{ "cells": [ { "cell_type": "markdown", "id": "52fa2f2dd9009dfe", "metadata": {}, "source": [ "# Linear quantum photonic circuit as variational quantum classifiers" ] }, { "cell_type": "markdown", "id": "1e5548598d099e3f", "metadata": {}, "source": [ "The goal of this notebook is to reproduce the results from [Fock State-enhanced Expressivity of Quantum Machine Learning Models](https://arxiv.org/abs/2107.05224), which uses a Variational Quantum Circuit (VQC) for supervised learning. Indeed, it is the first algorithm it presents. It tests a basic VQC with different inputs on three 2D datasets with binary labels: linear, circular and moon (more details on these later).\n", "\n", "In this notebook, we will use [Perceval](https://perceval.quandela.net) for defining our quantum circuits, and we will use [MerLin](https://merlinquantum.ai) as our optimization framework which works splendidly with PyTorch." ] }, { "cell_type": "markdown", "id": "eed46abe8db82134", "metadata": {}, "source": [ "## 0. Imports and prep" ] }, { "cell_type": "code", "execution_count": 28, "id": "22712553dcf89759", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:26.033578400Z", "start_time": "2025-11-10T08:54:25.132972100Z" } }, "outputs": [], "source": [ "# Import required libraries\n", "import random\n", "from math import comb\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import perceval as pcvl\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as functional\n", "from matplotlib.lines import Line2D\n", "from matplotlib.patches import Patch\n", "from sklearn.datasets import make_circles, make_classification, make_moons\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.svm import SVC\n", "from tqdm import tqdm\n", "\n", "from merlin import QuantumLayer" ] }, { "cell_type": "markdown", "id": "25bf9d6305fca7d9", "metadata": {}, "source": [ "## 1. Data preparation" ] }, { "cell_type": "markdown", "id": "8039a3efba087f40", "metadata": {}, "source": [ "Sample 200 points for each dataset: linear, circular and moon. Each datapoint has 2 features and a binary label (0 or 1)." ] }, { "cell_type": "code", "execution_count": 29, "id": "b6293dc485160b07", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:26.730592100Z", "start_time": "2025-11-10T08:54:25.386108600Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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SA0qNJ00KqGEmt2FKjU6hF7Ri4VehYuq8aFVi4cKF8kWDfFp5+Pvvv732oQkQxaDTiyAXW3LzpRUaWoEhyBuAMoFQeluapJDnAHUm5N5LZabVG+rIqGOg7F70PYpNp4kVbSMNFOr8aKJCwovW9LrUsVKHRB0BdUYURhInThx5LkozbIVW3WlVhdLS0+9SoUIFf/0GDMMwwQG142QcIaMMtZGkLUI6ISR8Tloe9H+/QMeiLIUktEvaKdRGk8GGQv6ozaUXeQfTdmpLySBEE4QNGzY4PSb3P9z/MAzza0BzGTK6UN/jLIMhGWiobSSjPy36k2cT9QtkdKJ20gqFfdNCwpIlS2Q7TUYfEqanvulHeo2+8VYmgxp5Q1EfRuendp76Tdu+hjx7aZGD2nq6pkqVKnmVn7x26VrJm5q+Swm/rEarH/V51K9S+CEtltD56ZjkuUbnsi4Y0XWSLtmyZcuk8YsWQSjMkerJukBDnsoUQk/npLmkbT/I/Loowie1UYZhGIZhGIZhGIZhGIZxcThwlWEYhmEYhmEYhmEYhgnRsIGLYRiGYRiGYRiGYRiGCdGwgYthGIZhGIZhGIZhGIYJ0bCBi2EYhmEYhmEYhmEYhgnRsIGLYRiGYRiGYRiGYRiGCdGwgYthGIZhGIZhGIZhGIYJ0ZjhQui6DovFApPJBEVRgrs4DMMwIR4hhGxbzWazbFt/dbifYRiGCVi4n/EO9zMMwzDB18+4lIGLOoOLFy8GdzEYhmFCHRkyZECYMGHwq8P9DMMwTODA/Ywn3M8wDMMEXz/jUgYuqzUuXbp03EH6A03TZIdKP7yqqsFdnBAH19/PwfXnmnVnPTavqntirYfAvk/5efgxXEc/huvox3AdBX8dcT8TPP1McMDPW8DA9RhwcF3+GvWo+aGfcSkDl9WNlyrVFSs2pMD193Nw/f0cXH+uWXccJhE8/Qw/Dz+G6+jHcB39GK6j4K8j7md+nflMaL62oITrMeDguvw16lHxRT/DSy0MwzAMwzAMwzAMwzBMiIYNXAzDMAzDMAzDMAzDMEyIhg1cDMMwDMMwDMMwDMMwTIiGDVwMwzAMwzAMwzAMwzBMiIYNXAzDMAzDMAzD/BJ8/foV5cuXx4kTJ5zu06ZNG6ROndrba//+/UFaToZhGMbvBHgWxd27d6N9+/bePitVqhQmTZoU0KdiGIZhGIZhGIbxFe7u7ujWrRtu3Ljh4363bt3C6NGjkSdPHq/PokSJEgQlZBiGYVzKwHXz5k0UKVIEgwcP9vosbNiwAX0ahmGYUMenT5+wZs0anD9/HuHChUOFChWQN29eTr3OMMx3vHjxAkuWLMHt27cRPXp01K5dG2nSpAnuYjGMy0JzFDJuCSF+6OH18OFDZMiQAbFixQqy8jG/tuF17dq1OHXqFMxmM0qXLo2iRYvy+I9hXMHARSseqVKl4g6BYRjGDxw9ehQlihbFm3fvkMbNDW+EwMiRI1Egb16s3bCB21SGYbyYPHkyunXrAU0DVPV36PpjDBw4EPXqNcDcubN5YZFhHHDy5EnkypULXbp0QebMmZ3uR0ZjMiwkSpQoSMvH/JocOXIEVarUwIsXT+HmlhpCfMKYMWOQMWNWbNmyge9DhgluDS4ycCVNmjSgD8swDBNqOXv2LLp37Yp879/jFoDLHh54aLFgC4BrJ0+iQpky0HU9uIvJMIwLsHz5cnTs2BEeHi2h6w/h4XEJmvYEwCwsX74S7dp5l4lgGMaTunXrom/fvggfPryP+5GBK1KkSOjZsyfy58+P6tWr4+DBg0FWTubX8iosWbIMXr1KDeAKPDyuwmK5B2A/Ll9+iWLFSknvLoZhgsmDi1x+79y5Iy3RM2fOhKZp0sWSBmJhwoQJyFMxDMOEGkaPGgVaFlgrBMLYrD6UA7DSYkGRM2ekviHpGTIM8+vx8eNHGbZCE/P+/QdBUSpCiIkArOEr5LHVArr+CfPmdcWAAf151Z9h/AkZuL58+SKNWy1btpT9L4nOr1y5UoYt+haaB4U2rNcUGq8tKLHW3/jx4+HhEQm6TkuakYyt1K4XhsWyGTduZMSqVaukcZZxDN+Tv0Y9an4oV4AauB4/fozPnz9LY9aECRNk/PqQIUNkJ/Hnn3/66QJctXJdGVe/MV0drr+fg+vPf1B9bdiwAUM1zcu4ZUshAGnNZqxevRrFixf31/EZhgl50KLhggULMGzYKNy+fV1+li5dBty8eRXABBvjli1NoSg9ZZvSoUOHIC8zw4QG2rZtiwYNGniJypO23b///isNDX4xcF28eBGhldB8bUHJ8uVrYLE0szFu2ZIBJlM+zJ07D+nSpQuG0oUs+J4MGC6GgnoMUANXggQJZMpd6hAodj1t2rQyrKZHjx7o06cPVFX11XEuX74ckMX65QgNN2ZwwvX3c3D9+Q1yPfewWBDXyXaawsbRddy/fx/nzp0L4tIxDBNcxq02bdpi5swZUJTyAPqRuRpXrsww9nDWYkSGyRQZHz58CMLSMkzowmQyfZcxMXny5DKczC+QMcy3c5+QAi2a0TgvNF5bcNSju/tnH9pzQNfjw2R65aNm3K8O35O/Rj1qRvmCRWQ+atSo3t6nSJFCTuDevn0rs/z4BrJSc0hj6LsxXR2uv5+D68//E9kk8eNj/+PHaOBg+3sApxUFXfPk8dcAxy8dAsMwrsH27dulcQuYDSGae30uBBm74gE4ACCTg2+eh8XyUi4wMgzjP3r37i0X6ocPH+712dWrV2USLb9AY6HQOh4KzdcWlKRKlQaXLh2AEF0cbPWA2XwYf/xRg+vaF/A9GTCooaAeA9TAdfjwYXTv3h0HDhzwEnC8cuWKNHr51rgVWio2OOH6+zm4/n4Orj+/06JtWwz+6y+0FgI5bT6nROYDAHwWAi1atOB6ZRgXgzRHZ8yYiXPnLiFy5IioUaMqmjRpgmjRov3UcadOnQ5VzQZNo9AVWyibanUAIwBUA5DQZttXKEovxIoVH+XKlZM6QmPHjsXSpSvx/v1rJEmSAq1bN0e7du0QMWLEnyofw4Q2nj9/jsiRIyNcuHAoWrQounbtKjMuZsmSBZs3b8aZM2cwaNCg4C4mE8po166l9NYF9gCwl6EYBYvlqdSBYxgmmLIoUidAqalJb4sGVpRxZNSoUWje/NvqI8MwDOMdSsSRJn16FFFVdAKwg3QZAJQwmTAewLjx45Ewoe1ElmGY4Pa87NatGwoUKICVK0/g339z43//i4MePfogder0Uq/nZ/jnnwvQtFJOdLbGAPgEgDw6acK9C8BMqGp2qOp+LF48H+fPn0fmzNkwa9ZavH1L4vNTcedObvTp0x8FChTBu3fvfqp8DBPaIEH5bdu2yf+XLFkSAwYMwPTp01G+fHns27cPc+bM4X6YCXAaNWqEEiVKwWSitEJkyKJ7cDUUpQKAP9G/f3/88ccfwV1Mhvl1Pbgope7cuXMxbNgwVKtWTa4Q1q5dmw1cDMMwPhAhQgRMmT4dW7ZswbxZszDp9Wv5ea4sWbD+zz9RuXLl4C4iwzA2LFy4EOPGjQMwERZLe6/1Ql1/hFevyqJs2YpSDN7Nzc1fx/f0gn/pZCtNsgsgVqzTeP9+JL58+STDqUqUKIO//56N7NmzI0WK1Pj0KTU0bScAq5ZQa+h6F1y4UBj9+vXD5MmT/Xn1DBPyuXbtmo/va9SoIV8ME5hQH7F58wbpEDJ58nT8999s+XnatBnRp89i1K9fP7iLyDC/tgcXkTJlSsyfPx///POPdN1v3769HHgxDMMwPk9ohw4dikfPnuHevXt49uwZ/nf6NBu3GMYFvbdGjx4PRalI/pd2Q6kE0LRFuH//NjZt2uTvc1SvXgmqugKAI0+rpzCZdqN79654+fI57ty5g1evXmH79q0ypGrXrl24d+8WNG2SjXHLShZoWifMm7fQqRA9JQd68eIFe3kxDMMEAaQ7TdFPjx7dkwmFnjx5gkuXzrFxi2FcxcDFMAzD/NxqXuLEiRE7duzgLgrDMGRievcO+/fvl2FKlDCHjEmXL1+AEHWcfCMTzOY0cn//QjpZ4cIJmEwUpnLHZstVqGo5qW3arFkz6f2ZNGlSbwl+Tp8+DbOZtLpyODl6eXz69B43btzw9qmHh4f0IkicODlixYols8jlyZMfGzdu9Pd1MAzDML7DbDYjUaJEiBs3LjuHMMxPwAYuhmEYxiX4+vWr1Ds5ceKE030uX74sw0YyZcokQ+EvXboUpGVkfh0+f/6MTp06IU6c+FJ0ulixYogbNz569uxp7OFT0gez9PTyL2Tk3rlzG6JEuUz5qKGqOWE2Z6PAFcSM+Qx79+5EjBgxnHoDCEGp5y1Ojv7eaz9b41alSlXQpw95ERSR2RuBnjhx4pP0IvUMx2QYhmEYhnFt2MDFMAzDBDvu7u4ya5W9V4ktnz59ktmESGNo3bp1MrFJq1at5OcME5BYLBZUqFAJU6bMxpcv3cm0Snmh8eVLLyxYsALhwkUCsMrJt6/CYrkkRat/hnz58uHu3Vv4889+qF8/HRo0yITFixfL8MPMmUlg3jFly5aFplH44ToneyxEokTJkCZNGq9PSD91x47t0PUFhgGstczgJcQ/AH6Tgvo+PZsMwzAMwzChTmSeYRiGYfzKzZs35QT6Rx4vlOGKMvWSBw2575NQ9qFDh7Bjxw5UrVo1yMrLhH7IgLp3724Au+1St/eHrhfCly+FAawBsBRAPZvtr6GqTREjRnzpYfizULIe8qAig5aq+uQx9g3ScPFcv2wDIC6AQsYWDwAkLL8YPXtO9na8KVNmQIjSMmsX8BUA6XdRFsdXAOYAmCX1YHzyrmQYhmEYhglu2IOLYRiGCVZOnjwpxbFXrlzp437nz59HtmzZvLQp6G/WrFlx7ty5ICop86swe/Y8qGoBO+OWlUIwmYrK0EWgPlQ1t2EYaglVTYqIEa9iy5YN0hgbHAwdOgKKkhMAeWiRIY68vSoBSAKgm9wnbdq03r5z9eq/AL4AeAPgGIC2MjTSU8drpvTmoueUvbgYhgmNaJom9QYrVqyMLFlyonz5ili7dq305mUYJmTBHlwMwzBMsFK3bl1f7ff8+XP8/vvv3j4jHSL/TLppMBuYWI8f2OcJybhyHd25cx+aRh5MjtH1bAgT5h7Wr1+P6dNn4sKFRdLbqmbNdmjdujUSJEgQINfl1zp68+YNjh8/AoBCDSkD1w4AlI3xNYAaAJrDbK4oMzwWLkzGL0/ChYuAjx//Zxi2Ejs4cgcoyjDMmzcPQ4YMgSvhyvfRr1JHXPdMSIZkDsqXr4T9+/dIvUNNy4SLF//F1q3VkT9/IWzfvgWRIlFYOsMwIQE2cDEMwzAhRvTbVhiboPckTu9XLl68GIAlC/7zhGQCq450XZcTF/KkouykfiFixHBQlOtwHjV7A5EiRZAZr4YNG/KdIZZewVFHL1++NP5HWRUpBLGc8bIlCh49euTN8zFfvjzYtWsngOxOjhwOwB/Si9JVPSb5WfsxXEcM8z2dO3fBwYPkuboLmlZCfuZpsz2A48crol279li4kBYNGIYJCbCBi2EYhgkRkKHC3phF78OFo8m338iQIYOvNY3869FAk8nAPk9IJqDqiI5DhpePHz8iVapU8n4YPXo0Zs2ah1ev/oOqmqWOVe/evWRiAt/Qpk1LtG3bDgBl6fzDbutVKMpmtGkz3kex9+CoI9o/duz4+O+/7UZYoj0PoGkXUaxYK29lHzp0CHbtIr0xZ96QGlT1LlKmrOr0mv/55x+MHz8BmzZtwdev7siYMRPat28jPTRNpsBTxOBnLfjryHp8hglpvHjxAgsWLISuDwTgadz6RmFo2iAsXdoDI0YMR7x48YKplAzD+AU2cDEMwzAhgjhx4sjBqC30Pnbs2H4+Fk3ygmIyHFTncXXu3LmD5cuXS8+mJEmSoF69eogePfpP1RElJZgzZw4GDRqGhw/vys9MJhURI0bBx49foetNAOSHpj3Axo2zsHlzAWzduhnFizvS1fJOw4YNMXHiVNy4UQKaNhYACcaT9tt6mM3dkCxZKjRp0iTIflvf1hHt0759a/z991DoOonfk46Yla9QlE6IECGSFIy3PR5lJi1Rohh2754qwxHJy8s7K2GxPESDBg0cloNE+WvVqg0gESyWLtKD7OzZ7WjcuDF27tyNJUsWOTRyeXh4yOMFhAGMn7Ufw3XEMN45evQoPDzcSSzByR71oGldZEKbWrVqBXHpGIbxDywyzzAMw4QIMmXKJL1ErNkW6e/Zs2fl54xrQgK95AmVIkUK9O8/AlOn7kC3br0RP35C6WX1MwwbNgwtW7bEw4d5ZCgJcBm6nhfv33tA108YmQBrSmF1i+U8LJZCqF27vq9CWiNEiICDB/eiaFHyViJDUQTjVRv586eR21xVk6VHjx7Inz8vTKZihg4XhdaMhNlM3jtbsHz5EkSOHPm7702ZMgURI342vrePnjAAbwGMh8nUDFWrVpeGMHvIyFy3bn1oWmVYLFcBDADQCbpO+l8rsXz5MsyfP9/bPTFt2jSkTZtBhhiHCRMWlSpVkRNNhmGYoOSbfpx3+YNveH7OOnMME3JgAxfDMAzjspDHz5cvlN0NKF26NN69e4ehQ4fi5s2b8i/pcpUpUya4i8k4oVev3pgxYyaEGAdNewoPjyvQ9UewWDqiT58+2LBhg7+O+/DhQ/TvT4aUfgCWycyGnuLo/wAgD6J0dt8IB10fh5cvn0lheN9ARq4oUX4z3ilQFE+n9/v3H+Dx48dwVShEc+fObRg1ajiSJiVDXxOYzX+hSpXMOH78GCpUqODwexTeeejQPqRMSc9bMSgKhf5Gg6r2RJMm9bF06WKH3yPjlYeHDiGmAbDXOqsJRSmPCROmeBm3qlWrgfbtO+DatdQA5kLTRmLbtlsoUKAgli5d+sPrI101OmeHDh3QrVs37N+/38vozTAM4xdy5swpPX+BdU72WCszNufOTdlyGYYJCbCBi2EYhnFZ8ufPj23btsn/k8fMzJkzcebMGVStWlXqLs2aNUsaIhjXgzx7Jk+eAiH6k4yv4QFFxABA3lt1MHPmPH+tjC9atAiKEh5AT5tPKUzxA4CSTr6VDm5uiXylFUQGk8qVq2H9etKymg3gPYT4DOAw7t2LgiJFiuPWrVtwZSMXGX/u3LkBd3d3uLt/wapVKx16YNmSNWtWXLlyEQcPHsSkSWMxZ85sPHhwX/51pnV36tQpAHkBxHS4XYiKuHTpnDRu0fO6efMmCLERQqwB0BRAV1gs5JnZAE2aNMWzZ8+clm/Xrl2IHz8RmjZthpkz92PSpDUoUaIE6tdvjCdPnvixlhiG+dVJmDAhKleuAlWlfupfu63XoKr9ULZseSRPnhyuyN27d6XBn8L1//3XvvwM82vCGlwMwzCMy3Dt2jUf32fMmNHXHjhM8LJ161ZD26SNkz3a4fnz5Th9+jTy5iUDid80vRQlDQCrhxVBBi/CmknQHtLleofw4a37OefAgQPYu3cXgM0AyttsIU2v3fj8OZ0MsZwxYwZcHfvMoz+CvBUKFiwoX749vqJ89GGPj9JDgnS2Jk0iL68qdnVKkAfFeGjaKsybN09699lDhskKFSrBYilCAZXw8KAJJ3lu7cPNmw1RunR5nDt3GmYzD20ZhvE9M2dOx9WrxXDlCoWkV4EQGaAol6X3VooUKTF3Li1yuBZv3rxBs2YtsH79Wm8erIUKFcWSJQul4Y5hflXYg4thGIZhmADn/fv3UJQwTj17gPhe+/mVGDHIC+w+yZTbfJrMyHhIkxFHIWtroGlvUamSo+yC3lm2bBnM5pQAyjnYGgUWS1MsXryMQ+OM0GFNOwngioOtAqq6CCVLlpKeeteu/QshnIUUR5OeYKSz54hRo0ZD1+NB1ymUyOpNQcL/xaBpG/Dvv+exeTMZJBmGYXxPzJgxceLEUUycOA5//HET0aNPRbp0VzB27EicOnVcJrhxJSg5R6lSZbFx4x4IQYss1IfSYtJKHD16E/nzF5YGsICANCtJH3Hfvn0+etcyjCvBBi6GYRiGYQKc1KlTQwgSdCcdKEeQMLyClCnJkOQ36tatC4vlP0N/CzbGDtLk2kLqXwDeGZ/r0hNLVduiXLmK+OMPMoL5zKtXr6BpyYxjOiI5Pn16L8PufnVq1KiBhAmTQlVrALhps+WTzMioaWfRo0c3I4Of2RCud4yivHYYCkmGxLVr18FiocyYjkIlc0BVs2Lt2rUBdFUMw/xKkAQC6fpduHAWL18+lWHVXbp0wW+/2XoJuwbkxX7y5HFo2lYALan0hhh+TVgs+/HgwUMZDv4z6LqOUaNGIV68RFIqolixYkiQIKHMlsuGLsbVYQMXwzAMwzABDg2IkyRJAZOpNwDPRAHfeAFVHYbcufMiSZIkfj42harWrFkbJlMrABMNYxZ5UyWDopB3zxiYTAlgNheA2ZwCQEUULJgDy5Z9E0q/ceOGTFTQvXt3TJ8+3duKd9KkZLA5J8MaHXMSceIkgJubvaj6r0fYsGGxe/d2xIlDXgSpoCiFZZiPqsaHyTRdhnEWLVpUhiiWLVsOqkpZHR3prp2XxrDy5cs7NHB9/kxhkM49KTQtLj58IA02hmGY0Mv8+QsBUPZgR6H9yaHr1TFnDu3jf7p06YpevXrh1auqpLRIPSY0bRzWrTuIPHkK4OVLZ1IADBP8sIGLYRiGYZgAhwwaCxfOhdl8AqpK4uYzpV4SCcyrahZEifIOvXp19/fxFy1agCZNGsBk6gZFiQFVjQIgNxImFFizZjX+/rsn6tRJhtaty+Pw4cNSU4tW4ynkgsTMKWvggAGjMGnSZrRr1xFx48b3WvVu3ry54SE2ycGZr0JVF6NVq2Y/UTuhizRp0uDGjSuYO3cOKlWKhlKlvqBHjzYy22mrVmSE9KRnz+7QdRJCbg7gtc0RzsNsro7kyVOhcuXKDu+l339PA0XZ76QEn6Cqx5E2bVr5jgTnhw0bhgYNGqBNmzbYvXu39EhgGIYJ6Vy5Qtqknm2dY9LITMP+hcTqJ02ihaMJAKYDoP77d+mRa7Ecwf37TzF+/Hh/H59hAhtW4mQYhmEYJlAoVKgQjh07ggEDBmLbtjbSE8dsDoPatWthwID+ePvWebiabzyHKLvfwIF/S+2lT58+IV26dDKrHoXDVatWzeH32rfvgEWLlgKYBk1rDE0j0fmncHcfII0xpO9F3yXPrjFjehiZtZoaGlFboapj8PvvSWX4CvMNymbatGlT+XIGhbosWrRQZkHUtJXSA0FR3kDTziBx4lTSE8yZKH779q3RpQsZRFvTnWWzhTz3BkHX36BFixbSY4x+YyFI/D4bFOWp/CxnzjzYunWT1NthGIYJqXz8SJ6qZ4y2z1EY/dmf0oekrIxmcxxYLI4SxKSApjXCzJlzMWTIEH+fg2ECEzZwMQzDMAwTaGTLlg1btmzC69evpbZV7NixETlyZCk6fu4chQH+HAkSJEDr1mT0+DEPHjyQ6dSFGGeX3TEugBlQlAfo338QqlatKvVHEiVKhOHDR+PpUwqrA9zcwqJOndoYN24sokaN+tNl/xWpX78+ihcvLrMlkqB8uHDxULFiL+m55VPIJ/3G69dvwuHDpaDrjY1MjO9gMs2Hru/ByJGjcOXKFemxBbQFMBRAVK9Mi2fO1EHlytVw+PABmSmSYRjGJ8hIdOvWLbi7uyN58uS+ysAbFESIEFF6vXrqTVaw20pJOjbBzS2yv49/7949aFomQ9fLEdnx4sUUWS+00MQwrgYbuBiGYRiGCXSiRYsmX8HJunXroChuEMJReKECIdrh8uXyuH79uhTJ79ixI9q2bYsLFy7gy5cvMhQvevTocFUou5bZbHZ5A07cuHHRt29fP32HJlI7dmzFyJEjMXXqTDx/TiGvQObMOVCr1kh07doV+fMXgslUELo+xcazwZppcQGOHi2HY8eOIV++fIFwVQzDhBbD1oIFCzBs2CjcvHlVfhYpUhQ0a9YYgwcPlgs0wUmGDOlx/z6FeFNij54A6hnGqHWGYf83GYLvX8jLVVXPwmLRnagZ3USECJGdetsyTHDDGlwMwzAMw/wSvH//HiZTFCPrlCMSyH/fvbNmYIQ0GGXNmlUO+hcvXozRo0fjwIEDPxUCEpBQaCYZfZInTiwnHBHChUP9evWkUS60QRkWBwwYgMeP70uNmefPn8tsYpTQgESP//e/o9B10vdyZOArDbM5ATZu3BgMJWcYJqQwcOBAGWp961Z6GZYOHMaHD20xZco8FC5cHB8/UsKLoIEy9S5atAh58uRH9OixkTRpSoQLR4YlMnCVAUBaWGmkuDxAiwa55ba2bSm7ov+oV68eLJbbADY42PoaZvMcNGpU3+UXUphfF/bgYhiGYRjml4C8sjzF4684Eek9ALPZDcmSJfP6hLIrNm7QABu3bEFYkwlhFAXvNQ3pUqXC8tWrZUbH4IImWiWLFcOZU6dQR9fRH8Djr18xd9Uq5FqzBpu3bpXhgKENMjpSaCpBoa7E58+fja0xnHzLBEWJZrMfwzCMd8h7lwxcwEAIQS2qlfzQtOo4dy4vJk+ejN69e3t5e5F3LxnfA9rgQwlRKlWqgh07tsFkKgld74jXrx/i4cPlcHMLD4tlK4ToLLPXenIHqjoZOXLkk0Yq/0IermXLlseOHQ2g648ANDIWhfZCVXshYsSvUqOSYVwV9uBiGIZhGOaXoGLFinIVXFF60dq43dbHMJvHSoF5qxA5GU8qliuHg9u3g5Kuv9V1vNU0HKCAkFu3UKxwYdy/fx/BBYXLnDt1Cod0HfMBNDbW8P+1WFDIYkHdWrXk5Ms3/Pfff1i5ciWWLFmCa9coS1fIIk6cOIgWLRaAnU72uA+L5TIyZMgQxCVjGMZVoAyrQ4cORY0aNaQeILV5ZEiyQhqNZnMMI/TPnqzQ9dqYNm0WXrx4IY1cMWLEkQk2Ikb8TeoE3r5Nnk8Bw/Dhw7Fr1x4AO6Dr1K79KbUiNe02dD2tDJUMH56yHLaQr7Bhx6NZs7rYvXvHT2ljkaFuzZpVqFevBkwmSqYSFYpC+mMlkSqVBYcO7ZeaZAzjqrAHF8MwDMMwvwQ06F+wYA6qVKkqQzk0rT2ApACOw2yejJgxVYwePcpr/507d+LwsWPYC6CozXEoh99eTUPq9+8xYcIEjBtHovVBC03K5syYgVa6jpx228IBmKTrSP3qFdasWSMncs4gj6bOnTphwfz5+Gr5ZvQrUbQo5i5YIIX2QwIkUN+mTQuMHDkBmkbXm8NmqwcUpTMiRoyMunXrBmMpGYYJLhYuXIjmzVtA10mHMR9MptdYunQpkiVLib17d0rP3Rs3bsBiyWG0oo4ogAcPFiJ79tx4+PA5NK2JFF3//PkG5s6djRUrVuPgwX3IlIlE2n9OT3Hy5OnQdQo1LGW3NQY0bQbevcuJVatWyQUZ8iTLkiVLgOlckqD+okWkQzYEO3bskAslmTNnlt5dHJrIuDrswcUwDMMwzC9DhQoVsH//PhQoQBn2aHJSBGHCDEL9+qVx6tRxbwadZcuWIZOqooiD45DUfCOLBcsWLUJwQBpUL9++RVkn2yloJaWbm4+ZKnVdR/WqVbF47lwMsVjwlHTKACylUJ1Dh1AoXz7pqWANh5w9ezbKlS2LIgULSgH+f//9F64ECddnzZpRCs17ejUslxo1ZnNmqOoWLFmyEJEiOdNfYxgmtHLo0CE0adIEFguF3T2GELugaadkNsIHDwSKFy8tjUpRokSB2fzAyL7qiAcwmcx49OgTNI3a1gmUG1aGNFos/+LDh8SoU6fBT2s0kifYy5fPAFRxskcOuLkllO17kSJFULRo0UBJ4pIwYUI0b94c7du3R/78+dm4xYQI2MDFMAzDMEyAcPfuXfzvf/+Tf12ZAgUKYP/+PXj27JnUXHn58jnmz58nB/O2vHzxAsk0zaFkOUFBGi/fvEFwYA1BcXZ2yn/1TgipDeOMvXv3YtuOHVih6+hBYX6G0gr5OB2yWPDf48eYMmWKrKP0qVOjVcuW+LpjB+IePoxV06fjjz/+wIgRI+AqRIwYUf6uAwf2Q9y4O+SVmEw9UK5cahw9egSVKlUK7iIyDBMMjBo1BiYT6SXOBkCJRqxkhMWyGrdvX5cJKGrVqiUNVaTH+D0foaqzIIQOi4WCwb9pNXoSDZo2CleuXMTRo0d/qryqqhr/+xY+6R0BIb7a7McwjBU2cDEMwzAM81OQUatAgcIyxCNPnjzyb8GCReTnrkzs2LGRMmVKp149yZInxxmzGZ4y5t9zgvb5yRA+yv53+fJlmRHQL8SPHx9ZMmTAXEVx6GuwDcAzi0V6rDmDsnOlV1U42iMxZdPSNCyYMwflSpVC+KdPcR3AbiGkX9R9iwX9APTp0wfr16+HKxm5/vzzT5lpkbJhfvnyGRs2rEPOnN4DOSl5wIYNG2SIz82bN4OtvAzDBC6kpbh9+zZoWmMnU1/y8MyKLVu2oFSpUsiVKy9UtQaANTZajedhMpWDqr6WBi7PDIaOKAZFccP58+d/qsykcZU4cXLDn9YRe2XClNCYRIRhfhY2cDEMwzAM428OHz6MggUL49gxCm5bBuCC/Hv06DsUKlREbg+pUGjGA4sFMx1so6tcaTKhWevW/jo2GbWqVq6M2LFiIX369FIkvWzp0jhz5oyvvk+hIr3//BM7hEAf6VvgCRm7DgJoZjajUP783xl2bHn6+DHS+eChlppCIZ88wc27d5FQ07CCRJqNbZSofjCAwiYTxo76plvmKlD9kAgzaXPZa5d17twFcePGR5UqVaTHBhk5S5QoHawJAxiGCTwDl65rdp5b3hEiitSZMplM2LZtMwoXzgagBlQ1NtzcaBEjM2LFuonx48ca33jt5EjvIYTFR89Z30Dl6N6dMiQuAWQPREY1K1dgNjdH5szZpTcywzDeYQMXwzAMwzD+gnRGWrZsC03LDl0/BqAOAMpSV0e+t1iyye0/q0cSXGTNmhVt27QBSdGT1O8xw7A1lAw7qop06dOjXbt2fj4ure7nzZULF7dswWQhcATALCFwf88eFMiXz9fhLTVr1pQhgiPJo8tkQklFQQazGYVJOj9jRqxZv95HzZT4CRPiotns0APsvnGdmq7LX5T2oWDEJADmGfvQkRvoOo7+739Soysw+fTpE/bt2ycFjykTmn+g+7Bu3fqYPHka3N0pkyaF0r4iXzYcOHAVefMW9LMnHcMwrk2YMGGQKlU6KMp2J3tQG3BcirQT0aNHx549O3H27Fn8/XdX9OrVGGvXrsWDB3fkogdl4gXmOjnWAmmcKlPGmYeX76G+pXXrNgBaw2ym5YamUJSSANIjceKw2LhxLWtiMYwD2MDFMAzDMIy/OHnyJK5evQRdH0CqUHZbw8rPaTvt5wqQgYMMJRabbIE/YvKUKRg1ejS2xo6NfAAoN9bQsGFRvUkT7Dt0yF+i5e1at0biz59xRtPQFpDHbQ7glKYhi4cHWjRp8kOj4KNHj9ChQwcMG0x+VIC7yYRbyZIhXZUq2LZtG46fOiWza/lE48aNcdViwVq7z8nXoQSACABOG0Y9Slb/iL5jlHWfsS8ljyf8Uqd+gY77119/IW7cBChWrJicOCZMmAg1a9bCf//956djHTt2DGvXroauLwAwwDDXkTBzA1gsh/H06WuZFZNhmNBFx47U0q4DsNVBa9cZqiqkCL0tZPCicOfBgwejatWq0huUjGW9enUDMMMQmLdqZJGH1WqYTH3QsGEjGUL+s5ChbNq0qdILuk6dvMie/QqKFVMwZ85sXLz4DxInpkByhmHsYQMXwzAMwzDSkEAZmU6cOIG3b9/6OtOTJ3mc7JHbbr/gwd3dHaNHj0aKJEmkRlO4sGFRuWJFHD9+3JehIt1x9+FDnD59WhpJHj99ilmzZyNqVMrE6PfQRPJ4GqBp+M1uGxmLBus6rty44aMXF9VnzqxZsXLGDLT/+FGGDvayWPDp/n0c2LMHSZMmleX+EYULF0aVSpVQz2TC3wDuACCTUUfKomgo0FCgjpUoxrQuK4DRxmcbFAWpU6TAb7/ZX83PQ0a+Zs2aY+jQ4Xj/nsxqF2UpdX0C1q8/iHz5CkktLd+yYMECmM0pANRysDURNK0h5swh4xfDMKGJVq1aST1CRakIRakGYA6AMTCbM8FkWoaFC+dLTUbf0KNHD3Ts2AlAF5jNiWAyFTfalZooV64kpk2bEmDlJg8tyl64aNFCmeV39+6daNasGSJEoOUHhmEcwQYuxuWhiQnFzzMMwzAIFCPCxIkTpaAtrVjnzp0bceLEQ4sWLfH6tTOdEU++pSUn04gj7niFfAQXpKtStlQp/Nm7Nwo+eCAVTcbqOm5v24YC+fNj9erVvjoOrd5ny5ZNiuj7x7BlhTISEs6UUwoaf2/cuOH0GK1btED4ly9xwWKRYYRkrhlI5h+LBbHevUPTRo18PXlasWoV2nbogNHhwsmskJRJcRqANIqCXE4GjuTnsBOQhjUygrXv3DlQQmXI2EoTOyHmGCa1Pyj4ks4Ii+UQbt++h6lTp/r6eBTaaLGk92H4+weeP38SYkNqGYZxjNlslt6bU6dOQZo01La2gNncF+XLp8bhw4dQpw6F1/sOausmTpyAf//9F507N0S1atHRsmVZuWCyceN6hA9v9WsNHqj9osQfhQsXQ4QIkfHbb9FQu3Ydl/GkZpjAhg1cjEvi4eEhJ1y//55GCjWGCRMWlSpVkSvnDMMwTMBB3kmdO3fGkyfFDHnyf+Du3g/z569BgQJF8P49icc7pkiRIoYeyXgne0yQ22m/4GLcuHE4cvgw9ug6yDenHgBaez+raaghBBo3bPhDQ15AEiWKp9DxQyfbrZ8784giw9fuffvwt6Yhrt02Ckgcomn436lT0hvPN1DIzfgJE/DoyRNs3rwZ69atk+E4MXzwACOzJpmAaEpYs0YNtGlDOjEBz/z582E2JwPQ0MHWVND1epg92/ceV/HixYPZ/K+dYLMt/yJWrHisa8MwodTIRW3V5csX5Dzj61d3rF+/Fnnz5vXX8dKlSyc9gykTKxnaaXEouNsOMm516tRZtuFHjnzF588D8P59F6xdewa5c+fB4sWLg7V8DBMUsIGLcTkow1H58pXQpUt33L5Ngo/zoeujsG3bTRQoUBArV64M7iIyDMOECi5evCgNQAC95hv+Q5kB9IOmHcKVK9cwadIkp98PGzYsBg8eYHy3o6HSBOMvvZ+PIUP+lkaU4EDXdcyYMkUKodt7TJnJLCcEPNzdg3TQT+EmcWPGxGTj/QXDE2qzkQmRPv8tYkSZrt7Zb0Y43voteb11P99CXmnly5eXmQXz5cuHU0LAmdw6qdhEDBMGixYtwtLly6GqKgKD+/cfwGLJ5MNwNQseP/Z95kPSHLNYbkmtnO95CFVdiObNSWWMYZjQbuwKbmNUYLBhwwZMnkx99nRoGmUw7g6gPyyWKxCiMZo0aYp79+4FdzEZJlBhAxfjckyZMgW7d++GENsgxHJD0rYrLJZ/IERtNGzYGC9fvgzuYjIMw4R45s6dC7OZ/IAoT6A9f0DX62LGDAoPc25AolVryvYULtxcKEpimM2x5N/w4edJ41lgeff4BtJnevDkCUo72U5XnkVVZVbDoIJCHf8aOFB6kyU0ROvJE6oigFiGqbFbz55Oxeut4S+U98sR1t7xZ8JkyBCkurmhk6LAXjp+N4BVioJBw4ejQYMGvtL68i+xY8eC2Uwhnc5CBq8jRgzf6eYQ5KlRtWp1mEzkEUbi/A8AkN7cEpjNBRAnTlR06kT+fQzDMCGPiROnQFXzy8yL3qFFCDJ8RcCsWbOCqXQMEzSwgYtxKci1dtKkaRCilpHDyRYzhBgPi0WXQrEMwzDMz3Hnzh1YLCQj7uZkj9x4+PCuNGTZQ+1wsmQppS4VhWd8+fIZGTNmRKdOjTB37hw8ffoYXbp0QXBCIe62xqAPAGYCqGR4OvUD8EwIr/2CiuLFiyNi2LBSZH49gHeGqDuZAsmnwCfh9IIFCyJKpEhSItkRs8m4FTasPId/Ic20BYsWSUNWJrMZYwwfvdqKgjKKghIlSsgMjoFN/fr1YbFcBrDNwdan0uOqUSMKOvUd5LExevRIZMuWGYpCsvqUhYz01BqgYMGUOH78sK+FphmGYVyNU6dOQdNoucQREaFpxXH48FHpmU3yBCNGjGCPLibUwQYuxqWg9O337t2yCbKwhzwDcvpaWyQooTINGjQIffr0wYoVK6Q4PsMwjCtDhgyz+a4PHjJ3EDly1O+8dMaOHStTqt+/nx3AAQDXZH69S5feYNGiZShWrFigZNXzK5RpqniRIpirqqBeIxWAtoahK4wRDnhf04I8I9XgQYMQU9NAqpKVAUQGkJLqFcBIUi6bMAF379Lv8j2UBbJzt24YpyiYapOk3oM88gAMVRS0bdfup4TwiZo1a+LI0aNIW6EC+prNaArgfIoUGDdhAjZu2SI90QIbuo+KFy8Fk6mW4X1A3lbkU7YRZnNhRI8e3k8eVxSKmjp1Gpw9exlClIOiFJZD4Rgx4mDChLFInJgMXgzDMCETVaXg+08+7PEvjhw5gi5demDSpC3488+hSJYsGdq378AJvZhQQ6AZuFq2bInevXsH1uGZEKapRYYr32QlogGzZ0y8c8FfRXkdoKvtZJjq378/unXrJrOO+CSo7AhaaS9ZsozMPjZo0ASMHbtcZmNJkCAJ9u7dG2DlZBiGCWhq164Ni4VEt/c42PoGZvN8NGhQ19unz58/R+/efWXoOECaiIUM01FLaNr/8Pq1ggEDyDvGNejVty9OaprU4KIMgbSEQi3zRgCPjYyA48aO9VcSk0ePHmH58uXo2bMnihYujNjRoyN+rFjS+OdsIYb6QxIlbmexSN8he9qRwctk8lEX7K+//pLjLAosTWQ2o5CqIonZjOYkot+gAUaMJDPZz0Php2vWrcMXd3e5aHPlxg107NgxSIxbBBlWN2xYi7p1q8FkovstqmGarIzMmaPh6NGDUjjeHpqobdu2DaNGjZKyB/fv35cZzho1Ig2uBtA0+uU3QYj9AG7izZt4KF68ND5+JBU0hmGYkEm5cqVhNlOuYEfGKlpCuQYhOkHXH8HD4yo07SmEGItp06ajVy+etzOhg0AxcG3duhUHD1ImJuZXZufOnShatIQUIaYV59Sp08swFp9WCEiIuESJUlDV+U6yHJ2Qk7EKFSr8dPnIkFWuXEVpmBo+fDqmTduBoUOHI0GCxHLy4RvIaFehQmXs23eCVEmgaf/Bw4NW3S/j9etMKFu2fJBquzAMw/gFCjXLn78QVLUmgEUAvhjeXEehqiURIYK7NP5buXbtGrJlywGLhfYhI5c9cWCxtMeyZcuDzFhAiww3b950GtZHoXoNGzaUAu7rACS12UYqV6RGkkZVpZHLt7x9+xZ1a9dGksSJUbduXZlJa//Bg4jx+jVqvHiB/UuWIEf27NKb155Xr17hq4cH/nBybPIlS24y4cmTJ07PT6Lu02fMkGnqG3XpgoS1aqFOx46yv1mwcKEUUA5oQ5N9ooDr16/LbMfy2vfv99Uiln+g8cPixQtx//49mVVx5swZOHPmDE6dOo6UKcnvzTuHDx9G8sSJUa5cOQzr2xfdOnVCsqRJUbt2HahqauMXJ585K8mgaevw339PpLGSYRgmpNK1axfo+h1ALnfYLthTMo7+AMgbdqyRc5eICKALhOiPSZMms8YxEyoIcAMXDTBpxSxDhgwBfWgmBEGGrNKlS+PQIWpcp8mJ082b6dGhQ0fUrl3XRyNX7949oev/SG8A755cp2A210KaNH/IgevPUqtWXezcSaE1y2GxPJErGcBdfP5cVg6EDxygbT5Dg/ojRw5C05YBqGHk5SLSQtc3QtcTYuTIUT9dVoZhmMCADBdbtmxE2bIUqtUIJlN0qGp0yvWHJEneYt++3UiePLnc9+HDh8iXrxAePiTFqN8BxHBy1Bz4+vUL/vvvv0At++XLl1G9alXEjBFDGjroL70no489Hz58QCGTCckcHIekd+tbLNi+zZHO0/dQevmypUph25o1mKjrUtT9rREe+NrwDjtnsaCOpqFhgwbSe8g+LDSMmxsuOTk+BZfc1nWHnkmO0tTTmGvp0qUybJQ00AIbMu5VLFcOqVOnRo8uXTCod28ULVoUf6RJgwsXKCdk4JAgQQIpfk+ea1mzZnW4D3lNFytcGIkeP8ZJGpNqGl7qOiYJYWRkrG/84vYkg8lUSHp9MQwTeiCDzbx58zBmzBisXbs21MuH5MiRA4sW0SLHUqhqAgBVoSiUZiWZ0bs4SihDtIGHhzu2bNkSxCVmmBBg4Bo5ciQqVaqE33+nwS/zK3L79m0ZwgB0gqYdN2RzG0CI1RBiDdasWe1j6EWRIkXkKq3ZvAgmUwKYTMVgNlPa+pxIkSISdu3a9tMpyWn1d/v2LdA0kumtbWOYSgQhlsJkyoZBg4b+8Djk6WU2/+4kYXs4WCzNsWbNGo5rZxjGZYkSJQo2bVovvbPGjBmKoUN7Y9euXbhx44oUkLdCnjpv32oQghYfKMTrs5Mj3pKh5tGiRQu0Mv/zzz/IkzMnzm3ahHG6jn0Axus6zm/ahLy5cuHs2bPe9v/q7o6IDoTybT25yKvKN9Ak6diJE9imaTKckMyBpDZGGlX7DTUyChAhfaxwQnyXsYr0vkjfaqrZDEc+Z/S997ouMxS6ouRAxgwZvIyBHkJA03WQT7V68yaKFir0nUEvqCCDauUKFZBA17FLmlm//bb0O5mkZ6LjzJSErkeCu7tV0YxhmJAMJUahUO748ROiefMW6N17MKpXr4748RPLcXlopl69erh16yb69OmE4sU/okwZM9q1s2Yzju/kWzFhMoXFu3e0gOV6fPnyBUuWLJEe5X379sXRo0cDzWuYCfkEqIGL9A1Onz6Ntm1JwpX5VaHBvKJEATDMyAdlSxWYTKVlpkSfaNSoER48uI/Bg/9EjRqxUK9eZqxbtw6XLp1DokSJfrqMNEExm0mNpZqDrSo0rTX279+D16+da4FZV7KFSOjgOq0kgofH11C/YsQwTMgnVapUMuthr169ZOiirbA8DSQXLFgMi6UZgGaGzxKFktvjDlWdgjJlyvkock5Zm0ins2aVKkiZJAmqVKqE3bt3+3rA2qpZMyT/8gVnNQ20nFIEAOX0o/cpvnxBy6ZkbvpGjpw5ccBkktkKHbHJZEIOG2OeTyycP196g+V1sC2tkaFxoREEV1LT8D8H2l79BwzAuwgRUFBVvbIo3jBUzXpRwEiXLkia1DaYMvih36ZM6dJ4+OCBFOo/BUgvNMpEeYg0NMmA+P49xo8fHyzlGzx4MD5+/izvA0cpA7LJIS8przniHVT1AHLkoKQJfod01VavXi291zdu3CgNgQzDBB+krTtkyFB8/dodQjyFplGfdRmvXhVAzZq1sH37doRmKGEGtYm7d+/E1q1b0KNHD2OLMwmhE9B1d+mZ62qQZy7Jx9Ciz+TJWzB69Hzkz58fefMWDHRPcSZkEmAiDTSBHzBggGxQflYAnLxd2OPF71jrLLjr7p9/zkHTSHTYcVYqXS+NS5d6/rCcsWLFkhMtewLi+miFQlEoFbgzT7B4XgYsnzKBeXoqbjNycjlaGT6E2LHjS+2S4P5dfpX7LyQSmHXHvwcTEFBY3rt3rw0TTkrDyNXZ0Pggj65ohsmjF0ymG/j773lOj3Xo0CGUL1MGqrs7amqa/Ob2Z89QctMmdO7UCePGjzeSjTg2JEj9pX/+wSbDc8oWMioN0jRUOH9eenFZQ9maN2+OoUOGoIOuy1BC28EPGaP26DqW+jIb39NHj5DHB2+wdAD+Z/yfFM0c6WFRSOXBI0fQslkzVD1F9eZJlEiRMLBnT/TrR2Yj14K0rfbt3y+V2mx9y9IbeY9zASigaVi2aFGQG7ksFgsWL1wofbQchaESnaGhnvT1oytoaLOF2shOUBR3tGjRws/nJqNWnz5/4v37N1AUNwjhgejRY2Py5PFSn41hmKDlxYsXGDlyNIA/qUew2UL91yooSnH07v2nlFJx1teENpIkSYISJUpj375h0LQKNhpchDtMpr5ImDC51Kx0FUjnkWwLK1asNpaxpsHDg8Yf1P/uxOnTTVGyZFmcPOn3BDFM6CbADFyUpeaPP/5AgQKUp+jndTUY/3Px4sVgPT+tXCrKZzhfiH8FszmM0wxTQQGFiFgspLn1FEBcB3scQIQIv0mRX58EFynDlK6TpxqFMw6323oBJtNiVKpU75cSmg/u+y8kw3XHuCqUNS9atFh4/dralk0HEJ7y+Rk+PLSw9RERI0bFpk3bpA6Is+QeVSpWRPYvX7BB170MVMMtFhma12HiRHz89EkaDWwz9e3YsQOjhg/H/kPkK+QJLaM4gtTECAq5tBq44sePL8XXG9Svj+MmExpYLNIYRp5b+3UdzZs1k9lvfUOCxIlx4epVsh473E4qVKR88gzALkXB8FKOQtghtUqPnzwpdato3BMpUiQZok+i6q7I3LlzkUJRUN9B5061XJU8+UnzxonYf2BCi1YfPn2ScsmU8qWKg33KyyUtBZrUmlsEXadJ3geYzYuhaTewYMEiqfPlF6ZPn4727dsbRt6eECKF4SUySIYJ0eIWhUUxDBN0UEZ0z8U98u+1xwRd74wLFypJA4p/PJbIm/V///ufTG5CnspkFAofnvpD12bq1EnIlSsf3r/PBouF6oa8lm9AVSfDZLqOBQu2e/PcDm6vrfLlK8LdnYxZ1C5vNsYZBJWxDCyWNTh/Pr/UTgyI6B4m9GAOyMyJZDGnjHSE1T2bMumRVoZfINFU+2w9zI+hxpwmyDRo/lmNqp+hQYP6OHCAVvfJgJTGbutXmM0LUa0apfgmXa3gW8mYPHkqvnzpY0gD2zboV6GqM9GiRRPkzJnzh8caNmwo+vTpA0W5BCGaG4osO2SYTvr0aaQAcOTIthmbQieucv+FRAKz7qzHZpifgVa5mzdvjHHjZkPTusjwa2CysUJOvlS7AazGwYN7vOl22UMaGm/evcNCIbx5X9EaOpkJNgCYN3s27t2+jY1btkjBeNJkJINXHlXFTKnwBYwyVMAc+dfS54R9u0sGrBQpUmDC+PEYs3mz1NzKni0blnXogNq1a/t6Jb9x06aosX271NuiNWVbzhnD8BEAappM0mhFwug+QcLwQSEO/7PcvXULuYVwGpCfwwgATJY48Q+PRd7RpMVJ40PKtEyJY8ibwr/tHy1amVUVWTUNswG0tsuWCeOe0SAwefJkLFmyHGfP9pSLbeXLl0W3bguRKxf5oP1Y14fkEqZPn4XLl68a4TE07h1os1hGPnyUjfETevbsi6pVq7rMpJFhfgVoYVpVo8BisfVSssUzcYp/MgYeOXIEzZu3xrVr35KZRIkSHf3795Oh5a7sEUaew6dP/w9//dUfq1b1hcVCDgkKSpQog0GD5jpdmApq5EJYlepwd88HIY4aGSEdRYflg9mcSbbJnXzpgc38IogA4uHDh+Lu3bter/bt28sX/d+3WCwWcfr0aeHu7h5QxfqlsNYf/Q1OPn36JBIlSiZUNZUAzgm6yzxfT4SiVBFmcxhx7tw5EdwsXLhQKIoiTKb8AlgsgN0C6CNUNapInTq9ePXqla+PtWzZMpE2bQZa1paviBF/Ex07dhRv3rwRvwqucv+FRAKz7vh3CZ76CI31/uzZM5EgQRJhNicWwFzZpgNXBNBDKIoqmjZt9sNj1K1bV+RTVWun8N1rltGGmgERK1o0rzaVXvkAcQoQnwARHRDtnRyjIyCi/fab+PjxY6DUg4eHhyhaqJCIaDKJkYC4D4jHgJgEiKhG2cIoiogaObI4evRoqLmPqlSuLHKaTE5/u9aAcAPE8OHDfTzOhg0bRKQIEYRZUUQOs1mkMpvl75sxXTpx//59f9dR9WrVRDKTSSQDRFxAjAXERUDsA0RN4x7KlSuXGDx4sDh48KDQdd3Pv3u1ajXkcVSVxg39BNBEABEFEFsAF+yq5KDc9/jx4yK4Cez7yJXuU1cgNNdHSLi25cuXG/3GdSfN1Vw5/n/w4IGfjnvy5EkRJkw4YTLlM+YMnwRwVQBt5PmGDBkSYurx7du34tq1a+LFixfC1ZgxY4ZQFJMA7hi/4xxn3Y5QlNKicuXKLn9PhgQsLv5s+6V8AbakRG7d5BVjfZGLPb3o/8yvBbnp7tu3C4lpDoTMMgOiquaHoiRC+PC7sW7dGmTKlCm4i4mGDRtKt1bPRVtSFCmB8OEno02b+jh27JCfMoCRZ8C//57HnTt3cOXKFTx//hQTJ06U2ckYhmF+BlplvnHjhvR6CU5ix46N48cPo0SJDFCU5oZWYVpEijQLf/7ZF7NmkX+Vz9BqsU+qcFZlKwt5BL1+jb0kSC99wzwTnFP4IYkYkDrjFMNvxlorbw21lUkULNanj/TqCQxIU2vT1q2o27Qp+ru5IbGRl6qLoiBMjBhIlycPBo8YgRu3byNvXkdS9CGTevXr46Suw5HayVND2Sp6rFhGyJ5jSD+tRvXqKPn5M+4JgZMWC65aLKA1+jfXr6NMiRJS780/9OnbF0/d3BBXUUD+cL0pDBRAUQDrjH2unz6N8QMHolChQsiaMSNu3SJ/QN8xbtw46SlAR9O0wwCGkL8h5Y427gAKjLS9u1PJf58/f+6v62EYxn9UqlRJelUB/W16Fdj0FMORLVtOJExISaJ8T69efaFpqaHrewCQVhWFJVKIIyXO6olBg4bg1atXCAmQvjAllokRIwZcDUpap6rZDT9c0jo+4GTPTzCZTrikMD4TvLDPNBMokPg6ue9SVqEGDbKidu2kGD9+DB49eoAKFUj3wjWgkIhjxw7j2bNnMhZ/z56dmDBhAqJHp47Rb9DEjbJepUmTJkTE4jMM49qQSHrZsuVlwg0aiMaMGQt16tT106Q8oCGdi23btuA2hRBu3ChlCJ4+fYRBgwb5KryMNKZOaJo0CThiKYCwAEiae4thnCADEqkYHTGGut0B9DCUvwYDoHy4adzcEN9kwiCTSYaMO0pQEpDQAt6s2bPx8PFjWQ+k+fLg0SM8e/ECh48dQ8+ePREzprPwmJA7acyVPTsqqKo0Zn0xpo47SFyeBpThwuHQkSMyLNMZo0eNklOWFUJ4JaungB4yA66zWPDvtWvYtIlCXv0OLZzt2LULj+PHxy4KaDGZZBoZesU3yvlC0/DCYpEBtR+vXEGxQoV+mC3ZGuo9YcIUCNHYgcIXJayhwMhbRtIZK2flv4sWLUL69JmRKVM2mTmUMogyDBN40Bi8VStahFlBI31KY2LIplBKkdwA7kvdQ988+1YeP34ss6trWlcn4XLd4eFhwapVq77bQvOLzZs3Y//+/Zxh1Rd4jiWs2edbAVhpKDzaQk4UQ6Hrb9CsGcniMEwgaHDZM2IEKVAwvzIkEEziqiFBYJU8E2gVg4RqGYZhXCFjXYkSpWCxJIcQJOieChbLP1izZhJ27swtDfNkTPdvxrktW7ZID1YabJMQO3m0kliubyFjPr38Cnm79uvVC3VevcIWIRDL+Jz8XkbSdRvvBxiGD1vIH6uXYfy6Y/jPkK/PBLMZZdu3R7x48aSwNwnKBxVkxKpYsSJ+BchzbfuuXWjcoAEabd2K5ooCs6Lgs64j8x9/4MzatdIQ65Mw84b16zHAYsG39AHfIOW2rKqKDRs2oFq1av4qY8GCBXHr3j1peCX9tpMnT2LD2rXYJwRI/t0K+V7s0TSkfPJEiud3705mU+c8ePAAT548MEytjrB6G9AdTIt4pG0zBEKoWL/+qJG1zB3//jsDEyZMwvr1a1GmDOWeZBgmMDh79jxMpt+h6+RfWtZmCyX9mIHPn4tj4cKF6NyZsgH/GFoI/5Y31hGxYDbHlsmprFBER6tWbXH48DcPpBgx4uCvv/qgXbt2/rquX4GSJUti3jzyjr0EoJ2h7lgMAGW5LWd44ZF+8k4MHz4CyZMnD9bEZcwvZOBiGIZhGMbvkJB1o0bN4OGRHbq+0wiDIIrAYmmMd+/yom3bDti3b7eXsWrNmjX48OGDdNVv0aKF9KJ1xN27d2Va7Rs3rsBsTg8hImPRoqXo06cfli9fGujGGgob3Lx9O0oUKYJEHz9KX5hohncNGa1KGOu0zswkVvl6MjVQcMlasxk1ataU4WNM4EOh+yT+Txkqd+/2vP8omzAJtP9IXJnua3cPDy+jpiNi6To+faJg1J9b/S9btqx85cuVS2ZPtDVuWSHPwCq6jhVLlvzQwPXt2pwF2ArD3EqLZBthMg2Hrp+U3l6aRl4kniY9TfsAXa+LqlWr49atG0FqjGW+QYZ9Ev//66+/nCYXIA+fAQMGSO8bak8HDhwos8UzIYODBw9A1ynDeVcjsP2lYYS2JsEojAMHDvjawBU3blybPLmOEqk8g8Xyn1cmVvK0zpu3AN6/pxZvmZGShDKzT5PnJOkB8ooNSKg9pozD1D5TkhXqz7+V29MTlRa2yJOMFhzy588v97HNWOwKVKlSBQkTJsWTJ3WgaeTLTeOgoYan7CQjWVgKjBixXJaf+haGsYVDFBmGYRjGhTh48CDu3LkBXR9mY9yyEh2a1k+GSpB3SrZsueRgcMWKy9i40QNjx86RXjSOvKjd3d1RrFgp3LlDIRKnYLFcgqYdhxD38flzSVSrVt3PWY/9A2VqunbrFmIlSCDXZfcbIW7HDe+sjwAeOfnudRtzQm1FkYaubj8wTjABDxlSSWuLJmpk4PJN5jAyPKVNmRK7nez7HsAxkylAjQhvXr9GYtIidgKpxL7xhWYOhebShMozO6Ijjhp3LenQVUaUKLehqgkM9TjbyWMkCLEYHh4KZs+myRoT1FA72LVrV6lr6AwysrZs2RLZs2eXumuUIb5Vq1Y/bXxlghJhTHMVw+uqoI1xizBJI49vIQ/h4sVLQVVpMcXRfTAKYcK4oWbNmvLdgAF/48OHiNA0ahvqGFlWKeMqPfd/Ydiw4Xjx4gUCij179iBx4uRSBqZXr4Fo3botEiVKjA4dOkpdQzJ6pUqVThqEpkzZiKlTt8oIm2TJUrqc91OYMGGwc+dWxIr1BoqSAopCnrP3vWQQOnbsiFq1qsmFPpIL+O23qBg8eAhu3rwZ3EVnXAQ2cDEMwzCMC0EDUc/uOZ+TPUhqHWjQoDH+/fcxmQWgaaT3sxWa9hBC9JE6VCtXkm7FN9auXYvbt6/DYtlghFRZiQchaOKeGGPGjPV3uUlAvE2bNihVsqQMRSQtJVoxdkScOHFw9NgxxEucWCqjPDCZQIGYA1VVTkcc+WPRkcYAiGyEmO0OHx6r166Vk08mZNC6fXusBWTyAFuEoan2SQg0b07aOQHD76lT45gP2nBHVRUpfAirtGIymdC9e2dDJY4mW38ZujCkE3MHqtpMGsDIO+LSpUtyf01r7GSYHQWaVhZ79pBplwlKaAJMBoj79+/7uB/9jmHDhpVaeilSpEC/fv3kRJq8Y5iQQb58BaCqZGB2xH9QlAMypNkvjBw5DG5ut2EyUR9MnkWk4XUeAGlAjUPfvr2xYsUKafxfvnw5LBYydjnS9O0GIcLI+ywgOHHiBMqUKYdnz0i24Aw07R2EeA6LZTCmTp0uvboLFy6Oe/cocOsEPDxuwcODlovO4enTmChatCSePqVQTtchXbp0Ust5ypRJKFqUPIXvolWrqti7dy82bdqGsWNn4PXregCW4MuXntiy5SRy5MgdJIt0jOvDIYoMwzAM40JQaIGnfDdpfnwLL/iGp3/T9etXDPHcPDbbyONrCBTlLIYOHSknc1bvGhJDN5lyQ9cdeciEkeGP69f7XT+TwgM6duiAqdOmIZHZjBwWC66rKiqtWIE8OXNi644dDrPSUijH4uXLZQjQ6pUrcfvNGxRJkwZhw4XDuBkzpEGrq7Hmft7Ih3WIlDiKF5ehHQ0aNOBMtSGM1q1bY/uWLSizdy/q6rqXmsp8VcUxTcO0KVOkt1RA0aJVK1SgEF4H6ln02VFNQ+q7d5EiUSIkSJQIjZo1kzpu4cJ5F5H++PEjDh60KsRtM1IePDOeN3fEjZtIelBYQ4M9PUN8WkP2m/cIEzCQ1yuFJHbp0gWZM2d2ut/58+eRLVs2r7aT/pJWIXm6UGgj4/p07doJBw5QyP1wI6eq1XP0IxSlEcKFC4vGjckI7XvoHjh4cD9atGiDCxe+JcyKGjUm4sRJjQEDKI+vMEIhIxhLMuRnPN/OGzsKVDWZja7Xz/HXX39DiLTQdTK6hTE+pT63F4SIgIULOxnpNigHrm37mgmatgNv3ybFjBkz8Pfff8PVMj22bdtWvqzUqlUbDx58gKaRISu51+ea1hmfPhVD7dr1cfXqJV95FTOhF/bgYhiGYRgXgrSDwoalwfBUJ3tMRcSINEAm41dJB9sVCNEUFy/+421V9vPnz9B1n1KCx4C7+2c/T7wp8+y0adNkae9YLNJD54ym4SB5o505g4b1aJXVMeQlQYaqrdu34/Dx45g3f7481siRIzEvQgQZQhZGUUBT0dOxY2PtunVS+4lWyNm4FfKg0BPS8Bo6YgQOJkyImoZscNh8+bB9+3bpARjQz1LN6tVlOGtbw0B6xDhnHWMQnOb2bdR8+BCRTpxAi+bNUaRgQbx9S2a3b9StWx/r1281hI0ppPGpoetTWHprLVo0z5vuXeHCBWA2kwnN0bP0Aaq6Te7DBC1169ZF3759f5jp+vnz5zL5kC2UiMjVvFwY51CoXv/+tCzSF2ZzWiP/biuoaiKEDXsIGzeuk7+pI65evSp1+SpXriyNYNQ2WXWecubMiXPnTsssx5Qpfvr06XB3/2J4XtczDFqUUZXCD0konbLC2mf5+whdvy/bGfL0+pkQQdLy2r17BzStvY1xyxY6d0RD2dLR4kFM6HpNLF9O7ZVrQwZB8kTXtD7ejFvfPGNH4/r1yzh0iFp65leGPbgYhmEYxoUgb6cuXTrJcAghfgNAk/5Ihkgu5Rpcgty5i+HQoQfQNGfrVL956c1YyZAhA7ZtmwpN+2gMeL2jKDuRNm0GP618kqjtuFGj5BD62xqrJxT8MUnTUH/7dplNKm1ammT8GDo/hQaRsWPr1q1yAJ8kSRKUKlXK5cRwGf8ZuXr06CEnkG/evJHvKfwrMCDj09Lly5FhxAhMmTAB01/SMwSEc3NDFIsF+4VABqtBV9dxihIdnD0rPRIXLlrkFXq7aROF9VIYb22bo9P9vAGKkg3jx09E0aJFvbZ06tQR69YVkpNrT3Fk63PqDkVpBpPpq9R4YlwTWgyg+9IWek/i9H7BWYh2SMZ6TSHh2sjAVaRIEUybNh0nTmxE2LBhULFiU+lJmixZsu+ugRZ3KBx11KhRMJliQNdzQVVPy2yLuXLlxZYtG728kTNmzCj1AqnP/PyZ+sxChqeW9Vmn+6eJ4Y3d3MgNnNrYNgOa9l6GvFrDXnNkzYpZc+fKftovfNPxsjf4WCFPsjh2WoD2xMX79x9c/jel8G9NswAo7WQPWnAIJ8MUSUCfCV3Ptl/KxQYuhmEYhnExhgwZgk+fPmPy5N4wmQbBZEoATbsLk0nI0EPKvrZ3bwNDdt2RhtAWRI8e2yujE0E6HJ7i8zTpnmATsmENu9qMDh2m+XnA+ejZMzR0sr0GnddkkivgvjVw2YZq1q5ta1BgQhNkyHQUuhrQmM1m/Pnnn9JoSl4WDx48QPny5TGFjFt2++agSbGmoffy5Rg1erTUilu1ahXM5riwWOyDHIkw0LTW2Lato8xiGikSGaIhtX3GjBkjjXhm8ypYLJQv9AvMZtIEeoMVK5YjcWJbwWvGlSDPUntjFr23D139ERcvXkRoJaRcG/UjvXr19PYZeU7Ze01ZjVu7du2SYf66Th5fYaFpZAA/gFOnqqN8+UqYOtUzix/xv//9D7dukecWjCUeRwtO5NXVxUg4QSGR1MeOQFbjkziGJmG/c+dQKH9+LFi82E9tA4VPm80kMUBZW78Z2b/xXAq0K0p0wzv7+wUsk2kfEidO4HJi8/ZQ2+0JaZ85grLUfpUemK5+La7MxRDybPsEG7gYhmEYxsWgbEETJ05A165dZAgDDdhIm4j0gWLFioUvX76gU6euePOmPXSdchHahtwchck0F23adPXm8ZQ0aVJMnjwZ7dq1g6qeNESwf4OibAawCuXKlUezZvahFD5jnQR6Tuu/x80IMfSr5wPDBDTkgUPeEaSvRBM9Mr46gsImu1ksUriZMo6Rl5mixPdhyJxYhi/ZGriIbt26SS+CyZOn4NChDXBzM6NMmRoyvDZNGhKDZlwVMmzaZ7ij9/Zhiz+C7jdr5rfQAnlR0AQ4tF0bhcXv2rXPUOujlBdWyCBUBLpOXmC1pFcoeW8RO3fuhMkUGbpOOWCpjXBEOMOj+i/jZUIxCOw0VLEIUgorqOvI5O6OdWvXYsHChX4qe+3atbBixWRYLE0Mk5kVMmgNhtmswGJ5ZmRwtPccXQldP4GePdf6qEtHbdzhw4dx7949RI8eHcWLF/ezwfdnSZ8+PXr06IMXLyhUPJeDPRbAZFKkd2zChAmDtGyhAc3Fn21r+XwDG7gYhmEYxkWh0LzevUkg1zs0sFy9egXKli0PTUsDi6WpzIZImaEUZQ3y5s0rV6PtIbHW5MmTY+TIMThwoLX8LGnSlOjYcYyceJO3i1+giXrEcOGw6csXmQDdHpLlfqtpyJGDfGMYJvixhuB6Kup8j263H2lradoiQ3vLUUa0o4gUKYpDPR8SNKcXE7LIlCkTZs+eLQ2hdB/QX9JcotA2v0CTRFecKAYEoenaXr9+jb//JoF4Cn9ztshTBaoaRXojWzP3Uj8shIexwESqk47C4u4AeIwmTZrg3bt32LN+PTbp34xbVqJS/2yxoP+qVZg1e/YPdeJsGTJkMHbu3IPXr3PDYullZFqmDMukjLkOo0ePx/XrNzB9eisoyh4IQQqEVILVUJRlqF27ntQbI+OdI8irrXXr9rhz58a38kaNiSFD/pYLZkEF3W99+vSQiweenusdpJedZ6u9FiZTL9SrV1+Om5hf+9lmkXmGYRiGCYGQ5s+ZM6dQv35RhA9P2ZpaIXnysxgzZqQUnXU2QC5dujT279+DT58+yVANCrHo3Lmzn41b1ixHDZs0wXhVhX1ybjIHdFZVpE2Z0ps+EcMEJwUKFIBJUbDSyfYV5O1lNiNPHs/spI0aNYLJRBOogQ5E429BVWehWbPGrA8XwiEvWfKMtbaRZIwYOnQobt68Kf+SLleZMmWCu5hMILBmzRp4eJChinCWvMQNihLBm64l3Q9C0D2TE8BEw5hlC2kG9USkSL9J7+mYMWMihckkVbEckZ68oj08pMHNL5BB58SJoyhbNjMUhQxOJAdQDMmSXcTixYtl/z516hQpiJ88+QUAlAm0EhInPoZx48Zi8eKFTo1bBw4cQNmy5XD3bhJjyYqu/wrevKkiF8UoyUxQQhlQPQ1cPWA2J4TJVAxmM+mP1UTZsiUwc+b0IC0P45qwgYthGIZhQijksj9//nx8+vReum/fvHlVDgB9EzpABjAyUP1sOm3S9UqZIQNym0xSbWQyhWfR+qqq4kHkyFixZg2n7GZcBtK3qVa1KvqqKk7bbaPp22BVRYOGDeVklKCwtHHjyIA8CYpS3siKdkKKx5vNeZAkSSyp8cWEbCicdNs20iKEDDWdOXOmTDBQtWpVGdY6a9YsRIjgzDTBhGQoO6aq0vMeGQBlS3XEWVgsT5A1K6lneUK6kuXKVYTJdM4QlSdD198AKNSRvD5zQ1HWYd682TKRRrx48XBLCHxycoZL5I/k5uYvbUISzd+4cT0ePnwgswiS0DqNB+rXry+3Ux9MHog3blzBo0eP8PDhQ+mRRcYvn7x1unfvDSFyQohthocaXSeFWM8C0B79+vXH+/cUohk00HWQviElrunatSlq1IiFli3LyXHQ+vVr/eT5xoRe2MDFMAzDMKEAZyuwgQ0ZyQ4cOYKhI0fi7O+/o7ubG5bFjImGHTvizPnzXnolDOMqzJw9GykyZZKi8iVNJnSiHGiKIjN/fhUCWzdtklk8r169Kvfv0KGDFJtPm/ah9HygiWvYsEPRsGFF/O9/R7yMYUzIgRIO2IaP0nsyZlmhdmv9+vW4cOECVq9ejXTp0gVTSZnAhgxPuv7SUOAjEfmzdnt8kMacOHESoFy5ct62LFmyELlzUx/3CIpCnp7DpPcU0Ajx4/+H3bt3oUYNT8W/Bg0a4J2uy8BBOPB4nmo2o3adOt6MNJRFmLI65s9fCNmz55btEt2TzqAENOSlSnpajsYEZCCifSgBzY/GDPRMnDlzwhDcd+Sh2hOfPn3Axo2kAxq0kDwC6aatWLECkyZNkrpRvJDGWGENLoZhGIZhfgpanaaMcTT4ppAGCn+kFOqcKY5xRchD4vCxY3JytGjePCz95x+8fv8eaRUF9XQdb1+8wJI5c7Bw/nxs2LQJJUuWlJPU6tWr4/bt2zJzGSVtIOMuwzAhG3quO3TohC9f3AzvpLwk3W54LN2X4uwm0yusX3/gu1D+qFGj4tCh/VJwnhLC/Pffc8SJE1tqbhUpUsTbvqR/SR7WvcaNkwpZrW2yKA5QVXyOFAl/9e/vtf/p06dRogSFy1J2wFKU6gBnzizAjBkzUahQQelVmCqVoyzKAcOzZyRMTzgz7iYCEEGG8TKMK8EGLiZAISHO48eP48iRI9KSTror2bJlC+5iMQzDMIEIZVgaPHgwxo8Zg7cfaLXbk4L58mHW3LlInTp1sJaPYewJGzas1NeiDJ/7Dx3CUgB1xDeNrYEWC6rrOmpUrYoHjx97hfOmSJEiWMvNMEzAQkaqoUMHG9pOdaWHJkDZhSmboZvU4Fu5coWcz1C2VFrQsfUWohC/smXLytePGD16tMxCOGbkSEywCe3LnzMnVs2Z49W+0HlKly6H9+9/h66PBaQAABnbyGgWHQcP7kbq1Gkwfvw4GWYYGJCnlyfnATjqw0lz7KMMh2QYV4JDFJkAg1Y1s2bNiXz58qFv3yHo02cQsmfPjrx5C8p4b4ZhGCZ00qljRwz8+2+0+PAB141wCxLx/u9//0OBvHlx9+7d4C4iwzhk8vjxqKQooLxiVsjMRfdxDV3Hh48fsXAhTXQZhgmtdO3aVYqwx4ix11CS9Oyz/vgjPaZMmYx58xbI0MHIkSMjSZIU0lBlKzjvWygskDIc33/0SAq0k9fXxYsXpUepbRjssmXL8OrVC2jaYgANpaeUZ6tE5VtNymFS7ZI8wqzacQENZZClsExghCEuD7tWksIxw+PoUdIkZBjXgQ1cjK+h7DIU933p0iWbbCOevHr1CgULFsWlS28AbIemvYGmURaQDTh16g6KFCkhQ1YYhmGY0MX169cxZepUjKfVaQApKQTMUDM5rGkwv3uHYcNoIMww/vMMt1gsgXJsyox38coVVLbx3DoCSG2uzACaGAno/+rTR+owBbVXJE1ca9SoiVy58qFKlarYsGGDTCbBMEzAQyLsjx/fx65du6TmHoUI9u7dHe3atceuXY+g65QxcCkePCiI3r37SQ8r/xi5CEpYQIkNKPSZwvnt2bNnDxQlHyDzE982lox+t9mDEsmMgqrmxejR4xBYpEpFGQovGJ5j20kVDMApw9NtDgV44uXLZ7K9YhhXgQ1czA+hxptWG+LGTYhMmTJJIb8ECZJg+PDhXgOt2bNn48mTp7BYaGWhtHFrUQRsJVgsu3Dz5jUsXUoBAAzDMExogrxboqsqWjnYRtLbrS0WLF28+LuFEYbxibNnz6J2rVoIHzYs3NzckDpFCowfP97fE0pHWEWWvxjvjwEobsgpU4DSEwCHKNT240fUrFkTixeTN0XQLCiWK1dBClqvX38DJ0+mxObND1GlShUULVpChi8xDBPwhAkTBiVKlJCGpyRJkqBp0+YQoh40jXKudjAMOwug67tltkLywgoMaH4lBGUs3AEgC4AMDvZSoGkNcODA3gBtF22hTJGqSkphnwGUNXp1yhZ5VNYDEAvRosUKtiQ3DOMIvhuDmRcvXsjsGIULF0OBAoXRq1cvGernKtCqaaVKVTBixFi8fdvQaNAO4fnzSujX7y80aNBIrq4uWrQcul6dEnA7OEpaAKWwePGyYLgChmEYJjB58uQJUimKXE92BA3LP335grdv3wZxyZiQypYtW5AnVy6cXbcOf3t4YC6A7HfuoGe3bihXunSATeZIh6tQ/vxYoqoy4IYUeDIBOACgPIC4AAoAoBxhFMLYrVOnQJtI2tKtW3fs2rWPagKaRhndFkDTTgLYjSNHTqFlS5KnZhgmMFmwYAEsFmoZyENKtdtaCLpeB1OmzJDzoICG5F4U5bCRwZHCE53huS2wPDsbNmwITSNJ/F6UM1LO54A8AIpSehmYTPPRtCnND32G6igw6olhHMEGrmCEhNiTJ0+JPn364+DB33DkSDyMHUsZMVIH2Srhj1i5ciV27twOXd9kNPB5jeHedAixGMuXL8Xu3btliCKQ1OlxhEiGFy9oH4ZhmO+hSWPfvn2lbh+57c+bN8/pvpSpj0TLbV/79+8P0vIy34gbNy5uOFDosHKJVDrChuWMc4yveP/+PerVro0ymoZLFgt6A2hKgUFCYI8QOHzoEMaMGRNg5+vWsyeOaJrMaPY/QJ4vrN0+JCdNuc2ev36NrVu3IjB5/fo15s6dB13vB6CccXbyMRsOoBl0/YMce9HC6MGDBwO1LAzzK0OyLIqS3fBackRpPHx4N1A8Khs3boxw4ciD6zKAE4Y/6fcoykakTp1ehjwGBnnz5pWODkB940XliQHgOKkUQlW/yDGZIyhscf78+cicObvMPhk+fERUr14D//sftbQME3iwgSsYPbfKlq2Ajx8zQdcfAFgPYDk07RE0rSEaNWosY7+DmxkzKDUuWelLOthaG2ZzRsyaNRu//54cJpOzBktAVf+HVKk48xDDMI4hT1bS96NwtwEDBmDKlCnYsYNc87/n1q1bUuCVFgmsL1rt/BWghB0UuvX4Ma2ouga0wvvSYsFsB9toWWOG2Yy69erJ0A+G+REkZ/Dx0ydMEQL2d0whut90HTOmTAkwzZcKFSrI9meW8Z60txyRhgxfJhMePnyIwOTo0aNwd/9sTCZhGLfKAPjbCKBcAWAKDh9+hSJFikoxaoZhAh4SlVcU0pxy5nn0UmZTDIy+jTItrlmzCm5uN43zt3KwjLRGah137twegQVdX6ZMGYwyzDQyJ1IA91UAm6BpJvz996Dvvkftc716DdC0aVNcvBgHuj4Z7u79sXHjv8iXLz+3W0ygwgauYIK8Ez5+/AxdJ9HSWDZbyAI/C6qaFOPHB05ct1+4ceMWdN3ZxFGBxZIX167dQuvWLaDrpL9FL3vWSRf7li2bB3JpGYYJiVACChJwJq2/9OnTS/2L5s2bO9Tt+/r1q5xgkhZgrFixvF6h3Xhy8uRJFClSHAkTJpSpyhMkSIASJUoHaXpuMqw1bdIEqZMnR9rff0f79u1x5coVpEmTBq1btUInRUEfI/fUR2PZpqCqwj1SJPTtR94oDPNjzp07h4xmMxI62U4qMA+fPpULhQFFjx49sHbtWvl/mrY5gqZ17rqO2LFjIzD5Fmpk9SMbb6iD0fiKgjVrAWgHXT8NIeqjSZNmePmSJuEMwwQklSqRjvBV4/mzR4OqzkOpUmVkqLNvoBC99evXo1ChoogQIRLy5SuIKlWqSS0vR5QpUwaXLl1A+fJk4CbP0WQAqC8dB5OJHA9qyCQULVq0QGBBiTgmTpxi6I+1tAnVJM/SCtD14Vi2bOl3hn8K71yxYrkUx9d1Kntb6R9rsVyErtdD48ZN8PQpZYJkmICHDVw/wb179zBw4EA0adIE3bt3l4N/37Jjxy7oeik745YVFRZLXezYsRvBTbRolAvrntPtinIP0aNHRa1atVC8eEmYTKRa0dPIsEEeXZ2gKLVRrVoNlC5N4vMMwzDeuXr1qtT7y5KFhFQ9ISPO+fPnv/PSII1CWlFMlCgRfhUOHz6MAgUK4fBhmsRS+PoZAPOxf/8j5MtXQBq/fgZ7XQx6T7/J8ePHvTzFpk2bJsNH9y1ZgjJ37qDYrVtYM3MmMmbIILNNURbFPn37Ykr48HIIHglAVQC/Zc2KQ0ePInlyysTEMD+GJotvSK/FyXarkptvJ5W+hQTcM6ZLh9GKAkdqNpQhNEqkSNLjKzCh58xkUg0TMdXCDMObK7+NRxcZuzwnjRaLLj1fGSYkQn28I29MCtWlpBJ58xZAhgxZUa9efemtHZSUKlUKGTJkgdlc29AgtrZK1Bc3h66fR+/eNOf5MdSvdu/eA1WrVsXRox74+nUo3N3/wvbtt1CoUCFMnz7d4fdSpUqFzZs34+LF82jatCyiRp2FcOH6I3v2j1LOhsKVVdVeHyzgoPHF27evjJyyjmgEXddk5klbJk6cCpOprJFP2RYq60Romhlz5lAWRoYJeCjNHeNHqJEiw9agQYNhMkWCoqSXa9Zjx45F1arVsXTpYoQL50xu1xOLhYZPPu0TLtDSYvuF+vVroX//odJCD8S320qrGjtRr950GVu9efNG9O/fX4Y1vn8/2jCQxULHjv3w559/coYNhmEc8vz5c2lMt/XCihkzptTlevPmjXTVtzVwRYoUCT179pQDL9J/6tChgxwg+oXAEmS1P75/zvPx40fpkUHXHTFiRDRv3hoWS3aZtelbv5EVmlYT7u6F0bJlW5w5QxodfluVpQH1nOnTcePuXTlxr1G7tjQyzpo2DecuXfIKT8ibOzeOHj+OTgDGWixe67fjLBapjVS/Xj1kzpxZ9ovdunWTemjklZcuXTqZeddZPfxMHf0q/Ip1RF4LkyZNAqlLFbbbRtPLeSYT8ufKJdsBqpeArKNho0ahYoUKqKQo+FsIZAVAAUKk+EUhuOMHD5bju8D8PahNq1y5CjZtGgiLJRuA+4ZMBF39aOP1zXtN16PJiX+nTvSEBs999Cvdn0zAsHHjRowdOwFHj3p6L+XJkx9du3aSBqDLly+jSJEScmwgBBmUY+Pq1b3SU6hz5y4YN26s7JsCGzIc7dixBaVLl8fFi/lhNqeFEDEgxCmQTWnu3AW+Hnts375dlhuYBE0jbyhPLBYykHVBu3btULRoUakp6og//vgDc+fOka+ghLzmPYnsZI+IUBTVW/INMlhevPgPhHDmWRYVQhTAmTO0WMcwAQ8buPzBzJkz5UAeGABN6yEfboCMUSuxYUNztG3bHvPm+dwA5cuXG8eOTYemfTS+b69ZtQ558+ZGcNOqVStMnjwdL14Ug6ZNM4abNMjaAbO5DZIkSYl69erJfWnQRzoWf//9t+ycqPOhBtnRKiuFFkyePBnz5i3Cf/89RZw48dGiRWMZ8uLpNcYwzK8CGVvsQwyt778Nrr4ZuL58+SKF6Fu2bCmTXJDAKSXEoLBF33Lx4sUAKn3Anef+/fuYOXMW9uzZC03zgMlkRtasWXD9+mXDY8N+USQCdL0/zp+vIK/f2cDYHjI+tW/TBlcvX0ZNIdAVwIP37zF37lzM03WZkJzSipAn1nEh0O34cZkfl9KM2C5ThDEm/dt0HUOGDPGaYFNqdetiEIWbBWQd/ar8SnUUI0YMpE2VCvVv3cJaTUMu4/P3AP4ij0Zdx/iaNb+7twKijsi4NHrMGIwZMQI5nj/3+pwMwD3atEGBAgXkeWkBkoxKJJZMxh0a65C3x48WN31L27atcfbsOdy9S15biuExQvL3o4xQH5LEj220C/2xdetObNu2DfHj2y9E/rr3EeO6kM7moEGDoKr5oesT5T1+/PhqVKtWDb1798by5avx8iUZkmjhxjNYmTwVgamYMKEjMmbMIKNnggJ6pv755xR27tyJDRs2yPFKxowVpQg8ySP4lsmTp0JVs3szbnlCveoomEzLMGPGDOm15krQuEpVzdC0LQA6OthjB4TQpNe9FZr/mc1u8PCgVtsxivIOYcNGDaRSM788woWwWCzi9OnTwt3dXbgqVMb48RMLoL6g2vv+NVGYTKp48OCBj8e5ffu2UFWzABoLwMPm+7oARpMFSWzfvt1f9Ud/A5Jr166JtGkzyDKZzTGEqkaV/8+RI88Pr9MR9+/fF4kSJROqGkkALWWdAc2EyRRBJEuWUjx+/FgEB4FVf6GBS5cuiTFjxohhw4aJ3bt3C03TvtuH68//BGbdhYTfZdu2bSJv3rzePrt586ZIlSqVeP36tbfP6d578+aNt89atWol/vzzTz/3M/T/wHrR8f1ynnPnzokoUaILVaX+ZZQAdghgrFCUmLK9BT476XNeyu2rVq3yddk6d+4sIqoqTR28Hew9IPICIiEgvtp8Tu97Oj65fDWk/iBLlkCvo1/x9avWEY0TMqVPL+/tTKoqSiiKiKyqQjWZxKRJkwK9juhY1C7NmDFDrF27Vrx//95r25UrV0Sq5Mll2dKYzSKz2SwUQMSIGlXs3bs3wMpAbd/o0aNFhAi/CSCtABQBDHfwCD4XqhpPNG3aLNjuI+vx6f9MyOh3/cLnz5+95mY/e21Hjx41+rRhDu5lz/mP5+uswy5HUSrJOYmu6yIkES1abAEMdNaNynllzpzex0GuQs2atYSqUvmv2ZX5mQBSCUAVxYuXEo8ePfL6TqVKVYTZTG24xcG1XpG/8aJFiwKkfKHteQsuLC5ej34pH3tw+RES9H38+L6RzcIRTSBEN5lGmryfnJEsWTIsWDBfZks0mQ7CYqlD+TqgquulIHvfvn1dRrOK4r///fe8TEdNK5YUakhutLly5fKXi3Djxs3w5IkOTfsXkH4Bnuh6Hzx4UBAtW7aW4Y5M8PPq1Ss0qFsX23buRASTCWEUBW80DalTpMDKtWu9wo8Y5meIEyeO1NsgrwgKdyYoNIG8IX777Tdv+1L7EyVKFG+fkb7TzZsUSOS30IPA1K3w63lat26HDx/iQdMOU3C38WkpCJFAZqz1DFNK5eCbnhqJFM7om/PQ6vOCuXPRTtOQ024b6WZNBaQHF63VVrFegw85pGBso9/Fv/UZVL9FSOZXqyPS2Dt97pwcS61bt06G7XZJn14mn3CmvxeQdUTHoVBJez58+IAyJUog7NOnUmk0uyElcRtAi3fvULF8eZy7cAG///77T5chatSoUt81R44cKFy4iPGE2nt/EDGhaW2xdOkwTJ06xUcvsl/tPmL8D3ngkrbb+PGTceGCp8Yw6WF169bZy0vXP0ybRrImv8Ni6eVgazcoylB5TwuRxUm56uDKldoyEsQvHlTBjZubm5F+xRkfEDasaybLmTx5Es6eLYTbt7NA10kPkLy1rpGUvBEMNgQHDkxB/vyFcfbsSdl29ejRDZs2FaSWEQAlTbOO5a5BVashXrykqFGjRjBfGRNaYVEkP0KhHZ7EdLJHJJhM4Wz2c079+vVx6tRJ1K6dHzFizEWUKBNQsmQ87NixA0OHUgPvOpAhq3DhwlJLi4xvuXPn9pdx69q1a9i3bzcslqHejFuepIDFMhBbt27G3buUh4sJTijsonyZMjixZw8ome9rXccrTQNNvyPevYtihQvLkCqG+VnSpk0rDVu2IUekzUCu8fbafRS+0KcP5er7Bgmih2QR80uXLuF//zsKTaPQd/sQ7YrGwJDCOBwxETFjxkXBgjSQ/DF37tzBm/fvQelAHJHZCAixVcagwPRVMmfU91BPt1lVUbh4cV+dn2F8C7UJlMWMJtlr1qyR0hDBnVyCUtvfe/gQWywWZLf5nFqfTbqOiB4emDjR2bPqP0jjp3DhQsZZ7CUtrGSCu/tnuVDAMAFh3Grduo0MA7x0icJe58kM7ydOqDKM8GfEwU+ePAuLpYyTKagCIZJACJ+mp2aHyVFcnQoVysBsptG0d9kFT/6DybQNFSqQKLvrQZljT548hlq1Khn3Qmsj4U1jY7RA2REP4t49klmYKb+TL18+LFy4AGbzEphMdA+VhcmUD0AaxI37EXv27AiwkG6GsYcNXH6ENE4oFhlwluGQ9Bg+SD0G35A1a1YsXrwIL148xZs3L7Bt2xap4xBaOX36tM2kzRGVZKfll4yUTOBAK+fHT57Eek0D+RfSuhKZNEkRZLemQfnwARMm0KqM6xjk9u3bJycgBw4cYNHbEET48OFRuXJlqd934cIF7NmzB/PmzUPDhg29vLlId4sg71HKKERaGJTJdsqUKdIYRgsGIRUy0HlS1MHW8ADIoEcaiLTibdUFovTanQEsxODBA4zV4R9j1TZ752S7xVhjtlVOJJ+R+8ZfD5vPP9PwVlHw2WRC69Y04GWY0M36tWtRXFHgyD+LTE/1LRasX0Xm4ICFNAdV9QGAb0LO3rkKN7cw0nOCYX6WLVu2YNYsMlTMha5vNjLotYCm7QcwSGpF+Xec7mnUsOZCdQQt6FwHcMXhVkVZg+TJU4Uo7y2ic2fSqHwGRaGxiq0h+hFMpiqIHDlSkOmK+QfSR3Z3/wpVpWUwGl//R2lnvDTSyElB12tizpxvGV0bNGiAu3fvoH//HqhY0Q3VqiWQCxY3b171tWYo4zpcu3ZNat7GixVL6lLmz50bS5YscZgFNbhhA5c/Qmkow4fZPMIrNOQbH6GqPZA06e8oVqwYXCnMjIRFHz16FNxFsZmEOfNw83Tf9e1kjQk8li9fjqyqigIOtlFOu0YWC5YtWgRXYPXq1UieOLF87ijpQZEiRZAyWTJpBGFCBuSVlT59ejRq1Eh6alBmxJIlS3pN7khAmaDPSKCWMgCWL19eGjVpNTlhQusgK+RB2eC+Ga0c4enGbzZPgKLEh5tbfChKQoQLN1tm7/WLcSlFihRIlTy5DCxwxGZj6G27jkyBIqkUBTNIQN5sRhsj6CCRqmKj2YzlK1ciadKkvi4Dw4RUPn38iFg+eI6Q7Punz2T6DVjIgK9prwA48px5B7N5GmrWrCkXCxjmZ5kyZTpUldI7UJ5ce/pCVRNhxgxPTx2/UrlyOZlIC3jjYCstvfzP8NIiY4+9R+IyCLESXbt2DJIsigEJOT6sWrUSbm6bYTKR9AD5UZeAoiTBb79dw44dW2X2aP9CzgEkJTNy5EiMGTNGLhYGNI8ePYWmpTOWux2RDs+eeR/HJEiQQI7ZKGvmqlWr5MIle26FPPbs2YMsmTJh05w5aPTiBf76+BERTp2SRsy6tWu7nlOBcEHxMFcWmSdIRM9TJD26AHoKYI0ARgqzObkIHz6SOHbsmEuIr924cUNUr17DELP3FG3Mn7+QOHjwoAgunj17JszmMIaIsiORxb9FuHARvhOWDgpcXVwvqClVsqSo6oOw9GRAuJnNwV5/K1askPd2FUCcBMRHQBwHRAVFEYqiiPXr1wtXJzDrju/r4KkPv5zn06dPUmAeaO/kcesuIkb8Tdy9e1dMnz5dDBgwQMyaNcvf7eScOXPkMzMUEO42JzoMiGiASAGIF8ZnVwFRw3iWpk2bJtq0aSMypEkjMqVLJ7p27SqTAfgXvjd/DNeRa9UR3f/xzWZvSRhsX8VMJpE/T55AOXfLlq2EoqgC+EsAD40ERduFyZRFRIoURVy9ejXY6ojv09BVHzFjxhNAfx8E0ZuJLFly+OvYDx8+lP2ZyVRIAA9sjvlIKEo+I5lCZwFEE0BkATQXQD8B5JL9Vpgw4aTofUjlyZMnYvDgwaJ06TKiYMGCYsKECd8lzvErly9f9koGpqpUtxHk/4sWLSH+++8/h2OOmTNnily58olEiVKIPHnyy3HBj+rVc06Z2UiI5ui+qCPSpPlDBDUh/XlzFSxO6pGSrESNHFmUVhTxye5HXwcIk6LI5C/BVT5HsIHrJww1nTp1koMKz+yCbqJOnboy21xwYfvDU+bDaNFiCrM5qZGl8LgAlgiTKac0eG3dujXYytmiRUthMoUXwEabRpL+rhYmUxhZr8EBN5DfD+QTmc3C4mSEU48ySP3+e7DWn4eHh0gYN640xOl25dMAUVZRRIokSRxmfXQl2MD1axu4iBEjRhgLEUME8M64jT/IxRMa8P/9998BVjbKPtWvH00YIGKbzaICIDKrNHGGSBAnjnBTVWFWFBHd7Lk4EjNaNLFy5UoR0PC9+WO4jlyrjs6fPy+fiYEO+kQa6NO2JUuWBMq56fp69eolwoQJb5Npjl6qiBAhkhg5cqTTzHJs4ApaQnp9JEqU3IcFF3pVEXnzFvD38Q8fPiwXdchgazIVFCZTYfn/cOGs9/Zrw4hL/VQaASQSQCkBjJHbDx06JEI6AXWPkMEsZsy4QlUpY+E2AVCWyoMCWCTM5jgiQ4Ys3ubVL1++FJkyZZXjCkUpJx01TKYy8n22bDl9XDijuaPn77PZwT1xWSiKmxg7dqy/roParuvXr4uTJ0/KOfav9Ly5ChYn9UjGUDJi3XPSINRSFJE6RYpAz2zKBq4ghCbYL168EF++fAnuonj74cuUKSdU9XcBvLC7D78KRSkrYseOL75+/Ros5aQVgtKlyxqGwXQCqCHM5tTyPaWVDa7fnxtI75w5c0b+JpMdNGZnaBXNZBJjxowJ1vrbtWuXLOMpJ40ueaTQdhpMuTJs4Ao6XNXARQOD3r17C0UxCVWNJNzcMghVjSw9p7p06RIoRlpa9aVjly9fXtSrV09s2rRJlpcGlzNmzBDDhg2THpKBtVrO9+aP4TpyvToaOHCg7FdKmExiISBWAaKOosgJQM3q1QO1HNQvhw0bXihKSgF0E8AhAVw1jBGQ3p2OYANX0BJS6oMiUjZv3iy2b9/uzYuI+gVVjWEsstgPrR4LRQkjRo8e/VPnfvv2rZg6daqoUaOGqF69upg8ebIcU3p6KWpODGt35H2+c+dOEdIJqHuEFqtMpkgC6CCAqDaGb/J+qyv/v2zZMq/9q1atbvy2Z+3q9qRQ1aiiTp16Ts9F4xCav5lM4QQw2Pg9nghgmlDV2NJ76927d36+BroHyRBnLbvJpIrKlauKW7duharnzdWxOKnHpk2biuwUseNkrrXc+N1+1hPRv+VzBBu4QhHW+qMwFpoUAXOc3Ivn5I24cePGYCsrNZK7d+8W9evXF0WLFhcNGzYU+/fvD3Trr09wA/k9Hdp7DpqbAOIAIE4Doj8gflNVkSNrVvHx48dgrb9FixbJ8n120ui+MhrdVatWCVeGDVxBh6sauKzcv39fDB06VLRr106GMdy5c0eEVvje/DFcR65ZR+TRmDMreUF49jG/J00qJk6cGOhlKFWqjOGp8dFBl9dPSkA48n5gA1fQ4ur1QWFrNWrUlIYE6z0cLlxEadiiORgZFsKHjyhMpuICuG9zj10TqppNel85Cn37WY4ePWqUhxYvHQ3rpslFIApzDOkE1D2SMGEyAdCL5F96CIAWp/8RQF8BkEdcdFG2bDm5771792T9AdOd1O9EGeXz+PFjp+ejBa+2bdtJQ7v13qFjkuHs+fPnfi4/ebzSnFVRiglgg2F4myxUNamIESOOr4xcrv68hRQsTuqxZcuWIr0PBq55xn3w4cOHYCmfIzxzrTIhlv/++w979+6Fu7s7MmbMKD+7deuWkT6X8t05IhNUNTJu3LiB4MJkMqF48eLyxbguEydNQrLkyTFu1CjMf+opHBkpfHg0bNIEI0aMQIQIEYK1fPHixZN/LwLI4WD7JeNv/PiUophhXJ9EiRKhb9++gXqOr1+/Yv/+/TIBSbJkyZArV64QJ9jLMMEJCbpXq1YNS5cuxcJ583Dv9m0smjdPjsWaN28uM44Fxnhv164dEGIWAEd9b1fo+hisWLECHTt2DPDzM6GDd+/eoWDBorhx4xl0fSLJvsucuF++LMbEiSNw69YdbNiwDlu3bkblytXw/n1SmEwkOO8BTTuNmDETYPz4KYgendINBSx58uRBunQZce1aTyNjo21W0Hswm4eifPnKUric8eTFi/+MBF2bDeF6K5TtkOZYRXHtGmWlBI4dOwZBgh6o6eRoNaFpnXD8+HGZUM0RJBA/deoUDBkyGEePHoXFYkH27NnlOJsyXr98+VLeG74ZU3z8+BFt2rSHEHUBLLLJfZcFmlYLb97kQK9evbF6dcBnpg3tXLhwAVMmT8a+XbukTaBAkSJo36GD/K38SqlSpTBr1iz8YyQdsoWsDYtNJuTLmRMRI1IuYdeAsyiGUGgQ1bp1GyRIkAh169aVqWWzZcuGxo2byc7LE0op7YiX0LSPnE6a+SHUQXXp0gV3HjzAuXPncPLkSTx+9gxTp05F5MiRg7t4MltionjxMMxoZG2hLnw4pXNPmlQOmhiGAWbOnInE8eOjdOnSsu+gZyNjunQ4dOhQcBeNYUIMHh4eqF61qsz66n7kCKo9eICU58/jz969kfmPP+RCY2AYuDwXL9M72SM6VDUunhqLUQzjrA+4fv06NO0ggHaU5w7A7wAGQteXY9OmDXLhnMZXDx/ek8aMOnVSoF69dFi4cCFu3bqGVKlSBdqYc9myRYgYkYxZdJ8PALAUQDeoambEixcGU6dODvDzkpHm3r17ePLkifGMhRzc3MIAyGZn3LJSBEBhvH//Qb77ZnRydo263X7OISM+ZbKmF2VdT5w4OeLGjSszQWbJkkMa2n/E2rVr8f79WwBDHJgkYkHTumH9+vXSaMb4nkWLFiFrlizYvmABKty/jyoPHuDgsmXImTMnpk2b5ufjVaxYUWamr6uquGnz+VcA/QHs13V069kTrgQbuH6QbrVly5Zyla5r1674999/4Splq127LmbPng+LZRANewB8AbAOV658QosWbZAkSQooymQnjdg0uLm5oVKlSgjJkBfChw8fQlxnFBIxm83IlCkTcuTI4RKGLSuqqmLsxInYYKxBUnJpMu8eBVBBUbADkNvJY5BhXJkjR46gXr36SJ8+M1KlSoMCBQqgdevW2LRpU4ClX540aZI8ZpmXL3HeeFZ20xr59esoWby4XN1lGObHDB06FFs3b8YmenY1DSMBLAdwQ9cR7r//UL1y5QAfm8SJE8eYeF5wsscLaNoT9lhmfGTWrPnQ9RoA0jrYWkUalubPny/f0XivTZs2WLx4sTRuNWzYUHrwBCY01vznn9No2rQ8wocfC6A+okZdiK5dW+D06f/5+v7+9OkTTp06hdOnT+PLF5ojfQ99/vfffyNevERImjSpPHamTNl8ZZxxFSJEIK8ZnxZx80DXPQ1W+fLlg8mkAljpZN+VMJvdkDdvXl8bBqtWrY5evfri0SMypq0HsAwXL8ZGnTp1MHDgQB+/TwsBbm4UiZHUadk1zYIHD5w5bDD2XL16FU2bNEEjXccdiwXjAYwBcNNiQUch0L59e5w5c8bPc8CtO3fiS7x4INN2cUVBbYo4MJulaXL48OGoUqUKXArhQriKBhfFkJYoUdoQQf9dKEopmYmC3nfu3DlYdaKII0eOGHHPKx2Ewj4RqhpdlCtXztinhZGJhLa9lRm5SMCxW7fuIqRCguFly5YXJhPFkUMkTJhUZg/6WaF/juEWIbb+Vq9eLZImTOgtsxRpogSnzpxfYA2uX1eDi/oT0j3xTO+dyBCGpXuYRKQpCy5E8uSpxNWrV394TtLXoGyMdDzKZETZlayQ8Guk8OFFOwf6CV8Akd1kEgXz5RNBCd+bP4bryPXqiMaosaJFE+2d6JHsMfqgAwcOBPi5y5WrIFSVssq9d3DqnsLNLaxDHRzW4ApaXLk+Ikb8TQCjfciQWFfky1cwSK/twoULUgh9w4YN3kTKSa+X5mR+mXfRXKBnz54icuRvgutRosQQf/75p7fkWrRfoUJFDcH0dgLYLoBVwmTyTII1ZMgQEZgEVD1SNkugtA+/Z02RMWM2r/1r1qwtxeSBE3b7HROq+pto2LCRr889f/58mX0R2OLgvCRCD/nbOmP8+PFG/VszR9u/1shj/EiL1JWft6CmQ4cOIpbZLMd19hVqAURSs1k0btzYX/VIz+KcOXNEubJlRZGCBUXHjh3Fv//+G8hX5Pvy2RLgBi4SOCe1/cyZM4tChQqJ2bNnhzgDF2WQMJkiGmJ3unFfuAtgnHzQ/JsCNaAgsTezObkPWUa6iqhRY8osWCQSSQYtN7fEwmQKLwUlO3bsFGIbAeoA6RpUNZMUQwSWCqCRMJnCyI7qZ7J9cQP5cwR3/dF5aUKxfPlymUI6MLLOBRZs4Pp1DVxz5841BuGUmY0GnXlkum3vmY3SinjxEsmsU46ge71r164yi1tEVRVp3NxEOJNJmFVVCtXT5GDhwoVCAcR9J6PgFcZEwLdZiwICvjd/DNeR69URTdjoWTnk5FnSARHDbBaDBg0KlHOHDx9JqCoJ3G8UwCsBnBdAc1kmynzqCDZwBS2uXB9Jk9LiSVOnBhG6t6pXrxEk10aT41y58npbnIwQIbI0Rvnn+JTZnhwUTKawhuD6SQH8TwCdhaK4yUzt1rEhJYVQFLMADjqoh79kWa5duyYCi4Cqx1mzZhnC8ZccXMcted3jxo3z2v/169ciW7acRrZCSiLQSZhMReV7+i38kgUxW7ZcwmQq4+Re+irM5ngyYY4zHjx4YCQ6cGRwtQiTqaDIkSN3iH7egposf/whmju3doqugEiROHGIrEe/lC9A43Z0XZchfRSXSzGz5Jo4ffp0bN5Mwnchg7t372LFimVSqBOgED5rHDLFOHcB0AIjRoyR+gvBxbNnz2CxpPEhwjQd3rx5gRYtWuDp08eYOXM6evSoj9Gjh+DevbuYOHGCDO0KaVAMdpMmzaDrdaBp5F5JIqokTLgAur4bhw8fwfjx5Iz560BGahJ5XLJkCbZt2ya12X5V6J4uVKgQateuLcO7OCyRCQnP7+jR46Eo1Nd8Msb32+xCR3JA07bLtpxCRBxBIRbjx43DMCHwVNNwxcMDj3UdPTUNf/31l9TMI22RqGYzEjkpyx/GX9qPYRjnWPVpnAUg0ue6EIGSuCFDhgw4dGg/MmWiHFHUbpDQdyZEj75JhiD37t07wM/JhC6aNm0Ak4lC8O452LobmnYWjRo1DPRy3LlzB/nzF8Lp029IjckImr+FT5/aYujQYejQwe+JElavXo3du3dA12neOcpIP0QC+eMhxCps3LgeW7ZskftOm0bJGkhIvaCDI/WFqsbA7Nmz4erUq1cPKVOmgdlckmpAJgMALAA2wmwuhsSJE6Np06Ze+5P+8tGjh+R4okABHSlS7ELBgooMQ6W2xS8yJFeuXIauF3Wy1Q0WSyFcvHjZ6fcTJkwoQ2AVpbfxe5EeF3EdilIHQhzBkCED8ejRI5l8J0mS3xEtWizkypVPlp9CJBnvUL+j+bCdVNZ+iaRCAWlZo9TEnTp1Eu/fv/f6jCy3AwYMCDEeXNOmTTMs+h+cGD+PSyv3iRMngq2Mbdu2FWYzhbJYnJSxvYgVK55wVT59+iRXHPLkKSCSJk0lPa8WL17s4+9+9uxZUb9+faEolAb3mZPrbizix0/s7xBSV7dc27N3716R5vffva18UdjE1KlTg6U8Ia3+XAn24Po1Pbgozfq3cHNaVW/tdFVdUSqIAgUKf3eMN2/eiIjhwoneTr7YFBBxY8aUnmLkwfWAPbhCFFxHrhmiGCdGDNHGybO003iWSE4hMPnnn39keP6uXbt+OG5mD66gxZXr48WLFyJx4uTCbE4igOUC+Gx4Ak4UqhpJjsnty02eUTt27JBROevWrRNHjx796Wtr2rSZMJsTCOClg8door88qDxDDov44J2WQ4b5Ep6eQ9N8CO2rIMqWLSdCwj1CcgR07Z5eWWFlxI6nR1Y+KV0QWMSMGdfwlHNchyZTYVG+vGd9O4PurfbtO8jfg6JxzObYRlhpdLFq1Spx7tw5ES1aTBk+6TlGGiJMplJyn9Kly8q2z5WfN99CEUhr166Vczh6xvwru9OtWzcRXVXFJwc/yFdAJDCbRYsWLRx+19XrMVhDFK2QkYEKkTNnTrF169YQY+DyjAcObxOaaP+6Ih+qgwcPBlsZT506ZUyK5joo3x2hqpFF3759hStC2hDp01N4oSIUheLcuwmTqZi8HoojtzWOWg1bmTNntzHiZPehM6JJIuSEzz+4+oNtC4XguZnNorDJJPYDsiG7ZExmqQ7oPg5qQlL9uRps4Po1DVy0KOTZrpHORHwBDPChfWsuMmXK/t0xVq70bPecGa7OGG0C9cOkwdXeBw2uAnnziqCE780fw3XkmnVEob+qoojVds/SLdLMM5tF9syZg12v1RY2cAUtrl4f9+/fF4ULe469rS9VNYv69Rt+Nw4nXSwKkfe+b1jRvHlzaZzwDzTPCxs2vKHT5Kjr+izM5hiiX79+fjpuwoTJBNDbh360g0iVKr3cN1KkKALo78O+WUSiRIm96Xa5+j1y/vx5MWHCBDkHoGMHjcNFHCdOIZ7zZdLp8g2PHj0SkydPlm0rydGQwYfqJkmSFEZI9gu74++UBjFyonH15+1HkOE4RlRPzTizong5LCxYsMDPx6JFyjBubqKmongzcn0x5oiqyeRUF83V69ElDFyFCxcWqVKlEq1atfJ1RbmCgWv//v1GA77fSYM3RpjNYRyKeAYljRo1ltpaJCrq2Yg8FsBsoaoJ5MpMcJfPGeXLVxKqGksA5+zq9Yg0zDVr1txr38uXL0sxTFXNIoDNAmhmeDk4Mz6S953ibx0uV3+wbcmbK5fIaTIJdwcVQRNYmsj6JY4+IAju+iN9os2bN8sVkNu3b4uQBBu4fk0DF02AkyVLKRSltgBICyO/k7ZNk7qLDRo0/O4YJPgJQzzU0ZefGBOSTZs2yYEv/b8JIM4D4r0hiF3AZBJh3dzkqnxQwvfmj+E6cs06ool9jWrV5POUXVVFJ0BUVhQ5OUmeOPEPRZGDGjZwBS0hpT5IA4sMEBRFQQYGe7Zt22boO1HiqlOG9u9VYzwOkSLF798ZxHwDzVE851rrnRqYzOZcokmTJn46bqZM2QRQ2+kxFaW8XEwnmjRpakTDfHKw70mjfKrUt/yV7xGfuH79utQE9NTwum7UHc3RjgmzOYVImvR3GbXjaHGP9AILFiwiExpQUgBH43Ya03v+Died/KbtRIwYceQ5Qmpdzps3T15jI/JYNC7sMiDqGWO3JUuW+PmY69atk2O6aKoqx3vNyGBmNkvjFj3rIfWedAkDF1kH9+3bJwoWLCitsX4pON2o9P/geNGghaz7ntbi13YP0jVpnKlbt16wlc/6ItfFPn36GNlQPB8CMu7kz19QNhLBXT5HL2oIqYzAPCcN1QiZAYgaPtq/WrXqQlVT2GTX2G5c6yGHE0BVzSZKlCjl7/KRYdVqYLV+9vLlS5mhMW3ajCJGjLjSg4JWGMh4FFz1SNnUqB7sV46tL/LkoFAksvwHZbkc1V9QvMigSQMQCtOyXWEsU6qUTHoRXL+Tq9Sd9dj0f8a1DFwEtSeeWYg6GvfuKgeP9Xi57dixY999n8KgaNs+J+3BcuN5sIZ6UPIRCq+yfVbSp04dLF7JQfVbhGS4jly3jkismgzHFcuXF+lSphR5c+YUkyZNcpoMIjTXEd+noa8+aAEmTZo/BFDUiSRKSwGY5ZzI/x5cg3zw4IouPbh27twpypevKGLHTiA9tEj6xllW4TFjxkivHopmceRRRMY66gOtxr2wYSMIgEIar9kYZ3YJgEInMwqgnwgXLoK/I0NCwz1C800yspBMTO3atWWiNZobWaGxQ/To5LgA4eb2h3Bzo3kbROrU6R0arWh/mrt6Zk+sIg2SlNWRPAjtjTkUjeQZxurMy26vPBf9liGhLu0h70CSkKhnJCexvTh6Xx0QiePH99d13bp1S3Tv3l1ky5hRZM2QQUpI/Sgbt6vfk34pn0L/BKbG144dO9C9e3ecPXsWYcKQULtzNE3DuXPnENxcu3YNLVu2wZcv4aFpzQGkAHAKJtMiJEwYB3PnzpRC+q7Ap0+fcP78eXz9+hWpUqVCvHjx4KqQsCOJIQMfAER0sMddAMkwYcIEZM6cGUWLFoeujzXE5K3SeCQY+QwACWTmM5IAvATQHcBCzJgxHdmzZw+Q8j5//hzNm7fG48dPIEQ1AGmgKGchxGakTp0GM2ZM9ZMYY0BBz0jz5s1x2U6K2pZoqooGbduiUaNGCM1Q8/Vnv37Yu3s3eguBJgDoF9kK4C9VhYgZEwuWLHGZ5zU4oWcqJCaXCGis/Yxf64PaWBJhnTFjDm7duoWoUaOhYcM6aNu2LWLHju3v81BylsaNm2Dx4kUAYgJ4BaAWgOpSLFZRlso2p1u3bhgzhpKffP8M/JEmDX67eRN7dR0RbLa9BpBfVRE7b17sP3TI27Xs378fr169QrJkyZArV65gER3172/xK8F1FPx19OXLFyxYsADzZs3C/Xv3EDNmTNRv0gStWrUKMX1LYNcR36ehrz6o/FmyZAGwEwAJmNtzW86PKKEPiYDHjRvXT8dv1qw5Fi3aDovlAoAYdlsnAuiMZs2aYe7cuTCbM8NiKQ/gPczmFTCZ3mLdujUoV66ct2+9efMGGTNmxZMnCiyWyQBKGes4W2E2d0CSJBFw/vwZRIzoOQehZGh//z2YfjEAqY35ySNDmH49AErclAzTpk2TYui/2j1y5coVlChRBo8e3YOq5oAQNMI4jrBh3WRCtooVK8r9Pn/+LAX+T5w4AbPZjDJlyqBkyZLfJXv677//kCJFKnz6lBW6vsoY88BIstMOJtNinDp1ElmzZpWf9u/fH8OHz4TF8tQm6Zst2wGUxdWrV/HhwweXrktH7Ny5E6VLlwZZPjI52H7SuBP37duHIkWKBHp5NBe/J/1UvoC0rJHL6e7du719duPGDRmqaGvtdWUPLltvo9atW3t5SMWOHV9akukaf0UvkIB4Wd0wnQv43/EKpaH699x3r90+FIqZ1dhGoT155SoAeX7R8QOy/ooUKS7M5oQCuGFXhjNCVaOJ+vUbBEs9kicGDFFoRxV5z/DgWrhwYai//44cOSLrYrGDergLiN9UVXo6Btc97wp1xx5c3qF68Gt9UJ/kKeCqCJOprKEb0kyoakTZNzhaFfPLeWilfP369aJYsZIicuSowmz2FIilV9q0GWQIiU96PuTZFSFcOJFGVcVUQOwFxFhAJDWbRfQoUeTqZmj5LX41uI6Ct47IWzt3jhzCpCiioqKIQYBoAIiwJpMMRQxMAeeQdB/xfRr66oM8pzz7oXs+eNC4eY5HV6zw8/HJuydatFhCVdMKYJQAmkrdK4DE7yGKFrVqhE2wkyb5LBSlkvSsokQt9lB4cNasOQ2tMAqfiyj/nydPfvHw4UNv+5LWk+c5ZgmgsyH7ctDmfC+NCBmTTNTyK90jFHoaN25CoarkxXfZpv6fCUWpKuV6SPPLL1BYoqfnlr2eFr08hNmcVDRs+E2KgeaDnr/Pbif3Xz0py0OeUPZ1+fHjR/n7kscZ/aX3rgaFC9L1ORKEp9drYxxIWqs+QWPQXr16iXr16okuXbpI/erQeE/6pXwI6IwuqVOnFk+fPvX6jAbtuXPnDjEaXPbQpCKwBAYDGle/Mcld0jchipThhVz8yV3VM5PK9+GIwGoZG58lSxYxYsQIGdYYkPVH+l+ejeoyH7XYHHWuQQGJQWczmaRooH3hWpNhJ2JEf+kiuOL9R5NzarArVqwoOz7ShKDQEII0/pKZzUJz0jmQHln82LHFr/zsunq7ENT4pz7Izdsz+chBu1vsiTCb04l06TJ+Z4Dy6Ty0r/UedgRto36U2hffClVTpqHKFSsKk8lkZFIyyfaRDN0+nSs44Xvzx3AdBW8dtWjeXC6UnLDrW+4YBuSC+fKJkAAbuIKW0FAfNPbyHAdvdDIOtm6HWLp0qb/OceXKFZE4sadBC6DseY1k9kIynJnN4YTJlNXJuZ/LbIE0/ncE9ZvHjx8Xo0aNEqNHj3YquG6V/ACWOjnPAmN7bWnkoiRfv8o9MnPmTEN/7ZaDenGXWTgbN/abRhplggaq+mAw7SNixown9yWD1B9/ZBZAWAEktjOy0TxwhvxtSObBvi6nTZtmJBHwNHLSX1o8pM9diQMHDsiyHXFSIbRYSdvpXnYEje06dfSUt4hpNosCqirim2nuDFG3dm0/21Nc/Z4MNgMXnbBq1aqiadOm0nOLfri8efP6OguAKxq4QhKufmP+WGQ+kjeR+erVaxgaXG8dPPeDZUpZ+9WYgKo/Wqnx7NS+OGmE73plJgsOyGODBATzmUxih2Hlp2xp9Y3GkNLMhvT7jwYovXtTNhyI2GazKAuIP4yGO3+ePOLVq1eifPnyooLznlLMNOrDlbJZOYINXEGHX+uDBlmeA6XePmpAUH/3o/OQLmWZMuWk8Z6M/ZQhlvrHgDJAUVlrVq8uj01i1xENY1fqFCkCdGAeUPC9+WO4joKvjqiPCRcmjBjmpH9Za/QvtLjr6rCBK2gJLfXhaWDIIQ0a3m9/3RBz98z8RgvY/uGbh86fAvhqc/yHAsgggGjSY8vxI1hKLnz+LJRN0mym7IsP7I5/zzCslJIaZJTopV69+uJXuUfKlSsvFIW86JwNsf8UUaLE8NMx8+QpIIA6PhxzoPTq825g2yGA1IZWaQkBNBGAp85X0aJF5fjeti4pI6HnPdXSRovttgBayM8D2hPvZ6CxX4okSURJRREedpXxFRBFTCaRLlUqp3OY4cOHy4idcUaWRPoeHWcBIMKYTKJ9u3ah6p70S/m8B8f+JBQPSXHK4cOHR61atdCvXz80aNAADRs2DMjTMCGY+fPnIE2a+ACywGSi2PnuMJmKkVIMcuXKggkTxnvtO2jQQIQP/wKqWgjARgDvAFw1NLn+Qq9ePZEgQYJAKee32F4PJ3t8tdsvaMmTJw92792L92nSoDRpbgHIRnHasWNjzpw5UhcopDNr1iyMGDECwwE8sFikrtYFiwV7AVw+eRL169SRmg9XzGapzuYI0imLGzNmsOgLMaED0qD48OEtgCpO9igCVY2KY8eO+XicGTNmoGjRoti16wk0bTSEmIELF2KjcePGUovkZ+Uw6fu1atTA1vXrMVUIvBEC73UdhwFEuXsXxYsUwY0bN37qHAzzK/HPP//gy9evqOpkO6nPqIryw2efYUIq06dPltqzAI3DaRRGWkik51hJauGSxFLZsuWRPHlyfx1/9OhxUNX8NOIH4Gazhcb2awwlSdJq+h5F8fhO48mveHh4YNiwwYgZ08NQtaX5xUwAHQBkAEDHn01POiyW2ti5k0agQY/FYpE6UzQeoTIHBZ8/f4EQPmkMRoW7+xc/HTN//txQ1R2G5pY9Aqq6Dnnz5pbv5s0jXdKyho4a3YNzjN+D5oH5oSg5YLEIb+N70hft0+cvAA2M3zGpsSWZ8b6+3B5Udfgj6P6dPH069ioKSphMUlHsvvGkFTOZcFhRMHHqVIdzGNKGHDNiBNoB6AIgrPG5GQCpL/+t65g1cyZevHjxf/auAjyKq4uekUBCIJBAcHd3d3d3Le7Oj5cWKW1pkbY4xSkuBQrF3aGluFPc3XV37//dl7fpsuzGZZPM+b5hyc7syJsn99137zmIiQhTBxcjSZIkmDx5Mo4ePYp9+/ahS5cuxuTSgD+YnPXIkQP49dcZKFLkJdKmXYdSpSDIm3fu3Ia4ceP6H5stWzbs3bsLefKwOEFdnqaJAcjLa6FwfHz77bfhdp9ly5aV9XaJkyMWw93dE0WL+nXEkYFSpUrh+OnTOHLkCJYtW4Zt27bh2q1bgpQzqoOJt3/87js0AzAYgFWegt9IeQCTzWZs2LxZlMFlk0mYQfa4w7IDmobW0aA8DEQe/nNi+zm1PweT05oCdHYzKX337myG9ITZ/LcgzwU6wWJhM2Yh5s2bK9pwaMCT7PUbNmCB2QymwvWU7YWnDlvNZsR79w4/jBkTqmsYMBCTYG3TzqZC/L2FCPPnzUPRggVRtXJlzJ07VxAuGzAQHVCyZEmsWfM7Ysc+BYBJ3pNJZxc7uTRkyJAMc+aw4yH4YCcD2/hmcwsnBOKZ5dLtNgf7mAh+NypU4AXy4OP169ciCCNJkhQoXrw47t27BTc3btFzADGC/g6gh6T5TiV/pQvbNKJJtX/88UekTJlWzImyZ8+O5MlT45tvvgl3J02BAvmgaTvY1eVwv6pulCIEQQcLc7BQgJ8D0SxFdSZIR1YWmM0n0LJlcyEWcOHCeRCdkVb/cAClWbqOrR0A80BUHLdvs8P1P7B4zqNH/N3/HFyd61g/PHhwB7t374argAn5N2zciCdZs4pSSCNb2qscObB5yxZUrFjRqc33+PlzdHRy3g5stZpMgsg+JiLMHVwGDASGOHHioGPHjjhwYA+uXr2AXbu2o2XLlg5VNlkp4ejRw0I1YenSpfjzzz9x795tDBo0KFwdp2nSpEH9+g2haYOEYsin2ABVHYNOndojfnx2ukUeuAwKFSqExo0bi4Hezc12BSzqgleqrty4IVQRHYE1LeNqGu7cuYP6deviC1XFdwDusuECgF0FpXUdcX190acPOxMMGAgZcuTIgUSJWB1qkZMj1sFsfuXUCGHMmDEDisJ9xQ/SyDJLA50VYZtDVcti0qSpobrPxYsXI62ui6UAe3ixsWMyYcnixRFuoBswEFVRoEABeHl6Omz5Fht9tmf//IMcR4/CtH072rVrh4J584qxyYCB6ABWynv48C4GDBiA1KnTIW7cBEibNjHGjh2Dv/8+JAIbQoL/opY/t/3/A+/jRSFbZ84jqGpTxI+fIEQZQqw+X758Jfzww894+pSXUTeIhaaPHxPLafFLOT7zIrqv9W6h66tQpgwvGUUMuHxat26DwYOH4P79atLRtwOPHtXD8OGj0KhRE+EACy906tQJRM8ADJU9nS2WwmLZjh49gqcsmSFDBsydOweKMg+axo7DVHIZm5EDiuKJVq1aI1WqNMLJ5ads6Ssdj1lkFJYfVPUkUqf+NIuHlaH9kNHJHfh9//jxY7gSWHGSAxZ4rrtx40acOHECR0+cEFH/zmBdSPFxst/H7riYBsPBZSBKIE+ePCLttXr16iIFNiIwa9avyJ+fO9Ti0DReOegITSsIoAYqVSqHH37gyaqB8ACHGVsn5s5MnjiKIo5bvHQpOnTpglFubuDkV44BbAogdfHi2HPgQLClqw0YsAU7jfv27QlF+RXAb3aG3gnoeneUKlXWX9baEY4ePQazubwMHv9ehs2n5ARaka5tsSTDP/9wCH7IwQZbeovF6aCegQ37d+9EWLsBAwYCB0eUd+neHRNUFWvsWj4vm+yT067zZjNm8/TTYsFJAM+vXEGTBrwMY8BAxOH27dsi2qd379747rvvcP369TA7d7x48cS5r1+/gmfPHmHlyiXo27cvvLycWWmBgxe1c+fOD1Vd7eQIdhIfZqIAOV62A9AQqpoKceOewcaN60N0/Z9//hl//81j8k4Av3AMDQCOItslU+e62DnUuOWPgMl0Br17c+RRxGDTpk1YtGghiHXCRZokR6uVAzAVRKuwdu1qrF7trOxCj4wZM+KXX7h8foamFQEwCcBsKAonZzdHixat0LQpW9vBA1MXbdmyGYrC6adsN92UTsbVILoDk6keXr16JaO1Nsol61sysq6LjB7cD4tlJ9q3b/NZcIIf/nJy9SN2x7kOOGCB57pVq1ZF7ty5Aw3iyJkzpzhmi5P9W+RnrlycahvzYDi4DITZSsPff/+NdevWic/Q8sm4AhIkSID9+/eIyLFKleIhT57jqFkztXjGP/9cB3d398i+xWgLHljjeniIPHRH4KHrgckknAqxY8fG5ClTcPvuXSxfvlyku545cwY7du9GunScd2/AQOjAEaMcZQp8AV3PCaC95A7Mi0yZEmH5cmepzH5wd2d2BDbm6stQe479WCe5RXgFcwmIQhdZlTZtWpxQFLwLwKxL7OMTYQsEBgxEB3AqUPWaNQUDX35dF2kfpRUF00QvABFlbDsN4anEdJMJ+w4dEvQBBgyEN9je/vrrr5E6dRoMGTIS06Ztx9dff4906dKjX79+Lh21269fL1gs65mh127PG+nQiidT0njsPCacHgkTxselS+dDRBHCZTV58nRYLOzQKmy3l3nEeCFrEVQ1jUxzGwpdzy44wr7//nuUKcPpmRGDGTNmQtfzAoKswx61oWklMG0a32/4oUePHtiyZQvKlfOBovQWiW85ctzErFkzsWDBvBBzoPE80a9asoPONgKQHZbs0Etux73GdstEALkBdIemVUOxYiXRqFGjz/iJM2XKBlUd6SC5nDnbvkHmzNlRpAg77KI22ElXvWpVjNI0EW9oi6dcczUN+XLlQuHC9vU8ZoCXkw0YCBU4nLJPn/64eJEpvf3AHcjEiRNQpQpP5KJ29AZHjvFmIGJXzlu3a4dfpk9HfbMZPMRbwcHjfTQN6ZInF7nrViRMmPCzwc6AgbDi4pk/fx7atm2DmTNnib4uYcIEaNFivkgPDszZXatWTWzYYBV+4JVKloawguvs93j/fqgIS+cVvJCAU6M4qpTXWzmx2haXmbFC09Cjc2eDE9OAgWBGmaxavVrwmMyeNQsnr1yBu6cnTPv3o7mT3/ColEDTsHXr1hg7uTAQceCIJHbE+i2esEOLnQQcATMVP/00WERfjRzJE37XA6cY7t9/ADNntoOm/QqzuZqcni+UTi4WmComN8YuPHxYDqdPnw4wfSug9MS7d2/KSChHaAdVnYp06Z7h3bvfBbl76dLF0bPnr4LzNSJx/vwlmExlnfCTMT9XKVy8GDruzqCgUqVKYuN0SN4c0ckEhpcvXwqe0YsXL4r6uGbNOlgsLDSWyMHRbtKpZ79wyM40dkwOEWmMEyf+8tm9sH3DwghVq3I9KgOLZQDHOgE4DVUdC1X9G9Onb442dtCUadNQqlgx5HnwAB3kXOkCx/vpOt56emLnwoXR5lmDCyOCy0CowJxYNWrUxKVLTDy5VbIgbcGlS0lRvXoN4fwyYCAk4BD7TDlzoqiqilVyDtAeBiCrruO0uzuWrFgRaSqWBmIe2EgoV64cFi9ehL//PojNmzcK4zwokZwc/aXrHMVVxc65ZUV/aFoyoRwaUmTOnBkDBw4UbBa87r1fJnYwfWsJTUOyNGnQv3//EJ/fgIGYCo5S4MWUlatW4cixY5g81Y8vL1YAhrWuKGHGj3PhwgURPcKk2ByhHFM5VQx8jvfv3+Obbzjtncm7R9gQOzBZw0AAAzBu3E/CweAq4NRJjorOnj0PMmXKLpxOvDhTtqwX4sfnNLjJklD8OAB7bssy0HVf7N3L+sDBB0f8a5ou+S8dgaCqLwWn7a1bV3Hv3k0sX74swp1bjAQJ4kNR2BnnDDcjlAeY7e2QOLc4CyZZspTo1Kkzfv55NUaOnCApGeIE8Cve54hE3wOapmLOnNnCUeYI/O62bduK/PlJRv6xWEF9FChA2L59m7Djogs4iuvw0aNo2aMHZsSLJ9yCP7q7o1rr1jhy9KhIdYypMBxcBkIMDnvu3p1DViuBaLMciJLKv7eAqLzY78rh0QZcF8ytsGvfPgwfPRp7UqdGJzZ74sZFrfbt8fexY9EixDgw8ESGDQGWq7fykhmImhGJus5GtTPFJzeYzWVw+jS7pEIOVpdlzoytSZMK9UROrBii66jUpAn2HjwIHx9ndKQGDBgIjjPZx8tLJNc4AnNzPTKZhDpbaPv/Jk2aIWvWrPjqq+8xduwi4VRPmjRFuHLvGIg6YEfP06cPAVgjhO3RDW/evBRpZuGNoNj6HNWYNWt2jB//K86dK4R//62MZcsOCIdXxYrlcOAAq9uZpIJhJgdnYKeFJcRRKTwO16lTB5rGS6aObKqdMJkuomHDhohsNG/emMMIAFxxsPc2VHUVWrTgY1wXrO7evHkLvHlTA0RX8fHjJZjNrHJYXtI0vHfyjjly7/PoV1Vdg0KFigT6/jmV9K+/DgrBKlZW5M8jRw6idGl2nEYvJEuWTERxPn72DM+fP8eLV68wc9YsQegfk2E4uAyEGPv27cP16/+C6CshF/wpNBANw9Wrl4SUqQEDIXUMDBkyBP9evy5Ww5+9fInp06cjUyZHhk/0WpUdPHgwUiRNKpS8mGssVbJkGDVqlAiZNxD14Lfa6GzVmA23e/Dy4lX3kIONvl69euHqzZuC/2fPnj2Cm27hokVInJgVogwYMBBacNRmp27dMEVVwTTVtuAW3l3TkD1z5hClUNmC03BWruSJ3iyYzQ/w8eM1kXD88mU5NGzYSLRvKx49eoT58+djypQp2LFjh7GwGEPgR8bN4CwKR/D7PrwiuPj6HF2YJk0GEeETN258ob536dKlz47lOlq3bgN8+FAGZjNHJs0SJO8mEx/7tbD1OLrL15fveamTK26HyfQ4VFE4gwezCvu/UBR2DlmJ+Lm9bICmNUWhQkVFFFBko02bNkiZMhV0vbJ4bj/HD297oGmV4OubUCjSB5V7jJ2LzZo1R8mSZdCoUWP88ccf4arCyGC1R0UpAiJOOU0tv40tZTqeS54z+77qJxm9x4TytpgFi2UH+vQJOtF/lixZULZsWfEZEyKNOTDAyGzxg8HBFUXBAwU7jtiIYY6H5MmZkC9icesWq1ownHHG5LM7zoCBkCOkZJZRDezAqlurFnZu344eFotgaGITZMmTJ/hmxAicOX0aS5YujTHlEV3QtGlDTJu2ACYT86TYO7LOwmLZhUaN5ofqGteuXRMTBOajK1iwYIzlXjBgILwxfPhwHD1yBBV27EAVVUUJi0VMlZfyJN/bG9tXrw5VH33q1CmsWrWC2fMAtLbZkwFEy6CqRTFixDfYsmUjBgwYiClTpuLjx/dQFDcQfUS6dJnw229zUaJEiTB5XgOuif8m7qwA6IiDlL+HiAIMa7x48QLly1fGyZOnYLGwmt4QvH59HXPnzsHixcuwffuWTyLt58yZg3fvPsBiWWA3BnI7GQFNW4+JEycL1eIvv/xKZIEA7ISyjmP/Qte7IEeOAihZkmOUQ4ZChQph9erf0bx5K7x6lR66ng1ET2Ey3UGRIqWwdu3vLmFfsbNi9+7tqFOnAU6dqihSM7msTKb7yJgxB9au3Y5EiRxxWH0Kjv5v1KgJ/vhjDTQtB8zmvNC0c1i5sg5Kly6HP//8QywmhzXu37+PAwf2StJ4+/JkOgZ+Hk733iE5t9jx9btUzuSUyC4wm1sJoQGuG2bzfnTt2k3wnhpwXN68sMl2X9GiRYNUN6IzDAdXFMPr16/Rp09fzJ+/QBgzDFXVBLn2pEmsMBFx+C8igCntCjg44rzdcQZiAnhFiI0DY3IdMjAR56atW4XEbyWb7znZpTQRGq9YgdZt2qB69eqReJcGgguWbp89ex4slpqwWKbzlEOuxu6DrrdG6tSZQyySwOT0/Xr3FsqhVuTKlg3f/fgjatasGYZPYcBA9MbDhw9x8OBBEfHAk/OkSZl2wXEU15+bNmHhwoWYOW0aJl2+LJSX+7Vqha5duzr9XVCxYsUK6HpCmEyOFNR0mM3dsHNne7Rr1x4LFy4GETvOu4AooVCdu359MCpWrIwDB/YJ3hx2RjDXkYHohWzZsqF48VI4fHgkzGa2GBLY7H0FTRuGLFlyhwulw1dffYVTpy7CYjnov6DNMJkGgqgqGjZsimvXLvtHlOzevQcWC0dGOZp4M2ddE+zaNQrr1/+BkydPY+nSptC0H2A2l4Si3ACwHilSpMWaNStDbV/yuHj37i0sWbIEJ0+eFO2ZUxc5rdiVbFdWAj9x4qiI1uRUO+6XmA+MI8yCep+cDbB+PYvbrILZXE+WNe/Zhv3766Nz565YtIidUGGL/6IGU9jteSDTE6dI3dmfJVsoZyewQ34+FKUdihRJhXPnZuLjxw8ik6F3799Rt25dl3o/rgBOS+zZo4fgOvsoMzxiu7mhZatW+PmXX8LFeRklQC4Ek8lEf//9N71//z6yb8Ul8fHjRypTpjypqicBPxBwg4A7BEwkTfOh3Lnz0759+0Q5RtT9JE2akoBGBFiIa9N/G//dgJInTx1h9xNW9S+q3K8r4fXr1/Tdd99RyqRJRQx1XA8Pate2LZ07dy7Mr3X58mXavHkzHT58mMxmM0UH2Na9sqVKUXlVtW1M/psFoHyaRvXq1AnRuQ1EXHk4ug73z4kS+bURN7espOtpxP+zZ89N165dC9F1jh07RvHixKFcmsZJAHQRoA0AVVIUUhSFli1bRq4Ko24GDqOMIqaMXr16Re3btaNYum7NAyJd06hF8+b09OnTUN+jxWIJ1vG9evUiN7ccjoYBuW3xv0+2AT/f/5oUJRl5esb3P07T3KhJk6Z0+/ZtCmsY9TTyyuP06dMUP74P6XpaAsYRsJWAX0jTMlGcOPHoyJEjYXo9fqa9e/eSh0dcAoY5qZ9/iTr3xx9/+P+uevUaBFQPoE7/QO7unv7tZcOGDVSnTj3KkiUXFStWkiZPnkwvXryg6IKwqCPHjx+nCRMm0Lhx4+jgwYOf9TPPnz8XZQp87aTMJ5KqanTr1i0Kj3mB37VH2F3zmOyTDjutC25uKemrr74K8rViav/z9u1bKlKwICXQNJoA0E2ArgP0A8/DNI3KlCxJHz58iDblGJz7i/wYTANBxpo1a7B7N3Mr/CHVUVLJ/PqeMJu349Sp41i/fn2E3Q+TNY4f/wOvNUrp1tMyl/qUDDddhXHjxhj5wNEczMFQvkwZjBw2DBXu3RNqh/97+xZbf/sNhfLnF1xtYYEzZ86gYrlyyJgxI6pUqSJWJDOlSydW0EMC5ogYP368kNdeu3aty3BbXbl8GcWc8KfwulUxsxlXHPBbGHBtcJoAk4Ey8emiRYvQtWtl9OrVQJD/njp1TKjhhAT/69MHad+/xwGzWfTCzE7HAtmbiMA0uT27dg1QoIDT3Hft2oV58+Zh3bp1ePfuXSie0oCBqIePHz+iZrVqWDZ/PkabTOBYkdsAxpnN2LBsGSqVLx8i5UIes9q2bQsvT09hBzEvF5MBM8diYGCeSSa7BpiQ2RH2QtdjQdNYRa2Dg/2/guguXr8uw72B4LQxm3/AqlW7UaRICdy75+y8BqIacuTIgb/+OoRGjYpD14eI2G9V7Ye6dfPg8OEDIiUvrHHz5k28fcv8XzWcHFEQup5EquX5oUyZ0lBV5pJ65OB4gqIsQenSfmqFHKXDyqVr1vyO8+dPilS37t27O1XOi2ng9luhbFnkzZsXX/bvj+EDB6JYsWIoUqAArlz5j5Seo1HfvXvNjH5OztQKFotZ8PaFNeLEiYPWrVlBerIdUb41gs+ZHftUcA76+nIKY8D99uLFi1GhQmVky5YHnTt3EyqzQelfowvYljzy99/YajajL4CUkulsIMsTmM3YvW8fVq1ahRgJciEYEVwBo1q1GqRpxZ16vBWlLmXNmjPCPa/z5s0jH5/ENquJEFEKv/32m/8x9+/fFysM3bp1o2HDhtHZs2fJ1eDqnmtXRb9+/cRKwV92FfIVQGVUlVIkSRKsFQRH4Egwby8vyiajVK4CtAegBrK+TZkyJVgr9Y0bNhS/i6OqlFiu2HP02a5duyiy616e7NmphfMlTqquKCLKKyTnNhDxEVzPnj2jAQMGiBV2a/+YJ08BWrlyZaivceXKFXG+hU7qyll5vVWrVjn8/aZNmyhDGr8oMuuWMH58sVIeETDqZuAwyij8y2jp0qWi7u9y0IaOAqQqCv3666/BOuf27dvJI3ZsSq3rNAKgGQA1VRTSFYXKlS5Nb9688V+Bnz9/PtWuVYvKlykjbCSOynjy5AnFju1BQHsHEfJXSNMSUq5cucjNLZeDpn+PADcC+jj47XXStETUtWtXCksY9dQ1yoMjnHhc4Mid8AI/04oVK+SYsdmJqfKBNC0eff/99/6/e/jwIXl4cERPZQJe2hxrlhFGoOLFSwQ72jGm1RHuO3JmzUrJdJ1WAPQBILOM3M6o65Q6eXJ6/PixOHb9+vXyPd108p7eiv1z5swJl2fkuV/atBlJ1xPJSK5dBCwiwJuAfKKefH5PI0nX3eju3bsB1vPixUuJe1fVcgT0JkWpIP4uWLBImETdRgWULFqUqjvJ+CA5B6tcsWK06ceDc3+GgysKIWdO7gy6BBDe+zV5eyeJsIr58uVLEUJqTbnhdJhcuXLT2LFjP3FojB8/XnRWqupObm65SdcTiuObN29J7969I1dBWDfso0ePCuff8uXLo21nywNt/LhxabCTSnkikAl2UFG3dm3KqGn01EHKXheAPD08hCMhMLDhVKNaNeGQmw3QW3meYwCVU1UxITlx4oTT3/PEY8GCBcK4C8t3alv32CB0V1W64aA8z8nJ1owZM0J0bgMR6+DiNI4CBQqTprFR30+mFS0jVa0k2sXPP/8cqmvs3LlTnIfTEp0NDFzXOYXBHjt27BApWJzKuF8ayecB6ijb7E8//UThDaNuBg6jjMK/jKpWqkSlNc1pG6qpqlSsUKEgn4+dVr4+PlRJVemN3bn2AqJ///rrr+n69euUJUMG0d54ItIEoORywYUXAmfNmiUncOUJYIfCPgK+IV33FZNGPoeqshPsqd0tjyXAnYAnTh7pK5FeFpb2l1FPY0558DNx2mPq1Fx3mzqpY0tE3T158uQnv61fvz4BGgEJpPO2FwHppBOmmfjcv38/xQSEtI6wM0qR9rV9wd+Q/YvVsXjnzh2RgghMCvA9nTlzJpye0s/J1alTJ3J3j+O/kJY9ey5SVZ0UhZ2dR+S9MOXOEAIUGjx4cIDnbN26jXCgAnvtnucIaZo3NWrUhGIC0qVMSUMCsP96ApQjc+Zo028ZDq5oiipVqpGqlibgjfSAj5Kd1h0ZwdWAMmXKHiEVk73nefMWJE3jDqu7NL4mkablIk3TafXq1eI4dgb4dWj9bIyt9wTMIlWNTR06dCRXQVg1bB7QC+XL90lUBDtO+v/vf4K3LDqBB0XIaCpnHWwqNzcaOnRoiK/x4MED4dSZ6uT8t5lbJIgr7MxRwPe70sF53sjVr6ZNmjh8Tp7g2L7TOO7uNHDgwDB5p7Z1j1feeAUuk6bRZrkyZ2IuCy5LXaesGTOKKLSQnNtAxDq4unTpIhz7wN921Y2jKvoJw/PGjRshvsapU6dEXdzgpG3c4YUHQESI2IP7qBKqSh8d/K4HIHi9eBEjPGHUzcBhlFH4l1HurFlFnXc2hg0FKHWyZEE+n9XuceZ47g5QYh8fypMjB6XVdTpts48dzd/LMYbPs3btWmFrWccdjupq374D3bt3T0xe2d7ymxTaXqIrAXkCWAz9U5zr5s2bFNPqKTv1hgwZQgUKFKASJUrQ7NmznR7L/XfmzJk/2XhhIDqVR3DB3KdffNGa0qfPQmnS+DlngaEEvLMZ27YLXuDKlat99vsECXiBuyMBgwjITUBWAloRcEhEcul6eurcuTPFBIS0jlQsV044z5018JYA5cqWzf/4xo2bkKb5EnDG7tBrggeUuZ0jAmy3XrhwQfRbDObSTZHCL4JcUTjiFMIJxo77gPh12WHGQRN+fHOOimAKKYoaKtsqqqBowYJUV1Gc1oWKqkoVypYN8vlcvd8yHFzRFEuW+HnaAStpaBICYhHABk5LsSrSv3//CKmYPLHXtLiSSJK973sIeCjCTRWlPnl6eokQ6XTpMgmyecdt7ycxwQtLIys0CIuGzQToPvHjU25No3UAvZcOmOFMWKsogng9OoGfl+vieiedK0+evTWNRo4cGeJrcNQUX+NwABOQlG5uYsU7MPTu3Vs4icxOzjOWyb91/ZM+iMP9E3l7U3ZNo9UAvZarZF9Jx1pYvFP7usflmj83G3+g+JpG8TRegQOVKFIk2GSgrj5gRTQiqjzY8ZkwYRK5Su2our0QK5AjRowI8TU4IpENWY7CclSnB0pHrH10I6f8cn1a46QdMEmpSH1cuJDCE0bdDBxGGYV/GVUqX96psAdvPIEonD9/kM/Xp08fyuLm5vR8G20WShylRfJWS1Eod/bs/ulaLELBZOL2JNujR4+W52InwQECrhJQQ6YAfXA6AVRVNUwJu6NKPR01ahTVqlVLlOWWLVsoX758tHHjRofHVqpUSTgYeZHNugV1fhJVyiM4GD58uJ/4gp5OZpM0IUWJLeYeHDXDBPKaxsIIoKJFS4g0W1twWfjV1dkBOF+rUZ1giOhEZYS0juTPlYs6B2APf82RoL6+n6SGMn2NqvJ8sQUBPxLQTkR/pkqVTkSSRhb42ZkqgWkR2N4ISibGmjVrZD265aQIHov9ixcvpuiOqVOninnIKQcFcUSOMY4WOKNqv2WQzEdTMGGfH810FUnOd0/KrY4GsBje3glQu3btcL8PJiyePn0mzOaCAOoCKAygNIDkANqCaChev36JCRMm4OpVvs8uTs7UDlwFmeCbCb/37t2Lf//9F1EZ3337LeK8fo1dZjNqAoglS2UEgMlEmDN3Ls6ePYuoCiakZqniuXPn4o8//kDy5MmRNWNGzHEi28tyCE+5LGpyaYQMiRIlCpCO8hlLu5vNgRJSMp4+fYrURHDW8THNN8vs2sqpf//993B7+RJ7zGZR2+NIeYdRLHIs3+np0yywEHbIkCED/j5+XLSJwaNH48tvv8WRI0ew79AhpEhhL7lswBXBpNSPH98HUM7JEUyWWwAXLlwI8TWYiPfbH37ANgBNFQXn5Pd3AQwC8CNLhA8divjxmYj6P9y/z/cFZHNyXiYpjadpBhG1gRiBL9q2xQ6LBYcd7DstBe1bt28f5PPFihULL3kB2cn+F/Izta4Ly8nhPRHh5Nmz/m2QRSiYTNyeZHvo0KGYNm0akibdCaA4gHRMLyyImoFFDs78Hpo2FdWr14xxhN08rq9YsQJffvmlKMtKlSqhQ4cOgqjZkZ1769Yt5MqVS9gW1o3fbUzE6tWrMXLkSADfwmS6DGAagKUguglVLQg3t4+oUUNBy5YFsXHjRuzfvwfe3t6fnIOFFhIlSgrghJOrmKHrp5EyJVNlxxxwPRs4cCBSJUuGuB4eyJ09OyZNmuRU2CJdxow4pGlO+5fDqop06dN/YkMfOXIAP/74HTJnPgZPz9FIm3YvRo4cimPH/kLq1DziRw64TrBoFAsItGjR4jNbxRE4OMcPjucdkBb+f8dFX3zxxRfIkS0bKmga5gB4CeA5gBkAqmqaEPpq0qQJYiTIhWBEcAUMDlNX1bKSkNHeWTtGhKqzJzy8Pa+8kvhfqlY7AvYTcJaA8QQw2XwW0vUs1LhxY3kMp9E4XmxQ1biUMuWnJMcsB3zgwAGKaITWc831llMRRzt5WI7mYkLzQYMGUVSEM0LqFi14RQg00obTirmxdrLYgKaJcOrQgknVC2qaKEP7ch0lo64CIqS0giPJOBrqpZN31JefKUEC//BojsLhCJgRgbxTJhEPDcJz1cTVV2QiGhFVHtwfaJqbXC11VH0sop/s2DH0adpMks0pT5CcW5yWyPWWoxUcEfZeunRJHLvcSb2+LNs3Rw2HJ4y6GTiMMoqYsbtooUJCan0KQE8AegbQLO7fNU1ESQYnLXz37t2i/Wx20r6qsrhJokQBRnlxVDSfI6hpNjxWsd3EUUlsozVp0kymR0+yIfQ+TqpamdzcYgsOpZhWT5kXNVu2bJ/MMQ4dOiTI+u1TojjKNXv27CGmIIgK5REcMKG3qpZxUl3/FbxJAaV7WsHpoZrmJdLjPj8PR3ZBvKeYAK4bPHb7enuLTAfmSxoPUEMpRlG8SBGHNAEbNmxwOn5zRCjvmzt3LkVXsK3vl5r9s5P6OEOkKHI/GBPAkaV1atYUPNjWuZmqKNSoQYPPoiijer9lpChGQ1hTwYDfnTToZyL8NCJSFJkA0u9eHE3ceOIUjxTFU6SD+XVCvzi556liUFSUIgSsIuCcJGAuKAywPXv2UEQitA370aNHfoTqAYQOF9N1at26NbkamFidU/z4nbEioT2BOitC2RJSf7QjpK5SpYr49NE0qgZQTkmUy5MGLpfQYt++fcKJxdc/bMMvxOSKPJkPqtOQQ7E5NWOog3fDfClemibSb63gcgjIEcBbCU2jVq1aher5DAdX9OTgqlixEul6Zht+Etttm6hbadKkF1w7oVWO4nGTxRxY1IPFLQIL9S9RtCgVVFV6Z3dj7Jxux6nFXl70+vVrCk8YdTNwGGUUMWXEfX3Txo1JU1X/SQJPGFjghFN8ggNuy8yNwoTxh+x4Hr+U5+7Zs6f4POtkXOkolX1D+kxMdN+6dVsx0WO+U6u4T+LEyYUTLCbWU16kK168+Ge2NXNrWVXnrPjzzz+pcOHC1LdvX8HV1aBBg2CpLEeF8ggqWDTKr01Md7pYrWlFxWJnUCbjnBan6ykJmEnAXQLOEzCQFEUT5OExBew8TZ86NeXRNHpoV6CH5WJVr169PvsdO2PZecFOsN7y2H8kV6CHqgqV1ug+j27evAVpWgJJk2NbdCeESmzduvUppoHpVNiW/O2330Kcdurq/VZw7k+P7AgyA0EDp1b5Ia2TI+JDVb3x6tWrcL+XNWvWAPAB0MvB3owA2oBoGpo1a4Y7d+5i9eqxMJkaALBNrXork2jKgGgLADf5fVZYLHUAlEeXLj1w+vRxkYYTFeDl5SXCi0+8fYv6Dva/A3CBCOVdKPyaQ/ZbtWiB39esQUJdRxJFwRSTCQP+9z9MnT4drVu3FscN7t8fRYiwgQjWTiMLgF9lGuZv+/bhr7/+wsSJE/HixQvkjx8fPzRpIkKPOQQ5tChRogT+3LABHdu2RZHbt+GmKPhIhDju7hg2YABGjOAk0MDBodijR48WaR2cGNYJQEIAXAMnaBqSp0uHQYO4Xvohbty44p2efPsWjRyc7z2/U0VBKSNt0IADtGnTGrt3t4eqNoDF8rPsH80yhaid6O+uX88owsw5dZnTYUMKTp2pX99Rz+MYYydMQLkyZUQC5TCLRSSac4L4BADLAcwcP16mxRswEP2RIEECLFm2DGNv3cKePXtEekvx4sWRLh2n/AUPbLOsXrcO1SpVQtHTp5Ff05DMbMZBTcNTi0VQGfTr1w8rli5Fl8ePsd5iEQnLVvB4NE9VMaJnzxCNn3zvnNLu45MAzZs3E+l2WbJkEc/IqUDu7u6IieCUL/sUQ+vfXEa2uHLlCt69e4eSJUuiU6dO2Lp1K7p27Yply5aJtMWgwmzm/j5qw2Qyyf8FVBc1QWER2PP6+Phg375d6Nq1OzZu7OSfRubp6YVevQYKWy46lFlQsG3bNly5cQN7OI3Qbh+Px33MZvwyaxZGjRolbFFb/LZokbBlp02ahF+ec1Ia4OXpiU4dOojvud+IzuU4adJEnD9/Ef/8UxiqWg0WSy4oyhkAG5AtW27MmDEtWj+/s/lN8+bN/f82h+D5rb9x1bILzn0ZDq4oVHFVlQeQAwDyOTjiX5hM9yOEn+fatWtQlHwgiu3kiELc/SB37tyYMGE89u0rjocP88Nk6gagCJsOUNWxsFg4W3ikjXPLitiwWL7C2bPVcPToURQsyFxfruMQYgPnzz//FAZR/vz5BYcDcwa4ubmhZevWmDFrFrqbTEhs91tmLHhiNvs7jVwBbb74ApvXrcNvAJqYTOJNMH/P0Hfv0KZNG8E5kT59evx17BjWOOkwBjIX1evXOHfuHHr37o28efOGiVPLHsyX8e/168IouHz5ssjVZ24vNtqDgyFDhiBZsmT4/ptvUOXKFfGde6xYaN6iBX748UdhgFmh6zpatWmDX2fORA+TCUnszsV57o9MJpd6pwZcB1mzZsXq1avQosUXeP48k1ygeM2scZKba4V0sY7DmDED0KBBgwjr74oVK4ZtO3agZ9euqGHDIZc6eXIsGDMGrVq1ipD7MGDAlcBjue0kIaRImjSpGDfXrVsneJ948bF91qzCXogdOzZu376NpStWoFb16sj44QNamUxIBmCnqmKDxYJqlSujf//+wb7uw4cPUbt2PRw6tB+6ngqK4gOT6TQ8POJgxIivhJ0SU8Hlbu/Isv5t7/Tr1q2b6AOtnEDcl585cwbLly8PloPr1KlTiA7ImjUnLlxYDqIODvbegtl8EGnSlMLx48eDdL6RI4ejYsXywsb39PREo0aNBGdXdCmvoGD9+vXw1jSUdDJp56X+0W/eiD4kW7bPGTPr1q2LatWqCXuYHYVsq/OiVGh4PV0d79+/F3OAQ4cOwdvbC5UrV8KtWzfx6NFJ+PomRJ06g1G9enXcvHlTbAZChmjRDsmFYKQoBgwOudS0tFKt0DYk00yK0pS8vHxEKld4hxaydDJL+TrmAuNtOLm7e/qn3Ny+fZs6deokvhO5wapKefPmkyHPbwNUwVixYgW5Sujj2bNnKXny1CKtUlVLScWYuEKu1qpSwXwZSRMlooyaRr8BdB+gM4AII+ZUul49e5Kr4MwZlgwGzXfwAliRrbSqUrHChUVYPh93IYA0PQ6l/vHHH106tNUeXD/5nfI9B5TOZftOFwL0SKZn/k++025du4b6XowUxeiZomi9zps3byhTpiwEpJKS6oeknLq1CZlI11NT+/YdKDLaAXOecHojt/WIrCdG3QwcRhlFjzLidjZt2jRKmSyZfwpkHA8Pat68OXXv3p2S+fpSXA8PKpQvH82aNUukhQUXnLpUoEAR0jTmQt1k08fcIkVpRKqqCxsxpr4DKweXLa/WwYMHKXfu3J9xcDnCDz/8EGTORNv5DP8/qm+c9uRXb6fYjV0vSFUrkJeXt0jzDcq5Dh8+TLlz5/+EzzVevAT07bffincT2c8aUdt3331HnqpKH5zY1Xtk2XC9jex7dYWNFdWTJWMbCqRphUlVS5OiuJGHR1yhrBid2ltkbe/fv3fpcrTeH/8/MBgOrmCASSd5AsIdsapqlDlzdvr555/p3bt3EXJ95grw8fGVTq7JBPxDwGpS1XKCK2LRokURYmAwN5ZzPrBnpOspqEOHjg45IdhZ8Pz5c1q/fr08BztZHPXtnFcN2rFjB0V0/XNUfjxBZeeWnwTyBZv7fE6AH88Fc5NZCZyZWN128Pbx8hJy3kExoiIKTECdwAlxO29L5L3v3bs3SITUYVX/7t27R//++6+oL2ENfo9MnM3OOCbhDIoksfWdli9T5pN3Gj9uXBoxYkSYvNOA6p4rnzsqIqLKw/46CRIkImC0Uw4ToDUVLvwpP0x0h1E3A4dRRtGjjHghRJFjR3qAqgOUXP6dOmXKMLEjN2/eLMenHQ76l4/CfqlVqw7F1HfA4z8Tyv/111/+302ePNkhdxTzeg4ePPiT79q2bUvff/99tCmP4Dpoe/bsJZ0LeQgYQkAX0jRv4WCw5ydj/kZ21NarV4+qVatOX331lbD/T506RXHixCNNK0DAnwS8IuAiAX7nHjp0KMUU/PMPz+FAy5wYBR0ASpEkSYiFDqITeN7I/IF+de+8TTHdJUWpTbFiudPy5cujTXuLLJhcvN8Kzv0ZDq5gqOJ4eHhKYsSvCJgmoqYURaeSJcuIgTMiwBNtjuRiB5t1os3qikyIGZYVk6/D5IYpUqQlH58kVLFiFeEh50GOt6pVOXrJUxLFv5QrOrtI0woJByD/PiCwMec34WvvoF/nczWnJElSRGjHHlD5sTPEr7xtnVu20RfZPyM1vHjxIq1evVoYnRFVP4IDJlPPGICKk1WN5fz58wESUreVhNQvXrwIVf3jOsyqMbYOJK6DzlRAWF1mxowZ1LlzZ0HYy+UckLOJibd94scX5/ayUZrjVbSgEnxfuHBBRLqwik1wVLUCg+Hgiv4OruTJWYGUiaUdNzlFqUIVK1ammASjbgYOo4yifhmxuiGPO7E5Kl1GSJMUa5nJUe0A1a1bN9TX4bHQT9TCNsLGdvtJ2I4hiQ6L6u/ACna01KhRQwjrbN26lfLnzy9sBysBunVhjb/LkSOHsOFYjW3SpEki0uvmzZvRqjwc4fTp00IZumXLlkK4ip1SDLaTuFxq1qxNiRIlp/Tpswo78urVq59lByRNmlKKSPHCYC3SNHZq6ZQvX37StEw2yp6220hxDGd9xARw3WAhJl9No4M2BWECaLrMEBg7dmxk36ZLgMWvWIQAuO6g3rwTgRXsTI2K7c2VYHLxfstwcIUx2BmTKFFSESnlt9pg27D2kap6RPiqw/3798UqlK0jKawq5rZt28jdPQ7pui8BvQkYIRRS2EDr2LGTGOR4daZ585YicoydfKoaR+zPmDGruIegdlh+zozuBNyQ5XmVgI6RInMbUPk1asTh/SUCiL4YI5QfQ6uEFpGYM2eOkJK95uShhgPk6e4uHDlsoMd2c6NiqkobAKH4wupQjaQzaubMmaGqfywvDZkWuQigbVIhkSPMcmbN+pmqIzvD2AHG95/XzY3SS9XG/Llz061btz47/7Jly8T+VgBdks93W6YZ8vecehAZiid9+vShVEmTkne8eJQnRw7xTsJ6YHH1ASumOLj69etHmuYjoz7tm9tlEQU6ffp0ikkw6mbgMMoo6pdRkyZNhBNrrJOxtj9AsVQ11Kql7JDQtJIB2ClLxHjHi1Ex7R1YwYuN7JTJmzcvlSxZ8hM7k9UUeQHLCo4IqVy5MuXMmVNMno8cORLtysMWfK+dOnUWdYTtf00rRbqeRPzdrl17/wXnwLIdOI1M03KJce2/uscOrS+E0wuYFIAavEeMcepw+fF8q2DevKKMi2gaNQEorbRnO3fq5FJZH5GJypWrikVA533bIBE0EZXamyvC5OL9luHgCmNwSpOfI+ask4bVi7y9fSP9vsOiYnIYqF8KJnckr+2ec85njide2Zo6dSpNmDCBtm/fHmwHD6d4crgyD3qa5iXOHzdufMFV4UrlV6dOHQKqBtC5ThXcYlHJwcWOK3YSNVYUsWJkn3aYUNPEirAVzN2RL1euT9L0UidPLrgZQlP/Hj16RO6xYolwbIvdfZyV0Va8imjFsWPHKJauUy1FoRs2kWQccZZS1ylXtmyfrFCzgZAxbVqq7eD8JPnRvDw9RURYRIHTWfmaiXSd+gA0BqBKCht+oDq1aoXpCrurD1gxxcHFq9yenl6kqjwBPWcTrXqINC0zpUyZNlR1kPserlcckchcJpxa7Or9kVE3A4dRRlG/jDKmSyf69sdODAjm6eT9HFEUGnDbZwcB8NSJndJOOB/Co19w9XcQ0YiK5cHRbbzQ4keB8l7WmQ8ETBfRM9aUzaBlO1x0UP/Oy307ndrSbm6ZxWJQTIC1HDlqcOXKldSgfn0qWriw4Inz9famhPHjC2oM5iJ29bE8vFGqVFkCmgYYZBAnjleUam+uCJOL91uGgyuMwZNrN7cMATSsLaLTZo6sqF4x/wsDveXwWVW1BuXKlS9M75tXExcsWCB4kZjHKSxTv8Kq/Jivyi9K7ZmTcqkmUkWjGniFUlNVKqSqNAegLQB9yZxhmkaZ06cXIfu24EGWeQN+//13kbZrW1YhrX8//fSTWL1+4KSBcZQVpxZanT7NmzWjDLr+Wbokb0fkRMF2FZYJTSEdYI7Of13+hqO8IioilAmFS6oqPbe7l/W8cqooNGbMmBgzYMUUBxeDIyF9fZOK+ubmll2OK36Rr4GldQcEXmhgcmrIqEfe+P8F8uQRkYKuCqNuBg6jjKJ+GWXPlk20R2dk0jflGMTcpKHB3bt3hegNcyN9nqZ4mFTVXdgyMfEdRDSiWnnw4orfYvMAJ/OcL4VQFC+ChyzbwUSAXyQ9UFQ60ezt6afCQTtu3DiKCbAvR3Zwe8SOTUl0nfoB9C1ApeRY3qZ16xgdzdW7d2/SNM4qeuewfmpaaTEHiyrtzVVhcvF+Kzj3p0a2imNUQKxYsUD0CoDFyREv/Y+L6jhw4ABUtQiAFA73WywNcOrUMbx79y7MrhkvXjwhxzxgwAAhz82Swa4GlvbWNBOAXgDsJX2XwmLZiN69uyOqgaWZt27bhnilSqEdgMoAJsaJg2ZdumD/4cPw9fX95HhFUZAvXz7Uq1cPpUuXhqZpIb42y0O3b9cO34wciSwWCz690n8oC+DJ8+d49OiRkEJe/fvvaGsyIbaDYwsByKdp+P333/2/e/z4sfhM7+T8qQBoiuJ/XHiD7+3uw4eYabHAy25fDXAQP2HqxIkwO5GONhB1UaxYMdy8eQ2LFi1Cp07l0K1bTSEBfv78aWTMmDFE53zx4gUqlCmDR6dOYSPXd7NZbJsBPD9zBuVLl8azZ8/C/FkMGDAQNNRv0EB8cvt0hD95bAWQO3fuUF0nadKkmDJlMoDp0LTSAOYBWAegB1S1LLJnz4I+ffqE6hoGoid27dqFN294LtPJyREd8e7da2zfvj3A83z48AFEce2+vQkgP4AmADIAeA+gN4CUAP6wOe4nKMpHMQ+wxatXr/Dzzz8jV6588PFJghw58mD8+PFi7Isu4GdpWK8eynz4gCsmE8YDGApgj9mMhQDmz5+POXPmiGPZDj58+DD69++PTp06ibJ4+PAhojM6d+4Mi+URgK9lAoktFsFs3oOmTRtG0t0ZcEUYDq4goHr16jCZ7gNiyvA5FGU+smXLhZQpubOOWJw4cQKTJ0/GlClTcObMmVCfz89h8SGAI/z2qWrkVx0e9Lhjz5QpOzw8PJE8eRoMHToU9+7dC/NrJUuWDPPmzYWqLoKu5wTwPYApUNVqAJqhRYtW+OKLLxAVUa5cOWzftUs4kK5evYoHjx+LOpUoUaJwu+bYsWNRsGBBbPvtN6R+9gzcupy5c+7IT3Z88sD+9v17JA7g3EnMZrx+/dr/73Tp0onPI06OP8bXJvI/Lrxx6NAhZHVzQ1Yn++sBuHHnTrjUYwORj9ixYwsDntsYG+01a9YMlaN43rx5uH7jBraaTKgqB3VVOqv5u9u3b/sbxgYMGIh4DB48GJ6xYqE/gAd2+64CGM7ttVIlpErFyy2hA094N2zYgGLFuE9pC6A2EiVahSFD+mH69CmIEydOqK9hIPrh7du38n8JnRyR0O44xyhUqBAUZS8A66LKR0CMTM8B7AdwCcA/bOUAqAiAnRIrAfAC8SgMGTJY2NtWsF1auHBx9Os3EGfOZMbTpz1x9mwODBw4FIUKFcP9+2w9Rn0sXLgQr16/xiwi2LfQFtyKFQWTfvpJOMKqV6mCokWLYukvv+DY3Ln4cuBApEqRAr/++iuiK7Jlyybme8CP0LTiYv4FzIGq1gLQEq1bt0GFChUi+zYNuBLIheCqKYqclsXy7bqeTPCl/BcWyaGSI0X4qJWHKKLASi4lSpQW11aUWKQoHJYOKlSoaKgUSDhV0LlaoEWQTvJ1IxusrMepkqoaSygusjoQk9UzjxdLybKCYXiEPh46dIgaNmwkSPhZjShfvkI0f/58lwsdfvjwoSBEZSEClmoePXq0+LQnaw9LBDV0lMOwhRy0VIs5LNMzVjqIO2aVqfyaRlUrVfL/fbZMmaiJonzGGXYAoHOSs+vLL7/85JqsAplP0+i13fn5+jUUhVIlSxZhIbl9+/altG5uDvnASKpscXncu3cvRoQcx6QUxbAYi7htc92w9jnFCxemenbtwXZjjj0msXVFGHUzcBhlFD3KaMeOHRRb0yi+TLtn9cTurOQLiPHnzp07YX5NHu/5vEwOHt5lFBXeQUQiqpXHuXPMC8m2xxInQ8lKsf/kyZMBPhunybq5sV3eioCPBCyX5z3q4JzM85XWTzU7vo8gl7fnmqpfv6FMTTv9GZ8Xz8lq1KhFURW25diqVSsqpmlOx/F50i6sVrmysHF/t1FjfQRQF7l/7dq1FJ2xceNGKl++khA44+fleSCLVDGFSVRqb64Kk4v3WwYHVziAJxTckLhBaVoBAmqTricSf48cOTJC74Vz4NOnz0y6nkoOOh/kQLGENC0pZc2a8xM1Hh4wmACeB4p06bJQzpx5afjw4Q4NKiY7ZHlfTctnx8PFA9XXLtOBtmnTljTNm4ATduPAXdK0rCIXO7ikjMFt2KEhfWSeMVZMK1e6NOXLmZMaNWwo5JdDSyR5/fp1atK4Mekyb1+VWyJNE4qDcdzdHRoRYYGgll/1qlWF08rWwVOVHVMALZVOLf6O1R0bKYrgCNuzZ88nwgTMU7VD8moVsyG9F+0ToHXr1n1yTXb0eXp4UG5No4XSEbZGqjby+f/44w+KKGzatEnc5z4nhkxtRaHc2bOH2Tty9QErohEVHVxcF9iRzkqb1nqeIU0a0RayZcgghAqcGcYDmOMrdWpyRRh1M3AYZRR9yogXJhs0aECesWOLNpzQy4uGDBkinNbhDcPBFbGIiuXBRN6alomA+3bDyEPStGxUtGiJID0bC3PxArCuZyYgNwE8n3A2RH0rFMhZfdFRe/EjvZ/m5LdzhKPj33//pagI23Js06YN5dd1p+P4DBsbd4mD/WxPl1NVKlKgAMUEsNP+xIkTNGLECMHPxVy+rEgZldqbK8Lk4v2W4eAKxwbF5NpNmzalGjVqCKWP8+fPR/h9cEP2i9i65KAfPCUUCWfOnOk/Merdu4+U/c1OQF8h1auqnmLFxJHsMXcaCRMmkdeoTUAb0vUU4hyszhXZYNU9HhCBH5yMBX+Ke+VoK1ds2Ddu3BAE7uxwqqYoYuUll5QFbtmiRYivz8ZAiiRJhJJgYzkQ9gToliyYO4CYCPP3kydP/uS3XE+sEtAhRVDLj51sP9i9NCZbrynvzZsn74oiyodVHlldhsGRiTyhHzp0KGXPmlU4sngrKqOeTnEkJZeldOQxubwt+N5YkcbWGcaRLVu2bKGIBEfesNIjE+Wft4tW+0HeFzszYsqAFdGIig6uQYMGiXpRU1GEcbuK+wp2XisKpUiWTMiLOzOMi6sqVa5QgVwRRt0MHEYZRc8yiuiob8PBFbGIiuXBmQ+JEiUlXU9MwDBJCv816XpS8vFJLKK8gvpsbH81adKUNI1tW1ZldzZE/SrGNkftgcWC/Gy1e05+yyT1EOJUURG25cjPAKmo6sh5xWTzaVOlEgJQ1kVg+40XiPkcocniiQpgoaYWLVrJgJMEQrCH56s8L5w0aVJk316UhsnF+y3DwRXNwWlxQEOnAwYr+pUsWUYcy6mTfgPEJDtVnUekaUWFopejlRNOAZwwYYJY0SlYsCh17tyZjh07Rq6AnTt3ymc676QMTCJtM7gdXUQ0bHYk8QpLGjvnBg9gi+SE9fvvvw/RuXkFKJmui8inpKy64qSCdACEBDEPEqy+1qNHD0oQj9VzINT9OL2PnYjBRVDLj1VixjoZxNlBlYi3hAmFkuCzZ8/E+65dq5aItIqtqpTCzU2UEzu3sjlQpuI0xIKaRoXz53d4fVaV44gwq7EWGeB7yJg2LSkAVVBVagFQChl1xyv6YRlh5+oDVkQjNOXBkbzsZGWHE38GlEYaVuVuVQEd56DNrLRx1q52sH+d3Fe6VCmXS6NmGHUzcBhlFDiMMgochoMrYhGa8mBHE0eVc1prRM+HeAG2W7du5OERV4wdHh6e1KVLF2ErhuTZhg0bJqhDgJcO7XVFaUhZsuRw+Ns1a9bI8e2GE1v/gdi/dOlSioqwLUe2x9OkSCGyDK7bPCTbt8PkOF63bl3K6ObmdDFrhzwuNIrMUQHt2rUnVY0tnaNWVUWOOuweoYro0REmF+/HDQdXNEfKlOkIGBzAikhPypzZb8DIk6eAcHg5Po4jwEDz5s2jqIS9e/fKQe8fJ8/1mhRFEymArtawDxw4IO59g5OX1xmg5IkTi3zy4ODFixfkHisWfQ/QFjnIHXdyjTNyP5dPIm9vSqzrNBig2ZITJJ6mUaZ06QSXQlB5Ptj4YZnpoJRf5YoVqbBdiuJFgArbpBgqcovr7u7HMweIZ3smj78BUFt5/AoHz7ha7jt16hS5KjiNmLkDqlWtSiWLFaN69eo5jKiM7gNWRCMk5cEOR05F13U3YVi5uaUXn/w3p3s7ckiGVbm3a9uW0uq64Itz1J5LqSr5Jkwo2k0PgPYCtB+g3gC5sbNXth9esHA1GHUzcBhlFDiMMgochoMrYhGS8uBFtzJlyn8SZc7ZFLyYEh60EgGB75sXGB3df3CejWkzOF0R6GW3yM7bFmGrO1uM5tRdv2yN753Y+j+JCLGg2qquBvtyPH36tLD/NUWh6ooiorR50ZrrAS98z507V4zlV5zYAsxr6+Xp6TBoIbqA5xp+aasTHRSBhRSlhnCYRnR7iS4wuXg/Hpz7i3wpPAPBRrp0aaCqfzvdr2l/I336NEJJ7sSJo7BYWJrXETJC1wtg9+7diEpg9b348X0ALHByxBIAFlSqVAmuhh07dsBb01DFyf5mrBr44AEuXrwYrPPevXsX7z58QDEAT+R3aZ0ca/1+zLffItmLFzhrMglNyHYAWGD8uNmMVzdvolfPnoGqAVavWhU+Pj5ImzYtkvr64vvvvw9U/a9Pv344YjbjW2nB3QVQhmWSAayXAtIsVj2dD373DppUmRoMIL48B2tNzQZQQ+6zFw0uKj+vXLkCVwWrWbVr1w4bNm7Err178eWXXyJ/fpbSNuBqmDBhAoYPHw6TaSAsljv4+PFfWCx3YTINxsiRI6W6T/jgzMmTKGkyYRyALAA8ZP0fAoBbWiWLBR/fvRMqpIsBlAJQQv6f28wBoTEETJwwARaLJdzu04ABA8HD+fPnMWzYMHTu3BmjR4/GjRusLBd8vHnzRipKZ0OsWLGRKFFS9O3bN8TnMxDxYFulePFS2Lfvtuy9WT/6Hzx+XBt9+vTBiBEjIvR+WNk3fvz4oVL4ZaROnRqTJk3kEQiaxqPTLAArALSBqtZApUqVRf13BFbybtOmNVT1GwBb7PbuhKZ9hRYtWiBp0qSIavj48SMWLFiADm3aIGWSJMieKRNWrVqFvQcP4pdJk/ChXDlcK1oU9Tp1wsmTJ/G///0PBQoUQDxPT/SV2pS2OMu6gqqK1u3awcODrYToiTVr1kBR3KRCrD0UEHXDhQtncOHChUi4OwMuBXIhuEoEF0fPPHjwQISMuiL+Szvc5cCDvUHsY64wJjL3O26e02gvXS9Abdu2pagGJhbklR+/ZzPbPNMOkZPNhPqu6LkeNWoUJdR1pwp6TDxuVaoJDu7f5/BcP6WVv+Q5Njm5xnab1UFnkWSTOJJKVZ0qO23YsIHcdJ3yaJogv+RrDZdk9mlTpgyUA4CjYfj