYGGRkZODq1avIyMhAdnY2LCws4Onpib59+8LOzk7fYRLSKBWfPw8mlcKkZUskeYogvyeHs4UzXCxd9B1ao9bHrQ/+O+y/mHtiLpLzkzE5YjK+G/gdujl1g3nnzhBaWkKem4uy27dh7uen73AbnayNP0OoYP++oaCEESGEEGKIKGFECDFYIpGIlydP+SqH8IvqhWjr448/RkFBQY23a9++fR1EQ0jD4urqCldXV32HQUiTUnTmLADAqn9/nMq6DoB6F9WXdvbt8MfwP/DuqXdxJ+cOZv4zE8v7LMeYNmNg2rM7ys5E4cdNs1A0MRRfBH6h73AbDUlKCvL37wMAPHQCPJ8CjIakI4QQQgwSJYwIIYQQYtDef/99fYdACCGEAAAYYyg6+zxhFNwf155uBwB0bd5Vj1E1Lc6Wzvjv0P9iacxSHE85js9iPsOxh8dgb3YRUwC0SszDqqR9+MT/E5gZm+k73EYh66eNgFyBK94C5FgDnk8ZUL63ESGEEEIMBg3cSwghhBBCCCGE8EB89y5kmZkQmJnBrFdPXH+m7GHUzambniNrWixMLLA2eC1md54NAIhKi8IlDykAoP0jBmOJHMn5yfoMsdGQPXuG/IMHAQA7+wqhEDxfIJfrLyhCCCGE1BoljAghhBBCCCGEEB6ohqOz7N0bqeJMFEgKYGZkhnYO7fQcWdMjFAjxbrd38e2AbzHMcxiWTFgPYxcXmMiVSaOkvCR9h9goSDMyALkc+XYmuO8mgKmxCAANSUcIIYQYKhqSjhBCCCGEEEII0QFjDCdTT8Iz8gQAwDK4P04/uwYA6NisI0yEJnqMrmkL8QhBiEcIACA9MBD5e/agczLDvdx7eo6scWBiMQCg2EgGwAiOFs0BPKIh6QghhBADRT2MCCGEEEIIIYQQHRx8cBBLj3wA8bUbAACr/sG49vQaAKCrU1f9BUYqsAwMBAB0eshwL48SRnxQiCUAAIkRg6OZIyxFVgCohxEhhBBiqChhRAghhBBCCCGE6CAiOQJdkhmEDChu4QDTFu64+vQqAKBr8676DY5wLHr2AAC0fAY8yKaEER+Y5HnCyBjo0rwLBEIjAIBATgkjQgghxBBRwogQQgghhBBCCKmlAkkB4jLi0O2+cgiuUy3ycSHjAh4WPASgvIlOGgZjZ2cIzM1hxACWlolCSaG+QzJ4TKIckk5qDHRx6gImFCjfV1DCiBBCCDFElDAihBBCCCGEEEJq6cyjM5DLpeiRrPx6fdmLYV7kPABAa9vWsDOz02N0pDyBQABTT08AgGsOQ1Jekn4DagQUZc8TRkYCZQ8jwfPbTIzmMCKEEEIMESWMCCGEEEIIIYSQWjqRcgJt0gGrYjkEVpbI8LJFkbQIAA1H1xCZenoAAFxzgXu5NCydrvIKnwIAZCYC+Dn6AcLnt5mohxEhhBBikChhRAghhBBCCCGE1EKJtAQx6TEYekl5c9y6fzAW9vmEW97VqaueIiOaqHoYuVEPI14UFeUCAIQiM5gZmwFGlDAihBBCDBkljAghhBBCCCGEkFqISouC49MyBN1WDr/l+OYbGOk1EqO9R8PF0gX9W/TXc4TkRSJuSDpQwogHMnEJAICZGAHAv0PSKWhIOkIIIcQQGes7AEIIIYQQQgghxBCdSDmB8dEKCBlgNXgwzDp0AACsCFoBgUCg5+iIOuXnMLqXew+MMaorHcjLygAACpPnt5eEz48lox5GhBBCiCGiHkaEEEIIIYQQQkgNieVi3LsWiaAEZU+K5u/M5ZZRAqLhMvVQzmHkWAiUFuYiuyxbzxEZNrm4FADATE2UbwiphxEhhBBiyJpED6OcnBw8fvwYZmZmaNWqFczMzHgtPz09HampqQCAVq1awc3NTett8/PzkZaWBqlUCldXVzg5OfEaGyGEkIavrKwMx44dQ0JCAgoKCqBQKNCqVSvMnTu3+o31pKysDJ9//jkAYNiwYQgODq51WZ999hmkUin69++P4cOH8xRh/eDzOBD1DLl9JCUlYfPmzbCwsMBnn33G6w1kQz4uhKgsWbIEcrkcAwYMwNChQyssi4+Px7Zt22BnZ4fFixfrKcKqxabFYvjZEggBWA0exPUuIg2bkZ0djOztIc/NhUsucC/3HpqZN9N3WAZLUSZWvnieMBIYGT1fQD2MCCGEEEPUqBNGMTExWLx4MWJiYsCY8ukWS0tLvPLKK/jmm2/QrFnt/ih88uQJdu/ejdjYWMTExODhw4fcsvDw8Cq/0JSWluKPP/7A8ePHcfLkSWRnV3yaydvbG2+99RY++OADmJqa1io+0vCtXbsWWVlZFd4TCAQwNzeHjY0NHBwc4Ofnh44dO0IkEukpSkJIfYiOjsaECROQmZlZ4f3evXs3+ITR6tWrAQB2dnY6JUrWrFkDsVgMmUxmcDe++TwORD2+2odEIsGlS5eQnJyMzMxM5Ofnw8bGBh06dEDfvn1hY2PDY9RKc+fOxfHjxzF//nzeexsY8nlDiMrq1ashl8sBoFLCyNvbG1u3bkVGRgY8PT3x6quv6iPEKl2I24uRXO+id/QcDakJU09PlObmwi2HISkvCX3c+ug7JIOlkFRMGEH1+456GBFCCCEGqdEmjHbs2IHXXnsNCoUCJiYm8PHxQVFRER4+fIgtW7bg5MmTOHfuXI16A6kcP34c75T7QuDq6oqMjAyttk1JScGsWbO4/4tEIrRu3RoKhQIPHjzA/fv3sWjRIuzevRvHjh2Dra1tjeMjDd/GjRtx//79atczNjZGSEgIZs6cifHjx0MopFEkiWFTKBT49NNPAQCDBg1CWFiYniPSXl3EXlxcjHHjxuHZs2ewtbXFpEmT0KJFCwiFQri7u+tcfmNgyG2GNAxnz57FsmXLEBcXh7Ln8yy8yMLCAm+99RZWrFgBKysrXvZ76NAhHD9+HBYWFli0aBEvZRJSGwUFBVi1ahUYYxg8eDBCQkL0HZJWzMzMsHjxYsybNw+LFi3C2LFjG9SDVIwxOO08CyEDZEHdqXeRgTH19ETp1atwzQGS8pL0HY5BU4ifJ4xEygdeBarvrDSHESGEEGKQGmXCKDU1Fa+//joUCgWCgoLw999/czfeTp48iQkTJiA1NRVTp07FyZMna1y+i4sL5syZg6CgIAQGBqJ169YwNjbmno7TRo8ePbBw4UKMHDkSlpaWAIC8vDwsXboU69evx4ULF7BgwQJs3ry5xvERw2FlZYUlS5Zw/5fJZMjLy8Pjx49x4cIFJCcn4+jRozh69Cj69OmD33//He3atdNjxIToRqFQcL0xjI2NDermf13EfvjwYTx79gwAsGfPHgwaNEjnMg3RypUrIZPJ0Lt370rLDLnNkIbhxo0bOHPmDADlgzp9+vRB9+7dYWdnh7S0NBw4cAAZGRn47rvvcPr0aZw6dQr29vY673fp0qUAgDlz5tTJkMNVnTeElFdQUMBdRx0dHQ0mYQQAb731FsLDw5GamopNmzbhvffe03dInIc5D9AtQXmj3PPdBXqOhtSUqacnAMA1h+Fs7j39BmPgmEQCABCoRkgRqoakox5GhBBCiCFqlAmj8PBwlJWVwdbWFnv37kXz5s25ZYMHD8b69esxadIknDp1CqdPn8aAAQNqVH5ISEitv2hZWlrit99+w4wZMyots7Ozw48//oinT59i586d+OOPP/D9999zCSXS+FhaWlY5hOHFixexfPlyHDlyBOfOnUO/fv1w7tw5eHl51WOUhJC6cuvWLe51UFCQHiPRr48++kjfIZBGzsnJCQsXLsTMmTPh4OBQYdl3332Ht956C9u2bcO1a9ewYMEC/Pbbbzrt7+jRo7h+/ToA4M0339SpLE3ovCFNgZmZGSZPnox169Zh3bp1mDt3LoxU86Po2Z2rJ+ApA8QiIay6dNV3OKSGyieMkvKSoGAKCAU0mkNtsOc9jATPewByPYxoDiNCCCHEIDW6v4jkcjl27doFAJg6dWqFZJHKxIkTuR5H27dvr9f4WrZsqTZZVN7LL78MQDkvQkpKSn2ERRqoXr164fDhw9xQNk+fPsWYMWOgoD++CWkUCgsLASh7PTSkYXYIaUzCwsKQlJSEjz76qFKyCFDekP7tt9/Qtm1bAMD//vc/5Ofn67TPH374AQDQs2dP+Pr66lQWIU3dlClTACiH9j506JCeo/nX06vnAABFrZ3+vUFODAaXMMoFSmWlSC9K129AhkwiBQAYvZAwEjDqYUQIIYQYokbXwygxMRFZWVkAoLEXkFAoxODBg7F161ZER0fXZ3hakUql3GszMzM9RkIaAoFAgPDwcMTFxeH06dO4efMmtm/fjkmTJlW5XV5eHiIjI3H//n0UFBSgWbNm6N27N/z9/TVOvF1WVobPP/8cADBs2DBu8vYrV64gNjYWOTk58PT0xKhRo9QO1xMTE4MrV64gOzsbHh4eGDlypNqk7Ytu3ryJhIQEpKenIycnB9bW1mjTpg369u1b5TA+muK9ePEizp8/j+zsbLi4uCAkJARt2rSp83JexGcdxMfH48SJE8jJyYGFhQU++eQTreN40e3btxEVFYXMzExurpzg4OAqe66lpKTgp59+AgDMnDmzyqERV6xYgeLiYgQEBGDMmDHc+2vXruWGXwOAyMjISj3s2rdvj9dffx0Af/Wij9ir89lnn0EqlXK/g2QyWaXyPv30U9jY2FTatjb1V1W7io6ORlpaGszNzXVqVyq1OW9Ux6N///4YPnw49z7fx11b+fn5iIqKwt27d5GXlwdHR0e0bNmy2mtSefHx8Thz5gyePHmCZs2aYcCAAejUqZNW2/J9TaxpLHyV86LaXBP5oM1QrsbGxhg5ciS+/fZbSKVS3Lp1q9a9/p4+fYpjx44BACZPnlzt+jKZDNHR0bh+/TpycnJgZmYGV1dXeHh4oG/fvjAxMVG7nabz5kUSiQSnTp3CjRs3IBaLud/PquRZeHg48vPz0aNHD0yYMKHCtnXVFrShy3lYH9fJiIgInD17FkZGRvjqq6+4Mo4cOYKkpCTk5ORgzJgxaocMfPbsGSIjI/Hw4UMUFxfDyckJQUFB6Nq1q9bHJzs7G2fPnsX9+/dRWFiI5s2bo2XLlggODoadnR233vLly7nvRoCy91t2dnaFc87f3x/jxo1Tux9dYy0rK8OxY8eQkJAAuVwOb29vjBw5skZzhXXt2hV+fn6Ij4/H1q1bMXr0aK23rUuK28phzEw7tNdzJKQ2TFu1BABYlwJWJcpeRi2sW+g5KgPFDUn3/OGn59cXRkPSEUIIIYaJNTI7d+5kABgAdufOHY3rrVq1igFgJiYmTCqV6rxfIyMjBoCFh4frXNaECRMYAObq6soUCkWNts3Pz2cAWH5+fo22Ky0tZQkJCay0tLRG2xkKuVzOcnNzmVwu13cojDHGvL29GQDm7Oys9TbHjx/n2nZoaKjG9fLy8tjcuXOZqakpt375n44dO7LY2Fi12+bm5nLrhYeHs6ysLBYWFlapDDs7O7Zz505uu/v377OePXtWWs/Kyor9+eefGmP95JNPmJubm9o4VefnjBkzWG5urlbxPnnyhA0YMEBtWZMmTdJ4XvBVTl3VwfDhwyts7+bmVuX+Nblx4wbr16+fxuM9fPhw9uDBA7XbRkVFcesdOXKkyv04OjoyAGz27NkV3le1+6p+RowYofFY1LZe9BF7dUQiUbXlPXr0qMI2utRfXbSrmtZPbm6uxuuw6ngsWLCgwvt8H3dtPtOcOXM01o+RkREbMmQIE4vFGo9DQUEBe/nll9VuP2HCBFZcXKxx/3xfE2sbC5+fiTHdromMaW4ffPv444+5mE6ePFlpubZ/S2zevJkr59q1a1Wuu2PHDubq6qqxzu3s7NjixYvVbqvNcfnnn3+Yh4dHpXLNzc3ZunXrGGOMubu7MwDs9ddfr7Q9321BG7U5D1Xq8zq5YMECLh7GGNu+fTtzcHCosP6GDRsq7CMzM5NNnTqV+97w4k9AQAC7efNmlccnPT2dTZ06lRkbG6stw9TUlE2YMIFb39LSstrr6BtvvFFpP3zEunv3bubi4lJpWxsbG7Z161bG2L/foRYtWlRlWe+88w4DwCwsLGr1fYXv7zpFkiK2b1B7luDjy1J3/8FLmaR6EomE7du3j0kkEl7KuztgIEvw8WVjV/qx90++X+Pv3kTp7Mh+LMHHl/3984eMMcaOrf2QJfj4soOvDdBzZA0P322YkPpGbZgYuqbehrXNGzS6Hkbln0R2cXHRuJ6rqysAZW+e/Px8ODo61nls2jh58iQ3pN5HH31U7RO3YrEY4udjBgPKSW0B5ecq31OpOlKpFIwxKBSKRjncGXveHV71GRsSbeMJDg6GlZUVioqKEBMTA7FYXOmp4/T0dISGhuLOnTsAAB8fH4SFhcHR0REPHz7E3r17cevWLQwePBgHDhzAoEGDNMZSVlaGkJAQJCUlYfLkyWjbti0yMzPx999/Izc3F5MmTYKbmxvc3NwQGBgIsViM6dOnw9PTE2lpafjrr79QVFSEqVOnonXr1vD396/0mSIiIvD06VP07dsXrVu3hqurK0xNTZGRkYHTp0/j/v372LJlC27duoUzZ85UGrKrfLylpaUYOHAg7t+/j5dffhl+fn7Iz89HREQE7t69iz///BNJSUmIjIys1HOPr3Lqog4GDhyIxMREjBs3Dm3atEF2djZiYmJq3I5jYmIwYsQIFBYWQiAQYPDgwejduzcUCgWio6MRFRWFiIgI9O7dGydPnoSfn5/GuLS9Trx4vi1YsAA5OTncRPADBw5EaGhohW28vb25beqifusr9uqsWLECMpkMhw8fRkxMDIyNjfHll19WWMfa2porj8/6e7Fd+fn5IT09vcbtqqb1c+/ePRw4cKDC53pRXR/3qqSkpCAkJAQPHjwAAHh4eCA0NBTu7u7Iy8vDo0ePEB0djX/++QdlZWUwNjaudBwkEgnCwsJw5coVjB8/Hn5+figpKcGBAwdw9+5d7Ny5EwKBAH/99ZfaGPi8JuoSC5+fSddrYnl1/Ts8JiaGe+3l5VVpX9r+LaHqXWRhYYEOHTpoXPfgwYOYOHEiGGOwsbHBsGHD4OnpCVNTU6Snp+Phw4eIjo7G8ePHuR4s6miK5/Dhwxg/fjykUilMTEwwcuRIdOzYEaWlpThx4gQWLFhQbTl8tgVt1PY8BOr/OsnKDbX0119/YdKkSWjbti0mT54Ma2trnDlzpsLvnMTERISFheHx48cAgM6dO2Pw4MGwtbXFvXv3sHfvXpw/fx79+vXDiRMn0K1bt0rH5+bNmxg6dCgyMzMBKHvPDR48GM7OzsjOzkZqairOnDmDiIgIbr9ffPEFsrKy8PXXXwNQ9p7q27dvhe8YnTt3rvD5+Yj1jz/+wPTp06FQKGBmZoaXXnoJ7du3R15eHg4fPoxp06ZBWG4Yt+rOK39/f6xfvx4lJSWIiorC4MGDNa6rjkKhAGMMUqmUlzmQrqdfgecTZRtw6NSrRt+7SO2pjjNfx9ukVSvIMjLQIk+IU49OYXfiboz2Hs1L2U2J4PmQdEJTkfK+gmqBQkHnxgv4bsOE1Ddqw8TQNfU2rO3nFjDWuAaWXbt2LRYuXAhAmUwxNTVVu97ff/+NV199FQDw8OFDeHh46LRfY2NjyOVyhIeHVxouR1vJycnw9/dHVlYW+vbti8jIyApfhNX5/PPP8cUXX1R6/88//4SFhYXW+zY2NoaLiwtatmyp8ZgR/nTv3h3JyclwcnJCYmKi1tsNHz4c584px0u/ePFihWGeFAoFhg4diosXLwJQ3pCeO3duhS/jT548wYQJE3Dz5k24uLjg/PnzsLW15Zbn5+fD8/l43g4ODnBycsKuXbu4Ob8AIDU1FQMHDkROTg53Y6+wsBB//fVXhcTrnTt3MHjwYJSUlCA0NBQ7duyo9HlOnjyJ7t27qx3ejjGGHTt2YO7cuVAoFPj6668xe/bsCuuUj9fe3h5mZmbYs2dPhfkiZDIZPvvsM2zcuBEA8N5771W6Mc9XOXVRB5aWlti9ezc3twagvAHr5uZW6ZhpUlhYiICAAKSnp8PS0hLbtm3DwIEDK6yzZ88evP3225BKpfDx8UF0dHSF68+5c+e4IY927typcchPQHkDPycnB9OnT8e3335bYZlMJuOGKVywYAGXCFCHr3rRR+za+uSTT7Bx40aIRCLuBuCL+Ki/umhXfNUPoHzAQywW491338WKFSsqLKuL4/4imUyGgQMH4tatWxAKhVi2bBnefffdSjcV5XI5Tp8+jf79+3MJ+/LHwdHRETY2Nti5cye8vb257aRSKSZNmoQTJ04AAM6ePat2+C4+r4m6xMJXOXxcE4Gq2wdfoqOjMWrUKADK39EnT56sdVldu3ZFSkoK+vTpg4iICI3rhYaG4tKlS2jTpg2OHj2q9uGl/Px8XL16FQMGDKi0rKrjkpeXh169eiErKwvNmzfH7t27K9XPDz/8gFWrVkEoFKKkpASvvfYaNmzYUGn/fLXv6uhyHurjOvnZZ5/hxx9/hEAggK2tLaZNm4Zly5ZViFe1fmlpKQYMGIC7d+/C2NgY33//faWhhR8+fIixY8fi4cOHaNu2LaKjoyv8TV5YWIi+ffsiNTUVpqamWLNmDaZOnVrp4TKJRIIzZ85USK6npaWhY8eOAIDVq1fjrbfe0lgPfMT6+PFj9OnTB0VFRWjRogX27t1b4W9WmUyGTz/9FDt37kR+fj4YY5g3bx43JKA6Dx48QI8ePbhjP3/+fI3rqiORSPDo0SNkZmZCJpPVaFt1bjw8iJd/ioHYVIiUL1YCNIeRQXLauw9258/jWj9vrOqbAlOY4l3rd+FgVHm+O6KZ3drP4fSsDP9MD0Tr9i8hL/pv+B+8igQfGxjP/FTf4RFCCCHkuZKSEkyaNAn5+flqp0BQaXQ9jMp/8ZPJZBqTH+W/KGgaG74+paenIywsDFlZWfD29saOHTuqTRYBypuN5b8wFRQUoGXLlggLC6uy4l9UVlaGR48ewcrKqsp5kxhjKJWVal1uQ1JYWAhra2ut1jU3Nq/T+RRUN8sEAkGN6knVMw5QJkTLb7tz507uptz777+PTz+t/Me5jY0Ndu3aBT8/P2RmZmLHjh0VnjAu/2RnXl4ezpw5g/btK47L3rFjR7zzzjtYsWIFTp06BQsLCyQmJla60ezv749p06Zh48aNiIyMhKmpaaW2NXbs2Co/76xZs3Dy5Ens3LkThw4d4pLB6uLNzc3FsWPH1PZk+vHHH3Ht2jWcP38ev/32Gz7//PMK4/vzVQ7fdZCTk4O9e/eiR48eYIxxbbimE6j/9ttvSE9XTuS7evVqtWP/T58+HQ8fPsSKFSuQmJiII0eOVJh7w9LSknttYWFRZbtVnTumpqaV1it/7RWJRFWWw1e96CN2bZX/HaWpPD7qT1O7Kq+mn6e29bN8+XK1CRGg/o77i37//XfcunULALB48WJ89tlnGtd98br14rE9duyY2rk9fvzxR+7cPXnypNr5cfi8JuoSC1/l8HFNLE9d++BDTk4OPvjgAwDKa8A333yjdj/lr8Oa/kYQi8VITU0FALRu3brKeG/fvg0AeOWVV9C6dWu169jY2KBly5ZVxq/uuGzatImbt2bTpk1q29uSJUtw48YNrme7iYlJpXL4bN/V0eU81Md1UnX9Zoyha9eulR4yKL/+1q1bcffuXQDAl19+ibfffrvSup07d8aff/6JwMBA3Lt3D0ePHsWUKVO45T/99BPXttauXYt33nlH3aEBAIwfP77C/1UjEKhU1Yb5iPX3339HUVERAOVDbN27d69UxoYNG3D9+nVcuHABQPXX9/I9wh4+fFjja0FZWRnMzc3Rv39/XuaIffT17wAAcdsWGD5ypM7lEe1IpVIcP34coaGhvHyHz8vORtb58wg0a41uzR1w9dlVnDI7hU2DN8FY2OhuldSZy2uUD7B6+fhi2PDhOPMwFsBViExNMKSKOfaaIr7bMCH1jdowMXRNvQ2/+L1Ak0b3V1D5hEBhYaHGXjaFhYVqt9GHzMxMDBo0CElJSfDy8kJkZGSFxEBVRCJRpSFpAOWX/po0fLlcDoFAAKFQWOHJ3xeVSEvQZ3sfrcs1VHGT4mBhon0PLV1UdbxfVL6tFhcXV9j2f//7HwDAyMgIS5cu1Vhuu3btMGzYMBw8eBC7d++ucMOx/DYDBgzgnkZ9Ub9+/bjXY8eORYsW6ieI7d+/PzZu3AiZTIa7d+9qnCA5NzcXsbGxSExMRH5+foVhFh89egRAOen0i5+p/P/9/PwqDVVV3rx583D+/HkUFxfj5MmTFSb25qscvuugS5cu6N+/P4B/b2SpztOa2LdvHwDAzs4Ob775psbt582bh6+//hpSqRT79+/H1KlT1cZV3XVCRV2s5f9f3Wepi/qtr9i1Vf6Gnaby+K6/8u1KF7WtnxMnTmDixIlq16uv4/6iv//+G4Ayubh48eIa7aP8usHBwWpvjALKodhatWqF1NRUrgeFJnxcE3WJha9y+LgmllcX9S+VSjFx4kTcv38fALBw4UKNQ11pcx3OyMjghipzdHSsMl5LS0sUFxcjNjYWjLFaD5OlLp4DBw4AUA7pNnr0aI3Jgffff59LGFV3/vHVvjXR5TzUx3Wy/DF95513qox327ZtAJQJpA8//FDjun369EGvXr1w8eJF7NmzB9OmTeOWbd++HYDy4aE5c+bU+jqlil3T9nzEun//fgBAjx49KvzN+GJMH3zwAdd7qbrzWyQScUMzp6Wl1biNCYVCCASCGn9HUocxBuHdhwAAy06dmuTNBn3jox4BwPx5b0l56iOE91+P8QfG49qza9iWuA1vddbcE49UJJTJAQBmFlYwMTGB8PmDr0LWMB7ObYj4asOE6Au1YWLommob1vYzN7q+86qhJABwT+Gpk5KSAkA55IQ+E0YZGRkYMGAAEhMT0bp1a0RGRlb7JClpuspngl98sjI2NhaAcigd1fBNmgQEBAAArl69Crlcrnadnj17aty+/PxgLz59q2m9nJycSsuzsrIwffp0uLi4YOTIkViwYAG+/PJLrF69mvs5f/48AGWPp6pouiGh0rdvX+71lStX6qQcvusgMDCwyjK0pYqzd+/eahPMKo6OjlyS8PLly7zsmy981a8h4rv++GpX5dWkfq5evcr7/nWlus4EBATo9DeBuh5W5amG98zNzVW7nM9roq6x8FEO39dEvsnlckyePBmnTp0CAIwZMwarVq3SqczyDyQ5OFQ9pJFqCLzTp0+jS5cu+Oabb3DlyhVehsu6du0aAOX5XlWPaX9/f616tKvWrYq2bUoTXc5DfV8nq1q/rKyMu+4FBwdX27tFdS6oeucByqEjbt68CQAYNGiQ1nVWU3zEWlhYiKSkJAA1+92gDdWwjeXPM314VPgI7mllAADX7lV/RtKwmT6/dyBJSYGbhSuW9F4CAPjp+k94WvJUj5EZFiOp8oEKYzNlr36h0fPbTIpGNfsBIYQQ0mQ0uh5G5cdMv3jxInr16qV2PdXwB507d66XuNRJS0vDwIEDce/ePbRu3RqnT59Gq1at9BaPNsyNzRE3KU7fYdSYQqHghpHR5olEc2Pzeoiq5p48ecK9Lj/XgVQq5RIyhYWF3Bwf5acoKz9Zt+pmgEQiQV5entp5E8oP6fWi8hlpbdeTSCQVlhUWFqJfv37cROgeHh4ICgpCy5YtYWVlxd0MOXbsGCIjI1HddGvV9corn7xSDdPDZzl1UQfl91VbYrEYxcXFAKDV/DTu7u64evVqlcdIH/iqX0NTF/XHR7t6kSHXj1gs5pLxuj6wUdX1EPh3CKvyPYZU+L4m6hILH+XUxTWRTwqFAq+//jp27twJQDlH4N9//13rXj7qVFdHa9aswe3btxEbG4v4+HgsWrQIgHLozICAAAwfPhzTpk2rNtn2orKyMu66Ud35LhKJYGdnp9V5yVebUkeX87AhXCednZ01Lnv27BmXBM3IyKj2XFAlv54+fVqhDNU6dflgGR+xZmdnc6+r+92g7YgKKuV7+enT9cwr8Hz+ka07d9FrLEQ3Ju7ugLExWFkZZE+eYKTXSOy8uxNXn17Fn7f/xAc9PtB3iAbBSKY8N03Mn4/QIXj+fbtxTZdNCCGENBmNLmHk5OSEnj174tKlS9i1axfmzp1baZ3MzExER0cDAEaMGFHfIQJQDikzcOBA3L9/nxuGrqEniwDlF7T6GqqNTwqFAjJjGSxMLOpkOKP6IJPJuBtqNjY28PLy4paVH3f/zp07+Oqrr7Qut6ioSO2NOW2/jNf2S/u6deu4G6MbNmzA22+/rbasp0+fIjIystryqrsxV355VTHXtpy6qANNc7DVVnWfDeDnZkz5Y8EXvuq3OnURO1/4qj++2xVQf/VTF8rHo80x1rasmuL7msjXca5tOXVxTeSLQqHA9OnT8ccffwAAhgwZgj179vBybpTv/auuZ2159vb2iI6Oxv79+7F9+3acOXMGmZmZKCkpwalTp3Dq1CksW7YMP/74I2bMmKF1DDVt09q2+7o8d/k6D/VxnTQyMqoy0Vj+XLh06RIuXbqkVbkymQxisRgikYjX61RV6jvWmn4WVTJK38OJJ1+PQhsZIDU3gYkBfH8jmgmMjWHasiUkycmQPHwIE1dXTPebjqtPr2LH3R2Y1XkWLE0sqy+oiTN+3sPI1Fx5rARC5TVRQAkjQgghxCA1uoQRALz11lu4dOkSIiMjsX///koT33788ceQSCSwsLCoMNmtSmZmJh4+fAgA6NatW5VDW9RGSkoKBg4ciOTkZHh7e9MwdEQrR48eRWlpKQDlEB/lb06IRCLY2toiPz8fvXr1wrhx47Qut7onhuvKwYMHASiHI5kzZ47G9aoaWrK8tLS0KperJsMGUOXT2rUtp6HWgUgkgrW1NQoLC/H48eNq11d9/hePUfnr4Iu9xcqTyWRaT6JXE7rUr75j1wVf9VfX+Dr/9MHU1BT29vbIzc3lhqvVB76vifrWUK+JCoUCM2fO5OZpGTJkCPbt28fb33ru7u4QCoVQKBTVJowAZdJizJgxGDNmDADgwYMHiI2NxeHDh7F7926UlJTgjTfeQOfOnascAra88teN8ueeOmVlZdUOb1gfdDkPG/p10snJCQKBAIwxDBo0qMr53l6k6lno5OTEtau6vE7xEWuzZs24Mmryu6E6EokEJSUlAOq2l5U2im5eBwDI23pAYKAPopF/mXp6QpKcjMcffAgzHx+0b9cWg8ydcKrZU+y5twdTO0ytvpAmjMlkMHqeaxaZWQEABM+HpBPQkHSEEEKIQWqUCaOZM2fil19+wcWLF/HKK69gwYIFGDx4MIqLi7F582bupszy5cvVDoWwfft2fPjhhwCAe/fuoU2bNpXWUY2z/qJHjx5VWNayZUtuTHfg3zmLHj58CCsrK3z99ddIS0vT+IXK19dXbzf0ScMhl8uxcuVK7v+zZs2qtE5QUBAiIiIgFAqxePHi+gyvVjIyMgAA3s8nm1VHLBbj9OnTWpV39uxZrZdXNT+TLuU01Dro2bMnIiMjERcXh9LSUpibqx9y8dmzZ4iPjweASsN5lp+Lo6obchcuXKhy/pHa9vDTpV70Hbuu+Ki/ulaT+tH2prdKfRz3wMBAHD58GHFxccjNzYW9vX2d7/NFfF8TG4KGdk1UKBR444038N///hfAv8mi6uZpqQlTU1N4eXkhKSkJycnJNd7ey8sLXl5emDJlCiIiIjBixAgwxrB79+4anTvdu3fHmTNnEBsbC8aYxt40sbGx9TZnVHV0OQ8b8nXS3Nwc3bp1w5UrV2BtbV2rc8HMzAzdunXD5cuXcerUKUgkkhr1gtL2OspHrJaWlvDx8cGdO3eq/d1w5swZrct98OAB97p9+/Y1josvJdISWCYpr9e2XWr2+4w0TDbDh6EoOhqK/HyUXLiAkgsX8JapMc6/w7AtYRte830NxsJGeduEF6zcw1gic2XCCEIako4QQggxZI3ykSgjIyMcOnQIvXv3hkQiQXh4OEJCQjB69GgcPHgQAoEAH3/8MT7++ONalS+TydCnT58KP6ov2xs2bKjw/pYtWypse/36da73UlFRESZMmFCprPI/qqHzSNMll8vx3nvvIS5OOXdUQEBApV5zADB9+nQAQFxcnFbDFembra0tAHBDMKnz3XffVRgLvyqJiYmIiIhQu0yhUOD7778HoBwuKCQkpE7Kaah18PLLLwNQziPy008/aVxv3bp13GTrEyZMqLCsdevW3BAw//zzT5VlVEUoFHI3Z4uKiqoP/jld6kXfseuKj/qra9rWj7W1dZXnnzr1cdxff/11AEBpaWmF5Hx94vua2BA0pGsiYwyzZs3C77//DgAYOnQo78kild69ewMArl69CqlUWutyBg4cyCV6atr2x44dC0CZJN+1a5fG9b777rtax8c3Xc7Dhn6dVJ0LERERuHHjRq3KUB2fp0+fctdUbVla/juklmq+J034iHX8+PEAlN97Tp06pXYduVxeo/ZX/oE81TmmD/HZ8fDMVHancOxavw9nkLphO2oUfC5egOfuXXAND4eJmxuEEhn6p1giozgDx1OO6zvEBk1Rbt460+c9jISqIemohxEhhBBikBplwghQDqkQExODHTt2YOrUqRgwYACGDBmCDz/8EJcvX8bq1as1buvq6orevXujd+/eam8kCAQCbnl1Py1atKiwrZ2dndbb9u7dWy9POZOG48SJExgwYAB386NVq1bYvXu32nVffvllDBo0CAAwbtw47Ny5U+PY8DKZDFFRUTV6spNvwcHBAJQ3En/99ddKyzdv3oylS5dqNYE1oJygevr06ZXG2xeLxZg9ezYuX74MAPjwww+rHPtel3Iaah1Mnz6dm/Pq008/VXvz8Ndff8XatWsBKJ9MV91sVBEKhdyQSQcPHsS+ffsqLJfJZFi6dCkiIyM1Ptmtouq1GRMTo/Vn0KVe9B27rviov7qmbf3MnTu3VnNP1PVxHz9+PPr27QsA+Pbbb7Fs2TKIy90AUSktLcWOHTuqHNqwtvi+JjYEDeWayBjD7Nmz8dtvvwEAhg0bVmfJIgDcMF5lZWUab7gXFRVh69atXM8yddatW8cdr6p6xqozY8YMrhf922+/jXPnzlVYrlAosHz5cpw6dQpWVlY1Kruu6HIeNvTr5OzZs9GlSxdIpVIMHTq0yocXxGIxTp48iQsXLlR4f9asWejQoQMA4JNPPsG3337LJb/KKygowPbt2yu8Z2tri2bNmgHQPEoCn7G+++673AgJU6ZMwfXr1yssLysrw6xZs5CWlqZ17yfVg1OWlpbo06ePVtvUhdiUs/B8qnxt7uentzgIv4RmZjD384Pd2DGwGf0SAGDUI+WwlVtubanTucMMnaqHkUwImJkp5zpWzWFEPYwIIYQQw9So+1YbGRlhwoQJNX6CcOLEiZg4cWKV5Vb3ZUuTgICAWm9LGp+ioqIKw32o5lB5/PgxLly4UOFJ8mHDhuGXX37ReLNQIBBg165dGD58OM6fP49XXnkFLVq0QFBQENzc3CCTyfDkyRM8efIEV69eRUFBARYsWMDdpKxvixYtwvbt25Gfn48333wTv/zyC7p37w7GGM6ePYuEhAQMGTIEPXr0wKpVq6otb+7cudi/fz8CAgIQEhKC9u3bo6CgAP/88w835OPAgQOxZMmSOiunodaBhYUFdu7cibCwMGRnZ2PChAnw9/eHv78/GGOIjo7mbua0aNECO3bsUHsDZ9myZdizZw+Ki4sxbtw4hIaGws/PD/n5+Th58iQeP36MvXv3YsaMGdx8W+qMGzcOt27dwqVLl+Dv74/AwEDuxm379u25p6jL07V+9Rm7rviqv7qkbf0sWLCgVuXX9XEXCoXYtWsXQkNDcfPmTaxYsQIbN27EoEGD4Obmhry8PKSmpiIuLg5FRUUoLCys0XBQ2uD7mtgQNJRr4rp16/DLL78AUA4Z5+Pjg+XLl1e5zdixY2vdi2HkyJEwMTGBVCrFqVOn1A4lV1RUxLXbDh06wMvLCy4uLrCxsUFWVhaio6O5IbgCAwPx2muv1SgGGxsbbNu2DSNGjEBOTg769u2LgQMHomPHjigtLcWpU6eQlJSETZs24YsvvkBRUZHeht1U0eU8bOjXSVNTUxw6dAhDhw5FfHw8hg4dCm9vbwQEBMDZ2RlisRhPnjxBZmYmrly5gpKSEqxZswb+/v5cGWZmZjhw4ABCQ0ORnJyM+fPnY926dRgwYACcnZ2RnZ2NlJQUnD9/HkZGRnj11VcrxDBu3Dhs2rQJx44dw8CBA9GjRw/u+Pn7+3PzjPERq4uLC7Zs2YIJEyYgIyMDPXv2RGhoKHx9fZGfn4+jR48iIyMDe/fu5XojVUfVU2nEiBG8X3+1VSorxflzuxAmAxSW5jBp1UovcZC6ZRMaiuyfNqL5zcewGSjC7ZzbuJh5Ef6u/tVv3AQpysoAAFJjQGT0fD5AIc1hRAghhBg0RhqV/Px8BoDl5+fXaLvS0lKWkJDASktL6ygy/ZLL5Sw3N5fJ5XJ9h8IYY8zb25sBqPbHxsaGvfbaa+z48eNaly2RSNjXX3/NXF1dNZZramrKgoOD2cGDBytsm5uby60THh6ucR+3b9/m1tuyZYvG9aKiorj1jhw5Umn5hQsXWLt27SrFZ2JiwubMmcPKysrYkiVLuPdf9GK8ubm5bOTIkZXKMzIyYnPmzGElJSVq4+SrHJW6qAM+2nBSUhIbNWqU2niEQiF77bXXWHp6epVlxMTEMC8vr0rbu7m5cXXs6OjIALDZs2erLaOkpIS99NJLauMYMWKExmOha73UZ+zamjdvHgPARCJRtevqUn/ants1UdP6KSoq0tiGRSIRA8AWLFigdl98H3dNioqK2KJFi5iVlZXafVlaWrKJEycyiUSi8ThUJTg4mAFgQUFBapfzfU2sbSx8fibGdLsmMlZ9+6iO6jyryc9PP/1UqZyaXIfHjh3LALDOnTurXV5UVMSmTZvG3N3dNcZgaWnJPvzwQ1ZcXKy2DG2OS1RUFPP19a1Utp2dHfv1118ZY4w1b96cAWDvvfdepe35bgvaqM15qFKf18kFCxZw1zhtFRcXs6VLlzIHBweN9W5ubs5CQ0PZ2bNn1ZaRnZ3N5s6dy8zMzNRub2try2bNmlVpu5ycHK6OXvx544036iTWY8eOqf2927x5c7Znzx7GGGNGRkYMAFu0aJHG43bhwgVu20OHDmlzqCvh47vOzsSd7NO3O7AEH1+WPG1arcshtSeRSNi+ffvUnv98USgU7N7gEJbg48t+/c+brOPvHdmnUZ/W2f4MXcGdWyzBx5ed7+rLCsWFjDHGYrd/xxJ8fNmxsO56jq7hqY82TEhdojZMDF1Tb8Pa5g0adQ8jQhqqhQsXIjc3t8J7AoEAZmZmsLGxgYODA/z8/ODt7a1xompNTExMsGjRIixcuBDXr1/HjRs3kJOTA1NTUzg5OcHFxQXdu3evMJ69irm5OcLDwwEAAwYM0LgPJycnbr2qJuH29PTk1vPx8am0vFevXrh9+zaio6Nx8+ZNyGQyuLu7Izg4GM2bK4eBGDJkiNbD5djZ2eHgwYO4c+cO4uLikJOTAxcXFwwaNAjOzs5alcFHOfVRB7Xh7e2NAwcOID09HdHR0cjMzIRAIIC7uzv69+/PDVdTlcDAQNy5cwfR0dFISEgAYwxt2rTB4MGDYWJiAkDZm6ekpATdunVTW4a5uTn279+PpKQkXLhwAU+ePIFEIuHK0kTXetFn7JqMGjUKLi4uMDau/texLvVXF+3qxTKrqx+FQqFxPpeVK1dCJpNp7NHB93HXxNLSEl9//TW++OILxMbGIikpCYWFhWjevDlatGiB3r17w8LCosrjUJW33noLQ4cORcuWLdUu1/WayFcsfH4mQLdrIlB9+6iO6jyriYCAgFrtS+X999/H3r17cePGDVy/fh1dunSpsNzS0hL//e9/ASjnALt37x4yMjJQUFAAa2trtG3bFgEBAVUOk6nNcenbty8SEhJw/vx5XL9+HRKJBJ6enggJCYGFhQUkEgn394ijo2Ol7fluC9qozXmoUp/XyREjRqBZs2Y16qlkYWGBFStWYPny5bh8+TJu376NnJwcmJubw9nZGa6urujWrVuVwyU6ODhg/fr1+OabbxATE4Pk5GSUlJTA2dkZLVu2hL+/P0QiUaXt7O3tcerUKcTFxSExMRE5OTncsH4vtk++Yg0NDcXdu3cRExOD+Ph4yOVyeHl5YfDgwVyMq1atgkKhqHKYuW3btgFQDk86bNgwjevVJcYYoo78gjfPKOcvsgkJ1UscpO4JBAJYh4Uh57ff0PO2DOgNRKdFQ8EUEAoa7Yj+tVZWqpxjT1Kuh5FAdV2kHkaEEEKIQRIwRgPLNiYFBQWwtbVFfn4+bGxstN6urKwMycnJaN26dZ2N6a9PCoUCBQUFsLGx0fuQK4Q/eXl53Dxf4eHhFYb300c5dakptmFDqBeivabYhknjUtM2HBAQgLi4OLzzzjv48ccf6yHCmouKikL//v0BAHv37uXmeyONkyFeh0tKSuDh4YGsrCxs3LgRs2fPrlU5un7XOX/1ENgbC2FXApiHDoLH9z/8e1Oc1BupVIqIiAgMHz6ce9inLpRcvYqU1yZBYGmJWfOMkceK8efwP9Gpeac626ehSj93Cvkz3kGGPTAwNgECgQBxuzfAZskPSGthjpATV/QdYoNSX22YkLpCbZgYuqbehrXNG9BfuYQQQgghhPDsq6++AgBs3ryZm8uroVm3bh0AZe8afc1pSEhV1q9fj6ysLHh7e2PmzJl6iUFRUgLJwi9gVwLktbJHq9VrKFnUyJl36QJjJyew4mKMy1f2ZD6bdlbPUTVM4uc9jGTGQm5kDIHQSPkv9TAihBBCDBL9pUsIIYQQQgjPBg8ejJdeeglisZhLHtWntLQ0REVFqV1WWlqK+fPnY//+/QCAGTNmcD06CWkoiouLsWbNGgDK5Ka+ngJN+vQjNH9chHwLwOXH7yHUMCQiaTwEQiGsQ5XDDvZJVL539jEljNSRlpYAAOQm/95a4hKqNJgNIYQQYpBoDiNCCCGEEELqwA8//IA+ffpAJBKBMVbjeQl18ejRI/Tv3x9ubm7o2rUrWrRoAUtLSzx+/BiRkZHIysoCAHTq1Alff/11vcVFiLYePXqE+fPnw87ODqNHj9ZLDPLCQsiPRgIATs7ugSXteuklDlL/rENDkfvHH7C7eA/CHgwJ2Ql4VvIMzS2a6zu0BkVaVgwhALnxvwkjoZHyNpOAEkaEEEKIQaKEESGEEEIMWnh4OPLz82u8XadOnTB58uQ6iIgQpVatWult/rUWLVqgf//+iIqKQnp6eqXlpqammDlzJlavXg1ra2s9REhI1Xx9ffU+f+H1cwdgDiDLBhj80rt6jYXUL4uePWBkbw95bi5G5HnjoEMKotOiMbbtWH2H1qDISktgCkBhYsS9p+phJKB8ESGEEGKQKGFECDFY5ubmCA8PBwAMGDBA7+UQflG9EG2tX7++VnPEjB8/nhJGpNFq0aIFzpw5g6dPn+LatWvIyMhAdnY2LCws4OnpiaCgIEoUEVKF29m3sTtiHaYAKGrVDENdeus7JFKPBMbGsA4ZjLyduzA4yRwH/ZXD0lHCqCKpWJkwkpdPGBnRHEaEEEKIIaOEESHEYIlEIl6ePOWrHMIvqheirU8//RQFBQU13s7X17cOoiGkYXFyckJYWJi+wyDEoKQUpODtE29jQkYZAKBL4Jh6HVKSNAw2I0Yib+cuuMYlw6Q7w7mMc5DKpTAx0s98Wg2RrLQUAMBM/721JBA+TxhRvogQQggxSJQwIoQQQohBmzt3rr5DIIQQ0kg8K3mG2cdnI6csBz45ZgBKYdXBT99hET2w8O8FY1dXyDIyMCDFFse9i3H56WUEuAboO7QGQy5WJlUVJv/eWhJyCSPKGBFCCCGGSFj9KoQQQgghhBBCSOP3263fkFaUBg/LlmjxTAEAELXz0XNURB8EQiFsX3oJADDsjjkA5bB05F+qhJHaHkYKvYRECCGEEB1RwogQQgghhBBCCAEQlRYFAPjIZTJQJobAzAymHq30HBXRF9vRyoSR+62nsClmiHocpeeIGhbF84QRTP8dpk9oRD2MCCGEEENGCSNCCCGEEEIIIU3e48LHSClIgZHACO1zlT1KRO3aQfD8BjhpekReXjDr3BkChQL9bwvwsOAhrj29pu+wGgyFWKx8US5hJBAqbzPRHEaEEEKIYaKEESGEEEIIIYSQJi82PRYA0KV5FwjupwIAzHza6TMk0gCoehmNvGsNAFh/bb0+w2lQGJcwEnHvCaiHESGEEGLQKGFECCGEEEIIIaTJi0mLAQAEuQdBfCcRACDy8dVnSKQBsBk+HDAxgUNKLjyzhDifcR6XMi/pO6wGgUmUCSNhhSHplPMZUQ8jQgghxDBRwogQQgghhBBCSJMmVUgRlxkHAAhyC0JZojJhZObro8+wSANgbG8Pq+D+AIA3HnsDADZc36DPkBoMJpYCAAQiM+49oUDZw0iooIwRIYQQYogoYUQIIYQQQgghpEm7/vQ6iqXFsBfZo52xG2QZGQCUcxgRYjt6NADA99IzmDFjXMy8iAsZF/QcVQMgkQAAhCJT7q1/h6TTS0SEEEII0REljAghhBBCCCGENGmq+YsC3AIguXsPAGDi5gYjGxt9hkUaCKvgYBg5OoI9y8KHmV0AKOcyYk19nh6JsoeRsFwPI4FQeZuJEkaEEEKIYeItYbRp0yYUFxfzVRwhhBBCCCGEEFIvYtKV8xf1de/77/xFvjR/EVESmpqi2ezZAIDuh5JgJTfBladXcC79nJ4j0y/B84SRUbmEkZGRcj4jQVNPphFCCCEGireE0ezZs+Hu7o558+Yh8fl4z4QQQgghhBBCSEOWU5aD29m3AQCBboEoS7wDABD50HB05F92r06Eibs7WFY2PkpuDwD43+3/6Tkq/RJIZQAAI3OLf98zUt5mEir0EhIhhBBCdMTrkHT5+fn4z3/+A19fX4SEhGDPnj2Qy+V87oIQQgghhBBCCOHNhWsRsCtUwMfeB83Mm0GceBcAYOZDPYzIv4Smpmg+730AQIcjibAsZTiXfg55ZXn6DUyPhKqEUbkeRkIhzWFECCGEGDLeEkaurq4V/n/y5EmMHz8enp6eWLFiBTIzM/naFSGEEEIIIYQQojN5UTFc53yD/2yUY9wjZzCZDOJ7yjmMzHx99BwdaWhsRo5UDlVYVIw3rtpDxmQ4lnJM32HpjVCqfEDYxKxcDyOhsfJfShgRQgghBsmYr4JSU1Oxf/9+/Pzzzzhx4gQ3+ePjx4+xbNkyrFixAuPGjcPcuXPRv39/vnZLCCGEGLyysjIcO3YMCQkJKCgogEKhQKtWrTB37lx9h6ZRWVkZPv/8cwDAsGHDEBwcXOuyPvvsM0ilUvTv3x/Dhw/nKcL6wedxIOoZcvtISkrC5s2bYWFhgc8++wwCgYC3sg35uBCismTJEsjlcgwYMABDhw6tsCw+Ph7btm2DnZ0dFi9eXGcxlMbfgmmpch6Wbj+cQkbqUjCxGAJzc5i0alVn+yWGSSAUwmn+h3j01mwExubij47AkeQjeMXnFX2HphdCiTJhZFwuYSQ0ooQRIYQQYsh4SxgZGxtj/PjxGD9+PB48eIBNmzZhy5YtePr0KQBAKpXi77//xt9//42OHTti7ty5mDp1KqysrPgKgRCDsXbtWmRlZVV4TyAQwNzcHDY2NnBwcICfnx86duwIkUikpygJIfUhOjoaEyZMqNQTt3fv3g0+YbR69WoAgJ2dnU6JkjVr1kAsFkMmkxncjW8+jwNRj8/2kZycjGvXriEjIwNPnjyBiYkJ3Nzc0LNnT3Tu3JmniP81d+5cHD9+HPPnz+c1WQQY9nlDiMrq1au5IcxfTBh5e3tj69atyMjIgKenJ1599dU6iSHjcjQAoNAcsC4F8vfvBwCI2rWFQMjrCO6kkbDs1w8WvXqh5OJFvBIlwEaby3hS/ATOls76Dq3eGcmUExWZmJlz7wmNlEPSCSlhRAghhBgk3hJG5Xl5eeHrr7/GihUrsHfvXvz888+IjIzkeh3dunULc+fOxeLFizF16lTMnTsXHTp0qItQCGmQNm7ciPv371e7nrGxMUJCQjBz5kyMHz8eQvrSSgycQqHAp59+CgAYNGgQwsLC9ByR9uoi9uLiYowbNw7Pnj2Dra0tJk2ahBYtWkAoFMLd3V3n8hsDQ24zpOH46KOPsGvXLqSkpGhcp0OHDvjmm28wYsQIXvZ56NAhHD9+HBYWFli0aBEvZRJSGwUFBVi1ahUYYxg8eDBCQkL0HZJWzMzMsHjxYsybNw+LFi3C2LFj6+RBqrzrl2EF4NIAV0wKfh+Zny0Dk0ph5tue932RxkEgEMBpwXw8fPU1BN9kONBbgaMPj+J1v9f1HVq9M5Y+TxiZW3LvqRKtlDAihBBCDFOdJIxUTExM8Morr+CVV17BvXv3sGnTJvz+++9cz4qCggKsX78e69evx4ABAzB37lyMHTsWxsZ1GhYhDYaVlRWWLFnC/V8mkyEvLw+PHz/GhQsXkJycjKNHj+Lo0aPo06cPfv/9d7Rr106PEROiG4VCwfXGMDY2Nqib/3UR++HDh/Hs2TMAwJ49ezBo0CCdyzREK1euhEwmQ+/evSstM+Q2QxqOffv2ITU1FR06dECHDh3g5uYGBwcHPHnyBFeuXEFcXBwSEhIwatQorF+/HnPmzNF5n0uXLgUAzJkzB05OTjqX96KqzhtCyisoKOCuo46OjgaTMAKAt956C+Hh4UhNTcWmTZvw3nvv8b+TROVDXKZ+HWA3ZgxEXl7I/ftvOLze9G7+E+2Zd+0K69BQFB4/jkmnFYjwOdIkE0aqHkYis39HjlENSSdkgIIpIBTQQ4+EEEKIIam3zEzbtm2xZs0arFy5Ert378bPP/+Ms2fPcstPnz6N06dPw83NDbNmzcJbb70FNze3+gqPEL2wtLSsckz2ixcvYvny5Thy5AjOnTuHfv364dy5c/Dy8qrHKAkhdeXWrVvc66CgID1Gol8fffSRvkMgjdz333+PgIAAODo6ql1+9uxZjBkzBrm5ufjggw/w0ksv6dTL7+jRo7h+/ToA4M0336x1OVWh84Y0BWZmZpg8eTLWrVuHdevWYe7cuTB6PtwVH+SFhbDKLAAAOHcLBACYd+4M8zoYopI0Ps0//ACFJ0+i1z0FDly/hdT+qWhl07TmvTKRKrsRmZbrYWRkZMK9lstlEBqb1ntchBBCCKm9en/UQyQSYdKkSThz5gxu375dadiP9PR0fPHFF/Dw8MDYsWMRGxtb3yES0mD06tULhw8f5oayefr0KcaMGQOFQqHnyAghfCgsLASg/N1I85URUndGjBihMVkEAP3798cnn3wCAJBIJDh69KhO+/vhhx8AAD179oSvr69OZRHS1E2ZMgUAkJKSgkOHDvFadmm88sGNp7aAr1cvXssmjZ/Iywt248cBACZFynHkQYSeI6pfjDGYKKcgg6l5+R5G/95mYs/nKCOEEEKI4dDL2G8SiQR79uzBzz//jNOnT6tdRyaTYd++fdi3bx9Gjx6NjRs3wsXFpX4DJaQBEAgECA8PR1xcHE6fPo2bN29i+/btmDRpUpXb5eXlITIyEvfv30dBQQGaNWuG3r17w9/fX+PE22VlZfj8888BAMOGDeMmb79y5QpiY2ORk5MDT09PjBo1Cvb29pW2j4mJwZUrV5CdnQ0PDw+MHDkSzZs3r/Yz3rx5EwkJCUhPT0dOTg6sra3Rpk0b9O3bt8phfDTFe/HiRZw/fx7Z2dlwcXFBSEgI2rRpU+flvIjPOoiPj8eJEyeQk5MDCwsL7sZmbdy+fRtRUVHIzMzk5soJDg6usudaSkoKfvrpJwDAzJkzqxwaccWKFSguLkZAQADGjBnDvb927Vpu+DUAiIyMrNTDrn379nj9+RAwfNWLPmKvzmeffQapVIroaOVE2zKZrFJ5n376KWxsbCptW5v6q6pdRUdHIy0tDebm5jq1K5XanDeq49G/f38MHz6ce5/v466t/Px8REVF4e7du8jLy4OjoyNatmxZ7TWpvPj4eJw5cwZPnjxBs2bNMGDAAHTq1Emrbfm+JtY0Fr7KeVFtron1yc/Pj3tdVFRU63KePn2KY8eOAQAmT55c7foymQzR0dG4fv06cnJyYGZmBldXV3h4eKBv374wMTFRu52m8+ZFEokEp06dwo0bNyAWi7nfzw4ODgCA8PBw5Ofno0ePHpgwYUKFbeuqLWhDl/OwPq6TEREROHv2LIyMjPDVV19xZRw5cgRJSUnIycnBmDFj1A4Z+OzZM0RGRuLhw4coLi6Gk5MTgoKC0LVrV62PT3Z2Ns6ePYv79++jsLAQzZs3R8uWLREcHAw7OztuveXLl3PDgQPK3m/Z2dkVzjl/f3+MGzdO7X50jbWsrAzHjh1DQkIC5HI5vL29MXLkSFhZWVW/8XNdu3aFn58f4uPjsXXrVowePVrrbauTfln5ezjF1RhBtq15K5c0Hc3efRc5+/eh/WMZLhzZBdZldoP4nVYfmETCvRZZWHOvhYJ/bzMpFJQwIoQQQgwOq0f37t1jCxcuZM2bN2cAKvwIBAI2ZMgQ9uuvv7KJEycyExOTCss9PT1ZVlZWfYZrkPLz8xkAlp+fX6PtSktLWUJCAistLa2jyPRLLpez3NxcJpfL9R0KY4wxb29vBoA5Oztrvc3x48e58yE0NFTjenl5eWzu3LnM1NS00nkGgHXs2JHFxsaq3TY3N5dbLzw8nGVlZbGwsLBKZdjZ2bGdO3dy292/f5/17Nmz0npWVlbszz//1BjrJ598wtzc3NTGCYCZmJiwGTNmsNzcXK3iffLkCRswYIDasiZNmqTxvOCrnLqqg+HDh1fY3s3Nrcr9a3Ljxg3Wr18/jcd7+PDh7MGDB2q3jYqK4tY7cuRIlftxdHRkANjs2bMrvK9q91X9jBgxQuOxqG296CP26ohEomrLe/ToUYVtdKm/umhXNa2f3Nxcjddh1fFYsGBBhff5Pu7afKY5c+ZorB8jIyM2ZMgQJhaLNR6HgoIC9vLLL6vdfsKECay4uFjj/vm+JtY2Fj4/E2O6XRMZ09w++LZ27VouphMnTlRaru3fEps3b+bKuXbtWpXr7tixg7m6umqsczs7O7Z48WK122pzXP755x/m4eFRqVxzc3O2bt06xhhj7u7uDAB7/fXXK23Pd1vQRm3OQ5X6vE4uWLCAi4cxxrZv384cHBwqrL9hw4YK+8jMzGRTp05lRkZGauMLCAhgN2/erPL4pKens6lTpzJjY2O1ZZiamrIJEyZw61taWlZ7HX3jjTcq7YePWHfv3s1cXFwqbWtjY8O2bt3KGGNc+YsWLaqyrHfeeYcBYBYWFrX6vqLpu07crIkswceXrf9wcI3LJPVPIpGwffv2MYlEou9QKni0ehVL8PFlR4N82Z1nCfoOp96U5maxBB9fluDjy3ILn3HvF+Y84d4vKszRY4QNT0Ntw4Roi9owMXRNvQ1rmzeo8x5GUqkU+/fvx88//4yTJ0+CMVZhub29PWbMmIE5c+ZwTyDPnDkTqampWLx4Mf766y8AwMOHD7FixQp89913dR0yIQ3SwIEDYWVlhaKiIsTExEAqlVZ66jg9PR2DBw/GnTt3AAA+Pj4YMmQIHB0d8fDhQ+zZswe3bt3C4MGDcejQIQwaNEjj/sRiMUJCQpCUlIQpU6agbdu2yMzMxPbt25Gbm4tJkyahRYsWcHNzQ2BgIMRiMWbMmAFPT0+kpaXhzz//RFFREaZOnQpvb2/4+/tX2kdERASePn2Kvn37wsvLC66urjA1NUVGRgb3FPqWLVtw69YtREVFVTlkV1lZGQYOHIj79+9jwoQJ8PPzQ35+Pg4fPoy7d+/izz//RFJSEs6cOQMzM7M6K4fvOhg4cCASExMxbtw4tGnTBtnZ2YiJidG4jSYxMTEYNmwYCgsLIRAIEBISgt69e0OhUCAqKgpRUVGIiIhA7969ERkZWeFJe74sXLgQ2dnZWLJkCQBlmw4LC6uwjqaeKHzVrz5iV0c1Wf2hQ4cQExMDY2NjrFixosI6tra23Gs+6698uxo/fjz8/PyQnp7O9XaqDW3rZ//+/Wp7TWnC93GvSkpKCgYNGoQHDx4AADw8PBAWFgZ3d3fk5eXh0aNHiIqKwj///AOJRAJT08rj8UulUoSFheHKlSt4+eWX4efnh5KSEuzfvx93797Fzp07IRQKsX37drUx8HlN1DUWvsrh85pYl6KiorBq1SoAyvnEdInj+PHjAAALCwt07NhR43oHDx7ExIkTwRiDjY0Nhg8fDk9PT5iamiI9PR0PHz5EVFQUjh8/jvDw8BrHcfjwYYwdO5b7e2HUqFHo2LEjSktLcfz4cSxYsKBGT8Hz1aaqost5qM/r5N9//41XX30Vbdu2xZQpU2BtbY3Tp09X+N6TmJiIkJAQPH78GADQuXNnhISEwNbWFvfu3cOePXtw/vx59OvXD6dOnUK3bt0q7efmzZsICwtDZmYmAKBdu3YICQmBs7MzsrOzkZqaitOnTyMi4t9hsb788ktkZWVxbWjYsGHo169fhbrv0qVLhf3wEesff/yBadOmQaFQwMzMDKNHj0b79u2Rl5eHQ4cOYdq0aTA21v6raEBAANavX4+SkhLExMRg8ODBWm9bFUGisq2J/NrzUh5pmlxnz0XWX3+iVZYMl45tg8+kVfoOqV6IS5W9cRUAzMz+7TUoMCrXw4iGpCOEEEIMT11lrB48eMA++eQT5uzsrPaptO7du7PNmzezkpKSKsuZP38+t42Xl1ddhdtoUA8j9RpDDyPGWIWnZhMTEyssk8vlrE+fPtzytWvXVvq8GRkZrGvXrgwAc3V1rfSUevmnax0dHVmHDh0q9XJ4+PAh1wsjLCyMhYWFsT59+rBnz55VWC8+Pp5ZWFhwT/Sqc/ToUZadna12mUKhYNu2bWNCoZABYN9//32ldcrH6+DgwNzc3Fh8fHyFdaRSKZs3bx633sKFC+usnLqoAw8PD3bnzp0Kbfjx48dqj5kmBQUF3BPklpaW7NixY5XW2b59O9ezs3379kwqlVZYzkcvHcaUx1FVzpIlS6osh6960Ufs2lLFLhKJNK7DR/1palfl1bRd1aZ+3nvvvRr1MFKVwfdxV7ePLl26MABMKBSy1atXM5lMVmk9mUzGjh49WuFppPLHoVmzZszb25vdvXu3wnYSiYQNGzaMW09TrxM+r4m6xMJXOXxcExnjv4fRsmXL2KJFi9jChQvZtGnTWLdu3Rig7O0+fvx4jT24tP1bonXr1gwA69evX5Xr9e7dmwFg7dq1q/Q7VCUvL48dP35c7bKqjktOTg7Xo9/JyUlt/axZs4aZmZlxv6ur62Gka/uuji7noT6uk6oeRgKBgNnb27OPP/64Uryq9UtKSpivry8DwIyNjdmWLVsqxXf//n3m5eXFADAfH59KPagKCgqYp6cn14vol19+YQqFolI5YrGYRUREVHjv0aNH3GdbvXp1lW2Yj1hTU1OZlZUVA8BatWpV6W9WqVTK3n33XWZvb88EAoFWPYzu3bvHfYZVq1ZVua466r7ryPLzuV4Qh678VeMySf1ryE8Fn397Ekvw8WUb3grUdyj1JjPpJkvw8WVX/XwrXI9Ki/49t/JyMvQYYcPTkNswIdqgNkwMXVNvw9rmDXhNGEmlUrZnzx42ZMgQ7o//8j8ikYhNmTKFnTt3Tusyk5OTue1NTEz4DLdRquuEkUKhYPLiYoP7kRYWsuz0dCYtLNRqfXVfwPlU24TR+PHjufPhxeF7duzYwS2bN2+exjLu3bvHDWOyZs2aCsvK3ywRCoWVbv6qLFu2jFvPwsKCpaWlqV1vzpw53A2H2iYjX3nlFQaA9e3bt9Ky8vEC6ocQYkzZbgMCArgbSVUlaXQph+86AMCioqIYY7olPf/v//6PK+/F4XHKK1+v//vf/yos03fCSJd6MfSEER/1p6ld6aK29aMuIaLvhNGWLVtqvY/yx0EgELCrV6+qXe/u3bvcep9//nmtY9X2mqhLLHyVw8c1kTH+E0bqhugyMTFhX3/9dZUPMmlzHS4rK+P+Bp48ebJWcdS2XVd1XL755hvus+3fv19jGRMmTODWqy5hVNftW5fzUB/XSVXCCAAbMGBAlev+5z//4dYNDw/XuN758+e59bZt21ZhWXh4OLfshx9+qHJ/L6pJwoiPWD/66CNuWXR0tNrt5XI58/f359arLmEkkUi4dadNm1bluuqo+65TEBPDEnx8WWRvX5aUm1TjMkn9a8g3eTL27mAJPr7sSF9fdj/3vr7DqRepN8+zBB9fdrGLb4X3xaVFXMIo51nNHkhq7BpyGyZEG9SGiaFr6m243oek++yzz/Drr78iIyOj0jIPDw/Mnj0bb775Jpo3b16jclu2bMm9lkqlOsdJdMNKS5HYvYe+w6i1J1qu53PlMgQWFnUaS22UnyC4sLCwwrKtW7cCAIyMjLjhm9Rp06YNhg0bhoMHD2LXrl346KOP1K43YMAAdOjQQe2yvn37cq/Hjh0LNzc3tev169cPP/30E2QyGe7cuaNxguTc3FzExsYiMTER+fn5EIvF3LLU1FQAykmnq+Ln56dxeBKBQIB58+bh/PnzKC4uxvHjxytN7M1HOXzXQZcuXSoc69rau3cvAMDOzg4zZ87UuN7777+P8PBwSKVS7N27V6vJ2usLX/VriPiuP77aVXk1rZ+JEyfyun9dqYa/tbS0xKJFi2pdTnBwsMbrXNu2bdGqVSukpqbi5s2bVZbDxzWRr1h0KYfvayJfvvzyS0gkEigUCmRlZeH8+fM4d+4cFi9ejB9++AH79u1Dz549a1V2WloaNwyZg4NDletaWlqiuLgYMTExkMvlMDIyqtU+1dm/fz8A5d/go0aN0rjee++9h507d2pVJl9tShNdzkN9XyffeeedKperzgUbGxt88MEHGtfr3bs3evXqhYsXL2LXrl2YMmUKt0x1fFxdXfH2229rHVtN8RHrvn37AAA9evRAUFCQ2u2FQiE++OADTJo0Sau4TExMuKGZVUPl6SrjchQAIMXVGP1sPHkpkzRdzYJDkC1YBo9nwNnLe+A1uG5/lzUE4lLl91GpccXhTYWCf3+fMQUNSUcIIYQYGt4SRitXrqzwf4FAgNDQULzzzjsYOXIkhEJhrcrl88szIYauoKCAe/3iPCCxsbEAgO7du1ebmA0ICMDBgwdx9epVjTepqrpZ5uLiwr3u0UNzArH8ejk5OZWWZ2Vl4aOPPsJff/0FiURSZcx5eXlVLu/Xr1+Vy8vf+Lly5YrGhIIu5fBdB4GBgVWWoa0rV64AUN7cqWrOE0dHR3Ts2BFXr17F5cuXedk3X/iqX0PEd/3x1a7Kq0n9XL16tcEljM6fPw9AeV5aW1vXuhx1c7WV5+7ujtTUVOTm5qpdzuc1UddY+CiH72siX+bPn1/pvdjYWIwbNw5paWkIDg7GlStX4OPjU+Oyyz/MUV3CaNSoUfj1119x+vRpdOnSBdOmTUNISAg6d+5co7ld1Ll27RoA5fle1TxF/v7+MDY2hkwmq7ZMvtqUJrqch/q+Tla1fllZGa5evQpAmXSrbp69gIAAXLx4ERcvXuTeKykp4RJxgwYN0rl91GWshYWFSEpKAlCz3w3acHR0RFFRUaWHpmor78YVWAMo9naBkZC+cxLdGNvbo8y3FSxupyLzZATQBBJG0tJiAIDMuOK9HqHxv/PsymX00C8hhBBiaHj/tmFnZ4cZM2Zgzpw5aNu2LS9lHjx4kJdyiO4E5ubwudKwbiRrQ6FQoKCwEDbW1lolLwXm5vUQVc09efJvHylHR0futVQq5RIyhYWFWLp0KQBUmGxZ9Zoxxt0MkEgkyMvLq1CWip2dncY4TExMarzeizc/CwsL0a9fP24idA8PDwQFBaFly5awsrLiboYcO3YMkZGRFT6LOq6urlUuL5+8ysrK4r2cuqiD8vuqLbFYjOJi5Zc5TT3BynN3d8fVq1erPEb6wFf9Gpq6qD8+2tWLDLl+xGIxl4wv36u5Nqq6HgKAqakpt88X8X1N1CUWPsqpi2tiXQoMDMRff/2FQYMGoaSkBCtXrsS2bdt0KrO6OlqzZg1u376N2NhYxMfHc71qLCwsEBAQgOHDh2PatGk17p1fVlbGXTeqO99FIhHs7Oy0Oi/5alPq6HIeNoTrpLOzs8Zlz549g/z5pO8ZGRnVnguq5NfTp08rlKFaR9frVFX4iDU7O5t7Xd3vhuqWv0ihUABAlUnQmhAmPgAAiDT0qCekppwHDUXh7U1wu5mJlIIUeNh46DukOiUpK4YpALlJxe/XgnLftxlT1HNUhBBCCNEVbwmjbt26Ye7cuZg0aRIseB7Ka+TIkbyWR2pPIBA0yKHaqqVQQCiTQWhhUevebvomk8m4G2o2Njbw8vLilqm+QAPAnTt38NVXX2ldblFRkdobc9p+Ga/tl/Z169ZxN0Y3bNiAt99+W21ZT58+RWRkZLXlVXdjrvzyqmKubTl1UQeqm298qe6zAfzcjCl/LPjCV/1Wpy5i5wtf9cd3uwLqr37qQvl4tDnG2pZVU3xfE/k6zrUtpy6uiXVt4MCBcHd3R1pamlbHWJ3yvX/V9awtz97eHtHR0di/fz+2b9+OM2fOIDMzEyUlJTh16hROnTqFZcuW4ccff8SMGTO0jqGmbVrbdl+X5y5f56E+rpNGRkZV9ogrfy5cunQJly5d0qpcmUwGsVgMkUjE63WqKvUda00/iyoZVdueoAqmgEyh7E0nz8+H5dMiAIBrD/XD5hFSU46DwlC4fhM6PWQ4kXQEb3Svu+EjGwJpaYn6hJFAAAUAIQCFvPoerIQQQghpWHhLGKmeMCOE1I2jR4+itLQUgHKIj/I3J0QiEWxtbZGfn49evXph3LhxWpdb3RPDdUXVc7Bv376YM2eOxvVU83VUJy0trcrl6enp3OuqntaubTkNtQ5EIhGsra1RWFio1Zj/qs//4jEqP8RPVUNlyWSyCkMn8kWX+tV37Lrgq/7qGl/nnz6YmprC3t4eubm5SElJ0VscfF8T9a2hXhOr4+TkhLS0tFoPeeXu7g6hUAiFQlFtwghQ3lQbM2YMxowZAwB48OABYmNjcfjwYezevRslJSV444030Llz5yqHgC2v/HWj/LmnTllZWbXDG9YHXc7Dhn6ddHJygkAgAGMMgwYNQmhoqNbbqnoWOjk5ce2qLq9TfMTarFkzroya/G6ojkQiQUlJCYDa9bKSK+R4WvIUq0+sxtJ+S+ESr+y1n2kH+HrWbs4yQl5k1r49pPZWMMstQtLpA0AjTxjJypTnpNykctKcCQAwQEFzGBFCCCEGp24GwCaE8Eoul1eYJ2zWrFmV1gkKCkJERASEQiEWL15cn+HVSkZGBgDA29tb4zpisRinT5/WqryzZ89qvbyq+Zl0Kaeh1kHPnj0RGRmJuLg4lJaWwlzDkIvPnj1DfHw8AKBXr14VlpWfi6OqG3IXLlzghrNRp7Y9/HSpF33Hris+6q+u1aR+tL3prVIfxz0wMBCHDx9GXFwccnNzYW9vX+f7fBHf18SGoKFeEzVRKBRcQq6mQ2WpmJqawk04etsAAQAASURBVMvLC0lJSUhOTq7x9l5eXvDy8sKUKVMQERGBESNGgDGG3bt31+jc6d69O86cOYPY2FgwxjT2pomNja3yulefdDkPG/J10tzcHN26dcOVK1dgbW1dq3PBzMwM3bp1w+XLl3Hq1ClIJJIa9YLS9jrKR6yWlpbw8fHBnTt3qv3dcObMGa3LffDgAfe6ffv2NY6rTFYGBVMgszgTUyKm4PP7XdAaQIqbMYJtPGtcHiHqCIRCWPfvj7L9EXC4+hBpRWlwt3LXd1h1Rvo8YaRQkzBSCAEjOaDQYo48QgghhDQsvN2F6dixI/ejj+0Jaazkcjnee+89xMXFAVBOMDx69OhK602fPh0AEBcXV+uhdOqTra0tAHBDMKnz3XffVRgLvyqJiYmIiIhQu0yhUOD7778HoBwuKCQkpE7Kaah18PLLLwNQziPy008/aVxv3bp13MTnEyZMqLCsdevW3BAw//zzT5VlVEUoFHKTaBcVFVUf/HO61Iu+Y9cVH/VX17StH2tr6yrPP3Xq47i//vrrAIDS0tIKyfn6xPc1sSFoqNdETf7++2/u+Na0nZbXu3dvAMDVq1chldZ+su+BAwdyiZ6atv2xY8cCUCbJd+3apXG97777rtbx8U2X87ChXydV50JERARu3LhRqzJUx+fp06fcNVVblpaW3GvVfE+a8BHr+PHjAQDXr1/HqVOn1K4jl8tr1P7Onz/PvVadYzUhUSh7GAsEApTKSlEYGwMAKG7rBqHAMIerJg2T48AwAEC3+wwnUk7oOZq6JReXAQAUJpWfQ2bPn1OgHkaEEEKI4eHtr+P4+HjuRx/bE9IYnThxAgMGDOBufrRq1Qq7d+9Wu+7LL7+MQYMGAQDGjRuHnTt3ahwbXiaTISoqqkZPdvItODgYgPJG4q+//lpp+ebNm7F06VKtJrAGlBNUT58+vdJ4+2KxGLNnz8bly5cBAB9++GGVY9/rUk5DrYPp06dzc159+umnam8e/vrrr1i7di0A5ZPpqpuNKkKhkBsy6eDBg9i3b1+F5TKZDEuXLkVkZKTGJ7tV2rRpAwCIiYnR+jPoUi/6jl1XfNRfXdO2fubOnVuruSfq+riPHz8effv2BQB8++23WLZsGcRicaX1SktLsWPHjiqHNqwtvq+JDUFDuSbGxcUhKipKY08ahUKBbdu24c033wQAWFhY4KOPPqr1/lTDeJWVlWm84V5UVIStW7dyPcvUWbduHXe8quoZq86MGTO4XlJvv/02zp07V2G5QqHA8uXLcerUKVhZWdWo7Lqiy3nY0K+Ts2fPRpcuXSCVSjF06NAqH14Qi8U4efIkLly4UOH9WbNmoUOHDgCATz75BN9++y2X/CqvoKAA27dvr/Cera0tmjVrBqBi4qWuYn333Xe5oSWnTJmC69evV1heVlaGWbNmIS0tTeveT6oHpywtLdGnTx+ttilPKlcmb8e0GYOZbuPQMeX5tai/f43LIqQqlkGBYEIB3HOA69c0nz+NgbxMOVw6M9WcMGINpBcrIYQQQrRHQ9IRokdFRUUVhvtQzaHy+PFjXLhwocKT5MOGDcMvv/yi8WahQCDArl27MHz4cJw/fx6vvPIKWrRogaCgILi5uUEmk+HJkyd48uQJrl69ioKCAixYsIC7SVnfFi1ahO3btyM/Px9vvvkmfvnlF3Tv3h2MMZw9exYJCQkYMmQIevTogVWrVlVb3ty5c7F//34EBAQgJCQE7du3R0FBAf755x9uDP2BAwdiyZIldVZOQ60DCwsL7Ny5E2FhYcjOzsaECRPg7+8Pf39/MMYQHR3N3cxp0aIFduzYofYGzrJly7Bnzx4UFxdj3LhxCA0NhZ+fH/Lz83Hy5Ek8fvwYe/fuxYwZM7j5ttQZN24cbt26hUuXLsHf3x+BgYFcD5L27dtzT1GXp2v96jN2XfFVf3VJ2/pZsGBBrcqv6+MuFAqxa9cuhIaG4ubNm1ixYgU2btyIQYMGwc3NDXl5eUhNTUVcXByKiopQWFhYo+GgtMH3NbEhaCjXxMjISHzyySdwcHBA165d4eTkxM0Jk56ejujoaG4uFXNzc+zatQuenp613t/IkSNhYmICqVSKU6dOqR1KrqioiGu3HTp0gJeXF1xcXGBjY4OsrCxER0dzQ3AFBgbitddeq1EMNjY22LZtG0aMGIGcnBz07dsXAwcORMeOHVFaWopTp04hKSkJmzZtwhdffIGioiK9Dbupost52NCvk6ampjh06BCGDh2K+Ph4DB06FN7e3ggICICzszPEYjGePHmCzMxMXLlyBSUlJVizZg38/f9NZpiZmeHAgQMIDQ1FcnIy5s+fj3Xr1mHAgAFwdnZGdnY2UlJScP78eRgZGeHVV1+tEMO4ceOwadMmHDt2DAMHDkSPHj244+fv78/NM8ZHrC4uLtiyZQsmTJiAjIwM9OzZE6GhofD19UV+fj6OHj2KjIwM7N27l+uNVB1VT6URI0bU6vqr6mHkaeOJ3nds8IQB6R5WGBLI/+9t0rQZWVtD2MUP7OotmF1MgPQ1KUyEJvoOq06oehjBpPLn43oYMUoYEUIIIQaH8QQA91NTcrmc21YoFPIVUpOUn5/PALD8/PwabVdaWsoSEhJYaWlpHUWmX3K5nOXm5jK5XK7vUBhjjHl7e1c4ZzT92NjYsNdee40dP35c67IlEgn7+uuvmaurq8ZyTU1NWXBwMDt48GCFbXNzc7l1wsPDNe7j9u3b3HpbtmzRuF5UVBS33pEjRyotv3DhAmvXrl2l+ExMTNicOXNYWVkZW7JkicZry4vx5ubmspEjR1Yqz8jIiM2ZM4eVlJSojZOvclTqog74aMNJSUls1KhRauMRCoXstddeY+np6VWWERMTw7y8vCpt7+bmxtWxo6MjA8Bmz56ttoySkhL20ksvqY1jxIgRGo+FrvVSn7Fra968eQwAE4lE1a6rS/1pe27XRE3rp6ioSGMbFolEDABbsGCB2n3xfdw1KSoqYosWLWJWVlZq92VpackmTpzIJBKJxuNQleDgYAaABQUFqV3O9zWxtrHw+ZkY0+2ayFj17aM6p0+fZiEhIczc3Fzj/s3NzdmkSZPY/fv3NZZTk+vw2LFjGQDWuXNntcuLiorYtGnTmLu7u8aYLC0t2YcffsiKi4vVlqHNcYmKimK+vr6Vyrazs2O//vorY4yx5s2bMwDsvffeq7Q9321BG7U5D1Xq8zq5YMEC7hqnreLiYrZ06VLm4OBQZVsMDQ1lZ8+eVVtGdnY2mzt3LjMzM1O7va2tLZs1a1al7XJycrg6evHnjTfeqJNYjx07pvb3bvPmzdmePXsYY4wZGRkxAGzRokUaj9uFCxe4bQ8dOqTNoa4kPiOenbhwgt1Iv8GSX32NJfj4suzff69VWUR/JBIJ27dvn9rzvyF5umkTS/DxZTvC2rNbWbf0HU6diVjxFkvw8WUHZwyptOxS5/YswceX3buh/vrQVBlKGyZEE2rDxNA19Tasbd6gQfQwys3N5V43lGExCKlLCxcurNDuAeWT2GZmZrCxsYGDgwP8/Pzg7e2tcaJqTUxMTLBo0SIsXLgQ169fx40bN5CTkwNTU1M4OTnBxcUF3bt3rzCevYq5uTnCw8MBAAMGDNC4DycnJ269qibh9vT05Nbz8fGptLxXr164ffs2oqOjcfPmTchkMri7uyM4OBjNmzcHAAwZMkTr64KdnR0OHjyIO3fuIC4uDjk5OXBxccGgQYPg7OysVRl8lFMfdVAb3t7eOHDgAPdEfWZmJgQCAdzd3dG/f39uuJqqBAYG4s6dO4iOjkZCQgIYY2jTpg0GDx4Mk+dPFy5btgwlJSXo1q2b2jLMzc2xf/9+JCUl4cKFC3jy5AkkEglXlia61os+Y9dk1KhRcHFxgbFx9b+Odam/umhXL5ZZXf0oFAqN87msXLkSMplM47wUfB93TSwtLfH111/jiy++QGxsLJKSklBYWIjmzZujRYsW6N27NywsLKo8DlV56623MHToULRs2VLtcl2viXzFwudnAnS7JgLVt4/qBAcHIzg4GGKxGFeuXEFaWhoyMzMhlUpha2uLdu3aoVu3bhr3Xxvvv/8+9u7dixs3buD69evo0qVLheWWlpb473//C0A5B9i9e/eQkZGBgoICWFtbo23btggICKhymExtjkvfvn2RkJCA8+fP4/r165BIJPD09ERISAgsLCwgkUi4v0ccHR0rbc93W9BGbc5Dlfq8To4YMQLNmjWrUU8lCwsLrFixAsuXL8fly5dx+/Zt5OTkwNzcHM7OznB1dUW3bt24HpTqODg4YP369fjmm28QExOD5ORklJSUwNnZGS1btoS/vz9EIlGl7ezt7XHq1CnExcUhMTEROTk53LB+L7ZPvmINDQ3F3bt3ERMTg/j4eMjlcnh5eWHw4MFcjKtWrYJCoahymLlt27YBUA5POmzYMI3raSJTyCB/3svBtUSEZ1evAgIBrIfWvCxCtGE3fDie/d//oWMKQ/zVk/AL8dN3SHWCqYYNNdXcwwg0JB0hhBBicASMaRhMvqYFlbupXdMid+zYgYkTJwJQDstB8xjVXkFBAWxtbZGfnw8bGxuttysrK0NycjJat25d5Rc/Q6VQKFBQUAAbGxu9D7lC+JOXlwd7e3sAQHh4eIXh/fRRTl1qim3YEOqFaK8ptmHSuNS0DQcEBCAuLg7vvPMOfvzxx3qIsOaioqLQv39/AMDevXu5+d5I42SI1+GSkhJ4eHggKysLGzduxOzZs2tehrQE97PuIzs9Gz7xqchbFQ6L3r3h8d/f+Q+Y1CmpVIqIiAgMHz6ce9inoYqaPBzNLicjfnBrvLw+Qt/h1IlDH78G7wPX8GBIB4z4vuI8uxe7d4BVCYPRnz+iXffBeoqw4TGkNkyIOtSGiaFr6m1Y27xBrXoYvTiRak2XqxQXFyM+Pr7C5M69evWqTUiEEEIIIYQ0GF999RVCQkKwefNmfPLJJ3B3d9d3SJWsW7cOgLJ3jb7mNCSkKuvXr0dWVha8vb0xc+bMWpUhlit7QRgLjFF05iwAwGbEcN5iJEQd8wljgMvfonXMQyhKSyGsoseooWJiZS9FgWnlXo3cHEbUw4gQQggxOLVKGFU38W5NJ+Yt74033qj1toQQQgghhDQEgwcPxksvvYQDBw7gq6++woYNG+p1/2lpaXjw4AH69etXaVlpaSmWLFmC/fv3AwBmzJjB9egkpKEoLi7GmjVrACiTm7V9ClSVMDJlQkgePIDQxAQ2YWG8xUmIOr7DXsOlr7+Fcx7Do71/wWNS7RKeDZpEeW4JRKaVFikEAgAMTEEJI0IIIcTQNIg5jABAKBTiyy+/VPullhBCCCGEEEPzww8/oE+fPhCJRGCM1XheQl08evQI/fv3h5ubG7p27YoWLVrA0tISjx8/RmRkJLKysgAAnTp1wtdff11vcRGirUePHmH+/Pmws7PD6NGja12OKmFkIlEAAKyCgmBkZ8dHiIRoZCWyxrUgZww5/AS5f21vpAkj5dyUQlHlIe25HkYKWX1GRAghhBAe1CphpG5i1OvXr1e5/EUCgQCWlpZwcnJC165dMXHiRPj4+NQmHEIIIYQ0YeHh4cjPz6/xdp06dcLkyZPrICJClFq1aqW3+ddatGiB/v37IyoqCunp6ZWWm5qaYubMmVi9ejWsra31ECEhVfP19eXl/FEljIzEypvbNiNG6FwmIdqQDO0LydHdEN17hNKbN2HeqZO+Q+LX84SRkUjdkHTKjBGTK+o1JEIIIYTorlYJo2vXrlV6r/wTk+qWE0II38zNzREeHg4AGDBggN7LIfyieiHaWr9+PdLS0mq83fjx4ylhRBqtFi1a4MyZM3j69CmuXbuGjIwMZGdnw8LCAp6enggKCqJEEWn05Ao5pHIpTGSARK6AQCSC9aCB+g6LNBEdvANwrv0eBN9iyP3zL5iHN66EkUCq7D1kZFZ5fiYmfP4vDUlHCCGEGJwGMyQdIYTUlEgk4uXJU77KIfyieiHa+vTTT1FQUFDj7Xx9fesgGkIaFicnJ4TRfC2kiZIoJAAAC6kAEgBmHTtCaGmp36BIk9HNqRt+6y5E8C05CiIi4Lzo40Y1HKJAokwYqR+STvlAsUJOCSNCCCHE0PCWMEpOTuarKEIIIYQQrc2dO1ffIRBCCGmAVMPRmcmUN6/Nu3TWZzikiXGzdEOed3OkNM+ExzMxis6ehe1LL+k7LN4In/cwMhGp6WH0fAAa6mFECCGEGB4hXwV5enpyP4QQQgghhBBCiD6JZcqEkYlEOY+KuRZz7RLCF4FAgK7O3XDVW5k9KY49p+eI+CWUKJNBxubqEkbUw4gQQggxVLwljAghhBBCCCGEkIZCIpfAVAoIFAwQCCDy8tJ3SKSJ6dK8C256Pk8YnT8PxpieI+KPUPY8YWRmUWkZEyo/M2OKeo2JEEIIIbqjhBEhhBBCCCGEkEZHLBfDXKK8QS8wNYXAmKbwJfWrq1NX3GkhgNQYkGVmQpL8UN8h8cZYqkwGmahLGKmGpKMeRoQQQojB0fov5t9//73C/6dPn17lcl28WDYhhBBCCCGEEKItBVNAIpfAXqL8v0Ak0m9ApElq79AeApEId9xL0SmFofhcLERerfUdFi+MuISRZaVlqh5GCoWsXmMihBBCiO60ThjNmDGjwv9fTOq8uFwXlDDSn8bURZ4QQgghhBDSNEnlUjAwmEkAKQAhJYyIHpgamaKLUxfc9Ix7njA6B4fJk/UdFi+MZcqEkcjCqvLC53MYMTkNSUcIIYQYGhqSjgAAhEJlU1Ao6A86QgghhBBCiGETy8UQSQEhA5hQCIGxMfedh5D6FNIqhJvHqCTuApiscfS6MZYpHzY1Na+cMFI8P9UY3V8ghBBCDI7WPYyCgoJ0Wk4aNuPnX6DKyspgaVm5SzkhhBBCCCGEGIry8xdJTE0hZAzGNIcR0YNQj1CsdglHkRlgVViIsvh4mHfpou+wdCJXyGHyPO+lLmGk6mEEBc1hRAghhBgarf9ijo6O1mm5PpSVleHXX3/FwYMHkZqaCjMzM3To0AHTpk1DWFiYTmVnZ2fj3LlziImJQUxMDFJTUwEAixYtwpw5c/QeX00JhUJYWFigqKgIjo6O9bpvQgghhBBCCOFTmbwMlmLl6xKFAhaWltTDiOhFc4vm6ObaA/EeF9A7UTksnaEnjMRyMZcwEqlJGDGBag4j6mFECCGEGJpG+4hVSkoKhgwZgsTExArvX716FX/88QdmzJiBzZs31+pLw65du/DKK6+one8nPz9f7/HVlo2NDdLT05Gbmwt7e/t62y8hhBBCCCGE8KVMVoZCcQEcpUCBXI5ShQLurq76Dos0YWEeYbjscfF5wug8mr39tr5D0kmZuBhGz2+HmJtbV1rOVB2MFI1j+D1CCCGkKWmUCSOJRILhw4cjMTER1tbWWLlyJQYPHoyioiJs3rwZmzdvxpYtW+Dm5oaVK1fWuPyysjI4ODigT58+CAwMRFBQEAYNGgS5XLvu1nUdX23Z2tqitLQUmZmZKC4uhq2tLYyNjSFQdSc3YAqFAhKJBGVlZfRkITFI1IaJoaM2TAwdtWFi6JpKG2aMIa0oDcIiOZ6KZSgsLESzdu1ga2ur79BIExbqEYr/eoYDUKDkyhUoSkshNDfXd1i1Ji4t4l4bman5HKprDPUwIoQQQgxOo0wYbdiwAQkJCRAKhTh48CCCg4O5Zb1794alpSW+//57rF27FrNmzYKHh0eNyp8wYQImT55c60RKXcenC2dnZ5iamiIvLw+PHz+ut/3WNcYYSktLYW5u3igSYKTpoTZMDB21YWLoqA0TQ9dU2nCZrAw5ZTkwK5XD6s5DWBYXw6V/f32HRZq45hbN4dq+O7JsLqBZgRQll6/Aqq/hzgMtLi3kXgtMTSstV/UwYlo+VEsIIYSQhkMvCaOUlBRERkYiNzcX7u7uGDJkCK9PfP32228AgGHDhlVIxqgsX74cmzZtQmlpKf73v/9hyZIlNSpfJBI16Ph0IRAI4ODgAHt7e8hkMq17TTV0UqkUZ8+eRf/+/WFiYqLvcAipMWrDxNBRGyaGjtowMXRNoQ1LFVK8f+p9PM5Pxaq/jWBy9xEcP/+8USfIiOEI8xyCm54XMfAGQ/G5WINOGJWVKBNGMiNAYGRUeQWh8pxj1MOIEEIIMTi8JYwkEgk2bNgAQJlQmTNnTqV1GGNYvHgx1q1bVyERoepR88Ybb+gcR3p6Om7evAkAGDNmjNp17O3tERwcjKNHjyIiIqJeEzINPT4VgUAAExOTRvNl0sjICDKZDGZmZo3mM5GmhdowMXTUhomhozZMDF1TaMN7bu/BpexLCEs0h9XdQhjZ2sJm5Ah9h0UIAOWwdJ95rsLAG3LkbN8O6wEDYNGrl77DqhVJaTFMAMiM1Sdj2fMkLfUwIoQQQgwPb4NXx8bG4sMPP8SHH36InTt3ql1nzZo1+Oabbyr1WikuLsabb76JP/74Q+c4VMkYAOjevbvG9Xr06AEAuHXrls77rImGHh8hhBBCCCGEGJpCSSF+uv4TBAqGKXHKIbIcZsyAkZWVniMjRKm5RXNI+nfHrVYCoLgEqW/OQtHZs/oOq1akpcUAAJmx+ltKTNXDiFEPI0IIIcTQ8JYwOnnyJPc6NDS00vLc3FysXLmS+7+DgwO6desGY+N/OznNmzcP+fn5OsXx6NEj7nXLli01rteqVSsAQEFBgc77rImGHh8hhBBCCCGEGJqzj88iT5yH0cmOMEvLhpGtLeynTNZ3WIRUEOI9FOGvCBHvYw4mFuPRO++i4OhRfYdVY5Ky5wkjEw23lFQJIzkljAghhBBDw9uQdDExMdzroKDKY/H+9ddfKCxUjnP76quvYuvWrTAxMUF8fDz69euH3NxcZGdn4++//8Zbb71V6zhU+wAAqyqeJiu/rKioiNc5lKrCd3xisRhisZj7f0FBAQDlGOVSqVTXcBsN1bGgY0IMFbVhYuioDRNDR22YGLrG3oZj02IhUDC8dLYMAGA7/XUoRCIoGunnbYoaQxse2moottzagpWjM7DylCu8L2Ugbf4CCN3dIfL11Xd4WhMXK+9ryI2FauuDQZkwUshkBl1ffGsMbZg0bdSGiaFr6m1Y28/NW8IoMzOTe+3i4lJp+YEDBwAo5zf68ccfuXGz/fz88PHHH+OTTz4BABw5ckSnhJGi3KSKQqHmDlTll704RF5d4ju+8PBwfPHFF5XeP3bsGCwsLGoZZeN1/PhxfYdAiE6oDRNDR22YGDpqw8TQNcY2zBjD6YLT6JvAYJVZALmFBeIcHcEiIvQdGqkDht6GXxK+hM1Gm/Hp4Kf4Lqc5XB88w9XNvyJn0EB9h6a1jNs34QxAImSIUHOeMZnyhlRqaora5U2dobdhQqgNE0PXVNtwSUmJVuvxljDKzs7mXjs5OVVYJpfLuR5IgwYNgqOjY4XlI0aM4BJG5ef4qQ1LS0vudWlpKUQikdr1yh+gqnr68I3v+D755BPMnz+f+39BQQFatmyJsLAw2NjY8BBx4yCVSnH8+HGEhoY22kl+SeNGbZgYOmrDxNBRGyaGrjG34eT8ZBQdzMfLMQwA4DRrFnzGjtVzVIRvjakNW962xLdXv8VJr1xMeQB4SCQIGD5c32Fp7USh8r6N0EyE4WriPr5tDYAitHBzwwAD+lx1rTG1YdI0URsmhq6pt2HVyGTV4S1hlJOTw71+MVGRmJiIoqIiAMqE0Yu8vLy410+fPtUpDmdnZ+51eno67Ozs1K6Xnp4OQNnjqb6GowP4j08kEqlNOpmYmDTJhl8dOi7E0FEbJoaO2jAxdNSGiaFrjG344rOLGHqJwTWHwcjODo5Tp8KokX1G8q/G0IZndJqBq1lXkfg4EgBQevMGjI2NIRAI9ByZdphEovzX1Fh9XTwfMUUAZvB1VRcaQxsmTRu1YWLommob1vYzax4TTYcdFhcXV1h26dIl7nVAQEClbcsnPEpLS3WKw8/Pj3sdHx+vcb2EhAQAgI+PD4yMjHTaZ0009PgIIYQQQgghxJDE34jEq2eVQ383//BDGFlZVrMFIfolEAiwMmglSlu7QC4AFFnZkD15ou+wtCYvU963YSYankFWJb7KDclPCCGEEMPAW8KoWbNm3Ov79+9XWKYajs7IyAjdunWrtG1ubi732t7eXqc42rZtCzc3NwDAP//8o3YdqVSKkydPAgAGDBig0/5qqqHHRwghhBBCCCGGQiKXoPvvcTCTAqybH+wmvKzvkAjRiq3IFmM7vYrU5yP6l964od+AakAufp4wMtXwpLJQmTBilDAihBBCDA5vCaPyPWeOHDnCvZbJZDh48CAAoGvXrhXm8FFJSkriXvv4+OgUh0AgwMSJEwEAf/31F1JTUyut89tvv3FD302aNEmn/TW2+AghhBBCCCHEUNzeth5+yTJIjAGv8DUQCHn7iktInRvUchCSXJXJlYJrl/UcjfYUYtWQdOoTRuz5ecgU8nqLiRBCCCH84O2v6bCwMO716tWrcfLkSeTk5GDhwoXIyMgAAIwaNUrttqoeSADQr18/nWNZtGgRbGxsUFJSghEjRuDG8yd1FAoF/vjjD8yfPx8A8NJLL6F3796Vtv/tt9/g6ekJT09PpKSk6BwP3/ERQgghhBBCSFMne/YMgh/+CwC49lJ7mHm21nNEhNRMa9vWyPVSjtby7PI5PUejPYW4TPlCUw8jgaqHEauniAghhBDCF94SRtOmTYOtrS0AID8/HyEhIXB0dMR3330HADA1NcXMmTPVbrtr1y7u9SuvvKJzLM7OztixYwdEIhFu3bqFLl26oHnz5rCxscGUKVNQUlKCDh06YMuWLWq3LygoQEpKClJSUiCVSistl8vlXEJJ9SOXK5+cWb16dYX3f/zxR97jI4QQQgghhJCm7um338GkWIz7LoDV1Ff1HQ4hNSYQCODSsy8AQJiYDCY3jB45TCwGAAjKzUddgVA1h5FhfB5CCCGE/Iu3hJGjoyM2btwIgWpywxd8+eWXaNmyZaX34+PjERcXBwDo3r07unbtyks8Q4YMwZUrVzBu3DiYmZkhKysLxcXFcHV1xaJFi3DhwgU4ODjUqmzGGJdQUv2o5OXlVXg/Ly+v3uMjhBBCCCGEkMau6OIFAMD2YCH6tOyr52gIqZ2eAWNRZgKYlslQcv+evsPRCpOoEkam6ldQ3ReiHkaEEEKIwTHms7BXX30VTk5O+PLLLxEXFweJRAJfX18sWLBAY++iL7/8knv96aef8hkOOnTogN27d0OhUODZs2cQiUSws7OrdruZM2dizJgxAIAWLVpUWm5sbIzk5GStYrC3t+c9PkIIIYQQQghpyphMBll6OgQAWOuWcLNy03dIhNRKV5fuOORmgnYpUiTGHEb3dr76Dql6YuVILEJT9T2MaA4jQgghxHDxmjACgEGDBmHQoEEAlHPyCKuZdHT58uX47LPPAAB+fn58hwMAEAqFcHZ21np9Gxsb2NjYVLmOp6enjlH9q6bxEUIIIYQQQkhTJs3MhECugMQIaN8uSN/hEFJrRkIjyHw9gZR7yLwYBcxYoO+QqsWeD90vrGZIOqZQ1FdIhBBCCOEJ7wmj8qpLFgHKXjaEEEIIIYQQQoi2pI8eAQCe2gF93AP1GwwhOnLp2Q/45x6M7ySDMaZxqP8GQyIBAAhFZmoXCwTP7wXRkHSEEEKIweFtDiNCCCGEEEIIIaQ+5Dy4DQB4aidAT5eeeo6GEN106j8OAOCaKcHdJ/F6jqZ68rIyAIC5hfqRWRj1MCKEEEIMFiWMCCGEEEIIIYQYlLQ7lwEAEhd72Ips9RwNIbqxbuWFEmsTGCuAy1G79B1OtVQJIytLDXM2q0aboTmMCCGEEINTp0PSKRQK5ObmoqCgAHK59n8otGnTpg6jIoQQQgghhBBiyAoeJsEWgJUnfXckhk8gEEDu6wVcTMSTS9EodIxE1saNEN+5A48//gfzTp30HSJHIpdwQ9JZWzuqX+l5DyNQDyNCCCHE4PCeMBKLxdi6dSv++OMPXLp0CcXFxTUugzEa55YQQgghhBBCiHqCtCcAAPd23fUcCSH8cO7ZFyUXEzH4UBoe75/LvV8QcaRBJYyelT6DqUz52sJCQ+++53MY0b0dQgghxPDwmjBKTk7G6NGjcfPmTT6LJYQQQgghhBBCAADPSp7BLkcMAGjXsb+eoyGEH449+qAEv8JEDijMRbDq0g0l58+jrIHdX3lW8gzNCpSJIBNnZ/UrGamGpKMeRoQQQoih4W0Oo7KyMgwdOpSSRYQQQgghhBBC6syVpDOwUk6hAgcvX/0GQwhPLAP74MGorvi7nxA7Vw2Gy2dLAQCl8fFgMpmeo/vX06JMNMtXvjZp0UL9SoLnQ9LJKWFECCGEGBreEkabNm3C3bt3uf93794dO3fuREZGBmQyGRhjWv8QQgghhBBCCCHq3L0VBQAoszOH0Nxcz9EQwg+BUAinBfOxu68QkQWXYOzpAaGlJVhpKcT3H+g7PE5uxkOYygGFQHMPI4Hw+a0mRgkjQgghxNDwNiTd7t27udcBAQE4c+YMTP+fvfsOj6Jc3zj+nd1seqMkoYTQe+9IR0CliYhiQwTFAurPY++9nqPHoyhYUVQs2Cki0qu00HvvpBAgIb3szu+PDQtIC7Aw2XB/rouL2Z2Zd+4kA9dmn32f19/fW8OLiIiIiIiIkLRlFQC22AoWJxHxriZRTQj2C+ZQziE2pW4mpEEDshYvJmfNagJr17I6HgBZu3cAkFM6BMPhOPVBR9cwcukDwSIiIr7GazOM1q1b59l+6aWXVCwSERERERERr0rOSsbYfwCAiKq1LU4j4l0Ou4PW5VsDsGDfAoIaNQQge3Xxaf2fv2+/+++Y0qc/yF7Ykk4zjERERHyO1wpGR44c8WxfccUV3hpWREREREREBID4xHhiUt2zFkKqVLM4jYj3ta/YHoD5++YT2LCwYLS2+BSMSEwGwCgfffpjCmcYaQ0jERER3+O1glHp0sc+XRKkPtIiIiIiIiLiZUuTlhKT6t72r1TJ0iwiF0PbCm0BWHVgFc467qJo7qbNuHJyrIzlEZCUCpz535/WMBIREfFdXisY1axZ07OdkJDgrWFFREREREREAFiauJSYw+4ZRo5YFYyk5IkNi6VKeBWcppNlrh3Yo8qC00nO+g1WRwMgJCULgLC4M8zwO1ow0hpGIiIiPsdrBaPrr7/esz1z5kxvDSsiIiIiIiJCUmYSew/vpExhN3T/OBWMpGTytKXbv4Cgho0AyFmz2spIAGTlZ1HmcAEApaqcYQ0xFYxERER8ltcKRkOGDKF8+fIAvP322+QUk+nSIiIiIiIi4vuWJy8nOtX9S6wRHIy9TBmrI4lcFEfb0v29/28CGzYAIHu19esYJWckUrawYBtepcbpD7QZ7r9dakknIiLia7xWMIqMjOTLL7/E39+f9evXc/PNN5ORkeGt4UVEREREROQytiZlDdGp7hkL/rGxGIZhcSKRi6NFuRb42/xJyEwgrVo0ANlrrS8YpezZgp8LnDbwi4k57XFaw0hERMR3+XlroClTpgAwfPhw3nvvPcaPH0+NGjUYNGgQzZs3JyIioshjXXPNNd6KJSIiIiIiIiXA2pS1lEt1bzsqqR2dlFxBfkG0LNeSBfsX8EHuZO4D8nftxpmaij0y0rJcaTu3EAKklwrAsNtPf6Ba0omIiPgsrxWMevTocdJzSUlJvP322+c8lmnqRYWIiIiIiIi45bvy2XBwAw2OzjBSwUhKuAebPsiypGXMPLyE22LCCEtKJ3vNWkI7tLcsU/aeXQBkRYWd8TjPDCO1pBMREfE5XmtJJyIiIiIiInIxbEvdRo4zh9g092ceHZViLU4kcnHVL1uff3f8NwYGK8u62/1nr1ltaaaC/fsBcMaUPvOBhmYYiYiI+CqvzTCqWLGit4YSERERERERIXPxErJXrWLtFcEAxKY7gHz84+KsDSZyCVwZdyVPtnqSVUvfoMM6k92LZhA1fLhleYyEA+6/K5Q783GeNYxUMBIREfE1XisY7d2711tDiYiIiIiIiJDw7LPk791L+bhIonqZlDqYB4AjVjOM5PJwW93byGy7HKZPhlUbyEzcR0g5az6wG3AgDYDA2DO3hDRshesbaYaRiIiIz1FLOhERERERESl2nOnp5Bd+MLH07lT+84UTv9wCMAz81eFCLiN33vAG+2McBOeabPrXMEyn05IcoSlZAITFVT/zgXb3W02GqTWMREREfI0KRiIiIiIiIlLs5G7dCoCtdCm2lTMIyXU/71e+HIa/v4XJRC4tP/8Adj7WnxwHBK3cQsrIkZc8gys/n8jUAgBKVatzxmM9Lek0w0hERMTnqGAkIiIiIiIixU7uli0A5FWP5YWBNhY3da9jFFS/gZWxRCzRucNAPunhfgsn5aOPyZg3/5JeP23fDuwm5NshulLtMx9sFM4wUsFIRETE56hgJCIiIiIiIsVO7hb3DKMD5QLJdxisursDVX7+mfJvvmFxMpFLr3pkdQ51qM/UpgaYJvufeIL8xMRLdv2UbesAOBhhI8g/+IzHGoUt6Uy1pBMREfE5fhdz8AMHDjB//nzWrFnDoUOHyMzMxDRNPv/884t5WREREREREfFxR2cYbS7l7kXXIKohQQ3qWxlJxFK9q/XmvW7raXgggPJ7D3Pw89GUe+7ZS3LtI7u2Egyklwk867GGze7+WzOMREREfM5FmWG0YcMGbrrpJsqXL8/111/Piy++yPvvv8/nn3/O6NGjTzi2f//+VKlShSpVqrBixYqLEUdERERERER8zNGCUXxIEgANyza0Mo6I5XpU7YHTYefLtjkAHJk8GTM//5JcO3vvbgByosLPeuzRNYwMUwUjERERX+P1gtE333xD8+bN+fHHH3E6nWc9fujQoezatYtdu3bx0ksveTuOiIiIiIiI+JiCQ4dwHjwIhsHK4BQMDOqX1ewiubxFBUfRulxrVlc1yAsPwnnoEJkLF16Sazv37QegoFyZsx9cWDBCM4xERER8jlcLRhMmTGDw4MFkZ2cDYLfb6dixI8OHDz/tOddccw3VqlUDYNKkSezbt8+bkURERERERMTHHF2/yFmuDLn+BtUjqxPiCLE4lYj1elfvjctmsKS+PwBpEyZekuvaEg8CYK9Q7uzHFrakQzOMREREfI7XCkYZGRncfffduFzuRQ0bNWrEmjVrmDNnDiNHjjzteYZhcPPNNwPgcrn46aefvBVJREREREREfNDRdnSHKoQC0KBsAyvjiBQbXeO6EmgP5I9aGQCkT5+OMyPzol834ECa++/YuLMfbNcMIxEREV/ltYLR6NGjSU5OBiA2NpaZM2dSt27dIp3bvn17z/a8efO8FUlERERERER80NGC0fYy7jbnWr9IxC3EEUKXuC5sKw9HokMwc3LImDH9ol7TzM8n5LB73aSIyjXPerxhFK5hpIKRiIiIz/FaweiPP/7wbD/zzDOUKVOEvraFGjY89uJ/xYoV3ookIiIiIiIiPuhowWhxkHvdlKbRTa2MI1KsDKo3CAyDKbXdRZyL3ZYuPzERmwl5flCmYrWzHm8UtqQz1JJORETE53itYLR27VrPds+ePc/p3NKlS3u2Dxw44K1IIiIiIiIi4mNM0/QUjHaVdbfgqlnq7LMaRC4XDco2oFNsJ+bVcz/OXLiQgov4Xkruzp0AJEdAdEjM2U+wFb7VpIKRiIiIz/FawejgwYOe7QoVKpzTuXa73bOdl5fnrUgiIiIiIiLiYwqSknClp+M04EBZPx5p/ojVkUSKnWGNh5FU2mBzRQNcLo5MnnzRrnV40XwAtpczKBN09m4ytsL3eNSSTkRExPd4rWAUGBjo2c7NzT1pv2EYpz330KFDnu3jZxuJiIiIiIjI5SVr8yYAEkrDgAa3ERceZ3EikeKnftn6dI7tzLz67vda0sZPuGjXyly8GIAdNUNx2BxnPd4onGGklnQiIiK+x2sFo+joaM/25s2bz+nc49vZxcbGeiuSiIiIiIiI+Jj4v38FIDHGn3sb32txGpHi674m9/F3XYMCG+SsX0/m3397/RquzEzMDe4WkYfrVSzSOUfXMEIzjERERHyO1wpGLVu29GxPnHjygotnmmF0/PHt2rXzViQRERERERHxIel56excOQeAio2vINw/3OJEIsVX/TL1aV67C1Obud9vWfPqk7yz+G3eX/4+SZlJXrlG1vLlGE4XyRFQtU7rIp1jHG1Jp3qRiIiIz/Fawahnz56e7REjRpCYmFik8/bv38+XX37pedynTx9vRRIREREREREfMmbdGKIT3S3Om7W5ztowIj5gWONh/NLORpY/ROxIYfOvY/h8zee8sfgNr4yfVdiObl1lg1blWhXpnKMt6VBLOhEREZ/jtYLRTTfdROXKlQH3mkQ9e/Zkz549Zzzn4MGDXHfddWRkZADQtGlTunbt6q1IIiIiIiIi4iNSc1L5bv1YKqW4HwfVqm1tIBEfUK9MPZ69+t/s7t0UgHsWhuDnhJl7ZrI9dfsFj5/693wA1sXZaB7TvEjn2Apb0tnUkk5ERMTneK1g5HA4+PDDD7EVfpJkxYoV1KtXj2HDhvHjjz+ecOy8efN45ZVXqFevHkuXLvWc/9FHH3krjoiIiIiIiPiQr9Z/RciBTAIKwPD3xz8uzupIIj6hV7Ve9H32M+xlyxKSnM6wXTUA+HLdl2c588yc6ekUbHSvUZ3XpCYRARFFO1EzjERERHyW1wpGAL179+a///2vZ72ijIwMPv74Y2666SZcLpfnuI4dO/Liiy+SnJwMgN1u5+OPP6Z166L1wxUREREREZGS43DOYb7b8B2VDrjfYPavXt2zDoqInJ0tJISyw4cB0H5qAgF5JpO2TyIxs2jLBZxK1tJ4DJfJ/lJQt06HIp+nNYxERER8l1cLRgD/+te/mDBhAuXLly/S8eXLl2fChAnceeed3o4iIiIiIiIiPmDMujFkFWTRfWc4AEENG1qcSMT3lLrxRhyV4zAOpzH6A5OXvsxhxePDSJ8167zGO2H9ovJFW78IwG7zA8BQSzoRERGf4/WCEbhnGu3YsYNPP/2UXr16ERFx4rTlwMBArrzySt5//322bdtGz549L0YMERERERERKeYOZh/k+43fE5xj0mRtJgAR/a6zNpSIDzIcDsq//DK2iAj881zU2g9VZm5k7/D7yd+//5zHS13oXr9oY2U/mkU3K/qJhS3pDLWkExER8Tl+F2vggIAA7r77bu6++24AsrKySE1NJSQk5KQCkoiIiIiIiFyexqwbQ3ZBNnfsKo+Ru5eAmjUIatLE6lgiPimkTRtq/b2A3F27eHPsPXT8cx8VDptkLV1KRN++RR7HmZqKc8t2DMDVtB7BjuAin2uzFbakc53lQBERESl2LsoMo1MJDg6mQoUKKhaJiIiIiIgIAC7TxS+bfwHgqtXutXAjb7jBsy6uiJw7w24nsFo1Wg78F0tru/8tHVm86JzGyFy6FMM02VsG6tdud87XB80wEhER8UWXrGAkIiIiIiIicrx9GftIz0+nZpIdx9Y9GA4H4ddea3UskRLhmirXkFyzLAAHFs45p3MzF7kLTOsqG7QqV/T1iwAMtaQTERHxWSoYiYiIiIiIiCU2H9oMwHXrQwAIu+oq/EqVsjKSSInhZ/Ojc+/huICghMOk7dtZpPNcWVmkTv0LgI1VHTSOanxO17XZ3asfqCWdiIiI71HBSERERERERCyx+fBmAvJMmqw8AkDkjTdanEikZOnZ8AYSKgQAMH3CiCKdc/Dz0XDgIMkR4LqiGYF+ged0zWMzjM4tq4iIiFjPr6gHBgae2wuEC5GTk3PJriUiIiIiIiLW2HR4E1dsNHHkOHFUjiO49bm1vhKRM/Oz+RHWsjWMn0vighmk3ZlGRMDp15bO37ePg6NHA/DNlTZaVGp9zte02QpnGKklnYiIiM8pcsEoNzf3YuYQERERERGRy8zmw5u5Z6W7b1Vk/xswDMPiRCIlT52u/dk/fi41dubx1bqv+L9m/3faY5P/+1/M3FzWxcHi2gaPxHY85+sZdjsmmmEkIiLii9SSTkRERERERC65zPxMzO27qb0P8LMT2e86qyOJlEghLVoAEJcCvy/7moPZB095XFZ8PEcm/4kLGNPNzj2N76VemXrnfD2bzQ5ohpGIiIgvKvIMozVr1hTpuE8++YQPP/wQgICAAK6//nq6detGrVq1CA0NJSMjg82bNzNt2jR+/fVX8vLyAHjggQe49957z+NLEBEREREREV+z5fAWuhbOLgrr0gW/qCiLE4mUTH6lS+NfvTp527ZRZWc2by15i7c6vEXuipVkLlqELSQEe2goyV9/BcCMJgZVm3fh/ib3n9f1bHY7TsDm8uIXISIiIpdEkQtGDRo0OOsx7777rqdY1LJlS3744QeqVat20nHt27fnzjvvZOvWrdx8880sW7aMDz/8kOrVq/Ovf/2r6OlFRERERETEJ21JWkfHte4ZCJE33mhxGpGSLbhVS/K2baP+boMxO6cQvS+LPv9egPmP5QeyAmBR76p82uFNbMZ5NqWxH51hdKGpRURE5FLzWku6jRs38vTTTwNQtWpVpk2bdspi0fFq1KjBtGnTqFy5MgBPPfUUW7Zs8VYkERERERERKaayps8kLAeyy4QS0q6d1XFESrTgwrZ03Q6XJzzXTosRMzFzc/GvV5eU9vVYVcvBmsoGY64N4c1rRxHqH3re17IZakknIiLiq7xWMPriiy887eWee+45IiIiinReqVKleP755wHIzc3liy++8FYkERERERERKaaiZ7jbnmdf0xajcEaCiFwcRwtG/tv38+GcapRLheQIGNpzD8M7bOb1/ibfD6/N0P8bTeXwyhd0Lbvd3cxGM4xERER8j9cKRn/99Zdn++qrrz6nc48//s8///RWJBERERERESmGcnbuoMrWdFxA9A03WR1HpMRzxMTgiIsDl4vAZRswHX68f70/KY4cYoJjeKXtK/zc52caRzW+4GsZNvdbTTYVjERERHxOkdcwOpu9e/d6tqOjo8/p3OOPP34cERERERERKXn2fvcVAKur27ihdkuL04hcHoJbtiBt924Ayj/3PC90qcW21G30qtaLQL9Ar13H5qcZRiIiIr7KazOMMjMzPduHDh06p3OPPz4jI8NbkURERERERKSYMfPzyZk4GYAN7WJx2BwWJ5Jz5XSZfDZ3O7M2JVsdRc5B+DU9AIgcMIDIATfSJLoJ/Wv192qxCMBmcxeMbC6vDisiIiKXgNdmGEVHR7Nnzx4AZsyYwa233lrkc2fMmOHZjomJ8VYkAFJSUpgyZQq7d+8mMDCQevXq0bVrVxwO7/xSciHju1wuFi1axMqVK0lJScHhcFCxYkXatm1LjRo1vJJPRERERESkOMmYMwf74XRSQ8DVtpnVceQ8jF+5j9cnb6BUsIPlz3fHMAyrI0kRhHZoT60li7GFhV3Un5mtcE0yzTASERHxPV4rGF1xxRWegtFrr71Gv379CAoKOut5WVlZvPrqq57Hbdu29Uoep9PJiy++yL///W8KCgpO2FehQgW++OKLc15ryZvjT5o0iQcffJCdO3eecv9VV13Fp59+SuXKF7bYpIiIiIiISHGSuXgJAAvrGNSKqmtxGjlXBU4X78/YAsDhrHz2Hs6mUulgi1NJUdnDwy/6NWw2FYxERER8ldda0g0ePNizvWHDBvr06UNSUtIZz0lMTKR3795s2rTplONciAcffJDXX3+dgoICWrVqxVNPPcUDDzxA+fLl2b9/P3369DlhZtOlHP/PP/+kb9++7Ny5E39/f/r3789TTz3FQw89ROvWrQGYOnUqHTt2JDU19bwzioiIiIiIFDe5hb//bS9nUKt0LYvTyLn6dfk+dh3M8jxetz/NwjRSHBmFBSMb7s4qIiIi4ju8NsOoR48e9OnTh4kTJwLuNnO1a9dm4MCBdOvWjZo1axIaGkpGRgZbtmxh2rRpjB07liNHjnjG6Nu37wXN+jlqzpw5fPTRRwA8/vjj/Oc///Hse/XVV+natSvLly9n6NChbNy4kYCAgEs6/ssvv4zL5aJMmTL8/fff1Kp14i9JH3/8McOGDWP37t2MHj2aRx999JzyiYiIiIiIFEemaZJTWDDaFW1Qq5QKRlZbuvMQtcuFER549rbqeQUuRsx0zy4KC/AjPbeAdfuPcE2D8hc7pvgQm/3YW02mywk2r31WWURERC4yrxWMAL799luuuuoqFi1aBEBaWhojR45k5MiRZz23bdu2jB071is53n77bQBq1arFm2++ecK+yMhIPv/8c5o1a8bOnTv58ccfuf322y/p+OvWrQPgtttuO6lYBHDffffx+uuvs3fvXs+xIiIiIiIivq4gORlXWhpOA3JjoygdWNrqSJe1Sav388B3K6gdE8Yvw9sSGuAHuemwZwnsXgh7l4LdHyLjILIy8UkGXY5spUJwLldUdPDvbZVYtz/a6i9DipmjaxgBuJwF2P28s4a0iIiIXHxeLRiFhYUxc+ZMnn32WUaMGIHT6TzrOXa7nYcffphXX32VwMDAC86QmZnJ9OnTARg0aBD2416oHNW0aVOaNGnCypUr+e23386pYOSN8cuXL8+WLVvOODXbNE3PsSIiIiIiIiXB0XZ0+8tAtZjaFqcpoUwTxvSG9AS4ZzYEnnrNGtM0GTlrGwCbktJ5bNxyPirzI0b8F2Ce+nf5tkBbB+AC9sCnjiCu3ad1qORENtuxt5pcrrO/LyQiIiLFh9fnBQcFBfHuu++yfft2nn/+edq0aXNSS7aAgACuuOIKnn/+eXbs2MHbb7/tlWIRwNq1a8nNzQWgXbt2pz2uQ4cOACxbtuySj3/nnXcC7hlZGzZsOGn/Bx98wL59+/D39z/n2U8iIiIiIiLF1dF2dLujDBpHNbY4TQm1eyHsmg+HtsG630572IKtB9mQcIRAh40AO3Ta/AbG0s/cxaLIOFKq9+P76Ef4PPJfTAi/hTkBnZnrbMgM4woKmtyOK6wCYUY2V2TN4kB67glj70vNJjk952J/pVJM2fyOFYyczgILk4iIiMi58uoMo+PFxcXxyiuv8Morr2CaJkeOHCE9PZ2wsDDCw8MxDOOiXHfz5s2e7WrVqp32uOrVqwOwe/ducnJyilyw8sb4jz32GElJSYwYMYJGjRrRo0cPatSoQXZ2NosXL2bFihWULl2aMWPGUKdOnSLlEhERERERKe7S168F3OsXDaly4evXyims/PbE7eZ3nPKwT+dtB+DmFpUYeGgENXbNwmkazKj3GmOOtODvdQdPed5rvRrg16Yy/P0hTH2WgfbprNv3JJ3rxACQkpHLNf+bS2igH7Me60yg41hXDqfLZNBn88lzwrf3tMPfT2vblESGcezn6lLBSERExKdctILR8QzDICIigoiIiIt+rdTUVM926dKn74ddqlQpz3ZaWlqRC0beGN/Pz493332XFi1aMGzYMCZOnHjCuQ0bNuT777+nfv36Z82Tm5vrmfEEcOTIEQDy8/PJz88/6/mXi6PfC31PxFfpHhZfp3tYfJ3uYfF1xeUeTl23kkCgoGpFKgVXsjxPiZOXid+63/B8PHPPYvIT10OZmicctjExnbmbD2AzTB52jiZi1zhcGDyWfx+/ragKHMRhN7i+aQVaVi6F0zRxuiAiyI/udaPdP7cGAzCnvUw92y7WrZ9LfvXrAPhz9X7ScwtIzy3gj1X7uLbxsTbr81Zu4JV9dxNk5LL4789pc0XHIn9pxeUelrNzuUzPdl5urn5mhXQPi6/TPSy+7nK/h4v6dV+SgtGllJNzbNq7v7//aY87voCTnZ19ScdPT0/n5ptvZvLkydjtdnr37k3dunXJzMxk0aJFLF++nEaNGvHWW2/x+OOPnzHPm2++ycsvv3zS81OnTiU4OLioX9ZlY9q0aVZHELkguofF1+keFl+ne1h8nZX3sFFQQLW9yQD4la7O5MmTLctSUsUeWkDzvEwy/KPJDCxHzJHV7PjtDTZUuPGE48ZutQE2ngqbSsTqrwBYUelOtqS0w55q0ibapFtFF6Udu2D/LhyF5xUAf+48Nk65gFa0zplP2fVjmGx3/3787Xr32AAfT12F374V7oNNF5VX/4fqtgQAwmcOZOGeRzkcemIx62z0/3DxV5CfQ73C7RkzpuEfXOqMx19udA+Lr9M9LL7ucr2Hs7KyinRciSsYBQUFebbz8vJOW9Q5vvBzLoUVb4x/9913M3nyZMqWLcuMGTNo1KjRCfs//fRT7rvvPp544gkqVarEzTfffNo8Tz/9NI888ojn8ZEjR6hUqRJXXXUV4eGnXtz0cpSfn8+0adPo3r07Dofj7CeIFDO6h8XX6R4WX6d7WHxdcbiHk1YtJt0FGYFw5w1PEBsWa0mOksz+7WcAFDQdRFZwFZj1ADWz4ql6zedgc7eGS0jL4dHF86hp7GGo8wcAnF1fplGb+/nVNMl3mkVuFbe6bCBMm0/bgsXYOn/BESOMFxdP5mW/H8gmgJFHrqN+66uoXCaYzD9fJNK1nkwzgC1mRZrYttN+xzu4bvwas1oXAMYs3EViWg5PXl3rpDb2xeEelqLJz89l13MvAdCpY0dKRVeyNlAxoXtYfJ3uYfF1l/s9fLQz2dmUuIJRZGSkZ/vgwYOEhoae8rhDhw4B7nZ551JYudDxt2zZwrhx4wD497//fVKxCOCee+5h6tSp/PLLL7z22mtnLBgFBAQQEBBw0vMOh+OyvPHPRt8X8XW6h8XX6R4WX6d7WHydlffwmqWTqAIcrBBKy9JVLclQoqXuhp3zABiwqCo7c0NZGhhKRHoCWxdPJrViJxLSsvlzbSJ2Vy6fhX6ErSAXanTH3v4h7IUFmtP30ThZtcadWftXFRrYdpKz8juWGy342e95atj2A3C9fT4Lpz9KjRY1iFw+EoAvyzzCPFtLhie9RCdWYxt3K9w6jqV+TXl98iYA+jaNpVFs5Cmvqf+Hiz+b/VjB0W6gn9c/6B4WX6d7WHzd5XoPF/VrLnErTNaqVcuzvW3bttMet3XrVgDi4uKKvH6RN8ZftWqVZ7tDhw6nPb9LF/cnrDZu3HjCGkUiIiIiIiK+KGn1YgACa9e2OInv2Jqcwf7UIrZQX+WeLbSEBmzOLUW+4eC3grYAbJv2Cbd8tohHflzFtPVJPOE3jioFOyC4LFw3Cv4xm6eoSoUGMMm/BwC2RSNpP2sANWz7SfePJjO0CtFGKn23Po857jYAviy4mupd7qBPixoMzX+MeX5twZWPOe0FXhq/1jPu6r1p55VHigebceytJpfLaWESEREROVclrmDUoEEDz4yb+fPnn/a4efPcn7xq0aLFJR3/+F6BpmlyOi6XCwCn00leXt45ZRQRERERESlOEjMTCdiZBEDVZl0sTuMbEtNy6P3BPPqOXEBWXsGZDzZNCpaNBeD7vA40io0g/tlu1O0xDICr7PE0KuOie1V/3qi+jrv8/nSfd90oCI2+oJx7Y3txxAzCP/sAQWYWi1112Hvjn/g/uIiPbTeRazowTBfxrlp8GjiEbvVi6NO4AjY/fx7IGIzLHoiRtJbQxCWeMdfuU8HIlxmGgbOwBqmCkYiIiG8pcQWj4OBgrrrqKgC+/vprCgpOfmEdHx/P6tWrAejXr98lHb969eqe7Tlz5pz2OjNmzAAgKiqKsLCwc8ooIiIiIiJSnPy18y8qJ7s/MBfd6Nw+tHe5mr4hiZx8FwfSc/kpfu8Zjz20egp+R3aRYQaytUwXvhrSijKhAbRu2wViGuBPAROc9/NZwg3cuu9190mt7oFaV19wzhqxMXxW0AuAMQVX8UTwq9SpUR1HQBCpLR/h6ry3eDX/NobmPUr/ltVw2G1EBDm4un450ghlYZj79+s7/f6kTbXSgGYYlQTm0YKR8yzFThERESlWSlzBCODxxx8H3C3jHn300RNm8hw8eJC77roLgKpVq3LjjTeedP7ChQt57rnneO655zxrEXlr/NatW1OpknvBx6effprly5efsN80TUaMGMH48eMBTplPRERERETEl8xdPZFSme43kQNq1LA6jk+YtTHZs/3ZvO0UOF0nH+Qs4MDkNwj7baD7HL8OfH53J0qFFK5EZBjQfLB7O6ewCBMR536u+yteyVm/QgQfOPtRP2c0LxUMpnuDWIzCFnc3tazETrM8o529SDPCuLlVJc95N7aIBeCFJHer9u72Zfy3WwQAm5PSycnXzBRf5iosGJlO/RxFRER8iZ/VAS6GDh068OCDD/LBBx8wYsQI5syZQ5cuXcjMzOS3334jJSUFf39/Ro8ejb//yUt6Ll68mNdfd3/qavDgwZQuXdpr4/v5+TFy5Eiuu+46Dh48SMuWLenWrRt16tQhMzOTRYsWsW7dOgAqV67Miy++eJG+SyIiIiIiIhffgn0LyNq8AQC/2FhsISEWJyr+cvKdLNiWAkCgw8bew9n8uTaRPo0rHDsoeSPpPwwl6tAaAP62t6TZXe8TE/6PNXpb3AWRcRAYAdF13X97Uf0K4YBBJkEAXNOgnGdf1bIhtKlWmkXbD9GldjSxpYI9+9pWL0uFiEC2pVVkjrMRneyrqbDpa8qEdOVgZh4bE9NpUinSq1nl0jHVkk5ERMQnlciCEcB7771HmTJlePPNN1m1ahWrVq3y7KtcuTKjR4+mS5fz7519IeP36dOHKVOm8OCDD7Jp0yamTp3K1KlTPfsNw6BPnz6MGjWK6OgL6yctIiIiIiJilXxnPm8teYv6hZNlguvUtTaQj1i4/SA5+S7KRwRyU8tKvDd9C5/M3UbvRuXds3c2TKLgp7sIc+WQZgbzdeRwbr/nCSJDAk4ezGbzSuu50ykfEUjpEH8OZeYRFRZAs7hSJ+x/rlc93p22mad61DnhebvNYEDh17a8wi10SlqNsWIsLcpfzV9b81i3K4kmecshthUEhF60/HJxuAr72bg0w0hERMSnlNiCkc1m48UXX+Shhx5i6tSp7Nmzh4CAAOrVq0enTp2w2+2nPbdt27a8+uqrAJQpU8br4wN0796dDRs2sGLFClasWMHBgwfx8/OjYsWKtG3b1tO2TkRERERExFd9t/E7dh7ZyXUH/YEcAmrXtjqSTzjajq5LnWgGXVGFj+dsY+2+I/y9NYU2yeOwTXsOP0zmORswpdZLvHDLlQT4nfl30IvFMAzqVwhn3pYUrqoXg81mnLC/QcUIvhjc8pTnDu9cgxrRoXSp1R0+/xJSNnO78SdV7EfoM/svKDgENa+C2366FF+KeNGxGUZaw0hERMSXlNiC0VGRkZEMGDDgnM5p1aoVrVq1umjjH2UYBs2aNaNZs2bndb6IiIiIiEhxlZKdwkerPgKgWXppYD8BtWtZG8oHmKbJzI3JBJDHsIxRlP4jk08qRDJ+TxCZv36LPfsPAMYWdCWp/au8elW9k4o0l9o9HavhdJnc07HaOZ3n72ejd6PCNnut74U/HqX9nk9o7wCO1hm2TIVdf0OFlhy3fLAUc6ZhAKZmGImIiPiYEl8wEhERERERkUvvvWXvkZmfSSv/2gTt2YIJBGqG0VltTc4g6XA6n/q/T6VtKwDoBHTyB7LBZRq8Yw6k0U3PMLBhhTOOdal0qBlFh5pRFzZI41tg1puQlcJmV0U+c/Xhzebp+K36Fma8ymOBrzFno526rTKpXSHSK7nl4tEMIxEREd9k89ZAn376KZmZmd4aTkRERERERHzU6gOrGb9tPACPLIjEzMsjoF5dHGq9fVazNiTwP8dIuthWgF8gdH4Gmg9hS3ATVrqq8ULQU/S7/02uKSbFIq/xD4G7pmLeMYnbHO/xU0FH1td+AOwBsPtvDq/9i9Q8g4fGrSInX7NWijtXYcHIdLmsDSIiIiLnxGsFo3vvvZeKFSvy0EMPsWnTJm8NKyIiIiIiIj5m/FZ3seiezJbYpi8Am43yr7yKYVjbOq3Yc7motfgZetsX4zT84KZvofOT0Oc9Yv81kz39/+CJfz1KzZgwq5NeHGWqY1TtQMNKpQBYkRoMLYcC8Jjfj4DJxqQMXp203sKQUhRmYZtEUy3pREREfIrXCkYAaWlpjBgxgjp16tCtWzd+/fVXnHpxICIiIiIiclnZmrqVgDyTTt9vAKD0oEEENahvcariL2fmv+mcPY0C08bhnp9AzW6efUH+dvo0rkB4oMPChJdGw4oRAKzem0Zio/vINANoZNvBc9GLMQz4dvFuJq3eb3FKORNPSzqnWtKJiIj4Eq8VjMqXL3/C4xkzZtC/f3+qVKnCq6++SmJiorcuJSIiIiIiIsXYjrQd3DzXheNAKo6KFYn6vwetjlT85RzBvuhDAN4PGk7ZljdYHMg6RwtGa/al8sXKTL5w9gBgQN4vDOsQB8BTv6xhZ4ra4hdXpqclnT5ELCIi4ku8VjDavXs3P//8M927dz+hzcDevXt54YUXiIuL4+abb2bu3LneuqSIiIiIiIgUM4dzDlNq5yF6xJsAlHvpJWzBwRan8gHLv8ZRkMFWVwVyG95qdRpLNYx1F4y2Jmfw/eLdfFbQi3xHOOE5+/hXuXW0qlKajNwCXpq4zuKkcjpm4ftCLhWMREREfIrXCkZ+fn7079+fqVOnsnXrVp588kmio6M9+/Pz8xk3bhydOnWiYcOGfPTRR2RkZHjr8iIiIiIiIlIMbE/bTr+/XdhMCO/dm9AO7a2OVPw583EuHAXAp85e9GpU0eJA1ooJDyQmPACXCem5BURHx2C0GQaAY9H7vHm9u73h/C0ppGXnWxlVTuPYDCOXtUFERETknHh1DaOjqlWrxltvvcXevXsZN24cV1555QmzjtauXcvw4cOpWLEiDzzwAOvXa8FKERERERGRkmDnrtU03+qeXVTmnrstTuMj1v2GPX0fB8wItpfvReNKkVYnstzRtnQAQ9tXxWx5N/m2QIzk9VQ/NJ9aMaEUuExmb0q2MKWcjmkrnGGkNYxERER8ykUpGB3lcDgYMGAAM2bMYNOmTTz22GOULVvWs//IkSOMHDmS+vXr06VLF3766ScKCvRiQkRERERExFc5p87GzwWpVcsSWKuW1XGKP9PEXDACgDEFV3Nr25oWByoeGlaMBKBsqD/XNa0IQZHsiOrm3jnvHa6qGwPA1HVJFiWUM9EMIxEREd90UQtGx6tZsyZvv/02e/fu5dtvv6Vjx44n7J89ezYDBgygcuXKvPTSS+zfv/9SRRMREREREREviZntXlcm+6o2FifxEdtnYyStIcsM4I+AHvRsWN7qRMVC/+YVaRoXyUvX1ifQYQdgW9Q1mH5BsG8Z/SK3ADB7UzI5+Vonp7g5OsPIdOpnIyIi4ksuWcHoqICAAG699VbmzJnDhg0b6NWr1wn79+/fz8svv0zlypXp168ff//996WOKCIiIiIiIuchZ8MGovdmkm+HUn2utTpO8WaakHUI5v8PgHHOzvRsVc9THLncxZYK5rfh7ejdqILnuTxHOK6mgwCotuEjyoUHkpnnZOG2g1bFlNMwC5clcLlUMBIREfEll7xgBJCXl8cPP/zAsGHD+OOPP055TEFBAb///jvt2rXjuuuuIzEx8RKnFBERERERkXOR8stPAMTXNKhWqZHFaYqptb/AR+3gzVj4T1XYMQenafClswe3talsdbpiz9XmfrA5MHYt4K449/sEU9erLV1x42lJpxlGIiIiPuWSFoy2bt3KE088QWxsLLfccguzZ8/27DMMg6uvvprRo0dz00034XA4PPvGjx/PFVdcwcGD+tSQiIiIiIhIcWTm5XFk0iQAljUPJyIgwuJExdDuxfDrPZC0FvIyADjiV4b3C/pTp25DKkYGWRzQB4RXgKa3ATAg9TP8KGDa+iRcLtPiYHI8zwwjUwUjERERX3LRC0b5+fn8/PPPdO/enVq1avH2229z4MABz/5SpUrxyCOPsHnzZqZMmcKdd97JDz/8wNatW7nllls8x+3cuZNXX331YscVERERERGR85Axdy5GajqHQiGneV2r41hq5KytDPhkIalZeceezEyBnwaDqwDq9YUH4jn88B6uyBvFCOf13NG2ilVxfU+HRyEgnIiUFbwQMI6UjFxW7Em1OpUcR2sYiYiI+KaLVjDasWMHzzzzDJUqVeLGG29k+vTpmOaxT/w0a9aMzz//nH379vHf//6XGjVqnHB+XFwc3333HY888ojnuYkTJ16suCIiIiIiInIBUn/9DYB5DQyqlq5ucRrrpGXn8/70LSzZcYgJq/a7n3S53DOL0vdDmZrQdyR5kdW574d1ZOY5qR0TRtvqZawN7ksi4+C6UQAMMv6gp20R09SWrngpbEmH02VpDBERETk3ft4crKCggIkTJ/LJJ58wderUEwpEAAEBAdx4443cf//9tGnTpkhjPvjgg7z77rsA7Nmzx5txRURERERExAucqalkzJ0LwOyGNm6PqGpxIuv8uSaBIYznOv/5HJpXE2zXwOFdsG0G+AXBgK8w/UN5/pc1LN5xiNAAPz64tSmGYZx9cDmmbh9o9xAseJ//OD7l/jW1oUcdq1NJIU9LOpdmGImIiPgSrxWMnn/+eUaPHk1CQsJJ+ypXrsy9997L0KFDiYqKOqdxK1Wq5NnOz8+/4JwiIiIiIiLiXVnLl0NBAclRDvaVNakWUc3qSJb5Y8V2PvH7lWAjF7L2wJ8zj+3s9V+Iqc/nc7czLn4PNgM+uLUptWLCrAvsy658gYI98YTuXsBzGW9w18fRlIspT7WoUK6uH0NsqWCrE16+CgtGpkszjERERHyJ1wpGr7322gmPDcOge/fu3H///fTu3Rub7fy639ntdm/EExERERERkYska2k8AKsrOgEb1SMvz5Z0+1Oz8ds1n2D/XJIpzdj8K7k1NplyWVuhwfXQ9DZmbkzijT83APBcr3p0qR1tcWofZvfDb8AY0v7Xhprs44X993P3rkf51qzEd4t3Mf2RTpq5ZRHX0TWMNMNIRETEp3i1JR1AZGQkQ4YMYdiwYdSsWdMrY2rtIhERERERkeIrK95dMFpfCUIdoUQFnVtniZJiwqr9dLe5vxd7Yq5kxK7r2R5Rng+HNQMgt8DJs7+txTThttZxDGlXxcK0JURoNCFDJ5D77c1UztjDpKCXeKxgGBMOtGDx9oO0iXGBYYOQslYnvbwUfmZYBSMRERHf4rWCUdOmTRk+fDi33norwcHenfbdu3dvr44nIiIiIiIi3uHMyCRn/XoANsQZVIuodtnO6hi/fA9f2VcAENHkWtgFszcdILfASYCfnZ/i95KQlkNMeADP96532X6fvM2vfAP8hs+Fn+7Af8dcRtje5VH/aCqMTQUzDzCg89PQ6QlPqzS5yAx3xUgt6URERHzL+fWJO4Xly5czdOhQrxeLREREREREpPjKXrkSnE6yo8I5GG5QNaKq1ZEssSHhCAHJq4g2UjH9Q6nW4hqiwwLIyC1g0fZD5BY4GTVrKwDDO9cg0KH2614VXBoG/gZthgNQ2ZaMw8zDxABMmP0GTHoYNOPlkjAL63KaYSQiIuJbvFYwEhERERERkctPVvxSAPZVDwegWmQ1K+NY5veV++hud7ejM2p2x+YIoGvdGACmrU/k52V72V84u+imlpWsjFpy2f3gmjcx75vPo6Fv0T73fcZ2Wwo93wEMWPYl20dez+QV261OWuKZR9cwcmqGkYiIiC/xWsGoQYMGnj9WnC8iIiIiIiKX3tH1i1ZXcs8kqB5R3co4lnC5TCas3E8323L3E7V7AXBVfXfBaOq6JEbN2gbAfZ2qa3bRRWaUa0jDK65hrxnFt/EJmC2HwoCvKTD8qXZwNmG/DWLJ9oNWxyzZClv/aYaRiIiIb/FawWjdunWeP1acLyIiIiIiIpeWKzeXnFWrAVhQ9jAA1SIuvxlGi3ccwnFkF7VtezENO9TsBkDb6mUI8beTnJ7LvtRsosICuKVVnMVpLw/XNa2Iv5+NjYnprNmXxrjMJtyS8xRZZgAdbGuY/sP7ZOUVWB2zxPLMMNIaRiIiIj5FLelERERERETkvOSsXo2Zn4+zdAR7IvIJcYRQIbSC1bEuub/WJdLdtgwAo3JbCCoFQICfnc61oz3HDdPsoksmMtifHg3KAfDapA089/talpp1WBx3FwB3537JiEnxVkYs2QwVjERERHxRsSgYuY57AWGzFYtIIiIiIiIichZH29GtrwQYBjfVvgm77fIqiJimyfQNSXS3uwtG1Ol1wv6jbemiwgK4tbVmF11KR9eKWrLzEPlOk54Ny9H5jpfICq9GlHGEmOXvskit6S6KYzOM1JJORETElxSL6szhw4c926GhoRYmERERERERkaLKWuouGC2OSSfYL5jB9QdbG8gCm5LSyTicTAtjk/uJ2j1O2N+7UQWe7VmXzwa10OyiS6xN1TJULhMMQJ1yYbx9Q2MMvwCC+/4XgEH2qXzy43jW7E0jr0AzYbzq6IeBnfq+ioiI+BI/qwMAzJgxw7MdGxtrYRIREREREREpCjM/n6yVKwDYEGdwa91bKRVYyuJUl96MDcl0ta3Az3BBdH0oVeWE/Xabwd0dL791nYoDm83g1b4N+HnZXp64pjYhAYVvgVS/kvza1+LYNIFhWR/T58No/O126pYP44YWlbi9TWVrg5cAplrSiYiI+KTzKhj98MMPF7T/qMzMTNatW8fo0aM9z7Vs2fJ8IomIiIiIiMgllLNhA2ZWNumBcLh8CHfUu8PqSJaYtj6JR+wL3A/q9bU2jJykY60oOtaKOul5R883cW2bRquCTQwIXMqPOa1YtTeNVXvTqFQq6IS1p+Q8HG1JZ6pgJCIi4kvOq2B0yy23XND+M7nrrrvO+1wRERERERG5NDKXLgVgYyWDW+reRmRgpLWBLJCcnsO+PTtoF7DW/USjG60NJEUXEYut/b9g9pv8O3YBD/R7kg9nbeHH+L089/tapj7ckWD/YtGUxTcVFoxwag0jERERX1Is1jACsNlsvPbaa3To0MHqKCIiIiIiInIGpmmyd/yPAGytGsAd9S/P2UUzNyRzrX0hdsOE2JZQWq3nfEqLu8Duj7F3KXE5G3mxT30qRgax93A2703fYnU6n6aWdCIiIr7pvD4u07hx45OeW7Vq1Rn3/5NhGISEhBAdHU2TJk246aabqF279vnEERERERERkUsoe8UKAjbvJs8O5fvdRERAhNWRLDF9QxL/d7QdXaObrA0j5y40CupdB2t+hKWfE3LdKF67rgFDxizl83nbubZxBRpUvDzv7Qtl2NyfT1bBSERExLecV8Fo5cqVJz1nFH565HT7RUREREREpGQ4+OUYAOY1MOjQoIe1YSySnedk35ZVNPLbgWnzw6jfz+pIcj5a3eMuGK35Gbq/Spc60fRuVJ5JqxN4+tc1/Da8LX72YtOcxWeYR1vSaQ0jERERn6JXPSIiIiIiIlJkebt3kzF9OgBTWwdQt3RdixNZY8HWFHowz/2gelcIKWttIDk/sS2gfGNw5sKKbwB4oU89wgP9WLMvje+X7LY4oI/ytKTTGkYiIiK+xGsFox07dnj+iIiIiIiISMl06JuxYJqsqGYQUacB/nZ/qyNdcqZpMnnNfq6zudvRGY0GWJxIzpthuGcZASwdDS4n0WGBPNK9FgBj/t6JaZoWBvRRRuHbTU5970RERHyJ1wpGVapU8fwRERERERGRksd55Aipv/wCwKRWBo2jzr5+bUmy7UAG707dROd3ZrNz5WzibAco8AuB2j2tjiYXokF/CCoFabth818A9G8eS7C/nW0HMlm687DFAX3P0ZZ0plrSiYiI+BS1pBMREREREZEiSf3pJ8ysLBLLBbCmikHj6MunYPT7in10e3cOI2ZuZdfBLG70d88ustXrA/7BFqeTC+IIgqa3u7fn/RdSthIW6ODaxhUA1JbufNgK325yqWAkIiLiS1QwEhERERERkbMy8/Pd7eiA35oXgHH5zDBKTMvh+fFrMU1oV6MM41tv5Gb7LABsakdXMrS8C2wO2BcPHzaHL3sxrPQy7Dj5Y00CqVl5Vif0KcbRGUYqGImIiPgUv6IeOGbMmBMeDx48+Iz7L8Q/xxYRERERERFrZS5aTEFiIq7IMObVy6JCSAWig6OtjnXRmabJM7+tIT2ngGaxoXwTMw7bsi/cOxvdDNW6WBtQvKNUFRg0Hha8B1unw675VN41n59CmzIo435+Xb6PO9tXtTqlzzCPzjByOq0NIiIiIuekyAWjIUOGnPD4n0Wdf+6/ECoYiYiIiIiIFC8Zs2YCkNS8MgV+Gy+b2UW/r9zHzI3JlLFnM9b/A2zLFgIGdHsR2v0LDMPqiOItVdq5/6TthRXfwoL3aZa/gnH+r/LKopcY0q4Khn7eRXP0+2Sa1uYQERGRc6KWdCIiIiIiInJGpmmSPtPdgm1JLfcbwZfD+kXJ6Tm8NGE9YDKuwvcE718I/qFwy/fQ/mEVi0qqiFjo/CQMnoQrOIr6tl38N/1x1q5aanUy31E4w0gt6URERHxLkWcYtWvX7oL2i4iIiIiIiG/KWb+egsREjOAg/iy9F1zQJKqJ1bEuuhfHryMtO5/hZVdS48B0sPnBoAkQ29zqaHIpVGyGbeg0Dnzcm9i8vURMvBHqrIbACKuTFXvG0ZZ0pgpGIiIivqTIBaP58+df0H4RERERERHxTRkz3O3ojFZNOeRaQqA9kFqla1mc6uKK33mIP9cmUsF2mEfzP3U/2fFxFYsuN6WrknjjRNK/6UE1Elk5fgSNBzyn1nRnc/T741TBSERExJeoJZ2IiIiIiIicUfosdzu6vU0qAFCvTD0cNoeVkS66d6dtBky+LPMN9tw0KN8EOjxqdSyxQIMaVfm73G0AlF0/hsfGLSMzt8DiVMWczV0wUks6ERER36KCkYiIiIiIiJxW/r595G7YADYbi6u63yRvEt3E2lBetCUpnR0pmSc8t3DbQf7edpDb/GZRO30R2AOg3ydgL9lFMjk1wzC49a7HyHZEEmukkL16PH0+nH/SfSPHsdvdf5umtTlERETknKhgJCIiIiIiIqeVPms2AEHNmrI0ZyMAjaMaW5jIew5l5nHthwu4+r25zNl8AADTNPnftM1EkMHz/t+7D+z6PETXsTCpWM0WEEzQFfcAcF/AX2w/kMkL49danKoYO9qSTjOMREREfIoKRiIiIiIiInJaGTNnAGDv0IZtqduAklMwmr4hiex8J3kFLu7+Op45mw8wf2sKS3Ye4h7/Pwl0ZUJMA2gz3OqoUhy0HAp2fxqZm2hq28q8LSlsP5BhdariyVb4dpMKRiIiIj5FBSMRERERERE5JWd6OplLlgLwv+AFmJjUKlWLMkFlLE7mHVPXJQFQKtjhKRo9//taIsjgLr+p7oM6PQk2u4UppdgIi4EGNwDwVORMAL5dvNvKRMWWYRwtGKklnYiIiC/xK+qBY8aMuYgxTjR48OBLdi0RERERERE5tYy5c6GggLTyYUxzrSXEEcKbHd60OpZXZOUVMG+Luw3dmCGtGDlrK1PXJ7HzYBaP+085NruoTm+Lk0qxcsVwWPUdLbPnUYHr+Snej8euqk2Qv4qKJ7AXtqQzNcNIRETElxS5YDRkyJCLmeMEKhiJiIiIiIhYL2PmLABmVc7AZjh4u+Pb1CpVy+JU3jF3cwq5BS5iSwXRKDaCD29txoPfL2fhum0MdfwFTqDTE8daa4kAlGsIVTti2zGX50N+Y1jmUMav3MfNreKsTlasGEdn5WmGkYiIiE/RK18RERERERE5iel0cnjebACW1bDxVKun6BDbwdJM3jRtvbsd3VX1ymEYBv5+Nj66rTnTrlhPgDMToutBnT4Wp5RiqeMTYNjo4ZzFUPtkvl64C9NUYeQERuEMI61hJCIi4lOKPMOoXbt2FzOHiIiIiIiIFCMHVizGfiSTrABoeeWt3FLnFqsjeU2B08WMje6CUe/KBbB9Dtjs2EyTmPVfug/S7CI5naod4KrX4a+necbvO+5NimH57gY0r1zK6mTFx9F/OyoYiYiI+JQiF4zmz59/MXOIiIiIiIhIMTL75//RENhRI5RH2jxudRyvWrrzMKlZ+bQISqDpxKGQn3XiAVF1oW5fa8KJb2gzDA5uxRY/mvcdI/loVl2aDx5gdari42jBSDOvREREfIo+LiUiIiIiIiInWJm8Ekf8WgBqXjMAh81hcSLvmro+kWByGOl4HyM/C0JjoGwtKF0NoupAz/9odpGcmWFAj/+QXrEjwUYuA3c8wY49e61OVWwYnhlGKhiJiIj4kiLPMBIREREREZGSr8BVwNuzXubpfe7HdXvcam0gLzNNk6lrE3nN8QUxebshrDzcOw9Co6yOJr7G7kfY7WPZ/05bKhTs5ZuvXyLyX6MoFeJvdTLLGWpJJyIi4pP0kSkRERERERHx+H7j9wSu2ozdBHuVOPxjK1odyavWJxyhfcafXG+fj2nYoP9oFYvk/AVGENLzVQCuz5vAE1/PIK9ARRI0w0hERMQnqWAkIiIiIiIiABzKOcSHKz6k8Xb3m7zhHTpZnMj7li1ZwMt+YwAwrnwOqrSzNpD4vIim/ciOakiIkUvLfd/wwvi1mJf72j1aw0hERMQnqSWdiIiIiIiIALAsaRlZ+Zm02GkHCghtX/KKKbHrPyXQyCchqj3l2z1sdRwpCQyDoKtegm/7M8g+lY5Le9JjTyqlQ/wJD3RQIzqUh7vXwm4zrE56ydjsdgAMzTASERHxKUUuGI0ZM+aEx4MHDz7j/gvxz7EvVHZ2NgkJCQQGBhITE4O98IVLcRq/oKCApKQk8vPzqVSpktczioiIiIiInM2uI7sofwhKpRZgOBwEt2xpdSSvSjqSQ9Wc9WCDoI4PHpsFIXKhanSFSm0I3LOIB/x+54XEIQD4k8+sdSYNYyO4un45i0NeQsbRGUZqzyciIuJLilwwGjJkyAmP/1nU+ef+C+GtgtGKFSt45plnmD59OgUFBQCULl2a2267jVdffZWIiAjLx1+yZAlvvvkmf/31F9nZ2QA4HA7atWvH4MGDGTRoEIZx+XwKSURERERErLMnfQ9NCtvRBbVoji042OJE3rVg9RautyUBEFm9lcVppEQxDLjyOfiqN7f7z+aKli0JTVhIqaSFOF0mH6z59rIqGBlaw0hERMQnldiPU02cOJFWrVoxZcoUXC4XVapUISoqikOHDvHBBx/QsmVLDhw4YOn4r7zyCm3atOH3338nOzubChUqULNmTQICApg9ezaDBw8mNzf3vDOKiIiIiIici11HdnnWLwpt38HiNN63e+18AA4HxkFwaYvTSIlTtQNU64zhyqfmijconziLQDOHECMX15YZl9e6RnatYSQiIuKLijzDqF27M/euPtv+SykhIYFbbrmFgoICmjdvzg8//ECNGjUAGD9+PLfffjtbtmzhjjvuYPLkyZaM/+677/Liiy8CMGzYMJ5++mkqVaoEgMvlYuHChXz++efY1CJBREREREQukf0Hd1F/t/sN3pD27S1O4125BU5s+5e7PzZZsbnVcaSkuuo1+P5WCC8PNbvjTN6Mfe2PVMndxMbEdOqWD7c64SVhGIVrGDnVkk5ERMSXFLlgNH/+/Avafym9+eabZGZmEhYWxsSJEylfvrxnX9++fRkxYgRDhgzhzz//ZMGCBedc7LrQ8bds2cIzzzwDwAsvvMDLL798wn6bzUa7du2KVRFORERERERKtqz8LMpvSCagAGxRZQmoVdPqSF61ZMch6ptbAIio2cbiNFJilWsID6/xPLSvHw9rf6ShbTuzNx24fApGhTOMDM0wEhER8SklbvqKy+Xixx9/BODWW289oZhz1MCBAylXzt07+Pvvv7/k47/33nvk5uZSuXJlnn/++XO6voiIiIiIyMWwJ30PXVe539yN7NmzxK2lOnNDEo1t2wCwxbawOI1cNio0BaCOsYf5G/daHOYSsqklnYiIiC8qcQWjzZs3k5TkXsT0qquuOuUxfn5+dO3aFYC5c+de8vHHjRsHwG233Yafn3uSV0pKClu2bCE1NfWc8oiIiIiIiHjD3h2raba1sGA0YIDFabzLNE3Wb1hLWeMILsMBMQ2sjiSXi4hKOIPK4DCcZO9ZRVp2vtWJLgnD5m5Jh0sFIxEREV9S4gpG69ev92zXrVv3tMcd3bdp0yacTuclG3/z5s0cPHgQgA4dOvD777/TqFEjoqKiqFWrFqVKlaJhw4Z8+eWXRc4kIiIiIiJyofIn/oXdhKSaZQioXt3qOF61PSWTqLS1AJgx9cERaHEiuWwYBvaKzQCozzbmb0nx7Bo5ays93p9HQlq2VekuGqNwhpGhgpGIiIhPKfIaRhfiwIEDHDhwgPT0dMLCwoiOjqZs2bIX5VrJycme7VO1izuqQoUKAOTl5ZGWlkbp0qUvyfg7d+70HDNp0iRGjhzpGSs4OJidO3eydu1a7rzzTubMmcOYMWPOmCc3N5fc3FzP4yNHjgCQn59Pfv7l8cmlojj6vdD3RHyV7mHxdbqHxdfpHhZfd7Z72HS5KDNtBQAp3ZuWuHt9+roETzs6KjYvcV/f5cCX/x+2lWuMfes0Gtu2M2NDIlfVLcufaxN5+69NAPwSv4d7O1a1OKV3ecpEpumTP7OLwZfvYRHQPSy+73K/h4v6dV+0glF8fDwff/wx06ZNY/fu3Sftr1y5Mt26dWPYsGE0b97ca9fNzMz0bAcHB5/2uOP3paenF7lgdKHjH99ybuTIkdSqVYvvvvvO8z1ITk7mwQcf5Mcff+Srr76iffv2DB069LTXefPNN3n55ZdPen7q1KlnzHe5mjZtmtURRC6I7mHxdbqHxdfpHhZfd7p7OHjTZmIPZpERCBvLlsIxefIlTnZx/bzOxuuFBaNVB+zsKWFf3+XEF/8fjklz0gZoaGzn5bX7qO3azbtr7IB7nbDxizdRKWODpRm97eDuPZQHCvLymKx/byfwxXtY5Hi6h8XXXa73cFZWVpGO83rB6NChQzz44IN89913Zzxu165djB49mtGjRzNw4EA++OADIiMjL/j6drvds32mVnMFBQWe7aPrCF2K8W022wnbP/74I40bN/Y8Fx0dzTfffMOKFSvYsmUL77zzzhkLRk8//TSPPPKI5/GRI0eoVKkSV111FeHh4UX+ukq6/Px8pk2bRvfu3XE4HFbHETlnuofF1+keFl+ne1h83dnu4YRp08gE5jQw6NWlHw3Klpw1ftJz8nli8QwaOnYA0LDHEBqWrWlxKjlXPv3/cEZzeP9/1DD24czL5fNt4eS68qgTE8rGpAx2Ztrp3K0bwf6XpAnMJbEgdT0wH4fdj6t69rQ6TrHg0/ewCLqHxfdd7vfw0c5kZ+PVVyPJycl07tyZDRvO7ZMxY8eOZcWKFcyaNYuoqKgLyhAWFubZTk9PJygo6JTHZWRknPKciz3+8dudOnU6oVh0lL+/P/feey+PPfYYmzZtIikpiZiYmFNeJyAggICAgJOedzgcl+WNfzb6voiv0z0svk73sPg63cPi6051D+cnJ5M5ezYAM5rYuLt0tRJ1ny/amEJ1czdBRh4EROCIqQO2Erec72XDJ/8fLhUL4RWxH9lHA2MHSzLqEhMewDdD29Bv1AL2Hs5m+Z50utSJtjqp19gLPzhruEzf+3ldZD55D4scR/ew+LrL9R4u6tfstVfJpmlyww03nFAsKl++PC+88AJz584lISGB9PR0EhISmDt3Li+88ALlypXzHLtu3ToGDBhwwTni4uI826dqhffPfZGRkec0E+dCx69SpYpnu1atWqc9//h9CQkJRc4nIiIiIiJyLtJ++x0KnGyMhYzYUkQERFgdyatmbkw+bv2ipioWiTUqNAWgoW07fjaDkbc2IyosgA413R+anbclxcp0XmezFRaMTPMsR4qIiEhx4rVXyj///DPz5s3zPO7fvz8bN27k5ZdfpkOHDpQrV47Q0FDKlStHhw4dePnll9m4cSN9+/b1nDN79mx+/vnnC8rRsGFDz/ayZctOe9zSpUtPOv5SjF+jRg3P2kLHz0L6p+P3nWoGkYiIiIiIiDccmTQJgBmNbcSFxZ3laN/icpnM3pRMY+Nowch76+eKnJPCglGfsol8cEtTWlRxr3PcoWZZAOZtOWBZtIvCXvh2kwpGIiIiPsVrBaOxY8d6tps3b84PP/xw1pk7ERER/PTTTzRt2vSU45yPcuXK0aRJEwB+/fXXUx6TkpLC3LlzAeh5jr10L3R8u93ONddcA7gLTuZpXjzFx8cD7mLR8bOSREREREREvKXg8GFyt2wBYHkNg7jwklUwWrMvjZSMPJrZVTASixUWjJrYd9CjYXnP022rl8FmwJbkDBLSsq1K53WGzb3+s6F6kYiIiE/xWsHoaIED4JlnnsHPr2jLIzkcDp555hnP4zPN2imqoUOHAjBt2jT++uuvk/Y/++yz5ObmEhgYyMCBA0/af/DgQdauXcvatWvJy8vz+vj33XcfABs3buSLL744af+OHTv46KOPAHfB6XTrJImIiIiIiFyI7OXLAUgrH0Z6sFHiZhjN2JhMGdKoYexzP6GCkVilsGDEoe2QfdjzdGSwP41iIwGT9YunwZGS0ZLeKGz9aLhUMRIREfElXisYpaQc67fbsWPHczq3U6dOnu3k5OQLznLPPffQqFEjTNOkX79+vPHGGyxevJiZM2dyyy238OmnnwLw9NNPExsbe9L533zzDQ0bNqRhw4anXKfoQsfv3r07N954I+AuHj3++OPMmzeP+Ph4Ro0aRfv27cnOziY0NJQ33njjgr8fIiIiIiIip5IV7/7A3o4q7g+plbQZRovX72CM/7+x4YKouhBW7uwniVwMwaWhVBX39v4VJ+waGLWdCf7P0fXv2+HrviWijZvN7p5hhApGIiIiPqVo04CKIDw83FM0iog4t0VSjz8+MjLygrM4HA4mT55Mz549Wb16Nc8++yzPPvvsCccMHz6c559/3rLxv/rqK3Jzc5kwYQLvvPMO77zzzgn7o6Ki+Omnn6hTp855ZRQRERERETmbrMIODysr5AKUqBlGyQcP8tjB52ho24krqAy2AV9bHUkudxWaweGdsHMBBEbAgU2w6gdu2DHn2Md5UzbBnsUQ18bKpBfsWEs6FYxERER8idcKRpUrV/YUjBISEoiLK/ovGvv37/dsn8t5Z1KxYkXi4+MZO3YsEydOZM+ePQQEBFCvXj0GDRpE+/btT3tu2bJlqV+/PuBeQ8jb4wMEBQUxfvx4pkyZwrhx49i8eTO5ublUqFCBrl27MmTIkLOuASUiIiIiInK+XFlZ5KxfD8CSmAygBK1hlJ+D6/tbaWnbTIYRQuig3yGqltWp5HJXoSms+xXmveP+U8i0+/NNQTeiXQe4xr4UVo8rAQWjwpZ0qheJiIj4FK8VjHr16uVZf2jSpEkMHz68yOdOmjTJs33ttdd6KxIOh4MhQ4YwZMiQczpv4MCBp1x7yFvjH++aa67hmmuuOe/zRUREREREzkf2qlVQUAAxUaREHCYyIJKIgHPrFlEsJW+E8fdTLiWeTDOASY0+4ObyjaxOJQI1u8P0l8B0Qkg0RNWG8o0xWt/L3PHJZG+a7i4YrfsNrvk3+Plbnfi8eWYYqSWdiIiIT/HaGkZ33XUXYWFhALz22mskJiYW6byEhARee+01wN3W7s477/RWJBERERERETmNrKXxAGTWc88q8vl2dM58mPsOfNIB9sWTbgYxNP8x6rXqanUyEbfouvDYFnhiBzy+BQZPgqtfh8g4OtYqy0JXfQ7ZSkP2Ydg63eq0F8SwqyWdiIiIL/JawSguLo6RI0dis9lISEigc+fOxMfHn/GcJUuW0KlTJ5KSkrDZbIwaNYqKFSt6K5KIiIiIiIicxtH1ixJqlgLw7XZ0uRnwxdUw81Vw5nGoQme65/6HLcHNaFChBMyakpIjpAwElz7p6SvrRGO32/k57wr3E6vHXeJg3mXzFIwsDiIiIiLnpMgt6aZMmXLWY6Kiorjnnnv4+OOP2bRpEy1btqRTp05069aNmjVrEhoaSkZGBlu2bGHatGnMnTvXc+59991HmTJlmDJlilq0iYiIiIiIXERmXp67JR2wqZIdsnx7hlF6/PeE7VtGmhnCWwzh193tyMXkxtpR2GyG1fFEziq2VDDP967HuAntuMfvD1wbJ2PLSYNA3yx4elrSaYaRiIiITylywahHjx7ndYE5c+YwZ86csx43atQoRo0aBYCpFxQiIiIiIiIXTc769Zg5OZgRofxprgZ8e4bRkSXfEQaMKriW751tAffvlP2aqoOF+I7b21QmfscVbN5YkVrsI33Fr4Rdcf5rJlvJMNwNbbSGkYiIiG8pcsFIRERERERESobUJQsBWBqTSXJ2DtHB0bSr0M7iVOfHTN1DxbTlAFTpPIg5zRrjdJmEBvoRHRZocTqRojMMgzf7N+KHd6+kVu437J71JXVaD8bug7Pk1JJORETENxW5YKS1hURERERERHxfQkYC8//4lAbAhkoG19W4jsdaPEZEgG+2vkpY8C0VgKVmXXp3aElYoMPqSCLnLSTAj64D7odvvqFu7mp+nrWIAV2vsDrWObPZ3W83qWAkIiLiW4pcMNq7d+/FzCEiIiIiIiKXwMjlH9J3Vw4A1/d/llbtbrU40YWxrfkJgG3le9JSxSIpAapUr0tSqebEHF5GhXlPk9F2CqFBvjVbTmsYiYiI+Cab1QFERERERETk0tiTvodVSyYSmgNmUAAtOw6wOtIFydu/hnI5W8kz7cS1u8XqOCJeU+b6t8nBn/asYOeYe8HHCi/G0ZZ0LouDiIiIyDlRwUhEREREROQy8eX6L6m92wlAaNNmGH6+vaztnjlfA7DQ1pzW9WtYnEbEe/wqNWf1Fe/hNA0aJP1O1vS3rI50TgzD/XaTZhiJiIj4FhWMRERERERELgOHnYeZtH0S9Xa738ANbtXK4kQXyOUiYtt4AA5Vvw67zbA4kIh3teh+Kx+HDAMgeMFbsPJ7ixMVnV1rGImIiPgkFYxEREREREQuA3Ny51DgyqfRPvcbucEtW1qc6MKkbp5H2YIk0s0gGl15o9VxRLzOZjNocN0jfFTQBwDXH49CXpbFqYrGUMFIRETEJ130/gOpqamkpKRw5MgRXK6iNa9t0aLFRU4lIiIiIiJy+UjITGBF3goqHoSQ9HyMgAACGza0Otb5S95I5tTXiQSWBLaja4VoqxOJXBQda5bl40rD6LN/IbH5KbB1OtS71upYZ2XY3J9PtrlUMRIREfElF6VgtHHjRkaMGMFff/3F9u3bz/l8Uz1uRUREREREvGbM+jE4cdIjNQ7YQVDTptj8/a2Ode62TIeFH8D22VQEnKZBXuOBVqcSuWgMw+DxHvX449PW3Ov3B4eWjqO0DxSMbHY7oBlGIiIivsbrBaM333yT559/HqfT6e2hRURERERE5Bw5XU7+3PknAJ0OlAV2ENzSB7s6bJgE424DwIWNv5zN+SPkev7dtY/FwUQurmZxpZhXsw/s+IOgHdPJzc4gICjU6lhnZFNLOhEREZ/k1TWM3nvvPZ555pkTikUBAQEnHBMeHo5hnLwYaUREhOePiIiIiIiIeMfW1K1k5GfgbzoIXrsD8MH1i5wFMONlALbFXE3H3P/xkOtR7rv9NkICLnqndRHL3XHD9ewniiBy+Gv8WKvjnJXNphlGIiIivshrBaOkpCSeeuopz+NWrVqxbNkycnJyTjguLS2NnJwcZs+eTc+ePT3PDxgwgIMHD5KamuqtSCIiIiIiIpe9lckrAWhyJAZnSgqGvz9BjRtbG+pcrR4HKZspCIik/54B7DWjeL53XRpU1AcO5fIQGRJAdk33bDrb+t/ZlJhucaIzO1owsqlgJCIi4lO8VjD6/PPPyc3NBaBixYpMnTqVZs2anfJYf39/OnXqxB9//MGTTz4JwGeffebZFhEREREREe9YcWAFAC12BwEQ1Lgxtn90gijWCnJh9lsAfOLsS6oriJ4NyzGwTWWLg4lcWtU6uVsydjGW8/zPS3C6CqsxuxfBniUWJjuZoYKRiIiIT/JawWj27Nme7YcffrjIreXeeOMN2rRpA7hb2q1Zs8ZbkURERERERC57R2cY1dydB/hgO7plX0HabtIdZRmR0YW40sG81b/RKVudi5RkRsXmOMMrEWLkUnr/XF77Yz2u+DHwxdXuP5umWB3Rw+7nAFQwEhER8TVeKxitX7/es33VVVed9jiXy3ViAJuNhx56CACn08nYscW/F6+IiIiIiIgvSM5KZl/GPmwYRO9MBiC4VSuLU52DvEyY+zYA/829llz8eaF3PcIDHRYHE7GAYWBvcB0AveyLyFg0Btsk9/spmC74+U5ILB4fwjVsx95uMk1VjURERHyF1wpGhw4d8mxXq1btxIsc90IhLy/vpHPbt2/v2Z42bZq3IomIiIiIiFzWViS729G1KqiM40g6OBwENfGh9YsWfwKZyRzyr8C3eZ1pFhdJ17rRVqcSsU69fgD0dCzj336fATAjvB/OKp0gPxO+uwnSE61MCIDN7ufZNgsKLEwiIiIi58JrBaPj2wEE/KMfdkhIiGf78OHDJ50bHX3sBf++ffu8FUlEREREROSydrQdXccDZQAIbNgAW2CghYnOQX42LPwQgDey+pKPH49fXUet6OTyVrEZRMRhd+VjM0zGuq7iruQb6LJrMDupAEf2sf7dnsxcvdPSmDbbsYKRy+m0MImIiIicC68VjGJiYjzbx882AihTpoxne8+ePSede/zxpyooiYiIiIiIyLk7OsOo1s58AIJa+ND6RWt/gayDHPKL4beCtnSoWZYrqpc5+3kiJZlhQLPb3dst7qLGHR8RFuBgd3YAg3If55AZSj1zG7YJw3E6XWce62LGtB97u8lpaoaRiIiIr/BawahFixae7Y0bN56wr27dup7t+Pj4k85du3atZzssLMxbkURERERERC5bWflZbDy0EbvTJHzVdgCCjvu9rVgzTXc7OuDTnC44sfPE1XUsDiVSTHR4FB5aDb3fpU31six4+komPNCOjx7sT2qfL8nHTueCBWz97VXLItptx9YZMzXDSERExGd4rWB09dVXe7Znz559wr7j1yj68ssvcblO/JTLu+++69k+vrgkIiIiIiIi52dtylqcppOeW8PhcCoF4eEEtWhudayi2b0IEleTZ/jzQ0EXejYsR8PYCKtTiRQPNjuUqux5GB7ooFFsJPUrRFCtxVXMrvY4ADXX/g9z818WRbR7tl1OzTASERHxFV4rGA0YMIDg4GAAxowZc0JR6KabbsJmc18qPj6efv36MX36dObOncugQYP4888/Pcf27dvXW5FEREREREQuWyuSV4Bp0nOp+9P9h9tegeFwnOWsYmKJe3bRr/ltSbeF80j32hYHEvEdza5/hHGurtgwcf50F6RsveQZbH7Hr2GkgpGIiIiv8FrBKDw8nPvuuw+AHTt28O2333r2Va9enbvvvtvzeMKECXTv3p1OnTrxzTffeJ6Pi4vj3nvv9VYkERERERGRy9aKAyuot9ukzJ4jGEGBpLVubXWkoknbh7l+AgBfOa/mjiuqUCM61OJQIr6jTGgAm5o+z1JXLfzy0+GHWyA/55JmsNmOm2HkUks6ERERX+F39kOK7qmnnsJZ2Jt2//79J+x777332LZtG9OnTz/luTExMYwfP57w8HBvRhIREREREbnsuEwXq5NXM2yJCUDYtdfiKuwIUezFf4FhOlnsqkNycE0e6lbT6kQiPmdIp9rcsPRhJjieJiZlMyz+GNr/65Jd32Y/9naTUwUjERERn+HVglFUVBTvvffeKfcFBgYydepUvv76a7799ls2bNhAVlYWsbGx9OrVi0ceeYSyZct6M46IiIiIiMhlaWvqVkITj9Bsq7tgFDlwIKxfb3GqIsjPwRU/BhvwZcE1PNGnNhFBPtJGT6QYqVQ6mLaN6/GfVTfzX/+PYd5/oentEFLmklzfZhybYWQWqCWdiIiIr/BqwehsDMPgjjvu4I477riUlxUREREREbmsrEhaQc94FzYgtHNn/KtU8Y2C0dLPsGWnsM8sQ2L5K7mxeSWrE4n4rHs7VaPHivbc6fqT+rm7YM5b0PPtS3Jtu82OywCbqZZ0IiIivsRraxiJiIiIiIhI8bBsyxw6rXHPLio92Ec+sLd/Ba7pLwPwQUE/nr+2ETabYXEoEd9Vp1w4fZvE8lrBQADM+C8gZcspj3W5TCas2s++1GyvXNswDFyF/3ydTs0wEhER8RUqGImIiIiIiJQg+a58AqYvIjAfzBpVCG7d2upIZ5ebDj/fic2VzxRnS7Ib3EbzyqWsTiXi817oU58twU2Z7myK4SqAaS+6d+RmwLZZsGshAF8s2MH/fb+CZ39b47Vrm4UFI1MFIxEREZ9xSVrSHThwgAMHDpCenk5YWBjR0dFar0hEREREROQiWJuylmbr3LMEom+8GcMo5rN0TBMmPQKHtrPPLMsT+XfzY5caVqcSKRFKh/jzSt8GvPndrXS2rcJv0x/wcQdIWgemEzDIGjyNUbNTAYjfeRiXy/TK7L6jBSO1pBMREfEdF22GUXx8PEOHDqVy5cpER0dTv3592rRpQ/369YmKiqJKlSoMHTqUZcuWXawIIiIiIiIil52la6dSa697O+Lqq60NUxSrvoc1P+LCzv/l3U/DGpWpUy7c6lQiJUbPhuWp3aA53zuvdD+RuNpdLPILBEy2T/mQQ5l5AGTkFrA9JcMr1z3aks50ubwynoiIiFx8Xi8YHTp0iNtuu42WLVsyevRodu/efcrjdu3axejRo2nRogW33347qamp3o4iIiIiIiJy2cmYPgMbkF27Eo5y5ayOc2bJG+CPRwEYad7AMrM2d7WvanEokZLn5Wsb8JFjEP/Ov5lfq7yA+dBqGPgrANUS/iSEbIL97QCs2pPmlWsem2GklnQiIiK+wqsFo+TkZNq3b8933313TueNHTuW9u3bc+DAAW/GERERERERuayk5aZRaZl7elHpa3pZnOYsctNh3O2Qn8X+0q35X24fqkWF0LlWtNXJREqcqLAAnr6uJR85r+WRjXV4dvYRnJWu4GBgHMFGLneXXsnNLeMAWLU31SvXPDrDyFWggpGIiIiv8FrByDRNbrjhBjZs2OB5rnz58rzwwgvMnTuXhIQE0tPTSUhIYO7cubzwwguUO+7TbuvWrWPAgAHeiiMiIiIiInLZWbJhOnV3mwBU6NPf4jRnYJow4f/g4BbMsArcmz0cFzaGtKvqlbVTRORkfRpX4M3rG2IY8N3i3Qz/bjmjszoAMCRwDk3iIgFYtSfVK9czC9dPM7WGkYiIiM/wWsHo559/Zt68eZ7H/fv3Z+PGjbz88st06NCBcuXKERoaSrly5ejQoQMvv/wyGzdupG/fvp5zZs+ezc8//+ytSCIiIiIiIpeVhCm/YzchrXJp/GNjrY5zeks+g3W/gs2Pxc3/y5rDDiKCHPRvVtHqZCIl2i2t4vjglqY47AZ/rUtiXF578vEj4tBqWgbuB2BDQjq5BRde5DEL33FyOVUwEhER8RVeKxiNHTvWs928eXN++OEHwsPPvFBpREQEP/30E02bNj3lOCIiIiIiIlI0pmkSsmAtAI6uHS1Ocwb7V8JfzwDg6vYK/1kfAcCtreMI9vezMJjI5aF3owp8NqgFgQ4bB4kgLa47AOW2jaNUsIM8p4uNCekXfJ1jaxipYCQiIuIrvFYwio+P92w/88wz+PkV7YW+w+HgmWee8TxetmyZtyKJiIiIiIhcNrbvW0OtbTkA1Ow3yOI0Z7DgfXDlQ53efJRzFct3pxLosHHHFVWsTiZy2ehcO5qp/+rEL8OuoGzHoQAYq8fRvEIQ4J11jDwt6TTDSERExGd4rWCUkpLi2e7Y8dw+zdapUyfPdnJysrciiYiIiIiIXDY2T/wWPxeklA8mvGZdq+OcWtYh2DgJgDXV7+W/0zYD8Mq1DSgXEWhlMpHLTlyZYJpXLg3VroSIOMhJo3+Q+0O8q/akXfD4mmEkIiLie7xWMDq+/VxERMQ5nXv88ZGRkd6KJCIiIiIictlwzfobgJz2TawNciZrfgJnHgXRDblrah4uE65vWpEbWxTj9ZZESjqbDZrdDkD3nW9zg30Oq/YcPrY/cQ1MeQa2zTqnYV2F7ziZKhiJiIj4DK81iK5cubJnllFCQgJxcXFFPnf//v2e7XM5T0RERERERCB+wwwqrXP/PlapzwCL05zBim8A+DavI8npudSIDuW1fg0wCltXiYhFWt8LW6fjt2cx7zg+YVpqPFnrcwle+QVsnuI+Zt2v8MgGKOK/V09LOhWMREREfIbXZhj16tXLsz1p0qRzOvf446+99lpvRRIRERERESnxtqduZ+r7j+FwwoEqkdRq0d3qSKeWsAoS1+A0HLyb2Jggh51RtzUj2N9rn2MUkfMVGAFD/oRuL5GHH93tywj+cUBhscgAmx+kJ0DCyiIP6WlJV6CCkYiIiK/wWsHorrvuIiwsDIDXXnuNxMTEIp2XkJDAa6+9Brjb2t15553eiiQiIiIiIlKipWSn8OBfw+i8NAeA+sOewGbz2q953rViLABz7K1JI5THrq5NrZgwi0OJiIfNDu0f5u24T1jnqozT8IMmA+GBeKh1jfuYTVOKPNzRGUZaw0hERMR3eO03ibi4OEaOHInNZiMhIYHOnTsTHx9/xnOWLFlCp06dSEpKwmazMWrUKCpWrOitSCIiIiIiIiVWdkE2D854kLj4vZTKBFtUWUr36HX2E62QnwOrfwTgy6z2hAX6cXPLShaHEpFTKVu9Kb3zXueRKuPhupFQtgbU7uHeufnPIo9jHl3DyFTBSERExFcUee7/lCln/xRJVFQU99xzDx9//DGbNm2iZcuWdOrUiW7dulGzZk1CQ0PJyMhgy5YtTJs2jblz53rOve+++yhTpgxTpkzhmmuuOb+vRkRERERE5DLxzfpvWJuyhv8sswEuytx2G4a/v9WxTm3jJMhJJcUexQJXA+5sUYmQALWiEymOGleKxMTGkv25x56seTVguFtLHtkP4RXOOo5nDSOn6yIlFREREW8r8iv0Hj16nNcF5syZw5w5c8563KhRoxg1ahQApmme17VEREREREQuF3P2zKHWPqiyvwDD35/IAQOsjnR6K74B4NvcDpiGjTvaVrE2j4icVsOKEdgMSEjLYfXeVBrFRkJoFMS2gL1L3esatTj7cgKelnTOgoucWERERLylmDa3FhERERERkdNJzUll7cG19Ix3f3I/vE9v/EqXtjjVacx9G7bPxoXBT86OdKsbQ6XSwVanEpHTCAnwo3a5cACu/XABAz5ZyPiV+yiocbX7gLOsY5SRW1ggcteLMLWGkYiIiM8o8gwjrS0kIiIiIiJSPCxKWESpNCetN7m7M5QeNMjiRKex4H2Y+RoA/3Xdyl4zmv+0q2JtJhE5q3dubMT707cwY2MyS3YcYsmOQ/wcXpZvAHPHHIy8LPAPBpcTln0JpavhqtqFx35axYRV+3mrfyNK2Qpb0rnUkk5ERMRXFLlgtHfv3ouZQ0RERERERIpo/r75XLfQhd0Fwa1bE1i7ttWRTrboI5j2AgBLqw5n5Ib21CkXxhXVylgcTETOpn6FCD4d1ILEtBzGLd3Dt4t3Me9IFHsDyhJbkMKGvydQt+MAmPB/sHIsJgZ/VHqMX7c0BeCF8WsZoRlGIiIiPkct6URERERERHyIaZrsWjab7ivcs4vKDhtmcaJTWPsrTHkKAGf7x/lXQncABretglG4romIFH/lIgJ5qFtN5jzehcevrsMcWgCwavr3zPzfIFg5FgADkz573uYev0lUKxtCVp6TXKf7/yiXUwUjERERX6GCkYiIiIiIiA/ZdGgT1088iM2E0B5XE9KmtdWRTuTMh+kvurfbDOfrwFvZl5pN2dAArmuqVucivijI3879XWrQ+8YhANxon8OV6RNxmQYfl3mKkQXXAvCM33eMrz+HsEA7R8tEmmEkIiLiO1QwEhERERER8SGbf/iMOnsh399GuSefsjrOyVaPg9TdEBJNWtunGDFzKwAPd69JoMNucTgRuRARdbqAfyh2wz176MmCu3lrXyPeLriZuXHDAQhb/C5jG6/DVTibMOFwpmV5RURE5NwUeQ2j83XgwAGWLVvGgQMHOHLkCOHh4URHR9O8eXPKli17sS8vIiIiIiJSYjgzMqgwZhoAB27qTKNy5SxO9A/OApj7jnu73f8xasF+DmflUyM6lJtaVLI2m4hcOL8AaNAfln8NPd/mpuj+HJ6zjbrlw+nQvSfMLwszXqHxxvfZbS8NwLR1iVyd5yTIXwVjERGR4u6iFIzy8vL45ptv+OCDD1i1atVpj2vSpAn/93//x8CBA3E4HBcjioiIiIiISImRMOI9QtLz2V8Kat77iNVxTrbmRzi8A4LLsq/GLXw5YikAT/eog59dDS5ESoTe/4Mrn4PQaFoAn1cpfWxfu3/BhomwfwX+RjgAR7JyeXfaJp7tVc+SuCIiIlJ0Xn/Fvn37dtq1a8fQoUPPWCwCWLlyJXfeeSft27dn586d3o4iIiIiIiJSYhQcPMiRb78HYFLfGOLKVrc40T8cP7uo7YO8M2sveQUurqhWhivrRFubTUS8x2aH0NP8m7bZ3QUlw4ZJgfspXIyev4Pluw9fwpAickllpsCWaWCaVicRkQvk1YLR/v376dSpE/Hx8SftCw4OJiYmhuDg4JP2LVmyhE6dOpGQkODNOCIiIiIiIiXGkb/+wnC62FYOynbubnWck639BQ5tg6DSrCx/A7+t2AfAMz3rYhSuZSIil4EKTaHVPVC4zlGdsgG4THji59Xk5DstDiciF8W4gfDtDe7XAhfA5TJxuU5RdDJNmP4y/DgIEtde0DVE5My8WjAaOHAge/fu9TyuW7cun332GXv27CEzM5PExEQyMzPZs2cPn3/+OXXr1vUcu3v3bgYNGuTNOCIiIiIiIiXGkT/+AGBBPRvtK7a3OM0/uJww920ANle/g9u+cr+Zc12TCjSMjbAymYhYocuzmIb7LacrHNuJCvVna3IGI2ZssTiYiJy3jGQisnae/PyeJbB7oXs7/svzHn7tvjSu/O9suvx3Nuv3Hzlx57rfYP67sH48fNIB/ngUsg6d97VE5PS8VjCaOXMms2bN8jwePHgwK1euZOjQocTGxp5wbGxsLHfddRcrV65k8ODBnuenT5/O7NmzvRVJRERERESkRMhPSCB72XIA4hsE0LJcS4sT/cPqH+HgFrL9wukX34DMPCdtqpXmpWvrW51MRKwQGA7+7g4z9sSV/FXqP9QzdvLJ3O2s3ZdmcTgROWerf8Lv49Z03vQCxsY/Ttz39wfHtnfNh4Pbznn4X5fvpf9Hf7PzYBa7DmZxw8d/M3Vdontn1iH48wn3dlQdMF2w9HMY0RSWjgaX6zy/KBE5FT9vDTRu3DjPdps2bRg9ejQ225nrUf7+/owePZqNGzeyaNEiAH788Uc6d+7slUz5+fl89913TJw4kd27dxMYGEi9evW4/fbbadeuXbEb//XXX+f77909yRs0aMAPP/xwwRlFRERERMT3HZn8JwDrK0G7JtcS7Di51bdlCvIwZ7+JAbyf3ZNMgrirfVWe7lEHP7vXl80VER9hOvyBLFyGH6UPLGFSwFJ+LOjEtCkpNBh8C9gdVkcUKbFmbUrG326jXY2yZzxu98EsPpu3neuaVqR55VIn7EtOz2HUX6sYeHAENRImcbS5rH3aM1C7O/iHwKEdsHGSe0dUHTiwEdeKb5la7m6qRYVSKyYMdsyF+e9BQS6YTves5EqtoMuzHM73Y8TMLXy5YCcAXWpHke80mb81hXvHLuOJq+twX+o7GJkHoGxtuHeue0bTlKcgaS388Qis/A76vAflGp7ya/xw5hbGLtpNSICd8CAH4YEObm5ZiR4Ny5//N1ikBPNawWjevHme7aeeeuqsxaKjbDYbTz75JP369QNg7ty5Xsmzf/9+evXqxcqVK0/K+cknn/Dggw8yYsSIYjP+8uXLeemllygocC8KGRgYeN7ZRERERESkZDk4aTzgbkd3X91bLU7zDyu+wUjdxQEzgu+Na3jvpiZc17Si1alExGqFLenMev2gwmFsa3/hZr/ZsGc25r+fwqjSARrfAvWvszKlSInz5YIdvDxxPYYBXw5uSefa0ac8bmdKJrd8toiEtBx+Wb6Xb4e2pmmcu2iUlpXPU5/+zvNpL1DVloQTg7/LDaJhyh9EHtnHHyMf4eWsG3k98Fu6my6o3hWa3Q4/DSb17zEMz2pKSKA/M4c3IurnOyHzwIkX37uEbYsmcE/Og2wz3a8Z/u/KGvyrWy2cpsmrk9bz9cJdzJ/6E8P8v8OFwe+VniJ2TyaNYtsSeM8ciB8NM16FffG4PunE1iq3UvP65zHCYo5d5lAmC2ZMoI2ZwoQjbXEVNttavvswnWpHEex/hrfGC/IgYRXEtgCtxSiXEa993CshIcGzfa6za9q3P9Z/+/hxzldBQYGnmBMUFMTrr7/OokWLmD59OjfffDMAH3zwAa+//nqxGL+goIA777wTp9NJ1apVzyuTiIiIiIiUTHk7d+LcsBmnAXkdm1OrVC2rIx2Tn+1Zu+jDguvo2ayGikUiAoB59B0nRzDc8AXmnX8xy68dh8xQjLxM2DwFfroDVqm7ishpbZoCBzYV+fCf4vfw8sT1AJgm/GvcSvalZh87wJkPiz/l8JQ3GfzpHBLScvCzGWTlORn85VI2JaaTlVfAE6Mn8uqRZ6hqSyLJiOKm3Oe5fefVPJZ1BwDdU3+iYsZarjgyGYCv6M0vGY1IJZTSroN0tK0mPaeArd8+4i4Wla0NN3zJwub/47H8ezlgRlDd3M1E/+cYFrmYTwY245GramOzGTjsNl7p24D/9KjAW47RAHxd0J1HFgYw4JOFNHzpL677eDFP72vLHcEfMsnZGpvppNaOb3D9rwFMehgObIZVP2D7rDPfO17hPf9RzGm9lE9vb06l0kGk5xQwYeX+M38zf70bRndzr510Ks58z+bew1lsSUo/+w/INGH7HMhRa04pvrw2wygzM9OzHRFxbouahoeHe7bT04vwj+ssPv30U1auXIlhGPz2229cffXVnn1du3YlPDycTz/9lNdff53BgwdTseK5/ULj7fHfeustVq1axV133UVGRgY7duw4ty9YRERERERKrIMT3bOL1lQx6NfyDovT/MPSzyE9gf1mWb53Xsl3zVQsEpFCR2cYOZ3uh3FtWNf2fe6cupFb4tJ4I3YxLP8aJjwIpapAXBsLw4oUQ1tnwPc3QVBpuH8xhJ56ptBRf65J4MlfVgMwuG0Vlu8+zOq9aQz/djk/3XsF/smrYcIDkLiGUsCXrhjeL/0vHr7rDh76YSUr96Ry++jFtCydzbMHnqCi7SC5kTWIuutPhu8z+XzeduL3NGNVUBsaZy/ip5D/4FeQw0ZXJV5cFw3rNvKiXzuG+P3Fm1VW8uhOB1ekuQtKXDuCrYH1uXPcArKdMUQ06MGDaf8hMvFvnsx5HyZ/C2vbQOV2UJANm6cyYO8SMFzkhVTAaPECPfblEb/rMAfSc1m5J5WVe1IBB3N4iJlBG7k95zuashXiv3D/ASoAuaaDACOfSqs/oFKT7uxsU5k3Jm/km0W7uKllJYxTzR7aMAnW/+7envMfqH89lD7uQ/5/fwDTXoDrPmZf5Wvp8d480nMLaFu9DPd1qk6HmmVPPe7ij93t9Kp3hdt/PZe7QeSS8doMo1KljvW53L//LBXafzj++DJlylxwls8//xyA7t27n1DMOer1118nICCA7Oxsxo4da+n469ev59VXXyUmJoa33377nLOIiIiIiEjJZZomSeN/AWBd01J0ju1sbaDj5abD/P8B8F5BP8qVjjhp/QMRuXyZNvebpeZxC9L3bVIRExvf7ylFQse3oG4fcObBD7dSkKIPz4oPS1gN426HnQtO2mWaJit2HyY7z3nKU03TPOXzeXPfc29kH8Kc9Ih7dsppzN+Swv/9sAKXCQNaxPJin3qMvLUZEUEONu5JZtGn9+P67EpIXEOqGUKiWYqqtiTey3qayoteZOyV2VxbJoHojA08kvA4cbYD5IRVJuDOSdjCormyTgxfDW7By82d1BvyIdgD8CtwTx7wa/cAdcqFY7cZ2JvfDkD5xFmMDP0SgN/8riG1bDPu/3YF2flO2lYvwzM3dSbynknQ5Tn3LMSsFPdaSH89DTNegT2LwHRBdH38b/6aO7o05KOBzVnyTFfmPdGF929uwr2dqvHOjY1Z+mw3/v3kwzwR8V9uyn2ezWGtAUh3lOU/+TdxX8xYzCa3ucf7ZSgD6gbh72dj3f4jhUWnf8hJg8mPubf9Q6EgByY/fuz7v20mTH0eTBfmvHd47tfVpOe6lxj5e9tBBn2xhN4fzGdDwpETx808CLPeLBxjBuxaeNqfp4iVvFYwqlatmmd70qRJ53Tu5MmTPdsX2pItMTGRFStWAHD99def8piyZcvSsWNHAP744w/Lxne5XNx1113k5eXx/vvvn1B0ExERERERydm4kYC9B8izQ+3rBmG32a2OdMySTyHrIIl+FfnF2ZF+TSue+tO0InJ5OkXBqFLpYFpVKY1pwvhVidDvEyjfGLIOsuOD3oz4Y5lVaUXO36EdMPZ62DABxg2EjOQTdk+ZMpHIz1uz4e3u5Md/A9mpnn1Ldhyi5eszuO+bZRzJOdbiLG3Hcvx3z6XAtJFv2jE2TsS55tQzUrYkpfPs2Jk0cG2mT4Mo3ry+EYZhUKl0MB/0q8I3/m/SMfk7bKaTSc42dMt9h4fLfkp2w4HuAZZ+Rui4/ozIfJRJAc9R3ZZATnAFAu+aBOHlT75gqSrQ4RH3dkg0NboO4c+HOrDqxasY1K8PlG8CrnxK5e0nmdK8kHEDPd+fx6akdMqGBvDezU2w2wyw2aHT4/DkLrhrGnR7CWpdA7V7Qa934V9rYfjfUKml59JHv66+TSrydI+63NA8lqiwAHcbu+sastisy9UpDzGv/zKuyHmPUc6+DOnWHKPn2+62eBmJRP71f/RpGE0dYze7/3jbPVPo+LZ/01+G9ARywqrwTuz7uGz+sHWa++ebthd+GQq4i0dGymaytszD325j7F2tubNdVYIcdtbtP8L93y0nt+C4IuHsNyH3uFZ0s984zQ0lYi2vFYy6du3q2X799ddJTk4+w9HHpKSknLDWT7du3S4ox5o1azzbzZs3P+1xLVu2POn4Sz3+e++9x6JFi+jVqxc33XTTOeUQEREREZGSyzRN9qbvZfFo9ydRV9X049rGN1uc6h/W/QbA/7J74cTO9WpHJyLHM44WjE6cVdGv8P+K35bvw3QEM7/FBySapahp7CVm4St8OnfbJY8qctT09Un0HbmAhdsOFu2EzBQY29+9Tg9A9iGY+JBnNkry3m20XPQAVW1JNMtfhmPSA5jv1IQfB7Fj2yaGfrWUlIxcpqxL5PpRf7MzJZO07HyWfv8qADNsbfjI1ReArN8fJjct8di1D24ja9b/yP6kO7O4h98CXuT91Aew7y6c5ZS2l47zBtHKtokjZhCP+z3Jqjb/Y8yDvfjuge4E9R8Jt/8GVTtCVF2IqIQZGElBTGMCh/4BkXGn/7rbPwJdX4QBX4NfAIZhEBpQuPJJ04Gew/a2fZV0gtmfloNhwPs3NyE6LPDEsfz8oVIraP8w3DoObvkOWt4FkZWK9jModEX1MvRtUgHThCHfbyYj30bjSpF0qFkW/EPgxi/BLxC2TuM/W/syJeAp+iaNhAXvw6g28Pv9sPYXiHevm/RA+h18uD6IUfm9ADD/fAp+HARZB6FcI3Lru9/LHeg3jQevrEH7mmV5oU895j7RhbKhAWw/kMlnc7e7wyVv8LTJ29L2bUybA3bMPeWMtNPKz4HjCvAiF4vXCkZDhgzBz8/9H0NCQgJdu3Zl/fr1Zzxn48aNdO3a1dOSzuFwMHjw4AvKsXv3bs92XNzp/2M7ui81NZUjR46c9riLNf62bdt4/vnnCQ0NZdSoUUW+voiIiIiIlFwu08WrC1+ly49duPWrayg1ZSkA2T3bERFwbmvFXlRHEiBxDSYG05zNaFG5FJXLhFidSkSKE1vhW07/eIOzZ8Py+NttbEpK5+dle7lnfAL35/0fADfY5/DLn1P5Zdne0w67bn8af29NuWix5fJlmiZvTN7Alj2JfDfmQ5K/uRPergGfd3O3KfunvCz47iY4tA0i4mDgL2BzwKbJsOp7yM8m+5ubKWuksc1WhfcKbmCzqyKGMw/Wj6fMN1dyRd7fNIqNoFx4IFuTM+g7cgEPfjKJjrlzAKh3/bPUG/AKG804wlxpbPjodhJ/fQrzw1bwQTOC57xEI9cGbIaJ6ReELWUTjOkFP98Fo6+CAxsgrDw5A//grWee5tle9WhQMeLYjODqV8IdE+H+RfDwWoynduE37P/Zu+s4qer9j+OvM7ndLN0s3SWpiHSJih0oFmJg989Ar12IhX1RDK6ISSMg3d3dsd07O3F+fwwgSMPuDrv7ft7HXGbnnPP9fs7sl5E5n/P9fP+GmBrHn+/RbA7/LKOqbY/f1uQ6qH4JtL2PZl1vpGv9sgDc3zmB9rXizudXdFrP9KpHmNOGx+dP2D3QudY/51q2AfR4DQCrO5M8nEz3NmFnbEd/ubrl38JPgwCY7OjK1Lw6RAbbGeG+nB2+eIzMvbBnCWZQFFz7De9n+yc99LAu5u4W4UdiKBPu5P/61ANgxF+b2ZmcA5OeAdPLirCOdP2rIpMchyZMzHj1zE4seQu8lQBf9ThmhppIYbAVVEM1a9bkvvvu47333gNg9erVNGnShH79+tG9e3fq1KlDWFgYmZmZbNq0iUmTJvHbb7/hdv8z3fKBBx44prTducjMzDzyPDw8/KT7hYWFHXNMREREkbVvmiZ33nknOTk5vPvuu6dMPJ2Oy+XC5XId+flwcsrtdh/z3pZ2h98LvSdSXGkMS3GnMSzFncawFJW1yWsZs3EMAHfNAYcHkmvH0/+6F89r/BX0GDY2TMIGbLAmkEIEDzUpr78fUqj0OVz8mIeu0fq83mN+byE2uLROHJPWHuSxn1YC4KzZFk9YX2wbfucJ2w/cObYqdotJu5qxRAT5L/5OWXuQUfN3smRnGgBP96zDbe2qFvVpnTON4Qvf3C3JNEqZxATnZzgNNxye7JadiO/HW1jS/mPmbc8kz+3D4s7m8i3PkpC+GDM4Gs91P0JcApaLn8A642XMCY+TuGAMVV0bSTHDyL9qFDHp4XT7bR31je28HfQF9cwtjHS8R275JFKvfoF7/reBFbvTaesei8PmJatsK8rVvYhywIru7+GZNICmeQth5UIAPFiZ563H35bWXH3D7VQvH49lxn+wLP0vxuqfADBjE/BcP4boyMr4vB58J15G6Yyc8Ri2BMEN/vUX8Xh4d0BD1u6vStNKkYU+/qODrTzQuSavTNhAgwrhdKwZfWyfjW/ECK8ENgc/7y/P079vompuCFNueRrbjJew7JxLhjWGxzKuJjrEzq9D2jJvazKv/DGIkfiTTbdl3MnS4RvIyAuli6MWzSyb8a74Fne7of4+TJOeZVJYWCmJxXtymPDdUu5OnoYHG/cn+5c3GZbWk67BU7Bun4Vn83TMqh1OeV7WacOwuDJg1wJ831yJ94afwHny69JyYqX9c/hMz7vAEkYAb775Jhs2bGDChAkAeDwefv75Z37++cQ1No/Wp08fXn/99fOOwev955PPaj15fe/Ds6HAH2dRtv/pp58yffp0WrVqxf3333/GfZ/Iq6++yosvvnjc65MnTyYkJOS82i6JpkyZEugQRM6LxrAUdxrDUtxpDEthm5PnL03SOqMyl63YAUBO5yuYP31+gbRfUGO41bZvqQBMdDXEapjY9q1k/PiVBdK2yKnoc7j4yMvLA2D/3r3HrF0NUNlrAP5rKuWCTfrFHGSGpyOdGU9n63Jae1fzwI/+GQJWw8RmAZfXn4EyMDExeGXCBvZuXkuzOLPoTqoAaAxfuMauz+QD+1c4DTd7iWe8pwUbqMpLtq8I2jaDrZvu4R3PnVQ2DvKp/R0SLLvIM+38h/tpOn8TNssmDLMmHUJqEpOzhfh903GbVj4Lf4C6m7cTCVxczsLf+6vRL/d5nnKMYZDlD4JXfYux7jf+E9eVT8t05MbMaQCsCWnH/qP+7uSUuY6GyeNZ4K3DBE8rZviakEkId9fzsW79Ftat3wJ0Jqp2Nerv/RGvxcHSCnfhnrMKOLslOU7lXMfwvoIL4ZTiTbijjkGVsNQj16iPl4PNm0aQ1cqOlBw6fpNNQvg9JIT3ZHxiNBmEMqRaHsvm/EUQ0LpBfd7YfA87c4OY4WsGef5rvUvCOtMsZzN5cz5mampNrD43zXZ+RsW0hfwHwAkcqm74hac7e4inbbyPeQfj+N7TiZusU8ka+wBpITWJzN1BWN5edse0Z2WlW46U9YzI2cGlG34BIN8agmPvEtI+7sq8mo/hsQYX4jtZcpXWz+GcnJwz2q9AE0Y2m43ffvuN559/njfffPOMslYOh4MnnniC559//pQJmDMVGvpPGYScnBwcDscJ9zv6DTrVTKGCbn/37t08/vjj2Gw2Pvvss/M+56eeeoqHH374yM8ZGRlUrlyZbt26nfGsqdLA7XYzZcoUunbtit1uD3Q4ImdNY1iKO41hKe40hqWoTP17KuyGgcudGD4fIR06cOm99553uwU6hr1ubO/6Y5rubUrX+uUY0K/Jeccocir6HC5+Jo77AEglPr4Ml/Xqdcy2Lh4f0z6YS57Hx3e3t6JStP+ipzlxAyz5gjcifqJ3XiMy8nx4TQOvF2JDHdzQuhLXtarMJzO38s2CXYzeaqNLxxZcVD0mAGd4djSGL2z7M/JwLb6JCGsuuXGNCL91EtO/X8WcLckk+sL5wv4W19pmUDnaSdOceYR4M8iwxXB77lAWpSawbn8UH93QlKhgO9trVSFsbC8cpovh9kEMvucBQhz+S7DdvD4eHbuaZTvTaH7D+3hct2H980GC0nfRcP9YhvOzPykaU4Pm1z8DxtGrifQC3udSn0nZfRnU25ZK7bJhXJxwojJv9wHQtQDfo+I0hnuf4X7Z8TsZ9ud6DuQaHMi1MpuaADzWLYG7Olb/197+z7FheR72p+eR6fLQtGwHzA9+JDQviT7x+7EsH4WRthbTYoOwsmTn5uLNz2O7WY6R5hV8clNzLkmI465vl/HBxsu51jqDqNydROX+swRK9aRpVG7dh4XRfVi+O41e6aMA8DW4EqPNfZijryQmezM9U77Ae/0YcIRxSp48/ziynvgadmlSnMZwYTjTZXkKNGEE/qTRf/7zH4YMGcLIkSOZOnUqS5cuPaZsmtPppEWLFnTp0oW7776bChUqFFj/ZcqUOfJ83759REVFnXC/w+smORwOIiPPvBb4+bZ/7733kpGRwRNPPEGTJuf/pcrpdOJ0Oo973W63l8qBfzp6X6S40xiW4k5jWIo7jWEpTD7Tx7LEZVQ5aBI3dwMAZR9+qEDHXIGM4T0LwZVJihnOSrMGD7auor8XUmT0OVyMHFrDyGJy3O/MbocpD1+Cx2cSZD/qRtpLn4JVP1I5bwMrB+SQV6c/ydn5ZOS6qVEmFKfNv+8LlzfiYFY+k9Yc4J7vlvP9nW1oWPECWuftFDSGTyN9D8z7ABpeBZVaFkyb7lyY+QaUqQONrz0yc+Nos//+g+utMwAIvvwdCAvl84GteP631eTkl2ddaCgNl71Au8xJ/gMqNCfiutHct9/OfaOXsnhHGld8vADDgN2pudQxXqS8kcxNV99BZOg/s0DsdvjwxhaYpnlobZ0uUHMZrPkF5g7H2O+fhmO0vRe74/jrfQB2oHm1OJpXK9z1gE6mJI3h2zrUpH+zyizYlsL8rcks3pFCs8rRDLk04Z+1j/4lxm4nJvyomT1Nb4T5H2Gd/KT/57CyGNeMgiptsLm9DPhwDjuSc/j4luZ0qhMPwOsDmtD1nTSedg9iSLkNVK/XAso3hv2rYdZbMOEJXs7LJRgXQ5xTMQ0rls7PYomtCbf8AqMux7J7IZap/weXf3B8kJ582DwFVo6BjRMhoiLc+RcERxXsG1hMlaQxfDbO9JwLLGGUlJSEaZqYpkl8fDwVK1Zk2LBhDBs2DID09HQyMzMJDw8/qwTN2apfv/6R5+vWraNevXon3G/dunUA1K5d+6xm+Zxv+0uWLAFg7Nix/PHHH8cdt3u3f2HHNWvW0LBhQwCGDRvGlVdeecYxioiIiIhI8bMlbQvprnSG/A2GaRLeswdBR33/uGBsmgzATF9jasZHcElCmdMcICKlkuXwIka+E262WS3Y/n05JqwMtB8K0/8DU18gqFIrKkZVoWLUsWWXrBaD4dc146bPF7B4RyqXfziHa1pWZuhlCZSLDDr7WE0TclMh5MKfqVSimSb8fBfsmA2LPoc+70Kzm86/3cnP+tsDWP8n9HsfgqOPbHZ7PDRa+R8Adla+nCqVWwMQ7LDyxoDDN3s3h7BMmPW2P0HQ+x2wB3FJBIwd0o5BXy9id2ouAE6bhUq1WjKgRSW6NCh3wpCOSUZY7dD4amg0ALbNhLSd0LQAzlvOSHSogx4Ny9Gj4Yl/V6fV4jaY/5H/eaVWcM03EFEegCC7lV/ubY/HZxLm/OcyfNmIIF7o14CHx3gYu7cTrZ0xdHGWpUHVDljn/01r90I+sg8nBX/1qJmh3WkbWQ0nQIVmcO1o+G9fWPYN1OkFdY+axbniR5jwOOSl/fNayhaY8ARcOfLczlFKlQJLGB0988Y0j68fGxkZWaiJosPq1KlD2bJlOXDgAJMnTz5hosXj8TBtmr8e6MUXXxyQ9jdv3nzKfvLy8lizZg0AKSkpZxWjiIiIiIgUP0sPLKVcikmzTV6wWChz/wOBDumEzE1TMPCXo7u9Q3UslhPfgSsipZt56LPBd5KE0Um1vReWfO2/aP5xe+j9NjS+xp9M2DkP5n8MyZsJiqvNNwl1+cIM5sudZfl+ocnPS3czsF01BrWvfnziaPa7MO9DuP5HqNTi2G0zXoWZr8OVn/sv3EtgrPjBnywC8ObDr/fCgbXQdRhYz+4SZnqOm6x8DxUPzPwnWWSxwbrfYO8yuPJTqNgSbA7WTfyUxuYmsgmi7JWvnrzRy56D9g9C0LFLQNQuG86v97bnh0W7qF02nA614gh2nMMSFIYBNTqd/XESWGVqQ78PICcJ2gwB27Ezw46ZRXmUK5pVZP7WZMYs3s38rSnM3+q//hvJHUwI2ko1ywGqcQCXaeeppJ40GL2Uj25sgcNmgeodod19MHcE/Ha/P1EVVgYWfwV/PAhAXlAZrI2vxl6hMfw6BFb+APX6QL2+hfp2SPFXYAkji8Vy9v8IKAQWi4Wrr76aDz74gO+++47nn3+e8uXLH7PPt99+y/79+wG4/vrri7T9adOmnXJtp8cee4yJEyfSoEEDfvjhBwAqVqx4VjGKiIiIiEjxs+TAElpu8t98F9qmDc4a/66dfwHI2ItxcA0+02BNUAveaKbvKiJyYsahknSYZ3mtyBEKt/7pn2myeyH8fCes/RXSd8O+5f/sd3AtwfhXark3yGCTvTZ/5DRiwqzWfDl7Gz0aluO29tVoXiUaIycFZrwOnlyY+ATcPuWfsmTpu2H2e/7nk5/136nvCEUKz+o96Uxbd5Cb2lQhNuzQxfWcFP/7D/7EjNftT+TN/5DUnavJv3o08VFhR2bmmKZJWo6b5GwXWS4v2S4PaTlulu5MZf7WZNbuy6AMacyKeNY/K6PNEP8Mnp8GQep2+Kqnvy+rk/peDwCLqtxBp+jT/Hct6MTrhceGObn30lrn98ZI8dX85rM+xDAM3hjQhPsuTWDqugNMW3+AxdtTaVy9Go4Oo+DHy8HnJqnezaSsLsPUdQe597uljLi+mT8J1fn/YPNfcHAN/D4Ualzin1kEfOXpzktpN2ObY+OiGjE8l3A7CRs/g98fhCptITQw5QyleCiwhFFsbCyJiYmA/+4Ri8VymiMKz5NPPsmXX35JZmYm/fr14/vvv6dWLf+H9q+//soDD/jv1OvevTsdOnQ47vhvv/2W1157DYAJEyZQuXLlAmu/Tp06p4z98CysoKCgIyXpRERERESkZDNNkyUHljBkk//CatillwY4ohM7PLtohVmTPm0bnfSuWRGRIwkZ7zncXBxTHW6b4C//NfN1WH+opL8tCJpcBwndIXkzHFwL+1ZgHFxLbfcGHrZvYCg/c1v+Y/yxsgl/rNxH/6YVeDd+PIbHXy6M3Yv87R2+y37m6+A9tO521n6Y9xFc8tj5nbucUFKWizcnbmDMkl2YJqzak87nAw+tUzRtmH+GRpm60PZ+sDnY76xG5KQHiN47k+feeoZx9t7UiAsl0+VhX1oeuW7vKXozecM+EqcrBVdsPZyXPQ/2ILh7Fox/DFaN8SczvS5swAZfJWr21e9dil6V2BAGdajOoA7Vj1rbCrjqc9g4kYo9nuPT5h7uHLWYKWsPcOPnC/j8lpZEhzr9JeY+vRQ2/Ol/ACM9vfkqeBCV7FZ2puQwa1MSvenAnJjplMnZ7J+BdM03J1zLSwQKMGFUsWLFIwmjpKQk4uPjC6rpc4pl9OjRXH311SxevJg6depQpUoVsrOzj8RYs2ZN/vvf/57w+KSkpCPl4FwuV4G3LyIiIiIicrTdmbvJST5AHf+Sphdswiht5Xiigb/NZtzUpmqgwxGRC5h5rjOMDrPaoNMTULOzP3FUsQW0HAShscfvm7EXNk2BlT9i3TGHz2O/54XKXRizPInJy7eSH/7JobU/msPepZhThzFidy3qOJLpvmy0v42LBsOCT2DOcGhxq7+8U0ky8w3IOgg9XwdL0Sb7TdNk1LwdvDVpA5ku/2wew4Cp6w4wd3MS7YK2+8sQgr8Eoc1BanY+180uSwf3Dbxs/4qHbT/xW147Vuz2H2/Fy0j7cC62rmKrUYVt9prsdtSkYoSNuqHZVPbuJGjrCvJMOw+47uU900YI+GcIXTmSFS1e5vn/zScxKZkQw0Xvjq15sExUkb4vIv92zNpWDfr7H8AlteGbQa25c9RiluxI5aqP5/LfQa2pXK4RdH4Wpj4PwAhPfz61Xs+4Oy+iZpkwtiRm8+OinXw2axsDUwfxu/P/sK773b9/p6fAHnx8EFLqFdg0oC5duhx5Pnfu3IJq9pz179+f+fPn061bNwzDYPv27SQmJhIdHc29997L4sWLKVu27AXbvoiIiIiIlB5LDi6h2VYTqwnO2rVxVLoAS7153QTt/BsAS0JXyoQ7T3OAiJRmh0vSmee7fEHlVnDDD/5ZPydKFgFEVIAWA+GGHyG8Ao7MnbwSN5nHutfhOut0nO4M3JE14KaxmMHRGMkb2TPjC9xTXwLTi1m7B3R/Fco3hfxM+PuNc4t19nvwyxBw553r2RaOA2tg+n9g0WewZtw5NZGe6+brOdu45pN5fDF723HbvT6Tz/7eym8r9h6ztrlpmrw5aQPP/7aGTJeHhhUj+GlwW245dNPB238sxvztfsCEJtdDtQ7ke3zcM3oJ25NzmBXeG09cPaKMbKa3mMsnN7XguzsvYmmb2XS3LiYYFw3MTfTJn8jgrA/pu3c4CZs+J2jrZADetw5kclIMz4xbTb7Hx/T1B3nox+VcOXIRy5MsuMMr8fTAK3iwV7Nzel9EispFNWL56Z52VIgMYmtSNv0+mM29o5fyZmZXppQfzCP5g3nXew0jbmhOrfhwDMOgVnwYz/Suz8v9G7KOarzlPrRG25zhZL7TgnE/fsGoedtJzz358ilS+hTYDKNbbrmFd999F6/Xy3vvvcfll19+bFY0AFq0aMGkSZPIyclh3759OJ1Oypcvj9V66jspbr755iMJsCpVqhR4+6fy1ltv8eyzzxIcrAyviIiIiEhpseTAElps9l9gu1BnF+2c+Q1VzBwSzQi6d+sR6HBE5EJ3PiXpzpUzHHq+BmNugdnvcced/UmbOQF88Km3D3c6opgQcSOX537Ak7bviTay8JkGH3A992Jg7ToMRvWDxV/6ZxzF1jzzvlN3wNQXABPKN4GL7i6sszx7Cz/95/nfb0GDK+EMl5LYkpjFJzO28PvKveS5/b/LJTtTubSyhRpLX4N1v4PXheHzcqfpZbWvGt/Pu4bLb3qAkNAw3pmykY9mbAHgyZ51ubNjDawWg5plwvhr2XqeT3kZw7INgmOg60uYpsn//bKa+VtTCHPa+PTWNthyXodR/Yhe+y09Lh4M+1fB8pH+APu8C0GR/tcOrvOXLQwvD+HloEJTOhmNGfnZfMYt28OUtQfIOjTDCaBfkwoMu7wBUSGOgnmfRQpZ7bLhjLu3PQO/XMj6/Zn8uWrfoS0XA/B/ferTqc7xVb9ualOVqBA7D/0I2/LL8bx9FOVz93DFuodZvaYa6yaGEhMRSoW4aMJqtoM6vSAuQWXrSqkCSxg1atSIJ554gldeeYWZM2fy0EMP8fbbb59X8qSghISEULPmmf9HPjY2ltjYk9y1UgDtn0qlSpWoVKlSgbQlIiIiIiLFw/I9i+m/xZ8wCu984SWMUtMzsc16FYA5Za6jf7nIAEckIhe8wzOMzrUk3bmq1w9qdYXNU7B+049YXzIHiWZ4Ugt+HTGL7Qda0cIZRyUjCYDffO14Z6WdTcZy3rmmI/ZDx/L99RBTnaT0LLYfTKNafCRxkeFgdUDF5tD+QUz86/AkxIcTvPS/wKGZNbPehmY3gyOkaM/9RHJTMVeOwQA82LAlroP1v0P9y0976PQNB3lo9AIquHfiMMtQtWw5nDaDqvsmEvffe8CXdmTfw+mnhpbtNNz/Bulvf8yCuO7E7MvkXXsWreKhUnot2H4VVOtAtJnGr2GvEZO1jVQicF7/M1vSHLzzv0VM35CIxYAR1zejTrlw4BKo28e/9tS4uyBpk7+zjo/6yxQCNLzqhOfQGniqZ11e/nMdWS4PcWFO+jQuT98mFWhRNfpc31WRgCkbEcQv97Zn9qYktidnsyM5h50pObSoGs2g9tVOelyfxhWICnbw4fRYnjY7cUPe93RO/YmGlu3+HTIPPbZN8pesi6nhTxzV6QmV2/jLhEqpUGC/6aysLJ588kkyMjL44IMPGD58ODNmzGDw4MF06NCBcuXKERQUdEZthYWFFVRYIiIiIiIiF7SDOQcJX7uTkHywxMYQ1KhRoEM6hs9n8ufXr3KTeZAkI5rOA58NdEgiUhwcShgZPvM0OxYww4Beb8JHbSAnGYCD9QeRv9TOxgNZGIadAy0epdLSJ8FiI7zrc9j+TOH3FXspHxnE011fhC3TIGkDJG0gDogDOHDoAbDuNyjbkNc3V+aTmVuoHm1jkvk1DgCrE7IO+GcptbuvQE/tYEYeH0zfzP70PGJCHUSFOKgYFUT/ZhUJD7Kf+KBl32K4c1jnq8JkXwuG2sbB32/6E2unmD3wzfwdfP7rNH61v0pV50EATF958onC6VgHPsiOrE1o/3d4c5GL/y3dT534IF5O2IxjyeeUNxNpk/gTbQ5feUwGkufA0v/6ZwBZ7cRk7STZiObavKfwjklnW9JsAKwWgxf61ufSukfNlOj2Mmya7J9JBJDQHS595ozet9s7VKdKTAhhQTYuqh6L1aJZE1K8BdmtdKl/9kuhdEiIo0NC3KGfLoWUpzD3r2Tj3hTmbtjL7n17udhYSRvLWpwpW2HeB/5HUBQkdIOqbaFcY4ivf2EkxKVQFFjCKDw8/LjXVqxYwT333HPWbR1d61RERERERKQkW3pg6ZFydOGdOh1Z9+NC8dnUFVyV8g0YkN/+ceLCNbtIRM7AoYvy572G0bmIqe6ffTL9ZXBG0qDfUK6z7uDnpXt4oV8DWrTqCdG5EF2Nyxq24f2IfQwZvZTPZm2le4O2tBj4BySu45dViczYnIEXC1Z8tKwcwk2xm2HtL2T9+Qyf7v8/wEL99Nk4HMmk22KxXvokYVMewzf7XbIb3khYeJR/yYb03cRkbQCz51mfjtdnMnrBDt6cuIHMo0qqHfbt/J18eVsrKkb9a3kDnxfvgk+xAl97uzPR24rbrRMI278KNk6COseWF03PdbMtKZtflu1hzrzZjHG8QlkjDdPqxPC6MDL34WQfXsPG8Pz+TDNv4HVHYz5eNhsf0Qy/vA1Vaw4g+ZIHeH/UJ0QemEfjGhVpVqem/4Lz7kWw9hfIPFRGK6ISa9p+weZfkyEpG4sB/ZtW5P7LEqgeF3r877TtfTD7HYhNgKs+O+OyeoZh0K1BuTN7s0VKk5jqGDHVqVMf6nSBzQezeH/aJu5duYUOxiq6WpfQ07mSkLw0WDXG/wBMLKSE1SKq1TVYG18N0dUCehpSsDSXTEREREREJIAW719Ex02Hy9F1DnA0x5q5MZHsv0cQZ8sgM6QKFS69M9AhiUgxYRiHligIRMIIoP1QMH1QqQVGUCSvXdWY5/rWJ8Rx6FJYx4eP7NqrUXmubF6Rn5fu4bH/rWT80I5scTTk4Z9n4zPhmV71eG3ien7ZYVKxzTVcsmU6YWkbuMIyG1vzGxm8/S3Igq/zLmbE72WZ6ihLtZwDfPj6k3xj7c+Q8L+5M+cLOpou8v/2QJenjws3z+0lyH7ssg5m5n4Sxz2FY9s0mnmjedGsRFZMTcKaD2C3UZ7UnHz+WLmPDQcy6f/hHL4c2IpGlY5K6m+ajDV9J2lmKBvLdKdZZCTfbOnKPbbfMWe+gVG7O9n5Xl6bsJ4Jq/eRlJUPQGNjC2McrxNtZGHG18e4eRzYQyBpI6RsIzu2Ef/9fCfpB/O4+YsF+Ezo3bg8bWv6l3eIjQjhgfseJjPPfezMp+Y3+2d/bZoCexZDy9vpGFmJ+zM3kpSVzx0dq1OzzCmqDl36tH9dlZqd/esWiUiBqhUfxvvXN2NT51q8M6U6j6xuzWNuH32id/F4zZ1Y96/EmbyaGDOd2KyN/qT89Jeh8kUQVRXcOeDOBZsT6vb2l750+ieZeLw+dqfmkuXy0KBChD+RLhckJYxEREREREQCxDRNNi2dxlXpYNpthLZtG+iQAH9c387fwfu/z+cv+58AhPd6AawnKXkkIvJvh8t+FXVJusNsDuj0xDEvHUkWncDzfRowZ3MSW5OyeXPSBpbvSjuSCLnz4hokZbsYOXMrT07YxVDnAG5wfcETzp+IvOh6nKuXYhoWFkX3xZNo433PFbzj+IS7bX/Q0reBLtnLjvTjmP06mZYgwjv7E1Yb9mfy3o/jcRxYjiO2KjXrNeOi+tXxzBtJ/Q0fEk8uAFGWdBqxHXJmw8Kf4Z45EJ3AHR1rcPvXi1i/P5OXR47igbbRNO/Qm+CIaJL/GkEsMMbbiWEDWhMT5uDad/pyqzmJ4L1LyPjySvbs2cVQ7wGeIxuf08BnWHHgxooPKrbAuPEnCInxB1+pJVRqSQTwYBcnL/6+ltQcN0F2C0/3qnfce3rCMnk2J9Tr438ABvBItzpn9ju12qHpDWe2r4ics4Sy4Xx8UwumrD3AM+NW8VtqVX5bXBXoCJjUCsqimXsJl1vm0N66FmPXAti14NhGNozH/PNRloV2YHVuLEZuCpFkYmAyuckTPHTVpUoaXaAKLGG0bdu2gmpKRERERESkVFifsp6qKxMBCGnbFktI4OvB52Vn8M2YH/Fsmcm3tmWEG7n4yjbGUv+KQIcmIsWJ9VC5MDNAM4zOUmSIndeubMxtXy/ii9n+a1whDivP9vYnQh68rDYTV+9nR3IOL9KRS53jKE8SjLkeAKN2D7657koyXR6sZhd8n08jOnkTXazL8FnszK56L0s37+FB6/8I//tFtuYZLPLWJmLRcD40FmJxmP4F5xeCa4Edp+EGYKVZk6U176V/w2iisrbC6rFwcC2MGwy3/kHFqGD+N7gtIz//hIcS/w/rQhPPgvvZElSHmq51+EwDT4vbj8w8ur17a0ZPuIw7bBOI2PUXEeDP2hxxqORdjUvh2m+OzA74t5vaVOWbeTvYmpTNPZfUOr4cnogUe13rl6V19Rj+8+daxizeTfnIIO7oWIPrWlXmh0UXcdMfnSjrSeWrtonUj7ODPdg/GzF9N66l3+NM30Lz9Ck0BzhqAuX8lU8zzPEZz/VtqKTRBajAEkbVqlUrqKZERERERERKhelbp9Blmf9iamSXLgGOBrL3b8YceTF3mtlHvi2atiAsPV4547UiREQAMAI8w+gcXFo3nqtbVOJ/S3YD8MBlCZSP9CdCgh1WXr2yETd8tgAXDnY1eZDyK5+DzL3+g1sOwjAMIg7Pqun6Ivx4E8TVwXLV57SNrcPGseP5bpvBDa4x1Fj4AjUADn205pZpgi/rIKG5+3AabtKMCNbUe4jGfe+lcbDznyAbDYCP28POuTBnOHR8mPCUNTyS/iqGYZJGOFFGJjVd6wCYa2vFbb07HTn8lrbVuHHZHaTuCycPB2UqJXBjj46Ex5TzJ/dMLxgWiKz8z+/wBOxWC1/d1op5W5IZ0KJSQbz9InIBigy288aAJjzUtTZxYU7sh24GGNS+GlsTsxi9AK5aFMdrVzWiQYUIKkWHMGnNfp5IaUAdzyZuCF1M+6qhRMSWJSwiFu/0V2jDOiYs+IyXjMH8X596ShpdYFSSTkREREREJECyxo6jTAZ4YiOI7Ncv0OGw7vfhtDSzSSYSd40ulGvcFaPGJRBRIdChiUhxczjJ7PMGNo6z9Gyf+qzem0GY08qg9tWP2dauZhxvX92EnHwPrVp3h/0/+Gf7RFXxr6tztLq94aG1EFoGrDZwuykTDJ3uH870L0wuTf0fXgz2VuhBpX7PEFyukf+4/BxI20lUVGXaO0KPDzC6GvR8HX69F6a/AmXqwB8PY7izoUYnIm/4H5u2bGbH4vH4Dq6jSo+HCXb8c2u/1WLw6nVteXV8FF3qleXqlpXO+WJt1dhQqsaeIEYRKXEOJ88PMwyDF/o1YGdKDrM2JTH0h+WHXgfz0H0C0XXa0uPaIUSG/FOe0uIIhvGP8qTte3rMbYLFgGd6K2l0ITnvhFFeXh579uwhPT2dqKgoKlasiNPpPP2BIiIiIiIipdjOxM20n7ofgJi77sISFBTQeNKzcqi251cAtl70Mq163hLQeESkeDMsh5IUxWiGEfjvpp8wtONJt1919Gya3u/AuLug83NgsR6/c0T5414KcdrpdP+nbJzfl7jKtalc+V9r/zhCIL7uqYNseiNsmADr/4AfDq3pE18frhmFYXOQUKc+CXXqn/Tw6nGhfHpLy1P3ISJyGnarhQ9vbM7rE9azfFcaO5JzyHL5y1red2ktHupaG6vlX4mglrfDut8I3vY3b9k/4drZ8RgGPN1LSaMLxTknjKZNm8Ybb7zBzJkzcblcR14PCgri4osv5oknnqBz586naEFERERERKT0Wvf5u1TJgoxoB3WuvznQ4TDzz+/oRzqpRiTNu1wX6HBEpLg7fJHQLF4Jo7NStS08uOqsDzMsFmq3u/zc+zUM6Ps+7F4EWQcgrBzc+D8Iijz3NkVEzkFEkJ3/XOGfIWmaJinZ+QDEhp1kQonFApd/CB+1pVX+Rm6zTuCzWb2xGAZP9qyrpNEF4KwTRqZp8uijj/LOO++ccHteXh6TJ09m8uTJPPzww7z11lv6RYuIiIiIiBzFl51N7Ni/AUi9oSsWhyOg8aTnuglb9z0AyTWvItoe2HhEpPgzjpSk8wU2kJIqNBau+x4Wfgrth0Kk1hESkcAyDOPkiaKjRVWB7v+B34fylPMnZuQ2ZeTf4PWZtK4ew9akbLYlZpNQNozb2lc/fpaSFKqzThi9++67J00W/ds777xDpUqVeOihh846MBERERERkZJq91efEZrlYX8UNLr5gUCHw5jpi7nNXAoGVO96V6DDEZGS4EjCqATPMAq0Si2g0shARyEicvaaD4S1v2Lb8hc/xI/iogNP8PnsbXw+e9sxuy3YlsL71zU7Zi02KVxnlTBKTk7m2WefPea1Jk2a0KtXL8qUKcPBgwcZP348K1euPLL9mWeeYeDAgcTExBRMxCIiIiIiIsWYNyuLjK9HYQXm9KjEpVFVAhpPeq6bzIXfYjN8pMY0IbpsvdMfJCJyGv+sYaQZRiIi8i+GAf1GwEdtKZO+ip8aL+bubR0pG+GkRlwYlYPdrFzyN/EbpjLl3RH0qJiHw5sD7lxw50FcLbjiU7BpVnxBO6uE0bfffktubu6Rn998800effTRY/Z55ZVXeOutt3j88ccByM3N5ZtvvmHo0KEFEK6IiIiIiEjxlv7bb1izctkbA7GX9w9oLKZp8uFfm7jG9xdYILLdoIDGIyIlyOEZRiV5DSMRETl3kZWgx2vw6xCab/mIRXdfB1FVYf6HMPs9sGaBFcgFNv/r2AOroGp7aH1n0cddwp1Vwuivv/468nzAgAHHJYvAX6vwscceY8GCBYwdOxaAGTNmKGEkIiIiIiKlnmmaJH3/HQCTmlu4vWqXgMWSnuPmqXEr2b/6b5527sVrDcLa8MqAxSMiJYtxeM0JJYxERORkmt4Aa3+FTZNgzC2Qnw0Ze/zbIquQHZXAb7tDWZ0XR6YZQkREBFfF76XZzq/h7zeh6Y3gCAnoKZQ0lrPZ+ehSc4MHDz7lvvfcc88JjxMRERERESmt5kz+Cu+mLeTbYGe76tSOrh2QOBZuS6Hn8L8Zv2o/19tmAGBp2B+CIgISj4iUQIdmGBlelaQTEZGTMAzoOxyCIiFpoz9ZFFkFrvoChq4g9LafuezBz/C1uI1pto58m9aQazZ2ZrdZBrIOYC789LgmEzNdATiRkuOsEkbJyclHnjdv3vyU+zZr1uzI86SkpLMMS0REREREpOTI8+Tx8vyXWfn5WwCsbRLF630+xDCMIo9l5e40rv9sPnvT87g0+iADbLMAMJrfWuSxiEjJdWQNI80wEhGRU4koD1d+BuUaQ5cX4b5F0GjAkRsP4sODePXKxix4pguvX9WIOhVjeNd9FQA5f71FeloyWS4PPy7ayYCP59L+tb9Iyc4P5BkVa2dVki4rK+vI86ioqFPuGx0dfeR5Zmbm2UUlIiIiIiJSggybN4xpa39j5Dr/hdPeDw0nIqJqQGIZs3gXXp9Jx5oxfG4Mx9jthXr9oGrbgMQjIiWTcXgNI58SRiIichq1u/sfpxDmtHFtqyoMaFGZkTPi2TTzdxJ8e/j8/cd52301uW4vABYDFm1PoXuDckUReYlzVjOMzKPuCjndnXBHbzd1N4mIiIiIiJRSWflZTNo+iYtXmzg94ExIILxFq4DE4vWZTFpzAIBnKi3HunsB2EOhx6sBiUdESq4jCSNdExIRkQJktRgM6VwH62XPAnC993fKeXbTKjaPYZ2iWDCkFt3rRJ+mFTmZs5phJCIiIiIiImdnxu4Z5Htd9FxpA/KJuvbagJSiA1i6M43ETBcVg/Kos+pN/4udnoTISgGJR0RKsMNrGGmGkYiIFIIaHa/Hu/YTQvevYLrzEcgG5h963DUDKjQ7dQNyQmc1w0hERERERETOzqTtk6i9B8ofyMcICiKyX9/AxbLWP7vozehfMHKSoUw9aHNPwOIRkZLrnzWMfIENRERESibDwNrzNXCEHfrZAlYH2II1u/U8nPMMo8WLFxfa/i1btjzbcERERERERC4o3qxskudMJ+G/07l2k7+mekTPnlgjIgISj8/0J4zqG9tpm/q7/8Xeb4PVHpB4RKRkO5Iw0gwjEREpLFXbwVO7/c8DNIO/pDnnhFGrVmdXc/ts9teaRyIiIiIiUpzlb9/OtiuvwpeTQ9dDr1mjooi9fVDAYtqZBfszXDzinIaBCQ2ugGrtAxaPiJRwFv+FO0PXeEREpDApUVSgtIaRiIiIiIhIAUv/7Xd8OTlkRziYVctNhct6M+DaF7CGhQYsphUpFoLJo491HviAVncELBYRKfkOzzDSGkYiIiLFhxJGIiIiIiIiBSxz2jQARl1iMr2hlXH97g5ossg0TVYkG/S2LiDYlwMxNaCqZheJSOExrIeWzVbCSEREpNg4q4TR9OnTCysOERERERGREiF/1y5cGzZgWiwsrOmjZmQtakXXCmhM6/ZnkuwyuM45w/9C0xtVvkNECtWRNYxUkk5ERKTYOKuEUadOnQopDBERERERkZIhc8pUAHbXiiQ7OJPu1boHOCKYuOYA1Y19tDQ2gGGBpjcEOiQRKeGOlKRTwkhERKTYsAQ6ABERERERkZLkcDm6adUyAehWrVsgw8HnMxm/6gDXWGf4X6jVFSIqBDIkESkFDIt/FqPWMBIRESk+lDASEREREREpIJ6kJHKXLgVgQYJJraha1IyqGdCY/lp/kN0pmQywzvK/0OymgMYjIqWDYVVJOhERkeJGCSMREREREZECkjl9OpgmW8obJEcYDG0+NNAh8dmsrXSyLKeMkYYZEge1ewQ6JBEpBY6UpNMMIxERkWJDCSMREREREZECkjFlCgALaxv0rN6TTpU7BTSeFbvSWLAtmYE2f1y+RleDzRHQmESkdDCMwzOMAhuHiIiInDlboAMQEREREREpCbxZWWTNnYsF2NAgko9bPxnokPjs7y08Z/uGiy0rMTHwNb0Fa6CDEpFSwWLx36Ns0QwjERGRYkMzjERERERERArAlgn/w+LxsjcGBvZ+hpigmIDGsyslh7rrRzDINhGAZVXugLiEgMYkIqWI1jASEREpdpQwEhERERERKQBrxn0JwP4WVelZo1eAo4GNY4dxn3UcAN7ur7MrtmOAIxKR0sRyKGFkKGEkIiJSbChhJCIiIiIicp62JW6kyuokADre8CiGYQQmEJ8XNkzA/VU/LtvzMQBbmz6Gr+XtgYlHREot41BJOkP5IhERkWJDaxiJiIiIiIicpzl/jKRFPmRFOKh7UefABLHmF5j6PKRuxw54TYNvg27glsufwePxBCYmESm1DMuhGUZaw0hERKTYUMJIRERERETkPHh9XnKnzfD/0LHVkbvqi1TaLhh7O/g8uGwRfJV3MaO9XXn1pj6Bm+0kIqWaxaKSdCIiIsWNEkYiIiIiIiLnYe7u2TRclwNAwuU3BSaIeR+Cz0NG2da033UPmT4nT/eqS4eEuMDEIyJiPZQ8V75IRESk2NAaRiIiIiIiIudhzpSvicoGd4idyDbtij6A7GRY+l8AnkjsQabPSb8mFbizY42ij0VE5BCLxX+PskrSiYiIFB9KGImIiIiIiJyj1LxULLMWAWDv0BbD4Sj6IBZ+Cu4cNttqMSGnDg0qRPD6VY1Vik5EAupwSTqL8kUiIiLFhhJGIiIiIiIi52j81j9pucELQMVeVxZ9AK4sWDgSgHdyehHmtDPy5hYEO6xFH4uIyFEM66HPIa1hJCIiUmwoYSQiIiIiInIOTNNk9uzvKZ8KPruVsI4dij6IpaMgN5W91gpM9LXm5rZVqRQdUvRxiIj8i3FohpHhC3AgIiIicsaUMBIRERERETkHa1PWEr94OwDBbdtgCQ0t2gA8+TDvAwDez+uFw27j9g7VizYGEZGTsFj9l5wMzTASEREpNpQwEhEREREROQefrviU1hv9t87HdOtR9AEs+wYy9pBqieFnb0eua1WFuDBn0cchInICFovN/6fyRSIiIsWGEkYiIiIiIiJnaVXiKlaunkaN/YDFQljnzkUbQMpWmPIcACNcvTGtDu66uEbRxiAicgqH1zDSDCMREZHiQwkjERERERGRszRy7rs8+IsXgJAWLbDFxBRd514P/HwX5GexwdmYr73dubJZJSpEBRddDCIip2FYDpekC3AgIiIicsaUMBIRERERETkLC7fMpMv786i9F4gIp+wzTxdtALPegt2LyLeFMSj9djAsDO5Us2hjEBE5DeuhknSGL8CBiIiIyBlTwkhEREREROQMebKySLv3EersgfxQB9W++oqgunWLrP8V86bgnfE6AI/l3MIeytCncQWqx4UWWQwiImfCsPlL0llUkk5ERKTYsAU6ABERERERkeLA9HhYc8dNVN6eTXYQVPz0Q4IbNCiy/pdt3Uv0xHuxGj5+9bZjRXQ37m1cniGdahVZDCIiZ8owDs0wUr5IRESk2FDCSERERERE5AwcHD4cx/IN5Dhg+bP9admiQ5H1nef2su6HZ7nBOECKtQx1b/2U6VUrYRhGkcUgInI2LFb/DCMljERERIoPlaQTERERERE5jayZM0n57HMAvuobzIA+TxRp/9/+NpGrXb8A4Oj3NnWqVVaySEQuaNbgEHyAwwPpv/8e6HBERETkDChhJCIiIiIicgruffvY+8STAExsblDjypuICooqsv6X70yh6YoXsBteDla4jLAmlxdZ3yIi58oaHcWElv7E9t4nnyJz2rQARyQiIiKno4SRiIiIiIjISZhuN3sefgRvWhpby8GP3YK5pf4tRdZ/ntvLX9+9TUvLRlxGEPHXvl9kfYuInA+LYWFUFwszGxrg9bLrwQfJnDs30GGJiIjIKShhJCIiIiIichKpP44hd9kyXEFW3u1vpX/9q4kLjiuy/j+fuIBBuV8B4O30DERWKrK+RUTOR3RQNDHBcXzc28KC2gaG28PmwXewdMaYQIcmIiIiJ6GEkYiIiIiIyAmYpkna//4HwHcdTJJj7dza4NYi63/FrjTCF75LlJFNRlQ9QjoMKbK+RUTOl9Pq5Nf+v/Lyxa+y9oHurK5hIyjfJOPZl8jMTA50eCIiInICShiJiIiIiIicQN7atbg2bMBjM/i7oUH/Wv0pF1quSPp2ebz83/8WcIVlFgARfV8Bq61I+hYRKSiRzkj61uzLG13epceoyWSEWSmb5GHa83cFOjQRERE5ASWMRERERERETiD953EALEiAvBAbgxoOKrK+R0zbTN3kKUQYuXijqkH1TkXWt4hIYQiPK4/lCf9MyYQJa1k+438BjkhERET+TQkjERERERGRf/G5XKT9/hsAMxob9K7Rm8rhlYuk71W70/l45hZusE4DwNpqEFj01U1Eir9WVw9hW5sqWExIe+5lcnMyAh2SiIiIHEXfOkRERERERP4ldeokzIxMksIho3F1Hm/1eNH0m53PI/9bTl1zK00tW8HqgKY3FknfIiJFoe0bn5EeZqHswXxmvDA40OGIiIjIUUp8EezMzEymTZvGzp07CQoKon79+rRr1w5LAd2hd67tm6bJmjVr2LJlC3v27MHtdlO+fHnatGlDlSpVCiQ2ERERERE5e6ZpsvTLt6kELGgSxIiuHxLpjCz0frcnZXPb14vYlpTNO8EzwATq9YXQuELvW0SkqETHV8H9yCB48XOq/LaM1e2+pmH/WwMdloiIiFCCE0amafL6668zbNgwcnNzj9lWs2ZNvvzySy6++OIibz85OZmhQ4cydepUDhw4cNx2wzDo0aMHI0aMoGbNmuccn4iIiIiInJv/zniHVmsPAnDJ4GFUjaha6H0u3p7CnaMWk5rjJiES+vvmghtoWXTrJomIFJWO1z/CuOmTqfv3TvKee4PU2s2Irt8k0GGJiIiUeiW2JN1jjz3GU089RW5uLg0aNOC+++7j1ltvJSYmhi1bttCtWzdmz55d5O0nJiYyevRoDhw4gNVqpX379gwePJi77rqLli1bYpomEyZMoE2bNqxfv/583gIRERERETlLm1M3s+2Hr7CYkF2/Kq1a9i30PqdvOMgNny0gNcdN40qRjO24B4s7G+JqQ9X2hd6/iEggXPrOd2yq7iQo32TzXYPwJCcHOiQREZFSr0TOMJo3bx5vv/02APfeey8jRozAMAzAn7Dp3Lkzq1ev5rbbbmPt2rXY7fYibd/hcHDffffxyCOPUKFChWO2/fTTT9x0000kJSVx7733Mm3atHN6D0RERERE5OyYXi+/ffoEPRZ7Aah1412F36dp8tIfa8n3+uhWvyzDr6pD8Kgn/Btb3AqHvmeIiJQ0UWGxVBz+HvsG3kP5pBxW3XkzTX74BYvDEejQRERESq0SOcPojTfeAKBGjRq8++67R5I5AGXKlOGLL74AYPPmzYwdO7ZI2y9TpgwrV67k7bffPi5ZBDBgwADuv/9+AKZPn06y7rARERERESlUpmmSMX48a3p1o+dXa4nKBqNCOSJ6dC/0vudsTmZrYjZRTng/YRnBH7eEA6vBFgRNri/0/kVEAqlF7U7sePZGsp0QtHYb2159MdAhiYiIlGolLmGUm5vLxIkTAbjllltOOHuodevWNGrUCOCsE0bn235sbCx16tQ5ZR/t2/vLTpimyd69e88qPhEREREROTupo79jz8OPYN2xl6wgWH9lMxJ++RVLaGih9z1q3naaGpuZ5nyMoEmPQtZ+iKoC13wDITGF3r+ISKDd3PNJfr+5FgB5P/xM8qolAY5IRESk9CpxCaPVq1eTl5cHQIcOHU6638UXXwzA4sWLL6j2Afbv33/keVxc3FkfLyIiIiIiZ8Y0TVJHjwZgUnODp4ZG0fn5j7FGRBR633vScpm5bg/D7R8Qm78HQstAzzfhvsVQu1uh9y8iciGwWWzcPXgkSxoGYTFh2eP3kO92BTosERGRUqnEJYw2bNhw5HmtWrVOut/hbTt27DiSALoQ2jdNk6+//hqAJk2aUL58+TM+VkREREREzk7e6tXkb9tGvh1Gd7Jw60X3EumMLJK+v1uwg+stU6lqOQih8f5E0UV3gc1ZJP2LiFwoKoRVoMVL75Nnh4rbMvnv27fhM32BDktERKTUsQU6gIKWlpZ25HlsbOxJ94uJ8Zd3ME2TjIwMgoKCLoj2hw8fzoIFCwB4+eWXT7u/y+XC5frnzpuMjAwA3G43brf7jPosDQ6/F3pPpLjSGJbiTmNYijuN4ZJr308/ALAwwSA+ripX1riySH7PLo+P3xesY5xtHADeix/HZwuFQupbY1iKO43hkq9WrTYsH3glfP4zjcYsY0Sb1xjS/rFAh1VgNIaluNMYluKutI/hMz3vEpcwys3NPfLc4XCcdL+jEzg5OTkXRPsTJ07k0UcfBWDw4MH06dPntMe8+uqrvPji8YtCTp48mZCQkDPqtzSZMmVKoEMQOS8aw1LcaQxLcacxXLLscG3hot/HEQHMbWini68LUyYVze94UaLBNfnjiLVlkuksz/R9sZjjxxd6vxrDUtxpDJdw1ZtTtsxUIhMz8H36LW8nWahnrxfoqAqUxrAUdxrDUtyV1jF8pjmKEpcwOjpRk5+ff9KkztFl4oKDgwPe/t9//81VV12F1+ulT58+vP/++2cUz1NPPcXDDz985OeMjAwqV65Mt27diCiCuuvFhdvtZsqUKXTt2hW73R7ocETOmsawFHcaw1LcaQyXPN+t/45lY76ia45JZpiVJ4Z8T83YhCLr/9eP/+QZ6wQAgvu+Ts86vQq1P41hKe40hkuPnLJl2XvHnXRbavJRnXHc9vBtxATFBDqs86YxLMWdxrAUd6V9DB+uTHY6JS5hFBUVdeR5amoqYWFhJ9wvNTX1yPOzSawURvuzZs2id+/e5OTk0Lt3b8aOHXvGg9bpdOJ0Hl/j3G63l8qBfzp6X6S40xiW4k5jWIo7jeGSYcmBJby19C0eXO0FoEL/a6hUrn6R9T96wQ66HfyKYFs+7gqtsTfoB4ZRJH1rDEtxpzFc8kV26EDWNQPIGPMTd/yUwSfVn+S5m7/EKKLPycKmMSzFncawFHeldQyf6TlbCjmOIpeQ8M9dgVu2bDnpflu3bgWgcuXKZzXDqKDbnzlzJj179iQrK4tevXoxduzYU5a6ExERERGRc+f1eXlt4WsE55lctMl/8TG2/1VF1v/oBTtY9dv7XG2dCYC9x8tFliwSESkuKvzfc9CyMUFu6DxiPn8sGBXokEREREqFEpcwatiw4ZGEy9y5c0+636xZswBo3rx5wNr/66+/6NWrF9nZ2fTs2ZOff/75hLOFRERERESkYIzdNJb1KevptNmJ1ePDUbMmQQ2KZnbR9/M24/v9YV6zf47VMDGbD4QqFxVJ3yIixYlht1P7o8/IqRhDXCbYnnqD6SOeYv4917Piknas6tYZz1GVXURERKRglLiEUVhYGJdddhkAo0aNwufzHbfPihUrWLZsGQBXXHFFQNqfOnUqffr0OVKGbty4cUoWiYiIiIgUonRXOiOWjQBgwNY4ACL79SuSMke/zl5BjQk3crNtKiYGZuf/w+g7vND7FREprqwREdT/cjQ5oTaq7fNR7sNfiJy+HMeBVGw797Hqf58GOkQREZESp8QljAAeeeQRADZs2MCzzz57zLb09HTuuOMOwF8u7tprrz3u+MWLF/Paa6/x2muvkZaWVuDtT548mb59+5Kbm0ufPn00s0hEREREpAh8tPwj0lxp9N9ehvA1O8EwiOzbp9D7XbErjdjJ93KRZT0uSwhc/z3GxY+qFJ2IyGkEV61G3Ih3SCkXyo7akSzoWZVFLSMBODjpjwBHJyIiUvLYAh1AYbjsssu4/fbb+eKLL3j11VeZOXMmnTt3Jjs7mzFjxrBnzx6sVisjR44kKCjouONnz57NU089BcCAAQOIiooqsPbXrFnD5ZdfTl5eHmFhYbRq1Yp33nnnpOdy9dVXU7NmzfN/U0RERERESrFNqZv4ccOPJOw2uf6nRABibr0Ve4UKhdpvWk4+734zlq8tq/BiwXHXFIxyDQu1TxGRkqRqu65UndH1yM+blv6F54Z7Kb8+iT0Ht1AxXtdMRERECkqJTBgBfPLJJ0RHR/Puu+8yd+7cY9YbKlu2LJ999hk9e/Ys8vZ37dpFXl4eAFlZWTz//POn7Kdhw4ZKGImIiIiInId0VzqPzXyMmFQPz46zYrjzCevcmfhHHynUfn0+k0fGrKBP7i9gBW/dfliVLBIROS+1ml3KvLggopPymDn2PW64Z0SgQxIRESkxSmzCyGaz8eabb/LII48wfvx4du3ahdPppH79+nTv3v2UJeBatWrFE088AUB0dHSBtl+jRo0jbZ+JWrVqnfG+IiIiIiJyrHxvPg9Of5CU3Zt54SeD4Kx8nPXrUfHNNzCs1kLt+9NZW1m5fgMfO+cA4Ohwf6H2JyJSGhiGgf2SdjD2L3JnzCLvzjyCbMdXjxEREZGzV2ITRoeVK1eOQYMGndUx7du3p3379oXSfu3atXnttdfOKh4RERERETl7uRs38uvHjzBg6WZqHPC/Zitblsoff4wlNLRQ+/5x0U7enLSBobYpOAwvVGoNlVoWap8iIqVF3X43s3vsXzTa4GLC5j+4ou6AQIckIiJSIlgCHYCIiIiIiEhBy9u4kS1XXUmTCf8ki4KbNKHypyOxly1baP26vT6e+3U1T4xdhc3nYpBzun9D23sLrU8RkdImrEVL3GFBhOfB7IlfYJpmoEMSEREpEZQwEhERERGREmfTq89jdXvZXA72PXw1CXNmU+3HHwiqU6dQ+jNNk53JOdz0+QJGzdsBwEcNNxHmTYfIKlC3T6H0KyJSGhk2GxGdLgWg7NIdLD24NMARiYiIlAwlviSdiIiIiIiULlmLF2GbtxyvAZuH9uGhK4YVSj8uj5fPZ21j8fYUVu1OY5DrG160LGO3szw16regxoHJ/h0vuhus+uolIlKQYrr2YM8fE2i10eS1Ba/ydqd3qBJRJdBhiYiIFGv61iIiIiIiIiWGaZpsfOX/CAZmNXMwsOdThdbX6Pn+dYoAHrX9yBDbbwDUZResW+jfyREGzW8utBhEREqr0PbtwW6jXJqHzE3rGZA5gMdbPc5VCVdhGEagwxMRESmWlDASEREREZESI3nqJILX7sBlg/DBtxMTFFMo/ZimyY+LdgHwcfXZ9Nz3q3/Dpc+AMxwS10PKNmhyHQRFFkoMIiKlmTUslNC2bcn+exZ3L45iTlwqcxc+z7YaYxlyz+eEOkIDHaKIiEixo4SRiIiIiIiUCKbXy7bXXyIMmNUugrvbDy60vlbsTmfDgUxutM+g575P/S92eQE6PFRofYqIyLHCO19G9t+zqLssmbpHXl3OhLVXcuXHE7BYtHS3iIjI2VDCSERERERESoRdP44ibHcKWUFQ9/6ncFgdhdbXj4t20c6ympesn/tfaD9UySIRkSIW2f9y8rdtxZOYhOnzkZp5EMucpTSYuZPpD99I53e/U3k6ERGRs6CEkYiIiIiIFHvZ8+aR8cpbWIGFXSoxpOHlhdZXTr6HaSu28LP9Uyz4oMkN0OXFQutPREROzBIURNmn/lmrrhIw9eOnKT98HBUmLmdp8H00f+UDJY1ERETOkObmioiIiIhIsZazZAk77rkHq8fHogSDix95o1AvDv65ch8PeEdRyUjCjKoKvd4EXYwUEbkgdLnnFZYOagNAyLi/2PTSswGOSEREpPhQwkhERERERIqt3FWr2HXX3Rh5LpZXN1j/UG8alW9WqH2unfMbN9mmAWBc/gE4wwq1PxEROTvXPfIp46+tDoD3u5/Z89VnAY5IRESkeFDCSEREREREiqWcZcvYeced+LKzWV3FYMQ1wdzf+uFC7XPrnv3cnvKOv/8mt0H1iwu1PxEROXt2q52BT47i966RAKS98Q6p06YEOCoREZELnxJGIiIiIiJS7GROncrOW2/Dl57O9ipO3hhg4bomAykfVr7Q+vR6faT8/BiVjCQSbeUI6fVyofUlIiLnJy44jv4vjmJmMwcWE3Y99BC5q9cEOiwREZELmhJGIiIiIiJSrKSMHs3u+x/AdLlIa1GL/7vaQ1hUGe5odEeh9DdrUyJPjl3JFy/fRcvk3wDY3v41laITEbnA1Y6pTePXR7CyuoE938uGOweSMWECZn5+oEMTERG5IClhJCIiIiIixUbSJyM58NLLYJrYr+jNY72ScDkM7m92PyH2kALv7/NZW7n5i4VEL/2Qu8z/ATC5ysM0v6R/gfclIiIFr12Vi7G/8jQ7y4AzNZs9Dz3Mps6XcfC99/AkJgY6PBERkQuKEkYiIiIiIlIs5CxdRuL77wNgvesm7m66lHRPFvVi6nF5zcsLvL+dyTm8NXkDg6wTeML+AwDey16g26DnsVqMAu9PREQKx5XNbmLjSzcztp1BWpiBNymJ5E9Gsv3a6/BmZQc6PBERkQuGLdABiIiIiIiInI4vJ4e9Tz4JPh9mj0u4vcJE0vLSqBVViw8u+wCrxVowHZkmrP8Tc+sMMlcu4m/LduKtaf5tnZ7C2vGhgulHRESK1JCLn+Bez07u6TCbbjujuX2GFffevSR98AFln3wi0OGJiIhcEDTDSERERERELmhun5vN/3ke986duGLDua/xMtJcaTSIbcBX3b8iPiS+YDraPhs+vwx+vBFj0Wc0cC0n3kjDNCxwyRP+h4iIFEtWi5XXO75OhagqTKiexv/6xwKQ8s035G3YEODoRERELgxKGImIiIiIyAVrU+omHnytE96xfwDwRtdsEq05tCzbks+7fU5UUNT5d5K5H767Fr7uDXuWYNpD+d7oxSP5g/mh6X8xntwJlz4NhsrQiYgUZ5HOSIZfOpxgWzA/Rm9kd8vK4PWy//kXMH2+QIcnIiIScEoYiYiIiIjIBck0TYZPfoHrx6UAML9dNGUv6cYDzR7g4y4fE+YIO/9OfF74322wcSIYVtzNbuOZKt/wVO5NrIjrxRV9+oIz/Pz7ERGRC0JCdAIvt38ZgJcv2ku+00Lu8uWk/fRTgCMTEREJPK1hJCIiIiIiF6S/p33NtW8tJTYTLFUqMvCD37CEhBRsJ/M+hJ1zMR2hfN/wC95YbiUtJw+AV65ohNNWQGsjiYjIBaNbtW686nuVYfOG8X2HbAZOg31vvkH4ZZdhi40NdHgiIiIBoxlGIiIiIiJywUkZ/wdRD71JXCZkV4ii+udfFnyy6MBa+OslAF7Iv5mn5/pIy3FTIy6UT25qTuvqMQXbn4iIXDD61OjDd72+Y33nGmyPByMzm7l3DiAxY3+gQxMREQkYJYxEREREROSCkvz11xx4+DEcbpM1tZzU/ekXHFWqFGwnnnwYdxd485lhNue/eR2pFR/G8OuaMuXhS+jRsHzB9iciIhecWtG1+K7fj6y451JyHVBm7X7GDO7GB0tHkJmfGejwREREipwSRiIiIiIicsFwbd3GwbfeAuDPVgaOd54nLKZswXc08zXYv4o0wnnMdQcdE8owYWhHLm9aEavFKPj+RETkghRiD+HJ6z/C9/xQTAM6L3Wz46tP6P9Lf5YdXBbo8ERERIqUEkYiIiIiInJB8Pg8rB/2JHi8LKllsOTaJvRJuLzgO5o7Ama9DcBT+YOIKVuZD29sjt2qr0ciIqVVy6sGE//oowDcOtVH1eX7GTThNr5d+y2maQY4OhERkaJhC3QAIiIiIiJSuqXlpfH5qs/ZPGUsQ+en4bHAd5fZeaX1E1iMAkzi+Hww+VmY/yEAIz29WRx6Mb/c1oqIIHvB9SMiIsVS7KBB5G/ZSvrPP/PYzz5SwlysqP4KH7UZz433fEBUiNa2ExGRkk0JIxERERERCZj5++bzzKxnSMo+wBsTvADs6FKPdwe+Sp2YOgXXkccFvwyB1T8B8LL7Rr619GXMwJZUjAouuH5ERKTYMgyD8i88D6ZJxoQJxGTlcekqE1Yt47slnch/ZBA317+Z2ODYQIcqIiJSKFRzQUREREREipzL4+Ltea9z5+Q7OZh7kGs2xFAlESwREfQc9mXBJot8XjxjboPVP+E2rQzNH8L0mGsYc3dbGleKKrh+RESk2DMcDiq8+gq1F8ynypdf4LmmFz4DLl3qZukvn9FjbA8+Wv6RytSJiEiJpBlGIiIiIiJSpDyuPGZd3pEe27NoGQm+KuWpsDMHH1Dm/vuxRkUVXGemSc6vjxKy8U9cpo273I+Q0K4/f3avQ5DdWnD9iIhIiWJxOglt145G7dqxP6QMqV//l/snWhhaIZePV3xMjaga9KjWI9BhioiIFCjNMBIRERERkSI1/6UHqbg9CwsQnw7lVu3Dl56Oo0YNoq+7tkD7Spr0OiErvsRnGjxnHco9d9zNs33qK1kkIiJnLP6hh3DUqklYpodX5lUF0+SNhW+QlZ8V6NBEREQKlBJGIiIiIiJSZJIXzCF67EwAttzXm6rfjKLcsBeJvWcwlUa8j2G3F1hfm6d+Qdz8VwH42DmI++57lDY1tO6EiIicHYvTScU33gCbjbILt9J/SwyJuYl8sPyDQIcmIiJSoFSSTkREREREioQ3K4vtjz5EiAkLW4Rxwz2vYrfaCWnVqkD7WbttNwd/fZaOqb+AAb8FX8H1971GTKijQPsREZHSI6h+fcrcdy+J7w3n+l9SiWvo5Y+07+hXsx/1Y+sHOjwREZECoRlGIiIiIiJSJLa++CwhiZkcjIRq/zcMu7XgZhMBrNmTxogRbxL7dXs6pY3DapjMiepLt4c+U7JIRETOW+wddxDWuTOG20O3ZSbvfuJm1f13kLt1S6BDExERKRBKGImIiIiISKEyfT6SPvsMz++T8AEzbm3MxXUKbqFw0zT5fuFOlo68i/uTX6askcZBeyV29P6O9g9+S5CjYBNTIiJSOhk2G5U+/ICq34zC3rY1VhMaL01la99+7H/lFbxpaYEOUURE5LwoYSQiIiIiIoUmdc9Wlt10JYlvvwPAr+2s3HjdfzAMo0Daz8338uj/VrLq1/e42TIJHwbprR8m/vElVG3Vu0D6EBEROcwwDEJataLWV/9l41t3srSmgcXrI3XUN2zu3p2U0aMxTfO441LzUkn0JgYgYhERkTOnNYxERERERKTAZeRn8OUnQ2j71RIicsFlg6+7Wqh8w63Uiq5VIH3sSsnhrm+WELp/Id87vva/2Pk5Ii9+uEDaFxEROZV+vR/i08qhvPzz+9zyl48qiRkceOll8tato/wLL2DYbOR58hi1dhSfr/qcPE8etfbWolPVToEOXURE5ISUMBIRERERkQK1LXkL45++ie4z0wDYW97Jhgd7c33rfrQu17pA+li0PYXB3yzBnr2Pb4OGY8cLDa7A0vGhAmlfRETkdAzD4O4mdxMdFM3j1V6ix2Ift/zlI/2nsezesZpdj1/DZxtHsSdrz5FjXln0Cq0rtCbEHhLAyEVERE5MCSMRERERESkw81dPZO+jj9F5uwcAc0AvLn3uVS5zOAqmA9Nkwqz5/DJ5Glebu7gudB6x3nQo2xAu/xAKqNSdiIjImbqmzjVEOiN50vYkB6LzeegXH+GLNmAb+hKZA6zElynLPY3uYfjC4ezL3scHyz/g8VaPBzpsERGR4yhhJCIiIiIi58194CCzRr+B87s/qZcF+Q4LsS89T6XLrymwPnatmIE54XF65m2g5+FvMl4gOAauGw2O0ALrS0RE5Gx0r9adqhFVmdl4JrNrr6bd8BnU3uvhk8+sxN7Wl9gul7EtZBujskcxet1oelXvRcO4hoEOW0RE5BhKGImIiIiIyDlL/+03Un8cQ87SJZQ/tMZ3erlwGn46irDadc+pTa/PZGtiFi6PD7fXR1bSLqzTXqRd9lQAXKaN9NDqlKnRBKNMHWh0NURXK6AzEhEROTd1Y+pSN6YuNAFXh63seeRRWLeO9I9Gkvndj1zUri0p3brwx4GpvDD3Bb7v8z12iz3QYYuIiByhhJGIiIiIiJyT5C++5OCbbwJgABsrAJe1p8/Q97CGhZ1Tm7tScrj9v4vYeCALgF6W+bxh/5QwIw+faTAvogfhfYbRuE7tAjoLERGRguesUYPqY38ic9IkEt8fQf62bZQZP4GBs8KIbWrnl2br+Xj5x9zf7H4MlVMVEZELhBJGIiIiIiJy1pJ++pHEQ8mi31sbTGhl5c4uT3FDvRvOuc1lO1O5c9RikrLyCbbD4/afuM33MwA7Qxpg7f0W7Ru0K5D4RURECpthsRDRsyfhXbuSMu4Xdr//Po7ERHrPgq5z4X8rR/Lotdt5sf0wwhzndqOFiIhIQVLCSEREREREztiSA0uY+8O7dP5kCRbgt4sMfrjMwasXv0aPaj3Oud0Jq/bx2I+LsXmy6VLW4IOYMQRt85ego939VLnsBbDq64uIiBQ/hs1GRP/L2W6zcnFwMGlffgkrV3HjDB8/uSdyfepG3r70HWpHa/asiIgElr5xiYiIiIjISZk+H+njfmHPynms3r2E9NT9XLzBxGLC/OYhMORqfki4gjoxdc65j5njPqPl8mGstmX4v6GkH3rYgqDfCGh8TUGdjoiISOBYLIRddhlR3buT8tXXHHzjDQbMMTHMrdyQfT39E65gYP2BVI6oHOhIRUSklFLCSERERERETsiTk82aB+7CMXspFqDxUdvMjq0Y+NEXWOznsVi3abLg2+e4ZMv7/kWQDrMFQ2wtuHwEVGh27u2LiIhcgAzDIHbQbWAxOPja61w118TuzeWvxB8Yt+ZHLqnZlbsb331eN2OIiIicCyWMRERERETkGNnubH5d8DVxz39G5T0u3FaY2sxChYp1aFWtI3FVahPRtSvGeSSLTE8+az67k4sO/ALA4nLX0uKW1zGc4So9JyIipULsrbcCcPC11+m3wKTfAi8+ICV8AlNrTmbTg4/Rp83AgMYoIiKli76JiYiIiIjIEWl5aQz79Aau+GYbcZmQGWKw5KEu9O/7IDWiapx3++k5btYsmUHZuS/QMHc1XtNgTq1HuPjm/yuA6EVERIqX2FtvxRoeTsqob3Dv2gU5OcRlQuflXvLveI1x3X+j57OfEhQdG+hQRUSkFFDCSEREREREAEhcOJt5Lz/EnRuzAMirFEedTz+ndY3zL4mzfFcaH/wyg94HP+MK62wAsk0nc5q8Trcrbzvv9kVERIqrqKuuIuqqqzBNE29qKrlr17LmreeJXL+Xun+uZc30S9h4dxfcHZoTHRRN5fDK1I+tj8PqCHToIiJSwihhJCIiIiJSyuUsXcb+D4bjmruABMBrAXvvrjR+9iWskZHn3f7U1btZOeYlPjDGEmR1A7AipjueTs/SrXHj0xwtIiJSOhiGgS0mhvAOHbio/VTm/+8Dskd8QsVEL03fncSv8ybz9iUWfBYDu8VOk5DatPVUpW/vBykfVj7Q4YuISAmghJGIiIiISCmVs3QpSR98SPbcuQB4LDC/SRCXPPM+tRt2PPsGfV5cBzbgiCiLEeovnTN+0gSqzXmCLpYdALgqtsHZ61WaVGxeYOchIiJS0hiGQdtr7mdn1z5sePlZKv25lMvnmzRLCmVOHR/11mbTcMcKbL4V/D5uAlHPP82AutdgMSyBDl1ERIoxJYxEREREREoB0+cjc+pUclesIH/zFlybN+PeswfwJ4pmNjKY2imS16/9mtoxZ1mCzjTJXTeJ1F+fpoJrCwDpRjgHbRXolr8Jm8VHtjWCoD6v42x6PRhGQZ+eiIhIiVQlujpV3h5NRtdJ7Hv6aapszqDK5mP36bjczZ//GcbtN05kaIsHKRtSlqigKIJtwYEJWkREii0ljERERERESjCf6WPlgeXse/55qs089gqTxwIzGhv82s5G86Y9GN70XqpGVD27DvYuI+P3p4nYN5dgwGXacBoeIs1MIt0bwIANcd2ofeuHGGHxBXdiIiIipUhEj+44a9dm37PPgmkS1vlSwi+7jOzlyznw9DP0XmyS41zIzQdvPnJMqD2UvjX6MrjJYGKDYwMYvYiIFBdKGImIiIiIlECmafLtum/5Zs0oev+8h27LTHwGTGtisL2swe44g71l7XRt1J8vG9xGlYgqJ2sItk4HeyhUagWWQ6VuclLIGv8coau/JQITl2ljrK03ta56jnIxkSTvWEfO/vVEl69B/dZdiu7ERURESihnjepU+270v16rATm5HHj5Za6eYxLrc7K4ipud0V4SI7P4YcMP/LblN25teCsD6w8kxB4SoOhFRKQ4UMJIRERERKSEyXHn8OycZ5myfTK3TfHRbZmJaUDm47dx+VXXYrPYsFvshDvCT12uJisR84+hGOv/BCA3pCIHq/Yh0Yil9voPifClA/CLtx0rEu7nwau7EhlsB6BKuTLAxYV9qiIiIqVezE034svKJPG94XSel03nef7XTZuVXIdJlj0Dl/19fo3+iKR2dYjr3ovWNS6hRmQNDJWJFRGRoyhhJCIiIiJSguzI2MFTf9xPxPItPL4OWm4ywTCo8J//UP/KK864naxlP2Md/xDB7jTyTSv52AnL2UPVdSM5XLRuo68iP8Q/SOtOfXm+YfnCOSERERE5rdi778YWX5asmTPJ37aN/O3bIT+fEA8cnlNUOckDm9bgGr2G6QlvMbplFdr2v4fO9fpgtVgDGb6IiFwglDASERERESmmsvKz+GL1Fyw/uBxbUjoJyxKpuyKFZ3b7sBy1X7lhLxJ1hskiM3UHm0c/TELSVADW+SrzrHE/9vgEmrkWcnHuDCr7drOj6pVU6/0oz8VGFMKZiYiIyNkwDIOoK6848t970+vFc/AgvuxsfDk5eLKy2DVnMnnjJxO8L5X260xYtwPP6Cf5s/qL2C67mNgBV1M9LoEywWU080hEpJRSwkhERERE5AKXNXMmOcuW4cvIwJuRiTcriwPuZFZlb8K0uOiTaFJ/17HHWBNqEtXpUsK7dSe4UcPTd5Kfg2/2e3hnvUuCmY/XNBgbfBXmJU8xqnk1Qp02oDPwJACVCvwsRUREpKAYViv28sfO/q3frh3mo8+Tt3o1B38fR+LUCYTuTSNhSy5smcTe/03i8cssbKgXziVVOnFrg1upG1M3QGcgIiKBoISRiIiIiMgFypeTw/6XXiZ93LjjtoUBbf/1mrdRbaxdLqZGv+txlq9w3DFur4/dqbnsSM5mV2IawWkbaGlsonL2Kiw7ZmHJTsQCLPDVJbHDS1zdtavuMBYRESlBDMMguFEjqjZqRNWnnyN983oWjvmA6F9mUSE1nyd+8rGiWgZ7Y39jSdpvJGUFEeGMxH5NP6KvGkBsZDnsFnugT0NERAqJEkYiIiIiIgHm9XlZlbSKHHcOscGxxATFYNu2l32PPIqxfTemYbCyRTSbHWlkBUOuA0JMOxfHtaZZWD0cMbGEd+16zJ3EHq+PyWv2s2rDBrwHN+JI20pM3g6qs5caxj46GolYDfOYOPaYsbzhvYnu1wymT+PjE04iIiJSskTWqkvXpz/A+0A2ySNHkvz11zTZ7qbJ9sN75Pofb33Kpk8/5fV2Fg50qk+3Wr3pXq075cO0hqGISElSKhJGPp+PpKQkgoKCiIgo+Brr59t+YccnIiIiIoFnmiY5CxfhTU7CEhFBZpDJpvQtbFz6F1nrVlNmfx7huSZpPtjuhXKp4PBCShi8389gbdUMwEKd6Dp0rNSRa2pfc/xFGtMka9cKVs76k7wts2jlXUsvI/2f7f9azzrHEsZyM4G5+bVYYtZmg70eH9zWlnY14wr9/RAREZELhzUslPhHHibq6gGkfv8Dhs1KTnwEf3nXkLxuBR3+Okhcho+7Jvo4OG8149qt5b1Gb9GwXFPaV2xP2/JtaRDXQLOPRESKuRKdMFq3bh3PPfccf/75J7m5uQBUrFiRW265hWeffZaQkJCAtl/Y8YmIiIhIYJmmSVJuElt3Lsf72kdEz19/zPYyhx4ns7qWnem3NqZRTDzX2qNoX6EdZWPrYIbEYBgWcGWB6cXct4KkRT9j2zSeaPcB2h1uwAAfFrJDKuKJromjbB1CytfFiEuAuARCwsrSFiifnEPNXak0rhRFzTJhhfNmiIiIyAXPUaUKZZ94/MjPgw796XO5SP3xRxI//ZT4pGTunuDjirkwufky9nuXMSNzBGtyrJTzhRPrDSYk38DiMwlu3pygdm3IaFqd8PJViAvWTSkiIheyEpswmjp1Kn379iUvLw+AuLg4cnNz2bNnD6+++iq///47f//9N9HR0QFpv7DjExEREZHAyPPksWj/ImbtmcXsPbOJXb6De/70EZ0NHgtsrAghLgjLA6fPSn7FOMLrNqRik3Y4y5XDsDswbVY8oQ7qxtm5cvorWP/+4lDrbwPw71WFDP5JPOWYTtbY6+Os0ZE6F3XHWaUl4fagk8ZrANXjQqkeF1rA74SIiIiUFBank9hbbiH6mmtIGzOGpM8+Iz4xiZum+47aywOkAql4AS/g3ruXjD/+AGBFRVjSsRxBXTrRslIbmsU3Iz4kvuhPRkRETqpEJowSExMZMGAAeXl5NGzYkNGjR9O4cWN8Ph/ff/89d911F6tXr+b222/n559/LvL2Czs+ERERESlYpteLJTcX0/fPRRH3nj1kTvuLzL/+Inf7VrLCrBwIzme7LR17vpdaWdAqy6RSsn//lPKhbLy/J/FN21A9qibVIqoRZAsCnw/2LIH1f+DLmEO2z0GGx4Y7eRuRB6ZixcRrGmwwqxBlZBJLBk7Dc0x8KWYY080WpFTuRuNLrqB1QgUM499pJREREZHzYwkKIuaWW4i6+mrSxowhe+EirNFR2MqUITHEy2r3DhZlrWGrez8Oj0nj7SaNt5nU3A919kCdH/aT8scPTG/8I387Dcr4wqj1YsbsAAA2MElEQVRkiSEmKIbw6HiiYyoSXaYS4e3a46hcOdCnKyJS6pTIhNFrr71Geno6ISEh/Pnnn1SpUgUAi8XCjTfeSFZWFoMHD2bcuHEsXLiQ1q1bF2n7hR2fiIiIiJwZT0oK+HwYNhuG3Y5ht4PdjmEY+FwuMubM5uCE33DPmE2tzBw2D3sJX0QoBDmw7k8+pq1QoMahx7/Zu7Wj3nWX0cJpkLtvP+kbNrMhMwszdQfVEv8iypMIgAUIP/Q47A9vG0YH30jFhCbULRdOvXLh1IiE1Ox8dqe72JWWT3BQML0alycqxFE4b5SIiIjIUSzBwcQMHEjMwIFHXosHGgDXAlvTtrIuZR3lQstRJbwKUZkmB374lrQffyQmJYOr5pqACWQcemwHwA0cPPTYWtnByqYR7KtfhuiwMsSFxhMbFk+1Cg2oV7EZ0cH+qjymaZKcl8yuzF3Eh8RTIVQ3zoiInKsSlzAyTZMffvgBgOuvv/5IMuZogwYN4rnnnuPgwYN89913Z5WQOd/2Czs+EREREfmHz+cjLeMgptOOzWLDYlhI2b+dg7/+jGXCDEK27j/hcV6L/0/roQlFh37E8PmwpmX62zZgfSVYVNvC1goGjbKsNE3OpnZaPrGGB3uwD1uwF0eYB3voTzD5JwCCgH8XHc40g5nma8ZGXyVCLW7KBPkID7KTVecqmrTqyHfxYcdd+CgP1D//t0hERESkwNWIqkGNqKNuowmBSkMfpuI995ExaRJZM2bitRqkWl3sNzJIzU0hNyMFd2Y60Wle6u8yqbErnxq7kuD3JGDdMe3vtML6ECueIBterxvT58Niwt5gmB3uwCgTS0iFSsQkNKRa4/aUq9scS3Bw0b4JIiLFUIlLGG3atIm9e/cC0L179xPuY7fbueyyy/j++++ZMWNGkbZf2PGJiIiIlARen5dsdzZOnwVrnhszJwdvZiaJuzayZctiDuxYjyUljeD0PELS8nDmejFCQ7BFRhEcEUV+Zir5+w8SlJRFUL6J2wqZwZAVBBVSIMx36v4PJ4qSw2FJbYNdNbzklfFi5BvY8gxsLgNblIfaFhdXufJp4MonxGlCBcgvbyWdMDKxk48d0+Ig17ST67OSZ9pxG3Ys9iDsjiAswVEkl++Ir/qlVC4TRZuoEOLDnVgsuitWRERESh7D4SCyb18i+/YFoArQ5KjtPtNHUm4Smft2kjf5L8zJMzF27MX0ecHrw/D6sPhMHF5wZHoh03tM+/HpwP582LQP2AcsIp2vSAeyQq1khVrICLOQ4zRweEyc+eDMNzHsNggNwRYegSMqGqNSBWxVq+CoUYNyERUIS8vHs38f3rQ07JUr46xdG3uFChgWCyIiJUmJSxitWbPmyPMGDRqcdL/69f33Y65fvx6v14vVai2S9gs7PhERESkdTNMEOOtyGz6fSb7XR36+m/y8fFx5LpxBNsIjQjANE5/pw2f68Jpesl0eLBYfVnx4c3Lw5eViejx4vR7/n6YX05eLmZ+Oz52F1QW2PAMzx0tOehZpGSlkZaWRm52BKzcPt8uFN8+F6fNgNbxYDC/gwZbtwpHlIijbTVCuF4fbhzMfgtxgMY8/h7KHHsfLAZIA/z9yQ47aYvdCTJb/AbAn3mR7XS9ZNfOxO0wcXhOHz8TpNQn3QKjHR6jXpLozn3ZeL5gGB1NiwebANKz4gq1k5AVz0BPCVncY84lin7M6tnINiKvagDoVY0iID6NKTAg2q+XI7yzX7cVps2JVQkhERETkOBbDQnxIPPE14+GelnDP48dsN00TMyeHtMTdbN2+nJzMFMqFV6BseHkcVgd5KUns3bGGgzvXk71rO9bdB4g9kEt4LoRlewnL9lLu4Il6zufof0vCkiNbUg49/s3ttJIZE4TPasFrs+CzWcgLtZMb4SA33InPaSM030JInonTDb5gJ+7IEPKjQnCHB+MNceIJduANthPssRCa7SUk20uQz4qjfHmclSoTUqEKzuAwbF4TmwcMjwePKxd3bg6e/DzsNgeh4TGEhEZjCQnGcDpP+P3A9PmU3BKRM1LiEkYHDhw48rxChQon3e/wNpfLRXp6OjExMUXSfkHH53K5cLlcR37OyMgAwO1243a7T3c6pcbvV7fE8Pj44/NnMQj0BZoTXPkqRoziHX7xZfr/b/ynzxKIIVxsfu8XVJwnDybQn0JnqiDjNPFf+J848pmCPf8L6Hd+XCgmYPzzPpqmiekDfCZWj0lIPoS4IMjlf29Mw1/izGfxH2pajn3Nd+i53QMONzgP/Wc+xwnZQf4HgM0LNp//T+tRf1oOPaw+sHr/KbF2WCKQbwO31d8v+P/u273g8JzZe+DF/1Ub/6kTzfGl185Vvg1yHJAWBu4Qk6AgL44gL2aIDzPEh8thkmjaSfVYyfbYMKwmFZwuajvyaGTJw5FvkO+y4HFZcAZ7qRflIdkMZ192LKHZucQZGYQbuQBkmCEcJJoDlmiWBNcnsk5H6rW8lAULl9K1a1fsdjvgr9NfC8hyechze4kLcx4Xt+nz4vb9c+er3QCf14PPe9yuIoXq8HcDfUeQ4kpjWIo7jeEC5HAQXrEGTSoev3JkGFC74yXUPuq1XE8um3YsxXPwIPb0bGxp2ViyczGDnPiCHPicdjJz00hN2UtW2kHyk5MIP5BB1IEc4hJd/jWSwiE5wiA7CMqnmFRMBrvLS8y+7EI91bxDj1NJ+9fPLjvk2/3/oLd7wO4xsfrA5TDICbKQG2zB7TAwD31TsZj+fZz5Jo58H1bvsd9s8h1W8oKt5IZY8Vh8jP/6lWOSUkeusxn+ZwbGke3Gof9hACaYh741HfnTNME0sbp92Dw+rG4fmCZuu4HHZsFjMzAsFiyG/3F2N8ud+zdP81wPPecuz+3Ac47zPJz7e1O0wdZ98iWq1LvomNdK++fwmZ53iUsYZWf/80EdfIrapCEh/9xzmpWVdcYJo/Ntv6Dje/XVV3nxxRePe33y5MnHtFHa1dyUj0MXZkREpAQKy/M/CoLDc/rkkOdQ8sq0+BNKVi9YD32nzLP7y75lhkCeA0wbYDWxWE2wmhgWMGw+rIANE7t56EukHXAaWBwG2B3kWUPJsUaSZY0i3wFuRy4eew528mmc7yUeF6FGLj4jhFxLKC5LCDmWcHyOSngcVclzVMGwB5FtcbPZ4mKv4cLuc2E79MjDyX4jnlQzlDwvhNlNoh0QbcvHbph4rccmftJ8MG/hUgCmTJlSMG+2SIBoDEtxpzEsxZ3GcCA5/Y+IGIj416bQOAitRVjlf17KPvTI8+Wy07uLnZ6d7PfuJ8gIIsIMoUKKQXi2F4vXxOL1YfV4cebkE5yVR1C2C4vHQ67TQq4D8uwmdpeH0Gw3IdlugnM8OFxenC4vDpcXt8NCdrCV7BADt8UkMsNDTLrnyE1iR/NYwGP13+hlMf3/frcfdc3L6Qan+/g765z5Js58L9EZZ3eBLDjXR2T60YHkntXxIoEwZ/pkVm9LPuG20vo5nJOTc0b7lbiEkeWo6ZU+38mL0x+97WzKvZ1v+wUd31NPPcXDDz985OeMjAwqV65Mt27diIj493/9Sq+fpo8kLzcHZ1BQUSe0z9IFENwZhFDUN/SfLCTzdMFeAG/nmTmTN90kNy+P4KCg878ro9i8L+fowv5LfsTRf4/ON+LCvauoYBo3gdycHIJDQs6rxRMde+7nXzDnZhiH76Lz/2wx/rnLzmua+EwTr8/EarETbHPitAXhsNrJdRpkOXxkOn14rWDzWbBhYDMNTNPANCz4TAsGJnbTwOYzsGNgOGxYHHasTjs2wJHrwZGTjy0vHwzwWA3cVgteG/isBl6b/+F0BBHiDCHMGUJoUAgOhxO704HV7sDjMcnJ9pCblU9+vpcQh51Qh51gpx3D5sBlWMjBIM808VkdmBY7PqsDrz0MtzMGEyuGzyQ0LIhKQTbCHFbCHAZ2m/2fv5OmCT43eA7NjLYFgcVWbP7Out1upkyZcswMI5HiRGNYijuNYSnuNIblbJmmiS89HdPjxXDY8dms+OxW7DYHFuOfksd53jwyc9PJzUrD58rFl5uHmZuLaZiYdjum047PasHMzoaMLMzMLHC5/P88x3/90eew4wu24wtyYFqtmMahCgmmD3LyMLKyMdMz2bVxE5UrV8awGIcKoZiYmP59AdP0YeIvc22aJj58R143DMtRM5AOPTf8z3E4MBx2TKcDCwaG24s134Ph9pfD9pge3D433lNcSz2acT5Xrs71ULOIr5adR3/nXkXmHA8MwHvapd91lKmUcMxrpf1z+HBlstMpcQmj8PDwI8+zsrJOOosnKyvryPOwsLAia7+g43M6nTidx5c/sdvtpXLgn8yAN39l/Pjx9OrVS++LFEtut1tjWIo1jWHxcwChgQ7ivOjfWFLcaQxLcacxLMWdxrCclTJlTruLAwcRwREQU/m0+54Pt9tNyvjxtNF3OinmSuvn8Jmec4lb7axy5X8+HHft2nXS/Xbu3AlAREQEkZGRRdZ+YccnIiIiIiIiIiIiIiJytkpcwqhRo0ZHni9duvSk+y1ZsgSAhg0bFmn7hR2fiIiIiIiIiIiIiIjI2SpxCaMKFSocSbL88ssvJ9wnNTWVmTNnAtCzZ88ibb+w4xMRERERERERERERETlbJS5hBDBo0CAAJkyYcCTxcrQXX3yR3NxcHA4HN91003HbMzIy2L59O9u3b8fj8RR4++d7vIiIiIiIiIiIiIiISEEqkQmjIUOGULduXXw+H3379uX9999nzZo1LFy4kDvvvJPhw4cD8Mgjj1CtWrXjjv/yyy+pXr061atXZ/v27QXe/vkeLyIiIiIiIiIiIiIiUpBsgQ6gMDidTsaPH0+PHj3YuHEjQ4cOPW6fW265hZdffjkg7Rd2fCIiIiIiIiIiIiIiImejRCaMAKpXr87y5cv5/PPP+f3339m1axdOp5P69etzyy230KNHj5MeGxERQdWqVQGw2+0F3n5BHC8iIiIiIiIiIiIiIlJQSmzCCCA4OJj777+f+++//6yOGzRo0JF1hgqj/YI6XkREREREREREREREpCCUyDWMRERERERERERERERE5MwpYSQiIiIiIiIiIiIiIlLKKWEkIiIiIiIiIiIiIiJSyilhJCIiIiIiIiIiIiIiUsopYSQiIiIiIiIiIiIiIlLKKWEkIiIiIiIiIiIiIiJSyilhJCIiIiIiIiIiIiIiUsopYSQiIiIiIiIiIiIiIlLKKWEkIiIiIiIiIiIiIiJSyilhJCIiIiIiIiIiIiIiUsopYSQiIiIiIiIiIiIiIlLKKWEkIiIiIiIiIiIiIiJSyilhJCIiIiIiIiIiIiIiUsopYSQiIiIiIiIiIiIiIlLKKWEkIiIiIiIiIiIiIiJSyilhJCIiIiIiIiIiIiIiUsrZAh2AFCzTNAHIyMgIcCQXFrfbTU5ODhkZGdjt9kCHI3LWNIaluNMYluJOY1iKO41hKe40hqW40xiW4k5jWIq70j6GD+cLDucPTkYJoxImMzMTgMqVKwc4EhERERERERERERERuVBkZmYSGRl50u2GebqUkhQrPp+PvXv3Eh4ejmEYgQ7ngpGRkUHlypXZtWsXERERgQ5H5KxpDEtxpzEsxZ3GsBR3GsNS3GkMS3GnMSzFncawFHelfQybpklmZiYVKlTAYjn5SkWaYVTCWCwWKlWqFOgwLlgRERGl8gNBSg6NYSnuNIaluNMYluJOY1iKO41hKe40hqW40xiW4q40j+FTzSw67OSpJBERERERERERERERESkVlDASEREREREREREREREp5ZQwklLB6XTy/PPP43Q6Ax2KyDnRGJbiTmNYijuNYSnuNIaluNMYluJOY1iKO41hKe40hs+MYZqmGeggREREREREREREREREJHA0w0hERERERERERERERKSUU8JIRERERERERERERESklFPCSEREREREREREREREpJRTwkhERERERERERERERKSUswU6AJHCtHbtWqZMmcKcOXPYtWsX+/btw+FwULNmTbp27cptt91GdHT0advZtGkTH330EX///TdJSUnExsbSrl07hgwZQv369YvgTKS0Mk2TtWvXMmfOHObOncu8efNIT08HYObMmdSpU+eUx998881MmTLllPsEBQWxffv2ggpZ5BimabJu3TrmzJnDnDlzmD9/PmlpaQBMmzaNBg0anFE7W7du5cMPP2TmzJkkJiYSExNDmzZtGDJkCI0aNSrEMxA5tcGDB/PLL7+cdr89e/ZgtVoLPyCRfxkzZgyjR49mw4YNuN1uqlWrRv/+/bnrrrtwOp2BDk/khPbt20ezZs1Ou99dd93FsGHDiiAikeNlZ2ezYMGCI9/VVq5cidfrpUWLFvz5559n3M4vv/zCN998w9q1a3G5XFSpUoV+/foxePBgQkJCCvEMpLTLzs5m4cKFR76rrVq1Co/HQ9OmTZk4ceIpj01JSTmj62EDBw7k9ddfL6iQRY5wuVzMnTuXKVOmsGLFCvbs2UNKSgqRkZE0btyYAQMGcPnll2OxnH6+zPjx4/n6669Zs2YNOTk5VK5cmT59+jBkyBDCwsKK4GwuLIZpmmaggxApDG+//TaPPvroKfeJj4/n+++/p3Pnzifd5/vvv2fQoEHk5eUdt83hcDBy5EhuvfXW8w1X5IRuvvlmvv322xNuW7VqFQ0bNjzl8X369DntlxWn03nC8S1SEG677Ta+/vrrE25btmwZTZs2PW0bY8eO5ZZbbiEnJ+e4bXa7nREjRnD33XefZ6Qi5+a6667jxx9/PO1+brcbm033aknRcblcXHnllYwfP/6E2xs0aMCUKVMoX758EUcmcnq7d++mcuXKp91v6NChvPfee4UfkMi/5OTkEBERgdfrPW7bRRddxPz580/bhsfj4brrrmPs2LEn3J6QkMCUKVOoWrXqeccr8m8ul4uwsDA8Hs9x21q0aMHixYtPeXxSUhJlypQ5bT933303n3zyyTnHKXIybdu2Pe1nbYcOHRg3bhxxcXEn3O7z+bj11lv55ptvTri9WrVqTJ48mYSEhPOOtzhRSTopsdxuNwBxcXE8/vjjTJ8+nW3btrFgwQKGDRtGWFgYBw8epE+fPmzatOmEbSxYsICBAweSl5dHixYtmDhxItu2bWPq1Km0b9+e/Pz8/2/vzsNrvPP/j78iiyUcKpZUS1pLFZkSWq5SY5lSRCxjF1sXSzvUqH5buxgUrVbn0ta0cyHWucSeEmtQTBCE2iWxRChCIiEksp3fH/nlnkROFpFNzvNxXXP1vs/nc3/O+27veeec+30+n1sfffSRDhw4UJinBiuSnJyshg0bavjw4Vq6dKkWLVqUp3E+/vhj3bx50+L/wsLC8jlq4H+Sk5PVoEEDffTRR1q6dKl++eWXpzr+xIkTGjhwoB49eqTGjRtr69atunLlivbs2aM2bdooMTFRn3zyiXbv3l1AZwDkzpAhQ7LMszdv3qRYhEL38ccfy8/PTzY2Nvr888916tQpBQcHa+HChSpfvrzOnj2rbt26KSUlpahDBbJ16NChLHPrzJkzizo8WKmUlBSVKVNG7dq105QpU+Tn56dOnTo91RifffaZUSwaM2aMTp48qdDQUP3888+qWLGiQkJC5O7ubtzbAPKT2WxW6dKl1bZtW02ePFlbt25V165d8zTWvn37sszTX3/9dT5HDqRKy41NmzbV999/r6CgIF2+fFn+/v7q06ePJOngwYPq3r27spovM2XKFKNYNHz4cAUFBSk0NFRLliyRk5OTrl69qs6dOysuLq5wTqq4MAMl1IIFC8xeXl7mhw8fWmw/duyY2c7OzizJPHz4cIt93nnnHbMkc926dc0PHjzI0BYfH292dXU1SzI3a9Ys3+MHzGazOTExMcP+tm3bzJLMksynT5/O8Xh3d3ezJPP48eMLKkQgW09ew7t27TKu4RMnTuR4/LvvvmuWZHZxcTFHR0dnaEtISDA3bdrULMns6uqan2EDudavXz+zJPPIkSOLOhTAEBQUZLaxsTFLMs+aNStT+/bt241cvHTp0sIPEMhBeHi4cY2GhIQUdThAJikpKeakpKQMr/Xq1cssydyiRYscj79w4YLZ1tbWLMk8YcKETO379+838vjChQvzLW4gvSe/q6V9rs3NPa47d+481b0JIL/17t3bvHnz5izbp06dalyjO3bsyNQeFhZmdnBwMEsyjx49OlN7+vvGc+bMydfYiztmGKHEGjt2rKZPn57lmr/NmjVThw4dJKX+au1JISEhOnjwoCRp0qRJmdasLF26tKZPny5JOn78uE6dOpWf4QOSxC/S8dx7lms4PDxc/v7+kqQvv/xSFStWzNBub2+vGTNmSJLOnDmjwMDAvAcKACWIt7e3zGaznJycNH78+Ezt7733ntq0aSNJWrJkSWGHBwDPPRsbm2d6NuHy5cuVnJys8uXLa9KkSZnaW7durS5dukgiT6PgcL8BzzMfHx9169Yty/b/+7//M55fZOm+76pVq5SQkJDh/m56zZo1U69evSRZXx6mYIQSy8bGJsc+aWtYPn78OFPbjh07jHGySkBdunSRvb29JOX4QEAAwNPZsWOHMXW8e/fuFvt07NhRZcuWlUQeBoA0aZ9jO3bsqDJlyljsk5ZX//vf/yo2NrbQYgMA/C9Pt2vXThUqVLDYJy1PnzhxQhEREYUWGwA8D3K671uhQgXjc3B2931btmyZ5TOO0vJwSEiILl++/CzhPlcoGMGqpf0avWHDhpnazpw5I0mqWbOmnJycLB5frlw51a9fP0N/oDjatWuXWrVqJRcXF9WvX1+dO3fWd999p+jo6KIODchSWl6tVq2aatSoYbGPg4ODGjVqlKE/UBQOHDig1q1by8XFRa+99po6duyoefPmKTIysqhDg5V5/PixQkNDJUlubm5Z9mvatKmk1OdwnDt3rlBiA/Ji3LhxatSokWrVqqUmTZro/fff17Zt24o6LCDP0ufd3ORpic+5KN6+/PJLubq6qlatWmrcuLGGDh2qLVu2ZPncGKAwnD59Wo8ePZKU/X1f8nBmFIxgtVauXKmLFy9Kkj788MNM7devX5eUWjDKTlp7eHh4PkcI5J9Tp04pICBA165dU3BwsLZv367x48erbt26fOFGsUUexvPk3LlzOnjwoK5du6aQkBDt2rVLEyZMUJ06dbRx48aiDg9W5ObNm0pOTpaUff5M30b+RHG2ZcsWnTt3TuHh4fr999/l7e2tLl26qGPHjhTl8VyKiooyHqBOnkZJ4Ofnp7Nnzyo8PFynTp3S8uXL5eHhofbt2zM7DkVm2rRpklJXl3py5aj4+HjjMwR5ODMKRrBK58+f1+jRoyVJHh4e8vDwyNTnwYMHkpTp2UVPSmtP6w8UJyaTSSNGjNC6desUFBSksLAwBQQEaPLkyXJ0dFRkZKR69uypw4cPF3WoQCbkYTwPHB0d9cEHH8jHx0fHjh1TWFiYjhw5Ii8vL5lMJsXExKhv377as2dPUYcKK5E+F2aXP9O3kT9RHLm6umru3LnatWuXQkJCFBISoo0bN6pTp06SUmfQe3h4GAVS4HlBnkZJ0aBBA82ePVs7d+5UcHCwQkNDtXnzZnXt2lWStG/fPnXp0kWJiYlFHCmszcKFC7Vp0yZJ0rfffiuTyZShPbd5uFy5csZzkKwpD/N0MxQb3bt315EjR/J0bM2aNXX06NFc9f3jjz/k7u6umJgY1atXT8uWLbPYLyUlRVLOa2KmJY60/rBef/3rXxUQEJCnY2vUqKGgoKB8jih1Jl3aNZqmVq1aevvtt9W/f3+1bt1a0dHR+vvf/07RCOrbt6/279+fp2OrVaumU6dO5Ws85GHkt8GDB2vXrl15OrZixYrGzOT0/v3vf1vMs82bN9fAgQPVqlUr3blzR59++qlVLWOAopM+F2aXP9Nft+RPFDcvvfSSTp8+nen1unXrqkePHpo6dapmzZqlQ4cOacWKFRo2bFjhBwnkEXkaJYGTk5POnj2b6RquU6eOunXrptmzZ2vKlCk6fvy4Fi9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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# simulation parameters\n", "batch_size = int(1e6) # number of symbols to be analyzed\n", "num_bits_per_symbol = 4 # bits per modulated symbol, i.e., 2^4 = 16-QAM\n", "ebno_db = 4 # simulation SNR\n", "\n", "# init system components\n", "source = BinarySource() # generates random info bits\n", "\n", "# we use a simple AWGN channel\n", "channel = AWGN()\n", "\n", "# calculate noise var for given Eb/No (no code used at the moment)\n", "no = ebnodb2no(ebno_db, num_bits_per_symbol, coderate=1) \n", "\n", "# and generate bins for the histogram\n", "llr_bins = np.arange(-20,20,0.1)\n", "\n", "# initialize mapper and demapper for constellation object\n", "constellation = Constellation(\"qam\", num_bits_per_symbol=num_bits_per_symbol)\n", "mapper = Mapper(constellation=constellation)\n", "\n", "# APP demapper\n", "demapper = Demapper(\"app\", constellation=constellation)\n", "\n", "# Binary source that generates random 0s/1s\n", "b = source([batch_size, num_bits_per_symbol])\n", "\n", "# init mapper, channel and demapper\n", "x = mapper(b)\n", "y = channel(x, no)\n", "llr = demapper(y, no)\n", "\n", "# we flip the sign of all LLRs where b_i=0\n", "# this ensures that all positive LLRs mark correct decisions\n", "# all negative LLR values would lead to erroneous decisions\n", "llr_b = llr * (2. * b - 1.)\n", "\n", "# calculate LLR distribution for all bit-channels individually\n", "llr_dist = []\n", "for i in range(num_bits_per_symbol):\n", " \n", " llr_np = llr_b[:, i].reshape(-1).cpu().numpy()\n", " t, _ = np.histogram(llr_np, bins=llr_bins, density=True);\n", " llr_dist.append(t)\n", "\n", "# and plot the results\n", "plt.figure(figsize=(20,8))\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", "plt.grid(which=\"both\")\n", "plt.xlabel(\"LLR value\", fontsize=25)\n", "plt.ylabel(\"Probability density\", fontsize=25)\n", "for idx, llr_hist in enumerate(llr_dist):\n", " leg_str = f\"Demapper output for bit_channel {idx} (sign corrected)\".format()\n", " plt.plot(llr_bins[:-1], llr_hist, label=leg_str)\n", "plt.title(\"LLR distribution after demapping (16-QAM / AWGN)\", fontsize=25)\n", "plt.legend(fontsize=20);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This also shows up in the bit-wise BER without any forward-error correction (FEC). " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:21.422883Z", "iopub.status.busy": "2026-08-06T16:00:21.422746Z", "iopub.status.idle": "2026-08-06T16:00:21.441357Z", "shell.execute_reply": "2026-08-06T16:00:21.440531Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BER per bit-channel: [0.039255 0.039147 0.078007 0.078043]\n" ] } ], "source": [ "# calculate bitwise BERs\n", "\n", "b_hat = hard_decisions(llr) # hard decide the LLRs\n", "\n", "# each bit where b != b_hat is defines a decision error\n", "# cast to float to allow mean operation\n", "errors = (b != b_hat).float()\n", "\n", "# calculate ber PER bit_channel\n", "# axis = 0 is the batch-dimension, i.e. contains individual estimates\n", "# axis = 1 contains the m individual bit channels\n", "ber_per_bit = torch.mean(errors, dim=0)\n", "\n", "print(\"BER per bit-channel: \", ber_per_bit.cpu().numpy())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, we have not applied any outer channel coding. However, from the previous histograms it is obvious that the quality of the received LLRs depends bit index within a symbol. Further, LLRs may become correlated and each symbol error may lead to multiple erroneous received bits (mapped to the same symbol). \n", "The principle idea of BICM is to *break* the local dependencies by adding an interleaver between channel coding and mapper (or demapper and decoder, respectively).\n", "\n", "For sufficiently long codes (and well-suited interleavers), the channel decoder effectively *sees* one channel.\n", "This separation enables the - from engineering's perspective - simplified and elegant design of channel coding schemes based on binary bit-metric decoding while following Massey's original spirit that *the real goal of the modulation system is to create the “best” discrete memoryless channel (DMC) as seen by the coding system\"* [1].\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simple BER Simulations\n", "\n", "We are now interested to simulate the BER of the BICM system including LDPC codes.\n", "For this, we use the class `PlotBER` which essentially provides convenience functions for BER simulations.\n", "It internally calls `sim_ber()` to simulate each SNR point until reaching a pre-defined target number of errors.\n", "\n", "**Note**: a custom BER simulation is always possible. However, without early stopping the simulations can take significantly more simulation time and `PlotBER` directly stores the results internally for later comparison." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:21.443785Z", "iopub.status.busy": "2026-08-06T16:00:21.443652Z", "iopub.status.idle": "2026-08-06T16:00:21.484223Z", "shell.execute_reply": "2026-08-06T16:00:21.483228Z" } }, "outputs": [], "source": [ "# generate new figure\n", "ber_plot_allzero = PlotBER(\"BER Performance of All-zero Codeword Simulations\")\n", "\n", "# and define baseline\n", "num_bits_per_symbol = 2 # QPSK\n", "num_bp_iter = 20 # number of decoder iterations\n", "\n", "# LDPC code parameters\n", "k = 600 # number of information bits per codeword\n", "n = 1200 # number of codeword bits\n", "\n", "# and the initialize the LDPC encoder / decoder\n", "encoder = LDPC5GEncoder(k, n)\n", "decoder = LDPC5GDecoder(encoder, # connect encoder (for shared code parameters)\n", " cn_update=\"boxplus-phi\", # use the exact boxplus function\n", " num_iter=num_bp_iter) \n", "\n", "# initialize a random interleaver and corresponding deinterleaver\n", "interleaver = RandomInterleaver()\n", "deinterleaver = Deinterleaver(interleaver)\n", "\n", "# mapper and demapper\n", "constellation = Constellation(\"qam\", num_bits_per_symbol=num_bits_per_symbol)\n", "mapper = Mapper(constellation=constellation)\n", "demapper = Demapper(\"app\", constellation=constellation) # APP demapper\n", "\n", "# define system \n", "def run_ber(batch_size, ebno_db):\n", " # calculate noise variance\n", " no = ebnodb2no(ebno_db,\n", " num_bits_per_symbol=num_bits_per_symbol,\n", " coderate=k/n) \n", " u = source([batch_size, k]) # generate random bit sequence to transmit\n", " c = encoder(u) # LDPC encode (incl. rate-matching and CRC concatenation)\n", " c_int = interleaver(c)\n", " x = mapper(c_int) # map to symbol (QPSK)\n", " y = channel(x, no) # transmit over AWGN channel\n", " llr_ch = demapper(y, no) # demapp\n", " llr_deint = deinterleaver(llr_ch)\n", " u_hat = decoder(llr_deint) # run LDPC decoder (incl. de-rate-matching)\n", "\n", " return u, u_hat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We simulate the BER at each SNR point in `ebno_db` for a given `batch_size` of samples.\n", "In total, per SNR point `max_mc_iter` batches are simulated.\n", "\n", "To improve the simulation throughput, several optimizations are available:\n", "\n", "1. ) Continue with next SNR point if `num_target_bit_errors` is reached (or `num_target_block_errors`).\n", "2. ) Stop simulation if current SNR point returned no error (usually the BER is monotonic w.r.t. the SNR, i.e., a higher SNR point will also return BER=0)\n", "\n", "**Note**: by setting `forward_keyboard_interrupt`=False, the simulation can be interrupted at any time and returns the intermediate results." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:21.486236Z", "iopub.status.busy": "2026-08-06T16:00:21.486109Z", "iopub.status.idle": "2026-08-06T16:00:48.529337Z", "shell.execute_reply": "2026-08-06T16:00:48.528252Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 1.6457e-01 | 9.9800e-01 | 98740 | 600000 | 998 | 1000 | 0.1 |reached target bit errors\n", " 0.25 | 1.3967e-01 | 9.9300e-01 | 83801 | 600000 | 993 | 1000 | 0.1 |reached target bit errors\n", " 0.5 | 1.0598e-01 | 9.3200e-01 | 63589 | 600000 | 932 | 1000 | 0.1 |reached target bit errors\n", " 0.75 | 6.6118e-02 | 7.6000e-01 | 39671 | 600000 | 760 | 1000 | 0.1 |reached target bit errors\n", " 1.0 | 3.3803e-02 | 4.7500e-01 | 20282 | 600000 | 475 | 1000 | 0.1 |reached target bit errors\n", " 1.25 | 1.0538e-02 | 1.9400e-01 | 6323 | 600000 | 194 | 1000 | 0.1 |reached target bit errors\n", " 1.5 | 2.4367e-03 | 6.8000e-02 | 1462 | 600000 | 68 | 1000 | 0.1 |reached target bit errors\n", " 1.75 | 4.4708e-04 | 1.1000e-02 | 1073 | 2400000 | 44 | 4000 | 0.3 |reached target bit errors\n", " 2.0 | 5.1095e-05 | 1.9714e-03 | 1073 | 21000000 | 69 | 35000 | 2.7 |reached target bit errors\n", " 2.25 | 6.0500e-06 | 3.2000e-04 | 363 | 60000000 | 32 | 100000 | 7.6 |reached max iterations\n", " 2.5 | 2.3333e-07 | 3.0000e-05 | 14 | 60000000 | 3 | 100000 | 7.6 |reached max iterations\n", " 2.75 | 0.0000e+00 | 0.0000e+00 | 0 | 60000000 | 0 | 100000 | 7.6 |reached max iterations\n", "\n", "Simulation stopped as no error occurred @ EbNo = 2.8 dB.\n", "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " # the first argument must be a callable (function) that yields u and u_hat for batch_size and ebno\n", "ber_plot_allzero.simulate(run_ber, # the function have defined previously\n", " ebno_dbs=np.arange(0, 5, 0.25), # sim SNR range \n", " legend=\"Baseline (with encoder)\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " early_stop=True,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## All-zero Codeword Simulations\n", "\n", "In this section you will learn about how to simulate accurate BER curves without the need for having an actual encoder in-place.\n", "We compare each step with the ground truth from the Sionna encoder:\n", "\n", "1. ) Simulate baseline with encoder as done above.\n", "2. ) Remove encoder: Simulate QPSK with all-zero codeword transmission.\n", "3. ) Gaussian approximation (for BPSK/QPSK): Remove (de-)mapping and mimic the LLR distribution for the all-zero codeword.\n", "4. ) Learn that a scrambler is required for higher order modulation schemes.\n", "\n", "An important property of linear codes is that each codewords has - in average - the same behavior. Thus, for BER simulations the all-zero codeword is sufficient.\n", "\n", "**Note**: strictly speaking, this requires *symmetric* decoders in a sense that the decoder is not biased towards positive or negative LLRs (e.g., by interpreting $\\ell_\\text{ch}=0$ as positive value). However, in practice this can be either avoided or is often neglected.\n", "\n", "Recall that we have simulated the following setup as baseline.\n", "Note: for simplicity and readability, the interleaver is omitted in the following.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Allzero](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us implement a Sionna Block that can be re-used and configured for the later experiments." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:48.531708Z", "iopub.status.busy": "2026-08-06T16:00:48.531573Z", "iopub.status.idle": "2026-08-06T16:00:48.538545Z", "shell.execute_reply": "2026-08-06T16:00:48.537541Z" } }, "outputs": [], "source": [ "class LDPC_QAM_AWGN(Block):\n", " \"\"\"System model for channel coding BER simulations\n", "\n", " This model allows to simulate BERs over an AWGN channel with\n", " QAM modulation. It can enable/disable multiple options to analyse all-zero codeword simulations.\n", "\n", " If active, the system uses the 5G LDPC encoder/decoder module.\n", "\n", " Parameters\n", " ----------\n", " k: int\n", " number of information bits per codeword.\n", "\n", " n: int \n", " codeword length.\n", "\n", " num_bits_per_symbol: int\n", " number of bits per QAM symbol.\n", "\n", " demapping_method: str\n", " A string defining the demapping method. Can be either \"app\" or \"maxlog\".\n", "\n", " cn_update: str\n", " A string defining the check node update function type of the LDPC decoder.\n", "\n", " use_allzero: bool \n", " A boolean defaults to False. If True, no encoder is used and all-zero codewords are sent.\n", "\n", " use_scrambler: bool\n", " A boolean defaults to False. If True, a scrambler after the encoder and a descrambler before the decoder\n", " is used, respectively.\n", "\n", " use_ldpc_output_interleaver: bool\n", " A boolean defaults to False. If True, the output interleaver as \n", " defined in 3GPP 38.212 is applied after rate-matching.\n", "\n", " no_est_mismatch: float\n", " A float defaults to 1.0. Defines the SNR estimation mismatch of the demapper such that the effective demapping\n", " noise variance estimate is the scaled by ``no_est_mismatch`` version of the true noise_variance\n", "\n", " Input\n", " -----\n", " batch_size: int or torch.int\n", " The batch_size used for the simulation.\n", "\n", " ebno_db: float or torch.float\n", " A float defining the simulation SNR.\n", "\n", " Output\n", " ------\n", " (u, u_hat):\n", " Tuple:\n", "\n", " u: torch.float\n", " A tensor of shape `[batch_size, k] of 0s and 1s containing the transmitted information bits.\n", "\n", " u_hat: torch.float\n", " A tensor of shape `[batch_size, k] of 0s and 1s containing the estimated information bits.\n", " \"\"\"\n", "\n", " def __init__(self,\n", " k,\n", " n,\n", " num_bits_per_symbol,\n", " demapping_method=\"app\",\n", " cn_update=\"boxplus\",\n", " use_allzero=False,\n", " use_scrambler=False,\n", " use_ldpc_output_interleaver=False,\n", " no_est_mismatch=1.):\n", " super().__init__()\n", " self.k = k\n", " self.n = n\n", "\n", " self.num_bits_per_symbol = num_bits_per_symbol\n", "\n", " self.use_allzero = use_allzero\n", " self.use_scrambler = use_scrambler\n", "\n", " # adds noise to SNR estimation at demapper\n", " # see last section \"mismatched demapping\"\n", " self.no_est_mismatch = no_est_mismatch \n", "\n", " # init components\n", " self.source = BinarySource()\n", " \n", " # initialize mapper and demapper with constellation object\n", " self.constellation = Constellation(\"qam\",\n", " num_bits_per_symbol=self.num_bits_per_symbol)\n", " self.mapper = Mapper(constellation=self.constellation)\n", " self.demapper = Demapper(demapping_method,\n", " constellation=self.constellation)\n", "\n", " self.channel = AWGN()\n", "\n", " # LDPC encoder / decoder\n", " if use_ldpc_output_interleaver:\n", " # the output interleaver needs knowledge of the modulation order\n", " self.encoder = LDPC5GEncoder(self.k, self.n, num_bits_per_symbol)\n", " else:\n", " self.encoder = LDPC5GEncoder(self.k, self.n)\n", " self.decoder = LDPC5GDecoder(self.encoder, cn_update=cn_update)\n", "\n", " self.scrambler = Scrambler() \n", " # connect descrambler to scrambler\n", " self.descrambler = Descrambler(self.scrambler, binary=False) \n", "\n", " def call(self, batch_size, ebno_db):\n", "\n", " # calculate noise variance\n", " no = ebnodb2no(ebno_db,\n", " num_bits_per_symbol=self.num_bits_per_symbol,\n", " coderate=self.k/self.n) \n", "\n", " if self.use_allzero:\n", " u = torch.zeros(batch_size, self.k, device=self.device) # only needed for \n", " c = torch.zeros(batch_size, self.n, device=self.device) # replace enc. with all-zero codeword\n", " else:\n", " u = self.source([batch_size, self.k])\n", " c = self.encoder(u) # explicitly encode\n", " \n", " # scramble codeword if actively required\n", " if self.use_scrambler:\n", " c = self.scrambler(c)\n", "\n", " x = self.mapper(c) # map c to symbols\n", "\n", " y = self.channel(x, no) # transmit over AWGN channel\n", "\n", " # add noise estimation mismatch for demapper (see last section)\n", " # set to 1 per default -> no mismatch\n", " no_est = no * self.no_est_mismatch\n", " llr_ch = self.demapper(y, no_est) # demapp\n", "\n", " if self.use_scrambler:\n", " llr_ch = self.descrambler(llr_ch)\n", "\n", " u_hat = self.decoder(llr_ch) # run LDPC decoder (incl. de-rate-matching)\n", "\n", " return u, u_hat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remove Encoder: Simulate QPSK with All-zero Codeword Transmission\n", "\n", "We now simulate the same system *without* encoder and transmit constant *0*s.