From efb8687de15bfe35b35afbdfddd3ff3c64673769 Mon Sep 17 00:00:00 2001 From: YeonwooSung Date: Sun, 16 Feb 2025 13:00:17 +0900 Subject: [PATCH] feat: Add notebook for KD training the ViT models --- .../CV/ViT_KnowledgeDistillation.ipynb | 1004 +++++++++++++++++ 1 file changed, 1004 insertions(+) create mode 100644 Experiments/CV/ViT_KnowledgeDistillation.ipynb diff --git a/Experiments/CV/ViT_KnowledgeDistillation.ipynb b/Experiments/CV/ViT_KnowledgeDistillation.ipynb new file mode 100644 index 0000000..fc3f1e8 --- /dev/null +++ b/Experiments/CV/ViT_KnowledgeDistillation.ipynb @@ -0,0 +1,1004 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "57673dd0-e12a-4639-b670-558ef1e4a0ad", + "metadata": { + "id": "57673dd0-e12a-4639-b670-558ef1e4a0ad" + }, + "source": [ + "# Knowledge Distillation with Vision Tranformers - Example\n", + "\n", + "Now we will apply Knowledge Distillation techniques to the [oxford-pets](https://huggingface.co/datasets/pcuenq/oxford-pets) dataset, a datset with *37 classes of dogs and cats*.\n", + "\n", + "We'll begin by importing the required libraries:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebd705d2-9657-4f99-978f-83c8f6370946", + "metadata": { + "id": "ebd705d2-9657-4f99-978f-83c8f6370946" + }, + "outputs": [], + "source": [ + "from datasets import load_dataset, DatasetDict, Dataset\n", + "from transformers import AutoImageProcessor, AutoModelForImageClassification, ViTConfig, ViTForImageClassification\n", + "from transformers import ViTImageProcessor, ViTConfig, ViTForImageClassification\n", + "from transformers import TrainingArguments, Trainer\n", + "import evaluate\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "8357f8f3-d70b-4ded-a89a-a694d0a3827e", + "metadata": { + "id": "8357f8f3-d70b-4ded-a89a-a694d0a3827e" + }, + "source": [ + "We will be distilling the knowledge from ```asusevski/vit-base-patch16-224-oxford-pets```, a fine-tuned model based on ```google/vit-base-patch16-224``` into a randomized ```WinKawaks/vit-tiny-patch16-224``` model. Note that the fine-tuned ViT model that will be our teacher model was trained on this dataset already, achieving about **93%** accuracy!\n", + "\n", + "First, lets see the teacher in action:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "85e3b129-c1b4-4cce-b61a-197d0c597d82", + "metadata": { + "id": "85e3b129-c1b4-4cce-b61a-197d0c597d82" + }, + "outputs": [], + "source": [ + "dataset = load_dataset(\"pcuenq/oxford-pets\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0a90245-2f54-4666-a14f-647b968f318c", + "metadata": { + "id": "e0a90245-2f54-4666-a14f-647b968f318c" + }, + "outputs": [], + "source": [ + "id2label = {int_label: str_label for int_label, str_label in enumerate(sorted(list(set(dataset['train']['label']))))}\n", + "label2id = {str_label: int_label for int_label, str_label in enumerate(sorted(list(set(dataset['train']['label']))))}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e722a1b7-ad28-4b66-bdde-55eee1a6a8d8", + "metadata": { + "id": "e722a1b7-ad28-4b66-bdde-55eee1a6a8d8" + }, + "outputs": [], + "source": [ + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + "teacher_model_name = \"asusevski/vit-base-patch16-224-oxford-pets\"\n", + "teacher_model = AutoModelForImageClassification.from_pretrained(teacher_model_name).to(device)\n", + "teacher_model.eval()\n", + "processor = ViTImageProcessor.from_pretrained(\"google/vit-base-patch16-224\")\n", + "accuracy = evaluate.load(\"accuracy\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2a6143e-43f8-435a-8a60-8046387b7c58", + "metadata": { + "id": "f2a6143e-43f8-435a-8a60-8046387b7c58", + "outputId": "44301a6b-dee7-4c65-d868-5f8ea32fac9d" + }, + "outputs": [ + { + "data": { + "image/jpeg": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVkAAAH0CAIAAAAYEsm8AAEAAElEQVR4Aaz9+ZNsSXYn9kWuEZGRe758+6ulu6sX9A4MgAFJDGbjUENRpNGMpl9oJpMZ9Qv/LukHUiZK4lBGiZzhEBgMprEQGHQ3uqurl1rfnntmROSeqc/3eGTW6wYgk8zk9ermjXv9uh8/mx8/ftx96jf+t++cn5+fnp6enJxcXlz3er3FlZXBYLCze+j+1cutlZWVrZ2dJ0+e7O/vz83Mzk7PrCwujUbHw+Gw3x9cX18fj0/n5+enpqbOzs6mpq+np6c7nat+v+/vSJ7Z3tlJCr+4uOjNz3a73enpqaurq9HwUL0zM76b6lwm/3x3dnxyMT29cHx6Kb88MzMzSp6dnZVHsZeXl6rwlXvPXa8vLmdnZi5Oz04vzq+ur+fm5ma789PJPtWZupK/c3WtkKnLCx9enp1fTXXmuvPzvZ66Op2Oz0Gl7dLcdM+LqamZ8ej4YPfodHQtw8zs1PXZ1NT19EwngE53prRXuupA1cXUvDquH3xhc2Gltz/c7S8OLi6PuzOd4/EQGlR1fTEDnUu9peurmfPT862tnb3XBz7udwE1E6DOO3MLU5cdRXZmZqa1VKM0HORvvfWWGl++fHmwN+72obRzdnbV681cdy5lVohrp5PnYHNV/sLCnOacnF5/4Z07v/Eb39nb2/vn//zP+ysz17BRKVgpTOarmTxUmmt7qGo3EB3gCocA0fj6eb2wsICsUCAbyoL48vIcqEurGyhycQ4qAIVGpyfn4YSpOfcX59fyNDg719Py+Ni1Ja/aTSCB1ZvUHgaWfDk9lZYWjm6u7acMefEr6TLlIw8Sg/z0bDi/MPXo8Xp/0Lm4OpqbmxqNT6dnOyvLy+fnl3Mz83hgfnbu+Pj06dPh6y10nQC7sdk5P+9cXHbm5jr93hzSnF5cnp+c7T/rLC11er2pk+ProyMogb7O3GwHr0HfzMzc9NR84eEKDFfXF93u/HUHx3bm5qfn3HYuz67wMDSGgqq7usT+U9eXfrfmXGPdqaJpaxmZcjM3N4McvvAhdvTP51C7vtJ78fxk497M3/u9f+eTzz4dnRy99fajf/7f/3BupXPnXmdjY3A9fXl8Rpo6UzMIDdipzc0H7zz50n/3z/7V5trKeHS+82I8C1XXs7ORn0qIRKox0/FwhIr9bs+ni4uLnrgnLRHjzlRvZg6uwzRTU8fHx64w7upzukMeLTk+Hsl/dXVBX1zNRSA1Rh7Yv74+qRqxbzhvehr3w8tMHs7MgUhG9161WhQe1rvhV8/de9XYBiFJ89X5xSWurWz1yiWsgEevLycKRTkX0zPnYe5JUoJmKo1aSROuwjpaoxXXy9fD6fHxmO65jnQG9iis81IugXlmem569noGIS+orZne9MxUfX4dpPpi6moGIwDg8nJ0Pj4/PcFw8zCpKjXOzkQTwbq/59cX2lx0DTytaW5evHhB/25ubh4dfXI6vFpc62LK4eFpdyGZb1NBFpxQmL5Vdb9/qeTRaIw6vUFw9Ub2fOeBr8DmPp9P1Hde+ZU/N6l+plicpJkQAUXzXcoCzyBKDw7VlSpox8tLou2qmRGzuTxP8aFLKIjpq6iJ/OerN5Kct8lj9z5xhUYaqyXPJ3dKLHLf/ry9kcNXKABUjHTdoflD0/PzIx3ZYNCbnZsiF4rSn11djNaWlyFqf398cdG5d6/z+PHaoyfvLi2t7O7snVJxZ5fXU6gdetEFV6fnV++ed2dmyfnR0Wh/73A8Pj47vcJoMzMwcE0JXl+dyTw9DUWo3T07O4ls644uO6en13PzUzPzwJgOc15NzUxNX81Me3U1TbBLS15Ro9pO2QdpUms1rGoUbHc6F9BwQZvoBGY6r16drK513n77bax7cHBwfDaiRzYedrr9Tq8/Fwa8PocToMx1o+DJuCs9jpdHuGR0QcH05/RVF+nnobU7p/+dm5s+OabVqfmLi9UVlL4eLCwcHtGmcyfjYz1DpOV6ajwa6YYvzy9gc26uu9BfVJBXs3MpK4Sk2og0Y2FhcHQwZA3QOSCAqYvz5MRRDIHq4FVOctKle0rMsJ0Gh4q3An/DUkrwqglMQ1C7ep4ig3u6d/ZacfXJbQnkNNXgnqtL2mq+i5oRBp03tpntTPnw7HjSQ+Kb3hyl1j+YGY6OxhdnlzPTRLz6zGgEhEin7E+6LRxwdu4fkGeuEPhqjvYt3Qegzhxqzc9ez55NXe3s7CALhS41NQScQHsxYfWUO0mRvaP9k+HakFG2urq0++oIRaJnr9JZyekbsEwTwSlsFLGBsSYd891590dYdTRCMeATrGKqCEml3EBYdWp542frlNKqYr76m1eFQ79iBRBMJWu1byFYQ9xEBVzedumTJtRXesykoB2k+UB3d52+bVKFZ/mw/QwMBYmb+sQvjdOPwHbde3HTkJYzT/9awnWK1d1KSIzlpo+nTsbj7kC/ekajjY/Zv52+vn56vrvUxexLg6V79x4GgTOE53zr5asf/ej91ZW1C906Ptc67S+FiOkH871zlso12k1tPtjAsfQCA288CnczKpkYbNCIB6uCtIf3tGOWVXF61jk9v2a84VPsESvNO42aiiWgIsWGvyYNnrQtT5kTuLXMSVgBJJB8h3en5zrvfukLrEh5FMW2xYoP7m/GdO2cn52eXlxf4tIIGV19dRFT7PIKenrzHXIOJLWxXAgt4ybUgIaIAAv7eH44HNEIOIm46qsX+v3DgyO9uNYt9PoMHM2ltGChCB2G8IQ4XV5cjUcnF5cwTnH0+r3F/nx/eHgMyuKbbpp0qWeGnZmF/oBRAbqAdnmtd5erlF96YilMBvYLWjCVqUVTXakDzz1RGqsTmtEqfFS48FzxPlGs/JLMqKQ07Wa1KSGVwlAZBb7y033QcH2JyWfmiS/lxViYg5Otp7sxbK7OMlYh3j6VKvvseWdmGpGu6AsUoBBPj896c/NB6HVndn56vt9d7C935/qnS5d7O/uel9g2xtJwqkRWMBazBxJgR9T9m+t1mAbgWl9fZ2SNjjRhPNuDQF9Ua/NlqZbip5h5BkOXmoD9AsNp6JzW/TVdkBr936p2A2nBG2R6UclHnvjcL/eYpDo3vzATY+hqZjZM7DcOgdXUkvZM6/yLSiXkKa+lRpFJMyfQ1x+v28/bG/VWUam6gaim209us7UnLaf7z29otQIMkdxAV3rGs4vZ3oxuHhudneZTWNKHbayuGTLiXuOpg/0j9Rn2zs/17qytz853w6gM/tAsFDJUhISDnS1c7L+rKX157CHkog3WN1ag5uxk4Rj3j06G4+PTY2bF9dQs1MWKUmPM2EujOTJ61e3CMFZXZ/Ac5Ee+DQHS2GqOi/R52yE46G3aI43IT4YC9vj0089Ozk6ODkeg+sWHH2/vbPUHvRB/+qKNPC8vCBTZz3AX/5KIlZU5IzhW3AnyQtp0Z1aGq1gr0/O9rmE0gTMoogh2t3fu3LlzeXm8vLryevRqYWnR2GHQ67NTKDECF9UxpQPvzs3O+6Q/3zs+GUfxup6d6II1VNPpCA3CK/QupQUMbUAeaidNv7gyZofRWT+Kt0kgYobhwB4TJ921FAV/wyXtSdhCzvRLl2eXFzja87mMtGSMWpGB/LoyWn0O16SE4o4uKnliyBS7XOAGwq88oKZeo7KZ2YWlBX6T0zNI5u+4ZC/Nzl7M8kbEYAwByRsMnpwEME8pJpbAHKabOaEdzk7OKZw86wGms7g4AMMVl4W6saSaIz5h3FmPKgVR/iuRWVpY2n19tNPZefTo0aA3GB/5Vuly53WGfklaYniSVkhQfXp8bMQUrWVMdHbO2GH3qKOVHwTTAriNkXkZt4uUrwsd2BVPoklhAQkiS2HLUgZygo1uvrqY0roarwbWom9qVwV4EA5nGeGWcsDIeRPVk4KSRYWamUf12/X2xsO//pwZfaMqJ41of1LRjQpoJbSfx2fH2k5IyC2Ww6WDgX+Dk+N9mnx5sLyymBqx2fH44vBweLDHCxaWkQcP9HoLzEb0PDw8mvY9cy8G1BTjILqgc7V5fxNA8DDmAmtuqqtzAn9yfkDOZuZ13nhnfrp3dXZskHh1dKivQ4oM1ynrDIMLo0YW5EPZHoYK6ogLYPoig8jgilB4Vk0Mbqdng1sSAfPAm43CjHDwcW3v7I3HY9g1ENBjDD/dOj3tDEcn1MR832ABl8uOzDPzc6gKQ6dGE8zMroHD3NXFKeVuvH+aQZ3h3bk/+JKfoSwJbHrMhTZ3MB6fIDZLg+PgYDg0BsKXoXyJ2exsrz7nb8nYg37CA60kA632ZNBfJAOgxqDarFHuPYnFWxqRWiENXaqIquzwqE3pouUhzAHpJikcafyq8nNRqaTMxuvtuSftCz/dxD6LvjDWgsxpCmh8dgrx6TsRbj5Xwyl1eZLSwsQMQxnCSbPzc0+ePIC47e3dkyMkvb6Y5u/0Nl6G8fgMlS6PO8MLY+no36WVhTlj6Zn5jA1PT8eH17tTYwYFbMCD8rULRWenawRUxgUtMmlFNaDgTxOgqMObcH65tbXl58LCfOHtkk0oYZX8wTOlPmQIHsIdGpIxgneUlD5w/e5S1E8l2VrOJl4+bUUAiTOkcUG312P6NElrstm6fGKq36r8mDjC0b49vTZ2SBMgu1kN5BDu4TOwXenoJqqq8sgZGNq3t1c3Wucq3b5N2xSUR/WiWuvOQ9cGYbtPvhvNAlo1umqFZk7z21wZyPB9Dq47xEPPlD7m9OR0b+9ofnbEER4v4xwrQDVgxabobqQFk1EE4S6aQBHhSM6dM5KOb9IJzs72MRVqTnW2X+8wwBCALUKo+2zsXp8ZOjt/cjo+H42urs+wGbxcll8w7iSiUoYdlkYiYANAMxqHZ9DmcWm8tL8aFSyFr/Ue8dfIfsmQ0Xn5jP6f6/YvT8ZouboyPzrWP3ZOTwwVzkbDM/iZm5+Z7WKOmaNDdv/WyXE4uTu/sDzo48/V1U44Ea2ABUH4B4r9ZBtvbMTXxarR0W9sbMSJWKMvWp9nIV0J5TodD9vxMRTPmjIA2/w8nxpVc6kQ+s68A76sBsCCjgWXlStxOv28Gi9jwPIyKAnr6MAv4omp8Wdrf+OMNLu4BEakdt+uGikPmpGGXEtZaAVZDbuk/Lx1r3uRGRF75izmI/mRHXlo6x5/MsGIxzb51VE2AnB6gx6KYO/Dmf3R6LKTkaiMsvmaVp49ZyNjkJOL86nLZY6oo1OGjnGGLuBk+phEX5xBIgozl/QQ9IjRbDRCIA9PT6zxgidcDgBpODzl9IK6w8NjHRUMpwlTCJaORYbkDOP44xZEVJV0gVL97sJoHI9BoQqlJrogWauTVQCcqNyHwVIr4pqfLKJ7xZ5kycTjBakpXAP9U05gqCcQBAwPOaGCLfCEtwmea5gbNXIP6xnitTbK5WcKlOp+0pDbJymnUisqt0UIP99MHldFKevmeUEoOxZgC3ptFgAfIg2VeHq6sbF6NDwfHemxTlA95u319PzcAh6E24W+nihj2DMMijgn53hAh35+cRYNeBW7wE/6pTMfrJ1l5oSJFIShsDYPlhZ44VjZU97gdMZRuRWMHY77ZzPzo9Hw/OKE8IKXPYkQse3CgRHvUIgS0XwsXNiGasyrkHBIa69rw08+ab7nmfQZp/ooMHo65gHlEuh0u1M6BNJkkIIbqVn01AvPzV+aDuLkIe5AuLo87fev+gs6LpNQCxGJWxEqdRAvFOysrm2a0OIv787O3X3wQB7uA9OKp+NT02RgzofTkV5fsa/c0EwQaoBwfDJCCx5JSdsyWuL1ZLWCtGTSPVZlmQcL1ED5LxV4cDg0j1cdS6ayQOKtPJoJJMlD6PBT5kpXhmcZhhW/K9yroPb6enVtGQewhN0X90an8gRxGCknxs7ZGQCAROzVEsSjeXw9s3p2QIXWpPj0kp24tr5MAU7v7B0d6h+Qp3PM7AvS57RRIT6lNC+4cYcHzPiVpaVe13hlLtOGV1MgOR6W2pmJ/m7YQwz18qaW+grMWtQuITlhdK3k5vj4jB5ZXA7wLaeH0QVlEeTDy4yDAAIeeOMuHo8u53vTJjKrC5czZakxH/I61pStnNQibPhL9aTacE0sMhwbbp6A4PPoINzoOVQR8tyXUjNurmKjWaKU0KKpkBtB9VSdLpVhcmmtePNJu6+ckfDAqYJSMX5KYG5XOd20q7+3/zzBL64+xSn80ai2sNDFulgPfvQFytBnd7tmFK6XTA9GWV0TBkohNeoZ03/F8RGlEHf79ZxOLeyoT58572Ci6It0ZEFRtJKPfaPefJ1hKReFkTfYIehUh7y0ZAByrn8+O6U+4oYoPKcVqYWwpL0ZcoI5Nl/0sP/D/O5c5QFC07DaMh3T9ZpTg1EybZCSiSH4NzE4e3l2YQKA90tXDh6NnZudPp/mC9CUq4NdnqxQYn6+Mx53hkfjbpdz8Gpufm/CWI14+fSGZiz81dXVXncBi1MBa2trjAUoPBmNT854/WZqciIKgiG9d7CnS9ze3obczc2N+d4cddDtm7GP27830yWglIYW9fvRvggAyWS91KE6p07PM+qmnPTacSBUQjy1Q0EZ5GPZICVEu0xfpBhaQOPn5rsmdkbjsY/WFgfd/rw8Moc8V9dKuEIBI9u4HWfGRgDD4clZfsigcMMCRZ2es/NnGDxykk9OwWTozo1HR1qtISsrNCAO2x9S8Ged5ZX+8ZzhOadpLyx7fmH2gdPowduPnr/81IjaUJXjGH0Hi4uKWlnsvjZ/TSfOKzNjioXuwunZMXYNpUv6wsMRs/AHozXD8umZfgIypgf9xFMAgJURBBa7t14l00OXndVVLt6L7nznvS++t7ezu7ezp1n6CB4ukQTtW1ejTYVI1BPs4Wcu1eMpBI2gcnksLS3K1ZvvewKfPMGQyT4qVr+xFEquU8r03MXlKemLRiq3BWEtSbmcYV3p+2Zr+KvkiHE0NgdTKipJVn7aXlcN97QM5wn1PZeAmNb+teTD1F9dhQK8jyxNmfnvGvoyj/VoVcAUL/bG2p2T04Pl5dVPP3ppLPj40Zpx3Ezf6JkrJ5PcwFHW/Jwe4uL8+MQo8Gj/CMOvLK3gzN3tvcVl84yrw9PR7v4BT7tX/cUF/GnWnFSjL88+MkgNMC1PD3fd2TfUnul1+11yq1seHp2NDo8vz8ZBTVKiD8w30sAUgdlOLWax6ZAkQwyF6040UFuDjbMr8xdRQOed7kp3YaG/d7TNDkNr6IcFpIITSgqn8udBC9VwHp1C/lmkU91ZgAZd58edeZMLbs6MFGb0p5HVELUQmWvRSV5hIl6l+k5mTakGgEPBaS8zG54D3Pvx2OjLOGL8+PFDozDPR6MjoqFzIj9mbigIDzXG/ySzqsoFxOrK/8XWN8+nI7pFfTgFAEYsXjQNk2Gwqj2XfNVuIMvsjLdKVAjh3D+MK2VldQk2DWe8oiOxvibwWyxtrMdzVynI0wmWb0LhPk+XHV+c116i0eVg0PetBqp6aYkpOTe/e7C/P9rbP8bnpkv4X0wfAHWhF7/0qxevTTIej8861xTlgkrBqVHduQygYAzAKvJQsRQ8KyFA3KSGFr/CCjfNhDrltyw6ZMk98DyGVAXwEu3vH9/ZXBgPx2jEwcHs8tCEj8EKEWklFUGruvJbIkJ7flN5hgW7uwfhxTKd4IRTvc9DNH3NElUjkELMkt6wRofOgjcFpIoGcMPtDcCfU8pbSZMnDWm/b3TBLQw3jyd/W2O99fs2jxvkcG2YjAa9SUIwcFW3N6sbM3wnSqYIzi/GgkvefufRl7/8FibS++7uHGBAgy8IxIYKl40g69J0SFpmNl3hpnJM695Z33j24vkvPvjZe1/7io6fAiMcBvTmv3i79LrQlVbH7RqpqfFEdfdXV++8885waMA2IoccmQxt/DU8Oo7BWS5gn+FHIkVYYTJovGKYYZL4EiVUoIhZLmrpmJUoVxEljbHhX7WZgYiZllQIqfuJRUfClNhcEdEH2NLgQLEyu5CZsvDyrLzSb0hjXma8x8xLtbR7TxPJvMCVKMOu8TPVwKSKHyWRIFTb7Ep35Wh8NNejxkzlZexBvo7PxmeXp0xyrKMzziv9H99ggODSD6+3lEYAK3M0BrLQqkVJHvu2cRUhd48DyBLtMPnw8sqUJ4kwk6t98CIPzKHo+vqaEqJqvUEB6OwvhFZVrJK9ZRh4e4Uo6keGTA7RG9c1W0odZljR50QyJWAMPTPV1fWLOIu+mHn9+hCCfc0YhBDm5+ls1M3e3nB5rYcfuO7u3r3bSCjb3t6hoVfym2GuaAt5kJNrp/pVpaa94Ye60X8jl2Y2NerDcIl/N2pU9wvCpDmia8b3WoTif/Qf/vs//elPlUzkOJMz/MEppXIzs1+pvskQLN2QpLr2L5YpN2smpnWPNBUOByHUYVZqockMJSlbSooE0WjHvvMK2PCvWKmaEG5LY6o5VWmaYwR7e+9ntSvl3OiOvPTzNs+bn9++ejP/r2RYXGZARaXjY24K9NLrQ979u3ehS7AMS5ZDheFzdnp5sJsBHb3HyYJSx6OjqSV97tTzp8/fepxA2xfPXhrj3ruz8N4Xv/TZzGejoyH+N0jAys3LzoJIh5vJ5fRrurtcw0Wx7+Dpw08+JsOsIf58+pwIDJbnewtzW6+2NVo75SKdoUA+CQek0wy5OTVoGVyTWLgoff7Y2emjo2F1ox29lLnMDNZ9iypBWkiC5kFU0dYN/CQOJXfextElW+E4SFZLIfCKKyDcGQ3CRgk1Q0h6StNcsS0I+ExJ2vgkQ2vmxeLyYH///Hx46kfaMX3d684zg5nHSyuLNWY9wz+0P9MGa2iMDixRf1EHV6ZRYDHiNls9fLQn+FvC2tfzc2S7IC8e8hqHtQSnhdbq6kufh53ZDsxYMwXFgnIaI6C3XwrVs1McbYwgM6uNzwAqYFMEMS6XB9okrQs7IsPc5zV6KTybGT+/uARLCSvqaN3snXt3fLu/f3C0zznT0fXqYc4vzwUUKXxleY1S4GnlRgGJZOh0tLPXXaWK9CmdacbZ1AyNyo7FSDUyLEVQTQYSSgC7SNUIlieQE7KGoknRnkVZb+BQZsOEL37xi3/+53+O2NR3rPopE0OVNVSHkPBEvm2pOVKCp9snU+yc0oH0IKVwxSKamj5RhYg9MDRChEuisg2Mry/HwlQmJITAhknFy3mbv91XEzqc+sWLAUPyyiduJhDVwwl4xcclXJMHXirk9uppfZdCWuGtHP3Q+bkpYOP8KRQw06ZDOTg4NNKSX6zdzusDhtudtbuDwYpYQfxG1zF/RjNjJejodnd3v/vt72jOt77+Df3KH//xH1MWhhgkmWIkwpGFGGUgd8E8ZzCSu7BlWZUAyiCrc236PskMbaQJ9YQemrtfXcsc81ksSgKRHGWIiisJJwADrdCntUhRBqpld2c4oCc3sb24uHA4SuQepDS7IF9NnGP8CUXrEhPki4qIEyL1pLI3Ur7BhdX5ZwbJ0FGXWI4POoweypy8aXVFmYeTEWBjHonri9WNR93z4/7FKW8/Rcs1rlZ9SSyamY65+N2D3eFwH7uLX1rsD06PMzeRIYKRaxQWdY2bqwMKQKGuFBBpuOsoiOKoqKs0rcjvHr0b/G7acz/ZVrSPJ13RQTWipbNZEARJHw5NEeMaI7DST2h+g7HeACr9m1Tcio53HuWocrXTCiEtqQ5gbCcqc47vxVA9Y4HM2c3Ord1Zc38y3k+M6YyI9K5eiK3E82miXhmnJ2fabpBC62+srb56tUcvmlIKzflcsYB4xemLeEejp4v8BHwiFenKWnvr2uiXKz2tR9LJ+6y0X5jGbAVI/8k/+Sc//OEPow7+9M/PjjsPHqy/fL0bF5N3ZQJUb6mQYr3wRFVR3NOqxalVhT4hNRUDTUAaHiQG2T/qGHJcMY88gwXutwgzIkNIpVhtiBgKEvWiXTCZemnsufB46lZn/nnjajQdPrlJN3hAqYDkZ5XgdpJCVjgqbQKFkntP0EhOiTMqfV1G3ZlQ2DPdf3XORqeauanM+yl6fDS+/+SeQeXRwRHIg8nT85nu3OLC0uHe4ff+9fcPDzrvvbeo/2AaHs+M5wdd/hUTquXzL+M6RkA6En7iBo/mqh12/SEV//Af/6Nnz559+umnw9Gh+B0jLkwkSH+Jv2lMdHjEIj/o00hAnNJVk4cUQwTiKVcyWlf3MNtd4D6bZqH3F3o7+1soAjUkPRiTu4x6CIuPVyHVc9RNZZiQ3ANYNbtZVgKqxCYRjjVgz2NdTKxtcTiYW42yuZqJwFxPmYEjDIPzhAkoQmSSIeLK+mpctNfTYrapNbZDIO5csqCWp5bYvdhbUVychuxtZIBSsrS6Sn+kfwBDWhyLrqVYR/JIkcbACuBcPfFKQnXQxigvdyB/JlakyEpVXwk3bsyK5CmRviqHiG48IaZTcmZGuJz5pbajCYM1elfJZoPcS/zEwb9w9tk+mM6O44WjWUClLp5RUWvLa8vMUapvdHR6NuYFzEiEgaULGg2PIcZEDNPA6P3evXu9XlwhCXpLs9JtzmANDF3RgdrSklduWoZ2f/OmRAJ0MxEABeDlkF4qNnr33fvEgw8ia0CqRYapyeg95koQxm0yedSaCbcp1gvXSlyz0TL1LzAqqgFgrNqyhTb0WFx6GsN2hNdqTnlhgmee8Gqg623JBXMARp2JLqhylS+PW4htmd3ffqWENO8mtedvXquMwox8SYkxD4AVKOVtSWn8dOJiSOBQqOjMzGDAQzpnWcCLly/F6kkGmSjFfPMJHDZM/oN/8Nufffoph5exXmZoj44ePL77erh1PZf2Bq9EDq6sQAmGzaN7BpMAjmIqMK5F6Og1IYWxLPPl1Bllbrw1V566qwvkZLopSEuhS3Bk89+pIXN8UtCd1mWobpHQ48dPsP/CALvqA04wczMBWuaYDVGtMUAkwGSYmBuFJ4t3+UlZJW4yj4DNZDbJPttb6EOh165lKcSuj8Xgbb+rbYinIWCFVlFCF1cnxi+zlhyabYxPYSqD9U6tY5u+HvQXZuYeHgvOvjjlI6Ex40+JDy7+fy5rPOSmOjZqOIN5CfzBbMDE4DKH/JAhITxc+InGrk3OXT0HM8WvNQTbRGpzKIiPDDNaoJbFUeqPmstKDpMofIwMvOpvGz9VyeFFBQoNy818ZobQ16eBCA4zV5wfAFIAa0ows7fcy3GgzPWFmhgcjPyOVtFpWEpwyM+G8C9fHr711vzLlztmYbigXr7YY0nN95ujJCsmqe1QWpU3qarMj9bAdm0vA0wGc/Faw4ylT5lK1h/xhPSnv/TFL/7spz8V2f3++z9huKD00dGJMapp1XyWrhjGNKfVpucv1si7IL/+5jLhmHRHcsZkDH2uWKR9sLXEqC7kKO/6aD++OpYRGaduIb+BFzVcrdAEqcp3DWJL/xRL3hToL65whY0gpJravnrzvkpKUW6UU3n1DaFTe4JDERh/aW1kr5PpEvNXvb457PP+wvSSmbHZ7tarLXbV24+/cO/u3RevX8wLDEJ4XdxM4pGpbPzzgx/84Jvf+Aa8ffrJ+RffWd5YWzs6OKQXzmdOyttDSxqYloalDXBMjKMm0ml4UGoscXX9Z3/2Z3wFvGZ0zfnZ+PziGBOBB6N3s6TNYFZo9KWZrkwsBtV0sdYkKsQfTYv5nQLZWMHi/ft3X71+GZecqcQoIZVWNtWGZPUvZmCsiyAyc5P5PB97rYryKHjocZR+WeT4elZ8SVCbSKqW2cR2OlORbyjs7kQoK2gLEAYEyySzIIZZhmSCAbgD2NEmDhfm+VpQUxC+Bc3oOaBK4mitTHOcqPNTy8sTmK6njynjSFQcgWI5S9FkvGHhExQjBl4lfDDEEpFTwgVzl5k8d48PQA1ivS51Xno3U4nKOdw/0m8b4PH5L8TX2SfM/H/8YWcj0QKGG0qgLP1TSIf9T58c7u9hYgyhZkC2BBNCTVVpCOKzxKHUdCYdYNHGdJ+11uNAAbDVQAYhrA7q3EIAAV400mgvY4qzoYnc8aMHDzHT+PqSIWM69vzkQsXMD9QkWa0tru0mLgS4KA4oomILEKW9OBuECueOPU7MTGd+YXp5WVBjhrLf/8Ff0oy6ItdSqPkkBmgTzWKFqsL6wsSG522JVruJJrjhmcJunDAULxmGW3mq37vNqyRrLsK+9O35iWkqGtOK4FPMUnVGQYC2aYc85ISKZZrUMKyZ7Sba7SalqSk7wkDEXApDeMl4x0+cSgU0leplcB4dR/rKfOx2Zzc3NtliurvtnVfD0T5BtaY73f/ZWEX6Ur6O0dnR7u7+THd2cbCMwAnjvTJ2E43HcBjsbe9gpm9/91t6PjzEyM+0+hxD/ZghRGZMxyayCDRwFN6MJvCnxAlIRAeLddYWF0WYRD9dh/VY0/onyKR4MlWeqdfLUdY/nunlM3pEtuiR9EcwENlMgL65c0wb9tMpmtVaWu5zlNF3JwYYNzRriG3YbffB3A2Vb98CDdsE1AxkRK8Fz6enl1P/7n/x7bQgdeZP+9JVlel1qstoiiCvuNMzj5zCJvmZLkVWQphHKV47MoCh+QiZwUOM2UqBpj6EQKIpMxWk8PoOEhB6+mB/aHiW+NkoaEvhmeQxcqHO29oAoXtxktXQPkSzAFUDNvh1QwaoTMCbXyj11cn8OQ+CYb3+y1qKuek4izpXvf78klgrP603OD2GZZ8Ds3iXz1xbE0Z2dXpluZECMbSWpgVhpazv9gTTxiF6nfCvF89fHb0+n7M5wXQXRNZwUWW+U5Ax4Xe++6Wt1zsvXuyxUfo96zKYF9f9wYKOImiZYD5ocp+h08TGg9zweREnRKILiDE7KDNjHDQnneWlzre//Wvwb+p7e3f/+OSM2swquUK75rQyU2zkK0lpGptafyVRQehZXJIaUy+9xHNQhlJB97kREQlIBwIPsQ5FvwEVyVO4TjEw62AYMXHx1gRKPNQ0S/V4rWYgtZtJwysqRIGe+6RFN6RbqDFRjWA1h0DSOGbmE7ZKoXvC24M9EI3thhaaeOfO+pPHD1dWjW3H4+H+JU/C+TFmQGgyiKCAFILY6y5lPVK8D7qlMEa4lxTPdCxYgj0aFv/obAYJKDixUlR0P4vw8PDQOFRd4N8/2BWMc9sETwAfwdWrdQcBUo9W3OVVa/LJ6MRwXLtiKZ9FO1h+Nj7i9e1YRat63xIWIWCM9IyJL065wGyCYNJz886a/vjgcNeKyOZqUHglspKEENX3l2QWR1W9JKj4rJ5AclIs05oHpW5C3xtW80H9DDtqiB9KDeg4xDUZo04kePdbS2hi+os8UpY62tDMs2gDWk3dvCeGSUUt3BFdhwWTM9Z4bKLpyygBjI91qfjL3lLPg/4lJ80i/iaQ2qawp58+LVspqOR5vcSyaEky2MAZ0fAVZU4EbLyJNDZSGB9SKJ4gPCMNVKzq8E0aldbIXwZp2suYzNhvEl3HVcBujPf2+GoMwlOrn7LDQTx9APBh4wMWpfuFhcVBb3FVwOXxtmiQcmcKeukjKLNAuwnL61fboOOlT5DDuWBHjhRaApLNpQbsAFFXWIytVj//+qVkmzNFf5IvYHHQnxX8RG/SaMFYBjecsGRYO0OPRtVWVIme5nv4Syn0ldLr1t+b6kPz6HV1tUftpgGbnKkuw65U1hgkPbl1loLb0ueANxZ0ZtNcYA4XtEIbKOlMUzJ0e5zE+kpfFw50k1iPZPElLiCwYa8wXlJDU5oYrZQeOX2LeXee7+2dneFw1748G3fWlpbEGszMzS/qlsYivSw1m7oQaKnD1x8L3hMfG/GHyOxtI3I8A0A6kP1mfx0/KQtT5nQ3poL70/FZd7bnStP5ZLG3xKcLUxJUUYhZoDRlkWCWDXuASfIumPQ+2MtsHawlmV+PBLKwEtI6ZhZkLw24s7CW/SF+khqrdX3M6AuuT/1E1ZIZ3yyEbpRRXCUl3lSS3/VzQu5UFt9RQ6hhAf9FoIpxE5NFMEoRo1298b2rBqNy4TedSXtL27t5I7vb2Bla67MiUiyC6AYwBDeabGhE8vKviJfM0SXhZZIAOJ+CHgJD0lRl0d/UHJoHElnCQlP0bsiSqGLhTCOxj1ZCjM+PExMS1RMrsbkgA+t0Z3tXkN8VrwahlSDA/A0vMUNAxQG6nDGwUArEDg72bolWCvhlymgbFGZIYpQS86QjE1Q0/IA/bM48TMo6Fj4Bq9R+8ZNnRukA0Icw04XBcZcITnv5cn9tddmM6clMfHuG1pHYwrZK00IpOqHQlzryuwgV7ORF8J6wFn1IBuVGxhcXg8WZwZLdaY6ZuFKtAourQgJqgAzaU04eVSHK8VOqAluxk6s/1T6Atey5grY+nPDT5y/qLmNiszPRBcVhSkDqTL5UeHut7agGNiKHM/7G5PMgsrrTBlhAtNq1bASf5B0aKIZuKRatDMFhmFAK4afwBhIjDBEdDTkChySfRf2NX/vKoXHg7i664Adsozg8dGd9/ezs6HC4p5c22BRPt79/NhyNDOZX15YUrn9Wc5mojIgpn6qKK5GyKO/sPONVNG0s+aAiEIbDK8F0BC72USQfpIG5kNs0nGZBOI5Hq35fl6jXuTwdZ+iHeAbi2HReJ2eRDg2ZFfeJWzXoSicdRn6DTpMaI+239ItN92Yqlis8BRIogrEIXgm4MWt6pVhxkAn3XqrTNfFh1dNHK8jRODNc63mkLYNHNGhtyxMFRrbT5NLbBURJuoILQeFCTxka9ZmsAVtlPoaO9O+QHqlOtuj+1KYaW6/0B7JdzkcZLa8urd9Zo61lYKtrkvus/LHaWH8SCWV6ZKUQDUJ3es1M5MY07Nem1nIESvGRSA/EpM4qh+VerYNBS1PMmJ5zNWUFQoCxajD+LbnVAk7cwOJo3ibbu/i5fndtPDwVVUYslduyaYJpWSvGGHSlAzn2lJaJf0Rtxk5JS7DuE/jBVe5VBTuF8HrsBa6ZndVUMGRS5Dreb5w9OraNkRXzFQ5XsIYwoYIPg9/J9/VHE/xtD2+vkzxyFk3z2Q0JbvLflpEXE6hCniQAu0JMRDf3GWhIJb9q18U3v2BmcdD/FqTbmxgBlXzloQZK/riXwKBT4HLGArgsJZdHWRslb+VpckEY7Q5wPZc4LluPmf9Dmr39o88++V8ePpx7eP8BJy4bUG8CVCTb23+VpWrdudPTg2cvtvABlD556/7Ozt5gnruUbZhVNuL2JR0DHkF6Zh1/jdBGRTEYrPYr3kiPG9ja1bAoc1Hp1KoRWpGGBCeJJgx7uw/ktDcWhLq+ZU+2BTthD9No6RRJvr2wxPudHA/Wl5dXhPJk1GA7JPg2kE77K1UVN6gonNw+bzeqc5NrasxNqx2yfQv/mpQtkDRZDjfArOxRssntI1+kb497xKxhQc4XWUqhOjT9pTe8bhmzRU5859tgJCvZU6xPkycGQmwBLJqre1+EM6JpZPUk40nj9OoF/IoBkc6tM80QyPDLGkqzMxbiLaFTaiKK6IFOMRYib+ypk+uz6/U76xkTdi4FgMrDnLCaWLSZ0M/YKkgUzRUJL7U4x9YyhyyFRbgl5rtgPKOYw73mpKJEMx9ykQySJgBL3JFpxzasPbW91dXVV7/27g9+8KOjg+sFZmNneryXJUwbD9anOqMsGrNrAC/QzCx+UpawKDSQrSnLNFiT/S7kByfBZtCCWjCO3dvb/KxNH7MNxFQtT7YuidcXCeUoGoSsUj6OfXebJs9KpELNFO4Ctf4UG0QC3GvOpID2SZWQ8t5MxUj52EdBazpA9aFN+Cd9Il6JuwFJCTA2fvPrX7pvjYLD1FqAayMOxCPtkdwa216FUW+Sh1EcVWtFEJ7yFJoInllIKEhCdQ2Gpztbr893trgAZx8/fvzo4X0AD0e7hwcvWBp6GjuCLQyWMACvy+FnJ6sry8NR1uyrcmVlDU0MM6ndV69e2dqAH5HHinvStPHa2jrIbXammuZLAox7rYcVVC4hwOFQURQpvsVSIX3s54Zq4+jwOt+FHRnxGquPLOBQDO1D3fXd+3fXN1aPx4eWBGFIqGzfppDgJX0IJgktIC2yVoUHT9E7MjR6RqqDxgiZEvjRkcZNdgTzJ6SrIkAb8ilUl5U+vRglEu1WPfG6q0XRRYt8W5NTaGbzLaVEe6SmWA0+N0YszoodbxSl5IwN9IjF7jGw3SvL3/Ae/RE1Coscj24zeRu7aGpaMCE6xc3BFTeJU4h7hhbvWQu1MDdYHchAL5yOE2tEm54LeD3L7m4zPZWKODw3wSHYhC4I65SLC7D1w1iAWIbBRAkY+1lMphDSK4aoMms/lHHLxQkkmU9RO5GGNn0zHULjWGe5vLjw5K27892trdejC3qnbyXL/NHRWNirkH5bvFEfxSvBYMNqMJYUlPjTMB2lWXj85TyNfvpZFkq2fNA4u1AJCbcwukicAULKRd6mSXAKklaqWnJRdcFw+2DyMNSvJINS3Cq/CN0e31xD5ZYz5QA7bYFivJxwT0+SKnfwRlSrP4fp0LiVcpMhsHlSSuSWO4tp4zqILxAA7Su2Y8tG7WXsWQ1ppQXgSnChRpEbcYpxv9FEVul3E286GMCIQcTFT37y8fLyi80795ZXu7/xG7+xvfP82bMXR0fX/X5nZcUipEU7mmBflRJqbSpsk+rrg8M9poEWW2izu7vDLlQnkBKhUOIUPHhAiCEOQmxvdz4iiUHkDSF97iu40orkb+hzV02Y6c4Mlgc2WWGTaiOHxbWNkOatlF3fuLvZ79q9bs8EOh+HD3XAWQh9Q7WbKhrmU3LDiZK1paVsuVPi65UMkucgMelmYB7aeNQ+88eXrlzR9HjuwVoD0JSYf5kFcy9/8t3wGXZMIcUGrajkj0qE/4hbYxDsHYFLbbEH4DpVFKwBkWfYlbYJBMkRDRGFf3V4fOTL2BFhrisbyCSW6XqGSZUnWTo2N5jqXV0NiLC2HR4cqHOO36G2V4olf3ZBSZhlbGBSVdCgdjoHQXlr+jbJnOupT8OYF/RODNPkgp8Qj9nJrUPfR6PXVL/72KL4Q6Qml+DlzOutZ/fvP+z2Z0fjXxyeWfY3EHW6t71fy0mN/GIuc1cHJcS9ygmrNMIE2RodirBHqluNJGhznkfG2XJZiOaKhJQBS2Wc5dDEJrjD7EFpo1dAzuY0rvk+FVYq+pKqCRH9adTMNcq8kdZD36T2VP23psqSEmTiirLBX3Q6Zd7GN1Vm2CWqApqD8TBNWjQps93EKwhCX7XX4UBOq3CNLjJeCZEUmfSNla7t1sAqVclKqdrT/8hsAsrIi8KNzz3OKGrS6JFGzhJd+/sMBvMGjz752c8+Pdjr2O/4yVvzjx+/q3ZTA7bwPLuO6Wf9ABtTTvdmtWhxFY1GB2yEwWIfjagYk+HxBxnkn9ryJ65r94xEbExBAKbpRzj1vCC9EYJIIBA8o27iW03eopK9FhZWFzLhMTo3M23HMKi6c/eu7a0EpPALYU83ul6GrBobEn2ewkr7h02C3jZMC9FLvAh8sltQ176qGps+jS6IrXt+nf3fYhoWTQrA4FcPVm0r9vz8FdwmS3uFPFViEawRuES+wRcg4kjCBPzv1ftWOUyIFJEK2RQkEcaUk2dhg3Bz3E75GV+Mzl8IX/SF8ZMIqTyCuJoWlc3n5dozh5YuHUUpq+wgsMFRl9huttzhzpGre9uWXZ5y7tJ/8uEkO0q5wo85+SwfNjhQJqxpIqVb69hifQTUml7yto0l2B/qql6CvEFmVlKKoTg62NnZfdHvrbz35XdfPtt99tk+EVndWN/f2p9fXeeo5bmwBF48l8GgcBHyocz/7xNgsBnmhgbkw4U8JsK+SolCI35AAxwQ4cFe+RPOmKRW0Q36GwMVOYL8wnlEquVSiH957uN6lPtSVXUTca1viGF7QGy1Nnw/4ZDoUQ31TWN9REyvGGCqwNuS+VPs3hURSg2VtM7oTIFVXvhFy2TQcKW6CYf4v1IrDcCWFiONgaN4CDuU1Iobg7urhYGSw3m0vBhCn7OqLpdPtfDnPz374P0Pbezz1lsCed6GYUqBaW+AYCMenClwBnHt6OMr6MYgiOi5elZWByapFs5sLhh3klZwXukW5SxWpO6jpW+AbDKfK1DTjNbYPEhCL/uXbyyvGDyKXottGwaZvX//vm0vj4aH2BjLLS4sHh0d2EsAmhXQ2u7zRoW6mRCo3au9IU3fht0awpqykiED34sspZ369f/DE42XGli+af0q29uNn1ol+d5nbkiCnJ6ngmKU9qFeOvUVXFVZy084M1fEN+nbJjk6j1SXXiz9foot30nhbkrvQEuWivSmtTMs26bf6pO0M713fgQ8mJYjld9Yp97lE91v0znpjzJ9zKtkh4/Ls3TIhnKqsuBUMv2jfDcia/Kr7ENWpQSG5KgUAUsKaYUz4Q+9gQyUlqvW+bm7/VLNM9O91ZWNy4u5v/rhB4cvT5ZsqnNkp4O4gNPbC8esaDkaRECaSS6fC4vA96xNmhHy4TloNywRt3yVKDo/08bM5F8IgOH07i1Yr3Im2mp4bF4zY0IkKaKEubQFJrWUcryBv/FBcEXSZA8m30h+Zvo/yGzPEUD/ltJU5OorU5eeGkH+3u/9rh11Pvn0I/0wyLlsGF+F2Po2OziZ7LD6ayZHAohYM0NmyagxF9VboqLAVjl4YM+3knsPJxivrkWn5InMHrq2b6IpKnkVTWyELV1b9tNDZ4Rn9HbTVzPW9J+OQgDzDCqrGnrlpRE0MxZ/2cnlF7aPeGdtXTDy4AtfeJem5nQeWQc+tgnJSYMKhgKGHi5Y0qtPlnKyI8AQFtPUsky9pRf1J4nTFdhKScTNrQeOIQkA2AZAst0k5OsP1l693ubMNBx/rSPpdb705a8uLq9yc5o3pmw6+r6L8zGvgRNGbJBRMwUKKVJGKDTHtXxrQVXqrVVD1CwMZOh5kyfKsZJPrDWb5VpTkG/8TiPzWHNnLJyZLMXhsUzkVD6TQTPCcRGA/Bfeg3hGnPVJ4UNYSl15Q0Lj4B8SrXzIBgELiKq3J34psPUBGUcypDIdkjXFsZoCSEtKk7Nsan+larBvM5bIL2RJE8KB5n+iWWRiRNC8URlKyXyvh0Ikr1e7lglni0co4gjMLlYCSISj9+yHp5F0RANAiDZQISQ+HqkZsYWi8EGTTF2Qm6Sax1KvV3fubH76ydOjw/F3vv1bX/3q9Z/u/8Cgbn19WZQbDzdGhA6sWx2sKi+sBcM1tsUDqcgW7dLBqJH4EEQaBDYD5lnb95JWzUOQxDeCPyJIIRDAJ90BrBRDgIfIZBRUlG3gNVKCU2pP2v3kZzWhkJzBRuEyjfIV0seEQ3BO067Vq3b9GLX9dqHHGI0jXDbScHLs1Jw0LXvtxN+sP+eAqlZ7UH2JawNS4W7aFZyet/v2NiGuldqr26+KIildjbf3LEJ8QqkXlCnnJrnPp/6vpLr6K1TszFqpdHXm8hRlVeF+5/R4dPmjv/qTjTuC/x/cu79hPQLjtDb1NTf8moLT0oZSFSGNMRE9CD/oYlWqoj3M4rSLczJsd0GGhofZDKJ2WJKZdvBE01VdoAQbmI/xD6VMzPHJ6fRS5+7d+1bBVRCUXOkJMuDwid6ner72ecNVa+DtE82hCJAmIlVDNuVAjSR/pWBe8sRX6ToiK0VsSs3T1sienQtpgVs2KpL4pRlYMwojpaIcerD6S74DpnLVjYe95XI4t62saqSMBFEN19fkkWpULKvqmh1bBFRn5jcDU3rp5AnsynrDeszPtC+qpAa46koTY0yaCsyt316lqbJCYQqqjWYgO3xphYXtri4zV392IkLV0iNLzVScopSRJmRck4+K3yC2SssAL/yKxhDtczKLCWgDxqDmr67fGXLzdnuMzBcvn93ZvP/rf+cbP/zBj+3/g22MYjnDyC+29JUNmLlDI2NThh7nWm7FjIlkvg3WAwm304kQQ9WpE9jQBzwsp3YYFplp8sRb2y4CJpJR2GIGFqdEG+O5Zi15iQrJUkl72pP28PNr+hnZFFR4vPmqfegatNfcIU6gs3R7F9eZ/tbB9nlKM6gWrI3yjK9Yc/oJKi64o4/p5hBUbVEuDZJWcgOg8V5quUmylaUTDkUeeE7bqKOUUxowghH/uVfZEnSi9bz1ZXUSN8JWRXpO/No/DKMp9u8102xDWutxxfbYwDqr4DfWrSM8/rd/8cKxNeID79zpPHy0ur628fZbX2j1UsTsahgI5MUaVNLJqdMRYtAp1x4J81NdAemayTpAZVeZTU/6qnGRn1IjW2HDVLN1E9hpenx6vbS88ODB/fXVZRGr2VahktqzQAYrpOcifkX2SNwEsfBUZTaLIG+LeViI9J37cK8y5I+EJeXeJ7MiYXG7YEfLQ1K0/l0mB4ENec/MktnwAy8ltoGMAGfmMovvoyKqeqUouPW+aAY+TOkhdOS5IyISsBe7xP/UZ6CoxBj1qVIIcJXhLTn1Fq/ZIUvfS+wmjOsr3aKrb6RGbzf0kWvUQd7EsEye6COguEzq8s6vTGNYKEZk4+pNx579kC5n+7YY1nGPxiAo9gGRgtKbZTlFqkvvGtSHvVK7b3XmFIGmlEbQd9EICfZbWl60I/TGxuZoOP7kk0+4MB49vre7u/3xz1+qX9ALEeMfst0w3W/zSIUElVlbLaiJcuG+yRzO0srABBKEPX/+zFypLSuNSzlATZLhKiDBdqYRo9pEWhlNtCWo4DUtHbATZMFSiEEUPLiCXnLfboKgm1ctQ/tZ9/lKIe15SqPsyPeUyfZ8pQRD1uW1xeHxfjink7GdyVLJtK97MZ8w7QvasnxPPgm5IT0kIo5FddeWbitqRPRTyuiPBilwG2xu5Q8Ab5TQPnHN8A6z0RUhf3p7g5dijMCcn7+U0or0adUDIIH/QG5b7BqZCf6bXVuNPhHQvbvTefliv3O9v7TcWV+fe/jwIffByrIhs9DWHJMSN1C056SrCBFwTo1HnENAb0oilNDORglckoxEILW2+AtvAabGYgIAA64weREStfm5t8msfyNCUsY9OaEH/dOgksYJWrS/nhXOQnTYqn+qgKDs3VgPg/+WVORG/tnTQ0xsJK9Skwr6ZgOqsBotUkHF3HAoSBdAEPnVo3YzPxjIYpLe6OyIFimBuPFFwnKxsyeoeXHOyxIokm7+qptaTT9c0Baj3vCr/rQmHGN3NFEvbibDE9j/mi6QrUQ2WiEiULqgVEFwDWxsA2B/1Tjbj18jqhWXaABLjeqZvrZzbETkzFg+bU0nFLWEDxx/FhUfEsSBwmefTqmWkxn59WoLOCMyk/vWds7v7R6urTlX4vLoasxVuXe456t33n1yaAO9Qw7p8YxFFTkbL0NofnHqztoFwoEAKjfUXVnqbt7dwC42UOOzIGmvX77mNLi+PDF2MqtEo5US0Fo4hi6gYrvQGII1Oc46WCoS1WLGYBnPqFRq4uDJJAU34WIJ6mRQrLb4wIN6HJlhX/AUUOkWLKpd4qd49Pb93cPnCewqj5TFqEhnOW1/obt7fWCAwkHDjWe/3azNyciyrFX9e5Wcn2qof2I3AjP4i9wASicRT1N6qiyYS1eRC6bwh+0rP54L2DdtwqNGdWzPKllDfNlKLYJXK6v5lIx+NcVZ3EDHRcD4DrKMLmhLq6+t/uJUg6/84m7oLaaDNRnx9NPzTz76pNP5ZGHQ2dwcPHx4f31j88H9xw5JsUkBj8+Z4OFzwU52d0z8S7QyB1KPcyfjTU8YFIqqlPFmpUIOnZpzP0VexzQA//DogGByfOgmwKl9ARVLpYoaP6X5yEUDwiO9ltGOAoXdqcLaJylq8yb6Q6tvk1xy1k9/r2aXu6tElSUceQm9jE0JIRWAGNkWWifqmeV5sffCTvZ39ZNuKm9Nq7jWLFv+jJZm/4F6ORvuYXg7b0T/qj5QEjPrCMhR0byUX0ps0GhL0KPNsWaiOcLWkofVkwdrfnoOiHrjXWDxeqJkUkI6BJ+0z+k1mbW/fRKcxOAA+Xk6j2RKqIPcjtRKWbJDuFCJUq5yX1pQGGUf8GJGCejxW5ZIcvQdTQ/e1IES2PRqZmc7Syc31jctWaHyrD46Gp594xtf++CDn736bDjXEzi8OLKN5nC4NFjUrZ/YjzUmhmIzLrCD85Mnj2yts709RJeV1WXj7qdP90ji6qo6Z5kDLIhmNAmXDBnLxQuwhocQDIu4JM5AqbIkua2/fodR3kyF5vrGql+vC9X+SvXJhEbuNTn2XXZtP6wCEVojEvNLQsl/dS1d+1zFqKzgk072tcty9ZSM+lXZhIKTij+HJXkqyeAuUdQaEMMukORhZXCDejSH59HpriHuFBFBbZRpDFCvfJUBrfRmi9x7mK3bsm1xTDz7b2XDnULN7s5YufpjnbQrGAQuhMi1BmS2HyY0z+g0008/+YWHd+/N2B337r07lEIs/PF4b39HTyA8WfchgwHCYLDIgrBjAgOBrk9ZgTotCpXSkBoVRiSuDCp0vsqZ6hwIZ6I+suTf2irzFLZEOBM9o7mmKLBxPm/lKKpSWgo7uEWx+LPVpGkk1/0kU6yrpHp7na0KY2rycwjpjQEduYk2NA5m7cO+lmWbYCqAa8OgKp0V3q00GZwrazh7zMkRD+2ZqU+9pi2KQWmYbF+TVAkI9cS5J81Ms7JoZkhowLWHoX42eUlLAiFWDj8Umorqt82WPw3wfZ08GyMm90Ftoxg8YNAazEy43tiD/JxejrJTY2KegkSeBBVE66RvZTb43wYscXgFm9mYysucMiRL7N9avwDmoJDhwP7JqrX4HdBDv78wWHz+/Dmv8r17m2wBb7nZBKuJVLP35unxh/t751MLNmKzv80oC8avjBFowMyrAIkHjiyJk9/Z3oItpRtMKMRxFapwA4v8UuiUufKM7UsGAivY4KSuwR1Gj2IHZFisyN8yuy3k5aFUX7XbXJPfw88fTO4AY2jiBzCUitD7+0dbW6+AxJEG1Y2UbKry29sTNSfE2MTT3Mr0MtPqjCmtS4SliZQG0tTTamzVvHnvyS1s8BQyVetaF6EHz/etgcVUYIBBM/NKjUDHcs4xhEk6jJYz1YWd2lNlzjr7dwrLhfGrl4qDCPNs3l2ibxNmEsYNThLkcHXVZDjikf0LWHLGj1EWO9uXr17u//SDfZ+vb3QePbpnN+D3vvI1Mc4ixAm/iUkN4lxcWh6sra8cHhhT3ALT4AFnuifu4yxGn7rmH+bjdtSF8YvVNOExwxUMUMxWeIjEBzmtPUU3JSi5WUTEN/d6PM2OKSpsf0JbT4rOkBiEMNpnwUTlUD+VL3rXC2Wb4ppJzDMjuvwxhosCOU3OnfC9OvkQ9rJ6aUKe6enhoeVa17ODOXKeDrJsPda0DVD5IkIabtTs5x6fmR3QKhO7QaByEE1z2+7d05BXP5z2AaVYgPZyJywAXOAGYK6BM5oicWmJYyjzgs5TN0GNHT3H6NOxJKd/9d4m3qw95USWg4JaFMepciV2SaV8CtEIoC1V0Wzm2GLMtsweCWCcu85qsUs7XxiaKDZuB1Vw+Dn63QYq55f3Nu+i1uvXL62G2DvYebm9ZYeVj5998vWvfcNg9s//7AO7IC0trFm07rhNXncihp/worEDJaKQp0+fgc7nJjv2d3ZFvz58cE+Zz144saLmNdK/xoaGmBjcUlG2yFe8HkWQBOyohGA4qT3xE2e4/kqi6zM6Sr7gLLl9m26KTXfdGzgnJGdeOT9CqO/u9tHO6521e4NaCgsFdL/308dEx+TInHUcVJb9NpxGZ37PPj4X/GExYs0EozYShdGS/In5Wd1UA6kgCNnqJcXsjjkZDmFxU+CajdAVqkvcI/b2NGtWCPAjzx5VgTpC/FKvUp6GpTa1p1X6hlNNhsNCY7gHAEow4xgByfxXTtJUBvxTiEfjYw+BB4Ew6KvgF8+UvaBeiBgedn508OqHf/UK4r76tVWxjHfWHnbWsqKJk+Wo9tSOqQKOoLjgiNmsvAgDy4pwwXqM1pygdTo83MsKesPTDG1bzYFNs9vHDZMN8nalK6PFamQdP4o5PWEWOmhjzOTmuakrJjYOIyb4+NQ+htcn51MnU92OqDsVZDW1nQ0cF9YsLTgFpGErN8np+ebyHct4T0e0VMQrVkqMkIv+oLv1el/ly2tLppNZFY5xMDDCOnZxv5p12DO38/nCoLe2tjDA3fWt1qQDNvEcDyN8wDluY6VkC6TYDyZwiC9T3BZClmvOpWPMtoKmtxg8JgfPLkzxZMFL+snwVqHqkgPGxrbHpyN0m8+ElsbMElyuX8sN7fXN+mFosd8ggfc+uoSPAD0yLIrlxT7g07laSPAiHwONuT86UIFzDZbWl5wxl2mXOniDNwE4ZbzZ7GDm4ngkxNseZma7bYjjqOZPnr2yqcIPP3j/3/vt34WSH//go4vxltNUDCCMBQHBEaNq5i05Ap7ZRHOUzz97FjbaWDs42Nvbea2D5ZRgnuWsCzzHQ5C4wytLNy3HD4Ejv0TN/65RcLAR06NxeA2zw3hBUnRE+8S9m8kVpeEhNgZlCaM4hYfIWK/DRUb0QIWLzJg7gXp9ZfFwf7i6usxboPc0aLGVqO5ViA572BZ3830Hk9Jsp0OHydnbZnluaX3zxfOtVFeb5VVF6BhjDIUBWyap2gJ55KoTB23UDNXcdAeqUQxF4xbcETuSS6ybqW5yFmGPjegPbshXOm0clKkiUzOzsbswm+jy9FZz06ds33yg2RRh9QO1+qngiZOMcUDt4EICFTFMSGVQB4hAlAFnJ3HA7mnPOOrrX2IoANb58Cf7pimtiVhdXTA3ubHyMGJ56ZCBIxY/LUXwGS1mh8FstkFroAGv5uHJsNxSOWkLCxMKowP6KyJOCwplnebtyIItPMwMpsIaKRXlOGm/PHGNWYSfxRjrcwJ7wAabq9oCt06RTIlzFAAnoE+ZnL5C4nI+1LktT1V4fpKK6OF0fTldzozR+CCx7wqgERXiRWAxjcT247YqgKJsMMNMf7onulsktb3khM3znULB7q5NIq6ePL474Vdcd5GgGi48ZBQ56pTT+c68oXug1INUI0V8UBskJ15rFaGxjnlqxhnYXBlEGoLyQQw2n0Trp/eAgmiy9Gs5x4ZTRg60LaBrltgYMZOX2TNTzyOrkWbhUNaUgfuh7WqqO21LKqrk5Oh4uH94uGa7LEfvTE07XtliWOMmTHb37p3XL18uOhfFqRvnp/tHl3Y20L3jO4NHEH7ve3/069/8jZdPXxzvE5g6PEfhsWOooXRT6SriwZodHh4QV+W4LvS6xqIcSHFZ83g62NqRbaIx+ckyyKJJHe5kYtK36WjA3YRBeVOndJtfSJ5Wub550362J/JkvJRhkqTjLV+MBVqFQOBR31AatEiZQEWeudcvt7/x3W989tkz45b1tbs7r16urK4hmdNrQKElmVToxfPKRYqF1+6sWOprm2j8Oae7qDVguh+dR4FRqG+XqCWxAmEyRelIC/4MgEGaLjlJj+99+rnocXnT0DdSumwMgEXykIDRbwSfJw7D03wzthAMdtItB0mRcxXFuQvztCHiuE9PJXvkXBehcpdog9ToX5kDwf7knxICrV+LAxvPGH+f726NR4dPF5d6g0V9hzHIOhtBIJOelwfZgS60Hgt03llBwDIWiC5ulFRzZiJEbciQTj5wxDNF2zsTCvggZLNoUmyHUJ/6CxkDQlIo5hoLxmg6zxv5MBPsBGXyzb71zpNM+tROhCkqdhDPWEq2308bL8Ui8ywOhKsu3lWe4BY8nM1zqm4F0RUGOuXYS9GFjMSFz87aJe7585dc7qur6/c3nWAztCVLDUmQJgEHXJhmzdu4Bb8E6Rgug5wgPc2oqD4cpmSQCOgXyuHWlsNwEcvCN80lGYM78h5bPz4BioRsgFVB5QeRQWfKvo6OA688wZef+RX93tAHqpRZSM90XTNMBucDnsA6VPtI4TJnsGzQU8E/oJien4G1DOi5oWpPDi7V+3c2HdE3OhyOzq85Bf/u3/273/vDf8P4YfVM9EBaqWXV4cUDZ+nhqZVzbtBEFJozr50QLPzgaDjmmdg/sLV3jm+J29emT/yXxexN8WGT4BD86W9LVhR0k4LPQqOre+1uT4IBz9uPCU6SMygp7gmybjqfwEoEZmZ2d82xO5lz9emL52jNIuD9tXQHixM2aE33XlaoDhVUdgfy4dWVSD4dSlqXHtS+Hce1EDskIUZqBEezosN7ktpbct/ALqiSvwD3S23ha1SU089JtjSQxzq/2sOwQlJkI2uYyDR+oHlSUiViLg7VuJGjlHjJ2mbK1Za51YTWpbMNvnKZjE1Sf/qPyGrwCoaYk6o2W0lSj0YXw/Fwfn/ITPjs2cuNO/qJZV0uj4CJAdgTqWRTLCJBtH1vdo8pH6m0kwHrJHP6yuW+1T5DAC2KgZCesFK1FzYLIyHmJHneGk5L3Dz71b+qm32+9UxWaEqFKRdeUsrS0rI9IQl/3l2xYc4ujyj2aEhNRGAny0Wr8B1EK8N9vMbaYO8y6PEAwuCCrlvo28F52kLLZ589Zdyurgw40o5P2I3xL4eCNepxD6DYLlhGmWw68BSzem6AKkySGuIy14fwn8UGnspidRYkIz8BwAayWbPOiiL78fbFPCjmohfilUz/4mVzBIYJCXPNGAjgSb8KmhCwUiJm7ckxk92vwJINrh2ZmjnfFc4U52rx62JoJVhDOZWNNlP83UcPeArGoyGLwL5o2VjJ9rXLZuKXr48vbNP9Vz/8/n/wj//pV7/2tT/6g+8vrwp6mzApjEE0HaxQ9eMDmNcbiFp2OBPFZffxJ0+6P/ngZwUhu8B76yjhOdKiB26oTPPD9HKl95yZ71K2Xsl9m/z0iZ9ufjnFxIIHCTzYrq5Bi/2B28PAWXqr/aRqfvGLX/zO7/zO651tfP/gwYNPP/vMNAoU4Sj7LRluti5LfkNDhMMNVKdVQA78NQ+X08W6fb2R6rAAgudP6gw/gFM5uBLft6pva2/NkafAi3i3BnnSHqaEAjYDjng39S8pM1zWrlEcNDamjpgoiFnbOgPcBQ6qyTtirGg5IdV3ynHla2ucUuAG2pbgXI6QQJmdKeuPbakVD2uUchpi9sGVNSdS7OWLkYlJQ4f79x6RFCdymQuMpz8UTEVYAkDU6WAxC2aPp9JXTmoypslAUKeYJ9621PS1oZmH4Jxkrj8TJXHz0M/2NtmwuumpFKHRYpXngzmqyDvrpGiFDFMkI2o7Ay7MWOE/2h/GWZITR2AkA1eQQDEzz+wMP4cBVHN9o54CTDWXy42BME8KrRp2AtnxyXB9Y6kamxXtcI5vKRD16gNjwdE6UXohEawDT9tmLgEjW9arRf8k2mH25fYOIJgkBs9WdGTrtEw0ku0YEbRHDC2WgjYKjUtvGZMR8pRfVI2QYKOyqYKavC0TBTnUnmMeaL6yw4UJl40cVrrz4A7/FIQc7u3v7x5g96WEkCyzbxZWlsxH42LUjS3mBK+Do/58796dzZcvXsP0v/3Lv/jmN771sw9/sbU1XAzAwbMEEs42Az3cbwRxFpfuWBSaM/KcwoIJ+4sDKEIQcYcmmDOmFdjLrx/zoAKEQ1ttBXlYWYFATZxItZFqS5OAVDymGcngg5ubvL5JyRNJgpOwfogZuUxmowfJQ7Kii3vxdDg8Gtlnw2bwC4tLVtHARjpVJhMvFK4oSKKYDLKGekX04uCxqDTOBT2QXpEmbwRRL1GpiLgoI3lgBorqWi26gdCrm9vARmADfvVDDZlyB8hJ60JchbfUPlRumC9mQRQBhppENcYt67NJ8QpPQUEHxaD1mDVuFCMPJ4P5WWhO1f6VFAfNqTlz7RkfORIFsJ5k0kGACEe6Q7SvrHm3uS4NsTc7v8C2ejRY++TTpzPWLWdaOOENZg5lVrXBFNPEIZisQv0Fp02hSzC4CNQJHsAB1LK400pfgSBwVwo04dwMBCfPb278BfDsyYVjHu2DHzlMm5JyHzKEke2iec6bIM0P5nr+idXhU3AeHMmw9fnxtQ1weRnyGQmNAUWDZpQLsOiR2dmdnS2hsg4U4Di4N7fJ42CGJat0YgGk0hAikheX+KlASP2dWU4z+LrdLMsj+/YX4fJhgoefskZeXgiame3PDWQyaLdRXYYwfehWeeZRlUMpZAd6miLn/EjcbwpMA6P+cY+7whe51QSo8CCpOR207PLCLFMcThKDDCmy9IgzO9ltZ7Y8vcxesIDMisGX22NYYM+bqd169fpkOFpZWMRe+sCFje7l6Yndt6f7c5999snS8vI//Mf/4L/6r/67DHej1IFtjyMIL5GL0yoOTETwUlfgXFYx7Ysry0ae7PAsyY3HLfKV6VQ+pAa/1jDcIntxsQW3YZQ4Jt2mCZUCejGKG88Dwc2NfqDdt/z1JsSVy1iAdQAVqoDufBibS1mdH/7wR+++9+5nn3329OnTr3ztK8+ph8PktConBlfVkO1g7f+b8wt8nUU1nCD8wcMDVtQx4zGKOmAGgPQNGXLjpYkWKEgCLcjhqtHXw9aQSbNURBdk9K4Q6MNQIa+33rhW9vQwdZ8idYjRCP5RBOkxoniijbwKMSBycq/qqFHl0IMZ1tAMUSUhE1KEiUsF5KpKLUj5kaIqjXjHMjA973CUrD68XN/or63aUm1/d+tqd/uzx28dPnnyJJ5ZHG8tTM7rHcUzl5hOZeuuODcEs2BJLGz+bP4quysZg0QWUleRGGY0NyZvpfZqkoGQAa5Sw+TkR307qy9Nk4K9SXFpM6GDGC2FCpVnhE5r8nHM9Vb6PAdz/c68ZRdL5/bzcqLOyYjQWBFcmwVb0DbDj5AzVBgINIYGMK4xz+sXL6HOBt6PHjywMaS+VucVOnGABZOwakI18dvhB94ghHKD1dNv62GQLWhnRNmL1E+MsbG6nnBMhhdPW29ObK+ZOYzE8w5yLg1mwaXAT7tbiKucsf3pueE9ZlIQeimfbiHt0dtJQZVsUjACvIz8YzqG+HHqBeM0ki3xGAuQhJvvLt9fOT3dfvXacmU28MH4sEf5xIkgNunMNB0HFGe6Web1jTtHo2PjHacePnz7ya99452nHz+PCRgdF/sFQLA8cz1vz0yzE7QlAWpEsCiQgcg/bG7fWdcHBwlEQzlw419u1EgO4OMfSUtocpCDO60qFnC9vSmenzy/zZDPEKJJY24b4yiVQOLpTGvV+oYE3xAJhJNFNM729sG3vrsyO/uCTuQZVjgVAGzaGcrgAYSnY9pkxO1i5gNWgZvJIMFg5/zBtDnfoaqh3RuJMIRzkRhmFIhPqBBX90jm2toiK0jrvsQxXV9SPWvdOaGO3yeNq+Qt9k7R6opigLfwVXEChCJ6FIRUzFksAa1KgUYlR03rENTgod+MM41NtmgvfwoAdwyy2OoMSD58oszXEFHObqX9gR0ubLuTrdYWV7Ia5fnzg2fPDqxONuDtmhyLtwIrQHtaF0YyQu31bC7JVxaW5A5ztsDJ8FYXtGrDo9X49rOB08ADPzAbUb1NcwrYlt++RnlPsOAQfv2JJ4KVLkokq79tEBN3N10EMyKIDsaneiKczj/kAMWl1ZXhCofI8atno8HygnGgOEwCb5yYajsLCKn9wtVgCZdrGPwyY/o9EOvRvJI8B2NazdT3Cb1Dxk576UmICcAAEDSHT0w6FA0QtDOzvbUbKc7u0SYGTZE6uYwmErwoQkg4mbCEuA8YPhDnbJdsjo4/KZTUWWjJYDySTnJCe7Q1YRNjMcZ2sI9ziwuhTFIppJn+CSeZfLO16cmh5+v3NjYf3n29tfvq1dbhxdWTu/e7a+t7L7fMkHIW6NV1iZoqsth+iFTwv/yX/+I/+U/+0//m0/9LMTMLJWyFadKOqRnxyvKb/RiPT6/mc7oEtOgN8BMkJ9Ro9pT+xcIANuK2iwHbToPSXVWzmuVIgmQAJwhdW3Kvpa7gca2bXGnfIOBGnIyObr7weQ15gpOIYhAVTaCIlGS7YXsB2f9PoMwHP33/C1945+7GHQMczK4EDYFGeCv/fSKm7B7gM0MD32Kzbnf1049fV89JGVA7QSx45JHU6KfqUIF6V3mDKhBHD0Zso/elfNSaqWntPmC6q2yRcMCXfuHvC/+Q/HyiF8o4qyoKVkJ917pNhiCl4IlfxvM4MeJRbjmbkDeY8+ENwsGToLJyuhNmHRDa6QvlVxrelhll1WbJEgaFmdevd720Yf/ikmNK2X/0bxSB6iwDg3swahGuyzTPVewsiGyICsDVUsU2tPjZkldSaZXPdUFha8IbWjL13n++JJMPwEejKEWtoNdTN0OnlYtEpCX3PHXUlSAiCzItp7tyFBifwIL9FXa2t18/f23fTyrQ9kGgYU8Iwxa4fmaBfdexBQv8jSggFM/awFlDJidbYuW5vpn+U4dh2rnlZLSytsyrbJsn0klr6O34GrFpzJJa/5+gguzGj0Azlv/tHR5F6c5NCwW3pH9zcxOJ4YnzgjfLwn/4Oj0Zy2+rYvE9FHPNVmRfdrQxAIiQGYOE5PSGcoMg2EiPRIsUOj1RghTzrxI+9jddyoQdw6zLKxv7u/t7r7dNN8xeTPUFN9CDiHaS5YwWomOOg9Fwe/9AYx3mfX/9/h//0fesV7GLHhzaE+nDn/2C32Fvx3ZagApFaGZSpO1aqYoHjx4yLvYPD2zgxwnDvlpc6TOzgdkgqV6u/AWJlFBAkrc4xrX9TEPqYTVu0iIP2U6yuWmlpcBqt4dRRv4vPFSeRGIYmvSXswnAb/z2b8j7/s9+bGdaC3XWN9fZLyI5dIwno3QM0aHs3qgUz6IFdG5AhnHmBi5ywMRQUGZ2eR+oHYAKxIokxOc+ARScgEHtraWVzcskD/10ehWSGkXJEHPWBpM1rUCkvNWBixYjXQHAJjaZQJ0haJqIOpG8SnLaQShVENDgkCmcHrKQYkYp05AYDEV4sTEj9R0jVboRr3xbmlTgQ2T2BvOeg981uiR9ZIbfbF5IbTKfE4g45BliEZOOfa6tdhPITLHKyAXOKDg6tK2Cg5bCoeJokVGBjZoKLNLk6onn0i2WNMQSGK0IqAWsa3uLzDxrFUGhofUPp8joB5v6toh8Ww45KoWCD3cYkMyTnHmuFPI8PDk7Gu5xnn3pq18kkDuvtwRYwZS+nXDaVMbcGS++V5TMIhdzd/5E7ILDbNDBDkLMf/6/2S5hYFYpH2G0XySB5toIVqW8AeqDPm0zZyC3MQgC9Rd7jNA0mDZFpOq+agFEIsABjvMMVGUwUWoy01yXvtdP8p9dIfSt+PF6FnN5EjjYTpnoRH4TOzkVV/MzLxZs58MmD6XUMV/URoYzQRakdHb2d+yb+vDxQ1sLjHcPTg6FGl2I3VxYXjIpsHewP7heog7Wpq/MMD599unKYPlb3/rmRx99tC4M5f4jG+PcubOh/xOgdcjNfnyxsmKb3p5t+U3T5KhfjubrnMgJSxYvDpYGe+YXj44LEKBiqoz4YjD4kfuith+VwgE3KuD2vjHEbYZ2k9ZWTm+lum9aUYlJN9lUOcMFaGjw9ttPOA7HNjVY6FqLwdbqza/GiqmphMAkKolSqykbKjnWVqxxKI1X+PGThwdLo62tbeMvx8nAs9mryFzp3LIIJsrutnYwFJhRVzfwkIF2iybuPc9vhGt5FNhufOihiEgKhyCqbvKZ+rLKbF4+NeNPNwyyjHPAKUyt7bMmpsN8JBa08BSJ474pzFR9tCRGiqVhO2PdRyX1Svmk1o+oXVKRpGrYsMF12UL4nPOrTJYEfR3RXKZmKB12LjXIlMBzlow7BoivCuc1SimkNcpNa47q1NXa5dpqhJHJ84CT5JWCxQaxl6FS3Cjhyk4g2lRiEdSEEtXCSAkwvUyIUmwGrGmyhAWKqNx8UMXNyWGwuNqbnb87OOpnwdb56db+iDDajnx2mvJzytAFZ4lDLr/6tffSyxHQKKGZw+GxHYrPxheW5JqHI+8GKOOaF9EqsXqawVbnqjE6hbvoUeDX1nSDQS0fnp5aWVgh+XiMBmFQmO2mA5gG13NXDnQzwDOYHyz0M361bqpCCc+cgQo8diPsqrubPWjUpfdhrGq60PBbl1YwPi1eyWDD/yVv8CgThiv+gzfDuLilTYIuO0Clf7w4Ptg5cJ6vUZNsJDTO0ZwwJMYJSS5fv37+5NFbbCbiREnFgKhgzcXBIqYxvqB0Eqed6YiLI72/MJ06RQYwvND8koLikYUqC1HiMUgPBTiUkpA1fUZ17hk9gBQVazThbcvmYRgijUhLkidiIrUSohwNXPMjLqT6W/cuMBfFedp58eLVW289tpL36NN9O9EejY9Go6HxLmKxeIUscvFoi245U1Z2dJ/K1CkT1KBGR3lyOjJpurq2iILCGdlBKqdN9Jatk1KXJktA9SHg3LeHgaUYva7J5iYtuvkE2rVdOTUmTQlRE4qYiH/Ug6cp23e+trHs/HzCaRLtQqGaTm4mJJWQhLtosrJSbXaoIQaizWyI+yasw6KMzREMxpKM8z4FhxL1r3VI1Ioeq+mCHCQGu5fZ8ihxPTFfM78ICmcwdOcXaaRYFNW8S7Ysh30WvKcjbY1Vl9TI5hr0lulx+7ws+8+R46ubFKiyAzk5MAIoXggWg25r9kQ+VdISTxoMGmlOvX5mrbenWVrJLzLPpZ9zKUd70egrzhhc3nScBLHffr2PZa9OLvDD/FQWMp4cnx8fXf7P/8Nf2QBmaWVqdW19eW3dTsZLiws2Mv/4+U9pQb0CBDGEqj2m2YeMiYCTODBxlyFbbMzpGXEaSCJ4wVB3bW4t7Gs+P8eWZjjYegYTfBHwuZlepiMTg4BSCCivuWMEbx27VzwF6bW0LUqS3i+xUW0kLEPj+PcrAS/qo4lLlEY4hoiZEzXRKFjUOdWCyQazqxYn9QZj53lCFHeNNTo2jcABhtfzszO21oVzB359+OHHtioQ1rGzfyiQGRLs5H/eO9vbOzi5tH8B5eXg5pFw8rl5QQfA7LEQya7NeOe6DhGma/Bb42XMETiLbTyZ9BtuGvCNA0Lomye3z1NEJW/hsOWsbL/KQ8mVHsGiKYP4jnBSkwhOiNCD8QgZG1JqO2cXHKWry2vdwZyd6jUK5CFKDawgXBnEBCA6RaaErQOt117oDVgHWmSEXGBgtEkr9CVVbSCXAuIvp+jwPGz+Fzel36o6+Qs/EfxKMfGsyUscbY0gGCcKa+VCH3zWP4tY0klQBhSBIWScKkgfX3q8+rYwo9GM1NKPlkOUvsvohyLIjuaTeX6sIsUvVUlF9ROA7IQMeHUDWfQtYL72gquII5XVwcDXnVcvHdO2IopXzlHmF06EvHKU08PlPgvUymwIcSU4nrhRS8NQXpUHIGqp2QtvUJ+OmT0fp8utfrAcNvg94MkN2CK/4hRYKgX4UBfBgmwui7gEeYLFs2RHcLHDxlzMi/0R/0cm/O89vidgaXhg99Hj06HYqbFFF0ak832mk2nxzsH2tfUtnakdEzeDpf6Dt+8vraNmYm8zLsg+eQ4OxDOz3HmuOImE6yp0RmlnNo22+phEO8o6Y0uhxLbd04DFxQUcaegl5HOpX7FuJeexnap/4MCyZFiCF9xhfKhAIInBtrbSfcYV1ILzNI103fuS82DCK/BDUejofVHcc0MJvknDGsEYJOTgeGT00V9cWNm4M93vDfcP9ra3L07PBeKYOAIGiwnSLf41Dbmxsfbq+RanzebmqjnI/cOjVQ5RZXVnz05wWvXpJL9vCb0Jl8vlVb1r9kFkTw2HI8jBn6DKdIw/xe6RhHRUgbAxRF7dyM/t/e3blueNKzr7sNxyJRYtZ+nDsEDNm01pESozYH72s599e/lbjx4/ePnyOSOAeDNrVGeUbrRoKMcPIjZZX+Wfb+kzYNO/kiEhe8iyVseRC6lAtYsLsYmRfMwM/cohNH4igw9vlcKbzam3oVVrQr0iAPnlXooyuLmXTYrjzUOsXgM9DUz/nlltkjkZHbSjilgvAsu40UHDHU3c4DvTHTGlgyP3BrQVkCL0QEkEOe1UbQRINg6Xis2tmkMUGax0MyU/SbUUGGK1AD1lCLRocDV9eMCGP/WPNkFA4TCRgYqBIoWp7IbEaW2NOOSrippyrOrif62J68pTiMmdAqkOuiDSmUib8DnAYwW46vfifSpeSFtiQPqAHqDzYK4pnkgkDQANKISu6jY4pxdoul7n0ibj5hokO/Qcbo/3Xx2M9glvzMIsblAXn00GcB0zStmasTNLrGlGEqJqJI8xVodhGhC0tqEE2U9IWEQ0akhbnVCQSZbqXmgEdrR1TAkKibMkbk+HWid08tKe6HREHK9ABXC1JbTs02IaC1nahEaJfwLmlBgBW2CBpCUagVYwQACVEhqfRbc0svGZ5zxcIShn2GTapKDZyqnp8fXZ8p11W5jzJImuuDo94U9JNIb5kaxOmX/27LPNzXu7W7svXmx//Wtf+cn7P9UJmZ/rzXd1s2dzp4eHY0CurBg6OWn+qi+uaXVNqJKjxBksJS21Rwu6ZlCnV7whNMDqvkEYgv6yOvCkPbxtQrtxbTfQLrVsLWe7euY5PNAJUGEMMdq53Nrauv/oq+Px0uhkHPUURF2Y3z0+XlhfviOc5mxvv1QJ/GPq8EAGAZE/R2N1CT9DyaEkm5sb2GZ3Z9/QKTXEExYQqjXhtqYL3oSn3SNTQRvWxbC5n3xYcuW3lAFD/hLTOJ6iZqunMdGdqYqMS1AP91AQukn9P9OAMjSkJeQR/uqO+T4SjMzYIz1WYzElE/kauSfkmukNdZeapGZjZiCexDCsfTRSmxS1QOvpu7IlIY7GaHOEPbhipRvQTJ2NhjnMp9uz7e1CNsg6OhsOE5icDMFfUrtxldTpSbv6mVpxBlxXzva8ZXAvLw9cvokCa1vHtM0cDB08aXqhtLKxCnB0hDwntnp0pKlS6ETfxgq66Ohj4ZG9Ba/8hZCs1cenx77OodVLBuxLa4ubh1uH+6/2RgdDs2IMwCw8TCy91tpGsXYTsWh/ToAj0bUG+PJo3zS6s9qXtSMjZ3KdNdShEIpSjaTr4uSYpeo/ngJuFX5skLFRKYfDqzo+wEZmfLFOVSxRcUgq1JD5pmiCo6kOzkN4KVgsyuTHDI+jnTh4Ea8dsSkaMpxRGgRP4MjyhMNUUp5wBZF2p5nZ0No6vYVlqjOnQI6Hg+7i/EJ/08rCldX9168Pt3b0GEsLg0uTRtdXezsjG+8T+4ODHX4WNXNAWsMDCW08aRdcPvn19RVOD7v0Pnz8dn+w+OzFK6a0jdttBM7hEoDTWUuYI1f08gds9WbCKO3J7UM/b5OHcFufl33YZMnvm55Whpbqk3S/+NipEifHp/MDWu/yk0+ePnyyyaZLmLl9ziwL5R2+dKLpeG7qKAiN9EWY6WVDLpYw2KBUAF+WDVZFcabMlH63ENhI0UQ8nw5mZUxVwgm3IHkApHZ1c/M8YKJnnpctUN+FXVsGdn7DCfgjTPXcu0zU6Wqs7Y1LJYirXVF8FJkr50sW/PnaSjnIDqhl9iO02qISU2c0V+4yAWxM9HlKEdDRubS6rO6ZSAkmBwx+1vvQH6msenQtbi4LzG+FJXTp5NhfpgLm5gUCwxuVk8J9cVuH0tzTie0mwq+mulJnMJ/XjSvqpl08zwxNNGc5DhEtIBkBTE9ZfpN7txk5Q0kcF2kngDlUBJl6XAtybKxAqC5mDcDTz98UbSQwT11C68nYRMPx4vyaCTTG8Mull6+evjzaO2Dcm2HKqsta4zQwmWT/rBn7AtvORaA6e98SwLFJFIupwZl5HX2EyCXuhIQNxDWC662ANHjvTnU5MfmxHz15bPLfwuf4/66mxT4wIOw3s7gwAJ4pXpwXf0HbhS5RYOnCSWDMjOzXGv82jMcCu7xcX1wDRxZRm+c0Kgo2/T/NJRLdWEPKMl7jD9d2nbnpzSV7ujhw5VS8vZ0wZw1YohlPjvUXDlbqdx8h1cHO9tHp8Z07d1+9eNlbyKaydjTCiyKy1pZXdrb23INieHhkcs4O+a5cDIcHxuCmxKz+huDe7LQN9a+2T/f6PbHbwUkYNKzlErFGj1xv6PIG9f/m2/pSIb6n4ko7huq/lFppclbZHS7Sw93z6QVDu8uzvc6LT16+9YXHD+8ZKbzgNIVDc6MyH4z27PPz5Mm7BgZm90TUnpzwbgEPoa7Fs0IxKmfe9/xy1+jxykTJwMGZ6nb2jdr0se4xG2ORrm8wFTAwH4YnoxGmLJQhuQ26yL93lYIK+iiifNMomMS32ZDFyuxYCs1HEMte7vxUNETCRAysFOUmqiHZFVauG7ORgqYiRfkvMqKmeNLCEvkyvFFSe0MKHUZqkK2SPOVnzEg0axcSvITPKvw0JoYhSKKeY2Wd2z01C5lkHAyubYwO1GiPKgt4TewxmJtm5tSTSUUkqVBTcERLJHln7DP13j8d+EDuFIeZ6qYpFZKmFv0SNa8K0Ds3dO3+qn5S5qwv0L4yK+Sn66rK9opVVVoG1uGHzaF3Nfa7iP9OcKDAqp/9+KevX+6dHlL8GZ2Ypt5YXXzw1sO98Q6HP8yS/8TYZ4NwU7iXghS4o1dtfrBoIVBML0sb7CDUn+2N6ugLopLZ45oZitdq61XQagOle/dJr/VCmNKUjJJNXupjSxVnEfTADFjfMtKsZWCTuwatDPwoylLWkSu4i5cx85NCR65t0TLePzrQMmsE0NxEmo96pjSmFqLLE6Ya/lIQtMCAMmnGMAbz0/6RFwb5Y+OFvVevREra8RgTMf/nTNOeCdE73dnadWo7Kmm9gC8HA/NH7u8OhWhxL5vYdW4sIvDOjo/NmKQTiC6o1HRBGeEh89+YZATSbbrNY1qn7m95d/IGMottJqzTnvqc9pSIAsU1HsVaXH8w/+TtJyvrixbhWZb7/PWLOA5yfmSWM9oqfl2PsHFXgdwiVDBo8U92ppcyN6TDbJZWLGSnzuAcE5Y7O9QKHyqzIjsm6YErfy6c8RnSZmJoLFwPmk3kJelpkwJzfmD6aDe6wOrDBINkFuw44fdYgifK8IAZI1u8y1aIixnv9xdN5pVPAZCKxES0DUgqeEHeyf6g7NvYGg7vjusg2AtuEinrZ7SznA2UAons2amgoToPmjBTZL4LnJlnTZ+jP6olcFm26BPlElMjE530vXsbDlP6yU9/FiAyyigei5IK+8XcCbcVeUpN+OlRc37X8xTVUuWMdTbxnXoaL3l6Rex3QRQTF2Jka8ECLhdTtrCwubQhetpCQXqLLgAzcPVO0Y5pN3bJXyg+veJ+Cxwm9tIyZqGRzYzQorGFAzMXM2999e3VzZXnn7zYeZmza1bXppnhP/rgp4+/cHdpdXmxN9AN723tWvZjUIYypidGByPo6I26jpSz77gAB/MF65trZl8wTc5YPT6CwZXFFQPO7uxCxhIgpFqodeqFmri07MPcLMsm+NL124/haOYIEnb29uE3SODqP++YzaSekC97+WRXh3iGxCv0Bp2FRZHYs/2lheX1xdnewtHREF+xaDiNTkendsXuDxKFJxTryLKznPi4ZACC78XamLemlU3K2o92fnHBeOPO+urzjz9++fLINPdST9WMZSb+9KNHD1+/3j48tKrPSb/ZN8HpsmJS4oSA28zJEQZs3noWVIbvieTrZNIQ/92KA2r/cvLqNrU3xYK3mT5n09tHf/NNY8TsucEqZmB3Todnu6+3v/Duu8ORXf1WcflPfv4+r83mvTtWr/cX+rZ12tp+YVyzsODkwp4dhCxtinGtcaJpdKzh5GzqoTdGVAh82H8wP7+9u3tgK9o2etFwBOXLlxdg2eUwclJsWGhQHC3QYHb/ZuvcV/LQJ+zguDAJXywAhiZuKe+APNUjB5kQTTY8UGiJmpITnsS93OQ8tgNd/HmdE2z5qmQwPxU4eRpQI9ftifLLRMhFHROzIhQlPsyFRCKfnRoWwXBcclGZ59dHe+NXM9tPHr+1s4tPDgFDIRLdhhAVVaGNPW6rNdaIW639LiRMhlA0z6w9lzyCVmXBLJE1bFcfFzfVS+MS3eNR58Tay7PLhaueT8sCM2KLdpQuGQ2l2mETSjPpIp2btI/pArjQrFyxtimIG9MEwpUFm+Pl1eWN9fXd17s/e//j3WdXMytX737x7vwg46LDowN2OWkVqwsgqTvXY3CzwJkDPAmMknv3Huhf9rZ3wZBeXd21DQ68MCLN5yVuQ3XxBiAHsmewVJhChiJM9RXVjZ9v3tn0EPY1prkSSB8ksB/sBpppHi296AyPOgeHdOZZf/Fsrre/sta7c3dDiJTt6K5Gl/DVZ1ZY4s385TepGBIkxNAgwDchdiCK1RDSzc+eHx7ZQ3dqZmd/e5+PZn199fjw9PnTbQv+KFCO2oZDIxqfaaNvMq6sXhpzegjs/w8pbPY3pTefT3ii4SQDi/8fknLAAApykeHrBaXc2d46+OTjT+8/0vkbLU8zBGzNZJX34sKS5tDa/As+gQORywxP9KLlFRXjKaHKhKT1WTPHRzpnqpUTehnzUKm8SNS0pR6pMXGoUQ5G4D7G0EBp5bhGXjNwmLRITr89q4a2Rkcqkp87UM2ZPsvQyuByomOjT2NTQHVTAoaXyKcWUsq8lBNUWKgEflJ4u4/iiH++vQpKbyFxDw+p6wa225v2XIZAVgnTeksX1K/S7/n28tDOWg5TGASB7BcjLE4ZeRRLleoH2+e/clV+1M0kTW6CC9MCw6O8MkfjzF7OPHkyET89K1QsDlSeD6ar+UzCwDV01ukvLnIW6lFtPkBo0r+eoy2nHUvCKkY9F4UO+MRp0S9G/g4liVcoeteFGqZBtWbaXJoVkKt3Vr72rS88Xf1M9OX5pfUrfHrp1CCKItBON/Qt92F/KQ1OUNrClVloCNjdORDxzs6EDfYnfxVRty31eDgy5x7pTScTzQc7GUcy3RNVEKqUhgqWg4erq/TblcibYYIC8fHl/NXx4Zg2yDqpQK2EsLuASLGE463OwWsbDO2KesaNOGbehka9OdFEBrT8yYx82KANEQlDq8uAKUYBRIiS0DChtVdnd+6uraytvlx6dXaU4cDC1OzKyfHTl8+WBkt3FhgUIzPtagcw1daOHQEp4dG0YrU0J51W0dh9a4hrnrzx8/a5mzeztZz5Hki38Tdv5v7b7/GWVAWiLcswqwBZVe+//1McQFEyG++u3zs8ODo4PKQUEF124Sg6g63tV2VuLiKcMaDay7LlmIoRFwgtVOnqNuJJ9lbAhZHgwcHR/h7rEsJjroc9imnlR18I8Wn82uh9w/ReNUTJqRKt1x25iZzykMf5KyAy/T2OFgNAgfmklEnM/ZA2bczEQKrifzKK0FunwRaBFs4QNaXq2/GTe7VT2qqdBESkOLDekKPdeNJQe3vDZ+Ve8qVeKU2rHKF+JR9KhMmn7PcPP/xw8+4dXmco4lkkxYRORnmqsSlfae0nnGpjIK10Q7jkjGjc/y1xlGotl5jmigEkxsShuQPowMhPKjBGsIPd+PSQsUqNQ4fOzVsR4NotiDCia+Lc0hpIqE3mfCXarMEBSyEbLZBhuKZRsNflj7sY9BdZaVsvX3300avB0tyqQ0KWV20ztyfsZk8vzIGcbt+oWQpCsg9vf3x6Irjl7vqaYQv6Ao8u0s9kz92zsz37GqD31ZXZKUMFSyUARX6sfo5MFzoKpLJIzW8PFrRF2RBk/A68INE+XJ0urx57BK7lZ3yAhIQXGHwolxfHndnFzpMnd9bvbJgSHV8eiZ6gwgwZQlF6qOysuW5f8w3idCHsJCYXYJR5b33VXAnOWZhfGO8dP3/6gga6t3nvf/neXy73B9pS/sezYLRAwpNBAHHJHHu2zQF0u091xVpuAA9aKfEYf1NqRPFGZkmZ9Zd5/DfnV3tlyOW2PIXwdOTbmLdeGFinMzR8MxQjrt/6zle/9vWvWbT+qrwG3AfiaiAHwBS/Hh4XrSyvEXJtQjUIyYAcdUwSSfA/F/xrJrr0BR7oXYbHTL/D/SN0RDK1JgZoNtsE+JxhwRpThfFD68AB5ttkBHiRnudS2RVipJfQMgTPTGAAMBFWHb4W0eAcSZYSwaT8WsiXkWniGJj+hJ8zHi5fQJWvDliYXEuKYyCnOZXaTcOeB7f4bCj1xCvmkKteur31MCMDg4WKoHUum1Y07UAhKEOQ3dp6ny7QfAA38wqIbm7Lv61XOdRUS60613bjc500nwcK6uEDkibr/hEUy5V5ZXga0qV0RzKfHoktre0ObcaA4zPlkGMHmQgmO0QhNw8HxSxW1yBn5mxtZVXdQb3QLN1iIpix8tXxcIwD7iyto/+hMP2jU9ulfOO779rrBnHYO3gFqikXABFPsFr+7BUj2WqX/f3z3sLiF9/5ov0haYHo+k7HciadKENUNjUCJj6eEBF+GwLtBZBf6cAiAGmkQA5P9PbI6V96XAu0s09qBh2mT0znWKyIzCY3xrYPVCifdjal0Ha7dVza+vLFp9tn4+vVO0uXM1cjO8yfnM/zkUKQpUk4ScFWX+UmBlNpNt+bRrEdoQMlHK821Z9d7K8uLp2sHO+f7o8OH7396NWzl1vmGgdRgeKyuTdoQEufcQCAERu04dFKIV7xnBstbD89ub1p2f7/fkUXTULhwl4wM23bsPSUU6bNfvbBz9Hr4UPLqd5+/vwply7fHmkHIfSaDgKsTRyjE+/dI9Cg5SCrHrsoU6NQglrPL2gE4sqyZAMScBioLQBZB/DAy5XNROug7IoMyXAjzQ/xCzN+peuOOpjgyo1KKxs8GhsQ8BJGdmDcEL5NTm1UTnoIS9jEiubQLSBNhgYQXxSRUy7XWAV1Tb3RHDep+HDy4/a+PsnDxrEmsHySqfP6VrbaEkmMUjiW3cIWUIkcVcL18orjefRVxw8f3jNJxyPDx8+718q/LdxNg4RoKNnPllTqptVVE5hxOTJ4on68Y8FpqmWIxbb0UWY44N1QXYQ5340vMzKcuhJVBnUC48hKVtIzjAwcJOsPRWhh8EQijZQM4xEtYUosA99PXYkCqL0fj8yfrW6umjmjfZYs1Ox1c5iEgByKqttzlvAZM/rk/O7mfYOIphT0hymTA21uJucmYx/xgRCQOZdoR76ojNVJLSfLaRbt6rC0Sov0Bmlp9rCBkbBuWQFTdjTHNBpeVIQvDA1mAT8jE0Y5eVfMD8/e5ND7652dvbN9izSdqLWq0t2do5cnO2Bef7hgyARRZ93ZzuI1XcadSmazlMKkrFOn48RIXKPERbN7uJsd4K5nRufHvZn+5qP7h/NHr5+94mvfdnDXQRbC8bZAKqqhAgIVocLgRcjg042fLSlWZtcJxQvfNy//1r83X8kQ+vxNyfPbf7fvm/EcS70qTWgdLALVHvmLq93DrdM/+5Mf/L2/t7B57+787MLa8h0+L6FYGqIV4nJQxL1ZW9tAlr2QLTCMqiLzmTGwSXQ4i03IgWDsxVVU3DQ7WIodJ3PrDGE4Mm5EWz6Ban4DMrztJ+EpGD2Emc/fEzrDNh5zj6LD4qqguXMQjtCVAsnQTPvMaAhDVhSmiQ6mVsJH2AhNMiqIotH4jEjDWK4hypu6QMm3iPPcz4hbef7dT2ACBbbL/L2qciV+fmbu08jHkk2DEjIYI0W3lJBDZVKCote4qIFN1CDQnzS1mOG2cD8989NHv/xPW6an7v+m9c9lGEcrZ95CFeAjdZZB6XvcETOT+oqWc3dnLzZy1cRVDicm+QQXRoXSJCIwEmuZNU7V0oujg+P+wuzy0qpsHIgZVngTnZPQKxhD0YwtFhYsKxZnJmiXQzTa5/z8QDDz9t7ujp3VrAN3uBinwarBmsH8xvodoH726Sd2637+Ysuc5d27K/c37xt/Hu4fvnz+nEZTsiaIOKDP+a50L3Bhxp5oQTYAwA8r7r1iHIYCRaHguJ57wgHgIZB1SnohX+noCvJrDjAEYKSbEtR1k9Ph8emTLy/PDTKkMgU4Ho/4/1Y3VlfurGcWINOnOZkyA8yyDSgpRhcb2LeZ7EzYpekB9vXcpz/79PjweLgztO+ywC9uMqiN/ZzoVNZR2sLjRj0ZF2DKMGfxaeM28JcjLCss25NfuRZbfC4T8rekG/qVnO0nVNxk+ZyhFaIjiLGXSE5sk4FMptvoZ6vZyyHHz7e+ufi7v/u7CPHjD74/Ot4W441ZARwnXVKszv39w7XVDY4DgwKYZil4CI3WsCu5JIXxlgXPmhye6XJZT6FvkSB0AScI7S0u4lyQN2JSMnIqRx0yV4a0BmiBkG/g3AihCxqfR4YAz99RRS2vZp1bYjoWFmqi8YqkmdXOhluJPolpE8aoeAc/b5Hj81aCJ96aJE6NldqNq4SLPGuZXVtmz5XZIHHfSBimnJ5mOafGksHognIY8eIxX1ZWYwUMh87anGIaeGUKVlveLLxB62rOTQY3rm8mVUz9u//5N7htXr58yWu+IDKPvskJOeIfkz3j3daMukb/G01IMXYztgyWGVEUq6MgzdMvCIaius7pAlxuzg/lNDkjvrPT3qBvYqk3WFCAB2qhrEEsOJ+2QYpwkBE1h6Td9qOhpxjlfEW2wcJpg+7Cxz97xQi8d+fe/t5BtOb01cMHG2avzdXv7hzbMktP8vjBIxNz7//4g3gzLQHHmploudC9Z3yRqelMzGhpkxYY8VPL3ExIUj5YGUq4ygYx+q815/orRoq0urRsVgxLvX79+mDPGoSOqAmhVcNhZ+PtKVuAGmwZUmS22TzC1dnd+5s6N30NnszoZyYbIgmaGp2OQAUEnSPVqrO0+CjR1efTl8cXf/jPvucIkkUZMvdtREd8ipAVmKJZoUTMtIyHG7iNwBrSWocYnrf2tgY2zmtPvLrN39oef8Hng8r2MtegqJL7268yWipfbHFHdQdQxs6uZK7dc6u0OI/efffhe++911/qffDz75+eDZEbvo363VDwzdTHIouLy+bM8R6s+pYLhi4gG7BOYyIu4Tw/ObX7I2XhSDKxIUhgbEgjkNAAmZ2UIER4HGoGAAIEbeIG1KVvw3tzs/E60aRs/rHo9xv8KEqi6E1ckPxwenWTCJTuKZKvcKyis4j0uioNbK5NebWGQ5G3LUOdABRm81PhDZOkxleufvrWKx+6us8mYJW8YptrNX7zoRIibGL+lBN+DsNWG3NtSTO1EYpcBYPTqF7RZd6K3ZRflDfJQsyWX5m3KVX8w//i7xjbWQuLMMYAhwcH8LW0uAwsLkPfqPumZelibFLiFSRBgFdNV7gKF8MEIjP1+TGiEqIb6PUGXMc4VQ9prLt3KGCu8+DxI+NDq68l+oXXzxSgQo32zTkDC8QpvPSCoUH0+4VjRRe7M4l6+MVPP9p+tn/v8cZbjx8PjyxoG83P4Qlez9mnnz1b5IkU1bd3CHhEAAbfUsav1Q5jHM8a6pu0QEd+FnrS2PZZIQnty7lEebRPQjk8p/maZlcnPGd6nDKFjAx/yDkcTVs4MH3n3h0BlCMzhBen8adSjgt9oQa9hQXDEs1LUXooC+DoiBhlzWM0pbEXx2eW5/R0WQfHf/j/+OONjUU7oh7tXdxZ6+szw+gOVs72HpQSIyOWApCAjD2qHaHYm3aBBrbnrjg4TXzjye0rOMrEYJn8nz+sO+1FliYDjYE8Tocx6S3Ue9PhZKwZlDrMgSIbLPVOHEI/P/2db33327/+9eevP3r24lOGvaguJRAJZUoWLLunDgi8M0XW1+7gjdfbW6a5tVdpYYr02dnNUYo+NnQ2So1uytZ4Qs5Go0TjJAzE0g9b3RWSM4kdvGSngAhRTiLJDSlDL9ZYi03QQLUYeZJFZ+lqQqrRb9SG9zhKBgh2sZwYqKn9JilUXa3V7UNweuLadIGSQpEbXaCilt8T5fgEbJopm+paTlXYzEIGNGn5A54oNSUHFfEaNF0QOFN+fhp1UgRKUwgEytaKVYsPDcqafaSom68CpMxMgVkLiAfzC4urwmZm54dWGUYV5TC8rK6poUU4vHisBMYcmmqRnUC5oX5j4yUke9bQzvjckAvtElsQt/Ll1sst02xULWFYXopXmBZ//6+eDQ+OqAn+Txv77e8eHV4fxZW4dof7T30KRwrVc1Ygg/7n2afPHcjx+O7jfneBa5cq6c33sJSW56iSM7vQzK7f3aBEzHI41WdtZR1rjIdDOOr0rqlbqKLmFA0Lrf3MGfcTqldjJwiK1dOSYShd7p/ujxFDt+Ae3YkjD0VpT1O6PAKLncz8XWSnHAfFdZy+vXsqrPXA0sP+7IKvkI7ndHh6ZL6TLaBDs2O6fZuJdOxPGoalzz9BZ1iAbWFsGNk8/Mn9h/e++ttf/Mn3fmFHqO6gMz4/JnEIaRxVjNXmnBvUf+tVSxrnydFuXBt7uZE8nzT3r01Ke/7527pvPDd5mJGgz1FMEf4PO4ZwFhp1u3SBSWqDiDNaa3j1/LPnq6uL73z5Laxll1TIysDK3p1nQ12xBcuLg2VsrD8w6eOJnvnezObB8Ij1owqOJNxJFaoxkmNq5dqKkvS0iRCdTdyhLchtkaN79DANi1EQM8UNnUPzlPWUIUPyhq3DCXGX892o0uxPKTI/SSGxjPO3pDQsXcqijTsiqJny+Fw5wmfDYavavUoLIZOb9tM1FVa9TSBdJUSXvK0guKyUSflF3uy3LOonHnRVYBNmeEZXClJBNUJjFaktmWW0ubTPuVeVBl2lNSaQuLeomMgWldL2rLbGnNrBX26X+pML64JoFB6y/sXVyuXu9emFoAD8Yk6+YC8DAVpBIqg+6glQwCAYdKwtkGhcZ1qWl7yA46wDWqwGXs0V3VY3EthfcDLCxvzM9mi0/fG/OXzx9uFX33tscn6wPtDyi5OLndM9Ydl0acOOirTHeUemOb7x7W9+8OOfcKdtffQxF9G3v/5VnQhbZvNOFMzp+OzFi32kv7dx/3qx8/Ly5Z2NO1qkufSF3kazAQnnrRsDjJKloLCSDLc/o4wmKcpWrtL7uCp9L9h8gS5mC2iTqGG70153j6cysDcnYIsBE0lbr+yWvXf3/oY100fD/a59TbLV0en48PSkNzp3yt7Kiv0N+tnUSad3xTljywPrl0yLzvRnzkanM/OXL7af/+bv/Narp8/3nh4vLk+fj815ZEyuabfQThrwt/wBcHvzZv7WOE9akqE90ahMikeWg5/2YbFgez8pqj2/udZgMrXI/7k86IgcnimVOjYHbKnV8A/+4A+X7/xT7hMUsa7ZyA4PkgEq1VvzRG4oemT94IP3LcF46+13TXFZTo49tNqIgPqghSVzdQgqYWXdNH4WSi7682j3MCyeFdMagJGCLskTDJwRm5FlumV6oSyZkizeB1UnkroS21/oISQrn1rWtCb2SqP0WSPm9lgHmWdIF6HjgzL/qxDrpKus/4lCE7oJs92iFITBz0TL6E+TCLCHlvo05EOLDiFITg/EwxSuc+MaMhV1cr0hU3KWOlA1hQVjMiskZcbr51e+ggoFuGkthb2ytpiWnamv/2cPSTpvNaVopKGp29u7TC+lRDyMd0sOVBN4mI/ibnSt8WmnNM9pA1hjl4Tymf2ma9AmZ5nQuCvrq6JqRfovLC0InjNMIDzk/9NPnr56dXB+1Fm50/nqe19GeJXuHO52l/tZAkSs+Q/r+HiDf+MCzimThcv91U9+/vHB7tHJ8PjFx8L+5t5+8lh14sm//5cfGrBv3tkQreBrPa9WnozGGfsc2ScnHkqRzDqlhtCgo2hUYCcW3ZOgE/I/1wUZYtyOn30oc/sccnAkJDBHMaivSpFficDVhcD/iSVVC53N+4vOO1IVkwkJZMs0Ahsv5jVEzj568raxg70esmLDhCtzOP1PzEXBVYfbBxyK79x/8l//n/6r0Y7NUTqd407GJjaJSxRmQm5QBVTV4/0NY4S2PEZpv5LwhPaGxJBV7QoeKuoUtB6257ev/Ay904OobqI76mEalbZEjUwsT08EXoa9dLBn1rZOMfvh6uWr7fe+8eTv/Pavk4Ifv/+jnZ1X+l5dLqmAV2srfNgOJnfcHg7cvHt/YE7aDEIxLDxj0ZPxyKQDyCOoNfDGtJAP7WV2jgHZem+iD4AGLf2pcMB4omuieo6OhNrZvLuHg/mV8LAySQ583moBN2lYrLqJe9JARDbYRklkUjjRcs+mC0NFzIIiVIZX+MnY9CbJepsUq3Aov3mZMSN1AInRLI3TamBvqK5GT/Jt9crRNIFBReRQAXnT3jfl4Kps6ILDZmJUBlnE7y5gPnW1lBJKn6AC38nQeDUzK9aW6LjOT6xkWlrqU7WtPnuOaFtLGRDYz6H226cZON9wLyUIg1qvbZSoVsTDkTkFYQdTijQzYTQHJrrW/kWsakbfV977ymLv+UcfPT143vnTnZ8+vPf0nXfeYfmPp+ynagfLqAOtxbJIPtXNKNrcimlIa/50xD9//2cmLXGGt8eHI+blnc0+XvQJlhLBbqI1uLYnmlZOO9TkwpEOOpkM+jJJU7bgpFlRCRrrV8Prm7oAvXMqQ6WwBVu+xgqM0kyHnV1iQ/zFgsWJvh8szOv89ZGDhew2sfVyaGcUHlPxkdxygIlbkGJLpAsyXn7ywS/MMqzf3ewvO3xi/sLxG47QOLNv+rJQjsXVpdHeEf/Z7/y9f+cP/sW/NvpYzHAsDISW6Ii8oCrg/8ZOO28njSqWaSx1+9CNpHFv3vjVPmnPVSchsYeyqdxPr/yUKo/P86rZqyUPYs9kiJKyL4ThANmzxs1pgj/7yWdP3nny3ntfFHNAx2dJ0vWFCZc456wXSbyQlZ05OgHDCFIyJl2/s6nTZt9RvipBOT/dyEzowYAHgFHr3A/ps+ZhCDiJEjAgt3cg7Zb+FsYohRrGWuR3wY1ts+E2VIzDurwP4DR0JcxKgFgp01G1j0bu0+crSZPDQg1X7UlreKkAvARFwQlOKDzlG9jwpP0kqO4RkRZTbGNISDAmYXF4DnIf+4Qd4+1tIVW1T0M1D+vGX79SvmsgzmCBqprMxbSKXA1uaTWKrDDnLjyvpNSB0U1LZe/b9H1KIIZOE59dXFoUNF54NAWXPuem1mluBBX7ntt/9poRnqU2KhcFgl3wutF0rfKKEYvM+wfD7oKgfh3F6fKaMOENmV8+f0X3WbH/m7/+ncP9g49/8fGzj8ZHez9++NaDxXvLdkIjWpCWCZ5ManD+dW2ueGZ/jOHx5trmYnfJIqeT8Y+f/2z//r0NdErzr66c1dbvLR7ZHKHWV5XTMXvuipmmsu3EZbOdXi9jHUq5EAeFaY5/QA06KxVmG5nNS2mh/EnlM0CV0NPzefOcUzMmAsYnp4gpwo/WzgDTGCdigB5UUGd4wGO8x6TRGOOahsnsA56+v/PyNQf4FkYfrC0vba4urJo0mM9+SrPTh/tjp7NtPtj88Q/f/81v/8Z3fv3r/8sf/YjNEEiwanRBapHcFG/k/q+nlr89V3vjmDQ7fPBLiiCw1QDhthAZWrrN73NP/JTU25JiPGsw1FMrLhOTkvUC09n6gRWjtmS+6vz4Rx/gE+fQPnjwyHaPVodpzsHBsEzm7JuOVfHR7GzfoN3CJY41vgNUYqpb2dH2vFJSpCibPcK9LMzY6iIzZAEgMJuFBUGBkix7kfZV8lJHsrqxbk/OkrtYuNxepA7+gadpxf9xz4JHWyRwzohtr2a3Olx92LDRrt66abXcXj2RU1Kvh/JgWjfK1IqWTdXtxvcySMaDPhGt6hpjVUVxXUnklQ2YpEA5f6VG9auHr0Bsfesv5dQc5ZibkL0+SeFVhovbaVsVL+BgOtWvbHFc8BmhGUG1nXtsTqKY1jp5YEqvrg0lEumHdbYUmQnFzPxmx3sK3hjYWkAyeMJdZBrfhxShWJFPPvoYcPYC1wYDE92Fm4eP7nd7Owd7Zz/5yYsHZ0drdzcGdxcNwo8d8n56jMSJBLaH/jrPg4Oejnf3dxbvLv3D//B3//Uf/Out/a2c1LA82Ns73T0/ffzInKbtF2eXl5fEL1vjxJCHF+ERTWxQ1kJoxmycH6FKRgoNIw2hb5IRrkxBR59GcTbE1bVWUvP/MUrxitGvzl5YFRzDAN03fd45Gg4NoYwemJPPnx1/5+5d2LDVAy9MZk9xgxU6J6f3nDs8Ptl+cbCzc7AxGt9/5/HK+oolTjZl3VhbxwiHhwdvf+mdl7svv/TNLztwafxqeDV9qsw4mZA84GTLrQxq3YN+wiSRHQnmJ+36ZeHHDWzRvI9Fmn8+JjQ3O2vlZyuuRsPKaFyY8XFyA6DKdVsw+D7F1DN8bz2yNWkeYZDYYoiupv2d4cLy/MtPduZnPtj4vY2V5dXd3W2Z+FNDbs5Sh9AbpRPFmrrGdsb7YrSFXWZBitUuYcbwdBXrINJMrSNBY7DBYPpwF9rJrjxZdJhk5I8lM0RofGvJC9/USTZX4yk/Mf5PN4DBLJ1gVEisFWBAkemGFD6xzLN5Tl7bpyeoyo2kBndkG4ILx9AKDXIGv/RX4SS3ssmcu05HPAV170nlnBggsVtL43goZytcYWmsNdGYtX3MM+epjxJaEudB1ZhavW9geB7ROWOtnzUzyudG/GeOOWsOiHxXVPdZmZlTX/vPHhtCC+wJc0BfhCQFkvloaAWnsTFKIQUKxdyaCANMpCjWBp3UYmsTCqIhnmjuTUtg/yykYKXXcAj2sAXgYF5foYQ2CHRjRnT7taMDqOfO6mr30VuP7j246yxTwxY288Kgx1Te2Fg/EJaYxbDLPjcVf/j08OTADspXu1sHO0/P5nudeysb5rRF8ssAbFNKnHaCHZZXc0bFZ59t2zmdv1NjUULrCBVtxVMkM6EqbBrNB+uhuiG8LYp09qW25ZFaHt+6geFJj6FLQd1oRlv0xPOEkxwepxdJkNHMtCMD7I0cBXc8MgbEWWYPeQrNrpMnC6Li5Lw4v/f44Zfee2/j7sbI1o2nZucNaw0usq/OzPnFf/9//FdffDh7djr18nmmLzlrLAwDraGDMjWoeTfCENVpN45MS5Ma+IFfcxhIuAMlvaxAG/okYWYkxFOczNIJHbFExv92oYu5yj+B5OgcEaL4zdUBriK7lElZ4w2TneaoFhf7x6PEw7Ixbe5qcbeoQfGmyAfgf/RPfu/JO49ebb0YnRx++MmHXIZmfXgEA1hmVi7BZ9cacECKBJ8J/rRLRfnbYRnnyIzKCqzOCZihiOp4EGTwVooM1GDzpv3RI/K7ar5N8jj/FI4nm91udKyvnjBPM4kBQQcyG2DqDZ+IAm+TWtxP8Ft/2isOEVhtMu+xSlPvjWXR6NK+8tANgMutlK8bE7ZyIpi/nDxH8PPj67BmDSLeLBng7BtfaKjOktDBycHOycpaDuxBoNOTsAG5QOFSpjPcjCBLCyf2iD+xoTN/a/zW2D11kHgbeDkEJkWkS0H+jKWzDRwc2Kct8fY5bhLQzLXEh2dKxBreAjWDK+WozoI1vuW33n1ino/pEY605KM78+DhvXubd3/644/2ti8Msq/uOIzaqaQjOyJiINMMVC8ydfuzl9M2O7eT0mn2CFsfPHn4+Pv/9q92np3NLmTXIM7COUv+TUfWpPSxzdFtc2oD2aurz55bNsubcnE4ThgGF34CKm0n1u1aCkv0NUpLgd0SrBGGBvkt/TyRtKXRrBzIgu2Mlez2fLFswwOTwOSJRJGN7szpyaXzM4UUmEw1kuALhxAzkpSUjkg5auHkMl9yfdY5G3VeffTi5ODk3uP7dMfq5pqdY3YtzDs6Fri5ubT4W79z72p8/vTTXUMeHpPLuQsx8qgBtWFUZGpSX72Qn/Wkddc3raq/mqCtRLtUYvoA/8hSxmU4lcURNIQb/ZTAaJ0KJsDPdvnSKVF3FC2zhzLJpJLBgJv8S6VVmjIDjXtP3IDtYO9I3rn+zJ/+yZ8tLC6+9c47f/H9P3/w8PH2zmvWeqaS6Z8rJuocg1P8nHgTGKaVouyqOwE50W0hX1V4nGRkG3fE3q5RSRaGJSgkjnidp1Fs8x0Wr4amtCtOBS0S+RUVln1NYyAY2UFmNdnXkCI/FrhBqxw3w6jWqDxI0269gPmlCp+4ECJNVxpCS0HljczXdz5MakW5CjOr4qNZfqlOMpbuy8uQOf88KcNCzjchuSk2DyWFqBFyPGevi+jk1MucdQidvJUnhgmfoV4+cw8eYd8QFgNwndpBBF5zOj1lFvIGYTrPbExQ1VEfReAqzzEC0egaggiML+Zxa7nVhHNX6Ve1hPWXid7sk3/1w7/8RECUXRxpLJJgw1NefmeofPc73/nFzz/cyi6gLw6GB9b2bNzb0MmziQnU8HCkdnrOXktDjsmTc3HpmvTWF98+OfnZ65+ebB+PlwZzolzNMh6PxbFlzgLfUIqLSwtf+fKTF89e6jBBGrej3QdFQFpLr8vNmROhu/8LP67QxJ7PsF5bYMCNNiKz1H56ol0e+hm7KTxUvUfNQuEzkyaCPsYj1qYwO16xw15/g+ox9hFK61sA0ATRnqYUHS7SNx9pVeXu4fBgfW/j4ckjR7PdWVk7uVwQuGmzhseP3/rwhx8cDy3gjwXHngAznPq2up+Y6QW5C/hxcHXr+VWUB3D+q3bGIMAraY5HIVy2bIzXg0DHrHZ+K62XI6p8k0ToqRB/64WaZWwLh+ud4tIWyIj81DUKBh5SQmPtDDOhdGpva/yTn3ywcW/Npq+mRESgA5TbGUL4+OHNsAFi/Wzx2srRVzemakZvI0rDf3ivyCSABMyUhSdegeGWdjJIb+ZXYfVx1ZobY8GosFJkDwqDm3zUENDKaBj+pWsDIAiN+CU7TvEn3WJZjsokb+17EDZIkq9Kd1VCvq2+1bN67nKb8sQ0nWtJXmpHRqOTlsO3eXJToBpU56e6wmNlcVjzvbs1gifOGKmGIwr0UjOzjVcxdy3C1c/ExV2DInMBqibSqSLcYUUETrDpYkw4MKcmMpTkAWeP5qF/PVGqZofDM/HmChowgUx1BsvKtJriMuuAMtIw/2Zj+I49TuY7fOqODxJ3+eLV0d7e2b2HiwYm26+3aXnHh9BWGIUla4Xk3PSCFQJG6Q5xX7+3+Vurv/knl3+69bOscDSxrXJeP3YslsAZDJSNtTviW+3VL+B6a3ubvSryTB5ekpXVFS6S9HWQa5gAM+nv4BWv4+8QQCsarhG1odgTyb2kVflxnZ3Lss0Wh08CHLPmwlc2VSjlaDfEUbeX7Q+DhmmdWw4j9jn8xE6rwOQ+2bYX4+nZy89ei2h8ePDonS+8bUIBdMPD8fLamkEBI0bBF2czYnXCfoAESBhM8ic/PNQAMLWnxV6B1k86JMCmhem7JPetXcWExVVlFcKA/JpO1pLPGChSXXNEKbfWeOam3pZTky7wU/uUieiu2K4VrgD+Xfc68IXl7gcf/NwS83/0T/7+T3/xgcEOcJjrvbnpYR1jY55PvICVaa0QAJvYgyU3rnCoFvcSaqlOLRTIaaYMkjxvN+2VSgNlJQVKaY35kfjCk1kGVJASMZY0yeAuDS+8tXv5875k6PbaMrRi62UxzJSTVOy8MAGpiplcGngtp2v7PO/QM6nI1G7rt/z1t0jjrZyll1MjLn1DEVQ2tlhMV/ftBtrsv8cFu7s9Yv0QjqqxETeICpYwUv4VPuPLqP35FGGcE/0oUI8ayDxD1ikw0xn2OF4VNED+5eMwjNmH/I7ug9oSo4w0Z5asMGuxTaUdUmvyX7/1ZOBTqHf6oK+AwtLrzx9vPd+RUV32toz2vLg+2D60Qsnyp+7jewAWnCsS9HDn0CdL/YHByGB1Yfdwe2F+8ff+/b//47s/+fGffSKEpTc/PeAHu7j6+NPn1il86UtfYJv8+Efvv/322yKs0dtiJJ7L46G2OJfmjEk06fI0F4SeFoLhANYgVPLQs4ZipbnXWm9BIrnhGTnYHUJV9YTRgJ770JgZJxsfsdS2tg6YoEK2vToaxsiShdhmgoZP0BkY2bzscmFu/kQ05cHpRz/70F7pIpo3Nu+s2grd2Yn9wczMWPzn8XHCZRIy2+/zWQLvJgXUIjaKtna0N55rS16l/8/GOzHWXIGqZTLFE0yGq6XFf824ZYvRDZkeCZtGzzubNthgh2uaDzUTexb58St+iq8r9n6W/SSGJxDE55rt6S32FnQ8fnn6/vsffONbX7eo7MABkrbJPTsVkykKiynHy2UDGt5ZusXnygGnWtwzEPQ9SNA0KXSlbJxoAGxZHy3oFGCw5FECVQQWM51ahgKDwIVkGSblSz6T1MFGhq0bO6o6wLRWs8hFk8s0OiVUAo8yXW9/As8ToAJSMviNio8bLo7AyWelwhowt59/fkPE/6YUHZyUulJvZAgoQQhytNLaK9fb0iaZM0iJbvLhYJEVGSsVpHAILIUFVGQyg0ADQooNHWhWfiCtU3j6+Wse1PilqoUyR3SzZ00Zo8qdMFWMqGxUHmF350/kCOyBXswjLmtmjRXLFEFtG8M/r8+2oBjW5OL6ujw/GR5dD+dmF4SZAa5vT3Orr+zkND6xXGF+o7v/+nBnb9uORo/eeuJoZ8vVzcZPd03X59yec5sNzV9/+etfBugv3v8s0xspOIY0DmN1Q5oNNL3FQ7gNG1nSMvXy5cHRxc5rh0RziOIQrFCkpRHKJijLIpBIUNwSyBvV/VSFMsNZEndX/NUTgnke673UAdSWsXZuuzORkAk67C1gQJv0VBeVmQ4yFbbkQ7cfom2msk7okvdw79W+06uH9lpdHJztgPoYt0MzXua1gKsGGxYIb4c5qwlpfdMIE17Ji/A12LPbihFNu5GNIkj/mkMBqltoTNIsXgbMXBooG6JiwWBG7RHB9CcRh9IFVU4wVBXFPdS0gH0KdI+pWwp7zCwtrugDuJdORpf/7f/tn/3H/+n/+uu/9k10+fDDnx/sHzrnDnW476gewyymamujhw2ZirEYyegS/AVACg47ncehCO042ZNWozzuA/xNauC1a3pDGiCN18yJfSc/bpfBV1L73A3FGtpGVU4Q+2Ye93JKSgMweLiEyFGrqOVsr1y1Rc43C78t081fT29W5MNSBBmGARt8CvRJq6gVe1tCMkeEo08Z6ZzuUFd9fPITfW/rQ0toRXsHGQ4ddgAoXDtMjS+cizjbJ1hzWGLNbRy9xOPgwIHGDgqIKZ3mBGUReMqhPAbBGL1QlhFzF3eiWGmUqr7cEAfjfR8aOmbhkJmDWkyI6nx5Uz07XnLt61dzmiMQAMlLaTj78rPd1892py/mTLwtzMxnUfDU1eh0uL62Kdjh+asXK4PVr3zrq1a+v/js1f7rMSfu4lLfst+PPnnBjwARQNUf6lgyg2XpJD6dy2jqOHtLxso2FIYajF+6LCHRfvrqTRR7QsiRQXLvFUTnfpobQhdNgYS3PPAKnYqDI4KlKajTK3F11IEJ3eH4MH7G7J7C8cqQiW+fbzcjHIrc2rIKhgXA3uvd7WevDoR+jIRvCcdyDm/P0Kmiljg+welfyJJ/cUGpPbwLBkkJ7gERvgBposIsHnETzm6R3j4HbiyZ1l3wBUQmLMFAw+I2P1Iu1a9YBSkpfk9P86Pe6YQKY5GHuEyrOyIYTT6NPXuDhLSe2xdvqevsiMPXp9/7oz/+D/6Df/zW47eHhweffPrRmb6dJy9LBrNbUYM9QL4hPErAJK6KpSJcg24oqOogXH73t4nsKQoYhYwQRWYtkZM9oNmcfESDKMiim6TA38gJe8lNi3kYjdB+F2PU80gaSXHNTSXYBlLIWqmV5rbB2VSYjO1tSq/SZGtPbq/Y3r3p/1zDlCnJPUDyBJGrC3ZfP/Ow1XVbYNWYJtMCdzbWgdTG6Z7QVq1vkBlNnT2GbAZ+mUPECMSaHKYDZyiwAHOqWILDuGWJCbdc9n2OrdiAYqameihQZSJuGG6xSWIha6mYZdGNXqVij0RwQbZ1aUuLwrx40DgXtQZjysNRt729LyJpbnEuEalXjjARdtsxF7LT2/3mN7/52fLT5x8c/snuj7/53Xe//NWv+GRn9GppdYVg21qFgrAwyTzcN777DbRfWNgdbh+ODo+53J2NYBSjS8Vm3JU2SebPFHBpEysIkoCnoqCP0hN3XPf+qKLw3bCfqzwSXXDbTaVpxQGeOzvcK8Mz3lIZvPKwyQkKiYSEUabY9vaxn/3+pjUk3IRZoXR5QZFSf/QCj2DEtkiPKHbuzuZK9u02C28LyuXewf62aYrTS9PgC3IRBuoHbJ+nLMiG1M8fNAbyJJOPaZT8rcmogVL175qf2Ukyeq3o9qwJSgC/mUu2d4ww7cfh0SCxochEvH0RjTd6UVVqsmtxbK5+wgMAYsxe2CZs9mh/v7cocJvvrrO41v3FXz3/n2f/4Du//i1+RHMHFYCIV6w4iJ0U6QvLxzvb2MzP2DUGrSc5xYP+peVh272Hqi7lG4tJag1Hx3YTMAqYgtDEG+dunvg2tC4N4KvErFYYq2zIi7VlaGaX4j308zb56ROFBOjyyHkFBqnVogrJvSpaun1ye9PKbNnc/0pSlFfRBRmZJ8EeApLDRnhPlNy+Uruf7erGt+5x5ZklMqtBiKYoAJcypm28ThTAP/Wlf7DJX8x41g89fPgITfntrBv/+OMPLcy/YxOyzfWNO+tk/MWzp70Bg3+EnrfYVHd1opkQBgoEqLU9UaW2Yxm9PQTBd95oTLgueygyS0MpfX8RI2SzB3l3EQBozBQxpvWFuviL7t27K0JZIPpPv/9seuCw1s6Dt1e/+3e/fdE/zZEC0TBXZiLok2zAeDH1ta/82p/90Z/95Ac/uRhfdM6uj/cDyp07A2MiUdGMlW6vY9DOI618E4pHh2a/IwAYq7cwSKW6dxu8Zu3FhHuqRZ8zAf3awHNtjBiGqDUnPjdzwaxJDOEcazpSZy5X0psNh1kYIwyJzXLv4brtFMVTqi2DFP/SS4mfyRmK4absz63nzb11vnORxdmT48u93bGraBtQkQk7xBFvGFdyBv6pEPrr6hI+jBxTMNEDU7wMltBfLgzqjEOHwe+J3Vj60le+9LWvf9lX9D7t71CCZ589NaEzirZ07F38rP25vq0WrACoXj9hhSBUZKjnkUqYhOl9y/DOmmAimpkOU3V6MhsIWXwBhnQw2MCRkLbLnZs2q/Llr731H/1v/un/9D/98+29V0LFohTMeRo+pqco7VwRo+2+MVq1yiXWgSFGejx9Wom6bBKQVC1hTs9LVMO97UOA+aSNEUAsBf4KLg4pY5lFhYWxyyLwmRnckrKIer4tDYVVmlbyeUqpHDL4kOOjyiz4C6T2s+HqzVfuJTD6vAGoP1ZC+tcE0SeeyiBUtbft4ktlXeI0THULj5IlP1uBv3LFM1//+pd++IOfe25TSNr49Pi8Ofumvvm/elvx4nyEe9+1FCT7c4TtRMX+/MNfXA454Dt3NnuDZaeAXA+WF2w73kLOoElKTDMxV2StKUxjg6OsU6omBXsVdx9tlI4OiyTcy0Rm/Avciml7lELZbxeimsU1h4QKr3DptEWh8P7lL3/leDT+iz/5wFYx1yed6X5n8+HiN3/n64cn+4vLOScVzATB7sNoP+guiUt/+fHz7//598cvOwvLnQW7qo9OzFumexH0nz1nkDi9h77kwYPs1WvBbODkOA0NDJRrvv1GFzS0amKBFG5wD06ZgedeUayrZl5mmJMBedSj/K4psFxf5EKNqXy2c+/hMq1MdFV9Okxgku43mA0TAgW3pkMwZNYbm8RxdJJCjsc2mBpdnmRDYUkLBGUTdSNwQRNCmzgUed00gIT4/BbysoRBmpRV1wnHYor3Nf/Xfu0bPKw/+skPX75+wei2ZEBn+/zFU9Mu2mVraUs8dreO+CjpI82xGS05t6bYBi2oCavwqq7ogktrt9NvIyXwELA6A2SEzzxJi6zxruUhNQOf03RWNuaevPXg27/+rT/+0++Njw8tV6MO6ALM1QBmwrtpyL/pApu4Nps0qFhajB5v/NNuVO1n8yO48TPYvTENGt/G81GpCp905pUrmGu1e6+nFORO4+a+SmgFtuoabK0c942F+IlTRCWvbm7/1r8VJ+LbsBOjqWoJj1mq75v0CVW17jHojquIpRUVHDVY+k5mN39bBTwFwnj2dveP9s8XluYT51YaJ1ruxbMXOtzNjXu7U/s7zkc/vqp9puZM/AuS23s96px29mbi1N3cWBNXnk26iiTID4/ohHUzp1y9J2dPmWJx5iEawSDXmBg6cbW2pctKz1FFZPKGoqPJHcEp2Ib//dpxI46goQozJXkW3YzAxg4H+2MLgbJlYplo5iMNZl99Mnz19E/+vf/w24uzS6+fvlpYWdLV6+Rpjssp0awz6w/vvHf63ifznwz3zqYvTxbXF1gNtGDiJGAlkebYyD6uM7ZfpUGgmi1SmNQePI21Q9y/jtk8reeusC8hnqtBAD0mPzmBHgRjEhnMelWUC9YIKvllypwcd3a2D+9srliCSRjOsgltW5GSqPh0Z1nfWDZgtved143roDPfkmMjOVnpUZXKcPXWl+/xPsZwqCjPdCF61CnnlP1KvxTOBh5VdW9tAzA2X8J59n/57PlHP//ox4KCWU4GOZ8++/Dhw4e2YLCSXfjWvUd3BysLSyv7O1vb+zunoxNHvJ5YfoWGnD1F4miv6LIMCmIMByHl0oMnfFBqMQ5HukJGOojMcSPFf5PgTvs+nH/80adf/tpXLFoBHneOrKVvw9lKK8An8DeE10MUmginbEaLbwiCYT+dNZko0WeTnPa2aOeCsgrn0IqjpJlPRdXArzRJHvVW1W2AznKDczolyi/67vPUQPSFooJkRTXF18p58zppzOffTu5SRz4N+0FPSgRdhucUKPGhNGsnpYiGWnjSAhs/FIBV3PTCDex/rfTsrTbLuF5dWTs63FaCMjBM4aEzu7N91p0/tErEloSj4Subw9hkSGdGJd1ZWz/aGC0sTWFBW1nbfOt4fBgSZ8+ihKKo3v8OKARU0cC76NTo3jr6IvAVSxRj4JIMM6Pba7xND8ju3uwGV2VntmwEO0/FfAhjVQoxJIOLk7FQhRrBBsXKdpagyLvOv/5vv//Fb9/79m9920YWZh8dsc4RsTDoi1Y2xv7iV78o4Flg4tj66N60I64JO0mhYYyUxN3p0rHLq1dHDOm4xACYcUtiNXKfBk34r6EWwG6A1H7eXtsTciUETp4E6lylt9RJ6gitg5ATPmqH5RbcpRwrMmj0Q5ayDdku+1dHF0doT+z1XlBnsYz/YvUD6dr6jrjxLqIyrs84EXrzFLdgKgufDg53p2dMGkMc9PPYsrWaaQb4cHx4KkwdG87VtAu5jD1yOgLY+dSxbWBGR4eWity9t0ZRGiBs773uDmb6NmLqTvH12u3j/pP7q+vL26937UE2PLjeG55R2q27VrjiceGEpE3rN1zFUZ/JDglsJquIqGEsq7CQFvmECzEj3Ie//y/+4Nu//u2l95Z++KMfWC9IiZRsFMLfwLkCwwHFWLhRyflRoUo0bzPTtAuzh3lKTd8QKELuPnJQyVt/27Vetcd/07VC5WK61RAScd0U/2SbgNsPWlGqkG4furmt4vbmzQztXiPc6DZafk3jIcJU5ljVxRygJc8zz6a0YLu5JhseWgnqlNGTN6u+vVfgwcHpxvrMwmDWUp3WS1Wlndl7dxaPh8evnr9aWLRP/RoWzBLPi0OG6+Jg8PjhxmC5y5wfDvepDzBk4HR5bT6vrfxQtCiRzFZjeBrG+SI1QnP1KrxvyM0kqBisCLg+JGRjTzchDxewCbzIJmFTzmLpM4jT4HQ5ZDENYxAZxseAj30W4yIhKFSQnVd7HVbOL/7tq+HRn/z27/3m1Vzn5YtXm/c32EDmCMyT0qJLm8tf/85Xn3709PmL4fqCs3T1TVIbRDsn2lj14s7dgSVctjM1vrM3TEewZHRtQiQaVW7pd4tWT/76Qy1JY4rwUCyp6eZJiCeVooQRaxUtoDsfGYp3Djc2sjLX5MbFqa5mms9ETqZiZg51BmedsZV2Z+z5zp21hbubj3rdRQaIoEmnMu4/f2kPNBZJhCqSryImY0YTIqxT5SSlA0yz9STZxguVbDYt87SRhQiOzburh7t7w9ElzXRnc42F9fGnHyIU3WTblcvhAc3EYHzyhSd3H9199cwhlVvWECiRbUI4U3DgJZnTkFkymK4AFVUE4cUV03YQtX+TmFGbw/ou3UrME8CT++nd17alefVr3/jaYGGFA4jZ0rCnBapRWvvp2m5umhZJk3rZrngykmcT2ZuSdYUEmCGoQRqZgoAMa6uMVk7gBL8f4arKkDiK8GWalb+Z1amGNM6tj1NlpQaG28CZTz7P9OYrqG4/oaLd3F7bt5NmQKEOr+yChjp9bXiWVOhUYnZHu+MhuMO9lBK2UjhkynVb5t94AzryxdEwPtqZX3SO9YllwB5apzhgrO7vHdoxwLjRNJvvcy5wpf5C7xJvOsBPkPH1eXaRq3GgeayEgJUxjI64iV+3hsoZSkYLBNY6F70UQCEnqMyIB2oFivTZGmbUKRZY9j5OB2oBKXOeyFU88B5HYtN50HOXzOMsTe86m2D+XHTQVdxKHauKOnxgM68+Pfhn/9d/8Xf//re/8WvfeL79NBNDfGp2Arq46g16Tm0VXLS7PzQM0RLFQhi7FDJTOgtg+pqBHZNnVu0RD9yrhfFNF4EnpLqh9K9gWSEyuBh5QoHbIkmFaZS9ByXVe2UcoeRYyLWAzjYH1uwcHZ3asCenvHb7l2fOWj8hfhb4MMUhhW0y1+usLi8sLPUfP36o0+drfPVie3xk64SOY5ut0RhYlUUXtOFXuRky0Mpk4IQAmhjmjkmENpkwDoWwkkCgC+sAnYZ9ZH7XQgDkS/M7l4qdH6wyUND69NweIZnDtzeTc2osE1i7tzZYXvr4g49B1460RMUY28Fn/EhQRCoVBQL39fyq2ze/g49it9vZwdQx9NAdwDGy/un7v7Cr70/+6lPh4Y8ePOG5AKve/RbbCmn3jRyFZA+SwSsjz4XlVd4e2FOvwVTUQRRChtbtW5/cJl/JlqKa+VovPPC31fIrVyXAjY9kgCU/W4IWORtIrpLnnrRy/GzlvHnTMrz5VcvjMyU3u8ZUT8aJBugCliIckRfZWmw4tV/Ot1a5hsQWUIXPbwFoZb55BZJOjmfNGVZBbaUCZmq29gi1+cy5ObyVFY49c1UaljPCccfM/LTV+czzhUHXxhOqYWDrraLAtVSnz3KlEqIuhc4aomc9mRnxCiklxVRy7IIIWygWpCcZEDijWhwTNkl/Er0LlxknWGVpWwu9mhNTpohDnGx4BTpCiGxHW0iftqOe6JzOxehMSMLp0NEpmTX8y7/4oeW93/3t7w7PDnWZWu48InHKlycXi2uDr37jnY9+8jHQBVijKczRBTWumbZgKnHNs93BEnd0+lJmiDI0LNU3jvkccYGh8UG7BsYYokyW2K6McCTyEWT4iLbNmINcJ3e4NtiAGuFRou3N6p5ZtHNobCsajzbhM8MNypnvXnlNb/btlLZq4+XBJ599HIPGdmjX07brhag+66fisrCoNdYENnFW2e+bGr2wtSq9Z9jA/RJlbNo8DKPvpukuRpmuyPmYyiGftvmgF7pziWLctYt8d34z2zf3Dmz9fpCIr95UjxXJYTA/PIq3dmH5zt3Nq9NLG0xW9wstRohqC6aaCGislrr6WTiD0doVM08wrmfBCqTTT8PRqU1cDva3/uqHP/t7f+93cNE5LzG2aelGqG4Ld1PIDFeFOWt0oEy31AE7S9QtwDAPl0cQXqN814In9YZYldCkOCF0UU97TmUXrQIAwdMCzwHuWsAnnlJpjUnk8bDgmZDYT+mm/BC9vXVTtUxetdLa56VrMkYI0hIgmGNU4dN6wuZLl8GuzJS4ajMQjK/aSGHCaYBRTgGZ6v56UqxhhWKlldXB4cFIYapjSNrLJLMRJ4fU0dVbb4l+6b/a3hKcu7g4sAffmoN8RH7MLgxWFnd2XxvRizbQ92gxaDBWTOCy9o9H8Gv4Yafqhe6SPQinLcg1bo3ABbcu0aahvM5XUE1p3oR5wGDjT4EpnG3Z4sbmCQkBA6LhvQzEQnaU9jHDxV6a0ZGGKqcX5tyPz8/m+gycvqGEbexefvr6//nq//X3/tHv2pNFCeKm9aP6ztXNDY7xjz78xH5DNVUBxW7OGQqasZhDXKk0Bhe7ILGJhJE3jo6jwNCQ1wld0dItkDBDu4kRUY9D53L9sbi1N9aFENr5hJeZUiD2xW20vm/9s5YxDGEwxEAw+D88Ou/1T1dW14n61v7u9r4NDmfuOgzn7gYNKPpSGMLe0W55aCBe7IfNlVvsGoY4NzFpvpGNhJpGFgUbdxOY8XDMkNhJcUapXphIlohFdmonO3JEfWMjm8HdWVrTaVhAbVt36sOCiJnZkcMC7DjSBsa+yiZyGnV+Md57defeXQuLUKQOzYIBjUIg4VKYhK7mtOB7wtlhWcrOIhCCcDkb+XFDbqlPPGS4vTboTp+cPn++1V+cPh6aJ764u7n54sXTdPcoAKdqzTX3IuojefkfNrJ8yRb8eqFo1hI5VUYkmnw6CX593eyRDYqEn7gis94OqjOrVWVWJ1mErkEU+mJzXDupN/LFwEFERIuY5XcGN56kderMQ01iFsYrIxgjAcvQBeoGki/bze01LbhJaUkWbmWVSqVMQWgMH5bBbsgIndWcKFBVOHjUNvBdB8lkIQbq2C0eWeVR6U2pv/o3KCyGZggKaD/YHZEdZn4GaP13O8dH1pB23n780PDMHgLgIM8OMlU7rjLqtG4+cExfOs9gxonZOZp5qp8NBa/290d4erCcHSn1gThbA7797S86VJsjmPg5+mRsrbQoB63q6nlmaVrBTRNkwmUsdjyjBr21fcPs8pXOirRAtv3C9nYPj/Y7SwuZeDPTgAfsKVi7gDpVwZ6rJ3CRWi09XBmgwPhsrKcTg/N7//jvd7PrwVGIw2JctODazPjxH/5Pf5rg3rPOpjXz+0NBwStLDkrO4AgxoAr5I98I64QvHoQYN7F+7ZgIKtMZMG5sJX/1G7KHF5pyCHEZG7qyiGEpvHjTbfNmUBfCiEHSLkqdX9DA6uT4vK26My7wfHF5kdfFfg33nzywHYJOfmw7Yb4DvAnmqSu2j5GezaASauAcsVOHss/vbL0WkEulQmKShlTYHEZnOTD6o1XreNJmblDSOkw9A8BU6i1FgIHAQ05g2UO4CKenF0yKWRHzuGM21k+kTBVOSTnJbk/E3L3IscO9o53X4/ODtFR2+Jq61u1AICFKOcsrfTY8FDAojTPTj5UrGgx4gwpmzdeegmZb7z956/7p2eH23gujp5293c2NOwZ6lJrDL+PkaWORbEFn9wezrQPIMfeRTbESl0nJiiLpyTUajxuTNflHi5xtdeRomxOdBG5koirNW3/RF/uZw2PzepKGR5lFCdAb8zaxrBQJr16w/aS5NEEOdDc6MxKL+o3ZGyNF8hbbIE5TqUWlfOoVwQnCE7x7tb17YK4sB4cgjd0VRBPQKVbZnZ6ZPTrYE93Tubuxymg9OjhdWumeiDizpm8+y3mwIT2uh1NeVHKlIL0wn19KNWTuCx92tsrF228/+Owzcpr4d3SYPT7o9FYdOpTOZ3+4T9KzdrGbsxwoAsqA1Wml32w36g7xrVF1ug3FkM0trqZWl5dIseHY7JRTJ/WkIhcvj/b2x4fGldq5f872AOa8g5VyZIgRfIbJtVEUZsqIQ7EChSJO0KUjEwsNP2XB85ovzK9Mm9Y6f/npcPPuiv2NXj59fXVsJbbRsD3RRzM2DrIdSTUcJXHwdC2etjXBv/hvfv/v/0e/64C2rcO95fX+/uFRj23VnX3v1x7/5MdP11fnsv8a3U5WBUoV4qLAUb6EXFn5bzrjK7McaBDGpe9RSLBaBC72RZRsCb6Poj1STkbA1buU1q9uIa6a7NjHldWmEjBwTCcWuOkhmvR06HSkTn9p4dGjx2sbq7/4+OezEC/SKfLf5cwLP8WwP3es6MHuHhOd6SKU2grgFZv26WbxYXb76jGXMz4QNqjjQqpqhqE79mJe4g02nfOg9NJNF+DLS5tClNMn4CcFoYE+ejG9oT+IVXZysThVWrZ9EED7oZT9bUnhwPZTOqzrl5+9PB1dWqzduT7LCTaWtAmfLFudV4T6U1oWvtoUobC1sJj4P4UBD+1Jze6rnauL09/8nW85G0nrHt5/8Pz5c638tV/7sjhluo+9kfjMCKRa7F5r+4eEeNEpyp9PJHccB4rFK0zd0LkEvjrY7G9grAuodEbeKSMdQbwz6MhwgJbGVzQXaLU0AlEreoPt+JvEBTe3qFnxrNvC7J4X+6g25ozmAcN9A0aJGlg5YjK0VzwaWMsrTbHVaAlaPlFpdDcv/fkFGbJw00P3FLEN85GHc9cUXPntQ0qNU6D58rBKgd7qKpAmF8gNQQvLlFtUUMDxgFm+3lndGAgOOhrtMzFylmknZ7OpO9yDUGeB3sySIby9oWzIZU0/6jO1NNAhJQwWfn0eqfChDZH7YgFG/N5YEeufT53b3CMdDPuNnMZ2irCoJdIQyCA1MleKwAmu0EqOwnAp4nra8c1Ie5zDVimoc5x0em1kw4IaMcZhALJ0mRgj1qYZN5PSjjDZHfVX53//X/zhv/sPf/utL7717PXTteXl4ehQd/qFL3zh2WfPVIvfTQo5zMMfHKAocJBvfwhWpL0sQarJTYYamdQVsInDZvQeTe6bCpAVliAU5Gld8XQhWbFp5P7BkV7XeZH6Z6S3lKpCEmc9B4cQ/Xd/7YkE/ybz3n//R0urywGJIjCMjss0pqaBxyLfqVjmxRWDdyK9gO5Olzq/FLGgk0UL/j5UAaym6ZrxaAPMoDLtiZ5NUeH1amE4SIlgjVV8O34OzPE1RrsVkabSoekNMHMGVxRcPtMFZckALcw0o1VBGi/GgE3zBI3sPWm/qeN9OtR8p1DLsuWZ8dnjAkHTt+P2DMhqqwKoczvIumb7T5zvbu39yb/5k2//xtcdqL23d2D4j32fP39B7aRrCrSBwUP/WDmuu3vbuMFUQjw1XjEYtawzxbKIr4Dfyeb9qol2N7c5lbXqeC1ISEa4Ik7u4sW6TYUdv/JWqxNhU+8mUpQ/XgU/6cMnqR6SzFneZGJ0k6Io/C8irlVEC8ThQAUZuHNz9GKP17ipbSGRE8yQRxMQzmZC13OXjCA9dyOLKJuubmKKuZpg9ZIpTcO+IXuoB7Y0aNKcPONYEk+YvVsyRsPyIML3s4/eXSce7PnRueNMOSFiFHLZUeSOooolx/lHDaTLMXIxDdY/2D04Hmf9PH/TyCxzls32YMkR2nYxWhysOvtNHO/8rAOwfdcxjLmwownmNfSY79LNZw4y5b4OqwEmXgB4jKXUmbJQNYYZ4pI7zAm7xXP3Hm3uvNpzAo8I1tnp/sHFmIvTp7AI9zWgwB3Z+sK3dtxxFonppM55549+/09MxdgC4OXOK+HF+ixIfeedtz/4q4+tVjo+zG4ozMU4TIOu1EgkqPRihks9aw0KQTh9WTsvYDj2LAaSuyUAFt79wmbpiCfPyyJwD9lQZBtNuszPhYF1VbP2MjjePh5sdC1J2Lx3z9bpuk0LkJS8vrlhUiMDJ51pLPZ0MAYZRgRIAIfwdnY4Mm3rPgbAse0AlqM/0Vj9xNycrI3bqpuK+wuzRyQyQxN47BEo4jA9cIFeb+N7cJPhWzG9WptghKmENGTLsHgiKlAgaIqqEJg8M0Xfs6xteQJYXHt9LIpieWllbmXONPXi8sDU4/7uKae0GAZdBUXAM0PFDeacQ9/QmLoqxX1r424LWE8vnbhxtb118j/+d3/+T/+Tfwdlf/SjH77zzrt/+f33Hz9eo3/C1hMnX3pRbAByxhcfh5vol2IqxWpUFqGlyzFcTEObvBrFGRqCRv7qoLyJZEga2wqccMPkixo9wWTTF1WjL5O5en4aylfoWAVGt0ByyKKjqwxA8i2QdGseykmvaoj4dF2FEU0UR7RNtC0XW+a3aqjZLGXe3Gt8gQ6E1s67SGCJmkMJGPg1t8cmIkSGlqpoMOSm9EA9yXgnzUsD40FMSICdzvOQ7NsUdK7Tm+0tdi6H+6ORI0CnZ3SVFP2MbWzTyCxj8S+yalR2Z9YkI+PcApuZGPfZ2MY2nhFyeqZ3tbzMez09u6DXmjPuNeDhvysL6AQc84M+BZFdqYNzaBIyUtxAmoOnOH+CSqce0tzow57LSDs+080HG+dL56+fO2rFiebQfn02Tnuxk3bmc8vUr3LIALvPNvuvXp3MLpto6Hzv9/+CU+/Rk4djvgNrmM7POcY+/egTo+SFpTmbqWY0pCZIQ4BgLkIcRRRqhs88Qf2Y1cTMBqZnGdt7q0VS+1IXlR95mEDL/PI3b2FwSgvmHM3V62NWB9frpPVyy2/Nv/feF6LEr68Pjna9Qqu19RW7A9oO3NjO95iAuAU8HJANAOd4ROBUM3X0qIeay/ce8JMztwGegxm4AM7Pymo1mM5QP9OY8JRBL1srnoDwLg2fFgA009QuWtysHeY3kEIgmSEgGIk0GPwHE8XNYXSibBoCZnI8ctzReDjoEMJ0YmGsSPPZ5Y3FOw/uCGF+9uzF1nMsdqKTsRsCI995fEoQV26I1DX1lDkdoOsroPg8xprVJVcXixsz/8P/+G/+y//yf+9Ak3/5L3//3S88cVIWLykoigiF5zQDjkRqTB07Dfzs1OiA/JsUB1jkfLJ7h1u9x+Sf2uFW88r519roWVrKuPjlFHJLmJwgNE0Rhq/JRU8M98KFhZtMopYk+p2zyJt1GQxFESgkrTYqpK95+jg1FjKMpgoQxqsUEksUE6FIk+lsyYhq3KP6hHKtTXUXYpGZ/cnxvwwCupHfMhFquUQq0LUUQUZ2VFIITRlm1MhxynYmViCf89delglT7YogOkaExRVnfjj3Krtv0UgiHacdTsdTwAdAuE4vFnqODBsc7Y+XVlaPTy+2X7G1rleWzdgZFByy0rNN0MXV1us9QwOLKbDKcHy2tExvZVENZB1zIpyc5PiwTFLgZQhrVPAn6cIqWugQQjFvy5PqK66mshEzVwJCT18tLPfWL1YvzreO99K0ucVOThXTaryd9kJHHFo4+vXL3c17i1u7w8H6jO3d//Rfff8f/ZMFu54cZ578kjnGNPirf/vxw/u9va2jfneOiEnpJSEMyib/U8tNhkiOCVbKUfcWF3flqnwMlyYnZa9m9j4FhQztbytMNDGvQzo9vbo1S73eW+++w1rZP9jJAe1nZ7befOvBO4xbjP7JJx/lhJXScTHioIeYYVDjya5Txk5XzS7a399OMPv7YstX1tYEZaZP4JNjtWT1WWZlqBHYw5nRR+Ay9vESpxFyxUrkKRTIfAN8UxC4XE6tTv4SdZW7lzdcKClKv2/BVfm6PPcJLpUHkIZ4USd0AgPNOODyfHh+PZi7nF+eeTB7Z31z6Wj7KNu7nZwd2qTpJIMYFhkQx3aVYYBOzZ47CiMnaGI+xtM89ibauqH/83/9f3/nnbe+851vv//+j22Nab9TFWqAa1ihIAyQ1dnSqiAkYGfnQjYqQLYEuCQ/op52RNw0PJaMe20N/XPjV2Q+TY0sgjFjLdEYDFVeiSJr8rSkUunmVxDVZF62fM0CynTNZLlKqQCzSlR8unRJCAgtIIMazXP0l5aofF50vwrK4q3OFTcnD578HAZKpiziKT+zqHSeIvAl1MXRUHC0wXjdTjBT94Em3FRSZ5yr03UuuS6GRZfdSxzYVdvMW1rME8u0744cIz7knISheHV01XhX1ItJbocLm9I04TSoSWDRq3SbVoLDOmhSQrx3tvawxsHZ0CjDUGJ5Ceepv0rTuLMr4xHckgjmhNswB7LBnlRjAywa6HXUrsEmNRkRtJv9/NHekC20fneVyv/46hlnNc+m7RxxvqGn8SauhQs10WEKONwfPry39mJ7b2FRlz77P/+P3/un//HveY1dAOIkn5n5j3lGeoMZXI7U4YL0hPlc5VHM7jFEpNqt50Sm7rLvA9DyGA+1pxmh5aOoMCVMtEpGcGmIsMJXL16aMl176/43vvXtxaUlYIiStpcJ1/pGT8SnGKODGoxN8x2qnMtJcxSacY8dVHUCUzNHewcabcvekVBQG2sfHT17ftyZPnzyZEDJ8q3wJzEK8BZ7AXjk1KqLFFYerMAX99IcpYzJ/QiO07ZoB+Oy6pLS2EoRGIpCR69AVIuEhHb83Jm3JC54SIHBUJJxFfsllRkO9tku2f//bH+0AwxOn83VNRu96xL2dnZZ8pZKGIX27HHU79maTl8Aqdk+woxS6IHh6bfe6dFwbrCw9Xp/68X+d3/767/xd377x+//kGjr4zKwTt0oRS+EZakj1/wWmXA1zuC0ktkWUAEjUNbWptWyBjcMlHFaCkVrtNmco1+FhLo0Ulgezl8I0Brr8dcERqxbM9+YStmlGIMcP/E0OccUGI66d0RIk/9wklkYuGLZiQDJ1lQ94HU7uuQ1sylwWn6lsZL1mta4YSqRPICHUim7Qfa6xguzZ3PHI8GyXLnxNWZ4UQq9WdsqyIcTXVktisaPBckUpJOMVtUbxhclIKB/aW0Re9mld/9oT+Os2DXhZHLRYiFSza4BD0WrVdhxY2ODqhgsTd3ZvHx1sXvwWhd0bh+aBLkh3ExvNDx3xhcbwfAMKzNgzs+5EI3Sp6x0YK6YpNsXv7A8P2NkMt0n9sChDkDTmBLbSVBpHgU70eUGRKKqeovds7HDnUx3L37tG1/4+BefHj676C7OZAGwxdiZZeJoNZwNLwpREOT68vneyurccChQ7+LRW8v/+vf/8O/+3m9RRk475sTe2Og/+9nx17975/nTV2zfkDudWjgg7N8UA34kJ5Dld1w8cRxgxNH5sYoCcbv6JvoDS8aplQLyohWWh69evTJuevL2O1/80pfoslfbrxzQbLnu2p1VB9VrLB8KA96WzEhnGrOoegGFUrwGCMxasnnsybkFCL1+9/s/+MHW1tWDxz2ju70DZsB0d9FBzr3zYcdiYDgl3jyI5imgDkBQGrBKHgCAn8iInx6GD6rjiosvUyr4J8nbduOqm00kpj1a6IW4ZzIwxs416xa6+Ylpk7NSulXDvO7UyuKicaIuiCf/6au9u0ub3cX5+/27qxtLnjABFAKjTr47HvIrGYZQXlxW8X6ejzvzq4PFjXVFm8O2pdVHH36q8i998SufPf2E7ioSZIRF9KLMYlMGUgIJJOKnH3bVXrqP2AIvWUsim9AG7MhwUglOmq1YTESW0dzDeilXlICQyQRhZqRtOimDBfcSxdSyBcOFN8KCoNie5lH7yfgcc832pywhEefCZqmao2RpST4jD7sLg6cvXpFy5VpFqqOy504FvFysLq9YM0ZBDHnjbLcBlhjLF85xFo9Qmj300qECN56RpNAFZfyv4Y09MUJ7LnOahKsyVIzBOPW1/91qfBTW0nAN2uP8MvvkIMncTE+Tueto3nUnDjDxzy7R7+7DNcLw7NMXtPBf/cWnnZMOqR4Pz0SBSxqmXP5hvVycXjJljjfjw8z6ZieddMpZqY8w1vY7jHDQm+v3/IRQlbA4ShjToUUVgiXHIwSPGRddTZlu57xgiSRo9mC8+9kYDHOD2rTr9IIK0MidrQN7ApoyU3s6C94JCsWou3t1761N9jVxMtA6Ojj43vf+SgfD5cwZ23iCypTAgDewl3agbLopIHqO5cpbya8hZovDQj+hC4ZKpCchK8vLprUMW1hPIIlA2uDv+OTLX/uqY6Ps4KJkLQWVaA5zAkfDbc4YjYVVTIqu9DZaQiEasbKze3pN/qenv57+6ttf/vRDvo4PDw6y1brgwpW1zp17i/ce3GeRCzqizNSrq6EvKHLbt2R0UewOfq9awk+Uu3q98p0bz9PA2ExZUY4byDbmQwU5SRSnABLTazyFctF52Ii/qH2YbyNOrQoozSdaiiWcaxBz/UxkyvH5iNo28kx4jAKGh0M2wvhoPNeZ31jdNIzaerltHJpQ84vOnqPZ11aoNshRiDMyYj76fvrqm9/8+s9/8QHbyDE5XDgHB3uqXoxdm1G0pNfFb5LnUdF1Q4m3kbk26t4EUGlU+A09oiMiYWinHQYsNBJ/u2vZHbQDhkxcJhzlaUoM0tKVCRgpByFjwn1DZiESQhK+EZTWjp6mlok94bcrhJyUFNwCSQpC5hgRMz3BPUtL5pExP9NvZ/u1owPTJHtB0Q21W0Hi4zPqPlu4Wtzf2TeEZ4bDtp7YGNR6HHoWBvJVOVnjXolA2TEsk8etj4pdQ2Pa/md8nZkCzO23trGwjfnp04RvZUXw9cbyhkHpwc4RpNlugyh2u+tm84QO20HoaHe4ujG7/4z6PrNfVhbomoiDSKjJPOt8QjisOvbAjoN5c47FowKMDAKTQQqNEVcqu1ZLzCywLvTuaANc3WPDMhwBSDCyBS2xH6RLYwtD7wweLNh//dnB+fHV9Nz5bG9mfDaiZxaWLZE61x9OzHtF0fAs4ovpo/0jjDXqjaYWsl7FvuwG8qgKZ+GWmPjEIdwghd7giH6tAUD+MA3ynJ63o7HNb3SAuKj6wlB9+/newhqe1HyB3ecW9y7eWf6N3/4tTODEdf+0ZdVZ7P2+08G2t192B+lcmTMpp2infl2vdT/hDy61TLfFC0FmeT3/4gfff/bZNk85FfDuO2sWEbLIoGJUe5+WaVPrv9V8lr0YsJ224MVwBQlpDYubPUdsaIhmBtt1I5vf8gQUHWTt0SJXMwkJFGIXOqIf/WNoSkFsnUFQ5Cc6qjESG1OqnNrxzfGr8eTrLVZmjy6PSVlsLBwnkK3f3bAYfm3jL//sQ6zYnRs4KI+/TYxEihadDWT5HKNnY6cZrlLYYsVe/uG/+t6v/+a3pzoPf/T+D/SLaxsrBpKIvncAw4mnFpiNdCQ0mjB9Aa6MtLM3It4504bXEwMlAMETudL0MhHcU6eexij4nBliIeBRBqRXyR810YiWov7flP3Xk+Vbdh/4nfTn5HHpTfm6vn2jGw2AQ9ACBCFSIGOkGU2EDEMKmdCfoAg9zcO8SJTmfULBF2lCL+JICg1jhsMgSAIgQMI00Oju629V3bJZ6Y9Pn/p89y/rAiRAaeZ385465vfbZvm19tprg2EFPV96EuJ8IYad70PK1Bt9n/p93AXcjrR87xtN+SYNzpyY7+x4oT84qhAEOzK9bRR2Hza03Vi1f2kUGkdItnm9/nK/u6xU7NnubtR2Z8UK/vWL5weCZXSuxo2lCohI7GK+RA5EkIWGATiv6GfuEjHPis9X3wZ9oAM4CxR23eZluwkYPsJ1CoXYN7O/e/DxJ5+8+4272tta3Rr2hptb673kF+YcUZfHLStIIICMfI7vQo5eyxomIoqKoC1ZVoHJfNbwjfbK4eJ8b5hB1pwxLqMx0vsaMmjNmDa4XFpETAhU8yhDPAAaa3VHGTc6jNqDV85OuphZoMrM4qq1MM8vKTwW57OgxkqLt7X+4Qlf67h2zGcSMlCjQeok0NAj9DCIu7lQT+gglmIs5iBdMxAT3zncI/8xp8JdLtR6vcHZmI1tqKyD6/oSNcVhucT4bvzev/dzDx/ef/LsKZi0rGHShRpx3m9Gd1pX43Mh2Ta4yNehuvSYWBM3zavpFyAk5TG4r8188fHnYs8yrJrL9fYq3zInzcnrCk0F6oW4TBr9AyAjsuQCeGP44YdCBDBO50eIlbmWxyLw4Mi6VqaM/0IqgT9rgG9SU4IUggHXjdjK5R8sFHaJwAyTFnOUUxUpqro0y4jNw7KbqK0lE2GONQfLZ5xOks8YE02dadc7nN93PhjbLPv81VCtnUZnnlkkw5BvKBiDIqnOJK7YHa/DUmNv69at3/nXv3d7e/3b3/3Zg73XL3ZekDsGzJXIyKKoCbRAlvbjNoCAASJIqdOpg06rGLPF51gF1V/+YQwFP/kqkA+ykI/vcuXWUB+4wZTTn4OwmwvxgCoM5KkCOwKUwrK0CzXEOXrNo4Rgjmy+vLW2WtqtWqdhfCcnJ33EGMvBPTfeFrBpIbnqM44gbUsWK9KkuD+j0+9+/1tPnzwTb15ox1AbU7HXqdyT6G0q9hBqrNriHpqSCQQ3kQWmQ3cjByAVLBmOLuwFCv+HOExYNP4y1aAuZ2QH1mzyE5PAtl2JLx2nrQ72988Oe/voz2dcY1Voba2+9/hEyksoGaTLK/KLiRmQyIEqBzIKSxAHjA5JmldnovaqcRRqEJa9yFKyLQYpLyfHM0VypKUCs48ghPJrYiSkbLW9RwA2gXIpU9ayEErtwbv35hZf7TzftxQ55xxX2lObQVv8PbMtuAzhwgXReHl6ObwYApyDGJgGU1PZwG/6bCJwKMDyGjoIU3jeP5lLrO8QBKqnwdTx12TyqxR9h93cL6jmtKqBfKzD3tLtzb/0l3/R2Hf2di1nHveOspWn0yq2wtjWZAh2zK/9f5b58BgaQrquRJUs63S6mvc9tjHTLLYS3VPT73/z63dTpE0VAJuOasLLBJyV2pCgWSD5Kkc4O//Iy9BNfirDq6ZTzQaHhLShDM3Zj6AWUhEN1Ujc401EUzmt0HsehzVxysvsA3lQKLknoazYCCEzXpmvExAuHt+stzAJ85ITLuxJFo6YbrVWiD+RJd2ZWlJJgqyrb3zr68Tf08fPx6Ny+idSZAxltdKxug0lKtWmpNxZcdmQc3k9Oh8peLuze6hU5AcfvM9mffr0SV2CN/KICEQ3tkL4TwA1mAshhMy9D5CByViJ3XP1oIroykt42EumYGz5FFNCA5U6QYpEm0Zv6ER7iVgUUtEmhKbGd5opbOx8xiScB4bpKW7gzeU9QwpVFcGh/1yVJE1jlRXh1zgFTt0MH/AO6B4XgwKgfNQmgX40PHrwzr27D28/evToxRdHHp9ZtEhpGNLutG+2SffUvmEIUAI5ei7fG3I2L1jU8FGVsAQISN6oWlo3IHJJ8Uuarf9UBJGofzzcp843bq03lxvOMp2futg92LEhwqrIxubK3pcvSWBCJAaPhJwYTSydKKjof2dgFPcycTdr/1IUQ+EYXdIi4iEwTZp54AAyGu6svQT/YUJ0XARM4ZLL7D81GR8i8ZPTkhZ4JlRMd7mxUVs9u7BcWJaj8pjsxYh5F3o2VQPMZ86FtbDLVPthrkmC0kexv/WIMQpvRIjgfQZC0IysIw6CIi0E9YnD5plrUUwZbjkdvHEloINIOVHH+wce+s4v/uK3v/PNvb3XBPbyyrK2rWxxr07Oh0gt5d4VYplMFAgrzC7OFoe24meutiM8Tsv+DiCku/SsyM9geKJYY0qeBJTyQakKsvoU69Wnci5bmaw2Qqxkr/NdXcL5+Qo/eko4NhweXmJmxPr2U4jdz/GPvTLDjESPhlRJB494PzOzxEGNePYzPZM80WTLECOxHopzAuSejHXFB1RhIqdOTUspl6APjEw20d3QJbu8yDWWraVQp6pfWW4/PXvrvbfu3Lv/0Yeffvn4uQiYpR89Oj5RjB32GVbVoAwBQQsikaqWY8iO3/qt33nvvXe+8+3vv3j57HD/JdQQQknOi9QpSVo5R48jGxuDSY5EkVwZNWO4gnxYpfjLZpArsAtBmG7eA1O+Ldk/Wa8AtOiHwDzgCs3EgGXBVG557OsEeLhXlQ8S+gnJhhrp3Ws+ZvVswFlaKK/JU+J52nrLJor2g+jsoroEQsssowETOgEajYufcLs0+uzFM8++87W3NrYHf/iHn16OauP5805T7kbGgJgBOGVwyDhGaKyDohyjKYn10L8viQXjdbYkWhdDMlzCBH7FTYrWrV21bBmbXhieDSzQqMM1t9jpnx6pszIa9xW0RkGERWupdnFam7dtKDKQacXoha8Acfo6Zm35D2FEECIwLoNsaUV6Zi+cLqguHpCFQQHbYyeDsUK5KZYrvRDiIioq7AQloXhJd1xSa91R0s5HmOqfHBEKSu6MjkeOSAuIbRSMIecd1PuX5aaRCAXwLcVaIjUcvoCebYOWWwwoLnOH4BITgjFUENlT3qUx/fkfJrxGJtAtxZf2HDXCsrFZT9rPX/ulX7ZZ4MmzR+xGgSLhwCwYz5t0svOoFh6GphUxOZ0MqSDohMuvmFn7PhWDJV2k5XKDx5EwS1vv6HdBMZPZNrLO7sxSV4pcZZcy6XGC6Zco7RWbPOP+Mxcq8b3Gq/Z9dEtsnILEUB8+L1YDzkOgIm3uhDbjDDEGpvCQCgXhA/AovRhZbKmLqfZim7nhcqdXjVtNPr9Wr8D6mOelzSRyme+dPn19dXpyurO3I2n1vQ/e63SXHz16kk3ckluZuHyDSChnamRU0fjEQSpN11Ws5Xndu/tAItPTp8+//vX3RdBtXCPrjdr+F13wrOXQmkJYl9FlsAKgZW0FH2vbRAAYpIusAfJcZYrmVF2gQg56D01iaZHa7vGcFjL3CBmR8Pjw/icIPA6nYEniY4TwZCEbBh0RpqEyI0D76i8KHE2p7cfuTSaHNHGNYJ6EXYjTrOmq90CAasoAtEAOD8ejjbvr48Hoy5dP2O+/9Dd+/tmzZ5/+8OV45kQgDPvZyoIkBKEjvxKy16cLM8QpzlLInEzGRLKnfuZ//EAoOOnkBiFFDUwwwLVzimUHjLutdqfVkTfoSYEk8UxyXkvj4ekin/XETujpwX7/8Wc9Sf2ZGDsfgzJuYxoFdL419KIxEBKvHMBjdSNFUJ2pZ7uBWl2sy1i3RfoaKKHIKpmNOy04GP+G0RdAZ6egYqrC+1FX4Id8s502dXoaZ6Nz5yn19of947HZwLyWDCB+RhmG1ezadAKtRIpqrnfv3Xr1+iUR5PASAi76Dwxi4Ilm8DBhQ8g7dAL0WgCEvGZiwp9qqCrHRvsssNOd7yLFeml5/W/86t/9/MmX9J2dBewAEe+Fuo1eE3o8ZztLGpkMxhPmgGC4RmGb3gi3uNBYEUbZi+7Ce2iaka9HosENmFMQHzVAFh8BNQCLpVNPEQJM82AW8YMv6wDX4DGbpSsUBA0h0GoK7tegeWESZF0RK1HeHwr02xWSckAkKvAaZgRG2VNYEuXCEBHTzLScqZfNTtoNaAjOwvm0gpilcF/UA/gVMaFBa2IIWWcL81lH8ISsam1HOV1Pv365AxoP7j20w+nJk6fPv3zu7vMrVvGqw9TwahJ1zhRK4ASeMjRs7LADX8ErcqpiY8ma3/nOuxAa0JUVOGOLfCyHehcAGGnBYsGjOcRYCHojCyJokEDJPqhgRRkYpC/zdehtyp4334VVg72sToWrSXQZoRFyiekRCmAb6kND5FEpLnADYY8VOWJgrqoXbwI9QyKD8CAGLOImXRSDVU/eu9kXhlLMguz3zS5snncKhKY6pgUFB1svtbqba1s/+aMf28Nmg6u9wfWZ5ASTZWxthQgA27NcA+Zd6srwHGZnSt5QQ5Ew0XxOA1Ymz2LgGa3JaH04GaeIkBVaNQycUjbTsvip3VmnBw9PkVNvOFxeX/n8s17KFxdjhl4gfDVi3wlKDaGrFwYe2dBATlBpUdlxFjAmz+7yZN7pIAtZrDJPBlJ0kh3mZbEq6X5ANJO92pAYFWEHB/RphH0a9kwdDpKZBU5J3X5wZ3HxuL/3KBU5zQJXxAbMlCo7llXCTOZwQD82g3iZwTUbH/E+DjOk0ApwZ80/6AntFLmWT/lYuYtwg09kUEugVRHNQelvv/XOnXsPP/70p9biLWfKqphvZMVO4JeZb/mFB+p4dwSNw3VRiCOKygCZRggoCC+Xp9QghQLdVXn1muRzo/7G3LxsDgedozyUS2N0W02Cw3OhYqb50PFqgiKAnJlLPTKlMod/wzrQhWA78kLiYGkuLjpYBRA4ymhpcUqwGb3MtOOzg/D0OT5ENoAfg0nLZhUaRTcEjWBBZSrzw09ORf0FUOJOZGOa/UoL8h/2JyP7W5NXzop6o99MXk3mO/fv4d/nL18ovfnWOw+dGffJx1/0BxfyWmzwsUBpDa1sf0ccJ2QALcV+lhqnHVMGge1NPPDZ+kZL+fzOyhZxYGmNLZY0cwMp8Rds5X4XYo8iTug8hnHS02LsMTHhIUIh6EZGbOXIMiQRmomDKvAY2EIPzrco2Ig8EIuPTg1tI8s3soCJylaPnpdTaIRBhDumriT8CWW4jCQjKHTFv8qKaRmLF0MwjPIK6LFYi7SKbcgxjErnbl3P2l5FwWCxpC0kN8Eph2ff+NYHYoo5SZiIm4JKrJfeKqKKEWQkscbj7KCl0Nr3/xdv5+c4iYxK0j+KiNzloSEtmNa9n9xjumhjeWldKxGX6oaMz4ZHg95+z7rx8EgEzdainP9LJFKwiRXUZ0dyXww5RlPAn6lBYK7wJDCjmEZj2u5D+y5ggdyKtwsSyeVAmfP2ZlnYMCy5NBamZdGhMO9NYzwayUTMYIo1a8MbRDNGOccf/tEn54dZAxf2UJOHRCi10k+d9h2xfk1d19Y3F5fXmnYMH/WHhGFFErARRNvqJp4xMz05H0BghUK2jnHH9ZmyFbAhAsYUtT1s89btBw/fBU9hQqdJACDEm61NphFt8ZHPRoMemkjsNoJGaLtgBRETgTFb41yBTWRjDESJElH7kWF6BDjiLkf6nCHDhP2Y1uU8YE/DkQ641qGnKGYC8kb1kWHtxRZMU7/ulOasiyj8ckwDQmsoqXZ6SYFAt2ogR/vHr58ccFat3lm9Fo9AjfLb2DhW/tpLUhsbvP7JmTWmWNTck0wjx4pEEumdfMFO4hoyCjqLrY3VtXZj0Qb2w/1dU19oN3cm/dNMNEDQS5ljjAJvQhk5SkNLhhx7W7mLj376YbPZdu+gP5ZmKQoRSpyZF0LTiFB5glNVDcDi3tN5RAB4KMZz984tiT3WcV/tvuoud9jX6J6libSiUQlycDq7asxm0RrcchX7AIiQPQME3HxninSZ7hKomlJSz2jnFbCYm5ZDQUATUqZk62HxaOanFrtNXK0LzVro0kKeTWRIYn6MPh4DbPoapvzkSi++IAtmrPu5P9+nX7uPQZwizFW5HtEQIQvPXl+LVZefEvxHCVJZJLN4R7a+ff8ta/Z//Ec/FvLfWLVXcH7/9fFyu2kkotvMxZzLKa+mPm//mJNFp979H61XXUJGJaEqQTgeD9NZpFhwXN0DJePR2VJXpewVwY1xf7D3ev9o51Ddq+PXaEeJMkYzE2FOSjLRw0U4m4tMKhRqtjGcYjcmQEP0kDXZRkF8yLuxbMYg90I0Ao0r5IJanAiwMOMEhOHZmAlVbzd5DQJOIIOCw+dxIBkg4VkP+5js5quZzz764vRAtiY8z50MLdgkn5r8uSYNpiRgq/Y53VnGsARXbNUI4DQVeQknM/a5ZPdnMuwjDYRivAaFZkN4tY96A0cBb9+9y7+diLpNO6OtLReEyxozKIKtiIGiS3F6ppS0yKCyAmk0tmqxhF9JPgdqv7F6Mo0reYGBOhWchZNiqDPQZC0YQcX/dHDM32Klq9KizapZqPQlVvLGxDRCPHkEqKs34OanlG9Jtq9cZeQ1bZF47+X+0cu+NWX8jSWJA1GlGCZ1ouG0u9JqL3ejzwTImIFOQ7YbxN4Et7PeMjsISKSGulkgyWfnuvZfLTaNYXDcI72mFLlcrE+k8OLEYut6sLjEtFw2y9NQRQ3mLXEAjDCjbIENaamQfs76u27MOcRjhQUBFZwqVg02gDfvA8AouTCP4JxooTRZmz5tRT08PlhsL1p+OuodWX5G/ZYe6Ew0FwMyWi97+4wnFH+BjRfkiGnHR1ANSnDY5bXFC57KycT23XjCybbRZzBCaDKEWFDTNpTbdxI9tNg4Ou4noS6xTyITdSXmoU0WXMiA8AF6plNlkM9M9Sc9shXhBwKlX7cbhsfdWSz3MJNLI2T+9KyFMNEEL1FiEYsWtLP5JSYb5MoYfPF05+WziZWi29sruNVCBDHcG/dtNGh2G/PNBfmenCS2lwV9JWBuNH+EVrKJs41MV8Q/NisX/DFyUHldFQDAWu4s0xJbM5vCu3vXB7WZEd3G8o9OmuXDJK0io6SUMBShQgzCE6PWFKmvAgKqhfGTyuZWu7kSdbNKRMBUtWRSuhdzs2PSeCJKsSQ7Hr2ltLkebmquGiFVAM4ZYRFcbKe333v75eMXx8+HJ9PnrabTfq5PJs53oMSuEBmhOhoKk4yd2La03J6+HoFdziox0FzMoYwYRxME1VdezciLPz4q1bS8suG1+tVPhgFo9BY+QOvcAVdqbJR6lQFHuN8V8spTxSGJfqiuQhMIwI9mYizAwkajUHwKtZ4RsdnKIkmq5B9EeWrGL83F5D7GPhCcODkbXQ0RtpYBEaxpLjYOoqTqXe7j90RVnVpQSG67fegSsUcK29CUks8BHmWZerwAnk2cb8Rgf8xiW98L8sFNITURIiZhwkBKuVrPZWf7jEAhliHtLXewmc0h1trkYrHT5NuYeFQfcEXramlKSA3VlSu6AvRQknvsfb57jy82++lnjyxVbWzetjJrgonPhRwQBAsld4JVTN7zM5WarUDi0t7B2bDHKTlZWVtWJWnvYJeu3lzdYF0qGAfhjGp2lotIvJCIVnSersuym9apx+hn7wrlYdorwYrTiYwJ5ikaSaQPvUF4t10fjgeHB4fz9dlW28IH9WuZZ2K/X3ANhUVmQH2Z74wiQMygSgYV+xsOy5yjf6wclXzQi9wcdWEgOg/lZVnLFeIprqtnSj5A3HK+mJEELbUFuz8B0zfiMrfvbDca2byyf3ho4e/580NTalvbxUxAhigVECDH3/sP1gIMU86MC59S3tNJ+TRuCIlpgwjLxbdE/RLpLQXZyLS2vMoCPJ9cyiH98rMvh8fnwyOk5HEpvVlK0mDkSf6Ce82zd+PkF3ZFqS773mNi2c7skXl7+6WWTFMphVySkRJFqS3ya6k1szAvOMzQaLSbXCYWWrPeBCATwAbVAkEgMjU7PBptOpxv9/izDz8/l2IpvTpWdHJOXILfNBua1NTScm19YxnPM/fMktyOOIvUcYF+cOCRyIRirYfHhAQvp9c2t7pLq4L4WdMgQlUiZncJeUY1Mh1P1fwGOrI1ErYCL+LNdSNv9M/ANNNwAwQDdq7IXz48A83jpgUPaYHLUKghsbAiAsoIFVPMRTYVJ9Aog76bK75rYZeLc8UjOs4yV/vRHr5ZYWA1JpxeL9Zi6+W1WN2r56eOOMxKZNjQY2XuIacMF+qSn1P0Hh1gJVUGvTP1hhdynJPCLFytUwwAu0gXnxMHYAeVcImIwqiswk5L4lHW/30iB0Lm2Y0LdyUniAFfIj3gBJqkZU0C/+rJ8OSnH396uHu82OrWZ5uirwYSqgIxkbYIS+3HUr86OZPKC5hZlSWIEYtbCcyp2te/9cHm9uZRv+eMTdAgr93A2IgslExVsEw6ASYfx0+RlUW4BzUaoDMT/UlIlt5eENnOGhDcwcyswIQ4XCivPkPZIklOO7dXoarEEcoVNVa0PUDdzK4gi9OXb5CFTZnipZbVFIwrphy8Wy4BXg1kDJHv4VOv1ZWn4hj7MgaRScQycsbgeCINgWlnD5gFuXazo9b5kydPeofsxFp7qUFS9w6ul27NCnUd93oAOPXe/2BVo6Gq2O3hE5P2Se1daheqEKGB+tJFfqpLYjoctURrlNObX1huLXdaXRWpBsejoz110ghftye31+qJNLJchfgzbjjhJVUyp0jIpJrYAiE24zZo4y/UU+c7Aer4cwaGd68nZyedlY5zUHCvMMRCcxFpOgHKTioKD7CgDScTLMapg7R0PXcu4fVietQfPfr4aW1QW72zPDzul1RL9BHzW5pLY7HmxOOV1W7Wv69O43YZUmg5zgIcxS9Ad7EOfOLDR1SLb/E05mV1NCRapVqZEwSiZ9wuq7CIFYRqYLxetIJSzc+vBZGhiQrmUmWgUYu+MXKzoCsqEgx5lC81QrpHPuZjKAqm7XrQS9onxsrgQNdHIQqiwhs3w6Sj3SGWOWAGiBLJQrCVzsForEBgBnXpCJzzR58/Ptw7XVleZACEaZFAFEMi5Br3RWJmMeayNMSP63Y761sOXuqMrwaTi9SbNkfzZAHGGUoOhfST2MAeqqLK9Bbv1M67UrqNv6Ul0iDsQ3rHVMFUUI7aYkcm/Bxom7JYry3+c3Vl4D//4pHq1p2lJQURgpD0Bj30DKQLFU/N2GqvPpe9sOSpYHMxeEPJsyp3DdrtxYdvv8VZsE0DfCSD7+6/ItqQMZkLpLH/EwRiPon0VnCNbIU1qIuQ1FsGKnuWcV4d9xID1eNWboTINrbX3n7ngZWo13s7B8cHC63svgOcTKtoLJYFQk0RmsA49jh3rsJXltqFwqOwU+xEm54qev4N/weiN+/Te+Ka8BkR4K+SBZWYkXvADcGhzA3zEkZgwNqG8+SLZ59+/pglrm44kugsCyg19w72E+UVCDIgHeLDmzeB6+XpeAIR85dWvLJux6gmomhgViJzhLQSJCp6+Lw3sIVkJC1MdQD3tLuTnJqpTjbA4ruRfKbQUBwFSA4CYU0YJtGSkkqcAoepulTkup0FxJHzWEk3aWTeedoCiLXKw92+Cocrm6sMiDMp0hLT6wvQVooRRtgA6FWqAcW/RmYCeLow+PZsa+3u0v7L44PBkeo2qbNH8cW4YqSo21Y7vpBj3SnyXY5LqmhgiNySZgL8m7/CDXCAGLgjksxYBCd2PTeaK0tLc+JwvLWiTcwBKFjfAJslIo5DIYVKArx5jYQ0ZpwG65ECpJjWS3jJmxBQJYPN6aI2TMU4wYsgKw0SltmAlPikBpeXlqKTMUXIIgEIys2ril4L1vbE20dD5UOP+yNnomysbrQWFMK/nDgt7fRqOFA+njSrKSmAJIw1PB/6z/8GqUe5KPHsM50a3j86H5grIlu7vVSfaxo5iS5CBIaEFb/A8lPcMYGZTAs+mGbsH26UBopE5FKZRvLgsMRFYXtcb/hkHYBL60GR2RMJWwBASaysde+cbR/sHxP7hLCnTRmtxyDMG8fkWfNTu7o4isZp1UFFPmXjJXqdn7UWFvkLP/qDn2zfXn/3/fdYV/tH+912B21TbNIZqFDsUARxMB4plqk7gwZOvE/Ai3tmgSy8QhmHAUnL6CK+AN+5f3zklPnb2+VM4rUVJwm8OtoREJXJBdG5plULVNRmZqW7FLeBWRNxGcOW5k/XgbEoWcocEZucO3iUUSa7B+BCOYZkYPEZAM5BKfg3NGGEGRMTIxgDb0eEZenN5nF0dAxU3MWL8+//3HdZM188ejI+hay06KJ4GYxT93+lrQ0TDoXDtP+0lNMMhVI0bVEkBn0BSSBCIBo09FaMbJYIQrVi9SwFonnpsapsIb/IkT6n/dPBq6GAAfZGal4rsZrpRyaWfpMxkVqdiADQWFbI2SqWlRpuiK2J4B1FXbsYSHOYqXXXGoROSj56UPk3NBIVElj7tdBH0kLYeHW1GAkvB4rYJjDfUD7s6Yc79GVCgsaT9RETc0B8YN7JSSTzzZbVAzIJi6hJGJDa4OQEUPON6i35bIylKMzarJChMYg5trsdhZIoDKePypwKdC2Dij0DH71bEvnL0BB1tYaSGKFLk9b/NV5dODlwTv52AO/FdOiHRGHjFGooqx0CUTETXJZqRI0oE41gTbtuUs0y1Jl+xdzPzu1xl8iVRYfEXy4sEjeaEisejIYJAVjZG/Umz569dJRmobJIAXRmZMaGDgwgTFB4wvsyLpxjpckEFZueu/fednvFSvO8Os5oO1F66Sen40QccSHWdpUch9CQhWrSKrIm4pj0S5tcf7iriAEKdVv6dDsgmF2n04WpHO8zQ7ouHh/1nj17Ibbn2cAkDG/HIVE5uThJGN6iGuJGVCLqdtAK8llP1JbNsnaI6UsccXJ6pQrwB9/4YKDe7zl5PmBCM8tD8tmODQYQaVAZWIFFxmxs5GHEcVk1BDFjMEuGmDqLK2tLFORwMlBmmddx796dh+89/OTJJyIMLkMFkEWbsUpmByYyTZePJkVxaBzlDQfWYuUE5AgSSYLwysYZiTvMK39GS2OgIo8JFbIg29KzdQFEC7AAEeYM8IrTqE20TaHpguVhjge7exjhW9/6jsH803/2619+PGpv1W7f3cILwglTH/ytzWAlKio6JfNGAAgv847QEigOpoIvzJZQBMfBHBh1cbdsg2cmzDo7YyA9lv2YYGsydspR6+Or072T61NBO/Bw/DsNoUV2ZyjWgLSu2ShAmsePYgFcyywUMUQdfw5MTnDDy8musfJgzVvt/fbKzOb2Bi9GtXVrCfyLDDMmajLwKxIxG8KIOLDeYV8Ft5RttvN0Z+/LQcPwr2edpiPLy+KweXLtubDd5frKmjxKRVFG51ejuLNgPRZjS1SsSDEQoAOUaJvtdlZ6g6EA8YMHDxwfwPauDjvC8wZT2QIRflqHHiRtfS6NRIyCd6igXDFW2ckFArDrfg8FFKU8BqmLaGgJBp5DRMyQjE4MoDhEeCxE4PaLy2Z9gcvAGvBbLG105eHT83urt+2SmpycqiKyur4BCdaTKKajY0Yyy6uzu7v3w9/78eHhWbudVQkl2AlINJWRIIvCl0bK841VUuyd8lOmkJys5tWdB7eWVOm2Q+r8pNHMYrtkcp5RkUhaAMgSHA1QIglCZnDpPQsgGXUJKWBopCB24Bu3+5VOgyfrjYCD8zEnLjUcidzM+MPDY98jHsM0cUEQK19nJ5fj49QLIaqtr+AVAlE/hDfzR/5ERWbI2xuSyMLaB1+7h4zxCX9Tg41G9AeLiUSGbHMMA8QLKYKAAZPgqFJeCd+ARlg6IwRwcYeFZNjThPNCSOomnFr/uvP2bbFYCkFTUSElwIz3sIzHQZJIT4ZCcXLp0dWVDT0SCrigkpJuC++UFQ3oMJjqCjREdhPoxE1R5GHhyCfaGDmr2iDRQDnCMYvb9pmIBqpldMoCstT63rsfsBP/8T/+5/2D2nvfWIkcvP+LS2aVwLcljwSr2FssLlX3G4oVBdYBSCgir9OJSJMxiMYcDMGs2FewYcQJCEWD0ZuCN9Rp4ogrs6v7L/ePDwcoUyWSwSDh+U6rDaPJdYy8TlzERd11uovqvideGBcVtSnUlWQbawtjpkeX+zo14CZP2aHduHPvTnt56cNHny1vrIWIT8dkks0/hmo3e+BTFqiSbA04zG9AvJx5/cUrYcVxP7iV/IZQaV1yNO7S5ajemFrdaC92HQhhi8wZDNfnOkqQyX4X2XJCYaKeObfGDs/5Nhmwkt3H1WoLTAAXMgUJzAioAGZeWMBgyAKIL3iCkdjNLu+slXoTMJbLmwjmstfYU3gjV0ko4EYohWC13FI5E0ViH4sUG9za3Njb3SW9l5Y7Dkc9PjpQR1Aci9fw4Pb9xmX9zq07o8nJb/32b/7+D/9YWnp9MfG5vf2T1RWdr3KMj/Zz2HxUYtCNQSvPKON1+d5rljDeULPhxY005uSTXHXX2kSzffmiual7LhQ5dT1QGoBLLcohRm3yhJSKQ3zh2XpkN9GeuG28DrPzGqKjYzPnyEVkxMv2S6rhjie+brVkGUzjWAQmKvbhhx9TSyCJk9EQWek5cwFm2UzEn6eymKtOusSuU+vHdmGiYeeOxIRExsUOUl+nYRhaLkoeXNGNuygq00b6cYx8wWg260CDDsN4rNgIh/AlYMlQFr/HIEwKhM+25bBkSef6dHE5S+DiERUragTjwJ3FdM/mcVd5a/wGxqkN5SStSBQ36PedG9BVaINvOFNY2mIQMMddbxAUGjQFLopXYB8O+3a7RyUVh5Esrt7oLA6y5KuTE8bIctc5CyObmnZ3B5ubS1O1Dda4tPlmZ8maQGqKEElcMNxD/rJAyDLkLqVbN+j0kuECXwJBYUzUU81oytqkgcbrJ9KLL+AHLkP9fOHqhBFxaUn2aL93sDem2DhX8QbwNAuiLCp4NgGbi3NHubJMi4Zk6hAHfuZUOzPT5txThycopE/mjE/PV9Zadx7ehejeyQA7Lbbs5FeCsiT5yP+NDRaMZTCJycSenL6cbs00H330eNfe2LlZpxBKpmY+i6JhKmQHBcoEtZfrrANbqdBWY0bKgOC0yBYpsAD8jnXipiufoDaJ03igVq0VF1kIRIESq6ZoHgo7Fn68LUv2MXziBhW7oFBVQBf1WIis+sYrEvRKupX3IdxE1xiQqEPQe3Fh/+A1YQ8F1lmRCfJHCmOJ14dHFrFsJFeK7vXrVyb8/lvvffHjR6vd9e1bt6x1S4X64tGjo/5ApMOqIHGmHtrhgQdl79sWnVMMCHKDN6SvrrifEWLYIJcBxpOscC0X/Op8rol+OktrK0qzyUoyWOJAyot2oj9SizZEacBJYUotecKlUmJac0/mW3VXAdBr6Qpt0Z8lbTbhulxEh5sJJWHaTz/91H5+UUzfHxzuERNNpws0+OG0YuStzh2bZXWNSchoyN75HDGe/PcwOq6KvaGHqOuMIfydtTntV7YtQWBgJFPp9IbWq6GirDzCwomOtGTryQKayC+qMYh2HuJ03enXQsiiOxm/jvSLZpJYc3NpxjvjCdtT6lDvzhBLYX48zyJTKReWdZ3oryOFFxfdI6ct6/HZYnsTO/clEyCkcnoC/gYYKVBCjOSXachH5uQ4VgODqFqoQSRK6O7s7KhZz2anIqmLWktMUUmqjnM65/hRvsfwAiMGShHogIwQycdWERfyysnE5EImSmToAei1gGr2X5sF3pmfmr8aO7qHVT7Hfjs+6BMHg+OL64liRzK51CRWyCz6XyjVx6jietAtoVKnWTHiIbN6YgI5glkW14L9LUQu+iFqBT2+9jPf3O8dAZb6SNezlhuUAJ3mFsaPAgaMx2Nypa5BChg0puu2M+4+33/1/Ejq8UKjrqKO45VZWfTRxfUJKmov1za2l4zQRDg4+ATmUokrlZjCRUSFa7Ed9JB+Cu/GxLITCzZnU1eHLQAaujQwWhGqxRF8LxKUIb1J3/I9oV7oLKopsvWGDeKTQRJfUQuFVoAziGBQe5VCc3Sw5xsM9ujRFwwBgQM05B/a0nNOE9l9dcpnW2k2J/0TnLS0ssys6/UHBtZdXsE5EplFRRxmobgQTW93HKkDsOgjEMtVyVNE5NFwbJECYRj3hCbC6lIamdy15lJjbXOtu7pkSZjRIHzkcVhQGylsGbcwSpVL7zXKFm3iMpRc7CBsaWBfXRUcMNXZ+QSDZCilKBuWMAw2M1mg/KmDJ0nhsLQc9quaKijoVVQXN6PvaCvWqDXCnKA9MWUREiM2EtosxXA4OSpQcSlyhe1JgYIF+3dNKjJD16JVfgq0+Wgx9HIVH4aPozmyIKZB0VsRDUUPx/5lNxGLxCXxwIPAKebFCNJUtdZDsWspZhajugRLUb6IgjsD4YJ48EE4HqHDDcEakJ+UveZBLK2uXU05acrxZcd2xKBGD8I+xUZ9FilQZEERB2S6wcqzFDKIIe/kLhWKScjJCVjRK1NzS7GdkvXrvvnafKvW6TZ52bduScmA6qvRCftxSOY5VNcJXwxVUfZQtchyImSRcwRrcBm5Ga0YuyLLobHSxf8FplPVzCk+V7MXkys5ZClMpju73MDQQUsecHokPdWoD2wEppwME1cIIFDoLKNs1K+tr8/Wm9ZFVcl0BLAF4SvRxIdfu7e0vgKtskfUAphXMa0uZ05NjjkSBNSCywJNA/NGHGatu3Y2vvjio8f9l/YO1RbnFpOkJKNJPFkhJrGWRm153a4sonf6aP8ool96QgwyUrXebNF+i9wDqKLVk6kqYDutAr+9GnVA1hHIBOuFgm/eA5iRlHiBkfs1cCt2QSiruqxbgEohgtAcByaEe2MopkH5C43GZ599Bh1Qq2v8b//Y/Qd3n335VPtHhwevX/f0LzOL8UUWX6uceFkKaZ6dWu4mwsyGywPkmAEVj/sQ7DRq9nlMP3hkwYNG1s+opMoFzYCzkZGCiSOviSIajIeOle0vuCE3pMW6XJF4EF0Sxx8PY3VNx12Ey2xCWLC9PmmOKDWGxlfzBQ3yv7K+yZ3ogpQ2TfZGPCTSJRwVBViZBoTvnTt3EP0nn3xCIlQG2sFRz8YJelKfQEd2yiMpEutaHgrDWACSQDC3mBaExfTcpYWGSg6XwaSLBCYKy3qh8ZkZ4RDxbAvsM6L6oStDZy0UZekBljeMGKXRmmi8Qkgs8BpflsxEa0OlbLyGI9Ln5M4lRpAwdNwTd8cGgGAuOtWqO9jUCfzGdika4uDggAzl6psIw77XYyTOfO/n/kK7s8xYUFOHIABp7O0pDWojf7HryhuTRrEnF0rfIVGjoEJ4Uof7++AypCRmG7HHMj2jMYSMAhfXVm41mAAyjuAVCeDITJ8AxYOMDHdZHjDgdBbJhROK9o7/QGLBP41IpyUjP+IdWqcW55pcp8HBaP/Vwd5ziV8wUrMNm0i1fRijOpCboZBAcOI2kQVhpEIzGFVajmWFpZUufjke9MV+HJHYPzv54JvvbmxvsDkc/cQ6YPqLHVg5K/MqQy2rBoBruMSy9TOWB3Ng/8XBs89eK8C2stIV+yyqwPhtZlSdWw5SW67161fPsvwr0zOksLjQbC02O5YPxXsiFhNOs1Nr2iqR7ddwnB005OAbWVDJBUg/P5kAmhhUIBzDOGzgAqXqfUYbsYeGooXwJFJkV6ID5IX0+QV42J+UVoaPxUQU4PhAyuof/hf/5M6t1mAw1CqFiX6MAcWwjRemVa9e0qNaCbY2oiRiYHd3n4M9P7MgSCaU0z/qA35T3E8gNkI8KGUvl0yeWDHlz/CqK6wQEolRnLqMYQNEZuuk9Nvl9tYtdU2XHPcwvxBDhvMc+ZF15KSkOGNNIKjgIqAw6+oCKGAmYtxWjPcwMrtKwCiLhQIN+NBOxxIeN3hKAmSIMwNm3+7u7oLD0upKquUSQTFo2O/hIarIW+6JO5kI/L4ICzMono71Y+1o3zCIj7yWK9q9yGVPke5aI4MSUxM7RPYBAFmAN5NwQdkR7EZuVFkwS+eR426zHJgMq2Js5Nua8rYilHU2MdbFXD5GvumtLA3QsySUARuo+5GBkRuVe8hxo4P06nsHST1/8WKu1Xr/a1+36ctHBIJOmIYKdhEcsBjhHZJLRCzQzu4+Yazpk1EOmGxb8xYNPT0xgs8+/kR2yDxEktzGXXyjpIOh2cOnDOhJc7m/tmXzwYqDvW35iJWSTBG7CRP7NgHFiohB8jO2MHFo4Jq3T28qZzKLnjtTj5Sy6snaGp2PWa2NbuNO/e7K0urLL1/2X530+76EgAy0xAsjx8yWaY/osomvwDEy2bmrmOpU/fLpxtziBZdKpHxce/1qF8hSGLPZmcguus4hOZKOICl/uW6UcJozZro/50/OLW10bMVSafvwuMffifbi1tZUqnfWU20wc6aqsCAxwARb9kvnyuGA7rNv3Csc4x9VrZMnWagd3vWHgSJ4istXocHHMhIP5TJBlzd44Ib4QoWxw83a7PGzjBnFqZ1Xoa2gM5wzs7W22e2uOlv1iy++fPl8H4l+//vff3B/Y9DrL8y347OoubjXN2BbeiyLMXmksjHDLT+I2hz0yk/tVq8/VAwJD8gDYEkxBSodVcWKkX1EU7Q6vAJz5QMaQkaIUokDP9Mh3ABDZT2LG6vSen19zDH2bKst24h+c/AB84XdRJW6G7mcStnEXFotMwqVg4D3JfZUVl2ZkUARSwIqOxN1LhR04AcnZeTKkvDC3CIQH/aOFcDE/7c3LBIlI2bmau5sTCCmQcuIKIhZyUQFfNUfg5fUZGCLygkShI/OFzV3c0FN0OZNhY6YihUSK7GureLzocKQFCD4n4DLX7CT9Zx4UDiPOew76h7Oin7MA4Ebixl2zLeYqmWlQCipbFvRoiY4NXSKJRscG/npMd1F9lzjbXvkAclckLfI38ZGViMPhqGQck8QgRoZcwylMkbPJuZfxIFX1l1teHLqHp1YuBkopYZZZmcsUi1vrEy1m0vGl2wN24kIUcl+BJWd9jO8rxM5N1qb7tTWNpYd5tPs1O1JNOMixkphBN1xA8iCVFCHzvhUhDB0mAxdcXI5CqyzunPt/JTZmlC9Pbf19lynv9d78ejVztMDhpXtl4tzs8ok2GlEAmN/LMVGNYHAXo9Kx7eaQGtDVaXfeAoHR/uAZ8VG6cu79+/MN+f7liGs7rTrVkOMB32DZoFLJV+uB5MxQNoMOTmeNBRPmG7sP9t/+vG+tCZCO/hEAUiCql9stJLQMgLi1E2wQafRaTRbCCnHAHKw63OtRWs17KCi/bL4T4dOsxZwUTotssDgg1Eois4vmj+Elcvs8JXOwichB3znih5WAQFaoEab+i9iSIWC+Z3nx598/OykX2uvTg+OiN/a9/7C+3/n7/yd/+Q/+T9agl1dWwNtziRJ55I8o49KYMkR1jK9ypbR197euNlgd9iBo6+cKUAd+VO9BvDJecPGrliXHU4z01pGSywaLSyQm2bDoLuYpKAgIZvTpxMQS+CJfffW2/daS9zXmZNTJ1mPTRARZCWh1pQjhlWNCqkYpFdj9gacdUGzeTVfr3Tj9vZdzIy5qVADSxhIPED5DTlKhpSQfarhW9E83D/YPzz4CqpgGX6OHMAEqoBkbzttjWwyP2EdxYXOT/VLB2pZd0FQoTfjqYDPIvAwO6UIAnLq3FiDqFA0Coil7HGUpkXIiA/IcCDFvJYIJiBFW7oIoozGikMK5BEikhEyf5v5QuJxBsmCyxNLVw0WA6JHNt74HpFIGRQUAHY2EarA7SZmIYsMZAdZgyHx8K1on+AIQ6kjtT4WwU3g0OSiWun4fl8x7mQsSi7C88xVAXtMiSYVDAnPhGHwQkF/QvyRaXPtlNBg6VsC8LHelarR3paZkH6N4NzOpjhkMJh6tcocCxvE43N3oCM0UzZasybktUA9mWdlwQbtFFW9mNlc3naqzqc//fTl00ML1dh2PFaEzGBuGDhsUcwzw1l0iMsoVNLpkoax9/Bb1NHM9eFAvLB26/7G+vaGkAdysX+M3rKWw5vNLrpYHSBBE2W1Jyyv2HKWgcWWpsdHo/7BQFYi7WbqpxNnWk5LH0KcKpJbo40cSLUsa0FtFexhdXIqVEkHu0qGr2cUICw5jiPxq4gwBFTEWQkTkhcgW5GXV/yJ/SMvi0YKoaRmAxO6XHRcMRakDNDt1Cz22NvbeyXOciCdOFyp+rE1JvuMRxORu9rf+u//yve+9/1/+A//4SeffmrrvmJTcj6LUON8YvG4+jJqDCF2adnXGNUkT2wwHvbGrHiha7FQCONdJ+CfiHeGLOdKgIYsQLRFcYmbGH60U3hMzocqTQVNVCGkI/FoP/hqTm/f3tjcWOP8Wk5hXeM38nBhfskCDgenzoP3b8mb1CVhhP+NUyzQq0GCCi/H2gYoee+FQgtBXpyykxEArqgeCQBrjlea4BDnUPgpeW7WFB1SJsNH6zPOyBjTVKiJGW3kCJSglVcSl7byQuEsU0IpMQ3wBmRUiKgg5iMLp/hEYVN0JX1Aeh0THhMTaBbgSLtcZ8kHSGCNDl9oQp/voE3L8U6IkdkpGR+KDCfGxGsHhOTc8wjnz8hWbk3JVjaYogPk2yXHtdthKgABAABJREFUmU3q0p/32jRI8vGgdzDXWJCOJaq3v3fszcryGmdhLMBWXcU7MLlIcD6pOHhNvo+0mesu91xyzcmY2EfOU5t3tkTdVEPwoMEikRgC8HZjXRt//NiQDlVQBM27X7vbXJKlgp3P+5NjRkQselvxxKpUm4nHc0mJOgZFk7PXdiSk5JgJuBhGPHYpQdx1IWX7T53M9vLL11/8+KlF4OaS/SKXxEuMLFkm4g45/RKDntWXFqkp7MyCqNtpEL1ibooV0BJzjgpy5+rW2t0Hd+fadZXR7T8hsDorbZGXfu9IBKLbaXHm7SEoNqrwWEYt9CEVgOvwyU8+zVkdJYQhSVSJNRv4+HLn5ye2nS0228bjXrum4IxecQsBGjjhmZTwDOIBgdr0xlCxDNDRBrrxJ2Uj24hLvgfQRhWIuEiFKWRNDHhWy5At94be0QM3Po7wa2dj4DpNQ5AIa7CQmF4kd2QK0kVnv/Z3f41k+o3f+hcW9i1xEIUiZWury6eDUSJp0TLx0glKD0QVF+ONFhBTsFtZvjobwYMQZU8nEkS+Ig5ey3Ti3KZD1F4+I9Z4CtGlYaFcFGE0azFwalfCkVu32u++/dbtO1tKeiMiAM0qwMUs2wSlSUlQhJplB3QOdzg+PDRlhsDa2sZwENsNcYMGjW7ALtTsFQD9ZDCEo97xg7kUTYYICS/nTYz51fv7h7LxSYTRcKyRg4Mjz2pw0B/pPfUlhHJDszFDKExX+qikACJWA8Ygg+DIa5PLxIrVkIhAIgVUdv6iaZKaTzdKi0TZ4QWrRSlamvPInH9NFha4UMVARMkaZ2Ku5VwGZjsFqp0bWaD0W6IDrsy3SEAdiG663zAYbsIBtAi8kGtGopZEVoAkjczOy1WO9JxR06DlUd3BHqYrJilb3skFjmnvxZwL0QRiQIZW/U8bzYZ1DTaeRUW9Gam5R28V4zVwSr2QLM1hHjbSq8e7qvGv3mncfmfLGQpcAQcuAZmF2wpwCaldT4olNdtK9XO5jHyhMJ1EZHxhlYUHyhNPuKkxvf32Njf98adPR4dnK03jLRV15hqWWYRtQXKu02RmmXqBUSyuRHjzl6YNnc0jitc/7O/W97oXK1P1qdtbt1/tvsBOQGflDX0Drmhpp7NlkHwB0ibEjVdDxte3Ht7aefm6p7w5e8JaRM4vzqYOtZ6lYbOUqHm5oQvNkjRidXGBTBE9lHmb01zRjDCQK4QefojUJAm8oh7hmE6p0nVuAaNwVyiGfXV2Pp8NO/MyAjxLOnh8f+/ATtDdnZ7VxpTJTp5htKK2Mn1rVQLOpED+8y0VRodP/7/+7//F//x/+7/8D/+D/+g//U///srKEuwdyzfYP5AeXMgmdgqREXvecwWOiCHaIlgOYF2+cZeMAKIJDik4VOJ3AAtKc4WAbkYSjyoZR6yrfA8PoV6/w8/M5sZS7/D4i+unS0srd+7cxbCUKozdvXOH6+sAmEScELHlnmvJ5nVJ7Hoh3ylaq14Ynl/IljZXqgPrZXjlKui73tpYx2zABQPkKFZxceaX7Z5cWIQ7LATUNuqaAhHjzoS3hcBZIFA/9sbUpi14Rlyjh4rVo7XBu0yjzLcYpsFi6TyLBAlokXtECc3iNcBzBtfq5Ewh1wG7L5S5EPdUkmzW3RMcKcvS6VnL1Z+7QF+qG10d59E+8Yu5lGxnayCGYLwIXmBlKsfHjElRjjAJycdPF4ZjmYqUI2yzJhGoG/noJwqTBCSW3eeFbVCcpFCi8ORsLI8uOiR2f+YIOJllmP56qrneAlNQCyYCJMZqbqV4zTgYMIBKfJiQUTFgpqiXq7mVWmtNfaHZ5bUuNMGWZ9XDE0id5nYs2jBGJly2FjqC9iG3hHJiJ8uTNVxaCOHxF9gP3daakkTPHr94/NEXl7u1lpKKym9E8JG71FEW4YuZzaaIel6w9knGRVHzUOZJOULemdNgKjC5fmtreWOJ6aVctBQnGKFbVDSh5NnvrfaasG+ZftixeFoopGY/xetXr/ee7zkzSg4C5YwzzWh5uQsyuAg9zjXmBBF8lPMDaLgL8YV4staRuDFSTr6AJ6NhApMAPBE4wYLMXI9UMkzHqsFLV1Pr3W3L+7Scq3eIuLO/M4hCZEFX+L1kxmsoiABIr6GFiAbYyKoNcpQYZp31l375r9+6s/2f/+f/V0ezkUHMWKeLWEGmGozWzZl4CYaFlijV69QaPhkwzE9M2V4aO++UPkPARfMk0IWkTMd8C4dkDC7vi6NMRxS1Qq94Fy2SZO1CseYugFZbWV3+xjfe/8Y3vybcgyFVu1hbW4NNoqHYnhHFhAJVEfo5v7RwrR1kTfqAlfUnNxeIZfDucXmD0t1QXdWX1QAWGi2/smhsJGVEYAD3WG978eIFPpaYIJgiQ4nLkEB9hG9cksR/XEaeF5MjfKPYYv3HWM6Vb2vZckYbE89ZgTVsPn8qeQmUMJ1yhjDJo9QJo0y6D1HLjINlQMfLxGaWMBJXAH0mafpMh3HSS5hQOE0BwhIC9A1uwS9lMIGPW40qS4x4UEOpr+BYDhEqZnKqVxo12HAieBMsyuhJ9kSAR7JkoxBL+eRiJKCWXt2ageTShdcYHmbr8qESjZG/0T3RGF/d524fizKaaTi1YkoVvcujF7I6M1ZrbxpEQNPXAMMusQim5DkBJ0BNa+YIo1Q7KutkEWoKsLHU+ecXVwP5wFe11aWNW/e2llrtn/zOH01GwviOQna/iUpIPGeFCQdngMiMajyrnVMYhLkLZCOfIwZh3RYVJXTs9SAHQYZZnsx3tfXs36xdwh2OLAONMC/gAw/YT5Jls92cuTurXpt6ysPTUbve6i51kUP4DWYSCY8/wN8SQ2FkC7VlexD5zkUIm5OQCua0M84CZaQDl3EhL5XcWpwzzBJH5O4NhtlLY0S/+V9/Xkq6RTJgewiVGiBFnUiKARHPI1wf04U+zpwNv2CnRCwRV0ntn1pdWh6MR//oH/5/fu0//Lt/73/6P/vP/i//2Z27twgqpBgrttBSbBVGinnEsYEBb4tIiKCL8i8TDJVUdgIa4iyQBRU5gjhM+bW6AragnDKvRuT3AqJQ1vRgcLq62ga2ly92pYSTAt/7/ne3t7eYKiRjlbCDHtwg7T2StJjiBkBiWskH6bIeATMxaF1uqO6petdJNWaD1G+YJu69CcmIsXTBoFQQVQw8vsnmpmJEI78OBzlH3DckuYxQyookAlT/pdniNYC0xs1UdzE6C7R1kXdkAS2U2w2MUI0UgX3iQujBfj0eqBBVGVKYWDUT4yG383gQl//8CVbCbb4tV9WFHqewSk6TDFoMEkljIXO/wVvGKByWspkEr2Ys3iStq+QEewokvYIqGXr79nblInFylcc1F0jBi2ntK7cOaRW9ZQCAOdVY5YfHqaAh3VToQd9F74Q+/+QqQ+SbWLU6t99ovmOPFGjX7jzohhyuxflbTmXVY++0P1ZtknrlKJoXcLDiJL5AL/YGZ2ddDAZkhexB/he7x2kL8zKcrudOjk9/8oc/Hr2+Wlzx1eLhft+mBoWqhr1+RsUuMqciR5OQCvjKqCWAL99sWtRgfHY9J4FyOenJRRaTSar6eQDXiC0IYCxmOwwiNHmjNjjMXfY1Uj/WiZ0CvL97pDpLc2FR7SbudBzUAm5CgeXnKcEGKz/4ihXNzk9mYbbKE8KxB2FO20Fkegkw0cve/muUrwia1vqD4+fPXzkHjWEzPuShGz5ZlpoikzFFGJi3u43sYEz06sYMDTaoH52HLiubNla6m3WpN07q1q3NnRc7/72/+6tWVf7BP/gHygdb2hPzpty5shrDabgKuRg4+pBHiaXtV+HeGrJVQBsnBBCrldHMgBosNgIKCaz+lCyAB5qNKMCAvs9AecoEWBCsnGSOcoZwS66KLYDAd7/73b/yV//iOw8f7u7tCInbOUKFGLO7ZQodH+57XBcYIftTi8PlQyWgDBUow5xhjIhCYGSqkKcG5ptqqAKBND/PzgCqKVRNilMIK8rMYxEIJTANmAMWWYQP2AfAWanosFqAGao3j3SHhdJd4Qh9Fx+KXZDxCFwRWRRzYi9XK+srdrnYH0Xft8zZSkFOo0yU3mhNzWpCEviBpzglpSv41HyucFBp3830vFVazCRVBAZRFULhCeUXlwLnid5nlzfBBCrkHtnnnWliMZoHZNbXNgt8khaofc8SlWSfiH55mtWdBtNnUXLgGlngVgBF09GvjJ+SCFXUTyRaRvrmEtBTssjNl1Nns22W+bW0xbt3t2zzwm1aEOZw1GJ7rT01PzU464/OhlbdimuV2GliJP5i2Mj/K7vxzyV5Uf+pQV53+s+8vKM5xYiePXp68GJICogiyxWRHFZ82mCm4CW7xjEe+vYw+W6AdgwxR2wWZACIkbz7wT15L1BlOyX2EjMLkjpL44m1qJB46inHrDLHIhE8DEsqXTl0RWXFwdgqGVZTGNNVWCK6GXlEJcgvSsYY/gfL2IxR+FFd6kkuwg1yHI7ofpeiI5bFQVXFlNq9eyvbtzYZkM+efTkYSsKbPh+0jvcdnsuejMbwJwFVFFDOg7GBqkZdsBZW4QYbE42eW6OZvOYNXAssSbg8O9++u/3q2atf+bW/cffu3f/i//n/KIv9jioDdf4xjk2dSOYM+tEsWWACF5Ljsl1XEET2qCSOzMn3ngEi2PZrJQsMAwFVnQJGCGnG+VcAEv43QjRaRaowg8mXWXe92lMMjBsbK3/5F//C3XuOq5pHM3hECB3fpGa57XR2WNrjOJlY0dAy1aJN9lTVsk4LJG7EQSH6rLxUtF4NydgMlZsGgJ6qeJirnMSwbKs9tal8b/eAkeIuoYTDQxUdhhYaKx/BI9oh2rxqWHcxhiN9IhFK7+DuYKsiW2kFwCtLJ1ZTOGjWyYh7tME7AAnLUlagomp8Y6ctAzFrCxlvZYBospIFpZPyQtpn2Eyha5CRF6xcbZXrkWHosBx2St0IHtBLzn2IrRhRk5Cub+DLe6KBMI1xVHbKgSoC5kdogZvM/kAGpSOy4EYcwF58BM+7cEElpnJTEQrmf0Nr3pXLgATEQyL0PckheC9ZcKYxvBynyup+/2JYO14ZPJx5uLTeXZhqKqyXGkfIl/qS1R/P2Q7gtCA6pzXp/k7XQsqqIMsHVTN1r3dw6/6thZZEhh9e7FDjTmGZlW1tvcG0tRSjDDlGRTELsr8Qkii3TCRHrTM8GJ3Xz548ezj7UCyDHeFoHotnWEYqJb7J/CEhvBdBm6CIMWrkRLGuazVY2ykMMM1AsAynMiSEA31FqbhIr4QGhc85tBCcQRQNUDHMH/3RT4Pswtja9le2TcjaD8tCHJERf4Ojwc2ysbtc+cnypy2otlskbV7BmCSiIkYDCx3EcM0YkvLmbYiTnMhbFO8OfiYdp9zpzstXtpn9N//on/zKr/6NX/wLv/jxhz+eKPwaYzhH14M8Ukc5KMilEY3rwpUxFIq/6e1Pfgq5uKE88W/IgjzgkfhtgaG7jNfSIQqaDEdCNAbMZcOZS0rcTCYf/vips+5+9Vd/5Wtffz+W/GTcvmqCHsmpXV3gH/H/89msqkJCRnjdCDsVAcOQpQwrqsRYZq0gkaegHt1rP0l+obAcUU0siedYRNBgyvIynsV3rQ9Zo7WhLSECLJoEloCQeA07xQqvjJMi3aAqshLk9eJNXIZsvgi/YAJB24qSQFO4R6JqY2XJuY8n11cUnQwX/qikD49ldlkeSzGQgKdE+AvowmHxIsowkqkjCpBQRBZ/iEtVgiqsZdxZSojz6R7LtpXJaQtoywFKJbyClIzfbcyxIhegLIevibGK9vg+NoWNpWFr0ylS4I0sAIqSmZyp5SLAzBdEQhZRmQFS/ilkEaBoaX4+8WWVzqImZT50LGAc7h+y9psLjd5ocnpU+/Snj5fW2yvbK6tr672B8kkgKboijuB0B2IyyCOn7CqTS0uFKoViI4DNBckUmlk4GB/aIvWdn/32k48fH3wxOLmcrK43lNxgOzCWkucJZfkAuOhwjPhICaUP2PDsDn6WKMXg4Oywe0hgiQKsWOy4unKimfKem1u3AwiEx1+ooAE06hTYVGsOyYMXU7jSjvkk4YVDVqwpQoeFb18wR843apxzz1ibdgmL2HOPT9RCuojyd4WSiviH1ECPUMCBF7WsOsiBRYcxqklTKcOt05HI3Nidhs84RfbgZRyhTv9nl1dCGwnpzU2fjJOe8AYhkQIVhuwpcKwNfmDAAqk7iIO/8tf/0urq+uFR7azfg1bhEgSEsayUa+TfRu6bdhEQzEK3TqFbhp7WADAcU3yB6n3iBb6/IZDcX64bCoPfipy0YA6scdC8f3/99cHer//6rz9+/Pg73/3Wrc0tu2t5Ydvbm8cHh2DPRoAISs0LNtYjMzsweJOdWc3cq+QCNkglSauJaF9fRqRMGWZgfAEjU5Q80lp4YzYLEyAAfTiEPa9oNRrI3oVMTRgjHVWefMFACLWSAnp0maBbRDkZuZl3JEERVFfn1hF6fQ7IQbfb2t5KRVxeye7e6/n6CjwTlKhLKhFxAG64yrpppGiusFX1Bp9bi4iHoby6nEnhcOdTs+OSJxZ/0WQ8DxUivtmuEeV1hQiNBbJYUoCGO1lkp6c90LCHYGk55hVFFcByZ+l5aucNAQFXwVqsnqwjaAVYGU7JwIkrnhWBHMzFib2xknK/57Or5Cr7DmzAsuFlenFq+9Z6sDI5HRyNjg964jGKT1HSNsNOtWsrm+1vfue9o+NdSkAFR7Lt1D6WnPkzo0w1Ri2aEjhzAYelOifu2OW41l69tbJ5+HL/D//VHw6ec86TJMEx5GBrhGCNyGUFWIiaUlkA8ySWboC6hjEJSCoMHO1NNh403/vgXRuZs/p3Nnn05csVG43XVnmjcIOwiQ8cHtDMKJFgo+2ZTA9JoMQljhpbjt4ff/2Dr1VpLeura8e9w8effybd5fWrl6VAJgEAYtH/uCJqJngtoCqvFdi8+rXRsBO0fv/B7ZXVzuPHnz96PADexbn27FTr8eNXsRsvHbA9p2Bko62Mr8/Uf1HWGs0Qi/rguABDxZn5NlekdBXrKbIHx7pgF93/3L/3g6Eaj8OB9F3JMCBU+cZICvNwG4B95jJr/rwGm9blbuAZ0Ttk4Kc0VBkhxZGMYCpd4Bk07T1V5I5CysVUZQlG0ukohF4eDx+46CV+9WDSF4tETvj/u9/+juPWWUly2L58/MUPfvD90TAB/zu3t9G0SkNUhQeZFe7HvV6ZzdpB1QpJGUPou+TtpwN0m56w6/mrV6+gb6m77BHCV8qWhUxGshEJGSgBqjIShuFM9vuSqdBHYr8ki9asGmrqZppFJvJujAeCxCNZ5ZRBEh9Rr8CbKGxCOJ66mJMHlAIWYyaKiMetre31zfWnL5/wT9lzOefKka1W2nQRl11gESFXfRXmZCZaPlO1m9RIGgsr4GKcReh4LcvLSs1YyHbYNFMlbInmgS7JDbGMDD9BVvxP/YM8HxbwsZXvNUu+kM6CWoORfe3xHdyTaZZTcBkx0rhiF2jCY36oBHkEQXRR8Oin6tcK2QSh4kStbid7wS/tWrcxrc1rEGjRKUViFFPiaBQ1VT2qyef7F//NH3zzO3ffffCuIhy7B3uEScOJHVjNakui20leJpT96U72jQFbtOkND06Gg6XG0vd/8N0nnadPfrpnl/rC1bT6fBweW76W7LGxajAYSsxhBjgHAIkQB/qOplKP3F7XBTVCT3d39hSfkjgkPtZtNl5+dmyMKKkUAQx3iVwAjk07aSF5UyQnnZ5trYprf+Odb6x2lviWz58//eLzT59/+eT1Tl+oXwwBMTAujLtyCkCRUCjioBgD4YTwrdHoxhTJMiKSA0PkNRrOhR9k/VGw+WLcXZo9OsiRDSen586sjd4OUsiV0kBQkQtNmGHYPDaN/7wPH5YffRsCqd5XwoJh8eMf/xjXSU0VNRN/EosiiJFCBlXw7nE3F2kcNcvmJk5pyqqF8hrycDNSqaSMR0JkxX7B42UAxhIvV5NEcdqIbMvY4lJrkQ3nPX3eapLL9tg9nuywt0SFVf67tb1ZnPlDJounYnXWssGemePVGGjKPJ6DJEqGyuXl7s5rDIkZqhxkQxaXFoyeTMboUzASAwsfaoHr4FlMItRfnaqMsbGMLxkBhf9Vqs2KqTmGBoRhyhqq91VoybMxc/gdV/gQZZRlGW5ktt0noZPOtcg/d8Z2CwMLqSsn++LVy4MjDu9t2V/2ApECVg8YcgpJiHSZr6WMfJnIaw5cAVHoltpicSC5ubFaq8AE1pw67DnPZv66XWvwfIQqgmyCilEwFG5hEvnfgMPwVq/LRZyZo3m54M57npCaBJmX1PqTkegSXZjM1GzVPbuRBSbvSSZMRQHGFOvTVbVUkFraulBCgBTU3XRrynY0wxwORwiCEQKIXG8AZu2qRxuXuB99/sWHzyb9s5WNleXm6shZSyrtzl5NruVgWp7lQChdFOFGLpNB/f5Rt73MUTtVmGt2dm157fZb29JgXz8ZQVOWc7l6l6yYIbeIcTEWeY8YCSI5cCAIAJwIw5GtLJ3u9fMd+RidpY6UURbT2dpVb6+nAtX6rU1+NXQyzdc6bdIaYdmLAQLiRnic84q8FNXfffXyxbOXFgJIYwcjGsZKt3t42OOUhvSZAyH7hDbiwCOZqMR8E5YqkCQIbA5Cb9mvyJdw9LjjHJuvDqwqlqUCUt/ENXU+tvN3dtiLTCxN/NsvEQd8miIN/FbwFZaLS5LkC9ZRMFkeC7koGEtRLK+ugA9CCR2kBcYtemBOVJa/ZkoOva07zrsrhsBXyA/e3aqtzCqvbg6LJiwSX8/XzJRCK0IXyTnKN3E0qjYiCG7EwZXFZDXC4J0/XBPGcz717uLewd4BD3eq9hnP17+8Lrya1cTrmjUXpbbsywbchGowznTCN1SFXA/5uwZu7wYuTwHoSxuWWQsC4eK3CCOmSvYATU541LKS1dozJk+1Gou9qZ5E4AwxwitQMy73E+eZcAE/JoyXHaC5TTSxZp8qX5eAQawO1rJhFdVQ4lvLHWiPPWGMgFS5d1cqA48YHQQvOeGHcPy5/N+pGDulvA2uowNLDBQZSQZxCxGBxiNbNcRMY8fjdFAfDnrsHbLJkgETybmpc912ocDUd4J0QzVmj2FMqDEaYy5ogFkQzbBEHBeWuo3THJgqEYJLhQgIlEhHGK0ozvtywfiNtgnyC5Ld4A06b3et8+1LFtjY2qCflTYQHLWviizIz6jzMuXfbHGpio501+aPXp99IZP2reGDt+42663rUwdj2OJwOnchBj0rACvl1cYIxhVhmWQ+cWAZAp2G6P9+f18W9je//83h5PdH+wyQ62bLMuT1+JjqPLclqRxyhRuBi54KRk3BUO10ypaTKxWvLg/3j4C+WV9MNIfDMBYDGO3VXiMaaw2OXGMh0xXZm1OSxjUg0JmYwtRMBjUY7x/ujQ+upxvXnQbrORZ/jAcGXoneYT2kwwB3LAl0FvAFHwVm5bdQ2ywkk1CxxoszbNFo//WIBBcPE3B25MrxQZ4OwIOQip8LSfr05iJewo9FMfguVgKKz3eMGfI/G98KEyICLSXWtrt7rAK6BTzBHZzDPoLx6oqzgbmC7ZuO8q4AECS1p4li88erdGemWQim3BObNqNF2kYcnyEOdHkOUcWKSVuZSxEHRaNAMSsXEU8t+NmOg4uzyTFzXd638Nvmmt1VzkQa2VJhM7unxSAxMzam511JjSaMi6KbPpk+iRiKM5xJzbEmpADNiN+IuuGNkh6RPQ4+Gk81ER8Nm9O3uGiv5gmGaTgRb0GEzwSTkmz13j3JHCmX7yP4ykVSYB6paiYcb5q2sMSUo9MAhioj6IQP7PgqGcpJ3pmj/ougZI0nbKZlOg/tJLYo9AXU2csgkwgSPDZ33ZoRO+b8FOOUUCByI3TZ8AIBERnyBVICgDwUTzihLHVq2KXlkIAmvXcZuRnkmyw4JfDhy8lwiNQTWZltMtWii4p8LxVNShjWTcF0/kKERJGZEUuVHNBoRRluG57wsmrtzfbq1spw0rcsYtlj7+UueQpE8F80jZgtrqobxWR4sbRmP8nF4YvRePTZ3Ye3l9aXL6Ybg5M+uhFLo18WefdS+pxOOXMpNUDBib5DRG1eqTcwGMZV1vsHf/EHH/7oo93PRSfPrD3WW9NYunfUW1jMIgrDmxy1u9wqo4vlRmqKTivoZNvS4d4hd2Z9c0OVhNaCkyyiYJ6+2O/3Rt/47jekTgG3cVBVbga+Sg/4hgWJNKeWVjj2X1x/LgmKXLXwYGVaIT8kAk1YLygUQyHOT6+d+BLyx5zYGn8BNw4pLljZu0I2KUfWE9FRFWlufiRkadmIdLBv9Pj1cM5Jt2oSeiD6Nf+AIXTmzVciopipkRpuAXD6IxZylnghNna8PsNowR7T8SRnu58N5gdRrKQXhkmqYvH841AVji3PBZJyNRLFzIoaSMK4G7zx6qropOINkc5onvA50cTZTVAsUiFtoqE8i5CLnRDPxme0jz/5SVagiG/ylGC1uyAHLI1HR0c0bvh5XJ9tjxfZqEJ9uiY9OTWkueGh0qLuElgN3xbK9J5I9ZOPijgZnq+tTMlNxZ6kv1LowuIeZOgl7nA97USP1WUlPM6OR6fQHWOp7E0IoxZzWm6Ib7SpZQ2CBixzG/vj1JtcX92gooRyS9TJLj1+7qUtNuEgrZv0m4s+Mk6cH2k9bYdiXWWN4tQnFYJzAkrgUORCjHGHztmsjsujj7LVKdkr8EBTou0Oci/srcX+0aGhjeM7ZJ+cwKEJmor2jDl2bpE+BWgwkpyXYCEbFJUslrKUI62EqBezxatutfXGLvC8mecqeAzuEaGPNzRQfio0cTY6qbWmbt+7w7w/G55lG8zZ1XDvTLJrdEPaCTkYTYoWTjm4IukNysteXfUn+xefnz69dXq2cXu1udC+mBZCZuzzW5ynanOFFAP+ek1SNZNPnAZgbWZDYaNT+22W77x9R7NHj8gKUa6ppW6dK0jGmTagYIEy3rgpesaAThLqEID1ucOeuObxysqaqIG160efPRdlwIFbm5uE+/H+UWupHSWWTGErJZWhlT1taFfUzUZlabMKBDz7cpdiX2zN1hvZ6kvkEBdJP+EeJByN2EsLGQg4MAzzDkDSbDFEwRVhHx0dtLtKDNVZvkd7ARptuTDfBEPMxenh7cSuDhuZFaJMxCFCwasPeY0pYMiRN6whdeyKyjyz5pt9S+HaCHdkdnYx30gOePJrTk9456xLX3uy0E1BWQboynvA9DzWRkPIoHxfxq/fXJlPbi3EgDoNIH5J5lh54PGY3GciNBOfo1oN9HQ6pQVn509yJEKeIbuyJyEm4UglGL4d3WCj1OWphNRkdkpDsK8J0o0EoWMqozJsWs0YcHXpKAzgjW8wIOfdNGkR71nUnpVcgFX41fSheblNa1qQybO2djY6c+gr/yhXYZu0k0mWaYJieKFcjGiVcpbW2qjFsxjbmrNggRVLfkiyjHjGYEE6FjLQLKJqtbtiAiiEsRxz3RpEEbLKjRi/VHad0rtCJP61nkhhUEqGSdQStvOgqmJDCCDyKMK82GLeQzrBfnBwXK/fGE0mWEkE9ySEwNosNRq0nMeYTAnqj6xbm1D8kIg539jBpfxniR2Cggm7GdUZkX4Dr+iPKASXNxWArAbOtKZvv31XRQ/BEua90pJOTCo3AEHUkSlUI0ClVCyXbnQ8Fii0RHdZvz7rXT5/tMP/Z1YstNQJWoyvJE9yfGpjBVAyo0VpF6ftuDDIknow72Sk+Z2D13T7W++//enk48GLc/Gg1tI0ys4hqxkhUwto4h4ZKntQmyQ7dsUpdogfHBzWmy/tgVtbnh+tj959/52H777d7DZ3Dnd/9OMfhtFCAVlDSpKyeRSAJBPflgZZq7NzW1sbJ8PR3mv+2mkM+UTR45vpmlFZQMVDC8+nqUgWPwGs8YRraVxfGs3E0Sy9o+1z+daN5eX60Z6ksfielxcny0uN8Ygik+jq0CGPF8sidAAluNA3cU0qdEQDoYbSpm+ygGLyEr2j8lMJQ4dkv5+gA4lq4NwhR3MDo6aXKvrQgpmCGk5DwDiECxHiLP5rmg2Puas0EpjE0PXIDXmFaBJm9mWhkcIWrKWMMauqGXOkUvIpgAUoNAhusiEgh/+lX4a2tKzpupSTmBbjVGRm2EeiCNBeX7XZDyibnSluPRz09RUrd2GBu2sY3vimUt2nPizUhz2xuhT/4yzwFNqtrnUEPDsZjk3Us8jSqhIliaJEb52RKwNRLFQ7IJDto2/koG8yxTJ9A2Wo2+oi2kZNGKc8MlKAWOMalXKSRf0FI0UQl80uMgQQilqHiStK6nSoU8yE2tHxQbBT9lBBWAKsAQ9LKhn8DF0GPNkCiqGkqWtLKgkjlEx8QkKdTj4UhChdC6RIqGR22aq0SO9W4tLhIcBR0Avn+c5yqgXHJLTbVcxrmZp3slJVDUljs5wx3RFpRA6sx+qNsWx3ZCigMnSRZUEkPVl79923VjZXjvr7Yu8MXQvFoxeX0217AM0rThRoIg3qgCxAdXwciojWZhvzdRe78yeXZwef9LHTxu317lqHj84nANIcADM3pVqTcmOspNRzXZTLkEq2MkpKPaFp5tn9dx68qD0dHggLjoUF1C+MMW+FMfMLWMh4tAiFSsrJKPMVkjo8On/1/MXW+sbhyeAb3/3a+1/74I//+I8//ORDnqudC3h6ZXVVOjnCBqhsoLCqxuIS1W3MSKEny7gYseXOPh33sjNU/oEOUZX26QWZYAxv5KLkge//7BX2QCVTWRnNBiQhnLqYbstimaxEUSS7aBz72Tve9SzOqjTwTTuUeLDhyjHhfopg11rGS4DjTXWog2DAlKSEY92TMg7OHVpsaPnqRDmJPD8eMRsOTJYRGSkQqZW1LFijq7EYIw0WYTJkUK5KFpB6DDcERSz6mrDAJ8yCWGFJf4iAMBp8Qd0X80UDCfMmhJAdF2WwUQ8LPAFEGS/3bCJSqMgl5S9DXKl5/qvMIMXRWFw9yywW15Naqsokp35GuP6410eKrZb9HZIpskCQ/eKXlzBidgIK2HtnV2UaBTvviNednA0Gr3cvzl/Rw45UMOatrS1yRUUcG3zVjr97+/bMzCsWeCwRe+5tmZNgf0JgJVQIv/4PkxZxYKb2fsqNF/LAFAx+mCMOZM2kIMLZOUsBTIEomUhig9NJr8bzYR8MXgwE0gpp4+sELjQkg4P0mHLusk0KzuNsXDjoJzEFwjsxbI6CNmNX2AFjX6eAZZX0StxfXq5vrCLxbDwf22qR2oq9fr/ogJSKlsFDHGDDBTkF8eCu7b4/mSSYYkK2NhKTy2urUAyhN/UO2S/BZaSA9jVuv1RqhxAdVg2Ho8RvFle63/3et6cWrKQxJM8Oj4/4GIPjiUzhILo4uYiD6AVDrbn0nV0wzOOieAMRICnE7Gy1+nrt9tvbq1urZ1Nn/Uk/kiKn915w0Vl0zntUm4X3JtjZaXYYFiCdkjBTC4evDh9/+sSJqStSG4ZTtuHxxzCIGRCx+icBk71WFggBtdWekqgPK7W56/PZK+fhPvr85eL8dLfdtX6pcanpCih+92e/r/zF9fy0Ap6Ds5NZJbrkzw2GK+3uoDe0grHWWfnxH/7RJz981eqkdC4K4f2YEqM0Sb4zsZIgPHqSkYJwSmldN5DutKMlw7CYdaNGbWNz4dbtLYT74U+++MnvD5c2wv/1uXbveHzivE9kGMkEfaRAscsLZ/mG4DPN8gfWekkopzBk5LzLPbp2kc3gQlJVX8YkxIChaTfIcWoTduK2+FZkjk+ulThzOQkuQWm5/h5ESVrVDlNB4oqPvDc3YDaXvvg777zzzuHhgR67nc7+/q6nEC7zya/0mMudfFofAWp1a+vFqx3KmUBJyFBIiO9webm8bN13XshfmiCyJwKE+sU7Vd2w3LuxoT6H+O6CxAHtmzJC12PJHWi+fs3REuG7cp7yeDIwL53ad3Dv7n15OMQEa9yQtAAXb7/99p07t1T+2T/YW1pZNTPMgxkUQUFCr16+JknBihYcjIag5YB3z2rQSkR3tT1RMaB2oRi2VQw6QD0lAOWwg5jboCO7VEoVEzEm34BBBf9o/FI1n2gzQiAtYi4RypiZ1TU9K0eWKQbCsQIY7AnrBMsuxoLxF/MkZhF4JnyYSITyROf95Bc5q5p2E8qfOzg8BhCzAxmjbYoKKBhfn11ZWrAKp2UN64UVrGXjSeJGVEPR+gkUpoQG2Y8Kpyw1MGxUdU0hvXbzzv0HymzWWzx51HrSd6z8cf9saAMi0ssSIgUOR0z14gkWhYXwmSOylGOURG0jO11kAVRm6dJ8v3/2/POgtrXaVZOd0yTpAFXaTwpsrKDMtkR93cNQzzH28WpmW0stNsXui93Xh4PWtf0R5pRyfTI0yJ2s1+ohrCQmOb3m+MCNNXSMLJ7vvVh5uF7vNLZud2ausnnqtOxrnPQHi3P1f/nr//oX/+ovkPpqZXXXV/qKgnRUiW+JFgKwSl+28Lz7/tfo2o9/9GxpCdrDpdV8jcBCAugX4Bk2pk22WbnMnfchwyQ8zHpCP/3e6dLSabeT86wXukNfuqTMU0JR+z4XgOXbSAEX2PmBKo7Ayycfqv2EACv1kk9IAWRQrCT7N9I3cLM4cE6iIfBMQmmprLZgDCwayZmVJ8qPsR/LlgMvA0cE6oxxQLAlOIoyYoQj9wwsEj4jpK/C/92uprxxXovnGZzOSoAEu2rgLiRVHArjR75ra0toublYiqYw42blDpVAboIpOZKrsbBkARgLESUoYXRymrNMBPxkzJFZCDer17G8Tg8uSFJ5E9Z5nHCLtVjhx0dOhDxmJ5u73fo7e/vJycsQZATIkWO15RQ5Gzpz9mMWCGyInl23cpGSoVuHR73pWxvDsROWa7peXuqaJSvTLgA7HXOM+hRTfCAoCUjALBa51lxjFMGQ9+bogq9pxa7E6gr9Z2U0aiOwBTLvAZywgwbv49caWokl5FOOSDfB6FoIrW7QLFqCrDgZRb4wOJgYuR+fQ1/x0QTkbO6neBmpAnCMcV+QHl7ZZgJwp0fHnJSrWtuCu4X85NlbNJdukmuWk+5MrozfK/hSJdFlkULFXLHiyAFUFUlNnoVZr69e7Use7w0Plclgx8QLMCkhIkcOxkok4aoZBhZCOWna20I7/nVr4JVJZJ2m05lzvNTnn75c3ezdfedeq9E5HuxH3KpuQO42FsNbBl/q3llfXOw0RQV82Wg1bt+9xVT58ujAEiE1IaeLRSADKs7+bC1LubO1tXVnmSyRPOo9K22E2qzJynW9273vRM3RcXYNOw7z7MQKNTtIsafaH//xT77xM99yqq8VitZyV/yZvFRotDnfYAgjz9vr2++89+4XXzzDl0bHtgoXYXXBuNB9tG7IIQa2qQedTGlf+pdigDaXAKRNioP+ZH3tSqmP1ZXXitYqyiC2S/nYVkCK/LuuAC8wdQVz6Ku6s2gPpn5UYqUNmLcumiOPBC2JpcQ+KSIK87jOplXjiZpFjh4rzyKftO+B3Fx2eZgjeindJbafbN641iEjR3gc93vyF16+fNUfOErwgo8i8MsKQ81sb4tVxAdDQBAXxchsxP8koC6M2Rs6TvvO8MHk3khqZxbIvj+xw1IvSlDXHak7NkIci/QHg56RYMCIv5kZCYXqiHmPYg4O9kqQhJASyJxi7il8JnrsMn0zchvpYDD0ro9YzgSJM/BRBZCep/AcjecnqZoeBJpwh/JZZ2dy2F8f7DTX7F5dFbaXpKqCiMgOQkXS6rUFnom83nh0uqB2ASt2PkgG9kEWIWLghhSdWDICIh0Sas2yS/w7SyRwRKbEyoZm4uhKSMU9AO7XK7vtciWOQNV7HCz95JVSzCYoWCheGzDQxWkhF8PwYu/1hLUmA1L2ZCrMkQhZerX3sTa7vNEpd6EE+WAsQVUiceCF2uenl5wfOeIiJZeff/6pZ8zSTh8T5lQaLOnIO83gzKHkY9zIghJtKhMHpczYa14KhYXOcl6ztcZlucwnO/2DZ6NGc3/91sbctBjLtKgyzlGhO4v8xeBkoUIlJaWOm1PRW3M2HLbdj9IOng1tBhPINwori5p22Hd3qe44bbC2c54IQzFmm5GgTuu90toua/3jgbqdcnvsESZJxJZubXVfPOrVZj/81vd/JvUVrENx6hq2FZ3nEJnO8sGZM36PHI/5/R9828Zqa3+ssORHQ0JhtSlupGW9MlWETkp6H6RZGVBmR/lX6Vgk7pSFQxnpJ/3eCVuXwNrbOw7NXdQ6beFfDZM0N0ye1iNebi7sobdCCr4lkWIF+c33sBD3LpFgM8b6MfooQxNH0yADmIgotFF2uXvKGzChbKr3UMluh52KePxatYbaBCnZvlrw3nKP+8kCKXRiZiotpAj3rQM+I9EZlM3P0U4bW+vyBTXIWTFN+otOppDGp9mNq2cDkwdpqUhTmxvrwmkGwyzlNHil9jEML8PUBsM+WWAw2Fj7BsZxqASBnGK7HPM9gr28bLQyALQsfMOPBwogwCFe/RHQdkbMTB/aBQhLNLBHXIWRanrU7CoJfVV7MDPDy+CE60XcApsvr3S276zXFmuNtuQV2fSWaJK0H4WAPXlVWEjZiVRYDKip56wQiCcWOHt1BXsqn8Sm8FrAi3rdcuFjMrjkAcEkiw0UUQTxVQlmpgg4VJchmU+FPZNyAY7QYHaip+I7wz21ws2LuvLKYHBZJcX4k2FP/s7VxUhzsqiYFlojcMnu2e0Hm3nGYUwykOwSYuSx0HN2q522QtNnjtDVseQgVga82RPsJ36QJnRACJZ+irIJBDLyGJFGGkKs2AHJBhluiuYsNhv7zkoGPd/hLIzOnn+0Z/H//nv3Ticjx+XiCs9oj+mVRuSHSdUWmLEjw/EVZF9tRlHiOw9vn40enw4tdDpRo9bq1iQliCrRPDQSdeTLEsghO0NJZBf+EGiJYwT0SQRMaL5I1tp4OF7eWtj9tPfR3Eff/v53Xx/sO98dejqdJV4YjFEd4/7gYubyg29+48njpydnx6lvRtuxfMpl8hgSDGA83nzshawAMA7VPclKU4xCAQ2Cvjbqn++9Puqql9Jdmp+LLAjoyrZReRYgUK7KQShvI4kD4nLnzfdVv75nVIrPOsjDe5OF39gmqkuCHjZwe9CVDyjQPT4UWomdT0QkdwUgKnteB6WPPFAuhBbLE1ISly1qp6zXBN0zdoWIQc/cvnd3Z2+ns9whKaDAoWakkUKGD5TfLlavMW3OzTEiRMM77Q5CZ/PamiXIT1KLI2q73Wx2ukkwkeQn/mKwhIse01FRoRwNl294vzKIXrx45b03mNlrVhvn6hgYGZs1rY/gZSFKr1PWKss1Fgk45Me99iUBZLXytFS7mlgzxsxrG6umTABhAhFNLYtQmEWKCLKq5+Y6q+0nL57svHhOOjiu2mEZlPDxYKg/IQMjdMX8iFsi1UVC7Sw1FoYo0qGwTCDvlkCyRFMYi977zitiu5grp2xJv6SfuOhljY//D9HGQ9poBARgxDfakKnJNQR/KHVDOVdNC5OYBcgvvhy/WWJSPAVnSnhQt0wWGMdmsj8xK0G/97o/e+aoEP5GPScOq5jWPG9KztPo4V4vuUwnNUkEOWGtZXHCVvZz2Rqo0Zzdg/7QDBHu0pnBkQAV2gpYvAQK9BYeMH3Djc+QO6K5tEay+i6O8Hmttz9+PvPs1jsbrXrHk8wT9heBU4K0UbzME9YjQvfImci4WGOn8eDde88ePx2/gPbaYnfBXhfKUB1uh9bLfWDLgaYcdeQIx0orHD3v9w96K5ZAFtvno762zmpqH6egO6BJUh51z19+9Hp+/tN3v/aeFBLIVpGB8bd/cIBsm92Ovknbu289uLj4vH8YezJzgxYCKlmXkf2YDijKXyUmisYmF9AKaGcZWi3aq93XB5tbW2xR2nQ0TJQIEbOJ3kDvz/m3ADmtu8p7nVfv6e3gxdOwka8iWfRFJGPkAP6Gt73LT8XONGlXRETRL7SJgy1KO25OVKtIjeoVCcJ8ZlqMc7zh8qDEO9l4OUSjaRVo0cG5ajG//d7buzs7T59/yeoGtuThloNkYbMxHhS1nJXGTtfSWEvdBI4YVWkFGrES4jE6rJsnFjDHhtK1jiyZG4nvsYxwoJgC/mdiTErxOKFuDFxEgF/PVLRno9ElFqxpS4muvtSI4Z/2YkEQWCyd4ahPuJEs+rXXkM2rfb+qv2IL2fz8hl74Puo66HF/9/X2Js+zHWjNzPXLABDOmnWZLGWFM9KFZeEkLybyZ4m9yNUAP8ZaJG/gT1Pkv5sLvsqX0/xHU47ZT2WT7kaCHkg0BIxfIM04q0s7DD7p1bLiyYLcVPYjWFQEn9F44PeqRwj2Dd9RxIpOYiUhbLQIu0UphmIxiyTiXhllGFrsTcqK/GEjxHNpcaROr+UWtYOyZkO+WAIJ875RJL4s0zeZEFN6KLrLa+GESgpE5ZSLD+2KvcqNtOvKoQryQH1caMZkOng8aq+ONm6tsr7Zk/wga6wMdWsT1IipGjr73opUQIqfpi7X766dnI9Or17pWFKWIj2CfNB299ZtnqHlQOIf1vWKbl7v7arFtD/qr7ZWWvX20VWfrIQaUQZB0HqjLlt5c2Pr2cnOkz96fGvzjq1KNdVVwE6thjh8ORnl5HrCU3jw1sPe0TEjplrUC0fF+I7gw4EQSz5E/EWZ+5RGABgQ3OZFp4JK49Hly5evnQ5qnannvIYFVeHP8QbkSbJ/86z7QygVPPNPknZy3Xydf/KJlNGsNyB2Nq1YYLoLUlhoGDGtoA7Yzt35h52fSjKpJGd4RmWc7g8dl23wFeG601XsULsIRGlCCZgTVHF+S9ZavIdzm1PeeucdLVuBIlg/+PrXDOD17itrB6kl62w7YinV3AUILaOlLtNlIuolH6XmrPElQt5HbUk5iu/QqEtG1nXa/FMhA6MCbCyKPQh7v+oIcpMRipVLFUOxdAnX9pyhHJmgBJxYZCSLpVM5QuNseQJes1G5xsxf7+6RX76MrzE7Y+3smqtUc5Cp8PyQ/6x2rqLScVSnLD3O0bMCjcf95M5a/qCbx6eiZuYEs/HOaPocb5oYXuIC4ZdQQmx7lOxjfcr3evYX8VowlYmkOmBWtX2X6Cx8whZPn2NfwjQghgWzV0o/Wu4dHZISHgcWqVnFQEjBm4JNc/XGb9yWZAxxy86y6MayK4JAQIJ/WIhCccBZlQKMKT1nOVPZ3eyQQhMbdzYY5EbLJ1dH8WC3h5S6S82T4cTAcSK0QWnmlqsQY2aWuf3pq4gHDWa2X13gJZYq1QTRKRDseccKhEkWak8+3ZXCZIlOLgffqe4sa+6AYq+C1YhWefQTmUtibEuqiGQ7VO2iu9HJuYEicgSfikPz00v1rnwekCXpwYhCsJn88FBySM15Yk484qc4+SQSajaRW/WZVVg7PB6QhqhKjd3X+3u//U9+8y//7b9uCHwKpL+42sgqHZU4FyG9tLYqY957BEUihxAiLOIesf+D5UoGWBss9TBM2do8xkRwZlp5fxYXdl7tGiFTG3oUjIUnmAZgeRNfgetPvwms/8xFLjL3CAIzAQLsAOE2efCIFCLnz0LwzZCKltEIYtJvOfFo1g5wFychq/VJhoksMGCE5SIHMCR3AzzBu3KJ8yzLfmGOdV16O+dmv3vx7udffMo+Pur3fvd3f9f+yK9//evgaWkIMyNVZ1orsnDccx6AGhCGWkVeQ3sWzl03+p/sEO2bzgmiwinVaIuGTD6v2WegWbea4uHbxSAVTZjQ2T9mEULCnzl1vnV9daBp8Gd5CTEiA5gyb2aCS8iMBuDgmJfUAw6z0IPAB2tV79Zcjdzct7Y2dcd8gN3FRt3SubXGndd7+4fHKhkQYY5xth4p6CsB0Z2mULJ9kgE5LbGn4sYyZoPJBcjF2g+Ey6/+AeHo8LI3IRKKGRV6ys9QgU6MOfCZjydi8FoI1U1Nddpd4X1gcb/X6fNpq8EAvtRtZx044cyTWNZlCUMoNmKdSMr6XzFVdM184dDq/q1fWsuQMih6FpRjmqAbLohv8DuvCNSwol2iEvst5Ofuwvxu0zRQ8tNAITL5NJEeqPSVwbEm7A2XWpvms67IgQoNZj7ZlxqkZpGq0qneU2BTteb29M/+wg+evng6UxfaXCYCjgfHiUKzlxQyqiKkVxLO52xo6R+PWMSk3bDfP5+cpcS4/0jCcxvujOG6b//zgd0vMZ7l25Chjk7d2ljjploNcQod5W1CMmEDOIuCDC2Lt9fTgkFSH3/lf/Jrx2dDC91SPQyAA+mp5W57f2f/3Qfv/JN/9F8/+fGLW3dWsuvVznNOuPJQlEWsMvT6lY2Qcz5M1mXW8BsYgqJFrprMuaxIEREOJeEi8hStx4vj0mOijZiRQREJUkIJ2g46CxH5xmVerrRWAgFveL76Eo8VBFGOURYsG3ImWAtzxgeIFcoRciV6bJ+W/VUp5B09I8ps2Itl67td73rgo7FgRQSY/dYOm91Wnpi6pJ+xJSVDXaO+WG1KLVkjVFpeqdrCfBwjsF3udnB4ss6RZ5WnUA5KZOob1YUViOoUECfZn0yOj3t377ytSLwtZZ6CBfyJjzAtuqOxCRGiU+ayb7ibi5aH5DLO15NQtNAgJvQsayzxS8F5lZdzxXogNE1NVIIZ4nwnTuS9+3fu37+vtfX1VeOsgFnl2wCyTjWlQO5x/8jJlCQOPQvTVi6PLVGenmxv30Y8eiHCgN4bT4mzWcU30QpBYZvyk1+xPQjryIAgswwsY9tYX6ZxACFmzDi+TMVhZgqkqWZTsF9eA2XcKlygKWOU3uJBM0pyauEqUQJtuk2bjGUrZZur93qHw4O9w7NJTcklyx80wXAgOs4sY3BqMUn1bM7YFFAGTyQP44ylwP5WUFAoYk22zury8y+fRfkVN4GuQKMTh26LKbBThBVYguKfNh1V+0aYaDRvMUpZPDfqMlR6c0X0hHiLIRhOSbbV6PjqxeNX27dvOW5pcKjS0fXS+hLyMhgBrCAmi1+J44q2OKWZ1Luau2outS7r5cx0WpBVBfcyE0cndqwxBKhiEshOJwwhZCjRdpExaKVYHReV3lSJS1wpXlwu/EZzcmRmp37zn/3GX//bvyKfYjlnutbQotOsBDiZx2zZze3NJx++kHlGkuMaPUi2L09XVp+JEbFeU6MZSlwFi7HedZPVqoh52Io4BPti50MCYRGe5yv4FlzePOin0NO/4/pzfkWTiUWznysnLpIvQgFlxLKLH5HGEWURzIYRGwL0XDxhush+IjcUjQ07sTiQtO8jPi4u1oRX82TsHTaqOLwoNDL2q4us0bKbw13RMWnZ4E0tzxRXpWIJ/Ok231eveiwcmLigRzxuAB70iFf3AIlvipCJ+iFKRAQ0Yl5CPA6YYPkyB3JjCaP7ickuUuNZDWpcphJ0DyUvTsd/zDjt5V3ukBE4lLCLSVQWXIUYSfa0bdekkhkCdVfXr3Zf2SbXaMvtaze7SwqEFMPeuOIoFkGAoRiS4vBMGLMs/8cnzZuY0IaGxYscLxiHF3kcvuFlcG24RjRKdQO6jL/pfpcWXEDIKQRVqQyIp7geGiuXBZdW1k3RZaJxFIjUYgdPzF0rPLvUWn349j0e7uFrJUXGi3M1p3PQBDk1DCyQrKERBS4GtP+dHISMyQeMZ/2PQrAyvNBu3H/4F1Weefzoy/6+ow8ta8rDoe4Rk5gELkVLp9Qy9CQnBQeyZErAKexoAlFMNxgteCVWimNhgn72m9smtUefPJVDKnUo5a0tH1CzUXqBowuogRFItc47SE540WMQJ8/KLgZlZtSBHlm0OyIOdCf8UbzqkEVNBREli5w2xZIU7JXvLDdbnMmQ9R/hXTnMNo3NzI1f9X7rn/7G3/61v/Xk2ePb92470Xx2bd1SCrpHdrfu3J5t/pDRdH5y4VhqoyrRb/PGNgnRGligS6zEYkqcNbMIuAME83FH0rXdrOcgOHCAb+TiKiVzqxv9GD1gcJ79N64C0kwvl38qYVF9jm1CFQVwkS1QehNlKF2kowghmEu4K5Yn781XiMjAWGk4x8YOfMJ7j2ELWEisrJukuTKRBNtLbqIubYPn2WZmCWpkcy21hHDccBbDMWFpc6gMSQfCmW7RewndBq8IG5kE1yRW6gPgUr/IN3FpNjMsgqnSk8pxRajNCr42tTY8OnaPb3gEOiILIkEcAlIWIzzrV1AFXb+aJvfB6iDlJ7Ng/0BdxgPzpT/k+SrWyP4J2wMfy0dPo4FFEA8+ff7UwqSAxMpKS5ENKas2mSl2F2qkR61eGaJ5FetoKfW7QrxVVig0BOSAHlD/iYkH7/jfEzFksF9ONY15W5YaUTu7PmGFQph0Fk6NeQx0svJNKj9dX9QvCUd5WRPrsOyF6kr8koSNQT7bqE9ZxmHxR9g5vOf8gjth0dBmv2ZTHchJFo0NBJeE9sLFoVSJlRb82KdGScCzMZzcJybVe0lDrv787Z9jlT3+4snei4FiXE3HpRF4MWMMi6jKQMAk7Yij+irfBhy+gZs39Fr4ITMhDtxs2OaQZbCrg9rTL54ub644Z9Lf8UHfIjTDH5IYHgSP9rWEcjLE+ixWNBHOEl5g84r4OD11PFBckywrMVviwH5yy4ez0wwdZWfsbKQBDK/sCwsRmngYMeMBSyUomQvz54vXvc9e/9Hv/vDn/uLPf/LZhw/ffih9tWtfo9Tjk/Fye2l9a+3VZ/tGzzzWgrCO/e2Q5A9HQXlmXBgYIfvoQVdgXl1moe8COprDAAi65MORxcFJVIH7y9gCz4rRvfn/f4HzjXaFBlB1+ao0UsbgBXFpH8Ej/Os5MScUj0bTtiFBe4zVqmZWFr2SxsRcV2ZaW9gGgeG69nJ0o4CgprJdryQIEQARKG9sAV9m1vnLpDBkuuAhvbmY9MWJLofQKN0lumg77eIi3QvDnvUI4eIVUL2SqhVsNVC9qV4xPwonQQxGNr5xqpZAFpBDsU2yddeDSrNR9SJR061ON/wvJWpijdt6k8zCsUgIMaDl6cUbAaQ1LcTXsKl0LOF9SjUaJ+eMTvaHOOmK+ynpJwuQFWhxtfGDmUqW8RSKMDaYIkWBPQXmoEMXkKCf2Nro/np63J+UPRDF/o9kD77cpbH8U4wCbzTl8p3Boym+aXLs5q2/KAeuArJSSxMjyRJ8MXj1BWZgurq6aKl1eDKAi+4qhdhUrFQ9+vr1xawTBTRqHKaRtr2W9FXhX0sbaToejUGR88T8qTXV3d7r2cHc8vLKX/hLPy9R/6OffrzzyXHkuYLx2Zc0k4SrVBINzkiRzAGBU91oESlE71U8Z7SRdiDljgzDTTzAqfpJ7eTF4x1xHWuaq1tdXpfvtSZYAMpAEgPU5htxTCqLOTc9N1BAvnbtJIPR9cnxkTypKGasg9Aje7jmJSqqTEIyJ0i1MytJqVkjiyIbRY2oSCmklQcSHo2v3rhemOrMfPgbP3rr/gO71u2wtlLJEDASRhvKePjw4auP9rGHul2UkOlEvkeOhJoRaJkg/9AYGI/glKgIMkGabsiiTFCsR4MNcURskiCBJKxEEISEyqWp3AeIhV3z/qsrMCwfqtfcEd+szN2/ufwcIJdPmtKLO3xD5WJm75n2k/GBbjOuGF9xrTlYXvnLocZ8Jy8glgIq9OrsRy6BXtqL8gXZXIlBMg3wglAY81i/7AlWnMlES2cIlEJkgTcYgVVHyFxn7z+ApguGytSNR5X8PGOEbUMiXEJRycrnvNzogzDDRQ2X8vuMR+9SZ6yLi1OqoHo9GimPmH5pO9afwGrcS/kB0sRIyIv5hQYMWCC0ko6rB0O5j8fJjC4VjSRqlDlHEjGNTerg6OjevXtkwfOd3ePeqzk02hKlc+wKQldTP7sMTe0Gt8p/hahBHkj9IYmCI0qerVbeF7xkRjryG6eCX0AFmG8lUGIlFEsBvBKaLrIP7jzua/P0rWbBQaAsvZQc8nqjS94RcYQ5uJmvBz1s/cF6LbzxarEzYKu2tzZ3yuIRd+aUxuiOneh2FEE+OZXJorG8Zlt05PnnSDtEFMLs98aqAEoRHox6dqQg5PsP733ta1/77Kef9VQDPjiVscwNY0KbVSqgGpoLPuEiDBYZX9gDQedtQBVAxOPRMRTILGSeIaDx8HTn6BUXYOvexvB0gKu4BE4sQIcprpudkDV7lhv2HdjI1nIemANbZ0ZzqSk8mtRogRgiIeucR0IKmSniBWOWC1kgfchCQPo2AsZIZZwECkVQZ9Nm6qo25xpX7cv/8v/2//5f/e/+1zsHO28YM14f/+X27duzrd+bQb8qlFmHERsnmbPo48iR8HNBf9QFCONxFF/ZCoAAubGFk14GSunXbQEGmigaIPGL4o4DYWmB5fPf5nJXaS78lr+qzerJ0kXUY9WmL0PouOgsxxNWJOjnjCNrjTRbQovogi9ACqAF6pr8xWCeWtvcsMjEj6ZIOc4eV9GlEjTa17L3rqoXMCm9hwDc6QYXroxhTCaXbVSC5e7xHrnjCofcY5vJiQXmsp+n1OktQgHQUobAzchMhKJ0MSXiq2U3o3jKnb9wetonUIwZUlQ5yaxiX3g657VLK4qYiPqdVg+xrKDn1xObGOtW8oTBMmQzxfTq48wTGI4llMGSvUBoCDFNRwtxDxLuSWxfd6pv0zNSG5qLwmfJbqyAUBCL5hN28T6DSNeFR/LB3sGWX72t1hT0i37yyxuYeLC6GGl0UVIHQ2WFYNKeO7V/2bTvP7HaeHxuIDr0gsKjeviqKQYtSBhrEZxkI9sV5XzXOuKMaOY9uDViIWaqFOd0n9WBbI9ClP4TUqNce+OI3bI2DBd1vCpI981vf9NmoWfzL/vHQ9t+krKSDfUaqKiR3s2QKWk9wKXm/GaY/grx+yKXXpLFG508p2akf18+f9VdaUklELJ2u0h2dSnuZzrkMdFnpkhT+e6L0QWc3blz+4v+i8Td3JHpoOwA3Vv4c+4lBSTEZACKz3OfmB1uiyzEm4Q6/vGWflKE3znRzoqyYHF9/l/9l//ol371lx49eyy7FrgpM6sHy4tLzqt6+eRVjMqs7ZcZibrSupWhSAiyEUxPo1oOQjJlN/in+EZBoV8AHARAyQWFFU0UqOTFRxTlp6+++fPe+LUC582PhTjMLbQCjQWnRFLibd671djAE8lNRinxzjeMiWQ45UJI5V24152oHIPxrSquxmmcwpZEgPB1Arah3SlyGlGEznAcUtBG+grASGdn6lhTxTYe8X9gkftzua30hnGEL7wWA5CGcIMemSeG6tWtmF9f9JuBMRGMzf4OxyAZNemqM2/8bIR2E2GbQh0RcLEJr2JLg8DpaKxlHfmI3rzPOsipzfhdcoF/REog0uT1lUQMIkVtki+ePD60LuqEvZW1wVhVhJHiNtKXwRHZswgZWfLTrA86mWLU3yPWcG86MqEbPz4LhAWVAXSmHhRh7SvnqqI8oKGAsZhFpSIH0BLOiBcgCmK9p8g4dcuj7bVT7rF3OpF17floIkXqiS/a8Fz15dZih1EvHOMpe/nlO1th5TKfijuoJaSYq1syVARIExQaqNnMRbEZMUBAVwnVJV7hz4hTzUu8hdV2fW5HPL9kODdYXV77wdb39ncPPvvsi6NXQ2zdXWkOj0V0M2EDLoOOoWPE8Y0RXQhe60V3UdvhDFUWZugBODXj7c2tx48e777Yf/jO3bPLURSr2j3TgVqSbp2rs7jITyHIZhc75scWsdJ4p3P32dOXl2KIEyZo+sqCRtjQ/odxjkhO9N64Y/vFdTXAjKOMJJ98TvALPLiOdl94t7LdefHxy9/v/u5f/qW/+smjTy1HRzAnVnplrevLz1411S/O4nd40TDB0/sZ2yqzaFzZyLqL8QMhMSjxJ3eENhHdKZGUAie9g5P1fGgGjSwZFv6IJCPaihZJL//dLt2Cbsgto9IO87Gm8n7q587JMbEi6I5Gr38q+QLC9Vu0QgARnrZviv7We/mNSD0/GY69v5zZgeVuKgTxI86S3I1m4pbN3myiNCloAu2sWF449cCWs9QRIdPcpu30U/IdtMAYYNkiLY94EDNjSA26AX1rBGQEs5l2LP2SG67YkfLD06J3l1NHB0kQhK+sYtKKGvGgVxfZUcaQpTVdyBcieLgKV4vsen4gBOQsaT6gw+RS2bjhaCmxqTwuNsEmMmS6X3Qcp9Mj7A0DiT3aaTgoLkMuRxdiJGa5FHjd2RIndSVZfiVeXIgtpOiN8ETQ/IaNjRMoAiuNFmaZc8Ztye+sxAc0uTkCNP9YJ9Xwpb0Qu/v7psydzyFOwZbMHR6qWjVpsXig8YwIicyE32wHjUViGwui6awEkYxZ4FTQYXa+k53kmBpajb4y6ZCCKRFxmNMODFd6EYRRsDJCHs+AMcfNXeYM1dejmf5hb9+ivdWdD77/rtyPL7/4svd6xO+t2bs1VVtSq21hEZJAXHI3Aoif45fwYHSy0fI3xXVT1nq1rV5yb7939+6dTrNx+Gy/fjX17gcP9453efYKjByOhvMtSdsz1yeX7ZkGzoJYsde2Heajyf7R/jd+/hu/+1s/Qf3zi8pWI7EzWQ8WJWRbOwiAEKYbKzrjHCbnj1tKCvjLSDJLoVugl7q62G1b6b5WXHNh6tFHTzbWPlHoWuohO7A3PpaLvtiW8GopNC4JeHu17wwdI/ai4ORHXar2TLf4WnQJvoMcIDf3M8Wdhe4SOxCgBVehOiJXoDb71fkxgbbVYcWUEvXGQuGdgoFCNJGeiMCD3gDkG7ugCJAyB6I7DxhZljLCYOglOz4VrV1oSMeyz8LqW3ttaVs4/fmR02W5l0Zk/lAEx3xh7Q5F7BfmWwt1qxs26U3PKVU+b0s7/qmMcKYZ3UANZi6IplgxukNtFiCMIQaIymVsdYblVY6isOJs8C2bU88c4haGp1jMGbUjy8K0C85XIj6cjRyb5/Jiqb2Eyu0stqFQZY7Z+YZdQdIeOhsbq1fXJ4PRlZwx68XiVoxGZb9hslZTuYg5YyM8eYj0HKNIEll2lB2Atwl0HHV+Gj9FfvpEUcNOPaVW5hwSO9i+dauzsvr555/bGO9kINLnsnl1tnh5avtgSQ122JOtIAR/UnfN95TCkiu5uL2+Nj4Z2BSU8yZEUxz4Xc4+lMvRbrZCXoihXCREUzZGo14JEVCgdJ28pGw4GW1sQlpaBtgK0da/FtsLwGIuXoVsnAzmJ9sIrPdNJ1mfxxLRnyXzWbvImghb79b+JR/581FrLlABCM/OLlhaYGX5i+SWUJEoEbUWVHIygp54X27lSExUomMm4DASvSh63IhGWRQEn2DeUe90MDq2fQ3W7757+/qt2pefPFUt1Qic0WBgOYvYeSeJpAENJEX1FSLOCwtRGhQW0ltovnDmvLjc9PnkaPjFh5+/87V3DkaHu6/3N+5v9y7YDonX80SIduQKdmYiTpAEvtOLO++svnx0cNZXFzSWlrR0N2d5B9dk40dmq6o6czWuBO4PU5EFZWq0WtHEhPhR74inCKAXxxcng9PPPvncFl1LPlxNElnmyZ17d3//d35fxjT2Jgg8yFpgh6WjcoUaiT6H5Nrzb3pUg/0i7hSrT3JBOAAWqpu9Dz9gHUOJGvCpBF21RmQa13+n60ZG5NlE9StVkQzF1IwCA7wom7jZaWR2NghR2kkKsDk1F2sgNJMlWWOqoaJpG0Eixe2EQyAOiajZDqRxOA0BUh9Yn0GU8FcGqhFTK43lRYTbY67YKTnPQ/+hsaJvTC1OkNsqBi5sUq3FMgeYXTaOBEoY5fioR7pIPpxfBOqpHJg7X6eILlMLpBcazzkucQfCnKT7DdwCUUAIWxqEudk/6h5xBOxX/C82r8JTr3d2Nrc3WBOOSUEztmC609Y9Q4Moki65WQo0O8eK7DqVv7uUtQ0nApUlEo04uM69k5MRytQVCi3sd+MwHp5Mwq7Bb0qKGeRkboRMpTMBFo6rHLFkSCAyiyOJLzg+I7UNDDVSFbzlHXaSXw96hsqtMVO63mEt9Di0iusRAHmGAqZJ7DEN+QSuGnH5YGxetDYraQoITEBFcFE5IwjTlzLSgVVx5ArHIoUESZX98XxBVSg8z5pNKWLhew+Kp+jaWEVrHJd678G9vZd7RwfJXM5pCKRvToWVsFAUHgcyj2GfrGWQM+CTaEgxEf2CvQSlZcJNxpPj3mTrVp9o7zsy5cQuKUvHwjwehWdyRm551LkRkY29ydDhoueDy50j+jpLj4rvMqVigV3U5lgH4wt5vmoohYKjNiOWANeMEvLLGAIsWDoZXKwuZ1e5b23TfvH0+adrS+988D4RmD6ZkxvANtvrX4C8nYuFZ4Eu5FWQHXCFRIrJkXZRowFlHShxXX3Cjfeh0koz3oA94M0XhIsrsQ+XG/Mm/5Q31SPVxz/7+qfuZIbELbFwrFXfozCeLTvO6OErfRUbxFCl7ZMF7EecbXiwFuMg1q/InNRPsbSaTfDmsrG6kQezH8wR0RfadDOFZ0KF4DLu6nIPUcTCL99npokf3CzlWldPUqBRuap5eQqJM/jdGdP2/NLKP/nre2hGQ/Bh/0b2PEnR4UczWIIjIsAjJjGnuDjBz2YxbE1hpwpsftOLERaLKcbtV2Lb2EQKjMpfQom2rqyt2bysdGJjscW/MKYMoODLTFuzrSRvzM4wD4G1NpN8Sh2F+wiba+sUrMHwV1g3ZTsSQCaVBdcj/kAE7RYAVs0ynv16Jpn4TGmJElPxT5EvFf8zDQFEV8SNFoRsC8ATxCmZ3QmfuYGNiYRhD83SgxVIDVuk0NS1VyDgi1xlzJdJv9eTgWox+RW5khniY6aUMGy6dLcvWUBGYazBoW+Q/Z8SMNqBCU1L8JL4peK4rZB3tu82u/a0hqTlX1nPYRCI1EAYgFe40XK0KZZhKSRDllXiaPDEkYwhwxMUNP/a9Y9/9PHP/MJ31pc2Xjx7vXF3y7CgHWy4T3FrCMUrDG8UFj8Md0oFpPnu8YU4Q47ipK1wVSxzTooNTYxbb2h4PBBXvNxQ/HPTjV2CFUxwcRFiiFqrU7NOgDzo9X/6xz9ZxQSbmwfDkYVx2ezdztLRy/3F+lw/uxVzacLlDQh5TUqL9VqrJIItxebOnKOffVPWgPVu+mGHiosC8IipqFe/+SHRzK+uqvFA7v/nVW5wT8aQAeVKcElnYgQ2EQp8+Ml2NxN2hsSo7EkjpynfIMP6dFGY8ZtitNvyZHgpnlFankYepgDiiMTFqocvDdIEBvwnnaZSY5mbr8pIQoNFTmjHRdZoxOA04obyTVhOiNd7Fg0O0qlfkuGA9SO8s2rAsorlcsKed+SOsYVm8kjC3lXpChk4dqtEZ5JpenEZJHpEYVk940Ol2lbsF9rXJnRJ4X6VoG57pdqo9iEJxS2vrOG321vbHs9MJe4qRMVWgc2p2kSsRKN2+Aunl7KLqqARBCqk8g+IyLhHOROVqozmluoT+KT7WGC6doWzxMLK5aP2deSTG7StWQPAmABeTdA97Aj3GJJ7kK6fWnLzFxd15EHCy0+e8rjbiI+s7obw8HGxAN7IXzdLfa82QnOebxDJYsnzzItMYD7BGbUREjKINJJ3APQ6jtHDAQ2Nhf/JuUyB2ZTlCxWd2UL4bvrpi2cSGlbXV7V+uHfQG57L7W0tigaXZfw8zq72RGQFctQuGqSRHLxsHZCfGUaV30xe1S/2d69fPHl29723GjONk54wIePuYhqURUsIeUnKtL6t7wrgL7Ud8Siuc+fB9pefvpIJqkoN8IZ1TCA7G2opezA5F8UoauCG49JZpdoLQ3B8oG3Y62f5doF1cN7ttA5eDz77+BPwadjfWnLpEEAeKwYkOox8ygVOrCnfKwRxTmzzOKIwERxvQphAZdriJUEQegilJ2YH98FWLv/CVuDjsTgfbkmj7ihX9SY3/ruv/FoMgZubaPGy3KSqjcK+dE+JYcKCeItt/rOW4P0BEpVDsYgRV4xqcKFeyi5r4C4UqVpMz3ZXxgVKRS1oDuNJ1rXCUNnA1Qj1UpScrU3Z5ujLQvqZheEZj9fQj55K/oB23ONyA9GJrrxPuEU5Cx9PT/pKJ2P+GacP+nLBypizaIzBbZoix0R1aWZbKxJ3yep6hAh5UiRXlnzg6quuvdFRmC4yRw2zeWc224gomGKVUcQMrhnhMqy9Eisu66/4PxUGkG62MG2h0EoWgIOLLLDmMjltkv7mxWgyGZxsUyPI5Pg/fMb7hlS2D7vcpRJvjgLIVc39K7CAqhESSeAOODG6s6mODue1Z8Oli+VIe1GiEMZxU7QHNwQgxscBKnAmD7SpBRAos/Zi7qynUqbKQNPQG2Muq+4wenJKnOjSCAXTDUWjnpZvL4zBUTOyarw4zC83jZRsVySlA3jUppCXFUfgwMyLbV7IzETFajmMUdLoQDM3JBqjwPiSZSFFRSAmp2/Q51pChBaiLNEtr1w/+vjQEs6dd996vrsD4rb/qAoFqEgiKt9IomXP1rproimqnjfnF4/3Dm3sFEewH1R/MvqIGG8YWepni7akYF3htZL+X5kasVT8BzTEEwa2wY4y2tsfLq+1OmsLr77cEen5/nd/xkF3W9t3URCFWRV6CXTLZTp6AQd/4McoxuPFSojt4w8BcGkLO8QajCVSjE9PYQ+vZQim5MdISi8m6Pt/6yqYuQHjv/WTBgPP0prboAoH69ihFe6EVle9kWx/UXDgFltRYAu+SvwEWcFyBoUMjIaY1ohHJlJyAGdhdmN1xdKULzEJKirLVDEq+cleb2YRSiwhJzloFyU5NGDJZQyZeLl8JAg07hMK9BFViuhjPLU9y50xJ7O8P2GrGoyQqurBEkwcy5mnGHclwjonLqMpNKkR/KMF++sqNVsav5E7JF1OVMlaRiQ2AqyEHU3vj0uyuZHSzKZvPHSsNVfHCVi51JSp4Q5HesyjHyRVZfku5FyGMvKL3CzgZ4s/pamHcqGzsujMl4w9JUAQJi6nOSJmgDbwyHyAcbAKRl/wfMJMgse+FwwQsok1AVYK19iyYLstKVt0cr5ET+U8xeyvs+9X/kXBsk7EQYNl9GcwKYvI50QZ5u1hIkBaLv7BhbHM0VvxT/CcsyUtlMfviIefV5v7grZr6WmkLDntqsYUqfbG2Av23VZKrBqWwFi32ywh35G65sudZUF7FuXRwTi8RyRW5I4dEIcJIvY4X2wwe9uti0SgygCLqe4c9KlZ1fWODocvH79cW99uzrYtYkyFDnMFkdF+miUNpJGctlTOu5xlvKxtr52evjgZkC+J29tAP0wZPHULrgeH/eX7t4tCxjCRCC6rKYlB5Iq0Qp9KzvPhkKbSWDQXITqYPX357On9W3eq+2JO52KfaCWE7n9T9D4/wK6gGqJQvTMpYiF0rYtxZF5oIqQPE8GxyYZ7y5VPb6ZGTmZ8Ie+wUPXqLm+8+ubPvbBD8JbfoD9yIe+KirCupnhhDPx0oyoE9GczNVORCRMlmiX+jMNx76RDlZCuLW0Gtx51BnwOLKF8kpuIDeQgIRgGmqcQt8ar4aFyj3iPgTNcwy4043vvCcbipSdiXW7LDdUj6g5Q6/g6CC6qW6VgS4FsBAKO/DIadO9BA0DedCtrNCtlgrMlv4Vdm+laZksEDfjKUph/SESnNskoKqa4eRm5OJqAlxUKOBIckj5gEsJbhkHR7+7u3tnajCQ1dbsTgQj0isETEYZPnG0SgIbrMuApRbePC0gTUzRnfVlT8arIottikpncXI6rcHM8CKZGZFNIweHA7vGGOASuuPGOP7huBHTgyf4iJU9vUhUC2xjjISTkFtIqGRa+sXcpgGWJ222XnYcBAur8U5eS7MnRrnwEsIvRr0WPea2klOQqbZmYK0JhZnql1cJm1cXzYSEnhq9kTbuJ0OlbQ3R+LsgyBJyM5ox7OaFNtvHF5WH/oBQrXti6tfz8yRHKy7hJXSlbZWT6NZ3CCSVrRahdbMm6E3q2IjU3dzKYbK4vHA5PP/vJp9/5wQ9e9XbsezcrcA9yydPkH2UWtjmvdtbOh2e2DbUNutca9a2gRiwTt4PrCVmTtLPRiEWhfRwY3g2X5UKryDHtlT0hZre/gz5qd+5sWE0cDwab653dw/6TLx+9/+4H6qkq4Mn4nc+BDrGGoDbw1FqJQ2qKy+VLF8kG5kWTCTvGdi20FPnr14LIG141i2owNyKq8LBhvvnyv9W/rGNzISTjqRA3wq2IJq8pH8YGFjQ8kdQ1FlORkDNn9wEB0bhamOIrUzxZU8j+f3Gl0G4x5/NvsjfjuGIP9RqVYxG1RiG+IR1cBqc/sTxwqKZWva6okuzp8qufEJv3vnFCb+g+33gJNeCaWASCh4VGMpTyCylQn5mzOwi2AkCrcdEp+VWP2TJgE3Ypaop7fRO9Ui2EVQ4IDo0TXNxlcygpTIZh5JwN7eDUs36K/WLqVzuvV5dXEqCwI3N989Be38PjyqU3Zm1k7QE4pqfBAGKwo67dnCmAepGyRBCjyTeQgJsIGa+sBn0V2z3TzzgJghhWyrTmo0e1TEt4ELwpIl8SCmmn2gwSUSumnpwWDyIe9zsygMjQPjGnU74948URa+4EmeFgrG59BEH5K4BPJzq0skjm5Vh7X6BIYNUfiaC/CJl8HdIjN2HCn9ghk5yH1lycV3GdAZ9NnL1+RHKxT0LroDtXBpfAt7Zjf2gP/jFdOuKsTV3dvr+0v3s8OYoObOScDnBDdPULizSnwhgpKTUaWPPsv33/AedMTEDtEzsLLdU2Zs8Pdvof/+jDd7797u5oR0aoeASLvWf3mKu1cLR/hM9ZloptpPDB1dS9B3evr5/ufjFarFu2pShUEzvPQcwnNsMfl2AHYBsmxCDzyFcQyfxT0SWhtW5XDOS6l4MApuyXsndVuaunX7xszNb/wvd+3t5NVf+i0+Q4Qp5mgkUYQnnJw6f/iT7NhmrjOcqAmhVrjKbi0qh8G+kTosYd1EC9nkEaCuSgXc+BnmRlRZvANGAtF7D7t3qtvvnqp+p70WVEBqE412yghFtpTeDe2p2lpS5yhwshQ2Q6GV8qbZJNdUmaZEuyKiVFqHaf8j7iVlouUBHKjTAonvNE5r7ecfLFRY/+UAJEX0woQRbEEEJCd6HtaBdwEJFHnd7HEFXlpew1CPeNFHfLRax7sBB3RCq2clCZtXoKXzkDuX7Pnr0Q9ZSbHO0swWEgZJGYhTURxCwZP9Zvik3IL0rkzKDRH3YGTduHYvEh9FBhDDHcaKFKrqSuiy4Abyb3tJObueS2SqpQoKY+Cn+h3+UuYJuUgbnCN7Bc6e3hELhktJVJ5KVwmrR0FFCI382GVR4PTMrP7kp/mCywVRB6gcYPHn0h0OhEuZNh1aAyIvm+XH/ShTB8q248wGW9lS1/MbRyIQV+flRKeEttEN7ASniy7WjvxpWAKI0gmqCcHL/A4Z4WGhCAR2PPaL9q3cy8N0xjjUYLzwaLRhYEl7QwpIq4+fJah4vFdrRB56xjtQe1eSS+C5EGXizixDDmtHFDE2k8yShehVw7S4tikSejxGCT4UVqqEoaaFFb+CZUTrz6hIVc0d6Y1ZHMjNbaqdrs9jKuv7U8mRKDSBLcSmft5ILOHtFRFp94VsSajGP5o5Orkaos80tKul0RJfZZYzkmlim4GFqJSWDFzD2dJskubkKBRMYvI8F7NjZ4BVHYRoqHER7u73322WeK91giZAcJLVXWbKgwl7nmSR8RQEkAAwwgSUcuWPErmFVkAegS3PPDV1dlsRR0BKzEZoR6ebjc471LT1898affEE+Iy6BzA40kjSeuwaxon/LzgarpZEJxM3mrEGHvEdMg6EiJLd2HEpC+KRQ7PSZMtUZmTgS+KBr4MNKxupGApxtevtiROyN+ZmrmGwGq5MOiWac2kQs1eUXEpCHSQpEYv0gPQI7lja4olURmr2eGasnNYozTq/5A8r8zj1SRSP2SiyvqmrA7Otg3SDKCKjTUgNiYcKGrKNJ8iv4OUoiAeBZFf7rNLRXEjM3HGGfXWaFkDRnhKKfGyH2UcJEQgNOqqwdFn+MjwKzsTbGqYlCjoNJh+LlInKRXxflLF9J7g4UoWUCNts14IiFCcjEl3MZ3KC0AlFloxpcwm9H/6dfQFT6MLZnIhV7CIVbpGAgXXOecMEIEzEpNBI0YaFbfcynlBm7kuG8SELSNJx0IxJwSlNm9kKFq2BB1Gb/GGWrxHYzCa2CkORqMU8RtFAiKjryOV6Q6/EKouX+Mo0ggxRH1kvVCV6ap6RKGyrQAJb/x09kCNeUWWEy8M9EQuR6CJOiC6Q5KVmGzl5iSRJ6WTGLjySyiUWlpgmPGBoHTweT5oyedjWZ7vUNxOdGg0diqzy464XF6IdBJcSeldetN/qRu28tt6xvPB7tWqJVcMafUy7I3yx61s6y4RoyZO0EUH5vngoHN3xTCnIGCfwpOwjzOzx2PFOC21fXRF5/JhJFolMm6SoA67B27HJMw6lIkL3BGhuRBEQTVvc6g0GwYDpXEcc6HOIz51n+5CgcGGvnFVUjcx6q7m05z459/FSkTrtC1XpAyEmDYi91gUUOCb34r2PJBRbN4ClWQQUgLLMKXxGksSZOOpaIbSLnOMu+VPfH4moYxX+ztwCuyQLOMAMUQW622bkN5fDO2X+qLJFaC+TFY5FT83oRi/KvNAisCKzEU3WkUTTtfVZzd0bjt5SwJzDbaHjwaDOV+YG2KBP9Kb9Os+oLFKwlIDA4LBkbBAtCTX67gBBkWcwFdZGEoAHZ38j6jlQuD22eGZEaezokpSuScjPCmkkcGnJ04VtxLFjxiFz24QVMmk5iIKw2W/8M76D+9hoxIz9jAJf8CAqPvwh9F5wlSX6pf2AdegEJ7uKO8AkVFkyZSyKKijIoQkmyR2zOmkgZCBQaOZ7IrCNzMGr2YjWYxP1nBxLN1yyCDuEoi2GMaD0koPhc4GFKo0L/+6P6KssDICDzph0hYUsHqnRkUWvRBSWb3VFWlJzYJ2gteToMHXQ9KQi/tGK8oGvai2PKF4xilAyus02zPDZLYn43DWQsI1GSkFClKajCYod++0+RH65Lpej2dJHpB11PndD394st3F9+xWDA+HvcPjlc31rrtJRXpPAKOGYC9JbPX8yl7rNxVvbd6NNhzhL1SCIpdMc7NwNQyJCBnPOqCLMg3KUpBJJJ6Zk0GwQiujCFpauYjAXRltVsSYIa2P4+Oo+go2gL2NJgL4YUWs2iUnooAMDCPu7TPfHJXwpahAH0gl3yIPfTnXXmsiAjIqFqrZMqfd2/waXKVRDF0/fGkVtakzyyzC/ibEfLJrDC7/GlT7zwDxrFZhj/DTmRUMlBQciCg/zKR+FMBTR7F+RxOY5BxpPxM5WRJukcwNB4FReerROaNkufojyxwFQMKJDUiyiBgkUmQO+QVGGL45KtPXXeW5+kFcQ999yR0LDaxrIAALCQTcTzQHacVlyS0ntyHGxhGAgS5/gAhjneIK12Y5c0VKYaV4vVEAGtUsNnMzien8tCw08HhkepXDx7cQ/XsguluQ/IKrvE8NoO9NKs8bzkzQuPaubmwYOpSld6jm4PQWN6g6Ck/+CeORmGlG4QLvpKeeQSUaPQSJUhIhdb1ZB6JukhL3kNFVfeByvSxTImnkhkV0ZwtO77XHkASt4YMBQbPRiu2Quq+kPJeuWDlOI2SUplHkg0DKP6ykOKKZI5GwFf5V5JFYbCIMmykEGnuq5wFMHIHj6m+wDqojujLmQ2AE4UbS9NQMvMiGlM9wuGWKtJ0VKQ56R2doLsZgQNp6TgjLOI5gR+7Ys6dwm72GoJKYss6g/PCEgqonR2+GD5vPHv43lur7WVZYiq+yS8qVusVC1U+AScKru0ita3AUSAb97YHg6dXDo+RmS5xMSWe4/UUYEKS8VFcCaMiR0LBpIsuzC15G2kEjPY+i/+xAJ0OLrv+Ynm1c3FyKHwYyZE7bvgk8jCCu3g98BhwBgpBFoGiInu1n8l0o28jEzKENxdWcidu9EXaDdVGtQU1QBnKKGB5c/+f/bcSc+G3Qk9WyO/YxXl3O6tD0TbZU5JspzJzIYWkZBFRcbtTI1TnYfgcKyKikXVeCptcwLAlDwWIUKGmfB9Vg8TZ/PI8VSLWNYUP9YztYimkyOzu3oHbPEX/lLGzTu0XyoogmGEesqcyrCSg6k8MnPyaFZV1AGtzdqHZeee9D0Q9v/zy6bNnTw/3dzriQcoQ9g4wkEgEroDKggGQwf9Ecb4g1HUqkgqAMXH4+cW6IXWD1Yjg7GQ3k5Dd1PXK2srx8aFku29842ukoK8du2gNno3DUgycg30bE6ncazSmbTdV7Jg2tFtYSKA61nH5JrTvscLG4j+REmCRvBLUUHEHM/Om5q1GQilv/JoixMAoV+k9XWSGTmbN1yGGm4th4/TTxda0hOYLeaJoTFTf3DkpU9w/0FbLR+4D/3S6JUvLkVAHOYVRl1UTyEvfgZSUXSAsFksMSFdBfxkcsKDCSDhPZf7l8l6QkolCeiXoXJ8flrrRKsEw+EOH6SPsVlSiOWBUG+ZJk3O1ECQmIrXJMJaMaAj3x3mOATYT6soaj1r3FiWslsgp0xwGTpaphVDTYRG9eHSgsM79d+7pI4egLszZbaKmfcqN0VQ5uffCUmAyaRbn17ZWD/f2j16PcZ9ITwii6KOCLNjJYOEpKT+pX5oYdiASYrjh3kyGs6HIKm/2NPFhMJGTpZioCoHnccRyR6xBwpH8LPIUnLQQSngDsbLvL70Uzezbsp4SixLevb+589/6B4Lye4G/Bk3Z+7T877hIK5yg8WDAZQjFTa0QWPCiBaQkHJDFTuKgSOuYykI9c6qKxKWJDDKb8mgRZWV82ou+QSXXiWaXj2EncgHBXY3jA6NFhIEjHHHohhI/jvEZpz5R6tgIlgs8XkjOOCNrGmR3jg9fcBb78sbaxvqW1QNrwrYR3r5zt7u8BNzbt7d3d169fvXsYP81NHHWpBKoPhPWLyKw4hDv9VsNz9sKVr6BJzK9xLgCQHcwncCHKDRNpY257t/73vd+9W/+jc8//eSLzz4l8ZvLXVuiPOhSAyBindqKqZ9S0loJ6QRQUdrWNd2Gjm4wg7LgtZjWhF5RGD5RFKEA/Yei+f8lMTAtJ1wsM4p6ToOmVk2hmkvVJjk7GEnMvXEQEl2O1VMtVOXVDS78DAWEbwz22FzgkylUuckewSl+tYEpp8HBig/VNDKqQvduIrMBVOV5W34MCOmxofOmiEZAJ0rdZkpCR5ZD5pPyR5bVyPL2VTvhgONssrZ9jQuQjI6AJq0w8/Og4r8Xp2JVak6ilXGf3VFivJbysq6hBJHl1yrPRNpPJLKpIuekcVIt01dSZk7HtedPX0g0dOBiz7lkRz21UgU2C6BjzlHyCI62sxPp5GKydffW2eXT0WEC9Sm5jgqddMVdxASGFymdPkwcOlUrEWaWyhQHFgzQCgAlyeCU3KMlyqFXATlGsrI4VG+fWC4WoHt9H3iGm0Jw5qa7kJ3rRnv5IlcETHX58O9k7ZBaabUg6Y0I0HJp4895cT9RkGEg0CCw8tVH7XIKhgfikZTRQitY0db4BcLo08s6zzqQQABkSrm36qiogaAyQTgP6kKeldZQdTHyZ2x3ymJEkQXGAAQIjBfr5kJmWMU33HtNURNZADNtrOE9mlIpjkAR2ZrrzMt4u3v/nii5sM7h8fDDTz/j9+KNh/fv3n/YYAzaGtxcXxjVF7788kXJacp0Mxi8HdZm5SC0TKV0nZXLQtgEOqfQTfGfwKfgJLTv22a7/ff+3t/7hZ/7WetRP/rDH7733nsrnfbTZ48QuQtrKaIT0zbakuYw9jxeKDziTysVQllJBcixtQvsjC2iOSHbmCSAGzrwKOb0ur15yxvDQ7GSGrwJ2N6YgR6uLm0WpGMftQWSKgZ3cGRgxLlpyvUqk1VGpCzPl51aZAF3gIxwaVYXGikPZhlFLZouEtXdtR0AYQAjS/SAnlNnyiD8FOM0Kh0pJWugmgX6QgwRr8nKSrBHPTIC3iPGBF4dwbr61XGtx8OHR7NLYg2+K/JP3yKQZn1yPrYpqrXcQoTKS9IONm4FTDCVTD0+E2ypUSePn75OqeWIGKsE4Tica0fBtRDAs0c773/7PWm1vWFvIRlNs5YJjFlAWNyK18IfarVbA5Jis3Pcb472z4gkUYNw6oV6deHnSPGYZTEBQpaGa4lhrqaaszqc5DaHj3DHPpOTy2aXuXXu1NUr9bkAa5Y4mJ5fnAvL2aNmDkGwVpOLBUlmbNYwBJGRoiXWaIJoFiz96tZIWncX8RH6jC6J4xA/w4/mm6BtAngZqYZChiGLPPtnr1K6x0+sYkhZzKGmYEDn1o0xcdLINv1KggdIxrOgUjwj8567nL2Yv56PTuVIsBPjIxgX18C4so4QoTnFMir7dKsslSBESAWZiVWDISFg4tYT3ZlmCWVFq7KjocZ/dJZJAnVg4Zer6DF57wVE3D+HL1iDmms2WpaBVlfXbUxYqLdWN7cFQDtLK3//7/8fDo6ONzdWSIzZhkO0j5h/nW4XPZkP4BTAAA3oWr5JUL0wCYmWgKg1cG+yvyZEFHgTFnCWw9timc/9n/9Pf9/5y/RPXX5ZY9G+HIBQNP140GOlcomGp0xPZyPAu1zteUdycxaSdQWqcbUj9YNxMM4VioJOJGHCOvQRbJgVwZ2FENETXHdx9aMf/iGCKC56EF1hFZIqaQ+ABMmfvsoqJimcpRz3iFqoOYX75Ec4bSbR1diwAnMz59On0Z4zs4KK40m2LdqYltJPk9SbF+adffz4ycqK869WxNucRxzfIKsjlzaN39m+c3F6/elPP+0d15a3+PUtWb1T9ZbBI+joODlCNKj5IhOyAwqChItzxuCJFSbdzXSWOrZnTAb2kqaGBDBBOUoyScCxK4u2sj5xjC6mz7obc71nSlnIgrVNDFLDBmeji5Ph5WJz9XV/D+4gm27jr1LjMD3pce02Dg9fv/x47/bdO63VRjKkaZyziTA2ChAtXWqvQBJPbGV5ubvVHg76S7fbTlQ4/uz81sM1pe0AFwEVgGOq4unBAprnGzjMJ0mZWU5LTAnEOZYSy6Xo5AyV7OCSAnd64dgZS83nq7eW93cOR6eCFKHDDPK6VreGmWY1Gtlv4mAY6zR7tv6EmUHe3bH4WJ6hGtIoq9NlaH4K8yvjFF4Mm4WwikRIC0jBhUGhJsuDJeoHS5rTRbIthpNmZ2Frvbu1tiRomM1cQVZkvCU/eXz2dcQBS2hbDfXoLs4Ydzg++0I4ubBVkTqUulPMipxDFdA6OR0Gm47uXVQHzQBNPhbvTaQjVmcGa+q40OECVv7pKGaXEFWES8mwEyC0HoZo0HG91VhoOsJ4fn/n1a0794529t5+/2t7vQElf+v+/Vcqe+8d/erf/jupeTk991e/8+2PfvqT3/3tfzm7sNievhz3ctwzdWcAusGdSTpKIBRVZMd1NGFMFXbfaWP2WhpVa3kFzS10lo/7EwUl/vf/8X9867s/+/v/6l/d21gZqx0+mqy3k14hTvFqbx/9KXapSkN9sYv3AiZHth6fcrkdpgI11UTcjwnrqbZFAQCIIVRQEAadGTuxY3b26ZOn4p2j/pUjxB2ip6r+8sbqQR83oBkqNtVxQLHYLxT2pYiv5VWE12q24dQVAe2CrkImskBPeiysUcuBBwtjQj+ZGazaOVb/1FKjVe+2UmhlbOl9cLi/Ky9DZGGm3Tw+Poo4T6JISifNt92XhcdrItn4pe7J2F3ZWB7M9sCjdzhqqouWzR3Ss0p8HenwL5DsxZVzKUgj6FMpJ8tkBIrzdLjTM+ezC7NL80t2whA/KCAwKgZ85uAq7sYsRUVzzk2PF87tLs7c9EFjnKuxwlLBqonZJssM5fuMebP1rdZudI/3+ovt7tX8+Q9/70df/977d96+92zvaau7iCtMiptX7E+RHvUtT5wiNTV/1erWb93ZHO49x71HRwcR3hG42jPyrCYWvgs/iFT4qlhtpEC8txjPVpIUxgn4icHo9bBp4cfxydDZG4Z5cDC+QlYLEhOUqT6h5jKlPEFipmXvfFFvyCEh8cL8mvVvbuOslHsihDSdKYcX0dMby4WTiYu1lyb9EGlVWgBe91fihvqS9JZ9cg0JBa07t7edN5mIwNWZSGgWDjRbhkEz8pPMjKQD6zRSRsIb0jWt7Th7jM0s8JPmy5gjZexVMww56gwmH1EneYfsooLyu1IOHCo2uS8STTs6OgZF8o5xN7OYMhbVFKgI02YlSc53O8mLbJASMn7+5VPA2L5198G9+yeXTqC4Vk3gva99sLa5+eLp01evXnXaTVUn3373/WePPhOI7LY7i3YTjIWErgSS4Mt7jXP1TNaYvAa8Fs4Lh7ac76YU8vm1dUqLkt/7a3/pna9/81/98I9EKdZubf7kxVN1UDa7nIbm4dG+Sg/0LJM0pXCyg5k2T2ticqY5srDvKnkoRAPTnX7VIYuAXWxjjt2ullqI6sHR9erq7MXkYm25e9e6eH1x7/XeXGPh+f7uYa+2slw2v5/X1pabqBd9sYtZqgIA0mWyIYGNfaoZhhYWhP34Bd6EdgppHe+P4aU/P8iqUGO22XLmnRqIs88eP3NAuZiefEsRLo9on1FgbxWuTBkpyJWnYdMyzPuoXep63BvTF47HmZ+eO5nsOmLElJQ8RXaeirxgxGV7dmqnL7ayycMyctYOUBZiyUVQhDLcaDi0LDcP+JhDvrlBCUIuc7CcA1/NzuX5CIhF8EN77skqaXFsEE3hEByRGYckiZWYGKOF2ealOhBH4xdPX2zd36rPLSprgvGJLYYYEyzW6tTMYNzDnGanTkN9tXHn/vhikO1JSnXgtgLE0m6azycjMlOZ3GVpJ8ZIcYaNN0A3tsLb5dE8F5amD9UEtW+FYTLo5xYBT8xp6RtuyBINaoQFWTzGUGdpKfYCXi5t0qj+rRgyPJn+MNUN4/tF1EcXrvQf9Zxs0MgCFI4UYxmWy3Cz9GPJrdnc2t7c3t6Gdd8hJQ9msOk8My9d3PCJn1zlm4iYKqblo7tuZh27O16xj5ifOUDmZj+a8ad/Eq16kJi0wmrhL85jTIMwocXLDA4W/Ms0gGskUQJkrGgGSHYfaZmNAwyOX6RfZHn/1r/8jXc++Mb73/w2u2NwfPQL3//ZK4V5p66+9+1v3b2z/eLZ46VWY/bOnRdfPBJmtkRtdBG3McQiylGkGaCCMoUyRqKBcUTHXF3h2Ov5hhV2HvAvfO9nhkd7M1dn97bXJ/3jx59/0j88OFm1saa5f7BrbcUMmBsUm90KIWazFC45OrS8l8XurOlFLWQip6ozW2JXD07F1IS9lBdKvnZz5RtfX243Fndf7cxPz3ebLVl2+I7zuS4tfFUKQF2C/6B3xMg231cvztXdkjnXWIwqTXQgOSBqf2atp+Ao8yoEUL0kex+GHZTEMFLkRJat6ANnfOPOradPXlhOurV1Wz17gkBfx4dycxrJL6hawW8WBF0RdaVqRRJ4LYA75KtZv//wFnz6SdKxX0n5yfhkyt4/xeYo3Lk5B4eX2AJiCNEaX84JEFdhpxWbxD36050VBxLBe4gycK9fTQPZCxH3FacugryERRkBkeuoGcQTWEKI/o8WMV2n1k2ETfg3tYWr6eaMo2B+8sOPvv2Db+4d7w2ORzJhk4WS/R2hCnhJ2FJBkuLPEH9H42MbysmCELCWS6t5Z1TBcbaRRc4HtcknDREHTIp5WRLDg2U8hcAq5mETyuOnXVXcqtdH+3tyYZwgwkgOIUYbimpWudh5arqfE35yVXAgbYtWT02eeJyBZIR3REqGVwyQPJj4AtnkqaLhMm5DLrDM+6pBkQcZhOQ1o8BkmYPV93Ch0QKUShhVgltOYiTgV0gxYJKLYuc1SAEM8KNNQ3OlnfxQJGCEAslMypDm8aOs2JbNbKCHWEkB/yMG0EOFQaNeCCQGB32XRIFp3BUpifAjvyLXeOOiQmqBSZWznez1qx1LE4utzr2HD7/99fc/+ezz18++ZDHefnDnZHD8x3/we9YUltudrY3N3tGRHQQmK6kcpdmzkMiUCHREDVtT28X4mhHbUnsENFUimTRmZcFe05Tfeu+t4eHeu7c3L0f93//t33j99Mu1blcSusM7OdAalD1ulQ7rYplgLZaqJRgC2AduiOR3Ayf8pbrhCTUR8XB9eYUb/ybCZ+32TImcSyVSyPhOQ425hfXNjc5Sl7vW6nSODw/p4L3Xu94oyXN18ZGU/8Nen1lKu8IL3E0SB7x2FLkxoAKQLG/yAhs8LVTDWAvdU6gRCvTr5WHv8de/8x5H+5OPP99a31hb7ZCzUHA6UnKuiBnIMklHLUTk1J0/5wCUSynQaFAlN2dtOVZBXzZdd7oNOaMAIQIRNLOVTuyPYPr0s+DPPWGRsBRy2JYDTC4Wazf7wFADkME0KeC1wofeXWX0YT9oWmw1HCtY6zvkBKeIcgoO1IhVGWwer+5BbPG9IXQ6yS3dzvJR/wh5LXWzJvzq853t23cWVzr94ZFztSw04KZoQgV56ojMLhTVZC9PribOCD7vXvUO+qPBxUJR6mGF9FKUSOi7rJbHOgibmS9RZ688IIlKuNGQMibKJRHB0ER2AyqpUPYgqB6GZoYDoK612nFfszqpj2LMl03gHi37/6A3kcWwfThjpnYxiBpxFSmgZeyXMRSLRC8YKgwf+yLuQi43+9WXkZbIvSxgsJuoIdbu2spyluicYSGQFCmb2I6JujMxreQ3aCmhzchJ0jN6O+zPCEFNRHxkccCOtCrLjPKZiW18WY5+vFTInm8cc8etzFct4xZMQa5BVZbHMk1jq6g249Wd9UZf8n5NgQUWmym3la2QavtMTb98+fL2nXsrqzYFnP72b/3GRx99tHVre32pdWdz1anEV6fD3WdPlpuNjfffsVPutCkGTe7ogn/DMMwZecYLSWATAIVuQj4JVOGBmiWPdr2YKoPeMVd+eVGli8u9p58fHx58+Ae/y3x96/69wdGR3VCyKgPzchkkyyUcWMAf5rS/ekhfmhbRMN3ugIc6u9RtQqExc6rYYdgHrXYFpAnoycjSa+ovH+WoxmM7U0qcstZuqhwiWJPE1nfffkuY8uC4Tyly/Wf5Eo2Fs4vG1EzOLyrUBHqFHorNboCxAsq51Qlf5sqcgYBP8a9/49MHD9fu3Xorxw2PL1dXNogVOVtJwKAlFA0QLIR4o/cxc3CocWL3yIJKurRHIjpw5pJOFZ1sdBa6ZTPSjQgULQnx2QBywp+LLIBMBoKzsU8u+RJEjNZYBH4iCygH9kkovVxuBtkMOMwiOjnfaE5PhmXwmNCSZFHIadMVVKY3f0xVRh8pLGQl0UCdAtkJ7NMf/usf/aVf/kvKeabG0vhUWJM+ILZ5TcNBtBmZdTZ/1ml2HK80XF7qHe5j7ajhyIGwG16BXewVBi24Bwu67dKKoVqu7iq7cYMAf14SYiiy6WRMI6ET7iGJsLGJAyeHh/LDq+Jn2vZXbg3rVniq2Nin0FnZP17pWPQb1nNXBpXfM0ovGVkxDdxuXgFFERa5zQ9hV2tywiXWjOdX11Yceby2vhLnJbIgldoidyNm0jIbOg+mHnbyZ1LnpVgHcCLHXYPh7jgmlY0CTjeC0wx0FL2fYk3qQ4SW3O5mZ3jDePnJJMLeUO8f0gEAfDTsCo92JJgOoEVwRL2Iy2ZtLKCgikpiu60MVuvn5htC4S9ePHv2JYO9udRpCy6MhsdDcS9+UKv9+nB/bjanvBqzk7JFyLN2kIJ9NsuYovZiAfE9K5ySgswZ8QlDsNGZfwLeH/3B7wlJPn36NNnRo76BJ/JZSrBowZQwv3kVMZdknoCxSFUg1IvKQ0xR03GZRaOeU4xES619kolgwOUR5R8P+pXg1Q5dRKR3V5bHw/69e7e/ePTZra1Nu90Ml1tn59Uv/MIvfPzpZybFmxdP5IogBhJ90dhKXLYYKbJzIDVy1hyL5WdCyYkMtQTmIiaRCND55ON98/jgvXf3DvafPHp26872nILo0oiQjm6CxRz7p1x0VDcJFOEqRjeVMphCsFnzYCXVzoWYYnfaJCawI/jVnqczyO+CNoKKbZTaUqxh3ryDWRMeKhIxRbMdW2jfssNQbI0qm9VRjN4zVlG6K9uqxvPNekvI5JQN5etCeCW7IcQRGg3p++ObOudEeImboFiMsViZmSGHp+dODwZffPT43jt3BCzVSWRMLyzSD4yk7M83TifM5CK4mwtr2xt0197LPtkVjgCqQuKmjq2IFsB1ZYyFixMdq53Vm4kFlu8RAmXj9qJsIz5T81tGO1XIdOzI6J26ONiPD2z82g+/SyMBiGIMG0imhlIxU/AZrvedxs01fUfkY9oMoLjBRbcFZlmMgSMEUjRdhlg0d5YqJH6p4LC1vbp9a31ldSnB5KlpFoF/sK4uk2NNVUXgVJKvdFW6C9SLhkEb/N9QiIFnsaVAI87CzcCUsvCl+40c78W1yVyI78TMjZwVhvpRS+6x3qxuUroImcKipzCa95aVBRRLTDn07EB2N4ntUZgWyLweH/Wdy3L/wVt+QJ9PHj062n2pAFanvUj+T0b94zPHUrNVLxca7YZ4oNOQBaeUC8hiReI+Gqxkn5iyQRbbXr3maav4zgdelFOQ+i5Xf/g7v8W1xN+yDB9sbzKhh70DAQVmr6dMKhIue/Vzuq9JMWsQAk7G59U6KGnultG4VwwiAEwMu7EoE1Oej+Do2eD0tL3YCh1eTe/uj3Z2HMY1tba6sbd7sL21+vbDByDW7/UiUkeD/b0B6bC1taH8eU55u4yfMhiO+yOEUru1tW45lML3p5xrmSMc0XbxwfWGd6skIBhMQuX51aKVs8Xa8ycHh68Pvvmdb7/z4N0f/eRHD+7dy1kpUhKtGqjURvpxQXgKaEh/4kziBaILwMb0FySwimvRREHalBUP4fEn1TMl79mUSrjMtlNuLEogRqUEAIPL/jNZBLYlhAcI5Aj6s5NbW9s8qpodH+wHTI89COnZKfKz3m3UO/Wpw8H10DPFAw2jheAKw0QrBqtek+EzDy8qo7Kbuu3uRKTKoc8L9Zd//Hj71pYS+lCCXUi6zO3kRFhRWNiCl4hVEsMUa19fBqbXr36K9ytDX7OF73RoXghYvwYv8heljIRlOngkBkEkRTE+3ZsrCf8gNjNzyvI0WmYJftvcWjk52QlDpSZWnnVVDyBrEHMFi2W7bplWRHvhwEyzutKZtqi5apFZ9xE58R0iKSK0qkZyg6VBtpgVo3v37qysqm6aAzbYzlIvSf+MGX+8uXSdzhPmt/IuyJeAkR8rBi7Tpw8TijcYv8B1FQLwk7VkYsv6giasCNI2pK0HWV5aNGDDkD+IJDAGSru2Upxu/EVY0LpEgGkxsN3j5rQTjoEayeHX7VbT4SWelUZr+SAYrNe/+c1vvvP2QzGPyaDHeFB8wVplQg21qT6BUMpyrDkO++zs+as98LHXmOFNypJhKMnw9AXHcqioKhKbN56lDwZmfZal8bPf+frx/oHB22WzMzfHNYBHbjD3fnG5XaTilB3NhDlZr9AdKaAcduAWyIgopX1GmRxlU9EOElc1Sn9ml98gN3bWtYV6Z8T1epJfkwPiDKff+def/s1f/hlWCetGqX1bYNfX28+fP6crswxnMSdWW7KUBGQEw/Apai2QpNuiXYBUj2/qTVS2XAijqDmQvjodS1WcajcdPnD2u7/5x3cfrv7NX/6b//yf//OpmfdtbxDRsTG8y0iyQZN+thVcTFQHdjtrdJEShKTEnmWcjtASIgy+4huFzVyEHCC/oWkQtyTE1pvn7SNBslCyESubHRPuEVAl7ckuvoPABu7xuLY0fWEd9dpZBqPe5NXjIzF4wwPHtx+8zTYcD8+ypygKirUs6HxBy6CAhFNYG1YhqWAmHO1IxJ+c/uK//5dnF2u9yUG9Odtd64hyICbiL9aQYF5OVJvnJqiJbPvzZ3/4Zb1t32dYDcVzfqt5gWy5cHBYLqRQU4heJCOL/3ouuM8tsQWmbPtPyA3GDcwVw9r6SKMjhd7OWnFENp7lKFrTshPG0BxQm5ELAElXF9iCltxKhkJ0GFmY5iIAI4LYpSRLMWRmY+TMmZciY5qig6FGe6urK3dubb71zm3HBZM4pUBeTj0ymszCLfF6EtlLpD+BqLCcuuhEM28/7Fey3yptzxJMWSCef8YI/mXrsaIAxbop34SJNZo5q9XdantvoAEFOVUMYlMrjgDPEifkrE0BLaorDkQ5Oo0kdSe1ZwqAIATYsBXF+me5oIPhjT+lwxg/WYByhsTB9RVTXGgmZzVIVNV2OSgF9fIUyBxGeyAcbojxoR2kpgvCpjdwIooouSV8qnDSbtY/eOfh+++9Y93g0aNH4IlLnz9/qf/FZvf5y2fNlU72WCfBIrokVkJeRaMMnObFimXpmV7Ju6hr/STaArnQ5ipyVwKTNSWkCNTHx0qnQcalkMT0qX1W1hTbAGWmnnr8+KW44/7+qN6yQ++yP9JLiDB+udbQoM/lcrN/MRF0QIUBQZYvCyJCQi6ID0KySUG4NvtNVKJqthb/2l/7K2oAT4+PrsbOLVw6unNvlZJEBorVGIcwHqAjIzNFLGQB9nBcGSkXrUGzVE5YokFV3mW4JcZtSQTNVtTRaZvrb62YCuMvYD8AAZaUEhmepshtzArhooZNlIHXlLVT2gWpyDhoLE9N9kkKVC/+V+Z2o01jEZhiWCNOpRmFnUzelU0nztWxWLLS+q1f/61f+lt/VZEn4sERIPQCQ6aCI9yZAExjfRGJjdvbULL3+GhuMZVRY8wz0JUkS9u5MmgXg8d84kzF9xNdwel4MrGouO6CXsXlKbeCUfkDKjWkBsvLnelpvu1Vr3da0uCdw2HfRqR47J+E3zMvwL2J8Ufrp6GCYv8SggXw3hrCTdtFLCQgisQJDr/ZouMM8oYV463tdcQtOpBtdQiokGWkCZ1ffBBvSr9AmAgiWIaCC0Uhl9KmA5/jzYlFFf0fDWGEqB+uSRbiTLgeuYNjYdisTGE22HQ/1mVv4wlLSQQ+3s49N/4MUgYx1QkyF7EkgmaOoLYL4ma/W45FDnAy1VyG4Ta/MpHV26efrMt4JQswEu1Nc00vWJDHq0P3S2bCb9fK3IFdzvs2yXBRMRBiImiKXIZZlg6Yu01hLhG1F8+e6yyCT6wtqZHRgWQlOQKMkWwo5M24IgL8H8ZEj+SCJM6gTOO+5yYHifmxIqFi0JYqpiDBlEOwLB1BOAJfTJogDwKmZu7dv+9Eb1q53sDY162OraBNm3PmzkZoM9BPwFerqOLfvDKRUCbpZwyEEpCGLWKORbon84ODmOEFtL646g//8T/+J2ovTqvILiJ2Naod7B2ntG97QVBNxEIT3ATFFWERIOgQqwSiitBe+DbzACYOme0GKEDrzD60FPsrEE/UD9mESXJUD6zIJAw7eXVbBCpLKcfCxmBjMqQAdnw7S6kT/a6ud3bGvYtjiDRobYJx2CsyNhcuwUQh3eqDScRQNiw28lxdqqPUzE9//Mm3fvab+/29KPrkSgtZ215J7Yjj6jWikw3Tbbe//s2v/Ysnv42dQBcdmxX7A28AbcCOYJJDUtgwCW3eB9ngigWBGUIKH6HgMJML5dGgeEzk0sM5Nr7WOTs97p3VJsk5QJs1Kx3aLFI1T8WKjY1cHg/LhaqoFyQckooYym1m6KnQQujPL1LFxC/oRkmQ092llmLnt25tLS3L+kiSnGTXmANurBr0fNElHs60vL65CiRBEB6jPVyEhgFFxxc464K97SGmKFRbQmeOeVp8m1wMuARsT0/BM8QnemThOVsATTh7FtFL5osLCJ8C3szN4ebl9Gq9YPjSkTAWtXAFOoCfIIqniIPU0TvmvcsEUCuF9cGJUHeUaSMZR7uQxsYkMgwpAEN52dtqbdW+1NCLuZaYTJl0osjWgFP3yf2GD0C9/nB6ekeeU2yyiiZnnAPEhol7EiiEAKEpegTLa8gFnXkt5rp+3iimGAomgnh9VbAXsWFG6AgTmVcwE4hAchZ4Fuda436PhnTSkZozDnHdunU7QfdYk40UD5wae1yvQncIbDbUeiMrK1WRAUIfdksefMgvQidpYMEjmehLEFdQI5QJSgQp6Xwm9nt23ZCRtDjlQIPRweWzy+eb22ud1a7uuSKaNX98TvpSkvZD8wyLgxeIGEVkZJGLHCIVSaAk0jRRMzZtNrRgPJN3Uy68ZyAcDD5CdxHWXagtSAZdQQamg3Dx4sJ5TqM5XVSWaXlwOM5OweTaFMntVn9pDdN7X/zqggSysti/Okggw+Elw8Zq/dnHLza3t9g7VMe8Q6lnczgZ0r4CRXTmFC9l0+ad2329sr7W3moMXk4uZq0z2wFhbEVyFmSjRuq9CKCg00yQVLVyBrLBh9bKTEPbxTaLTPJD4EOFznJ7CbrVta4Vn93XKsfKPJmd9CWHuitCulxRLbk/dSm+4sAwPPbN602b/kU8UT4hwZCnMDvbIG7q8nJ7Y8NRYEpOsQntIDRecgMvZEkvUUMd/MlVuLyME0DCt1WDhfsDojBw6u0YD3zh9sI18WJ8L5zPWPVGw2SBBgzGR9myrFCKqOJ8PnRWq2rX6pTpSrOko3GV1sCOJCm1ugqzsvZRUTVIE6ShvXfZLuHVLLQvcHc5nKBhIUir9gZzbst7veksFY/AJkHqZswWK6aW87TErjLVmHAVQRb8x4HzjSxIdIk/U5+cWToYn7E6hs7zs4zHT7E+enHRaNatlWs/giBqNiZDPvqi0GTRArBvkPlDMqr06NTM8427Aafcj/fTShF83BrM60aUKX16MBzNLM0/e7WztrH5yScffePWHRCWuE1BJCCRmERBJ2jqBImmr9BAuW6wCYZldIQQOz4aLz5NYrd6pkBj4BRgoh+xHiGky9m1lfWC1Kvl7kqEmlN13Kl+cbtr5OSDNQl04BA7QAQOxhLRIiaNovyP5YVbXdw21Ms8wPzZQeg2Q5W0Z2tazOqKqwy6jLxUmPSW1EZswII85U8vtOadYFtvAf2lsmUil8qoj5qj00EAGzJIA8iuKMqIIkI3/AcjYQ46x09xzKYGx/aiJPPDI7//z/7gl/+Hf1OUF1oWFzgbDIMkojFuSeWkb9YYsdl3+IMf/ODX/6vfSCUV3UXOZOwYrQI3gBRk5jX2XXIiC62XGJKRYR+CDfMg0MQWM9SMuwgRqMzxTe61HtZ0FOMo5lkmlTnpqNAI1PhYBIvW0HGZkL4KhbmpNGbm7onFG3kYgaWkm6p1lXewtOaw1KZgOVMuc65aNIvIsBui0Z+eQstpOl9r0ZwrlxArBoUx9MhAncgcnbEnjwmoW3Y81LsHPQhPWlhLrMGuI4oiW+asGsz1+kfmQTCRAdwg6lz0DPGwXUV6TE1eaPjYTEiL6ySk8pDJBOMJ8YCjwpb2fcVnzJ9zDoociyCD5dTwEMq3a2owEaI1mCg9RyfLAWFxxOUsk4uCxu5FagesngbMsAH6ZfxZu0rsMtIJuDC6YNi8g9kkqzNZD5XudSyCsBKeKJG/AjAt568QRlDsWbGDoDtiTgf+D8HrxiiY9FEk+QUqSC/UauW91CPLXjtCMIFDmpzH1Ts4skPreDy67J93V9fsztx5vWdq/B4ZszHwCYKilkK1AvNwV5GQ7uE2uPQnv6PAkHVg7rHXodl+Zaa18h9ogskWoQn+4d656Varwy6wdeyMxrZ7baYuFevERi2AVX3cYwABQ55BIsCtImREMXLnFJGUHHtJSoGRXRMtiZHt+RkSWVDCTiT4MyaJ515BqXAXvkdvFFo570AEb9oG+aL+aMIknWU9XG67JSZJKufXIoXOva+d9o2YBZeluMgBVyzMYnGGUQuKAxTAsOGOfxLiXllu9coh3ByBn/zhh7/wi3+xPz6cWlHUhXOWYKec7vCukyDFBSSlXF6+/8EHn3/0+YtHL4HSkgioQ7X24TvsFzCHGII8qWyCbBwK/cUu5pvwm92YTNzcn/+KrRCikXzpfNumE8z6PVvKBKiXerOT4301qoNR95d111BJ5mMaBX36CsdnzhE9GQDoFbu0jCcdVXRM9jPgxICXV5bUL1NGs0BDIBPY4rwAl2Y1EsvUzsGsu391GXcxJnNTcFSGcCOczA0tAld1eSZ2VPIIQvuHRwcksstiId7Gni4/ucM4mX1saxqXVAnOZKbMO81A1l3iooFa2DK9aVbn7ElvUFq+clkZzXmHMUD+9Pd2PpMrRYoLYAFLoYQ4ajZCR1trqTIHIghkSVxPcT8N0sbUwpK4ssgUC6yUX3GGDISHyhx1niEFYnfZNHrPBltr0VFsZIxPcti/ugrwDT+AZfT5GFRrKHcU+szCEIRGX4UN/OB/dkpUV7xBnJ0AZJAb7zBid3Z2eWnVwoFo6IuXr0j3jz9/wQ0Sl+FpZokwFogQqMQb7CCfMtQVFvs3TAO9B+m4JpRTmKUaLXSEYo0ibiv6AavkE+D02RfPdpKflKKdE2cQGZFNabPHswr1dNeQ1ALUjgYjiszumpkWAanyVLgACfIZhYSOjw6GveutW2M5BzZFWdJnLXArgtUSNLCfNxZbfBzfxGvy6mYYDAkEUv6lAIxajScl2S6sZajSW5voLd6vZZ4EpBJgz+4GQYhMECxNKRI3ujN6TWOFqvzbkE5zdpGNHKOL9sbSzsfPnt5+sXJrSVnoejfrwKiRukHGjJKTyxN7Y50eDzvf/va39p6/VpWr0a6PJydlURYOC3sHx5lEBi2FPuAOWOEw4toWQ4NTz8TojNAr2gAjAtncQcsfay/a0myUAeU1XFiqQ6/uLV3kkSiUok90426o0h105h4cmxGU92k2SjUkPj292lklAjY318kC6S4ccv45SWqEOICQzV2lFwSnvcrSzijfXDr1e9EWBVPuyhRuhAj+NB4fvcbmzG8cUXsbLapZGONIKwCZ04Qg2z3w6BZ2W9GGWRSQYiOeTxTS2nAXpc4REEwoXInSYhcU+e5mz/ooYm9xnkJG9dSm8XsErxuGbHgb7EqeO1eO9WHzOensRBqPsvRdhQ1xH8pLDMbgmR1xcHCmqVQcSEmmvDQb0kSZLPSD/FparnYWMx43zddjvhSvW9MGkJEnuYC1biDBVrqskFK6C5DC7mR+vq9IM3jM5/yRUzmBooAUKAjFkL/rwvpUU4hVNie3/OC45yiaVzvjw6OrtbULYUWADVpC74gpaNL1n3vhv/J9WJ3lW+kb3/CQdOg5FrHQP7i6oo6kMzZbgnqz4HYyZh3U6ovq/F8Oeuejo4P6nOX5tklb3tM3E7TZXJyc9iGExsSbVv6YoDaK1E4vdz6exO2v11rLNQHzdrcDuxTmxbR9ZYLFkdYRfLFsgdaWqxIRIiSQAgH2ZklCvuZ4fGzza2e1fT48v5rAU719cVJrONtKccWU5nPF5oBlOqGCRrHCQ1jASriQBY0FC8IjJQ8Wpth59MEP/+lv/vv/m//o1dH+9EJnoZE1bRynqppHhPJsyzg9nuzt7ahsh+o4WVLG5C3MGGHBeIFsDA9jh1BphKJ1op5+ZIMRsiQwDRwBZwhh4JCghkINyf1I3sH1+ZRtpDPTdbmz/r1/d+uLz16gzIqetI2rMZA2A69sD/AaUgtXmit6zezzHjjd54dQ9+zU1vpaZ7kj0bi9ZKlc1omdiDVrZc7pJKM0iGEQd2koCj9NhoJDWbr1F7+56oG9Wm5AJWUWuc3SMglmeGGGNwzp4+b6FnjwEXrHfUWltFzqHS9az2N/sRZF+Cg/+/PsDMgxJ1JIY8FKtcXpKlAiSQQw4wYLy4F0TltPVAI3c9ZPEKoylSVoZfx+1zsIcOgUWQYrUBVRlE1mipQDR1NaKMhXSc25X/dJ+GN8BW+ayKyBnI6NWBCm4jsH8nFnxB4jaKJ/ExgTouTVFdFOKvFgBCbV1Nege6qgaQFqaOQNPGNCECpFxENPgXm65KYHwKEHpugZ85kwvcjqZzQZBAUjxvnqxc7mhvw36cby+errW61Xz4fkUf5MDTfrqqzdEJKZDm2G6NL/n1y0nZABuuTFi9QYvAcJcYMoLlfkKY0EzmBlOpA1tf1B8+jQ+bUGkXWmGL3/X8r+A9rz5LoPO/8v5xz6dQ7TkzPCIAxAAASzJJJKJCVaIkXJ8upYR7Yl7dqWLGsl+1jHIm2d1S4pn/Va8speiaJoigRIkQgESGTMABhgZnpiz3Tu1/1yzmE/36r33gwA0pZr3vz69//96lfh1r237r1165blvG6Ut2MXwFMffs/m3vp204bIwv2D2D9CtUs1ADHnpSABmFfQ3MbtVw1Jo6kr7jSNlUZTT+PcqePN1krG2hqdFiPj4YL6bXsnc6FlPgcHZkxgCnbDB/IbZpbxlopGppNAhGnzaOmavjV7/c2F7Wnw5WXRAsm3VrTBdFFWYVBgPNUO5kk1CqeazbI22+OGZB97qbtaf/in/vjM8oxQ3X1D3Xv76ytLc5Y+u5s7hruHlqaXd1f2RwaOvfbSG8989UXnHTIctEe7CgfIaIYiA26DClCRp8qKYH0FmTgCEYHLZGh1JBliV7GFO0H4o5WapPGW4Eo2kmEYLQ5hv35jRgwX+Gjnp+NJoAapAS9AV4nSS88qwp6i4K5+4QKR8uBvmXyyDYQVpLlx8b57zp89aw2fqd2Vqo5joIBshgoiV8LOIATiBeZ4Opwuvr8MWMVAEDU21CODT/TJjYaoEcFvrGZPrucSOGjq1Mx8YVvGKS4Vpj42FP4DOlupCweRkQyGf8ng6G35WRqgEE0BEWgboz2Sdr5W8ArAKzXCbmKXiOPFAYmYYKethS3tWV1hI8iUnW/j9xclTbEkiJga9SRSQdVB0vjaWU8MRPkkc2aGQ3vK+XFehfDbO6dmxAt3IMK4QbYEEo6ThYYNjbJn2dbvlfUF6J6WBx/QS8SD4ERMVyqK8lEnYcy8mE5B7oDzxmyQikt+jT2kXi2pWA+xSE8mY3DQET44+g7qK0urDDGQh6i0WrY8GBj0Qm0xPoQYZk6AoofCKYgUhYww2IlsMtNbgFCOpirK6qgGuZdIj5is2iuvbB07Ntg30G01cfYOCFqaFn60dWlmBcjGRie+9oWvf88PfHBubW5JAIPV5eMnx3v7+MkxBPEV5qSc0GB2wmVTykXhHNZzmqM1dB1ZaNxYntxrb/Sd4rrUbH7o6dcgMQK5a7VTo3SVJ7UGkRRxCDoVxNIxBl1YFAmI7YaeydQBdmUIR84M86y68ur09t2G4Ch62z/atTIn3rZjHugm/L/aUP/y2jKAdzgs1+cYZiVglbEP7O9efunNB9/56J3pa00DGgEzWvq6B9YXljCpoHerfVCLWCcshP6qiBjwXUmphc9Xw6CRzKhSB90x02QHT5yZ0B72HYLxHAHiFCEgA57pScE4utDP7QNDlGorVhaPs95G7g4sIse6ZNDJKajMhxg7DPM0Q44DKpDAHexuFoSLzc4uD0AjEw11DhW5XVymjYpotRMFg3Nbibz+hFXYlvboj2VgrzAPefQKUUEgdDjYP4ByKkr5SgsLOu33dHYVpM88E5qkZGD6umPi8yJSsbbqS3g0eluYt2AGPxkOzOTF9chxm+sr8NV8kXinTHk5RC+4oQ2A5T6YlpWdbZ5/pWGRFLTTfYFVqB0lgiuOafCAXnM8LClMoYhuepg8BsjbInBEl4Z3ULDIEYzi2HlWXwgF8UqKBsMlLByB1pM5tbCY2rZae4Ypi52x0qs2rfJV1XyiIGXcvi1lWgfsNL4mbQ+7KNoGmcPgGHGmFh0PUCmVnW1b69vCddR6PSvlp5vWsljkNM8TXJ7gQEhMuA8zZhCjw+qOZFKM1/Tm5nD/AO8M7KB/YFDhpDWAtTig462LqwuOOezuPN7aPDN126y/xUkBecOAxaUFwRleevHlR558cHl1gbi7shR+jJd39/Th91CE2kd9BPiTp07Ndiwsza6093SNjXQtzCyuOXO9s3XxBo/gxlz7RkuP40kbAyO9w8P93X3d8ytzZBtkn6kSRoduolCZntL2zA2FFsIUlN88eff2cN/I2PGR4cHRuTsL07fn5ic3lxbXW3v4CJj6bQXattINnliOsTPPFNkzU5sqiCEgjiDfePXyqfNnadf2I3X32SjV15LFQSFSc+a0pYX56YUwaTMSFgQpUmZSGZRyZ3AjSEZSMPzaevA0z1mDGAwyVtFfojMYebnRfhmmkLRvI8+Wr6BOk92p/O6np0w/MTEVn7HMiaVGLr1ZJlRJme6ihPrwqNLaBs144YUXBgbiVnDy1PEU2NSEL1gYPjE+5q1UG1mqToMPPtR12FPEY/2tyCdPyBbcynP3xrouMPvSc6Ud1ut8p3jO+bBUkSHU1FitjK5sWQXgeRoQ+lDJTBgq2iwngrPYKEdmSAvc+SpiXbIBm6+VYL0AL/LAHOnn2uq6okTxiltJzKDYe3hYynflTkcKjNk87EPyXEaor0vld2pUThqTXSFhGoX1Cd4f1hMWw/CxvtHaw1YX+dXaL/gTCux/W11f9W3lfTKDop+F18fwJwVZ8084QnDogA0cMYOKSgdjke9rCwsu1QItt5jINUwxFaqAo1Vry4sYCCSSrQBSp5P48NgUhL2Gi2ZoTCdcCDJAZWnC3B8K0FD0a/YAG1dToFhb8iTQjfFtaZu6c9f58PyZd4cHRs+cO86yc/Pa9Na6M5HJom1byxvtA21Tr92ZHBs8c/wM6hVmUmcFfchWK7IA4xfo5AjBJgtO3JQazWtsKsO9QsJ1rfVtMCot7Cys0/uiuzcWlhoLd1Zu9KwIaXvxvjFMl/HZ+JsCuIhJYXuBpA4HajApOEH14o/Q37XO62Bpp6d9YOLsMYem3Rmbmrozu3pHHpwTL453I4nC8K1sLRbaBSXmVrwZYgpMFpTZWFz7yu9/6Sf/7J+cvXy3yTEvbV1zAle0drJqQ1PcySoSSrXnfKsYQIpgUYbpD7oYsPrYqLgJMpTRChOBZ2YgHC1ygcmNm1NmgyPWEabqfTOvh7a+/izTiCUHk0GDasegDlkhlCk0pALBregdYpFRlGJrKmJLkU/zTkXKMXlqGAwm6xL3PY+nUeVB+lZmJHiWKS4mz4jumlVToe2DsfCNV7yA1CUkgMKxOV9lDigJJvtXQ1w9L43yLGt7yilP0mE5SnbaKxmYD2ho2BfFXSDe+/LggsxQnPxKgWiVZqRoAq1+RbwDLidxNHq63LNi0zrI4HjsLqdvhi7iBIx31HqOiQocNCbF5j4k5z6jUEanVGHmz/INMMRwJkDungBNsXnrTT2UrRSSduJHQ8MDmBErx0EfCw0XWjYPpmSActUmH1SWChfVzkgTRP62VH6+Rf8HHKFkqYCK/CIpykM3Cq+gRhCSilxrLzw3hib8FueH4K1eFNhSpug8zHD4MaWjDjfRdXluQUgIS36s/srp7e5R/tLCogpbx08Mzs8vTs7cHBmaGD8+DBa3rt9dmd/pdFwd51FldzRe/uIrQz8y2IKHNMSN40aeIPjagofR8G1qopwuzjH4dUKWmekl0VyIVDlLwVJl94CTCfb7uT5E8WGZWN8UE6HxxivTOEJPX7MIjQmAb3en310KFmQJfMMIquagzwLtO4RHl/CMle2lzV0+vJ3j50dOXjhx4/J1UVkWZwh5AM9Swh+iYSoKNH0Y16tAU8rE4YztzrbF127eunL95OiJpY35va4WgggFQ8k+FjedlZEKlGMIRXfIbH4A+joAKacU6Kfb8ldxzvDExpGK4+AZW3HU3ZIOW4MXGF1TmncpBxZlaaF4gPBBclKm7YyUBZIMxM7iQ5TwUlWyJ9UGoJKK6J64kZD9xMTYuXPnYC39n6kvbCnrf6Hz8mm+VZdW1xLdQ5FaZn0iAy3AE2TslXRE4bbK5PMiZ3ruviSIV9zvUleqK+1JkzIxBRihk9JoP0qFu9kYk5N72iwuEvuz8UGBNla7Ic1BayjdxovFCt+2g+psVAmgxcuzbslkpQ92t3BLjcmNThJ+i93KQ/iKtY+SYGEZ+afqkmrDinzAUpfkcT60OdakRyRnxGMC3uUb2sX+oj3RsyMzMAk1jYiSOT6i2WvrS8hS7yq4XMtNuqkt7kG6wKHiRsao1pXa3kq5z6Bo8sHz2s6grPILzANMeZKtkL1qFVUAnIrKPSyy8s29fX99LefTGEwKVpBsu9HX3acagxOJOWdUxYKD/VkkjAhBm4v+ForgUrCyuJK9pO1dzf37XYvza1Mzd7Z7NweHRltaTkx3zc5Mr4KCLTQOulnaWPnSZ77ywQ+/Xxzdu6uT0VQB0QqiY45wWhNFTnfnMdktKtHczOrcPFoVVdK5lGvb01zu+INZImnr6xgasMxAqWzdf/PaHdRCvXfScUfXpi3Mli3pRd3tvQxqCCrup7aR2R8eEEBNC04NrwkT5rPNrVWx1JgJzj9ydn1pdQozuz7HrIh9oMDesdbVRXNmZDhgR1QYt/kQsTuDodHZ/qVPf+Gnf+7PLt5e2F7f6+kezKEv/GFMC21NvUN9M8tTGrMylb2YBfoZFaCso1mHxIN6o6lHr4wlt1qTHtT0HNb4KBdYldnY+OYrEly+ypiahNCSwWnq7onMZsr1iZq03FyTb2kbkZaSaqWaUWsMXiZcW5djRB588EH2DjreqnOEmiPr9vcPmNKzFAKLCzeAZKWYTC5HbfYkzSpNcVOsVsFIqTQ8Rma0IfncLkZJNm8V4lvPfEtLDzlIMfoEUMJjFNB5q5hIB0nQkBQQ4ACRWGysJTnc0XfWQeEbvdsfRmIU21BnrGi7rFtYsoFkIcvONITe2GPIK0Kj1QDSAwHJDBDpPW2O5pz1vKM+ao8qaq89rM81Ry+GhsdU7F5fdI27JCdcDlRWyuWnh4Pi6OiIJzgs5plelCS/DLGGlOTbUmw6W2pOl5VPRyrvU/th0s3AvP58+02+jThEAIxs9XYgh1vx5nlbMT5UE/MpVw1tca8pUbJED9hrrCyugpk8kbjZIHD57u5+u0OoWgzSFn3hxva2ndGRKYocx0d4ncxf2MH64uq89nV39p88c3xj44rTqxH9yvJKz2DX6vz6zOTM0MlRBnBN2mXyT3iftt02cdRWOSQJ36DtQ7j75s6NN+/urDeYK8zs7E1CCC1trNK+rBLwIxL7uKWr5ZH7L2ZVns8R30C7tDb3VrZySOrAcE/8YJmRAAPHaUUhgebAUL89m6urS6BfVhxgnJX73cn564O9Q+cfPnPs7LHb127fvbm4udhgao1yUDGekREOllkCwrLE9vV1zV+bfum5lwdPDFG3zDWulCmWDzQpEO3tKzcZIvM9Zn84gN/xb0Y8GJY/uOcnuBdSDx/IKKGUNMDQmOXzwKPMy5mQouIWjq+MPRYByM55j8w8PNIrzAoWur4WJaNMqdCpzM8hM3Jn0EFNSiqFxBAHmy9fvjxiZ9nYWI+t+1HgTG7Ow5keHRzwFQTxiQ99YuRSa9GZYZsb9OwtMT3PiwSvlnxUWFGGoaWJPIcdECTMJxGuTdtlhaYWK3M6hq0UQlcOow3uURpp8tN93WEXaLF/mW8yLLSiaFiYDC0N6oIN7LgedUluvgoaxppARNgRaDine1pryH4n5gDcxGka4EXA0ubAKAyVgKHC/fWY8AgIhdjS48BKKg0/4HrVzl89pjB9YwRcrkIMEQcE5iJkzs5M0TBJCePiD44OQfWV1QXm8wCzrHal0NrlMkun0qTA0BD5WYB9RPPled4VDnKEVml9snthZFLkIWtWloeV1ZaS81OpClJLHaBkicdRnoAYpq3fwbkGQ/7SATfUJOvyrc19XX3DorzsbIGluoym/hpWH+qyXjqYoC+BH5t3B4a6HPOxtJxNyj2dA9iByXZubgMSi8nUO9z98jdeu695f+js6MreiiDYGu2M0qxdRdYPQ+du2NvVOzw+NjM1v7SCi2YEyGRsE/ETYRyOfprgqESDu3emWY67+5yaBHMFAgq1WqMRbdn8QJIveweaWVGanKLU0nDmJOyxiSjom4O6hZfJEak+WtqYYzfkdnv/YxdPnFp945U3p99MECFg2eablFEI8KJbxilxb2N5VaWf/eRn/vz/5ec2iEh2ztMRmp1LwYOq0d/fQ7Dqtju8wN3H/zsJfYGPIZQnyOEmSyBUNJ0nipBnSPsZVgyuOAvIFjyhAkD4UKblxnYsXyxGE3hbf/HL2NvDre2DN5pKiF0A19RVI+7/ii4pRcfithmSg9OswQQBw4LTkwsEj7LNdGOFsqCu1ITk8gn0KdFv06yyjF8LDHdqbiZl+LzK6oDmSZroiNGhITKLZbYqILiXDVWjqJIh87GyFYVAPKGvyiOldVEfkEpWWH0iZ+VWGomLqbewe/aUNKAsmoTB6RfRd3UZ46Cx83Xpp2Ruzq+TDcZGh5zjTG6x/p5pgzkoLnwm4cbuWpwUSCOYnM76X+Mly/VpWpm2ZYBFqmAn0Atg15Ks3vEt29hA7otLi7UlelG2SA/yLADYw8lfwUm1ZCNdoZTWF/lCZzVex7MVSLejGB4laFB/pte1hMoZ3BuZTBXgWISCLBsUx2pPCpDDC4q/QhnO2FmRdKTXKtoAAZk0cj+zdR1r3gvxtbegGzRViF1G42NDunz79s25uYXOzlZ9xJSvXbvW9NCfYDzIinfMvZtCOZEqlGYlomtzfWfVZL2WVb+MsOm5uXH68bPHzk8sLi+Y3p0vwr46PTtlwSnRR7f3nW9MYu/r6Hvu69/anBWsyvknCDlCIBrJhJ9g6+kyUcIxD/njf8j0055VohQ41IXIwSvW/zamJsHdWkRJEWCdywMXmoDHqIY9xkepnVm0TEbETzpEa4PGz/TZ+twz31qZT3S3XseH7zat2hsoBmmPKF/hDbZ/wdDjF8/+6E/8+OLu8nab81u3VjeX+ro67XjZmVm79JXnl28v2AdBVqs8IUNVhqRetaI+8bM+AWhY3ioUojFOJZzWGEebKT74mjDkRFGhdmE+3kzajGLXEo/9khmFZmoNNpPtdp1ytzs74yTnOCnwO0hvY/5tEzMDIRH7iPAEVwZFc9rZcyezZ8SmkcFBuhv0g9n2JngVV1XjaXh59ZX5FnMEv1ByaDuRyGpHqHsSrUV+OT2MuVJNoeddWnQ+L3Ogn5nYi+4gW37GOyGHzScVg3ZXd69X8lgF4LkOTX2uYQEIfzINK5vnZI+HiLUTEgC7Yku88WrmtMGOna292Zl5sqe3+J2v5PG1M0ire5L6qaeeKIR+f/36nbCcEkEHYZMjIsPYL5OD4aOPFdwpjCCeNpbDLUkc7LMGGH3R7+wr3dniMseIc+99F46NjeIFq6srL7/6ykuvX1lYZl/O5mslh2kK4pDBDh/Mp2WOds1PylQBSYUShoUHSeCgm/K48So0bOwDHyvEsddUNlFFTRkkMSgEg3Xac7xIWx0P7ZmyM64KKUVVwcGbFGY5MdUXPgXaUSTFXAO37valxbmlZV5h8c0pQx3tAjq0LizyL+509EJTV9PGspW1TccERfTCZjuaupyETvbIpjCacPNuy/7c1Cyl/eTpkzfvXG/viYXl/Pl7GPRBF6WtL60NHxtdmV2+eN+FN1+5Qg2Hv1GhowNFhgt8tLlZ/FZbLaCp2RvG2fXCBrCOP83PLoNGT2+7zagJWMxvcWl7c2/Z2Q1MbYRKnI4jWFEu+LRs2FcNZBC+nFyHwLQ9sHz6w++bvjv3xitXFq+GBvpGLNo3rc5vkl8sHdrFw6Fda1/+5ksPve+xzeb1tablbSvLCGlHQPnibJ9zjY6EOWX8uyQ6SLCkyOQRw3zDQGb4SU9gYFpFTfE6imVfw4Ej82kZEnmhUvQJN0wAyPWwyhAb/9eCXpEby9K7X1Hs6zDjAt0OnoEXhWG5kUkJRTcKL5DyAXoos5YMvuX4Jn99VT9kNy3YG3YgpeVM6zZcZ59/ZF+ZK4bVEsruYNRno2Gcjr0KMe017E0y4TixA4tvWQ1YWON5r6ysLgIPpgZKCnflPuwqcEDlBYBW+ZSrc9kW5pYcpigUsqBGrCH285sJZ2enh4Y2NAy/S43pgFBmkWMmjo05zAgXgK+KVVoW1svRKa44jrx1kzIwY0R4QQWgxkCdEHL2YkeGIgo5ZF0n9EtwhIUFa7SrdQZGyXpk+642WAhRMuuUT+itIMx8hkfgaeDAMp7RLqlGeZXB5FoGSsGkgyDJUdK8ch9CzliW0VSCn67smXHUJA+Yvsu5W9pacbTYUNGBMchXaodUZl8aKABjj0G3/d07d27TtLTIFKXIRPfJym4DfbUKq2QzfmGQXQINQp2cDmrbMaZgamZjRWiKIXTHJNZYXViZuT11fGy8q7WTx6H+mzEqM4vwEDnf3/7AyODoiZE7V2dEtchCCCBRyEuouEg5mosqoufEvSf9LWtH5KOsUWw0Npa3Vubnuvts6WMwJiG0bIl+aIZ2zF4WSmysirOaiaslgQCIiGCnfcEHiSVizckOE33vGHp06vzsa5euLs8QexqdI3xvwoKcnyNW0tLs4vNff+HBxx5us6kPzJSUA9qzP07DwBo0D0fkAMTpSZIX/srtwcXzjAot2pRAQikkhioS+Z8JSflxUeNBkjOKMDVTPWnfTBTqT01lAoeL4QhlKrP0Y0ztxd12OjkyDJJkg7MOuvMtDLS2eyhpR1mAo3iP4SjEFm0FAhXcORD1/VTQ0XMavPuQkuIOM7/VVVpJPJ1iJvQ2/2fOCbG7L0015WaWI9rD9tIqAmqy8IWEwFaFyOF2TGmqSRrjGBwdTill8ioOncCDMbSLlbq9vUYhyoTZ1KRTPYO9nMovnL//9dff4NFsoWRkZAiRK8QpJgJer8+sI0WKrg6urC7r8vDQuF0eHJed7KbpMGUnIXyDk/pYex0WxkiZnxnKlZVlTAA3YhEFHPzI4Ghg71A/Z43Tp05cuOesepeW56bvTLYzbXTdHDu2IzTzK6+8dufWhtXMoWEsSbTEBHGjbxK2YCE2ITw3/+v52dmArFhYrTObC6M6RPIP5AN2s1cZeuPgiVeBdnCgThJppFSfB00OU/ncNBOwGxslB31DrClSwUWCAFwjKA/13HZBNjzRiFRBYTcJyy9EABeBNoEgHGjbZAOOI5W6u9aHBgd7+no3mjfXltc4HSeYBwREscg1k4z1HY6Nzatzq5cvXb7v0ft25kRC3b/65rXB0UH1zU7P9Hb3Oc5QQCQOpeMTY8v2Xk6vhfShC4Ee5Ua410qhxLIuEAUhu9e81Hw4YE9xK2lzY4NJvLG2tL3et90/CC84YOZMBOpArNiWna2A0BU7bDXfCAcocm9gKyYDWYJzkU0CK3O9HX2nLh4fGRt87ZXX71xZ3VjmJsWAHajHEL7TWLg99cLXv/nQUw/yWRIxbXNtA2H2krNFNNDqQvLfTvOHQ/GH/KslZZDwJgSezpqNuCy0cv0yjRdeH94YAyOJ0thHqCnkpPuhtxBVJExkz80hxnwTSTUaBo/L/kI2E2VX/EAJ9SZvMfXDKdfnWlKUaopJZniNCYZxey7RB13Jm/XbIGXAmNoLimZeSnPKJ/mnIm5hQ/KoRfKYcO7bTIz6GTz2UjNiWMZh0gAmQyHEdtgayX58KJZ8iOTMxpRMbdAkQMARQocxE+xvOVZsdfXO5JS4TwzLJ0+efuc734nmo9k6C2hpiRvV6dMnqQz4gnjBREuLqepihDp54vyicwR0TbJqIRyDubSlxW4HvfEM+6hamV8+2W5t6erO3KL9QBqpOe3ZwYw8IYyIWaqNabyRajSc3WTb4uOPP/6zP/uzyP7555//xnPfwhpm5tfwTH43WoXZyM/LY/PO9ugoPljsmYciFSVRN1UNtIWKA10pQxN+VH8Fi+Qol/IErpRHRZMLzpilZMeFMwsWfaTgnHJ003D7I0dAGIhINzJRIGa7bLKLvZihs2NNTuZbblRIsXVgaFSjV5a2l5fBYrGvtxejFh0YY+J0ZPA0MWJ+s+7xaTCLiz64c/fq3fFxYeeG1nbXpu9METC6e7oJf0BJdzOtEUQHenvPXjj12uLrWboPl4p+hfwQorarWk9j0sDKivnTrI/70EfQYX93ehg5bKUx53ic9o3RcQfuMjSxDhTDoWBPHSWCe1MHmJgjc4ApfTDQU0xkMKsVS5sLq7MrI0Oj7/zg4zfP3nrlhWubtxpbobXGwEDf/larUyS/8rkvnLpwbMAZnhZjtjezVzM1CX6hrDJeB6Pz7/SPbmkAERImZrbkAraXo59QmtMrULJ5GlY4qytUjqbNWkXEAOdSQQhSzQLHMBNi6vrGs4O0WzmIJulnRXXZYDkS8m0m0sQvECY7SFXIMqSoGVJYbcE2xJBn5Wme1NeHCCi/FagjXlC4gywpgk6nXpy7lKCFSZ5bSguSRLQhNpLP4jQhra2v9PUKbtQnG3sB/Zvxf+L4OKnFT26wIsqhRs3uhYkdXaOj44zWd27fRcnYhFNM3/+e942MHzt56pwTBK9cufL8899MCNCmpr7+RN8U01V7BOm9t/ciooUpFADlWwJfXxskMLIUoN9MtpFLo4wUSSAUBeV8K3lLi0mwwyjh8VZim9Zd6uSIGIPdWeCwnOE8UBQ1MDCEC7x+5eqdmdnr12/Mzc3ZKHn+/PkPfegjbLQw7+rVqy++eElTncTlQ2PBtTfOeAdLDCSUtMmQ0Y60SkuAuoLRtUigZSbI/VupvGIvILuwDlByPMgxWXVcDAkqMsNiiOEtYBpmQKbPqB+6txqqYIIB4waP9IDdifb0h9hFrGCJK0kjjxNui0hCDq9fWllDffMYmzUG1sT4kRbFGfm1Q8hdPxwEFy9AqPXSty69+0PvQdbYwOL8QkvLiL2JVimGBwemb0+Jm0xaGh0fmR6bXlng3GgzaTVKFRILxkBKQ8LJGhvFwjRVL8ILTCuERoilFiRhRyDpf/LGUm9/s1jpHb2sT5mwdQ4dhdpIDKwIxfRG8CmRG3aWN5ZFReru77DVZHL2BmwbGBv48A++68VvvrIwubJ6tbG8tdzXNjjSPzy1cPfl5154fPBRPlpACav2bJmPoEEaCtf4P5V0wwSiwQbTtGumIRlgyJu6YRL1hIiWGTf6lP8iPBaiIjaXxYVKZvFyiacS/ZNDZBsdI56dsNfsS3kpzvgBV0E4hwV0Ua6xbCho0LQ55FiI8rsbX15FcdDCUHdM95EO0A+sLWwh9O/DSGv6o6BDKFQMLVRU27nnrJpaoPk2DPSQH3cLuCyQUQrE0WIdyJ7ztra7d+2Y4Meh4b3mbQVSbJYWl+dn59H/e979nomJE6ozP925eefSiy//D//DP1tYyglfFy5cuOeee5C9t0LrPPPM10i2Qjrapq2pVk/DbgaGcBmVygNayax2WllxhUyPyuxTLDIGCODJouk5Uim2i3RWU7mjzs3NCvd17vwZ6whguzRtQXH11Tcvn7t4rz3F73znuJML7t6d/tSnPvXrv/a7yOSee88y2ejCU089RaDEtogMN9+83dEb6aNCQNmapHmgDW09h7pq1DDXCtv60wMP5SiXXDOwTO7ib5XzDnRQg30SccW3xZauOwrDl0uRURa8URGzm8+NODu73bcFFXMaBCnVNQKHPSx93YlD2cEGONTBurW4OM89EOFqa1dHp4ncGh4/lzi/akZnCypccOZXjKWNraX961euDk4M9w/3z6/MNy+0DI0MZgCsHpG5OlrXRBfe33EMw53mu9s7s1RBTcxmwQQN4O2nEjKLDluUpuTCXI1vRsCAJWwzxqnDnI9MdFSJqdnVhZ09hyZ0D6x1D/QKygi/RNDDLJQWlq4ISgT4gbUd1h3diysLJio419FDQN1YFqGwvfnxpx6/+erkrb27a5OZnyjv3Z0dl55/aehM78Cpnibns5doHBkzqPN/khEYM0NTqcQ/OpjxjoAQezEy5oCDQnAEBGi809DCCQwlJEDqBRXMV+FKGUjkEgdZiOOJ0EF2nSgqb1OmpfjOTijo4B+KtAR0KK6u2AGLbIUMoyN45edRUmyaF9EkaoV20vd02g/kKZsnBR81wy+RP+N+m4m/JPdSXqTYELz7UljkP/fdvX3aw/FJRc6PVUsoamWFqJ9V7bX1/c29/t7+Y8fM5cf6+ga4+8t/Z3Lyy1961mGqZITMa60tH/3+7z97/oJAvcKEm3jXVlfoCC+89ALD3uNPPIqjvPrqq5b9GRfR6nPPfev+ex7kvgANIQYwgo+NR7bWhjMGaKZFdts4F5FQCJmLC9OeYyvYDeEG7pCZFX782DGAPTlx/OL5C051VgXF5Ktf/eri6tqxkydEJf2d3/kdrp4//dM/3T8w9OKLL/6v/+KXr169pgEA3tc/qJtnz55/6KGHnv/WcxQZ4oAaCz3GuAg+UgVhYbYZ/aOH9ZWrh1KFs6sSgBFFK6C+wleiYhYWkOwpKwwvrI1FCkl0kNMZ1sII/NT31p6E8zPQOIJ504iaJrOvz2mUEaRs2GyNkMmjB0DXVzfXVjbOnu7lstjR1rTeJHAaR6YS9Laje6Mr58Ty1W8baNx+7W7f8ECzvY/7nRurO83D7eOjgzdu3GDaWV1Y6upxTsnK4Fg/C0LzorBp2mffABMdu2aH1iQoM28S8nT8xir+CQc4HBzlXkKRizMadSc7XLl7rFoBWzZv03yWmvbVGz4XvZohEc5zvwSEAlqckVjOhYx5xEnyuIbj1Yzz7alr/b3D/cd7T0+888bLt1746hvr63P3PnT+9devXLt69WLPeW4UjXXzdvYFuGpwIeyoZ+DriomGBEE8P+vwfds1YT6Cb3lZXApRl5EgeuoTNsNBp7klp8zZjYOoY481drEcBBMNZLi0EtkZEQN8QcaJ03GAE1lvBbrCCFJvKK0kVIGGSaEeFrSLMc/vmMV9W2gYPgWPIlxEH85PqlszUGeGwcchQpoSrhSqMCby+sRLdym5dPmo9jxp6TSEZHRoRB/KeklnLJdW3bS/q5MZJjxO36Eq51LYePb0Wccic4uCuLPT01fevPqtb32L+6lafAUDHeP32JNP8KQ8efrM5J2pbz3/TccEGEcSq8MFn3zyyfPnz7LJOUDpzq3bDhHwt+pklJUVx0OFDwpgk1OQN8lZWX7bE09sQ4yQrNoWPiqqFp2dDArQWX9uFtSro6dbMJV8RRbnk8OVm1lRSPWJkxP8EC/e/0Df4NDLr1/+rd/8/PGTfe9611M/9EM/8q1vvvBf/u2f7xtqefqDH/q5n/s5zELYezrC9PTMzPTM0NBdC70azKJBbMHp+F+BBmhLEelLCmwjPLoGszJAb/FW2QuPYCaLXyOh/+AB9AtVZo0UKka6OOQp6aWy7FRHFY61SzhP5sNMRpaL99fYSo0RsxxzadGtzClRZn3/yJ89JZMaPILezlWLrrACIs6Zwyu6abZ2+zJlOwhqY2V9vG9kdmp2fqbRNtjYXk3wkife957sphSjnqVusEf0rmvXXhfVE1z5o1gF3Fnfnpuee+O1qd7OZqLj1I2V8bEBLIjWx4rk7Lal5eUtDkiSvUScVxyskAGt3QuHi9m9vVkYdYc4Ah2bpq0RQ/bljg8JKWzbUlxQG9Ee44u9uy0Ot8PpdM/PzPBlfQUI9B/j2FzfHugYHes9Pn1t/htfvbQ1RRoBjsZ73vvo6bNnhXi0meKzn/rczPUlRyqsRK01UvEeJLEH0GgmnNfPjFNAR/IEw6Ca4POxpUnxkPUBNkBmiUsP2sic7qGi9E/3idUbOysyaFfgX5Jh8a+SUXKkrKpXYgLY+W6TIMr8vLzv6+vG7PoH+pi7jx9P0MpIHFm6zzwg6b7qslG87Gs2LUiyWb2rwlRwriw2wjMJJwg/SKCO4iBk0Sc6d1ZklSaepc8zJppnuMuaBXmVPM08VXjGLn3NGUlwWmmoWq8xhaLFDJknKdWIGV+wKDAzN2P/j9Puzf9a6blPlM9M+Mgjj42NjqOrr33tG1//+tdZFdU1PDD44EP3nzlz5uLFCzwsX3nlJecRcg3GIxLzo6WFxG4SogWT+oUDm5y8S8swsdP4ZmfnAWVubl5H0nq8GbghkEQB31zDPngryFMHrouO3NtrDzgk7O3vo5icPnf2G9/4xs1bt+69997Ll69++Utf/cxnvnDs+PDj73gSU3vplZe/8KVnFXby9MTT73u/9Y5XXnnl+ee+OTOzQCc0n93/wH3ajMcpnwEFTKw4Qpi0pYxKGpK5MLxgk8cu3DrEKzCJsuhddGAc1TpLMLow6zAQAo0HqM/YMKebUbjkQZWREwO0QDwA1imWCJSVMlsDFBWjFdUo6oa5x6yQABisTo/8uVMKhhMKho9hHlj89u7Nm/PdnY3BvmHOgd6LViKABOP/8eHRmanp9Y3d+Tm6AD6m1a0f+ZEfsqdkcWVueKzf7ofe/ra7UzdsJmMQjkzLwrDbeO6Zl0f7em1qpjB7iGsVO0gMzrYzWllzqtzW0mZjo2GFjwVIc60v0//Zm7swJbGunOPB3U00lLLjiEzX2d82dnZ8ZmHKJNPV23337l1LGNaEZ/Cqpn3eBwqJ2Xh/f42XBgW+vXm/DdOhQTo8pX+we7yx0XL19WtvXppqLDeOn+/9ng98gB6zML/89a9/y9lZeyusdkUmr7wAXMuCRXqt34gXR3gbL1BFnA2L8BxKy7tk8m9+Hihy4TuFbp1lj7VsJlRLSDfZFYvecpfpNPNpLc19Bm+H314bb2BwgEWY9bAtZfbNjAwxwEVVopQXXlC1d1xA86OBVW24sBt0m5IjhJjnUyw6VCC6d7u5Rh2OsCZP9TXSKMQTxyPMAtZB4tioIQvpp2XRktNBeOI4OEF9zFxORrVgHd27bHYi2N++PWl6hBJ4IOK3vs3oyF8IasNI4vT9998PO7/14gtXrlybn1sEgZGR8cuvv3n//Q9+3/d+WL2vv/7qxz72sScefxS9IedvfvObNIZTp05Zs8Q78JqrV68P9A+j88WFZc4IGqMl2I3x0toMmeEpgE7nuMjvcjC1lNbZ44iw9s7MKIlZ0ufgIFGTfuiHfxgju+uUkrU11oqvPvvMJ3/nU+9+53tHR8Zs9Xnma89+/OO/de7ieQaFBx5+6I0rb372dz4/enxAO+85d/6jH/3o1555lsnAgayG6bHHHvvMZ744Ntavdkywjk5pT2aRDEdJkERg3soLvCVfJk+RE/ni6kuCz2ZjWCZ5uOeyyVedv02LnTuEhHzTNdjeM9gH65pt3kX2iA2nIAgVDQPxyaxY5WAZ2sPtAztAE02P/9xZVZSBzsb7siZJEW+9duUa70bTqOgGPT29GJJIgVsQZX2Dl6E9ES+9cAvdNrptA26ceeTixfvum16YsdPJyYWnzk5MTt3Y3hMxzgklKxOjE7eu37Lh+NVLN/o6W3c3KBWdbLOZI608mK6tTiWsXQRTm5uZCnEk2MY7HWYbRLzKBIhmQG19w/KQgHQAETG+a6RB5IyusbtFaaSPcEQZHR81WzoPFjM2ISMbYhLwiey6vb9mKdUek/XF7aGesePjZ7ZWt25euXH18o3V240n3nvu0UeevHbl5hc+/2yiWdv+lJgpkSyNSMUnbZBAM6hVqDf8Lqw97FzK06T8jGwd3wfEE3GgIGTyuInwDtBtCT4RIS6mwvCC8m++d19UjTxXo8FjQ97b78IhIboyOcadPnNSTzkgljJjpSMUYPRF6CDtwoUgjZZLgQOmUJyi14WyUn5YQXgBABLiwArwN7c4hfKMDC9QZ+UFhIR0sCwT+qy2BzJhDJBLUjUKR0gmZw3Gl4Opm5tIkXgM+0eGx+jhq8vLWoPdkPJks/CMzI4fnzDDf+WZrzL0njl9Dg37dmZu4bXXXv/zf+7nfuRH/uhv/ubH/uW//Jfk4h/8wR+8evVNGUgtPl9fW3nPe97z67/+a+QCXjQjI2PFxZERNFKVfum1G9OYtsmvmZqq4/rF30G/e3GCrnbkSnCGU2ZOjRweGbvvwQeyVUK8z+3di/fd+3u/93u+ev/7nv5//KNfotS87+n3X7h4Dwb0j3/pFxXI6vPYE48j8jcvv6GnOYJxYfvBh88TLhaWFyxMXrr0xv33n62Gg5kZ/Gsccwz86yj7pyS8gGetq1egXfHKfRIayJwdWIs8Ctq6Bo9WFjNYiRwj5pUJvleIuU7BCfTeuXbGP1gXTOTzEnsBpdB8pnAQILuGWYuySiby7h3//gUvVGOwQY2AoI6gy37zwtzCwvwKpAXigV6HfOzY1TQ/NTsyPMT8T3e4+doCx97hU0NzN+Yf++CTg2PDQp70Dfe197b0DvXembrlGJiVhcVjw+NXX78ifMiXPvccycz+Rbub11c2NQ30Mx/BcftYuw1LJ3sRixNE0XwMSyRVUGLpYN0g+Zs+xdeEYdaM7Gvgg9DeT0ltHBsrZ8Clf2Tcjem5pbNnJwgIOjm3MIt3wB7dJpDvNtZFfMJnWD04NZF6+nuGeru7yRxf+Oyzg30dD97/2O2rd17+2g08wLSwI2RiIYA6WjHyUfVC3pntYZd2Vi3ak8OHeZERDdOvCdCRQJT3MsoZHFks8NjSZYW40mcectIMhoQRSJnSI+Yd8AKbMPZ3HXvp9EH23f1jx0ZgG1u6ISd2VlkDDElSEnSBN7RFA6qEcj0c3MQO52NqYk6Q7SoXkA3wAlIJg1AgHFiGF2hw0C5qQeQCqBIQlOQeCfX08ywbcpwpiXJ6dm7y1i2ngJpCUAhNL2EJhZTT8Vg6IlwYFMxrbGIM7zYLXbp06VsvfFMuqrV20kRlW1vdeOyxJ376z/0sDPw7f+fvcmzVzYsXzpEISAHqZYT5/d//7I/96I9i/UowuHDjjTeuDA2OITkwAD3LfuoCEI73bkAjmcphwtgTJHO1Mo51igiunWrHRIdHHVA/ev+DD9bZ8tSZM2R+QvinP/2ZL3/pK3/v7/43X/zCl375V/7V/Q8+8JGPfGTs+MQzzzzz25/8xOTdO0888cSxsfFnn312fmY2JtLlMDvdxOywCTKRGicn5y5cOElLChgLL6ijI6cnRpd77hEvQPnygLRrwpYVScHIdufIoriEw0FUiRcQceLFnyhsqDoMxSyaqLuRScvsEr4SqdZA4AE1GVhIwgnABY9oeuLfPwtGaRA9PA6bGQnDZqWQW+f8vL2by6SDsZFxrlRBuKamqTtTXAwuXrhPAMJrr8x29basz+92jXW+6z1P7TrrmMLetnPqwpmF5bngFtPNymp3e/eys1K39p777GtjJ7vZJsXpVBp7sm7EMFBcaDQRZaBAmOzeBlzY5ycPPN7gPQOJt2u28qdXBpKTuTNb2csGBttHjo3qEjlC+6dm7s5e3xi/p9swWEdlwiyuJgoXwGBDZGu81UZf6oDJIQjd2nb82BiXZEGNlmZWp28vrMw19tdCih1OkihbhoHegKk3MnYGqNJzVC+jmt/lCTmm3JYVhCIaVLqOXGBmLrygjHp4AV4t3pzAipELDmQG9tDQrTwR84p4X38WB1o1OwOuRd/BB8rSZs1jaNog6n5lBBhfRX0f2gEheSVDRTJlSkRCLIBRDSYpCtD8Hxl0ewe4DI0neEEREFgxm0we8jP36l1ZqojrrpJtGXIK4ML8fIw+ovRZiTaR4E2reC4rItTcF3JKVDthYzSPLkCY9+HNyRvXrl1dWV+B3KiRsz1bg0bafTA+fuxP/+mfZHj79d/4rd/8t5944P6HNCDsrbONT9EH3/++f/bP/tn83Owf+SM/7Nmv/ZtfdXoSBlFoe4ucacoloGjn5OSkGsGHsUCNCpeQhq5ltllJN8+cPsnY2cdpQaRvNXR3jYyOa+HQ6IifiOz1N03p97/00kukK04Q/+C//vm/81/834+fPPGRj/7IU089ds/99xGFvv+HfvBf/etf+ZV/8WtDI73ve9/75qZnGAjYZZRpuiU+EF40QL2WQm7cuDs2NqB5BQ2CRZL7DMfujrM+g2EVu4p/Uc1QNQVw0AX2JQ8zZGIWmtczT3ablZj12HsjaFs4oNaZxMJxYmmWaAsQmtkhBgeDWxzYtapEUcqSTdNjf/E0RNFt2ALPjb3dWrmubjh5R9Uzd6fn55Zl6e8blI0Iyl5Azt9e2xnrH1+dX7v68mxHf8M2nvueuHDuvgu3ZiZ7x4baetvsgCRGWLRcX17p6+wVotG65ec/+8Xttb3tpUbvgAqx6vSKaMAZQce0XGDU5m5my5xdjxnD0ipOEwd0WbchImB4aJYi5N2dmRWseW5mmQT04APndYxQajHilddfW52yXtq476ETp8+eIQ3SF/hA7TRWEm2RrgVlTS45di7rT6B34tiJ5dnlpenV2Zvzc5Pra5OJX9rVJNBN5kQfGAmtxYwNVVIMBnkSDn/Iv7+DF8igqTWbm7S7TKqy5xuKd9maZfi8kg39x16QRYeUKnf9Sm3aIOUo2RLWQlaTD20ZLnpugAA02FwS6AX7Ez+wUFFx6atIVsqMm7pRZuKDFgeFB0NET97HCyqvwQuKgFBcPcvW/czzSqaglnlMvdN3pzRV43Efr9Jk/zM8FTyWQTKLMOiw/BEEXnv18sLinAM7l5eXKEfIW34MCdmYLdlC/9gf+2PvePJdn/vc53/7tz+B/E6cOk8TSSEdrd/7vd/7+OOP/vX/6D/u7et533uewgr/+f/yP6PqP/OTP/GlL30pzbc+0t3jCZlfp6z8oZJM0aurgUZL8Fw70YUCdQ0E6FFK5hYlcbo18QxwiuqPmGAEYCR55M1rVzXvM5/5vX/z6x/7e//lP/jYb/yWCeyv/82/8Qu/8Av/9pOf+PEf//GrN66/413vJKP9wj/8+Ztv3n3syftJAXHikfZ2fatJDJkqffrpp9944w3roJrhpSfBAhyqGPNISVDiADeAsWCa30lZyE+Sk0DtASyEIlZb0zWb8ryKuhZN0KjDOeMSJCUR+A2rYB6iITWUY1qU4EPUFAxTpYIf/ffPeOQ0WyjkhvwbXrCxubi4TLQjubEjssT6aaT7HaS1t20WRbE3Lt8Zd+h818Clb10hR/Cs6+5vvvfRh9oEOBvps79x+PioWtbmZ0xNK/PLTvEw8e6s737hd5/lv0i56OhvHuwf1D17vWwW1SBAieYT78FGsyAr/f0QjMBDatU28GAptR3FiEbZLjF/cNM3r92yAJ+FhsW9keNxWTMzECZfeOH55Rt7jYHGPfeJMT0K+tywltanW9uZLxurzo3Hhrv5mDO+O6PaJsXu/Y3GWN+YKCZT1+dff3EKa20r57IaM4CnLmUgaG3Amnk7876rB4BeRQa2ukgPNQXISQjZ+0rV9YkCdFx5FiXYQXAQfc9IZ7Erb1Jg4r+nfL9rCZrBROKnzMYLlsNUUEptWR3Mc8MEPpL+pkyhwUrytohU0RvzPNtdrUyEzjVJwbEfbjl0uIUCgk7SbLtYkiwqc6NeVbKApa4aKQMCwzIG+/uYG2Wq7YTARkrVDJHKx7tJ/qdPnVWaXbFmxanZWW+RR/zeTGU5Zw097Nl/xEp/370P3Lhx67f+7e+Y0k+dOj0yOjG/uGZyvnDh3J/6U39qcWHhb/yN/+SjH/3oo48+cv7s6X/0j/4R2+F/k/Rfm7cff/wxUsMrr7yqLoTtaimB8cIkr4pApkyhqqZSF3QyG+/Ig7V1d/WiVRwkoIofZAf2hK/6xqwOl2Zz4PjqzPTCf/X3/+EP/sCPUBBef+Pyj/7oj75x7erf//v/1ZPvegeHKF5GH/6eD33yk5/8V//81wZHu0aHR3yLv2AEAAX+WnXr+sz3fv/TxZJ6GwyL/JU9BaAqA+vShrheh4koeXhLCuBsmoHLWBf3LQ6BJC+oAvgWgbSZBZRQgCL4U9QOwh43BgROAgLiNeRb/hPFAPsu603RTCgmcO/Jv3JBffh9VhaYE63JxYrkPJ82PYHgIwMj6rp1y0S56bh47rkY3v763vjA+PL04vr82lD34Csv3TTTbq41usabP/gD37/IrV8s1s72U6ePL83caWWh2tiZnZ49PXGKb8/nPvu5xVmHmJFy0lOSJolOJ2mpZH7+0kjUfjL8xQYfur0FAlJLcNK6gIB3vCJLIGd6DsU4loWmPfPM0jyViZuBAtvGx8dskcMuWbCuvjbLujl6TxtU6x3oXl2b29hme21u7+u0wWF5c3Vjb81mFYwVjxNBbbTvWNN662jPxAtfe+XVZycpngAFXcMAJMYJI0S0KOvw6cDbeUEi8IXmgT/DVkga16jJ85RQFAcjkQytzmgV0kN0GmPmmRQ/uWpHhKmkRRWXrw70yWoE9q0ZjPSLHTB7oy5UF6qOap8pGogiQ5nDS2RRN94SjuBD5QWIWqtM3/kgx4eVwwg21lgEcF74VFsK6lnNsWfZtvGMQOwIYVglaYZoajIDg0p9Io/p1I1JG58aHh4liltyN0VrGzrscc5i8gSgijL3Ee9JDU+88x0WBa3YW43v6R3UNZDd2ISjHQ8/8hj+zgeB345D7k6ePHH8xLF/8v/6RaT0X/ztv/0//U//I0Yg/9NPv58/koPS9d1PnWKJdI/I3QOJ1obSbW4pxhRtBpMKak+IVziCPHi6/G0dXdqJrYIzuwOW8eJLL33rW5d+7I/91H/6f/tbcO9v/F//pun9yXe/S13/0V//T/jU6BxJ6qd+6qcGevv+3t/7e7evzZ67Z4Lbg10VVlTBZHISWxkEEMCDjTiCkv3E4A9xI2GaskBV5hicwFfBsZK0yr+h6D38vR1nEUOY6E2v0UhlWoXBgXWqiLA+ZZnOlFBHX3eyIS+qYXiBnlZeQA2XLGk1PfDnjsNO1cBFJUIgEx9eEMN8XYGkYtP69rKNfGpqYXC0W/GWC3IYkm2+qzttPCybO27enpydAd3GmcdP3//Eo1cmJ4+dPmmLYXfb/vTU5GBPv37M3JkZHRjZXtv6zKe/EG3GriLb6my2J6ors6Obb+rMwoye1D7jV24I6qTf3gGHTsczigeYDkI1Td3asuGEJGb3qM2wy5O3VtGpoddaUwQJQr+uXbty65Ywjw17T1m43vGOx+eW5zldbQimxDupdW8dL3D6TxtPoC2sqrd1oKd5oM1RJvabtvT963/62+LMO6uFXIIJrS5taDMLBl9pSBO4R3wLuVYTYs7u+o5UiJ/zEnUApIJtRVf0CUtxlCTXzP15ZY4yKDiCkQsXiFxQpAySnqf2i+Z00zB76CuKGUSH7opyrA2AuJcNON3I4J7TaHCiJGDUNFA1sqagkMThBj45zeMFW+j8kV2DIFXKhWK0WcIZnNhIpBCCvaQoz+lyrA5aKxHp1Fv8HY4jOlRNFjAl5qy+4uZo/lOWe9Zpq4kynzl7yoJoT3/fyy+/jKSZG5AWD2UDbfXKrt/Hnnj3Qw8/yrHvdz/zqYcffpi5YWhg4FOf/gTW8Bf+ws+w2P9vv/avswrQ3mZ5i2ROSVQ+5oJ6zWQ6Qo3SVNDVZhhOHaiUU9uvInAAeX2RQVF1HYRO6H5hPg5O8M2k8vrrlz/1yc8+/8Ibf+s//zu/8fGPffp3v/xn/uyPPf7Od6DnD374Q1iD9QI7lzC+73n6A3Yu/Q+/9E8++9nfHxwe0gZA0KqMeDZrtZCyzS4XLpxGz0q+c2camRsxEAXFsCf+BFlF1kZqXqYWxtz+fu5k+0tL67guPgvnl5YXHI2TaaqsZCV3UlhGV0+fAVQXIKMiDWAh4OTnAOVQKZyNzShcz/zqChWb7v/p49neXAxLrmxvFE1lgVHBgOjwdQ3DSItfeGvyJizrs72ZKy0XecdGLItwzZ7VOs1/ZLrROtb0wOOP946OkO2cp4CNTE3d7BYzorVtZWGZa7Mok6+9/NqVlyfJBVqDKVjJCrV39fJNbO5o2bCZqR6RiRTIuDHjx3nZuUDQnQTLj4W9dKA/xx9Rbze31uC/WVQQV4foEG7YznyK02MfvEGM1je+cTUHDm81+k81Hn/yQarB2s7W3Oq88Mj9472zC3eGhntZLSzuEtjbdrta9zq7Wwd6O/od8/zp3/oK5tTZ3lift4SewJLbm0IdiNMSvSD6DOiS4isv/0N4gdfAXjh7OIhPQDt6Hc+p6H8x5pWEL2SoCrGFv7s/mDTinkAeYUBRTjCbdkAugLKKylLSQZgg9oY4I8IVz8dGY6iTfFt1hMJfXFIFXmCUNcZbywmM6yBPYpRC20YhOm3sTFbv0uwDPhKXqrCStra5mWkKjs8R2InjpwjkxEn0ACMLF+iV0zYkV3jP53l1dc2+FYXzkLKVgBc6EfqVV1/yFUmGNnrixCm8jH84yH7f9//giTMXnv/Wi888+xXM3So9o97vffZ3sZj3vOfd6OEzn/4kMZtd2VjbQY+PWFrWKnV5jnfpmodazpMQQIAllM8xBliLOo1QPdc8eXyI8isvYC+Qx+FOXhG8iRsvvfSy2CqXXrr6ud//4p//2Z+5duP6pz/96e7+vr/5N/8mez954x//438MYljhqy+9DCB/86//DVX8vf/qHyjn4sXz5v/b16dNbOwVKpLmp1fEfHjggQeQIla4tbbf3Z/QFrHgRrqMRuBbYjLBi/w3O7ns54lzo3o3t2C7wBbnOvRSCFvWMp8oixkmS2/yFosAkbD4mFFTOWJyAoJTmYaCRrlm7OOhJCQAfwPhhbJ2Lyz8luV9qxTkX/JSkaa65KTD+zPdgDihAB7BFUjJXGlHY6sjjJptLmydODHeOtjYmd1/8/XLw30DuwLaOJUhW9y6AAvNZB9rdh80nTt/vkS+yKo7jk4WpjbqmxUHTbOVFcuIahpnJn6/YWTbIqvb4m5snBzf0m4BdNPxlwTsTKcBn8nGWeOWWsQRVhul7/qNWZi9vLA41D/w3ndfdOJW51BjabLxhc+/LNYr/tXXOTg6NDF3e26gc2jTYdfc+UlZovE6v3FzRZTk+fXZ5u7dn/i5H+wZdTpLo2PIFiOuAgncaB9oEQQ0rv4F9OHQ350iP5CtogOguyjpZP9kDAm5N0nnj9mek5f95XhhTk+KDcJVPjdJxRqHfxRzMAk7+zGtcXjCpxsoortlpwnPpWYWfLpUbzmc8qiQOtsrEJJVTqEB7uGlq3uvCpYWu6NHxYRRIBzp2it0gZwQjBv2ghjnCCPdvafOnLvn3vvZsZ/5+tfevHb92ImTy2uro8fGeSVyEj1z/px7MYZkJktz7Hvnu99N0JuzgXllmd+e+Z8Ff3l17dz5e0w+5mEmr3c/9d7+oeE33rj8zRe+yW/hkccec8QmLnCFt/i992IN7pG7WYa8reW2wwwOR12SsDC8SfsxSq9q0pEQdlHfXA86Qvkpf4Jxt3V2kZurRZkw1OP8jFZn8G6trawVD8/+L3/5ywpnI/ylX/qfmEK/7/u+b3py6d/8m3/zhS98gaD6F//iX4Q8LB14NFD/9//9f+/Qil/4hf/2vvvuee2lK+SUMxeO51jSAm3BUQZGsjT44ouv6Ij1oPP3nhIAxXHTkEG9OFCRa0Ku9OjF5eVuPv5nhqy20DuYJEEJScYsQ5DjEsDQjk5iO8yAWp00qUgR2MQagERF3i94dSC6sjEFreJPoJbWpvN/3NiYRDq4BkEmwpt7hvoKRM3C3e1LkTvGl1bHH4cPsy/aB2R1oMPiuBDl61tzs4tj4yfmFpZvvDTPMfn9P/Rhtr3VrTWtlyXxZGA9XEW9u01cDF6/9Oqbr97iWOE4pdXlTbFSupwAZ30RJ+ilAXUQ/WOd4mAXh/wot2xI5JlegWoZ+TJfWr/a6R02QyfUlPEGAtPL/Kzgfw37xg3266/eHRpq4gOHlVp5+vpz37h2k31BaMjGmXeNn794fnl9UWTXuzM3coqPTfaxyGYfusOm4wG419LT0WmT5Wj/2Fc+/5XJlze7+gtTQN2MHdTtwDILjQdqAvrOlP8HJMJXgF7WSoqMkN3j6Bj2RAjMCCLG9CqbB0St5Wlhh0kkAI9x9ggFyq35ZIAiWDMUpCYQ2hWORBEA9EK3bjIBtrSYdT2RyocppEh+MSsrxPYDTxTlc0EjyAXsHVBL0jD4AI/cekvXkL/KBQQHHZE8OXnyOFmAAvHm1SvLi0v9gwOcRyDrhXPn5+azBZ7IbsUx7h99/ZN37168Lz48l197ndurmYn3h0a/efWNY+PHTRjGkTPLzRu3PvA9H2Ibm19Y+twXvzQ8NPKRj3xE32enp3gl22z+3vc99dorr87MTAnlotGjQ8MiCFh70lnN1h0NAxbyiLa596TYT7pgNayIXb1wQwizsh6zdKHPoLebwKq5De751s4COcmVavfkP//P/s7eXufTH/zwJz71Sfshf+G/+/tf/OpX/s2//rdjpxjBB/7qX/2r7IV/7a/9tf6eSEM81gj5g8O9f+tv/S1M4V/8i3+JtQIkrxbasGKVSfaifnIQFJ8OB/EV72kNlq1ai41OcTLgY9SM/TET3Jq8TcTQNn2xuEaUji5JAUUmZZXHTKlwCp2OsHe7ieApggSTUAJ4RMyUQaoYZXFBjVhh09k/OuIfUQVhM0ZCWyVhYDAVKCDoA5JSSsSr2VSanRo+vzS/gLYFRKHkQysT1OStu12dfeKvT921ZrTRNdD79NMfFEy90bM/OjFsts/JTTgXWDjIlKlur/mrn//q/M11LuSONRBb0XSnw0KPtfU4tMbmalv2o7CGo2kEL5QlBgb7IFp5p8emYAZp3WnvbQZuzYNGibG7tcXYS6YaG+2FrH3dPZcvzfQMNr7ne97L38NGi/WdjdevTGcuX2y0n2x6+oPvd0Ie95OtvaVd24IdfmrvFPfpljZmNeCzQm5/5tbq9vHRk68+/9qlL9xt77ZHk7W1bHMh7TDYhYKNbFIWZo9SONZBAvrDMT6ganwDzL3OfrxiLyxInIiDGZss9uAF8Q2tclwqSTrwFJAZwdMRsLlq9w0v6MliUB3sUlq2aaraaGINZWq3dBx90iwhVduhQkP8xddoa51YdSCS4OCZVMo6gkhBCvEGnKlpalE1jPThm1ev8iYcGHL6VufC0hJPLPq/nMdPnebYsbC8xBMpPtxNTbZ7zM0vg9m5s6ev3bjK4us8AsLj6XOn6Xd0BE0SGuCjH/0oIWJpfumNq9cclGRx/uSpE6RopkH2tne/40krYc8991yOlm+Phn/lyhsMBFb1LScPDI8Yd62iGqAZjcTuQIB+oP8EkzIQGRdd0CM1epJ7wTZLcu8X7MJZiGV+UOlV7efy6ubP//z/95HH7sHOvvXCJRLof/BXfxYb+vRnP3Ps+ISv6QW481/48z+jLrwPYN+8fLtnoPMv/+W/bPL/3d/9XQSv17Dd0Yybq4nWjQsA8drSJvVBUAbOb+iHCkA5K3JYM2lrZ2P/3ofP650dnlqrcApnhNDYstOXiHe8ZRLpxjyeFSVjR7UhLCANrysvWF1fMXHywFeIdCAXZFLgnt+GF4zpbV7kzMKYFt1ADMWRnRjJ8FEkDAFoXwZYVuhCLuCpamYuC2A5FYsWPT0112lFsbv/zuTs4vXVd3z4XaMnxm8u3x47NUbgt2woLgdpAi/gdDQ2MPL8155/5cUrFhT4f5LPdzZ3hT9OoO0YzxuO08DpcfBK58DKBcFzpKnBfmJ7HT3tG/urQ6MBuvmBROOhtZ+Q/cLuvfefXJwTNnNtdTF7mR577CLPt/bexNX/1jdf21uN9zQR5skPPNQ/3LW5QzhZ3XAQy46ALQmyI0wc3kyc0Fonu26v7BwbODF5deorv/26RWAaZwnRGl6gvRoWsv7DeUF5GahrqpHzExbSmBJajeIWbpcsZl5YqLwYAVvEAjeuYQcGpZZgc0AZrJQCs3lSQHrrKQylh7wgqkfyWO6wGaZ30FBCeuOIZQCd5npe5ZTKC/w0nXqqllgHq89qRIFIB8XsHCc0d9aklEwMcUVynrz6+uv8f2GnyRNOl/mq33M8iL+AyRmrQs8oFpFAmu6eAYT6xhuvs/5IMEmzrt24FuOOrfWbWw8+8LBy9OD5519089ijj7P4vPraKwhbUAA7FE+dmGCVLEr1nrMMNJ6kGnuBkKTslAODcNVD0IA52KVYGCCAqgFBcl+1M12Q/ASuYrzOOogPwR2UUBQZk3ORdVBwxgs+/vGP/+mf/OnPf/7Z/88//dWHHjlHLH/zzRtmnf/y7/+nv/f5z12/eUMLhRT/+Z//+fNnzv6JP/EnJ8bHQaCzu8/ATU/O/Ymf+DGrq7/4i78IVkBx48ZNoqpXhBeKnk297teXt8aPjWqVdSp90REPKev6AmVgNT0y4kN7YmFCFc4k1IlwgvTKqpTOhCR9ZexcsV3sIFq0cG8i6GwTgmIdkD1fFIujCSu8wGkF1iyVEtuygUdtCbGuSHzU8eY8xpjqo8DEShb7ZI4lQnIGmD22TONZqHCIEqey3oHeqL07W8LZoLE3X32dLIA4+ZNKleMoKVJ4uw0266fPnj55csQaCiw0SKmgLJ4XSZl9bpvxQtmMItBFx5jGeL9pHpXEH0t+TBv7zfOLVAlbg7ts4/Nn54s/nP3O5Ex/33B28a7nxORXX3nTbkujvLi0/PDD95+853hCua81nvv8S/NTi3ZA93b0Dg1kic78ySYhXkNnn01ThM6Nte3lrv7OO7OTfUO9f+Qn3q/wpEK99SbSQeEI5cUffCH3wchiAQjpS/5Jp4tMCAulwizC9MuvXGtZnpdU86NDMzmNQ63ZgwC9lCaD/EjUFT4AOOAjp/wsnAYRwiFPQtUl1U8890RF8iNaqO/G51ItHEVJnrsaetzHiJgnTYn33ns/Cr8zNe3Mk5GxcVMVH0+WTTgkJDuXZXydPz9z+tzCIixXlygGZ85dIA7N2t/W2DcHnjxzZmh0VGRR/gW2BhIiXn/jzROnTgpuwMNvamZ6cXkJ2nAq562k4VpFEFAaXgO10JgGjx4bPXnmdG0/tYKVSmgTLpBsgSAhcwECEghY9CXmsHZ73viqGOwoh8XzLexAAlsfGh03PtEOK9+/9Vu//WM/9mP33DNx6dJVFZ05c7yjp/EP/sF/a4Hj6pWbAKh5VSP4+Mc/dv3KlEoBdnZ27tjJ0V/7ld/4zd/8zb/yV/4KUeXaGzdtsgQK3IMYR0YwapJAGw4iMP/TYjQPkI1shbklEvcgLxvhSAuNDTqHMUHEIrOngwIUl6SfyrcwBC9Y6GNSKCfZhweEG4b+XX1SOEn6HpnfH3pjv2Jpi00wJ88HFdRHIWFPND0y4/cwD9g+SNwizAmt3NmhMBq+4ZRZzvGJ8fZugZVnKRz3P3R6YXLxzuQ1cbodfWRdE8YS1kSZSCjKjpb5lYXR42PHT5/CYSLsRzYJbQUiHa2Cc2DZq0KUzS1TQIZ6B8VboMjEGwMdmH6zWua49xU9WBdCf2OboRF5cOtQAu6mKMGzVpdXHc7SzCS83dha3Xv52WvX3rjWT3Tp7T55bPz0mePNg6psPP/Zyzev3VmYXbVpsGW3bX+jaXPZvsuNjRzOspy2tbXOLMy3dLfvdzatNq380Z/60HZbY6tVKFL+QJnNTdvmepuWk8Jpy1/5VS8ZJ2/CC4DTP8W/mJznN0ElHmYGJsuB0fcTerjoIBkzBgT/pPjcHPIO3TS6aB5hmPBd+V+ZLVlg1x2ehCJX18himDMzP1tsshAhBcDNcSCdIFktz2lYKovAYowqF1CN8iGT5qXK7PCJBm6KhqBTd2fMzBCd8q/FZrmx0WM+pGY7TtsN1dqc5n9aNGPhytrq/CKXHra5HlsVlOiJ7SU8WenKw6PjXNog8ROPvwNDWVwUiGANJXOLefTxJ9CsObmvt19jTp8+qyVlAuDsJJTgONs5fkESHBwaYY0jIOsFKGmk5pFNtB1kfGXNFTF7nlSc6EpPvbSKZlE7f5GvoyLjGpbiwggsE7IRmszMye9973vZDn/jNz7+1/7afwxmwrFZcRwaGLarm0vi3/jr/7FZUb8V8v/8pX9y6dLL/+9/9ouCmAMD67hy+oa6qQm//uu//uQT73zP+5+yQs9hJ3p+dLokLZe6B+3iX7s7dYciZrX1xIkJ6GI7Fg6iUsOKuVgi8ueDUE4scWS6Ik5myS1DBlam2zrh15I9we+9OqjI4B8uQyKWVA/9nvjT5zM5ZOuJrGzjBKZImBx7zbuEWGQAj6SoxDtNtrT0dPWuCx3Br9MJc8siPmSl0Irgwtz8QG8kQLaDoZzo3PLq12be9SPvGT9xen5xzqrb/Q/e+9rrr0BJ+Xd4tm/snh47/fF//bG5a0vdnRC5BGxo08isHbC7QFEsjJACRmBBntQGOBpux6FOYIY10lXjwgNnb9y6Trlii82+GlGeBaRdRQYihLVsrgipLJSVRcF29tFGb2NgtCEijc1oRAnWqdcuv7E5vdsYaZw6PXzsxJhYlz29bTOzd9VC01vbX6FKtTT3kE60JEdx81p02lJT32d+65ldsQ8aXS2WGC3ixM1O6DQOEQkfTsjCIwqjzdq1TeX64uuQWQaleFV0da7Qz0sK/0460AgqneeTyLGhxiq6k/YKR+cd0EZBmJhwMNIAoQpSw2rDJD8ih2F5wlOwnIKb6Jas5WW1GDBrjRn3Qurgq/yClLhsEUmqdlCcVfnPyKgoWMjxCGxLA+qUIqJ0VgcwNPvYEL8GoDVVGCbWJBOmSUyy0gZhFhaX223GMni6E0gSDjCTaBxqN9NqBaozMSoEfzENfuub31C+qkkqdS8TZaS2NiJw4VPMZrnTGansqvZveWWCScmuqM5XuUn3XZJC+ZbGA7YYXE2KHvo2kClHyEYdzobOeKl88pOffOHSK5demfr//Qv7If7Zpz71uROnRunR9H9kwrmYNeITH//kg48/YM8l88Hf/bt/d25m9u/+nb9tuGm7lGydwsjsyvsz/95PEam+9KUvgRJ5S40RnC3w5sxvc59Bz7o4gGgYgiLKBebFumQCrh2pfYnljxRRyLkOa22/PHpMINJXTxTibVNYJZkRl0hPa1Ky38bX+nImBNNFAVlkX2A02+PrrBe19JBfCZjDxoWZR/Ew25Rd6LQXpdCLcC9aK6c1f339VpI41K0MnG3cvnZrfWl9b3O3v4fVZGacjNfIykNLRztv2LXtjTP3nE1YdPhbJk4N04B0XHvjBWEUKTZN83MLZilTPQBpFdcLQs3QaA/aWl/eFKAdvSQ2TpwREqYJcyPqmAmJWBQLsSaFwxXLfnu5sTzTmL0zPTs9ZxLle37vvefH7x8EupvX5l781qubq1vzd5eHOkf6Wweat9v2RYKKm5x6WjiLr2xtLVn63F+/u3znoz/6gbYxsfTWuwfb17ZYGRO7GQvL8k7BRdLJIcC/jfyMk6Mo2QIwdVy5JkOsXxmYdD9joteKyQJ/0dECjxJIO++geNhS8mPicCUopL9EgOJODoeqFBAswNWAhvvb0hJJyga97PGkO/A2Y0IrFHJIJGE9MMGYog1ECHqUVW4/R8/LnBTKSRVtbXb1oB2VcHxC8KhX7/zs7u1/5JFHbty6SbwfOzY+Mzdr14l1xKBZURJ9227lOOFae83YNA91mt5IRqKJExn00oTPT6k0gMBsRyfuUXgHW1YawOeJG62QsrgJo3eo2tqknMXbwk1J9knSBUqnXMqfX/pI0LQqDmD5i2iQuMw4ptJgd6c/NdaR1AycyIR08uTwP/yHv/DDP/xH+CuTAnBLq++Ewy98/kvHx49/8KPfI1a6PRG4zH/2n/9tYtZf+kt/Cac2QPbFsoTR0YbHRj7xiU+B7pNPvhMMcSHCbLC0s3NzFSuLT5oAMSx3LAL8uKzahHqLd4n2hLEFEIWllSCoCb5VlHw5DYU3eV/2p0Z0LAoghPS8mBLITQfqpIcSrCPVRjpA7r7VedAMQC0AMlzsNK2tWlDCHX3JI03Mr9wrTdt9byAhCvQFUIYDozIzM+dzZEDyMU5aQ9+AGc7MmJ0VWNpOD1ue592QMpSFXFEDpnvPvRcGx60R2n5oRTOisuaFCcWU4diWHCRGRMB9FjmEL85v7Gw74ELEFAsMOYTPGWoLiwxn1iJXnSdZ6AY+RWjixWNnThCD3TXnO6bLtk6sNKbu7N6+PnX39tTmxsrQUM/5CydOnR7s6mts3m08+0n7RsTt0gJGU8FGWsUkNiZpr61Oez1N+/3tNrmPDC+tTf7Ajz05drEB3YfGOhZN8E0d4bhsGOb4rA8Ufy4zVQ72jsgVhcBgp1Vsk60b5fRbYK0pjCCsMKnyBf8GGtXDB/emhZRXwGsSQS1h00jdyV/Ly2Ye82eFgKt7mFcmlUxuRWYnYZrVDWSxE4OiBcD4nhtVCJBW+Ar2RCbLzE2HPtClVQgJK48wvpJvKhp4hbTMCoY7bKOnX6gC2oQmKcoTkS8sRXnuZ1peUiVO5VSOg1wNmdo9j5/AQHgKUQLrxykk1FIIIYinTEoEWk27k1xzoz2hlPKHpcUQEAZRZA+ap8yF/i0NucniYREHXH3o8yMqAwdzoQbwOGLRdGNcwJlmhJy+9dwlTgR8jRcXVuVEw966+dznPif+mjiOmsfzYu7O9K/92q9ZCLR5SfkGVPmS+7lpUZu+piMf+MAH5qYdKpPVUEburj4aCqtNHLdAplYKaL6VVCFpjEJcPan1uoEVRjyTUJm+azbPcQd+47UEn0he1fxBsiIB+emh+3QS8zCZMvIUK4RqEKm1FtydQTFWN2qpQKRWCiIz5gAf/rzZxSFUiEGmE546fXpR/LH42aYyST8lmGcoZ+fuisZlVtJ+S9AgBRzah/eicDLS/fffi/ApDTqp8EyMUUjyR7NGSmQX9O+BU10JEZYbHLQo2psqTb2rS+u2URlbyhlSR4fZ/iec216CI+hMnCQ7msyDolfgemEta42l2d1bt+7evT25srJg8fVCYQc0DtFZvvCxFwxzR+cgZ8hO587utNBoqB08I4Rsa2timo75uq2rebd14d0fvG/i/sbc0qa1/q19YmbMeHoBjG5kQ1n8izw5SkFeAx71PjgkeWUgavKJ5AlSz4uSPEEn0PGQqZMXIjpKCN6ris2VHtzX5KcyoYoqAN9DxG9cIiqFAIKa+IKkmUGmor2oq3yVisuHwaF6L79C3kY8WZNDDMZUnoxp8f/l0CEnsz9TgucsZNYXtFOPHE3l81pCvYFIEmKQQb3uFeiqKIXI48YTSVHuq6RQS6j6hedyalq55nLEHQ6fpKi3J+WUFJXK528fgtp9sJChdra+lRN3o8KMjQ3+03/6T9///vd3dWbnUlchWnzwzdeuYAc//hN//O7NSWWeuXj+i5/5orVPAP/Jn/zJYsJKNLe7k3f6hwawg69//Vn6zvf/0EdXlta41vG10ane3jhKu1ECmGtMbU8GKUOZEXGtP8tUcZDBw5rKF8GWMqC5yFxBJEPtbC2k5nfvoa8cHJeVLUqBb+AArAFJww3KflBvsJWEitxpdl7ehvCjRnRfoyGTsUlkCJzd8ByfOEbUsUQtsgWFw6So27rkLDArLeV0GpXmiEuTrOemqtLhxtLK4r0P3NvdJ8qSj6IUMGNos78yocYmzj/GDu2hidGTZ88MjY0KkeEsNOxAUPf0qkSFYjssrnuoKB0r00iMC3iDE9+7+m2hyMkve07S2e9tCPK+01hfasxMLc7PTa+vLc3N3Dl75sS7v+eclQW2g+d//40XXnytv2+sp3O0u3XQPgX+gE5r2N0kYPPOZKDbtA40v3p3p3X5XR96eOLh7qWNpUaXg6dCVyx2BKrIBUQvfTKEemSqTbww4o4dppS/6GnFrVJ/NftAFqjDXAe+DKEuRqCgB/BL81zvjDQOsM5TN7JAmHl9aDZDeFAWaYEwCZMLQ+wvCRiJsFgbmCUit2T3Z4ISEuNQYSzEcfze3TEoRraykhhKMmVW4nfHrSt/RrwiQBnBuDkg3YpzJvCqNtL6z5w5x0on3BghytxO4PeqUnW9loqI5Ulaq5uy+fNTafpuypHTz1qdkZVHpUi9Ur48EV9ie6gJ6kZ3KPM9hpI/99QmMg5cDcYW66CrEio/8K8qfI8xG4OA29mw/X0M5PXexMRjQhQD5g9YrRdzM0u/+7u/a9OBPd9a7iGm0D/cJ+qJgbjv4Qc2l9YzM7U1eCUqGVv82Z/795bmV7wlfCOE3oHEWfrGs8+RIH7uL/3s2vKWgC/mVgZaXfZKzkrD7itsK2LU5xUN3OO/h5Kirh2wDw+1yjwhQ2gpYdER1oEcUSH1HddkwwjIFr6JlBHJIDMVAAOPgsMkkqwV8h0U+ki8tWCeanyM2fcP8gDfF+X63IV7THJLy6vBawZPZr3dXeKA2cuGgytX33AKa52+2EKTJ2mHUiSQ4sDQwPHTx8VIJnmU+q0vsh+0WDIjIRBUeX2PHJvoHRlq7el0omJHX8/Q2JDT5LN2qo+t7Ku2F9gjyLS5BdmxQkojpAll2unsMFnnWQ2IC5sut9hMQE5AlxuN1ZnG3dtrk7emYL2YrtYpP/InnwxVtjSm35j5/Oe+3NgUxnWsr2sQzlr03bdDc3dVPGYIcev2HZrh4sbqXkfjPR95qudE317rug0OqPVofCCZhJxSXfFvqchdFu0JKZ4d8PjcJWU4pcry85O9V1TVYkwlLca2ZBCK5lklAnCUn/+yQQF2vEBy46chUG+pOohVJQnKgoSZZFyrGbOEu4g0mJk1VvfySZrhBhV5WqkXzUsAW29cMYLaO3QFJlDCDX9bS4/MBxpAx/Y58yFhQVMVWLGwVhEkKM2qRSkBXcnvuavCaeOVGclQvg0Ne5txDzEXXkXCJxQUVbpou5XGQ+FpPC5wmDlPkvJhGMqhpqCK+o2bep/Ol+6b1esrq5g2L5N0TObnz5/61//qV/TIuuetm3dHbHko++howL/927/91LvebU+etYOxsVHxHL/85a9aqBa24C/+5b+AHXDHAA19MXzCBb946dJXn/nyv/czPyFy4dh4DnfXWnADFg1w72rs5Jfqve5LHvpZ793UdMQj0Fp9Vb/VZxkMdyVwRSlZOiozP/giMzzIEcE6qBdDEETBGmIqUDvEjqM8GhNNtSW+KOJ1rplFGJCjtsVaF4JsO3nqNNRgmSdQADRcVFN0405uG3cF0lW4h5qllYbWJGYoIdni2tI9910cPdFNS8dHMILKvNMcId67u/rF9uzrtRq2tsUKu0ZH4N/uvD1EYZyUwHiJAMzHlg9wk7JKF41DB+Mfs79tq3VXv1PjoqubqQMg3QVM0sFCY2F6b2pyKWEk99vv3p750Efe3XeqnSqxdGX5tUvXF2Y4SvYw0hu+tpY18b6bhO1ZW8GgZuY2+wdPLa5vTi1Nf+TH3uurtm5GFKKAtsfwC5rmcfWBuqsmwS3tggcmdNh4NKiaJBmwOjxlIBkXJNfob4YCe47iVuQAPSgFBz98Ap41FUKlCORU4mpnVazS4JYERWryFeCAnvwSAqjgCntAnDhLpoG0IrYDO8/ICJk/TT4Rd4JKuhEewTaUZQt1ScGoQsbW/E1Npmhnn4C4D4eH40sCI4IUxTjlHy2HLeogWmLfyvEwVFoy1Ek+E1MzmYS9NV0szFRrQ72aTUgpckrpRbEjkrv8VVOi72zc9dfKR40rAY+awgLceOKbWmO1KahaKrVl0qjjQQ5yY7hAX3WQ1o6CAsnGZz7zGZKCnKHqEmeVBqFHHKV/4Pu+33OZR8b6Lz3/ulq8Ijv86B//ozev3aJQYMeGFqz4HV56/lUhG/+jv/4fyF/w4sDoU9vgKqVhhRe41x73QC0VNI5DL2MBPCnzQvAhr5JfDUYxdmV/mu03nISZWZYiBiHmOLdRYhPMPJvkuSsZ4SIJFK8jO3ozn4tyDQWxC6t06+EFbS1W7NShQCONRagbRg0Njy4srd17/wMTx08u2l/U2jI8OmqwdKyvv5eRR8k3b14HehETbfPQsJ7OLlKMHtq1xil94vRxAc6R34GtQIN0M+jf4GBEQlveWOG4LDKEfc3RaJpEMu4aGu6HnKzAGyu7qFNjCL54GpxDahnLpkRx8We6bu1yPhQqZZhdE6QD0kXU7W7psYmytfvGC9wTiRHc5HvmZuactD3+YC/zwc0Xr966Mrm+IiRok9UQ4GprdgbfzuLSNDgcP3ZudlYEL1NY2+TClR/4sQ908MN20CYvMkZYfDSHeTHjHZh/jBB88mEk+xgRi30kDQ0XOEoUCg90pzCCDB/KldnUHSNu5ABlJB1+Ep1cgmEkAihldABfqnlKDbn4qRxtCEocopSHfuIRB0AruQ8zyB7jS3CuJC/rKze1Ha5GFutRjtpdqyMQBEUhGkVAYEoU0cheg0rMnmfOL8k98vZcOdqg8AqlVFqS/mq1n5pN6YAOqkuz0o9s9fET08FB/CmqpMPVhOJK4Cuf1wzlkypNuBqnA0GsdC6XWmmV1ZFrAYupcY/Iw9eASK93N27cOXZs+Pc/+3ueH58YvX17Sj5MFJGzE3OIIOCcOXVa3+lK4oHxWfzwhz/8G7/xMRne/d53sRcq3+ghSJJcawdWv/evfuWX/+Sf/ONVoKuwLeMQIANITdpWW1ivRw81I7MGdDkc0wKfsI/6yrWkQva13EOUqy+wiaZ3/9Q5QFK0GZtnBEaCPSMIqqTd6mEoOIckVrTVpf4+FkRDYBiwDvzYGrJSGLKN0NzstHNmLr34/PL8nBzsU1s7ez29Q3ERtE1gbvbUmbNnL14gIDEps1gxYwPcUN/A0tx8J77f2vq//tL/liMbeX10tm+uLDc6O4bGx+y2wymmZ+9yxrSLjJrM69AYJSAUW4YtW45ZKya0zW1o1BgY6uWpjqynpu8yQLAq4osh+462jaWtu2+sCF7UEcGWIWMNZ9ELZ0Jgts39rWJaj44P9g50NFoJQOCx+9pX7pIdeCU8/X1PtnTtrWxON9pEMc8BMu3ovqlHAH9itAmGtLS/tv/o8Sd/+X/8leXp7RZ+m2v2VNIZRQEhWzXsP8/RtWz+q8soEaqbb4lXmLgxA2OjUgY+Y+9nlnoOUbMiqFwEJwzebEeq5SB+4sT46MigdVyvTNg8ZtBXvELLjlKf4ydmFL2VCj1EEIAoKPAIk2ot5Sd7bpchz4gHVwrXSRsioeRJEOKgVZkmQr3ZKor8FGsbE+4DEywEOGTDcz0hcR5+Eskz9+K12OJa7JoordK5orADhFrKDB+XQZs1Qd81OFNgnau9K1s2Mqd9e5IBDAOriJbhnkXALA+8A9CSImgwoBTdwT9ExHyR16V5EZPDpiHV1nqJMuzEJwe6zk0vLqz8k1/8n3lDUYI4U+AOBpTM//kvfGV0bHB2foHQ4yF7jTAJP/ADP/CvfvmXcx5hR/vM3aUPfvh9FlMEYvizf/anv/jFL7784itDowN2YfDvpT4L843Rc8GyEPvqZYc+xOtE/YCgbZVc3etU7aAbXUF6cfEsjZf/gFQLcGjWPof/MAGzNXx+yt/VZ4dRRvDOujkAAQAASURBVNDninJ1rwSgbn7296++8I3Lk9dvCzEith8ci9fy4ippEqECNwwqEmSTxYmVxSWDi86t1QAzpIEhkTTbO0kOY+MTc4tLnEbJ+abupVUBW+IXlJFrZJe4gXeCs31UcJ5lzZBoTVYflCRUTnvL2LkBJyZaXAwjaGsePzlx4sxJ0pxYptYxTO+MZcCk8NBEDopqHhwZZOpiD7JdRCAfXTM38vFGYxVeeqsEIidItXY2DY01dQ3wzwipW1jqakPPNrcOWT/YW9ybujq7OM9ACgk2+OYPDbY/+v6Tdeb44uee29vo7moZ62jp3Vx37gPh3zaeqolYsyBfCcOwe+m1F378z/xo38kWZuHuEcc988/iw28xNpOkJgECoJGFoavRMY5G4ruTETK2+as3B9fELMKITRUkDqAwjegvpkb6Uzg+XifYgsaBlYc+9bZICVkvNGoeaoPRyUAEG+rceDBDaowMNdWGySCbezSsAVLFUQ/RTL1XmooKx8mqs4eh5dbM22UqPrip8rx3hVAPqymxmDyp1ZUvw7lqnsNrHvu/JGb22K3zd5iSjbLCQSA+AvkDKA995ZK/YjvIKmnJGTZBXg0fLkDW+sNUO3v464BUDB8lSDTda9du6xJ2e+eOIMwzmO+73/WEHXE9JdbrzPQs+FBMv/GNb3zvhz+yuhBH2LbOJsGaBVxwb6Hx3e9+13uffmp+drGruyVn/Db2HCEvzKRJy1clYG83hmIo5dcYNxUImuTn22m4PvGwpMrs0h0DjTGCjezufaIEk0dlozLLU6Fdu6+i5sZqY3WuMX9nbfbu3Orimr3Doi3YmZeJB28pvFOJZh0lEj7Ric9qQSrIPdctfoS7+90lCCdHkfGxicqEVIODFI0li64eUuyp1FFPIvSSVMP8sGk4aYvw/Q/e5yBWvL1rqGfw2AiP7HgOdjTzHgB9xGwWivcFzwdYyJaQSOoirYiTo7nVRCfU2r6ovJrKmBRdtCx6QSDNoC0KysiPgOM0WJnMIIp9n4lJv2MHcV9ju/XWa3euXb5Oh+Kxt7I6PzjSOP4wW6hNJI0vfPq5nraTWyvtfV3DFKu9bfbR5eYmm8PBAcyjo3YPdd1ZvP19f+Qj/Wea15Z2e8daBLCzqGCuJs+Cof4aCAOTMQC8w/S2sYndxlxYSDTGz0zURWIo9zLCCHQbXRHGE4+haZ6VZESQPQaBEbi3tm95J47iznemIG3vLq+uzy0siRxg6l7NjjNtV1s0aryx2I2Kg2ToLuSEMZRWarJJAF2b53IgSiUkmewahCEVKwgIRsq9q5S3EePzF/N+2SHlqqRCwkj0gLy9RZy1C9YFqi2weBbFtbkSsK+KQhB+lMYUm0Io//AvNTJH+7MQdvjH1IHpF0cDKMJeePAXJ9JiKC0tKaJZ4b3myipvAKlZjUSsJjWieZL/E48/PjwYzyvgta0MZ+dlyD3ZFhWD67kx1X0def3l1xD/sRMj8zMJsjI3vUS/uHjxIgVBvANBEOxV12DzNp8lPm8GcX5+FZl87nNfIVwIymAQcQEIopbQYOFZ8FlSvuZ5UiBm6L+NR3ioDd6mPcWdnEXAUoLROfpcHhlqsbWc5tOnu48NCCTetD63tXhneXlmbX1hwwoHj2BnLLY1kXS5x8W6w08R7KwMZcsQe1wx+WRVATMA7I4uLvB9/QNw3TESkch5cbWW/fncA/YFDOvmFrW8uIK/MEpCa+ZGKCgSg+8tcVm+dBBrTlzsbXYc1cSJsYQqXVrY3t2ApWam0jcTQbpnNyOTJydocVpt9sTri7VLTBsTQHwiTLlh/EVohJEUMwtmPt1r2eP8zsLXJoaZQ92a7ZtcC2NotHR2lPjkW425qa2lOWZKEG1cu3nriXc/3HM6xx821vY/+cv/9sTYPXubbT1tffijhcbtLZ9v4h3leKGOtr7W1d2l1cbKB7/vA+3HGivzu/3HOigI3OfgiincIBkgQ+Kn+VinpDqu9abeux6mg0m7jHrBzegUoSUjrWsGGAK5+hwXqPYntcjA3O+GIILiWWf8uSmiolkio4naj2i13vhKUuxRetuTMqOW36quKRRfLCCa5w3c9bNwl9rIzNsHWbMecUDV6XNBxFqLT+RRAphosI7XDKBUb3IlRx1KAQfzfOl+6cVRY7MWnr+Sah9r7fr0VjPMcKUoZebvbekQ5hkg90eNVx52ID366KPCK3mutaOjwyaTK2/cEMfpgfvuLzGld4ZHB9eW1tXlc5O8zG4y1o0GroE7HD917M3Xr37s47/+H/6Hfxl60mRPnjzGLZSQ19XdREA4ffqYDdoaoK7MlCWKJLB4olLlBBg1ZUrIveeVHWTaKHk81MjCQAA64puvIF3JmYufJcNBpnK/0dnib7N9f611fWlv9vby9ctTr126PT25sDJv1ZkQzw0R6ZLHzL8d1cpsZbGWpdCsb23vcg42AQGWKZ9XKTPyUdNrs8wQMBjF2yaHiuqkl4eUyOac37C+uSH02Lve/8jxk2O8hZsZgAUubm9YdLw9eWN9YyVhH6LI4adxQuJWzM12dW2xtautu7fbekEck9sYtK0mgkj+ioydYQPKJEchWPno6+wfbPQMZFPynhm/eUu8Q7HYNpbmeE1ySHUO8tXX5u9cnx/uP9E/1P3Ka5e+/4c+1DyE8282urs+/r/8TtveQE9b/A7YAqhJfLJbOCSVE+8WVuf7J3oW1ue22za/9wefbhttLFlrGOcFvbeSzRuE9uhmxbtPjJZgDIQ4/Cu/vutS+1KuVSXJwJmw1Ez6S/071lDDC+AcsLuRDDxMgsNAzfbDRO2KJJwWKCTpkJ2DQyMD/YMM+ByBMQLzX4SHalIvV/JaNOsiHWAr7hQbYBZfsGJW15WQseeaVCmw5tEMSeaaMr0Ws0h6mwR9ZczEVSnW5/kdYSe9q2XmQVKWVMtXcYApMlFF9AOGWOg8jMZX+fhtTgRqOPirZB87Qv40plKRKjSt/qkpbSipUt5BSxzeEX+QJDM2Z2Q8XGgcVgPSAbe7T33qU2Z+p3jgtr6OJXBnl9X8lUuvMug++a5H52YZpEKxRANQmjjp3KSVX/3VX+WhDJzzC7Nm/snJZRHcvGWbYIMQVc2eBRHQdJxI4upzDdCk2kL3npTqMlscwNld6UXgegCNmKslFWlt8hd8S7+z28UDxQYDmxen1pZnNpZmtldmd9Zm91bm96kMW/ON628sTN6cXXCW3IpwYqqyxtbGiE2WU2vBudosbiHcYOKjwp7L84WoozPCWkEnuKjpuqFZoJOlioZQKARuzMV2ThM7F4DEfiUasAKQDs6eP9vZ07bJjrnJk3F1a2eDzR/LzB8Xn811ZJ1hZIFiqgB0covgqF3k8/hT6xJoWnhSbzx/S/AV5aqdbIAbECDtjeN+AsNXNhbX1hebWrc7aS27q8KWRdhsNJnp91boTeuTN+YZX06ePv+lZz7/3g88MvbgeMPRb1s5G3J1QXypwe62oeI/aF3Wcgzac57Rysb+ev9Y38zi9PCJoQ98+F0YN9IrLj32nL8lCGgrsBwN4dGN5+5dy7D5N6m+NfQxN0TD8jLkpwT9BXzPQVsHPfTKvVGwEm5hgTMZ7uwUwGPOAx0acY/gw0SIZHApw0jNhi2RvZUmHaGRG8mT+qoWrj21at+40TY1upetKmUyVNwtzT6g3nSjpMO+FGaQfoTgXWtFb69dw5Rd82MH4eYlRUr9g1P68t1vavneFUYQ+LhzrdaY2qqjr0q2dKp+5bmb2gY3vAYcAC1PlNAy+WswLw1eyWdPn7HuNjs9b3bz1ickY4c+WjIYHOynVBmj6MgGa2eT6w2JzdrBz/zMz6yskBr2JyZ6qo3Ah1gGRwb7lAkIpAO8oIJXjbWdtc1vb2G9P3oiZ021p65eIVsFHD2Rwb3klfFq3ltv3eNca8HMUXoioLAXtNhQ3WK+XJnfmbozd3fSvjH7lNBgYysn/LJ4bWm03qK9Wpy5nc7J3cDIkfxBUevFsdYrGQyfDuBJODd9T9CWwub3ydemAeZytgY2KQiprSzkFBzzPkg5lxILoNWPjHIVOljmJZiU5U+roTn5T0fWmRS31jkUsToTOsjJhocJAdVAMFUaA9hbZk5TXzuLh2VnKwsJ4kVOtzNybwV/c/hSn+AoK5uo3Zad7Y3WN56fdkT11NTK4FDn9Pzrj7/jVGPIAlpj+frapa/fnLsrItNgW3Mf64ygzkLIOHOIu5N9DDOLUyMTQwv8nJt3fuBPvX9x2Xl0S5qagKl0m6jT7GDZ3A5ENRmPw9tgoQbXv0oM9a0rIV9Sgud+AqyxBGTfutFZiUyYFePyRAbs245d63nEAVKAUfD1kbJgLEAJCdX5mWDlttoCjgoPPA9StcmpsGjxBZmgkZbUqt0bRB9+R6pE6CvPK7lqreSnduqOpJD60L+l1+mgVMGi5MIOYjmTuT5EsIVma8YDBlHKV1GR/7N0EcNKacAB6r+VAaTe9n1tM5zU/XoPxlmzLx3UNn2ExmdOntIR+M8GRCeycMgFyRzuLaI3/zuBgdwHD+luLGzomXUARXCWRzuMDrNTizJDSIX883/+z//CX/gzGATt20NdU7gb2x+xA8+/+MUvW5H1VeUIGqY9mu0mo1DFhKLpgEJttocyeGvQPDQiqKm23/XtSR6f1A8zVaLfTpYR245joxMCmJbf2iUguC0J8421qY2VOWcIOHOojf/9/mbzJnefxc2N5Y1qaMwOF1Mz07GtHPZabdqSNMJ//94HHjDbq0icQ3yHumrcNZ7/Pxaf6MfblhgMJsFvh7WHZck0PzI+IhaJkwuaWuyfaW63+B/TOCj3c1H31V7CkBE0RBUKuMGEDWJladW2XRlsJl9L3G5YRWDeMslrFd7CXtzl/GZHpe47bW4bIxBMutMCgtXDVmHVLWg1VladELPGf9oqdmtLp9hOGv7G85Ot27193X144K2pl55834lEQOlsLFydnrmx3LTpaLGO5u0wJvFZWSSZgkTCGRpNQN6bd2+MnRzpGuzsGummXjR1NsRYQaNo2VImS534q2WNMOpM+YtxkAQeIRzIyl9F8wOUVYnHQQZWgAQoJIJy8rVuEu/dbPiL4QACARm8dBg7NCK+hmOur/OmBzGgk7msOw7Iz9ADIZAfjNGwMm3IToY+IMWKOhXzKnoVrSHsA+ZASR53hhH+UsKhkySzrw7xkmHIDGHaILrVycPo5K9Kp4UVxL8JvgKHP/zEff0jzPkDW1OGa4BcHGMqWA6vmpq/SiG13lzZmIqZKbdpTrCi/B3UngnRZ/HSxn4OCan0Pe2nh8VoH18dYGd7w8HFbr47cxcM7Z8yI3pHIGbkAz1zPlBb9q4UqCuWBo4fH7tza2ZsfCRmrlZixZwJ7J1PPW4sfAVWKPx3fud37rvvQS6W/EKIsCo1ggaIZKcZp0+fZHewhEHiriUf8QJvA8XSzXQkyQwQlUebMUP5d6n4ORwly2pww7Vky6XeFxiUcWkSRYL9rnXbHEfsThHikjd3bC1v7zl8ABC2GxvzW3M351kWd5edN9TSvN7R09y3cHNxzYTZMdi0sed4gb31bdp7AVfH/OLK1l7T+ubuiTNnpmanBwZ7VtaXrCS2djev7Vh6bb9y9TVSfMKdrS22tzZ6OztirlxZY5uempt6/KknnWfI13j8+IjDnOyANp0uLkz3D3Tbro/trGwslQU8B8ht4k397UMtWURvWV3a6XDaS6wEO+ubNiAOWCEQBg872NtoWpha6m7rhrqdPS3bNkZsrXE4d6hisM9fYEpljlpohDL8dA5e/JsDrz1zY3+jWbSuG3Mb+z3rH/zhx8Gkpa978pUrX/3dZ/qahvrbBkWDJrtbNXf+2Onx05ZO2S9OnD95c+7mndXb3//HPzLykL3rjQ0MtTuGWJi/vshI00FWAHCMIFIA1ql7VlXESOBLJjRKVZ8xNH/h/ZB7T/x3apnDuVFm9OeGIKj9mFdnZ6+ZIELDTlahiEbWEwTp29/d6nCyNa0o5xKQ++KGEKd4WoLoNRtCzWDOiCEb2M3RWR6tXqeFQqCmZK7KdF3+sqbd3JptYxQNC7v2fnX1cRCl6ZWVDVwuzoiGxESwt7vJFsREGxfQvS0BEPExkkfEI7vBHd+AzGKXYE5QO8csRl6fiP6gbyhD6Gl8FBcQGYIYhfqUE7kgSFzm/Jic4qlNQ4kfZ3D4UBkGBEaZ6o2PGpEN0k90OkEohJtkVCMwVNgqId03M0XwAHjutiaO7MlgSymkkYFq3r7vwXvOnD8J94QBRWxaYjWG85TDR1dX1sZGxzl5a5pK6Q7Lq0s2wnz+i5978p1P4FeO85meneru7eIeYxXcPhBK68zs4jeee4EZjXOvjgQ9RNqwKN7U6orX85W6ddPprdNgMzQ4Yp3OtC1b6Wz+SSiz/LFgh4p3m3dHJsZy7BBrn1DjNlGZJq172U1jTalIgoX7c8zx88DAxAtPkGOeeRbtOciFf3jNe8+WYBv+mfXg/Q5n/1VnJe23bDfN3ZllaNte2jY3v/LCq5e++eKpiVOrSzZeW/LDXXi/9pC/UZc95o6sZZyiRRf2BXWoCWQokX+F0FzV9DDLzIx72VwaLTUb2fgUDowM8zJgPjAJwFYCl6XRzIU7AkIkxgOWpqkAx4xgy7Z9iuIjlFDdcEoVuw5l9iFkUcHC7AJA9XT2LS0s28UZ74yWhJ03p/F6tMEJ/Reiwg6yCo1l+qrMwLrfvLO0e/fGPA+J4xMtC0vz03M3z73r2O7K2ujJcbzok7/9e4M9x9oa3cgbFJ3rvrXupAV2e44QG+SavbbdG1PXH3v3I52n430kRiOcYGdN5F+hFvCgA6+izFAqDeUFX0sTihTgOcwEJc+sSNoLQqBGC9oJZCb2nm4ni66DV9S7rgQj8xxvYmIxptYWeCH4cwKSuR+n85CiAYBSfpZr4YBlf1sizuY5LElbygSiNfVGyRLRgBxbBi1rfgSESpCush0mn/jOENS/CIMILhyt0Gq90WXUW+Yuk2KmfVcthDZGsEgHHLt4/tlpE+fZApcCpcoO8htjU2+qJq0cTX0lJ0DRPgLYP/BPQ8ofRI8olGk2KRJBTSrVPt+mtc375nN78P0mq5rJxc7x2jRutMlcoMq1yBYMuwqoq7DdQ0dDL82vX7782oc+/F5qOCGWTCdmLa9kdm5RgbDNwpyt5Hdqc6ov19KSg3udkrQkKmLxzvQ2j9j8StciHcSKlvGSkDOg1zVTe+YhgzJxLq/c6JqiJPdSypHKOFVze+QE4lzYcwFfKRMSUlL3efgSMnVY0HieLbpBvAS4b3796y+98OLEOMsqckrR4MKnFEr7nNH1xMRJ4yxEYlXg2Qs8N9GTf3RJfjiXhtLQ2smcuGkW4UXatjtSO7QwprJMWc32GmyubAgI2t7UsSMYx6owI+a8YE2op4SszSdEwRL8xzAQli1VUNuJcwCB3foL0pTDdtVOQktHMiWk8XBKjVoITGBmyti3gWl/79aby1M3lgc7TrZsOyR69fw9JwbOdc7cmWrqbFme3fnKV7/JAWmsZ6QV/PVpl/JsYoy7IWgo33rM0IhDvt5Dv1ie2ewZYXBszCzcsUxODyuTlaGKIFpmLVUbx4P7gsFooJIBy6iz3hILGUCYb1ZWnFxrbDZZYTEFp+X0ikg1OGTLv52dRAVDqi9AAUpArY91WAHKveQGuheS8z58QTI0rn7WbD6p94ADjLiApGukD1f3aqnFusrzHclDFWlGRue7ZNTSgKClQazVYXomPTUG6w9aEuQ6ylBLqwUetfA7qq7tOSjwsLPp8LenmuHoWf3KNQ06pBl54EztFKSwrUDb/KSF1Ycy1BsWKN9yHzJj+bzI9R10h8GRrptXp4Hu3gfPrC87vnze4iL/D+iHh7y9kKMGfMeNPLVVxhFMNM9PD2vLa+ZajmsddA/d+Cnz0fB5eNQv447S67eQMJv8vC2w4qVUP86cpIjMV+b3mhJxdMNuWJOOpugVjzf9gfef/9hnfc+BBAWaD+EV5IAzWqApVkdEAbF9xKxP4uP2QY6UoapYRj1zAUESLTpM3lTUlKOjnbSpCq2EalpiAqIE89Q0+be3dtlAjSN0t/YNdA/KhklZ3WHgzbIZ2bl48q0y+B8atPD8xYUd3AdZ4u3xXk51MQupSw+5JGNDRfJM+MKAgwS8Wzhu05bDYERPvXppafHW7mDHhBXJ+YWpJ97zgMgmq3MrPSf6b7wwc+31ydHO4eHukY4m6yxC5Ngk0R0hcnObmdKQs4OK1vPUBx7iy0XwGj85aJ/gPm0uE11I9FAQiBwa3Cp/mlK4gzb6ky2aJM8XQWXgKgfZaixYWlru6u7vtOuNIcSiqdNLHK+G/fD/d45dYQdo+wi/YQa4ee4KvKXHqTStKLhy9CRPS6rIVDP4xLeScZQUIvnpeU1vv6+o5kNJA2Q4QL7DfzxXg19eHX3oZ/kiHKEm30oHrck/b4kGhyVVNnTA7I5KSNZv+/BtZaTLyinwz6Sn/+WauxBbKSTw0TB91EL0rzS9Bk7yl0A+9lJgtd66QahzczMM3uZUXDuGrra2zdXEX+QF8+yzz9rL4NhVgQ+hIvW/TFc56lJSl89Ljd/WhfpEBs1wVTuAHP1MS0uSTaow1Fr3HteO1+d+1lr8rOW4Sn7W/AT5Fh58kd6CKvhEQOwmGl1EU67AzfYWMYg4q4SV7sb1WzlSqatn+u6MiXrixAlY+qnf+QTGAVSRPc3GLUhBtIA90YpZ3TjwaWKKNcOXUYnAW9eKyohnHoz8EZuZpKuxlPTkQJQ8L/5MtthyXmbXW5xZvH3t9uydeSHlRZinzTn0YHlBlFQrgdH7qd3mNSUxam6sbdKhRse6CAsWRPSRQFtiC4TLgAI+QigVnTrKC+kAUyrMMu1kVNXK5jCe4Mly4+YrC3tLHf0d/QuLMytbc+/50UdYg7heNfqaX/7qtesv3RxqthlixJaujdWtRFFiro97Tw6rwO4mpyfvfejeRz9wz/Z6Y25loXukVcwARF8E08J/M1wZMVpO6Xqu0XCDB/nH+/hH05lEosw+Um+yOms0TZ+VpRITI3KS4W3d7+yyQINmj4YfbLHyyAilfQXjFat7qBTGx9pUUyXLikAV/ypiFfQIkijzCPNqZj+Pkg9lqHnqjSeSDH5mmFNCWu6n5zVPVIzY/N/iF/UjV/mPrvUGQhVGmcYfdiTZa4GHeUpN5du8+0PSQaZv/0c5tSWHnRJMzIFUBMleizKgBHl0HCLhhGQpTyCvcPxieWmbYV1PbLlVxH9nct4haMvLmwIcOO4BRjD6MjQ6vTnzU0mKMjp/SAPDE+U6gowbOWv+A9B9+3CUxtS1//BfP2UzHxwCB6cLPNNHhgABDnC6wTH+JlYPGNxZyoIN+Lu/VFDQjwJtMicFIir+xFRu2qewYg6T1U9egOcfu3jn0s07Nyc5B1PWaa2mLOtYBhXaoU8BUQWE290MpeMOBHu4mGh/WTFWh/raxHCPWFKdkUkkTQ0MuPY29gu7AxwQu7m9vLA8fXtq9e722sz+4vTq4vQiHN6ybF/kayvnpcs53MWYAYGlz7quMTDQvrveEHARPGGQGShOr5yNgIN9NRHxMD0cQBuJA7hAnY8zZVBBuiwGtA2vTW3dujy1ubzb29Vnf4pY6afed6qxutsuZu5e49nPvDl7dcHRrHymWSrs8xR5jbKgs0m7W/1DffMrc2cvnh67rxM72BM/ketwoftwggxNTHO5iQQQCsnPmgrTdBsbXqX/jG+7e3q9dRALN6yGusZ6hxGg6Rj5GwKNZHFBIpuYnXxT6VaL3q4FgJWhN4l5K09NNadKcQHXirKZMQ7Vh4pYQZUyt9T89edBq8sPhR89dH9UlJtSr+8OOEL9ylX+vOJ9HE+nI/k87zVDG44KPPqk3HjzVqoNdq1fHf18+039HA17aFbwccwpxVbiVW2tf1Xnp+do2I0VPiAVB5nWDBpgWzLbcsK1JSiEsghwcT0qZ6IzfvtwbGxgbjb7mu655zTXDyWgfSWn/+aios9/R2s9rE9UXbtcr7VhWiuD5KEnNdXSPDnq5tGHtaia+e2fuDfizRMnjg2Msp9x0NEWAXDEHkCYxh9hm+ozacW4yvdwd58p2XZCIbFxhF7rAa3t2xtbHWyjnY2vPfPsyoJFAY6JjlQTg7hIg1HLdy2Taq1mO1SSJVCBLEQab8KkaHA0ouIbBNt78ChyO/sdT9nh0RGoWbunrUwPrLJObMrCk+D/LY1smmgxBsV0AsESy5UPgrxBLIXbaomRucezbNqxJWltYZ/uwDohr+lU/40HkwIbVXcPvzqAz38qLZtWAmWKKzpv3hXGvbNlr3P25uLUzYV2O5o62i/fvHzfY+cbJxpbiyuQoGmj8fLXrzhMpW2/w1ELlmbZ9bKEwaTaZi1zp39kYG55bmN3/T3f897uUw1nSomuH9Gr0H+h/TKuqouVKisG2qJj+lSyhD+I1cfjGwMt3Uy4F+tQzNdhbWLRl2BQ7G8x16DusgFAH+FuRV9ibdkfHAKTaGyxEBnusqFdrfBYIwKBktykTeVJvS/UAjO/TUwFZG9rci9/RTs3fr49yaMwMPEnj1cmLQyu7ik4LMPImG6zOOoOP/VTNnyuiEK+C3n71rWmPCr0HFxlYoyI+W1/5Ms/8C+jm780JkUcJhTuZ4F/fZVteLitnYXwHz1rmzzaAId9ThvAjMGMSOunYrQcgeO/tqVkSUso0PX1oeFum5SMSM08OtrH9FZy5rQ7CF9a8QdcQKaCsb5TRX3ipqYCyQP4aYZh8sSNq0/qeHmd6QVu4a4kf4brDH2UagPS7DiQtm5Oe477tblwf5P53uIDy1FmxFKfxQrrC9siCzq0s4mrz9aGzQVddx38trNrR+aNa9fOnDu3cm0eoVpTNBg5yISfT6EpjRDH0mATGYCPhQJ5wG7fxpNwjT8/rMILPMjoMXNrsVkL7lbTFDOM3e3gzrVr9vri9nKs7LJuiZ+wuU0vy6TqjxtDEh6UOX9p1v6cLav9yGF6al4zwpKaGiSFRHAU63lbbYnPxRrBO9iWh+LbHMCCWKYi9AZsdJ820iBVYEU0DFu2Z6fEUiD8752/58KlV7/5zvc/IkTi+sLmidGxqVurl557dXt9b6B7yLy/vRrPXzqHjkARR1T39HVb9uoa6Hjn+x5lbhCFNSygigYH5B5SYXHAmPOivkumwhFEfNRp0GFgp8UULDDS2Kh9/QYeD+VoyNWZNBRfzjDHwh3LbF8xw0fwQ8cLX8hWoqBIQfiiIkX+r3k8l1MqMPFLtgOagWq1ZNd6I9vb89ectZxSxuHF+t9hIfXDlFvceJDEUdIq2ML8gUfUDK61JaXCdKoWflRRfR7FrAgO9ae3/44pJqLSKVepEk8KiSKW5AkkNMfAwxs3biiWiwgwMgFWMo4Nt7gb8i9aXo4WBotgZP9wx8LC4sTE2PJ8zAE6wl6gd0pgTWNKNC7uoatXbtRVr6Xag/sKBM9r89wcPXF/lA6hfKAOKFnScklpwFtz1my1hHovQ/Pc8iy54Mw9p/uG2pjAMYWOLszDHIsgVGzC5lQXgZlsT+41Q4nWNz/nIBF7iG1d3B7o7hdsu+dY32f/t0+uLi71dfVybi0t2O9sp3s4vIm5e+XOnSnkB/8AtPDFXUsS09OzcFc7oLeVGBovjqWXGBpvR667xAFQYxe89MKLS1OrptCWzmbL2eZ2PnvWHsA6kKQjsHps73V3OqlV2BWKNkOD2GfrumFb1OK8oAFr9953eme5IeR5d1efGoHGKEajGxwA5FjlRJWwkM0bibidZHtPdwKiO+u8gfzWiUUbq/svff3qyODpxbklwf4Fdjp9ToQVFIZVdi7Pbnzp977a29FnEyMzZ2+7EF0dczPz7AUpLx5Rjl2ZFbjlHd93EZyVy/HHIjP9yC72mCwNg12h2QWtVhy1hehkZ6btYMCCUZt1ws7LH3UBFHAtXADLpMdaf6bSUiDUBrAGwmDDAzhUkcxPSOCELiougrIOQFYoCgSWdbAF0LcV52RGlkbNKNSifAtuFcNADxjVIrNhdVML97ls9d7VcyQkZ733NnNDcViIgBCFKLbu+pwIoEZV1BLcZJOb+eOt1crIRLV5aNbHRYjKBsv8HbKMwwwHvYYnuu+t5EZra4PDAvwqq+mlI5mK9M6oaZEGu9c8DfBHI3jmma+8/MqlWAezVXHtzt07ghhA7CJ7ps3y+AJRb4j+AZ8L8AGZKNE72AYIGqYxAAKkMg+MdKpX4pNR39aWa6QEJlItxFeyuVeLm9ojV08qQ6+vvFVCHSB9VIgntRw34FpAmxbKX0o/MEU1x8/Q+WHdbcPHRgZGuRw1mL2gGmJQX20NdKpFUCcBP9M3SmOs2mCGzznfPBH4lfG4+dQnPp2DNHOi0TqzP1zRJuAU+MhOh8uXb9yZnLJRFlmWkKqFWbDqB+/37dw08AZAvZrow5Ka+gd6LTFuTO3aXNgx2LK7noU0LbH/QflQBCAQlb7pakSfohdEUogzjMIK+ERPLFUIGuH51ORUT1dPPrdU0dlmAYu4QjMlGgA/aVJ/Tc8xVaxkSEnf7R17Nk94SblAjNdev9XR3GND6ezUjTNnj50+P3hr+k53T79jGh1B/4mPf+rMxFlnKywvriFefn66Rus0SDlR3azevDd2fPTMO0bx2fmFRcRsN4D5HBqK3ZJQ3JaahdkAaOjIL1hN9kY12XzR1NIlsnNbQvV4iF+LFJ19Wcw4a1a/sV3jYuiUbKTK0lAAqadAAXUgnOQeopTbrOEX/AvfP8InoKwD4FoAe0Db9f7oWjHEVVJIvboxgu7V4qrMmipuH/5669+KqfV6VC+ISQZUvvrw6OqmflxrOapXXUfp6FXtqU+OntT8tToAkcIYgisgELSXKsTqJ8r0BKxM+8MjgzjJrFNQZqeROofvIh1kkq8SRC0WlTFXu769rvrKVeM957bMfIjP4gvKJwirqPbrqBduav76pJZWr/WJ/Ec3dbw8Oarou2/+d94273c0tvh1tTWGJoZGePXxDAhlZL4ynuacDIBL9cTwMGpekIwpmy4g8CEJVQYuA44nX7w+/7Vnvn7y+ClyKhBnfjOfbm+dcFYaNjMXHxv9RfYgK4OJqNqwNJELAAJH26UKDCSyq+dU8bFjo6cfPeaYk83V3a6hDnTOGcXSWZlsRSnvjO9YXOmCN1iDKsILaD0CTzmPhHGy7EqgxTgc23rE4u0VdlLGDlMKTS/iT5PoBiYDAxW5HfMEWdhNVvcxddWZzpscqbNtQ7nNM5dnNubX+1q7nJvFs/P8fafs7V7aWW3pbN2a252/vjR1867VR24Bgz0DfKbi0GLYyjAluPzuTs9A74OPPdB3PGjEcyOaU5RdzWilqNmFTRfKBAa+3HwLW2D754vB0cyQbe6tb+2t7/F/tsu709F6BqTQeY2HT8DIqkqmaxSaXsVkc4DobsLsSE7sN2W2iYqGux9uJcigHyb3ksbXm++4avwRmipWqj89h9+FwA44uw89VA4GdlCI8XrbbI/sDwtXN/iHF5RWRIjwV+yIsW5KcpaiKiWoFtPJVa36GWkJEhg+zAgECI9EFYhrmil/9ZV7wpG/wgXCto6SsjQ+wAtb03K+bYnrx4IxOjZ89uzps+dODQ33mgqtVecokZLkljQsBJNrwu15Ut8edj8NBxyKgyfUBJFoPdHZ+q2H0lFL3v4zpb8tyVNzelZLqAJCfZ5qCl94+zWlFQ+ciM6A5y+E4p6zaxvE5g212dTe1C+s8VhPSw+hIMsKiWweLTX6gcrK0GZcK9/xM4IfD1YbEAlR4kvy/Odu+anPO2l7dHj0+pUcnotcnZw1MjrePdHSGG0MDA9RELRVfsuE9I4EUNyLgOCnujLJl6Dm7qXsDNHO1qb3feB9x+8bxZ9o4D3D3RY5l5YXUKnhQsEVh+THm8lyHlZeQN4OS4qF1q6PvdWlrZ31XTHQ+LMuzLF0ZiuIbxEbDZyDEjrMuKM28KGtRA7X9R3HIq1vxaRio0Szo6jZhTcak69PiWgw1DVgG0l7f9tD77vPZse0f4sg0PHCN56/9eaNU8dOsGisLq1UlEIGJHkiANFAXHUiyXs/+N7u8Ugj/EOb43XGs22egyZL037LbkNIGWc7dLd29jZ3DjQ6R5pb+xqtIrh22Z7JispEaOclP/lmG7rRc2QhzWfTMTZFLOcYZjargkBFEf0lJeDCKCr1FSHZKwk70Fk3nhfwH1zqT9eajl4dEaTnpYDgiVRLSIFFfZC/5pSt3vspVZL+7vtafikzsl5I/9DeUe/rJ65HOWvDjq71uasntUlaItVGel7bBjeOWivn0VduisSUi6/qK1f3ly69ePPmteWVedTORQAi6KJXUqko0kGmUD0+sDfVOgPSo6R8malmTA/MWOKV+FltDV7VbAefHf5TCs9FG+q9N25krlncVOAowZOjcupNvdap6KgZh2XnXw9Ni81sh1Cc7Gp6sawwPBZDKJJQj48ZEWWNNIASYsJHICRTfm/sfxTZLABAIrNQlh55AGw3fufffoKpDKB5NZuSHZaJpI8dP+Fg5bJntrvEnWnFR7gzOscZF4gKmAhz4hoXcauiYzAAvuLsO5x/f+hHfvDed55TPkLq7OtG7Xi+0eLOoD04UeyI2SJli6EQCb6LHYFjItouxnKWtwa3iH5uOf3tc5MOcew0L9IVQY8AQUaIBwNFW0b6t3ApmU25AAQb0u3+Rt+4WH69fb0iOTW27jRuvnSnt2WYE/T88tzxB0ZaJxoby+sDfT2Oktte2/nG719q2mleX1l3AmXxfM/kHqW/rYOtVCB5ctXYxMCjT9zf3M9qCoXYNlJR94D9DU09va2DI92GY3C8Z3iif+LM6Nl7jk2cGc7fyeGR8Z7+4TbrFRY5Nnd4gs5b6tUX01kOWLW64FxJ/xZvUVACw1SelIH3M0ryW3qyt+mmUfMGkmW8C54dYV4aXx56fpSM2nfQZEW7epXt6CtPjmg4q8cJbZJk5P1FBogUQLKL+OCrWq+vjj6U+aiuw3uNNCXmengTkj5qnpv6s/ZL145eIapC6oSCygHhef2rTc61Zq6NkZ8YRWN1VMXt2zfF1FDv0JADnahqB7WUL9Vu5uXTEV/3Wkh5fnBRpjulWWK4e3eKHcEuRmdU6K9O1fxHjayZ68OD7w8h89053/6V+wCugOLoWh7UX7p20LvYAv2ZLx2P1tHd3rrVoMOarAeGBp2euuaA2BV4U/OENog8gguGNSgiXsoptkihIVR7bpwt4ehke2OX2pauv3j9mdNfe/zJx964/gYkZtKZX1oUiGs7a0mZh1ADmS7i2T5Rv31xft6M5JSEKLpl/bw6Qht4mjMahNNz83P9vQPv/8D721q7XvrSy2Kedg/3rs0zmG/yFJITJrniyoQIQU3S04ISSEALeYUBdKbMZSbP7dHBkZuLk6TqGI/JEIWNaxtmT+SmB+TbYi+y3x9xMicwiViX5ExtQ5VAbAPdHbOrm3feaEyMr41OHL+ltO79h99z/lu/cYXpZL9JQCGgbXzhc198+B0Pjk2MrNsCTWCBePuJTYwjGHt85+7srXMXTy6vL7z0lVuaPDBsG1H8FMNe8Q/LL60Rnrhz7vuCANYWOciWv669Nj7I3qEgy7h7G9s9G+07Wz3ZFeiRhcIAEYGk+yAjISUI5KdUtntnymV5KTRAoEGctJHYYgtAYoJKU0vyufvvwLCgb5h1Us0sjySzj+onfnpbf9Z5XOlF9TwoEC55W0anvDnMX0p18fnBLCdbfejmO5K6DvOnrqNs+b60R5ePGuZGaw9SWUP1RDr8KoRRIBMfLdnQrYSbuNpHYOOgSZA6ArWAB1QFdvOy2NEU4k/XQBX4ARB8UmBNb2+bArX08uXL73//+1955dWiL9uAc9D4ox75RL1Hn/tZm3rUYDf1XjZ72moGT2pd5SZAKCVAKqbQlFDfHhXrSevM/Mzw0Cgvv2gMrCdNe/0DA9YIr7x21W4uFEUOzTWWkGI3sOdBc7ESbbYEDtXMLsVTEMUOjQyub65Szp758lcv3nePAbDQwje+6MOtmysrdklYqVeC+Qq4GeL0OcfUzbQ++eQTJLL15pAK+Bbgc+DlfZz1yI5j7W9cufzYg49/9Pu/d3Vh5drLNyKi2C6cdYSqW2ae0TcqaGwTuBfRuxg4NMNzJOTQhp31xszk9Mj48MBwJ9l+YMhErA2Of2pz1pl9Xt3drTQWh6n4g+cDA+I9t+02dwmrznQQG8Luqp0Nfda8RnbvTO7cvjzT0T8gcPv0xu0zY+fPP3D81qU7J86evD55s2uwZer1xb7Rmx39nVyszIWYkUm3sK0oh5RaRzrQls5eOL60PLcwve4QUzoUPGM8p+ZiVDndcl/IBT6KjqINS2ZBZPIAf/0WPtqCMC8B2AdiDurONsR2rh/ZiJh12mBSDNcqzTJGkNtwZWXIE1ncaknRmS3m79jdVGeziiuukgw+rHjjpqb6k6OYn/K4euLGgEpv/6SW4CHwFQPBgV2gfliIJ8haUmEQBKRaW6HZWtHRVWm1wACwCK0+9Fb5bmIyzYSTVJ97l/eYa7xk4ihziCfZpyhrqbfWl/bDGf/Lk24UplawKOjuoQ3pwFlOQGQ9iKORpU+eiLOz8weUgvARi2lTYwK21F+ak2LduNYaDQpbmPNuxSw5e/aMTQpeoYj6tl7zpKqX387sSrG11LS/tlNjSJfu3/72INPb/olLSyg7qUCmjB17wdxt0X1E9eXb0Qla7PvOETh2ZqK1R9xsrhLmpnymhWGgzGYxwbhWVpc30IisZVWbpyD7X1dnb/mg5fd/78vHxk+QCLr7e/e5YXW28b2jN1gVM4Q8gRTKKE7bXbgzP3N1srGFMqznbQEloGedwmqtsIVFDxJY9cTZ029O3pxfW/yxn/rxs4+dWVtc6R8WwJutIn9WMrKkVDedaRdsx6v0laUP9vtttcGE2t6yvJSgg45dX5sDhQioYCIgZlQegVK7u0bGRsYmxkaPj48dH1vasOaxDiyrG8srDmrZWbc1tqOHdNLRM9B/8uzQ1NzOlZx+MdbZ0s2Z7MFHL9ptu221g2ljdndgtOuNL9+8e21uawXXhF6RG8tQwUqrehtEhsW1BdFmH3z43rETvbstfAjtwFpY3VoiLCxtLKzvrJljQK+ls8nXlC9nhiD7EruQL6e4LJ5ny4ZOsdRQuyAZM43trkurXLm4JGSlRvhTOFOE8PDiSOlRweKI7UNgD2pvJKJEJbDDIa4DHZYNGyNuvP0KCeOyUv4UVJCy/Bt080GlKPdKAWtPvC0oWHO9dfXw6LmvYiiUrNxUzK2vFVKah4M5xiuLxm/7w5D8ROthoOUPlNyUykNgBhe1UP0kSqsnqSgmarwJNA5uapvARFW12nqjOVYBT587Oz4xQXDDhzTS7mNTDA05VIUFlFQaGcuvJlWulokTkpWrt1pSqo5m5PBE3kfUBLTjuTplOIKLr2p+T0rZ33bxUN5ilc6YBs8lomCR+ev1cBzzYSmkUP5hMb5yW6/NO5ONuSsLi7eWW3biMmX1XkCjhb35d3//u1dw0R5rDEwJYb+cZ6x9UDyVCChOQxIGDru1114UkqX5+bWVJe59q6ubvRPHRsfOUOTtDxocGZ2en9sUQCRuRgSRxqIAgBtrlOqttfX+rp494ZHmtxuL+1NXp/vbB6jvXOjXlpdMysNOs17fij9dW/vqxl5r31DX2MjV+bs3Fic/8qMffPIH7l2aX+0cJGbfHBjp7u1rW1meaeG1JJ5JjIUt9m7v5VTxhiOA1inSwjS0ZaV0aGz4xrVb8P7E2dHbVxa723udE0mATyiXjg4AtdfYzmBEOLu+0NLbsy+GSusOFueglp3dNdaKtv6+3a6ONe5/Q+2nHxgD+5mbC6NNZ9o3+pZ25x/90Klbs7OiWpl1VifXHQD93G8/37U/tL64b8Y22rZbdnaYP4VY31/hrsDKgdp7OkYnRjCalc3FvpEe0WP4RraL8myNwBDEEoCYHBvhADcLiFuIuZdtdlB45Y6iByQWAMwzrlzZbt6+dXdhVhgqWpfTn8Vn5jO1srblSJsIGHSv7j7qEIuFlR2iShA11hdcxOGKK6wPTLPWz02ziB+911gDjEh13wZlzD3mS+ig7/gLhgTsIpAD+5a3IddGIsF39/YKslyzQZ4aQyGLtvhFYRm+UkxmaCgiMgKfcsSKmRe3MYwuO2MoTcS2bMOAjvb2B/Eq6483YjQy6zN43oa92vWPO5s/PQI8U1hmsdiYisWV0dViLAkitEcyivRU/9z70w+sLDNtIotYmbLVPx4BYvIK1nD8xKnz91xkeV/eWLPotrzFgNVlBBVOuvR9lts3d6xbp+V7TV3tXVTvns4eaqnFMsjGBF6IxUkf9L72Lz/z7InTZ3xZNDX7GtIkFh3XQsLxNHejSf7ceH7QWq4vZlDqS9hRUvluiyxpnsAOQM1kh2FZMjccUgbOODaZoO15JQALIxQnQFuOGiuz6zM3p5cWVjQauyIIOGXo9sztD/7IUxvLe81dja5+R6T2rG2uG1cerLg7BqZQFQiKoyZLbYwOzlymvWMowhGJqzE+MrE0t2JrQPCJCQ5LBiCbB2wNxJs3wgjWF5dnb09nQmfVuz7N3oY980qBHFFa4RZX5bUc2WLrndhLLaiHm+C2lcnNMxdPvON7zznQVMRk4nWjdffYxAhOBHGLABQ8IdYBnJ8GvfDL/KKwaLzgkxha90DT7ZuTvWx71lHgdJ2FCtuyVNEEH8S6p91mSUVItRXyBhvlOvwicwq+3LK3SeywC2t5x5JnT/uArYc9Y53HTrcurOzy53T8Y8cebtb5+5/64mD38PIC36c4O9rEPjw0uLi0EGsGXw2gb2/uG+4fmRgW4ECcFWYU8SeQZw6waW7qHRiwu3prc9eCS6/vO7MWs7y8Yv/sggCS5fRKaCiBsyuOhpxIB+HZohvmaNYd9kSLChZ0LS7QjyyGGcZ6hAEMMVsWySByb5BNpxwim4OYYpQRuaOsOcauXpx8kRW+kGGV8rDOZsGpeLP4KWXVsqSaQS15eDC95+YoVTyuP+sLPMZPzaifHLzCCLJZTUw+6ixsZxxGQUCorjhUxGc+8y/89KlqVR+7qR8pQeOybJSZUO48gSRRgIvywkSEU5X07c0OmekUQjUvgYbICl29PTYdkiIpegbLd7GHFnJTuIRz4a025q2vxF7T32OaXCX5IiJY6gloh3RLKzUE/G0eKebMg60HaV0Bl2xp6h8Et5B2hK1IB8rUDCQcd+1wDuhMuytf+qmQcpxHFUlk9kLtehpJSdh1rIupbH52eWl+CdBQd00ymXXGzg/srTccm7i0ukySsg+/Ni78Fa44+2Rrd2M36rlwOVvruxwEgZ/Wur6yDFeuXH59cXp2d227RbSkRAPcEGMh8ZOcdbS63t3eYQvD7OQUMcu4TE/e5pVAAhVzHROrFXFCY1nIUBG3uOg5Tq233+CZuUeGj73vfU8/+O7Tb755t68vJ3AKMtE/0I4wAoiqBxruA8TwefAE6DKptrY4A0eBw4MjS9Nv2W8r0FUtuS9MmsmOlpKVThsE4QN3ySAhSyu1gvc0OttvQl01Xh0R1Ex+7uJZFdkKLUwjmHc5xGZ68Ztfe66DirLXura0Idb+yjItqQVHB0bsD92KOJBdGJ0di8trhpThoDgptRthe6dyEJgqWfis3Ra0wDHZoo2X0QV2KYhfpH1AAwcpB6mscmLKaavGu/ZL12pm2YimmAK8RMJwUQk1DwRQlAxeuamp4ExMaN7K5lpAnbnaAMXUXCiz7ghAbpiSxVptIiMkT7wA8uerkt7SjY903NQeji0pPrVIfoQc4nCRQg8SRQBHjiHA1X0IXtckg6Vph5NnzKX1VSWDWnQtNvWU5CvkIckDsKWYWlQIsr71ys3JU8cdzMX+TyUEf2QC7rVk11pabSdwgR7HRD9BsoxUzvJxJjGO4K0navRWMkB+6tpRr+tzBar06N7Pt98XbejtUEqbayofBm5v+/lWOUcPlaZGmeFmu6322Ogiz9ipWXRirxHB9PixY6+++uoTTzw2dLpX3E5SRVuPVXFApSPoMucWQUcxs8QC7R3uHDo2Nnp2VHGGkNRh5mf957U/O3l3fXEVI2gi4+7Q2WmonJgtSOxuCVm6mrDC/EtxZtGV5qdmDDe+q4pMPyXwW841KGFnHWJNXx0eGLSgQB6swu0P/PAPcZd0+oBgUsIXOF5lecUxcHoalDJxFYEoWGojpMUA/JNexdiGgYmSaD2SO6MbdjqcAqXhrWZ94jETUR0nmARSkhtSYjSpw+2lhhMcoY4bRBWC2d+2XWFgdPDkuR5LAI75cx4qBt033Hf30o271yc7mrtsWNjZzPZKUaBi82+zIQw8rL+2OHtLOBKaFI9Os1TvQH+C5EARQXIaLYMDw5HkykyiUp5qVqcxjNo8z7VQSwDwiBdUYvYQEemOrzCTcsVTgvGQz5YQH7qvz2WrVVS8rPcyHCWlHaVqOUR2xM4YRhOFcW1bOLcyS2cOTxh8e9Viooxhr6qyh9Ndhqn4sBx1AWrW+4KjdaUThYcaa2YIBnsT2ToxEY+Sn/Xv4IlmS5VsjtDdwOmdgmoVyL8U+xYXkKEmmCABSM1fWwVryEqGo6OtHY5gc4YiNousF8RxKvwr16y1udEUMT5mZ1ZxBNY0ZkJD5nRmrBkvUKYrjErH9rOL2ZfKVqMPQdvDo9rd/4GpDoTMtdtHXa5Nqr17+1V+OWVTl+fKr8nPZptuyAJ2qCwtbNy8fmvWNM6PkDNLhxNCI368531PIVcHlu+2bLX2VF8gK/xC5O0LJto31j1yfHx4YqKjt+vk2TNIkRDa1kxrW1udn2ViW1tY2l5c2zUVb+8LGOKvmT5GAGluXXb+nOOJOuPog2LMbrds+bBPkrtQFtCCPJnUCSBiRdjCyJbgONYmB69HjbYIOr+wrBk/9x/8RfXOzi+NHsOtl/RKgDMjkq7689s8BAmj+XKozFphRPJ2pz8vUNvOnj01O7sKRoQR0rfBqDWaYo29QhRQRNADHIX9yjQwGQBbtijiBWM4Tc0tLAi7wMTIrfvi/ef4KJRwfY6ayWkOGOErX3hp4c7SxPCJ1XlOByP2gjplhhnSsY7x9WymanUNsVqePo4TQg44BF3wPswXfyQmaEsnhbVPVFzWXb5SYZ2yafPbk2yVcsSGY/R2Yl+MjodhjrRcBriOj8BRMxtNAQRMWbrvVZUCFAhR/IQ9+utnRTify6DeEqKeZwZ/sy1kz2DBjkycQP94AY6CZhPpfmcLwRQLQki4Sg3k+YrcKsirkrWQd9hWZIdM+EWw1wLUhbgOaDj3RfIn/OevflVZg16Yr74b3RXhcwk/rNhflp/CGo7SIR/Ivx7Wn27KV5WN5jAmzgW3bt8ANIeAAAUBobfLpvXwnTS0oEkpwP3e3PzM2LEeYSVXVpfOXzg5NDxw/fpV+KK1GGdh0BQXEMY/Oe+tGxHjov11jGrtR3CoEAs8CgbWQfFWCsSw47DaA+HokOMlr7/S+1zK10Hgo0Lcqy5aIjJDWhxqNhb3lmYXGctNngLm8I5khfLxPe88w2/FCQlN/ICamxOfY90+xMbg6NixM2cGx0dbnMWKO1KPezr5uGyure5srq7Mzcjesuu4gc31pTXxC+iSBtfmQhJxYpAUYR6C6rk+a4bT6RxVmMhFh+gAjzSZMBa7EXFwc2eDQbIEL+zrGyI537l71+a/dz71jpHxvhnR1g25eO4p2UxV+k8hpJVQJLOHxQydaRxu2wPHorS0uEzQiMpetpFg0pLGmMEkE11FiPwojQQuJOoKjnW0wEdrZfNEO1lKhBld39mw46uth80vEQeZ3haml0f6h50c+40vP7e/2ToxdmZ+mgWRX2YW/kjYnAiLf/G+7jiTsnegD5xm5+bW1zY1lbcSLLROIhPuYBkYX9AkBKm1WJj7ghDaUjV28z+rYghbfwFZqqcf1OdYQ52CCs8N9hgBvVCOpGtSyjpkAW+/r28BQSIF4P6MwSxBbBQJUonyiQE7gsQzhoQ7lFfehmtkISnJtjYp1odKw+UmFRfEDgsoVWdgPCWjyUbuMS4ZxZw9HytA+fZgoisfplBFVVAopPTrgKpjDyo2CN0Ek5pAz8+jq5uaanuOyvEQ3MAQ/Yvop9jlpQUsjxOppWzNY84sZqoEH2UVCT6wbe7vzRSh4L77LjhAiQZt+VyZGontwi9X93rqauLB02tjlC9VmLtWaLz95uhVyVj5frnNOGJeb1H+wdOaDzIQiSujKixeN1Wd2iXOM+6QWU8XU2NjeWGFprC67HxRAWrz2dTs1MOPPtQ+0GSzLT6Wg1Namtr7OoQn7R0aaO3udDA7XbC9t5uv3djxieHRYWaczEH4796uqun/pusi0meccG2TOQ3S9G/k4QstxWnI8Rxsa5u5O2OsbVYAUd0CTSTgYJk3Lr9mE2QiDG1ui+ZqXC1etnfRyDuee+F5R7CSX7Li2dKw+LApcG5Rk2IgCCAjsWJwjBHFi4RfQ+DrufgJVOnBwYSpwuMi44ewA094RsCGtlhJglVvbVt35Ke0uLDExk3EwD6qtRn/Anz3hnZuYZE/BYzg/Xzh/tNcvIslmKrMRrvYM9C3N7X9wtdebN3rFPfUIfJ2OlngikFb0HVRtEnUIsF2dhw7PjE0OgJfV9ezkxJWpy67NBPIPQG2LAHgk2QcnIIpQbMhWcXgMrgF1Ds7VgScz5WFB6FEyyY5QK7iD/SAfAq3Wcrn6lKUJxUz/JSh4hxQKfwPTJQCe9T8OdIGI9hOLWvRCxiNt4WKiIywg4XH7R8XSNxlIkX5y55zfyDsFYNCIe8YPbGSIjVEcKiMoPYIV9VFD7VHT8NF4/RaLAWH9oKMqgxoPmRfZI5iHQS02gtvkb+VKXDQRxheUyGhSkihG52VU6q9duNzz51x8sSTjz/2yMO+Wllaht6QF78iQforAqOMKmf61KZYRpyVKjMVkkKn0uWFbbtvFYtCck5wkblcqQtAYRrzqrbNtzrup7aVtuSSwktyU1LB5KMf9V0xcHhWmMIBX0AA2p+iKIa4TwFlSk9rWcetKHR0EG4tStOc7UrdnG9M3Zqan5lnWrfvSB/EgV9cW3rne98lwj/TgJXrvsHe02fPnDh1srO3c4M7VvHe0O2pmWlM0kr4ylIQgvAw49RztsC17Zi6rWVZxcl8bZG/w1IPPuQcwvW9bUKwv0ZHW//w0MzUNI7PXGUo45zj0HQt3Fx/6fmX5qdns+IkeHv2hmOue+L6CtujhW9evfLAow+99+knVxcafQOdxXMKJDK9HKagtXuzCrbtipIcEQrr7k5P08mFgkb5Eo+8anfc5UbM3lYCBqEQ4wQaxqxOxbVYyAS43nruHou/deOWoMyxNm9v3P/QRdFKIpfs7dFarHatza+293Tfev76c888/9hDTzIfdrR327BsCndmqRI0MkTc2OW1deLUidGJUdySdKYlcSdsbR0ZHgNSAogVhNoSDSOmGmZNyudIqpgPfWJ1UNtq8gvZF8rPrjj2Qk8q2hE0NMBDT5SpHMIRsOtv7aYbOaVDTMu/5VXctMA5AmrREVD7NtZoQZZPmjXFcH5zJqHHWhtMKS4mIX6pXqucn0mh8Jsg52HhGDk9IdRS2ESEiMwdlR5ivH6rPWlc+QkONdWWu9b8tS/uJUMGkp64kQ6/yL/y1+vRK/lLA0qTw1sXQcYRqe944vETx4+JarG2uizIUZVWCjSUEcQrLWrc98ApX7766uscihgLHnrooe4+0VPnQJhoVqGoRm1XLJQ2QPJrHnagavfK0RgFfkdKTw5ZlTwa+fZUCLxMhIefqcWYBZpFbqrgUjI4qC612MdemRAEMov2DliSa7t9bTLG9ubmhGRbWrTePnJs9NRDxxVr/8yFey+Yw42qKckqIhlxEVJvbZIx5xe5IfeevydRjPkxBy+2tnr7+hM6x//t7UVtbxJOZEEw6ZamE+fO3PfIQ8fPnpw4c+Lc/Re46+Hfeqi5Qa9yJpIpZmR0mDnwua9+/dkvfcURaCNDw/ZEr65s2gpNL+gfGRIP/O7U1NMffPqpD907M7/BtxeUCNvUFSAA17US7MwKkFiNa3Y7CsHPVrkVtdm2ANzS+hCKU294dtY8RbNsZoFHHpo+WA5pcI+uQJ2NHs0YJxZ6nLRbQEcuPesbDBnzdzatwWVND2ltb5y55xT3ga09osr+YF8va8WuiGzNTTdfu/Lcs9+ykZH8ziNRS0z4i4vLbBaGQ6sMj6v7M2fO4FBMKkbHtEpD4eJmHByIZmsEcAk/yW+qmISCOqCHI7MRMJpAuHRwfWV2bpriyh8MieIdegEsVNPh4ZHe3j54oGvW5lUqeaUc+CCn0jxRjpbABz8lGRSrgxE0/JMtHfJGhmebLd6pFmvWkY3If/iSV2Vhct13hjV+1YT8LQfGB++z/k5uwy9YN6FwdluygBjS8KxaqWypoDARDyVyZ22nxruR5NRUDWMTrShdG6nBblyz6FdcVDHTLB4XecFXlSnUPEqr5bt6Uh+6KlmZcg709VoOp/UM9vefO+2owHMDfZaElj3p7mJzsePIxlzCqTgdjZNnjjk97NKLV9Ay5eiVV16enLzN5CCUFlMT7Orkzmd9xckarc1WfPBeVajaAOmstoG8q+5rg7a5kdxkGAoj0Co/Czbm4J1Qjdn2YNX/wKMJnyo6rzgE0W3J2rgyJu2GPOrPDeLNgdlABZ6swNhZ8bMw2vvX3rx28f6LIjrBGIrr9NzU+YvnrDsOtg7ycnM0GFpo3m4bGOyLj4tByiFNgbhFNV7RpNxtQZLUkek9zaXniYlhzGRu6Wjq6OkNhrV32kvEsiSFa8VkaC/+lvPqNZ/2SXyOrU64r6b9Y8eG3njptVtXbvzRP/ajZ86dnZy6e/v2ne6+numZueOnToo1A1+e/p6nZ6cXrrw6TXughtsRmMEWu5VnfwffJ1x8o9HRhFCMrBjysbjv7Fy5fvP48VErm4YBWI2Hjri3ZhyQF6ADYkUadKCRitWRNFvzygQjPxbAcfv2lclHHrpPTEgMcXh8aGj81tRNZ59GOeR+iQkhcQNy9fWrbV0tJy5MGKD+ngHrsMcnTi4uzPU4OWZz886tOz/z5/78N7/xrY//+sdwSkc8zOxOYU0Yh2aIc5zmlRhtbNobjZXaTo2sNzAG+5GHTU8GjQRtH0IdN1Ih9gDeq/pcNm/FsojoVEhdUUowNSvNM531PHhWpKEKloqaWZ6R6E2Z4szYZSE/bTmUzgqNpVVxxovg7ZohTjwVydl5aBuXUY4jT6ivoWo5oGgZjTS4HJGgoHANYqzP5KnZ6n25HrCq3Be25UYXcbpkLYuCeVUGMeUX9pGmHIIuJFB66qFUm+ptKcd5fwk0gHF7Qv93OEQXb/XmPoKVOBRspiOjmYFoBPaVOWTpM5/54sho5+zMRl9foqQ6Del9H3j6V3/117gk1MJTfikc/GrDlHyU5Pnuh0dv3cigK0UqeUvAiXhy2OC3Zz7Mf/Cs9qj+COuJMw6ZmaXjoCllMUS0jzuzM3fnQJB9Lii1vW3d7vS503yc7s7d5TrV2c0nFmytRKysrSxzRIE09D8eR3Gf6uq0vrhePKKKp465gK9bL0mYgtDlDNrhwY6+noZYg017G/tOUyt/DIzsS2vW3LZpXLyV8ScIw7+4u9M65aaz1zdm1j/zyU+9/uplxwCYsRg1u3r7CP1igJvoEf8P/vAPHD8z6LySpfXVrr5u/kJrW2smZxzKyv/JB05cfOSeM/eeGj05On5y/Px95y9cPD1xYtRczYZvOl/ZWEESUIQq6xq8yIoGiMF1HMWRLoIb2UGUyCcxY4UK4Gvs/BhsV3PbnctLdj9DDrugBo4Nnzh3wnxn0xrW6KvsJkqYhubFN6dtat5csYjb6dCD/S0HROTcETO8Eicmxr/whS88+ujDPNUXFufw3Fu3p+j5wp9TQs1S2uNPvWrH5OuIGt3KsKCI0SVQaAeu5w/9ojQUxdpnljavqkWe0Gc87ePrZp7XZc+VVjp+cIEA9c6N/L6qH/rJ/cBXbmoCQHMO47LZpiZF1ZtagoKrLUBjwkEiEaTIGBqToyoLMRn6o3x4ZAKXdE3HYyUodJv+lok9D2OjTDgcbajVBadjMogfUQFUulM/TFmHqP4Wr6hkoU2F+GX2wH3tVNpwSK4Ee9OnLTJDA4MXL9zzwP33n5g4zior+PHNGwtioALu0HDn5tr+I489PDM3q/7Z2Y2x8c7Z2RWA+lN/6k/cvHl9cyNMqYJZLcwb9Cyis7FLv0rK42+/qT+/41qzpUulwNq1/Kx9NMVHU67ywoH6U0vQwbcXlXEX0BGxWXDDWjI/MKskImbw5/Jrl2F/xmIv8uTM3NzosRE+g5Ozt9E4uiL+LTLrTc+wChEUAb1WYI2ya7CvfcA2BOFf18yWOWcc/ZgPC/Ni7SoYYW0x5gYqYzGhgHmkRHptoG/dyIxZ1HuekrYL7WysHyfKT/TPXZ/75O984ubNm4PDI052JnOr38lSPAKv3Lg+PDr6vd/3vbRvPl42IGQ1zwYgO/la9sdOHxt2LttAB4cnW5+d/IYMu/q7B0aHrKOiNNoB+gEHCYaaKCGyxkjQosL9CIjAXXN6Xt/ynhho6xc9fWl60eEE5hALpMfOnhAwYWVzn3nCB+IniZvICAoBZu7cvf7Gta6WXiez9rT3zM8s9nX3IrMauvjGrevPv/DNP/rHfkTx7M/3nD9hLuzt7oWW8mR7CEfakrTEuGpYbVKlZ61C+RUnvCo/E64vnCABEZP0Ude8kkov37pXoN4ZMrMZVbbehK8UfD3KDL8Nonh3eMJ6sb5iL3lmTEOeMRTLnGrgUSEqV9VpmHZqmOTew5rLtTQn0CbZKi0TZ8nuC3I+TmrvDKZXPs1Upi416o5q2RZLUQcdKUXlotkVFPVJ+fao3pB6TZ4f3oaFVfC68dDnlXrTNduKujvOnDn9wAP3nTtziuLAatDbxeRlsTCeL+On+oXwuX5jst9qUk/D4ewKxt+17fnnn1dabYabowrzJB7S5d/SiDw4vKnPv+uallcmApilj/mZnsZE+FZfajlH19r9o6vnwZms1KE3IMVXSinYExbQ1da1vbB/5/ZtxjO6p8/oMCaXiw/eI97B3OLswvKs/m+srXAcGh8ewXqyNknnEDOPWu7omH5R/7r21/Ycnm73UKfABCR+jtJGNse0JwFrqMjKuu/jKxIJlYBF4why5pA1iED72BOcoKerc35uxo5hbtGb06uf+/0vCAUxZL/D7Lz4ZDNz8zpgef+lVy9duPfiU0+/p2+8e9ExjbtbnWO9Y8fHu/p7uvq61nZXFzYW1vbWWjk/9LSt76zPLy8urSxiOolxVlSYAo9IyjgjMGWdm8XaX+EIprHMZMU5p9JG7GIWPkRw4KZFkGpq3Hjjdm/XAP0UgIaOjZ6857jpUMwFX4UA9J+i1N3YXtp55fmXMQ47D9pimDVVOkvOTsEm5sALF87Nz8/OzEwdPzEuHqJdDJY62Pmw1xzRGY+sOPIZeFIrLNG8ij2eBxsKKrAyKormTmrF5sAckOWkXlEAGfsLvWadBeGjem81subRd+XU5F6BsK0g3MFD95W5I8CIB8wHRjeOvK2apRVoWJMy13OCZvixvpjwoWwBzC4R9SPfxkwQ0Kb95a8wBXjyFmEoipJfa633hU3hUAchks3w+ExpuHK+TaipYElT47q/b9Ez3Iv2WaSC2ln9raCr3dRTPz2U6uee1ASMhNachGPC6+hwMsCxsfFzZ86wC9x773nRphxYtbnWuPfee19++SXi9rJzSfdEPWmxS8YGpC9/+cvzM1v3XJyo9ZbqInBKKsL4clc4xXfc1J9/4BVYIJXk5rCZBQEO2cFh1wg7kZaKqYRIFojGVFP+MG5igJJI8T7OYPssnUeL5O2+1jdfuW450MkoZpK+vgFGxGOnJtgR1zZyPp/Zwob+no52xMBvjuOQqvwp16YQrj2tnV0kWXY+UiMWw4qkZNSOraQ2TCEfZO4PK5DidNRELojBCWRM3jZHwJL9nW6L9quCmu6Tzs2oAihJz33zeaM7ODg0NTMrehJLJ6oAmMm7t9/7/vdcuP9ea3Qadur86dPnz3b0dM6vzDvqpI2m0tPSLgQhyw3nJwEfi+dfQm+V2UNDNEw7VVEbmbaVBDiSgZTkAX156kM3Ipvuru11NXfN3FlgreMCIFpRW3fn6XvOxZzJozEOC81FjNrr7xZAqrE/s3f51Tct8ujx2Mgx2yEhGfgYWfYFDi2vvfaKcI9jYyO8P+Fnl9AGdjfFtpQGIT8EUAYuy2C1YZ7LU1PRCKK+WjiILc82DE7J9iSU5VKfyIyt+CkpzU+FVBWgluah6o7eBiYl6XtlH9ylUFoRRvOEUlnlCDOHVVPhsWhwSErfa7GqU2Bp+cGT2owiHaZXFZ71WiBcBH4VF7Wo0nxZ8D6wfRSOTMSQNzlrx5O9JI0tH+a5wrXhKB2Bq9Z1ALJDEenooWJKIUFXgSj9LDLIBnVxaHBgZFTE8/6x4RGbjju7mtbWNx585Mw097WFbeaXwpiyB8FXVh9eeumlbAorcpDSjkp2kzmyUIT78vP/UChIexUF+BiBq1TbSaYuQ/SHygXKrzmP+qWzPIzixFPfeZGic8kBr/09VuobN6/fhECqqXnmF+dOnD7WPxzbG1/4qlPYVuB0ASZRlEMsJCuKZcT7iC7QPzho08LWqrCI9MhNgceD62u26GBHoM6nWSgeBqpwE5xC3YRYsDZOsS1zwsnue1sPnTzbGBmyaDBsCx+ToWVb2ZxLRc5lsuBLzyRhOYOjzsLykhXqhx59eOjsWOtQlz1kVE+bf7jCleCOeODuwuqCk0sEEGQKzdKwPdlOiypJ1WQBu/krIwCmiqDGqkI3gDJsRT7wtsINfGKiXdttVcx+84vPv+jgVmxxdXO1e6Bv4uKYLQumSYirfIZ0BnO+xqSBOzfuXL9yix2BdpaJ0QCbXAG8aY9uSSvi/Y4eL148o78a2GtPhp1/sWWkTg3wXLGmY9/6KbmprUKW1BKcVhApXABTqCn5y7qAxhxRO8i7B+4C/NCkGz+VXx8qNlWW5F5SCE4KH3MjOeggP9tweBRYJYkKVTUycyDMjHpJRxIW8KLRg6dRGWvKzRH1ug03LcKOhmmn9UpaksGDs/rur8oOpeNYw5EcEYSu0ChNfKsQ5euKXtSrYlVX63Zfk7f1W1f3FElDw0tdAzwxEBaerElLPjYbGRRLP29eudrW6wCbjJCTUSZvrzzx5D0gcPXK7L33Xrx8+bZCNKbWW4GqZ2j5qD1vv3H/h6Xaowph7ZFNIyX3JelawZJD4q/lHL59i1l4wnqk83otDzNwhI0SHyOI4mnPWNf8zYWZu1Oc87gMs5EQOHkW8IQx6s4kQnsJ4NfWxo2+C+mbFcqeczAVaoNrPRdXSG/BGeUQNkx3YvxagClcmiEfjiXJrwMagbMlhuJmThV3IDPyRSTwwLLl0JilgZ3F5fnekVbrczxbzkycuPKl57/2ha+ePXmK0xSVAQrOLi+PTBx//dqVMxfPPfGed5w4e8L0OTN7m45uI+PiwrxaaJwVHFx0UQtyqLN7iQnUGt5UNMzAlAoVd1pXGzih24EU5XPwIXBKFeNdoyE3xY2qp3fg6iuL3R39zXusSmv47fl7zu5t7rV2OJEC8912Mo1p2BwzdnIUXr/y6osgwy9IY6i9jKy0Dcrv8ZOnlMl/6f0f/MDtO5N8r82oVqTIC9wQ0RxXcXsW0YMjemPRKseloUHtxNPzd4ByRXg5lLo13hwJ6Q1fDqhIFzIPxPurpKPhgAbegFh5XxEvTyqdGD83QFQzeA6f3XuomICmICWkiorPdxqChAcdzCtygrDkRt4i6OSj6lNQ7hIaQ4JoiBRzREISUIMDDqWWtAR3qZp2dTBLm8Ok3t7mdK7oFVoilUL069vmTy1RWKn3QDXwJJ0yJ6Ao5r39hm1eFBMbQ4yUxVr7TR00ce78mYcefuADH3i/jp07c+zya6/QEx0dYnoUC+/25E2rIu9931Pf+MY3yIIvvXS5v99QxfasmfQkc7GSTasWR4BCqjCp9/8H12K7LpMZUSmQjKTtWu6/49v0pDKe8qJ07YAdeC4IiBhX9odbdCF52kkY6LL04e4r62sAg71de+PNW29e5Qe3ubQK82ZnFscmTnUNDLCKUDIa7R3O/QZf5sONlTW+hCMDgxOjYzpGWVXBmbPHrYtfu/6Gey5oFODBwf7ZhVkahxZjjiEvPnXZorRv2UyEwWuvvNm60dq50ynE+NbqPn8iQarn1q3etq5sbx0/Of7Qg/cNd3e//o3niRfXnnv1tecu7axucdeFLy2CTDvlYaj/9dvXz95//r5H77szff3YuIAJTeuLc8I5Clu6MDO3vb5pF5Yd2vAsdnXbTuOgbDUr7DniZBxe9zoQ/56dFGDEkdlhrCxjpBgj3WMsM5BF8QozBUwb3Qdal7fXYG4a9srU8f6zTat2tOyfOX188HTndsv23Np862DTxPkTx89OnL14tm+g/cEnzo6M9r746nPbe5ssLnwJLQSvbm61d/dZt7VjW/xTZ0Hc99DDZkHqEhYg6rTpXhCTdvAXnWGFCM9bSshUvj5xndSdvq5O+yO5kemgqR2/y59BwlrZbaynxo+qnHJhWBBjHIPYDYKZGZJEX6dBiU0Q0z+WZF5G974N4RXLblSHtWXGkrLTIysXtI9FJ1FwlrRzR66SKNjxR6xmgoQGsNDL5Q7PL/6hrMXkkZwRTipE5oAfNbX8BFWCJv9lTMsoLddILUo10/jzLuKBX8zLDvLZtakEE4iHsqEEBDRvKOupx9iizmW7eXlS4l/vmb98yOSYtXD9o9iWpaKwGLtI4kpYt/rvoRNGdXqfji2vrauaywFQFFPs4s0bV2anJwcH+oZE8Vpe5Xe7eGfdSSOWLBeW98+cH2Rr/9wXvy6CrtBDPDPn7q5D0v7uofbYt5u6WjupUsuLvLMyLaeDul54U20JHuqhJwWiByQdEQzt2FwvBEYiFovFlwM4UFManwm93JQ9r7gx8a7MuQqP1AZpqxAQoAuYJSAB/rqxuYGY+/oH1ESXXFiYt8DW2dYJdlR9rETc/c2B1e7e7qVwaIDbIBq8/NIr9vxakXYMOYekyPn2FvI9yLkJmXfIbXh8NquSwNkA7c4ToEugh40127nLOEWFq7MDRoZLQ4tsH2oSGXVbgHYeCAz+PBeJGLZVz68stXY1llYWeDTO3JlfvLPU3t+8tbr30gvPQ3yOA4ONYcU5j0nHtlbFGhZhrfvCPeem7t4c7OswrhvLqwTwrtYewMLozTmWLgP9SCQRJqO5VPYZ9hoxt4wKs1Z+1qFA/nfu3CG9M09QwXWH5soQs7yRHcLtx2xk7eKq/Mqllz/8fR9qdFlnXSOnO1t5cdkZCo2x4VGxCZjdVjaWbc4G8NYOE3jT9OzUsc4TyhSzoIrZRFgWcAgJerzhB4aGFqe4Si0DGlnLqZZEmGOjx+pEV1xNQjremjATxoEPeHxRirYllEw2YsTRCNHqi6902SjsOVAu9tzErgoUghkHOFf6DgMDi6LkB0/IgeU5J4sGV2hfse6qsWKqq3ulyOMmIAVeKhXb8DZHNlNfCjxKMiZzya8Njrssn+Q9VOHvroA0KsJI5BGamQJTZvnEDQ4msyH0J0N5QoKIDwjbM1TECpnXLWLms6LtywYaFTjua2PqTRUMSsY8VrxLSq+kEzkrTIDHBp1EIXqDR9xzTzRWIsP07CIeTUDscZxHe/uWjX37jXe+60nB0XQEoOkzCHJgoJcv1c7WmibCdn76dotMjPUtrIgf8wek2sLvfnGwXhBPgGIpKVwiZgfSmsthN0rXvvvrb3vSnACAqLmdwW9TyL2V1QVKK2MIAx1zXYLmFaOQtUPGMIMC5Tc3VmB2bw92xFGINUVA7vWOTnpsZ3+fbQ2cunIcquPWBHfQoNiTOrJxEN7QBrTarES7MFeZZTjn2MvMhO6hJwCKmGEMPm1U4w7leMWd6MNdTglrEyhpSHyNyclbN29OE0hhDzsid90r19+w3fLNNy+Pjg4HhwxUU9zpKHgXLl40byIIo4k1msmxObpMvKtyuEOrnT9aVdTRMEhIVsytbxkCIBsCkyq6ACERkYQsTgNMs34p6pnpGcfcX9vnTyQuQftw4/rtO/vNoks7u9Xh6ltnzp0YHG3YVdQ31Lm1u9zcbkeGZU/bkxMwR0/FF6GC6anyreWFgopCrmm6ybN64sRJqAm4Zr+BgT5fyamxtT0+LFQUeihydTaRWQxm+uUb48qCRVCvLJh0CziVL9R+AY4byC0pWar3rkp29RYTCYYVIlQXIHiudq9clSxn/dZPzcALpAq0+tPnR6k+l1NRhdST/+hhzV/bJo8M8J6wUJtRZ37PlSanh26Uc/TTk1qyJ6BRn6cMXhU7m8sri1BCg2uNSqjJV/Um1ZVu+vAoKVB+P4/qVT0rD3VAr4F6ZGRIv0FOBrJ1xKGNxsBI44EHHrCUWJia57YhphLlGw7eR1LCq5fhq6Dw+b9j+o78tam+daOKo6bql+QnZDHp/oF/rQuzO7QAW/JtnUV9zNKMMo4mVZxYHj4mczE+ba1uz0zN9g8N9o70CMtFZlhdWzp/9vTdu9N9DvFpbuq2FcncGQsgZb9sL2nO3me1QhcmFmjES1fTSWXKtN/VdEekiQ5bfFiNDbmRf2K2CuyJ8LHV1mihzaIECaBXeQ9za3S4dVsTThENztbJ1sZTTz/Bx/HksQsvv3zp3gfv52yr26bNOpa+xQ5OnDzFKZZYzE0Wi2eFKMtb2YbYEUErO3aLwF+Rrsw5eEIk8DI1lGkzso0TEswwjV3nu80tztFkQ10dbJbLojV0DbMbnRISmgswRHrjzVeXV+esRkILnw6P9Z+954SQJ2tbS6sbi7uNzd7+XkYBXpFZ3SmU4zwetgA7tSLC4VUIXRhY1sH0Woh0MeWHxTjDGrRc1agRDmXRp60F5EkRaBOQlUY4KKSb86ZlrlcwceNabwDnCGkOnqD0w3k4cC/JKyUYR81x9YmSdbDs3OvU8IrZXmmMLwL/ktwgHt96qBDXmrNW6pGf6LdUklfuajNqhjw5DDHgeabnwjhc1VALfHv7PZFq83zLDqSzJfMuFliIIQxLHq0jPiLg6DtJB1K3zN4GRHHdI6VA6pRZn+eGhFASpOVUo8xiXYqjhxq9wWTjbLPPqVykXcrx3oc+8g7K8rVrC13lICIgYirChcuhSZ1hagxMAt7u7ZlaVI2MNKjW6CqVFuZJfV6eHTSjNqY+qdk0WpPBKT/LC/9qXhYP//CknNbzDzsWfnlpcXd5R1iVnK4HAzPSjjwqHkRwDcgsy68urU7dmuwbvDDQ00ktNdoTx0ZmZ6bm/v9s/XesbVl6GPidm08+556bw8uhUld1s7s6sNkUU5MShxBIaeSRNJIsjwayYQMyZmxrDBuGYcD/DAR7xrY8A2OAcQBmJEuUZYmiRFLSkE2ym93sblZ35fTyzfnkcKN/39rvlfSHd906b5991l7xy9+3vnW0V5bIjZqKjlA/zQ1ZKFLgxcRdXtCDZOYtzEwPObnPr/q4DlZsTz1Nx/jDu5Q8TMO+LQLJWYig5KRrO5/hm+yPJtmkQ2VlcqNPCojsNmDa+Xil7hiEq3sv355brO7u7zjJ3Va5k5NDzTnnIBTKyTgIkKAhmv/l115964d/DA8LU/VYd9MVqU2INQLj9SKEcbTADJoUByIki3VY3lDXWIHY2eXKloXgwi1KuhsLK8PEebvbp6sJNV1ZX1lcnKdFV6ozONjSWuOks29fwJRNB6ofO1+5ttB/2CYfFSqTNgfZjgB8It5R3pexoHcIIu3j7kv3WStCsEEQ4EiK6ZSsPT89fePmTYdcO88STWSsTUQnkkoYg/W2/glnw8MEc6ZykRUqjD9po4tphgXuXWy9RC4DhqsYgOfw3dvoQEjTJihZT9UTWagNNfImsPx5MMGvAJSRF8gfsJsOdUJwkHYTqM5EeeIeIOFGZs2sKqky/XSTwWTMSew4CBQyt74GN3mxBwEdcC82WeEwHwShyJBBDbodfC9bD8+jh6kJnQ/0TO4PZli0MmtLt9WmCQUNn6RAeGT8AyXp3SAQL+oJemH5dCd+SigUv/ofeyQ2m5s4HCAOBA7RNYEMG3mwK2YSZpDTAWymnpjMUjX3jW984//7//kn0EpTWJtLZQrrDNRjbsBxyoAkCV9ZpFUQg9RVLboxFYYcn4ml62f0Blr4mnRbT9IbMdbUzfg1kN8ALF3EcAQc6U/MZZCK+IvS2RW0MDe5srZQatskJ+IGH6HSh/UlPzl5Kh7kbAAFI8uRLYzSiZ+eUhPmjmdXri3tHR3bcUSfE2jx7sY7JUjn4IBgS+zoliPSqaMJaiNtD86AIzXBqnQcJ0g6CLy2y5DdAUp1e3as8rEFQ7EjAAUpXuF+/BQMOUpCabseP/30WaU4vbS01D7eABlQZWF5yQ7FxZtLRycHC8vzj58+Etf1gx+896Wvfn5xaRUc6bXAp7bgpF733t2bxUp1f+8ojAQ8X+zutGVrmcRpfBVYxzTGzMYqZBPq3xe38UDKBlBslIy/veEpez7VQeCjjQwL85X5+bl8aXrvcINYM7B1sN2GurYlNQpVJj4DYQWYKUzFwdaijkvF0eOddq8t4InpIJTaJL/w+yN/cdaLC1ozjznjzr2ehKZwXrd/cW2NvqNnSQApG4IeA3ROGZEYImRNpDE6cd22DwiVRIdIjwHnY2yGn2gHhPEudEUjzEYm8EtPZRoS1gR0RTeS7xoIEa9UpbxVS/UH/mRXUIjEbxOghxDhuRazvvnUJQ99pgLPSYN++6qY5ySj+ExqkY55PaMOdL2wWCZWGR2KK2pLBcLB5CbrzGf1R4lULYhNyxr1aiU9j/e9YrwZvfByqsFHLHzUHMXVH8/TbYZmiVbF2+lKI9Ku+g3AIzei8jl1llYWQ2Tt9lvtUa+f+8mfvmdi33//GeNb6kzER+oqLiXcA+mjIAAke8dRbXt8SUkGrMKs6c969dkTN1nHfLriq/lI5DQYWVqx+CGNw7/Ih8pMYNAOv6d6zbWbBMzxaQEs2OSjZ4+q1dL6zWVbYjvtgROBu2308rSYt9f4AutWqzkNojU+1Rt1D/cO5OSLrEeRZeDcpoDZas1+zMLYNFuzbtl+ExuS0FTMlTosXqDXHyuO2cPniBm+ibB0S8KpL0RNe9slItXL6Ui2K74H/OSXZ5fXls8u5VaMLf7kzsNDETK5lcXibAMm9I73W8YGMVbWVgbnPbo6M8fcfP3Z1rO5uemnjx5WytXJ8gxW6+RY5tOZs1MEeFlqFt6Lra6jojg9YraSGx9lzU+V8IEEAdEt9p5YaxuikHDfFcXxGNetcfTa2ktdO8HUQlYvVMaXVhYai3VUpd07qlAQJmNDoeht+d6hNW+oaMhgrpOOnD5nyxRewdi7st7Y2z/mDSLy2KkCoqCZreLkpp2tMEyyhkq1GattGfCFcZu9IofC6voKHcrmecdD2/Q2dPhaLjRPBCVsMLSv8DaKv/a290NGSDK+UQd8T/P7hjEiriQLBNKGmYaVQ8/rNYQ8WkuahTIs9D4TDodID2QzHAsRMuGkkqrVip6qKrvPyn9GdDyHe9TzEDtSeGsUSNVmWIoKRz0hfwTeppqj2owuvKgfcYHnMSVEDz8p6S2mO39WCRFA3xSOiMcgRIgd5h0AluQ42k3SDp5LLkEOonC6tPi8/wlnwjbxgqYYZXRJfdF25Ev24ddoMuxp0WE6S9SQu1xcmmezjp37vSOL++abX/zWt77Fdslm7BVv2OnqiD1rrTYcSXhCuWKbiUilkyATtuUlSURhFbr0Lrv57En29bPPeO4vQuOipPJEHbjoCn2YZBOTFixMblZYE72OMSaxIvv0Frmg1igQEg+O9qA63tCYZ8Y4z3agj8lqGnHz4UdD8qYLU3KIELOPj04khN7c3i6UygwEKyvXdj989+OjjULsIBKmLbGPBNj6wQ3HuDhJ17icvihU87VqVZ8Ahe1LKQQG55bw+yxJEUQSZysylzv0PY/j7e23UBuJvBgTDg5P7t3DEVkNO46XAIWoxs7eYf7xg8Ub84wFnCP7B7u41urq6uMnG++89aOf/NrPhIxzOSXR+eRkza/LS8tHu0dP394fTI9IOhg1MBL5z26PSMOi4LwWnDEhiEAwLdycySMm9cUVc23usaYLUHVZqk5eu7UmV3tv0IGTvDj4AfJPaWSrM5B2q3vSbJcrNSgUDoI4iDX2Jp+ed3RVEgeRFkDIYRvgQHxWdakmNfvDhw8btVluFLMnnBMuE9bQHbLU6fgFmsoZ2ul1YTmJBmbN1WYr/Lv87bb6vtiSrMsGKO4r67t7F+Q8D1NtjkwLe5N7L1DdFdg4EZspk70g+IuBqC2gn/igZRQid4mbUQ8ZgGAjosCWbDr85BNCeJK166s6NeEnz9WQ0QKe0Ggr9S3jqGmqMbfored+zZ5ozesZF9UTl1+zVlQYS5BKesulpK+BkWehBGX1e6K8lXRDqUEuydQKeOhehV70m8/P2o2mCa3GPpWIQbweX4NwuYO9xFUiTxxdmTDPP6mVNCFjBD3aCYG43qjK74sO37h18+/+F/9gphCAlUhPEIyMRII6pE8gn2mnMug8R5LaU5X//z+yWf3sNz3xxBUwhD4yroR8FQuKxaAQbpT5rMq4BdSpvB8zISHogmIxNXx+RII8pe2s22/3T7sc58uri7VGZXbeJpoxmGb5MC3EMBKzTBY2n+20jrvCevF4I5wjJ9ysU0gA1vGBXevdg62DWrmx8en20UGb70+i+IPdgw/e+2RrY5cAHMJtsRCxFtFvNssZYTMcwawI09QIUfkpjxjLCllUnj7mtNmanOwF4gR4I7FWqiVgUKpOmztp/CGJK6S+09O9nS2dhjcfvv9BqVA8PDiQX0D0jl+Pmyf2KcytVp2wiNg5E6F/MpLc7enjZyHAt7oROJ05ONIpQ2BFtYBMfzBbvFmW+9ih4GnAYqhUd+7cYg5oyyffa04V+Yn9EFH3xBnrgAYKnGDeZEHJF6rtTj9Pwa/U6cCimTrdvhwEkhfhL1DItbiw4MTX48PjSqnSOoJyF2w0tDNNgxj90Sq9yR6HO/duSwZlYIyvs7P1mfy0kHBd1TUwQewE6+EncMRiuw29sxtE/OS46R7Ykelo7+w4fNNsxpGaLF24E18GWqY/irlgEakKrMMZ72pFPk/1w1LQrBJkHxiwDPhzA7l0k1KI6hHKgm3bnSq9TC5GoXKfKKOaMyANWE4ytk9T7bkmssnXdMxzCoxMIRLRRWBPXvIujOI5Crd3FtcUljy6Fa9B5LzXW2YNDan2xdcwcygAGLwOzRGB7D7GmdpVp8u7ZkA/jdFXQn4qH4qAaaH8Br4m2uetrCd6TpST13R41jcZjAn9QeeXfumb3//+95gW7F90BhAqJLuH7fJZr7xrvbyuuayH2oqKESP0IrQjCQExqUgsolGiZditobj30JvRab/LVx052o1CJfomL6FuG7KHMIv8DjHDEhf5fjmyp+jyXkF5A2FRPIpkIODMXH0uRF9MNdSMydgzK/Zn6CSu4dA5HGoq1y5s+O+2pCUZKAAZavni082Nhw8fv1LkQZm3DEKMFxcXjx42daWQF05Em6Yd2DBTh0O2MCfJOqhoSDHCCJOayh5m2BGqHtPscbLajQm/KLFBCDRud47geKvZ5Ktt1Kux5y10H8gWe5kJ2wE1Fzl7bioTYC7E4pDDIRatIj9+vHf0g+9+/2d/7heebj6VI8iCopAW+P79e98/+BNGsN7J2UxpfGdzWzceffrIyyluz25N0pBkFyw/0VVOAgX0MbtCQzTT/KVyVxTDnEaXMaN5EwpnJ3K2XmDUtLMQVoNYj3GYUL5MEdoRxrkxSgvECOpswcBQeL85X5CnqYjOVBuGf7S7T0u+cftWMuWel8tVcAN3JRWGAGbA3vitp5ugajRtPzfbbL533gOsEMlCuNFEbB+Ufy0dS6f/jo73K7hJtptgU3G+duL/oNBPYTDjwwlYu1Bz6tvZRXgqwkwQg0kY6KsbZbwCDbWVQbN2lfFQgc8e6oZfs3epW2RM99nDzG4X5POFrJ4CihUPuUwZn9Y4q9xNVkkse8JbCKIbLiU9UVw9jIyu9LbHaghSgloR5eOHdIhrNJDQT/3GpZhlzR5GmcTvfY0JSbK0AvHc2/6nHbz47vXs8pj3B2eiiVy7vlYo5x88evDSq/fW1pe+9fvfVlzvmMucdCFCxiYbRlgoZorMHjmL/YvtMDofpCGouctbn82hznS7kQlGr7MhZ/03r8g0rVPAj00mcwsN8gWJz/HnqLwKieQ+1GMspsiaMvowY3FUWWnaOu2Bwjidj/8mS+WKJfSO2mONOcTxNaW6Z3YZI+3VfIlyKx4GSp+NDQUL9doXzzafzq0sVGcbIfROTL/+xhsfvvUJkl0pFhjJ4Y5KhCFF9GX4xdIYIrgmBhLjDH0wfYkfYXAsJ6HGUBcXlxbn5sUs9todIC40zvCl2XD2ga/SJiiI8RsMs7dNzdhMhF6Vg8ixA2hayP/V1Hhb0slmb+vps8X5BXlAHFXW6eN1w2s31h9/+sDhsaU6Pl+WnYX605cjJE77ueAsFttCJ8f/ARWbhOZETLGIWqdwH6HlwfwICrmF2RKJpt0+GpsJkkak8KsBhpIeYOwWVrOcj3U7o5Vl9IchBd17ns4Yb7Y2iViHsdpPBnvuOMrTdhDnq8uT/eN7d+6bHTgq065MczojqMFyil4SCb75ZAP3mo0kqCEYsx1q0joiMUp6YmUVzh5GbxK/hVMIyMx0iX6XFBCjRRwi7gC7GXO6VGLFBmClAr0jS834ydGxCi0QAUHnUuHQCKyBLfqMsVqE6pCZPaKQL5oK2r9nzEAcDm78pIBwxID0RFYyGA2XcuKQ6kQdAgiTmQCeuIGrnngdTKMwiYoF0wsfS8LnBFCxJDqscEYfQFT8auZi3awEF3LQqYhWBE0cLN7PhHaCXlyxWtGtf4vbexK1xCBe0IKEn4A1KwmMI1gT9uYuhJwhst5Om6cdRTG6e+/mJw8+OT45kvJWjLsEKJOotJTRIUGzOCbvLE/Z0M4xBvIQc8hZPQcuGznGdyXOKkV96bYceeFmfn4ZkcukITEk82I59qrpqH0QuqxyR+dhj8qQaE1tZL8ntJOBw6hEviCDx38TRUwvJ9bGPQbL818Fkf2LTqqfSGzTrMFGpmD2fwooApOvFqdL/AjcDGMbT7ZFUrF/SJg1tzjHRuIMP+Lp+vXG7tOwhIW+Mj7R67arNF4pPEIeC34CFkLnej6NIacZGczAEkFd9j8yFemlzy+O9w+ah0e376zZdiQo0oEeGBzJjC3SVKpMu+GvhH/O8+gNBeSCuQjIVJX1ObsIp+LY1Hf/8Lu/+u/+qoOGmscn41Mh8Ns7e+vO9R9+/90yJ+eoW6s6QG0gOjwW3vxHUhBZ2VEEpIsOGqIIcQPcqTOoASMEUqttp4Olw0uSsM3wcunweDqG0x+iIowwLHCsNdOjIXocW+vlKcFB/SDyiqNT1lG4lI+k6PwIEY5OIBNN3B62nDpz687tdq97sL0/t7pAhLOi2C06byrZKkhz5VqZvNM77gRgxSb/2KEEOnxVLTHFifJAluGPyJCE+Yir8VN2yaQc8JEi893oqgnwSXZI9oJ4V51eidN/+A6SCEN6yLSD9GIYAkyOkhl3Vd6lfhwiqzMDXtW6/GT+3fiMyU6XAv5Vj85DBgakrIwCoMKvJGFPFHApq101+DXjqxDV61nlWYVhfkxUT20iGDWqEgUM3X2I37CFyzk6EH3AMbMXsyaU4f1yD46iZuUwq/hLl6oARWLaUXN0MEzLJBZNxEEjM6GzEIfXb6zWZqt/+AffZSSqVqY++mB3riHTZU2sof0pmtZuVnWidM+RGVenV0bNMC1NkfqzjmV6SrwCa2JyohRopb+bcKJVY2FubWX10ZOHovgtorfMm+nyayKjUxV2fgFCFfgeulKMLplyZMexXsz/jHf5FG8XKmtoIQAgkOFqaXGe4sFSOLjoiRsGNpNlUX/Tt6dWDwhD26N3PvhwsjAuRbTtf5328c071/Z3jmEXViiGTjTC/OK8tPxSZ8R4VBsiXmIH4XP05IU0RFhBeEw+S20ud3J8TM4LsUQiRuSDJnEpSreLA8eKRm5iKKcC54IJCz91tAQdUwSdhYi8V2DR6U79M9Sh1xOen/uDb/3hz3zzTx1vHjSWawT04+PDxdW5UnnsZJf8krucYuzD+YltYjz0EsvzOBJChNGQ9zB6EDQrqD9aFaIos3I4FoIFCWBHMuhZHI4BdVZOlhFhS8w5ADWtnWrPLyVJqNbKgF0L6DSdTwCqulgPzcyof8aiJw+sZC8hjMfGi3z/avDg00/tRyrNWb8hk6H01KEmnJ1JsgIW8IEng0eghIgIpKCflhIMRcNhDpihevTG8sFzQIbZ9wGYlfS6J9R4n7rtM2GvWkKVy5ihMokWRGFaG3Q1I4qxGoREkxLAzdUafrU0aESg3+UlqVVojX17HuqGz6xvfrL+XtdhtEmjvvpUQOsq9JUlxacnnnvL63oQ85eomCmLXx24J2wtHUNkWMpklehb4FdQELAVBgVPzHzASqJ6Kgki/pyjBqpkV4Bfep51yWs6EJkdQsrTk+foF/0ksLDF4jaJygSqmKIAbZFF+afbT6AMWRqjWlxZ3N3b4rYq5RuTEyV0zOxJeqAnSiKwVDFDoEVGkOJYpDw1tOmZWkSaxf40+0cC8Fy6YeZEuluokFfTenlukmKaMv+GPRujEVuMy4uyKkg1GmUwYyCHCYOxwWlvgqS8Y/uN5lSrACIOx+XZvnlzDnlyQEicEYLlYVbMLaiaaWj3msIGS/WSaWJYYhHRE3se1q+vNRZquZlH+/uj7Z0njmtnDBH2HnKhk1BbufI0efeS2Q/YoUJ7BozwZyuEaKfp510LO0L01f+BTlaMGdQqbm9sr9kpNXnltMVhl52iLfUWQ0cc20hajV2VZ9Oyo1XqhRIifxzHkXDBD85ZPth4Y+tM8u+f9mhfwdm3Pth4f/Hd+6/dPW4f1urFNh/meP7+y3e/v/VpuW7jE0BxxllQHGvulQDPyMUDf0LLwhQBh6AHmE5MsJaWA8L3zy8ZNTut+TBSQOnQJsAKuDdGKZSIB/YPTaYznyJgmVrIymiU2kCysjCfaYWJAw49OB8VxogIU7VqjZsDg+e2mWxM7hzuiWsu1atIR6bxYuGmAH4h7fNL852TltkFRiAMGMk1h+zqMBgNE+aYI+Sz3c0hUgJBAI1XKKwNCOlFw40Bir+MgGIrY7EwxmBPflKYgOEtTxPz91igRBzNAsfwjziuIkWFhm+M+mCbaboyqdVXM+b1qCEJGn70BLypQTOea1YN3aM+INZJl7eyjqVfRQ8mG0A6hgwZIogokBULBS6REv1HeXxG/xK2ey4mDKkljkU8VzpCAjHXlksZBbziJrWlyrjitxQClxql/ngSD19MlH+fG+2jZHqe/aQe82kJWvtN3a836j/+8Vv7B6O1xVORtuVyzBXkB64CfOG/7SpeQQui1dQVIzJpE5ORDMIUxUQkdM0acoRK1r3oQbp8hWKE9ap8ornJw73me+99YLeqd12EHkscGsEL6WB7e5sVn9PZhGQTpX6VNGYby0vT+oa7BoFJFYRWwQYFDgT+7e3sggtSg3qFnjkvLRjZef/JxqfzjYVXXr177a5gu/Nev3l22pP/Pl+UYai82+8yu5FBWAZtSZx2HlTMFzxO/ybAM7kZBMZUJksBch6QEk9tK3JqKTUgJ26ByeBCoKjDFiGnMN6kECom2G5ldUWpmULx0afPEJpYn9jogA+E0Y91dHrqtFauY6H9wujjDz+689JNoGyunebiBBsGns17m6P2qIizmJyrCbZWK6JL4S00VfY7WqJIEGgrZlCp7EJo2Zn0YXry9OSIQNSdropjpR5KVxhAA8kpwPFv4PkVQ6waODuFuOFtdDeoi7qDBjZC5QOSx6a4aorOU0s+zlH77GI4kP5scXVlfrYh+XmhXirPhdMRq/QKtQursJAUN47JvSdblXwY+cGiAzxijJLNIydXlMw4iBVqEAtTW6E3Up44DnQDXmlfnfDdiGMBErpmNzGWZAVkZXbRaXxldUJHEPoEiJFtpdvqWheN6k/WQz3JPGSeJyBPBD9hrK9SuXNzaDTaSqmZYiJczVAfPLRMqkp90IXnIowO+FVzYSQXjhH52pEDRDmjGmbD5AW2qCm9qwax2yFygmIPYwyuFClAvMjoSxRO2JjZDr2uz37KftW6Jz49VI9/Qjz0JH1qJSuQPVEVGZnJeO9ke2lJLjN1nLIu+xWa1WqFdgskUDCdGOJgrtDpTDuFFo0g0JoxJQ3QKRm6qXItKq9al7Hz3WTUxFSbIgU8xHzibFJkqFTsD+O83Gs3VhUoXxT1Lc1DdFIBS0Neo3tWucETAMNyD2MIFBZSLnIi5kxR5U2ufbDZYiNs1bs1gf1EDnq6lQMQ8dolKl5oD1oTlwMWNqEBthHLbVh0QOvZaXW+cnLUtSVzgFWI7XUyL7k3ttBSqEJFwHRjp4LJDBKuQkQxAEXhmNlA6aupYjhOpCyXZG0oLI950+IPegL11GBPsknCw+yFl0/A4ewMTwGzgEBQADvWeRgRWcPycyUHmzJbdWWwHjt767s//NpPfXlr5+nc0uzO8UatOnv/lbvf+u13r61M9I8HIppBJEoITxyIqL8uCRSyzV7Rw5hQgh3cMQw/n1Yr+d4hcfGqki+Ocs6jDmZPyUQvg3IJnr0UfDVylqRpmHBYOyt3qKLnuA4JX7YFp8gZNJdLsiP4ngcoMsXv7x7sb1Mfmj8xka8u1LeePSrX6itra0fdk8psjd+XDYi4Z2jYqMjLTz74EEMW4W4CyAJB4MF8pHW/KE0X7WUMteUqgpEUM1UhAKZDAVksQJXFxTOpnSaR8pW8dYFR2aUqzw0/ZiTYSGxGOpeuLgDGrI/XG7N9cRGDEYWT7IMeAWsVpjmLDyAeQJtQFHexY31xaclye2rRghiGDT+Oew7lMmRvk8j+AcvjdZ3zqVHl9BasEluMJWAlrvgMJI0bTYXpEidh5SGdBhdiv0pKCuCKDidrYvih0lYFT3g84zNZsi2HJvghzQ9mEJ1XTciroceCAPWh+ipPjQbe+D8FQ0eNTvQ8OjxhUZlbqP/wrR8cH7ZvrC6dDqdtPWQ2kom2KI9WLpAfWho4iz49oNs+L1yd12ZLhn3cOp2aNDqe2ui2z4xSG5cbfbYEXgeb5gNBxPEYx0SqIq/Li4utTstEto4dBdagDcnax4xtFEZkqfkOK5Ky9k67zi4Jg0CcyGImw8UWZhAt2x5vBk02ADBs8raFEOtarSzOLtWK1ThHJdLdhLHBOzboRpAX8BLWFzLWeXuQO2PeH42VG7Xz3E6vk2vMTvaOzw+2j9547Y1RO04ZJKugL6Gu0Qem+cnp2SGEaxl+mMgQ0fGE8wu5yQUUEWU+/ahbcpiS/RwXU3P5VYc59rrOuR+bLpZt8z856MgdNuuEgFmu+BOrN2WrIRX/PNyBCL+1xA0NyykW8io7VuXJjz9du7VuC3x9fsnmxOpcpb6Uq8xODzr9Sq10dYbZkivG0vlN9qanE+wFX3AEBDCHtMzkxDdLNLi4mgZsy0uT7KbjFzWJhoLu9tpI6enwvCwQMjfR2mqdTgy7zf788rL9HiCo2WnWF+o2cYKnaqF2NtXd2TsoLdXsVQrLrkTntcKD9x8e7Z3KEQ0gH3z0NL+1f+P+zXff+mBuYbmxPEfAczSrvUyDi4GQZ/GL+82jz735+R/+8feXGouCRJzFKNEAQXS+MQsrTeNJq1XRWE0a71DFraPlNi0EEyOKMHE0ynk2Tjy7OuP9JrYbVAZ8Pr3lAjdyo2ED7EkSq5A2apGiJt4UKGIbCFBKldu42RNncNw8XllZhaNBRiJ6OjIyhPh25YS48oPHD7jBOaH6w26cziDGBJ8XgZEv05UgO28Up4+sbOwKQNlxOF6EGLgfGoH76YYMIhq1s5tg538jUpJiHWHv4c0ISQC/5XaCPxJaJsYbdhpGpYl8mFGDtgVIY4T20XMMPXd+Mx4JwBS4XuB9s+GOuuQokIiESVSRWoMnorWEC+Jvch0jZ4gIM/za4jXh7dIfT56XLntT7Fn9wVml3Lg67ZRmUBinC2qHw37SJjlOI4yhQOGezPVGbYpw2NOvrg72ehyQjr8UngsvsMbIM4hVpNCGCOcrFiEzESmk8KmcSOdBf3dxqXa8OSrm24WJ0uF2k/EYgeh32mbmrHfVa/ZtmJP3EubrMncGX+ppJN9Bciin01KzcT90MvLDrGPCY89eqMnjVBsLyYcnjBdFYUrQvLUnDyMeiSCCkLBqTF7Ia44qTMhvNF3Ktfdznf55oTgORYSWBEONzYVkGosV+kgQ7dgTiFkF7Q/6FAeBmXYKnim103msJGsq8pi6wlpq3YZxZP10xUxUSsQQtB4koh/ra6tc+b1mh6E7vBbjfGNhQdRRcKFtg5nGbdC4FsH7aGaxJPwgWNrE+I0b83ubh5V6xFRitJOXkywQVuPSoXDBzUApHSYcFPh/cHsgEP9EHm9TxJXN7H9y1C5dFCU1L0/XEIqZqxlbFGw5uRxeFquFM86LiKccFhdm0Qu5pG3q5sKwT4D9xXn1zx5u1BoLhamSuBEWUK4d0WgoDusIleIYr+28X12o/vG3v/8X/tJ/rzvqAEkRCjRTFgqA6Ai58enJ2fkGSQMdjJ0SNmkN+q2J6YuhPB+nqysr9qSbZLxIeeMSmDSTm5GLjScWezE/tG9nInJPdrtN1XmipAv+QDN46C1XAAA4MrdCsF9cfJzKTxaTra4XMnZWWMySG6XSk/A+WH1PmJf2jw63drecKA2mVWglJNRLdg1yQQh5eFSmBHmXcVsHEGMw7XWvqIrso2+Ja0Y/vGC5sn76FnAWV8if6R/tAv1A/VTyhQRhCTEoKmG4HjSRGL/voQwH8LMbhz3bkqA9rDQhmMeBsYCYvEFXiNhEInYgw7lAIy+imMzAnSaktzNSCK4AWnmsxre2dhyRQFKRFpmGpx6HrIaxBWkY5JgQS1UzMFaooKwzq8uzqqJMkRoCH87ODNpXA0e+zYnhgxUdEZXQ7Tl8PFfOT9Yq9cNii2+r2zluIbLViuwwp0NskMguaOBKZCyIajX75AC0Mzyqg5zT9UZnR6ViBeGYtHnWbF7kpjHUiYtIZJxtZUHxvMBOhmXJIAMtWLip7GMoIFIZsZ7mBpJi5kH9GdMKtcL1O9dmHIn41Fmql/PzRBnRzxRusJOzISeC1LCA2PkfCkxMOvJM956aYFfzHJa1B+1pbkw5eUgvgZfmGUcJ9Qv22vDgqCIJkWZszMc+4ESxZIK6VBLKFbQNHBZ2SEsM67cmMjDyK2VsuHd2ffEegEhaiWS1L208OKzPznBbjo+Fuk5k9K7RaFIxi47evLjCKh5wE+oi+WqauURa172dvcqwat+2wIQgWnZidkbD9pARh5xrwqxZKU+HumL+iD1ek3NMf7qrY+bj1tINppjjPdEQ/anLwByCH14KVpgsFpYWm71WY3Hh6faz3ac7tcU68mllzVDApfTPdrNcRVBGr9Uze6YoyPkoi5+JQEkDJ3dlpBwsB3IiZ0lZpVjCAddwGHF1xsuqSM4XFuWrqbMifoXVyrtHC1yexDSgKYx+Vj5FHFkINbMugQrjUv5YWuqgBcxP8YYnCZlFW5cud3efPn68urRaq811Oz0R+KJeuJy0SO2D7aFu9VopXjHCorJ3A0ovLvxK06G6BpInAUcBN8pkHdO6m+cXBh+LGE8U8Ep26Y8n8Typpx7iUHhUKIDpB29xyLj9rFpl3AsPIBxEVc/tXCENQQZXbMkJ/aggBsxX+avt/iV2bW7sCBlwqIX9CI3GrNUQ8IaO7G621Dm3PH378zdlQFxbX4Hq7DhHuycSA5J99vb2NCQXvtz/umrU3kUCtAjgTSYklto6P2OlGFmiWlKOVxSDW5MYfX9gIMGWznLFghTEZ8wC9UYhkhJOTGbQ2yNRj1j6WycHLcYUO+QCOuwX1szQypzHrvhSvhAgw4SfZsRShmZFeZoS5H82GWcLTkReqviV4yEmvTNol2crzgWYnnj47FHnTGTF2HCyNFm+CjXVUBW2okRNFVNhkIOuZFHBaOPCbiwNIi90SFcIbaAYmQ4zHhD3UGAnfQm0CWOhZEd3cv2OoNpu0GnEyurGeSWkujPzxZyvWk2HIKiXdPlEUGGILWVEAEkc5+fLvbbj4W0KoiqTAYKeJG6A3AekmBgLjxEAHP+aRPSG8AsPpRhEbvttR4UeS2QUhx4gjqz3NKFLlrzyoHfaaw/ypdr84uLOyRFLhkHS9jE9HhuGz9n63LNHW08eN6/oj/ZnVmJfFAtYuV7G/sR3WfTzk7P3336nVKv+/m//3r/31/8SWtDr9yYj9Sxtz0SRmKiLs52TTtpTxGM3hZShWHxviCy0Yb0AsUZjfnzCZ8AKmHx6bmZcCW+DUAMp7kDLZL3c+CqLpF/X19ctnxrce1G1vpoLR2FiDSY5aAEylri0AvI7aUth1AEfc6/yEEPClTS2b2P23jZNRdwF9AYJIsd9RiX5YAmxvOhcxKYHvnmuacRLt1ETnyBeK6pVQCuGkDXnU/nsqxnwU1bAemU/eSuRpygTAEN6cCWmg9CDPQwQptsoEo+JFklvxyeC+QFGM0vfSXFQwTviijIZeFO5oKvJwXggJdM1Xp6EiCEIAqjE7bB5z4z/2p/75toal1xDVpUPPnjvO9/5o6OjpkHwxEWz4ZrJCfk3/7HtpTRhltRp1LptJk21eB8ljS7sPOc5mh3tBvOOOQZoiSjg9vKQJ9o1JeVHsVxYWl52Voh6imNhPwIMetttnzpxgicujAzAxcsmiXpktNDS4hphSFEqTlE8MWpaE+05smVNTDIpXkb0i3qhAJGvdRzx2+tz6yu3lnjERO+yPpKSClNjmL4AgciGDPPlBXes85QThOQVCWgUegWTJ5jbLm2CmoHhgorIR2Y28BJxiOgfQBSHDeZJKhjSzPTZ4FSWb1FbxoPToxdIgAhBBnXgZs7UyXQUhIA0H6KgYYxvPttayjmNbZbiIAro+trNd3bfM1lRSRzYxeehpSl8O1Y8tJgkDkbUSQAG0ErfGT+4EkjzU/KX0UVO+ybJFIYKxWJjiqYnig7M4zmVpLPKelioDGNLC7CeVrl68uXC+EHnZL8J9ouLU3JACp0iyRMdBHt2Oi2+0f2jXXOOa80Waxsbm0fbh0svrdOZw1NhOiamWHMYZx3fLDRf25RkxjPWInAjipEeXZDZDQ2zazotXyxnjCRgBUah+b5qAgRr2qe95DgSULMfxGoSCoAjf6FXPPSKauAk9PYcFchdNiLSDqCdhzVRGVZAVGduYR4umcGYFEZf4fixbSF0beKcs7w3n22gV06IFqBDEapehRWdaUBxcMjRAdA4t2PnRkIOD/VH65oA4r5aMvipvHaVcRmLe13NvkbTicxlb3nurfTrc8IRYwcUQC+JqHz14D57ObSGREqCnKQrpIhET4EWWpDugwqYPbPiF5xWQajI9skkZAX3DvqF4mSrxR0gLfpEv8c0aOfiF77+9a/v7u47K+Gttz/WqAWuzapHuPoVQwqAQftUsbFxSHFYW1s27c5rM7SMCJp/42IxsVH1+OiAqUS8mmlhX3fhppdOAkhJ5+BK0dnZV44ggDS5WrUuGbcweThLUyRjcas1xuv5/PBwux0TkUQ4M2Ag8CCmEkGQ75VPge4q1D1qjw7HL9JtirjlhqM4TLMUXET0+9m4fU2d2PJwfnbYOySz1JcrTGh9zjGoQgGP+BzWhVOfIY7hGPQGiXHUQ16G+6Gb8dGHABsqbMywoVu8IPkIDtnagklGxM6Pddhuauqdjyjrsli1kPHsweBQJf06PB47dRhJBJyE34FlCHCoFi7jR1J+XaxfFmZK7eOjxuxCyeGK+Sn7j0Mgsa6cVQ4zyE0hnnob2GUlifpJflE/iqBGc8FIO0NRnsgTstQc/I5umxsaF31urEoM4H+ZEvi0v39YmqufdnoHoz4JPHLHsfmMTRwcHglMqabYG4SMd0A0ikl4urs16OZs5zl43J+dK8iPsr+7jar9xj/+jf/B/+xvZqZKs0VVhYRWKCjLTPH0QvzPEEzwSiEEXE8Rik52SA55MwpksRSirE+txBwn4A5RIt14wrsB5eC5aXODafiJ29wkYH1AzVeQ6ldTamumry5fgQEAcs8hAmR1Q23J5xL6ZFbeJ5bA06kLR4cHyszPLxL+aAoMH0BcKjaQYGVTb4P5IzpWQE/UbPLV4AadYjlz77l21eMnl580nZX0NWs0ew68PddnD2MNE7hrRayFbmeFWQbUFoJuRCXAB7w8GtUf5TOTQ1b/Z694jliYHORMzdabWVS1qJXorAePHm7t7c/WRYWTvC5++k85S/GnAcOv//qvP358wEHMsZOhdzfeRkJz+4eBk6a51QLMOWYI0pl9q+pMs8GELy4uzW2KEDeVk+P2zueku69Uq9hnmgQrosOk5j4SAZVYZPIE0WJ5v7vnVEH3CN3obMChLlZyvlSPxIXTE4WYwkTzEElN4qVh7qMGJUY4LTA6rAb6GWstRw9SQbGKHxWGbuLYpsabJ2359DDmM+EFhKOxUb4y3VipNU+4HfvDi54QGxItewSmGVEvTP1x8oQU4ZMcaKgQ+SxFiGXkKRpwBZInCLN6qDF+1LM1WAzkeYUFA+kRmsFgSGfASpT2Vkg4sUDkcf0M1UO/o6uCxi5YWYr9Vo/F7s6tG9IWIFFra9cOdo+EVIYYGeGkepMMYG4iajqgJmDHD/ERdMyfCiPAiB0FHxwr4BUekir8Fikhr1gfYTXpqoBCDY6aJKL2oKNDYocuixjsBDMoy5G1vPRbDoGbqJXEbVdJ6o5FtgrObn/8YAO8s5NKDn/z5vXdk8N3f/z261/5oqhkEKs3RDcWZlHg9o+bVfIT2Wm6OM2DIMBDK5htrFtiasBO/+EzWhDSXMRFhJWU3gbNy+VQHFgjoJmHZjEzNyoPTlEHEA9V3HsLXVBY97H1dOgxc6y2iKMDNt9ga6eyD0+BPhPlLUirRbNJPWs3HQNdpgGpyq8MzCbPCVEoBk+BktErxuHpvDQ0RBUypXc1Fy0mM1Mm3KpWyewnvVWbCfHETXYfoJMsIgDJi/ElfY21sloJrtIcRvAN6YKMQRwUb80XzA4eluOkEXgaLyR9RHNeDTaVAE27hgC2ZNnEunk/zHC5VHjj9ddefune5vbWp4+fPHr82IbUl1997eHDp//5/+k/29s1ltzcXAGZi8B6Eauk2skcUzle3WkxoEQKv3zRDtTZ+cUFwb8nreHSUs1UCBNJUkDEUFvZ4dGwMVuFiGai0xN4EifQQFSLQ4HtdNCHwfJyheOp3zuaKgaEY4QCYSwWkmeuaNTYr90PSytLUKlmPBAGboOYAGbTShVkRXNquDwkw67BWobQUhj5ZircDfCSnRXDCVvVGCl0fH6hAVykw56rz9fyVfDUGp5A07VbK3szR72TFr8BIgJJzab8xNAcFUF2gzmFFOn/cCug8fARebMwAFiJUOEnxpj37Jtkhs2fk8xlCXd8wFkfxydu5C5An9kJW7owKbrH6DzSmQbjDFrCCKqHAR8X507C3DnY/+TDTxbq89dWVrnfF+aXnj7aEKqdAAgMA8SYIh3SX0ZiDgMYboqITGBUt1EtFAAfAzfObEDGUn+Z0TiJZGooRYzWRP78sh3ypCquLgVu20wVMXw5omCy50szVqs+frZB4F91BMxK/bB1sHX4rFAuOdAJBIwXxm68tC6Ore3w5XrhpH0glOUH3//ju6+9TGemPuknqu+ifS/NzfFWJLDU2aBakCM4GzknyHigCnxQwDr6tKBmTMJEeGVnm18tWYzI4evn5yiUasEKQuAGFKbBnnlXJSrXAff2+aDteYF1hTBSZpTCc5X3uoSUyCDu9c+0fWQkrEXJdhCYz0JcmEHIPNzb20VsI5KJ4xC+BfkOR51Ur6ZczX5xufFrBo1pvTI+H4bD7Kt+BjxnFpAk04F7IyWp+HQpCcrj/3ThHAq4AvA0auZsu4ktj0KAFAspw+UnlnSJYDK/m/Ke6F7WlgIGGa+niy5l2vieVFIt5z//hdePj5r/77/3337ycXtuYfLVV5a2tvdYw5X1kqqAFgJoZA4liJS9EZ5EBQhB7OnTp8fH3dnZwv5+y3xTGZTXefOgmM3E5BFYy0pTKESKJAsx0RHReD6/MKfY8X7P5EMX/TQD8Bp3E4MCus0hGU2IMsOcJO6VYoXkATzreNLEZUFG33HnjAuKJxLjOrEN6BIsBf5eDE4dD5Y7BzGmAKwnl19Ip4YEIiUYQMYWlhecWNfhLJ2RxkTcz+VRe7/SKNkCYO+vmB/xNePI0jTpeXx2rmpDhUzzYnWhF4SVmxf+M12CIZeB4XLGbCSkrwzUjHBudp4JUWANMA9jzNXljds36rM1VBG+8umyv5Hr6NsK654a3ISp4vKKG8dWhfn63Hs/focGfv/+S2Ra4BVJ1wxTWpQx+38CWqxJ2Apw3mm29wA106qf4VZnLki+NM5qS2g3CM8/qiXe0bkJ9j7itDrQ7HZmZMZODnABgsvLSzx8J4dHEMmabO/sXbt189ZLa3deXZP3aed4e5Trz8xOX+UvBmP9yepE76rdOTueqU8tXpurLORn6jKj4czD73/vjzi+KUFA0Oja3UiLont4iHMJTBoEg/4A0a+W3HqhcFKkzMsMmdLJ4MkBgi4RVaMz2wcsqxkyUVQYQqkeWk1nBLJvWQiLjWR4BS/KLAjKuzchGEAxot/Pu/2B9wWxN9vd3f3D7mD48MlTlMhxLFzRHB6zcwTeBb6xFI5UoVK517X1azovsyuecPXk6SMbRnztdlpJJEMvCoZmFFZfBww5e6JLLl8zEoBakWLcG4vVNBaDU96LJkFJQ1M4G6OHnsQ8hR8K20xUgKCHu8RWi/DIgEmzo3vYlXq8TvCUyjCDJQ1pxadLnWqWt5+z2yGrTv1k88L2WMhefun+qy+/XCwQ0waS4n7pzXWpfmipaJ06n1cbclYoPkgoN4RuUmKoD+bKVO/vObtw5uhoEHlPgvrEGsW6JV0JIQh2JSh3Ck2fefp0X4okUbl2tPLaOjfMxl3GabTeSDEM77KeQ25mWX+x1UV3cdDYZjI+ufVwn3NOkIkUZEnxvDwVl3Pa49br9G2T7U+JXSgVTJfhC/+o5qs0UZEGXmZepDzgvKTxmJMU0GpUkhdEXykabGqQZHy8LnfQ9OLh1t7Rbkd29IW5xf29w6vBeKFYXVmbFcnUdqraWOR+Cv0Qn43NM7FylBAEBZU3Yxg1USRbGx74y4lLmwJzM+fl2ZLDUWkrpWq+13bK3ZQjfyVt0LfQPPQy0Dpht7wK7FHw6TxASp4VSVaceHl4eLCx+ZQBMZJLAi8D0o7kD5i//YWJmvrBDt8AWKYOkaLnZ8oSj+jEYWjI+K8nmcLmgFXKFG+xHdR4Z54gHRLo6fiAaiOdIatHqKKkGo5cPAfxYqgUU0DHCt7Ez8dmLcmT7ZjkMLsjROBFoEwpN+2A2SePH0qCeuQMqNRhuc9RPPMcqD6So91STzh5MmTeUfBMYGcSQTapHH2HV+ADPjAKYuNB3ZKX0T1nb4b28NxDl2rNCTD6DCGxUJefLJZ59WuGXZ6QGrJPSod2YbvXyVBYljLmtVAsXfXx/3NGn9gAGaebBCewVF3RkNMF8vlRn1UyRsY2zqFCNlcJ3AualiiCzuiey1eCgIb89KJdwwrMB4HecmPsSjJoKJBdlEU/eZ71LWA3ADiUS7w8REACJUU4+AH/dAwwfolgKTeehY6RVeVG6y49yWpwb4rTszAy3bp9g1jOK7extbszc8A/kp/s9odE+r6+kaAADouJUdCi5PsSL0KSvHFjHWkzvbMNhlUrgvfjRghBEBHdTvVDOBAY+rUgPYyO0VZcIPe8593W+f7BdnW22NzrX+RO5xdmt9hWzoZWPAKDk0NtMCEFsX330+TTFof3TC5/stvcerRlx+XK+uLcwixlWySsCZi20zuPN1468POyL9YYkysLOGTlEpyIR+bHyObAWDByTGXAtK3/kzN4psvyKKotKQ27ZJ6pwvyKRIl56npr1K4vNTBjwTME/mE7nGfBybXDF5qPMG4Tb9pZpeExKE4wF+tnBrMLH3ZDiK3UypLxSKwsILfbFRbJVMOq7QyZmOhwhVgx0SIgQy1cELD78sphT9vPtn+Um/zq174kpCw2cTGHom4hs8UUm/kgcJwqZj7kJDsK2SRAjJDyzD3heTiZCDpaYKUMUJV08HJUEpiZO3Vq4+hymDA5BMwA19jFGJMFQtVr89godyrRDEvFOFdpwLOGkZvcKaEqKF/MtafWXydFXszNVDrd9sOHn7z0yr2xthlyTs407SDelNGoMXuysw9RIRhuiHV7R2hWJrdD6gyMQDykJfgT/3XcwwjSU9F05EpCJb2e4Z5fIZICLr/GMBNnVqH1hZtUXD+F3jRJ4yDEnhMSzaExer67s6+kF4Fg0IIx0YUVpzVJXUddPuztW6hIkS2vfPSn69AHCafwCUnfrFZCsMBbF+jXnl4F7UgMX8fcpDKxA8dXk+BTiwBDYZ+eeDcDGD2PWYpFjYfZT4i4J9YO9gMPnA2lD4jxBJqH7ozXhcFIeX1QCcAIIdPiJ8hKH0R+lVg3NQc0BGMM9XTs+PAA57135+6cKJHG3qMnG3xZewfHhdIi9XvQJ9+GUBD9d0QXuDt3UnPRYFhKhIlE+otgTWG2Ij3QY/wUAxEDc47ax+ZamQkUQlUlIG62jlfWV7XsSKHj5uH6jbXm4UP5O+TbJQA+efb4/uu3QV9UB5BD2I3MPaYUF5FwfOzW2jUYs3+49+TjjY1HGzfurKzdWKF3dwetobMS+KW4DqT+O73sng4hajYpJiLTe0O6wLaMPliwqdQC/4DbkZyAGuIqEz5sc85SfeHmSzdlHHr86dOJsVOCmqJ4knC7RmPqYiAan+4QoP988fwDs0PrP+UrE1tspUGDx8rEOK7Eq5YsExfO6HTGKYbVWolXn/wj6WhYH9gUqdVeEE5grcdykQEN2whfPx/yhViOH/5obP9oWyIUhI94B5SQkR7R1mltpt/GPUYLQkt4XmNdIJK5RAMRFN/CoJFAJXQS9udJwvmIzMIwx7kpeghAeCvkp3CwcZFFzzkjPfdAcgMhuDacs714g/AVtEDebrYSJdLeWDwN5RCdaS74dmZOx48Pd1F9SEsisJADsw++z6VaKu6z36ZUX0SDy47YjxFxEKiZA2WAUeDVRSRuw7Sd4EgFoA4ABQUYzS6GoVmYZKzDpyZgsp88hGNed7mxEEbBdxVvxQ6855Y5hYkVPjkgKBqWXSUEbxd2HVjKlzzh/O2iDLCnu3ve1X8ZXOEBHk/3ETR5dLAXGyoi0ilCy9AojeqPapXP+qP/MY0Jzw1eP3VJGQ8V9tzludZ9eit7+GIe9DqumLV0WRNLAz88U4ZbELZkZXzGOiTJKD79l1na05NUxuO4CBcqizqDYsRUuxjURYRRyuwTpk/pleQ6Ni6eHHeAAuIWe+JjXTjhgMplfjpH4wOW3iX2t05G+ZKZQWLAWsy87hmjdikaYmhI5txZvPKnYRefkebrbqXID2YWDreH69eJt7nesL20fEfH6/XKiQNRxthDIrRZb4WWHY2OTA8YnpTa5HI4gMA2ps7VCkjVww92Hv5o584XF+xxa9QXhdOZYmZBpJ+xJzRruCEYA4DrgBRYXGRYh026iRbqJZqLFDCOXk6fS9dLfbWFm1LdHDTlCJmpl26+fOfD9z+tEnplTY5MG+0QoU8vyqXcRRyHIq1SsEj4LvQThfaE5G92gvBGWEjMSzTHr1EuNIcnoodIWIWxS6JBs7nNRE/PEYMRknzstZaYxNIhBuiuZKGOgJyWuw2zQsYePXpUnc3bnhDuSQG+7N6B7LaDxgYZZEAzIfbJAZeCX6Az1SMEA7ZO0Bi5DlQckOVdecglx5fWGRWQ7tW+RBOiVQZTm4KsgS5J3MgAlHO+kmGb0KtwEYVGcxXpbkCynoqZMoukDrMQuVkSaGrrbHjhcCqU9b13f/Tm137yUooGBwTymDAQiBRMrBuehGqkF05nJDekC8qZA5CUiVZmI4kGEdAVE51C+kSTFSNSMDbPWnQ9h8DRgWSHV41+xnDSBejj+dlpn2tx0IeiwMAC6QY4nQn/YxGoKyYEbmdvD42gKYCiqXBsFwuDPpSNUxaZfDiAyYCO2RIKJeNCtzkoFU/ZR1mvebZjcmO3n/p1zKcxEHnMqZtsXGiB7qkH2nue9TOWPNSkMGqSXFTyonyQiWwUVkOBjBC4x5rCqpfF1eAdKHSiBXDcbcgPsV5eDbTXW3Va9wAudMRYRf3weieXc0z0xDhaVhFDWqstnV6IOD48bolQ3No7QO9H5yGr0otNGhkt9iqMzl+5e8tDgzUcM4bIqgeowXxLbEq1FesbBD2oHluMv2BDtKopEvF5mem6yg08ebTBr3RVc8jh1VmhNO3AAZtamPPCbOeo4JR1Bo1GCIJUnhIlZmyHdMDfHEZKo9nc3Rkfazub9OF7B+X58ZX1NWLnxLhTkSwBg+FUZ3QcqJFELJTZPOLOQqxRBAqeebJ1P006wTJ5H0vJADNpUwoj8OVx+6ReacxfW35teqZ70n/yaOPqtO2w4xCPIw/ceKgj/b76rbFVwJ7NQ1LlgvN4brYz2m+OqDqm7KJnU8cM852LdwwHVoKdAQ5F92KKQqoMLhCLGbtbGQpN91ylaq/F3tF2vlQfs5HsSigA14QFdV7TGPlEmhH+AETvTOwGGbjC55X3sxmQjExtwcMpbBaTDkKGubTnJJLIRZJkECI+FAtOZ346qy28tVpWPImX0Q0ZjZ5fYYWwqUF8A9AihEQomcqD9MW4AaW/pNael+x1iePYn77cfQ1qgWNzhVjpEgucyTxqt0JnPjsHTMx2Js2MpfkMLRr6mDSgB39UbYoYAmELC0LNjrTGPGjWKbjtxayAr6YLIGZfs+cq9G6GU55o0SvqURKiCoVUntDhCX0Ro1M/nLOznfuzaB6LWGaJ9UauVVshzAwFIZIkWHGCnoNYHS8wPJW7QaOxdC/MdRpFETA0KKF+regerHB54tcMVTwMBTFJB173GAxkk2A+1eahK95AagPCMDb78uR9Dg8uTmPiAsfNfML5TCRQLc+VvrjJaEFIigQT8nqU1xNh7CG6hhVpwok+i/i/lLO72zv7u3udZkthwiw7FLR0Hz0JK8AYahZ/peLTx08MyhhNnEPZdjZPpMs1h5QDohY7gudBIGjgQcSDHLOfAzewwlSklsZ82HrPLw9FUS2szG1tHoT4IQBnOCjXimy5bMnR/7TPHWHOpmWyUZvpNO2SfSpTD3POysK8IeweNeFSd+vy0+2NqYWdu/dfnl9c0mfOrcmS4w/Cxaoi4jGw1YZUQj4NnipH54LF2FwIUxM5FJF+Cz4IQSlXV86WmcPO8cr11Rs3Ebnxt773YK5C5iEB439stlIlnOXG+wYjQxuUAG04ZbKs5aboRUF6gxxoQRfMi0+2BhteHVmF3Ir6PjlsEYFQcH5+PDwOJ1Gv0VO8w+zkfF529XwQj/NRtV4LZZGN4yId9g6rJgqOJID/KuRSC61Ac5iyvAOsgCSV8wtCk2V0tlk6GNK2L0IHzLmywY7DVNRX5JFgL4jN1+LwbCGW/kwvgs1kAmT6Rlbn6iPCSDUdaRX5cRgoQeMUGUGUInmToYvfNuh42BKEkiNNXPiD89ONzWc3bt8m60DC4GcJKKHHwdYOLgmu4WerM7BLT5PuQZ7pIuBbFNPL1SqNqrdMA+oEhcBfAsGISwPNJhnK+fS6J5iBG4U1kdXmJ6JHhqt+MvlcwQqoiscKQBsvOFP+2bNnOlkcjPLD0wA+glnauANbn3P4yanZevUsZQ2y0QRW4f4sMEQOEpROAiE1ZJ306YmuakL9BuUyOlxEg9mv0R+nUMeEB6wq70H2md0o7wps/zcXlAo1AViqxHqizzGEWLKwBjAfqCp0VtJiEAglk3oWOBkKSwpRJ8+FPBIlx8cFHYT9enJqff26wA9gLknA6PSC542hj+PMcdNwWCuV2KxVEvTZ7vbiQFPJQQZ9yG+vJQFVk4KCUIqTVtP82t6mC57bMxDLHuSKBeG8XC+xs3NL7x0eEke6g97sXG1390Ac8FgpJ0Z2YhALnXXPKIIfWSriJOZ7cHRgsgAS38CV0EE5MYv5W4WVjx7szFQIxpPD7vmHf/herjJ15/79O6/c6pzvnl4NcUPVRMCfPYe8+aK3+a4vuQunZkjX2FZCDDPVPxuUnAxTLJ6ctCKpy3QR1O4fHmxtbP/Vv/jXVpeWn3z68Kxv1xO5nXzIjCHy1KBQdISFeIhEh5ldcjPTHtGLbChByC0V1n+FBwEafiy7X9lhxFo35ue5c8GvBSKtoUtooMkyXTEFkShKiLHgkOpRqz0YDdZurjX7B4nBWzIWg6KMLqOBfZ2tYWeApuApQX7xaHdXgd5AdLZWZ3IOg6J0Jae902FwEnPiZFhiPgMq70/g/aWzGKbH8hM8HRwiKCyi7HKaio0dBJhzh0gZXJgzVE+b0MuAJC53s4p1BLTpuClNAWA2jsqDSCeC0s8eP7h2bQ2NDqd02MJH6EhJ/JYTHCfta8ZJOI1KbHUuwKpaGOVT9JDpzVAAViuTgbXEBps72843NxDwwQb8GReKSUtBCtF5GmXB7uyRrDD1qapYKiokLGI19CSj1CwRyVkVmAjKte7OWCSnJA4QfOi55ULVarIO6QxhqlRwhNwI4KBTOuD8mPFB5DtgBwqi1mrpZKo8jIKoQMxUcoaRNxmMyEcsDjbqcU8IYDe6FHiazMcBTBn2ZpgfnNylP8L3ybJGBncD0V3qHJ8YnTkkF78OVDdwLQZUhyU1jCbgm5KqZIhF8YYjBnuQip1MSWTHnyFbbD5ailIEjKN/+SJ7P7iYX+j96J138DXslMajZABXCD5nW9uHXLqeEKP4FFut9vr68tbWLiBAL6yC5Uv6QgxHK4ihOQHkBBWQWZuqECeQQLgpcb40n42F+YmpB9HjYW5vo3v3m7eslK7qj5KRxBBI8EFg6698oab3rhgqcDPymBLb9y/tsxzaIC3z90xBjkGUI1+ZWb+/LO6FIBouKpoqmZdIx3uY7O2mhc3V+5m2w4HZ67ciRD3kSfMVB4QJOcbmytOFRx8//Pd+9S9ImPcf/0/+s/l6mM2pkOKpjw/D2P7Vr/7k9taeepYWZ58+e1CuTp2dd2gigKxaawjtnp4qtfsnt19f2TraSFbw4IGRHLxQ6jR7xwdNRwZNSkp0cVWZkivQRsJxyro9WoaJ9VtCih0iGBmFqkUeDVuZrCB9Pk33OYOCIMfCVbFSqp6wsFwOl9YWqF6tflM6S3jCJALyStMFgOeMw6MDhpuwLpYquUK1YFc45YLSD54QIKJzwh+mLws69cYbb1CVUZMHH3xsygJ6CA9skKH+BbUTpmWtA9wtukht4BlWCrlA+0z3EDUk2fGJhcbcndu311evURD6nS6IYKwnZIr2rxZLjmBw1KNkLpRoixINp2S7UMuKoCbc3WHNYZMMR2aIzXgFYDMDICIxxKQDM17ibunKFG/mCCI0MwpoZndcXFzm2Fc5dYNXgJFsZWWN+VA9s7NzmpMdG3zzF1xbv6UnXsHJd3dtT5qs1+gR8uVtanG+UW+1mtvbm41IYx+S3dFJ5/DgSKSDqBtv3b17FxWg3ajTpilUTDRE8KGQz3M7O3vk07m5Bc9DVOBeLRZq5ZoIEYjkImEZY2BpMp1g417zFfmg2dCbQpVI1mA/KBlyWWBElI8r+E/sm4RaWsSQSN1QEclXiWk0HKX87i1IZM1Il0GNhJzLjn92ddJqP93YFlqyvbvv/vGTp1RM2KjkwsKSMUpjyviGlENJDbk05H3o4/P27ds//vG7xmESWiddQVEcgaTh2tIMg8O12ytM0V/8yhdR4X/1u/+aLxvivf7a5/7k+z/4hT/1c6iWjUl7nX1OdeYJGyIAV5Z2EV2ItaXWImXANblPYgxhArk6t9KrC/VuYdBsC1Ue8JDzAdPgYr/9fHV+fhYYGWTw5gCdHBcqjmdGEi0JQ5inVB77F2IjZEiwQBq0JHVLpuNm87XXXvnN3/rNb/70z/xn/+e/9b/73/zdIPRjYlHPFhZL/d7Fe++9d/PaXUv+6MHjazdWWm2kEcbgCYEy5sVcm2JnN5RnypIHDYcMzhF8AhBjg0hYG2KJrCZ3/vQZo4FNb+OHRydpnZCrSFGOcoVIjoPMFM0BB09MRWzPjPzlIZobU6RaQaqColmgCRs1J6ArmiGEhN19hOhcTY+Jt3ScRK8zNJ0yxLDJS9xems7bRW57AsMGIonFaN0secSDCT6cLqG8sRhXZqQUZgkaTVjIpMoHN4pwFJIdEGTWN26Snf8ETcU+PigsT6zSYH90RgrzfrVctDCmot0Np1V4rML4HwZ5mifAknzIwpElqMxQS0orl75JyAH+9DH6E4IAQy6x8oI5FlCmKzJEJ4hPLvewOHDy90kH2VucAkwBYdmOvClKRqwOpwbrlMELjlBJcslFggZCE0D0pFqZHQy7CKIVAVe6RQfUDkdjbPE6HRIktCd/YU7Ed8SG5tEvpj5PfI1UnEHsJvjp7dVNIpzRjZFtglKIjitEGCX2GeNMioPBIhfSZuiVToadNpi6b2kCYlebmY/LQwXSXThjoQjKE4UjDC1cZzpKMGGy9GZUERJhLK4mCsVC8kgG1nHvC7V+9uzJg4ePNza2HM1DyqBvBoWemjo6OlCtBdUQu8nzqU5fPQHfr7zyigpDckykB0/9Uz//1eMjVojtw/3RTA2Dy+3v2SLZEVbGHsE95HiBz33uczanMNH80bf/aPQnPzgctEv1vHyhvHuB60kF17pI8AjpiaH6Lz7jCnHCxiEW/rJFsjH5vNMN+1/0I3fROxzpCfN0blbIFgoRYSJgkzKsmxYmMDX218S6gSTbJInXKoVIIhJELJzR74Yj8RHHreby6sqP331n6eeX//b/6m/8H/7T/zsb3eLiZPPYnoPczLS8BmPDgX1745RGICNcCmU2y9QZ7nviNW7TaY/Nr9ZtIXW6D1kSAULgK+VaG9MK+kNrZ9aWLkVaHPlseMKChBtmYCSNS6f7vVxrvDZbF7AttJmZVIA9UA50Pr0oTZaSWhW2EWyBYIiaChbiN0oLY7v22fT4jNi14PeT8s+HgspLr3MwLbys6IeAb+aQ2Is1JcGFJ9AgnDLJWkVmAgRBmACl34INTHifHJMAImoIAAktJ4QDSoWumHR8CADLWNVutsVQz9Ya4iCdNPPg44eEOEWFb47O0Mnny4cE6COZwqVmS20OcDWfarZA2kUXtKQ/gS+II59Hb0qUarVcSc+jcxDPNEKkwC7DGoOBYegy3YFWyelIpk1NBLt24y16UXrl2HA8jDEKLgoIQgdjh4KDhvBYip04pWhlMrInpICNcz57URLI46A/rFZq9qXZ9Aa77EsV964b2aDUkw3Ni9Eol0VQwJg8XyEqum7lVR5LYDoyl17QNPQxS66l4+AmogsgQuqpt6MCGOgt5aBQLEOMLGDApzpNbHbvq/oNCn33A1diDD42BRar9dlKVeacyuLSyiefPHi84aib0f7BoRRProePHul86KqhzQXGswR7NXWbylDzUOwgomTOLbYMXfjNm2+++f/8f/26MN/5RQF91S+vLRDQao36z/3MT4uDPtzfbzaP2SB05cP3DtS5+rKNfXk6hZz6gJCFTmvsIhAzRBojfM6X3JgAeGwqx8y7DUW5+dkaq/PRcV+w3oxcMlD99LLf7CaaPLIj2a5TeKBeq2j24D1DGkN6TM04QwULu4UxKOTFJx6IF0yJBebdEPB0cnr2r3//9/7Cr/65//Hf+ov/x7/zDygegTM8INPjrfYxKiA5xObWYyHZcJD/G14xy9HxksH4st3sS5s1M1UqMOrJYy1o2qrbUY9ahy8qlhNrl5XJgoyJRUz4E6ozthjJlSiaMtYE+0cGgntH0HOmLgnW5udyAEaY8jOQRS1k+LI9mXzjYYjVamEqFIAlkVBsNrzAWgszgR42nzlwl6LE5kh+sYfKjheuSXNrMqkRceY3Jhu7Na1D2LrZnM2WeA26jfpxiDBrg88g+h7wkei3HPWUc15WSZHHyLb6IBUKQTjiSvNi+w+gh/VmlUTc7GbM4An8Q4lsxdWFGvhKciKjYtmxQsI3zkKZRDEy3YEqZNcnsx0aAXDACezyBOaQ8iYmhpNiI+LQh8A9jaokfiKs0IzThS3b2eBJADofIUdROCmQJC5AvNR4CA7RE/Gs6jbZ0EadrA/KIx96pXWVUzqo0CBebb5m9eu8yxMipMockFmwYSr5VtECL3oeg52K1vUpJjqx/mwegmSDqUiLYaNOYCABQXllM1oQ7wbndwHvkHHMWPya0ITYkcYeRqioP7EZY1HMexDJZKrOc6IN1LBqK0uLhmngcOzDjz6xRpaP1RNSmoVsJr3uRZfWU9M5Ph6+GG85fFdtxiWp9/e+82Nb3ZdXi+1ef2+vKUj1RvUmwPv85z//j/7RPyQXbD57VqvYBG2ZpqcKuUIl8vf0Bt2ToyYHomGQlg1KgWiRdBz4keJxBMIhh0lRwk9PUSgwIbbFOFkHOp0IAaBZMNCJ+aegng3yZ/1huS4gEdbQvehf4VAJcejyjJxHcLP5x54CprCwAoaFlUBsI4Uox8L+zi4r6jQ1emziv/uDb/3Nv/Ef7u0d/T/+b/96ZWmsXln46P39ibE9mVHarWPkpX3S5N/VP+TqdEz8TCnuc1Odk14ut7+ytmzj0v7hDsmOJNLvtoLLhkcAbbCI47yDgzNbBs6c28PfioHpDLkwdjKH3Q0pEBDlnOwOmIAkAMiCOewMeicXtEBjUG4cceoRa0PMr5RCqElKpI9l6U9sqR6xtzu2LAaasjpJSBoUY9CxFZHFXwSU8Y8N8qOZRVauY0AfYMP6hxkFCdLbANm8SKHgYzAfnoaEarTkGNGBePb0JRmHAoLMiAzltHDKOyFdUH7aRHRxWa7WCF/94XEwuYjGC4UQjLpn5YI87Hlh2xsXuyXBGX3ZpuAAdBlVE1jwH9vOCL7D8+9FfQiraNaPEFJDKzaxZkn/UXzGzgwnrT42bn5QAc+Bste5EqABVodNmWEqgwmHh17X7wyRQrLQxsWVqqgbRB/SlTgRyr9ikESFLIha8VUlRgTn3WSXhjyIzqd9dAl3kdAgUlGeMEsdAIQhCvGnR+GoNnQvyb8iMsF8K8ykTowNcRJVVoFJCzUtFDyGP3QymEgidEFTkhFdoyQLtt9kcMM5GNFcIVtQroMW2JAW0jAFx8AjZEigF+ugyxOElLsB1SZxNWUotK8wxRQhiwni4eSVbJo+F5bmEXrKh/1qqH4r1//jP/7un/93f+2//q9+HQd97bXXbt67dXh8wEDw/rvP1m8ILOpYQR2XNqoxN8GOSBBAgbvt3lx1Tm5hrj2gLnQi4DlWnyoGQ5FL/5iGgGP6ydlsrQyeI63o5PjKkvDh9u5OXyQGQTbClMbHkASnBAMTapEIh7Qln6JLiE3iV0I3qrUaJyIVETd4LJWFD4H/ShqfMsvq/tbOYmMO+Pzjf/pP/sp//69tP93+nd/8YHq9JQ5driWnqooFQi4wXuvE74duiatmX4v4Tba/8Vzr6KxaOcWMI+GfzEg2LIlNEvPLzcQmHEnAUiivXfGxHRtoBpqBU3Y6YYWm2LgtXcCW+J84CQsATZpDbMlkhfgIz9G+w8NpjHxqnHkfwTYQYgfQBAPEBwwemcMGpLjkbjCJztFEB1kr+B0ZxY2d8dKRrvmpiavqVa1U373aNTlhNXxubeKISSQsaTDEAbCITQWxjrdNsG0hKEmkrijN2AYDoYumRYdlXaCAnA3PbRAkBHqIK1ac7yxzPVHYCBLLMnA9VxVUVcaQcT8/gdQAVgFa0idOmgHMITUYmBzcSSEiAynIW3Fc1XM8j9ri1xT862HMSbinhKWFrkFjw/ECLRIrI0hRvsxYVFKIiCbl0abAVWSDsGqjx8gKkDuYpi/arZ6qpANXmxp0SFtZt40o2kpNRw/SFcNBoNLlgX8Vy0pmjYIE9bj8ajXMLfEHGYamSVZgj/WS4WSCgMoSWyaroQO4PBEt5KoQnKOdZERI+lTQAh2jSGY9iVrSq0w2sA11m+TVMzNxJIb9gmP37t+h0ou2ZjJod0LKpkWw/6qDrmYgatNzNDFqchRorz3XWLBGvePT+bUKAmqZ3BzudP7gO3/40udXfvbnf2bveP83f/M3Fhbnv/TlL84vTZEL7EGE6k6z5Z5EDfUKcJamS07xXl5ckXG7e9Jr1Gc1Bw70L9BAofCS4N1p+NAb/hMYoBaHF8DAjirl6VF92G8qBj6EcdtKirVexLE8Mpp0hyHYymcbYoc1i8nDJ2XvSXUQqS8J3AaAsnqfvPDK515/70dvz841ZH6yeePDTx/c+/CDf/+v/JX9nf/86YPDpeVp0cRHx/uMlngekwQRBkSqgizNzhE2sAs2y2mp1o4PTlDrarkmHSlprMg/GT1IB3kakQlGuZJDMoyK6jLYISpOdo0DDflGLW+Y1FN2vQQ/Ag50X/oXmBChHeSDTnuYkw0gYplsvANGI3VRaFkd5LJF8aguANQCWHX7cYNrIUDCyEMNYGeaFvIFGYA8WkGUcmDGxLg9vKwWaDDbatircCFGDNSHKTsmzLCRmEShxyVSPZV9iTnck0jMrBKAEqTNmdSVyqg4ctgVjfLImXHinKfz2CGiJzzHoNAWAzFGIjpQs+iwQtB0AHGyTiGU9CUjUidoDFknDqpyse9QAYLJ+xXpQgpMq6piWZIMHGI5RVq8VdoPS873q/I4Ofuf2rSmocza54hgeK0qVaMFCEFC/hD7fTWHmhb6jDaRwlZX15FB0gzgcREcog+BKgpH5wzKiOCM7sZUcAin+KsUiHVp06dGgYJ+AoP4TAgdCue5M+xEMRhXIBz8C8BNl/FaJa3ES7EqCEAIQlkTipg92GFW9Qch8E1hjMdPqkjvaic2z3mcptqyg1pv4WtXr776ytvvvgcYEQuKj9ZjKga9Ui1s2CQUf95K3Qm6Q/lneqQl5es5Xrzh0NZjwZ0SBkQKny+9/hO/9Tu/8+yTk/tfXrHP8NGjB/ppwmkQ12+s1+oVmhO0tHOpWKoyoIAp6iRCcHhgw3KQ5mura0FHJVOI4ZqOoHexYGZEoIGgSDOLvRC0nF5NclpbWnzW2RdsE1KSiSB9oKBlm7zpwy1nmkqklC/nKQCWxxkt7DNs7JFgR7T0pVgjUfUJviKBdHljY0MmLIK8CXWMUn2u8Vu/89t/7S/85b/zd/7T/+h/+h/b0ahvjx43b6zJuilzqQO2LuStjvP+bCvgRhawnKRqjPNwjxnk5PadVTuYiU/1WeLWZKR1i2jvuEyqRWAsZI8nGFsrUxNHtDq/MRKETQIqS4ezJdAMnZkWIy816ZFkHFFGYxIcS84ZaZTYLiM6LrYwkNinLsUbMiugCVRlAAhm045YyENuByTVYviKCR22LsZeR5sTCab9s93tg3K9xu2ka0F2A+RYH7QYR1+RvYgARA9SN22TInBxmiuzF08ym6dIzTD7AUEgFj4aQhJtnKMXQ4AzOgPobEcGFrArMDNFnga2JM08oc1okqZEk4pYK6S9MyzLWVA2Y+hDwFPuXK5nrmCbynz13FvoVmBO0sYTRwE2wUgT/IVOkn0FA3716SefOhC5+DqomgcYCsIebmmaghctlVV2aUzsckirTGQ2uMvcZV+DDM3NJvoCON37ZDVAQTKVwX2QYFWwRDh4JqUtMQP8SjqgGDQT5uhXwK4nLj00XoZRhkqxMcp4QjYO4DfvgcVx6Wr889w7ECCUjQ6aQIrwsYzk6wwhUUP64FMN+Kon6kEoObNhCpZgjNRxiBELTWPt950/L6PhSbNNXzAEi+Wg5N6oi0KiU9GHuDI6wghV3tk54PB5/fXXnXKO2JGuuQzm5vKvfu6Vjz758Nnjk4WbU7Lv0/l+loywFw5X5mtr4Nx0fUACom8hGpz12tIxkjrjRAoeKZSSmODHkHVNnGG43LgLCyJrBxFOqsn8DA+BCJaaEPHR4M0v/kS1VBxS0s+l55nhS9p6svv4k0e2CS42lkD1/vb+RRjGbKzgZyiPC/YRUMDKdTXujJ2IODoj7FFEMak4/VKYTbFcpd/ig9XG7D/49X8oCcLf/tv/80IZwcstLNrfig8KmwtEsTZOJKXjGBKrVehCQTvFbEXIsfgl0UFztRpFGiOkAYA6VE4ZS8iQgRCU6hV2FPbCznAgrKDSqPYGDCGh1JDQBBqS4j5TUIFISi1oMgINSKrmin17rjG7vFTHlh0hJRUKeQHu0wVwNxtUF1eWzSLQx8wRFO6WZ48doD4m29ugO5KzvzBV3N3a+/v/zT+SJ7t50nN4wthVYWKs2OuKTuSTqPA/nCVLU47HBhs+56QkK0zUq3OW0C5uuWxL0tPa3RWb0IsOwzFQvRUwbjI7vR7olkqAEK7bPikOA+R2GI5lYwITMEp5v0Ih5A+2WP2GhGpJtvcE7lFikTBj9xCCZcOPmU95U+ES5PQqSz5mgk35qi0VetcN87V7KjETjxA7JgmvxB4QgSSDHnM3mqU2ZfRHB/wq9MW8CVJAJJgA/aqH9up8+umnugTBREzqdtYTTVBAvKVvKlHYjVNBVlaXYLsnoB/S6q2SQAB18TyGLIjkQkBOWlAR2ZQrInC2y5RbJaKPQ9iJK2w4FE3CDzoWyT80B5b8oh6fKtd5bUFOCKxvrkR04lc/mT1fkQUlEVKvo3vEB4rPyy+/hF1j+AQ6PVQeupE6cSnhrVRRsIRXYQ+yCrAC3HvpNhvBzt6OLfm8x7H7bmLs69/4qe9+97tyrn/1p14+eHa2t9fXARO4tLTEPGJvcYuzkONnZrLWqCFblsa0Y6U4sZKVylS3fWYPAnIQVCcpPohCEG/SLE3B3MahYOLnQgMWF0uViO2cfHLO9FmSPLjoQIjjbmvoZFZWLNtTdjd3FleXcEpu8+P9I3uySuUyU0f3XDwiYW80OTqHhKRyFMEiSdWgOU3gDU5jIa+ZPMzczgjk4K//+3/16z/9td/97e9xlh8e9FFqwgjZllDEBMjQQw8VzFOqlqB4qMNonVBOdP9y1G1TzwWcSBRFeKOPhy8+khPxLlw5lKKPB2FHIoscNSC/33nnlNEQZYqoySs2KlIP4cXEBAUhT9CiQnoELy6vYRPn/MYR8INx0bKl/zD7APTG/btz1frjBw+dtO1devXBwTEIrNcKIUcOk0o5PoaAhqxhTs9z7eOBHUuCOwUjEMFYcexgkDcVHWXNkuMYDPEXlmaq/AVsW9yWpWrVSs8tLlCsUDGultOzwBMNBiRGBF4AK0CkbmQ3ptpX0AuC/Qp0zT2+6Ku1wAKCaXDWBnXAEckRgTMJIyKuNDLupjT2OqMqxVSCKsIBXy2uT080QTuFtKbOhMDMmESvJkqa3gr8dFlqjbJNIkwq8QrapHKFSQeycSAZOuC55BxoinfNtspdymOSSrpHfWCXCpES8w/KB52gcQr49DyrE33RGd1DDDxxk/oQsmIMLAky2UT5KR6lDusAWPAJBDxUzL0XERx0zcu65ALCeJLn2aWGRHPSt1gE3pokaJAPTT6qSem0NGenjdnarRvX5CPZ2Ng5OjjhQMufTFQXRF6dog76v7y8+NFHn6ByxyeDleX6Rx89ajSKWmc/XVioOkDlG9/42h/8wbfanatyjcB7eufz8+zVLHd7uztHJ8fZiLKJ1Xm6PUMmAxO6o3JEgQyhSzWxds4u7Y8mIRZ3g9eM26cFJvkYOot0TJr+cxMS8AXXE8CmJnb3DpeXVmyZ6A17ncMhuk3qJeO2jlpSG4nvmxmTs619fHhSrVfQOcetIBBE2Jg7OBnHtF6Ml4sisWNh7X4ni+TDLGSRCuMzrd3DZ5ub//y3/8Xf/l/+L7737b/A4AGAVQPzdCFOfbUTmZo6E4edCQw87QmPmZ4pzcQBuHJ+wW+p67iBB1YPIbB4UimJlY4gQMKrc/84EKV2s4VeGKVzDca7kkAOwzwC3WnPJAkYkRqC9sAgjKuopJMI3ISIEPUQswGfZQOaQHD7ydHi+vTy2ir1nclXhM9wuC8VI8OiVATzS8WQJ4cjr5AQWc+gA7FdrJgAGb7VQVc4yFm1Xsbk2s0uyQG5Ad/9jjhiRy6JQpuIxHCXV9dXrkmKWHDyTpyfFQSOawqFgMuowFWcyR7MSs/NBoXDhRhihzqf8Dzg3xAMBUBYdsipV9DSAgVQpz1wGdx7N2AoONs5ioHiEhr1HIp6WihU1Ynl2NDINmYqAI8lBXyaUMbMoCYwSX/8pP2YQLMcbqlAKnXrbWLaQ7QDz9e+VkqlBdKE/Hp+Wl1bZjlHOMCrGYP+ZAGfmjAn5IhEucLLYGFB0nDMbr8RkdtJAkbEpYiBYr8C/2NQ4bdXLKL6vGJoniC5SSa/DDIFDxLag/2YuxQvFDpPPEz/AKQkEZgBDanGVyNKJCb0AlRX5W6y8Roy1IdD8Va8GIGk/rxuMkUNrK+vDobnzkQwTGdhmHIrosPNJmixGfnq537ua0j/++9/2Gw1D4/s0+mTgql+6+uLvIy94UW+EjYsSQWv3VhnYkQUQE4o707xmLE6skuzQYTrGn5enY6ZastkPHhZpNiVebE/WlpYjr095ki/DSC8RqhQxMab2XC6sDF4yD7oEzhhRA5lFhMyHPUac7WFhVhUKaHAHgIiMUHruKVRIQekg16zu/l442j38HJ0UZbCQnbuKQkLonLJf4XH2M6s01oPGCqG3Y5csHrtOsryo/fe2Tvc+1v/0f/w0aPc2pokbwFGliKhYYQJkuTEnCN1Ttx4+ZW7r73+qhQO8NmyiplEEewqDOuadCyMdLGuVhIgOHDlypGksyuNueWGpMPSI3HNCRkWHchH2h/aBGZrAak1aIIGw9ThI8Wi6GpmJwYv9vT6avawJvgjGtQECt56+ORBfygTaa7fzAExW0sAgah+ip+58klIcToFMmW8WrE9QnZi6oyDjNgEnLnWP+Z4iKhhEN9o4BAVXdE5Ilqt3iBbwXxCBSLEjUMxQdvAnSlKY0Q6I89ShmmsTdA7oDCJCQlGQ0DIgNpzuBmTnxJ+6Q8upwweAJSBQDDAODsP1MaFSXrRYOX8U63y3k3lJ/HhIOyJdWcIr5jC5ieTfv2kZIK0oP0QGRFjklQPGEA+EA599pZPVcFCk2bjU6Z3CDRWgzJB5pJhwletK+91r1DrfLr3bgZUENWNziivsBd1QJf0waUqBZCV7NJJDxV2ZZOjcHZ58uI2/k34Hy5nzWkhcO8sUkjAHiU9jCpSo9pVlQGqOeoMk5BokZhFJki0QP/N28rikkwnrADCCq9fvx4E8fJceLWfPLl9e0ln3377ba0sLMzevr2ogoXFOcbx23duPnyyIVzWBQDNodk23w8ebNE7WA0tEJrokU/d0AXCrEYN2cTqAZIE8OySouixVkySdkyo1DLGiRBYHt1F1+yZcpi609MwH4Z2NWHwOP/qWmwXcRR6td6Yzi9dje2xAKAUaMHREbXteH553v7CcqFsuu3Zb5+3DJyzQFgRLsKuGCYy2Wyw63TYkXkEfOYrFm/Uf/3Nr8d+60Hvn/zGP/0P/spffvMrf2/zcde+NcnLyA0SukMAqfZYIGrzpdUbhOf87Pwsz8TJcYJy3qJwhsSqgOaQBmxCtfmApB+PERGb/IqzCzWN27YV+3BmciUZVDhIw5kdGxRnHPDKDxyp2MU22Qcpa1tYZYWcx2IHbQ8B1Rd0FLA+fPxges6xf4Wtnc1ety0Gk/jXaTUdceU0mR5DIeWkEJwwAxoDN9vuwfNIIiYubZMCcrTC1jmVq1eqo4tgC8pEpw3K8btoQa1GCkAxCSmop0mLBDCIlzBMolvsXY0QH3X5hU2ObSmTdi1o1BMhjYEPkMJgfMkAN+oJSQFNF0oU1MG+D+OV+w/4YgC4qyLgTEmrSryEe6Dz/Hw63JAhT8VLXsmQWRlwFvOTlHkDYb7kLogZDC0DF73gVfFVX4BmshcW1Q0GMkIgP0+rfZIZFFRNZaDfqk2H1ZAhuXuFve65VfBchQ7YM+qTE6cStJBIXdeEAkhk/GV8PqQD+EPXHEacfD9EGCUFTJocYOLFNEsmMvCZP8E/2KXZUDKegKtEO1B2ZbRrLrPCn30qYB0sB4XAr84FCMNwXFgri6Zd/AXmV37T4XCndeIQ40jrImRPSo6Tk059fnZ0ccq+/eGnHz37uDu/Hov1Uz/1093vfe/Jxl69PvPBxx9QK0Z2DMGFOsFp2oyhAr3t3Pib4VJpd5qLywtgQ4ihqAL76BhsZvIlHnFRoixBydsbO4mZpeX+DA2NvUXaIPFjSJb1ZRuIIKXQza0WCIsQlJA3dfP8gviaL890oOOwbdcpZeH8igPLNklar6HLZ8aiEy5zZCkB37hcoEA/2IjtZVI9820M+kxeWE8GOhGoxL4KeSdzG1vbP/NzP/+P/+HfI+f/0ff+6D/5X/8n/6P/4H9bGhNBlGfBYBHFQaFBsTY9u+jYo2rz4Ghr54ksbN2TjsliqCPLxE6Y6G1sDUpW4VgBaEAo6J8KWxwJSYJ2rIZkXFxUkIGqRmhDz+7jgISQ6Yh5KRZJYIya09I+x+HEDeMDlwFzNi6tXJsFl86GkWgEkxD8N7fUX5xbevDJE8oXukExhi3qsSoQMyhvstoS68OwVJKjLkK4qZagOuIpBhg/YMVzhBJUSNlIKkJADQm4z8+A60gsz/pN+gZDtgNEHGFsvEsCKfoRcmkAblzZTfCu7CHjnHsQEwjWN7pw1/sRStA3EsnQHXwbPMQB3AEkiclDVwgOakGeyuU4xXYwJW2oBJa68ak29MKNn7KGrLXm6Iaxr8lWW+dTc0xeOU1oQAQAkQpoQhCUIKnTDlbdzw4a1yUXJFSnzvvUB027iVgde2FT4lOygyXQulZQKw/hoSeCLCgsWJqSIUynOYl71DGCHQ2Ho+/5ZZUDTCK4MBhpkoR8hkTjQuy8xA6qq6i0heC1hWz6Q0uI8s8rT7WFV10FQXwDmIIDWAzmuJALkEOVYD6qDeBPhs+ga2OnnAvqMfzvfOc7zLd+Xb9X3HzcX1gZe+edd1hSW60Htj8a1LUbs/rKZWi7Fk6KgNqMjpeoB1vd3u7dux89r9bqKoSAUCJy+YUhVH6pCWHl007/K5X2Lw5YTiOIxZtUCO8QpTJYsVTkHeZTpIGVFl00KiZo6hkzQexNnCBA8msOWLsIM857SlKYmQj1r9PsAB2gRJAWAqoGQVmME7vb2ydHx1kTltZchFnKYsRR6qymxdnZxtMnGxjfvZdfshhPNp5ReH7tz/9Uu4cWlAnDNgLZhnjt+tr6jWsIYbt9Ir5geD5oOUlNPjaQLaaqM3AsmgPEIo8buor2oElB2y0CFUV+BFTAoYwighw0wkas2gG9wvaq2ENeEqgTYE3fFnrA2kx/Q8fMYOxZZoJOcTs2F0EN+La5tSnFs0mA5HDJE0QUFwUo4DsOE0l4aFrgj0CCwL3EdgCQjsVmMkdr5sU4stQIK8zZVcFORyZTT9ApiQvL09VGZW5hbl4+yqVFMdd4PNSkIIAt7J0DGBkANNBDKy430MDKeOjKWsyANYNXTVvxDL31zaU/rmFEL0Y4kMnMqmL0FCCA2SbiEho+5KdP0OdJyCCSjsIpoCqv+Ko5+K9CHRA2T/XVGU2bUhVqQruMlwgBqNOQJ6ZUr9QAKHRVJR66UYPmwn/MbnR+5SaScMjJMYgIxcODY8+dQwd4OEo80bSGgLEWLJl7Teg2nVkTvqrNlToThsBsWrIb9wEhyTPlNun75AICQhCXjE7poRv9V0MAW7IWqVAwkUrSlShOogiALWhHoH9ciqV/o12XOaF+gn5jRMVogqo181lD6jelVE6z59n+fr9Yy83NN3Z2DoUP/MRPvCqrtk1H6ILcqo25OW1EJP7MDNoxuxI2V9Sz3wLuodChOYBFmhPjB/l6C1tJENVaeXFpXlvYWUAO5TMW/uqMJ64wXXZQIr+gmQA//gg5xCPwxUXKgA9vTRP6zvNNPQzuceEkgqni+tLm5t6oFzSPNMtexCgn8KgvpNfeJiHuxMVh//GDx3W6gnBUZyZdhZOftH0W8aBx7tBknOGYhz8PHjz4xV/8xceffiS9gEzyb371zd/8Z9/p9AhDucZcpbHU4JNnLOja9kFVcUy4ff86PC1QwjZkxzTHYVLQIjwfsixNRziViKmAJ+Gfk3IlIbqyLdKVcWAH9Zz3B06lbieqEV4oYHo24MpDKKc4AsO9gMCPQr/VV3qijouqKfNCoMcnufX7czDfwXjaPTyO1ZKQYMBVkZIWotP0YuKhHY4YAjsl6kCQBwc2KNBB5IKZGi/RQzyfKYxXa0XaNH3F8sQMJe0JUNrxZnKANYwC7mBIZJMViWPU7AQnJ6RL+SQQhCyNHjDzhxEpyauJb2Vyb9hoAiWDItveB2pDwAbkwIKhm1wz4di34gxjjgBAMM87zkCoHhmqw2ee8qDF+6EOhG5PEdArX5PFiwOkSxN2j9h5qLy1hp+RT/4qBAdLEH71Sl0XQBoBxNzGCISIjQaqQoI9Ad+UW9uxDcIR1bhHsJDz8/n8/OPHj1Ura7vCGfGCnILdoIFqErLpe4Qqe06wNZkRb292hA2JDmIIi+WkdAXmoyP4BGId2G95E5+X2MNlav1pC6Rh10Rj44JdSKEtkWQTR9pDP5W9uCB8UBwDSuxB7egOyUSDiV0k4cV+8YojhfMY+O7h/s7+3pawI4lKbhfHlhcWD/b2bfzBtMsrZTY/9JdR8NX7r3z84FOewr393Y3NYyf03X1lNhhh/+qLX3xZ4uK33/54Yb4IxtZn13LnG+fD0+bhcexspZ9GvI+Uv5MWt9/myebNPne4WYSq0+Xb7fFTKFOeOJ3MNU+dw3ouUlJCHXk7hV3LVbEwP7swV+d6J9+X2BukEJDNUiZObkKHIfE5CwpwYPjk5fpSZXEuTBG6xabX7A7bvQvJzGToXV5ap5xUSuV7N1ZbB51v/+4fTp5NrtWv54b5YZfhvmr7XKfLINm2+9rgt55tijv+xW/+Mrj63d/9gf3Yb379frs/lN1neNFaWpVnWUq8tsx8jk+wBiJEi7USdBgriD4ewj2huq1hq3fev/XybQmXW4MOIdwciAefGS9fDWwiQMZQnqrY+RPb/vMzDP/CpSN/uSsdSV+ZKTn0pTxZdwTUqHV52pZoJjdo57onl732xcn+Ge5niq/dC6JuA1nEQ49NVhtz4DdfLeZni4PxYe32VH4xN3tnunZjanp2vGPX4CkZihPB/iT73iVKvpgoXLSH7Xxlcmm9xFUwOB/Q6CwnYg87A9mQOlYnO9snJu0XpBJHemjwySMjlHtqRqoC5ZAb0g85RjhpyKNI4BWprciJgOJQyCL7alit4hOvANtw25WgNhhYMD2kn+uX6c4RrqK8Yej4TKU6X6nMTU4kciQfnB10U9NiQuAMywXDKj/WSetYnfiY/TAYnolkG5bWgdbCZiy2wTHTiAoUIQxSP/l96F79bpuvNlKeDvvBk52M0Gp6V4+pezah+Cp2x1kDxiw0iDjGmWtgrZMjshplanPrmSzg3A0PHn5irtAOPUYqiR6R72Vy0kHF5FPkl7JPbvQXe22ygDkdFb4WYoAMWsHIbL/BRUL2i9m9CiVNEdQnzCsRrxVRg6fc0kNynNMQoLIZZVhit2YRx5I4yA2cOB0KswNXksKVkV2D0reIIBuLvXyogjYwn1fv3/m1X/vlb/7815YXq3dvVW+srtRZ66aL9UJtJjczcTZzstv6o9976/23PvxXv/P7H763HaaqqcvpYu76/alKDXEPYWRuobiwWOHjl4XFyhIQPFxfXnn2SWdddrnjk+33t2/Pz99fu1WZLnZb7WWayEVuTQZEYZoXyRViW4qjb0BdxzEb7baJZmIKRXF4CvJwfpJfL8zgKLfwu7RvL/xEHOERl2qdiFDmhyDYiPBJGc9zo6FNASI6eNeGg2Hr3vzsanFld2tztl75yhdfIy/8i9/43Z/8ya/U5parxZp14iucKkWgCLlorbxGEWDJePMLb+JrS7eX/vlv/c5f+qt/+Udv/e+7o8HN2/X9w+3jk1PxIDN5GccmZHFijYrdHM5Di2QkMKlvkHAMX3TgIhHPc+Tc8aKcKLi9HEoKuGHVAPRWB+nnogsxlqMB5iEUjD4mYVymxxL4gTqCfwPx5IEnP+WnBER98vCBrBtSpD158kTEGMq9s78jJyIZwW7cycKUXbqSJoUAxvAgs9VgdPP+kgnaetSV17NSLTg2cfVGGRCJkBmfCV8jZxCBXEof3QBAhhAOCIzQhoPY1hIx/CwCLK/BgoJpwetAad5Zn7ENJSIYA4PDTMzsGN9puWT7KGvkmdCqcNRg6UI0oC2KlKbhEcvpidYO2EYUUIiswzOkPI6NlyYmEiC8sIoTQC/Ol9bWq/X6IIyUwa5dBF3l11ZWNE1084QCVavU7RyX/7ZUZs8Jb6LOZJ8hj4+N2dhvAtFWF2DzlrlA6OfnZiPTyJkgdMOlIIR7IpMagtPG6OOCpWE7uIgQ5mxiPARRLoXV73JDmEId6ICOYlNSExHebr1Dxg3BQdNhdDG1FMpg6zDXdISlMLzMLH6IbkrukM1nqjhm1ovZlBJDopJ00VHTQ0Qm0xHiOeLoQyZ/HbDNUWEJGrY3nxKDvv61L9995Z5o0q1nOzxam093RhwsZ+GgrYA8sUMlxt1eHJFiKiJRcn7/4Bi9Rjzp9yU0ez62gciV1mhUX3nj5Mdv/bAwFdwCmZc3buPhw5/7xV/7R//knwWrqjtYjJX0/MGDZ3Pzwgnt2XNesP3MEh4NryTPsvbqYtbyl5Q6biVOfbdmItYePhh5DCldhmqlkE4TajHmGw34Jg0Bkzj4EgbjuTpxzuA5l5fN1tHNW+uMFu9/8M5o2La3N0JdGb463VFvSEk4ah5V6rUPP3ogB+Mv/8rPHxxu7R+0pmcq3/wzP9MjXNtXJxfg9PhJs7W1dcLNHpJXUsa4/7nwzRBdHYRAZ2FPNixqoJB3tvcIxbM22JLVQNfxSQ4y+ju5EdMQOhGsg3fXzmY2PpPD5zBxlSwLfYxaMKjYf5YgOX+PT1pyu926tY6ZOJqBCsWGCp/ZGiAqE0mEY+TGep02Pkk3AzeOnJkpTtnpWWmUb75UQ8xOuoN7ry5+6ctfJvl3OpEvjHZ9/VaNXLK7G8Y5+OAT+JptcKxY8KUXk29i/erTZSmQG3/ZoiQ4fL5Ayrs8V8xzS5B9zd79rLw5dK8VzxWAe/4YL8MiFRvgd6STor6yGthn7ZjDtMOInD9gW+bBULO3oJ9WEmemsoZ3wKLDRvTLr8nRkAXwB/FS2KfLT14nZIGiDIEz4wVEDcH1xbHO+qYgQHRpwnNd5ZnEjewcIWjMzza8qCp9UNiVzYwnCptMnXFlN9pSv0Y90WgGQkq60R9NAF+gTbmMnSAJz02F4We/qkQNimWVe5iVcaPdrHuq0sPUZjT6b4831R82CGUU9opfXdDw7//9f/Df/jf/4Pe/9W3hBiHgpKTRgaETdmRe4HmN+sJIpMnF5PJcdXX5miD4ZGxhTZi1u39wNjhxhuLKnF3/126ui04lKZSqlY2tZrGUW1m7ZqFErQz7xLHczVvltbWlas1pJ3hj6IrMTkzPRAMs4kL0C+uMfDkVtsexCUnJ9FjUverAqPGbbozC7McKEruoUJYn+UpMB8AVocySgquGlknoYNV3DFPacELle/ZsF6f56puf58rf2XJ2w0N5BRdn56QjP9qV9f+YKHhwtL+8uv7b//Jf1efKN++sP9vceff9j372l74xu5B7unHQidNQJB4LxAUrJguMo5Ja5/KnBIbMmeeNwzwnnHuNxdNvqZ6kGOtMTiZGswcQ4cKoZ5uT9QSQyG+IibFbwE96blTIbW/Y6Y+6cZIydRKajOeGp1h37t33nxYrhWs3FnFokgIQQi/43oCOWdKZYGIyC1EnhJg5SAARnXASREexWaE0jfHZ+cnXv/g5PEH7jUb4571ogr27sBBsn8ndBUTcUxuRWrb3DIe9gqgHCAYlDJ6jmOY8yb56Ej8kDHevzn/zYsIWXz10KeNFwOrGQyulUXjiynASOhPdpXDSN/QuhQjqmQ1FgQykHpeSGVKBbDSLIEBG9Vz9xqVCpgFNVCJpUnjgst5+1uHP+mn81pQXQDNZhUbkXmdYAdRmLN6C5D61lZEe9yokjimZPVShknDMWzoAdH0qrJiq9AeFyupRfzY/fvWWAtrNLvcxwy/IaPwkS22ivJ57Pfs165JPBVwKmEZf1caYmz1UOLt8NQ8u3dBVPXRvuhzeJaDIwCWqffz46KOPDh4/Otnebh0fN3VVaIlFkxrDwbzkWSLq8X5reXHtYpTb2758881rX/narc2trSebj196+fadu/MHJ7vs47Kus0BXajlnoAsxxQm/8Y1vvP3Oj7/65hdt1Njb21pcqlO3f/pnv8zWJjrO7jlpFfTQlht65lSXc64nztl5rBX52SXEUyDcbkmyNsFWS+dM1mfr52G2SGJswb+BhV/9LMfPB7uOjtrsJoicWDyR/MvLdVHM7fZhYSZ3uLv14bs/3t54xk251FiaOc/vb0nD0mSYSSkix777wz8UEcSouHd4JIPR7Xtzh9u5jc3+/lF3cXV27XpVRkacEfJCZgFOJF7fYrVATKQ9GrZbSGAXz3c8tG138IcNCC3AI+LQzpAhLmwmTvZj2nsgrAGS0gdD4YKsjWfVWUegUgo4XZ2kMlWfK65eL1+/W0ICnm08EdExP1+DOo8eS0qD6vU1Ie81NmXKiAmy9zHQ2rOnPElkdnGWIXJr/9nKjaUvfPmNvcMthA9oAgsABFzAkAtYgzP6QrPZQRFMNaBRIAM1XwFQxm+ztTDPGagFUXvO1gLmjAUamBB1WiM1+HR58hloqlMlGea7z/hz0LFIujQkn8srJaBUxAFfo7qVRQhIB4Q5ZaAOJwO3kVcIBhrQeUYfVVlK2Ycky+TrsGdB5gjDzPqnc/4Qs0Bu4xEGk+I1YJilCUFCTgVhkYGcaIHejdDB52imuN5Dfu5P6YMJyjNTDKikd+nNBIlQ1+X89Kl7ma0QKSOmZfcxLt6r0ambgIekLQZ8094TWUwDCeLoQsdpWIyjfiZgZlNHwMHAIWf2F1ATjkNECjzFnyfZn25mffbp3Rdjje77amncoF+es4DeuXOHX0AOgjt3VxrzU5z0AopI4sDDZEr/b/nax0CMtnl1tHFZnCw/e7g1HOSWFleuX7sZXonT/vr1pZX1BWesTzjxJzf64KMd00behxzlSs0hNf/8n324tLiwurK0ucH7e7m7t/HG51/+2W/+xO175RAI05hp+EQDnipM4JJLxx54RpSKLUOX2G9HDnbF9EaSklCldB9n8n+I6KEBEcxZWUxbCGhhgaCKxV4DqmtPXtFumylf5jq2aAkeSTtmlg2ItR01ExB9687tz7/8xcZC/V996zcpFFbqpVfu7+1/QmVYXF1p9TuPNh46NzE3fpQvR75He7mq9blQjSP3oPSSkxVhm1NtXWEaY6InvbIXswCJhmZZtNVDQIUF9IqFClIWGjTKIIfSJLDgZGG5dhLk4JRfJyw8vvmnUiuFhg2XhDbbtBWM2Cxf3KkWCL+Reek0gsMfP2ifXe6sry9wnds9NTVRETgAznhhISNgCrCQfvlqRJRfWlkQZt+lFpz2cBc1BHseC8ekmMgQJdIx5oXCgIVL057DLr2ABSwIJB1DA3IwH+7rUXQvybFejAw9gis0GAavC0hMac+AD0S6KME+/eRhvJYcnIi79UWuLDEWGmat8HshGZK0O80GOeW84GvVEgCxoSyMk0IisDdeQe4C9agBOGHFNH/7TTgXkAOdB/RoGTiB0hp1aU4HvOInLXoLmYiuJD3FTxmlywpnQgdxwzCzYtHVRB8RCfFIKidNeEu1WvTQjYd6ov4Mwz30burGc+avCa+QYF06oHKXwtn2AYgVz9PExsOU9wk1tARmT0m/pufP33Kv8xk2ZQWyMlkHuCqiHPd1rGEkuXWlUcS+b/fmSp/Nm3uBVfQzg7D3TDAHzuvQcIUJ3By/2Ay/PiBmgKbJ3b/faLa6ApnkKYH2rfbh3tEW0+RM0ZF8cn4QbC9EHG1u5X7hZz7/1ls/XlwMaHn11VefbjyuVEtv/fjT3/ytf0ZmKNVLEcRuMfRY/3RUCJkJaHf78oWH79hGc4RflthEDHhLlcyGqtOmw7Zw9J5JAfXi7rZsXgIrRSeypp2FbFF7u4d6TlI4OmSgZDDGkwMPkUrOBWnGPnj7ow/e+jifq3zh1Te//KWvffjJR42FhiTi9viKgOsOm7IH4Y/YTeNGbv363I1bi/L3MOE4u5YqxaxN3nfGebil5D47Y4YMscVXFOfk+LR11BHgM0x7BJF4K86ioQ/cJo6Qmcrl7b6KvOUXM2J2ux3b2snktspWoYqgJRJUsTJTqds1NnU1bj8F/Ubmsum1a6tyi9pf53zr2fnccCfOAoXUCDgtGX1hCrVLWVQCYm4ztIiVlqhEPpdba/yIG9uP5Jh7+HgbHAQVsAVVns9u16yKNgG1oJx7EmV0PrICljAGmxGmxNstnMtygELziftlHN4noLRSdsFlsAiSAu4TvPp0eeuzy1e/urwV0gM/cwKJbK2D5Fyh421JUDUT1mNtmkO806aoTldSvaODQ/ZzRgQCggFL5SYzstQDGrQWtEg9x06Bh1YyPNclHUB3IEN0NQURZx0zUqgINxTAzkWAC3RCfchpDl9V2BSZXuM93N9j0+DN7LYZNI7dO6Y5upr2DumlP+PxF5pO7FmMezdJBwQuwZ+zedConvsLU2vErkasQQQDDdkXY5cokFVYx8ySV9zHPKYpze5NmhvjyoamjMHqaVZM/S4FskslfnWfKS/Qh0rl8+5L99/4ic/bWRAH383IEDLqDDrpJMAzroXFRUS2Yb/L2lqh2+nUq7X7915yLA0qw6xjRxxPOTK1s0ucwZhPr98ao00TLkgZtdm5P3nrR1KN/4t/8duPHj65e/cOeu3I26OT5sLyUnW2ykB1Nlku2S05cByrFKZ2fTifPcwBEZ9rIKSpIAFOxUWizk6F+hC2w4wJQWMP5nN9ASBBR5EH+KrZlXOHQaTZHUR8weCistzY2d0aDS8XF9a5A99//3GlEhsQpf+U3ufwoP3pB48b5bdFB//ZP/urF+Nnb/3oj2/cvJYvTOJtN+6sv//ee/lRaX557Y0vXe5u7xXLs/KfU1zAluNeR2zVzrw5kzNHYIOcZqIhaDzA1YnD0ycnErufS4vtKHaRRKenXbSd6VXys0iEDzxyBdn5Rh2LfQm1W8d+yHEWiQ/F8cTUE4nY/MbC/gWdIs5PAAM5VBUwFhAf7h8sLs11O0dbH/Xzb7DXTsAQTYtPu3ZzAfHsDoJrqY3vQBj2xvYzviiBQ9xvgjJGTUEmW45dm18IjiqezwUnVU66hiqaIJSy8krfOuwL5gl/OLkakFkH0nIGWJAnQzMCrXfj9fzYaS/ogtYDr4K/BWNygVcPE2UJBmUGR6Pww4u9hCGJxJD5zH+48fixmYHHc7Mh8REcChEwqj/Aw/9Z3mHPwb1GdRgT5hQzFtKEh9iE1hXAa7XkXZfOeKg8fNArY9R5hfXKrxnKhYTygtl60U8qMe1+Vc7qs0pQsxFKWIQRBf1IFERtWbXZkN1nHfCpEpeG3LtIOhnJ04cAaxQzhJ+4slki/7iPqU4cTP1oV/o9CnxWvyefdTW79zXmNVzCZKkYfiqQJK4k1Hh9dBqarB2bKD7B57B58sO3f7gqY0d+cmGx7tnVs7ODw16rfyDLpt3vdqVJnnp8knttrbj57FFtvvbVr371e299mzhQX7RtYLKHcV6O7PTnoXAwiK1x927f/NGP/uTf+ZWvbWxtPnrSv3tzlkGm1em++vrLzzYePnjkzDVpAfKHRy2RLWVgDf5Mix15ll1MkfQWksUT+MkFrPbcd9gyhmp7PLwQ5OPYRZgv0iZSSubkOQ2LJ5LBhGR2LKEpIKbzUNrRMFMu8I5wF9uHv7/T5NWndzQPL8pI/PiMlGzlQt2Wqh//yYcff/D4X/7Of/f5L75x5/713qDNw9UbnHVHJ+s3HEobCReRRmdVSPtfLAloKz18+Ojp0w3qD3HjUzkUSuLS8E1Zmsm1JSG7mDwfMJ9Qt3k6V19CNfS6VKySq4e9s/w4tWNh7Hy6dTh89PbJxiO7sJn2RFvHqS2nNjIQHSghgfyMJlKYnImeDrCTSyyt8cryMrDFfh2YeXaYKy+GvoSjSDi5tXHc64T1gaDkE4ao88aNaxz+1O/9w31yzc5WAFOhTrzEmQMnM1EW3AAgUH7z5u1r6zeI2CBGDcRLn7huBOJYsCSpeisU4Nh0OKZuMgWBAnx7wgwAuN3T4b0HFpVRuSfa9dWnYhliaGJ7e5vRhxCD64Z2bQZDpYoNOapV3MAJH0akMLwxLoKMaQddx2w6vb5Pxhbp9Gw8kdwBsdjfP2STLZUd48s5n0ME9Vb4vU+yDKJJsTciLXKLqkEkTIiDU9M0f30jNGF6RAx2EziPSpptfdOlkKvJ0CImB/3YXI/YXV6IZJvjj7EvH/UJl7At/9z+8ujQBLnS2Tgi378/go0hWCzwrUUdMA8mhyhyKirmgv2INsUiaBqJPD3CBAYDtg0qk3QovOgwE7kepnAscAfnUTcUMCwd5thUuywWzM9okBurkBE+S+DSrodqbjTqL718z4ywWDvsrFSduXP/xhe+tJIvjVGNW729zd1nxerUz/zC3cOTo5/8+pv2LP9f/+7/RbUWV3RXX0L+fvfp0wvndKA8TvGQc0s2ja3dLjOEDR22uc0vLDuC+J23nz57uv3K659fWsvdvrsgj+H+wdHkwYEdIAXzBQoZjkPknOSBc5ZpxKtI4S4oEMTMFIqBDLKyCWW023nQc240rc2hBvDEtMITsT/lGi9y5FkmWuFOCM1V98z2G2c0AzkzKHWHzafFQv5iUqrEKS53vqSxi/yYLGlnZ4f7JzM7Z4WGFF37hETSvvlUBOcZnyjycTDsS/Z5NpC+4HRr8wFkm5+dcD7XtWvXnl1t7u20OfWOm91apcQVaklMuyWJQw8ERw9oAvluv10ohze5edQ62meKsadI5OX54nJ9f6tZmJ+uzVa2H+3v9lu3blcJhvKEMEEQiFjRcTQrl1jfNHkH0PdzsrOVoJQza159cwG8to6bCDxNZIYpdkKYI7cwA2pnamK0uFix4wa0Yc9c9RtPDhEpsaWyYxKAaRP0KVDCPuczgcdz6AFJzDc4Lq5JEGBzw6ci6IB1WFA1dE2KN6IALEKbD194nC3lfV4oQKa38EoBYCdywq/WNLtAoZv49H+yQ0SQ3XNjWMi3QZjGZ9hTszK+Zg3ZDSEWGPSrDUJ6nlWbQTaODQcC0ilFidunQeVaXdjf9Rj4RmeSuZS2n3kBYIhLVVR95Y8OjhF91SpvEhKOMUkkLh2iTUAm62zoGOmQSHXiwUqqIVAwXe49sX4KZy1+NhWaUMRzv2ol+xrpipgbmLzMbHojxhtaJSIR4VipJwEGeqVyn2bGu258upR0qdCLepOeZM/DrpvkDrMaEhZdRJesn5/NAMiZPrIDTxB6RcVeFaAjXLVQ5VEuciDsHw3e/+Td5lHvr/+Nv7i1sfVf/Jf/OD+b+/jDjwgRK+tz7d4hHXa+kRPTr3v7u4cUc31YXCyY84Pjo3qj/L3vfwhnjw5zD548uXb32te/8ZPf+r3v0rfhrEP7gJN7u3AcgWYDrUQ6KUCA+Oxwr3R4ISKNAJgZVgOmC2aFcOPbiJbPOd/KMIgAEoeMF2xNs5+W9Y68bhbxHAmLJSuYHPL9O2GGe49uMFGYbSxsb21IL0orMSE4nQiPbut0b3tnemF2qnyKvQB9SIGNO2xGFpepqdpZ145Us3b15MkueO12cjeuzTQPqYo5/jaeLNkZZsjggvsnZ46PWpE5wd5eepNd1+fyhZzNLVZo+1yuFedYO3FKEjfZnk8jiUm/NQxL9tX00WGTwoimoolH7WNbhUfnQi0DzhkUIbLgN/HQfCLNI7GfOSnjSR+np/svv3zrow8OWCgmJuIYPOaZZ5sCqffmliYW52vHx603vnCHfRuCnhyegPjjp7m5lVx1uizslfnQadDWzw24BMuNxjwHBntz2mTA6hXSMneY9HGBuS88DuBSi5YAG4Mrgc5BS4ILZV/0W7USL6oWWCgJTLWe4UAC2kQIUp2+KgXCpykHBFuZH2Tsk5J8fCq8BhpNOX+EtrDP0BEIuYQSTYRyMjF+Ooyd58Ki0alMkCnkSyP8JFBQVTSCGaGvrJvmh6MXXukNr592BUccHxxSVMQaAhImT5ezfUhhdlwIPEkRSSGWa84VrhPeuGKJ+EB/kawbYIgklVA0Y/uYWSYaZF8VjneTzRLl0mGNki9MjTmJs3wErkTkXGzhDA3YblmcKPavBPayT3g9TddzSuSrFXF5GP1JHcvojifZPGef8WJ6NaMSvgZFiDlxZf+GAcK7BB/n7UjSZ7GoQSmkJXf3pduiV37rt36HnDg7zwQzxlPIz/2vf/fbjOgg2VFG06vzpWLxyeYx90EhPzY4uWLB+viD3Votd7h3cPPGbUKBDCgHO5Hrd3l1eXS5a2PL977/x3/mz/7y0T/97lShhUtMrqxONZthmSM/WCHcG68RMwf6I3mB+CKulzEBJIEJgKkfikCozvKSGT6hxICAC4QLOVXCHDtqXfkzUVV2CZmrJGBPnQgWZGCI6eR2KtPY+V5DDpVM8XzAJsUqzR/kZA7JC7utTrEceRDNkY5Ar0FfYrnQ8SBJZ6uposb1OL1rc+OAu+79jx/dvjG3eq3RanZm63UUkUI5mbPlMCKdIvXoRGxu8zpLHhYXIMEQJZBjKrZdDXsD8TUra6uywYzapws32eqk09mX2ZUCcno5QPyYJ0S0EnZwY6YTwxDnwPbI2HuVH9NxmW5rSMx5bnert7PT+8IXbq4ur11cPNM2X7tjJopTpebFCfGi1yYTSfOQW1ma3988imC2y1ylEVl6Jp284gzSUimz8Zt58JQuJIAigf8QK8xbcnARL8OwF8gMHAOykuQveQTa7ivjGJgKfpps9cqoPBTfVDKW4sUVABpOCXkZoMWInOyeoxPxDYEEN5iKmfQvwdCcEZ+tjtYYC9NNzg3nIgRmgPYEt2VkhP+wJfY9Dc9QT/dq1nqGM/AcJ7eInoC9QPscN2rTeKk5meMgYCCJF7iFX0k2umFQxqIS5+h6V6XCvqkbuHBaa+sc7apHsWz6fCrpXWBAAo5pCSr7b5BWATOgOWYD2kW4h10BsOyLEaKbTZW5dBOAlK7PaIGGYgpTArisad2LXxMBQApU5msEMkbatFgdhaMJ7WZ2inDczNy4cas7HBw3W9QSW6oZ5Qp8puX8a1941f6L6+s3DOHurbsffPheZ5i7dmNS3Ea1JvldhX0LFxf/wlwm8KfXHdoJPD1WkD15d+OwMlf7iTdeem/s48vczMPHu7fvLTzaeDK/VPvWH37rT/87X3zv3Q+8Pr6wWBNVJDiJ+2141mPLoOlgx84aJItRmE0G4KdRYKQUP75egybVAODQm8X6GibZ3SAF640lAVVsn2Ndq5OLSxU+Ut4GGJ0XjzNhpU8EsRHgZKnhY+NkYZk86XROOkejizZxgpgiKIDVErraNSGQ/iryJ8tm0xMKTtq/tnorF4wkd+P6qgiWu/dqn/vC8sJKrlSfvHl3bX6ldpHr5yt6knMEKpd+uL1FECIMHDUXp7ZnoR2oo+AiLjGKIq2GFXRpYeFMYNXpcHapNj9b39/f6xx0avU64SqLviH6MImzo3ETCgLd2zl0NAMq1Wn185NOXZ5w/gTk7x2G7ACENje3j45OnO230FiSrubm9duH+0fNYy8PqoXKfH3+zs26UyawgjjBTPACDSGFygERgMKqnBka3EecA4KR4MwNER9tyoo9B24GnLTRMPz2STQF6yAedmXIAC4D5l6AYAaIGXB7nt3EJ2ECg0ipkCMqOeQyuxMI7BFYnXoYETtq01WOLmy5iknFGS0RM6MPmS8DCet2uDIjXkh5urzVFCbgIVRUMusA3Miq8qlvCmc36tEXv0ZbiY5nnYypSKbHDJOZHggXRIawaCqbQpJ1TCXRaFLR1amwt1RoKrLpyvqgRU3wyhMx/KoJ9SuQzRiKbyzuPUS/eJMZoyFMVG5za+ypY1snNqPEGkbz4qGvFgtK+PMwUUONxKU/3o3XE53KHiIxqKE++6oDSqUYLo4cR+E1ZusLfufRe/jk8Ze++pXgpdMO7z3f2Nlu93u/9CtfOmmdn+wxwcQpD0TpQFk0euhMd4n5L2briyjhSy+98sMfPtnZ2bZrw+5mFuva3OT+yYFdgvNLc8324a071xZX5qm3aMjZ6rXFem+wf9ghdYvKxwGEYyBg4WIMuZMeiGNHcrwApnBxx8qZltvXr83Oz+3v73/08QPq1VRBsDeCyvYUSS8WFuZu3lprnmzt7B7S5hrzJfkamJZkcbx197oV5FknH87kqQ9Sqp12mpcnzf27E0v02vy0jIplukiof1cEC6zS9umz5knfMSo37+XbJ8Pbt251O+3pgqxL/dXrc53myUTXLuPLh4/a9vg78dSukyJxZgoVQNrZOvgaezNViWgjY9kpx+vpeYi/pUIt+XVP2k37w0r18rONp7awrL+8IsmC7YM4U0gRqJY7iJPOVqxX4swS6NE6F1kkznNcWqe1Gzer82Fh9RxJdUQ9TRiHW5gryPjw7MkmOAj9amJ6MBrK4H7QPFhaWBrMBN9MhGBMVDRwFICCqZhkMApcvEXiYrnzJMNccOMCo7EoSQSPmtMC6WAsU1LuVCXISkmgZtXCfwIPQWpiSsozame/epJ9gebQkKHEA+/5ChxVHqZE2jW+KxWU1EnEv9j9NjkY66Kw0CBDsEAkcdwz0x1HBMdWZRw7MnZ4jjZhyboUlaUu0QVQmQwN0D4/kRE8iYZS+h0djJkkuycqFp1Pl9oqHLwSUqeUrSr0xIuBbdTNF8jmLa/4SW3ZvSZcWT1a8aL6PPFrFKBJmjgRBkkaw15Ts+T4ICX6Ce/VRq9V2I1PNWhTVT7THKZiqd1szpGyqBqjTOSAlzv5X+JZ1BAQHlf21Up25QwjdpOciGOcepO53mmbwfbg6PDm3XsoykypcCBVi72KTsQcy12/l7u2vkwm2nu6t390mU+7clbXS3ONlScP3lqeWxY7fuNacePps1vXJz/4oLO03nvjzS98+ztvffWnvvzo2aerN1c//OT9Vz9379HDTSq70wT4/yqQfGqyR8anLVMMrIEDQYwhFp3A6dxluhOFedopADELMrStX785v7jA92sXMEjDRCI4Sni485fTZRErtelTUt50mYTed5RTHi6Ifj6fcgx5J4J/ZuerMlk5Ci2XO2KxJghYkGKxXpHSD9RR2zBv6cpmAPRY+zh3sN++efPmg9FHtq+LyshXiTNd9oKCvGpX47U5jvrxudnFbvcDgGiP85gzkA/CcUxeE+9kFw2anp8qSLIshLNWsXfCcsbBNXROu6d6wg77jqxdunHr+sbWMwIqwAAexAowH/qzMExbJtnAu8zmJ7Ygn+yTJ2UxZZPe+Jmf/tn3P/lAFehItVpnlJD6Wf17O/ts8AIK7Ifklec+y51z1OcPDg7CuAlAJuloFsL+mYgKB/aoKn5WlwM9vHHJEJWkyoTs2QSHkOlXcMYsHpnVEx/LgBKYqi32WCVV2Vel4h63D7oQl9dffAago5JyNXgdlPpz44IqArdjR7LEVs72QZjG2dgDC7wL2yI2cSoCjVEYHUDaCYmaJou3c2PCrVETlXD5IXnsfBBcN4wO5kcPUxAeSqE2PaQaKExlIJHhmS7cV2dYCsVxZb1VDHqbKJn40XEOCL4wr4SwFJdzKhzEEAimKoUTMYHqkf7YHz0REaT0mRIsJyTQpPaG5QWptxxJG020IGbYNKW+RbQCKqlpD2Na0kr4dGlFc1nH/GqA2XP3nrt3E2X8Q9yORzFXcMHDoMLZdTW+ML/a7Jw6grnXa4suOEePcpN4887eEV/MxrNnkjhUZhtg6dMHT2Yb01945T4DQWevlRQSIqQc54wveeRa2OdPfG7t+9//Pnw5PmgtLs6vrD/Y3rkc/eitL3715jsfvL2w0jg42uWXcSzwq6/dZpublnERstYX6pWGXYB2D3X56Kfy46z15rQgfOEqjPzsKYYhV6/lDmAaG+OxfLa5QVCvV6bTuM6F9dIOWO8sbavferrlMJ/sjPD81sbu0VFE+AOxg909S757IKbp7GzueIVfXaIlYT8zkxwqOEu5NCdyN44GGdJgySBhfy4X8+VaiQt8oTH7J83ct3/vw/sv1Z0HI0/K3jMJtmuyEskBef3a7c2NnVq5cjnsRAjX2RWXAaLmVAlyHFQjFUbKzplccTrnbClCvqwcYM62AptPpEK6fWelWC0fHR8I4JuUIm4MjZ6Ylpicm1FkHhyToM0yjk5PDkWJ2QElUVTeDjy7Nji9UDtwaePd6NyhD3VzlTC8SH1qt9qslflpJ6xOkzAVQ4fAeeQrH53L10D4EZOuz1JLiS6DY/Xi/FgVPZLW1XIL9+gy6eoGaGPvRnhBFlgnz3LlYM7h70BI4qRsGrbc+GHQAXtgEOiHBTQSvEScfEBlAlEgTW5IkoEFDmdb1H0aG4HAFuOf/ghAIn8GCRhnzY0aydRGKlUiq5vpnZkR8MffwseGMk6UyhUy0fC0AzLzxch0TNVSXaleVL0vmoBUJkdPzI9XEveOLAnq5myii1GgFCDRZbqPUQh2gjwcG4YsElhHRKzLs3B8ErY9kcuyWMSeshhXmLgFh2REMNwZSXRHCv2lnxHHWDKJuW2JhIxUHbtYEB30DZ3WVAhLAfSAOgQr15ghy9IfyQ5D2fGrdl0B/4mCKKOHnmdfUYmQJOPTXxhyMEI3FEK6adhdonD85EZY4qPHTzvHMBIo9CTmZSxgRmW3ah+dEE4b1TkC1MOPn6DWqyvXHcGOwNopp5cvvfLa/PKh8BC73TmhOVxvXl8lzX343s7e1s43f2Ztf3v7i1+4t36z+f0fHXzxS6//xm/+M7mGxSlJikPpqC/VJwEdAzRW3Lkgl05W5p3T56xuemaPjnQl7R6OJfWW+FP0iYNdFrzRFbkeEZmfmrf8x3uH1lKYdGmp3Ok3V64vy7v6ycOPth6cLd4U0jfVH5x9/NEWyLmxvLi/d9AZ0krH5+qzE+MbTAb7R1eHe5t3b12vlBun530xDift44WFG7nLQq8VSZMq5ave6LhcEWu5V6lUu4cd25OWZgtNfGd/NJTE8eqqeZIb5Fuvf+6NVrfX2j4/2ujLsFhamqWsMGVOlXOnMiQKXi6B70CHZqvXmK85Uk5q1v39Ll5F72SRlq7hoHloG1JnvyNjSqlWKDfy0pMAYtaEhdn5g+19cJZzYCnYO7/idJevcnZuaXd/j4d2cHG2ub2Bn/QHTkyYvBiwXZ0665HQsSuyoimAK2fbeYR3y8Q8NnmGRReKYvvnlq9hmxzqzOoSJTL+zVwV2ZGvr96ary6OegNbp3E/pArQhPEphcReCelw0AUWhDxjncKnEACCvNywjE4oxdU5KYZ7DLCe0TTlo4kT8ThS8mgJMc7lPeQjcbmIuUZ+cX87U1QpxKQSJoMCS2Jhpn50eHg26MzORpSnQGnzEHGQLIUXEyCPigtLkGN1hju4adsY3JI1SyhqJD7DJoCZhow02S6d0YBOReQ1amkTjtpIUkkruTo8PEYUzo+bhwcH8vaIXhHOihZTLeU1Eb4hcwxsg4NyJJwPZ+juHFWxlfv8kqt3atZBN4XusEPnkiNa9gY2IeJC4s30AqgbSVGoayHkBoGJSMcLJ6dMmys0BHmdsh4aIKobEQAI1D3HPGom0yIkkYULMy5fQ0xKujMaAR38iha4p1UZEZVKsfAIE0lCaJphVhCP415rZgZxU6tle+X+rYPdrfb+3scPPv7KV948PDqMTGLj56VquTE/y1lwNbi8trj8J29t5Sd2pscWxkuF7b1DlriuRbw6tR1W+iNCPQoj50q31/zal2+f3Dg5OdhfW1w/PtpzKPd/+De/urX9iM7//vu7P/lTrzl5d+/weGl10akFMXJSIdE/GUnG8OOSrF1McA4asJ2PHT5sJ3yFgpkuuesEs3HCaZrLZxSBJRe12uVP/9TXbAIv1iQ5Gv/g0/c5YpdeEZlwur60tvVomzJ7bf36nRt3n5aefvrgoVNVl9YWbLG2D7ZSnpS/HAwJ76B3m0HU7oc/+OEv/eKvDnuRrfB8XIIgsUPl8e7x+dVQMHHeN+oiCnY+frg7uHN3oTQ1trm5//47n/IFoR47z/qlQgNgiI1u9zrM8zNzjuU6dxYtkwmksTz+LKpoiWpdDoeI1mC8vZq6lOmR7HrYOsJoncCwsbVB5ZmZnOAEE+LjCF+7FukLTLyCw1jdHzx+Uj48AaxyE9OWBMri3mDUbIA5w8EWBOCeNh2DJb2cY+eLM07UAxZg70LW2fHpQlHE3GDo8MjGwtxifrLy+NHTmZlirTxbmCnLksx/AfE4L8jxhKYEflhWcLfAhogksIYhuIntcM9DHi43PNpQxyMZsZHqFY1af5I0EB4Z4IIDW/pMaMA5ic1Kglf/KKkq7h7OLUMQXuQUS0QI9fc0FI1kpaPfUsCxT1wt5Gs28bAsTCS7moC08AEE/UoM1iQHyqHGGb/1QiAMChh7ja1IxlEp1+xSSB7tH6UL9SH2RI0k2DYP4f/nAzcNarmM0YFgQn6w1wnnbqxQLtiwPCd22b9kJryrbAwndJ+wgxFIkCrlb6ChAAEAAElEQVTYix+3hTx0AEmEY5F/YTylJkKnk5oRCByMnWIYDsigvKnzaRWef3z2xOwFCU5T52EIDikJyHPlIPh/EBIEwJs6TJ7Krqwikt95f/jy/duffvz+L/38z4mnfvLJA2GIm1t7r8w2ZL744IMP7t6/w9b8E19YIo+bGTNWKJW7/W5/JFVXxCPcmq3jGUdYmuQ3U1NyvQyb58b59Mljqt1l2lL77NHDe3dWd/ab3/n2+3fvrxJ67Ei2+HoUi2cAwElvTBATv73G05MjOS+HHaJujJD0aLveiBwun5hsU6OzzqhjniqlaZ5Pm4sebTyyicB5xsVa8WbthqDavZ2dpfXljUcbaCoTmImAxNV6VQpx6iUl3/ZFm8xEOlC8YUaxnp+crR0cHB3t995/9703Xv8SnjldkHkV0Z2xY1LWAM5v5quUm+yYKcqBdftHhwHTkchQoIMY4dhN+PTp5twcN50D/2ZCjwinPdShSk3JfUp2Aiut87Zsa7SViGATLzPKnR337Yy2MFZdGTBkrqWvwcMdADtxPsbcddoLsdM2OjtfyKMMrmfnLfGhAV8kzNCkMF1bpgIHtJKQ53K+UVMnoZ0/4lQCVil0mCImJ6RLnV1ogKFiyV7GOKlhdj724cN0IeJIlc5wu2D7pxb7uUEROAVryi4F3GQoRw1QlU+rqZMZRhuFh1oH7tYRO/ysvGKueCVxTNQhcNCT+Aha4F0pgYyoS9Yg1Y9F2uIIGUynHrDtgKFQJULcjfGqCsfLUqiYdHZG4IgemgejKJdmbHumI+hbKhxqCNHer14EeNnzrB4dSLgam0qzuICJQgRZaERPvGK/jzJ6eCl6RVK53EATavCWuEY/ZTpIl26SwjG8hRZkg1VGVdm9mXEpE1NDYBBKkUySMfOpCf2J+QmFZjKtb0yWR/5i7uJ/Qe8prDMoKYMXcIzhAFUVelfl2QKpilqAHgQhjkXEN+BfPM4KsBTB5Pv372KyThh5+OzxV77ylfx7MyctW5DaT571X/3c9CBOQWNTED5s1q8WlxfPbcu4GFA/JdNz8cteX1+nCwoUf/+D8+JU7voKpcYmpdnPf+WN9z/56Hhv6JAxRxl9/Yv3P330qbCXxbn51F8yMScIgyHzE3KQbJ5YQIXOXaoKhj7Zb3bbzHiXluLKFikRGmOYKk97+HjFtlqAb3/72wQKAfOdUWthfZ7tAzW5djPMb2wQ7V7u2dYzWwnIh5ygBkCvpksjJeI9wT2YGPQvDXH+RvWTD59y4j58+HB95aYDF2VLs9/YJgjSvtmXeJYdUPBTnBGQu3rtC7c2dzaP9hmHmb91P3cgXgIbuMgJura1qVyoOrmsdzQUSbW0Okc8s4UIWIRjfCRSyIZkCior96hQjFSIApxnWidTxTxHif0e5YUikd7mfetN4zXRBovBygdBrcRKZxs0XfZRE3ZZq1X64ZQThRhJvlwR0JQSWrJchNB76oDWSBBA55VnSSeDM3FFnZ8vzM6Ch8Oj/bmGbaerQkS0QvZjBSiM5Q0Py4rdIolnJyQPqQOc6Q8wYtl0n10BuS8u3QaOCgB37naPdc8osk83CvjMbhAB1WX3Pkmx0D5yrSERl+gxowUrYMwVXCB/QB6BUslnF9xSVaqNiOjTU4JbNJHaUoyBAI6qAWtWm+GH+JLwxGf2ooGoxNdoOlEiMj9ROt0+L2OidIv22ut22PjiRZsqksbkFTStnSyOhGT1mGefXGDUEHVm1XrFbLjcoCOMGqGkjI9hs/oZsXBjV+6tHTHBTuGspHezTgL4bGqz2tTv0nQgUnINGoWvymTrosNqUDh0UyM3l/4LB3woTTDBTy7lo0+xVWkswkaJOrnLx0+e/uKf/uYHH73v61tv78i5IfcUi4Cz1U6eNW1Dnlucf//9h2trcwTSIKqXsXOPE4eCvLu/f2P9ht1uUwWbmqmlJmQAHXgoxA/ZTIPe72wcHh9Rlp27lx9n/tfngMsIhoyoK5wArk6E2TaMMbGboDJVuiheRjIxBxyeV22eZSeOqPsI5KCO6pwoYKFu0+Wp6nyVic7APHR+Lwltf3tH2YWl2GLZPXFkux3H063+abnXW722Wq1Mi0EmwnN+Tl4MZT20GbCYHx/uXZZvlBwj/0u/8staOacZcP5xP/LCSCl3djpVnK7MRmqMynz1ZvXW3FLnyeOdzoGIHVbaKahbX6pwbxwfNcs2yZScfXiKVDO0Bf8CBxx0yFAkQR2a9k7vnEmbQXF0MhQoKczg0s6OdGYuEosWDLueyHMntSajbkQghqUr7MmMSr5MqijJxmGiJ4pa3eA101On7TCY+yp9g3PDM6EQlFh6M2wb/dL1RQkmZQyyu5JJMfx37JISqEstK6YnjBJh+g/QCRee5kTOk0SCfIT4AewSJPkaQJkcZlkULchOXDd4vl5pNLE9pQJ2hXibhyRSxIR4ElfEcoR3IOzdQDazw5tytskRCwitwJCDPIENFAGGFwsVN1pXv+5FxAi3nPxXRBnhGzLcBolm2tS/S/zW+8ZuQHG4ZWR81IcgT3qVpi7laLdAqEFkmgiE8QGxzKqKRaNH4popB7dF1DMrrHf1H956oipdcu+nbEJMgpqNyKc+u8k+vZI9DJ5Ur+uEV/zkU74GFMEeU2V4T6K/LxDVK9lXn9m9z+zSkHfNQTaZmvMkOjYdwTAaTuJDrFboZuY2DTx7N1GERCAUEz42Me4kwbd+78cBuI3a/tE+Ygfl1u9GHBBE64965WpBMvmjk31mUkKIRHuygXd6o9Vr6/s8YgW2khFDEVzHVnG4g/3ey/fmb9wRgLjzzttb1ZKVkiqyP3o6yN3Pfe1Lv9TuHLHEhgpmrsFDpM0MlS9oEkdiGLM4gWbyjSVWtCIxvnfAZu9QkRFgMS3ok3mc7IhcPBYYsXXQHJtuA26B+vKpMNrLYrpQn5dNbvJy+mLI4IV2is+fPB87QJKtlh0vxwfbtlUGTXUgSn/AcdWozx8/3IcQdqq8+/Y7X/mpLx109mAsAwyJm1VZ0JBzFqpzVavePm0RWObWZs8nLz482e+MrqbHTyvLUBWSTpMIjo+PamVOknnA0Ozsk/pJh8zizGeiBk2+YCL78JbuLYQNvzd0MqdwDmfNIWHmVHZ3Qi8KosP2B8IjEOMe53H6C4ySiAaVIX4LtQIBhbKQwTAM6ZtJtQsda7S3syDlHBUUPJOH2dYnebNsjCgJ45LjlvhptzdVBTkIgThEAKoThZU4FrhkI6mIq+Aq6dKHwJ9ECzinAtpeXNl9BmTZJwD1ktl2Za/rp8sbgNWTrFiqIBha8JfQGhI3C3kn0jTh9l6nKxGu4TBPJSplR28KQ42dyEEaUzfUoEU82b9cb776NVkTHBNOEEpARilPl+oUcKv17MbYk+kr+LZ66PwqZt0k8ot6DBmcESQhp8+MBHhVD7WS0RRNM15maGkFhZ5mwKZ8CO9Je1I+K4C8sS9ghvBfDe7RGh3QJSXTnMQs/dt4rp7PrqwSxfTElQ0nWwIP08BjGq149C1pduE78BuyoF4kCWV4YTZQrduiVBzl4vsffvTLv/LN737/uy+/+jJyUN0/+cU/87OC8b38Jz/64er6SrMZmyxeee2mKRIVcNI6mWmf8Ds+evIY21hdXytWq2Q5eUClID1p59Zv33z5c6//5m/+873d3Ou/eM/epHIp99qrN5ww2jxu/cNf/3bwmgyuQJkEROgjIQyexzmo5g0DIndLJFAcr8yXwnRyFBlNh+NCCeMc2MbSrJPIhqfdw2Zzbm5Gisvxi4mDzcNwXOUnqzP1cOGMXTq5QZZxzIHTWjAWNRjVx3JnG7Xc+TaYlkpu8oJ0w9Zq5sYnK45m69fKjU8//vD2vevlRrk1POQ0ReKDMYp8mKG8A4vB0nLt6eYTmSwnGUVSPCJuP1ORJKUzM1mQesCh2Nyk0Erio2w7Gh86hmylGAKZuJy+4t18iTJqK/IxJY2cCX2sF8aN6JDhr4qRy5UXg4lviksu8DMSe8sGJh5TvBPDZJKikdTYAcohbGN+4LRD4idpIg3hw87piV3fRGqkIrKVFOvV0lF3dzAcr5RrNoYlHXiKV5VHDa1l/ihyVNI5I/SDqYDwMbhiaBUSYzxJ/A6gSlj9GXSCvOw+w/DsPoNsBeEVIPcVECeADOTPLmSBBhvDVnOQenDgnyTRx8k/U9yeucuOUxv00+zRAYP8BUxnOV4iVUHgj8yLdkmyqkgxyg1vzYPohBPaqPHHECqDagCvTIcIWSCwKMV1KePe5UbHxDaaWBYG+C4nuvoFvvoMLMJbIxDjHG3QotElITez8oTVwPR77oawkN1zqOqMmqOf6aIHwH9gqaQ61SbBhv4gB55oQmEFVeLTr4Kwoat5IWTEvBFdFOL+KQbNcgMURLNlU+oVGnvQC3NkgIkSGYh3VRsUOnk/VYbwqEfNtltev3njBz/4weuff/V7P/i+kOs4MhQRYyoj4+RQq44gq2KpUJ+tgSNBumRwHht13b1716cUSbgL3YdQML+yJN5fDhKb4maq5Y8fP3y8sfmNn7/FJl9fmOuORnuHB7/0p3/hj7//ndVloUORd5EaC6Qse6y94QTTSSqQdQPAvZMeuYW66xDYAjs8/XboZOPTwVivf8WQ3DpsOUt76t6d+588+Nhp4tevX7PH4tOHn2DHMqGAPTuNJQge2mEoo8GYw+SLqANcskEiwqclFO33S5MGWCC+8+Xbzuz878PDpk3P/+p3/uWf/8t/btAbCB7GUB0Eez4tLPKq1ZFTaHj3c0szx8ynLSJk42buq1963XmrJ4ftg93j1jFfa4hVQoxtyj6dGUhSFCDktJxQaekwICJQyhZuppfG7DxngfFbp/D8R+bFvXKNsBuhcmhKoz4hDQCzpdBjsUNH9hb0HbiUk4SQ1xd1cPKENahUy4aUQQ/wmJ0t3b1153vf+2MMOCmVMhHYnUmIPBhe9tZuzm3sxulgzmoQDSKC5uSghRaYf1MUcvJnWYMlCO33nEsVBp0ERxY+UIJYSeZP5uuM22Y6AsCF9gzBRuQOXMJnyw2i8EmRxbHGgY2BV3FR15O4jhiETBo1x1SEoHAFD4s6iV55ErXlLvLkK/aSiBEOqcRDC4rQ4SKBFagKB3/a1wziMzwJPYHXkrEsqesBazHbCcdSAI96XGY7m70YoPizlCMHvZHi0K8acnkx9Z9WFOZ+9Ssc+JbmpFAqubEonkiK4S09iV8Dh+NeDT5VQhZzY8bcwP9Y97E47oGYgM9D4qxkzE/i36gzEqlp9WRXjCFVq6QnZsmntozCc199BjlgjmcXC/NHnMLgn5AOQjPAagLvfDPhABIIsep98ctf7Px+ByFATZws87nPX3PaOpxrdo7Wr6+ftEO1MUC/nZ6fksCaneb1O9ccxAiGM7l1a3u3UZ/j+qrPFtdv3EQ33//w47Vb10jfHTu+mdOGQwb9/cOdnb1jp5aOUwM0ZqR6H7oSps1rmMLLY44gn/jfconIKrKEXfBgsFe/Ua2sF89LuePT4ZP9x8Ox4cL69EuvvmT3+8rcammitPto//hp88svfeWqE5vD1Tu/JBNRDyAasE3a6LTofnVa0Lv3ltoHVuVS7kB87/HDJ2KYRbCcHB/byk7cFnO+u7nF2SaSv1yq2YClHv4FdJH9gweaL74+X5pbLL382sIo1z7NtedXS9fuLNy8O8eZbxvR7ELeTaVmKxLHeCvpQblBSwa4ok1gK+vl67fWJFNrtk8Qqc3NZ/ZBgHWx1IsL86QJokGct3qVE5QCrMNUho3MTFOPZhvB2SSHQN9RKidNdnqdTbFdl5dWBbxdu7Y835j/8VtvN+oNZgQ9t4QYAwuDrMqHh33eL8hkV09XJrlu6+BgP1sLFnEniLE4gmmrQEaII7JFZyd+pQzoyQDIlGpOsc++unlRSRyk6de0uGE5d0WFCcnV5vJ6drkHuAx/0E90IMMBPwejhcJU8VD1LeWUs9v0J7T4UNYuIzGpxcxCBjhHi1JcM+C1OkQXYBo8NR1GGRmPRCKxTMvsf5GLbR2y8KXtCXrrocvQ6jUu9LLmVOq56dLhSLguT5FEkvSxdovVgN2XwsXblSGww6TU7Y9ZJY0pbDQuGAi3jR3nV48nqjVYioOasVnPIbwJ8dwJF2JAlVHSK1pXQG0qCaKQENtPnivvJk1jzFz21dTBF8WyjRsKZD/ZJk8Y4WchDCoLxdSmTCjLabt3cPtQPEMaN2ksnXbBgAqr9o1vfMOnaVGz+gHY5tYOqBDGJkYOTSOYh2AxfrW9s8mXp4xGs2k/arYkvwClKCmd97DdfLDxtLG6UFtsFOqFUU6CypGdT9furn769EP2xGu3V4KOMs1AjxdSQYBUwBICbsWTcpM9AWwcZaOLgTRTpXJpOZ8jD1zIhjR52ag1xNg8edhqlI7hqvivnSc7hbHC7et3HncfOmvdpJsFE20idNdIRq2hAftaa1QrC3vOe6LwYCnNZhcnpBk6zcBkYQnd5sn7777/UwtfLxerOxvbc4sNfEUw1llx+vgoJ6Rn6tTChBtYUif+rMFFTxLMGWRDqtXBdKvIjMwNM5wu2jExXitUjMz25Nz8Odovak0eMXbUav0m+z5y0Omf1vORrYimsLt7WLZ3Wcwd+1XaU2yxqecBCuKQ5Xri33a6KeljioEgAmOpDKiDxTOvPl0iewCfdaKaAmhgpxJeBU0Uhm1Vzc0v2Bx6eNwkajHFYRU4Q702Z9oReAqBeVAsWxbKS8gyqGBCeJMZwQSJT3qSwWUw9hekIRimaLd0ecO/AJ1Rk2sT/PnTmaxwNMFMlNpRTBue+NWnAlpMVaIjEbeXCZBaZALE2hVwoRHeCmwUrhJEJDSZrNHofOqeh4A3QyWvEGp0jwCuU566tBjUJkko3Hvdi1PB9qYRx4wW0qwGnqej1nBT1ZpbE+Vdn2ioIbvXC28hYdpTxiv6Bi3V76fAdoJ7IhCKReevQhxQRvILASa++pUdwWf0M10eYpy+ZpdK3GRTpJKsnqx8jCKNl4XHE1c8SZOLkTC2eBKWgoR48MwNip+9srW1Xa+FI4AwKyHqj9/5UW22jHe3uidLSw0mPA3t2eG3O5DO/M6d20Y9MTWPUjTl8GJAjRPPRAIWUqhJ+GzCTiUYLcfoOFy/tnrSbb72hdfe+fE7ewenhcrUs53ezTuFTp/tMBycYT+Mnoe90l/Iih6GwVZfiWDmwtcgh7mpYq593p46n2ThmJuZG7VGF/0r55XuN1spc+s0BGMyoAAd7x9PFMZqi/Vxm03Ox6br+eZhG/iZcTBZb8xKrtAb9tfXr61dW/m4vSNMgnuDSkGA16tQka7GSCg8C1bE6RE37t+UuCIa6/UvHEQXh+LkCBFQKDCECANlJ+38kZdJ5vOBfEpza+WJma7t0ONNkWIoBdvAlB1DCZVynV5bxIQFp5VRYu2XFptmrCJSxbpTWGTEpxWjO+yaemOKgR06DtZTpKfo2rytm04/Q+hZEyiftUZNbDzxSq9AI4Z/McSmIiSBUUAlDoOzliaWmodmX/a8W+SddZC0CGMB3FW794tlQM50271CQ0XFxFY2NUR25RRiFCvigldJowHc8DjmK7tQ8hdCrLcgW7QYTzQbyA9bpK9yn9XjxXg3ERcrT00LM1fgkGaCFpBvCap+8oaSqW7cA1EFIunl1BN44QtRgDgAgUIED1yNVjWUMrONSREUoVNBYlA6tvdwsoDjdEVbxivIJbViWCTgSMes85EFKV3GQkpBXjEY9fgqahtTQVsD868CAgkvnisOT9gRsxcVNoMZpVChTnmekWbTq0UVosIp73PJT1E+GWuz1xUwGp8s7YlEBNXU4cB13UAldDD2raE3MR6/KmskUYYcmAiBJ1rWNlg140lFiOrx3Jh4pJFhJWITIigDpiytLaP1Jmp+vrF/dFydHd/e3p9bcDpXY2x8/80333z46BGkWFhYIl8wwInltwHEcLoSgpJGGP6ShUg4L4Cm7W7vbTOjiQ9uLFSPT9oycV+7Xrp1Y7U/aIrgHcUyWCwgEHdGCBGjX+AhVDnOEKARYiHAiEWNOHgZQQNJiuPVccKGyOTeUcxtv8md/qgUCY5KXVHVXZsbDieKE9WZammmrMeiCeyy4XhymFn/rM/EyNgi7pq1004hnlUb163H+WWfPIoDW2MbY+Ocwt2D5bXlxdnFTvcYHxIfK8iUIVQw1rnUL3ZAhxEHDrAkxY5pUXIoEYdo+WJm7HxipsYqcyEooF6etyhOhwINSCyqJDGhvF7dVl8N6+sOse08eUoRO5yfj0A01DzDQ7DlCthiXElaK6jyk3o8J8i5JyzwRe0f7pm/EAJlZJYaJHYwBC8KnM+YbS5cYu5BiN1Q4mSRXnksB73RDjPEQXNhcQVzCqJzHme68yHEEtmZbquWU/ESCAZUpX1HOhC/PseUgM4M5wPE0pXgLwJpMlrhmTJEA88Bqq9Z5XHjD24n9utrKhAf2RgVw61hREBz4BJ4iaY/K+beWy71s8YBoEQdgvCZAc8V0I3gPlES6+baFOTHBxEhVS4vogWRmToif0xshFeZ5yRIx/wrozlf0QKYb9pNrNWiTGkC8mRrQV7LymQiQ9CXRAFJ7LFMqRvBKkOHCcrIcBw8zBFG6VRYnyLQvEIu0O1ULCigEagmOd1i3rKZyT414SbGkEbhXV+zDnuSlXETniAUL4rGbGQTEffJiWoBaEBLSytvv/02t67ISJrrzRs3Hj5+UquXEDcjFeE2N9tgWnv46dDJozxxRk231eeTwyPQoob+eR82mx9oqxUiM2pO3RN0RqeQUleOvpWVJa05gGF1TZxRbbRzbONHhDGGLTiJhN4kMsayTSJ1FoMlxYRFVEc8FFQWIQZyWjoPL3aYTF5NFYUGFCYbv1A/2DnceLc/IjtMOhzv6mLmYvHa0oN3Di/2L/rlk8mxk9dfbkg9BFF1SByr5eRCF6rIeVapT3eOT/cPu9dvlIEZTTWQYeRkm7bMIXkBa5XSo48fvvLafVlDHB9IFhG2gqSMURsdjDRRsH8jYIeRXgJWMbsSh/ltZqJQxfpn5s/Fk0x3h8c8dkzLgoJgdXKacpWd7tpueMrzl5O9F35H4pZxOxRKon9P7FCSoTL5vbSWaG1A9oxAoBd+LOBILQ8on9IJ5Fng9qVTfPgAAQaAAM84P/UYiQV5oInqLIDAcZV7toXUHS5SZZM5zYPPA4YdcWBCk1Fg1hbaiehXKxAhBSw7F+dy+wFS1WoXrIMr/QEBGgNfvsZKpcuNyxMX7DKx1toT5d2kx9ln/JrxOs34DQREBd5FXLUUGi1EjQagBORWldcBk+RiqR7tIkcBOQEmCqXbZAAH8FpR3l/gkoZwAH1wKa0n8BMuuTzJepjwKJyrtsaBF+BncakfynhdVIsOW0Ff3SRhzdSFBdqqGmJ0VnRA2v6sgIkyGjdpTM8tmnJ2qqFY5Bi2HzCijFAW/Qln9mCQkQY9jwFlc2hgzwcYT1SVBh5T52vGFZ6XTLPtVz+NY2np9SgW7uzY5eqTe0Vl4CHqIYIH68VVgsKSIqR+YV4RI7u9u207xsefPhEpA9B3Ns9eeWPOcKAeo+Tjx7vLy0sRk81HJTAeqkdmxynZAK0Sc0ciPONagsA+dE/Sh93NjZXl9b3d3bP+UCqvP/ne45O7W+UK2S/2bMfSoMjK6ywdQY0mM1yMMa+y6OhsyIJp2+LYVGQxu+QjVDWfLyuYcTpQ5Fp+9fT88eHORagCOTE8ufNH79+6Myul4oSzFU+uZLl89mQPlMiGVl/IV+Yr6EJEJU1POD358uxw2HI+PJVvJkRh3UqhjeLHeOnQvKOTw5deujfXaAwHzVOWyIlLeYSG8o8JGTJe3Z+JzXxxBKYQaRGwGK64dQJMfqLUkDJo+mL8mPxvcMgnxnjZOSe5NFvD9l6uuhynIe3s7DrKfnV1VvIOjN30KglAg3CkaCLLAM6pmWhB4GH4s+JCg3zKBMcleTV2KLJRNFuv2TFpjkH2Ua3GqT6QwrZzn+xy3A0yfbWYMIt2UktdiVzOzM/OX1bD2RZadAJ64K4SbUF8dHkGrU6oZn50xk/aBVtiMT3JwM66ZJfngAxzUCzKJAiGbl45P+9mZbyVPbfeniuZXdnD7D7VHJVkr/jU7IsXcYq44tfERZ6/EuIuWIrLk1QEOiMupCU4GdPlJ8zGjKI1GRXwEBDHjsuICZCCVaxdNvaMIoUvQLWuBPqRqMqlHl8tkHoIreRKugDEjiVLA4++pSvrp1ZcHmQdi8WNFCLPyQGnhGK+KkO0zkoq7EZb8TxFN7v3xPVv1+zeu9ZFD7PnCmStx02qJHseTUMEdFMFQSWzKcLWSpubm3zzl+ePTCrJFHzPN0pEaZC5u99hZpAUx/mdX/vKq2yHXIzmirygfpvdwQwp2pKyQdq2QEuw8ykLkDPNCBYyyqLHNW5L4vLaerfTxJfZyc8nL6nXTqQLyS/UK/waJUuqC/uL77TomPvwsIe+oMeOIJLFn6RMkDPdKCUNmh/eaWXLy6svvXE3X3mmYGgUYxJ4E8LlOyxcDnMz8zaiFuSnJb3PLtQK1cibZe1MjTR1ZlaKnMGCQbUWGgtESTcSEuChSIPtWTtPN+3wt63wa1//wjvv/DGr9ExpqixAoHt+wiLtcKGpi2JjxuFvoa+NTw3jjFyREaQHiGXDPfjjpZMOoDTqhNu5UinTUPhm2N1Ki7m791bxCdGB+q2fBp0EzrO5xhxhSE0Itk6aAS7SiD4O5AzRBs5T/KkGXkQ4GHWSQz3Gj057IxDbzsbpgsB4DDFWPSWudfN049mKjN75SPJ7ctTluQ8eTyKQCrVM6wkbmLWxy0gPYvI51hLcR3Qo9p4Sk0amvhccTxlXtJFohHazG/W4XjyMSnzVQ5jiodfjU0vPn2YVPCdzzKTkLKaN7HXvejsGEe4EL6bCngCb9JvhxtPs8b/FV4mXET2isdRhtU1F2GtsEMTg7e7TuEQnhOWE0rYWElVi+wNkUDjrU+pqSEOEXvMP22ELBwfK46v7pLFdxOECKd7JZ3ooZ28cSZJqDuHC8+xTzdr1FlkAVAS2RKhCyFwZFdbDbFZAlXcY5EJMM7FAP0lKOhY1i5tIV8xq+jV6EOaM+NWN5wQD94ag/kQWPLOGKgq6kF2WBOS7dxp9dy8SBXd6YQ4QYijfgiiA4DEyZ/T7jpZ24+vy4iLOwQWu8+CwMdu2wR9hzhdLIdNfyQczQ3A1IrnIt54+W55b+PSTT8mbc5VZh5jeWFv/9MGDQt486HmQbyyF08NIvQLMBxbMNPkhQy1wyVObVAMwMyFD47wETOOTrWYbWRUCWZ+fPWodMgHMrc6t3VkdTdhJMyzU807gc4oWbdq5JvauOxON9XF2oepGPCvX4KljxwUsXDgr/XJ+qX7ajGVjILBNEPWxHrYJIjQigfjkPvnw3dXFxVqx3KjWWStGfTY5ByJdNo8ujg9zvZORTYSow6DtWPhp26WvyNSym8dRYLF/hiJAWum2IweJMCEY3mrFliSuQ24wbUFmn5YIKHN23Lt3N9A/8IWfXxqyaQQLEaE+mCZLz+C8KL1xvYLXcUBYIRazSr4wZ194pcpnmpKT5BxoY3otOkgT444K1gVlXU3uPeUrPCc32atfd0ju0iJAJHLxtgKSUC/oUsGiwiQMnhBfQMUCBAf4SvRTEioXLTPgMNkM4FJat5CHE0+KZXQBL6P47DMCigPu4/UoZ1XTRSMByiyN2R8yxnQZqa6BSILX55++x1wCuRAfQ4J0Ri0umhgpKqLFpFe6DbKosAd4fkqDoB/Juph6mP1q6ohsYCk0sjgWnXYql7QVjD4nLHuOSGYjNOF0WQUNib1JMBxWWEvDbYdGG53ILgb0ACd+oxfilanTCmpCS9UKyiPQmN/YVCQiFURWV12BAjqeRhdKPgKSYCN6/YJAuFE+5sGljAj2F39c85ysCCDFSIBF+GcBU0hkF+yZyTiXJDEG1wgXiT91BCG4vNw/2K3WoIDNq85EipN8/Hjcbs2UZhjc7ErXK64C5nZ8UP2i5g3QTjx9tkmqWJo+aR46O3bgNNA+65tI0RBs9ZY9zvBXV9ePjzuMEfbCHuycANrV+Ztj678S1mkTpx+mJomZGrIPoQDN8KjgTnYioV1GZX3DqUxgC+gMIh1yTjAQw4nlTzOYoRO+2j0alK5KI5kG5MOIzWpAIFeu5RqL9uNzMYqXoqRcLM0vHx8cJ2JTffThbnN3dPf+NbvFdrYOr12T7b8OtD769KEd15T0Nz5362s/+aV33/vR4cFetTb76Olu7CznlJqeGGlkLLewUFq/vrZ7sKt7bPAxiwIZJ6dQy+2nzbmpquPoNIq0Ek+wqo3tzvr1qihOEOY5uAE9RkRGp8bCOxEBPM8nrQ6IZGhyaoXZ9DvwJbGurKwo72C4/YNetZA7kyI5Z5d7xS5D5eW05TgwZbyGjBiYfog5hbJZDSvj7lBii/mVPAoxvzSP94o2bcwtWIAs549obli8OL/EMWHWnUDTPTmSPd0MU9QD/UOdt0EI3l0RdKP/YkTSDkudNAOgzip5Dm1ivUI1zegCRy+VOQyK5idTFFQbu6MToAeReME8NRSTg0AQwbncYyLCGgq8YlNw8mgqDITca0sDmTikYLqCvMZFk5HOKdVPJTEEM0yUjRQB4xOOCYbDTMCcrTqi/zwIwn1wP7sG/DQ3N5eZ+k1OWgJ4Ff5/S2ZoOiu7HEIovYeH6AL0zYpltEDHXErqZ9YtN9gMM6GvnmvCUsIF0nizIxHObFbMaqIdZgChEdSLA7v85HWTqRUCgjsTF+ptIjoaQj5UBWMUi6GnK/YVJKrqRcijUYAU+JOop7VBCo+ODv6r//q/vHFvnS7+0cMPp4vT0k7YHGobzu27dxhLHB0C3STsq89WrR3iyJc2Pz9HQmRK3JDPbHPr2vq1/cOjeRlHbXZ2goQ0aWeXS4uLrd09mabzk8WuAIT1W1TvW9eu/8kPfmj+efRRgQi21RkgGIgTYjC+GqZg0lBkDgu6L64rMRBlQppIxgRFA7BichnuYkABD2Qh9qcJyozTDKZGM+0jho6cMFwMPbx3U+OCfEL+RfTDGRZyYOyq4QWZuJLwpz012treYOdcWpEjjDQ4jtS9+vKNA7kKIndmpzFbW1qcl12bE0XnsYUwLdgU4IRGBojW8Ec/+MTqkE/T4sqOBuZoeuaK+cZqxGEqtBNpNgRpycEl3IxBkTlM7wGiIbJZCsuygvXZsvzTHA3Oo2ZJsVWRXccShpOeRXoi5/QUY+ENtanvvHcm4M5Bit2TDugJUpKMhZHAeDqAhm3FJ0DBGfMT+blG+KujczZBO6ThMg56klHK/izxToLMyEbMFuCbfYE516oHiKMfEhXYjJmkzQgwyMnpHKSBQcEQkkwXVl8gD0MTmIV9MX4K71WCznigM2EtSg+ekwBthWKRKTbGD3kyKToVijddsdJxBQoFTMfjgHGLkf78BCaeg78nTE5hs1CIqJ9J11YgJG29IVKRpBv1GiyCUtFl1XLZxNnNI+ZTQwZmqIDtg8qYdpYXSJvda8tNhuGAg0yAzuoJWQoXz0YNzDLJXwFVRUMv7L4yxKTxYu0GbVZtx3ZL/grqQCZSA5oEvEnGAeh27r2YgAT8MeTocGiCz+UjI0QY1GjfRkRqxxWToYB/sHFzZdbNSNCRpDtoC7lG7m3zIxHcunXj3fd/9NpPvMzBIizL9hlxJtJREHRsdor90bbbzIxRnkmUoEHQcUkikPGxvYNdomYkfMhdzM6SULlIZsAY0Y4whPvW52b7wiiunAw48Yff+fH9W4umt98dOR7d6zbeJd0s9EKDYoWzuGaPdSfUGL1EuRC7iSAHBuN/QJdZj82GK5hSbFYPW1Gm7IWNxyQWStO16qxjYMZm+g4UrdQq7V7bAhO3KIkIeeSuZIjrDmgfgtcsh1iIq4vtnaedy+WzcqVgWxVXq1g7YGKOGo2i3f/2VLUcdXblSLLy0/8fWf8dJFuaHYh9Wb7SVVaW9/W8a989PTM9g8HALbDwxBLLBRdBUVyJVIgKrRgUGaFQhIKSKAVDf+gfMkQqFOQSona5EhfAYkFggcVgMBiMa+9f9/OvXnmbPrN8lX7n3tcPs+Tt6nw3b9773c+cc77jz3pzdHwY4ZdpR585LMpRcsrhMYFgiMRxKZgZnqrh+BXsHFEIbZMTlYpqMHNO4jLG0CofH9oZVHKBdnL2+lV/2vKhn3MioBwt8MOGxpHmv7+fJnNCGZWojN6C85wgMZ2bzS0RzibBbAA73DesloTcOXYOACT2baUl5ZI9AAxeDWyCBAz04eJgBRC32XLwsxSdtrJlrKVh/DPleEKWz1Ju0PAiNijCCo4sj1UKpi0ZL7B0Yg2MCLYxdNumg3Inmg6/AEiNRYMIZKzRU0kwWVQ0MGkowe0gWMlhWX/8uvMUrF1PkdC7XEna9GMQiPSG9KLrz359dk9IFgmp8KwXyR+SYimeJpYjG/PsJwjsbVL/BUtvvwmzQtRsoB0cw0Eksr023emtPk2d4BxI6/G0haDXiQ3IpxsQ07QPOukrgCmXhuIGeXSCyuCxtQU2lAPTh+A1HPpmCJbm2UCCWU7cmYzbNAT1CaoYdC7ZNzE39N7BIpl57XvQZwgLGk++PqMO2iFHpB3TH/fLfY6TB4n37t8/6Q5T9E696hWhzCNk2cqCyFnI0NnLshMZIyjYW5IJ9m+ts4WPTY2fNmsdkvuhxOZ5bppHBUlFu7OIRLW2Nz5RlmRwtFzcylUGsmeffvY2Qj4+NWCcZiehWEGi9DMiVHoScmUAEXKTyJgGEqCcqMJiPGFhSLidmLxYDJNuLixgjBk2uJpMzVn/+Qg33Mw5/opqICAelYqS4Yxq3cKu+Ytj8oeLRX4+IhrFxqJ61GJ7e5WpibHhMkmvi4cBxthDwob3Kgd8IobL+b0qR5G6EtXKKwICzAWVivfKG0R0snI6IBFRrJn81uTf4NoiE3C7tW8q+wa6qVj5/Butksf4tejZiaCUoGJJPvGgHX39h4ymOs/SyFo6qBpI2KgH0QKQ6hU4CCxY4TQc4NMlV+AXG2kPlGQBUJGDm40OQhvyVAI3dOSyJMg40D/QwzcJ91bKFTnVIL0mfi9Ja7WweNEUhW5B8k9lLGnVRIbxaMGQJ4ZxI/XG2BNplgPDk698rdCWZP8yCgQE/BuFI1mvhLNL1HBouic9TWuf3BCNGUF6s/sNzQGafcYPP3a4kjboFSkQp/cnLTydBFfSp9Kb00/N6FrKQQSTQEkRRTcMhddpg0SKR9dPsgO2CGJgzvVjbW3NHXxs073dGx2uOHTAJ0rhXR6kCdBh2g3X8Q5w2AAdOuM297iejujZ12dX3KZ9j6Q3OHePNl3XlNtAuC4ZlYu+pq0ZV/qgwfjVV4cp8Ksjzr+YujiJa0+PZ7Qgvn/xA7C3Fe3c2SbhXr565UfvRk6Qk8i6GPu8TyMtdglXU7gw0s/6ysgv/gPZISxiIyX1HStP9vdkucADQOKSLfCgyWVO/h9ZoSKlja3LENQ0k4j4wcPd9fuZwnDmp7450cv9JhRauGucM+bessRQo4dGEjxCVxgaZJEM9QxxL7FRo0kxhPCBi9E6kDErxKM6maZBz5oay7xb2yMew8yjM+H/qgNFIiqCvRu8yt7I7E/yHVCSIyN1WiiTBSz4dXlZyqMKGVIkhRfZ8LG88LnBPbBTE3GjbKcEzeXyyF6ls7WzTRWIO0DMoiAknMZUUQX3hcMfeEZWT6MGESrXIzDxcD/DVZohw2buknFPz8xyJYQ9pszbwVM2j10KUl4oDckYY2M/VIUA2PX0HnaaJJfQopkItknuawr1nYPd/MGOiUJVvVSJMXnJTqTQqu1l5i8Xg8uKCk4xM/Y5Oks8pFhqFnqKK32E1NTjXkpeQHtDhEu4X2Jz9DycssNznmkihYyg3HEEKKF16DNcDpdBwGVOg3sNzXn0MjiCuM3dRqcbbkuAGENHW5bSkVjxaO6LTd5Jep5+evzZ1xSXXPGII/3p2a9O/gdXnt3jJAwQT3eLYEHRBO/kgwHqEB5qsNOahOr12H30DLCHF0BUZ/A1YCxRy+uA6zBWh6GE+QFjXhoXk6QDBu5mY0w76as73WPyo8eJUwa0CGxJjpTQuA2nohH6btDvWUfQ0UTeQFGcppKwk+h60k5cZFkPS1to4Fm3TYln0qXRAjBK8cSd7FGGYJbdZCqs0lM6Tq4+62GH0knwPFuYvHL96tLaI4JwtlhgSXKbjmmNeJRIbpTi+7Jjzs3O4k5GSqNyRo6PTLfqBxtrO4NyAp73jRTZ+outbFutKgUJjXFiavZ+VDDIctPd3VZvIXPr5cyU2kDFHC5dp1QWTnYE7lq2ZKqAmMDobYyVhUjeyOBP4kKiTY6fjSeFhOQkGLBkHiMMxoCdxz32AZAriVt4AR3ZBkSv2MObgnzOMQXSWTIr9UtlaYYG+iQlzxIgQxXc27/8pLG3dxZG+poYUo+I0+wvD/P/yVDUMcRZa2XRP/7445pAmCi8oxRAUoMs9TY/75UUzJYbqpzIsGZziMXLFXOj58fbu5HGgBt1n+ophTzE5hdwchosokESdlkLkE9ZiSJDLvXMWajuVZw2Hw5AZlpBlRkIMpuk5SM3Ye029nY1YS4iibnkoRIVg16wzqrpoEEFLSfGOFhg0+yPQj/AnP7gqRm2WxLxEmGB6IHY2wlCH5pQsd7uNjAE4KEARJ5j9q1KeDh4If09lEK09TZA08Ukv4HVSRco/dT5ZIwBiG4LH4bg8RLJKWQLBCJoQbq+8eT/6IjxJ4148NmP6cVnX50k3YvL6cWnNxBoEqkz9jj3WI/ArLgLBTClZioKd5+TbA9oQEFR5D61OQwP6zbWz1Mp2ns7xLADmX8X3em6c7Teqx1a067bHL5aLCcpaUgWLgbua0xdwixEh7w+Mdt617MWNOIt7kmugBBzHqAO+dHetPFAjYTyxj9fMFN+8hSYi8PDyZF8efot3hJkOnk4/ezq3q3ubmxtsQjYDwKcdvtGJkYfrayXRkuAKdEExf06oOeAMxQaoTLrF+O/sbrFLrC+timvp7i2ZuPgxo3r+MKhQlGko63Orttu7hcGSyBme2uPdWi0lLl27fKXX3t5c30lDEGSsIvzhf8WlxwkxQdWwCwFTgQYh27EaJLCHNbNn07pkMGmcBNj07lkbKG0t/WRz43OXEtbykPQgBEF8qnHSLEot6hnnlUYARsUm47ghYM2prlrp7IDOa0WBgZhrtfacI1xnipnZbm9sd6OHGWdwytXLm1umbSK8qZMdZx8SHtQtyEBkdwhWelYy9gB/VTKGbbQffoKIeGWFIynXZvMWuGW2ZNFHQxAmFrPQMpwHpqJKOWSyPm4wkqtyhfINAgw0zELHAQSSpIHg3YIPg0fLavKUGBOkpgGuAliYhvr61frbaBZa6L3MSH6lORcTZTbEgOI15Rpc19D8MQ0EphhApmHzYGZEolB8oI6dNoUiwG8Nir0IYkIQqxNfgB0stvEPAPSAELcOy4tNkY9d/gpgdJY07gttriQhtJFdDHt2DMET5qNB9PDI65EG8mRwGK0k96Wfj79Lfnni+fi3/R6eiWAhE9BOm9gKBqIA8cFe3u6CCzy6DPXhCcisw0Ni5IhpEi4kT6rh7l8kTKMdc0NzgVB2mmcD4SfWRB03dOmGU4phQ48hc+Yq6AmyTsDaJkkzAAPxLghqoUHo8G+AYypD0KSl7xCPb9E3aBLclWT1OJqRlIvN6vKh3nxToBMDRUKOECOXltOyAW0vBE1iuHjYwORkglJOAXshCMx3/EetG0cEUW3drcYlaFufa8iZftQeXhwd1uf7SdSIaoA2NVDrJZmKmpDj4n6bbXkB1t5vLK+stsuHlQrrWw/37wWZeG1y9eePF4eHS3JgxSmrEgtdTo6MoObkAiD3I01+NHOw4tzV5QN6eak23XcI9sB464EH9Q4EoEdy1pNHwHcgxexYyVqUeIBsv6U0MUY/JTOqU8LaepR0JQep4uB3w5j8fE+dRVfQIIgocM42QisgaW3VOnKYY3W1naWl1dMmJ2wXmuNjvDM7ats0YyIMCEdBR4MKRo9KvlExMljyeyrueIQO0ed+1UzkG12dmpubpLgENG3kizQAVi5UBTQvIShS9aBsD4XRHFxGQp1HSGz2qhTjLqsjpP1NoQ4i8TSwTCJUNjbi3hbP0HkkBNAHoNEmNCC3sbe7L9TUaCRqgRHAB3pFLTjcSCFMNnOPa5Ni2py3BWK8doeeSYgTOko+MmT3NZHyctUEft9j1XAHZgoABoEQkRt4sGazH7C7TMuhYKrH31IViSFvGDNAnxPIwZGN7ziGQLEi4KWx8aS3BakPF1NHfPr/+CId/3Y4dd4/IvDL+nj6S3p5fTis2af/eQkfTxZ9DCAJC0BL3ICzhkjELuIbqf9R0oxBUbNFc90mT2P++oE5GjfuHCRvrrfAH3VsjkEDLiG9F2mOqUj6LgGU8h0s19d0Q6w8bif3OkixPXpSFtzvxvMoZYtOpBHNCJDSzJXyUQETQl7dkLm0p6nLfj0Nb3y47OUTogr8VuyoO7UGR1gXuVTWKlXRfEaCCbx3r27N25er4fVrL1bORIg7zbPGXhxiGZZpdI9wTvmB0vHr97WOT05I0qfZhnYry6t1ivVEMboF6WTL+Q31laNUBV2ey0zf/j4yj+0XZNfQXZzdnWuNTlZQME2iJS5R4GxiMJAOvSSkfr4TC+TckHg0hhwvMEIPBut9TDChDnANrNUhtJVoAHiHmyhdABSnyApIWKd8TuenJ4QCFjZrGGKtjZ2FEIj7plo1LQhb2oPrkAefuLKcb3GOpAbHBgaKcM9Jj2LFF5DTjiTSxRoI7WiYWQ9OrJs3htIsx/7TKATpo7srjpZVPVVgTyzsbmWFwAwMoQhxFzBioGTAckXeDmPU8KOjVFIYFKS3alP47TW1B2c28CbHnaaohj5dOV3ODgMDa88bAxcG2AA8+rdzYodjEZXiKOZGR8f7+pq2KW3N7fxF5KpIbAggOhFaSBlC4Kj5wiKEA8Lj/uwafrkgmos1k8GB3PWbjTBJY8PEEBfYLsEruCP1VBraQxcWCKIvrEZhdkg4cQCVcyGniQcqNNAADxcAtbBgYPeZOoknqUqD3u4buAVTJ3D69LH3Z9imk9Xnj1uSo1am0lTLof+zFOe1f8U1n0+a8RtaZdcwj/ZNAkpDg+iVYkWydLauyL0mI4AyrWabUHlcvXAZ31Do7kDaIfUYGkgALTXpioVLI56ArX0wUkygjAuutmRXknf5QYD0XNdFZkuI4DcgUFQEvfK0aFiPJA55w6f3iMHsfvdgNhgWEIKCx8Otah5yYF20KBsAU8Qals5NSPNYaj9g/ug94sBOp5Npr0p+pksia0WuY9fscy8Qo6O7ty7a4xG1z7O/PCdR6999XzhwjxOQdaf4vHR8kr13v3d6U795Zeff/ToAc45OzX5/PMvfutP3rIBjQ4XT4+7uB/ttzr8iBYXZ7c3JS467O9fW7wwZ2JtiTwkzrpaNsKtHWa47rHRQZEvqi2Crt7ttSq+RccO2SRynUJxkEELcymmuH3QwBpE+F9UyAuOjcuCxTMXLqWHYaQnsM9oDcqVdDHiK70cUh2GvPQgaADXUHszAfpXOCNCI8ugzF3ITm6wf6/a5plXLMO1IqoGRhGc/c5J/5SKHZEr+ez0oL8vPzuzKFHy+lZFCY3icG5osFCrH+3uqqnVYmo1m4FLyZYVq4Bzgz+BgieCtGyipAdW2F5O2Bj70Dr3XLp8mb7K1tCoRrYMz0R8VI53cEussWgrHBcYRS7PBuRuPuopip4qSTQnoolugAJUbDLFPPTguwiOvR2Iwy4jBxnE29j4YyOC1ZjZQBheAw2JFZM7qRdoVkzX+dGZYlHBasIVUxUaxYTpj2SDhhA4TNyJTie8iS9JA4AubtOaNwZefkGp06l33WF1HKAUwlIEu91X1ndNprsxLbIr3vishWePu562nF7x1fGs2WcnLv74I+l1n88u/vXj+oNRDLoQm0T8GyNCUUxGMFyIjLJyQEtnNBskWNRmskWbWKtsts2YG1JVv7c49+ligF9y+BqjC5eQYI7St6ej87tLbnCSfqZPRT8SMmq94qngq1I2MJEQGdkT2Sp9KoS7JOW8XSek0uQIILcKdlocW9K+e5w8O3yFHfY6h6fCyyJ9MJORkEtLvsmMrURCqXvYjIC/4dHRWdmuov7y8aeffpoviAA44UEnim92tnTvbn1trTlU6MVxT89MPXq8yVxAoCiXOOyera+uccOBWZ98/EPecWoiQhXBzcedw82tzqVLRwX+BXxuTTENKMcb2nJ1lCTkpBPlCXN4vg+RzRL1uR7jEcT0hW9IpOQIrjX01saZcKd4cstD2+q6RYWyTnyTvicGZjEMFqMQU2L3l1i1I6BhINc7VC5wcGhWeMhl8Ov2dSOnO4V42F8xQpg9Nrmd7eqg2pk9kR0cyzAxPj1cGlvfqvFoCh2HaVcGV9rCQTt5MI0sjNbIm5NJt3QJU5JYZWjvzT76BCdBQb88io5I41VoHTXsP1Yx9PI9kRWeBZEOkmlVTlqsQa1SIwgMq6/SxMxH9gSj3d1o5gtMxHoR2KU/TA4a1/OkJ5GZG8PmJyAa7q6DpjVs3UwehuknY0JjpW8zdSGcHYjGzdrBBfKErCknPIYihnMqkU10H32JHCVchUINhzv2CidANmY4ACkGmEahB8hGiMBTEQ8cu5IIWZ5IBI2EliTss2Zi4RxuS494PHEo9OnQsk8v8ek2J25w4jM9T+9/dp5+TR9JnorFCiAg48XjhM541hbhHodzSGIM8NBZf2kQe2xRsMSFoiibfktqAqQ4olqzn1IT+KQ7SPgI3OGBOUcvNJWOxaeNAXDqpOsGZebT7pkunoKJyr/PDMV2z0gZdNIvQcTZkcgM+CR/GLTQrSdeONHFcNaOmUnmsEsSPyKPhQxJz+ASXsnv7F3RTkLLYL+7k0nA80nuF+xDEIKY+rjHTwsXF+7ca9AoFweLL716VY6zbDHLSlWpbWQPGbb7uKrjWvcPWuNjI3SHZqZaa8zMz4tll6hRfk3sfUK4qCGInmFVJZIr6imub7e2Smu+cKkpCs6SYrgyx+jazmBODoh1e6SqUawDPfzlucPsndRj0xskhqJX3RxsWKy9D/fTzdqQRIAEEU+OZxDgmxVMB+nE69OfTBk23TyYpZgfei2f1gg2RxmJCBsaLPZNZacE7G2utzvbMpGZcncctzvH1H6gPFm8k7W1rfGJ4tTkCINNFFET4XQcwp6NjaCXGJ6I3EFHuHCDCABvfs2NFRJsEusBiKRpU8Itcr1EhhsX4ZUsgjh2u5BS60BTfLG5jKRj+x0DSRYvSJo/GgGKO9uzrKpEHv6MPHLZS+t42i6+UofyEeBgG57dOxmZjESO6SZmPmRDCF5Af/mGCGDWUx5sdnY7oQGL+LRLKPzC3JBgRZciL96m27ZO/yX6m5PQlQ0BmsBSzlKZgCL/CoxlG9PtoHndUCWg6ulCpN4EviSAa11oTpwzcgQ6B68ayGne0CPoo1vQwbi9IXnorx9M19dNDg/49Fv6ouRafET7Cbi7nh7u+bErvsF8+BDcQMJg+tUJIAkVGjWzeUj6biShrPEiW70DF6BBoKijTsgL2vLVdZMMvQED4utdVs3hijv1x6cDaXYRmXDucdd9DVVKYm5w7rohP/saHXUkOgj/atYV10BReq4Rdzw7Dz4OwiRHTGJyJCQv4YWTr4EAyWykv/q01kF9E7bFSOGH11htq8l7gO2bdqAu3ahA7L5uMimPw+HhGbgzOzfF+mzbyg+VatXm0FDP1RvXpZj+9OPbfOjl+BgZpSrqrlabq2vnQ6Xm+nrtJ3/yJw+O6teuDzTqe40a3jajGuj8TGZ8Ird/0EDGekeHRgInlTMdLPBpocsUMa5GyomEaNBYivGu3uF8iWOsgYtv5lUPbqBZDESeAVcTUHJiLAGayRZhWg081gBzEBwBlSMlapBHk+hZS0F1B8pDas6TnYv7J7KkKqaWKeUyGAZTHV4wsWmEVZAoASBMn7Xf2a1g3cmH1j6bG+qNapy47kyjzvMa7JP9FHRHUALAgTik4r5iC8Ds6D8mSFf1wg5PMxB8BpsWX8TTqpcK6jTfEpOR22uVpsWbX1yQXW/5ySr4mRidMFu7G+y3mCktHIRP6knGANATDI+hhYNx2A6KoZyUMvX4iM/M2MQYrb5IrUYknjyQ7DApRVPe6eyFVz6WASlQzDDdDLl8ZOxLkSkUXxBppwKiIp9SIoebYwjD7yjRhKEB+ORO20VEBzRFN8JLHLHQgMGhDQHIjnTy/ewRP2AtcBhWCuKE5JoAsXagREoLUkj1aVv2qyNtJGkn0MMVY/7xk5iC5DYnjvTO9DyeTf6S/nu7CzFl7nF4C9u1XRWsJFim3dCPwOoUS91gxTWu8x4EA66Q7IBEOiG+as2nX82kOzXrHCHw6R5HOi5fHc415X4n8ZuES18UXPAk5sCDfjKfkBasg6EDFCsswOGMK1DHEYrP0HoGM+b1yAwiGuMFuqEYCtoeyxd/ID8GFR++JMyP0VGUhAUa/5yklp+ZmdmpdB2ctTZ3ql4UWiRy/lDe/q+AsJWpVGtjo0MPH93V+dLsBHWf8pMkBfwmjdbIaEH9TuLH2Pgw1iCb2zeEclkxzs7mxvbIRAHKTE8MiAbe2arYe9TmEO6hbkBvY6+OkzBM3nV2PFgu7AgJCO5IdaO9+mCud3JmTL3XWn3XfkYpmBKzWD1MD8YXTAGuRPvq4WfTHUyqGU3EscQPPzYkmX5CqoqFx50EqB6edyKAppt7Ih3F+cGuqm0AO8J7i/lhKo22aICTfXJiqyWQuTo6xgiUpMrW/Bkf0oKfsQl8+CYmhgMVQ/ceYTMB6yFsh3OHTY52bRCT00XSUfIoia1Ce6LibcThiVoDZ61a4BFaAQhUr2nWjufmRhECaUjYHCwDd84oyhm2gyCJNL+Bw0HcaClDGbJbbdrnyqNi1AaPDxkgqoIg1HymgEQV3QddBRyzSeH0TBtgCX0CXkoDTuVk6lPvd1AihzDGEyhxmQnPHKThNHPYRRUUZrMYYDAI9tlQnoMtq/DsJL7Ghfj32Ypo3g2uog7ACKYEvHoc4eHKJsl8wk7HDcmaps97PD1x8dn19EV+8kh6Q/prYE6C1Wl/0oseTw8Xkxa8VIexWiH3uKL7iTbULhmuRMEwJC0fI4/BvzzNVuqlDq+A/BbIq42COOkGxMuE+NW5E/d4V/o6524DEsmLwtzoNm/x1eEeV9yT3pa241f3+Ek3HIHNyVS6BxFOlOZ+j8MVPzlS/VTMdbIXxqXQi+lPnKUvig45EgriNhehm47pQAqxYlu4tCmOKKxA8k6NSwh8vHeIlx3u6+NmcfXqVdwBpRhs3909vXixVK3UuRX19QZvfNKqD48WB/Pi8DLFIQL6yV6lfvnqIiB87vnnb396980398anMpeudLeqZ7nsKv4vCNdpD6/l08PTXnk/B06pgsmrGNYwz0LLIxzwIUFlQFH0RkvkQ6QSP2gf0Hqb1kjHiQQGDQ4oMVIfCTWMgTo3sBhzolPwq5hMj5vayJjjV94PGR63DG8ITmgSkEYYxZXSGk+VxnbXdrdOa+C+O7zlhfryzAtDDwc5zMHJqVidYx6UIXi37RvNrWq1VY8QRi7L2Vw2pvOgbbe32XI0BughkbJmhB9Z+KghA0EDYt1CFhRSiLFnO7AF9XFKVvu8ZqSReFcjDA67W6rdNow9FAr1JlArcBkOo/CJ6sf2DL4IuKrM8Dk3rvZenRZC31h6TvbxMrQAEYjapxx4li7a/HFpYD0myp0d7tezXYUgmugakmKOkj8djix9YCnY0EAY0xiLTcvHRVNVAiwBW3RfH5EPxKBikNmUB9B9cQRHGl5kiGrAtF91+Isfn0KoZoNofAH0fo1JSTDBuxLQDx4heTZW3JHe4E63ue6Kz/QRn2n7z5Ak/ZremdyW3s+07Fu82uDsnOFlG7xAaKB8JshiLHHzYVSdMThWqsiJ5iIJnw4RzLDL2EJJwlDbDaQGrzO/llgHMG5acptGPG8sXum6Q3/iLclIXQTOnrIdpnoBhVqDjQJ2kcPQabASyc0cZyjR6RdCiE2GFp1Mxwij3WMi3QxYn00FOhdjS2YmlAzJLPgK8gL0E+KFapBk9d/+TOuhtyypnZPG6ORMrVWxMwwd7IdPTjLhPLLlxeGjPTERphaJne1rU5NTiYfmgSR9aysrA9m+xUvzqMVeLdP75IkIvstXuqQUyxc4SGXyA3Olqa7y8KhyZPlckWRho/rgww8E0sUYwDcE0E87JGxgnVWtbY4ynM9vI7O3XSc9205HxsZYuoQXKsWezkViMolTg8VBacrUYziNkbhC1UMfGfAcVvDgdsN5+TS49P7zriAHifRlv/Vq6nM6M6zJ+FRpZm5SxaH1le2tzV1MlkIywJ3VknUBFClr6LnYhjl9PE19bYsISnHekYVJwG9hv9VEQbB5rMJQAGSHNYOPKusoCSVxA0GEwoECV5p0gy5qePECG9XDB0s0JFLs5wYznVaTeEJ8w0wM9oc1Ea4YIkOuBy2Glq1wvBov39M9PqrQY+yNO5udaIG8MzhYqRxcnByiGo+sL5ggxdEjjaLtXtk2U2TD180gCboCMShTBT0EtjDrwsTeqFYeewy8cUhggBIcHHZT5kRQdpewrnJp2H4MIJJ1efqhXbYtsx7SLDlUyupAhITDtSuTJkJRFhmUQnbuZ6Lo6h/IxRuCwQ4XRwuaYsIXF+N5b/QCPzmcBGQnx7NzJ+k9TjzoR3e64jBQn74+e8QtECsAhoAjK39IJwEPOG9aUZ7cSQfCKUNTaTt+AOho94WFRbuIZ6TuIlkbiM3M5Hgv9NYIhYIHnVgFnXCS9iYBx8B/UGSoJjH9NXjVyHQRgbahl+VxoCcybYDkWPezfE58NNlVXO9TRaB3OfRN40Hc3B+mxKfKnr8mBCml1ko895QmxM2O5HFdhZPHUgufH164OP9o+V6n2Xj3rXuj471jE+Ncqvi5bCyvP7jT+clvLshKMDE5JYhjeubi8sqavCQAQmKEfH50bX39uZvXI37x9PBXf/UlijWCMJZ4fGZkbLoMcCVS7hnM8875+PbtxfmF4eGxf/ZHH1y6lJPv4+C456ALmpUGFClECOSMo0eUa2n5yXbPeXZipLTypLWxXlNmbmut1ncyVBqYGsnN9mcKJwf0VIaCi8X3Hit37w//yyNK1WAhDsGcK3AkBChqinPON1lC0fIDvUUBRwM99ASCAhW3pzVmAjxT5ujgtL669yQ73D0yVdjY41WUGRnPdg732Qum54a1s1uRmyGjdu7mVr2rO4uzBTTalQPChhARx4mBwNLHVik/TKEIb0FGQqTELXfRR9PDykQuBbNoabL56Ej5+rWrOiz2QQqS2bkRok1z/3wwr3xTiy2RvVPi2WKB7U0Rm/18QQiHsVF29Axyap4aGxzOtkQsZ/YtwPzcTH6QBCtfuJ71yaGm9lJki6UbBOgpI6xstX33TG1yTuAEAuUCqnydB3IYtyN7wvjsCKGpWIryqkLX0axysbw4uyjg0XQRMSGTBM0im1nYOXGn27g93AkzNXKjAwA0UEJJAv68iAEByO4nLx0jhfrTvBcKWVSC5CGXUs+Aij/YDQoU+2oEKfAo4X+JwodMwcTqL/bPOJwgQ3Rt4SMUtCSJDwln5qA8LnLy4qrmJM3t4cRXQALLESy0lJQYOJEQhRSRAn8QaYoMpkFJco95W6Q8Zrpt7tO/8JyCqtW9qtotxXxhc2NNALs5FMBeGipoOMzeyTyHGB6RZv0Cy3QXzEB7ohl67ARvMaCGikhZwWxK0duaxc5K+HGkoE7h6PQI/UV9kQnIq1uewLnybKJXQXz4QvYYcgJ6iCGmAFYHRdBFmXMon8LhVU1MBB9xC4RPfvV75BMj0spMQREQRbfZkZgJlbPuPmfRJ5IjO0tP7o0MF+s7e1NlqHXW2qqPDJQmC6Pr95euzQ/mOIXIdLa+yaFgde2+oPuhkrSjBNjm3u7mtSuXttY3xCAbOwPk0cmB6iGH583BoZ6KTEmdCg8JabfvPPykcXTYPm8+2njw2jdnSzPDogGw0DQtOI3wXzEpKaE3vLzC7tmhw5P9oNCnvTub1erySae5XB5RD6E0lC3v85E1LpJtNz1tFEE2ZnNijU0N1hYqBjuVcKKu4gyYGv3qHSJtwEToE2OuEXJMWez0xZFiV3f98frD6YmFX/ill+99/mjpQSN8JAr9rJ4AMJcrqv36aHmpUm+PT42J1QSZ3EbC/y+RouF8NkujLi0CJgYTynkmzEjOMdk9ucCWVNskxaj9WZYiXo/379+VKsP0gSpgND0dLuhgfL9xUB4eGu1WfzlqmdheYu1PD6CAPUx8uxEzEOAoFWhiTI4Qo+D17bQU2nAzfJ9AjiEnonEggI3BVPDJ9qjAiuCaFA5u7zf3W26CHVzpVtaXE3yL6cJaxrktOhMVsoy0VW+EZSFFdabY8HSKccWUhnkiEcaSst8JExssa7oXAdf0L9YnZh7mShMfHWAvC+YjnE2Tzc1ahpBigdLHkzaSD+91JHv/v/RT2mZ6XzycyBo+0+vplRS80iuJri12SGODAUYEM8xnmqzJKyAz5h//fNwdeigoaYxa8BO/dcnj06wnpkWxP2ojT/SFhThITNxvgAkH6JwGPhV2nIcmOzQxfI0jWiaRCBIyFIqFUG2FeBDGjpgzrwPAiZdNMBo6oXlT4tzkxJWE3UhHHW9MuofkkbXNjhviaYTFo2GhTKY9mLwYS0QM0cjHEfQXu1EcytY7gtwKwXkeHyD3GKDhQu7W5et//hffWV06vfEcp3ku2KRKnOkxAF5cmNXY7dufKA2+LxVB54i/HFoWisaB7matftIM3WRIKD1njF/4L55LITOrG9qsERakOaJTiOHFcFC9mDzMO6CQpv94YW5emmCkH9gOFY8lFzQnVYxYhbdBCORqnEi0DufCLouzT3QEViMWO/HQ8JPdyRETkkhQYMOv6UFnES+kpgiZM+AKZFj0luIoHHK6e+qd2nn2fP7CNEC5f6d2ctY2cZKOEKyY3u4v3ZcfpQwDSbNhjROzVUd1YJTNIZIQ5HL8F10nXMh4zZIf+5gxoMxnJO0ButtGvcaVBePAhWv9/n7vzR4OgPyvIwFZdzchXxB0IcvdiztjkABDASv0EeYL2TS11t3grCK/YXBgCMYUWgJ2XhAa0R6xS7EcRnbEYISDgY12wJgWTk70zdaVwC2UDrsEzsGc2BdD2xle2mEYd8W8eVhsguSWfgijGkPG/oEqVxhjjiVGCqTcaynD5pBwrT49qG9aeAavLka/kjZ9ekV6G2Y9TDvJzW5I79FA+mDSQpxrMLn/6Z0/3v6z87RxXx3O0yH4pJH11eF62nIySWSU3uBnEu9aKSe82g2chs38M/nfXDO2MQlZdMPnVJO2k8oFJgel9ibjh8/RQwpdTEvIP5GbwFOoALHAu5PBRUMqVDh0ByizFaPvT2cpZKAURGO8caTjRsgTxDYRlAPJ62JuHdEQsgEfAlJCIFW7PKhsUCSTnw4XFfAjeSdWk/8aedNj+GbUjN+8rbO1ryR3/2Er9DXMN5tbbZ5+pfIwLSkPdYMlHGWLYml6CUqz8xfatbaSKtevXhNI555SVNk5l+yEIx+U0bGilBBBlzIDmb7axna71kJNansVboW0IREaRzslJ+HGRh3DoSQJcmxTYYbTkE4Qm4XrAOLhkSIsEFpDbzg5mQfStebhWrPaatXHpkYGCoO5/ix/HRkaITxJlJApKAZ4yeoXM2QqENL4J2UZTGl0y7zFD0FlTVrU1Urs/9071XYuT8dWqDXrezu7U2OTcwvjsq4/frQrYCQ72MWeqBRqtbGXH6Z2omALwSzRR0CNcPQI5oa1MzJY2vHiRc65Z0WXBvuabSoJ3EoXRQC9GkREH8FQeQYLerSxKtV8VqpJdt3t7YZOj5fzayt7+UJLm8RGw4eulAZQOQx/Jiu4Ke7pgkkjAhHyBrpn0CO/C6lSjhFBiL45UD2bd7Idh5hquk+PGz2liKWlrYDM7GReAQyREqsAjnU+vsaLAgPBARzg3Rwagw6fBqF7oXxV683IoY37IYNzhxbsTp6NhfiCFmhEg2mb7kl/8tW7fCa3xSPpefrS6HpypE35KVk+36Jlv6QnP37+4/cnbcbNLnpQr+LLUxiIPAqOYMSfCs5uedrDZIcIS7UWHK7H5AxETWQF2FxJ+08ii9Ear5D4sBSGstjNXucrliN9Y2zvqHjihuSNcRUBSrK56AzNuZRSgDx50HPaIdGx/YQbO7JiJqP7QQgCgNP5ifsSwA53D6bGxL9bT9JX+7SEOu7hhJMAjfGTVzgQbn9hQzglhqraJWlLs3YY3m4kNfKW3D8I32A2YHhlZUW6nYkpuTOzgpAUHOb7I4Me1nVzZevW1ZvP37oFfj6+/YkhIJRScpir7a0daUEHeqcxBuENeN53sn+i7hk/Zcm6eOAPlUcO24f1ypoQnpDNjMYEIZ7s2Ik+HzHrEs8Al3hw2bfEE5PYgQr1OLCjSZPfGEFVXxDqZYtkHB9DwJe6BddgLuieAAw4AZg+kU9LDxYC+QGcL4mw4NR0uRhW2JA22dwy5YlJb1fIYG52olWp7tcqX//q11u1vwxHkm5hTkwGysI0BwvoWv95FMU9iO04DMLh6RgLkCGdyoxiXPwJwhWPiOCQBC0ifQZMlvwjJ0Qqy7Kztc0moeYC8lerSBymfl/HH9aQd3NUfjzJiAro7evtRD4CNarALQtF5LY00oTfDBcKMoJvQgygPCijv+zrzQEjkOyKlFSU4jhSEON5XQuwUo80XOJa+UzOIzhecyVe10BoNRGUIG1yOCeAS4kHPk2UPNSgg5jTz936LHu038EH5iS0QN05w4cUmxR6g2WJFjOIbcKaBgSHdSdIZ0xHsiTOnv4aiBP4Qb9toQLKEys9UmcC3ewz2eCTGY59O7mDAjL51Q2+g1on8AQg+voMYdzjSH91w//4cL9XG6ifnPv0FVhG2/i+hIvBJgB3ewxMltWLOQHtj2btJ2o606cfZnJ9/DVjhWKLtjtFVkhbfTczcsQb2BnDyZrPFsAMVlhTegXPE1/DJMpQ7CgwSn4Kbb8OuMM9ycYvlNRPjnQIyRQEOdBZV9zmMx2pUbjNmsWVZC/0u0lzD7DBE/iIe7mwHyPqTZU+G22Zfw+ojUXqkUwxM9JjUb1RZGzvbncOT0fHpdXraUmPc3ggqdf09Mz6Mq3BKPGy2WlMzk12Dporm3vT01MGR9+iMJEMSThQZYuo8jkTVfu3x4fHhlUWGB6XJUHxGOWYCVD4l16F0h12MMSLghGplVyI58zGRsVsmyMVDQxQXSP2MHFOUgyJH1QfFE6KA2zVmjQ3VkhwVVjpGR7CHhbIYH1w49xkEzw1o2DIoqERsTzPoDOBRPZ1jhsQBnZT2tG1h4LbrOW1eX64/Oje9SuLKyur1YbcnhmJjzZ3mxSNDH4DAlTMfSSWs62opMqZOpPP4mLIE+x5keBIvn3yFXAazLJslGIdw9J0SrkJ6wVijE6Mb67t5EU1FAIySAeWXhoYjPZutVIezkqvdnjUke4ccZmYCIJo68Ir0twBqqjwFKW1KS9Rn55WE4IjTPnoV6Lzt+oJT3Eqwwqq5E59TbTUQbAAja0A3CSgH7yp2SPjgCHvSAErzrEW4VboNEQV8IoKmuUIzRoIn3wjSt4opvMLHri3n90ZssTjyZ4PdmNpQiUeHIGLHnGkN2g25IXIeRfdcNFPJsSdyV3B0aXQ73G/poef0ovpbS4+++okfYWL2nGQl54+lnQp/dUMIIu4NsNK7gruTj8dIVjHdhIsAH+OtKs+Las79S9tQc/Ng+++utlP+urclGokNb9gWl2MIJBkhqOTUaYlxFtw7s5E6At65yGvwJNRtTJKWqmYLhYHBIvUHOk+AsPTd5nRaCoOJ+Yq7B0e9+lSsChuTjgh/XVRU+DBBpYwtCgtwZCbax1TcHDYLg5Bo+L6BlFVZh1K932prYRhRI0wI+rrlUoX9lTqNQ4IEuqdHtTVmpAKqJ1pbmysYcqxvbv17emp2XxfNj/EPDlMi8p6xtttfnp2Z3UrIipPM1euXJuYnObwfv6gK1csPHq0FEI0KKPXFLPcacgcHr435G0+NhEsZVvc3wQqcowpNxzb+NmxdECobeiEYzPPSEneOmlpRf4fgcnh3t+XcKd2Y6gQvmTJygSPZfLDcGR2AvriAHAxY4HHIWFbkK5avV4akMjxeG+7Mjs6OjU6Wdvdu3ptkVXn5OiJCRUFdHSQKcrglkSA2D5D8WWq/CTmmkeCnUKWwr5+q0+Rq7Bb8H4QlitUl8jifZnKfMGYATW7zn6rXd3UywOhDHbro04kzKEHblQPQoocyFLXkTB6eyF5JN7e2a7ouluaTZpqqkEapXCCiDFIy0+dsn9uIjgt0RKDc+/NFyIFpTILtntdtTNR2yVj91CMCajrN3DXiulgJHMJjUs8W0CB/cigIocKIkk7ENHsjbqdny16IF9gUbNwKEvQqWMqNLSCKtzG+RR/otHkiOmGHlG3N+gnLAeghmO37SIwDbK3BwlzbwBxcjhPkTC9kgK63kVTfcF2OX78fg+Zh/TZFDHSe+L+L6iPE29IvuojVz6ELMhEemd6AlHABd1HzA5fCfmvcEOD4e3mCI1pJI8PizgSRnAww4GywbOEuj8sJklw59nRISKH7Yh9OnhHrVoEfQy6kGCrLyIO6BHxq6734iq6e8NDgV6JmcuqBTWKf8GsGyF+wnSgVrisgGcwQD9BV4A+B8IHM2hWYmKeSkCm4tlh+8S0WXdEgfVKtj7cAa2T0EfND5VLYAZY8wC0vc3Oz/DKUdoISm7tbGFXtUOcpFItF4Yf3n2EYZ+7NNM43BfjzLdWyfAm15W+PKYDgrVbbcA80DPAU0Y0rFXtG2w/WVouyhFTHlm8ZAc9+vpPzvcWynk8Fne6s3aYwGKk4YXWK7c6mRkglwrQI/Yuxk+uzqMjQ/QMyiJwlYnIolLRrNldt1Z3hcyyLyTiGdobWWWOlWWO6bMFBQ+PFvgjzAKV0KDA34RJcpLsTDzzQfnQ2HDOOucGugrZYfq9TDbza7/wK5Xd3dzFHAPfwfKGdEEjuUypPEbjs7e1eRB2Qf0WWaGEQ0YFRXrUzc0tWAEnE4ylVZL1+ATrYenqjYPpqRFMf3WvwxJTyA8b2vSCrfVENb2YAdkycrE5E2NLQyUEsVI9uH59fHS0d3MzGD8eCZhZix2ae1CAEMqLKiDq8IDsYJyu93QfQbJgIJLdQDdAEyERjoh3kkEBbaY24+Fk1La1eG+y/QJmR8KbAJWQnFMNYrwjExWy6k3rggYN8jgayIucPazWWgrSJB1moIU5oTj88UPjvqZvidbTnTNBYNfTK/HJ0MkJvpdZJ0iHpxwuO09vS68YoK8Q1VdZJWJdv6AarqRfvcs9yW3BraTtxCu+YDFc0Wy0HCim6mT00JnPpzQyuL1Eg8UAaa4j7whhThL28DiG/NApoYzdCjFba8MHpeLdeI8EeieMBR1AdEk65bDuAbCgUM/6Y5HQgHAHTTqTvCW8OdAFfaECiN5GepVgi9yjD66kNyd9R81iY0suJoJK0IUQcBwG4imOpYl8E1d8NQ7XHcS54D26+dzyDhFUJGsRvW+mIYHXsZKHJdhHk0WLxOeVS9XHH32GO5D0cXl9fUaFjlI20mU09vszA+srmQePP/vGz22/+sZLjaPGw+WVuYuj9pJsf75RadI+dh/0FQaGoOSdzz7f3tqdW5wrDZc//vSTYnn48rWrcvBHUDaLmGT9PWyl8nAXB8qj/SPjapBTN/TtH3cisRdvg32unfYWBCYUkq7YTnnglUtF4sdQthDesoSC824l2Bt7zchc2D0oDSvzKdsjNh6vhaqbxxRYLRiSZiETTjtgPblOWx56mizWmqr4PNt7Nth90j86PD1Wnm7V9hdnLvWcD/z2b/7dK4uX+k97DuqZs9bRzuoG95hOKxiBg/Y50zj7841rNxIrNErTM1S0WdIVZ6gGhoeL+zHtB41qhk55e5MLd48pw6I9d+uWkici4uEtgHEOyNC4xYsXsQkqTtAFSC4b/CGmo7fLV2AkeGliOn/xyvzI+Fh4HJ+dTkwMGRc3L6qNkOeT5AgWGLgBIegR4lhSjSIcopNCDAsLE1REaCefJ50zz9SZeFRLOFKSwHqEEwBugb0AFEng7R5MDSKi7leYs0ViNZq2Tjpk4ofAHgHbbkOiPOXTDRQUuuDPMvpzImy6XBrRBT8FeyL+yWLj9A5DaMdse7seA1l9djgByk78CoCtoK8WLsGB2Eadp1cMOUadmDwC1C1q8pR7TKnh+5q2nLbp3OFO10GIlj2ihfRFrpOeaMto0e0x8/PzbvPiUrnsKwaBlJTe4J5wDVI0VXxpOCyht4MS1cF0KClROs4j7QJuJsmDY2OPAEcoDjuD9IVTV6gJ+SBEEEiGNyeWINRLVspt/mS7ALRGmg5Z9/QZtfSWYHgT7Uw6Cp/pQNxvgBwK9RMFBx5GB4MssRSDrtRqFWsqg64Tqrj19VUwgilQ+0BtZUpAOG1i1HFg4V9aejw1FVK9YBzOsljClZW1G9cK169iGU/ef+89haLHRrLq9CI2YyOj1y5fUdoDx0TJ8vu/+6c6/NndU0nEjUva75Hxifc/+Oj9Tz7aVrTrsN27f9oh5vRlef/kD/pBlkordQEfB+KXe9t0D5znu47pgZ6CQiE3VK1G4ZrElxeZ7FHGYb99ls0TN/paVZm4ngiQnp2cZRpZevRkeEwlGQ7kYWY3QTFHKr4MCCyTXDzhxnB+EX2U6ITPseUtEEcDxOpm6oKpFkLek//k4zuGVMiVfuLLP9GofbvTXtta4p6ZGRorHh3W93ZDHTcoe2uipl5aWsY3Aj7bCLpD9Aaro2NleYmP9yFPe2lpyxWrpfwZCOLXCRr036RpAdtG7ZbtA0BJORpRmzz/ktQDg8NiY8JKst85CkG9P5LkRj0STCloSWp+jY3Z60IK9YvWBukYB7JggmToNgsZVnGZ59RQ3G/lCtyuQsMF0lBb9weERdqck8gJ09cPLxWWSXb70yZf5kE7W3C2wZUmZBQqBc4nOXnsSh533aEpfdB2gm5PUS696B6HRxyupPe7gvAFyP/LR/p48kToCxxfNBgnrqdX0pP0tmeffkrPnXhRPOjsC1z68cctFv7R7UkPg/Q4MQIQTzjTiKUEPGZPb02megox84dhJLIc6f0YGLtWEqAYmksXdS7i7Y6OtBPiTNJhP0VKgrAy8r4PApR2ErHgh4xsgkbpEcIbIP6PJfFIOkusxLqVUATtEcVMb1AQkiaIQjZ1UoOQGYLwmeqK2gYRW+mK90B7uQzxresbK6iEDurb+sYaZSFNfzZkoIF2p7nfaXCeiJTb2YFwJ2k1dACFa5xIQ3J0mAu1Dgbp8/syo2a6Ci0iNYLFEhiK1YFh7ol7eweTo7OIOykSj9l93DM2HlP30kuFSBV1dDQ5PWV+TIuaPQ8fP1BmRi7hoMR8ymBCaGoiCSxVVoYDOM1o4gJthEH1TZSZxRVoCO/mHqlfVBWzvfSXhEl2sOgI294OjSYn6fPy2Ojc5LxyhyHved7tiVBg0pBV8fMWwIqDwMQ9NhhkYrGqNEgyJbocX5nD88bZyeZ2vftso5jN/6P/9g8GB4fHxieev/5cda82UuxtKcTcrA8X6dL3vYISAaHFUdvo2NjSHanVAge2o0RYVNyxXGbHWV09mJ2F9ufoGpno9LSibD1SrcyBaAYCf+wFA/0RPmRqBnutEMsF6XJsQigBB+G+ZuuIEwOwwNTRSwgRsCvYwrED5dGpRv1gdWVL+UbEglKfJsSdiZ4lLPl7tR07K8/O8YkRfJ58EBYM6Cb7a4K73TSXNm1ybqRzZrIAB2fMk+FfFE6aCB9hBz1grDR/wMw/iUooCISBWzDwKh++DADAyOG6z2QV0t0sUVGEr/Ff+xokq/T0I3konkqWKYTEZ4+nP+mtW22qvmrEZ4pRzp08uzm96E7XfeqnNtPj6U9fWPsDGp6a3J4+rhHrgIB6lqhs5/dJWWWSI8P38RGlLaxIeQq9iewGCFpoBGLrEnPmRedcDaVKYJGWnBpmJ3oCX9EDk6XrSa+SvpilSChpluiDg0z40ZwnV55RXkqYiA3RTHg/R8h5OMzxMIkhu4jxOQ43I8oLrFluMPK7212S0Oog4nZ49iEQpWgGtMcOsBeqocUH9BwzOngiGeGxaKCB3q3KruHXak1OiswKkW2r0xoaLgTTFEbrLGI4PsnbJgqqh1PD6ZlMPDPz0yojLc6MY9tXKxvUkrJK5wcK125cFX3w599dmq23rly/MDqOHq1hr4aLhaFSHrR0K5eelCe31Ed8EPPFwdJYblyGdRs5F1lq3xDFw0wKOdDB7V3cvw3BBMohg4WTzKOnmCvZ/RUY0K2hXH+ndvbph/fXltaHiyPZ/qKk7J029T5Tqi0raDxa6DNoJykkzBC8LJToOmZvs9hYZLScpqFnINfdnxO9fW95tXPW/b/8+3//W9/5S4ko3/jaV159+cXTo5bCMJQPrJ5zM8Mjpcjpzmpoq09hyCuasu73IX5D+Cvz7r2iodnnx0a7J2W20pngDjITk5MQC5PfJ0IwN4CAWz8WLG5wpHFAzv2C/EapXxpWojvSmXFtdMQssOFFKaTQEdinAZGlwgoSEyTFSpltW4WCZZrC/sklh+uDRHRFDEtsm/Y3zIsj4baO7Cx6DuKNIvgocxFpy0NVSaIhVwcb8HTzid9TCTQAMTAt8WBJqkIbLB43deBJtz73PMXCBMOdG4KL4EB3faYtaMSJI23TZ3ri+o//5GKCabGTu/7jn776KW0kbSdpI3oYHU5+deXZU89+TW/WKxgO1s0eSU3LDsM3RQaSfnVunqGKRvRcC27g3BXq7ORcC07sWuYg3vu0maBZQQIS+uVBs+RXTYFyXTOUhCaHpsCGHyqcUDEEQdTzH5/GL64gJaaxP2Y7jFMuP+XLAj64hCm5TTXQ0wWi9DlxRXFfuFHyC8Lqs2Rbdx3AZhIPrSE9/ejYyNTEuJtNIqzD8E9PTAIMSQd4XgMDZB5PotyX/N28/mx8+obPrmw3zo/O7cFcCbZWt4DzzOTM1NQE9GBf2Klu37jRRxSnpaC4JCNx6spJ4CfMq1ZDCEKwpLKxUHbUvqhM2XtWkJd2m8pG3abD2GzP87mjoYGS3TK1jti8uI3rqCdxulKn8lYOVqSva2x0rDBwsL5ReXR3mbQzdmEMIREGnsCq4YCbFBqCjpm+jDBcPLJXc5jsQYklEmDsDWsQ1jrWBIyeHN9bXZ2cn/3l3/iN9z798Pkb1289d3V9Q+bXzbHxMnop76DFUM+ZeMKhmKBB60E6ttaz05MMtrhvk44jslTkyvLomPXDE4rr9iCuaXl1RX47K4T8QUPu9Gq26gZcsjzgFtL29pm3YLSsGYISs8YHQelo4YkdWw71Vd/mxg7/UfA6OkrNNYw3hOpSmMyUxtiN9ipVUzhUHBkdHQlcY8XgCYEk6sQRSmiLTt2y1flrgg9SApWXyQ6LAO9GulUZ6AB2AtmBbVAuZjboA9TUAoDlRpwAd4B4ADd8gne4XQcNF4ohCUqSlo/xGGMe9WuSyHmOd1zhApy/OEx/MvzA23g8qE0c0VJyOPdveiW54ekdyYNxnt6WfnVDCOfJ4dwsObWjPfs1vdkMwyOdT+kJDIe8sJqKN5mT/pDO+pjDQ3J2MZY+KYqb4raSe8CJzE8khmac/+1+sBS3ZGf7onH1MgLyqV0wFqyZOupxI+sRghFR4ckQ8f5JDgIkCHfiEtqTWJSYBpL8SGcSB9mUfY1JCOAK9acbrYxe9/KXsxHRlEhmR3iJwrwcYwbzDx/er1Qr0uy70ag96RFrvba5dyDTqLqBfV3C2/qnhYgIkzgxXnYxDij2BhEoIYFQl/a6p3Hj6mJPb0FmtMEuqvPuk/ZJeXREjZQ7H93hgED1aBuWUBObIsdBkQ9u6zjfN1DZ3CYCVHd2rl+/rn/DNjcbcEhFTHk6n4BYuAj1ns8sTFJCthpcoNQGyhzwIzqR8YgvZB4RsRf2DZwJ3ZWJqXKUpAyX85zk3SNwkJsMVbn7Mzj5s8FMcWxodLSMA5eYCXWwu1oVlNLgEzYsZi5CEthkMt1sIQo5CPix6nQ8wNqDlnxtZfn3/+SPf+LLr5dHir/3h7/3b/72b720e4OYvNc4lg+NhpKtCS9GWuq0dgqFnJmyaZDMuegxw+CpvCvo7kkwijiI7d0KhgQEtDvnj58sIQSYuu4DZjU+wf1YF/tBosVhetBVk5L29oQI55B8nuelrGeRsZsDabgwRKEOXom57On4+ATLrOysOzu7CS5RX/WW+vLJhiA4SmbkUr+C02cndEOMSphAK0Z4MRVYzxS7A0dAYCgPYhvhMYEzoyHH5SYblJufasVBEtAwYyhCCtDAy1dCMV2GI93QgGky50FIXEFtoZwrbg7ATY7QLyZHPJYcbnh2uPDsV7c/u/7sxA0/fp5+TVt23df0KSfpkbza2wMY0htc8QpddQMcIRzx30wvWtAE00KooQ8y0qgglowuSCkhMWnfr8blETe7x2YPKtwGwC2cX/UhbVCHtCPGBS8AJ80Kk5Zpc1DXuA2TgFZqKemb29N5s3vHWBB6vhicvPpTI3pC3HTe3DoMApx5YzihOBcmNxQBFNs7W3hM+T71zkWdRLA2N6NQ+sh4YW5hqi8bFV8RGC4F9raae1sHSB5tmRqjG9ubVMHDY6ArSvdkC5nS2BClksgCHnrlQglfwJP/0d3HW1uZK4u53GihToJvdVbXdosD2+VcOT+Tvbq4+O777+0f7n/w/nHv2eeooTLovWzJxgz6gHrwooYYBpkejkm2KPaCbLa12dUxJ9TMEv3kikZHQYFLYatHaREwVVuj3CVVCk9AJhXSO4Adyg8MKcSuFHyfn/ojVSOeZCBLhQa1Ym2YfrwYSAX8WH6Ij4wEjyB20eRFPneFmBjVuo4Lk6q0D3/3re9fv7TwEz/1tfc/evvKtUW6vbc/uN/bHXFDzCQEFgfmEG+5V61YD92nwsWw2Jktg5Pe8AwUqoAjbxs0M4nKLJub7VxR+aoszTt9XoxwMK+HTL0elG8BU063jRpyCMG9GrXxyrhTHg5dY2WP/7WEJaIeuACHoO7VtEKNRiiNwCUSsbrauHhpYnp6AeNnz1cP8uhoR9AB8MAB8kYLzEwMsaramo7A0si2FAICK0no4EO8jaotwQMkhjcEzq5Ps0KtwG6eeCnalGSooC8IXwViLYdJV2JRnyoaYwtyxVd9S1HOualw3ez5yeH82YFWONclR3oxvcGSeTC97jNtIf30NWkmPtJ7nl03zB9/BGbaFfylLfspOYnHk9vYdYJguUlvqdzgvNXBBdSP5P9qWBG/ZzPhg+yn0PhJ5SHHVNrhxNibWhdt6gm3EWk6QimReC5YNS9KX21WgGJCPyORgVgbfUl+VTfMIGKK0AsoHtoy+gJtMNB0Syp4lDkIyTful9uAJSLy6QR/BtFtS1sbVU/pttkiFNy5cwcUXbl6iXRc2yEo1ELzw3PvIEg2X2Q2EQYia2pfgfC1yp7MRaVCB7NEgn6yuineDWfEQkSnUBgderK2dP3KdebGR3fvj5ZGj9rHtYP64sx818nKztZuvdkAi/a50oipybW3miJ4a1s7+7XmSy+/2J/5bGF2DhE430cTE4HZfMHCcISRjyNcVnorzV3P2/hHcyNwgUIRlWQK7E2Soxfzufox95YKdoXbkzpNlocDLFm5VBoOV9+dDRyIXKa5/oH9Wnuj1SGxUJUpHKgoRrtT56Ltz2IElKDIFkWHjhUjLSaFTo+DOg/mafMxRYJ2RoeG3vngw5euX6vWqg8eLf/MN9744N03pXk5OA7v6ydLbbGr9CskDbSgVheOeSwXEcmHOEbNnB0sjAyXHz9eOT/uzC9eYibsV80Qv3R0cO3atQeP7qN0NLfcvOpNiRKi0AOhQACqXQTcWKRE5JPOnTuH3Qm6k1HlU8BznlOgKPxXLJZCoD3I7FQOqjtPEp7zvFQqZnMD1Vr94sWZYjELFJaX1ip7OA553JhIMtXNpnbs6CgBjt18EEshe/uMypBWlg40F3KDHQyJPRK1IgAZGAK72MtQBSPFCJeGhhLcTtCeZSbJbmo3iDg/IB2JYbgzYELDDI6aoOAhu4Z/Jy5d0E7k2UJ6kOJwFk/ctyxMoKbFsT2EROjF2vfp7wt0tXXCkfQzQd8U7WFRQmhcCnKQoEr8DK+TJgPV4YZZhepOoI/GXQxwCJ18DAGA4KfCZyw28E4sClCAQwTs7t6EFpxMTIxRZcX5+Znck9iqxLcrcsbi3vXBYVy9st7FC8IH2OJpO0hMyFUYLfNJMvWdAj0c6XRDZIIhmFK3mi/aSLBqGii4IDnqQPRiWzMgcqiWkw7rfbTl8adjTHgDtEOtXGFIyytLyhwiBNdv3pikutta39vdtj+VR2TyzpoomTs+vvu5bGNWHVEz4wwlR/uR+FMHLD/gllOjUBos5HjTHjJ+723vff/7h4XB9VdefrmytQdptqu7mEnsMHXFo0c7kn1MTJF8e2cmpuvbvPb2b10qJxo0e3OIitXKrsQd9Ps0gwaZsAW8YvnPKBcQemq5FvtOe0/rh1UgOr44yrlQxvXMYexVYv6UVKDcLo/kDZw3QXYgT2OX6HT7iVfyUtmMgDiFhhQZ3JwO2/u1/b3zzuH41ARXqt58T7VeVe+cQ9PBcadQKnDRtcgkr8P9PU5DNLSZ8ywJt7cvT4th6JKjT09d2NvrDHYNrKxUf//3v7UwM8m199a1CwszY//9H/9pp12Rq+Hzuw+a+wY/XtloXrw4TV84MlSCznjrOx89LI8WGwdH65trdmYMt0gE5GmkXOy0j0dHs2THRlUGiMz5EN1KABxwyecGOueHo6PjckuxCwA2+sWt3c3RiWKl0mwf1gABpLT+pAxCxmEbGHGMzgE7ZmRT0VbpUbkXUQ6Rz1dtp8xIIfYfNWmoKDmXiUABgtR3+Hx6UMWRwrON5huYpjhn5xQuEgbwLgKFN4bhC7FXZTa03FwGB4iFYNcNSCFFuvhd/moYbWwkuAwoRtOsCGUwitPTzfsD4AZvHFH6RyGLJIYdXzTIskE3gdygNUF1oHpsFIFOGoMdFjc54qbg7QJ/PBhUJ26IHEQn9CVQPeE1gpK6P7AowwcEYEdDbCXU6QZerTQTXaztODhNd0JDnA5MLQxk6dXR2fHRMYIaEaYwXBBge+HChYH9EBlkmrVM5Ca8W7XZ6M/luiiaegdiG0i0xYpuYaqY5YKfTRSKuAzk3ovoTGXRhrjGSRRFMQWDoLwalL0GXiHQwUDIiJuEvcuIbYEoc2m9E8CWbhwLLF+rHMQUw332En41RqDFICP82Wt19Rd4B6ueLNPg5YvzpgjVrVV2VpcfK/e1vbNx7dqV+kZ1a6dy2sMhPqOS58lxs1Ztz83Mba7u1ffOrl6drlUaOjw3PdmcGT/rPm63KmqYHu4fX5q/kv3mzu0P1+kLbz5367PPPtup0osNdA32XLp++fjze9nBs+sXbgiurTypLszNdS2c5sZyB90HnAyfrC/xrSv3dglh1sneZqUjKzlfTlWThMyGySB0qigE0nAqQVjQ9+4jUsAID0hOiifHu5t1Vs2h/OH4GE/hfvizu7actckSHc74JsMLTvKiq8i54npwv7257BDlICQ5PzjbP2P/O+Gk1Gg2hhGkrtzG7mapXCwN55cerYzmh867Du01KK3s65YnMi+JPwsOGC12GoiAq240Tza2KjS1XAC//tXXV1a2bt95DEXmZyd0IZuNslxwwF49NT1pCyiVRAG2JRJOtix+NexVGLcBTNpBJ7N7uj8zR6bJs1M2avi0XunSJAtYX3sCMskDgD7yPJ0mtjqlEHoPbRS0hloYPiGYhJ+lXSu2mWMBWsRXLHjUkhZuLt8hukCEPMaDkz9DKAtLNoOufVpW5bCkBnYLkYiSgJoiGiQ7cuwwEJGPtWBfKBh7J5SkCo7Dj8FYOWxqgC/ZA2FjKAmcxwae7LVWBCLZzGI+g/t7GjuUIHAgdTQUh/uDC4hvntVCvMNbgxwgULHlaSp4hPSA4V6QfvVUaOzTw4QkPQzyBKcAla8aIv/DJPfARmKqPpsRySwxZTGMpCf6HuQlUeNCAG4AJoA4bES+FjjZh7OXgXNww5VTM+kd+gNh8VWRAengPCoLaS8F5kDLGITRBJOSdiyG/FQSieF70rKEC7OmQg8Q+hcHysX7OXRMyeHZhGmJyBDkkwynLLpfYiBR7yrCxtElXIwr9E1aWFURbHuTslmWETvw2trK46WHn336vlwyOvPlL39peXnpo08qFy7QwfVWq/EibqmS2/TJXH5OpNpfX9+EXABpZ3dre3sHMk1Mj+JJt9f3TjvbSiQtzo9ubGxdunrJVAgdGhqRjDsCk68zG2T6Nta297ZUWjj8+lfe2Be/YLOQZbsvNq1rNyfEO1++eOmjjz7qnZ+dC4m607Q5j5WLHIRIKrgLvcSzxnYSqO3/iMqgJhjKlfGu/QN7ssutb+2BDuAFGAaL/OxUPrLhNDnJBXt1fGbvKZbxCWGNseyscX0HvaGCKOTs9vyajrkDjg7ZpQ9b+2qdl4eKiWwWb4818W77VeSfO2E6YTNh2HWZ+atd6wjefrx0dvPSFA8HoVqt0vHESGu41NU5OK12mvMzE8EYDRSXV1uNThMYj4+Pch6q7DSxG/ZYNFW0lSVXi95uv7g4LqFNRG5F/p4jZA9jqW6V5bWi4hr1hrM3wgE3gJClPTmpBM6KOQ/WN6JcqCRQi8M2VDzWecSC1M+IKKBLqpnYbgCqHO22Z1vJCa5U8EPAnEE5oB0AkhwWNIBqR4I/ODk/Un0lH0EKnv6U/horlYjCnoUGPh3u8OmG2NUDyqO5BPh9tR7BwEcrXxzJ+2PrjusJ0PtIKIE747uriSzwxQPJv6570KmT9DM9cW4HJsADAyfGnV43UueG6AQNdY758hMBE4LpLT5HB2IbMifhEYIx3jdyLLNUoL4iK6EGToiSe8I5Ko6gIUgBehrTaNDh651saYl4YirIC8DUK9L7zYA7Y3fRcfZgTAWMBzCJ+VBaFL8h13pIbLDg4ddPmdzFpyGpB+VdaGPMtDkPb0KjcK8N36vRAlfAD5eTbaq+rjNOxOxN3q48F3HGq0PlATApp3IDMHx+PiPN6erqFoZYuCns4ICTLRZl5JCByTt68n1R53uvUx6VlNw+ZytKanxHVeG8jpsTzdIa7OzumqnyyKg8A7ZNpUZdp4N8eH/pez/43hvfePXRk7tnjWMJgZjSZ6emgcnjJ49Kaghle/LH2Qg0hux8JPJ9BfyhEZpt0pq5JdUF+yWsho4E+6/aJ5+c8fK5UKkdChsGz8xwaRhi2/aQaTL2cSSECwGVktPSgglfw0wLbnoyORJ0x9/A5PiEi/W9WmEg3+wcy8hMOdSsNwO0EJXYmCI1IEoEtaq1fQaOPntML/skl93B8yN76snObuMoOyDugE/3rRs3K9XmD998qy+bi4LEp2ZT6sRpmUVEd9FtxCVKELaZwexBOzR8YfY/PJieKKpCSRNLn8+myNOP/6Zle/Jkk8bORnRs1D3d5FVchiVP6u4Gn2l1HQk6mKfuHJsPaDvlvn0YTCsdUwjlNIiR2ijpOT2iH+0kYZ7wiHp1Gkx2o0CqmPkY7zlHY5+BYabjKbIFLYjXJXuUE79b5hToQV4Cl7ApDk8l/wYj4D2+epf7LUf6azT7xeFcO47oT5SySLA/pQVJY258dn96kj7y7EEnjrS9Z+fpi7Tpir75FV3QAR2G0i4G2us/CpnYBdIHfULo9B4kUyOedZvZTrsBl9wDteLZxCfaPd4SjsDwP0hCDN+v2ndozVdvdOVZD1331RQmW1mwVLauBNoFNUoqRxgOn5qwajOJwYIgx+iLcI+YdhPsaZccwNvhFcAmsQ+HEg6Hwk0ML2NxgUBCELu5/eAX5AHa29vRhj1nd2W7MMwpTiVyfrHD9YPa1atWinXPMofLs6wGyLDOMw4QPFEzmY6rjXBbTh1LGCabdbFNnZs3L0lPwkC49OQRYFCBcnJscmxknMnCus7Oz/3NXxqSZai1X2/tN6fZJOgYNler9QrdEJM8Vqj7k/fv9p73z00uqJWwu7nH/2Ww2+ZmUjkBBzwBKuYCVDVMtmwj+ExsR7Zfkr/FKzKNDGD4Hq/WhNl3jvncHvupV7KEk4y8Q1jZCM2L0gMZTDDNlfQjla3O43t7OxvbIi65RkmSftQ54PCr3Eh1h8cV9sEfWhtJEo8kEQy/y6bYKXXte+k78E2YHE77YqqHVKHs7MmrAvsoijOSKPaz3lqxwmBfq773+aePMOcogDQMvDokKrJmeF3wkc/1jQyPYJPIh1Q1ezuV6m41MCe8HiPpsxsJuQlUkDhyNh5Bhz4tP6KAKwFPxF3MLScRYGZ58Ah8BXEGibYxIIamANezs7uN2oIx/KaIeBls9OrwqMkCyE6RQNQX0J8gBgBCrf3BzPiLDdpaxB+QpQv4H/9xsqB8cJ3W78f+PBEKs4SgAuNoyacJCfgmB5I1gvbExfR6YA/mIvlq9R24C3/mzZHe//T8KaVKv/01ZUkx1go6gatGB9FSbAHTwBRiOJxAOcKDwTrVCnwm0UtkaKNzQH68A4W5/jC6utvGaHCJr1dfqL7p7xL0TkcdGlj0VtAHY4K8kRSiZFH6GNF2EFqgu90pOIhEe4qjSBgg6pEQPcMJI6SdkNR0OEQEaYbQbe6xxJDQIfjjSIY8gIsgHWFsN0AEhVGwQ+sfDYR+qBX5eMOD/mBra4PGSpfAiZvBgLG4LdxzK1soJDGZiHPt+uVmM/TQ3CZGWN/Z2sjJou9J7cenfPS2dw9W12ow0sI9fvLkk9t7wEjmk0ePo564zuTzAlXEMmyKRrlx9ZrcAhybUupJXW1bQkCff/55qi6uKu399vL6khIsu9XW+ta2hCh2XJPR3axmHn7+ZOXxRq63MD48ieHttI64QyilwAYO6K0QICbZZqDiQEaJtR57pTYj7eeA9IRZmjBm+y7TfkZ26i/0F4Y1gLFDPgJQQhEmI6oE7F3dsnSODA9SJtj433vzQxThwuzFwZ6B0/aRhrQqbjZWw6oEiB4RvrszR1KZ94uEpgrGo50dClZsHB/xImxQtpXH6PtaxLSz7rWNdVz66196+ZSq8+ggr4Z0f0bJWB68gA+hHRoux2YujVSrZXSLc/PjI2M4eEGZzVpjc30Lg87Ib81JB4FS4cnL2/qQ/wI8q7roCr1wgEJsLL46t8x4AH/YYYud4rYfgU2hELKDbSPsQ8E3RgYLtwdAhl8KdGA6iiNtR4MeN+facbiYHoE5IAhlTQ4oGi9NOOr0Bi24wY+up0dyTzSmTVd8dbjB5xe3xL/pr078FEv4xT1xlhzPbnZneqRXnDtJJ+HZPU7Se0xXsleHmkAPXfQ1tKGJAj8doJ+cuOLV8at9ODmQDF+jzcgJ5TREA0w1uYwGx4k7tZm+K7pt8RNqlTAZIaJ7RLNJ9+MVHnc4SR/xmf4UARgwPY5QPIRSIDoa3wEfZ1gpb0xqsKmhV2fl1cto3+MWDoFLXo2FD3VisIDJLsbFEK1HvxCCRAPtzZJ6uF/GkrpdhAHOrDj/5je/urm5vbGxcu16bnt7C6hsblaNxhtpfmF0eWxYYjEZKW6+uCjUCpUbGaPIzly9en2kPHbzZkn/KYMvXri8tIQV2Lh7967EBHqIhtaq1Qf373NqpRe0/99/dP/P/vwj5JUKZHklVOTTsyOT0+N9ucHtyh6htLeY7dpeOa/sbt96Xq2RMSkSD086vTTT3TxuAigRU/5b4JB8Iqxou7rDnQBXh5KQz6gJLg6L5jt/cOcR2g7Uu/YFCAxPz02acb74K3c3MIn2IRkAJQ0YFoQ90EsrQUbbXDlaza1MjI1iCkydwAi2yUDqINCxBSYiKqnbjt9Vr26qY45Pl0iBLrI/WxjoEYsUkKUgbk3Wml6yJeJ4ePHSIkeOjz6+PTc3dXloiJNg5/h0RR6Sw7POWWssV4wqa/XT6YnQZXJM4BIsZrNcHl1ZX6Omsl2COQKQfoYPZFcG0S8Nlc00h4KJiSIgaDS4l8eO5xw0mJmApgTm6JvBM84CueCDzOmIWhBPqLyKBTY4dya5j9hpbXEE9xAJUMZo4SmSOg3HzkCqIBkAN05jx+dd9IWy8AuW3O9uiDbipmTiXHESrYbgjZEDynEb8qTl+B9ni8dJ6E7yjgTxQvRIzADxsP+JidFq+mwwEcnhOqrqSChhIE58+aI36UnyhtimncBVF80JbIRCaHFwm+SFL9yBtBsmA28MOT+oFR4/FAH0/MGBw74oZuNNUGVufnbfTiB8voviLQRYWyUShiMIU4ItW43pYKmCWEPrEPcjD1IURDQoQBvdJX8+HQt1DWZNMprYciMXTaxjJC8wWYA+MJmicjBIBv2tQQdGhPHNeiK+B5pJAcB+2W7zdwhgwMu1D9vYr7GRMtseIHn06JEuUIeRoXd3d548eTwyKg9Y14svPb+y8eTho42JmQLygde+u9SZWQi9o9cIjRkrj/QMGVwYSj+7cwdBm78wj7SyUj98tHPr6sXvvf3YhpcvojB0WJl7d+5KfHjl0uU33/zkcFgWf7t5loXLjAmfLw5nPr9zZ3R88uBgvVQeZx+Vz5fVGS8VhQErW+eacDz4fEOq6YuXL8Lk3fqOWRgkWEutGnwdPLXdqecpdVeeayxZCe8KXqlyD46lXj18+UvPV3YquJR20xpUhotDpgnOHBxmSvIL9eMDI0QPRachjyLiA/0vvDDFseftN98W1Tg6MmYuJGpiPvRg6LYi/AO9UTcACeouDeXIJ5Q9EAqiIGOSnJIMcODTUxP7TYnlz+QPubf0SKTnr//6r3ojn42Nnd133vy4OJwVRJGlscfmheI5yq4AO2FFppCwxLXIlFn0kdFhmYd4WG3ubHMNGBk5q9ZDyyAIAgsKf0xc0PtIMkaO4oAUcTJMWODGBo/doHFF+9htLRhWhl8TksO1KRJOh9IuDNGBD6I5lFI5OuHVHOneUvQy7kCGoBc6ZB4w8MkRqAwQE1w16Z72/9MrCeLb/djtEyTzUPIrqI6/sBqmjcSntyeIGlKuk2dfAwL+5SN54798KfmWXI8eONGCE5/Pbk4v+tSyw13pnv906U+OiADMq54yb27AzrgjqGck2vzr0aZ0xKcDBLpte3ub7fqVV15xM1TRrMlJZiT2jSCXYd2I8dqijS5oSuwUiTom6ademaAgs2EtCcLqsLjyyCMEGAFE04FoJLcFFROOMhg3xFSHIgUtTpQUeuUeOIIZDIhKGqQIdENohcXTtxmkxbwocHYoHpIiCSOAX5BDlL5gcXFRKm2W6d/5nd/57X/z7y4vL3/3B3914+a1D27fob08UE2w0/FU3W7ezZ5aHJseX3r86OA4w3wAePaZ+5STVQO4q2d+QcrRoBa3bo0yMNsOuTAkAfg8LBU34alkpBtEn/NKY2Aw02ofDo+PbO+imttmsqu7P18s85Fb39zrpo+wY7cbmS9/6cXK1sEPvvf544dPyoUx7H9/14A9i5Bv2cwLNdhQeYg/kBVARGRGRk1CVyjLXNfpyvpScTg/Pl6emS1kk9jFaqMBqREaIjcfnLGxMuUHQ1J4ASari3BYY61sb+6sr6zjzCUd7dCtNjr0COK82DvRIlSHppYukGk6wkltqFEJVVGU8G3oGxmqMeLlBg8UI1Zfdyh/+/7d//6f//Fv/Ku/odvNSu1sX8hF13ihmBFYKcbycJ9BQTVrrqDiw9AmoimTYSR67e7e2Ni0nAi5aVpZ2TBqHCm+lHHYdTFycN5tqe+ck7U1GQfC7Rfw8XZZWWlubRLQ6ugYL0z501ZXN6Vjju1hbEruqiAg3Qwm2RbLSZPrdMHGpQ+Jfi1VgAWwAVR9SFhQu17obTkU4XkSlYBtz6Tzj+SDeoSttfnZElvhkIqdtVVi13gocLWOcgAc4EKmQSAwzgBNihW7VtSkoYQPDzk/2Qb9OedC56K/9EqKPEGPAuUTnMd4B+sRh4totBOz5HBzMjPWNtAv0DuRO5zDHDeYJZgW+OM4kcte0F0bAUecTJ/2o4XEq8cJwHCnGfAscq8RLnde/dGnHy0szvE+i1oGyREqWT5jUdfjAOUV+qcQFndSfziC2LF4c4YsYENixaTuJa/hBkK37BXaF7SLcdMnjv+4eoqqWI6EgOqzl6RMO+6DnU8Wn0ot4v+NPV33aFuWyuMO9bD5aDYqrUY9mdQz3IhBEhz84QVWVpQwqv78z/98IlOcLiwsUO9/+OGHImiw8bYlOLK4WNrc3OGe612T05MiCyz+7c8fqO1FnN3Y2vFq/uv8BRYXRj766MGlS1d4FqKwVC2NWlPJHF4zQ4XSpYuLnVYnUXxmZufLig/li9nR8XG7nrSdU1N5zulHx12jY9Obm5VGkxfMkXrM44iQDcKevN/M5EuZpYe17a3apaszEzMjqmhs72yyYczOTHUOWgyVuA5ijwoilidLjJBojLo/I1afWN0AgelWietTKcyWPj8+16yoDF9TKJKBzROYLop9opbQBu5G9RbZnLdsE9ZZmFdefEU6h2plj3V0fnaq0WAXPRoe7T9REh6w9VOuDnoc3aVmKgyVLShMwi9iOSPXiHKJYDuT+d0/+IPxkVHZLz79bDc/0L+yWpPC5MatIqUK8jI6WgQT/G32Kh0DAe6YKJABvi2wWy2eEAd6wQPFHxJ33dgykgOsF4uMZMHuyu1iIIYM1uEL5QJth5aDxztX8AMD2SZhQZ+5mZlstoiKojtgkPAp7FD8rq+xHSV7DnVJinLegxb4RP99howU6nY/RuxQ0gtvA7CwykUvj6QjcX98sU3FDMAoV3w6fHVr+qDhpFdcdCS/P/1Ir/z4ZzySsNWB7V/srhAlvcdj8XtKJuI8ept+TU9SlHLF2+NmWlskRX+SB/UkjqSxcPVJ70lKoZpbv6RERG4fz7IS5HoF8Fbk85qcngi/7wgWBrnxVu0FG5+QJFMXvLqLCbeVDlxrGoH/FhrAmy57AO8gSmoU2T0ojgdd7Am5YNBubNYoAt2v+hhKxBFQkh86P1QDm+PtQKXZqjI5R+BpQiT5FGZzg4BfjIx+IjE2Z5+RxqxV78qrj7r3+PFD3SsNlyiFd3bWWa82Npvl8YHnn7/1vTc/GJseCWewbik/8oRT9v5m+2i43KdqmdkIt51ktvk6qiRMip+cmH5w7+GDBw+458zNzWl/aWmbkIu4uCgPCXu5cfH4U20ITZIMgy8jholPvSSKeBBwKGq5rTr7yNjIwfoBmdnAlCQcLhWay62j7syDO+uo1/T8xNToVPOwKjXjaddJkRNg14DwxSiCJ9MIkShdSnVQC9njA7pxmUKOZWGwGeG58d706hOzU4x4ZHJxWZVmFdrSy9KI8P9PN5WCWoTlksXj6HB08OCXf/kXFVp7970fbW6tstLPTQzbJJQbDJTBRCsursScKpAZDE+VZoP7ClfVMAyr8INe8Oen2tk/rDxcMq5//bf/5rf/7FsMQ1Cp024gXp2wf+7nc0MArq95EC4qPV1bW1WKijHGlqFigzqB6auv2zpRoKB9FiDAMbFgIf7IVuKFId9m1v4j7yaw4yQE5kUVk3eZXXVWDCAQp8FGOFaW19h+7aEAC7uJZxFeS5AzRVo2Lq+gkAloxncSMOICAReiGFMw8wkMYFyhXJAnVAACxO1xhHFbMwk2uSH28C8wM1DNTx73SEJbjCMlB9qMX5KmorXkLwhHcn8IIfFYgt60c0mbiekhIS7RRNK19P7k1/S96Y3RiMOv0b9YGLWbxGKzJqJxMSJ0IXEudEtE5uICDN/NkQMgIW1u8mBxuEQuMyeidVdXlylQJyfH7aWhVpRaE5jyO+ERwGOFvfY8wwWTfhdjYlz+nu7qUS+Xf2cvJkuIPNYdf4UPPztXotb2djQxNZnPqQ5UUIUw1oOvPwk5n482Ey5G5BtRgswhiMjCsXLYdU8afBX3mYewU1tbm/bFsyZXFCohqaXCEIAT5VmkPdTEzsRshIcP5Owb+fz2HZvC4alUGtl6c/+v/uqDi1fnOCdMTw7hUEyU5UV0WiLuEodokmakIx3ck5NqamJqY20DS/Tpp7eNaGpqRsAbtVyo5wsR3WGXxs/WPlshHXQOOjPlUdkf7z98MDSs/hpdhikPDnQ7pIXu/sFgbOnJyOfHSFdHftXuTG2vlTmyMJlCtu/x/Z0P3r0tvCHLMjA0iih62AgHwgLPbKMo82Gnvc/WgzXCwAsRFhEwNpqXNZV4Evwjb4TDDgmf9aE4XCwO92PNEgA+xa9J5IJZNaGTU5NDMlXQ3B4fba6t/8Pf+X+z8P27/87/6qe/8dOZk+5CX2G/fnjUOMjRVPbn0QIBk/z5EEXhARhb5EZPUNngb+kjrAwZpjDUnSuc9w1UW41/5W//q1evX5CjwAZOfIbq+D5yDRNLKEgp/I2Go0VR8qxS5C+QTDY4DJu2lkWHcp2KYGF/TlKQBYI6YjEsJ4CzY+M/EVMGzcFsD68r8rvrGqcpBAf1+mmzKRrREKF6cB94WltRsp88RaHAiS/wMOW0QZUrXgoTwHSoHpPYhCAZgflPD7elWJTiXtLMX6MlpHNDen96W3pD+vnj7aTv+qLV+Nev6Q1Pb35KZbT39EhvTm/78c9n1508e5GToEPJ4fm0Y07SG9JPPTQ5JjkGnKQt0HekgTTuhOGW3x4MIRS433WNuDPQOxL4BlNIa5MOUztONAX3vNeJTZ6ImrIGnkr7QFFFruPpXNnd4SBow+Cuv7Wxvr25jtu3TxBsDQ0cEJnJXyIKd3b2cJFBsRKDaGI1aO/ubEELNoLNrXUmSOztytJSZW+HHpMYcvfunf/2H/9DgUle+m//2/+L1ZX1S5cu4/Z5zX7lK2+weV6/dlEi8qXHKyOl0XajXanU9naqek65RMycnp4cGVEpSpJLJZLzBOpGldErCs+vr4drCXrhLWbDSP/ZP3tTh+emZxD7Isv70BCQJmughm5ICAH+MYxG9XrNK5gwSEa9F69eYNq/e/subStHeGEzuUJEYnDh7yMQHWTWl+3W1ZmFiaHhIa1EllRdYEFQuyfMfQd2MMZUHk4EXJ7uRx1e4Dx8j/PDUSlksJSvNqorK3tmh82YhzL1/1Gzg0GgFDKVsqfyKmPkRPsF2KxuHd24WvrH/83vfv7RR3/3t39rojT6zjtvZcbONna3zkUY95zhn5oH+zWEkyF6UJY7yhsxHGfcxLj56RjPctFt9Vb74sLi55/evjg093hz7W/88i+Uxn6E+X+8uoKGK3DIrlypMRcompzlJEwek8HVDOIVsfW5Yr9Szu4RauFiKKVQngQngVcCteH7BSiT3TN09fTMMqZSj8pTRCxX8ILe9JCloHvHHpLLQ+nw+5FePdsb2i/J2BFfb9MaQ4QlpP0I6EywhdAPibw4Xhc7duzZ+oCLifOnLAAtP+zyRORETyFbO1bPuWd1PPxnHClN8V0zyZEMIdqH7salwadXkpPkDXHFidcnDQTqhm7uiyN94IvZSEnP08aTtyeMTSgyn1Ilj2sgGU64S+m02/SWkOkefUh+t4ohLLgCNsA3BkpWaScQ29jFn/EBk28CBOtbaD2CtgaVDM2HBQtnBLQ7lIISWyOpNnaKIpqQpLX82BjN2lT6ajD52afvUenPTE1gZpEJzgHejiwMFQt1YnTnEGOgrIJGmLGE/3cUM2m1+c202wPCVu2xJ8eKaMoe3KIOs23wNeDzY6CefbT0UHCBTiEcixfmswN9dJ+ff377/ffff+ONr///fvcPX3315vb7nwvwKQ+PSVJQURaEqy43fP5FalImW8DwyDD5glwD2ErFYQgIGtgL4fmF+UUgXC43cbPjY5N2p3arrlYTJSDfXzsQ8CT1KD27vrk1mM1fvHiR/pIzFp7IJ0JK8V0sDCJtY+MjvdKVKo8o0WKreQBkFe8JBV6no6gr4Xx+cZL395ONlbufbc8uDI5NyFMUvncWRpALRf1h93mkDDwW9Bflp2zMKqEDADUFxFTHlioul+9NCHaWN9NuHg8N98joGtDGwwERoWEf7D+unigMm8+d3LoxLd0KBu0Hf3X/zqf/8a/96t/4uW/83L2H9yY21x6tLdW29nKjpbHykEU76jRAQn93f4SJhjNAn6IkoSFDaTPd2fLI/dW1sYX53XbDwrzz6Qcvf/nVz+98JlEsbN/vJEkNu3py+fAR8zwORUTGaYfdFXup9iYXdJpjdm8zj7u2LE/VY8A3hW/7jHO5ZeAvbAKCJc4M6spxfpYr5ojYguhiRjC6TEQZ2e8hk7UpDRXRAtZLuNCuNQPy+d0mmjYwyr3S68KAFYj6FPdch4uuwNyYuoTljtsSNPajk0C1BHv9Gg8nR2qVcINvyXOBrun5sytJM3+tTUiee3pzPJI8yJbjwdgjgprEr26DbSktSNsMUpWQofgatOivj3g2jmCIAAlyFTQrpQWJ4zA7jGc5/zvCep3kGjCbEBhrqYdOPMJEB/1MQkg8qZE/MCY6nwyfniUMgW5GLChweJF4o+PCYujFGCMoaDiSywiKFyDFf+2rrzSadBA5umM6AmK2Z9c2N+ZmF4wSe0uQQWOsNfaZsFZrW68zujqfEEGbwc4KG+90Jifmbn/yCWSTYmx9Y/X1177k7dVGfWx83CanWW/UAU3RAvz6r//6m++8/d57n+MreRh+/PH6xYtliksJuwKhxPF0d83NTOcwAucyJYdGUzdgElH5vP+sxkkpUYLev7/xwgsXDf/2x59I8y1fjvogY+P9HA1+6md++vr1K3fuP9iXu7SvW30UuXmO6npLfdFCKbj9KIMsmUCtztOpr/fb3/mrEPWFF7dkK4vkvDRqsmcIa5RosFlrzcxeutR/vlffZk9dXlq/sDAd2x4tOb09tXjXOXdGYrncOHyLc1miwPB+m3twP4362touZlyio7FJphkwHxEKGPJIBm7xenssDP6GGBYbAeeunh5uyB+988nYSP6nfvL6+vLKf/Nffuu9m2//5t/5TapExkCRVfZWyFeQMUHqlsg1ULTFk+UDaumrI/+1cGKpUbonFy8sLz0sF3PU/jv1vR988Pb1K5fFWTHhnJ5TV57qr3QMtP3WL6okCheS49iurTxb93mz3RBVeHxUoS4FoAF/yQ4H+sEZKyNIoALnC5IghtQGmelJbjCULYLqaQkGunpKUAZhwNGrxWKI5hn8qXEUcB8BO30AEChHcePY3QK+JYDwmfA4MCroWgjYEDJ2Uy8PHxuPe9gnwIpLSWKSFPM86wbTmx5Mue50fLE9Ew/jgB5uSOlDLMxTVUI0qx2NPPtM2AK9CE1B9ONfZiWSsQdpeNZachJL6aIjeeIZZVGYS0Mxj6771YtCJZLIDnGevNeWGF1Mqo9yRACTlE1yahmsy6HobUWKKsQEKnbaR4Q88Q1aS3T+YXDBUvjUGr2jDcf1+/fvMxWtrW3Y/E2XBeU/xno/NTn5rT//Yzo2OHnhwtCFSxe/9KUvEbx/+P2/KpVHJyamB/msU1uCcOGc7IGtfUBiNrgksrzAcGH7Oxubuf4ecMUWYI28l9QA7VEuCW6FKpNfvRSJ83bvffz4CdXgjRu3nL/17r2trZ1XXr7MqoVnGRkZ++zO5/SUdx7s9PRX5i+88OjJPXvt7MwM0YaXvKggk72Hlu1kWo1Hr7567caNa/fv3tnaqlxYnMgXJhU32lg9EsL0wkt7V65cufvg4crK+dy8RFvc6lfVf2EvEYyXm+nHwbMCHMtqJMDhsNG7t5vZXN+fnbaTYeGL/Gjx8+outY865VI/LUVlj4a9Wh4f5cDMdXFlbYP9olQoWokDqUFPM9MzE5cWLwuEYBpcW17fONmu7R3Mzc4Qjzt+j71KBSveDlaVFUDOD/H8keRvfmFWznJE2qxVdlr05GOj0w8e3B+bkMGq7/0Pb8ve+NVvXL5/5+H/+T/+r/6df/fXrl65Pjo59und26vL6335ATaSsEFJ12HfBrAYD1MOnwSvZahq+AjsjkxMhAMuk1ZP39TChQ8+v3P10uL4sSz6+V2VG1vtU8Xp26deLf24PemYSUTYr11daPG58MpusVr9udCPwGfLGWkRai1undeuyTZlOz9FpICanGy+EuQEPqizJt8lEgA61dAOL+Pjs4mJsl2TuMUhpXJaEWUMZghWwoiBSQjHEdIJPWJDhXRO4UjIAMkmrCmEIliHxA5PPAs3Az8e6xWZJXKuAkHNpBt18Efc/PhQE6YQFMTbAwnW4R782ZwTEgNXk2bjzfEukop3pbhq5bSZPBR466JPhy+uxyUXA5HT46+f8t3r42rwUkFDYlAJjQorV3hXhR+4JsKwn7RkP2E8dbhul7CWdAA8ovpV/8kOPnlSG58YVQIz+tB1jpceJiYcnXUalcZ+h2wrrT/BFGWQ+lzcjDXHaJgPGxbZjbnwu9/5Dm8vs4ay8GHBt4smbbSP7F77zeNysTAypJ7tyV9+6yO6Xxva9tZGgW775HBna5XpFtVWBB5JmlxYiDmWtiOpjjNY6N7Zaz54dHdhdgrSXrtyFVEBlfvt4vf+6qMvvX4DbLc6p8LnJTsrJD5sr732Glljr1ZdWV21qfzKr3xjdWN9d28bWqn/0NzbO2k1f/pnvvnpx3/85MHha6/yiBZ6O7u7UzF2pMdeKw8pJ53RUc57MVEIQbten54alXdsa61m3kfLGfGOH7z78Wuvf+nK5cvLaw82NjKtTsPUDZdHK9Ajc1AslkMkatFnUXz0R2qi0XKuNNTVkjHxoEdhx3b9oKBs2eEZT2NFgWTv45M0NjrFJllt7k9MzHX3DO7sSkdAKXhKDimPTld2Wx9/9Pm/+NO3v/3nj2kiZGHhwXVCej0dGBvJ5XP8wDKjI9wLcwBierKn3dw9O29cuz7F4np4tEek2d1sgddyYbqy1d6tHygHKzHL0GSuq9D7ZGdzcDQ/MJL5z/6ff/iP/8k/WV/fvnbl5ks3Xsyd9x9X9gd5F+EG8ZzCEIaHYCbrb+ewDWBoH5gYaX47vBKbUkGNb9eOSqMLD9Z282PTMxcv9eWz4hzkaMgNi5ag0q8fnWM+kZJTvsYyyRTy5dNjUVDQSkbCTl0aiJ1KsyEKM3N+kNlYrowPl1+48XxxsFDfrfGwHOzKoIaV+lHXYDEzUBRVTbhv76u8tlnXq/3Gzu4ezevwkLwUA0FzpLyNUos2GVakyOevQiNugam9eYgODUoIoSJNRzFxcW9ixXkAdIuREbWIK2ULaeEnRLllRUMkqTIIZFREJAwkMoH1Iwo1OWwFfUvGLeg9ktuf7pNvT08QL6Y4WA1TwpsXYYCgOBMKXY2w2nqFfY9Anu7wkXTAlkeajgoLyqKHkYjjZqB8UCvyP59rAawm7Nyj3HC55CYyqWTFxh3ToSmkKvVM8EnGZwZx1Z4vniLcFfp6KVdb0gD6WRLBPunqV7nlDA/l6KnL9DrZrCgSzLa9TB6g5vFB42i/fXrYhMe2AGlCqbZ7hrbWd7h3DxXVoW985zt//M7b32fPGRueLA1NHR50c4FDAvdq9a9/46uff/ZI/eBOo6sjOuSod25q6JMPPllfWp4sD0+MDJ0cNt566zs/+MGf/umf/d6Dx++zCLf2V5+sflRtPGm0V88ytWpzvXtQRP/ZxOzo1RuX6fs++fjuxx/dxTF/82tfOWyfRBRAX4Z3MIuk0Vno1a1t+S5VNPm5X/yFx6tPHjy+d+3GxWqtefuz5htfen79zu1vvvxS5cnS5QlCb+bhp59zApHpZntzL58dkrlEUj1CEILGrcdOcv/z+1NjY9wejlqdkprgLaECmdHC+H5DbMGONOVibb76+qx0O/QwUKPaADmCowenZ68Jyrl0YbHrPNfXVVTMlTayg52VWdVSdVoH7ea+deWJq4AqV8up8SkEqXVYL47kDhoHmGUgELzYobxadBhR2db+o+mf+tmvfvT+RyoAjJYL9PQbm2tELVXVhApVlbU5idRUxS6+f0hs70RpbHtz45WXrnz7zx/Yu0bLA5W9w+yIfGSVyelSrjR4QskfWdl7BCSwNg2P5UujnNOP7997YCLmZ2fGX1Il4smD5aXsxDDdEoHNWAGiopssGKcnHTunKHgydOxG4XUDZCEgI11vff+wlM9dunYduD1+sAUDhkuUfGfzYanaefSoNTUjzXEWizQ/t3jQ2WULFXjC4D1U6BcrUswNXL00TC41Itpm3iDipNod1ko+rHLiSwzSlaW/BPXh0AK5YNsxSxqTTbYnx4NGqBh3BCF1tkFxLqngbHeEjXCD9qw/f97Yb4PXEIfEOfspgrepMk7Hp/i0RnJEcS4aF+vApIrjjR08+IKQxGLvDIWiN7AXhZiJ3oTNNfx6gpuAv7Ezf7GnJ7JC8CFBl5L9PMX/mLJgAeLPgy4m2hPXEs4/HqN/Ei0bAoVfHU7cJ5FUMALBQMRBIIwb7PeeU/jO29MO6Fn8bpszDwA08T7sjpBErzNk0d4sa3Z4ESWS0Mpqjb+hco6cP739y6vruAjbgJqXtGj21aUnTxQcJY0fHtVHBgY+un3n1ZdvTc2OZ84G791ZPTyOxL8UMeJo+SRKO/ral1/6z//v/wDAyJUi+IWqnInKiq0/WRG9ippMzkwfUEv19VyYnqYPk876nXc/unz10uraQ+GnL7zw3P5RgxcuZP7hW++/8uL1J09WZK+yoa4srXz24aMbz12Qv+TqtXnVNBC7kCDMTl8/9SU6iP2kKdvY2iot5194ceEXf2mWRklqPrEx8pRfvjS9f3cD0zZSKp8fnU6NT1BDSBrGW5/yk08O5vSnvvniW2++/86bb9PN7W43e88aVy4scJfa3azgUgHt9sYW7wk5RL/5zfLG5ooEoCYsWDKcV0/fbqXe21Vv1A+xmBcuxADVYLAyODIZrzgwx+oCCCBRp7RptXequ5KmT87kiTocGEd46Siz1ZFITyxGpDllybRR7IpouHVNlOGmTK41+XwyMzNyyxwr0Exus/bCjQe4H1HKdfeyFp+f5H/0gwfjI9TFzAmDc7PFRm0LH9jdL0ALox8whXvUK4VTeO2BAzYgqv5HS0tgfn5+VrEH1uoVieV7swYnjgRjaKYlfTDFGEZcXPeZMorgUF/jf2BHZdJoKvZyoNiGFGnUl8uPdwlK1lqEKddpFas3Vw8LV084T/LZo7EqlaXQOmg1pdA8KpVllypqZ3JsDEKub2wPDomN6Gt0TgqlbjZrYK8641En3olGAGsMAyxVA9I3BDduQQd4ImE2OqcUnRAZNruaYDLyZQVkvyX0hlkkUDx6H0BETKnWG95uOfuoI9CPM0kK0bnTSASmnB+MD0kjsRvZv22Vci55GjkMfQNig0EMZkRrviXxNroq9MNTQSZCMaCXyRE8S4K0btQL12C7EyTMp5G60xV6QJ33q0/3Y1LitkTVmgosQQWSX+ONbgiDiD5oM4iFplzUCq4CT+InmjkUHwnI58cy++HGVswXI2iu0Yxiis3OQDGiGLEeKKrKOzghr+OFNTM7+d3vvwWBu0gMfd2jM2oPDS+tbT7//PW7j9a4mQ1kOd0GKRTaunBt8OCk+Xhle3GyhPcLWQn89EuNXWRIruxVjeL6zeck+FWnQBkguS8UaKNn59g3PcN9vg/ms1+jkCaNj1JkMjnMLMyMz8/IAnB25/Z98vndx0uXr5dLQyMUBPJZWj4+rEb3m//a315YuHDp0qV79+5wouQLhOm59/nn5cmeweHig8ePu/p7Xn7twtrmGjXBT/zUN6g6BTVIyc9OsX14pObS9EL9uz94f6Qw9Oh+Y6CveeXShMrLn999NDMzTtHRM1gTMby0vLxwZcFcNY5aq48Or90oco5C7UDi2Hip7GEKhglFOpVa3O5emJ8uFQvkYJZAcDQ8pKJXgdFTpRCUubK9A+D4CmJSh/MloYuH5l/KY8HXXdzmehE8ShpekDY0oinkv3BlbuFirtY23fv2t27BhVa6XxryYQFWifvtqbJRm+vKRGfqtUx+oGg3adcrMhHtdyqAJjECYc0Z87lJqB7VZtZVZ5pjZnlkDAzdf/j4k09u16oNJo/Jkamp8gTXA5zlSZt5QEqbdheng1NDlkqoo/YyogBbQJ31xo9DAx67e9UaS9/NW88vXpwMT14pTCs1egGy1sm+/uBRdtVjwjjmh5SakWMhRsHuJ01kpb6D7hyd7CvcdHzW6clmciVTZhsnn2fkR2fQEv5IW0Mv7ZMbgs5zzNzZrnKSlbPNVz6tJFuAFAx94mPzDGFgCMaE+ANJgtdI9HxBIXr6mu1wPYaLuDE7DNUkdQH5QYI127/4HVmS1HaUtBXRSa5LdqZXiIB9OtjoYM6tIb49Cfpllwv09RfeWIHq3g4hHd7ucGJjSPE/vZKSA71KUT25IQjBM8Q2kB8fy7MbPO6etBE3GBGbX3po05X0V9e1TJb2kyGbtyiVwNkzoZjMQAxpVCB8jcOkdXAo+NWeufJkWY6g0ni+frg7PFPm6ZUvF5UbfbxeIRfjJegmJMo66T7CK0lL+a/8q7/0z/7k9wTUcucHZaeZ/aRqDmqE9efaxJFFH+TLH8OZbm5sSu+JCmD3YDJKIfuGvXVvVxLAXgUdX7j1nD7funWRE9SPfnT39p37haEcN5axEdS++6P3H96/+6g8PPzi8y+gJhiED9//wJBv3rxpoZlIfXqQZXxiYVZR4O1mhcCLB6RchvxPHi+9+vLLkiA/evCoJDxhbMyqjIwVJdken5gWnvAzP/sT8wtXfvCjR3TWNH+r6xvAY+HC4s7erv1jZBwTvRdVo3ukOKWBlN+r2exUD9gLTvjaGpNZ7HSLiSxJNMS0bRcJ/Wgi/Z2dGt7EWBjchBActk7Wn2yMyl1anj6HWWfEXbqowb5u5CCYNtuLFTLCtc11cXdXbl569Su5uYvFvlzXwmX8fdRrVf0AlwsZdrcbRwfdp0c9z926tjg79clHjPz18bFytdLqpicJhXcPW6hc4xy/0PBmS0m3Jp4QxhphoVjif+4ZCtLbn3w2nC0piS4LIXI/RP8pXdCBMMi9rrP985M2po5PmmxU5AZbssZp7/gVpW6tzgms3MJff/1Coy4/TJZVljpgaho/crZ690TRG+4ZAqggzuz86NQsl2eZDVrSsVSbu8392tTcGPJ32nWQG+pj12DJhjaq+C0szLDl8vGwY2Bt9N8UQeowmxxL+jbACgb4hSNwa8Eqxpgl3lSPyXZP1ZmYyrnbcKFJMu6Gf2E4ixwdsQDxokj0INLchPsCGZSDBJ2ZP9J3CATButOHIGIlcpDdHj1GT70khHBWdbIj6hekIfY0b/QXJt9zscBANN2xA7fhLdoJCb/AYZQi4evjp9jPIUB6IBY/fqQIjwo8O55dSU80mLAq0Yh7qC2ij8G2+CV0wJrVYF5xgX6O/jgnvga8yeXOo7SODKgEWzcHS4U52j9QfXdrc/VXf/OXuO0OTxVVMmgG43V068VL3PRCh01f2sUXsM1o013IFIb71jY3S6M4j8putd05aaPmCotiVuSmZzGvN9sff/yp5H1XLl0tDPZPjY2aIL5wz928+eTx4+2NTQa0akVdgura8qq9F2FilUTBeQfNzIw5IS9YxNnpGQU3Oet+9smDD957v9loLMwu3Ln9mZjC2RkVIoWuNadmZlF24VnPv/5qE3+f7d+sV977+MOxyQm6xn/+R7d/8Fffff7mDQZ73IEXjU9NsoIXS5nV9e2/86/9zfXNnXyh9MbXnlf1cLdS+/RO5slqAxDZarhAoOVXrk0PjwrxORpW4bRIryLScQcmh5Pe6WGtuYcwd+N9gU+pUJgYy4oFpHjJDfaPlktOUD7U19QdCMs7zOR6+vc2d2RcPlKDsa7OGBmBbAGUBoHgxvqeuBJVUVY2NmQZXrx8ZWZ+jgMCz+WZ+exQqf/+gycffHiflRK4ohpevbO58dKLz1Ne1CpyTioumVFGIXHAbgFH2w4gTExHQor4jfXCC2Y8oWN4VWSBAFbZq6vOJIPiWHFkemSilM0f73eOOy0u4ZE15ZxJVlQpO7Nz2KevnhPlKvmvhKo5kghbB+vgSy+9NDM/AuiRfBZPyEH2GSrHpk1qtTu55Kd9eqewO/bsH+9zXlQZK6v+oswOgUc0+mCZ3DXBLZy7MfhWplFFSRQHgvF2i6BbesMutV4juApPLhEFUAD7bgD36X5rL6K4I4C0uXRHNETgDjqCEJD3WTkjaxTDKZHHZkyxGZx95HOzf8Mf86YpeyyD6fBI2SdeBl8kQQypxJsDySK9bbAj0fTT/T9eg3MgweuGw10+UxKgNZNjRM++og6u6Fs8kfj2pe917u3PWIYff/DZs2k76Z1uTg8N6oBPj/jJp2mH8HaFcnkkDc2KQT6NIxigSLeXDhUKI6UhQQORNjg7+E//4PfHp8tT1wsi7/fqldnFhQNcE3+28kjwNkqBAQB+QieZV788+8HH73/lq9def+PK1EJpsMTbVtYuzLPCWdm5helIkj2YY2kmb09PTtkU+abimuWwx4BcunCBy9Pt27cVL7WfM+kjCow8n3/2mfwGM/PDqqTffShbsGJ8gEp44hGNv6o6BOq97cOPP7w7Pjb2Z3/yL6Lg6MiI3Rt1Mz+UTW9/8mF3cfCnf/EXrr9ws9E+fvBoxTz//M9e+e5ffE5j9Nt/9+/OTE1+8tl9WiqrvraZwZJ/fvczGRNXN1a/+rWvvvTqy5/da1Fdqfqr3jRSsrSy/MHHH7308stJJo4IDCNJmgGyCTlsZ6e+s1N98kS4xDEhTSfpp7o4Wo0Ol1Rd4IenTuvE2HiEekQCnUxORhDF2+r7yigfRSqzqKdEzxB8wYkY5K5W/Wh8fA5vzHB7fi7n7MmDh6uffvpAQuB2q8PDf3SCn4O55tKgZiH6blUOlGX9/M6HP/GNL6vy+OmHh9ev9TLkkMyFSdgN2ZB9FktDcppx/65x4gWlmUyj3dqrNGRUQH6hMbt9bad+1D4U0VjKFXK4zswpfoa7cI+tRu+lS+RLIFtAkm5IllfzjosBeREVL9osUU+88cYbqZ9JOGWfZCQuvLiY5bEKe0yPHm1sdphCqfq5Z1Zqp8oLdQ6lP9/DUlKRmsGJ6d6RcYEVQ0Jm5VBcfbK8vooVQ4Zi/9vesp0CyN7Ic3V0TG8kajtNf5Ha1bDuehIu7wZpSWzdgeM2KM7uwtf5SkYuVuX0Mjnal/jjYylpFNFMob3YrqFqEC/IKaVG4pV70JmanRgZGx7IspQpTykvJ0ZCCUnkUF5Fyn3uGmn+heilOYGEoc7AMoQnfxCppzjMk4Q14KnNMiiUP1jtSAjH0zt9dT8yAna0Bo5hb3rxaTuhrrD5Rzc9GPdwpejpYsBnqgjLxECffZ5HKQMbmoIC5/LScDLshw7GE8EdDERy9InJca9iPUEyqLHJTNs7px/ffv8nf+bre9W93Upnbm7+zuf33v6Le9/9y+9H1LmBiVu35j0Wd15a6vmFmZe/fOv5V6+++pX58kQXR7PWYQsRCdaK+VEVsXxAqt1RZ3j1CewxvHfeWhkjNObzjdr+hYVFJzeuz0+Mjr2OvbxwAT9IFd9oN+Yv9k9Mcdu3ivzNMkJ4EZTg7LKsacOozFtvPfj+97+PlRgqDlt3LFF5fKJzdvxwc/Xje58zw/zqb/ziy688Z0cxUa+8NPX+u+/pz9/+2397cXFaUMPk3Myla+Dk9Pa95XOCtWrrS3eJ5P/rf+9fyQ5lrty4yoaVKxa2d6qr6y2OFTI723hGRsbn5y4sLk5iS2dnJ0E7/YhRmpNe4OVlJAJgyu+QmB6a76MWDqdSqxon+GVAFMktJdL46MS+TKG98K5brURbS7UumLi32Thqt7YFHXL4392TyHH24sUbNn/APVKeanZqpcL4z/7cG1urFYGbA30nr1+8Piim8PyUy3Zlb+36tYXc4BqPxs5RU5ontT4ABBbgpE86kIhfapLmTpVF7CWEm01Y3Wf0ByogdGwD1R3N1jBiJq6Q77v/6G6jWmVilA0GLaDUoCLWCPC2xBIa44fFqIQxDThyRDk6rlTrLz//HMH+e3/xl1ub29No6qnaZxK18WLpX9vaqddVWBB/VcCBy3pFCsB90tOurB4sLhaHR0axSVPTMx7Z3dlde1LDQWMU/ZWHizRGm7XOcT1zNIZnPezUMszbI+WRs5MaWlMuyQfRI7mBCU+IhTxIXbQL2I/u7o4d3K8QW4O0npeuXOzNdz1aebS6tIJZY0qg9bOvd/fyTiCtReJ0eOWLPBtH9c55O/Mzr39jYJcykRKet2ggHo6PUMlgFCzzU/k9UfrbMUM18HT/TzA8sI8pBhYleBiZz6B0Qi/iinNeltAeij4jDWDfV4TbTh9D+zE9QnAeXxwe1w5KQURyyI+OJxCjqDX9MAOMlNqlxAGisB23IeRYclEl5XkA1hr16wu38PZVhXzPEeVK2OEX+z748J1f+I2/Scs+OpqnD1KjIzOYYYpjvBeFdDpwJG7b/RRkM1PTtlOnejI2U+YYcnxcpcaVfU7cLQorQPH4eKiwPTg79+KtWzfXN5bJ8/t77VdfHV9aeqTQ0NjY8Ke3PwaQmK/vf/9NSGV7mp2bw45p85XXXvnP/4t/Oj6WKVa2OZoLE8Q2ypMkPjsCIg72KdcRO/NMX0DE2NrdOjg7Ko6WN3d3WPw3V9Ye3Lsvq/zCDDecIXY4idX/4lt/fv255wFqpVF/8cWXeCtX1ra7u7dnpsr3Hj352k+++vbbj56snv0H/7vffvvddx4+fngjd11oztRo9gc/+pBNj530g/cfijDEnvA95A0Bl8nLpeKONey9fftz/SamWphYJhok1SLOJec41UV7GSfi2JApDJkCznvyeOtCAf8mI5hgTp55sfbhImaKIwodd95urO1tH9lmhzkpH+709gSvtd9Zs8DPvXBxQB7xnu5yqaBQxOTU1aUHT+qVjsztKkdIBsH6mC3JkHkMkgQIGnbCjZ4rESl6mVlbAiKcg8DfkREJ4thaGQiLYHVrY/PD85Prty5dvnAZOeg0iBOHQyOj6qjV9w8Mzn5CZ8DLMMLaGUMjOVRk4yUzYbT+9Ft/fvXSxa+88VXqg3uf3d7erqIeoPLB/R16eqVQLKFdFWOf6x/iLnCwnykNCWfKbWw0Jyf3h0tjd+49IlLJATFU7I1QUEJN++TJUnN2Shcy56Powsjp4W5hJFLibGxt0nj19A0p+URBBtvxLlwYqW0QFJ/ovLTTdkjgQgaxue4STd995+LNmZ7e0ytXFzCGx/uZrLQMVCKBxWf15pF0u7K/Qnh4PZAlCWd+8MPv/fpv/nJXn7I1rXoLQeH32T0xMaK8HXZiUAD4/gm7Ml6ffoFOKTtQgI0BGREuApGDHQi4SI4IHvgxo0CK1/A5YfCDTQAAiT5Q+GjYKTSEHIAWR9Is+QUvEJnRHWGKAlnK8/ALCKdLmxNCFg6D1oWKCV+XLRSJx+BV5QHZBbATiX0hu8/h/0ga+7IGtzfr+L/piaEaJ46tCB3nO8qSVdmqlvPD12Yn11d2Fi7OTo2NP3x0L9N1eGGyINHu4sWJxlmHgoBYWqvVr9y6duVa/5//6Y8k5kaGKYEGFPYtybnVy5Xo1s1rj5bvXbh8QQZePuQiDr73/U9+5Ve+9vjhfTSaN8bKOi6rqWSGtRO8JDGBrJ//x//L//z3f+8fS+n3zZ+ZZg78/LP7dDL4JXnCs8wOnfMbC3O8FWcXprLHSrwH6u3VVAw5GiY9StvddS6snzCSXehThuDatRv37t+vt98x0aViiXxhU7z53MKlCyP0Dqur6zt7T+RbfffDtYF87ze/+fWx6fJ/+Q/e+urXVTrLSgmI75eLALQweC+ttvJCclixugcePXh889rVjc313keP9qyfNbScuDNcRKxoYohOiTqmFS0LZuzoTLCYGotiNlFW2kvBothJC2h4kqJpx2FIipJWdyWq3NrcPL9wbSQyzfH/Oj7ptOvNk0NJXwFZd/f4/OLE7sbezNwoJ9/PP3li8QBxXeqRQkSg0oiqEoU2E0txmgCCoyiXlfJIKRwisuQ32gERAV3EeAMYzLF6Nu7feXT1xqVf+oVf+ZM/+5PwCKRGbB2QPpVVw2Vube+NjE7LvYZb1E8wrucR/t7TNzY59XDpyebgwKWF+Vde//InH3+4trxFqddsZMpsBH19e9v7xdz52OgIPk0Yycx0pI7CSe0PHq1Kl5ztD+bp8JiEjptlWxI+Z6u0CzEiT1+Zu/v5g82tjU4jpojyW4JsdmDn7uFK6NMh+j3hyQNDRK1ahehdeOZHfCRD1wFf+PMTPuN4qPmF8lZv1RJIy2oTPWJR7cqsbyNMvB4Op+f6NtaPCyOZ2nbmD//oj7/xE6/zJ9z5zuNqPTN3obRb2YRsKrniMHmW0LvyEOWASc/oRekRHUqPIDTRDdeht2spafji5/j1xw/47Kf0fo8gATGM5HAxYRTiVxfSy8l5pEh2M9bADulE99zQbsl/FYkMQk3jI1LQnfdLYJmTDIoNRk7tnCSXyAtbiSSemADu49/77nemJ2cLuaGN9fWtjdr6k9qNa5ftVh6ZmR4FhhKsP3osC/hgebzcbW8+O56eHd3c2B7ozdEt9WR79yp7pdzw5lq9P9dzoTAjtP2Ij36noTlklLnms3s7IyUow23p/MaNST35xjdm7fbqgX7tJ74qF9bv/8GfP15ferKx8LVvvrH06DGjZ2lkePHi3P6dB9JrSnBqp3yyslxvVKkG/+TPvvNLvz7N8/SsJ2hk92G4NBGkusEfbj2b5723u1ex445NTuIshoZL65vbEh/a1Xa21/gE3HtQQw5k6P2V6z8P2P/qez/4nf/mv/7FX/nlv/f3vvytb7/dbDfnFnoePNi4fu1ydrB5dgSks5z/eNBubqzxo2lU3714QT1FyrHwCbEhm1DsHy+++Io0QBILYF35n+mHMkDEVxyVHTLcXrDBYR0gudJPnskzmgJHtIebaJ/st+qyubZaO9Tv3I2L5dLxkfxWtfMuuYzOVtcej48XecLxo5qZmdrcqFb3DnB1lapIp8xeU4iUV57JG1aSdD3TLd9TkJ7gQDCa0s2JHGcwbp8eCeHsNbAy58h2UyHjzJ0ltOsX/8avPVx+9Mnt22MTo9ni0PL6WtfA2czEWEeKpHMSBi+6cLOLttCzvh5sDQGeqmmnWhsuFS9evQx2lpZ2b12fVYVV1NLMRLY8NHz7w/sQj13Ydi0Hq0oHxeyQ3DVMXhNj0xR+UfjmTBoIrIc90eaS2d6u0RBcv3ltZ3uvp7uO2u5sdwbzAzxG4SKWnOUp2VDPmy2u9RmpPW3GYIJwToSBEhbBp70afHzy5pOLLwxdWLx048aNiVG+3AcX5zjCTAPEb3/726KutjYPcyOZPnmAc8etWqZ7OKrWtrmh9ZxNXoiFIwVmhwY5GAJ0KWvlreob7O6JsGwxbXRywfD7c2CmvJcIYkFTSEiIJ3IQrL4b/KZ3cU9yuMe/aEEc8XuAgnbd7af0YK7G/NtmfA1KTIkrQDZca01jEyFw8PPBacQE2hQSPSgdZehncUdYJFkv+7q3t7ZG5yZvvXirdSxyqUraKY72vSTst7vz5a9/9b23PxJujNM8amcuXxtnS1eI4pPPPsKK3bx1hY/M229tPH742cRC5vlXR9SIwpqojsGS9Qu/8jUVigZEjLAP9wxNsDD3n1UVKdoGU8fsR81Oa3lj7doNynWlpU5f/+p1rm4Tk2NyKygxsLr1+Vvvv62Tu41MYeToe28+EBpUyHU9f+uF46iHFnbo8cnhmelZw1xZb4+Mtb/9ne/8wi/+hLlidXq8tlKXWLRftuzwXqf12WpW5MvDKYxMTOJftitCfo8WF3O3nnuBXrBe3To4b66tLlO6Lz15AIS//MYbW2sbMoB8+zt/SXjB237lK88/fPzIzjw5VlJt+cbl63du3wNyc5MDdNQqA4yNFqnP2s22yiWJN0tC8a1grF9iiQ/1SawkB63Ym+h7ACJIYmP3S+IhYxWVX2Eqs1788UIRipZxLgMIAQ0aEJynJNFmlepb+nd+e1yqrbQsZnZXwUsMNltr2+XSzMuvvvSD775XbR1eWOxRknKtyUgYuSoADE91jri0BLkIwCzy5FcMQSzXAVfXI7JWBAbWlSqm2hkQgDm6u1O/e+cd7r2k64NLZ7vV3fARznQVsoPxUJTEQscSsx0wdRAVuiNBxcT4BF3p5vYW9eTczNSVq9fpOz54b01CNFkuhKIIS0b5Oq2z3c0dG5w5g4ok3Wx/XkEnMi0PYGs8KfagXBZqcjx4yiQmfVut1rlwof/ylYv37tz3rtNRFJClO1KkMIyxGpgsCA+/aIDlxouQ0l4blrmlPw1doG6iDj3cxlsZqaweHj2UqJqZfXV5j7+t/ZLW6pd/7Vdbrdo//xd/xlS5/EgQWOb5r40h2hRy0jcqXbd4cSZSNp2f0JYjW7nBIn0JYVDHaVwRRn4Q3JZt/zrmiMn54oiVSCQFn+lPyS26DUmf3ple8emeiDNIjjhPHnHdGIMKJLRAw56D3mYMF8DCQpIzRufCB9J3JRoEggaG3SvIMUZDRohiQgsXF1UDp2UolAvXblxBLfnWqh1wkDn4+OMPr1y9uPxo9fFS7Y1vXlbz4s133hfGSynDaL+0/uC8b/a1nxxutZrL66d/8SeVwlTm61/Lc2/e2N0WCE/1kC/l+DVNXRjjtdY4rAsT75DHeOqWh44aNdskRc+v//qvSCews7tRHMqyOj98+JAOf+Hi0OZeMIm/+rduvvjSS599/um7b39KxuZI3nvYzCubKGfPWZeEgJZVCh/ba2msl0vSxCxU3+NQeLC1A9+iQg+tEsuvmN2i8hwH/bl8dXmVq8Kv//pP3P70s8pu5cG9R19740vFqeGlR8sffVh97tbYXrX659/6S0L0O+9+eOnylQ8++IhB8bUvv27tRE9bEgEdFxYuS2X35MkTqcOG8rmpiTGGic8+vS3MobvNQHhAKWBvjz2fpogzn0xdSniwSdge4A0MDxU49o44YAON3TRutbdABqZdixWu6NKN9p0P9mZyA5Kr9KGVc9Pl565f4NsEH1f4fOx0eruGRocWJ8Yu9feMLi/trjzZVd1gr1bLFfNXb1wcn+ibmByWDWVmOjM5UaZfPD+1jQdjzJlBPA5GgA7MXq4umUpKo6NDPfIF0CVFNOeJ/Cz5Qpkhg9D43//B2+++9QlviPHylPTKEfZZrVFXhvRrrLH9+eRfH0ThJDI4DohW3z85GizmOTM39w+KI8M/+dM/NVSULjFqSIr55v2DFcJiydq2vV456rR3NvZ2N7cEaIpg47bILs56LKXE8pPVRw+r2xssjw2wC9N4TEszLd0Ne+jc/LRqdOPTI+MTw4LeeVGE4SB2PH/oKD8FUd7C9aVi4d8dtXzC/kfiEB5aUF3mfPlOc2tjV2W6CVxud//aRvUHP/rgn//xn1isf/9/+/c3ttVmyXzjF25wWmBEleGDE6AXTM1M7x8elYZHxNgYo2qGfBqwAI16gsxMO0CB7ORNT48Qn1Jq8IwE+JrwKUHxE/QOgu2iG+B+TGlyBBVL0pY/e/zZDdFU4imISmgqGBN8yUFwJqiAv2AIkgyISCq1i7do1TNeQm/FIEq3t13dWt5YkaS30anVhOZ0Gk82n3z64Pbj5Xt7ta3d2pY09NefH8oN995/sl6ayFy4KVo2c9ybGZ0dap00B0oDF25e+d/8h7/5k780LQPNzOyiLIYvvPTC1s7mMQp/XG8cROWN1a3HHPCn1UHPSYd1Ivoe2L3xE29cu3n5g48/+M53/2JuYW5+cf7jj+822oLuG7MXZp574cbROYvmzre/9y270PQFVc77MGKl8bIwncerdZk7JmcmBcuMjEp1mXnppRe/85dLBmhLg/OKDwucr+9Je1qHXN28aPP0SoN79SZutDw2trq2/v67FVVF2rXWe2++h+H7W7/6Wy/dWrQr3Lj2im11dXln6XH7d/7BR1ubO5Ksvv3222o3vfD8cxvrbUHNn93+QEDg5Quz/PFyhCKl7k5ULxuoVxvhcxa2KAtpx4wo+ohtsVjEFrwdRiCod6QqsaYWxe4U4SVxLx7bfxEoTHQHUkcGE/ZJ9WclQulWc5lmu29na83Gm+vLcgd4eGd1Z70BE+j8z9XFGmSV3R4bGwcDj5fuL166mC31PFq/zwVufCLLzZQ7s2U/6t3v71HXpEx3xhDLZWB0eIBuJbjorhNOZvzyVFiQVUg2qN0tls/9sdGukZHht3/0WWmk9/WvvDYzMUXLsVfdLg0LXhC+xheLfso+g99B/DjMwrp+GdXDyVKMEGsnZq5fTrfCv//v/Vvvvfn23bv3eDeITOSJJO/AcGlwc5u+hPd6hkHh4mIPnMdY4/lpMWi8Ja5UfHG4mDNXCMHU1MTDh9siMtECNp7hcoHngMRKKJH0bHY/O7P+QAxTK3qMuoFnhgESCO2cNlI5lCCK+WZ+cWcXvSBeaX+vXhPZfh7GccluD5u/+3t/VmlU//Zv/Y2N7XXyLWV78G49PUjo3Xu1/+A//ObKqpQ7/fy1MAXC3dB9bp9ifITQmwiyDHKXIHVwTAEVwToFzlvXAIvY2x0BDcnXYACdONyZnti63ca87L5U5eQeR/qge/zq08zYT0gHvjoQEKN1j59wCkyJBj4xNrm+vaOGbNKNMDoEA4V4SFRXkxo0DCsK59jD+Q1MzU8WSrmd6jrVrDwx/fmeje2GBLyvvTEnXF+AyAuvLyh2bKG3t3YvXb6slO1OvfrKq683mt/ZZhyuVUsj5WOeY+dHExOz4khDAj09Hs0NA7P1nXVmqcHc4MLli3/1V385OT7FBvrk0ZOPPvpA37701VtCITak5OvvvXz96tTMVHFkSPSh5KW2h6WHfB+FyZ+Vx8fe+Ma16k59nddtYx/1HxnP7lV2Xnopx6cEbHAZipJxJxlyH95NuqHIy4I6n0ugtoMhHS1RleR+5meu2pzBfG2n+eYPPuTP8pXXfrrr/J3qzmGxNHL50hCL1uHRba4SaytSM0kwyzTbnpvjmnXcau7R5ykLJuUnz6Ufvrc8OLDx2iuXhXt1Dwzm+xSZEVirXiWnNFEASfrnSJ4LW8KZBBHHHccSQ54oTM/FVRBsCHoDFPscFCi8CfC93UdDRQbM7NCQ8BKSIO1Xq14TssaYw67XXa9klh40Pn7vyds/uHtyUFice+HypZdGx2Y4lgnw2tpd6+k/HR2hxT3n8HfA/aGJpdRzYs8xvwCF3uWYxJXIGNNmTmztg6cJzud93RwONrf2VlY31zfqCqrMz13O50ZZPk8Ou779rbfe+uFbizNI0MzO9hb1ZMLAEkSRA/KUsFm+VwypsphlKWpYLJVVo+8SLbeytkqiee7m1a995fVCtr9R2ZmdzN64PmZ/unpxVADJzLT4VzrUw5VlAUPH66toecRxk4xwANxUZEPEB5L04M+7776Nr2i2jzc3N+TD3dysra1LuH4oqGYwG9IBX5Tg1WVlIaumOnykOXQHIvmQhdiiE6VN19TEuGDHVm2fBs2qDI3lc+XBUOFmMn/x7XeE/vGuiYRfXJRDGM9FyvhGZq/aXLx0eW1za3R0ktJ6Y8vu0y4Uy6EGwpUTgPjofnGY2/SwvTuc+yVFaRjuCJIANr44UkKQorrrCeYHvxB9oqOIgKVIUuQz0g4KHQsPheSgYEgq+rK0+64FxX/4HmMwBCaQHVzUgnlIhQvsKUaC6C6N39LacqSWxGROjRfKQ9t72439ugAQUYPvfPQgX87cfGnh4dpqttyTG+3Zba4edbcnF0dfeuPl8vRw+/hAXebN7cpzt14RwDs9NbO8+oSgTh/x6usvTy9M0rmgL6oBrWyyJh5duTmPH3n48P745Bgfm9HxEWnBl1bb49OixQ4lPpAsRInE5bUnXEAFLJVGi3vVXeGkF69duvbc9aHR4b3ang2QWqE0UtrYYiMvyJ3FYMISAUKwk/Q+HFewrQszC/Mz86OjNspJ+T5yQyWBm5PT5fnFi5Kj2W+Y0r5il3v59W//i+3PP1n+L/4f/5/To+zi/I3dbflysvaJX/vVn5Y5+ZNPqgWZQU+P735+m/W63aleuzoPiPoGzjgj09aFnNLOiKeukKPZ5IJGJwl8ItACLcfFclkXIJvQdTrSiDiNgt1AoVv5eV70sSo4wz7kXAzJefs4M38hz494anpMahM2B5jBMUUIzIuFodX1rZ2tmqTGP/m1m2MjE4oUCWR6+6/e/cobLxGhn6zez/eVRi6WiV5Tk4s3rl9XN5qhi6FHXIAC29KHS3+dz/cP5Yf7p8Uy1ihhYJjuFfuGzg+Pe4/5m8oMlS+OD5/jzzrHZhbw0SddmJm7/+jxypL6681cX/7qwqXN+i4OlJkc1yx1oOyIkCl22rM+FhOKPb7PmFD12xg7qHDf+uCDyZHSpSuXsqXivXv33nvv8eGmXN2ZhYVGZQ9A0BmZnlOW/PJCfmWzbU+bmp06OV9iCmXaGRohzMQ+OV8ufP5x9atfn2a8wfEzKJ6cVr0Vm1EQzSpV2nkX2mGNUQvmT5TYEhDmbbFG2ifbPR+cE16hfZSOGAREB0kSPLK3i+lpk1wGS1SZ5wf1k0/e//SXfu3nP/rwXQUFJAiU1iJX7G3lT/7wD//wG9/4Bo6hMNhuVttrd4V1Z+anGA+kdcJbhQ3IToBuJ5t3sOYhoidHiIuB2eHFbOXBRIqgITQ68JbBQCaYn+Au4SKcPIPnjPwRcIw0ZxRyQUYYldFiRGUr4g+RkpUzhsYeNh/AqPAoVZAMF+reK0N5JJbTXhk+SnqR/EdgimId4O9UFa+1ZWbpPYb71dXtF16Z49V27/7nWNRLVyYxQK99+SprNBYwV8rr2gcffTw6Mnn9xk26ulqlNjEyToW2sb1x/8Ha4sUyR7C9vfN/+of/TKCdUNBwP4sUhvXLt65R0Hz3u9997ctfefzgIaRVcy9fKn7p9SzNy16lghkZmRwn1AyXbIY5mbMkHdvY3uEkXam0FFDH42zXKphwoXTXn7s6szD16aefmpimOD6OWicnCxfmN9c37cb37jf6+z4QNiQU6sKlxb1aBTtzcX6BvyNb2MT46PMv3fyn/93vtj5qnByc/9zPX7p755GAb8Gae+9X5xbnGCaz+Zxwm2u3niuNDj94+DlsnZocXd/Yu3p5Tskf70NO794+nPvpvr//9//e3dv3/sWffF+uEOp0aTD6ueVRLbItyS0wOjvYaR9L8MPU1Wkdzs5Prz1ZnZzPUUVieHp6imCTg1bj9FANyIGhzNhYP+lXhLkKyx8/WhVhP4Tv5OFzCpeK+bFcX05QUk6yk08/+YDV8qRz0mm0B7v7b795d+P++kuv3soN9e7srUyXF/qOBn/0Z+9acoEFXc3cz33lps22sFi2zcg9C3SkQh8ujOIn5ahRcGW4kD1ptPL7XbhDNBZf0+aEfNSmgcK0nGYGKvWqJPRkeWUjOR688uqtsWL24eP74Hdydu6zew/7ZJ8aIbBI007FE3XyWAolJsH+nPf1tyXVHxtvSpF29+7C3MxLX/vSjVduwvyH9x988O7DXDZT3WkHHTk+583WqzzDeRsHu7qzPLs4JZd886By2n2QVAxibD+ZvpD57M7t8uhYtdK+d3+PRwZglSm61tjl3aKF7lxWLN7UxenJiXm2SPhCTSg8lHRgCMIroZVi4hOjE82WRA1Hwh0k1Rke4o6NFcjI3tqoNxDNex+t/txPSn07ZhCY3pnFkZ3N7eHnBu990lqQKH90+NPvrfG6VefyhVeuc4WCy2NjQ3t7jd5+fmU8tcMUShRCJjnqxa7c3SMqvLunN36LICLwhrenhmDo5PDXy6ngiCIlXLeIh+wSkbamuVelzlBKZ6t69OLrY2Mzw9//qztXJ8rWF/5PDI+BKOQFetg5sgMDynroCaWNEJjRkbJkvM1qfb/T5gEu5oLKLcoUMUOc9J0edCt7UevUbn3z5t1H9yIMrVuFi+qNa9PHrX3ZwRlsF2f7h3K5+/fu/s1f/KVvf3tFiHmItmGrlRVv8JN3b/P3Q4UZ3uutitIDrw0vJg6gB7t7CmlkHj1ampydxidywxienthqVd/9/JOBfHan3T7o7a8dHPYXhw6qIs0iHp95j/va7c8efOVrrwH5xyvLJTyCGt2dLowQHIDM8txOLSxsbqxsNrazY4Ptk8ZhD4/PM/J1OSs4O/fOm3defPFiu7ozNZHZWWMBaeuGvOs4srm52U5X3/D164DqxZdu3ntyd7N1vDh2ND47tfF4d3S28I0XuF1to7anFOs5rdKt9dVxhuddMwuXHjx8oBTKUImHUaG2e7KzmVmczKKVn3z0SIUANO5f/63fevvNt2hx0Wdeuqf8ccVatPohfKh2KLrZCHQ0ohF6cbkKDQeIMD7Q0A2P5Kk3+4tng8UuAXzS/or9PuYPe5w5bJ0fNpsHzfNDz/XsnfYvATY+YbTmkoarcThwPhhBPD09coitPt6hFHjl9VvXbi3uNbZ/75/8pYKzDoWJOP9RBhGipai1ahhLGYqJ3NMzk9LjT05RvI2ys+3XGsxLqLKKIs0D6Srb5BrFnYgQAznGamopIXv8kk93N3ff+eE7f+s3fm5xcuL3//CPJH546dr1e0tPjpj7wbygIEBvN9NZsoOoC+kMz0+lbldUTusNfD8NSF+mWMrPHk9RaW2tb9+7qzpFt0pN/b3bpP/nn79ynj2rdnaxRJLP4xFwxVwkpFKcGJsolaSWrZ0Wu5ut9kk10zcayfnah3XmsvGZAm2Zapr50sBedWevUiMZjI/Ncpjc3dtrdwg+obihLGBR57vIimk5YisORw/6z4z4aNomuCjFjw2Z6+b1K1fffO97c9fmP7v/aGqsfOHC5YP2J++89e7f+Jmf/399+N8N9PYeDpzYrB7dfwTBqe7wAoGZWZHRrLkCG1OpMGhBuCqT1rCCglqCgzHxod+jTMtHGsK+yB9Eu0S08WrO6RykDxSe5aLOeUIauMzO7ubc9fGpOSLoM8UBAwetaULFmKbBViRBifzf3uPg1csdnrywJon48RGjOpFDUeHe477x/MRBW5r8DCNbfbdS3RbV3GaMl4lodWUjl+3jRC+plpTEYjjECGtzryLzz4wJr+50+jM70pOLExkfGxVYNFzmnnj40cfLyPrVayOvvjQiGS9X4u0d5csr2jmPzaibs556GPsEQs5p2FKzfnxIxd51otT6SWOrIh4ppPrllcvXb6CI9+5/vHjxaqdBUo7gdxJpsadXfnfVwVa310Iq68soOMQDxg5UKORfe/Xi/XuPF+eurq3cZ4JnaLt3b7O6s3Thwsjq0vLipQWi9uLigvgikTXzV/Kt/fZZjRWOexjW8UiAHkP5UUao7jkdZ+Tv5v8ud5aKz0chdUJnLn+jY+PH+7gkTJji7plVpKl+8PDByte++gbfBqJggFTYuo5psTlEo3FUYi07FSGW3wH1Pk7BbYrWTkwM5owpJyTmgAc9FXyncVKnfu8fkLSDtMU1RNaP3oFzNYYS/y1FXfoG8/29Q11KmDEi9srnc3JW2WmYr7Hx3Mj42Pau1Ej17FD/+DT8KEhfwi364GhgZ0cgc4Da1PSs1LT5oRwV8fbe6ubuEsh87vnrMlgyx8pbLthyYmq8aEvf2wbWB6ft/mEZyhSMPsOt8MlT2RpTyi369373j/6N/+m/8T/7t/7d3/mH/+jgZODa1ecfLS93D4Qej5c+iKTJT/x/Ca7QrxufIW2sSmehNGWWkZ6kdYwDXLh6gUy+V39HvhTpNvMFwUJcoU57z7PdJ7l2HVeRx0j19+cllyPqLz3cFgZer2Ymxwezs8WjoyeXL1/BvDQ6sq0cDEYAOYt4Zn6eDgby9TSqcsatnhyG3+FQoQgHaXDxO31dERsnWq881q/0FWziJoQujI6MSEIFiLHOZ+3Mo6XHC4uTDz4/7s7vfPVLX6JhEU5/49otOsLQSQwKxDyR+9dOIaol/KMaTDwoCJAJEVFgJ9QOJp8xjzBld/CBSUgOHH74OiQ2ZgFXIUiEainyGKCmKGoInT1sZjkJlMymxJ8r2zbb3itXblSW9kK4lBCWcFQoGJ227YraJNPhtxEIuhxSikK46Is1GB0f5WkG9PVGYjv6OXUrcBb5IjXnKb+diUkxo5JZZXCLdGJ0K+SLEED6+wW0r66tSLeHeZfqF4k7kLGnc4AHWV/d/eY3vtoj5vNkH9NBGkCNEQWTzLb3wx/+kBLXeGT4sD0guypuDBW7uQlOj8+Oj42sPVna3tsdUgAnnx8aKkhwygtAqFvI0HYRyJa4SMBzFBRfc3AYdVad86MPx4lTic9mGKGfPNxUMVFRhonyOFaAku/V1y6om/rOO+/y/WGE2tqtZMXk5wea7RpLqkgEifxfffXVldUng33cpvgrcQCuiMDhqizGWVH34CXlejsOcgxwI3hyINLbSP8xMT3ZrHcoNcYmC5ubcurU5R+k/vtH//j/K0lnBnbKDMV5TzBcLmoxUeackcVCZGgFHOSyVivbqMrh15uX3VNqv/1WlZaVeVz8owpwCM9Ib5ekglFdndoTs2hKOnaz4WJfSYK5bA6AG/np/qGyk3LGTI5P3nv0WOSQ7rLiPJQQZiQb3gcSI5/3Do9McylXNUqhMEE6y2trzz1/QxwXUaBSFfKcscMIVG1ITNU7KDi51dpt79Ev9pRnhYfnmWpZ+AT14PhPD5SdkI1NfKYc2V2Plyr/yf/1P/3f/0f/h7/xs7/2/bfflNZtcnympaQFX5IQlNnfDow/BXr8kSquYLfAh5sXLY22BNgHR/JE9R8OjM2N33jx5uryBl+UuQWhXF1CWYUItO0E50JopKYUtqRqTWZ2tqQSLBQYHAiFJe4aW9Fo7mH+mUsju79FGs9OjJ8JeZBgcvVJ6+LiiOAsspv5kftdvXj4TI7u71N4/mxkHBNdWluWqSbXqB5wpqg29jjQdQ+cBpPflblz9/6t568yN9z7rHn/7rtXroxOjE8LyxdUQz3+0osLH72zfOnFRW7g/Bt7iybHOnLhUVqQ+V4uFBmVgvdPlX80qVLaUYn5GvI6IcKkKOUkI3koFW0YHKu6pDSL+wmSp1000kgLHAJhoX4+zWxtVp577rmtpa3MWUfWWRobNXqVzItdsbeIFvRh4JCUtMgiDWK+wAfG6udExXQPtvYkwJGAOK/csevKE/GY8CzFG6n+eHNZuNr6ZgfDyONjc7sp/o2zfHlgYHl1jYVL+AAplT8vN7sZMtjsAs+O5aUnbDpLK1uwVDUBrd1/tEr9Zk9GJbuGu8pDZQFwXB4gTCU4n7Oi6LpeRX2oCKQFLd+4fJmHW3V379atWxvbW2iB9bVFiaxCiZA2EpU5QeCOjveVyUnUddJhlB/evcPgxxJh00YdRLVj6y5dmhT48PDeQzmI5uYnX3xp5PPPP5eS8Mq1yx98cI/dgXuCPDmFrryg7a2dvcPOxis3v7TetyFXlkLDQZxVZ+5I6t+RTgNsJOt1Pn9h8fiwQcz0la6acpSbyU9982d++P0fUQrXKhxqB9QcVSuRcDx4xn3ent4juLhQq4nxat68Nakg/IMHK/jPvR0pg+VePxudzK0t70iURGoAcnanQr+ZYjI8GsmrUNp3UmSROc325qTx2W8SXzJDPdlAIz8xnqp/ZP+lohCz0FI0bZBJf2NzsycvLXoWJVvf2JoYvrDNV75W88iQQibHGaZeu2JxaOj+g8953tCmzV8oyFS332ltVpvZ8UnOd9tslbvr2VzvzakrY/MjtYOd/WqTXom+baDUS4VRPyT34fsz1Apra/X/23/yn7765Vff+PI37z2+TwXVm++vs9gQoBNAp87CBaDrsENSd6uLkFGHSlCgIjyFeLFvpANn9hsTC+Py2C3df9KPyaGIXMYk9+USFlfNlOOeGu1hb+YwPzj62muvkEtV/aMQhOHDw0UEF54PDuSZFVZWl0fKVBPDYmZKi9OFwcrmhhT9Q8VsWbguV3zMdsxzLqc+4/T04PzFydibeyVTytmvg7Lj0TgPnnYfq+qZz7BwKcWDbT7YC8+c+x/vbQwr75GZnSn0vdD3xle++uT+8pXLF9976/2Z6aG67LpiUIwSOxAqgfNIQmWggCKUIaHPY87DMnipIxSF9rpgIWSqiXhKJM2niQrtHrEAOYinurUQYWZSFY50y8/7tTd+UhYVIk+pt3QiwPBETXLupIpNhb8RHIN1LFUGi7aE8vRURumu3fo2IC6PDyE6jX3JS85EKmKtlWE+bfDx6laAg5ynRK4dlza+UJyRWXKWTpfp+Fjp4AILhVIoJDblBldqO7s723aMa1cv//N//t1f+fWvEygkDgNykGdybBhVorO4ef3W3fv3JC+JYNmCRBBD4iFVLhIngBDgV3RVwE6wSKenXADVMbPsGM+dWqs4NIwK4E0K+WGk0ABBUhT13ke1T/uKBUTEzcIWcHalkmg0/MuUPIpSdQl2/vjj9ymtbt16Hm169UuvsPbZM77ylVssxNoXBJCtsX2fXr16jYPQ3U8fJYmk+gYLec74deL5wVHYnJRQHy7JvFqtta5evVRne69FbTVkEX+NdohxrtZbQAIzx4it9BHSPWBHFLtdLGUBKH+Yjz/BU2E7JVqd1GO1QN/60d0g7Pg+8anhkNSlsl0xF/ULJdSUcUgiiGxPKzM4wG0n0mtRYchYlznqO+05qjZO2iKXgvsyKRGZgr5197P2j0xMD5zmZbCMopaZU36BIqYGCz2lHsWODq/cvPzwwT1VixGOl1+/VaUtazfskQrMSk9Tqe7f+ezOk+2aLG2mWQQLg7ACWX1KofeTKndF5pp4XC5mkpYuNv1+QvXgabvn+vWrd+/d/91/8hf/2r8+cOHCpd3KDk1E+N9R/xHQkQNbHYUBPTqTnCjQM55UCloRxoOOsbxwPh0dG31878HY8Pjk7JikZh+8dUeKB7jHnCPXSyQFPe0uDBbRIvOzurSx75+jDh81iYj4+Mh7rxqnad+l1BkaeumFG7KSitR7vPIEhM3OTT5+3JLolv8p3QGBCPQAu3a7jvUaHh0sTxQfP3rEFN4rgCYfxerGJ2eqvFhqslzvC91u7HY4zwigYktDVetbB4JSJLFo1VriXpYeP7x144r0p0hRbqa4s3mHvLrfPMC4hbDOQ9si4SltwQ64TckvjBL/GCZYVoywdIZI4F8CM610km8NTbB1xvJ2Z6hIUFacXm+210KMDo9vKit4eDa5MP3wfq2v0HvG35tGNV7Tq00kJ4esFvJInDaj2Nn5GeUIIxXJ1rukMkONiJvSv/GDaR22B4RfRbIWZbO4g0SgJ2La0x15ykOsSdQf0AlJN3XiHS8slJ67eX1YKrE7j+7cuXdhfm6oEKrKoPmJLTO2n6Eh5yQXmb6RtMSUQTqoQXgTw1EaZgZh4qmizvDJ0e07n3L/+Olv/tT3vvc9mgXzUy7TVXXyvb2CesXajpQKtkB2UKZUMlGUxYhagbXC0LD4NJK5wGo+RfKGS/soFcL777997eYV9bV2Obfu7M3MzO3sbnOKEfjA6IMBH59UB4nXcFsVlqPOLtCVO297Z0Mu/rBHJCW/DCT8A/jIdjoamZ6mbOYrEY7t9ItT89NjU5P379xjl8v0HUmXhIDK80jbT2br5Au9k1NDrGn9uYbs0lMzcB83cTY5uogWTE/u4mHOSpx6GsOlNLm2jCS9Nv+OHJ2EnIPMS9fJaTwRsScNWjwhn/sde0qmXxbeQzn5dDPEDdKk1VKClZsCHZjkA4OF/tHJ8l5j11QWhwfvPn7IWXtkOlOe7OpZJyFLbIRBra2sCxw8kw6VvY1byp07jCOmJ4NDHiwF8JSGBpuNncru3kKUeMoLEU7gmIhv8sPXlQGx/zw7PDrz/T//+IUX58tj5e//4Adf+/pXJMB+cOferedugmB/KAEORv4JB8/ngZ4+ni4C6UIvgSrIetes0oTmhguHUiid4D9qo5PDohAq6xkaYG6QKm2OyVRZb+Xx6FApp0Dr0aNPsT+Z6l6DVEX4ImPj5Dud3TLY6yKszv/TP7gzPxcC1/Fhe2riygvPcX3NCiwD0/pEiFDQTaDh868VRieHUOqVlZ2O5GXy13b3SqliGY7PDsojQ3Iug9FMNsOmxdV893EzP97PJDc3Pf73/q3/yT/6h7/zR3/4x7/8iz8PJT748L2pidnNtV3tD/T2HGAwpBIQzc1mYFNWK9OWEblS4jAtlH6hN4hqfVYSsmFKCX5IKFyKDKjcI10MFTb3JeS9O8PDoSfKDfZFBpquwbXVredefm5t51G2FHYX9QqL5TxaTufM0QsOcyKSrSwxA/WDh7FJOapPsWIoS2O/wTcUmes+ykhHiwToI8MbawdCKVNLOCB002eNYbjm5qJEDUKg5+gEJBwfHbOpcgkTuHLz5iXSDEl2fHxkaWkJX0inKP2MDoAqYoorMebTsxHBMDOB25W6fMuZfLEzOj4luhlF4AAr6pk0IQ3p/Yf3hkdKMm4AM/oeCmyuFKNj5b3d1YM+bmThTmr2yFQSNzLawj0P4qNEl+ubzVXfMC+rjT025fz5oJx1dAWT02N379/97LPMiy/0EQ8lo7MTuA17eHTK3roP9S/MXbRGq9vL+4e6nVb6xNp1Y8MVRkTXoD+Wh68OAzNdxuFBdXH+Ylm1YqqsfMHGZk5CK19R+rgni6/jhDQ1U251tg6O2uqLLV4YkU/2cF82zvNasxpRhRmVYekezsjTR80gugMDKogF7JaLmYmRLnyyGkTGRv6heoTz4UV6lmFdTL2b7SrmP9iLyKdhn87MjmcL4gqismCnWbcHZ3CSc4u9w2PZ6u7B3Ye3C8OZ+bnZyRk/N7YrwfFW6zRwXfnCcDMSO4eVQIAQXYYKjjPj4w/aXIM3tybK4afc1Z0vClDImS+SyX7nVP7q1t7u4UDXrZdneH28+Nrzw+q11yo8NP/kjz55/91PqLgU7ZycGkf1zSBb6JkKjkP5PRq/0zNOIxJdDMhIFil0+lbW1/huyYK4ubL54tWbFy72HDbDFrO+ocpDIzswsbVPgFfz80zK18H+3tJIz/j0mGAHulBsJc5rYjIUCjjedqMxMTZirr72tRdu3Lz6ox/9aHV1aX5+Rmkoqr7RkXGoQtQUoPnGhcmegnDOYwVX1tdCs0un1mN7jMgCy9Ert1q9sbO53ERoSDqh9iOO1fan5kdtgL/zD/7rWqWisttoeVjOnffeXfu7v3VDnjhKO9pHWmj2/5AJyH8nBAYmRVwhnxO7cve+5I68evwuJMfy4gg0fd6lUhzW0v4Q9CJUIeGbjE+gLtA9LCgHdXGFtUbLWqysrX/jF8C1YfFs5bjWrbqWpC6qHNDXWCoBP3ITsm3lJedqtyUvHZsYu/fwc8ZzrtMUp7vi2w/UQeYa10ODKMFYhCrJaj48JO2GDpgoEuX1q1e2d3fojGJoXb2Lzz3nVluCrUpiB2iEJ1dZaHm5Uih1zS3MEtboHQwBZgrKcKeEWkiJjVRKQp+MEUtLy4FjJ0eL83Ny1Dx4sIRJtHBwgz5PC9j7Tz6+V6lnLlwsUw5yB5BeWcyY3UshLqhr1gYGooBSuxMqYZVUVpcVXxCGN/7uW+9eu3J9fmFB9ZDVzWVxqPTw41MT+lMury0t13BZprRU7sc6CX+OLLh2m1Zrc3drhjqqPBQZ+o6k+cRWCRoW6dgS/M6YDwroMr2uPDKK4A705eQWu/fgfrEg2HFjZmZ2Y3fz1o3n2q0pXtZi5no4QlE57Oxt27HlepRfh6GGXm9nuyZJIk2lPaA4lHv59bnLNyb2j1uSDhCMguiwiffnxHuur9sJZHosVnaaveVA+OJQ99zCQl5eylZrRDaerlPuTStPttaW+QWJlu95srWBX21tH9Fmya3IWDsDPwqdansHPZevlsqIkv4ks7+8Rj0bc9FpUVIwMh/Vq3u2aQEjY+ViqWtgbmjy3e/9SK6e/ePMQX2fg8Pq5ta1qzd+8OZHZIjLV24edTWvzC1mDs4efXBX5k8uDr/7h38CFaemMpeV15oW8JPZWj1amBv88L1P1lZOr10tAoUvf+X1o4Gg3M5D/dOslnOjdPutZh1SoNCtSkOBqfXVtevXr/ed31PGcm6C7I6Lywi4pISfX+D/d/z4UX1usRAR+BQWxdhXeSj96i/9yp/92Z/OzizyzmJd/z/9R789tzjxwx997623Nv7mLzz39tsfR0Rft2xGQyK0yz0l7MZQuVDtrGNft9d2c0X+NhLvH169pEAnh4ojwsl+p54v9E9fyG482V9fXRKpPj09+vytWzs7W3Ij3bv/CJnGNLz79puS8NKu0cxt77Zg/f5RiwXIVKNUMraPq4J7wCXrgMZkbGL8wcry+Hxpr16XMwIjQn+a7RlsVjuQBH9HJTnChoOAHIm56pPB8e/81t/63X/6j7d3ZAzMCEalPEDIBGQHL3p61BHuj1fsOpN9aGdz7yW0eX7u7GQV2sgmIhFInDSO7PaPnjzu3Tu9fvPK/W8tqRYhK60Mr1rbq++RJ2rVarGYp3SDjdwTD0jf+/v12h7oBz6ygMGBJqG9NPTh+x8RFZkYzskSGQ5/JY3LFEKtO0QA65ZZt71xexN6+JU6Q3JR4iT7w8/+7Fe48SIx/HwVGRb8QwroFHO2EAFgDBZU+BJ+8oCcxuRHMU6WoNAXgY0eDt19faXxAlWeFmgbFy7OiFuvVLYXFucgp0VBOoEWlGZNs0/Mz09L3Y3vUCqa5VyvNCW/L75Sbgs60chweSQjjvS3+539Tr5YWN9cW7i0+Orrspi8tbayMTk5mh0sbG1tXFi8urG+RXql0JAHM2C1ReosI9ShoO3rlmGZZnR1fXXxwgV8jShpPiWSlp9Mz7+GX623ilevLDx69PD732288PxBo8pn1y7XQ8wrl/v/zt/5O+WJwU8ffH9sIv/Kq7+o0HGzts+hXmV3tlJKh//qv/qvl6TumCvINoUDV74aoGy0alIeCi3JcjcbzY2eDzVPGrW9DNee9lFm70n94uIQoXV9Y3NsWHaFzO7WXr/9eSKLqkk90OptULq+8nrsHqwPXHq5Ydq1Kq0dxk4szJWL8yIN/vLPvpsvdA2PFljmaltqYtqZ+3/0/Y8WL87yzN7eq0xMzaqNQaXw+huvbq+snfasTNq2eP3RBGZ7p6ZzhctFqGq7mZueHcq3EG/A/fjRUrGcu/HCte266Me98alRyRuW15bmLy1StCw9eDwkmkwxtUa197T7S6++trW6qfICFtdaXrnc1WidAxpJ4y5f5UcadSinJ7N0h7ZruefVgxLZ/ejhw6997Usvv/LiP/nd//ZP/mzzgw95zmd+9KPbPgUpyOxea2CLZHbLXL2av/nCpbO+/z9J/xlkWZrm92Hneu+9v3nTZ1WWd+2mzfT02MViDQYLUlCARlToEyFK+gYFI/RBilAoQsFQhEASBEQCC0IaYnexOzM72z09Pe1NVZfJSm/uvXm9d+d6r9+b3dE7211dlXnznNc8z//5G0imUqOBxxSnK+xbAxd4uVikpme9tjoVPHwcLhO3rtyqR0MQi3y4dCoXE5fTlgKfGItGhqXJxvX7lf1RF8qaz48TzMLnU8GGFrOGoDTqYq7Cq7eW63KL4faGN1WocmQ0sXsn/4+xkQnGjQoyC4M9BJHC01oYw8ES4tLrfvHV5z/7w5+eXhzlChkMlMqFocOiItF0phpy31QbfIAzBk56lZH5VjpzidGfSW9CDoAVF272UP0gJ9KLHZ7mXntnvdltx9ZilAm0H3KnBYLIUI3Ljc+DiIsTkYOg128DOlGK3r19j2RBBv5MSRmtkcUqOGkuJ2NFlKM+QsrsDvQLH330Ub0uraza0A4Q9suGpPAGDmSncfTzJCG/cqDTC1AvAHXxn7i98bzhSuCsYVRHbQthEiIZsjT+FKAAvzOWIB5+JDdINAFi0vE1WzWudGBUFC5IQMf0EGxLkwlWeJszSHQJkzH+bvyaDEehXuvPdWwcmnzAKcwUv/7i6/396r17MXBNxpC8OEjtoMlc/qKN6/Vw+kMNGQoFdm9cQ3RIjnO71QkFok++2YtE/OFgKF/M4YPicIl6hA9JEhofm4/HIBiYlrXEg2WIy9GpHi+7q6uR4bT/d+8/4ZhczgytzujHP1k9OEpS8FldktY0D5g1Bp0d9IXp08bmtXa3zJSfSBaSW2ioyJJiKPDXf/3ranVK22y0imIJO+eLpPgKCmLhlapSu7FsjxnU0B/uPnD2WoNSpmazazFihywNhxYlEqwSzLvQYIInzEkh6w6R32sYVDnUNFcwt1AtssTHizr1IRUKR3ir0iUbZ9gSwMS4v2zOerSt6bMmnhar2w6VNHXafK1cpjeS8WnnOS5U0/agTmaLL+ziOmBKx97uyAvWFtcULd9lLoNNLGsRjRfNANZ3/bOFK+hCdTCplKnVBYgwnGfPM6KasLrhzM2GM4fZXswWJyY7tSV7g6WTTBXdXqPHb2bhsyDsDrcswoAGHp8XaFeg8lrt/osTQi//9B+8o1BPP/vi43K19PRZn+ZxaweumgEjZmHj2uf+BP6caYwS6nKE4dQCOqX+5deT2/fszUo3Uxj89Mc3WfRlipNcstUmVEkadPqrEeXOZqJWrjGgQmFFTUcQaTRiu8x2eMs2mwVA58133sR1UwwIjUQJLH76Rz+EsvGbv/3Lp0/SXaKuPFK1KSOLBJRNF6uP3t7GZBoXplajJdegWMxQpVKZEZMFNgG8xwUA2MKkm4ieRutgtJDtXqsvzMGjePW1SOo0V8k3XF7CS5F0S1wGnAUaK5Oeq7Cp+ng17ueZNxrNH928SdP6/vu/ZavfuB1hnJm+Chqkw4Pmw93PJjHplIynCSDmKqY24ToqVvCzBOJUhbyBk8WBB9NfpYLdF/AFuG8Jl4KO6nYbrVbekarT7QHdMZSg3sYigufMaMRiw4fTQOUi9HZKJRzexNo6r9ur9yEM456APEZxwYwLCgD9F8R4wX8jFngKudAAU5idzElBX8Bbu6px5rhdcWdAqqH+ErU6NdUS2YsQfbADaaoApqYK9gVaVWa4ClQ5vSksXipBE0UIJBGKms0dgBUsW8p8cfYwP77cAzrRksUIMjIcj/lTYiw99nAYUiGK4T18H42UvoCq1NKb9RSSlGyg91a/h+/LE2BDUXFwMLFiEfJjiwgrQc1yZC3SDMkDyesiwl3oVje3bvzop+9dXp7AwP/d+4X7d5C1Of4///qvOEd/9MevOjwebmm/159L5o+PT44PTn/7fpl62OZg2idgkv6kN6/Pmr2mwWbilDK7bTC0jVoLcwuz3uCxw3yaazVGjoOE1392lIHRd+N6gmUEo82kdyC2J5AW3AECDz8yM/1Gow5rQASR2g2kognbeRTRJjDnWateSWXKfGt+EJCVO9vhlwf5jWseUKw3XnkrU8xWCw2j3VApFjjL4ffTHUWDAYfWWi1XMF5DUgGxBu+26WJMmhwnAmc4WAO+esDadrM9e9D8/SdfvPPum6ur661OXTFbbsbWPv/iOaRzvK7xJAVBF07IC6UwZc4XgCiRSDJ2xf6MeowQSsaRXp/j+m7wPHmJRyN8GNxTCMPBas4fdjG4zRVzpXJ+YyOh0YJjgTZbELEBlKJyIHuanwtCkcFM07RsyrXVaOJ//je/DoSIrpDrFcAt1eMvHv/4J+91m5XmUKY6DoTQLy2hgaQvDr/+8iToMxDFVqsiaJRu344Rpwuz6/TsBNfG//Q//yeI7bV2qdRYRGKqi+y+1jJevRYmVO79XyerMio6EeBRacjhdavGrNRb1MPFMmiEVW7InlUR58Q3TGelcwhK7TLkYUA+6OlQ3016q/rlQXb3rt/td1K3G606SPoDGfVhl/2Gkw8fttcedBoypCTCzlfijmymTH1Lf4HbvdPt6A6lYMSMvWdNrnb6A6W2g0BtQbCd1cKokwIA+0BxFnDygVlemcQBUTEIrhRL1Ho+dwAowWZ28BLDgRg29hzBdP5sAFw8k2kyuzaZVXT7wK/YSXMeUiOi3GduLHR09P98XRSroG6QBehMuFH5s5QMwYgV6i3faDwWDmCc+6IVdzgoB5j3QW3k6CejcVFdFFs13rVRh/oI1gwHh9Bl04ODwsIWASelmABC4+DrEuG2UKIcgSFiN5pBRjDTBaA4PD4hqdTt8p6cnGL9yzJweexgd4yZudKpZRim0qfwSDmzjg+OwV4gawKWN2otH+26acwc5PK843BLO9diwEDIZ4F0mJg7nS6uGMoZdlynLVOq8EUYQkp7++VeDWMXjnZdq4vT9/Rf/A9/9V/9H//R6tomyULNxr9lQlutCP9GIgb+7/+333z/Z1FgX5qNJ1+d9ttSPApKB2WYmbZ052EgFA8Xq5Vau+2PeeHn1YoEHA6sFp1RY6aNg1XTaFaVc4x4x5V6n8m/Dh4JZovAUlp12BmpVBp1mpW+qP+xaCdDDuxehKSTPUYWU9hqd9kn3S5MBI5J0MPopv/gpAxBzBuhtsLYygy/ORiIkMMArlyvNgwEF6lU9XIxHI2MyWU2YF5EOQkLrA/NnbWCM2JPnsYiAdxsvEGaTLg6C6tLT+oB2qTElip1NN8PHDx8+IDFZlAawp6QevZcLjZxdWTIRH5TOpWJhhhQ2V48S+FUjMcAJDYuHNgsKA72XuwfHu0zLmIUxtIPBfxEWXFb8OoB8H774TEzQr41JQlsvFSqFQwsCObwejz08BTwohrkNXKL6pc+v7tZaxUupbs3PdVS2wOGoDOfHVU///2n7733BjrRTz/7CFzK64JqZiVO6N23rhl0KvgqTjt8Q5CCntVi9Pm2T5LnndasXCvzifwRODm6m3duNlv1OVTGUdPg1sR3JBqTTmtZbMikBly7s3WWPVL3mK4N4qEVvVmDB7RCs9y9tW2KLhCYdpsiRBOPKyAu6HqNgYRZQKZY9sc9EBa+ef55zJt49fX7v/zVX1bKRTShrKT11Y1FmGJlyVQV3xH0qRTVQF9Uud//4ffdPkYGplOG9kDFWB4NR8JlpNbwBwmsgqhaYcrFLY0JBTMPRuNwtzB6oN45P72AwAfTHQMb+LcYySDRuXyR6XTI187j+MIzpdS6zOTYs1RnXLAiHG06YzKPxyQbDNY6vG/2TLEnrtBONo+wcNadcffwrWGWDwVrmBm+BhSTPDvuZzCO/rDk89OCiBg+zBf5nQwx6tWa3TIB2qAkpCaHXkNjyggWKx6UpqQm00iISr/LEmSqzo+gandk4UGs1lktzpl2li+UmWgxKvIHzFzpdPXciPzgkLPxC/nuMAIRg40Gng08wYFFWUPBgnMDVzvhGorlGXp3+lOAJKfdLoZhsPQISbv6i7OA/8TsE+KTGqkDstajgzO6caH+GNP2mHrd/v/5n/27f/Dza+9+/60f/einyYv048eX127w+od3X7fcunPj/PgM9Y/Xqx5bZoy4saKpVARvgHSTegNNxKyH/V5vikiWHDj8O702bAJZoEDdKvYnlj65XMnphECGlzvjcS3qcZPRiK4b+gO7NxiwG8yoX/BaJCFgShuPz1i7Bw9Stthll4c2D+klINxS5zI9fG/tMnmpMWqAoHNnFa56CP3AKr///SfMnNbjiUa7hqJlQdLlZAhpDicFt2CqGqk4MWLp4VEs7ENn3VGLehheIRvV7NQ3sKGsjyIR73RZy+ehP31ALbe2vorsoVuVTEpKVqmZ7bcLDY5Y66YDtwCLCTgdBoQ9GDKDzWi0hu+GN8Vij/fHCzg5wzcesBrODxCxlTNBbpRGs9H5ESNoMX9hTTNupMmC7zNfdBwu9c71rVDE3WyV0EIyJ/uff/GZ3y216l3VUmvQWJmbxKPmy/Peb0Z/FwyS6KF046lLPjQZuFAiFBMupfX1EP0OkxfoCOekfY+GvPjEhpZOkmoIDsTKRnRBDsacH2Vss+vLteKdR7uhwPrnnz4/PEpbXcbOuGVy6GBAQEmA4KQgq2kugULXmhVvEDbZWDltVTO4eSBdx1dGMtmA7kzZahe1bygYGPQYs9VbGr0/4AHAPz7bP9xPdnwdNELXNq6bwmZqBFRYNOeA55hQwFuJkgs4GVRqNXC3SMLF/JBusdEcm6zMvxlQoTQROWsGMza6Ym9Qi1Fme53ek8zxzuoOpSO7nFkHyJ/HF8ikqzjB8hKRIUA9xNAcxHTNYccwBDskhwvXHDpZagxMtARXr8c8fE6n0wv6PXwXTiguf+5eKDzUF1ebh5xiw5AQMVAVt5vSHWkskWPctNBDcO5hw3HT8gdBB1EGsItxH+dp8wvIscEIOA4oE0CgwTsgEY5G1EfQWy2tbj95kV8jDdzrh0HTbvSDfjd9B9+Xs5Kyi5oIEa1a1/cyed5c+83f/Q7mFap3aL5DmKr9IcJ7s5F/xYGpi/BuLZHoj2TuYAwDYytx2NClapUWhhaBZyioKWo99Qusf/XBfubug3v3HzzA0b+Qz2H+zYXp89vms87BS5D+XzHU83ntTq/kcutLtdHuDV+7D6vtzGLQuAMkKTgOnmVhQcQSbANtvdG7SNco8PRGCmcZa02NSgaDubYaJ8tsQbSiXnN6mAE3AT+LR1wD7RzOGLJwWDy0PcXSMBzTWSxmDOQ4/yiBhAszLfJSGQ45QEIHgyljCKitJEzzeuaKcbqadwYs9qmrU5fJ6Fbolf4oGhIDNNXsJTrQzsCiX0yGxMBIcHtIa9LA7TcgCycSazysYwiFHkCnacyWU5pANiRLHcUQbGG7V5fNjTlf1jbWCbFq1Sf1adfn6nisDp9TEiJlq15pUCE6ZGOX8pXTo2OL3ZW8KGuEyg57bCcD1kKpyvKXVDWYXmBMYDWsOih8LrhDCwVujsGQozdpcQvdf4h+sRsKRlvNAY5Nx0cXzBQhwnLeQcEy2hTlSqZQzMH14iu47N7UeQ4Tb4/TzzTl1q6fqd94KAPrwvLodpu8cjeAfLddLHaYt8FBYrrp88e5ci5SRNHLCOmK5bIv7CYp1OE2oWdxB+zTOWf4LLIaAGQdLQbv/ez7/tjxxWUaAAdFDRQy+t5KLW+Y2zxBqZmXjk+Pd6mKzapI1F/LJXu9pcdpocLfur3VlRpKy3Gl3sHrnD4Z8n5ynN3cjP32797HiSgcdG2ubLx8epjJZHmImOrgRMwMGOCmXJ+AJmJsk86lhzmkWdJM2QgF7PCooM9wdbNqAcYpAZqNutvnpKLkEkK5RJkPPOa0OvHFTqUymFNiToU7XvoixQ4UdvEqrjqSZBYwhWknacHwHGYwiupZY4exj0pPsAlZbLwpviYNKdC9cW5iesd9CxeQKWYsEnREIulsmnMBJzoM7Hk7xWJZnCDkgswKt2/fZQTz3T53i5QXaL4giwOX2wr2LwgYwseTUlcGcYDpLLh3giKhhh4J3hFfRVaYYQ7NBwIl5JPjLkMDUigQFyC6YOCe3pBLVFZpUEPCWecoVKAewlBrDFpnGEN2Z/jbrrchaXP346HAKkLp2B91mIxubmyzn6gKxPEBUUet3djY4NiinFHykT58/1PW4gZjNKsusWpIxB34HDhdCH7BzPOMIrFnxoDM4rD84Z++DlhCxGAshm8wG8ohEmYM0pvvRP/wj36KdqBYqMUibhh4UHEhH44bksdlRr+VwJ1OmnfkhlanstsV8RUDP1iu0EC0pCIW2mSjAswUhpG4MRwM4PrF3GQ86dG2E5N1Ff3KkdEhZBzY3EIie7n/2QdffvPxt8uRYiUWRwhIGwyys5IIxFf9wLUGkzKTzcE6Keel548rg9ZYgTRmpCKfBUt5jsx0MvXpp9/u7V3CaY8mVvQ23ZjMHKN2hoOGNKm3JvV6FySYx8Jqgr3jcTnefeeu1ynJjRZs6z/60c+wf+k2Rg9uPri2uQET7/Q02WiD9g8cHifpr7/8zd/xv4EgJPdoJLxSLg0sBhtifo5FGBmsOQo2DHmBnHVmjcNn/aOfX19dXaWLk9t9PiFxkK3qAOFkr7H88G8P//IXf505zRoR4+jsb7+++ejBK3Kz7UON5LDA+6Cg1DMT16qDnsBsOK3kZZ/Th5qkkMriK9ltDgfdAT42OCacX5zx7tbWrTwuuI9mux4KMJfVr3/z7OmLI3iK7U6fH+HwOHWRSX/x1acfffKBWq94+OhOGxawck5eCCpfmBpsg/W1FWypCnk5k8+0BrLRYdAw4zRJc83o8CT7l3/zQblcRN3gspqxg85n+yY9rHvl+XnG7w2AFp2eNA6Oj87SHWjdBrtBYZQevfmQSy1TboVXWBJqLoaXL89BPRDhtYusAcN0uAwFfKQbwpvFl44RRrVGCoQYqDNWx5mPnqvfHcVX13ATPrlIInrh2mcUXanWaNyw20zEwiQavvH668yh2OU4aO7uXg8EPFBuoBfxi+w9SMHMZegcIQjQGgATstPKVS5xzochgSP5Uomp2aCPqTd0BiJVbXwkSA1UHPxFg8nU/zs6MyAC1QFdDJVFD9P2qzwrxFEcK5i3QoimwbQiJMZNiO7D6aJOBKsbdsZmnbmUq/bk4SuvvObzOWhtaNITCTf5C1e8HgbhdEXS2Unrk999vrW+BXDebnbxNQ0HnRrCeNBHTSexRBwKdqfbpJbkigMBqZSq0D64keAmcdZgcldlxl8oUiA7XZ6VxBqeXIgRpN+9/8np0YkHlg82h9Me5DmQyfUtWFJzb9j2wScf2Xwhq3ulUML3WxdyJVZjO2CidpsHy0d3QKe3KPdPv751N/rf/Df/pz/7k+8z0rIpJ8v2YGPFDev23mv3nh48rXfrwZXATDkD1kTIfffRqwqVAevn2RILJAMWKf6godcfXKQuaR+o3OnoSpUmnY7bY2nUZq3GArh+UB+2C5IOOtNoYaUWnc+TT48X3fEKJ5NVzxiiVS/S+FhMk//df/EPIkEj3Jl+WRo0yLFvyfn5evA62lIKBH7Mh/e3795fSeXSp5fnq9ubM7WijVPEZJLY2AhF7IGAkyKKeh4PruGAArByfPDCZjKFXP5Wsf7ks2+DrhCcKw38Z0hJOmgeM52RKfXsIgABAABJREFUymdU7zVXrwcTmyFq3qPTI1ZJOpXHZyF7WQv4ACwk4AJSOeMrvlozG4hagwk/Eh150Ds+PWeY32/3+zXZuNStejyq/sKulK5H7c20VD6tjzHFHCDx0CaPj0n9A5rE9lmnHRv0cB8YAM1bjY5WsoY8kU6ZAlFBQtWwNdMrkGj6++1xwBeGh7iWiKCmIwHH4dLDNF1ZjUDsh2hQr0rHh42uvMhku1a7W6k0cCjIcuvk6HmjUbi+tQF1lkACHBjRvI1ob5t1l1WJwD+XH/ZAw5WTxN2oMSpV5al5Rbr+0M/Fdfx1p1sjtVQZsFrmI84CM0uZLs1p8zeqUjgWf/cnt4bKUXvZ9m8Heppu/GbYEpBMHlAiDaNHlrvH5l3ykOmqoGWoLUF3uC+D9gjRUblWtzuNgsqlNplNDgZ8qN2xvAyuJLJAZ2h3GVTqlVikRxNeaiUFGcoISMll6w39nL5aG34Zw+aYiSRX4v6Li0atiQAx4KbRYkCGCJvDZUjrQdcWjusw+bPQVgpcLI53lkZlqlXFWCAciDeqHa/LjwMtpNLk+UAoXbX6arXOlqNO4co9OcFEQzgXIX/c3tphlocrz7BLOIC+VOCYmTpsboTQNBBmnYXDed5X6hWGXDIHIA0rjNKAmh16CMkXbGTuJ26Yzc0oz4dUnaefH+kXegdjvkpXcHCxDtFoaT/aw7bahI3wGIM2NM60BZ22MNQFgj08zZIgxHMklJH55POX+2Ykt24f8ecDp93CxHX/6SV1UcCnuH5tA9gTvyfm17hHU6gz/qxhrM8oApc8DLM6k8PDM0YUZtPIYLEjmUimL61Ww/bmVqdT6XVrUwx+p0ubAS8DeUbJ2ulh0UMSltwc1uoVztSA28SINBaLAwylLzLFApxFIbuHjkuRxiS2WGwZ7RR+XKXzi2QhEGBsKdTxgicxknot4swlKyl4On06WbnIz6cPO9FYoGqoA82O1bMvvzynann99UdG3VHZVc9czlxORaXYnUwOHrx54/nhkzu7N2l379659ef/9q+Au86SLxMJi+g/dXo+KpwTYM4WPSUcsrgSR0NSEhIRo9fmYTTMIO30rPzTn7wuBrxo7qZENjfh8lPtl6ka/Bq9VclRP126R+M+Dpn99sBsMD16eB9EmjlorTZCI7d/vCc85TRQ/PCos2aTebvJ67S6WQeKscKkNmD10SzX4X1ygIfcuikGapmqXiOvRdaef7NPk+VwgAZJeP4xTspk80EfGSxwXeClArMwuuLNcpNNTWYXEgnmRswXETtD1GFysbIaq7Wb3zlNY0aCc5zdZsTQsV4ZYm1fY4QAZUv4TcAKGkHrwnuPYRVXY7U4XnKc2U30n26XDb8Vowu7922sHEIxyqBgKVuC0fDiyfPL86naKFk0llFbTNYZdXtcYKSVRqNDTfyjn22fp5IUwnaPvYHFaB7enihWi40SnmK9cTcUDb14kQMMA4/ESpIpKZ57uPcyZkUw0mp2gL5BivnvZMXhQsXYHK4RiAz/ozUb/SErTTMcBABvVa2GK20kZMllynjcyh3KCoWQhBUrl/kcYxR8EIjbgqJHWc5F3W/LmB1VqmU6/HKpRJkZigYM2MT0+v4A5foAcgfVMZx3sBgqfjACwW7uDdj5Pp+EqBnzcIp2enKa/PXEKi+d84HLP5cr0LrCKQAZIaPRZLR4HAp+m8tmmOuWhXze7Qp2mZr0J04XuY2UCTh3uswWLM+dgYBPp8tBc8Z2GyKjXWuw3LMCczx78hSyL9YDgFzQAqkImK3wV6FawlbD7ETROKIpIQyCsSL/lSkMnD04pjx8XJI7UAx753J3IHoHujGCUikNDJidMl9c6JyOQLGAk79x0JubjPZqpQMGJpQ7+O6YLLlCAfYLoCAuCZVqExtKsASA4f5gTPwzHW2pVofFyt/cR9Cj0mfoKibLobZdmqQOq50S5hv6g6fHl+fnOiVp2ZLXo8V0aYzAqSN0w83aaG2Ntpa1bqXy/d4bbzG2hubBg4ZqitVcbM3o9ultLq3JbmIjPXr0iKBt7A/ZmO+9e/fHP75x+/bK6rr2+csXRBIjd+dFQieDhuTxA7aqiXAtZqQvP/0Uhm0xkyNRLuQzvfFg9ebmdZ/T67a5GpUGtksU28hgomGUV0KNBQkytBJyhV1YlehduqlOOi0cJ26slDuFZP4cqizz/3a/ZbZB6KcVYiAqA8KRYtjuQI+CgmnEXiEQ8j96ddvM+HM8/fKrWigc2b1xu4qTcrUFE7lVb+JvR12N4QTEOOK9KDKJlCfRN5sn4HaAAt9iN2PIG4y7b90PWl2GZlc6Ps+CsZlsWph8UNbA3sCiGFNB9cYDigwYDb7U8Bc16haWR0Y2kHA95VwI+SLETkGOgAaoVxlcFohFLpuRyT36EQnbfKNGBUpBB4/bNedFPBoHcKfUp7llE/I3CAJM7bXYSiGVUS8k4BKep8tqP3jxolWb3rjheu+d6+DalMgeok2XSyJD7FYrmwTCLA0RSooSKDKEvBae/1KuOGHUQkgBFQHKXCyPeKR2VIPsJKjrEoxdFzJnLOX41txVoGhXQ7iR1WYCnIZ3nM0BPqSfPn1SKhTZJNCVcL0jw8rO5MnGAE9oKJwuL3wdKnE8i5tt6Pr0gAAHEpM5djUQGjuHCp8LieC2NrI64VwOSaRODClMfMhvmB0AjaPC4p1iy4jADI8p/qbtQlLpDzjQFAGRABYiBwBz5DhAY0ZfwMyh3SJxA2xo4XK6L5JlxpF+fyCdbn31JdowK7PDfK7AoBGuZB3LtvkEF21sEYLBILuffpI/yM0NtnJxljw9PuUfEFPAZ2HIxoWkM+mIeEJHqzZoZ2oJAi4+7iPQ8itSBpCuEisjMA6UXfhxkrCOo2e/y//2BxIQzO8//lAdDcR4pucn5a6a+1DKpke19W4stHF0csQBjDcHbBQUAUBNjE/4Cc/O09MYvhWcLZrRBL69yueLsOyQNEO2zed5nnVC1m0mUSmpxoPb1731LDdzgeaHUQd9C+V8IOj6N3/+v8w9nYWtY7PoEJhgZISBgtutxEZ9e2Nzeydxcr5vd7tp6vi4qVQZIxBaL8EdRcLd6yEoBDfGarKTa127tjsdd3gZPHFUGLxOCBfY6kFWYfQPlLKy4eIF41HHTZgggEE5h8Vxa/va+7/9EMCTcXTA40N8hVWW1eOo5MoMquZqQdsI+mwEmYKctRo9q8fGrzeadZ1VMzVKXx00bKEClh4Ghz62EZ8oBMHW6bEN5q3htMMMyWqyOVyWSJyc1Y48bGEcjUqzT2QF759L3FdG6Pr48bdj1aTdlVdj8fPDS5vF3qJRrjanm7M//Yc///DDD4+PC/AL4utqtD3J9BnToA8+OAwHpLffepNvp9Ynk2eDfKWHAJoZEI9XA2PPYCAFHNBIjEt8NizsMZtgPoc4weqwUw2BG135D6hx54adTyEKY6rfGcDU4bAkTBZtJYUoJAKj1gwHFBPFSX+0tbUBfxGsq7WQ4X3BTjk/7IZWDNhI2M027Po5BZilAcSE4Hi6lTgOIetYDGcDnYHRGq04M3xOQ/TLXEUv9l8wUCjDeVerOPhWN6ZEZuaKNazWOCPYBpUmHo2SyWoQIi7StIh1UIhxOgNO6KqMjRkCAtDg74LymoXJqQS32um3Pn+WttkVaAe5P64MRRBrWNUuaKx9m9W5El9NX+blXgudLkVoIOKakEUwY2NQ/fXgEcUjUW4k9l4qnTw46ATQOMFu7gtdEIlJUASYZV5llgtnO4bYhI3wIlDfsy4pEOgr8XGlaoBFUKt34jF/PltYWYmQuFGtjsJRKyNDuPaQfKxW9edfnN285o/FnHtPm+gm8aGCBwvBh/Om1kAvWxiN7Q6nhaKAnHVGmBBPiJxH/AWpin4EyiUROMTAZPMdvWEcipKM7OQaoFxVzMeMcgBWGF5RRPBLOGJirmRSWjlQ6NSoblA3sqMdTqiiEChFWaHMnKfcVlfQx8hPigT8ckV68tVLtRLBJg/RTgPGu0BuAEzKdgKHVGsNl5kirGSFAr8GDyQWuQPxngbcnLzI1urCoMsX0IWiESZalDPQjBqFdvpg8uKr04PH6XIK13mU/0oLcklpRv0JmI9kC/8vB00B2QRq5d/93fvsZyZWwUD4o9995rDznOnJdVA9gaBxAWgiahx3cTnl2BPHdqnCGYm2/Pj4VCQUbW5/d5RyWKB/Iy1NjdUQfF2DZHOaz06P4UtbMc8ZjnFGZgazs7EJy6RVrmKk6bY5N1bWb+/evrG9G4/EIyAHdjuklE5fqrWr/UVvpp+p7Wp7WFLZpK8PUhqHZufuNWACh9extrHBjYdhls0OqZT45gEzCbeXak46S8+sLkt/Kn/1OMMnB6FLbCQ4sC+zJbzivE4XJJ1ELMaGZjmy9nnOT548fvTo4T/9P/yvX3ktQlWJtNFHYrIXpYXkCNgmCuCyye7t7Wu3bGwPZN3UNKg2QUCJ90E7Cn1qAAoKqW4xbDMCwPvAZqJwyBDTrVRdv3Hj6Oj4ahKOiTQCexIfeq1yq1FpNcvTSX82QpUHLN0Z6IjSJguUCmQKTJtAUgnYhjU4GvhAVIon4tA2ucjQGXGmTMh77nQblWqv1eGNNOvVHgTgbqdaHeNhbbdYPvroDDsTpKy5QpNANOjxIGpcI/gFev24BKgp9LwB//HFCVQis1XXbNchEMZWSehBkDuGjMQJEg7Yb9wIkUfjdjBREtaJrGzOPmpJikfSJOT2ctCD6E4k3aiY61+msJttSZJ+NJ6T0J3JVbsDaTQTjdQcBMGEUlwQAak/GCgiB+aLXOn5hGcUptuEXIX8QYqrSrFJFwtnCw0bJTk2VnRbWLQyO4MpCGWFrwOSCe2F92W3002gfRdOWXQHHBO0ojQg7Fd0x0enHWoWJgK8gjCFa0DKZfkNczQI/ODw6KA/VerLcrW19/Il5zjChJcviVMFmeEsImPWhOHcuI+ZGBLYcbuPZzfTEIigQomI+SP1IKArlE2aAe5keCtg9lSM5GJQ/tBfIzdjjMksj5WKGAbCPtEJajKV2A/RQDgzyRTSZQopm9XLhBP9IvMUNNUej4G+kykukny5QxKT7+I07XXbtSqwVsX5caZVFdnVg9EU1zRw2nZr4vW46UboNxj3kCaCSjQcGMEyVEqtRCLeqff3u4dUWG6nsddvQNKMhG2kZssdESvwJ//gj1LpMwDWVx49xOael4Hk2m4ztTr4ZILc0qqIlcH5y6JHl1zD8U6ug6zs3ly/feM+choSLI+OcuSO7Fy7y3mM3ThMW7PdgCyCCsqldzJUFTrTk9MmK7Y+hWJQBilmSY4mT588QwfBiBgMmeUxwiVIMwc+Z2bMdXHlsTwYK8eRDetMJcPtb3PhSzg7wn7HnpxsKCuDJaNFCweuhyvmBE0+VT1GkQgyRiqIGGa6FetlMY0DHC94fTOGQNrnDr58uv9nP/8zsE9WD34W1GyccURxuLyiL7gZ2MUxBEYQSyoQmVK+8harrfJorrZ6gNtmgEkMd/f3DlgqRtIWlku71ULnPEM7rFHgkEGZTE/LcMcfwbnZXKiWcQlklbBMm+12rwMdEDq+nsqFna+CCYYRNYtdObUTXw/PV9K++Pb51vVNGnC6eu1SC3EQJj9yT9g7p6kTxD5pKB5q/dbW5osnuF3AezeCq394/Dvq/801LMykcq3r9gnqxH7y0OM3VjAUcTuQKtHVWyQLPBz2Ep8Hyx12pk1jFQYWJymtXmEzWlkEKPO4E7oMkxDzyH1mGWIEQB0kKBmcCGIMl0rl/X5jozFgX8AWYEBMscl7wCEFxyoG102mgrLgccJStxqg8LA2GkwZsZvn4qUcYMFQn/P8X3/l1WLxY6pRkBI2ntNOSlW9VOix/Kg7qFV5PuwrLi20mPwFhMHPi5/+dwwFoQ1pXXzXbmBABLphdzKKzzGVSCTCnI84tYbDmm4PHmrV43VXyvWjw5NAJEIzyLVntZOIwXCT/GgcwE0coGcv9wsYosJUhGBsaI8GcJHncEFh0wSDEqFBcBCAA+g7gNTwYqIXYIzK9dnOCZddJ5M6k6GLiLXW5NNyQnS7LVgn/DPPE2SVhacmwKBcrjx89HARQunQs9sH1LJff5ncve2n2zdq+DYuQSzrtkRjxs8PWULSMTUsXFZQZUgTVa0gB13BUZuJziDg9GN5urTNKAsB+jA5IbQveX7Z783gZpv0RtQ2qfPC9RurRi3Zw5wDVJ1GnzeUL1RVA+FVvvfyKckiX3/9dTweffHypcPthC4OzxeyJ5NkpjGM+rA5GJFkJBijw3oFCZcZE7svPz+H/9dsTU7PwRekGzfJY6RU1LbaskBbzCYY7Cy7UDyB+xSEQt4iEA78HA5Iv9fXlpHjTM/OMrxauVscuHkHZgBYDk3S79iZC2nW6kES7ywuTnlhANRQ4AqXtfq87nWESoUyYerESglvHaHWpgLVfhfZJvhOW3Iyd94ZNmPrGuyAjS6tGI+fwa6dXSVetJkwxaKrf/Pv/xYemBhxK2EfywzMhUeDckGExb2Hd+fS5MmzA6cb9v/c7wt6gp5mta636hwKBy0i2dV4+DOl8gR94EYGOyDnUG3R24N2d9DD7urWhmaNyhPxsvj2n6W9Xg2xFwiKwZwZvOnxLWEAL+l9Zr3V7Og3oRXxlhdglpDWCfPZP8lAm8HB8+zkdGtjG4VVE7l3qzLVrQLeffv7C4Z/uAYQRbd1fTUNy7dKWaRg2snvxD/j4kL2eZR/8md/+vXTJ225TcfOzhfvVKNkgbEiS9Wu16sjVidf6m9vB1B0rm9tQCG7cevmZDAj5KneaXEfddp9eHuFUhvfTrcba3kTsx4QAZ3W5POFauU0QXtchxigcZSzWMwmtRkUB+pxq+X2eSiYScTTGdXNzsxgNlyZmKC0JSkMwQ6UNwhmTUqValVkxhCVCrk5Fo0CZBCI1nP6svlLUkdRa3PPLpdjbnVWEU0UdxiIHC4ZKLqEph0jkCVpPcxfKQJmWAHjwQ0wT//c7Cy9gRl89tPZ6QiUkDCNGSLISD5Xz5cYefDp+9VGhZbE5zSKGmAyhxwFN+zWg3SzhpzRzPXMuNFhsbKj6cDUC9XayhqjcYQ1CBzZ9gxZZWoGphyk+cyhikrY8ugFYQ+jBHIom9T4KAD6vZrP6+Ig4MaCJcFhqgaH9/n0tVLp6Yvso1c3+qU+eayPXtnsDlowVVRam/A3ny0LuUxiIwY8PZC7DD8ylXyrxAUtvf329VTyrJgqQrQW9l4aE9MjsIxGfQLOzI/64O5OpVhnugmJj4ZUZ3KieMFfieAHLJvwvMaLSakx11oXgDouv4n/BKSM8ctVMWOol7E8tVJqCoIRf7MYiTgy6sTlIAi63LgqTA/jK6udXh2HgZV4wOsh120c8EcbdejucIEmb7z1EO4D1Rc5aJdY3JnM4ViUb0H9D/nk/CzpdHvKpQpxKmBI3O3AfaQzMqDm0LePYECaWLtYt7BJeI79aZ/MQRwfmOjmZ3W7zUGgFT+112EpZ+s/+pO3ys0ii8Cgm4FBcDCzODyYajfLqEeJwb7IHhOSAXfI6TVCl9BKxtR55u033+HQYcOQ5Un/iRad0pekLQJe0CN9/Plnx8JMnUmnFQN8EsIB2IDRcR8L+kM1VQMZmMvhbnZnsOU9IZ/iECUhsa5qrUXrDnmawzanvNqiHSvmaei+eeEgDFTQZhgxLutZ9UbsraHTSmAsUI/AmCE/4jeE3w7Z5KCPZocpHrLXKGhjvo9/X0nEJysrcfz5fN4Ap2ru4ALGOxUbECXPCqpfeCWqUOWfHb4cLqY6mwSR2R1S3rnz4OPPP+1OZTqLzz47un0nWKli1EdIkYurmAOQu/Tk7BRpCZMaqJP4YnpDAaTx6TPGTKZ6C/44OpHFzdvXl8s87T3SkUa9z/3JpUJ5SMcIXbCDHl14eaiRiuLuB95EicOWwpABDRNdPhcDvNXBuExpSc0ci8ZpwsWpBD2CrCtJSiQSBkOJAmFlxYJvJj+XGC2Z7NnLQjyagMWfLzHg0LOFikWZkTO8CWbRNC/93pgaizoa2IaZEVUS/l9c1NAo0R1Q1PBCv/5675vPy4nNGnAGFQSa/j6E0PH0xz9+l+fGC2VNJrNNOGnMLOYy1DjpyZNDriIUh8mzU5A16n2evMsJyLssF0eeIAZ9ltloyigK8zwTjj79cbMJj1bCNt7mlkJ+I50F+2XQoStdqHUqhLOMUfC8wiuKGFLOL/SKHM1qunT8IBuNrN1B91JAfEzhRE4iJKIvH++RKsv6FyPWCCMN9VC1xIjzeboUChpvvUMoW+x//Fe/ikWE+xUpHdD8K9myYAwqVEhycIffXPciLwDAvHZ7QxjdLCYUz0odnH/Q2oHNEYzEb3z2xadfPqmub1p3b29dZlIxf+ji4gwGKAHqep0ZCgM7m3AU/jLTKcg9HGx4uDwRt0snY5euc0JqTs2Kr73xQG9WQvSoVc5I345G1r99ukd8849/9MN8OU9FsOlcrxRyUM8oB9jSeIRYbQ6bSv3NVycVwUpwItpJXhJz2kDDS1XGedxpUPJNT16cJtbjZhsWDx2D2szJiBa7W+tpuTyWyHvHeLuGPb7kSeW1N27/9tefvPPjtwwBERB0nrpgE6K9hsTeLjWY0ZqsGpfXTJPZ7pPoSHnZSwSuU94HfaFf/vKXsZiBHxNhFlcxryaZqb2hhpF16fE4KOXOz3N/7++/h1wMlhvdeKXSe+edR5DBqDzDgTBEQ1+IvqCfrxTOMmgrFyTHYLiE+VIqf8liwuLq8KCBMPnea+unx+dmpvJOimcSFBZ1GXoVaxolNaKSNOuei5QIIr/bzjy4lhyE4jj36axmM25mPBxkkRDmudIvs9lpMev2w8kRpSwejbSpvkgIWoveYUXZjQmfOzjki+zu7uJR9+SL8vf+YAX02+EUszfqfNzrWaZCqDOf0RgWCvjEInKzIhWlfSDlJvNyTogLh5nHa+WiH3dQj8u3bz344IMPwmE/l9qwN9drIF8bjw9PQiSt60VzfnrSfPBwCxEge5sTnaaasvlKBd9jB/JSkKchrnG7vWhVBzQeiH/VurlNMBdByHks7GGGiOwoEihB+/gSNCb81xAOl7o2QwGN2mi3QUwe9boLk1GbSuZABJxOGz60jx8/o83EnuzFiz3kycyqmSZwzbSzbZ/Purlt51PRmVKt8n0Z9DZrzVwmjz+9N+iF8Hbvlbu//eD9dLp5fccPUg52C5uOgzISvSzme1ubTt4U5gD37q2COjcrs+OXJxxwVr2DZqQqj4IRbu/u97//NguY71uvt4ADvHY//R3ERBR6A3l0Jl/gAzQfL8CMMVO2W5xgLupQCIKxoEajWcDQRT1dOj0ask/OUqf+kG51I2G26YSd87ifTiap/4Nm4x/9waP/5f/3dS2//5N/9qP/+OeTX/x/P7h23YoQPhQNgjtRNfSHaDAU9EL0hDY3itAZzCC6fQpS0EG7l0mf02hwKJSknBlee/29ci2fzJ1Sr25srR/v7VG2RKOh09MChGq2IrQpXJkomKktOWFBLrDlA/YEfw56YunDfIeGaDJbjW83O+XWpMuA6dH9V/udSV8eb67vIP4lbijkj2bS+cmwb9bp5wuRwYBGzUqzgeAyAAcGuy7WvzqxBkIJCmU4uTinVt/YjuZOs9w8Wm3xtufmXAvdpl9HkmS3xn1R1tBKcIV2yWlyteddl6Pz8sVLebr8EiYSf4UZBZnZLeJrq0T6azjiia9EcLaG+e71OUulwsVJBdlSyLOyf7DHbDwWE8Q1cuA4Efg0dvtU4Ea93k5sC1rp5oYp4A199LtPouE4aPV4kGW+trG60euOMrkcsJZI4AKsMmiCUQl4lVp3/cZqppEhgQtyEKs5EAEn00I1Y7aEehpsn5+Rv8xOBPMkCqIfgVOwZNALVRkHNVAVZhPrqx6by4rBDM8RjN/lxGybrg1NAtpetoo0rHS4isGY4fOSroXxNgNO9tIhNEeE8QAkGntDOI6oA9c1B0dpngd0UkxTes2ZpgcKAHxlWmLdq8Z5BVKJhY6XbpjqAGax0dxcjUSo1DiAgATwYTs6zN65fZeehtwJEX83W1ottH1qh8ONi+xo2OL+RyxHhVIsp1FqIfzn1qPUQ5AKpikWPYLK+ZLdyEHgdnjBy1rVLl5TJHpxPLF1efh4MUENYtTNu4BxxMkF5HF4eMpQj8bH7Qqw0yD2EOrFLJFqtQQ5Ektx/XR7K8YD4G9UPDwWZv6iT1iQnibICPAlqPg4rTgBv0M9s/mF3ST5fMK59PHjx+GVEF3hj3/8Q0oDIGRsDqx2O1uaP4h9W6dZoFpn5hqLOrkDPE6XNK+CyzFJ5GsCD3IHV3Ldtc2Qw2wb2SnrZINaO+5Pm5MGgU4I3oBL6fM51Hik3De8FP4WhMvRRAmCBWqCNrbdXUA6Ju2PvC2lBtdty8pa3GTW4ezKBLjT6nCoUH+T3FIsQiw3KSTpv/tv/1s8tv/wD15PntdvXL95/+79QCAEOoJOCfHp1lbk5p0o7qd0hyTHGqxKs0uNdwDCBAIuoNnBL/z8s2/OLzIWq2NlJWG12XA3ZYKC4yUO3la7AemmSWdpN/v5NNmW9YuTptxEva9l3MXwn0dA2Pn62jW/3wMX7WD/DPg8Au9sZZOa7cnjvXyuyjQolylOBzOb2Y63L1LCvmBoopjGIAAbiWm/P4BDyv0AhAsCzP0JHuF0OxnMUFq2O9hICbO2Uq7bqjWXwzmKh8qlVM9Bf1lWM5VmqdEqN86PzsgvMukNzfqcYgmGG8dE6uKynK8WCzKPl23y9tvfA8PrQtjrNJkb85XpWe7e3QkGffcf3ilViuQFhKLkfynZDLfv3kH6hmqb3cii/PbxCUFXEEiP9k70KtOsN784Ts9Inu/PMqkCUhW3w81Zc5lD1VYCnwdA7qDwMepypSJvD31LvdKXW1PID5AlKG5NRvL8aqVKBUkCGYRI/VxeV2zVHlvTuAJKfKtq7a7NJUaAPA1W7bNvk7QwjDm4D3mGIgWAD4fVv8niCwANW6JxL+ZwPDdmhIB/1OT8FDxDZAAYsmBJdJ5JFxtVrdHg9Vrp8NtNoGzmu76VaAj2/tHLjtloqVfqtPpXr4BufMkh6PV64gkP5TplAnrNYpamj6g1IgAn3P900/CFaR2p4dnANPyVCt72UPimBpOaFhrMhcabzQwdgEtb1Jc4sUgSvQBIG55rYhcpMBPXCgIDysslLABhKQDHGVN5LiFaJS5bIsQvkilUvGz4dBrJOa/UAJKHnI/eETc8nKxcLgVnQT4PE+mqIddqMe9n8didmJRB88AcTURWcqUxyaNKLZYBbdscTKhk6M44fShYgBifPUt9+vHvz05OMPsaDTEohreHzEnXatdCkRDCn1JJTqzhxOWmveLXAS+gS+NfdP/uPZvFQljcaiKAl8Xe8xfMcFDTbayt4xiBDVi9hsQuj2USRyAlCXWcAA7oEPV6SgFxknMNkoAk4i5QTGFJqJasDhOYGVcZEyJi+ziP+TQqkfWJfd0YcWXypLi97vJ6Z7Vq99e/+s3W5vq9exv8NNDvNrZIjJk35BODxeAOuImgmukU8MXwunR6bVqlDZfbar5ZL9eIXcdcsFpr7L04SWekQMwZm3roQru22vHLI9AawRpg7qvQuV0dpkOQSTDMcbhsThIvCK6YzGCaDtqzRqELGSYSjh4fHO1ch+O1iIZj8CCzlzmWwOHLcx4f5H9sx9GNk9Aw6pHgIplDVoDH2qiJGJH3hG4cqIn0ZywJZJwomMpchQ4vJvA0NbQ87fYI0hsuelxBPvsF9AXllAhP7Zwtp8D0QQ4HTfB01tYdcMXog7hwcLllT8LxAl7GZwnEhJoCm2YaH+Zv8LUIbQyQA+6FQjNl/1DmoI86Pb3gnHvFLyxPgkHvl1+ePniwduemn3u2lC0zYmgUWg1Vp9mcb266rQbHxwef0feGsIX0ay6wHKlL6zstK0IXblQj/oJ53nUx1+PG4Dkkj3uMb0MhD1tINPfY8KFzhhY4Fu6XtADAXpDe2jV5qpBu7CR6wjGwfyceuXV7tzNqTSpw2pbsLO4Q3JlByFDRayxGHizFBQ5OsFdBiylBgNlLpRYeimB7lWqVjUeBEwgG4UA1SnmPR4zxWIKAzcwXEfuBOzosjkw6CzMTw0sMJQdj8Lh+0B2p67ulcs3lJNZpAfsIM21ysM/Pz0Wp3++wpgWkL/I6WCFK0D6nS4MiieUKT2EwQmgs5N5YYFkdtF2oG0EhGfORfyIiWalsWtU2YLkW82z1hBw+LEnA29iZrHrKAgzR2+0hhYYsY4VCfIugNrCPACPYpMLPlEhutjIt3HSJJxDQBX8zX6QL9vsZhttYc4uFld9NnU+oDzAHc1N6dOIzGOrbnHZfmJw86eQkFwm5YithKy5y02GpkKf8R3XAfr4QQS9YeMo3b952uy2EMGAU9PUXj01Wdble5PshyMAUljuYmWuVrtliuEhBPehbbBbGaozTIeOwDkMhH5g0O7GFERiddLnO1JNiJxhwUfHxPNXC+oyhLKNUzBus2gWln3LR7vO5x51qC4wXCEQcuriuzHXVikzQodW1ZHFjdRRdxZaxfHx+sb25tn98ks52/+x/9QorotmXktlyeyzDQHB6vRMJYYwFYS8DUgzn+H7xaBQeqNwqhoPMXIGs1Izo95+9sH/vIeU+WtHz497PfhLYJ9a+NV6JJ/BP5vhKRFb1Rg2MNGznKLyERb/RAMSKcR2qeKFjN0immpGxJSwXkFHOVYLbwH6QzbBM2e14kwKoYOtJurwLYsZs3hiTrrAg9Pb+fSfn1PMn+4gsOb3DMeN6IMSXSh6fN6o1aJTn5/1EHJbZwmmxM36bdEe4grLTeDixuKDfA3HjqCD3uJQw2+gD3pLS7XVouN/oe8sVaWPLFI5h5NqjEBUe5BNVpz1aDhUn50cACgSxkPMOswjW0OnF2cFB8tGjm2ajCeel3zz9/O7drfW1bXz7WtWl32/y2Rb91rhZbs8Gi62dTeC94/Njt9uczfdgrfhCLrhAlUpZiHYmSBYgEZChMJOL0hDutnbEaAPuIxgtJuS4b4kCCZ8j5YjMLRiFON+AxYM1lIUzJ+b5fah+M9WEDYykjyAJblS48Xark5U0G45ByMFxm9UGSwkSN/Nqlj9bmWkNRcRwWEOMhUOy3OlgtULLYDFYvquTsRhg5u/B18Xt0FEEKzhYRhhZ8Hm4efl2qNK7vZbbSwFM6I10587Gs2fwWGc4mpn0ernDxybLoOvyOli1mBrzSbjTaVucTg2MJmzacJ3mXtMrSL4TcKwBPQdm3i2ZDFvowNwik86c+SNnHF+fKw/bvv6IFmnhRt4F99ZipPbmRKBYhg7oC1p5BuAaqeSlzYazEDnaFALol+gFgFHaTpe912/C/ykUZNykYIWABXBgsdnIjBDzJcWUPGxiMWZq7h/aBMYouNQhXsLGViaNIhGLE2pCLcanAbnAuJi/yIZjLMAptrG1JveeIxVnQMtktN0hiwg4dBmM+375/m8fvXrtwWtrz/Yudm74LrMVSvLsJeppktaFIo5Rt5BXFS8JQMJUnasdfSDbHnbFZNzDKVbdlocqXX9OPaCYEW3BNBUwhRNCALnCs0GILCnxWSm4M+l1jPVm3oiq1xxBqZHrXeS7/ACffvPtrdvrhXoXuZzFad++2cHPR2PUc4BgiAb3xkXL2pBRcWBbbNYZw+sxXvz5xSlNCbpMC7iH20VyJqkV8YiHUWUxe4LlGeVxstJ32tDmjmulYWI9SswO4rMGfpcybny6hWZxc3eXKunZsz343byMYMhDIcPbYkUWi0OPB5LIMhYO6Q2aYinr83hPX2aJbx7Kw3hAOCAs2Aic67PGuNsnuL1ekzavG/0clT4vmE69VomtRTq9hoYCuScmscViDtcDdxhXCLJh9FzmCDdeeeX+3v5LtUEMZtxecTq0+2DsGmR98H84CyjBiIanQsxmsL7scZnxCZE2xDbj3BeT/ji+wjgaNw1Ex+yE+eNvj2/fXr++cy19kWb//+wn7/L7uSI++30uSo7uQs9pBcH08iKHFwgzCQJqSoV5JDFNJFCLawjkssECxytHUtQLLbvWzUcad3tOHewjqV3qmbX2BiaIGgkLDrh9OgVAIL7yIqERIsZS5cQ6gCqGCxXJQyqVA7a8++o23GbRXgqkxlJvwI8T7rogoPj4sF/cdkcsEeMbcSXSS/e7guvGhIWgR6b9/GbeWSwcsVOtZC8xPud2pS/jkfJnydREgOD1+vC/4hSAIwgfmh95MO6D8A5UdPaEpoCGk7nCfH6NMoTLVarM5O6s3ihjD6UaLw1q8ngAnQl0lgLhEB2K0SQRn8OBwsuCgg2Fmc9Gn0wqjBboh/KesGbim3hJIhJpTt8hSmW2DS4GagWVM+8XW2BwBHwTx4MJnCKoNKzLUhmyMOy972p4fr/a7dGjbeWI5Jvu3lhXlpe9fqtSrQuDaaWoSOkUGQpQdDDzE20j+wr3fSpQtSIYdC78whoLVLvdqRVLBfAyFggcRSZKFBesfxSTHO7+gBc9MZO7+KqD7i8Q0nTlKbMoJOccfFhLEPZp9yANnZgd6LIMkIp5wkDtVGF6q7ZdrvaH4tZnYGQy4ydip8BhvEUVHI6YYFyp2Y0ms20yx0cRT2PFcCzjJMXHYuzM6Q6Q5nEHGPLjSgqSD9DAtZY7WsaCvcTm+uHeKQeH2WZIZS/Xr/kJ+kK5F1qJ4AqFjzXWIyazimDJQmdEeodRbUckThhmQZO3Ww2xsHOhtDJP4hOO+i24a+16C8YBTB+Q0v39/VBwrVHpg4pxsOED7ff4D49eoFHxu1zjfgNWDNa0f/PL/0AtvXMtHl8JprPnTqdV/PBqaS0R7/cPwdKujAN7BDTgx9dttvlT8O0HrR6lAQ5KZAGTihXxglfNUDpajWO9Uj0bjbB95WC0mg10TIE4Mc5G2duhwuSyYhpLmQP5nXuGh0jzlC1ll7olLH4wKQ4h9ofNaqBzZj6XL5esbjsrm1sI50xAaQPpPXYnNMl6uWQxQqhE7mmEzYYKq91rWkhNXiowIKAs/MUv/v0rD175J//kP2Xs9NFvP4QESdKKYqpqVjpc7Ddv3aa4tJqcDOGRQnjc+NwpOS6hqCYvC7x67DTHHWlR6i279FSkXpCSACwKCUvbzLc8dh8NoEljtBjM8wVWP3N2rBGSlFrh8jsDTnwiW0K9oJe4xukwS/mCQq/hp+DnojCmIGJAQmE16A+oQUnr8aKhNlufnV3wFXrt4fZaiA0MIotUF725jJ98V4Kn3K3XISED2tOcMwCq1cQIkDLEaOnQp4BeUSN8l93Khul0AQIxDuAONHCBXWby166tw3bDxZR2lysElz6AbQVyll7LZDWxxEnWHExmLo+7UM67PIz6kQyMyMFD9CnSGxgCzdE3QH2AtUyUOIp5Iw2UYCEqhiQO2yx5IESeHgQWBsnCFuFqmE1IDlRLZlgcBGxLDgJ4KOxzTF18fuoDTg/s8/X0CnR8kN+gP9id6HfwbqDQIRdgwQFKowRUhH6MaGar3Yq+g2kfmDEdCgsV0J2PSvYc6CJgAYYEnJMcBGgHxF/9OcAP5wreeaCqEb8LzhjnyWyZJ3yw2i5uXLdUmkXL3BJbCx6d5sNhO0cDUAZW/RiHUBjS5RGD+vCVmNwhQWvcAj8aNFttcETYU7DOCEKFZjbBcYTaaYHcHdppqzoedREFYpGtyKaGmbMmRFST1sTm8bu9pK4BS6LDL1d4GDOby/CTv/8e6V30um+9/QZEgGIxT9I5Xj1ak8YbcFuN1m5NfvJl7WivbzXYV+OEfGvzl1WqR95FpQAlSe2wAvQw33OxWahI/WF3MKJ+8ULW6BZMNPQGdSTs591DDXz5EnOOodPm9nsdYH7sRth41Vat0qxeZFKMQuqtNtARTWsiEb19c7snL9j5AMX1Un0zsUX/Hgq5VlbcEF2xwYT7kYdb1B8hD4gHYj6bh41+sg9S2wVTcXhdDJtO0sczlBoOMyTi3lDmrVMG03ekzhtaEIO5anvrWjKdYgzWp5RcTprdqtqA76MfnA7rR+HUJLeo+rDlAut2os4xmYO+YCK6tpyp954eHBweUa7TOMPahj4UjPnWrq+99s7uTD3auBUzedXvf/43/+z/+j/m2/notie8pXWGtHoXcfctnXVRa2U8PuwYBs3GhJEMtgTtWit5WrAaIHoYoD/xURPrCXnYAR9gsVbrQkXPJkqf9+rVOtCAVmPCSwumOK6yjHUM9KBqPV0Je489/+rbr+7eu2nxWHF1wgqHfLYGugBpBsOCrmQ47QJKO90QHSzsDSrpRr1zctzG5zkWDkOPddpd2ARwNOO6R6Hm9elXEjGTmfvebjCZuSpb2BnJyF8llxf0und2UTg96rG6bRYbJyv0aYjPp6clDgUOIyp6KKSb67Gvv/n8m8cZXrLVZvR4YJMLlifFLHhNNAbBzq5nqE3GVAcbPxaPFpiTCo+tiK6J10o9L6obDj8m55DV8GBk2Cgc9EiyQNtMP7KUMdcyWmh3wAtJQYWwiNORDiv0fgeUF5KVwwFYCBMhjgnYlYKQA2JIEhxIFv0sVgehGF6Z9kZnDC+YX8TwDt0k4LHD5eGb80wqZdj7/PACveNTMCPTWww3bt0AS4DZyenCPcWBS+2VSnYhTVFFaDHjbbCNh/AUsVeJiBt36A87QdAAArhOSZFEkJK8zLu9uKejt4RaqqI6MDs4hqhal9+5+/KoIRY5nHp83C02Ya0ETsQkQUlhII0wZxiH4Xqjk833TUrt+Yt6A/1bQ+FCHTiS5HK7W214bWZMG3VTvWlhxAPYYZXQL8VWXPUWRNHl3//jHxTyqUopf0Vv1thdkB7RdfXyp62jbySvQYr5VXK9mTw7Z9Yg9wh77tTqhJS/ZTWtdpj3L+ktQoV8mTqqIZcja57r96Tz9AuDdabWMq8Uv6NQqGCgTs95cpwCwgWGpe8fLcd4GW1c36HpzJcaT18cojs6PDl8uveYrJ3dG954zJxJ97Y3bpzt5472GsVKc+fmLdxzEejE11aprMLhODCSYqrde4yN0Zwk95u37zMjO0geaeyGGbJixUSeCPkDm4rmC/c0uhTK0d9+gDpV8+zpIWwNLvzN7ZjFaaz3YLROSVx0h1zP9p8ZmchOe+D7Hp95dT3odOE/O2WmCOMs4A3WqnRuWDy48AXD89PmtS0NhEMNO4pqoX/q3tRftJ9NHdX/+L+KvvKHsZY+9frPNx/8SWztTXP0vm5qrzTnre6soNJRn8NdmDn0lpAjuBWO2zS2WrZm1ZioiHONC5WTsmrSXspqxPxbEbQMnpiS1hnz7XYfw4+BBL5vc0HSY5w0aMz0CyvqcqaaX7940py10+2sKaTW+9Rqp94Vdo4VUJuFIZrGorB5DQSqETdsNCmwxubvfl0qFprzmZoJBn/jsA5PjoOSwZBoGOVOJlso17AYWT7fLzRrkjcqomhzpSmQBtdeMCIhJcb2Wb80lk/Ll/tZt91Gcwp5BjLS9999NV9I5y+laATDhQLJHDByj45SpC2JRW8z0bTvP7sk+QxP0sPn8sGz+v5enQoRIpBAB5i1zDGJcnBJVkptahPuEnjymPIuNMpAJGowmru9MebGaHMnOHEarJ3+cE7rRNi3WdeeyHbAXjs0k4Hd6ULEf5FM4+dzcpo8Os6dX+DG2C6U26fJXrPLUpkXarLZZQeF5VEDSovpUX+I4dpwhLHSVGewQBNhsE1Oswjp1Ku7E/njL37fG3YvsxlQRkGtXihw4nQ5qDQxcfPCXCAU9vnLs68+qZGahSSZowEdGnlD1Bd3b92PRgCbU3/8R3/caRODjPkzMwFCU6BuEBk8RbADXox1Er84niixfcSaPxxd5QchzU4M+KmEAmE3OTxOexiqD5nL/cbEa0OBKaYOyWTm5q3NYilDzjBQitXkIFuVeoZWE1sbbAIv80lx1zlUjWal3WgidaDEgBdIzZSvZc/ORm/vrNukqkBiW5hJE2XBKdwnourlQYbGrFhqAv4RStysg51ehNfdQLc1mRNBcfvBVq85Od1PQWpYiaxSMhBDBI7CFQS6JOjaSHF1GlS6RE1h5MT3RXKDRvPWTUJgWhfJE+Yx/R7UV2SBEXC86zu387kPWDXfPnt6//5dOJsXlxf3HsZI+zw/Pd9a33TQWHs9+2eFL7/8KrgR9gT92HsFIz4qHTJRMMo0KcFQuixTnoPDhc8CXZTiMt+Ep5evn1275Yb2j5T15cvK0/1ThwvXWjW3C2YhnFq7N11wLrjNsIRYzsek4KH/Ic/PYiWDRMZSTaXHlHWMoidfbUPAUJkW/UXL4tN5dAzPVeVSsVktsqZb7brZa3T63Rj9Xb/jGXeXGMODUTEnRxNx/cbai/29gcjS1RYv2wYrCX8KinjlfOiNml1+CR9HTrTeZDFsDFyBUdAWJKsbBG2yGGlVOhQo+EJCXoXNxV9IlHt4zKEiM+KxpMQeA99g7lUHnYzdRPvOHb5783qlVKPhZ9Rit800Vgy8lMhSuXNYA/iRc/janQZePZQLNiTFEW05t9b2NR/4HUjwzh0HdAZa+q1r2s8/fSkRcIXED0445HGVnuoavR2wRTjsdbuZNZzpTBJjMr4uVTVCZoUaPBrfoUG9xXAUJwLJ7wYVnq6tCK93osqj8RilCHOcVDLDUK1cGmLPZ7VhHErI4sDrNtIFQL/Dd5jfSaUAeorj5rDHPxgFsxvMbEH8Hm77DBc6+ATRODNo2N6K8AM+fXLKfBQ4ia6W8kLg03DEtUgdwHSYxE2ZV2Mqe1V0kDbQzWVLoPcbG5Gc0CZQLwhBBJ3n+uYaD+eLI3k1OiUfEvCVbwF/TCInAtbHaGoyWkXgJ4x9tqhW4KOseX78Yb+HJASY47NPv0FkAV7y4vlL6lb8B1rIMZnEKkCUoEQYUPcgQ2GMxRenFcQkHc8B+lmEBBxJMCnVEjlcoy4QSrvTXF1dubhIkX1bK/c3Nxja4zAr/PYYxlRb3Zu34gDF7BZANaLHCSzWmYfd3oSBJ7J2ik9+Hbc2oj7h5Ey4KEf0YBLcO4vaHE9Enz+r03HBIACMoVt228yg1+Vyoymmehpb1AWjGzNpGJQMuxZKhgVtkp1tbpvKocPUHL9H9glrh+Ein4c2UQvFzeFWm5ftVrOGyw0n9spKBTLzWZruAFgGu7S//qu/+v1eOhSkr9euJhRvvPY6zSdBlACzi8WQLHrC4AmZVJuU9U4dVawv4EuVCwx3F7rs+s0tVHcVlYo8DyRSEGnE2gd/gq2hWoTXo1pbvTNoB2N2bwgP7zYPh7UShRe11l9d16xvbAVCYf4IITahSI65V62GnqERCRj6Xdnp8Bs0IM2GQjFTrhdsRNOPGZDboKaaRvp1VIwjuAjM6IinHDjwJzOKaaXZYG/NumoDA9E5S8Fp8c5IUCNAQqGrC5658sPffsyAHSdnow2HSD8plfTCvgBWFANI+HMRYagKhD34/bt33DTJNNjw6zhGOU1Uamj/3A8KCNh4ClPDA9FdTZQxZdVjSAfuxaSGPhvfDjaIYP4oJYoC2MpQNBbzOscHY3a0AFjaomJW+TirteGAk+O+Uq8oIT4ennhddjxUgT3IVWEOAxTtwvzE78nlMj7/istNJ48/3fmgv+yQjqGV2Pkw2R02am+geBrcOrpPDZZ+OE12WjYHhs/oAqf0C0jxgiEJ9ofDYwNpZ0busFqg/QL/odt7vrdPow61DNdboqg4YqbjOWuJpwo6AK9h2McmCOmshL3elISyMYWjyq61weWGGqBdYu+h7PXH6Xaaikq43RpsQoU+FvraVl3yR0zAlvwmjlFYo7BKRczHcl4tl+EgQnNmd8DfYVzi81gbtcZqfJXORaQYTeYsWpYEs+cf/eh6Pp1BV9qpjoTsctCnheOJcCuzqZnZ4+W9fY0SuFip1zP5HAAEKBg+10StEv1icwrmKI4piXiC74alEIkkABxgh3TiaPMZSjBAhgbGjkMK2AAypxebouwcEvesdoZMnBMgyM1uM56I8Sf1uiF8IAKHoc9yn9NUQzdwuI1mhxX4qwmG3+liU+c2wcS3zxa1yZi5q52zoN0F5nUCzpTbxdagyeG0sWGsng4mi275q6c//emb33z95JU3HmUv85DqIblwyriccKo4C3TMeHAuuUxm3Vj6hK1MGWvVPNlv4RVvt9FPZs4jgXi9OYfoxgGMpo5DFBiPJhBRYr0Jv8IIp7paqoIN/eaXewhu7FbjJyefI7D54bsrx8fnMIt++3cvuPu9PjwFO4wJt3c35G4jk01uXlvDOAAnH7pfmJzReKB1VqqWkSFXdQoj2sKd9R2rUS/gnDZkRpQNs3wj7/OGd+7uHB4eugKucq3EFdRrdAhxyObyRui9ZgFcVxovhXWPw0oHWCfPqFGj2OQf6uUJdqREP1AicUbQSdJD8opoqRCA8Z7QSkDxgn3HMqW6EQvO6iw08/kUzl/2gUxZpomEoiQ+jhk/jRFiADK5aG4PjwrBiOP8osVDd7lxzrbi7E4nxdjFaiW/WMGPrNPp3X7r9vYqbxLXWQaZeFuICTmllgEcDZoJWwPqrqDfwfNh8/NyIxE39SAMKD4ekkd+hTsQqxwTMgcYPLgPNoDoM9CLQHmFKYsGaz2wmKFWD6sX/Aud08LGDMmgGQzkcCTE/KU3nMLJLZWz9JjYWz5/8WR1LSoulUpjbS0M3tFoDXDZNJrHNpsBzTJHGAJtovDg2d17dB90Gad95mW9YYdTZTDqYhXFdobec4ZzXVbyhBR8YBg0R0cHfEgjPFCzlaQ/5jVkL+Ko7/EZ5DqcMkaYqDEXbDnUjT2ZzlkcPSPDkK7aouXGA0+HX6gmoIFjGXMdEarbo6bwbKz5cIw4V+I94YRBxGQKNxoANYY4SOYJ5tUajHWkgYslsVEAZNVKnWqC8pmhDBx3cNNomKrFwnrG19CNJe5VHLselSAniA4UzY4s2+P1gi0en53yI4NccEyLKUqlcn17B4uCTLoWiblcXombBnYTLht0F/yNYsHr8vAiYKzhWMOLRcHF92Y+gt+cy8l1iScWlYuXtXd8nFLbA1hamrLpSxigz18+cyBD0RtuXttOp3KcJZwigK2D2fSNHzzIVy8BGDicQODo0EBZ26M28AdFAdhDqVzm8/G5AUAFKq5WsXy5Fjy3pHqhxo+bLCTRGCuQEt/c+fVff2CzmJGX47iE8hTH1PmkLqhQHp3F5CY7EWYAgfJwXBuQFfo9DEJVhiUKP0zhhqDX0sRsE2pDCP38S8CPL7C51ezB5fre9x5N5FG5UGtWFbAYzhvdHJKS8Irb5f9y9jXGZ+nkhc1hfvb0KbL9cDRYl8vNYZ2RzN0b9zFKwv3C0jbHwibojbh/cxCMOujFp3PQXQ1KUssY0xhcWEewC0YGl36CMg0+23KKLLneXCC2szuxpgSRo0404pUDHI2xt1K1XImFiIuJBkPHR6cM+1stzCrnzdYgtuaGnQrlhi0neii5KaqwSkWYfMNLUupylUL+ou/11NWkVgXs2Uy9WGwwSQk92PwWKxQyoajcuxP4i1RYOzsxQGq9sUUNSb7etVsub9hVquT4V5fHwQvNZnP9sYLX/2L/MTUwyCKeTU25AbUWhhUmFkL8DpWEDLIrKSGHAu+F984IAIAGZpDCiFIe+Y1eJMoMhW+P3MHa1BQMWrmEiDBNp/OdpvTGG9uc7xRS08E4dXpBV0EFyLwJyQzbDB45T4P0F41W2avPS6UcgplKde5y4nfQ5fRkNuz3uZKp7ExJxAgVFFb/I3LWqYIDYbsv6MYIXGPgIsfGB0ubFp0CAna706ReDvFWE8LduUQ9gpiaazCVRpFh5fAC3hX3I1elWS2Os8kYEg72eZTrdKwsJ2pmTl6bScfpNsJveLaECVKfVNrdLrMC7UIDt5dNyGVJUaCmhVAQDC3D68KFbUQDhZ8OlSONLoL6hYLJCGwaPgn0CIYpfE0G53qbHlT18OAMAZo463FbVWERLIBw8jKAQoljdsN/9vuAGAF9+TOYaIupqlbNBJxqCPqHzqBAyweCWExnEgnP9vY1zKNBLPB0IAQQRxwqDj4Ad/4c6LTe4WhgAQOm1rstJpRj44yij22MRTPvDhJEwOtU620aPiptZKvWg8PFk6Jz40dl7oKdJo8yX21dv+fnidc7yKenBtLEBhxSFKJodCSHC2dhs9C0TcYul5CF8APD0IzFAkvtol6vcjru3KQVd8ly95sneVcxw0iiKUubmz4+KKeAhNBwIK2vhrg4O80eRCMtqpH5EoEE0SYzdNNGPdbdIOT4hYAsJy/qdEsul7B2h1Bw7+4Kjkanx5f0CAoXMfDzlehaKnk+NzB6HcVCIL128bH1+n/6T//p1198WcxmQZhNLhNVCbYi3aFcuVy43bXTi/S7b7/Njqo068gOrU6QOAOpvrQz2Yt8VjWDe2N3WvALlHQKg8s4UU+Lcklp0vSmvbWdVfxtsDg/Op37Q5p6G+nQgEYRX2PgDUaqRKHz2rBCB/KlPXG7kHtOeBUOGw55XnJ1C8UehiZ0GRQKTDpCgQC8b5aszeS4ef1Om8wJMptq7Xr5gpkP5s5Rny0YWGk1PyHkg2WjCrAiGciOLfZhtdbaub7+Yu+c3YHzqko/5pOwzJhIlUuYygsQzmxFpT9W9cauAPsTJjF3JM4ZJRhvFI0YdtKe4M9FQyQ4qkYD64oGHoL6XIajQneN/FKMzfmbtd5uTxRWUU8wf5kQOzSH6oNL7yk3Ep+NaoI/C5BVYn7bmOrNIgNiOEqtrgZZG8VKERsbJnMcAbduRYBUwe0hO7zcf7G6soZ3Az5VYF/6uQqZJmo7uFgAnRDrn3+7Bz0KzAhbtCmqhPnYoNQCsBv1w+6gDV3GG5EIUKbcZ2jNuhbIGf9PjYQZ+Tk+RSohruCCXWAPytwU2w4zNkFMEqhgOAr5AcetEZwI+BEwPhRzLEC4aHWYzVBFIoaHdMAXIECQ1cV8lI6DUpyHwHSSHoGtC59pYoLR1IFaqhfsA5SUU+xbgEuumBp4iwbZ/5jZ8cwZbGNbDp8OfQrnGIwPFgwFO38xIND2DVgzIGZBUMAZzVYiW43tmUpnHAa9x+3GLiyfzQV9XmgBwGhY4tEZydNuQ1hmEs/OSJTzaCzGm6RSq/SI/RiVYv7A52Qj0AmiLsOuUAOZOb4R7XWP/B4fruB6pb6Yz+FdxSOhpKPiePjKg4Pki2JtiIii38YKCiNaKRg3szmdbhsWkL0WqVIazqF8voidGtg+PzbUXS4KxWJ6cLp/7+4Db8j79/7kzl/8xTM8UcnqOUsn49EVDqp8tnT79qagFbXT3ca0omjdfGWTGlKvbyFCo3nBZrPVawBqSBhSaBYA3qMekXJts3EBwQvp+Ry3wNmEzMztjeiLpwdcj9Xy8J13bsvUFMsZ36U+rH/52ees93t379y4du3/8f/872rtfnyL16x+7a1Xcc761//yUOpLbv+eyWLz+Dy0VDwzKCjqpToRSRC7huoJA3+sTTA+RGKFdXqt34Ckgp83m/CS0JHhAIfyhw+1e4d1pOUUm/BbKdo1JGQR8tmVdWMldwS6OhqBVos7Ryr3ZbShFIyc+VBleevIcLkJmrWGy+6EqsU2q5abggQzAhQweR26XL6Syc27DREtBweQYV6zTrsO4bS7vrXmCXYb9SZRsfRBm1uQ3gfQS6bzNlM87DHSaYJLhX4GKGqpbgXCRqaKEIdnyxGjJggm+P/RRMMI4CICjIAIzCVJoccHQ9jvcLnd0ykfnk3L+JBgsWkP83Aq0gkcqnDYwk5oTZsM7SeqiQ78AdrZFRTO6oIeQiay123h0ofDC7WHH5MiSBSy4FgwvqgVJBwuXWLcqDe1mAwTz9JGjCTYytCG0QXwaihYPD4CIIxQ16n8vf4AiIvezJWA9EmmIWGhMyykynN4meOgdORsm6BG5/rlXVydYgNECvn8yGEHJkDSK2wIAE1sWFwbzfVO1QIFWGKlzQFDYIgxy5S7UJ36grcs9Dw9u81Cx5dJZeRpD0BhOVu4HXB4hR0rxids1PFgToaRXoUbCAY9c75ws97iOMad1eUQtkiFXAHVJv9aLpQ4+vkYIb9TlGyXOagZuPihquQ4qNZqhFNjW0dWHU2xBQa/RokQkR6hJYMiDn0eP9v47Tff+varr1CWUfXwmoA/cF+kKbOZnRBs5TZfTJz+wgd6gjpET1EAiY8EUwxpAS9aDX4m/hZRPdQFukDEa1RqZ5PV9FFyPbTRb4wZGGZTBYySs8VilJHwVcpd41Ly3tdXIHkvJLtH6ycfWjFjUNLriSik3a3dcq50dJK22fTt4Qi/Ok/AtZKIZi5PrS7r3tHe9vYOjIM//tNbX3z6gvaVM7036AaDkZPj0p07t//y3/8HnvXP3nlzr7KPmJaFboBUAZyuwIMY1dp03Jq0SiCuOP/65Nbg7LgrLbr3H9yolI+oRWjhPv/89K039Jxwvc4wHnPRFNHWcsFS0f3FX3x7545Ap85Pz6jS//xf/7/+p1/8y8+evbj7xmqujPtd5433jJX8gDjmvf0XWxvXKJ+w3KbhYek3a20KUc7RSnmw1A58EYXFaSOwiyk7jlNATWj1KTQ0dmu9UuYm5HFheF8oVJOpHC4YeN0xqcJ9X/BSFnPkgFc2tbC+0HRjshwhJJd9df16iNQbiKxaqzp3CZ/vvJyTbt1iWMBJPeRV8Szg/DB1u3N77TyZQQtwlrxgUNySxzj3QmFIZrHTQlnkIio9nT175bU3f/mrv/3p93+g0KL8vWCwd//h/Zu3yRHLPvmiJWiLcLao/hiYsflJdOYJC1YyRDz+dUp6n9nMYI4LG1muRlCVYW1dIRrsq+t83FADnRxbOhIKwjJkhXUIjelJYeyYtTpuVdJucAWFPMOE3+u1Vyrtra04fpOQwaDKw6hPXSaZnHmD+P8zBscyR/fFFy8oFtixqUxvd4eFjtXVgNab0RoMb9gBkKbNVidm7U+fJwNe0YYxTQNd4wRhuAj3HjIJWADkEYFrSiq8IxmWwtPhQGEIZyJ4QaemXCMh1eW28aOxhzmAAGTA27kYac3MJqtLa2FfcRlw6mn05KkDlU7FmGAo54sg6Nf4Ty9epDlVA77Bs2f5aNiAoJioEj4flkpUGeEoIAnWxgtyicQW1ek4Vc/OSl6PJRgMYXFHMc9dK6Y2yhGnDK+iJsMsmpmtBshH7AtgO1keutwO9FGsQ6FZjoV5LzQL29ubPShWQ8o9D7QkHtfXXzdxkaEqh4JFI4Chs8vuare6nLRg3thAEreK4IhPwioq14ZGo4oenNLbYiaNUKD+ohM06tSyCA5TQD9z+XGqDGcuU93abAFnNhjBx9Ro1v7kD37y7dOnx8eyxsuyUcDTJmqSRoi4a+g3wHCNegUjgxxuJ6mcHjt+K4vWgDkvA4xkqn7ntr/dbdFyVGoVaGpAHG/94JX/8Bdf4Y+aKdZj0ZV//E/+8Be/+IXNZJsMZyCugyQHNjZVLcAkwjSTqSRjUC8xdg66VgKdPIP2IL4aWSxyqbNu+vICHV29IWzdN38YP3hxhlgEwjvctdPTY64lBmSZHF6xErwL2t37d+7u7e1dpM/+wX/yJ95V98uLvbA3UK5XKGV16v50MOen4M3/8N2fGDPZ0/MzsL1er2Gw4FuvM5l6rqC1ShXRb4Nvw1p3uxD9MShJEW0H2ETxydc5uYAd13e79UFostP54Unyzt1tn8eTz6U8bidNHqXazZsufEdv34yUqhVW7eam9fKygCEv+D+iXYx32GOrq7qdnetPvnpCegn2+7jrPH/yfHXVx6hNeMDaTei1ckXB8AfG4mVCZGDFnyRPmN2UypLN+xJABL3pWSqJPLlLAgP56CbTGvCps3Fyfm53uqvNop2dMB6enFyGw248dPHYwUfw2YujrR3mfzgIocFS4CPCbmPF8PVZNGytWo2bVre1tc5piwRb+AhMoHWSmEyFD/Ch5fDK53PsAVyrAOERE/K4mK3u7OxgK+cPhk4vTkk8oTdBMHr3ru88eYbXM6XyoF/84Q9fMb/i5BQG2ao3IaH0gQayKbpCRg/okdD8+PPpkrSUB5MM94cLS0mbh1bO5fBAUmaKAm/HoDdj3WOzunO5otzt8K+xmI8Pz33I80GU2WxVEQXQ0lIbsZ2oGcHPKXMmSij5WuTM6MGHnflUyIuhnBv5RqdftG98z3X9xrX/+n//L+xBsbW4fnDrZ1ZKcUcKM2cHl/wE90GQP5eD05OzZvfa7mdfPL5xI+j19i/O6LBKHCVcVDwcXgeVDiX0Yj7ln7mdGTrq51PMm6kugDzyhQJdD0eMBvwVyHC+CIZDjDB4Fyxmcs8T0chXX399+66VPw7o+Pzp0QwbZTWMODNdjIvUplHd7NLyR3i48Hr4YXiJPCv+d2sLyxbDxuZaNpuB0cfJSAtFfDUY0IBhgc6i0Vv0uNv1Jjh8N3gHN+7eRJXAT4XFNc0hjSKXG7EOejyCVBLnLm8bciEAL00S3tK0ZzwIdGmQAp2QMCXpq2/KK6urTAqZKpkdNhkfTs0isWmGm2BxKkq1Ik47ULGn8ynlHvm/kWCIgxEzwv39g2wuxw7hSBPuzvOxza0l52ehWqgNaqxWtrZd5HfAWrVY6QSVTGhu370VX40COONxRPhisyOh+mJw+P33blqA/ebTdDYTjceRVfzzf/7PL7P53Zs3Ts8ubt++yxUnDqBWi+XCk/rymy/4iTa318GrUynkrrR5bhtxRlNaLLXNrAcNIoWFfC5ZHnAbEfeIEoHxShIGYnoucui6IPPQy+ZyR9p/efzt8xeYoqJcJKmmWu/AhsIFnzZYcNpmc/ZaIhHzeaHiSw0McBeMqSAmbSJfPzvv47zKkcRMu9OdIjiJRsN+P96Yi0qzwnWK1ZqMTleScuVKZ9BByWe0aSOrqsdPk5vX40/3n3B8A6F3ZApH5gVMwjlVbdwcovvv8zmx8e+ZjNyiQsQO8sfsyh9wcuIJfBDEFjWPWs07RUgDrCXYeyZiAmdUMRjf88qIpeDyZDRIKA7NEWr9HjFKFr3BrOa/QsIaTMTv9AVUOLWxYD799BRnRFKkIsEI/FES9FpN+dbNu3RJb7117Uc/fOPo8PTzz/Z/92Gam43VGQrCZYbeKoHA8yFxUsLPMr7BGJ+wMxFzwAitXKpfpjl8ypBQ6Ih5g3xgFi1VCZctjAbYoh1oABj+6/Aa4DLErUAYN4GD0OBTFCGNw7dKSTY6/vBWPakNaIm9frNaT7qUqd4e6EzatddMq1tr//X/5V+A55mtXIomr19qd+cwqV5/4w1fwMsglndHKhp7jN3I/8I44NtBUkSMzD3Hf2KuyNGDYyUmXXw2GiXOBXAQqn1+/aoIEL/OP/NA8HXnsSNS4tLmAuCe47ygzuVH4yuw+dGwoO2jMoKfAqAIWo2zBn9x0JhNRqBQPgXHhNmCp6uVRcSv843Er5jNPCXMso6ODhkm4Ce4s7MF45JmG8xoQIQe+aLA9dS/E+TJi4HV5uRdnl2c9ec9l88N5RH8uTKuEKTLQQChiOkiGeTEEJK+hYaXJTnpsZewLauz91CA9h0yruRffHEUJ5dtPMKQm8bpPHW+spGYzc5RpGbPc9yTkIUGMkmKIQD55WLSqFXktqhjYb4jpWKOiDMfXvXM4DGq9NpVNLSEaq6sR0w6bavDJMI3Gyk+/v1TldrocLmCETfeP4l1bjODy2vFT5oXD/pKSQzyjI38t/uQmoJPn57U+1U4oRfnlxAw6NESsTUutPRFXlUtQR/WTuH06zevMWqygJ9zDiKsQoas0M4qVVjGYKjTflsYr6FLxNmGu4He1uNqQ4kVckOivcaQQ2BGKZwO2FByodAM+FzIxLO5mUHTNxk6MNrJzykXq2RdUAvwfnkd7D0Gu7B0AKviCR32U6nzLpEtq5uhg4NCp4/pmwbYHy8mg5VFSRM7IdkRpd1oObE4zfxxPfOxQmdtJ/75Z19hnk+7RRQwEDo4CBAvV1hidbVcKTpc6Hx1hEIBPgmNZJ/Gfw6VDWRA7mYMJiPPhJ+IdcZpyJfkRqUhp9pi4IZdNZHNSzPWL2M4VCSLU39CwAW4A0vDLpSlAtsaR7k59HT13BdyQ3opVUurCfva6hY8nCfPvqk1hMbR5ux6fYEfvPve4eH+028PPR7buz947dtvv8XT1u8LoSCymW0L46RJ7ibhVDpsuEeUTj38ushfM1g4YLkAITuj3VIryXPQcW5iAc9NzvWO1I8jF9IZn5YJARlp7Cg2Mze2LONWNLM5jXMSAkDUtDigwR2Dm6dkGgjgxygOWyCOEhKx4ImQcMFZtrpBXa5uVod649zpQwjdJlT9xcHz5/tJFAper2RSi3kQW+7GjRt2/PKWnCm+HueuQoHgku/Ibcpe4IzmMhAmPHPUikxCWSoc1LpwLMK0FXKAzY7i24rJBV8KzhwfQ5xbV5IKFjGHC6cHc27xRag/lvAbB2xy5hEsVy4ZVI7s/HgcJZGQzwtByEQYUqjaxIWKYgfbB6HO5JkQA7kYUXGrpwQZ4zIvkdYjTkg0rnq75FAi76VG0D7fPzBY1VaHmdM3GPGjzpt6po12HxEYMLtb52p3mw38HCdLnaQj00F4qqFy7fa4QLhjPS6v0aa5ZJLcH1A/15p1HHjIB+CZenwunG2bPUS0w5g/ImRCGP7olaVcdmlYArkbcfRn9bHw+B8I2UbaO0HMhEkG2xXvAIvetrWxm/zkAF43jtvyUPr6afLe3Xl0NcyFncv27kZsaDa6IzHLWd9JVKtNmpd0LhuGXjYhms16cdE01porqyG9yoikIRaMBUj7g6wzHSOqHDUInBHUr2y+pK5JejPkTYF7YVQQ9i7Gbc5yMXnk9eBFiWYdPRLgrXM4A18BwMd2isKMO5MIQzbjZfoc5jVrhRQPqw1/WIi3Fd6oVsuV1YIfzssOBSMC1BGzGCz0ISZ2sMemWB2Pk6V6EXtF8lyOjrPXdsP1VlkeIgnXYchCQobV6aKq7MhtXyjI7Y1dyoPX3en8RV3uz8d9j8drw9ldLy5MhKGzJdF4Zn/ITynn9LirVQFziGpfFvK14+PK+ianIEcMhiVi5apVeHvphTcclC4aPdzyqb9NWmLQWcrwLbhzLAYDND43HGoXvR6mtBO7y0QiCGWgZTpFKssSYoeoybSaLD/+3SdUHzzMna0gpHrC5slZ96ENdbmwtwGYZIYClw5KH+bpHEVcYhwEkYgT8whQBoNe9FC06xCToWzwAkCOEysruXyK6XgX1F1rpCw1m0zgeVABqGzI9WaiDvACNstQQ+6K2UFizXLr5uZ5+pTqleOBThtrE44b9hhlJr6mnKqAfJyP7BEcjTAuddr1q5trwKcabRcZRqVQZa+iicKM/9GrO9RxHDFgxpgUQ6zkjfRKspLcZpWKx8tX4zJnbaH1oDxhhyNZZDdSbrPO+WeGHNzwdECcBUwxGC3zXmirYaCw2dnnPFf8zVljoFc8IjAIfsxOo87DZGEy48fxhROcQxAEkdqB11csFjjd+HY0Uhw88I+FAIyiCR9KHd/Lg5UGTBYeLy8UciJ6DD4S6x/flwkJtha3xuExKBc6PFhR4HMiUgAzsVQqq3Kzw5XlBH1V4fY1QDcOHZKIKhgarJWgy8U8Gb8pRs48lGq5AgOEecLa6jraCRYinSQzbchYLFae4aTfJcmvR2GuxMNUKtRyDO1WV8NcfYww+RubcehwDHGxc+aQ68k9jwO77lmtVTfrtOUiQKspEI6Q6ciff+X19WymgMFaf9x+7c17OAF5Aja6jOFybHIa9DZDC2J9rr0ZZ0Jh+PZp5s0fbukchr39yq2b7iKgUGP4xfnJo4cb6+vrF+lzETqgZ4fgt6s2mHE6QppoSmcy7Zok1/sMpa9ye1XEwmoMCqRyclsIzqjEyb/hrfPjs6YFDq/k6J2gDOUG1moBLxoahRSIBNUKw8lBEmYMGdYUFIRtg/MQusmdxlHNWuR2wrcT3/dyoxTE9QDi16TPGUqdz21zdHTEMU/kJjHkTo+O2TZ8UMJN1Ay6J/CMZhHizEoFlK2XFy1IgCRHs/8Zgig12Lz3xjKMY7Xo5kGf1ExwaXYEuZvXwSlMhR2JxHBV5I+QwMfq5vXRMhBeSL0K4s8tRKklJJPqhQgH1YkwCNoNJRN3mm4eitkAzsWgzeowQiEBqoHmhLt40G6bNGfHBx2PX9rZWYE/zg+SLXapnrKFi3/0H73Lin/y5MnzlxSSATM5tJCq5gvUqPJAehgBTZy3WrBjnfw2SD1ZwEui+BZYSxzf2N2BHmexmsvotR12mxlawbgPFqtRuZw4KSFmEd4qvb5IZEusmm7evgvy+uTxCwuinRF22ahTldyETBvhy2JODEZDa1bIFoBXV+Mrb73x+ldffcW2rjeFDNkdcFEOmwcMiPmORco0jkU6WRi/bDZSpJg9c1lSasPdwPqdK43PA/2P5Qx6AsuLt8xNJ5pbtZjUsFjYw0y+4QvScYWDen/AzZVPOC5GifQ4VDc8CnFsLUShw5EFl29pWULtIamEV0KNgCMpZw1jLtAxSHdQVGADsbs4FzhNfD4fYAozkcliDJkKArjUBUGE8DyByolZPDtOELMpM6DLMCLhQ3P3QpDGXPUyXQzFraUC6sUB/pwEaQyMODGRaE4S4KJQyKmNC8ZRFoe6A9y4BBzqEw4DP5hVJRgKHLCSul7rEOD78NUHHCiVeokfmCoU1gR1GieF02epV7vNboNZ0mIyt9nNt3e3IY0Rmk7YbZu8jiWMAQFnYzjNm2AUnq9lGHOyvWHvPX22d/vubjAUZuECB1DIV1uDvaPau4aJL+ys1Yus++FMCrpt3KtiAuqEhj0/OzgLRfUnZxeRRGRj1d7rMLGdwBhlpIdHHV0fHv4Gu/7w/IXeoivkxg4Tpd2I5wnybzMrmYIxrXFYvZxuOM8qsaJABsvZvABPgZk7Bt/CJ3OxRP/PyJA3zB/nRNe7PZpMWkASDjsKEfJvCE6mixszIUC+qlQj6YOFTjUEBQWboBYrAOzzMidvbRAYZ8RupNWfB6NwySX0JDxcM/pm3hp1Kr3/aOLG1qbeQm4Kt49aDNCBErpZk/n9hClPhQM9yTczrhsEqrROnEG2Ca0jrQ0eJFh/Md1QMCWFNMOuY+2Ss2TETAUAoNvGLQv4gBdEmcOljtkT+CXtBgUnpTh1L9M8RBU4bY7UA/zvuXDmRDkxGGUmBAsDEYqQ0av780EsjtLGzqI8PKkyPIEIkNj053Llg4N9SgMULcGQGAORKcgovttCrjvZXDOUirluv4s9J1AoS5vjFWI2657jp1btdVrwXwesdGh/zKGg8yORqFaExhEeHv8LOZe6bHPNHY4mcB/7+ONPocltboYE3UihJ08H2xvcT+gEoVyyc9rGDobIBQrXUfd351/90R/9EKdpf8gDx5F2iIpj3BlHE2GUN198+g0XO7AaklmGLFQBjfaolWE4ckE2JLMzLmSeEsAW8yTCuEAr8vmK3+OguGfrAR+yk6lt6BRQMVBBsJ95Dtz/INdoLqjRKCI4LyA+8l7YjDA46MiEvFUAH7wLvqyaV8D/IniFxM0vQhvlK/Ctebmoe+giVDpYpxATTNoJ4SnIk1BPIK8Wpm98QXIbhaWLaDdIUxF/qRngwI4BsafNbfdGVqNYeXwOukUrSm+OCSHSmDPHJUAxX8wlDHHoE6NujaVChAYm4xg2xaJ2gBPUB7T6xcOuw6P+/LPH3//B97hbvn68t7EV5gcWP96UskMJUQ/skH/gpoJVXq9iF3KJrsuistMBQl2RkU9NYNGI5DoIpL3eBLsIbiqPT0FCDqYatKaUdS8PUqMBVlbQ0aGjsP4Upqke7NCPJm6hJg2Vc5T6BVyD9EG1Dvd7dAwyp4xRY25WO2a9MR5FPjg6Ozu78+otX8jz7JTUU9vN217N0oAfKbg6lHWdasHY2WJUk8/ICYLHxJzEGeZGJpXFxgmNOAICH7vUTCHAJUCHjmsFpa/bR46M1WRpoZwnsUNF42AUAuEWVRW2sJMZEBSMBshdbblJXQq1Bkof0Ho4aoBTCgjPcOnaboCdiUMhxTwH4mQ6g9VPxh8XN0cqbiTc2JgamY2qy3wNsn0mV4FCw4thLaJ55Z0ymuE3K2BU0rsQOD3A9QzDHwWGPH0NVjRi4SJWAd0E/q81a8CzbCQqUipZfIa4/YQe5Ip9QTUBtZh6kuaSr0C0Cqojfg/30HgqLg/Bu1HOZUL7iPEbzIAaMGigYfGJNMGzYp5ABEkbhzSyODsnyJTU2QqPiAUGhYyTCJLCAEKJWoGwEAeRo7Mkm3n3tg3THX6DwAf7PQeOmBj7MnmcjThSeafwC7FmhPJIm8YXAVeHaYOB/dZmxO7wAGl9/OnjRhOJqpPEwHK+5rJYVFgMQNXGQ7rDsEV4jfCK+wYcLjKk6XBuctxAqvJ7g9989Xxlm1Qzk0KNHQon7AyzAwYQZF6xQhh8MNmxiPBONRJoqgs0Pk7siRtimUHVxSUJiwRDC1eVJcAsdwlIhvBQ4KlRL9BvKpaCdsHFSoU/wHpxQDksLLAgOOjheoMC8EA4EUSgK0cfnGt+P3uNE5BKjb+II0BiQ1cFPxVWHYskEITmHMMJluNV6s1IkaCb4Hxh7ZpMOmOzRlvDMqCP4zRnVM59oUP34ocP5MW2xcArFzkQY17PMECKJymD1SZt4Xg6jcYjZLZR7RCs3O+KpCMqXP75yuhSiq1F7R5VbDXcm5DdKherJR5ZLLHCJfbNt08QeK6uBU+OyZO3clXy83D8PHrtxo3b1zHNgNXKgIB01kyBfJsWdJcymAfufkul0+Ig9Gg2XLRrVH06JPcQKrCQJrMcHDpVyLj9QtTDs+Ke4cXwtfA7xWoB/yKb0d5tyn4vlwx3KIQiN3UNfaw36BGkDpFIW8TjfKGRGAmgNYbDy3CBey7oi17hU/Q0InPR6/A4ODpJ5jBov/fodWjS9Hz4+NE8UIhyEnOrczbH1xMWBx5oeipMyA4Y5tMSQqbAOQirIcSeeNdiqqXVKMwmHdxbzmy6Dxh4zJlp5ID3qF25nRh0g7NerUJVKduKBGJBf4T9CfzNMAknHJtFy3SFA6JdG0hT5f/2f/Nf3Ni9D24CK4mgZOLDESMwy+FRs1zQgOG3ejUX0GPukM1cerxOdhFebFQo7GeqId6pqL9UGkI++EY0txSwRp2OGcfqSox5gUdkr2rBrT1ecv6seNi2OMnacNKJ1RxcXg6BuJmuXt3tjFaE/JFFzHyHWSQmumKsQOOgmXrDTuhAVDSkLXCWwTIkJiAY8eC9dZm54KjAsxgUjXWIMz0uhrP5lOWAOcfONQtfkO+IQpkGB/81SmusBDl1USK5fH6qZiwYWWwsVGp7xAg6kxFRGU7QTq8vncGgKWkwqCIh0puVjBlC/kCnCoOZL0okOEoTURmzTJjC0Ye0Kx2TwjBqj+Y96duvnlzfvOa0G2DW49bP5czbEb6G07HFqitW8ozYzXh12GETwD7knpOIjVtfXWM1rsVir9y/e3v3msNCPhBEb/XmZtzK0JNgRPouWkIVKimo36Cz826vyzQBri0gVz7Padxkn0Pb5foCBQA74GjgyikUs+VKiTuf38nfNGW8XGptWg/OIB5O+UJY9b319ubWzla1WXv2/OjgMOV2uyqlAhAD/E6iSDk4uJHZOesoEX1uZa0ku6zBbm1cy8lTWaVbmqPeVe0C9qseiwQoFvkCx9gosY52VgN9qNlvga4zfuPgp1148YROu8eHicD9dlvrg4bGpqoOy51p0+jWGhxaZ9h4mrm49+odHPh+//GnnDUrsUAlXyc6HqwNlPH07BgaLFCzxqzCMuCrg9qj799EU8rPCqwyGSxovs1qo1PrnHaWrSIlMNAI9bWhSdWwmOAMhG0YKnoy+X7wzo2wz2aUrO1c163zl8+bCc9W47KtneHWJLUKc5KUBVCqXsAJl8cotXpKs2aGTsSqkombZlavmhbrpGLiNDUo4lYyNhnYs2qzDFRSarkM9m5NYs7jIaGsVRn163Bny6U8lEvqsWyOdoSfSjfXSVWcbYATQXfIRdGanWT0SLpWoYKTMswSnCC46eFKaTQTLpZqp4LBJGR7bJ7p9DhW6KcKRLyOVSFPSBqpVVPFk0/20gd53dKqVpli0QQyhGJyooBJSqJLTVp0Rh/96nfPvtyrF3qXF7XFRD/pKUkMNagsnSbXAJI7qVRo44DEXYbVB0wjjh/0GiwsqHV0YfS6MxWoi4qAXHJDJlMuqClt+ebWaqWSJbOvK5drtQzeX3a7Fjn8nEGTMMilcFWiScIjFZNe6kfscM/PM98+yXAR1aoNTiILpPXxEDE+yAlO7sVm+vnZk+h2aO2apzvpofTEGNXldSqUC0ZuXIxoN2m48DvCDmDv5RFn5NbWGgI28r1hT+oNhjb2aSpVfwxx3sTF153MvZGY1RvALWyMLQcAjkmDvLrV7+A0RO5neDURSqyRHZuvNN565z1qQxBEXJZ4EemjTLM06zdoo/FfNXFmoe0BEraY1MV0X4t3xWC5wE/VaCpncJLuImxH+YvJCnw2MF26XSoRvlijKXrkVrtrMmLcMGk15/fv7dzZvcn8n8j60uXZF5988OLbL86Onn379eOT/Wfl3MVo0GRiGIlYfD7mL2OtZkH+UrVWNJkxWdTz5KkC7t66YzY4v/j05MWTw2wqw7mO1KdWL6DO+MF7b1Ub0t7LFB7ITpeNoA34eHiiYOnK3SUPe7fftd1/NXZ4dvps72RlJQbxgb3Mkixnhfp+IkNVpcomkVHHdE9MZVttdaXYgO6qwhZ6Nk+fZ0NhP8G1zLGorwx6knPgTkmIhQHP6V1Z0tAEHG4LZtX8BkjHKPChWNJ5TifClHZlLcaRSTWi1CnKjTJW45POkHSQQqFIMwSo1Kg16bswUKqXO1Sv7eY0GDKfnZ1wLzHCMdnNriWhtozNrU4x+xhSsXZbOGwsMpfDcMhF588wrFHvRmN2Ao5gnpMA6vAaM8W8ek6bbSiXO5tx3UJtUc11cKHPTzLnySp2CexSTK/L5ZrOqsW1gRkebYWJ25ixpEnn1MF+tbYaTcLCpvNUuSzBKNIrzV/8vvjgTmSkmHXbGJBMtXY1Py912unJAexiYCcmlNDOgd8A/Jkw8pNfXqY6HdYkclH9AiYJTh04Tas1w86Q3hLpClQEJmrcdfgsUrIyA+JfKRHFmFZohFvDIcGo9JAKJqzUjUC3+Haj/sSsqoEaZd5r6knB3IgFhrlzqOyzmF/NKKhWLONhCxjVF/E4/TlXuEmFZ/iMoCkFRboeB3zy5npylXuJMuTiNOn0kEjb4weH9qvRzrCjoCxhttZodJlLU9REg4HDg5dIbewOC47RtI8Kqhs+mWC0UVGJ0TelKZOX0YgLBohBKBRI+9XrRifHIhQTyi0dUPI8/+prN8HV+To//uFPP/ztR199lb53dxWmgy8ozEha3T72kbQJ1Plc+8CBUC0YB9A64RLL9cW/8jeHjj7IWNYH35jBPU0faTeUIaCGF6k0pRacQmjUnT759TV6LqPNEhYn0QIY5ezsAgOSX/7yV4Brq9E4jvXQQIYyWBI+TnSiCxBfkFRwM35dr5qhuKMYhMaFMT8jPb47TyARj3/ydQaDIGIpKIJwsKTDmk0RXi3D4WgD2wVSFUOz+/ceAO788m/+loHFn/7D+4mVyHTqBy9oY4eoxUN02UPu24HwB5efAYfwStORpafDMkyNiS8FB00Zcw27jRZNRZFLrQyQT6Vpt5p7oyEkF2QOBgjgCwnJT6tRQ+/s9jhTF0lKOezFqbgN/BDg72DwaogJSosFA3jQhkUE0sQSstMQVTWfB/UohYRZpC0a6WJ0vEuP28XBfHFxQjwJI4bnz3uvvOZhlqtSV8X3qyHBoqqQbLNhq0M/1TYaNXizcEWEg96rAAUZF1rOArAD6hauGh5rOs0sTZgK8/XJY2Oh03OWugXOPJzttzZX8rks/ItqpRcJaThZLDYrctnJpHdxcUpFypeajFGDSPUKnlEcCkySAIrh+EVy+TQXxXTW05pVgxngiqFcqehV+lgoIQyC5G7A521BmydPk4QfgAOjbThd6PpypbrUjceRFT11EQE18KxwSuaxUllB6hTcGpXG4bDMMVIaDBj4kaVFpKqS9BWNyKWTkRXoGLxpyIAhuKJXzvFnmSrrRiOaHYioBIpDNw77ApVS8+xY1muATrzAws16pSMvQzEPL3w4XzC/4v+mKkYUpCci6AJw1WAQLmBzhMUqYggmgllP0OmSA4F3KExH6eSnvYXSpBLRbEi2YL0LQgvzMA2a2oYMP48xgJJHjem+jiwr+KRUdFgN0EfijkFOOXGdvHgkT2Z3t53nxBh2p9Ggm+E6I6OJatGhaZSgCQMyWNKpPDmMgP96E/x0/jO5xOKEYi9hPMFwRMFhDSbZE3R3/Bc55UrFNoegPxgmqZWtwomLLXc2Swutp/kFX4V7+2/+/M9fe+3N3Rv32JbQLsDJdq6voHLoyA0NIIYGu2Ex30LvRMOiw3qP0kvmpBHVe6c14CAGdwG7YTzj9wXI/wCzaDWqGL0RnjTsdgm0R9VTqTTj8RBfnJc46KKBrqC+hcpOrjl4O0XYwwd3v33yTI/StMf0BHkHr543q/Z48TmUiOwzI6CCnNDBSVlXqS0IxX358uVPVn5EJevxE9+oTVdrDrsVc+eQ38cDjkXCuXQqHBYht0QhPX96wezz+nU3lHhfUAw++FQU89BROMK4LFnw7Fg2PGcQP6P4X2EYYVhb457SlXJVzjrIqTgjrkQRJLvGM0a8aLcttOXUX3S7Dx6sMHjG04W5I6gIy2wlFmfd1qtVaEiA9Pw2liWFFfc/XSv/yldYMqvqdmnz+UjMcQhOsZs0gMRwENRCdAmUpVQizwCEg+TMKQI0xV/sag4bAmzdXjA3Me5ivBFZoavk3Sz1hj6bkx+DL1os9ji+UQRidnAFXarZGINBirWoU+maDfih4q1TTzKIaTfqILTRSCifywFT1+v4SeIswg0zZ+jAJCOXH7k8XavdLTHJEoNrto/k9kjZXLdW2/f5bFxHXEF8BhADvGd5uQyu8NWR1ExDLbBuaVhwmzNAi86CJKthu7CW+EUrExqL2uV3XU2nkL4Q8i0WNruIXj0UCLPg+OTRgAJbnUGnd/26f4EByAKc0kEQWL/NHsOlE/WqfmN7U2Y4h6+mhaQENPlg6cJ3GJc5qjS70fzKfdyE54i1+Jxra6tPnl/4I9BLlr1RT2+2IGZbIpBWqUkI4CeH9AGRHmoa9EeE3tzJ/Cf2rRh3zyAZ8pr4EQVqN1EsSAD65skR8t9YKMwJWyRGHVwOI3JpyPAMCiA4FHge0Ky4tIVLJ03pjCOMRoVWk2IcExOtyjjnwFnSHRsa1aZgIpEhiTR+MoRmM+ihCpPYNqHVFfYpBDDOU7BGvg80D7BjcbIwjBKiRgxypZ6ij2iHoQmyJxZ5qyVTKrIY4FVyvEbC1KhGYFTGk0jbnz17dv/eKz/64U8++OBDUC4TkPhwABwpqgDViKONcN1OJ8vChU7OIcjzF2EEV6p88lSYvLGOkJ/jkgl6ibPaoN+1MmQmqqAnvg47zQQgbDazkgXiOySAt0GX5PdS5uxvJNbpls+OT5CRVksN5OZ2hx2+UAYjzakUjXvozxuVJoE0gy48YHEi8GRZgcmkjP0xQwRuqePjQ85FCp+Tw/TuzjZf8OTogJXPqgayaNaJn3aGQpHz5Gku3x0vxb0CwZAhM+uZiRK1Ek0lW4xtzwfmX/lfakC+ApMR9LB3blCdtfZfHNbqo2VkCXc7eXk2mvbZI5wgiEpMZtxAmV4qAqAkTA0GfMyB3uFgseF7xqrgLGDH8e34mmz+774FgFY+3wGjdHuNaEwQWmKNB5LMnEMkKsIU5qtDPmU+7vTY8dbBbvHaNeYZIsmCp8nJgXc1zAlmEgzL7ByhLDydjuMQZ4VCtnHjxtpsnMPCHNY92snvviu/gRTAfLaFodywOzcoh5x84mKZ41Hjxoejwu/kpOdYDVkwzOBhHR8XQI+u3/KnLss4a1Bc8BGAZIRdOwPLlsBCmPhUah02JLpqntve3uXmzQhHgFzvsfoZXwEd1duzYrW8CqEIB94+4Rn4vvcZJuAno4eohF/pnHILYzsuUoyo2DJLDeb4CwXqcRhZBIZAs2IdM9xgBUOIAstjEs+RPJ8y++W7CM1FNp+jh8FYhr4GGIwpKfbktKHRYKSBk1Glhad3OJJg0Hx2dvn48QUjXHYFoTxkDs0UCO/UyNTxEwLm6mECgwRmxI09ZtcSDIW+kw+ppK1CWnv1l5gaw4/RqLoLAl7o0/kb/48JLDqEGwhvGdHDI0LRAJAm2OhALUyOAZ6nNEg6zML0Wm4GwR2W5+y3njTDY3zhc4d0akuvUwb1JEmE66Ah1yr5Clx9m9nExPIylYG7R/VHRjaVI6c/5BfaKsSDvCCNmhkNg0ZxlUEHlru1dmug1YoYFRB5Pj2WXmtrCcy8Y7EVOkHK/u1NIx8M54UbN269+cb3SD158vgldbKB4Suvj1ONa8kK6mmFGURl8V1NRPEF6UsU6nVmdZpAKEJ1Cimw15HZSvjqUdaRD4gknPOLE3Alvup1eylhyG6EQcHJh9cum/9kr9Sw1ti9F+fnvU6HkhsKB8EBYGEccd0+pB0xZTXogt16Tym1rRY832ahKDXDotWdk8UeCgXRil2czXavcWyjnyZJuM/+bsxnROnwveAdkzqD2BTLv3gsIs/qtPG8PjpBSEPcW2LULqxiKAo07EP2i3jRlFVI/UXCogw2vL6yxZ2Ebx1nA0ThL774AhoQT4DdTUnLD84+H4w6A6WYGrCJcHxlOrn3/BSoxeMyjIcDAF2+svBUVuDOzlPiHyAd8RIlWJp+fxCHxWmniXIWzJtKEyRGTRPLF2p3dZz68GeqdeCQJjpQurs+P8IcsACVbo4M2asfADukNpcsZSFnFRuYCo66gB+DG4zlS03CycSIgqMIKBjm5VSeWwzK5EnH7xfYUre3fPBgg6OHISXzM64pTnE9o7VWCysqu0Pp8xMO1aUdBZVhBArtLBRxwdFUKCpW65L4Lb67eJYc2AOJmCBnBR6x87wydpgh50xQB9scGgRbbqeDk5i9xrWDShimA5N8kZ0iD3DIBmTmnuTOoXqGbdEatDiq9jMkFGIwJwI3gLE9fn/yLM0fr9a5drQ8dCpeOi6RFtnvnp3lQVJo3shvgrBsE07etJTNzEXz9s2gy+Z/8TJ1dPiC1GCkgDxGnpggh/CCIKDAfIfpw2yTIZ/UbY+bvQG8RpSLvGAOa6BmE8QqKkDMOriUWDeDnojKYrJv8cMHkRIreB2rLy8rFqvC4bYyY9Ga9TXS5rAnMCosHGHTBdbj4CyjAVWLGY8JpHO8FmzwcEBczhSYaiDaubF1i2/a6wx4NaJKVeJ/jcf9fGNtA5IhxWcmWzUZ+NYFpv30fSxNRCzARuipF+Q0oG3rUC0aQUlhQHMl0gNzdiH+YyAqekyVhr0BFwAmEvchDSxuqCDwrPwvv/j6zTff5veEQ17B7p4O6fZZvlRYVAQ+n5+TjVfDxsAAgpGWwySZ7bDOBK8u6Pe/eL7HbUYBxGULk0W4oQmW7lVYGs2/QsnEDjOlWrkSjaysJhIogvGt3Nhwl/P1xejYZXcwXcKTwed1kqTnttq3tnwYRDAsrNTLGHYzEIHuRbIbbaDT45hK8MkJPivci9w8PT7mIfIcsC0PhwP4AEWjUYgDNMuU2Ig4E7EEvwKBDdOt8JZ/NO9/ZxiH3wdX7BRbVWpdgXhMUGtwB8BMYTHzoi0WYevGaB9Tef7V7wleu77DykRKIqYD2M8NhxaHGNgD3MBtp4ThV2h/YCjxs3Ok4k/BF/+uHeAfaBT5Z4ICYaywdK0+O/UH7+uqBuGNk5tArYYNurbfG4JVlBBIc41DRhCE56USZg+XFbaNjCjYeCA61OR25mkCXNHBVhEkb+zB212KLosJMlK5Uetxaff7zxlEAaQBLvG9rVbX5sb88rCGFRdyJ6JYYEmAN/GNOTXJn2EGAuGxXu/duBFoJBtEcUNH4e7yepzoiDlZxMbBcBUntfFs+9rWxWmq2RwL7hY7W632e13Xdk0HF0lEXCiF+HpgIVSPuJbTNXEqccXwQHlM2HknViPIV3vMUTF2JJ0dNQ9VY61tNCO/QRmN8yg1w8DndtG58pQhdYva6Wpli59/wcxZKAX4TyxrtEhWmwbaBmPuOnIeZFpyFXheGGD0pSffFn0elc/vstlJAR/zc9istDRUm2OsLyDgDTtk91GpmwfzMXNhLJ4WMxFzhjwZFYd4kYyW6XjUk6snRGNF14bVuFgunO+kwtgdbpkrUqZ9XppsU7efck2tt0LzEl0Fjxo6Afvk6vPMFXqcgQTpldoHLS2rnMgJQJxCZql8TZm6SAN3cuXyw1ISO7y4CfLmFVzO5GwBOTEhKxfZ54RoifOOPhaShvD1mZP1oEaGVq009l+O0QhsrPsR97D5YeNSP3EfuFEXjmcelx+g3mSwTEYzo0Z/cnhpMKh3r9/89d/86tVXX42GgwcHL+uNCucjb5/Px1TCbHLAL0BBDVyKwEdrZGToBItBP8KbhVrFRsLqEH00ci8KeNAvRgy8I0Aw2iCyAxnr8oSQocjWDpQ7TgdkC526HI36M8kyNNlHjx58/PHX09kQF03nVIzF8Iigyco2y8ArBqWJ2xFiFScYjSRnATPXTkfInBkJr8SXVOFYM1Dq1/o91L1YBsBYhbN0mUwdH77/6quv3Ll5C+/Py2aS1EWWEAw8rn9mS/wzjTlIB/+A2bpKNQXMHwolEe02aQ4E3iSgP3FXQ3VptWHoGv74j3+2f/SCXDnqMpypIKS12sTesRzVNq4Um+MyVfb7bbvXdk5PT7EuY5FQELCDeEqcCGwjli6E1CtIDsbhcFwuCV6USc+xi68mdBhqVOIxBajAX9xITEvYEJBlKdqvagmbuLQN3IIc6qgmxQlE4a7VMW2ZUS/F4wmOllSqwP2F9/vlZWl1VbSFHCh8f2oP7jdYYZVSD3UC9w8xklhoIMIFeD4+Ljk9UrHCHFsoqK8IklNcqlmoDqdPURU2EkQY08bTTNWqME9XSfjhcjOzfSmQAdans2q55rYbST3cXgu2GkB7ba/TAZbLkZZDFt/qfHdq2CyqjcRqfzCt1ioKICRuaZEcqegNlvgN4p4k6pfREDceUQtOF0F/gLcPBkMKC9eU3Y7pMzwWmc/JUxasSoWCxwp6op/M4laV0WrBpIxjy856EkyYFhW32JbThcVmZxPi5s5xCGLKHyQSo14aQFuSbfB+F1TfoaCX51XHSXsibW9HYE/SENKH85vZe7xFoDi7yP+jZVac5dF9hpCs5jIyrptA0BepIabJqqlksoE1qMcQksmAXWipekgDYt7Bum8Kq1gNPTyEdgp9xvWAOyjJcLaRsTMZC6M6TgLKrkZFkjrSR629v/cHrxBi4/H4mG5yX2EoTiPAl2SFUXuD5vI0lJwtmI75Q8PBpfh2UHTrsF8pW7xwzXjjpWLl9TdepVCnINp/figsaLXqR49u87I++uhpIu6BMNqoq0Qd1AXVhTtK8o+dfC1yDCE3ukCkPd5xpYjBqdvvh0gqjmOF4uTkdGVlFcYaIh9iERQKerspdCx2BYoLofgaUmW4KT8ZE5I8ztu8devW/t7LTr3n93pCIaxitC9evHj06Nb+4T5zRMb1gAXYGRO4ROqqkoaJXFjBQljCp4CNQjIrYhl2L6fv1tYWshFWwqjfZ1WQznJ62tnZclEQ7e+fX7u25vG4nz59erC3/9r335ClDgAw+4iPBAWYD88G5kFd9fM8Sf6aseV4pPAg+S3Y2/BzVYvNW7duUxdkspflArLrJtXfdCGCKketYTSKeAxell2Bs0Or810+IBuEzdJuU9O5+QrIf3ie/MUTo37nCbPHbU7H5g6JhGo6ERYDAsKrP4ImYiDgFb1RD1kNghSmeXBO+AOACFCSo/EVTBGAMVxODy8ynyeod8xP3qzLXpcX60gYpc+eXDisjgf376EnYn4M4/Dg4IS3K25abmmcwOcsMlzRFNgWUcUQzsg5yrc/OSnxU6EvjEbF1Y0LFd0UH44KioKC38AjY+Vx0ABQAYvsXN+i46KCpuaHo8rtwYHHzc75alAyUdbxvLDmefX+w1IOa/bRmGtjRJfrwUatkB1j+Za5JBBVGQ0FE/GV773++qMHjx7ee/j97z26eX17c2X97o01r1uJ0LZWrBImBgF+/0UFa8p4LFaryTYrFMAmwB51DZWRL+CgjefZlUtVBuJ9Rv35MjlUkz66g0mt1XUGIg5/wBeJW51uDm0OBRilGFdQfuNw1KoM7DrJb2fWviCGLZsS4BZNFjczfQTwO+tNcEAUgrOAZzTL8TtFOdgv845ojIbRlcmjVpQYxXMWUABUarh9MYEAQeiazCQaoRRUR0O4QwWRzBlY+GIUyOnW4WjQEHbeBWUc+6NC25M6GOG122lIXo82GFSvrOkCu/ScSs4jDmg+G/UEf9FhQspk5bKIAfOwD2F5VKrtvRdFRjyJ+Go4GBZkGEQ1SsXxURrbGObhRsYrgTBnJvU8RyFjeQBRaDNE5Ab9FpbHZ5+cfPv1IXVQudDlj9PSg4FRe5KSAPrNdkV4Ru1D/3lwdMR9A61t//CQkhvrh3A0DrBNu0cweiAU4DtQ+oJbgWiDDnAQgIDS8KFNqtVatI104GtrcfjUgFAtytr+qFwtR2PheEIPozG64oHEjQYPNyGaE9TxQZqXKZ6uVW/A63A5qP5WV70sUfpZprDkyu3tNVkGhXxnNWHh6KFvj0S8OLvwG3hKbEJGFbdu3Ab9Meutm6vbsBsdFhd7QdxklOY4VlHSLJWtVp9WFEiPTcGQkn0bj8d4+Ti4Q2FgN7GlifZlh/MPLBJOFs44anCumUplwng6FoGxaWYXIxvHahyCI5gz8jPWTyZfxwFl76Dckod8ME7PfClvsbO0HERvFottn8fETIq/1e12nZGsuH+0Kr7qHLMHrZKhLfxWNiFiLEivIHIO65TeiR5lZzN4tH/icNi5ddlpf/kXz/6z/+xH3/veNrdFMICJcFR4q4J49gXuSFu1traWucjz6VlPrHeeHRg+hRUzfB7Wjd1b2dwltlP8Zo4PmLD8wIhkeVLkSPB2wf/HECQIlwWAgG8r9y7OuwaNtLuTsFlchUJe8IMk0CP4EYBwbYtFE9pgBo1xex0NAXMdscdwH8YjuQSc3FObUVsBPTLXY1wmhOXsLb7pm6++CYOQ5gImCnUBLAb6QN4KtNpUkmEEZ/ZwZ2f16ChJ1i1HQCaTBc+XliPWIhmlJEIujQrK5lazCuSLHSU0fBoo9L9Men73uw+FJeZogE01OixUacgRROnPUc0gVbQgTJUEOCrexRKTD/FwoIOwVnjfHHnYq9EcUnrA++SQjcXc3OeM4GDyBaAjLZi02xAg0cbydbA86TaEuZ0D33ptEQGsTi+trweIoiRqkR/RbJGYQpcryIKb9gD/bGD8ajYDzYSayGzAG6lCWaGyDFue1wjIlUwW+KBerwnPK0DBPnHSIvNHBWS09zzF89ncWGEOxQ6EI0/ZxfaGMML/AsSyk3j7wx6rgkOnq1OeI0Z+5423qR3OTv4dpQUzla2NyN5erlNP7+5upho50BC880hrFynpCiy5e/RcdLx0fHw2djt8U8guoFdIMXn5QDE2lGoWS0+gTMwZUUaJthmMg1kVxkKVeq2n79Gf8gxh64J50kYhyLE5Y4g1l1qhaOLhQ0UF0+d+pnBkWXIfYbuZy2cQFROEg8sYzJzbN2+g5jDj/T+ZsFejUSI82wUI+bmux6nhIZCDB7DNyKNVan/56Vevv/29999/H7CKLD3AUQpeu515+axK5E4bfrSR5Ceez7VreHf44cGw1EORaColll/nQixv/VKQOOlP2SM4ERkMIEpX6LJSubJi5arj11mHfBGuSAhsrBnwGhYYjfMP3nuNuiwURu/foPXmZ+QO5jOwnns9yMgAH4gXRqJg4T4ToRcKjk8xhB51+ZbkcxoAESn2Xn10h6ns3GgHRmJACBuHofxKbIWFEovFScI+PCr99X/4uz/8w592BV7I/keGJ4BvCC6sy0alFsS7Rg9spLXR9mFle1WccOEMBhW+CERTPCEZ3cA558PNZ5ZyuYJ8FSk3K4EqwGAUZOlGq0OpIgLc8ZawzkYyw96UUX/JeF2pnDDhc1Go2eCuzRlN42VymUtRG9AQBSNGlGzVCvLfeTRs36CXWAm8PNg7Py/2qnNPbFTJd86P8nQNz7/O8SgRjQNZ48YPyRfcVW50/vBnf4+hHXI6cpTPm9g6YkFPZ4ovvXagAeVibGOkQSUAHndgiknIL20ZISUvFNGrKpEYv/vWmz//+c///H/6dz3iugH5OUmIYEZ1Npl3hpLTS5a8jJEs5AaqbBQfbHkuIrBfLgHR6QHAMAimYqa/s1sr1fzxaTXit3KWkUpuMGHb7Wj1KWUaO7ur/JH9F7kYpPNAULsw7z09xPqKU4Wvg+MwRFdaPzoRuHTM84Ga2CqJhH11lVaXlTFAldzotZFCsCjHYwc+4ZzsFINE/RiMKrk7rzX7Y6oTjHjE7BrDb32j2r/SoUlHh2m3y3xzdxc8LHuZIX0Y51+uAK53bmne9RQVjPD1lTr1ls3o+PA3v6UM/sd/9tNsLn2wf8Qr4IjHBnIg9zAn1OC1W6oA9c51E9YUV34Qmd0Ii4UZoyCIN1hI2yxdSozFdGCkhcEcSLGsFKuJ+DpJSKwlPqQCOcQVnE69gCST0wHfPO48GETiL8BYaXGRSmJzxE7I5vNX2kEVJR6521E/yUIjNFSWhanZqeN5j101NQXccObNmVzJQ9FstxeKVeSkwORc8IxyIANjZtWq11jxIL8Gw7TXGl4cp15/+L1PPvnkquxl8RjqFRhl1CxaJ+Uhj4Rey2jc3N6hxgfn44GryY2dzXDN2d5O5C4z+BjYnJjGChnS+FJgJSq1nqqByVcsECi2Zcwl+UXePpM4Rsn0e3jGnadyG6tRlNpXl+s8Eo+VyqBaKOKM/FnqSVYFRR9jQS4o2ARKi1Nvp3Tnb4eZnsDlsaGC5EHBi6pVKFZxlbfOJ5JJx4kLc2rJbImQGhxhEDykLkrXdyLlM+mLz7/hpOcmxKAO/gnIBcAb9y7zSPLnJsQEWQy+gI0hDD84tS7/4HCheBkcH1/QrcELpN8Dk8NfiLYT/IZDFLoYbxO3Rh3iRGAim5Y/qDOot7d913e97Jl+nzPVnVhbhX3N+DNbyJ4kT2H+omsYLwbF2jhf6RQbg4k0snt1dg9mTfLx6SFz0GAg8N7brzp95IVDDxf8c5tREQsaGdRh1xfyais5qZRrYuL41RfP/+W/+Es4Alsb27dv3qFB4GYrFmvI1KA2cCLgbzkbL/rdSS7ZqJdYM73MOeFl2nZtpFNo4Sgfv0z+7d/+LbqArZ1QIKR2elRWOyWzxIjRYtdAX+e8E3S/CYaIVArC5J9hFJ0hw3umOTYX3p7QhgjuWQBEkaLbkussH8Z7vkAAzaXZ4sjmid4RNg88N+5Pakg+J/cnpgC4zvA3Fz73drFUwkTnxo3NN95Yi8QFoQNO0RVLZVAuFzmjgTngw8D/vxoPzQlWtdrMQBa0JHa7keGDwYzpuMEfCK1urIcjYRqlZqsfDNr5jlYrsJLwraiUEJGUWF5e5g6sXEQLfRJKNNxdVqM6GjSTzkODcPjiAgHT4y+++d37H6Dp2FiJ9NoSgUD8frnRIvYEvZewwGY6gIOupCTIy0HaUrODBNqqATXT2o0qg1LjtNjofgiPpFIgpxgOSDadbeKLJuPIzEkq7lvR9goUmRkWWScIkslqXChQ68MOZ6kv5rikYZHIXuoIGBh3IBgEtKIMedgvSvBsBhz0fIAdFNg4hR0cnSBhAtujEgmHfBcpLAmMXH4upxkHCkyDaHtZxmQjQMekd26W25nz3FuvvnO8N2w35JPDIqIBLJcQTzLk41r+7i8eOycmjRiHBScFhSHHATc8P8J33T6/yF/8K7+TYva7fxBlowr5lgMskGkoCK7VyuYjjS6sN6oQYVNTw/LA+wDXUriYzNHlnizAb6uZQorDmj+LsSJXi7ra7HFTGS0mTgcxUgLTZBA6QO1syLSGB/vHm6tr3XbP7wjk+3nu+t1rt168fE4D/LsPP4EBYrO5jB4oQ2bKeXYvik5BI1ChM+dJGThTKDDRXdLqazCLMdJsg8YxYcLLQIMrNT8a/AJ+nmK+Q/gUvz8YDrI3UBDKnDjM32ECI4bxOzFbgQ4DCYTcVjeFXczdbqDYqzu43OfTLi7QuNYupuhDICpbveZXvy9sxbnPuy10K1MbCUk6OwlI5WL+5fP8j3/44Kc/fg9eKgckvAR4SjYsqjAUbuOcLUXClM0u3pBaUGgMjz+9NNsvOW3v3l0d9JIsceKuWU5srUEXOnEbyI27EXesEfEBZHfAcRZzQYPKqmK2XLgsw6558OA+uSwYl9MPc35YDWa3K8AORvlLgB3FJzch8zoYTlB+eGH4IKkQMeMUNB2zHFDLAQ9WW2XqI4eTQAqYR3ByghaziepXb4ETyTpmEsy6VHIijEYL8qzg2NqdxM+aVGPIoHxePDymtGkYZohXA+phsoaCKhCN1CWiA4wV3ORH2Z1EcXdh2nLmoPxhDdXSFBE6t4voNGKZ6Wj1hFShz7fYev3agMkO0XEEKNDZ0dkzBUDgzKCagbBaAgUYUNvTnsOecjvc3VYvdVH3uE0gjl9+eWYwzD/+6PGPf/Kqy2n77PMD1jf7g+9LKk8Ym1DSyjSglZOQ14dqp1Nqr/h8k2GHJeUzO3XscY4MqBLmydKgw9gDRIY+TEO1ixcB3TgOQiT5MHEE7Z4vKUzVXZlOnmJbDzHEYTHrzf16B0s+g8JItaSpVyfo2yRp61q0nq/Tm1AI8Aa5IwVqIzjUNo4DOJROl7lY6IUik5XVteOTCrDFnTvXWWzJdBpFBsBZMDgCQVhbtYNTvHLvtX/1r/7yP/rH3h9+//qHHx1wUqytGLVWzmu41+S40w9pMKHrDwaQl0g54Aimti+XS/GI+eIivbO5HokGcsVLNhedOBwlQSvUMcMSsRSM9HDbZtqNYwBaG6Q9LIy5UmZk5vV7iYH1+HxsBEoYEsyoYVlp3XY7HAoC3DCOpXzD0QhyFG4jNKU4QwsaJu7RWJXRsqIepqdCDkhgbOliHnIPcdkQhPY+Xh0SMAHcV26kYm65veViRkWpGQ7FGJVBTYOcyxiG3cv9ydAUgqpNP9KrtPDz+KxisGQRBwQHHmEnAOb8NogGDLsoEYla50LDhq/L5pAh1lDpzJGUYN1jsoKqX1VAA9RKXOZNgsPhceEXcHJxJhE7j+eN8BecTZXTYqvMZ8g+vbQiMTFpLFo1NGJyp5HygOgCt3oc8uNvHtNVvPnaW06L/Te/fLZ93cEJFY86kYX1RhKSLW4YAEooBWQBY7bncMAUHlMOgMjSCnEI4nJjt1u8LhNWWdRNtMQ8olF7Hg454M+H7F7GWkqtmgj26FrwMpWGTEDFiuE8dTLGKvipapBOAyDOOEAG8AjGvSEKWzRCIpSbbBYTpw2EKzHOwoVEWL+STVRFoCxGqhyntXJzJbqJmMlg5CpS0pSAtvJ3b455guwweEz69qAtAf3SDbL+6FGbmea3T1IMiVlbrDwWK5chPw56vlAQnuiAF1Nv0ERw/YCQ1QTvRwRV6VEEBsM2oDsgcNRTLXjH2G4YDfhWHdQPsbdhmkvLCpAMfxEAejCHIzznuKK3b1TK3FPlXAEAR8vH7DBlcGZSzVhEsxKh7mVGo/n04y8fPbixumKhoeAHBgZmpcLyMBMWwxQTVEWtb1fq46ZEnPCsJ1S9vGJcX7m1TXRV8IGorWBi9weoOUFzeIbyAEc6kYEAEUsYyBtNYxpd4d01A6XGoJ4TlsQqudpOpdKouEy4iDtcZ8kcfqi727uZ0yxwmBVUQICAlBWYgU1xZMd1nquaUw8Ihm9E9+rzGVEJHxwfZVJl6q8rwJRo6cFkUoJoIKbIkn4zEfzFv/3Vn/2jvx/0nfCnL1NF7gD2AZcrhxSDdDYwp0a9UWYPoomol3uMUFjPPp+b6gY8iyOM38NMET4tpxvvlAfO2+EvmhG2Lew4dgjNvuAyGLj8u0iX+XUkv3AMYXY3W02LcEzRYdyCOTD+DgBA9MJsP7g8IJHqrevQ+cnw0swUc82Y+0x4E5DuTCyX3SexmFDvQmpAQoyBB/M20geFxZjOdPOmL5+rmK11vy/4zTdPcMKJRmOkxAJGUnTwoWHZgnDi9oFYGNy0g7SmigVtiw3PqJbbKZ+vUsRxiYnGPoCrphWIoVKTwfb4MbHYp2ieMnyDT0Ky1QCwbEGFyWdmtkLsKnYOgYC1O2tjwcuhzuQATg53GeE+GBwI3Zh4sLwb9hKkLQY5Su1YDQdu0CLj2FupVP/7//df/yf/+Y//y//yH3KiHxwcoCZWuuxetQIDSFB/nyeaTGW6nZnZoiZgkndf6Nbfffc1ugzOKhQZTHQIwOGx9HtTOn0YO+zzRr7FzyvCvEbE8wrNMUmhyXxH0mFGaCCWZjAfYiY1hcc26QJQQQuezUZ4z3UGXaQbqCQ4hMHqACW4wzm76auwdQIxYORHZxQKY0s377VQE4oyFaaqyaLjTgmErOnLHEkBLkwg7JbLkzwwUiLhAGhkhss/YzoFrQ8vdug6gH/8Waq5cjWTfDpzJcoBQe13cI3E4+Y6kaM9+jUcwSSfnzN9ubu7ymVHocT6o4IlmxgCEUhkz9DbWFvPXVzu79e8Xg6t+dFxs1OSQvHlSDn0uUWYM0RAvhEIA2uOVxQOGLHJDAdtwH1up0cQkTqtSNCfvLhY30zUSXrhnRkwyzCh9wb7BLHgTh/ii93tmFQSed9aOKJjTn2+oKhrVvyuCQfPdNKqEmU8VCxKwMIQEGCFgg2zk/EBYiMJ+EAFDg00S5mgaxJ30ekgOqSGw3JyOh4QHkK15XAYB12iLPsurzubrHvdWAs62M2QbrXEqFB8koMkqkAlkNF3GCqiQnZ1Lk/UIGcEQ7GBIJWh+zAvEVwMHKNStrwWXytki7/92w8f3Hn44nCv1cYPtg8EgL4I2y5ue2q304vzenWUWKEvo+TELz8O2s0Wffp4j5rU5QU1ElemwaLBak5vEJMLEA8qCIZqHFc0ApzpJFmzDTgF2GWUMACi9VaTfgEGgN3l5BrGqIYCna8AKgGsC4U5eXrOlQApS+kPRGGPFAtVLnxgQihcfAOG7UyetzdXNzZ8MC7Yh7lChvI7HDNCRtzeuTkaz1EZ0AEThkuJA7H22yffMLXCW4IWlElVtS68GDgm8canpKQuYDniIYn7Ik0LFReGcJxh65t48jr5DXY3AYRNehtWG8cwZxtOPYjVaacdqNk8rmgoivqbKxEGK3YmV/w2Kpw6g1pYUhQ1LFnowLikwe7i+OfFeIPW+w/D9+5fZwJ0dtbdPxBjwnqtj3QLw0wuHKI4G9Xqr3/110DOP//5nyDpxwiD9qdS7zncth/86B3OdotTkkeYO3IJSVaHpnBFskY3gEKgmIe514Ibg7YFbx96VIKojBZ1IObL5KoAsoym8U9OnnUEzK0g2kzHNdDGq0wA/jOQQvqIq8vcAI2f2SQjSSiJwIXcPDwHmG8WCxxzC4cxUCTvxW5jNkHCoENkK8T8XFYI1Ji0x0KryplWyXfQ2BsVGZdtrmKnx8QgFtcWN3nPKiHxov+9c+Pe1uoWARO9Du7XC0wrsDgZDaWDF+1MuqJS6v2eaK3YAqlARgzjsCdLh/ttsDHCqun1ENVejdYVXPhsKubkNFk7129sbDkhUwHs3Lsbvv2KEEnBj7A57VxuRmS3bps36OUFuvxOq8fqDfvVFi2acZvPDgEyshITU7RYopyr5C8rXpsXOS2IgMNq5fyeMmCezpvVBo4HDnh1zTEFlV5hcpo8Nr3DoraAPmBUwbI2qBHao9Uin0drVupI5PWSpsBDx/RhgAB5ZtNQJKJK1VO/IAkjwpytZbXz2TxQRbCEo0QiWYAnj2ve7s3rrE8YNzQcgwl2LLxNI3UbTH8EctFYEPMO6tfVBHk/ZuaIjRoONxwmhjGGOhjzxvzgmvC4KPvhcoEahsIBWF5Pnz3hs66sOH0eJw8QABNgVa/HDBIWxcjl1ACctZrdra0wgDSHQr/To9FyuvXD8QKz9gWKqdksU+hj/szNh1EhnIX+SGZAAK+HcoBSot5kSg2qzQafkjnMkUHJwBMGEqJZEILt2TSZPBuNsLHRQSc9PO+ptNj9TJTH+2SKAeeEAecJp10MpRGsYb2ec7/dLi/Ag4YVkxsK/kxe9spo6Qzmtkyog4c/zfezU4dMJjaD+mjvVEXgKq8LBdl8uH3dpzMpyUojZObm7g0oayyOGzcd0MsofaG9OXw2vRVwfNYaNheapcllGcP3YahJjquTOD3nzvVIPO5hMM6sFy94Hg126kGkwbLkRbY15spycJ6DxtPTMYFy2D38lFx3bE78o+F6QW168W2+Wend2L7jhOxUZdlLVr3ETeHE9xpETS0R4AHH76vHh18//URlmCv1s7l2bPVK67uJ/+HP//sBkD+tkkVqAGhrpHp3enqRunPnltGgpbWMhvDP6ULY8zlszL4Mai2ZUuXhTBtS+bZ1C5oWE4VUP7Gtfvi6j9IMrmYcmUTMyRBBRXpXt1vKFmHfnB4Xk+clk9Yd8CZSF3KjOmOwwBvGQozfhgAo7PE1itOAOzjpzyu51rdfNT0uK6Mmi0mXz6afPnlGsA04Zcx77c37PzNrgufHRaVa15sOMFOoN9oBf4xHB6EI0OzbL19IE3U934SbFPGvlDINtcBzhZYJhwu/e/XLD48sS7diZBi1lsi7+20JAO/ilDFKnWGcE1EbIEqnhSEPpFGmd5yEF+k85ol6owUZIvj51vb2w1fvB6LeUiXfndJyjWrdmhVXZK9FadNMWK6WpawZNiS5o8QYX3WUTqbzWeyePA7/rY1tC+AdRRT9LuErXbQnavgsFr19NlDoJZdR5Rs2VQaFVxobFiMNrkK8fRp+rmJyU6C9GBf6eXWgao9ZT/ruyDGdRXUqHxbj/b5HpQzozC6VqV1oVi7r0hR8Z5kv5QRJHwm7tEinytz4XJUII5qdxtYNH4dKoVbqDDupTB5jQWpPooBQ1mIjsLnpxdniyTef0XZjnwJ7pF0bt2tDLO8kDCC6Y81CwqMLiRnMLCH5Gvdcbkt8JUTp4/Y4EIAjuCF79vggC0akkYw8aqTx3AqE04JbFzJFFAKpiwwKz0xhNCfwRG8EFmkPSWRU0XmcnKQgd7cIF2wPYFpB2qKzI+GCI+nqaplqVQJSLWTzMDj5ZjAjmYJxm3ZbbZKHkfzL/fpU6r3zQ7/JpZYME3U8tsGdQ20Gd0htppUyNMZ9QuPYaVQU9IvCFI9JPUoGjLY60mU+p9cwddch11MuFzSZ+LNABwZCfvb08dbu5u61rVKzipKH5txm5lnn7SbBL7pzl0lk8+nzzg9+5AivhI6OjpE4jNt9MMs5p1FFQY6znpEPpQkSmhG8a1PI5UZKxC9Qa9MR4H+1XChj0dBsBEKGsKADHQ1YkhhK7LEKBdkfADAXugMv97Nej30txrVffnZ5eZ7f3d4wqlMjGeUzfDIFs0lmO9R+xEBsbIfWN9cQBdVbNaVxmS2Vrt1K9KbdzRsb1nqVShSIeDlXGVSGfLbSqk5avebmzlqt8gz3LHrO3khUZbgNYKXLOPDGrk+etcxeNEsGgDTqGqeJ0QzjRV2tXV1mplxU7PF0Erq0FA/54SkVmO/054vrrYgBvrVlTthiG9PUGeYY9OpwTs5Pk6GA6Qp+gxSivrYleTz+y3S2WgU7YTQk4Vkw6C7L2fp8uASdZKYD1oJz6cvnFa/dTjGMXftwQKkMiKY5Ojhu1JBOOqAdwbztkBlZlcLrdgQ/ucvcuIv9qbFT72KM44kvXn8lSrQRKtvhCEc3MtfauDmabSKDEbEAqMoMneUMT3Q90B15NCenF06HNZGIA1OzBqh9XD4X9erf/PqjcNgpWAloI6G4Kwnd1M3VM53NaBuNdUuohGeMDGgLuQ0p6d0OJ6MzrrIp04HhAKdyrcEGoVaECUzADAEWoPXj4Thz+O3po3OLS0enEPEFpvLUqrSoBYV8NhF7Y2bCGgKXQWDEeocICeHxJqxltCS+M7bAhAIlD+UwG8ZmnFOzcTDSVMMgwAIEg1BfkMIb5x6Gkjq/X4ekEg5dNtN89bWtSDCA7xakQEEV4YljHquj+eXJTCEc0VzB12Q6A3f4/9/SnTZHnl1nYk/sicxE7sjEvhdq66rem81NXEQNx5IjPOHRjOfl2HKEI+xX/iL2R/CE7QkPxzH2hKyxJJIzkkg2m012d1XX0lWFfQdyQ2YiE0ti9e+ijWi1itVA4r/ce+45z3nO85D7Hp/G+zr+7ve/Uzo8oKG4uLjwy//0dHIaoabBZ2UIxhY7QECsVcm395nog8Xs75bIVidJqvXRHOzjg6G3dstaBHOziiMYHRi9+vH7+5VUamBjfVt5rkEJrdDahBTmskWSn+ohYlYwI1NXOgr+IPfRP1ZA7e1vIwEH/1fKnaXS7sbG+tKzdqUaeirl8rEpd0X6xmp9f6cNenG0OZO1IMXLe/dCD7/Kb/e8lUhGSSEifsr/5efKgddvNAiOtaIIluCZAIEkSKure0+fvbLZnOEbW8133o+HOu1MfE0uLOSxKefmx2+J7tdUlkZHRy19iVO5fA4vkeXASwJZciiFOxS6uFfmXjLcJiXAGAwKad+D/8cEzB1SXrX9yA7UDg/39/e2dqpkl6fn6G11nxOBpoqFB5kFO0bKjePDk8PMaOai+9LARle89+XKS9t96s5MPNObLqb3anuZkcz8g3meD4w0UAoN+ghPC/eLzVPGZc0//fPvpUYHz7oj5dbNSfdZfiYfL3K3MJKs+jxHU337nUeUpw4qze3tQB2D8XgB1VrLhVpVkjVz8npvq6umzSOpMdt7WC63t4f9GfzLbgW/MXaJSlcfP3rLz37+ed09rq42xO5A04hHSfXNzakoRyHP+LuvXr36zW9+o3T0K3CKJPAcn8cnR+29whhppchQJprJx/dKwZucmdXxeaNyeKjLMnM/PjKW7lw0+mNdM3eyNEWx9KNZcCPmTF625Tdqkim10OMCxEND5rBBZEHnyX/lCwrxAVwBFGKDA5p5S2/euHKBQ1Lq3/xjA6WaquAtrcU4i2PG91sJ/uDWDBbzjzJ8gldmwJGAHRYUspnzzkzlQbPBS7x12dmvV9f2S5vlyupe6eVavdLkanvvzfrB5h4R7Q7DVQCikGfsyj84Siay4/1E34agF0N9Kc1WARaO02WMr8O44AiHaTRbBM7kkrm0vgLwe7+ytcFA87hRo4jSuLv4EF3CjftYmmAk8T37f/pP3338eEpxhMMj6k1PT2EZQemiccXpdUnIrx3jNLGxoWm3ubNrvgAzzZN8+XLnZz/7mUWuJAfsG5KwKjiA2A6qdzvI8zF63Ty8uL9431jHq6/3x0eL7z5+h+28mWKHvJGNhF/DRYRWvZOHr6JZ9l4gU6x91CFh60nhWGsJaaQ2A1mhY5AUuYTSNjlmxcg17lhQybBzOR4p+dUckNgAcHSraTVI8pNefFBAru4aKwLpdzE7QM5hKVsv1+MDCUpE6Byoh1OzI4MpUMq1Dnn3AIEBaUc3BayPPn5Hy3N5adXYsqkjLRuhi3E7KQRY4NOvXpCRX7yfx/RgF7e8tg6bgZck0xrTg9hdiARIYBzs9YBPCDAdB5tqswChPXYr9m7F5IbzttmLVy+/emYGOWifiAv+noJ8LpO6M68RztiHFUDaevUPlHVj49DchXmcpZV12sr54sDy1nl+qvjxjx9/+L0P77x1p35S26lu/8Pv/n6n0ojnYhw9yZ+RLChOFI8vz9Z31itK61PuLw4LupAYV0TQ9tg0/+XPf/Ni6TQ5EhmZw4eJtNDJr+o3g/QUs45f87m//fRT43kq/5Jj32gKoqjyIKv5jDTVD6qYmKBvi/IFqO/SogemChljY0OmYsWF4WEqPb2oviBrbF8oFK1OFabOC29yCOjY2Ah4CR1ga2t/9RXCJZceooMMMxIshsB1mPliKEXD86sTRa+hWcKxhAZxOWPJSCons5OYm+rh/hw7vWgeVLc7l5T/byh8a+aYsDR/IO22n8WCX/1m+9XLVWDN1NTcwuw8iVGHlMS3UmoYAZLTInZiGSaHPP4MtEKxtl8ieN0Hu9ra3QFwgiSZqcOhGKcJH1qM2qvOd7mnPQDRBKpwWzg8OlnbOv7qJcKI9kWkT9e9c1Fqt6unrdLRVekoUjuN1ADKvE+7IsWZySvpbUofV6SjfF3//Wfl0kHDjHK0P3PVoWgAm6VelqFrl4llJ3K5icxQeqCf4H//+dnA1eX+5u7BdlUz3TgQqzymXHqpJh5Zhiwv8aRIma3E0eAOUKmEcWNtL0w5JxAKXOg4np5qr/zjP/uIgWPoXZtFH4zkRvpzIwky/7WjyPhU8c3KUjqXtsjRSUEsAc09MkWy+sEHH0mrjSb7EGCeE0IAvbwIjgkOgNXl1aMdBuoTz54+B1E7kpXDUrlb2ZvT0yN8RNdJ5RnYhQMRoyJhhLpj9s7QcX+sMDyqcAvDdWpyAaCrH3hKdFeCZfYXPKH6tjw0DjAgxWXBrrdU3dGZG4aed3XZS1rsP/1H33a3xOoEoc2NnSf7+3fmh0qXukEE2Afi6f5MgZJ631UPTYCzrn6bsffmhHvvYbGY9eL1JDUdV95sCo2qL8Oyw8MJw7yaHHAaeLgejpfs0chIbQAix5Z4Mp3GkVThHFePpN4ulN6jr5tDA4Kn1KMOyofj43nMWfu+r69kQH9rr4wP5LVl80OmU3UuxBeGK6Vqo1BMBiZvMrK+ciwcmIa23MmKY5U+eDeRG8uBGWClHrrmPAmD866raCrCfeXk0IhvT5UnZyIMO0KX7r81yZ8YOmsyAqPr6ORqfzNSHNt/9+NJcUrINxi4s19mj8G2wbdQLsQLVoI3mlQGQyfAnwOMc8EsIEBlCIVYWBKiWF/8uM4qM5fNFOUCjgto0U0fYfhBo8z4NFYxLiDk72c/+7t33p794IM7EgcumuILUy0t2J7uE4tG1NMckluZGuvvN2d1jOuF3P36zddbWyUyBNSXKZDpeOil3PRcjE+pkiLZYuKi63hkiqvy9dZ+hU/nzEJxn9jjuRZGbxjmr3ET7RQnauRLHB2Li4NWDJAqYaIlDanpkr8bXVmYyV0GDXEKmaqzFntSbVfDOQRREPtcDD7P9u6OzbC5Vdrdq0rLHRXawHRngT5X/bQtgp6HgxEeTnKifRo2VTLP/24ATNo/FMfjC+KxyqzkucJKH07q6uWyv/31Z5+OTOR2y7VYMrpXKrXPTK9Etjbo/a1DnfIZomqDps9aRyTD7HYtMrVGX/zmUlWvKpQ21JotxV3/dZ/qQIMAAGmgW93Fv1QE//wPT9/76J3/89/98u69of7o5VAiQySOx6b4GNZ9fz/PeKy6uan59z9+/PvPnlUrkeEiCZ7IdrmtkzU20cX3fXW1lEgE+iZKGDnv8YnET39659PPfv/o0dsOM0vDASZAqE30FQhBGNDSYfn8d9v/3f/4p4hqUPF33nt798u9U74FPafecRiZgkWfXZ4d40rf9Ofi7CGHYoNCE7/Sp09WHz1aoA/u+SPxBP7v1YVpS0ldLN53QVeWyFJdXE6FzA5r7dookCn0614NTJswlRxyNZq7mEbYC7u7fs3Z2OgUfspJM7K5vn185Doui6PD0IroUBedaC+ucXxklJAOj9brH76glWiYiCIgaYiely/bePJ6fnxTCoUYPsPXb95kOomHjx6yS8eClLEbdenqPT1qn8GHgBXyFkCrBugNcVOrhKvcNTGGQIIUDkZu8QsPVMxyhshRA7lqos84Rb2Gtx/W95EOsxnEKF+KU1VNWMEPkuW9I1Wr2ZVyuSISWXjLm2u6ACNjo6px4BbE66BmL0VWNlbQ7Gg8RPq6tvd2daR8Tz6Enr7XL9ZwGsX+8dH+7tj5F88qf/qf3Wfr8Pz1U969dJlzVIInhiEUX36xLDzdf3c6mzl68vmOjTq9EBg+dgu02Sy4PotOB1hE9dgJTjjSewMnA3LOlfUVg8nShGQmmiukuKfgjavDIQJPvlyfnxuj6nVwecqMRLJqYoIUuIXxrY/RfkON5OEIKBiHaGSh1xgbmp8bqJTLDn+96bFokWivG/ThRMQ7BAe6dRnYRpPalJh3Dpsl6Ab2N4xTlAya5j0R9HvdU4mV9hxhrnbLgJMpTMcXWVdZ58g5N5lOEJtQD0g9EbElMvq1kInJqZkXr15ML4yubqxai9OzRfbnhyUkbrEALckUU8h0QmIcjZ2R1gElWLrdN2T+RggE9XTLOc60bvvJKWn4oRfG+kLle3HlyELoNj9qxDtyEecTEekeGZ+4Pu3pmjw6OThfWj/uWT+emWxRcE4lPbAgyASutZKuaRkCQHsGzi5wya7zUieb//z6vMXO1OyZh2N2plvyYpWuMwf+sHuk0L++1vijHz4W/S1LmY8Uj6y7cCAoU7j84vM3/+1f/Nf8JA8OyvaqBme+3cAgWJhd+Nm/+oWLg0x++7vf9TS2dy5WpT0MR9JpGfTdu3d/8YtfPXy0KGgqz/XsEL3fe2f2s8++/OlP3v3NP/ymyQWyL/L0y6/AeShhZ62z3lSvJ48vQ9CrfRgZTseQdOmt07dPDg3JGiDTsv4wSAbRoStlNj6Jhx7koTUg9ULVcX6dM0LsxlmUexLs22cOpjIkHKLFTUHB9Mhbb00qy4PUUtiBZ6WDylA6srN5ujCfowNgim6gcN4VIxbBZaY7muxpVq4wcM3bjIz1nnWEEh6njdmFybffLlODUtemUmqJ7qfP3iwsTsiN//5Xn3388WN7ssIiwVzR+ZnqBSeEsTzCiBJADRPkn3Ggmyptu4gap+3fpVIQpy97gxdzGFEPFjr8dozWZUsH1URWcOkry0LTkUIxTWQumw467qPJuIiwt4fkXkfg9Tk04OVMgqIC79XSGzWLBLww0u25iN+OrHiy1/YbLo6I/YAPXRF9pkcPB1v1l3pv8rSFBeGpY5NodjpbHDZ2w9L6a2C0JO/+W8M7W5XXS1/jHSgFR0aGRifGWudNu50diIrJIxL4iRc5NPlXWqlbm/uGbSuHQHgGEzF3iWXo+avbbRUv9d1353/z61WWwR9++J7K3HttHfHYbMgAcTXmZhfN4gDSZUZyGVvLLf/+908nJgoAKnexuXWAwU0lwaCxg0IcOb28iKXi2DW67pjdHNA3Ng9QzlV53B4a5Q6CBs64Lhphe+k8PxWpzdj45C1DXEbQZmR6cIAU86aQ7Mkms35paK+GGmdMsNve2/7kk+U/+uF9eZOvf/jkGa7+2+8tvDNaePXkhcab8x+gl4inJXTHjWPR1vW37XOa6WC9RKJ5egoyDBZ7520HjEFLQRywrbA1xuHTcD3v3J168Nb9tc21Yt8IipIJ+r1lckLnQ5wnQMuNk9Xt9tr2y0f3xh49XNTbsqv6yUWwSfIIqGF38VkhSHJcCxrUpCQI2A2ANlimYShoaQ1SvEg1nz1/Ojk5vry07gmolSyh7e1NYVqaAeHa3cWxltVFfvf7T5Kp3Oz8lF1jNqcn7nV03qy9/vDj+dcvV/PF7Muvn3u/TKVfvNjRAtcMVhfcvV8IzaKbG4wGxwbzx3En1EB0fLSgcFheJnsXmb8z83p1oxAGeygpsGQ/6+VhdWz24FxvwWHPNwTUAp4TmxwwU1PpnZ0tw9cANUvYkKsSwpJgUA7zHykUT4/dRegdwUG8rEJ2WL1mTioQy+JxCpdU35KmVnRBg+r7+bkywZ0vL5+Mjg5k811//uf/3AS4/4QTahexKmPKPDk9XhhnMkKImtjvJZmOxbt3y9USX/OjRhvmZ3G4JudVNh8zUGn/M78ixfXs2fN96u5ke/t6SCoKwNgECIxyTvNTcIThYsBtpSr7+9RjFewWMQ9ZxfOV2CyRQXqDCOJXWP3zs7P+k0NscXF6cnLM3yhObA9FuG9GmwVc4QUT23r+sum5y8posVjL+/sX7CsVMmtrgMl4luwdAbebbla/xFZxTkhTUE1eevF6Z2N7eiL73qO5ICt82S2Fw4xSM4eI1WzahCYK2HUgvtWb1WQKgIJ0eT05k9dtIYDrKZsjxCi2Ff3ZNZAc82dMirX11UqVHl680Tzbenn++g+N9Y22RROy6z6GLkcw1N/8ZnV6ekju8/LlK1HDj3u1zlVXazAGjgg+wCJVUtVqhxIEzw0Msb9f/v3vP6dPB4bEyLCMzM9oQQOPBuLGqI73Sges0EuV46WVgzt3pv78n3+XFUIqm5yeTznMmeKSkygUkfW/cYiSwjMjxEdsIJgyp/7Otx88fjiuOJLX5DKZu3fvWzPgHklKYXgkn40YiACAVQ/l5zwy8haAk9CbcrPoCeAkaaCds7d3trVbw5MhoyVjmpydGB4bYVzCMmt2cRIvFuiAUen8ANmAMDRl0jm8epDQzd//+u89RoxpCcYXn33x5e8OzJ9UBLDzi0HlQSKmQHv5Zu8v//rvmYAiG+GfJFNmVAO86uFrdvAN1Yk8PmreTkZC4fqbBFDwViQo3dfJZLxSKltLk7OR5ZUlHm1+qd3hBdXrN169lUajA7YiLrhCmHntiN8grny5qfvNLabr+vHbD+zSldVV73t9fed7f/Q2vNffeI8itdQghI9WZGqaXemAKTGx3sTBz/+v1/l8xBm+u719Z27CFnB+WKtE2Mu7h3tbx1T/koPdQoBLWt/g9Ti0srwT7e8lx1nZuTzY2xI/yQJlQltC9LvOZlLvvfMuDYFGnTOboMGiNiuPUyAABLAkutE0JQ1k7FdWauPjCTdpJTnEQNpPn3754x/f3d7toF3+3PjBr/9g7Hll7ZIg18jYCDC/dlTlbjI+M7xfRcjRrbvZ3t9UnoI2k+mEJ2UDu2HjQ++9954G2OvX4lwWoDo1NTk6OnKbnyT39w9XVymuxK0S4UOysLSyV65pxc+1SXSdRfJ5XKOCLWSTexYYheph4MfoyNg34YZ2Ff6mN+QslSHTvFFawhwHYkFKXJCW2xv9Nb8kyhqdSif40l9SQlqcy5ssUokYMsVsANV2X/fIvobTBTKf+DY7Gwfl3TJz1uvTq1a11SjVM7HMwfYJHWbfJmdFN0StdY9pqoe2mhSLuumJcfqooR1UKLtUU9rW9daFJMUuWrHDx1o0Voa3b2BsYaHw6vVSox4ZLAYjM5xuN2s1uB3HvD+gaQkNoyOjbtx2kh/5Qk2r1i6q1cjK6q7zH/AERyTuIKx7FCbtYSteNtL7pYaUrLebmc85iVa6VYhflJG4W9766mQmpzLsET/99DMaQWzd8WqVTWKEjAkBbGdv15SSMtCKUZoBISGFWxtbxuyAmvfuz0pdP/989Re/+NpbELwEqeXlA2eOjhKoRQRZXJx0rrhld+FZuTyHxDetB2lgcYzPWmS/UqJC4u3Lb158vdwz0JMbyZM2n50t6PyT0mJAvmNEvfvqhz/6HpkGD/uzvzNAdrr85tXL3xGhG6pXaxgr6eH4+PxM31DiMLBBu/vADebNbyI///WLN5vbGkk1FHK/x6/3I03jCb1370ynhxKds7ZGBw6GbEvScd5pH3JTPpGz6AseanDR74QXIuqYIqFoiQUhELhfQZ9AkMENjXCEX8IBU7NThveDCMAN0Yaz2fkZbDpVkkB89/68TUGMgAz+9Oy81ABYsPR6+8P358bGRpUeDrnVjfWvnq1O3usCBwoZtmQ40hJeQQdX3QSdmbrx0YQzGQHP5hfOskEBpa445T1/fnqUL+DRZ5dfbWqooKiYfMRDHM0Xfv/p70ThN69ajjQD0kR8aJRanF98sWscoBfsvLtb7e5uWqlE2qRASOmuFSi9XyY7ffbu++PbW3vw87ffXTzvaS3kovv1s929/RR/b2RBEl9nV+OTER9qgYbSyJdoGAiT6nZ8Q7KKsQDvp/q7ezAVzk1WuzfyoWtrdk4dK9aPWvG2OgE6DVI7XHiyED/46OGvf/Vye7s5PIxIdQ6GcHnWlsUUYB7Oxz19qLv14LLGpaStpc/D9tx2O7+amh0V1HyUVEL7njPCxpr5wsj5UT3a55dGRaLrfpUq3oRcq6+8z8p+gPLcw7uPnK48Iyp7lSGEB6JZoxOivKJSgeCgM9fYbhqSvTQ4kYOj9jboCHCtl1C4C7R4pa9DXrEPaqH/aImAfAH4bG3JpoHxBH6boTfTXdmtfvSRuIAdG/EMdzf0GyJ3vl1Eg5NCb+9shA1/1SoWIpACsxbw+Xyu4DkdHISGwuio9rgwIRwsYYJvbu74M97x9nZ5d7f86NE9e08y34/1r28XnPMo2RLEPwPlg0IRNmErxsA8JfYW3bfaiiNjKfMRJnxGxgYDFeKWC+yVQXQ81hqk9eaMBA7dj5WVFRJV5+2bibFs8l4XTWGP+uHDhyRD9sv/9+j4hJIkCyCNxsdMGflW1padc5aEtXLluptmUQEVnz6PHfLo7el6qUbf3NCqvtH0XKFUrx1sHY9PZuUOAxd9G7sdLJuZ6TF7b3nt1UCsZ3v9cmxRHk64Ib74LrWOMyPU//Jf/jTRP7W+dPDb3/z2slZvnJmnVk1GkjG0+uvNUvnovP6d775bb+4l09lGs6xZTQqWeCNpjBMKpRhUneOZqWSQjDUogIyuNyeBgf6aK7SOQPcQta5rpZCIKY5IaaMJv6Sb65x06VgKcVgLN55LQQHLO3vZqFbiSzmMVyD+2FldXTu2H5kW4A7sXNo1PBwTFMROVefm5ro9r6MnpsfjYU6RbCfKh5NvfbNWLJrv6xZ69rfao8XY7vbOxHzerxO8ZMGxQWdlWKaCyGT39Syf8VL14cO71psO3ez45MHWjibd3flBESzMyN26hCoo8CAc/716FdoneJujEzng5NMnzwDsGL6OKSNba9ubKK6s1RA5KIQcHB4XiuOD6boXdH7Gb9voeGyoSPMuHdhWYYarEzC/QKu7DiJft+J4UvrVqKksQ115KpwW1s7O6Y/+eMIpTdLXcrdb+/urZmw8mkBmGOgu1WQG1bfuP+C2eFjlJ3M+OgLYZ/mmo5OFxMnwFfMKNekoPSRrwfqQQNIQZnxsEN1mQ4XWuxKGEwMxN7XbaN+7G9/boJMbQo/EXjgQdI+qDQA7XWz6rmKNNyO0UPVZW27NzSQ0dSmjtGrHwY74mpZA39hIpkqwZPVga/dg/s6YyZx259RL8DRHRgtd3dmD2B72wm0zAU6m9kRqC0YD2Ba6eoSbztr6leeyNYdby4D7yUVxJMnEc2rxPNx7qWSnIFPLQCEORyT6+yPi2unJlavFrRIBb0UoA8sIGKTWtmK0J/hh0FCRGan7CoUM3MAMOMh9bCToP0OBjRhakXrwFEeFaW0L+s+1xlU+E1AG3R+faK0NJge1yx48eiCTMsWMHG0TmNTy3Lws5yJVSuPutOT0nHebxBdOX748/eiDIsDlr/76D3/x34zrcbz6+o0izsw1WoG51UJ+ZHd/m2Cm+lP/2Iur1KqGrEOubpTjtM2B9tHbd2VPb1bKieRRrpiRMlO1LklLdo7BjRQ47FUzDWqLSvUSN1SNiSihQ3G01ebzUUgXPvndJ43SJ5z3zg/NoiNBJxVvaFI3A3Zx10ETY+9qZWcrnWKuU6a/cMYhtXaUGuJWEcT+JJ2cWtDhNUm9nZsgJ9GrbIHEiw4Y33Y0MMvKgQusQIjQGVUIveQSyBDuJ+KkFoJ0QqWCsxdVSLLBqGyXilMF/YKvX74KLV4Cc43Lhfmi/enwE6yteSBWWxPXsGeKa/OuqpZjS7/w1RtzWnIPFEQMdDBZ2t1tAY4RDYNIb/+gngx07+z4tjUTwkAgpFj5Y4Xz0eHhFy+WjIjDV3SXAQf/5n/9DyaSebLcW7wrPJltgPoTxTUwcmchQM5B3tO4qKR0YnzGAMPyGpTLVunui15PFLr3dq9vttfmZuedxrVWxXPZ261ACuhZKAHkeaLaLXUBHx8rCjUJo15toowJ5ucq9xCuYn14ClYhlptZFFkg+4LtzZ2p8czifFQvGyrpQDZFRlWGnqA64qbd3DugJLE3PlmMx2snx5cLc3OfffZyf0+BUJJ/1uuX/b2XxOaxEjzBkUwB07NyWG5VMfjCcdEXRasKAg9YGRYCI/LQwbq6KhSGmPl8o1djBWhnnJzdUNlMZWKEtNROm9sb/trTv3t3QDm5xyKt68pll6t6OmJWL4DT3kgkeiqHwTuINajr90vlJvFUaWQcVyduOu3CYC3JBcJj6JlypK4g5YaFKiKIBT7BBh4bT+1vN+fmZ3a294LQyKWJset335uCvDh8bouF8AB91RtUnL2X68PLk0IxNzY2PBgNw0L+Ez9H68kuGhubuHNn/q/+arMwHJh/4TiiTTbKdq1fNiBUhahEpP3WnCOVESyuqDTeivCqFB2FsJVkSODJXQ30jI6PPX/+leV+C1b2a+hgubePdHhcuXMOG+pkbDTz7rtTv/rVFn/0lbWSLtpPf/qeE08/uNU+wffg4XqwV9ZP/+FPviPGMWyRWGlXkbUh8BrEW7p7HIPHlXZlD6hboYL76NE41QXDGemBnM0icdPi8VEEyPZ3t40Pk2k56bQ58UzO5ZwKreMm/qilp6C4vhrYKx/h/ym1/KDUjU41aiYKEBxhdHogU8x88fzg4f2ckMQU0NkVS6RdEIF52as9L3uZymRQ8bA6MQWwxfptPvZvoRN0Ka9SCcpxJqfHrASAt8qLnBSTgdTQoHfU33cBQIatbm3szi9AryZLm/tbWxuO/WqtKkwoxrOZqHLY9gETeNq6SxabYKvsV+2qLOTQzboW/Ek2kdEqsje9O4ffex+8d3b2+c7WhaHuyZGUTGp6ZuxMW+UMiTOseZ0cIxSpoY6D2fk/Pz3h2Ij1mgbqFJLFyFlZo9cBSV8TONJq1CXRR826XMjblOn41eQhegg0TU5ctU/OikULRs3ZH4tf4Srd9JT1fYlTxRNDHIRF9LNTmCfNck5PmcmJEYorRgyax2gF9niosyx7jwaxAb+BEHPofqurbsiTnGk+V2pH9K3zxXC+KY0I1OjioDZhsNm62gXVw2a2mJ29M5MdbpBOzGaGBBEwAghNlHE+aK5IO4dz7Iy6dcL4F8AFuKQHY5HIGV+K4AV4boSzdffuBJjagwhqkxFVTLeenyqCymVNK/LyIt0X63KymGUiiXxYn0TRu+76/MmS8ZJ8oScxOLS8UZmbTmMcjE2Nnpxt+wUZXr1nZ9xWJByN4wOLxgWINjJHg6NBWoaOu67kUOxE5Wmf+Wgy9YOD9Vbt9OrmwcMF/VFvXTZoilvUK+QYeLz+9ne+e1Cp/u0v3xQnHEBXRNZU7OzVVlePCZyahsaAsQRsG2124JyX5y1ZQ44XW9rvpTqHmvnqFe9NnZT8zu4Wt6nZmXFpkry0RVQzO2BoVLOGyIzqfWFx0ZSRrEF2ZtLJ8NJxK5LOKELhHS3Zo1E/eWJxdMyLs9poaKHcSRg9SqckhSsJy9jodSIdH5kgoDZ1dNgKakc3N7/97cZ3vjPHeEY2RBdIdxYNjuCX1ycRYIGpiyx7Gx0xW8U6hTHXhTXadWneQYSNqteTfFh7hkbHAgmnvB8h5VeplggBw7fcb+O0/uDd+6nC7spSVXI72B+7IV6eS3ZF+5LR7GF5mX2eNeOx6A3dUIvTKIWa90SMG+n/tU4i1cYxQUGSHsOZUQieFMahRVeGWZ2DAYbSH00ctcp9F7rvnaC0EyyiguS/tDSWi8nJNTbHJsbxi3VYzqoNqtlakIe13fbpeSwRtLDJovb1bGmY//jHP/7l3/58dV1OmhcQdN25LW1ub0E6dAC9R2FCf82Xaz4o7zEfVLIZ+TEinE5Any5tUeRfSvGwmw8+fK908NlEMXaif36iBu/gTlmfo7zeu8g0N8HXDnz5Ynm34tR56/7C3/zN37dbkX/2z36yt3ZwGb/KDIXRz6mJCW1gCBM8X5XDpvHw6hJNgFgVBYjgPKGViBetzxToVRGg6CFlke5KZXtvf7ioc3/TaV8khuhTZlvtmiaNvMIUnIIsSAlZMdxlve/AdjY2w6I9LY3xONRaA/B4yFwX9kEYpgIWWccA9vIBrgH6XVez1TEgCCPoXIMqKzcEKDPJ7c2yJOoaSjfYv7dXKhQGC8OQkpjyBN8lkNt2NjV1CQF1bV7pPJnbh8+n0tIkXRODTCPiqxlKpUCfyYaBGCCAEW88Rd7kQtsWDVsGYxLR18LC7GSwxDsE83zyyZpNzEI4nYviDh2dNJKxDOc5e/7k3KzuUTY7ZJLb2KVpS0iTFlc6P5T20cHQojceHTi9uWDgLT/tnHmX1qg2AjITXDr55ZdfXJ7dzE6aRcf3Or24uYwnYuvrq4sP7v3kJ1erW2syRicJthj6kJ4zKEG2D1OIMmgkVx1E1gmrmXDAYA2sXl+OF6GB7kGthrw07ZDZ36/l8wljGvfuLFICkEbepOnKmIC8opxx1gkqHYKanN8SRPwzYNJ9HQqrk6vQw5MUmBmllxQG/wR+8pNHgV0zPQExs7GDFJJxU4z9je2Vew8msAzpsuGj/+IXT1BORB/Y09On6x99vHBydFMoDj57soTuZU232xfZ/ADXY0oq5heANboE8NtaI/L9b8+ZcW6WG5Pz08r1J199tr5x8+F74/yRnXhwJRIdyp+zay2Gs5nF6U9+Wx0wAHbT2atdTy+AO7p/+Q8v+2V/NmSMXN1gsZBWO3jOeh/3706F386ApSPLGC+VmlL0VLLQOiyXyuJv4GIqZnr7LwnVYFRmOHsHKLPHzL5bhjFrw0Bn/VkDAkYILXYeqxFof0Eud/Yqio6g3nB6nuACEI9Cl9aWt+YnZ3/yk5/89re/cxker3f04sWutSAQ2EcSH109FYR4ZzHU69dIE56JyAXKkbt55sKEXYWV+uzZm7ffvre4mKsfHDquMxm6Xrlmo7lTLqMfyR3IpfmyfW23AiRyYuaz3/6e9FN2qPvTX30+XZxb315ZfHvy9LgN03GhiVi0sV91ckiuQznkdAqzTUMJzEhlv2hByEUgQOQzSK8OtzJsG+MZYYYyMkAjYnbqjnx+Y7O02jg7ahl0uxmMkYi8dmgIGKorCkFRI9Tqnmji+Zdfm//PZOY9y/V1Fb4jN+DkjibtBvxjUstyhIP9TuXC7jkuTBY393ZvbirtYzpo/XrFQqJEIMa+uG+AcubBbklEpG5CpUN8ETQgC3gKvkeziiiLksGBoNdih9gwt/vH/7yCXonug6n+9Ij2HsW40DA8u2LNqumIaXe6ugnMb49jjU504XLCJ1Wt5fK+2252Wol8tOcm6kyODvVxmpbGj8+klCOyXpmFsYW+/gHPlKd4JJK2x+Gj7bZsyNM4H4h1BocoxMirD0HIk6O3qg0mTpSLsQCa2s+//vWvxiYnHzy4v7zyamyiqI9qe8/NFZeXSlGbJYykdLmd0m5HuuYYsEQcm3oN6EZWpEN+KBmOF0OsbvnBg6BJWWpZz+aaRy6uDnTI8JRNQWCaJYbAN9au/rlcBv8W6GA8TmWPjReAAybcXz15CqiD06Lr+72+BDJUA0/17HgHjd3gtnPJBqscVqN9g198+WZhZuSf/Jffe/b0xevXDY30SGRdFoxj6zd29LlZAtK36kQmEgHE2d2nF0xwlZ7TAHGE7353TqXD8jeWGNAsqB9WWi1p1CAmOpHiwigEJC/WK3Qod5frlVK98r2fjuDhL79Zy4xEdsoHmxtt6hU/+uHbq8+XqvVThu882YELrpyx+9h48cmTp87Z7kHcm9wnv17NDHcP5850SRU4JuulljZyX2zAESXdhEwf8WY7Mmh5ZP9znRAYcAI15Lr6LoRCTp0K+makKef1oA52a4l4oifhpXQSg8lUklEy2n7nr//6H/7sz34kC/vtbz93AptSr1ZOb9VHO/JiS2t0bO526ON8ZWVJizcTD5NTwuVV7NIG8oTBt+SwtE4ttC+/fL24MF67vqFZdHksQFDy9caw44Uz8wg0itF6BjBm1BxPvnjGIli9Fh9M7u3tN7raY4VJQFyk38xemqadMLS/cyy0eYla+Nh+3YiljlPr8r13P1heW/b+WIoosgloVms1IQB5yylx2DwbH0s3Kucbm7snJzX9qv5ozco4Prkp5IdPWxqdV2yAhFhoh3d+fNXqdJ0kzI+fXRho87FaFalMj/7wXqk9f6coNUC2k67D15Io5QSx2pcn24GGnhzq2jtojw1Hg6mnOu3sNNYfl/QaVL83PuWNYjTZQmZb3qxswTj10objOQP2hkDJCpHwNPv0Yu9rolqIlnLa/l64wElhpLihJCMMHobh8E60ITvioj4zZR6AliBldt3WYiMQjV5tbO9LL1XstFeL+Shu6vbeqTPn6Kxx3b4ojpnbEdfwsG8g7rYKZOCo1o4b8ekKYvMD1Fyo1vT1FUbyz79eV44khKpE5O23HtaMDGD4NY4gvc66xNDQcaX69Onm/YeF2dnZcvlAigSIZexdLZceP8zGYxlC5uXTqrTLmoAC28/RQTxY04doGTSbVJX9xMuePl0hbcCD5F//7//6nXc0/FrTsyNNFblZ0/hggPIRjSyY2JBTpTN3pX/uSBE+KNTak1ESUpfmlGNSpPQQKfAsdFnSd0hapNYGM1vNFDIKhTC3t7u/q10vsPYPxB49TjPTefbq+U0/7e/I8WWrNx7htb2wOP9m6ZWBPACtiJmDhh4dmWGTdA/xR3dNvaHoe7W0NprPeCkMIV+/WS6MF+/eHUWHfPP14cxUBkJmVimRSNsnyvV0OjSbQg/5onPvwbwiTbccGfmkemyhty9PYYwJahfwmt7LaHJwqDBcb1d3yxcEmu/ez+6hkV94htd+HScAPIRc1pxyjDBYIje4Zzj1+koblRoUyyNpkRdkcRLpQ6gnYRKN92CX6S9mMqMycxxyznH4xUznAMNiq0UIs+zuuUYGIXP2hz989oMf/OjhwztbWzvixb2H8bMLULeLu9CG6Vzw41vjbcdJ91sfj9aPW1E8SXi4hvLF2dGJ0NPFlVmwRrtWfWxt7r737nv1UsOy29zZzk2kBpPBeUXeQdBK5aBFlM4apzsltTIyRjHQaLQDAC9j0JtE5pV8YX1qF4YmaDPSz1Y72d85bnfL1szHdq6YLoph/5EOcrwvFaf4EOk73GsZ8jXUsbN2kIimC2nDHtc0wgxymi6HkViMzYZY3F3aa3VarH1S0ZtYN4m6jtwtfnnYXn/xplHqCA0aV6ZWRieKw+Ojg1TzRqLp0XxXvKc7YSLVxMwpXTWZ9p3FjLKNE6c/m5lpUGk4MyB4uXt4Qla33GqQBjsMtsjOXkHsRpWu9/72O6P8bcu7+9wNjhsnplZT0dT1SddkcY4WPpFrK1WaUzk8er28XsyP4be5QVMoN7wab3rNHA/1pzpHF4m+IfXI1Sl+wXC9TIW0w3PAk0bRzw7JwN3yNRam1KfhuDgxrsf+qo8n+uTIVD6eI79e3mpvLUcapeYU1GhqNDuSSGR7x2fTjfYeb9iFuZwe75/95LvRrkSsN02bCFRK1ZR7vA6MtzI83KNPif0NhajjbqcJFty8+3B4rDi29Hr5d3+1g8vgJJ+c6WUefXh0GOk7GZlMjowTraUHbUawt35YnRjLEGv5xc9/Tp3QpEUs2bOxtzS9MH7n3iTElBPm7sFVudLc3Nyn8D85NR8mJpwHYeA0DBQ3Ks07k/Ovn37dd9F73rpsltuuoV0/67k2BuOApLfFMeFmKJvWzc0XC5MTczfX/S9f7u4cHBj1Pwfo5gYLC5GL6OXkw2y0MFBq72XGk4mcYE41S69ek6knPhBjP5tNpA2tmxUiWzpCYNPDZUcHt+yLsSOLD+ZuOj3ffu9Rui+3vVzuvYz33SQOtur9tEKieXOGuLfQ9SDVc1bly9vT0xyZJMN6+vGfvpWcjmzvRho3Nxkd1ubh8Pzw8sH6dRQBLDJzt3hQLWWn3ItzCyA/NNiXq+w3nj55jrdqJD8M6kZ7ruXZZjkyiYF4/8Ld2XQ+bqtjB/qp/t7Br58jQ+FQO+e0z3udnbkM8DvQCQAr/nAMbsFsOWqXKxX87c+//MPdh3cnZsYevn3vvPu0a/C6b6j78KTUM3jRuqi1zw87Ny16H0bInChgfx2f7GielshQMX3Wda0uF5bn5uYf3J8v5qd2d8q4ZvFkSrq8W90dnhpp0lu2gj2jYUlj181A15vt5fb1SfO8dXxN5rEzdmf0hrBDszSYju9VGxt7e4WJ8d1Ki77h1Oyk8W1dXlholR+h7gKwfWv18FnlwEk4MZHUs6yW2slc395mszie3lo7GJ0oQKTLB/uNw/L4RKFery4sTG1vNfLZwf3tFmEQpm8AhQuQ0+lZd6dO2Ii4nXOMlrHz7bLn5pQd5Flbk+T8uvPi65f6Ljo9qWxvkLUjs9luSxu7Y5H+ZI+B7m6aOnW0gsBaj8V7Dhud4Sxm+VB04JrhZydISvfm8/HT62PzRfu7+9oE8WhQkJcyqUVxKiqlmlmq1dWdR4/v7+yVk+kMt0WZiEy4vF9BskRLe+/9t5B0vLNcOr+9tRsbSmLo8N6LD/Yf7J/TFmtdnxIdz2aTbAcDXbcQo/W8s0eiEyhFja9P/bi3XTJbwCyokHNuhXavI92GUQTihtYOy8lssnPQQYKnFNyuB+pxgOdOSYbhN5nkqyMdTE0lajWThSCV1NrKLqbB248SuMgDvYO4PfwUH36PCwTk1AAEKy7m7leshiVEqm6XlM6is1CLDGhCAG9vPAaAv4OgMzE9ElM7xdMvXr4ul5uzc6lylYbV5UWzgTMT2FvXcOI+AC/tRkXcp5/8tlK6GR0dbBy2jrraRk7F8ewojgeOsLZuk6Do4WHNIBY5HSMEF6dXI8yvebiCinp76+2mQqxULzF5RjkbdFSeEoUy+eO3hNlYkIduHUHhlaXVUC0eBvV3YQWifjsfGbwMJa4nlvHlzcqbla7r0PmWp1Qr5B0vy6WjTJ7bJUpdyAT1es2AOfz1qiMxJjHp4lR+ppnNT53s7p3tVsvJ4S5yCR//4F3W63tb2xddHcrKhHaRAnGWksnUJ79aNV+cGpbPRsw1azqwYd3ZtRjUuUMm+Ox/WghYagjckDl71Zi59YYJjsyvagjki9OIx2Vp8TpUAflChwHF6EGm0uYUDrjIwoyg71pXHmC5WtaOoQ6Fs8dtAF8IRmjN+AoCAcEeCltc6t81GDqvkd3NHflULpknriidBGtqndSP6q3u04Kmz+SoitQ3H9Ybbz14ZOrvoutaseXy5DVcD04u2kaSFooLe7X1wWR/MpfxmkYnhltyCQGShyDeApAMFirnhGznh4NW+m23P1iJSYZlUKaf97calrx3Fpphl+fcj0k64+jxpWR5TGjktu8lzQzT1CSVo4NxzWvYAbWcIQqf/QPobvCIZlP/g5HjAFiRH0db1KqdV/fMjR5fn/Xmh8boOVAjsZd0fT38wQGD5ay8k309LFu9hq5mEzFGQj0k+fGeLBmFhorJpqJxcu/eg1wWlilZoOJUUTBvb+8orT/99JUO8MFBXcQRfcg8VA4j84sjusQGVkzYy5fWNzdN1I2PjEquNtcu7y7AREAxgS6lmPdbWGjr0IB/5KuCiLky9ZFTyYrEXybVKvybNI4OkDC5TsaTstaVFUNQUmmm5jVXhQSsM7K+vmnp+1t7STqAjqo6FeZ9mBxH5bW6ugYq+/jj99+8Xv7kk68g7Zbt9HQGO9VPueVAzgtzNgB5CdpxfCjFAB4XgK7Vbc8Cm4DcbbBAlmCoRQOrinzdzYW6PTfMkCZuJNxKg4y3T+pG41ttzMgL4G+9gaqkznBI9xud1gzGELcT6o0a+pMVQhJrdLSgZWQwzj7UtcY4koViiNnkKnS9ZwmzcAag8QSMM1eUlyUnCCj2SJvGuSe+WxoIqHBhLXePBatJ6Qv+gOcfHDQ2NqobG+Wt7U3myyxpDo9axILjCevoFkG0zHp7dzaZ7OwQYVhf2WUePzSYL2THJycW9/dLal6XgcnzjdQa7nxYJAYW5qY/+vZHJq6//4O3H7+/mB/RUKi+Wlo1SpzKBovIBsXdG7hPz/PnS5rlyXgCPOSy1SA4lEEGoEf1msaInp/TrlNlhKlBvVIo7MR4ljGP+h8PDpWG9ILKwsYGyZMCpyawtroVDOkxHxEhLxHRe1N6MLE0w2vDDT3OwKt+SDR35qNG/bh9dHpyxJS7c26YjbL6xdQ0p9LIcad5y3drXtyc6cl0910Nj+QEyDYA8/ISQP3oUVDNeLO0z+QCPsWyDwbvz3o62kM48oBJEQom4GGPheGHWBBWhRVcBr/TUE5obPjS9tTp1KexWEWExCDvQfoPMk0iaLlI5wYJ9+iwVkj1Nsm7XZ4vff1SLUGeTVAE0YA35DaKyV59O3Vq6PiZZT7XjNQ7TCVzNO0mJ2b6umONMleRS1OOjOsYm1IWr1fk5EQ3+mMhUY+cHoWJPt4QKjUohPNBx/2bteW5W98u1epR8IgMg4MJ8L3uN5VFL8acmbdlXxw1CS4gmPenyUgnE2PFgNaqlLmuKv8w5IYLOZwiXwACy8Wj4GYpmH/721Os6PXYPnz/fQSQoLd+fGbYSTfcA7HzFxaGFxbMYgdXb1vFjwSwo3W8trZ19869w6pDrEaOQpxeflNC+uV1j4shlBzRPG9dqty4nggk5K60mC0avTdDjDB7N7Wzc/buO5OO9a2tXQw/IKugJvx5Zy5SHmcsWVBA/gdEqxLtNYUoEAG5w6yn9SfE+MfR6hvEGseC47dc2rOU52ensGsnplQpEY+lf+AGGYHUsiAp9OsvhmY8SLa3+5tfBx2Qvgl/z5+/1DwGjggHdov4Mj8/9/DBg5Az9/c7wzUUlce5jF4zj4/45OiEXo97x6SSNuulGQjyBLQVbRgt5FKlonvnah13PuT58+cHB5B2RjV9w8MDJlxpEI+MFO4/GpyaTS7cm567MwnVTTMUB1F3oDaJWrVFE+C4edmoHH/9bK2021x5vZXPwCwNOA8QrR4fHQa+eALerL8kBy4CHlT07XroSs/dnVm4P4fttvhwTLVBYDpXiFLEdLN/8Rf/wj36EYstSLobKx5Ka/zFY3HBWiteCZjNxtyO4NdqdcRKE8G5XHJsLIPu4XlKryBztdrJ3vY1TRQyPbjC9VoTDu+feJRzbSaRSPVSv7kMe5PsylVHjIenm70gjhv+sUWh2lI/PBr7gSDN5NQIecTz69OWornTWLi/wMlISPKinVEyo3whv7yyMj4Vl26osI87x/ZYVH2mEhqgA2WeqJtIhP6AteQk867DCMulE1pGV4dqRqZnJpHJBwZQTeD8MUmJRb+7rQUaOWtFFmdH8XM0B5oUFnsu/+iHj7TwO+ft/dJBOt7bOpaRBmsDosdBHp9aBsS4pecdeCxjRW0pFnL2AkhkCBBhWYDWLGLtUAp8ZxRjdiPHtfP0va7xqZn1vSVPJj2YhtuGqNxsEjmTbggQzq7eaM/u9p6sFg/PGJWdE3h4YaAbosb6z2M5vZKeX7dEkUyGvMfpo7cfP3361fvvv//s2TP3T6etgMF2uXegTigfaJQAkMRPh3+1KipfjBYO5BcaQsUcBTviVqmT0yO5n8TNu9f/0g2OEaPtM7sR1Vvyj0aTmO2JKIYNC6OWbm1izgPnIUln4oVWiLcl44zHj/wPvB5Uao10Z9GbNytyMa1cnZxioeB0f+vh2Le+9e2f/ezf4pw4nWCZiBfaTvJMmJteXble2tpuJlvNiUk6+ciLQlTP6Fja4OFx+7xexS+taxWPj+ZoU/vtQqdUwrKWmtSCwNbpRx++fdvYd451UUkx32iyQBtYhsVXSw5siROJmpvOK6nkR+MTxUdjC5rzX7+u3b0Xu3fvLpKcc+Y//vyJdymj2Vg/IrdDUFtyqNdw3DqLAgT7YueUx25u7CL/PtefYgk30I04JMKIXynyhya6gjV0EAWPx32zkHqhlSvWe3S60fN3ppxSDkNKc+hDxOk8Ll/Wrrrevrp/78HG+hrXDHAG9YOF++n+aGM4X/j8ycu7d2eSiWTo211elI4A/uG3XAp2A92IlafXHQX68Fzkq9d7TjpRfXn97L/4p2/PLMz+P3/1lzjvFDSzunrBrvqCBIs9gdQnrChn5Ocm6EQ456hyo01g7uBA3hrQzZtoIXdOTVDisL9DASvy4vn+hx8are1+/vxNoTj6DduSrhmI9fgIK5+PHsEfJqbM4GJ6hJwpznpOnS+WkCUngtqx6DDGiEg00zh498NHttOzp1+VqrvyesgdBA3Wg4LpidXqNXmdRMbUrJ9VqjsGcH8NwgiF6iNtATkp9jS+s+eMMFLaaxiLwlSxxy41VMSCwMSMBZ0MbfnBaLfz7fgqeJlIaY7CsGA4OlSjwJqxyWI0PjE2UjCSTQIc6QiecXbK++icUR1GUCpvEC/UtizxvOzyLvvrUKFR1EgHHdTe5eWKFG4a0jWZrSYV/KXdzQPZnU5CFwAodk03zkBFt6XSIQrSLThSujOIWjOD2QeLjizejaejmeWNtWiXsAofoD9JhXygEeadOzEz/pdXP/je9588+2pyfPzT3/7Wutd4GwjjV71E5rFNrfiwOM4v4AjN1pnrmRhNcbb54rOv796ZefedB2srqxLmYDtJnswYkJXMtIv8fpPAoMfGeJsTYRjw5ragxBvOUzRa/9Of/smnHJe+eDk5U8jdzzlaDg/PotGz2OCVhAA/U4CjKt4Xi04kE8ftwID24ZhONryM9MGDtxzCeO8inTxFgqPj5VIlL1jlazyLqWAGC6NAYRRSbHKZ58zk3GA01ct1nQGAEXSkJ+PrgiLpykLm+csXykBJ49r6aS6PkoWdGYRGalXnHtHQoLEF4+BNMjk5Qy9qceGug1qB4Ik16xebmyX6Mfnh+He/l6NiSOFvfeONxNS1HZ/eZFNSicBB2t4sUQaZn+fPwzCz4ggSl9FyaOh45qCR5FBSnaxslrbs759NTwz5vQo3eWgmnRX49AWQrIBMLLNF51r3Ffkm0z64cHYFCWiBu1jssdDBB8I9K9Rvf+vjtaW1Yj4Nuvc7VpcaTqXvff8HihcPzeebX3EGeJgO6qNGU/2PkiuaOKGSuex3fpj/f//yCX1hBsff/v6joVTsf/6f/j3E/sHDUevXP5j2aupMIsn0Xlu6wfq1r1eTTxmuwenhS9k6Zy335816WB4+Gc6xsSLm6KFRmXjwH7sVd7iu1yA5l7JT7TnXgw4QoOKTMA4rjqAwWL06X8bWcHlCdka+TP8gnJ1dV4O69tfqbPc4OzOlYFxZW9raryYLcXQaUIsPvPf48crSMucRg5IitXDpRwzIW/Ezd2bkksq6L5+tDA+HdMN/MiE6MhL1P7e3L+fmsr3ysU6gbJN+P7c9zA17guaoiY/NTN0w9ZP1baxs9mgTnd3kR3MHpdrrZyv7u3vTc+Mj4/kgvXYbpKenJ/f3TGU0oQaYtt4rNSa8i2atbekiI/XHjpGodKJ4rxJKSKNG9w+06rRRTi45iDmz0JfZrckUjiInPQqBG0kmWXrFh+diTMhzLx3rZeqkYfKdID64VPepOGw3SN1F4v1Nb08wzaURua91EP2grESaLVRYfNl8kISmt2cXeb6Yxig0blaAn5ub4O07PaWo7P/Vf/rD8vLG4sLcO48eh4CqU9k2UHuOhoS6RCBCX462qTtlx+bdo/RAehhDZpLx8ZGMSOE/zc5O5YfTlVrlqN6emWLWWsLe8s1+r01oZXvNOsykvL2uWrXukvylhWW27+mTl9PT452zc+hDcqiffwwR90w2LeOtHh3imV2QHO2crq5vhvSeeFR8oNlSW3YTCwJb5FGy+g8dFHYClK5Ubu7t1mA3VEzUBaYY3ny9Mjc3aZjn/PRALipxEMeFDwfxixcv+Up/9OGHE5Nj5tjYh/HdWFs7dUfZ3AWGAtE0rUf0SqfI4t3kSaObsuDkeNz0AVUYZQikAESkr2bxhQToDEY7YKjZ/7Qn1zdh4OyeAWNSlXNTl9k0549DG2fxwbSHQEDdWzs8co75Utz2kXI9P8MldTTiWVDNitnSKQJ+2RwbSZ4/jNlhUQ4eh002i1avbRZ7/PgdDXIrxG7zfrXQEbGF/kwhFFbeguDYLG+luvPvfTyK2rxf2SlX948vYmiU+eHBfC6r+QUtBhY0GieTY0FKiORh71Bfzc5u1NEZRRM7yheChheJD0YNSXGHVCcJUjJPTQz33PRHo7v+bM5jepJhUNtOEfK8dGW8QI4+IXgx7zQv6xolSdabWBm2lZPd7OGt/LzEysOhkoQ7+/lXX6AeIHfREdopV4rwzyyqSIr39Oul9ampEcq+PhPU65VCrAcTWccZ7MB+zA93Gbi4MMBIyRrZ9LiF3k0E+878Yi9kxaMxkEPgKLhfafd2ETsaErEKmcKdmfzq0rr6jivtg8UZ2oEQxGQ0tfqqure99NZ7rTtzd0u16vra5g9++EO9dIvv9PyGvhxFipO2efVaIV1U5x/rbpwFfwQOX7J6QpZyE3VR8xCQCZjQpVcE3gjAgHkIhd5Bp93ZbZRuLqT68KpRLzVdyMBVFxYXlHyNI/T+isYNcp+BsEQC0Qg0doMdarKhHx3nShg2t9ra3KrOzBjgLdZqy6BW6ijxpGM8jdvn5JFwSnaGR4ovvnqh+2DnHzV4EKpaqb+u0cY1frOxxbX6JNWTYABXrSNcKow11SNyV7HbSzJ5AfEPoWFsbH1p4+mXdFOSpNmJXtmBFigLHSmlExizU16qhY7DeAkwaTWJahSGc3SfbvvnCs6x//jLv5+bm7JtjCc/fvxY8gkEGS4E+SlFJJ/FCFz91iNQ+Xpb0wYNUuWxASVCnSoXpAArQ8Wrgoj1RUkkFAvjzFSRwh/em9zaXuNbUz4gDKup22eJd3d1N5tVPAn34i6ePm3kc2sy+bXlJRMXeBKFQuTx43tKEQFxZWXDsUV2NRa/plPSc5X65d/+SrVDalnKUCgMIFPXX6wm8RRu623MYrHG2SAiE8K7e39WLx25aXy8nz5Nz26JyhCeSM5s2FHrxYtNiJUWqYYFRrCPXeveGR0bV1FrDUnRVYuIA62jTZeK1SKD2NvZIrr/y7/9u8FoT6V6xUd7dfkykfg1g28uWAyCQiZ/fMwtliYjNj65B27ro6M5J243o0oQUPf57758deceQngKz3d0fPDJ3502H7wUreZnF523O9tkONtG05QwHqyHZLnyR5Go4ir6cH+/f1DH41bFOHukxEhlGFMSvdPW2VC83ySHnFLZ//WrrzLZ77faDevZ42I4iZIE4/MzjjwRqofK3WUkdExx9jqd3n6CGVjuAcYOrm0TeHH95coRZGZiZnbr4GBmbobaKFa7UCu1n1+cVHV4TXaitMVC8G8ATa1ell/IKaZmZ8ADeKK3F2AN1/iAv/3220uv3xgcQKy4QLDyM6E6OAo8JP8IQphewoa8vV5jHxrh92qMd7B3iOOAAoeC+Yuv9r/68jXQ2Kn+2WefOS4Ey3QSTfjm7BRA3TM9MwwZyOYMYOEKMxSOIF2xpqEAC95nVZjJxqZnErcTmp58oBh4oKFOiQKlI0d1Y+RaNUdf/OGNPt/KmyVX9dVXTySuyB78KUR6oSeUftQNE7DouD2DZUTOLYRrORVRw0hkbaW88mZ5cixzbxHIMOQDv36xSi8b3iY6+DEPTkAUIHzI8nJ9emYADgQ68UYNFJkq3z8IPotLS2/AeJWK9sS2Mt5bD/ntKbmY3jevmsabvwH5xGyPG/DDgVnJOlLI4EOoOQMjM0y5eRNH4cy7OOcGJPhCdL0YQICARf/jwYMHDkZbFNjBiFHFXigOb2yUZMt2o1cu77AgnBh6HH7QB7nyQBw6Cwo0jj4rnsxZpUJhOatRX6+dDPQn33n8LXLpr9146yra112vnpb2DhOxlHCMbTlSnIBu0Ew37Pj47cRXX61Wq5X/6l/8c9irBL44EgTXqlXgVDmfJzk7AIaQ1Stb/A3GuraUCXdwhjwcvqCIK5XOCazUD01Ic17gp3D58utXSiGPznuxVJyN4p3mnLTu3r2pkEQAhoIysMcOqMI0jT24f5/5YmpobCg+0qzxcVI896tpnA0258bmquSrdijlufzgowcbmwRUAxFr/q4X0fTcVGQcjQVlB4O5OyRykJK97Vds79bKXNg7xwPa1e1avhh58GixVNnTR+CDcufDQC6ipCV30Hadnk5THAGukYHc3a+yvYMFsw5SAwPkp6bGPvjgfeeNulXccWHALPmdgwTWsLJaCyKGA7Izs0Dd6Uy8WtsbHbMlBtbW3/A9n5gcQYFVtUkuQBtGkjLpIhAHHg9yhkSo2gi6sGu1oUqVFgEicW2/VCa+pRsEILMyvQh/+AZHs8C8MgjRIAeQaJ+DmMwXcUl/OKgGNQ0RWeMMIIzLSnSHkJ9TyqIKGjuikSXlxVhGOkzNYy5JTSseoWhpaQPErtUsLE2MjzdwD08hw1f53JgBrn5p51CKWAGNyXw2h2CzMI/VP5oPYioagiaXz1FuDusVQ8q8c2n72vCmawfw9imN3XSGhvrgPTc9XN+cbWGM5O798ZGRtH5+OtNXyANjuk0ECRBSf2vd6Lur1QjRERDtzF8z18GVRrMXtnZ2y2trAn/bxnAK+YMglU1FsykEwAhb9N2tXfmkQpseL8/s4XxYgR6ip6Oh6CzapaN0Ghrglr4CBZvdY6kcEpwIrGHAjMd9mxxqmMRgHBIfYAFIcACEoVtiAOHqlDog9XQSoc5DL8lTpds2MToGyMF4tYsGB+STMsIbVnyHdYxMsaBj/Mays4akEt7ly5dvpBEOTAahG0EkFipZadRIWlb9pdLGZfsQWQCowp7Xrhce1CmSHf8J0IAVZhx1bXPTA4TmrCxvyxb5XUZuBq6l3sEewJwHAmISrCv6hC8wBhrpzbXM6JPfrrMSMnEwMpp//DhM9VgqApAHKwkfKY4YyNkw1Lm9IZSze73ViXHOHNlF+WyyUPSdsuhAOoC68+MVWzU21YllN2EUsXUkzmqqu2WNQPtTULCsaX7Ji/mkYP1sb+ySDPz3/+6v52fu12udZ0/WfvPrV3OzC85kUzrOqtdvXmysRr5+9TyVSszMBPTeUKPEU59Sm1Pe68S2aEkigVfDSicGbZ9o7FtsjHujiK0XHMZn5jWM4cOkL04AHPiFfGidSdaHo/L5Jw1yeO99+IGBSOGAVoVDCGlVxAfKWDyIlfqmPpaCjsQBxuQUqVTaf/Inf0KdBOysFzA5rawZ5DFx2Cznh1MhYz9vb+/voookM0GVNJ4IygiiiQRkdn4+mxHEBnP5tH58LsfF8xosDrcahj5SuPr6FbHj+fkFx5jtkEtDUvoRRcA/4he0Uf1ivSGbhC9FuIwUTeD6ulypISl61f7GM6cJ6B4hoFpy3RCXYK18q6tMoUlho1t3735hZr5IXwWpQwkvhM/OBkjZnFuoui6vtdMy1DmZYCaGkHx1XPa298oHFc8db8dYto/12oXx/b0dcnEffWvKMtrbuTGyrE8LGPB0PAXWO0IAuGpqLvL4/cKj9+8KkMZmZMJ21MTUxMzMhPUkIw2r6Ma+Pcll0wY/xQLDGwSLTsQmnP/+nqnpiQcPZkZHg3iJG5a8Ic8AXkIJms2HcXRU5pNISyQkE2gjXHfrU1B9EFA8I5ESYGNpzt3pSt9O3UMH0F2NGPCrUtpp9cAp9N5u8wW2kSeWbHFYMXV9ZJI/GbzbzXvg7BdGs7lhr1dyAdsn9GYQM6vJzv+nkMscNahWh760Ki8Ri+dy1CNNHB0LbY4sMudyTnWB4Gu9Bikko0VSCmtakU58qbcbRQs3TC2p4Ic1+0fxx761UjbnPwAZWbxzR8LyrY8+gJ9p7FOoqFYaW5t7PRFSuWh/MWo3p+0btHGdbKoNfqMdfs5qCpzdS/HtJJsLm4rLpKCjgffkyRc6i85q1bshC+RYxZHxdCx3sEWajdlwtjiWtXk8nHi8F2NFS1ATyuBZ2FGIWxWHvlhwqZkUZFzQ7ru79vZoB4WHf3TU0SQRbZWEx20vuiuTImYVw85g91Z/LY43v//d77c3IovzxZPWiRtXX9x+ndy5H+p287L5YsIMIiK2joCF7o5EGUkK8jRwvnpgyqztpBbgme4aPvT2bSQ91CEz72PD+idSY0e0k9PFe/Ie+97BLnmoSJrW1r6B7slZA9ODwLnrriv8KYFDco74whRc9JTtui+vRkksb0APe/LkiTKB7puLseViQ9GpmUlED/Ekxc1nsPfcmrwQ04MYyAmrrIsTZ5L7kug5nplc2LTeDm4LRWExyyFnfkdlt7OzJ3Rq4nrR1rYdRcVQa9BhCwv3l9/8ISAuAUF2lNoK4ctfEKhRzksD40PQmWFz3SFegDm+/Pzryelh/AQXLUshZUE97rTrdH7mjlVY2T005XRUPd49qOK08lAM/Qho6PUljv01hfvj5s3JFbadEatOZ88cKwaj3rU9o2L01ToyxdxLDY6ZWlfXm61tCYy9rUOjrwoWuQKJAxfSfcnh0YzcL5Y2QU1d86S8d2yDsuRT0qMzNbGeJJA3IllS4UN01KqNp2LJDM2WI9axsBKBMJPlQj54dXZZoVzhLV2CuJBz7bKE009QW35ZyRW7R8b0QYLsFJs5t1N31J5deFLEYZ0nxyqwxrGM+bQOcw423Lg99vPefkvxT/KD0AtEQ42XTg6V91oDfd0zU7mAhnHdy2cIPqlJ+YmYobu9TYnM4G04qO5uB7skK409jkTko2+9j7GyuvJaYWynhZLn9FgibbvI9jc21x1cjprRsThxfom3njb9TmKZsagtHz7cl5fNGZEXo4leh95Jm7LO4fz8FLzjyZNtiz6c5BycevsaWGqSKd983AmJVeTavrKswX592pbxwN0yZd8qE6Q3hjzCuu707JpapqTXf7J6JocLjmXMOGAqf/GDfXY4XeiXYjSSnmHNnt6WY8KbZRc9O1fwGLSS98o7lMIFR1L0aG5enBTDBBQlfijj5PjEyAgl0m7lA+m24WxaoHbNojlljWa1kZ7t/c3f/+Yn//iPHbAfvPfBp7/7zTvvPXr54iu3TttP9i4Em6kcGZt4HNnvH0xP9Hk6HGsvM6nM3TvzIvghk5W1Bpq2aQJwJvqDzSAxdlxYEsg8sHPiNSQk9Cl8rFuhT3HWcwV9m5xMfeePYktLm+s7G15o4HH3aiGjTWlDXsSN/Kv5iTLr1ek6koegF96J/OhHPzwgLXywi6jjb/G4CCJIK956POcubpVLFKHAHVehgXNKAI0tBR03kqKBWW1596NsM+MimXihElEXeAXeuhViLTFLkUYKXSOYsNFBaYgv280uFrulouyY+gc6DhhfOGN+NPypizjCN7hVyChxNPyIxy7i3L8/35sa6he1HOk9C4ERIuHU1mJXnTwsmR7JFtLR3hg+WYBOgvj0oCFgitQHtd2pu4VsT2rn5YZ4TwFicWFM2Xt5Ug0YyCX1tYuzxnkyLRG6OtivKh298YW5Ow8f9IHWnScMVByJ1oQhZt66Lrq9cWSWAGcuKTvqh/dUsAkA19msPl8zMGsleKGHfG5+BZnBj3ht0aGefDRpQotAUBBc7YsWMnnm9rtbiAnh+4+a58lkPTACubtc63VrN8SFiDLnMHYRqcRV9yX1HmeLjYFCFxzfGu3A8hg03Bt2l8mIUvVofKbIFH0woYE67UGfHJ1urJ3WsSbPI8Ucx9yoqTZDVlTGO5d2SgAgjDPApwQj4M9BjTwFQJuha+Hew4do6i9efP3pJ5/TAonhXPQMQObX17e+2fxhfdNB1qwi7h6qQcNOVpRhMvocwPBexYhqRa5k/dFychQ0DmnjJ/FhJ8fHXr3a+/EPf/Cv/pf/zUNDDC2XO7l00F9bW67wpz3GA2/fsCXV2rfaonE5BvSQroHG/dWHHy4+enS5vrrmdLJEarXzwYEAT7gd0ECpjPbPKJAACfXuY11Y8khaQWAXDSwMy6G0oadBq1xCiyQZaV9RQSEmmswm9BWvjonKueyb5uFVPHaJJBe0sNiom2Hd3PLs6HPC7RExxhbGnGTOnvYRlYG0bHFjZfk7P5lHJTg4aK4ur+zutzwZCbkYJdI1mm2VSKQruo6glQwUNchuwDJ07a+6TtunQzGUBLOaPfVKA7m4+6qLwg/VGacurRodtIMSO/MAEwgZ9p74aAzds20ciYOmy4YMipBR7YtHMjljSFL6cB4IxwoSgevBneFyqW5YI3gTBRvSE2sSCsMqErcSMWVtE1DAEnEtdGTy5zA5+xxTkqgPkv5ocXRjdQO6SOMgkUpSBpycGbk9ra2dLpCdhyl5VELgC0w/nMCJWVl6853vfrxXIrF2peMjN2SRYP2c9QQMUjwKtJe+cDZ/gxD7NP0JTQKd466ePo0o7TZTjMjR0hCFRi9WFkzIu9Qa1ZMWlnRHs7m+7Z2qedsffe99ztqEzMYHBl+9qBdHpa2Bin9xc6LRnqQiMtij74kvkRzKDBK9B+rfOhq0D3dEhO5LaiVtsQmssv3pQaF48NFH92xLb3GfSAVHihbV05jJdmxFPdKNXWr8XZ4d8epsbhCPfDAxcO/e4tryWldXzUSn8VVT1ens+PkNafreEHwOnTwsusEGpv0Mkmj4XxEFHh3BTVYUyJECL9DKvroyWnY82N89kitGhwa39rcq1SbSyJAxB0WzFgk2fEuK1ey+MiaUCm6YJ0FsTq6rtOk1txA0mpBhB4UMGUkqTuOQjuDRcD5rH4FHOtenDhm57hneKDnRrj5hQGyEvJhgw+dZerPy2adlCsUffvzhH//ox+3j+vr6UzwK+/CW4WMhBn8LIV8Qp2gqS88PJ5xddxbnDw52qoeNMOiqLtUIxePlKEE6IZni9WLq7GD3aGqy4Ez43nce6CqHrHU4FBcYzeArM/I9XRVNSqHJYQMStntvei4HTA0N9Gj+KkScQ1KM2IChbz9yggYuwydLt7NTkm45RsJ8v/ctwWQtcE0FvzoQNYjZHU+aCMS97pC5ZBZot6vg9svEmgJ2ZZifUhoRByVY0MZmknnNJkhP5GJ7e2trvS2e5lKRwnDGaoS/CnCAbqHz2ZMy2sJZvDo7O3HSbjx+9/Hf/Pxvh+Jdz18caKHYTV7Z6zerXow3SGWHziXOryE1qDxqzTrgrgbQuTpqqR18/zUACJsrtPavCdvIwyQfhnziLtid2qVWixM+xILeruZRw+RVpbaNHpLK9IbSAKOReLd3PaAF0aMFjtsroSsMByboe++8s76yrSp3iP76159Uyu07d0c0uZoi0eAAmeNk6lBiLq6xkMoHChN1J8Exmk7muBacnWsU152sEPRSdd/Er3Lu8uLcjvIjyYGk+R7xS2w7vyAJ1bW9uRb/4x9qQiIaORS8dx8YDp6bG4d6Ph9yASw92IHZCHtQfe9+ERl8i7+ReSFZ+x6tGclJ6eqqFwOX+5dV5dzw661jup3x2IWxuYXZ6Ob2ZobVXDa5srQhHJaq19ki37iu4dEhnUEZPvFrAiFuCrdERwkW5fedty/k/tHeaNdV/8N7C18+f6LQJtVaLkX+w394PX+n649/8kN1uGMHEYohPHrcCPZ7MiGn4g4oEaodHHrKW9vGYV5/9N63vQZBSmC01ER6t00/SUuGxfJgMopwCJeG2ToNHJUBWT87TcaS4p/vBIxTpLBodP7sn+bxzdjIaXGseC9xL3N4wAAdQdzGc0K6GCmAw7H3pm+4WNje3OofJJ6k7YSdyvj7HJcT8maj6sRcnNzMz8ya7b3qnDUOa62jQ6G6cnR9Nxc1x6kNDoKB8Bvw+KZ3YFc4phywdxYD+Pr5Z394661HH33rXdyCq2tUHyTZazxCCqUm79+8aczO4quQM11n/SPMCVVXV8OHUIqT0wQYFWZ8S3aEicqu5d6PH85qtdhpb15tfvTB/X/7f/wbJyEgCLI6PqHlGYgMU1M5J63k3JHFkYtXfA8J3SzO+Pl545p3g8VzRby1pZUdNPZ2NmkrGqMoGci9f29CFrFvxO+gBaPO53OmTvL5YV7d+BYhcTCzLiB096sXvNlUBiX2tDgyIGcYGiQYdOwI1R7hanE9RHAtACGapmK0VgIcR0H3+9/vv/fOpSY3wOkXv8AN44Kd4poI5HKk2hIwQo+C+3uk52AoOWT7afQTvjYCNzGB6h9h8Tw1fUyWztNXotrbEgcX1t9zUq9fXRs86oPqHGMf2A9Ga+XjRh7caaNezmUGrC11s+VnhMweUsZbpSrvZJrBnxh4Nbvg+BPjzwU16naiibc2NJTk31wtV2enCPHNVQ8OLwYRk5uao9K04mTmqLXnGeULmQcPRqBvQKpStaxu9WpMWwVNpIEooiosXXdXBz3Sfc1QEjgpJlo9UrZuY+ly2OTgxcm5zvn29joXRyYG5coeZiRQA16AWePq/eOxeJpKXU/YJ9gRyiJ3oRAUh29bBQEpQ2YTQc31aah7CyAeWcqIOISMDVDF1VdC+61uW8Oi0ToT7Ne3lpunh6NTww0KIpngY8eMOF1I1FtVqTVkzqyBt+Vf0gdepoZfpWdMx7BNAHXQDujLGO2FXHq82DWSg97dfPH5U3Qdo1FjU0WnfaW6v7a25GbgBUKUC2fx+ODRXGGEmfIlQTuwpYlATy34hsnhrtUskB4NMCAQ8okjFw8+L0xQ5d7YqB8eXu7sHq6sdHZ2PZ5rxAHdN+hIXFc8EXmzvPs3f/vJ737/ReNId4MCPTh9wBAbQnRyMNlDpTBM6bMJTiHbLt6bBRqNTWBhHzpssdDIQmn/6l9aNySP5+YW7t8z7CjRH0hTHL7uuzwJi8oMAxOOWrPiVEd4OTZ0EcTLxu9M3zGxe1jBPn7zu9/97qOPvz06OmlkSqvEPwe7mCakd0NnxMBjV7+s9mZsahzAR4ceP7+0TyHfWRtGyG6LQXaVbAiptJzTnve7FhbGxULErYU5TjExuczYZK47CrA6L04MN9q8qi6JWaqEXRXlQT+CpNEKc/oI8HIQ5MgBvnZbW62QxsJKO5H/4b//J0KtExUkDOcPkI1wHA7JATtWuesssma0zjLZnKct49NA0fugN80sFEQ0nM/4BEedYYWwq64C1KECQnh978N3xyaMdUcIcOQKGfaGr5ffWJCJVA/O6a38FMEIKQwe5ekE/w6XeBEp7ePVDRRzo4/uLQx0Rco7l08+2zCB7pJknR5IvX6ytWusS57cC7JK55gOxK1/UJr9gFBoN6quRQ3qDPv7+Mh9Ub4R0Zj2PttiONzdu4sAH93ru/fmiR4eteryBfvKs0UoFv68MEsf9hZIftHu518/L1UOTN+T7+iL9SPjnXF0DEPYXa3j9pY5OWy8Ws2WASd7R3am7OzWrrZrfZMSRMqhGLek+3qG0nC9QdUWrjfaJcgDjVr97qTyvvYPytRQHj16KJjemZuHQOMlfMOSpAcB80KHDelDOBUVvqZLWwQVAEPQEMgaLiJiSy6X9Y9PMHKmI0PAuTs/nksX+yZnnanXxLBDzpyyFHCeQsP/+KIls2t2jgbSNz/8z6fihcj4nf63PpzpUPe6csxeI4Fg+qBYdPf3LG28frPzdf30wFjo+GTSvLFT7vWbZzNT48+fHXTa7PVonECVGDHVbWx9SGMm6byOS4/hxuBneUyyXIPtksN3qbw6OtVPc6Z2WGJJpNmbGsKzHpdWeTQ0p92PvFo5NTs5Wd6re2n37z5A89zb1f7M2Sd3FpOP35kMg4lmm3pvBpKRvcpVTywyPpcCecA9LiN8kNs0rZCXJ4fHBIrK8lFl7XwkPb296sg6M+tE39IhEDKx07Pg7ULaBVDU27u5cfzi5Va1xhH4ZHuvYtJdAz8ezb7+YnNn6bjBDf362sWrpHj8yTTQoCjwV/fLuxulfGpqdmKcqfbTp0uvXq7lcpN35x/l0iOt6tFEgZFuz+gIinGKQTiVp+Ork73aAT/oxmnj0Xtv3V0cOD+J3FnI3rszLvXyZGqNpvqF/KAEWCh3GMQG4vxjTpud6ECCv8hRB1m/TdZsr7rx1jv5bDFWnBiaWYiz2zQcpM1eqbW1GztnqRZr1WjcYTgymrp/f2RubujevcJ3PzYDu7u9uYeqo4q0f/wKRY2l0j4N6RZegF4SjeLO+Q2tOpZI2l3+HuYtUl+c3nDsUUkM9eBjRetMD9sXI8Pj6E/qds0aFhRP/9CA3dx/PDaQGni98Xpju2buc2vJ4EBXanQognA90rdTVTiTN7Nva9zWnO8rL3fjPfHyRnmcc9Ngf08nUt6uxvQRgnWNJ0/CsBe+5JP5HV/3wUi5rfAQs7zJ4uAxnm1tbFKoFFszyT7x/ejw/LR10zlRcXXTKHVaOoQzqcFyaUdcazbKmaGEuZh0Ypifq84bjpCDl4GSE0BXTeF8039503/dE+senRlJjjDTGGx3aoND3TMLhbdNRg4P7e439na3JeeCiCRevWzT/sNvnt65N2eoVLMGPiVW3parnNZOGkccHKha9htr0VZwPgl2qtVXr954wr5cJCWYO3N3kM28BaFqY2NL/u+7wkkZFYqkjsoD2nhHXQM6i6co2COj2Xiib2d3DeXhsHpwfXnGp6630T4UyczRkE8h4RyET7okKqgDXQPDqKNZaTaexvpOVeoxMTd4fHnaE43ErqOd9qVJqMg1vCORQqKOXA2PDvup8l7pVal6eXZkGrw4YZTEEkEd0brrDKdH7K58Jn49oKEJQDU6a2hPUQPcbhEVI7+dSmQwJOSxzZsWiFdZqGmmd7K6tO+oNjnq2eEatc7CBL6BuJZxjXojlx7U/Rsv9P6jP77/+09fib/GCh1NMj2fLgkcSg35N6VJBaExtcGhaOvkki29SkqeXK81WAVesdQwZ3+CBH3ex/AlRpa67+YU+Oco0rk9RYmI9vZdoWj0DTjeAJNCBRYNmPa4eUifB3unfhQZmRmcnNLmujGrdQJ25dR8clVI91f3ufYRShjpvu6rltXn3el0/9PnL4TFkZFxGPbWyia5M88Zw0exhlWuUSnh6Ik6AilwYgc2ubnn0uTJooe3riRa5JchhJ9rYq2srVIczaTSq69XFPc8rVZ3lrvztCtxGSAb9L3MMXm/jMc5xTBTpPwDzWJMFu5ooC+lScS4DKwVXs7JKZdhv+j1129evjx/9Fag6MgzLQ+vQCAIwIFJUluB7wdH8As09XCRDlgZ7WlDLD3FFAew2Z+DvVEXGayPepD5L0v9FSebA3r3IFCACvORxQU4eXezXYUfTU1lrX74tiac1jR184HEYCp/kbo1zrrahcLqbgwtzo6xvdm+PqiXGypc6+zLz59+50/eHhvjrFMG9MB6I90nfdcD/CDkp64cQdvZEP5wO7ej3QDsksIhh6J+UeULKZV0j4JWTzCzCuW0wTcsHHqduIak79wz3r1HaiUCwAOArQq5EoirDanwPhEbfpwHtZLbSeaSyFe4dtbh3v6WD5dK2PCnJ6D4G68YzKEMZvoFrfOHrd2t20FnzuEkJgPI6kTxtP3uMKqkzkOo72sF5Auye4MIc1IojGBneAsWQEjQebHfaosGGkW35YcyfxHoPEHgV0ccI1p+7e5lB+qJ4EhM2c63UdPs1YoQQtyy3+fF+zCvXNNCFHADrsbPach1dy83GmQthlp1hu3XVEnauHNt5+uA65D2sCQI338dMkyU1XjvYKdx6pP9V5eVSvW3GufTY8mdvT3fjJDsfYQLvzUOkYGIcJfG7I3cKYY7nQLbpcPQeQLk+DcuTX1rv39gN3PW3w5cuyBk6GrRv3qP6iSzTMW9eXnaH1l+752Pksm1Vr3j/dB18bGHTYwmRS1aYSClAdtclBs0ra+9rBhxg3gh0BXDzFf0gmqnGDu9x93xbFcfjyqMKGrnxmyuBIJu8eWKX0DozaRoAVXKnZvLw95cVrYiGfOaUYempibyw93HFzU9D9eJH4AQ5Wp7e+Vs4XYsAkyo/qG+oUyfZiEKY59K0SGjigFJ+MTD82Q+GFhF0+T3u7xyO07fz6B6Jp7J5SjqVgz529HFxMAl8MR4eKdDBXdyHIeEi96prtR4IWxauBrILLBmbdL/38nGGwYNmEO7lhbLBE5v9YtdmIQ/NF8HuusVPP9TvxlhQWVSLN7QuAs/dluCev4EQcL0MfWrvhCd/ax/e6E+9rZGDeR5VqyWBDI0MNIiNtvuRqSpLEAsREvfjzjWwPszM2lrvlYDIWH3gTR9g0c96JnocPi6vVrjvHoRITM36bm01BqKtQ92ys7AwwMbTLaI7Ej9NSThftHFRduz99hdM0kPP/jNhfmlQrtPds1+HWlTM510N/2lUxqm43eKBe7Fj8QHCJx6g+bRwi26EvceAX0YbQizCAGj8v/CH0KOAMt0QLqvQMZ3/VaLytxgq/+EAaWsuw30ukIhofBRNDv5BJqdh225M2SPQW5xvkJSHj7Tlz/4C3/wEFySazAU53WLu27TgzVDLBRCBiwqVDEPTGbtbAaEkTUAaZhzldu6Cx/ijbgqH+V+fYhP9jeClL/p9TJsDL/A90GefIcvT9M3+dbbGzOnlAruTtHS3l45ngukVGnlSfNKheziOk47GbS/JRgANeiLEpzOxjPbS6S42+nelI/yi9QvXsM3mwEXqTg97CKuGUpTpQmlIyMq53/KBu1qXxaKYy6DLES40OOzHBR1HMCLrqs1Hp6+is0hWa4ejvJWLR2yQ8EM2do4LuR3gPJR7gEaCte4etK+yPmAJnz4KdQGLiM+07MbOmHoWvWXmocCYCrZl4qlurD8rk5prnTRl8JOCxmTIZab4ayEric5NEQY4vi0rN2STg/39EUxiDw60b3r2tTagBZRtbli80R6DdccoaNEaSt0d0toRL6JiaFm7bpzgiuOaxRgXlCggwoYmYgOJmOhVkcrwMvcq7bHjGOLZ/7KhPyRWfHUWKHoOe82dvMZECDBD60poqBWSXDOFGpz2RjsZmd3m58tYJkYsY3NqqRXQLsKW+qbVXW7zOzhIKTjkUoSJAPUaVjyyguoQFKa8BXtb0seIDW9Nz2af3jKvsMFWDh0KXoGMFi67FnbM7wODDwBQn7BdwtEc7ziQ/0AAAEaSURBVMkshACPlCEsaDmJPWkZ0GpN9PfyvHRaen0OIO1SmbY3grNpcZrqd0lSvE6nDnP1DTwWfX3zmTaYFSJp4lcwMxV4wa+ev7l39+FnV7/3PiEr1wN8dPdm7035ECeuf4eDx1Roj20WXC39wae5YEvRBZ+RJ6HCeGFVBBAe5CT+uiO/jvQA7kmiO6iPilysBPygC7BfLi7DwRCH8QTh4RBVBR1/Pzzcf9Qw4Nfw0vwuNy4wWTZh8CyVgIX5BFqhPtBu9C5uP9maPJUYIstFu8NJzNk1PDH/982/gjRG+PKBftw3uM4AFd3GCHchxKj5xQ1/bzDCByRTYT96B6w5bAFAr9jkil2uz3Fr9qyP+uaR+livxve7/v8PEkIEsZoNMHcAAAAASUVORK5CYII=", + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset[\"train\"][0]['image']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ed8d41e-27b4-44b8-9aca-90689641f732", + "metadata": { + "id": "4ed8d41e-27b4-44b8-9aca-90689641f732", + "outputId": "2cdd3be5-a6c0-4a0c-8ae2-c2ca8de53ef0" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Siamese\n" + ] + } + ], + "source": [ + "inputs = processor(dataset[\"train\"][0][\"image\"], return_tensors=\"pt\") # Here, using default processor on the image\n", + "inputs = {key: value.to(device) for key, value in inputs.items()} # Converting to a dictionary\n", + "model_logits = teacher_model(**inputs).logits\n", + "model_prediction = torch.argmax(model_logits, dim=1).item()\n", + "print(id2label[model_prediction])" + ] + }, + { + "cell_type": "markdown", + "id": "98aadbff-a24a-41ab-9321-c31c7b6f087b", + "metadata": { + "id": "98aadbff-a24a-41ab-9321-c31c7b6f087b" + }, + "source": [ + "The model was able to infer that this was a Siamese cat, and a stunning one at that.\n", + "\n", + "This is a great time to dive into *how* we will be using the teacher model's prior knowedge to teach a student model with knowledge distillation.\n", + "\n", + "What we're doing when we perform Knowledge Distillation is, for a given image, trying to get the student model's distribution to mimic that of the Teacher's distribution over all the classes.\n", + "\n", + "Some of the key terms you will encounter are:\n", + "- ```temperature```\n", + "- ```KL Divergence```\n", + "- ```lambda parameter```\n", + "\n", + "Lets start by explaining ```temperature```.\n", + "\n", + "**Temperature** is a hyperparameter that controls the importance of each soft target. Soft target is a term for the teachers' distribution over the output classes, since they are precisely what our student wants to *approach*. A larger temperature will result in a higher loss, thus penalizing the student model further.\n", + "\n", + "Lets look at the teacher's distribution over the classes and then modify the distribution with 2 examples:\n", + "- a \"low\" temperature of 2\n", + "- a \"high\" temperature of 8." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0fd58f08-46ab-402e-8e6f-c464db9432d7", + "metadata": { + "id": "0fd58f08-46ab-402e-8e6f-c464db9432d7", + "outputId": "c8d44a1c-e166-4ba0-8f78-5d5d1530eada" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature_no_change = 1\n", + "low_temperature = 2\n", + "high_temperature = 8\n", + "\n", + "teacher_distribution = F.softmax(model_logits / temperature_no_change, dim=-1).cpu().detach().numpy().reshape(-1)\n", + "teacher_distribution_low_temp = F.softmax(model_logits / low_temperature, dim=-1).cpu().detach().numpy().reshape(-1)\n", + "teacher_distribution_high_temp = F.softmax(model_logits / high_temperature, dim=-1).cpu().detach().numpy().reshape(-1)\n", + "\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 4))\n", + "axs[0].bar(id2label.keys(), teacher_distribution, width = 0.4)\n", + "axs[0].set_title(\"Teacher probability over all classes\")\n", + "axs[0].set_ylabel('Teacher Probability')\n", + "axs[0].set_xlabel(\"Class ID\")\n", + "\n", + "axs[1].bar(np.fromiter(id2label.keys(), dtype=float) - 0.4, teacher_distribution_low_temp, width = 0.4, label='Temperature=2')\n", + "axs[1].bar(np.fromiter(id2label.keys(), dtype=float) + 0.4, teacher_distribution_high_temp, width = 0.4, label='Temperature=8')\n", + "axs[1].set_title(\"Teacher probability over all classes, Temperature = 2 and 8\")\n", + "axs[1].set_ylabel('Teacher Probability')\n", + "axs[1].set_xlabel(\"Class ID\")\n", + "axs[1].legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "89db9510-8f2e-4868-a1a9-fcaf22ce401b", + "metadata": { + "id": "89db9510-8f2e-4868-a1a9-fcaf22ce401b" + }, + "source": [ + "As we can see, a higher temperature sort of smoothes out the distribution, making the probabilities easier to learn from.\n", + "\n", + "Next, we have ```KL Divergence```.\n", + "\n", + "**KL Divergence** is a measure of how similar/dissimilar two probability distributions are. It quantifies how much information is lost when one distribution (our student) is used to approximate the other. If it is 0, then in the case of knowledge distillation, that would mean the student has nothing left to learn from the teacher.\n", + "\n", + "Finally, we have the ```lambda parameter```.\n", + "\n", + "**Lambda parameter** is a weight applied to the overall loss functions terms. There are two terms -- the distillation loss (which comes from the KL-Divergence, as discussed above), and the students' own loss on the dataset. We take a linear combination of these terms, weighted by lambda, and that is our overall loss.\n", + "\n", + "Now we have to prepare the data for ingestion by the HuggingFace Trainer. We prepared the inputs by using the ```ViTImageProcessor``` class above, but we also need to preprare the labels for training. These transforms will be written in the function ```transforms``` and we will map the transforms to each observation in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e07c89f5-338a-491b-bfdd-99e0e2a70ebe", + "metadata": { + "id": "e07c89f5-338a-491b-bfdd-99e0e2a70ebe" + }, + "outputs": [], + "source": [ + "def transforms(example):\n", + " # Convert to RGB - there are some example in the Oxford Pets dataset that are RGBA, and even at least one gif\n", + " example['image'] = example['image'].convert('RGB')\n", + "\n", + " # Feed image into ViT image processor\n", + " inputs = processor(example['image'], return_tensors='pt')\n", + "\n", + " # Add to example\n", + " example['pixel_values'] = inputs['pixel_values'].squeeze()\n", + " example['label'] = label2id[example['label']]\n", + " return example" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6830d3c7-c60c-4eec-94ca-da0787dd9f99", + "metadata": { + "id": "6830d3c7-c60c-4eec-94ca-da0787dd9f99" + }, + "outputs": [], + "source": [ + "transformed_dataset = dataset.map(transforms)\n", + "transformed_dataset.set_format(\"pt\", columns=[\"pixel_values\"], output_all_columns=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc9caecb-7a03-4957-91d9-6207c55e18f2", + "metadata": { + "id": "dc9caecb-7a03-4957-91d9-6207c55e18f2" + }, + "outputs": [], + "source": [ + "def collate_fn(batch):\n", + " return {\n", + " 'pixel_values': torch.cat([x['pixel_values'].unsqueeze(dim=0) for x in batch], dim=0),\n", + " 'labels': torch.tensor([x['label'] for x in batch])\n", + " }" + ] + }, + { + "cell_type": "markdown", + "id": "ce01bcd5-5373-4085-b51b-15336627318f", + "metadata": { + "id": "ce01bcd5-5373-4085-b51b-15336627318f" + }, + "source": [ + "Splitting the dataset into train, validation, and test sets:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87fc92d3-bae5-4eff-bba1-57982c4115f6", + "metadata": { + "id": "87fc92d3-bae5-4eff-bba1-57982c4115f6" + }, + "outputs": [], + "source": [ + "train_test_dataset = transformed_dataset['train'].train_test_split(test_size=0.2)\n", + "train_val_dataset = train_test_dataset['train'].train_test_split(test_size=(0.1/0.8))\n", + "train_test_valid_dataset = DatasetDict({\n", + " 'train': train_val_dataset['train'],\n", + " 'valid': train_val_dataset['test'],\n", + " 'test': train_test_dataset['test']\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "919275b1-4d9e-40ff-a338-548e0026ab45", + "metadata": { + "id": "919275b1-4d9e-40ff-a338-548e0026ab45" + }, + "source": [ + "First, as a baseline model, we'll fine-tune ```WinKawaks/vit-tiny-patch16-224``` for 5 epochs on the same training data to get an idea of what the performance would look like!\n", + "\n", + "For this, we'll rely on HuggingFace's Trainer API. We need\n", + "1. Our base model\n", + "2. ```Training Arguments```\n", + "3. A compute_metrics function\n", + "4. Our final ```Trainer``` object\n", + "\n", + "Initializing a randomized ```WinKawaks/vit-tiny-patch16-224``` model here, we only need to pass a ```ViTConfig``` object to the ```ViTForImageClassification``` class. We'll also modify the config for our specific use-case by adding the number of labels required (so the classifier head is appropriately configued) and the mappings from ids to labels." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "329e68b3-bbfd-40ec-ad1d-6477f62a8c03", + "metadata": { + "id": "329e68b3-bbfd-40ec-ad1d-6477f62a8c03" + }, + "outputs": [], + "source": [ + "config = ViTForImageClassification.from_pretrained(\"WinKawaks/vit-tiny-patch16-224\").config\n", + "config.id2label = id2label\n", + "config.label2id = label2id\n", + "config.num_labels=len(id2label)\n", + "base_model = ViTForImageClassification(config).to(device)" + ] + }, + { + "cell_type": "markdown", + "id": "3ce09169-4f85-4d3b-a4a6-cb05ebcdb3ec", + "metadata": { + "id": "3ce09169-4f85-4d3b-a4a6-cb05ebcdb3ec" + }, + "source": [ + "Next, we'll configure our arguments. Here is where we will also push our fine-tuned model to the HuggingFace Hub (we have to log in first)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b6e6231-53ad-4ec2-aceb-49fbac1abc0d", + "metadata": { + "colab": { + "referenced_widgets": [ + "6261a8ee5b574bf0992f9bff87d43734" + ] + }, + "id": "1b6e6231-53ad-4ec2-aceb-49fbac1abc0d", + "outputId": "bb01f472-1dff-463d-d656-99ded1861b9f" + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6261a8ee5b574bf0992f9bff87d43734", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(HTML(value='
\n", + " \n", + " \n", + " [1080/1080 05:42, Epoch 10/10]\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
EpochTraining LossValidation LossAccuracy
13.6342003.6038430.031800
23.6053003.5873580.038566
33.5734003.5425940.037889
43.5338003.4863670.070365
53.4966003.4582800.071719
63.4530003.4139900.085927
73.4000003.3611320.094723
83.3568003.3379530.098782
93.2979003.3072250.113667
103.2626003.2971700.116373

" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "TrainOutput(global_step=1080, training_loss=3.4439065156159576, metrics={'train_runtime': 343.5177, 'train_samples_per_second': 150.589, 'train_steps_per_second': 3.144, 'total_flos': 2.5843921435035648e+17, 'train_loss': 3.4439065156159576, 'epoch': 10.0})" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trainer.train()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8ed9fa4e-f63c-4a56-9858-f4d56311dc0e", + "metadata": { + "id": "8ed9fa4e-f63c-4a56-9858-f4d56311dc0e", + "outputId": "782a147c-7ac6-4954-ec1c-bd707770fcc0" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "

\n", + " \n", + " \n", + " [31/31 00:06]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'eval_loss': 3.297170400619507,\n", + " 'eval_accuracy': 0.11637347767253045,\n", + " 'eval_runtime': 6.9865,\n", + " 'eval_samples_per_second': 211.55,\n", + " 'eval_steps_per_second': 4.437,\n", + " 'epoch': 10.0}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trainer.evaluate(train_test_valid_dataset[\"test\"])" + ] + }, + { + "cell_type": "markdown", + "id": "4b2e2bae-339d-43f0-9bf9-b92e30ecf233", + "metadata": { + "id": "4b2e2bae-339d-43f0-9bf9-b92e30ecf233" + }, + "source": [ + "With just training a randomly initialized ViT on the dataset for 10 epochs, the model reaches around 11.6% accuracy. Note that since there are 37 classes, this is a vast improvement over a dummy classifier that picks at random, which we would expect to achieve around 2.7% accuracy.\n", + "\n", + "Now, lets initialize another ViT from scratch and train **with Knowledge Distillation**:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0bff3857-756f-4d0e-8fc8-33e3c2ae9f84", + "metadata": { + "id": "0bff3857-756f-4d0e-8fc8-33e3c2ae9f84" + }, + "outputs": [], + "source": [ + "student_model = ViTForImageClassification(config).to(device)" + ] + }, + { + "cell_type": "markdown", + "id": "e02c4798-4069-48f7-8cf2-d284180f7f0b", + "metadata": { + "id": "e02c4798-4069-48f7-8cf2-d284180f7f0b" + }, + "source": [ + "The main modification we will make here is that we're calling a modified ```ImageDistilTrainer``` that inherits from the parent ```Trainer``` class. We need to *overwrite* the loss function so that its representative of the distillation loss function we discussed previously.\n", + "\n", + "Recall, the final loss is a weighted average of the standard cross-entropy loss and the distillation loss, weighted by ```lambda_param```." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5e7ff3a2-aad1-4bf4-8281-8b5e3d38934f", + "metadata": { + "id": "5e7ff3a2-aad1-4bf4-8281-8b5e3d38934f" + }, + "outputs": [], + "source": [ + "class ImageDistilTrainer(Trainer):\n", + " def __init__(self, teacher_model=None, student_model=None, temperature=None, lambda_param=None, *args, **kwargs):\n", + " super().__init__(model=student_model, *args, **kwargs)\n", + " self.teacher = teacher_model\n", + " self.student = student_model\n", + " self.loss_function = nn.KLDivLoss(reduction=\"batchmean\")\n", + " device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + " self.teacher.to(device)\n", + " self.teacher.eval()\n", + " self.temperature = temperature\n", + " self.lambda_param = lambda_param\n", + "\n", + " def compute_loss(self, inputs, return_outputs=False):\n", + " student_output = self.student(**inputs)\n", + "\n", + " with torch.no_grad():\n", + " teacher_output = self.teacher(**inputs)\n", + "\n", + " # Compute soft targets for teacher and student\n", + " soft_teacher = F.softmax(teacher_output.logits / self.temperature, dim=-1)\n", + " soft_student = F.log_softmax(student_output.logits / self.temperature, dim=-1)\n", + "\n", + " # Compute the loss\n", + " distillation_loss = self.loss_function(soft_student, soft_teacher) * (self.temperature ** 2)\n", + "\n", + " # Compute the true label loss\n", + " student_target_loss = student_output.loss\n", + "\n", + " # Calculate final loss\n", + " loss = (1. - self.lambda_param) * student_target_loss + self.lambda_param * distillation_loss\n", + " return (loss, student_output) if return_outputs else loss" + ] + }, + { + "cell_type": "markdown", + "id": "6ee1ba94-3fb7-4148-b339-5d43e5e26903", + "metadata": { + "id": "6ee1ba94-3fb7-4148-b339-5d43e5e26903" + }, + "source": [ + "The rest is largely the same; initialize our ```TrainingArguments``` and our ```ImageDistilTrainer``` instead of the ```Trainer``` object." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6fe3536-2728-4e04-9a29-3144c23d70fd", + "metadata": { + "id": "d6fe3536-2728-4e04-9a29-3144c23d70fd" + }, + "outputs": [], + "source": [ + "training_args = TrainingArguments(\n", + " output_dir=\"oxford-pets-vit-with-kd\",\n", + " per_device_train_batch_size=48,\n", + " per_device_eval_batch_size=48,\n", + " evaluation_strategy=\"epoch\",\n", + " save_strategy=\"epoch\",\n", + " logging_steps=100,\n", + " num_train_epochs=10,\n", + " learning_rate=3e-4,\n", + " push_to_hub=True,\n", + " load_best_model_at_end=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "3b79ac13-51c6-40fd-9379-42575dd43007", + "metadata": { + "id": "3b79ac13-51c6-40fd-9379-42575dd43007" + }, + "source": [ + "Note that the authors Hinton et. al found that it was best to use a value of ```lambda_param``` that would place greater weight on the distillation loss. In our case, this corresponds to ```lambda_param``` being closer to 1 than to 0.\n", + "\n", + "So, proceeding with ```lambda_param=0.9```, we'll initialize our custom ```ImageDistilTrainer``` below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c1fb1b53-fc7f-477c-8e95-e22bba141e6b", + "metadata": { + "id": "c1fb1b53-fc7f-477c-8e95-e22bba141e6b" + }, + "outputs": [], + "source": [ + "teacher_model.eval()\n", + "trainer = ImageDistilTrainer(\n", + " student_model=student_model,\n", + " teacher_model=teacher_model,\n", + " args=training_args,\n", + " data_collator=collate_fn,\n", + " compute_metrics=compute_metrics,\n", + " train_dataset=train_test_valid_dataset[\"train\"],\n", + " eval_dataset=train_test_valid_dataset[\"test\"],\n", + " tokenizer=processor,\n", + " temperature=5,\n", + " lambda_param=0.9\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "26738122-4501-4d80-b2e7-76de9ec33557", + "metadata": { + "id": "26738122-4501-4d80-b2e7-76de9ec33557" + }, + "source": [ + "Train!!!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a441b9f4-b71a-4b2b-80e4-9ba02c049260", + "metadata": { + "id": "a441b9f4-b71a-4b2b-80e4-9ba02c049260", + "outputId": "334fe3af-d973-433c-e730-45fc95737555" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " \n", + " [1080/1080 06:01, Epoch 10/10]\n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
EpochTraining LossValidation LossAccuracy
13.7802003.7655100.049391
23.7152003.7308810.054127
33.7058003.6942510.054804
43.6469003.6512400.085250
53.6171003.6279620.085927
63.5639003.6001830.102165
73.5076003.5443080.109608
83.4479003.4999310.125846
93.3846003.4767430.136671
103.3261003.4625750.138024

" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "TrainOutput(global_step=1080, training_loss=3.550018819173177, metrics={'train_runtime': 362.4625, 'train_samples_per_second': 142.718, 'train_steps_per_second': 2.98, 'total_flos': 2.5843921435035648e+17, 'train_loss': 3.550018819173177, 'epoch': 10.0})" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trainer.train()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae53be29-6daf-4c21-8725-b6b7e31291dc", + "metadata": { + "id": "ae53be29-6daf-4c21-8725-b6b7e31291dc", + "outputId": "fe384d53-58ff-4aab-b47a-e54689cb1fbb" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "

\n", + " \n", + " \n", + " [31/31 00:07]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'eval_loss': 3.4625747203826904,\n", + " 'eval_accuracy': 0.13802435723951287,\n", + " 'eval_runtime': 7.7693,\n", + " 'eval_samples_per_second': 190.237,\n", + " 'eval_steps_per_second': 3.99,\n", + " 'epoch': 10.0}" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trainer.evaluate(train_test_valid_dataset[\"test\"])" + ] + }, + { + "cell_type": "markdown", + "id": "a47f7c20-0f3a-47ae-9827-7263d5330e6a", + "metadata": { + "id": "a47f7c20-0f3a-47ae-9827-7263d5330e6a" + }, + "source": [ + "Hooray! Our little student model has learned so much in such a short period of time. It achieves 13.8% on the test set, outperforming the baseline performance of the vit model that was trained with a standard loss function!\n", + "\n", + "If you want to check out any of the models in this notebook, please refer to the following:\n", + "- Teacher model: ```asusevski/vit-base-patch16-224-oxford-pets```\n", + "- Randomized ViT trained on dataset: ```asusevski/oxford-pets-vit-from-scratch```\n", + "- Randomized ViT trained with Knowledge Distillation: ```asusevski/oxford-pets-vit-with-kd```" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cv", + "language": "python", + "name": "cv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + }, + "colab": { + "provenance": [] + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file