6mXWdCnHUGEB3HdzHVnmfS53c5yZredl9f0B+z9F+UQHhWfdcfUUmohHc8uDVUOYrBLo66Ue7if32q6ZhVe6lS5SgBADFBqgVQL/ISC1WY0sOiPRWn3jxhDLnOxm5eQwQ/7fe5HrZHmzTTFwBRt0MHEYZRb8yYhuzfbt2fhE6ui7IpTlymlPvOaUrONEHLDqUP39hwUGjKM1lZEM/0rSElCBBQjp+/Lg4zojgilgEtzxatmwlhaMeORhjvhZRUK7CrRSSd802Y+nS5fxtz5Qp09KPP/4Y6HyPI90rVKgk+ZaYnqWdoFfhv5lChTMHohpYzKtSeb9IvcqKQiNkRkIcVRURXLbczlw+bC8nTeQnambNbsgN0FQW/QKoL0CeMvuBo7yiM1gRXtd9A8hg4swehEs2REyAycX7cSNFMYRgkm7ONeecc24gLHXbokXLSCGSD8w44jBmVY0jlQ1PSTXBIaQosalKlWr+L9+VUxQ5dJk7bnaw/e9//6OjR48G+bf8fK1afSHJ8zMS0IQ0Lb/4u1ixkiK02hUbNqtZ8j3udNI7Mwl8ogQJQuRcZQJ15p7inP08Ul3wrd3538mUJiajV21khu03DoHm+2RlR3tw+0ySMCFVAuiqHQfWdRlSzWT5gYGdT02bNBG8Wj2d3Ac7AnMA1NzJ/nPyPvfY/aYRIPgMwvJdcrg8iyzkypqVUiVNKhQwFy9eHGpyfkZMd3BxfWfusQIFClCJEiVE6qYznDlzhho2bEi5c+em+vXrBzsNNbjlwYa5n1F+xkk/6ievvn79+lBdxxkKFyoknFmn7S7MDuEs0vFVqFAhSuPm5u84f2+jRmrLxcV9rishKtTNyIZRRq5ZRhcuXBBcjlevXg32b/v26SOUgKfZOKJfsiK3bKeckhZUdO/eXXIc/W3XLz0WatgZM2YV/HuGgytiEZzy4MVoXY8VgHDSM2HvMy+pKyA075qflTl+g+PE5euwenvt2nWFM7dmzdpiET8sbK/IwMCBA8ldVcVis+2LZiGobJrmr6LNNmfuXLlEymJlgKbI/uErKcrEji7hJJdqyeUBypszZ7ROz2PRKT977LSTtjJBUEeEhEfYALl8P244uEJI+pw4cXLS9SQEDCdgtRhsdD0NxY0bP1jOl4gAr2r06tXLnwiSN09PL2rVqpXYZ0VQSOZ5NcEWjx8/Fjnxffr0EQ4oNuTCElY+G86j1rR4pOtFSdeTifusV6/BZ/djdeqtWLFCkN136NBBTIB5oNy3b59wkLHDr3HjxoKYM6QNM6JI5nNmzSoGsdt2PfNmgGKpqljBDSo4Z58V91iWmZ9d1zSqrSi0ECB3gPIB4v8nJIl9AU2j2G5u/qpsVk4r+40jQHj/rl27Prvm119/LZxjsBtcrediAvlYui7qUVDA98NRKc6WZBpKZ52jfbPkIH9U/n1NkujzfS1YsIDCCtwG2CnIRglH0XwJUFmVeQBANatXD3WfFdMdXBzZWKtWLVGfWdUyX758tHHjxs+O476NHWBs6F++fJm++eYbKl68+Cd9XliXB7ctv7rOUZJMejuTgE0EfJTVkMlzIZydobmOI3AkMbclRwTzto6rr776SnwyGW1+m7ZZAaA/ZZRX+tSpXY5oPirUzciGUUauVUYsRV8oX75PeJJ4sYOvHxTwpJXHvG+ctGkevzhaIyg8nIJ7091T2qyOTrdH3N/WrVsNB1cEIzjlwZG1fnWJxxXHppCbWy4hCOQKMN51yMGR3t5eXtQ/kAyL9u3bi35CkRkOgvCfObbkApbVKX7PZjHr92BEav/111/UtWtXql6tGn3xxRe0adOmcLUPOICE7ZQSJUpT8eKlxDyHBQ2CC7a1WemTubaAD3bFd5M0LTk1bdosXJ4hJsDk4m07Uh1crCrVs2dPsaJcsmRJ+u6774IcjRKZDi6OetK09ATctWswz0nTClC2bLlc0ivO4em7d+8WK4kctWT/4vme+/TpKyOdshPQh4BWYjWI02rswzinTZtGsWK5S8nVrKSq8cVv06dPTzVq1BBOL56EhgYzZsyQg/lXNsoqPFlcSKrqQV980eYz4s00aTLIZ8hJus6RWgp5eycSzx7VGjZHBHIYsoeq0hdyNaa8dJZUr1o1SPWfHbJlS5X6xMjmiXDVKlWEQiL/nUDTSLfZzxv/5uDBg3Tr1i2Rgviz3eB6U4Y9l5BklexEtAVLGbNzq4AkpefUp//JATivdHIdlddyZPDzwDt48GDKnysX5c6WjTp26EBpkien1k4Ge44wSy03e2nkxwBlUFXSVVWkdvjoujAG4seNG2yBgYDAbShXtmyUVdPolt09bAyBU9IRYrKDi51TuXLlokOHDvl/N2XKFGrZsuVnx7KTu3z58v59MX9WqlRJyImHV3nw4oZf+/HrC//bUsmFkD8d1vewKHeeTEOKMDhqH0w8z5EgEydOpPhSCbWWbJtTpGPYer+//PILuRpcvW66Aowycp0y4ihNHjdLqiqtAegsO7Y5YlrTKI67e5DSYnjhhdvjAydt2koxwDZdYODr+bVv++gt62YhTfMWdrjh4IpYBKc82I73I2L/xcl7fC2i9HghyBVgvOuQ459//FLoDjpp/xyF7a4o4piBMqqLv78AUHZJS+DMC8oCM/y7s2fPOr0+O7E6d+okjkul61SHsySkgjdngbDTPKzBi+88r9Q0DshoLDYObuDvWCkzuOCoeo7S0rS8csFxKwGjSNN8KXny1MKZZiB6tu1Ic3DxZIOjaDjChmVu2UPMk4+ghtVGloOLQ8z9jIS5TvqNLWL//v37yZXh7MXze2G54YYNG1H69FkpZ858IoLKXnmEpXb9yqGrjFZ4QoBfrjuQjYAaMsINIsQ2JA4/vjfOvQeaOSnrSSKyy5pKwwN/0qQpSdNyEHDc5rgrpKrlRQTbv//+G8qSi/iGzZEZnEueM0sWSpkkCZUpWZIWLlwYpJBrdiKnSpaM0us6LQPoNUD3AfqBB0ZVpRrVqgmZXI5u4UktO7TYeWC/qtO2dWuR878KoDcAdZQ5/OwUiyMHSubTsjoRWS3R08NDRIPYpzaelE6uATJihH9rn9rLK0Q8CYivaYJvoCvzMEiFmFiKItQd7SsEc4rxflVO1pmL6whAk9npqmmUMEECYeRzRB8b8Tx5sHfKhRbcdgJKK+0VirRSK2Kyg4sdSNmyZfuk3+f6yk4v+xVFdiQOGDDgk+84GpFXBsOrPNjZ5tcHMmfOecn5xxPKWgSopKoZKXfu/J/1h2FR7tz2ICMqHdW9V7JtcGSriFp0YCwPcmFFUVevm64Ao4xco4z43KmTJ6dqivLZYstrGR1drFChQM/Di4jcZp3xcN6w8mNu2BDouZhfy69v4n7C0enei8XMcePGBVhGly5dEnxIrAjLdmBIxjKjnoauPBo0aEialomAVw7e4wRSFCXMbN3QwnjXIceJEyc+o9Ww3Z5IO/x/DvZxNgaks8vRb3mxPK6HR4A2MNvJvBDM3LlWZWaL5LP10jRq0qhRmD4v11m/oIm6ImDkv9t9QYrSQKhksr8guOD5eMWKVfwX8Nzd4wgl8pBEhRmIOm070hxcnDKSOXNmEYJtxbp160Qklys7uP78028FnsMbHfcbPKFR6Ndff6XoVjF5UsZOgXz5mLyRnQ3VbFIZ+f8JCdhp8917An4U5TV16tQQr174ndNRWXOn5yYmlQxOlfQjk7/m4NiXpOuJRFRZTGjYVnAElJeDaCLe2FklnDE7dwYpVLpWDQ7zBcVTFIoF0E8APZfnYkdSGVUlj9ix6dixYzR58mQRLWJdUbLf+jHZNUDVAJGGaTvhZ2cqO8dqKIoIq7b+hicKPeWA7qOqIhXrkpzQ95Xf15Ppm8wrZh3MeBW9fr16IRoYw1oYYG8IhQFsEZMdXOz45DRDR2OJfZorO3LGjh37yXc8MevYsWOQr2c7zvD/A9p4NTNePI6I7OBkXCgv+qsDBw589ls+f1Cv42xjAl3vePFEW3BU96Zziq6iULHChamUpjk8htMZEmuaSG8J6X2E1xYWZRTdN6OMXKOMrHYij4uO2tnvNuMAH8+Oe45WZ9JnXrCznofHZj5uh5PzzJFtmvvAwO6JHVG8AAi0dWJPLRbX4km1ozLi/qVJk2aSwNuT3NySi//7+CQWtntI3gH/30Dwx11egOAFW1UtLCNSTATcIuBLsejbvbtrpCeG5NkM/AdOPU7m60tdnLR/Huu5DTqy75lT11va2NY0RevG0aTemibSDp2B+4vEPj7U3cm1f5V9T0h4BZ2B+ZU1jUV6Xju45Fsxh+vdu3eIz882Ime0sK1m1Mno37ZNwbg/PSwVGX19fTFr1iwh7WqLV69ewZURJ04c+b+HAFI6OOKRmFf/d1z0ADs4O3ToiDlzZkNRSgIwAeghpFaBUwA2AlgKoKzNr2IBGADgOMaMGSfkfVVVDZactR98nRwRF6rq4X/c77+vAVAFQBqHx5pMLbBixRr89NNPiClYMGcOvjCbkcLBvnoAMuu6kB8uW9b2vX0OlhJeu24d5s+fj7Zt22KOnfBuIa4BFgvymkxo26YN3D08kFVVkcxsdni+CgAmyFqzbORIKArXIz9wv2B5/x6/ESGuzW+4A/oFwCZNw/vkyTH07l30N3E9BOK6u0O3WLD6wweslsenSZECg4cNQ8OGDT/rZ8IL/BwWXgyQLcMe1tKwfV4DQcfbt28RKxb3K//B+veHDx+CdKz9cUHBqVPcxwWMbdu24eXLpwAGO9jL/d4gEO0QEu/29xWc6wSEhk2bYuKsWchDhFbyqlwXtwMYqKqoVL48jhw6hIFO2iXfVSWzGfv37MHx48fhightGcUEGGUUuWW0b98+0f8XdLK/sPxcvnw51q9Zg+OnT/vv01QV1apWxaAhQxA3blykT50ag27dwg6L5ZPx8D6AbzQNxQsVwrNnz4LUXps1ayTtnwIAOstRlbEXmtYThQuXwMePH/3LxraMBgwYhN27DwL4FWZzS5jNHgDO4enT/qhbtz5mzfoVuXLlCkFpGQgucubMiV27tqN16/Y4f76S//fu7nHQr99gjBo1CtER586dw71795A8eXJkyZIF0R1ubm7o2bcvhn35JUoQoYWNXck9xhxVRSyLxaF97w5gPIAOAPIC6CpnrHvZxtY0pM6YEaNHj3Z67X/++QcPnjxBGyf7W8hzbtq0CV26dAmT592wYSvM5vo803b4RCZTA2zcuA0//xyy8/v4+IjN7MT+MRBzEaYOLi8vL5QqVcr/b4vFgoULF6Jo0aJwZRQrVgw+Ponx5MkMANMdHPEr3Nxio2rVqohOYEOMnVvAPBBr1QmXRjK5908A8QBwx+QIbXHjxmKcP38e2bNnD/I1M2fODF13g8m0FQBf0x5HYDa/EIM949WrNyBy5HS0wtfGaRYzcP/RIzgrcR4os5tMuHf3bpDOxU6ZixcvwlfX0VI6lmzB5m43sxl9T5wQE2Uv6dDRHN2X/BwzZgwaN278yb5dO3agqsUCbyf33MJsxqQXL3Drzh2c4GvFioVChQoJJ+zmzZvx5MkTpE+fHmXKlAmWQzUsUL58eXz11VfYAsBRD7AYQPLEiWOEcRYeiB079mcOKuvf7u7uQTrW/riggCdumuaoJv+HgwcPQlF0EGVwckRW8W+CBAmQNy+bnP+BDS6eTAblOgFh8uTJePf2LdosXIhvdB35TCZc0jScMJtRpkQJLFuxAjmzZMHTABaSnioKEiZK9Nk9RjbCqoyiM4wyco0yunz5snAsXweQ1sH+K/JzxtSpiP/iBX4HUJMX9QDMt1gwdNMmvH//Hn9u3IiFS5eiSsWKyPPhA7qZTOCR4yhbn7oOxdsbcxcsEONdUJAnTx68f/8BU6f2gK7/AJOpEDTtGszmf5A/f1GsXbvafwJoW0bsPNu5k93kvwFoaXPGbCDiJaWCWLZsBVq1Yrd64LCe30DIUbhwYZw9e1KMO+z4YWcozzvix4+P6IYdO3bgf/8bhOPH//b/rnDhYpgwYSxKlCgRqfcW3hg4cCDOnT2LVgsX4nt2aJvNuK6q2GaxIGXSpHh+5w5OAsjt4LfsJrLIfqi3XOxKGD8+unTqhCFDhsDb25GV7Qer7WTrVLcFW1FuiiL6qbCCn+MpdgBHxIbJwdzDgAGXcnDZY+zYsTh79ixWrlwZ7AYRkd5YXdcxeHB/0en4RQr1lt0IdwbzoCgj0bVrNzGJcWUvsfXegnqPEydOgaaVhdncGsBj7toA7AaQTz67h/zOEbz8IyqCUyZsaNWvXx+///4jTKa6dqbiG6jqAKRMmV44Ffi8uXPnwLFjm2UH+Hl11bQtyJUrR5i8l+CWX2QhRZIkOOHEgcUD30ldR7kUKYL8HI8ePUKqAN50ejmIrpIG+zoAdR1cd7qiIF+uXOjbt+9n12Znd0DxTSIqhUjUj3Llyn2yr3bt2v7/52Mi+v2w0Vm4QAF0OXECm+VkRNwLgCW8cqYoGNWrl3C8hfTewrPuuXp9TpIkCZ4+fSraOPfFjIcPHwqnFS+a2B/L9dUW/HfixImDfV2e5AU2GU6dOjWImSpwxolD3i/CIk2aNE7PFZTrBHaf8xcsQJeuXTF79mzcuHYN2ZMkwXctW6JKlSpif6369bFo1iyMMpmEkWqLmwA2c6Rk/fou6yAJbRnFBBhlFLllVLNmTXh5emLC69eYaLePZPRyQi8vvOPIK4sFyeU+dk30ApDBYkHN7duxa9cuVKpUCQePHMHob77BkFWr8NFkQhx3d7Ro1UospqRKxSNy0DFlymS0a9dWREpfvnwFiRJlRrNmw1G9enX/PtW+jFatWgVd94XJ1MTBGWPBbO6KzZu74/Xr15/1wwbCD7zoWLx4cbFFV/CiZY0aNUHEwQ9reVmWLVf8/fcPKFu2PLZt2yIWM6MrrGN6i5YtMX7cOBx/+BDeiRJhdosWaNCgAbJmzIjhjx5hJdEni8mvAYyW9nK2PHmwePlyYTPz3NS+nTsCBw64aRpmm81oBiCj/0zOD9sAvLNYxOJyWKFkyaK4cmUtTCYO0bK/RzN0fS1Kl/7U5jdgwKUdXOzc4tQnDp3mqJ3ggJ1iEQ2eVLdu3RoLFnwJRfkBisL3fBVm8yPUqFELzZs3d9n0DnsEdRXt6NGjMJtHyr8SAmgAYByARjLc/QGAv2Rklz3Ww93dU0RPBbdc2BDbs2c/Hj7MD7O5kwzuvwJNmwZdv4evv57o/wzlypXF7NmzAPwA4Eu7My2H2bwH1auPCdN34+qrkJVr1MCiOXMwyGJBOrt9nFB6xWTC0GLFglwmHC113mLBc2mM2+OIXPGpyKlONmmMtWQk1z2RqAXwOtzkLl0cll/GzJmxeO9ePLdYPrsGTw6Waxpy58vnsm3s65Ej0a1TJ2S/cwdVFAVpibBP03DKbEa1KlXEhCUs7t3V6154IFu2bMI44/IrWLCgf9/EkQb20XocrTBz5kzh6OSJAH9y2H1YhdPbg1fPEyZMgsePR8nWZeum/QBVHYM8eQr5R5xG1qSnV69emDdnDhopCmYSIan8/gKAppqGxD4+QY7EMGDAwOfw9E3AySUAAQAASURBVPTEVyNGYMCAAWIxqL+Md+fILe4dmEzBR1HwhY1zyxbV2UWuaYI+gMcL7rty58mD9BkyIGPGjCLqma8RUmTIkEE4vMuWfS8iNQOLKOYUSEVJEcDSVhpxjy9fvjQcXAbCDLzY2aVLD1gs5UC0wWYamhEWCy+hVkC3br1w+vTxaE37wM/GC2g+CRPixr//4umTJ9i6ZYuYL0+ZMQMNGzRAJVVFX4sFSaTzaS6AG5qGaVOnomPHjsEunz/++ANxPTww7tUrMdPzkGmJY6Qd3l/TkDdbNpHVFFbo2bMH5s6dI6ltOMHSatPxFQfDZLqOHj2YGseAq+PBgwfCr8NZPxxVymMWO0Ndtp2GFykzq2KxpHJIyMOY/DqyyEpZTYYVudq2bSuUAq2EodGRaNXLi4n/vrIh/GOS/VQEsFLiSAKSSRVFW+UL3v4RksXdu3cP8b3euXOHevXqRfHiJRCEiiz52qRJU0Fmbn8svw+hpKdWImAeAUtIURoJ4v9mzVoI0sbIKL/I2u7fv08Z06alFLouSCHvSWL2YQC5KQo1btRIqDEG9XysOqJrGg1xQDp5kxUCpeIh//0UoEqSBNOXid91XRDPszoik+k6Kz8m2XWPFYvqKYogyrSen9UYv5Tn27Zt2ye/2bJlC9WtXZuSJUpEqZImpfbt2gmRgsgq92fPngnxA1a8zJs9O9WvW1cQDwenrCOj7kUF8l9u4zVq1BBkyFu3bqX8+fPT5s2b/RVH3759K/7PpMhFixYVCqHcV/NniRIl6PXr10G+FpdDcMpj8WI/omY/1URWK7tLwJ+kqsVJ12PRnj17wuQ6tmCBBi6Lffv2faZ26wwbN26keHHiiPZYWlWpsJT+Tpk0aagEEMIToSmjmAKjjFynjLhdsiq4p7s7qYoiFIG5jXl7eQkl31hubjTJCYEzb/UBKl+2LNWoWlX8jsVikkolYVZG5vYeXLD9w0TOrCJmFWHhrUyZ8oJ82VkZjR8/nlQ1NgGPnNzuUPL09AqyoqJRT2NOeYTm2Xbt2iXr6D4n9W6T2P/XX39RdMbatWsptpsb+WqaIH3vD1Am2Rd8//33YjxnsSariri1XWdKl46WL18e7Ouxajv/vqEUbfoLoG+lMBTb8t6qSr7e3nT69Okwf1YWqPKb52UmYJiYd+p6FvEdK72HBaJze4tImJyUI899eHxzV1UqqOuUXNbV6lWqCIL/oOD58+c0Z84cGjlypBCpsxUkDO39OUKYO7hY9S579uyicYb0xiNaRTG6ILgNvGXLVqTraQn4YDO4sGpLewI8ZIeqkaIkFsYOMIOA1sIoypu3oKisoQU7B7iSB2ZELVu2jPLnL+zfyWfMmFU0OLPZTGEFV+kg2YHFjr6bN286PYYdhLVr1hSKJ9YyYXngAQMGCIM3OODnbdWqlThHE1ZglIosEwFKAVBq4BPlRFYTnCKv2axZM9Hmnz59Gmj5/fHHH2JAT8RKL1J1MYPsJFkJzxYsV87f59J1IX08gCcA7EzTNCFjHt0QnnXPVep1QOBFDV5QyJs3r1DdZWepFaymuGrVKv+/2fFTt25dypUrFzVs2JDOnDkT7uWxYsUKSps24ycTyJw589Lu3bvD9DqMRYsWUeb06T9RDK1Xp06QlI24HbLByO2S2zQr5Fqdg66IqFA3IxtGGbleGfFiB/dRP/zwg3CAc//FSJ86NbVz4twyy/EuaeLEQu1sCUAf5L5/ACqlqmIMP3fuXLDupWnT5kLJFfhaqk0/E+qJmpaekiRJIWwFR2XECwdubrEI6GGjkm3drgjlM1ZeDSqMehpzyiM0zzZ//nw5trEiu6Om8ljs5zE3uuL27dtiwbe+gwXfr+W4z8/P/UkSTaMxUr31D4CqSpvfqjQfFFy7dk045Ic5KPDzAMUBqHDhwmKxO7ywf/9+aty4CSVMmJR8fJJQo0aNQ+TQD02d5AWKQ4cOiX6bFypY/dpW7d0AOSzH33//XdQ5dsQ+lvXGBNBKgOJpGtWtVSvQ83J95fGN62FSNzexEMvzQZ7rBecdRJqDi2WNOXLrp59+EoOn7RYUGA6uiB10OBqGI6cUpbEcVKx93iVS1Vzk4+MrJK1ZdtYaaZUmTQbRMbx69YoiA+xUe/LkSbh0SpFtkJw9e5bq1KolOgDr5LZc6dIBDgI8cK1evVpEEoXE4Xj8+HExiAppcE2j2DYTeAWg2jKKy35Q/B4QnZOt5z4o5Xfx4kUhCZw1QwbKmCYNtWzRgg4ePPjJMRy5w9f/TjrTrNfkyUALQKwicERYdEJMd3BFJEJaHuxMZ4OIV17ZAR1YHxSS60ycOFHU/boAbQXoDEBTud/VNEqeOLFR72MgjDKKOmXEEaUeqiomjfZj5m82Y+sWB/tfyUWcdm3bBvl6R44ckedkp4H9KW+TpnlT//79nZaRNbJCUaoR8AcBhwn4jnQ9sXDoB9V2d3b+mIzoXB6heTbO7PGrs2ecOLj86jTPPaIrRowYQZ6aRs8cFADbvLk1jdKmSUMJNY2uOtjfTdrfQY2A+frrr0W0KPcxjgq9J0CJfXzCNGDA1eokO+8KFSrmt2ioxRNZSPz/fPkKBWnxMKbAZFeObOfmz52bKivKJ/Mx67ZQjmkBRf7Nm8eZV6AuNvPJhzLriL//9ttvQ3x/EebgmjFjhlhtd7QFBYaDK+IHnZUrV1KsWO6kqu6kKJVJVUuI1D9e+bNPa4nunu7IMEg4go0jmwYNGiTSHjJpGk0D6LDsOApqGrnpukjXC2vwyi6HJOfTNBGubPXKzwQoqaqKsGjukOw7NY7m4vDUL1q1Cpfyq1m9urgnR53pS7li8OWXX1J0guHgijhEVHkE9zqPHj0Sq7o9HLS5u7LNtW7dmqITjLoZOIwyijplxBGU2TJloiS6LlIVr8to6EGcnqMolCF9esriZGzjbQRAnh4eQba1mCZC13mByuTEWdCPEiRIFGAZcbpTtmy5/J1vbA+2adOW7t27FyXfgasgOpdHaJ6NszW8vX0JaOegvnIkYRPy9k4caYvo4QWONGcaDo7QrFCuHNULIJWZo7g06QBwtP8Bt1NVFcEkQUGLFi2olKY5vd4S2faDmmoW1eokP1e6dJlIVbmvXC/7SzMBG0Wka6pU6UTfbYA+K0deVIWM1nJUd94DlEDTxOKOs/OlSZGCGjuwa3n7H8/p4sQR9CMhub+AEKYk8506dRKbgagDVuy4caMk5syZg7/++gtubglQtepsNGnSBHHisJLkf3BEJMdO0u3bt2PTpk1CBY0V55h0btGiRbh06ZJQ9+BzlSpVynWJ6CIJ69atQ9eOHXH7/n1Bs5kBwGEbonem3m9kNqOmqqJTu3a4fO1amCpETZ06Fe9evMAWsxmJ5Hd89g4AylosYJmF6QBuKQq6E4HpaHexgATfg48PvhnNei5hjwP79qGv2exQdZHJ7quazdi/Z0+4XNuAgcjC4sWLYTGZ8LUdlT2DSeN7mEwYtWQJJk+eLOTjDRgw4Fpge2fXvn3o0b07+vz+O3paWF8YQn1xQK9eOHfuHN5cvepUUTg1K6VJZeqgqKLduXMHZjMr0DmzC3Li2bNH+Pjx42eCHVY0atQIDRs2xL///otXr14hXbp0gkDYgIHwQOzYsfHdd6PQtWtX/kuSj6eVcg1sUy7D06dAihRpMGbM6HATkIko7NixAwP79cPREyf8v/OOF0/oRjrDS6EvCJRwst8XQBZNE202KPD29sY+RRFq5456gessNuXmBg8Ppp2Pfpg7dy6uXuX6dR7AEwDdAFwT4mpm8xDcvNlVHMMK8AY+BavoMpzplMfi+qWq/sfZ4/Dhw7h++zYWO7BrIRWGx795gw0bNgjS+iihomggYnHhwgVMmDABS5aswPv3b5E5c1Z0794Z7du3h5ubM5UcPyRJkgRDhgwJ9jVv3ryJGjXq4NSpY9D11FCUOPjll1+EsaWqsaEoBaEoB4UjpVy5ilizZpWhxiPBTsF6deuiGhGmAajNSn0OVAy58xhtsaDIrVviN5UrVw6ze1ixeDGa2Di3bMHywdUUBdezZsUVVgq8eFF8r6kq6tapg/ETJggFmLAGKzuZzGYckwpwjnSgPvB9BMH4N2AgKuHq1atIp2nwlZNiexRhCe8PH3Dv3j2humYLnhC/ePFCqLCxKqoBAwYiB4kTJ8byFSuE84mVYbk9sioZt81BgwZhtqbhnckEdwe/3c9OruTJg+TcYiRPnhyatg4mk9mJk+s0EiRIJGxA7iOcgRcf7fsUAwbCC507d8ahQ4fw22+zYbFMk1Nf3tjB8iuA0nj+/EfpBEOUdXJt2bIFNapXR1Ei/MEqqgBOsib8q1c4AGAtgDp2v+FwmT81DYrZjBtOzss28B0i4VAPCpo2bSoWxvge6trte8MlruvCyR3UfkfcJxF27twpFB1P/vOPcI7VadhQvKtkyVhf1nUwYcJEntHw8rysX2kAFABwDsAS4b6ZNWtetHNwffjwAe/fvxcLoiENMOF5Hitvbnv7FqUc7L/EtuvHj8iRg2v353jK3mpZ4o6QSrZ8nvuFNRwv6RiIUtizZw/y5SuAOXPW4eXLzvjwYQzOnEmLbt26o0aN2qKShzXevXuH8uUr49w59obvgsl0DR8/npMe8hKwWFSYzbNgMvEKwzrs2fMXWrT4IszvI6pi2JAhYCHe1UTCiYUAVmsKsSdaUXD58uUwvQeW/+aoLGdITgSPWLFw+vx5nDlzBgcPHsSdu3exctUqpEnjrLsKGXiFuV/fvkiRNClevH6N3wFkBVCRO0+b4x4B2KSqqBiGjj4DBlwBPj4+uGux4K2T/bz+aF2NteLJkycYOHAgkiRKJH4f19MTTRo3xgmb1WIDBgxEPNj5VL16dVSsWFE4txgdOnTAY5MJ4xwczxPfxaqKjnJSHxS0bt0aJhNPgxc52HsHmjYXHTq0CcVTGDAQtmDHSPfuPTB//nzhyAKmcAwHgDwcL8KzC7m0ORtAOwwePEzMN6IaLBYLenTpgjIWC3ZaLKgFIL10MO0mEvZ+awAvbH5jAtAfwEWzGUUKFcJUTcNHB+dmlwz3I0GNeClevDiqVqqELzQN82QJM3ghuYaq4p6uY3Awghz4HbK9XqFCBZxbuxY1rl5FnrNnMX70aOTImhVHjhyBq4Dv9c6dezJyayaAGQB4XrpKlsAOUSIXL7KrJnpg3759qFWjhnA6clBJulSpMGbMmBC1Ix67vmjbFpM0TczubcF1s7+iIGGCBMJB6ggZMnBuEoRD1xEOSaeu9bgwBbkQDA6u4IMVshImTEyqWo6AV3bprVtJVWM5zY0NDX777TfJ2XDKQVruSwKSEtDN5ruF4vjgKp5FR86Ef//995Oc5kMy/32Pkxzn23L/woULw/Q+ypYqReVU1eE1OVc6s65T82bNwr38mG+kWdOm5KYogoPkBiDINxcDlB6glJKD6AlAFVSVvDw9g0V+GxVgcHBFHFyVg+vSpUuinU92wnOQR9OoaqVK/sdzG8iaMaMgj+3LqksAjZNS4x6xY0cJkl6jbgYOo4yiVxkx4TO380aKQhsBOggIpeD4mibIfIPKReJcRfEpAYtI19NT0qQpnaooxuR3EBGIzuURmmdbs2aNnDv86oB/q5/gAAbOye8uiGNZxS2qYc+ePeLedzux61lEhvfHURT6AqDOrFouVcVZbIYFbZh/t6aiCB4//s1rgKYDQsiiccOGwbof7lca1q/vd01VpcTyWqmSJQtQDTqg+d8kO14lVtgrpmmUJFEif2XZyK6TzL/lV6fcCejqhIZsrngeFsGKrHk8q4uyoBsr17KQUUj7DVaZZ6Gy3JpGE+U8qo3kbOM5X2Cq2o7K8fHjx5Q9c2Zha/YDaI20U3NKjuh169YFeM6SxYoJ+/WlXcGzcFhFVRVCZ0EVOIg0kvnQwnBwhcbRdMFJw+1IiRMnD/NBtk6duqSqpZxxFhIwkAAfAnYQcJqAd0K14vvvvw/U+TN79myaOXNmhDvDIsogOXyYlYpAJ2yI3dOxweuEhG8wD0ju7kKaPCzB8uZ8H+scXHOGHHyDM/CFtPxYthdSZcqRc88LoCxyUGfn1q5duyi6wXBwRRzCszzYWbtjxw5q0qQp5cyZj/LlKyiUyoI6aW3frp1w9P4I0FPZBo4BVEVRKJauC6PXClZbS6RpdNGuzbyRjuCUSZMKEQtXhlE3A4dRRtGrjLiPmDVrFmVKl86f2J1JdpkwPiRj/IcPH+h///sfubvH8T+fUGAuV5GuXLnif5zh4IpYROfyCM2zlS9fiTStmJN5wzsCmIC+t43TS6Hp06dTVJ2b8Xjs6GGf+rfTclQgd27Kkz07derUSSibW8Hq6KxuyMclc3MTjilFUahl8+YhdiBduHCBxo4dS6NGjRLOxpDYCAXy5KFqThbHL8nnmjt3LrlCnWSHzn/9Is81HN02H+NGkyZNoojGvn37KHHChOL+crm5UWY3XqwAZcmQIdgON3ZE8eJmc0UR80rbh9zLypuqGqhiobNyfPLkiVDk9YkfXyrvKlSrRg06ePBgoPfFquM8xmXTNJoF0FHpeCukqsEWUTMcXDEIvXr1Ije3rAE4mvwkeVkiNSxRvnxFAho5uSY7cDJ8YmwBeUnTEorVS2cNs06deqLR2Btpt2/fpuhkkPDz8HPOtim0BfJ5u0qnDsmIpZHckbCqipNyCw34OevWri3UnToBtBmg9QA1l/fSpXPnYClnhrT8eNUija5/1iFbtz4Aues6jR49OtjKTlEFhoMr4hBe5cErUO3atRdtR9ezE9CZFKU6KYpKqVOnD5IUNU9Wu3frRrqmiXbJUR18vhRJktCmTZv8j2PFH1Zc/M5Jm2GnGP9u9erV5Mow6mbgMMooepYR9xc82Txx4kSYKMaxc4wnrLyCf/78+c/2Gw6uiEV0Lo/QPFv8+DyZHx3AnKUFAdbF82NiHGNHD9uibDvzFtRoj8jExo0bxb2fdPKgrFzO+6dNmxZgObLqJLfp4cOHC8fU5cuXKTLBfZVwYDl/gVRA16lt27ZBOh8v/q1cuVIENuzduzdYc46g1slcufIGkHHEm5kUxYPGjx9PEQlegGDHT2lV/WSh8gg7uHRdqA8GJ6KXVTV5gfSek/fSTkbsBdR+Amvb7BC9f/9+sMcsHueqV636yRy/dIkSItIxOIg0FUUDEQ8mMCVeIxD1xRGJ3Cv/48IS2bNnxZ49q2AycRauLYk96wCWkzn0ywDk44xykWNvNp9wmAPMHGGVKlXFiRNXQOzfRVNJmPo79u4diFKlyuHYsb+iDUE9c3NUq1IFY7duRUOzGfxUrWQu/iBJgcjE789UFRZVxaD+/TF8+HCH5+Kyu3LlilBXTJ8+fbBUFvnY5StX4scff8TUiRPx64MH4vsMadJgUv/+6N69e4QoX969exfZTSanOlC5OEPeZMLgwYMdPh+Tay9cuBBHjx4V9Zx5T3gLS8VJAwYCw8SJE4UaLTAHJhPz3ijCqgAu486dKqhduz5OnDgaYJtiMujJU6bgy2HDsHbtWsGTlyVLFlGfbQlgWT2JCeedMdHlZdpUXcfp06dRt649rawBAwYiG6xqmDkzaxWHDhcvXhR9z+rV6wWhcMGC+dCjh6c4d1DG74cPH2Lz5s14+/Yt8uTJI1SwDcVrA+GFWLFi2zFP2eO5VFdksZVv4OubTIx3GTNmxZUrfmJHadNmRL9+vYSN6kwdNLJRvnx5JEmYEOMePwazjdmCzQLm4UuZNCny5eM5UsCqk6xE7yoIq76BA2y+/fZbfP/9j3jzhnUj/ZApUzbMnTsTJUo4YyUOPr78cjCaNm0u+KBZWfZz7ADRW9H3RSS434794QPWWyyIx7xqACYBWADgnsmEj7dvo2XLloKvLijKtidPnkR+TUMSE7O5fY6qbJ3evYvnz59/wuUaHLAdykIqwUXu3Lnx58aNYr53+/Zt+Pr6hjmX82cgF4IRwRV8bNu2TXpDORXwc6etqlanXLnyhdgr7gwnT56U1/3W7ppFCShAwBu7700E1KAkSVJ+FhL7X5rlEQfPcFHwS0yYMIGi04rbqVOnKH7cuJRD00Rq3mWAtgFUVXq2a9WqJfLwnUUscRvhqC5r+DJvaVOmpJ9//jlEq1v8TnhliFcUQro6Fp4RXL7e3uJYvj+uL8xHdv36dVq/fr1IW9QUhQrpulj14LLImTUrXbt2jaIKjAiuiEN4lAefK2XKtAR84WSFcLuol5y+GBY4e/asON8mJ22G0yI4nWHcuHHkyjDqZuAwyihwxNQy4qjOWLHcSdeTENCHgOGkaYVE39C9e49P7D77MmIbolu37qTrsT6Jms+dO7+w74KLmPoOYmJ5hObZOA1P11PIdET7oeu2SBUDupOiVBP1sXz5CjIlqgmxLBPAHF7NRepi69ZtAp3bsG0bEe+Ax+SePXtS0YIFRWTKd999J8ZfvveOAF2xSeFra5PGFxXrSMG8ealqICmK8+bNC/AcQ4cOlX0O865dJeCjmMeqagmKHdtDlEtY1smiRXluGo+AE3a3/IA0LSdlz547zOfJgSFN8uTUW97IDUlV4wmIjJqfAGrNaYWA4FoNSvZKt27dKKOuO6S6IY4WlO/m9evXUbbfMlIUYxC4QbJBouupCThuU5ffEzBCVGbmWrLmInMnzI6MsAjxtZKlKkpNApYTMFV2WDwIOWpfR8X+DRs2fHKeihUrS5J8koPeAgIqEZBHOMWAEpQzZ17/4zk8kkN2FyxYQOfOnaOwQkQ3bDYiy5cp429Ycipi3NixqWKFCrR//356+PChw3vhAZtDPZk0sAdPmuVEt5U8T+dOnSK8ow5N+Vk5yRY4qDS3AEqgaYKfpE7Nmp+Et3J5sWOrtqKI46y/YdLedOzsypAhyvQlhoMr4hAe5cF9ql+93OSk77OISeiwYcPC5Hrcvrl+13diyHD6c2SSpgYVRt0MHEYZBY6YWEZM6xAnTlxSlBoOFhSnf2L7OSqjpk2bCREi4HsCHspFyA2kabkpfnwfwYcaHMTEdxBTyyM0z3b69GnhVFWUerLeWevsFQLyE+CXlp8hQxaRluc3rs52MMz5CVfxIqej8ZHnB4Xy5fPnC6pQtqxIdQwPTJ06VVyDiduZML4B02qoKiWIF4/69esnPiF5ZPmTeYyYZziq1hFeYBZk+Ha8wY8kyXzSQEjmWfhC03gxeqSD9/pGOJyqVKkWrHsKrCyZ1iFLlhxSkIPTYCeJRQFN8yYfn8SRIoCWKEEC+lY+eAWA0gB0za5ALgCUVNepXp06gZ5v8+bN4r3scmATmpnzStOocsWKAZ7D1euk4eCKYbh58yZlzsycLyBVZfLGBqTricXfI0eOFN7aAQMGkJeXt79zIF26TPTrr7+G2hHC0TR8rk/5tm45neQBqsg5twWTMTNfDfCYgILyHOWl4gU/D8jNzUMYdB06dCRd9yPhs25ly1YQ0TyhRWQ0bDYiOSeanTUVmTwSoOQ2TpyE8ePToEGDROdsBattOIve+DWI5PD83pncnQff9u3b05gxY0LNbxUWKopfyw6eCTgXSkcV8w+xgoevJCh8LlUWi3A+uVSYsy+H47IclixZQlEBhoMr4hAe5cGOJL82u81p3+fmlkKsWoYVeIWUrzkEoBfyQiapzhpX04KtshQZMOpm4DDKKHDExDLiqHa/ydo9J9H7FalQoaIOy+ivv/6S/dUCB799TLqeTETaBAcx8R3E1PII7bP98ccfQhRBVWOTolSUglUKeXsnElkIvOjJdmG9ejyXySXnDp+PqZpWgGrUqPXJufl3zB/L9ZujjGZItb+iks8yrKOa2dbm8/a2s0XZ2VNGVcnby4tu3bolFuWZI2nZsmX+zp+oWke4jHnuwM+dTddFlgUvsHtqmnDeHTlyJMDfczmoqrtUfHVkL80UDkMOZggqrGXJHG0sZtakSRP64osvaMWKFYLblMF8Vj/88AOlT5+Z3Nxika9vMiHQwXPoyABH+pVXVaGSKRYkAoi8YmXEwLi0OXCFo+uS6zotkYv9t2RdbC8dvdu3bw/wHK5eJw0HVwwEExGyV50VOSpWrES9e/cWHmmO2ipevBSpKivs9CeAO+MNMtwXNHDgwFBfm8MiNY0jyNZKo2mXk06Lw1BBy5cv/+T3NWvWJk0rTACv6DAB5V92v9tCQCxKnTotqaoHAWMJuE8Akx0uJl1PK9KDOOIpMLCTjFd8eIC9e/dupDZsvg47bjLZKaF9BGiM7PCqsMKSpomUO753RokiRaiyk/Bg9tJn1nVq2aKF0+tyJ1+jalU/8mpdF6l9HlLNIjQqIqEpP6sSFKtF2jovK5YrR998843o3O3JOuNKEn4nlY2KaJoY5KICDAdXxCE8yoPrLxtLzmWoD/qT5YYl2JBTVVX0EcV1nVLJFN0a1aqFCXF1eMOom4HDKCPXLSNu9+zc5oWqiCa+btiwoU3ku6NtmpjQWMvEtoz69Okj08RMTn47XDggglOeRj2NOeURFs/24MED4WyoV68eNWrUSCy4249ZmTLxwn2vAOr4AEqdOuMnv2GhBR4DZ9kdbJGK5IL4PQQpuM7AkTU5naSF3eXFeUURDp3oWEd27txJjRs1omwZMlD+3LlFQIX9vMoRBg8eTG5u6QN4r/vEe+Jov6CCy5CVIdlxxc4z7ht13Y9cPmPGrEES+YloWJXse1lTB50UyF25n+t2YGDC/ngePE/+bx6lC+EjPdC00ahQJw0HVwyFoxf/yy+/kKLwpOeAg3bzY5h09i1atCBNKy2UKACO5qrtZMWlB8WNG/+z/F9W+vJriIqTUGSS3DZ8zB8O9l0nTYsrwpmdga/ZuXMXwVdhbfQcItu8eQshf+qs/MITPNmF9LJbH+atjMLg/9cEKA9AZwDylml6jMTe3iKnvwlLB3PEF0DNbM7DShlFChRwet16tWuLCfEKm2s9selkecUjJAiL8rMqQfEqFytMMZjToI6ifGasqABNDcDBVVNymUUFGA6uiEN4lQcbV6rqJpVrbavifdK0PGLVMDwmwbyqx9du3bq1WNjgyMzISFEOCYy6GTiMMnK9MmIbdcSIESIVx2pPZEyblqZMmRJhbY8Xb5ivxvkQ+Aupqubf59iWUfPmzUnTygTwW7+J14sXL4J8P0Y9jTnlEZxn4/bAcwxOn+LP4LSP/Pl54btxAPW05Sf0JYzKFSqIaC1HP3gv0714UT6swCp41jQzRxvz6taoXj3G1ZGAwAvpfunRtimqttsUsXD36NGjIJ9z165dQrEaaC2zgaznOkq6nl44uayRXK4C7ps50p4zeLi/feikDv0r9we2QMrBG5qqUnFVFZH8nMkyhxUZFUXU0+PHjwd6T65eJ4Nzf64pP2EgzDB1KmvyNQBQzMHePtD1ZJg5c2aorpExY0YAxwG8BfAdgD+kLqCf4glwS1wLmIwRI75CnDhxPvl9rVq1kCMHK1uQVFB0hGdSmbGmg32pYTa3wOzZ9lolfjCbzahVqy5mzlyADx++BnAVwE2YzeOxbNlGlCtXEW/esBJlxGLLli3I4OaGPADGsnohAA8A7vKNFQFwAoAvgB5mMxbMnYvXr19znCn4jR0D0A4A67X9BaA4gGn8ZIoCrwQJHF7zzJkzWP3HH5hiNqOh1KpksJ7GzwCqKAq+HTlSKJwcP34cCxYswIoVK/D06dMIKRNWCqlTpw4aN27srzB1/949ZONu3gas48I1ZquT87wGsFfTkDOnI8UUAwbCHqzyWaNGddFHaRorybLyaXsoSjrEinUFY8d+Hy6KT6lSpcJXX32FefPm4eeff0aRIkUMFTQDBsIJJpMJ9evWxXejRqH+o0diDPoTQKFr14SqW6+ePSPkPipWrAiL5YC0Z+xB0LRFKFeuvMM+J2XKlFCUswDeOzn7McSLlwCenp5hft8GYg62b9+OPHkKCAW1KlWqiM+8eQtix44dQfp9kyYNoKprAdxxsPcBVHUVmjZlS/Y/HP/nH1Q3mx2ej7XkK5tMOP733wgrmC0WcV5niCXnIAb+Q9OmTaFpbKP86GDvC2jaz6hVqw4SJkwY5HOOHTseqpodwGwAPjZ78sNkWonLl8/jjz94buo64L558dKlGDFyJFSpnugIPLON4+4eoLIkj0tdOnRAFSLstljEHJLnlm15fkiENO/fo3ePHohJMBxcAYClNH/55RcULVoSWbPmQr16DYScMk/+owquXLkEopJO9rrBZCqGCxesjqiQoW3btrBYXgH4HhBuE26mm6VDKi5PwaDr0/Hjjz+iX79+n/1e0zT06NHd+peTq7CAam7p2nCE7Lh//67DPdyp7dixFRbLGgBDWGSYTTwAvWA2b8fJkyeEDGtEgwc9NyLwlHgYgJKy5MYAOAdghDyOBV8rA3j55o2ojw+fPMH/5DGjAXwL4AIANqu5FLcSoUmzZg6vuXbtWnhpGhyJDnPJdmbH1unTKJA3r5Avbt26tXA2pUiWDAP69xedaEQjRcqUOOHASO/CzwNgk9333Dq/4vIiQseOHSPsPg3EbLi5uWH16lVYsmQJMmZ8IFvyb1AUT3z4oKNBgwZiDIloZzo7xZ89exalxi0DBlwVixcvFnLn6ywWTGFHEyDG8MWA+HvylCk4ePBguN9Hs2bNkChRYmgaj+b3bPZ8BDAUZvMR9O//ub3FaNOmDUymhwCmO9h7C5o2Gx06tA0Xh7yBmAFewK1SpSrOnOE5wHoA18Tn6dOeqFy5CrZudbY8+R/at2+PhAl9oGlVARy12XNcfOft7fWZjRc7dmyxHO4MvFTr7sFLyWGDEsWL43fN8byF72ObqqJESWdzsJiJRIkSYfToUXJpv618t2wzrYSmlYKHxwN89x3PboI+l9q4cQPMZl7yd/Qu8kHX82HdunVwNfD89+uvv0brNm3wlapig5zDQH6uZEtSVdGpSxcRABBQe7t17x5GEUG32xePRwSzGbv37cPly5cRU2CMXk7w77//IkeOPOjbtz8OH06MCxfKYv36y6hatSratm0Hi8WCqIC4cePLCCrH0LSbSJDAeaMJCtKkSYNvv/VztShKfQDsdV8FoBEUxYJkyVIKR9uAAQOcRhaULVtW/o9/5wjvAPxj0/TtcRLJkqVwuGfOnHnQtKIAKjnYm5djyDBz5lxENIoWLYrzJhPYFN4uvfQc9/Y/GblVFxAdFQ/Fl2S3/eWXXwrX3A92jZf/Px5AYo6C8vISxq+zyW4CVXW64mSW1/lw5gzYHfhG1p6B79/j5wkT0LFDB0Q02nTogE0Wi4hSswWbNUVlTF9LAMsBzAJQStPwE4CffvoJ6dKli/D7NRBzwcaKl5cXLlzg6IjmAK7DYnkAs/m+cHatW7cZX3zBMZfhjw0bNqBsqVKIGzcuvL29kSldOtEmPn7kCbABAwZCgl+nTkUVVRWLTo4WXdLrOmbMmBHu98HRVZs3b0D8+NegqmkA1BOTRV3n/4/BuHHjhL3qCNmyZUPPnr0A9BULfX4WB4/0s6BpJZAkSVwMHDgw3J/BQPQEL6Z07doTFksZWCwcrVWDZwrik/+2WEqjW7degS66cATPrl3bkCoVZ4cUhJtbRri5cWR/PiRP/gw7dmxB4sRs9f6HWvXrY5Gui3wSe3Ac2CZFQa26bF2HDXr26YODZrOwv22f5gOATooCi64LR52BT8HzwSlTpsDXl4MhCgJIIuaMhQrFw759u5E9O0djBd3BZbGYZS6KY1gs3nj3jueRrgleGClVvrxoKXk0TeQy5dB1NOI5Tu3a+OEHnvU5x5UrVxBLUVDA5ruPAFbIudLv8rvTp08jxoBcCK7CwcV5sdmy5SJdzyyJ0a2psBapOqMIBZuokJvKvE0sTw88d5Dae0jk9a5atSpMrs/qfpznbOWkcHf3pM6dO/uToweGChUqS+LTC3b3eYRU1VOed7mD57gsSPSZjNwRcucuIFUanaXJD6dEiZJFeO4x84LFUhTq5OTGWP1Ck1K83gAlkqqBrNbi7GG6cb51unROr7lo0SJRjued/D4/QL5SdcN+30z5Xk+cOOHw3CEtPyaS/PHHH2n06NG0cePGz3iKWCihSMGCFF/TaDxANwG6DtAPrNqiqpQ+bVpKnyqVf70rU7KkQ+loV4bBwRVxCO/yYOUyVS0jOQntm9FcUUfPnj1L4QlWzRUiEooiOPkWANSCiUYVhWrXrEkfP34kV4BRNwOHUUauVUa+3t4Bcu60AahYoUIUUWCemrFjx1LJkmWoYMGi1LVrV4e8qvZlxOPsd999R/HjJ/QfO5mUnlXpAlPrcgSjnsac8gjs2fbt8yMJ9xO1ctRMdor9+/fvD/L11q5dK8QRmGfy999/dzqGnT9/njxix6YaiiLIua0XvQRQAU2jJAkT+vPuhhWYNJ2fJ4+mCSXwfsyNq+sUS9cFx3BMrCNBBfNi7dixQ3DvsjBaSJExYzZSFGd8bU8E8TyL8rgyuE/etGmT4EgsX6YMtWrVSpRNUHjrWGQOct5Ico6XQfbruQEqxP07QF5x4tDWrVujbJ00SOZDCX75AXfOrSlFijQuVwEcvfjLly8LYndNK07AP/L+WTlnLel6UsqVK1+YEu9xQ2RycCazCw5BKePOnTvCQcak+IrSiIBhpKo1hEOxYMEiVLNmLUlMOJyAf6U89gzS9eSCwNnZoFW1anVSVSbBd2yTcqfIRJUR3bBZRYbr2e8BGMvscEotO6n9AGUHqGsAx3fgQTZ7dqfXZGeRr4+PGPxtJY15Oy0dasOdnPuDJOjs37+/w3MHpfxY7ZPJINmRxUa4Vc2R5YUTSgU4Juvl89iTz3/RqpVQerQa47Hd3KhD+/ZCeYfrHb//qKAc5wiGgyviEJ7lwXLgfvVzqZMm+o40Lb5TZ3xowe2kbCmWXAclsDFwfJigVG6sSDpjxgxyBRh1M3AYZeRaZcSLKd0CGIMrqipVqVSJokoZsU3A0vFMYHzt2rUwP39MRXQuj8CezbqQykQRjpvJC7GfVeTCA+wkYFJtXtApo6pUTNPE9ZIlTkzHjh0Ll2tu2bJFLB4lS5SIUidLJhb3A1MBjM51JKLhJ6jG73mDXV3j+W4boa547949iq5g28/T3Z0GAPRSBkNk54AEm8K4waIHqirU6tkRHBXrpEEyH0rs3LkTup6ck52cHNEMt29fx7VrnFPu2siQIQO2bduMJEk4/Dw/3NyYD4tDQeugSJHM2LZtk+COCStwCiKTg+fJkwfx4nHmb9CRLFky/PPPEfz00zjkzn0FSZPOR8GCTzFz5q/Yu3cXVq1aid69u8Pd3UrJnlQkBeTJkwI5cmRB08aN0aNHD5w4weH2/6F161awWPYAYEJWezB71Wq0b98aEQ3mCmA4o28nmZV+gxMpFUWQyFeUOdmOAm05nZC5ACpWq+b0mu7u7pi/cCG2ahryaRomASIVkdMii6mqSFF0FhjMtSQTEe7ds+X7CBrYmc4cbKmSJRPpqNWqVUO+3Lmxf/NmLALwxGzGQ5mu6X3zJiqWKydCbq3g3PP5Cxbg5q1bgkeMedVu3bmDmbNmiVQNrnechmWQ4hqITLx6xVyEjGROjogNVU2Ely9fhvm1uY01qFsX/+zbh2UAmGHnskxvLiETmBLJlN5pk7jlBw5Oxd+0aRNatmyJqlWqoFOnTjh8+LDB52UgxqJR8+ZYpGl44mAf82Jut1jQuKkzsRzXA9sE5cuXR/Xq1QXdhAEDoYWvL0sjMZzx/VyyOy5swYT212/dwtgJE5CkYUOkbdwYs2fPxuWrV5E3L9OShD0qVaqEtevW4c7Dh7h+5w6mT5+OHDlyhMu1DHwOtk2YhF1RakFRGgNg2pmfoGn5oCgLMGfObCRJwnPf6AmeIw0aOlSwmnFa420A6yRztRWpeI5oscDLZMLEiRMR7UEuBFeJ4BoyZAi5uaWQKYmOVh+2iNWAS5cuUVTxbHI4L4fKDh06VMhbHzlyhKKyp5pT0ObOnUu5smUT76KQplEDGRbMf3OKjjWskyPUihQpTpqWgICpBDwj4BUB80nXk1GmTNno+fPnkeK55nS6EppGFgcVbbuMvsifLx/Vkt9dACgWQI2ll9567AuA6imKiGr6999/A73u4cOHqU4tjohjWV2QT/z41K9fP7Hq9aWTlel3nL6o6zRo0CCH5wyo/PjckNFn/0jpWv57h4PrPAMosa6L9NqYAiOCK+IQnuXBEYScmg2McDJ2XBERqXPmzAnza+/du1e0qT8cXPi9XM2rB9AUTlVkGfVAwBG4HCbP58ylaVQfoLSyf23Xtm2YlJ9RNwOHUUauVUY3b96khAkSUEFNo79l++Lxe5tsH5nTpxf0AzGtjIx6GnPKI7BnY5s7ceLkBDR3MI/iv5tSkiQpXCZVPirUEY4843lN+/btRQQ490MxFTxf4zkgp6peuXJFfMdleOjQIRHJxXM6tlNUVaOaNWsL2ygmgOe8w4cPJ01RqGIAUcb9ea7s6xsl+y0jRTGU2LCBQxx5An7ASf3o6JKds6tXzPBwDiXRdTpkl0Y3VjpPpk+f/olTrHHjpqQofg4d61alSnW6e/dupJUfp+rxfXSTjh2rsbxPOusK5csneAfY4fNO7ueUxticSw1QU4CacIofc57FikV//PFHsK7PhjinSlrrMjuV2Illy11g3SZZUyWd8CY4Kz8OhYV8L9ZztZR54Y4ce7wNkk63mALDwRVxCO/y4NQETWNem8ufhcpz6jWnjAcnlZbThtipnCNHXsqSJSe1bdvusxReRq9evSiNrpPZSZv6WaYgswObHdmBoUmjRhRP02izTTs1ATRLpjmOGjWKQgujbgYOo4xcr4x4splO8j6mdnMTqfv8/wJ58tD169fJFWE4uCIW0bk8gvJsvADtZ2e3tuHVvSD/Bs2bN49iOoJSjpxC3LhhQ1FmPN8ppOsUV9NIU1X69ttvQ83fN27cOKpfvz41atSIfv31V5em+WDH6cCBA8nDI+4nvIHVqtUQdpJtWbIfITq2vaCgWOHC1CwAB9cY5nWOFy9K9luGgysMiN4yZMhCmpaTgDt2deN3kefrimR1rl4xwxIcgcad21onDbipogguJ3vCciZP/e233wQhvn0EXmSVHzviOKKCeajKqSrlkMZyvly5hPONCan5729sno9J1ocy3xZHYwBUqVKlMFnR4XNwx5cGoN8AegjQOYD+JwkK3QHB8XP79m0RCVi+bFmqUK6cWFFi/iFH5ccRkcyv9dbm/msA/lFpjrZpYvVFDRK5YnSA4eCKOIR3ebDDmDkBNc2HgC9lxO8c0rRCYkVxxYoVQT7X5s2byd09juDtAtoS0I10PbXoD+yFTtq0aUPFdN1pm1opDcLUmkatWrYM8LpXr14VhuN0J+fqxaIXCRII4zs0MOpm4DDKyDXLiBeFmPiaCaaHDRsmuCVdebwyHFwRi+hcHkF9tpkzZ/qLGCgK8+eCEiRISLNmzYqwe43q5diuTRtyV1UhFPPRJmOD7X8uz5CWJXPueXp4UCxVpQqKQqVUVdj4SRIloqNHj5KrgfvWpk2bC45m5mf2W0C8L2wrXU9FqVKlo23btkXL9hZc9OjRQyy62PMsWzeeZ5YuUSJK9luGgysMwGoOvr7JSFU9CGhJwGDStGKiQ2nQoJFLRW8xqTunH3I0EEfXuGrFDEtw9ICProuIAkcNeIPs/C9evBjkc0Zmw2aHETuJmjZtSu3atRPht7b38fXXX4vn4TREdurtlEotcTSNShYrFuqJpu0gwikWiW2i3HiLL8nnf7cqZLq5CYdcfZn25KGqYrCcOHHiZ+XXsmVLKsUpUXYT5GQy4s7R+/tCks3HFBgOrohDRJTHw4cPqVu3bjJdUap7likvFHGCCiZE5ZVKRaluR9bLpKkDxTl5Um0FL7rEUVV66qRN9eR2CpCbpgkRkIDAJPQqQK+cnOuofKbQhv4bdTNwGGUUOIwyChyGgytiEZ3LIzjPxrbpypUradKkSeIzrGzVmFCOHA3K0dITnYzDnL3BkaT2C/mBgRfNmc6klqLQA5vzXZF0LyxE9fjxY3IlHDx4UNpSCxwUxTXStHhi7hQd21twweIGAGiYgyyZ5dJ2cybwYFsnOcCCowSt81LOEIrs8jUcXGG4Es8vN3v2PJQyZTqqWLGK6KCD25mEp2OrdOlynzgi4sZNIO7ZlVcSwwK8YprCzc1ptMIeWR6BqZiEl0Hy8uVLId2dNWNGIVmcMmlSkWbEjqyQgN8nh3xny5TJ/11zCh+H64Yl3weH+fK517BzUDq0NgL02kZ6lie+dW1SKnl7wlFZiiIcX/YcYH379hXpltbVJ95OymcY7+DdMUdXbFWlMWPGUEyB4eCKOERUefD5ecGBlWw5FSC44H7cb4HlsYMuzkK6notq167rfzwbI6wy2suBUXNKOrdiubkJ53lg4MmIm6I4TXe8INsvq6+FBkbdDBxGGQUOo4wCh+HgilhExfLgez137hydOHEiQLsyKj6bKyKwcpwyZYoYh184GYd3yHE4uMqQbdu2pcSK8klWhXW7w4tgikLjx48nVwJTP+h6OgLMTqZ93cnHJ4lRJ20WPMELq6pKMwFayME5iiKi9Fo0a+bUj2Gtkxx9yfYkBy+UVVXKKTOL8ubMGeJ5bFggOH2PoaIYAFjhY+jQoThz5jhu3ryCrVs3oUGDBlDVyC82VnAsVqwU9u9nrYTFUm/vFF69aokvv/wSgwYNQnRGoUKFcPvjR/zjZP8frMbn5SVUJCMaz549Q+nixfHloEEocPkyvn//HnXv3cP0ceOQL1cuzJo1C/v27cPHjx+DfE5WCWzTpg3OXLgg1AXPnz+PO/fv44cffkCcOHHC7N7fv38vPr1YMVEqr1UFYL3CdFbrkDWOP63wBrCUCO5mM2bMmPHJOVmB7Y7JJH5jRS4A/aR6YysAOwD8DWA4gLKahly5cwtFTAMGoiK4HS1duhTDhw9Hr169MG7cOFy9ejVY59i5czcslsoAfBzsVWAyNcbOnbv8v0maNCkm/PQTWBuniqpiBZ8DwBAAxRUFiZIlw+V//0WNGjUCvXbBggXxkQhbnOxndZ5Yuo5cubglGzBgwICBqAoOdpg6dSrSpcuEbNmyCRX0JEmSo1+/fnj9+nVk316MBZe9h6rCmR59Yvn55g1rqAf9XS9fuBCt2F53sJ/1n6sRYf3atXAl3L59GyZTTgDO5t+58fTpA0PhWWLw4MFYvXo1LEWLoiPPwwCczZgRU6ZOxYKFCwP0Y7BSNqtStjGZcMdiwU6LBadMJhwA8Oj8edSqVk0obLs6It9TYyBE+Oab0XjxQoPZvA9AM3bHAeDGz/LvY0I0oYpKEJLWKVKgu6bhud2+gwCmqio6dO4sJLADw8OHD3Hu3Dk8eeJI+Dv4+F+/frh29iz+sliwEEBv+VYumM1I8OQJunTsiFKlSon7nzx5crA6ZHZ0pUuXDlmyZEHs2LER1mCZcB8vL2wIYGLLAugeNt/dATACQE3+3mLB/DlzcPPmTf/9+fPnR7OmTdFRVfEDgMcAuGvkqXtKRcFyRUEFdloCmODhgZadO2P77t3w9PQM8+czYCAiFh+yZ88tHLs7drzChg0axo6djowZMwZLmtmvX1ACOEL9rO9gp/CqVavwJFcusFB2eQDT4sZFu169cPLsWaRKxULRgaNIkSLInzs3/qfrYunEFmd5hNF1NGnaNNxk3g0YMGDAQMSgf//+6N69O27eLA6IZY0DePWqKyZO/BUVKlTG27dvI/sWYyRy5MiBF2Yz/nKyfysAN11Hpky8HB007N69G+8/fhSL2M7Ai9fv372DK4EX8HT9nJw9OMJZxI+fUMyRDPihbt262LN/v3CUvnjxQgRIdO3aNdAgnQVz56KgqoqAhgQ23xfj4AaTCf+cPIktW5wtf7oODAdXFI0OWLRoMUymbtKxZY+eUFUvLFiw4LM9HDX08uVL/4kRe8W5ou7Zs8c/eicqQNd1rFi9Guc8PJBZ1zFQOpEaKwpKKwoKFC2KESPY7eIc//zzD6pVq4EkSZIge/bsSJo0GQYMGCicXSEFO8kWL1qEQWYzctvtSwKI6AozgFm8SvLwIXr27ImRI0fCVcBOs/adO2OapuGI3T5eI+LJrq3L8E8AGQGMk6tJpQC8evQImTJkwFqbFaB58+cLh+PXuo5EPCjLyLCE2bPjwF9/4eTJk/j7779FVNqUKVPg5RXQ8GvAgGvCbDajatWauHHDBOAkLBZ2t/8Bs/k2LJY+6N27N/78k1tN4ChbtjRUlY2IZw72EnR9OcqWLfPZnvr16+Pv48dx69YtXLx4EXcfPMDPP/+MBAlsTZWAwUbiomXL8CRBAmTVNPQBMAVAWwAFVBXJMmXCTz//HOTzGTBgwIAB18OxY8cwYcIEXl4ExJJsJTmV/R5m83YcOXLks6h8AxGDKlWqIG3KlOivqsL+tsV1AD/qusgqCs5CEy+A8dK4s0XsD3JfngIF4Epo3bo1TKbL/AQO9t6Bps1HnTqBR6fHRMSJEwfx4sULkvOPowEP//032pvNDh1EJTm7R9fxxx+cJ+XaMBxcURBPnz7F+/e8opLHyRFxoCiZhPPKiqNHj6Jhw0bw8IgjnAe+vsmQNWs2pEyZSnSiZcqUQbJkqTBmzJgoEXpoTVP858QJNOnaFfN9fDDAzQ3nsmTBhF9+wZbt2wNM3du/fz+KFy+JrVuvg4gH772wWH7Gnj3XULx4KZw6dSpE93T69Gm8+/ABtZ3sryQdRBz0PVum5I3+5ptP3lVkg9OqchcogFKqii/kfbILLpuu462qYq2miTUUjg9sKJ+Jo7iWA1gG4C6AWiYTmjRqhEuXLolzxooVS4TG3rx9G/Pnz8fU6dPFOzh26hQKFCggUp34kzthAwaiKjZs2IALF87AZFoiE3Gt4L5oHDStJMaMGRukc3Xo0AGxYrGzqbV0L1vBre9rmEwn0Lcvx4c6RooUKcTKroeHbbxl0JE1a1YcPXECHfr1w3JfX/TVdexLkwbDv/0W+w4dQsKECUN0XgMGDBgw4BpgygxdTyEWxj9HEQANMG3azEi4MwOapmHB4sX4O1Ys5NU04YJcA2AoZ0ZoGtyTJcN44ZwMOjjAIZWq4jCAX+32cdjDMJll0aoVk4e4DkqUKIE6depBVfm+vgdwT9pFy6HrpeHrGxfNmnE2k4HQ4L0MdPGW9YH/ss0TUCRpxjsXi/BzBMPBFQURP358uLnFAuAs0ogr3hURmcTYtGkTihYtjrVrT8FsHgNgCR4/ro8LF64BSC0iDYB/8PRpYwwZMhS9e/N6fcTjzp07GD16NJo3b46OHTti48aNgTrb0qdPL9J+7j9+LBxLp86dE1FRAaUmcvRa27Yd8fFjfpjNHPzbUfqle8Bs/gdv3qRE584cHReyyDKGs4z4N3KFhPmmOI6DWabcFQW//fYbwjKKZMmSJShbqhSS+/oiS/r0GDZsGO7eZddT4ODUwG07d2L0mDE4kCYNOgAY6+GBCi1b4rdFi3DFbMbXnAYqUxWZW8s23opdVL8RwYtIpGDaInHixPjiiy/QuXNnFC9e3AgnNhDtHFy6ng1AYQd7FZjNrbFv3+4g8ZpwSP6qVSvg5rYFmsb9dBfBXKfrnI4wWvDvlStXDnv37hX9Jm/8/7DkoEiePDl+/PFH3HnwAB8+fsSla9cEt4MRYWnAgIGoOoFjbl3mGSxZsiTmzJnj9NizZ8+iUaNGgpOKI2V4ATO64eLFyzCZ2JHlZ7vag6gErl79N8Lvy4AfmM7k4OHDyFe/PgZpmuDFneLpiRbduuHgX3+JMdpk4ojxoIHpTa4TCbu+s1ygngbgZ2m18PKbl6enoClwJfBcYf78uahYsSxU9SvJFsY0Jk1QrFgq7NmzA4kScX6IgdAgQYIESJwwIb6RWUc8k+bY/+4yapDdiv+YzaJPdHmQC8HVVBRdGS1atCRdT0PAMwdqEpOE2gGrLLIkr7d3Iik1/87uuOMExCOgr813v4jfnjlzJszv+cOHD7RixQrq37+/UBRkBS6r2uP06dNJ03RS1TikqmVI17P6KTbkLUj37t0L0/vYs2ePVCLc6USNY7nYz1K6wcW7d+8oUYIE1NPBiVmZ0NdG8ZK3xACl0jTq2rVrmJVx3dq1xbnLqyqNAKgjQPFY+tfbm44fPx6idmmryvnjjz+K83sCVBSgYgBlAagqQCsBMsnn7QpQ9kyZgnQNrqujR4+mAQMG0K+//krPnz+nmARDRTHiEJ7lwVLKul7YmbgrsRQDt50nT54E+ZyswtivXz/KlCk7pU2bWfT9LJnNaqW5c+cX59N1H7Hx//k7eyVTV4VRNwOHUUZRu4zYnt28ebOQZT9w4ECEK1zfvHlTqLGxKvHPP/8cbva1K78DW4waNYpq1aolFLa3bNlC+fLlo40bN352HKsIlihRQpQb98HffPMNFS9ePMiq1a5aHmyjzps3j0qVKktp0mSkhAkTk6LwXOK1kzHrf+TjkzhKPFtUQ3DL8c2bN3T//n1h57NqMs+leL7B437CBAmEnRCYwp1Vbbk7QIsAKg4IZT1d/p8VzL/++mtyNbCKfIIECcWzqqq7+HR396Rhw4aJ/UadDBtcv36dEsSNS3EB6g3QfICGyrlqIoCqsSJ37NhiLj9//nzatm1bhJZ5cN6z4eCKomCHQLx4CUjT8hLwJwHvCbhJwDBSFI06d+4ijvvtt9+kM+Wik8FrIAHcQb6Vf78nXU9M//vf/8L0fg8fPkxJk6YU9+LmloF0PYX/ZIwHW7977GbjsLMQsJt0PSkVLFg02EbhixcvhKxs/PgJRWcYK5YHVatWnU6ePEmzZs2S1zM5KZN7Yv/atWtDbECpikJzADLLk/7JnTJA1QE6AtAHgE4D9IV0dNWsWZPCAuwk0hWF1tk91EOA8msapU+dOkw6o2XLllEsRSENoLoA9ZWDo3gWgN4D1AegzGnTBmpstWrRQvzOS9Mog5sbaYpCcePEoQULFlBMgeHgijiEZ3nwRJL7X+C2k76lJaVOnT7Uk9xnz55RypRpSdczErBV9pe8bRXf8b6nT5+Sq8Oom4HDKKOoW0a8WJM0UaJPFrWyZ85MO3bsoNWrV1OVihUpua8vZUyTRkxWr169GmbX5rG1Y8dOpKoaKYpOmuYlrp8iRRpx/ZjyDmzBzqlcuXLRoUOHPumzW7Zs+dmxPIErX768f1/Nn5UqVaJVq1ZF2fJgu7hIkeLSSVCZgAGkKDUIUAjITMAju/HqKem6L/Xq1cvlny0qIqTlyP1EqmTJyFvTqB9AcwHqD5CPplGKJEmEQzYgcJ23LoIvAWgTQP+TC+EF8uQR9cSVsHDhQtl/tiLggqyb/xLQUXw/Y8YMo06GEerUqkXJNY2u2hmvjwDKBog5n3e8eJ+MaWlSpBDjWUTAcHBFEnjS8eeffwrHyI0bN8L9eseOHfNfwbdu7MjhKBjry2ejiR1KziMKdsjfXvL/TlUrUKNGjcLsPrkz9nPGFSPgpI0DawfpelqKHTsuqWpJ+Z39/W0R97dz585gXs9bDtocudaZAL+IMEVRRfn4PfN1J2Xyd7CvaQsu+zatW/s1fEWhhjLaqYKNw8u6WQBqwwOTl5eItgsNPn78SMkTJ6ZOTl72X7KOhNRxZ4uSxYpRSkWhC3bX2MB1EKCBAKXTdfqiVasAz9O6VSuxYjQDoLfyHDcBaiXelSLaU0yA4eCKOIRneXDkoadnPFKUOnLRwbZ5bBQTzfHjx4f6OhMmTCBFcSPgqoOmflXs42NcHUbdDBxGGUXNMpo8ebIYb3kR6zhALwDaBlBpVRWLOLyvuKbRcEBEU/Dk1MvTk/bu3RvkaI5bt26JT0do3rwlqWosAiYQ8NzftlHV8hQrljsdPXo02r8De/AzZ8uW7ZM5Bju72OllNps/OZYjQ9hWtAVnHnz11VdRtjzatGkrHZ0H7caMEwRwBHARAj5KW/wwaVph8vLypitXrrj8s0VFhLQcK5UvT+k0jW7ZDf53AMqo61SudOlAz7FmzRoqUqCA/9zRJ358MV90tewJLptkyVIR0NDJHLG1iDBk57VRJ0Mf7asqCk13Mof8U9aVSnJMey8DNmopipivhcXcMjAYDq4IBt8vh4ZyuKS1s2BHSp069cI8vc4evKp05MgREb65dOlS2rVr1ycvngdjXU8UQLTSCnnPt+TfZpH62L179zC7Ry4bTUvoJJ3yoLz+XCf3ZxH306dPnyCXB0dIAKnsotYs8hoKaZobeXjwu+rv5JptyNc3mQgDDin4PjjMl58to6wTbNw6uuB5uT+0HnBeteHzbHbuzaQUqhrq6Dxuo5Apl46uMQCgOPKZuG4GdL/cKU5zcA52BJZVVTEAxwQYDq6IQ3iXx/r160nXY5GupyNgJAEc1VVHjAk1atQKVb9iRf78haXB56ypN6B8+QqJyNn9+/eLxRdXhFE3A4dRRlGvjF6+fCmcVZ0dNE6eFBSQaf2237MDrIyqkq+PT4BpcBcvXqSWLVuRm1tsGREfW/x96dIl/2M4/c7PruJodftbeEualo1q164brd+BI2zatEmkGdrbIZkzZ6bHjx9/8j1nAIwdO/aT75ieoWPHjlGyPB48eCDGJWCskzHDL7NBVeORricR/2dbmp/B1Z8tqiIk5cjtn9/NQieD/1JpeweVYoVTFtmByRGfrgie0/r1ZYec1NtT/gv3Rp0MHTZu3CjK8rqTumWS6azTHczXqioKZU4f+uyEsGwzjlkFoyDevn2Ljx8/BlkKM6zATsKmTZtj7dp1sFgGA0J3Lg6I/sD69SNQokQZ/P33oWBJtAcH/KysJsgbk4sfP378k/1169bFN98wXdxaFpC3v3vWUGHhd6YTlt+tgMl0PUwVNJYsWQmzuSXT4zvYm1Z+si6DIyhQFO8gKzbs2bMHN25cAbCNxUw/OQ/QBsAumM2LUbx4UWzfPk7So/eS9/aIhXcBzMOIEVPg5uaG0GDzn3+ijKJgABFqsgqhk+Myy7u7d4/p+0KnuML46GQ/v+2PFguWL1uGb7/9FrFjs1hw8LF7927EUVXUdCIA0EQSVfbu3VvUy4Dkivk8rc1mh+oX3SwWND56FDdu3EDq1EyybcCA66NGjRr4++8jGDduPFatGosPH94hW7ac6NFjKtq3b+8vRBEaPHnyTApjOAK3y3s4c+KoP1GsR+zYaPXFF/hx7FghUmLAgIHww9q1a/Hi9WsMcbCP5YHYUmwE4JKNlcLiLLMtFmR68gRLly5Fu3btPvstqzuXLFkGb97Eg8k0CkBOfPx4GkuXTsG6dUWEgEXOnDmFyIyuJ4TJ5MiOc4fZ3A3r1/cWimoxSbmY5wms6GwL698fPnwI0rH2xwUGtstdAQcOHIDJxPfe2MkR/H0H1KtXGdmzZxck/FWrVhV2pf0zWP92lWeLqghJOR47dkx8VnOyv7r8PHr0KDJn5tlFwPD19f3sflwJDx48kP+z9pQsjjYdwA45qykmvn348KFQjnbFZ3B1PH78WNQrq4jGUyk/Z4/nssQ9HMzXBhGh3JUrop8pWrRouN1rcN5vlHdwsdIey67v2bNT/J0uXSb06tUNPXr0CJOJRGDYtWsXVq9eJaRK/UwWKzrDbC6Pq1fzYOrUqUK1JaTnnzhxMvbtOygGmmrVKqFXr57ImzdvkH6fP39+VKhQGbt2dYTZzFL1VaQ75QWAkeyGAbAMwDoA3wp9v7Rp0/k7S8ICr169tHGg2cNXKmFsAlDbwf5bMJlOIU8e1vsIHNu3b5fOsvJOjmgOYL7436BBgzBu3CgQfQ9NSw6z+SY4c2DUqG/RtWtXhNThyao8P48bh9Pnz4vv7sh9J5yUwhnZaXDnHBqwEyhDmjRYfP06ajjYv5sHC+6Mbt3Cr7/+KtQmwxOshhkQnj9/joSqCg+zWTz/ITbwpVJHQul2Zbx4wXXVgIGoA1aYmTdvLvr06S366rDsTxlZs2bEzZv78flYzy2pIxTsRweLdbkFWPv+PcbOno2Vy5YhlpubcG5XrVULvXr1EpMZAwYMhB1YsdhL05DGiTGe03qc3TJcBgD5dF1MEhw5uNq374TXr1PCbN4jta0Y1WEydcSrV6XRvn1nHD68H0+ePIGipJTuNEdILxSqeQyOSQ4u7vfsHVTWv+2Vt50dG5BCtyOwU9IVcPXq1UCOIP+xq3r16kG6d1d5tqiO4JTj7du3/Z0NjsIC+HtrH2Qf8BAVwY5mP7D2/HvpiOXF+Tq8rC913BXs379f2FpGnQw6Xr16hQnjx2PTxo34IJU42WsyRi6fculWsBmjWG+Wwz4qOzhXDvl56NChYPeR4YUo7eCaNGmSMNA1rTiAGWIN7Nq1dejXrz927NiF339fGe5Ornnz5kHXs8JkauhgbyZYLE0xZcoM0SktXboSb968QubMWdGjRxe0adMmwCghln3/6quvoOs5YDKxsfMBv/22FPPnz8eCBfPRokWLIN3jihVLUbt2PezbVw26ngFEyUH0DyyWN/KIZnLVn82rarh164SIvGnbth3Kly+HlStX4fnzl8iWLTM6deoUZOearSztP//shsUy0OF+ReFmNAfEzEvSG++Hj1CUPvDwiBPkZ2Wjza9ZOoNffeB6MWbMGFF/eLX0/v37Qm43R44cKFeuXIiiANm51b1bN0ybPh11FAVDpcmwFADHlH0HoKLsIPx/w+8ZQNJEiVClCjsfQw5VVdF3wADh3C0NoJN0ZTIui7U5gIVdMwKYOW1aiB1cZcqUwRuLBX86cUmyq9c7XjyxGrBgwQIxua9YsaIwmmwn+lwvbn78KO6Ny2YuO6gBFGTpaul25bfl5cVRdgYMGLCic+eO2LSJBcPXcJyuzZ7Doi+dyZNhm29zcWSZxYLCL16gnPx7yezZmDt7NpavXIk6ddhYNGDAQFggWbL/s3cd0FFUbfROCb333nvvHem9d6Q36SBFmogoRVREigKCgAooHVF6R0BREUEUAQWkCYgIKEUku/v+c1/e5t8sOyEJ2bBJ5p6zbNjp38y88pV7M+Mfp1MGa3L6WB4SJw8RuvdGsOrLvXH8+HEcPvy1eue9KwJSw+mchG+/bY3ly5cjWbJkcDrZizLT01f1wLdIlCgp0qVLh/iEjBkz4tatW3A4HKFzA2Z+cELmPc7gujduMKv//+D/M2TIEKljFi9ePNoDHFFBtmzZ5NxICI6sRlmM3DQZmMyVy11ZYZ1FQUdCoFxbbEVU7JgnTx5MePFFLHnwAKzN8cYSlbFNB7m/KodiEnS4vv76Wzh1ajwEpblkjtpSlRhBsLpnAD76aCnq16+P1q1b++2ZvH37NubOnYsP338fl65eRfo0adC5e3dZrcI2P7Y5DmvXqIFffvgBk51OWd9F12AXNWdla0BwRt1MzfXGq78z+dgfEziIqlWrRtpHEJV3JkIQsZSDizLouq4LYJgP4rlNkmuJCjb+Rq1adQTQPhwulKECMKQaYIhiIcmBm0s+lvr1G1leK1VuQvwfr3pdHwkguwvDMC2JH1lLTQLB1157TcyePVucP39e1sWSNH3gwIFSMYZKfySUa9iwsdC0JAL4zOM4PMZ7AtBVTX5VeY1u5UMSbUamznbJkiWK8H27D/u8rdQUSwtdJ6cEydmp/PiWMM0iwjSDwuWm4nnQVp06dRaVK1cTlSpVVnb70uJ+DBCAKebNmxdubS8JRykhTYlokjWfOnXqsddJKXCp6OHjwM+r2uVnALFDqRoeBERzVS//8ccfi+gA7ZEta8h9KgCIPkrWlQqOeQDxtlLCIBF808aNpSJQVGrWq1asKHKapvjV6zq3UmZY00TSxIlDFKOCgkS+IJJhQxTMm1fyB7hBnpHUKVKIYur8FnuR8O+hsqKmiTatWom4DpuDK+YQU/bw53HYPrVq1UaS1gODBLBffQqLHD7ELNyfZwFRVP39ABBtNU0kSpBA8nA8DdjP5uNh2yj2cnD1t+DgKq9Uh72X/ajGA+RT9cYnn3yixjb/+Hi1TwigfhjBoZDx2ygf614WhpFeckzF5XvgCyTkJ6H84cOHw4gBdO7c2aeKYv369cOoKNatW1esXbs2VtqDfKghz0UyARz0eia+F0BqkT59plh5bYEIkrXv3r1b7Nq1S9y8eTNa7UjxA6qlf6B4kdz8SMvIyadpYngEOYtjC8jDxTkzQPW+uz7atGBhmtlEy5Yt/fZM/vHHH6Jw/vwisa6L3oB4FxBDAZHKMKS4lycHYmzA3LlzpdjJd8qIryuFRH5yAiKx+rsBIFJ6LGuuxNE8b0AwFTk1TSoEBxIHV6x1cI0dO1YYBpXy7vl0ZGhaM1G8eGm/n3OnTp2EYRS3UHd4IACSmVMh8I7Xsp1S4Wby5Mk+90uCetO02u89YRippKPJ237z588XGTOGODhMM610GpHIu2vX7o+o9EnFBJ2S9u+E45xLJUlJ/+/4elPue/HixZFS92vUqIlS9KGi4TYBfCo0rY3cF5U7OPCYNm2alLfnb3TgcQJHkuTw9tuhQ0d1rYWlhKyuV5IOLE70gGs+HJ+mSJIkmbh7967l88eBAJ0x3G9KwxCJpCMVomWzZuGSNbdq0UKUMM1HXn5+XKrRSB1mAAqRO3t2sXr1ahGdaNu2rSisaaKzGkjXUY6tcuqYdLINAERlg/ceol6dOuLKlSvi4MGDUlEoImSTVAnNnzu37GRbaZqUGK6m9pfAMEQVTZPk+e7r/4YOLsOQcrKeEsSU/zUBMcRiQk6nF/f5ONnjJwGfo1WrVomG9eqJ4oUKibq1aokPP/wwRkk3bQdXzCEuOLgIktW/+uqrIm3aEEJgfhKaQaK9dbRFzFQCEO7/3+JARtct+yF/w342Hw/bRrHTRu+8806oiuIPgLgDiN3sf6k4BUjnl3ty6lYPLmEYIle2bD7HwCRRDnnPz/ggWeY4raAAFgvgCzVOy6bWb6fUsukEmyMnglmy5BC///57nL8HvkDhpSZNmogffvhB7Ny5U5QpU0YGJ91E7O5xMp2UlSpVkm0jJ6/8rlq1argCAIFsj9GjRwvDYF9RVT0XtQUwXAANVQA6p/w9IoIkgXZtgQQ+P88//7xIpoK8/CROmFD0fe45+UxFhx05Zu3SubPcd3bTFA00TQac+f+OHTpEi5BNoCF//iIC6BZOMslwkTFjNr89kx3atxcZTfMR5firnNuYpqhcvryITShbsqRoqWnyGpaq53Sguh636MnrKvmgq1reRn03Vwkaf6lEhDqaJgxdlyIe/ka8cHA1atRYAM3CedjflU4Sf4M3NKQR2+TjHGarZSctzvE5kSFDFtlYeYOyp8DEcK6vk8xY8gSdQVRJ0fW6KiIjlGPtXaHriUS7dh3CrL9o0aJwIoL8HFXLv/ByHrYW+fMXjpSnlveUAwRer7vR5z54Dp774d8cQPiyiTco4xySwfCJlyNwqXJyJRJATwFMEEB15QhLaOk04/PHQSSzisoZhnyBXSrT4SPl7KpRrdojctJu5M+VSzp6rG7aMEAkVdeeMX16mbVltS9PcB06gpg1lTxJEpEhTRqp5HPixAmf69NhJhUMPY7dVjnXvvY6p53sfFXj5L4v6VOnlhl+j2tAGKGaM2eOqFSunMifM6eULq5evbpIrevibx/Xf5aOS00Lkz1HhTce87CFze7znnltE52go7N2jRohku26LtrREagk3MuVLm0ZeYtu2A6umENccXB5tq0//vij/LRp00a2XVZtEB3J2b1+a0YFnAYNxNOA/Ww+HraNYq+NWEWQKV26MEEtRrmZRc+/c5mmzAZooTIvMqdPL99jq74qadIUPtSf66uA3o+qmiBkouvO1gkZI4X8X9dN0aZNWxncjC/3wBsMptLZU6pUKVGtWjWpQO4G1RSZ1e4GnWDMCmHWFwOHVmOu2GCPAQMGiKCgUgL4TwDLBcB5QiEB1FCO0XXyGYmI4zPQri1QQHs0atBABsUnUMkQkA6RKYBIbhiiWuXKYQKnT2pHZiJS8b5Vq1ayOic81fKYBOdvf/755yNJFU+CkiXLqfmc1fBmlEifPqtfnkkmAHCO9I7FwT9T7euRI0dEbEGG1KnFZJXtz+qe1j4ys/h5GRCJAFEREI3d89c0acL0aYXy5ZMKjDGBgHBwcdDNKAkzQvzh4GJno+tVwnnYXxVJkiQX/gadD/XqNRS6zjK/GQL4UwD3BbBCaBoHI3nCOUc6xSCzYbyRLl1mAYwLZ9u2olq1GmG2adq0uTCMQipzzHv9j+Sx2GG7QaeBpjHrxmlxjLPqAd7h9XtIJPHChQtRavhYWslrjoiDjOvs379fOsfodGGqKn/jICVFCmbwjbA49+7q3Fn2yPuQVWhacpnmumzZMsvnr127dtJLf8vHTrerl9kd7fNGySJFZLRWhFMexIaBKe4RjbDwnDq256AVop6ui+mAGAuIrKYpS4t8ecy571LFionMpik2KseSZlE6KVTny5LFgyrTajAHwpomunfrFiknJs81a4YMcnsrGzTSNFG3du3QbdavXx8iaWyxPhtfDhZYausP9OvbVyTRdVnKmdGjwU6sSi2bN20qYgK2gyvmENccXJ5gOTef3/0+3qU/mE7PEnOv35mC3qRxY/E0YD+bj4dto9htI/bHHDOwxPCrr74K7VM5Ge3Vs6coX6qUDJzNmjVL3Lp1K9x9vfLKKyrbZrqqXjiv+iyOPZm5n11maQHHBLBZAI3kco6Xv/jiC0m74C8bBfI9eBoINHvw+dI00kX8YTE8GylSpkwTobFpoF1boMA9nt3qw8BfqXE4KVviqh1v3LghRo4cKZMEZCWOrkuKke+///6J982sOMNIZzG/dQrTzCMaNWrkF1vSecPr+c1inhLsnmMtWCBiC4oWKCAzs5hcwGvbZ3Ftf6jl1QBRUv3NIADn5SzjPnTokN/LEgPKwUUPNb3KjIb4y8HFjJaQjv0nH/fkP2GauUXXrt1ETIAZR7169ZZ8UZ5ezWzZcgjTzG5RZshPSKaNL/6TLl26ymsAHD62uyl0PXGYshKmvoZwklmVGz4UpplejBs3LnQb3puQc91isQ0z0Bj9u+r1+06/l40RdISVKFFGZV6lkSWX/Julp+SoCDn3oz7O+xcB8F4861FeKVTD2EOWZfqKkvL5I28