\n", "\n", "Due to the symmetry of the QPSK, no scrambler is required. You will learn about the effect of the scrambler in the last section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ 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)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:00:48.540579Z", "iopub.status.busy": "2026-08-06T16:00:48.540457Z", "iopub.status.idle": "2026-08-06T16:01:14.322351Z", "shell.execute_reply": "2026-08-06T16:01:14.321553Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 1.6432e-01 | 9.9900e-01 | 98595 | 600000 | 999 | 1000 | 0.1 |reached target bit errors\n", " 0.25 | 1.4117e-01 | 9.9000e-01 | 84703 | 600000 | 990 | 1000 | 0.1 |reached target bit errors\n", " 0.5 | 1.0577e-01 | 9.1400e-01 | 63461 | 600000 | 914 | 1000 | 0.1 |reached target bit errors\n", " 0.75 | 6.3080e-02 | 7.3300e-01 | 37848 | 600000 | 733 | 1000 | 0.1 |reached target bit errors\n", " 1.0 | 3.1072e-02 | 4.6800e-01 | 18643 | 600000 | 468 | 1000 | 0.1 |reached target bit errors\n", " 1.25 | 1.1880e-02 | 2.2100e-01 | 7128 | 600000 | 221 | 1000 | 0.1 |reached target bit errors\n", " 1.5 | 3.5717e-03 | 7.6000e-02 | 2143 | 600000 | 76 | 1000 | 0.1 |reached target bit errors\n", " 1.75 | 3.3333e-04 | 1.0333e-02 | 1200 | 3600000 | 62 | 6000 | 0.3 |reached target bit errors\n", " 2.0 | 5.3939e-05 | 1.5152e-03 | 1068 | 19800000 | 50 | 33000 | 1.9 |reached target bit errors\n", " 2.25 | 4.3000e-06 | 1.7000e-04 | 258 | 60000000 | 17 | 100000 | 5.7 |reached max iterations\n", " 2.5 | 2.6667e-07 | 6.0000e-05 | 16 | 60000000 | 6 | 100000 | 5.7 |reached max iterations\n", " 2.75 | 1.3333e-07 | 1.0000e-05 | 8 | 60000000 | 1 | 100000 | 5.7 |reached max iterations\n", " 3.0 | 0.0000e+00 | 0.0000e+00 | 0 | 60000000 | 0 | 100000 | 5.7 |reached max iterations\n", "\n", "Simulation stopped as no error occurred @ EbNo = 3.0 dB.\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_allzero = LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=2,\n", " use_allzero=True, # disable encoder\n", " use_scrambler=False) # we do not use a scrambler for the moment (QPSK!)\n", "\n", "# and simulate the new curve\n", "# Hint: as the model is callable, we can directly pass it to the \n", "# Monte Carlo simulation\n", "ber_plot_allzero.simulate(model_allzero,\n", " ebno_dbs=np.arange(0, 5, 0.25),\n", " legend=\"All-zero / QPSK (no encoder)\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, the BER curves are identical (within the accuracy of the Monte Carlo simulation)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remove (De-)Mapping: Approximate the LLR Distribution of the All-zero Codeword (and BPSK/QPSK)\n", "\n", "For the all-zero codeword, the BPSK mapper generates the *all-one* signal (as each *0* is mapped to a *1*).\n", "\n", "Assuming an AWGN channel with noise variance $\\sigma_\\text{ch}^2$, it holds that the output of the channel $y$ is Gaussian distributed with mean $\\mu=1$ and noise variance $\\sigma_\\text{ch}^2$.\n", "Demapping of the BPSK symbols is given as $\\ell_\\text{ch} = -\\frac{2}{\\sigma_\\text{ch}^2}y$.\n", "\n", "This leads to the effective LLR distribution of $\\ell_\\text{ch} \\sim \\mathcal{N}(-\\frac{2}{\\sigma_\\text{ch}^2},\\frac{4}{\\sigma_\\text{ch}^2})$ and, thereby, allows to mimic the mapper, AWGN channel and demapper by a Gaussian distribution.\n", "The `GaussianPriorSource` block provides such a source for arbitrary shapes.\n", "\n", "The same derivation holds for QPSK. Let us quickly verify the correctness of these results by a Monte Carlo simulation.\n", "\n", "**Note**: the negative sign for the BPSK demapping rule comes from the (in communications) unusual definition of logits $\\ell = \\operatorname{log} \\frac{p(x=1)}{p(x=0)}$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ 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)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:01:14.324839Z", "iopub.status.busy": "2026-08-06T16:01:14.324698Z", "iopub.status.idle": "2026-08-06T16:01:14.533633Z", "shell.execute_reply": "2026-08-06T16:01:14.532759Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_bits_per_symbol = 2 # we use QPSK\n", "ebno_db = 4 # choose any SNR\n", "batch_size = 100000 # we only simulate 1 symbol per batch\n", "\n", "# calculate noise variance\n", "no = ebnodb2no(ebno_db,\n", " num_bits_per_symbol=num_bits_per_symbol,\n", " coderate=k/n).cpu().numpy()\n", "\n", "# generate bins for the histogram\n", "llr_bins = np.arange(-20, 20, 0.2)\n", "\n", "c = torch.zeros([batch_size, num_bits_per_symbol]) # all-zero codeword\n", "x = mapper(c) # mapped to constant symbol\n", "y = channel(x, no)\n", "llr = demapper(y, no) # and generate LLRs\n", "\n", "llr_dist, _ = np.histogram(llr.cpu().numpy() , bins=llr_bins, density=True);\n", "\n", "# negative mean value due to different logit/llr definition \n", "# llr = log[(x=1)/p(x=0)]\n", "mu_llr = -2 / no\n", "no_llr = 4 / no\n", "\n", "# generate Gaussian pdf\n", "llr_pred = 1/np.sqrt(2*np.pi*no_llr) * np.exp(-(llr_bins-mu_llr)**2/(2*no_llr))\n", "\n", "# and compare the results\n", "plt.figure(figsize=(20,8))\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", "plt.grid(which=\"both\")\n", "plt.xlabel(\"LLR value\", fontsize=25)\n", "plt.ylabel(\"Probability density\", fontsize=25)\n", "plt.plot(llr_bins[:-1], llr_dist, label=\"Measured LLR distribution\")\n", "plt.plot(llr_bins, llr_pred, label=\"Analytical LLR distribution (GA)\")\n", "plt.title(\"LLR distribution after demapping\", fontsize=25)\n", "plt.legend(fontsize=20);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:01:14.535922Z", "iopub.status.busy": "2026-08-06T16:01:14.535769Z", "iopub.status.idle": "2026-08-06T16:02:16.063776Z", "shell.execute_reply": "2026-08-06T16:02:16.062935Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 1.6463e-01 | 9.9920e-01 | 987800 | 6000000 | 9992 | 10000 | 14.9 |reached target bit errors\n", " 0.25 | 1.4013e-01 | 9.8970e-01 | 840809 | 6000000 | 9897 | 10000 | 0.9 |reached target bit errors\n", " 0.5 | 1.0532e-01 | 9.3650e-01 | 631932 | 6000000 | 9365 | 10000 | 0.3 |reached target bit errors\n", " 0.75 | 6.5958e-02 | 7.6180e-01 | 395748 | 6000000 | 7618 | 10000 | 0.1 |reached target bit errors\n", " 1.0 | 3.0960e-02 | 4.7650e-01 | 185759 | 6000000 | 4765 | 10000 | 0.1 |reached target bit errors\n", " 1.25 | 1.0505e-02 | 2.1390e-01 | 63030 | 6000000 | 2139 | 10000 | 0.1 |reached target bit errors\n", " 1.5 | 2.9820e-03 | 6.8600e-02 | 17892 | 6000000 | 686 | 10000 | 0.1 |reached target bit errors\n", " 1.75 | 3.6433e-04 | 1.0800e-02 | 2186 | 6000000 | 108 | 10000 | 0.1 |reached target bit errors\n", " 2.0 | 4.4833e-05 | 1.8250e-03 | 1076 | 24000000 | 73 | 40000 | 0.4 |reached target bit errors\n", " 2.25 | 4.7454e-06 | 2.5833e-04 | 1025 | 216000000 | 93 | 360000 | 3.6 |reached target bit errors\n", " 2.5 | 6.8500e-07 | 4.3000e-05 | 411 | 600000000 | 43 | 1000000 | 10.0 |reached max iterations\n", " 2.75 | 1.1667e-08 | 4.0000e-06 | 7 | 600000000 | 4 | 1000000 | 10.0 |reached max iterations\n", " 3.0 | 5.3333e-08 | 6.0000e-06 | 32 | 600000000 | 6 | 1000000 | 10.0 |reached max iterations\n", " 3.25 | 0.0000e+00 | 0.0000e+00 | 0 | 600000000 | 0 | 1000000 | 10.0 |reached max iterations\n", "\n", "Simulation stopped as no error occurred @ EbNo = 3.2 dB.\n", "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_bits_per_symbol = 2 # QPSK \n", "\n", "# initialize LLR source\n", "ga_source = GaussianPriorSource()\n", "\n", "def run_ber_ga(batch_size, ebno_db):\n", " # calculate noise variance\n", " no = ebnodb2no(ebno_db,\n", " num_bits_per_symbol=num_bits_per_symbol,\n", " coderate=k/n) \n", " \n", " u = torch.zeros([batch_size, k], device=no.device) # only needed for ber calculations\n", " \n", " llr_ch = ga_source([batch_size, n], no) # generate LLRs directly\n", " u_hat = decoder(llr_ch) # run LDPC decoder (incl. de-rate-matching)\n", "\n", " return u, u_hat\n", "\n", "# and simulate the new curve\n", "ber_plot_allzero.simulate(run_ber_ga,\n", " ebno_dbs=np.arange(0, 5, 0.25), # simulation SNR,\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " legend=\"Gaussian Approximation of LLRs\",\n", " batch_size = 10000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Role of the Scrambler\n", "\n", "So far, we have seen that the all-zero codeword yields the same error-rates as any other sequence.\n", "Intuitively, the *all-zero codeword trick* generates a constant stream of *0*s at the input of the mapper.\n", "However, if the channel is not symmetric we need to ensure that we capture the *average* behavior of all possible symbols equally.\n", "Mathematically this symmetry condition can be expressed as $p(Y=y|c=0)=p(Y=-y|c=1)$\n", "\n", "As shown in the previous experiments, for QPSK both *bit-channels* have the same behavior but for 16-QAM systems this does not hold anymore and our simulated BER does not represent the average decoding performance of the original system. \n", "\n", "One possible solution is to scramble the all-zero codeword before transmission and descramble the received LLRs before decoding (i.e., flip the sign accordingly). \n", "This ensures that the mapper/demapper (+channel) operate on (pseudo-)random data, but from decoder's perspective the the all-zero codeword assumption is still valid. This avoids the need for an actual encoder. For further details, we refer to *i.i.d. channel adapters* in [9].\n", "\n", "**Note**: another example is that the recorded LLRs can be even used to evaluate different codes as the all-zero codeword is a valid codeword for all linear codes. Going one step further, one can even simulate codes of different rates with the same pre-recorded LLRs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ 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)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:02:16.066810Z", "iopub.status.busy": "2026-08-06T16:02:16.066537Z", "iopub.status.idle": "2026-08-06T16:02:16.069274Z", "shell.execute_reply": "2026-08-06T16:02:16.068635Z" } }, "outputs": [], "source": [ "# we generate a new plot\n", "ber_plot_allzero16qam = PlotBER(\"BER Performance for 64-QAM\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:02:16.071459Z", "iopub.status.busy": "2026-08-06T16:02:16.071341Z", "iopub.status.idle": "2026-08-06T16:02:32.624023Z", "shell.execute_reply": "2026-08-06T16:02:32.623122Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 2.4796e-01 | 1.0000e+00 | 148775 | 600000 | 1000 | 1000 | 10.9 |reached target bit errors\n", " 0.25 | 2.4077e-01 | 1.0000e+00 | 144459 | 600000 | 1000 | 1000 | 3.1 |reached target bit errors\n", " 0.5 | 2.3050e-01 | 1.0000e+00 | 138298 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 0.75 | 2.2437e-01 | 1.0000e+00 | 134625 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.0 | 2.1474e-01 | 1.0000e+00 | 128847 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.25 | 2.0568e-01 | 1.0000e+00 | 123409 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.5 | 1.9281e-01 | 1.0000e+00 | 115685 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.75 | 1.8177e-01 | 1.0000e+00 | 109059 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 2.0 | 1.6740e-01 | 1.0000e+00 | 100438 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 2.25 | 1.5108e-01 | 9.9600e-01 | 90651 | 600000 | 996 | 1000 | 0.0 |reached target bit errors\n", " 2.5 | 1.2618e-01 | 9.8000e-01 | 75707 | 600000 | 980 | 1000 | 0.0 |reached target bit errors\n", " 2.75 | 9.5975e-02 | 9.0900e-01 | 57585 | 600000 | 909 | 1000 | 0.0 |reached target bit errors\n", " 3.0 | 5.8220e-02 | 7.4900e-01 | 34932 | 600000 | 749 | 1000 | 0.0 |reached target bit errors\n", " 3.25 | 3.6093e-02 | 5.2200e-01 | 21656 | 600000 | 522 | 1000 | 0.0 |reached target bit errors\n", " 3.5 | 1.6225e-02 | 2.7200e-01 | 9735 | 600000 | 272 | 1000 | 0.0 |reached target bit errors\n", " 3.75 | 5.3117e-03 | 1.2200e-01 | 3187 | 600000 | 122 | 1000 | 0.0 |reached target bit errors\n", " 4.0 | 1.1300e-03 | 3.3667e-02 | 2034 | 1800000 | 101 | 3000 | 0.0 |reached target bit errors\n", " 4.25 | 1.7798e-04 | 6.3158e-03 | 2029 | 11400000 | 120 | 19000 | 0.2 |reached target bit errors\n", " 4.5 | 2.4700e-05 | 1.1100e-03 | 1482 | 60000000 | 111 | 100000 | 0.9 |reached max iterations\n", " 4.75 | 2.1667e-06 | 1.6000e-04 | 130 | 60000000 | 16 | 100000 | 0.9 |reached max iterations\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# simulate a new baseline for 16-QAM\n", "model_baseline_16 = LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=4,\n", " use_allzero=False, # baseline without all-zero\n", " use_scrambler=False)\n", "\n", "\n", "# and simulate the new curve\n", "# Hint: as the model is callable, we can directly pass it to the \n", "# Monte Carlo simulation\n", "ber_plot_allzero16qam.simulate(model_baseline_16,\n", " ebno_dbs=np.arange(0, 5, 0.25),\n", " legend=\"Baseline 16-QAM\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=2000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now apply the *all-zero trick* as above and simulate ther BER performance without scrambling." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:02:32.626442Z", "iopub.status.busy": "2026-08-06T16:02:32.626284Z", "iopub.status.idle": "2026-08-06T16:02:45.348986Z", "shell.execute_reply": "2026-08-06T16:02:45.348237Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 3.0201e-01 | 1.0000e+00 | 181207 | 600000 | 1000 | 1000 | 9.8 |reached target bit errors\n", " 0.25 | 2.9773e-01 | 1.0000e+00 | 178635 | 600000 | 1000 | 1000 | 2.4 |reached target bit errors\n", " 0.5 | 2.9291e-01 | 1.0000e+00 | 175749 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 0.75 | 2.8754e-01 | 1.0000e+00 | 172524 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.0 | 2.8112e-01 | 1.0000e+00 | 168670 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.25 | 2.7430e-01 | 1.0000e+00 | 164581 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.5 | 2.6850e-01 | 1.0000e+00 | 161098 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 1.75 | 2.6066e-01 | 1.0000e+00 | 156396 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 2.0 | 2.5393e-01 | 1.0000e+00 | 152360 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 2.25 | 2.4628e-01 | 1.0000e+00 | 147767 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 2.5 | 2.3779e-01 | 1.0000e+00 | 142675 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 2.75 | 2.2973e-01 | 1.0000e+00 | 137837 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 3.0 | 2.1909e-01 | 1.0000e+00 | 131451 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 3.25 | 2.0925e-01 | 1.0000e+00 | 125548 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 3.5 | 1.9584e-01 | 1.0000e+00 | 117504 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 3.75 | 1.8085e-01 | 1.0000e+00 | 108509 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 4.0 | 1.6287e-01 | 1.0000e+00 | 97719 | 600000 | 1000 | 1000 | 0.0 |reached target bit errors\n", " 4.25 | 1.3885e-01 | 9.9600e-01 | 83308 | 600000 | 996 | 1000 | 0.0 |reached target bit errors\n", " 4.5 | 1.0236e-01 | 9.3900e-01 | 61416 | 600000 | 939 | 1000 | 0.0 |reached target bit errors\n", " 4.75 | 6.2948e-02 | 7.7200e-01 | 37769 | 600000 | 772 | 1000 | 0.0 |reached target bit errors\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and repeat the experiment for a 16QAM WITHOUT scrambler \n", "model_allzero_16_no_sc = LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=4,\n", " use_allzero=True, # all-zero codeword\n", " use_scrambler=False) # no scrambler used\n", "\n", "\n", "# and simulate the new curve\n", "# Hint: as the model is callable, we can directly pass it to the \n", "# Monte Carlo simulation\n", "ber_plot_allzero16qam.simulate(model_allzero_16_no_sc,\n", " ebno_dbs=np.arange(0, 5, 0.25),\n", " legend=\"All-zero / 16-QAM (no scrambler!)\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected the results are wrong as we have transmitted all bits over the *less reliable* channel (cf [BER per bit-channel](#Constellations-and-Bit-Channels)).\n", "\n", "Let us repeat this experiment with scrambler and descrambler at the correct position." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:02:45.351211Z", "iopub.status.busy": "2026-08-06T16:02:45.351070Z", "iopub.status.idle": "2026-08-06T16:03:08.286775Z", "shell.execute_reply": "2026-08-06T16:03:08.285881Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 2.4774e-01 | 1.0000e+00 | 148643 | 600000 | 1000 | 1000 | 12.4 |reached target bit errors\n", " 0.25 | 2.3964e-01 | 1.0000e+00 | 143786 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.5 | 2.3175e-01 | 1.0000e+00 | 139050 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.75 | 2.2426e-01 | 1.0000e+00 | 134554 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.0 | 2.1407e-01 | 1.0000e+00 | 128444 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.25 | 2.0527e-01 | 1.0000e+00 | 123164 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.5 | 1.9499e-01 | 1.0000e+00 | 116996 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.75 | 1.8325e-01 | 1.0000e+00 | 109949 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.0 | 1.6889e-01 | 1.0000e+00 | 101331 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.25 | 1.4876e-01 | 9.9700e-01 | 89258 | 600000 | 997 | 1000 | 0.1 |reached target bit errors\n", " 2.5 | 1.2643e-01 | 9.8600e-01 | 75859 | 600000 | 986 | 1000 | 0.1 |reached target bit errors\n", " 2.75 | 9.8017e-02 | 9.1800e-01 | 58810 | 600000 | 918 | 1000 | 0.1 |reached target bit errors\n", " 3.0 | 6.5297e-02 | 7.6400e-01 | 39178 | 600000 | 764 | 1000 | 0.1 |reached target bit errors\n", " 3.25 | 3.2378e-02 | 5.0800e-01 | 19427 | 600000 | 508 | 1000 | 0.1 |reached target bit errors\n", " 3.5 | 1.4267e-02 | 2.7700e-01 | 8560 | 600000 | 277 | 1000 | 0.1 |reached target bit errors\n", " 3.75 | 4.4383e-03 | 1.1100e-01 | 2663 | 600000 | 111 | 1000 | 0.1 |reached target bit errors\n", " 4.0 | 1.6900e-03 | 4.2000e-02 | 1014 | 600000 | 42 | 1000 | 0.1 |reached target bit errors\n", " 4.25 | 1.6424e-04 | 7.0909e-03 | 1084 | 6600000 | 78 | 11000 | 0.6 |reached target bit errors\n", " 4.5 | 3.6773e-05 | 1.2766e-03 | 1037 | 28200000 | 60 | 47000 | 2.7 |reached target bit errors\n", " 4.75 | 2.2167e-06 | 1.5000e-04 | 133 | 60000000 | 15 | 100000 | 5.8 |reached max iterations\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and repeat the experiment for a 16QAM WITHOUT scrambler \n", "model_allzero_16_sc = LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=4,\n", " use_allzero=True, # all-zero codeword\n", " use_scrambler=True) # activate scrambler\n", "\n", "\n", "# and simulate the new curve\n", "# Hint: as the model is callable, we can directly pass it to the \n", "# Monte Carlo simulation\n", "ber_plot_allzero16qam.simulate(model_allzero_16_sc,\n", " ebno_dbs=np.arange(0, 5, 0.25),\n", " legend=\"All-zero / 16-QAM (with scrambler)\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 5G standard defines an additional output interleaver after the rate-matching (see Sec. 5.4.2.2 in [11]).\n", "\n", "We now activate this additional interleaver to enable additional BER gains." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:03:08.289415Z", "iopub.status.busy": "2026-08-06T16:03:08.289275Z", "iopub.status.idle": "2026-08-06T16:03:24.500342Z", "shell.execute_reply": "2026-08-06T16:03:24.499305Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 1.9796e-01 | 1.0000e+00 | 118775 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.25 | 1.8995e-01 | 1.0000e+00 | 113969 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.5 | 1.8356e-01 | 1.0000e+00 | 110138 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.75 | 1.7655e-01 | 1.0000e+00 | 105930 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.0 | 1.6712e-01 | 1.0000e+00 | 100270 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.25 | 1.5836e-01 | 1.0000e+00 | 95015 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.5 | 1.4588e-01 | 1.0000e+00 | 87527 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.75 | 1.3483e-01 | 1.0000e+00 | 80897 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.0 | 1.1811e-01 | 9.9600e-01 | 70864 | 600000 | 996 | 1000 | 0.1 |reached target bit errors\n", " 2.25 | 1.0203e-01 | 9.8700e-01 | 61216 | 600000 | 987 | 1000 | 0.1 |reached target bit errors\n", " 2.5 | 7.8100e-02 | 9.4600e-01 | 46860 | 600000 | 946 | 1000 | 0.1 |reached target bit errors\n", " 2.75 | 5.2467e-02 | 8.2400e-01 | 31480 | 600000 | 824 | 1000 | 0.1 |reached target bit errors\n", " 3.0 | 2.8527e-02 | 5.6300e-01 | 17116 | 600000 | 563 | 1000 | 0.1 |reached target bit errors\n", " 3.25 | 1.0690e-02 | 3.0500e-01 | 6414 | 600000 | 305 | 1000 | 0.1 |reached target bit errors\n", " 3.5 | 4.0650e-03 | 1.2900e-01 | 2439 | 600000 | 129 | 1000 | 0.1 |reached target bit errors\n", " 3.75 | 1.0075e-03 | 4.2500e-02 | 1209 | 1200000 | 85 | 2000 | 0.1 |reached target bit errors\n", " 4.0 | 2.1833e-04 | 1.0750e-02 | 1048 | 4800000 | 86 | 8000 | 0.5 |reached target bit errors\n", " 4.25 | 3.8519e-05 | 2.7556e-03 | 1040 | 27000000 | 124 | 45000 | 2.6 |reached target bit errors\n", " 4.5 | 7.9000e-06 | 7.0000e-04 | 474 | 60000000 | 70 | 100000 | 5.9 |reached max iterations\n", " 4.75 | 1.9667e-06 | 1.7000e-04 | 118 | 60000000 | 17 | 100000 | 5.9 |reached max iterations\n" ] }, { "data": { "image/png": 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cXFxEI/Ba2/c6wSMI65YRI0YoS5YsUfbv369UVFQo+/btUx599FHFarVqbZKTk7URrFarVbnrrruUTZs2KaWlpUpJSYny8ccfK2PGjAk57yeffNLk575u1FxmZqby+9//Xvn000+VgwcPKhUVFUpxcbGyfv165a9//auSlpamnc9oNCoHDhxo8pzhrq1///7K008/rfz4449KeXm5cvToUeWdd95RRo0aFdKuuZGyH3/8cchrShAEZf78+co777yj9Tk/P1/ZuHGjsnTpUmXRokVK7969FUmSGp3ryy+/VHQ6nXau+Ph45c4771S++eYb5dixY0p5ebmyc+dO5ZFHHlF69eoV0q65a2+Jz+fTXpsrVqzQzpuent7otVtTU6PIsqwd+/e//z3kc5WSkqL84x//UHbt2qWUl5crhw4dUl5//fVGr/HTTz+9yRGH4b5WWVlZyuOPP67s3LlTKS8v1/rS3Ijgpjz66KPaeXU6nSJJkvLoo48qer2+2VG4V1xxRbPvQggW/O6FO+64o9H+rhjJGvx9saV3ULSkoqIi5HPxy1/+ssVj5s+fr7WfOHFio/2LFy8OuX9bGuGsKOFHsiqKorz//vvatoULFzY6zm63a9+z0tLSFK/XqygKR7ISEZ1s+J2eiIiomwkOCHU6nWKz2RotwUFJ3TJ48GBl7dq1HXL+ppYpU6ZEdN6mgs2SkhLltddeaxRq3nLLLW3+fLW1L0VFRcp//vMfJTs7O6Qv06dPD2m3cuXKkP2/+93vwgZYdd55552Qt8039XbrcEFl8NtdmxMcbtx9993Ntn3qqadCnuM3v/lNSIgVbO/evUrv3r21tklJSUpNTU2H9b1huHXRRReFBMLBli9f3ug5UlJSlJ07d4ZtX1NTE/K6uvzyy5vsxwMPPKA899xzWhDSlBMnTiijR48O+dpHem2zZs0K+7lTFEWpra0NCcHOPvvssO2cTmfI29gTEhKUzz//vNk+N8Xr9Sq5ubnauYYPH64UFBQ02f7YsWPKsGHDtPZXXXVVm563odWrV2vnzMjIaLZtSUmJYjKZQr7HFRYWhm0rSZJy+eWXh3wNXn/99bBtG36tJkyY0GJ5j9b44x//qJ27T58+ygMPPNBsuBq8jBo1qsWw8vDhw1rZktzc3JB/ZNTpipA1uHRHampqu88XHx+vnW/evHnNtg1+Cz+AsCVOSktLQ4Ltp59+usU+NBWyer1eJTU1VQHUf/Q0/Bq9/PLLYb9PMGQlIjq58Ds9ERFRNxMcEEa6zJ07V8nLy+u089cto0ePjui84cLbpkZxXXbZZS2GXa3V1r6kpqYqe/fuDTnXmWeeqe0PV+s0nDvuuEM75pJLLgnbpmFQGem5FaV1IeuAAQNCwqSWRuYF1xUEoDz77LMd1vfgcKtuFGNzggNOAMqbb77ZbPunn35aa9u3b9+I+tSSjRs3hoR8TQm+ttTUVKWqqqrZ8y5btkxrHxcXF1JPs86zzz4bcv0ffvhhm68jOOyxWCzKwYMHWzzmhx9+0P5hoNfrOySIbE3I+uCDD4bcx9u3b2+2vdPpVAYNGqQdM378+LDtgr9WRqNROXz4cFsvJ6wbb7xRO7/VatVGIufm5irPPfeckpeXp43afvbZZxv9o+fKK69s9vyzZ8/W2jY1YrsrQtYpU6ZozzFw4MB2ny8nJ0c7X8N/djX0r3/9S2sriqJy7NixsO2CP1fjxo1rsQ9NhayKoii/+c1vtO1LliwJ2Rf8c2Lr1q3adoasREQnF9ZkJSIi6gGWL1+O4cOH4+abb46obmFn8/v9cDgcIUvDupNjxozBhx9+iLfffhsGgyGqfQGAcePGYe3atRg6dKi2raKiIqQ24L333hvRc950003a+jfffBNRXcdbb701onO3xsGDB5Gfn689/uMf/widTtfsMTNnzsTEiRO1x1988UWLz9OWvv/85z9HXFxcs20mT56sraekpODyyy9vtn1d7UsAKCwsbHct27o+GI1GAMD+/ftRXV3d4jHXXHMNEhMTm21z5plnauu1tbWoqqpq1OaTTz7R1qdPn46LL744wl439sEHH2jrCxcuxIABA1o8ZvTo0drn1OfzYd26dW1+/rYIfu3NmTMHY8aMaba9xWLBHXfcoT3etm0bKioqmj1m3rx56Nu3b7v62ZDf79fWnU4nFEXB2LFjsX37dtx0000YPHgwkpOTMWTIEPzmN7/B9u3bceqpp2rHvPXWW/jhhx/CnvuNN97QakgvWLAAF1xwQYf2vTWCazB3RD3Y4O9NwZ/DcF599VVtfcaMGejdu3fYdsF1Wr///nvs2rWrzf1btGiRtv7f//5XWz98+LD2c+KUU07Baaed1ubnICKi2MaQlYiIqBubN28eampqGi2VlZU4ePAgPvjgA1x22WUA1D9Kn3/+eVx00UUtTqTT0vmbWjZu3Nhh17Znzx7s3bu3w87XWhaLBSNGjMCiRYuwYsUKfPfddxgxYkRIm/Xr12tBncViCZlIpTmDBg2C1WoFoAa1LU3CIwgCpk+f3oaraN53332nret0OsyaNSui44InoQk+Rzht7fv48eNbbNOrVy9tfezYsS0GOcHtZVlucZKyY8eO4ZlnnsEVV1yBU089FVlZWUhMTERcXFzI4vV6tWPKyspa7PeECRNabJOenh7y2G63N2qzYcMGbf2SSy5p8ZzNCQ5IzznnnIiPCw7/du7c2a4+tNbWrVu19fPPPz+iY4Jfu4qihJwjnDPOOKNtnWtGw38eiKKIZcuWISUlJWz7tLQ0LF26FIIgaNvCTdRUVlaG22+/HQCQkJCAp59+ugN73XrB1xPunwStFTwRXUJCQpPtdu3ahe3bt2uPFy5c2GTb+fPnw2KxaI+Dw9nWmjBhAoYPHw5AnZjr8OHDANTAte7nBCe8IiI6uemj3QEiIiJqmk6na3K0X1JSEgYMGIB58+Zh2bJluOqqqwCos2U/+eST+MMf/tCu87fHvHnz8Prrr2uPJUnC0aNH8d133+GJJ57A7t274fF48Mc//hGKouCPf/xjh/ehqb4AgNlshl7f8q9BR48e1dbdbndIqBA8SjLcevCI4vLycmRnZzf5PPHx8Z3ydQieeTs7Ozvi56gLEurOoShKSAAUrK19b2mkJxA6sq217QE0+c8GSZLwpz/9CU8//TQkSWrxvMEiGcmalJTUYpuGr7+Gfa2trUVNTY32eNSoUZF1MAyXyxUyovOGG24IGW1d95oN9zr2eDzatvLy8jb3obXsdjvcbrf2OPg12Zy+ffvCYrFo99/x48ebbd+nT5+2d7IJDe+HGTNmYNiwYc0eM3LkSJx++un49ttvASBkBH2d2267TQv5/+///q9D+v6///0Pv/zlL5ttM3DgQOzYsaPR9tTUVG29oqICLpcrJNBsjdra2pB/NDR3ba+88oq2bjQasWDBgibbxsfHY+7cuXj33XcBAEuXLsUjjzwS0ff/cK655hr86U9/gqIoeP3113HfffdpP19EUcTVV1/dpvMSEVHPwJGsREREPcDChQtDRno98cQTHfJW6baqC2/rluTkZIwaNQrXXXcdtm/fjosuukhre++992LTpk1d1pe4uLiI/8AOHlmlKAqqq6u1xW63a0vwaN/a2lrU1taGfP5ra2ubfZ62BhMtCQ7p4uPjIz4ueBSZ3++H0+lssm1b+95UaNtR7Ztz6aWX4vHHH291wAqEvkW6KR3R14ZhbiQhc1OCX8cA4HA4wr6Ww72Ogz9HLb2OO1Lwaxdo++s33AjhYJ1x72VlZYU8jmRkc8N2R44cCdm3bt06LF26FAAwceLEkJC8PSRJalROJdwSzsiRI7V1v98fMrq0tbZu3RryPTP43MF8Ph+WLVumPT7//PNb/KdG8EjX48ePa+UW2uLqq6/WRtS//vrrWLduHQ4cOAAAOPfcczsltCciotjBkJWIiKiHmD17trZeUlKCPXv2RLE3TTMYDHjjjTeQk5MDQP3j/MYbb4xqKNyUurf8t1e0rs1ms2nrrQnIgtvqdLoO+zx0B2+++SY+/vhj7fHQoUPxf//3f1i1ahX27t2L48ePo6qqKiRwbE3A11EaPmfD0LE1YvF1HPzaBdr++o3G1+6UU04JeRzJyGYASE5O1tYbhux1b00HgB9++AEJCQmN/nkUvAR//1+yZEnIvo4q+9Kw1MLnn3/e5nM1rP3cVBmHzz77LGR08ooVK5r9PMTFxTUaXdqekgHZ2dk4++yzAag1mm+77TZtX3DNViIiOjmxXAAREVEPEVyPElAn/mlYY7S7iI+Px2OPPYYrrrgCALBjx46QkgfdRUZGhrbev3//NtekjFZIGfyaKCoqgtvthtlsbvG4/fv3a+upqakdOoo02oInrJk1axY+/fTTZide8/l8XTqCs05CQkLI29737t2Ls846q03nSkpKgslk0t76/8UXX4RMEhapzpygrqHExEQYjUatHu7BgwdDJgtrSnFxccjIy4bfF7vCqFGjIIqiNuo50oA8eNRtcyOXvV5vSJ3glvh8vpByFMGTSl155ZWYN29es8c3VQt5/PjxSEtL00oYLFmyBH/5y19anFyvIUmSQkoA5ObmNjl5VMOAVJKkVo9I/+STT1BRUdFkjdyWXHPNNfjyyy8BqJOrAerPtPnz57fpfERE1HNwJCsREVEP0XAW7a4MRNrisssuC5kt/IEHHmhxRumuFhxEFRQUoLq6usVRU+GWjph5uy2CgwpJkrBmzZqIjlu1alXYc/QEu3fv1tbvvPPOFu+TzZs3R20kcvDr76OPPmrXuSZPnqytb926tU2vY5PJ1K4+tIYgCBg7dqz2OPg12ZyG7aLx+k1MTMS0adO0x99//31ExwW3y83N7fB+haPX61v8ujf1TyKDwYCbb75Ze1xUVITHH3+81X145JFHUFJSoj3+7W9/G7ZdeXk5Pv3001afvyGv1xtScqC1LrnkkkZ1dy+77LJOK/tCRESxgyErERFRD1E3sqZO3dvxuytBEHDvvfdqj/fv348333wzij1qrF+/flptQFmW8Y9//CPKPWqdYcOGhdSHfOyxx1o85rvvvsPq1au1x62ZiT4WBI9yjGSEcVtCo44yd+5cbf3zzz/XJkVqiwsvvFBbf/bZZyOawCvagl9777//Pg4ePNhse5/PhyeeeEJ7PHLkSKSnp3da/5pz2WWXaetffvlloxqrDeXn5+Obb77RHs+YMSNk/5VXXhlSwqKlJXiisF/+8pch+6ZOndoh1wiogWhwDdz7778fGzZsiPj4b7/9Fn/729+0x3369Gmy3uyyZctCRvB+/PHHrfqcDBgwQDu2PSUDbDZbo8m2rrnmmjafj4iIeg6GrERERD3AihUrQka69e/fH4MHD45ijyJzySWXhNQv/Pvf/x7RxEJd6Z577tHWn3vuOfzzn/+MaGSjx+PB008/jeeff74zu9ei4JFmX375Jf7+97832ba4uDikfqHNZsO1117bqf3rasET07zxxhvNtn3ooYfwwQcfdHaXmnTDDTeE1Om8/PLL2zy50K9//WvtrfPHjh3DRRddhPLy8oiO/fbbb6MSIt14443aJHVerxdXXnlls+HwHXfcgR07dmiPmxoR2RWuvfZardyIz+fDNddco5V+aMjpdGLRokXaSH5BEPCLX/wipE0kI06bGj3f8NiOHFnfq1cv/Oc//9Eeu91unHfeefjwww9bPPbDDz/E+eefrwWngiBo9WPDCQ5G+/bti7lz57bqcxL8vWzbtm348ccf23bRAF588cWQADeSUhZERNTzMWQlIiKKUS6XC5s3b8Ytt9yCiy++OCT4u/vuu6PYs8gJghASYu7duxdvv/12FHvU2BVXXKGNAlQUBXfddRcmTZqEJUuWYP/+/Vow4vP5cPToUXzwwQe46aab0Lt3b9x6660hk7REwy233BIyguvee+/FggULsH79ei3cOH78OF544QWcdtppyMvL09red999ba5b2F0FTxD3wgsv4Gc/+xm2bNkCp9MJQJ1w6NNPP8W5556L++67L1rdBKDWefzXv/6lPS4pKcHUqVNxyy23YMOGDVpo53a7UVBQgNWrV+NPf/oTxo0b16j0RlxcHBYvXqzV1127di2GDBmCe+65B5s2bdLqziqKgurqaqxbtw4PP/wwTj31VJxxxhlYu3ZtF111vZycnJCJhbZu3Ypx48bhv//9rxYQu91ufP3115g1axaeeeYZre3o0aMbBZVdKS4uDg899JD2eM2aNZg8eTI+/PBD7XNdU1OD999/H5MmTcK6deu0tosWLcKoUaO6vM9tdcUVV4R8nWprazF//nycd955ePPNN1FcXAy/3w9ZllFSUoK33noLs2fPxvz580NGlj/55JMh92ewH3/8MaScwrXXXtvqsPjaa68NqRf72muvter4YAaDISTAJSIiAgAoRERE1K1MmjRJAaAAUHQ6nWKz2RotZrNZa9NwueyyyxS/39+u8ze3LFq0qMXzLliwIOLr9fv9ytChQ7VjTznlFEWW5dZ+2jqkL02pra1VzjjjjCY/5819Pe6///6w51y1apXWJiMjo1X9WbRokXbs3Xff3WL7rVu3KklJSWH7ZzAYwm5fsGBBk1+HtvY9KytLO+6zzz5rsf3999/fqq9jYWFhyDVUVlY2alNcXKwkJyeHvWaj0dho28KFC5WEhATt8Xfffdch16YoSsjz7N+/v8l29913X5OvL5PJFHa7JElhz/Xkk08qoig2+VrQ6XRh9/Xt2zeia2rJ6tWrW/Xa8Xq9ytlnnx3x1wuAkpmZqezbt6/Jc7bla9VWN998c6v6PmHCBMXhcLT7eU855RTtnL/+9a874Epa9uCDDzb5OhVFscnXltVqVV555ZVmz33nnXeGnKugoKBNfZwzZ07I68Tn84Xsf/PNN0P61l6vvPJKh56PiIi6N45kJSIi6sb8fj8cDkejxe12N2prNBpx3333YdmyZRGP8Gnq/M0t4Z67PURRxJ///Gft8e7du/Huu+926HO0l81mw1dffYV77rknbB3PcJ8Tq9WK22+/PeTt+tFy2mmnYf369Vp92WANZ+Y2GAz4wx/+gLffflsb9diTZGZm4tNPPw1bqzO43qMgCPj1r3+NV199NeqfhwcffBBLly4N22ePx9Oqc9122234/PPPw5YTkSQp7ORzZ511VoulFTqLwWDAZ599hl/96leNvq8Ff73qTJ48GZs2bcKQIUO6qovNeuaZZ/DAAw80mmAtXN+vvvpqfPPNNxHVCu6O7rvvPqxevRrjx49vtE+W5UavLUEQcOmll+KHH35odtSx3+/H0qVLtcfnnntumycG++Uvf6mtl5SUYOXKlW06DxERUTgMWYmIiGKUXq9HZmYmzjvvPDzyyCM4dOgQHnzwQa2GYSxZuHAhBg4cqD1+6KGHojaje1P0ej0eeughFBQU4LHHHsOcOXOQmZmphSdGoxEDBgzA5ZdfjldeeQUlJSV44oknojbxTkMjRozAjh078NZbb+Hyyy9HVlaW9lqJi4vDmDFjcNddd2HPnj149NFHO7RuY3czdepU/Pjjj7j33nsxatQo7WtotVoxePBg3HTTTdi4cSP+/e9/NwrHomXhwoU4dOgQnn/+eVx00UXIzMzUvn7x8fEYMGAAzj33XDz88MP4/vvvm/0+cO6552Lv3r14//33ce2112LIkCGw2WwA1H96pKWl4eyzz8b999+PvXv34uuvv8bpp5/eJdcZjtFoxAsvvIAdO3bgtttuw8iRI7Ug0mAwICcnB1dddRU+/vhjbNy4EX379o1aXxsSRRF/+ctfsGvXLtx999045ZRTtLeXm81mDB06FDfddBO2bduG119/PWYD1jozZszAli1b8PXXX+OOO+7AmDFjkJaWFvb7iU6nwx133NFi/fDPPvsMJSUl2uPrr7++zf278MILQ74nt2cCLCIiooYEpbv9BUNERHSSc7lcYUeTBdPpdLBYLJ12/uYYDAaYTKZmz6vX62E2m1t1Xo/HEzKqsj117trbl9byeDxhPyfN8fv9Wk1NURRbFa4Ef66MRiOMRmOrnruOoiiQJKnVx7e1706nU5vYzGKxhNRHDMfr9Woj/iL5OiqKElLjsTWvoea+hg6HQwv9rVZr2MCotdcGQKvNCaijpVs7YratX7+meL1e6PX6Tg3Y2/O6b8jr9bbp2tvytepobe17pIK/Bzb1Pbsr1X3dv//+e5xzzjnw+XwA1Lq727dvR2pqapPHSpIUMmK7LfdKMLfbrT1/w9egz+cLeWdCe+utdvT5iIioe2PISkRERERERF3isccewx/+8Aft8Zw5c/Dpp59GvSwHERFRe/Xc94ERERERERFRt3LnnXfiwgsv1B6vWLECjz76aBR7RERE1DE4kpWIiIiIiIi6TGVlJcaOHYuCggIAajmQ1atXR7X2LxERUXsxZCUiIiIiIqIutXnzZkyfPl2rL52VlYXt27ejV69eUe4ZERFR2zBkJSIiIiIioi7XcCJGs9kMvV4fxR4RERG1HUNWIiIiIiIiIiIionbgvwl7KFmWcezYMcTHx3OmTiIiIiIiIiIiolZSFAU1NTXo06cPRFFsti1D1h7q2LFjyMnJiXY3iIiIiIiIiIiIYlphYSGys7ObbcOQtYeKj48HoL4IEhISotybjidJEr744gvMmjULBoMh2t0hogjwviWKLbxniWIL71mi2MP7lqj7s9vtyMnJ0XK25jBk7aHqSgQkJCT02JDVarUiISGBP4yIYgTvW6LYwnuWKLbwniWKPbxviWJHJKU4my8mQERERERERERERETNYshKRERERERERERE1A4sF9DDSZIESZKi3Y0OV3dNPfHaiHoq3rdEsYX3LFFs4T1LFHt43xJ1f625PwVFUZRO7At1scWLF2Px4sXw+/3Iy8vDsmXLYLVao90tIiIiIiIiIiKimOJ0OrFw4UJUV1e3OOcRQ9Yeym63IzExEWVlZT124qtVq1Zh5syZLBBOFCN43xLFFt6zRLGF9yxR7OF9S9T92e12pKWlRRSyslxAD2cwGHr0N+uefn1EPRHvW6LYwnuWKLbwniWKPbxvibqv1tybnPiKiIiIiIiIiIiIqB0YshIRERERERERERG1A0NWIiIiIiIiIiIionZgyEpERERERERERETUDgxZiYiIiIiIiIiIiNqBISsRERERERERERFROzBkJSIiIiIiIiIiImoHhqxERERERERERERE7cCQlYiIiIiIiIiIiKgd9NHuAHUuSZIgSVK0u9Hh6q6pJ14bUU/F+5YotvCeJYotvGeJYg/vW6LurzX3p6AoitKJfaEutnjxYixevBh+vx95eXlYtmwZrFZrtLtFREREREREREQUU5xOJxYuXIjq6mokJCQ025Yhaw9lt9uRmJiIsrKyFl8EsUiSJKxatQozZ86EwWCIdneIKAK8b4liC+9ZotjCe5Yo9vC+Jer+7HY70tLSIgpZWS6ghzMYDD36m3VPvz6inoj3LVFs4T1LFFt4zxLFHt63RN1Xa+5NTnxFRERERERERERE1A4MWYmIiIiIiIiIiIjagSErERERERERERERUTswZCUiIiIiIiIiIiJqB4asRERERERERERERO3AkJWIiIiIiIiIiIioHRiyEhEREREREREREbUDQ1YiIiIiIiIiIiKidmDISkRERERERERERNQODFmJiIiIiIiIiIiI2oEhKxEREREREREREVE7MGSl2KMogN8LKHK0e0JERERERERERAR9tDtA1GqyH4aH++BiAPgBgKhXF0EXWBcbbKtbmttWd0y4bfr69oKuE7eJDa6jwbWEHNvwsSH0sSBE92tERERERERERHQSYcjaw0mSBEmSot2NjuXzwBD8WPapC2mU4KBW1zCEbhzUKi0GuA3bN2wX7vjg8FfXzHOE2S7ooej09cdr64Fz6hqsCxyUHwvqvhf1uO9JRD0U71mi2MJ7lij28L4l6v5ac38KiqIondgX6mKLFy/G4sWL4ff7kZeXh2XLlsFqtUa7Wx1KlL2YcuCfECBDVPwQFBkCZAhh1kVFhoDAdm2ful8Eyw30FAoEyIIOiqDTPirQNdomCyIUQR94LAba6KEIYlCb0MeKoIOMhudp8Fx162j4HGGeU9BBRvBzqPvkujaiXu0DRI5IJiIiIiIiIooip9OJhQsXorq6GgkJCc22ZcjaQ9ntdiQmJqKsrKzFF0EskiQJq1atwsyZM2EwGFo+IBxFUeu6yj5A8QNy3RIYGRuyzxeyX5D99duV4OPCbKs7T91xsh9Qgs6nBD2nLAf2BdYD5xL8Ush56p9PCu1z0LpQ9zz+Bm2UMO39EgTwW0F3o+iMgVG7BqBuXWcMjO41QtH2Be0Pfiwa1DbascHn0gfaBM6jMzQ6f9jzhNlXv65r9no65L4loi7De5YotvCeJYo9vG+Juj+73Y60tLSIQlaWC+jhDAZDj/5m3dOvr0vJwSFu49C2caDbcL8P8Dc8Pkyblvb7g55PC4jr1uvahFuXGhxb12dfg3UJiJFAWfB71UnemtrfhX2JjBAIYI2hoW0g3NWLBpxR64T5xGKIBlODtkZAZwo9RmcE9MHbGi51bcJs0zU8zhA4V8thMBGF4s9aotjCe5Yo9vC+Jeq+WnNvMmQlIpUoAqIRgDHaPel8QSN4tfBYWw8KZVsMeRsGuw3bB6+38Dx+SQ1U/d7AvsC6v249sF8ObiupI5O7DQXwe9QlDAFAMgA487uyU2E6IjYd2DYZ2oYLd8OEwo3CXX2Y0cOGFvYFrxtYNoKIiIiIiCgGMGQlopOPqFMXvSnaPWm/uuC2UTjbIIyVpTDBbaTHSI33Nwx7IzhO8XvU0bnRpsiAz60usUBsKowNLgHRsNxDmPIOIaUeDGHO0dz5IwiF9eagjwyHiYiIiIjo5MKQlYgoltUFxgZztHvSIp8kYcXy5Zhz/nkwCEpQuOsNDWV9Dbd5GoS24do0dS5Pg/1152uwrWG77jRCuG4Etc8V7Z60jt6sjuzVBy0RPTaro4mDQ1vtcXPHh2tvZNhLRERERERdgiErERF1HUFQR1QaDACs0e5N02R/+BA3bLgbHNA2CHeDy0EEj/CVg8tABO/zha5ro4aD16XG5/Z70e1qDdeNFg5fPaLr6Doy5A3+WFceokGJibrav2Efc4QvEREREVFPxZCViIioIVEHiBbAYIl2TyKnBcMNQ9y6shANy0o0FfaGaddkYBwIhX2e+nDZF6jL6/M0eOxWQ2qfG10aCNfVCY522FsnomA20gA3XDtT5KFv8DE6/kpIRERERNQe/I2aiIioJ4iVYFhRAuUPgkLXsKFs3eIOBLjB7eseNxfqNhPy1h2vyF1//XWhbzcoTxxCmxAuMHmb3gS9zoizXF7oix8LjOg1BX00hW7TRv02KOHQaF/QyGDt2OCSD/zVlIiIiIhiE3+TpZj02+WLUV5ajnVfnoDVYIXFYIJZZ4bVUL/YjOrHeJMFcUYz4o0WmAw6GPUiTHoddCLfsklE1OUEoX5SrWjPPef3tSK0bRDShtT89QSVkvAE1fltQ7tolX0IMyGcACABAEqKuq4fgq6JOrtNBLy6hoFvuGPDhb8Nj60Lfy0MeomIiIioTfhbJMUct+TFhuolgAnYV9q6YxVZDyh6KIoBkPUQYICgGCAisAhG6GCETjBALxihF40wiEYYBBOMOnXdpFPXTTozzHoTTDoTLAYzLHoTrAZL4KMZVqMZcXoz4kxmWAwmmAwijDox6KMORp0Ig06AwBp9RERdT6cHdHHR7kW9ulG+EQWzwetSfTAcPFmcL4LQN2w7dV3xeeD3OKGDD4Ls66LPgR+QnOoSLaJeDVsNZvWj3lS/HvZjYDFYmvloauZ4CyCK0bteIiIiIuoQDFkp5tR43C03aoIg+gD4ICD0HHJgaZICoB1/XyqKqIa7sgFQ9IBsgKLotW2hIa8BOkENeg1BQa9RFwh09Wq4WzdiN85ogc1gRpzJgniTBQkmK+JNZiSaLUg0WWE16WE16mAx6CBy9C4RUfcVPMrXaIt2b+CTJKxYsQJz5syBQSeGKd/QYISvtj+o1EPwiOC6x/6W9jWxX5a65sJlH+CtUZeuIhqCQtkmgli9qR1BblDbuoXBLhEREVGHYshKMcdmNGFh37ux91AeMvpkwCt74fZ74fV54PG74ZW98MoeSH4vJEWCJHvgVyT4FPWjX5EgwwsZEhRBggIJEPyd2mdBkAHBC0FsvghfXdjb5J+R/sDSiglc1NG7BighI3frR+vqhMBo3bogVzTBpDfBHBiha9abYDOYYTGoYW680QybyYKEulDXbEWiyQKb0QJTIAg26owQBf7xRkTUY4g6wGhVl2iR5QYBbYOAt7l9YcPhhoFuoFyC5Ao8dgFS0LbODHllCfBIgMfeec/RkM4UfiRucNDbKNg1ockRvJEcx1IMRERE1IPxNx2KOVajCb+fdgVWVK/AnLPnwGAwtPucftkPj98Dr98Lt98Nt+RBreRGrdcFh9cNh6R+dPnccHjdcPs8cEpura3Hry5uvxruemWPGvTKXvhkLyTFC78swa944Yc3EPRKUITOn/lEG72rq98WNswNHq3bEd1S9IERukHlFwQjDKIJBp0RJlENY82BsgvBo3OtBjPMevWjRW+C1WiGzWCCzWCBKVCiIWTR14e7BrH9rwciIuqGRDG6k7vJ/jABbJiPPk+gnbvxR5+76eMkd+Nzd2aZhrpJ2FDdec/RkKhvJpxtENQ2CnIbjNQNDnKbO05nVEeJExEREXUyhqxEAHSiDlbRCquha0foKIoCSZa0kFZbfIHQ1ueGy+dBrdeFWo8btV43ar1OOCQ3nF43nJIa/Lp9asBbd7zk90KSPZAUL3yKVw13FXXUrgwvIEiA0MmTqwg+yPBBhgs+AB4FapAro12lF1qkiEHlFwxajV1dIOTVi0YYBAMMOpM6elc0BdXZVdfrQl+LXi3PYDGYYTWoNXetBrNWnsFmNCPOYNZG8epEXcv9IyKi2CTqAFOcunQVvy90RG244DaSADds8BvmnD535wa7sg/w1qpLlxEAg1UtwWG0Aca4oPWGj1uxT8d/6hIREVEohqxEUSQIAow6I4w6I+IR36XPLckSPD4P7G4XqtxOVLtdqPE4Yfe4UONxweF1oTYQ5DokF1w+D1xSfaDrrQt05UCgK9eHufXlGHwQRAkQfBAECRB9EDq5NAMEGTI8kINrKtQFvIBabqGzKCKgqCUZBBggQA8RRogwqEEv1JC3bmSvQVSDXrPOAoveCpvBijiDFTajFfFGG+JNNiSabEg0xyHJHIcUSxxSrHGIMxlh1LMcAxFRj6fTA7p4wNSFvyPUBbuNgllPC8Gtp+lAuFEA7A4Nev2tqIPUagogOdTF0YGn1ZkiCGabC2rDrOtNHHVLREQUwxiyEp2kDKIBBqMBccY49Eno+PMrigKvX4bT44dT8sPl9cHp9aPG40GN262FubXeusUNp+SCU3LD4/Oq5RvkuhBXXXyKWn7Bp6ilF2R4IdeFuoIPMiQ1zBV8apkEQYIg+AAt6O3s0bsyIHigwNN8phs8qrcNFNkAyEYIigkCTNDBBB3MMAhmGEQzjKIFJp0ZZp0FVr0VFoMVNoMFNoMNcUYrEkxxSDBZkWiKQ7IlHsmWOCSZrbCZ9LAYdTDqRAj8I4+I6OQUjWBXluuD17CjbVsKb1sIgiUX4HUERtE6OibU9XsAlwdwVbT/XHUEXbtCW0FnQoKzAKg4CFiT1O0GqzoKm4iIiDodQ1Yi6hSCIMCk18Gk1yG5i55TURRIfgWSX4bXJ8Mb+OjxyfD6/HBJXjgkta6uOkLXDbdPXXf7PIHFDbffq5Ve8AZq9daN1pUCQa8k19fXVQNfSQt81QnVfFAESQ16xY5966UgSmpwDIdWSteHBvOh1U2SFmF9XUURANkARTEBshGiYoIYCHD1giUQ3qqLWW8NBLgWWA1W2Aw2xButiDOqwW2iOQ6JZhuSzDYkmi2wmgywGnQwCDKUTs65iYgoBoli106s5pcCoasjNHxttN6KfVIHDJNV/ICnWl3aQA/gLADYd1+DHZbA5zcQzBqC1uu2G2wNwlxbg+3W+lC37niGt0RERCEYshJRjyEIAox6AUa9CJsp2r2p5/fLcEge1HjryzA4PC44ferkatVuJ2q8DtR4HKj1OlArOeGUnHD5XHD7nXD7XfD43ZBkNyTFBZ/ihh8e+KGOmlUD1/YRBAXQeSEEpbLBE6S5ghuHTXXDUxQRkI1QZKP6UTHi3iVLoBOMgQDXpAW4ak1cC8w6Myx6S6AGrgU2g1UNcU1WJJhsSDRZkWixIclkQ7zZBItRB6tRD4tBB53IEbhERNQCnQGwJKlLR5FlQHK2Mqhtrp0D8NYAShvf9hLM51IXZ3n7zxUsOLxtdUgbx/CWiIh6HIasRESdTKcTkaCzIMHcOTNi+2U/3H43qt21qHDVospViyq3utR4HbB7HKj1OlHrdcDhc8KlBbguePwueGQ3fLIbkuKGD27Iigey4AGE9o/AFQQZ0Lkh6Nwh25sMcFs9AlenjsANhLhQjBBhhE5QA1y9YIJBMMOoM8EkmtUQV2+GVW+BxWBRyygYrYg3qAFunMkSqINrQ5IlDolmM6xGHcsoEBFR80QxaGK0jI45p6KoJQ8iDGr9bjsKD+xBbu9UiJJLHV3rbbBITnXpCJ0W3prDhLTBwW1QMGtOAMxJamBuTgxaT1JLXvDnNhERdSGGrEREMU4n6mATbbAZbOgT30F/2EGdHM3lc8EpOVHrcaLCXaOGty4H7J5a2D0O1NSFt0Gjb11+Jzx+N7x+F7yKOgJXHX3rhgwv0IGTnwmCH9D5G4W4dVltyGDb4NoKEVJH4gZCXMUIUTFChAmiYIQeJuhFk1ZGQa2Dq9bCtRgsiDOok5YlW+KQYklAmjUBveISkGFLQHp8Akx6/ggmIqJmCAJgMKuLLbXF5rIkYYd3BbLmzIFoMDTT0B8YdetUQ9qQEbhB69r2BiFtU+06LLwN1Nltb3griA2C1wYhrDkx/LolGTAlqPWJiYiIWoE/OYiIKKy6ydESjAmArf3nkyQJK1aswMzZM+EX/Gog61NLKFR5alHtdsDudqrhrceFWskBh9cFR11463PDHRiB6/V74K0bfat44VfU8glqiNtxNXDVkbgeCLr6uLZuFG6jZ6lLdoEGw3PDU2RToPZtYNIywQqTzgKL3gqrvq7WbRwSTHFIMquTlKVa4pEWl4A0SwLijXFaTVyTzsRRtkREFBlRp47yNMWjw0bdAqElE5oaRauNvA1aDxvmOurbtbXerSIDrkp1qWzD8cb4JkLYpOYDW0sSoO9GdauIiKjLMGSlmORYtw6W/Hy4f/wRcnw8BLMFosUM0WKBYDZDEMVod5GImmAQDbAarIg3ds7M1T7ZB7fPrYW41W4HqtwOVHscsLsdqPE4AyNwnXBILjgkV6CEglurf+uV1cUneyDVBbiKt8PKKACAIKo1df2www/ADaBGhloqIcJyCRpFhE4wwyBYYBQt6mhanQ1WgxVxRjWsTTLFIckSj2RLPJJMcbAZbbDpbVpQW7dYDVYYxGZGQBEREYUTUjKhA9WFt41C2hrAbQfcVYCrSv3orq5fdwUe121vbX1bb426VBe2vs96c/MhbHMhrdHGMgdERDGKIWsPJ0kSJKn9k+J0J4oso/imm5ED4OgL/wnbRjCbIZjrQ9eQj1oYG25b/b5G281mCJbA9ubegkVEYdV9L+qK70kmwQSTwYQkQxJ6d3Ap3LoauOooXCcq3U41wPWoo3BrPS7UeNV1u7c2MJmZAy6fEy6fEx7ZBUl2QVLckOGGLLgB0aNOPtZWggw/nPArTrj9gL0VI2rD0cEAo84Cs2iFRW+FLSisTTTZENcwoNXbEGeMQ7whHvHGeMQZ4hBvjIdVb+UI2xjWlfcsEbVfj75nRRNgMgGm5LYdr8iApxbwqCGs4K7SAlqhLoR1VwetV0EIbIO7CoK/lf/99LmB2hJ1aW1XRX0ghE2EYk4KhLAJUCwpgCUFsKZCsaYAllQo1lTAmgpYU9Rgl2JOj75viXqI1tyfgqIo7firjrqbxYsXY/HixfD7/cjLy8OyZctgtVqj3a0OJXg8GPyX+6PaB0UUIRsMUIxGyEYjFKMBsiGwbjAEfQy0qWtrMKrbDEHHNTrGCEWvV0cDENFJQfIrqPFLsPu8qPZ5UCt74fB5UCt74JK9cMleuBUPvIoHHnggKV74hMAIW9EDCF4IokctbSB6IIitHQrbSRQBRphhFMwwwwyLaIZFMMMmmmERLTDBBItggVkwN7mIAr8XEhFRFCkKdIoXBr8TBp8DBr9DXfc7YdQe121zwOBzwhj0WC97Wn6ODuATTfDq4+HVxcGjj1fXA4tHHxfYFw+vPg4efQIkvQ2KoOuSvhERxTKn04mFCxeiuroaCQkJzbZlyNpD2e12JCYmoqysrMUXQayR3W6Uv7QEh/buRd+MDMDrheJyQXa7oLjdkF0uKK7AR+2xS32rUQwR6kbO1n00mSDULWYTBKMJotkEwWSGYDJCMJnVx8b6/YLZ1OA4MwSjUT1n0HbRbAb0eo44o04lSRJWrVqFmTNnwsDR4B1GURS4JD+qXT7UuCXY3T5UOt2ocDpQ7qpBuasG1e5aVLtrUSM5UOuthUNywu13wuN3wau41JG0gaV+3Ru03nF1blvLKKqlD2wGdaRsgjEBieZ4JJsTkBA0ajbeGI94Q+jjOEMcjDpj1Poe63jPEsUW3rPdlN8bNFK2vnxBk6NmXVWAJ1AGwW2HgM77c10xJwHWFCiWwGhYa1pglGyKOko2eOSsNU2dEIx/L3Qo3rdE3Z/dbkdaWlpEISvLBfRwBoOh532zNhjQ67e/wXcrVmDinDkRXZ+iKFAkKRDGuiE7nVoAWxfCyi43ZFfd9sB6IKyV3UFt3C4ozsB5tGNdUDwd+19qxe1W+9KhZ22GIKhlEYKCXNFoarCtwX6TORDS1oe9aoAbtF4XBgcHvGYzRKNR3abjf9BPNj3y+1KUGY1AYhsnJ/PLCmrdPtjdEqpdEuwuKWhd3V7pdKHSVROYoKwWNYEyCE6fE5LiUoNYnRuC6AJ0bgiiW3ss6NyA6Iagc6kTibWSV3bBK7tQLZW16fr0ghFmnQ0WfZwWwCaaEpBkSkCKJQFJ5sTQoDYQ1tatW/SWk/4fULxniWIL79luxmAAzDYAfVp/rOxXA1dXlTqBl7MCcJYHlrKg9eDt5RHXn1WD3ioIyI+sP6JeC161MgW2tKDHdWFt3XoaYOxZ76rsLLxvibqv1tybDFnppCAIAgSjETAaoUtM7JTnUGS5PsR1uaG4nIFA1wXF7QoEukHhbXBw6wq0CYS3dcGtei6nGup6vUBn1upRFCguF/yuNhZxbCuDQQtctQDXYoZoMkO0mNX6uGazui0wwZkQvM8SVH/XZIJYN/o3eF/dyF2WYCBqRCcKSLQakGg1IKcNx3t8fthdPtR61JG0Ne76EbV16zVuH+wuL6rdTlR7amD32lEr1cDhc8Dlq4FPqQtjXSHhrCC6AZ0rKLRt/fdAn+JFrc+LWl8lTrhbf30CRJhENaS16m2IM8Qj2ZyEXtZUZMalIs2SghRzCpLMSUg2JavrpiQYdPxDiYiI2knUAZZkdUH/yI6RZXUUbMPgVQtmw2x3V0d4bh/gKFWXSOktYcLX1EA422Bb3ehZPd+FQkSxiSErUQcRRBGCzQbR1sbhZBFQfD4oHg9kr1cd5ep2Q6lb93jUfW43FI8XisfdYD2w3+OGoq2rH0OOb7jf7QY6s6qIJEGWJMDhgL/l1u0SMoFZXXDbRJgrmE31oW7DwDYQ6jLMJQJMeh16xevQK97U5nN4fXJISGvXwtrQ4Lba7UKluwbVnhrUBIJap1QLt98Br+JUR8sGjaKtH1Vbt7317zhQIMMt18DtrUFlXanbCP4WNYpWxOmTkGBMRLI5Bb0sKUi3pSLdpoayyeZkJJuS1Y/mZE4SRkREHUMUA+FlCoBBkR3jl5oIZSsajJgNGjUrOSM7t88F2I+qS6RMiUB8JpDQG4gPWoIfx6UD/IcmEXUzDFmJYoig10PQ6zs1yG1IURQ1CNXC2DABrscTCGbr12VP44C3pbBX2+Z2Q+mEUbuK2w2/2w1UVXX4uYM1CnMDjxuFuSYzRKsFos0G0RYHMS4OYpwNuri69TiItjjo4mwQrAxgqOcy6kWk6I1IsbV95IrPXxfUhoa0tZ769SqXB5VuO6rcNbB77Kjx1sAh1cDpq4Xb74RXcTQucVAX1NaNqhUi+6eTV3aiwutEhfcYDte23F4HA6z6BMQbkpBsTkaKORkZtlRk2NKQYkluFMomGhOhE1luhYiIOoDOAMRnqEukvM7w4Wtzo2blCGu8e6rVpWxfM40ENWiNzwTi+wRC2T6NH1uSWUeWiLoMQ1YiapYgCGqZBaMRiI/vsudVfL5AIBsov+B21X+sq4fr8QRNcFZXgiHw0e2pL73gDt7nrh8F7HLFTpgrCIHQ1aYGsbagILYumA0KakVb+LBWtNkgsN4T9UB6nYgkqxFJ1rYHtX5ZgcPbeAStGtyqJQ8qnLU44SzHCWcFKtyVsHur4PBVwy3bIegdEHQOiDqHti7oIqtR4IeEGl85anzlOBZR1RYBFjEOcYYkJJqSkaKVMEhDaoNQtq6EgVlvbvPnhoiIKITRqi5JERYbUhS1vqyzHHA0HDHbYORsbSlQU6KOgm36hEDtcXUp3tF0M50pELz2bn5kLGvHElEHYMhKRN2SoNdDF6cH4jp31K4W5rqD6uEGPQ4OcdVtntAwNxDc1ge7QWGuFvC6219PV1Eg19RArqlp9zULZjPEuDjobLag4DZ8WKsLCmm1gDewTTCbObqWehSdKCDBbECC2QDA0qpjJb+MSqcXFQ4vKmq9KHd4Uen04kSNEyW1FTjhLEeZqwLV3irUStVw+auhiMFhbNB6RBOEKXDJNXB5anDCUwjYWz7CIJhh0yciwaiOlk2zpCDDlopegRIGSaYkrZRBkikJFqF1nwMiIqImCQJgTlSXlAEtt1cUtVZsTQlQc0z9aA98rClWF3uxGrIqzRQd83uAqgJ1aY4pMRC6ZjZToiAD0DFCIaKm8TsEEZ3UohvmqhOjyQ4HZEct5Npa+GtrIdc6INcGHjsCjx3B2xxQnBHWwQrXl8BIW39Z22Zr1+h0oWFtw1G0DcJaxWyBdd8+uPr0gT8xMSTkFfT8cUSxzaATkR5vRnp8ZKNFZVmB3S2h3KEGs+W1aihbXutBSU0VSh1lKHNVospbiRpPFWr91ZCF2tAwVueEoKuFoPO2/IQAJMWNKsmNKuk4jjhabi9CB6MSh5c/fgtZ8Vnon5iNAck5yIrPQpYtC5m2TE7wRUREnUMQAEuSuqQPa7qd7AccJ+pD15ri0BC2LqR1VTb/fJ5q4EQ1cGJvc51iiQIiahb/qiUi6gIdHeYqPh9kpzM0mG0qrHU0aBMU1sq1tYC/jVOO+f2Qq6shV0c4Iy2AbABFL7/SaHvd6FrRZq0vhaCFsNb6EbVWW5gwNyjktVo58RjFBFEUtPIGA3u13F5RFDi9fjWQdXhRGfhY4fCgtLYWx2vKccJVgUp3Jaq9VXBI1fCgJhDG1qqBbHA4G0FtWRl+uIVq5NdWI7/2R3xb3LCFAIuQjCRjBtItfZAV1wf9k3IwJDUXg1NykRmXCYPIEJaIiDqRqAuEnJlAn7FNt5PcgfC1hZGxLFFARO3AkJWIKAYJej10CQnQJSSgPRGGoihqOYQOCGsVd2S1J8P2QxtdC7S3Sq5otYYGr1od26AJxoJLHwSXTbDFaW052Rh1J4IgwGbSw2bSIyclsj/KPD4/Kh0Syh0e7WOFw4uyWhdKaitR5qxAeWC0bK23Gk65GkJwCQO9A4LeDlHf1MxdClxKBVyeChR79mBHFYDgyaMVAXolCTZdLyQZMpBu7Y3suCz0T8rBsLS+GJGeg0QLSxIQEVEXMJiBlP7q0hStREFxmJGxQaFsB5Yo0MdnYqJkhfj1d+qI3bShQNpgdQQvEcUchqxERCcxQRAgWCwQLRboe0UwnK4ZiiRBdjjgrw2EtMFBbG0tpOpq5P2wAwP69AFcztCwNvCx3aNrAXWEr9MJnDjRruuBKKqBbfDI2eZG2daFtHUBbkICdMkpEG0Mayk6THodMhN1yEyMrISBX1ZQ5awrW+BFqd2FNZu/R3JmDgpri1HsKEa5uxh2Xym8QhlEQyUEQyVEfRO1BwQFPqES1Uolqr15KPAC31VBC2IVRQB8iTAiDTaxF5KNahCbFdcHA5JyMTg1G1lJNmQkmGE26Drkc0JERNSkkBIFw5tu14ElCgRPNXoDwMbtofts6UCvQOCaNqR+ScgC+K4tom6LISsREXUIwWCALikJuqSksPslSUL5ihWYNGcODIamx98qigLF46kPXrUQNjS89ddtCwppZYejUR1bKC2/LTosWdZC4vYQjEboUlKgS06GPjlZXU8JrCcH1gP7dSkp0CUmsuQBRYVOFJAaZ0JqnAmD0tV7Vi5QMGfWSBgMoW/BdEt+nKjxoLTGjcLKKhyoLERBdRFKHMdQ7imB3VcKD8og6yqaDGEFQQEMVZBQhSocQJUfOFQDoAZAsRrCKr5EyN5k6OVU2HS9kGLMRLq1N3ISstA/sQ96J9qQnmBGRoIJveJNMOkZxhIRUSfrwBIFiv0YBF+Yd4M5StXl8Leh2w3WxsFr2hAgdSCgN3XsdRJRqzFkJSKibkUQBLVGq9kMpKa261yKokBxuRqXQggJcJ0NRtMGhbrBAW4bJxtTvF74SkrgKymBJ5IDRFENq1OSoU8KCmVTUqALPNanJIcEt4LR2Ka+EbWV2aBDTooVOSlWnNY3BUD4maJdXj8KKiuw58QRHKg4giP2oyhxFqPcU4IaXyk8KIcihv9HhiAoEAxVEA1VAA7BAcABoNALbCsDlBMiFCkBspQMRUqGLCXDGhgRm2Htg6y4TPROtCEjwRQIYtUwNi3OBIOO/8ggIqJOFkGJAp/Xg9UfvYGzR2VDX5UPnNgHlO0HyvLUkLUhyanWg21YE1YQgeR+gdB1cKDsQGDdmtKx10VETWLISkREPZYgCBCsVohWK5DevnMpsqxNNhYycjZMgOuvqYFst8NXUQl/ZSX8FRXwVVYCPl/LTyTL8FdUwF9RgcjmjAfEuLhA6JoEfXJKfRAbbrQsSxhQF7IYdRiW0QvDMnoBOC1sG6fkxIHKQuw9cRgHKgpxpOYoShzHUOE5jhp/KXxoKoSVIRirIBqrABwCAPgBlAWWH50ilOrEkBC2bj3JkIEMWzoyEwIhbLwZvRPNGJwRj6GZ8Ygz8VdkIiLqAoIIlzENysCzAcN5ofucFUD5ATVwDQ5fKw8BihzaVpGBinx1yVsZus/Wq/HI115DgIRslh4g6mD8DZKIiCgCgihCFxcHXVxcm45XFAVyTY0WuGrha0gQWwF/RWC9qgpKhKNn68oaSEeORHYtTZUw0EbLBtbrglmWMKBOZDVYcWr6UJyaPjTsfofkwLHaYyiqLUJ+ZSEOVhai0F6EEucxVHiPwyPXhD1ODWErIRob18TzAjiiiCiQEiGXJEMpDISwnnTI3nT0seVgWEYKhvdWQ9dhmQnol2qFniNgiYioq1hTAOtEIGdi6HafRw1Ty/KAE3nqx7I8NYSVwpTocZxQl4L1odv1FiBtUOio115DgZSB6ihcImo1hqxERERdQBAEdTKshAQY+/WL6BjZ7Q4NYisr4KsIBLGVlaGhbGUl5OrqiM7bGSUM1FG0daNnk9VyD0QdwGawYXDyYAxOHowZOY3313prccxxTAtij9Uew+HqoyisKcJxZzGcPnvY8zYXwlYpAjZ6U7AuLx3yLjV41fsyMCCpP0ZkZmBYIHgdmhmPXvGsgUdERF1Ib1In5mo4OZcsq7Vfg0e91i21xxufx+cCSnapSwgBSO4bCF8D9V97BYJYlh4gahZDViIiom5KNJsh9ukDQ58+EbVXfD74q6rqg9iqyvr1iorA46BRs5VVnVbCQLBY1OA1qT54VZdAGJuUVL8tSd0usrYstUGcMQ5DjEMwJHlI2P11IWxRTZH6MRDEFtUWoajmGGqkxiGsICgQjOUQjeVA/B5teyGAguoELC/NgLy1F2RPOuJ1fTA4eSBOycjC8N4JGJaZgMEZcTAbOAkXERF1IVEEErPVZdA5oftcVY2D17I8oOIQoPgbnEgBKg+ry/7PQ3dZU8OEr4OBxFyWHiACQ1YiIqIeQ9DroU9Lgz4tLaL2ISUMKtSRsv7K+iBWHTkbWldWcbkiO7fLBZ/LBd+x4oj7L9psYcLY0IBWlxQ0YjYpCYKev8pQ81oKYWu8NThWewyFNYXIr85Xlyp18ciNx3qLBjtEgx3AfgCABOAnALtLrfAf7QXZkwHF2wvp5lwMTRmEUzP7YnjvRAzvnYCsJAtEkfWQiYioi1mSgJwJ6hLM560vPVDWoPSAN0xNdGc5cGSDugTTm4HUwUHha6D2a+ogwGDptMsi6m74lwkREdFJqk0lDFyu+iC2sqI+oK2qCpQ0CCzVVfBVqtvgbzhCoolzO9QJxKSjRyO+BjEhofkRs0GBrC45GbqEBAg6jjCkevHGeAxNGYqhKaE1YWVFRrGjWA1cq/NxqPoQDlQdxIHKg3D4GteBFfRO6PUFgLUAAFANYIsf2FxogHxALTmg82Ugy9YXQ1MGYVzWIIzITMawzAQkWg1dcalERESh9EYgfZi6BFMUwH6scfh6Ig+oLWl8Hp8bOL5LXUIIQFJu/YRbfcYAg85l2QHqsRiyEhERUcREiwWixRJ5CQNZhlxbq4Wv6qRfgUC2KuhxcEhbVaX+ch8B2W6HbLdDKohs0i8IAnSJiU2UMAgT0CYlQYyP58RfJyFREJEVl4WsuCxMz56ubVcUBeXuchyqPqQFsPsqDuBgVT6qvGWNziOIEnSWIugsRQCAYgDFTmB1ng7yj6mQPb1gFbKQbeuL4WmDMT5rCE7tk44BvWwwcKItIiKKBkEAErPUZeBZofvc1UDZAaBsX/2o1xP71BGx4UoPVBWoy4FVgXOLQM4kYMhsYOj5avgq8F0e1DMwZCUiIqJOI4iiNloWfftGdIzi98NvtwfC18omAtr6UNZXVRXxpF9QFPXYqirg0KHIjtHpAiNh1RGz+t69YcjOgjE7B4bsbBhzsqHPyOAI2ZOEIAhIs6QhzZKGCZmhb7us8dao4Wt1Pg5WHsTusgPIr85HhacECuQG5/FDZyqFzlQKCbtxCMChCmB5uQBlWxIUKR2JumzkxPXD8LTBmJg9DKdlZyEjwQSBf4wSEVG0mBOB7NPUJZjPC1QeCh31qpUeCHoHiCIDRzaqy5f3A8n91bB16PlA7hRAx3d3UOxiyEpERETdiqDTQZ+cDH1yMoD+ER2j+HzwV1eHD2QDoayvKnSbXBum1lg4fj/85eXwl5c3PfGXwQBDn94wZmXDkJOjhrA5OTBkqSGsmJjIYOwkEG+Mx6m9TsWpvU4N2e7xe3C4+jAOVR/CnvL9+LF0Pw7ZD6HccxQyQiefUyfdqgSMlajFPuzxAXtKgPdLAHlTHERfBpL12ciN748RvQZjcvZwTMzphzgz/yglIqIo0hvVibB6hZbfgaIANcVA6R4g/xsgb6UavtapPARsek5dTInA4HOBIeerHy3JXXoJRO3FkJWIiIhinqDXQ5+aCn1qasTHKF4vfFVVIeULtIA2eHvQiFnF6Qx/MkmCVHCkybIFYlwcDDk5MGZnwZAdFMJmZ8OQlQXRZGrLZVOMMOlMWt3X2f1na9v9sh9FtUU4UHUAO47n4cfS/ThsP4RybyH8cDc6j6ivBfS1qMRBVLrWYMcR4M0jgOI3QS9nIsWQg74J/TEyEL5OyB4EIyeHIyKiaBIEIKGPugw6B5j1N6D8oBq27vsMKNhQX2bAUw38+J66CDp1ZOvQ2WromjYoutdBFAH+1kVEREQnJcFohCE9HYb09IiPkV0uSMeOwVtYCOloEaTCQniLjkIqPAqpsBByEyGsXFsLz5498OzZE3a/Pj29QQirjoA1ZGdDn57OmrA9lE7UITchF7kJuTg792xtu6IoKHWWYl/FAXxXtBe7T+ShoOYwKrxH4RPsjc4j6Dzw6wpwAgU4YV+HrXbg1YOAIuthUjKQalTD11PTh2ByznCMzhwMo87YlZdKRERUL3UgMOU36uKqBA58pQauB1apNV8BNXgtWKcuX9wLpA5SSwoMOV+t6apjnEXdD1+VRERERBESLRaYBg6EaeDARvuUQL1X6agauHoDIaxUdBTewqOQiosBny/MWQFfaSl8paVwbdvWaJ9gMMCQlaWOes3JhjE7O2Q0rC4hocOvk6JLEARk2DKQYcvAGTnTQvZVe6qxo2QfNh3dg90n9qOw9hAqpaPwiRWNzyP64EURiv1FKK7chE2VwH/2AVBE2IQcjEgei/MHnY7Zg6Yi3hjfRVdHREQUxJIMjLpUXfwScGSTGrjmfaZOplWn/ACw4Rl1MScBg2epo1wHnavWiSXqBhiyEhEREXUAQRC0WrKWUaMa7Vd8Pkglx9UQ9mghvEcDI2CPHoX36FH4y8vDnleRJHgPH4b38OGw+8WEhEDw2jiENWRlQTRyxGJPkmhKxBl9J+KMvhNDttd6HNh0dC+2HN2Dn8r2o7C2ANW+o/DpTkAQQifdgiDDgQJ8V1mA7777EA9uEZCo64/RaeNwwZDpmJ4zEXHGuC68KiIiIqiTXvWfri7n/V2dNCvvM2DfSqBwkzppFgC4q4Bdb6uLqAf6TlVHuA6dDaQMiOol0MmNISsRERFRFxD0ehizs2DMzgIwqdF+2elUg9ejRWFDWMXlCnte2W6H+6ef4P7ppzBPKkCfkdE4hA1MyqXvlcZSBD1EnMmGcweehnMHhs72bHe78O3hfdhatAd7yg7iqOMwqv1HAGNxfSNBQbWcj7Wl+Vhb+i6gCEgzDsT4jAmYM+h0TOxzGmwGWxdfERERndQEAeg1RF2m3Qo4K4D9q9TQ9cBXgCdQPkf2AYfWqsvnfwLShqplBYaeD2RPAERddK+DTioMWbshSZJQXV0Nq9UKq9Ua7e4QERFRFxCtVpiHDIF5yJBG+xRFgb+ior4MQYMQViouBmS58UkVBb6SEvhKSoCtWxvtFkwmtRRBTjaMWYHwNVCGQMjI6IzLpC6WYLZg7rAxmDtsjLbNLyvYePgIPtzzLb4r+Q5l/p8gmkrqDxIUlEkHsPLoAaw8+iagiMg0D8KUrImY2X8qTss4DVYDf0clIqIuZE0BRl+hLj4vcGSDWlZg32dAVUF9u7J96rL+KcCaqpYVGDJbnXTLxNI41LkYsnYTfr8fK1euxNtvv41PPvkElZWVuP/++/HXv/412l0jIiKiKBMEAfrUVOhTU2EZM6bRfkWSIJWUBELYQPhaVwv26FH4KyvDnlfxeODNz4c3Px+OMPsHWq0oXLoM5v79YOjbF8a+fWHs1w/Gvv2gi+PIxlilEwWcPqAvTh/QF8DVcHp9+CrvED7Ztw47yraiBvugMx+vP0CQUeLJwwf5efgg/w0IEJFtHYLpOVNwZs5kjEkfw9CViIi6jt4IDJihLrMfBk7sDdRxXQkUbgGgqO2c5cCON9VFNAD9TgeGzlHLCiTlRvECqKdiyNpNFBYW4rnnnsPll1+OX/3qVzj99NOj3SUiIiKKEYLBAGNODow5OQgXffprHZCKjoaGsIEyBNLRo1A8nrDn1Tmd8OzcCc/OnY33paWpoWvw0q8vjLm5EPlOnJhiNepx4cjBuHDkYADX4rjdjZV7DuDzgxuwu2I7JGMedKZSrb0CGYXOvVi2by+W7XsFAnToHz8MZ+ZOxuQ+EzE2fSwsekv0LoiIiE4eggCkD1eX6XcAjjJg/xdq6Hrwa8Bbq7aTJSB/tbp89gcg/RQ1bB1yPpB1GsDySdQBGLJ2E/369cPy5csBAD/++GOUe0NEREQ9iS7OBt3QoTAPHdpon6Io8J040agWrOfIEdTs3w+D3R72nP6yMrjKyuDatq3RPn16en3o2rdv/SjY3FyIZnOHXx91rIwEMxZNGolFk0ZCURTsLanBF3sP4MtDG3GwdgdgPtggdPUjv2Y38nfvxiu7l0CEHoOThuOMnCmY2HsCRvcazdCViIi6hi0NGLNQXXwe4PC6+lGu1YX17Up3q8u3jwO2XsDg89TQdcBZgImTP1LbMGQlIiIiOokJggBDejoM6enAuLHadkmSsGLFCsyeMQNKSQm8hwvgLSiAt+Bw4GMB/CfKwp7TV1oKX2kpnN9912ifvnfvxqNf+/aFIScHotHYaddJbSMIAob3TsDw3uNw61nj4Jb82FZQiS/27sfawk045tkNnTUfOtMJ7RgZPuyr2oV9Vbvw4q7/QCfoMTxlJKZlTcKETDV0NesZthMRUSfTm9RarIPOAeb8Ezi+W504a99KoGgbtLICjhPAD2+oi84E9J+uTpw1ZDaQmB3VS6DY0mND1tLSUmzYsAHr16/HDz/8AEmSkJWVhaVLl0Z8jl27duHNN9/Enj174PV6kZubi4svvhizZ89u8pjKykr4/f4Wz20wGJCYmBhxX4iIiIiiQbRaYWhiFKy/1gHpSIEWutYHsQXwV1SEPZ+vuBi+4mI4N21q8EQiDHUBbMMRsNnZEAyGzrg8aiWzQYdpg9IwbVAagCmocHix/kAZVu3Lw8ai72AX9kJvzYdoqg/g/YoPP5b/gB/Lf8ALO1+ATjDg1LRRmNxHDV1P7XUqTDpT9C6KiIh6PkEAMkeqyxl/AGpLgbzP1VGu+asByam283uAA1+qy/I7gcxRakmBobOB3mNZVoCa1SND1lNOOQU//fRTo+0DBw6M+Bx/+tOf8Oijj0JuMFPvv//9b5x33nl4++23kZCQ0Oi4sWPHoqCgoNH2hqZNm4Z169ZF3B8iIiKi7kYXZ4NuxAiYR4xotM9vt8NbcKTR6FfpcAH81dWNTybLkIqKIBUVwbFhQ4Mn0sGQlRV+BGyfPhD0PfJX2piQYjPiwtF9cOHoPlCUM5Ff5sC6/WX4an8eth3fBp/xAPS2gxCN5doxfkXC9hPfY/uJ7/H8judhEI0Y3Ws0JmZOwPjM8RjdazSMOo5qJiKiThSXDoz7ubpIbuDQ2vpRrjXH6tuV7FKXtY8CcRnAkPPU0HXADMDIGvQUqkf+Rnrw4EGkp6djypQpmDZtGlavXo3PPvss4uP/8Y9/4OGHHwYAzJ49G9deey2sViu+/PJLPPvss/j8889x+eWXY+XKlY2OTUlJQW1tbYvPkZSUFHF/iIiIiGKNLiEBllEjYRk1stE+f1VV2NGv3oICyDU1jU/m90M6cgTSkSNwfPtt6D6DAca6ALZf0OjXvv1g6J0JQafrpCukhgRBwMBecRjYKw6LpvaD5D8XPxRW4dv9ZVh9IA/7qnZAsB6A3nooJHSVZC+2Hv8OW49/B+wAjKIJY9JHY0LmBEzInIBRaaMYuhIRUecxmIEhs9Rl7hNAyU41bM37DDi2vb5d7XHg+/+qi94M9D+zvqxAQu/o9Z+6jR4Zsv70008YMGCA9vjgwYMRH3v06FE8+OCDAIBrrrkGr732mrbvggsuwGmnnYZrrrkGn3/+Od59911ceumlIcd///337ew9ERERUc+mS0qCJSkJltGjQ7YrigJ/ZWXY+q/S4QLITmfjk0kSvIcPw3v4MLAmdJdgNMKQmwNj336NRsHq09Mh8C1/ncqgEzGhXwom9EvBHTOHwO4+DxsPluPb/Sew5uB+FHt2Q2fLV8sLGOvLS3hlD7aUbMGWki0AAJPOrIauGfWhq0HH8hFERNQJBAHoPVpdZtwN2IuB/XVlBb4BfG61nc+tbt//ufq495j6wLX3aPU8dNLpkSFrcMDaWq+++ircbjdMJhMee+yxRvt//vOf49lnn8WWLVvw/PPPNwpZiYiIiKhtBEGAPiUF+pQUWIMm4QICAWxZWZMjYBW3u9H5FK8X3gMH4T3Q+B/ugtkMY25ufemBfv1hnTAehpwcCPzDqFMkmA0475RMnHdKJoBRKKyYjXUHyrBufxm+PZQHpy4Pems+dNZ8iMZK7TiP343NxZuxuXgzADV0HZs+BhMzJ2JC5gScknoKQ1ciIuocCb2B036hLl4ncGiNGrjmfQ7UltS3K/5BXb75BxDfR63hOuEGIKNxSSXquXpkyNoey5cvBwDMmDEDvXr1Ctvm8ssvx5YtW7BmzRrU1NQgPj6+K7tIREREdNIRBAH6Xr2g79UL1vHjQ/YpigJfaWkgeA0a/VpQAG/BESheb6PzKW43PHl58OTlhWw3ZGXBOmUybFOmwDZ5MvSpqZ16XSeznBQrfjYxFz+bmAu/PBY/FlVj3YEyfLv/BL7PPwjZfFANXW35EA1V2nEevxubijdhU7E6eZpZb8a49HGYkDkB4zPG45S0U2AQGboSEVEHM1rV0apDzwdkWQ1V81YC+1aodVvr1BwDtr6sLkPnAmfcCWSdFrVuU9dhyBpEURTs2qXeGBMmTGiy3aRJkwAAfr8fP/30k/a4vSoqKiDLMqqqqgAATqcTZWXqzKxJSUnQNzOpg8fjgcfj0R7b7XYAgCRJkCSpQ/rXndRdU0+8NqKeivctUWyJuXs2JQXGlBQYG46AlWX4jh+HVFCg1nUtOALvkQJIBUcgFRYCPl9Ie6moCNXvvofqd98DABiHDIF18mRYJk2CZfxpEK2c5KKzjMi0YUSmDb86vS8cnjH4rqAS6w+UY93BMhysPAqdNTh0rZ88ze1zY8OxDdhwTJ0wzaK3YEyvMZiQMQGnpZ+G4SnDoRd7/p89MXfPEhHv21iXPkpdTv8DYC+CuP9zCPu/gHD4Wwj+QD6zbzmwbznk/jMgT7sdSu5UlhKIMa25PwVFUZRO7Eu3cOONN+KFF17AwIEDceDAgSbblZaWIiMjAwDw4osv4vrrrw/brrCwELm5uQCAZcuW4Wc/+1mH9POUU07B8ePHw+5bvnx5s2HuX//6VzzwwAONti9btgxW/jFARERE1JgsQ19VBWNZGUxFRbAeOAjL4cMQGwSvdRRRhCs3F85Bg+AcPAjunByAE2t1iSoPkFctYG+1gLxqoBaVWuCqsx6EaLA3eaxVsGKscSzGG8ejly78O9WIiIg6is7vRt/ybzCo9DNYpMqQfeW2wcjLuAilCacybI0RTqcTCxcuRHV1NRISEppt2/P/pdsKNUGz2Tb3iQsuD1ATbgbcNtq9e3ebj/3Tn/6EO+64Q3tst9uRk5ODWbNmtfgiiEWSJGHVqlWYOXMmDAa+HYwoFvC+JYotJ+s9K7vdcG//Ac7Nm+HatAmen34CAmMSBFmG9fBhWA8fBr78EoLVCsv48bBOmgTL5EkwDh7Meq5dQFEU7Dtei/UHy7HuQDm+O1wBr3ACeptaz1UNXet/R3cqTqz3rMd6z3qMTx+PSwZdgrNzzoZRZ4ziVXS8k/WeJYplvG97sksAnwe+nW9Bt/FpCFUFAIBUx35MyX8cSuap8E+7HcrQuYDAiTi7s7p3ikeCIWuQ4CHAzb01P/ibX3cZ1m8ymWAymRptNxgMPfqbdU+/PqKeiPctUWw56e5ZgwGmM6Yj8YzpAAB/VRUcW7bAuWkTHBs2wnv4sNZUcTrhXLsWzrVrAQC6tDTYJk2Cbapaz9WQlRWNKzgpjMpJwaicFNw4YzDckh/bCirx7f4yrDtwAj8eqIZgLAuMdD0AfdweCKI6Onlr6VZsLd2KZFMyLh50MRYMXoB+if2iezEd7KS7Z4l6AN63PZTBAEy6Hhj/C+DH94BvHwfK9gEAhJKd0L93LZA2FJh+BzDyUkDHiK47as29ya9gEJvNpq27XK4m2wXvi4uL69Q+EREREVH06JKSkDBrFhJmzQIASMXFcGzcBMfGjXBs2gj/iTKtrb+sDPbly2EPTKRq6JsL2+QpsE2ZAuukidAnJ0flGno6s0GHaYPSMG1QGoBhKK/1qKNc95/AmrwTOF5SAUPi9zAkbYHOdAIAUOmpxKu7X8Wru1/FxMyJuGzIZTgn9xwYdAw5iIiog+n0wOgrgFGXAXs/Bb59DCjeoe4r2wd88Gtg9f8Bp98GjLkK0DceQEexgSFrkNTUVAiCAEVRmqyNCgAlJSUhxxARERHRycHQuzeSLpmPpEvmQ1EUeA8cUAPXjZvg3LIFssOhtZUKjqCq4Aiq/vc/QBBgHj4ctqlTYJ08BdbTxkG0WKJ4JT1XapwJF43ug4tG94Hkl/Hh9iI8u7oXCvJPh856CIakzdDH/whB9AMAtpRswZaSLUgxp+DigRfj0iGXIjchN8pXQUREPY4oAiMuAoZfCBz4Sg1bj2xU91UVAJ/eDqx5FJh6C3DaLwCjrdnTUffDkDWI1WpFbm4uCgoKsHfv3ibb7du3T1sfMWJEV3StzSRJ6jYlDToSZ2Ekij28b4liC+/ZyIj9+iG+Xz/E/+xnUCQJ7t274dq0Gc5Nm+DesQOom0RLUeD+6Se4f/oJ5S8tAQwGWMaOgWXSJFgnT4ZpxAgIzZSrorabNzoTF4xMx6e7SvDcNzYcOjYAgs4BfeI2GJO2QDSpo5Er3BV4ZfcreGX3K5iYMRGXDLoEZ2WfFTOjW3nPEsUe3rcnsX5nAv3OhHBkA8T1T0LMX61urykGPv8zlG8fhzzh15DH/xIwJ0a3rye51tyfgqIEKvn3YDfeeCNeeOEFDBw4EAcOHGi27VVXXYVly5Y127bufL1790ZRUVG3muBg8eLFWLx4Mfx+P/Ly8rBs2TJYrdZod4uIiIjopCN4vbAcOgTrgYOwHtgP87HiJtv6TSa4Bg6Ec/AgOAcOgje9F2cd7gSyAnxfJuCLIhHHXQIABTprPgxJm2FI2A0I/pD2NsGGccZxGG8cj1Qd38FGRESdI8mRjyHHP0Hv6m0h2yXRgkO9zsXBXufBa+h5k5rHAqfTiYULF6K6urrFieUZsjbw4YcfYv78+QCATz75BBdccEHI/tLSUgwaNAg1NTW49dZb8dRTT3VWt9vFbrcjMTERZWVlLb4IYhFnYSSKPbxviWIL79mO56+ogHPLd3Bt2gTn5s3wHT3aZFtdejqskybCMnkyrJMmQZ+R0YU97fn8soKVu49j8TcHsb9ULfEg6GqhT9yGuLSt8OlONDpmUuYkLBi0AGdmnwmD2P3uCd6zRLGH9y01UroHug1PQfjpAwiKrG1WDFbIY38OedJvgYTeUezgycdutyMtLS2ikJXvSWrg4osvxtixY7F9+3Zcf/31+PDDDzF58mQAwPHjx3HppZeipqYGVqsVd911V5R727KePkthT78+op6I9y1RbOE923EMGRkwX3gBcKH6T3xvYSEcGzfCuWkTHBs3wV9ZqbX1l5ai5pNPUfPJpwAA44ABsE2ZAtuUybBOnAhdD/wnelcyAJg3LgcXjcnGyt0lePqr/dhbAkgVZ6KyYjp01nyk9v4eHuMOyFBHt24u2YzNJZuRak7F/MHzsWDwAmTHZ0f3QsLgPUsUe3jfkibrVOCyl4Hye4D1TwE/vAnIEgTJCd2WF6Db9gowZiEw7TYgpX+0e3tSaM292SND1ocffhgrV67UHufl5QEAioqKMGPGDG17ZmYm3nrrrZBjBUHAW2+9hWnTpuH48eOYMmUKhg8fDpvNhl27dsHj8UAURbz66qvo06dPl1wPEREREfU8xpwcGHNykHz55VBkGZ68PDg2bFSD161bobhcWltvfj68+fmoXLoUEEWYR44MhK5TYBk7BqKJMxG3hSgKmDOqN2afkokvfjqOp7/aj5+K7fA7B6H04CAIuvPRJ/tH6JO2oMKrlnsod5fjpV0vYcmuJZjSZwouG3IZzszpnqNbiYgoRqUOBC56BjjzbmDDM8C21wCfC/B7gW2vAt+/Doy6FDj9DiB9WLR7SwE9MmTdu3cv1qxZ02i72+0O2d63b9+wxw8ZMgTbtm3DHXfcgY8//hh79uzR9k2cOBH//Oc/ccYZZ3R8x4mIiIjopCSIIszDhsE8bBhSr7sWitcL144dcGzcBMfGjXDt3An4A/VCZRnunTvh3rkT5S+8AMFkgvW002CdMhm2KVNhHj4Mgk4X3QuKMaIoYPbITJx3Sga+2lOKf321H7uKqqH441FUMAUomIS+WcfQJ2cH9to3wqf4oEDBhmMbsOHYBqRZ0jB/0HwsGLIAWXFZ0b4cIiLqKRKzgfMfAab/Htj0HLDlRcBbAyh+YOf/1GX4hcD0O4E+Y6Pd25Nej6zJunfvXpSUlLTYzmw2a6UAmmK325Gfnw+v14vc3FxkZmZ2VDc7VV1N1khqRsQiSZKwYsUKzJkzh2+rIIoRvG+JYgvv2e7FX1sL53ffqaNcN26CZ//+JtvqEhNhnTQJtqlTYJs8GYa+fbvVRK2xQFEUfLPvBJ76aj92FFaF7OufIWPsiDz8VLsKRbVFIfsECJiaNVUd3Zp9JvRi141p4T1LFHt431KruSrVoHXTc+p6sEHnqmFr36nR6VsP1Zp8rUeOZB02bBiGDeuY4dIJCQkYM2ZMh5wrGiRJgiRJ0e5Gh6u7pp54bUQ9Fe9botjCe7abMZlgPv10mE8/HakAfCdOwLV5C5ybN8O1aRN8QQMM/NXVqPniC9R88QUAQN+7d2ACrYmwTJoMfVpqlC4itpw+MBnTBkzAugPleGb1QWwvrAYAHDou4tDxYeiXOgZXjbfjmLwaa4vWwq/4oUDB+qL1WF+0HmmWNMwbMA/zBs1DH1vnlxnjPUsUe3jfUqvp44CptwPjb4D4/WsQNy2G4ChV9x34EjjwJeScyZCn3QFlwFkA/8nabq25P3vkSNaT2eLFi7F48WL4/X7k5eVh2bJlsFqt0e4WEREREXUWRYGhvBzW/QdgPbAf1oP50AXVc23Ik5mB2lNGonrCePiSk7uwo7FLUYC8agErj4rIrwn9gzXNpGB6dhWU+G3YJm1FlVwVsl+AgMH6wZhgmoAh+iHQCSzlQEREHUOUvcgt/xaDS5fD6i0L2Vdp7Y/9GReiOHEcIIhR6mHsczqdWLhwYUQjWRmy9lB1w5nLysp6bLmAVatWYebMmXxbBVGM4H1LFFt4z8Yuxe+HZ+9euDZugnPzZri3b4fi8TRuKAiwTp2ChEsuge2ssyDw69wiRVGw+VAlnv3mIDYfCn2bZnayBTdO74vMzCP4+NAH2ujWYOmWdFw88GLMHzgfmbaOLUPGe5Yo9vC+pQ7jlyDsfg+6DU9BKD8QskvpNQz+qbdCGTEf6MIyNj2F3W5HWloaQ9aTGWuyElF3w/uWKLbwnu05ZI8Hru3b4diwEY5Nm+D+8UdAlkPa6FJSkDhvHpIuvRSmAf2j1NPYsjm/HE9/vR/rD5SHbM9KsuDmswbizOFGLD/0Md7b/x6KHcUhbURBxPSs6bh0yKWYnjUdOrH9o1t5zxLFHt631OFkP7DnY+Dbx4GSXaH7kvsDp98GjP4ZoDdFpXux6KSvyUpERERERCrRZIJt8mTYAhO+SsePo/qDD1D17nuQjh4FAPgrKlDx8suoePllWMafhuTLLkP8eedBNJuj2fVubdKAVCwdkIqthyvwr6/249v96ts0i6pcuOeDH9HnazNumnEePrjwWmw7sQnv5r2LNUfXQFZkyIqMNUfXYM3RNciwZmDB4AWYP7jjR7cSEdFJRtQBp8wHRswD9q8Cvn0MKNys7qs8BHxyK/DNI8C03wHjFgFGlpfsSCzKQERERER0EjFkZCDtxhsx8IvPkfvyEsSfPxsIGkHl2roNx+7+I/ZPPwMlD/4N7r17o9jb7m98vxS8/stJeP/mqZgxtJe2/Vi1G/d9tBvnPP4t8gty8Oj0J/HFgi9w85ibQ8LU487jeG7HczjvvfNwy1e3YO3RtfDL/nBPRUREFBlBAIbMAq77HFj0KTBgRv2+mmPAyj8CT41SR7y67VHrZk/DkJWIiIiI6CQkiCJsU6ci+8knMXjtGqTffTeMAwZo++WaGlQuW4ZD8+bj0GWXo/J/b8Nf64hij7u3cbnJePXaifjoN9NwzrB0bXuJ3Y2/fvITznh0NT7d7sQvhv8KKy9ZicXnLMaM7BkQA5ORyIqMb45+g9989RvMfn82nt/xPI47jkfrcoiIqCcQBKD/dOCaj4DrvwKGzqnf5ywDvnoQeHIk8PVDgKO86fNQRBiyEhERERGd5PTJyUi99hcYsPxT9F22FInz5kEIKhXg3rULJfffj/1nnIFj99wD1w8/gFM7hDc6JwlLfjEBn95yOmaNyNC2l9Z48LdPf8L0R1fj5XUFGJ8+Fc+c8ww+X/A5bh59MzKs9W1LHCV47gd1dOvvvv4dvj36LUe3EhFR+2SPB372JnDjemDkAiDwTz54qoG1/1RHtn5+D2Avbv481CROfNVD1RXmLSsr67ETX3EWRqLYwvuWKLbwniV/TQ1qV6yA/b334NnTuGSAcdAgJCy4BPEXXghdYmIUehgbfiq247lv8vH5T6Uh21NsBvxyWj9cNTEHNpMePtmH9cfW470D72FD8QbISujkZL1tvTF/4HxcPOBi9LL2QkO8Z4liD+9biqqKg9BteBrCrv9BkH3aZkVnhDx6IeQpvwOScqPYwe7BbrcjLS0toomvGLL2MIsXL8bixYvh9/uRl5eHZcuWwWplIWMiIiIiajtTURESt2xB/PYfoPN4QvbJej1qR56C6okT4RowQH1rIjVyzAF8USTih3IBCuo/Rza9grP6yJieocAcmJa4Sq7CNs82bPVuRY1SE3IeESKGGoZignECBukHaeUGiIiI2sLiLcOg4yvQt3wNdIqkbZch4mjKFOzPuBC15j5R7GF0OZ1OLFy4kCHryYwjWYmou+F9SxRbeM9SOLLTidovVsH+/vtwb9/eaL8hNxcJ8+cjft7F0KelRaGH3d/+47V4bk0+lv9YguC/xBItevxiSl8smpKLeLN6z/lkH9YdW4f39qujWxWE/unWx9YH8wepo1sT9Ym8Z4liDH/WUrdSWwpxy/MQt70MwVtfg12BAGXYhfBPuw3IPDV6/YsSjmQlLWSN5EUQiyRJwooVKzBnzhz+MCKKEbxviWIL71lqiefAAVS98y6qP/oI/qqq0J06HeLOmoHkyy6D7fTTIeh00ehit3agtBaLVx/ARz8UQQ76iyzerMd10/rjumn9kWitv/eO1R7De/vfwwf7P8AJ14mQc+kFPc7IPgM5FTn43UW/g9Fo7KrLIKJ24M9a6pacFcCW/wCbngfcVaH7Bs8Cpv8eyJ0Ula5FQ2vyNYasPRRDViLqbnjfEsUW3rMUKdnrRe2XX6Lq3Xfh2LCx0X59ZiaSLrkESQsugSErKwo97N4OlTmwePUBfLC9CP6gtDXepMcvpvXDddP6I9lWH5pKsoS1hWvxzv53sKGo8ejWyZmT8dDpDyHDlgEi6t74s5a6NU8NsPVlYMOzgCO0rjj6TQem3wkMmNHjywQxZCWGrETU7fC+JYotvGepLbyFhah69z1Uv/8+fCdCR1tCEGA7/XQkXXop4s+aAYGjLUMUlDvw3OqDeO/7o/AFha02ow6LpvbD9dMHIMUW+jk7WnMU7+9/Hx8c+ABlrjJte4IxAfdNvg+z+8/usv4TUevxZy3FBMkFbH8DWP8voLowdF/WaerI1iGzAbFn1ghnyEoMWYmo2+F9SxRbeM9Seyg+H2rXrkXV2++gdu1aQJZD9utSU5E472IkXXopTP37R6mX3VNhhRPPfXMQ724rhOSv/1PNatTh51P64obpA5AWZwo5RpIlfJH/Bf6+4e8hE2XN6T8Hf570ZySaErus/0QUOf6spZji8wK73ga+fQKoOBi6L/0UYN5ioM/Y6PStE7UmX+uZMTMREREREUWNoNcj/uyzkfPv5zFo9dfodevvQkoF+MvLUbHkZeSfPwcFP78G1R9/DNntjmKPu4+cFCv+cckorP79DFw9ORdGnfonm9Prxwtr8jH9kdX4+/KfUFpT//kyiAbM6jsLt8Tfgpm5M7XtKw6twCUfX4KNxxqXcSAiImoVvREYezXw2++AS18GMkbW7yvLA2zp0etbN8GQlYiIiIiIOo0hIwNpN92Egau+QM6SlxA/ezYQNGLL+d13OHbX3dh/xpko+dtDcO/bF8Xedh/ZyVY8NG8U1tw1A4um9IVRr/7p5pL8ePHbQ5j+yGo88MluHLfXh61W0YqHpz2Mf0z/B+IN8QCAUmcpfrXqV3h4y8Nw+xhkExFRO4k6YOQC4MZ1wM/eArLGA2MWAomsu66Pdgeoc0mSBEmSot2NDld3TT3x2oh6Kt63RLGF9yx1BtPEiciYOBFpFRWwf/IJ7O+9D+nQIQCAbLejculSVC5dCtOokUi45BLEn38+RJstyr2OrjSrHvfOGYobTu+LF9cdxlvfHYXHJ8Pjk/HK+sNYuvkIrjgtC9dOyQYA+Hw+nJdzHkanjMZfN/0VW45vAQAs3bMU64vW46GpD2FEyohoXhIRBfBnLcW8AecC/c8B/B6gh76OW3N/siZrD7N48WIsXrwYfr8feXl5WLZsGaxWa7S7RURERETUmKLAfLgAiVu2IH7XLogN/pCRjUbUjD4V1RMnwp2T0+NnMI6E3Qt8dUzE+uMCJLn+86ETFExOV3BOHxmpZnWbrMjY5N2EL1xfwAcfAECEiLPMZ+EM0xnQCbpoXAIREVHMcDqdWLhwISe+OpnVFeYtKyvrsRNfrVq1CjNnzmSBcKIYwfuWKLbwnqWu5rfbUbtiBarfex/evXsb7TcOHoyEBZcg/oILoEvkRE7ltR68tL4ASzcfgUuqn1hMJwi48NRM/Gp6fwzOiAMA5Ffn494N92JvZf3ndWTqSDw05SHkJuR2ed+JSMWftUTdn91uR1paGkPWk1lrZj+LRZyFkSj28L4lii28ZylaFEWBe/dPqHrnHdg//RSywxGyXzAaEX/eeUi69FJYJ06AcJKPbi2v9WDJukN4bcNhOLz+kH0zR2Tg5hkDMTY3GZJfwr93/hsv7XoJsqKGsha9BXeedicuH3r5Sf95JIoG/qwl6v5ak69x4isiIiIiIuo2BEGAZeQp6P3AXzH427Xo/fe/wzJmjLZf8Xph/+QTHFm0CAdnz0bZiy/CV1YWvQ5HWWqcCXfNHobVd07H7Gw/kiz1Qc2qn45j/nMb8LP/bMKm/Cr8dsxv8drs15Abr45edflceGjzQ7j5q5txwnkiWpdARETUIzBkJSIiIiKibkm0WpG04BL0e+tNDPjkY6QsuiakVIBUcAQnHn8C+2echaO33ILatWuh+P3NnLHnSrYacX6Ogm/unI575w5HZoJZ27cxvxw/X7IFFz27HseOZ+B/c9/G5UMu1/avK1qH+R/PxxeHv4hG14mIiHoEhqxERERERNTtmQYPRsaf/oRBa9egz+OPwTp5cv1Onw81q75E4a9+jQPnzsSJZ56FdOxY9DobRTaTHtdPH4A1d83AIwtGoX+aTdu3q6gaNy/9Hhc9+x2G6n+Bf814FmmWNABAtacad665E3/69k+we+3R6j4REVHMYshKREREREQxQzSZkDh3Lvq++goGfvE5Un/1K+h6pWn7fcXFKFu8GAfOORdHbvgVar5ejZNxGgqTXocrJuTiyzvOxOKF43BKn/o6cvknHLjrvZ24Z5kPCzKewlk552j7Ps3/FAs+XoDNxZuj0W0iIqKYxZCViIiIiIhikjE3F+l33I7BX3+N7MXPIu7MMwEx8CeOosDx7bc4evPNOHLddfDk50e3s1GiEwXMPbU3Pr3ldLx23URM6p+i7SuuduOxz45i7brzcWby72DTq6NeSxwluP6L6/Hod4/C4/dEq+tEREQxhSErERERERHFNMFgQPw55yDnhX9j0NdfIe13t8DQp4+237lxE/IvnofSxx+H7HBEsafRIwgCzhzSC//79RS8d9NUnDs8XdtX5fTh0w19UHPwVqQbTtG2v/7T67jikyuwp3xPNLpMREQUUxiyEhERERFRj2HIzESvm2/GwC9XIeuZp2HIylJ3SBLKX3wJB+deAPvKz0/KEgJ1TuubjJcWTcDnt52B+WOzoBMFAIDDmYCDO6+Cr/QCiDAAAA5WH8TC5Qvx4s4X4ZN90ew2ERFRt6aPdgeoc0mSBEmSot2NDld3TT3x2oh6Kt63RLGF9yz1BJYZM5AzeTIqlyxB1cuvQPF64SspQdFtt8EyZQp6/emPMPbvH+1udoi23LMDUs149JJTcMtZ/bFkXQHe+b4IXh/gKj8dnprBMGe9BZ25GD7Fh6e3P41vCr/B36b8DTnxOZ10FUQnF/6sJer+WnN/CsrJ/C/cHmjx4sVYvHgx/H4/8vLysGzZMlit1mh3i4iIiIgoqgxlZUj/+BPY9u3Ttik6HSrOmI6Ks8+GYjRGsXfdg90LrCkWse64ALdfAOCDsddXMKZ+A0FQ/2w0wojzLedjvHE8BEGIan+JiIg6m9PpxMKFC1FdXY2EhIRm2zJk7aHsdjsSExNRVlbW4osgFkmShFWrVmHmzJkwGAzR7g4RRYD3LVFs4T1LPZGiKHCs/gZljzwC37Fj2nZ9ZibS7r4LtnPOidngsCPv2Rq3hKWbC/HqxiMod3ghWgpg6fM/iMYKrc3pfU7HXyb9BWmWtPZ2neikxZ+1RN2f3W5HWlpaRCErywX0cAaDoUd/s+7p10fUE/G+JYotvGeppzGeNwuJZ0xH2QsvoGLJy1AkCb6SEpTcfgdsp5+OzHvvgbFfv2h3s8064p5NMRhwy7lDccOZg/D21kK8sMaCovxbYcpYDmPyFgDAumPrMO/jS/HgtPtxXv9ZHdF1opMWf9YSdV+tuTc58RUREREREZ1URIsF6bfdhv4ffwTbtGnadse6dci/8CKU/utfkF2uKPawezAbdLhmSj9884cZeOKyiciVr4GzcBFkXxwAwOm34/dr78TPPrgNZY6q6HaWiIgoyhiyEhERERHRScnUvz9yXnoRWU//C/revQEAiiSh/Pl/I3/uBaj56iuwuhpg0Im4ZFw2Pr/tDDw//2oMcN8PyX6Ktv9H+1c4662LcN/nH6HGzQl8iIjo5MSQlYiIiIiITlqCICBh1iwMXP4pUn/1KyDwtkDp2DEc/c1vUXjjjfAeORLlXnYPoihg1imZ+Pjm87Dk/GeQ678Wit+k7tRX4oPi+zD1P7fjkZW7UF7riW5niYiIuhhDViIiIiIiOumJVivS77gdAz76CLapU7TtjjVrkX/BhTjx9DOQ3e4o9rD7EAQB0wb1wvLr7sDT099AAoYGtitA4hq8VnA7pj35Bv768W4crXRGubdERERdgyErERERERFRgGlAf+QsWYKsp56EPiMDAKB4vSh77jnkX3Ahar5eHeUedi9nDx6Gb695G78YdguEwLzKOvNx6HOewbJ9r2LGP7/GHW//gP3Ha6LcUyIios7FkJWIiIiIiCiIIAhImD0bA1csR+r1vwT0angoHT2KozffjMIbb4K3sDDKvew+REHEnZN+hXcv+h8GJAwGAAiCH6b0lTDkvIAPdu3EzCfX4lf/3YofCqui21kiIqJOwpCViIiIiIgoDNFmQ/rvf48BH30I6+TJ2vbab75RSwgsXgzZw9qjdYYkD8E7F72F60ZeBwECAEBvPQxb/3/BkPgdvvipBPMWr8fCFzdh3f4yTipGREQ9CkNWIiIiIiKiZpgGDkTuKy8j64nHoU9PBwAoHg/KnnkW+RdciNo1a6Lcw+7DqDPi9tNux6uzX0VWXBYAQNB5Ye7zHizZ/4Wgq8GGg+W4eslmXLx4PVb+WAxZZthKRESxjyErERERERFRCwRBQMKcORiwYgVSrruuvoRAYSEKf30jCn/zW3iPFkW5l93HuIxxeO+i93DJ4Eu0bfr4PYgf9C/o43YDAHYercaNb3yPmU+uwTtbC+H1ydHqLhERUbvpo90B6lySJEGSpGh3o8PVXVNPvDainor3LVFs4T1L1ASTESm33wbbhRfgxN//D+6tWwEAtV99Bce6dUi+4QYk/WIRRJOpS7vVHe9ZI4y4d8K9mN57Oh7c/CAqPZVQxFpYcl6H1TMFxw+fB8hmHDzhwB/e3YknVuXhuml9cflpWbAa+acq9Xzd8b4lolCtuT8FhYVwepTFixdj8eLF8Pv9yMvLw7Jly2C1WqPdLSIiIiKinkdREP/DDvRavhz6mhptszc1FaUXXwTn0KFR7Fz3UivX4iPnR9jj26NtsynJMJy4DIXlA0La2vQKzuwtY3qmAiuzViIiiiKn04mFCxeiuroaCQkJzbZlyNpD2e12JCYmoqysrMUXQSySJAmrVq3CzJkzYTAYot0dIooA71ui2MJ7lihycm0typ97HtXLlgF+v7bdds45SLvrDzD06dPpfYiFe1ZRFHyc/zH+ue2fcPqcAAABAmZlXY4ThTOwZl91SHubUYcrJ2Tjumn9kB7ftSODibpCLNy3RCc7u92OtLS0iEJW/l+whzMYDD36m3VPvz6inoj3LVFs4T1LFIHkZPS5589IufRSlPztQbi2bgMAOL76Cs7165F2441Iue5aiEZjp3elu9+zlw67FJOzJuOedffg+9LvoUDB50X/w5DU7fj3dffgs+8FfLLjGGQFcHj9WLK+AK9vKsSC07Jx45kD0DfVFu1LIOpw3f2+JTqZtebe5MRXREREREREHcA8dAj6vv46+jz6CHRpaQAAxe3GiaeewqGLLkbtuvVR7mH3kB2fjZfPexm3n3Y79KI67ievMg9/3nw9xoz8AV/deQaumpQLo179c9Xrl/HmliM467FvcMub2/HTMXs0u09ERBQWQ1YiIiIiIqIOIggCEi+6CANXLEfyz38OiIGg8PBhFF5/PY7eehuk4uIo9zL6dKIO1428Dm/NfQuDkwcDACRZwhPbnsBfv/stbp6ZgnV3nYVfnzkAcSY1iJUV4JMdxzDn6W9x7Stb8GNRdXNPQURE1KUYshIREREREXUwXUICMu/5M/q//x4sY8dq22s+/xwH58xF2YsvQvF6o9jD7mFoylC8NfctXHvKtRAgAAC+L/0eCz5egA2lK/HH2cOw/o9n4/ezhiDFVl9uYfW+E5j/3Hq8sakAnGaEiIi6A4asREREREREncQ8bBj6Ln0Dvf/xD+hSUgAAisuFE48/gfyL58GxcWOUexh9Rp0Rd4y/Ay+f9zL62NRJwhySA/etvw+3rb4NfqEGvz17MNbffTb+euEIZCVZAACSX8G9H/6Iu97dCbfkb+4piIiIOh1DViIiIiIiok4kiCKS5s/DwJWfIfmqq+pLCBw6hCPXXoejt98O6fjxKPcy+sZnjsd7F72HeYPmadu+Lvwa8z+aj28Kv4HFqMMvpvXH6t/PwC9P76+1eWfbUVz2740oqnJ1faeJiIgCGLISERERERF1AV1CAjLvuxf9330HltGjte01n63EwfPnoHzJkpO+hECcMQ5/m/Y3PHXWU0g2JQMAKtwVuOXrW/DXDX+FQ3LAqBdx3wUj8K8rx8BsUP+k3VVUjQufWYf1B8qi2X0iIjqJMWQlIiIiIiLqQuYRI9D3zWXo/feHoEtWg0TF6UTpPx9D/vxL4Ni0Oco9jL5zcs/B+xe/jxnZM7Rt7+1/Dws+XoDtpdsBABePycIHN09DbooVAFDh8OLnSzbjhTUHWaeViIi6HENWIiIiIiKiLiaIIpIWLMDAz1Yg6WdXAoI66ZP34EEc+cUvUHTn7yEdL41yL6MrzZKGp89+Gn+d8ldY9God1qLaIvxi5S/w1LanIPklDO+dgE9+ezrOGtoLACArwD8+24vfLtuOWo8vmt0nIqKTDENWIiIiIiKiKNElJaH3/fej39tvw3zqqdp2+/LlyD//fJS/8ioUSYpiD6NLEAQsGLIA7134HsamjwUAyIqMJT8uwdWfXY0SRwkSrQYsWTQBt54zWDtu+a5izF+8HvknaqPVdSL6f/buPT7n+v/j+ONzXbt2PjjMYc4hh5xJEpXUpHQ+N4dCqSidHJKEhChKmYoKYSJRqZQlFRUlEcKcj2O22a7Z8dp1Xb8/VtevvoWNbZ9d1573263b7Xp/Pu/Ptednt72u2avP5/0RKWfUZBURERERETFZUIvm1PtgIdXHvYC1QgUAXFlZJE2axL7bbiPz55/NDWiy2uG1mX3tbB5v+zh+Fj8A/kj5g7s/u5uNxzdisRg8Gd2Id/pcTFhAwf5dSae4efoPxP+hh4qJiEjJU5NVRERERESkDDAsFireeSf1V3xBhbvu8iwhkLtrNwf73MeRocNwJJXfJQSsFisPtHiAuOvjqBVaCyh4KFb/lf1ZvHMxANdcVI1PH+tMo2qhAGTk5vPg+xuYunInTpfWaRURkZKjJquIiIiIiEgZ4lexIlEvjKXeog8IbN7cs92+fDl7r+9B6vvv484vv+uNNq3clA9u+IBLoy4FIN+Vz7h14xj30zgcTgcXRIawbGAnerSM8hzz+je76T/3F9Kzyu/SCyIiUrLUZBURERERESmDglq2pN6iD6g+ZgyWiAgAXKdOcXzCRPbddjtZGzaYnNA8EQERvHnNm/S+qLdn2+KExTyw8gGSs5MJCfBj+r1tePb6JlgKLgjm250nuHH6WrYn2k1KLSIivszP7ABSshwOBw4fXCj/r3PyxXMT8VWqWxHvopoVKTtCb7+NoK5XkTJtGvaPlgKQm5DAgV69CbvpRio/+RTuiHCg/NXsk62f5MLwC3nx5xfJc+WxMWkj93x2D1Mun8JFlS+ib8c6NKkWwuOLfudkloODqVncOuMHxt/cjJtaRZ39C4iUIP2uFSn7ilKfhtvt1sI0PiQ2NpbY2FicTicJCQnExcURHBxsdiwRERERESkGgQcOUvWTTwg8csSzzRkQQMq13Ui79FKwWk1MZ57D+YeJy4zD7i64StUPP24JvoXW/q0BSM2F93ZaOZRpeI65MsrFzXVcWHV/p4iInEZWVhYxMTGkp6cTHh5+xrlqsvoou91OREQEycnJZ/0h8EYOh4P4+Hiio6Ox2WxmxxGRQlDdingX1axI2eV2OrF/+CEpr7+BKyPDsz0nKooLXp9GSJMmJqYzT3J2MkPXDGVz8mbPtt5NezO41WCsFiu5DiejP9vORxuPevZfUq8i0+5uSWRogBmRpZzT71qRss9utxMZGVmoJquWC/BxNpvNpz+sff38RHyR6lbEu6hmRcogm43I3r2pcP31JE2ZSvrSgiUEAhMTOf7Ag9R5712CmjUzOWTpi7JF8V7395iwfgIf7foIgHnb57EnfQ+Tr5hMRHAEr9zZmrZ1KzHm0204nG5+3n+SW99cz5u92tKmTkWTz0DKK/2uFSm7ilKbujFCRERERETEC/lVrkyNCeOpGxeHf8OGALjS0zl4f1+yN28+y9G+yd/qz+iOoxnZYSR+RsE1RT8e/ZF7P7+X3Sd3YxgGPTvUZdFDHakWXnD16jF7Dne/vY649QfNjC4iIl5OTVYREREREREvFty2DbXmvU9WvXoAuDIyONi3H1kbNpgbzCSGYXBPk3uY1W0WlQIrAXAo4xA9v+jJqoOrAGhbpyKfPXY5l1xQsD/P6eLZZVt45qPfyXE4TcsuIiLeS01WERERERERL2cJDeVI/34EdbgEAFdWFgcfHEDmunUmJzPPxdUv5oMeH9C0UlMAsvKzeGL1E7y56U1cbhdVwgJY8EAH+nW6wHPMB78c4u63f+JoWrZZsUVExEupySoiIiIiIuID3P7+RE2fTsjllxeMs7M59NDDnFqzxuRk5okKjWLudXO5rt51nm0zNs/gydVPkunIxGa18PyNF/Ha3a0JtBX8ebz5cDo3vLGWH/ckmxVbRES8kJqsIiIiIiIiPsISGEit2OmEXnUVAO7cXA4PHETGN9+YnMw8QX5BTLpiEk+2exIDA4BvDn1Dry96cch+CIBb2tRk6SOdqF0pCIDUzDx6vbOeWd/vxe12m5ZdRES8h5qsIiIiIiIiPsTi70+taa8Rdu21ALgdDg4Pfhz7l1+ZnMw8hmHQr3k/Yq+OJcwWBsDutN3c8/k9/Hj0RwAuqhHO8kc7c2WjKgC43DD+i+08uvA3MnPzTcsuIiLeQU1WERERERERH2P4+1NzyiuE33BDwYb8fI489RTpy5ebG8xkl9e6nLgecdSPqA+APc/OI18/wtxtc3G73VQI9ue9+9vzWNeGnmM+/z2R22b8yL7kTLNii4iIF1CTVURERERExAcZfn7UmPQSEbfdVrDB5eLosOGkffSRucFMVi+iHguuX0CXWl0AcLldvLLhFZ5d+yw5+TlYLQZPd2vMzN7tCA3wA2Dn8Qxumr6WVduPm5hcRETKMjVZRUREREREfJRhtRL14jgq3HN3wQa3m8SRz3Hygw/MDWayUP9QpnWdxkMtH/Js+2zvZ9z35X0cyzwGQLdm1fnk0U40rBoKQEZOPv3nbuDV+ARcLq3TKiIi/6Qmq4iIiIiIiA8zLBaqjx5NxT69PduOjRlL6ty5JqYyn8Ww8GibR5naZSpBfgUPvPoj5Q/u/uxuNh7fCECDKqF8PKgT1zWv7jlu2qpdPPD+BtKzHabkFhGRsklNVhERERERER9nGAbVRoyg8oMPeLYdn/gSybNmmZiqbIiuG8386+dTM7QmAKk5qfRf2Z8PEz4EIDTAjxk92/LMdU2wGAXHfLMjiZumr2XHMbtZsUVEpIxRk1VERERERKQcMAyDKk89ReSgQZ5tJ6ZM5cT0WNzu8n37e6OKjfigxwd0qN4BgHxXPi/89ALjfhqHw+nAMAwevrIB7/frQMVgGwAHUrK4NfZHPt181MzoIiJSRqjJKiIiIiIiUk4YhkGVxx6lypNPerYlT5/OiVdfK/eN1gqBFXgr+i16Ne3l2bY4YTEPrHyAlOwUADpfGMnyxzrTvGY4ANkOJ4MX/sb4z/8g3+kyJbeIiJQNarKKiIiIiIiUM5EPDaDqM8M945SZM0l6aVK5b7T6WfwYfslwXuz0Iv4WfwA2Jm3kns/v4Y+UPwCoVTGYJQ9fxh3tanmOm7VmH73eXU/yqVxTcouIiPnUZBURERERESmHKt9/P9WeH+UZp86dy7EXXsDt0hWZNze8mTnd51A1qCoAxzKP0WdFHz7f+zkAgTYrL9/RknG3NMdmLViodd3eVG58Yy2bDqWZFVtEREykJquIiIiIiEg5VSkmhqgXx4FR0ChMW/gBic8/j9vpNDmZ+VpUacEHN3xAqyqtAMh15vLMmmeYsmEKTpcTwzDofWldPhhwKVXDAgBITM/hrrd+4oOfD5oZXURETKAmq4iIiIiISDlW4Y47qDHpJbAU/HmYvuQjjo4YgTs/3+Rk5qsSXIX3rn2P2y68zbNtzrY5DFo1iPTcdADa1a3EZ4M7075eRQDynC6eWbqFEUt/JzdfzWoRkfJCTVYREREREZFyLuKmm6g5dQr4+QFg/3Q5R4YMxe1wmJzMfP5Wf8Z0HMOzHZ7Fzyj4/vxw9AdiPo9hT9oeAKqGBbLggUu5/7J6nuMW/nyIu95eR2J6thmxRUSklKnJKiIiIiIiIoR3706taa+BzQZAxpdfcviJJ3Hl5ZkbrAwwDIN7m9zLzG4zqRhQcMXqwYyDxHwewzcHvwHA38/CmJuaMfWuVgT4FfypvflQGje8vpaf9qSYll1EREqHmqwiIiIiIiICQNjVV1M7djqGvz8Ap1at4vCjj+LKyTE5WdnQvnp7PrjhA5pUagJAVn4Wj69+nDc3v4nLXfDAsNva1uKjRy6jVsUgAFIy8+j17nreWbMXt9ttWnYRESlZfmYHkJLlcDhw+OAtPn+dky+em4ivUt2KeBfVrIh3Kc6aDejYkajY6SQ+Nhh3Tg6Z36/h4MOPEDXtNSzBwef9/t6uSkAV3r3mXcauG8vKgysBmLFpBjtSdjD20rGE2EJoXDWYpQ934OkPt7BmdwpOl5sXP9/OpoMnGX/LRQT7609x0e9aEW9QlPo03PpfaT4lNjaW2NhYnE4nCQkJxMXFEax/CImIiIiISBEF7d1LzdlzsPy5XEDWBRdwpO/9uAMCTE5WNrjdbtbkriE+Jx43BX9WV7VUpWdITypbKwPgcsOKQxZWHvn/m0ijgt080NhJZKApsUVEpAiysrKIiYkhPT2d8PDwM85Vk9VH2e12IiIiSE5OPusPgTdyOBzEx8cTHR2N7c81o0SkbFPdingX1ayIdympms3ZvJmjjwzElZEBQEDLltR4cwZWH/wb41ytPbKWZ398llOOUwCE+4czqfMkOlTv4Jmz8o/jDFu6lcxcZ8GcQD+m3NmCLo2qmJJZygb9rhUp++x2O5GRkYVqsuoeBR9ns9l8+sPa189PxBepbkW8i2pWxLsUd83aLr6YOrNnc7B/f1zp6eT+/juJAx6izrvvYK1Qodi+jje7qt5VLKy4kMGrB7MvfR/2PDuDVg/i6XZP0/ui3hiGQY9WtWgcVYGH5m1gz4lM7Dn5DJj/G09e04hHr2qIxWKYfRpiIv2uFSm7ilKbevCViIiIiIiInFZQ82bUnTsHa6VKAORs28aB++4nPzXV5GRlR72Ieiy4fgFX1roSAJfbxcsbXmbk2pHk5Bc8NKxh1VA+ebQz3ZtVB8DthqnxCQyYtwF7jtbkFBHxdmqyioiIiIiIyBkFNmlC3ffnYq0SCUDuzp0c6NMHR1KSycnKjjD/MF7v+joPtnjQs2353uXc/+X9HMs8BkBogB9v9mrLsO6N+evi1a+3J3Hz9B/YeSzDjNgiIlJM1GQVERERERGRswpo2JB68+bhV73gSsy83Xs42LsPjmPHTE5WdlgMC4PbDuaVK18hyC8IgG0p27jns3v4Lek3AAzDYGCXhszpewkVggtuQ92XnMmtM37gs9+PmpZdRETOj5qsIiIiIiIiUij+9epRd/48bDVrApB34AAHevUm7/ARk5OVLdfWu5Z5182jZmjB9yklJ4V+X/VjScISz5wrGlVh+aOdaVaj4EEqWXlOHo37jQlfbCff6TIlt4iInDs1WUVERERERKTQ/GvVou6897HVrQOA4/BhDvTuTd6BAyYnK1saV2rMwh4L6VC9AwD5rnzG/jSWF9e9iMNZsAZr7UrBfPTIZdzWpqbnuJnf76XPez+TcirXlNwiInJu1GQVERERERGRIrHVqEHd9+fhX78+APmJiRzo1ZvcvXtNTla2VAysyFvRb9GraS/PtkU7F/Fg/IOkZKcAEGizMuWuVrxwczP8/lyo9cc9Kdz4xlp+P5xmRmwRETkHarKKiIiIiIhIkdmqVaXuvPcJaNQIgPwTJzjQuw85OxNMTla2+Fn8GH7JcMZ1GofNUrAG66/Hf+Wez+/hj5Q/gIJ1Wvt0rMcHAy6lSlgAAEfTc7jjrZ9Y/Msh07KLiEjhqckqIiIiIiIi58SvcmXqzJ1D4EUXAeBMSeFgnz5kb9tmcrKy55aGtzCn+xyqBFUB4FjmMe5bcR9f7P3CM+fiepX4/LHOXFy3IgB5+S6GffQ7zy7bonVaRUTKODVZRURERERE5Jz5VaxInTmzCWzVEgBnejoH+/Yje/Nmk5OVPS2rtOSDGz6gZZWC71WOM4fha4Yz9depOF1OAKqGBxL34KXc17Gu57i49Qd5dtkW3G63KblFROTs1GQVERERERGR82IND6fOu+8S1K4dAC67nYP9+pP1668mJyt7qgZXZfa1s7m14a2ebbO3zmbQN4NIz00HwN/PwtibmzPlzlb4Wwv+bF+84TCvrNxpSmYRETk7NVlFRERERETkvFlDQ6kzaybBl14KgCszk4MPPEjmunUmJyt7/K3+jL1sLCMuGYHVsALww5EfiPk8hj1pezzzbm9Xi6l3t8IoeB4Wsav3MPuHfWZEFhGRs1CTVURERERERIqFJTiY2m+9ScjllwPgzs7m0EMPc2rNWpOTlT2GYRDTNIZZ3WZRMaBgDdaDGQfp+UVPVh9c7Zl3Q8sajL2pmWf8wmd/8Onmo6WeV0REzkxNVhERERERESk2lsBAasVOJ/SqqwBw5+ZyeOBAMr5ZfZYjy6f21duz8IaFNK7YGIBMRyaDVw/mrc1v4XIXPOyqT8d6DO7aEAC3G55evIm1u5JNyywiIv+mJquIiIiIiIgUK4u/P7WmvUbYtdcC4HY4ODx4MPavVpqcrGyqGVqT9697n2vrXevZFrspliHfDSHLkQXAk9GNuPeS2gA4nG4emreBLYfTTckrIiL/piariIiIiIiIFDvD35+aU14h/IYbCjbk53PkqadIX/6ZucHKqGBbMC9f8TKPt30cg4JFWOMPxNNrRS8OZRzCMAzG3dycbhdVAyAzz8n9s39mX3KmmbFFRORParKKiIiIiIhIiTD8/Kgx6SUibrutYIPTydFhw0j7aKm5wcoowzB4oMUDTL96OqG2UAB2ndzFvZ/fS8LJBPysFl6/tw2X1KsEQEpmHn3eW09SRo6ZsUVEBDVZRUREREREpAQZVitRL46jwj13F2xwu0kcOZKTHywyN1gZdkWtK4jrEUe98HoApOemM/DrgSRlJRFoszLrvotpUj0MgEOp2dz33i/YcxwmJhYRETVZRUREREREpEQZFgvVR4+mYp/enm3Hxowh9f33TUxVtl0QcQFxPeJoXrk5AMezjjNo1SAyHZlEBNmY2+8SalYIAmB7op0B728gx+E0M7KISLmmJquIiIiIiIiUOMMwqDZiBJUffMCz7fiEiaS8846Jqcq2MP8w3rj6DWqG1gRgR+oOhn43lHxXPtXCA3m//yVUDLYBsG5vKk8t3oTT5TYzsohIuaUmq4iIiIiIiJQKwzCo8tRTRA4a5NmW9MoUTsTG4narOfhfIoMimXH1DML8C5YHWHNkDRPXT8TtdtOgSiiz+15CkM0KwBdbjjHm0236XoqImEBNVhERERERESk1hmFQ5bFHqfLkk55tyW9M58Rr09QcPI36FerzWpfX8LP4AbA4YTFzt80FoHXtCrzZqy1+FgOAeesO8MY3u03LKiJSXqnJKiIiIiIiIqUu8qEBVH1muGec8vbbJE2arEbraVwSdQkvXPaCZzzl1yl8tf8rALo0rsrLd7b07Jsan0Dc+oOlnlFEpDxTk1VERERERERMUfn++6n2/CjPOHXOHI6PG4fb5TIxVdl1Y4MbGdh6oGf87Jpn2ZS0CYBb29TiuR5NPfue+3gLX249VtoRRUTKLTVZRURERERExDSVYmKIenEcGAW3u5+MW8ix0aNxO50mJyubHm75MDc1uAmAPFceg78ZzCH7IQAeuLw+D11RHwCXGwZ/8Bvr96aYllVEpDxRk1VERERERERMVeGOO6gx6SWwFPyJmvbhEhKffRZ3fr7JycoewzAY03EMHap3AOBk7kkGrhpIWk4aAMO7N+G2tjUByMt38cD7G9ieaDcrrohIuaEmq4iIiIiIiJgu4qabqDl1CvgVPNwp/ZNPOTJ0KG6Hw+RkZY/NamPqVVNpENEAgP32/Ty++nFynblYLAaTbm9Jl8ZVAMjIyee+937mUGqWmZFFRHyemqxlhMPhYMmSJcTExNCuXTsuv/xyBg0axL59+8yOJiIiIiIiUirCu3en1rTXwGYDIGPFlxx+4klceXnmBiuDwv3Dib0mlsqBlQHYmLSRUWtH4XK7sFktzOjZlta1KwCQlJHLfe/9TMqpXBMTi4j4NjVZy4hevXrRp08fGjZsyKxZsxg3bhx79uyhadOmxMfHmx1PRERERESkVIRdfTW1Y6dj+PsDcGrVKg4/+iiunByTk5U9NUNrEnt1LEF+QQCs2L+C6b9NByDY34/Z97enQZUQAPYmZ9Jvzi9k5moJBhGRkqAmaxlRo0YNfv31V1544QXatm1Lly5d+OSTT4iKiuKJJ54wO56IiIiIiEipCb3iCmq//RZGYCAAmd+v4fDAgbiydMv7/2oW2YxJl0/CoODBYbO2zOKjhI8AqBjiz/v9O1A9vOD7uPlwOg/P/5W8fJdpeUVEfJWarGXElClTaNq06T+2BQQE0KJFC7Zv347LpV+CIiIiIiJSfoR07EidWTOxBAcDkPnjTxwa8BDOU5kmJyt7rqpzFcMvGe4Zj1s3jh+P/AhAzQpBzO13CeGBBWvdrtmVzNAlm3G53KZkFRHxVX5mByhJhw8f5ocffmDTpk04HA4iIyN55plnCn18VlYWX375Jdu3bycvL486derQo0cPqlevXuxZLZZ/97tzc3PZsGEDNWrU+M/9IiIiIiIiviy4fXvqvPcuBx8cgCsjg6wNGzjUvz+1Z83EGh5udrwypWfTnhzOOMz87fNxup089d1TzO0+l8aVGtO4ehjv3t+eXu+sJzffxSebjlI5JIBRNzTFMAyzo4uI+ASfbLL26dOH7777joMHD/5je4MGDQrdZP3www955JFHSElJ+cd2q9XK8OHDGTdu3H82Prt06cLhw4fP+v4XX3wxH3zwwRnnvPDCCyQmJjJhwoRCZRYREREREfE1Qa1bU2f2bA72748rPZ3szZs52Lcfdd59B2uFCmbHK1OGXDyEo6eO8s2hb8h0ZDJo1SAWXL+AaiHVaF+vEtNj2vLQvA243PDeD/uoGh7Aw1c2MDu2iIhP8MnLIxcvXszBgwepVasWd911F+3atSvS8R999BH33HMPKSkp1K1bl6FDhzJ69Gg6deqE0+lkwoQJPPXUU/957P79+9mzZ89Z/ztbI/bDDz9k4sSJdO7cmaFDhxYpv4iIiIiIiC8Jat6MunPnYK1UCYCcbds4cN/95P/PRTHlndVi5aUrXqJ55eYAHM86zqPfPEqmo2CJheiLqjHxthae+S+t2MGHGw6ZklVExNf4ZJN13rx5HDhwgEOHDrFo0SIuvvjiQh+bkZHBI488gsvlonPnzmzdupXJkyczZswY1q5d62l4Tps2jXXr1v3r+O+++45du3ad9b9FixadNsMXX3xBr169aNOmDcuXL8fPzycvOBYRERERESm0wCZNqPv+XKxVIgHI3bmTA7164zh+3ORkZUuQXxBvXP0GNUNrArAjdQdDvxtKvisfgLvb12HotY09859ZuoVvduh7KCJyvnyyyXrnnXdSp06dczp23rx5nDhxAsMwePfddwkNDf3H/okTJ1K/fn2g4GFV/6tu3bo0bNjwrP/VrFnzP7/+qlWruP3222nWrBnx8fFU0O0vIiIiIiIiAAQ0bEi9efPwi4oCIG/fPg707EVeIZZsK08igyKZcfUMwvzDAFhzZA0T10/E7S542NXALg24/7J6ADhdbgYu2MivB06aFVdExCf4ZJP1fHz88ccAdOzYkUaNGv1rv9VqpXfv3kDBFae5ubnF9rXXrFnDTTfdROPGjYmPj6fSn7fCiIiIiIiISAH/evWoN38etj8vrHEcPsyBnr3I3bvP5GRlS/0K9Zl21TT8LAV3Ri5OWMzcbXMBMAyD52+4iBtaFjSrcxwu+s35hV3HM0zLKyLi7XQf+v/YuHEjAJdddtlp53Tq1AmArKwsduzYQatWrc776/7yyy/06NGDCy+8kFWrVlG5cuUiHZ+bm/uPhq/dbgfA4XDgcDjOO19Z89c5+eK5ifgq1a2Id1HNiniXclezVatSc/Z7HHlwAI69e8k/fpwDvXpRY+ZMAhr/+2KZ8qp15daM7jCaUT+NAmDKr1OoGlSV6DrRALx0azNSM3P5cU8q6dkOer+7nsUDOhAVEWhm7HKj3NWtiBcqSn2qyfo3qamppPy5cPpfSwL8lwYN/v/pi7t27SqWJuuQIUPIyMjg+PHjdOjQ4V/7161bR2Rk5GmPnzhxImPHjv3X9pUrVxIcHHze+cqq+Ph4syOISBGpbkW8i2pWxLuUt5q19oyh5rvvEng0EWdqKvt79+Zw/37k1q5tdrQyw8Cga2BXvsn5BoCRa0eyJ3QPdfwKrgS+uTIcOmblUKbBMXsud8V+x+BmTkJsZqYuX8pb3Yp4k6ysrELPVZP1b9LT0z2vK1aseNp5f18n9e/HnI+4uDiys7NPu/9MeQBGjBjBU0895Rnb7XZq165Nt27dCA8PL5aMZYnD4SA+Pp7o6GhsNv32F/EGqlsR76KaFfEu5blmnd27c/SRgeT+/jvW7GzqzZ5DjdjpBLVrZ3a0MuM693WMWTeG5fuWk08+ix2LmXPVHOqEFTRar7wql7tn/cKB1CyOZRssSYpkzn3tCPK3mpzct5XnuhXxFn/dKV4YarL+TU5Ojue1v7//aecFBv7/rRNnaowWxekehFVYAQEBBAQE/Gu7zWbz6Q9rXz8/EV+kuhXxLqpZEe9SHmvWVrkydd97j8MDB5L188+4MzM5+vAj1IqdTuifS70JjO00lqTsJNYfW09abhqPf/c486+bT4XAClSvaGNe/w7c9uaPJJ/KZePBNJ78cAtv926Hn1WPcilp5bFuRbxFUWpTn5Z/ExQU5Hl9pgda/b2x6su34ouIiIiIiHgDa2gItWe+TcgVlwPgzsnh8MOPkPHNNyYnKztsVhtTr5pKg4iC5e8O2A/w+OrHyXUW/O1bp3Iwc/u1JzSg4FqsVTuSGLF0C26327TMIiLeRE3Wv/n7Lfl/rc36X1JTUz2v/750gIiIiIiIiJjDEhhIrenTCYsueKiT2+Hg8GODSf/8c5OTlR3h/uHMuGYGkUEFz/vYmLSRUWtH4XK7AGhWI4KZfdrh/+fVqx/+epiXv9ppWl4REW+i5QL+JiIigqpVq5KUlMSePXtOO2/37t2e140bNy6NaOfM4XD45JMK9RRGEe+juhXxLqpZEe+imv2TYVB18iQYFUDGZ5+B08nRIUPJz8wk/NZbzU5XJlQJqMJrV7zGA18/QI4zhxX7V1A9uDqPtX4MgPZ1InjljuY8vvh33G6Y8e0eKgb7cX/HuiYn9z2qW5Gyryj1qSbr/2jfvj2ff/45a9asOe2c77//HoDw8HAaNWpUWtEKJTY2ltjYWJxOJwArV6706SUN9BRGEe+juhXxLqpZEe+imv1Tp8uompREhZ9/BrebpOdHs/XXX0m77DKzk5UZdwTewYLMBbhxM/uP2aTuS6V9QPv/31/P4MN9BQ++Gv/FTg7v+oO2kVo6oCSobkXKrqysrELPVZP1f9x66618/vnn/Prrr/z222+0adPmH/tzc3OZN28eADfeeGOZW5x60KBBDBo0CLvdTkREBN26dSM8PNzsWMVOT2EU8T6qWxHvopoV8S6q2X9z9+hB8uSXSZ8/H4Cqn3xK0wvqU7F/P5OTlQ3Xcz01dtZg8q+TAfgs5zO6XdqNjlEd/9wP1VbtZvq3ewGI2+tHl8va0rlhZbMi+xzVrUjZZ7fbCz1XTdb/ERMTw5gxYzh8+DB9+/YlPj6eKlWqAOB0OnnkkUc4cuQIFouFoUOHmpz27Hz9KYW+fn4ivkh1K+JdVLMi3kU1+09RI5/FLyyUlDffAiDltdcgN4cqgwdjGIa54cqA3s17k5idyLw/5uF0Oxm2dhhzu8+lcaWCZfGevrYJKVn5LPz5IA6nm0cXbmLhgEtpWauCucF9jOpWpOwqSm36ZJN10aJF/PLLL57xunXrgIKHWQ0ZMsSzvVKlSjz77LP/ODYoKIj33nuPHj16sHnzZho3bswNN9xASEgI33zzDQkJCQCMGjWKVq1alcLZiIiIiIiIyLkwDIOqjz+OJSiYE1OnApDy5lu4s7Kp+sxwNVqBp9s9zdFTR1l1cBWZjkwGrRrEgusXUC2kGoZh8OItzUnNzOWrbcfJzHPSd/YvLHnkMi6IDDE7uohImeKTTdYVK1Ywd+7cf21PS0tjypQpnnHdunX/1WQFiI6OZsWKFTz44IPs27fPszwAQGhoKOPGjeOJJ54okewiIiIiIiJSvCIHPIglMJDjEyYAkDp3Lq7sbKqPGY1hsZiczlxWi5WJl0+k/1f92ZK8heNZx3n0m0eZ030OIbYQrBaDafe0oc97P/PzvlRSMvPo8956Pnr4MqqGB5odX0SkzPDJJus999xD8+bNzzovIiLitPuuvvpqdu/ezY8//siOHTvIy8ujTp06dO3a1acfJCUiIiIiIuKLKvXpjSU4iMRRz4PbTdrixbhysqkxYQKGn0/+aVxoQX5BvN71dXp90Ysjp46wI3UHQ74bwhtd38DP4kegzcqsPhdz99s/seNYBodSs7lv9i8seuhSwgN1m7uICPhok7V79+507979vN/HYrHQuXNnOnfuXAypzOFwOHA4HGbHKHZ/nZMvnpuIr1LdingX1ayId1HNFk7IzTdTzWbj+LMjwenE/ulynFlZVJ88GaOcr4kZ4RfBtCun0XdlXzIcGaw9spbxP41nRPsRGIZBsB+807sNd8/6mSNpOWxPtPPAnF94r09bAmxWs+N7JdWtSNlXlPo03G63uwSzSCmLjY0lNjYWp9NJQkICcXFxuvJWRERERETkb0K2bSNqQRwWpxOAzMaNOdq7F+5y3mgF2OvYy9zMuTgp+N5cG3gtlwde7tmflA2vbbWSmV+wnm3LSi76NnJh0fK2IuKDsrKyiImJIT09nfDw8DPOVZPVR9ntdiIiIkhOTj7rD4E3cjgcxMfHEx0dracwingJ1a2Id1HNingX1WzRZf7wA8eeeBJ3Tg4AQe3bE/XG61hC9ECnz/d9zqifRnnGkzpPIrpOtGe8+XA6fWZvICuvoBF7T/tavHBjUz1IrIhUtyJln91uJzIyslBNVp9cLkD+n81m8+kPa18/PxFfpLoV8S6qWRHvopotvApduuA/ayaHHnoYV1YW2b/8QuJDD1N71kysPnihSlHc0ugWjmUfI3ZTLACjfhxFjbAatK7aGoCLL4jkzV7t6D/nF/Jdbj745TDVI4J44ppGJqb2XqpbkbKrKLVZvh+jKCIiIiIiIuVWcPv21JkzG8ufTdXszZs5cN/95KemmpzMfA+1fIibG9wMQJ4rj8e+eYyD9oOe/Vc2qsIrd7byjF/7ehfz1x0o9ZwiImWFmqwiIiIiIiJSbgW1bEnd9+dirVQJgNzt2znQpw+O40kmJzOXYRiM7jiaDlEdAEjLTWPgqoGk5aR55tzSpibP9WjqGY/6ZCsrtiSWdlQRkTJBTVYREREREREp1wKbNKHu/Hn4Va0KQN7uPRzo3RvHkSMmJzOXzWpjapepNKzQEIAD9gM8vvpxcp25njkPXF6fh66sD4DbDY9/sImf9qSYkldExExqsoqIiIiIiEi5F1C/PnUXzMdWsyYAjoMH2d+rN3n795sbzGTh/uHEXh1LZFAkABuTNjJq7ShcbpdnzjPdm3B721oA5DldDHh/A38ctZuSV0TELHrwlY9zOBw4HA6zYxS7v87JF89NxFepbkW8i2pWxLuoZouHUb06NefM5siDD+LYf4D8xET29+xFjVkzCbjwQrPjmaZKQBVeu/I1Hoh/gBxnDiv2r6B6cHUea/2YZ864m5qQciqHbxOSycjN57731rNowCXUrhhsYvKyTXUrUvYVpT4Nt9vtLsEsUspiY2OJjY3F6XSSkJBAXFwcwcH6pSYiIiIiIlJY1owMar3zLgHHjgHgDA7mcP9+5NaqZXIyc+1w7GBB5gLcFLQRbg66mfYB7T3785wQ+4eV/acMACID3TzR3ElY4R/OLSJSpmRlZRETE0N6ejrhfz4k8XTUZPVRdrudiIgIkpOTz/pD4I0cDgfx8fFER0djs+k3tog3UN2KeBfVrIh3Uc0WP2d6OkcffoTcrVsBsISGEjUjlqA2bUxOZq4Pdn7A5F8nA2A1rEy7chqX1bjMs/9kVh73vvMLe05kAtCiZjjv972Y0ADdSPu/VLciZZ/dbicyMrJQTVZ9yvk4m83m0x/Wvn5+Ir5IdSviXVSzIt5FNVt8bJGR1J0zm0MPPUz2r7/iOnWKow89TO0ZsYR07Gh2PNP0bt6bxOxE5v0xD6fbyfAfhjO3+1waV2oMQNUIG/P6d+D2N38kMT2HLUfsDF70O+/e1x5/Pz0W5r+obkXKrqLUpj7hRERERERERP6DNTSUOrNmEnJZwZWa7uxsDj30MBnffmtuMJM93e5prq5zNQCZjkwGrhrI8czjnv01KgQxt98lRAQVNCfW7EpmyIebcbl0I62I+C41WUVEREREREROwxIcTK03ZxDatSsA7rw8Dj/6GPYvvzQ5mXmsFisTL59Ii8gWACRlJTFo1SAyHZmeOY2qhfHe/RcTaCtoO3y6+SjjPv8DrVgoIr5KTVYRERERERGRM7AEBFBr2muEX39dwYb8fI489TRpH39sai4zBfkF8XrX16kZWhOAnSd38vR3T5PvyvfMaVe3EtPvbYvVUvAgrNk/7Oet7/aakldEpKSpySoiIiIiIiJyFobNRo2XXybittsKNrhcJD4zgpMLF5obzESRQZHMuGYGYf5hAPxw5AcmrJ/wj6tVr7moGhNva+EZT/pyB4s3HCr1rCIiJU1NVhEREREREZFCMKxWol4cR8WePT3bjo19gZT3ZpuYylz1I+oz7app+FkKnqv9YcKHzNk25x9z7rq4NsO6N/aMRyzdwqrtxxER8SV+ZgeQkuVwOHA4HGbHKHZ/nZMvnpuIr1LdingX1ayId1HNlq5Kw4fhDggg7b33AEiaPJn8UxlUfPhhDMMwOV3pa125NWM6jOG5n54DYOqvU6kWVI3oOtGeOQ9cVofj6dnM/ekgTpebQXEbmXv/xbStU8Gk1OZT3YqUfUWpT8OtVad9SmxsLLGxsTidThISEoiLiyM4ONjsWCIiIiIiIr7F7abSN98QuTLesyn1yitIvu46KIeNVoDVOatZlbMKAD/86Bfajzp+dTz7XW6Yt8vCxpSCm2qDrW4eb+6kuv5kFZEyKisri5iYGNLT0wkPDz/jXDVZfZTdbiciIoLk5OSz/hB4I4fDQXx8PNHR0dhsNrPjiEghqG5FvItqVsS7qGbNk/b+PJJfftkzjrj7biKfHYFhKX+r87ndbsauH8unez8FoEJABeZ0m0OdsP9vtOblu3hw/kZ+3JMKQPXwABYP6EBURKApmc2kuhUp++x2O5GRkYVqsmq5AB9ns9l8+sPa189PxBepbkW8i2pWxLuoZktflf798AsN5diYMeB2k75oEeTmEvXiOAy/8vcn95hOY0jKTmJd4jrSctMY/O1g5l8/n4qBFQGw2WBmn/bcO3MdW46kc8yeS7/3N7Lk4Y5UCPY3Ob05VLciZVdRarP8/a81ERERERERkWJU8e67qDHpJfjz6tX0jz/myJChuPPyTE5W+mwWG1O7TKVhhYYAHMw4yOOrHyfXmeuZExrgx+y+7alXuWCdgN1Jp+g35xey85ymZBYRKQ5qsoqIiIiIiIicp4ibbqLmq68WXKoJZHz5JYcHP44rN/csR/qeMP8wZlw9g8igSAB+S/qN59Y+h8vt8syJDA1gXv8OVAkLAGDjwTQGxW3E4XT953uKiJR1arKKiIiIiIiIFIPwa7tRe/obGAEFjcNT337LoYcfxpWVZXKy0hcVGsX0q6cT5BcEwJf7v+T1ja//Y07tSsHM6duesICCZRW+2ZHEiKVb0KNjRMQbqckqIiIiIiIiUkxCr7yS2m+/jRFccCt81k/rOPjAgzgzMkxOVvqaVW7G5CsmYzEKWg/vbn2XDxM+/OecGhHM7HMx/taCOUt+PUzs6t2lnlVE5HypySoiIiIiIiJSjEIu7UCdd9/BEhYGQPbGjRy8vy/5J0+anKz0dandhWcuecYzHr9uPGuPrP3HnI4NKjPtntYYRsF42qpd7DhmL82YIiLnTU1WERERERERkWIW3KYNdefOwVqxIgA527ZxsM995J84YXKy0ndvk3vpc1EfAJxuJ0O+G8LO1J3/mHNdiygevargYVkOp5thS34nX+uziogXUZNVREREREREpAQEXnQRdee9j1+VKgDk7trFgV69cSQmmpys9D198dNcU+caADIdmQxcNZDjmcf/MefRrg25sGooAL8fTufdtftKPaeIyLnyMzuAlCyHw4HD4TA7RrH765x88dxEfJXqVsS7qGZFvItqtuyy1K1LjTmzOfrAg+QnJpJ34AD7e/ai5juzsNWubXa8UjX20rEcyzzG1pStJGUlMfDrgbwb/S4hthCg4CqwCbdcxN2zfsblhqnxCVzVqDIXRIaYG7yEqG5Fyr6i1Kfh1mP7fEpsbCyxsbE4nU4SEhKIi4sj+M8F10VERERERMQcfifTqDVrFv4pKQDkh4Vx+MEHyKtWzeRkpeuU6xRvn3qbk66C9Wkv9LuQXiG9sBpWz5xl+y18m1hw4239MDePNXNiMUyJKyLlXFZWFjExMaSnpxMeHn7GuWqy+ii73U5ERATJycln/SHwRg6Hg/j4eKKjo7HZbGbHEZFCUN2KeBfVrIh3Uc16h/wTJzg6YAB5u/cAYKlYkZoz3yagSROTk5Wufen76BvfF3tewcOtbmt4GyPbj8T488lX2XlOboj9kYOp2QA836MJvS+tY1rekqK6FSn77HY7kZGRhWqyarkAH2ez2Xz6w9rXz0/EF6luRbyLalbEu6hmyzZbjRrUnTePQ/0fIOePP3CdPMmR/g9QZ+bbBLVubXa8UtMoshHTrprGgPgBOFwOlu5eSt2IuvRr3g8o+DmedHsr7p21DoBX4ncR3SyK2pV88y5N1a1I2VWU2tSDr0RERERERERKiV/FitSZO4egNm0AcNntHOzXn8z1P5ucrHRdXP1ixnUa5xm/+uurfLn/S8+4Y4PK9OxQcPVqVp6TZ5dtQTfiikhZpiariIiIiIiISCmyhoVR551ZBF96KQCurCwODRjAqTVrTE5WunrU78GjrR/1jEeuGclvSb95xs9c14QaEYEArNmVzIcbDpd6RhGRwlKTVURERERERKSUWUJCqP3Wm4ReeSUA7txcDg0chD0+3uRkpWtAywHc0vAWAPJceQz+ZjD70/cDEBZoY8JtLTxzx33+B8ftOSakFBE5OzVZRURERERERExgCQyk1huvE3bttQUbHA6OPPEk6cuXmxusFBmGwfMdn+fSqIKretNy0+j3VT/2pBU8HKxL46rc3rYWABk5+YxctlXLBohImaQmq4iIiIiIiIhJDH9/ak55hYibby7Y4HRydNhwTi5ebG6wUmSz2JjaZSqNKjYC4ET2Cfp+2ZftKdsBGHVDUyJDAwD4evtxlv+eaFpWEZHTUZNVRERERERExESGnx9REydQ4Z67Cza43Rx7fjSpc+eaG6wUhfmH8U63d2haqSkAJ3NP0v+r/mxK2kSFYH9evKWZZ+6YT7eRcirXrKgiIv9JTVYRERERERERkxkWC9VHj6ZS376ebccnvkTyW2+ZmKp0VQysyLvXvkvrKq0ByHBkMCB+AD8n/kz35lH0aBEFQGpmHmOW/2FiUhGRf1OTVURERERERKQMMAyDqsOGEjlokGfbidemkTT11XKzDmmYfxhvR79Nh6gOAGTnZzNw1UC+P/w9Y25qRoVgGwDLNx9l5bZjZkYVEfkHNVlFREREREREygjDMKjy2KNUHTrEsy1l5kzSFi0yMVXpCrYFE3t1LFfWuhKAXGcuj69+nE2p3zPmxv9fNuC5j7eSnu0wK6aIyD/4mR1ASpbD4cDh8L1fOn+dky+em4ivUt2KeBfVrIh3Uc36nvA+fXD7+3Ni/ASgYOkAW8uWBFx4ocnJSocFC5M7T+a5H58j/mA8+a58hnw3hDEdxtClUQ2+TUgmKSOXccu3MfHWZmd/wzJIdStS9hWlPg13ebnnoJyIjY0lNjYWp9NJQkICcXFxBAcHmx1LREREREREzkHVjz+hwk8/AZBbvRoHH30Ut81mcqrS43K7WJa9jN/yfvNsu8Z2Eyu2dSTHaQDwSFMnTSqotSEixS8rK4uYmBjS09MJDw8/41w1WX2U3W4nIiKC5OTks/4QeCOHw0F8fDzR0dHYytE/MES8mepWxLuoZkW8i2rWd7lycjgc05O8XbsAiLj7bqo8N9LkVKXL5XYxecNkFu9a7Nl2VZV+fPp9IwBqVgjks0cvIzTAu27WVd2KlH12u53IyMhCNVm96xNIisxms/n0h7Wvn5+IL1LdingX1ayId1HN+iCbjVqvTmXf7Xfgzs0lfdEiwi7vTNg115idrFQ91/E5QgJCmL11NgCrT7xHgwtvYs+ujhxJy+HVVXt44ebmJqc8N6pbkbKrKLWpB1+JiIiIiIiIlGEBDRtSbcQIzzhx5HM4jh0zMVHpMwyDJ9s+yaOtH/VsS/L7lJDqXwJu3v/pAD/vSzUvoIiUe2qyioiIiIiIiJRxFe6+i7DoaACc6ekcHToMt9NpcqrSZRgGD7V6iKEXD/Vss1T8joDqnwAuhn/0OzmO8vU9EZGyQ01WERERERERkTLOMAyixr2AX1QUAFm//ELKzJkmpzJHn2Z9eL7j8xgUPPjKv+I6AqOWsC/ZzqvxCSanE5HySk1WERERERERES9grVCBmi9PBkvBn/InpseStXGjyanMcWejOxnfeTxWwwqArcJGAmt+wKw1CWw+lGZuOBEpl9RkFREREREREfESwRdfTOQjjxQMnE6ODBmC0243N5RJbmxwI69c+Qp+loJnetvCtxBQcz5Dl2wgL99lcjoRKW/UZBURERERERHxIpGPPExQu3YA5B9NJPH50bjdbpNTmeOautfwRtc3CLAGAOAXtoNDAdN5bdUWk5OJSHmjJquIiIiIiIiIFzH8/Kj58mQs4eEAZHz5JekffWRyKvN0rtmZN695k0BrEAB+IXuYs28kGw4eMTmZiJQnarKKiIiIiIiIeBlbjRpEjRvnGR8bP4HcPXtMTGSu9tXb8861s/A3QgCwBh3goa8f5ERmisnJRKS8UJNVRERERERExAuFX9uNCnfdBYA7O5sjTw/BlZtrcirztKrSitnd38XiCgUgz3qI2z/pzYmsEyYnE5HyQE1WERERERERES9VbcQz+DdoAEDujh0kTZliciJztazajPGXzsDlKFhK4aTjEDGf9+boqaMmJxMRX6cmq4iIiIiIiIiXsgQFUXPqFAx/fwBOvj+PjNWrTU5lrhuatuGmqi/iyqsIwLGsI9y34j4O2A+YnExEfJmarCIiIiIiIiJeLLBxY6oOH+YZJz47EsfxJBMTme/57ldQyf4ErtxIAI5lHeO+Ffex6+Quk5OJiK9Sk1VERERERETEy1WMiSG0a1cAnCdPcvSZ4bhdLpNTmSfI38rLt15J1oGHcOZUByAlJ4W+X/VlW8o2k9OJiC/yMzuAlCyHw4HD4TA7RrH765x88dxEfJXqVsS7qGZFvItqVgCqjBlN9tatOJOSyPppHSdmzqJi/35mxzJNu9rh3NuuKXEbBhBc5z2sQYdJz03nga8e4PUur9O6SmtT86luRcq+otSn4Xa73SWYRUpZbGwssbGxOJ1OEhISiIuLIzg42OxYIiIiIiIiUgqC9uyh1qx3MNxu3BYLhx55mJw6dcyOZZqcfJi42Upafi5BtefgF7wfABs2eoX0ooGtgbkBRaRMy8rKIiYmhvT0dMLDw884V01WH2W324mIiCA5OfmsPwTeyOFwEB8fT3R0NDabzew4IlIIqlsR76KaFfEuqln5u5TX3+DkrFkA+NWsSe0PF2MNCzM5lXm+35VM//c3gpFHaJ35GMEJAPhb/JnUeRJX1rrSlFyqW5Gyz263ExkZWagmq5YL8HE2m82nP6x9/fxEfJHqVsS7qGZFvItqVgCqDX6MnJ9/JnvzZvKPHCFlwkRqvDwZwzDMjmaKqy+K4va2tfho42FOHexDnSYfcZLfyHPlMXTNUCZeMZHu9bqblk91K1J2FaU29eArERERERERER9i2GzUmPIKltBQAOyffUb6J5+YnMpco25oSpWwAHD7cXD7HbSs0AWAfHc+w78fzrJdy8wNKCJeT01WERERERERER/jX6sWUS+M9YyPvTCO3H37TExkrgrB/oy7ufmfIyvbNvegR71bAHC5XTz/4/Ms3LHQtHwi4v3UZBURERERERHxQeHXX0/E7bcB4M7K4ujTQ3Dn5Zmcyjzdm1enR4soANKynGQcvoVeTXt59k9YP4H3tr5nVjwR8XJqsoqIiIiIiIj4qOojR+J/wQUA5PzxB0mvvmZuIJONuakZFYML1lj8fMsxWgX34cEWD3r2v/rrq0z/bTp6RriIFJWarCIiIiIiIiI+yhIcTM0pr2D8+fCW1NmzObVmrcmpzFMlLIDRNzbzjEd9so37mjzC420f92x7+/e3eXnDy2q0ikiRqMkqIiIiIiIi4sMCL7qIqkOe9oyPPvMM+cnJJiYy182ta3B1k6oAnMjIZdznf/BAiwd45pJnPHPm/TGPF9a9gMvtMiumiHgZNVlFREREREREfFzFPn0IufIKAJwpKRx9ZgRuV/lsIBqGwfhbWxAW4AfAkl8P813CCXo27cnYy8ZiYBRsT1jCyLUjyXflmxlXRLyEmqwiIiIiIiIiPs4wDGpMmIC1SiQAmWvXkjpnrsmpzFM9IpBnezT1jJ9duoVTufncduFtvHT5S1gNKwCf7f2MId8NIc9Zfh8YJiKFoyariIiIiIiISDngV7kyNV56yTNOevVVsrduMzGRue5pX5tODSsDcCQtm0krdgBwff3rmdplKjZLwTq2qw6uYvDqwWTnZ5uWVUTKPjVZRURERERERMqJ0E6dqPxA/4KBw8GRp5/CeSrT3FAmMQyDl25rSZCt4KrVeesOsH5vCgBd63Rl+tXTCbQGAvDDkR8Y+PVAMh3l83slImenJquIiIiIiIhIOVJl8GACW7QAwHHgIMdffNHkROapXSmYYd0be8bDP/qd7DwnAJfVuIy3ot8ixBYCwIbjGxiwcgDpuemmZBWRsk1NVhEREREREZFyxPD3p+aUV7CEFDQP0z/+mPTln5mcyjz3daxHu7oVAdifksWrXyd49rWr1o53ur1DuH84AL8n/07/r/qTkp1iSlYRKbvUZBUREREREREpZ/zr1KH66Oc942NjxpB36JCJicxjsRhMur0l/n4FLZJ31uxl06E0z/7mkc1579r3qBRYCYCdJ3fS96u+HM88bkZcESmj1GQVERERERERKYcibrqJiJtvAsCVmcmRp4fgdjhMTmWOhlVDeeKaCwFwuWHYks3k5js9+xtXaszc7nOpFlwNgH3p+7jvy/s4nHHYlLwiUvaoySoiIiIiIiJSTlUb9Ty2unUAyPn9d068/obJicwz4PL6NK9ZsCxAwvFTxK7e84/99SLqMfe6udQKrQXAkVNHuO/L+9iXvq/Us4pI2aMmq4iIiIiIiEg5ZQ0NoeYrU8DPD4CUd94h86efTE5lDj+rhcm3t8LPYgAwY/Vu/jhq/8ecmqE1mdN9DhdEXABAUlYS9395PztTd5Z6XhEpW9RkFRERERERESnHglo0p+qTTxQM3G6ODhtOfmqqqZnMclGNcAZ2aQBAvsvNsI82k+90/WNOtZBqzOk+hyaVmgCQmpNKv6/6seXEllLPKyJlh5qsIiIiIiIiIuVcpb59CbnsMgDyT5wgccSzuN1uk1OZY1DXhjSqFgrA1iN2Zq7Z+685lQIr8U63d2hZpSUA9jw7D8Y/yIZjG0o1q4iUHWqyioiIiIiIiJRzhsVCjUkvYa1UCYBT333HyXnzTU5ljgA/K5PvaMWfqwbw2te72J106l/zIgIimBk9k/bV2wOQ6cjkka8f4ccjP5ZmXBEpI/zMDiAly+Fw4PDBp0P+dU6+eG4ivkp1K+JdVLMi3kU1K8WiQgWqvjiOxIGDADj+8sv4t2lNQJMmJgcrfc2qh9D3srq8+8MB8vJdDFuymbj+7bH+1Xn9kz/+TLtiGkPXDOWHxB/Icebw6DeP8lKnl7iq9lVn/BqqW5Gyryj1abjL6/X/Pio2NpbY2FicTicJCQnExcURHBxsdiwRERERERHxEpGffUalNWsByK1ShYODH8Pt729yqtKX54RJv1tJzilorN5Wz8mVUf/dQsl357M4azF/OP4AwIKF24Nvp5V/q1LLKyLFLysri5iYGNLT0wkPDz/jXDVZfZTdbiciIoLk5OSz/hB4I4fDQXx8PNHR0dhsNrPjiEghqG5FvItqVsS7qGalOLnz8jjcqxe523cAEH77bVQdM8bcUCb5eX8qPd8tWGc1yGbh88cuo3bF/76QKd+Vz5h1Y/hi/xcAGBg8d8lz3Nrw1v+cr7oVKfvsdjuRkZGFarJquQAfZ7PZfPrD2tfPT8QXqW5FvItqVsS7qGalWNhs1Jw6lX2334E7Kwv7R0sJ69yZ8OuuMztZqet0YTV6X1qXeesOkO1wMerT7czv3wHDMP4114aNiVdMJMQ/hA8TPsSNm3E/jyPPnUevi3qd9muobkXKrqLUph58JSIiIiIiIiL/EHDBBVR/7jnPOPH50eQdPmJiIvMMv64JNSsEAfDD7hQW/XLotHMthoVRl46iz0V9PNsm/TKJWb/PKvGcImIuNVlFRERERERE5F8ibr2F8B49AHBlZHB06FDc+fkmpyp9oQF+TLithWc8/vPtJKZnn3a+YRgMuXgID7d62LPt9d9eZ9rGaWjFRhHfpSariIiIiIiIiPyLYRhUHzMaW82aAGT/9hvJM2aYnMocVzaqwh3tagGQkZvPc8u2nrFhahgGg1oP4ql2T3m2vbPlHSb9MgmX21XieUWk9KnJKiIiIiIiIiL/yRoWRs0pr4DVCkDym2+Ruf5nk1OZY1SPi6gSFgDAqh1JfLLp6FmP6du8LyM7jPSMF2xfwNifxuJ0OUssp4iYQ01WERERERERETmtoNatqTJ4cMHA7ebosGHknzxpbigTRATbePGW5p7x2OXbSD6Ve9bj7mlyDy92ehGLUdCCWbprKSPWjMDhcpRYVhEpfWqyioiIiIiIiMgZVX6gP8GXXgpA/vHjJI4aVS7XF722WXV6tIwC4GSWg9GfbivUcTc3vJnJV0zGz/ADYMX+FQxbMwyHW41WEV+hJquIiIiIiIiInJFhtVJj0iSsFSoAcOrrVaR98IG5oUwy9qZmVAy2AfD574l8ufVYoY67tt61vHbVa/hb/AH47sh3LM5aXC6b1SK+SE1WERERERERETkrW7WqRE2Y4Bkfn/gSOTsTTExkjsjQAMbc1MwzHvXJVtKy8gp17JW1ryT2mliC/IIA2O7Yzu/Jv5dIThEpXWqyioiIiIiIiEihhHW9ioq9egHgzsvj6JCnceXkmJyq9N3UqgZXN6kKwImMXMZ9tr3Qx14adSkjLhnhGS/cubDY84lI6VOTVUREREREREQKrerQIQQ0bgxA7q7dHJ80yeREpc8wDMbf2oKwgII1Vj/aeJhvdyYV+vjr619PpcBKAKw6tIpjmYVbckBEyi41WUVERERERESk0CwBAdScOgUjMBCAtIUfYI+PNzlV6aseEcjIHk0942eXbiEjp3APsgqwBnB7w9sBcLqdLNq5qEQyikjpUZNVRERERERERIokoEEDqj37/7e8Jz43CkdioomJzHF3+9p0algZgKPpOUz6ckehj73zwjuxYgVgScIScvLL37ILIr5ETVYRERERERERKbIKd95J2LXXAuBKT+fo0GG4nU6TU5UuwzB46baWBNkKmqXz1x1k3d6UQh0bGRRJc1tzANJy0/h87+clllNESp6arCIiIiIiIiJSZIZhEPXCWPxqRAGQtWEDyW+/bXKq0le7UjDDujf2jId/9DvZeYVrNl8WcJnn9fzt83G73cWeT0RKh5qsIiIiIiIiInJOrBER1HzlFbAUtBeSp8eStXGjyalK330d63Fx3YoAHEjJYmr8zkIdV9OvJq0iWwGwO20364+tL7GMIlKy1GQVERERERERkXMW3LYtkYMGFgxcLo4MGYIzPd3cUKXMYjGYdEdL/P0K2izvrt3HbwdPFurYexvf63m94I8FJZJPREqemqwiIiIiIiIicl4iH36Y4IsvBiD/aCKJz48ud7e+N6gSypPXNALA5YZhS34nN//sywZ0rd2V6iHVAfju8Hccsh8q0ZwiUjLUZBURERERERGR82JYrdR4eTKWiAgAMr76irQlS0xOVfoevPwCWtQs+B7sSjrF9G92n/UYP4sf9zS+BwA3buJ2xJVoRhEpGWqyioiIiIiIiMh5s0VFEfXiOM/4+PgJ5O7ZY2Ki0udntTDp9pb4WQwA3vx2D9uOnn3phDsa3UGgNRCAZbuXcSrvVInmFJHiV2aarCdPnmT06NEsW7bM7CgiIiIiIiIicg7Co6OpcM/dALhzcjjy1NO4cnNNTlW6LqoRzsCrGgKQ73IzbMnvOJyuMx4TERDBDQ1uACDTkcnHuz8u6ZgiUsxMb7KmpKQwcuRI6tWrxwsvvEB6OVscW0RERERERMSXVHvmGQIuLGgy5u7cSdLLr5icqPQ9elVDGlULBWDbUTszv9971mN6NunpeR23Iw6n6+zruYpI2WFak/XEiRMMHz6cevXqMWHCBOx2u1lRRERERERERKSYWAIDqTFlCkZAAAAn588n45vVJqcqXf5+Fibf0Yo/Vw1g2qpd7E7KOOMxDSs25NKoSwE4lHGINUfWlHRMESlG59xkdTgcfP/997zxxhuMGTOGcePGMX/+fI4ePXrG45KTkxkyZAj16tVj8uTJnDr1z3VGwsPDzzWSiIiIiIiIiJQBgY0aUe2Z4Z5x4rPP4jieZGKi0te6dgUeuLw+AHn5LoYt+R2ny33GY3pf1Nvzev72+SWaT0SKl9+5HDR9+nReeOEFTpw48a99FouF3r17M23aNCL+fKogFDRlJ0+ezKRJk8jI+Of/vTEMg5tvvplRo0bRtm3bc4kkIiIiIiIiImVIhXvu4dQPP3Dq61U409I4OmwYdd57F8NqNTtaqXnymkas3HaM/SlZbDyYxtwf99Ov8wWnnd+5ZmfqhtflgP0A6xPXs+vkLi6seGEpJhaRc1XkK1kfeOABHnvssf9ssAK4XC7mzp1Lly5dPFep7t27l44dO/Lcc8/9o8FqsVi488472bx5M8uWLVODVURERERERMRHGIZB1Lhx+FWrBkDW+vWkvPOuyalKV5C/lUm3t/SMX/5qJwdTsk4732JYuLfJvZ7xgu0LSjSfiBSfIjVZ582bx7vvFu4DcdOmTYwePZqDBw/SpUsXfv31V88+q9VKz5492bp1K4sXL6ZFixZFSy0iIiIiIiIiZZ5fxYrUeHkyGAWLk554/XWyN20yN1Qp61C/Mr0vrQtAtsPJ8I9+x+0+/bIBtzS8hVBbwUOzPtv7GWk5aaURU0TOU5GarOPHj//HOCYmhi+//JLdu3fzxx9/sGDBAtq1a+fZP3PmTB566CEOHTrk2Xb77bezbds25s+fT9OmTc8zvoiIiIiIiIiUZSGXXELkIw8XDJxOjgwZijPjzA+B8jXDr2tCzQpBAPy0N4WFPx867dwQWwi3NLwFgFxnLkt2LSmNiCJyngrdZN20aRM7d+70jF9++WUWLFjAtddeS4MGDWjatCkxMTH89NNPdO/eHYBTp07x5ZdfAgUPtFq2bBlLliyhcePGxXwavuH777+nb9++tG3blmbNmnHDDTewaNEiXC6X2dFEREREREREzlnkwIEEtWkDgOPwYY6NHnPGqzl9TWiAHxNv+/+7eCd8sZ3E9JzTzo9pGoNBwdW/C3csxOFylHhGETk/hW6y/vLLL57XTZo04emnn/7PeTabjbfeegvr/yxkvXTpUm655ZZzS1kOfPTRR0yePJno6Gjef/994uLiaNOmDffeey8DBgwwO56IiIiIiIjIOTP8/Kjx8stYwsIAsH/xBenLPjY3VCm7olEV7mxXC4BTufmM+vQPTtdnrh1Wmy61uwCQlJXEqgOrSimliJyrQjdZ9+zZ43l94403Yvy5nsp/qVu3Lq1bt/aMO3fuzNVXX31uCcuJW265hc8++4yYmBiaN29Oq1atGDduHHfccQfvvfceycnJZkcUEREREREROWf+tWoSNe4Fz/jYiy+Su2+fiYlK33M9LqJKWAAA3yUksyH59L2VXk17eV7P3z6/xLOJyPkpdJM1PT3d8/qCCy446/y/z+nSpUvRUpVD/3vl718iIyPL1S0UIiIiIiIi4rvCu3enwp13AODOyuLI00/jysszOVXpiQi28eItzT3jZfst2LP/eymA9tXb06hiIwA2n9jM1uStpZJRRM5NoZusOTn/v1ZIUFDQWeeHhIR4XteqVauIsYrH/v37WbBgAUOHDuWJJ57414O7zubUqVMsXryYsWPHMnLkSN5++22OHDlSQmn/7bvvviMuLo5+/foRGRlZal9XREREREREpKRUGzEC//r1Acj9Yzsnpr5qcqLSdW2z6vRoEQVAZr7B22v++2pewzDo2bSnZ6yrWUXKNr/CTjyfqykDAgLO+dhzERMTw3fffcfRo0f/sb1BgwaMHDmyUO+xcOFCBg0axMmTJ/+x3WKxMGTIECZMmPCfV5927NiRQ4dO/5TAv1xyySUsXbr0X9tHjRrF7NmzSU9PJzMzk6effprJkycXKrOIiIiIiIhIWWcJDqbm1Cnsv/Mu3A4HqXPmENLpMkIvv9zsaKVmxPVNWPnHMRxON3N+Osh9nepTs8K/L2i7/oLrefXXV0nLTeOrfV/xVLunqBpc1YTEInI2hb6S1ZssXbqUo0ePUrduXWJiYmjfvn2Rjv/www/p2bMnJ0+epH79+owYMYJx48Zx5ZVX4nK5mDx5Mo8//vh/HpuYmMiRI0fO+l9SUtJ/Hv/000+zbt06vvvuO55//nmmTZvGwIEDi/w9EBERERERESmrAps0oerQoZ7x0WdGkH/ihImJSletisH0ubQOAHn5LqauTPjPeYF+gdzZ6E4A8t35LNq5qNQyikjR+GSTdeHChRw5csSzXEDbtm0LfazdbmfgwIG43W6uuOIKtmzZwoQJE3juuef49ttveeaZZwCIjY3lxx9//Nfx69at49ChQ2f9b9myZf/59StUqECtWrVo27YtY8aMYfjw4bz11lusXbv23L4ZIiIiIiIiImVQxd69CL3ySgCcKSkcfWYEbpfL5FSl55Er6xNsLbhreOlvh/njqP0/593d+G78jIIbkZckLCHXmVtqGUWk8Aq9XMDfLV26lN27d59xzm+//Vak+X+5/fbbadOmzbnE8rj11lvP+dj333+f5ORkDMPgnXfeITg4+B/7X3zxRZYsWcLu3buZMmUKl1122T/2V69e/Zy/9n/p1KkTANu2baNz587F+t4iIiIiIiIiZjEMg6iJE9h38y3knzhB5g8/kDp7DpX79zM7WqmICLIRXcvFJwesuN0wccV25vXv8K951UKqEV0vmhX7VpCak8oXe7/g1gvPve8hIiXjnJqsy5cvZ/ny5SUyv2HDhufdZD0fn3zyCQCXXXYZF1544b/2W61WevXqxZgxY1ixYgW5ubkluubstm3bALjgggtK7GuIiIiIiIiImMGvUiVqTJ7EwX79we0m6dVXCb7kEoJaNDc7Wqm4vLqbDemBHEnLYc2uZL5POMEVjar8a16vpr1YsW8FAAu2L+CWhrdgGEZpxxWRMzinJqsv27hxI8C/rlD9u7+uLs3OzmbHjh20atXqvL/uqFGj6NChA1dddRUhISHk5+ezbNkyxo4dS6dOnbj66qvPeHxubi65uf9/y4DdXnCbgcPhwOFwnHe+suavc/LFcxPxVapbEe+imhXxLqpZ8Wb+F19MhX79SHv3XcjP58jw4dRevAhLKT9Eu7Q5HA5sFnj8qvoMW/YHABO+2E6HuhFYLP9soDat0JTmlZuzNWUrO0/uZP2R9bSr1s6M2CLlSlF+rxa6yRocHExERMQ5BSoKf3//Ev8ap5OamkpqaioA9evXP+28v+9LSEgolibrbbfdxiuvvELv3r2xWq2kpaURFRXFwIEDee6557BarWc8fuLEiYwdO/Zf21euXPmvJQ98SXx8vNkRRKSIVLci3kU1K+JdVLPitRrUp06tWgQePoxj7142DBlK8nXdzU5VKmyJv1MrxMrhTIMdxzIYN+9L2ldx/2te07ymbGUrAFO/n0rPkJ6lHVWk3MnKyir03EI3WWfMmMGMGTPOKZC3SE9P97yuUKHCaef9fd9fV4yerzZt2rBgwQIAkpOT8ff3Jzw8vNDHjxgxgqeeeuofuWrXrk23bt2K9D7ewuFwEB8fT3R0NDabzew4IlIIqlsR76KaFfEuqlnxBblNmnDo7nvA4aDS99/T8qEBBDb33WUD/qrba7tFU7mpnT6zfwVg1YkQhsd0ItD2z4utol3RfPvJt5zIPsEOxw5aXdGKmqE1zYguUm4Upe+n5QL+Jicnx/P6TFfUBgYGel5nZ2cXe47IyMgiHxMQEPCfa8PabDaf/keWr5+fiC9S3Yp4F9WsiHdRzYo3s110EVUGDeTEa9PA5eLE889T76OPsJh4x2tpsNlsXNG4Ol0aV+HbnSdITM9hwS9HePjKBv+ch417mtzDG7+9gRs3H+7+kKHth5qUWqR8KMrvVEsJ5vA6QUFBntd/X9/0f/29serLt+KLiIiIiIiIlKbK/fsTcFFTAHJ37Sb5zTdNTlR6nrmuCX8txRq7ejcnM/P+NeeORncQYC24wGrZrmVkOQp/K7OIlCw1Wf+mYsWKntcpKSmnnffXuq1w5mUFRERERERERKTwDJuNGhMngl/BjbcpM2eRvW2byalKR5Pq4dzRrhYAGTn5TF+9+19zKgVWokf9HgVzHBl8sueTUs0oIqen5QL+JiIigmrVqnH8+HF27/73h9lfdu3a5XndpEmT0oh2zhwOh08+YVRPTxXxPqpbEe+imhXxLqpZ8SXW+vWpNOBBUme8CU4nR0c8S+0PFmL42FIY/1W3j3apz6ebj5LjcPH+T/vpeUlNalf85x20d194N0t3LQVgwR8LuK3+bVgMXUMnUhKK8nu10E3WgwcPeq7grFOnDpUqVSp6stP4+OOP2bRpEwC33HILrVu3Lrb3Lqr27dvz2WefsWbNmtPO+e6774CCpmyjRo1KK1qhxMbGEhsbi9PpBGDlypU+vaSBnp4q4n1UtyLeRTUr4l1Us+IzatakTlQUgYmJ5CUksH7YcFKjrzE7VYn437q9vKqF+CMWHE43Q+Z+z32NXP865gK/C9iXv48DGQd4/dPXaWQrW70JEV+RlVX4JTkK3WR9/vnnmTt3LgCzZ8/m/vvvP+3cN99809OIfOSRR7jyyivP+N4ff/yx573r1atnapP1tttu47PPPmPjxo38+uuvtGvX7h/7c3JymDdvHgA33XQTfn5l62LgQYMGMWjQIOx2OxEREXTr1o3w8HCzYxU7PT1VxPuobkW8i2pWxLuoZsUX5V54IYdiekJ+PpHffkubhx8ioHFjs2MVm9PV7eU5Dja8upaTWQ42plh4rlVHWtSM+MexwYeDeer7pwBICEvgia5PlGZ0kXLDbrcXem6JdAjXr1/PokWLAOjevftZm6xlyb333suYMWM4ePAg999/P19//TXVqlUDwOl08tBDD5GYmIjFYmHo0LL/FD9ff7qor5+fiC9S3Yp4F9WsiHdRzYovsbVsSeSAB0me8Sbk55P0/PNcsGiRzy0b8L91W8lm4/GrL2TM8j8AmPTVLj4YcCmGYXjmdK3blZqhNTly6gjrjq3jUOYh6leoX+rZRXxdUX6nlq3LMItJXFwcP//8s2f8448/ApCcnMwTTzzh2V6pUiWef/75fxwbGBjI7Nmz6d69O1u3bqVx48Zcf/31hISEsHr1avbs2QPA2LFjadGiRcmfjIiIiIiIiEg5Ffnww2TEf03url3k/rGdlHfeIfKRR8yOVeJiOtRlzo/72Z+Sxfp9qazemUTXJtU8+60WKzFNYnh5w8sALNi+gFEdR5kVV0Tw0SbrypUrPcsP/F16ejrTpk3zjOvWrfuvJitA165dWblyJQ8++CC7d+9m4cKFnn3h4eGMHz+eRx99tGTCi4iIiIiIiAgAhr8/URMmsP+ee8Dp5MSMNwm9+moCy9jzUYqbv5+FYd2bMHDBRgAmfrGDKy6sgp/1/x9wdeuFtxK7KZas/CyW713O4LaDiQiION1bikgJ88kma0xMTKHWdT3TWqVdunQhISGB9evXs2PHDvLy8qhTpw5dunQhMDCwGNOKiIiIiIiIyOkEtWhO5f79SZk5ExwOEkc8S71FH2CUsWekFLfrmlende0KbDqUxq6kU3y08TB3t6/j2R/mH8YtDW8hbkcc2fnZLN21lL7N+5qYWKR888lPpG7dutGtW7fzfh/DMLj00ku59NJLiyGVORwOBw6Hw+wYxe6vc/LFcxPxVapbEe+imhXxLqpZ8XURAx7E/vXXOPbuJWfbNk7MeoeKD/Q3O9Z5KUzdDut2ITHv/gLAlJUJdL+oCsH+/9/KuavhXSzcsRA3buK2x3HPhffgZ/HJVo+IKYrye1WV52NiY2OJjY3F6XQCBUsnBAcHm5yq5MTHx5sdQUSKSHUr4l1UsyLeRTUrvizwuu7UnvEmhtvNienT+dVqIa9atbMfWMadrW5bVLSw5aSFpIxcRsyJ59pa7n/sb+TXiJ35OzmWdYypn06luX/zkowrUq5kZWUVeq6arD5m0KBBDBo0CLvdTkREBN26dTvjsgjeyuFwEB8fT3R0tJ6eKuIlVLci3kU1K+JdVLNSXiRnZZE2ew4Wp5PGX39Nrfffx7BazY51Tgpbt43bZ9Jj+o84XW6+O+7P8zGdqRwa4NlfKbESA1cPBGBHyA6GRQ8r8ewi5YXdbi/0XDVZfZzNZvPpf2T5+vmJ+CLVrYh3Uc2KeBfVrPi6ao8/Tta335G3bx+5v28hY0Eclfv3MzvWeTlb3TapUYF72tdmwfqDZOY5mfH9fl64+f+vVu1cuzMNIhqwJ30Pm05sYpd9FxdVvqg0oov4vKL8TrWcfYqIiIiIiIiIiPksgYFEjR8PhgHAiWnTyN27z+RUJe/xay4k2L/git249QfZe+KUZ59hGPS8qKdnvGD7glLPJyJqsoqIiIiIiIiIFwlu24ZK990HgDsvj8SRI3H/+VwSX1U1LJABV9QHIN/l5uWvdv5j/w31byAiIAKAFftWkJydXOoZRco7NVlFRERERERExKtUeXwwtrp1AMj+7TdS580zOVHJe/Dy+kT+uRbriq3H+PVAqmdfkF8Qt194OwAOl4MPd35oSkaR8uyc1mRdunQpu3fvPu3+3377rdBz/3e+iIiIiIiIiMiZWIKCqDF+PAd69wG3mxOvTSOsSxf869UzO1qJCQnw48noCxm5bCsAE77YwZKHO2L8uXTCvU3uZe62uTjdTj7Y+QH9W/TH3+pvZmSRcuWcmqzLly9n+fLlxT5Xip/D4cDhcJgdo9j9dU6+eG4ivkp1K+JdVLMi3kU1K+WRrVUrImLuJX1BHO6cHI48O5Kas9/DsHjHTbvnUre3tarOu2v2sTc5k18PnOSL34/Q7aJqAFT2r0zX2l2JPxhPak4qn+/+nBvq31Ai2UXKi6LU5zk1WaXsio2NJTY2Fuef69GsXLmS4OBgk1OVnPj4eLMjiEgRqW5FvItqVsS7qGalvDGaNKFupUr4p6aSs3EjP40aRVqnTmbHKpKi1m3XygZ7kwsegjV22SZy9zqx/tlXrpdfzzPvrV/ewthueK50FZGiy8rKKvTcQjdZg4ODiYiIOKdAReHvr0vZz8egQYMYNGgQdrudiIgIunXrRnh4uNmxip3D4SA+Pp7o6GhsNpvZcUSkEFS3It5FNSviXVSzUp5l1azJ0X79AagWH0/7hx/BVruWyanO7lzr9jq3m03v/sKGA2kk5RjYq7ag5yW1AXC73az9ai3bU7dz1HmUGu1r0KZqm5I6BRGfZ7fbCz230E3WGTNmMGPGjHMKJOax2Ww+/Y8sXz8/EV+kuhXxLqpZEe+impXyKOKyy8iOuZeTcQtxZ+dwYswY6syZ7TXLBpxL3Y7scRG3zvgRgOmr93DHxXUIDSho8fS+qDfPrn0WgA92fcAlNS8p3sAi5UhRatM7PnFERERERERERE6j6tNPY6tZE4Csn38mbdEikxOVrDZ1KtKjRRQAyafymPndHs++7vW6ExkUCcA3B78h8VSiKRlFyhs1WUVERERERETEq1lCQoh6cZxnfPzlV8g7fMTERCVvWPfG2KwF663OWrOP4/YcAGxWG3c1vgsAp9vJwp0LTcsoUp6oySoiIiIiIiIiXi+kY0cq3FXQXHRnZZE46jncbrfJqUpO3coh9OxQF4Bsh5PXvk7w7Luz0Z3YLAW3OS9JWEKWo/AP7xGRc6Mmq4iIiIiIiIj4hKrDhuIXVXAbfdZP60hb/KHJiUrWY10bEvbnWqyLfjnEruMZAEQGRXLdBdcBkJGXwWd7PzMto0h5UapNVrfbTWJiIvv37ycrS/8XRURERERERESKjzU0lKgXXvCMkyZPxnH0qImJSlbl0AAe7tIAAJcbXlqxw7OvV9NentcLti/w6at6RcoCv/N9g1OnTuF0OgkPD8cwjP+ck5CQwPjx4/n0009JS0vzbG/VqhX9+vVj4MCB+PmddxT5Dw6HA4fDYXaMYvfXOfniuYn4KtWtiHdRzYp4F9WsyP8LuLQD4bfdin3pMlyZmRx5bhQ13nrztD0LsxRX3fa+pBbv/7Sf4/ZcVu1IYm3CcTpcUImG4Q1pW7UtG5M2sjd9L2sOraFjVMfiiC5SbhSlPg33OfyvjK1btzJ+/Hi++uorTp48CUBYWBhdunRh+PDhdOrUyTN36dKl9OrVi+zs7NO+X8eOHfnyyy8JDw8vahT5H7GxscTGxuJ0OklISCAuLo7g4GCzY4mIiIiIiIiUGkt2DnWnTsVmtwNw7I7bsbdvb3KqkrM+ySBujxWA2iFunmrhxGLAtrxtLMwqePBVI79G9AntY2ZMEa+TlZVFTEwM6enpZ+1bFrnJOn/+fPr27Ut+fv5/v6FhMGvWLPr378+mTZvo0KEDeXl5Z33f7t27s2LFiqJEkTOw2+1ERESQnJzsk81rh8NBfHw80dHR2Gw2s+OISCGobkW8i2pWxLuoZkX+LfP7NSQOGgSAJSyMOks/wq96dZNT/b/irFuny83NM35i5/FTALx2V0t6tKiO0+XkpuU3kZiZCMCyG5ZRN7zueWcXKS/sdjuRkZGFarIW6R79X375hfvvvx+n03naOW63m4EDB9K1a1eGDBniabCGh4dz/fXX07BhQ/Ly8vjtt99YtWoVLpcLgC+//JJly5Zx6623FiWSnIXNZvPpf2T5+vmJ+CLVrYh3Uc2KeBfVrMj/q3B1V7JuuYX0jz/GlZHBiRdfpPZbb5W5ZQOKo25twIjrm3L/7F8AmPL1Lq5rWYPAABsxTWKY8usUABbtWsTIS0eeb2SRcqMotVmkB189/fTT/2iwdurUiZdeeomZM2fy3HPP0aBBwWLLeXl5jBs3jlWrVnnm7dmzh4ULFzJu3DgmTZrEypUrWb9+PVWrVvW831tvvVWUOCIiIiIiIiIip1VtxDP4VakCQOZ335P+yScmJyo5VzaqQqeGlQE4lJrNgnUHAbj1wlsJ8gsC4JM9n2DPs5uWUcSXFbrJunfvXtasWeMZP//886xdu5bhw4fz4IMPMm7cOLZt20Z0dDQAc+fOBSAoKIjFixcTGRn5r/e8+OKLiY2N9YxXr15Nbm7uOZ+MiIiIiIiIiMhfrBERVB871jM+PmEijuNJJiYqOYZhMOK6pp7x69/sIj3bQURABDc1uAmA7Pxslu1aZlZEEZ9W6Cbr2rVrPa8bNmzI6NGj/zUnICCAt99+G8MwPMsAXHfdddSoUeO073vrrbd6GrAOh4OtW7cWOryIiIiIiIiIyJmEdb2K8BtvBMBlt3NszBjO4RngXqF5zQhubVMTgLQsB29+uweAmKYxnjkLdyzE6Tr9MpAicm4K3WTdvn275/UNN9yAxfLfh15wwQW0bNnSM7744ovP+L5Wq5XWrVt7xomJiYWNJCIiIiIiIiJyVtWeHYH1zwu8Tq1ejf2zz0xOVHKe7tYIf2tBz+a9H/ZxJC2b+hH16VSzEwBHTh3h28PfmphQxDcVusmalpbmed2wYcMzzv37/v9aJuB/VflzfRSA9PT0wkYSERERERERETkrv4oVqT76ec/4+IvjyT9xwsREJadWxWDu71QPgLx8F1NXJgDQq2kvz5wF2xeYEU3EpxW6yZqTk+N5HRIScsa5f99fmKdw+fv7e147HI7CRhIRERERERERKZTw6GjCr78eAGd6OsdeeMFnlw0Y1KUhEUEF/Zilvx3mj6N2LqtxGfXC6wHwy7Ff2Jm608SEIr6n0E3WonzwGIZxTmFEREREREREREpKtVHPYa1UCYCM+K/JWLHC5EQlIyLYxqNXFdxl7HbDxBXbsRgWejbt6Zkzf/t8s+KJ+CQ/swNIyXI4HD55dfBf5+SL5ybiq1S3It5FNSviXVSzIoUUGkqVZ5/l2JAhACSOexFb27b4Va5c6lFKum7vbV+TuT/u43BaDmt2JfPN9kSuq3sd0zZO45TjFF/s/YLHWj5GxcCKJfL1RXxBUepTTVYfExsbS2xsLE5nwZMCV65cSXBwsMmpSk58fLzZEUSkiFS3It5FNSviXVSzIoUT1aIFYVu24Dp5ki2PDSaxV8+zH1RCSrJur4o0mJdmBWDUh78ypKWTVpZW/MAP5LnymPDFBK4KvKrEvr6It8vKyir0XDVZfcygQYMYNGgQdrudiIgIunXrRnh4uNmxip3D4SA+Pp7o6OhCrfsrIuZT3Yp4F9WsiHdRzYoUTX6HDhy85VZcaWmEbdnChX5+hHbrVqoZSqNuu7vcbHx7HduOZnAkyyC/ZmtGNGzNTctvwuV2sdnYzIRrJ2Cz6nND5L/Y7fZCzz2nJuvSpUvZvXv3aff/9ttvhZ77v/OleNlsNp/+R5avn5+IL1LdingX1ayId1HNihSOrXp1qo96jqNPFywbcGL8BMIuuwy/iqV/63xJ1+3I6y8i5p31ALz69W6+ad2FrrW78vXBr0nOTmb10dX0qN+jxL6+iDcrSm2eU5N1+fLlLF++vNjnioiIiIiIiIiUhvDrr8e+YgWnvl6FMzWV4y+Op+aUV8yOVewuaxhJl8ZV+HbnCY6m5zD3x/30bNqTrw9+DcD8P+Zz/QXX6yHmIufJYnYAEREREREREZHSZhgGUaNHY4mIAMD++edkfP21yalKxojrmmL5s4c6ffVu6oe2oEmlJgBsTdnK5hObTUwn4hsKfSVrcHAwEX9+8JQkf3//Ev8aIiIiIiIiIiJ+VapQfeSzHB02HIDEMWMJvvhirBUqmBusmDWuHsYd7WqxeMNhMnLyif12Dz2b9mTUD6MAWLB9Aa2rtjY3pIiXK3STdcaMGcyYMaMks4iIiIiIiIiIlKrwG2/E/sUKTn37Lc7kZI5PnEiNSZPMjlXsnoxuxKebj5LjcPH+T/v5ssOVVAqsRGpOKvEH4jmWeYzqIdXNjinitbRcgIiIiIiIiIiUW4ZhUH3sWCzh4QCkf/IpGatXm5yq+EVFBNG/8wUAOJxupn29nzsb3QmA0+1k0c5FZsYT8XpqsoqIiIiIiIhIuWarVpVqzzzjGR8bPQZnerqJiUrGQ1c2oFJIwTKNn24+Sovw7vhZCm5yXpKwhJz8HDPjiXg1NVlFREREREREpNyLuPUWQq64HID8pCSOv+R7SwaEB9p4/OoLPeM3V52ge73uAKTlpvH53s/Niibi9dRkFREREREREZFyzzAMol54AUtoKADpy5Zx6vvvTU5V/O69pA71KgcDsG5vKo2DrvPsm799Pm6326xoIl5NTVYREREREREREcBWvTrVnhnuGSeOeh5nRoaJiYqfv5+FYd2beMYLvnfTqkprAHan7Wb9sfUmJRPxbn5mB5CS5XA4cDgcZscodn+dky+em4ivUt2KeBfVrIh3Uc2KFJ/gm24i6IsVZP/4I/nHj3PspZeoOmZMsX8dM+v2msaVaVUrgs2H09mVdIpLm3djM5sAmLdtHu0i25V6JpGyqCj1abh1HbhPiY2NJTY2FqfTSUJCAnFxcQQHB5sdS0RERERERMRr+J1Mo97UqVjy8gA43L8fWY0amZyqeO2xw+vbCq69C7flE3bhZOxuOwYGT4Q9QWVrZZMTipgvKyuLmJgY0tPTCQ8PP+NcNVl9lN1uJyIiguTk5LP+EHgjh8NBfHw80dHR2Gw2s+OISCGobkW8i2pWxLuoZkWKX/riDzkxbhwAflFR1Fm2FEtISLG9f1mo24Fxm4jfngTAVZdsYUPGAgDubXwvQ9sNNSWTSFlit9uJjIwsVJNVywX4OJvN5tP/yPL18xPxRapbEe+imhXxLqpZkeJTOeZeMuPjyVq3jvzERFJfe42oElg2wMy6HX5dU77ZeQKny83PvzciqGEAuc5cPt37KYPbDibUP9SUXCJlRVFqUw++EhERERERERH5H4ZhEPXiOIw/l+BL+2ARmevWmZyqeDWsGso97WsDkJkTQJS1c8FrRyaf7PnEzGgiXkdNVhERERERERGR/+BfqxZVn37KM04c+RyuzEwTExW/x6+5kGB/KwA7drb0bF+wfQFOl9OsWCJeR01WEREREREREZHTqHjvvQS3bw+A48gRkqZMNTlR8aoaFsiAK+oD4MipRgWaAXAo4xBrjqwxM5qIV1GTVURERERERETkNAyLhajxL2IEBQFwMi6OzJ9/NjlV8Xrw8vpUCQsA4Oihiz3b52+fb1YkEa+jJquIiIiIiIiIyBn416lD1Sef8IwTRz6HKyvLvEDFLCTAjyevaQSA81RjbK6qAKxPXM+uk7vMjCbiNdRkFRERERERERE5i4q9ehHUrh0AjkOHSHrtNXMDFbO7Lq5FgyohgIWMpA6e7Qu2LzAvlIgXUZNVREREREREROQsDIuFGuNfxAgouK3+5Lz5ZP36q8mpio+f1cIz1zUFwJF+MYYrEIDP9n5GWk6aiclEvIOarCIiIiIiIiIiheBfrx5VnniiYOB2k/jsSFzZ2aZmKk7XNK3KJfUqgSuA3JMFV+3mOnNZsmuJyclEyj41WUVERERERERECqlSn94EtW4NQN6BA5x4/Q1zAxUjwzAYcX0TAPJOXgZuA4CFOxbicDnMjCZS5qnJKiIiIiIiIiJSSIbVStSE8Rj+/gCkzplD1m+/mZyq+LSpU5EeLaNwOyrjOFXQcE3KSmLVgVUmJxMp29RkFREREREREREpgoD69aky+LGCwV/LBuTkmBuqGA27tjE2q4EjtZNn2/zt801MJFL2qckqIiIiIiIiIlJEle6/n8CWLQHI27eP5OnTTU5UfOpWDqFnh7o4sxrgzKkOwOYTm9mavNXkZCJll5qsIiIiIiIiIiJFZPj5UWPCeAybDYCU92aT/fvvJqcqPo91bUhYgE1Xs4oUkp/ZAaRkORwOHA7fW5z6r3PyxXMT8VWqWxHvopoV8S6qWRFzWOrWpeIjD5P6+hvgcnF0xLPUXrzIs17rmZT1ug0PsDDg8npMWZWNf9UVWPyy+GrfVwxuOZgqwVXMjidSKopSn4bb7XaXYBYpZbGxscTGxuJ0OklISCAuLo7g4GCzY4mIiIiIiIj4JqeTOrEzCDxyBICUq64ipfu1JocqHnlOGL/JSlbESgIiVwPQJaAL1wRdY3IykdKRlZVFTEwM6enphIeHn3Gumqw+ym63ExERQXJy8ll/CLyRw+EgPj6e6OhobH/emiEiZZvqVsS7qGZFvItqVsRcuQkJHLr7HsjPB6uVWgsWENjsojMe4y11+9HGI4xY/iMhDSdhGC4qBlTki1u+IMAaYHY0kRJnt9uJjIwsVJNVywX4OJvNVqY/rM+Xr5+fiC9S3Yp4F9WsiHdRzYqYw9asGZEDHyH59TfA6eTE889zwZIPC7VsQFmv2zvb12XOTwfZb2+BLWIzJ3NPEn8onlsvvNXsaCIlrii1qQdfiYiIiIiIiIicp8gHHySgaVOg4MrW5LfeNjlR8bBaDJ65rgl5//MALN0YLfJParKKiIiIiIiIiJwnw2ajxoTx4Fdw03DyzJnkbN9ucqricWWjKnSs1QZndm0AEk4msOH4BpNTiZQtarKKiIiIiIiIiBSDwKZNiRwwoGCQn8/REc/iLsLTycsqwzAYcV3Tf1zNOmfrPBMTiZQ9arKKiIiIiIiIiBSTyIcfIqBRIwByd+wgeeZMkxMVj+Y1I+hR/1pcjoKH/3x/5FsOZxw2OZVI2aEmq4iIiIiIiIhIMTH8/YmaMAGsVgCS33qbnJ07TU5VPIZeexGu9I5/jtzM2qyrWUX+oiariIiIiIiIiEgxCmrejMoPPFAwcDhI9JFlA2pVDObOxnfidhWsO/vpno/JcmSZnEqkbFCTVURERERERESkmEUOGoh/wwYA5PzxBynvvmdyouLxdNe2GJltAcgni7c3LjI5kUjZoCariIiIiIiIiEgxs/j7U2PiRLAUtF6SY2PJ3bXL5FTnLyLYRkyTnp7xgu0LcLldJiYSKRvUZBURERERERERKQFBLVpQuX8/ANwOB0efHYk7P9/kVOfvqS5XYs29EIBc4zgzf/nC5EQi5lOTVURERERERESkhEQ++ij+9esDkLNlC6lz5pgbqBgE+Fm5p3GMZ/zO7+/jcrlNTCRiPjVZRURERERERERKiCUggKjxL4JhAHDi9TfI3bvX5FTn7+lOt+DnqgxArm07s9b9ZHIiEXOpySoiIiIiIiIiUoKC27Sh0v33A+DOyyNxxLO4nU5zQ50nm58ft9a/2zN+e9NcchzefU4i50NNVhERERERERGRElbl8cH4160LQPbmzaTNn29yovP3ZMdeWNwBAOQF/cLba7aanEjEPGqyioiIiIiIiIiUMEtgIFETxnuWDUh9Yzq2EydMTnV+wvzDuLbujQAYFgfvbF7Iycw8k1OJmENNVhERERERERGRUhDcrh0Ve/cCwJ2bS7UlH+F2uUxOdX4Gtbvf89oV9gOvf7PTvDAiJlKTVURERERERESklFR94glsdeoAELx/Pxmff25yovNTN7wuHap1AsBiSyNu6+ccSs0yOZVI6VOTVURERERERESklFiCg6n+/POeccqrr+E8lWliovPXr2Ufz2tLhR94+StdzSrlj5qsIiIiIiIiIiKlKLRzJ0K6dAHAeeIEKW+/bW6g89QxqiMXhNcHwC94P5/t/IXfD6eZG0qklKnJKiIiIiIiIiJSyiKHDcVltQKQOmcOeQcOmJzo3BmGQa+LenrG/hV/YMIX23G73SamEildfmYHkJLlcDhwOBxmxyh2f52TL56biK9S3Yp4F9WsiHdRzYp4oerVOXnF5VRe/S1uh4PEiROp8cYbZqc6Z93rdGfaxmnY8+z4hW9m/e4DxG+ry1WNq5gdTeScFeX3quHW/1bwKbGxscTGxuJ0OklISCAuLo7g4GCzY4mIiIiIiIjI/zByc7nglSn42e0AHO7Xl6zGjU1Ode6+yv6KNblrAMg9cQ2VMq9mWCsnVsPkYCLnKCsri5iYGNLT0wkPDz/jXDVZfZTdbiciIoLk5OSz/hB4I4fDQXx8PNHR0dhsNrPjiEghqG5FvItqVsS7qGZFvM9fddvR4SDluVEA2OrVo87SjzC8tI6PZR7jxk9vxOl24soPJXP3M0y4uSV3tqtldjSRc2K324mMjCxUk1XLBfg4m83m0//I8vXzE/FFqlsR76KaFfEuqlkR71PhppvI+mgp2b/9hmP/fjIWLaZy3/vNjnVOaleozdV1rmblgZVY/E7hF76Zad+EcEvb2gT7qwUl3qcov1P14CsREREREREREZMYhkG1kSPBKLinPjk2lvzkZJNTnbteF/XyvPav+CPH7Tm8t3afiYlESoearCIiIiIiIiIiJgpq3owKd9wOgOvUKZJefdXkROeudZXWXFT5IgCsQUewBh3gre/2knwq1+RkIiVLTVYREREREREREZNVeeIJLGFhAKQvXUb2lq0mJzo3hmHQq+n/X81qq/QDp3LzeX3VLhNTiZQ8NVlFREREREREREzmV7kykYMGFgzcbo6PH4/b5TI31Dm6tt61RAZFAuAXtg3DL4249QfZl5xpcjKRkqMmq4iIiIiIiIhIGVCpZ0/8GzQAIHvTJuzLl5uc6Nz4W/25q/FdABiGC1vFn8h3uXnt6wSTk4mUHDVZRURERERERETKAMNmo9qIEZ5x0itTcJ7yzqs/72x0JzZLwZPZAyr+DEYen24+SsLxDJOTiZQMNVlFRERERERERMqI0M6dCO3aFYD8EydIefttkxOdm8igSK674LqCgTUbW8RG3G50Nav4LDVZRURERERERETKkGrPDMewFVwFmjpnDnkHDpic6Nz8/QFYQZE/AW6+2HKMbUfTzQslUkLUZBURERERERERKUP869ShUt++ALgdDo6/NMnkROemaeWmtK3aFgC37Th+YVsBeDV+l5mxREqEmqwiIiIiIiIiImVM5EMD8KtaFYBTq1dzas0akxOdm/ua3ed5HRz1CYb1FF9vP86mQ2nmhRIpAWqyioiIiIiIiIiUMZaQEKoOHeIZH58wEXdenomJzs1Vta+iS+0uALitpwio/oeF4tYAAQAASURBVAngZmq81mYV36Imq4iIiIiIiIhIGRR+ww0EtWkDQN6+faQuiDM5UdEZhsHojqOJCIgAwBa+Bb/w3/k+4QQb9qeanE6k+KjJKiIiIiIiIiJSBhmGQbWRI8EwAEiOjSU/OdnkVEUXGRTJcx2e84wDq32CYc1gykpdzSq+Q01WEREREREREZEyKqh5MyrccTsArlOnSHr1VZMTnZvuF3Tn2nrXAmD4ZREY9RE/7U3mx93e1zQW+S9qsoqIiIiIiIiIlGFVnngCS1gYAOlLl5G9ZYvJic7NyA4jqRRYCQC/sB34RfzKlPgE3G63yclEzp+arCIiIiIiIiIiZZhf5cpUeXRQwcDt5viL43G7XOaGOgcVAysyuuNozziw2nI2HtnHdwknTEwlUjzUZBURERERERERKeMqxsTg36ABANmbN2NfvtzkROema52u3Fj/RgAMay6BUR8xJX6nrmYVr6cmq4iIiIiIiIhIGWfYbFQbMcIzTnplCs5TmSYmOnfDLxlOlaCqAPiF7mLHqXi+3p5kciqR86Mmq4iIiIiIiIiIFwjt3InQq68GIP/ECVLefsvkROcmIiCCFzqN9YwDqn3O5FU/4nLpalbxXmqyioiIiIiIiIh4iWrDh2HYbACkzplL3oEDJic6N51rdua2hrcBYFjyOGydzedbjpqcSuTcqckqIiIiIiIiIuIl/OvUoVLfvgC4HQ6OvzTJ5ETnbmj7oVTyrwaAX8g+Jv7wDk5dzSpeSk1WEREREREREREvEvnQAPyqFqxp+n/s3Xd4FFUXwOHfpvcQSAVCb1JFQXrvHURUQBSx8AmKioKiCAgIigUFoiK9FxHpvfcO0nuAEAgphPSyZb4/YsYsaZuQZLPhvM/Dw8zOnblndufubs7euTd2925i9+83c0S542LnwpSW36jr0Y5rmXfsmBkjEiL3JMkqhBBCCCGEEEIIYUGsnJ3xHvGpuv5g0mSU5GQzRpR7Dfwa0NKvFwAaKy0B5yeSpNWaOSohck6SrEIIIYQQQgghhBAWxq1rVxzr1gUgOTCQh4uXmDmi3Puu1efYGVJ65upsb/HZjulmjkiInJMkqxBCCCGEEEIIIYSF0Wg0+Iz+EjQaAMJ//RVdeLiZo8odJ1snPn1uDIqSci47HyzkUvhVM0clRM5IklUIIYQQQgghhBDCAjnWqEGxl3oDYIiNJXTqVDNHlHt967TAR2mXsqLRM2zHZ2gNMmyAsBySZC2k9Ho9ly9f5vLly+j1enOHI4QQQgghhBBCiELI66OPsHJ1BSDqr9UknDtn5ohy79tWI9EneQEQknSdmWdmmzkiIUwnSdZCavLkyTzzzDM888wzREZGmjscIYQQQgghhBBCFEI2JUrg9f5Qdf3BxG9QDAYzRpR79cv5UNv+fyhKSrpq1rmZXH542cxRCWEaSbIWQqdOnWL8+PFUq1bN3KEIIYQQQgghhBCikPPo1w+7ihUBSPjnH6LXrzdzRLk3pl1HkiNaAGBAz6j9X5KsTzZzVEJkT5KshUxiYiIDBgygX79+tGjRwtzhCCGEEEIIIYQQopDT2Nri88Uodf3BDz+gj40zY0S5V72kG619+qNP9AXg+qOr/P7P72aOSojsSZK1kPniiy+IiIjgp59+MncoQgghhBBCCCGEsBAuTZrg0qYNAPqwcCJmWm5i8pN21Um6/7I6bMCc83M4F2a5Y82Kp4ONuQPIDwaDgQsXLnDw4EEOHjzImTNn0Gq1lC1blq1bt5p8nJ07d7JkyRIuXbpEcnIyZcqUoUePHrz22mvY2GT81N24cQOtNvvZ75ycnChTpozRY7t37+bnn39mxYoVFC9e3OQ4hRBCCCGEEEIIIXw+G0ncvn0oWi0P5y+gWO/e2JUrZ+6wcqyyjyvdqtVj09022Httx6AY+PLgl6zsuhIHGwdzhydEhopkktXX15ewsLB0j+t0OpP2NxgMvPXWW8yfP9/o8VOnTrFmzRqmT5/O5s2b8fb2TrdvmzZtuH37drZ1NGnShAMHDqjr0dHRDBw4kO7du9OnTx+T4hRCCCGEEEIIIYRIZVemDMUHDSJi5kwUrZYH336H/++/mTusXPmwbRXW/9QKvctFrB2DCYwKZMbpGXxa/1NzhyZEhorkcAFxcXHUqlWLwYMHs3DhQl588cUc7f/ZZ5+pCdY33niDvXv3cvz4cSZPnoyjoyOnTp2ie/fuGDKYra9ixYpUrVo1239ly5Y12u+DDz4gKiqKX3/9NdfnLYQQQgghhBBCiKeb57vvYPNvp7DYPXuI3b/fzBHlTnlPZ16sW4bEey+jGKwBWHhxIacenDJzZEJkrEj2ZA0JCcHV1VVdP3jwoMn7Xr9+nZ9//hmAjz76iKlTp6rb6tWrR61atejatStHjx5l4cKFDBw40Gj/nTt35jjeK1eusHDhQj7//HOio6OJjo4G4NGjR2pMMTExlC9fPsfHFkIIIYQQQgghxNPDytkZ7xGfcm/ESAAeTJqM89oGaOzszBxZzg1rU5m/TweTFNYeB5/NKCiMPjiaVd1W4WTrZO7whDBSJHuypk2w5tSCBQvQ6XQ4Ozszbty4dNu7dOlCy5YtAZg1a1au60lLURSqVq3K33//Tc+ePdV/qePHDhgwgKFDh+ZJXUIIIYQQQgghhCja3Lp2xbFuXQCSAwN5uHiJmSPKHf/iTrxS3x/tw2bo41PuCA6KCeLnUz+bNzAhMlAkk6xPYvPmzQC0bt0ad3f3DMukDj9w+PBhtbfpk6hWrRqXL19O9++VV15R69m0adMT1yOEEEIIIYQQQoiiT6PR4DP6S9BoAAgPCECXwdw1luD91pWws7Eh4V4fFIMtAMsuL+PI/SNmjkwIY0VyuIDcMhgMXLx4EYDnn38+03L16tUDUnqgXrhwgSZNmhRIfFlJSkoiKSlJXU8dckCr1aLVas0VVr5JPaeieG5CFFXSboWwLNJmhbAs0maFsDz53W5tqlTB7cVeRP+1GkNcHCE//oTPhPH5Uld+8nSy4dV6pVl4xEBSaEccfNcD8NWBr1jZZSUuti5mjlAUZTlpn5JkTSMsLIyEhAQAypQpk2m5tNtu376db0lWX19fqlatio1N9i/T5MmT+frrr9M9vm3bNpyciu44Jdu3bzd3CEKIHJJ2K4RlkTYrhGWRNiuE5cnPdmtdvTrlNm7COjGRmDVrOF+6FEn+/vlWX36prAVbK2u0kY2wdb2AtfNNQuJD+Hjtx/Ry6mXu8EQRFh8fb3JZSbKmERMToy67uGT+S0jabWn3yWvjxo3LcFzYjIwaNYrhw4er69HR0fj7+9O+fXvc3NzyKULz0Wq1bN++nXbt2mFra2vucIQQJpB2K4RlkTYrhGWRNiuE5SmodvsoKYnwKd8DUGXffkovWojGyvJGj7zlcIU5B2+TcP8l3CtNQ08iJ5NPMrDxQJqUNP8dxqJoSr1T3BSSZE1Dr9ery1ZZvOGk7Vmq0+nyNSZT2dvbY29vn+5xW1vbIv0lq6ifnxBFkbRbISyLtFkhLIu0WSEsT363W88BA4j+azXJN26QdPYs8Zs3U6xnz3yrL78MaVWZ5cfvEpdcnMQHnbD1+RuACUcnsLrHatztM55XR4gnkZO2aXk/XeQjZ2dndTl12ICMpO0q7Orqmq8xCSGEEEIIIYQQQuSWxtYWny9GqeuhP/6IPjbOjBHlTgkXe95sUh6AxIcv4GldC4DQhFC+O/adOUMTApAkqxFPT0+1B+v9+/czLXfv3j112cvLK9/jEkIIIYQQQgghhMgtlyZNcGnTBgB9WDgRM383c0S5806zCrg62AAagq52xdkmZTjH9TfXs/POTvMGJ556MlxAGg4ODpQvX54bN25w8eLFTMul3VajRo2CCC3XtFptkZxhVGZPFcLySLsVwrJImxXCskibFcLyFHS7LfHJJ8Tt34+SnEzEvPk49+iBXdmyBVJ3XnGyhTcbl2Xarhvokt0pq/TlIrMAGH94PLU8auHh4GHmKEVRkpP2KUnWxzRv3pwbN26wc+dODAZDhmOzbt26FYBy5cpRpkyZgg4xSwEBAQQEBKjjy27btg0nJyczR5V/ZPZUISyPtFshLIu0WSEsi7RZISxPQbbbEk2aUGL3btDpuDhiBPcGDiywuvNKKR042VgTr9Nw7Hx5atWoRqDhMg8TH/Lh+g951flVc4coipC0Q4ZmR5Ksj3n11VeZN28eQUFBLF++nH79+hltv337NitWrACgb9++5ggxS0OHDmXo0KFER0fj7u5O+/btcXNzM3dYeU5mTxXC8ki7FcKySJsVwrJImxXC8pij3RpatuR2t+7oQ0NxuXSZFq6uODdrViB156WwYoH8sP0aClb48D8e2o0lKjmK89rzWNewpkPZDuYOURQR0dHRJpeVJOtj2rdvT/Pmzdm3bx9DhgzB2dmZHj16AHDp0iVeeeUVEhMT8fDw4JNPPjFztNkr6rOLFvXzE6IoknYrhGWRNiuEZZE2K4TlKdB26+6Oz4gR3BsxAoCIKd/j3rQpGju7gqk/jwxqVoH5h28THpvM9guJfPXKcH4+OxaAb098S8NSDfF09DRzlKIoyEnbLJITX40aNYpq1aqp/1J7nt65c8fo8Tb/Dvr8uKVLl1K2bFmioqLo2bMnJUqUwN/fnxo1anDu3Dns7e35888/KVGiREGelhBCCCGEEEIIIcQTcevaBcfnngMg+dYtHi5eYuaIcs7Jzob/taiorh8950+7su0AiEqK4uvDX6MoirnCE0+pIplkvX//PleuXFH/PXr0CEjpip/28Rs3bmS4f6lSpTh9+jRDhw6lePHiPHz4kLt372Jra0v37t05efJkpglaIYQQQgghhBBCiMJKo9Hg8+UXoNEAEB4QgC4szMxR5dxrDcvi42YPwLaLofQuM4ziDsUB2BO0h/U315sxOvE0KpJJ1smTJ3Pp0qVs/+3cuTPTY3h4eDBjxgzCwsK4f/8+t2/fJiYmhrVr11KjRo0CPBshhBBCCCGEEEKIvONYowbFXnoJAENcHKFTfzZvQLngYGvN0FaV1PXZe0MZ02iMuv7t0W8JiQsxR2jiKVUkx2T18/PDz88vT45lZWWFr69vnhzLHLRaLVqt1txh5LnUcyqK5yZEUSXtVgjLIm1WCMsibVYIy2Puduvx/lCit2zBEBND1OrVuL7UG4datcwSS269+Kwfv++5wb2oRHZfCeO95i/QuVxnNt3aRIw2hq8OfEVAqwA0//baFSKnctI+NYoMUlGkBAQEEBAQgF6v5+rVqyxduhQnJydzhyWEEEIIIYQQQohCptj+A3hv2ABAgr8/QUPeAyvLuun58AMNy29aA1DF3cCganFMi5lGjBIDQA/HHtS3r2/OEIUFi4+Pp1+/fkRFReHm5pZlWUmyFlHR0dG4u7sTHh6e7UVgibRaLdu3b6ddu3Yye6oQFkLarRCWRdqsEJZF2qwQlqcwtFtFq+XOS33Q3rwJgPc3E3Hr3t0sseSWVm+gwy8HCYpMAGDxoHro7C/xwZ4PAHCycWJl55WUdClpzjCFhYqOjsbT09OkJGuRHC5A/MfW1rZIf8kq6ucnRFEk7VYIyyJtVgjLIm1WCMtj1nZra4vvl18Q9NbbAET8/DPFOnTE2sXZPPHkgq0tfNS2Cp/8+Q8A03bdZMXgFrxY+UVWX1tNvC6er499zez2s7HSWFYvXWF+OWmbcnUJIYQQQgghhBBCPKVcmjTBpW0bAPRh4UT8/puZI8q5nnVLUdErJTF87NZDDlwPZ0S9Efg5p8zXczzkOMsuLzNniOIpIElWIYQQQgghhBBCiKeYz2efobGzAyBiwUKSb90yb0A5ZG2l4aO2VdT1H7ddxdnWmfFNxquP/XzyZ25H3zZHeOIpIUlWIYQQQgghhBBCiKeYnb8/xd98M2VFq+XBt9+ZN6Bc6FLLj2q+rgCcCXrE7iuhNPRryKtVXwUgUZ/I6AOj0Rv05gxTFGGSZBVCCCGEEEIIIYR4ynm++w42Pj4AxO7ZQ+y+fWaOKGesMujNqigKHz//Mf6u/gCcCTvDwosLzRWiKOJk4qsiTqvVotVqzR1Gnks9p6J4bkIUVdJuhbAs0maFsCzSZoWwPIWu3drZUeLjj3jw+SgAQiZNoky9emgsaDK91lWKU6OkKxfuxXDhXjQb/wmmQw0fxjUYx9s73kZBYcbpGTT2bUwF9wrmDldYgJy0T42iKEo+xiIKWEBAAAEBAej1eq5evcrSpUtxcnIyd1hCCCGEEEIIIYQo7BQF/99/x/FWytilYV06E9m8uZmDypkLkRr+uGwNgJ+jwsg6eqw0sDlhMweTDgJQyroU77q8i7XG2pyhCgsQHx9Pv379iIqKws3NLcuykmQtoqKjo3F3dyc8PDzbi8ASabVatm/fTrt27bC1oF/VhHiaSbsVwrJImxXCskibFcLyFNZ2m3jxIndf7QuKgsbZmbIb1mPj6WnusEymKAovzzrGmaAoAKb2qUXX2n4k6hLpt6Uft6JvATCk9hDervm2GSMVliA6OhpPT0+TkqwyXEARZ2trW6jerPNaUT8/IYoiabdCWBZps0JYFmmzQliewtZubevUodhLL/Hozz9R4uKInD6DkpO+MXdYOfJp+2q8NucoANP33KTbs6VxdXTlm6bfMGDzAAyKgT/O/0Hrsq2pWryqmaMVhVlO2qZMfCWEEEIIIYQQQgghVF4ff4SVqysAUatXk3D2rJkjypkmlUrwQvniANwMi2PtmXsA1PaqzaCagwDQGXR8ceALtPpCMiausHiSZBVCCCGEEEIIIYQQKpvixfH64H11PeSbb1AMBjNGlDMajYZP2lVR13/ZeQ2tPiX+9+q8R2WPygBcjbzK72d/N0uMouiRJKsQQgghhBBCCCGEMOLRty92lSoCkPjPWaLWrTNzRDnToEIJmlVOGUv2zsN4Vp28C4CdtR2Tmk7CRpMyguacc3M4H37ebHGKokOSrEIIIYQQQgghhBDCiMbWFp9Ro9T10B9/RB8bZ8aIcm54mt6s03deI0mnB6Ba8Wq8W+ddAPSKni8PfEmSPsksMYqiQ5KsQgghhBBCCCGEECIdlyZNcGnbBgB9WDgRv/9m5ohypm4ZD1pX8wbgXlQiK44HqdvervU21UtUB+Bm1E1mnJ5hlhhF0WFj7gBE/tJqtWi1RW8Q59RzKornJkRRJe1WCMsibVYIyyJtVgjLYynttsTwT4jbtx8lOZmI+Qtw7tkTu7JlzR2WyYa1qsCuy6EAzNh1nV51fHGwtQbg6wZf029LP7QGLQsuLKB5yeY86/WsGaMVhU1O2qdGURQlH2MRBSwgIICAgAD0ej1Xr15l6dKlODk5mTssIYQQQgghhBBCWKgSW7dSYtduAGKrVePemwPNG1AOzblixdmHKTdz9yyrp1XJ/1Jh+xL3sS1xGwAlrEow1HUodho7s8QpCp/4+Hj69etHVFQUbm5uWZaVJGsRFR0djbu7O+Hh4dleBJZIq9Wyfft22rVrh62trbnDEUKYQNqtEJZF2qwQlkXarBCWx5LarSE+ntvduqMPTekR6vdrAM7Nmpk5KtNdCYmh26+HURQo7mzLro+b4WyfcnO33qBn0PZBnIs4B8CrVV5lZL2R5gxXFCLR0dF4enqalGSV4QKKOFtb20L/Zv0kivr5CVEUSbsVwrJImxXCskibFcLyWES7dXfHZ8QI7o0YAUDElO9xb9oUjZ1l9Pis6V+crrVLsv6fezyM07L0RDBDWlYCwBZbJjWbRJ/1fUjUJ7L86nLalWvHC34vmDlqURjkpG3KxFdCCCGEEEIIIYQQIktuXbvg+NxzACTfusXDRYvNHFHOfNS2MlaalOU/9t0kJvG/sTbLuZfjw+c+VNe/OvgVcdq4gg5RWDhJsgohhBBCCCGEEEKILGk0GnxHfwmalExl+K+/ogsLM3NUpqvo5ULPuqUAeBSvZe6BW0bb+z3Tj3o+9QC4F3eP749/X9AhCgsnSVYhhBBCCCGEEEIIkS2H6tUp9tJLABji4gid+rN5A8qhD9tUxvrf7qyz99/kUXyyus1KY8X4JuNxtHEE4K9rf3Eg+IBZ4hSWSZKsQgghhBBCCCGEEMIkXh9/hJWrKwBRq1eTcPasmSMyXdkSzrxcrzQAMUk6Zu2/abTd39WfT+t9qq6PPTSW6OToAo1RWC5JsgohhBBCCCGEEEIIk9gUL47XB++r6yHffINiMJgxopx5v3Vl7KxT0mHzDt4iIjbJaHufKn1o5NcIgND4UL479l2BxygskyRZhRBCCCGEEEIIIYTJPPr2xa5SRQAS/zlL1Lp1Zo7IdKWKOfLqC/4AxCfrmbnPuDerRqNhfJPxuNi6ALDuxjp239ld4HEKyyNJViGEEEIIIYQQQghhMo2tLT6jRqnroT/+iD42zowR5czQVpWwt0lJiS08fIvQ6ESj7b7Ovnz2wmfq+teHv+ZR4qOCDFFYIBtzByDyl1arRavVmjuMPJd6TkXx3IQoqqTdCmFZpM0KYVmkzQpheSy93dq/8ALOrVsTt2sX+rBwQgMC8Bz+sbnDMklxR2v6veDPvEO3SdQamL7rGmO6VDMq07lMZ7YFbmP/vf1EJEYw4fAEvm36rZkiFuaSk/apURRFycdYRAELCAggICAAvV7P1atXWbp0KU5OTuYOSwghhBBCCCGEEEWMbUQEZX+aipVOh2Jtza2PP0Lr5WXusEwSo4Xxp6xJNmiw1ih8VVePh/1jZQwxTIuZRoKSAMArTq9Qy66WGaIV5hIfH0+/fv2IiorCzc0ty7KSZC2ioqOjcXd3Jzw8PNuLwBJptVq2b99Ou3btsLW1NXc4QggTSLsVwrJImxXCskibFcLyFJV2GzFtOpGzZgHg1Lw5JQNmmDki0/2w7Roz9wcC8Gr90kzoXj1dmS23tvDFoS8AKGZfjD87/0kJxxIFGqcwn+joaDw9PU1KsspwAUWcra2tRb9ZZ6eon58QRZG0WyEsi7RZISyLtFkhLI+lt1vv9/5HzLp16B48IH7fPpIOHcKlRQtzh2WS/7WsxJJjQcQm6Vh1MpihrSrjX9z4buCulbqyO3g3229v51HSIyadmMQvrX5Bo9GYKWpRkHLSNmXiKyGEEEIIIYQQQgiRK1ZOTnh/+qm6/mDytyjJyWaMyHQeznYMaloeAJ1BYdrOa+nKaDQaRjccTXGH4gDsDtrNhpsbCjROYRkkySqEEEIIIYQQQgghcs2taxccn3sOgORbt3i4aLGZIzLdW03L4+6Y0lvxr1N3uRkWm65McYfifNXwK3V98tHJPIh7UGAxCssgSVYhhBBCCCGEEEIIkWsajQbf0V/Cv7fQh//6K7qwMDNHZRp3R1vebV4BAIMCv2TQmxWgbdm2dKnQBYAYbQxjD49FpjkSaUmSVQghhBBCCCGEEEI8EYfq1SnWpw8Ahrg4Qn+aauaITDewcTmKO9sBsO6fe1x9EJNhuVEvjMLL0QuAg8EHWX1tdYHFKAo/SbIKIYQQQgghhBBCiCfm9dGHWLm6AhD1998knD1r5ohM42xvw/9apPRmVRT4ecfVDMu527szrvE4dX3K8SkExwYXRIjCAkiSVQghhBBCCCGEEEI8MZvixfH64H11PeSbb1AMBjNGZLoBDcvh5WoPwKZzIVy4F5Vhuealm9OrUi8A4nXxjDk4BoNiGeco8pckWYUQQgghhBBCCCFEnvDo2xe7ShUBSPznLFFr15k5ItM42lkztGVFdX3q9ox7swKMqD8CX2dfAI6FHGP55eX5Hp8o/CTJKoQQQgghhBBCCCHyhMbWFt8vvlDXQ3/6EX1snBkjMt2rL5TBz90BgB2XQjkT9CjDcq52roxvPF5d//nUz9yJvlMQIYpCTJKsQgghhBBCCCGEECLPODdujEvbNgDow8KJ+P03M0dkGgdba95vXUld/ymL3qyNSjbilaqvAJCgS2D0wdHoDfp8j1EUXjbmDkDkL61Wi1arNXcYeS71nIriuQlRVEm7FcKySJsVwrJImxXC8hT1dlti+CfE7duPkpxMxPwFOPfogV25cuYOK1s9a/vy2+7r3H2UyL6rYRy+Hkq9sh4Zlv2g9gccDD7I3di7nA49zYLzCxjwzIACjljkp5y0T42iKEo+xiIKWEBAAAEBAej1eq5evcrSpUtxcnIyd1hCCCGEEEIIIYR4ypTYupUSu3YDEFutGvfeHGjegEx0JFTDshvWAFRyM/BBjcwntrqlu8Wc2DkoKNhgwxDXIXhbexdUqCKfxcfH069fP6KionBzc8uyrCRZi6jo6Gjc3d0JDw/P9iKwRFqtlu3bt9OuXTtsbW3NHY4QwgTSboWwLNJmhbAs0maFsDxPQ7s1xMdzu1t39KGhAPhN+wXnVq3MHFX2dHoDnaYf4lZEPAAL33yeRhVKZFr+x5M/suTKEgBqFK/BvPbzsLGSm8eLgujoaDw9PU1KssorXsTZ2toW2TdrKPrnJ0RRJO1WCMsibVYIyyJtVgjLU6Tbrbs7PiNHcu/TTwEImzQZ18aNsXZxMXNgWbO1hY/bVeHD5WcA+GXXTZpV8UGj0WRY/qN6H3Hw/kFuRd/iwsMLLLqyiHdrv1uAEYv8kpO2KRNfCSGEEEIIIYQQQoh84dalM85NmwKgCwkh7KepZo7INF1rl6Syd0oy+OTtSPZeDcu0rIONA980/QYrTUqa7bd/fuPKwysFEqcoPCTJKoQQQgghhBBCCCHyhUajwXfcWDSOjgBELltG/KnTZo4qe9ZWGj5uV0Vd/2n7VbIacbO2V23erPEmADqDjumnp+d7jKJwkSSrEEIIIYQQQgghhMg3dqVL4zVsWMqKonB/zFcYkpPNG5QJOtbw5Rm/lHE4z96NYvvFB1mWH/LsEHycfAA4GHyQh4kP8z1GUXhIklUIIYQQQgghhBBC5KviA17DoWZNAJKv3yBi1iwzR5Q9KysNnzzWm9VgyLw3q521HV0qdAFAp+jYErgl32MUhYckWYUQQgghhBBCCCFEvtLY2OA3cQJYWwMQ8ftMkm7cMHNU2WvzjDd1/IsBcDkkhs3nQ7Is37VCV3V5482N+RmaKGQkySqEEEIIIYQQQggh8p1DtWqUGDQIAEWr5f5XY1AMBjNHlTWNRsPwNL1Zp+64ij6L3qyVPSpT1aMqAGfDz3I7+na+xygKB0myCiGEEEIIIYQQQogC4Tl0CLZlywCQcOoUj1asMHNE2Wte2ZN6ZT0AuB4ay/p/7mVZPm1v1g03N+RrbKLwkCSrEEIIIYQQQgghhCgQVg4O+H09Xl0P/eFHtA+ynlDK3DQaDcPb/9eb9ecdV9HpM++B27lCZzRoANhwYwOKknnPV1F0SJJVCCGEEEIIIYQQQhQY54YNcH+pNwCGuDhCvh5f6BORjSt60rhiCQBuRcSz+lRwpmW9nbxp4NcAgLuxd/kn7J8CiVGYlyRZhRBCCCGEEEIIIUSB8hkxAmtPTwBid+0iZus2M0eUvU/S9Gb9Zec1knWZ92aVIQOePpJkFUIIIYQQQgghhBAFytrdHd/RX6rrId9MRB8VZcaIsvd82eK0qOIFQPCjBFaeCMq0bNuybXGwdgBgy60taPXaAolRmI8kWYUQQgghhBBCCCFEgXPt0AGXVq0A0IeFE/rDD2aOKHvD2/3Xm3XGruskavUZlnO2daZVmZRzi0qK4kDwgQKJT5iPJFmFEEIIIYQQQgghRIHTaDT4jh2DlbMzAI/+XEXc0WNmjiprdfyL0fYZHwBCohNZevROpmVlyICni425AxD5S6vVotUWvS7pqedUFM9NiKJK2q0QlkXarBCWRdqsEJZH2u2/SpSg+IcfEj5pEgD3x4zBf9WfWDk4mDmwzA1rVYEdlx4A8Oue67xU1w9HO+t05ep51cPD3oPIpEj2BO3hYdxDXO1cCzha8SRy0j41SmGfvk3kSEBAAAEBAej1eq5evcrSpUtxcnIyd1hCCCGEEEIIIYQQGTMY8P/tdxzvpPQKjWjVioiOHcwcVNbmXbXiTETKDeLdy+hpUyrj9NqG+A0cST4CQE/HntSzr1dgMYonFx8fT79+/YiKisLNzS3LspJkLaKio6Nxd3cnPDw824vAEmm1WrZv3067du2wtbU1dzhCCBNIuxXCskibFcKySJsVwvJIuzWWfOMGd17qAzod2Njgv3w59lWrZL+jmVwLjaXLjEMoCng42bJreDNc7NPfMH4h4gIDtg4AoJ53Pf5o+0dBhyqeQHR0NJ6eniYlWWW4gCLO1ta2SL9ZF/XzE6IoknYrhGWRNiuEZZE2K4TlkXabwrZaNTwHDyY8IAB0OsK+/ppyy5ehsU5/G35hUL2UBz3qlGTNmXtExmtZcuwu77eunK5cHZ86lHMrx63oW5wIPUF4Ujh+Ln5miFjkRk7apkx8JYQQQgghhBBCCCHMrsTgd7GrWBGAxHPniFy82MwRZe3DtlWwttIA8Me+m0QlpB+/U6PR0KVCF3V9U+CmAotPFCzpySqypCgKOp0OvV5v7lCMaLVabGxsSExMLHSxCSEyJu1WCMsibRasra2xsbFBo9GYOxQhhBDiqWBlZ4ffhPHc7tcfgNCff8GlTVvsSpcyc2QZK+/pTO/nSrHyxF2iE3XM2X+T4e2rpivXpUIXAs4EALDh5gYG1Rwk3y+KIEmyigwpikJkZCSPHj0iKSnJ3OGkoygKvr6+BAUFyRuTEBZC2q0QlkXabAp7e3uKFSuGh4fHU/08CCGEEAXF6bnn8OjXl8ily1ASEggZNw7/WX8U2s/hD1pX5u/TwWj1CnMP3uLNJuXxcLYzKuPv6k9d77qcDj3N9UfXuRJ5hWrFq5kpYpFfJMkqMvTgwQMiIyNxdXXFy8ur0PXiMBgMxMbG4uLigpWVjHohhCWQdiuEZXna22zq3TxRUVE8ePCA5ORkfH19zR2WEEII8VTwGj6cmJ270D14QNyBA0Rv2IB7t27mDitD/sWdeLmeP0uO3iE2ScfMfTf5vFP6BGrXCl05HXoagA03NkiStQiSJKtIJyoqisjISPz8/ChWrJi5w8mQwWAgOTkZBweHp/IPPyEskbRbISyLtNkUrq6uREZGEhISgqOjI+7u7uYOSQghhCjyrF1c8B07hrtDhgLwYNJknJs2xcbDw8yRZez91pX48+RdknUGFhy6xVtNy+Plam9Upn3Z9kw+NhmdQcemwE18/PzHWFsVzkm9RO48vd+YRaaio6NxcnIqtAlWIYQQQoiC5OHhgZOTE9HR0eYORQghhHhquLZujWuHDgDoIyMJ/fZbM0eUOT93R/o3KANAglbPb3tupCtTzKEYzUo1AyAsIYyjIUcLNEaR/yTJKowYDAbi4uJwcXExdyhCCCGEEIWGi4sL8fHxGAwGc4cihBBCPDV8R3+JlZsbAFFr1xF74KCZI8rcey0r4mCbkmZbfPQ2IVGJ6cp0q/jfkAcbb24ssNhEwZAkqzCi0+lQFAUHBwdzhyKEEEIIUWg4ODhgMBjQ6XTmDkUIIYR4ath4eeEzcoS6HjJ2LIb4eDNGlDlvVwfeaFQOgGSdgd/3pu/N2rx0c1xtXQHYcXsH8drCeS4idyTJKoyk9s54msdeE0IIIYR4XOp3I+nJKoQQQhQs9969cXrhBQC0wcGETZ9h5ogyN7hFRRxtU8ZZXXXyLrFJxj/O2lvb075cewDidfHsCdpTwBGK/CSZNJEhjUZj7hCEEEIIIQoN+W4khBBCmIdGo8Fv/Ndo7OwAeLhgAQnnzps5qowVd7ajZ91SAMQm6fj7dHC6Ml0qdFGX199cX2CxifwnSVYhhBBCCCGEEEIIUWjZlSuH59ChKSsGA/fHjEHRas0bVCYGNCyrLi8+fBtFUYy2P+/zPH7OfgAcvneY8ITwAo1P5B9JsgohhBBCCCGEEEKIQq3EoDexr1oVgKRLl4iYP9+8AWWiekk36pX1AODKgxiOBT402m6lsVJ7s+oVPVtvbS3wGEX+kCSrEEIIIYQQQgghhCjUNLa2+E2cAP+Okx4+I4Dk27fNHFXGBjT6rzfroiPpY+xaoau6vOHGhgKJSeQ/SbIKIQqNCxcusGHDBrZuzfiXvOy2CyGEEEIIIYQouhxr1aL4gAEAKElJ3B8zNt3t+IVBx5q+eLqkjCG75XwIodGJRtsrFqvIM8WfAeB8xHkCowILPEaR92zMHYAQT7MbN25w6dKlDLdZWVnh7OxM6dKlqVChwlMx4cZvv/1GQEAA7u7uPHr0KMfbLV1MTAxnzpwhKioKgCpVqlClSpVcH+/27dvcvXuX5ORk/P39KVu2LLa2tnkVboaio6MJDAwkLCwMe3t7vL29qVSpEtbW1rk+5sOHDzl06BCQ0i46d+5s0n43b97k4sWL6rq3tzcv/DsraXa2bNmCTvffTKBNmzalWLFipgcthBBCCCGEyBdeHw4jZscOtMHBxB89StTq1RTr3dvcYRmxt7Hm1fplmLH7OjqDwvLjQQxrU9moTNcKXbn0MCUfsOHmBj6o+4E5QhV5SJKsQpjRn3/+yahRo7It5+npyWuvvcbo0aMpUaJEAUQmCkJcXBxz587lxIkTHD9+nCtXrmAwGNTtY8eOZdy4cTk6ZmJiIlOnTmXu3Llcv37daJubmxs9evRg+PDhPPvss3lwBikMBgOLFi1i1qxZHD161Cg5CeDh4UGHDh0YOXIk5cuXz/Hxp02bxtdff62u79mzhxYtWmS73+rVqxkxYoRRHPfu3cPBwSHL/U6ePEmnTp2MHjt8+DANGzbMYeRCCCGEEEKIvGbl5ITvuHEEvfMOAA+mfI9L8+bYeHmZOTJjfRuU4dc91zEosPToHYa0rIiN9X83lHcq34kfT/6IQTGw8eZG3n/2/aeic1VRJklWIQqJ+vXr4+3tra4bDAYiIiI4e/Ys4eHh/Pzzz6xevZq9e/dSrlw58wVqRjVr1qRLly64uLiYO5Q8cf/+fYYNG6auu7i4UKZMGaPelzkRGBhIhw4duHbtGgCurq7UrFkTV1dXwsLCuHjxIosWLaJChQp5lmQNDAykV69e/PPPP+pjVapUoXTp0iQmJnLt2jXCwsJYvnw5K1as4N1332X69OlYWZk2Wo3BYGDevHlGj82ZM8ekJOvjIiMj+fvvv+nbt2+W5WbPnp3jYwshhBBCCCEKjkuzprh170b0uvUYoqIImTSJ0lOnmjssI6WKOdLmGR+2X3xASHQiOy49oGNNP3W7l5MXDf0acujeIYJjgzkTdoa63nXNGLF4UjImqxCFxJgxY9iwYYP6b9OmTRw9epTQ0FAGDhwIwJ07dxg6dKh5AzWj//3vf2zYsIHly5ebO5Q84eLiwvvvv8/8+fM5f/48UVFRzJw5M1fHCgkJoVmzZly7dg13d3dmzZpFeHg4hw4dYuvWrZw6dYqIiAgWL15M3bp588F9+fJlGjRooCZYBw4cyM2bN7ly5Qo7d+7k4MGDhISEsH37dmrVqoWiKMycOZM+ffoY9djNyrZt27hz5w4ATZo0AWDVqlXqkAqmqlw55dacOXPmZFkuISGBZcuWATzRUA1CCCGEEEKI/OXz+edY/zukV8zmLcTs2m3egDLwepoJsBYeznoCrPU31hdITCL/SJJViELO1dWVWbNmqbdZb9myhdjYWDNHJfKCr68v06dP54033qBGjRom9+7MyNtvv01wcDB2dnZs376dt99+Gzs7O6Myzs7O9O/fnx49ejxp6MTHx/PSSy8RFhYGwIwZM5g3b1664QCsrKxo27YtR48epU2bNgCsXbuWiRMnmlRPalK0QoUKLFiwAI1GQ0JCAkuXLs1RvIMGDQJg165dBAZmPqh8agLXxcWFPn365KgOIYQQQgghRMGxKV4cny/+G34vZPx49IXsb+UmFT0p7+kMwKEbEVwPjTHa3qZMGxxtHAHYemsryfrkAo9R5B0ZLqCI02q1aLXaHJVXFAWDwWByTzNzSJ09MDVWS5V2FsSsnnMrKyuef/55AgMDMRgMhIWF4eTklOlxHz16RHBwMCEhIVhbW+Pj40PVqlVNTuIpisKNGze4e/cuOp0Ob29v/Pz88MrBGDfJyclcvHiR8PBwHBwcqFSpEr6+vtnWmyqj5+LChQsEBgZia2tLhw4d0m0/efIk9+/fx9nZmVatWqmP37lzh5s3b2JjY8MzzzyT43Ftc3MuuZX2vE29vg8ePMjGjRsBGD58OM8//3y+t4vp06dz4cIFAN544w3ee++9LOu0t7dn6dKl1KpVi9DQUCZOnMjAgQMpXbp0pvuEh4ezbt06AN566y3Kly9PmzZt2LFjB7Nnz2bw4MFZxpj2emrevDmVKlXi+vXrzJ0712iM17RShwp45ZVXcHZ2Vh8v7O+JQuSHovJZm1cMBgOKoqDVap9oMj8h8kvqd/6cfPcXQpiXtNsn59ixI05r1xJ/8BC6kBAe/PgTXl9kP+9JQepbvzSTNl8BYMGhW4zpUk3dZostLUu3ZPOtzUQnR7Pn9h5a+bfK7FDCDHLSPiXJWsQEBAQQEBCAXq8HUm61zSoZ9zgbGxt8fX2JjY0lObnw/4ISExOTfaFCLDExUV2Oj48nOjo607J3794FUhKuzs7O6cpev36defPmsXPnTq5cuZJuf1dXV/r06cMXX3yRaZIxKSmJX375hblz5/LgwYN02ytVqkT37t0ZNmwY7u7uGR7j6tWrTJkyhc2bNxMfH68+rtFoqFevHmPHjlVv+35c6jWnKEqGz8W0adOYPXs2bm5u3L6d/laLiRMnsm7dOsqXL8+pU6c4d+4cI0aM4OjRo2oZKysrunbtyg8//JBt0vhJziW34uLi1OWkpKQsr4lUAQEBalz9+/c3aZ8nodfrmfrveEc2NjZ8/vnnJtVpZ2fHhx9+yJdffolWq+X7779nwoQJmZb/448/SE5OxsbGhhdffJHo6Gj69+/Pjh07OHXqFAcOHKB27dqZ7p+2fcXFxdG3b18mTJjA3Llz+fjjj9P96HDz5k327dsHpCRZDxw4YLR/fj+vQhRWlv5Zm1eSk5NJSEhg37596Sb4E6Iw2b59u7lDEELkkLTbJ2PTtCnljh3HSqvl0fLlnCtWjMRyZbPfsYC46sDWyhqtQcOfx29Ty3AT+zS/13pp//u7dO6RuSScSzBDlCIzaXMB2ZEkaxEzdOhQhg4dSnR0NO7u7rRv3x43NzeT909MTCQoKAgXF5dsZ+A2J0VRiImJwdXV1aJn30v7HDs5OWX6Wu3Zs4cTJ04A0LlzZzw9PdOVOXz4ML/++isajQZfX1/8/PwoUaIEDx8+5ObNmzx69Ii5c+eydetWDh48iL+/v9H+iqLw6quvsnXrViDl1vJq1arh4eFBZGQkwcHBXL9+nZ9++on+/fun2x9g5cqVDBo0iISElA8Ff39/qlSpQnx8PCdPnuT48eN0796dgIAA3n333XT7p97ertFoMnwusttuY5PylmZlZcWZM2fo0qULOp2Ohg0b4uzszPnz53nw4AHr1q3j2rVrHD9+HEdHxwyf8yc9l9xK23vS3t7epPabmgysXr061atXB1Imebpy5QqxsbF4eXlRo0YN9fl5UsePH1eT8G3btjV57FJFUXjllVcYPXo0iqKwc+dOfvnll0zLpw4J0KVLF7WOvn378tlnnxEaGsqKFSto2rRppvunbV/Ozs4MHjyYSZMmce/ePY4cOULHjh2Nyq9YsQJIeR7btGmjtrnU/XPyXipEUVBUPmvzSmJiIo6OjjRv3rxQf0cSTy+tVsv27dtp164dtra25g5HCGECabd5J1JvIOKHH9AoCpW2bcN/5Qo0jw2fZk6nDRdYeTKYRL2GRN9a9Kr/39/T7Q3t2bhmIxGJEVzVX6Vp26a42cnfHoVFTjrbSJK1iLO1tc3Rm7Ver0ej0WBlZfVE40Pmt9TbFlNjtVRp/2g9efKk0bkYDAYePnzIoUOHWLRoETqdjmrVqjFt2rQMz/mZZ54hICCAnj17UrJkSaNtycnJ/Pnnn3zwwQcEBwczZMgQ9fbyVGvWrFETrCNGjGDs2LFGCT9I6em3YsUKihcvni6G/fv3M2DAAHQ6HSVLlmTevHm0b99e3Z46gdfmzZt5//33efbZZ2nYsGGmz0dG52jq9piYGPr160fv3r35+eefKV68OAA6nY4RI0bw888/c+nSJX755Re++OKLdMfJi3PJrbTnZcr1ff/+fYKDgwGoW7cuwcHBfPLJJ6xZs8botgYXFxcGDBjAuHHj8Pb2fqIYjxw5oi43adLE5DZoMBgoUaIElStX5urVq1y6dIlHjx6pr09aBw8e5NKlSwAMHjxYrcPe3p433niD77//nqVLl/Ljjz9mmux4/HopVaoUnTp1YsOGDcydO5fOnTur23U6HYsWLQJShiawsrJKt78lv9cIkRtF5bM2r6S+L+T0u5UQBU2uUSEsj7TbJ+c18A3itmwh8fx5km/cIGr+fLwK0aTRrzcuz8qTKX+3LT12lwGNyqt/b9hiS6fynVh8aTFag5bdwbt5qcpL5gxXpJGTtinfmIUoJMaPH0+3bt3Ufz169ODNN99k1qxZKIrC5MmTOXnyZLqJhVK1bduWIUOGpEuwQkoP0P79+6u9Bjdt2sT9+/eNyhw8eBCAYsWK8d1336VLsELK5EOjRo2iXLlyRo8risKQIUPQ6XQ4OTmxc+dOo6QkgLe3N3///TfVqlVDr9dnmNzMK6GhoTz77LMsXLjQKIFnY2PDjz/+SNWqVQFYsmRJun0L27lkJ+2wDjExMTz//PP8+eefODo60qJFC1q2bEmxYsWIjY3lt99+4/nnn+fatWtPVOe9e/fU5cyux6ykvX4evw5TpU545e/vn2783XfeeQdIGXv4r7/+ylHdb7/9NgDr1q1TJ+2C/9qEnZ0dr7/+eo6OKYQQQgghhDAvjY0NfhMnwL/jpkf8PpOkGzfMHNV/apZy57kyxQC4HBLDiduRRtu7VuyqLm+4uaEgQxN5SHqyilzrNv0AYTFJZqpdwaAoWGk0QP7ewujlas/6DzK/JTmv1K9fP10Pw5iYGC5dukRYWBhffPEFhw8fZsGCBRQrVizLY2m1Wq5du0ZoaChxcXHq5CWpt75DSs/Zrl3/eyNP7bGUnJysDjdhqgMHDnD+/HkA/ve//1GtWrUMy9nb2zNy5EgGDRrE7t27CQoKynDYgbwwduzYDB+3srKiZ8+efPfdd1y+fJn4+HijcYsL47lkJSoqSl1eu3YtkNITefz48WoPz6SkJCZOnMjEiRO5e/cuvXr14p9//sn1xC2Rkf99IcjJdZIq7fX78OHDdNtjYmJYuXIl8F+v0rQqV65MixYt2Lt3L7Nnz6Z///4m192lSxd8fX0JCQlh0aJFDB8+HPhvwqvu3btnOByHEEIIIYQQonBzqFaNEoMGETFrFopWy/2vxlB28SI0heSOnAGNynLqziMAFh2+Tf1y/3UIql68OuXdyxMYFcjJBye5F3uPki7pO1CJwk2SrCLXwmKSCIlOzL6gMMmYMWOMkp6pDAYDq1at4q233mLdunU0bdqUI0eO4OLikq7s2bNnGT9+PBs3bjSa9CcjERERRutNmzblp59+Ij4+nubNm/PZZ5/RqVMnPDw8so199+7d6vKLL76YZdnWrVury4cPH86XxKSzszP169fPdHvFihWBlOc2PDycMmXKqNsK27lk5/FbF15++WWmTJli9Ji9vT0TJkzgzp07LFy4kAsXLvDnn3/y6quvqmX27NlDbGxshnVUrlxZ7f0LGI1jm911lpG0yf6MxoldtmwZcXFxWFtb89Zbb2V4jHfffZe9e/eyd+9erl+/TqVKlUyq28bGhtdff50pU6YwZ84chg8fzv3799m8eTNApvUJIYQQQgghCj/PoUOI3rYV7e07JJw6xaMVK/Do29fcYQHQuZYfEzZc4mFcMpvP3ycspjpervZAyvBMXSt0Zfrp6QBsvLmRd2q/Y85wRS5IklXkWuqbgXkUbE9Wc7KysuLll18mOjqad955hwsXLjBlyhTGjx9vVO7vv//mlVdeUcfhdHNzo1KlSnh4eKg9GhMSEti1axeA0XidAD169KBnz56sWbOGs2fP0r9/f6ysrKhevTqNGzemdevWdOnSJcPk7p07d9Tlu3fvsmXLFgC1B23a/9PWGxQU9ETPTWa8vLyyHD8wbZIwbcIPCt+5ZOfxyZg++uijTMsOHz6chQsXAim3x6dNsv7vf//jypUrGe735ZdfMnHiRHU9bU/PtLfcmyrtPl5eXum2p/YqrVq1KmfOnOHMmTPpytjb22NjY4NOp2Pu3LlMmjTJ5PrfeustpkyZwsWLFzly5Ah79uxBp9Ph7++fbmgIIYQQQgghhOWwcnDA7+vx3Bk4EIDQH37EpXVrbH18zBsYYG9jzSv1/fltzw20eoUVx+/wfuvK6vYuFbqoSdb1N9fzdq23ZfJRCyNJVpFrBXELfWYMBgPR0dG4ubk9NZNxvPrqqwwePBiDwcCff/5plGSNjIxk0KBBaLVaypcvz6xZs2jVqlW65+batWuZzgRvZWXFX3/9xaJFi5g5cyZHjx7FYDBw/vx5zp8/zx9//IG7uzujR4/m008/Ndo3Pj7eKE5Tpb3VPS/l5Db41KRpqsJ2LtkpXbq00fqzzz6badnatWurickbj41P1KpVq0x7gz4+ZELt2rXV5ZMnT+YoXr1ez9mzZwFwcnKiQoUKRtvPnTvH8ePHAbh48SLdunXL9pjz589nwoQJJr/uVapUoVmzZuzfv5/Zs2ezb98+AN58882n5v1ECCGEEEKIosq5YQPcX+pN1Kq/MMTFETJ+AqVnTC8UCcv+Dcrw+94bKAosOXqH/7WoiI11yt8gpVxK8Zz3c5wKPUVgVCCXHl6ieonqZo5Y5IQkWYWwEC4uLhQrVoyHDx9y/fp1o20bN27k0aNHQErCqXnz5hkeI7NJhlJZWVnxxhtv8MYbbxAdHc2hQ4c4cuQIu3bt4sCBA0RFRTFixAisrKzUsSwBSpQoAaTc4pB2xvbsZJbwNSdLO5dixYrh7++v9qS1t8+853XqrNg6nY6kJOPxlH/77TeT62zevDnW1tbo9Xo2bdqETqfL8Lb/jOzdu1dNZLdt2zZdUjO1F6unpycNGjTI9nibN2/m/v37bNq0yaSEbKq33nqL/fv3M3/+fPR6PRqNhjfffNPk/YUQQgghhBCFl8+IEcTu2Ys+PJzYnTuJ2bYdtw7mv2uttIcTbap5s+NSKPejEtl5OZQONXzV7V0rduVU6CkgZQIsSbJaFkmyCmEhFEVRk1OPj8OZtldi48aNMz3G/v37Ta7Pzc2Njh070rFjR8aNG8e5c+do1aoVERERzJgxwyjJWrduXTXGmTNnUqpUKZPrKWws8VxatWqlDgNw584dypUrl2G5sLAwdXgEPz+/XNfn4eFBnz59WL58Offv32fZsmUMGDDApH1nzJihLg/89xaeVElJSSxevBhISYJ+++232R6vSZMmHDp0iNmzZ+coydqnTx+GDRtGdHQ0AG3atMn0eRNCCCGEEEJYFmt3d3xHf0nwRx8DEDJxAs4NG2Cdi4l789qARuXYcSkUSJkAK22StX3Z9kw+OhmtQcumm5sY/vxwbKwkdWcp5L5IISzEsWPH1EmG0k5CBMaTB2XWWzUuLo6ZM2fmuv5atWrRsWNHAIKDg422de3aVR3ndNasWbmuozCwxHPp37+/urx69epMy/3111/qcma9nU315ZdfYmdnB6SM9Zp2LNvM/PHHH+rEYi+88AI9e/Y02r569WoePnwIpIwRbIrUcps2bcq2p3ZaTk5OjB49mi5dutClSxc++eQTk/cVQgghhBBCFH6uHTrg0qoVAPqwcEJ/+MHMEaVoVsmTsiWcADhwPZwbYf9NQOxu706L0i0AiEiM4Oj9o2aJUeSOJFmFsAAxMTF8/PHH6nq/fv2Mtj///PPq8o8//phu/6SkJF577bUsJym6ceMGOp0u0+3R0dEcO3YMIN3Ynd7e3mrP1kmTJrFo0aIsziZFZpMsmZslnkv79u1p1qwZAOPHj+f8+fPpyly+fJnRo0cD4OrqyqBBg56ozpo1a/LTTz8BEB4eTvPmzTl6NOMvAAaDgalTpzJ06FAgZYiDRYsWpRsTKXWoAB8fHxo2bGhSHKmJWp1Ox4IFC3J0DiNGjGDDhg1s2LBB/QFBCCGEEEIIUTRoNBp8x47BytkZgEd/riLu6DEzRwVWVhpea1BWXV985LbR9q4VuqrLG25uKLC4xJOTPsdCFBKpk/2kFRsby7lz51i4cCF3794FoEGDBgwbNsyoXLt27ahVqxbnzp3jl19+4fLly/Tq1QtPT0+uXr3KnDlzuHHjBtOnT+eDDz7IsP4PP/yQffv20bJlS+rWrYuvry8+Pj7Ex8dz9epVFi9eTGBgIACff/55uv2//vprzp8/z9q1a3n99df55Zdf6NatG1WqVMHR0ZHw8HBCQ0O5du0a27ZtIy4uTh1HtrApyHM5fPgwERER6vrFixfV5atXr7Jhg/GHapcuXTIcsH3u3Lk0adKE0NBQGjRowNtvv03jxo3RaDQcOXKEWbNmERsbi0ajYe7cuerYs09i6NChJCQk8Nlnn3H79m0aNWpEhw4d6NixI6VKlSIpKYnLly/z559/qoloHx8f1q5dm24M25s3b6q9XLt3727yoPRVqlShWrVqXL58mTlz5mR4bQohhBBCCCGeTra+vnh9MpwH4ycAEDJmDOXXrsHKwcGscfWpV5oftl0hSWdg1cm7jOhQFSe7lBRds9LNcLVzJSY5hp13dhKvjcfJ1sms8QrTSJJViEJi/PjxWW5PnZRq6tSp6SY3sra2Zs2aNXTp0oXLly+zdetWtm7dqm53dHRk0aJFNG3aNNMka+XKldm2bRvr169n/fr1GZYpVqwYP/zwQ4bjb1pbW7N69WqmTJnCd999x8mTJ7Oced7UnormUJDnMmrUKPbu3ZvhtmXLlrFs2TKjx7RabYaTTFWqVIk9e/bw+uuvc+LECaZNm8a0adOMypQsWZI//viDLl265Drex3366ae88MILfPbZZxw5coQtW7awZcuWdOVsbGx4/fXXGTVqFBUqVEi3fe7cuSiKApg+VECqHj16cPnyZa5fv87evXtp0aJF7k5GCCGEEEIIUeR4vPoq0es3kHD6NMm3bxP+2+94f/yRWWMq5mRH9zol+fPkXWISdaw7c49XXygDgJ21HR3KdWDV1VUk6BLYeWcn3SqaPv+EMB9JsgphRpUqVco04aXRaHBwcMDT05M6derQtWtXSpcunemxKlSowD///MOff/7J3r17CQ8Pp0SJEtSqVYu+ffvi5eVFaGioWl+ZMmWM9p86dSoTJkxg7969nDp1inv37hEaGoqNjQ2lSpWifv36dO3aFVdX10xjsLKy4vPPP+f9999n8+bNHD58mJCQEJKSkvD09MTb25tq1arRpk0bfH190+1fs2ZNunTpgouLS4bHz257vXr1SExMpGTJkpnGCFC6dGn1ecjsWE96LqZq1KhRpjFkFldmnnnmGY4ePcru3bvZsmULd+/eRafTUbJkSZo1a0a3bt3SJejzQvPmzTl8+DDnzp1j27ZtXLt2jfDwcBITE9mxYwdJSUk4Ozvz+eef4+npmeExwsPD6dKlC9bW1rRt2zZH9fft21cdIuHSpUtqkrVixYrq6+zh4ZHj80rbPnOzvxBCCCGEEML8NFZW+E0Yz81eL4JWS8ScObh17oTDY3OdFLTXG5Xjz5Mpd6wuPHybV+r7q3f0davQjVVXVwGw8eZGSbJaCI2S2nVIFCnR0dG4u7sTFRWFm5ubyfslJiYSGBhI+fLlcTBz9/msGAwGoqOjcXNzyzLpJIQwr19//VUdi7VOnTps3rwZHx8fabdCWAD5rDVmKd+RxNNLq9WyadMmOnfujK2trbnDEUKYQNptwQqbPoPwgAAAHGrVotzyZWisrc0aU4+Ag/wT9AiAv95rzPNlUzp3GBQDnVd3Jjg2GCuNFTv77MTTMeMOKyJ/5SS/Jt+YhRBC5JshQ4bw8ssvA/DPP/+ok4oJIYQQQgghREEqMfhd7CpWBCDx3DkiFy82c0TwesP/JsBadPiWumylsaJz+c5ASsJ1c+Dmgg5N5IIkWYUQQuSr2bNnU7lyZQCWL1/O77//buaIhBBCCCGEEE8bKzs7/Cb8NxdK6C/TSL4bbMaIoEttPzycUnoxbzoXQnhskrqta8Wu6vL6GxnPmyIKF0myCiGEyFeurq6sXLmSzp070759e3bs2EFERIS5wxJCCCGEEEI8ZZyeew6Pfn0BUOLjCfn6a8w5iqaDrTUv1/cHIFlvYMXxIHVbBfcK1ChRA4BLDy9x49ENs8QoTCdJViGEEPnu2WefZf369axYsYJVq1ZRokQJc4ckhBBCCCGEeAp5DR+OjY8PAHH79xO9YaNZ43mtQVn+ne+KpUfvoDf8l/TtWuG/3qwbb5o3TpE9SbIKIYQQQgghhBBCiKeCtYsLvmPHqOsPJk1CFxlptnj8izvRqqo3AMGPEth1OVTd1rF8R6w1KZNzbby5EYNiMEuMwjSSZBVCCCGEEEIIIYQQTw3X1q1x7dgRAH1kJKHffmvWeAaknQDryG112dPRk4YlGwJwL+4epx6cKvDYhOkkySqEEEIIIYQQQgghniq+X36BlZsbAFFr1xF74KDZYmlRxQv/4o4A7LsaRmB4nLqtW4Vu6vKGmxsKPDZhOkmyCiGEEEIIIYQQQoinio2XFz4jR6jrIWPHYoiPN0ssVlYaXmvwX2/WJWl6s7byb4WjTUoCdtutbSTpkwo8PmEaSbIKIYQQQgghhBBCiKeOe+/eOL3wAgDa4GDCps8wWywv1/PHziYlTbfyRBAJyXoAnGydaFumLQAx2hj2391vthhF1iTJKoQQQgghhBBCCCGeOhqNBr/xX6OxswPg4YIFJJw7b5ZYPJzt6Fa7JADRiTrW/3NP3da1Qld1ef2N9QUemzCNJFmFEEIIIYQQQgghxFPJrlw5PIcOTVkxGLg/ZgyKVmuWWF5v9N+QAQuP3EJRFAAa+DXA09ETgH3B+4hKijJLfCJrkmQVQgghhBBCCCGEEE+tEoPexL5qVQCSLl0iYv58s8RRx78YtUu7A3A+OJozQY8AsLaypnP5zgDoDDq23tpqlvhE1iTJKoQQQgghhBBCCCGeWhpbW/wmTgCrlDRZ+IwAkm/fzmav/PFaw/96sy46/F8MaYcM2HhzY4HGJEwjSdZCIiEhgTNnzmT4LyIiwtzhCSGEEEIIIYQQQhRZjrVqUXzAAACUpCTujxmr3q5fkLrXKYm7oy0AG87e52FcMgDVilejontFAE6FnuJuzN0Cj01kTZKshcSVK1eoW7cuPXr0YODAgUb/du/ebe7whBBCCCGEEEIIIYo0rw+HYVuqFADxR48StXp1gcfgYGvNy/VKA5CsN7DieBCQMklX14rSm7UwkyRrIfPNN9+k68n60ksvmTssIYQQQgghhBBCiCLNyskJ33Hj1PUHU75HFxZW4HGkHTJgydHb6A0pPWq7lO+iPr7h5gaz9LQVmZMkqxBCCCGEEEIIIYQQgEuzprh17waAISqKkEmTCjyGsiWcaVHFC4C7kQnsuRIKgJ+LH/V86gFwK/oWFyMuFnhsInOSZC1k4uLiuHjxIjdv3sRgMJg7HCGEEEIIIYQQQoinis/nn2NdrBgAMZu3ELOr4IdxfL1RmgmwjmQ8Adb6m+sLNCaRNRtzB5Af9Ho9Z8+e5eDBgxw8eJAzZ86g1WopW7YsO3fuNPk4W7duZcmSJVy6dInk5GTKlClDjx49eOONN7C1tc1wn4sXL5KcnJztsV1cXKhUqVK6xz/44APKli1LcHAw9vb2DBs2jK+++gobmyL5UgkhhBBCCCGEEEIUKjbFi+PzxSjujfwMgJDx43F6oT7WLi4FFkPLqt6UKuZI8KME9l4N43ZEHGVLONOuXDsmHZ1EsiGZzYGb+aTeJ9haZZyjEgWrSGbuvL29efjwYa731+v1DBw4kMWLFxs9fvbsWTZs2MCMGTPYunUrPj4+6fbt3Lkzt2/fTvf445o0acKBAwfUdRcXF/744w9ef/117O3t0ev1/PTTT4wcOZIHDx7w+++/5/p8xNNh8eLF7NixAycnJ3799dccbxdCFLw1a9awZs0aateuzfDhw80djiiELl68yJQpUwAYOXIk1atXz9VxgoOD+fLLLwF47733aNCgQZ7FWBB2797NggULKFu2LF9//bW5wxFCCCHEU8CtWzei1q0n7sABdCEhhE39Gd+vRhdY/dZWGl5rWJbvtlxGUWDJ0Tt80fkZ3OzcaOHfgu23t/Mw8SFH7h2hWelmBRaXyFyRTLImJSVRt25dGjduTJMmTVi9ejWrVq0yef+RI0eqCda33nqLQYMG4eTkxI4dOxg7diz//PMP3bp14/Dhw1hbWxvtW716dYr926U8K5UrVzZar1SpklHPVmtra0aMGMHx48f5448/+Oqrryj17wx3omg7ceIEM2bMAFKug4CAABwcHLLd78iRIyxYsAB3d/cMk6jZbRd5a8yYMdy5c4cePXrQq1evHO8fGhrKiRMnOHHiBIGBgSiKQvHixfnpp59yFU94eDibNm3i8uXLRERE4O3tTfny5enYsSMlS5bM1TGzk5SUxIEDBzh27BgPHjwgISEBV1dXqlevTocOHZ7oPW3YsGFER0cD0LdvXzp06JDtPvHx8QwZMsTosUmTJpl0/nPmzGH//v3qeosWLXjzzTdzGLWxyMhI3nnnHcLDw1m3bt0THUsUXffu3WPBggUAvPbaa7lOskZGRqrH6dixY6FKsi5YsIDdu1NuwRs/fjxlypRJV+a5557jxRdf5NGjR7zwwgt06dIlXRkhhBBCiLyk0WjwHTeOm926oSQkELl0KW5du+BUt26BxfByvdJM3X6VZL2BlSeCGN6uCg621nSt0JXtt7cDKRNgSZK1cCiSSdYHDx7g7Oysru/du9fkfa9evcq0adMA+OSTT/jhhx/Ubc8++yw1a9akU6dOHD9+nAULFjBo0CCj/Tdt2vSE0Rtr0aIFf/75J+fPn5ck61Ni6tSpLF26VF1v3bo1/fv3N2NEIqfCw8OZNGkSer2e119/PUf7fvHFFyxZsoQ7d+6k21aqVKkcJ1kjIyMZPXo0M2fORK/Xp9tuZWVFt27dWLNmTY6Om5XY2Fh++uknfvzxRzURmpGOHTsyefJknn322Rwdf//+/UyfPl1dv3HjhklJ1uTkZDXJlKpy5cpq777MaLVaRo0aRViaWUVtbGyeOMk6ceJEwsPDqV+/Pt26dXuiYwlhyQ4fPqy2zY8++ijDJKu7uzsff/wxY8eOZcSIEXTs2DHdD91CCCGEEHnNrnQpvD4cRui334GicP+rr6iwejUaO7sCqb+Eiz1da/ux+nQwj+K1rP/nHn3q+dOsVDPc7d2JSopi151dxGnjcLZ1zv6AIl8VyYmv0iZYc2rBggXodDpcXFwYM2ZMuu0dO3akdevWAMyePTvX9ZgqKioKACcnp3yvS5jfo0ePWL16tdFjBXGdiby1YcMG9Ho9xYoVo3nz5jna99ChQ9y5cwcvLy86duzI6NGj8fX1zVUcd+/epVGjRvz666/o9XoaNmzI2LFjmTlzJr/88gvvvfcepUqV4sSJE7k6fkZu3bpFgwYNGDt2LNHR0Xh5efHWW2/x448/EhAQwKeffqr2oNuyZQsvvPACc+bMyVEdj5c/cOAAV65cydExrKxSPv7mzp2LoihZll23bh1hYWHqPnnh/v37ao/yr776Ks+OK0RR9tFHH+Hq6sqlS5eMfowUQgghhMhPxQcMwKFmTQCSr98gfNasAq3/tTQTYC3+dwIsW2tbOpbrCECiPpGdd0yff0jknyKZZH0SW7ZsAVJ6D7q5uWVYJvXW3yNHjhAZGZkn9SYkJKR7LCkpiSVLllC8eHHq1auXJ/WIwm3x4sUkJiai0WgYOXIkkNIT+/r162aOTOTE2rVrAejSpUuOJ62bPHkyt27dIjQ0lM2bNzNhwgTc3d1zHENSUhKdOnXiypUrODk5sWbNGg4fPsy4ceN49913GTZsGL/++iu3b9/Os1vVw8PDad68ORcvXgRSEiKBgYHMnj2b4cOH87///Y8vv/ySQ4cOsW3bNnx9fdFqtbz99tvpephmJjo6mj///BOAoUOH4vLvwPM5/TGiVatWaDQabt68yZ49e7Ism3rstm3b5qiOrEybNo3ExER8fHzo3Llznh1XiKLMzc2NF198EcDoTiMhhBBCiPyksbbGb+IE+PcumojfZ5J040aB1V/Xvxg1S6Xkp/65G8U/QY8A6Fqhq1pmw40NBRaPyFyRHC4gtwwGg5oceO655zItl5rwVBSFCxcu0LRp0yeu+91338XBwYG2bdtSpkwZbt++zU8//cT169dZvnw5jo6OWe6flJREUlKSup56i65Wq0Wr1Zoch1arRVEUDAYDBoMhdydTAFJ7nqXGWlSk9tBr06YNo0aNIiAggLi4OObMmcM333yT5b5pe+Nl9Jxkt13kjYSEBLZt2wZAt27dcvxcp/byzGw/U483YcIEzp8/D6T00M8qlmeffTZProk33niDoKAgAEaPHq1OTpN67LTttk2bNuzatYvGjRvz6NEjhgwZQoMGDahSpUqWdSxevJj4+Hg0Gg0ffvghiYmJzJkzh4ULFzJx4kRsbTOfVTPtOZYtW5bWrVuzc+dOZs+eTYsWLTLc5+7du+rr+eabb6rLT/Leo9VqmfXvr999+/ZFo9FImxSZSnttPMlnc26OU1CftY9/PmVVV//+/VmwYAFnz55l3759efIdzFQGgwFFUdBqtTJUgSiUUr/z5+S7vxDCvKTdWg7rihUpNnAgj+bMQdFquTf6K0rNn4cmD+92y0q/+qX5IjglX7XgUCDfvViT6sWqU8q5FMFxwRwNOcq9qHt4OXkVSDxPk5y0T0myphEaGkpiYiJAhuOBpfL391eXMxo3MTfmzZvHypUrWbt2LTdv3sTR0ZHmzZuzaNEiqlatmu3+kydPznC23W3btuVoqAEbGxt8fX2JjY0lOTk5R+dgDjExMeYOIc+cPn2aM2fOACmTm0BKr+nFixczf/58Pv300yz/qEt9vRRFyXAczOy2m2LWrFmcPn3a5PJDhw6lRo0aGW6LjY1l3759nDp1ioiICBwcHKhQoQIdOnTIsv2lxuDl5aVe80FBQWzYsIHbt28TExPDkCFD0tUbFxfHnj171PqcnJwoW7YsrVq1yjaxlxObNm0iPj4ee3t7GjdunOvnOq20SUpTjhcfH69OntaoUSPatm2bJ3Fk5dixY+qY1HXr1uWjjz7KtM7Uduvn58f48eMZNmwY8fHxjBs3jt9//z3LelKTk82bN8fLy4t+/foxZ84cQkNDWblyZZZjm6Z9v9BqtfTt25edO3eyevVqJk2alGGP4ZkzZ2IwGChbtqzRHQVarTbXz+mmTZuIiIgAoHv37pke5/Lly+oY4cOGDaNatWpotVo2btzI6dOniY6OplSpUrRr1446deqYVHd8fDx79uzh5MmTRERE4OjoqLYDUz5rTHHv3j22b9/OtWvXiImJwc3NDR8fHypWrEirVq1Mmsjv3LlzHDx4kKCgIOLi4vDx8cHf3582bdrg5+dnVDaj5yk5OZlNmzZx7tw5QkNDqVmzJoMHDzbaLyoqiv379xMYGEhISAhxcXG4ubnxzDPP0LJly3T1ZFdnYmIia9eu5cKFCyQlJVG5cmX69OmT7rqKiYlhzZo1XL16lYSEBKpUqcKLL76Ip6dnhnXFx8cbLUdHRxMfH8+6deu4cOEC8fHxlClTho4dO2b5GsbGxqrLCQkJ2V6/Z86cYf/+/QQHB5OUlISvry9NmjShcePGmQ6dkdvXIu33jbi4uCxje/755/H19SUkJIS5c+dSu3btLM8jLyUnJ5OQkMC+ffvQ6XQFVq8QObV9+3ZzhyCEyCFpt5ZBU74cZUuUwC4igsTTpzk0dhxRjRoWSN22enC0tiZBr2H9mWDqWd/B2RYq6yoTTDAGxcDULVNp6lBwP0A/LdJ+H8+OJFnTSPsHeOotqBlJuy2vknw2Njb069ePfv365Wr/UaNGMXz4cHU9Ojoaf39/2rdvn+mwBxlJTEwkKCgIFxcXk/4QNhdFUYiJicHV1RWNRmPucPLE8uXLAfD29ubVV1/F1taW9957j8WLFxMSEsKBAweyTCDZ/TvwtkajyfA1z267KY4cOZJuzNisvPbaa+nqUhSFqVOnMmnSpAyH2xg1ahRDhgzh+++/z7BXYmoMFStW5Mcff2T06NF8//33Rj2f+vXrZ1Tv3Llz+eKLL4wmLkqrR48e/P7773h7e5t8bpnZsWMHkHI7el5NVpea0DD1tdu0aZM6nvPAgQNz/XrnxMKFC9XlkSNH4uHhka5MRu128ODBTJ48mfv37/PXX38REBCQ4b4A//zzj/pDxODBg3Fzc6Nly5Y8++yznDlzhmXLlmU5SVzaa8TW1pZ+/foxcuRIHj58yIYNG3jvvffSxbts2TIA3nrrLaPn0dbWNtfPa+qXaBcXF5o2bZrpjyfR0dFq/QMHDiQwMJDevXsTGBhoVO6bb75h0KBB/Pbbb1kOTzF//nxGjRpFaGhohtu7devGzJkz8fHxyc1podPp+PTTT9UxgDPi4uLCN998w/vvv5/h9uPHj/Phhx9y9OjRDLdbWVnx8ssvs2TJEvWxx5+n8+fP88orr3Dv3j2jcxsxYgSQch20bNmSI0eOZBqnjY2NOpZwRneSPF7nhQsXeOmllwgJCTEqN3nyZFatWqX2lP7rr79455131PaZttyyZcto3759urrS/lDq5OTEqVOneOWVVwgPDzcq9/XXXzNo0CBmzJihvt+nlfa7i6OjY6bX76lTp3j//fczfQ3q1q3LvHnzqFWrVrptOX0tUqWN19nZOdu21bRpU1atWsXWrVsL9HtAYmKi+iN4Yf6OJJ5eWq2W7du3065duyzv7BBCFB7Sbi1PvJ8f9956GwDf7dtp8P5QbHL5/TmnLtpcYd6h22gVDVElqtOnaTlqRNdgz4Y9AAQ6BjKp06QCieVpkpPONZJkTSPtH+BZTXCS9g/iwtKTwd7eHnt7+3SP29ra5ujNWq/Xo9FosLKyytNJXvJa6muVGquli4+PV5OsAwcOVF/Lxo0bU6tWLc6dO8fcuXPp0aNHpsdI+0dmRs9JdttN8cEHH2SZ6FUUhbFjx6q3jBcvXtyoLkVRGDBggDphia+vL3379qVKlSrEx8ezadMmdu7cyfTp07l9+zZr1qxJ98dz2vXRo0fz3Xff0aFDB9q2bYuNjQ0bNmwwui4mTpyoTixUvHhxBgwYQLVq1YiJiWH9+vXs37+ftWvXcvbsWY4ePYqXV+5vrzAYDGzcuBGAnj175su1acoxDx8+rC63bNkSjUbDgQMH2LFjByEhIbi4uFCtWjU6depE6dKl8ySu3bt3AynJqR49emQYZ0bt1s7Ojm7duvHHH3+g0+k4cOBAptf53LlzAfD09KR3797qMd555x2GDh3Ktm3buHfvXqbnlDYmjUaDo6Mjr732GtOmTWPu3LkMHTrUqPyOHTsIDAzE2tqaQYMGpds/t6/vrl27gJShZ7J6f057/MDAQF5++WU8PDwYNWoU5cqVIywsjAULFnDt2jXmzp2Ln58fEydOzPBY3377LaNGjQLAw8OD1157jerVqxMbG8uGDRvYu3cv69ev5+zZsxw5ciRXk62NGDGC6dOnA1C7dm26deuGn58fBoOB4OBgrly5wtatW7l48WKGz92aNWt45ZVXSE5ORqPR0L59e1q0aEGJEiV48OABt2/fZvPmzZw+fdpo/7TLV65cYeTIkfj4+PD5559TtmxZLl68aDRxmcFg4ODBg5QsWZK2bdvi7++Pn58fOp2O4OBg1q5dy9WrV5k5cyYhISGsWbMmy9fm2rVrjBw5krJly/K///0PPz8/rl27xsyZM3n48CE9e/bk/PnznDhxgldffZU6derQu3dvvLy8uHDhArNmzeLRo0f06dOHy5cvp/txJm1dly5d4rPPPsPX15fBgwdTpkwZ7t27x7Jly7h69Spz5swhLCwsw/fOx5+zjF6DrVu30qtXLxISErCysqJbt2688MILeHh4cPHiRebPn8/p06dp1aoV+/fvT3fHQE5fi1SPfz5l17YaNWrEqlWrCAkJ4dKlS9T8dyKK/GZlZYVGo8nxdyshCppco0JYHmm3lsO9SRPiXupN1Kq/UOLiCJ/8LaVnTC+QH31fb1yeeYdSJr5advwug1tUolKJStTyrMW58HNcibzCrdhbVPaonO+xPE1y1DaVp8DgwYMVQKlYsWKW5YKCghRAAZRFixZlWu7BgwdquQULFuR1uHkiKipKAZSoqKgc7ZeQkKBcvHhRSUhIyKfI8oZer1ciIyMVvV5v7lDyxPz589Vr6urVq0bbpk2bpgCKjY2Ncu/evUyPMXToUAVQ3N3dc7U9L4wYMUI9j6+++ird9u+//17d3qNHDyU2NjZdmYCAALXMr7/+mm577969FUBxdHRUbG1tlZUrV6Yr8/DhQ0VRFOXAgQOKlZWVAii1a9dWHjx4kK7szz//rNbXvXv33Jy26sCBAwqgaDQaJTg4+ImOlVbVqlUVQClVqpRJ5Vu0aKFeM9euXVMaNWqknmPafzY2NsrQoUOVxMTEJ4ovJCREPWadOnUyLZdZu505c6a6/5gxYzLcNyEhQfHw8FAA5ZNPPjHa9ujRI8XJyUkBlPHjx2daf2RkpFrPW2+9pSiKovzzzz/qY6dPnzYq/8orryiA0rlzZ0VRFCUsLCzd/jmV9vNj5MiRWZbdvn27WtbV1VV56aWX0r1WsbGxSp06dRRAcXJyyvA9/8iRI2o7qFmzpnL//v10ZWbMmKHWlXq+OREbG6s4ODgogNKvXz/FYDBkWu7ixYvpHr927Zri7OysAIq3t7dy8ODBDPfX6/XKqVOnjB5L+zy5uLgo3bt3T/cZlvqeoCiKYjAYlCNHjmQao6Ioyk8//aQec9u2bem2P17nG2+8oWi1WqMyJ0+eVGxsbBRAGTBggOLt7a18+umn6erduXOneqwRI0ZkW1fHjh2V+Ph4ozJJSUnq9Qoos2bNSnecc+fOqduXLVuWbntQUJBSrFgxBVBKlCihHDlyJF2bvXnzplKmTBkFUJ599tl055LT1yJV6ve0jNphRlLfawFlzpw52ZbPK5byHUk8vZKTk5U1a9YoycnJ5g5FCGEiabeWSffokXKlSVPlYtVqysWq1ZSoLVsLrO7XZh9Ryn62QSn72QZl1+WUv28XX1ys1JxfU6k5v6Yy9cTUAovlaZGT/JrldwHMQ56enmrvibS3tj0u7ba8uL1YiNTZy1u2bEnlysa/Og0YMABHR0d0Op3JM7Cbw6+//sr3338PpEyANH78eKPtMTExTJqUcutCxYoVWbZsGc7OzumOM2TIEHr16gXAlClTMp0AJSEhgcGDB9OnT59021JvN//2228xGAxYW1uzcuXKDNvrhx9+yEsvvQTAunXrOHv2rKmnnM7atWsBqF+/PiVLlsz1cZ7Uw4cPgZRbgtu2bcvhw4d59tlnmThxIjNnzuSLL76gbNmy6HQ6AgIC6N69e6a3TZsi7W3LubnVPO0+mQ3p8Ndff6nDS7z99ttG29zd3dXrYN68eUaT6GSndu3a6lirqRPPQcpzmNqD8a233jL5eNm5fPmyupyT4SSKFSvGggUL0t2x4OzszLhx44CUHvGpvWTTSm0HVlZWrFixIsNeqkOHDuXVV18FUoabyMnYy5AyPnnqmOYvv/xypr/kOzs788wzz6R7/JtvviEuLg5IGTqlcePGGe5vZWVF3bp1M43D3t6ehQsXpruVO+0QFBqNhgYNGmTZ2+Djjz+mWrVqABn2ZE3L09OTmTNnphuq4bnnnqN79+4ALFq0CH9/f7777rt09bZu3ZpmzZoBqD3hM2NjY8PixYvTDWFgZ2fHnDlz1GtqypQpWR4nI99++y2PHj0CUtpR6iR8aZUvX14dF/nMmTNs3rw50+OZ8lqkSnuHkCkTSqVtO1evXs22vBBCCCFEXrJ2d8d39JfqesjECegfGw4qvwxoWFZdXnQ4pVdrp/KdsNakfIfaGLgRgyKT6pqLDBeQRurEO9evX+fixYuZlku7LbNJfQoLrVabo5nQtFqtOotwdjMJa2a1gtiMx/bLbxoU3BQFjUaDQj53y3fxRnlnd74d/sqVKxw4cABISR49/ry7ubnRu3dvFi9ezJw5cxg5cmSGx1Eem505p9ufxNq1a/nggw8AaNu2rTpZUFqbNm1Sk2TDhg3D3t4+0zjeffdd/v77b27dusXp06eNkippz+Odd97J9BhJSUnq2Jdt27alcuXKmZZ9//33WbVqFQAbNmzI9a2nqUnW7t2759tM3KYcN3Vg7piYGGJiYnj//ff5+eefjZI7o0aNolevXuzYsYNt27bx66+/prtd3lRpx6hxdHTMNEYlk5nK0yaMoqOjM9w/9YeI5s2bU6VKlXRl3n77bRYsWEBgYCDbt2+nbdu26Y6Rdp+0MQwaNIgTJ06wZMkSvvvuOxwcHFi0aBFJSUl4e3vTpUuXdO+Jj5+Dqe7evasuFytWLMtjpN02YMAAHBwcMizfvHlzdfnChQtqYg9S3tO3bdsGpIwTXK1atSzbQeqwJevXrzd5Mi3AaAzNNWvW0LVrV5NvmdLr9fz9999AyhApLVq0yNFzm7bsK6+8gqurq8n7nzhxgiNHjnDz5k1iYmKMhgBKva6vXLmS7nhp11977TVsbW0zrPOFF15Qx7F+88030+2bqkGDBuzfv58rV66g0+mMbpdPWz51yIiMjuHo6Mjrr7/O5MmTuXbtGpcuXTKaCCvtPhldzytWrACgevXq6jWfUZtt27Yt5cuXJzAwkDVr1tCxY8cM68jJa5F2vFgnJ6ds90mbqL17926+vd8+LvU50Wq1JiWDhShoMku5EJZH2q3lcmjdGueWLYnbswd9WDghU77He9zYfK+3eaXilHR34F5UIruvhHIzNAp/D1ca+TXiwL0DhMSFcDT4KPV86mV/MGGSnLRPSbI+pkWLFly/fp2dO3eqPX8et2XLFiClR4e/v39Bh5ilgIAAAgIC1F5p27ZtM5o0Izs2Njb4+voSGxtrNNtvRtxiQrCKDcmyTH4qqOmuDIohX2dm//XXX4GUPxozmwW+b9++LF68mOvXr7N582aaNGmSrkzq66VkMgN9Vtu//vprHjx4kGF8nTp1ynIc1hMnTtC/f38MBgM1a9Zk7ty5JCQkkJCQYFQuNZEMKQmFrJ7TKlWqqMsHDx6kYsWK6npqEsTJyQl/f/9Mj3Pu3DmSkpKAlLEvs6rvmWeewcbGBp1Ox4kTJ3L1el+9elXtUdW6des8vWZSEwiZvbaPS9tzrEKFCowdOzbDSfoCAgKoU6cOiYmJTJs2jQEDBqjbduzYkekkZ25ubnz77bfqetoefJGRkdnG+HgsaScLsrW1Tbd/YGAge/fuBVImNcvo+DVr1qRatWpcvnyZmTNn8sILL2RZr1arVY/TpUsXnJyciIyMZOnSpbz00ktqb72XX35ZvZ4z2z8n0vb6dXBwyPIYaWexrFq1aqZlrayssLOzIzk5mZCQEKNyly5dUo+TXTuoWrWqepyctgNnZ2caNGjA0aNHmT9/PkeOHKFXr140adKEunXrZvk5dPXqVXUiqEaNGuX4eU37PNWqVcuk/Y8dO8bHH3+c5Q+qqTK6ptPWWbly5UzrdHV1VZcrVaqUabnUJLVeryc4OBh3d/cM63r22WezPL/atWury0eOHMHPz09dj42NVZcTEhKMjnPz5k312mzWrFm6Oh5vs7Vr1yYwMJDjx48blc3NawHG71kajcak/WxtbdFqtTx69ChfP6PTSk5OJiEhgX379hWaMfmFyIjMUi6E5ZF2a5lsGjWi7OHDWCclEf3XX1zwLEFChQr5Xm9dNw33oqxRFPhm+T66lzVQMvm/Oyln7p9JqJN5OsQVRWm/42ZHkqyPefXVV5kzZw53795lyZIlRkkHSPlj/88//wRS/tgvbIYOHcrQoUOJjo7G3d2d9u3b52gG7MTERIKCgnBxccl25lyNqy+KxlwjTigo//Zkze90q8bFO99mZ9dqtaxcuRJI+WM8s16qkHILpV6vZ9myZXTq1Cnd9tTZmTObgT6r7Zs3b+bKlSsZ1lu+fPlMZ2y/fv06/fr1IyEhAX9/fzZv3pzpbfKpt6FCSnIvdfDotD2lUv9P21s1Li7OKN7UhJ6np6dRIuJxaX8k8Pf3z/Y19PDwICwsjOjo6Fy93jt37gRShkLI6DbbJ5H6Y09mr+3jihcvri6/9NJLRutpubm50apVKzZv3sz169dJSEhQb90PDAxUZwl/nI+Pj/rjAGCUBA8ODs40RkVRiImJSTcbeNrEY8WKFdPtv3LlSvWa2LVrF4cOHcrw+KnP08aNG9HpdOnOO21vN1tbW7We1N7iixYtYvny5dSqVYsLFy4A8N5776nl0l5TaffPibTJxuyOkbasr69vlmVtbW1JTk7GysrKqFxO20GJEiW4f/9+rtrB8uXLefHFFzl9+jSXL19m8uTJQEqbff755+nevTtvvfVWusnlUocZgJT3m5zWm/Z5MuUcjx8/Ts+ePUlISMDa2prWrVtTr149/Pz8cHR0VK+jqVOncv78+QzbnamvTdoemn5+fiaVc3R0NCqXtq4yZcpkeX7lypVTlxMSEozKZlVH2i+Op06d4pNPPgFQe22m/SFFURQ1OR0ZGZlprKa8FqnSDuVSqlSpbCcXMBgM6o/J9vb2+fYZ/bjExEQcHR1p3rx5tt+RhDAHmaVcCMsj7dbyRVlpCPsmZVi8Clu24v/XKqwymJQ8LzWITWLbD/vQ6hVOPbLnl7eb00rTio2rNxKni+OKcoU2Hdpgb52/cTwtcvKDviRZH9O2bVtatmzJnj17GDp0KE5OTrz44otoNBrOnTtH3759SUxMpHjx4gwfPtzc4WYrp7MU6vV6ddbsbGfOHrz3CaPLPYPBoCYB8mMG98flVxp348aNhIam/MJ0584dFi5cmO0+q1evZsaMGRQrVszo8cdnZ35cVtsnT56s9iR7XJ06dTI8XlhYGJ07dyYsLIxixYqxefPmLGeqT1v/okWLMi33uPj4+HSzukPKtZ3Va5+aVIaUpEB210lqryQbG5tcXVPr1q0DoGfPnvl6TZpy7MqVK7N//34gJWmZ1T5pE6ShoaFqz7fOnTunS4alSpuIgpSk7jPPPMOlS5e4ceMGERERGe6bmuRMfY9JdfToUXW5Xr16Rtv0er1Ru0j9USIrSUlJLFmyhA8//NDo8cevo7Trb7/9NosWLWLXrl2MHZtym0/jxo2pXr26SfubKu1tzo8ePcryGKbMBv+4x+MqyHZQrlw5Tpw4wcaNG/n777/Zv38/169fR6fTcfToUY4ePcp3333HokWLjIY0SBujXq/Pcb1py9vb22e7/6hRo0hISMDDw4O9e/dSq1atDMvNmzcvwzoeX8/qtTG13OPvz4/vlyq71zDtDwl2dnaZHierOo4fP87x48czrSOtuLi4TI9jymuRKrVdODg4pBt3OCOPHj1Sz9Xd3b1AvgdAyvlpNBqZAVoUenKNCmF5pN1arhL9+xO7aTMJp0+jvX2bqFmz8f74o3yt09fDls61/Fh75h6R8Vq2Xgqn9/OlaVu2LWtvrCVWG8vBkIN0KNchX+N4WuSkbRbJJOtnn33GX3/9pa6nTqRy584dKlWqpD5eunRp9uzZk27/pUuX0qRJEwIDA3nppZdwd3fH0dFRvaXVwcGBVatWZdo7TAhTpY4zWb9+fYYMGZJt+aFDhxIfH8/SpUtNKm+q1ImmTBUfH0+3bt24ceMGdnZ2/P3339mOT5zaw1Wj0TB79myT/yjOybiQaaXtGXX79u0sy0ZHR6s9bXMzcdODBw/URGGPHj1yvH9ee/bZZ9Xl7MaPSbs97YdHjRo1cjTmdKdOnbh06RKQ8h76eIIzM1FRUWzYsAFI6c3dqlUro+0bN25UJxucPn26UW+8jKxatYqNGzcyZ84ck2OA/8Z6vXr1Klu3bgXST7CVF8qUKaMup05Qlp9y0g7i4uKIiIgActcOICUJ1a1bN3WIkdDQUA4ePMjq1atZvnw50dHR9OvXj8DAQDURn7b3+82bN3NVr6kSExPZt28fkDL2c2YJ1oKIJTfu3LmT5fagoCB1OSevYdrX4PXXX1fbocFgIDExEQcHhwzfs/OqN2ezZs2YN2+eSQlWQL1OwbhNCSGEEEIUNI2VFX4TxnOz14ug1RIxZw5unTvhkGZs/PzweqOyrD2T8nfSoiO36f18abpW7MraGynzhGy4uUGSrGZQJJOsDx484MaNG+ke12q1Ro9nNp6Wn58fp06dYty4cSxZsoTw8HCioqKwt7enS5cufPPNN+qsw0Lk1t27d9VkzsCBAxk4cGC2+6xdu5Y1a9Ywe/bsPE2y5oTBYKBv374cPXoUjUbD/PnzadmyZbb7NW/enO+++w5FUahTpw7PP/98vsZZpUoVPDw8iIyMZPv27eqtyxnZsWOHejt6bm71X7duHYqi4Onpmems6AWpW7duDBs2DEgZmzYrZ8+eBVJ6Lj5JsuKDDz5g2rRp6HQ6vv/+ewYOHJjlcA6pJk+erN6q/O6776ZLsqT+EFGrVi3ef//9bI/n5+fHxo0bOXfuHMeOHctwbNbMDBo0iM8//xxIubX65ZdfNnlfUz3zzDNYWVlhMBi4fv16nh//cRUrVsTLy4uwsLBsx/pKHYscctcOMuLt7U2vXr3o1asXzz//PB9//DFxcXHs3r1bfX7LlClDmTJluHPnDhs3bmTq1KkmT5qVUw8fPlRvM087Q/3jTp8+rSb3C5Ndu3Zl+d6/a9cudbl+/fomH7dcuXL4+/sTFBSEnZ2d+nlUUHeN+Pv7m/QZmCpt2ynsE5AKIYQQouizr1QJz3ffJTwgAHQ67o/+inLLl6HJx4kynyvjwTN+bly6H82ZoEecuxtF/ZL18Xb0JjQhlAN3DxCZGImHg0f2BxN5xlwDauarKVOmcO3atWz/pU6kkpFixYrx888/ExoaSlhYGMHBwcTGxvLXX39JglXkiblz56oJjbS3zmYltZfk6dOnOX36dL7FlpUPPvhAvTX+22+/pW/fvibt17ZtW3W8wLFjxxqNu5ofNBqNmsQ5efIkmzdvzrCcXq9XE7D29va8+OKLOa5r7dqUXwu7du1aKGacLleuHG3atAFSbq9P2+srrVOnTnHkyBEAWrZsmW0v0ezqTB1CJTg4mAEDBmQ7ed6aNWv44YcfgJSedF988YXR9vv376uvm6k9hFu1aqWOzzhnzpwcncPbb7/NvHnzmDdvHqtXr8bZ2TlH+5vCxcVFHYLg2LFjeX78jKS2g3/++Yf169dnWMZgMDBpUspYUnZ2dvTu3TvP46hbt666/Pi18dZbbwEpybPffvstz+tOVaxYMTVZ+M8//2RYRlEUNdle2Kxbty7TybqCgoJYsmQJkDKJp6+vb46O/c477wCwZMmSTMfoLixS37cg734QEEIIIYR4EiUGv4vdv0OxJZ47R+Tixflan0aj4fVGZdX1RUduYW1lTecKnQHQKTq23dqWrzGI9IpkT1Zvb2+jWySfhEajwdPTM0+OZQ5arTbb24UfL68oCgaDwWhst8Im7SRJhTnOzCiKoo73V69ePUqWLGnSeXTp0kWdAGvWrFnMmDHD6JipMjpWdttNMWXKFHXCo/fee49PP/3U5GPZ2Ngwbdo0evbsycaNG+nVqxc//PADFTKYfVGv13Ps2DEOHDjAiBEjcn0en332GcuXLycqKor+/fuzYsUKNfkIKcMEDB48mBMnTgDw4Ycf4u3tnaPnJy4uTp30qlu3bvl+PZp6/ClTptCgQQMiIyPp2bMny5cvN5pp/Ny5c7z00kvqGI9jx4594tgnTJjAyZMn2blzJ+vXr6dly5b8/PPP1KtXD/jvtYuKiuKnn37iu+++Q6/X4+TkxLJlyyhWrJhRDPPmzVPvOOjevbtJ8dnY2NCxY0dWrlzJsmXL+OGHH9Rkadr9M3rv8PDw4PXXX1fXH9+e3f6mat++PefPn+fs2bPExcXh6OiYYbm0xzf1PTmjuEaMGMGSJUt49OgRAwYMYPny5bRv317dHhMTw3vvvacOefH+++/j5+eXo/M7f/48Bw4coH379hm26cjISCZOnAikfK42aNDA6PjDhg1j8eLFXLt2jQ8//JCYmBiGDRuWrmfzlStX2Lt3L++++676WE6eJwcHBxo3bsyBAwdYsGCB0dAGkHJtvv/+++zevVvtXft4HTmp09Ryj7+vPb5fqtKlS9O9e/d0Q7TcuHGD3r17ExcXh0ajybA9ZxfLRx99xPLly7l48SKtWrVixowZ6nPz+HUVFBTEtm3bqFu3Ls8991yOz/dxCxYsUIdv+vrrr7PtVX/48GEAqlWrRunSpQvse4DBYFAnAysMP6gJ8bjU7/w5+e4vhDAvabdFiEaD17ixBL/+BigKoT//gkOLFthmcffUk+pcw4tJm2yISdSx9sw9RrSrTMcyHZl/YT4A626s48WKOe9EJIzlpH0WySTr0ywgIICAgAD1dsht27YZzfabHRsbG3x9fYmNjc22F1phEBMTY+4QcmX37t3cunULgA4dOpg8W52trS0NGjTg0KFDLF26lK+++kpN0KS+XoqiZHi87LZnR6/Xqz0NbW1tefjwIa+99lqW+wwdOtQoEdCsWTOmTZvGJ598wtq1a1m3bh3VqlWjUqVKODg48PDhQ8LCwrh165Z6i+rgwYONjpmadEu9jTUrHh4ezJo1i4EDBxIZGUn79u2pVasWlStXJjY2lsOHD6vXUKdOnRgxYkSOn5v169erM043bNgwV89tWseOHWP+/PlGj6XethwZGZnuOe/bty/NmjVLd5wKFSowffp0hgwZwoEDB6hUqRKNGjWiRIkSBAUFceLECXWSoSlTplCzZs0njh1QJ5xasWIFhw8fpkGDBlSsWJEqVaqoY1ufOHFCvR79/f2ZM2cOtWvXNqpfURS1J2rJkiWpXLmyyfG1a9eOlStXEhMTw8KFC+nfvz9g/H6h1WpzfL5Pun+qDh068NNPP6HT6di0aRPt2rXLsFzaGd/j4+NNqi85OTldOXd3d+bMmcPrr79OVFQUnTp1ombNmlSpUoW4uDgOHTqknlv79u35/PPPc3xuFy9eZOjQoUDK61WqVCm8vb2xt7fnwYMHnDhxgqSkJCAl6evl5ZWujqVLl9KnTx9u3brF559/zuTJk6lXrx4eHh6EhYVx584dAgMDqVy5Mq+++mqun6fRo0fTrVs3tFotPXv2pFatWlSqVImYmBiOHDlCbGws33zzDbt27eLOnTvo9fp0xzS1zoSEBHU5NjY203KJiYnqckxMjNFkYGnr+uqrrxg7dix169alfv36lC5dmpCQEI4ePap++fvyyy+pW7duurpiY2ON4sooluXLl/Pqq69y8eJFevfujaenJ3Xq1KF48eIkJCQQGhpKSEiImnyePXu20Vj3ublmAfbt26dOcPf222+nm9gxrfj4eDXJ2rlz5zx53zJVcnIyCQkJ7Nu3L9Mhp4QoDLIbHkYIUfhIuy06vBs2oNjhIygJCVwaOpS7b78N+Tjs0nPFrNgbYkWSzsA3S3fQqqSCj5UPDwwPOBt+lkXrF1HCukS+1f80SPsdNzuSZC1ihg4dytChQ4mOjsbd3Z327durt86aIjExkaCgIFxcXPJsQov8oCgKMTExuLq65tvYfflp2bJl6nKfPn1y9Bq9+OKLHDp0iKioKLZv364m3VL/KNdoNBkeL7vt2dHpdGpvK61Wy4oVK7Ld57XXXktX13vvvUezZs2YNGkSa9as4dKlS+qESalsbGxo2rQpnTt3Tre/jU3K25aVlZVJ59G7d2+qVKnC559/zrZt2zh37pzROKV+fn6MGDGCDz74IFdjDqZ+IWrTpk2Ob8/NSEhIiNH1kVZ8fHy6bU2bNs30eXj33XepXr06n376KcePH2f37t1G2xs2bMg333xj0pi6ObF06VIGDx7Mt99+y549e7hx40aG42R/8sknjBkzJsNhCnbv3q1OPNSjR48cXbO9e/dmyJAhaLVali1bxnvvvQcY97KztbXNcTtI+8NTbvZP1bZtW6pWrcqVK1dYvXp1prfmp/2BzMnJyaT67OzsMizXs2dPDh8+zOeff86WLVs4f/4858+fV7f7+vry6aefMmzYsFz10GvQoAGDBw9m586dXL9+PcPxTGvWrMkXX3zBK6+8kuExnnvuOU6cOMHkyZOZPXs2UVFRai/xVM888wzvvPOO0Tnm9Hlq164dGzduZMiQIVy/ft3oPaFMmTL89ttv9OvXTx1SyNraOt0xTa0zbS9lFxeXTMul/bx1dXXN9PxKlSrF4cOHGTRoENu2Gd/+VbJkSb799lv1R4XHpW1njo6OGcZSo0YNjh07xrRp0/jtt98ICgpK9xpAyvAgbdu2Tff+k5trFjBKKjs7O2e534YNG4iNjUWj0aS7FvJb6g9qzZs3L9TfkcTTS6vVsn37dtq1ayezlAthIaTdFj2G5s250+tFdCEhON24ScP79yn+77BM+aFaWBx7px0E4HSMK991bELo5VCmnZkGQEK5BDrX6pxv9T8NcvKjvkbJ74ERhVmkJlmjoqJynGQNDAykfPnyhfoPiIKajCO/LFu2jKSkJGxsbLLtDfq40NBQNm3aBEClSpVo2rQpAEePHuXSpUvY2dnRr1+/dPtltz07iqKwYMGCHO3Trl27LCeXSUxM5NSpU4SEhJCUlISnpyfe3t5UrFgx0/FB9+zZw61bt3Bzc8vx+KkRERGcOnWK8PBwHB0dKV++PLVr1851ol6v1+Pj40NERASzZ89Wx5V8Ejdv3lRnPzdFo0aNqGrCzJWBgYFcunSJR48eUaxYMerUqZPla5NX4uLiOHPmDKGhoTx69IidO3eq40Z27NiRjRs3ZtiGT506pU7K1axZMyr+O76RqdauXUtkZCQajYbXXnsNa2trkpOTWbp0KZAyMVpOJylLSkpSk9y52T+tX3/9laFDh+Lo6MiDBw9wdXVNV+b+/fvq5HgdOnQwGu7hcUuWLEGr1VK9evVsJ/t6+PAhJ0+eJDw8HAcHB8qXL0+dOnXy7Aere/fucfv2be7fv09iYiIeHh7UqFEjRxOr6fV6Tp8+TVBQEElJSfj5+VG2bFl1XOe0cvI8pWUwGDh9+jTXr1/H1taWMmXK8Nxzz6nX4/bt2wkODsbT05OuXbvmqs607blnz56Z9tC8ePGiOkZv3759jYZJyKyuwMBAzp8/T3x8POXKlaN+/fpZfh4+evSINWvWACljtpYvXz6rpwdIGZ7hzJkzaLVa3Nzc8Pb2plSpUvj7+2dYPrevxeHDh9VxYLt3707x4sUzLdu5c2c2b95Mx44dMx1rO79Yynck8fTSarVs2rSJzp07S7JGCAsh7bZoij9+nNtvDASDAaytKbtoEU7P1c12v9x6bfZRDlwPB2DBoBeoWkpP+1XtUVAo61aW9T3XW2TntMIiJ/k1SbIWUZJkFSL/7dmzh1atWmFlZcX9+/fzbCzoospgMPDw4UN69erFgQMHABg3bhxjx441c2QFLyEhgYoVK3L//n1mzJih3movRGFS2D5rAwMDqVKlCjqdjj179tCiRYsCrd9SviOJp5cka4SwPNJui66w6TMIDwgAwLZkScqv+RvrfLoDZ8v5EP63+CQAbZ/xYfYb9Xh769scDUmZc2FJ5yXU9qqdL3U/DXKSXzP/N2YhhLBQa9euBVJ6k0qC1TQ2NjYsXboULy8vAMaPH8+WLVvMHFXBc3R0ZPTo0QBMnjxZHa9UCJG5CRMmoNPp6NChQ4EnWIUQQgghcsLzvf/hWO95ALT37nF/zFjyq49j22e88XNP+QF41+UH3I2Mp0uFLur2DTc35Eu9Ij1JsgohRC61a9eOefPmMXXqVHOHYlFKlSrFokWL0Gg0GAwG+vfvr04E9zR59913qVWrFsHBwcycOdPc4QhRqN24cYNFixZhY2PDTz/9ZO5whBBCCCGypLGxodSUKVi5uwMQs2ULj1atype6bKyt6PdCytBcBgWWHr1D27JtsbdOGYJqS+AWtAZtvtQtjMnEV0IIkUudO8sA4rnVoUMHNm3aREhICJAy4VdG420WZTY2NqxcuZIjR45IT2ghshEfH8+sWbMoWbIk1atXN3c4QgghhBDZsi1ZEr8J4wke9iEAD76ZhNNzz2Gfw/kmTPHKC/5M23UNrV5hxfEgPmxbmZb+Ldl6ayuRSZEcvneY5qWb53m9wpgkWYs4rVaLVmv6LxZarRZFUTAYDEYzcRc2qd3sU2MVQhR+j7fb9u3bG21/GttylSpVqFKlCvB0nr8o3ArTZ22NGjWoUaMGYL62YjAYUBQFrVaLtbW1WWIQIiup3/lz8t1fCGFe0m6LPsdWrXB7uQ/RK/9ESUzk7sfDKb10CVZpJjrNCx4O1rSv7sPGcyFExCWz/kwwncp2YuutlElJ115bSyOfRnla59MiJ+1TJr4qYgICAggICECv13P16lWWLl2Kk5OTyfvb2Njg6+uLv78/dnZ2+RipEEIIIYTlSE5OJigoiJCQEHQ6nbnDEUIIIYSF0Gi1lJk+A/sHDwCIbNyIsB498ryeG9Ew7UJKX8pyLgrDaibzXfR3xCvx2GDD5+6f46CRyTtzKj4+nn79+pk08ZUkWYuo1NnPwsPDs70I0kpMTCQoKIhy5coV6plzFUUhJiYGV1dXNBqNucMRQphA2q0QlkXarLHExERu3bqFv79/of6OJJ5eWq2W7du3065dO5mlXAgLIe326ZF07Rp3+/ZD+XfCW79pv+DcqlWe1qEoCt0CDnPlQSwAa95ryPrgX1l5bSUA4xqOo3uF7nla59MgOjoaT09Pk5KsMlxAEWdra5ujN2u9Xo9Go8HKygorq8I7L1rqrYKpsQohCj9pt0JYFmmzxqysrNBoNDn+biVEQZNrVAjLI+226LOtXh2fUZ8TMu5rAEK/GkP5tWuw9fXN03oGNCrH6DXnAVh+Ipi+zburSdbNtzfTu2rvPK3vaZCTtinfmIUQQgghhBBCCCGEyEfFXnkF13btANBHRXFvxEgUvT5P6+hVtxQu9in9KdecCaas8zOUcS0DwLH7xwiJC8nT+oQxSbIKIYQQQgghhBBCCJGPNBoNfhPGY+PnB0D88eNE/PFHntbhbG9D7+dKAZCoNfDXqWC6VugKgILC5sDNeVqfMCZJViGEEEIIIYQQQggh8pl1sWKU+n4K/DsUU9iMAOJPncrTOgY0KqsuLz5ym07lOqvrG25uyNO6hDFJsgohhBBCCCGEEEIIUQCc6tXDc+iQlBW9nuBPP0UfFZVnx6/k7UqjCiUACAyPIyjMidpetQG4GnmVKw+v5FldwpgkWYUQQgghhBBCCCGEKCCe//sfTvXqAaC7d5/7X41BUZQ8O/7raXqzLjp8m24VuqnrG29uzLN6hDEbcwcg8pdWq0Wr1eaovKIoGAwGdVbhwij1zSc1ViFE4SftVgjLIm3WmMFgQFEUtFot1tbW5g5HiHRSv/Pn5Lu/EMK8pN0+3bwmTyKo90sYoqOJ2baNiGXLce/zUp4cu0Xl4vi42vMgJokdlx7wfpvG2Ghs0Ck6Nt7cyJBaQ7C2ku8zpshJ+9QoeZkqF2YXEBBAQEAAer2eq1evsnTpUpycnEze38bGBl9fX/z9/bGzs8vHSIUQQgghLEdycjJBQUGEhISg0+nMHY4QQgghigDnCxcotXARAAYbG+588AHJvj55cuwtQRo2301JpLYvZSCy+EIu6y4D8Kbzm1S0rZgn9RR18fHx9OvXj6ioKNzc3LIsK0nWIio6Ohp3d3fCw8OzvQjSSkxMJCgoiHLlyuHg4JCPET4ZRVGIiYnB1dUVjUZj7nCEECaQdiuEZZE2aywxMZFbt27h7+9fqL8jiaeXVqtl+/bttGvXDltbW3OHI4QwgbRbARA28RuiVqwAwK5yZUovXYJVHnzXCI1JosUP+9AZFEo42/HVK0l8dXgUAN0rdGdcw3FPXMfTIDo6Gk9PT5OSrDJcQBFna2ubozdrvV6PRqPBysoKK6vCO2Rv6m2LqbEKIQo/abdCWBZps8asrKzQaDQ5/m4lREGTa1QIyyPt9unmO+pzEk+fJunqVZKvXSNy6lR8x4x54uOWKm5Lh5q+bDx7n4i4ZHSx1XGxdSFWG8vOoJ2MbjQaRxvHPDiDoi0nbVO+MQshhBBCCCGEEEIIYQZWDg6U+ulHNP/2Xo1cuoyYHTvy5NgDGv43AdbyoyG0K9sOgDhtHHuD9uZJHeI/kmQVQgghhBBCCCGEEMJM7CtVwmfUKHX93pej0d6//8THbVC+OFV8XAA4cTuSmu6t1G0bbm544uMLY5JkFUIIIYQQQgghhBDCjIq93AfX9u0BMERFcW/ESBS9/omOqdFojHqznrpSHB+nlIm1DgYf5GHiwyc6vjAmSVYhiohPPvkEFxcXSpcunavtQoiCN2zYMFxcXHj33XcLtN5Lly7h4uKCi4sLf/311xMda8+ePeqx9uzZkzcBigKVV69hXl5XeWXdunW4uLhQo0YNkpKSzB2OEEIIIUSmNBoNfhPGY1PSD4D4EycI//33Jz5uz7qlcLazBmDtmfu0K9MJAJ2iY0vglic+vviPJFmFKGQWLFig/pHq7u5OcHCwSfslJSURFxdHbGxsrraLvFWrVi1cXFz4+eefc7RfUlISx48f57fffmPQoEHUrl0bV1dXXFxcqFq1aq5iSUhIYPbs2XTv3p0qVarw//buO66J848D+CeEvVFQFNziXjjrnqBirbu2ttq6V62/OmqtVq12adW2KmqLe2vdCxX3tu6FA8WBiDJUNiQh9/uD5ppAJiugn/frxcsk9zx337vchfjlue9TvHhxVK9eHQEBAVi0aBFevHiRo/XqIwgC9u7di5EjR6JBgwbw9vZGiRIl0LhxY3Tt2hULFizAy5cvc7Tu1NRUlC5dWrxOfvjhB6P6xcfHi31UP+fPnzeq78cff6zR74svvshR7OquXr2KwMBApKWlYcKECblenykyMjKQnJyM5ORkyOXyXK1LoVCI61IoFHkUIRWkvHoP8/K8yitdu3ZFxYoVERoairlz55o7HCIiIiK9pC4u8Jo7F/h30tHYwMVIuXw5V+t0srVCz/qZg61S5RmQJjcQl+0L35erdZMmJlmJCpm//vpL/E9qQkICVq5cae6QyES3b9/GrVu3kJycjE6dOpnUt3PnzmjcuDFGjRqFlStX4ubNm0hKShLPCVMdPnwY1atXx9ChQ7Fnzx6EhYXh1atXuHv3LoKDgzFmzBg0atTI5PXqc+bMGfj6+qJr165YunQprly5gsjISMTFxSEsLAz79+/H2LFjUalSJXz//ffIMPEWmK1btyIqKko8JkFBQeIs6PoIgiD2Uf0sX77cYL/o6Ghs27ZNo19aWppJMWvzzTffQKlU4tNPP0WVKlVyvb68dPHiRTGhvHcvazVR0SWRSDB9+nQAwJw5cxAXF2fmiIiIiIj0s69fH+5fjM58olQicsJEZLx5k6t19m/6X8mA4KtAVbfMATw3Ym/gScKTXK2b/sMkK1EhcufOHZw9exYA4ObmBgBYsWIFBEEwZ1hkol27dgEAqlSpgmrVqpnU19raGg0bNsSIESOwbNkyXLt2DT4+PjmKY+fOnejSpQuePHmCkiVLYu7cubh58ybi4uIQGRmJI0eOYOzYsShVqlSO1q/N+vXr0a5dO1y/fh0WFhbo378/goOD8eTJE7x8+RInT57EnDlz4OXlheTkZMyYMQPdu3dHamqq0dtYtmwZgP+ukadPn+LQoUMmxenk5AQA2Lx5s8Hk9Zo1ayCXy+Hs7GzSNvQ5d+6cGPPEiRPzbL3GqlGjBhITE5GYmIjevXtnW64+IpGjU6mo69mzJypWrIiEhATMnz/f3OEQERERGeQ+fDjs/x0Mo4iKQtR303KVF6hS0glNKhQDADyMSdaYAIujWfOOpbkDoPwll8tNumVPLpdDEAQolUqjRoaZi+rDRRXr2yIoKAhAZgLor7/+Qp8+ffDo0SMcPnwY7du319tX/QNX2zExtJzyjirJ+sEHH5h8rPft2weJRKLxmoXFf38PM3Z9jx49Qv/+/SGTyVCvXj0cOnQIxYsX12jj6emJNm3amLRefU6fPo3PP/8cCoUCLi4u2LVrF1q2bCkuFwQBtWvXRrNmzTB8+HD069cP+/btE8sKrFixwuA2wsLCcPLkSQDAjz/+iLlz5yI8PBzLli2D/79F4nVR38eAgADs378fiYmJ2LRpEwYOHKiznyquvn37itdobj97VLct169fH9WrVzfLNWlvby8+zrp99eeGfh+Y0pYKJ13voam/awvzufDJJ59g1qxZWLp0KSZPnqxx/htLqVRCEATI5XJIpdJ8iJIod1Tf+QtLuQ4iMozXLelT4qcf8bR3Hyjj45EYEoK4DRvg8uGHOV5fv0beuPAoc6Krx499IIEEAgTsebgHQ2oMyfb/UMpkyvXJJOtbJjAwEIGBgeLtt4cOHTLpPxKWlpbw9PREUlISZDJZfoWZZxITE80dQp6RyWRYu3YtAKBXr15o3749ypYti6dPn2Lp0qUGb+lWvV+CICAhIcHk5ZQ3Xrx4gYsXLwIA2rdvnyfHWj3hYez6xo4di6SkJNja2mL58uWwsrLK1/ddLpfj008/hUKhgEQiwdq1a1G3bl2t21RdtytWrIC/vz+uX7+O1atXw9/fHwEBAXq3s3jxYgCAo6Mj3n//fURFRWHWrFnYs2cPwsPD4e7urrOv+ueFtbU1evbsidWrVyMoKAi9evXS2uf8+fO4c+cOJBIJPvzwQzHJKpfLc3w8Y2NjsXv3bgBA7969C+X1qD66NzU1VW+MKSkpGo8L4/6QfobeQ2N/16rX/DZ03hS0bt26YdasWXj16hXWr1+Pvn37mrwOmUyG1NRUnDx5kiO8qVALCQkxdwhEZCJet6SLQ/du8Fq9BgDw8udfcDEpCTJPzxytK0MJOFtJkSCX4OQdGWrUrIgnyod4lvQMf+75E2Uty+Zl6G8N9e/KhjDJ+pYZPXo0Ro8ejYSEBLi4uMDf39+kW1zT0tIQEREBR0dH2Nra5mOkuSMIAhITE+Hk5PTW/LXl77//RmxsLABg1KhRcHFxwZAhQzBt2jTs27cPCoUCxYoV09nf2toaQGb9OW3vuaHlxhgwYAB27txpdPvt27ejQ4cO2V4XBAF79uzB1q1bcenSJcTGxsLW1hY+Pj7o1q0bhg0bpvP8U8VQqVIlXL16FSkpKVi+fDn+/vtvPHr0CAkJCdi6dSv8/Pw0+gUHB2PDhg3i9uzt7VGhQgX4+/tjxIgReo+tKTZs2ABBEFCiRAl06NBBYxRqTqnWYex79+TJEwQHBwMAPvzwQ9SrVy/XMRiycuVKREREAAD69++PLl26ZGuj7bpdunQpmjZtCgD4448/8NFHH+nchkKhwJYtWwBkjir18vLCiBEj8PPPP0Mmk2HXrl346quvdPZXH1VnZWWFIUOGYPXq1bhw4QKeP3+utbTD5s2bAQBt2rRBnTp1NPrn9Dpav369mKDp16+f1vX88MMPmDNnDmxtbfH06dNs14NCoUDZsmXFpNa+ffs0Rg2rdO3aFSdOnECTJk00vrzfuXMHTZo0AZD53qmSzPHx8ShTpozGsRoyZEi2UXuTJ0/G5MmTAWiOiLW3t4ezszPOnj2LBQsW4PLly4iPj4e3tzcCAgIwfvx4scxDTqWmpmLFihXYs2cP7t27J/6+K1WqFHx8fNCjRw907NhR7++wx48fY8WKFThx4gSePHmC5ORkeHp6omzZsggICECfPn1QokQJsf3x48fxwQcfAMicrb5NmzY4fvw4li5diuvXr+PFixfo1KkTNm7cKPaJiorCwYMHcfjwYYSHh+P58+dISkqCq6sratSogc6dO6N///5wdHTUGqO2bR4+fBiBgYG4efMm0tLSUK1aNYwePRo9evQQ+wmCgJ07dyIoKAj37t1DSkqKWJf5448/1rotbe9hcHAwli5dihs3biA1NRXly5fHBx98gC+//FJnzOqv29nZ6b1GHj16hKCgIBw/fhwRERFIT09HqVKl0KpVK4waNQrVq1c3+rgYei8AwNfXF3Xq1MGNGzewc+dODB06VGdsuqSlpcHOzg6tWrUq1N+R6N0ll8sREhICPz8/WFlZmTscIjICr1syKCAAMTI54jduhIVCgSp79sB740ZY5PC7SLjdAyw6Hg4lJPB27IgnCZmDWF6Xeo0RjUbkZeRvDZMGDgj0VoqPjxcACPHx8Sb1S01NFUJDQ4XU1NR8iixvZGRkCK9fvxYyMjLMHUqe6dixowBA8PX1FV+LjIwUpFKpAED4448/9PYfPXq0AEBwcXHJ0XJj9OrVSwBg9E9wcHC2dURGRgpNmzbV269ixYrCvXv39MZQqVIl4dmzZ0KdOnWy9d+/f7/YPj4+XujcubPe7bm4uAh79+7N8XFR16lTJwGAMHjw4DxZnyAIQtWqVQUAgpeXl1HtFyxYIO7bnj178iwOfTp06CBu88KFC1rb6LpuGzZsKPYNCwvTuY0dO3Zo3Ub37t0FAEKNGjX0xvj69Wuxv+r9qVmzpgBAmDhxYrb2CQkJgoODgwBAWLdunRATE5Otf04EBAQYfD+PHj0qbuvw4cPZlp86dUrjHJ46dWq2NqmpqYKtra0AQJgyZYrGsps3b4p9N27cKL6ufoz0/UyfPl3sExISIr4eEhIi/Prrr4KFhYXWfhUqVBCePn2ag6OWKTw8XKhUqZLB+EaMGKG1f0ZGhvDdd98JlpaWevtXq1ZNo1/Wffz222+z9fnggw/E9gqFwqjjWL58eeHGjRtaY826zalTp+pcz7fffisIgiDIZDLh008/1dlu/PjxRm1r/PjxOtdRpkwZ4c6dO1rXo+u8UqdUKoWZM2fqfQ8sLS2F3377zahYDb0X6oYPHy4AEGxtbYWUlBStbfQpKt+R6N0lk8mEnTt3CjKZzNyhEJGReN2SMTLS0oSHH3QTQqtWE0KrVhOeq30XN1XUm1Sh4uR9QrlJe4UGP+4RGqxtKNRaVUtosbGFIFPwPNTGlPwaJ74iKgSePn0qjjIbNmyY+Hrp0qXFEYHGzIKe39atWydOlqPtJzw8HGXKlAEAuLq6ZhsZGBcXh+bNm+PcuXMAgIEDB+LMmTOIiYnBkydPsGTJEri7uyM8PBzt2rXDq1evdMaiVCrxySefIC4uDkFBQXj06BEiIiKwZMkS2NjYAMicvKdbt27iqM7u3bvj1KlTiImJQXh4OP744w+4ubkhPj4e3bp1E2t95lRiYiKOHTsGIPPWVHNRHV8AaNKkCR48eICxY8eiZs2aKF68OMqVK4eOHTsiMDDQpAmndJHL5eKEbc7OzgZLW2SlXm/4xIkTOtupJryqW7cuGjduLL6uumZCQ0PFOIw1ePBgAJmTW2W9/XfTpk1ITk6Gq6urznICphIEAadOnQIAcSSpNs2bNxdHF2q7fezw4cMAMku86Gpz+vRppKWlAYDWEeXauLq6IjExEUePHhVf27hxY7Zr/dtvv9Xaf9u2bZg0aRJGjRqFy5cvIy4uDnfv3sWYMWMAZI5eHDEi538hHzhwIB4+fAhra2vMmDEDV69exYsXL/D8+XNcvHgR69atQ48ePXSOMvziiy8wa9YsKBQKVKlSBUFBQbh//z7i4uIQGhqK4OBgjB49WmMUa1br16/Hzz//jFGjRuHSpUuIiYnBiRMn0KBBA7GNIAgoU6YMvvjiC+zevVuM89mzZ7hw4QImT54MV1dXPH78GO+//77B63DTpk345ZdfMHnyZNy6dQtxcXE4f/68OHr5p59+wsmTJ/HNN99g27ZtmDVrFu7evYu4uDicPHkS9evXBwDMmzfP4Ofc2rVrMX/+fIwcORKXL19GeHg4rl+/jgkTJkAqlSIiIgJ+fn54k8MZbr/++mtMmzYNCoUCNWrUwLp16/D06VPExsbi+PHjaN++PRQKBb766iusWbNG77qMeS/UvffeewAyR6SqyroQERERFXYWNjbwmj8Pkn+/477ZtBkJJk78q+LpYgv/GiUBALEJElR1yvx+9Cb9DU5Hns6bgN9l+Z7yJbPgSNaiZfr06QIAwcHBIdt7tmfPHnF0zj///KNzHQUxklWf5ORkoXHjxgIAwcbGRjh+/Hi2Nh999JG4L3/++afW9dy+fVuwt7fXORpNfTRtiRIlhIiICJ0x/fnnn2LboUOHam1z48YNcXuVKlUSFAqFkXuc3ZYtWwQAgr29fY5GSeli6khW1Uhhe3t7Yd26deJoRm0/FSpUEK5fv56r+B4/fiyur1mzZjrb6bpu161bJ/b/+uuvtfZ99uyZOKp70aJF2dZbtmxZAYAwaNAgndvXNpI1JiZGsLa2FgAI27dv12jfpEkTAYAwevRosW3W/qa6f/++uI6ZM2fqbasa3V6/fv1sy5o3by4AEIYNGyYAEKRSqfD69WuNNpMmTRLPg/T0dI1lhkYcnjt3Tly+Y8cOvXGqjywEICxbtkxru88++0xs8+DBA73r1Obly5di/zlz5pjcf+/evWL/tm3bCklJSUb3zbqPCxYsMHn7Wd24cUMczfnXX38Z3Ka29ykhIUEoUaKEAECoWbOmYGVlJRw5ciRbuxcvXoijsvv27WtwW6rjm/WaXb58udhm7Nix2dZj6Lw6duyYuLxFixZCcnJytjYKhULo0qWL+Psq6+/E3LwX169fF/vNnz/f6H4qReU7Er27OCKOqOjhdUumeLVlizia9W6jxoIsMjJH6znzIEYoN2mvUG7SXqHzX38KtVbVEmqtqiWMOzYujyN+O5iSX2NNVsqxvnv7IjY11mzbF5QCJBb5X4/V3c4dm9/fnG/rVyqVWLlyJYDMOpNZa9h17twZ3t7eePbsGZYtW2byKMGCkJGRgY8++gj//PMPJBIJVq1ahdatW2u0CQ8PF+tpdu7cWWPErroaNWrgq6++wo8//og1a9bg119/1Vn/b/r06fD29tYZV2BgIADAzc0Nv/32m9Y2tWvXxsSJE/H999/j4cOHCA4Oxvvvv29wn7XZtWsXAMDf3x92dnY5WkdeeP36NYDMup2fffYZLC0tMWvWLPTp0wceHh548uQJgoKCsGTJEjx69AgdO3bE1atX4ZnDAupxcXHi45zU21Svh6u+LnUrV65ERkYG7Ozs8Omnn2oss7CwwODBgzF9+nRs3rwZv//+O5ycnIzatru7O7p164a///4by5cvF2tb3r59GxcuXADw32jXvPDw4UPxsYeHh962fn5+OHjwIK5evYrY2FhxUq/ExEQxti+//BL79+/Hs2fPcOzYMY3anKrRra1atRJrMue3li1b6jxeo0aNwurVqwEAJ0+eRKVKlUxat6pmNQCT+wLAnDlzAAC2trbYsGEDHBwcTF4HANSpU0ccmZsbtWvXRpMmTXDmzBkcPXpUb43Qtm3baq1X7OTkhF69emHJkiW4ffs2+vXrh3bt2mVrV7JkSXTu3Blbt24VR1LrUr16dYwfP17rskGDBmH58uU4e/YsVqxYgdmzZ4t3Dhhj9uzZADJHYK9evVrrxJxSqRSBgYE4cOAA4uPjsW7dOowaNUrr+kx9L9Qnxnv06JHR/YiIiIgKA9fevZF85iwSDxyAMiEBkRO/RrnVqyCxNC2117RicVQu4YgH0UkIfegJr7quSJC9wfGI40iUJcLJ2rj/S1F2LBdAORabGovolGiz/cSkxRTIdvI7kXzo0CE8ffoUALT+J1sqlWLQoEEAMm8ZNWVmu4IyZswY7NmzB0Dmf6K1JQOCg4PFyXSGDBmid32qW7NTUlJw/vx5g+20iY2Nxc2bNwFk3rqvL6HyySefiI9Vt/ubSqFQYP/+/eL2zCkjIwNA5kzYSqUS27dvx9SpU1G1alUUK1YMvr6+WLx4MX766ScAwIsXLzBz5swcb08QBPFxTiaiU58cTC6Xa12/6g8RH374IVxcXLK1GTRoEKRSKZKTk8XJqoylSgoeOHAAz58/B/BfaQJfX1/4+vqatD59YmJixMeGJltT3eIvCIJYHgDInPhHoVCgVKlSqFmzpthOvWTAq1evcO3aNY31FAR916T6BGyPHz82ed1ly5YVJ4SYMWMGbt++bXTfxMREsZRE165dc/wHBUD/PmYVGhqKb775Bq1bt0aZMmXg6uoKR0dH8Uf1+RYZGal3Pd27d9e5rEaNGka1q1mzJgDg+fPnWq8zlT59+uidsK9v374AMo/p5cuXdbbLKjU1Vfx8bdu2LSpWrKizbbly5cRb/tVLV2RlahmP4sWLi4+jo6NN6ktERERkbhKJBKVmfg+r0qUBAKmXLyN2ydIcraf/e+X+fSZFcWSWMZMpZTj85LDujmQQk6yUY+527ihhX8JsPx62HgWyHXc7d8MHIxdUtVZr1aol1ovLavDgwbCwsEBCQoI4GjQvNWjQQOM//uo/s2bN0tv3l19+wZIlSwAAo0ePxsSJE7W2Cw0NFR+r19PUpkqVKuLjO3fuaG1TvHhxlCxZUuc6wsPDxeSf+qzw2vj4+IgjTx88eKC3rS4nT57E69evIZVKczwSNq+oj+Js3749AgICtLabOHEivLy8AGQm8NVnlF+wYIHOcyLrKEL1ZGFO6jSqRt4C0JpAPXr0KMLDwwFo/0MEAHh7e6NTp04A/kuQGsvPzw9ly5ZFRkYGVq1aBZlMhnXr1gHI21GsAMQaqQD0zrwOZJ63qnNcPYGqSriqkqeqf9UTsUeOHBHfz4JMsuobYWptbS1eZ4mJiSav29HRURzRePPmTdSqVQt16tTBl19+iY0bNyIiIkJn34cPH4o1d3XV6zSWelJTn6lTp6JOnTqYPXs2Tp48iWfPniE+Ph7Jycnij+oPIob+eKYvIal+zVSoUMGodvqOf61atfTGor5cfWS2IQ8ePEB6ejoAw78DgP9+D+j6HQAY/16o2NjYiCNv86IeNREREVFBkzo7o/TcuYBUCgCIXbIEKTmoNd+jvhfsrTPX8TC8qvj6nvA9eRPoO4rlAijH8vMWekOUSiUSEhLg7Oysd8RNYRcTE4Pdu3cDAO7evavztnjgv9GCy5Ytw+eff56ncaj+w6+N6j/F2mzYsEGcAKdbt25YsGCBzrbqiTT1/6Sr9ivrv9r6qTOUoFJPIhhqq2qTmpqKhIQEg221UZUKaNasmcYtqeagvn31SaWysrS0ROvWrbFhwwa8fv0aT548EZM0MplM5zmR9fXSpUvDxsYG6enpehMiuqiPSFRPsKuoJ007duyocz2q0XkXLlzArVu3DCaLVCwsLDBw4EB8//33WLFiBSpVqoTY2FjY2tpqjHLOC+q3VhtKNEokErRv3x4bNmzQSLKqHvv5+QHITKJKJBKEhYXhyZMnKFeunNimRIkSBv/IkJd0TTilovq8Vk/om2LevHkoXrw45s2bh/j4eNy8eRM3b97EwoULAQD169fHuHHjsr1v8fHx4mNtiXxTGPN5snTpUvz4448AMkfwjho1Cg0bNkSpUqVgb28vHodu3brpHampou+4qo8eN7advuNvaP/Ul5vyean+WT5v3jwsWrQIgPbPfkEQxN89un4HGBNrVjKZTFyvOUu6EBEREeWGfX1feIz5AjG//wEolYic+DUq7NgOSxNKtznbWqGHrxfWX3iK5MRSKGvlhdfySFx8cRFRSVEo5VgqH/fg7VV0s1NEb4E1a9ZAJpMByLzdXH2EU9Yf1X9Az5w5g3v37uVpHFeuXMk2e7jqZ9q0aVr7HDt2DAMHDoQgCHjvvfewceNGvQlv9dv14+PjxZ+EhAQkJCSI20tKSkJSUpLYVnV8sjKUXFffnq5koTrVNo2t5ZmVKslq7lIBwH+3BQMwmPBVrwuqnswYO3asznNCNapUxcbGBk2aZN5iEhcXhxs3bpgU74kTJ8THzZs311j26tUr7NixQ3yu7xpRP1dUI8SNNXDgQFhYWODhw4diPcpevXrB1dXVpPUYov5+vHr1ymB71SjUiIgI3Lt3D8+fPxcT2aplJUuWFBPKquSqalRr+/btc1TCobCSSqX47rvv8OLFC+zbtw/ffPMNWrVqJSbMrly5gk8//RQjR47U6Kd+Xat/vuSEMX/Ymzt3LoDMBOuFCxcwdOhQ+Pr6wtPTE87OzuKo8JyM6M1vhj4v1Y+fvj8MZqX+mZyWlqbzd4Dq94Dqjya6fgcAxr0X6tSvOfXSAURERERFTfGhQ2H/7//BFC9eIOq777INWDLkU7FkgASy+Hri6/sf7c+jKN89TLISmZEqEdS/f3+dCS31H9UkT6beDm2Ivb29zlvDtU2Yc+vWLfTo0QMymQyVK1fGnj17DI4KUt1GLJFI8PLlS6P2V1+S15Dy5cuLjw3Vbnz69KmYWFDvZ6xr167hyZMnAApHklX9VlxDt++rJx3UR/hZWVnpPCe0TVbTp08f8XFQUJDRsd65c0eciMfHxydb/dO1a9ciPT0d1tbWiIqKMni+TJ8+XeynLzmTVbly5cRRv6r6mHldKgDQvJ1bfSInXVSjVYHMBKoqiVqzZk2UKlUqW7uQkBA8fPhQnNSnIEsFFCRbW1sEBATg559/xokTJ/D69Wvs3LlTvH6XLl0q1mQGMm+3VyXkVLVq88ubN2/E2+j79eunc9IxhUKhUUalsDA0Gv3u3bviY33lCbKqUKGC+B788ssvRv8OUH225gX1a86U2ImIiIgKG4lUitJzZkP676CQpMNH8GbTJpPWUb2UMxqVzxz9+vL5f2WY9obvNTlhS5mYZCUykzNnzoj/me3Zs6fOhJb6zwcffAAgcwSsvolL8lNkZCQCAgIQHx8PDw8PHDhwwKjb41X1MgVBwMmTJ43aX11JXmN4enqKt57v3r1bb8JNvc5t69atTd6WahRrzZo1UblyZZP757X3339fTHqrjxLNSqlU4vTp0wAANze3HCWYVQYPHowSJUoAAP7880+jElmCIGD06NHi88mTJ2dro/pDRNu2beHp6WnwfFFNhBMXF4edO3eatA/qE7JVqlQJbdq0Mam/MapUqSImqY0Z8evt7Y2qVTNrJIWEhIgjVNWTr+rPjx49qlFaIKdJVtUEU0DOb+0vSDY2NujWrRsCAwPF19QnZXJ1dRX/+LB79+4c1Q42lrG1Prdt22bUKPuCpj5yXN9yOzs7NGzY0Oj1FitWDI0aNQKQeS4b+ztA36SFplL/XMrLCe2IiIiIzMGqZEmU+ncyYwB4+fMvSLt336R19G9aHgAgyIvDGT4AgAdvHuDe67y9e/ZdwZqsbzm5XG5SMk4ul0MQBCiVykL9H2v1Gm6FOU59VKNR7ezs0KFDB6P2o2vXrli8eDGio6Oxa9cu9OzZU1ym/pcmbesytNwYCQkJCAgIQEREBOzt7bF7925UqFDBqPXVqVMH/v7+OHToECZOnIgmTZqIky6ZwpT9GD58OMaPH48XL15g+vTpYo1EdU+fPsXPP/8MILO26Pvvv2/y8VElWT/44IN8Px+NWb+9vT2GDBmChQsXYv/+/Th9+jSaNWuWrd2ff/4pjnjs27cvJBJJjuO3sbFBUFAQunfvDrlcjvfffx8HDx5E9erVxTbq161MJsOIESPE2cbbt2+PAQMGaGz/n3/+EUcjdu3a1ajYatasiYoVKyI8PBxBQUHo3bu3uEy9v7bPjl69eom1O62srCAIgs7zLaefPRKJBO+99x6OHj2Kf/75x6h1dOjQAffu3cPx48fFBG27du00+rZo0QLW1taIjY3Fb7/9BiAzoevt7a11G+qvafu8Vy+TEBkZqTdOQ+vSJr8+u9UnkHJyctLYxldffYW+ffsiMTERQ4YMwYYNG2BpadzXIFP2sXjx4nB0dERSUhL27duHcePGZSvZEBUVhQkTJujchinbNLZd1nM5az+Vy5cvY8WKFfj888+z/a7ds2cPDh06BCBzlK6tra3O9WiL5euvv0avXr1w5MgRBAUF5Wi0eE7ON5Xz588DyLy+GzZsaPI5qFQqIQgC5HI5pP9ONkFUmKi+85vrD/FEZDpet5Rbti1bwOWTfohfvwGCTIbIcePgvXEDLIysP9++SnG4O1ojNkmG2Be1YO0ZBgDYHbYblerrntT2XWLK9ckk61smMDAQgYGB4ozFhw4d0nprry6Wlpbw9PREUlKSSbfamkthrGdnjMTERPz9998AgDZt2kChUBg1gUiDBg3g7OyMhIQE/Pnnnxqj1FTvlyAIWtdlaLkxevTogRs3bkAqlSIoKAjVqlUzaV1z586Fv78/Hj9+jPr162PMmDHo3LkzKlWqBAsLCyQlJSE2NhYPHz7EsWPHcPHiRRw8eFBjHaoZwlWTn+nzySefYM2aNbh+/Tp++eUXvHz5EmPGjEGFChWQmpqKQ4cOYerUqeIt83PnzkVqaqpJs04/e/YMV69eBZCZKMzpsdVHlQgw5b0bN24cdu7ciYiICHTp0gWzZs1C9+7d4ezsjJcvX2LNmjWYPXs2AKBUqVL43//+l+vYW7VqhR9++AFTp05FZGQkGjZsiOHDh6N3796oUqWKmATcsmUL/vjjD/FW6Tp16mDZsmXZruelS5cCyExMtm3b1uj4OnXqhMWLF+PIkSO4desWypYtC0Dz80Iul+tdX3p6erZJ30zpr0/btm1x9OhRPH78GA8ePBBHAOvSrFkzBAYGirUrrays4Ovrm237jRs3xunTp3H/fuZfr1u2bKkzRvW6mtomfCtWrBjc3d0RGxuLoKAgtGjRQuft1eqJzZSUFKOOi0wmM/n4HTt2DH/88Qfatm2L5s2bw8vLCx4eHrC0tERcXBxCQkLw3XffifE3btxYYxv+/v7o1asXtm3bhm3btqFly5YYN24cmjdvDkdHR8THx+Pp06c4ePAgbty4gTVr1uR4Hz/44ANs2LABJ06cQP/+/TFx4kSUK1cOqampOHjwIGbMmAFBENCgQQNcvnwZGRkZ2dZp7DbVP6+SkpJ0tktLSxMfJyYmatwloL6tzp07Y8SIEQgPD8eAAQNQokQJPHnyBJs2bcIPP/wAIPP4Tpw4Mdu2DJ1X7dq1Q//+/bF27VoMHz4cISEh6N+/P3x9feHo6AiFQoHY2Fi8ePEC586dw5EjRzBo0CAEBASYfFy0OXv2LADgvffey9HvQplMhtTUVJw8eVL8XURUGKnf0UBERQOvW8oNSfXqKFOqFGyjoiB7+BBXxnyJ6J49jO5f38UCh5IskJ5QCzYld0OQZGDnvZ3wifKBhYQ3wKt//zSESda3zOjRozF69GgkJCTAxcUF/v7+Js2+m5aWhoiICDg6OhqcJdqcBEFAYmIinJyciuSkLps2bRJvE+3Zs6dJ71Hnzp2xefNmHD16FAkJCWKdVtV/mCUSidb1GVpuiEKhwPHjxwFkHv9hw4YZ7LN9+3aNRHDNmjVx4sQJfPzxx7hy5QqmT5+O6dOnQyKRwNraOltSy8XFJVusqpFnFhYWRu3H/v370a1bN1y6dAkrV67EypUrYWVlpfHXKGtrayxevBh9+/Y1uL6sVCMxS5UqhTZt2uT6fNy8eTOGDh2q8ZrqQz0qKkp8v1V+++03raPBnJ2dERISgi5duuDhw4cYO3Ysxo4dC2tra40/oFSsWBE7duyAj49PruJW+eabb1CtWjWMHTsWz549wx9//IE//vgDALIddwsLCwwePBjz5s3LdktwcnIytm/fDgBo2LAhqlWrZnQMvXv3xuLFiyEIArZu3YoZM2YA0BwBZ2VllaOZyXPTX2XAgAGYPn06lEoljhw5guHDh+ttHxAQAEtLSzGp07RpU5QuXTpbu06dOonlH4DMzwpdMapPWGRnZ6e13bhx4/Dtt9/i5s2bqF+/PmxsbMTrb/LkyWJ5B/U/5Nnb2xt1XKytrU0+flKpFCdOnNAogSGRSCCVSjUSXm5ubti6davWkfLr1q2Dm5sbli1bhn/++QcfffSRGI/6+1u1alWN+Ezdx99++w2XLl3C/fv3sXHjRmzcuFHjPSxRogR27dol1hCWSqXZ1mnsNtXrYTs6Oupsp/473cnJSef+jR07Fq6urvjxxx/x448/Zrtu3dzcsHfvXq2fGcacV8uXL0epUqUwd+5c/P333+IfHG1sbCCTybLV/xo0aFCu3guViIgIsVxAv379cnT9pqWlwc7ODq1atSrU35Ho3SWXyxESEgI/Pz+Nsi9EVHjxuqW8IqtdBxEf9YWQmgbXCxdQre+HcMxSYkwX3/g0HJ53EsoMB0jSqkOwu4VEIREeDTzQxLNJPkde+Jnyh3kmWd9yVlZWJn1YZ2RkQCKRwMLCwuRZewuSKlmiirWoWbFiBYDMJNMHH3xg0j50794dmzdvhlKpxOrVq8WRW+rJPW3rM7TcEPU+SqXSqFqCSqUy27aqVKmCixcvYseOHdiwYQPOnTuH6OhopKenw9nZGSVKlEC1atXQoUMH+Pv7Z+tv6n6ULl0a586dw5o1a7B+/XpcunQJCQkJsLS0RPny5dGxY0eMGzcOFStWNLgubXbv3g0gc+RaXtw+mpGRofPYCoKQbVlGRobO41C1alXcvHkTCxcuxJYtW3Dnzh2kpKTAzs4OdevWRe/evTF8+HCTZgg3Rs+ePREQEIB169Zh7969uHDhAmJjY7PdZrFs2TIMHDhQ6zr+/vtvceRot27dTDpnW7VqheLFiyMuLg6rVq3CjBkzsn2m5eSzI7f9VcqWLYuOHTsiODgY69atw8iRI/W2d3V1RaNGjXDu3DkAmeUDtG3bz88PU6dOBZCZtGvfvr3OGNVf1/V5/80338DDwwMrVqzAtWvXkJqaKv4hRC6Xi32MWVdWOTl+nTp1wuHDh3H48GGcOHECT548QXR0NBQKBezt7VGjRg28//77GD16tM460ba2tggKCsKQIUOwZMkSHD9+HM+ePYNcLoe7uzvKlSuHgIAAfPzxx9n2y5R9LFGiBP755x/89NNP2LJlizh5U7ly5dCjRw9MmDABXl5eej/PjN2mse2ybkvX/kmlUqxfvx7t2rXD0qVLcfv2bSgUCnh5eaFbt26YOnUqPD09cxyLhYUFZs+ejcGDB2PJkiU4evQo7t+/j7S0NFhbW8PDwwNeXl5o1aoV/Pz80KpVq1y9FyobN26EIAhwdHTM9v4ay8LCAhKJxOTvVkQFjecoUdHD65Zyy6pqFXhOnYqoKZn/H4ie8T0c69aFlREl+sq6W8GvRkkcvP0SyXF1Yed9CwAQ/CQYLcq0yNe4iwJTrk2JwCnD3kqqkazx8fEmj2R99OgRKlSoUKhHaahuFXd2di6SSdbk5GQIggALCwuTyjkAmfuuGtloaWkpvk8ymQwymQwSiUTrRCGGlhtD/VZQY9jZ2RmVeBQEAQqFwqgPr7S0NCgUihwdOxWZTAYrK6tcjzp98+YNSpQoAblcjv3796Nz5865Wh+QOWJY/bZeQ2xtbY2uKwlk7ntOJxPLDUEQkJSUhD179uDTTz+FIAjw8vLClStXtN4un56eLiZljT2P1KWmpoplUxwcHMT3WnUOW1lZwcbGxuT9yG1/lSNHjoijvB88eIBKlfTXO1I/Hvrec1V8hq4P9c8RY88h9Risra3F8ygjI0O8Zd3Qe6X67FPvnxtKpRIKhSJX6zLm88eUfdRG9ZmV9feV6vNMKpVqjEg1ZZvqnxn29vY6fyfK5XIxSZ71Dyu6tqX6XWtvb2/UMc7JeaVi7GdTTt+LWrVq4fbt2xgzZgwWLFhgdFzqisp3JHp3qb6PBAQEMFlDVETwuqW8JAgCno8fj4T9wQAAu/r1UW7NakiM+E52OiwWny6/AEjkcKn6E5SSVNhb2uPYh8dgb5Wz/3e/LUzJr3EkK5EZ5Ga2ZAsLC60jDw0lLfIiqZHXIx5VVCODjJEX/7HNqyTj/v37IZfL4eTkhHbt2uXJOi0tLfPtOAN5t++mUiX3AwICMHHiRMyZMweRkZH4+OOPcejQoWyJEhsbm1wlMbMmrFRye2zz6r1p3749mjdvjjNnzmD+/PkIDAzU297Y42FsfLo+R3ISg1QqNXpdeTlTPJC5H7k9p435/DFlH7XRlWzU93lm7DaN/czQN0LG0LaMTZbm5LxSMfZ9zMl7cfDgQdy+fRu2traYNGlSTsIjIiIiKvQkEgk8v/8eqddvQB4ZidQrVxC7eDE8vvzSYN/mlYujoocDwmOSkfamFqzdLiJFkYLjEccRUDHAYH/KVPSGABIRFRK7du0CkHkbc24Sgu+aWbNmoUWLzNtOjh49iilTppg5IvP45ZdfAGSWTYiIiDBzNERvL1Vd5jFjxmit1UtERET0tpA6OcFr3lzg30EssUuWIvnCPwb7SSQSfNqkHABAkeArvr43fG/+BPqWYpKViCiHVq1ahcTERKxbt87coRQplpaW2LRpEzw8PAAAc+bMERPW75IWLVrgk08+gUwmw48//mjucIjeSsHBwTh//jxKlSol1jAnIiIiepvZ1av33+hVQcDzr7+G4vVrg/16NfCGnZUUGSnlIchdAQBnn59FbGpsPkb7dmGSlYgoh+zs7ODo6Gi2W/CLMi8vL0RERCAxMREJCQno2LGjuUMyi9WrVyMxMRHz5883dyhEb6X27dsjMTERjx49gpOTk7nDISIiIioQxYcMhv177wEAFC9fImrKVBiaksnFzgrdfUsDsIAsvh4AIEPIwMHHB/M52rcHk6xERGQWNjY2cHR0hKOj4zs7iYyqvmROJ3EjIv2sra3h6OjIki5ERET0TpFIpSg9ezakbm4AgKSjR/F6wwaD/T5979+SAfFqJQMesmSAsZhkJSIiIiIiIiIieotYlSyBUj//JD6Pnj0HaXfv6u1Ts7QLGpRzg1JWEhlppQEAt+Ju4VH8o3yN9W3BJCsREREREREREdFbxqlNG7gN6A8AEGQyRI4bD2VKit4+A5pmjmaVx3MCLFMxyUpERERERERERPQWKjFhAmyqVwcAyMLD8fLnX/S271TLE8UdrKFIqAtBkAAA9oXvM1jTlZhkJSIiIiIiIiIieitZWFvDa948SOzsAABv/v4bCQcO6GxvYylF30ZlICickZFcGQAQmRSJazHXCiLcIo1JViIiIiIiIiIioreUTcUK8Jw6VXwe9d00yJ5F6mzfr0lZWEiylAzgBFgGMclKRERERERERET0FnPp2QPOXboAAJSJiXg+YQIEhUJrW283e7SrVhKKxJoQlFYAgAOPD0CWISuweIsiJlmJiIiIiIiIiIjeYhKJBJ4zpsPK2xsAkHrtGmIWLdLZfkDTcoBgA0ViTQBAgiwBpyJPFUisRZWluQOg/CWXyyGXy01qLwgClEollEplPkaWO6qCy6pYiajw43VLVLTwmtWkVCohCALkcjmkUqm5wyHKRvWd35Tv/kRkXrxuqcDZ2qLk7F/w7LPPAYUCcX/+BZtGjWDfuHG2pk3KuaBcMXs8i/eFlcs1AMCeB3vQqlSrgo3ZzEy5PiUCpwd7qwQGBiIwMBAZGRm4f/8+NmzYAHt7e6P7W1pawtPTE2XKlIG1tXU+RkpERERUdMhkMkRERODFixdQ6Li1joiIiKgocDt+HB7BmZNfKZyd8fh/Y6F0cMjW7thzCXY+ARx8foaFZRKkkOIb529gZ2FX0CGbTUpKCvr164f4+Hg4Ozvrbcsk61sqISEBLi4uiI2NNXgSqEtLS0NERATKly8PW1vbfIwwdwRBQGJiIpycnCCRSMwdDhEZgdctUdHCa1ZTWloaHj9+jDJlyhTq70j07pLL5QgJCYGfnx+srKzMHQ4RGYHXLZmLoFTi+fARSD1/HgBg36Y1Si1YkO07X3yqHC1+PQHBbResi58BAExtPBU9K/cs8JjNJSEhAe7u7kYlWVku4C1nZWVl0od1RkYGJBIJLCwsYGFReEv2qm5bVMVKRIUfr1uiooXXrCYLCwtIJBKTv1sRFTSeo0RFD69bMgevObPxqHsPZLx6hZTjJ5C0eQuK9f9Uo427lRW61fXC37d8xSRr8JNg9K3e1xwhm4Up1ya/MRMREREREREREb1DrEqUQOmffxKfR8+Zg7S7d7O169+0HJRpXshI9wAAXH55Gc+TnhdYnEUJk6xERERERERERETvGMfWrVHss88AAIJcjsivxkGZkqLRppaXC3zLukER7yu+tv/R/gKNs6hgkpWIiIiIiIiIiOgd5DF+HGxr1AAAyB49wouffsrWpv975SBPqCc+3/NwDzjFU3ZMshIRFVGhoaHYu3cvDhw4kOt1Xb16FXv37sXRo0fzIDJ6m+XleVeU8TgQERER0dvAwtoapefNhcTeHgAQv3UbEvZrjlQNqF0KbtaeUKSUBwCEx4fjzqs7BR1qoceJr4gKkcTERFy7dg3x8fEAgCpVqqBKlSo5Xt+TJ0/w7NkzyGQylClTBuXKlcv3guoJCQl49OgRYmJiYGNjgxIlSqBy5cqQSqU5XuerV69w9uxZAJkTjwQEBBjVLzw8HKGhoeLzEiVKoHHjxkb1PXDgABQKhfi8RYsWcHV1NT7oAvDXX3/hjz/+gIODA5KSknK1rtmzZ2Pz5s0oV64cHj9+nDcB6pCQkIDTp08b1dbLywu+vr6GG6oRBEE8B9+8eQNHR0d4eHigcuXKeTZ5T9Zzy5AmTZrAw8Mjx/0BoEaNGqhYsaJRbRUKBR4+fIjY2FgkJyfDxcUFFSpUQIkSJUzapjZ5ed4VZTwORERERPS2sKlQAZ7ffYeoyZMBAFHTpsO2Th1Ye3sDAGytpPiwYRksv+4LS/vHAIC94XtRo3gNc4VcKDHJSmRGycnJWLFiBS5duoSLFy/i3r174mzOADB9+nTMmDHDpHWmpaXht99+w4oVK/DgwQONZc7OzujWrRvGjRuHevXq5cEeZFIqlVi7di2CgoJw4cIFjeQkALi5uaFjx4745ptvULduXZPXv2DBAnz//ffi8+PHj6N169YG+23fvh0TJ07UiOP58+ewtbXV2+/y5cvo3Lmzxmvnzp3De++9Z2Lk5nXjxg08ffoU1tbW8Pf3N3c4ovDwcHTt2tWotn379sWmTZuManvs2DEEBgbi2LFjePXqVbbljo6OaN68Ofr164c+ffrAzs7OpLjVZT23DAkODkanTp1y3B8Afv31V0yYMEFvmwMHDmDx4sU4fvw4EhMTsy2vXLkyPv74YwwbNgze/35hKqwK6/lLRERERPQ2cuneDclnzyJhzx4ok5LwfPwElFu3FpJ/B2p90qQs/jxdG0LJ3ZBYZGB/+H6MazAOlhZMLarwSBCZUVRUFL788kvxuaOjI8qWLWvyCDeVR48eoWPHjggLCwMAODk5oVatWnByckJMTAxCQ0Oxdu1aVKxYMc+SrI8ePUKPHj1w/fp18bUqVarA29sbaWlpCAsLQ0xMDDZt2oTNmzdjzJgxmD9/vtEjW5VKJVauXKnx2vLly41Ksmb1+vVr7NixAx9//LHedsuWLTN53eZQs2ZNdOnSRWeycMGCBVi+fDmKFy+O2NjYAo7OOL6+vihdurTO5fXr1ze4jujoaHzyySc4fPiw+JqjoyOqVq2KYsWKITExEREREYiMjMTBgwdx8OBBfPvtt1iwYAF69uyZ631o2LAhSpYsqbeNvhGkxvQHgEqVKulc9uLFC3z00Uc4ceKE+Jq7uzsqVqwIFxcXREdH48GDB3jw4AFmzZqFuXPn4ocffsC4ceMMbjcrQ+ddXikK5y8RERER0dtCIpHAc/o0pF67BnlEBFKvX0fMokCU+Op/AIAyxezRzqc8ziRWg5XzbcSlxeFC1AU092pu3sALESZZiczI0dERX3zxBRo2bIiGDRuievXqOHv2LFq2bGnyul68eIGWLVsiMjISLi4umDt3LgYMGABra2uxTXJyMnbu3AlHR8c8if/u3bto1aoVYmJiAACff/45pk2bhgoVKohtlEoljh49inHjxuHmzZtYsGABnj59im3bthl16/ahQ4fw9OlTAEDz5s1x5swZbN26FQsXLoSLi4vRsfr4+CAsLAzLly/Xm2RNTU3Fxo0bAWQmi+/fv2/0Ngra0KFDMXToUHOHkStff/01Pvrooxz3f/z4MVq0aIHIyEgAQEBAACZNmoRmzZrB0lLzV9zNmzexdu1aLFq0CJGRkdiwYUOeJFmnTJmC7t27m63/o0ePxGsfALp27YopU6agcePGkEgkYrvU1FTs3bsXM2fOxK1bt7BixYocJVnfhvOOiIiIiIiykzo6wmveXDzu9wmgUCDur7/g0PQ9OPx7V2f/puVwYqsvrJxvA8gsGcAk63848RWRGXl6emLhwoX47LPPULNmzVzVixwyZAgiIyNhbW2NkJAQDBkyRCPBCgAODg745JNP0K1bt9yGjpSUFPTu3VtMsC5atAgrV67USLACmTVUO3TogAsXLqB9+/YAgJ07d+KHH34wajvLly8HAFSsWBGrV6+GRCJBamoqNmzYYFK8gwYNAgAcPXoUjx490tlu69atiI+Ph6OjI/r06WPSNqhgpaamolu3bmJy8bfffsO+ffvQqlWrbAlWAKhduzbmzJmD+/fvw8/Pr6DDzRepqano0aOHeAzmzJmD3bt3o0mTJhoJVgCws7NDnz59cPXqVXz33XfZlhMREREREdnVqSOOXoUg4PnEr6H4txxbKx8PlLLyhZCRWYIv5MlhpMhTzBRp4cORrERvgTNnzmDfvn0AgPHjx6NRo0b5vs1Fixbh9u3Mv159/vnnGD16tN72dnZ22Lx5M2rWrImXL1/ihx9+wKBBg/TWhYyNjcXu3bsBZCaRK1WqhA4dOiAkJATLli3DyJEjjY63TZs2qFy5Mh48eICVK1di5syZWtupSgV89NFHuR7xu3//fiiVSvj4+KBq1arZlsfGxuL8+fMAgGLFiqFZs2bZ2mRkZCA4OBgAUK1aNVSuXFlcFhoaivDwcFhaWmrU+1RNqhQREQEAkMvl2Lt3b7Z1d+jQwWB92oiICDx8+BBSqRQ1atRA8eLFjdjzghEYGIgbN24AAEaOHIn//e9/RvXz9vZGcHAwDh06lI/RFYzFixeLpToGDRpkVJ1XS0tLzJw5E61atcrRNnWddypXr15FZGQk7O3t0a5dO/F1Y8+lvDh/5XI5QkNDERMTA1tbW1SqVAmlSpXSu1+64n727BkeP36M+Ph4NGrUKMeTh+UkJnVv3rzB8+fPERUVBalUipIlS6JKlSo6S6+8ePECly5dApBZdkNfWQ4gc+JFVbmJ6tWr6y1PURiPLxERERHlnWIDByL5zFkknz0LRUwMoiZ/C++lS2BhIUH/9yph3pU6sHb7B+kZaTjy9Ai6VjJuzo23nkBvpfj4eAGAEB8fb1K/1NRUITQ0VEhNTc2nyPJGRkaG8Pr1ayEjI8PcoeS5U6dOCQAEAML06dON6tO/f38BgCCRSISnT5/mb4CCICgUCsHT01MAIFhaWgrPnz83uu/8+fPF/ZswYYLetnPnzs22jS1btoj9r1y5orf/r7/+KrY9d+6c8NNPPwkABG9vb63nTlhYmEb7n3/+WeO5qWrXri0AELp27ap3/wAIrq6ugkKhyNbm/PnzYpvdu3drLBs7dqwAQHBwcNC53/p+IiIixD59+/YVAAjlypUTBEEQrl+/LrRs2VKjvYWFhdCjRw8hKirK5GMhCP9dt5cvXxbXuW7dOuHGjRvCoUOHhJMnTwrh4eFGr6tkyZICAMHGxkaIjo7OUUw5pX6Md+zYUeD9BSHzGJQqVUoAIFhZWeX4fTGVrvNOJbfnUk7OX5V79+4Jn3zyieDg4JCtfePGjYUjR47o3K+scZ87d05o1qyZxjr27Nlj9HHIi5jCwsKEcePGCTVr1tR6DJycnIThw4cLL1++zNb35cuXgqWlpQBAGDZsmN4YBUEQ/vjjD3G9Z8+eFQQh++/agjy+hVFR+Y5E7y6ZTCbs3LlTkMlk5g6FiIzE65YKM3l0tHCvWXMhtGo1IbRqNSFu9WpBEAThVVK6UHVWoFBrVS2h1qpawpADhr9rFmWm5NdYLoDoLXD06FEAQI0aNVCmTBkAmZM8nT9/HocPH8b169ehUCjybHtXrlzBixcvAAB+fn4mjcbq37+/eJuyavStLqpSAe+//764je7du4sjnVTLjfX5559DKpXi2bNnWkcxqkax1qhRA+/9W3MmN1S3pB8/flzr8VefqOnNmzfiqDNtbSwtLdGmTRujtlupUiV06dJFPBesrKzQpUuXbD+6Ji46c+YMmjVrhgsXLqBJkybo0KEDPD09oVQqsWPHDrRp0wbJyclGxWLIgAEDUKdOHfj7+6NVq1aoWLEivLy8MGPGDCQkJOjsd/nyZbx8+RIA0LFjR3h4eORJPEXJlStXEBUVBQDw9/eHp6enmSPKLifnUk7P361bt8LX1xfr169HcnIyvL290b59ezRr1gw2Njb4559/0KFDByxevNhg3AcPHkSbNm1w6dIlNGnSBC1atICdnR2USqVJ+5/bmA4fPoz58+cjNDQUnp6e8PX1hZ+fH+rXrw9XV1ckJibizz//RL169fDkyRONviVKlECXLl0AAJs3b0ZqaqreWFUTDFarVg1NmzbN831Rl1fHl4iIiIjyj6WHB0r/8rP4PPrXuUgLDYWbgzW6VGkKpcwNAHDhxXnEpnKiWoA1WYmKvKioKLEeo6+vLyIiIvDhhx+iZMmSaNq0Kfz8/FCvXj24ublh1KhRiI6OzvU2z549Kz7Wdou7Pu7u7vDx8QEA3LlzB6/+re2S1ZkzZ3Dnzh0AwLBhw8TXrays8NlnnwEA1q9fj7S0NKO3XapUKXTu3BnAfwlVFYVCgTVr1gAABg8ebPQ69enQoQOAzNtwVWUBVGQyGU6ePAkAYnJMPemqEhISAgBo0qQJnJycjNpujx49sHfvXvj7+wMAnJ2dsXfv3mw/2m7XTkpKQt++fdGtWzc8f/4c58+fR0hICCIiIjB+/HgAwL179zBv3jyjYjGkRIkSaNiwIfz8/FCzZk1IJBI8f/4c33//PRo0aKBz4rEzZ86Ij7UlhArSpUuXtB5f1Y9q4rac9lf9ZE1AnT59Wnxs6nVYEHJ6LuXk/D179iz69euHlJQUeHp6Ijg4GBERETh8+DDOnDmDiIgIdOnSBYIgYMyYMRrnj7a4P//8c7He7/nz53Hq1CmEh4frvYU+q7yIqUqVKli4cCGePn2KqKgoXLlyBYcOHcLly5cRHR2NDRs2oFixYoiKitL4nFRR1aKOj4/H9u3bdcZ67do1XLt2DQAwcODAfNkXlbw6vkRERESU/xxbtkSxf78fCnI5IseNhzI5GZ81qwB5Qr3M16HE/vD9ZoyyEMnvYbVkHiwXUHSZWi7g6tWrYvtu3boJHh4eAgDB2dlZaN26tdCmTRvB1dVVbOPt7S3cv38/VzF+/fXXGrd7m6pjx45i/1u3bmltM3DgQAGAUKZMmWzv8/37943aftZyAYIgCDt37hRvr1a/xXzXrl0CAMHa2lqIiYkRBEHIdbmA5ORkwdraWgAgTJs2TWPZsWPHBACCi4uLWMagdevWOvtrOxcM3a48ePBgAYBQvHhxg7GqbuUFIPj5+QlKpTJbm4yMDPG25SpVqhhcp7b+r1+/Fh4+fCj8/vvvWm/3fvr0qfDRRx+JsVSqVEnr55ix56BCoRD27Nmj8+fNmzcm74cgGH9LOwBhyZIlueqv+sn6uZzb6zCnjC0XkNtzyZTzt169egIAwc7OTudnSnp6urjNli1b6o27WbNmBn+/GDoOeRGTMTZs2KCzhIJcLhdLu7Rv317nOsaMGSMAmaVZ1Es4qK5ZcxzfwqiofEeidxdvOyYqenjdUlGgTE8Xwnv2EssGRE7+VhAEQegU+LdYMqDL1p5mjjL/mJJf48RXlGOPevWGItZ8Q8KVSiViLPJ/MLaluzsqbNua79vJqfj4ePHxrl27AAATJ07EzJkzxUlh0tPT8cMPP+CHH37As2fP0KNHD1y/fl3nhCmGvH79Wnzs4uJicn9XV1fxsbaRrImJidiyZQuAzFGlFlneZx8fH7Ru3RonTpzAsmXL8Mknnxi97S5dusDT0xMvXrzA2rVrMW7cOAD/jWz94IMP4O7ubuouaWVvb49mzZrh+PHjCAkJwffffy8uU41abdu2LTp37oxvv/0W586dQ3JyMhwcHAAAJ0+ehEwmA/DfqNiCMH36dK0zz1tYWKB79+64ffs2wsLCkJiYaPToWnXly5fH2LFjtS4rU6YMNm7cCDs7O6xcuRIPHz7E/PnzMWPGDI12xp6Dqamp6NpVdxH2ixcvomHDhqbtQBYNGzZEyZIldS4vV65crvqrZL1ec3sdFoT8PpcA4Ny5c+IozKFDh6JmzZpa21lbW2PSpEkYMGAATp06hUePHqFChQpa23777bfZPnfMHZNCocD9+/cRHR2N5ORkCIIAAEhJ+W8210uXLmlMJmhpaYn+/fvj119/xdGjR/HkyZNs56NMJsOGDRsAAJ07d85WduKff/4pdMeXiIiIiAqOxNoaXvPm4lHPXlCmpCB++3Y4NGuGwU3ew7SL3pDaPcOTpPt4+OYhKrm+23cmMclKOaaIjYXi35qI5sLqbZm3z6v78MMPMWfOHI3XbGxsMGvWLDx9+hRr1qzB7du38ffff+Ojjz4S2xw/fhxJSUlat+Hj44OqVauKz9VrIZpyu76Kem1AS8vsH0MbN25EcnIypFKpzlv3hw0bhhMnTuDEiRN48OABKleubNS2LS0tMWDAAMyZMwfLly/HuHHjEBUVheDgYAB5VypApUOHDjh+/Dj++ecfxMfHi8kwVRmADh06oG7duvDw8EBMTAxOnjwpljRQtXF0dESTJk3yNC5dbG1t9dajVd3OKwgCYmJicpwYM2TevHnYvHkzUlJSsH79+mxJVmPPQUtLS7Eupcrdu3fx8OHDPIt1ypQp6N69e4H3z+11mN8K6lw6duyY+Lhnz55626rPan/u3DmtSUALCwuj6x8XREy3bt3CzJkzsXfvXoN1VePi4rK9NmjQIPz6668QBAGrV6/GtGnTNJbv3LlT7KcqL6Du1KlTebYvQN4cXyIiIiIqWNbly8Nz+jQ8n/QNAODF9Ono+PdWzExtgAzLRCgTfSGTWRlYy9uPSVbKMcs8Gu2XU0qlskBGwph7Pw1xdnbWeP6///1PZ9tx48aJdUf379+vkWQdMWIE7t27p7XflClT8MMPP4jP1Ud6xsTEmByzel1YbRMWqUaVVq1aVaNWoDobGxtYWlpCoVBgxYoV+Omnn4ze/uDBgzFnzhyEhobi/Pnz4sRUZcqUEetA5hU/Pz9MnToVGRkZOHbsGLp37443b97g8uXL4nKJRIL27dtj06ZNCAkJEZOsqtGubdq0yZZMzy/u7u56RzirJ/YMJXxyw83NDc2bN0dISAgePHiA169fw83NTSNOlVg9I+ptbW2xd+9ejde++eYbzJ49O++DLmDGHgNzKahzSb3m7fPnz3HgwAEAEEd6qv+rXtc2IiJC6/qKFy8ujiY3d0y7d+9Gnz59xBHtzs7OqFy5Mtzc3MQ7FdLS0nDkyBEAgFwuzxZLtWrV0KxZM5w9exarVq3Cd999pzG6WDXhlfpEWeqePXuWJ/uikhfHl4iIiIgKnku3bkg6cwYJu/dAmZyM2G8moe+nkxB0tgkqujtBlu5seCVvOSZZKcfMeQu9UqlEQkICnJ2d3/lbDtVvDQWAevXq6Wxbp04dMTGZdSRf27ZtdY4GrVatWrb1qKiShcbKyMjAjRs3AGTeTl+xYkWN5Tdv3sTFixcBAKGhoXpv9VZZtWoVZs2aZXT5gypVqqBly5Y4deoUli1bJk5ANXDgwDw/nxo2bAhXV1e8efMGISEh6N69O44dO4aMjAyUKVMGVapUAZA5olWVZAUyE9E3b94UlxUUU0pIqJIr+UX93I6NjdVIstauXVt8fPXq1XyNo7DKzXVYEArqXFK/Xb5fv35G91MvtaLO3t4+x7HkZUzx8fEYOHAgZDIZypUrh6CgILRv3z7bZ9SjR4+yfY5mNWjQIJw9exaPHj3C8ePH0bZtWwBAZGSk+JnTv39/rX/MUU+AF5bjS0RERETm4TltOlKvX4f8yVOk3biBj28dRpshg9CsUnGtZcLeNUyyEhVxrq6uKFOmjDhqyMbGRmdbiUQCKysrKBQKpKenayxbsmSJ0dts1aoVpFIpMjIysH//figUCq23/Wtz5MgRMQHRoUOHbAkD1ShWd3d3o26RDw4ORlRUFPbv329UQlZl8ODBOHXqFFatWoWMjAxIJBKts2rnloWFBdq1a4ft27eLyQzVv35+fmI71eNbt27hxYsXOHr0qJh4Ksgka2GSnJwsPs468q1NmzbiOXjo0KECG9lemLRu3Vo8BgcPHkRGRkaO6ywXZcWLFxcfaxuJqYt6CZS8lhcxBQcHizWrV6xYoXErvrqoqCiD6+3bty/Gjh2L5ORkrFy5Ukyyrl69GhkZGQCg8/OvWLFi4uPCcnyJiIiIyDykjg7wmjsPjz/+GFAokL52Feq1aQFJ5WbmDq1QYJL1LSeXy7XePqivveqWP/Xb/gobXbcnvg3U98fY/WvTpg3Wrl0LAHj8+DHKly+vtV1MTIw4KsnT0zPHx87FxQW9e/fG5s2bERUVhfXr16N///5G9f3111/FxwMGDNCIIT09HevWrQOQOfLq559/Nri+li1b4uzZswgKCsqWAFAfHZf1nO7Vqxe+/PJLJCQkAMisJVi2bNlsx19Xf1OokqxhYWF49OiRWAagffv24jq9vb1RpUoV3L9/H4cOHRJrOpYqVQrVq1fXuu2s8eljaLmx61JfZuoxMfW6/eeffwBkJljd3d01+jg7O6NXr17YsmULHj9+jK1bt6J3794mxZGTfcirdeRFDM7OzuJ1GBERgY0bN5o00jApKQmOjo4mb9fQuZIf55K+ZXXr1hUfL1y40OBEY7rWa8r1ZKh9XsT04MED8bWmTZvqjEk1El/VV1s7e3t79O7dG6tXr8a2bduwYMECODs7Y9WqVQCAxo0ba/2cEQRBY8R0QR7fwkipVEIQBMjl8nfyDxpU+Km+85vy3Z+IzIvXLRVFltWqovjYLxE3bz4gCIj8ehLKbP0blmoDDd4mplyfTLK+ZQIDAxEYGCiOTDl06JBJt+ZZWlrC09MTSUlJYg24wiwxMdHcIeQ59dF76enpYhJQn+7du4tJ1o0bN2L06NFa261fv1583LhxY6PWrcuXX36JHTt2QCaTYfz48ahfvz7KlCmjt8+qVavEBGODBg3Qrl07jRi2bt0qjtxq3769UfH5+/vj7NmzCA4Oxv379zVmxlafDCg5OTnb+saPH48zZ84AyJw1O+tyQ/2N1bRpU/HxkiVLEBYWBolEku09aNmyJe7fv4/g4GCcPn0aQOaoYV3bVb9GtbVRjew05jxS/eJQleLQRf3W4aSkpBwdE2Ou2507d+Lx48cAMv+IoH77tcpXX32FnTt3QiaT4YsvvkCNGjWylc/QRn0Ud07fV/VzIzU11eR15La/yv/+9z/s3LkT6enpGDt2LGrXrm1UEiwsLAxTpkzBli1bTN6mofMur84lY8/fli1bwt7eHikpKQgMDMTUqVON25Ecxq2i7zjkRUwKhUJ8fP/+fa3va0pKChYvXiw+T0tL0xn7hx9+iNWrVyMlJQVr1qxB5cqVERYWBgD46KOPdPbz8/Mzy/EtjGQyGVJTU3Hy5EmN94eosFHdMUNERQevWypy3N3hVaUKHO7fR0ZsLG4PH4HIzz8D3sK7C7X9X1QXJlnfMqNHj8bo0aORkJAAFxcX+Pv7Z5sYSZ+0tDRERETA0dFRnFSjMBIEAYmJiXBycnrr6n6o3xZtY2Nj1PvXvXt3scbor7/+iq5du6JWrVoabe7evStODuXk5ISRI0eadG5k9d5772HevHkYM2YM4uLi0LVrV2zcuFHrLf5KpRILFizAxIkTAWSWOFi3bh1cXFw02m3cuBEAULJkSbRv396o97Zv376YMWMGFAoFduzYgUmTJonL1M9hBweHbPtrKFlgqL+x6tWrh/Lly+Px48diQqRu3brZ6igGBARg+fLl2LNnj5hs79Spk87tWltbi4+1tVGtPykpCfHx8XqT4KpajBYWFnr3U32yIkdHR5OOiSAIePPmDV69eiXOLK/N8ePHxQncJBIJvvvuO63bady4MQIDAzF06FDExMTA398ff/31FwICAnSuOz09HZGRkeLznL6v6ueGnZ2dyevIbX+Vxo0bY8GCBRg+fDhevXqFTp06YcWKFejYsaPW9hkZGVi6dCmmTp2KMmXK5Gi7hs67vDqXjD1/nZ2dMWHCBMycORN//PEHatSogc8//1zvPty9ezdbrWlj41bRdxzyIqZmzf675eqvv/7CwoULNdrLZDIMGTJEY/JBW1tbnbF36tQJPj4+CAsLw6ZNm8R60HZ2dvj888+19lONPh0/fjxmzZpVoMe3MEpLS4OdnR1atWpVqL8j0btLLpcjJCQEfn5+BTZhJhHlDq9bKsoU7zVFRK9eyHj1Cg737qGlpSWcOnUyd1h5zpQBAkyyvuWsrKxM+rBW1aa0sLAo1PUNVbcaqmItys6dO4e4uDjxeWhoqPg4LCwM+/fv12jfpUsXrcnHFStWoHnz5oiOjkbTpk0xZMgQNGvWDBKJBOfPn0dQUBCSkpIgkUiwYsUKeHh45Dr2L774AmlpaZg0aRKePHmC5s2bo2PHjujUqRO8vLyQnp6Ou3fv4u+//8a9e/cAZJYp2L17d7b/gIeHh4u3yH/wwQdG34pZrVo1VKtWDXfv3sWKFSswefJkcZn6ccrJOZ3b/uo6dOiAZcuWiclTPz+/bOtr3749pFKpxmhmf39/ndvNGl9W/v7+4vHo27cvhg0bBg8PD7Ffhw4dxESBoXVpW2bqMVEqlUhNTUWVKlVQrVo1+Pn5oWzZsihZsiQcHR3Fmcv37dsnJnfmz5+vtzbvkCFDAGSei1FRUejatStq1qyJjh07okaNGihWrBgyMjIQHR2Nq1evYvfu3YiOjgaQmWB1c3PL0fual+fWlStXNBJ2upQsWRKNGjXK9vqwYcOgVCrx5Zdf4sWLFwgICED9+vXRuXNn+Pj4wNnZGTExMbh58ya2bdsm1vB0d3fPk303dbm2ZdqOoSnn7/Tp03H79m1s27YNgwcPxqJFi9CtWzdUqVIFdnZ2iIuLw8uXLxEWFoaQkBC8efMGSUlJOYrb2Pa5jalDhw6oV68erl27hsWLFyMsLAw9e/aEh4cHwsLCsGLFCoSFhWHhwoUYM2aMzuOobuDAgfj2229x7tw5ccK4Xr16aUwqp071u3batGkIDQ0t0ONbGFlYWIi1zfkfYSrMeI4SFT28bqkosirlidJz5iBi5Eh4jBkDty5dICmi3/P0MenaFOitFB8fLwAQ4uPjTeqXmpoqhIaGCqmpqfkUWd7IyMgQXr9+LWRkZJg7lFxr3bq1AMDoH7lcrnNdoaGhQsOGDXX2LV26tLB3794834cTJ04I7733nt64LS0thcGDBwvR0dFa1zFlyhSxrakxTpo0Sex7/Phx8fVff/1VfP3cuXMm79fPP/+cq/7qNm3apHE8Dh48qLWd+nGsUaOG3nWOHTtWACA4ODjobDNq1Cid70lERITYrm/fvgIAoVy5cnq3uXHjRrH/zZs39bbNKiMjQ4iKihIqV65s8DyvUKGCsHPnTqPXffPmTaFPnz6ChYWFwXWXLl1amDhxovDy5UuT4lenfm7t2LEjV/2N/enSpYvedV65ckXo2rWrwfV4eXkJP//8s5CWlpajfTd03uXluWTs+SsIgqBUKoXZs2cLbm5uBo9Bw4YNcxy3scchL2J69OiRUKNGDa3tbW1thVWrVgkRERHia0uWLNEbc2RkpCCVSjXWc/ToUZ3t1X/XFvTxLYyKynckenfJZDJh586dgkwmM3coRGQkXrf0NpBFRZk7hHxlSn6NI1mJzKxp06YmTT6jbwRQ9erVceHCBRw7dgwHDhzAs2fPoFAoULp0abRs2RJdu3aFjY1NXoStoVWrVjh37hxu3ryJQ4cOISwsDLGxsUhLS8Phw4eRnp4OBwcHTJ48WecI2tjYWHTp0gVSqRQdOnQwafsff/wxbt26BQC4c+cOWrduDQCoVKmSOBmWrpFa+lSuXDlX/dW1b99eXJeFhQVatmyptd3QoUPFmcl13fKtUrNmTXTp0kXjtuusAgMD8fHHHyM4OBjh4eFITk4WR6ep96tfvz6SkpJQsmRJvdv08vIS9yOnt9nfu3cPT58+xZEjRxAWFoYXL14gPj4ezs7OqFixIlq0aIG2bduaNNqtVq1a2LJlC16+fInjx4/j0qVLiImJQXx8POzs7FCsWDFUr14djRo1QsOGDXM9kk793FKvA5yT/sZq3Lix3uW+vr7YvXs3IiIicOTIEVy7dg2xsbFITk6Gq6srKlWqhObNm6NVq1a5mrTH0HmXl+eSsecvkDlS8uuvv8bo0aNx4MABnD17FlFRUUhPT0fx4sVRsmRJVK1aFe3bt0epUqVyHLeKMddfbmMqX748rl27hr///hvHjx9HbGwsihUrhlq1aqFfv34oUaIE4uLixONoqB5v6dKlMX78eNy+fRtA5nFv06aNUftb0MeXiIiIiIoGqxz8f+htJREEtele6a2hqsmqSlwYKy0tDY8ePUKFChUKdb0x1cQZzs7ORfa2w3fF4sWLxYm46tati3PnzulNStDbi9ctUdHCa1ZTUfmORO8uuVyO/fv3IyAggLcdExURvG6JCj9T8mv8xkxE+WrUqFH48MMPAQDXr1/HiBEjzBwREREREREREVHeYpKViPLdsmXL4OPjAwBYs2YNli5dauaIiIiIiIiIiIjyDpOsRJTvnJycsGXLFnTp0gVdunRBSEgI4uLizB0WEREREREREVGe4MRXRFQg6tWrh71795o7DCIiIiIiIiKiPMeRrERERERERERERES5wCQrERERERERERERUS4wyUpERERERERERESUC0yyEhEREREREREREeUCk6xEREREREREREREucAkKxEREREREREREVEuMMlKRERERERERERElAtMspJWgiCYOwQiIiKiQoPfjYiIiIhIHyZZSYOFReYpkZGRYeZIiIiIiAoP1Xcj1XclIiIiIiJ1/JZIGqysrGBlZYWkpCRzh0JERERUaCQmJorfk4iIiIiIsmKSlTRIJBI4OTkhPj4eqamp5g6HiIiIyOxSU1ORkJAAJycnSCQSc4dDRERERIWQpbkDoMLH3d0dqampePr0KZydneHk5ASpVFqo/lOhVCohk8mQlpbG2/aIighet0RFy7t+zQqCgIyMDCQmJiIhIQE2NjZwd3c3d1hEREREVEgxyUrZSKVSlClTBrGxsUhMTMSbN2/MHVI2giAgNTUVdnZ2hSr5S0S68bolKlp4zWaysrKCq6sr3N3dIZVKzR0OERERERVSTLKSVlKpFCVLlkSJEiUgl8uhVCrNHZIGuVyOkydPolWrVqyNRlRE8LolKlp4zWZOcmVlZfVOJ5mJiIiIyDhMspJeEokE1tbW5g4jG6lUCoVCAVtb23f2P35ERQ2vW6KihdcsEREREZHx3r0CW0RERERERERERER5iElWIiIiIiIiIiIiolxgkpWIiIiIiIiIiIgoF5hkJSIiIiIiIiIiIsoFJlmJiIiIiIiIiIiIcoFJViIiIiIiIiIiIqJcYJKViIiIiIiIiIiIKBeYZCUiIiIiIiIiIiLKBSZZiYiIiIiIiIiIiHKBSVYiIiIiIiIiIiKiXLA0dwCUPwRBAAAkJCSYOZL8IZfLkZKSgoSEBFhZWZk7HCIyAq9boqKF1yxR0cJrlqjo4XVLVPip8mqqPJs+TLK+pRITEwEAZcqUMXMkRERERERERERERVdiYiJcXFz0tpEIxqRiqchRKpV4/vw5nJycIJFIzB1OnktISECZMmUQEREBZ2dnc4dDREbgdUtUtPCaJSpaeM0SFT28bokKP0EQkJiYiNKlS8PCQn/VVY5kfUtZWFjA29vb3GHkO2dnZ/4yIipieN0SFS28ZomKFl6zREUPr1uiws3QCFYVTnxFRERERERERERElAtMshIRERERERERERHlApOsVCTZ2Nhg+vTpsLGxMXcoRGQkXrdERQuvWaKihdcsUdHD65bo7cKJr4iIiIiIiIiIiIhygSNZiYiIiIiIiIiIiHKBSVYiIiIiIiIiIiKiXGCSlYiIiIiIiIiIiCgXmGQlIiIiIiIiIiIiygVLcwdAZIpTp04hKCgIV69eRWJiIkqVKgV/f3988cUX8PDwMHd4RKTm/v37OHv2LM6cOYOzZ88iLi4OAPD333+jZcuWZo6OiNS9efMGR48exeHDh3H//n1ERkYiJSUFJUqUQJMmTfDZZ5+hUaNG5g6TiNRERETgwIEDOHbsGJ48eYLnz59DKpXC29sbzZs3x6BBg1CpUiVzh0lEeigUCrRr1w73798HAIwaNQrTpk0zc1RElFMSQRAEcwdBZIxJkyZhzpw5Wpd5eHhgz549aNKkSQFHRUTaTJw4EXPnztW6LCQkBB06dCjgiIhIl5SUFDg7OyMjI0Nvu5EjR2LRokWwsOCNUETmdunSJYN/+LCyssJPP/2ECRMmFFBURGSqH3/8EVOnThWfjx8/Xud3aCIq/PgtmYqExYsXiwnWXr164dy5cwgPD8eWLVtQtmxZxMTE4P3330d0dLSZIyUiIPOv8j4+Pvjss8/w119/YdOmTeYOiYh0UCqVyMjIgEQiQdeuXbFu3Trcvn0b9+7dw7Zt29CgQQMAwJIlSzBlyhQzR0tEwH+/Z8eNG4ctW7bgwoULePz4MS5fvowlS5agUqVKkMvlmDhxIvbu3WvucIlIizt37mDWrFnw9vaGi4uLucMhojzAkaxU6CUkJKBChQp49eoVunfvjh07dmgsf/z4MerUqYPExESMHj0aixYtMlOkRKSiUChgaflfRZpr167B19cXAEeyEhU2SUlJ6NKlCxYtWoTatWtnW65QKODv749jx47BxsYG0dHRcHZ2NkOkRKSSkZEBqVSqc/mLFy9Qo0YNvH79Gt26dcPOnTsLLjgiMkipVKJFixY4d+4cdu7cieHDh+Ply5ccyUpUxHEkKxV6u3btwqtXrwAAP/30U7bl5cuXx7BhwwAA69atg0wmK9D4iCg79QQrERVujo6OOHHihNYEK5B5PatuN05PT8fVq1cLMjwi0kJfghUAPD090bhxYwBATExMQYRERCZYsGABzp07h169eqFbt27mDoeI8giTrFToHTx4EADg4+OD6tWra22j+sUUHx+P8+fPF1hsRERE7wJ3d3fxcXp6uhkjISJjKBQKcSKdunXrmjkaIlIXHh6OKVOmwMXFBQsXLjR3OESUh5hkpULv1q1bACDeaqxN/fr1s7UnIiKivHHhwgXxsa4/eBKR+SmVSly/fh29evXCo0eP4O7ujm+//dbcYRHRvwRBwNChQ5GSkoJffvkFpUqVMndIRJSHmGSlQu/Zs2cAgDJlyuhs4+DgADc3NwBAREREgcRFRET0LkhMTMSvv/4KAPD399f7+5iICt7YsWPh6emJkiVLwsbGBvXq1cPhw4fRr18/XL58Gd7e3uYOkYj+FRQUhKNHj6J58+YYPny4ucMhojzGonlU6CUmJgLIrBmnj6OjI16/fi22JyIiotwRBAGDBg1CREQE7O3t8fvvv5s7JCLKIj4+Hi9fvtR4zcrKCvb29pBIJGaKioiyioyMxMSJE2FtbY2goCBen0RvIY5kpUJPqVQCgMFfQhYWFhrtiYiIKHcmTpyIrVu3QiKRICgoiKUCiAqhP/74A1FRUYiIiMDZs2cxf/58ODg4YNmyZWjUqBFu375t7hCJCMCIESOQkJCAb775hr9Pid5STLJSoacawZqSkqK3nWq5oRGvREREZNiUKVMwb948SCQSLFmyBP369TN3SESkhYuLCzw9PeHt7Y2mTZviq6++wu3bt1G1alW8fPkSo0aNMneIRO+89evXY+/evahWrRrrJBO9xZhkpUKvZMmSAIDnz5/rbCOTyRAbGwsA8PT0LJC4iIiI3lZTpkzBTz/9BIlEgsDAQNaNIypiXF1dMWnSJADAyZMnERcXZ+aIiN5dCQkJGDt2LCQSCf766y/Y2NiYOyQiyidMslKhV7NmTQDQe6tTaGgoBEHQaE9ERESm++abb8QE66JFizBy5Ehzh0REOVCpUiXx8ePHj80XCNE7Ljo6GnFxcZBIJOjTpw88PT2z/cTExAAAlixZIr7G65ao6OHEV1TotWnTBtu3b8f169cRFRWFUqVKZWuzf/9+AICNjQ2aNm1a0CESERG9FSZMmCCWCAgMDGSClagIe/r0qfjYzc3NjJEQEZA5d0jWSeqySklJEcvgKRSKggiLiPIQR7JSoderVy9YW1tDqVRi9uzZ2ZbHx8cjMDAQANC1a1c4OzsXdIhERERF3v/+9z8xwbp48WImWImKsPT0dCxYsAAAULZsWVSsWNHMERG9uypUqICoqCi9Px4eHgCAkSNHiq9VqFDBzJETkak4kpUKvdKlS2PMmDGYN28eFixYAHd3d3z11VdwcHBAWFgYBg8ejOfPn8PKygozZ840d7hERERFzpdffomFCxdCIpFg6dKlGDZsmLlDIiI9RowYgTJlyqBr164oX768OMggNTUVJ0+exPTp03Hx4kUAwIwZM8wYKRFJpVKD84ZYWGSOf7O3t+ccI0RFmERQFbIkKsRkMhm6du2KQ4cOAcj8ReXo6Ij4+Hjx+erVq/HJJ5+YM0wi+teVK1cQEBAgPlcoFOKkG25ubrC2thaXbdy4EW3bti3wGIkoU2hoqFjPXCqVwt3dXW/7OXPmYMCAAQURGhHp0KJFC5w5c0Z87uDgABsbG7x58wZKpRJA5vU8ffp0fPfdd+YKk4iM5OnpiZcvX2L8+PGYO3euucMhohziSFYqEqytrbF//34EBgYiKCgIt2/fRnx8PGxtbdGhQwdMmzYNjRo1MneYRPQvmUyms+bU69evNZ6np6cXREhEpIMqIQMAGRkZRtWLIyLzWrZsGXbs2IF9+/bhzp07ePXqFZKTkyGRSODj44P27dtj5MiRqFOnjrlDJSIiemdwJCsVSXK5HElJSSziT1RIyeVyceSqIcWKFdMY2UpEBUuhUCA2Ntbo9i4uLrCzs8vHiIjIVGlpaUhJSYGzszMsLTmOhqioiYmJQUZGBhwcHODk5GTucIgoh5hkJSIiIiIiIiIiIsoFC3MHQERERERERERERFSUMclKRERERERERERElAtMshIRERERERERERHlApOsRERERERERERERLnAJCsRERERERERERFRLjDJSkRERERERERERJQLTLISERERERERERER5QKTrERERERERERERES5wCQrERERERERERERUS4wyUpERERE9JY5deoU7OzsYGtri++//z7P1jto0CDY2trC1tYWP/zwQ56t1xQjR46Era0tnJyccPfuXbPEQERERJQVk6xEREREZJIPP/xQTLTl5Of333/P9xgXLFggbu+3337T2qZfv37ZYjt37pzR2+jZs6fYb8CAAXkVeq4pFAqMHj0aaWlpcHZ2xldffZVn65bJZEhPT0d6ejoUCoXWNsnJyQbPATs7O7i7u8PHxwfdu3fH77//jpiYGKNimDJlCiwsLJCUlIQvvvgiz/aNiIiIKDeYZCUiIiIik/zzzz9ioi0nPzVr1sz3GLdv3y5ur3Pnzkbvx44dO4zehnr/gtgnYy1btgw3b94EAEycOBHOzs4Fun1BEAyeA2lpaYiLi8ODBw+wa9cufPXVVyhXrhzmzJljcP3e3t4YNmwYAODIkSPYs2dPfu8SERERkUFMshIRERGR0V6/fo0nT57kah316tXLm2B0eP36Nc6cOQMA8PHxQbVq1bK1SUhIQHh4eLbXjU2yxsTEIDIyUnzu6+ubw2jzVmpqKmbOnAkAcHNzw8iRI80ckfFSU1MxadIko0beTpgwAdbW1gAyR7Yqlcr8Do+IiIhILyZZiYiIiMhoV69e1Xh+/vx5pKamGv2TlpYGDw+PfI1x37594q3s3bp109rm2rVrEARBfG5vbw8AePDgAW7dumVwG1mPQ34njo21bNkyREVFAQAGDx4MR0dHM0cELFy4MNt5kJKSghcvXuD48eMYOXIkLC0txfa///47Tpw4oXed3t7e6NmzJwDg5s2b2LVrV77uAxEREZEhTLISERERkdHUk4uWlpaoV6+eSfVYbWxs8j1G9YTbBx98YHA/3N3d0adPH/G5MaNZ1ft7eXmhRIkSOQk1TymVSo16t6pb6s3N0tJSa03WkiVLonXr1li8eDG2b9+u0efPP/80uN7hw4eLj+fNm5fncRMRERGZgklWIiIiIjKaenKxWrVqBZI0NYVMJsPBgwcBZCZPmzVrprWd+n74+vqiR48e4nNTk6yFpVTAoUOHxBIIjRo1go+Pj5kjMl7Xrl3Rrl078fnZs2cN9mndujVKly4NADhz5gxu376db/ERERERGcIkKxEREREZTT25WLduXTNGot3Ro0eRmJgIAOjSpQukUqnWdur7Ua9ePfj7+4slA65evWqw7mzW/oXB6tWrxce9e/c2YyQ507hxY/FxTEyMwfYSiUQsGQBo7j8RERFRQWOSlYiIiIiMkpqainv37onPC2OSdffu3eJjXfVYZTIZ7ty5Iz739fWFnZ0d/P39xdd27typcxtJSUl48OCBRn9zk8lk2Lt3r/i8Y8eOJvVPSEjA/Pnz0bp1a3h5ecHV1RXVqlVD7969sWXLlgKZWMrC4r//mtja2hrVR30/t23blucxERERERmLSVYiIiIiMsrNmzeRkZEhPi+MSdY9e/YAyEzSqSdN1d26dQtyuVx8rkqSdu/eXXxNX8mA69evayQdC0OS9dSpU0hKSgIAuLm5oU6dOkb3PXz4MKpXr47x48fj5MmTeP78OeLj43Hv3j1s27YNffv2RYsWLQyO7s2tK1euiI+rVq1qVJ9WrVqJydnw8HCNPwIQERERFSQmWYmIiIjIKOq3yAOFL8l6+fJlPHv2DADQvn17ODg4aG2nvh/29vaoUqUKgMy6oKpZ7k+fPo3Y2FiD/V1dXVGhQoU8iT83Tp8+LT729fWFRCIxql9ISAjef/99PH/+XG+7c+fOoVOnTnjz5k1uwtTp5MmTOHTokPhcvQyAPs7Ozhq1Z0+dOpXnsREREREZg0lWIiIiIjKKenKxZMmSKFmypBmjyW7Xrl3i4w8++EBnO/X9qFOnjjgSslixYmjZsiUAICMjQ6P0gK7+haUe66VLl8THtWrVMqpPbGwsPv30U6SnpwPIrHE6YMAAnDx5ErGxsYiOjsbx48fx6aefQiKR4O7du9i3b1+exSyTyXDjxg1899136NSpkzg6uFq1ahg1apTR66ldu7b4+OLFi3kWHxEREZEpLM0dABEREREVDerJxejoaKPrZgKZSdn8vt1clRSVSCTo2rWrznbq+5H1Vv/u3bvj2LFjADJLBgwaNMik/uZy//598XG5cuWM6vPTTz8hOjoaQOYxW7duHfr166fRpnXr1mjdujX8/Pzw+eefQxAEk2MbM2YM/ve//2m8JggCZDJZtrYBAQFYtmyZOAmZMdT3V/04EBERERUkjmQlIiIiIoMyMjJw8+ZN8bkgCEhPTzf6p1q1avka35MnT3D9+nUAQKNGjVCqVCmt7ZRKJW7cuCE+zzoSVb0ua0hIiFjnVEUul+P27dvi88KSZI2IiBAfly5d2mD79PR0rFy5Unw+YsSIbAlWdQMGDMCQIUNyFJtCoch2PmRNsFpbW2PcuHFYt26dzvdOFy8vL/Hx06dPcxQjERERUW4xyUpEREREBt29exepqak57q/vtvrQ0FC0aNECnTp1yvH61W/t79atm852YWFhGonTrEnSsmXLiq+lp6cjODhYY/nt27c1EoSGkqx3797F5MmT0bVrV3Ts2BGjRo3CyZMnDe+QCWQymcZ74+joaLDPxYsXxfqqEokEEydONNjnm2++yXGMhshkMsyfPx9ly5ZFYGCgSX3V9zc+Pj6vQyMiIiIyCssFEBEREZFBWSe9unHjhsaEQ4ZYWVnpXHb27FmcOXMG7733Xo7jy0k9VqlUqlHPU6VHjx5iux07dqBPnz5a+9va2uodobtgwQJMmDABcrlc4/UlS5ZgyJAh+PPPP8V6sLmhqqmqYm1tbbCPeg3XypUrGzV5V8WKFVGpUiU8fPjQpPgWLlyodRRsWloaXr58iQsXLmDJkiU4f/48kpKS8MUXXyAuLg7Tpk0zav02Njbi49z8IYCIiIgoNziSlYiIiIgMUk8uOjo6ombNmrC1tTX6RyqV6lz35cuXAeR8Eqn4+HhxdGjFihX1Tvykvh/VqlXTWldWvWTAvn37NEauqvevXbs2LC21j1nYvn07xo4dC7lcjg4dOmDr1q0IDg7GyJEjIZFIsGzZMnz33XdG76M+6klGAFprnWb18uVL8XHVqlWN3lZOyj5YWlpqPSdcXV1RtWpVDBgwAGfPnsXw4cPFPt9//73Rk1ipJ5nt7OxMjo+IiIgoLzDJSkREREQGZZ3sKS9GYKpcuXIFQM6TrPv37xdHi+obxQoYN2lV7dq1UalSJQBAQkICjh49alJ/uVyO8ePHAwC6dOmCgwcPolevXujUqRMWL16Mn3/+GQAwd+7cPJkMzNraWiNZnJycbLBPYmKi+NiY8gI5aWsKiUSC+fPnw83NDUBm7dzffvvNqL7q5R+cnZ3zJT4iIiIiQ5hkJSIiIiKDrl27Jj5u0KBBnq1XoVCIE1HVrVs3R+swth4roLkf+uqpqq9n586dADIn+1JNrqWv/5EjR/D48WMAwJw5c7IlpMePH4/SpUtDJpNhzZo1euM1VpkyZcTHz58/N9hePVlqTFI2J21NZW9vj5YtW4rPjx07ZlQ/9f0tW7ZsnsdFREREZAwmWYmIiIhIr8ePH+P169fi8/r16+fZukNDQ5GWlgYLCwvUqVMHcXFxmDt3Lnr27Ak/Pz+MHTsWd+/e1dlfLpeLk1O5ubmhRYsWOts+e/YMMTEx4nN9I2fVSwbs2rULSqUSDx480BgBqivJeuDAAQCZt9bXqFEj23JLS0u8//77AJBtYq2cUq+P+/TpU4PtPTw8xMcPHjwwejthYWGmBWYid3d38fGLFy+gUCgM9lHfX1PqBBMRERHlJSZZiYiIiEivrJNe5eVIVlWpAB8fH5w4cQJVq1bFxIkTsWPHDhw+fBgLFixAvXr1sGfPHq39T5w4Ic4o36VLF501UoHs+6Evydq8eXOUKFECQGay7/z58xr9LSwstE6aBQC3bt0CoP84NWzYUKNtbqlvy5h1qre/d+8eIiMjDfaJiIjA/fv3cxagkeLi4sTHUqnUqLIUN2/eFB+rjisRERFRQWOSlYiIiIj0Ur/F3sHBIUeTH+mimvRKLpejR48eaNiwIdauXYuDBw/il19+gbOzM9LT0/HZZ59pjCJV2bVrl/jYUD1W9f0oV64cihUrprOthYUFunbtKj7fsWOHRv+qVavC3t5ea19VnVV9t66rbu9PTEzEq1ev9MZtjObNm4uPr127BkEQ9LZv3LixWDJAqVTi999/N7iN3377zeB6cyMtLQ2nT58Wn3t7extMsiYlJWkkftWPAxEREVFBYpKViIiIiPRSH8FZt27dfJn0Kjw8HLNnz8aBAwfw6aefwt/fH5MmTcKBAwcgkUjw+vVr7N27N1t/1QhXa2trdOrUyej9MGaSLfWSATt27DBq0ivgv0mlnJycdLZRX6YteWyq1q1bw87ODgAQGxuL27dv621vb2+P/v37i89///137N+/X2f73bt3Y8GCBbmOU5/JkydrjGTt2LGjwT6nT59GRkYGgMzEda1atfItPiIiIiJ9mGQlIiIiIr3Uk4t5WSpAqVSKE0n1798fY8eOzdamadOm4oRYWeuBXrt2TRw12rZtW71JTQBGJ0lV/Pz8xNGeDx8+1JiISV9/VR1RqVSqs416WQNj6o4aYmtrq5FkDgkJMdhnypQpcHV1FWPo3r07xo0bh1u3bkGhUEAul+PmzZsYO3YsevXqJSYz84ogCIiOjsbu3bvh7++vMZrWysoK48aNM7gO9f3s0aNHnsZHREREZAomWYmIiIhIp9jYWDx79kx8vmTJEtja2pr0s3btWq3rvnv3LpKTk2FhYYHvv/9eZwze3t4AkK3e6u7du8XH3bp107sfb968wePHj8XnxiRZbWxsNBKX6enpRvVXlRFIS0vT2SY1NVV87ODgYDAWY3z22Wfi461btxps7+XlhWXLlonJYLlcjt9++w21a9eGtbU1bGxsUKdOHSxYsAAKhQLlypWDn5+fyXGNGTNG63lhaWmJkiVLolu3bhrJUolEgkWLFqFq1aoG1719+3bx8YABA0yOjYiIiCivMMlKRERERDplnSxKoVAgPT3dpJ86depoXbeqHmvDhg1RoUIFnTFERUUByEwKqlOvx6peP9WY/TCmXACgWTLA2P7u7u4AgJcvX+psEx0dDSCz9qubm5tRsRjSpUsXMSF97tw5jaSyLr169cLmzZvFEa0qgiBo1F+tWbMmDhw4IE4GZgpd54xSqczWtlSpUti+fTuGDRtmcL1nz54V97FBgwZ5OsqaiIiIyFRMshIRERGRTlmTk6aysbFBjRo1tC5T1WNVlQPQJjY2VpxwqnXr1uLrz549E/s3aNBATC7qor4fxYoV0zsplbouXbrAyspK47WyZcuiePHiOvuoJga7d++ezjaqZRUqVICNjY1RsRhiaWmJL7/8EkBmkvSvv/4yql+vXr1w7949TJkyBbVq1YK9vT0sLCzg4eGBtm3bYvHixbh8+XKeTnim4uDggKpVq+Ljjz/G+vXrER4erjOxnZX6/hlTWoCIiIgoP0mE/JwilIiIiIiKNIVCkauaoRKJRGcSsXXr1jh58iSGDRuGP//8U2ub77//HjNmzEDjxo1x4cIF8fXFixdj9OjRYptp06bpjUN9PywsLGBtbW30PqSnp2uM6jTUf+HChfjyyy/h6OiI6OhocUIqde3atcOxY8fw6aef6iynkBOJiYmoWLEiYmNj4eHhgSdPnmjdviFKpVK9c78cAAADaUlEQVTrBGdyuVyszWppaZmthIOKvlIJKlZWVnrr1uoTHR2N8uXLIzU1FT4+PggNDdUZCxEREVFB4EhWIiIiItLJ0tLS5Bqs6j+6EqyCIIijSy9evKi1za1btzB79mwAwMyZMzWWmVKPNet+mJJgBTJH46rvk6H+3bt3h1QqRVJSElauXJlt+a1bt3D8+HEAQO/evU2KxRAnJyd8++23AICYmBgEBQXlaD3aEqxAZmJUvaaqLsacGzlNsALA/Pnzxbq2s2bNYoKViIiIzI4jWYmIiIiowN2/fx9Vq1aFlZUV5HI5ZsyYge+++w4WFhZQKpXYtWsXRowYgejoaAwaNAjLly8X+yYmJsLd3R0ymQxly5bFkydPzLgn2g0cOBCrVq2Ck5MTtm3bJk4YFR4ejq5duyI0NBR16tTB1atXdSY0cyo9PR21a9dGWFgYSpcujbCwMHEyrrdBdHQ0KleujMTERDRt2hRnzpyBRCIxd1hERET0jmOSlYiIiIgK3MaNG9GvXz/4+fnB3t4eu3btQvHixVG+fHlERESIE0MFBARgx44dGqNHBUFAeno6AEAqlWarmVoYvH79Gs2aNcPdu3cBAJUrV4aDgwNu3bqFjIwMuLi44MyZM6hZs2a+bP/QoUPo2LEjgMyRnlOnTs2X7ZjD6NGjsXjxYkilUly8eBG+vr7mDomIiIiISVYiIiIiKngTJ07E3LlzMXr0aMyePRtDhw7F5s2bxRnnvby8MG7cOIwdOzZXt5Wb0+vXrzFx4kRs2LBBvLXdwsIC/v7+WLBgAXx8fPJ1+6pasqbWoC3sZDKZWDP2bdovIiIiKtqYZCUiIiKiAnfv3j3ExMSgXLlyKFOmDAAgNjYWjx8/hqurKypVqvTW3AKekpKChw8fQqFQoFy5cihWrJi5QyIiIiKiPMYkKxEREREREREREVEu5G2VfSIiIiIiIiIiIqJ3DJOsRERERERERERERLnAJCsRERERERERERFRLjDJSkRERERERERERJQLTLISERERERERERER5QKTrERERERERERERES5wCQrERERERERERERUS4wyUpERERERERERESUC0yyEhEREREREREREeUCk6xEREREREREREREucAkKxEREREREREREVEuMMlKRERERERERERElAv/Bz3v1jEcMMRmAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# activate output interleaver\n", "model_output_interleaver= LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=4,\n", " use_ldpc_output_interleaver=True, \n", " use_allzero=False, \n", " use_scrambler=False)\n", "\n", "\n", "# and simulate the new curve\n", "# Hint: as the model is callable, we can directly pass it to the \n", "# Monte Carlo simulation\n", "ber_plot_allzero16qam.simulate(model_output_interleaver,\n", " ebno_dbs=np.arange(0, 5, 0.25),\n", " legend=\"16-QAM with 5G FEC interleaver\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## EXIT Charts\n", "\n", "You now learn about how the convergence behavior of iterative receivers can be visualized. \n", "\n", "Extrinsic Information Transfer (EXIT) charts [7] are a widely adopted tool to analyze the convergence behavior of iterative receiver algorithms. The principle idea is to treat each component decoder (or demapper etc.) as individual entity with its own EXIT characteristic.\n", "EXIT charts not only allow to predict the decoding behavior (*open decoding tunnel*) but also enable LDPC code design (cf. [8]). However, this is beyond the scope of this notebook.\n", "\n", "We can analytically derive the EXIT characteristic for check node (CN) and variable node (VN) decoder for a given code with `get_exit_analytic`.\n", "Further, if the `LDPCBPDecoder` is initialized with option `track_exit`=True, it internally stores the average extrinsic mutual information after each iteration at the output of the VN/CN decoder.\n", "\n", "Please note that this is only an approximation for the AWGN channel and assumes infinite code length. However, it turns out that the results are often accurate enough and " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:03:24.502948Z", "iopub.status.busy": "2026-08-06T16:03:24.502796Z", "iopub.status.idle": "2026-08-06T16:03:25.135197Z", "shell.execute_reply": "2026-08-06T16:03:25.134175Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "n: 648, k: 324, coderate: 0.500\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# parameters\n", "ebno_db = 2.3\n", "batch_size = 10000\n", "num_bits_per_symbol = 2\n", "\n", "pcm_id = 4 # decide which parity check matrix should be used (0-2: BCH; 3: (3,6)-LDPC 4: LDPC 802.11n\n", "pcm, k_exit, n_exit, coderate = load_parity_check_examples(pcm_id, verbose=True)\n", "\n", "# init callbacks for tracking of EXIT charts\n", "num_iter=20\n", "cb_exit_vn = EXITCallback(num_iter)\n", "cb_exit_cn = EXITCallback(num_iter)\n", "\n", "# init components\n", "decoder_exit = LDPCBPDecoder(pcm, \n", " hard_out=False, \n", " cn_update=\"boxplus\", \n", " track_exit=True,\n", " num_iter=num_iter,\n", " v2c_callbacks=[cb_exit_vn,],\n", " c2v_callbacks=[cb_exit_cn,])\n", "\n", "\n", "# generates fake llrs as if the all-zero codeword was transmitted over an AWNG channel with BPSK modulation (see early sections)\n", "llr_source = GaussianPriorSource()\n", "\n", "noise_var = ebnodb2no(ebno_db=ebno_db,\n", " num_bits_per_symbol=num_bits_per_symbol,\n", " coderate=coderate)\n", "\n", "# use fake llrs from GA\n", "llr = llr_source([batch_size, n_exit], noise_var)\n", "\n", "# simulate free runing trajectory\n", "decoder_exit(llr)\n", "\n", "# calculate analytical EXIT characteristics\n", "# Hint: these curves assume asymptotic code length, i.e., may become inaccurate in the short length regime\n", "Ia, Iev, Iec = get_exit_analytic(pcm, ebno_db)\n", "\n", "# and plot the EXIT curves\n", "plt = plot_exit_chart(Ia, Iev, Iec)\n", "\n", "# however, as track_exit=True, the decoder logs the actual exit trajectory during decoding. This can be accessed by decoder.ie_v/decoder.ie_c after the simulation\n", "\n", "# and add simulated trajectory to plot\n", "plot_trajectory(plt, cb_exit_vn.mi.cpu().numpy(), cb_exit_cn.mi.cpu().numpy(), ebno_db)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen, the simulated trajectory of the decoder matches (relatively) well with the predicted\n", "EXIT functions of the VN and CN decoder, respectively.\n", "\n", "A few things to try:\n", "\n", "- Change the SNR; which curves change? Why is one curve constant? Hint: does every component directly *see* the channel?\n", "- What happens for other codes?\n", "- Can you predict the *threshold* of this curve (i.e., the minimum SNR required for successful decoding)\n", "- Verify the correctness of this threshold via BER simulations (hint: the codes are relatively short, thus the prediction is less accurate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mismatched Demapping and the Advantages of Min-sum Decoding\n", "\n", "So far, we have demapped with exact knowledge of the underlying noise distribution (including the exact SNR).\n", "However, in practice estimating the SNR can be a complicated task and, as such, the estimated SNR used for demapping can be inaccurate.\n", "\n", "In this part, you will learn about the advantages of min-sum decoding and we will see that it is more robust against mismatched demapping." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:03:25.137408Z", "iopub.status.busy": "2026-08-06T16:03:25.137269Z", "iopub.status.idle": "2026-08-06T16:03:25.140146Z", "shell.execute_reply": "2026-08-06T16:03:25.139274Z" } }, "outputs": [], "source": [ "# let us first remove the non-scrambled result from the previous experiment\n", "ber_plot_allzero16qam.remove(idx=1) # remove curve with index 1" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:03:25.142030Z", "iopub.status.busy": "2026-08-06T16:03:25.141895Z", "iopub.status.idle": "2026-08-06T16:03:30.971841Z", "shell.execute_reply": "2026-08-06T16:03:30.970827Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 2.9184e-01 | 1.0000e+00 | 175104 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.5 | 2.8173e-01 | 1.0000e+00 | 169035 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.0 | 2.7036e-01 | 1.0000e+00 | 162216 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.5 | 2.5941e-01 | 1.0000e+00 | 155647 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.0 | 2.4845e-01 | 1.0000e+00 | 149070 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.5 | 2.3491e-01 | 1.0000e+00 | 140943 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 3.0 | 2.1663e-01 | 9.9900e-01 | 129978 | 600000 | 999 | 1000 | 0.1 |reached target bit errors\n", " 3.5 | 1.8063e-01 | 9.7900e-01 | 108380 | 600000 | 979 | 1000 | 0.1 |reached target bit errors\n", " 4.0 | 1.0668e-01 | 7.8500e-01 | 64010 | 600000 | 785 | 1000 | 0.1 |reached target bit errors\n", " 4.5 | 3.4378e-02 | 3.9900e-01 | 20627 | 600000 | 399 | 1000 | 0.1 |reached target bit errors\n", " 5.0 | 3.8483e-03 | 1.1300e-01 | 2309 | 600000 | 113 | 1000 | 0.1 |reached target bit errors\n", " 5.5 | 2.9917e-04 | 3.4833e-02 | 1077 | 3600000 | 209 | 6000 | 0.4 |reached target bit errors\n", " 6.0 | 5.9080e-05 | 2.1621e-02 | 1028 | 17400000 | 627 | 29000 | 1.7 |reached target bit errors\n", " 6.5 | 3.5993e-05 | 1.3702e-02 | 1015 | 28200000 | 644 | 47000 | 2.8 |reached target bit errors\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# simulate with mismatched noise estimation\n", "model_allzero_16_no = LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=4,\n", " use_allzero=False, # full simulation\n", " no_est_mismatch=0.15) # noise variance estimation mismatch (no scaled by 0.15 )\n", "\n", "ber_plot_allzero16qam.simulate(model_allzero_16_no,\n", " ebno_dbs=np.arange(0, 7, 0.5),\n", " legend=\"Mismatched Demapping / 16-QAM\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:03:30.973986Z", "iopub.status.busy": "2026-08-06T16:03:30.973831Z", "iopub.status.idle": "2026-08-06T16:03:46.732212Z", "shell.execute_reply": "2026-08-06T16:03:46.731147Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 2.9661e-01 | 1.0000e+00 | 177966 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.5 | 2.8488e-01 | 1.0000e+00 | 170929 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.0 | 2.7592e-01 | 1.0000e+00 | 165554 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.5 | 2.6506e-01 | 1.0000e+00 | 159039 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.0 | 2.5313e-01 | 1.0000e+00 | 151877 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.5 | 2.3922e-01 | 1.0000e+00 | 143530 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 3.0 | 2.2317e-01 | 1.0000e+00 | 133900 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 3.5 | 1.7982e-01 | 9.4400e-01 | 107891 | 600000 | 944 | 1000 | 0.1 |reached target bit errors\n", " 4.0 | 9.3170e-02 | 6.3600e-01 | 55902 | 600000 | 636 | 1000 | 0.1 |reached target bit errors\n", " 4.5 | 1.6880e-02 | 1.5800e-01 | 10128 | 600000 | 158 | 1000 | 0.1 |reached target bit errors\n", " 5.0 | 9.1500e-04 | 1.0500e-02 | 1098 | 1200000 | 21 | 2000 | 0.1 |reached target bit errors\n", " 5.5 | 1.1000e-05 | 1.3000e-04 | 660 | 60000000 | 13 | 100000 | 7.2 |reached max iterations\n", " 6.0 | 0.0000e+00 | 0.0000e+00 | 0 | 60000000 | 0 | 100000 | 7.2 |reached max iterations\n", "\n", "Simulation stopped as no error occurred @ EbNo = 6.0 dB.\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# simulate with mismatched noise estimation\n", "model_allzero_16_ms = LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=4,\n", " use_allzero=False, # full simulation\n", " cn_update=\"minsum\", # activate min-sum decoding\n", " no_est_mismatch=1.) # no mismatch\n", " \n", "ber_plot_allzero16qam.simulate(model_allzero_16_ms,\n", " ebno_dbs=np.arange(0, 7, 0.5),\n", " legend=\"Min-sum decoding / 16-QAM (no mismatch)\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-08-06T16:03:46.734564Z", "iopub.status.busy": "2026-08-06T16:03:46.734426Z", "iopub.status.idle": "2026-08-06T16:03:59.793107Z", "shell.execute_reply": "2026-08-06T16:03:59.792024Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " 0.0 | 2.9647e-01 | 1.0000e+00 | 177882 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 0.5 | 2.8717e-01 | 1.0000e+00 | 172300 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.0 | 2.7665e-01 | 1.0000e+00 | 165990 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 1.5 | 2.6581e-01 | 1.0000e+00 | 159484 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.0 | 2.5444e-01 | 1.0000e+00 | 152665 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 2.5 | 2.4275e-01 | 1.0000e+00 | 145651 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 3.0 | 2.2736e-01 | 1.0000e+00 | 136415 | 600000 | 1000 | 1000 | 0.1 |reached target bit errors\n", " 3.5 | 1.9854e-01 | 9.8600e-01 | 119126 | 600000 | 986 | 1000 | 0.1 |reached target bit errors\n", " 4.0 | 1.3431e-01 | 8.5200e-01 | 80589 | 600000 | 852 | 1000 | 0.1 |reached target bit errors\n", " 4.5 | 4.7347e-02 | 4.3800e-01 | 28408 | 600000 | 438 | 1000 | 0.1 |reached target bit errors\n", " 5.0 | 8.9567e-03 | 1.1700e-01 | 5374 | 600000 | 117 | 1000 | 0.1 |reached target bit errors\n", " 5.5 | 3.4139e-04 | 1.5667e-02 | 1229 | 3600000 | 94 | 6000 | 0.4 |reached target bit errors\n", " 6.0 | 2.9943e-05 | 8.1897e-03 | 1042 | 34800000 | 475 | 58000 | 4.2 |reached target bit errors\n", " 6.5 | 1.1283e-05 | 4.9200e-03 | 677 | 60000000 | 492 | 100000 | 7.2 |reached max iterations\n" ] }, { "data": { "image/png": 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gQbWsrEzdsGGD+tvf/lZNSkpq0Qy81va9VvwMwtrLiBEj1JdeekndvXu3WlFRoe7atUt99NFHVZvNprVJS0vTZrDabDb15z//ufr111+rpaWlaklJifr++++r48aNSzjvokWLGn3ta2fN5eTkqD/96U/VxYsXq3v37lUrKirU4uJi9YsvvlB/97vfqZmZmdr5TCaTumfPnkbP2dBz69+/v/r000+rW7duVcvLy9WCggL1rbfeUkePHp3QrqmZsu+//37CmFIURb3sssvUt956S+vzvn371K+++kp97bXX1BtuuEHt2bOnGgqF6p1r+fLlql6v186VnJys3nvvveqnn36qFhUVqeXl5ermzZvVP//5z2pWVlZCu6aee3PC4bA2NpcuXaqdNzs7u97Yra6uVqPRqHbsH/7wh4TXKj09Xf3Tn/6kbtmyRS0vL1f379+vvvrqq/XG+JlnntnojMOGfla9e/dWH3/8cXXz5s1qeXm51pemZgQ35tFHH9XOq9fr1VAopD766KOqwWBochbu1Vdf3eS3EOLFf3vhnnvuqXf/iZjJGv++2Nw3KJpTUVGR8FrcfPPNzR5z2WWXae1PO+20evcvWLAg4fe3uRnOqtrwTFZVVdV33nlH2zd//vx6x7lcLu09KzMzUw0Gg6qqykxWIYQ41cg7vRBCCHGSiQ8I9Xq9arfb613ig5Lay+DBg9XVq1d3yPkbu5x++uktOm9jwWZJSYn6yiuv1As177jjjja/Xm3tS2Fhofq3v/1Nzc3NTejLWWedldDuww8/TLj/Jz/5SYMBVq233nor4WvzjX3duqGgMv7rrk2JDzd+8YtfNNn2qaeeSniMH/3oRwkhVrydO3eqPXv21Nqmpqaq1dXVHdb3Y8OtefPmJQTC8ZYsWVLvMdLT09XNmzc32L66ujphXF111VWN9uPBBx9Un3vuOS0IaczRo0fVsWPHJvzsW/rcZs6c2eBrp6qq6na7E0Kw6dOnN9jO6/UmfI3d4XCoH330UZN9bkwwGFTz8vK0cw0fPlw9ePBgo+2LiorUYcOGae2vvfbaNj3usVauXKmds0ePHk22LSkpUc1mc8J73OHDhxtsGwqF1KuuuirhZ/Dqq6822PbYn9XkyZObLe/RGr/85S+1c/fq1Ut98MEHmwxX4y+jR49uNqw8cOCAVrYkLy8v4YOMWiciZI0v3ZGRkdHu8yUnJ2vnu/TSS5tsG/8VfqDBEielpaUJwfbTTz/dbB8aC1mDwaCakZGhQuyDnmN/Rv/4xz8afJ+QkFUIIU4t8k4vhBBCnGTiA8KWXmbPnq3m5+cft/PXXsaOHdui8zYU3jY2i+vKK69sNuxqrbb2JSMjQ925c2fCuc455xzt/oZqnTbknnvu0Y65/PLLG2xzbFDZ0nOrautC1gEDBiSESc3NzIuvKwiozz77bIf1PT7cqp3F2JT4gBNQX3/99SbbP/3001rbvn37tqhPzfnqq68SQr7GxD+3jIwMtaqqqsnzLly4UGuflJSUUE+z1rPPPpvw/N977702P4/4sMdqtap79+5t9piNGzdqHxgYDIYOCSJbE7I+9NBDCb/HGzZsaLK91+tVBw0apB0zadKkBtvF/6xMJpN64MCBtj6dBt12223a+W02mzYTOS8vT33uuefU/Px8bdb2s88+W++DnmuuuabJ81900UVa28ZmbJ+IkPX000/XHmPgwIHtPl+fPn208x37Ydex/vKXv2htdTqdWlRU1GC7+NdqwoQJzfahsZBVVVX1Rz/6kbb/pZdeSrgv/t+JtWvXavslZBVCiFOL1GQVQgghuoElS5YwfPhwfvjDH7aobuHxFolE8Hg8CZdj606OGzeO9957jzfffBOj0dipfQGYMGECq1evZujQodq+ioqKhNqA999/f4se8/bbb9duf/rppy2q63jnnXe26NytsXfvXvbt26dt//KXv0Sv1zd5zIwZMzjttNO07Y8//rjZx2lL3//f//t/JCUlNdlm6tSp2u309HSuuuqqJtvX1r4EOHz4cLtr2db2wWQyAbB7926cTmezx1x//fWkpKQ02eacc87Rbrvdbqqqquq1WbRokXb7rLPO4pJLLmlhr+t79913tdvz589nwIABzR4zduxY7TUNh8N8/vnnbX78togfe7NmzWLcuHFNtrdardxzzz3a9rp166ioqGjymEsvvZS+ffu2q5/HikQi2m2v14uqqowfP54NGzZw++23M3jwYNLS0hgyZAg/+tGP2LBhA2PGjNGOeeONN9i4cWOD5/73v/+t1ZC+4oormDNnTof2vTXiazB3RD3Y+Pem+NewIf/85z+12+eeey49e/ZssF18ndb169ezZcuWNvfvhhtu0G7/61//0m4fOHBA+3di5MiRTJw4sc2PIYQQomuTkFUIIYQ4iV166aVUV1fXu1RWVrJ3717effddrrzySiD2R+lf//pX5s2b1+xCOs2dv7HLV1991WHPbceOHezcubPDztdaVquVESNGcMMNN7B06VK+/fZbRowYkdDmiy++0II6q9WasJBKUwYNGoTNZgNiQW1zi/AoisJZZ53VhmfRtG+//Va7rdfrmTlzZouOi1+EJv4cDWlr3ydNmtRsm6ysLO32+PHjmw1y4ttHo9FmFykrKirimWee4eqrr2bMmDH07t2blJQUkpKSEi7BYFA7pqysrNl+T548udk22dnZCdsul6temy+//FK7ffnllzd7zqbEB6Tnn39+i4+LD/82b97crj601tq1a7XbF198cYuOiR+7qqomnKMhZ599dts614RjPzzQ6XQsXLiQ9PT0BttnZmby2muvoSiKtq+hhZrKysq4++67AXA4HDz99NMd2OvWi38+DX1I0FrxC9E5HI5G223ZsoUNGzZo2/Pnz2+07WWXXYbVatW248PZ1po8eTLDhw8HYgtzHThwAIgFrrX/TsiCV0IIcWozdHYHhBBCCNE4vV7f6Gy/1NRUBgwYwKWXXsrChQu59tprgdhq2U8++SQ/+9nP2nX+9rj00kt59dVXte1QKERBQQHffvstTzzxBNu2bSMQCPDLX/4SVVX55S9/2eF9aKwvABaLBYOh+f8NKigo0G77/f6EUCF+lmRDt+NnFJeXl5Obm9vo4yQnJx+Xn0P8ytu5ubktfozaIKH2HKqqJgRA8dra9+ZmekLizLbWtgca/bAhFArxq1/9iqeffppQKNTseeO1ZCZrampqs22OHX/H9tXtdlNdXa1tjx49umUdbIDP50uY0XnrrbcmzLauHbMNjeNAIKDtKy8vb3MfWsvlcuH3+7Xt+DHZlL59+2K1WrXfvyNHjjTZvlevXm3vZCOO/X0499xzGTZsWJPHjBo1ijPPPJPPPvsMIGEGfa277rpLC/n/+Mc/dkjf//Of/3DzzTc32WbgwIFs2rSp3v6MjAztdkVFBT6fLyHQbA23253wQUNTz+3ll1/WbptMJq644opG2yYnJzN79mzefvttAF577TX+/Oc/t+j9vyHXX389v/rVr1BVlVdffZXf/OY32r8vOp2O6667rk3nFUII0T3ITFYhhBCiG5g/f37CTK8nnniiQ74q3Va14W3tJS0tjdGjR3PTTTexYcMG5s2bp7W9//77+frrr09YX5KSklr8B3b8zCpVVXE6ndrF5XJpl/jZvm63G7fbnfD6u93uJh+nrcFEc+JDuuTk5BYfFz+LLBKJ4PV6G23b1r43Ftp2VPumfOc73+Hxxx9vdcAKiV+RbkxH9PXYMLclIXNj4scxgMfjaXAsNzSO41+j5sZxR4ofu9D28dvQDOF4x+N3r3fv3gnbLZnZfGy7Q4cOJdz3+eef89prrwFw2mmnJYTk7REKheqVU2no0pBRo0ZptyORSMLs0tZau3Ztwntm/LnjhcNhFi5cqG1ffPHFzX6oET/T9ciRI1q5hba47rrrtBn1r776Kp9//jl79uwB4IILLjguob0QQoiuQ0JWIYQQopu46KKLtNslJSXs2LGjE3vTOKPRyL///W/69OkDxP44v+222zo1FG5M7Vf+26uznpvdbtdutyYgi2+r1+s77HU4Gbz++uu8//772vbQoUP54x//yLJly9i5cydHjhyhqqoqIXBsTcDXUY59zGNDx9boiuM4fuxC28dvZ/zsRo4cmbDdkpnNAGlpadrtY0P22q+mA2zcuBGHw1Hvw6P4S/z7/0svvZRwX0eVfTm21MJHH33U5nMdW/u5sTIOH3zwQcLs5KVLlzb5OiQlJdWbXdqekgG5ublMnz4diNVovuuuu7T74mu2CiGEODVJuQAhhBCim4ivRwmxhX+OrTF6skhOTuaxxx7j6quvBmDTpk0JJQ9OFj169NBu9+/fv801KTsrpIwfE4WFhfj9fiwWS7PH7d69W7udkZHRobNIO1v8gjUzZ85k8eLFTS68Fg6HT+gMzloOhyPha+87d+7kvPPOa9O5UlNTMZvN2lf/P/7444RFwlrqeC5Qd6yUlBRMJpNWD3fv3r0Ji4U1pri4OGHm5bHviyfC6NGj0el02qznlgbk8bNum5q5HAwGE+oENyccDieUo4hfVOqaa67h0ksvbfL4xmohT5o0iczMTK2EwUsvvcRvf/vbZhfXO1YoFEooAZCXl9fo4lHHBqShUKjVM9IXLVpERUVFozVym3P99dezfPlyILa4GsT+TbvsssvadD4hhBDdh8xkFUIIIbqJY1fRPpGBSFtceeWVCauFP/jgg82uKH2ixQdRBw8exOl0NjtrqqFLR6y83RbxQUUoFGLVqlUtOm7ZsmUNnqM72LZtm3b73nvvbfb3ZM2aNZ02Ezl+/P3vf/9r17mmTp2q3V67dm2bxrHZbG5XH1pDURTGjx+vbcePyaYc264zxm9KSgpnnHGGtr1+/foWHRffLi8vr8P71RCDwdDsz72xD4mMRiM//OEPte3CwkIef/zxVvfhz3/+MyUlJdr2j3/84wbblZeXs3jx4laf/1jBYDCh5EBrXX755fXq7l555ZXHreyLEEKIrkNCViGEEKKbqJ1ZU6v26/gnK0VRuP/++7Xt3bt38/rrr3dij+rr16+fVhswGo3ypz/9qZN71DrDhg1LqA/52GOPNXvMt99+y8qVK7Xt1qxE3xXEz3JsyQzjtoRGHWX27Nna7Y8++khbFKkt5s6dq91+9tlnW7SAV2eLH3vvvPMOe/fubbJ9OBzmiSee0LZHjRpFdnb2cetfU6688krt9vLly+vVWD3Wvn37+PTTT7Xtc889N+H+a665JqGERXOX+IXCbr755oT7pk2b1iHPEWKBaHwN3AceeIAvv/yyxcd/9tlnPPzww9p2r169Gq03u3DhwoQZvO+//36rXpMBAwZox7anZIDdbq+32Nb111/f5vMJIYToPiRkFUIIIbqBpUuXJsx069+/P4MHD+7EHrXM5ZdfnlC/8A9/+EOLFhY6ke677z7t9nPPPcf//d//tWhmYyAQ4Omnn+avf/3r8exes+Jnmi1fvpw//OEPjbYtLi5OqF9ot9u58cYbj2v/TrT4hWn+/e9/N9n297//Pe++++7x7lKjbr311oQ6nVdddVWbFxf6wQ9+oH11vqioiHnz5lFeXt6iYz/77LNOCZFuu+02bZG6YDDINddc02Q4fM8997Bp0yZtu7EZkSfCjTfeqJUbCYfDXH/99Vrph2N5vV5uuOEGbSa/oih873vfS2jTkhmnjc2eP/bYjpxZn5WVxd/+9jdt2+/3c+GFF/Lee+81e+x7773HxRdfrAWniqJo9WMbEh+M9u3bl9mzZ7fqNYl/L1u3bh1bt25t25MG/v73vycEuC0pZSGEEKL7k5BVCCGE6KJ8Ph9r1qzhjjvu4JJLLkkI/n7xi190Ys9aTlGUhBBz586dvPnmm53Yo/quvvpqbRagqqr8/Oc/Z8qUKbz00kvs3r1bC0bC4TAFBQW8++673H777fTs2ZM777wzYZGWznDHHXckzOC6//77ueKKK/jiiy+0cOPIkSO88MILTJw4kfz8fK3tb37zmzbXLTxZxS8Q98ILL/Dd736Xb775Bq/XC8QWHFq8eDEXXHABv/nNbzqrm0CszuNf/vIXbbukpIRp06Zxxx138OWXX2qhnd/v5+DBg6xcuZJf/epXTJgwoV7pjaSkJBYsWKDV1129ejVDhgzhvvvu4+uvv9bqzqqqitPp5PPPP+eRRx5hzJgxnH322axevfoEPes6ffr0SVhYaO3atUyYMIF//etfWkDs9/tZsWIFM2fO5JlnntHajh07tl5QeSIlJSXx+9//XttetWoVU6dO5b333tNe6+rqat555x2mTJnC559/rrW94YYbGD169Anvc1tdffXVCT8nt9vNZZddxoUXXsjrr79OcXExkUiEaDRKSUkJb7zxBhdddBGXXXZZwszyJ598MuH3M97WrVsTyinceOONrQ6Lb7zxxoR6sa+88kqrjo9nNBoTAlwhhBACAFUIIYQQJ5UpU6aogAqoer1etdvt9S4Wi0Vrc+zlyiuvVCORSLvO39TlhhtuaPa8V1xxRYufbyQSUYcOHaodO3LkSDUajbb2ZeuQvjTG7XarZ599dqOveVM/jwceeKDBcy5btkxr06NHj1b154YbbtCO/cUvftFs+7Vr16qpqakN9s9oNDa4/4orrmj059DWvvfu3Vs77oMPPmi2/QMPPNCqn+Phw4cTnkNlZWW9NsXFxWpaWlqDz9lkMtXbN3/+fNXhcGjb3377bYc8N1VVEx5n9+7djbb7zW9+0+j4MpvNDe4PhUINnuvJJ59UdTpdo2NBr9c3eF/fvn1b9Jyas3LlylaNnWAwqE6fPr3FPy9AzcnJUXft2tXoOdvys2qrH/7wh63q++TJk1WPx9Puxx05cqR2zh/84Acd8Eya99BDDzU6TnU6XaNjy2azqS+//HKT57733nsTznXw4ME29XHWrFkJ4yQcDifc//rrryf0rb1efvnlDj2fEEKIk5vMZBVCCCFOYpFIBI/HU+/i9/vrtTWZTPzmN79h4cKFLZ7h09j5m7o09NjtodPp+PWvf61tb9u2jbfffrtDH6O97HY7n3zyCffdd1+DdTwbek1sNht33313wtf1O8vEiRP54osvtPqy8Y5dmdtoNPKzn/2MN998U5v12J3k5OSwePHiBmt1xtd7VBSFH/zgB/zzn//s9NfhoYce4rXXXmuwz4FAoFXnuuuuu/joo48aLCcSCoUaXHzuvPPOa7a0wvFiNBr54IMP+P73v1/vfS3+51Vr6tSpfP311wwZMuREdbFJzzzzDA8++GC9BdYa6vt1113Hp59+2qJawSej3/zmN6xcuZJJkybVuy8ajdYbW4qi8J3vfIeNGzc2Oes4Eonw2muvadsXXHBBmxcGu/nmm7XbJSUlfPjhh206jxBCCNEQCVmFEEKILspgMJCTk8OFF17In//8Z/bv389DDz2k1TDsSubPn8/AgQO17d///vedtqJ7YwwGA7///e85ePAgjz32GLNmzSInJ0cLT0wmEwMGDOCqq67i5ZdfpqSkhCeeeKLTFt451ogRI9i0aRNvvPEGV111Fb1799bGSlJSEuPGjePnP/85O3bs4NFHH+3Quo0nm2nTprF161buv/9+Ro8erf0MbTYbgwcP5vbbb+err77i+eefrxeOdZb58+ezf/9+/vrXvzJv3jxycnK0n19ycjIDBgzgggsu4JFHHmH9+vVNvg9ccMEF7Ny5k3feeYcbb7yRIUOGYLfbgdiHHpmZmUyfPp0HHniAnTt3smLFCs4888wT8jwbYjKZeOGFF9i0aRN33XUXo0aN0oJIo9FInz59uPbaa3n//ff56quv6Nu3b6f19Vg6nY7f/va3bNmyhV/84heMHDlS+3q5xWJh6NCh3H777axbt45XX321ywastc4991y++eYbVqxYwT333MO4cePIzMxs8P1Er9dzzz33NFs//IMPPqCkpETbvuWWW9rcv7lz5ya8J7dnASwhhBDiWIp6sv0FI4QQQpzifD5fg7PJ4un1eqxW63E7f1OMRiNms7nJ8xoMBiwWS6vOGwgEEmZVtqfOXXv70lqBQKDB16QpkUhEq6mp0+laFa7Ev1YmkwmTydSqx66lqiqhUKjVx7e1716vV1vYzGq1JtRHbEgwGNRm/LXk56iqakKNx9aMoaZ+hh6PRwv9bTZbg4FRa58boNXmhNhs6dbOmG3rz68xwWAQg8FwXAP29oz7YwWDwTY997b8rDpaW/veUvHvgY29Z59ItT/39evXc/755xMOh4FY3d0NGzaQkZHR6LGhUChhxnZbflfi+f1+7fGPHYPhcDjhmwntrbfa0ecTQghxcpOQVQghhBBCCCHECfHYY4/xs5/9TNueNWsWixcv7vSyHEIIIUR7dd/vgQkhhBBCCCGEOKnce++9zJ07V9teunQpjz76aCf2SAghhOgYMpNVCCGEEEIIIcQJU1lZyfjx4zl48CAQKweycuXKTq39K4QQQrSXhKxCCCGEEEIIIU6oNWvWcNZZZ2n1pXv37s2GDRvIysrq5J4JIYQQbSMhqxBCCCGEEEKIE+7YhRgtFgsGg6ETeySEEEK0nYSsQgghhBBCCCGEEEII0Q7yMWE3FY1GKSoqIjk5WVbqFEIIIYQQQgghhBCilVRVpbq6ml69eqHT6ZpsKyFrN1VUVESfPn06uxtCCCGEEEIIIYQQQnRphw8fJjc3t8k2ErJ2U8nJyUBsEDgcjk7uTccLhUJ8/PHHzJw5E6PR2NndEaJFZNyKrkbGrOiKZNyKrkbGrOhqZMyKrkjGrWgrl8tFnz59tJytKRKydlO1JQIcDke3DVltNhsOh0PeIEWXIeNWdDUyZkVXJONWdDUyZkVXI2NWdEUybkV7taQUZ9PFBIQQQgghhBBCCCGEEEI0SWaydnOhUIhQKNTZ3ehwtc+pOz430X3JuBVdjYxZ0RXJuBVdjYxZ0dXImBVdkYxb0VatGTOKqqrqceyLOMEWLFjAggULiEQi5Ofns3DhQmw2W2d3SwghhBBCCCGEEEKILsXr9TJ//nycTmez5TglZO2mXC4XKSkplJWVdduarMuWLWPGjBlST0V0GTJuRVcjY1Z0RTJuRVcjY1Z0NTJmRVck41a0lcvlIjMzs0Uhq5QL6OaMRmO3fgPp7s9PdE8ybkVXI2NWdEUybkVXI2NWdDUyZkVXJONWtFZrxossfCWEEEIIIYQQQgghhBDtICGrEEIIIYQQQgghhBBCtIOErEIIIYQQQgghhBBCCNEOErIKIYQQQgghhBBCCCFEO0jIKoQQQgghhBBCCCGEEO0gIasQQgghhBBCCCGEEEK0g4SsQgghhBBCCCGEEEII0Q4SsgohhBBCCCGEEEIIIUQ7SMgqhBBCCCGEEEIIIYQQ7WDo7A6I4ysUChEKhTq7Gx2u9jl1x+cmui8Zt6KrkTEruiIZt6KrkTEruhoZs6IrknEr2qo1Y0ZRVVU9jn0RJ9iCBQtYsGABkUiE/Px8Fi5ciM1m6+xuCSGEEEIIIYQQQgjRpXi9XubPn4/T6cThcDTZVkLWbsrlcpGSkkJZWVmzg6ArCoVCLFu2jBkzZmA0Gju7O0K0iIxb0dXImBVdkYxb0dXImBVdjYxZ0RXJuBVt5XK5yMzMbFHIKuUCujmj0dit30C6+/MT3ZOMW9HVyJgVXZGMW9HVyJgVXY2MWdEVybgVrdWa8SILXwkhhBBCCCGEEEIIIUQ7SMgqhBBCCCGEEEIIIYQQ7SAhqxBCCCGEEEIIIYQQQrSDhKxCCCGEEEIIIYQQQgjRDhKyCiGEEEIIIYQQQgghRDtIyCqEEEIIIYQQQgghhBDtICGrEEIIIYQQQgghhBBCtIOErEIIIYQQQgghhBBCCNEOErIKIYQQQgghhBBCCCFEO0jIKoQQQgghhBBCCCGEEO0gIasQQgghhBBCCCGEEEK0g4SsQgghhBBCCCGEEEII0Q4SsoouKRQIo6qd3QshhBBCCCGEEEIIIcDQ2R0Qx1coFCIUCnV2NzpUJBzmrzdfCeh4+vWXQdGjKLqa65qLToeiGGLXOgM6nR6dXo+i06PTG9Dpa64Nsdt6gwGd3oDeUHMxxu4zGA3oDcbYtdGA3mTEYDRiMBli1+bYbaPJhNFsRF+zv/ZcOr2+5jFqtg16dDp9Z7+EopPU/i52t99J0X3JmBVdkYxb0dXImBVdjYxZ0RXJuBVt1Zoxo6iqzAfsThYsWMCCBQuIRCLk5+ezcOFCbDZbZ3erQ0X8Qfa/80pnd6MdFFB0oOhQ0INOFxcS62q26/bHguKa/Tq9tq3odCj6mvtqrnX6mn1xF52+5lxxFxQdil7fwPnjH0Nfc/7aviid/cIJIYQQQgghhBBCnDBer5f58+fjdDpxOBxNtpWQtZtyuVykpKRQVlbW7CDoatxllbx61z2ogKr9N4qqqEAUVY0CtZdIZ3a1W4mFr7Wzgg0o+poZujXXdTN2jegM8bOCjTWzgY3ojYaaayMGU+21AYPJVDNDuPZYo3ZswnYj+5UuEgKHQiGWLVvGjBkzMBqNnd0dIZolY1Z0RTJuRVcjY1Z0NTJmRVck41a0lcvlIjMzs0Uhq5QL6OaMRmO3ewNJSXNwSaqdo0XFZKamQjiMGoqgBoOooZB2iYZCREIRwhGVSFQlgp6w3kBEZyCi0xPVGYjoY7drL1GdjqjOQFTREdHpYttKzUWn1F2joCoKqg6iioJKzbVSE/sqseg3tq3GhcEqseA3CmrsWiUCak0gXHtNFDi5Pv9QoxHUaIRoZ3ekQUpNCKxHpzPEwmC9Ia48RN1Fb4gr52AwoNfHwl+9wVgTCNcEwaa4INho0spC6E1GjCYTBpMRoyV2XRscx85RG/4ataBZ0SWWv+6Ov5eie5MxK7oiGbeiq5ExK7oaGbOiK5JxK1qrNeNFQlbR5egsFno9+ywbly5l7KxZLR7waiSSEMJql2D87figNthA2/r7aKpNMFQ/+A1GiISjRCIq0bBKJKISiUAkGtuOKrEAOKrTE9EZtVA4otMT1euJKnoiOl1dKKzojrlWULVQuDYQBlVRiCqgKmoswlUABVSiWrgbfzsW+kZqQuD4YDh+X9x9nRq/qqjRMGo0TJRAJ/ajMTXlFxQ9Kjqe++9bNWFwfAgcH/4aa2YEGzHUzgY21oS5tbN+a2b+Gs0mDGZTLPg1x7aNFjMmiyl222yKC4DjZgJLbWAhhBBCCCGEEKLDSMgqThmKXo+i14PF0tldaZIaqT8rt34oHKwX4NYLh4NNhMVxYXA0GCIcjhINRYmEokQi0VgIHIoQDUWIhqNEa0PhSJRoFKKKHlUxEtVZURU9qk5PRNFpAXBt6BvR6VAVJbZPqQl9dUpN4BsLfWPBb+2MYLUmEFZrZgfHZgBHiYI2K7gm0K0NfGvD3riZwGpCAFx76UxR1GgUlVjB7HDE28n9gdjsX0PNAnG1pSBqykDo4mb/1szI1enjSjYYDegNppoF4WqCX5MRg8lUN8vXVBP+WkwYTbXhrwmTxazNENaCX6MRg8FYb8avEEIIIYQQQgjRVUjIKsRJRtHrUaxWsFo7uysNUlW1LqQNBGLXNZeodjuEGmzivtrjQsfeF65/ztpAuXZfIEA0GCsFEYlEUcMqUZ0etWYGsKroiCoG1Lh9UcVARInNBI4o+ppZwjVhsE5PRFFqQmEFVacjosQFwdqMYFB1sSIO0drrY8tC1MwMrguDa+oFx9UIrj8LOELnlIZQUaOhWPDb2Rm0pnbGb6zkQ20N4Nr6vzpdTehbUwO4rixDTfBrrC3