GHUi+DELvdhHTFN27d7ccfCY1DMmv5auRYCnQ1KlTI10nTWfTWq/9/ctJqabJ82UmlTeuXbsmqlcO4SNLpjKS/rG4LjrAuHyLx28fqN8OHDgQ4XOl/dKmSCGjAlYOrh6AzPhyl3CYhiFTYF+3WH+bOg9ODKIbf/31l0gYFCTLON0lI4dUOQmvIYWqOf/555+Fv2E7uGIOcdnBxQBC5QoVRBrDkFmn/yonMXn/yHWXiRF6j/frqsocmTlzpngasJ/Nx8O20eMRX2zEgOrzzw+TtBOGkVIYRj41DmopAGbHX/HqQjn2fE5mrnPy6U8bxZd7EFvtIcc7CVk218tHUPtnYRgppHMiNl5boIC8tpXCyaBupOuyEiMu2pHlvaR2YaULK1nWK0qEQqR5SZBAcpE9CciDHEKp01vR5fzfuRWS1QpJLfKktuT2zD5jEoUb5FKD4kj0dV9ZscLlntmggY5p06bJ5IHl6tw5D7R6bpnBlQUQ+VgJlCJFhMu0/YHIvDOPSrU8Ic6cOYP27dvj4sWL8Cfatm2L3LnzwzRbKPlQN65A0zpQTBUjR45ATCBJkiRYvHgRLl26iE8++USqHP7888/48MMlcDguAdjncztNW4qiRUtKtRZvUF7e6aQGTz+lEuEGVXE6wOV6iBIlSoT++s8//ygFQSv1kyApG035aDcqVKiAkiXLwjCoqPKn1/q/ApgKoI0PzYQNSJMmA3LkyBHm+J9//jlWrVqFU6dO4UlB+eoaNerg558persDDsef8gPsxMmTdzF48PNqTV9ypHMBpFR6Ip7LKS27ELqeAe++++4jW9Hh+8+9e1LJzxeoSJjb4QhjQ0/069cPiZInR2PDwEmP33+m7odhIFnKlOjTh1qGEQPPZ+7s2fIO8OMJXtUCIXDv/n2pmuQNPlMDhgxBiqRJcZdNVDiSqe7f+fS40Y1qi6aJxYsXIzLInScPdlsomFAwfa9pokjx4li7dq1UcRzgdEoNzzeoEuW1/nUAI0wTZUqUQKVKlRDdoJztf8HBOKw0WOcD4FH4Vr3k8dZOnuxLq8aGjcADlcE2b9uGag0bojv103QdKXRdyjrzfdoGIItal/pgHXQdyVOkkIq+NmzYCGxQXXHWrJk4e/YsXn55BFq1cqtVbQFAVeTMPkYtr8LhcMqxmY34izRp0mD+fI6Nl0DXawL4GMAuAONgGJWRP38OvPQSRz42oopL58+jjJMjXd8o43Lh4gXO6+Iexo4Zg7/On8d3TifeAkCN52EAjjqdqO5woFunTggOpkZs1EDV9Q8//AC6/iFMMw+AkQDGwDQLAHgLM2fORLFixaK8f6qrjh49GmnTZkT69OmRLFlytGzZGkeOHJHzj1TJk+Mji22p6WjoOurVq4fYgn79+iFLtmwYo+ZrByzWO6w8EFfo3+HcaOJE6fOIFYhu7xp5hZilQu+nPzO43Bk+5HEKyfCh4l5FWXLH0sSNGzeKpw2m7THbyDRJ3ng8TDYVMEWet1W5HEFCy5B0dGYudVX8CkkUr0IxScju9mIya47XDYy3cMLekllfb7zxRphjMDuFfF+GwWOMFHSbhBDBJ1ZqK96EpnskcT2JOt0ZAyS7T5QoaZjstWeeqfVEGV7MKAjhjjjn41qYlm8KwyBp/TQfy0sKoI+VM1oAg0WePAUfOSZtSTWMnhYbPmQGhGnKVFkrsAY7a8YQ0ufipimKKeLHbJkyiaNHj0bKBszKk89IOJ51Rot8ZZRt2rRJRnlZFrlL3ZOlFvuYoUoU//D6nduydCKioP347ssUVh/HYXkll5EDjSWUJMZkVhzLQUurcyAx/izFFUR1EvKXRETBMiqgjSTRfziqcx147zJmFP6GncEVc4jLGVye4HtDjrwZM2aI4cNJJgyRgRmoipOP0btUyZNLHrynhadto9gA20aPR3y1EceYuXO7s7j2WY55goLyy+wcO4Mr5hCo9tiyZYvk73WP1ZMlSynHtJHhGw3Ua3vaoEARqUSsXsR2mibKlCgR5+xIYQJmaU21uO4fPErbnhTHjh2TFVPZsuUWWbPmEp07d5F+hvBsyXaSJdp9+/aVPKVsCz359JjdSl8CsxhDaG/IRzdLUv4EBSWUpd3kfCaH8Ace8wXOXzaRW1nXRbcuXR577nzHzp4961PkLKocbBR8Y/k7ryG8zN+vv/5abN68Ocx1k2aIczxd8XD95UPxtx79K4o/+bXXXovRcsSALFF0w98OLreDZcOGDZJ0mxN9lj1FRAUkpiDV5pQTTtfZqbQTpplJ/v/ll18ON52YL1aIzDNfOKoDcvtXVRp6iOQvH1g3SDJoGGmUA8i7jXlBku77Kock4SgnQKlShZChZs6cXfTp00cSmrKsMcTx9bbQtOaSw6p27XqhRIk9evRUPF50rP0mgNsCWClT59OnzywuX74cJbuVK8frbW05YNO0diJNmnRSTfL/hPruD9U2+obj4Boqcucu4PP5IxEnJ36+UlGpREj7HD9+PNxzp23o6KUMNz9sfCLzTLtBJzGPtzAcB1dJVTJJXi9yqtGxy2OVLl5cyra6G+JGKsXUU9mQn+8UL48v7rCKhiFat2oV4fOl/cgr0r5tW9kYdlFpyitJZK3KJOkM/e03PicQn3oc645ygBVS/FdB0kn6TLQrPXnL/rIE8XGqc+y4/Q3bwRVziC8OLm9wYDN48GBRsWxZUb1KFTlY4TtA3p+3335bVKlQQRQvWFC0bd1aDuhiYiATaDYKRNg2ejzis41YFhPirPjQohu7LwwjuZgyZYrt4IpBBLo9SGPByXZUiMAD/dqeFlgix3fxex8v4i8+6ADiih3JseUtbOX9yRQUJFWf/QUrW9KZ1LghlUIh8pqmqK9pMtDH/3Pey3EOHV8hSR6nvE77gdC0hlKpmmV53boy0QQit2mKVoqyhv+vX7duuE4rzot4Dkw6gJpTcN4WFR5r4qeffhLlS5cOk1RCupXnhw59hENv1apVIl+uXGHWrVS+fBixNYqrJU+cWOQk3zEgvlTCaiUVfUu5cuVkCWogINY7uDix599x5cMXY+nSpaJ58xaiVq06cpJBL3R42xw8eFA9jCQL9d1mGEZqOUlxb0NnWsaMWYVpkqD+LbXtduUognjzzTcfe650GLr//uWXX8SQIUMk4T0ztIoVKy05odz3h/cq5Bzf93F+VyUhILePis3y5CFZPrMOrNrLF0T27HlE6dLlZKYXHV7AG5JvIoQ3LK1Si/HeLljKZPfs2euRY9IxRC9/iSJFRGrDkDxMRwHxheKO4rUy0uW5DW1O8vvOnTtLZxZJ39nARNez80zVqqK6YfhUt3BHRZImolpkSEPEb2Zl8HuDF9dOAcUpxewNKrw0UduQl+e6175JOM990HEW0XOl/dzv71tvvSXyZCf/XMh+ShYtKjt/Pl8UOoA6htUNzhEUJPni/P1u5syZU2aPWZ3HEJXB5e/zcNuO3/7aN/+2EX8dXL7ANj575sxy4E0VHQpEuLNOe/fqFSGV17huo6cN20aBaaPz58/LjOWhQ4eK119/PcrBvOhA4cJFBVDai5vG/ZkrJ1anT5+2HVwxiLhsj7h8bU8COguZoZXegwPzPxXkzWaaokCePGE4cyNiR7YzdMSwuiRJokRyLP3uu++GUWN82mC2uEy4sBhH0w4Uc5o+fbrfzsHKlp2ffVZyIzOg7p5H/eeRsMA5dKJErIyaZDENOCHXozo9nWEkVWdCDZWnu3XrJoOB4Y2TyN9F51Nxw5BCX6yomcaEA9OUqrl0MkcGrFxLmyqV3N8mVVl0TfEGcxzXpXPn0HU/+ihEXK65IpG/rJIOyum6SJwwYRjVTY4F27drJ3mR3fM2Ksnz/GNr26PxH3+VP7JmdunSpahYsWKE1nc6nTh27BgCETTTlStX8ODBA2TJkgWJEyf26/F++eUXdOrUCcBuALV9rHEfmpYGI0cOQceOHUN//fPPPzF79hzs3LkLTmdIvXPWrDnRt28vNGnSJFrPccaMGVi9eh+czosWDE9jkTjxPOzfvweaRi6IiOP554fj0KF/4XKxAvhR6HpllC+vY8aMN7FhwwasX/85rl27hpQpU6FKlfJYt+5TQLLQkF0pSG3lADAUmrYAy5cvk8+nL9y5cwdzZs/G1s2b8UDVjGdKlw6du3eXtnZfy5o1azBj+nQkYG09gGuahjNOJ0oWK4YZs2YhVapUeFLs378fI0aMwFgArygWMeIsgCY8nhDIBuCCWsZq6vvqm8xq09zXBKAygPMA0gF4SJ4uxcezAwDf0C8A8GrXsHZe15G1UCG8v2SJ5PWJCsgJR74ywzCkLdx2u3//PhrWq4fR//2HiT62Ow2gEIApU6agYcOG8Ce2bt2KCRMmYD+A6l7LyPiWX9fRoksXDB06FLEdpUqVkvcivsPdz/jbHjF1nKiC72fxwoXhOnsW251OuBkVOSAg10QvALNmz/brsx/oNgoE2DYKLBvxvRk1ahRmzZyJJLqOnLqO35xO/Ec2oxdfxKRJkyI93nlSHDhwALVq1YbT2VAxWhYhMyqAxdC0MejZsxsWLlzgVxvZz2n8sUdcvrYnxY0bN9CzWzds2rpVMuBpit+2Ts2aWPrxx3L+GFE7fv/996hbqxb0e/fQzelEdgBfaho2AKhWtSq27tjh97loROfHRQsWRIEzZ/CpEPKaPUEm3z5qXps/f36/nIMvW54/fx558uTBXCEwwMc2fQF8liYNrkte5UOKhfdRBAVlx7hxvfDqq69G+pzy5MiBAteuYZPLFTp/I/7g0QwDJRs3xobPP4/wPvv27YtNH3yAnxwOpPFaRtbp3uQ9O3pUzm+zZc6MRn//jWXqOXTjXwBVDQMpKlfGvgNh2bfo5yCPeOHChVGzZs1omcc+tbbHn562uJLBxRKzggWL/j8VMGFiWcpGpQV/HZNZQKwxBjpaeJUXyKgcva6+skBYekJuFWaKeWZlReenffv2Qtdrh5NlFaJ0+c8//0R63265e2Ctj/1usMwu4rU3adRIlshp0ISBDAIYIoDnBcDSUE289957EcqiYZkobcjfGC3xfiZkOScgcgKiKiDeVxGMdIYh65p92Z3PNiMBLE9l1JccaI+zBXnTeKz0pinL6erIawupi04HiLSAVMJ4oGrDt6tsLXJaXVFGe0v9/ycfN2qt+7nWNJFApdA2bdQo0s93ZLKQGAGh0pt3yeR/Sh0yferUMvPR3+827ytLtlLruuQ6e6CiPLvJoWYYIkOaNDKN2N/nYWdwxRxoBzuD6//S119aNODkw8uTI4dfs7gC3UaBANtGgWUjqiVrSvn3joeK1iuqH2X28tPA559/LktpQjhp0wldTyBVx/r27Rfar9gZXDGHuGyPuHxt0QVmTC5YsEDON1hSFlk78jf2v+UNQ/LUeldYJDEMMWrUKBEoWL48ZL73AiBuq/N0AGIVq0wMQ3Ro1y5MxhfHH/QPRNf4wpctSdtiapq4azHGoWr6/0v3PreYxz6QJd6cr0UWpBDivg9bHP89UhdpmmX2Lzmd+/fvL2rXqCFatWwpqW+YxTfRYn/BnJOaphgxYoScZ/LYpy3WXaGu282VzfvAKi9mlbltwiyvPr17SxqL2Nj2BKSDKyp8Rf4CByshN5t8WJ4vQwJJ7ulPvq+FCxeqY00UwF31XDoEsEYYRlLRsWOnp9rpDBs2TJhmFou0eH7GSALLqHC58GVr06adIpofoAhUvxDAIPlby5atfTaMK1eulDbboiRd+0oS8SCRC0Gitrp3JBf3hYjaj87DZIkSSWK+loAYpziuOOitrBp0Huerr74Ks93OnTtDGw+S1bPR599s+B9HOnjy5ElZHsmGrknjxrLRcz+LX/kwPlNWkyiieP6/KCA6WTR0dOgUMQxRpnRpSUodVVL3yDx/JEQsnD9/qKQwyynf4XkahkhgmmG45fwNEj82a9w4pDZe10UydV+KFy4chpDRn/Dnu2sPRsPCdnCFYPTo0SJ7UJDP8md+mP7O94AlEvHVRoEA20aBYyMG65InSSJGWbwz/Smjnjy5LK/v3bu3GD9+vN9EUnyBY+c1a9ZIvi325eRXdcN2cMUs4rI94vK1BYod3SJIVrxWdCSlTpEiShxq/gJLEA1dl3ObiqYpsiq6g2ZNmsg5Drm6qlSpHmYunTNnXpkw4J4XUHht/vz5Yv/+/ZGaO/qyJfnOEuu65RjnpDqHHDlyC01rKgCXj9VCeNU4B4ssyG1KAnqrLBAG+Lnvffv2hdmO1/3CCy+ECJSpxIYquh5qM5a8Wu3zGcOQlDkzZsyQcxmr9U6rfe3du1cec+CAAXIO21cFPUmBM1WJfZHTmaJngQDbwRVN4OAgRMUQig/qV+VoYsNTRgCGzETxF/iQy2ihpgnDSCkMo5owzRBeoyZNmskMl6fZ6VAVMMQ2i3y8P9ckBxf5KaIKZkBNnjw5NCrJD/8mUaE3kZ6niglfcCtHTlnDEC2aNfO5bUTtV692bZk5dcJr/98AIoXi66IXnYTqbnC/rMOu70Fgz7r0xSq6wQ4gMmBUSJIFhtPQcbCdEBDzqJRDDrZw1mW2BomnnwSRff6YIUc1E3bSISIMumjetGmk2ozoBDuw2bNnS6c2udhiUi3EdnDFHGwHVwgY/c0ZFGTZJjBIwPeSohBWoGgJ2+i6tWuLOrVqybb5ypUrccZGgQDbRoFjI6qAyXfCx/viVP1oSF+WSphmBSX6A9G//4Cnfv9sB1fMIi7bIyLXxvkTBZkCKfsjNtmRVR6cR1j1zwdUW2OVHfa0QGEochP26tVLZhK5eZ5YTZQkSXJhGCUEsEoAF1TSQit5HfXq1VPCaryuEGdOgQJFIjwf8GVLOm+kA8nChuThCjJNmWkXclwKut3ySCZZKwwjmWjVqk2UbPH+++/LRIibFsffq+4hM7V8ze9mqKws9/rfqsqdsRb7YwVKOjX3XLp0qXRYXbJYd6M6NoP4bj7tuT7Wo6Mroa5HKYPNH7AdXNEETr5DHFxTfTwf/wggtwgKSuR3Il5OMNjYdenSRTqMaFNfk++n0aF2795DZVm9pFQU/1YqivmliqJnBNGXg4PZUI+zH5+HH3/8UXaWj3s2cmfLZvnyu0nDixUs6HPbiNiPJaFsCD602P90VQpYwDTDOPdatWghChmGbIC8t3FnfHkS/j0OzHDSw8nKEsqhlUDXZSPnzjazimSUMwzRtk3UGvHI2M/KkcnnILqkc2MjbAdXzMF2cP2/pCm8CHFPRjazZLE8fwpqJE2cWEZI2ba0UkSyTGu3ypKNbTYKBNg2ChwbuUl7ffXjk2Q/zvEis/7vq5//FcAcqT794osvyj6OYisTJkyQ0f2oqmhFBbaDK2YRl+0R3rWxUqFSpaqhQWnTDBLPPtvJr5nA0QWKRjFzJnumTDJTk5krzCbyF6F7eHakeBXFrhwW/TOpSGQJ2unTIjagbt0GwjBI9XPH61KYNVVQJoyEEL1fV7/tFYZRUSROnEzO/6JiS86TixQoIBMbvMs8fwVEBmY7dQqphGJ7bBim0PUkwjQrCtPMKu3boEHjKGcvUamUDrTXLe4hBb/y5swZZg7Mv6l62EHTfG7TjFlVgPjdxzIqIPKct2/fLql6OO8b5mM9PlM1dV0KItBGpFzKbpqWz1o3QOTPlUsEAgLGwRVZBJqDq7SU4UysnFm+7vssOaBhoxhfO1Q6J1jqQpVFz7TT6tVril9//dXnNqwN9pQ4zZk1q6z9tcrKCg9sDLZs2SLVH6pWrCizgaqrF9jXTWuuaaJa5cpRtp9bkvuexf7Pe9iA3nuCvFtM251lsY1DKWrQoRpRMHOCjVduFTn2td96gEiZNOx9yesjvXW3WsYJ75MgLg/o/A3bwRVziE0OLjp+qfJTo0ZtUa1aDTF27NhwM6oie34cSJUwDFnS7NkmrFbcEFaqRzwHOrKaalqY6CQHkS00Tcpgu7kdHncO9rMZPmwbBY6NKK3OvnKr1/tCjpdkcoJmpfw8ViRIkFikTJZMBpyyBgVJxzDfsQH9+0dp7BNZ2A6umEVctofVtZEXl85cXa8igBUC+EoAM6RyOQPe0dV3+asihep0dCoNUcHqlpom39Ga1avLcXxMPiOHDx+Wbc1nKovHM5PHHxyZdHQcOHBA8lZxnkPnTPRWQ0GV+3m3jSEKjFR7fXTZHWEYeUW7du2jbEuWRXJeyGy4CSo5YRAgkhuGKJQvnxxjucHsc463mH1G5UqrZJLIYMjgwZIHjBQs99WF/QmI4WrexYCHJzhuCk+RkhlZQZw3a5r4ABBXFbfy84omp2uXLpI7OLdhyKAjlDr2OZXg8B05ltVzzSAlQUXIluEkS7xLRzUrowIAtoMrmlCyZEkB5Le65wLYFeXa3LjWoVL6lh7wOnXqiEKFissIDhuK69evh1mP3BC0GUv1PgakdCszBdgAsDyNDrOIgrXnTRV3UknDkF7msookvYoHAaz78wsgyefnzp0bZfuxMYKPfbs/Z1WDwswGd0YSbQB1rVYPUwXTlJwdEQVLgZgpZpVNto7XSoeWroslqt56Jxs2tc08RYzLlNQUihT/SZ+buDyg8zdsB1fMIbY4uDZu3CgFTTQtSAA1BdBBlqozIu7mrHhSMDKaMW1aOdnuqlLfKykOuo4dOlieO4Ma5GbwRd7KQVxaw5DlCY+D/Ww+HraNHg+OG1jWwUg0+UfYP/oj8MjJTqlixWRGgOcYgJORkEnaKYsuntntkME3d3njP6pEhmMf8p/4G7aDK2YRl+3h69o4Hk+VKq3QtDaqvMvz+b8q6VXat+8gAhHurJkyhiH+8lEKyP6RfV5MPyNFCxcWiTwC1JWUoBSD5bKkzGIuE1nQCUTOWag5Er+ZeUTn+5PMx9lekl+qQ4cO6hrGepQAuj8TBJBaZbv6ajtDMqseV+ERni3Pnj0reYuZlSfFwdKnl/yI5N/1Nxi8eK5PH3lccg4XDgqSJX8JgoIkT5Y3yNkoubHCmS+SwzlvborQ/f/ZSJMihaSLaNe2rchhGOK6cmixzDGlu3RefWfLlEl89tlnocfs1KmTnENbVfiMAOQ48UnALDg6Tpm9TG40K2L9x8F2cEUT+vXrp8jlWXbn677PlNEKOnfie4fKSH9IOjJJ53sJoK3Q9UQiZco0oWWqrBXnOhMt+F7ofV60aFGkPOMkBf/cq/RuFx1MKoPJqT7cfy7TlJ0YiWKjar9z585JTjQqJvp6KKaqRoRqF56Db0YQRlpsc0uV9tAhGFHkzZFD9AZEd3U8RiS+VvXSrygPfw7gkc6adurt0dAxs6xTx46WNokM4vKAzt+wHVzx08HFgSU7fYpjsGTb3V6EiEiEOJr+/6kkAHIldJPqaIw4RwfogGfgoUThwrLEu2G9elLFNrzIcKmiRUWvcAZg/ShckT9/6PrsI+mAoFAGB5buc7efzcfDtlH4oNAPMyz4juQxTVHdMCS5Lvs2XxMIX2DknqVVBw8efOz4k/eCE6V8hiEnmjsYNQ99R/+yeCXuyeVLfSzkBITnGh6dQ3TAdnDFLOKyPXxdm1tZHDht8Q7Mko4KqnMHqqIwx9BWhO5p/EDoHt4zQv5ld7CeAekFQKhQFj/sS6ODJ5a0K6mSJ5fOvZ1qvsR5wxuK4uTZjh2jtF/e56qVOGaByGGaorgMumtCl1VRqzzMy7FOqXASSUKUCB/nEInI+0Z7PS3/Aiua6IDifaODx9d7wDEXHVwUKvFVWihUBhbtsWHDBum4Y+UN+y5mGHIMyUyrmV7b3AXEGjU/5TybAna+BA12+zjeDRWwZEZbVMExboqkSWXWGLOXOW9nnzd0yJBIJbUQtoMrmsAIYAjZHeuCve/7bQFkF/Xq1RfxvUNlmuP/vfMPPWx0XaYqp06dTjpQyEmVwTTFfxYvbmNdF+VKlYrQMUlcyRKZSRb7mq1e5JS6LjMN3B7uBg0aiMWLFz9C0B8Z+7Vu2VK+8N7Sr3sY6QFE61atHtmG2Qz03v/iw+FExxcbJZIzRhQcYE9X5Y2TAZHeo+NLrK79nXBSXJndxTTc6BxUx+UBnb9hO7jil4OLxJ5ly1YM48BKkCCReP75YaJr124CIK/hywK4rCKbGwRQRADppNiJaeYQPXr0EE8L5DGkU91qVMrBWYHcuUMnPsmSJJGRYUYv0ytlJWbssh23n83wYb+/4aNxgwayj9/kEej6R01KpeLUypWW27LPbdOqlRxsu99DRqopNOKePPKbQboVK1ZIbhOOTxmsY6TcvR3775DtPSdunh++vxBHfSzkuXLAP2vWLL/ayXZwxSzisj18XRuzJoOCMoXjqDgi3wFuF2iYOHGiyGialhksB1XbQB7gmHhG3KXQk32cyxx1LqR1iQ707NFD8i/d9nGsj9SxGIiLDNhmVqlQQc73tnm0y1eYGQ5NaHJevV8dhhzXScOhApokM9kf51yMze8bHVsUuGLJaeh4EBBfeBmD96iiYcgMLN4T7wy0H374IVxHrQCkcjaDjG6Q4J7vbs5s2eR8+UMlgOZSc1pmdqVLnTrKfJHr16+X58RkjAvqHP5WHNEcEw4fNixS+7MdXNFONM8HbpAAflbplZ8KoKhInDh5wJQnxsQLzpeJDby3UySEPLC8hcTqRZnlxrpuKm21DefFY7p+kkSJIly+A1VX7GtfjEBwedmyZWXGla6zAW0mdP0ZyZuWNWvOR+S7I2o/esnLKQ6xurou6/WrqQFu7Ro1fDrPKH9bMG9ekc4wxBRF7LxZcYJJtYzHRJp//vlnqYrBwTprxgvnzy+6eFzvA6XiSHnX/eravwnH1tmCgsRLL70kohOxuYN52ojvDi4OiJgFWrFiRVG+fHnxxhtvhJtBxEgYRUw8P5SXjg0OLvKQ0OkfQrj6mQAeCOCKHMiFCHbw/V3o47W9IQBOIJhZPEZkyJBVxATYH7PdadWypcyUoXJws6ZNZVTWF9chI8C5TVN069pVRhYZtSNfyGW1nFwiKxQHBkvMA/3ZfNqIDe/v04JbydmXbDoH6I01TZQoUsRnpgMzFzmhoJQ9S/XPqH6ZMuncJ8d+lKp3l+54OsBIPO3OTGRWNwN4Vas+IwyDZMl/ep3KTQEUEoVhLdmeOShIZmz4E7aDK2YRl+3h69rooNX1hOE4KkKcvFbcvE8THE+ER+jOzCaeO8fhMfGM9OjeXeTQNJ/nw3atKKtUEiV64meL5XPky5xicd3Bih84InQDnti9e7e0104f++Q1FYMudDSU80PgOSXOMdHHKfwhTDOz6NWrd5x939g3sYSRSQld1LyQCodZVaJCczU3ZplgWpY2egRjWEbKDDu3gENIUk7I+EpYBFNYbsv5Juek9WrXluvz2SdHmbuyJ6GmySxo/l20YMEoO3Z5bew/G2qaT+fxVHUNkeF7sx1c0QjeIE62kiVLFWaQw+g7vaWBBH+94JyQdez4rOR+cV9/lSrVZSNG+zDtmOWaVv4UTash2rZtK1o0by6e0XXLQd4YZiKlTh2hc2J6JlREwNe+SAL///s1UAB3PRb/IgyjiMiWLVcYdZTI2I/RBPJx1alZU2YzsKxn1apV4aZbckDdu1cv2aG4z40KH57ljN5gw0WnmeezxwahQoUKIkjTxAkf175ArfexhW1u+yliHFs7mEBAfHdwMauyRo0aklj10KFDolq1auGWKzN7idLOfKfcn4iSwD5tBxdL300zk3JYeb+ei9V7/q1FM8msLjrrJ4g0aTIKf4MDD3IOyTZf10VHkpuqDCyoLBnPgQv/ftHtYP/mG+kQI6eXLyGMFWq95cuXB/Sz+bQRG97fpwVGnjk49yZgdn8+Vc+YLwU3OrCY+XXex3bT3QN90xTVdF2WIf6jKAB6qmUsM/EEA2Zp0qSXE7KQrH8GQqcKw8gmy43HWJzjGY/3wJ+wHVwxi7hsD1/Xxsk1g9kklX/0MXcJTasrSpQoEy1lddENKphLoSWLd5T8vrmyZYv2e2n1jBTNn1/0DydAPVbRkLhJwqMKZlBDKblbHYvB+65du0Zqv4MGDRJ5w8mIm+tZcZI4mahVq5b6f28BkFyfjpoPJMF8unSZIpQ9FFvftz179shrX+xlI1Y68RkwOV8LCpIVSFyvjKbJsdMhVd6ejc6p9OlloIXvVtFChURFC6G1t1Q5PPvDiuXKyWx68jW7+09mGJelE800xahRo8TevXuf6H2lQzg8wvybioPSHTCKCGwHlx/AyRPV+ujECDTHlj9fcL40bGBIEBnScVEV5ROh65UlD8y6deuELj3K74Tj4KojmjdvHiqxfcLCIUUPMrlnIgLWY/NFnWtx0GVuUj2d0Venj1VOhDiBPJxLMdVAkjOEkWfK+4bXeHDSToVJcoetUHXUf6jUTnrhWdOcTtdlyvJFRST/kqqbp4pGBV0XD33Y5rUolERGBLG1gwkExHcHF51bbEs8Hdgc9FihevXqUvEnKniaDi7+nThxUuWo8tV0BQsggwBGWCxfGcKdZxQVzZq1EP4GHVSZvMqxHUpVxz1ALWqa4lVVTlFcOb+YjccIoZUIhlCDKg6wWCodyM/m00ZseH+fFqgqmjMoyHJy5s5m9s60Z3ZompQpLXkxWaKREBClNU1mR3svZ9Z2ssSJH+FfZTCwd+8+sqTGXXbco0dP0bhRI5nx6K1WSsdve02T5+IPlTZP2A6umEVctod18Ka/EkWZ5RFUviB5I/k+eBJbBxqqV64s5yBHvPo6tzOGJWQxZUfyV3Z4DMdlgmg4Jx6Xyq5jw2kH0xhGmJK2iIAByEqmaXn+azyU5pn9ynkQr4VKm+5xBStvGjRoFCE15tj8vlHMp0g4zsBnDEPUeuYZqfDZ2kdWH/sUksq3ad1a9H2O2XAhmV8tmHHowfP8uioJHDxokOTtguofvY9H8ZTMhiH69u37xNf21Vf0F0D8GM6znMY0xbRp0yK8T9vBFU/hjxe8des2wjRzCuCa13PpEJrWSqROnV4qJhpGLYvn9w/JJ5MoURLx7rvvivy5c0siWJbSuTwimCz1Y3mid9lgeGjXpo1IbxiPOMyoZJjNNCXPVHiZZSyrpOKSP+33JGAJIct4Lvo4+Q2qE6hZs6YH/0fIoJuR6V27dsnfWaLh5v24rgj+WTIU2ZTjiCDQ7BebEJ8dXMwSYomhp+oZy6D5m6eEs6caC5dFlT/uaTq4OJgLeVcpoW7V51eTiom+l70ogEQh6f87d/r1/N0y5WxrrKLajBy2atFCRhdJjNqyeXMZkSQYJeT228MZ3BQJChIdO3YM2GczEBDo7+/ThJvY+qTF88VsQgaCvGkD2IZwu08stqPSYXilHpdUP0ryXF9gZjjbLneGOB1fmdKlk1w3MxV9wGqqKuq63I+bJ4wTPUbNyQE2Z84cSQDt6ZSjQy2ypLxu2A6umEVctofVtUnFuOf6KlqQJCIoKKfM6kqSJLmseAhkXL16VZQsStoAiKokV1fCVPz/oIED/ZJ5ZmVHBvrpYP/TR9vDTNLUqn1asmTJE58DSc/TmqZs07yPxWB6VMpKGeCiUuCNcBx0WTJkeISGgs8Py8KZTMI2Mz68b6WLFQs3W49JC+lTppT34XQ4nNPsR9yZYMxczqDuXVqVBUan1+DBg2X/wXkvubXcDq1PlQDKN2pePh6QwgPR8U7xvN6zOO+f1TmuWbPGL/fZhA0bFrh+/To2bNgAl2sWgIxeSw0I8Rpu3SqMypW74OuvZwJ4B8BgAJpa518AvQEkxIMHLTF48GBMnToVK5YtQ9VTp5A3KAhJAfwYHIy0KVNi07p1KFiwYITPb95776HWiRModfo02gqBEgBOAlit68iWLRuc588DSGa5vRDJ8fDhQwQqPlq8GF2cTmT3saw5gMKmiRw5cuDipUv4/vvvYZomqlSpguTJk8t1Nnz2Gfr26oXS168jqa7jvsuFBEFBGDVihLwPNmwEAv7880/5nSFDhtDf0qVLJ7+vXbsW5nfi7Nmz0DQN7733Hvbv349UqVKhZ8+eaNWqVaSO63Q6o+X8H7d/z+MkSpQIyZKlxN27PwDo6GMrtkcnZJv5KK4BeA/AA0yYMAG1atXy6zVs3boVqQwDTS2O0Q3A0j//xKQpU1C4cOEwy3he6dOnR8pkybDv7l3U97H9FQCnHQ40z5XL7/ciNsPXc2QjBC1atECGNGkw7PZtbHC5kMhj2Y8A5hoGuvXsiYQJE4axX4IECZAkUSL8+uCBz/1eVt/FLI6bDUBqw8Dvv//u876wL06bNq38m8uzZ8+Og19/jRfHjcOo9evhUNtULFMGG199FQ0aNMDRo0fRsWNX/PLLCRhGMggRDJdrKBo0aIz8+fNg2bJP8PffNxEUlBAdOrTH2LFjUKhQoYB5juzn00ZQUBAWLlyA8eNfxJo1a3Dr1i3kzZsX7du3R7Jk1mPxQECmTJnw7fffY/369Vi5YgWu3rqFugULok+fPqhYsWKMnsvLL7+MxQsWoIkQWAkgt0e71APAfbZhpolmzZo98bHGjh2LT9esQZXr1zHe4UBDADcAvA9gAYAXXngB+fLli9Q+e/TogZdefBGjXS65H91j2WGOG3QdYwcNgq7rjzw/1atXR3xCilSp8LtG9xN9Pb7HSYZpIoNpooDD4XOdarSxEGgJoJf6rTGAzwGcAXAPwBRA2pZ9099//41sTicmA3gLwD8e+yoFoBGAv+/eZQKUHGs/yTvVrGlTvLllC9o6nQjpEUPA3mK8piFD6tRo3pwz2uiH7eCyYYnz58/D5eJjaNXgFIJppkeaNGkwfPgIzJw5VDWLLfh6ALJpvsvHGMBx6SSbOHESli79AClSpMCOHTsQHByM4RUqoEOHDkicOHGkzo+T4K++/Rbvv/8+Pli4ENuuXEGmjBkxsXdv9O/fH9Wr18KJE5sgRB8fW7MJ/xLly/MVDzzQLteuX0cRi+Vscoo4HLh25QoyZ86MJk2aPLIOfzt/+TK2bduGM2fOIGXKlHJC4B5427ARU3jw4AH++OMPn8vu378fOul0w/23Lwf0uXPnZKebJ08edOnSBYcPH5YOHw6g69WrF+Fz+vFHToH9D+/jNGnSEGvXLoLTyfYys9faCwHcArAbwEgAzwFyWLAdwEsICvoXL788GY0aNcKxY8f8et6XL19GkNfg1BPu1vrEiRP477//fK7TqGlTzF+zBt2dTniGLlwcWNONlyABGjZsGGP3IjbDtpFvvDxpEkYOH47imoZ+Tqd0Pu1ngEjXkT1XLrRt29bnu1KvQQMs3LQJzzudSOm17Ij6/snCyfU731KHQ/bTkXkPR48Zg379+8u2kIEo9t1uZ/Kzz3bF/fs5AeyF01kDAN+pBdi+fTS2b0+g2oKKCA4+ixUrFmDt2vV47725KFbMyg3nG/ZzZMPfyJkzp3SMxDZw3NGxY0f5eZpguzBm/HhMmzIFeQFUlikFwFcq9BUMYPjQoaGBwCcBnRB0vg8eOBADN2+GSzlaGDiYPm4cRo7kOARwuVy4ePGidHowsG4YPCPf4Hm9t3AhevXqhRO6jj4MeKlRzIe6jlLlysXK58MfaNexI57/8kucA5DHaxlDv6t0HdXLl8feHTukIyqFj338DICurw4evyUA0Nbj/+uDgmRAmM7m/PnzY4GmYbMQGAFgEIAsAPYBmADgbQDZM2d+IueWG9NnzEDVgwdR7p9/MMLpRCUAvwGYo+s4JATWLloUZuwfrRABBLtE8ckQ3SmaLBcMKadhva6vDMPbQtcTiHfeeUem77799ttKDYMcMnmU8mQdtY8SAuguAKotQuTNWyBS5YhRAeu7Q85ntdd5PxSa1kHyZJDnKtBSXHlOZUqUkGmlz1mkdpK7I79pip49e4pAwZPYj/wj5CWjWgfTlOMb4nqJ4tdff/2I6qH7w/eU356CDxRx4G8//fTTI/tiW0NyVE9MmjQpwu+CZz/Dv/314f59HYelmBkzZhWmyTbyQ1XG/bPi3dJE3779pGy5t7BJrVp1ZcmSP8/Z8+NWqrWSnB7NUonkyWW5l9U+2JZRSINk3uMASdZN6fHKui7LWFi2EhP3IjZ/rJ4j+/P/DwUN6tWtG1quz3JA8sZQ+dlqG44/WIZR1jDELlWacUsR9yZSPJZcFh4HV3j7j8xnyJAhwjDSCeAvr0M9K4CMAjjr9fs/wjAqiVy58sn+MhCeI/f++beNwOh3/YW4fG2BZMfXXntNtmlUt0uuaVLdju3bwAEDolyqHB5I+7B9+3ZZJuieh7OMkPxYVJx1j0WyZ84sXn/99ceeA2kUKMTl3o7t8oQJE8Tdu3dj1TPJEneWg1JBmuWja9eujbZ5CmkrKGCQzzTFFx7UPVT0LWUYsh86cuSI5Jx+y0dfxPWfUfYNTyygcFCQJP8nSGGjKRVD7/VYspibSpdFi4roAktc27ZpE4ZOp2qlSlGi2YjMfbYdXHEI4d14Tgo3bdokmjRpJnLmzC/VTNh4/vnnn5b74zZFipQQmlZfqqA8+i5Ml0TzbrJyt7Lh//m6RgoggVIT8tx+vwCSS2UhErB682NEF9gwd+zYSZHNNxDAbAG8Kkwzr1R+ZCMViJ02CQUzmqZ0biVRHGXexqcsOq/riy++EIGCqNiPjowxY8aI1EohBIrXh6SDT/s+xCT8+ewFynP9OA4uT04tOoGsOLh8gQpkjRs3Dih7hHcc8kvUrdsgjAMrefJUUhXOzUvBdnHr1q1i/fr1Ybh4Ygo8j3y5cslJ/l9e7Q85FJPounjhhRceu5+//vpLDB06VJLZuq+1RrVqYseOHQH/bAYCbBtF3EbsT9ykxRHB999/L2XQpTqxpslBPwfhfXr3llxYCYOCpIriTjXwPw6IXuoZZkAvupAqFZ1bo7y6+esCCAqHR/SgPA++R4HwHNnPafyxR1y+tkCzI+dodDCRN5dztshyUz0J2I4+16ePbBc7A2ITILaqNpCE5e3btn2ER8sXyB3IsZw/nxd/PZMUM0qfJo20QWnTlKI6MkkjZ85HxEuiirNnz4rihSmIBpHFNEWOILb7kOMvBv0JOjWpODhT9UXsBC4oLlSuS0EyktD76iyOq3VWr14t90XnZBJNk3xuvtancBkdahREi07wWWYiQ0RUMa1gO7jiKaxuPBugrl1DVEwMo6wAXhBAZ6HriaRCoq8sCTc+/ZTOKb4cPZR0K59/ErTOFJpmioEDQzzCBL3MIetukxFGgBOalywGZ+8JVg1rWiLRsGFjv0kH89qp3li2bEURFJRAJE2aQnTq1FnaKRA7bbcN1ysJ1fxs8ACxUKll0Nn1shqMk2Q/kCSXI2s/RkDq1a4to+WjlOwtVT1IuEhiwm5duwbU9fkT8dnBRVAsgQ5yz3aHv/nCrFmzRPfu3R8RZCCBZmxxcLlBhSBeN+W+/eXoD2+wweOHd1wORqjeQyWl51V2CwdRHNzSSRWZc6bzgYNzz6BKbHg2nzZsGz2ZjejwosBNtcqVRdECBUTzpk2lipR7YsY+hhkLXGfRokXiypUrodsygOR2gLk/6VOnlm1QdCJEiXq+1xhpvzrmCYsxlEsYRjIxY8aMCB3DdnDFLOKyPeLytcUkAt2OzPRhG9QbEI0AUREQHQGZ8bpWtYfeiQJxyZbnzp0TyZMkETV1XYqXuRvfY1SPNgyRLVOmR5R0owr2Q7T3uHHjZNCfGfSe18L50oD+/eXciMFFOsH4N0VUmAm/cOFCeT8WeGSBCTVvLGMYIkeWLKFZZ8OGDZMZXVbZXry/3FdEFSxjEraDK57C6sZzMEYlE2C513N8VRhGCZnmHt7DQqUgqqBwH1RFoToK/+7ff0CYNE13xpeuVxfAFjU4O2XxDoWoGAFD5LdbeetJwDK3EydOyHTIqDhGaIN9+/ZJb3pMTzbdYIQmpWGIYGWoK0ruVfMYYDNduVy5cgH3nkS2g+FzJe+9jwdkmbrW3bt3i/iA+O7gWrBggahWrZosZeSHf3sqBDELyJ3W/sMPP4giRYrIySgjQR9//LEoVqyYzMaIbQ6upwFO5mvWdJeOQyrc9u7dJ8zE3hPMpmOmVvZMmeRgr1SxYmLu3LlhSkrjmo0CCbaNom4jtg+MgtMh21zTZGkhMxL53DNAFJEyH44lWErRrFkzGSBzS9g3btxUyqBHB3LkyKOCiJ7dYIiKKXDAcgzFIOO8efMidAzbwRWziMv2iMvXFpMIdDs2Z5vnpkhQmVtF1P87K6qB+nXqiLhqy+HDh4u0huEz0+m8ymJjYCQmQXVqqlSyBH/x4sWSIsLdT9EBxntTzDTFMEAqgbrL7TluduPNN9+UTrLbFg6umSqTObqcd9EJ28EVT+HrxjNKGTJ46mIxSAoZRDGiGR4YBeXLxJeKEtZWKYZ0VJlmkNC0ELld4JzFcf9TyxcK0ywoevToEeXr5sSX6bvk03BP2grkySMnwBF1dDFzqmnT5soRCMnP1bNnrydKpYwKWKKUwTTDeODdjSmzuqZ7OLoOHTokAgmR7WCqVKggGujU/vBdV17ENMWzHTuK+ID47uDiudG5S8dtxYoVZQfu+e7WqlVLzJkzJ/T/7gln8eLFRcOGDSVvRGSOFV8dXMwWY3l2SCbvEgHsVmXbGUTWrDnF5cuXY/R8AtFGgQbbRlGzEduPimXLilymKX7x6l+YfcByD/a3jwP5/ooWLSmzpYBhinJhrgwO8l3yzDyNKtj2MaMe+NHjNIMFkF0AzL731U2+K8crER2j2A6umEVctkdcvraYRKDbMWWSJCIDII56jc0/pnNHcT/lzJJFOkI4dniac3d/2DJX1qwyKGKV6dRE0yTHWKDAnQXWtnVrUSRfPlGuVCnZt3hyTROkFWIJ4kQf10SnVy7DEO3btROBCNvBFU/h68Yz+h4+UbwQQUG5xciRI6PtPMhdUbhwMUXw/rbFcVep8/pJAM1Fo0YR48/xlbVVpWJFkdQwJOkxS9w2A6KtcgLRIReRjAY6tAyDNdBzBbBdAFOEaWYW6dNnlmmqMQVy7kjnlcXNGgOIlCQBNAzRuVMnEUiIbAeTMU0a8Wo4nUcfQFQoXVrEB8R3B1dMIr46uFgimDp1OqFpLdTk2fN1uyjbuy5dusboOQWajQIRto0eP6j3ZSNmV7Ev3WLRvwwCZGT7cePN559/XhhGCi/nk1usppXkznvSjG8GEIsVKyUMI7UApgrguAC+FEBVNU6aLIB76rgOAawUup5YdOnSLcLHsB1cMYu4bI+4fG0xiUC247Fjx2Tbs8ai/RzMRABApEjCip4Q8nuWy5FvMzxu59hkywypU4tJ4cxRejCLrXx5ERsxYcIEec8GAOInQPKsrgNEccOQ9zQ86qKnicjcZysFcBtxBBGT+QyRhY0u1KxZEydOHEeTJk2g65MB/OC1xnkAYwDUAlAIpnkc2bNT3DvymDdvHg5/+y32OJ14A0B1AI0BrAEwlZ+pU/HzzxRR9Q1K33bp0gPBweXhdFIcfCCA+gDGw+E4ilu3EmHo0GGIKdSvXx/5c+fGAAA3vZYdAvAugN6Uf3U68eUXXyA2I3Xq1LgQzvILuo5UadPG4BnZsBF3sWHDBty6dQNCvAnA9FqaHQ7HcKxcuQq3bt16Smdow0bE8ODBA7z99tsolC+flKtPkzIlJk+ejFOnToWus2/fPqQ0DDSw2EdHANdv3sTJkyfl/+/cuYP58+ejaZMmqFenDkaPHi3HDosXfwink+OCYl57CIIQM3Dnzt9YtWrVE11P8uTJsX//HnTv3hoJEnDMVAJAVaRPfw516tSBpr0Mw8gGw3gGpplbnn3Tpg2wcOF7T3RcGzZs2PCF3bt3I7GmoYXF8lwAHgLI8e+/mCcENgEYdO8els2di6oVK+L69esRPta1a9dw/vx5XLx4EZcuXYLT6UQgoFiJEthpGD6XOWgj00SxkiURG/Hqq6/irbfewppUqWTPxplWGwDJypbFwiVLUKhQIcR22A6uWIbbt2/j4MGD+Prrr+Ug73HIkiULcubMC2CVhzPrU+VcSgggEYKDLyBVqlTR7lhbtmwpihXjYKwcXTIApgHoAaCwevQ+ArAMDsd59OrVK0rHWThvHtoLgQo+lo0EkME0sWjRokeWcTC7bNky9O3bFxcvnoPL9TqAxF5rZYTDMRabN2/C5cuXERPQdR2r16/HSV0H7xpdazOV9ei8Kw1gsupYOLCPzejYtStWGQau+Vj2E4BdLhc6dur0FM7Mho24B07+g4KyAChgsUZNOBwPceFCeG5nGzaeLu7fv4/6depg7KhRKHPuHOYLgefv3cN3mzahYrly2L9/v1yPFQpaBAa/XO+nn36SzrLBgwYheOtWpNqzB4vffhvFihXD3bt/A6hrsZfcCArKjxMnTkRLwGfx4kW4du2KHOMdPnwYv/9+Abt27cKZM2cwduxAdOyYAwMHtsI333yDzz77FIkTe49ZbNiwYePJQSeTqetwzzI455inXO8Mj43l/JIzOCHQH0ATAK8BOOx04uaFCxj/4ouPPca6detQvnRpZM6cGblz50aenDmRI0cOZM+SBa+99hqCg4Oj5VoePnyI1atX48UXX5SOnSNHmMzwePQfNAgHnM7Q2bMnpgO45HCg/wCmI8Q+aJqGkSNH4tLVq9i+fTvWrl2LH3/8EQe++gr58uVDnIAIIMS3EkWm1pMQncToLLULD6xxfu65vrKUzs3BRGnpV155JTRVzyp1jxKzIeWCHykpam7/jABmCeAtAZSKdtlrgmn7TFWlJGlQUFIleZ1FAKNV+v0LQtMMqfAYFVJ4bsPU2PnhpJA2A0TTpk3DbEcuH5Lm0yaaRnsmkIpEvnfx61MhOx8wYIBIoGlSQZEkjyUA8Q4g/gXEf4DIbJqif//+j7UPa62phBEdhNDRnSJM2eDM6dOLIoYh9qrafgf54ACRzTRFkQIFHvtexBXYJYoxh/haokjuRAqE/L/UyfvzWYwr5wSajQIRto3CgipTiXVdfOn1AN8FpNpVpvTp5RiS1AN8nndYjA2oCpouVSopYEE1rJKGIbku3cvvK1LlkPHSCot3JliYZjpZ7hHosEsUYxZx2R5x+dpiEoFsxwMHDoS2nw8A0UDxbrUBxFyl5p6DJOaA2OnVME4GROKECcMlKaf6K/dfV9PESkBsU21yYs5vFEdi08aNIyQEEh4HNcc9SRKR3xBSDZofedxatWTbHx64fZdOnaTIV3t1nktpC6l6i1jR7selZ5KwObgCHHQ8kAA9T54Coc4q8jiQKN2tiMAXi8TJdGJ06tRJZM2aXeh6MsXF8KMihx8qHUTkTbHioXDvi4Tp/5e6nuk1SKNzZ4xc5qm0ENVro/oZ+STcxytfvpKUMG3duq3QdSPMNb/00ktP9CKRWP7FcBxcpQxD2s9TrS3k+AMk7wywWDn//rLYRUgj/80334iYVspgB0HlJ08Fj3tKvYQKF+HVSK9Zs0aULFk21NYpU6YRo0aNCn2+nnbDc/PmTTF27FiROkUK2WlKh62miZSq46CkO51z8QW2gyvmEF8dXOQSDOHKmOujnWOwoL4oXrx0lIINccVGgQjbRv8Hx4Z0SlEhyleHTS4R9h8rV66Uz3GZEiVEPtMM47gSiqczga7L8QfHK9zGm4jeTaicGKYAalgEwVbLbSOq4Po0YTu4YhZx2R5x+dpiEoFsR7afpYsXF4UMQ3L/JgDELq8G8L5yfKVRcxP371+pdvj48eOW8xtd18Uo1cZ67vNrdSx3cMFTTTsytuT8oWjBgnIf2VWSABXoU5GbmcENwxCVK1SQ8+PwwOVUjS6UL9//57SlS8s+Ji7CEcDPJGE7uAIcHFSFvChtBbBJAIw0jhaGkVRUqFBZvvxlylSQ65hmfqHrlVT2EzONPvAaYC2V633xxRfh3nipKFSxstC04hYDtYfCNLOIfv36Rfm6eIy+ffspGe1mKmNsidD1uvI3XjeVNjZv3ixV0J6UmJXo27evzGbyJeN6QDVGn332mVyXz1XatBkF0N1jtT+UbV+zcHDRuZjzqbzstBOdXMkMQ3RUjq1UhiGCTDPcxnXmTDowIXS9vhqA7xTASKkCxeeKqpP+gPfzx+eYTqxnqlYVNatXF5MmTRJXr14VN27ckNlZyQ1DDAXECkD0ZSep69Jx995774n4BtvBFXOIrw4uomvX7kLXEwrgfQE8UG3cVQE8J9uM9evXR2g/VOX55ZdfJDl2XLNRoCGu24gR+nXr1olmTZqIsiVKiCaNGolVq1aJhw8fPrIuM97hY6Ll+ckTFCSDOcTZs2dFzqxZpTOLfSgnatVVBJ/H45igQ4cOooqFmq8Ik8XV3yMQ5hQAFUlTifr1G4nYANvBFbOIy/aIy9cWkwh0O7KPz5IhgwgCRG+L9vEM53t0RHn89qlqM60EujgXTGkYMuvW1z67sR0HRENdl0q4kbUl+5QSRYqILJoWWh3C/V5QVT10oC1Q57ht27YIz2+Z8RVeVlpcgCPAn0nbwRXA+Pnnn9VgaYqP9/oboesJRLZsOYRpZhLAHg9n1A0BMAuLEfhdYSLvpllQdOvW7bE3PmPGbAKgc81qLNdLlCxZLsrXtmnTJnVti3zs+3W57OuvvxbR3QAnT5JEVDOMUCnbYE7UAJHeMESFMmVC7cGGLOT8fvA6t6ECMkrLzIZ/1W83Q7Pa3n///SifH8tPhwwZIqpXrizq1akjyyNv374d4e0vXbok02CrVqwoqlSoIEaPHh2uqiNVM0Oy5Eb6cGR+J6XIp0yZIvwBz+ePDjg64tiJdVBpzSwrSZYkiWjcqJFMEz7pIxpUS9dluUhE05LjCmwHV8whPju4qKT47LOdZbvGyXlQUCGhaUGy9J1Zto/Dl19+KdsxdyQzYVCQ6N69u2x3otNGzDRlO+krm4zrUiGP/Q3b17iOQHyOogsMclFmnc9SJcOQgY6qygFVvUqVRxyoFy5cCHHEWgxinFRGNE05gfLMFp4+fbrM5sqTLZssTWH/5LZnmzZtZJmM1cCIFAg8ZlBQAtl/mmYFYZrZ5W+1a9eLVH/+NGE7uGIWcdkecfnaYhKxwY4//siKIYgN4QQVigNioEfWawNNE6WKFbPMBm/btq2oF06b+4Fqc6ex+iRZskjbkoE6WXnjY98st8yrEgaKmKbo1atXNFssdsMR4M+k7eAKYAwfPlyYZgaP6Ln3p7Nytng6sYRH1JCZXXUf2aZq1Wcee+OzZ88jgOfDcXC1ExUrVonytTVq1EQYRjmLfTuEaeYW3bp1F9ENTnayZ84sG7RsQUEitRogc+DsKVf7ySefqInZP49krwG91bLkwjCKSglu0wwS06ZNi/J5sfab+8xomrIxbaxpsq6cvFNWqbtPCnKyGQb5xe5Y3Ic+InPm7H4pQ3I/f0ePHpWZWLxmzwjNTdXxsSSRqcm+TpBOyshkksQV2A6umEN8dnC5cfLkSfHqq6/K/ujdd98Vt27deuw2W7dulU7r0oYhFgNijxqAMoOWUV5mbD6pjZi5w4it24HGTM/58+eHlhEsX75c5M4e4lxwf1hmcPjwYRFXEcjPUWRA5xSDNU2bNJFOJZae9OzRQyTV9UcysvZTct4wJP+JJ9hvFStUSJbu++o/Nqpn4tChQxE+rzfeeEMk1HVxw6JPYhYBS1LIGfnmm2+K3r17i2HDhklnb0yW8z4pbAdXzCIu2yMuX1tMIjbYkRUXbFOXW7SPdGjlAmTZ+J/K0cX1mZVrhR49eohipvlIeaL7M5XBM8XJlTVDhkjbskuXLnKcYjXZnaK4vuox+N6mTTRaK/bDEeDPZGTOz1sr3Iaf8euvv8LhqKgUDH2BWnkfK5VDX7o/fQD0BXCXgp7yV8M4i/TpMz/22C1aNMZ7762Ew0HFwEReS29A1zeiefMJiCqOHj0Op7ObxVIDDkc9HD36HaIblStXxrmLF7Fx40apjpEgQQI0adIEZcuWDbNerlwUtiW+BVDHY0kQgEXK9j3QokVBVK7cA126dEGmTJmidE5btmzBCy+8gDEAJjkcSMAfhcAlAM1v3kTj+vXx62+/IVEi7/vwZDh9+jSEKBf6bDyKmrh6dRH+/fdfJEmSBP7Au++8g4yahg+UZd1ITS1PIUCL3rLYthS1K01Tqnm0atXKL+dnw0ZsBANSe/bswZo1a6QKbMGCBaX6bLZs2SKkiLRt2zZ89tln8t0vUaIEBgwYgPTp00fo2FQz6t29O+o6nfhMiND3mr1Ud4cDlW7exMgRI7B23booX9/EiRMxadIk1NN12Xawzfz0118xcMAAfH3oEKpWqyZVbyllvVTq1wHfAJhy5AhqPvMM9h88iDJlykT5+Db8hw8++AB9n3tO6hTXcDrxp66j17p1ckQzzas3huqJJzudGLlqFd6YPl2qQbuVn8aMH4+uXbviVUD2r+4e9BBHR6aJ6uXLo2JFjrEihp49e+KVl1/GgIcPsVyIkL5aYRmAbS4XPho2DBkyZMCoUaOiwRo2bNiwETuQNm1aVChTBh8eO4ZOLtcjyrTUrD0PYKNhSEVbGAbmzZ6N1q1bW+6zbdu2+PDDD3FQtfWe+A/AEs6TOBM2TXR+9tlIn/O9e/eQweWyXJ4RwL9UfNR1DCxYMNL7txFLIAII8SGDq3PnzsIwSMBu5VwerzihrJavU5Hrler/VCOEWLt27WM9m6dPnxYJEiQSmtZcAH967POy0PVqIkWK1DJKGVXkzl1A8VRYnXsbUalSVfE0QO4n8nWxHAeoIoD/vM7tgdD16iJnzrzRUh7H7DGWXPiKUJxSEY6PPvpIRDd4jSxZtVaFfFNmpvkzUyhnlixiZDjpzORCKWKxjCqRSQ1DRsrjE+wMrphDbMzgIvdD5crVQnkZDaOG5NRjOTI598IDyVbdoh+mWVgYRjXJwxUUlFBmREUEn376aYgIicV7S4VXQ9fFtWvXomQjinhARW699/2xai+TJkok+ZC821RmiRY3DFl6FhNgNtmWLVtkFLpVq1ZizJgxkhvKX4jt7y/5QSluwPLDOz5K/y5ZPFN/quUrVqx4ZJ/kc+SydKYpmgIyWs//ly1ZMkpjGGYMMzsxJ8sbATGdJZJK8CRNmgwider0Il++wmLq1KmPVd4KVNgZXDGLuGyPuHxtMYnYYkfOL9kWjlNjdHcb/T0J3A1DVqVQEI3KiJ5VM1bg9ZYvU0ZkNAwp+OH04PNqpLK3Sum6LE8Mj5LFypbjx4+XGcBWHF+kTUkvuaI1ydNoI/Y8k5E5PwbQbMQg2rdvD6fzGIADPpbega4vZrwdwDWLPWwHZBy0I4CuMIzmKF++Epo3p787fBQoUACffroOiRLthq4z6t8QmlYHmpYTKVKcxLZtm2WUMqpo27YFDGMlgH98LL0mM8Rat26BmMaVK1dQuXx5fLpkCbqLYBg4BA2VAawGcFJ+63p16Po3ePHF0TJK/CRwOBzY88UX6OJ0PhLtIBgvqGAY2LlzJ6IbjIw4HKcB7PGx9D+Y5vto06YNDMOAv8BsEav8RILLrlss49Nzz+mM0PNsw0Z8QZs27fHtt2yrdsj32+ncB6fzClyu5zF8+HCss8ic4rvYoEETnDp1A8CXcDhOwOk8AJfrMoKDO6Br127Yv58x2MdnhqY2TZSwWF6Tx3K5cO7cuShd38IFC5DDNGVGjjc6AcgL4P6DB2B+sXebmhTAKKcTu/buxcWLF+FP/PXXX6hWuTIaN26Mw8uX4/6GDXj/rbdk3zplyhS/Hju2Ysb06SjO6L5XXrE7N9qqjMCdJejyEYmfMGGCfCZ7DBsGrVkzFO7QAW+99Ra+/OabKI1hmC18+LvvULNzZ8xPmRKvJEqEo4mTy8zzW7eq4tatoThzpgImTJiMUqXK+f05s2HDho1AAecMb7zxBl7XNGQzDHAWV8kwwHzpFPny4dvvv8f8+fMxYsQIpEuX7rH74/xj87ZtyF+hApqovoB9fD4Au1QW1x9p02Lrjh3InZu52pFDnz59cFcIvKx4DDzxBYC1AP5klvDkyciTJ0+k928jdsB2cMUwWDpXpkwFGAYLLdbTHaKWHINhNEbChPdkiZ2mjVSOLk8cUsUZnAaMALAc1aqVwPbtWxAU5FkMZg0OzC9ePI/XX5+M5s0TokWLFJgzZxYuXDgnS/2eBIMGDUKiRC7oenOVtOrGaRhGE6RKlUqW1MQ0xo0diwfXruE7h0OWvnwBgUr4AUAHAEXkd/nyQdizZ9cjZY1RgeK2e6QI1BOJhJCOsOhGnTp1ULFiFRgGHaCfezxDZ6DrraFpFzFmzGj4ExWrVsWnpvlIxwLVcW3SdXC6/aIqtCU4hfkUwFDDQNvWrWX5lQ0bNoDDhw9j377dcDpZRl3Pw8XDCfhb0PX6mDKFZeePgmWJP/10DA7HKgBVPLblIHQJdL0E3nhj+mPPIXny5LjrdOJvi+W/e6wXFfx47BjqOBywcrtziMs9u4vMvVFafV++fBn+RMd27fDrkSMyfPCjw4FtQuCy04kJQkiny7JlLGqz4Qb7wa3btqGbw/HIYLO8dB+FjIJ8gS5bBpusxiV0Kk6fPh2ff/45li5dipo1a8I0o866UbJkSVk2c+P2bXTs3AX/PuCvX0OQ0h4vAfgQLtcpXL0KdOzYJcrHsWHDhg1/trkXLlyQdDj//ccRd9Rw6dIlvPzyy2hYvz6aNmki6VQ4Fuk1YgScjRsjV9u2WLVqFb4/fjxCNAneID3C/i+/xJdffoleY8agVOvWaNiwIfoNHoyVK1fi/OXLUZ6Tko7m7bffxtsAauu6nDV/BuA5NYJKkjgxlixZgvHjx0dp/zZiCUQAIT6UKBJM4axRo7ZSskotgoKobgiRKVM2SZhOot0QJbwiAhgmgJcF0EUAlHdnmcp9qfZnGGnEyJEjAyq18MCBAyJVqrRS7TFEbahMCNF6xqySfDymQfJkKn296SNN9YxH+QvLIKLTflRsamohPX6VpUKaJmbNmiX8RQrpfr4oaBAUlF/+zfsSUUncqMBtv927d8vjTfQqJ3IAoh8gdF2X5Nb8Tm4YUgGTpSHcpmG9elJBLb7BLlGMOcS2EkWm24cIkzgsqn5XyXeHpYjeeO6554Rpsh+xqhieI9P0H9fnct8sQZxuQTLbTNNEoXz5Ik267bZRzerV5T6EV3uxS8mPl1BS5FctLmStasetSgWptkgBDrY7JK2PivIdiewlea7FObTQNFG0YMFoJx6Pze8vzxlKkt2qVCS1j9LXnzkeMk3RvGnTp1IOTCqHEOVna5qIY8eOidgEu0QxZhGX7RGXry222pH9zocffiiFWdwCLGlTphRjx44V9+/fj9S+KMjFku1khiFaAKK+EshKlzq1+Pbbb0VsseVnn30mqlaqFGqPTOnSyTkz1aQfB1LVnDp1SgryPHz4UMQXOAL83bZJ5gMcTOFkRJ6E6CQjp5edmUPNmjWTEcjy5cujW7euWPbhh3DiZ7kNo58uMLtojSpRZPlJLRw7dhyBhGrVquHy5QtYsWIFDh48CF3XUbv2cLRr1w4///wzPvroIyROnBj16tVD6tSkHfcvzp8/j/+Cg2UJjTfyqs+ooCCcPMnyn+jD4GHDZLYaIweetPsMCj+nadIG3bt3h79IIffu3SWjLYxuP3jwQEanWb7I4/obNWrUwNSpU2V0ZJ1poq3DgWAAK0wT551OvP/++9I2w4YNk+TDZ8+eRelUqdCxY0cZsXnSElEbNuISSAqvaSlVvosvpJX/8j33ta0QacLZe1oZ8X348KHMHLYCSb779euHF997D4mFAPNw2ZL8QRENEswKgRWTJ0f53W3Zpg1eOHgQLPzKwSxPAEO88oA5WOmuivQ9wTzYt3UdlcqWRb58+R65/p7du2PVmjVIbRjIoOuY43DghREjMHf+/Ei1wZs3b0Yalmc4vTOrQ9BLCLQ4fVpGz/8vaBK/wVKU0sWLY+OJE+jro9RwqsrgYqlLC01DCSFwQtNkNm/BvHnx/mJSNsQsjh49iocP+S5ZiZw0h6YZ+Oqrr2S/asOGDRtPG6+88ooUaWmlaXhNZTxv+vtvzJk+HV8dOIDtu3ZFSNSK89KuXbpIQvm5aj/06zNLu83ff4cKZLEiJ9BBqhN+bt++LefZnHs/jp6FtA7M/prz9tu4fC2EKihTunQYOHQoxo4dG+FqKRsBABFAiC8ZXI/zwnfq2FEYmiaGKxI/RjNfA0QyGMJAaQHck5FETaslmjZtFvCe159//lmULVsxjLR7woSJxbBhw/3uGT9z5ow83mcWEeR7gEjCzITp06M9mtK7Vy95bGYo8f6NAkRm0xSJEiQQW7duFXEN3vbbs2ePaNm8uciQOrXIlDat6PTss5JM2sajsDO4Yg6xLYNr6dKlqt1kW+arGXtBpEiRRjx48OCRbSnWoOvMRrlhsW03kSNHnghlHbGt7tO7tzwXErgWCAoSQZom27O5c+c+kY2YNZMlQwZJFk/ycV2RzX4NiIeqD+yh+o6agPhNZY5xeQNGlw1DtjfeeLZDB5FY12UW2H/qon9X+2Lm2ubNmyN8ruPGjRM5goIsxTO+UOfHiG90Ira/v4sWLZLZd6u87BUMiM6aJhKYppg2bZooV6qUyJwunShdvLjMbv7nn3+eio327t2r3rcfLW41M+g1sWDBAhGbYGdwxSzisj3i8rXFRjsyQ5lt1mQfDdaXHhUjV65ckUTwo0aNkuI0vkRhunTuLPKYpmyfvfd1hVVHgHj11VdFXLIlRciYKZ87WzaRyDSZ+SMqA2ITIPYAYiAggnRdzmf8+cwzs4xZeBTMKVG4sGjSqJFYt25djL5njgB/tyNzfraDK8Cwb98+2VB97KNxobPLgCaA2QL4VQ6yOHgM5Afzt99+kwpEhsEymQ2ytBL4XQCvCk0zRdeu3fx6fE7cShUrJidBvhQN53soaUS3/Xhsqo9QUTFNihQii1IaocMvLiIQn7/YAtvBFXOIbQ4ulhewvFjTmvhQf/1eqim+8MILPre9fv26VEsEuvsocdwrdD0o0oqlLAOcMmWKGDFihHjnnXeeSFXO00YcpOfMmlUOoGuoEkXv9roPB+vKkaSpb25DVUNvsLyAyxf52A9Vm2rouqhUvnyEz5XUAdzfTxYOrtEsA0+ePNLlIJGxUWwEVSc7P/tsSAm6rkvFzSmAKGCasux15cqVAWWju3fviqRJUwhgrIWDa4m8FgbPYhNsB1fMIi7bIy5fW2y0I0vvM5imeGBVCq5pMtDMQFAiXRf5goJEQl2XZYh0VnkGuNKlSiUmWHMayMAT+7noLsV/WrbkOIEqkKRL6Q+INwDRWjnyKnso/25U4w2OA6Ib7HPogGQJJY9RR9OkU62yUgduULduhMoq48O77bAdXLEXXbt2FYVM06czhp+25LZCHmEYhUXWrDnlixHID2a/fv2EaWayyCBYHCNcFvSAQ/E/XVMHZzR/MSAb+66dOwes/WITbPtFHbaDK+YQ2xxcBB04dFSZJvk13hTAxwJ4Tuh6YlG6dPlws12WL18uNE0XhlFKcm6FbNtVOrdq1arrM/MrpuBtIzfP1VaL/o+8iVzeqVMn8d5774kdO3ZY2nfq1Kky08xT1tzzs1Lt69KlSxE6V45LOBCupesy89dzX98xw9owpNMvuhEX3l86uT766CNRoUwZOclKmjix6NihQ7TxuUS3jUaPHi00LUjxbbk8bvUhyX3arFlLEdtgO7hiFnHZHnH52mKjHZs0biyah+OUmqcCQq8A4pb67S9AjFd94Ntvvx26r5TJkolp4eyrncqwZjJGbLelOwGisGE8wu/5DSCSA2KQx2/VDUMmLEQnPv30U2lzXfFRHvE6j+2AzEIfOnSoiAk4Avzdjsz52SqKTxnkPjlz5oyUnabD8fzZsyjncDwihe5GBQgInEO2bA+xe/d2JE1KkfTABGuZly5dDoejbyhPTFh0g2lmlgpI/kTr1q2xYMECLE2YENk1DUWDgpDZNNGbLBvt2mHhIqqTxR2cOnUK/fv3R+b06ZEqeXI8U7Wq5ETzJbduw4aNwEejRo3w9ddfoVWrUjAM6o92RsaMWzBx4ljs378nXPXCzp07Y+/ePahfPys07Xm5bfbsBzFt2hRs3boJCRMmRKDg5s2b8ruwxfK8iouLXH3kBCOXoxWnxp07d5BW1y3VbLOq73Xr1uHjjz/GiRMnwj03cpStWLMG3yZIgCKmKbnHlgDoAaCqrqNo6dJ49dVXI3yt8Qnk4uzWrRu+OXIEwQ4H7t6/jxUrV0q+UV/47bffsH//fsnbyXFRTIPy8c2bNyXrDEyTGp29YRjV+eShVKl8+Ogj3vmI4fTp0/jiiy+kqpkNGzZsRDeSp0iB38PhlqK2MPvBiQDczFlk5pwCoB+A1yZNClVcJK+glbLtPQA7ACTVNGzaRKbM2A0qOB776SfMdjqRyWtZBQAjpHYu8I/6rbrTiTO//BJtxyePY7u2bVHh7l2pJP+24qP0RH0AY1wuLF64EH//baVjbcMXbJL5pwSS35KIe968hbh160/5W8GCRZEsaUL8quuAhTPiDOVV06bFL7/8HC4pcCDg/v37+Pffe+FMV0wIkR/XFJGfP9G3b19JdM+JDEnNSZDYvn17FC5sdW6xEzt27EDL5s2R2umU0ux0K27/+mt0+uorbN64EUuXL5eTDRs2bMQulClTBqtXr4LD4ZCD0SRJkkSY1J3CD/wwoMIPAyOBKOaQNWuI2+kHADl9LD+pSOXd64WHggUL4nxwsCSq90X5vk+Jt1Dswg0GAxZ98AHy58/vc5+04bdHjuCt6dPxxsqVuP/gAXJnz45XBg7E0KFD5T2xEXV8//33eGH4cOzdvz/0t1LFiuG1N9+UTt6YAsdW69evxc6dO7Fo0WL89tsJZMyYHt26rUSrVq0iNPaiU2vkyDE4cuSb0N8qVqyCGTPeRNWqVf18BTZs2Igv4NymzcqV+BpAJa9ldwEwhN/CYtvBABbcvo19+/ahQYMG6NazJ/p8+SXmARjosR6lVYar/eU2jFCHGEES940bN+LWrVvIkycPGjZsKAXTAh3ffPMNkhkG6lgIx1BmhCErhr4qA7gEIGVKCv5ED6ZNnSpnx20A7ATQwWK9jhQRePBACoelT58eGzZskPPrYsWKxZh4WKyECCDElxJFloRUr15TlpcAzwtgpwA+FZrWMpSE/aAFwR/LIF5++eVYkVrIsoTwuSz+E6aZQRIeeoO8Ltu3b5clKLdu3YqR8w00+0UWf//9t0x1baTr4r6XsVepFOX58+fHKfvxWBs3bpSlvc2bN5dcRKdPnxaxDXaJYswhNpYoxrZ2iO13RDg6fNmIZOOVdT2UFN79Ydl+J0BkSOObUN8bLN8nV0h7TXuEz4sk9WkAUYYlioC4C4g15IUyDFmGGJGyRV4fpcT9jfjyHPEaWbpYwjAkB+lpRfJbS9OErmli/fr1scZGO3fuFKYZJHS9sgDWC+C0ANYKXa8gTDPBUynvsUsUYxZx2R5x+dpiox3ZD5UpUUJkMk3ZZjpVP/cjy+rYfgLiB4uSw1tqzrl69epQMZkkiShMA1EVENMBMQkQBVVpIjmquOyDDz6QfeArr7wSuj4pX/idNWNG8fnnn4tAtyWJ9hP5GGu4P4fUtX6r5t8sFST/aHSAXJ3kfyYn5UI1P7PiUPtVnUflChXkd2rDEHmCWEIPkSZlSrFp0yYRX95th12iGNhgudzBgwfhcjHZcxaAuhRKhxAUx54s12mi6/iI0u/Kc74ZQC3TRMp06TBo0CDEBjBTqFev7jBNxg+u+lhjIRyO6+jRg0UeIbh79y6e69MHWTJlktGE+vXrI2vmzBgyeLDMensaZZaUhx84cCB69+6Nd999N2DTRJmddvfePbzvcsHbn9+e0QhNw7uz+LzFDdy4cQNVK1VCs2bN8MOKFXB8/jk+nDVLZm5QMvlplLbYsBFfwVK/ChUqywhn2rRpkSdPAcyePVtmnEUGb8+ZgyO6jjq6jm18z5nKr6KcnwB4a9asCJVVMktt4eLFWMsSQsMAC+H3MBKqygAo9r0FQDauC6AtgP1OJ4Jv3cJbb7312P0zAy42RKljC4YPHYr8Dx/iK6cTnQAU4DiIkW0h0BzAoH79EBwcjEAH+51+/QbB5aoGl+sLlQfAq2kDl+sAXK4K6N9/sN0/2bBhI1rAfmjrzp3IX748WFidyTSROygIxUlZkiqVLH/zNQMj2EIRHDcTQUFBeGH0aARpGv5V/eUMli6q/nOvriNtqlTo0KEDXn75ZTnWHvrgAa6wMsnlwlEApa9fR6uWLbF7924cOHAAHTt0QN4cOVA4Xz6MGDFCVtEQbAOZ6UpKFWahjRkzRpZ0PwmYRbZlyxZZQvm46iDOLx+4XHKM4AvLAWQg3QFn6YaB1OnSyWqg6AAzsHj9WQBUU5ktVqWha3iPNQ0njhyRY6A/nE6cDQ4Gi96r/vOPtDWz0Wx4QQQQ4ksGV8GCRYWmtbPIanogDCODyJM7t/TOUt6Vahf8u3zp0lLBKjZ5Xn///XeRMWNWYZp5BPCRAK4L4KQARkgVyP79B4Suy6h81UqVpJrFNEUo/IuKHiTRdSmdykgFowaHDh2S5HzffPNNtKl5eNvv4sWLokiREiH3wSwoTLOCVH5MkiSZ2LBhgwg0dOvWTVQyDEtyyGUqCnDnzh2/HD+mn7/aNWqI9IYhvvC4xn/V88LrpNxubIGdwRVzsDO4oh8kdJfKhhrVcvsLYL7QtE5C0wzRunVbSxtY2YgZLiWKcF8I/eTOnj1Kinu7d+8WtZ55JnQ/CUhyrmni93DUEFOnSBEwKlGx9TmiBD37aGZeUZ4+PDDrVipUWdwTZh9wuVVWQCDZ6MCBA+pZoyK2r8vZIZdz7BKTsDO4YhZx2R5x+dpisx3dc6OXXnpJCmUwK4vz6ZJFi4ryui4zlT0bo38AUcowRMWyZcPsh4p97DM5/+yoaTLD6FVA5DJNkShBAllZ8+eff4qEQUHiJR+NXDCzv3RdZM2SRbZ1BU1TvACIAYBIaxgiccKEsl+gOiCX5zVNUVfXRTrTlP/nuUe2/+W8pm2bNvL83H09BU06d+okbt68abldo/r1RTrDkNla7vNnBtyHKqsqmZp/FylQQJw8eVJEF3jPmY0+RB2zHjPfVOaypy2/5vxX0+Q5fOrD1sw+K2oYonnTpvHi3XbYKoqBDaauA+9a+SEE0FI0bNhI/PLLL2LevHlizpw5EXLkPI0H8/Lly2LixImiRo3aolatOmLy5Mni6tWrYdY5d+6cqFOnXpjJSvLkqWRqK8sY3ViyZIlsUL7yYZRdarsxY8aIPHkKhNlXgQJFxLZt2574WjztxzRd7tc0cwrgKw8lpStC09rIe0jFr0BCr169RCnTtHRwLVT28pfcbEw+f261NV8NPj+tNE12SIEySX0cbAdXzMF2cEUv9u7dK4CQQeD/P5S37iKAT+T/qaAXWRvx3eUyDoTpNHhSO16/fl2cOXNGtGzZUtTTNMt28iN1DU9TXTI8G9EuLNu/fft2hNs3rsfrZ9/s2ef6A1T07NG9u5Sg95xodOrY0ZJugBMmrncuHPUuBvo4Fgr0d23ZsmXquu9bXMotv8nNhwfbwRWziMv2iMvXFhftyPkjy78LGYZUVGRQ+F1A5DcMkSJpUvH9998/sg37P5bwFcqXT7ZX3L57t27i+PHjcjlVjOkA+9OivX5Rtf1TFb2A+3cqEDfVNBHEQJOui888lj/wKIG0aut9gfarV6dOSAmh6kdIPTCLJXyGIcqULCnu3bvnc9sbN26IcqVLh5QA6rrozDml6rtKlighxo8fL+ly/NFvvvjiiyKpYcgADgNuhdhXAqKtUrisr5xs/GT2KD31/sxh+SjVnS2uMS6920/VwcWXYty4caJs2bKiatWqYvHixRHeNr44uFKkSCOAcZYOLsMoLzp06BDwDyajqQkSJBK6nlQArQXQSvKKJU6c1KfDidlnjOhyma8XsXrlyqKhrlsOcKvouqwB17QGAtirssF2CU2rI3TdEFu2bHmi6/G035o1a9Qg9YiPU3koTDO/6NChowgkcMDMcz7uw3YuJXFbo1o1vx3fn8+f90SOztG0pvkIt47787nqJM+ePStiA2wHV8zBdnBFL99WqlRpBZBeAB8I4B8B/CWAdwRA/sXqsn0uX75ywNiIcttZTVNGmX21HS8oXouIOo84XlmxYoUYMGCA/LAdjs4xjNtGzF7meMozs42ReWaqWp0rf6dz0XObPDlySFn46LD5hQsXZIYcAw6cAPC6q1WuLFIYhpihBu1X1ACcvCHly5SR3CPeOHKE/WxIIMvXPeFkhcs//vjjgH/XOA4JsfWPFkOZ70KuddeuGD0v28EVs4jL9ojL1xZX7Xjs2DHRolkzyWfI9sfQddG6ZUvx008/PXZbX84dclGlDyegXkVxXPpadgMQQYBobbG8OyCyZ84cYbuwoobXtN3Hvo7yWjVNJotYgQkNzHZr2aKFnIeyGuaLL77we4CcwaDSxYvLqiWOOzYAoqZyciVl1hggXlO/WdmSn/Wqf2RWXURx//59GYwZO3asTExxPweB/m4/VQfXpEmTRLNmzaSxGJUrXbq02Lp1a5xycPFl+Oyzz6R3m4PL8NIffaFfv37CNDML4I6PZ/Vb+aCuXbs20ucVkw8ms8uCghIKTWslgNse539TaFoTkShREnH+/PlI7TNX1qxiXDgv8WDZKNKZ5vRa5BCaVlfkzVvwiRokT/t17txZGEZZSyck8Jp07gVShhDfG5bxFDEMcdYrhdUdTfEn8WN0P38nTpwQvXr2FMmTJAlJc86bV8yYMUNmoDHykSMoyPJZYYSK2/z8888iNsB2cMUcbAdX9IHvI8Bo5ykfr+EXaqLfVYqNBIqNGK3meS3y0W78riK+I0aMiNC+6JjJlimT3F+xoCBRVBG/5siSRU4oogO0DR1IA/qz9BOihaZJEvblgGimJivPDx3qsy9ixjPUeivVQLirGvCXL1dODvp5DZEFSwobNWggSXI9HWcc21iJ5HynItHvv/++LCehc8xdLs9zZ6ZAY00LE+13f0awVCRxYjkhCKR3jRM/ihl42p5B3jRpMgigh493gpngz4oMGbLEiECBJ2wHV8wiLtsjLl9bXLcjM5ZYakchmCcBnSNaOFm3CRRBvdUYvREgGlos26/6FF+ZZb5Ax13FcOhZWNFB8ZpABDOxR44cKWkRZLYzIBoDYYL3r5PAHxA3La7veUCkS5Uqws/Rxo0bRdpUqeTxcgUFiZQGM+4hWjVvLs8nkN/tp+bgYlZO8eLFxddffx3629y5c0WXLl3ijIOLjq306emcYkogJ96aSJgwsVQ2jGgKIweHiRMnE7peQwA/qWeUTput0vFVtGhJ6UQL5Mby+eefF4aRziIN/44wjJTSMxwZkGOsdTilI7Wlikdpi8XM6IL46quvonxNnvZr1aqVyhSzOp335fECrRFgx8XIB6M0LMPpSNUxlW775ptv+vXY0fn8seyJyizZTVNMBMQCKqgxrVnXxTNVq4rly5dbZqvxM0rx6PirHDO6YTu4Yg62gyv6wL4KaB9OO1lFAPlEunSZAspGLKGjk2ec4nr8S3EU5jFN6bB6HGeUm2MqXerUorxhiBMeF03lqjKGIfk1WBb4pKBt3n2XlAYh7aC3kVlqwmV79uwJs92334YEy3xNMtapbTT1XalcuXD5PT3BMs/0qVOLfIYhlij7MaDQTu0rXzh9eCNNExnTpg0tX+T3sx07ilOnTol169bJ35714CFh9hcj2/x92rRp4dooJp8jjuF69uwlx35S1Sp1Oskbw8mju3wnxPFHp+R5dfnnBNBH/k46hpiG7eCKWcRle8Tla4tJxEY7ssydnJutW7eW7Tezix56tfM7PBQXrfqCBixVtFjGcX1k5nNlS5QQfcM51iuAyJQ2rQhkMDDChBmoYJDn+V9TGW+DvMo9+eHYgxlgDGZFBF999ZWkDGiuaVKd0Z0EsZRBJMMQTRo2DOhn8qk5uBgJLFy4cBgHFZ1ddHpFxPkT6A4uSj+zFE7TmgvgB/V8XRXAi9LRxVrdiOLgwYOhjrKgoDzCNDPKvytUqPIIh1UgNpb58hUWwIBwJjY9RLFipSO1T9Zcs6b7pI8dfh/K7bIwXF4Lt9Ttk9qPDkvDSG6RZSeEprWVHF2BCEbFOcBu1LChqFm9uhgyZIjMhvI3ouv5Y0PPSVAd1pR7Gf5LJdXLxjxLhgyihg/izG9VQ82oSGyB7eCKOdgOruhD2rTMXno1nH6AE/rEsnQvkGzE7BkGYNzZoe5Pvdq1xW+//Rahfbz66qtS/MQXBwkHpJQff+2110LX5xiIJdPTp08Xz1SpIooVLCiJYZlVG974iLapVaOGKGGaPrOb+Fth0xTt27ULs13vXr0kKbBVGTcnJjUAyYFCzhFKu7vHHsxIYqkdI+N5c+QQJQoXlmXhXN6xQweRwzBkmYn3eQxRA3GrSPNYtt+AeAsQ29Q3zzFV8uTihx9+kIELRqIlT6dhSAccAx0shwkvWzoizxHPnU6yHj16yD5x//79UcrAZjZdsmQphWlmF8AkxTM3TAb1cufOH2rDd955R2YuynIgOZaA3I5989OA7eAKea75/lWsWFGUL19evPHGG+G+eyzdKVCgQJgPM1fiij2iirh8bbHJjsxw4pyH1VIxMW/+4IMPRIKgIDkGr6XrorgiYE8JiBWkBFEBFWYhpSGBvQ+HDD9/qHXcBOveHzrGSGAf0Syzxg0biurh0Nt00DRRqlgxEehg36BZ2GyuGqMw0WMNIPapypxUhiGKFy5syW/pjSaNGokShvGIU1IokRceY+nSpQH7bj81Bxe5lapUqfJItI+dQkQe1EB3cJUtW1HoejVZEvfos/GyMM0EkaqB5XWSr2PUqFHSOfbll19GW4mdv5EzZ36lhGjVpgwQhQoVj7RjhsTgmU1Tll9QEe8+o51U3tB1YciX75DF8b6ULybrpqPDflRQpDMTGOxBMO/+7JTqYJEhQYwPiK7njzwrvJenLB6uoYDMIGDGAstWspmmeJmlL6r8JoGui0rly/tNLdIfsB1cMQfbwRV9KFGijBTdsO4HygpdN2WGTiDaiCVvmzZtkpQALLuPDEoVLSrbG6uLZyYSyyJ4beS8Ytki+zBNlSCw5J7ZX2zryIVilbXN7XNmzixGhnMsligUyZ8/zHbMyuoRzjaTmd3rkSnFMgXyp3IM8lyfkEyj0oYhs2HJiUJCYHKTmYpfS1g49kyVVeZrOa+7otdvtwE54HYreTHrlpM2OiIY0WbJxOPwuOeIGXAUhiFHqGlWVuIxkOI4EZ0YEHSGkArBMCoI4G+vyzsrTDNTGG5O9kHsz9566y3xySefRAsJcFRhO7iE5LCrUaOGdFJSba5atWpi0aJFluvTGbpgwQKZien++OKQi632iCri8rXFBjsyO7dsyZJhgjPMJmY75y/aFI63WZLeGxC3vALK2ejE9ziXzJoWyoNLJ4zDq72vw2oMTRNldV387dUfcNxPVUMS2kcUVFe2Ko1nNjCPxT440MFxiOQODqfP9rQzBQIYrGE2OdspPhMM2jH4//zzzz8SrON4h/dwnsX+eZ84/+7atWvAvttPzcFFAvGaNWuG+Y2OAjq4IpKV5D5xdiD8O5A+bhlrgGn0vp6NG0LTTMlp8bTOkQ4zt4PQ38fq1KmzMM28Pviw+AkWpplN9O7dJ9L7pSpj/Tp1vBS5IJo2aiTLXELKYbwdTvx/c5EtW+4nunZv+7nLQgyjssocI4l7N6HrQaJ+/YZyIP60n8tA+kTX8zd8+HCRLxx+LaY/875wQkquP2YquDMx8uXMKaP0bMjjo+3C2zf/tmE7uKITdPLT2f//jGbPz3b5TjILIi7aKH/OnLJ8LlynU758on3btrIcMqOaCHhnKH+qBuATJkzweRzapmCePNLJZHWsTsqZ5ok6tWrJkkCrbehgy+P1f5ZncqDM+7bYK5LMjK1yKtC0O5xzyQ6ILj5+P6bKVt7zsYzkujzm0aNHo3QvwnuOqMIZMo4YojK9hRq3bBSGkUrUq9cwwschoX7IvvZbXP5M6Uj7448/RKDB3+9abHiX6dxiKawnOXWtWrUs169evbpUcI2r9ogq4vK1Bbodye2YKEECSULuOUdKqL5ff/11v5xrw/r1Zem9LyW/r9WxZVZzwoSSVkSobC6oPqG/6heS8FxNU8yfP186aCj4MlGpFw9U1ReF8+ePVLIIg0OVK1QQKXVdZjrRAXdX7TOLaUp+RwriBDoYAGE28wAfNmZf3JxznFy5JH8lfRJcnxUvzDwnLQ3LDpkVPVw5CVMlTy4VNN0g9YLkYg6n/y4TFCTLTwP13Y7MO2MiGpEwYUI8fPgwzG/u/ydKlCjC+/n5558RaPjpp5/UX/ks1kgLXU+FH3/8EceOHcPTBM/B36hXry4++eRjABMATAGgqSV8f8bC4biM2rVrRckWr73xBvqePx+6bdmyZZE9e3Zs2bIFL7/8MgAdwDgARQEcBzAVwOcYPPj1aLl29z4qVaqEOXPm4MMPl+L77/vK3zJkyIKOHQfg2WefxYkTJ574WHERT3oPbt++jTsuF1zqTnvjH/V95swZZMiQAQMGDpQfl8sFXQ/Z4pdffkFsREy8uzZsRBd69eqFhQuX4OTJ2nA6JwJoCyAYwMfQtMmoUaM2xo1jWx33ULRkSez6/XcSMYb2fvDoBXeZJpKnSYPVa9fiTQCjAWwAUMhr3ZYABgqBeXPm4MUXX/Q5VnqmTh18cv48ZrhcSOu17DqAT3Ud49vS9v9Hm3btMHjfPpwDkMdrm7/lHQJ6e/xWgPu6cQOzZ8xAa01DLw53PcDjfuRyyV53FYDaPmxyF8ANAGs1DZWEQEfVhq+WowKgGICuPrZz7+vkyZMoVaoUohOTJ0+DrteFyzXbY5zCs2oKp3Mhdu5sj6NHj6J06dKP3dcPP/wAXU8Ml6uaxRoN4XAMx6lTp2TfZCNw8Mcff+Dq1asoX7586G8cW/7++++4fv36I/fr7t27cptcuXI9hbO1YcM3Bg0YgOCHD1FWzbzYEl0G8A6AtwGMf/FFPPfcc0iTJk20HZPz+O07d2KOED7H5BXZH5omLly4gPv//Ycc6vcXVNs+D8BXABIAyASgYL166N+/P+rUqYPpb76Jtz7+GPf+/ReZ06fHsH79MGLECKROnTrC5xcUFIRNW7fi2Y4dMWTXLgzy6Lsa1a6NJR99hBQpUiDQkSRJEkycNAnDhw+HqexHW3I2M0nOcoFVb7yBHDncFoacE+/ftw+7hEAtj31NdDrR6P59tG3ZEmcvXJA2SpcuHVKnSIED//yDZj6Oz777hNOJZzz2H5sRrQ6ujBkz4tatW3A4HDDNkF3/+eefcsAWmYerSJEiSJCAr0LggJ2fpmkQ4jCAEj7W+A1O51+oXLlytA/QIgqn0yknyMWLF4dhGH49Fq+Rnf/YsWNhmhvhcLQD4IJproLDcRKzZs1Chw4dnmj/LVu2fOQ3vtgvvDAWN26sDP09Y8asmDnzE7Rv3z7a7cdjDhw4EPfu3ZONfKpUqeRzYMN/z1+PHj3wwQcfYDs7Jx/LP9Q0lCxcGPXq1Ysz98Kf76573zZsRDeSJk2KL77YjQEDBmLt2uFwuYbK3xMkSIQePbpj1qyZfu+Lnhb6DRiARp9/jg/o6PNatpADRYcDJe7fRy1dh+ZyIal0qfjGswBm//23DKSVK1fukeVt2rTB+tWr0eTuXXzkdKKg+v0kgG6GgaQpUshJjSe6dOmCN6ZOReM//sBShwMV1O+nAHBNBhAGe6z/PYCsmTPj519+AcNIvlCEDjpNwzpOqISQExZPvAfgP01D0yZN8PyWLRjs4lEAXY6dhLRLEh/7vaa+kyVLhujElStXcPToYeVi89VXtIJhpMW8efMwbNgwFCpUKNznNXHixBBkL5GuvOQ+1rgZ6YCujZgB5yKEpyOLEz7i2rVrjzi4zp49K8cX7733Hvbv3y/Hfj179kSrVq0i3f/GNbivKS5eWyDbkXOuQ4cOoTCAnWyP1O90wc4AwFn2qy4XFixYgNGjGVKJHjx48EC23+G5nFILgf/o3MqSBQevXAntE8sAWOTeD4BshiHn+LzmPHnyYP5772He/PlyWybJuMf0kX222OYOGz4cU6ZOlYESBryZpJA/f/4o7e9pYfDgwdKHMmniRLxz/z6S6Druu1xIlyoVPpw1S44F3NfCOemCuXPR1+UK49wiUtKx6HSi9NWr+Oyzz2S7xQSA7gxKvvMOenuMIwi6BNnvC11HkyZNAtZekTmvaHVwFS5cWDq2mHnjHqQdOXJETtrcmRURAQcYgTYoZgZRw4aNsWPHdDiddOak8Ho0XkXy5Cnlw/e0zz2m7DdmzBhUrFgRM2fOxr59s2TDVKdOTQwfvhDVqllFOJ8M3bt3R6dOnbBz5045KMmSJQvq1q0b6lD1l/1ig/c/UPCkz1/16tVRtVIl9PruO6x3OFDZo3OcBmCTEPh4/PhoveeBgkBs+2zYCA+MFK9atVI6E7799lv5/FapUgVp03rnGsUtNGjQAP369kXvhQuxRdPQjpQPjLBqGjYIgUEDB2Llxx+jvcslf+ew3cod7x4dcRLhC5yIb96+Ha2bN0eh69dR0jTlPo87HMiWPj12bNnyyAQ9efLk2Ll3L5o1aoSKZ88ir2FAdzrxq4qibwOQ08PptVLXMapHD0yePFnu2wqaYeCW04kmuo7XXC6UV5FfRuknaRoGDRqEOe+8g8uXL+PgwYPympgdVblCBay8c0dG+70xnwPyZMlkRD86cf/+ffVXiCMjLO4w3wFO599YtGiR/GTNmhNjxoyUkwxfwZPGjRur8d5S5lL42OciGXArU4bTOhsxDU7E6QQI71nwDJ67//auPCHOnTsnnwFOwuksPnz4MCZMmCCdsAyuRRRxObgUl68tEO3IZ5Ahg+Eezi1PDFX1LHRo1K9fP9rOj2149syZsfXqVXT2sZyu429dLvx9/Diu/vGHzA5+HkBJr/XeAvCX0ynHB9FV6cR3/qOPPsKna9bgxu3b8rdihQqhW69eMjHB+zh37txBcHCwdFhHxi8Rk6hVq5acW9OxfvPmTZk8xHkR2yvP67l06RKu37yJ5hb7KcU+3jSxadMm5M6dW/7WrFkzfL5+Par8/jsGO52oS8cpg1Oaht1CYOwLL8jsuTjxbkd3fSR5JJo0aSIVcag6WKZMGbF9+/ZI1VYGKsk8+X6ogmMYRQSwVAC/KsLxJrKulQoTTxN2XfyTwbZf4NiPpIllSpSQ71UpStdSaEARMlNRK67Bn8+e/VyHhc3BFTjwZSPydlIs5Pjx434jzI0u8PzIWVW0YMFQLhQqGpG4mstyZskiRTG+Uss2W/BekMidfBm+SMg9bUS+DSoNPvfcc6Jv376SwJy/hQduR6VGktGSD5Uk98OUFPs5QMyiaIdhyGsgoXuxQoVECwvuLrd8+0svvSRyZs0q/6ailqZUr14YOdLyeae0PNefBog7an931P8fx9UW1XeNPJkcswFjvS7lngAqCoDqhi8J4BsB7BFAd3kuzz8/zPJYXbqQh5Ocj6s9OEj/FcDrcttZs2aJQER84OCiaru36qH78/7778tvz/eFzwd/49jeG3x/vQUIJk2aJHr27Bnp+czT5viMTZyh8ekTWTvu2rVLtjFfhsOhlBUQdevWjfZzpegHVe53eB0vmByQmia5Gcn7RKXcfCRAZz8BiENKMbe9pslzp6BadJ3T3bt3RY1q1aRiMfm7NgHiY5LYK3VHinu41yVHeNVKlUL76eyZM8u5BPvcp/0cRPVDEb/wOLWcgMhomlI8xnM7ckT269dPJE2UKNQeJKgnyX2gv9uR4RSOdgcXCeJHjx4tSpUqJRVKIuP0CXQHF/Hjjz+KWrXqhiH3y5evkFizZs3TPrVQ+0Xkxtt4FLb9Ast+wcHBkgS2c+fOonnz5lJtNLJKZ7EF/nz27Of66djDtnvkbHTy5Ekp3uHZtxYoUEQOugIdnAyTFPfGjRthnHIjRoyQjnkqRZVXpO6/+RDNSKjrsn3z93PENpXOKTrT3DamKuKzHTuGkvpSaY6/z/Mimb+mVBXp2CKpL89ny5Yt0qGzZMkSee2Ps9ELL7wgyXCTU9o8KEh+8//8nQqFUUV4Nho2bJgwjBQCOO5h9hkCCBLAYR/zgtnhEt5zjNu0afMQ25k5hWHUFKaZVv5/zJgxAeuU9Xd7FOjtHYNmdGZdunTpERGsiIoC0LncuHHjOGGPJ0FcvrZAtiPbaAYTrFTwrisV28gQzZN4fP/+/bK9C68N5ry8Uf360snVQdPEh4BU0y1qmlI8hEr3lz2UEilaktyjL8+fO3do4Ce6MGPGDBGk64+oJ7LfogCMrutSSXD27JA2vYauy/NeD0g1SCquk6A9kH0O4YG2LJg3r2hnEZDapmxvJZRBB+HPP/8sSetjy7sdmfOLdgfXkyA2OLjcOHfunJRNZaMQKAOaQH8wAx22/Z4Mtv2iDtvBFXOwHVyBA7eNmEGRMmUaYRgFBLBEAKcEsE1oWqOAyI6OKji4plLUM7oudgEiNwfVgOgAyEh3dTUApUKVVSaWP54jRq05ftm2bZuc+HuC45khgwfL8ypimjIDrSMgo+QZ06aV2flRBZWsONimk23QoEEygn7+/Pknvp7wbCSz0oqVEoaRVACDBLBGAJkF0NEiCSJEBZrnZwXaiNlCgwcPFh07dhRjx44N+OBLfHdwEVR5Z9AsPOV3N+i47d69e5jf+NzynscVe0QVcfnaAt2ONapXl4GSf3w0XnTq0OHzuGCDu29q1aKFDDCEJmvkyiWWLl1quQ0DG3wv6FSRCvO6Lho1aGDpdKOS4VK1bwZDoht0mnW2cPbx2CkMQ7bjdHQN9wrY8LOHDkFNk2rQsRULFy4MyVZT2XSeqsXZTFNULFs2Uj6KQH+3I3N+gVmAGuBgLT+5Ro4fPy6V3EiOZ8OGDRs2bNiIPMaMGYe7d9PA6fwaQE/qLJHlCoJFfeiGIUOGST6N2AYqsG3dsQOnU6eWXBeJqKyo65KkfbZhwFG+PD7++GNs3LxZEuzGpFoTeT7II0Z+D0+Qd2j2nDnYs2cPirVqhT0FCuBcmTJ45bXX8NOpUyhRwpfITvigqmCHDh2RJk1aySUybdrr+OOP65L4NmdONxOYf5AyZUp8+eUXGDt2GNKkWQOgnaK1r2qxhQmHowLOnDlruU/aiBwp77zzDlasWIFp06aFkhnbCFxQ/fqtt97CN998Iz8zZsxAt27dQpeT78bdzvD9IOfR4sWLcfHiRXzyySfYsGGDVI61YeNpYe78+bieKBGqAFiv+K++V70mOa4mTZ36WP5LcjdVrVgR32/ahLlCSLGS3eTMOn9evg8UCfMFKvE9//zzOHXmjOS+ehgcjDHjxkkPli9VXQqrdOG3Ycg+IDpBIvZff/vtEXJ1z2NXdrmwa9cuJNc0TPbBgcltW5N/6t13EVvRp08fjBo1Siou5jZNKVhTXdcl/1bKvHmx/vPP44wYV2QR91ia/Qyq7YwdOx537txWctH/ImXKtJgx4w307u0puu1f/PXXX1iyZAk2bNiIf//9D+XKlULfvs/F2wfZhg0bNmwEDhgAWr58uVQvo/ot1VHdRKfefdmWLZshxFxqMXktZX/2Cu7eXYZ169aFmYzGFpBQ9/zly1i7dq1UwKI4BoVRSFgeqIISHEdwgs/Pk+KHH35A9eo18e+/dGBOB1AcTudP+PTTd7B1a2UcOLBPktD7ExSJmTJlCiZNmoS///4befMWwq1bFyzXN4wLSJ3adljFNXCMzvaGIgJ899q2bSvbJTf4fzpdhwwZIh25s2fPxpw5c+R31qxZpUPM38+qDRvhoWjRojhw6BAG9euHNt9+G/p7pnTpMG/SJPTv3/+x+3j55Zchbt7E106nFBwhCimHDwnsx44eLYUV3CqjvuAOyFBJmbiuwlLe+JtE8FQRVutFF/j+JkqQAH/4EIhw46phyISUyk6ndHj5Ql0hsPqXX6TqYqCSzj+ur37zzTel857qmb+cPIm0qVJhefv2sj2LycBZoMF2cEUCCxculApBISLb4+BycbD+K/7+e6r0ovJBYqPgb3z//feoW7ehHKi5XBQeT4Uff9yC998POT92xjZs2LBhw0ZMg4pkPXr0wooVH8M0mR2UG0JskOp8VN597bXXwgRiqHomWDyAChZ7zI2goIw4f/48YisoYc6xQUyMD6zAgT7VlGhvTtYpBR4Tg9/nnuuP+/dzwOncr8TLiTpwOnvhwYMa6NWrL44ePYyYACcwVIjq2rUj5s37CA7HeDl+CouDcDqPoGPHCTFyTjZiDpwUjxs3Tn58gVmLnqAjmh8bNgIJpUqVwpfffIMTJ07g119/lVmqVK5nhtXjwAzFlZ98ggkOR6hzyw32yi8xo8nplJnFzNZ6HOjwzZk1K977/XdU97F8Efer61K9LzrBMUSbtm2xePVqjHQ44N2TfaVUhmvkyYNrlxU7mA/QMZc4YcJYnxzC+/Dee+897dMIKMQ+d+VTAssQx43jgKc7XV1y0B0CRvk+ANAeo0e/CKfT6fdBasOGTfDPP7ngcjECyWKHxXA4fgMwAXPnzpWD2LiC27dvY82aNfjwww9luriVjLoNGzZs2Hj6GD58BFatYinYEjgcl+BwHILT+TuEmILXX3/9kQAMB+chOGexx1twOP56bNlFfANLNFgyxWyTgQMHymw5lo34AscFWTNlQocOHTBq2DC0adMG2TJnxrJly/yexXf48NdwOid5OLfcSC5/P3bsOxm0i0kMHz4cSZI4YBj1ABxSFDTBAFbDMFqhXLmK0gFow4YNG4GczdWyZUuZaRsR5xbBAMeDhw9R0WI5c7byGAZ++41zyog5jcdPnIhPALyoMraIh8q5NV7XZQJI5syZEd0YNXo0fqejS9fhPlu25DuZjWmaKF28OOrVq4djQuA7H9uTXOh9AOUrVIj1Di4bj8J2cEUQu3fvxs2b9PWy0tUbfDFG4urVSzhw4IBfz2PlypX4888/4HSuYFKqVzLeq9D1ypgxw3f9dGwCHYWMsmXOnBXt27dHz549UaFCBZQqVQ7Hjh0Ld9vr169jx44d8p7dvXs3xs7Zhg0bNuIzOHhmprPLNUmxgrgH3UnU8LcPpk59A8HBdCaEgNlEdCjoOvstXwGid8FKPqbb2wjB6dOnUaRAAVlOtXPBAhxYtAhdu3ZF7uzZZRmkJ+bPny9LstrfuYOzqlyEnCv1b92SJZ8cU/gL/+ddqWmxRkgJZHTzs0SEG23v3l3Inv02i0hhmhlgGGkAdECtWmWxbdtmWUpqw4YNG3EJqVKlks4cK4bBfwFccbkiFVCiA2vq1Kl4U9eR1TBQJigIWU1T1jp16NRJcjr6AyVLlsRnGzfiq2TJkJcOP9NETtNEfQA5SpbEFvJfnjqFxIpriznE7hSJizItBbhMZ5xFYMhG7Ibt4Iogbty4of6y4mXI77Wef0CnjWFUAuTr7A0NLlcXHDz4hd8zyfyNQYMG4403puPBgxGkRFS+9i04ccKFZ56phV9++eWRbW7duoUuXboia9ZskjyXqeWZMmWVZTGeEyobNmzYsBH92Lp1KxwOtrUc2vpCX9y4cU2KtHhi6lQ6xL6GprUB8JP6lfS5E+VnxIjhj5Chx1f8888/qFerFsyLF2VU+lRwMH4MDsZpAPlu3kSj+vVx4UIIvxQzuia8+CJIi72AkXkPvpXlAFrS7Th6tOQf8QeSJUum/rpqscYV+W/y5MkfWfL777/LkjGSgTNbLbpRpkwZnD17Wj6zL788FFOnviT5wnbu3GZnC9qwYSNOIk2aNGhYvz7eNQw5q/IG65H+djolp1NEQYfZiy++iAsXL+KlKVNQoVcv9BszBj/99BOWLluGBAkSwF/gXO/y1at4f9EiFGvdGu2GDsUXX3yBQ4cPI1OmTDj544+yn2NmWg01Uy+jarC+kCEN4GIspj+wYQ07RBVB/F/p5zsL9Z2QBEh/KwLRcSVEeKmoQbKMLzaX8jE6vWABa4np9R/isaQRnM4q+Pffkpg8eQqWLVsauoSZWs88UxsnT16E0/m6Gro/wL17yzB9+gycOXMOa9euttNQbdiwYcOPJfSaZkAIb7J4N9KHrueJOnXqYP36dejTpz9u3CgOw0gOl+seTDMII0eOkdFhGyFYunQprly7hjNCIJfH7wUAbHa5kOvff2VJIolnmcn81+3bGOVjP5rKR6926ZLM+qpa1UpVMOpg6UyKFGnwzz/zVH/ujXlIliylvP9ukGttyJDnsXnzJsXNBmTOnB0TJ45H3759o7UPJydXw4YN5ceGDRs24gNemTQJz+zZg6ZC4HWXC2VJB6PId17SNPTu2RP58uWL9H6ZjT127FjENKgKTLEIcpPx4ynekjR5ctzTNHwnhFSK3KjSJUjF3wnAaA+ifBtxC3YGVwRBT3CIP/AVsl94LWW1MUVIDUlg6k9wECrEV5YRUU1bgzJlysfq9HpyiYSUC/jKAkgJh2MAVq1aFYZv5P3335eEi07nXgAjVKy6CIBpEOJjrF+/Fnv3cpkNGzZs2PAHihUrBiGYPbzPYo0d0DQdhQsXlllGR48elZm3RIsWLXDlykWsX78eb7wxUYqmXL36O6ZNmxYr1Y38hU/XrgXdMZ7OLTdSAHjW6cQ6VXbozii3yjunU4yg0qU/kDhxYrz4IqcQ76gx0j9qyR0ArwGYhbFjR8kJCnH58mVUqlQN27YdhxAMcp0B8CWuXq0p1cFsR6cNGzZsPBlI97J561aczpgR5dhvGAbSaRrGGwb6DRyI+X4mKyfR/aJFizBgwABJZL9t2za/ZRG3btcOW1QpYj0VZmE2c19FiLDCMNC6A/O4bMQ1xF4vSAyDA/EQxxYH7ow2jlIOlB8BvAHgiHxdSJYaFc93REHOjBdfnID793vC5VqvuE3cWAAhdmLYsP9nNsVWHhdNo4MqkcUaRRAc/FAS0Ic4HqlwuQQAy1tK+Fi/LUyzCBYtWozatWv79dxt2LBhI76ievXqKFiwKM6cGQOnk/FSz9Kz32EYU1G+fCW0a9cRX3/9pfxV1w00a9Yc06e/gfz580teKRvWuHfnDnKFk6GdUU0giBw5coTml/siFXYT77rX8wdGjx4tFZ/feONVaNob0PWcUiDH5foXo0aNlqUtbkyaNAl//eWAw0FVRTcpMekYqvAs8corr6JXr17IkiWL387Xhg0bNuI6mDV77uJFbN++XXIgsky8efPmoXMqf4FZxR3btcPtf/5BiaAgkCV5zpw5KFm0KDZu3Yrs2bNH6/G6d++O6dOmofGff2KZ04nS6neW9PdmpleSJBg0aFC0HtNGYMAOi0YQ/68hJnMFX8lmauDVUv2/h1x68+ZNv54HFac+/XQtEiQ4AMNgOeRQyVFiGOVl0mW7du0iVTsdiGCaqxC/spDFYo1jSJgwcZhsucuXL0EId9PlDQ0ORxmcP08uLxs2bNiw4Q+wfGz58g+RKNFpmGZxACwXZyDmJRhGKaRI8S+++eZrfPsto7XMMvoWLtdsbNp0DBUqVPbJrWgjLIqWLIk9pumTjp/YZRgoWrx4aIkgJdxf1bRH1mfe+RRdR6lixaTEuD+fiddeew0XL17A1KkTMGBAXUyZ8pL8/xtvvBFacsiM7GXLPobDMdDDueUJBhUTyhJNGzZs2LDxZGClD9ViR44cKcu//e3cIidXi2bNUOnuXamZfCw4GL8GB4PSbLdPn0aDOnXw8CF7puidM+/cuxcPsmWT3FuFTVM61shDeTZNGmzdsSPanWo2AgO2gyuCqFGjBoKCEiop8+8UEe4KFRf9UYmNalKuu3nzVn51dJE8/aefjmPw4M7Inn0z0qdfhHr1MuCzzz6T0dLYzjNFNSiX6x8Lzo4/YZrz0blzJyRMyPsRgrRpye1iPTkyjNPIlCmE/8WGDRs2bPgH5cqVw5Ej3+LZZ9lnsqS/DZIkmYO+fdupNZrC5aKeEcsCGJgZBKfzO9y5kxrDhrG83Df+++8/rF69GpMnT8asWbNCidTjG/r174/zDgdm+li2BsABpxP9VUSaXCTvvvcedmga6mqaLNWgnPoGAM/oOr7TdcyeOzdGxgwMXFHwZfbs2ZKnJVu2bGGW//XXX3jwgEEtFs34Qkroev54e99t2LBhIzZjxowZyOByYT25ItVv7HmqsU9yOHDy11/x6aefRvtxCxUqhFNnzkj6gzr9+qFanz5YtmwZzl+6hEqVKNpmIy7CdnBFEFTVee65PtB1qj3xBWSK/ATFhbVa0dbdgxCLsWXLftSv3yjaPdGeyJs3rxzkX7x4Ftev/46tWzdLT3xsd24RefLkkREFYByAwcqZeB3AJzCMakiRwokJE14Ks02vXl2h63Q4+srS2gen8zC6desaY9dgw4YNG/EVBQsWxNKlH+Hu3X8kD9Tff99EvXr1cOvWnxBiqg92hDRwOsdg27YtUj3PGxs3bkSWLDnQoUMHTJo0FyNHjkPu3HnQu3cf6fiKb/wpdBAxn6mprssw2zoS5moaOmoaOnXsiDZtWK4fgqZNm2Lzli24VaQImih2SlkEWro0du/di2eeeQaBAEbaWa4KMHvbF/6Dy3UR6dJRD8uGDRs2bMQ2/sgeDodP8plSTBcxDKxbx97MP9lqpD949913MW/ePHTp0iVMkoSNuAfbwRUJvP32DDRuXF9GpHW9IMVFAZC4nJFpKhsmBtATTucWGcH214saH0AFqNdffx0pU7KMpbhiFumMatWy4dChA8iVKyzFLjPnMmdOD9OsqYb7wap0dAEMoyWqVKkuB/o2bNiwYSPmSvsZHOLg8syZMzAM0qAXs1ibAioCv/3GHKP/48CBA2jVqjVu3WK29M9wOK7B5aKjbBY+/HAZnnuuH+IbWPLHUr3fixSRSlBtARzOmRMzZ83C0uXLHyHlp5T60R9/xA8//CA5UCjI8vV336FaNcbOAwPJkiVDy5YtYRjzLOgJPoTTeROdO3d+Cmdnw4YNGzaeBPf+/VfO5KyQ0enEfcUfacPGk8J2cEUC9PZ+/vkG7NmzB8mTu9SwkvFQb1SErj+Djz5ahrgMEseyLHLNmjX49VerqGvUwEw0ljNcu3ZZDsiZtnr69Gns27cbBQq4tZ/+D0Z1Dx7ch4oVs6n7Qs98cmjaQLRu3RBbt26K1cqSNmzYsBGbkSpVKrhcHLz+ZbHGhdD1PDFxIrOmS0IIcnkVVr8mAzAELtccLFv2kewbvv32W7z00ksy+5fOn3///Te0n2L/5G9+zJgE+0eW8n9//LjMkKMwyy/nzmHo0KFhJNK9tylRooTMpCtShAI5gYeJE19GUNBl6HoDqZ4IkEyf9+11aNoQ9OjRU5ab2LBhw4aN2IWihQphl0WVEXvrg4aBIkWLxvh52YibsGf8kQQHiSRuNU1mbD3qaHHD5SqIa9eovBj3EBwcLJWP3n13Ph48+L+3vW7dBli8eGG0KjIlSpRIDsgjAmZ1HTz4hYxSf/PNN9KhRaWQnDlJxm/Dhg0bNp4WmJ0zcOBgOBzzVHm/JwQ0bQ7y5y+Coh4DXDpv9u7dBWCJxXClO3R9FBo2bILz58/CNDNA01IhOPhtDBo0FGXKlMJXX30FhyNY9t2NGjXB5MmvokwZ0s3GfvCamCEXV0AH3K5dO9C1a0/89ls16HpCuFwPZV/er18/zJz59tM+RRs2bNiwEQX0GzQIgwcNwk4AnrM6hjFeBXDL5ZJk9zZsRAdsB1cUkSNHdty8eRS+1boFDOMIcucOW0YXF8ASkm7demDVqtUQghxZvQCw7GQL9u2bgMqVq+P7779FxozhJaL6FyVLlpQfGzZs2LARGEifPj2GDXseM2a8AiEYIBogicNDSv0nQoiteO21tWF4JG/fvq3+supL6QBx4cIFZvl8CoeD6sbMYNqGu3dbYf/+syx4lwwfQvyC7dtnY/fuatKJEtnyPPZ9e/fuldlh1679gWzZsqJHjx6oWrVqnOC+jCzIMXr27FncunULx44dk5ly5AZt0aLFE3Gb0J5nzpyStmYpJUsXSS+QIUOGaD1/GzZs2LARc+jTpw82btiAJrt2oYvLhWaKSOZDXccelwvT33wT+fLle9qnaSOOwHZwRRF9+/bCwIGDlKKit+rPZjid36NPH5ZWxC2wDGTlyk8AUKrbk7S9CxyOmvjjj2KYOXOm5M+yYcOGDRs23Hj99WlwOp2YM2cChHgFhpEWwcHXkCRJUrzzzuIw5OhE5syZkTBhYvz331cAavnY41ol7vKpV0z4TeUU43ap1W814XR2hRD10aNHH/z668kIOabu3bsnie+HDHkeO3Zsg2kWgsNRGKa5D4sXL0b79h2wfPkyBAXRaRf3QVL/KVOmYO7cBVI0IAQmdD0BXK77SJ06Pd5/f/4j9zIyIIcYs6/5sWHDhg0bsR/sIzds3Ii3334b8995Bx9cuSJ/r1y2LNaPGydJ4G3YiC7YHFxRRPfu3VG2bHkYRl0AbwBgpPikLL3Q9bZo3LgpGjVqhNgARqZ37tyJVq3aIF++Iihdurx0UFG22xsffvghTJMlf6S29UY2OJ09sGjRhzFy3jZs2LBhI/aA/FAUa7l48QJmznwTY8b0wssvv4QrVy6hVy9mA4dF0qRJ0anTszDNdwF4qysyfXoigNwskPf4/Vcl/jLBw7nlRmK4XFNw9uxp7N+/P9xzJSl+585dkCpVGqkKuWPHXpUl9jOA9XA4fgHwMdasWY/x48cjPsDhcKB581Z47bXpuHXrWWXn7XI8QOcW0AG3blVHu3btJXemDRs2bNiw4Sk8QxXg3y5dwrVr1yQ35lfffms7t2xEO2wHVxSROHFi7N69A927t0VQEAfZTKssgiRJZmPYsEFYv37tI0pGgerc6tevP+rXr49Nm37F2bP1cexYPowf/woKFSqGn376Kcz6V69ehcNBjhTfRLZUyPrrrz9k2YgNGzZs2LDhjSxZskhC9FdeeQXNmzeXZWhWmDx5EtKnD4JpUkWRHEzfA9gITWsig0qalp1sVB5buAVPaljs8Rm5PonprcDSuHLlKmL16gNwOMaqZPcpZBLzOBb7904QYozko7xz5w5iC0jA/9FHH2Hw4MEYNmwYtm3bFqE+++OPP8aOHVvhcm0CMFtmxQFUlv5IKhYDqwAMhaZVxfjxL8fItdiwYcOGjdgFzo9JZZM6tXcQyoaN6EHge2ACGClSpMDixYtw9ervMgNq9+7duHbtd8yYMeOJOChi0rk1f/58vP/+QgCL4HD8AGAWgBVwuX7DrVsZ0KRJCxm1dSNTpkwwTUawrQbDJ5AmTYZY4dyzYcOGDRuBjaxZs+Lbb79C27bPwDTpbCoLoDkKF/4dHTp0gK7T4eXpXEquvr0zvty4KrO/2H9boW/fAbh7NzMcjmNKuZF9YHeLtbvj33/v4sCBA4gN2LdvH7JmzSH5wxYu/AJz526U2ebFi5fGhQshSpZWmDdvoVI49MyYc6MPgPwAFsPlGorvvvsGv/32m9+uw4YNGzZs2Hgcjhw5IquPVq9eLTkjbcQP2F6IaABVjOrWrYvatWsjeXL34DpwsXHjRtSsWUcqQQ4a9DyAdgB6e0XBM8Pp/BAXL56T63uWZjoc5wGs9LHnKzCMD9G7t9VEwIYNGzasHe4sU1u/fn246126dElOzkuVKoXGjRvj4MGDMXaONp4OsmXLhhUrPsG1a1fx3Xffyeyrn346hrfeegtCUGCcWdRuxZfKzBEDMNdib3ORKFES1KhRAx988AGaN2+BOnXqYcSIETh16hR+/vlnfPXVATidr6gSx4dqO6sss2ShpOsRATm9SFQ/adIkzJ07F3/88QdiCrQblST//rsUizARHPwjHI4zFGjHL7/cQe3a9fHgwQPL7X/99Ve4XNXDGU5WUxl0LBuFLD+xYcOGDRs2YhqsQKpQpgzKlSuHnj17yoBY1syZMeqFF8IkbtiIm7AdXPEMr776qiwJOXjwAVwuDuD5kne0WLs0goLy44svvgj9pVKlSmjbtj10vSeLRwBcVtHzlTCM6kifPpmcKNiwYcNGRMHyKBJXf/nll491gg0aNAjp0qXDunXrpGIby6yuKLJSG3E/mFS2bFkUKFBAEsTT8UVOL2Cmyixiidw+SRcQIoQyhm4WtTX7qTehaa+jV68eqFSpGnr16o3Nm//Bnj2pMGfOMhQuXNhDIMVNau8WkWFZni+wXFJHmTJlHnv+jCJnypQV3bv3wOTJ8zBkyHBky5YdY8aMiZGyfgrAOBwp4XJ9BiCv+pWBrapwODbi3LlfsGbNGsvtU6Sg6uWlcI7AZcyM+xq6biBHjhzRfg02bNiwYSN+g2NBZk0z6aJGtWpo07o1du3aheDgYLmcCr/8/cHx42CKxn8qp3v0f/9h1ttvo1/fvk/7Emz4GbaDKx7h0KFDkvOEXCJO55cqa4sIT0lKkw1J6P80DR9/vAxDhgxEwoTTAGRXA9pnUa1aLhw6dECWMdqwYcNGRMAMFg5S9uzZE27ZGPH111/LDC5mv+TNmxf9+vWTmVx0dtmIn3j++efl/S9R4pYK1tRD8uRH8MwzLGmcBV3PgqCggjCMzNC0cRgyZAi2b9+NK1fIq3USLheJ0tfA6WSwZiyWLVum9uzOrCqiuKbG+ih7PAfTfAVNmzZ7rDOH58go8t275PE6B4fjGoT4Aw7Hy3jzzel46aWX4G+sXk1yfGZYJ/GxtCh0vTrWrbPOoOzcuT0MYwWAGz6WkrpgN4AmMIwZaNasOdKnTx+l8+QkhTxhnmMPGzZs2LBhg0rMPXv0kH38oU8+QbYvv8QfmzdL8vpnqlaVmcOvTZ2KxPfu4QunE01Jbq/yujkDflcILPngA8m1aSPuwnZwxSO8++5cmCbJ8MepXzIpzozVFlv8gODgX2Qph7cKxqxZMyX3GAftn3zyCU6ePIl9+3YjVy5Ks9uwYcNGxMBBRubMmWVb8rgS7x9++AFFilDM4/8TdGb0HDtGriQb8RWtW7fG0aOH8fvvv8vI7Z9/XpWZx1euXMaMGa9jyJCmmDp1Ai5cOI+aNWtIFUWH4xMABT32Qt7M16DrNWAY/Hu+x7IP6HZRzq7BqvyxHwyjBLJnT4oFCzzXfRR01Lz44svQtMZqX+5+kiWQdGxNwIwZM30qF3PbH3/8EaNHj8aAAQMwe/bsKJf+/fvvPQAZLZe7XBlx585dy+XMnkyZMhEMo57M0gopC2Xm2TYADeWYQtdnIkWKO3jrrTcjfX7kMq1Xr4HkMOU7XrBgUVnGyQmNDRs2bNiwwSxrBqI+BHDK4cDHTOBwOvEVQ0c//IAuzz6LFZ98gv4OxyM6ygTrjzKYpkcwy0ZcBEOYNuIJvvnmezgcjT38mszcIgfXEDU47eaRzfUHDKMnMmfOJUsafYHqF7Vq1ZLKSvPmzUPKlCnRvn17FC9ePMauyYYNG7Eb5C7kJyL4888/kSFDhkfK1ig3HVn4e9Ls3r89OY85G1GVyXPfadKkkRlbnti6dStMsygcDpLVe0ODy9UVAMvy31VBoKHKIcXSx+ekWqCmCWTOnA19+oyUJbI8TnjXcPz4cfzyCzOcGEseruLJjVRmGPvcwXj4cAo+/fRTmeXlxt9//422bTtg795dMM2s0LQMcDqXYMyYcZg/fy66dWOfHXEULFgEP/64Gy7XMB9LH0LT9iJz5oaW10L77t69Ha1bt8dvv1WGYWSC08nij1tKWdmFxo2bYfr0N5A7d+5I3dcFCxZIB5phlIcQ70huszNnNmHIkKHYvXsvVq78BIbhW73ZftceD3/byLa9DRs2ohOXL1+W80sGrtj3dOnSRVYIzXn7bQwU4hHZF7JvznY60WXHDvl/ysP4QgJVoB+VcaON2APbwRWPkDAhX+t/vH4doGTXe0geE5Z3ANeg6+uQMmVybN68E6bp+zFZsmQJBg7kwNwB0ywAIa5JHp1Wrdpg+fKlYbIsbNiwET9B0morIm2WMEWmnWDZEjNIPcH/R5Tg2xPMiokJxNRxYjNi0kZ8FoVIHM4aSeW/nTp1wooVzLp6HbqeGy7XBQhxBx07dsTw4cNDlYIvXrwoP+FhxQqW9dE586bKGmMm1XTF77WBWpHQ9aQym9EzG3HgwCH47ruTch2Ho5kKTl3Hf/+NlfxhJKyvXJnD+oihWbOG+OGHqR4ZV554DUL8hfXrN6Bly0+lg8oKK1cul5QHvG+0A8szqXaZJUsWyY/H84pMViU59OjIoqPP6ZwTGmgTglOYz/Dpp63k2IKce+HBftceD9tGNmzYCGQwa3nChAl4fdo0JNI05NZ1XHC58PKECejQsSOu37wJhqF8oS2AXpoG3TTxQ3Aw2vhYhzIqp4VAraxZ/XwlNp4mbAdXPEKrVk1x+vQcOJ2zAJAsFmrAvAgAM7s6IWXK35E9e3Z07Dgezz333CPZEm5QWbF3b3J48TMFwcGZVAnHSnz2WX/06NELq1f7Ulq0YcNGfALLCq0yTVh+RAXaiIKlS7dv3w7zG51biRIlivR5MdPUKiMkujIaOJn093FiM56GjRo0aICNG5nVRc6tbI8s17TPkDNnfnz00UeYOnWqjCDTAZMxY1t07tw50mX4VGZ89935SmFwgXJwsbRvjwos0dG0FC7XHVSvXl1yyhGHDx/Gt98eInsXAE/HDvvkRTCMX7By5RpZthhRFCtWDN999z22baOzrAuAlsrZRkL+7QDG4+HDNVi0aAk2b/6/erIvsDQ4urB27VpoGtUoX/fBCdoCut4Yn322BRMnUi3zUdjv2uPhbxu592/Dhg0bT4IZM2bIvvdVAMw1TuF0yl5qHmVjZLAIsBrxBfGjaShRrhwWHj6MQQ7HI0X57I1vOp2S+9VG3IXt4IpH6N+/P2bOnIMHD1rD5VoOILNawoyt+UiUKCGOHz8SIeWjiRMnQ9drw+V632NAyqalK1wuB9as6YVTp15BoUKF/HpNNmzYCGxUrFgRp0+fjpZ9MU39zJkzYX67ceOGpSM+PHCSFxOT4Zg6TmxGTNqoa9euGDt2PO7d6wuXa73XUJnqgmswfPjbMnOZzqzx48c/0fHImeV0pgKwOTQ7LKTPrKOOR0dRX6RLlwnNmjULtcNnn30G08wIh8NX1pIOp7Mvvvyyu3T4skw3IuC+u3fvim3btgBgGQdZTKAyyahA2R5OZx7s2NEHV69elSqVMYHjx3+E0/mMh33CwuVqhBMnhj32GbHftcfDtpENGzYCOeP/jalTZW3Ryx6/s2cYpeRNZijm6BI+tqfMyT2XCy+88AIG9++ParduYaLDgfpq24UAmCM8dMgQqcZsI+7CJpmPR+BgdevWTUia9HtoWg5oWh31yYEkSb7D5s2fR8i5RRUzEvq6XAMsFBg7wTBS2MpmNmzYiFaULFlSlnFxEOTGkSNH5O82bEQEFDJYu3YVTHOvEl15UZbn6zozqVqiVatWkgsqurBq1To4HD0snDdllHPpO7z//nwEBTFIFAKW+WlaOlXa6AsZQ9eLDFhOaRh0uF0CcFUN+w9L51YIKskSkfPnzyOmkCRJYug6ebyscBMJEkQ+S9OGDRs2bMQeHDhwADdu38ZAi+WcdZLt721dx3dey0iEMcw0UapYMdmPHzh0CLmqV5fljOwtiwJYliIFJk+ZgpmzWMlkIy7DzuCKZ6Cs6qVL57F06VLs20fSXKBGjRkyVZMk8RHB3btulSWWJfpCQuh6Go/1bNiwYSNqoGIcSxOTJk2KChUqSMXFcePGYeDAgdi7d68k8J42bdrTPk0bsQj169fH0aNHMHPmLKxd+z4ePPgXRYsWw+DBH8gMr+jMcPn337se2dK+kA3lymlo2ZLlgv8H1UIdjnmWpZTALqRIkVqS7kYGFIdhOSSdRr778BDHFonzYwoUslm7lmXMJ31QAwfDND9C69Zh7WPDhg0bNuIW7ty5E+7s0t2TZsmZE5XPn5dF9hWEwDkAH+s6kqVOjT1r1kDTNOTNmxc79+yRWf8MjCZOnFjSAPDbRtyHncEVD0FHFpWlmGHFz9ChQyPs3CLI0ZUoEYmhQxxkj+IsgoMvoHBhKw0LGzZs2IgY2rZtKwUtCDoeqNhKNcXWrVvj888/lzxeJLe2YSMyoAPp/fcX4tatP6UT6rvvvkaPHj2ivXwrf/5C/2vvfqBsqvYAjv/u3Hlk/Ik0pETNkhhNZkq0ZEzmoUIpkngTmqI/plrPVKRiiBAqnlE8GZUoGimlPNHqz5RJDf3RyvPn9Y9olJYVDZk5b/123XHvjBlzGffcc8/3s9ZdM3PuMfbda8/eZ//OPr9tdic8uoM2YKe5AAAO2klEQVQSHZ0nycmanyuQJrmvVStGPB59MKP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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def get_linear(num_samples, num_features, class_sep=1.5):\n", " \"\"\"Generate linearly separable dataset with noise\"\"\"\n", " x, y = make_classification(\n", " n_samples=num_samples, # number of data points\n", " n_features=num_features, # 2D input\n", " n_informative=2, # both features carry class information\n", " n_redundant=0,\n", " n_clusters_per_class=1,\n", " n_classes=2,\n", " random_state=42,\n", " class_sep=class_sep,\n", " )\n", " return x, y\n", "\n", "\n", "def get_circle(num_samples, noise=0.05):\n", " \"\"\"Generate circularly separable dataset with noise\"\"\"\n", " x, y = make_circles(\n", " n_samples=num_samples, # number of data points\n", " noise=noise,\n", " random_state=42,\n", " )\n", " return x, y\n", "\n", "\n", "def get_moon(num_samples, noise=0.2):\n", " \"\"\"Generate moon dataset with noise\"\"\"\n", " x, y = make_moons(\n", " n_samples=num_samples, # number of data points\n", " noise=noise,\n", " random_state=42,\n", " )\n", " return x, y\n", "\n", "\n", "def visual_sample(xs, ys, titles):\n", " \"\"\"Visualize the generated datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", " i = 0\n", " for x, y, title in zip(xs, ys, titles, strict=False):\n", " axs[i].scatter(x[:, 0], x[:, 1], c=y, cmap=\"bwr\", edgecolor=\"k\")\n", " axs[i].set_title(title)\n", " axs[i].grid(True)\n", " i += 1\n", " plt.show()\n", " plt.clf()\n", " return\n", "\n", "\n", "x_lin, y_lin = get_linear(200, 2, class_sep=1.5)\n", "x_circ, y_circ = get_circle(200, noise=0.05)\n", "x_moon, y_moon = get_moon(200, noise=0.2)\n", "\n", "visual_sample(\n", " [x_lin, x_circ, x_moon],\n", " [y_lin, y_circ, y_moon],\n", " [\"Linear dataset\", \"Circular dataset\", \"Moon dataset\"],\n", ")" ] }, { "cell_type": "markdown", "id": "b236713a1d7f743", "metadata": {}, "source": [ "Then we standardize our data, change their type to torch.FloatTensor and split them into the training / test sets.\n", "\n", "We'll only keep half of the data points to reproduce the VQC experiments faithfully." ] }, { "cell_type": "code", "execution_count": 30, "id": "d055d45e9a562aa4", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:26.873729200Z", "start_time": "2025-11-10T08:54:26.730592100Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n" ] } ], "source": [ "def prepare_data():\n", " \"\"\"Standardization, type changing and splitting of the data for preparation\"\"\"\n", " x_lin, y_lin = get_linear(200, 2, class_sep=1.5)\n", " x_circ, y_circ = get_circle(200, noise=0.05)\n", " x_moon, y_moon = get_moon(200, noise=0.2)\n", "\n", " # Take half of the data to have the same quantity as the paper\n", " x_lin, _, y_lin, _ = train_test_split(x_lin, y_lin, test_size=0.5, random_state=42)\n", " x_circ, _, y_circ, _ = train_test_split(\n", " x_circ, y_circ, test_size=0.5, random_state=42\n", " )\n", " x_moon, _, y_moon, _ = train_test_split(\n", " x_moon, y_moon, test_size=0.5, random_state=42\n", " )\n", "\n", " x_lin_train, x_lin_test, y_lin_train, y_lin_test = train_test_split(\n", " x_lin, y_lin, test_size=0.4, random_state=42\n", " )\n", "\n", " # Convert data to PyTorch tensors\n", " x_lin_train = torch.FloatTensor(x_lin_train)\n", " y_lin_train = torch.FloatTensor(y_lin_train)\n", " x_lin_test = torch.FloatTensor(x_lin_test)\n", " y_lin_test = torch.FloatTensor(y_lin_test)\n", "\n", " scaler = StandardScaler()\n", " x_lin_train = torch.FloatTensor(scaler.fit_transform(x_lin_train))\n", " x_lin_test = torch.FloatTensor(scaler.transform(x_lin_test))\n", "\n", " print(\n", " f\"Linear training set: {x_lin_train.shape[0]} samples, {x_lin_train.shape[1]} features\"\n", " )\n", " print(\n", " f\"Linear test set: {x_lin_test.shape[0]} samples, {x_lin_test.shape[1]} features\"\n", " )\n", "\n", " x_circ_train, x_circ_test, y_circ_train, y_circ_test = train_test_split(\n", " x_circ, y_circ, test_size=0.4, random_state=42\n", " )\n", "\n", " # Convert data to PyTorch tensors\n", " x_circ_train = torch.FloatTensor(x_circ_train)\n", " y_circ_train = torch.FloatTensor(y_circ_train)\n", " x_circ_test = torch.FloatTensor(x_circ_test)\n", " y_circ_test = torch.FloatTensor(y_circ_test)\n", "\n", " scaler = StandardScaler()\n", " x_circ_train = torch.FloatTensor(scaler.fit_transform(x_circ_train))\n", " x_circ_test = torch.FloatTensor(scaler.transform(x_circ_test))\n", "\n", " print(\n", " f\"Circular training set: {x_circ_train.shape[0]} samples, {x_circ_train.shape[1]} features\"\n", " )\n", " print(\n", " f\"Circular test set: {x_circ_test.shape[0]} samples, {x_circ_test.shape[1]} features\"\n", " )\n", "\n", " x_moon_train, x_moon_test, y_moon_train, y_moon_test = train_test_split(\n", " x_moon, y_moon, test_size=0.4, random_state=42\n", " )\n", "\n", " # Convert data to PyTorch tensors\n", " x_moon_train = torch.FloatTensor(x_moon_train)\n", " y_moon_train = torch.FloatTensor(y_moon_train)\n", " x_moon_test = torch.FloatTensor(x_moon_test)\n", " y_moon_test = torch.FloatTensor(y_moon_test)\n", "\n", " scaler = StandardScaler()\n", " x_moon_train = torch.FloatTensor(scaler.fit_transform(x_moon_train))\n", " x_moon_test = torch.FloatTensor(scaler.transform(x_moon_test))\n", "\n", " print(\n", " f\"Moon training set: {x_moon_train.shape[0]} samples, {x_moon_train.shape[1]} features\"\n", " )\n", " print(\n", " f\"Moon test set: {x_moon_test.shape[0]} samples, {x_moon_test.shape[1]} features\"\n", " )\n", "\n", " x_train = [x_lin_train, x_circ_train, x_moon_train]\n", " x_test = [x_lin_test, x_circ_test, x_moon_test]\n", " y_train = [y_lin_train, y_circ_train, y_moon_train]\n", " y_test = [y_lin_test, y_circ_test, y_moon_test]\n", "\n", " return x_train, x_test, y_train, y_test\n", "\n", "\n", "x_train, x_test, y_train, y_test = prepare_data()" ] }, { "cell_type": "markdown", "id": "5549f8fd97374e66", "metadata": {}, "source": [ "## 2. Model definitions" ] }, { "cell_type": "markdown", "id": "6b68c1cba98e954f", "metadata": {}, "source": [ "First off, let's define our quantum circuit using Perceval. The variational parts of our circuit are beam splitter meshes." ] }, { "cell_type": "code", "execution_count": 31, "id": "d196a3761c374fdc", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.610354400Z", "start_time": "2025-11-10T08:54:26.905498400Z" } }, "outputs": [ { "data": { "text/plain": "", "image/svg+xml": "\n\n\n\n\n\n\n\n\nΦ=4.291621\n\n\nΦ=4.13902\n\n\nΦ=2.878804\n\n\n\n\n\n\nΘ=theta_l0\n\n\nRx\n\n\nΦ=4.74312\n\n\n\n\n\n\n\n\nΘ=theta_l1\n\n\nRx\n\n\nΦ=4.972885\n\n\n\n\n\n\n\n\nΘ=theta_l2\n\n\nRx\n\n\nΦ=1.682225\n\n\n\n\n\n\n\n\nΘ=theta_l3\n\n\nRx\n\n\nΦ=2.625851\n\n\n\n\n\n\n\n\nΘ=theta_l4\n\n\nRx\n\n\nΦ=3.456538\n\n\n\n\n\n\n\n\nΘ=theta_l5\n\n\nRx\n\n\nΦ=1.568192\n\n\n\n\nΦ=px1\n\n\nΦ=px2\n\n\nΦ=1.593357\n\n\nΦ=5.804389\n\n\nΦ=6.252042\n\n\n\n\n\n\nΘ=theta_r0\n\n\nRx\n\n\nΦ=0.757604\n\n\n\n\n\n\n\n\nΘ=theta_r1\n\n\nRx\n\n\nΦ=3.025411\n\n\n\n\n\n\n\n\nΘ=theta_r2\n\n\nRx\n\n\nΦ=3.963197\n\n\n\n\n\n\n\n\nΘ=theta_r3\n\n\nRx\n\n\nΦ=3.221196\n\n\n\n\n\n\n\n\nΘ=theta_r4\n\n\nRx\n\n\nΦ=3.257954\n\n\n\n\n\n\n\n\nΘ=theta_r5\n\n\nRx\n\n\nΦ=0.731033\n\n\n\n\n\n0\n1\n2\n0\n1\n2\n" }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def create_vqc_bs_mesh(m):\n", " \"\"\"Create variational quantum classifier with specified number of modes using beam splitter meshes\"\"\"\n", "\n", " # BS based circuits from https://perceval.quandela.net/docs/v0.13/notebooks/BS-based_implementation.html\n", " bs_l = pcvl.GenericInterferometer(\n", " m,\n", " lambda idx: pcvl.BS(theta=pcvl.P(f\"theta_l{idx}\"))\n", " // (0, pcvl.PS(phi=np.pi * 2 * random.random())),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " depth=2 * m,\n", " phase_shifter_fun_gen=lambda idx: pcvl.PS(phi=np.pi * 2 * random.random()),\n", " )\n", "\n", " # Central part of the circuit encodes our data\n", " c_var = pcvl.Circuit(m)\n", " for i in range(2):\n", " px = pcvl.P(f\"px{i + 1}\")\n", " c_var.add(i + (m - 2) // 2, pcvl.PS(px))\n", "\n", " # Other BS mesh\n", " bs_r = pcvl.GenericInterferometer(\n", " m,\n", " lambda idx: pcvl.BS(theta=pcvl.P(f\"theta_r{idx}\"))\n", " // (0, pcvl.PS(phi=np.pi * 2 * random.random())),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " depth=2 * m,\n", " phase_shifter_fun_gen=lambda idx: pcvl.PS(phi=np.pi * 2 * random.random()),\n", " )\n", "\n", " c = pcvl.Circuit(m)\n", " c.add(0, bs_l, merge=True)\n", " c.add(0, c_var, merge=True)\n", " c.add(0, bs_r, merge=True)\n", "\n", " return c\n", "\n", "\n", "def count_parameters(model):\n", " \"\"\"Count trainable parameters in a PyTorch model\"\"\"\n", " return sum(p.numel() for p in model.parameters() if p.requires_grad)\n", "\n", "\n", "# In our case, we use 3 modes to have the same experiment set-up as the paper\n", "vqc_bs_mesh = create_vqc_bs_mesh(3)\n", "# Let's visualize our circuit\n", "pcvl.pdisplay(vqc_bs_mesh)" ] }, { "cell_type": "markdown", "id": "d67e0b45c3a780f3", "metadata": {}, "source": [ "Now, we want to define our quantum layer as well as any other PyTorch layer used for the whole model.\n", "\n", "The scale layer will be the input layer of the model, simply multiplying the input by a constant." ] }, { "cell_type": "code", "execution_count": 32, "id": "55c3ce2d45aa3e5c", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.626164400Z", "start_time": "2025-11-10T08:54:28.610354400Z" } }, "outputs": [], "source": [ "class ScaleLayer(nn.Module):\n", " \"\"\"\n", " Multiply the input tensor by a learned or fixed factor.\n", "\n", " Args:\n", " dim (int): Dimension of the input data to be encoded.\n", " scale_type (str): Type of scaling method.\n", "\n", " Returns: nn.Module that multiplies the input tensor by a learned or fixed factor.\n", " \"\"\"\n", "\n", " def __init__(self, dim, scale_type=\"learned\"):\n", " super().__init__()\n", " # Create a single learnable parameter (initialized to 1.0 by default)\n", " if scale_type == \"learned\":\n", " self.scale = nn.Parameter(torch.rand(dim))\n", " elif scale_type == \"2pi\":\n", " self.scale = torch.full((dim,), 2 * torch.pi)\n", " elif scale_type == \"pi\":\n", " self.scale = torch.full((dim,), torch.pi)\n", " elif scale_type == \"/pi\":\n", " self.scale = torch.full((dim,), 1 / torch.pi)\n", " elif scale_type == \"1\":\n", " self.scale = torch.full((dim,), 1)\n", "\n", " def forward(self, x):\n", " # Element-wise multiplication of each input element by the learned scale\n", " return x * self.scale" ] }, { "cell_type": "markdown", "id": "d6f48bec84312649", "metadata": {}, "source": [ "MerLin allows us to group a quantum layer with classical layers to form a hybrid model. The optimization of that model is as simple as any classical model optimization since MerLin was built to be compatible with PyTorch." ] }, { "cell_type": "code", "execution_count": 33, "id": "ad897a9b228bde20", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.673970300Z", "start_time": "2025-11-10T08:54:28.642203500Z" } }, "outputs": [], "source": [ "def get_vqc(m, initial_state, no_bunching=False, activation=\"none\", scale_type=\"1\"):\n", " \"\"\"Build and return the hybrid model used for binary classification of 2D data\"\"\"\n", "\n", " # Get vqc circuit\n", " vqc_circuit = create_vqc_bs_mesh(m)\n", " n_photons = torch.sum(torch.tensor(initial_state))\n", " if no_bunching:\n", " # No bunching: C(n_modes, n_photons)\n", " comb(m, n_photons)\n", " else:\n", " # With bunching: C(n_modes + n_photons - 1, n_photons)\n", " comb(m + n_photons - 1, n_photons)\n", "\n", " input_layer = ScaleLayer(2, scale_type=scale_type)\n", "\n", " vqc = QuantumLayer(\n", " input_size=2,\n", " circuit=vqc_circuit,\n", " trainable_parameters=[\n", " p.name for p in vqc_circuit.get_parameters() if not p.name.startswith(\"px\")\n", " ],\n", " input_parameters=[\"px\"],\n", " input_state=initial_state, # [1, 0, 0] for example\n", " no_bunching=no_bunching,\n", " )\n", "\n", " # The last Linear layer acts as the observable, and it makes sure the output is 1 dimensional\n", "\n", " if activation == \"none\":\n", " classification_layer = nn.Linear(vqc.output_size, 1)\n", " complete_vqc = nn.Sequential(input_layer, vqc, classification_layer)\n", "\n", " elif activation == \"sigmoid\":\n", " classification_layer = nn.Linear(vqc.output_size, 1)\n", " complete_vqc = nn.Sequential(\n", " input_layer, vqc, classification_layer, nn.Sigmoid()\n", " )\n", "\n", " elif activation == \"softmax\":\n", " classification_layer = nn.Linear(vqc.output_size, 2)\n", " complete_vqc = nn.Sequential(\n", " input_layer, vqc, classification_layer, nn.Softmax(dim=1)\n", " )\n", "\n", " else:\n", " raise ValueError(\n", " f\"Activation function unknown or not implemented: '{activation}'\"\n", " )\n", "\n", " return complete_vqc" ] }, { "cell_type": "markdown", "id": "2b07493e725414b8", "metadata": {}, "source": [ "Let\\'s also define some MultiLayer Perceptrons (MLP) for comparison with classical models. However, we will use small models so the number of parameters are similar between the two." ] }, { "cell_type": "code", "execution_count": 34, "id": "77e9482176e60aaf", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.673970300Z", "start_time": "2025-11-10T08:54:28.657991900Z" } }, "outputs": [], "source": [ "def get_mlp_deep(input_size, activation):\n", " \"\"\"Build and return a small 2-hidden-layers MLP for binary classification\"\"\"\n", " classical_layer_1 = nn.Linear(input_size, 2)\n", " classical_layer_2 = nn.Linear(2, 3)\n", "\n", " if activation == \"none\":\n", " mlp = nn.Sequential(\n", " classical_layer_1, nn.ReLU(), classical_layer_2, nn.ReLU(), nn.Linear(3, 1)\n", " )\n", "\n", " elif activation == \"sigmoid\":\n", " mlp = nn.Sequential(\n", " classical_layer_1,\n", " nn.ReLU(),\n", " classical_layer_2,\n", " nn.ReLU(),\n", " nn.Linear(3, 1),\n", " nn.Sigmoid(),\n", " )\n", "\n", " elif activation == \"softmax\":\n", " mlp = nn.Sequential(\n", " classical_layer_1,\n", " nn.ReLU(),\n", " classical_layer_2,\n", " nn.ReLU(),\n", " nn.Linear(3, 2),\n", " nn.Softmax(dim=1),\n", " )\n", " else:\n", " raise ValueError(\n", " f\"Activation function unknown or not implemented: '{activation}'\"\n", " )\n", "\n", " return mlp\n", "\n", "\n", "def get_mlp_wide(input_size, activation):\n", " \"\"\"Build and return a small 1-hidden-layers MLP for binary classification\"\"\"\n", " classical_layer_1 = nn.Linear(input_size, 4)\n", "\n", " if activation == \"none\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), nn.Linear(4, 1))\n", "\n", " elif activation == \"sigmoid\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), nn.Linear(4, 1), nn.Sigmoid())\n", "\n", " elif activation == \"softmax\":\n", " mlp = nn.Sequential(\n", " classical_layer_1, nn.ReLU(), nn.Linear(4, 2), nn.Softmax(dim=1)\n", " )\n", " else:\n", " raise ValueError(\n", " f\"Activation function unknown or not implemented: '{activation}'\"\n", " )\n", "\n", " return mlp" ] }, { "cell_type": "markdown", "id": "5cd90b690b4f7d5a", "metadata": {}, "source": [ "## 3. Training function\n" ] }, { "cell_type": "markdown", "id": "528ed68e3a06f322", "metadata": {}, "source": [ "The training of the hybrid model has the exact same structure as the normal training of a classical model using PyTorch." ] }, { "cell_type": "code", "execution_count": 35, "id": "706cb3e68933278a", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.742213400Z", "start_time": "2025-11-10T08:54:28.693963100Z" } }, "outputs": [], "source": [ "def train_model(model, model_name, x_train, x_test, y_train, y_test, args):\n", " \"\"\"Train a model and return training metrics\"\"\"\n", " optimizer = torch.optim.Adam(model.parameters(), lr=args.lr, betas=args.betas)\n", " criterion = nn.MSELoss() # loss from paper\n", "\n", " losses = []\n", " train_accuracies = []\n", " test_accuracies = []\n", "\n", " model.train()\n", "\n", " pbar = tqdm(range(args.n_epochs), desc=f\"Training {model_name}\")\n", " for _epoch in pbar:\n", " permutation = torch.randperm(x_train.size()[0])\n", " total_loss = 0\n", "\n", " for i in range(0, x_train.size()[0], args.batch_size):\n", " indices = permutation[i : i + args.batch_size]\n", " batch_x, batch_y = x_train[indices], y_train[indices]\n", "\n", " # If softmax activation, we have to format the labels in 2-dimensions\n", " if args.activation == \"softmax\":\n", " # One-hot encode\n", " batch_y = functional.one_hot(\n", " batch_y.squeeze().long(), num_classes=2\n", " ).float() # shape : (batch_size, 2)\n", "\n", " outputs = model(batch_x)\n", "\n", " # Get the right parameters for regularization\n", " if args.regu_on == \"linear\":\n", " # Get the observable parameters\n", " if args.activation == \"none\":\n", " obs = list(model[-1].parameters())\n", " else:\n", " obs = list(model[-2].parameters())\n", " # Flatten all tensors and concatenate into a single vector\n", " obs_vector = torch.cat([p.view(-1) for p in obs])\n", "\n", " elif args.regu_on == \"all\":\n", " # Get the observable parameters\n", " obs = list(model.parameters())\n", " # Flatten all tensors and concatenate into a single vector\n", " obs_vector = torch.cat([p.view(-1) for p in obs])\n", "\n", " else:\n", " raise NotImplementedError\n", "\n", " # [ MSE ] + [ regularization ]\n", " loss = (\n", " criterion(outputs.squeeze(), batch_y.squeeze())\n", " + args.alpha * torch.linalg.vector_norm(obs_vector) ** 2\n", " )\n", "\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n", "\n", " total_loss += loss.item()\n", "\n", " avg_loss = total_loss / (x_train.size()[0] // args.batch_size)\n", " losses.append(avg_loss)\n", "\n", " # Evaluation\n", " model.eval()\n", " with torch.no_grad():\n", " train_outputs = model(x_train)\n", "\n", " if args.activation == \"softmax\":\n", " train_preds = torch.argmax(train_outputs, dim=1)\n", " else:\n", " train_preds = torch.round(train_outputs)\n", "\n", " train_acc = accuracy_score(y_train.numpy(), train_preds.cpu().numpy())\n", " train_accuracies.append(train_acc)\n", "\n", " test_outputs = model(x_test)\n", "\n", " if args.activation == \"softmax\":\n", " test_preds = torch.argmax(test_outputs, dim=1)\n", " else:\n", " test_preds = torch.round(test_outputs)\n", "\n", " test_acc = accuracy_score(y_test.numpy(), test_preds)\n", " test_accuracies.append(test_acc)\n", "\n", " pbar.set_description(\n", " f\"Training {model_name} - Loss: {avg_loss:.4f}, Test Acc: {test_acc:.4f}\"\n", " )\n", "\n", " model.train()\n", "\n", " return {\n", " \"losses\": losses,\n", " \"train_accuracies\": train_accuracies,\n", " \"test_accuracies\": test_accuracies,\n", " \"final_test_acc\": test_accuracies[-1],\n", " }" ] }, { "cell_type": "markdown", "id": "298db7a564ed1fc8", "metadata": {}, "source": [ "We define the function train_model_multiple_runs() so that it is a general function that can be used for different types of model." ] }, { "cell_type": "code", "execution_count": 36, "id": "1a310b27d059d4b7", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.793385800Z", "start_time": "2025-11-10T08:54:28.726564200Z" } }, "outputs": [], "source": [ "def train_model_multiple_runs(type, args):\n", " \"\"\"\n", " Train model multiple times and return results\n", "\n", " Parameters\n", " ----------\n", " type : String, must be in this list [\"vqc\", \"mlp_deep\", \"mlp_wide\", \"svm_lin\", \"svm_rbf\"]\n", " Indicates which type of model to train.\n", "\n", " args : Arguments object\n", " Contains arguments passed to the model or useful for training\n", "\n", " Returns\n", " -------\n", " Dictionary\n", " Contains the results of several runs of the model.\n", " \"\"\"\n", "\n", " x_trains, x_tests, y_trains, y_tests = prepare_data()\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " best_models = []\n", " best_accs = []\n", " results = {}\n", "\n", " for i, dataset in enumerate(datasets):\n", " x_train = x_trains[i]\n", " x_test = x_tests[i]\n", " y_train = y_trains[i]\n", " y_test = y_tests[i]\n", "\n", " if type == \"vqc\":\n", " print(f\"\\nTraining VQC with dataset {dataset} ({args.num_runs} runs):\")\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = get_vqc(\n", " args.m,\n", " args.initial_state,\n", " activation=args.activation,\n", " no_bunching=args.no_bunching,\n", " scale_type=args.scale_type,\n", " )\n", " num_params = count_parameters(model)\n", "\n", " print(\n", " f\" Run {run + 1}/{args.num_runs}, VQC has {num_params} parameters...\"\n", " )\n", " args.set_dataset_name(dataset)\n", "\n", " run_results = train_model(\n", " model,\n", " f\"VQC with dataset {dataset} (run{run + 1})\",\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " models.append(model)\n", " model_runs.append(run_results)\n", "\n", " elif type[:3] == \"mlp\":\n", " if type == \"mlp_wide\":\n", " network_type = \"wide\"\n", " get_mlp = get_mlp_wide\n", " elif type == \"mlp_deep\":\n", " network_type = \"deep\"\n", " get_mlp = get_mlp_deep\n", " else:\n", " raise NotImplementedError\n", "\n", " print(\n", " f\"\\nTraining MLP ({network_type}) with dataset {dataset} ({args.num_runs} runs):\"\n", " )\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = get_mlp(2, activation=args.activation)\n", "\n", " num_params = count_parameters(model)\n", "\n", " print(\n", " f\" Run {run + 1}/{args.num_runs}, MLP has {num_params} parameters...