fYIrV+a2ZyWs0xWb3Gs0mTFYTRrMZk9WMyWzCYK4JfQ01YbEhVipCZvoKIYQQQgghhGgNCVmFEK2iKAqKyQQmEyQldXZ3YjNEGwh9o8FjwtngsffF39/EfXGBcP1z1t0frekD4XDjfUWpCYQNNSUhDER1RiJKrD5wWG8gotfXbOvj6gXrtGA4NjtYFzc7mLogOKEsRKzib2J94LoAOCH4TZgN3JnBb9yM304PfhUUnbH+DF+DEb2+buG12tIOdQu6mepC3tpyDiaTVsYhvpyDyWLGYDbFjjclXutNMrtXCCGEEEIIIboSCVmFEF2aotOhmM1gNkNycmd3p672b3wAWxPOhnxevly1iqkTJ6KPRBoIe+sC3+bD3mNmBR8787dmP9Gma+XGgt+6wDc2Czi2QFxYbyCsiwW+UZ2BcM1M4Fh9YF2sRIQWAtcsDBc/+zc+8FXiZ/7WXteGvs0Fv2FOfOqqokaDqNFg5y72piQu5lYb9Origt662by1tXrNWuBrNBkx1AS9ppqQ12A21c3kNZm1QFevBb1GLfCNoqCqJ9cifEIIIYQQQghxMpKQVQghOlBTtX/1oRD+gwexTZlywla0VMPhBmb3Jgaz2n2BuH2huPsCgfozeINBosGG96vBQMOzfoNBaCawU6Fm4TZjwozfiM4Qq/mrNxDWG+tm+eoNcTN+Y4vBaQvD1dYD1umI1NT9jeriZvuiaovBaUGvEtVm/NaGu2ptyKtGgDAndJE3NUI0EoFIgEjoxD3ssZ75zz/R6Yxand5Yjd7amrqmmpm8tTN4axddM8dm7Wqzd2Mzd2tn+saOM8VC3ppzaKFv3H1SukEIIYQQQgjRFUjIKrqkL/71G4IVLr705KO3JKEzJ6G3xC5GaxJGSzImWzJmWzIWiw2r2YDVqEevUzq760KcUIrBgGIwgM1GZ0dVqqpCzWJr8SFuQ7N+Wz2zN3Ds+XyxWb2B2ssx5wkEmpzlGwt79bHZvbWzfGtuR3RGQvpY8BvRG2NlHnT6uBIPNSFvbb1fbaavotX7jejU2CxiJVbKIQpxM3ujoESPWcAtXLMdjivpcOLCXjUaJhINEwkDgRP2sAAoiq6mLIPpmPIMcaGuVoPXjNFiSijbUBvmxhZcqwmETSaMRlOsDq/RVK/UQ219X53egKLIvxtCCCGEEEKI5knIKrqccCjEuYf/GtvIb759RFXwYKEMM14sBBQLfsVKUGchqLMS0lsJ621EDFYiBjuq0YZqtIPJBqYkdGYbOnMSBksSeksyRqsdoyUZszUJm9mI1ajHYtJhNeqxGvUY9FJDUYiGKIoCpliwBfbO7k5slm8gEBfgxoWx2uzdQNyCa/Fh7jHttLINcbN4A3HHhoKo/oYC5Ybr+DYV8kZ1RiI6Y01JB2NN2GsgrM3srS3joCeiU2pm8uoSyzjoass31JZyqF28rW5Wb91CbbUzecP1tk9EGQdVjRIJBYiETnC6C4ASm61riAt1awPZmkXV6vbXhbNasFvTtjbMrQ14a4Ndo9mM0WzBaLHWBMQWjCaz1OIVQgghhBCiC5KQVXQ5fl81rVluSa+oOPDhwFe3U0Ur90g7voLrUc14MeNVLZTXhLh+LPhrA1ydlaDeSkRvI2q0oZjs6MyxmbcGa2zWrcmajMXuwGpPwWZPJik5hWSriWSLQQJbIY6j2lm+OnvnBr5qJJIY5HZY4Ftb0sFX1zYQiM3+DdQPfAnVvRnGl22I6kxE9MaacNdEVG+qubbW1Ow1EdYbCen1WuAb0ekJx9Xujejr6vXGZvPWhLs1wW79EDc2Y1dNCHTD9bZPwE+HSChIJBQEn+cEPF6MwRQLXE0WS00I2/C1yWLBYK673Vi72nPpDSemTIkQQgghhBCnIglZRZdjttjYdvbz7N6+mX69syHsg6AHNehBCXrQhb3oQ150YS+GiA9jxIcp6sUU9WNWfVhVP4YOmn1lVwLYCYDiqn9n7Ro+bcgBvKqZKsz4ambeBmvDWoONiKFupq1SM9NWb0nGYEnGZE3CbHdgtTuw2ZOxJqVgsCSByQ5GO8jsKCFOOopej2K1gtXaqSUd1Gi0XsAb9Hj47JNPmDZpMvpImKjPh+r3E/UHUP0+oj4/Ub8P1R+IXfv8RAP+2LXfj+rzxcJfb03buPtqZ/DGFl8zEtHC29pg10REZ6wJdY1EdWYi+uS4+wzadVivi23H1+TVKTUzeGP1eGMLrh0T2MaVYFCJ3w4fs117f9y+41iuIRwMEA4G8LmcHXpenV6fGL7W3rZYMJrNmCzWmtA2djs2u9aq3R+bcRt3f+1+s0Vm3wohhBBCiFOehKyiyzGaLAw56zvsqbYxctasti0gFA5CyANBD2G/m6CvmqDXTchXTcjnJhyoJuL3EA24UYMe1IAbQt66EDfsRR/2YYzEglxT1Ic56sdEsEOeo00JYCMA1IS3tYFtOxe+CWAmUBPYhuNm2MZCWzs6sx2dJQmDOQmdJQm92Y7RkoTBmoyxpuYtRlsstDXZ627rZXaUEF2dotOhWCyJi7aFQgR69cI6bmyHL9amhkKxANbniwWy/lj4GvX5YrN1awNdnx814G840PVXa8dpgW7N+WrPqQZiZQZiYW4smK0/Kzc+0K3bX9u2Ltitaxu76LRavLGF1hSiOj2JNXTDDZZaqAttQ6hqsKZtzW01VHOOutsdIRqJEPB6CHg7flauwWSOC2JrQ1gzBrOlLrA9tjRCXNibMGtXu21Fb5C6uEIIIYQQomuQkFWcmgym2MWahiEl9otg64jzRsIQ8kLQU3PthqCXiL8av9eN3+si6HXFgly/m0jAjRpwowY8KCEvurAHfc0MXFPEh0n1Y1V9WDoovDUTwBwNQLSq3YFtvBBGAjoLQcVKUG8hpLfFQlzDMUFuTSirmO3oakJdgyUZgyVWPsFkTcJojS1YZrImoRhtIH9cC9EtKUYjeqMRklpTAKb11Gg0FsTGB7DHBrm1Ia/PH5uhGz9TN+BH9XmJ+ivqBblaMFwT8qKqsTq3CWUW6sLa+IA3ojcT1ZsI62O3I/rkmuv6l7DORESvJ6zT1YS1ISCEqoZit9UQKnG31SAQioW5NUFt4v2hmvtDdNSMXG32bXUD3+xoB0WnSyiHYIgPZBspjaA3GnEf2kfRru04MjKxp6ZhtFglrBVCCCGEEMeVhKxCdCS9AfQOsDgSdxNb5qfNlR+jEcJ+Nx63E6+7Gq/bid/jIuBzx0Jbv4eIvzo28zbggVAstNWHvBhqZtuaoz7Mqh87fm2mrE3pmIVkjIQwRkNAdYeugxNVFXyKOVbnVrHEglydjZDOoi1YFjbYiJqSUc0pKNZUdLZUDLZUTElpmJPSsTnSsTkySE6yYzF25pexhRCdQdHpUGw2dDYbpKUdt8dRVRU1FKoXwB47s1abmev1EfV5ibo9RN1uIu5qou5Som53bNvj1u4jGgtCYwGuIS6AtSSGsQ2GtPb6+wy1bU2EdQZUBeqHtsGakDYENaFt46FuXWirtemgT/LUaJSgz0vQ5231sW9//ol222AyY09NxZaSij01Le46DXtKKrbU2HUskLU0cVYhhBBCCCEaJiGrEF2BTo/BlkKKLYWU7LafJhyJ4g6EcfnClPhDVPuCeD0ufG4XAa8rVjLBX03EHyuPoAt50YVqSiREfBjCiTVuTaofi+rDRgArAeyKP3aNH72itv9pKyp2YsFwwmJlbeBXjZRix60k4dXZ8euTCRqSCBkdhE0OVHMKWB3orKnobamY7LGQ1pKcgc2RRrLdRrLFiMkgdQeFEPUpioJiMoHJhD4lpcPOq6oqqs9HxF0TunpqQlh3XQjb4D53FRGPpy60dbsTFjeLF1X0sXIIDc2ibWR2bUMzb8Pxwa/OSF0JhBBQM6NWDTcc2jYQ1NYPcoN1JRdaKRwM4Cw9grP0SLNtjWbLMUFsI9epqRhN5lb3RQghhBBCdE8SsgpxCjHodaTaTKTaTHF7s9p1TlVVCUai+INR/OEIlaEIRcEwAb+PkC8W2ob9biJ+N9GAh0jAAwEPaii2UJkS8qAL+9CFvOgjXow1i5UZo3W1bi2qDwsBrKofi9K22VEWJYSFKrKpSqxx62vZ8V7VTAU2qrHj1dnx6ZIIGJIJGZMJGx1EzClgSUGxpKCzpWK0p2FKSsOSlI7VkYbDZsNiUIm0P3sWQpxCFEWpm4nbjg/ZAKLBoBa61oWyDQW0seA2om07a2bXxrZVv7/Zx1JRWhHY1l6sRPSpcW1NRAyJbVB0sXq3WsmEmtA2LpSNlUjwoUY9qKoXoh7UqBdV9YDafN9DAT9VR4qpOlLcbFuT1VYzQzZxRqwtNQ17air2lFgYa0tJw9DBdY2FEEIIIcTJRUJWIUS7KIqC2aDHbNCTQvwfkB03kyteJBzC760m4K0m6K0m6HXh91QSdFcR9lQS8VaBvwr8LvQBJ4aQC1OoGnOkGmvEg111Y29pshqntsRCDpWJs2pbWHHBo5pxYWeUamXrhofx6+z49XZChmTCxiQixmQwJ4PFgc7iQG9NwWhPwWRPxZKUhi05jSS7nWSriWSLAaNeZtQKIVpHZzKhS0+H9PR2nUcNhYh6PLEQ1tNIUOupH9zWlUAoI+qqJuptXQmA2nq3zYW3YYMNnzUDn7U3Xms2QXPdv0exgNarha5q1Avxt9WaYFb1okabD2RrSxlUFhc129ZstyeErvEhrD0lTZsla0tJQW+QQFYIIYQQoquRkFUI0aXoDUbsjnTsjnaEBJEwasCF11WB11WOv7qCQHUFYU8VYW8lqt8JfidKwIkh6MIYqsYcrsYaqcYW9WCl+T+8j2VXAtgJ0LN23RWV2ILhYWjp6YKqHjdWilQbHsWGT2cnoLMRMCQRNiYTMSYRNTnAnIxSE9QabCmY7SmYk9KwJqdhS04l2WYh2WLAbJAatUKI1lOMRvSpqehTU9t1HjUSIer11g9pGymJ0HBoW07UWVe3tiFhvRmfNRuvNQuvLTvhdtjc+MJrsVmyNTNia4JYBS9GcwC9wQ+ql0jYQ8jnIhRo/sO7gMdDwOOhoqig2baWpOSWlSxwpKDTy3u5EEIIIcTJQEJWIcSpR29AsaVjt6VjzxnU+uMjIfC7iPiq8LnK8VVXEHBXEnJXEvZWEvVWofqd6AJOdEEXxmA1prALS7gaS9SDtaXTX49hUiKk4yZdccd2tGFGLcRm1VZhxY0Nn2LDp08iqLcTMiQRMSYRMSWjmh3oLCkYkzOwOjKxp2aSkpZFakY2SUnJskq3EKLdFL0efXIy+uTkdp3n2Lq1wYpyvvngA0bn5BAtLiFUVIS9sJBQ4U6iR9cnHBsy2PHasvBaa8JXW1ZNCJtNxGABJRlFl9i/KBAN1z4J0NtAZw2hN/ixp0Sw2EOYzEF0el9NEOvG73bidVbhqaoi5G8+kPW7q/G7qykvONR0Q0XBmuyoX6ogLoytDWStDgc6nQSyQgghhBDHi4SsQgjRWnoj2DPQ2zNIyhxI4/OgEoVCIZYuXcqsi2ZijPprglonvuoqfO5KAp4qwh4nYZ+TiM+J6nehBKrRBavRh6oxhd2YIh4sEQ821YOhjauA1c6q7UFVbEdtUBts2fF+1Ui1koxHn4zf4CBsSiFqSQVrGgZ7OsakDKyODOypWSSnZWGwp4M1DcwOkHBWCNHBjq1bq+uTi7uwkLRZszDG1UFVVZWo00moqIhgYSHhmutQURGhwiJCRbuIHnDG2gJBk6MmfI2bAWuLbUd1xmP6YCQaMVJdAdUV9ftosuhJzbHRZ4yN5HR9LIi1BFB0fkI+F56qypoQthKPswpvVSWeqirCwWY+QVNVfC4nPpcTDh9s5nXSYXU0FcjGShjYUtOwJiWj6KQsjRBCCCFEa0jIKrqkVQWr2BPaw9ayraTaUkkyJmE32rEarDLDTpz8dAYwp4E1DX0aJEGLg1qNqkLYD4Fqoj4nXncF/monfnclQY+TsLeKiM9F1O+MBbWBWFBrCLsxhd2YIx6sUU+b6tPGFhGrICtSUTeLtrr54yLoYguGGVMI1QSzijUdfVI6Zns61pRMTMkZsUDWmgY1wS3W1FiwLYQQ7aAoilbmwDJiRINtIm53LHDVwtfa672Eij4jUlGBikLAnIrXlp0wA9ZrzcZvyURtYLZo0B+h9GA1pQfrv1larDZSe2SS2jOJ3FE2UrJspPaw4ciyQDSIpyZ89TZzHQk1vTCkqkbxOqvwOqvg0IGmXyudLjYDNq5mrC01laS0DHoPG0F23/4SwgohhBBCHENC1m4uFAoRauZ/uruaqBrlntX3oKLyz4//mXCfXtFjN9qxG+1a8NrQde3txrbNerOEtaLD1f4udtzvZE1Ya07DnNoPM61fbiykRiHgRg248FVX4nNXEXRXEfA4CXpiJRCi3grwVaIPVGEKuTCHXdij1ThUN1alhdNfAT1RkqIukgIuCBxuUTBbK6i3a8GszpqK3p6OwZ6OYouFsao1DazpYM9CtWeCLRNMSTJztp06fswKcfy1a9yazegH9Ec/oD+WBu6Oer2ES0oIFRYSLi4mVFhEuLiIUOFuwvuLCZWV47dkJMyA9Vqz8dmy8ZvTQKkfTPp9UUoOuCk54K53n9WikpJuJKWXg9TcnqRkDyR3hJXkTAt6Q925VFUl6PPirarC64qVJfC5akNYJ15n4nU0Eq73WPHUaBRPZQWeygam5RKrGZs7YjR5o8bSZ9QYUrJzmn5dRZPkvVZ0NTJmRVck41a0VWvGjKKqqnoc+yJOsAULFrBgwQIikQj5+fksXLgQm83W2d3qUAE1wMPOh4/rY+jQYVbMWBQLZsx1t+Ou6+07pp1ZMWNUZPad6L6iKgSCQQIBD5GAFzXogaAbXciDIezBWFPawBp1Y1fdOPCQipsUxUOK0rpVxdsijBGvPpmAwUHQmEzY6CBkSCZgdBA01Ow3OAgYHAQMyUR0ZgllhRDtooRCGJxOjBWVGKoqMVZWYqyswlBZib6qmlDIFAtfrbXha+x20JzaugdSo5h0PoymIAa7ii5Vjz7NgCFJRW9Vm3wrU1WVaDBAxO8j7PcR8fmI+L2x2w1s04I/FQz2ZGw5vbDm9MbWoxd6i7V1z0cIIYQQ4iTl9XqZP38+TqcTh8PRZFsJWbspl8tFSkoKZWVlzQ6CrsYX9vH6jtfZkr+F7D7Z+CI+PCEP1aFqPCEPnpAHd8iNJ+QhEGnbAkMdxagzarNjbQYbNqMNq8GK1WDFZrBp1zaDDasxcZ92nzFxn1FnlFm2XVQoFGLZsmXMmDEjoU7gqUBVVbzBCOWeIOXuIOVuH67KcnyuMgLV5YTcFUR9leCrwhiswhxykaK4ScFDqlIbzrpJxYNRaVst2uaEdRZCljSi1kywZ2FIzsSQnA22DFR7FtgywJZZN1PW2P1DhFN5zIqu62Qet2ooRPjIEUJFRYSLigkVFRIuKsZfVIqzPEC1V4fXnKkFsT5bNiFj6wrKKGoEu8FPsl3FkW4itXcyaf2zSBucQ1KqBUXX8v+HUKNR/B433poZsRVFhzm8bTMF27cS9DX+YVlm3/70GTmGPiPH0HvoCIyWhuYFi1on85gVoiEyZkVXJONWtJXL5SIzM7NFIauUC+jmjEZjt3sDMRqN3DT6JpYeXsqs02Y1+fxCkRDukFsLXauD1XUhbLAumHUH3QntardrbwejLf9KdMLjR0NUBaqoClS18dnWZ1AMWiBrM9rqBbG1+6wGa4O3j72uDX31suLwCdMdfy9bwmSC1CQrA3vU7slrtG0oEqXSE6TMHaTMHeCwJ0C5O8jRaj/VLif+6nLC7nJUbyX4KklWq0mjmkzFSYbiIh0XGYqLDKWadFwYlGiz/TNE/Ri8xeAthvLmn09IbyVoziBqzUBJykKflIkppQf6pCywZ8WCWHsssMWeCQZzy16ok9CpOmZF13ZSjlujEVP//tC/f4N3q5EI4dLShJqwnoJSqkrcuCojuAJGvKYMfLZsvNYsIob6H/aoih53xI7bBcUu4EAAvigACtBFQ9ipJtkSxpGiJy3HRlpeOhnDepPUrye6Bl4vk9mMIz0DgAHjJzJp9qVEIxGO7NvDwS0bObRlI0X5O4iE60oQlB3cT9nB/WxY+j90egO9hg4jb9RY+o4eR87AIej08v8cDTkpx6wQTZAxK7oiGbeitVozXiRkFd2aUW8kTZ9GmiWtXecJRoItDmYba+cNedsc1sYLq2Gqg9VUB1tR0LIFLHpLXVhrtMVm39Zc19ar1WblNrA//n6T3tShfROnHqNeR7bDQraj+dlPqqpSHQhT6QlS7glS6QlS5AmyzROkwhOk0u3HX11B1HMUxVuGwV+OLVRFBi7SFReZCaGsizSq0SvNf8nDGPFh9BaAt6BFoWxAn0TInEbYmomSnIMxLRdLRh90Kb3B0RscvSC5Jxjk90eIU5Wi12Ps2RNjz57avkygb81tNRolXFZGqLCQYGER7oMHqCyswlkWwOVWcIcseM0Z+KxZRBv4tziqM1JNOtVBKDoKHAW2+GDJHvThLdjDlSQZ/DjsKimZZlJ7O0gf2IOk/r0x5uSgmGLn1On19Bw8lJ6DhzL18qsJBfwU7txeE7puovTgPq3MQDQSpmD7Vgq2b+XLN1/DZLXRZ+RoLXRN791HvqEjhBBCiG5BQlYhWsCkN5GuTyfdkt6u84SjYXxhH96QF2+45hLyavt8YZ+2L/464ZiQt945omrzs/Sa44/48Uf87T4PgEFnaDKEbS6kjb9fAlvRHEVRcFiMOCxG+mbYW3RMMBylyhukwhukwh273qOFsj4CrnKinqPgLkMfKMccqCBVdR4TzFaToThJxYOuBaGsOeLG7HWD93AslD1Qv42Kgs+UQcieg+LojTG9D5aMPii1IWxK75ogtuvOihVCtJ2i02HMzsaYnY1t/HhSgdy4+1VVJVJZSbCgAOeeYioOllNV4sHljFDtN+BRk/GZ01Eb+PZKxGDFZbDiAooCQGHN5RsfxuAGbL5SkqhmwEADg644C+u4cVo4ajRb6Dd2Av3GTgDA63JyeNsWDm3ZyKGtm6g6Uqw9TtDnZe/aNexduwYAe1o6fUeNJW/0OPJGjSU5I/N4vHRCCCGEEMedhKxCnEAGnYFkUzLJpuQOO6eqqgSjwXrB7LGhbYNBbXz7uP3trWcbjoY7rExCbV3bxkLYJGMSKeYUUswppJpTSTWn1t22pGLWSxgl6jMZWj5TFmK/Z+5AmIraINYb5JA7dl3h9hJ0lRGpLkX1lGHwlWMMVGAPV5JBdax8geIio2a2bKriafRxFFRswTIIlkHlVjjYcDufKZ2QvRc4emFKy8Wc0QclJTcWxDp6QXIvMEoNRCFONYqiYEhPx5Cejm3MGHoec7+qqoQrnVTuOkzFniNUFrpwlvtjs2DDVny6JFB09c4bMiXjNCXjBArLYMNjm+nve5Uh5wwgbd5szMeUP7A5Uhh6+pkMPf1MAJylJRzcsikWum7bjM/l1Np6KivY/tlKtn+2EoD0XrnkjY6Frn1GjMZib11NWiGEEEKIziIhqxBdnKIomPVmzHozabSvLEK8UDSEN+TVFhOLX1TMG/JqZRIa2n/s/e0JbNtb19ZqsGqha4NBbAO3k03J6Br4I1OcuhRFIdliJLkVs2VDkSiV3iCVnhDlngA7PSEqPAEqqz34KooIVx5GqS7G5C0mPXyUHKWCnkoFPZVysqlqcnasNViBNVjRZBDrN6URtPWMBbHpfTCn90FJqZkRWzsz9hRYvEsIUUdRFIzpqWSfnkr26aPr3R8ORag8WEFFfhEVB8txHvHirIrg9hvwU/d+4U7uw5bkPuzaWEXukqcYkFJO1tyZOC6+GENWVr3zpmTnMOb8HMacfyFqNMrRQwc4tGUjB7duomDHVsKBuv9PqCgqoKKogI0fLUFRdOQMHBwLXUeNo9fQ4Rikjp4QQgghTlISsgohGmTUGbUZou0VH9i2JKQ9NtiNv7Q2sPWFffjCPko8JS0+RqfoSDE1Pju2sYBWShuIeEa9juxkC9nJFuDY2esjE7Y8gTDFTj8lTj+rnT5KK924ywsIVxaguIow+UpICx+lp1JOT6WCHKWCHlQ2WTvWEqzEEqyEqu1wqOE2fmMqIXtPcPTGlJaLKT03bkZsb7DVD0uEEN2Xwagna1AWWYPq/+4H/WH2fVPAhsX5VLhif0IEzansG3AJByIBer71NX2eupKs8YNwzJ1D8gUz0CfV/1BK0enI7jeA7H4DmDT3ciLhEMX5uzi4NVbPtXjPLtRorAySqkYp3rOL4j27WPPumxhMZnoPG6HVc83uNwBFJx+KCiGEEOLkICGrEOK4Ox6BbW0YWx2sxhlw4gw4tRmvjd0OR8PNPwAQVaNUBiqpDFS2qm9Wg1ULXBNCWEvsdpI+ifxQPnlleWTaM0mxpJBkTJJZswK72cCg7CQGZcd/LXZ4Qht3IEyJ00ex08/nVX5Kqty4ywtjQWx1EWZPMWmRMm02bG0Qa1Aar9lsCVVhqaqCqh0NBrFG4HxdMp6C4eh7jsSeOxpdjxGQPQysHTdzXghx8jNZDAw7ux9Dz+pL8R4nG5bu5sAOF6AQ1Zsp7H0Ohb3OIrN8K33+9BJpv3sQx/TpOObOIenMM1EamYGqNxjJHTGK3BGjOOOq6wh4vRTs2KItolVeUPfmFA4GOLh5Awc3b+AzwJLsIG/kGC10TemRI4toCSGEEKLTSMgqhOhS2hrYqqqKN+ytC1/9TioDlY2GsrXXnlDj9TOPVTtrtthT3GS7f338L+12/KzZ+LIG8TNkHWZHXWhb09ZqsMofkqeYJLOBQdnJDMqOnxWbGMRW+0OUOP2xINbpo6TKg7usiFBVbEas2VtCeuSoFsL2rAlijUqk8ceNVsPRb2KXzXX7XcYsXI7BRDOHYek9itR+YzHljACTrYOfuRDiZKIoCr0Gp9LrzslUlXrZvLKAHZ8XEg6poOgoyxxDWeYYkqsP0WftCrI/+DHG1BQcF1+EY85crOPHNfnvl9lmY+DEKQycOAUAd2UFh7bG6rke3LIRd0W51tZf7SL/68/J//pzABxZPeg7eix5o2IXW0rqcX0thBBCCCHiScgqhDglKIqiLZ7VO6l3i48LRUI4g06q/E3Pkj32dkRtPLSK19ZZsyadqV4we2xAm2JOIcUUV+bAlIJRL7XsurPaurGDezQdxBbXBrFVsSC2uryIUGUhuupCTJ4S0qNl9KoJYvspR8hWquo9liN0FEf5USj/EnbF9kVRKNXnUG4fRCBtCLqcETjyxpAzYBQ2q4SvQnQ3qdk2zr56CKfN6c/2z4vYvLIAT1WsrE91ch7bR3yPvYFLyC1YRa8336Ny4esYc3NxzJ1Dyty5mAcMaPYxktLSGXHWeYw46zxUVaWyuFCb5Xp422YC3roPQ11Hj7BlxcdsWfExAFl9+2uzXHsPH4nJInWohRBCCHH8SMgqhBBNMOqNZFozybRmtvgYVVVxh9z1wtcKbwVrt64lKy+L6nB1wqxZZ8CJO+Ru8WMEo0GO+o5y1He0Vc/HZrA1HMY2ENamm9PJtmdj1ptb9Rji5FYbxA5pJIhVVZXqQJjiKj8FFW7+77Nv6ZGdDqW7MFfmk+Hdy0AOM0w5RIriTTi3DpWcSDE5rmJwfRZblGsNhFQ9e5VelJj743IMJpI5HEvvkWT2GUq/rGRSbVLPWIiuzGI3MuHCvoy9oA9715Wycflhjh6qBiBgTmPvwEvZ3+9iehV/RW7hp4T++jzlf30ey4gROObOxTF7Fsbs7GYfR1EU0nvlkt4rl/EXziEaiXBk/x4ObdnEoa0bKdy5nUi4rjTQ0YP7OXpwP+uWvIdOb6DXkGGxWa6jx5EzcDB6g/wpJIQQQoiOI/9nIYQQHUxRFJJNySSbkumT3EfbHwqFSNmbwqzJszA2UJsuFA3hCrjqlSxwBpyx2bRxgWxtcOsKuPBH/C3umzfsxRv2UuQpavEx6ZZ0eth60MPegx62HuTYc7TrHFuOBLHdjKIoOCxGHDlGBmRYcO9WmTVrCkbjmUAshC2tDrCrzENJ0QEChVvRl+3A4dpDj8A+BqoF2JTEBeqMSoSBHGZg4DAcXQ1HgR3gU03sVnuzSpdHuW0gvrSh6HuMIKNnP/pmJtEvw0ZWsllKYwjRRej1OoaclsPgyT0o3lPFxuWH2b+5DFSI6s0U5J5LQe+zySzbTF7BClK2b8e/fTul//d/2KdOwTFnLskzZ6BPSmr+wQCdXk/PQUPpOWgoUy67ilDAT+GuHRzaspFDWzdxZP9eUGMLBEYjYQp2bKVgx1a+fOs1TFYruSNG07cmdM3IzZP3GiGEEEK0i4SsQghxkjDqjGRYM8iwZrTqOH/YXy+AdQZrbvurGgxoXQEXYbVlC4FV+Cuo8Fewo2JHo20kiD11KIpCD4eFHg4LDMgAJibcX+Xxc+BAPtWHNhEp2Y6lMp8M7x56hQswkjjmrEqQMcp+xrAfvKvACxSCS7WxS81lWbQP+3R5VCcPJpw5jMwevchLt9Evw07fDBs9UywY9LJwnBAnm1jd1jR6DU6j6oiXzSsOs+OrYsLBaKxua9Y4yrLGkew6SJ+CT8g+ugHPl1/h+fIrSh58kKTp55Eyd25swSxTy2e6G80W+o0ZT78x4wHwVbs4vG0zh7Zu4uCWjVSV1NVMD/p87Fv3DfvWfQOAPTWNvNHjtPICyRkt/waLEEIIIQRIyCqEEF2exWAhx5BDjj2nxceoqoon5GlwdmxtQFvmK+OI5whHvEco9ZY2WWdWglhRK9VuIXXkGBg5JvGOSAhvyS4q9m/CX7gV3dEdOFy7SQ8WokNNaOpQvExW8pmsy4/t8MQuRw+ksCuaS77ah0VqH/YpffCmDCYrM5O+6Tb6ZtgZ2yeV0b1TMBkkfBXiZJDaw8bZ3x3KafMGsO2zQrasLMDjDAJQ7ejL9hE3sS/sovfBT+hV/AXGgI/qDz6k+oMP0aekkHzxRaTMnYt1/HgUXet+r63JDoZMPZMhU2Mz8Z2lR2KLaNWErj6XU2vrqapkx2cr2fHZSgDSeuVqi2j1GTEGSwtn1wohhBDi1CUhqxBCnIIURSHJlESSKYnc5Nxm20eiEcr95ZR4SjjiPRK79hyhxFsiQaxoGb0RW+9R2HqPStwf9EJZPqGSbbgPbyFSsg1LZT5J/pJ6p8hSnGTpnZzJtrqdHihwZ7JrXx/y1VxejA5gu34IuX0HcVq/DE7rn874vFQsRv1xfoJCiKZY7EYmXtSPcRfksWddKRuXH6LscKwWud/gYO/AyzgwaB69SteQu/dDrP5yIk4nVW/8h6o3/oOxVy8cc+aQMncO5sGD29SHlOwejJ4+k9HTZ6JGo5QdPhhbRGvrJgq2byUUqCu/U1lUQGVRARs/WoKi6OgxcJA2y7XXkOEYWjHDVgghhBCnBglZhRBCNEuv05Ntyybb1vjCJM0FsSXeEo56jx63ILZ2X7YtG6tBVpDuMkw26DUOY69xpE2I2+93QulOKN1OtHQHwaJt6Mp2YPKX1ztFrlJGrr6M89mg7Ss+nM76g4P4ZOVg/qIMQdd7HBMG9OS0/ulM7JuG3Sz/CyREZ9AbdAydksOQ03pQlF/Fxk8Oc2BzGQARVc/hrGkczppGT30JvTa9haNsJwoQKiqi/G9/o/xvf8M8fDgpc+bgmDMbY48ebeqHotOR1bc/WX37M2nOZUTCIYp376qZ5bqJ4t07UaNRAFQ1SsmefEr25PPNe29hMJroPXykFrpm9euPTicf5AghhBCnOvkLQwghRIc4mYLYZFOyFrzW9qk2lM22ZdPD1oNUc6oscnIys6RA3hTIm4IOsNTudx+FozugdAeUbkct3YF6ZDu6YHXC4T2VCmbrv2G2PlZvMViiZ3txXzZ8Nph3GIwnewIDBg7ntAEZTOqXToq1/mJ0QojjR1EUeg9No/fQWN3WTZ8cZudXxYRDsWCzOJJD8ag7yEiJ0Lfyaxyfv4kuGqvrHNixg9IdOyh97DFsU6aQMncOyTNnok9ObnN/9AYjucNHkTt8FNOuvJaA10vBjq2x8gJbNlJ2+KDWNhwKcnDzBg5u3sBngCUpmbyRY8gbHVtEK7VHT/n3RQghhDgFScgqhBDihGlpEFvmK+OI90ibg9jqYDXVwWr2VO1ptI1JZyLLltVkGJtlzcKol/DtpJKUFbv0PxsABVBUFVyFULIFCtZCwTdEC9ahC3m0w0xKhHHKPsbp9gEfQQUcLU9hw9eDeF4dTHnqWFIGnsbEwb2Z3C+djCQpSyHEiZLaw8Y584cyZd4Atn5WyJZPC/DW1G0td+op151B0txzGZRaRtbGd4hsWhs7UFXxfv013q+/puTBh0g691xS5s3FfvbZ6Nr5dX6zzcbAiacxcOJpALgrKzi8dRMHt27i0JZNVJcf1dr63dXkr/mC/DVfAODIyiZv1DjyRo+l76ix2FJS29UXIYQQQnQNErIKIYQ4qeh1+ljQaW/8K6DxQWztrNhSb2lCfdhSbynBaLDRcwSjQQrdhRS6Cxtto6CQbklvcCZs/HWSSRZE6VSKAim5scvQiwHQRSNwdCcc/gYK1hI+tAZDxe6Ew7IUJzP165jJOnC/QXijjp0b8lgaHURR0iiM/aYwaNhYpgzIoIfD0tAjCyE6kCXJyKSL+zF+Rh571h5hw/LDlBfE6ra6nSE2OlMw5tzC0Bl3kudcR+TjdwgdPASAGgxS/fHHVH/8MTqHA8eFF+KYOwfbpEmtXjCrIUlp6Qw/6zyGn3UeqqpSWVzEoZp6roe2bSLgqftQx3W0lK0rP2bryo8ByMrrR97oWOiaO3wUJouUtBFCCCG6IwlZhRBCdDnxQeyYrDENtlFVlapAVSx89SaGr/FhrCvoavRxVFTK/eWU+8ubLE9gN9rrZsLajglj7bHrdEs6OkVWvD9hdHroMTJ2mXRj7H94fJVQuA4Of0vw4BqUwrUYQ3VlBgxKlFHKAUbpDoB/OeyEih1JbIwOYpFlBNHek8gedgYTh+SRm2aVrwMLcZzoDTqGTu3JkCk5FOZXsWn5IQ5sidVjDgUibF3rYpsymAFXPMbwfkHM33yIa+lSIhUVAERdLqreeouqt97C0LMnKXNm45gzF8vQIR3SP0VRSO/Vm/RevRl34Wyi0Qil+/Zqi2gV7tpOJBTS2h89dICjhw6wbsl76PR6eg4eRt/R48gbNZacQR3TJyGEEEJ0PglZhRBCdEuKopBmSSPNksbQ9KGNtvOFfVr4WuIpqQtia2fHeo9Q5isjqkYbPYcn5GG/cz/7nfsbbWNQDGTZssi2ZZOXnMeQtCGxS/oQMiwZEtidCNY0GHQBDLoAE0A0CuW7oeBbgge+JnDgG5Kc+Sio2iHpipvp+o1MD22EAwuJ7lfIX5rLIsNQPNkTcAyexrDRExmQlSw/QyE6mKIo5A5NI3doGpUlHjatKGBXTd1WVYW964+ydz306H8hY5+6id6+3VQvXkz1J5+ger0AhIuLKf/7i5T//UXMQ4eSMncOjtmzMfbs2WH91On05AwaQs6gIUy57CpCwQBFO3dwaOtGDm7ZxJH9e0CNva9EIxEKd26jcOc2vnzrNYwWK72Hj8RjsBAJz8RolBI1QgghRFclIasQQohTmtVgpa+jL30dfRttE46GKfeV14Wx3vphbKm3FF/Y1/g51DDFnmKKPcVsOrop4b50SzqDUwczOG2wFrwOTBmIxSBfUT+udDrIGgpZQzGNvy4WvPpdULSe4IE1VO/5CmvpemxhZ90hisow5TDDooehZDmUgGu1ja91g6lMG4up31TyxpzJoLw8dDoJXYXoKGk5ds6dP5Qp8/qzbXVRrG6rK1YS5sh+Fx/vd5GcbmHMhT9m6C/vJ/jlapyLF+H5/AuIxGp4B3btonTXLkoffwLbpEk45s3FceGF6B2ODu2r0WSm75hx9B0zjrMAn7uagm1bama6bqSyuEhrG/L7OLAhVmP27YePMPuOn5LWs3eH9kcIIYQQJ4aErEIIIUQzDDpDs3ViVVXFFXQlhK/xtWJr91cGKusdW+GvYE3JGtaUrNH26RQdfR1962a81lx62mXV6uPK4oAB52IacC4Z04nNPqvYR/DgGip2fYGu4FsyPLvRUzez2aF4OV3dBBWboOJfsB7204uipNGovSfRY8RZ9B8xCYPMUBOi3axJJibNitVt3b32CBuXH6a8MFa3tbrCzxdv7+GbxXpGnDGUMX84n16KF9cHH+JatAjfppoPuFQV77ff4v32W4489DBJ556DY85cks49B5254xe9syYlM3jKNAZPmQbEarYe3LqRQ1s2cWjrJrzOKgCO7N3Nq7+4k3NvuJXR02fKe70QQgjRxUjIKoQQQnQARVFIMaeQYk5hcNrgRtv5w372O/eTX5mfcKnwVyS0i6pRrQTBRwc+0vYnGZPqZrzWXAalDpLFt44XRYGMgZgyBpIzYX5sX9BD6PB6jmz/jODBb8io2EhKNDE8708R/d1FsOsj2AXed8zkW4bj6zGelMFnkDfmHEwp2Z3whIToHvRGHcNO78nQqTkU7Kpk0/LDHNxaU7fVH2HTJ4fZvOIwA8ZnM+6COfS77lqChw7hXLwY1/uLCB44AIAaClG9bDnVy5ajS04m+cKZpMyZi+20yR2yYFZDHFnZjD5vJqPPm4mqqhzcupn3//JnQtUuQgE/y/72DPs3fMuM79+BzZFyXPoghBBCiI4nIasQQghxAlkMFoZnDGd4xvCE/WW+MnZX7tZC192Vu9lTtYdQNJTQzh1ys6F0AxtKNyTs753Uu96s1z7JfdDr9Mf9OZ1yTHaMA88id+BZsW1VJVJ5kKKtn+HM/wL70Q3kBnZjJKIdYlMCjAhshEMb4dDL8AkUGPtRPXAuA867HnMPWfxGiLZQFIU+w9LpMyydimIPm1YcZtfXJUS0uq2l7F1fSs4AB2PPz2PAD24j8/bb8W/dhmvxIpxLlhIpKwMgWl2N8+3/4nz7vxhycnDMnkXK3LmYhw49brNKFUWh97AR9LnocqxlhWxbuQyAPd9+TfHuXVx0+130GzfxuDy2EEIIITqWhKxCCCHESSDTmkmmNZPTe52u7QtFQxxyHUqY8bq7cjfFnuJ6xxe6Cyl0F7Ly8Eptn0VvYWDqwHrha6ol9UQ8pVOHoqBP70efs/vR5+z/B0A04OXgjjWU7vgMfeFaerm3kkN5wmG5oQOw8xnY+QwFliGoo64g98z5KKl5nfAkhOj60nvaOe/aYUydN4CtqwvZ8mkBvurYB1Ul+1yU7NtKcoaFsdP7MHzaMHr8ahTZP/sZnq/X4Fq0iOply4jWLphVUkLFS/+g4qV/YB48CMfceaTMmY2xV6/j0ned0cj5N/+QQROn8PELT+OrduGpquS/f3qA8RfP5az538No6vhSBkIIIYToOBKyCiGEECcpo87IwNSBDEwdyMX9L9b2OwNO9lTtqRe+Hrvwlj/iZ1v5NraVb0vYn23NZnB6XcmBwamDGZAyAKNeaoZ2FJ3ZRt9x59F33HlArGbvwQO7Obx5NaGD35BVuZ5R6m6tfa4/H9b+Cdb+iULHWGzjryZt8pWQJCUFhGgta7KJybP7M35mHru/jdVtrSjyAFBd7ufzt3bzzaJ9jDizF6PPy8Vx5hkknXkG0d89QPWKFbgWLcb9+ecQDgMQ2L2Ho088wdEnnsA6aSIpc+fhuHAm+tTUDu/7oMlT6Tl4KB/+9SkObFwHwIYPFnFoyyZm3fFTsvsN6PDHFEIIIUTHkJD1JKSqKoFAAIPBgMEgPyIhhBCJUswpTOwxkYk96r5CGlWjFFYXxkLXqnyt9MAh1yFU1ITjS32llBaW8kXhF9o+g2Kgf2r/hBmvA5IGoKqJx4q2URSFvv2H0Lf/EOAWolGVdVu3UvTFQvqXfMgoZZ/WtrdrE6zaRHTV/ZRmnkbq5GuwjLkUrGmd1n8huiKDUc/wab0YdnpPCnZUsvGTwxzaFptRHvRH2Lj8MJtWFDBwQhbjzs+jR38HKbNnkzJ7NuHKSqo//BDn+4vwbagrz+Jbuw7f2nWU/P73JJ19Nilz55B07rnoLJYO67c9NY3Lf/k7Nn60mNX/fplwKEh5wSEW3ncPZ1xzPZNmX3rc6sUKIYQQou0UVf56Oimoqsrq1at58803+e9//8uRI0d44IEH+N3vftem87lcLlJSUnA6nTgcjo7t7EkgFAqxdOlSZs2ahVFWaxZdhIxb0Rm8IS97q/bWW2jLFXS16HibYmNMjzGMzBzJiIwRDM8YTm5Srqx63YG8wTCfr1mD89v/MLZqOUN0hfXahDHg7H02aad9F92wWWCWhc4aI++1oikVRXF1W8PRhPt6Dkxh7AV96D82C52u7j0uWFCAa/FinO8vIrhv37GnRJeURPLMmaTMnYPttNNQ9K2rhd3UmC07fJClzzzG0YP7tX15o8Zw0Q/vITkjs1WPI0RHkfdZ0RXJuBVt1Zp8TaZJniT279/Pb3/7W6666iouv/xyLrjggs7ukhBCiG7AZrQxOms0o7NGa/tUVeWI90jCQlv5lfkccB4grIYTjveqXr4u+ZqvS77W9jlMDoZnDGdExghGpI9gRMYI+iT3keC1jWwmAzPPOgPOOoOiSi+vf76KyJa3Ocu/mr66UgAMhMkoXAHvriCkM+PvP4PkiVfD4Jlg7LgZdEJ0d+m97Jx33TCmzBvAts8S67YW73VSvNeJI9PCmOl9GD6tJyaLAVNuLpm33UbGD36Af/t2XIsW41qyhPDRowBE3W6c77yD8513MGRn45g9m5S5czAPH97u98XMPn2Z/4cn+OI/r7J28bugqhzaupl//ezHXHDrjxl6+pntfk2EEEII0TEkZD1JDBgwgFWrVgGwdevWTu6NEEKI7kxRFHLsOeTYczgr9yxtfzASZL9zvxa67izfyZYjW/ConoTjXUEXa4rXsKZ4jbYv2ZjM8IzhDE+vCV8zRpDnyEOnyFdaW6NXmo3vzr0Ydc5FbDpcxQefL8ee/y4z1C/JUSoBMEYDGPcuhr2LCertqMNmYx53FQw4F6SurhAtYnPU1W3N/+YImz6pq9vqKvPz+Zu7+WbRfkac2Ysx5+WSnG5BURSsI0diHTmS7J/9FO+aNTgXLab644+JemLHhktLqXj5ZSpefhnTwIGkzJ2LY84cTLm929xXg9HIOdfdRP9xE/nguSdxl5fh97hZ/NQj7Fs/nek33obZZuuQ10UIIYQQbSchqxBCCCEAMOlNDE0fytD0oUDsa1VLlixh0nmTyHfms6NiB9vLt7O9fDtlvrKEY6tD1XxT8g3flHyj7bMb7QxLH6aFriPSR9DX0Re9rnVfpT0VKYrCuLw0xs2/kkD4clZsL2Hzlx+SW7iUi3RryFCqATBFPLDtTdj2JkFTKvpRl6If/R3oOw3kdRaiWQajnhFn9GL4tJ4c3lHBpuWHObS9AoCgL8zGZYfY9MlhBk3IYuwFefToF/uaoKLXY582Dfu0aUQf+C3uTz/F+f4i3J99BqHYzNjg3r0cfeopjj71FNYJE0iZO4fkiy7CkNa2+sp5o8Zyw6PPsuzFBeR/9RkA21evoHDnNi7+0b30HjaiA14RIYQQQrRVtw1Zq6qq+Prrr/niiy/YuHEjoVCIXr168Y9//KPF58jPz+eNN95gx44dBINB8vLyuOSSSzj33HMbPSYQCLRokRCdTofJZGpxX4QQQojOoCgKPWw9yE3JZXredG1/qbeUHeV1oev28u2U+koTjvWEPKw7so51R9Zp+6wGK8PThyeUG+if0l+C1yaYDXouHtObi8fcTJn7Ot5ff4h93yxhTNUnXKj/FofiA8AUrIL1/4T1/yRky8Yw+nKU0VdC74kgpRyEaJKiKOSNyCBvRAblhW42rThM/pojRMJR1KjK7rWl7F5bSs9BKYw7P49+YzO1uq06iwXHRRfhuOii2IJZH32Mc9EifOvq3vt869fjW7+ekj/8kaSzzootmHXeeeis1lb105KUxJw7f8728ZNY8fLzBH0+nKVH+M/vfsmUy69i6uXXoJeFc4UQQohO0S3/BZ44cSIbN24kGk0sZj9w4MAWn+PBBx/k4YcfJhKJJOx/6qmnmDdvHgsXLsRut9c7bujQoRw8eLDZ859xxhl8/vnnLe6PEEIIcTLJtmWTbcvmnD7naPvKfGVa4LqjfAfbK7ZT4ilJOM4X9rG+dD3rS9dr+6wGK0PShtTNeM0YwYCUARh03fJ/U9olM8nMjWcPhrPvYmfJTTz37V6ObljKuaHVXKBbj1UJAmD0lsKa52HN80QcfdCP+Q6MugJ6jJLAVYhmZPROYvr/G87USwaydVUBW1cX1tVt3eOkeM8WHJkWxp7fh2Gnx+q21jKkpZF2zdWkXXM1wYJCXEuW4Fq8iMDuPbEG4TDulStxr1yJzmYjecYM7LNmwTF/tzRFURRGnnM+ucNHsvTZJyjatR1VjfL1f9/gwKb1zPrxvaT1bHt5AiGEEEK0Tbf862Xbtm0kJyczdepUzjjjDD777DOWLVvW4uMff/xxfve73wFw3nnn8b3vfQ+bzcby5cv5+9//zvvvv88111zDokWL6h1rNpsxm83NPkZL2gghhBBdSaY1k7Nzz+bs3LO1feW+cnZU7EiY9VrkKUo4zhf2senoJjYd3aTtM+vNDE0bWjfjNWMEA1MHYtRJzdFaw3Ic/HLueMKzxvLZ7lu5b+1u1F0fcjFfcI5uE2YltoiZ3nUYPn8SPn+SaMZgdKOvjAWumYM6+RkIcXKzOUycNncAEy7sS/43R9i4/BCVJV4gVrf1s/8k1m1NSktchM6U25vMH3yfjO/fSmDXLpzvL4otmHXkCABRrxfn//6H83//o39qKt6sLFLObPlCVinZOVz9wJ/45r23+PLthajRKCV78nn1F3dy7g23Mnr6TFmQUAghhDiBumXIun79eoYNG4ZOF1ts47bbbmvxsUVFRfz2t78F4Lvf/S6vvfaa9j8n3/nOd5g0aRK33norixcv5n//+x+XXHJJwvG7du3qoGchhBBCdH0Z1gzO7H0mZ/auCw6q/FVsr9ieMOu1wF2QcFwgEmBz2WY2l23W9pl0JoakDUkIXgenDsZ4ii/2ZNDrOG9YNucNy8bpO40lm4u5Ze1OcoqWMVf3FdN02zAosVlyuvLd8Okf4dM/ouaMQRl1BYy6HFLzOvlZCHHyMpj0jDizF8PP6Mmh7RVs+uQwh2vqtga8YTZ8fIhNyw8zcGI24y7oQ3ZfR8LxiqJgGTYMy7BhZN97D95v1+JcvIjqDz8i6nYDYKyqouj7PyD0k5+Q8f1bUXQtWzRQp9cz9Ypr6Dt2PB88+ziVxUWEAn6W/e0Z9m/4lhnfvwObI6VjXxAhhBBCNKhbhqwjRrS96Psrr7yC1+vFZDLx5JNP1vv095ZbbuH5559n3bp1LFiwoF7IKoQQQoimpVpSmdZrGtN6TdP2OQPOejNeD1UfSjguGA2ytXwrW8u3avsMOgODUwdroetZvc+iZ1LPE/ZcTjYpViPzp+Qxf0oe+8vO4J31Bfx53TbGu1czV/8VU3Q7tbZKyWYo2QzLH4A+U2KzW0dcCsk9Ou8JCHESUxSFviMz6Duypm7rJ4fZ9U0J0bBKNKqy+9sj7P72CL0GpzL2/D70G1NXt1U7h16PfeoU7FOnEP3Nb3B/uoryV1/Fv3YtRKMcfeopfBs20OvPj6BPTW1x33oOGsp1j/yFT//1Ils++QiAPd9+TfHuXVx0+130GzexI18KIYQQQjSgW4as7bF48WIAzjnnHHr0aPiPjKuvvpp169axcuVK3G43SUlJJ7KLQgghRLeTYk5has+pTO05VdvnCrrYVbGL7eXb2Va+jR3lOzjoOohK3QKT4Wg4Fs5W7OC/u/8LwKQek5g7cC4z+s4g2ZR8wp/LyaJ/pp17Zw7l7guGsGb/Oby1voBfbdnCeZEvmaf/irG6fXWND6+Bw2tQP/wlSr8zYdR3YPhcsKV33hMQ4iSW0TuJ6dcPZ+qlA9myqoCtqwrxu2N1W4t2V1G0u4qULKtWt9Vorr+4n85sxnHhTCznnsOan/6MzOXLQVVxr1rF/suvoPdf/oJ19KgW98lksTLz+3cwYPxkPnrhafzVLjxVlfz3Tw8w/uK5nDX/exhNUrJMCCGEOF4kZI2jqiqbN8e+lnjaaac12m7q1NgfgOFwmO3btzfZtjUCgQCqqhIMBrXz+/1+IFbDtamaSoFAgEAgoG27XC4AQqEQoVCoQ/p3Mql9Tt3xuYnuS8at6Go6e8xaFSvjMsYxLmOcts8dcrOrchc7Knaws2InOyp2cMB1ICF4XXtkLWuPrOUPX/+Bc3LPYVa/WUzrOe2ULiswKc/BpLwReGcN4ePtZ/HnDUUU7d/ObN3XzNV/xTDdYQAUNQr7V8P+1ahL7kEdcB7REZehDrkYzF0jsO7scStOLUarwoSL+jBmei92f1vKlpWFVB3xAeA86mP1G/mseX8fw8/IYeTZvbCn1g85w5EIFRecz4jLLqXsvvuJVlYSKiriwPz5ZP3i5ziuuqpVtVX7jpvItX98kuV/f5aDmzcAsOGDRRzcspELb7+brL79O+bJi1OWvM+KrkjGrWir1owZRVVVtflmXdttt93GCy+8wMCBA9mzZ0+j7Y4ePUp2djYAf//737nlllsabHfo0CH69u0LwOuvv84111zTIf3s168fJSUlDd63YsUKpk2b1uB9AL/73e948MEH6+1fuHAhNputQ/onhBBCnIwCaoCSSAn7wvvYFNxEWbSsXhubYmO0cTTjTOPI1efKYjBAZQDWlil8U6ojNVDAXP1XzNV9RT/dkXptw4qJ/VkzyO8xh7DB3gm9FaJrUFXwl+lx7zcRKD9mPouiYusZJqlfEFNKtMHjDVVOer72GtZDdeVSXOPHceSyy1BbuXCuqqo487dTvnENaiQS26nTkTF2MqnDRsv7oBBCCNECXq+X+fPn43Q6cTgcTbaVmaxxamd/Ak2+cPH3VVdXd9jjHzhwoM3H/upXv+Kee+7Rtl0uF3369GHmzJnNDoKuKBQKsWzZMmbMmIHReOrOTBJdi4xb0dV0xTGrqio7KnawZP8SPjz4IZWBSgC8qpc1wTWsCa4hLzmPWf1mcXG/i+mT3KeTe9y5riX2mm0qcPLuxtO5ZHMxeYHdzNN/yRz91/RUYov7GNQgg0uXMKj6S6Jn3kt04k2gN3Vu5xvRFcet6J7KCz1sWVnInrWlRCMqqAreIiPeIiM9B6cw5rze5I1MJxwJJ4xZ9crvUPbkUzhffRUAx4aNZLqqyXnicUwDBrSuE7NnU15wiI+ee5KyQwcgGqV8wxqsAS8zfvATkjMyO/6Ji25P3mdFVyTjVrRVfFbYHAlZ48RPATYYGn9p4n8ha7/a39nMZjPmBj7dNhqN3foNpLs/P9E9ybgVXU1XG7Njc8YyNmcsP5vyM74q+orFexez4vAKApFYWZ1D1Yd4fsvzPL/lecZljWPuwLlc2O9CUsyn7grckwdkMXlAFg/MG8UnO8byzvqp/HnXEcaru7hU/wXf0a/GrIRQfJXol92Pfu2LcP4DMPIyOElnw3W1cSu6n5x+qeTcmMq0ywexdVVhrG6rJ/b3RvFuJ8W7naRkWxl1Ti+i4bgxazTS675fkzRpEsW//jVRj4fg3r0c/u58ej78ECmzZ7euH/0Hcu0fn+SL/7zK2sXvgqpSsH0Lr//6bi649ccMPf3M4/H0xSlA3mdFVyTjVrRWa8aL7jj2o8uJ/1p9bS3Uhvh8Pu223S5fmRNCCCFORkadkbNzz+bRcx7l06s+5eEzHmZKzhQU6kLBjUc38vDXD3Pum+dy54o7WX5wOcHIyfEBamcwG/TMGt2TF2+YzNe/nsFFsy/n1cy7mB54jHcicUFM5QF4+0Z48QI4+FWn9VeIrsCeYmbKvAFc/6dpnDN/KKk96v7mcJb6+OKtvZSssnP0UOI35BwXzqTf229hHjIEANXrpejen1Ly0MNEWznRw2A0cs51N3Hl/b8nqWb2qt/jZvFTj/Dhc08S8Hrb+SyFEEIIISFrnIyMDO32kSP165E1dF/8MUIIIYQ4OSWZkrh00KW8eOGLfPydj7l74t0MSh2k3R+OhllxeAV3f3o35755Lg9+9SDrjqwjqjZcN/FUkJlk5uYz+7P0J2dx4+yz+ZX6Y2YH/sAXkZF1jQrXwssXwRvXQtnuzuusEF2A0aRn1Nm9mf/AFGb/aAy5w9K0+6JBHR8+vw1XmS/hGHP//vT7zxukXHqptq9y4UIOXvf/CBUWtroPeaPGcsOjzzLk9LO0fdtWfcKrv7iDwl07Wv+khBBCCKGRcgFx7HY7eXl5HDp0iF27djXaLv6+ESNGnIiutVkoFOqWq+fJyoCiK5JxK7qa7jpmM0wZ/L+h/4/rhlzH7qrdLNm/hA8OfkCZL7ZgVnWwmrfz3+bt/LfpZe/Fxf0uZnb/2fRz9OvcjneiG6b24cyB6fzinWSuLejHuZGN/MrwOkN1BbEGOxej7vqA6PjriZ71M0jK7rS+dtdxK7qX3sNS6D0shfICN6v/s5ujB9z4qkMsfnYT8+4ei9kW92eawUDmQw9iGjeWsj/+CTUYxL95M/suv4Ief/oj9rPOavyBGqA3m7nwh3fTd8x4Pn3l74T8PpylR/jPA79g8iVXMPnSq9A3UTpNCHmfFV2RjFvRVq0ZM4qqqupx7MtJ4bbbbuOFF15g4MCB7Nmzp8m23/3ud3njjTcYPHgw+fn5Dbb50Y9+xHPPPUePHj0oKipCpzt5JgQvWLCABQsWEIlEyM/PZ+HChQllEIQQQghRX1SNsi+8j43BjWwPbSdI/a/i9tb3ZpxpHKONo0nSJXVCLztfRIUVRQofHNaBGuU7+tXcY3iLHkqV1iass7C7x2z2Zl9ERNe61dCFOBVFgnD0azthT+xvCnNGmMxJPpQG/sQwFxbS89+vYaqo0PaVT59O+YwLoA1/k4TcLo589Sn+o3Xf1DNnZNHj9PMwOU7dOtVCCCFELa/Xy/z583E6nc0uLC8h6zHeeecdrrjiCgA++OADLrroooT7y8vLGThwIE6nkx//+Mc888wzx63f7eFyuUhJSaGsrKzZQdAVycqAoiuScSu6mlN1zPrCPlYeXsmSA0tYU7KmXskAvaLn9J6nM7vfbM7JPQeLwdJJPe08u0qq+fk7W9leXI0VP7fol3K7cQk26r7qrCblEDnnl6hjvgs6/Qnr26k6bkXXFQqF+OC95VSuSyXgCQMwZEoPzrl2MEoDC8tFXC5K7/8NnpUrtX3WKVPo8edHMLShlFk0EmHtondY884bqNHY+53RbOGs625i5LkXNNgHcWqT91nRFcm4FW3lcrnIzMxsUcgq3wM5xqWXXsqYMWPYvHkzN998M4sXL2b8+PFALGC98sorcTqdWCwWfv7zn3dyb5vX3VfO6+7PT3RPMm5FV3OqjVmj0cglQy7hkiGXUOYrY+m+pSzet5gdFbF6hRE1wudFn/N50efYjXZm9J3BnAFzmJwzGV1DU8+6oVF90vnfj8/k2RV7eHblHp6JXM7rkfO5x/hfrtGvREcExV2CYcld8O3fYMZDMOgCOIFhzak2bkXXZrCrXPj9kSx5ZguRcJT8NUdI62Fj0qz+9doaMzLo89wCKv7xD0qfeBIiEXxr1lBw9TX0fvIJbBMmtO7BjUbOuHI+A8ZP5INnH6eyuIhQwM+Kl57j0Ob1zPj+HdhkVqtogLzPiq5Ixq1ordaMl275l8Djjz/ORRddpF2WLl0KQHFxccL+G264od6xOp2OhQsXkpaWRlFRERMnTmTChAmcddZZ5OXlsXLlShRF4cUXX6RPnz4n+qkJIYQQ4gTKtGZy/cjreXPum7w7711uHnUzOfYc7X5PyMN7e97jlo9vYebbM3li3RPsrjw1FoAy6nXcPWMI7/3wDIb0SKKMFH4duokZgUdYY5pa17B0O7z2HfjXJVC8qfM6LMRJLmeAgwturFvvYc37+9m1pqTBtoqikHHzzfT958voszIBCB85wsHrb6D8n/+kLV9W7DloKNc98hdGn3+htm/Pt1/zr5/9mAMb17X6fEIIIcSppluGrFu2bOGjjz7SLocPHwZidRTi969atarB40eOHMm3337L7Nmz0el0bNiwgc8//xyv18uYMWP46KOPuPbaa0/kUxJCCCFEJxuUNoi7Jt7FR1d8xD8u/AeXDbqMJGNdbdYj3iO8vPVlLn//cq5cdCWvbHuFo96jndjjE2N0bgrv//hMfnDOAHQK7FV7c7XrJ1wbfoBSx6i6hvtXwQvnwDs/gKrDnddhIU5igyZmc/plA7XtFa/uoGh3ZaPtbZMnM+Cdd7CddlpsRzhM6SN/pvAndxKprm7145ssVmZ+/w7m/fQ+LMmxr0R6qir5758eYMU/XyAUDLT6nEIIIcSpoluWC7j33nu55pprmm1ntVobvW/gwIEsXryY8vJydu/eTTAYJC8vj379+nVgT4UQQgjR1egUHZNzJjM5ZzK/nvJrPi34lMV7F/NF4ReE1Vg9xZ0VO9lZsZMn1j3BlJwpzB04l/Pzzsdm7J6LUVqMen518XBmjsjhp29tYn+Zhy/CQzmt9FfcmbOVO6KvYXAdAlTY/AZsexem3gZn3gPW1M7uvhAnlfEz83CW+dj+WRHRsMrSv27hip9PJC3H3mB7Q1YWef94iaNPP0P53/4GQPWyZfjzd5H7l79gGTas1X0YPPl0eg4aykfP/0Wbxbrhg0Uc2rKJWXf8lOx+A9r+BIUQQohu6pRY+OpUJAtfCXHykXEruhoZs61T6a/ko4MfsfTAUraWb613v0VvYXqf6czqN4vTck7DoOuWn3XjC0Z4fPluXvnqkLYvxRTl78M2MvnwSyi+ull5qjWd6Jn3Ep14I+hNHfL4Mm5FV9PQmI1GVD56YRuHd8R+X5IzLVx6z1isyU3/nnhWreLIr35NtGYWq2I2k3X//TguvaRNfVNVlc3LlvL5668QCYUA0BkMTLvqOsZfNBdF1y2/GCmaIe+zoiuScSvaqjULX0nI2s0sWLCABQsWEIlEyM/PZ+HChdhs3XPWjBBCCHGyOho5yqbgJjaFNlEZrf9V3yQlifGm8ZxpPhO7ruHZaV3dbqfCwr06KgJ1i11NdFTzu+T/MaJiGXo1pO33mLLZ3utKilJPO6GLYwlxMouG4OgaG6FqPQCm1AhZp3lR9E0fZ6iooNe/X8NSWKjtc06eROkll6C2MVgIVFVw5MuVBKsqtH3WHr3ocfo5GGxJTRwphBBCdG1er5f58+dLyHoqk5msQpx8ZNyKrkbGbPupqsqmsk0s2b+EZYeW4Qq6Eu5PMiZxw4gbmD90PlZD42WMuip3IMyfP8rnjW8LtH1JZgN/OC+ZOUdfQr/t7YT20V4TiV7wIGqfqceeqsVk3Iqupqkx664M8N7jG/E6gwD0H5fJBTcOQ9E1/WFENBCg7NFHcb35lrbPNHQoOU88jikvr039DIdCfP3Wa6z/4H2o+RPSbE9i+k23MXjKGW06p+ia5H1WdEUybkVbtWYma/f8nprQGI3Gbv0G0t2fn+ieZNyKrkbGbPtM7jWZyb0m8+upv+azgs9YtG8RqwpWEY6GcYfcLNi0gDfz3+T2cbdz2aDLulUZgTSjkUeuGMvFo3vxi7c3U+Ly4w6EufPDSt4fdhv/d+0PSP/yYdi/GgBd0Tp0/5oDw+bABb+DzMFtfmwZt6KraWjMpmUbmfPjsbz72HpCgQj7N5axdskhpl0+qLmT0fuhh0iaNIniB36H6vMR3LWLgquvoeef/ohjxow29e+8G25l4MTT+GDBE7grygl43HzwzGMc2ryB8773A8zyDbpTirzPiq5Ixq1ordaMFymiI4QQQghxApj0Js7vez5PnfcUH17+IVcMvgKdEvtfsaO+ozz01UNc9r/LWH5wOd3ti0bnDMnio7vP5ooJudq+T3aWct7CKv435q+o89+ErOF1B+xcDAumwOJ7wH20E3osxMkjq08yM28ZqVXS2PDxIbauLmz6oBop8+bR7z9vYOrfH4Co203hHT/hyKP/hxoKNXN0w/JGjeX6/3uWIaefpe3btuoTXv3FHRTu2tGmcwohhBDdgYSsQgghhBAnWA97D3437Xe8O+9dzs87X9t/wHWAuz+9m+uWXse3Jd92Yg87XorVyONXjeXv108iM8kMgNMX4s7/bOJH32ZS/v8+gblPQ1JO7AA1AmtfgqfHwar/g6C38zovRCfrNzqTs68Zom2vfiOfg9vKW3SsZcgQ+r31FskXX6Ttq/jHPzj4vRsJHSltU3+sScnMufPnXPTDuzFZY6VOnKVH+M8Dv+CLN/9NJBxu03mFEEKIrkxCViGEEEKITjIgdQBPnfcUr178KhOyJ2j7N5dt5qaPbuKHy3/IropdndjDjjdjRA+W3X02c8b01PYt3VLCzL98yYfmC+En6+G8+8BYsyBY0A0rfw/PTID1r0I00kk9F6JzjTonl3EzYvVU1ajKR3/bSllBdYuO1SfZ6f3EE/S4/36o+dqjb9069l9+OZ6v17SpP4qiMPKc87n+0WfoNXRErF9qlK//+wZvPPBzKkuK2nReIYQQoquSkFUIIYQQopONyx7HPy/6J89Of5ZBqXW1Fj8r/IwrF13JfZ/fR5G7+wQWaXYTz86fwLPzx5NmiwU+5Z4gt/17HXe9k49z8t1w50aYdBPaUurVxfD+j+H5M2H3Mm3hHSFOJdMuG8jA8VkAhAIRFj+7GXelv0XHKopC+nXX0u/Vf2HoGfuQI1JezqGbbqLs+RdQo9E29SklO4erH/gTZ1x1HYou9udlyZ58Xv35T9j8yUfdrvyJEEII0Zjus7KCaFAoFCLUxnpLJ7Pa59Qdn5vovmTciq5GxuyJNy1nGlMumsKSA0t4fvPzlHhLUFF5f+/7fLD/A64ecjU3jbyJVHNqZ3e1Q1w4PIuJfabxm/9tZ/nOWO3V9zYW8eXecv5w6QjOvfBRmHgr+hUPotv9Yeyg0u3w2neI9jubyPm/g5wxCeeUcSu6mtaO2XOuG0x1pZ/SA9V4qgIsfnYTc+8ag8nSsj/tDCNH0uc/b3DkV7/C+8WXEI1y9Kmn8KxfT48//gF9SkqbnsfEeVfQe+RoPv7rU1SVFBMK+Fn2t2fYu+4bzr/lh1iTm16RWXQd8j4ruiIZt6KtWjNmFFU+WuxWFixYwIIFC4hEIuTn57Nw4UJsssqnEEII0eWE1BBrAmtYFViFT/Vp+82YOdtyNqebT8ekmDqxhx1HVWFtmcJ/9+vwRRRt/9TsKJf1jWIxQIZ7JyML3yDNu6/uOBQK0qaxo9cV+EyZndF1ITpFJKBQ+pWNiC82c9SSFSZjgg+lNd9TjEZJX7GSjOXLUWr+JAylpVJ03XUEcnObObiJ04ZClK3/Gtfendo+vcVK9tRzsPfq8//Zu+/oKKtuj+PfmckkIQlJCAlJ6B3pHQWkKkhHwILYsDesoAI2QKUINjT2gg0LAiq9SBVBem/SayCF9Dbt/jEYfO/7KiSZ5MkMv89ad605w+ScPded553sOc8+hZ5XRETECFlZWQwZMoTU1FRCQ//9C0MVWX1UWloaYWFhJCYmXjQJvJHNZmPJkiV069YN6/m+UiKlnfJWvI1ytnRIz0tn2u5pTN83nVxHbv7zkWUiebDxg/Sr2Q8/s2/cnHQ6NYfnftrF6gMXDvSpGBbIhAENaVerPLhcmPb8hGX5K5hSjua/xmUJwNnmfpztnsBmCVLeilcp7LU2JT6Ln9/cRm6W+5Cp+lfHcPVNtTGZTBf5yf+U9fta4keOxHnunPsJq5WoZ58h9KabCjzX3x3c+Ae/fhJHTsaFvrFNu/em/eDb8fMPKPS8Yjx9PhBvpLyVwkpLSyMyMvKSiqy+8Ylc/pHVavXpC4ivvz/xTcpb8TbKWWNFWCN4qvVTDGkwhA+2fcDsA7NxupwkZifyyvpX+Hrv1zzR4gm6Vu1apIJIaVA10sqX91zJdxuO88rc3WTmOTiVmsOd0zZxR9tqjOx5BUFNb4KG/WHDp7DqNcg+h8mRi2XtO1i2foP56uGYnLHKW/E6Bc3ZqCph9HywMb+8vRWnw8We3+IpVyGE5t2rFmjdsE4dCZo9i5NPPEn21q1gs5HwyqvkbttO7JiXMAcHF/CduF3R9moqX9GARe+/xZFtmwHYtngeJ3bvoNejI6hQvWah5pXSQ9dZ8UbKWymoguSLDr4SERER8QIxwTGMaTeG2f1m07VK1/znj6Qd4YkVT3DbgtvYGL/RwAg9w2QycUubqix8oiNta5bPf/7LtUfp+fZqNhxJBr8AaPswPLYF2j0GlvO74rKTsSx5jo77x0JmgkHvQKTkVKpbjq531M8f/z7rAAc2nS3wPNaYGKp99SURd96Z/1zanDkcvvlmcg8eLHR8IeUiGDhyDF2GPoDl/B+pSSeOMf25p9g4Z1ahD9sSEREpjVRkFREREfEiNcNr8nbXt/mq51e0qNAi//ntCdu5a9FdPPLrI+w/t9/ACD2jSkQQ39x7JWP6NiDQ6v7IejQpi5s+XMur83aTY3NAmXLQ/WV4dCM0vin/Z8Ozj+L3VT9IPWlU+CIlpt6VMbTpWyN/vHTabuIPpRZ4HpPVSvSokVR666383at5Bw5y+MabSJ03r9DxmcxmWvTsy20T3iKqmjtOh93Oyq8/48dXXyA9KbHQc4uIiJQmKrKKiIiIeKFmFZoxrcc03un6DrXCauU/v+rEKm745Qae++05TmecNjDCojObTQxtX4MFj3ekRdVwwH1I1serD9N76mq2Hk9xvzC8Kgz6GO5bjqtsLACmpD/h8x6QfNiY4EVKUKte1bniqhgAHDYn89/fTmpC9kV+6n8L7XEd1X+cQUDdugC4srI4NXwE8eNexpmXV+gYI6tUY8irb9Cq78D8547t3MaXTw9j39rfCj2viIhIaaEiq4iIiIiXMplMdK7SmZn9ZvJy+5eJDooGwIWLXw7+Qp/ZfZiyYQopOSnGBlpENSKDmfFgO0b1vAJ/i/vj68GETAa9/ztTFu0jz37+luNKLbDfMZdM/wruccox+LwnJOwzKHKRkmEymeh82xVUqlcOgOx0G3Pf3UZOpq1Q8wXUqEH1778jrH///OfOTZ/O0dtux3ay8DvE/axWOt12Nze+8CohEe52IDmZGcx9ayIL33uT3KysQs8tIiJiNBVZRURERLycxWzh+trXM3fAXIa3HE6ov/vk0zxnHl/s/oJes3rxyY5PyLYXbmdbaWAxm3igUy3mPXY1TSqHAeBwunh3+QH6vfsbu06dvz06vBq/1X0OV6R7Fx7pp92F1tPbDIpcpGRY/Mz0fKAR5WKCAEg5k8WCD3bgsBWu76m5TBliJ04g5uVxmPz9AcjZvp3DAweRsWpVkWKt2qgpd0x+l7ptO+Q/t2vlr3z17KOc3LenSHOLiIgYxeRyuVxGByGel5aWRlhYGImJiYSGhhodjsfZbDaWLFlCt27ddDKgeA3lrXgb5az3SstLY9ruaXy771tyHbn5z0eVieLBxg/St2Zf/Mx+BkZYNDaHk49WH+Hd5QexO90fZf3MJh7pXJO721ZmxbJf6da+OWVmDMF0ZgcAroBQHIO/x1W5tZGhi/wXT19r05Ny+On1rWSnu3ex1m5dgS6318VkMhV6ztw9ezj91HDsJ07kP1fu/vuJePghTBZLoed1uVzs/W0FK774GFuO+0sgk8lM6/6DaH39TVj8vPc65cv0+UC8kfJWCistLY3IyEhSU1MvWl9TkdXHxMXFERcXh8PhYP/+/UyfPp2goCCjwxIREREDpDpTWZazjM15m3Fx4SNflDmKboHdqG+tX6TCi9FOZMI3ByycyrrwHqoEu7i1toPYIPCzZ3LVoTcon/knAHZzAH/UfJLEsg2MClmkROSlmEn4IwiX0/27UbZ2LmF1Ct9PFcCcnU3MDzMI2b07/7nM2rWJv2UwjpCQIs1ty0jjzO8ryEk8k/9cQPkoott1wb9sWJHmFhERKYqsrCyGDBmiIuvlTDtZRUof5a14G+Ws7ziUeoi4bXEsP7H8P55vXL4xjzd/nBYVWhgUWdHl2p3ELT/Ih6sPc35TKxaTi4c71eTBTrXwd2ZhmXEH5iPu25tdlgAcgz7DVec6A6MWuaC4rrVHtiWy+NM9/PX9Sqdb61LvqugizelyuUiZNo2kt6eCwwGApUIFYqZMpkzz5kWa2+lwsHHOLP6Y9R0up7vFgTUgkA633U3Dztd69RdCvkafD8QbKW+lsAqyk1X3X/g4q9Xq0xcQX39/4puUt+JtlLPer15kPaZeM5WtZ7fyxqY32HJ2CwA7knZw79J76VS5E4+3eJw65eoYHGnBWa3wbK8GXNe4IsN/2MrBhEwcLhPvrDjMkr2JTBrUhKa3zoAZQ2H/AkyOXPx+vBMGfgSNBhkdvkg+T19r67SKJSvVzm8z3Du5V3/7J+FRQVS+IqJI81a4/35CmjfnxFNP4UhIxHH2LCfvvocKI4YTceedhS+GWq20v3EINZu3ZP47U0iJP40tN4dln77Hse2b6Xb/owSFaldraaLPB+KNlLdSUAXJFx18JSIiInKZaFahGV/0+IJ3ur5DrbBa+c+vPLGSQb8M4vnfnud0xmkDIyy8ZlXCmfdYBx7oUAPz+a17e+PTGfDeGl5dfIjsAdOg4UD3i512mHkvbP7KuIBFSkCTrpVp3LkyAE6niwUf7iT5VGaR5w1q3Zqas2YR1KaN+wm7nbMTJ3HyscdxpKcXae7Y2vW4fdJUGl9zYbf5gQ3r+PKZRzmybXOR5hYRESlOKrKKiIiIXEZMJhOdq3RmZr+ZjGs3jugg9+3DLlz8fPBn+szuw+sbXyc1N9XgSAsu0GphRPc6PNXYQf2YsgA4XfDx6sNc985afm82EZrf7n6xywm/DIN1HxgYsUjxMplMXH1THao3Lg9AXradue9uIzM19yI/eXF+UVFU/exTyt9/f/5z6UuWcPiGG8jZu7dIc/sHlqH7/Y/Sb8RzBJZ135qZeS6ZmeNfZNm0D7HlFT1+ERERT1ORVUREROQyZDFbGFBnAHMHzGV4y+GE+rsLGXnOPKbtmkbPmT35ZMcnZNuzDY604KqEwMwHr+Tp6+rh7+f+uHssOYshn25klP0+cls+cOHFC5+FVVMMilSk+JnNJrrd05Coqu4vHtKTc5j/3nZseY4iz23y86PCU09S+f33MJ/vU2c7eowjNw8mZdbsIs9fp3Vb7pz8LtWbXugbvWXBHL4Z9SQJRw8XeX4RERFPUpFVRERE5DIW6BfI0EZDmT9wPnc3upsASwAA6bZ03t78Nn1m9WHm/pk4nEUvyJQkq8XMI11qs+DxDrSuXi7/+W83nKDj9m4crP/QhRcvexmWjgGdBys+yj/Qj96PNCGknPv3++zRdJZ8ugun0zM5X7ZLF2rMmklggwYAuHJzOT16NKeefx5nTk6R5g4pF8HAkWPoMvQBLOf74iWdOMY3o59k49zZ+YdkiYiIGE1FVhEREREhLCCMJ1s+ydwBcxlYZyBmk/tj4tnss4xZO4ZHfn2EtLw0g6MsuFpRIXx/f1te7t+QYH8LAGfS87hmSwdmR164zZnf3oQFz4AKNuKjgsMC6DOsKdZA9+/B4W2J/P7jAY/N71+5MtW+nU744Jvzn0v9cSZHBt9C3tGjRZrbZDbTomdfbpvwFlHVagDgsNtZ+dWn/PjqC6QnJRZpfhEREU9QkVVERERE8sUExzC23Vhm9ZtFlypd8p9fc2oNt867laNpRSuWGMFsNnF72+osfqoTnetF5T//5InOjDfde+GF6z9y92l12A2IUqT4la8UQs/7G2M2mwDYtuw425ef8Nj85oAAYseMoeKkiZjKlAEgd+9eDg+6gbQlS4o8f2SVagx59Q1a9R2Y/9yxndv48ulh7F/3W5HnFxERKQoVWUVERETkv9QKr8XUrlP5qNtHhAeEA3Ak7Qi3zLuF30/9bmxwhVQpvAyfD23NWzc3o1yQ+7bjj7K7MjzvQZx/fSze+g3MvAfseQZGKlJ8qjSIoNOt9fLHv/2wn8PbPbsTNKx/f6p//x3+Ndy7Tp0ZGZx89DHOvDYZl81WpLn9rFY63XY3N77wKiER7gO9cjIzmPPmRBa+9xa5WVlFjl9ERKQw/IwOQIqXzWbDVsQPMqXRX+/JF9+b+C7lrXgb5awAtIpqxZfXfclTK5/iQOoB0vPSeXjpwwxvMZyb696MyWQyOsT/cCl527tRBa6qHsbL8/cxb0c8M50dycoLYKr1XawmB+z+CWduBo5Bn4O1TEmFLpcpI661ddpEcS4+k61LjuNyweJPdtL38Sb5h2N5gqVGDSp/O52zL40hY9EiAJI/+4ysrVuImTwZvwoVijR/bL0GDBn/Jss++4AD691f/OxauZTju3dw3UNPEFv3iiK/B/nf9PlAvJHyVgqrIDljcrnU4d+XxMXFERcXh8PhYP/+/UyfPp2goCCjwxIREREvl+vKZUbmDPba9+Y/18q/FX3K9MHP5L3f2+9MNvHDYTOpeSY6m7fygfVNAk3uD9MJIfVZX/MJ7BYVWsX3uFyQvC2Q7NPuXd3mACcV2mbhV8bDfx66XISvXUvU3HmYHO4D9OwhIZy+ZTDZtWt7YHoX6Yf/JGHj77js5/8QNpko17AZEY1aYDLr5k0RESm8rKwshgwZQmpqKqGhof/6WhVZfVRaWhphYWEkJiZeNAm8kc1mY8mSJXTr1g3r+VNGRUo75a14G+Ws/H9Ol5O4bXF8vvvz/OdaVGjB5KsnUy6wnIGRXVCYvE3PsfHa4j/5bsMJrjLv5hPrFEJM7hPRHRVb4hz8PZQJL8ao5XJm5LXWbnMy790dnDnkPtSuXGwQ/Z9sin8Zz39xkrNtG/EjnsYeH+9+wmwmYtgjlLvnHo8UQlPPnmHx+29x+s8LXwRF16rLdQ89QXhMbJHnlwv0+UC8kfJWCistLY3IyMhLKrJ677YDuSRWq9WnLyC+/v7ENylvxdsoZ+Xvnmr9FHXL1+WlNS+R58xj89nN3LH4DqZ2nUrdcnWNDi9fQfI2wmpl4qCmXN+8MiNnBnFb8mim+U8i3JSJ5dQm8qb1o8zdv0BI1MUnEykkI661Viv0frgJMydtIjUhm3Ons1j62V76PNoUi8WzO0CtrVpRZvYsTj39DJm//QZOJ8lT3yF32zYqTZqEJTy8SPNHVqrM4LGTWP/TDH7/cToup5MzB/fz/UtPM3jMJCKrVvfI+5AL9PlAvJHyVgqqIPmieydEREREpED61OzDtB7TiCrjLjqezDjJ7fNvZ9mxZQZHVjRX1SzPwic6cmXH7gyxv0CCy71boUzybpLevYbsxGMGRyjieWVC/OkzrCmBwe4/Ik/sPcfK6fsojhse/cqVo8pHHxL52KNwvp9z5spVHB44iOwdO4s8v9li4apBg7nl5cn5u1dzMzOZOXEM6UmePdxLRETk/1ORVUREREQKrHFUY77t/S0NyzcEIMuexePLH+fj7R8XS3GmpARaLYzqWZ9JDw1hVNhrnHJFAFA+5ygpcdeweesWgyMU8bzw6CB6PdQYi5/7z8M9a06zedHRYlnLZDYT9fDDVPnkYyzl3G1GbKdOcXTIEM59+61Hrh+xtetx+8S3ia5ZB4CMpERmTRxDblZmkecWERH5JyqyioiIiEihRAdHM63HNHpW75n/3NQtU3l29bPk2HMMjKzoGlcO4/3Hb2bpVV9w1BUNQKzrLBVnD+CN6XNIy9HpxOJbYmuHc83Q+vnjdT8dYv+G+GJbL6R9e2rMnkWZZs0AcNlsxI8dx6lnnsWZWfRiqH+ZIAaOfImw6BgAEo8d4ecpr2LXyeIiIlJMVGQVERERkUIL9AtkUsdJPNb8sfznFhxewNCFQzmTecbAyIrOajFzR8+OOIfO57ilKgAxpnPcue8hHpnyOUt2e/f7E/n/6rSK5qrra+aPf/1iD6cOpBTbetaYGKp9+QURd96R/1zanDkcvvlmcg8eLPL8QWHhDBo1ljJl3a0/ju/azqL338LldBZ5bhERkf9PRVYRERERKRKTycR9Te7j7S5vU8avDAC7knZxy7xb2JGww+Doiq5GjdpUenI5SaHuXX7lTenE2V7i/a+mM2z6ZhIzcg2OUMRzWlxXjQbt3f1MnXYX89/fTsqZrGJbz+TvT/SoUVR66y3MwcEA5B04yOEbbyJ13rwiz18uthIDnn0JP/8AAPauWcmq6dOKPK+IiMj/pyKriIiIiHhE16pd+brX11QKqQRAQnYCQxcOZd6hohdKjGYOiaT8w4vIjW0NQKgpi6/8J5C8cwnXvrGSWZtPeHUvWpG/mEwmOg6pR5UG7n7EuZl25r67jeyMvGJdN7THdVT/cQYBdesC4MrK4tTwEcSPexlnXtHWjq1Tjz5PPIPJ5P7zd+OcWWxeMKfIMYuIiPydiqwiIiIi4jF1y9Vleu/ptKjQAoA8Zx4jV4/krU1v4XR5+S26gWEE3PUzrpqdAQg25fK5dTItc9bx1A/bGPr5Bk6mZBsbo4gHWCxmrruvEeUruXeWpiZkM/+9HdhtjmJdN6BGDap//x1h/fvnP3du+nSO3nY7tpMnizR3rZZXcs09D+WPl3/xEfv/WFOkOUVERP5ORVYRERER8aiIwAg+6f4Jg+oMyn/u052f8viyx8m0efnp3v7BmG75Hur1AiDAZOMD61v0Ma9l5f4Eur+xki/XHsHp1K5W8W4BZfzo/UhTgsL8AYg/lMqv0/bgKubcNpcpQ+zECcS8PA6Tv3vtnO3bOTxwEBmrVhVp7qbdenLlgJvdA5eL+e9M4cTeXUUNWUREBFCRVURERESKgdVi5aW2LzGyzUgsJgsAK06s4Lb5t3E8/bjB0RWRNRBu+hIa3eAemhxM9X+XGy0ryMxz8OLPu7jpw7UcOJthbJwiRVQ2IpA+jzTFL8D9O3xg01nW/Xyo2Nc1mUyUu/FGqn/3LdYqVQBwpKZy/P4HOPv227gchd9R2/7m22jY6Rr3nDYbP7/2MkknvPyaJCIipYKf0QFI8bLZbNhsNqPD8Li/3pMvvjfxXcpb8TbKWfGEm2rfRNXgqjz727Ok29I5kHKAIfOGMPnqybSMbunx9Uo0b/vGYfELxLz1a8y4mGz9iGBymObowcaj5+j59ioe7VKLe6+ujtWivQ3yv5X2a214bCDXDK3H4o9243LB5kVHCS5npf75w7GKk6VOHSp/9y1nn3+BzOXLAUh6/wOyNm8hetJE/MqXL9S8ne96kPTkJI7t2EpOZgYzx7/IjWMmElIuwpPh+6zSnrMi/4vyVgqrIDljcqlDv0+Ji4sjLi4Oh8PB/v37mT59OkFBQUaHJSIiIpe5REciX2d+TaIzEQAzZvqU6UObgDYGR1ZELhcNT06ndsKi/KfiXDcxOff6/HGlIBe31HJQJcSA+EQ8JOOolZTdge6ByUVky2wCo4q3R2s+l4tyq1YRuXARJqe7t7M9NJRTtw4hp3r1Qk3ptOVxculccs8lAeAfHkHlbn0xW/09FbWIiPiArKwshgwZQmpqKqGhof/6WhVZfVRaWhphYWEkJiZeNAm8kc1mY8mSJXTr1g2r1Wp0OCKXRHkr3kY5K56WnpfOqDWj+P307/nP3VTnJoa3HI7V7JkcMyRvXS7MqyZh+W1K/lNrYm7n9qM9cLpMAFjMJu5uV43HutYi0GopmbjEK3jTtXbtrEPsWO4+gMoaaKHfE03zD8cqCdkbNxL/9DM4Et1f1mCxUP7JJwm/43ZMJlOB58tMOceMsSNJSzgLQJVGTek34jksfqX7v4PRvClnRf6ivJXCSktLIzIy8pKKrGoX4OOsVqtPX0B8/f2Jb1LeirdRzoqnRFgjeO/a93hj0xt8uftLAH748weOZhzl9U6vExYQ5rG1Sjxvr30ByoTCkhcBaB//Feubm7j95CD2nMnE4XTx8W9HWLLnLBMHNeGqmoW7zVl8lzdcazvcWJfMc3kc2pqALcfBog93ccOzrQgODyiR9a1t2xI0exYnh48ga/16cDhImjKFvG3biB3/KpayZQs0X3hUBQaNHse3LzxNTkY6x3duY/mn79PjkacKVbS93HhDzor8f8pbKaiC5IuaQ4mIiIhIibGYLTzd+mnGtRuHn9n9ff8fp/9gyLwhHEop/gN1ilX7x6H36/nDyN1fMq/69zzdrSb+53uyHknKYvBH6xg9ewdpOeoLJ97FZDZx7d0NqFDdvZMn41wuc+O2kZdjL7EY/KKiqPrZp5S/777859KXLOHwDTeQs3dvgeeLqFiZ6595Eb/zbQJ2r17Ob9996bF4RUTk8qEiq4iIiIiUuAF1BvDZdZ8REeg+aOZY+jFunX8rq06sMjiyImp9Lwz4EEzuj9nmbdN5JGkC84e1oWW1cvkvm/7HMbq/sYpf95wxKlKRQrH6W+j9cBPKlnf3Z008nsHiT3fhdDhLLAaTnx8Vhj9F5ffew3z+1k3b0WMcuXkwKbNmF3i+SvXq0+uxEXB+9+r6n2awdfF8j8YsIiK+T0VWERERETFE8wrN+a73d9QrVw+ADFsGw34dxrSd0/DqYwOaDoYbv4C/+szu/pnayx5kxt3NGNuvIUH+7p6s8Wk53PPFRr7546iBwYoUXFCoP32GNSUgyL0b/eiOJFb/8GeJ/96W7dqFGrNmEtigAQCu3FxOjx7Nqeefx5mTU6C56rRpR9e7HsgfL/vsAw5sWOfReEVExLepyCoiIiIihokNieXLnl/SrVo3AFy4eH3T6zy/5nnyHHkGR1cEDfrBLd+B3/nT2P9cjPnbm7izZXkWP9mRjnWj8l/6/E87mbf9tEGBihRORGwwPR5ojNni3v25c+VJtv16vMTj8K9cmWrfTid88M35z6X+OJMjg28h72jBvsBofl0fWve/AQCXy8m8t1/j1P49Ho1XRER8l4qsIiIiImKoIGsQUzpN4cGmD+Y/98vBX7h70d0kZicaGFkR1bkWbpsF/ucP4zmyGr68nsqBuXxxV2vu71gTAJcLnvh+C6v2JxgYrEjBVa5Xji63X5E/XjPzAIe2lHwemwMCiB0zhoqTJmIqUwaA3L17OTzoBtJ//bVAc3UYfAf1r+4MgN2Wx+zXXib51AlPhywiIj5IRVYRERERMZzZZOaRZo8wpdMUAi3u3Z/bErYxeO5g9iR58U6y6u3hzp8hMNw9PrkRpvXBlJnAqJ5XcFOrygDYHC4e+GoTm4+dMy5WkUK44qpYWveu7h64YMlnu4g/nGpILGH9+1P9++/wr1EDAGdGBicee5zs7dsveQ6T2cx1Dz1O1UZNAchJT2Pm+JfITNHvpoiI/DsVWUVERESk1Liu+nV80fMLooOiATiTdYY7FtzBoiOLDI6sCCq1hLvmQ3AF9/jMTvi8J6a0U4wf0JjrGrrfa7bNwd3TNrD/TLqBwYoUXOs+Nah3ZQwAdpuT+e9tJy0x25BYAuvWpfqMGZTt0cP9hMPBqZGjcObmXvIcFj8r/YaPJqpqdQDSEs4wa+IY8rKziiFiERHxFSqyioiIiEip0qB8A77r8x1NopoAkOPIYcTKEby39T2crpI7wdyjohvCXQsg1L1zlaQD8HkP/FKP8Pbg5rStWR6AlCwbt3/6B8eTVcwR72Eymehy+xVUqhsOQHa6jbnvbiMn02ZIPJaQYCpNfo3Ahg0ByDt0iIS3pxZojoCgYAaOGkvZ8u7+yWcPH2TOmxNx2O0ej1dERHyDiqwiIiIiUupElonks+s+o1+tfvnPvb/tfUasHEGWzUsLkJG14e4FUM59KzMpx+CzngSmHeGjO1rSuFIYAGfScrn90z9ISL/0nXciRrP4menxQGPKxQQBcC4+i4Uf7sBhN+aLEZPVSsWJEzBZrQAkf/45WZs3F2iOkIjyDBo9loDgYACObNvMko/exeVyeTxeERHxfiqyioiIiEipFGAJ4JX2rzC85XBMuE8wX3J0CXcuvJPTGacNjq6QwqvC3Qshqr57nBEPXw+krP0c0+5qTc2o88WcpCzu/Gw9aTnG7AQUKYzAYCu9H2lKmbLuwubJ/Sks/2qvYUXJgDp1iHr8MffA5eLUqFE4swvWxqB85apc//QLWM4Xa3etXMrvM77xdKgiIuIDVGQVERERkVLLZDIxtNFQ3r3mXUKsIQDsTd7L4HmD2Xp2q7HBFVbZGBg6Dyo0cI/PHYFvbqC8NY+v7rmS2DD3wV+7T6dx7xcbybE5jItVpIDCosrQ6+EmWKzuPzX3/RHPhnlHDIsn4q67KNPUfYiV7egxzr7xZoHnqFy/Eb2GDQeT+8uedTO/Y/vShR6NU0REvJ+KrCIiIiJS6nWs3JGve31NlbJVAEjOSebuRXfz04GfjA2ssILLw60/XujRenobfH8blUIsfHXPlZQLcu+aW384mWHTN2NzeGkvWrksxdQIo9vdDTi/AZ0Ncw+zd50xu89NFguxEyZgCggA4NxXX5H5x/oCz1P3qqvpcse9+eOln7zHwU0Fn0dERHyXiqwiIiIi4hVqhddieq/pXBlzJQA2p40X1rzA5A2TcTi9cLdnWCW4fRYEhrvHh1bATw9ROzKIL+5uQ7C/BYCle87y7I/bcTrVB1K8R63mFWg3sHb+ePlXezm575whsQTUrEGFp57MH58ePRpnZmaB52nRqz8t+wwAwOVyMvftSZw+sM9jcYqIiHfzMzoAKV42mw2bzfd6ef31nnzxvYnvUt6Kt1HOSmkUbAlmauepvL7pdX748wcAvtz9JQfOHWBC+wkEmty32ntN3obXxHTzdCzfDMJkz4adP+IIiqT+tS/z/q3NuOfLzdgcLmZtOUlooIXRPethOn/LsvgGX77WNuwUQ8rZTHavPo3T4WL+Bzvo/1TT/MOxSlLI4MGkLlpMzubN2E6e5PSkSVR44YUCz9PupttIT0xg/7rfsOfmMmviWG56aSLhMbHFEHXp5Ms5K75LeSuFVZCcMbl0NKJPiYuLIy4uDofDwf79+5k+fTpBQSX/IUZERESkuK3PXc/c7Lk4cd9KH2mO5Lbg24i0RBocWcFFp26hzaG3MZ9/LzsrDuZgdC+2JZn4fL8Z1/n7rntXcdC9sj6+i/dwOSFpcxlyEtz7eyxlnFRom4UloOTz2JqURLU338J8/g/mE/fcQ1bdOgWex+VwcGr5ArLPulsgWENCqdS9H36BZTwar4iIGC8rK4shQ4aQmppKaGjov75WRVYflZaWRlhYGImJiRdNAm9ks9lYsmQJ3bp1w3r+pE+R0k55K95GOSveYOOZjTy9+mlS81IBKGstyw3+N/Bgrwe9Lm9NW7/Gb94T+WN7v/dwNb6JGZtOMvqnXfnPj+1bnyFtqhgQoRSHy+Faa8t18Mtb20g64b5FP6paWfo+1hi/8y0xSlLqd9+R8Op4APxiYqgyayaWsmULPE9uZiY/vjyapBPHAIiuWZuBo1/GGhjo0XhLo8shZ8X3KG+lsNLS0oiMjLykIqvaBfg4q9Xq0xcQX39/4puUt+JtlLNSmrWt3JZv+3zLY8se40DKAdJt6Xxt+5pemb24IuoKo8MrmNZ3QVYiLH8FAL+5j0HZaIZcdS3puQ4mLNgLwJi5e4gICaRv04pGRise5svXWqvVSp9HmjHztY1knMsl4Wg6K77+kx73NcJkLtn2F+VvvZXMZcvIWrsOe3w8ya+/TsVXXy3wPNbwcAaOGsu3L4wgIzmJM4cOsDDuda5/+gXMlpIvHhvBl3NWfJfyVgqqIPmig69ERERExKtVKVuFr3p+RcfKHQGwYePZNc+SZcsyOLJC6DgCWt/nfuy0ww93wMlNPNCpFg92qgWAywVP/bCVlfsTDAxUpGBCygXQ+5GmWAPdBchDWxL4fdaBEo/DZDZT8ZVXMAcHA5A6cxbpK1YUaq7QyCgGjhqLfxl3e7bDWzay9JM4dLOoiMjlSUVWEREREfF6If4hvN7pdWqHu08zP5R6iFf/KPjuNMOZTNBzEtTv5x7bMuGbGyHpIM/2qMfg1u42ATaHiwe/2sSmo8ac1i5SGJGVQ/5j9+rWpcfZseJEicdhrVSJCiOfzR/Hv/AijpSUQs0VVbU6/Uc8j8XPfZPojmWLWTfzO0+EKSIiXkZFVhERERHxCYF+gbx29Wv44w/ALwd/Yfafsw2OqhDMFhj4MVS72j3OSoKvBmDKOMurAxrTo2EMANk2B3dP28C++HQDgxUpmKoNy9Pplrr549Xf7+fIjsQSjyP8hhsI7tABAHtCAvHjxxd6rqqNmtDj4Sfzx7/P+IYdyxcXOUYREfEuKrKKiIiIiM+oHlqd/kH988fj/xjPn+f+NDCiQrIGwuBvoEJD9zjlKHwzCEteOm/f0oz2tcsDkJpt4/ZP/+B4she2RpDLVsMOlWhxXVXA3f5i0Se7SDhWsl8WmEwmYl8eh/n8oVdpv8whfenSQs93RftOdLrt7vzxko/e5fCWjUWOU0REvIeKrCIiIiLiU5r6N2VQ7UEA5DhyGL5yuHf2Zy0TDrfNhDB3iwDid8D3txKAnQ9vb0XTymEAnE3P5bZP/yAhPde4WEUK6Kr+tajdsgIA9lwHc+O2kZ6cU6IxWGNiiH5udP749EtjsJ8rfAuOln0G0KKnu9WHy+lkzpsTiT/ohV/yiIhIoajIKiIiIiI+Z3iL4dQrVw+Aw6mHeXndy955GE1oLNw2C8pEuMeHV8HsBwixmvn8rjbUrhACwNGkLO74bD2p2TYDgxW5dCaziWvurE9MTfeXBVmpecyL20Zetr1E4wjr35+Qrl0BcCQlET9uXKHnMplMdL7jXupe2R4AW24OsyeNJeVMvEdiFRGR0k1FVhERERHxOYF+gbze+XWC/Nynfs89NJfZB7ywPytAVF0Y8gP4lXGPd82GRaOICLLy1T1tqBTufn7P6TTu/WID2XkOA4MVuXR+/hZ6PdyY0Ch3DiedzGTRxztxOJwlFoPJZCJ27BgsYe5ib/qChaQtWFD4+cxmeg4bTqUr3K0+slJTmDXhRbLSUj0Sr4iIlF4qsoqIiIiIT6oWWo2x7cbmj8f/MZ59yfsMjKgIqrSGm74Ak8U9/uMDWPMWsWFl+PKeNpQPdh/2teHIOYZN34ytBItUIkVRJsSfvsOaEhDsB8Cx3cms+nZ/ie4894uKIvrFF/LH8WPHYU8s/GFcfv7+9H/6eSIquVt9nDt9ip9eG4ctt2TbIYiISMlSkVVEREREfFaPGj24ud7NAOQ6chmxcgSZtkyDoyqkutdBv6kXxkvHwNbp1IoKYdpdbQgJcBepft17lmd+3I7T6YXtEeSyFB4dRK8Hm2D2MwGw+7dTbFl8rERjCO3Vi7LXXQeAIyWF0y+NKVKht0xIWQaNHktwOXerj9N/7mPe1Mk4HdppLiLiq1RkFRERERGf9nTrp6kfUR+AI2lHGLd2nHf2ZwVofhtc8+KF8c/DYP9iGlcO4+M7WuHv5/54P3vLScbN3e2971MuOxXrhHPNnfXzx2tnH+TPjWdKbH2TyUTMSy9iiXAXRTN+/ZW0OXOKNGdoZAUGjhyDfxl3O4SDG/9g2ecf6PdSRMRHqcgqIiIiIj4twBLAlE5TCLYGAzD/8Hx+/PNHg6MqgqufgjYPuB+7HDDjTjixkba1yvPuLc0xuzcDMu33I7yz7IBxcYoUUN3WMVzZv2b++Ndpezh9IKXE1veLiCBmzEv54/hXXsV2pmiF3grVa9LvqecwW9ytPrYtWcD6n2YUaU4RESmdVGQVEREREZ9XNbQq49pdODV84h8Tvbc/q8kEPSZAg+vdY1sWfHMjJP5J94YxTBrUJP+lbyzZz1drjxgSpkhhtOxRjfrtYwFw2J3Mf38HKWezSmz90O7dCe3TBwBnWhqnX3yxyDtPqzVpxnUPPZE//u27L9m18tcizSkiIqWPiqwiIiIiclnoXr07t1xxCwB5zjyGrxxORl6GwVEVktkCAz+C6h3c4+xk+GogpJ3mxlZVeL73hduuX/xlFz9vPWlQoCIFYzKZ6DSkHpWvKAdATqaNue9uIyfDVmIxxDz/HJaoSAAyV64iddasIs/ZoEMXrr7lzvzx4g+ncmTb5iLPKyIipYeKrCIiIiJy2RjRagQNyjcA4GjaUcauHeu9/RH9AmDwNxDd2D1OPQbf3AA5qdzboSYPd64FgMsFw3/Yxop9Zw0MVuTSWSxmejzQmIiK7hYfqWezmf/Bduy2kjk0yhIeTuy4Czvfz4yfgO3UqSLP26b/DTS7rjcAToeDX96YwJnDB4s8r4iIlA4qsoqIiIjIZcPf4s+UTlMoay0LwMIjC5mx34v7IwaGwW0/QnhV9/jMTvjuVrDl8PR19biljft5u9PFg19vYtPRZAODFbl0AWX86DOsKUGh/gCcPpDKsi/34nKWzJciZbt0IWzAAACcmZmcfv75In8hYzKZ6DL0fmq3bguALSeb2RPHkHq25A74EhGR4qMiq4iIiIhcVqqUrcK49hd2qU1aP4k9SXsMjKiIysbAbbMhqLx7fGQ1zL4fk8vJK9c3ondjd3/LHJuTuz7fwN74NAODFbl0ZSMC6f1IE/z83X+2/rnhDH/MOVRi60ePGolfdDQAmb+vJeX774s8p9lsoddjI6hY193SIzPlHLMmvER2RnqR5xYREWOpyCoiIiIil51rq13LrfVvBXygPytAZG0YMgOsQe7x7p9hwbNYTPDGzU3pUMfdXzItx84dn67nWFLJHSQkUhQVqoXS/d5GmEzu8aYFR9m9pui37l8KS2gosa+8kj8+89pk8o4fL/K8Vv8Arn/mBcpVrAxA8qkT/PTay9jycos8t4iIGEdFVhERERG5LA1vOZxG5RsBcDz9OC/9/pL39mcFqNwSbvoSzH7u8YaPYfXrBPhZ+OC2ljSrEg7A2fRcbv/sD86m5xgXq0gB1GgSydU31ckfr/xmH8f3lEzri5AOVxN+000AuLKyOD36OVxOZ5HnLVM2lEGjxhAUFg7AqX27WfDO6zidJdN3VkREPE9FVhERERG5LFktViZ3mkxZf3d/1sVHF/Pdvu8MjqqI6nSDfu9eGC97GTZ/RXCAH58PbU2dCiEAHE3K4o5P15OaXXIntosURZMuVWjS1b3z0+l0sfDDHSSdLJnd5xWeeQZrxYoAZG3YwLmvv/HIvGEVYhg4cgzWwDIA/Ln+d5ZP+9i7v+wREbmMqcgqIiIiIpetymUr83L7l/PHkzdMZlfSLgMj8oBmt8C1Yy+M5zwO+xZSLtifr+65kkrh7oLO3vh07pm2gew87ZwT79D+hjrUaOpufZGX42Duu9vITC3+W+wtIcHEjh+fPz77xhvkHj7skbmja9am35MjMVssAGxdNJcNv8z0yNwiIlKy/IwOQIqXzWbDZvO9HQp/vSdffG/iu5S34m2Us+KNCpO3HWM7cmu9W/lm3zfYnDZGrBjBNz2+yd/h6pXaPIw59RSWDR+Cy4FrxlAct86ifOXWfH5nCwZ/sp7kTBsbj57jwa838v6QZlgt2n9hBF1rC6bz7XXJOJdDwrEMMs7lMvfdbfR9vAnWAEuxruvfsgVht9xC6rff4srJ4dSo0VSa9jkmS9HXrdSwCV3veZilH70DwOrp0wgKL0e9dh2LPHdxUM6KN1LeSmEVJGdMLt2L4FPi4uKIi4vD4XCwf/9+pk+fTlBQkNFhiYiIiJRqdpedTzI+4YTjBAANrQ0ZHDQY01+n7Xgjl5OWRz6gcso6APIswayu+zwZgZU4kQnv7LKQ43C/v5aRTm6r7cTsxW9XLh+OXBNn1wbhyHZ/MRBYwU75FtkU96+rKS+Pam+9jX9SEgAJvXpxrpPnCqHJOzeTvH2Te2A2U7FzD4JiKnlsfhERKbisrCyGDBlCamoqoaGh//paFVl9VFpaGmFhYSQmJl40CbyRzWZjyZIldOvWDavVanQ4IpdEeSveRjkr3qgoeXsq8xRDFgwhLS8NgGdaPsPgeoOLI8ySY8/F8v0tmI+sAsAVWgn7nQshNJY/Didzz5ebybW7D/G5/coqvND7Cu8uLHshXWsLJ/l0Jr+8uY28bHe7i4adKtL+hlrFvm725s2cHHoXuFyY/P2p8sP3+NfyzLoul4vln33AzuWLAfAvE8QNL7xKZNXqHpnfU5Sz4o2Ut1JYaWlpREZGXlKRVe0CfJzVavXpC4ivvz/xTcpb8TbKWfFGhcnbauHVePXqV3l02aMAvLHlDZrHNKdRZKPiCLFkWK0w+BuY1hvit2NKO4n1+5vhrgVcXTead4e04MGvN+Fwuvjqj+OULxvIE9fWNTrqy5KutQUTXTWcHg80Zu7UbTidLnatPEW5CsE0vaZKsa5rvfJKsu+8k+Rp03Dl5XH2hRep/u10TH6e+dO6232PkJWWwqFN68nLzuKXyS9zyytTCI2s4JH5PUk5K95IeSsFVZB8UeMlEREREZHzOlfpzJ0N7gTA7rQzYuWI/J2tXiswFG79EcKrucdnd8N3Q8CWQ7cG0bw2qEn+S99a+idf/H7EmDhFCqjKFRF0vu2K/PFvP/7Joa0Jxb5u1BOP41+jBgA5O3aQ9MmnHpvbbLHQ57FniK1dD4CMc8nMmjCGnIwMj60hIiLFQ0VWEREREZG/ebzl4zSJchceT2ac5MU1L+L1HbbKRsPtsyHIfTI7R9fArHvB6WBQy8q80KdB/ktf+mUXP289aVCgIgVTv10srXpVdw9csOTTXZw5UrxfjJgDA6k4cQKY3X9OJ8TFkbNvn8fmtwYGcv2zLxIeEwtA0olj/DzlFex5eR5bQ0REPE9FVhERERGRv7GarUzpOIWwgDAAfj32K9/s+cbgqDygfC24dQZYg93jPXNg/ghwubjn6hoM61I7/6XDf9jG8r1nDQpUpGDa9K1B3TbRANhtTua9t520xOxiXbNM06aUv+ce98Bm49TIUbg8WAQNCg1j0KhxBIWFA3Biz04WvPcmLqfTY2uIiIhnqcgqIiIiIvL/xIbEMv7q8fnj1ze9zo6EHQZG5CGVWsDNX4H5fP/IjZ/BqskADO9el1uvrAqA3enioW82sfFIslGRilwyk8lE19vrU7FOOADZaXnMfXcbuVm2Yl038tFhBNRxfzmRu2cPiR9+5NH5w2NiGfDMi/gFBACwf+1qVn7tudYEIiLiWSqyioiIiIj8Dx0rd+SuRncBF/qzpuamGhyVB9S+Bq5//8J4+auwaRomk4lx/RvRp4n7FuUcm5O7p21gz2kv70krlwWL1UzPBxsTHh0EwLn4LBZ8uBOHvfh2fpr9/YmdMBEsFgASP/yQ7F27PLpGTO269H1yJKbzrQk2zfuZjXNne3QNERHxDBVZRURERET+waPNH6VZVDMATmWe4vk1z3t/f1aAJjdB91cujOc+CXvnYzGbeOOmZnSo4+7dmpZj547P1nM0KdOgQEUuXWCwlT7DmhAY4j4J+uS+c6yYvq9Yf2fLNGpI5AMPuAd2O6dHjsTp4d6pNZu3ptt9w/LHK7/6lL2/r/LoGiIiUnQqsoqIiIiI/AOr2crkTpMJDwgHYMXxFXy5+0tDY/KYdo9C2/OFG5cTfrwLjq3D38/Mh7e3pHnVcAAS0nO5/dP1nE3LMS5WkUsUFhVE74ebYPFz/6m79/fTnNhzrljXjHzwAQLq1wcg988DJL4b5/E1GnftTtsbbskfL4x7g+O7tnt8HRERKTwVWUVERERE/kVMcMx/9Gd9a9NbbEvYZmBEHtTtZWh8k/uxPQem3wxn9xDk78fnQ1tTNzoEgGPJWdzx2XpSi7nHpYgnxNQMo9OQuvnj9XMPFetuVpO/PxUnTgCrewdt0iefkL3N89eItjcMoVGX7gA47HZ+nvIqiceOeHwdEREpHBVZRUREREQuokPlDtzTyH2SuN3lQ/1ZzWboHwc1u7jHOSnw9SBIPUl4kD9f3XMllcuVAWBvfDpPfL/FN9oliM+rd1Us5WKDAYg/lMbx3cV7iFtgvXpEPfKwe+B0cmrkKJw5nt39bTKZuPbeh6nRrCUAuVmZzJw4hvSkRI+uIyIihaMiq4iIiIjIJRjWfBgtKrQAID4znud+ew6nq/gO1Skxfv5w81cQ28w9TjvpLrRmnyM6NJCv77mSyBB/AJbvS2Dm5pPGxSpyicxmE2361Mgf/zHncLF/QVD+3nsJbNQIgLzDh0l4e6rH17D4+dHnyZFE16wNQEZSIrMmjiE3S32TRUSMpiKriIiIiMgl8DP78VrH1ygXUA6AlSdW8uUuH+nPGlAWbv0Ryp0vSiXsgW9vAVs21SODmTiwSf5Lx83ZxRn1ZxUvUKt5FOUruXeznj2SxtGdScW6nsnPj4oTJ2Dyd38pkTxtGlmbNnl8Hf/AMgx49iXComMASDx2hJ+nvIrdpnYeIiJGUpFVREREROQSRQdHM6HDBEyYAHhr81tsPbvV2KA8JSQKbp8FwVHu8bG18OM94LBzbYNoBjSvBEBajp3nZu9Q2wAp9UxmE63/tpt1fQnsZg2oXZuoxx9zD1wuTo0ajTMry+PrBIeXY+DIsQSWDQXg+K7tLHr/LVxOH9hdLyLipVRkFREREREpgPaV2nNv43sBcLgcjFg5gnM5xXt6eYmJqOne0ervPvCKffNg/nBwuXipbwMiQwIAWLrnLD9vPWVgoCKXpmbTKCKruPM54Vg6R7YXf//SiKFDKdOsGQC2Y8c4+8abxbNOxUoMeOZF/Pzdv5d716xk1fRpxbKWiIhcnIqsIiIiIiIF9HCzh2kV3QqAM1lnfKc/K0DFZnDz12B2n5TOpmmwYiLhQf68cn2j/JeNmbOLs+lqGyClm+l/9WZ1Fu9uVpPFQuyE8ZgCAwE49/XXZK77o1jWqlj3Cvo88Qwmk/tP+41zZrF5wS/FspaIiPw7FVlFRERERArIz+zHpI6TiAiMAGD1ydV8vvNzg6PyoFpdYMAHF8YrJ8KGT+nRKIY+TWIBSMmy8cJPO9U2QEq96k0iiapaFoCkExkc2pZQ7GsG1KhBhaeezB+ffu45HBnFczhVrZZXcs09D+WPl3/xMfv/WFMsa4mIyD9TkVVEREREpBAqBFX4j/6s72x5h81nNhsclQc1vgGuG39hPH8E7FvA2H4NKR/sPthn0a4zzN1+2qAARS6NyWSiTd8Lu1k3zC3+3awA5W67jaBW7h3vtpMnOTt5crGt1bRbT64ccLN74HIx/50pnNizs9jWExGR/6Yiq4iIiIhIIbWr2I77m9wPuPuzPr3qaZJzkg2OyoPaPgLt/jrExwk/D6O8OZNx/S+0DXjpl10kZeQaFKDIpanWqDwVqrsPiUo6mcnBLcW/m9VkNrvbBgQFAZDy/fdk/FZ8O0zb33wbDTtdA4DDZuPnya+QdOJ4sa0nIiL/SUVWEREREZEieKjpQ7SJaQPA2ayzjF492nf6swJcOxbq9XY/zkqExS/Qu0ksPRvFAJCcmceLv+wyMECRizOZTFz5t92s6+cexlkCu1n9q1Qh+ukR+ePTzz+PIy2tWNYymUx0u/9RqjVpDkBOZgYzJ7xIRnJSsawnIiL/SUVWEREREZEisJgtTOo4ifKB5QFYc2oNn+38zOCoPMhsht6vQ4B7FyBbv4ZDKxnXvxHlgtyHY83bfpoFO9Q2QEq3Kg0iiKnpzuNzpzM5sOlMiawbPngwwe3aAmCPj+fMhInFtpbFz49+T42iQvVaAKQnJjBr4hhys7KKbU0REXFTkVVEREREpIgiy0QysePE/+jPujF+o8FReVBoLFw75sJ47hNEBToZ069h/lMv/LyT5My8ko9N5BK5e7PWzB9vmHukRHazmkwmYl95BXNwMACps2eTvnx5sa3nXyaIASNfIjSqAgAJRw/zyxvjcdhtxbamiIioyCoiIiIi4hFXxV7FQ03dJ3w7XU6eWfUMSdk+dJtuy7ugypXux8mHYNUU+jWtSLcG0QAkZuQxdo7aBkjpVvmKcsTWDgMg5UwWf24omd2s1ooViR41Mn98+sUXcaSkFNt6IeUiGDhqLIEhZQE4tmMriz+YistV/EVlEZHLlYqsIiIiIiIecn+T+7ky1l2ITMhOYNTqUb7Tn9Vshr5vg9ndIoA1b2E6u4dXr29EWBn3cz9vPcXiXfEGBiny79y9Wf++m/UwTkfJ/I6GDRpEcMcOADgSEol/5dViXa98pSpc//QL+Fn9Adi9ejm/ffdlsa4pInI5U5FVRERERMRDLGYLEztMJLJMJABrT6/l4+0fGxyVB1WoD1c/6X7stMOcx6kQ4s9LfRvkv+S5n3aSkqW2AVJ6VapXjkp1wwFITchm//qS2c1qMpmIffllzKHuvrBpc+eStnhxsa5Z6YoG9HpsBJjcrUzW/zSDrYvnF+uaIiKXKxVZRUREREQ8KLJMJJM6TMJscn/Ufm/be2yI32BwVB7UYTiUr+1+fGI9bPqMAc0r0fWK8/0f03MZN3e3gQGKXFybvjXyH2+YdxhHCe1mtUZHE/Pc6Pxx/Jix2JOTi3XNOm3a0XXo/fnjZZ99wJ8b1hbrmiIilyMVWUVEREREPKxNbJv/6s+amJ1ocFQeYg2EPm9dGC8diyn9NOMHNKZsoB8AszafZNnektkdKFIYFeuUo/IV5QBIS8xh37qSa3MR2q8fIddcA4AjOZn4seOKvVdq8x59ad3/BgBcLifz357MyX17inVNEZHLjYqsIiIiIiLF4L7G99E2ti0AidmJjFw9EofTYXBUHlKjAzS/zf04Nw0WPENMWCAv9LnQNmDUrB2kZus0cym92vytN+vGeUdw2EtmN6vJZCJ2zEtYwtwHcKUvWkT6ggXFvm6HwXdQ/+rOANhtefz02jiST50o9nVFRC4XKrKWIidPnuS9997j8ccfZ9SoUXz77bfY7XajwxIRERGRQrCYLUzoMIGoMlEA/HH6Dz7a8ZHBUXlQt5chyN17lj1zYM9cbmxZmY513e/3TFour85T2wApvWJrhVG1QQQA6ck57F17usTW9ouKIualF/PH8WPHYU9IKNY1TWYz1z30OFUbNQUgJyOdmeNfIjPlXLGuKyJyuVCRtZR47rnnqFatGj/++CO1atUiODiYZ599loYNG3LgwAGjwxMRERGRQihfpjyTOl7oz/r+1vf54/QfBkflIUER0HPShfH8pzHlpjNxYGNCAtxtA37YeIKV+4u3cCRSFK3/1pt14/wjOGwls5sVILRXL8r26AGAIzWV0y+NKfa2ARY/K/2GjyaqanUA0hLOMGviGPKys4p1XRGRy4GKrKXEoUOHmDZtGsuWLeOxxx7j+eefZ/369SQkJPDAAw8YHZ6IiIiIFFLrmNYMazYMABcunl31rO/0Z200CGpf636cfgqWvUzF8DI817t+/ktGztxOeo7aBkjpFFMjjGqNywOQcS6X3WtOlez6L76AJcK9mzZj2TLSfvml2NcMCApm4KixlC3v3nV+9vBB5rw5EYfuohQRKRIVWUuJd999l9tuu+0/nouJiaFdu3asXLkSp7PkvlEVEREREc+6p/E9tK/YHoCknCSeXfWsb/RnNZmg9+tgDXKP138MxzcwuHUVrq7tbiVwOjWH8fP3GhikyL9r0+fCbtZNC49it5Xc76ZfRAQxY8fkj+NfeRXbmeI/NC4kojyDRo8lIDgYgCPbNrPko3eLfSetiIgv8/kia3x8PIsWLWLu3LksX768wD+fkJDAmjVrWL58OQcPHiyGCN3Kly//P58/fPgwwcHBmM0+/59KRERExGeZTWbGdxhPhaAKAKyPX88H2z8wOCoPKVcduow+P3DBnMcwOe1MGNiYIH8LAN+uP8Zvf/rI7l3xORWqhVK9iftLgcyUXHb/VrK7WUO7dSO0b18AnOnpnH7+hRIpdpavXJXrR7yAxc/d3mPXyqX8PuObYl9XRMRX+RkdQHH45JNPWL16NWvWrPmPwmitWrUuub/pgQMHeOyxx1i0aNF/7CJt2LAhb7zxBt27d/+fPzdixAgSEy/+AbJu3bqMHj36X1/zzTffsHv3bu6///5LillERERESq+IwAgmd5zM3YvuxuFy8OG2D2lRoQVtK7Y1OrSiu/Ih2P4DxG+Hs7vh96lU6TCcUb3q88JPOwF4duZ2Fj3ZMb9fq0hp0qZPDY5sd/8dt2nBURq0r4jf+S8JSkLMc6PJWrcOe0ICmatXkzpzJuE33FDs61Zu0Iiew0Yw9+1J4HKxbuZ3lI2IpMm1PYp9bRERX+OTn3CGDRtGbm4uANHR0ZjNZk6fvvSTInft2sXVV19NSkoKZrOZ1q1bExQUxKZNm9i1axc9evTgq6++4tZbb/2vn/3xxx85evToRddo3779vxZZd+7cyUMPPUTlypUZP378JccuIiIiIqVXi+gWPNr8Ud7a/BYuXIxcPZIZfWfk73D1WhY/6DcVPu4KLiesmAQNrufWNjWZt/0U6w4lczIlm0kL9vLy9Y2Mjlbkv0RVLUvNZlEc2ppAVloeO1edpNm1VUtsfUt4ODEvj+PEgw8BcGbCRILbtsVaqVKxr12v7dVkJCex4suPAVj6yXsEl4ugVss2xb62iIgv8cki63333Ufr1q1p164dtWvX5sEHH+TDDz+8pJ91Op0MGTKElJQUKleuzLx582jSpAkAKSkp3HjjjSxdupR7772Xjh07UqVKlf/4+SlTppCRkXHRdaKjo//x3w4ePEj37t0JCAhgwYIF/9hKQERERES8z12N7mLTmU2sPrma5Jxknl75NJ9e9yl+Zi//aF6xOVz1MKx9Fxy5MPcJzHf8wmuDmnLdW6vItjn4at1RejWOpW0tfb6V0qd1nxoc2poAwOZFR2nYoRLWgJLbzVq2c2fCBg4kddYsnJmZnHr+eap++immEmgd17J3f9KTEtg07ydcLidz35rETS+OJ7ZOvWJfW0TEV3j5J7n/7Z133in0z86ePZvt27cD8Omnn+YXWAHCw8P5/vvvqVWrFikpKUyaNIl33333P37+hiLe0nH06FG6du1KXl4ev/76K40a6Zt+EREREV9iNpl59epXuWnuTcRnxrP57GambpnKUy2fMjq0ous8Cnb/AqnH4PAq2PYtVZsN4dke9RgzZzfgbhuw8IkOBPn75J8i4sUiK4dQq0UFDm4+S3a6jZ0rT9K8e8ntZgWIHjWSzN9/xx4fT9badaR8/z3lbrmlRNbudNvdZCQnsW/taux5ucyeNJZbXp5Mudji300rIuILdJrS/zNjxgzA3TP1f/VdjYiIyG8T8OOPP/5Hv9aiOnnyJF27diUjI4OlS5fStGlTj80tIiIiIqVHucByTOk0BT+Tu9D4+c7PWX6s4Ie0ljoBIdD79QvjRc9BZiJ3tK1Om+oRABxLzuK1hfsMClDk37XuUx1M7sebFx8lL8deoutbypYl9pVX8sdnJk8h7/jxElnbZDbT45GnqNKgMQDZ6WnMmjCGrNSUEllfRMTb6evj/+f3338HoGvXrv/4mmuuuYa4uDjOnDnDoUOHqF27dpHXPXv2LNdccw0pKSksXbqUZs2aFejnc3Nz8/vQAqSlpQFgs9mw2WxFjq+0+es9+eJ7E9+lvBVvo5wVb+RNedsgvAFPtniSyZsmA/Dcb88xved0KoV4+a6xGl2wNBiAefdsyE7GuXAUjn7v8er19enz7lpy7U6+WHuE6xpE0apaOaOjNZw35ezlIDQqgFrNozi4OYGcDBvblh2jWbcqF/9BDwq4sg2hN95I2owZuLKyODlyFJU+K5m2AQC9Hn+WH18eTdKJY6ScOc2siWMYOPplrIGBgHJWvJPyVgqrIDljcrlcrmKMpVT4qydrrVq1OHDgwD++LjMzk5CQEADeeOMNnnzyyf/5ul27duXfxv/LL7/Qt2/fIsfYr18/5syZQ5s2bahfv/5//fvbb79NWFjYP/78mDFjGDt27H89P336dIKCgoocn4iIiIh4nsvl4vus79lp2wlARUtF7gu5D6vJanBkRRNgS6Xrnmfxd2QB8HutZ0gIbcTyUyZ+OurucRkV6OKZJg5K8AB3kUtiyzBzZnUQYMJsdRHTKQNzCf9KmnJzqf7mW1jPnQPgbJ8+pHS4usTWt2VmcGLxLziyMwEIqliF2I7dS6zQKyJSWmRlZTFkyBBSU1MJDQ3919dqJ+vfJCUl5T/+t4OpYmJi/ufPFMVDDz3EwIED//Hf/f39//XnR40axVNPXejjlZaWRpUqVejevftFk8Ab2Ww2lixZQrdu3bBavfuPELl8KG/F2yhnxRt5Y952snXitoW3cSz9GKccp9gVtYvRbUYbHVaRmaraYb5700LbpB+wDxrGdZYyHP1kPVuOp5KQY2KPXy1G9by8D9bxxpy9HCzL2ceBDWdx2kxUDGxEi+tKtjcrQFalSpy6514AopcsodUD9+NfvXqJrZ941ZX8OG40edlZZJ06TmD8Ubre8zB2u105K15H11oprL/uFL8UKrL+TVZWVv7jwPO3QvwvZcqUyX+ckZHhkbV79uxZpJ8PCAggICDgv563Wq0+fQHx9fcnvkl5K95GOSveyJvytpy1HG90foNb599KriOXHw/8SMvYlvSp2cfo0Iqm1VDY9SMcXYMp5QjWNW9g7TaWyTc2o9fU1eTZnXy+9ii9m1aipdoGeFXOXg6u7FOTg5sScDld7Fh2kmbXVCOgTMn++RzWvj3Zt93Gua+/xpWbS8ILL1Ltm68xWUpm+3dszdr0H/E8sya8iMNuZ9eKpYRFRdOqv/uwZ+WseCPlrRRUQfJFe/3/5u//j7Pb/7nBeV5eXv7j/1XYFBEREREpiHoR9Xj+qufzx+PWjuNgykEDI/IAsxn6vAWW83dk/f4OxO+gdoUQnupWFwCXC57+cRs5NodxcYr8D+HRQdRr4767MTfLzvZlJXP41P9X4aknsVZz76LN3rqV5M8/L9H1qzZqQo+HL7TR+33GN+xaubREYxAR8RYqsv7N32+rT01N/cfX/X2rcNmyZYs1JhERERG5PFxf+3oG1B4AQLY9m6dWPEWWLesiP1XKRdWFDiPcj10O+OUxcDq49+oaNK0SDsChhEzeXLrfuBhF/kGr3tUxmU0AbF16nJzMkj8wxxwURMUJE8DkjiPh7ank/ss5I8Xhivad6Hjb3fnjZZ++T+YpY4rOIiKlmYqsfxMZGZlfND1y5Mg/vu7v/1azZs1ijkpERERELhejrxxN3XLuXZ6HUg8xZu0YvP6c2qufgMjzfVdPbYb1H+NnMTPlhib4W9x/jny86hBbj6cYFqLI/xIWFcQVbd3nceRl29n2qzGFxaAWLYgYOhQAl83GqZGjcP3LnZfFoVWfATTv6T7w2eV0Ev/bUs4cKtlir4hIaaeerH9jMplo0qQJa9asYf369f/4unXr1gHg5+dHw4YNSyq8QrHZbNhsJf+Na3H76z354nsT36W8FW+jnBVv5O15a8HCa+1f49aFt5Jpz2TB4QU0i2zGjXVuNDq0IjBj6vU6fl+6e8y6fh2HvfZ1VI+ozLAuNXlj6QGcLhjxw1Z+ergtAX6X1z4Qb89ZX9esW2X2ro3H5XSxbdlxGnSMITC45Ps5hj/8EOkrVmA7fJicnTs5+8GHRDxwf4nG0P6WO0lLTOTghrW47HYWvvcGt7/2DmZzyfSIFSkKXWulsAqSMyaX1381fnEPPvggH374IbVq1eLARW6tmDBhAqNHj8ZqtXLs2DFiYmL+6zUtWrRgy5YtdOvWjcWLFxdX2IUSFxdHXFwcDoeD/fv3M336dIKCgowOS0REREQKYFfeLr7N+hZwF17vD7mfSn6VDI6qaJoc+5waScsBiA9txh81n8SBiTd3WDie6b4VulslJ32qOo0MU+S/nNsZQOZxd2/hsrVyCaubd5GfKB6Bx45R5b33MblcuCwWjg57hLyKFUs0BqfDzsklc8hNTgQgpkM3QqpUL9EYRERKUlZWFkOGDCE1NfU/2oz+L9rJ+v/ceeedvPLKK2RlZfH444/z7bffYjZf+Db9ww8/ZMuWLQA88sgjRoX5jx555BEeeeQR0tLSCAsLo3v37hdNAm9ks9lYsmQJ3bp108mA4jWUt+JtlLPijXwlb3vRC9MmE9P3TceBg59dPzP92umE+nvx57qc9rg+aIsp8ywxaVvpXdOBq34/6rZMZ8AH67A5XCw7beHhvu1oVMmL32cB+UrO+rKMq3L4btxGnA4X2cfLMODeTgSGGPPfKik3l3OffIrJ4aDuwkVU+XY6phLOmwMVY5j/5gQAzGdO0OuBh0t0fZHC0LVWCuvv5zJdjE8WWbdt28bx4xf65Rw7dgxwV5/nzp2b/3xQUBBdu3b9j5+tWLEi48aNY8SIEfzwww/Ex8dz5513EhwczJIlS/jss88A6NOnD/379y+Bd1M0VqvVpy8gvv7+xDcpb8XbKGfFG/lC3o5oPYJdybvYlrCNU5mneGndS0ztOhWzyUtvp7dGQq/JMONOAPwWj4I619CoSgTDutThzaX7cThdjPppF78Muxr/y6xtgC/krK8qF22lwdUV2bnyJPY8JzuWn6LdwNqGxFLhscfIWrmK3D//JG/fPlI/+YSoxx4r0RhqtWiNf1g4eakpnNq/h4TDB6lY94oSjUGksHStlYIqSL745CeXN998k759++b/34IFCwA4ffr0fzx/9913/8+fHz58OGPHjsXPz49Vq1Zxzz33MHjwYD799FNcLhfXX3893333XUm+JRERERG5zFgtVqZ0mkJ4QDgAK0+s5POdnxsbVFE16A91e7ofZ5yBX8cC8HCXWjSIde9e3RufTtxyHagjpUvLHtUw+7nbWuxYcYKsNGNaBpj9/YmdOAH83PulEj/8iOydu0o0BpPJRPgVTfLHm+bOLtH1RURKK5/cydqsWTMSExMv+rro6Oh//LcXX3yRIUOG8N1337F3717y8vKoWrUq/fv3p0OHDp4MV0RERETkf4oJjmFih4k8tPQhXLh4Z8s7NIlqQuuY1kaHVjgmE/SeAkdWQ14GbPwMGt+EtVpbJt/YhP7vrsHudBG3/ADdG0bTsGKY0RGLABBSLpCGHSqxY/kJ7HlOtiw+Svsb6hgSS5mGDYl84AES4+LA4eD0qJFUnzkTs79/icVQtnptMvZuJys1hT/XryXlTDzh0f99nomIyOXEJ4usTzzxBE888USR56lduzbPP/980QMykM1m88nT83QyoHgj5a14G+WseCNfzNs2Fdpwb6N7+XjnxzhcDp5Z+QzTe04nskyk0aEVTlA05s6jsSweDYBrzmPY71lO3aggHuhYg7gVh7A7XYz4YRszH7wSq8Unb77L54s566uaXFOR3b+dwmFzsmPlSRp1qUhQaMkVNv8u7J67Sfv1V/L27iX3zwOceettIp98okTWttlsmCwWGl3bg/Uzv8PlcrJx7mw63XFviawvUhi61kphFSRnTC6Xy1WMsUgJi4uLIy4uDofDwf79+5k+fTpBQUFGhyUiIiIiReB0Ofki8wsO2g8CUMOvBkODh2IxWQyOrJBcTjruH0e5rEMA7IkdyP6Y67E7Ycp2C6ez3bdl96ri4LrK+nNFSo+UPQFkHHEXVkOq5xFeP9ewWPxPx1PtnXcwORy4TCaOP/QQOdWqltj6jtwcjvz0LS6HHZPFj+rX34IlILDE1hcRKQlZWVkMGTKE1NTUix4sryKrj0pLSyMsLIzExMSLJoE30smA4o2Ut+JtlLPijXw5b8/lnOOWBbdwNvssAHc3vJthTYcZHFURxO/A77NrMbkcuCz+2O9bCeXrsONkKjd+tB6H04XVYmL2g1dRL6as0dEWG1/OWV+UlZbHt2M24LA5sfiZGDymNcFhAYbFk/zxxyRPfQcAa/XqVJnxA+bA4i10/j1n10yfxvYl8wFoe+OttO5/Q7GuLVJYutZKYaWlpREZGXlJRVafbBcgF/j6yXm+/v7ENylvxdsoZ8Ub+WLeVrBWYErnKdy18C4cLgef7fqMljEt6Vi5o9GhFU6VFtBuGKx5G5MjD+uCEXDnXFpUj+SBjjV5b8VBbA4Xo37azeyH2+Hn420DfDFnfVFYeSuNO1dm65JjOOwuti89RcfBdQ2Lp8L995O1fAU5O3ZgO3KElHfjiB41skTWtlqttO4zgB1LF+JyOdm+ZD5t+t+An/JYSjFda6WgCpIvvv1JRURERETEhzSv0JwnWz6ZPx61ehSnMk4ZGFERdRoJ4dXcj4+uga1fA/DYNXWoXSEEgB0nU/lo9SGjIhT5Ly26V8UvwN2qY9dvJ0lPzjEsFpOfHxUnTsB0/tCr5C+/JGvjxhJbPzwmltptrgIgM+Uce39bUWJri4iUNiqyioiIiIh4kTsa3ME1Va8BIC0vjeErhpPnyDM4qkLyD4I+b14YL34eMs4SaLUw+YYmmN2tWXlryZ/8eSbdmBhF/p8yZf1p0rkSAE67i80LjxoaT0CtWkQ9/rh74HJxavRzOLOySmz9Vn0G5j/eOHc26kgoIpcrFVlFRERERLyIyWRiXPtxVClbBYCdSTuZsnGKwVEVQe1roMnN7sc5qbDQfatz86rluK9DTQDyHE6e/nE7DqeKN1I6NOtWFev53ay715wiLSnb0Hgiht5JmebNAbAdO8bZKa+X2NoV615BxXoNAEg6cYwjWzeV2NoiIqWJiqwiIiIiIl4m1D+UNzq/gb/ZfYvwt3u/ZeHhhQZHVQTXjYcy5dyPd86E/YsBeLJbXWpGBgOw9XgKn/6mtgFSOpQJ8adJ18oAOB0uNi0wdjeryWKh4oTxmM4fenVu+nQy160rsfVb9R2Q/3jj3Fkltq6ISGmig698nM1mw2azGR2Gx/31nnzxvYnvUt6Kt1HOije6nPK2VtlaPNvqWV5e/zIAL/3+EjXL1qRGWA2DIysE/zBM176M35xhALjmPYW90mos/iFMGNCQwZ+sx+WCKYv306l2eWpGBRscsOdcTjnraxp2imX78hPYchzs+f00Ta6pRGhkoGHxmCpVovwTj5M4cRIAp0Y/R9WZP2IOCfHoOv8rZ6s2aU5YdCypZ05zbOd2Tv65jwrVa3p0XZGi0LVWCqsgOWNyqWGKT4mLiyMuLg6Hw8H+/fuZPn06QUFBRoclIiIiIsXA5XIxM2smW21bAahgrsCDZR/E3+RvbGCF4XLR7sAkojJ2A3Agqge7Kg8BYPYRMytOu2/Cq1HWxWMNHfn9WkWMlPqnP+kHAgAIqpxHRONcYwNyOqn88ccEHToMQEqbNpwdNPAiP+QZqX/uJmHDGgBCqtcmpl2XEllXRKQ4ZWVlMWTIEFJTUwkNDf3X16rI6qPS0tIICwsjMTHxokngjWw2G0uWLKFbt25YrVajwxG5JMpb8TbKWfFGl2PeZtuzuXPRnRxIPQBA7+q9Gdd2HCaTF1Yhkw/h93FHTPYcXCYz9rsWQ2wzsvMc9I1by9Fk92E+o3vW46521QwO1jMux5z1JblZdr4ds568bAcmM9z0fCvCosoYGpPt+AmODRqEK9vdJzb2/fcIvvpqz83/Dzlry83l88fvIycjHZPZzNA3P6Rs+UiPrStSFLrWSmGlpaURGRl5SUVWtQvwcVar1acvIL7+/sQ3KW/F2yhnxRtdTnlrtVp5o8sbDJ47mCx7FvOOzKNVbCtuqHuD0aEVXHQ96PQM/DoOk8uJdcFwuHcZ1uBAJt/YlJs/WovLBW8s/ZPuDWOpHuk7bQMup5z1JdYwK82urcr6OYdxOWHr4hNcO7SBsTHVrEH0s88QP2YsAAljxlJ2zi9YPLz55v/nrNVqpdl1fVg381tcTifbl8yn8+33eHRNkaLStVYKqiD5ooOvRERERES8XI2wGoxtNzZ/POGPCexJ2mNgREXQ7jGocL5IdXob/PEBAG1qRHBn2+oA5NicPDNzO06nbsoT4zXtWoWAIPf+pf1/xJNyJsvgiCD85psJbtcWAPuZM5wZP6FE1m1+XW8s5wsSO35dSG5WZomsKyJSGqjIKiIiIiLiA3rU6MEtV9wCQJ4zj6dWPEVaXprBURWCxQp9pwLn2x0sfxXOuU9uf6ZHPapEuG/FXn84ma/WGXuiuwiAfxk/mnWrCoDLBRvmHTY4IjCZTMS+8kr+oVepP/1E+rJlxb5uUFg4DTp2BSAvO5sdvy4q9jVFREoLFVlFRERERHzEiFYjaBzZGIATGSd44bcX8MojGKq0hjb3uR/bsmDeU+ByEeTvx6RBTfJfNmnhXo4lGb9rUKRJl8oEBrt3cO7fcIbk08bv4LRWrEj0qJH549MvvYT93LliX7dl7+vzH29a8AsOu73Y1xQRKQ1UZBURERER8RH+Fn+mdJpCqL+79+Ky48v4cveXBkdVSF1fgLIV3Y8PLIWdMwFoVyuS265y7xrMynPwrNoGSCngH+hH8+7uvMQFG0vBblaAsIEDCe7UEQBHQiJnXnm12NcsX6kKNVu2ASAjKZH9634r9jVFREoDFVlFRERERHxIxZCKTOhwof/im5veZPOZzQZGVEiBodBr8oXxwpGQlQzAyJ71qRTubhuw9lAS09cfMyJCkf/QuHNlypR172b9c9NZkk5mGBzR+bYB417GfP7Qq7R580hbtLjY123VZ0D+441zZnvnjnoRkQLyMzoAKV42mw2bzWZ0GB7313vyxfcmvkt5K95GOSveSHnr1ja6Lfc0vIdPd32Kw+VgxMoRfNvzWyICI4wOrWBqX4elXm/M++ZBZgLORc/j6PM2AWZ4pX8D7vpiEwAT5u/h6lrl8guv3kQ560PM0PSayqz76TC44I85h+h2T32jo4KIckSNHMmZ0aMBOD1mDNamTfArX75Q011KzkbXrkeFGrU5e/gAZ48c5PC2zVRp2OQfXy9S3HStlcIqSM6YXPpKyafExcURFxeHw+Fg//79TJ8+naCgIKPDEhEREZES5nQ5+Tzzcw7b3bct1/SrydDgoZhN3nUzW2BeMl33jMTqzAHgt9qjSCrrLlx9d9DM2rPu91MvzMlD9Z2YTIaFKoLTAfErgnHmufOyQvtM/EOdBkcFuFxU/OorQnbtBiC9USNO33YrxfkLk370IGfWuA/bCoqtQsUuPYptLRGR4pKVlcWQIUNITU0l9PxdAf9ERVYflZaWRlhYGImJiRdNAm9ks9lYsmQJ3bp1w2q1Gh2OyCVR3oq3Uc6KN1Le/qfE7ESGLBxCYnYiAPc1uo+HmjxkcFQFZ974GZZFzwDgiqiF/b6V4BdIeo6NXu/8TnxaLgCv9m/ATa0qGxlqgSlnfc+O5SdZO+sQANWblKf7fQ0MjsjNnpjEsQEDcKakABA9aSJle/Uq8DyXmrNOh4Mvhj9EemICALdOfJvylasWKnaRotK1VgorLS2NyMjISyqyql2Aj7NarT59AfH19ye+SXkr3kY5K95IeesWa41lcsfJ3Lv4XhwuB5/s/ISWMS1pX6m90aEVzJX3wa4f4cR6TMkHsa6dCl2fI8JqZeKgJgz9fAMAExfup0v9GCp6YdsA5azvaNK5Ctt+PUFWah5HtieRcjqHqKpljQ4La2wMsS+9yMknnwIgYfwEyrZti7VChcLNd7GctVpp2et6Vnz5MQDbFs3lugcfL9RaIp6ia60UVEHyxbvuFRIRERERkQJpFdOKx1o8BoALFyNXjyQ+M97gqArIbIa+b4P5/B6R396Es3sA6FyvAje2dO9eTc+1M2rWDh2yI4by87fQskf1/PH6uYeNC+b/Ce3Zk7I93bftO1NTiX9pTLH+vjTu2o2AoGAA9qxeTsa55GJbS0TEaCqyioiIiIj4uKENh9K5cmcAUnJTGL5yODaHlx3+Ed0A2j/hfuy0wZzHwenudfl8nwZEhwYAsHJ/Aj9uOmFQkCJuDa6OJaScOyePbE/k7NE0gyO6IObFF7GcP/QqY/lyUn/6udjW8i8TRJNuPQFw2O1sXTS32NYSETGaiqwiIiIiIj7ObDLzytWvUCmkEgDbE7bzxqY3DI6qEDo+DRG13I+P/wGbPgcgrIyV8QMa579s3NzdxKfmGBGhCAB+Vgste1TLH6+fU3p2s/qVK0fs2DH54zPjx2OLL77d7c179MFsce9C37Z4PrYc/W6KiG9SkVVERERE5DIQFhDG651fx2p29xb7es/XLD6y2OCoCsgaCH3fujBeOgbSTgNwTf1oBjR3F5HTc+w8/9OOko9P5G/qt6tISIR7N+vRnUnEH0o1OKILyl57LaH9+gLgTE/n9PMvFFvbgLIRkVzRviMAOZkZ7FyxpFjWERExmoqsIiIiIiKXiYblGzKyzcj88Yu/v8iR1CPGBVQYNTpCs9vcj3PTYOGz+f/0Ut8GRIa4i1pL95xl/WH1fxTjWKxmWvWsnj8uTb1ZAWKeew6/qCgAMn/7jZQZM4ptrVZ9BuQ/3jTvJ5xOR7GtJSJiFBVZRUREREQuIzfWvZFeNXoBkGnLZPjK4WTbsw2OqoC6vwxBke7Hu3+GvfMBCA/yZ1TPK/Jf9t6KA0ZEJ5LvinaxlC0fCMDx3cmcPpBibEB/YwkLI/aVl/PHZydOwnbyZLGsFVWtBtWaNAcg9ewZDqxfWyzriIgYSUVWEREREZHLiMlk4qW2L1EzrCYA+8/tZ/wf4w2OqoCCIqDHxAvj+SMgNx2Afs0qUrlcGQBW7Etg58nSc4u2XH4sFjOtelXPH5e23awhnToRNmggAM6sLE499zyu8wfKeVqrvgPzH2+cM7vY2hOIiBjFz+gApHjZbDZsNi87OfYS/PWefPG9ie9S3oq3Uc6KN1LeXhorVl67+jVuW3gbOY4cfjrwE03KN+H6WtcbHdqlu6I/lprfYD60HNJO4lg6Dmd3d7H43qurM2bOHgDeXfYn7wxuamSk/0o56/tqtSzPpgWBpCXmcGLvOY7tSSS2dpjRYeWLGD6czDW/Y4+PJ2vdOhK//obwWwb/4+sLm7MVr2hIZNXqJB47wukD+zi2ewcV69YvUuwil0rXWimsguSMyaWvj3xKXFwccXFxOBwO9u/fz/Tp0wkKCjI6LBEREREphbblbWNGlrsPox9+PFD2AWItsQZHdemCcs/SZc9o/Fx5uDCxqu6LpATXwuaEsZstpNtMmHAxqpmD6DJGRyuXs8yTfpzb7k7CgAg7UVeWrhYdQfv/pPKnnwLgtFo5+sTj2CIjPb5O2qH9nF23EoDgytWI7djd42uIiHhSVlYWQ4YMITU1ldDQ0H99rYqsPiotLY2wsDASExMvmgTeyGazsWTJErp164bVajU6HJFLorwVb6OcFW+kvC248evH8+OBHwGoElKFr3t8TVn/sgZHdenMa9/BsmwsAK4KDbHfvRQsVj7+7TCvLfoTgIHNKzJpYCMjw/xHytnLg9PhYsarm0hNcBdX+zzamIp1w40N6v85+/LLpP3g/tIlsEVzKn3+OSbzf3cYLErOOuw2pj35IJnnksFk4o7J7xIeU9Ej8Yv8G11rpbDS0tKIjIy8pCKr2gX4OKvV6tMXEF9/f+KblLfibZSz4o2Ut5du5FUj2X1uN7uTdnM84zivbHiF1zu9jslkMjq0S9P+Mdg9C+J3YDq7C+vGD+HqJ7mjXU0+XHWE1Gwbv2w7zVPd61G5XOm9w0s56+Os0LpPDZZ+vhuATQuOUbVBZKn6PYt55lmy1/yO7eRJcjZvIf3bbyk/dOg/vr4wOWu1WmnRsx+rp08Dl4tti+Zx7b0PFy1wkQLQtVYKqiD5ooOvREREREQuYwGWAF7v9Hr+7tUlR5fwzZ5vDI6qACx+0PdtMJ3/02bFREg+REiAH0PbVQfA7nTx8apDxsUoAtRpHU25GHeh//SBVE7sOWdwRP/JEhJM7PgLh+AlvPkWuYc8f1BXk2t7YA10t07YtWIpWWk6nE5EfIOKrCIiIiIil7nKZSsz/uoLxZXXN77O1rNbjQuooCq1hCsfdD+258DcJ8HlYmi76gT5WwD4bsNxEtJzDQxSLndms4nWfWrkj9fPPURp694XfGUbyt1+OwCu3FxOjRqJy+Hw6BqBwSE07uruxWq35bFt8XyPzi8iYhQVWUVEREREhM5VOnN3o7sBsLvsjFg5gnM5pWun3b/q8hyEVXE/PrQCtn9PuWB/br2yKgC5dief/ub5XXkiBVG7RQUiKgYDEH8ojWO7kw2O6L9VePIJrNXcvzc527aT9NlnHl+jRc9++f1etyyaiy1PX4CIiPdTkVVERERERAB4tPmjtIxuCcCZrDOMXD0Sh9Ozu9iKTUAI9H79wnjhSEg9yb0dauJvcf/Z8/W6o6Rm2QwKUARMZhOte/9tN+svpW83qzkoiIoTJsD5frGJU98hZ/9+j64RViGaule2ByA7LZU9q5d7dH4RESOoyCoiIiIiIgD4mf2Y3HEy5QPLA/D7qd/5aMdHBkdVAHWvg4YD3I+zz8GMoUQHW7ihVWUAMnLtfLn2iHHxiQC1mkdRvlIIAGePpnN0Z5LBEf23oBYtiLjrLgBcNhunR43GZfPsFxSt+g7Mf7xx7k+4nE6Pzi8iUtJUZBURERERkXxRQVG81vE1zOcPknp/6/usPbXW4KgKoPcbEOa+1ZkT62HJSzzYsRYWs3tX3mdrDpOVZzcwQLncmcwm2vy9N+ucw6VuNytA1GOP4l+zJgA5u3aR+PHHHp0/plYdKjdoBMC5Uyc4tGWDR+cXESlpKrKKiIiIiMh/aBPbhmHNhgHgwsXI1SM5k3nG4KguUVAE3DQNzFb3eF0cVc8soV/TigCcy7Lx7frjxsUnAtRoFklkFfdu1oRj6RzelmhwRP/NHBhIxYkT4Hzv1MT33idnzx6PrtGqz992s86Z7dG5RURKmoqsIiIiIiLyX+5pfA8dKnUAIDknmadXPY3N6SX9TCu1hB4TLox/HsZjzUz5w49WHSTX7iW9ZsUnmUwm2vStmT9eP/cwLmfp281apkkTyt93n3tgt3Nq5CiPtg2o2bwV5Sq623mc2LOT+AOe7f0qIlKSVGQVEREREZH/YjaZGX/1eGKDYwHYcnYL72993+CoCqD1vdDoBvfj3DRqLHuY3leEA3AmLZdZm08aF5sIUL1xeSpUKwtA0okMDm1LMDii/y3ykYcJqFsXgNx9+0j+4EOPzW0ym2nV5/r88ca52s0qIt7Lz+gApHjZbDZsHm5QXhr89Z588b2J71LeirdRzoo3Ut56VrAlmEntJ3H30ruxO+18sesLBtYaSHRQtNGhXZqeU/A7vQ1T0p9wZidjan/OPNwHY72/4gDXN4nGz2LsvhPl7OWtRc+qLPxgFwB//HKIKg3CMZlNF/mpEmYyUeGVlzk+5Faw2zn36acEPPSgx3K2zlUd+O27r8hOS2X/ujUknTpJaFQFj8wt8hdda6WwCpIzJldp7LAthRYXF0dcXBwOh4P9+/czffp0goKCjA5LRERERLzYwuyF/Jb7GwCt/FtxfdD1xgZUAGWzT9Bx/xj8nHkAvO53H+9kdAHgjjoOWkbqzyExjssFCWuDyEu1ABDRLJug2NJ5MFvEkqVELl0KQG6FChx77FFcVqtH5k7esZnkHZsACKvXiKiWbT0yr4hIUWVlZTFkyBBSU1MJDQ3919eqyOqj0tLSCAsLIzEx8aJJ4I1sNhtLliyhW7duWD30P+wixU15K95GOSveSHlbPFJyU+j3Sz8ybBlYTBZ+7P0j1UKrGR3WJTPtnIHfzw8B4LAE0CdrDHtc1ahbIYQ5j7TFbODOQeWsnNhzjvnv7QSgXEwQg0a1MDQn/4nLZuPErbeSu2cvAKFD76TC8OEemTs7PY3PH78Pe14e1oBA7pr6MYHBIR6ZWwR0rZXCS0tLIzIy8pKKrGoX4OOsVqtPX0B8/f2Jb1LeirdRzoo3Ut56VpQ1iqENh/Lu1ndxuBx8sPMDpnSaYnRYl675EDi5ATZ+hsWRy6dB73Bd5jj2n4XVB89xbQPj2x8oZy9f1RtHEVMzjPhDqZyLz+Lo9mTqto4xOqz/ZrVSceIkDg8aBHY7aV9/Q+RNNxFQs+bFf/ZiU0eUp2Gna9m2ZD623Bz2rPyVNv1v8EDQIv9J11opqILkiw6+EhERERGRi7q9we1EBEYAsOjIInYn7TY4ogK6bgLENgOgouMUk6wfAS7eXX4A3dwnRjKZTLTpVyN/vGHuEZwOp4ER/bPAenUpd+897oHdzpmJEz02d8ve/cHk3sG7ZcEvOOzqnSki3kVFVhERERERuaggaxD3N7k/fzx181QDoykEayDc9AUEhgHQy7Keuy0L2Xo8hbUHkwwOTi53leuVo2KdcABSzmTx54Yzxgb0L8rddRe2MPfvUeaq1WSsXOmZeWMrUbvVVQBknEtm75pVHplXRKSkqMgqIiIiIiKX5Ma6N1IxuCIAa06tYUP8BoMjKqBy1eH6D/KHo/ym08K0n7gVB4yLSYTzu1n7/m0367zSu5vVHBREYq+e+eMzEybiysvzyNyt+gzIf7xx7mztMhcRr6Iiq4iIiIiIXBJ/iz+PNH8kf/zW5re8rwhyRS9o/wQAVpODOP+p7DlwmC3Hzhkbl1z2KtUtR6V64QCkJmSz74/Su5s1vWlTAps3ByDvyBGSv5nukXkr1qtPbJ16ACQeO8LR7Vs8Mq+ISElQkVVERERERC5Z7xq9qR1eG4DtCdtZfny5wREVQtcXoFp7AGJNybxljeP95fsNDkoE2vS5cIjUxvmHcZTS3ayYTEQ++2x+D9XEuDjsSUVvu2EymWjVd2D+eOPc2UWeU0SkpKjIKiIiIiIil8xitvBo80fzx+9seQeH02FgRIVg8YMbPsMVXAGAjpYd1N//Ifvi0w0OTC53FeuEU6V+OQDSEnPYty7e4Ij+WWDDBoQNchdEnRkZJLz1tkfmrd36KsKiYwA4un0LCUcPe2ReEZHipiKriIiIiIgUSJcqXWgS1QSAAykHmHd4nsERFULZGEw3fIbz/J9Ej/vN4td53xoclAi06fu33azzjuCwl9LdrECFJ57AHBwMQMqPP5Kze3eR5zSbLbTs1T9/rN2sIuItVGQVEREREZECMZlMPNHiifxx3JY48hyeOfimRNXogL3zaADMJheDj43lxBG1DRBjxdQMo2rDCADSk3PY8/tpgyP6Z36RkUQ+/LB74HIRP368R/o0N+rcjcDgEAD2rllJelJikecUESluKrKKiIiIiEiBtY5pTbuK7QA4lXmKGftnGBxR4fh3HM6RiKsBiDBl4PjhLnDYDI5KLnd/7826acERHLbSu5s14vbb8K9WDYDsjZtIX7iwyHNaAwNp2r03AE6Hgy0L5xR5ThGR4qYiq4iIiIiIFMpjLR7Lf/zR9o/IsmUZGE0hmc1E3PY5J11RAFTL2knmvOcMDkoud9E1QqneuDwAGedy2b3mlMER/TOTvz8VRj6bPz4zeTLO7Owiz9u8Rx8sfn4AbF+6kLxsL7y+iMhlRUVWEREREREplIblG3Jd9esASM5J5qvdXxkcUeGERlRgaePJ5LrcBZ3gzR/C7p8Njkoud6371Mh/vGnBEey20nvAXEjnzgRf7d4Rbj91mqTPPivynMHh5ajfoQsAuVmZ7Fi2pMhziogUJxVZRURERESk0IY1G4bFZAFg2q5ppOSkGBtQIfXu0YsJzjvyx66fHoakgwZGJJe7CtVCqdE0EoDM1Dx2rS7Fu1lNJqJHjQSL+1qQ9PEn2E4XvZdsy97X5z/eNP8nnI7SW2gWEVGRVURERERECq16WHWur309ABm2DD7d+amxARVSZEgAtLqHnx3uPrOmvAz44Q7I0y3KYpy/72bdvPAo9rzSW2QMqFWLcrcOAcCVk8PZKa8Xec7IKtWo0bwVAOmJCexf91uR5xQRKS5+Rgcgxctms2Gz+V7j/r/eky++N/FdylvxNspZ8UbKW2Pc2/Be5hycQ54zj+l7pnNznZuJDoo2OqwCu6tdVfr+cR8NTEepYz4JZ3binDscR9+pxbamclb+TXhMIDWalefw1iSy0vLYtvw4TbpWMjSmf8vZ8PsfIPWXOThTUkibN4+yN91ImRYtirResx59ObxlIwAb5syiZuu2mEymIs0plx9da6WwCpIzJpfL5SrGWKSExcXFERcXh8PhYP/+/UyfPp2goCCjwxIRERERH7cweyG/5bp3mbXyb8X1QdcbG1AhTT9gJinxFL/4v0CQKReALVXv4Vj5TgZHJpcrW7qZM78FA2D2dxLTKRNzKd4uFbZuHdGzfwIgp1Iljg17BMyFv4nW5XJxYuFscs8lAVDpmj6UiY71RKgiIheVlZXFkCFDSE1NJTQ09F9fqyKrj0pLSyMsLIzExMSLJoE3stlsLFmyhG7dumG1Wo0OR+SSKG/F2yhnxRspb42TkptCv1/6kWHLwGKy8GPvH6kWWs3osArsUEImPd5ZQ1/TGqb6xwHg8gvEPnQhRDfy+HrKWbkUSz/bw6EtiQBc2b8GTa+tbFgsF8tZl8PB8ZtuJm//fgAqjBtL6IABRVpz3++rWPTemwBUb96KfsOfK9J8cvnRtVYKKy0tjcjIyEsqspbi77/EE6xWq09fQHz9/YlvUt6Kt1HOijdS3pa8KGsUQxsO5d2t7+JwOfhg5wdM6TTF6LAKrF7FcHo1iuWXHe1pbd/H7X5LMdlzsM66G+5fAYFhxbKuclb+zZV9a3FoayK4YNuvJ2jSpQr+gcb+Of+POWu1EjN6NMeGDgUg6e2phPfqhSUkpNBr1W/fid+//5r0pASObNlI2pl4yleuUuj55PKla60UVEHyRQdfiYiIiIiIR9ze4HYiAiMAWHRkEbuTdhscUeE83KUWAC/bb2ePqbb7yeRD8PMjoBsBxQARFYOp08rd5zgnw8aOFScMjujfBV91JWW7dwfAkZRE4vvvF2k+i58fLXr2zR9vmv9TkeYTESkOKrKKiIiIiIhHBFmDuL/J/fnjqZuL78Co4tSwYhhd6kWRh5X7coaRZz1/e+CeObDuPWODk8tW697V+eu8py1LjpGXbTc2oIuo8MzTmPz9AUj+8ivyjhwp0nyNr+mBfxn3eSO7Vy0jM+VcUUMUEfEoFVlFRERERMRjbqx7IxWDKwKw5tQaNsRvMDiiwnmki3sH6wlXBcb6PXrhH5a8CMf+MCgquZyViwmmbpsYAHIz7WxfXrp3s/pXrkzE3Xe5BzYbZya9VqT5AoKCaHJtDwAcNhtbF88raogiIh6lIquIiIiIiHiMv8WfR5o/kj9+a/NbeONZu62qR9Cmhrv1wTfnGnKw3n3uf3DaYcZQyEw0Lji5bLXqVR2T2b2ddevSY+SW8t2skffdh1+FCgBkLF9OxurfijRf8x59MVssAGxdPB9bbk6RYxQR8RQVWUVERERExKN61+hN7XD3TtDtCdtZfny5wREVzl+7WQGeTOiDq1p79yD9FMy8F5wOgyKTy1V4dBD1rnT3Zs3NsrPt1+MGR/TvzMHBVBgxPH98ZuJEXDZboecLjYyiXtsOAOSkp7Fr5bIixygi4ikqsoqIiIiIiEdZzBYebX7hFvupm6fi8MKCZMc6kTSuFAbA9lOZrG0xBULcBS4OLYeVRbv9WaQwWvWqkb+bddvSY+RkFr5oWRJC+/ShTNOmAOQdPMi5b78t0nwt+wzIf7xp3mycXnhtERHfpCKriIiIiIh4XJcqXWgS1QSAg6kHmXfY+/onmkwmHulSK3/81tpUGPQpmM7/GbVyEhxYalB0crkKiypD/bbu3qx5OY5Sv5vVZDYT/dzo/HHCO+9iT04u9HzRNWpRtZG7aJsSf5qDG9UjWURKBxVZRURERETE40wmE0+0eCJ/HLcljjxHnnEBFVL3BjHUigoGYP2RZNbTELq+cP5fXTDzPkgt3QcQie9p2bM65r92sy47Tk5G6d7NWqZJE8Kuvx4AZ3o6CVOnFmm+Vn0H5j/eOPenIs0lIuIpKrKKiIiIiEixaB3TmnYV2wFwKvMUM/bPMDiigjObTTzc+UJv1vdWHID2T0Bd9ynnZCfDjLvA7n0FZPFeoZFlqN8+FgBbjoMtS48ZHNHFRT31JOagIABSfphBzt69hZ6retMWlK9cFYBT+3Zzav8ej8QoIlIUKrKKiIiIiEixeazFY/mPP9r+EVm2LAOjKZx+zSpSKbwMACv2JbDzdDpc/z6Eu4s8nFgPS18yMEK5HLXsWR2zn3s36/blJ8jOKN2FfmuFCpR/8EH3wOnkzPgJuFyuQs1lMplo9bferBvnzvZEiCIiRaIiq4iIiIiIFJuG5RvSvVp3AJJzkvlq91cGR1RwVouZBzvVzB+/v+IgBEXAjV+Axd/95Lr3YNdPxgQol6WyEYE0bF8RAHuugy2LS/9u1og778BapQoAWevXk754SaHnuuLqzgSHlwPgz/VrSYk/7ZEYRUQKS0VWEREREREpVsOaD8NisgAwbdc0UnJSjA2oEG5sVYXIkAAA5u88zcGEDKjUAnpMuPCin4dB4gGDIpTLUYse1bH4uf+s37HiBFlppXs3qzkggOhnn8kfn33tNZw5OYWay89qpXmPvu6By8Wm+T97IkQRkUJTkVVERERERIpVjbAaXF/7egAybBl8uvNTYwMqhECrhfs61ADA5Tq/mxWg1T3Q+Eb347x0+OEOyPO+lgjinULKBdCww/ndrHlONi8+anBEFxdyzTUEtb0KANvJkyRPm1bouZp064lfgPvLj50rlpCdnuaJEEVECkVFVhERERERKXYPNn0Qf7P71vrpe6YTnxlvcEQFd+tV1QgN9APgpy0nOXEuC0wm6PMWRNZzv+jsLpj/tHFBymWnRY9qWKzuP+13rjxJZmquwRH9O5PJRPSoUWBx725P/PAjbGfOFGquMiFladzF3Y7EnpvLtiULPBaniEhBqcgqIiIiIiLFLiY4hiH1hwCQ58zjg20fGBxRwYUE+DG0vXs3qzJvnE0AAQAASURBVN3p4uNVh9z/EBACN38F1mD3eOvXsNn7es+KdwoOC6BRx0oAOGxONi8q/btZA+vWpdzgwQC4srM5+/rrhZ6rRa/+mEzu0saWhXOw55Xulgki4rtUZBURERERkRJxT6N7CLGGAPDTgZ84knrE2IAK4a521Qnyd+/A+27DcRLSz+8ajKoHfd++8ML5I+D0dgMilMtRi+uq4Xd+N+uuVafIOFe6d7MCRD06DEtYGABpv8wha8uWQs0THh1DnSvbAZCVmsKeNSs8FaKISIGoyCoiIiIiIiUiPDCcoQ2HAuBwOXh367vGBlQI5YL9GdKmKgC5diefrTl84R+b3Ait73U/tue4+7PmpBoQpVxugkL9ady5MgAOu3fsZrWEhxP52KP54zPjJ+ByOgs1V6s+A/Ifb5wzu9DziIgUhYqsIiIiIiJSYm5vcDsRgREALDqyiN1Juw2OqODu61gTf4v7T6mv1h4lNdt24R+vGw8Vm7sfnzsMPz3sPilLpJg1714VvwD3Lutdv50kPTnH4IgurtzNNxNQpzYAOTt2kPrzL4WaJ7ZOPSpd0QCA5JPHObxtk8diFBG5VCqyioiIiIhIiQmyBnF/k/vzx1M3TzUwmsKJDg3khlbuXYMZuXa+/P3IhX/0C4Abv4DAcPd471xY916JxyiXnzJl/Wlyfjer0+5i08LSv5vV5OdH9OjR+eOzb7yOIyOzUHO16jMw//HGObOLHJuISEGpyCoiIiIiIiXqxro3UjG4IgBrTq1h/en1BkdUcA92rIXZ5H782ZrDZOXZL/xjuWow4MML4yUvwrF1JRugXJaad6uK9fxu1j1rTpGWlG1wRBcX3LYtIddeA4AjIZGkDz+8yE/8b7VatqFcrPu6cnzXds4cOuCxGEVELoWf0QFI8bLZbNhstou/0Mv89Z588b2J71LeirdRzoo3Ut56BxMmHmz8IC+uexGANze9yRfdv8BkMhkc2aWLDbXSp3Esv2w/zbksG1+vPcJd7apdeEHNazC3ewLL72+B045rxlDs9yyD4Kj/mEc5K55kCYBGnSuyZdFxnA4XG+YdpuMtdTy6RnHkbPmnniJj5Sqw2UiaNo2QAddjrVKlwPM069GX5Z+7i7Qb5sziuoef9FiM4t10rZXCKkjOmFwuNQjyJXFxccTFxeFwONi/fz/Tp08nKCjI6LBERERERP6D0+Xk3fR3Oes8C8CtwbdS31rf4KgK5lQWTNrm3rcS5u/ixeYO/P52r6DJ5aDtgdeIytgDwNmyDVlb62kw6YZCKT5OG5xeEYLLbgKTi5iOmfgFlf4/+yMXLCRixQoAMho24NQddxR4DqfdzpGfv8WZmwMmE9X6DcYaHOLhSEXkcpKVlcWQIUNITU0lNDT0X1+rnaw+5pFHHuGRRx4hLS2NsLAwunfvftEk8EY2m40lS5bQrVs3rFar0eGIXBLlrXgb5ax4I+Wtdwk5EcJTq54CYK3fWp7o8QQWs8XgqApmU+4Wlu5NIDXPRE5ME24636s1X0YbXJ90wZR5lgrpu+gTshNnp5H5/6ycleKw0XqUzQuOgctEaG4tOt9Q12NzF1fOOjt14mifvjgSEwnZtZvO5SIIantVgedZZ8ti/f+xd9/hUZTbA8e/u5tNL6RBEkgIvfcmRar0jiKKjSIqYruW67VcverFhu2HhKsUEUWqUgQUCIgovfdASCCQEEjvdbM7vz8WlgQS2IQkk03O53l8nNl5Z/YsnCybs++cd80KUBS88rO4d/yD5RajsF3yXivKKj093eqxUmSt5vR6fbV+A6nur09UT5K3wtZIzgpbJHlrG+4Lvo+2YW05nnCc82nn2RKzhVGNRqkdVqk8N6ApW88kADBvZxQTutbHTldopqpnPRi/CBaPBMWEbufn6IK7Q+P7ilxHclaUp44D63NqRyx52QWc2x9Pl2ENqFW7fO9wLPecrVWL2q+8wpU33gAgadanuK9Zg8audGWLTkNHcmjDaowGA6f+DKXng4/g4OxSfnEKmybvtaK0SpMvcp+KEEIIIYQQQhUajYaXOr5k2Q85EkK+MV+9gMqgfWAtejX2AeBiUjYbT1y5dVBwLxjwzrUdBX6ZBmkxlRekqHEcnPW0v8/c01QxKRz8LUrdgKzkMXoUjm3aAJB3LoKUFStKfQ1nj1q06m1eSCs/J4fj2zaXa4xCCFESKbIKIYQQQgghVNPFrws9AnoAEJsVy6rwVSpHVHrP9mtk2Z67PRKTqZj+lz1ehKZDzds5ybBqEhTYVkFZ2Ja2/QJxcDHPAg3fd5WUq1kqR3RnGq2WOm++YdlPmP01BSkppb5OpxFjLNuHf1uHsUAWOxJCVDwpsgohhBBCCCFU9ULHFyzb847PI9uQrWI0pde9oTcdgmoBcDYugz/OxN86SKuFsf+DWkHm/ZgDEPrOreOEKCf2TnZ0GGjON0WBAxuj1A3ISs4dOuA+aiQAprQ0EueElPoaXgH1aNS5GwCZyUmc3bOzXGMUQojiSJFVCCGEEEIIoapW3q0YVH8QAMm5yfx4+keVIyodjUbDjL6NLftztkegKMXMZnXyhAd/AJ29eX/f/9CEraukKEVN1KZvPRxdzf0Ezx2MI/lK1Z/NClD7lVfQODkBkLJ8Obnh4aW+RufhYy3bBzesKf5nUgghypEUWYUQQgghhBCqe67Dc+g0OgC+P/U9qbmp6gZUSv2b16a5nxsAR6NT2XM+qfiBAR1gyMeWXd2GF3HJLaaPqxDlwN7Rjg6Drs2eVuDAxgvqBmQlfZ06+Dz9lHnHaCTuo49KXSSt26IVfo2aAJAQdZ5LJ4+Vd5hCCFGEFFmFEEIIIYQQqmvg0YAxjccAkGnIZOHJheoGVEparYbpfYv2Zi1R5ynQ5kEANPmZdLkwB2ysRYKwHW361MPJzTybNeJQPEmXM1WOyDpekyahr1sXgOw9e8n8449Sna/RaOg8cpxl/+CGNeUanxBC3EyKrEIIIYQQQogq4Zl2z2CvNd9KvzRsKVezrqocUemMaBtAsLczADsjEjkanVr8QI0GRnwJvs0B8MiNRnvkh0qKUtQ0egcdHQfXN+8ocGCDbcxm1To6Uvuf/7Tsx338Cab80i0W16RrD9x96wAQdfQQiZeiyjNEIYQoQoqsQgghhBBCiCrBz8WPiS0mApBvyuebY9+oHFHp6LQanulzYzZryPaIkgc7uMK4+ZZdzZkNFRmaqOFa9a6Ls7v5C4zIIwkkxmSoHJF13AYNxLlrVwAM0dEkL15cqvO1Oh2dho2y7B/cuLY8wxNCiCKkyCqEEEIIIYSoMqa2noqr3hWAtRFriUqLUjegUhrbsS5+7o4AhJ6O4+zV2xSz/Nui+DQFQBO9DzLjKyNEUQPp7QvNZgX2r7eN2awajYY6b74BWnPpIul/32CIL93PSet+A3FwcQEg7O8/yUxJLu8whRACkCKrEEIIIYQQogqp5ViLSa0mAWBUjMw5OkfdgErJwU7HtN4NLfv/+/M2s1kBU9PhAGhQ4MzGCo1N1Gyt7g3AxcM8m/XCsUQSLtnGbFbH5s2p9eB4AEzZ2SR8+VWpzrd3cqbdfUPN5xsLOLJpfXmHKIQQgBRZhRBCCCGEEFXMYy0fw8vRC4DNUZs5nXRa5YhK5+GugXg6mxca+vVYLJeSSl7USmk27MaOtAwQFcjOXkenocGW/f020psVwPeFF9C6uwOQtmYNOSdOlOr8DkNGotXZAXA89Hfyc3PKPUYhhJAiqxBCCCGEEKJKcdY781Tbpyz7sw/PVjGa0nO2t2NKzwYAmBT45q/IEscq/u3J1psLypzfAblplRGiqKFa9gzA1dMBgKjjicRFpasckXXsvLzwfW6GZT/uvzNRFMXq8129vGnRqw8AuVmZnNy+tdxjFEIIKbIKIYQQQgghqpzxTccT4BIAwK7YXey/sl/liErn8R7BuDqYZ879fDCGq2m5xQ/UaLhaq5N522SAc6GVFKGoiXR6bdHZrDbSmxXA8+GHsW9obsWRc+wY6RtKN/O704ixlu3Dv63FZDSWa3xCCCFFViGEEEIIIUSVY6+zZ0aHGzPX/u/w/5Vq5praPJz0PNbdvNBQvtHEgr/Plzj2ikenGzth0i9SVKwWPfxx9TLPZr10Komr521j9rRGr6fOG29Y9uNnfYYpK8vq832Dgglu1xGAtPg4zu3fU+4xCiFqNimyCiGEEEIIIaqk4Q2G07hWYwCOJx5ne/R2lSMqnSk9G+BgZ/6V66d9l0jJyi92XJJrMxSnay0DIraCoYRZr0KUA52dli7DGlj2bak3q+u9vXDt2xeAgvh4EhcsKNX5nUeMs2wf3LDapr64EUJUfVJkFUIIIYQQQlRJOq2O5zs8b9mffXg2RpPt3OLr6+bAQ10CAcgxGFm0O6rYcYpGh9JksHknPxPO/1k5AYoaq1l3P9x9HAGIPp1MbESqugGVQu3X/wl688JyyQu/Iz/mstXnBrVph29QMABXI8K5fNa2FtUTQlRtUmQVQgghhBBCVFn9AvvR1rctAJFpkWy8sFHliEpnWu+G2Gk1AHy/6wKZeQXFjjM1G35j54y0DBAVS6fT0nlYsGXflnqzOjRogNdjjwGg5OcTP2uW1edqNBo6jyw0m3X9mnKPTwhRc0mRVQghhBBCCFFlaTQaXur4kmU/5EgI+cbib7uviup5OjOmQ10A0nML+GnvxWLHKQ37gt7FvHP2dzAWX4wVorw06+aHu68TAJfPpnA5PEXliKzn8+x0dN7eAGRs3kzW3n1Wn9usx724epnPjTy0j+RY62fCCiHE7UiRVQghhBBCCFGldfHrQo+AHgDEZsWyKnyVyhGVzvS+jdCYJ7My/+8L5BqKaXlg5whN7jNvZyfBJVmUR1QsrU5L1+HBlv396y/YTI9SnasrtV/+h2U/7qOPUAqs+2JCZ6en49BR5h1F4fBvaysgQiFETVRliqwpKSm8++67rFkj0/WFEEIIIYQQRb3Q8QXL9rzj88g2ZKsYTek08nVlWGt/ABIz81h1MLr4gc1H3tg+s6ESIhM1XZMudahVxxmA2HOpXD5rO7NZPcaOxbFVKwDyzp4l9eefrT63zYDB6B3Ns3hP/bmN7PS0ColRCFGzqF5kTUpK4q233iI4OJj333+ftDR5cxNCCCGEEEIU1cq7FYPqDwIgOTeZH0//qHJEpTO9byPL9jc7zmMwmm4d1HQQaM0L+nBmI9jIrEJhu7Q6LV1sdDarRqulzltvWvYTvvo/jFbWExxdXGk7wPx+UmDI5+hm2+r1LISomlQrsiYkJPD6668THBzMhx9+SHp6ulqhCCGEEEIIIWzAcx2eQ6fRAfD9qe9JzU1VN6BSaF3Xg77NfAG4nJrDr0djbx3k6AENepu306LhytHKC1DUWI0718HTzzyb9UpkGjFhtjOb1bljR9yHmxeNM6amkhASYvW5HYeORqM1l0SObt6AIT+vQmIUQtQcZS6yGgwG/vrrL77++mv+85//8MEHH7BkyRJiY4v5sFBIYmIir776KsHBwXz66adkZmYWOe7u7l7WkIQQQgghhBDVWAOPBoxpPAaATEMmC08uVDegUprRr7Fle+6fEZhMxcwYbDHixnaYtAwQFU+r1dBlRAPL/r71521mNitA7VdfQePoCEDKT0vJi4iw6jx339o0634vADkZ6YT9tb3CYhRC1AxlKrLOmTOHunXr0qdPH1544QXee+893nnnHR577DECAwOZNGnSLbf9GwwGZs6cScOGDfn888/Jzr7RQ0mj0TBmzBgOHTrEuHHj7u4VCSGEEEIIIaqtZ9o9g73WHoClYUu5mnVV5Yis1yXYi67BXgBEJmSx5XQxsTcbDlxbJUv6sopK0rhjbbwCXACIu5DOpVPJKkdkPb2/P97TnjTvGI3EffSx1UXiziPGWrYPbliDYiqmjYcQQlip1EXWJ598kueff56EhIRij5tMJhYvXkzfvn0ts1TPnz9P9+7defvtt8nIyLjx5Fot48eP59ixY6xZs4aOHTuW8WUIIYQQQgghagI/Fz8mtpgIQL4pn2+OfaNyRKUzo/+N2axztkfcWgxyqwOBXc3bCWcg0bpZeULcDY1WQ9dCs1n329hsVu8pU7ALMC8ul7VrF5l//mnVeXUaNiawZRsAUq5cJvLwgYoKUQhRA5SqyPrjjz+ycKF1t+QcPXqUd999l0uXLtG3b18OHTpkOabT6XjkkUc4efIkK1eupE2bNqWLWgghhBBCCFFjTW09FVe9KwBrI9YSlRalbkCl0LuJD63rmluknbyczs6IpFsHNS/UMuDM+kqKTNR0Ddv74l3P/HMVfzGDiyeKyc0qSuvkRJ3XXrPsx338MUp+vlXndh55427ag+tXl3tsQoiao1RF1pkzZxbZnzhxIps2bSIiIoLTp0/z008/0alTJ8vxefPm8fTTTxMdHW157P777+fUqVMsWbKEFi1a3GX41c+xY8f44YcfmD9/Plu3bqWgoEDtkIQQQgghhKhSajnWYlKrSQAYFSNzjs5RN6BS0Gg0zOh7Yzbr//66cOsg6csqVHDzbFZb683qNmQITp3N9QjDxUsk/7jEqvMatO+EV0A9AC6fOcWViLMVFqMQonqzush69OhRzp698WYza9YsfvrpJwYPHkyjRo1o0aIFEydOZM+ePQwZMgSAzMxMNm3aBJgXtFqzZg0///wzzZo1K+eXYfuOHz9Op06dmDZtGn/99Re7d+/mscceo2HDhvzxxx9qhyeEEEIIIUSV8ljLx/ByNPc33Ry1mVNJp1SOyHqDW/nRyNfc//JAVAqR6TcN8GoIdVqbty8fhPTbLy4sRHlp0M4Hn0DzbNbE6EwuHEtUOSLraTQa/N58EzTmnsaJc+dSkHjn+DVaLZ2K9GZdW1EhCiGqOauLrAcO3OhN0rx5c1555ZVix+n1er755ht0Ol2Rx1evXs2YMWPKFmUNYG9vz/Lly9m/fz8LFixg0aJFnDt3DhcXFyZMmEC+lbc6CCGEEEIIURM46515qu1Tlv3Zh2erGE3paLUapheazbr1cjG/lhVpGbCxEqISwlyo7DayoWV//4YLKCbbmc3q2LIltR54AABTVhbxX31l1Xkt7+2Hs0ctAM7t3UVavO0sqCeEqDqsLrJGRkZatkeOHInm2rdDxalfvz7t27e37Pfq1YsBAwaULcIaonnz5jRp0qTIY66urgwaNIjExESuXLmiUmRCCCGEEEJUTeObjifAJQCA3bG72X9lv8oRWW90+wDq1nIC4HSqllOxN01nLdIyQPqyispTv403teu7AZAUk8n5o8Uvel1V+b70IlpX82zctF9Wk3PyzrPc7ezt6TDY/DOnKCYO/bauQmMUQlRPVhdZ09LSLNsNGjS4zchbx/Tt27d0UZWzy5cvExUVxeXLl8t0flpaGgkJCZXej8ZkMrFv3z6CgoKoV69epT63EEIIIYQQVZ29zp4ZHWZY9v/v8P/ZTA9JvU7L031uzBj8aX900QF1WkOt+ubtqJ2QnVyJ0YmaTKPR0NWGZ7PaeXvjM+Pa+4KiEPfhh1a9L7QbNAw7ewcATv4RSm5mZkWGKYSohuysHZibm2vZdnJyuuN4FxcXy3ZlFwh3797Nrl272LVrF7t37yYhwfzNW6NGjYiIiLDqGhkZGXzwwQcsWbLEMovU2dmZkSNH8t///pfGjRsXe978+fOLFKRLUq9ePR566KFbHt+2bRtHjhwhNTWVTZs24ejoyIYNG25pvyCEEEIIIYSA4Q2Gs+jkIiJSIzieeJzt0dvpH9Rf7bCs8kCneny66SyZeQVsOH6Ff49shbuj3nxQo4EWI2HPHFCMEL4Z2j+sbsCixghq5UWdBu7EXUgnOTaLiMPxNOlcR+2wrOb1yERSV6wgPyqKnMOHSf/tNzyGD7/tOU5u7rTqex/HtmzEkJfLsa2/023M+EqKWAhRHVhdZL2bb4QdHBzKfG5Z9O/fn7y8PMu+o6NjkSLxncTHx9OrVy/OnTsHmAvGjo6OJCUlsWLFCtavX8+WLVvo2bPnLefOnDmTixcv3vE5evbsWWyRNSMjg6tXrxIfH8+VK1eoX79+qWIXQgghhBCiJtFpdTzf4Xle3P4iYO7N2qdeH3Taqj9JwdnejtHt/PlpfzQ5BhPrjsby2D31bwxoPsJcZAU4s0GKrKLSXO/N+uvsowAc2HCBRh1ro9WW3DawKtHY21PnjX8R/fQzAMTP+gy3/v3R3mHCWKfhozkW+hsoCkc2rafziDHo7PSVEbIQohqwushqS3r27EmnTp3o0aMHPXv25N///jfffvut1ec/+uijnDt3DldXV+bPn8+DDz6IVqvlyJEjTJw4kTNnzjB27FjOnTuHh4dHkXOfeuopkpPvfCtPSS0XxowZY1kgLDs7m8GDB3PfffcRHh5OnTq2882hEEIIIYQQlaVfYD/a+rbleMJxItMi2XhhI6MajVI7LKtM6FzP0ipg6b5LPNot6Mb6F4FdwcUXshIgYhvkZ4O9s4rRipqkXgtP/Bt5cCUyjZSr2UQcjKNpVz+1w7Kaa58+uPS+l6y//qbg6lWSFizE9/nnbnuOp18ATbp059z+3WSlJHNm11+06iPrywghrFMti6zbtm0r87nbt28nNDQUgDlz5hSZbdqhQwc2bNhAq1atSEhI4IsvvuC9994rcv6bb75Z5ue+mbOzMy+++CLjx49n8+bNPP744+V2bSGEEEIIIaoLjUbDSx1fYsrmKQCEHAlhSPAQ7HX2Kkd2Zy383ajvqnAxU0PYlXSOxaTRPrCW+aBWB82GweHFUJADkdvMLQSEqATm3qwNWPfVUQAObIyicafa6gZVSnX+9S/O794DBQUkLVhArfvHoQ8IuO05nUaM5dz+3QAcXL+alr3733bhbyGEuK5MRdbVq1ffsbfpkSNHSjX+uvvvv58OHTqUJaxysXTpUgDq1q3Lo48+esvxRo0aMX78eJYsWcJPP/10S5G1vNlK434hhBBCCCHU1MWvCz0CerA7djexWbGsCl/FIy0eUTssq/SoY+Jiprm9wbJ9l24UWcFcVD282LwdtkGKrKJS1W3mSUCTWsSeSyU1LptzB+Jo2MlH7bCs5tCwIV6PPELy4sUoeXnEf/YZdb/44rbn1G3WAv+mzbkSfobE6ItcPHaY4PadKiliIYQtK1ORdf369axfv75Cxjdu3FjVIuuOHTsAGDBgQImLTQ0dOpQlS5YQGRlJTExMuSzsdfjwYdq3b49Wq7U8ZjAYmDt3Ls7OzgwcOPCun0MIIYQQQojq7IWOL7A71jwDbd7xeYxtPBZnfdW/vb6Dt8KvMTqy8oz8eiyWt0e0wO36AlgNeoODO+SlQ/jvYDSATnpEispxfTbr2i/Mk6j2b4wiuL23ylGVjs+MZ0n79VeMKSmk//Y7nhMn4ty5823P6TJiHL9+8SEABzaskSKrEMIq1bJdQFnl5uYSGRkJQKtWrUoc17JlS8v2qVOnyqXIunbtWh5//HF69OhBUFAQiYmJrF27lszMTFauXIm/v/9tz8/Lyyuy2Fd6ejpgLtQaDIa7jq+quf6aquNrE9WX5K2wNZKzwhZJ3tZsTd2bMjBoIKGXQknOTWblmZU80rxqz2Y1GAw46GBkmzosPxhLjsHI6kPRTOwaeG2EFl3j+9CeWg25aRRE7kBp0EfVmEXNUruBKwFNPYgNTyM9IYcze2MBG3qfdXLC6/nnSXj/fQCuzpxJvWXL0JQwqQogqH1HPGr7kRZ/lUsnjhIbEY5v/eLXVRG2QT4fiLIqTc5YXWR1dna+ZZGnimBvr17fpMTEREwmEwABt+nTUvhYXFxcuTz3+++/zzPPPMPmzZuJjIzEy8uLzz//nCFDhuDi4nLH8z/66KNiWxds2bIFZ+eq/+19WV3vnyuELZG8FbZGclbYIsnbmquZsRmhmP/+5x2Zh2ukK3pN1Z/5GZR/ieu/ns3bdhqPhBNcbwMZkBVAl2vjoreEcDwwS5UYRc1l8NQB5t8r96yLwK+3jb3POjkS5O+P45Ur5IWdYdcHH5DetettT9EHNYT4qwBsmD+XOj36VUakooLZVN6KKiE7O9vqsVYXWefOncvcuXPLFJCtyMq68WHFycmpxHGFi5aZmZnl9vwBAQFMnjy5TOe+8cYbvPzyy5b99PR0AgMDGTRoEO7u7uUVYpVhMBgIDQ1l4MCB6PVV/0OzECB5K2yP5KywRZK3AuDUX6fYHrOdDCUDQ1MDo5uMVjukEl3P2UljBrIp+RDHY9K5nK0hsF1P2ta7NsklvzfKF/PRGPMIzj1FvaFDQKO9/YWFKGe/pZ0g5kwqxhwt2Zf1jJnS16beZ3Pq+HF5inlxvLrbt9P9lVfQubmVON7Qvz+LXjpObmYmWdEXuLfb67h5204/WlGUfD4QZXX9TnFrSLuAQgr3Q70+o7U4hY+V1Le1sjk4OODg4HDL43q9vlq/gVT31yeqJ8lbYWskZ4Utkryt2Z5u9zTbY7YDsDhsMQ80fwC9tmrng16v55Fu9TkecwKAVYdj6dTgWkFH7wmN+kH4JjSZcejjjkNgl9tcTYjy121UI2LOHAIgPcIerUZnU++z+h7dSR8yhIxNmzAmp5A2fwF1Xv9nyeP1etoPGs7e1SswGY2c2Po7fR6dUokRi4ognw9EaZUmX+Trz0LcCn2LdbsZqoWPubq6VmhMQgghhBBCiNJp5dOKngE9AbiceZnfzv+mckTWGdE2AFcH8zyYX4/FkpFbqA9c8xE3ts9YvwixEOXFr6EHQa3Mi14Zc7Wc3Vs+rfMqU+1XX0VzbXJS8o8/knf+wm3Htx88Ap2d+Wfy+NZN5JXitmEhRM0jRdZCfH19cXR0BCA6OrrEcZcuXbJsBwUFVXhcQgghhBBCiNJ5qu1Tlu0FJxZgNBlVjMY6Lg52jOlgXv8hO9/IuqOxNw42G3qjRUDYBlAUFSIUNV3XkTcWfzq+LQbFxvLQvl5dvKdem41aUED8J5/cdrxLLU9a3NsfgPycbE5u31LRIQohbJi0CyhEp9PRokULjhw5wuHDh0scd+iQ+RYJjUZDq1atKiu8MjEYDNVy9TxZGVDYIslbYWskZ4UtkrwV17XxakPH2h05HH+YqPQoNp3fxKD6g9QO6xY35+z4jgEs2Wue1PHT3os82NEfjUYD9h7oAu9Be2k3JEdiuHISfJurFreombzqOuHfxJ0r59JJT8zlyvkUfINK7mtaFbk/8QSpv6ymIC6OzB07SP3jD1zuvbfE8e2GjLAUVw9tXEer/oMts1uF7ZDPB6KsSpMzVr8zXLp0ieTkZMA8e9PLy6v0kZVg7dq1HD16FIAxY8bQvn37crt2aQ0ePJgjR47wxx9/kJGRUaSFwHVr1qwBoGvXruX651AeQkJCCAkJwWg0f1O/ZcuWIgt1VTeyMqCwRZK3wtZIzgpbJHkrANoa2nIY8+SJr/Z8heGkwVywrIIK52yQi45LWRrCrmbw7arfCbrWoayhsQFt2A1AxPovCferugt6ieorx0EPmO8ADf15H7Wa56sbUBm49e+H/7LlAFx89z9E/eMluM16K84BgWTHRpORlMDP8+biFty4kiIV5U0+H4jSyi5FmxCri6zvvPMOixcvBmDRokVMmjSpxLH/+9//2LFjBwDTp0+nT58+t7322rVrLdcODg5Wtcj6xBNPMGvWLDIyMvjvf//LJzfdPhAaGsq2bdsAmDp1qhoh3taMGTOYMWMG6enpeHh4MGjQINzd3dUOq9zJyoDCFkneClsjOStskeStKExRFA5uOcjJpJNcNV3FtZ0rferd/neTylZczmbVieHNtacBiLavzzPDrt09l9YG5vwEQHPlHI2HDVMlZlGzZaRks+zUQVA0aNI9GDq0c5X98qIkytChXD5zltwjR7BPSKBHaiq1HnusxPExwUGs/vDfAJhiLzJ0+vM295prOvl8IMoqPT3d6rEVMsd93759rFixAoAhQ4bcscha3hITE4ssTpWRkQFAQUEBUVFRlsft7OyoV69ekXObN2/O9OnTmTNnDp9++inp6elMnjwZFxcXQkNDefvttwFo3749U6ZU/ZUFq/vKedX99YnqSfJW2BrJWWGLJG/FdU+1fYoXtr8AwHenv2NA8IAqWRwpnLOjOwTy4e/hZOYVsOHEVf49shVujnrwaQj+7eHKUTRXj6PPugK1ZI0IUbncPJ1x8DKSl2RHRlIuqVdyqV3f9ib2+L31FlHjx4OikPy/b/AcMwa7Eu5UDW7bntoNGhF/IZKEqPPEnTtDYKu2lRyxKA/y+UCUVmnypVoufPXqq6/SoEEDy39Lly4F4OLFi0Ue79WrV7Hnf/nll4wfPx6Ab775hm7dutG6dWv+8Y9/kJWVRatWrdiwYQO629xOIIQQQgghhFBfn8A+NPVsCsCJxBPsubJH5YjuzMXBjtHtbyyA9euxQgtgtRhxYztsQyVHJoSZk3+BZTviULyKkZSdU+tWeIwbC4ApI4OE/5td4liNRkPnkeMs+wc3rKnw+IQQtqdaFll9fHyoX7/+Hf+7eRbrdXZ2dqxcuZL169czYcIE2rVrR4sWLRg8eDBz587l0KFD1K1bt5JflRBCCCGEEKK0tBot09pMs+zPPz5fxWisN7HbjRmqS/ddurGKe/ORNwadkSKrUIdTnQI016oJEYfib+Snjan90ktoXVwASF25ktywsBLHNu3WEzcfXwDOHz5AUkx0pcQohLAd1bLI+tlnnxEVFXXH/3bu3Hnb64wYMYLly5dz9OhRTp8+zaZNm5g+fToODg6V9EqEEEIIIYQQd2tg/YEEuwcDcDDuIIfiDqkbkBVaBXjQrp4HAKdi0zlxOc18wLcZeF9bdOfSHshKVClCUZPp7BUCmtYCICMpl4RLGeoGVEZ2vr74PDvdvKMoxH34UYkFY52dHZ2G3Vhs7tBGmc0qhCiqQnqyiqrDYDBgMBjUDqPcXX9N1fG1iepL8lbYGslZYYskb0VJJreczLt73wXg22PfEtIvROWIzG6Xsw92qsuxGHNx9ae9UbQYbV4AS9t0GLo9s0ExUXB6PUr7RysvYFHjXc/V4LZeXD6TCsDZ/VfxDHBSMaqyc3voIVJWrMRw6RLZBw6Q+ttvuA4aVOzYZr36sXvVUvJzsjn11x90HfcQLrU8KzliURby+UCUVWlyRoqs1UxISAghISEYjUYAtmzZgrOzs8pRVZzQ0FC1QxCi1CRvha2RnBW2SPJW3EKBWtpapJpS2XNlD/N/nU9du6rTAqy4nNUbwUGnI8+oYc3hGDpqL+KoA88sT3pfG5P49yL2xRa/WI8QFel80jHQuIKi4dTuSyTpw6iCa8pZxaVfX+ou/gGA6P/+l6icHJQSFrtxDm5MfthxTAUFrP7f13i361yJkYq7JZ8PRGllZ2dbPVaKrNXMjBkzmDFjBunp6Xh4eDBo0CDc3W1vpcc7MRgMhIaGMnDgQFkZUNgMyVthayRnhS2SvBW3k3cujw8PfAjAmVpnmNZ72h3OqHh3ytkjymmWHYgh36Qhz68N47oEgmJCmf0tmsyr1MkKY9iAe8HBTYXoRU10PWeHDB9I6OUzxJxJxZijpUvre6ld3zbzUBk6lNhzEeTs3o0+JZVuV+PwevqpYsdmdOvK4pefwWQ0knPxHAP/8U/0jo6VHLEoLfl8IMoqPT3d6rFSZK3m9Hp9tX4Dqe6vT1RPkrfC1kjOClskeSuKM67ZOBacXEB8TjzbY7YTlRlFE88maocFlJyzj9wTzLIDMQCsPHSZx3s0NB9oMQIOLEBjzEcf9Se0HnfLuUJUJL1eT5MufsRcaxkQdSyZuo1td1a1/5tvcH70GDAaSVm4EK8H7kfv53fLOC8/f5r16E3Y39vJzcwkfPdftB88vPIDFmUinw9EaZUmX6rlwldCCCGEEEIIcTMHnQNPtHrCsj//xHwVo7FO67oetL22ANbJy+mcuNajleYjbgw6s0GFyISAhu180WjNPQIiD8WXuGiULXBo3BjPiRMBUHJyiP/s8xLHdh4x1rJ9aONaTCZjhccnhKj6pMgqhBBCCCGEqDEeaPoAng7mhWo2R23mYvpFlSO6s4ldgyzbS/dfize4FzjWMm+Hb4GCvMoPTNR4jq56Apubf54yknOJj8pQOaK74/vcDHS1agGQvmED2YcPFzuudnBDgtq0ByA17gqRB/ZVUoRCiKpMiqxCCCGEEEKIGsNZ78zjrR4HwKSYWHhiocoR3dnIdgG42OsAWHc0lsy8AtDpodlQ84D8DLjwl4oRipqsUafalu2Iw/EqRnL3dB4e+L74gmU/buaHKCZTsWO7FJrNenDDmgqPTQhR9ZWpJ+vq1auJiIgo8fiRI0esHnvzeFG+DAYDBoNB7TDK3fXXVB1fm6i+JG+FrZGcFbZI8lZYY1zDcSw8sZBMQybrI9cztdVUAlwCVInFmpy118LIdv4sPxBDdr6RNYeieahLPTRNhmJ3bBkAplNrMQb3rYyQRQ13c84GtqqFRqtBMSlEHIqjy8ggNBqNmiHeFZcxY7Bfuoz8c+fIPXWK5J9/wX3smFvGBbRsg3e9IJJiLhEbHsalUyfwb9q88gMWVpHPB6KsSpMzGsXKpimTJk1i8eLFZQ7KWosWLWLSpEkV/jzVVUhICCEhIRiNRsLDw1m6dCnOzs5qhyWEEEIIIUSVsjVnK3/m/QlAN/tujHQeqW5AdxCTBbOOm+fI1HNReK2tEZ0pjyHHZ2Cn5JNn58am1l+DRm5WFJUv4YATeYnm/KzdPQv7WsXP/rQVThERBM5fAECBqytRr72KydHxlnHp58OJ37sDAJfAYPzvHVipcQohKl52djYTJ04kLS0Nd3f3244t00xWUXXNmDGDGTNmkJ6ejoeHB4MGDbpjEtgig8FAaGgoAwcOlJUBhc2QvBW2RnJW2CLJW2GtHnk92LduHzkFORwpOML7/d7H18m30uMoTc5uStrLicvpxGRpCGrXi9Z13dHmroWzG3EoyGB4G2+UoO6VE7iosYrL2TOeV/lr6TkA/Jyacs+whmqGWC6uXLhA1tZt2GVm0jnqIj4v/+OWMQWGgSw+c5ys1BSyYi7So2MHavn5qxCtuBP5fCDKKj093eqxVhdZnZ2d8fDwKFNApWFvb1/hz1GT6PX6av0GUt1fn6ieJG+FrZGcFbZI8lbcia/elwnNJvD9qe/JN+Wz9OxSXu3yqmrxWJOzE7vV543VJwBYeTiWDsHe0HIUnN0IgN25TdCod4XHKgQUzdkmnfzYuTwCk0nh/NFEeo1vatMtAwD8Xn+d83/9jZKfT+qSJXhPeBD74OAiY/R6PR2GjmLnssWgKBwP3ciAKdPVCVhYRT4fiNIqTb5YfS/J3LlzSU1NrfD/Jk6cWKYXLYQQQgghhBCl8USrJ7DXmid5rAxfSUpuisoR3V7hBbB+PXrZvABW08GgvTZ35sx6sK4bnBDlytFFT70WngBkJucRF2X9zK+qyj4wEK/Jk807BgNxn84qdly7+4aidzC3Eji5fSs5Gbb/2oUQZSMNe4QQQgghhBA1ko+TD+OajAMgpyCHJWFLVI7o9lwd7BjdoS4AWflGfj0aC06eENzLPCD1Elw9oWKEoiZr1LG2ZTvyULyKkZQfn6emYedrbiOS+ccfZO7cdcsYR1dXWvc392ItyM/j2JbfKjVGIUTVIUVWIYQQQgghRI01pfUU7DTmmaDLwpaRkZ+hckS3N7FrkGV72f5L5o3mI24MOLOhkiMSwqxhe1+0WnOLgIjD8Vi5xnaVpnVxofarr1j24z7+CKWYlcY7DRuN5tqic0c2b6AgP7/SYhRCVB1SZBVCCCGEEELUWP6u/oxqPAqADEMGy88sVzmi22td14M2dc1rZZy4nMaJmDRoPvzGgDApsgp1VMeWAQDuI0fi2K4tAPkRkaQsX3HLGI/afjS5pycA2WmphO38szJDFEJUEVJkFUIIIYQQQtRoU1tPRXttFtoPp38g25CtckS3N7HbjdmsS/dfAvcAqNvZ/ED8KUiKVCkyUdM17nSjZUBENWkZoNFq8XvzTct+wtdfU5Bya//mziPGWLYPbliDYjJVRnhCiCqkUousiqJw5coVoqKiyM6u2h9chBBCCCGEEDVDkHsQQ4KHAJCal8qq8FUqR3R7xS6A1WLkjQHSMkCopEG7Gy0DIg/Fo5hsv2UAgFO7dniMHg2AKT2dxK+/vmWMf+Nm1G3eCoDky9FcOHqoUmMUQqjP7m4vkJmZidFoxN3dHY1GU+yY8PBwZs6cya+//kpqaqrl8Xbt2jFlyhSeffZZ7OzuOhRRDIPBgKGYnjG27vprqo6vTVRfkrfC1kjOClskeSvKanKLyfx2wbxgzfenvuf+RvfjoHOo8OctS846aGFEW39WHIwhK9/I2sPRTGgyBP3WdwEwnV6PseuzFRKvELfLWZ091G1ei+jTKWSm5HE5Ipk6DdwrO8QK4fnC86Rv2YKSk0PK8hW43n8/Dk2bFhnTYegoLp85BcD+X38hsE17FSIVxZHPB6KsSpMzGqUM3ahPnjzJzJkz2bx5MynXpsm7ubnRt29fXn/9dXr27GkZu3r1ah599FFycnJKvF737t3ZtGkT7u7V481XTSEhIYSEhGA0GgkPD2fp0qU4OzurHZYQQgghhBBV3tKspZw2nAZgpNNIujl0UzmikkVnwmcnzBNVAl0UXm1rpF/YG7jnXgZgU+vZ5OlrqRihqKmyYuxIOeEEgGtwPrVa5KkcUfnx3L4d302bAchu1JCYadOg0GQzRVG4tGEVhow0AOoNGYOjl68qsQohykd2djYTJ04kLS3tjnXLUhdZlyxZwuTJkykoKCj+ghoN8+fPZ+rUqRw9epRu3bqRb8XKekOGDOH3338vTSjiNtLT0/Hw8CAxMbFaFq8NBgOhoaEMHDgQvV6vdjhCWEXyVtgayVlhiyRvxd04nXyaRzc9CoC/iz9rR65Fr63YPLqbnB37v72cjDUvLrR2+j20CQ9Bt+tzAIxDZmHqNLnc4xXiTjmbl23gxzf3YTIquHg6MPE/XdBoi7/r1daY8vK4NGYsBTExAPh99SWuAwYUGXNi22a2L/oGgKbd72XIjJcrPU5xK/l8IMoqPT0dHx8fq4qspbpH/8CBA0yaNAmj0VjiGEVRePbZZ+nfvz+vvvqqpcDq7u7OsGHDaNy4Mfn5+Rw5coRt27ZhutYMetOmTaxZs4axY8eWJiRxB3q9vlq/gVT31yeqJ8lbYWskZ4UtkrwVZdGuTjt61e3Fzss7uZJ1hS3RWxjTeEylPHdZcnZit/q8ueYEACsPx9K+2yi4VmTVnfsd3T1PlXucQlxXUs7qPfQEtvDi4skkslLySL6cg19DDxUirAB6PX7/ep2Y554HIOmzz/Ho1w+tw43WIm36D2Tvz0vJyUjn3L5d9HlkMu6+tUu6oqhk8vlAlFZp8qVUC1+98sorRQqsPXv25OOPP2bevHm8/fbbNGrUCID8/Hw++OADtm3bZhkXGRnJsmXL+OCDD/jkk0/YsmUL+/bto3btG28233zzTWnCEUIIIYQQQohy9VTbG4XJBScWYDSVPMFEbaPa31gAa92Ry2R5tQKPIPPBC39BTqp6wYkarVHHG7/nRxyKVzGS8uc6YADO3e8BwBATQ/L3i4sc19s70H7wCAAUk4nDv6+r9BiFEOqwush6/vx5/v77b8v+O++8w86dO3n99deZNm0aH3zwAadOnWLgwIEALF5sfqNxcnJi5cqV+Pj43HLNzp07ExISYtnfvn07eXnVp1+LEEIIIYQQwrZ0qN2BLn5dALiYfpEtF7eoHFHJXB3sGNW+LgBZ+UZ+PX4Fmg83HzQVwLmqG7uo3hq080GrM7cIiDwcj2Iq9VIwVZZGo6HOG2+A1lxOSfz2WwxxRQvJ7QcPx05vD8DxbVvIzcqs9DiFEJXP6iLrzp07LduNGzfm3XffvWWMg4MD3377LRqNxtIGYOjQoQQEBJR43bFjx1oKsAaDgZMnT1odvBBCCCGEEEKUt8KzWecdn4dJMakYze1N7Bpk2V62/xK0GHHjYNh6FSISAhxdzC0DADJT8oiLSlc5ovLl2LQpng89BICSnU3CF18UOe7s7kHLPv0BMOTmcGLb5kqPUQhR+awusoaFhVm2R4wYgVZb/KkNGjSgbdu2lv3OnTvf9ro6nY727dtb9q9cuWJtSEIIIYQQQghR7rr5daOtj/l3mojUCP6M/lPVeG6nTT0PWtc1L8RxPCaNk7qW4OxtPhixFQw5KkYnarLGnQq1DDhYvVoGAPg8/xxaD3Ov2bR168g5dqzI8U7Dx4DGPJv38O+/YiwwVHaIQohKZnWRNTU11bLduHHj244tfLy4NgE38/X1tWynpaVZG5IQQgghhBBClDuNRlNkNuv84/NRlKp7u/PErvUt28sOXoZmQ807hmyI3K5SVKKmK9Iy4Ej1ahkAYOfpie/zz1v2r374IYrpxqx3r4B6NOrUDYDM5CTO7v77lmsIIaoXq4usubm5lm0XF5fbji183JpVuOzt7S3bBoN8uyOEEEIIIYRQV+96vWnm2QyAk0kn2RO7R+WISjaqfQDO1xfAOhpLbuPhNw5KywChEgdnPYEtb7QMuHqherUMAPB8aAIOTcyTzHKPHSd9fdGft84jx1q2D25YU6W/rBFC3D07aweW5s1Ac21KvFCfwWColoXr66+pOr42UX1J3gpbIzkrbJHkrShPU1pN4fWdrwPwzbFv6FK7S7k/R3nkrIMWRrb1Y8XBy2TmFbAmpREP2bugyc9CCf+dgrwc0Fr9q58Qt1WanG3QzpuLJ5IACD9wBZ8g5wqNTQ3er/2T2KfMM9/jPvscx7590TqbX2fthk2o06gJcZHnSLh4gfNHDxHUup2a4dZY8vlAlFVpckb+pa1mQkJCCAkJwWg0ArBlyxacnavfP2TXhYaGqh2CEKUmeStsjeSssEWSt6I8mBQTvlpfEkwJHEk4QsivITSwa1Ahz3W3OVsvD67/eve/7RH0dmtF3fz9aHJS2L/qKxLdWt59kEIUYk3OmgyAxhUUDWF7YkhxPEt1nJMV0LIlrqdPY0xI4MC/3iBpyGDLMY1/EESeA2DL4gUE9BuqVpgC+XwgSi87O9vqsVJkrWZmzJjBjBkzSE9Px8PDg0GDBuHu7q52WOXOYDAQGhrKwIEDrWpJIURVIHkrbI3krLBFkrei3J2Hd/a+A8Ap11PM6D+jXC9fnjm7KWkPp2IzuJSlwdDrEdixH4B7aiViGjysPMIVotQ5u+nKKS6dSsaYp6VTi174Nax+v5/mt27NpTFjwWDAZ9cuOr72GvrAegCYjEZ+OHuS9IQ4sq/E0LVNK3wC69/hiqK8yecDUVbp6da3OpEiazWn1+ur9RtIdX99onqSvBW2RnJW2CLJW1FeRjQZwbcnv+Vy5mX2Xt3L2bSztPZpXe7PUx45O7Fbfd5acxKAH5Ka847OHoz56MJ/Rzf8M6rlFEKhGmtztkmXOlw6lQxA1LEkApt5V3RolU7fqBHek54gaf4ClPx8kr/8knpfz752UE+n4aPZ/v08AI5t2sCQZ19SL9gaTj4fiNIqTb6Uqci6evVqIiIiSjx+5MgRq8fePF4IIYQQQgghqgq9Vs/UNlN5f8/7AMw7Po/Z/WerHFXxRrULYObGMLLzjaw8kcabjXpjd34rpF+G2MNQt5PaIYoaqEFbH7Q6DSajQuSheHo90ASNtvoV/L2ffobUtWsxJiSSERpK1t69uNxzDwCt+w1k96qfyMvKImznn/R66DFcvapfsVmImq5MRdb169ezfr11q1SWZqwQQgghhBBCVDWjG43mm2PfEJ8dz/bo7ZxNPkszr2Zqh3ULN0c9o9sHsGx/NJl5BRx27klXtpoPhm2QIqtQhYOznqCWXkSdSCIrLZ+r59Pwb1xL7bDKnc7Vhdr/eJkrb74JQNyHH9Fg9S9o7Oywd3Si3cBh7F+7CpOxgCOb1nPvxEnqBiyEKHdatQMQQgghhBBCiKrMXmfP5FaTLfsLTixQMZrbe7hrkGV7TmwT4NqMwTMb1AlICKBxp9qW7YhD8SpGUrE8xozGsbW5nUheeDipq1ZZjnUYMhKtzjzP7djW38nPzVElRiFExbG6yOrs7IyHh0eF/2dvb1+Rr1cIIYQQQgghSu3+pvfj5egFwOaozVxIu6ByRMVrU9eDVgHmhYX+itWSVaez+UBiOCSEqxiZqMmC2/mitTMX/CMPx6OYFJUjqhgarZY6b71p2U/4v9kYU1MBcPX0okWvvgDkZWVxcrusci9EdWN1kXXu3LmkpqZW+H8TJ06syNcrhBBCCCGEEKXmZOfEYy0fA0BBYeGJhSpHVDyNRsPEbjdms+7Qdbtx8Iy0cRPqcHCyI6iluQdpVlo+V86nqRxRxXHu0AH3kSMBMKamkhAy13Ks84gxlu1DG9dhMhorOzwhRAWSdgFCCCGEEEIIYYWHmj2Em70bABvPb+Ry5mWVIyreqHYBONvrAPi/y81vHAiTIqtQT+OOvpbtyGrcMgCg9isvo3FyAiBl6VLyri0G7hMUTHB7c2/k9IQ4zu3frVqMQojyJ0VWIYQQQgghhLCCq70rj7Z4FIACpYBFJxepHFHx3Bz1jGoXAMDZPC9S3K8VWmOPQFqMipGJmqymtAwA0Pv54fPUNPOO0Ujchx+hKObX23nEWMu4g+tXWx4XQtg+KbIKIYQQQgghhJUeafEIznbOAKw+t5r47Ko5I6/wAli/F3S+ceDMRhWiEaJmtQwA8Jo8GX2A+cuOrN27ydz+JwBBrdvhW78BAFcjz3H5zCm1QhRClDMpsgohhBBCCCGElTwcPJjQfAIABpOBxacWqxxR8drWu7EA1uKU1jcOSMsAoaLGnWpbtiOqecsAraMjtf/5T8t+3CcfY8rPR6PR0HnkOMvjBzesUSM8IUQFsFM7AFGxDAYDBoNB7TDK3fXXVB1fm6i+JG+FrZGcFbZI8lZUholNJrI0bCl5xjxWnl3JE82fwNPRs0zXqsicfbBTXd6NTeesEkiSfV288y+jXNxNQVocOHuV+/OJmuFucrZeCw+0dhpMBQqRh+K5Z0wwGq2mvEOsMhz798Oxc2dyDx7EcPESid9/j+fkyTTsfA8unt5kpSQReXAf8Rej8Ayoq3a41Zp8PhBlVZqc0SjSAKRaCQkJISQkBKPRSHh4OEuXLsXZ2VntsIQQQgghhKhWNmRvYG/+XgD6OPRhoNNAlSO6VW4B/PuQjnyThn/rf2Kqztwq4HDQNKK971U5OlFTJR5yJDdeD4Bvt2wcvIwqR1SxHGJjCZr9NRpFwejgQNRrr2J0cyMl7DhJR/YB4N64ObW7ys+kEFVRdnY2EydOJC0tDXd399uOlSJrNZWeno6HhweJiYl3TAJbZDAYCA0NZeDAgej1erXDEcIqkrfC1kjOClskeSsqy9Wsq4xaP4oCUwGuelc2jt6Im71bqa9T0Tn71tpTrDx0mY6acFY7/AcAU5MhGB9cUu7PJWqGu83Zcwfi2f7DWQBa9Qmg5wONyjvEKif+/Q9IX7UKALcxY6jzwfvkZWfx3QvTMOTmoNPbM/mrb3H2qKVuoNWYfD4QZZWeno6Pj49VRVZpF1DN6fX6av0GUt1fn6ieJG+FrZGcFbZI8lZUtMBagYxuNJpfzv1CpiGTVRGreLrd02W+XkXl7CP3BLPy0GWOKI1J1nriZUpBe+FPtEo+2LuU+/OJmqOsOdu4Qx3+WnoOY4GJC0cT6TOhWbVuGQBQ5x8vkblpE6aMDDLWrsX7kYm4tmlD2wGDObRxLUZDPqe2b6HH+EfUDrXak88HorRKky+y8JUQQgghhBBClMHU1lPRasy/Uv0Y9iPZhmyVI7pV23oetPR3R0HL7/kdzQ8W5ELEVnUDEzWWvZMdgS3NPYGz0/K5EpmmckQVz87LC9/nZlj242Z+iKIodBw2Co3W/B5ydPNGDPl5aoUohCgHUmQVQgghhBBCiDIIdA9kWINhAKTlpbEqfJXKEd1Ko9HwcLcgADabOt84ELZepYiEgMadalu2Iw7FqxhJ5fGcOBH7hg0ByDl6lPQNG3H3qU2z7uZerDkZ6Zze8YeaIQoh7pIUWYUQQgghhBCijJ5s86Rl+/tT35NnrHoz0ca0D8BJr2OPqRXpyrVFccO3QEG+uoGJGqtBWx90duZyROTheEym6r9UjEavp84bb1j24z/7DFN2Np1HjLU8dmjjGhSTSY3whBDlQIqsQgghhBBCCFFGjWo1YmD9gQAk5iSy5twalSO6lZujnlHtAjBgxzZTB/ODeWkQ9Ze6gYkay97JjqBW11oGpOdzNTJV3YAqieu9vXDt2xeAgrg4khYsoE7DxgS2agtAypVYIg/tVzFCIcTdkCKrEEIIIYQQQtyFaW2mWba/O/kdBqNBxWiKZ2kZYOxy48GwDSpFIwQ06lioZcDBmtEyAKD26/+EawvpJC38jvyYy3QeeWM268ENq9UKTQhxl6TIKoQQQgghhBB3oYV3C+6ta+6reCXrChvOV73iZbtrC2DtMLUlV7m2UvLZ30BuTRYqKdIy4EhCjWgZAODQoAFejz0GgJKXR/xnn9GgXSe865m/CLl85jRXzp1VM0QhRBlJkVUIIYQQQggh7tJTbZ+ybC84sQCjyahiNLe6vgBWDo78bTLfmkxmHMQcUDcwUWPd3DLgSkSqugFVIp/pz6Dz9gYgY9Mmsg8epNPwMZbjfy9bjKLUjKKzENWJFFmFEEIIIYQQ4i61r92ern5dAbiUcYnNUZtVjuhWo68tgLXZ1PnGg2fWqxeQqPEad7rRMiDyUM1pGaBzc6P2P16y7Md9+BHNe/TGo3YdAKJPHefMbumZLIStkSKrEEIIIYQQQpSDwrNZ55+Yj0mpWrfiu19bAGursSMFyrVfBcM2gMyYEyoJLtQyIKIGtQwA8Bg7FseWLQHIO3OGzHW/0m/S05bjO35YQF52llrhCSHKQIqsQgghhBBCCFEOuvp1pZ1vOwAiUiPYHr1d5Yhu9XC3IFJxY7+pufmBlAsQf1rdoESNZe94o2VATg1rGaDR6ajz1puW/YSvviK4SXMade4GQFZqCrtX/qRWeEKIMpAiqxBCCCGEEEKUA41GU2Q267zj86pcX8V29Txo4e/OZlOXGw+GVb2FukTN0bjzjZYBETWoZQCAc6dOuA8bBoAxJYXEkLn0e+Ip7OwdADiyaQPxUefVDFEIUQpSZBVCCCGEEEKIcnJv3Xtp7mWeJXo66TS7YnepHFFRGo2GiV0D2WIs1Jc1TPqyCvUEt7nRMiCyhrUMAKj96itoHB0BSP7pJxwzs7hn3AQAFMXE1oVzUUxVq/WIEKJ4UmQVQgghhBBCiHJiC7NZR3eoS6q+NkdNDc0PxJ2AlChVYxI1l72jHfVbewPXWgacS1U3oEqmDwjA+8knzTsFBcR9/DGdRozF078uAFfCz3Byx1YVIxRCWMtO7QBExTIYDBgMBrXDKHfXX1N1fG2i+pK8FbZGclbYIslbURX09u9NA/cGXEi/wJH4I+y7vI9OdToVO1aNnHXSwfA2fmw51oX2WvOtyMZT6zB1e7bSYhC2qyJyNridF+ePJgAQfvAqtRu6ltu1bYH744+R+vPPFFy9StZff5OxdSt9npjG2o//A8BfSxZRv10nnNzc1Q3UhsnnA1FWpckZjVLVvlYVdyUkJISQkBCMRiPh4eEsXboUZ2dntcMSQgghhBCiRjmaf5Sfs38GoJFdIya7TlY5oqKiMuDXU3Fsc3gNgCSXpuxs+rbKUYmaylQAsdtcwaRBa2/Cv38WGo3aUVUu12PHCFi6DACTXk/MtGlERZ8j85L5ixD3xs2p3fVeNUMUokbKzs5m4sSJpKWl4e5++y86pMhaTaWnp+Ph4UFiYuIdk8AWGQwGQkNDGThwIHq9Xu1whLCK5K2wNZKzwhZJ3oqqosBUwLgN44jJjAFg8aDFtPFpc8s4tXJWURRGzd3LnOSnaayNRUFDwYunwLX2nU8WNVpF5eyW+aeJOp4EwIgX2hDQpFa5XdsWKIpC3Gv/JHPzZgC0Hh54zpnN8jmzMOTmgEbDg+9+jF/jpipHapvk84Eoq/T0dHx8fKwqskq7gGpOr9dX6zeQ6v76RPUkeStsjeSssEWSt0JtevRMbTOV9/a8B8Ci04v4esDXJY9XIWcf6RbE5o2daaz9FQ0K+vOh0GlSpcYgbFd552zTLn6WImvU0WTqt/Qtt2vbirqzPiU6LY3svXsxpaWR9trr3PP0ZP5euxIUhT8Xz+ORD79Aq9WpHarNks8HorRKky+y8JUQQgghhBBCVIBRjUZRx7kOAH/G/MnZ5LMqR1TU6A51+VPTzbJvPL1exWhETVe/jTc6vblEEXkkHpOp5t10q7W3p96cr3Fs2RKAgqtX8VyyEu+6gQDEX4jkWOjvaoYohLgNKbIKIYQQQgghRAWw19kzufWNXqzzT8xXMZpbuTvqadC2F7GKl/mBCzsgN13doESNZe9oR/3W3gDkZBiIPZeqbkAq0bm6Ejh/Hvr6QQAUREbS+nKi5fiu5T+SlZqiVnhCiNuQIqsQQgghhBBCVJD7m9yPl6O5iLklagvn086rHFFRD3erzxZjZwB0JgOc26JyRKIma9zxRk/giEPxKkaiLjtvb4IWLkTn6wOAy7GTBOudAMjLzuKvJd+pGZ4QogRSZBVCCCGEEEKICuJo58gTrZ4AQEFh4YmFKkdUVPvAWoR59Lbspx9Zo2I0oqYr3DLg/JF4TEaTyhGpx75ePYLmz0fr6gpAo6Nh6LXmP5vTf28n5vRJNcMTQhRDiqxCCCGEEEIIUYEmNJuAu715ReKN5zcSkxGjckQ3aDQaWvcYSopiLuQ4RG0DQ67KUYmaSloGFOXYvDmB/5uLxt4ehwIjTS/FWY5tXTgXY0GBitEJIW4mRVYhhBBCCCGEqEAuehcebfEoAEbFyHcnq9atvqM71We70gkAB1MOeeF/qByRqMkadyrUMuBwgoqRVA3OXbpQ94vPQaslKCkdj2zzlyBJMZc4/PuvKkcnhChMiqxCCCGEEEIIUcEmtpiIi94FgLURa4nLirvDGZXH3VFPWv3Blv3YvStVjEbUdPVbe2MnLQOKcLvvPvze+w8aoFVMIigKAHtWLSUjKfH2JwshKo0UWYUQQgghhBCignk4eDCh2QQADCYD35/6Xt2AbtK+3ziyFAcAvGK2gVFuQxbqkJYBxfMcPx7fl16kVk4eQUnpABjycvlz8XyVIxNCXCdFViGEEEIIIYSoBI+3fBxHnSMAP4f/THJussoR3dC+gR+H7c0tAzyUdC4e26ZyRKIma1S4ZcCheBUjqVq8n34az0cfpdnVZOwNRgDC9+0i6thhlSMTQoAUWYUQQgghhBCiUng7efNA0wcAyDXm8uPpH1WO6AaNRgPNR1j2Y/esUjEaUdMFt/G50TLgaIK0DLhGo9FQ58038B4ylOZXkiyPb/1mNgX5+SpGJoQAKbIKIYQQQgghRKV5otUT2GntAFh2Zhnp+ekqR3RD2/4TMCg6AOonbCcnT1oGCHXoHXTUb3OjZcBlaRlgodFqCfjoQ5q2aINnZg4AacmJ7Pvpe3UDE0JIkVUIIYQQQgghKoufix9jGo8BIMuQxYqzK9QNqBAPTx/Ou3YEIIBEdu38Q+WIRE3WqOONlgGR0jKgCI29PYFfz6ajsyeaa4tg7f99HUnhZ1WOTIiaTYqsQgghhBBCCFGJprSegk5jnjG69OxS8pQ8lSO6wandaMt2yuHVKkYiarrCLQMij0jLgJtpXVxo/e08Guabi6wmjYZNb7+GMTNT5ciEqLmkyCqEEEIIIYQQlSjQLZBhDYYBkJafxv68/SpHdEPgPQ9gQgNAu4y/OHs1Q+WIRE1VuGVAbqa0DCiOnZcXAz//GsdrBeirGhP7n30aRfqzCqEKKbIKIYQQQgghRCV7ss2TaK4VM3fl7SK3IFfliMw07v4kerQFoKn2Mlv+2qlyRKIma9ypjmU7QloGFMulUSN6P/yEZf9IRiKXXv8Xiklm/gpR2aTIKoQQQgghhBCVrGGthgysPxCATCWT9RfWqxzRDW4dxlq2C07/Sk6+UcVoRE1Wv7W3pWXAeWkZUKLW4x6kXv2GAOTY6zlyZB9xH32Mcq1fqxCickiRVQghhBBCCCFU8GSbJy3by88urzIFEae2N/qy9jXtZ+OJKypGI2oyc8sAH+Bay4DwVHUDqqI0Gg0DX/onWu21grRvLaJXLifp23kqRyZEzSJFViGEEEIIIYRQQQvvFrT3bQ/AhfQL7L2yV92ArvNqSLZncwA6aCPYvOewygGJmqxxp9qWbWkZUDKvgHp0GT0eAEWr4VRdH+K/+oqUVatUjkyImkOKrEIIIYQQQgihkoeaPmTZXnpmqYqRFOXUZpRlu86VP2QBLKGa+q29sbOXlgHW6DZ2PO6+5qJ0kpszV2q5cvXd/5CxdavKkQlRM0iRVQghhBBCCCFU0i+wH+4adwB2RO/gcuZllSMy07QYadkerD3Asv2XVIxG1GR6Bx31W19rGZBl4PLZVHUDqsL0Do70m/S0ZT8swBsDCpdffoXsAwdUjEyImsFO7QBExTIYDBgMBrXDKHfXX1N1fG2i+pK8FbZGclbYIslbYXOM0MWhC9tyt6GgsPT0Ul7q8JLaUYF3c7TugejSo7lHG8a/Dp/h5QGNcLLXqR2ZUJka77MN2nsRedjcKiD84FX8mrhV2nPbmvrtOtKgQxcuHDlAnt6Oc35etIxNIvrZGdRd9B0OzZqpHaIq5POBKKvS5IxGqSrd1UW5CAkJISQkBKPRSHh4OEuXLsXZ2VntsIQQQgghhBAlyDRlMit9FkaMOGmceM39New19mqHRauYn2icsBmAf+RPx7lhD7r6yq+PovKZjHBlmyuKUYNWb8K/fxYauS+3RIbMdC5t/BnFaAQFeoVH456bT4GbG9HTn8Hg7a12iELYjOzsbCZOnEhaWhru7u63HStF1moqPT0dDw8PEhMT75gEtshgMBAaGsrAgQPR6/VqhyOEVSRvha2RnBW2SPJW2JrrObvLYxe/X/wdgH93/TdjG49VOTLQXNqD3Y/mtgGbjF2Y7/8ey6d1VTkqoTa13me3fhfG+SOJAAyb0Zp6zT0r7blt0f61q9j7s7nPs5eipdvxc2gAfVAQdX9YjF0NK7TK5wNRVunp6fj4+FhVZJV2AdWcXq+v1m8g1f31iepJ8lbYGslZYYskb4Wtmdh8oqXIuuLcCsY3H49Go1E3qAY9UZx90GQn0kd7jJcuxXEhOZemdeRWbVH577NNu/hZiqxRR5No0KZ2pT23Leo2Zjxnd/1JypVYkjUmrjZrhP/ZSAyXLnH12RkE/bAYnaur2mFWOvl8IEqrNPkiE+yFEEIIIYQQQmWtvFvR1qctAOEp4RyKO6RyRIBWh6b5MACcNPn00R5n6T5ZAEuoI6i1N3b25hLG+aOJGI0mlSOq2uz0evpPmW7ZD/N2xeTvB0Du6dPEPPc8pvx8tcITolqSIqsQQgghhBBCVAEPt3jYsr30zFIVIymkxSjL5iDdAVYfjiHXYFQxIFFT6e11BLf1ASA3y8DlsykqR1T1BbftQNN7egGQm5VJzIiB6Dw8AMjeu5fYf75u7tsqhCgXUmQVQgghhBBCiCpgcP3BeDua+yT+cekPrmZdVTkioEFvsDe3B7hPe5js3Fw2Hr+iclCipmrc8UaLgMhD8SpGYjv6PvEkekcnAE4e2IP9u2+hcXQEIGPTJuJmzkSW6hGifEiRVQghhBBCCCGqAL1Oz/hm4wEwKkZWnl2pckSAnQM0HQSAhyabbtowlh+QlgFCHUGtvbFz0AEQeTRBWgZYwc3Lhx4PXJslryjs/HsbAV9+ATrzn2PK0mUkzp2rYoRCVB9SZBVCCCGEEEKIKmJ80/HYaczrE/8c/jN5xjyVIwKaj7BsDtYe5EBUClGJWSoGJGoqvb2O4Dbm2d55WQXSMsBKHYaOwiewPgBx5yM4b8gh4MOZluOJX88hZflytcITotqQIqsQQgghhBBCVBG1nWszsP5AAFLyUth0YZPKEQFNBoLOAYBBuoNoMPHL4RiVgxI1VeNON1oGREjLAKvo7OwYMPXGIlg7ly9G37cPtV9/3fLY1ffeJ33TZjXCE6LakCKrEEIIIYQQQlQhE1tMtGwvPbNU/X6JDm7QsC8AfpoU2mnOs/rwZUwm6eMoKl/9VjdaBpyXlgFWq9eiNS179wcgLyuLv35ahPfkSXg/OdU8QFGIfe01svbuVTFKIWybFFmFEEIIIYQQogpp59uOFl4tADiddJpjCcdUjghoUahlgO4Al1Nz2Hs+ScWARE1lZ6+jQeGWAWekZYC1ej8yGQcXFwBO7dhGTNhJfF95BY+xYwFQDAZiZjxH7unTaoYphM2SIqsQQgghhBBCVCEajeaW2ayqazYMNOZfH8fqduJAPj8fkpYBQh2NpGVAmbjU8qTXhMct+9sW/g+T0Yj/B+/j2rcvAKasLC5Ne4r8ixdVilII2yVFViGEEEIIIYSoYoY2GIqngycAoVGhJGQnqBuQi4+50Iq5ZcB43Q5+P3mVzLwCdeMSNZK0DCi7tgOHUKdhYwASoy9yZNN6NHZ21P3yC5w6dgTAmJTEpSenUZCg8vuOEDZGiqxCCCGEEEIIUcU46By4v+n9ABQoBawKX6VyREDv1yybz9qtw2jI5bcTV1QMSNRURVoGZBcQIy0DrKbV6syLYGk0AOxetZSM5ES0Tk4E/m8uDk3MBVhDdDSXpj2FMSNDzXCFsClSZBVCCCGEEEKIKmhCswnoNObZeqvCV2EwGtQNKKA9NB1i3tQk84DuL2kZIFTTuFMdy3aktAwoFf/GzWg7YDAAhtwc/vxhIQA6Dw8CFyzALsAfgLwzZ4h5dgamvDzVYhXClkiRVQghhBBCCCGqID8XP/oHmVcDT8xJZMvFLSpHBPT5p2XzWbt1HLkQz6WkbBUDEjVVUCsv9NIyoMx6PfwETm7uAITv+Zuo40cA0NepQ9CCBehq1QIg+8ABYl99DcVoVCtUIWyGFFmFEEIIIYQQoop6uPnDlu0qsQBW3U7QeCAA9TSJjNP9zS+HZTarqHx29jqC2/oA0jKgLJxc3ej9yGTL/h/f/Y8Cg3m2vEPDhgTO+xaNszMAGaGhXH3vfRRFUSVWIWyFFFmFEEIIIYQQoorqXKczTTybAHA84TinEk+pHBFFZrPO0K1l7aEoTCYpvojK17hjbct2hLQMKLVWfQYQ0LQFAClXYjm4frXlmFPbttSbPRv0egBSV64k8euvVYlTCFshRVYhhBBCCCGEqKI0Gg0Tm0+07FeJ2ayBXaFhPwCCtAl0ydjKvgvJKgclaqLCLQMuHE3AWCAtA0pDo9Vy35PPotGaS0P7Vq8gLf6q5bhrr54EfPSRZT9x7v9I/nFJpccphK2QIqsQQgghhBBCVGHDGw7H3d7cO/H3C7+TlJOkckRA339ZNp/TrWX1wSj1YhE1lrQMuHu+9RvQYchIAAoM+fzx/bwixz1GDKfOm29a9uM+/JD0336r1BiFsBVSZBVCCCGEEEKIKszJzolxTcYBYDAZ+OXcLypHBATdgzG4NwDB2ji0p34hK69A5aBETdS4U6GWAYelZUBZ9Bj/CC6eXgCcP7SfiIP7ihz3evwxvJ9+2ryjKFx+/V9k7tpV2WEKUeVJkVUIIYQQQgghqrgJzSagQQPAirMrMJgMKkcEur6vW7afYjW/n7isYjSippKWAXfPwdmZvo9Ntexv//5bDHm5Rcb4vvQitcY/YN4xGIh5/gVyTpyszDCFqPKkyCqEEEIIIYQQVVw9t3r0CewDQHx2PH9c+kPliIDgXmT4dQOgkfYKV3b+pHJAoiay00vLgPLQrEdvglq3BSA9IZ59a1YVOa7RaPB7911c7xsAgJKdTfRTT5F34UKlxypEVSVFViGEEEIIIYSwAUUWwAqrAgtgAa6DbvRqHJK8hOjEDBWjETVVkZYBh+JUjMR2aTQa+k+ZjlZnB8DB9b+QHBtTdIydHXU/+wynzp0AMKakED31SQxx0qZBCJAiqxBCCCGEEELYhHv876GhR0MADscf5mzyWZUjAk2DPsS6twOgifYyJ0J/VDkiURMFtfJC73itZcCxRGkZUEbedQPpPHIsAMaCArZ99w2KohQZo3V0JHDuXByaNQPAEBtL9LRpGNPTKz1eIaoaKbIKIYQQQgghhA3QaDQ83Pxhy/7SM1VgNqtGg8N9N2azNg+fi8loVDEgURPZ6XU0KNQyIDosWeWIbNc9Yyfg5uMLwKUTRwnfu/OWMTp3dwLnz0Nfty4AeeHhRE9/FlNu7i1jhahJpMgqhBBCCCGEEDZiVKNRuOpdAdh4fiOpuanqBgR4txnMOfsWADRUoon4a5nKEYmaqFHHGy0DIg/J7etlpXd0pN+kpyz7fy6eT35O9q3jatcmaOECdF5eAOQcOsTll19BKSiotFiFqGqkyCqEEEIIIYQQNsJZ78yYxmMAyDPmsTpitboBAWg0JHZ60bLruu8LMMnt2qJyFW4ZcF5aBtyVxp3voWHHLgBkpiSze1Xxs+btg4MJnDcPrbOzeewff3Dl3XdvaTEgRE0hRVYhhBBCCCGEsCEPNX/Isr3izAqMJvVvz+/QbzwnlEYABORGknd6g8oRiZqmcMuA/BxpGXA3NBoN/SY9jZ3eHoDDv/9KwqWoYsc6tW5FvZA5aPR6ANJ+WU3CF19WVqhCVClSZK2iLl++zNtvv83bb79NdvatU/OFEEIIIYQQNVN99/r0qtsLgNisWP6M+VPdgABHezsON5hm2c8J/RBkNpuoZI07ScuA8lKrjh9dx44HQDGZ2LZwbokzVF26dydg1qeg0QCQNH8+yYsXV1qsQlQVUmStghRFYfLkycycOZOZM2dKkVUIIYQQQghRxMTmEy3by8KqRg/U1n0f5IQpGIBaaWEQvlndgESNE9jyppYBBmkZcDe6jLyfWn7+AFw+c5rTf/1R4lj3IUOo8++3LftxH31M2vr1FR6jEFWJFFmroJCQEPbv38/IkSPVDkUIIYQQQghRBfWs25MgtyAA9l3dR0RKhMoRQcf6XqxwvlH8zf/jI5nNKiqVnV5Hg3aFWgackZYBd8PO3p4Bk5+x7O9Y8h25mZkljveaOBGfZ5+17Me+8SaZf/9doTEKUZVIkbWKCQ8P5/XXX2fWrFkEBASoHY4QQgghhBCiCtJqtEV6sy47o/5sVo1Gg1+XsZw21QfAPu4oRGxVNyhR4zTueKNlQIS0DLhrwe070bRbTwBy0tPYufyH2473ef45ak2YYN4pKCDmhRfJOXasosMUokqwUzuAimYwGAgPD8dgMODg4ECLFi1KfX5sbCz5+fkEBATg4uJSQZFCQUEBjz32GN26dePJJ5/k0KFDFfZc1lIUhYKCAoxG9ZvpF2YwGLCzsyM3N7fKxSZESSRvha2RnBW2SPJWVGVarRa9Xo/mWt/CuzWm8Ri+PvI1OQU5rD+/nhc7vYi7vXu5XLusxnYK5IM/xvKN9isAlD8/RtP4PkuvRiEqWmBLL+wddeTnGrlwrWWATi/zy+5G3yemceHoIQx5uRzb+jut+w3Er1GTYsdqNBr83vk3xpQUMrZsQcnJIfrpZ6i/9CccGjas5MiFqFzVssj6+++/s3PnTnbt2sX+/fvJyckBoFGjRkREWHcbTWJiIm+++SYrVqwgPT0dADs7OwYMGMAnn3xCu3btij3v888/JyUl5Y7Xr1+/PtOmTSvy2MyZMzlx4gQnTpwotw9eZaUoCikpKaSmppKXl6dqLMVRFAU/Pz+io6NV/7MSwlqSt8LWSM4KWyR5K6o6nU6Hm5sbHh4eODs739W13OzdGNVoFCvOriCnIIe159byeKvHyynSsqlby4ms4CGcif6F5tpoNJcPwvnt0Ki/qnGJmsPcMsCXs/uumlsGhCUT3NZH7bBsmpu3D90feJi/floEisK2hXN5+L+fodXqih2v0ekImPUp0ampZO/fjzE1lUtTnyR42VL0fn6VHL0QladaFlnHjh1rKQzq9Xrc3d0thVJrREdH06NHD2JiYgDw9/fH2dmZCxcusHnzZrZv38769esZNGjQLed+/fXXXLx48Y7P0bNnzyJF1oMHD/Lf//6Xjz76iEaNGlkda0WJi4sjJSUFNzc3fH19sbOzq1K/qJhMJjIzM3F1dUWrlW8lhW2QvBW2RnJW2CLJW1FVKYqCyWQiKyuL9PR0UlNTqVevHo6Ojnd13YebP8yKsysAWH52OY+2fBStRt3cH9c5kK8vjCXEfrb5gT8/gYb9ZDarqDSNOtXm7L6rAEQcjpciaznoOGw0p3ZsIynmElcjz3Fi22baDRxW4nitgwP15oZw8fHHyTsdRsGVK1x68kmClyxBV6tW5QUuRCWqlkXWYcOG0blzZ3r06EHXrl15+eWX+fbbb60+f+LEicTExODp6cnSpUsZMmQIAJGRkTz44IMcPnyYBx98kIiICHx8ir5Zv/rqq6Smpt7xOYKCgizbubm5PP7447Rv355//OMfVsdZUdLS0khJScHf359aVfTNz2QykZ+fj6Ojo/wCJWyG5K2wNZKzwhZJ3oqqzsXFBV9fX2JjY4mJiaFu3bp3db1GtRrRzb8b+67sIzojmp2Xd9K7Xu9yirZsBrfy4521PQg3/UJT7WWI3gsX/oKGfVSNS9QcQS0KtQw4miAtA8qBzs6OAVOns/K9NwDYuewHmnTtgbNHrZLPcXUlaN48oiY+guHSJfIjIol+ZjpBi75D6+RUSZELUXmqZZF19erVZT5306ZN7Ny5E4BvvvnGUmAFc7uBdevW0axZM9LS0pg1axaffPJJkfOfe+65Uj/nmTNnCAsL4/777+fdd9+1PH7gwAEAPvroI4KCgnjxxRfL8pJKLT09HWdn5ypbYBVCCCGEEMKWaTQaAgICyMnJKdUddyWZ2Hwi+67sA2Bp2FLVi6zO9nYMa1OXOYfHMtt+jvnBHZ9KkVVUGp1ee6NlQK5RWgaUk8CWbWh5bz9O/72d3KxM/vrpe4Y8+9Jtz7Hz8SFo4QKiHp6IMTGRnKNHiXnpJQLnzEGj11dO4EJUEvkq5ybLly8HzD1Tx48ff8vxevXqMeHaSnnXx94tf39/PvjgA9q3b4+jo6PlP53O3N/EwcEBBweHcnmuO7l+C5Orq2ulPJ8QQgghhBA1kUajwd3dnczMzLu+Vp96fajrap4Ruyt2FxfSLtz1Ne/WA53rscF0D5Emf/MDF3dC1E51gxI1SuNOtS3bEYfiVYykeun96BQcnM0Lgp/asZXLZ07f8Rz7wECC5s9De63OkLXjL668/W8Uk6lCYxWiskmR9SZ///03AAMGDCixB+ngwYMBuHTpklX9V++kTp06vP3227f817FjRwBefvllnnnmmbt+HmsUFBSgKMpd94YSQgghhBBC3J6zszMmk+muW1votDomNJtg2V9+pnwmg9yNzvU9CfR25euCsTce3PFJyScIUc4Cr7UMALhwzNwyQNw9l1qe9JzwqGV/68K5mIzGO57n2KIF9UJC0NjbA5C2bh3xn31eYXEKoYZq2S6grHJycoiKigKgRYsWJY4rfOzUqVPUr1+/okO7o7y8PMtiX4DltiODwYDBYCjVdRRFAcyzWquq6zFeX0BACFsgeStsjeSssEWSt8KWaDQaFEVBq9WW6jN7cUYGj2Tu0bnkGnNZF7GO6W2m46J3KadIy2ZMO3/m/NGdF02/0EAbBxf+ouD83yiB96gal7g713P1bnO2MtRv6825/fHm3qwn4qnfxlvtkKqFlv0GcuKPUBIunifxUhQHN66lw9BRdzzPvmMH6nzyMVdfeRVMJpK/+w6NZy08J02q8JhtKW9F1VKanJEiayGJiYmWD+N+fn4ljvP397dsJyQkVFg8o0ePpl69eri43PnD0UcffcR77713y+NbtmzB2dnZ6ue0s7PDz8+PrKwsm3jzycjIUDsEIUpN8lbYGslZYYskb4UtyM/PJzc3F4DQ0NC7vl4rXSsOGQ+RVZDFJxs+4R4HdYuZtfLAiB0hxjF8pjUvRJy85l/safxPVeMS5aM8crai5Rh1gPn34b83HONUdK66AVUjDs3awMXzAOxcsYTorDzsnK37YsdjzGjqrF4DQNLnX3AyOpqMTp0qLNbCbCFvRdWSnZ1t9VgpshaSlZVl2b5dYbLwsfLooVSSoUOHMnToUKvGvvHGG7z88suW/fT0dAIDAxk0aBDu7u5WP2dubi7R0dG4urpW6ZYBiqKQkZGBm5tbiW0dhKhqJG+FrZGcFbZI8lbYktzcXMtn7oEDB6K/y0VgGqc05qHfHwLgpP4k/xn6H7QadTvEbUk9yNrzPXlet4b62nhqZ5xkeFtflHpdVI1LlJ3BYCA0NLRccraiGQ0mfjy9l/wcI4ZkRwYN7IudXromlpdthmxObQ9FKTBgf/USQ557xboThw0j2T+A5JAQAPx/WU3HPn1w6V1xi/bZUt6KqqU0C1RKkbUQO7sbfxzG2/QUKSgoKPYcNZW0OJZery/VG4jRaESj0aDVau+6N1RFuj7j+HqsQtgCyVthayRnhS2SvBW2RKvVWr4MKO3n9uK0qt2KTnU6cSjuEFHpURxKPESPgB7lEWqZPdApkD3nkwkxjuZT7XwA7HZ9AY/+rGpc4u6VR85WNL0eGrTz5ezeqxhyjVw9l06Ddr5qh1Vt9HlkMpEH95GbkU743p20vW8I9du0t+rc2s/NQElJIWXpUjAaufrKqwR99x3OHTtUaMy2kLeiailNvsgnz0Lc3Nws27e7xazwscLnCCGEEEIIIYSaJjafaNleFrZMxUjMhrbxw8VexxrjvVxWrhW3IkIh5pC6gYkao3Gn2pbtiMPxKkZS/Ti5udN74iTL/rbvvqHAyraDGo2GOm+/hfsw8927Sm4u0dOnk3fuXEWEKkSlkCJrIb6+vjg5OQFw6dKlEscVPhYcHFzRYQlRYyxZsoRJkybx7LPPlum4EEIIIURN1z+oP3Wc6wCwI2YH0RnRqsbjbG/HsDb+GLBjTkGhhXH++lS9oESNEtjCC3sn8x2oF44lUmAo+a5VUXqt+96Hf9PmAKTExnBowxqrz9Votfh//DEuPboDYEpL49KT0zDExlZIrEJUtKpxr3sVodVqadWqFQcPHuTgwYMljjtw4ECR8VWZwWAo1QJWBoPBshpvVV6Rt7qsHLxx40Z+/rn4W6W0Wi0uLi7Uq1ePLl260Lt3b3Q6XSVHWLn27NnD4sWL8fDwYM6cOaU+XtWVlLcmk4kzZ85w8OBBDh8+TFpaGmBe/G7MmDFleq5jx46xbds2YmJiyM/PJzAwkNatWzNw4EDs7e3v+rUU58qVK4SGhhIREUFCQgIODg7Url2bzp0707t37zL3eT5y5AizZ88GzD8XX3/9tVUL+m3atIkVK1ZY9hs3bsxbb711x/MMBgPPPvtskdYwb7/9No0aNSpD9LaturzXippF8lbYEpPJZMnZ8lx09oEmDxByLAQFhWWnl/GPjv8ot2uXxeh2fqw6FMMvxt684vgrPsYECN+E4dJB8G+namyi9GxxlfbgNl6E74/HkGvkwokEgtt4qx1StdL3iadY/varKIqJvauX07hbT9x9a9/5RACNhjpffMHlqU+Sd+oUBXFxXJwylXo/LEbn6VluMdpi3oqqoTQ5I0XWmwwdOpSDBw+yfft2UlJS8Czmh/qXX34BoEePHnh4eFR2iLcVEhJCSEiIpafsli1brCpGXGdnZ4efnx+ZmZnk5+dXVJjlxtZXDj548CA//PCDVWMDAwOZNWsWgwcPruCo1HM95xRFKba59J2O24rreZuQkMCkSZM4fvx4sYvo+fv7079//1Jde//+/fzzn//k2LFjxR738PBg1qxZjB8/vvSBl+DUqVN88MEHbN68ucQxrq6uTJ8+neeff77UbVY+++wzli9fbtnv2rUrDz/88B3PO3ToUJGfL51OxwMPPIC/v/9tz1u3bh3fffddkcceffRRfH1rbv8uW3+vFTWT5K2wBfn5+eTmmlc7L88Vr91N7thhRwEFrDq7igZXGmCvqZgvWa1hUsDbQUdSnp7/yx3OB/rvAUj85TX2N3xJtbjE3bGlVdpzjDrA/Hvxzg3HOB2dq25A1ZB7kxakhZ+iID+fVZ9/iH/vQaU6XzduLIFxcdgnJmKIiuL0I48SM+1JlGLWnrkbtpS3omrIzs62eqwUWW/yxBNP8PHHH5Odnc3bb79NyLXV7q5bu3Ytf//9NwDTpk1TI8TbmjFjBjNmzCA9PR0PDw8GDRqEu7u71efn5uYSHR2Nq6trmWedVYbqsnJw4T/jF198kbZt21r2TSYTycnJ7Nq1iw0bNhAdHc3EiRNZvXo1I0eOVCPcCnd9hqVGoyk2b6dMmUL37t2xt7cvVV5XFTfnbXx8PLt370ar1dK8eXM6d+6Mu7s7c+fOBcwL2pXmdS5ZsoQpU6ZgNBpxcXFh5MiRdO7cGVdXVxITE9m/fz9btmwhJiam3P78Fi9ezDPPPGMpgHfs2JHBgwdTt25d8vLyOHv2LL/++itXr15l1qxZrF+/nvXr19OwYUOrrp+ens6vv/5a5LGlS5fy9NNP3/Hcwj9fWq0Wo9HI6tWreeONN2573rJlyyznXJ8F5+LiYpM5d7eqy3utqFkkb4Utyc3Ntfx7Vd4rXp/cc5L1F9aTq+RibGZkWONh5XbtsrjgFMns7ZGsMPbjdZffcM2Pxz/tMMM6BoJfG1VjE6Vji6u0GwtM/Hh6L/k5RgzJjgwa2Bc7vXRPLE95ffvw42vPk52WQlbMRVr4+9KgQ5dSXcPQsycxjz2OMSEBp+ho2m3ejP/XX6MphzyzxbwVVUNpJnhVyyLrpUuXSE5OtuwnJSUB5m+Kjx49annc3t6eli1bFjm3UaNGvPLKK3z88cfMnTuX5ORkJk+ejIuLC6GhoXz00UeAeRbro48+WvEv5i6VduU8o9FoWY23Kq/IW11WDi78y999993HiBEjih23evVqHnjgAUwmE//85z8ZPXp0ZYVYqQr/eRT399q9e3e6d+9emSGVq5vz1t/fnz///JNOnTrh6uoKwM6dOy1F1tLk959//snkyZMxmUz07NmTFStWULdu3VvGpaenExcXVy4/Nz/99BNTpkwBwMfHh++//57hw4ffMu7//u//+M9//sMnn3zCmTNn6Nu3L4cPH6Z27TvfQrR8+XKys7PRaDS89tprfPrpp+zcuZNz587RrFmz255bOJ8GDBhAaGgoixYt4s033yyx8BIdHW35dvu+++5jy5YtAFX+PbGiVJf3WlGzSN4KW6LVai3/JpX3itePtHqE9RfWA7AifAUTmk9Q9YuH8V2CmL09knz0LNKM5nnmA6Df/SVM+FG1uETZ2dIq7Xo9NGzny5m9VzHkGrkSnk7D9jX3LqWKoPeoRd/Hp/Lb158B8NePC2nQvhN6e+tnouqDgwlaMJ+Ljz6GKSOD7F27SXjnXQI+/QRNOf2bbkt5K6qG0uRLtfzk+c4779ChQwfLf9d7XkZHRxd5fNiw4r/NnTlzpmWW6vLlyxk8eDC9evXivffeIz8/n27durFu3Tr54C4qzbhx4+jWrRsA4eHhxMXFqRyRKA9ubm706dPHUmAtq7y8PCZNmoTJZCIoKIjff/+92AIrgLu7O02aNLmr5wOIjIy0zCZ1c3Pjzz//LLbACuYZpR9//DEzZ84E4PLlyzz++ONWPc+CBQsA6Nu3L//+978trQYWLlxYqninTJmCRqMhMjKSHTt2lDhu0aJFmEwmGjZsSN++fUv1HEIIIURV0sq7Fe18zf1OI1IjOBhX8poTlSHQy5luDbwAmJPWE4PTtQJX2K8Qd0rFyERN0ajTjS/4Iw/HqxhJ9dW8Zx8CW5nvzkyLj2P/2lWlvoZjs2YE/m8ummttAtI3bCD+k08s/auFqMqq5UzWoKAg2rW7cwP1gICAYh/XarXMmzePxx9/nCVLlnDmzBny8/MJCgpi9OjRPPjgg9V+ASJR9QQFBbF3714AS8/d4pw+fZrdu3dz+fJlrl69ik6no06dOnTp0oX77rsPO7vb/9grisKuXbvYuXMnMTExFBQUULt2bfz9/enVqxdt2tz5dq7MzEy2bdvGgQMHSExMxNHRkSZNmjBixAjq169fuhdeyJIlS9i6dSvOzs6W2Z6FhYSEcODAAerUqcMnn3wCQExMDCtXruT8+fPY2dnRunVrxo0bh5eXl1XPWVGvpTytWLGCixcvAvDBBx+UuudpWXz44YdkZWUB8PHHH1u1COAbb7zBxo0b2b17N5s3b+avv/6id+/eJY4/duwYhw4dAuCpp57C1dWVhx9+mHnz5vHDDz8wc+ZMq79VDA4Opn///mzbto2FCxcWW0BVFIVFixYBN4qyQgghhC2b2HwixxLMfdqXhi2li1/pbt0tbw90qse+C8nkYc8Wz4cZnmNe2JK/ZsH471WNTVR/gS28cHC2Iy+7gAvHEykwGLHTy+/15Umj0TBgynR++OdzmIxGDqz7mZb39sPTv/gJICVx7tyZul9+Qcxzz4PJRPLiH9B5++DzVNVr2ShEEYqoltLS0hRASUtLK9V5OTk5yunTp5WcnJwKiqx8GI1GJSUlRTEajWqHclc++ugjBVAAZf369SWOM5lMSrNmzRRAcXNzU0wm0y1jfvvtNyUoKMhyveL+CwgIUNauXVvi85w8eVJp167dba/RtGlTJSoqqsQ4P/vsM8XT07PYc3U6nfLCCy8o+fn5xZ4/Y8YMBVA8PDzKdPz+++9XAKVRo0aKoijKhx9+qNjZ2d0Sh6enp/Lbb7+V+OdQHq+lONbk7d9//215jnfffdeq6w4YMEABFCcnJyU7O9vqeMoqPT1dsbe3VwDFx8dHyc3NtfrcNWvWWF7fgw8+eNux1/++vb29Lc9x4MABy/mrV6++7fmzZs2yjN2zZ4+ydOlSy59TamrqLeO3bNli+buNiYkp8vO5Z88eq19jdVJd3mtFzSJ5K2xJTk6OcurUKWXDhg2l+kxhrfyCfKXvir5K6+9bK20Xt1ViM2LL/TlKIzPXoLT49+9K/dc3KF3eXaeYPm2kKO+6K8q7HooSF6ZqbMJ6+fn5ytq1ayskZyva1u9PKXOe3qbMeXqbEnkkXu1wqq0dPy1SPntwuPLZg8OVVf99u9jfX62RsmqVcrpZc8t/KT//XOaYbDlvhbpKU1+rljNZxQ0GgwGDwVCq8YqiYDKZLD3NqiLl2q0C12O1VUqhWx5K+jMvKCjgrbfe4uzZswA899xzKIpyy+0SERERxMTE0KNHDzp06IC/vz/e3t4kJycTFhbG6tWriY2NZdy4caxbt+6WdhkpKSncd999XL16FQcHB0aMGEGnTp3w9PQkJSWFy5cvs3v3bo4cOUJSUhKBgYG3vJbHHnvMsmiQn58fDz30EE2aNCEnJ4fff/+dbdu2MXv2bC5cuMCaNWtumSl485/Hnf68bnf8gw8+4J133mHw4MHcd999uLi4cOTIERYvXkxKSgrjxo3j6NGjxd46Xx6vpTjW5G3hx63Jb6PRyL59+wDo3LkzDg4OpKSksHbtWk6ePElmZia+vr507dqVQYMGWRYXuxs7duywLHQ1bNgw9Hq91T+HQ4cOxcHBgby8PLZv317iebm5uSxduhSAxx9/3PIcHTt2pEOHDhw5coT58+fftj/xzfkyZswYvLy8SE5OZsmSJUyfPr3I+OutCQYPHoy/v79VP5/VXXV5rxU1i+StsCUmk8mSs6X5zF4a9ze+n29PfItJMbEsbBnPt3++Qp7HGvZaGNyqDmuOxBKfq+NUy8dpffpzQMG04xOMY+apFpuw3vVcraicrUjB7bw5s+cqAOcOXiWwVS11A6qmOo+8n7Cdf5KZlMjF40cI27WDJt16lvo6LqNH452QSNL//R8AV/79Dri54dKvX6mvZct5K9RVmpyRIms1ExISQkhIiOV28i1btuDs7Gz1+XZ2dvj5+ZGZmWkpolRlGRkZaodwV3Jzcy3bX3zxBcuXL7fsm0wmUlJSOHz4sOU29alTp/Lyyy8Xu7pd7969OX36NHXq1Cn2ud5//30mTJjAgQMHePHFF+nZs2eRwuB3333H1avmDxy//PILPXsW/49gZGQk3t7et8Tw9ddfW4qSw4YNY968ebi4uFiOT506lQULFvDaa6+xfv16vvrqK6ZOnVrkGtdzTlGUYl/jnY4XFBQAcOXKFT788EOWLFlSpE/oww8/zNChQ7n//vvJzc1l5syZzJ49+5brlMdruZ3b5e31W/DB3Gv1TisZnj9/nszMTAAaNmzIvHnz+Ne//kVaWtotYwMCApg1a1aJ/aitdb1tBUCrVq1Ktdri9XMOHz5MQkICp0+fpl69ereMWblyJSkpKQBMmDChyHM88sgjHDlyhC1bthAWFlZi/9nCP19ZWVnk5eXxwAMPMG/ePBYsWMAjjzxiOZ6cnMy6desAc56kp6ffcn5pX2d1YuvvtaJmkrwVtiA/P9/y7831hRfLWy1TLXToMGJkRdgKgi4Hodeot+hL3TwNYL5F++3IFqywc8OhIAPNqTX8ZepKpmPxLd1E1VNROVuRFBNo7FxRCjREHoknx+s8GukYUCFcW7Yn8++tAGxZ8D/OXk1Aqy/DhA9/P3x79cRz5y4wmbj88itcfnIqOQ0alCkuW8xboa7s7Gyrx0qRtZqZMWMGM2bMID09HQ8PDwYNGoS7u7vV5+fm5hIdHY2rqyuOjo4VGOndURSFjIwM3NzcbLpvYuE/49stxuPg4MDrr7/O008/XWIv0Tv1SnV3d+eTTz6hf//+nD9/nkuXLhU5Jzo6GjDP2hw6dGiJ1+nQocMtj2VkZPDll18C0KhRI1auXImTk9Mt415++WV27drF2rVrmTNnDi+++GKRBeSuz7LUaDTF5u2djl/vN5udnc2bb77Jww8/fMuY0aNHM3DgQLZs2cKWLVtuuU55vZbiWJO3hYu5Dg4Od/z5LfxlyMGDB/nhhx/Q6XQ89NBD9OjRA41Gw759+1ixYgWxsbE8+uij/PDDD0ycOPG2172d60VdgPr165fqPQbA39/fsp2bm1vs+deL3L169aJLl6L946ZOnco777xDdnY2q1ev5q233ir2eQr/fLm4uODu7s706dOZN28eR48e5cKFC5b+3d9//z15eXnUrl2b8ePHo9friz2/pqku77WiZpG8FbYkNzfX8u/NwIEDK2zF6+O7jvP7xd/JVrKhOQxrdHdfuN4Nk0lhzZd/czk1l+PpzuT2ew6H3R+hQaGf3WGMw55ULTZhHYPBQGhoaIXmbEX6My2c8L1xKEYNrYK6EtzOR+2QqiVFUfg1PZmLxw5jzMmiVlYqvSZOKtu1hg4l7s23yNy4EW1BAfV/WkrdRYtwaNbU6mvYet4K9ZRmso0UWas5vV5fqjcQo9GIRqNBq9XesWA08uudJGTk3W2IZaRgUhS0Gg1Qsb9A+bo5sP75XhVy7cK//L300ku3LNiWkZHByZMnWbVqFe+99x6zZ89m9erVt131PCsri9DQUI4fP058fDxZWVmW29AKF8ciIiKKPJ+npycAcXFx7N27lx49elj9OrZs2WKZdfjiiy8WKRTebPr06axdu5aoqChOnDhRpGhb+M+juPwrzfHp06eXmMP9+vVjy5YtxMXFkZqaWqRwXV6vpTjXb1u9/jNWnMKP327cdYVnW546dQpnZ2dCQ0OL/P0999xzvPDCC/Tv35/MzEymT5/OkCFD8PEp2wfKwrNtXV1d7xjjzVxdXYtc6+bzIyMjLV86PPXUU7ccr1WrFhMmTGDRokUsWrSIt99+u9hCys35otVqad++PZ07d+bgwYMsWrTIMpP5u+++A+CJJ57A4dpKpsWdX9NYk7NCVDWSt8KWaLVay783pf3cXhqPtHqE3y/+DsDKcyu5v9n9qn4JcX+nQGZvO4dJgZ91w5jq9A3kpKA9+TPavv8C70aqxSasV5E5W5GadvYjfG8cABeOJdOks/8dzhBldd+U6Xz/6rMYDQaObFpPm34D8QkKLtO16n30IdFpaWTt3IkpI4Mr06dTf9lS7Iu5K+52bDVvhXpKky9SZBVllpCRx9X03DsPFFYZMGAAI0aMKPbYzJkzGThwIEePHmXIkCEcPnyYli1bFhljMpmYOXMmn3zySZEiWEluvp38/vvv57///S8mk4k+ffowcuRIhg8fTq9evWjatOltP4hf7wkKcN999932eTt16mTZPnTo0B0Lk2Xh4+NT7C3o1xVuqZCSklKkyFrVXsud3FwEfvPNN4stkHfp0oX33nuPV155hczMTBYtWsRrr71mOf7GG29w5cqVYp9j1KhRjBs3zrJfq1Yty3ZZbqEvnHvFFbEXLFiAoijUqlWLBx54oNhrTJs2jUWLFnHhwgX++OMPBgwYYPXzT506lYMHD/LTTz8xa9Ysjh07xokTJwCYMmVKKV+NEEIIUfW19WlLK+9WnEo6RVhyGEcTjtKhduV/brnu/o51mb3tHADLj6UwpftzaP74wHwv99+fw5i5qsUmqr96zT1xcLYjL7uAqOOJFOQbsbOXngEVoZafP11Hj2fPz0tRTCa2ffcND777UZm+5NHY21Pv/77i4uQp5B4/TkFCAtFTn6T+0p+w8/augOiFKD0psooy83VzUPHZK3cmq9p8fHyYPXs2vXv3Ji8vz9JvtLAXXniBkJAQwFxEHDJkCM2aNcPT09NyG1piYqKlsHbzYiBt27Zl4cKFzJgxg+zsbNasWcOaNWsA8Pb2pl+/fjzyyCOMGjXqlplB8fHxlu2PP/7Y8k1P4cVHrv+/8GJCiYmJd/cHUwIPD4/bHi/8TdTNTayr2mu5k5tf64QJE0oc+/DDD/PKK68A8Pfffxcpsq5Zs8ayuNrN6tWrV6TI6ufnZ9m+ePFiqWO+dOmSZfvmBdSMRiOLFy8GzDNeb16cqjA7OzsKCgpYsGBBqYqsDz/8MC+//DLJycmsWbOG7du3A9CzZ0+aN29empcihBBC2ASNRsPEFhN5a6e5xc7SsKWqFlnre7vQNdiL/VHJnIvP5GTdCbRxnA25aXBsOfR+DbzK1m9RiDvR2Wlp0N6XM7uvYMgzculUMg07+KodVrXVdfQDhP29ndS4K8SEnSTs7+207N2/TNfSurgQ+O03XJz4CPkXLpB/8SLRTz1N0OLF6FxLvgNRiMoiRVZRZhV1C701TCYT6enpuLu715hbAXv06IG9vT35+fls3bq1yLGzZ88yd675G//777+fn376yXLLc2GnTp0qUli72aRJkxg2bBhLliwhNDSU3bt3k56eTlJSEj///DM///wz3bt3Z8OGDSX2hv3hhx+sfk3WzLhVky28luDgYPR6vaVY3OA2DeD9/f1xdHQkNzf3llmrH330UbGLZQG3tLHo3r27ZbvwIljWSEtL48yZMwDUrVv3loXaNm7caIktJibGUnC9nTVr1pCcnFxiTt7Mw8ODBx54gB9//JE5c+ZYZrGWZvEyIYQQwtYMCR7C5wc/Jzk3ma0XtxKfHU9t59qqxfNAp3rsj0oGYOWJNNrcMwP+/BAUo3k26+g5qsUmqr/GnWpzZrf5M2fE4XgpslYgO3t7+k9+mtUf/weAHUu+o2Gnrji6uN7+xJKu5+lJ0MIFRD08kYK4OHJPneLyC89T75tv0NqXYWEtIcqRFFmFsBE6nQ5XV1eSk5NJSEgocmzLli2WWZWfffZZsQVWMK9Efye1a9fm5Zdf5uWXX8ZkMnH69Gn++OMPFi5cyPHjx9mzZw8vvfRSkQJkQIB5FViNRsOCBQusLnzfXLyrCmzttdjb29OiRQuOHz8OQEFBATpdybc7FRQUALf2lRk7dqzVz9mlSxe8vb1JSkpi06ZNJCUl4W3lLTpLly61zKIeNWrULccXLFgAQMeOHXn++efveL3nn3+ezMxMlixZwgsvvGD1a3jyySf58ccf2bVrFwBubm48+OCDVp8vhBBC2Bp7nT33N7mf+SfmU6AUsPLsSp7r8Jxq8Qxr68+7v54ix2Dk12OxvP3KNBz2hEBeGhxbZp7N6llftfhE9Va4ZcAFaRlQ4Rp06EyTrj04t3832Wmp7FrxIwOmlHzH2p3oAwIIWjCfqEcfw5SWRtbuPVz5178I+OwzNDVkEpaomqTIWs0ZDIZbboe+03hFUTCZTLfcTl6VFL5luyrHeSeFbze/0595dna2Zaahh4dHkbGFb3H39/cv8Trr16+3+vmua9myJS1btuSpp56ia9eunDhxgg0bNhQ5t1evXnzyyScoikKbNm2K9Cq9k8LXufnP42Z3e7y4Yzf/OZTXaymONXl785+HNX9HI0aMsBRZjx07RufOnYsdd/r0aUuRtWHDhmX+2dHpdMyYMYP333+fvLw8PvjgA7744os7npeZmcknn3wCmBf6ePbZZ4vEcOXKFX777TcAHn/8cR5//PE7XnPDhg388ssvLFy4kOeeK/qL4u1+vnr16kWTJk04d87cD27ChAk4OTndNh9t+b2mrKrLe62oWSRvhS0xmUyWnC3NZ/ayGtdoHN+d/A6jYmRV+Comt5iMvU6dmV8OWhjcsjZrj10hLcfA5nNZDO8yDd3Oz8BUgPGvzzEN+1yV2MTtXc/VysjZihTc1puze+MoyDNy/ng8DdqVbVFYYZ1ej0zmwrFDFOTlcXTLbzTv1Y/aDcq+yJ02OBj/OV8TO+0plNxc0n/7HY1HLXze+FexPV+rS96KyleanJEiazUTEhJCSEgIRqMRMM9wdHZ2tvp8Ozs7/Pz8yMzMJD8/v6LCLDcZGRlqh3BXCq8Mn52dfdtFhFauXGn5e+3YsWORsYX/jnfv3l3sAkxhYWFFZp/m5uaWetGiJk2acOLECfLz84uc27VrV4KCgrh06RJvv/02y5cvL1Mz8+s5pyhKsbHd6fj1AuL1dhIlycnJsWxnZmZWyGu5ndvlbeG2A3l5eVb9HY0bN45PP/2UgoICZs+ezZw5xd9e99VXX1m2+/fvX6ZFq66bMmUKixcv5uLFi3z99de0a9futrNhCwoKePLJJy09XKdMmUK9evWKxPDNN99Ycrxfv35WxTdw4EB++eUXjh8/zp9//knHjh0txwr/fGVlZd1yvZCQEEuRtVevXrccv9P5NYmtv9eKmknyVtiC/Px8y783oaGhlfKcLexacNJwkuTcZD5b/xnt7dtXyvMWJ8CgAcyzB7/ZfBS7Jg0ZqHVEb8pFc3QJ2/PbkWMvha+qqrJytqLkFugA8+9ROzceJ+yyLOpc0TxatCPp6H5QFNZ89Qn1Bo2+69+1XB56iIAffkBjMpG2bBmRSYkk32a9BlvPW1H5srOzrR4rRdZqZsaMGcyYMYP09HQ8PDwYNGgQ7u7uVp+fm5tLdHQ0rq6ulsWSqiJFUcjIyMDNza3cC2CVqfCfsbOzc4l/V1u3buVf//qXZf8f//hHkbHDhw/nzTffBOBf//oXa9asKbI40d69e5kwYQKBgYFERERYnrvwNX744Qe8vb3p06cPrq639sfZvn275R+kHj163BLrnDlzGDNmDFu2bGHy5Ml89tlnNGzY8JbrGI1G9u/fz86dO2/pD2t/rYeORqMp9s/iTsft7MxvaVqt9rZ57+TkZNl2dXWtkNdSHGvy1sXlRsN2BwcHq35+O3TowLPPPsvs2bP56aefaNu2Lf/4xz8sbQNMJhNz5szhu+++A8yLnD322GO3bStwJ+7u7vz888/079+fjIwMpk2bRlhYGK+//jqenp5Fxh4/fpyXXnqJHTt2AOaC5ldffVXk70FRFJYtWwZA+/btad26tVVxjB8/nueee46CggKWL19O3759LccK/3y5uLjc8mc5YMCA2y6Ydafza4Lq8l4rahbJW2FLcnNzLf/eDBw48JZ2PhXBL96PJ7c+CcAZpzO8OfjNCn/OkgwxKaz54m+upOVyNl1H+36j0bpHwK4v0CpGBjiexDTkU9XiE8UzGAyEhoZWWs5WFJPRxI+n95GXXYAhyYFB9/WRlgEVzDhoIEvffJmU2BjykhKo76Sndf9Bd3fRYcNIb9KY+LfeBsBnSygtut2Dx4PjiwyrLnkrKl9pJttIkbWa0+v1pXoDMRqNaDQatFptlV5Q6vrtf9djtVWFf/mbPXs2q1evLnI8MzOTEydOEB4ebnnsrbfeYvjw4UXGtW3blqlTp7Jw4UL2799P06ZN6d69Oz4+PoSHh3P48GFq167NkiVLLEWom/+Of/75ZzZu3Ii9vT2NGzfGz8+POnXqkJ2dTXh4OGFhYQB4eXnx5Zdf3vLnPnLkSBYsWMD06dNZt24dv/76K61ataJp06Y4OTmRmJhIfHw858+fJy0tDQ8PD15//fUS/zyK+3u92+PFHSsu18vjtRSnuLz9+OOPLQtBQdHWD+vWrbPM/Lzuu+++K/a1zZo1i7CwMEJDQ3n99deZM2cO3bp1Q6PRcODAAaKiogAICgpi7dq15fLBonPnzuzatYtRo0YRFRXFrFmz+Oqrr+jWrRt169YlLy+PM2fOFHl9EyZMYMGCBUWKyWAu4kdGRgIwevRoq3+uvby86N27N3/88QcrVqzgyy+/tFz75nwo7XvF3Z5fHVSX91pRs0jeClui1Wot/96U9nN7WXUN6Eozz2acTTnLyaSTnEk9QxvfNhX+vCV5oFM9vv4jAqNJYePJeKb1fB72fwuGLHRHl6Dr8xq4B6gWnyhZZeVshdFDw/a+hO2+QkG+idjwdBp1UG8xuJpAr9cz8MlnWfm++cud3St+pFn3Xji7e9zVdb3vvx9S04ifNQuAhJkzsff1wX3QrQVcm89bUelKky9SZBWiiti2bdttj3fv3p23336bYcOGFXv8f//7H15eXnz99ddkZWWxdetWwPxL5pAhQ5g3b57lVuziTJo0CY1Gw44dOzh9+jSnT58uctzBwYExY8bw0UcflbiC/eTJk+nSpQszZ85kzZo1nDx5kpMnTxYZY2dnR69evW4pFFc1lfVaNm3aZJnhebNjx45x7NixIo+VtBiXvb09GzduZNasWXz55ZdER0cTHR1tOe7o+P/s3XV4U9cbwPFvUncKpS20eHF39+I6Nsaw4TMmv7GxMWdjjA2mDMawokOGDBiuxV0LFChUKKWlBnWJ/f7Ickk9qaVyPs+Tp2ly5c3NyU3y5pz3WDNhwgTmzp1r8CRVhmjatCn+/v4sXryYZcuWce/ePU6dOpVluUqVKrF+/Xr69++f7XZ0E16BNslqjGHDhnH06FHi4+PZsmULEydONGp9QRAEQShPZDIZYxqO4aszXwGw4c4G5lWeZ7J4RrTSJlkBtl5+xNSutZC1mwanfwVVOpz6FQaK3qxC0fBq7Yr/mXAAHlyOFEnWYlCtcTMadumB/ylfUpMSOblhNf3eeK/A2600ZTLKmBhifXxArebxBx9itmIFdu3bFULUgmAYmUZ/Zg+hzNCVC4iLizO6XEBQUBC1atUq0eUCdDU3HR0dS3UvFT8/Py5fvpztfTKZDGtra1xcXGjevDkuLobVo4qLi+P8+fNER0dTqVIlGjdujKenJ6DtGbt161YAOnfuTN26dbOsr1QqCQgI4PHjx0RGRmJubo6HhwfNmjXLtoxATlJTU7ly5QoRERGkpaXh4uKCq6srderUyXE758+fx9/fH0tLS8aMGWP0/b6+vgQHB+Po6MiIESNyjC0wMJATJ04A8MILL+DklPsvp/l5LNnJrt3u37+fiIgIg7cxYcKEPIe/qlQqLl26xKNHj1AqlVStWpU2bdpkGJ5fVEJCQggICCA6OprU1FTmzJlDYGAgoK0rPHLkyGzX27x5MykpKZiZmTF+/Hij9hkdHc3u3bsBqFOnDl27dgXg1q1bXLx4EdCW1KhcubJR29V/feZn/bKgrJxrhfJFtFuhNElNTSUwMJCgoCD69u1bbL2rUpWpeG/1Ji4tDnO5OYdeOoSLjelqn7605AyXQp4C8O/bXWjqrIBfm4IiGcys4H83wME9j60IxUWhULB3714GDhxY6nsEqlRqVn10irQkJeZWZkxZ0EWUDCgGSc+e4vO/10lP0da6fOWbBXjUb1jg7WrUasI/+ZS4nTsBkNvbU2PdWqwbNixT7VYoXsbk10SStYwSSVZBKHnKY7u9cuUKnTp1Ii0tDXt7ey5evEiDBg1MHZZgoPLYZoXST7RboTQxVZIV4OfLP7Pq5ioApreYzhvN3yi2fWe26cJDZm33A2BCxxp8PawJHPwczvyuXaDDdOj/ncniEzIqa8mqo+v88T+t7c3a//UmojdrMbmy71+OrV4KQOXqNRn3/W/ICzBnhI5GoeDR2++Q+N9oQTMXF2pu+AtZlSplqt0KxceY/Jr45CkIgiAUmVatWvHzzz8D2p7UI0aMIDEx0cRRCYIgCILwSv1XkMu0Xwe33N2CQq0wWSwDm1XB2kIby87rj0lTqqDTu2D+3yicSz6QGJnLFgQh/7xaP0+q3r8s2llxadF3IJVraicXjnoYzLUDuwtluzILCzx+/QWbFi0AUEVH83DqNJTRMYWyfUHIjUiyCoIgCEXqrbfe4uWXXwbA39+fKVOmmDgiQRAEQRCq2lelh2cPACJTIjkSkvv8AEXJ0dqCfo215QCeJSs4dicS7F2hzWTtAsoUOLPQZPEJZZtHfWes7LTT1QT7xaBIz3keC6HwyM3M8J7ypvT/6b/Xk/g0tnC2bWNDtT+XYOlVBwDFw4eEv/Um8tTUQtm+IORETHxVxikUChQKw3+VVigUaDQa1Gq1NDtvSaSrcqGLVRBKg/LcbpctW0a/fv2k/6Ojo6lYsaIJIxIMUZ7brFB6iXYrlCZqtVpqs8Z8Zi8sL9d9maOhRwH4y/8venv2LvYYdIY3r8LOa48B+PtiKL3ru0C7NzG/tBKZMhXNxZUo200HO9PVjhW0dG3VFG22qNRq5sKdsxEo01QEXo+kdgvRzopD5VpeNO7hzS3fw6SnpHBszXL6T59ROBu3s6PqkiU8Gv8qyogI0vzv4LHShzhHRxy6dkVuZVU4+xHKPGPOdaImaxmzePFiFi9ejEql4t69e2zYsAFbW1uD1zc3N8fd3Z1q1aphaWlZhJEKgiAIgiAIQvmWnp5OaGgoERERKJXKYt+/RqPh94TfiVRrh0i/Zf8WVc2rFnscAGoNfH3FjGfpMuRo+Lq1CkdLaPJoPXWiDgJwz20w/lVfNkl8QtmWGmVG9CXt92abKgoqtRA9HouLKjWVkN1/o05PA6Bqr4HYunsU2vYtn0RS7c8/MUtOfr5PKyuSGjUioVlTkuvVQ2Mu+h8KOUtOTmbMmDEG1WQVLamMmT59OtOnT5cK8/bt29foia9CQ0Oxt7cv0RNfaTQaEhIScHBwyHOmdUEoKUS7FUob0WaF0ki0W6E0SU1NlT5z9+nTxySTsSQHJDPv4jwAHrk+YmqHqcUeg849ywCWnAhCjYwU18a80qkGxLdE80drZKp06j49Rq0xP4OtGA1jSgqFgkOHDpmszRYFtUrNOv/zpCUpUcRY0de7O+aWBZ+ESTDMTWd7jq5cAkDKneu88OpEzMwLr22ltmlN+Hv/QxUVBYBZWhqOV6/iePUqcnt77Hr1xL5fP2w7dkRWRtq0UHji4+MNXlYkWcs4CwsLo974VCoVMpkMuVxeomfk1Q3/08UqCKWBaLdCaSParFAaiXYrlCZyuVz6McDYz+2FZXjd4Sy6togERQL7g/fzYdsPcbZ2LvY4AF5qW50lJ4IA2H71MdO61UFWqTq0ehUurkCWnoTFpWXQ+wuTxCdkZKo2WyQsoE6Lytw+HY4yXU3YnfgME2IJRauF9wD8jx8l/P5dnj4O4/qBPbQfPrLQtm/RqhVWB/Zz/PdFNIyNJenoUdQJCQCoExNJ2PUvCbv+Re7oiEPv3jgO6I9dhw7IxOheAYw6z4lPnoIgCIIgCIIgCOWUrYUtw7yGAZCuTmdbwDaTxVKnsj2tqlcA4E5EArce/9d7qMv7IP/vS+75pZDy1DQBCmWaV2s36fqDK5EmjKT8kcnl9J76FjKZNkV1bvsm4qMK9zmQWViQ3KA+bt/Ooe7pU3j+uQSnYcOQ29tLy6jj44n75x9CX3ude1278fjTz0g8eRJNGao/LBQtkWQVBEEQBEEQBEEox0Y3GI0MbY/azXc3o1QXf31YnZdaV5Oub738SHvFyRNajtNeT0+Ac0tMEJlQ1nnUr4C1nTaZH+wXjSJdZeKIyhe3WnVo3ncgAMq0NI6tWVZk+5JbWuLQowdVf/ieumdO4/nHHzgOHYLczk5aRh0XR9z27YROe42ALl15/PnnJJ46LRKuQq5EklUQBEEQBEEQBKEcq+5YnS4eXQCISIrAN9TXZLEMalYFK3Pt19Rd1x+TrtSWANH2Zv2v2t25PyHlmWkCFMosuZmc2i0rA6BMVxPiF2PiiMqfzqPGYetUAYD7F88RePVike9TbmmJQ6+eeMyf/1/CdTGOQ4Yg15tAXBUXR9zWbYROnUpA126Ef/ElSWfOoDHBhIVCySaSrIIgCIIgCIIgCOXcmIZjpOsb7mwwWRxONhb0bewOQGxSOsfu/jdk2LkGtPgvxrQ4uFB0vdyE8sur1fM6rPcvi5IBxc3azp7u46dI/x9dtRRFelqx7V9uZYVDr154LPgv4brodxwHDUKmn3B99oxnW7bwcPIUbcL1y69IOntWJFwFQCRZBUEQBEEQBEEQyr1OVTtRw7EGABcjLnLv6T2TxfJSa0/pulQyAKDLDJD9N+P72cWQaviMz4JgCP2SASE3o1GkiZIBxa1hlx54NmoCQNyTCC7s2GqSOOTW1jh4e+Px04/UO3Maj4W/4ThwADIbG2kZ1dOnPPv7bx5OmkxAt+6Ez55N0rnzaFSi3ZRXIskqCIIgCIIgCIJQzsllckY3GC39v/HORpPF0sXLBTdHKwCO3YkkJvG/nmwVa0HzV7TXU5+J3qxCoctSMuCmKBlQ3GQyGd5T3kJupv1B5eKurTwNDzNpTHJraxz79sXj55+1CdfffsNhQP+MCdfYWJ5t2szDiRMJ6N6DiG++IenCBZFwLWfMTR2AULQUCgUKIwozKxQKNBoNarUatVpdhJEVjEajkf6W5DgFQZ9ot0JpI9qsUBqJdiuUJmq1WmqzxnxmLyoDawxk4ZWFJCuT2f1gN283extHS0eTxDKseRWWnQxGqdaw/UooEztqe9nS8T3Mr29EplGjObsIZavJYOVgkhjLK11bLQlttijUbF6R26ceAxBwKYIazZxNHFH54+hWhRb9h3Blzw5UCgWHV/7JsI++QCaT5XubhdZuzc2x6dUTm149qZycTPLJUyQcOEDyyZNoUlMBUEVH83TDRp5u2IiZiwv23t7Y9+uLdcuWyP5LHgulhzFtRqbRvasLZcLixYtZvHgxKpWKe/fusWHDBmz16ofkxdzcHHd3d6pVq4alpWURRioIgiAIgiAI5Vt6ejqhoaFERESgLCH1/P5N/pfz6ecB6G/dny7WXUwSR0QyzLuu7RPkYavho+bPe4O1Cl5KtaenAbhV9WXuuw02SYxC2aRRQ/hRO9QKOTK5hiq9E6U514Tio1YoeLhnC8rkJADcu3hjX72WiaPKmSwtDbs7d3C4cQO7O3eRZ3NOVzo4kNC0KQnNmpFaozrIxeDy0iA5OZkxY8YQFxeHo2PuPzyKJGsZFR8fj5OTE9HR0Xk2An2pqamEhoZSs2ZNrK2tizDCgtFoNCQkJODg4FCgX7MEoTiJdiuUNqLNCqWRaLdCaZKamkpQUBDBwcH07NkTCwsLU4dEUFwQL+55EQAPOw92DNmBmdw0Pa9eWnqe64/iANj1VkcaVvmvx2pMAOZLO2t7s9pWQjn9CljamSTG8kihUHDo0CH69OlTItpsUTixKYA7pyMA8J7cQCohIBSv+xfOsnfhfADsK1Zi3PzfsbS2yWOt7BVnu1UnJZF04gSJBw5qe7imp2dZxszVFfu+fbDv2xfr5s2RiYRriRUfH4+Li4tBSVbxe0wZZ2FhYdQJRKVSIZPJkMvlyEvwi1w3/E8XqyCUBqLdCqWNaLNCaSTarVCayOVy6ccAYz+3F5V6LvXoWKUjZ8PPEpYUxrnIc/So1sMksYxsU01Ksu68EUGz6hW1d7g3giYvgt8WZMkxWFxfB53eMUmM5VlJabNFoV4bdynJGnQthvrtqpo4ovKpQaeu3D5+mODrV0iMjeHSzq10Hze5QNsslnZboQJWQ4dScehQVImJJB7zJX7/fpJOnEDz39BzVWQkcev/Im79X5i7ueHYvx8O/ftjIxKuJY4x7UU8c4IgCIIgCIIgCIJkTMMx0vUN/htMFseQZlWxNNd+Zd1xNQyFSq/OctcPgf96q5/+DdKTiz9AoczyqFcBa3ttYiXELwZFmpi8yBRkMhm9Jr+B2X9Jrit7dxIdGmLiqIxjZm+P05DBVFu8iLpnTlN1/g/Y9+yJTC9xp3zyhNg1awkZPYb7vb158v0PpFy/jhh4XvqIJKsgCIIgCIIgCIIg6erRFQ97DwDOhp8lMC7QJHE42VrQp5EbADFJ6fjejXp+p2sDaDxcez0pCi6vLvb4hLJLbianzn8lApQKNcF+0SaOqPxydq9K26EvAaBWqTjis6TUJh/NHBxwGjqUakv+0CZcf/ge+x49QD/hGh5O7OrVBI96hfu9e/Nk/gJSbtwotY+5vBFJVkEQBEEQBEEQBEFiJjdjdIPR0v8b/TeaLJaXWntK17deDs14Z7ePnl8//SsoUoonKKFcqNPaVbr+4EqkCSMR2g1/CSdX7Q8uj27fxP+Ur2kDKgRmDg44DRtGtT+XUO/0KarMm4dd925g/ryqp/JxOLE+PgS/PIoH3n14smABKX43RcK1BBNJVkEoIz744APs7e3x9PTM1/2CIBS/d999F3t7e1577bVi3a+/vz/29vbY29uzbdu2Am3L19dX2pavr2/hBCgUq8J6DguzXRWWXbt2YW9vT+PGjUlLSzN1OIJQqgz3Go6NuXaCmV0PdpGYnmiSOLp6ueDqYAXA0TuRxCbpTSDj1ggaDtVeT3wCV9aaIEKhrPKoWwEbh+clA9JTs84WLxQPC0srek1+Q/r/+LqVpCaZ5pxUFMwcHanwwnCqL12qTbjOnYtdt64ZEq6KsDBiV/oQPHIkD/r0JfKnn0i5dUskXEsYkWQVhBJmzZo10pdUJycnwsLCDFovLS2NpKQkEhOzf7PJ636hcDVt2hR7e3t+/fVXo9ZLS0vj4sWLLFmyhMmTJ9OsWTMcHBywt7enfv36+YolJSWFFStWMHToUOrVq0elSpVo2LAhAwcOZNGiRURERORru7nRaDTs3r2bN998k9atW+Pp6YmLiwsNGjRg8ODBLFy4kCdPnuRr2ykpKVStWlV6nXz77bcGrRcXFyeto7ucO3fOoHVHjx6dYb233347X7Hru3r1KosXLyY1NZUPP/ywwNszhkqlIikpiaSkJBT/Fd/PL6VSKW1LqRRfPkqjwnoOC7NdFZYhQ4ZQu3Ztbt++zY8//mjqcAShVHGycmJQ7UEAJCuT2flgp0niMDeT80JLbekChUrDrmuZPht31+vNeuoXUKQWY3RCWSY3k1O7xfOSASE3Y0wcUflWu2VbvNp2ACA57hmnN683cURFw8zJiQovjqD6smXUO3WSKnO/xa5LFzAzk5ZRPHpEzPIVBL/4Eg/69Sfy519IvX1bJFxLAJFkFYQSZtmyZdKX1Pj4eFatWmXqkAQj3bp1i5s3b5KUlET//v2NWnfAgAG0a9eOt956i1WrVuHn50diYqLUJox1+PBhGjZsyLRp0/j3338JCAggNjaWO3fusG/fPt555x3atm1r9HZzc/r0aVq2bMmQIUP4888/uXLlCmFhYcTExHD37l327NnDe++9R506dfj6669RqYybSGDr1q2Eh4dLx2T58uXSbOK50Wg00jq6y8qVK/NcLzIykm3btmVYLzW14F/gZs2ahVqtZty4cdSrV6/A2ytMFy9exN7eHkdHR/bv32/qcAQh32QyGV999RUA8+fPJyZGfEEWBGPolwzYdGcTak3e77dF4UX9kgFXHmW8070pNBisvZ4QDtfKZuJFMA0v/ZIBl0XJAFPrOeE1zK20PduvH9zLk8D7Jo6oaJlVqECFF1+k+orl1D11Evc532DXqVPGhOvDh8QsW0bQiBd50L8/kb/8SuqdOyLhaiIiySoIJYi/vz9nzpwBwNnZGQAfHx9xgixldu7U9vSoV68eDRo0MGpdS0tL2rRpwxtvvMGKFSu4du0adevWzVccO3bsYNCgQYSEhODm5saPP/6In58fMTExhIWFceTIEd577z2qVKmSr+1n56+//qJXr15cv34duVzO+PHj2bdvHyEhIURFRXHt2jUWLFiAh4cHSUlJzJ49m+HDh5OSYngNtRUrVgDPXyMPHz7k4MGDRsXp4OAAwObNm/NMXq9duxaFQoGjo6NR+8jN2bNnpZhnzpxZaNs1VKNGjUhISCAhIYGXXnopy/36PRKNTYILQkkzYsQIateuTXx8PD///LOpwxGEUqWecz3aumt/jA2OD+bs47OmicPNgeaeTgDcDIvnTkR8xgW66b2XnvwFlKI8iFA4quqVDAi+KUoGmJpjZVc6jHgFAI1GzZGVS9AY0NmiLDB3dsZ55Eiq+6yk7skTuH/9NXadOoL8eVpPEfKQmKVLCRr+AoEDBhL522+k3r0n8gnFSCRZBaEE0SWPHBwcpOtBQUEcPXrUlGEJRtIlWYcNG2b0uvv27ZPKBUyZMoXmzZsjlxt/qg4KCmL8+PGkp6fTokULbt26xQcffECTJk2oWLEiVatWpVevXvz6669cuHDB6O1n59SpU0ycOJH09HScnJzw9fVl7dq19O/fn+rVq+Pi4kLz5s358MMPuXPnDoMHa3ud7N69m7feesugfQQEBHDixAkA5s2bR+3atQEM6pGqb9CgQTg4OJCQkMDff/+d67I+Pj4AvPLKK0btIzc//fQTAK1ataJx48aFtl1DyeVyqfSBuV6tJ0Eoi2QyGePGjQPgzz//JDk52cQRCULpMqbBGOn6hjsbTBaH/gRY2y5n6s1atQXU+2/0UPwjuGa6OIWyRW4mp3ZLbW9WlSgZUCK0GTycilW154Pw+3fxO2ZcZ4uywLxiRZxHvUx1Hx9twnX2bGw7dMiQcE0PDiZmyZ8EDRtG4KDBRC38nbSAABNGXT6IJKsglBDp6emsW7cOgDFjxvDCCy9Qs2ZN4HnyVSj5wsPDuXjxIpC/JKtMJiuUOGbMmEFiYiLW1tZs2bKFSpUqFcp2c6JQKBg3bhxKpRKZTMY///xD165dc1xeNzFOq1atAFi9ejW7du3Kcz+614K9vT1jxoxh6tSpgHZym6ioKIPjtbOzk5KmuSVoT58+jb+/PzKZjMmTJxu8/dxERUVJifjx48cXyjYFQcidLskaGxvL9u3bTRyNIJQuPar1wN3OHYCTj04SGh9qkjiGNK+KpZn26+s/Vx+jUGXqvaZfm/Xkz6AqGbWhhdLPq1Vl6fp9UTLA5MzMLeg95U3p/5Mb1pAcH2fCiEzLvFIlnF8ZRY3Vq6h74jjuX32Jbbt2oPe9Mj0wkOg//iBwyFAeDBpM1O+LSLtftkstmIpIsgpCCbFz504pSTRt2jRkMhlTpkwB4J9//iE2NtaU4QHahFDmiYNyuxw+fDjb7Wg0Gnbt2sX48eNp0KABLi4ueHp60rNnT3777bdc613qYmjevDkAycnJLFy4kC5duuDh4YGDgwOHDh3Kst6+ffsYN24c9evXp1KlSlSrVo1u3boxd+7cQj22O3fuRKPR4OrqSseOHQttu8YICQmREpajRo3Cy8uryPe5fv16QkJCAHj11Vfp2bNnnutYWlqyZMkS6f+5c+fmurxSqWTtWu2swa+88goODg5MmjQJc3PzDD9SGEr3+jp9+jR37tzJdhldArZHjx7UqVPHqO3nZMuWLdLkQi+++GK2y8yZMwd7e3tcXFyyfT0olUrc3d2l19rJkyez3c7gwYOxt7end+/eGW7PaRZ43eRgvXr1km6bOnUqjo6OGV7b3333Xa6P8cyZM4waNYo6derg4uJCixYt+Oyzz3j69Gmu6xkiJSWFRYsW0a9fP2rUqIGzszM1a9akY8eOTJgwgZ07d+ZZMzc4OJgvvviCrl27Ur16dSpVqkTjxo2lyeAiIzN+gfL19ZUeu6+vr3TbqFGjqF+/Pk5OTll6OoeHh7N69WrGjh1Lhw4dqF69OhUrVqR27doMGTKEP/74I9eJCLPb5+HDhxk+fDi1a9eWeqP/888/GdbTaDT8888/DBgwgFq1auHm5kaPHj3YuHGjgUdYa9++fQwdOpRatWrh6upKu3btmDt3bqFNnhgUFMQnn3xChw4d8PDwwMXFhaZNm/L222/j7++f43qGPBejR4/Osl7dunVp1qwZABs2iB5ugmAMc7k5o+qPAkCDho13jTufFJYKtpZ4N9L2KIxOTOPEvUw/rnq0Bq8+2utxD+G6aeIUyh79kgEhomRAiVC9SXMadO4OQGpiAqc2rjFxRCWDuYsLzqNHU2PtGuqeOI7bF59j27ZtxoTrgwdEL15M4OAhBA4ZQtTixaQFBpow6rJFjBEs4xQKhVEz/CoUCjQaDWq12qCJZExFV1NEF2tZoOuh17JlS1q2bIlarWbixInMnj2btLQ01q1bxzvvvJPj+vp1VrI7Jnndb4jk5GSjJl9KT0/Psq/Hjx/z8ssvc/Zs1ppeYWFh+Pr6snDhQvbs2ZPtZEC6GJKSkggNDWXw4MHcuHEjx/3Gx8czevToLJP3xMbG8ujRI06ePMmCBQtYt24dgwYNMvix5WTHjh0A0lB4/cdfGO3WkPV27twpLTdixIhieY389ddf0vU33njD4H22adOGNm3acOnSJS5cuMC9e/dyTArv2rWLiIgIQJsgVavVuLq6MmjQIHbu3MnKlSv53//+l+O+Mj8Xbdu2pXHjxty6dYuVK1fyww8/ZFhev5TApEmTsqyf3+O6e/duADw8PPDw8Mh2O506dZLa+cmTJ7MkSc+cOcOTJ0+k/w8cOEDnzp0zLJOamsqRI0dITU2lQ4cOGfajUCik13JaWpp0n64Wa+btZKa/jv521Wo1CxYskCb10omJieH69ets3LiRY8eOUa1atVyOUM6CgoLo168fDx48yHD7s2fPCAkJ4dy5c6xdu5bXX3+dP/74I8v6arWar7/+mu+//15KdOvExsZy+/Zt9u3bx+LFi7l165Z0X3p6unRc0tPT+fTTT5k3b16G9ZOTkzMcx6pVq2b7GJ4+fUpQUBC7d+9mwYIF7Nixg6ZNm2ZZLvM+P//88yw/RISHh3Ps2DE++eQTvv32WxQKBVOmTMnwegTt5G3Hjx/n0qVLLFiwINvjon/9gw8+yFK7NCoqiosXL7J06VL279+fbb3pzNvJ6b1o7ty5zJkzJ8tzEBMTw82bN1m6dCnz58/nvffey/O4ZPdc6Go8Z36ddujQgRs3bnDs2DGSkpKwsbHJsn1BKG5qtVr6fGDMZ/biNrTmUJZcW0K6Op1/Av7h9cavY2thW+xxDG9ehb1+2s8CWy6F0s2rYob7ZV0+wPy+9sd2zYkfUTZ6Ccwsij3Osk7XVktymy1sNZtXwv9UBCqFmgfXnmSYEEswjc6vvMqDyxdQpKbgd/QgDbr2pErdnOfDKHfttkIFHF5+GYeXX0YZFUXiocMkHjhA6tWr8N/7TlrAfdICFhH9+yIs69bFvl8/7Pv2wbJWLRMHX7IY02ZEkrWMWbx4MYsXL5YmKjl48CC2toZ/ADI3N8fd3Z3ExETS09OLKsxCk5CQYOoQCkVoaKjU63PcuHHEx2uL+dvb29O3b1/27dvH8uXLmTBhQo7b0D1fGo1GWt+Y+w2xePFifvvttxzvj4mJYdCgQYSFheHk5ISnp2eGfcXGxtKzZ08ePnwIwNixYxk/fjxeXl4kJydz6NAhvvvuOwIDA+nduzenTp2SJjfS0X0pVyqVjB49mujoaH777Td69OiBmZkZBw4cQKVSER8fj0qlYvjw4Zw6dQrQ1uGcPn069erVIzExkf379/P999/z7NkzXnjhBXbu3JklUWWMhIQEqWeVt7d3jsfZ2HarSxIY+tzpapaCdoKja9eusWzZMo4fP86TJ0+ws7OjXr169O/fn3HjxhU40aBQKKSkuYODA/Xr1zeqjXXu3JlLly4B2mShq2v2H1qXLl0KQJMmTWjQoIG0j7Fjx7Jz505u377NoUOHaN++fbbr6x93hUJBfHw8Y8aM4bPPPmPt2rV8/PHHGeqTrlmzhqSkJJycnOjTp0+26xtLo9FI7bFVq1Y5bqNp06bY2tqSnJzMnj17aNu2bYb79+7dC2jP2UqlkgMHDvDhhx9mWMbX11dKkHbs2DHDvvR7I6akpEj3yeVyQkNDuXr1KkOHDgW0PwD169cvw7YtLS2ldfTrW27atIk1a9YwZcoUxo4dS/Xq1YmOjmbFihUsW7aMoKAgpk2blmcd3JxMmDCBBw8eYGlpyYwZMxg4cCBubm6o1WrCw8MJCAjg33//RS6XZ3tsP/jgA6nGrpeXF++88w6dO3emYsWKREZGEhoayoEDB7h9+3aG9fUf45o1a9i4cSNTpkxh3LhxVKtWjTt37nD69GlpHaVSiYeHBwMHDqRnz554enri5uaGUqkkPDycPXv24OPjQ3BwMIMHD+bChQtZXof6+1y/fj0bN27k/fffZ+TIkbi7u/PgwQO+/PJLzp49y7x58+jcuTP79u1j+/btfPbZZwwbNgwXFxf8/f359NNPuX79Oj///DO9evXKcp7T39eqVavYvHkzkydPZuLEiXh6ehIeHs7GjRtZsmQJoaGh9OnThzNnzuDk5JRhOzm1K31ffPEFixYtAqBBgwa8//77dOrUCVtbW/z9/VmwYAHHjx9nxowZ2NjYZOkhbOhzAVnPtboREKmpqfj6+hbofC8IhSU9PV06V2c3EqckaWLehCvpV0hUJDJ/93zaWbUr9hhUGnCwMCNBIePQ7Qi27AzDLlMOtaNDE1wTbiJ7FoLfhi8JrZRz+SKhYEp6my1MqelmgPZ79dl9N7n3JPdRM0LxcGrUgugr2u8hOxf+SLV+w5HlMZ9FeWq3GVRwglEvY96/H/Y3b+Jw4wY2wSHS3ekBAcQGBBC7aBFpVdxJaNaMhGbNULi4mDDoksGYev4iyVrGTJ8+nenTpxMfH4+TkxN9+/Y1akbs1NRUQkNDsbe3x9rauggjLRiNRkNCQgIODg6FVsPSlLZu3YparcbOzo7JkydneM7eeOMN9u3bx61bt7h7926WZIuOpaUloK3pmd1zntf9hshtveTkZF588UXCwsKwsrLin3/+oUmTJhmWeeONN6QE65IlS3jttdcy3N+4cWP69u1L+/btefz4MT/88EOW3mi6JFhISAgpKSlcvHgRT8/nEyE0bNhQur5s2TIpoTV16lQpSafTtGlT+vfvT6dOnUhOTua9997D398fMzMzQw9JBgcOHCAtLQ1bW1uGDh2aJWmS33arm/jK0Ofu8ePHANja2nL27Flee+21DL0Rnz59yqNHjzh69ChLlixh+/bt0jDa/AgJCZHeeJo2bZol8ZKX1q1bS9dDQ0OzfYxhYWEcOXIEgNdffz3DMi+88ALVq1fn4cOHbN68mT59+mS7H/0ebRYWFjg6OjJ16lS+/vprqaffCy+8IC2jG149duxYXF1diY6OzrK+sQICAqTET5s2bXLdRpcuXTh48CAnT57MspyuXU+aNInly5dz9epV1Go1FSpUkJbRJb5tbW3x9vaWzgGg/QFHx8bGJsP2HR0dpdcpgLW1NVWqVMmxzer/kLdq1SqWLVsmlWIAqFGjBq1btyY1NZW1a9dy6NAhoqKijC6/EBkZKSXP5syZkyWpXK9ePbp37y7V6c1Ml9gE6NmzJzt37sTOzi5DnG3btmXEiBG5PsYNGzbw22+/8fbbb0u31apViwEDBmRYR/8Y6mvQoAE9e/ZkwoQJtGnThkePHrFr1y6mTZuW4z7XrVvHX3/9lSHhqIu3Xr16REZG8vHHH3Pv3j327t2bodxDjRo1aNmyJXXr1iUpKYm1a9dmiVV/X5s2beKHH37IcHxr1KhBhw4daN68OdOmTePx48f8/PPP/PLLLxm2k1u7Am3iX5dg7dKlC/v27cuw75o1a9K3b1+GDx/O3r17mTVrFq+88kqG7RjyXPTv3z/bc22nTp2k63fv3s1yHATBFFJTU6XP3H369MHCouT2uqwdW5sx+7WTYN2wuMGXA75ELiv+6nO3zO6y8nQIKo2MNPcmjGxfPcP9stBKsFY7OqllwmGajp0DcvG1tzApFAoOHTpU4ttsYVKrNfzlf56UBAXpsVb06d0dC6v8fWcQCo+6Xz82ffEh0Q+DSX8ag4cFtOg3MNtly2O7zYsyIoLEQ4dIPHCQ1OvXpdutwiOwCo/A5cBBLBs0wL5fX+z79sWyevVctlZ2GdO5RrzblHEWFhZGnUBUKhUymQy5XJ73jOZLu0OiaQp/awBHjRqZTE6Rp1jtXeH140W2ebVazerVqwFt/Uz9JAloe196enry6NEjfHx8cuylp/9FMrvnLq/7C0KlUjFmzBguXLiATCZj9erVWWpyBgYGsmXLFgAGDBjAG2+8ke22mjRpwvvvv8/cuXNZt24dP/74Y4Yv7vqP46uvvqJ6Lid6Xb1PZ2dnfv3112wfd/PmzZk5cyZff/01Dx484MCBA9JQf2P9+++/APTt2zdD8kZHl+TTvcbyw5D1dHUvlUqlVLN0zpw5jBw5ksqVKxMSEsLy5ctZsmQJQUFBDBgwgKtXr+Lu7p6vmPTrbDo7Oxv92Fz0fh2NjY3Ndv01a9agUqmwsbFh/PjxGZaRy+VMmTKFr776ir///pvffvsNBweHLNvQX0f3HLi6ujJs2DC2bNnCqlWrpBqpt27d4vz584A2QZ/5nJjf5zAoKEi67urqmus2+vbty8GDB7l69SqxsbHScUpISJBie++999i3bx+PHj3KkiTW9Y7v1q1blh/NMh+/zHFk/j+3x6t/e9euXbMkC3WmT58u1dQ9deoUdevWzfGxZ0e/drKXl5fRx//HH38EtEnjDRs2ZNtGcqK/r2bNmvHuu+8ate/sNG/enPbt23P69Gl8fX15/fXXc9xnz549GTNmTOZN4OTkxIsvvsiSJUu4desWY8aMwdvbO8tyVapUYcCAAWzdupVTp07l+nw3bNiQDz/8MNvjO3XqVFatWsWZM2dYtWoV8+fPx8rKKtvtZNeudKUKzM3NWbNmTYZzu/56f/zxB3Xq1CEuLo4NGzbw1ltvZbuPnJ6LnM61+r3kg4ODC/29UBDyQy6XS59tjP3cXtyaujWltVtrLj+5THB8MKciTtG7eu+8VyxkI9tWZ+Vpbe+rf66FM6lLph/taneBWt0g6ASyp0FY3NkFzUcVe5zlQUlvs4WtTktXbp4IQ6VQE+YfR922bqYOSbCwwHvqdDZ9OROAc1s30rBzd+ydK+aySvlqt7mxqFYNm8mTqTx5MorwcOIPHCBh335S9BKu6XfuEHvnDrG/LcSqUUMc+w/AsX+/cpVwNaa9iE+XQv4lRkLCY5NcZAmPkSdGICuO/RVxIvngwYNSj6fskhNmZmbSrOabNm0yqqt6cXnnnXekBOMPP/yQZXgnaCdR0X3xzamnmY4u0ZWcnMy5c+fyXC470dHR+Pn5ATBs2LBsk546Y8eOla4fO3Ys19hyolQqpSHcw4YNy9c2CouuXIiuNu327dv5/PPPqV+/PhUrVqRly5b88ccf0uRFERERfPPNN/nen3693/z0LNdPdGRX70aj0bBq1SoAXn755Wx7yk6ePBkzMzOSkpLYvHmzUfvX9brcv3+/1As4c43kwqKb3A6gYsWcP/wBUrJMo9FkmETO19cXpVJJlSpVaNy4sbSc/tCn2NhYrl27lmE7xSG312SLFi2k68HBwUZvu3r16tIHnNmzZ2eomZqXhIQEzpw5A8CQIUPy/YMC5P4YM7t9+zazZs2ie/fuVKtWjQoVKmSYQEx3fgsLC8t1O8OHD8/xvkaNGhm0XOPGjQFtT/fc6kqNHDky1+TjqFHaREVCQgKXL1/OcbnMUlJSpPNrz549qV27do7L6no/Axw9ejTH5Yx5LgAqVaokXc88uZkgCIaZ3GSydN3HzyfDZ4Di0sDdkaYe2s8CNx7Fce9JNmWYus96fv3EAlCriik6oSyro1eH9f5l8T5SUnjUb0iTntqRbOkpyZxY72PiiEoniypVqDRxIjU3b8LryGFcP/oI60yjHdNu+xP188886NuPoBdfImbFCtIfPTJRxCWTSLIK+WfvCg5VTXLROFRFbe+Opjj2Z1+0Rc11s5c3adKEDh06ZLvMlClTpBqD+a1lmJvWrVtn+OKvf5kzZ06u637//fdSj9Hp06czc+bMbJe7ffu2dL1du9xreOlPeJXTLNOVKlXCzS3nX48DAwOlD/55DYWvW7euNLT//v37uS6bkxMnTvD06VPMzMzy3RO2sOj30OvduzcDB2Y/ZGbmzJl4eHgA2gS+/nD6hQsX5tgmMg/z1k8WPnv2zOh49XvCZpdAPXr0KIH/zXiZUy9JT09P+vfvDzxPkBqqT58+VK9eHZVKxerVq0lPT2f9+vUAGYa9Fwb9sg15lRto1qyZ1Mb1E6i6hKsuear7q5+IPXLkiPR8FmeSNbcSAJaWltLrLD/1tO3t7aUejX5+fjRp0kTqybhx40ZCQ0NzXPfBgwdSPWf98hT5oZ/UzM3nn39Os2bN+OGHHzhx4gSPHj0iLi5OmtAsKSlJ+kEkrx/PcktI6r9mauUySYH+crkd/8xlXnK7P/MEZLm5f/8+aWlpQN7vAfD8fSCn9wAw/LnQsbKyknre6ibHEgTBOF09uuJVQTtB5Y3oG1x6cskkcbzYykO6vu1yNl/wa3aGGl2012MC4JFp4hTKlqp1K2DjoP3BN+RWDOmpyjzWEIpL1zETsbbTjpDxP+XLw5s38lhDyI2FhweVJk+i1t+bqXP4MK4zP8Q602fE1Fu3iPzxJx549yFo5MvErPRBGRNjoohLDlEuQMi/IhxCnxeNWk18fDyOjo55FrYuyaKioti1axcAd+7cyXbopI4uYbhixQomTpxYqHHovvBnR/elODsbNmzg008/BbS9NxcuXJjjsvqJNP0v6brHlflvduvpyytBpZ9EMKR2pqOjY44TtRhi586dgLbmn4uJi4Pr7z/zrPT6zM3N6d69Oxs2bODp06eEhIRISRr9Gbwzy3x71apVsbKyIi0tLdeESE70eyTqJ9h19JOmmSdg0qfrnXf+/Hlu3ryZZ7JIRy6XM2nSJL7++mt8fHyoU6cO0dHRWFtbZ+jlXBj0h1bnlWiUyWT07t2bDRs2ZEiy6q7ras96e3sjk8kICAggJCSEGjVqSMu4uroWqN6usfKq5a3rIZndrPOG+Omnn6hUqRI//fQTcXFx+Pn54efnx++//w5oJxObMWNGluctLi5Oum5szeDMDDmf/Pnnn8ydOxfQ9uB96623aNOmDVWqVMHW1lY6DsOGDcu1p6ZObsdVv/e4ocvldvzzenz69xtzvtQ/l//0009Sbdbszv0ajUZ678npPcCQWDNLT0+XtlvQCf8EobySyWRMbjKZT09pP//53PShrXv28wUUpaEtPJi71x+FSsP2q2HM7Fcfc7NM3wmavwIh2hrmBB2H6tmX3BIEQ8nlsgwlA4L9oqnXNv+jY4TCY+voRNcxEzm0XPv54ojPEl6dvxAzc1EWoKAsPT2oNGUKlaZMIT00lIQDB4jft59Uve9wqX5+pPr5YdelC+Z6I4fKo9KbnRKEMmDt2rWkp6cD2uHm+j2cMl90X0BPnz7N3bt3CzWOK1eukJCQkO3lyy+/zHadY8eOMWnSJDQaDR06dGDjxo25DjHVH64fFxcnXeLj44mPj5f2l5iYmGGGat3xySyvWnr6+8spWahPt09j6jTq0yVZTV0qAJ4PCwbyTPhWrlxZuq6fzHjvvfdybBO6XqU6VlZWUq3gmJgYbtww7pfj48ef/2CTebbv2NhY/vnnH+n/3F4j+m1F10PcUJMmTUIul/PgwQM++OADQDsUOXON5ILKXH82L7peqKGhody9e5fHjx9LiWzdfW5ublJCWZdc1fVq7d27d5mYHFDHzMyML774goiICPbs2cOsWbPo1q2blDC7cuUK48aN480338ywnv7rWv/8kh+G1PHU1X9t0aIF58+fZ9q0abRs2RJ3d3ccHR2lXuH56dFb1PI6X+ofv9x+GMxM/5ycmpqa43uA7n1A96NJTu8BYHx9cf3XXKVy/gVAEAqif63+VLGrAsCpsFPcjS3cz6WGqGhnSe8G2tEeUQlpnAyIzrpQ7e7Prwf6Fk9gQpnnpVcy4MHlqFyWFIpb0159cffSdtiIDQvl8p6dJo6o7LGsVo1KU6dSa9tW6hw8QOUZM7BqpJ142rJ2bazqGTfnQlkkkqyCYEK6RND48eNzTGjpXzw9PQHjh0PnxdbWNseh4fozkuvcvHmTF154gfT0dLy8vPj333/z7BWkG0Ysk8l48uSJQY83tyRvXmrWrCldz6t248OHD6XEgv56hrp27RohIdoJGEpCklV/KG5ew/f1kw76PfwsLCxybBP6s3vrjBw5Urq+fPlyg2P19/fn5MmTgLZsQ+b6p+vWrSMtLQ1LS0vCw8PzbC9fffWVtF5uyZnMatSoIfX61dXHLOxSAZBxOHd0dDZfCDPR9VYFbQJVl0Rt3LgxVapUybLcoUOHePDggTTBVnGWCihO1tbWDBw4kHnz5nH8+HGePn3Kjh07pNfvn3/+KdVkBu1we11CTlertqg8e/ZMGkY/ZsyYbM+hoP1hTb+MSkmRV2/0O3fuSNdzK0+QWa1ataTn4Pvvvzf4PUB3bi0M+q85Y2IXBCEjC7kFExpPkP73uWma+ocvtfaUrm+9kk3JgArVoeJ/5VZCL0B63j+6C0JeqtStgI2j9r095KYoGVCSyORyvKe8Bf91MDi7bSPx0aJ2blGxrF4dl9emUXv7durs30eVr2eXqc4d+SWSrIJgIqdPn5a+zI4YMSLHhJb+ZejQoYC2B2xuE5cUpbCwMAYOHEhcXByVK1dm//79Bg2P19XL1Gg0nDhxwqDHm1OS1xDu7u7S0PNdu3blmnDTr3PbvXv3HJfLia4Xa+PGjfHy8jJ6/cI2ePBgKemt30s0M7VazalT2mF0zs7O+Uow60yZMkWauXvp0qUGJbI0Gg3Tp0+X/v/kk0+yLKP7IaJnz564u7vn2V50E+HExMSwY8cOox6D/oRsderUoUePHkatb4h69epJSWpDevx6enpSv359QJtA1fVQ1U++6v9/9OjRDKUF8ptk1Z9BM79D+4uTlZUVw4YNY/HixdJt+pMyVahQQfrxYdeuXfmqHWwoQ2t9btu2zaBe9sVNv+d4bvfb2NjQpk0bg7dbsWJF2rbVDik+dOiQwe8BuU1aaCz981JhTmgnCOXRC14vUMGqAgAHgg8Qlpj7BH5FoXv9ylSy035OPHTrCXHJ2Xw2rvXf5zq1Ah6eLcbohLJKWzJAOxJMpVQTfCPvH82F4uNW24sWfbXzUSjT0vBdU7idk4TsWdasiW3b4i8dUxKJJKsgmIgueWRjY0Pfvn0NWkfXSzIyMpJ///23yGLLSXx8PAMHDiQ0NBRbW1t2796d60Q3+lq0aCHV05w5c2aes2kXhjfeeAOAiIgIZs+ene0yDx8+ZN68eYC2tqgukW2MklQqALRDeHUTRO3du1eaVT2z5cuXSz0eX3nlFczMzPK9TxsbG1auXIlMJkOhUDB48OBce8QplUqmTp0qzTbeu3fvLLWGL1y4IPVGNPTYNm3aVJokyNge3yNHjpR6z926datIfok1MzOTJri7cOGCQevoEqi+vr5ZJr3S6datG5aWlkRHR/PLL78A2oRu9erV8xWn/mRm4eHh+dqGKehPLJa59qquDERCQgLTpk2TJsIqbJUrV5aG0e/ZsyfbmbfDw8P58MMPi2T/BXX58mVWr16d7X3//vsvBw8eBGDs2LHZ9mrPzaxZ2tm+jxw5YnRJj8Jw/vx5QPsjgiGTbwmCkDNbC1vGNBgDgEqjYs2tNcUeg4WZnOEttRNgpavU7LrxOOtCGUoGmG4+CaFs0S8ZcP+y6ClZ0nQeNR5bpwoABFw4Q9BVMfGdUHxEklUQTCAhIUHqPdmnTx+Dv6j27NlTShwUdskAQ7z44ovcuHEDMzMzNm7caPSX1GXLllGlShWCg4Np2bIlCxYs4O7du1JPucTERAIDAzlw4AAffPBBlvqcxnrrrbdo1aoVAPPmzePNN9+UhvGmpKSwdetWunbtKg2Z//PPPzP04DNEaGgoV69eBUpOkhVg9uzZ1KhRA7VazcCBA1mxYoU0SU1ERARz5syRepFWrVo132UZ9A0ePJiffvoJmUxGWFgYrVq1YtasWdy4cUPqSRwVFcVff/1Fq1at8PHRDi9s2bIlW7ZsyZLU1LVxmUxmVPJb9zwcPnyY4OBgg9eTyWRS7zn9CaoK28CB2l/Xg4ODefLkSZ7L6xKq8fHxREREYGFhkaXHta2tLZ06dQLg3r17GdbLj5o1a0r1etevX2/ULPJF5dChQ3h7ezN//nzOnz/P48ePpURpdHQ069atk35YqVSpUpbH/9JLLzF69GgAtm7dSvfu3dmzZ49UY/TZs2dcu3aNuXPnSj2i88Pc3JyXXnoJ0PYknzRpEg8ePECtVpOUlMTmzZvp2LEjMpmsRCb6hg4dymuvvca3334rtc+YmBh++eUXRo0aBWiP75w5c4ze9vDhw6UyHNOmTWPcuHEcO3ZMeg6USiXh4eFcvnyZX3/9lQEDBkg/YhWGc+fOAdClS5d8198WBOG50Q1GY2OuHTnzT8A/xKbmXWu8sOmXDNh2OZuSATW7Af99vhB1WYVCUsXrecmAh7diSU8RJQNKEms7e7qNnST9f3TVUpRGlBEThIIQSVZBMIGNGzdKw0SNScxZWFgwYMAAAA4cOMCjR9l8mCwiSqVS6kWn0WgYM2ZMnsM8dcvrVK9enRMnTtCqVSuioqL46KOPaNCgAebm5lhbW+Pg4ECdOnXo378/P//8c561VPNiZWXFnj17pCGtf/75J15eXlhaWmJra8vIkSN5+PAhlpaW+Pj4MGTIEKP3oUsAVKlSRRoKWxCbN2/Ochx1SbPHjx9nuS+n3mDOzs4cOnSIOnXqEBcXx7Rp03BycsLKyooqVarw5ZdfolKpqF27NgcOHMDdvXBmRn3//ffZvn07np6epKam8sMPP9C8eXOsrKywtLTE1dWVcePG4efnh1wu57XXXuPkyZM4Oztn2E5SUhKbNm0CoE2bNnh4eBgcg+41pdFoWLVqVaE8rsI0atQoqTalISUNevbsibm5ufR/x44ds51wKHMJgYIkWWUyGTNmzADAz8+PevXqYW1tLbW77777Lt/bzq+0tDSOHDnCxx9/TIcOHfDw8MDS0hILCwsqV67Mq6++SlRUFM7Ozmzbti3bJNrq1aulXt5nzpxh8ODBODg4YGVlhbOzMy1btuTzzz8v8LlnwYIFUrmSNWvW4OXlhZWVFfb29rzyyivSjzyZ231J8PbbbzNy5Ei++OIL3N3dsbS0xMXFhRkzZpCSkoKzszN79uzJ9zlj6dKlfPzxx8hkMv766y969eqFg4MD1tbWWFpaUrVqVdq0acP777/P/v37DS6/kJfQ0FCphMQrr7xSKNsUhPKugnUFXqyr/VEqVZXKBv8NxR5DwyqONK7qCMC10Gfcj8w0oaBdJXBvqr0e4QfJxZ8IFsoeuVyGl37JAD9RMqCkadStFx4NtJMBP3sSzoWdW00ckVBeiCSrIJiAroeeXC5n8ODBRq2rSyCp1WqTJZB0PbLyumQ3HNfLy4uLFy+ydetWRowYQZUqVZDL5aSlpeHo6IiXlxeDBw/m119/5ezZgtfOcnd35+zZs6xcuZJevXrh6OiIQqHA3NwcLy8vpk+fjr+/P5MmTcp7Y9nQJVmHDh1aKMPLFQpFluOoG26s0Wiy3Jdbbd66devi5+fHDz/8QOvWrbG1tSU9PR0bGxs6dOjAjz/+yPXr16WZ6QvL8OHDCQgIYPny5QwbNgx3d3fMzc2zxLpixQqWLl2abc3FzZs3SzOvG9tDuEuXLtLM4atWrSpxNUU9PT2l0hlr167Nc3lHR8cMCfyckqf6t5uZmdGzZ88Cxfnxxx+zdOlS2rZti42NDWlpaVK7M2ZSscLSt29fDh8+zKxZs+jYsSNVq1bFzMwMpVKJra0tbdq0Yfbs2dy7dy/H2sqWlpYsW7aMc+fOMWHCBGrUqIGZmRkKhQIXFxdat27NF198kWdd0ry4uLhw4cIFPvroI2rWrCmdG2rUqMH//vc/rly5UiJ7sYI2wb5+/XqWL19O69atMTMzQyaT4enpyfTp07l9+zbt27fP9/bNzMz4/vvv8ff353//+x/NmjXD2tqatLQ0LCws8PDwoF27dnz44YccOHCA4cOHF8rj+uuvv9BoNNjb20s9cgVBKLhXG72KuUz7Q+DGOxtJViQXewwvttKbAOtyNuWopJIBGgg6UTxBCWVeHVEyoESTyWR4T3kT2X8dGy7s3MKzJ6WnBJZQesk02RULE0q9+Ph4nJyciIuLw9HR0eD1UlNTCQoKolatWlhbWxdhhAWjVquJj4/H0dFR6hFWmugSZ3K53Oiadmq1muRk7QdYXQ9QgPT0dNLT05HJZNkmrfK63xC6IZ2GsrGxMajOp0ajQalUGjRUPzU1FaVSma9jp5Oeno6FhUWBk6LPnj3D1dUVhULB3r17pV7GOTGk3SqVygx1JfNibW2doZdjXtLT0/M9mVhBaDQakpOTOXLkCMOHD0ej0eDh4cGVK1ekCbP0paWlSUlZQ9uRvpSUFFQqFQB2dnbSc61rwxYWFvkqCVDQ9XWOHDkiJUXv37+fZ21j/eOR23Ouiy+v14f+eSS37em3WYVCIcVgaWkptSOVSiX1NszrudKd+/TXLwi1Wo1SqSzQtgw5/xjzGLOjO2dlft3rzmdmZmbSZHXG7lP/nGFra5vjuUWhUJCWlgaQpSd0XvtSKpUGnWcMbVfZMfTcZMhxye5c26RJE27dusU777zDwoULDY5LEIpaamoqgYGBBAUF0bdvX6PLFpUEn536jF0PdgEws81MXm38arHuPyYxjfbfHUGp1uDmaMWZWb0xk+t9xgs4DH/9Vwam9SQY8muxxlcW6T77Dhw4sFS22cKgVmtYM+s0yfHpmJnLmbygC5Y2hr/vCcXj+HofLv27HYAazVth3qgVgwYNKrftVsgfY/JrpS87JQhlgJ2dHfb29vlKEsrlcmnIrn4i3NLSMteZmPO63xCGzgatuxiaiJDJZAa/0emGLOc3wQraY1EYvU737t2LQqHAwcGBXr16FXh7oE2cG3OMjUliACZJsAJScn/o0KF89NFHAISFhTF69GgpGapPN7TamHakz8bGRlpf/7kuaM3VwqrZ2rt3b6nm8M8//5zn8vrHI7fnXLdMXq8P/fOIoW1IPwb9dmRmZmbwc6U79xVWO5TL5QXeliHnH2MeY3bMzc2zTX7qzmeZE6zG7FP/nJHbj44WFhbScsbuy9A2kp92pWPo85if5+LAgQPcunULa2trPv74Y6PiEgQhb5MaPx8NtPb2WhSqnEfZFIVK9lb0aqD9wfZJfBqn7mcaul2jI8j/O88HicmvhMIhl8uoo1cyIOiGKBlQEnV8aTT2FbUj3EKuXyHpUbBpAxLKPPFTSxmn3/PI0OU1Gg1qtbrEDbHVpz98uiTHKZRtunqa/fr1w8LCIs+2KNqt1jfffMPp06c5deoUR48e5dNPP2XevHmmDqvYfffdd3Tv3p0VK1bw0UcfUa1aNVOHlIVos0JplLndzp49G9DWm61SpYpoy0KJolarpTZrzGf2kqSGfQ26Vu3KyccneZL8hH/v/8uQ2sbXuS+IF1pU4eBt7WR9f198SKdaFZ7fKbPEzLMN8odnITYQRXQgOJW899zSRNdWS2ubLSw1W1TC77i2REXApSfUblXJxBEJmcnMzOk6dhL7fv8RgOjLZ4l+NBQXT3EOEAxnzLlOlAsoYxYvXszixYtRqVTcu3ePDRs2GNXjz9zcHHd3d6pVq2ayHm+CUFrohqQX1tDn8uTx48d0796d6OhoqQbkwIEDTR1WsXvttdfYsmULEydO5JdffjF1OIJQ5hw6dIiXX34Zd3d3Lly4kO2EaIJgSunp6YSGhhIREZFtLfvSIkQZwvLE5QBUllfmHYd3kMuKb9CkUg1fXjYjSSnDXKZhThsVtnrdieqF76BhhHbI8NXqU3hYKfva3YJgDI0Gwo/ZoU6Tg1xD1V6JUqdpoeTQaDQ8PraPlAhtQlxmZkal5m1xqtdYqtkqCLlJTk5mzJgxBpULEEnWMkpXMyI6OtromqyhoaHUrFmzRNdk1Wg0JCQk4ODgUCjDvgWhOIh2m5F+nVH9+sLlia6+ZEFqDBcl0WaF0ki/3SoUCqkOd0HLfAhCUdDNhxAcHEzPnj1LdZ3AyYcmcy3qGgC/dPuF7p7Fm8j8du8d1px9CMA3Qxsyuu3znmqyRxcwX6P9MVfd+EVUw5cWa2xljUKh4NChQ/Tp06dUt9nCcHrLfW6d0E6o1PPV+tRtm3WuAcH04qMi2fbdFyREPZ+krErdBnhPexvnqh4mjEwoDeLj43FxcTEoySrKBZRxFhYWRr3xqVQqZDJZthN0lCS6oX66WAWhNBDtNiMbG5tsa1GWJ3K5vER/ORFtViiN9NuttbV1ufwBRyg95HK59COWsZ/bS5qpTafy9tG3AVjtv5reNXsX6w90L7etLiVZd1wL59VOtZ/fWb0dWNpDeiLy4JPIzc1B/HhYYKW9zRaGem3dpSRr0LUYGnUSCbuSqFJVD8bO+5WN878l7t5tAMID7rDxsxl0enksrQcPRy43vu6+UD4Yc54T35gEQRAEQRAEQRCEAunq2RWvCl4AXI+6zpXIK8W6/8ZVnWjgri0JcuXhMx5EJT6/08wCamgnnCQpEiL9izU2oexyr1MBWydt2bCHt2NITym9ZT/KOktrGyq36cyIz+ZQwa0KAEpFOif+WsXGL2YS8+ihiSMUygKRZBUEQRAEQRAEQRAKRC6TM6nJJOl/n5s+xR7DS609pevbLj/KeGftHs+vBx0vnoCEMk8ul1GnpbZEgFqpIehGtIkjEvLi2bAJry74nVYDh0k92iPu32Pdx+9y/p+/UatUJo5QKM1EklUQBEEQBEEQBEEosAG1BuBu5w7AiUcnuPf0XrHuf3hLD8zl2qTJP1fDUKn1ph+prVcjNlAkWYXC49X6eR3W+5cjc1lSKCksrKzpOWEar8z+Aecq2hIPKqWSU5vWsuHzD4h6GGzaAIVSSyRZBUEQBEEQBEEQhAKzkFswodEE6f9VN1cV6/5d7K3oUV+b8AqPS+XMA71eha6NwK6y9nrwKVCJYd1C4ahSxylDyYA0UTKg1PBo0Ijx8xfSZsgIZDJteuxJ4H3Wz/ofZ7duRKUUz6VgHJFkFQRBEARBEARBEArFiLojcLJyAmBf0D4eJz4u1v2/1Pr5xENb9UsGyGRQ67/erOkJ8Lh4a8YKZZdMLqNOq+clA4KvR5k4IsEYFpZWdB83mdFzFlDRoxoAapWSM1v+4q9P3+dJ0AMTRyiUJiLJKgiCIAiCIAiCIBQKWwtbxjQYA4BKo2Lt7bXFuv9eDdxwttXOBL3/ZgTxqYrnd4qSAUIRyVAy4IpIspZGVerWZ/z3v9Fu+Ehkcm2qLCokiA2fzeD03+tRKRV5bEEQRJJVEARBEARBEARBKESjG4zG2swagG33tvE09Wmx7dvSXM6wFtrerGlKNXtvhD+/s5ZeklVMfiUUoiq1nbATJQNKPXNLS7qOnsDYuT/jUq0GAGqVinPbNrF+1v+IeBBg4giFkk4kWQVBEARBEARBEIRC42ztzIi6IwBIVaWy8c7GYt3/S609pesZSgY41wDnmtrroechPblY4xLKLlEyoGxxq+3FuO9/pcOLo5GbmQEQHRrChs8/4OSG1SjT000coVBSiSSrIAiCIAiCIAiCUKgmNJ6AmUybnNhwZwPJiuJLaDau6kh9NwcALoU85WGM3r5r99D+VaXDw7PFFpNQ9tXRLxlwOdKEkQiFwczcgs4vj2Xsd79QuWZtADRqNRd2bmXdrPd4fO+OiSMUSiKRZBUEQRAEQRAEQRAKVVX7qgyoNQCAuLQ4tgdsL7Z9y2QyhrWsKv1/2P/J8ztFyQChiGQoGeAfS1qyqOFZFrjWrM3YuT/T6eWxyM3MAYgNC2XTlx/hu24livQ0E0colCQiySoIgiAIgiAIgiAUuklNJknX195ei0JdfEmnvo3cpOsZk6zdnl8P9C22eISyL3PJgKAb0SaOSCgsZubmdHxxNOO+/xW32l4AaDRqLu/+h3UfvUvYndsmjlAoKUSSVRAEQRAEQRAEQSh09Zzr0c1Tm9QMTwpnf9D+Ytt3ncr21KhkC8D5oFjidL0K7VzAvan2evgNSI4ttpiEss9Lr2TAA1EyoMypXL0mY779iS6jJ2Bmru3V+jQ8jE2zP+bY6mUoUlNNHKFgaiLJKgiCIAiCIAiCIBSJyU0mS9d9bvqg1qiLZb8ymQzvhtrerCq1Bt97egkvqWSABoJPFks8QvngXtsJuwpWADy8LUoGlEVyMzPaDx/J+B9+p4pXfe2NGg1X9u1izUdvE3rbz7QBCiYlkqyCIAiCIAiCIAhCkWjl2ormlZsDcP/ZfU4+Kr6kpi7JCnDEXy/Jqpv8CkTJAKFQaUsGVAZArRIlA8qySp7VeGXOfLqPm4y5hbYWb9yTCP7++hMOr1xCemqKiSMUTEEkWQVBEEqp27dvs3v3bvbvL/jQu6tXr7J7926OHj1aCJEJZVlhtrvSTBwHQRAEw8hkMqY0mSL973PTp9j23aamM47W2iG9x+5GolD914u2ekeQW2ivB4rJr4TC5dXqecmA+6JkQJkml5vRZsgIxs//nar1G0m3Xz+4hzUfTifE75rpghNMwtzUAQiC8FxCQgLXrl0jLi4OgHr16lGvXr18by8kJIRHjx6Rnp5OtWrVqFGjBhYWFoUVbrbi4+MJCgoiKioKKysrXF1d8fLywszMLN/bjI2N5cyZMwDI5XIGDhxo0HqBgYHcvv28CLmrqyvt2rUzaN39+/ejVCql/7t06UKFChUMD7oYLFu2jN9++w07OzsSExMLtK0ffviBzZs3U6NGDYKDgwsnwBzEx8dz4sQJg5b18PCgZcuWRm1fo9FIbfDZs2fY29tTuXJlvLy8kMsL57fFzG0rL+3bt6dy5cr5Xh+gUaNG1K5d26BllUolDx48IDo6mqSkJJycnKhVqxaurq55r5yHwmx3pZk4DoIgCIbrXq07dZzq8CDuAVcir3A18iotXY17f88PCzM5PRu4svPaYxJSlVwMiqWTlwtY2YNnW3h4BmIfwLNQqFCtyOMRygddyYCkZ2mE/lcywMq2aL+DCaZVsaoHo2bP49r+3ZzcuBZlehrxUZFs/fZzmvXuT7dxk7GytTV1mEIxEElWQTChpKQkfHx8uHTpEhcvXuTu3buo1c/rVH311VfMnj3bqG2mpqbyyy+/4OPjw/379zPc5+joyLBhw5gxYwYtWrQohEegpVarWbduHcuXL+f8+fMZkpMAzs7O9OvXj1mzZtG8eXOjt79w4UK+/vpr6X9fX1+6d++eyxpa27dvZ+bMmRniePz4MdbW1rmud/nyZQYMGJDhtrNnz9KhQwcjIzetGzdu8PDhQywtLenbt6+pw5EEBgYyZMgQg5YdNWoUmzZtMmjZY8eOsXjxYo4dO0ZsbNZJLOzt7encuTNjxoxh5MiR2NjYGBW3vsxtKy/79u2jf//++V4fYMGCBXz44Ye5LrN//37++OMPfH19SUhIyHK/l5cXo0eP5rXXXsPT09Oo/Re3ktp+BUEQBOPJZXImNpnIF6e/AMDHz4ffe/9eLPv2bujGzmuPATjsH6lNsgLU7q5NsgIEHYeW44olHqHs05UMuHH0kbZkwPVoGnSsYuqwhCIml5vRauAwardqx4Glv/Ho9k0AbhzZT9C1y/R97W1qtmht4iiFoiaSrIJgQuHh4bz77rvS//b29lSvXt3oHm46QUFB9OvXj4CAAAAcHBxo0qQJDg4OREVFcfv2bdatW0ft2rULLckaFBTECy+8wPXr16Xb6tWrh6enJ6mpqQQEBBAVFcWmTZvYvHkz77zzDj///LPBPVvVajWrVq3KcNvKlSsNSrJm9vTpU/755x9Gjx6d63IrVqwwetum0LhxYwYNGpRjsnDhwoWsXLmSSpUqER1dMutBtWzZkqpVq+Z4f6tWrfLcRmRkJGPHjuXw4cPSbfb29tSvX5+KFSuSkJBAaGgoYWFhHDhwgAMHDvDpp5+ycOFCRowYUeDH0KZNG9zc3HJdJrcepIasD1CnTp0c74uIiOCVV17h+PHnQx5dXFyoXbs2Tk5OREZGcv/+fe7fv8+cOXP48ccf+fbbb5kxY0ae+80sr3ZXWEpD+xUEQRAMN6jWIBZdXcST5Cf4PvLl/tP7eDl7Ffl+u9evjLlchlKt4ZB/BF8MbohMJtPWZfWdp10oUCRZhcLl1dqNG0cfAXD/SqRIspYjFdyr8PIX33H90D5O/LUKRVoqCTFRbJv3FY17eNPj1alY29mbOkyhiIgkqyCYkL29PW+//TZt2rShTZs2NGzYkDNnztC1a1ejtxUREUHXrl0JCwvDycmJH3/8kVdffRVLS0tpmaSkJHbs2IG9feGc1O/cuUO3bt2IiooCYOLEiXz55ZfUqlVLWkatVnP06FFmzJiBn58fCxcu5OHDh2zbts2godsHDx7k4cOHAHTu3JnTp0+zdetWfv/9d5ycnAyOtW7dugQEBLBy5cpck6wpKSls3LgR0CaL7927Z/A+itu0adOYNm2aqcMokI8++ohXXnkl3+sHBwfTpUsXwsLCABg4cCAff/wxnTp1wtw841ucn58f69atY9GiRYSFhbFhw4ZCSbJ+9tlnDB8+3GTrBwUFSa99gCFDhvDZZ5/Rrl077ZfI/6SkpLB7926++eYbbt68iY+PT76SrGWh3QmCIAjFz8LMglcbvcqCSwsAWHVrFXO7zC3y/TpaW9C+dkVO348hNDaFgMhE6rk5gEdrsLSH9ERtT1aNBvTeNwWhINxrOYqSAeWYTC6nRb9B1GrZhoNLF/LwprZD0i3fw4Rcv4L3tLep09qwMnZC6SImvhIEE3J3d+f3339nwoQJNG7cuED1IqdOnUpYWBiWlpYcOnSIqVOnZkiwAtjZ2TF27FiGDRtW0NBJTk7mpZdekhKsixYtYtWqVRkSrKCtoert7c358+fp3bs3ADt27ODbb781aD8rV64EoHbt2qxZswaZTEZKSgobNmwwKt7JkycDcPToUYKCgnJcbuvWrcTFxWFvb8/IkSON2odQvFJSUhg2bJiUXPzll1/Ys2cP3bp1y5JgBWjatCnz58/n3r179OnTp7jDLRIpKSm88MIL0jGYP38+u3bton379hkSrAA2NjaMHDmSq1ev8sUXX2S5XxAEQRCK2kv1XsLR0hGAvYF7CU8ML5b9ejd8PmLksP8T7RUzC6jRSXs98QlE3SmWWITyQSaXSRNg6UoGCOWPk6sbL33+LX2mvY3lf6PAEp/GsmP+N+xb9BMpiVnLewmlm+jJWsYpFAoUCoVRy2s0GtRqdYbaoCWNRqOR/pbkOPND//EY+vhOnz7Nnj17AJgxYwatW7cu8uPy+++/c+vWLQAmTJjAm2++mes+rays2LhxI02bNuXJkyd8++23TJw4Mde6kNHR0ezatQuAKVOmUKtWLXr37s3hw4dZsWIFr7/+eq4x6toJQLdu3fDy8uL+/fv4+PhkqPGqT1cqYNSoUdjZ2Um35+c1sXfvXtRqNXXr1qV+/fpZ2m10dDTnzp0DoGLFinTq1CnLNlQqFfv27QOgQYMGeHk9H1Z3+/ZtAgMDMTc3z1DvUzepkq4HsEKhkI6jPm9vb6k+rf6x0n+coaGhPHjwADMzMxo1akSlSpWMOgbZ0d9+Qc41ixYt4saNGwC88cYbvPvuuwZtq2rVquzZs4eDBw/me9+Zj5ex2yno+jqLFy+WSnVMmjSJDz74IM9tyeVyZs+eTZcuXfJcNrtzbU7tTufq1auEhYVha2tLr169pNsNbUv5ab+ZKRQKbt++TVRUFNbW1tSpU4cqVXIfppdT3I8ePSI4OJi4uDjatm0rlX7I6TWTk/zEpO/Zs2c8fvyY8PBwzMzMcHNzo169ejmWXomIiODSpUuAtuxGbmU5QDvxoq7cRMOGDXMtT1Ecx7cgyvJnBKHsUavVUps15jN7aWWBBaPqjWL5zeUoNUpW31zNh61zrzdeGLrXrShdP3QrgmmdawAgr9EFs4CDAKjuH0VdDOULygJdWy0PbbYgaraoyPWjoQDcuxhBnTYuJo6ofDNlu23YvTeejZtxZOUSHvpdBeD2yWME37hGz0mvU6dN+2KPSTCcMW1GJFnLmMWLF7N48WJUKhWgHWpta8Qsdubm5ri7u5OYmEh6enpRhVlospvYpbRLSkqSrqelpREfH5/nOosXLwZAJpMxduxYg9YpCJVKxS+//AJo28ysWbMM2qeFhQXvvvsun332GQqFggULFjBnzpwcl1+2bBnp6emYm5szYsQI4uPjpdqbV65c4dSpUzRr1izH9VNTU6XrSUlJjB49mjlz5uDj48P777+fpedwYGCgNOv9qFGjOHXqVIb1jT2uH3/8Mbdv36Z///5SCQJ43m6XLVvGF19oJ4BwcnKSElD6Ll26JPU83rBhQ4YExOLFi/nzzz+xs7Pj0aNH0u0bN27kyy+/lP6Pj4/PtvfyzZs38fDwAJ6/cajVauLj47l58yYfffQRZ8+elZaXy+UMHDiQH3/80aAaojnRb+OJiYmcPXuWyMhIrKys8PDwoEaNGnluQ61W8+OPPwLaBP4HH3xg9PPTuXPnfL9W9NtWSkqK0dsp6PqgPQY//fQToH1tffzxx0Ztp127dgYvr3+uzand6cydO5d//vmHatWqcePGDaPbUn7ar879+/eZP38+e/fuzdDOAFq3bs2XX35Jt27dsn2MmeO+ePEin3/+ORcuXMgQmy6xrP8emdtxLEhMgYGB+Pj4cOTIEe7cydrDysHBgRdffJFPP/2UypUrZ7gvKSmJF198EaVSyYQJE/j1119zjBFg6dKlzJo1C4ADBw5k2V5BH4uxx7cwlMXPCELZk56eLr0nHDp0yMTRFA8XtQsWWKBAwZa7W6gZXhNbedHPul3FxozwFBnXQp+xeedeHCzAMUVOz//ujzy/hQtRJXtSyJKmvLTZ/NJowMzaDlWqnFD/WHbv3ItcVAwwOVO2W4smrXG1dSD6yjnUinSS456y59fvsa9Rh8qtO2GWxwTNgmkkJycbvKxIspYx06dPZ/r06cTHx+Pk5ETfvn1xdHQ0eP3U1FRCQ0Oxt7fPcwZ2U9JoNCQkJODg4FDmhrzq9560srIy6PnTJQMbNWpEo0aNAO0kT3fv3iUxMZHKlSvTuHHjbIdQ58fFixd58kQ71Mrb25t69eoZvO7UqVP5/PPP0Wg0HDlyhN9++y3HZXUlAQYNGiTtY/To0Xz88cdERkayefNmunTpkuP6+m3Yzs6O119/ne+++47Hjx9z7ty5LF/mN2/eDGiPY+/evaVeYLr1jXktAfTr14/bt29z+vRpbG1tMTMzy9Bu9ZO4cXFx3Lt3j/btM/6Kqevpam5uzsCBA3FwcJDu0y8HoR9bo0aNGDhwIH5+foSGhmJhYZHt8HhXV1dpPQsL7Sc+uVyOn58fAwYMQKFQ0L59e+zt7bl16xYRERHs3r2bgIAALl68mKGtGkN/vex6QFetWpWpU6fy/vvv53jML168SGRkJAB9+/aldu3a+Yolv/Tblo2NjdFto6DrgzYBHxERAUCfPn2oW7eu0dvIS3bn2pzanU5B21J+2i9oS31MmjRJ+hDk6elJ/fr1SUlJ4fLly1y+fJnhw4fz+++/8+abb+Ya99mzZ3nhhRfQaDS0b98eCwsLLl++jLW1tbTPvI5DYcR07tw5Fi9ejEwmw93dnSpVqlCpUiViY2MJDAzk2bNnrF69mgMHDnD69OkMP1A4OjoycOBAdu3axY4dO1i8eHGuk5Vt2rQJ0PaY9/b2LvTHYuzxLYiy/BlBKHtSU1Ol94Q+ffpIr5Wy7sHFB/wd8DcKFMTWiOWlpi8V+T7vWASw5EQQGmSYVWvOwFYeoFGj+fVXZMnRuKfeZ2D/viAXX5HzolAoOHToULlqs/l1Ni0Qv2NhoJFR16019Tvkv6OCUDAlp90OIjE2hqM+Swi+dhmAxJAHqJ5G0WPi69Rtl3V0o2BaxnRkEe8gZZyFhYVRJxCVSoVMJkMulxeoPmhR0yVldLGWJfqPx5DHFx4eLtVjbNmyJWFhYXzwwQfs2LEjQ7d2e3t7xo8fz+zZsws8HFOX+ANtb0BjngNXV1fq1q3LvXv38Pf359mzZ1SsWDHLcqdPn8bf3x+A119/XdqHlZUVEyZMYMGCBWzYsIGffvopxx8E9L9cy+VyPDw8GDBgALt378bHx4eBAwdK9yuVStatWwdoSxPI5fIs6xvb1vr06cMvv/xCQkICFy5ckMoByGQylEolJ0+eBLS1eSMiIjh69CgdO3bMsI3Dhw8D0L59+ywTfWWOT+fFF1/kxRdfZOrUqaxcuRJHR0epnEROdNtKTExk9OjRDBs2jIULF0pDupVKJbNmzeKnn37i7t27/PLLLxl6GxpDP1ZXV1c8PT1xdnbm8ePH3L59m8ePH/PNN9+wYcMG9uzZk20SX79XZKdOnYr9PKB/7K9cuZKl/rG+Zs2aUb169XyvrzNw4MAMj/PMmTPSdWNfh4bK7lybU7vTKWhbyk/7PXPmDOPGjUOhUODu7s6qVasy/IgSFRXFpEmT2LNnD++++y4tWrSgc+fOOcY9efJkhg0bxuLFi3Fx0Q7ti4iIICYmxuDjUBgxNWjQgN9//53hw4dnKa2iUCjYunUrb7/9NuHh4bzxxhscOHAgwzJTpkxh165dxMXFsWPHDsaOHZvt8bt27RrXrl0DtGUnMj8eUxzfgijLnxGEskf/84axn9tLs0lNJ7Ht/jZUGhWb7m1iUtNJ2FoUbW/Wvk2qsOSEti7/sbvRjG5fU3tHrW5wazuytAQsIm9CtbZFGkdZUp7abH7Va+uuTbICQddiaNJV9JY2tZLQbp3d3Bkxazb+p3w5tmopqUmJpMTHs2/hAh6070zvKW9i61TBpDEKzxnTXsQnT0Eo5XQ9SkE7NLJ169Zs2bIFGxsbunfvTo8ePahQoQKJiYksWbKE1q1bExAQUKB9Pn78WLqeeaIrQ+ivEx6e/YQHugmvqlWrRr9+/TLcp5vZ/NmzZ2zbts2ofU+dOhWAXbt2SZN2gbZ+anh4OJaWlrz66qtGbTMn3bt3l5JnmYelnDlzhuTkZJycnHj33XezXSY5OVlKJmbXs6woxMTE0KhRI9avX5+hZqa5uTnz58+ncePGAPz111/53keFChX49ddfCQ0NJTw8nIsXL3Lw4EFu3rxJSEgIr7zyCqAdmjxw4MBsfznUbzfVqlXLcV8qlYrdu3fneImLi8v349CZO3cuQ4YMyfGyd+/eAq2vu2Qu4aJ/DAwpsVDciqMt6UyfPh2FQoGNjQ2HDx/O0ku9cuXKbN++ncaNG6NWq/nkk09yjbt27dps3LhRSgCC9scQXczFFVOvXr14++23s61dbWFhwejRo1m0aBGgLQ+UuXzDwIEDcXd3B2DVqlU5xurj4wNon5vszn8l8fgKglC6eTp40q+m9vPds7Rn/HP/nyLfZ3PPCrjYWwFwMiCaVIW2vBq1ezxfKMi3yOMQyhe3mo7YO2vb3SP/WFKTRB1bQUsmk9Goa08m/PQHXm07SLffO3+aVR+8hf/p4xnmABBKB9GTVci3UbtHEZ1iulkSNWoNMnnRDwN0sXFh8+DNRb6f/NJPEu3cuROAmTNn8s0330g9PNPS0vj222/59ttvefToES+88ALXr1/PccKUvDx9+lS6nrl3pSEqVKggXY+Njc1yf0JCAn///TfwvFepvrp169K9e3eOHz/OihUrcuydlZ1BgwZJPUfXrVvHjBkzgOcTXg0dOjTDF/+CsLW1pVOnTvj6+nLo0CG++uor6T5dD9WePXsyYMAAPv30U86ePUtSUpI0dPrEiRNSYq24kqwAX331VbZDbOVyOcOHD+fWrVsEBARIw3GNVbNmTd57771s76tWrRobN27ExsaGVatW8eDBA37++Wdmz56dYTlD22BKSgpDhgzJ8f6LFy/Spk0b4x5AJm3atMm1Rm1eCdC81tfJ/Hot6OuwOBR1WwJtr2ZdL8xp06blmKiztLTk448/5tVXX+XkyZMEBQXl+CPRp59+WqAekEURk1Kp5N69e0RGRpKUlCR96NavEXXp0qUMCVlzc3PGjx/PggULOHr0KCEhIVnaY3p6ulSaZcCAAVJStigfS0GPryAIZcPkJpPZG6T9IXLtrbW8XP9lLIqwYKVcLqN3A1c2XwolRaHizINoejVwg9rdny8UeBy6zSyyGITyRyaXUaeVK9ePhKJWawi6HkXDTrlPRimUL/bOFRn6wWfcPXOCI6uWkpoQT2pCPHsXLuDumZN4T30Le+esIz+FkkkkWYV8i06JJjI50tRhlHuZu66//PLLzJ8/P8NtVlZWzJkzh4cPH7J27Vpu3brFli1bpB6DAL6+viQmJma7j7p161K/fn3pf/26fvoT+BgqJSVFup5dndiNGzeSlJSEmZkZU6ZMyXYbr732GsePH+f48ePcv38fLy/DZoPV9dSaP38+K1euZMaMGYSHh7Nv3z6AHPeXX97e3vj6+nLhwgXi4uKkhJOu16q3tzfNmzencuXKREVFceLECQYMGJBhGXt7+yy1WouKtbU1HTp0yPF+3YzjGo2GqKiofCfG8vLTTz+xefNmkpOT+euvv7IkWQ1tg+bm5gwaNCjDbXfu3OHBgweFFutnn33G8OHDi339gr4Oi1pxtaVjx45J10eMGJHrsvqz2p89ezbbJKBcLqdHjx75iqUoYrp58ybffPMNu3fvznDuzE5MTEyW2yZPnsyCBQvQaDSsWbMmS5mPHTt2SOtNnjy5SB8LFM7xFQShbKhfsT5dPLpwKuwUj5MecyD4AINrDy7SfXo3cmPzJe1s74f9I7VJVueaUKEGPAuB0POQngyWRT8Rl1B+eLXWJlkB7l8WSVYhK5lMRoPO3anepDlHfP7k3jnt3B0PLp0jzP8mPSe+RsOuPUWt+VJAJFmFfHOxKZzefvlVnD1ZS7LMk4T873//y3HZGTNmsHbtWkA7PF4/yfrGG29w9+7dbNf77LPP+Pbbb6X/9Xt66g+5N5RuwiIg2xmsdb1K69evn6FWoD4rKyvMzc1RKpX4+Pjw3XffGbz/KVOmMH/+fG7fvs25c+fw9fVFqVRSrVo1+vbta/TjyU2fPn34/PPPUalUHDt2jF69evHs2TMuX74s3S+TyejduzebNm3i0KFDUpJV19u1R48exVY3yMXFJdcezvqJvbwSPgXh7OxM586dOXToEPfv3+fp06c4OztniFMnOjrnHvXW1tbs3r07w22zZs3ihx9+KPygi5mhx8BUiqstPXz4ULr++PFj9u/fDyD19NT/qz/JWmhoaLbbq1SpUr4ndSvsmHbt2sXIkSOlHu2Ojo54eXnh7OwsjVRITU3lyJEjABnqcOs0aNCATp06cebMGVavXs0XX3yR4QO6royAq6trlh8kCvOx6BTG8RUEoeyY3GQyp8K0yQSfmz4MqjWoSJMIXbxcsDKXk6ZUc8T/CephTZDLZdqSAVfWgCodQs9BnV55bksQDOVWS1syIPFpmlQywNpO1LIVsrJ1qsCQ92dx79wpDq9cQkp8HKlJiexb/DN3z57Ee9p0HCqW7PxEeSeSrEK+mXIIvVqtJj4+HkdHx3I/5DBzrb4WLVrkuGyzZs2kxGTmnnw9e/bMsTdogwYNsmxHR5csNJRKpeLGjRuAdjh95lnh/fz8uHjxIgC3b9/Odai3zurVq5kzZ47B5Q/q1atH165dOXnyJCtWrODEiRNA9hO+FFSbNm2oUKECz5494/Dhw/Tq1Ytjx46hUqmoVq2aNKmTt7e3lGQFbSLaz89Puq+4GFNCoqhrBOm37ejo6AxJ1qZNm0rXr169WqRxlFQFeR0Wh+JqS/rD5ceMGWPwejnV47W1LXjvpcKIKS4ujkmTJpGenk6NGjVYvnw5vXv3znKOCgoKynIezWzy5MmcOXOGoKAgfH196dmzJwBhYWHSOWf8+PHZ/phTEo+vIAhlRxu3NjSr3IwbUTcIeBrAybCTdPPsVmT7s7E0o4uXC0fuRPIkPo2bj+No5llBWzLgyhrtQoHHRZJVKFQymYw6rV25fliUDBAMU69DFzwbNeXY6mXcOX0cgMArF1nzwXS6vzqFJj36iF6tJZRIsgpCKVehQgWqVasm9RqysrLKcVmZTIaFhQVKpZK0tLQM9y1ZssTgfXbr1g0zMzNUKhV79+5FqVRmO+w/O0eOHJG+tHt7e2dJGOh6sbq4uBg0RH7fvn2Eh4ezd+9egxKyOlOmTOHkyZOsXr0alUqFTCZj0qRJBq9vKLlcTq9evdi+fTuHDx/mu+++k3qo9unTR1pOd/3mzZtERERw9OhRKfFUnEnWkiQpKUm6nrnnW48ePaQ2ePDgQdRqdbn7waV79+7SMThw4AAqlSrfdZZLM/1JtbLriZkT/RIoha0wYtq3b59Us9rHxyfDUHx9OU0eqG/UqFG89957JCUlsWrVKinJumbNGlQq7cQvOZ3/SuLxFQSh7JDJZExuMpn/HfsfoO3NWpRJVtCWDDhyRzuq6rB/pDbJWku/Lqtvke5fKJ+8WmmTrAD3L0eKJKuQJ1tHJwa9O5P6HbtyeMVikp49JS05iYN/LuTe2VP0ee1tHF1cTR2mkIlIsgpCGdCzZ0+pDMDDhw+pWbNmtstFRUVJw3KrVKmS7/05OzszcuRINm3aRHh4OBs3bmT8+PEGrfvjjz9K1ydOnJjhvrS0NNavXw9ok6Dff/99ntvr3LkzZ86cYcWKFUYlWUeOHMm7774rzVzfu3fvHI9bQXl7e7N9+3YCAgJ4+PChNLRXP8lavXp16tWrx7179zh8+DBHjx4FtM9TfmfcLu2/bl64cAHQJlhdXTN+gKhQoQIvvfQSmzdvJjg4mO3bt/PSSy+ZIkyTqVChgvQ6DA0NZfPmzUb1NExMTMTe3r4IIywYQ9tvy5YtpeuLFy/Oc6Kx4lAYMemPNujcuXOOy508eTLPbdnb2zNy5EhWr17Ntm3bWLRoEY6OjqxevRqAdu3a5XieKYnHVxCEsqVntZ7UcqpFUFwQl59c5lrkNVq4tiiy/fVu8PwzxeHbT5jRpx7YuYBbU3jiB+HXITkWbMVEM0LhcavliH1FKxJj03jk/1SUDBAM5tW2Ax4NG+O7Zjm3T2i/IwZfv8KaD6fTbexkmnn3L/Xf+8qS8tXtRxDKqLFjx0rXt2/fnuNy27Ztk65361awXgKfffYZlpaWgLbWq37dvpwsW7ZMGprarl27LJP9bN++Xeq5NWzYMIPi0C23d+9eg3p06dja2vL5558zaNAgBg0axAcffGDwusbST6auX7+egIAAqQ6rPl2P1UOHDkmJ2IL0YtXVbMzca7k02LJlC8HBwYD2+GXXU/rLL7+U2uD06dNzrAFZln3xxRdS7/V3332XoKAgg9a7e/cuo0aNKsrQCszQ9jtw4EBpCPry5cuLPC5DFEZM+m3+8ePH2S6TnJxs8CgE3aRWycnJ/P3335w8eZKAgIAM92WnJB5fQRDKFrlMzqTGz3vT+9z0KdL9uTpa09zTCYDb4fGEPfuvLnhtXW9WDQSfKtIYhPJHJpNRp5U2wa9Wawi8Zvy8FkL5ZWPvwIDpM3jh46+wr6gdZZSeksLhFYvZ+u3nxEU+MXGEgo5IsgpCGdC3b1+6du0KwDfffMPNmzezLHPnzh0+//xzABwcHHL9Um2IJk2a8PPPPwPaepndunXj/Pnz2S6rVqv55ZdfePPNNwFtD7x169Zl+cVNVyrAzc0t11nJ9ekStUqlkjVr1hj1GGbOnMnu3bvZvXs3/fv3N2pdY3h5eUm9ZP/44w8AmjdvnmXSL10ydtu2bVLSuiBJVl1N08TExBKTgFSpVAQGBua6jK+vL9OmTQO0H0g//fTTbJdr1KiRlGCKjIykffv27N27N9dtp6Wl5bn/0qRRo0YsWrQI0M4s36lTJw4cOJDj8iqVikWLFtGuXTtCQkKKK8x8MbT9uri4MHPmTAB++OEHqXdmbu7cuVMoMRZlTK1bt5au//TTT1mWT09PZ8KECTx5YtiH6q5du1K3bl1AW37Ax0ebxLCxsckwCWJmJfH4CoJQ9gyuPRhXW20C6ljoMR48e5DHGgXj3dBNun7U/7/zqCgZIBQxr9bPe1E/uBKZy5KCkL3ardoy4cfFNOn5fLLmhzevs+bD6Vw9sBuN3iSkgmmIcgGCYGJnz54lJiZG+v/27dvS9Xv37mWZGX3QoOxnXfXx8aFz585Ssmnq1Kl06tQJmUzGuXPnWL58OYmJichkMnx8fDLU2cuv6dOnk5KSwscff0xISAgdO3akX79+9O/fHw8PD9LS0rhz5w5btmzh7t27ALi7u7Nr1y5pwiedwMBAjh07BsDQoUMNHvJQr149GjRowJ07d1i5ciWzZs0q8OMqCt7e3qxYsUKqM6rfu1WnZ8+emJmZZahFWpAka58+faTjMXLkSF577TUqV64sHVtvb2+pt2BxSUlJoU6dOjRo0IA+ffpQvXp13NzcsLe3l2Yu37Nnj1SP9ueff6Zt27Y5bm/y5Mmo1WrefvttwsPDGTRoEI0bN6Zfv340atSIihUrolKpiIyM5OrVq+zatYvISO2HWjs7O5ycnIrlcefm0qVLBtU0dnNzy/ZYTJ06FaVSybvvvktERAT9+/enVatWDBgwgLp16+Lo6EhUVBR+fn5s27ZN6vHt4lKyZyY1pv1++eWX3Lx5k23btjFp0iQWLlzIsGHDqFevHjY2NsTExPDkyRMCAgI4dOgQz549IzExsUjjL2hMvXr1okWLFly7do3Fixdz7949RowYQeXKlQkICMDHx4eAgAB+//133nnnHYNimjRpEp9++ilnz56VJox78cUX83wdlMTjKwhC2WJhZsGrjV7lx0vaslKrbq7i2y7fFtn+ejd046dD9wA45B/J+I41oUYnkJuDWglBx4ts30L55VZTlAwQCs7azp5+b7xL/Q6dObhsEQkxUSjSUjnq8yf3zp2i3+vvUcE9/6UBhQLSCGVSXFycBtDExcUZtV5KSorm9u3bmpSUlCKKrHCoVCrN06dPNSqVytShFFj37t01gMEXhUKR47Zu376tadOmTY7rVq1aVbN79+5CfwzHjx/XdOjQIde4zc3NNVOmTNFERkZmu43PPvtMWtbYGD/++GNpXV9fX+n2BQsWSLefPXvW6Mc1b968Aq2vb9OmTRmOx4EDB7JdTv84NmrUKNdtvvfeexpAY2dnl+Myb731Vo7PSWhoqLTcqFGjNICmRo0aue5z48aN0vp+fn65LpudlJQUjZeXV57tvFatWpodO3YYvF0/Pz/NyJEjNXK5PM9tV61aVTNz5kzNkydPjI5fR79t/fPPPwVa39DLoEGDct3mlStXNEOGDMlzOx4eHpp58+ZpUlNT84wzu3NtXu2uMNuSoe1Xo9Fo1Gq15ocfftA4OzvneQzatGmT77gNPQ6FEVNQUJCmUaNG2S5vbW2tWb16tSY0NFS6bcmSJbnGHBYWpjEzM8uwnaNHjxr0eIv7+BZEWfqMIJR9KSkpmlu3bml2796tSU9PN3U4JpWYnqjpuKGjpsnqJpoWa1towhPDi2xfarVa02neEU2Nj3dr6n66V5OQ+t/n65X9NJqvHLWXZ6G5b6QcS09P1+zYsaPct9n8OLXlnmbR60c0i14/orl1KszU4ZQrZbHdpiYlaQ4u+13z48uDpMuv40ZoLu3eoVGplKYOr8wwJr8merIKgol17NjRqMlncptBvWHDhpw/f55jx46xf/9+Hj16hFKppGrVqnTt2pUhQ4ZI9RsLU7du3Th79ix+fn4cPHiQgIAAoqOjSU1N5fDhw6SlpWFnZ8cnn3ySZYi8TnR0NIMGDcLMzMzo3pujR4+WSiT4+/vTvXt3AOrUqSPNhu3s7Gz04/Ly8irQ+vp69+7NwIEDUSqVWFpaSuUdMps2bZrUy7hfv365brNx48YMGjQIGxubHJdZvHgxo0ePZt++fQQGBpKUlIT6v2Ek+uu1atWKxMRE3NzcctoUAB4eHtIxcXR0zHXZ7FhbWxMQEEBwcDBHjhwhICCAiIgI4uLicHR0pHbt2nTp0oWePXvm2tYza9KkCX///TdPnjzB19eXS5cuERUVRVxcHDY2NlSsWJGGDRvStm1b2rRpY9S2s6Pfttzd3Qu0vqHatWuX6/0tW7Zk165dhIaGcuTIEa5du0Z0dDRJSUlUqFCBOnXq0LlzZ7p164aZmZnRMevk1e4Ksy0Z2n5BW1rio48+Yvr06ezfv58zZ84QHh5OWloalSpVws3Njfr169O7d+9sJ/4zNG4dQ15/BY2pZs2aXLt2jS1btuDr60t0dDQVK1akSZMmjBkzBldXV2JiYqTjmNekVFWrVuWDDz7g1q1bgPa49+jRw6DHW9zHVxCE8sfOwo5X6r/Ccr/lKNVK1t5ey0dtPyqSfclkMrwburLmbAjpKjUn70UxoGkVbcmAh2e1CwUeh5Zjc9+QIBipTmtXrh3WlkF6cDmSRp2rmjgioTSzsrWlz7S3qd+xKwf+XEh81BOU6Wn4rl2u7dX65ntUrOpp6jDLFZlG89+YTKFMiY+Px8nJSUpcGCo1NZWgoCBq1apV7MOIjaFWq4mPj8fR0bHAyRKhaP3xxx9Mnz4d0NYhPXv2bK5JibJMtFuhtBFtViiNRLsVSpPU1FQCAwMJCgqib9++WFiU76HDMSkx9NvWjzRVGjbmNhx66RBOVk5Fsq+TAVGMX3kBgBGtPPj55RYQcgZWDdAu0GwUjFhWJPsu7RQKBXv37mXgwIGPN7rpAADQyElEQVTlvs0aS6PRsPazMyTGpiGTy5g8vwvW9uIYFoey3m7TU1M4uWEN1w48LzdobmFJp1HjaD1oGHJ5/jtZlHfG5NfEJ09BEIrUW2+9xcsvvwzA9evXeeONN0wckSAIgiAIglASVbKpxHCv4QCkKFPYdGdTke2rfa1K2FtpB3YeuxOJSq0BjzZgYaddIPA4iP5IQiGTyWR4tdaO6tCoNQRejzJxREJZYWltQ+/Jb/DyV/Oo4KYdVaRUpHNivQ+bvviImEcPTRxh+SCSrIIgFLkVK1ZIs1qvXbuWP//808QRCYIgCIIgCCXRhMYTkMu0X1P/8v+LFGVKkezH0lxO93raMlZPkxVcefgUzC21E2ABJEZA1N0i2bdQvnm1cpWu378cacJIhLKoWqOmvLrgd1oNHAb/TRgbfv8u6z5+l/P//I1apTJxhGWbSLIKglDkHBwc+Pvvvxk0aBCDBg3i0KFDxMTEmDosQRAEQRAEoYSp5lCNfjW0demfpj1lx/0dRbYv70bPk12Hbz/RXqnd/fkCQceLbN9C+eVa0wGHitrSfI/uPCU1UWHiiISyxsLKmp4TpvHK7B9wruIBgEqp5NSmtWz4/AOiHgabNsAyTCRZBUEoFi1atGD37t3s3r2bbdu2SZM7CYIgCIIgCIK+yU0nS9fX3FqDUq0skv30qOeKXNvRi0P+uiRrj+cLBIokq1D4ZDIZdVprE/watYbAa6JkgFA0PBo0Yvz8hbQZMgLZfyMEngTeZ/2s/3F220ZUyqI5t5ZnIskqCIIgCIIgCIIglBgNKjagc9XOAIQlhnEg+ECR7MfZzpI2NSsCEBiVRGBUIrg2Btv/OgMEnwKVSEIIhc+rtV7JgCuiZIBQdCwsreg+bjKj5yygkmd1ANQqJWf+/ou/PptBZHCgiSMsW0SSVRAEQRAEQRAEQShRJjd53pt11c1VaIpoEqo+Dd2k60f8I0Euh1rdtDekxUH4tSLZr1C+udZwwKHS85IBKYnpJo5IKOuq1K3PuO9/o/0LLyOTa1OBUcGB/PXp+5z+ez0qpShbURhEklUQBEEQBEEQBEEoUdq6t6WpS1MA7j69y+nHp4tkP70bPu9RmH3JAN8i2a9QvslkMmkCLI1aQ9C1aBNHJJQH5hYWdHnlVcbO/RmX6jUBUKtUnNu2ifWz/kfEgwDTBlgGiCSrIAiCIAiCIAiCUKLIZLIMvVlX+q0skv3UrmxP7cp2AFwKjuVpUjrUEpNfCUWvjn7JgMtPTBiJUN641fZi3Lxf6PDiaORmZgBEh4aw4fMPOLlxDcp00bM6v0SSVRAEQRAEQRAEQShxelbrSU3HmgBcenKJG1E3imQ/upIBag343ouEirWggrZ2IQ/PgyKlSPYrlG8ZSgbcfSZKBgjFyszcgs4vj2Xsd79QuWZtADRqNRd2bGHdrPcID7hr4ghLJ5FkFQRBEARBEARBEEocM7kZk5pMkv73uelTJPvprVeX9fDt/yYh0pUMUKXBw3NFsl+hfMtcMiDwapSJIxLKI9eatRk792c6vzwOuZk5ALFhoWz8YibH1/ugSE8zcYSli0iyCoIgCIIgCIIgCCXS4NqDcbXRJqKOPjxKYFzhz4TdqnoFnG0tADh+L4p0pVqUDBCKhVeb5yUDHlyJNGEkQnlmZm5OhxdfYdz3v+JWuy4AGo2aS/9uZ91H7xJ257aJIyw9RJJVEARBEARBEARBKJEszSwZ12gcABo0rL65utD3YW4mp2cDbbIrMU3J+aCYjElWMfmVUEQqVxclA4SSo3L1moz59ke6jJ6Ambm2V+vT8DA2zf6YY2uWo0hNNXGEJZ9IsgqCIAiCIAiCIAgl1sh6I3GwcADg38B/eZJU+JMEeWcoGfAE7CuDa2PtDY+vQcrTQt+nIMhkMrxai5IBQskhNzOj/fCRjP/hd6rUra+9UaPhyt6drP3oHUJv+5k2wBJOJFlLiGfPnrFp06ZsLw8ePDB1eIIgCIIgCIIgCCZhb2nPqAajAFCqlay7va7Q99GtXmUszbRfjw/7R6LRaJ7XZUUDwacKfZ+CAEhJVoD7l0XJAKFkqORZjVe+mU/3cZMxt7AE4NmTcP7++hOO+CwhPVVMCJgdkWQtIYKDgxk9ejS//fYbO3bsyHAJCgoydXiCIAiCIAiCIAgmM7bhWCzl2i/6W+5tIS4trlC3b29lToc6lQAIe5bCnYgEqC1KBghFr3J1BxxdtCUDwu4+JSVBlAwQSga53Iw2Q0Ywfv7veDRoJN1+7cAe1nz4NiF+10wXXAklkqwlzPTp07P0ZPX29jZ1WIIgCIIgCIIgCCbjYuPCcK/hACQrk/n77t+Fvo8+DZ/3KDx8+wnU6ARybV1CAsXkV0LRkMlk1Gn1X8kADQReEyUDhJKlYlUPRn31PT0nvoa5pRUA8VFP2Prt5xxatoi05GQTR1hyiCSrIAiCIAiCIAiCUOJNbDwRuUz7FXa9/3pSlYU7CUsv/bqs/k/AygE82mhviAmAuLBC3Z8g6IiSAUJJJ5PLaTVgKBMWLMKzURPp9htH9rPmw+kEX7tswuhKjnKRZFWr1SiVSlQqlalDyVNAQADbt29n7969hIWJN3FBEARBEARBEASAao7V6FOjDwCxqbHsvL+zULfvUcGGRlUcAbj+KI4n8akZSwYEid6sQtEQJQOE0qKCexVe/uI7ek9+EwsrbZtNiIli27yvCDh/xsTRmZ65qQMoCiEhIZw5c4bTp09z+vRp/Pz8UKlU1KlTh/v37xu0DaVSyR9//MH69evx9/cnPT2d6tWrM2zYMGbNmoWLi0u26/37778kJSXluf3KlSvTu3fvLLdv2rSJK1eu8PDhQ/z8/Bg5ciTLli3DycnJoLgFQRAEQRAEQRDKqslNJnMg+AAAq2+t5sV6L2IuL7yvtd6N3LgdHg/A0TuRjK7VHY7/oL0z8Di0GFNo+xIEHZlMhldrV64ceIhGAw+uRtGkm4epwxKEbMnkclr0G0Stlm04uHQhD29ep5JndWq1amvq0EyuTCZZ69evT1paWr7XT0xMpG/fvpw9ezbD7ffv3+enn35i3bp1HD16lMaNG2dZ95133iEkJCTPfXTu3DlDktXFxYWTJ0/SpUsX6bZ///2XESNGkJSUxO7du/P9eITya/369Rw+fBhbW1v++OMPU4dTLixevJiLFy/i5ubGDz/8YOpwDKKbZA/Ax8cHubxcDHIQDLR582bOnDmDnZ2dOI8IgiAIJteoUiM6VunI2fCzPEp8xKGQQwyoNaDQtu/d0JWFRwIAbV3W0a3agoUtKJK1PVk1GpDJCm1/gqBTs6kLVw48BCD6UaKJoxGEvDm5uvHS59/id/QArjVqY25hYeqQTK5MJllr1KhB69at6dSpE507d+aPP/5gxYoVBq8/ZcoUzp49i4WFBd999x2TJ0/G1taWw4cP8/rrr/P48WMGDx7M7du3sbGxybDukCFDiIrKu1B1gwYNMvzv6emJp6dnlm1NnjyZZcuWERAQQN26dQ1+DELpsGfPHrZs2SL9X79+fT755JM810tLS+Ott97KUAJj9uzZ1KxZM8Ny586dY82aNTg5OYnkSDE5duwY27Zto06dOqUmyXrt2jXWrFkDwIoVK/KVZM3clnUsLCxwdHTE0dGRWrVq0bJlSxo2bIi5eZl8+ymTLl26xNq1a8v0eSQoKIivv/4agJ9++olKlSoZtb5arebOnTtcunSJy5cvExennfF6+PDhDB8+PF8xXb9+ncOHD/Po0SPS09OpVq0aTZs2pU+fPlhaWuZrm3kJDw/n0KFDBAQEEBUVhZWVFa6urrRt25Zu3bphbW2dr+1evXqV3377DQC5XM6iRYuwtbXNc739+/ezadMm6X8vLy8+//zzPNdTKBS8++67yGQyZP8lQr744gvq1KmTr/gFQSh5JjedzNlwbYcYn5s+9K/ZX3q9F1STqk64OVrxJD6NU/ejSVGbYVOjE9w/DAnhEH0PKtcvlH0Jgj4L6+efjzUajQkjEQTDyWQymvXub+owSowy+S337t27Gf43MzMzeN2LFy/y99/amSrnz5/P//73P+m+wYMHs3v3btq2bUtwcDCLFi1i5syZGdb//fff8x94Nlq2bAloe9GKJGvZ4+fnJyW3AMzNzZk8eTJubm65rAX//PMPPj4+GW57++23syRZhedWrFjBqVOncHJykr7sC4Unc1vOTcWKFRkzZgxvv/029euLLymC6W3dupU1a9ZQq1YtoxKskZGRjBw5kitXrpCYmLXHSc2aNY1Osp49e5a3336bK1euZHt/hQoVWLx4MWPGFN5wVT8/Pz799NNcR83Y29vz/vvvM3PmTBwcHIza/q+//sratWul/7t3786ECRPyXO/mzZsZzitmZmZMnjyZqlWr5rrezp07WbduXYbb3njjDZFkFYQypL17expXasytmFvcib3D2cdn6eTRqVC2LZfL6N3QjQ3nH5KmVHPqfjR9anXXJllBWzJAJFkFQRCEbJTJJGtB6D6Uu7i48Oabb2a5v2XLlgwbNozt27ezdu3aLEnWwhYeHg5okxJC2SaXy1EqlaxZs4aPPvoo12VXrlwpraNWq3Ncbvz48bRp06bIej2VJqdOnWLNmjW4ubmJJGsR+9///kfz5s0B7a/wCQkJxMbGcu3aNU6dOkVMTAyLFi1i2bJlfP3118yaNcvEEQu5GTVqFB07dsx3L8bSYOdO7cQpw4YNM2q9+Ph4Tpw4gVwup0GDBrRt2xZHR0cWL16crzjWr1/PxIkTUalU2NnZMXToUNq0aYODgwNRUVFcuHCBAwcOcO/evXxtPztr1qzhtddeIz1dO8FGq1at6N+/P56enqSmpnL37l127txJREQEc+bMYcuWLezZs4fatWsbtP34+Hi2bt2a4bYVK1YYlGTVJ5fLUalUrF69mk8//TTXZXU/Qub1HikIQuklk8mY3GQyHxz/AICVN1cWWpIVtCUDNpzXDts+fPsJfTr3eH5n0HFo/1qh7UsQBEEoO0SSNZMjR44A4O3tjZWVVbbLDB48mO3bt3Pz5k0iIiJwd3cv8H4fPnxI9erVM9wWExPD8uXLpfIHQtnWu3dvDh06hI+PT65J1uDg4Azt9ODBgzku2759e9q3b1/osQpCbnr37s3gwYOzvS8tLY1169Yxc+ZMnj17xieffEJCQgJz584t5igFQ7Vp04ZevXqV2Vq9UVFRUg12Y5Osbm5u+Pr60rp1a+zt7QHtDzr5SbL6+voyYcIE1Go1nTt3ZvPmzXh4ZJ3wIj4+nidPnhi9/ez89ddfTJw4EdD+uLx69WoGDRqUZblff/2V2bNn88MPP3Dnzh26devGlStXcHV1zXMfGzZsIDk5GZlMxsyZM5k/fz6nTp3i7t27RvVk13+P/OSTT3IcFhwaGsqhQ4cyrCMIQtnUu3pvajjWICQ+hAsRF7gZfZMmLk0KZdud6rhgY2FGikLFkTuRqF/oidy2EiTHQNBJUKtAbvhoSUEQBKF8EElWPQqFQuod0rRp0xyX07/v1q1bhZJk/fHHH7l69Sre3t5Ur16dkJAQli1bhlqt5u+//86zfmFaWlqGyb7i47UzYioUChQKhcFxKBQKNBoNarW6RPf+0NWo0cVaWunX2pk4cSKHDx/m7t27nDhxIsMkaPpWrlyJRqOhbt26dOnSRUqylvTnzNT0j3VRHqfc9lNS223mmPMTm6HbsLCwYPLkyXTv3p3OnTsTFRXFd999R5cuXejXr5/xwQtFqqS22cK0c+dO1Go1FStWpFOnTkY9Tjs7O7p27Qo8f73rr2/ocUtLS2PixImo1WqqV6/Onj17cHBwyHZde3t77O3tC/x8PHjwgNdffx0ABwcHaULP7LZraWnJd999h4ODA59//jlhYWGMHz+effv25bkfXU38Hj168Nlnn7FkyRISEhJYsWJFnnWrs3uPfPDgAceOHaNHjx7ZruPj44NaraZmzZp0795dSrKK90ihpFKr1VJbN+Yzu6A1vsF4vr3wLQArbqxgQdcFhbJdM6CLVyUO+UcSnZjG5ZBYWtfogtx/J6TFoXx4CY1Hq0LZV2mka6uizRYupVIpXVer1eL4FjLRboX8MqbNiCSrnqioKOnElnkSKn369+mG8xfUwoULuXLlCrt37+b48ePY2NjwzTffMHLkSJycnPJcf968edKkHfoOHjxo0OQSOubm5ri7u5OYmCgNHSzJEhISTB1CgaSmpkrXq1SpQqdOnTh9+jRLly6lWbNmWZZXq9WsWrUKgDFjxmRIrCclJUnJdZ3NmzdL7emnn37KNgaNRsO5c+c4d+4cjx8/RqlUUrlyZdzc3OjQoQONGzfOdr3ly5dz9epVKleuLLW9oKAgdu3aRWhoKBUqVKBDhw54e3tnWffWrVscPHiQR48eYWtrS5cuXejbt2+eExbcuXOHCxcuEB4ezpMnTzAzM8PV1ZWWLVvSo0ePbH+MOHDgADt37uTcuXMAxMXFMW7cuCzLzZs3L9vXWlJSEqdOneLq1atER0djZmZG1apVadiwIT179sQi0wyKunOIWq2Wno+wsDB27NhBcHAw5ubmNGzYkCFDhuDs7Jzr49VJTEzkxIkTXLlyhZiYGKytralduzb9+vXL0gM+J6dPn+b48eNERUXh4uJCu3bt8Pb2RiaTZfmBJj+TUum35eTk5CxtMbPKlSvz66+/MnbsWEA7KU3Hjh1zXSe/x6G0tNXc4r1//z67d+8mNDQUGxsbmjZtysCBA3OtjVlY28nrPJLdfgrS5jUajdReo6OjqVSpktRe5XI5e/bsYc+ePQAsWrSowD1st23bBkCfPn1ITk4u0LZAe87QSUtLy/O1ALBp0yZCQkIA+OSTT9BoNAatVxDffPONFOuXX35JtWrV8tznW2+9xa5du7hw4QIHDx5k3759dO7cOcfl/fz8uHz5MgBjx45FrVYzYsQI1qxZw9q1a/noo4+ynEP16Z9XKleuTLdu3Th+/DhLly6lVausyQ2NRiOVChg7dmyGzzHZvUcKQkmQnp4utXXR89p4Zhoz7GX2JGoSORp6lDX/rqGyWeVC2bZLugxtuhWW7TnHdNuKtPjvvnsHlhPgPqRQ9lOaiTZbuNLj5YAdAKEPH7J3b4BpAyqjRLsVjGXUdwRNOfD6669rAE2dOnVyXe7u3bsaQANotm7dmuNyCQkJ0nJ//PFHYYebL6mpqZq4uDjpEhoaqgE00dHRmvT0dIMv8fHxmlu3bmmSkpI0KpWqxF6USqXm6dOnGqVSafJYCnL57rvvpLZ0/vx5zerVqzWAxs7OTvPs2bMsy+/evVsDaMzNzTVhYWGab775JsP6mZd/6623NIDGyckp2/3fuHFD07x5c2kb2V3q1aunCQwMzLLuiBEjpNeVQqHQzJw5UyOTybKs37t3b01CQoJGpVJpkpOTNWPGjMl2Pz169Mj2Mesed/Xq1XONs2rVqprt27fneoxzu4SFhWVYT6FQaL7//ntNxYoVc1ynYsWKmn/++SfH46JSqTRz587VmJubZ1nX2dlZs3v37jzb+YIFCzTOzs7Z7t/MzEzzzjvvaFJTU3PcRkhIiKZLly7Zrt+yZUtNUFCQ5ssvv5RuS0tLK3Bb3rlzp8HrNWzYUFrv7t27RXIcSktbzS7e9PR0zTvvvJNtvK6urkW+HaVSqZk6dWqu55HCbPOBgYGaTp06ZXvcWrRoUWjtVXdJSEjQ2NjYaADNli1bCrQt3eX48eNSfF9++aVB6/Tu3VsDaGxsbDSJiYmFEkdul2fPnmksLS01gMbFxUWTnJxs8Lrbtm2THt/IkSNzXVb3HlSpUiVpH+fPn8/wWSu39efPny8te/r0ac369eul4xQbG5tl+f3790vnhFu3bmnmzp2bYf2iPq7iIi75uSQlJWlu3ryp2b17tyYpKcmoz+3ior0su7ZM02R1E02T1U00X5z8otC2+zg2QVNz1m5NjY93a/r85KtJf3JXo/nKUaP5ylGjWjXY5I/blJekpCTNjh07RJst5EtE8FPNotePaBa9fkRzeM0tk8dT1i6i3YpLfi/R0dEaQBMXF5dnbk70ZM2BRm+ImjH3mYqVlVW2NWQtLCxy7SWSmUqlQiaTIZfLS3T9Pd2QP12spZV+bzi5XM7LL7/Me++9R1xcHH///TfTpk3LsLyuF+ugQYOoWrVqlvUzH4vM9+t7+vQpffv2JSIiAisrK4YMGULr1q2pWLEisbGxhIX9n73zDovi+vr4d5cFkS7d3lEEe2+xAfaKvRuNUVFjYowm+rOXJBpjw2jEii32GASFqFhRUSwIKCggKCBFOixsue8fvDPZZXuhej/P4+Oyc8u5d87c2Tlz7jkfcO/ePTx9+hTZ2dlK2167di1+++03eHp6onfv3jAwMMCVK1cQEBCA69ev46uvvsKpU6cwduxYBAYGYsqUKejWrRsIIbh48SJu3ryJ4OBgzJ8/HydPnpSZp7i4OLx//x49evRAhw4dULt2bdja2iIjIwNRUVE4f/48kpKSMHbsWPzzzz8YMmQIW3fYsGGoXbs2fHx8cO/ePVhYWMhNfFWrVi12jCKRCOPGjcOlS5cAADY2Nhg7dixcXFzA5XKRkJCAly9fIigoCPHx8VJzIzkvmzdvxv/+9z8MGjQIbm5uMDExwcOHD3Hq1ClkZmZi7NixePHiBZo3by4jDyEE06ZNY+fD0dERkyZNgpOTEwoKCuDv74/r169j9+7dePfuHS5duiTjXZmRkYG+ffsiLi4OANC/f38MHjwYZmZmePHiBXx9feHu7i6V/Vzba1+VLipi8ODBiIqKAgDcunULTk5Oep+HqqKr8uT96aefsHv3bgwePBju7u6oUaMGwsLCcOLECTaz/YULFzBixIgyaaf09mp551WZzpuZmSEsLAxHjhxRqfNpaWno27cvEhJKEo24ublh0KBBMDU1RUREBHx9feHm5obRo0dLyaPLPeDff/9FYWEhjI2NMXjwYL3cT0qvB6raFIlEePjwIYCS+LempqbIzs7GpUuXEB4ejry8PNjZ2aFr167w8PDQSyLDe/fusV6eQ4cORc2aNdWuO3z4cNSoUQNFRUUIDg5WOD4+n49Tp04BAGbMmMH20aVLF7Rv3x5Pnz7FoUOH4OnpqbCv0uvK2LFjsXjxYnz69AmnT5+WSVDK3CMHDhyo1j2SQqkMcLlcVlc1/d1OKWGi80QcijiEPEEe/OL8sLDDQtibqI4ZrYratQzRvr4VwhKyEJ2ahxSDuqhv2QDITgA38SG4EAKG6q+f1RGqs/pFcqcTl8ulc1tGUL2laIpG+lKm7pWVBHU9WT98+MB6PBw5ckRhueTkZLacr6+vvsXVC9nZ2Wpb2iUpLCwkkZGRpLCwsIwk0w8ikYhkZmYSkUhU0aLoxJYtW1hdCg0NJYQQMn/+fAKAdO3aVapsamoqMTQ0JADI5cuXCSGEbNiwQaa+JF5eXqwHWmn27NnD1g0ODlYoY3R0NMnMzJT53tPTk/UoMjExIUFBQTJlGC8mDodDvv32W2JlZSVXzgkTJrCyvHnzRuZ4bGwsSU5OVihjRkYG6datGwFAmjVrRsRisUyZGTNmEADEwcFBYTsMkp5yo0ePJjk5OQr7jY2NlfqOmRcTExNibGxMLl68yB5j9Pbq1ausR+Hs2bPltr1161ZWhpEjR5K8vDyZMt7e3mwZeV71U6dOZY97e3vLHI+NjSUNGzYkZmZmbDmBQKBsahQiqcv//POP2vVOnDjB1lu6dKnMcX3MQ1XTVUl5eTweOX78uEyZ8PBwYmdnx3oiqrpGtW1HJBJJebLKQ5nOMwQGBqrU+UmTJrFz6+PjI3M8MTGRNG/eXC/6yjBz5kwCgAwdOlSndiS5c+cOK9+aNWtUlo+JiWHLz507lxw7doxYWVnJ9eatW7cuuXTpks4ybty4kW1z9+7dGtfv3LkzWz8hIUFuGcbrFACJjIyUOrZ3717W4zQxMVFhP5LXf0hICCGEkEWLFhEApGPHjlJl09PTSY0aNVgP2czMTCkPe6Y+hVLZKCwsJBEREcTPz48UFxdXtDhVlu2Pt7PerL+F/qa3dr1vxpCGy0u8WQ/djSXk0gLWm5W8vam3fqoaxcXF5NKlS1Rn9Uz6+1zWk/WGb1RFi1PtoHpL0RZN7Gv0lb4EdnZ2rIX6/fv3CsslJiayn+vUqVPmclE+L2bPng0AePjwISIiItjvjx07BoFAgNq1a8v1ftMUJsmbo6Mj+vTpo7Bc8+bNYWVlpfB4YWEhfvjhB7nxLFevXg0ulwtCCH7//Xf88ssv6NSpk9xyDP7+/jLHGzdurDTBnLW1NX7++WcAJTEnX758qbCsKj59+sTGnWzdujVOnz6tMF6ltbU1GjduLPdYQUEBli5dKuUlyuDu7g4PDw8AgJ+fn8zx3NxcbN68GQDQtGlTnDp1CqampjLlFixYwHr1/frrr1Jeh+/fv2e9yMaNG4cFCxbI1G/cuDEOHTqEvLw8uWMoD2xtbdnPGRkZUsf0MQ+SVDVdLSwsxKxZs9i4tZK4urpi9+7dAID09HQcPHiwzNtRhS46n5iYiDNnzgAoiTfNrIOS1KtXD0ePHtWbvorFYlaWkSNH6qVNbfj06RP7+d69e5gxYwby8vIwadIk7N69G3v27MG0adNgaGiIDx8+YPTo0XK9qDUhPT2d/ezg4KBxfck6aWlpcsswCa969eoFZ2dnqWNTpkyBiYkJRCIRjhw5olHfc+bMAQA8efIEz58/Z78/fvw4ioqKYG9vj2HDhmnUJoVCqfpMdZ4KI26Jp/+Z6DPIKdZPDGY35//Wu3+jPgJN+v13MPaWXvqgUCgUSvWBhguQwNDQEE5OToiIiMCLFy8UlpM85urqWh6iaY1AINAoE5pAIGCzIavKwhs/bjxEEg9q5Y1YLEZaOWz9M7C1RaOzZ8qkbSInI3v79u3Rrl07PHv2DD4+PqzBjzF+zJgxAxwORyobrWR9Ze1LwiR5+vjxI+7evYsePXpoLfvs2bPl6oudnR0aNmyIuLg4GBkZsYlPStOyZUtYWFggJycHkZGRCnUvPz8fQUFBCA8PR2pqKvLz81k5JA0vr169kknYpWwuJPHz82OTwSxduhQ8Hk+jjNSS/cydO1cm0zjzf58+fXDt2jV8/PgR6enpsLa2Zsv5+/sjMzMTALB48WLUqFFDoQxz587FxYsXER8fj6dPn6J9+/YAgCtXrkAkEgEA5s2bp7B+37594ezszG7Z1zYDtypdVISxsTH7OS8vT6qePuahtGxVTVeVnbsxY8bA3t4eqamp8PPzw7fffqv3dkip8Djy2lCm85Ko0nlGX5W10bVrV7Ru3Rrh4eGsPNpmjL9z5w7S09PB4XAwdOhQvWWeL33Nq2pXUh8iIiJgYmKCa9euSa3J8+fPh5eXF9zc3JCXl4evv/4abm5uUi8pNEEyaaSxsbHGY5dMqJmdnS1T/+3bt7h1q8T4MGfOHJnjZmZmGD9+PI4cOYJDhw7hxx9/lJtMTt664urqik6dOuHx48fw8fFhw78w98jp06ez2y21XZcolPJE8vcczXitPVaGVhjWZBguvLmAfEE+TkeexiyXWTq326hWDdSvVROJmYV4GPsJmcM6g0nhKH57E6I+P+ncR1WEZmkvG5gEukDJ2kDnV79QvaVoiyY6Q42spXBzc0NERAT+/fdf8Pl8KQMAw+XLlwEAbdq0gb297vF+9Im3tze8vb3Zh9XAwECphyFV8Hg8ODo6Ii8vTyorrzwEqakQK/BgKS/K43FJMku8vpHMnCyZ+XjSpEl49uwZfH198eOPP+Lp06esEWzcuHFsOcms8PIyJzPnkMjJVO3h4YFNmzZBLBajX79+GDRoEDw8PNCtWzc0a9ZMZfZ05keAjY0NzMzMFM6RjY0N4uLi0KxZM6VGfxsbG+Tk5CA1NVWmLbFYjN9++w07d+6UytytiI8fP8q0wfQrby4kCQkJYT936tRJ43MvOS+MMa40ubm5sLCwYP9OTEyUisF09+5d9nPXrl2VyiAZw/TevXto2rQpALAZvTkcDpydnZW20bFjR1a/cnJypGRRF0ldLigoUHvekpOT2c+mpqZS9fQxD0DV01VGXhMTEzRq1EjpuNu1a4fAwEA8e/aszNphUHTtqKPzAJTqvKS+Ojk5KZW1ffv2rJFVW30FgHPnzgEouc5NTEz0ts5LnveioiKN2/3222/h6uoqU69FixZYsWIFVq1ahby8POzbtw+LFy9mj69btw4fP36U2+bgwYMxfPh/WbAlY7DK00FVlPY6L11/7969IITA0tISHh4ectufNGkSjhw5gri4OPj5+cndUaHsHvn48WOcOHECq1atwsuXL1mdGDduHGtEVnWPpFAqA8XFxayu04zXutFA1AAccEBAcPjFYVjHW8OQo3vcxSbGXCSCC6GYYMeV51hqXA8W/PfgJD9D4OWzEPJkd9l8LlCd1S+CXC6AEn1KTEiAv39MxQpUTaF6S9GUgoICtctSI2sppk2bhp07d+LTp0/YtWsXfvjhB6njjx8/ZrcXTp8+vSJEVIqXlxe8vLyQk5PDPtxIPtiqgs/nIzExEWZmZnINzJJ8sreHqAKTSIjF4nJJYmFga6vRHGqC5Bybmpqy/cyePRtr1qxBRkYGgoODcfXqVQAlnmDt2rVj60gmO5Osz8AkSOFwODLHevTogQMHDmDRokUoKCiAn58fq9s2Njbo27cvJk+ejBEjRsidZ8awYWVlpXR+GBlr1aqltJxkMpfS5RYtWoS9e/cCKNmmOnDgQLRo0QJWVlbsHGZkZLDXq5GRkUwbTCgQeXMhieRDuJOTEwwMDBSWlYeyeSGEIDc3F+bm5lIhCGrUqCFVNisri/3s7e3Nyi7pCcv8L+mplZ+fz7bDeMeZm5ur3A5cr1499rOFhYVWRitJXTYxMVH7mpEca+3atfU+D0DV01VGXltbW6WhOoD/QtZkZ2fDzMxM6lrVRzuS86ro2lF3fpXpvCb6WrduXfaztvoKgF1XR48erdc1XjKkRelxyqN02KHp06crrDNz5kysWrUKABAaGipVLiAgAK9fv5Zbr3HjxlLhIho2bMh+TktL03j8ki9HGO9uBpFIhL/++gtAyflcsWKFwnZ4PB6EQiFOnTolZQRmUHSPnDVrFlatWoXMzExcv34dwcHBAICePXuiU6dO7Fqr6h5JoVQGJJ063N3daTIWHYm4G4GghCDkkTwInAQY2Vz3cDC1YjNw63DJy8BPNevCtM1Q4NF+cEAwsIUpSAvdw3hVNQQCAYKCgqjO6plPSfk4dzcMAFC/fgN8MUQ2UShFe6jeUrRFkxf11dLIWnpLmORDoqQLPofDkTGgdOzYEZMmTcKpU6ewcuVKCAQCzJo1C6ampggKCoKXlxfEYjGaNGkCLy+vsh+MjmiaOU8kErHZkFUZMJucP6ereFrDeJdaWFhU6WzBijIf29jYYPTo0Th16hT27NmDp0+fAigxvirKZC/vnJU+Xpovv/wSw4YNw/HjxxEUFIT79+8jJycHGRkZOH/+PM6fP4/u3bvDz89PamuvOm3LQ51ypbNxv379Gn/88QcAwNPTEydOnJB6cGaIiIhgDVfazAWD5PVCCNFYv5T1w6xLpcdYWl7JNnx9fdXuu6CggG2HMTyJRCK1spsrkkVdtM3iHRoayn7u1KmT3udBnmzqUBl0VZNzx+VyZYyN+min9PZqee2oO7/KdL689TUiIgJv3rwBUGJk1ed9pLTuqbyXNmkCQ0ND1nO6adOmCuvUrVsXxsbG4PP5SElJkSq3ZcsWZGdny63Xtm1bqbKSoQgePnyo0fizs7Px6tUrVp7atWtLHffz82ONsO/fv8exY8dUtnnp0iVkZWWpvM8wctaqVQtjx46Fr68v9u7dy3qxMvdIybVWXn0KpTLB5XJZXaUZr3VndpvZCEoo8VLzfeWL8S3Hw4Cr2Qvz0nRvZg9zYx5y+ULcik4HmdAXeLQfAMB7dwdwrbi43hUN1Vn9IvkbjMvl0LktI6jeUjRFE32plkbWL7/8EkePHpX5/u3bt1KT07BhQ8THx8uUO3DgABITE3H37l2sWrWK9RphqF27Nq5cuaLS05NC0YU5c+bg1KlTuHPnDoCSGKpjx47Vez/29vb47rvv8N1330EsFiMyMhI3btzAwYMH8eLFC4SEhGDJkiVqPSiXBYGBgeyLkm3btsk1WgFAbGysXvqT9CqLjY1Fy5Yt9dKuNjJwOBz4+PiobRho27Yt+5nxBszPz8enT59kjBeSJCQk6CCt9vD5fDb8CpfLldkurI95KE/0raupqakoKipS2A7wXyJGZd6f+mqnLJHU18zMTNSqVUthWWWJKdXl77//BlDirV4R17gkRkZGcHZ2ZuO9C4VCpR70zMvi0j/2mORv6tC5c2fY2NggIyMDV69eRUZGBmxsbNSqe/LkSdaIOWLECJnjTMKrDh06YNGiRSrbW7RoEfLy8nD8+HGp8AeqmDNnDnx9fXHv3j0AJV6z48ePV7s+hUKpnrjYuKBr7a54mPwQibmJCEoIwqBGg3Rq09CAi34t7HH5eRJy+EKEwQVdOAYAEQFxNPkVhUKhUP6jWhpZDQwM1Nriq2iLoampKYKDg3HgwAEcP34cr169QnFxMRo0aICRI0fi+++/V/oASKHog379+qFJkyasQWby5MlScfTKAi6XC1dXV7i6umLevHno1KkTwsPD5WYDLy8kM1dLbhMujSoZ5W1/lkfv3r2xZcsWAMA///xTIQaYL774Ar/88gsIIWjbti06duyocRtdunRhP9+4cUOhgV4kEuH27dtay6oLO3fuZM/v+PHjZZL46GMeyhN96SqDQCDAnTt34ObmJvd4Xl4e6wncuXPnMm+nLJHsNzg4WKHBUCwW60VfGSPryJGVw/to+PDhrJE1PDwcnTp1klsuMjKSNbJKxh3WFENDQyxcuBDr1q1DUVERNm7ciN9//11lvby8PPzyyy8AStbUhQsXSh1PTk6Gv78/gJIkjTNnzlTZ5pUrV3Du3DkcPHhQIyPrF198gebNmyMmpiRe3cSJE6VCNVAolM+X2a6z8TD5IQDgUPghDGw4UGWuAVUMcC4xsgLAtbcF6FKvE5D4EEiPBnKSAIs6KlqgUCgUyudAtdw3dfDgQQiFQpX/mK2C8jAwMMC8efNw9+5dpKenIycnBy9fvsSmTZuogZVSLnA4HPj6+uLw4cM4fPiw0rh2ZYGRkRGb9VxVErSyRNID8/nz53LLREREyPVel8TMzAyAdFZtebi5ubHxCrdt24aUlBRNxNULbm5uaNSoEQBgzZo1Kg3D8hg8eDAbf/DXX39VmFX78OHDUvEVy4vz58+zuwRMTEywdu1amTL6mIfyRF+6KsnPP/+s8Nju3bvZJEsTJ04sl3bKikGDBrHX6LZt2xSe61OnTunsyZqcnMwalSuLkXXGjBnsi18mpq88vL292c/Dhg3Tqc9vv/0WjRs3BgDs2rULZ86cUVpeKBRi1qxZePfuHQBg/vz5aNWqlVSZw4cPs+Ec1J1bptyLFy+kwoeow7Fjx9h75E8/fZ4ZvikUiizdaneDs7UzACDqUxQeJD/Quc2+TvbgcUsMtf9GfQRp/MV/B2OpNyuFQqFQSqiWnqyU/1CWIVtReUKITFzbyoZkwpvKLKcqJA0J8ua8W7du6Natm1QZTeqXPi7JsWPHYGNjgz59+rDGDUlu3ryJK1euACiJ36dJ24pQp1zpc9q/f3/2s5eXFy5evAhHR0f2uwcPHmDChAmoX78+++JE3ly0aNECAFBYWIjbt2+jV69ecvs3MDDAb7/9hrFjxyI1NRV9+vTB4cOHpc4DUHKtBAYGwsLCAr1795aSX9F4FeltaXl5PB527dqFUaNG4cqVKxg9ejS2bduGJk2ayMgrEonw6NEj3L17F8uWLWO/NzExwdKlS7FmzRqEhoZi+vTp2Lt3r9S5vnDhAhYvXizlMa3tta9KF5kyT548we7du3H8+HEAJfN98uRJNG/eXKaOPuZBnmzqUJG6yshrbW2N0NBQzJs3D9u3b5cKUXP48GGsXr0aQEl4hDFjxpRJO6WNnYrOq7Lj8o6VHreZmRmWLFmCjRs34v79+5g9ezZ27doFExMTtoy/vz/mzZuns75eunQJhBDY2dmha9euer+HlJ4/ddpv2rQpFixYgF27duHw4cNo2bIlvv32W3ZXjlgsxp49e9iYv23atJF7zjXB3NwcZ86cQf/+/ZGbm4vJkyfj8ePHWL58uczL5BcvXmDJkiW4davEkNCrVy/88ssvMmM9dOgQAKBdu3aoX7++WvINGTKETYB14MABKY91VetKly5dpLz2meOlk+Mpqk+hVAbEYjGrq5r8ZqcoZ4bzDKy4V+Kg4PPCB53s5O8QUBcTQ6Bzo1oIif2EdxkFSLDoCCaFoPjtTYhc9B/SqzLD6CrVWf0imT9GJBbT+dUzVG8p2qKJzlAjazXD29sb3t7erCdJYGCg1EOqKng8HhwdHZGXl1eh3ovqosorsbLD5/PZz/n5+RplrQOAoqIipfWZc0gIkTl26tQpBAYGwsjICE2aNIG9vT3s7OxQWFiIt2/fslmqa9WqhXXr1snUZ34EMEnIFMGUEwqFSssxD7+lyzVo0ADTpk2Dr68vHj16BCcnJ3Tu3BnW1tZ4+/Ytnj9/Djs7O+zbt4/17OLz+TJ99e/fn00YM3jwYPTs2RM2Njbs9rEtW7bA0tISADBgwABs2bIFq1atQnR0NHr27MnGbuRyuXj//j1iYmKQnZ2NzZs3S8UAVWdecnNzUVhYyP6dl5cnU7Z3797YtWsXli5dir///huXL19Gy5Yt0axZMxgbG+PTp09IS0tDfHw8mwTu66+/lmpjwYIFuHv3LoKCgnDixAn4+fmhe/fuMDExQWRkJF69egUPDw+0b9+e3QKck5OjVbZ2SV3evn07Tp8+zf7NxIV9+fIlsrKy2O+bNWsGb29vdOnSReFc6WMeqpquMnJYWlpi+fLlmD9/Ps6ePYtu3bqhRo0aePHiBd6+fQsAsLOzw59//omCggKF49G1HQZ564hkP6rmV5XOL168GHfv3kVwcDAOHz6Mixcvolu3bjAxMcGrV68QGRkJd3d3tG/fHr/++ivbjqbJjC5cuAAAGDhwIPLy8jSqK4/ff/+d3bIOSIeNuHDhgtQxANizZ49cmVeuXInw8HDcvHkTy5cvx65du9CpUydwOByEhYWxsZPr1auHY8eOsd7HutCsWTMEBARg8uTJSEhIwNatW7Fjxw507NgRtWvXRnFxMWJiYhAdHc3WGT16NHbt2iXzEvfOnTusPg0cOFDt+xmXy0WPHj1w+/ZtnD59GmvWrGG3/Zf1PZJCqQwUFxezuh4UFFTB0lQfxEQMa641Pok/4dHHR9h3eR8a8Bro1KajmAOg5OXXjocF2Mo1Ak9cjKJXgQg0uALoGJKgKkJ1Vr8IcrkASu6BiYmJ8PdXvPOWoj1UbymaouwZqTTUyFrN8PLygpeXF3JycmBpaQkPDw92y7A68Pl8JCYmwszMrFIn9iKEIDc3F+bm5jrHWKpIJOfY1NRUo3MFQCqRjbz6RkZGAEpCD5Q+Nnv2bBgaGuL27dt49eoVmy1asu2RI0di8+bN7JZSSRhDHJfLVSo3U47H4yktxxgd5JU7cOAAHBwcsGfPHuTn5yM4OJgd18CBA7F//36pjOPGxsYybVhYWOD06dOYP38+kpOTZW6u27Ztk6rzww8/oFevXli7di1u3ryJ6OhoKUODkZERhg4dCnd3d6l6yuZFUm8l4+uamZnJnZv58+ejd+/e2Lx5My5duoSoqChERUVJleHxeOjVqxeGDBkit43Lly9jw4YN2LFjB7Kzs3H16lUAJefXy8sL27ZtY2PQMvOkjZFVUpcZbzd5WFtbo2fPnpg2bRpGjBihVqZGXeehqumqpLxfffUVrKyssHTpUjbWJcPAgQOxZ88euZ69+mpH0hNQ3jpSuh9l86aOzl+5cgVr167Fnj17kJWVxeqrsbExFi5ciK1bt2LNmjUASry1raysFPYnj7y8PDaZoKenp8Zrrjxu3bqlUOdfvnyJly9fSn135MgRhddYQEAAtm3bhh07duDDhw/48OEDe8zY2BjTp0/Hxo0b1U5SpQ7du3dHVFQU9u7diwMHDiA6OhoPHshurbWxscGxY8cwaJD8BDKnTp1iP48bN06juR0zZgxu376N3NxcXLt2jY3lqu09kllrVd0jKZTKAJ/PZ3Xd3d2dZrzWI8K3Qqx/uB4AEFozFF+7fa3Tc4PLpwJc/P0uAOAdxxHcRr2A2BuoKcjEkK5OgG1zvchdFRAIBAgKCqI6q2c+Jefj3N0wAED9+vXRZ4hTBUtUvaB6S9EWTV7Uc0hlD3JH0QrGyJqdna2xkTUuLg6NGzeu1EZWxmPKwsJCYy+mykR4eDiePHkCoCTxiaYPzi9evEBYWJjC+g8fPkRUVBSMjIwwefJkuW0IhULExMQgKSkJqamp4PF4qFu3Ltq0aSM3jABDcHAw4uPjYWFhgTFjxigsFxAQgI8fP8LBwQGDBw9WWO7ixYvIzs5Go0aN0LdvX7llsrOz8fDhQ6Snp8PGxgYuLi6oV68egBLjyblz5wAAPXv2RPPm8n/oikQi1oOvoKCA9UqcMGGCwsRinz59QlhYGNLT01GzZk3UrVsXTk5Ocq8tZfMiqbfx8fFsAp/Ro0ezXrSK4PP5CAsLQ0pKCoqKimBrawt7e3s0bdpU6XliKCgoQEhICFJTU2Fra4sOHTqw+vLs2TM8e/YMQElsSG0eQCR1WRIejwdzc3NYWlqiUaNGbIxVbdFmHqqaro4dOxbnz59H06ZN2bACTDiEhIQE1KxZE+3bt0f9+vUVyqivdsRiMW7cuIGEhAQYGxvLXUfUnd/Y2Fi1dT4/Px8hISFIS0uDra0tOnbsyMa8nT59Onx9fdGwYUPEx8crnYPSnD17FuPHj4eJiQl7PevK1atXNYrdrM41JhKJ8PjxY7x//x5CoRB16tRBp06dyjz5IQC8e/cOMTExSE9PB5/Px4YNG9jwDGfOnMG4cePk1vvrr79QWFgIAwMDTJs2TaM+09PT2YRwTZs2ZUOwREREsHFahw4dCjs7O7XaY9bad+/e4enTpxrXp1DKEz6fj9jYWMTFxcHDw4M++OsRoViI0X+PRnxOPABg74C96F2vt/JKKvD4/RaiP+aBwwFeur+C6e0SIy6GbAO6fKWjxFUHgUAAf39/DBkyhOqsHslIysPp9Y8AAM49a6P/NOcKlqh6QfWWoi2a2NeokbWaQo2sFErlg+otRR3kGUcrqp3KprOEEDRp0gTx8fEYNWoULl68qFH9qVOn4sSJE1rV/VwJCwtDjx49UFRUBDMzM4SGhqJly5YVLZZSKpveUijKoEbWsuVa/DV8f+t7AECLWi1wZvgZcDnarwu/XH2FP4JLQqMccOfB/c74kgMthwETT+gsb1WBGqvKBmpkLVuo3lK0RRP7Gv3lSaFQKBQKpUpw8uRJ1nt1+PDhGtUVCoVsqAQmoz1FNR06dMD27dsBlHhhjxkzRi+xbCkUCqU8cG/ojlY2rQAArzNf42rcVZ3ac3N2YD+f/1ALqPn/iQLj7wBikYJaFIoWUFc4CqVKQo2sFAqFQqFQKgVHjhxBYmKizPdisRjHjh3D3LlzAZQkGZs4caJGbefn52P79u04fPgwRo8erRd5PxcWLFiA8eNLvLWioqIwe/bsCpaIQqFQ1IPL4eKbDt+wf+9+uhsCkfaZxdvVt4KtWUnOg1sxnyBq+P/hB/jZQPIzXUSlUCgUSjWAJr6iUCgUCoVSKdi2bRtmzZqF5s2bo0GDBnBwcEBubi4eP36M5ORkACXJ2U6ePAkTExON2ra0tGQTKlE0x8fHRypW8adPn9g4uRQKhVKZ6V67O7o6dsXDlId4n/ceF2IuYELLCVq1ZcDloH9Le5x5/B6FAhHemHVEC1wuORh7C6jbUY+SUz43OKi6CZ0pFEoJ1MhazREIBBAI1H9bKxAIQAiBWCxmEwJVRphQwoysFEpVgOotRR0kQ6Xroif6aKe8dXbWrFnYs2cPYmJiEBMTI3XMwMAAQ4cOxebNm+Hs7EyvoXLG1NQU06dPl/qusp4DutZSqhJisZjVWU1+s1M0w6uNFx6mPAQA7Hu+D4MbDkZNnnbJBPs2t8WZx+8BAP/kNEeL//9eHBsMUbdF+hC30sPoKtVZ/SIU/jefYrGYzq+eoXpL0RZNdIYmvqpmeHt7w9vbGyKRCNHR0Rp7+/B4PDg6OqJ+/fowMjIqQ0kpFAqFIo+7d+8iISEB5ubmGscdLYt2KoKEhAQkJiYiLS0NYrEYdnZ2aNu2rUaJHCkUCqUqUFxcjMTERKSkpEAoFFa0ONWak/knESmIBAC4G7ujj3EfrdopEgE/hRpASDiwNBIjpMY3MBFkQMQxhH+bPyDm0mcoinYIcrn4eNcUAGBSrxjWrYsqWCIKhQIABQUFmDx5slqJr6iRtZrCZD9LT0/X6KGUz+cjMTERjRo1grGxcRlKqBuEEOTm5sLc3BwcDt1WQakaUL2lVDWozlKqIlRvKVUJPp+PuLg4xMfHo1+/fjTjdRkSmx2L8f7jISZimBma4Z8R/8CyhqVWbX3lG4bg6HQAwJPWF2ATcw4AIJxyAaTRF3qTubIiEAgQFBQEd3d3qrN6JDM5H2c3hwEAWnRzQJ8pThUsUfWC6i1FW3JycmBra6uWkZWGC6jmGBoaarSAiEQicDgccLlccLmVNy8as/2PkZVCqQpQvaVUNajOUqoiVG8pVQkul8u+DND0dztFM1rYtsDIpiNx8c1F5AnycOz1MXzX8Tut2nJ3cWSNrA85bTEEJUZWXsI9oPkAvclc2aE6q194vP/mksPl0rktI6jeUjRFE32hvzwpFAqFQqFQKBQKhVLtmd92Poz+fzv/yaiT+Jj/Uat2BrR0YD+fTG3034HYYB2ko3z20M0XFEqVhxpZKRQKhUKhUCgUCoVS7altVhsTW04EABSJirDvxT6t2nG0NEabeiWhBu6mGEBg8//pr5KeAoVZ+hCVQqFQKFUQamSlUCgUCoVCoVAoFMpnwZzWc2BqWJJc6GLMRcRnx2vVjqQ36xuzTiUfiBh4d09XESkUCoVSRaFGVgqFQqFQKBQKhUKhfBbUMq6FmS4zAQAiIsKeZ3u0asetlT37+Wp+i/8O0JABFAqF8tlCjawUCoVCoVAoFAqFQvlsmN5qOqyNrQEA1+KvITIjUuM2WtW2QB1LYwDAseR6IByDkgOxt/QmJ4VCoVCqFryKFoBStggEAggEAo3KE0IgFovZ7LyVEUII+39llpNCkYTqLaWqQXWWUhWhekupSojFYlZnNfnNTtENQxhijssc/PrkVwDAjic74N3PW+N2+rWww4lHicgUGSPLyhW1Mp8D6a8h+JQAmNfWt9iVBkZXqc7qF6FQyH4Wi8R0fvUM1VuKtmiiM9TIWs3w9vaGt7c3RCIRACAwMBAmJiZq1+fxeHB0dEReXh6Ki4vLSky9kZubW9EiUCgaQ/WWUtWgOkupilC9pVQFiouLwefzAQBBQUEVLM3nhQkxgRXXClniLIQkh2DP33vQxLCJRm2Y53IAlHiw3shvBE88BwC8+HsP3lv31LfIlQ6qs/pFkMcFUBIv+P379/D3f1OxAlVTqN5SNKWgoEDtshzCvDqlVCtycnJgaWmJ9PR0WFhYqF2Pz+cjMTERjRo1grGxcRlKqBuEEOTm5sLc3BwcDqeixaFQ1ILqLaWqQXWWUhWhekupSvD5fMTFxSE+Ph79+vWDoaFhRYv0WeEX54fVIasBAK42rjjqcVSjdaNIKEbXLTeRXyyCW81o+JC1AABxm4kQDdcu1mtVQCAQICgoCO7u7lRn9UhWSgHObHoCAHDq6oC+U50qWKLqBdVbirbk5OTA1tYW2dnZKu1r1JO1mmNoaKjRAiISicDhcMDlcsHlVt6Qvcz2P0ZWCqUqQPWWUtWgOkupilC9pVQluFwua9TT9Hc7RXdGNBuBY1HH8CbrDV5mvMSdlDsY0GCA2vUNDYEvnOwQ8DIFtwsbQ2RqDAMRH9z4O+DyeEA1f9FDdVa/8Az/M89wuRw6t2UE1VuKpmiiL/SXJ4VCoVAoFAqFQqFQPjsMuAb4psM37N+7wnZBJBZp1IabswMAoBiGeGfWtuTLnA9Axlu9yUmhUCiUqgE1slIoFAqFQqFQKBQK5bOkT70+aGfXDgAQmx2Lf2L/0ah+v5b24P6/w+q/hS3/OxB7U08SUigUCqWqQI2sFAqFQqFQKBQKhUL5LOFwOFjScQn7995ne1EkKlK7vrWpETo1tAYAXM5t/t+BuFv6EpHyOUIz51AoVRJqZKVQqjFLly6FmZkZ6tWrV9GiUHRk8+bNMDMzg5mZGUQizbaxVTdUzQXVewqlhKysLDRs2BBmZma4d+9eRYtTpVi+fDnMzMzg6OhY0aJ8NsycORNmZmZwcXHRqR1PT0+YmZlh/fr1epKM8jnQ0aEjetftDQBIzk/GmddnNKo/wNkeABBJGoHPsyz5Mu4OoGHoAQqFQqFUbaiRlUKpQLZv384ai8zMzNC1a1e16iUnJ8PS0lKq7tOnT2XKFRUVIT8/H3l5efoWnVLOFBcXIz8/H/n5+SDk8361rWouPge9v337NszMzGBpaYmMjAyN6qalpSEgIADr16/HiBEjULduXXYd2bx5s1byvH79Gv/73//QvXt31K9fHw4ODujUqRNmzZoFf39/CAQCrdpVRnp6Ovbs2YMRI0bA2dkZtra2qFu3Ltq3b4+5c+fi77//ZhMgacqJEyfYObGwsEBCQoJa9Xbt2iW1Lnfq1EmteqmpqbCyspKqGxoaqpXskqxevRoJCQno0qULevbsqXN7nxOfwzpS2eDz+ezargvLli1Dfn4+tmzZgvj4eP0IR/kskIzNeuDFAeQVq3/9u7UqicsqBhfPeK1LvuRnAcnP9SkihUKhUCo51MhKoVQgksai/Px8PHr0CE+ePFFZ78iRI8jJyZGq+7l7N1IonxMXL15Efn4+WrduDRsbG7XrxcbGwt7eHkOGDMGaNWvwzz//ICkpiV1HiouLNZJDJBJh+fLlcHV1xcaNG/HgwQO8f/8eqampePLkCY4cOYKhQ4dqbbyVh1gsxqZNm9CkSRMsWrQI//zzD169eoWMjAwkJSXh2bNnOHDgAEaNGoW2bdvi9u3bGvfx559/snOSm5uLQ4cOqVWv9Jr+5MkTPHz4UGW9o0ePIjs7W69remxsLPbt2wcA1KOPohMLFy6EmZkZGjVqVNGiqEW3bt0waNAg8Pl8rFmzpqLFoVQhWli3wJDGQwAAmUWZOBZ5TO26Te3M0MTWFABwJc/pvwM0ZACFQqF8VlAjK4VSSTA3NwcAHDx4UGVZ5oHfwsJCabnt27cjNzcXHz580F1ACqWK8Dno/d9//w0AGDlypEb1xGIx7OzsMGjQIKxatQp///03zp49q5UMIpEIEydOxK+//gqhUAg3NzecP38e7969w6dPn/D69Wv4+vpi2LBhMDQ01KqP0vD5fIwZMwarVq1Cbm4uHBwcsHnzZoSFhSE1NRUJCQkICgrC7NmzYWBggJcvX8LNzQ1Hjx5Vu4+YmBjWMFurVi0AwOHDhzX2ii2LNV0TNm3aBIFAgG7duqFXr156a/dz4ddff0Vubi4+fvxY0aJUOIyHaVXy6l22bBkA4Pjx43jz5k0FS0OpSixstxA8Dg8AcDTiKDIK1d8twoQMuCOSCHkRS42sFAqF8jnBq2gBKGWLQCDQaJumQCAAIQRisVjrbZblAbNFmJG1qiK51XnChAnw8fHByZMnsXXrVtSsWVNunVu3buHNmzfgcrkYN24c+wAv75zxeDzweDz2OKVi0UVvJXWlsl+fZY2quajueh8eHo64uDgAwPDhwzUaY+PGjZGSkiL13d27d9nPpXVTmc7++uuvOHfuHABg7dq1+N///id13NLSEs2aNcPkyZMB6OdceHl5sQZmNzc3nDlzBpaWllJl6tati/79+2P27NkYNmwYPn36hNmzZ6NBgwbo06ePyj4OHDgAADA1NYWPjw88PT2RkJCAa9euYeDAgUrrylvTT58+jd9++w2mpqZy69y7dw+vXr0Ch8PB+PHj4ePjA0C36/zjx484ceIEAGDq1KnV8jpQhj5+I1T3dUQTSq+5VaGfL774AvXq1cP79++xY8cO7Nq1S1fxygyxWMyOvSxCq1A0w7GmI0Y3G42zMWdRICzA/uf7sazjMrXq9nWywYE7cYgnjvjEs4e1MBUkIQTCwlyAZ1zGkpcvjK5SndUvQqGQ/SwWi+n86hmqtxRt0URnqJG1muHt7Q1vb292m2FgYCBMTEzUrs/j8eDo6Ii8vDyNt41WBLm5uRUtgk7w+Xz284gRI3Dq1ClkZ2fj+PHjmDBhgtw6zPbPvn37SiXkyM/PR05OTtkKTNEL2uhtUdF/WW5zcnLYh//Pkc99LhjPUycnJzg6Oup83UvGPywqKpLbXmmdTU5Oxtq1awEAAwYMwDfffFPm609gYCDr8ens7AxfX19wOByF/To7O+PkyZMYMmQIRCIRpk6dirCwMNSoUUNhH0KhEMeOlWwPHTNmDPr164fGjRsjLi4O+/fvR/fu3ZXKKLmmDxs2DH/99Rdyc3Ph6+vLGptLw6zpvXv3Rp06ddjvdVnTDxw4gKKiIhgZGWHIkCGf7b2hqv9GqCwwDxaEkDLVJaYfsVisl37GjBmDXbt24fjx41i1ahWMjSunkau4uJhdO4KCgipYGgoANBE3gSEMIYAAZ16fQZ2kOqhlUEtlPREBTHgGKBByEFzcEmO4qeAI+Xh0fg/SzVuVg+TlD9VZ/SLI4wAwAwC8//AB/v5vK1agagrVW4qmFBQUqF3283oy/Qzw8vKCl5cXcnJyYGlpCQ8PD422H/L5fCQmJsLMzKzS/hgFSn7o5+bmwtzcHBwOp6LF0RrJOXZwcMDYsWNx9OhRnD59Gl999ZVM+ezsbPzzzz8AgK+++goxMTHsMVNTU5lz/f333+PPP/+ElZWV3MQt06dPx6VLl9C0aVM8ffoURUVF8PHxwalTpxAbGwsejwcXFxfMnj0bY8eO1cuYIyMjceDAAdy7dw/v37+HUCiEvb09ateujZ49e8LT0xOtW7eWqde5c2e8fv0ao0aNYo0g8li7di22b98OHo+HT58+qRxzXl4e9u3bh3PnzuHdu3eoVasWevbsiZUrV0rFn0tPT4e3tzeuXLmChIQEmJqaok+fPli5ciWaNm2q1tiV6W1cXBx27NiB69evIzU1FXZ2dujevTuWLFkCV1dXKcOQhYWFQsMiIQT//PMPzp07h8ePHyM9PR3GxsZo3rw5Ro4ciblz56q8tgkhuHLlCi5cuIDHjx8jLS0NBgYGqFevHlxcXDB+/HgMGDBArgy5ubn4888/ERAQgDdv3iAvLw82NjZo3749xo0bhzFjxqi8ZnWdi/LW+7dv32LHjh24ceMG0tLSYGtry8rbunVrbNmyBVu2bAEAZGZmwsDAQGWbyrh69SoAYNSoUXrZXi7pYVmjRg2pNhXp7Pbt29kXcatXr9brNndF7Ny5k/28b98+2Nvbq6zj7u6OL7/8Ej4+PkhKSsLFixcxd+5cheUvXrzIbg+fP38+LC0t8dVXX+Gnn35CQEAAiouLYWtrq7C+5LVlZ2eH8ePH4+DBgzh16hTmzZsnUz43N5f1zP3qq6+QmJjIHpO3pqvLpUuXAAB9+vRBw4YNFZabNWsWzp8/j4YNGyI8PBzFxcU4ePAgTp48ibdv38LAwAAuLi748ssvMX78eJX95uXl4cCBA/D390dMTAx7/bdr1w5jx47F2LFjdbpnl5Y3Pz8f+/fvx9mzZxEfHw8rKyv06NEDP/30E+zs7Fi9zcjIwN69e+Hn54d3797B1NQUvXv3xsqVK9G8eXO5fa1YsQJ79+6FmZkZkpKS5JaJiopi72eJiYkQCARwcHBA7dq10b17d3h6eqJt27Zaj2PlypVo0qQJW0+bcYjFYjx58gSBgYG4d+8ekpKSkJycDAMDAzg4OKBjx46YOnUq+vbtK1N39+7dWLlyJfti69OnT6hXr55MuVevXkm9IGDw9/fH+fPnERoaKnUfadWqFcaNGwd3d3ep9ZsJK8LlcmFhYaGzPk6ePBm7du1CdnY27t69izFjxqisUxHw+Xx27XB3d9dbeBWKbqQ9T8OhiEMQQYRo22is675OrXq3CsPx9/Nk3BK6YoxRSeiZbg7FEPcdUpbiljsCgQBBQUFUZ/VMVmoBztwpyc9Rt25d9BvSooIlql5QvaVoi0YvfwmlWpKdnU0AkOzsbI3qFRYWksjISFJYWFhGkukHkUhEMjMziUgkqmhRdGLLli0EAAFAQkNDyZ07dwgAwuFwyJs3b2TK7927lwAgNjY2hM/nkw0bNkjVL42XlxcBQCwtLeX27+npSQCQpk2bkrS0NNK9e3e2vdL/vLy8dB6vt7c34fF4Cvtg/j179kymbosWLQgA4unpqbSP5cuXEwDEwMBA5ZiTkpJImzZt5MpgZWVFnj9/TgghJDw8nNStW1duOQsLC/L48WO1xq9Ib8+dO0dq1qwpt31jY2Py119/kTVr1rDfCQQCue1/+PBB6TkEQJo0aUJev36tUMb4+HjSpUsXledox44dMnVv3bpF7OzslNbr1asXSU1NVdi/PuaiPPX+9OnTxNjYWG7dGjVqkNOnT6t17tQlMTGRbSskJESnthiYdQcAWbNmjdQxRTrLXDcODg56kUEV7969Y2Vs3bq1RnWfPXvG1u3Tp4/SskOHDiUASJs2bdjvUlJSiKGhIQFAfvvtN6X1t27dKnV+QkJC2L9fvXolU/7PP/9k15vCwkKpe4K25/fDhw8Kz2dpJkyYQACQhg0bkoyMDNKzZ0+F18LXX3+ttK07d+4Qe3t7pdd/jx49yMePH7UaV2l5U1JSSLt27eT2Y2lpSW7fvk1EIhGJiIgg9evXl1vO3NycPHz4UG5f33zzDQFATE1N5R7fv3+/WvczefcHTcbx9OlTQgjRehz79u1TKSMAMmXKFJn1SVKflf1LTEyUqvfu3TuV9yIAZNu2bQrnRVd9JISQ4uJi9n4ye/ZsleUrisLCQhIREUH8/PxIcXFxRYtD+X+yi7JJj5M9iOsRV9L6SGsS/SlarXp+z5NIw+V+pNNyX0LWWJT8+7N/GUtb/hQXF5NLly5RndUzmSn5ZM/X18mer6+ToMMRFS1OtYPqLUVbNLGv0cRXFEololevXmjRogUIIXKzWTOx+qZOnap0y6umEEIwZcoUvH//Hj4+PoiPj0d6ejoCAwPh6uoKoCQUBeNFqw0RERFYvHgxhEIh2rRpg9OnTyMmJgYZGRmIiYlBcHAwNm3ahDZt2uhrWEoRi8WYMmUKCgoKcPr0aXz48AEpKSk4ePAgzM3NkZWVhUmTJiEzMxODBg2Cra0tLl68iOTkZCQlJWHPnj2oUaMGcnJyMGPGDKlYcprw4MEDTJw4EYWFhbC1tYW3tzfi4uKQlpaG69evo0ePHpgxYwZevXqltJ2MjAz07NkTISEhAEo8pe7du4e0tDS8e/cOf/zxB2xtbREbG4v+/fvL9fJNSkpCjx498OjRIwDApEmTEBQUhKSkJKSkpODRo0c4dOgQBg4cKOM9+vz5cwwcOBBpaWkwNTXFli1bEB0djfT0dDx8+BDTpk0DUBL/c+DAgVJb/vU9F+qiq97fv38fU6ZMAZ/Ph729Pfbt24f4+HikpaUhODgY/fv3x8yZM/UmLwBcvnwZQInne9euXfXWribk5eXh5cuXAMDKcOHCBQwfPhyNGjWCra0tnJ2dMXPmTDaBlK4EBwezn93c3DSq27ZtW9b79MGDB3J1DwA+fPjAeglL7iRwcHDA8OHDAaiXxEqSbt26wcWlJAGKsjV9ypQpets9Ijnn6uoIIQTTpk1DfHw8Dhw4gLi4OKSnp+Pff/9l1+T9+/fj4sWLcuu/fPkSHh4eSE1NhYmJCTZt2oTXr18jIyMDjx49wowZMwCUXDPu7u4oLCzUaYyEEEydOhW5ubk4efIku34fPnwYFhYWyM7OxuzZs5GVlYVBgwbBysoKFy5cYNfvvXv3wtjYGLm5uZgxY4bG8T9fvXoFLy8vCIVCuLq64uTJkzL3s82bN6Ndu3Y6j2PixIk6jYPL5aJnz57Ytm0bgoOD2fMSHR2Ny5cvY8SIEQCAEydOYPXq1VJ1v/nmG7ZtALCxsUFubq7Mv7p167J1UlJSpO5FEyZMQGBgIDu20NBQHDlyBIMGDVK6I0MXfWQwNDREhw4dAEBvaxHl88HCyAJzWs8BABAQ7H66W616XzjZwtCAgzTUQhynfsmXSWEAP7usRKVQKBRKZaIMjb2UCoR6slYNSnuyEkLIr7/+SgCQOnXqEKFQyJZ9+vQpWzY8PJwQQvTmyQqA1KtXjyQnJ8uUSUlJIRYWFgQAcXd313qs69atIwCIoaEhycjI0Li+vj1ZgRKvzvT0dJkyR48eZcu0adOGdOjQgeTl5cmU27ZtG1vu5s2bKscgT28ZDyZTU1MSGRkpU0coFJJhw4ZJefDI84acOHEie3z//v1y+4+IiCAmJiYEAJk3b57Mccl+Dh48qHI8knTu3JkAIDwej9y9e1dumR9//JFtf+PGjTLH9TUX5aX3jDenhYUFiY6W9XARi8Vk3LhxKuXVBA8PDwKAfPXVVzq1I4mmnqwRERFs+Xnz5pFRo0Yp9VabPn06KSoq0knGVatWse0dOnRI4/p9+/Zl68s7V4T8t57WrFmTZGZmSh0LCAhg69+/f19hP6U9WQkhZPv27QQo8fqVPP/h4eFsWcZbUR+erD/88APbRlJSktKyjOcgc8/58OGDTJnU1FRiZWVFAJB+/frJbYfxWjQwMCC3bt2SW+Z///sf29fatWs1H1gpeRs1akTS0tJkypw4cUJq/W7bti3Jzc2VKbdjxw62XFBQkMxxZZ6smzZtYserzDO/MoxDHZYuXcrqvrx73ezZswlQsotGFZLrwZ9//qmRHPrSR0kWLVpEgJIdQpr+Ji4vqCdr5aVQUEj6/9WfuB5xJa5HXMnTj0/VqjfV5wFpuNyPHFo57j9v1qgrZStsOUM9AssG6slatlC9pWiLJvY1GpOVojVnNoeiIKeikmMRiMUEXC4HQNnGZDWxMML4nzqXaR+STJ8+HT/99BOSkpIQEBCAYcOGAfjP46lLly6sl50++eWXX6QSaTE4ODjA09MThw8fxr179yASibSKKZmeng4AsLKygrW1tc7y6oMtW7bAxsZG5vsJEybg66+/Bp/Px4sXL3D79m25mcFnzpyJ77//HgBw584duTHtlPHw4UM8e/YMQEkcUWdnZ5kyBgYG2LdvHxo1aiSVcVSS2NhYnDlzBgAwePBghTEnW7VqhW+//RabNm3CsWPHsHXrVpiZlQTXj4qKgp+fHzv+L7/8Uu1xhIaGIjQ0FAAwd+5c9OzZU265devW4dSpU4iPj8eePXvw008/sfEZ9TUXmqKt3j948AAvXrwAACxbtkxuPEQOh4M9e/bg0qVLeslimpOTw3p0jhw5Uuf2tCUzM5P9fOzYMRQUFMDFxQXr169Hjx49wOFw8PDhQ6xevRrPnz/HsWPHYGhoyK5h2pCRkcF+rlVLdfKR0kiuORkZGTLni0jsHhg3bhysrKykjnt4eKBhw4Z49+4dfHx8VCbAkmTatGlYsWIFPn78CD8/P4waNQrAf2t6hw4dVHo8asLbt/8lybCzs1O73pYtW+TG1bSzs8O4ceNw4MAB3L9/HwKBQCqO2dOnT1mvxdmzZ+OLL76Q2/7q1avZ2Jre3t5YvXq1TvFZN23aJDc+7tixYzF37lzk5+fjxYsXuHHjBrvOSTJjxgx8++23IITgzp07GnlIM/czS0tLjeZYHhU5DoY5c+bgt99+Q2FhIR48eIABAwZoNZbo6Gg2xrCnp6fc2PLqoq0+loaZW0II4uPjy223DKV6YMwzxvx287EupCQe646wHTg88LDKtcvN2QF3YtJxT+yKWbhW8mVsMNCyesVlpVAoFIosNFwARWsKcoqRn1VUQf+KUZgjQH5W2ctQ3oZkBwcH1rDKbE3l8/k4efIkgJKHWH3D4/GUGm0YA0BBQQFSU1O16oNJDpWWloYVK1YgLy9Pq3b0BY/HY+e5NDVq1GDltba2Ru/eveWWs7GxgYODAwAgPj5eYxkkt0BPmDBBYbm6desqlAEAAgIC2G2ic+bMUdqnp6cngJJz+eDBA/Z7Zps0AKWJgeRx48YN9rOiDOpAydZNJllJSkqK1DZ6fc2FJuii95Lyjhs3TmEb9vb2Co1OmsIkXjI1NdXaCKIPRCIR+7mgoAAtWrRASEgIxowZA0dHRzg4OGDEiBG4d+8em8Tu4MGDePLkidZ9EolwHNoY5rjc/37uyDN4X79+HXFxcQAg1zDE5XLZtffMmTMarV+2trbslmxmTS8uLsbx48cB6H9NT0tLAwCYm5sr3I5dGi6Xi9GjRys8zlwLRUVFSElJkTqm7vXP4/HYazstLY0NOaENXC6XndPSGBkZoVmzZgBKjKCKXn5ZWVmxRjxN12/m/vDp0yd8//33yM3N1ag+Q3mNQywW48KFC5g+fTratGkDR0dHmJubw8zMDGZmZujYsSNb9sOHD1qNBQCuXbvGXqua3kck0UUfSyP5IlXb3y+Uz5tRzUahkUUjAMCTj09wL+meyjoDnEsSMz4UO0PEPG7H3SorESnVFe0ikVEolAqGGlkpWmNiYQRTqxoV9M8INS0MYWpV9jKYWBiV+9wyD91+fn74+PEjLly4gMzMTJiYmGDixIl678/BwUGupyaDpFdX6YfJjh07sg9qpf9t2LCBLTdt2jTUrl0bQIn3oL29PQYPHoxNmzbh5s2bOsfo0xQHBweYmJgoPG5paQkAaNy4sdJ2mHLaPGQzHmc8Hg8tWijPHqrMezkyMpL93KVLF6XtODk5sZ+joqLYz69fv2Y/Sz5wq4Ok55wqLyHJ42/evJFpQ9e50ARd9J6R19DQUGpO5cHE5NQVxkNs4MCBeovfqQ3m5uZSf69bt07mOwAwNTXFpk2b2L9PnToldVzdtQOQ9kTNysrSWGZJ71vmmpWEMX46OzujV69ectv48ssvYWBggLy8PJw+fVqj/pk1PSAgAElJSbh06RIyMjJQs2ZNpYZJbeDz+QAACwsLtevY2dnJPYcM6lwLgPbXv6bY2dnJ9epkYM5xo0aNlBrltV2/p0yZwsYh/e233+Dg4IBBgwZh48aNuHHjBgoKCtRqpzzGkZSUhC5dusDT0xO+vr4IDw/Hx48fkZeXh/z8fOTn50vJq67s8tDlPiKJLvpYGsnrvbx/Z1CqBzwuDwvbL2T/3hm2E2KiPI5zvVomaOlojlyY4IW4ScmXaa+AXOUvBSgUCoVS9aHhAihaU55b6EsjFouRk5MDCwsLKQ+l6sLgwYNRp04dJCUl4dixYwgICAAAjB8/XqMHZ3VRZbCRnOPSiTWYhzR5SCaYsba2xp07d7Bw4UJcu3YNhYWFuHr1KutBaWJigtGjR2P16tUqjVb6QNWYmQdadctpmjgF+O/h0MzMTKUeKzvvkgYkSQMk41FU+n959bKz/0vIoKmOMePgcDhKH4wB6QfenJwcmTZ0nQtN0EXvGU9GU1NTlZ6VquZEHQQCAfz9/QFUbKgAADJbm5V51Uoee/r0qdQxddcOAGjSpAn7WfKlgrowdbhcLusdyPDp0yc2gU5MTIxSoxejBz4+Piq9xiXx8PBA/fr1kZiYiKNHj+LmzZsASjzLS4cm0BUmKaImhkNdrgXJflRdm4quf02p6PXbysqKvZ8FBASgsLAQ165dw7VrJduCa9asiVGjRmH16tVo2bKlwnbKehxisRijR4/GkydPwOVyMXPmTIwePRotWrRArVq12Hbfv38vN0SLpkjeR+S9zFAXXfSxNJJ6VrNmTa1lonzeuDd0RyubVojMiMSrT69wLf4aBjcerLxOKwe8SsnFXbEr2nP//6VS7C2greLdOhQKhUKp+lQ/6xSFUg0wMDDAzJkzAQA7duxgtyaXRagAXQkLC5ObbTg3N1cmU3HTpk0REBCAuLg4+Pj4YMaMGazXYkFBAU6cOIH27duz8f0kYR4iSxsKS6Moc3hlhPGiVMdzSNn2ZElvzOzsbPZfTk4OcnJy2PORl5cn1U5x8X+hMCQNgYoMX6r6J4SoHItk/5J96msuygtN5NXFM4whODgY2dnZMDAwwNChQ3VuTxfq168vZUyTF9eYwcTEhJ0rSaM+oNnaIRlygTFQqkt0dDSSk5MBlGwzLu3B7uvry64bQqGQNf7K+8esPw8fPkRERITaMnC5XMyaNQsAsHv3bly/fh1A2azpjBE8JydHb7GLlSG5/qhaOxRd/1WRxo0b48qVK3j37h0OHjyImTNnsgbVwsJCnDp1Ch06dMDdu3crTMbbt2/j0aNHAIBt27bh4MGDGDZsGJo3bw5bW1vWc1zyXqALkue0MqzTQMlLFAZlaxWFogwuh4tvOnzD/r376W4IxMpjrbs5l4STui+W2M1CQwZQKBRKtYcaWSmUSsqXX34JDoeDpKQkEELQokULhdtYKxITExOFW36NjOSHWmjYsCFmz56NI0eO4NWrV3j//j1WrVoFoMQgtWzZMpk6zIO8qgc3bWKjVhSNGjUCUGLslNxyKw/J+KWlYeIDcjgcfPz4UaHhSpkhSzIREJOAStNxAFBpeJL0QpSsp6+5KC8aNmwIoEReJpanIvQhLxMqoHfv3pXCUNC58387GSS910pTVFTEGplLe7ZpsnY0b94cbdu2BVCSaE0THd2/fz/7WV68XyZUwKRJk9S6bhhd1TSR16xZs8DhcJCcnAyxWIymTZuiT58+GrWhDpIhTiQThpUV+rj+qzL169fHl19+icOHDyMqKgofPnzAmjVrwOFwUFhYyCZHrAgeP37MfmZe3Mrj+fPneulPl/tIWcEkKQOqj85RKobutbujq2NXAEBibiIuxlxUWr51XUvYm9dAmLg5+OT/k7PF3gJUOAtQKBQKpWpDjawUSiWladOmUokuKqMXq76oW7cuNmzYgOHDhwOQfjBkqF+/PgAoTZaSl5ensZdbRSLpncdsV5ZHRkaGVKKl0gwaNAhAiSfp7du3FRqulBmyPDw82M/Hjh3TaByShqKzZ88qLEcIwblz5wCUhI+QDG2gr7koLySTb126dElhuezsbL3Ie/nyZQAVHyqAQTLZ161bij1zbt++zXp/tm/fXqc+f/zxR/bzwoUL1driHRERgT179gAAatWqha+//lrq+MOHDxEeHg4AGDNmjFrXDZOoyNfXVyMPwEaNGkllfp89e7ZWSbxUwSQFAoAXL17ovf3SaHP9W1lZsUbz6kadOnWwdu1ajBo1CgB0SvimK+rGIFW15hsalhiIVF1zutxHygrG2NuoUSPUqlWrYoWhVGk4HI6UN+sfz/9AoVDxNcblcjDA2R5FMMIj8f+HDcl5D3yKLWtRKRQKhVKB0Jis1RyBQCA3k7Ky8oQQiMVirWJMlheSMSYrs5yqkNz6Lm/O/f392Yf4mjVryhxXVb/0cVX9K0LyWFnqBvNAaGlpKdNHz549cenSJSQlJSEgIAADBw6Uqb98+XIprzpdxiyJOuXU0cXSetuzZ084OTkhOjoaP//8MyZMmMAmU5Hku+++kwqDUPoctGnTBh4eHggMDMSyZcvQtWtXue0oo3Xr1hgwYACuX7+OgwcPYsSIERgyZIhadXv06AEXFxfWoDV16lS5yal27drFJttiMk8z49DXXADlo/e9e/dG06ZN8fbtW1ZeR0dHmTZ+/PFHKUOHNtdPWFgYEhMTAQDDhg3T+/Un2V5pPVa01k6cOBFr165FSkoKNmzYgIEDB8p4nwqFQqxZs4b9e9KkSTrJPm7cOJw+fRqXLl3CvXv3MG3aNBw6dIg1AJXmzZs3GDp0KLuG7t69G+bm5lIyMN6oNWrUgIeHh1ryDR8+HLt27UJGRgYuXLiA8ePHs8dUrcmXL1/WaU1Xhx49erCfHz58qDRmrj6uha5du6Jt27Z4/vw5/vjjDzaDfWn27t3LGrTnzJkDDoej8fjUlVfT3wjyymlzr5CEue4tLCz00rY242A87oES3Zs2bZpMncOHD+Pff/+V6qd0X4xxMjs7G3l5eQqTRjo7O7P3oqNHj2LkyJHsy1N10PdvEpFIxL607dGjR6X9vSgWi9mxa/KbnVL+tLRqif71++NG4g2kF6bD96UvZrnMUli+r5MtTj1KxH2xC74wKFn/RDH/QmzRoLxELjMYXaU6q18kw/yIxGI6v3qG6i1FWzTRGWpkrWZ4e3vD29sbIpEIABAYGKg0g3ppeDweHB0dkZeXp7cYXWWJNhndKxNMFmigJJadskQg8mLdSRqb5NVnziEhRG7bzI2cSSSmCEkjUV5enlYJS5YsWQKBQIC+ffuiTZs2cHBwgJWVFQQCAd6+fQsfHx/2QW/06NEyfQwfPhxr165Ffn4+pk+fjp07d8Ld3R08Hg9RUVHYsWMHrly5goEDB7LJR3QZM1NOKBQqLcc8tKkqJ4mk3m7ZsgWenp7IyMhA7969sWnTJri5ucHIyAgxMTHYunUrLl26BHd3dwQFBbHj4vGkl+9t27bBw8MD8fHx6NChAxYtWoTBgwejadOm4HK5yMvLQ3p6Ot6+fYubN28iNDSUnSfJNvr374/MzEyMHj0a8+bNw+TJk9m4ucnJyYiKisLFixfRvXt3TJ06la27detWDB8+HIWFhRgwYADWr1+PYcOGwdzcHO/fv4ePjw92794NoMRLe8GCBTLzpa+5KC+937RpEyZOnIjU1FT07t0bGzduRP/+/VGjRg28efMGO3bswF9//aVSXlUw3oGtWrWCra2tTgmD5CG5thQVFcltX95au3nzZsyePRtPnjxBv379sG7dOnTq1AlASZKrdevWsfGVZ8yYgebNm+ss+86dO5GcnIyHDx/i5MmTePz4MZYsWYIBAwbAzs4OQqEQb968wcWLF7F37152bCtXrsTQoUOl+s/Pz8dff/0FoMSTWpU+MLRr1w5WVlbIysrCn3/+yXqSA7qv6ZrUV4SNjQ37wuLu3btK22B+MOp6Lfz6668YOnQo+Hw+3NzcsHbtWowYMQIWFhb48OEDDh06hB07dgAo8ShcuHChVmNTV17mN5C65eSt35K/gUofW7p0KQoLC9G3b1+0bdtW6n4WGxuLQ4cOsUkd5d3P1B0Hs1aJRCKtxvHFF1/A3Nwcubm5WLx4MXJzczF8+HBYWloiISEBBw8exJ49ezBy5Eg2JAmfz5fpy8XFhZV33bp1WLJkiVQsXkm2bt2KJ0+eICMjA2PHjsXcuXMxZcoUNl5tSkoKex/p3LkzZsyYofG8qPubJDw8nL3O+vbtq/e1U18UFxez1z5zr6BUXlxFrriJmyAgOPDiACziLFCTKz+pWrEIMOQa4J74vxfPHx+cRehH2ZeyVRWqs/pFmM8BUJKAM+nDB/j7Kw+hRdEOqrcUTdEkxwY1slYzvLy84OXlhZycHFhaWsLDw0OjTNx8Ph+JiYkwMzNTmd21IiGEIDc3F+bm5mWy3bK8kJxjU1NTjbOmM1mkFdVnPMs4HI7cthljD5fLVdq3ZEZeMzMzrbK7p6Wlwd/fHydPnmS/MzQ0lHkr5Obmhq1bt8o8wFlYWGD37t2YM2cO0tPTMWXKFHC5XHC5XAiFQhgbG+P48eN49OgRazzUZcxMOR6Pp7Qck+VYVTlAvt6OGjUKe/bsweLFi/Hu3TtMnToVHA4HBgYGEAqF4HK52LlzJ9LS0tgfBBYWFjKGOhcXF9y6dQuTJk1CWFgY1qxZw8YFNDIykkkIZmlpKSNvmzZtEBwcjDFjxuDt27fYs2cP9uzZAy6XCw6Hwz7IA0CnTp2k6g8cOBCnT5/GjBkzkJ6ejgULFmDBggUy57hVq1a4fPmyXC9Vfc1Feen9uHHjkJSUhKVLlyI2NhaTJ08Gh8MBj8eDQCCQkZfD4aBWrVoar1mMPo8ePVqra680Q4YMkUrGI+ndtX37dnZ7PcO7d+9gZWUlI/eMGTOQl5eHpUuX4sGDBxg4cCAMDAwAQEpXpk+fjv379yv0ONUECwsL3Lx5E99//z3+/PNPREdHY8GCBQBKzqtIJJLyhnNwcMCuXbswduxYmbbOnTvHGo/HjBmj0dwOHToUJ06cwK1bt5CZmcl6DOq6putan2Hy5MlYu3Ytbt++DQ6HozDJFHNOdL0W3NzccObMGUybNg0ZGRlYtGgRFi1aJHP9t2zZEpcvX2bDv2iKuvIyeqhuOXnrt6Rndulj6enpuHz5Mk6dOiUlm1AolNK//v37Y/v27TAzM9NqHMxaZWBgoNU4LCws8Oeff2LatGnIyclhzwuPx2MNuEOGDMHWrVtZI6uxsbFMX56enti0aROioqKwbds2/Pbbb6hZsya7Jrx69Qp16tQBALi6urL3kZiYGOzduxd79+6Vul8ztG3bVqovfekjA/Pi1sTEBBMmTJA5D5UFPp/PXvvu7u56WSspZUv8g3hcjr0MPuHjQ70PWNxuscKyV3Oe4uYrgixiCitOPmoXvcGQQQMBrkE5Sqx/BAIBgoKCqM7qmey0Qvx1u8QDv07duug/pEUFS1S9oHpL0RZNXtRSI2s1x9DQUKMFRCQSgcPhsD+GKyuMUYCRtaoiabTQZs5V1S99XFV9RUge01Y3fHx8EBgYiH///RdhYWFISkpCVlYWOBwOHB0d0blzZ0ybNg2enp4KjVCzZs1CkyZN8PPPP+POnTvIz8+HpaUl3N3d8dNPP6Ft27YIDQ3Vy5glUaecOrqoSG+9vLzQrVs3/Pzzz/j333+RlZUFExMTdO/eHT/88AP69++PtWvXSskjry8nJyeEhobi4sWLOHnyJEJCQpCamoqioiJYWFjA3t4eLVu2hJubGzw8POS20aZNG0RERODw4cM4d+4cHj9+jOzsbBgZGaFevXpwdXXFuHHjMGbMGJn6Y8eORffu3fH777/D398fb968gUAggKmpKTp06IAJEyZgzpw5Ui8HSqOPuShPvf/222/Ro0cP/PLLL7hx4ways7NRs2ZNuLm54YcffkDfvn2xdOlSACUGD8YYoi7v3r1jk9KMGjVKL+sdn89XmAVeXogZQohC/V60aBH69euHnTt34urVq2xSJ3t7e/Tu3Rvz5s2TikOqD2rWrAlvb298++23OHz4MAIDAxETEyOTgMvW1hZRUVEK4zAeOnQIQIk+jBw5UqO5HTVqFE6cOAGxWIwjR45g3bp1bFsMZbGmq8usWbOwYcMGFBYW4sKFC5g1S/52Vn1eC6NHj0ZMTAy2b98Of39/xMTEsNd/+/btMX78eMydO1fp9a8KdeVlyqn7G0FeOWV97d+/H2PHjkVQUBCePHmC5ORkZGZmAgB7P5s6dSrGjRsn935WnvehiRMnonHjxti0aROCg4ORm5sLY2NjuLi4YPbs2Zg9ezaSkpKk+indhrGxMYKDg7F+/XoEBAQgLi5OxqNDso6rqytevnyJI0eO4OzZs3j8+DGysrLA4/HQoEEDhfcRff8mYV7qjh8/Xi8vqMoK5kUmoPnvdkrFsLD9QgTEB0AgFuDU61OY2moqHEwd5Jb1cHHE9VdpCBG3wmCDUHAKM2GYEQXU0S1OeWWB6qx+4fH++w3G5XLo3JYRVG8pmqKJvnCI5Ct3SrWB8WTNzs7W2JM1Li4OjRs3rtSerMxWMgsLiyptZBUIBKyHoYmJicZjUVW/uLgYxcXF4HA4crf28fl81kNQWVgJoVDIbmUzNTXVm/dwcXExeDye1udQIBDILHj6GnNhYSFEIhEMDAykvGZKU1BQALFYDB6Pp/KaUVdvlY0LgEbeOIQQCIVCnX5ICAQC8Hg8rc57cXGxTKxOTfvWdC4qUu/lyTt8+HD4+fmhdevWGici2rlzJ5YsWYK6desiMTFRL9ceo9vqwMQ7VHetZWILampM1gfMejhz5kycP38eADB//nzs3btXbvn8/HzWgKxo67MiCCGsoVry2i/rNV0TJk2ahNOnT6Nfv364ceOG3DJFRUWs17W614Imcul6/ZdGXXnz8/ORmZmJWrVqKT23zLUgb/1WtY6URpP7mbrjUPc+pGwc8uQsfU4k9dnY2FhlSBNCCAoLC9kXh+qsj+rcR/Spjw8ePED37t0BAM+fP5cbJ7iywOfzERsbi7i4OHh4eNAH/yrCr6G/wjfSFwAwzmkcVndfLbdcWm4Rumz+F1O4QdhoeLjkS7d1QK8l5SRp2SAQCODv748hQ4ZQndUjWakFOLH6AQDAqasD3Ge5VLBE1QuqtxRt0cS+Rj1ZKZQKRNe3aKrqGxkZKX3AVdeQzuPxymSbna4P3/LGrq8xK3uglUSTmMfqos24FMHh6P4WXJf6FXGOK1LvS8ubm5uLW7duAShJEKQpzBbekSNH6u3lhrq6DaiOjViainzpxayHBw8exLNnz/D27Vv88ccf6N69u9yEP5oaViXhcDhydaOs13RNWLVqFc6cOYObN28iLCwMHTp0kClTo0YNtTxLtb0H6NPACqgvb82aNSEQCFTqurLjmq65mpTVZBzqoMk1LU9ORfqsCA6Ho/G9Tx291qc+/vbbbwBKvM4rs4GVUnWZ03oOLsRcQL4gHxdiLmCGyww0tGgoU87OvAba1rPC/fcSxrK4W1XeyEqhUCgU+VRdF0AKhUKhUCo5y5YtY+N+TpkyRaO6mZmZuHPnDoASIytFPSwtLXHmzBnWWDNv3jw2q/3nhIuLC6ZPnw4AWLNmTQVLQ6GUH+Hh4Th//jx4PB42bdpU0eJQqinWxtaY4VKSuE1ERNjzdI/Csu6tHBBLaiOJWJd88S4EEBYpLE+hAADofmMKpUpCjawUCoVCoWjJ5MmTsWPHDrx48QJZWVkASra83r17FyNHjsT+/fsBAIMHD0bfvn01atvS0hKZmZnIzc2Fu7u7niWv3nTo0AHbt28HUBLSY8yYMTIxWz8Hfv75Z1haWsLPz08qXjWFUp1Zu3YtCCFYuHAhWrVqVdHiUKox01tNh7VxieH0avxVRGVEyS3n5uwAgIP7YteSL4SFQOKjcpKSUpWowvmcKRTK/0PDBVAoFAqFoiUvXryQyjBuZGTExotl6NWrF3x9fTVum8vlVtps2FWBBQsWsJ6cgGZbqqsLDg4OSElJgVAo1CnhFIVSlTh27BiOHj1aJuF8KBRJTA1NMbfNXPz86GcAwM6nO7HPbZ9MOScHM9SrVRP3sl0w1uB2yZdxt4DGvctTXAqFQqGUA9STlUKhUCgULTl16hSWLl2Kjh07ws7ODkKhEBwOB9bW1hg0aBB8fX0RHBwMGxubihb1s8TMzIz9VxHJuCoDxsbGMDMzowkeKJ8NpqamMDMzq9KJUSlVh3FO41DHtA4A4N6HewhNkd01wOFw4ObsgHuMJysAxAaXk4QUCoVCKU+oJyuFQqFQKFrSunVrbNu2jf1bJBIBwGdr0KNQKBQK5XPCyMAIXu29sPLuSgDAjrAdOD74uEyySvdWDjhyvxZixHXRnPsB+BAG8HMAY+VZqikUCoVStaCveCkUCoVC0RMGBgbUwEqhUCgUymfE0MZD0cyqGQDgRdoL3Ey8KVOmS2NrmBvzcE/sUvIFEQHv7pWnmBQKhUIpB6iRlUKhUCgUCoVCoVAoFC0w4BpgcfvF7N+7wnZBJBZJlTE04KKPkx0NGUBRG0IqWgIKhaIN1MhKoVAoFAqFQqFQKBSKlvSt3xdt7doCAN5mv4VfrJ9MGfdWDngodoaI/H8ogdhb5SkipUrAUV2EQqFUaqiRlUKhUCgUCoVCoVAoFC3hcDhY0mEJ+7f3M28Ui4qlyvR1skc+1wzhpEnJF2lRQO7HcpSSQqFQKGUNNbJSKBQKhUKhUCgUCoWiA50cO6FX3V4AgOT8ZJx5fUbquKWJITo3qoW7kiED4m6Xp4gUCoVCKWOokZVCoVAoFAqFQqFQKBQd+abDN+znP1/8iXxBvtRxN2cHGpeVQqFQqjG8ihaAUrYIBAIIBAKNyhNCIBaLIRaLy1Ay3SD/HwmckZVCqQpQvaVUNajOUqoiVG8pVQmxWMzqrCa/2SmVk6bmTTGo4SBcfXcVmUWZOBx+GF+3/po93tfJBluvNAefGMKYIwCJDYawuBjgVK1YnIyuUp3VL0Lhf/NJiJjOr56hekvRFk10hhpZqxne3t7w9vaGSFSS0TIwMBAmJiZq1+fxeHB0dEReXh6Ki4tVV6hgcnNzK1oECkVjqN5SqhpUZylVEaq3lKpAcXEx+Hw+ACAoKKiCpaHoA2eRMwIRCDHEOBx+GNbvrGHKNWWPW9U0RKiwBXobvAQn5z1uXTqC/BoOFSix9lCd1S/CAg4AMwDAhw9J8PePrViBqilUbymaUlBQoHZZamStZnh5ecHLyws5OTmwtLSEh4cHLCws1K7P5/ORmJgIMzMzGBsbl6GkukEIQW5uLszNzcGpYm9+KZ8vVG8pVQ2qs5SqCNVbSlWCz+ezv7nd3d1haGhYwRJR9MH70Pc4G3MWxSjGu9rv8H3H79ljEbxo3L/vit4GLwEA/RoA4o5DKkpUrRAIBAgKCqI6q2dy0vk4fSsUAFCnTh0MGNKygiWqXlC9pWhLTk6O2mWpkbWaY2hoqNECIhKJwOFwwOVyweVW3pC9zPY/RlYKpSpA9ZZS1aA6S6mKUL2lVCW4XC77MkDT3+2Uysv8dvPxT+w/4Iv4OBtzFjNcZ6COWR0AwEDX2lh314Uta5BwFwbd5laUqDpBdVa/GBoK2c9cLpfObRlB9ZaiKZroC/3lSaFQKBQKhUKhUCgUip6wM7HD1FZTAQACsQB7n+1lj7WrXwtJNZ2QTUpCupG42wCNH02hUCjVAmpkpVAoFAqFQqFQKBQKRY/Mcp0FC6OSsG3/xP6DN5lvAAAGXA76OtdGiLjEm5VTmAmkvKgwOSkUCoWiP6iRlUKhUCgUCoVCoVAoFD1iYWSB2a1nAwDERIzdT3ezx9ycHXBP/F/IAMTdKm/xKJUdQipaAgqFogU0JiuFUo2JiIhAXFwcDA0NMXDgwIoWh6ID0dHRiI6OBgAMHTr0s07momouqN5TKP9x9+5dZGVloXXr1mjYsGG59RsZGYnY2FjweDwMGjRIp7aePn2KDx8+wMTEBP3799eThBWPPueIoh760qUbN26goKAAnTp1gqOjox4lpFQ3JrWchBORJ5BamIobiTfwPO052tq1Re/mttiB1mw5EnsLnJ7fVKCkFAqFQtEH1MhKoVQgb9++RVRUFPu3o6MjOnXqpFbdgIAAiEQi9u/evXvD0tJSqswff/wBb29vWFpaIisrSy8yUyqGkydPYt26dQBKMmPyeJ/v8q1qLj4Hvc/Pz8fNmzcBAH369IG5ublW7eTm5uLZs2fIzs4GADg5OcHJyUlrud69e4f379+juLgY9evXR8OGDcs8sUBOTg7i4uKQlpaGGjVqwN7eHs2aNYOBgYHWbX769An3798HUJJ4YsgQ9bI+x8bGIjIykv3b3t4eXbp0Uavu1atXIRT+l/CiV69esLKyUl9oOTx9+hR9+vSBoaEh3rx5o1NbmvLnn39i586dMDU1RV5enk5t/fLLL/jrr7/QsGFDxMfH60fASoA+54iiHvrSpStXrmD79u0YMmQIrly5oj8BKdWOmryamNduHtaHrAcA7HiyA4cGHoJpDR4cm7ZG8jtr1OZ8Aom/B46wCODVqGCJKRQKhaILn+9TOoVSCTh79ix+/PFH9m8bGxskJSXByMhIab2HDx/KPPSHhoaqbaClUChVm0uXLmHq1KkwNzdHenq62vXy8/Nx6NAhPH78GKGhoXj9+jWbiR0A1qxZg7Vr12okC5/Px++//45Dhw7JGPIsLCwwcuRIfPfdd2jXrp1G7SpDLBbD19cXBw4cwMOHD6WMkwBQq1YtDBw4ECtWrEDbtm01bn/Xrl2sIR8AgoOD0adPH5X1Lly4gGXLlknJkZSUBGNjY6X1njx5gsGDB0t9FxISgm7dumkouTSLFy+GWCzG3LlzUa9ePZ3a0jcvXrxAQkICjIyM4OHhUdHiUCqYqqYPy5cvx759++Dv74+rV69ST2SKUkY1G4WjEUfxLucdHn98jPtJ99Gzbk+4tXLE/TgXeBrcAVfEB96HAo16VbS4FAqFQtEBGpOVQqlEZGRk4O+//1ZZzsfHR632XF1dMXToUPrjn/JZ8TnoPbNODB48WOVLGUmSk5OxePFiHDt2DFFRUTAxMUGrVq20liMuLg5t2rTBTz/9hDdv3sDc3Bzdu3eHh4cH2rdvj6KiIvj6+uLSpUta9yGvzw4dOmDmzJm4d+8ehEIhnJyc0L9/f/To0QN2dnbIzMzE6dOn0b59e3zzzTdSXv+qEIvFOHz4sNR3Bw8e1ErWzMxMXLx4UWU5ddd0TfD398fdu3dhbGws9TKvvHBxccHQoUNljMcMu3btwvDhwzF58uRylqzyoGqOPieqmj7Y29tjwYIFAICVK1eC0NiJFCUYcg2xsP1C9u+dYTshJmIMcLbHPZFEXNZYGpeVQqFQqjrUyEqhVBKaN28OQPXDfH5+Pv766y8AULmtd968efDz88Pp06f1IySFUgWo7npfXFyMq1evAgBGjhypUV0zMzMsXLgQR44cwcuXL5GdnY39+/drJUdKSgp69+6NmJgYWFpa4sCBA0hPT8f9+/dx7do1hIWFISMjA8ePH0f79u216qM0r169QteuXfH8+XMAwMyZMxEbG4vXr1/j+vXruHfvHlJSUhAUFITWrVuDEIJdu3Zh7NixUh67yggMDERCQgIAoGfPngCAc+fOsSEV1EXdNb2wsBCnTp0CoHpN14RNmzYBAEaPHo3atWvrrV11+eqrr+Dn54ezZ8+We99VBTpHVZt58+YBAMLCwtg1mUJRhEdDDzhbOwMAoj5FITA+ELUtayLD/r8dC8UxNypKPAqFQqHoCWpkpVAqCV9++SUAICgoiH3Al8eZM2eQm5sLCwsLeHp6lpd4FAqlknD9+nXk5ubC0NBQ7VihDI6Ojti9ezdmzJgBFxcXcLna/wyYM2cOPnz4ACMjIwQFBWHOnDkyXrWmpqaYMmWKxsZgeRQUFGDs2LFIS0sDAOzZsweHDx9G48aNpcpxuVy4ubnh4cOHGDBgAICS8AobN25Uqx/GKNqkSRMcPXoUHA4HhYWFOHnypEbyMmv6jRs3EBcXp7AcY8A1MzPDuHHjNOpDEaGhoWxM2WnTpumlTQqFIk3Tpk3Ro0cPAMDOnTsrWBpKZYfL4WJJhyXs37uf7oZALEB7Vxe8EdcBAPBSngL8nAqSkFLZoP7xFErVhMZkpVAqCQMGDEDjxo0RFxeHI0eOYPXq1XLLMdtKJ0+eDBMTE6Vtqsqy/uTJEyQnJ8PU1BT9+vVjv09ISGAzHjs7O8PGxkaHkclCCMHbt2/x/v17CIVC2Nvbo3bt2rCzs1NYJzg4GHl5eahduzY6duyosNyrV6/w5s0bhclqFI05NjYW7969Q61atdCyZUu5MRQZuRMSEmBqaor27dtrtFVbFWKxGC9fvkRqairs7OzQokULlbEcFVFcXIzIyEikp6fD2NgYzZo10zgDslAoxKtXr5CWlgYDAwPUq1cP9evXVyuR0cePH/H27Vvk5eXBxsYGrVq1Qs2aNdXuW5e5qAi9F4vFCA8PR1paGmxtbaV0KDo6GtHR0QCAoUOHgsPhqN2uPJhQAX369NE5MZK23Lt3j032snTpUnTu3LnM+9yzZw8iIiIAlHiwenl5KS1fs2ZN/PXXX3BxccHHjx+xceNGfPnll0pjk6anp+Py5csASozITZs2hZubG4KCguDj44P58+erLW/fvn3RrFkzvHnzBocPH8b69evllmPW9IkTJ8LMzEzt9pVx5MgRAICDg4PC+Jb+/v4Qi8Vo3rw5WrRoIXM8PT0dDx48AABYW1uzxiRJRCIRAgICAAAtW7ZEs2bN2GORkZHs9SQZuoNJDpaYmAigJHmdn5+fTNtubm4qr/nExES8ffsWBgYGaNWqlV7uVYqyz8fFxSE+Ph5WVlZo2bKl3PWMEMLeS0xNTdGuXTvUqKE4iY2iOVLUbmJiIgQCARwcHFTeM8tzHJJkZWUhKSkJycnJMDAwgIODA5ycnBQmotOHPohEIkRFRWl1r2LQVpemTZuG+/fvIygoCElJSahTp47afVI+P7rX6Y4ujl3wKOUREnITcDHmItycB+JesAuacZPAJSLg3X2gRfUNd0RRgW4/ESkUSmWAUKol2dnZBADJzs7WqF5hYSGJjIwkhYWFZSSZfhCJRCQzM5OIRKKKFkUntmzZQlDyopKEhoaS9evXEwCkUaNGRCwWy5SPioqSKr9hwwapv0vj5eVFABBLS0u5/Xt6ehIApGnTpoQQQp4+fUp69uzJtgmAcLlc4unpST5+/KjzePl8Plm3bh1xdHSU6oP55+TkRH766SeSlZUlU7dFixYEAPH09FTax/LlywkAYmBgoNaY79y5Qzp06CAlh62tLdm3b59UvfPnzxNnZ2epcpaWlmTXrl1qj1+R3opEIvL7778TBwcHqfatra3Jxo0biVgsJmvWrGG/FwgECvuIiooikyZNIiYmJlJtcTgc0q1bNxIcHKxSzsjISDJlyhRiZmYmc44sLCzIzJkzSWRkpNy6Fy9eJB07dpSpV6NGDTJ27FgSFRWlco50nYvy1HuhUEi2bdtG7O3tZeRdt24dEYlEap87dRCLxaROnToEANm9e7dObTHcuXOHlW/NmjVSxxTp7LRp01i9SkhI0IscyhAKhey6wePxSFJSktp1t2/fzo7v+++/V1p227ZtMn2cOXOGrR8WFqa0/tatW9myISEhZPPmzQQAqVevntz7VUxMjFR5yXtCSEiI2mOURCwWs3M1ZcoUheVat25NAJDhw4fLPc7MBQBiZWVFhEKhTJkHDx6wZS5fvix17JtvviEAiKmpqdT3knOk7F9iYiJbZ8KECQQAadiwISGEkOfPn5PevXvLXLOjR48mycnJOv1GKN3X/fv3ZdY0a2tr4u3tLVXv0qVLpFWrVjLr5e+//66wL0VzxFBUVEQ2bNhAateuLXeOmjdvTlasWEE+ffpUoeOIiYkh3333HXFxcZErp7m5Ofn666/lrqfa6ANDVFQUmTZtGjE3N5fb5/Tp08nLly+VzosqXVJFbGwsW0/bNbmwsJBEREQQPz8/UlxcrFUblKrD89TnxPWIK3E94kr6/dWP5Bfnkx82bCJkjQUhayxI8T/LKlpEtSguLiaXLl2iOqtnstMLyJ6vr5M9X18nVw+EV7Q41Q6qtxRt0cS+Rj1ZKZRKxKxZs7B27VrEx8fj+vXrcHNzkzrOeDy1adMGnTp10msMsNu3b2Pw4MEQCoXo1q0bzMzMEB4ejo8fP+L8+fOIjIzEkydPNPJGlIQQglGjRrEym5qaomXLlrC2tsanT5/w4cMHREdHY/PmzRg3bpxeM5Er4tq1axgxYgQMDQ3Ru3dvGBgY4NGjR0hPT8e8efMgEomwYMEC7N69G9988w0sLCzQp08fEELw6NEjZGdnY/HixeBwOFi4cKHqDuVACMG0adPYrciGhobo0KEDzMzMEBERgVWrVuHVq1do2rSpyrbOnDmDmTNnorCwEABQv359ODk5oaCgAE+ePMGDBw/Qv39//PHHH5g7d67cNo4ePYqvv/4aRUVFAAA7Ozs4OzuDy+UiISEBiYmJOHLkCNq2bQtnZ2epukuXLsX27dsBlGzZbteuHaytrfH27VvExcXh3LlzCAgIwNmzZ+UmetHnXKiLLnovFosxefJknDlzBgBgZGSEDh06wNTUFJGRkVizZg2io6OlvPt0JTQ0FElJSQCAESNG6K1dTblxoyRuXKtWrVC/fn0AJUmeXr9+jby8PNjZ2cHFxQU8nn5+ZoSFhSElJQUA4O7urlGM0WnTpmHp0qUghODKlSvYunWrwrJMqIBhw4axfYwaNQr29vZITU3FwYMHsWfPHrX7njlzJv73v//h/fv3CAwMlPFWZNb0Vq1aoVu3bggODla7bUU8e/aMnauuXbsqLOfu7o7w8HAEBwdDKBTKnKt///2X/ZyVlYXHjx/LtMeU4fF46Nu3r1ryNW3aFEOHDsWLFy+QmJgIQ0NDud62iu419+7dw8CBAyEQCNC1a1eYm5vj5cuXSElJwcWLFxEZGYnQ0FC1ZFHFv//+i2HDhoHH47H3iNDQUHz69AleXl4QCoVYvHgx9u7di4ULF8Lc3FzqHpGTk4Nvv/0WALBkyRKN+iaEYMyYMazHuImJCZydnaXumTExMfj555/h6emJTp06Vdg4/v33X2zfvh0cDgeOjo6oXbs2bG1tkZGRgdjYWGRlZWH//v24fPkyQkJC0LBhQ7autvpw/PhxfPXVV+Dz+QAAW1tbODs7w8DAAImJiUhISMCxY8fQunVruLi4yLQHqKdLT548gampqcK5bdy4MRwcHPDx40dcvXpV698ClM+HNnZtMKDBAFxPuI60wjScenUK5i37QhT+Kww4BPzom1DfB5tCoVAolY4yNPZSKhDqyVo1KO3JSgghgwYNIgDIhAkTpMoWFxez3nI7d+4khBC9ebLa29uT2rVrk2nTppGMjAz2uEAgIEuWLGH72LRpk9ZjvXjxItvOsmXLSF5enkyZt2/fks2bN5O4uDiZY/r2ZLWzsyMODg5kwYIFUrKkpqaSTp06sd47169fJzwej6xcuZLw+Xy23Pv370nLli0JAGJmZkZycnJUzoE8vf3999/ZeRk8eDBJSUmRKv/HH38QHo8n5SEkzxvy9u3bhMfjEQCkTp065Nq1a1LHP378SAYPHszOjTwvuYCAAMLlcgkAUrt2bfL333/LeFRnZ2eTw4cPy7S/b98+Vr5u3bqRN2/eSB2/cuUKsbKyYj2MYmJiZPrX11yUl95LevqNGDGCpKamssfEYjE5fPgwMTIyUimvJvz0008EAGnfvr1O7UiiqSdrUlISW37q1KkkISGBjBs3jhgaGkp5g5mZmZH58+frxQt+x44dbLsbNmzQuL6TkxNbX/JcS3L37l22jL+/v9SxZcuWsR6dyu6PpT1ZCSFk2LBhctcugUDAeij+9ttvhBCiF09Wb29vto2HDx8qLOfv78+Wu3PnjtSxoqIi1hue8YrduHGjTBt9+vQhAEjPnj1ljqny0pw9ezYBQGxsbFSOifE+tLGxIXXr1iWTJ08m6enp7HGBQECWLl3Kjmft2rU6e7La2NiQ2rVrk6+//prk5uayx9PS0kjXrl1ZHb9x4wYxNDQkK1askNKNDx8+sB6hpqamJDMzU6YvZXP0zz//sOP57rvv5N4zY2Njyc8//0zevn1boeO4fv062b17t1xv0+LiYnLy5ElibW1NABAPDw+ZMoRopg+BgYHEwMCA1c+LFy/K3KtycnLIkSNHSEBAgMJ5UUeX1q1bp1KeESNGqC27PKgn6+fHm8w3pM3RNsT1iCvpfrI7ufLyDXn6v3asNyvJ1f2+WdZQj8CygXqyli1Ubynaool9jRpZqynUyFo1kGdkPXfuHAFKtldLGgPOnz8v872+jKyMUUseIpGINXC2atVK67F+//33rJFCXigEVejbyAqAjBo1Sm6ZR48esWWMjIzIvHnz5Ja7cuUKW+7EiRMqx1BabwsKCtgHz1atWkkZcSUpvZ2ytKFOLBYTV1dXAoCYmJgo3JLP5/NZw3C/fv2kjgmFQtKsWTNWX0obSZVRWFhI7OzsCABSt25dueEeCCHk33//ZcdQehuzvuaCkPLR+/z8fFKrVi0CgLRp00bhjzVJg5c+jKyMwXbt2rU6tSOJpkbWp0+fsuVHjhzJnnsLCwvSp08f0rdvX9agDpRslY+OjtZJxh9++IFt7/jx4xrXHzhwIFu/9PZhhlmzZhEApH79+jL3lujoaLX6l2dkvXTpEgFADA0NpQzxf//9N7vGpKWlEUL0Y2SdP38+24Y8gxhDfn4+MTIyIgDI6tWrpY7dvHmTvYaYkAd9+vRRWL+03hBSNkZWAMTd3V3uPUQkErHXh5OTk85GVgBk2LBhcsuEhYVJ3SPmzJkjt9y1a9fYckePHpU5rmyOVqxYQYCSl1LyQjVUpnGow8mTJ9k25Blj1dUHybXZ3Nxc47VFG11SheT69OHDB43kIYQaWT9XVt1dxYYN2PpoO/lz9TTWyCp6fqaixVMJNVaVDdTIWrZQvaVoCw0XQCkXjv+4BPlZmRXWv1gs1ikztrqYWtXC1C07yrwfhhEjRsDOzg5paWk4fvw4Fi9eDOC/baWjR4+GtbW13vtds2aN3O+5XC5GjRqFX375Ba9evUJBQYHKhFvyEIvFAEoSMuXk5MDS0lInefXBypUr5X7fuXNn2NraIj09HcXFxQrLubu7w9DQEAKBAGFhYZg8ebJG/V+7dg2fPn0CAPz4448KE4ssXrwYP//8MzIyMuQev3v3Ll6+fAkAmDdvHlq2bCm3XI0aNfDDDz/gyy+/xM2bN5GYmMhu9b5x4wbevHkDAPjuu+802pJ/7do1NuP7smXLFJ7bAQMGoF+/frh58ybOnj0LHx8fNpGJvuZCU7TV+2vXriEzs2T9W7FihcIEK3PnzsW6deuQmpqqs6xv375lEz+NHDlS5/a0JTs7m/3MJOFatmwZ1q9fz57PoqIibNy4ERs3bsT79+8xevRoPH/+XGHyG1Uwcw1Aq7VDMkEYo2eS5ObmsmEfZs+eLXNvad68Ofr06YNbt27Bx8cHU6ZMUbvvoUOHwtHRESkpKfD19cV3330H4L81fcSIEbC1tdV0SAp59+4dAMDAwEDpXJmYmKBHjx4IDg5GUFAQ1q1bxx5jwgD069cPgwcPxk8//YSQkBDk5+ezW6dv376N4uJiAJAJbVOWrFmzRm7yOOaajYiIQExMDHJzc2FhYaFTX4rW/vbt27PnVNk9YsCAAahRowaKiooQFhaG6dOnq9136XtmrVq1NB/A/1Oe4xAKhYiOjkZqairy8/NBCAEAFBQUsGUeP36sNAGdMm7duoXXr18DKAld0Lx5c63aATTTJXNzc4XtSP4mS0hIoMmvKGqxoO0CXIm9AoFYgL9en8SoOpOB5JJ76qfwQNi2GVfBElIqHFLRAlAoFG2gRlaK1uRnZSLvk34MHZT/MDQ0xLRp07B9+3YcPHgQixcvxvv373Ht2jUAJQYAfWNqaqo0OzhjcBOLxUhPT0eDBg3YY8HBwcjLy5NbTzJrda9evbB9+3YUFBTgiy++wPLlyzF48GCdHhx1wdTUFB06dFB4vEGDBkhPT0eTJk0UPgwaGhqidu3aSEhI0MqIxmTuBqAwAzhQEuuzb9++OH/+vNzjN2/eZD+PGTNGaZ+SWaZDQkJYI+utW7fY70ePHq1c8FJIjkNZhmzm+M2bN1FcXIywsDA2Y7m+5kITdNH7hw8fsp+VGZiYWJWMAU8XGINmgwYNyiVmsSJKG5THjx+PX3/9Veq7GjVqYMOGDWxcxIiICJw9exYTJ05ky6i7dgDS8RiZGIyawMQpBiA3TuypU6eQn58PAwMDhWvs3LlzcevWLdy6dQtv3rxRO9Yuj8fD9OnT8euvv+LgwYP47rvvkJycjICAAAD6X9OzsrIAlBiW5RmQJHFzc0NwcDAbY5oxygYFBbHH27Zty774Y2IYS5YxMzNTGvtVnxgbG6Nbt24KjzPXLCEEGRkZqFu3rk59KVsfGjRogJSUFDRo0ACNGjWSW8bAwAB169ZFbGysxveIXr164ddff0VRURG++OILrFixAkOGDNH4nlle43j58iXWr18PPz8/qetNHrq8JNPlXiWJJrqUlpamtpFV8iUUhaKM2ma1MbHlRPhG+oIv4uON4wekJVngmbgZikTOGFbRAlIqBFX3bQqFUvmhRlaK1phaVYxxjKE8PVnLmzlz5mD79u148eIFHj9+jKtXr0IsFqNRo0YYMGCA3vuzs7NTOpeSBo7SD0/z5s1jvUpKs3LlSmzcuBFAiefdqFGjcOnSJbx48QJTpkwBl8tFq1at0KNHD/Tv3x9Dhw6FmZmZHkakGnXHbG9vr7Qdppyqh0p5MMlpTExMVPbTuHFjhccSEhLYz+/fv2eTizEeRJL/CwQCtmxiYiL7+cOHD+xnJycndYcAAEhOTlZLTgBSHrKS9fQ1F5qgi95LymtnZ6e0H8kkL7pw6dIlABXrxQpAxjtQWUKf7777DseOHQMA+Pv7SxlZ1V07AEh5ejJe05ogaRiSd74Yr9IWLVrg2bNnePbsmUyZGjVqgMfjQSgU4tChQ9i8ebPa/c+ePRu//vorIiMj8eDBAzbZVP369ZW+VNAGkUjEyqsKd3d3rFq1CiKRCDdv3sSoUaOQlZWFJ0+esMc5HA4GDBiA06dPIygoiDWyMt6uffv2VejJrW9sbW2VekMru2bLqq+yukcMGzYMnp6eOH/+PF6+fImpU6eCw+FI3TOHDRum8p5ZHuO4fPkyxo0bx3o2W1hYoFmzZqhVqxbr3c7n83H9+nUAkLoPaYou9ypJ9KlLkteaLmOjfH7MaT0HF2IuIF+Qj7Dsf9GNrAdH5IBxZvWpkZVCoVCqKNTIStGa8txCXxqxWIycnBxYWFiUi6G1vHF2dkb37t0REhKCAwcOsB5DX375ZZm84dRkCy9jsGPo16+fQo8uyW3rXC4X58+fh6+vL/bv34+HDx9CLBbj5cuXePnyJf78809YWlpi1apV+P7777UbiAaoO2Z1y5WeF3VgHkjVMVAYGRkpPCa5DVPSiKUKSY8bRhZ15ZGEqcvhcFTWlRyHZJ/6mgtN0EXvNZFXHwao9PR03L9/H0BJtvuKpLRntzKv2jZt2rCGybdv30odU3ftYNphYAyA6iISifDixQsAJUbxJk2aSB0PDw9ns9FHRkZi+PDhKts8cuQINmzYoLYOOTk5oXfv3rhz5w58fHxw+/ZtAMCsWbP0fg9jtvPLC4tQmk6dOsHKygpZWVkICgrCqFGjcPPmTYhEItSvX581Yrm5ubFGVqDEaB0eHs4eKy90uWbLqq+yukdwOBycPXsWx48fx/79+/HgwQOIRCJEREQgIiICBw4cgIWFBX766ScsX75cZ/m0HUd2djZmzZqF4uJiNGzYEAcOHMCAAQNk9DouLk7m2tMGyfuGLvcCfeqS5LVWXi+KKdUDa2NrzHCZgb3P9kJMRPii61PsHPAbLIzL58UVhUKhUPQPNbJSKJWU2bNnIyQkBAcPHoRIJAKXy8XMmTMrWiwZ/vjjD7XLcrlczJgxAzNmzEBOTg7u37+PBw8e4MaNG7h79y6ys7OxbNkycLlcNm4hA7PFl/HSUkROTo7mg6ggmG2fubm5KCoqUup5psx7z8bGBkDJQ/mQIUPU7l/SC4hpAygxoDg6OqrdDjMOQgjS09OVenZKjkNyi6W+5qK8kJS3uLhY6cO+PuLH+vn5QSQSwcrKCl988YXO7emClZUV6tevz3pCKztXjOFdKBSiqKhI6pgma8cXX3wBAwMDiEQi+Pv7QygUyt32L4/r16+zLyLc3NxkjD+MF6utra1a294DAgKQnJwMf39/tQyyDLNnz8adO3dw5MgRiEQicDgczJo1S+366lK7dm0AJZ6DhYWFUh55peFyuejfvz8uXLjAGlCZ/93d3dlyzOeXL18iJSUFN27cYA1P5Wlk/dzgcDiYNm0apk2bhpycHISEhEjdM3NycrBixQpwOBz88MMPFSJjQEAAa2Q8dOiQVEgaSSR3LuiC5L3q48ePWsd21SeSazyNx0rRlOmtpuP0q9P4xP+Ex+k3kVTwFhbG8mPrUygUCqXyQ42s1RyBQKDR1iWBQABCCMRiMZt0oTIiuf25MsupCknviNJzPm7cOCxZsoSNWeju7o66detKlVFWX95xVf0rQvKYvnTDzMwMHh4e8PDwwOrVqxEeHo4BAwYgIyMDe/bskdmCzMQKTEtLU9o/47FWWm4GdccsiTrl1NHF0nrbqlUrtv3Q0FA2Pqk8GE87prxkX23btmXb/eOPPzSKQ8i00759e/a74OBgjB8/Xu02XFxc2M/3799XangKCQmRqsf0r6+5AMpH7yXlffLkiVLj3OPHj5XKqw5MqIAhQ4aAy+Xqdd0rvabIW2NKf9+3b1/4+voCAOLj4xXGckxLS2O32jo6Omott6WlJcaOHYu//voLycnJOHHiBKZNm6ZW3a1bt7Kfp0+fLiVDUVERjh8/DqBkp8CWLVtUtte7d2/cv38fBw4cwNChQ6WOKVuTPT09sXjxYvZFUP/+/dGgQQON1nR1kEwE9P79e5VJ7Bgja0xMDOLi4tgwAAMGDGD7r1evHpycnBAdHY3AwEA2DnTt2rXh7Oys81qr7tqpqqy8tUDTOSzPe4QmfZmZmcHd3R3u7u743//+h4iICAwYMABpaWnYs2ePzA6Q8hoHkzARALp3766wDcZ7m+lHk/MoSel7laYJJ8vidw8TwsDQ0BD169fXWOfEYjErFw038PlhBCPMdpmNrU9K7lU7Hu/A7n67K1gq1TC6SnVWvwgl5lMsFtP51TNUbynaoonOUCNrNcPb2xve3t6st19gYKBGmeB5PB4cHR2Rl5cntSWrspKbm1vRIuiEZAKX/Px8GS/M7777jk0I9PXXX8scl/QMk1efOYeEELkenkKhEMB/4RcUIRmPLC8vr0y8RRs2bIj+/fvj7Nmz+PDhg0wfjRs3xv379/Hs2TOkpKTI1evXr1+zW6oB+V6t6o6ZKScUCpWWYx6mVJWThNHbnj17gsPhgBCCffv2wdXVVW75sLAwqRiROTk5Ul58ffr0Qc2aNVFYWAhvb2+sWLFCLTkk6dWrF4yNjcHn8/Hbb7/Bw8ND7W3MPXv2ZA1/3t7e6NOnj9xymZmZOHv2LADA1dUVZmZm7Jzpay6A8tH77t27s/Lu378fzs7Octt4+fKl1PZ2efKqgs/nS3kX6vv6y8/PZz8XFRXJbb/0Wjtq1CjWyHrq1Cl4eXnJbfvEiRPs5y5duugk++LFi3Hx4kUUFxdj6dKl6NChA5u4TRFHjhxhjYYdO3ZE//79pWQ4d+4c64U3YMAAteTz8PDA/fv3ERAQgOjoaCmvb1Vr+tKlS3Hv3j0AwFdffSVzXFV9dZAMtXDnzh2VMYO7d+/Ofv7jjz8QExMDDocjc7569+6N6OhoBAQE4O7duwBKPIwVySj5G0JeGWZ9UaRzkjA/bDW5ZgHtfiOo2xezjohEIqXlmN9j8u4RquZIGfXr14ebmxtOnTqFpKQkmfrlNQ6mPgBER0fLjUFdUFCAvXv3sn/z+XyZvtTVh549e8LExAQFBQXYvn07Bg8erNHWf210SdXvHuZ3WqtWrVBUVCTjta+K4uJi9tpn1nrK54UpMYUVxwpZJAv3ku/B+7I3GvP0E3++rKE6q1+EhRwAJWFHSnbNxFWsQNUUqrcUTZEMz6cKamStZnh5ecHLyws5OTmwtLSEh4eHTJISZfD5fCQmJsLMzIxNVlAZIYQgNzcX5ubmVToLo+Qcm5qaypyrNWvWKK0vuU1XXn1mCzOHw5GrB4yxh8vlKtUTye2mZmZmGukUw9u3b9GwYUOFBqacnBzWeNasWTOZPoYNG4YTJ04gPz8f+/btw9q1a6WOZ2RkYP78+ahRowb7sKLLmJlyPB5PaTnmwVBVOUBWb9u0aYORI0fi0qVLOHnyJEaMGIGxY8dK1UlLS8OiRYtQo0YN9sHNwsJCah4tLCzw7bffYvPmzdi+fTucnZ1Vevm9fv1aKnu7hYUFFi1ahK1bt+Lx48dYvnw59uzZIzeeaFFRETIzM1njUuvWrTF27FicOXMGQUFBOHr0KBYtWiRTZ+HChWwc2B9//FFqvvQ1F0D56H27du0wdOhQ+Pn5wdfXF6NHj5bx4M3KysLixYtVyquKW7duoaCgAEZGRhg9erTSLNfawMTwBErWFMlxKlprR40axcYY3bp1K4YPHy5jGH/16hWbHMrc3Bzz58/Xau1g6NatG3777TcsWrQIGRkZGD58OE6dOiXXi1gsFmPXrl1YtmwZgJIQB8ePH2c94hlOnToFAHBwcMCAAQPUup9MmDABa9euhVAoxMWLF6XiYapa01etWqW0bVX11WHgwIEwNDSEQCBAeHi4yjAz7dq1Q6NGjRAfH88awtq2bSsTP3PIkCE4ePAg/vnnH9YwP2jQIIUySobQkFeGaT8vLw/Z2dlKDebMOqTJNQtAq98I6vbFXMcGBgZKyzEGQHn3CGVz9PbtWzRo0EBhTOfc3FyEhYUBKEkoWLp+eY1DctfBn3/+id27pT3wiouLMWfOHKkwL8bGxjJ9qasPFhYW+Oabb7BlyxY8ffoU33//Pf744w+5IVuKi4uRkZHBhtAAtNMlZb978vLy2AR+bm5uWl2zfD6fvfbd3d3LLZEcpXLBieVgzYOS3/2hxqFY4L6gUj/jCAQCBAUFUZ3VM3mZRTgZ/AhAyW4RtyHyX+JTtIPqLUVbNHkZTo2s1RxDQ0ONFhAmThyXy63UCaUY70FG1qqK5I8nbeZcVf3Sx1XVV4TkMW1149tvv8Xt27fRt29ftG/fHo6OjnBwcEBBQQGio6Nx/PhxxMWVvK1dsWKFTB9jxoyBs7MzoqKisGHDBsTExGD48OEwNDTE8+fPceDAAdjZ2eGrr75iH/J0GbOi8StCHV2Up7fe3t4ICQnBx48fMXHiRIwfPx5DhgyBqakpwsPDsW/fPvB4PMybNw87d+5k5Snd1/r16xEREYG///4bM2fOxO7duzF8+HA4OTmhZs2aSE9PR2pqKmJiYhAYGIj8/HxkZWVJtbFp0yaEhYXh+vXr8PHxwfXr1zFlyhS4uLiAy+UiISEBL1++xKVLl7B27VqpkA579+5FaGgo4uLisGTJEly9ehWenp6wtrb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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# simulate with mismatched noise estimation\n", "model_allzero_16_ms = LDPC_QAM_AWGN(k,\n", " n,\n", " num_bits_per_symbol=4,\n", " use_allzero=False, # full simulation\n", " cn_update=\"minsum\", # activate min-sum decoding\n", " no_est_mismatch=0.15) # noise_var mismatch at demapper\n", " \n", "ber_plot_allzero16qam.simulate(model_allzero_16_ms,\n", " ebno_dbs=np.arange(0, 7, 0.5),\n", " legend=\"Min-sum decoding / 16-QAM (with mismatch)\",\n", " max_mc_iter=100,\n", " num_target_bit_errors=1000,\n", " batch_size=1000,\n", " soft_estimates=False,\n", " show_fig=True,\n", " forward_keyboard_interrupt=False,\n", " compile_mode=\"reduce-overhead\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly, *min-sum* decoding is more robust w.r.t. inaccurate LLR estimations. \n", "It is worth mentioning that *min-sum* decoding itself causes a performance loss. However, more advanced min-sum-based decoding approaches (offset-corrected min-sum) can operate close to *full BP* decoding.\n", "\n", "You can also try:\n", "\n", "- What happens with max-log demapping?\n", "- Implement offset corrected min-sum decoding\n", "- Have a closer look at the error-floor behavior\n", "- Apply the concept of [Weighted BP](https://nvlabs.github.io/sionna/phy/tutorials/notebooks/Weighted_BP_Algorithm.html) to mismatched demapping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] E. Zehavi, \"8-PSK Trellis Codes for a Rayleigh Channel,\" IEEE Transactions on Communications, vol. 40, no. 5, 1992.\n", "\n", "[2] G. Caire, G. Taricco and E. Biglieri, \"Bit-interleaved Coded Modulation,\" IEEE Transactions on Information Theory, vol. 44, no. 3, 1998.\n", "\n", "[3] G. Ungerböck, \"Channel Coding with Multilevel/Phase Signals.\"IEEE Transactions on Information Theory, vol. 28, no. 1, 1982.\n", "\n", "[4] J. L. Massey, “Coding and modulation in digital communications,” in Proc. Int. Zurich Seminar Commun., 1974.\n", "\n", "[5] G. Böcherer, \"Principles of Coded Modulation,\" Habilitation thesis, Tech. Univ. Munich, Munich, Germany, 2018.\n", "\n", "[6] F. Schreckenbach, \"Iterative Decoding of Bit-Interleaved Coded Modulation\", PhD thesis, Tech. Univ. Munich, Munich, Germany, 2007.\n", "\n", "[7] S. ten Brink, “Convergence Behavior of Iteratively Decoded Parallel Concatenated Codes,” IEEE Transactions on Communications, vol. 49, no. 10, pp. 1727-1737, 2001.\n", "\n", "[8] S. ten Brink, G. Kramer, and A. Ashikhmin, “Design of low-density parity-check codes for modulation and detection,” IEEE Trans. Commun., vol. 52, no. 4, pp. 670–678, Apr. 2004.\n", "\n", "[9] J. Hou, P. H. Siegel, L. B. Milstein, and H. D. Pfister, “Capacity-approaching bandwidth-efficient coded modulation schemes based on low-density parity-check codes,” IEEE Trans. Inform. Theory, vol. 49, no. 9, pp. 2141–2155, 2003.\n", "\n", "[10] A. Alvarado, L. Szczecinski, R. Feick, and L. Ahumada, \"Distribution of L-values in Gray-mapped M 2-QAM: Closed-form approximations and applications,\" IEEE Transactions on Communications, vol. 57, no. 7, pp. 2071-2079, 2009.\n", "\n", "[11] ETSI 3GPP TS 38.212 “5G NR Multiplexing and channel coding”, v.16.5.0, 2021-03." ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 4 }