\"\n", " )\n", " args.set_dataset_name(dataset)\n", " run_results = train_model(\n", " model,\n", " f\"MLP with dataset {dataset} (run{run + 1})\",\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " models.append(model)\n", " model_runs.append(run_results)\n", "\n", " else:\n", " if type == \"svm_lin\":\n", " kernel = \"linear\"\n", " elif type == \"svm_rbf\":\n", " kernel = \"rbf\"\n", " else:\n", " raise NotImplementedError\n", "\n", " print(\n", " f\"\\nTraining SVM ({kernel}) with dataset {dataset} ({args.num_runs} runs):\"\n", " )\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = SVC(kernel=kernel, gamma=\"scale\")\n", " model.fit(x_train, y_train)\n", "\n", " print(f\" Run {run + 1}/{args.num_runs}, SVM ({kernel})...\")\n", " args.set_dataset_name(dataset)\n", "\n", " y_pred = model.predict(x_test)\n", " accuracy = accuracy_score(y_test, y_pred)\n", " models.append(model)\n", " run_results = {\n", " \"losses\": [0.0] * args.n_epochs,\n", " \"train_accuracies\": [0.0] * args.n_epochs,\n", " \"test_accuracies\": [0.0] * args.n_epochs,\n", " \"final_test_acc\": accuracy,\n", " }\n", " model_runs.append(run_results)\n", "\n", " best_run = torch.argmax(\n", " torch.Tensor([run[\"final_test_acc\"] for run in model_runs])\n", " )\n", " best_accs.append(\n", " torch.max(torch.Tensor([run[\"final_test_acc\"] for run in model_runs]))\n", " )\n", " best_models.append(models[best_run])\n", "\n", " # Store all runs for this model\n", " results[dataset] = {\n", " \"runs\": model_runs,\n", " # Calculate aggregate statistics\n", " \"avg_final_test_acc\": sum(run[\"final_test_acc\"] for run in model_runs)\n", " / args.num_runs,\n", " }\n", "\n", " visualize_decision_boundary(\n", " type, best_models, x_trains, x_tests, y_trains, y_tests, args, best_accs\n", " )\n", "\n", " return results\n", "\n", "\n", "def train_vqc_multiple_runs(args):\n", " \"\"\"Train VQC several times\"\"\"\n", " return train_model_multiple_runs(\"vqc\", args)\n", "\n", "\n", "def train_mlp_multiple_runs(args, network_type=\"wide\"):\n", " \"\"\"Train MLP of {network_type} several times\"\"\"\n", " if network_type == \"wide\":\n", " return train_model_multiple_runs(\"mlp_wide\", args)\n", " elif network_type == \"deep\":\n", " return train_model_multiple_runs(\"mlp_deep\", args)\n", " else:\n", " raise NotImplementedError\n", "\n", "\n", "def train_svm_multiple_runs(args, kernel_type=\"lin\"):\n", " \"\"\"Train SVM of {kernel_type} several times\"\"\"\n", " if kernel_type == \"lin\":\n", " return train_model_multiple_runs(\"svm_lin\", args)\n", " elif kernel_type == \"rbf\":\n", " return train_model_multiple_runs(\"svm_rbf\", args)\n", " else:\n", " raise NotImplementedError" ] }, { "cell_type": "markdown", "id": "c85713a0f0533eaf", "metadata": {}, "source": [ "We also want a function to visualize the decision boundary of our models." ] }, { "cell_type": "code", "execution_count": 37, "id": "943a3f4e700396bd", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.839378500Z", "start_time": "2025-11-10T08:54:28.791577100Z" } }, "outputs": [], "source": [ "def visualize_decision_boundary(\n", " type,\n", " models,\n", " x_trains,\n", " x_tests,\n", " y_trains,\n", " y_tests,\n", " args,\n", " final_accs,\n", " resolution=100,\n", " device=\"cpu\",\n", "):\n", " \"\"\"Visualize the decision boundaries of the trained models on the three datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " i = 0\n", "\n", " model_name = type\n", "\n", " if type == \"vqc\":\n", " model_name += f\"_{args.initial_state}\"\n", "\n", " for model, dataset, acc, x_train, x_test, y_train, y_test in zip(\n", " models, datasets, final_accs, x_trains, x_tests, y_trains, y_tests, strict=False\n", " ):\n", " # Convert to numpy if x_train is a tensor\n", " if isinstance(x_train, torch.Tensor):\n", " x_train_np = x_train.cpu().numpy()\n", " else:\n", " x_train_np = x_train\n", "\n", " # Convert to numpy if x_test is a tensor\n", " if isinstance(x_test, torch.Tensor):\n", " x_test_np = x_test.cpu().numpy()\n", " else:\n", " x_test_np = x_test\n", "\n", " # Determine plot boundaries\n", " x_min1, x_max1 = x_train_np[:, 0].min() - 1, x_train_np[:, 0].max() + 1\n", " y_min1, y_max1 = x_train_np[:, 1].min() - 1, x_train_np[:, 1].max() + 1\n", " x_min2, x_max2 = x_test_np[:, 0].min() - 1, x_test_np[:, 0].max() + 1\n", " y_min2, y_max2 = x_test_np[:, 1].min() - 1, x_test_np[:, 1].max() + 1\n", "\n", " x_min = min(x_min1, x_min2)\n", " x_max = max(x_max1, x_max2)\n", " y_min = min(y_min1, y_min2)\n", " y_max = max(y_max1, y_max2)\n", "\n", " # Create a meshgrid\n", " xx, yy = np.meshgrid(\n", " np.linspace(x_min, x_max, resolution), np.linspace(y_min, y_max, resolution)\n", " )\n", " grid_points = np.c_[xx.ravel(), yy.ravel()]\n", "\n", " if type == \"vqc\" or type[:3] == \"mlp\":\n", " # Ensure model is in eval mode and on the correct device\n", " model.eval()\n", " model.to(device)\n", "\n", " # Convert to torch tensor\n", " grid_tensor = torch.tensor(grid_points, dtype=torch.float32).to(device)\n", "\n", " # Predict with the model (no gradient needed)\n", " with torch.no_grad():\n", " preds = model(grid_tensor).squeeze()\n", "\n", " if args.activation == \"none\":\n", " probs = preds.cpu().numpy()\n", " elif args.activation == \"softmax\":\n", " probs = preds[:, 1].cpu().numpy()\n", " else:\n", " probs = preds.cpu().numpy()\n", "\n", " elif type == \"svm_lin\" or type == \"svm_rbf\":\n", " probs = model.predict(grid_points)\n", "\n", " else:\n", " raise NotImplementedError\n", "\n", " # Convert to 0 or 1 prediction\n", " pred_labels = (probs > 0.5).astype(int)\n", "\n", " # Plot decision boundary\n", " axs[i].contourf(\n", " xx, yy, pred_labels.reshape(xx.shape), alpha=0.3, cmap=plt.cm.RdBu\n", " )\n", "\n", " # Plot train points\n", " axs[i].scatter(\n", " x_train_np[:, 0],\n", " x_train_np[:, 1],\n", " c=y_train,\n", " cmap=plt.cm.RdBu,\n", " s=30,\n", " marker=\"o\",\n", " label=\"Training data\",\n", " )\n", "\n", " # Plot test points\n", " axs[i].scatter(\n", " x_test_np[:, 0],\n", " x_test_np[:, 1],\n", " c=y_test,\n", " cmap=plt.cm.RdBu,\n", " s=30,\n", " marker=\"x\",\n", " label=\"Test data\",\n", " )\n", "\n", " # Format the accuracy to 2 decimal places\n", " formatted_acc = f\"{acc:.2f}\"\n", "\n", " # Place it in axes coordinates (0,1 is top-left)\n", " axs[i].text(\n", " 0.01,\n", " 0.99,\n", " formatted_acc,\n", " transform=axs[i].transAxes,\n", " ha=\"left\",\n", " va=\"top\",\n", " fontsize=12,\n", " )\n", "\n", " axs[i].set_xlabel(\"x1\")\n", " axs[i].set_ylabel(\"x2\")\n", " axs[i].set_title(\n", " f\"Decision boundary of {model_name} on {dataset} dataset\", fontsize=10\n", " )\n", " legend_elements = [\n", " Patch(facecolor=\"red\", label=\"Label 0\"),\n", " Patch(facecolor=\"blue\", label=\"Label 1\"),\n", " Line2D(\n", " [0],\n", " [0],\n", " marker=\"o\",\n", " color=\"gray\",\n", " label=\"Training data\",\n", " markerfacecolor=\"gray\",\n", " markersize=8,\n", " ),\n", " Line2D(\n", " [0],\n", " [0],\n", " marker=\"x\",\n", " color=\"gray\",\n", " label=\"Test data\",\n", " markerfacecolor=\"gray\",\n", " markersize=8,\n", " ),\n", " ]\n", "\n", " axs[i].legend(handles=legend_elements, loc=\"upper right\")\n", " i += 1\n", "\n", " # plt.savefig(f\"./results/decision_boundaries_{model_name}.png\") # To save the figure locally\n", " plt.show()\n", " plt.clf()\n", " return" ] }, { "cell_type": "markdown", "id": "8abf1c04feca4783", "metadata": {}, "source": [ "## 4. Run the training" ] }, { "cell_type": "markdown", "id": "946ac7cb49460d55", "metadata": {}, "source": [ "The hyperparameters for our experiment (see README.md file for more details on these):" ] }, { "cell_type": "code", "execution_count": 38, "id": "540f23d2ad01ee68", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.854594100Z", "start_time": "2025-11-10T08:54:28.840897200Z" } }, "outputs": [], "source": [ "# Hyperparameters and experimental set-up\n", "m = 3\n", "initial_state = [1, 0, 0]\n", "\n", "activation = \"none\" # [\"none\", \"sigmoid\", \"softmax\"]\n", "no_bunching = False\n", "num_runs = 5\n", "n_epochs = 150\n", "batch_size = 30\n", "lr = 0.02\n", "alpha = 0.0002\n", "betas = (0.8, 0.999)\n", "scale_type = \"1\" # [\"learned\", \"2pi\", \"pi\", \"/pi\", \"1\"]\n", "regu_on = \"linear\" # [\"linear\", \"all\"]" ] }, { "cell_type": "markdown", "id": "4b2e014df16ff7e1", "metadata": {}, "source": [ "Class Argument contains the information needed." ] }, { "cell_type": "code", "execution_count": 39, "id": "d64c4f705d0dd0c3", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.885974100Z", "start_time": "2025-11-10T08:54:28.860272700Z" } }, "outputs": [], "source": [ "class Arguments:\n", " def __init__(\n", " self,\n", " m,\n", " initial_state,\n", " activation=\"none\",\n", " no_bunching=False,\n", " num_runs=5,\n", " n_epochs=50,\n", " batch_size=32,\n", " lr=0.02,\n", " alpha=0.2,\n", " betas=(0.9, 0.999),\n", " scale_type=\"learned\",\n", " regu_on=\"linear\",\n", " ):\n", " self.m = m\n", " self.initial_state = initial_state\n", " self.activation = activation\n", " self.no_bunching = no_bunching\n", " self.num_runs = num_runs\n", " self.n_epochs = n_epochs\n", " self.batch_size = batch_size\n", " self.lr = lr\n", " self.alpha = alpha\n", " self.betas = betas\n", " self.scale_type = scale_type\n", " self.regu_on = regu_on\n", " self.dataset_name = \"\"\n", "\n", " def set_dataset_name(self, dataset):\n", " self.dataset_name = dataset\n", " return" ] }, { "cell_type": "markdown", "id": "83649a1d248ec703", "metadata": {}, "source": [ "Train VQC with initial state \\[1, 0, 0] and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 40, "id": "2fca97a028b6caeb", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:56:27.612347100Z", "start_time": "2025-11-10T08:54:28.877973300Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training VQC with dataset linear (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run1) - Loss: 0.0417, Test Acc: 0.8750: 100%|██████████| 150/150 [00:08<00:00, 18.05it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run2) - Loss: 0.0414, Test Acc: 0.8750: 100%|██████████| 150/150 [00:07<00:00, 19.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run3) - Loss: 0.0415, Test Acc: 0.8750: 100%|██████████| 150/150 [00:09<00:00, 15.18it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run4) - Loss: 0.0415, Test Acc: 0.8750: 100%|██████████| 150/150 [00:08<00:00, 17.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run5) - Loss: 0.0435, Test Acc: 0.8750: 100%|██████████| 150/150 [00:07<00:00, 19.27it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset circular (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run1) - Loss: 0.1439, Test Acc: 0.9250: 100%|██████████| 150/150 [00:07<00:00, 19.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run2) - Loss: 0.1696, Test Acc: 0.8000: 100%|██████████| 150/150 [00:07<00:00, 20.56it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run3) - Loss: 0.1047, Test Acc: 1.0000: 100%|██████████| 150/150 [00:07<00:00, 20.33it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run4) - Loss: 0.1872, Test Acc: 0.7500: 100%|██████████| 150/150 [00:06<00:00, 22.47it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run5) - Loss: 0.1019, Test Acc: 0.9750: 100%|██████████| 150/150 [00:07<00:00, 18.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset moon (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run1) - Loss: 0.1019, Test Acc: 0.8000: 100%|██████████| 150/150 [00:07<00:00, 20.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run2) - Loss: 0.1006, Test Acc: 0.8000: 100%|██████████| 150/150 [00:07<00:00, 19.43it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run3) - Loss: 0.1039, Test Acc: 0.8250: 100%|██████████| 150/150 [00:07<00:00, 20.38it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run4) - Loss: 0.0985, Test Acc: 0.8000: 100%|██████████| 150/150 [00:08<00:00, 18.20it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run5) - Loss: 0.0987, Test Acc: 0.8000: 100%|██████████| 150/150 [00:07<00:00, 19.78it/s]\n" ] }, { "data": { "text/plain": "
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KdhiloXZkd7zax2LM9rVZsWKFCFEgLzl64CIXbu3cE+T5QPnT6NqnF832kXCWUzsZ04BtCtsUtimmYVP0rWfsvrP7LYy5to3t7zPvVx/ZXTPGbF8NeRvRIMXFxUWsQwN4GqyQ50JO/Qy1j/LJqPO5mdo1y2TA9oftD9sf07A/hq5hbXHamH3Ty9jrIjc2T8V2hXOWGQsZEerwSPklJZPijqmTJXWWXuTSSTHwpPySmkzGR/sCo5lGtauhGuo06SKjWQPKN0QutdQ5UtJNbWh/t27d0lF+KWSA3Brphs8L2vugfdJsDu2HXvReW62nOHa6IKkDp5tEnfCcUCfANQZyU6XvayfA1E4KSfHKNPtD8doUC06CAs2s5CSY0A1HNxaVpyVlWh/0u1EbtBM/0owNzZoZq0yT2yv9rvSb0eyRWvWnjpbaod1J0iySGro+tHM70HrUUWjHfRcFNNNA15G26zwdg/YMhCGo06Y2ax+z+rrQnlUzBJ1j7QcE9TVclLPNOd23dP9R/gFyYyY3YZo1ouvDWMHO19dXuKGrE+Zmvg5y2n7mhzaaoSI3ZMqLQw815HJO0Po0A0t9BrWBXPipfyJX6H/++SfHdjKmAdsUtilsU0zDptD5pOtTnRyboJAZdWhlTt/NnLuJZv0pdC3ztU1/ayfvNra/NwYSPbTvAxoYaR9XTtvXtj8UjkdJyOkcUAgcDfQpYbp63ez6GTr/dA+o+zF6Ua5PddVFfeIEU/Sw/WH7w/bHNOxPbslu3yR6k6eW9nVB9xmdp7wcG9uVDFgs0wMZDRqM0o9KHQnFvx84cEBTCYQ6EnJxpYuD4oTpIqS4forHdXR0FOondcxkaOiHpgR69KNSkkdt6KKjdahDpc6Z1iNFX9t1k6DtkcGiOHtyiaQZB4rRJS+VvF4glISS3G7poqdjpzAuuvjoGKkTphh0ajuV5qV4Z+q8qW3kyklto0SZ1OlTvg4SCIyBXD0p5Iy2Rzc6VbCgCjhqyEjSjUPJC2nblDiQjjGnAT4dGyX1o98s8znWduGmJIi0b9ovtZvi8SkhoKHvZIYMOVXSIcOnjiNX759Ub6qwQyo5nVt1NSyCKnpQrDglWqSbnc4ZdQ6ZQzcKAvptDCWQpEpAlPiQfm8KAaTzS9ev2s2VzjOdQ33uswQJPKT00/VH3yPPJpopM8Zlmb5LxpYqnZALN52LTZs2Cc+ooiKn+5auP7rm6TM6RpplIyNhrMBE26ccAJRokq4vOk/kUqwmp+2rzyO5J1N+NVqfHpjoXqAkluq8FbQ+PYBRv7Fw4UIRSnDhwgWxTwqVyKmdandougbyUkCByT1sU9im6INtimnYFBoQ0GQDJTyma5R+T2qLMb8j3TPUP9NvRL8F/ZZ0LmhgTIMxui5otpyOke43Q94C2fX3xkDnjWwHhfnTNUP5iLQrAua0fTrnlDOGvGFoXep76HehfoQGMJQzRr1udv0M/S50HORxQH0VDWboN1KnJ6D16P6mz/KSZoHJPWx/2P7og+2Padif3EJRKVQAgyJT6H6ksF2659Q55OhzKhZAk+d0f5GYRWMKdZhtbmC7kgGLZXqgASiVLqX4fYrLpxuBLka6MdXQD0px8XRR0jqketIPR1AHTJ0PXTjU6VACRvIm0Y7zJUiJ/+CDD0RHQx0VGS8Ko9KOrVd3yDSDQ4NidaUJmqV477338txGOmaqOEE3AsXMU5vVbqDq0sH0mTpJoDphJV20FJtON466fDnNThgL3bQUc0z7J0OtTtZH0DmgBLZ0TsgtmAwA7Ytu9uyMCxlEqtZCCQyzcy2lbZGSTdunToXcVel3zZzgMTtolodmMbQNC8WSUydNDxhkOMkYq/OdEORNRK6plPSQ2kcdLFVsNCauPrdQhRR6ENKH+rcl40Eus2Ts6JjUnQ3NTNB1rz27nrntVI2EHnCoygl5RpFxNgbaB90TVEWHHpTo+qHfn37noiS7+5YeAChOnj6jjpkMAlVIy01JbOrIycWYPAtou7RNNTltn5KB0kMOfZdmFOmepGuFzjs9DFDlSzrntIyuWfot6QGJrima5aUHBHp4yqmd6mOhddQVOJnChW0K2xRDsE0xDZtCFbnogZsSa0+ePFn8S/10TpB3CvWj5KlD9yYNYui3oBAhmjyh+5naR/06iXKGvB6y6++Nga5ZOgfk0Ub3Ef0mVOzG2O3TdUb9El1PZKfINtHsPr2nQQu1gfLh0KAnu36GvFOo/fS70PmgPoF+F9oOQaIkHSv9Zsa2jckfbH/Y/hiC7Y9p2J/cQDaE7leqAEv3I9keuvbVCfupLTQWoGuTzgtV9yQxWF+hh5xgu5KBRJWXpEAMY0KQGk2zSKR4q6vCFDfqGTt1DoC8QqIGPdCQwTAGUvfpQUb9IJBbyPjS7GJeKorQg8Do0aM1uTAYhmFKImxTXsI2hWEYpuhg+/MStj+MKWAaWfoYJo9QjDO5K9OMhvYsmTlBbquUhFJdMSQ7yKWYlP28QLN8lE8lL0aF3F+NdV1nGIYxVdim6MI2hWEYpmhg+6ML2x/GFGCxjCnRUEdKLp7kkmkoF4ipQu6op0+fNvg5uaoSVCmEcl9pJ1k0BOVcyW1lLzWU14HcbfMCubaTgWcYhinJsE3RhW0KwzBM0cD2Rxe2P4wpwGGYDFNMULJVdeUQfVDeBcrtwDAMwzA5wTaFYRiGKQ7Y/jDmCotlDMMwDMMwDMMwDMMwDPOCkuXjyTAMwzAMwzAMwzAMwzCFCItlDMMwDMMwDMMwDMMwDGPuCf6p9K5CoRAJEiUSSXEfDsMwTImHovapb7WwsChxyWcLA7YzDMMwBQvbmaywrWEYhikeW2O2YhkZFWMqbTAMwzC5o169erC0tERph+0MwzBM4cB25iVsaxiGYYrH1pitWKZWCF0iYyB9UcKA1MOAgED4+Hib3WyVObfN3NtXEG2Tx4VA1aYbtlx4igaeTjAVlOkqBAT4w8enMqQy85oNLcq2PQyPRxUvN7SyCEfEuauQelQqlmtSKQGi3ZzM7h4sSDtT0jDnvtUYSnv7idJ+Dkp7+03tHJirnQkMDMS8efNw+fJlODk5YdSoUXj77bdzbWuQbjq/lTlfhwUNt63kYs7tK81tUxppa8xWLFO7KdMARjOIoX/TlbrLzAVzbpu5t68A2iZVKaGSSpGukkBlQqkIVVBCqaJ/Teu4SlrbxO8qkUImkUCizLhWivOa5DCQbOxMScOc+1ZjKO3tJ0r7OSjt7TfRc2BOdoYGbePGjRMeDH/++acQziZNmgQPDw/069cvV7bGFH+rAoPbVjIx57aZe/u4bcjJ1pitWJYdl+7ewboDexH47AlcHBzRv10HDOnU1eDJSk9Px7Z//sbBs6cQFRuDCmXdMaJrD3Rs3FRnvVPXr2Lj4QMICguDq6MjujZtjuHdekJuUSpPM1PEyO9dQ32fargS8ByNKjoX9+EwDPOC8OfRGPvlfMwdMwENqvtmu+4/ly5g05GDeBoZAQ9XNwzv2h3dm7fSWefe40Cs3b0D9x8/hq21Nbo3b4nRvfqyrWEYhjFBIiIiUKtWLcyZMwf29vbw8fFBq1atcOnSJaPEsuy4ePc2ft23p8DHNMevXMLWo38hKOwZ7G1s0ci3Jt7uNxAujo75Ol6GYZiSRKl7svZ79gQrdv6BDo2a4I0+/XDT7yF+3PMn0tOVGN6th97v/HZoH7b8dRijevRGnSrVcOrGVSxY/zNkUinaNWysEeDm/rJWbHdMv1eE0fp5327EJCTgvSGvFnErmdJGmoMXkv0C0LQKAJ9quOwXBXtrOXzdHYr70BimVBMWHYXp332DhKSkHNc9cfUyvvz9V7zSvhOa1qqD0zeuYunG34QI1qlxM7HO04hwTFvzNWr7VMbMN97G49Bn+HX/bsQlJuKjV18rghYxDMMwucHd3R0rV67UJJWmUMwLFy5g9uzZufZQUymV4u90pRJ3Avwxa+0adGjYGKN79cEtfz8xplEo0vFq1+56t7H+4D788fdhjOzeC3WqVMWpG9fEmIbEtXYNGol1jl2+iEW//4rerdrijd79EBUXi98O7sWU1Svw7eRPYSmXozCgNmn/a05w20ou5ty+0tw2pZHOy6VOLNt37jSqelbEp6+/Kd43q1UHinQlNv91CK906AQrPQneDp09g05NmuH1Xn3F+8Y1auJB0GPsPnFcI5YdPnca7i4uYrskojWpWQvRcXHY8e9RTHhlCCxksiJuKVPakJXzQfwLwUzp7oEbYWm4HxbHghnDFAM0qPnrwjnhAaYy0rX9l/270b5hY7wzaKh436xWbSGCrdu/VyOW/XH0CGytrDH37XeEiNaiTl1YW8qxevsfeK1bT7i7uhZmsxiGYZh80LlzZzx58gSdOnVCjx76J+kNQfl3KKyICAwIxA+7t6NimbIY0rqDWNa+Zl1ERkYK7+QGlXxgaZFV1Dpw+gSa+tZCa9/a4n3vRs1x8+EDbP3rMDwdMqISfjuwF3W9K6Nf05bivYubNd7o2htLtm3Enn+PonG1GihMqG3mCret5GLO7SuVbZNJ4eTukuP3S5VYlqpIw4PgIBGuok37Bo2w9egR3PR7JESuzKQp0kSoizaOtnYIi47W2rYC1pZWQijTrGNnh7R0BRKTk8XfDFNUgllz8jDLk2CWkYGLXgWBBEpYy6WQIb3AtmkqFGXbrGUqyJRpSElXId3KCipZ4eRIkypVkBir7DDZ4vckBF9v3YT+bTuI8JWZa7/Ndv1nkZEIDgvLYp9opp/CYeiziu7uIuSmee26OiGXNGmzatsW8Vnv1m0LrU0MU6CpRAqpH8stKgkgtbYSx6M0swTHpnoOZOlKmE9GstyxatUqEZZJIZmLFi3CzJkzjf4uJapWpSvF4K9CxQp4GBKM13v2QZUqlTXr9LWQ4sjlC0hQpaNmlaxh/+kqFTzKlNH5TllXN4RHR4llNNHTol591KtSTWcdj/LlgG0bxTWivbwgIQ8Qapu3j7fOeMoc4LYVPSLFn0QClVSS7/Y9CXmCCp4VTKp9BYE5t02Zno4gvwCD16VI8G/EdkqVWEaDEYUyHZ7u7jrLK5QtK/4NCgvVK5a90qEztv3zF1rVrY/alavg7M0buHD3Nsb0HaBZhwZEn/2wWqzXq2UbPA57hp3H/hGDGhbKmJIgmEmRDlskwUpGD7ESUoMK4GAAp0ousLBILpjtmRJF2DbHMipYKGPxVCmBspovICukrlulgjQ5BdZxiYWz/VKEu4sr1s+ah7LOLrj24H6O6z8OfSr+rVjWQ2e5Z9kMexUcFoqyzs4IjYoSopk2zvYOYkKHbBjDmDppFjIkONpBYmE6HvdOLvZI1OOFU5ooynOgUqTDLjYBckU6ShuU5J9ISUnBlClTMHXqVFjqiWrRh6ja9mI+iybsaUK+ooeHTjU3tX0ICQ8X0TOZGaQe09R7Oaa5+GJMQ9uh1zuvZHg3a3Pm1nXxb+XynoVeNY8GtuZWmU8Nt61oSJdKkGhnDaW1FWVwz/f2nNwckWKmNsJc26ZSKWEjUQESGaT6BmochpkVdc4YCmHRRv0+MVl/TpnBHbvgToAfZny/WrOsZ4vWGNblZT6ARr41MKxLN6zdvVO8iGoVvTBj9FuF0haGMUYwa2z3BPXqt8Cm24k5CGYqOEoSYGdjBRdXN1jI5RmCWQGQmppq9INgSaOo2paang5LuQy2knSkJyYDhWDUKI9KmkKByOhoJJDXkhlVIisOMiZJjJ8oSXhhfzJ7MdtYWWnsk6F1xDIra+HFzDCmDI3zSShzcHGGq5OTyVQ8NGc7ZWrngGxNVEwM4miQFhVrdvNo+iBPsqtXr6Jr166aZdWqVUNaWhri4+PhmofwefWYxs664Mc0mXkSEY61u3aKNDbNa2cV4BjG1OxMnLM9rOzs4ObiIjzx82trzNlGmGPbVC/GNGFySyQkJcMpOi7PtqZUiWXKHMKLpBKp3tDNj1d9JQz7h8Neg5eHB277+4l8ANZWVpg4eJhY7+utm0XeMkqYSSE3z6Ii8fuhfZj+/TdYMvEjWJvZRciUDMEsjapkXj+H0e174fezTwyuK4USFlIJyrp7wMrapkCPg+46yxcDfnOjqNpGs/CWlhawliigSEsH5IXTn1CfZmFhgaCUZEituM8qSlTK7O2TRCrJ0YaZivDAMIagEC7yKCOhjPobk0Gl0puztlRRhOeAfv/4uDhxPVi8yMFlzgQHB+O9997D8ePH4eGR4T188+ZNIZLlRSgr7DGNNlRE5tM1qyCTSfH5W+NMxnOIYbK3MxbwKFtWM+GYb8zZRphp26wpbY1SiWdhoSK9gCyPRQxKlVimnn1JStGdfU94MRtvZ5N1tv7k1SvwCwnG4nc/QOMaGSGaDar5ws7aBt9s34LerdrAwdYOB86cxIhuPfBGn/4Z6wCo6e2DtxfNw6GzpzGwfcciaCHD5AOKvNTzcMWULqRCcGHRpaixs8kQqZNSUnSWq73FyOZobFiy7jrq9dTbYBhTh4Xd0k1p+/0p9LJOnTqYMWMGpk+fjpCQECxduhQTJkzI8zbV9iAxkz3I75imcgVPzfqUQmDuLz+InMxL3/sYFcpkpK1hmJLzPMuUZiQvxjSUlzOvlKqRMXXydOOQO7E26veVPMpn+U5odJT4t07lqjrL61WtJv4NfPYUYdFRwt0v8zre5cqLUJzAZ4Y9ehiGYRimonuGt0FIeJhB+2RjZY0yTs4IidBdJzouFokpyajkUa4Ij5hhGIYxBplMhjVr1sDGxgavvvoqPvvsM7z++usYPXp0/sY0UimeZLIH+R3TqPnn0gV8+t0qlHFywaqPp7J9YRimVFKqxDJLuRzVPCvi1PVrQtxSc+LaFTEjX8PbJ8t3vNwzjMMNv4c6y2/5+4l/y7uVEQUCyGDdeKS7TlDoM8QmJIh1GKY4UTyPEq6olLeMYRjTgxL5l3NzE/ZIG3qv/oygIjTnbt0U4TRqTl67ImxQo+o1ivy4GYZhmJyh8MvVq1fj0qVLOHnypPAqy4+HHY1p6lethpPXrxbomIYgG7N4wzpRAGDFR5NRxtk5z8fJMAxTkilVYhnRq2kr3H0cgPnrfsL52zexbv8eURVmRLeeIq8YJVC+HeCH5/EZogJVi6FwysW//4q9J4/j6oN72PLXYfywa4eojknGiCqRqavL/Lx3l1jn8LkzInmmh6srerdqW9zNZkoxaQ5eIm/Z4PKpiEtIxJXg57n6Pj3LSaWSPL8sZNJcrZ/bZ8fmjevj0sULyAsTxr6Ftd+vydN3aZ/tWjUz+Pnz588xbcrH6Ni2JQb07YmD+/flaT+MeZLZ1hCjevTB8SuXsGrrZly4cwtfb90k3r/Ru59mHUrCTN/57PvVoorZ9n//xnd/bkefVm3hnsfcNwxT7EgkkEilRfbKraGp37wZLly6lKemvTVhPNasXZun79I+ad/Z2ZmPp01Fy44d0HPAAOw7eCBP+2FKJq9174W7gQU7pklNS8PyLRtga2WF17r1Et5mtA31K/x5dHE3m2GK3M5IqUiAmdqZS1cus53JhlKVs4yo6VUJs954G78fOoA5P/0AN2cnjO0/CEM7Z1SoeRgUhCmrV2DKa6PRo0UrUQb3y3c/wK/79mDD4YOIS8zwFKNE/oM7ddFsd9yAQSjr7Ix9p05gx79H4erkiCY1auPNvv1hb2tbjC1mmAzBzD7oHoZ41cD24BQhmDWqmPNMIfXzDpYWIiFznrGxzHUy+7hUBeWbLNHMmz1TlIb/ed3vuHnzBhbMn4NK3t6oUzejbDxTuslsawj6l6r30GDn0LnTwtZMHfUGOjZuqvkehcJ8+c77ouryvF/XwsnOXlQ3+5+WoMYwJQqJBJa2NiIhc1GhUiiQmpgkEhuXZGbOmyvszO8//4wbN29hzoIF8K7kjXp1uGJhaYAKin3+5jj8dnBfgY1pbvk/QlRsjPibwjAz83rPPhjdq28Rt5RhitfO5CX9PdsZ86DUiWVEm/oN0a5hY72fNajui7++/k5nGSW+fG/Iq+JlCHKlHtSxi3gxjCkLZiPrt8Cm24kiJNPX3SHb79B1LYSykSOBO3cK/yBr1YJk40ZI0tJ1wgpKGsFBQTh54j/s2ncQFSp4omq16rhx/Rq2b/sjz2JZYnIaVHIJ7KwsoUxJLbSKmEzBo8+u6FtG9G3TTryyo17V6vhm0rQCP06GKQ4y7IxF0dsZiaRE25mg4GD8d/IkDu7aDc8KFVC9ajVcu3EDf2zfVmoGMQzQtkFD8SqoMQ0JcPpsE8OUZNjO5I0gtjOlUyxjmNJKckI63CUpaFijPB4GRhj/RTIsV3RzKZUEyECt++Un7PpzB8LDwuDs7IJXBg/B2PHvaNYJCwvF+LffxK2bN+DrWwPTZ85GdV9f8VlcXCyWLf4S/x3/FzY2tujUpSve//BjWL+oQmWImzevw6NcOSGUqWnYsDHW/fpTntphZSFDiiIdSWkqQG4BOyuwYMYwjHlRgu3MT+vWYceuXQgLD4OLszOGvDII74wdq1knNCwMb44fhxu3bqGGry9mT58B3+rVxWexcXH4ctlS/Pvff7C1sUHXTp3x8fvv52hnrt+8iXIeHmIAo6ZxwwbiWBiGYRg9sJ1hO5NLSl3OMoZhSg/79+3Blk0b8NmsOdi+ay/GjBuPH3/4Dnfv3H65zt496NK1OzZs3gZPLy9MnfIR0tPTxWdfzJ2N+Pg4/PjLeixdvhJ3bt3E0sWLctxvZEQEymYqse7q5oqw0NA8t4UEM5lUIgSzBIkFpFaWQFpqnrfHMAzD5J89+/djw5bNmPPZZ9i7fQfGj3kb3/24Frfv3tVaZx+6d+mKbRs2wsvTEx9N/URjZ2Z/MR9x8fFY/+NPWLl0GW7euY1FS5fmuN+IyAiULZvJzri6igETwzAMYz6wnSk+WCxjmFJG4rMwqNKSkZCa0YGaM+XKlcesOfPRvEVL4eU1eMgwuJUpA79HjzTrdOjUGcOGj4BP5cr4dMYsREdF4fzZMyKU8vixfzF3/kJUq+4rwidnzJqN/Xt3Iz4u+6qiycnJkFvqen3J5ZZIS3tZwTBfgpkCUFnbQMI9OMMwTLFSvlw5zJ/1OVo2by5m34cNHowybm545JdRYZDo3KEjRgwbhso+Ppj16XRERUfjzPlzIsTl3+PHsXDuPPhWqybCWmbP+Ay79+8TA5uc7AxVRNTGsgDsDMMwDGNasJ0pPkw6DDMwMBDz5s3D5cuX4eTkhFGjRuHtt98u7sNimBKLrJwPFKFBqGbpgKtpEqMT/ZdUmjZrjps3ruPbb76Gv78f7t+9K7y+lEqlZp06depq/razs0OlSt7w9/eHIj1drNenZ0aiXDW0LCgoKNv9WlpaIi1V1+srLS01R3dnYwWzxDTzFzoZhmFKAs2bNhWhKl9/uxp+/gG4e/8eIiIjoVS+7KfrauV2ITvjXakS/P0DkK7IsDNd+/TOg52xEpULtUktIDvDMAzDmA5sZ4oPkxXL6AccN24c6tWrhz///FMIZ5MmTYKHhwf69eOqXwxTEJUxH9o44UrAczSpmH2i/5IK5Spb+dVS9B84CJ07d8WHH03GO+PH6KwjlelW+lSqVJDL5cJ12d7eAes3bM6y3bLu7iLHmSHo88jISJ1lkRGRwquNYRiGMR8oh8zSlSswqP8AdO3cGZM//BBj3pmgsw5VIdRGpVRCLrcQdsbB3h6b1/+WZbvuZcuK3DOGoM+z2JnISOFtwDAMw5gPhWlnLl81nMPNne2M6YZhRkREoFatWpgzZw58fHzQoUMHtGrVCpcuXSruQ2MYsxDMLO7eRnubWNT3ccKdZ7EwR3Zu34YxY8dj0pSp6N23H5xdnBEVGalTmebRgweavymh/+PAAHj7+MDb20fkK6NKNl6VKolXSkoyVn29XHiJZUe9eg3w9OkThIY+0yy7evUK6tarX0gtZRiGYYqDbTt3ivwxUydNQr/eveHs7IzIqCgdO/Pg0UPN35RoOeDxY/h4+8DH21uEwZCdqeTlJV7JKSlYvmpVltn8zDSoVxdPnj7FM61cmFeuXkP9PFZcZhiGYUwTtjPFh8l6lrm7u2PlypXib7oQKBTzwoULmD17dnEfGsOYD/HP0cCzPB4GP89+vVq1iuZ48rgf8vJKTUnRWdaocRM4OTnj/LlzaN+xExITErFm9SooFArhQqzm8KEDqN+gAeo3bITvv10Nr0reaNa8hTAqrVq3weeffYop06ZDKpVi4fy5cHRygoODY7bH41mxIlq2ao05sz7DpCnTcPv2TRw5dADf//hLntrHMAxj9pi4nSEvr5RUXTvTpFFjODs54dz58+jUvj0SExOxas2aDDuT+nIQcuDwYTSoXx+N6jfA6u+/g7eXF1o0aybsTJtWrfDp57MwfcoUSKUyzF24AE6OjnB0yN7ju6JnRbRu2RKfzZmNaZMm4+bt2zhw5DB++f6HPLWPYRjG7GE7w3bGXMQybTp37ownT56gU6dO6NGjR66+K3ITvRBd01/kKVL/a06Yc9vMvX3F1TZyz1UpVUKMVmndJzrr0GeKdEg2biy641Kk68yUGMPqVRnCujY7du3D5E+mYd6cWRg1fChcXFzRtXsP2NjYiNxlaii5/55df2LZki9Rr34DLFm2QhgWgpL7L1uyCBMnjIVMJkPL1m0wZer0Fweqevnvi/W1mTN/ARbMm4O3/jdShF/OnD1XFAkoEHJ5fnK9+RcXQ+ZrUpm1mQzDMPkiw84oitjOKHJtZ1au/ibLsn07dmLa5MmYNW8eho4aCVcXF/To2g02NtYip4waSrr85549+HLZMjSoVx8rlizR2BlKurxo2VKMnThR2Jk2LVuJAY0xLJgzF3MWfIGRb70pwmLmzpwlkjczDMMwL2E7w3Ymr0hUuf0Vi4EbN26IsEwKyezWrRtmzpyZ43coPvfq1auIOX+VRnxFcpwMU5KwjguDR72qSK7aELuuPEM3Xyd4VvTKUsVRKpVAqkcMKiwoZ5hSafLdUrGSqgRsrSxgl56CtKRkKGUFN+9BLtlBIcGIuX4XymTd2S3IpHBq3hANGzYUxtYcCA0NxYIFC3D27FlYWVmhd+/eIj8m/W2snXGLiIG0hF6yNKHk5+ePKlUqC+/J0kZpb39RnwOFTIoENycx422lbWskEs1DfVEgHn21Hn9TUlKMuufNmaI8BympqQgMCoJdZAws0rNOykSWcTIrO5NftG0NjWnMtc8y5/6Y21Z0FIadoWfjzFUhc2tnTBVztn9x8fF4GhqaL1tTIjzLKMm/+secMmUKpk6dKqrNGYOPj7dmEENeEoEBgfD28c6SBK+kY85tM/f2FVfblM8kcC9XDjEuLnBwSICFhYW4rywLssNUqcRDsTBWRhqoEvNonIe2Fdiu09KRolBBKreCnb0UypRUQF5Av5tEAplFhmnIfE2SYYmG+UAPMh988AEcHR2xceNGxMTEYMaMGeJhb9q0acV9eAxTeqBZ/xIwqGAYhmFKn51RkpcYi/elEpMVy8iTjGZRunbtqllWrVo1pKWlIT4+Hq6urkZthwY9mWf8afBnCsp3YWDObTP39hV121RSKSTSjFkWCe23MPQetYhUxGJSkVCMbbOWy5CiSEdSmgoSK2vYWkleCGbGTSLkhOTFxZDlmjSzn9HPz0/YmVOnTqHMi0qlJJ4tXryYxTKGYRiGYRiGKcWYrOoQHByM9957T4TIqLl586YQyYwVyhiGYcwVKwsZbC0tkJiajkSZFaRWlkAOVToZXcqWLYuffvpJI5SpoQkZhmEYhmEYhmFKLxamHHpZp04dERIzffp0hISEYOnSpZgwYUJxHxrDMIzJICNvL4kEUrlFhncZYzQUftmuXTudvBsbNmxAy5Yt81xIpqRhzsVTjKG0t7+oz4HKBL1T1WE59G9R5k0zJYrrHFBxIdF/asGFZBiGYRhTwWTFMkq0tmbNGsyfPx+vvvqqqGD3+uuvY/To0cV9aAzDMIwZQhMyt2/fxvbt23P1vYCAwBJfSIbyJpZmSnv7i+ocSK2t4ORij9TUVJNLfCyOqZRTVOeAkmUrFGkICgrWX0jG3aVIjoNhGIZhSqRYRnh4eGD16tXFfRgMY7bEPgoAPGsV92EwjEkIZevXr8eKFSvg6+ubq+9qF5IpaZhz8RRjKO3tL+pzkC6TItFCLorJ6FQpK0bIm4pEIjqm0uxZVqTnQCKBhYUcXl4VIdNTocycCskwDMMwJReTFssYhik8ZOV8gLggJPj7QamQIFVROgeK5pC7LDFFAVjKYGVtDWlqMlQy0xiElhTIg3nz5s1CMOvRo0euv6+vkExJw5yLpxhDaW9/UZ0DpQmeY7U4VFqFsuI8BxJ9fWfp/RkYhmEYE8P0nloYhiky0hy8YB90Dz086GlVhSRFenEfEpMHbOUykeg/OhVQWlpDks7hRMZC3stbtmzB8uXL0adPn+I+HIZhGIZhGIZhTAD2LGOYUg4JZrbP/KHwrgEbEl3S0oX4ooYmmvMz22whI28FSa7CQUwslU3JEczSgOhUJVws2cPMGB49eiRyY44bNw5NmjRBeHi4TqVMhmGKCImkaBPLk5FhQ8MwDFN6yIedkVpYCE/Y3MB2xjxgzzKGYaCwKw+kp8PKQgJbKzlSXniYkU2xtbSEg03eX65O9rlan/aXG1vWvHF9XLp4IU/tnjD2Laz9fk2evkv7bNeqWY7rxcTEoGfXjnjyJASFjRA5KazFyqrQ92UOHD16FOnp6fjuu+/Qtm1bnRfDMEUE5a+ytYelQ9G9aH+5MTT1mzfDhUuX8tS8tyaMx5q1a/P0Xdon7dsYO9OxZw+EPHmSp/0wDMOYNfm0M/auLmZrZy5ducx2JhvYs4xhGIPQDIyFhQQjRwJ37hT+/mrVAjZulECSJtGUsi/JxMbGYvJH7yMqKqq4D4XRA3mU0YthmOK1M7JisDPpEvOxM+9PnsR2hmEYxgBsZ/JHbCm2MyyWMQyTI2RYrlwp7qMoWVy9chlzPv8MtrZ2xX0oDMMwJg/bmdxz+epVfDZnNuzYzjAMw+QI25ncc7mU2xkOw2QYxmyh2Zxff/4RA/r2ROvmjdG7exf8+MN3OuuEhYVi/Ntvom3Lpnhr9Eg8uH9f81lcXCxmz5yBTu1aie8uXbwIycnJRu377JnT6DfgFSxeuhxFTWRcCif6ZxiGKSI78+Ovv6LngAFo3LoVuvTuhe9+/FFnndCwMLw5fhyatm2DkW+9ifsPHmg+i42Lw4zZn6NVp47iu4uWLjXazpw+ewav9OuP5YsXF3i7GIZhGNOA7UzxwWIZwzBmy/59e7Bl0wZ8NmsOtu/aizHjxgux7O6d2y/X2bsHXbp2x4bN2+Dp5YWpUz4SeayIL+bORnx8HH78ZT2WLl+JO7duCsHMGCa8+x7GvD0OMouXxRKKAnXeMq6MyTAMU/js2b8fG7ZsxpzPPsPe7Tswfszb+O7Htbh9967WOvvQvUtXbNuwEV6envho6icaOzP7i/mIi4/H+h9/wsqly3Dzzm0xkDGG9ya8g3FjxkAmK1o7wzAMwxQdbGeKDxbLGIYxW8qVK49Zc+ajeYuWqFDBE4OHDINbmTLwe/RIs06HTp0xbPgI+FSujE9nzEJ0VBTOnz2D4KAgHD/2L+bOX4hq1X1Rp249zJg1G/v37kZ8XBxMGRLMZDIpoin3m60dC2YMwzCFRPly5TB/1udo2bw5PCtUwLDBg1HGzQ2P/Pw063Tu0BEjhg1DZR8fzPp0OqKio3Hm/DkEBQfj3+PHsXDuPPhWq4Z6depg9ozPsHv/PjGwYRiGYRi2M8UH5yxjmEyE+QfDzsURds6OOstjw6OQlpIKt4rliu3YmNzRtFlz3LxxHd9+8zX8/f1w/+5dREZEQKlUatapU6eu5m87OztUquQNf39/KNLTxXp9enbV2SYtCwoKgqljZSETVU2TVTLY29pCEZ8IyC2L+7AYhmHMiuZNm+L6zZv4+tvV8PMPwN379xARGQmlMmNGn6hbp46OnfGuVAn+/gFIV2TYma59epdIO8MwDMMUPmxnig8WyxhGizD/IGz8dCnsXJww8stPNIIZCWUbpy1BWkoKRi6exoJZCWHXnzuw8qul6D9wEDp37ooPP5qMd8aP0VlHmsmtWKlSQS6XC9dle3sHrN+wOct2y7q749bNG4V+/AzDMIxps2PXLixduQKD+g9A186dMfnDDzHmnQk668ikuoEcKqUScrmFsDMO9vbYvP63LNt1L1sWN27dKvTjZxiGYUqvnbl8lSseZAeHYTKMFhaWlpDJLRARGCJEs4TnsRqhLPppGCws5eLFlAx2bt+GMWPHY9KUqejdtx+cXZwRFRmpU8b5kVYCTEro/zgwAN4+PvD29hH5yqjctFelSuKVkpKMVV8vR1oahzUyDMMwwLadO0X+mKmTJqFf795wdnZGZFSUjp158OihTqLlgMeP4ePtAx9vbxEGQ3amkpeXeCWnpGD5qlVITUsrphYxDMMwpgTbmeKDPcsYRgtXTw+MWjwNG6YtFoLZ929Ph0qpQmpSMpzLlRFeZU7ubiht1Kpl2vshL6/UlBSdZY0aN4GTkzPOnzuH9h07ITEhEWtWr4JCoUCqlth1+NAB1G/QAPUbNsL3366GVyVvNGveQhiVVq3b4PPPPsWUadMhlUqxcP5cODo5wcFBN0TXlElMToO1jRQSKfDSpDIMw5gWpm5nyMsrJVXXzjRp1BjOTk44d/48OrVvj8TERKxasybDzqS+HIQcOHwYDerXR6P6DbD6++/g7eWFFs2aCTvTplUrfPr5LEyfMgVSqQxzFy6Ak6MjHB0c8ttUhmEYRgu2M2xncguLZQxjQDAjoSwlIUkss7SxKhahLF2hwLMHgeJf9ypesLazLdL904yFQqHCxo2SItsn7U97psQYVq9amWXZjl37MPmTaZg3ZxZGDR8KFxdXdO3eAzY2NiJ3mRpK7r9n159YtuRL1KvfAEuWrRCGhaDk/suWLMLECWNFFZiWrdtgytTpKCmo85ZFJSlhY2kLO5UCypRUzl3GMIzJQP19ehHbmfQ82JmVq7/Jsmzfjp2YNnkyZs2bh6GjRsLVxQU9unaDjY21yCmjhpIu/7lnD75ctgwN6tXHiiVLNHaGki4vWrYUYydOFHamTctWYkDDMAzDFAxsZ9jO5BUWyxhGD1lDLSVFGn5JneuVA8fw3++7kBiTUXmRwkMb9e6Izm8NLbJjoT4+MTUVkrS8G5e01FTILS1z1fbc2Jbzl69n+/kv6zcY/Oz7H3/J9rvOLi74YtESvZ81adoMJ85cyPH4qApnTsdYFIJZUpoKkFvAzgosmDEMYzrQpExiPNJfPNQXzS5VGQbOSK6fz76v3/CLYVvyy/c/ZPtdF2dnLPligd7PmjVpkuO+CaqOZsx6DMMwpZJ82hkKV7SUy83SzpDnGtsZw7BYxpQKIoOf4cLuv/DoQoZoUbVpfTQb2BVuFctnWVedo0wbCsOkHGbaSf8Lkwu7/sLfa7foLEtPU+DSnqOIDY3E4M/f08wWFDYZfX3eA/gU6UrIlBwAWJxoC2Y2NnJI0lI5JJNhGNNBTJJwr8QwjHlB+Y6vHDiOJ/f8kKZMR0KP9qjToQXnPy5hdkapUECVqSAYUzpgsYwxewKu3sEfn68QVUGU6Uqx7Oqh47h25ASGzf0IlRvV1qyrncxfnaOMRCp1DrOiEMxSk1Nw/Lc/9X5Gnfz9s1cQcvcRKtaqVmjHwJinYJaYlg6JjLt9hmEYhmGYwuTuyYvY9eUPGRETSiUFqWD/rYc4v/MIRi6eCltH++I+RIZhcoCrYTJmjSI1DX8uXAOlIl0jlBH0Ny3bteg7sY6auMhoUQFTO5m/OoeZvZszEqKeIyE6plCP2f/yLaQl6yZ31EYqk+LuiYuFegwMwzAMwzAMw+QemnwnoUyZnp4hlBEvnJoiHj/BwVXri/X4GIYxDnYxYMwa8sJKikvQ+xnN9NBn989cQe0OzcUyz5pVMWLhZNi7Ousk81cLZiRiuVf2KtRjzk4oy0AiwkIZJi8kpSlhK7eEivOWMQzDMAzDFDhXD/1nMOSPxLP7py8jLiIaDmVcivzYGIYxHhbLGLMmOiRUeGJpe5VpQ59FhTzTWUaCmT5IMCsKPKpWyvZzmqXyqOpdJMfCmBcyCZCYooCKE/0zDMMwDMMUCmH+QS89yvRAQlp4YAiLZQxj4nAYJmPW2Do5QJmNsaLPbIsgYX9uKOvtiUr1fIWQlxlK6m9pa426nVoWy7ExJT9vmUwqEYn+EyQWkFpZUrnS4j4shmEYhmEYs8HSxhoSafbDbCtbmyI7HoZh8gaLZYxZU6NtU8iySWhOn9Vs2xSmxoBp4+HkUSbjzYuqlySUWVhZYticD2FlxwaWybtgZmtpgSQFkCizYsGMYRiGYQqZ0NBQfPDBB2jevDnatWuHRYsWISUlp7QbTEmlVrtm2XqWkUdZed/KRXpMDMPkHg7DZMwaqjTTacxQ/P3D5gzRSZ0/4MXfnd4aYpLVaBzcXPD2mnm48995kVONKnJWrF0NDXq2h72LU3EfHmMmIZl0H0jlFhnhmAzDMAzDFDgUckdCmaOjIzZu3IiYmBjMmDEDUqkU06ZNK+7DYwqBqs3qo1K9Ggi6dR8qZdbcZV3Gvqo3gqQooFxpIff8ILOQiWPMr4cbFTOIDAiBu7MLHMu4FthxMowpwGIZY/Y0H9gN9q5OOLlpDyICn4hlZSqVR9sR/TWJ/U0RuZUl6ndrK14lBYVCgQf37uLRw/tISkqGjY01KvlURu069WBhwd0NwzAMk387c/fBfdx/9AjJScmwtrGGb9WqqFndl+0MY5L4+fnh6tWrOHXqFMqUyYgaIPFs8eLFLJaZKSSEDZv3EY7++Aeu/3VSTHoTFDXS5e1hxRLVQsXBqArn7ePnNcUHLCwt0WpYL7Qd0S/HsNHMUM61w2s24PH1e+L90RciYY+Jo+Csjo4xEztjaWmJmr7V2c6UQvjXZkoFtds3Fy7RiTFxmlxmFNbIZCUxJS3D6yiXPHr4AEcO7kdKSrI4t2SI6d+HD+7j1H/H0aN3H1SpWr1Aj3Xu7JnYv3ePwc+/W/szmjRtlqttThj7Fho3aYpxE97Ncd2hr/QX6/XtPwCFTW6OKyoqEpcvXULXbt0L/bgYhjFvQv0e496py0hLSUX56j6o0boxZPLieXx88OgR9h85jOSUFB07c//hQ/x97Bj69OiB6lX0F+nJKzPnzsGe/fsNfv7zd9+jWZMmudrmWxPGo2njJnh33Lgc1+05oD/eGTsWA/r2Q2GTm+OKjIrCpcuX0b1r10I/rpJO2bJl8dNPP2mEMjXx8fG52g7l2VWH9qVnE+JXUkk3s7ZZWMqFcNThf4MQ9jgEERGRqN+6qRBbssunXBhQX7l1zioE3byvU6VTkZqKExt2i0Jo7UYZ/ywb/SQU6yctQFqybmSC36WbWP/xAry56nPhqFAcqCSFYGcAPPT3Mzs7o74WzNHOqF60TUX/KZVZ7jmlkdcJi2VMqYE6PDsTS+ZvKlgkPIWybC08T0iF3NpG5LXKrVC2d9eOrB3Ui39JQNvz5w70GzgYVasVnGA2eco0THz/I/H330cOYcPv67Hu982az52ccm+oFy9bAblcbtS6a39ZD2dnZ5gaq79eKYxDTmIZVcaEpQy2VpZcGZNhGB0UqWnY+9VPuPPfBeFxQDaUqjHbuThh+PyPc6zcXNDQAGaH1uRIZjtDA5sde/ZgcL/+qF614AYy0yZPwUcT3xN/H/r7L6zfsAGb163Pl51ZsXiJ0XZm07r1sLUxvTylK1d/I849i2U5Q+GXlKdMDQ3aNmzYgJYtc1esKSAgkJQk8Xcg/W2mmGXbrC3gXNEDjx8HFcvuwx4E4vH1uwY/P7PtAMo29BVFxIzh3O97kJackiXElESJxJhY/LV+OxoM6IziQGptBScXe6Smpr5Mv2Mkj/z9sefQQT2CC3TsTP+evVC1csHlnPv4vffxztgM8eivf45iw5YtWL/2R83nTo6Ouc5x+OX8LyC3sDDqe+t+WAsbW9siyaOoVCqRnq4wal9fff21+A06aPWfuSVdoUBQUDCUyZn2J5PCyT3narQsljFMKSb9WQCs7WRIqtsMiYlpcJNJYSuX5dpVmTzKjIHWG/vOewXmwmzv4CBe4m97B8iksiwzt7klNwMfFxcXWFlZwdQgoSwn1IJoYmo6EpVSuFhbQ5qaXARHxzBMSeCfn7fi7omLmgGQulchD+1NM5bh3V8WF1mxGbIzNNNvDLTee2PHFZidcbC3Fy/13zJZ0doZV5ecH+aLA23vFCZ3LF26FLdv38b27dtz9T0fH2+o0pVCTPL28YYsl2Fzpg55lHHbCge/v8+J0FDyINOHUpEORCegSt1aOW6L7MGOy3f05mLL+FyFkMu38crHY1AcpMukSLSQi9BJK0vL3I1n/v3HqHVpvfeqFZyd0R5LuDg7w0Img2eFCvnapnvZskb14yQqenh4FFnElVQqFQX2jBk/SaUiwXKexlqibWlpkFlYwMurImTpWT3Loo3YDotlDFOKIaEsrX4L7LufgJaeFrCUybJ0NIq0tGy3ce/ObeE5Zgy03t3bN1GjZm2D61jI5QXWYT95EoKBfXth/DsTsWnDb+jZqw+mTJuOdb/8hF1/7kB4WBicnV3wyuAhGDv+nSzhjhTm6ejoJNY7ceK4GOC8O/ED9H7hpqwdhknfa96iJa5cvoyrVy7B3aMcpkz9FK1atxHrPn/+HAvnz8W5s6fh4uqK1//3JhYv/ALnL1/Xe+z//nMUq1etRHhYKPr1H4j09HTNZ2lpaeKzv48cRlR0FNzLuuONt94W7Vj7/RpNaOrlixexe/8h+Pk9woplS3Hj+lXxMFCrdh3MmDkblatUEeJoYhoQnaqEi6U1EJ8RqswwTOklKS4BVw4c0yuI0EApKTYeN46eRtP+XfK9L9pHmiIjn48hbt+7K2b0jYHWu3n3LmrXqGFwHZptLyg7E/LkCXoNHICJ48fjt02b0KdnT0yf8gl+WrcOO3btQlh4mBj8DHllkAhzyRyGQuE3To5OYr3jJ04IO/PBuxPRr3fvLOEx9L2WzVvg8pUruHT1Csq5e+DTKVPQplUrjZ2Zu3ABTp87J0S2N18fjS8Wf4nr5y/oPfaj//6LlatXIzQ8TOwvXWswQXaGPjv891+IioqCu7s73n7jDdGONWvXakKGLl6+jEO79+CRnx+WrliBqzeuCztTp1ZtzJ4xA1UK0PvCXISy9evXY8WKFfD19c31IFOtWpPgIt6bIdy2gicjZ5okRw8cY46N+glaNztSEpOL7TdU6tkv25ns7QxtuyjszMB+/YrMzqjPvYT+o/su8+MMh2EyDJOTV5lb/aqIcXaFRJoEi0xVeUR+g80b8PRJSIHul8Il6WWICp4VMXT4yAKd4bh29QrWb9gCpUqJ/fv2YMumDZi/cDEqennhzOlTQrRq174DatbKKuJt+2MzJrz7Hia+/yH+2LwRixbOR/sOHTUebdr8+stPmPbpZ5g2/TN8u/prLPxiLnbvOyQeGGZOnypcjn/89Tchvn0xb7bB4yVxa8ann+D9Dz5G6zZtsXnj76INzZq3EJ+T2Hfq5H/4culXcHV1w/69u7F08UK079gJo0a/gQB/f7HeJ59OF+7Okz96H81btBLHFR8fhyVfLsTqVSvw1cpvxHpqwUxqJWexjGEKEBKW0lLTILeU5zp5ckF6D2cHeQF4yBNgGRcMiVSCNAcvPL3vj3TyNDAA9c+Pb9zLk1hGg6yE57FIlUhhYWWJ7Qf3IeTpUxQkFC5JL0NUrFABI4cOK1A7c+XaNWxZ/5voc+kBf8OWzVg8/wt4VayIU2fOiMEEhZLUrlkzy3c3b9uK9ya8gw8nTsTGP/7A/EUL0bF9e41HmzY//foLPps2Tby+/vZbMWihQQTZmakzP0NKSip++/EnhIWHY/YX8w0eLw06PpkxHR+//wHatm6NdRt+x5VrV9GiWUaeTxqE/XfqJL76cjHcXF2we/9+LFy6FJ3ad8Abo0bBPyDDzkz/ZKpo8/uTJ6FV8xbiuOLi47FwyRKsWP0NvvlqeYGd45LO/PnzsXnzZiGY9ejRo7gPhylFeNasKiZAsqNCjSpGbYtyVjqXK4vnz8L1fk52xL1yRZgKNJ7ZsPUPtjMG7IylnpQAhWVnft+8qcTZGfOU7RmGKRDMpQjCiNdGCWGsUiVvlCtXHrPmzBdeYBUqeGLwkGFwK1MGfo8e6f1udd8aGP3GW/CsWBHj3pmIlORkIWbpo03bdsLLjPb11phxCH32DJGREQgMDMD5c2cxZ94C+PrWEOuNHZfhyaaPfbt3oVGjxnht1OvwqVwZn0ybjrJl3XWOaebnc1GvfgNxXG+MGStmWB4HBsDW1hZW1lbi5eLiKrz5Bg0eio8mTRbHRYJg334DDLaBYZgMYkIjcGrLPvz1/SZc3HNUeFsZS1JcPP5euwVfDX0Py155B8uHvo+jP21FcnwiilIos6/iJbyHVe17GX516AW07yn+jfeqAXlcUM7CnoQGRNJci2T//LwN8VHPkRgTj4SYODHYosIB5sCoESPEgMW7UiWUL1cO82d9jpbNm4tQmmGDB6OMm5sYOOijRvXqeGv0aFT0rIiJ48YLr4VHBvrodm3aitl/2te4t97Cs9BQRERGIiAwEGfPn8eCObNRw9cX7dq00eTA0ceufXvRuFEjvP7aa6js44OpH0/SCduhY5o7cxYa1KsnjmvsG28KOxPw+HGGnbGyEi/yLKDjHTpoMCZ/9JE4LhqoDejb12B7SyOrV6/Gli1bsHz5cvTp06e4D4cpQCiX45N7fnpFmuA7D43aRph/MI58vwlbZ3+NA1+vy5KIP7/Uat8Mts6OevttWlalaT24VSxn9PaaDeyW7QRMswGGPy8OzGU8U9LtzPRPppY4O8OeZQzDGDQs5OGVUxjmwf17MoQXY4y6RIIqVaqiV5/+RRKGqaZ8BU/N302bNcfNG9fx7Tdfw9/fD/fv3kVkRITBykRelV4msbZ/MctPHbk+Knm9XNfO3i5j3TSFqAjq6OQkhC01JHQZgo7Lt0ZNnXPiq+Xq3bFTZ5w7ewYrly9DYIA/7t69I5bra4ONjS0GD30V+/ftxZ3bt8X69+7eER5pDMNkhQYoJzbuxslNe0VfRLPklOeFxK7+n7wtKitnB4lq6yctRPSTME3lupTEJJz/8wgeXbiO0ctnwNrOtkiEsvMyD9y4nQiJ1HCoPB0jhVU4OydClS7ByPotUDnlBOTWViKBs/7vqFCtef1cHdN/v/2JBxeuo+YbAzPSJasy7Eyvlu2QrlSJ82zv4gQbZwedPDpUde34lQsIDA42Kh8jhVxUrVIZ/XtlhJcUdniMGs/yL/PLNG/aFNdv3sTX366Gn38A7t6/JwYaSmV6jrYjRztTyUvzt53dCzujUIiKoBRmQwMONTQAMYSfvz9qaoUBUu4dGvyo6dyxI86cO4dlK1fAPzAQd+7eNWhnqADBq4MHY+/+/bh95w78AwNw5949uLm6Gtx/aeLRo0dYs2YNxo0bhyZNmiA8PFynUiZTsoWyXYt/wP0zVzB45kRUb9FQY0docuDcjkPoMfF1NOrdweA2Tv+xH8fW7YBEJhU56Si32NVD/6FB97bo/eEbBeKVLLeyxIgvJmHzZ8vEZEVG0RY6fiU8qnih/ycZoXvG0qRvZzy5+wi3jp0T2yI7os6J1nRAVyHOmQrU15OHV05hmHsOHsAjP3+2M4VoZ+Ql0M6wZxnDMAahTl5uaZntq7pvTeOrzahUqF6jZrbbK4zZH0urlwk+KVfZe++MEyGRnTt3xbff/wh3Dw+D39VXsczQbJ+FvnWhEoksM5+jnIxx5n1ob/u7b7/B7JnTxeCmd59++GXdBoPbSUxMxBujRuDwwQPw8fEROdbe/3CS3nUj41KgkltCosz+gYJhzJkbf5/GyY17xD0ryo1TOKJKhfS0NOz68gc8e5h9pTYaHGkLZWrofWTwM5zfeSRPx0UeX8a+NEJZmAL21nI0quhs8NXQ0xnetkrxr4OdLTbdTgSatUP7kT31HgcNjFw8XFC/YTmD+89MalKy8M7T1+1Rn09pAGQSCZKex0KRkCzCQiwkUsSHRUKiVKGSe3mjBjAErVezuq/YhqFXodgZrUTSlENm3HsTRahK186d8eO3a+Dh/tI7ODNyeda5a0NmVW6h3yZRQujM5ygnz5TMH2tv+5vvvsP02Z8LO0N5bTb88mu2dmbEG//DgcOHhZ2hHDmT3v8g232XJo4ePSryjn733Xdo27atzosxD8hO7PjiWzw4d1VHKMuJRxdvCKGMIKFMbOvFv9eOnMSlff8W2DFSBeN31y0VAlzdzq1Qv1tbDJ3zAd5YOQu2jllDvrODhLH+U8fh1fkfw7d1Y7j5eKJW++YYtWQauo0fYXKeXHQ82dkEetWsXp3tjHpdtjMa2LOMYZh8QeLXsX/+NirJv5WVdYa4Vozs3L4NY8aOFwn2ibi4WERFRhZqZS9KpB8bG4uQkGB4vpiNuXv7tsH1q1SthuvXrmre0wzLg/v3UL16xmzMzh3bMG36THTt1l28V4dUqttAM15qY3bp4gWER4Rj09Ydmqo9Z8+cztJedd6ymGRAaSGHmzypgM8Cw5g+dF+c3ro/I/GrXmEHOL/rCPpPMTwLTx4BmYUyzfaVSvF5+9fJu8p4SICiEEm7ysbllLn4LAE3/KKFUObrnjW/oiFo3fthcUIwqz/xA7S1d8Hpb3/PEAyp8SoVyteviaE/L4bM00PvsELxPAry6+dE7jM1oY8e5xhuSXlwKAl1bHikEBZS4hOgSM2oZNWkWROcv3XNqOTL1lZWYtBTnGzbuRPjx7yNN19/XbyPjYtDZFRUodoZSnBMdiY4JAQVPTO8qW+/mKXXR7UqVXH1+nUdO3PvwX34vjh323buwMxpn6J7167ivTrURWNnJBLN3xcuXRLeUjs2bdbYmdNnz3HFzBeQRxm9GPNDKpNh4LTx2EXPdScuCsHMpbw7IoMy8mORV1mTvp0MRi+Qx7HaM8vQ5036dS4w4cXS2goNe7YXr/xCx1S1aT1UblwHfn7+qFKlcokuzEDi19/HjrGdyYYqpdDOsFjGMEy+oA6rR+8+2PNnxsxYdtB6BVVmOa84OTnj/LlzIhl+YkIi1qxeJVyLU9MKL2+Ot7cPWrZqjS/mzsakKdMQFRWJtd9/a3D9ga8MxtYtm/DLT2vRpWs37NyxHc+0EpNSFZsT/x1DrVq1ER4ehuVLF4vlaakZbbCxscGjRw8RFhYq2puUmIjjx/4RVTApd9q2rVs0btWZBbOYVCkSFYB9nSawfHQTCqeXbtsMY+4kxycgKviZwc9pxj/gakbYsz7ooS0xJvsiGYkxsbkWyijv2PYbMZCGPjH6e40r5S00QS2Y3XgcB3QaiIqNOyHx0iWoUlJgVa0arKpXx56gdCBI/7HQoK9ehUZonh6KeL8gyMr5iAFlTlhYymFtb4eE6BgkRD0Xy0goc61YTghpfXr0wI49GZV+s4PWK2474+zkhHPnz6NT+/ZiNnzVmjUZdiY1+7QG+cHH2xutW7YUyZanTZosBk3frv3B4PqDBw7Epq1/YO0vv6Bbl874Y9t2PH32TMfOHDtxArVr1URYeAQWL/9KLFfbSrIzDx89QihVlXZyQmJSEv45fhx1atUSOW22bNuq184wjLkLZpmFsux4ej/AoFBGUF5H8sy1srUp8ONmdCG7wXamcO3M9p1/ljg7Y9Lyb2hoKD744AM0b94c7dq1w6JFi0ToFMMwpkWVqtXRb+Bg4TmmU673xb+0vP8rg8V6xc3kT6YhISEeo4YPxbQpH6O6ry86duoicpcVJp/PmQ9raxu89b+Rovpm3/4D9YZ4qvOkLVuxCkcOH8SoEcMQGREuqmKqmTV7Hh7cu4fhQ1/BvNmz0KV7D9SpWxf37mW0oVefvqKowMjhQ1Gvfn3hSbdk0QKMfHUI9u/dg6nTZiA6KkqIaZmxsZCJ3EF3U63h2LChyH3EMKUFY3LDZCf8UJ/nUCZ7kcqxrG6+wJxCKkkoI08vCpHMLpwy8ys/kGCm3k7TOt5oP3oQOowdgZadmuW4X/Jmo/BPCgOlcFBqg1c5KWzssx/sWdnZws7ZUWeZtb2tEMqI6lWqYnC//mJGX5+doeWD+/cX6xU30yZPRnxCAoaOGomPp00Vs+hdOnYUOWUKk/mfz4aNtQ1GvvWmqIo2sG9fg3amkpcXVi37CgePHMawUaMQERkhqpWpmTfrc+EB8Mrw4Zg1by56dOmKunXq4O69jDb07dVbJHseOvI11K9XT3g4LFiyGENGvoY9+/dhxtSpiIqOFoMchikNtsPBzUVnmWNZ3ff6kFtb5rBdid4UH0zhYNDOvPic7QzyZWfCS6CdkahM1EeaDmv48OFwdHTE1KlTERMTgxkzZqBLly6YNm1ajt8nF/6rV6/CLSIGUtVL1z9zcBPVhzm3zdzbV1xtIxHEvX5VxHjWwo6LIWhT0QJeXt6wfGEg8gLNaDy4fxePHtxHclIyrG2s4e1TBbXq1C32GZjCgMR7qtKSE8lJSTh//ixat26reej5+68j+Gblcuzen3NOi6IkNSUFfgH+CEqWoaebAuFnLgvPEEIpASLLOKFhw4aQGeEpYu7oszMlDXPuW/Pa/vUfLxCVzfQ9HtGAqGm/zug24bVskzUfX79Tf2iARILObw1FyyE9NUn4kzy8YOGsX2C79iwB1/IQTpkbyFuOiopUrlxF5KEpCMgzLT45DQ2quKBBuYxZ37NrN+Pcz1vR7/s5KF/GHRaa4YcEMgsZXD09EP00TIReZhYXbbWS/pOdufvgAe4/eojk5GRYW1vDt2o1VPf2QVxENJw9ysBCK08lJeCmHHIObs6wNOCdYWxfbsokJSfj7PlzaNu6jUiiTBz5+28s/2YVDu3O2VOiKM9BSmoqAoOCYBcZA4sX+ZnUsJ3J3tYg3Xz77JJqjwzlKJNayDRJ/w21TXxv52G93mVkb6q3aIAhn78PU8bUfjeFTIoENyd4e3nBSivHV662kcnOWMotRaJ6Cr00t/FMbvr+pHzamaImLj4eT0ND82VrTPbX9vPzE4bh1KlTKFOmjFhGXmaLFy82SixjGKboIQNSq3Zd8dLuhM3NsOQWEiDnz52NwUOGod+AgYiMiMRPa78TIZYMw5gW7UYNwJaZy/UOXChUsNnA7O9b+vzhhesIvv1QN7OtBKhUzxdN+3fJVbXKwhTKCgt1KOf1gBjxIlT12sOhT6zIqaiNhZUcTu5uGqFMHXpJ4awUkkk5zAi1YEb2pG6tWuKlDQliipRURIWECuGNBDMSyqKCQ6FITUVMWCTKentm5F4zQ2hQOHv+fAwbPBgD+/VHZGQkvvvpR3Tr0qW4D41hzJbMQpmofNmrvaiQqc5hRoJZ1Wb6qwc3G9gV146cQHJ8oo5gRh5N5MXcbuSAImsL85LMdsYcJlQKAqtSaGdMdgRLpZR/+uknjVCmJj4+PlfbEQkVXzyrpr/ohNT/mhPm3DZzb19xtc3KRooIW3dsOh0MOwuV3mTW+UY9UKR/zW2Akou20Uzb0q9WYtWKr7Bxw28ivr5X7z6YMNG0Zws11QBfXJs0C8Mw5k6VJnUxYNo4HFr9O1ISXha6cCjjglemT4BzubLZfl9uZYnXFk7B5QPHcPXgMcRGPIejiz0admyCBh0aQxIVkqVapSExTKFIh4WFzOjlBUGaIh0Xrt1HcGgkHO1s0LpJLTja2+Z6O/radK93X8jcAEePMpCnp4sQS0srOeKi43SEMlpO55sgwSwuMhrWDrbZhsCSR1nUk1CkJacIwYx+p9jwKCGUkYeHawUP87NDmezMyqXL8NWqr/Hbxo3CzvTp1QvvT3inuA+NYcwWKkoScvdRlhxl2jnMQu48MiiWUejm/5Z/hv0rf0XQzfua5WW8PdHrg9GigiXDmArSUmhnTDYMMzM0WHvttdfg4uIiSi8b67Icc/6qcFlmGOYlHvIESJq0xaY7icLVuIYTUKeSCzwrekGeR5dlxjygIgGPgx4jJM0SLaURePzvKSQ7vChFLZPCqXlDDo95AYdhlnyyaz+JN48uXEfC81i4VHCHT4NaRuU0ywzl7LLwqADbci9Luh8Ll+QolEVExWLm8g0YNbAj2jatrVmemJSCz1duROvGtTCoRysUZBjmHb9gLFqzDc/jEiCTSsX5kcmkGD2oS4HsS4p0OEriUc7TC4521nBQT9mqVIh+Eg47BxtIrXRDJeOjnovk1nLrnGf1VelKjWCm2aeFDG6e5SCzNJz3h70GOAzTlOEwTNMmJTEJ/lduo2abJjrLybP1zn8XULtjC+GBllPbqO+KeRYBOxcnlPXxLLAKmKXtdyuIMMzSZCPMuW1x5hyGmZmlS5fi9u3b2L59e66+5+PjrRnEkOdOYEAgvH28xUOgOWHObTP39hVl25TPAuBQpRLOycvhRpAC7q7O8C1rDxnISyEZlpaW+cpZlgWVSjwUC2NVQox+aW8btUR4b6QBzs5OSPXwgFQrZ1l0cR8gwxQRFHJZI9PgJ7eoE/SvuxEDSWS6ZjmJbjmFV+4/dgHBzyKwZG1GpWESzEgom7ViA+75hSDkWSS6tK4PJ4eCqQT1LCJabDstLV3H21mRrsQv2/6Ci6MdOrXS9Y6gAeCtB49x6tIdpKSmoZp3eXRsWQ+22QhbFjIpZFIJktJUSNJOT+ZSBhLqTlOToZK9HODYuxpfrEAikwoPs/DAEJ2cZ9kJZQzDMPmBxPzMQhlePEvV6dRS/G2Mbwp5vwoPWIZhTAaLkiKUrV+/HitWrICvr2+uvksKd+YZfxIkTEH5LgzMuW362kc5Si7uPQr/K7cglcpQvWUDNO7TKUtFmpJAUfx2KqkUthU8YKEoC4fYCM1ATUIxmIWh96hFJDMSk0pF2wA8DIpGpGsZ2DjIkaa+Ls2zqQxT4GiS91d+Wckyt3nHRg3shMjoOPxz5roQzEgoO3zishDK7G2t8cXkUQUmlBH7/70owjv1FjYAsGXff0IIU3s7kDi2cM02XLr5UDPRc+TEFazbcRRzPhiB2tUNhw9ZymSwtNR9BE1MS0d0qhIultaQZhLMjEUk838arrMsNiwSFnILnaT/DMMwDMMwOWHyqsr8+fPx66+/CsGsR48exX04TCbooZpi9U9v3Y8z2w4i1O9xke3b//ItrJ0wExf3HEVE4BOE+Qfh9B8HsHb8TDx7GFhkx8Ew5oZcKhVhH5tuxCDeq4bwjmEYxji0k/eTUJbXBP0kQH34Zn90blUfSqUKq9bv1QhlC6a8jqqVyhfocV+88VDsRx+0NCQ0CpHP4zTLfvzjCC7feqTxQlN7oiUlp2L215sQE5eYq/3bymU0w4noVEBpaQ1Jemquvq+dzF+EXnqVF6GbYnlIqEj+zzAMwzAMYxaeZatXr8aWLVuwfPly9OzZs7gPh8kEVaraMX81gm490ORx+feXbSKJ5cBPxwu35MIiNTkFOxZ8i3RFuk61MUpGnpqUIqrPvPvLl3nKL8MwDFDBWok4K1vseKrAa/VbQH79HJKSVECZesV9aAxjsuhUucwhJ5mxgtm44T2Ed5maXh2bGC2UxcUn4e/TV3Hf/wms5BZo2agmmtWvLvKQ5QnVy+3+dfKKXi80WkaC2c9bj6Bv52ao7lPB6Nw7JJglpgHRaSq42tpBkphgtIdZTGjkS6HsRY4yCmmKDHkmhDLyRKc8QBpvYJVKFACwd3XKxQlgGIZhGKa0YLJKwqNHj7BmzRqMHTsWTZo0QXh4uObFFD/0MLxtzioE33mkEanUJY/9Lt3EniU/Fur+7/x3HqmJyTpCmebYlErEhEYg4OqdQj0GhjF3KJ8dDfZvpzvBsUFDWNlysmWGySyOab8KUigjKPSSvLS02XHoNE5evJ3jd2/eD8Sb074W+cZo/X/O3sAX3/6BTxb9gniyn5loUrcqpFLDolZ5d1e4uWS051HQU6TnUDyJBL5JC37Gu59/h3t+wTAWEswop1lUkhKJlrbkbEaVR3RfenAs6wq5jbVOMn/KYaZOb0CTZxpxTxQUCBOTflFPwgqnGjTDMGYJease+X4TIoOf6iyn/uXExt06VS0ZhinZmKxYdvToUREGRJUv27Ztq/Niih/yJqPwS7VApg0te3DuKiIePym0/UcGPRWzx4agWeyIIF0jxhQOZ06dwLkzp4xal9aj9ZmSh6VHheI+BIYxKSg82b11E53XRadquBmhzFEoo0HVnYdB2H7wFHYePoOgpxFZ1tFO5k+hlytmvq0JyaQcZtkJZvEJSZjz9WaRV4z0IdofVSwjHj5+im/W783ynT6dmsJCJjPoBTa8TzvNZ7SesQQ/i8T0Zb/h8RPjJzutLGSaIgAJEgucunoFZ65dhYW9LaRWlnpDNGVyC7hVLIezVy7hxJkzmuUOZVyEUEZeZySMUfVPEsqogh21x7GMK+djZBjGaP7bsBsXd/+NjdOWaAQz6mOPr9+JExt244/PVyA+Kqa4D5PJJWQ3Tp07a9S6tJ62nWHMF5MVy8aNG4d79+7pfTHFT8CV25BmF8YhkYgyyoWFtYMdVAZyq6iNlk0BJj5mDEOz9sYIZmqhrCCLGMydPRPNG9c3+Lp08UKetkvXz/atW4xe/8mTELE/+tcYLpw/B38/vzwdG8MwxQt5kNnYposqlycU7prXN7fScT0gBo0qOmcrlEXHxGPKol/wyZe/4rc//8Gv2//GO7PW4MvvtwtxS82mPcd1cpRROKN2DrOVv+5GTFyC3n0cPX1NVOvVFyZJ3z19+Q7CMw3mypd1xdyPXoODnbV4T6GapI1RKOj/BnVGlzYNNOvWqOwJBzvjUi3QMVDhgG0HjZtU0SeYKSQyHD95CkdPnUWizMpgTjP1AEbbQ47ylrl6egjBLC0pGWF+jzVCmYunByxtM9priJlz56B+82YGXxcuXUJeoPOyZfs2o9cPefJE7I/+NYZzFy7Az98/T8fGMIxhmg3oirI+FYUgphbMSCg7/cd+8XmH/w3i8O4SCNkNYwQzfXYmv7CdMV1MOmcZwxiidocWOPbrDoOfU9Wr6i0bGrUtmmVOjk+ApY01LMy8vLy1nQyRKitcvfdUeD4UBC1atRH/qj3G1O/1CWWt2rTT+3lemTxlGia+/5H4++8jh7Dh9/VY9/tmzedOTnl7WLly+RKWfLkQQ4YNR2EwccJYfLf2Z1SuUqVQts8wTOGgE2opkve/FLeMCbskoerzlRsRGJLhZaWdUP/UpTuwlFtg0piBmmqYEdGxGNq7jSZHmTrpv1xugdaNaxqshkk5yiSizrGBhP0q4FHgM5TNNKCrV8MH65d+jDNX7iEkNEJU8WzbtDacHXX3Q/t/rX8H/LD5UA5n7GW7T1+6A4zph9wKZimKdDRs2hKKdCXOnDyBNIUSjZu1zFI1Uz2AadeqFdq0aKl7vCSYVXBHZPAzzTLn8u7C7ufEtMlT8NHE98Tfh/7+C+s3bMDmdevzbWcuXbmMhUuWYPiQoSgMxk58Fz9/9z2qVK5cKNtnmNKKnbMjXls0BZumL0N4QDB+GPuZ5rNuE0ag2YBuRm+LonECrt0RRcsIn4a1UblRbc65XAyo7YbaYyyzHcnJzuQHtjOmC4tlTJ6gjvzkpj2GV1CpxDqFhbNHGbQa2ktU4NSBRH4V0HnM0BwLDFCRgFOb9+LKgWNIjk8UYZ212zdH+9GviO2b4wAvqXKLfFVny4tgdvH8WVw4d6bAhTLC3sFBvMTf9g6QSWUoUyb/v50+bwyGYcwLRWqa3nB+Wq5v4qQgcpJduf0I/kGhBvudf89eFyKZu5sTrK3k+HTCkCzrkWD2/ui+2e7H0tIiI2Qym76M1tEHCWHtm9fJsS2UvD9NkY5Ne44hOeWlaGiINIUCeYEEM6JNm3aweOHJTDRu3kpTBODkxcvZD2BUqixhUfHRMbC0scpxUOpgby9e6r9lsoKyM/neBMMwxSyYfT0iY8KWaNKvc66EsoTnsfhj1go8exgI6YvQ9rPbD8G9ckUM/2IS7F2dC+XYmbwJZoUllBFsZ0wXlq2ZPFGxTnV41qqq9yGTlpFXV5lKhZvjqOObQ9D93ZFwcHtpTKjy1YBp49C0X5dsv0uDoc3Tl+Hs9oNCKCOUinTcPn4Ov34wD8+fmU8hCe0BXm6FMhq8paWmGnzFxMYjJjZO/N24STM0b9laDGROHD+GyOgYnD75nxDKaDl9nt221K+CFKpCnz3D5I/eR7vWzTGgT0/8+MN3IhcioUhLw4L5c9Ctc3t0aNNCrBcWFipCKd8ZN0asYyiUk767dPEi9OrWCX17dsWpE7p52Pz8HuH9dyegY9uWaNuyKca+9T9N2CUdB0H7WPv9GvH3rj93YOig/mjdvLE4niWLFmiOk2GYgocme36fskjT/6u5+c8Z/DhhligSo01BJe+/cssv20qU1P1du5P/kAbyOkvXk1NUjbWlHHV9vfO1DxLjBvVohQ3LJ2PmxFdRwd3VYL4zqUQiwkjzYme0X2o7c/HsKVw6exKhsck4eiEjR1nrpk3RrHETpKal6b5SU/EsIBjxZKsUCqhenH8KyaQcZqocChXkxLPQZ3h/8iQ0b9cWPQf0x3c//qjpv2l/cxZ8gfbduqJFh/ZivdCwMBHiMuadCWIdQyE29N1FS5eiTedO6Nq3D06cOqnz+SM/P0x4/3207NgBTdu2wf/GjtWEw9BxELSPNWvXir937NqF/kOHoHHrVuJ4FixZzHaGYfII9VsXdv2ls+zeqUtZkv5n9/3t875BqF+QpmgAvYjwwCfYOudrnrgtQOhcZrENBl5kR1o3byHsyn+nT4tlp8+fy7AzzVvotzN6XgX5+xWmnVm6YgXbmWxgzzImT9AD8dDZH2DH/NUi2X+GaKYSecSqNKmL/p+MLZJjIFGsce9OiAmLELmwHN3djCpRf/2vk6JAgf6QzEQcW7cDAz/N6GDMIfQyycPrRchQ7oSyrZs34KmRebi0uXThrHipOX/2tHgZQwXPihg6fKRRv2NOxz91yseo7uuLDZv+QEREBBYtmCeukzFjx2PrH1tw+dIlfPPt97C2tsHiRV9gxVdL8cXCxVi8dDmmfTIJB478o9f1mUSuk/8dx6IlX8HGxhbz5szUfEZJtEl4a96iFaZN/wzx8XEipHP1qhX4auU3WLdhE3p06Sj20aJVa1y+dBFfLV2MefMXokatWrhz+xZmz5yBZs1boFOXrjAFKGy3vlvF4j4MhikQYsKjcGH330iKjceWmcvR8u3BYvm1Iyexf+WvQrG6evgEOox+RUcoE8n7A2IK3DM3M3EJSTmuQ8n/n4RG4cb9QKSmpqGaT3k0qv2ymmWd6t5CoFIaeliXSMTnBYG1lSVaNqoh+r6F3+nPjULHMahH64K1M+fPipea0xcvipcxuLu4olerDkIwi34aBrsyLsgLdPwfT50K3+q++GPDBkRERGLeooXidxg/5m1s2boVly5fwfffrIaNtTW+WPylGJgs/uILLF+8GJOmTcM/Bw7qtTNr1v6A4ydP4OtlX0FuYYGZ8+ZqPqNzTQOiVs1b4LNp0xAXHy9CbVas/gbffLUcm9atR8ce3cU+WrdoiYuXL2HxV8uwcN481KpRE7fu3MGM2Z+jRbNm6Nqpc57azjClFXUyf3WOsjYj+uL+masiJJNymI1cPBVuFTNC5w3x5K4fQu480r99pRLPHgSK8RVFulCkjFWmHJFJcQlQpKSKAiZMzr/Xhq1/IORp7gu/kUhGL0Pvs6NihQoYOXRYgYxnCtPOnDh9iu1MNrBYxuQZWycHjFr6KZ7e9xfx9hKJFFWb1oV7Za8iPQ4qNOBS3j1X37l25IQmZFOfkbp78qII07S0toI5YOHsCok0OdcDvPx28MUJJdF/9vQJfv1toxDIvH0q48OPJmPunFlCLHv6NARWVlYoX8FTGJDP58xHTMxz4frs+MKg6HOBJqO1e9dOfPjxFDRs1Fhs4+PJU/HxBxPF5ykpyRg0eCiGDHtVCGlE334D8Ptvv4q/XVxcxb+0D1tbW7HOzM/naISxChU8sfH334R3mimIZXTNXAl+jt9OB2N43aZAgq4nDsOUJAKv38XeZT+h58RROPTtBjx7EIDj325CaMvGOLM1Y+DTqHdHtB81QFPxMqVmbfwULIE0OiN5f35oUKsydv2VffLg/87fFB5b+rj7KFgUBbh+N0Cnn6Z+qVxZF8z+YAS8ypfBmct3DQtlAJJTUnH++gPhgVZQtG5SCyMHdMDG3cczCrnQ/kmwUyrRoXldhEZE49SFW+jbwsdE7IxKPLfQs0xeq2FScuMnz55h46/rRJsre/tg8ocfYtbceWIQE/L0ibARnuXLCzsz//PZeB4TI+yMk2P2dmbn7t2Y8uFHaNq4sVg29eNJmPhxRshXckoKhg4ajFeHDIGtTcYgekDfvvj199/E364uGQNo2gfZGVsbW8yZOUszYPGsUAG/bdwovAZK8iCGYYqDs9sOaoQydY6ypv27anKYkWD21jdzsk3yH3TrvnA0oDGHPuizB2cu4+6py2I7w+dP0ghmJJRt/mwZUhKSMGrxNBbMzHw8U9h25qN3J7KdyQYWy5h8dz4ValQRr5KEyF2SjXcseZilJCSajViWZ+/B4SNFyKFhVAiNiEF8UrJmycO7N/Dwzg1IpTIolelo0qwFWuYiV5mFXG6UUaNOnpJfuzplxPZrE/k8Fo8ePURMTAw6tXs56KTBY0pyMp4/f46Bg4bgyKGDIpSySdNm6NCpsxC1cuL582hER0fDt0YNzbLadV7m9yHxa/DQV7F/317cuX0bgQH+uHf3Dlxd3fRur1bt2rCytsLa774VAtnDhw8Q9PgxWrbK6oVRXJBAcD8sDtvuJqJz0WrhDFNgUJ9xctNexIZH4dDq39HzvdeFYBb9+CnOPN6vyUPT492RYqBCQlm8Vw1sJ6FMbpVvoYxoXLcqXJzsRUVMQzwMfIqAkDD4eOpOAl2/649ZKzYiPVPYoDrUIyzyOWYs+w0/LJiIJ+FRItwz87pqaEb6aVgUCpoR/TqgbZPa+OvUVdE/W8hkuHz7EY6fv4kTF2/By90JLX0HwdktAWWsrIy0M1m5cP6s8FbW2JnmLVG/SXPYyCWwVaVDmZIKyC0R8ywcyfHkqadr8Om4hJ2RSGBtbysqh+YF/4AAYWdadeqoWUaDXxpkkJ0ZMvAVHDxyBJ169USzJk3QuUNHMdjIiejnz4WdqeHrq1lWp/bLPLA0cHl18GDs3b8ft+/cgX9gAO7cuwc314zJmMzUrlVLDKa+XfuDGLg8ePgQj4OC0LplwebdYZjSQI02TXBxz1G0HNpTk6NMO+m/T8NasHNxzHYbIiInhzC9dEW6EMQoLcCWWcuFYEaTDySUkeeZjaM9kuITClwsS1cocGnvP+L1PDQCNg52aNC9LVoM6QVbx4y8WiUJ6uvJwyu3eTPPXrggvMgoTyilNaAQzJbNmhn9ffLUKgiRrrDtjG/16pplbGeywmIZU+zcOHoaHlUrwd1HN8zL79JNYUwKo1CAq2c5xEc9F2Gj+qDKWTYOJc8gFDTUycstMyqNGaJi+bIIfBIuEj3fv31NCGUtW7cVL3UVTEtLywJP7h8eFYvY+EQkJaXCs9zLjjs8KgYxcYmIio6Dt48Pli1fleW79vb2cHZ2xu59h3Dy5AmcPHEca75ZhcMHD2Dtz+uM2r/2M47c4mUy8MTERLwxagScnJ3RvkNH9OjZCwH+/tj4+8uqNtqcOX0KUyd/hN59+qFVm7Z4e9wELF60AKYGeZg9Co+lDAfFfSgMk+f+bPCsidjy2XI8uecnBLMKNavg0YUbmnVGL58uEi0XhlBG0EN3/Zo+OH7uZrbrUREAbbGMBLFvf99vUPxSV5wkEe7fM9fh7GCnU2lT37q0TmHgVaEs3hraDVHP4zBh1hrhxabeJ0H//zw2EZZW1nC0tzXKzmhDdoWEMnXRGI2dkctRj6pmWslgK0+BKi0VUCgh11PEQXvAQQPS7KDnhFSaEFKpxESaNop0BSp7e4sQFkN25tDuPThx8iSOnzyJVWu+xYHDh7HuRX6X3BgauVzXzox4439wdnJGx/bt0atHd/gHBGL9xg16N3PqzBl8NPUT9OvdG21btcaEt8diweLFxh0DwzA6uHp6YNwPX2QJjSTBbPSy6bC0tc5RJKnatB6O/vhHtn2TrbMjmg/qjnM7DouQzXUffyGWR4WECqFs5JdTs4ydCkIo2zb3GzEGU/c/iTFxOLvjMG7/dwFvrJwp2lnSoN+DbISxUDJ/EsrUyfyPnzqVIZzJpAWe3D8nCtvOaOdWYzuTFRbLmGKFkmHu/epnMWtBMf7qTp866W1zVwmxjAyPe5WCdWdp3KcTAq/d0fsZ7ZNmUPRVQ2OykpqmEAM4Esru37oK3zoNUb9RU/EZDWQUCoXeKpn5hbwzEpOSkapQIORZlJj1oRcJZUSNGr7Ytnk9XFxcNBUzz509g317d2POvAXYv28PLOWW6NajJ7p2644b169hzBuvIyoqKtuHHGdnF7i6ueH27Zuo5J2RIPvevbuaz6kgQHhEODZt3QELi4wu9uyZ0wYTfe7+cwf69R+IqdMzSo/T+QoJDkazZs1halQrSwJyNMwVSgQ+aNAgzJo1Cy1atCjuw2EKAWs7WwxfMEkjmGkLZcSuRT9g9IzhQKuO2H4jpkCFMjXOjnaamWpD2FrrikePAp8iJDRnTzDquq7c9sN7r/fFT1uPID1df79jKbdAqwIMwdTHweOXkJycajAclMQ0Estyg1oY066unLkaMwlmiUopXCytIXmRwy1HDw+lfsEsIToG8ZExUKkyfqu48CiRhJsGrPQ9H29vPA0NFXZGXcnszLlz2L1vLxbMmYs9+/fD0lKOnt26o3vXrrh24wZeH/PWCztj+JhcnJ3F7P3N27c1s/53793TfE6JmsPDw7Fj02aNnTl99pxBO7Nj9y4M7NcPn02dprEzwSHBaN4sw1YzDJM7MgtlOS3PDBVBq9m2Ke6dvmRw4v6/3/7UeR8ZlJFzSya3yBDKKhd8LlkqcuN3UdcuEtTnkVf2f7/vQq/3R8Oc0Vf1smXTprCwkOmtklnYFLaduX33Luq+iJBhO5MVrobJFCuV6tdEuWqVRKJlivEPCwjWCGXpaQpUaVwHZb09C3y/Nds2Qb2uGQ/YOg/TEgnKeldA+xeJnZnsocTSIaGRuHvrqhDK6jRoAt/aDfA0LFoIWUTT5i3FwIYGMjTQKSjIW8CzXBlYyKRCMKOQH7XngoebMzp16ohy5cvj85nT8fDBfVy5fAkLv5gLa2trEbYZHx+Pr5YtxvlzZxESEoxDBw/A3cNDzNBYv4jNpzDKlJQUnf2KsKFXR2Dtd2tw8fw53L59SxQGUOPk5IykxEQcP/aPqKxJlS63bd2CVPJyeIGNjQ0ePXyI+Lg4sf7169fEMVLo6LzZsxARES4q6TBFB/3OkyZNwoMHD4r7UJgiEMyoEI02Pd4bDRt7Wzx9EIDfvtqB3y+Ew8HOtsCFMqJ9szrZCmU21pZoWFs3tUFMpqqdxghy/xuUURVa+2FZPREwbngP2NoUbpqBC9cfZJs3TZGuRFqaQmfiRR+0Dj2c6xPK1NB7tZ25cfEsxZkiOhWwccsuPEkCS1sbkfdUB5UKyXEJiAp+hriIaI1QpvlYqRJVNAlKaly+XDlM/3wW7j98iEtXrmDuwoU6dmbxV1/h7PnzCA4JwYFDh+Dh7i7sjI11hp2h8BZ9dmbE0GEi+fLZ8+dw6/ZtLF2xXPO5s5MTEpOS8M/x46LiGVUg27JtqxD8te3Mw0ePRFJmWv/a9eviGGnZrHlzER4RISqMMgxTPPSbPAa12+d+YlRmIYOTu/7UHvnlyoHjBieMSTC78fcpKFLTSpVQpobe03L6nNYrKgrbzvzw809sZ7KBPcuYYoU8ykYsmKKJv//pnc81n/m2aoRXpr8jZlAoRr8goQ6i78dvCjfoS3uPIjL4mUjy26BHOzTq1QGWNtYwB6iKm9zOcAhKfqCBDQlld25mCGUi9LJVGzyLeI74xGQhmJV3dwWNQzLP/BeUh1mGYOaGwJBwzTI3Zwc42GcYh69WfINlSxbhzf+NErH3Xbp2xwcfTxafDR02HGGhoZgz6zPExsagVu06+GrFKmF4qlWrjhYtW+HtN18X1TEzJ9p/8623kZyUhNmzPhMzTRQ6SRUvifoNGogCAksWLRAGpVp1X0ydNgNfzJuNsLBQuLt74NXhr+Gbr5cjODgIY8e/g7mzZ+Gt/42Cvb0DWrdti8FDh+He3Zfeakzh8vDhQ0yePJnLtJcSHt+8j5Ob9ugsO/7rNvT/ZDR2rdyMpzcfoMyunWg2/cNC2b9vZU+0aVILpy/f1XvNvTG4C6wyeTaXL6s/R0hmaHONXghtVCSgjIsj/tj/n6aPrFKpHEb0bS+qVxY2ubmbqLrn0/AoIVC6uzllmZB5eO8mbl29qFcoU6PPwyzJ0hYqyk+mr3S9BHBw0xVDqbpc1JNQKHMIzaQqmqmJSUJs++arr7Bo2TKMevMN2NjaonuXLpj8Qca1M3zoUISGheGzObMRExuLOrVqYdVXy4WdqV6tGlq1aIHX3x4jqpZlToD89ptvIik5CZ/M+EwMjie8/baoREY0qF9fJHZesGSxsDO+1aphxtSpmP3FF2J/NFB67dVXsfybVQgKDsY7Y8dh1ty5GPXWm8IzoW3rNhg2eDDu3rtv3A/EMEyeIE/Um/+cxdVDxxH1NAxunuXQuHdH1GrfXKR8GTBtPDr8bxD8Lt8S4ZbRT0Jz3GZqUoomh5mxnmzGQt5j2T0LkVCWHJ+YbfECcxTK1KiXF6WHGdmLwrQzJHSxnTGMRGWmo4P09HRcvXoVbhExkL5oIQkufn7+qFKlckalJjOipLeNKrusGPa+5r1LBXeM+/4LIZSZQ/uyo7DaRkKZfRUvnJd54EaYAvbWcoPVMKVIh6tFIry8vGFpZZy3AXkMPAmNxK1rl+DkYCfEMoFKJQSzlNQ0eHq4IT1dIRI+EuQZQO2lAU9Boc5RpsbSwkLkMMuc9L8woFkaddvMhdSUFAQ9DsQ1v3CUr+ij43UhgRKuiEbDhg2L5PwWFZs2bUJAQAA+/vhj0bbffvvNqDBMfXampGEqfSt5FceGRaJa8wY6y+MioxFw9Q7qdSmYghfhgSHY+OlSJD6PFRMkry+bjh3zViIiKAxyRwc4jx2HtCuX0WH+p5AV4r1NOR5///Mf7P/3ougrCVdnB7w+sBO6tW2o9zufLlmP2w+DDE4eSSUSODrYYu3C92CrVZyGHvMSEpOFi5m9bdaJIMrD5e/vh8qVq2T1ssoH63cexY5Dp3Vyp3mXc8Y3nwxCWffyopiLT0UPsTwuIQmhEc/F3xSaSYKZWihLV6rw6O51XTuTDWo7U69RM1GBU6JUwi41GVbpLz3X5NaWcHBxhOWLkBbqyyn3ZERA8IvjzemGlsDSxkpcQ1Z2tkaFe5o6RWnPqKBCYFAQ7CJjYJEpD5xSAkSWcTI7O5MftG0N0k2jzzZne1RQUIQMRcqIHMwvqhZTX0Heqb6tG2PQjHd1+twj32/Cxd1/Z7tNinw5v/MIkuMT4FmraoELZus++gJP7/sbFMwoRc2kbat1UtWY2u+mkEmR4OYEby8vWOUiHyYJYFT8Rp8Alrl/JGGNbAUJayUdcxzLqCEhkEJY82Nr2LOMMQmoY9aGkklGhjwr8MSVpYXcCGV5hQZmFTzcUKFbN13jKJGgXBlnMcDJqMb2coBS8En+XwplVBWTEv6rc5gVlWDGlHxee+21fH1fiBclVCxThwNmFxZY2Dx/Fi7C8FMSk/DKjHdQvUWGWBQX+RybPl0qZtopCXv9bvnrP+jh/8DX64RQRkVlKHeZPD4co5Z9hHVz1+H57fuI2/Unemz8UQxsMidzL0hkEgneGNQFr/Zuh8dPw0V1Rp+K7iKXmaH9vj+6D6YtWY+Y2AS9l5t7GWd8/t6rsJbLs2xDLZ7p27ZafCtoD+6e7Rpj79/nkfIijDIzLlpV1RxosKcCQiOfZ/TjqWmichnZEfKy69qtmzg3xkB2hgTIoKcR4r1KIkWclS0SVEpIlUqoJBK4lXWBta1MFAFQSjMGfZQOwvhzkJH0n150rVA1OkrGXVJR/z5iMF8A1duM3q9SmeWc0wCGYcyBC7v/gv/lW7r32IvJg/unLwtvM8qhrIY+o1yIdF8YwrGMi6bqZuijxwh/HIKKtaoV2DFTdA3l89QHHRulsDHXnM65Eb6KOsk/U3ywWMYUO+ocZUSlejXEbEmYf7AYPGkn/WdMRyjTFsz0Zo+USCCTFe4TL+UoUwtllKOMQi8d7G0R8izihWAWKaqyFeWDP1M6CQgIFLP9JZlAakMxQQJOmapeCLpyB38uWIPWYwbDpVJ5/Pv1BsSHR8HW1QkSZ1sxc51fGo3oDcnOv9BkeG9E+91C+fq1ccWpKlTvfgDLX3+Fz+ghCAjI/35yg5j3TgceBwbkuO6U//XAycv3celOoEieT/2ed3k3NKjhhRqVyyMtKRb+/lS1NvcEGrH/3DJ+WEf8tOM/JCSliBl7dXdsZ2MJaysLnRwqlnIp3JzsEBmTgOQX3naWFjKUcbaHIi0N+jOa6ScqJj7LMqVECuULL47I6HhIZc5wsbSCJIXsiBTJCbnLC6eGBsEUukSFbixfpAAoqWjnoinU/dDvqUhDUFAwlMm6eXQod4OTe3a55himZHBx7z+GQxolGZ9ri2UV61QTqWGyo2Kd6nCt4CEEM4rKKUihjKjbpRXunLggwkK1q/GSUOZY1hXtXx9YoPtjGFOHxTKmWPG/cluTzF+doyw1OUWTw4wEMwqToTLNjPHYlnOHTFEW9rERhSaUFTf2tjbCA6Gsi5MmR5k66T8JZvZ2NiyUMUWCj493iQ3DJI8yEsq8fbyN9twpDKrM/Qh7lv6Iuycu4uTabZrlju5ueO3LT+DsUabA9lW3SQNYxgUjoVJzbH6sxMVTl/BW37awaPayUAdx7tp9NKxVOUv+sOKmft3aBbo98uwhoczb26fAQ2gotLN9yyY4c/Uegp6Gw7Oso8gr6ebipD/kXyIVYpkaqvBlQ15xuezLU1Jjsv1ceFJKJIhRSOBiYwd5UkJud5GF5Nh4OFAenxJod2hAT0KZpaVl0dhNiQQWFnJ4eVWETE9ojPnWXGZKCzQJRKkFDKKCTn4y8iZ7fC2bXLUSCao3byCEMqJctYxq7AWNzMICQ2d/gEv7/sHFvUcR8ywC1g52aNC9HVoO6SlCz/UR9fgJbu08iqCb90UKnZptmqBp/67C65ZhSjIsljHFCuUms3d1hkcVL00yfxu5hSbpv1QqM8skkkz+sbaSw8fTPcvgjgSzShXKmkTeBKZ0QNdaSRXL1JBQVpz3DO174LTx2BAVg+BbLyuSjloyrUCFMkIeF4R475rYHizB0ROXceLUZSTFxOLDN/oL7yfiwLGLWLPhgEiW//kHI0S/Uiqu4wLMWabGSmaJji3rZewD6ZDJ9HtwUegl5cHUhorFhEXF6iT9NwZj9J6oqBjY2FpDBWvYpkuQmpjJwymXpCsUUKQpSmSIklogK+oJJom+vrPkaY0MkwXqSy1trZFK+SINYOPwMhT9wu6/ceXgcdF5Wdvbioq8mUMy244cgKKAxmLNX+kuXsZw858z+Hv5rxnH+0L8PrvjsGjPqCWfwr0yRwgxJRcWy5hihQZBo7+aDltHB00yf+0qmZQI09rOtsBzqZR2kpJTceLiLTwLi4azox06t6gFV+eM5KMlCUODexbK8k5JuwYY8yHheSziIzOSvKsJ9w8uULFMCGVeNYRQJpVboWUtb5w8fQVHT18TQsEH/+uHQ/9dEkIZQXnELApBQCrVqOh/uv2MdjJ/8uTz9HAVoZuU9J88iIncCGZ2ttZ4HvvSQ81QRefUmHgkJ6UgXW6EGEpCUk79I/efRsF2hikN1O/WFpcoFFPPGIaEpfrdXxYsIc+tu6cuoVHP9qjdoQXunbmMoJsPxDiIcpP5NKyF8tULx5ssP8RHxeDAynUZ/bqWlyi1OSUxGbsWf4+x380vlkgP7mcYlbgG8ncdsFjGFDsObvpddEkwY/KWr+xYuAQ3wp6KfGWZOXf1Hpb++CeSU1JFAn6q5rJpzzHsXPImUlKSYGWdtVoaU3qga4AqnaYqWKBmig6qeklh95Tsn2wChW5QkuEdC77F4M8monpL/RUicyuUpdVvge03YoRQ1qiiM5TlHREWHobf95zG36euipeaV7q3xFtDu3E4dwGigkQIZZSDzMrqpa1JTE7REcpowkMk/QeEYJYkPlcaHSrs7GCH2LhE0ZflBBUDSLKUw87DHYrQML0P1naUvF8iQUI05YPTv00a/JZEr7LigIo3kLAo1aqUyjDmRuthfXDv5CXER8foCGbUVzi5u+p4blFFy1GLp2m8e2u3by5e6pDOwvD6LQhu/H3KYEECWh4R+EQUcatQo0qRHZMo5KJUIiklBdZmWuWRMY6UtFRROIOuibzCYhnDmJlQdtGpGm74RetN7O8fFIqFa7ZpPPUoITERn5iCTQcvYszAjAd9K6uCy/eVlppqtlEV5tQ2mn0hoSwyIgKJChl4DMMUFfFRz4VQFhUSCid3N4xcMk1U/Nq9ZC3u/HchQzCbOVFTJTOvfWNS5RbYdDsRDna2On1j41recC/rjqU//alZNqBbCxbKCkksS0mXIjoqEhYWFpBIMgaAtlZyuDrawNbGSghpaqwspCjjbAdLuQXS09KoDoLRuLvaIyIqFgojim8kJcTDlibu3FygiHwZCkoVlZ083CCTyzPCLJ+T+4T+ztHW0Q4pWsde0qCk+0WRb40EzMjoKEiTUyBhzw/GjKE0Mm+snIlj63fg1rFzUCrSRRRN3c6t0PGNwbDVqghMGBLETFUoI6KehArvN1W64XuZbHuRimUqQJ6YjIiIjIrINlZW+bblRdU/Fgfm2DaVSiXE0ojISFgmJOcrVQqLZQxjBpDHRErN2rho44HrATFoXMlV73q7/z4r/tXXZ/x28KIIyXy1myzDqBREv6kCFAqFGBSZjapkrm0TY0AVEpUWSFSV3pm4e/fuFfchlDrk1lawdXYUhV5IKFOHXQ6YOk7863/5FuxdnPJfHfh2osHqwJQbS5uExBShiZjZ86MJIEEibGCRlICUoKAsfWeBJ3ZXAWlpCjyPyz4kkw4jPSVBTICkRUVplsst5YhTvRTASMhLjImDSkUCnPrgVbC0sUaiVImIWN0w4pIEVaekpPtFgUqhgENCslmYTobJDvKS7jf5bXR/ZyTu3bqLGnVrwcrGfCI4KOF/Tpq3oaIAhYltYgoogD8sPV148pWk/rGoMde2qZRKJAQ9hZOVDeXnyfN2WCxjGDPBrnIVXD/7RIQWGeLyrUcZVcD0QItXbj6OVq2aw8HWskCOifIXBAcHoWJFL0hMeGYsL5hj25SgdtDwhUMwmaLDytYGr877CMnxicKzTI1UJhOCWfTTcLhVLJc/oSxMYVAoO3nlAbYdviD+LuPiiKjncZpwTMphpk76zxQMSsjwXOUAqREeXwWCRIVPvvkDycmpBldxsrfFjGGdcHn+EqTFxut8VqNNI3R4fZCmn7dNVeDh+evCo4IGvVWb1YMLVaiLzL4Cp6kPKoKCgkV1yoIYWGaHRJURJsV3FVPqJoVcHCG3Kpjna1OBvOTObM3I8akPW2cHeDeoiaKG+he7xBQok1KgzGefVpT9Y1Fjzm2TKBSICHkGSZXK+doOi2UMU4owxg2ZwmJoMFMQ0ONwcpqS6p9BKoQY88Gc28YwxSGY0SszJJgVplB28PgljVCmzlF24sJtLPtxJwtmhYqkwOyMEbtCrepVsOfoOZGjMzNSiQQNXW1wbNwkpD6PgXPtGmjz67ewvnoOO9+ZhfObQpAcHo3eH74pwqEs5HLUa9NEdyNFJfwVEpSaQZmcAhnlRuLISIZhjKSstyeaDuiKi7v/1lkuQjNVQM/3RkNGERjFBPVn+Z2YMef+0azbpiqY7fAIj2FKEc3r+xqsFElCmq9PBZEzhmEYxhzyN96MUBoUytSJ5YmB3V4m82/fvA6mjB0kRBRKLM/VmEs+Q3u3hbubcxbRk957VSiLWlKFRihr++0yWDo6oM6Abhj8wWAx2x54/R4SY+OK7fgZhmFMlS5jX0XjoT10PMM9a1bFiAWTUTPzxALDlDDYs4xhShGUtPrvU9dEbqrMJZXp/fB+7Yvt2BiGYQoqf+NPwRJIo2OyDUsnBvdoDQcrCbp1aKnjeUuCmauzPWpWqQgLiyLygGIKDScHW3w1Ywy27PsPf528KqpB29lYoUXDGqLS3Dq/IFRr2ga1+nSDQm6JW/eeQunjhKavdIcyXYryTZrkOW8ewzCMOUO2s1r7puj2vyFIjksQnmTW9rbFfVgMUyCwZxnDlCIqliuDeR+/JvKzEOpZditLOT54ox+aN/At5iNkGIbJu1AW71UD20kok1vlKJSpqe7toTdEva6vNwtlZiaYjR/RE1u/mYatq6fhjcFd8M+Z6zhx8TaeRcTgpMIKP+3+Dx/O+xHpKcm45hctwngbDekKe5VuHjOGYRhGl5hnEQi8djeLUJYUF48rB44V23ExTH5gzzKGKWXUq+GDdUs/wsUbD/EkLAoujnZo0agGbK05/JJhmNIllDGlD5okin4ejzUbM5JSaxe9IX/r0IjnOHjwOGa99yquBD+H1KcamlYBFKFBSHPwyvX+Qu4+go2jPVypCIAWUSGhYhBJ4UoMwzAlGfIo2zTvO8RGREORmob63dqI5dTHbZq+DKGPHiM1KRktBvcs7kNlmFzBYhnDmEF+HhvKz/MswejvkLdEy0Y1CvW4GIZhigIWypjccui/S8KbMHM6AoJy1J2/dg8R0bHiWroS8BxX0xwxxMsB9kH3ciWYPbnnj80zvhLFK0YumaoRzEgo2zhtCVISk/Daok9QoUb+qnUxDMMUJ1b2tqjarL7wINu34hexrHrLBhqhzNbZEVWa1ivuw2SYXGP2YZjK0MfFfQgMU6iDRHUi6+sBOefnYRiGMaeJAuoD0+q3wI6nlnCws+U+kDGKx0/C9VbGVEMa2pPQSPE3XVMkwpIYS6IsXXPG4ujuCocyLoiLjMbGqUsQ9SRUI5TRMseyrmIdpvSQmpqKvn374ty5c8V9KAxTYNDkQ/d3R6Jxn06iA923/GesGPaBRigb+eUnonImw5Q0zN6zzM7HE4l+AZCV8ynuQ2GKmPDAEPGytrOFd/2akMktzNebwohE1gzDMOaCuuIl5ZS6cTtRU/EyIDgUR05eRVjEc7g6O6BrmwbwrcwP6Iwu9nY2IhwzO8HM3tZG87fwMAt+ju3BKRjiVcNoDzMqCjBy8VQhjkUGPcX3Y6ZrPrOys0G38SO4cEApIiUlBZMnT8aDBw+K+1AYplAEsx4TRyEpLgF3/juvWc5CGVOSMS/1QA9XHKuiSRUg3i8AEvdKxX04TBEQExqBPUt/RNCtlw8jlC+k67jhqNelNcwp9PKhjQekchbKGIYpXVjbyZDk4aUjlG3e+x827j4GmVQq8lDRvweOXUTfzs1EYnd9SfyZ0knHFvVw/NxNvZ/RZVLB3Q2VvXRzjKkFsx1PlXitfgvIr58zWjBrN2ogdi36Tmc55e/ZMmsFBn32Lmq0bpzPFjGmzsOHD4VQpi/0l2GKE7omC8o+JscnICr4mc6yp/cDWCxjSixmH4YpkVvBtpx7cR8GU0QkJyTi90++RPCdRzrLk2LjsXfZT7hz4iLMBbquJXJr2FlytTaGYUofFs6ukEilQig7f+2+EMq0E7ar/933zwX8dfJqsR4rY1o0qVsNjetWzTJApPf0Gv+afnGVBDMSZzfdThThvza26WLyKjvS0xQ4uGp9luUqpQoqpVJM7pFwxpg358+fR4sWLfDHH38U96EwDGLDo3B4zQZ8NXgivuzzNn4Y9xku7/9X9El5RZPM3+8xbJ0cUKl+TbGccphd/+tUAR49wxQdZu9ZxpQurh85KSqxiIQjeji2bgdqtm3CHgYMwzBmxK6/zhoMq6Pe/s8jZ9C9XaNiOTbG9KBrZdbEV4XAuv/YRSQlp4rl1b3L440hXVC/puGE+yTO3g+LE4JZPXcPNH8RvWAo3ceVQ8eRkpBocHtpySm4c+ICGnRvVwAtY0yV1157Ld/boOITajFDu4qruZB5osOcMKW2PX8Wjt8mLRThkurrKTL4KQ6t/h2Pb95Hvylv52qcRG1KTUwSxUzC/IJg6+wgCpe4eZXHkTUbXyb9lwB1O7dCScNUfrvYpFTEJaehrIM1LC1kZtW2wiCntimNvMRZLGPMinunLxkUyojoF8l13SqWK9LjYhiGYQqvAvAD/ycG80/R0qCnEUhTpENeQA+YTMlHLrfAG0O6Ynjf9rh87SaqVa0C9zLGpTRQC2Y3wtJQr7YXrEOfIE3PevS8cXzdzmy3Rd6R0U/D89gKpjQREBBIIz/xdyD9baZw2wqXk2u3Ci8w8m7V8OLP28fOwdW3EirU883VNmVyOSxsrWHlYId2745ArCIFsf4BqNazNWJjYxFw/gbi01Lg5+ePkkpx/XZ+UQn45cJjXAx+Lt7byKXoXdMDrzf2gnUBPdOYwnVZWBhsm0wKJ3eXHL/PYhljVqSl6Htc1SU9Led1GIZhGBNP7O8XLULiCEtLCySlZHgH6YPyl9GLYTJjKbeAh5sjyrg45up7JJhRDjMKB87OE0i4NmYDeXZwkn/GGHx8vKFKV4rBn7ePt9n1aeQBUpLalq5QQCqVCsG7pLQtMSYOT24+NOhYQG0Jvf4AbQf0MHqb6ra9Ou8jJEXFwrl8WZ3Pq3z6Tol2VCjO3+7O02hM3nceqYqX3lFJaUr8efMZ/GPS8NuYLvnyMjOV67IwyKlt5FkWbcR2LEpKmeVBgwZh1qxZIt6fYQxRqa6vKFNsKObeytYGrp4ls7NmGIYpzegIZWEKTWJ/on2zuth/7IJe7zIazLRqXFOE3jFMUVLGqzxe+/IT/D55ERSp+ifqpDIZarVvVuTHxpQ8qC9TewDR4E+8N0NMuW2UDP/G36dxbschhAeGQCqTwrd1Y7Qd0Q/ulb1Mvm2Jz+OyjcCh8VNMWGSejtHKygo2nrqFUdSUrVQBJZ3i+O0WH7yCFIUSyky/Gb2//DgCB28G4ZXGVfK9n+K+LgsTg20z8pFQWhLKLE+aNInLLDNG0bhvJ8Nx9hIJmg7oAgvLDE8EpnRBDziJySlIfxHCwDBMyRPKLjpVyyKUEa/0aAkba6ssghjZAwuZFMP7cj4opnC49iwBFh4VDCb6L1/NBz3fGy3+lmhdn+pnlc5vD4Odc+682hiGKR7++Wkr9i3/GeGPn4j3ynQl7p26jF8//ALBtx/C1LF3dco2Hxl5ljl7lIGpQmIeiZTPHgYiLRtvcnMgIi4Jpx89yyKUqSFzsuOSbkE7puAxac8yLrPM5BbXCh6iDPufi76DUpEuBDKyCWTMfFs1RJvhfbN8JzU5RSjOJUVEk8cFIaVmbay6ngypPFRU52IMk5qmwPaDp7D/34uIiUsQOYs6tqiHEf07wN2NQ18YpqT0eRdtPHA9IAaNK+mGvd168BgV3F2xZNob+HrdXtz3D9F8Vr6sCyaNGQifivpnuxkmM+Sd+N3GA2jZqIaomqnN5r3H4ebiiO5tM4pFUDXqa37RUOaQ6L9+tzawc3bAyc17EfKiWrd7FS+0GdEPNds0KaKWMUzJg8aA+sQdQ8sLE4pcObfzsPoAXh6LUgklVNi/8leM++ELky4iRlUqq7dsiAfnrumNwqFlDXu2hyly69+zOLZ+J2JCI8R7S1trNO3XBe1GDYDMwqQljTzxPCl7MZAc6aMSuJJyYWNREsosf/zxx2jYsGFxHw5TAqBOnoxUlSb1EPE4RIhg5ar7oE7HFvjn523464ct6DlxlCa/AAllW2d/DbmVJQbPnGjyghkNGuO9amB7sARSuRULZTlACb1nr9yIm/cfa0R3Wnb0zHWcu3Yfyz8bg3Jlc07uyDBM4UIPvxFBT2FlZ4MKvlVEaEvWPi8mS593414A5ny9CWVdnbHok9Hing56Eo4b9wPx285/hDepvZ11MbWKKYkcPH4RB49fwt+nrmLW+8PRuE5VsXzTnuPiReNg38qe8PF010n0jxwEs6rN6osXVb8ke2Rpw9clw2RHalIyts/7Bo37dtYRlZXp6diz7CdU8K2M5q90L7LjufbXSUhkUpE3LjOULD8y6KnweCpfXX9lXFOh6/gRQrRPjKUk/y/aQh2bSoW6XVqLfsrUuHr4PxxYuU5nWWpiMk5vPSCqew78dALMjXJOtrCUSZFqICJGJpWgmjtP+pdqsawgyizT8JgeSoTqX4rLo5aG9inS0rBz/rfwu3RTiGFCOJNJERn8DDK5hRiIRTx+Iq6HHu+ORFpqGrbPWYXHN+6Jh1Zar6yPJ0z1t7OMC0Z8pZrYHgRILORoUN5ReMyZMup7Tv1vUfPP6Wu4cS9rFRQ6nvjEJKzb/jemjhtcIttWmBhqm4R6VC4myBQg8VEx2L/yFzy6cEOzzLGsK7qNH4G69d11JgfqV3DEuav3hCeZlMLq61eHm7MDHO1tEfwsAtOX/iYEMwpZ2Lj7GOITk1G1Unk42dsVaxuZkkX3do1x5ZYfzl69h/nfbBGC2d1HwUIoI94Y3FUIZWrUgtnNiHRIfaqhaTaCGSG3tiqytjCmyb1794r7EEoEF/ceRcDVO3h84z4GTp8gBDMhlC39EbePn8fdkxfh26oRnMvpJpTPC2LMoCevkfby+MjnuhUk9UDroDpMGgqzfGv1bJzdfgg3jp4WopObV3k0G9AVDbq3NTnPOMr3SOGvelGpxLXQ/JUeqFCjMswJeyu5yEe2/eIjpOuJsktXqvBay9xVLWXMTCwrCGKeP8dz2XM8Cw1FcqKq9JZHLQXtu7H3X/hdviX+Vs+UqGd/rh85ido92+H24RO4evA4oiMikRgdi/CHj2FhbYl27wxHnDIVccVY0jin385DngDUd0bM3Sfwto2Hv38USgqBgfpzuRQ2+46eVU+W6Q21OX35Lu7cvQdrK3mJa1tRkLltlB+hTFX2xGMKzmvg908W4fmzjJAKNbHhUdjxxbew/HQkqrfvBWnoE3jaAO9+/h1CnkVCRl5nKmD7odOoXc0Ln00chgXfbhWC2euTl2u2Q0LZF5NGwcHephhax5RUKFR/2oQhWPz9diGYfb5io+azN4d0xeCerbN8R50/70rAc1xNc8SQmrVhHXQPaQ45J/xmGEY/LQf3QnhAiAi/27XoewyYNg73Tl0S4ojUQoZBM94tEKHs9Nb9eHo/AAM/Ha8Tznfr2Flc3n8Mw+Z8KLyendzdhJCUXXogJw83lAQc3FzEpBS98kNSXAKuHDyGq+R1p1TBs2ZVNO3fBRVq5D/pvJqAq7eRHJ9o8HPyRL99/JzZiWXEtF6NceVxBB6EPhfvVS88ykgoe7dTXbSswkXrChuzF8ucnJ3hbJGGVA8PqNwrldryqObePvIq233yiuFSyDIpJMmp6DtpDPZ99TMCL9wUyy1trPDqF5NE527qvx15lqlcXODsnIjKniUj/JI8k0hw8fb2KZYqKwnJadkV/REeKG5lPeDu5lzi2laYGGqb8CxDhsFmmPxy4+gZRD8J0/+hRIK/NxxBtQ8/ENfjrBWb8TQsY4JAu0jHXb9g/P7nMSycMhpjZ6zWLHd1dmChjMm3YPbKhAWaZQ1rVdYrlGlDYcJXgp9je3AKhnjVgD0LZgyTZ0gE6Tf5bfE3CWZ/LvwuY/kLoYy8yvJL9NMwnPh9N9IVCuz68geNYEZCGXmwkSfZ5QPH0GpoLzTo0e5lzrJMkPeZe+WKRlXENBdoYuu3yQsRFxGtERAppcLNf86g53uvo3GfTgWyn/tnruS4TkqCYTGtJONoY4nt7/bE9osP8edlPzxPTIVvOWe83qoG2lYvX9yHVyowe7GMHElpFoA6MfWgr1SWRzXz9iVExiAlMcng98jD7OnDQPT68A0hlqlxLu+OijWr6nW9NrXfTlTRUl/LL/L5lBSkxXTMFTzcEBEdK7zI9GEpt4CLs0O+jq242lYUZG6bBOYXcsoUH3f+O59hpPXdnioVwoPDER0QjAcPHguPMn3QvX3p5kM8fhKeabkSivT0QjpypjSw7cBJnfcU/nv51iNNDjNDsGDGMAUHPYP0+ehNIZapqdOxZYEIZYRLeXcMnvUedsxfLbzWSDDzbdkQ+1b8IoQyCktsObiHWLdMpQro8L9BOL5+pybdC0F/y60t0XfSWyhNHPh6HeIoNFVrVlqdHubQtxvg07A2XD3zV1wn6OZ9XD30X7br0D7L+lSEuWJraYHRrWuKF1P0mOcIjyl1JBsxo0DJ+ymZvzZhfkGiQ9dXEcaUUCe5Xn+i+MJEyRheveOHtVsOi0phx8/dRFqaAqZMrw5NDAplUqkEnVs3gJWJF3VgGHOFCqzoFcq02HHqEQICQzJCL7Nh2Y9/in/tbK1FWPXz2ASRwyw6Jr4gD5kpJaiT+ROjX+mElg1riOIwlMOMBLOcIMGM8uzZVS64UCSGKY1QjrJ9y19OchMknN09danA9lGteX0hmJFHGQlme7/6WSOU9f7wDZ0J9TbD+2LY3A9RqZ6vyD9o42CHRr07YMzqOfCoUgmlBfIgoxzRhsZP5Khy9VBGH5ofKtaulqOHGuWlrtc1e69fhskrLJYxZoH/lYxcZdmREBWDx9fvimT+/1v+Gfp/MlZ4al05cMykBTMSytLqtyjWCpiUKHvq4nWY+dUG7P/nAg79dxlLf9wpwp6o8pyp0rpxTXRunVHVRzthKf1d3t1VDIIYhikePHPw6pVYW8PSyxvlnGxyFNWSUlJFjrKfFr6Pb2aPR1lXR03SfxbMmOyg6+OHbccQHhUj3h85cUUjlFWqUBZN61UXIZnagllgiIHwYYZhCgztZP4UeklV6+t0aimWUw6zghbMarVvprOsx8TX9dqoas0bYOSXU/HJn9/h463foOfE14WHmpow/2Cc3/UXLuz+G5HBT2GORIWEZvs5jakig57lervpaQpEPQkVoZ2U15TOPxVlq9u5ld71pTIZhsx6DzYO9rneF8MYg9mHYTKlg8SYOIPlnNUkPI8VQtmIBZPhWauqeBFUfvra4RNo1KsDylXzRnFAIUMU40/HERMWCaeyrqjfug6aDe+J1PotsOl2IhzsbDVJhIuaFb/swj2/4CxVO6Ni4jBrxUb8uPA9yOWm152QKPbRGwPQqFYV7Pv3ggjlcrCzQbe2DdGnUzPhhcIwTPHQpG8nXN73j/4PJRK49emFJlU9YK1MwfaDp7LdlrenuyZHGb0oh9mMZb8hJTVNvBjGEN/8vg+3Hz3BZ1/9jkVT/4c2TWrh4PFLiI1PFOG9C7/bhu/nv6tJ+k/58LzK5z+pOMMw2UPVGrWT+VPoZfWWGeGXIun/l99j/NoFOkJVXqNT/v1lG27+e0Zn+e4la7Mk/c92O/GJ4pjI40oUAqCFKhVqtG6MPpPHwJywccxenKIxmY2j8ZWoSQA9tWU/Luz+C8lxCRohjLzKur/zGvpNHoOgWw+ER5ua5oO6o2n/rqK6J8MUFqY3ujUAl1ku3JK8Tx8EiJjvctUqwcq25CVEdinvkWM5Z0rM2bBHe41IRqhnKuRWlsUnlKWn4/SP2/Hk5gNNlZ248ChhFPwfBKPayhWwt04rNqHsSWgUzl29r/czCnGknGBUVbJDi7owRSjcslOr+uLFMIzpQPlf+k8di73LfhKFOGgmmh6OqU+0b9oEbSa/I9ajipd1fCvhzsMgvWHVFTxcsyTzJ8/RRZ/8T/xdrixXcGUM885rvTB18a94FvFceCLO/mAE5HIZQiOew9bGCp+MfQUWFjKx7qcThmTkcqQcokZAqRM4bxnD5I2mA7ri8Y17QjBR5yhTJ/2n52WquJhfoYyiSw6v2SjsjhqaWKexkTqHmTGCGT27UxVnOl71ezX3z16B6quf0XBEL5gLHlUrwaWChyiQoK+SFjkv1Omk3xssy7oqVYYH4X8XdLZFv8nFPX+L4gskOMZHRut8j0QyFsqYwqbEiGVMwUOd0/k/j+DU5r2akrwWlpZo0q8zOr4xyOiZFFOgTqcWOPrTH1CkpOpNjE8lknu9/z+9idgNufYWFVSWmoQybeOq/vf28UuQbdkBtO9SbMdH1eayg3IJ3X742GTFMoZhTBdK1FyxdnWRwDf83gM4+XhC3qs/Ysr7QGZpKdahQdGs94ZjxtLf4KcnrIOqZP645TA+GTdIJ9yaRTLGGMq6OuH917rg+63H8Sw8Gu/MWiOWk1A2/+ORqFHlZeJotWhmDNqJ/kfWbwH59XMsmDFMLrC0tsKr8z/W6dc1gtmUDMEsv1UWD37zW5blackpGcW0LGRCMDu34zBav9on2209ve+PwGt39H5Gk/n3T19GlU7NgCqVYQ7QuafwyD8+X5lFHCTPcBI3fRrWMmpbwbcfCg/C7ARNekZQp8uxsJJDkZKGI99vFg4e9bq2yW9zGMYgnLOsFHNqyz4c/fEPjVBGKFJTRVlk7YqRJQFrO1sMmDouS6VIek8C4CvT3zHZioUGw5AEKvht2o7iJKfE2uRnbiEzfgBhzlDOm5MXb+Pc1XtITEop7sNhGJODHqip3DyFm6sffJ3c3dBh9Ct45f1hGL7oA7i3bp4lT4y1pVx4serfJvDfhVu45xdSJG1gzA8XRzt8/v5wnWUf/K+fjlCWF0gwoxQKlEqBco9SDtL0ZwH5PFqGKT0YEsTyK5QRJzft0budDOFHhcqN6qB6y4Zo/kr3HLf16OLN7HNwSiR4dtcP5kSVJnUx8stPUKHmy4gdawc7tBvZH69Mn2D0b0QhtTmN0dTPC3Yujnhr1ecZSf9VKuxd/gsenL2az5YwjGFKjusQU6AkxSUIjzK9qFS4dewcWg3rDffKJWcWlFx0x6yeLbzl/K/cER0vlX9uNrAbnMuZbn6R6KfZJMhXAQlBIbozNkVMw1pVhGCWbiAfHOUwa97AF6WZxOQUfLN+H05evKXxILeUW2Bwz9YY0a+D0SE7DGPOUF7GExv3IPpJRmJgJ48yorIYhcjn9FB9836gyCFlCJlUKir01qxqvuXjmcKD8tqt3XFAZ9m6HUdRo4qn8DzLD5RC4X5YHG6nO6Fdg4ZIPl1wSckZhsl7nrJnDwMNfk6paShR/3u/LTVK9FGplORQlW0tmpzSxZREKtWrgdeXfYrb126iQrlyIudybiOTkuLixfk2BirwUKaSp/BqI549DIBXvdI9BmEKFxbLSimPLlwXFUcMQbMjd05cLFFiGUHH23dSyUqiaW1vi6RYw9Xa5I4OBTKDllecHGwxoGsL7Dysm/iUIBGIZt7r1/RBaYWETKqOduvBY520DalpCmze+5/4fNRArrrJlG6oMtjfP2zWWUaJeg98vQ5xkc/FTHROFXmzQwUV4pOyX4dh9JGUnIofth3Ho6AwEXpJHmUklFFIJuUwW/TJ6HwLZgzDFCz0bPXw3DVcPnBM5M1ycHNGg+7tULtDc5H7MucNGLUXo5+/fRrUwsmNe7I9Xg9f035Wpkij28fPoVHvjjrtpvHi5QP/oknfLgY9wMijjPKHUU7H3OLq6WH0uud3HoGrZzk07t1RCGZpqWkiXJdhCgsWy0opqcnZh4hRJ0kx+0zhU79bG+ENp2/GiYyS9yvZ50koCv43uIsQgvYcPafjYdasfnV8/NbAfIt5lLT72h0/UXmMKlS2bFgD9nYlo9DEjfuBuHHP8OzkjkOnMbB7K9hz5U2mFHsyU6Wx7EJhGvVqj+zu+EoVsvcOpv7JO4d1GEYfK37dnSGUWb/MUUYeZSSUkWA2a/lGrJ4zPlf5yrQHyFHXbuLp3r8QZ6GCpE55eHs4w7ZQWsIwpQO6r2iihSrI0+Q+heiRx3LgtbvCg3no7A8gy6FCu5WdDcr6VER4YIjeBPX0/F2lsfG5eL3q+qK8b2XhraYOGVRDx+jdoCacKxovChU1lER/y8yv8OSeP2IjokVqBHq2J6Fs58I1ItSRPO36fPRmge87J080On/jfpiPKwePC7Hs0Is8cySYmatQFhIdjyO3gpCYqkCdCq5o51teeNAzRQ+LZaWUclUrZfs5VSChSieFQcLzWKQkJIlZILmZdnK5ocXgnrjx71kkPY/TMbBkHOzd3ZDSvhuKW2ahDnrMsG4Y0qsNrt7xg0KRjlpVvUQVuvxCCbsXfLtVVB5TVwOVW8iENxaFMZo6VCmUzg+Fo+ojTZGOq7f90LZp7SI/NoYxBSixcXaezDRQoeS+bbrWQqTKClfvPYW9tTyLWEZVMangiL6KmBQq3qV1g8I4fMbMGdG3PR4EhODTCUM1OcrIk4w8ykgoe2NwlzwJZekpKTg3fS6e/XeaLlBEAQjcqYSllRxD534E7/o1C6E1DGP+UI4rEsoI9XOzesLZ//ItkXs5p4T89LzZZkRf7Fr0vb4PxavZK92MPiba3tA5H2Db7K/x9EGAxgOLwgu96lTDwGnj8SQ8DMUFPVuTJqgvLQjZVBKsandsKcSy01v2ieXtXuuvEcosLOX/Z+8swJs6vzD+1t1LvVDDoaVQ3N3dXbY/2xiMwRgM2WBjDGcwYIMJG+7u7m6FQmlLqdACFeru/+d84YakTVJL/fvx5CG5N7m5N0k/eb9z3oO6bZuWyLmRwKkImi+a2Vmj86fD2WMSzC79vY/Z7+gZG6IyQd/FzyceYPsdX9A3paqigszsHNiZ6OHP8R1Ry9K4rE+xysHFsioKrX5Y1ayB8FchMlZAVKCtr6f0RjH81Wtc/Gcfgh57s8caWppw7daWVd6kaiZVFV0jA3T+ZgKCrjyA9+W7bHVHTV0N9fp2Qkzv4TCyqsY8T0qyA6VOPiYuESZG+gq3U0pm+2bKq3oZG5/EKtyR55fwnoLA9O+BCzDQ10G3Nu6F7vRL0yMsIzMTrEdTAKVkcjhVFfIjEVb/ZUH70t6/RYbrBGaETo8l2zz6m46IisWs/w3E7OX/ISomXhwIQG0U3Wb/b5BU+8XhFBRHe0vM/18fuDjaSm0nwayoEWWE12+bEHbjwyQwK0uc9ZWRloF9P6zFF1uWQ5+nd3I4hebBsYvixdXc0DbaT77L+WU91GvXDIlRsbj0z37WP1HfQ8ECmjpaGDDnc1g4FM4DU9/ECBPWfY+QZ34I8nzBxobOHg1hU9tJdK4KLIpLEnrvJSceIj0rC4v6NZMaI/930wc3/d9hw+h2aDZAJA6SZQIJZoJoRkLZkB+mMUP/kji36A8+pvJIjI5l/9P3SYKZuoYGqrvWZhVIXZpJL5LR9+d3xxN1WjdBRWTDJS9su+3L7tOvO/vDb/xdXDLG/HUeF2f1h4G2qFI4p3TgYlkVhRqcwfO/xI7Zy1lVMnGno6ICTW1tDP/pa9Y4KgsKS942a6lUdEFGWjoenbyMt76vMHblXPZ+MW8j8OTcdeY/oGtkCNcurZiwV9nRMdRnoc1dB7eDqpkxnps44UW8Goy1NUpUKKPqcZt2nUbfzs2wcfsJfDG6F7q0bsRST5b+cQCDe7bEHztOo0+nphjdv4PS3//01YdISkmTW8Bg97Gr6NKqkVTHTs/defQK3sckMG8ZyX3nbjzGjfvemP/lMGgp8ferCErXOXPtUb7P4XCqKrQiLE8oEwa3iQ08mFBGEWW5hbIN207g5qMXWDJzDDYu+hznb3ji5kNvhEXGIi4hCZ+P6oFWTQpWop7DKUzV56IKZRmJiQg6fIJmOnn2UR+WmZ6BJ2evofXIvkU6PodTlXkf8k5h4SsSV2iOUZAUPap0SabxL67fR1JMPExtLFCnjUeRM19oPkWm93STpCwLdXmFRmHrbR/xIpMgmJFQRlFMxKmnwRjY2IkJZtmZmUxAFCgpoUz4vLT1dJlfmjy09HRzRQT2xZ4FaxDy/CX6zJjE7GyEscSxVX/D+8pdtBs3EG0qWPuakp6Jf66LAkpyk5Wdg5ikNBx6GIDxrXlUcmnCxbIqDFUi+9/mn1mj4n/vCWtkqHGnaC9dQ+Wu0FOjS0JZ7gkTPX7nF4Rnl28jIzUd5zfvFq0EUVSTqgoeHr/IjCa7fTEKVQEDU21kNHTDCxmTRmVDHffvO07i1eswbN51GmnpmVj33zE2+Txx6T4io+Ox+q8jLL3w0fNXGNarDTTy8YAoLPef+ikcQNA5vAl/j6TkNHGVu+C3kdh36gabRNO5LvhyOJvokFC2futxNhi4eOsJenXwQGnQpkk9bD14iVXqE1aABGgw0ri+M2wtzUrlXDic8ohz04bQNzNGUkxcHm9Gau+1DPQQVa8ZDGW0eekZGQh5F4mk5FTMX7ODCWYDurVAano6dhy5wp6TnCKKTM3IyERcYjLMTaTTMqitiIyOg6U5T1/glA5xLwOQnZ4hdz/1e6He/qV6ThxORYZ8lAUBS8dAD+nJKXKfS35lFH1UUCiVz6NvZ1RWXO3NsWJIK8w+cAu77r5k2xzNDbHkpKgy75SODTDAXRSYQHM1EqEkef3MD46N65dYsbGGnVvhwfFLMhfVKNrPtYtIDBNQ11BHtRq2LILvxK9b2LYGnVqIhTIq8ED7KxrP30YjKV1xJgpFAXKxrHThTnFVHFp1adSjHVs1GPbj12gxpKfShTLyKAvy9JYfWaCiggdHLuD8pl1MJKPn0UBSKCP8+NQVVu2mqqBubJonDakkoE6PIrBoAknRXVQFjLSefw9cZCIV5cmTUEZRUT99PVrpQhkhy3soN4fO3MaspVtw/OI99tjB1gKzPh3Ezv/+05eYvvhPFtklCGV9OzVDz/alF35NEWw/zRzNUkYJqgQkmHA62Vth5icDSu1cOJzyCA1cKZJZXVOTtW0CdJ9SzoduWQ41bW2ZbZ62liZ+nDEadZ3tPgpmG/eJhbLxgzoxL0USypb8vg9zlv/HUjYl25g/dp7C9J/+hH/wu1K6Yk5VIi4hGcs2HUB0bIJ4m6qGOjJVVHG1ej3EaOvlfZGKClSz0kv3RDmcCgplp/w+6Tv433vKHlMkES2oy4L6FYoUk1e1sapCUWMkmJHeRYKZpFA2o6tbHjN/yvZxaebKnkPpmFe3HS6x6DhKmdUzNpAaH4i9m02M0HxIjzzbqRJm494d2bzxxJp/sKzP/8RC2cB5XzA/Mw5HGfCWhFPipCYmKX5CTg5iwyPzNJKS3Dt4tkxDmCsrFmbGzMSYBDMhOkOAoqQEoYwqVBYW8ukKehOBiOh4ud+de30nhf5i5JGW9mF1fvPuM2LBLCEpWXzMoNAIlqYlCGWTR3YvsdUveZAo9s+yr1haaKcWDdG1rTsWfjUSq+d/AkN9XveMw7Gt64zJm39Gi8HdYV7dBmb21vDo1xlfrP4Sjm0U+2NSlUJJwez2Yx+xUDa0Vxt2PzE5FW/Co1mhEKpiSIKZIJSJ0r1TERr2vlSulVO1WPvvUdx44I15q7aJBTMdJ0dcqtUYr0ytcMHRFdm5jS1zctCge0tkhQWVzUlzOBWIhycuscjkg4s3MMHMo18X6Jua5HkezSO09XTQZlQ/VBUodW//A3/M3HOD3Q4+fIVUOT65JJjVs5YuzPV1lw9CWaa0UCYEUXT5bKRYMLu2/XCJXIO+qTEmrP0eddt6iOeCJHrVa9cUE9YuYIJZbgTBjAI+pK6xAgtlDWxNoa+lOCKyTU3rUjsfjgiehskpcQzMTVnDSx4dsqAGLyszS6GnDfmqZaSkluBZVm3BbPqEfmygnxsy8y+sUEaVMncdu4rjl+4hJVW0cm5jeQsTBndBq8bSocOUKnnswj0mrMkS1Do0b4jzNx6LH5NgRn5FVEFTdO5GiIiKE+//dES3UhfKJCNgurV1ZzcOh5MXIwszdJw0lN0ENBJCxMbn+Qlm9WtWx4tXoeJt7vWcxPfJ3J+EfxLK3kVE47sVW2FvXQ0Pn/mzlfQZkwaw9oTDUTafjezBFm1Cw6JYP7po+ihs3H4SoTqGUM/KRNvX3lCV/JWrqkLdygouIwZC288T8pM1ORwO0WPqWOZp5XvzIRPMSMDJPdSjsV/N5m7MAN7Y0hxVgaD38Rjz9wWExSWzbBDi2JMgrLvwFDv+1wXVTaWjtcmjjFL9JFl07J7Iw0xNjX1uuc38xab/f+6BsVW1ErsWw2qmGPDd5+g5LQVJcfHQMzKElp7i4m80b0jPNTdMS5Kfnpsf8hYvaH6qnRCB7DAV5CgI7CguJJNNcrfGb3de59mnpgKY6Gign626UhdZhGsDKr8/eFHhYlkVgsJrQ1+8QlZGBiydq5dauV1K9XTt1gaPT12VKYixP1QjfWasqQhVdf5zLQnIzP/XLUdk7vtr71mWnkmm/wWBOq4Vfx7C7ccvxEaixLvwaPzy+z5WzU5ywkrVxn78ehRLq0pISmFRZkJqpoGeDvMhI8GNIkqcqlvh5OUHYqGMvMAee7+Sev/1W0/kMf0vKJTGJSvVVN52DodTeuw5cQ0HztyS2iZ4mLk42LDH5FXGBLMVW/EuMkYspJNQ1qmlKJ2Ew1E2VtVMxEItCWafzl3PtmtraWByA0ekvroPyTgP88au0JnyFXSsrAE/zzI7bw6noqCmro4B332GI8s2M8Hs7MbtbLuprSWGLPyKCWVUWZ68zKoKNFb+39bLiEwQiUOSnrnh8cmYvPUKTn/dR7yALGnmT6mX5Fkm6WFGghmJkOQTTdHfkpBg5tS4fp7tJQEJZPmJZFJm/lfvsaALSuNMjI4Te5gJpv8FhRbudJzsoWtlIXNuoxkTC2MT4xJfkF/YojEyTK9h02lPFo/Mov6yc2BfzQh75vSDs510ZGBxoWtT8Q+EZkIoMo2qK/XYlQU+A6wiUNVJyjdPiU9kj6lhITPEbl+MhpZu/o1Scek4YQje+gQw3wG2HJSTw/wEyJeMwqVJwLtDqZZyzB0dGtVVanVOgaAnL1iJ6fBXr6Gtr4sGHVugUY/2BWqoK4tQNnflVrFHGXW2GupqyMjMYiIZpWaS6T9REMHshX8Ibj16kWe70IX/teccM8SXrDDWoFYNbF01AzcfvsDrtxHsXK7c8WLiGUGpoJSCdfm2yKtCgIoOEJR6WdfFHqv+PoQLN0UTj8IKZiHv3mPh2p34cmxvNGngIt4eE5eI+au3o3+X5ujermKGdXM4lUEok/Qo692pKRb+upNFmeUWzEyNDGBvU42JZQINavEBIKfkBTNa+Jnywx/ibV9P7I82HvWQOXEoIu89QmZyCoxqu8DQsQYeh3701eNwOAUTzDpOGsLEMgHyWTa3L3haGs05cnKy2bEqOjf83yHw/UefRElIXPGPiMOdgHC0dLbCk5D3UkKZ4FFGCIJZI3tzDGriLFcQKw2hrCDER0ZD39RIysyfUi+tnKvj9v7TbL5bWMGMhLJE+9rw17GESqa2zDlMbJYmjLNMcifUlwg9Rw+FR4+uuPvgBQsYcHKwhntDF0SoqiJCsf9/oaFrSzRSRSPTZOiH+iLDwF65b1AJqPitRT7kZKQhOYrCC6suD45fxLnfd0ptI1Hq2aU7iAuPwuhl3yr0C1MGJD6NXTUXzy7dhteFW0iOT4CFox0zZ3Rwq4uEqBh4nr3OwqwlBTNqzOnWZnQ/pOVaUaAGMjfytsvi5u7jTECka6f3jAsHIgJC8OjUVYxbPbfUIu9Km9S0dFy5+wyPnvnjyYtAkbm/thaSU9OYMDVtXB8s3rCXef9QahMJRvtP3WQpmflFWF2995yZ21NhAFlQ9crnL1/Dra4j8x4SUjw1NdTRsYUo4uypTyATywRo8kvVLTfvOpPneK61HaQ8ygTBrKaDNXp3VOyDJMnR83dYFMrPG/ZiwdThTDCj66aUGhLSaLLevnkDlmrJ4XBKDxooXvoglEt6lJGALghmV+89Y2KZ4FF274mf1DEo4ocifyjlnMMpCchb8689Z6W27ThyGfVc7GFqbADrdq1kvu5d4Dvcu3wR3b8cIzWBjwt/jyv/HUKPaWNLZUGTwynvxIa/x+55q6W2nd24g/ldCUb08njnF4gbu48zvzMa71s42aPlkJ6o16F5mVl3FJenIe+hpiqKOpKFmooKE8lILHOzN8f0Lq7IyMqWEsrIw4y45R+G/h+qYZZnKIrs+Kq/0XP6eKQnp4qFMh1Dffz5+fdoNaI3m1eSYJamoFpqbqEsw7U5DnjFQVUjDnqaoqASSWhsER4eDkvLzCJlrhSVOnVqiu8HhEinzyoLura3Ee/hr6+LIfa1oR/CBbMqJ5Y5pUYgM/wt1KwckK3AE6uyQj5hV7cekrmPOozXXr4IfOwtzk0vSTS0NOHesz275cbAzISJaSdW/4O3vgHi7UaW5uj51XjY1nFGQECgeFVhz4I16PTJULg0cxM/NzUpGXsX/IqGXVujca8OCs+F3oOEMkJSnKNw1NiwSJzftJuFfJcWlC+up1sD94zc4XUrFPrayo+iI96GR7NIsqjYBNZZCj5hamqq6N7WHZOGdmUCFk0sl28+yCK0bj3yQdfWjdhk4Letx/HJsG4wNtSTSlP8fecpDO7RiglgOfk4ENFzKCqMjj/ns8EsnVLgyl0vrPpL2kCUzLwFQ+9B3Vti4pAumLPiP3i/DMFT3yCcvfYIPdo3Qbtm9dlzbj70Rre2hYsC+2xUT1bRjN6HBDOKMDt45hYTyii1a8k347hQxuEoEfLc0HeyR4pjc+xS0ObpaGti6bfjmQAmWeVWMP0/c/URBnRtIWXmL3iUudZxEHuYccGMUxK8CYvC9QfPceGGJ8Lex7LUyy9G92KRkIKH2S+zxjHBLDcZyanYtXQHEmMT2fil/+zJTDAjoWzndysQG/aeVfzr9+3/yuTaOJzyJJTtnLOC/W1Q6uXIJd/gwl97xR5mg7+fygQzWnB/euEmAh8+Y+NbR/d6MLKqhiPLNiEnO0c83o8MDMXRFX8iKjQM7cZWzIrl2hrqUnYnuclGDnuOwLTOrqKUu1ziIAlmA9wdK4RoSNlAVIjg5K9b0HvGJFZFk65p74I1yEhLR8hDT4yaOxoNmtSAYwNHICFE4fHULW1EYxDvZBjo6cqsyC1EJGokRsCxmn6lq7IqXFucuiYOhGaIBbOCkpqUxTSWykylF8vU/XyQYVF1UzBIDFNkdkh/9D43HpSKWJYfFEpNVU8igkIR+y6SRXbZ1HFiDbik0Hn30Fm8f/0WBxdvxODvv2SCGQ0098xfw0Sw6LfhqNu2qULvgkenrojTQHNDnemL6/fRbcpo6Brqo6TJDguCtWs93NWwwrOITDZplNdgFwfqUH5avxsxH1JxJQ31qVLcY+8AaGuLBCGaUK6aO4l99jVsRfn7izfswV1PP7x6HcYG/ySYkVD2yx/7cf/pSzzzDUbn1m4KO2+ium01VgCARLPF6/fg+2kjmGAmKZTpaGliy4rpLPJt2aYDbBulVo0b1Imd0/LZE5ifGhUHIMGMUiRpOwlmbZvWK3SnT6mnsz8bjBWbDzLBbO2/otRTEsroWm0slesRwOFUZQSh7J6aJby8k/Nt88yMDaSEMknBjAR0giJDKZVbEMoEjzJJ0/87j33Rr0vzErwyTlWBCtls2HGSiWSS6GhroZaDjZSH2YI1O/DbD5Ol7AcIDV1t9P2sH/au3guf6w/ElhW7569iQpmJtQU6TBhcqtfF4ZQHAh48w8MTZJESAm19HRZBJAhlo5fNhoG5iZSH2enftmLIomnY+/2vSI5LEHt/BDx6LrqTa2AqjH9v7DqG+h1bwMzOChWNLvXssez0I/lPyAG61rOT2iRvbFwRhDKi59SxyMnKwpNzN5hg5t6zA7wu3GRCWbXmTVBv3RJ4aWsB9YCCukE+8Y4psXlXRaKRrTGevIvHwXfZcKslXWFUHtmJCWiWFY7EgKBKLZhVerFM1bL6R8OkKgg1IIqg/iK/55Q2Fg527CYPiiij6DLRitJG9PlmEu4fucCEMhLIaMUpP5PP98FvZQplAqK0zPclLpbRpNHAqTquZhrjZUQmDEqwwX7qE8QG7rKgqAyabD708kczt1oyO0+KOvMPfofXbyPZajn5s/y+4xQTyiiNkipRutSwwZ4T19lEIjcUukzV7OyszNlkNj09E3c8fZlgNmZAR+w+dpU9jyK4fl/8BTP4J7+X2ZMHY+VfB1nF1KTkNBgZ6LJz+9/w7uz9KD1U8lyL2umTYEYpnUIUGzG4ZysulHE4JRFRZmlfIKGsoFBl3F9mjUXwm0iWMi0gmP6TUNanU8FTszkcRWw7fAkXP3hk5rYamLd6O/76ZSr73ZHn5Yg+7fIIZQK1mtTG4AVf4uDPG5lgJohmJJSNXj6bVYjjcKoSXieu4MXZm2KLlMRokb+fhrYWq5ZIQpmk6f/Z33eiSZ+O7G8oJT5Jes6Xz+otvQeJLRVRlHYwN8CQJs44+PCVzGluC2dLmBtUrhRu+r56TZ/A7pNgRumWhLarK6p9NxdB0VRbuHD1hblQ9hF3O2P4RSTg1du8qaiySEzNhKqTCzycUKkFs0ovllV1yPBQEbS6Yl3ToUJXxTm6/E+2nQllv8yClUuNfI9BVVMovYHCsuVBOfClgY61BTLea0IvLbNEG+yXQW+lqk3mhrzG6DmCWJYbW0szFmVFQhkJZhNnr2PbVWlAgxwsXr+XpXA2beCCe09fsm3Ce6l8mLSSSCYIU3M+H4Llmw4wwezfAxekqopRlUwBihbT0daAU3VrJpRJimLKrHBHHmU//Crt7bdl33nYWJhKmf5zOJziQdWmMi2rQ8XHT6ltnoOdJbvlhtoeLpRxlAVFRR+/eE/mPJz6POpLyHeT7AE2LZ6Sr9dnzeaN0PWzkcx/SWDk0llcKONUOUK9/ZlQRuQu+EW2Mrf3nWIeVZLzgV5fjUfAw2csI6Ww0NqqIMZVRBYPbA4jHU1sv+2LdIkAABpz334VjjZLD2HzuA5oXKMaKgLkH1YQGrWqycQyAbNOHVDH3rwEz6zqUNgx2eOgWMDBBS51DKCdK32zsqRocrGskkOeXzVbNBKbWkpCYoOGtiYadpFtPFueoQ6SvMwkq+I0G9itQEIZ0aBza7y8+0TmPhLRbGo5wdiycjW8FLElmXqZG9qXny8XCWY/fT0aXy7cJPG6bGRkfJxE3H3qB1sLM7jWdYBvwBtkZ2Wic2t3dG3jzipsCpBgNrxPWyaWCUwY3FlKKBNo6ipbwFMWkmb+NLFePGM0th2+LPYwE0z/ORwOh1O18Q18wypGy4PGVmQhQGJZfkIZQVHsdw9KF7C59M8+sYcZh1NV8Dx9VRxRlhva5nPzIUuz1DWSntBTRXt5r1MEDYlpniS6n8MsWB4cvYCIwFBWWIPmR00HdC23Bb801FQxt3cT6GurY92Fj4WxhJF+XEoaJmy5iPPf9ENaZhb23vPHq8g4GOtooV8jB2b+X15SMIWKlHqOoqID8gi+8xi7ViyT2vbmtw0IMTeCfY/OJXyWHFnRaCSYeWaoYHy7nuLtmbHR0A8PqRQRZ7wXrgKQCeLueas+diY52VCBCtQ1NTB00XToGJROBJUyIY+yfT+sldp2Y9dxWDpXlzL9l0ftVu5wcK+HYM8XUgISfT7kZdb185GobLRoVBubd9OAXLZglp2Tg1aN6yg8BnmU/XfwotS23PobrayHhkcx/7LPRvRAYGAAHB2d8phiBoSEYeFa6Uiu1X8fZoKapOl/aUCRbYJQJniUSXqY/frPUfy9bBo3+edwOJwqjkpB9hdwAhobGYudi9eLPcqaD+6Oc5t2idMxuWDGqUqQ4b4iwYtZpERE5RHLNHW1FS4Gyz1eTg5cu7Rm/5/ftAsPjl0UZ52kp6Ti9v7TrGDA+DXzYWRhhvJIemYWtt2SrgAtQMkdqRlZ+P7wXVzxfcPmflk5OayK5oGHr9C1nj3WjWwDTTlp4qUtlB0IVYFq+Fu5z0t9/hxhixcjJzUV2m5ucFq4AEn//YvgY6dw/4cl7DlcMCsjwSw0FtvvvJX6W21oYYlmlSBFk/fAVQDy3SLj/Jd3POF78xEyMzJgU9sJrl1bl9vVEkVImvlT6uXwxTNxe/8psYeZYPqvCDILHbZoOjP3pJx3qqBDUOWc9uMHVbjU1IJgbmqIvp2b4diFuzL3d2/bGNYW8tM+JM38NTXVmSgmy5uMoIEHVakc1E1kvp0bEsoWrN6O+MQU1HK0wcKvRmL91hNiDzPB9P99dDzOXHvIItS0NDXQsnEdtG1an3mkKZPPRvZAanoGJgzqLPYoE0z/1289jl4dPLhQxuGUAkGh4Uwwz121ktqC+MRkOFWveEbMnMpFbWc71gelZ2TKXXhq0iD/BR+qhrntp/8QGx4j5VFGnkyCh5m2vh5LM+NwqgJ6JoZSldplkVsoI2q1dMe5P3YpFsxUVUTq0YeFcZrMU/ozRZZRlUUSyghJexZ6TlJMPBPShvwwDeWRgMh4xCSnyd1P7dElnzcfHomuLevDNV54EYKNl7wwo1ujMk2vFAtlGlpMeJHHnd/OMqHMolkTtFzzC9S0tZCzYBbbR4KZ3/Y9sO3SHqp8gaHUcc/1vZH3mVdEBvBBMMsMl/8bKO/pmvzXVEWglck6bTzYraJzdeuhj2b+HzzKcnuYTflvRb4m/xRZR6aebcf0Z50hmYfm95qKQnJKGhKTU1nFSklh6ZNhXaGno4XD524jNU2UO0n7+3VuhrEDOyk85q//HmVCmZqaKrq0aoRTV0Qr3/IQqm7KYvvhy2Kh7KcZY6Cvqy3lYfb33nOYMKQzlv6+H1lZ2ayzp4V62nfwzC1xNU5lQV5r874Ymmc7CWYzP6mYZcU5BSctLQ0//vgjzp07B21tbUyaNIndOKVL0JsIzFu1HTramsy7UBDMSCibu2obEhKTsWTWWDhXty7rU+VUYagK68BuLbD35EfPHAHy8DQ11meLOvlB1TBb9m2F26fuswp/gkcZeZiR6f/p9dvg0Vdxv8zhVCYadm4Ff7kWKaqwressM8LLwMwELQZ3Z5FgsmjQuSU0tLTgc+MBsjIyYVfPhUVxOrrXF6d/UvaDrMJfJJj53fFEUmx8uQwwUC1GGiVpi9tv+2FKp4bQKqHosoKkVx68FQoDvfyN9psung9fZ0fUHj+KCWXC76LxglnQs7GC45B+XCgrJ9SyMBALZlQEwK227CCWipCuyX9RnApHh/GDERcehXZjB4g9ygTT/xNrtqBBp5aFEr3otZXFSPdNeBS2HryEO54+LPKLorG6tmnEqk2SIEUm/qP7d8DgHq1YtBaZ8NdysJXyEpMFVcr0DxKF15J4dTofoYy6bssPFYtkMevTgfj34EXmUUbnJWn6T0JZt7aN8O3Sf5GZlSVO8xT+Dw17j7X/HsOi6ZUvVZZTNqxYsQLPnj3D1q1b8fbtW8yZMwc2Njbo0aNHWZ9auSYhKgZPzl5H2KvX0NTRQt02TeHc1DVPynVB0dfRZsL1u4hozF25jQlmqiqqTCijbZbmxqxKLodT1ozq3wEpqek4fuk+i9agaBjqc+2szPDDtBGs7y0ITbs1Q/0+faGRK3KZBDOHRvXybOdwKjM1W7jDqp4zwl8E5LFIUdNQR7fPR8l9bYeJQ1gkJmWaCNki5DtGoljrEX3YMXpOGyfztTFhkTKFMjE5OYiPjC6XYpmzhSEsDHQQkZBSpNfHp6bjXWwSHMwNlV75WltPDRmuzXHQOxkqCtIrC1qRUk1LC/U+m5hnO323dT6V/d1yyo5aH75T8jR7GhQn8zkkRruV84qaXCzjVDi09HQw7MfpMkUv8veoKFBHou9kjyvvVfE84D0sTOWHHheEt+HR+GbJP0hOTRNXoUxLz2ARYM/8XmPV3IniVEL6362uY4GOS+mX81dtQ3jUx4YuP2cI2t+7g/woRpoQTx3bO892Esy+GN0TB07fZAbK8qqNPfB6ibDIGFY9k8MpDsnJydi/fz/++usv1K9fn91evnyJnTt3crFMAZTWf2jJ78jOzmJpKzRYfXbxNuwb1MLwn76Gpo5IBC9sqvjSWePE4tjkeRuY9xOle5NQJhltxuGUJbTwNHlkDwzq3gp3n/giJSUdqmoq7PepyPxfIPHGDWx5XwvD69eGfogvMrTs2Xaq6kdpYWZ2Vlwo41Q5aKGl9f+GIvyBNx4ev4QUylBQUYFLM1e0HzcIFo52cl9LgnXLYb2YIT95NNNisKVT9QL9HVFkWphqsEK/NH2TvMWnyktbNLVzQ/xw5F7efRR1pvIx7VIe2kWwNhHEMILGAJYaSdBMCGWeb4SOkz3uqVnCyzu5wGIYp3LiriC1tiJU1ORiGafMoFUcKtlMq0XlcbWmNIQy1pFEZCInIw21qhWv0ML2I5ekhDIBehz8Jpx5iPXv2qLQx731yAfvImMK9Fzql0ng8mjogm5t3VFUAkPCWXSaou49KDSCi2WcYuPj44PMzEy4u3/8vTZp0gSbNm1CdnY2S6viSEMr7CSUZWV+9GwSJhmh3i9xfvNu9P467+pvYQSzzxZsQFq66PiqqipcKOOUS+j3qqujjV3HriIuQRTNQjSsXYOl8Muq7vz65DlErloFjerVsfeHBRjXpjk0nt6Fj28sDvy0HjqG+uXaUJzDKUnU1NXQZlQ/tBnZD8nxCWzhRfNDyl1BIIsVStcsDG5d28Dv1iOZ+2ghqIZrHeYlWF4Z2awm4lLS8duFp8jIyhbbs9ma6KFbfXv8c/2FzPE0Pa++jRmsjHSLNIdJsbSHurGpKAowJgY5Jibi4iYPwpLgFRDDhTJOha+oycUyTqlDk6p7h8/h7qGzSIwWRStRwYH24weK/QOqklCmp6kOY73ilW6mCLKbD0Wpl7Kgfuz8Tc8iiWWPnr9iggEJB/IwMzFESmoaLM2M0aujB7q2bgR1dTXFYe0KIM8iVs5agVmrtnbB0lw4HEVERkbCxMQEmpofV5/Nzc2Zj1lsbCxMTfNP0WZ/G4UvxFUuyPrwdy38XxAenboitz2gFWavi7eYHyRN+vPuz2YDa3bLzpbZRtCxc//px8UlIfTdezSq65Sn7XvsHcCq/RYF4ToUtW+Vnar+GRTn+mkxiao45+b5y9eYs+w//PbD5Dw2B8b1akPb3Aypr18jcvESbFu4EK0yVXHop/XMT8mmliN0jQ1K9fsoSjtQUmQXbzjEqURRZqUVzUWRa+Tp7HPzgVRfTudAXmddPy/fth80Xv6iQwMmml3wDkVwVAISUtNhb6qPBramOP3sNcLikqUizIQ/s1k9GhV9DkPplaqprC+n8ZKxMT3+uMDIhTJOZaioycUyTqlz+rdt8Dx7TWrbO79A7J6/hpna1m7VGJUZCls2dmsE9XfZ0I+PgIuZHgITI4pt6J/fwDpeYtW7MJC5fn5KwJTRPdG8iJNVWbTxqIcz12Sv8hHkW1S/psivjsMpDikpKVJCGSE8Tk9PL9AxgoKCaZaJikwwXUMBeeXprTBdJTszC0/vPEQ1l+p59mknREAzJhYROWFscB2YHi21PzY+Get3X2CVBim9hKWQZGVj1rItrBX6ZFA7NHCxZc+l5/x18Br8gsIwvEcztGrkgqISHByEqk5V/wwKe/0k+P6z76zMfbRwFREdh/0nLqGdR96+0WHeDPgvXom04GCETpqEfR+2V6/nANfh3RH8WnH1uPLQDpQYaqowsii/UTycygcJPOR7/OCYC+4dOY/4iCioqquhXvtmLMrN1MYSFQEdDXXcfvUORz2DWIAXCWKkj7namcLeRB93AsLFz6Wos0X9mqG1i7Xc9EqZ7yGx2C+IYbToRX25o61xgT1Lo72e4+WOfYh88Bgq6uqw6dAGNUcPg351+am2nKpdUTOxjASzAollNGFYt24dTpw4gYSEBLRq1QozZsyAs/PHMNf379+jbdu2ePHiRUmeL6eCE+YfnEcoIwQjz7MbtzNj26IaRFdVDPV1WZXLpBTZ5aMpjcnO2rxIx3ar44DLt5/K3U/VMes4i/xWlIVrHUe413PCkxeBH8Q6aSYO6cL8zTiVh7LqZ7S0tPKIYsJjqoxZEBwcakC1AkeW0QS5hkMNkThVAK6kiyrpKqK6Yw1YO+Ud1GSHqcDYxBiqllYwNo5jg2uB9zHxWLZlO97HJDKPsiUzx7Co1nmrtyEsMpY9Z8vh65j3+VC41nHAz7/vY0KZtpYG3BvWgaNjXnEuP2iRgUSSGjUcqmzKbVX/DIp6/VRQJzImQeFzfIIjMX7ox7QSMY5OsPvzN1wYOv7jpiZ1MWjyAGjYFS6FrKzagZKMLCuY8UPR4HMajixU1dTQbGA35nmWmZ7BfJAr2lzkhyN3cfyJSPSnobMwLHn+NgZ1rU1waVZ/BEUlwFhHEw1szdjcQFF6pSwovfJZUFyxosZenzqHBwuXMpEyJ0vk8Rh05CRenziLNr+vhplbgyIdl1M5K2o+e58FVYeyKwJQILFszZo1uHz5MmbPns1EjR07dmDw4MFYtWoVunTpIn6eZOUSDkcWzy7dlluemaC0zNfPfOHgVrfUz60iQ4JVj/ZNcPjsbZniEq1y9+nYtEjHbtu0PrYfvoyY+MQ8aZ4U+t2jXRMYGRTO7yA/qAOf/+Vw/LP/HC7c8BQbJpsZG2DcoE7o3Ep2CWJOxaWs+hlLS0vExMQw3zL1DyXHKTWThDJDw4J5KdIEu6KKZQI0QS6IUEBVxiKD5Ve1IvTNjGHtIlt4yFFVZe0Gu9F7SkxGktPSkZSclsfMf9m3E/Ddyq14Hx2HzKxsLN64V/waEsp+/Ho06tcsvFCW5zusYBMjZVPVPwNF109RjMcu3GUFc0jUNTLQQ3O3Wvkek14n75jJ78KkHidGxyMtNR1aZShWFbQdKFFKOA2Tz2k4iqC+qSIW13gXl4RDj6mKaN59lH757E00Xkcnol0tG5mvF4SyB0YueOpDFjlvi2zYroi0mFg8/GkFU/MEoYyg+1k5Obi/YDG6H90tlc7JqbrUkqioKVkEIMNAuUEaxRbLTp8+zToXMj0mevfujRUrVuDrr7/GypUr0bOnaNWMeQxxOAogs878xh+s+o0SEYS5yj4JGNm3HZ77vYZPQKjYaJ9EJxK4erZvgpaN6xTpuFqaGvhl1jgsXLeLVaAkYY4GkXTc9s3q49NhXVES0CT4yzG9MX5QZwS/iYCmhjqcqlvlWfWmFNT4xGQYG+qz13AqJmXVz9StW5eJZJ6envDwEFVwffjwIRo2bFj2k8ZyCHm6SA5wZeHUpEGR2lsHWwv8Mmss83iSNPMnE/Vls8cjJi6RGanff/pSvE8ZQhmHk5/g9f2vO+D9MkQsoNBvkYrmUHskT1Sh/rdeTdkD+rBbd3Fn1gJ2X6tGDeTExyEy8A32rNiO0avmVbmiR6UJn9NwKiO3/cMUzq/UVVVw9fELtDTIm4FCaZdpderh71AVqMbEFUsMy4/Xp87LH0NkZyP5XThLzbRoJvr75HByFwEYYi+qIk2VMiUpqYizAollqampMDb++IdDHcicOXPYROLbb79lEw3JSmIcjjxMba3y9b8ytVWON0Dg4+e4tfckXj/1ZSWkqzesjdbD+8CxceUsIqCtpYlfvh2HS7eeMDP/2Pgk2FqaoXdHDzRzqyUe+KWmZeDavWdswpmVnYUGtRyYIb+Bvo7cY9tamWHzki/x6Jk/fAPeQFNTAy0b1Ya9TbUSvy59XW2Zk2ES7v49cAG3H4sKG1BaZqdWbhg/qBNLS+VULMqqn9HR0cGAAQOwaNEi/PLLL4iIiMCWLVuwdOlSpb9XZSApJl5hdDB9b0YWRUv5JhzsZLf/5iaG0NfVQWqadMpsUnJqkd+LwykIp68+hPfL13kmouyhgtkp/S306iAS4GUJZdnpGbDp2BYmM2bCWi0d9yZ8jvdvIrBr7kqMWvotF8xKCD6n4VRG5NT3kkLb2gIWrfKKUFE5WjjgFQdVDa0SFcqIpDdvoaKmhhyJatp5n/OuRM+BU7GLABwITcNo1+awUPko/CaHRZRYimaBxLLmzZuzVReaPEhWBqNOhTodyvWfPHmy0k+OU/lw69YGN3YeZeJVbijk1sq5Oiydih8l4HXhJo6v/gcqqh9XfUOe+WH309XoM3MSXLu2QWWEoq8oHZNusoiIisV3K7YiIipOHH12/6k/9p64jsUzR6OWo8g4WxYU0dXUtRa7lQVPfYJw8MwtePmKjEvJ9Jt8VoS5CqVqnr/xGM/8grFm3ifQ0y2Y3xSnfFCW/czcuXOZWDZ+/Hjo6+tj2rRp6NatW4m8V0XHxMZCYZVbam9NrJUvopPI//OGPfDyDWbCuIG+LqJjE/DL7/swb8owtiDA4ZQEZ64+VBixoaaqwtKcqI+ksQ09lyKwZ08ezBascqOhqwtVdXVYtW6BZksXwj86Bfo1rDBl+xJsGDEbmtraUNfgUdKVra+hCss//vgjzp07x9L8J02axG4cjjJo7mTJMpjlNVWZ2TmIN7TF+ueyorqSpYQyyta4cNOT9bcUIdukgQs6tnBlleqLi7aZKYsgy/c5HI4CwWyXt3TRupKsmlkgsWz+/Pn46quv0Lp1a/z999/sf4Hvv/8eJiYm+OOPP6BseMdS+TAwM0HvGZNEQhalL3xoMEnU0jHQQ7/Z/yv2e6QlpeD0hu3sfo7EUotw/8yG7ajVqjG09Uo/+og8AaiSzIWgRDwNioOepvJN6ik95Nz1x3jsHcA6OY+GLuja2h36etpY+sd+5rdCCIN/mtympKbhx992498VXzPBrbxx/oYn1v13TJxWKg/a9zY8Gicv38ew3m1L9Rw5xaOs+hkhumz58uXsxlFMrRburK0m77I86WcqKtDS1UHt1k1KRCjzfBEo9iir42SHlX8dwo0H3lww45QoQp8pDxLKfp45lkU5U6RjDdtq6NrGHcaGejKfb9aoIdpv2QgDh+pMKEtMzUBWTCT0dDQwau4EGDjXhZae/EhvTsXsa0ige/bsGbZu3Yq3b9+yaDYbGxv06NFD6e/FqXrYm+qjR01znHn5Po9gpqqiAn0DPYQEBGFoh0ZQV1Agyz/oLRas2cEKhlEfT4vTdz39sO/kDWaHYFWteJVqq/fqCu9NW+Tu1zQyhGXLonksc6pu1cxnuYoAEKQxUAV2wLFY76deUAPkvXv34tWrV/Dy8sqzf+rUqSzHv2/fvlAmvGOpnDTs3ArVatji/tHzCHn2EuqaGqjT1gONe3eEvomRUjx1MnOl6khCVW58bjxAo+7tUJKkp6YhNSEJOob6zCxUMM9kJZcDYqRKLisLSpH8fs0OpKSliyeytDJ04PQtfD6qB14GyQ5tpqIAcQnJuPnAGx1buqI8Qee1cfsJdl+RUCZA133+5hMullUwyqqf4RQOaq8HfPc59i1ax6oI5kh6QqqoYMB3nyndHDk7JxvpmZl5zPy//d8g9v+tRy+QVoAKnRxOUTAzMUTou/dy95PHnltdBzSqV/ABuZGLExvgk1DW0EIdzbLCkRgQAnPXxko6a0556muSk5Oxf/9+/PXXX6hfvz67vXz5Ejt37uRzGo5SoDnG9P5NcHrVWfaYosxogZnEfENDfSQmJuPaveeo5WCLAd1ayDxGRkYmFq3bzbyAhTmEsCYWHZeInzfuw/qFk4vl56drbYV6n00UCWZCisuH7CJ6T/f5s6Cq5MjajMQkhJy9iITAYGgaGsCue2cY1Cg9g3hO6RUB8MwwxOiWrWCmIvoNa8bEQis1HYlBr4sccVaoEBIqqzxw4EDcvHmTrcwIOf93797FDz/8AHPzovuU5IZ3LJUbK5ca6PvNpyVy7MSoWIWeOlQeOuF9LEqKuIgoXPn3AF5cf4DsrCw2uWzQ2hU9Z4xhVWaKW3JZHpSGuHj9HqSmfxTKCLqfmJyCzbvPKHw9pY34v35X7sQy8lejzr4wJCRKh+dyKg6l2c9wigb5Pn6yYRHuHTmPV/eesFVsZ4+GaDawG1sIUTa62lpYNH0U3oZFwcXBRqrNIsGMippwk39OSdGzXWP8ve+8TCN/moz2aNe40JNHWUJZSZkTc8q+r/Hx8WEVlyW90KjAwKZNm9iiAy8mwykOGgkhLGslzcgFUz7Rxu//kN0NYGVlAdf6zjh/+S4ys7LQqnEd9OkkP2rr1iMfxCYkydxHv9Og0HD4vApFXZfiCU11Ph0HPTtb+G7difiXAWybeZNGqPPJWFTzUK5fIHlE3p2zEFmpacwrDTnZePHnf3AeMRiu30zlhTwqaYpmo9rW7G8gNksTBhqZaO6kUuQUzULnWx0+fJh1In369GFll+/cuYNjx45h7NixbDVGWfCOhVNUjCzNFUZrkYBlLMNHRBnER0bj3+mLWUVPIcWUItmeXH2EkJD30P/xFzSprfzJJHH0wh0FnZwockwhOaIiAeWNyOg40epYVsEEM+r47Ky5oFKRKa1+hlN0zKvboNdX44v0WjJizcjRYm0kiQb5LRzEJSSx1HLyLaS+n1LLO7dyYxE9JJhxoYxTkvTs4IGbD1/gxatQKcGM+iUbCzMM61V4D9Sk9Cy4OZnAI86fC2VVoK+JjIxk6Z2amh/HWCTGkd1MbGyslHeaIlg074exJXm2VjaEa+LXJk12mCitTBbaeupIrF4HB0IBlagYODk6Ykj/zjhw9CLevA1nN6Klex3M+nQgS8mUN0fyD37H+lTyBJYF6Ur+Qe9QO5e/Mf0uJf8vCLZdO7JbZkoKVFTVoPZh/qHMbJvEkDe48818ZGdmsQg2yaICr/YchI6VBVxGDs33OEW5vopCZbs2N2tD+EUmwi8wEjk52YiIiIS+sRmFFKO5Qw4SAgKg+qG/zVYpIbGMVmIoumvWrFmsY6GqMSRgtWmjXMN0ZXYsQvI2b4SrxvXVbNEImrraSJdTJU1DWws1WzUukYbh+s5jUkKZpF9adEAIsk6eRLbLp0pvqB54+WPrgYsKnyNaPRGZD8uCPttW7nWU2lEp49pMDPULlH4pQJOZ3h08lHodVaGDKci1qVBjqnybvTLrZzglS2J0HNJTU2FobsoibAkSBWh1T/+DIatXRIZCwcwv8A3zT0lJ/Rgx+/CZP/afuoGls8fLNFDncJQJ+XgunjkGRy/cxekrDxAZHQ8jAz30aOeOgd1bsYrNRcHNSg+Zfm+5UFaGlFZfk5KSIjWfIYTH6enybUNyExQUTIM1dj+Y7ldSlH1ttGgdfP8Zgu97IT0pBUa2FnBp64Fqzvbl/tosNZKga1cDGmayvcJi1fWx90Ui0jKzUUM3EUgH2ta1hK+3HbxehoqfN6SLG0JeK37v1GSav8gfb1MXnJgQi8BAUTRYboKD5Yt6ZcGbrXtEcwE5Ex+fLTug2rSRKOKsAJT29dG8jArHyNpOoqcyo+LK23dXHCSTeO30VBAaG4U7SVpItTZGE8skvH1yF6kGFlSdB0YWJsoXy0JCQvDLL7/g9u3bbNWFIsCoctiUKVMwceJE1tGU145FgHcwlf/6mo7qg1v/HGRJ+0LDT/nw1GA2Hd0HoW/fKv3cSFh4dulWHqFMgLbHnz+PwH6dlNpQUfolGV3nJyfJSiERoObWvW4NICNJbidYVo2wo5WBpK2BXFjBiJwcNG/oCHtznRK5jsreweR3baoqgLlz8cxdy1M/wykZXnv54vKWA3jj84o9JrPyJn06oc2ofkw0EwQzqlwEBYIZ+af89NsepEoIZQIURbtkwz5s/OlznkbBKXG0NDVYBBndRKbX/DdXGSitvkZLSyvP3EV4TAXMCoqDQw3mE0lj4RoONWROpCsyJAIo+9pSk5Kx+7uVCA8IEXtkJUZGI+ShN9qNG4hWw3ujvF6bZkIokqq3gI+OBaApu+iHp+876OgboqXtR9NzWlB6ESjtUXz1USA+GdpVYdvVW8sAp2/k9fEToKiznp1awVBfN8/8h8aLNWo4lKvMr0C/Vworb2bGJ6CauiYMHGooPE5ZXB/5xi1avxvtmzZA744e4u2UTrvyr8OwNDfGxMGdi90XldfvThkI19a6niP8o5Lhn5AJPUc3eOjpISHgNWBdAzEFOE6he4FevXqx1MgjR47AwUG0GnbhwgX8/PPPOHToEE6fPo3y1rGoSkSW8Q6malyfk5MjXOrXxp2DZxH48JnYZ6f54O6wqU0ztJIx9M/K+BjiK4ucpCQ4OjoptaG6eu8ZUtKKbm6toa6G3h2bYtzAjlAv4OpKQSnItdHE48y1R+jU0pVNSCS5fOcpK1n92Yge+GPXaVH4+IdJM6XA0F07KzM2qbaxNGPeMc3dapXKRKYqdDC5r41FlqHk/P5Ku5/hKJ/Ax97Ys2CNlLpNFYpv7zuFsFevMfzH6WzhQlIwc2/lhu138i5g3HqsyD8lB6/fReL5y9doUEvxQJfDUSbF6V9ysrLwdM1GpLdsB7SwkeoHb+w6Dts6TnBq0kBJZ8opL30NFRWIiYlh9jKCAEcZNDSfMTQ0LPBxWH/8oWmlsXBlG3sIKPParmw5gIigN6IHH/olIfPg2rbDcHCrC7t6LijrayODfkm09dSQWIPSK1WgqhEPPU3ZfaFBLg/kB14vseSP/cjMFHmUudZxxKZdp3Hs4j3Wdn06vJvcNszB3pJZHFy6/UTmAjUtFhgbUVy4bOi6WLGf8gKt8OZDtJc3jJwLVpylNK/v2v3nzB+ObiqqKsxrjr7TVX8fZpWXqaJpt7buqG5TTSnvV+6+OyVC11bHStTOPg6mIgBGGFKvAXRDX1L+kvLFsoULF2LIkCFS27p06YIWLVpg7dq1UBbK7FgEsUyAdzBV4/ps6zhj8PwpSj8HeavKmtpa0DM2RFKs7DLz1Nhp2NjIbYyK2lCRpxd9LkVNwZ00tCv6dm6GkkTRtf134AIOnLnFGv/vp40QC2ZHz9/BX3vPwcHWAqvmTYKVhQn2n7oJ75ev2effpKELhvZqjbplEEZflToYyWtTQemknJZWP8NRftt47o+doiiwXCNt2hbwwAuvHnjBpZkb20aCWWZ4CFBb9Dg3ga/D8vFPUUHA6zAulnEqDD7/7sSrvYegeuo8wl03werD38a17Ydxc/cJFnn5+d9LYVitYFYjnIrR19StW5fNZTw9PeHhIYoSefjwIRo2bFipx+xlTVpyCrwuys/4oPHNo5OXS1UskwUJZfpO9tC1shBvi8rRwkHvZKhqqDLj8oIQGvaeVawUhLLZkwczUUVdTRUbtp9kqeRW1UwUjvm/Gt8XJkb6OH7xnrjKNKWaD+vdBgO7tURFwtDRQVxAQB7Rz7zhOKB0ogsLQ88OTRAeFYuDZ24xsTMrK4stDlIRBvpO508ZpjShrCoWATgQmoaRDTyApGTli2W5OxUBfX19LFiwAMqCdyyc8sgxz0CcfR6CX4e3hqb6xyisOwFh2HjpGcb07IhHe47JTHmkdFDDXr2Ufk60ylNUoYyis2jVorhiWXHSUpq61cKJy/fh+SKQVfMkwezM1YdMKCOau9dmAhpFmNFN+Gx5GkzlpbT6GY5yiQx+g6gQ6dQPSSii7NnlO2KxLD90tLUUpo/TPnoOh1NRcB4+EGHXbiHG2wfbhkzB+Lmj4PXoPhPKiA4TBnOhrBL2NTo6OhgwYAAWLVrE0j4jIiKwZcsWLF26VGnvwZFdnV5RxgdFmEUEffT1KstKlg+MXKCSqS2VXqmfK2osP8jDc2C3FngTFiUWyoge7Zuw/y/eesIixxRBC1QTBnfG8N5t8er1O7YY71LDGhoaFc/+wqJZE4SeuyT/CWTfkpVV4udBc7SbD17g3I1HzPPSytwEPdpTJkxtNg+TfWoq7HsgSDAT5kSCUNbUtWaJn3dlF8z2+ySjUwHiLcrtL593LJzyRlRiKuYfuoOUjCxMz87BupFtmGBGQtn//rvMttdtVRvVG9bC66e+Ym8EwUurwaDuSOzQQenn1bpxXWzaeRrp+aSAyqOootOb8CgcOHWThQrTezvYWWBA1xYsnbIwx6RKdj9+PRoL1+5kgtngKR//xof3aYsx/TtIHY+LZBxO+SQlXnaaiACt7qfEJRb4eK096mL7kcty99NqefNGtQp1jhxOWaJpYIDWG1fi3OSZSHn5Epu+/UO8r8vkEWg2sFuZnh+n5Jg7dy6b04wfP56JceSN1q0b/75LEh19PYX7aTypYyA/rbA0hLJE+9os1TLSJwBXrtzBqKHdoa2tJRbKomITsGHbCXw5tjfMTQzzvZ5xAzsxu5LcljUkmHVt487EsIKgo61Z4aO2LVs1E5kyy1tzy8mBmVvJpr1TlN/SP/bj7hM/sZXMu4ho5ivXoUVDzJw0QKFgNnZARyaWCTSq68iFMiUJZq8iKRMsfxsj1fLesdSvX591LD/++CPvWDhlipm+NjaMbg9NdVWc9w7B9N03cOPlO7FQ1ramNb7p0Rgjf/4Gvb6eANvaTmyF2L52DYxdOgUDN/woKjKgZPR0tfH56J7sPjXEuUUlRR0j+f40aeBc6PcMCAnD14v/wsXbT1mYNomBQaER+HXLUfHqR2EQBDNJaHUst1DGKTvIgN0zpCBWmJyqiqmthWiRQA7U/ukaGxS4Uq2dlTm6t23MxrqyGNa7bR6jYQ6nIghmVgsXSm1z7dqGC2WVHAoCWL58OR4/fozr169jwoQJZX1KlR4DcxPY1a/JbFBkQWPXhp1blagYJtzIrJ8qW9L/wjZBKIOaBo4cPoNnL15h+85jsDPQFAtlc1duxf2nL7Hu32MFek8aM8vzdi6oUFZZ0LGoBrvuXWSOS2g8omliDPseXUr0HI5fuod7T/3YfcFzmeZexJU7Xrhwy1Oh0Lbiz4NS2x54+ePEpfsles5VBZdqBRPKy21kmWTHQjcOpzzQvrYN/hjTAV/suMIEM7oRJJRtGtsBWhqikOdG3duxm+BFYOHqjLgSTB/u1sYdpkb62HviOl68EoWU13K0YWHUlGa579SNPK+hlYxqpkZo7VGv0O+3YesJJpIJDT4hpEsdu3AX7ZvVR20nu0Id0z9I2uA7MCScRazlNv3nlI1QlpiaAVcL6jKKFsHIqfwYmJmgVotG8LvjKbN8LUWW+dx4KDKrnfFJgbz+poztBRMjPea1kpKaLvZPGdm3Hfp1aS713Lfh0bCx5ClsnPIN9ZXxR49KbXt51xMRgSGwcCxbD05O+UYj4Q0ydK3L+jQqFF3+NwLbv12KbGRLeZeRWGJdywH12peMZ68ghvnrWIo2UBXOxEQWVSiIN08CYsSeZEb/G4QFq7ezMTxlWkyf2A8/rd/D+jULMyNMHdenRM6zstN43kykRccg8t5DqFARM0r6ycxiQlmbDSuhXoiigUWBvN/kuUnQz+DExXtsDidLKFvy+z4mlBKG+jow0NNlWT3kYUaQ6T+n5CnXYhmHU14Fs4mt62Lz1efibb+NaisWymSib4wnYYpTlORB5tZ3PH3RukndPAPumw9foGXjOmwVyaNhTXYjgYn2CSITGeGnpKWLViKoxf6QFkrG+QumDodmIX0IyEDUL5ewJQmdy/kbnoUSywQzf6Jh7Rp4GfRWysOMC2ZlK5QlpWfBzckEjeP8EQouRnDk02PqOLx+7odUiZRMEsfIs1FVXQ1ZGRlIjktAdlZWgcQyak/GDOiIIT3b4FXwO1y7/wynrz6EsaG+OOqU2jPyYqFUlVH9O7CKXRxOeYR+q96btiB2/372uP2QDvB7Gox3foHY+d1KjF72LRfMOHJJsqsJ/WCfsj6NCoVNbUeMXTkXl7bsE1mkkJClpQm37m2ZRyAV1VA2klFjqhpx0NNUY4vL4eHhsLQULVYTkp5k5Av28zdjxYLZ5wt+Z9tJKFv67XhYmhfM5J8jjbquLtpsXIWoJ154d+UGstLSYepaH7ad20NNU7NE35vmbxFRcXL305QsNCxK5r69p66LhTIiPjEFiUmp4sebd5+Gax0HbvJfCnCxjMMpJORRtu2W9GBl9v7bYg8zWRVurkSqwCsihnWMhR1Yr/7nMK7de45R/dqzm7B966FLOHD6Jrq0boTpE/qKJ465xS+abH42sgcG92iFe0/8kJ6eyaLO6rrYFynF8X2M7Gqf4mvOzsb7aMXPkYQiRgShTPAo8/YPEXuYkWD2w1cjCy3qcZSHW01LdLZVR8T5MMCRi2Uc+eibGuHLLStwbNXfeHnnMdumY6iPtKQUZrTs5NEAQ76fVugJCvmTHT53G15+wWzSsfrvw2x7u2b12eq7MKgMCg1n++V5gHA4ZYn/rgPw/Wc7u9/tpxloWccYTYabYff81WLB7JMNi7jJP0cmR8M0MMytOSyvnmXpfEJ6YWpSFqsuzJEvmI1ZPgeJMXFIS0qGobkpNIpRHIbEMEVkuDZnlSwN9D6KYWQ/oJEYAcdq+nIXikgwm/nJANanCfwwbQQXyooJzXXMG7myW2lC4xBtLQ2kpmUotNKRxXO/13m2CWmcBM0HuVBWOlSt5GUOp5hImvlT6uUfY6Q9zNIzs/IIZVThxisis9BVbYQG3smeissDu45dZTdJoYxwrmFVINGLjEF7dfDAgG4tUK9m9SJ7gVUzMVK4n8S5amaKnyMJpY9ShyJp5i94mFEnQyWsq5rPAodTkdHS08HQhdOYYTmRHJtQLKGMiIlPZBGtScmpbHBJg0YSzGj1XRDKajva4ptPBnKhjFNuse3cDnq2NjCdNAktJo9k27T1dTFyyTewruWI+h2aM58lDkcWNI7c9SIF3vU7Iad9T+S0E90y69TLV8DhAPomRjCzsy6yUEbjevqcSQwTPvvcN89a7bDLO7lIY37yKPt7n7Tv78btJ5Gcklak8+WULTSf6dTSTe6YhLZ3aZ23OmlYZAye+gTJPS69LimZ/yZKCx6qwSn3ZKZnICUxiaXtlHU1zM+2XhELZYJHmaSH2drzTzC7Z2MpoexpUBwaVy/6KvGQnq3Z//8dvCgWzAQ+G9UDfTuVjN+CPGytzFDHyQ5+QW+kPMskI8u6tmlU4OO1bVof9jbVUMOmmpSAR4LZmvmfsveTZ1bK4XDKL5bO1aUeWzjYQU1GhGhmbDTzkqGUX3mTC/JXXPrtOMxduQ3RsQlMMCPhjPw7iJoONljx3UQurHPKNbpWlui85x94RUlPdEgwG718NksP40VtOIoMqV+EJeLhy/d4FZkpLhqVnaGCIfa1oR/iiwwDnsZbEgjj+ntqlvDyToaK6seUuNwUVSgjM3/Bo+zTYd3w29bjYg8zWkDW1Sl6NBynbCBbiFsPXyA+KQXZEp55JHiZGRtiQNcWeV5D1TIVQXOvK3e9MLB7S5gZF+53xik8fFTJKRdQtNTVbYfx7NJt8bb4yGgcX/0PVg78AutHz8SROatx4c89SE1MLrNqmPP7eKB9LRspM3/B9L+RvTn+166++Pm6VhZQ0dBmXgXFhQSzCYM7S20rC6FMYOr4PtDW0oSqhIglDPAHdW+JWo62hToe+afJmiBQiDEXyjicikfwUx/s/WGt1LY7B87g2vYj4mIgQvqQTngIGlqosyISJJjJw9bSjAlmpsYGTCiTpG/nZlwo45R76PdNQpmrgxE0fJ+w37+AprYWF8o4+VKrmj5q6Gajka0xM4anm6qGFvPHIp8syQqMdCORh1N4cn+OYqHsQ6aI8NnLuhVWKKNF5oW/7hQLZeRR1qpJXeZhRgVtSDBb+dehErtWTslhbmqI1fM/QUv32uIIM5rXtGvaAKvmTYKRgV6e1xga5F/lOzY+Cd8u3YLEpJQSOW/OR3hkGadcQJWgbu4+Lq4QU71hbfw7fTGSYuPFVdUy0zLw8PglBD/xwfg186Cpo9wKJlmZmfC77YlQ75dQU1dHzRaNYFfPRWrwOqypC4Z6OOcZ0JJg1q6WdYkNdGlymZhrcpiQWHYNJIlbv/0wGQfP3MLVe8+Qnp4BR3srluLZrulHwZDD4VRdoSwzLV2cevno5GW22MHaefIaGztAVOLeygGJAUFo5kShZzQREQlm8iYbNhamrDomRZdJsnbLUTYAbd+8QalcI4dT1KrCJAx7xPkjMSCE+0xxlAIJNI9DY3EgNA3j2/WUitrVDw9hbSz/rRXeoF/PkTomEQ/CkuAVIPIeLqwYlh/Ud40f3Bn/7DvHIsgEjzLB9H/ZpgNiz+LCQkJcWloGtLQ0+OJzGUHf59wvhrJ5XFx8ErOXURQlSPY7lFXzNjxKbiVNIjI6HmeuPRJnIHFKBi6WccoFNZu5wb1XBzw+dYUZQ1dvUEtKKBOgVJ33wW/w8MRltBz6cUBQXKJC32H3vNUsmk2VSgsjB3cOnEYNt7oY8sNUaOnqiJ8rTxArSaFM0qOsmqkhayCFdMyidqDFxaqaCb4c25vdJM/13wMXWIXOus7SqQBHzt1hK2a0WiYPiha5fv85y9enzqRdswbsfw6HU3F4df+plFBGHmXNBnZj+0gw87/3BK2G9RL7xhRUMKP2hYyPXwWHSW0XUjIF038umHHKs1DWLCucC2WcEhHM6He2/c5bqTGzm5MLPJzABbOiVLIMl678XhJCmUBT15pwr+cE9VyFwkgw27R4Sp7t+RGfmIzdx6+x6vSpaeksG6R7W3eM6NMOBvof5zQFgaKYXrwKgeoHT2F9vcK9XllkJCbCc/k6NJj+OXTMzcTbszMy4Ll8LVxGDoGhsyPKKxQlSLf8oPnkl2N64fs1O5GV8zF1Mzc0Jrp8x4uLZSUMF8s45QLyXejx5Rh2nwSz116i8s7yGocnZ68pTSwjT7Rdc1chMVpU3lfSG43O49Ta/zBw3hcoC3ILZULqJT0WPMzKUjDLzYnL93Ho7G2cvvoQP80YjdoOonTMI+fvYMuBCyxNav3Cz2RWcLnxwBu/bjmCtPRM9jzKyf9n/wV8MrQL+svI6edwOOWTjpOGwtjaAq5dWkuZ+ZNgRpUxXZq55jFYFgSzDq0soGZiDf/g93nawj/3nBWb+ZNH2YxJ/bFgzQ4pD7Oz1x8xH0Ru8s8pbzSqbY226hGIuMWFMk7JIEvIeRwUCzi4wKWOAbRDpMfWVbGKZlEqWZYW8gSxwgpllJo365ctCHsfI/YWJsHs+KV7ePDMH6vnfVIg0SY9I5P1u+evP2YRaoSGuhr6dW6GcYM6l7r1waPFK/Hm4lXEePug7ea1TDAjoezu3B/x7soNhN95gG6HtkNNUxMVHdc6jvjuiyFYsnGfwufx4g8lD4/H5JQ7wUxeSWVJkuMSlfa+vjcfIuF9DFuByw1te3HjAeLCpSdupYnQEEp6lEl6mCWlpEp5AJUlXVs3QsPaNZCSmo4fft0Jn1ehuHzvBRPKBKNLe2vzPK97GfQWK/48yIQyIisrm10TmWH+tfccM8fkcDgVA1oVbdyrg8yqlw07t4KOQeGjRcPfx+LCTU92v1Xjulg1dxIT3SU9zFo0qo3vp47gQhmHw+FIRJxRoSmKlJKs2kiiEPlwVRVPM7pOHd2sEqtkWZ44ePaWlFAmQI/JPP7wuY/+0IpY888RnLn6UCyUERmZWWxR/K89Z1HaNJj2GXSsLJEYHILrn32N5LBwsVCmqqmBxvO/qRRCmUAz11oKowBprEMLh5yShUeWccoVT87fQHaW/JBTYSJmYmOhtPd8/cyPpV7KrbaZk4NQb38YWeYVeUoautbPR/VEG496cK0jvfpHglktRxs0rO1QbkyBKcx74Vcj8eNvu+HlG4zZK/4T7xvZtx2LgJN1rtRxq4C25xX96Pl7T91QmL7J4XAqJ7Rg8e7aTQQdOYm+UbFIMjNH//o2EPQwwfT/9iMfDO7Rqty0hZzKCS3iyPqNydteGM9U8kot6HYOpyieZrlTNBtaWLL09/KQovni+gM4uOcd5wU8fAbz6jYwrGZabitZljfOXX8ss1o9QdvPXXuEsQM6KjxGwOswlvEhCzryySsP2DyEDOxLCz07G7Tb9CuufT6DCWZn+gxn20koa7l6CSxblk3Rs5KCIvcoSGL38asyvcvou+zbuWlZnFqVgvfAFYysjEwEeXojJSGJdR5WLjVQWfA8e42lPBJWNR0Q9lL2ahcNSpv06aS09xVFsimOzFItZAi0MqGVg9xCmWSYbnlDEMyGfLlMvK1RXUe5Qhnh6R0otXKV+/t+FfwOqWkZ0NbKG6nCKTn8IhORkpmNnIxUxD7xR1qyHEGZw1ESyWERyFJTQWJqJnzfxSJu/TqEnrvMIo/1s7Nh8EoVd+7cgF2PLmj60zy2nQQz7tnBKWnuPPbFsYt3sWDqcOhKpBH7BoRi064zbLuZsYFcv7KsmEgkZ0Xk2U/+rLvnr0bzgd3QsMvH33FGahr2/7Qe9vVrou3o/iV4ZZyqIpjlqcwakcF8IkkwywyXTk/MMJD2nS1JPM9cw6l1/8GmjhOaTxokVfzr4M8bYWRhhrGr5kLfxEhKANPWK9jYXCdXJcuKLoblR3w+BcDiEpPzPcbWQxcV7qex+b2nfujVwQOlCQlmbTasxPkh48Tb3OfOrHRCmQBl5NAc6O4TPzYfJIFMVZWsarIxaWgXFjDBKVm4WFaBeH75Ds7+sROpCUnibSSWDfjucxhb5/WAUiZRoWEwtbXMI3bEhkXCwMwEahrF+ym9euAlFso8+ndBh/GDsGveKrz1Ccjz3LrtmqFh55ZQFi5NXVmVTUVCGRn9cwoOeZZJ4hv4Bj4BoXlM/wUKsiL//GUwmjRwUdo5chQTmpQDfc1MuEpUblO15p0yp+QQfMsa671FQ9fm2LTmEKLPXWb7hDR54f/QMxdQrbEbHAf1LdNz5lQNyFpg/bbjiEtIxqJ1u7Bo+igmmJFQ9v2vO5ldwvbDl/H1xH4yhbI6ummo8fIpEpEtFcFDC6DXdx5FREAIjq/ZwraRYCYIZUGPvfHW5xXcurUtVmQNh5MbEowEwUzVyQVutd3E+5ICA6Af4ltqghnNZbT19diY/9rvu+Gw8juEPn/JhLLszCxYOleHjoGelO9YWp16yJGoVqmIkqxkWR6hQmARUXEK9n8UHWVBgoy3v2JvNyIjQ2SdUpqQR9mzDX9KbfP9bxcsWjaTMv2vLJBf3fwvh+PRc39cuv2U9UF2Vmbo3q4xq5rJKXm4WFZB8Lv9GEdXSDcORHhACLbPWopPfv+xxN6bTO73fv8r3Lq3RdfPR4mFjfch77BzznLY1nHGwLlfFEswq+FaB85NXVl6ZdfPRrL3GLN8Dos2u77jKNJTUmFsZ4lWg3uiQccWLJpAWTg1acAi2cJfvc7rW6YCNO3fBbqGeT12qHImFQWgAax+Ph1PRSMmLlFmFUrabmyop1DcopTKf/adZ/cHdG2BZ74B8H8dwTzMyPRflmDWtKELLtx6ovCcth68BPd6ztyPqJQiylQ0tPJUblOcIM3hFB/6nWXQZOjpXeDsCbnPo1jg67/9hQ0+ESxNvVsbd2byz+GUBDramkwgW7B6O7xfhjDBjKKlf/l9PxPKGtSqjs9H9ZAplA2yz8G+8fNwJfgdRi2bAysJoezw0j/w6r4XG/9QFVkSzDLSM+Bz4wETyjR1tDD8pxlcKOOUCIJwREUAyNdMICdbE6Ncm7N2uDSKAJBYNmrpLOyauxJRQW/w69Bp4n112nqg/+zJ4nRkRdUqFVFVhDKCor2oOJgsP2Mav/fuqDh1Ly4hiS0Q5EdtJzuUJpJm/pR66TpzKhPKBA8zwfS/skHzHo+GNdmNU/pwsawCQI3dlf8OUgvH/LOk9mVnIzkuAU/OXoelR8lEP1H0GA3eHhwTheSSYEaRZiSUJcXEIzb8PdJTU6GjoV/o66IB4f0j55nop6GtCTM7KyRGx7JoNTKH9ujbGU16d0RmZiaCX4fAyclRqUIZQccb8fNMHF2+GYGPnktt9+jXGR0nDpV6fmTwG5z9fQdeP/1QVUhFhUWndZ8yukC+Zuz7vPsMxy/ew+u3kdDT0YJ7XXuMN7eEiYwUjtLm8fNX+HnjPnw2sge6tXUXbw8MCcf81dvQs4MHxvTvIFMwIwNuQSgjj7IRvdvC1686tp+4Cy+/YCaY/brgU9hZSX9Og3q0wpW7XsiU41dHqS0Lp4/kQlkpUt/JHB3M0xF5m1du45Q+6fp2iA6WPxGilkA3MQG+AW/Y7b8DF5kRboNaNdC/S3PUdSm9FCJO1YCMlH/+ZqxYMFuwegfbTkIZCWlkQSBJUnoWxrWyQ9qZw8jJVkVqUiqrvE2iQLUatkwoo4VQWmgkawlKNXt08jLOrN/GXi8IZfYNapXJ9XKqdoomGd03tHH/sGBW8kUAqukDw2aOxLaf/hFvc2zgjD7jugPvQ0EmEJR2SQb9B7zioKqhlee8OSL6dWmOB17+eO4XnMdkhopw9e30USx76hOEOs520JQIeKCKl/lBz6ntJKp4X1o8WrJKLJQJHmWWLZqKPcxufDETnXb+ValM/jllDxfLKgAUwfT+9VuF4gtVdCwpscy1axvkZOfg5Lr/mGAWFRKGiKAQJpRZONlj1C+zilTd7OLfe3Hv0DmoqKqw41Pawf2jF/Ds0m2MXzNfbOJPolVJG9xS5NjIJd8wIezNi1dQU1eDk0dD6BlLG1dGvwnH1plLkCG54kKeWg+82PZJGzKZ7dAAAIavSURBVBZJeSrI+q42bj+JM9ceMbGJHlM550t3XsDTJxSr5k2CuYnyzTKD3kTg7mNfpGdmoo6THRo3cIaaHNHxsXcA0tIz8NvW4+wxCWYklH23ciurOHfk3B08fRGI9s0bonMrN7biLkBpklShrnWTumzVnb5XLU11fD91OBZv3AtzUyNYW+RdIafX/Pj1aCzbfBAJubwUTAz1sGbBpzK9YDgcTuWE2kctXW2kJcs3Yk5X+zigJ8/D2PgkZvRPpsRTx/VBj3aNS+lsOVVJMBs7sBM27Tot3jbnsyF5hDJJtHW1MfznGdi74Fe88XmFHbOXsTFTXEQUG99QitmzS7fg3NSNiWUC9Tq04EIZp8xTNMnTrEMr5RXVUkRkqrQvaiZUYNK4AbT1ddnjqBwtJuIZ6OlWmSixokDC1+IZo3H2+mOcufYQb8OjkZ6RyRaRFn41ChofhDHqK6kSvXs9Jyz4crh4u76eDurXrM5SMWVFpxE923uUekEdp6EDEX77PjwWfSf2KBNM/69/MQM1Rw/jQhlH6XCxrAJA1ZDyI7OE88YpBZM4ufZfBD4WRV9ZONoxoUzXqPAdVsjzl0woI0hQkYyUo+IFFLlF0V6lDa320k0eN3YdQ2Zaep50TXqcFJvAouQ6Thwi9/WPnr9iQhl7jUQHlJ2Tg+i4BPy99xy++1z+6wsLdY5U+pk6RIrKon80qbSxMGUr4TaWeYWriUO6sNLQFPlGgllgaDjO3/Bkoh5BQtqLV6HsdvT8HSyfMwGmH4QsSt1cPe8TZsTPxMAPa1o0kaD3o9z73CIdfQ7RcYlwq+uI7atmsPf9Z78oOo345tOBXCjjcKogbu3ccP/8A+TIqFRMLbC/qXWe7UKhEFqUaFzfCRZmPPKAozzIo2zbYWmP06Wb9os9zOShrafLBLNd361EmH8w0lPS2PacnGzm0/TWNxDeV+/lMT23r+ciZfrP4ZSFYOaVty6F0kl+8AARK1aw++pWVsiKi0PIM3/8NHIhLH/4Aaq6JJglV6l0yuJAwlefTk3Z7fIdL/z6zxG88A/Bn3vO4MsxvXHr0QsmlJE/mbGh/odiZx8Z3b8D5q/enqdOPY3tDfR0MLRX6bdLpvXroPvRXVDXlrZcIMGsy/6tebZzOMqAi2UVAArNJ0GK0i1lQQ1c9YYlv/poW0/aXL1aDTvoyPDyKgg0CKTzzpaRdkfCE5WKpoi68uTTQefqfe2ezHMWzvvZxdsKxbKz1x6Lq5nkOX52Duu8EhJTWDqRMti86zRuPnwhPr7Q5YW9j8GCNdux+ecvxStJkh3h5BHd2X0Srugmj/CoWPy29QQWTR8p3iYZaSaJlmbeSpYklG36cI5Lvx3PVsOOX5J+v2V/HMCKuRNZ9BmHw6k6tB7QBs/uvkByXCI1YOLtdC9VXRNeFtXlvpYWvEnkpwE/h6MMJM38KfWSfls/b9gr9jCTFMxIZKAxQWZsNISeT0NTE1p6oggZMcJQQGLxrLprbZjb27AoM0nTfw6ntCktUerd9Vu4Q0JZZiaMWnig/epfkBAYhBtTvkGanx8Sl/+C1utXQkP/o8k/p+B0bNGQ/U+C2dlrj9gCekpKGluopwyRryb0zbOQ7VrHAT9MG46N20/hfUy8eLtLDWt88+kAmb7GHE5lRLnmT5wSgVIQmw3sJnc/jbEa9+5YoucgmPlL8vzKHZzftEtuiG5+PmjyRCcBEsuKQ0pCIjvv1AKUSC4I2VlZrCqPItKSFZdrfhcZLVMoE79Hdg6iYj92SsWBzPjP33wi8/uh96FKOTc+CGkC9NyDZ26xkO2ubRrl+x50nAdeLxERFVukcyQD0ecvQ1j61Jzl/+HbZVvYeRlKiIWJKamYt3Ib83fjcDhVB50a9fG/xZPg0raJSP36IJQFG1XD8VpNkKIhP5KHRIi3EcXrQzgcyb7qp/V7xEIZCWMNazswDzPyHSXB7M/dZ9lzH4fGMmP/UfV0mUE6VRQUzPyDn0j3ubII8fJDq2G9ROO6HJEFRnHHQxxOeYHGmV7r/oDf1t3ibSqqamyh1qiWC9T09Vh6skmdWmjz+2poGBqIvIpLOeWvMgpmMz4ZwO6TpQoJZR1busoUygSautbCP8u/wrLZ4zH3i6HYsOgzmb7DpUX4nfs4238kor0++ksTsX7+ODdgNN5euY6qDEXWP3kRiIfP/PNsJzuei/kUUuPIhkeWVRBaDOmJmHcRzMhfCJWl9EVVdTX0n/MZzKvbID4gsESFMkmPspd3PMUeZoRklcyCYGBuwjq/PNUnJdAvYvoMfU4X/9rLzpE6ZXqfum090Pl/w1nhgKJCJrxk4B8X/l7mfvJeo9RURZAfWfCbCIWCGYVDKwPyGshW8PlS5/jUJ1C84kScuHwf/x64gINnbiJLwTnmJuTd+yKlO+nqaGHJN2NZ4YCgUFGcP63MxyeKRMdB3VvC0zsQASFhWL75INYv/Iyb/HM4VQg9Z1eM/tIEkXMnY/2Fl9h95jbS1fNGqeaGTbwMeBQCRzlQxPT0Cf1YpPX8L4eJPcoE0//Nu89g/KBOTCjLzkjDELscaDz1khLKBDN/65oOCPWWnsxIQuMW8k+lokE0frFvULNcRdlzOMUh8t5DvNy+V/y41viRsGrdHM4jBuPl9j2Anz/ede0Eu87tmWDW7s910LW2gkbuqExOoclt3K+hpsbsWRRBcwUqnFPWULvov2s/0qJicGPqbLTZsAKmDeszoYyM/dPj4tnvyrpda6UUgiPLmev3n+P+05fIysqGlakeqllYw9CwfI4rKMV23X/HEBYZw8Y/C6YOZz7SZKWzYdsJBIdGIDU9g/Vd5CvNKThcLKsgkEDW++uJrDokRXSRr5e5vTUadG7FTOgViSLFhUQnSaGMUkLFHmbr/oPvrUdoPbJvHjN8Rbh1awPvK3dl7qNGzq6eM4wLUFkyN7T6unXGEvb5CBFVJMi9uP6ADU4n/vZDoc5T6rxUVNC0fxdc+HOPzP0kXjYd0BVZYUHQd7JnRqSevu+Yv4JA19aNWMMrCxKBGtd3hrGSGuKCiJfvo+Nx9d4zOFe3YitFbT3q49iFe3j3ISLDwdaCpUb6BSkuz62nU3SfACMDXSz5ZhzmLP8XoWFRSE5NE1fTpDSX+MRkrPzrED4Z1o0LZRxOFYQEh2rxIVjwSUf4xibj7kPv3IWh80ArqZ1aupbWKXKqAM3caqGpa808fSsJZiu/m4iXkYlsvDG6oZE4ooyg8Uhk0BsmlA35YRobw73xCVC4WKihrcXGQiSYcTiVCYvmHqj72US82Pwvnq3fzLap6WiLhDKyeOnbA9bt24ifb+TihKoKZYg8f/ma3SfBqjjzA8HMn1BTU2UC0Lkbj9lCP3mYlffxNbW7zZf/iFvTv8P7R0+YYNZw+ud4vvEvJpSZ1K+LlmuXKkUoi4yOw9yV28TCkzDgOH/HGz/PHMPa/PLEvSd++HnjXqlADLIIGDuwI/47eFG8vYaNBVxr8+r2hYWLZRUMqppEt9KkxZAerIR53bZNpcz8STCjwZ9NHadCC1AOjeoxoe/ZxVui0OoPDRE1chpamug+ZWyRzvXmnhMioUyGAX9CVCzuHT6n0FMsPzz6dcFb3wBmxCtExqmqqjKxsmafLkjU00S0kQm81Szh5Z3XiLSFex20cK+Nu56+UpM9VRUVFlH1v+EirzBlQKkiQocobzJJlS/pRpDB/qxPB6KWo41YLKOw3fywMDNCLcfilY8mwYw+mwOnb4q3tWvWgP1vqK+LxTPGFOv4HA6nYpOalAUL1XTMnjYCf/x3ErdoEeeDSbosenZowrxVOBxlIm8RStjeqLY1zFQiEJGUBbUPXb++qRFGL5+NqNAwOLrXY0WbyN9UHrrGBrCt61wyF8DhlAPq/m88+19SMCNqjh0BnV6dS73KYnkjIyMTm/ecxbnrj8XBEDTXoArP/xvRPU+EWEGFMhJNBI+ya/eeiz3MiIogmKnr6KDVumViwezxL6vZdhLKWm9YAU0D5XjsLdt0gFnCEJJWNuTztnDtLvy38msWSFBeCH8fmydjiQq1bdl/QfzYqpoJS6dVlid2VYJ7llVREqJiCrydOq0mfTrJrHrZoFNLmNpYFvr96Zh9Z05C9y/HwMSqmtibrX7H5iz6K790RllQg0bim7zVWtr+9PxHMaaoEX6U9jrsx69Ru1Vj2NZxhlXbFnjeayDmhWZj5H4vtPzpOKYv34u46Jg85qjUEc39fCgmDe3KRCaCOr2mDRyxZv4nsLUyg7IgkalPx6YFtnnw8g3Cdyu3YsqY3ujXpXmeY+WGjku3ySN6FLuDPXT2lpRQRsxduZWld3I4HI4AVdTt2bUVdqz5hhUomfvFEGZELFDN1BCfjeyBL0b1KtPz5HAkoTRKEsoIl6ZuTAyTFwHRccIQNh7icCq7YKaVyxql3pf/q/JCGUHpdCRiSWYN0f3TVx9i/dbjhT4eLYBLCmWUWil4mNFiPUVQZcqoOl1eBbP6X/5Palu9zycqTSjzD34H34A3MjO2yOeNsl1IfCxP9O3cjImoivh1/qdcKCsivDeugjw6dYWlEg75fiqcmoiidwj/e09waMnv6D5ljDjNsiShgSKJcHQjTw8SoooTPktiWEZausLnpCUV3+yfOnKXZq7sFpWYir6/nURUWLxUaeWQ0DBs/GsfnOd/mqeKI0V7DezWkt1o9Yj8AoKDA2FlbsKM8slgn8o8p6als5DZ/l2bsw6uKAMIEuXSMjJx9tpDUdUtFRW5BRmoI30TFoU7j33gYGeR55y7tXVn+ftkdEzQuU0Y0hkeDWuiuEKZsPpBqZd9OjVj5aqDQsOZYEZVMu2ty8ZMtKqSnJ4J9Rwg5V0p1IvncApIclgEcowMkZSexar40uIC3Vo3qcfSt6k9JWGfT7Y4ZQH9LnMyUpH8XnG7SWOdET/PxNnfd+L55TviBT6K0O8wcTDcupX8+IvDKWte7TvM/Kck8d+xF+ptmqEqQ4vEV+4+k7mPxu+Xbj/FiD7tYGNZcB/Dob3asLmIh2tNKTN/Eswos6OeS/VyFSmlCPIouz1zntS2u9/9KPYwKy7++djO0HyIBLXyZvPQ/0OQw197RIVmcuMX9IZ5mHEKT8X4y+AoDWpoAx54ITMtHft//A1DF37FBDMSyg4u3sjSAwIePYNrtzalOuGgdM7ioqqmBiNLM8SFR8l+gooKzOyVm5bz300fJphl5RKg6HNOz8jC7uNXMecz+WmfNOETqoKSX9ecFf+x1CJhRSPoTTjW/nsMPq9C8eXY3oX+TqhRnzq2N4b3bsNy2uk9yKBYHnT8YxfuMkN9ol2z+sx4nypRPnj6EivmTGCCpramBizNjYv9G6GKPOSRJulRRohM/0WC2ZlrD5WansqRj19EAqvi5uZojDpvniAhPArqNlXXL4RTflCzckBmeAhcNA3gmaHCjNTd7T4WFaE0dtCtEFA7d/D0LZYWTx7HVN1wcI9W5cLMmFMxIDuDxKRU+EUlQzUnCy4p4cgMf8t+r4rQ0tVBv1mfovOnwxARGAINLS3Y1HZk4xgOpyoIZU9WrGP3a40byTzLKCXz+YY/YR0dBcfpX6KqQmN1ivaiKCZZ0LibnjOgW4tCHbd5o9oyt5NXckVB0syfUi9brFqM+/MXiz3MlCGYaX0o3iIP+lpoDlQeUWQ9QR5mguk/p3DwNMwqBjWyA+d+gVot3Vk0Fwlm5zbtEgtlddp4oN+3FTcMmjzF5OYd5uTAo19npb7fUc/APEKZAAletx76IDOzYKHNm3efRlJKqlTor3DoM9cesTTJolLN1Ai9OzZFS/c6Cp9HIt+r12Hsfft2aoZv/zcIv8wahxq2FoiOS2S5+rramiz3XRm/ET1dbXb8T4Z1FQtlH03/x2JUv/YsOo5TekJZQwt1eMT6491Tb6jmM+HjcJRFwMNnMm0A3voGIiIolN0nw3R1H298ahEPVwcjJpjR77YoPH7+CjN//hvXH3izClGpaRl4+OwVvluxlZdX5+QL/V7IOHnU16swesYqLP5lE+6fu4hoL0+xsX9BoGgyR/f6sKvnwoUyTpUg4t5DKaGs/rTJLCWTTP+Jd7sO4t3V4lmmVGQyMjPZ4o08aOidTs+pYtD85Omq9WKhjDzKdKqZMw8z88ZuyExKwuNla8WRulQdcsnGfaytloQyaBau3Ym4hCSZ79O0oYtCTziao7X2yFtNMjo2gQUj7D5+Dbcevijw3E+AzofsaOicV/55iKV6CsegjB5Kwc2dGUSe1Ccu3Wf/UyEIysaRB3mYkWDm+cGnmlNweGRZFYSiuEgwE0qZPzgqSoEjoaz/nMkV2iuDqlWGePnB785jsQG/8H/DLq3g2qW1UlLUdDVFnxGJC/mtOlOnRj47ioiJT8ITH/liGBl7ktGnax1HFAen6lYsBJvOSx462pro0qoRJo/szgQxqr4jRHpZVzOBiQzvuuJAoeSUkpobEsxILOOUXgqRm5MJPOL8kRDwGqkG0qm4HE5J8er+U+z/aT2rgExG6AYffGyomMru+atZnzR21Xcws7NmETuJAUHwcAKyzS3hFZHBBLPc/pCKoAHoqr8Ps3ZQcuwpLFSs33aCVT2U5dXIKX/QBOLR81c4d8MTkVGxLOq5Wxt3NKrnVCILf+kZmViwejv8At+Ioz+Yn9ADf9x4rolDX1qjuqly+0kOp7JQzcMdNfr2hJaJMRPKhL9REsyoqnzYs+ewbF24qKnKRF1n+zxm7ZLQvrrOdgrbwyt3vNC2af08cw8SYCiSTFencFHY5QH6nTRbuhDP1m2C67fTxB5lgum/5/K1qPf5JDbnozZ66R/72SL/zxv2YMHUEdDW0mBC2dxV25iwtWnXGcz5bHCe99HX08Gw3m2w8+hVmefQqnEdOFe3lvq8dx69gn2nbrDxBEUF0tjCxEgfC74chtpO+XtwP/UJxI+/7WHnTccjH+ir957B0d4Si2eMxrJNB/HML5h5y00YLCqAQQLZ6n8Os0IN95++xFPfIPHvhmx9yDpn2+FLUu9DYxpri4Kn73JEVFxVhFNswaxhl9ZMLBNw7dq6QgtlBK3MDlrwJXxvPcSTs9cRGxYJHQN91G3XFB79uxS7pPCBB6/w6/kn2P5pZzhVM0I9GxPcD4yQG11mbmoInXxCeom4hBSF+2kgHv6hMktxkFcZU4Aa+RVzJjLPMslJBglmS78dBx1trUJX4eFUHNys9JDp91YUURYQWNanw6kimFW3gYGpMaLfhGPnnBVMMEt4H8OEsrSkFNjVrykW0AhBMGtGGcIWhRfMHj7zR1xCssJ28urdZ8w0l1O+ocnB2n+PMh8fmmDQY/KTuX7fG93bNsbUcdL2BRRtcPLyfQSGhENfXwcdmzdE+w+VlyOj45CemcXENkX+PRduesInQBTtKElWDpCQmoFVZx7jt1HtSuiKOZyKDY3DG3//LQuRyi1m1/l0HDRf+UO1Co8zqWBNDdtqzLsst2hGbRz5BSuyCth++DITbm57+mL2/waJBTNq9/7YeZoJbT9/MxZa5TSVUBHaZqbw+Enar0wQzDwWzRU/pvZ7zudDsGjtLni+CGSC2aRhXbFo3W4mlFG2DBUCkgd5wtHns/fEdXHVbXU1VfRs78GOI8mJy/ex58R18WNhPkiRYgvW7MCmn7+EmbH8sUlCYgp+Wv9RKCOE7z34TQRbvGvjUY+JZeRpTYwb2EkslNF5kRBInq0GejqYOq4PXGs7MDN/LS0N5mFG4ugnQ7uiSUMXmJsYFvjz5oio2MoIp8iQR9mRpZukth38eaPYw6wiQ+a5Do3qwvfmI8S882YTsDc+r/Dg2EV0+WwEarVwL9JxM7KysfWWD8LjkzHmrwvY8b8uGN+6Du4EhMt8vsoHw8WCrGwbGSiuUEIdpOWH6pnFgQb58nwQiBzkwNBAtkE2j7LgcDglAYsoWzEHO2cvZ+31+jHfiPeRUDZi8Qxo6mhLvaY4ghmVhKcmTl5TqKaqwoqtcMo/Z68/YkKZ5ARD+J/21XOxR+fWbuwxpbhQ6qQQXU2/ged+r3HgzC2oIgdvI2PF0dVkW0DWALIWh45feSj3fLKyc3D2eYhUBDqHw5FG0cJ1cRe1Kzo0/l741UjMX7Ud7yJjxIb81GZRxNAPX41QOK+o62LPBDJKBVyBQ0wwo7aQhDJhf3ky80+NjmFpt1kpKTCuUwtm7q5KiQiuX7M6Fn09SiyYffXjn2w7CWWULUNBAPKg9x/UvRUrOEYRxBlU9AppqF+3DptjSi6s7Tt5Q+YxqB9KS8vAmasPxTYzZPFAgliX1o3Ez6NtuVNFJY9x19MPk0eIhL1Nu04zwUwQzUgo++7zoWjeqBYT7agYHPNv/QDNQfV0tOBe31mhYMdRTNVukaookmb+lHr57eE/pDzMyDumIpOZnoGd363Ei+v3xbnrRGx4JA78uB4v73gW6bgaaqr4b1Jn1LYyRkRCChPM3sUmsYlVbmGLaNO0Hvp9qE6SHyaGenCr4yB+rawGk0Jqi8vLfKq80OQx4PW7Yr8Ph8PhFEUwk8TE2kKmUCYtmIWgWVY4RtXTZWnxBfEwMzU2kCuUCYKHmTFffa0IUEEaFQUTnqMX77L7vgGhTCgjBBsC4TdAqS2CUCb4w9Bk5Jff9+WJ7KDfV3y8bK8byd9P3IdoBA6HwyksFmbG+GPxFJYm2KVNI3b77vMh+P2nL5gHsSLIQmD+lGFiwWzA50vEQtmg7i0xcUiXcuFLTaLR841/43TPIXj8yyo8Xfs7rk2ejhOd+yPmhZ/0c7Oy8Gz9ZiSHyQ5OUCSYTc4VQbbwqxEKhTJJSFSkKD63uo7Mrzk3b8OjEBOXKPf1FJxAkewEFWqjKOh1/x1jgQsC955KX6ssyEu6T6emmDxCutgZCWUt3Guz75N8piWFMgES5rhQVjy4WFbFoMbp9v7TYqGMPMo0tLWkTP/vHDidx0SwIvHi2j1EBIRICWUMuiQV4OI/+4p8fWb62tj2SRexYPbT8QdsYOzhUA2DG1igaQMH1Kvrgh+/HoXZkwdLlWjOj89G9mShspKCmdCfUToJVWorbtolNfz5dZIVMTSbw+FUfJJj46UeZ6SlIS1ZcYo6CWYpyWrQeHqXCWYJScnM+D+/yYS+rmwBTkhHb9+8YkdYVwWoH6dUpRwF+1+/iWT3T15+UKj+mF5LPjCeL/KaITtUt8yzSCaJjqY6TPXk/744HI7yyEhMZH5VGYnSInZ2RgaerFqPlAhRG1DRILGLfMemjevDbpSKl5//cW7BTBKKMiovQhnht3UXfP/dwYQw1oh/WJjIiI/HlYlTxN8b7X/443L4bd2NG1Nmse+1oJBH2fYjl6W2/fbfcbmRXCWD6POu7WSLXh082CKNIJhR/0LplQUqSLTkb+w4ekVq+4tXIRV6vl5R4GJZFYMayaGLvkLrkX2lzPwF0//WI/tg8PdTy01jWhS8r96Tf/45QHRoGN6/VhxhlZ9g9ll76dLEP/VvjjX96mL/qs8xfGhPVpq3sJ+hnZUZfvthMnq0a8LSQGjCRuHC0yf0y+O7UhCocZ26aJNUOlGrxnWlqm3mhvLdyVyUw+FwShPBzJ8wMDeBjqE+EqPjmIeZrCqZuaEKhCSYDbHLQXZGmkLBjBYNvprQj7WpkosT1OYSn47oxsx5OeUb+v608/EEpb6UCAoNV1jYRl5hHTLKzk3PLs3ZIpks1GiM1cQZWlXYc4nDKU3uzfsJAfuP4OZXc8SCGQkqd79bhFd7DrLtTJCpYuS2EoiMic/Xtzg/UtPScfPhC5y78TjfTBVFZKWmwfe/XXL352Rm4uon01jlSxLKXp86BxU1VdT/8lOoahRsQV/SzJ/mUvOmDGMe0oKHmTIEMxsrMxapLg8aUzRp4Czurz4f1RO9O4oEs7X/HsOC1TsUFnMQXkeVMP0C3yI5V8QyRUBTxDQXzEoWLpZVQbT1dNF+3MA8Zv4kmLUfNwhauor9s8o7aSmp+TYciVGxyC5ip3Hd7y3mHrwjtW3Clot4FSXfMLowoddTxvTC/g3f4dhf32PDos/RtU2jQgtlNCn4Z995tuo+d+U2cadZzcxQ4er62IEdoVGOvAw4pQOlFuWJxORwSom3voFSZv6f/bkEE3/7AUYWZmLT/4IKZvohvgUSzKii1bLZ4+FelyomirbVdrbDD9NGsHQGTsWgQ4uGTNSSBW3v1NKV3ZfnxakIWlhKTE7Ns72lRz2M6VhP9B4fDkn/0eFdLI0wo5vII43D4ZQ89aZ8Cg1DA0Q/fcaEsbTYOCaUkQ+WqqYGGn79BVTUqpZ4LZj5E5SCp672wcPsr0OsGnRROH7xHsbMXM2qTFJ01oyf/8bXi/9iaeyFJcbHF5m5IgFzk/wuDCc69xMLZc1+WQjbzu0LXrF4zQ6xUEYeZdTnk4eZIJht3H4CxYXmU8N7t5ErlGlra6Jn+ybibYJgZmdlLvXcei7VxYt1uclvPisIZsqE3pOK4WzcfpJ939sPXyrS91xZ4GIZp9JhXdNBoUEoVdk598dOnFr3b6EFMxLKPt9+FWmZWehc1w43vhskTskcsfMJXoWUj3BvasAXTR/FSgSHv49lgtldT198v2YHE9JypyBRRBmJdBQizKl6Qhl5PTW0UIeG7xOkJlW9FVhO2UJjRBpESpr5Cx5mJJjJqpqWn2A2vq1jgfxMyEh5zeyROPzHPKz8biKaudVSwhVxSothvVozA+Pcfp/02EBPGx1buiLgdRiau9Uu9Oo7HcPe2jxPW5kd+x7L+rvi15610aSGBYs2J5Hsu56Nse/z7jCQ4W3D4XBKBpM6tdDm99Viwexkl/5ioazlml9g2aIpqpqPoyCUEVGxCcjMymJ9aFEFM4ok27z7TJ5orICQcMxZ/h+SUvIuKigkn2iq3LjPm1VgoUyIHv9kWFc42VtJmfkLpv+UyUMVL5UBzZtG9WvPFmdomCIEJBgb6TOfuWd+r6We/8QnEGGR0VLbOrRogE6t3KSCGRRZRQj9E3mpEeamyvNYpTnimi1H8O2yf3Hu+mPceuSD/adv4n/zNuDMtUeoipT7EBIa3HzyySfo06cPBg0aVNanw6kANO7dEQ+OXpC9UwXQ1NZCVGgY0lPSkBQbBwMzkwJXw1x07L5YKFs/qi001dWYh9m4fy7ANywWy7acRrvuXVAeoMZz6axxLAz5XUQ0Fm/Yy7bXdLDB4pljkJaewcz8yaOMUi95RFnVFsrIJJ3M0skDSlGqLoejbKxrOWLMiu9gbGUuZeYvCGbqGurQNzVWeIzk+EQ8PXcDIc/9oJ6Tjppvs5BtLZ0uLw9a0S2MnxWn/EDR2KvmTcLmXWfw6PkrqZV6asco8kFy8kFpLIoqQktCT+vRrrHstjIwFH3bNUVf5cy3OBxOMQWz1uuW4crEL8Xbmi5eUOWEMuLaveeyd+TkMMGMUsULE2VL4snOI9JeWQLUxlL0FlUkbuAoHS2lCOM6NaGmrcXSMQtC4KHjsO3cDhr6BbdHII+3lu51oCZRvVIQzDb++EWe7UWFPksSyyiC7NajF0hKTmXRbNQHfbdyK4LfRCA5JRU92jdhHmU/rtuNzA+BGs7VrZh5/x87TzHLnYlDOrPHJPaRMLlonfxUVUrf1FBXx4YfP4eDrQWUxeGzt3H5tpfMYjgbtp2Ao50l81+rSpTr0SH9Ef7888+4efNmWZ8KpwJhZmeFvrM+FUWX5eoQ1DU1kZqYzASy0StmIz4iGncOnClwNcx/JnTEiGYuYqFM0vR/qKslVn0zFGUNpY1s2X+ehSGTYPbZSOnqKZOGdWGTBgrNbupaC651HLlQVgWRJ5RxOGWBhaOdzKqXJJjlJ5S9efEKv0+cjUtb9rNqxz73XuDY1z/hzfTpFdbcmVNwbC3N8NOM0di2agbWLvgUq+ZOQmBIGHwCQqWel5SSBk1NdTYREajlaAvTXP50JJzS0GHa+D4sOltoK6mAROO3j1lBCd5WcjjlB/Ioy+2B9XLn/jym/5UdSpXL3e4J5HwIQBnUs1WhhCIqkkLRafKg4971zL+ioyTqurpwHjkkzxxNEprD1fl0HDSNDBHz/AVufPktK+ZQGORdp7KEMknI57R3x6YY1rstmjeqDX09bTSqJ4r82rD9JLYdusSEsowPUX3kt/nZyB5iDzMy/ff2D0Hj+s6sAmd+FTtZ9LS+jlKFMhLHjpyXthnK3TdSOm5Vo9zOkMPDwzFr1iyEhobC0JCXcK8qUEMua8WjsOkTDTq1hG1dZzw+dRXeV+8i/kPIa2ZaOhPKOkwcjLsHz+Lp+ZvIysiAvqkRe01+OJgb4ueBLfJsJ8FsVZ86yNEnv7eyy+umz2nJxr3w8g3G67eRbLVjzT9HpJ7zw5qd2PTzFFiaFyyirjQh81Gq7pKSmobqNhawNFc8SeYUj0a1rdFWPQIRt7hQxqmYZKSmYd/Ctex/YflT6C8yIyJwaeb36L1jUxmfJUfZ+LwKZf2DZCEGMlomQWz3wQtIScvIY5xMvwtaRBrQpQW6tnVn6Zv0msTEFOw7cQneAeFISUtnq+Z9OjaFU3Ur5ntH/nfkg6fx1Iul+XI4nPKDYOYvpF7WnTwBftv2iD3MWv+2HBr6ioWHysJ9r5dMf5I3ZSKB5aGXP2rWsCnwMbMKUByB0jwLS73PJiI9JhZBR06KghtUVZDzQUiix82WijzKbDq1w40vZooEs6nfov1fvxXY5L8sobnsp8O6sftHz9/FvlM3xPtIKFs8YzTqutizG+Eb8AYNa9WQKtKmCOrfOii5andMbCJi45MUimkvXoWgqlFuxbLnz5/D2toa69atw5AhQ8r6dDilgO/Nh/A8ex2D5k+BhkSFK4oauPjPPjQZ06dQxzOxtkCnT4ai6YAuWD/mG/H2lMREHF/1t9RzXz14irptm7IiBxUZapwpD98vcDceePnD0zuAhfvq6WiLPQVoVWPequ1Y+u04lsJSXrh67xn+3nsOMXEfV448GtbE9Al9eWU6Docjt/pxSoKcwV12NtJ8fHDn+mO0aOte2qfGKSG8X77GD2t3opqpEX6ZNU7cP1BBm3krtyEmPlHhBOPa/eeYNKyreJuujhbae9TGhKE9oSoRcSAplJEPHhfKOJzyx4MffsnjUWbRoiluTPmGCWa3vv4O7TavrRIm/1mZlDZHAQey1TIVqBTar8zephqrKpySmi5XgKNIqMKiqq6Oxgu+Rc2xI/D20jVkJqewU6cKpk0Wfif2KDOu5YI2f6xhgpldl44VQijLLZilpWfizNWH4u2CUCZp+k9pl0L1Zurjth66pPDYTRvWxNvwaCSnPEfbptKWE3ce++JdZDQGdss/CEQSirzODy3NivP5K4tyqwx06tSJ3YoL89750GYIubeFLR9eEajo15aalIyTa/9lKZL7F63D4B+mMcHsjc8r7F3wK9JTUqF18ipqNahbqOMmxcRh97zVUtsyZZQL9r5yD1p6uuj2xegiX0NOdg5buaaqgoUpHCD4QynLJ4pWJuZ9MYzlugt58SSUaairYdq4Pth94hreRcRg7ZZj+HnmGJQkBb02yvNf+eehPNsfPffHdyu2stSa8tZAK/t7K21o0iiE5bPfrMR1yGtPsgtXTK5Cwf0xKyZhr4KhqqaGbAUr2xZx7/A41BF6mmqoZSG/zDunYmBsqA99XR2ROLZqGxPMyH6A7isSygQKYkbNhTIOp2JQvXd3hN++h2bLFok9ygTT/5tfzkKNvj2rhFBG1KtprzATh8Z09WpWL9Qxaezdv0tz7DlxPc8+Enqo0iZ5OybEvi/SORvUsEftiR/nXi6jhkDLWHohnwSzrge35dleESCh7G14lNQ28jETxDLhcxSEMuLklQcs5VHenJ72dWvnjiUb94mL2wiCGQllyzbtZ/M/GwtTlhJaUAz1ddl5UeS2rN+RqopKHmGuKlBmYllqaipLtZRFtWrVoKurq5T3CQoKptZBalswbaukVORra/npEFz/fTeCPF9gx9yVqNutFW78tR+ZqemoVrMG3AZ0LtT1pcYn4sr6nYgPew8dYwPU6tgMTw7LLq9LjcLj01dh37oRtPQV//aysnPw5F0cGttKN9oW6om4feURYpI1EZguXekk/b2oodQ0N5M+VlIy0qNjoGNvi+DgICgLYx1gSDcP7D/3QLxtQv/WqGGhh8+HtMfu03cwsJMbAgMDUBooujb67P/ee1auoPMmPAoHT11GSzcXlEeU+b2VJuFJOahmrI5YtViEhYcjNTlvx5jn701NFUYW5S99t7iQULhkyRLmj0liGafioKGlJXcVXaBWTixSzFXhFZHB/Ke4YFb+ISN+ijYODXsPI31dtGvWAFbVRG2PjaUpE8hIHCPBbPysX0HSP43tyb8lISkZUbGyRTMa7JP5cn5CmauDEVxSwrlQxlEqfFFG+Vi1aYHux/dA00C6XSfBrNuRnXm2V2bIg5HEDkrpy72QS6KKnaU5GtV1KvRxR/Ztj4ioOGbkz4rhqIhsU7S1NLDgy+EwNzEssliWG3mCWEUUyiha7Kf1u/HUJwg6WpqobluNfTfkYUaQ6b8syORfUfAL7bOzNEOXVm64cOsJVv4lCjYgw39BKCNRi7JzCsu4gR0xf/V2dl9SL1NVVYWRgS56dZB9zpWZMhPLnjx5gnHjxsnct3HjRnTpopyKgg4ONaAqEVlGk78aDjUqXeWrynBtTk6OsLGxxr4f1iLcN5DdiOoNa2PgD1PxLiysUNd3a+9JJpSRR9moZbNw4U9RNUh55GRlQzUxDU6u8lVzaoC+2XcLp5+9xpKBzTHUw1n02pwcrD52HX/e24/2bT3QcUwP8WuSw8JxY+n37H6b39dA18qS3U9PSMTtxbORGPIGjvNmoE77dqwxUgaUavn69EehjHjs+xbdO7aCo4Y63N2Um+cuD+qsSUyqUcNB7rWRt9p7ORMbgvwXfIPfY9QAUe5/eaEg11aeyYhMhLGJCYzV0pFuaQlVCc8yee0JRZaVnSNfycD9MSs2ddp44M6B03L3q2tqwMbSBGZZ4YCFZYkJZiFvI6FCkxEr6YpglFYe/j4WdZztlPp+lZn7T/2wfPNBNtFQV1Nl1Su3Hb6MIT1bY/ygTmwVXhDMJs/fIK5uSYbIS2aNw6XbT7Bl33mZEio9t1/n5jLf1y8yEcnpmXBzMoFHnD8repLBvRw5SoIvypQc8gSxqiSUCcz7YihLUw8MCZcStqyrmWDR1yPFkUiFgQzxZ34yAAO6tcD1+8/ZYoaDnSU8GrqwdPjc2TRUEVJPN2/BnqpEbqGMitDQOODvfeeYh5kiwcxAT0dBMq0IfT0dTJvQl90nwYz6TAESymZ9OrBIhQwa1nbAD9NG4Pcdp5hAKlDX2Q4zJvWHkUHV8P8rF2JZ8+bN4evrW+LvQ5NYQSwToMajIk5uC0JFv7YaDWuj7ej+uPTPPvE28jDT1tUp9PW1HtGHmfc37NIaKXGJCHwsp5xyrlVnRcfXUFFBNQPRucw/fJcN2kkwW3HmMf6+J6pAY2CgL+V7QilC9Lyk0Le4OeUbtN38K9T1dHF7+hzEPPdhlV5IEWK/VSVUaCGhjFYZ7j7xY6mXFD59/NI9PHjmj2WbD2DelGFS1cBKA0XXlpGPMSjNg9LSM5Ty2ZQEyvreShsaMFFnTL9NMlOV9bvP8/dWCdMwuT9m+YRS74OevGBp89a1HJgHZW7eh7xj+2q3bgy/W49lpg20GdUPuo61kRgQhGa0oF4CghlFP81dtY31H0u/HQ9bKzOxUDZ35TZExcSzgbJk2gVHNhQpRqklNLkjBCsB4sDpm7AwM0KvDh7sce6Vd/r+SZAgMcz7ZQhuP/Zh7RxFKFM7RvvIuL9t03p53jc0KQf6mplwtVAXC2W86AlHWfBFGU5pQR6O676fzGxMHj57xdpFqnrf3K1WsatAOtlbsRvxzC8YUxdtxvQJ/dDCrZZUGz5/1Ta2uNGvi+yFiaoALfSQoCUIZUL/L5j+U1VJAzmZTB1bNMQLf9lG+jTOoFRawauTBDOa7yUkpYj3F1UoE6CItL+XfgXfwFDEJyTDxtIM9tbSC4FViXLrWcapmpCZ/7Ud0tUbjyzfjMHfT0VSdBzCsoNhU0tUijc/SARoP24QIoJCsWfBGmTnY2pJopZ9g1r5HvP7vqKB+rbbvph36A6Wn36EuBSR8eXiL/sD1aSNLnWtLNB201pc//xrJphdGv0/ZlCZ+j6KCWWtN6xGtIZyVAjqFFf+eRB3PH2ZUPb9tBGsDLF7fWe2wkGm/0v/2M9WDWRVHS0LaGJJ4h1VKZMFTXZ4VIZyIaEgMTUDWTGRSM6KQFVGGf6Ykt6YFY3y5ndJbdjdg2dwc/cJUYXLDzg3dUWfmZOgYygaIL6864nDv/yBFoN7oM+sT3Fly0F4nrmKrA/tiKq6GjqMH4SmA7ux70fFojoS/Ekwy0GDuvbY9SIFPmHxcDHTLbb3oJ62FksVDH4bibkrt2LJN2Ohq62F+Wu2IzQsiqWoGOrrFMrLsqr6Lx6/cBdUxFLen9P+UzfRrbU73kZEYf7qHWJPHfrdxCUks9RM8uKcM3kw7j31YyvuJFZSVEX3to3hWsdB5C+KHBb1/WLzv9CdOAkqGlpoaKGGZhlhiHzmh4uHbqDjpKGsUnZVoDy1A5XRG5MvynBKExo3k+BRlDS8gkIpmRRBtnzzAcz+3yBYGWuyhaP5a3awhaLzNz3RuZUba5spyqy8zDlKC3V1Nfa5kJWMZOq/YPpPn40gPOamU0s3nLz8ACHvIqWqOrOADjVVTBzSWbzt/pOX7HuQjJ4mH+jieovRb6iuM1/gY99lsT5JDkfJQtnOuSuRmZbOqlL2/Go8zm7cgaDH3ti7YA2iwyKRlZaB0cu+hZVLwSuvmNpYwq5+TRapEB8Rjfj30czQPDfuPdtD1yj/SIPcgplYKOvugrF9W2L7nbd5XiMIZpfG/A/psR/DWqnCi6GzE6KV5B1G59bSvQ5bTZr/5TAmlBFudR3xw7SRWLxhD1o2rlOuOi2aVFIYMq2yyIoMoXPtKSevn1N0oayhhTqaZYVX+giK0vDHlOWNWdEoL36XPhfv4OmRvN6SAQ+9sPXbpegyaxIbLL567scWQCjdPiY2Fg16t4d+DSvc+HMfstIzYGJvDeO6DggMzOUp+CwYlr7e6N+kDfa+iMbbiPeooVt878HJQ9piw+6LeBcZhykLN7Ft1J4ZG+rii2HtkZoYi8DEWJRnyoP/IqVgKhLtIqPjcP7abWw/dgvxSamwrmaMqSM7ISUtAxt2XWRRDbOXbcHUUZ1haaSD0T1FfbWIHAQFiewdaAzgN28xUoNCoB7wGm1XzEP92AA8v/sY57aeR/Trdwh//QYdp48tV/1llWgHKqE3ptKKlmVR9GROuRG3K7Nwr2wq27V9MbIn0tLScfXec6z48xB6tm2Im4/9EROfxNLkTY30MWL6StYP0n2K+KVMl+JGt1Wk747ELXsrc5kLZQ42FnIX0DTV1bD0m7H458B5XLn7TBxpXdPRBp8M7YqaNWzYaykwYsWfB5lA1rpJXRYkQc+n7CJaFGrjUa/Erq0ikN+1qdCyXAFqf3CxjFNoEt7H4PrOo+j62UhoaJO5soi0pBRW0bL7l2OgZywdZh4bFgkjS3O5g06qhrlv4VomlJHHTGZ6Bq5vP4I+Mybi+JotCPX2Z88zsbEokKAlCR1v8IIv2R9LclwC9i9ch8jgNyz1LCdHFBHSoHMrdJk8olDH1VCXbvA18+kA1PV08pQ81jRUvp9Cx5auLJKM/FskIcHsr1+miUN3BTJTUvDst82o+9lEaBl/XEXPycqC12+b4TS0P/TtbFGSTBjcma1IPXr2iqX+ZedksxLXtLIxe/JgWFuYluj7VzWhbFQ9XeiEh1R6oay0/DElvTErGuXJ75IiyY6cuylzHw38YkPDkf0+Hi4t3ZnHpZmZKS7+uQcvzt5EamQs3voGMKGMFkeG/TgdmjryPVM0Xz3DGJc6OBCSg+CkFLSrW73YFgYr5tTA1B83swgngeWzJ8C6mqj9okqN0bEJcK5uLfW61LR0+Ae/Q4NaBV8Eqqz+i9psTJGg8DkmptWQkZXNVuuXzBzDKngRy+zssWDNdmRm5cDC0lr8ucsjfuo0BP+wCJk+PvD7Zi5qTR6Eq3uvMaGMIhj7zZgEC8eqsbJentqBiuiNWXpFywJZ5GV5EbdLCn5tFYP+HRoiMTERD72DceLqE7atmok+It7HIiwiRrwAHh2XiP8OXYSn90tWbCz3XDAyJgEZGVmIiktEfWcbcT9EVY7Do+KZvYyjbTVoaRZNtsjMymLvWdy2rbS/u37tGqBLs1qIjkuCrrYmTI1oXpfOirO9ConAxt2XWNvtXrc6Bnd2Y04pycnJuOcVgFV/H0ZCfAzqOEqPN6rC77Kg10b2febOJpVDLLt06VJZnwLnA9Tw7f/xN4T5BzMBbOjCr5hgRkLZfzN+RlTIO7bviy3LxI3hO79A7Jq3CvU7tkD3KWNkCmbaerroPnUsPM9cQ4+pY5nJf/SbcBxeuknsk6RnZoSRS2fBMJ8BsDzBjNDU1sKnf/yE4Cc+ePPCn22v2cIdpraWhfoMKPXyn+svRMdWVUFmdg7mnPIDat0HjPMKS+kJCbg5dTZSI6WrxVz/bAZa/74ayia3UCaQWygjHi1eidBzlxD1xIsVICDBjISyB4uWIuT0Bby9ch1d92+FmubHssZFhVItbz/yYcKYoYEu2jSpx86J0jAXfTUKT30Cce3ecySlpDLz0G5t3WFmXPUMWkuKpPQsjGtlB5Vrp5FiYF/phbLS8seU5Y1Z0SgPfpcUXZwukU6QG1rg8L/riTqtRZGmzQd2Y/3Jhc27EfhI5ElJQtmIxTMUCmVEplF16If6Yoh9bezwV8XTd/FoXL2YoryKiozoWFHaRGx8Er7/decH/7IxqO1kKxbKfv59H7xfvsbcL4YWqsx7ZfRfpOuntBXJ1BMBGjpUt6mG5o1qMXN/CzNjVp1LwM7aHL/MGs/uU2RDfhUvc2rUwIh1c3Hoq5/x5uUbbP52PdtHQhlFsFcVoay8tQMV0Ruz9IqWObKK7OVF3K7Mwr2yqazXNnGoER7+uFn8WEVVjbXfQuEVSTx9XiOma2s0afCxImdYZAw2bT6OhKRU5k/coXkD5oNGqYW//rqDRQvT8RrUqo4fpo5gaff5EREVy/qHGw+8ceDMLQSEhLGxQn0Xe4wb2KnQ1i7l8buzsbXH1UevYKing5mTBogj9uZOccKGbSfwLjIGHVo1hY62ZoW7NmWR37WxyDLEVg6xjFN+oMam6+ejsPf7NQjyfMGEs36zJ+PQzxuZUEaQiHb34Fm0GNJDLJSRmBYRGMoixjS0ZP/h1mvXDHXbNmXvMXr5bPw+cY7IfyZH5CfWcfo4GJoXP8KIju/QqC67FRZBKPv7g1C2qF9TjG5RC4uPP2ApmXPWHsSAfp3hbtc6j1AW8/wF8yij1EtNQ0Oxh9mNKTNRY+7XgKOTwqoqdz190b65dBVLWlG4cscLHVu4FqnCDVHnf+MR+fAx4vxesXNpvWEVvH7dyIQyFTU1NJz+hVKEMhLClv5xgJlQUqNOnd9fe85h7IAOGNqrDTv/RvWc2I3D4VQ9BL8x+eSwPkQSu7ouUo+tXWpIRTwrIsPAHnqvfTDYzgEn36czAcXdrmjl6QUz//jEFCb+Uz9DA3/yMCPTf1NjA+jrabPqvz/8uoMJZjVsq+Gn9XtE1bK0NdkCQlWHDPhPXXnARMTcghnNvUb368A+25oONjJfn59IRtD3nJ2RhiF2OdDPyUb/uV+wBTqBoYu+qpJCGacCFC1To+mdSrkRt0sKfm0VAxKyvl+7U2qbZAVFWdd++e5TNHX76KVmaKgHEyMDvI8RRRRTGmFGZjZbVA9+89FTlzJMtLQ0853rnL/hiY3bTzDLmev3vcUBGjR/e/byNeas/I/5Njd1VexRXd6/Ox0dLXYd6mpqUqmtdH5fTezHIvW0tfIXFsvjtSkbedemgoKlnlbOT4VTotjXr4nhi2dCU0eLCWa/jZrB0iS19fXQqGc79hyqZklRYYJQRqv9w3/6Wq5QJiA0arnN+KmRk+UzVtqwFb2oRLFQNqZlbbGH2QQPUaTA+yhplTo14j2SQt+IhTLjWi5iDzM9Oxtm9J8eHin/PbOymdcY5aDvP3VD4lyy8dt/x/HrlqPYvPt0ka/J0LEGOxctMxMmmJ3qNlAslDVbuhC2nUTfaXF4FxmNRet2s5Bq4ZqEymVbD13CxZui8G0Oh1N1ocqWFD0mD2ozbCXEsbe+gdg9f5XUc+4fvYCr2w7L9D+URbqBHRLv3MSn1eLh6mDEhJSiCmU0uK9maoiNP36OLcu/YmmClH5CghmlX/44fTTq1bRHUkoa5iz/F2NmrhYLZaxaFjfThbmpoShqzFRatNTW0sS0cX3QqknhF7nkCmUhvkhQMcP1XEWFrvx7EOkSxSU4HA6Hk1coo4Iq1P852Flg8bSBaFRXcQE2GvNHx4rmUAL6utpYPHOM1ALIzYfeUkIZZZlMHdunQEEBPgGhrIoyCWVE7rEAPVz77zGxD1hFhqLsZHnAUYRwYYQyjmK4WMYpsmA2cN4UqW1DF05Dr68moM3ofuzxi2v3REJZPRfmH6Olq1OgY8eFv8fO71awKAMS1+hGQtnl33YgNlw6jbEsSgGvG9kGf4/vyIQyARLMFnV1xl8Lx6Fbl1ZsW0JiCpsg6Ts6MJFMEMoEBMGs5Zql0K9fR+57UkPYsLbIy4aEJRLMBKHs4q0nrPNoWLt46XQkmLXZKJ0O2ui7GUoRyogTlx4wzwB5E9g9J68VeHLL4XAqJ/qmxqjXvplMwUxFVYX1IQ07t5ISyoTFmFmHfkeXz0ayfbf2nCiUYJZqYIGEgNfwiPNHA3NVPHodzfz9CkpKajqSU9OYUEZCD62AGxno4ZdZY5lglpqewRYKSBQjwYw8y2gwTxHDRI92jfH33nOYPH8Dq1ZMUbhVGZca1ti85Et0bNkQI/u2Y76VO9bMRPd2jdn+45fu4YV/SJGEMhJEJYWy3fNX451fEDT1dNBj2jj2G3vt5csizWQJZhQhf2bjdmybtZRF1ntfu4eszPwiIjkcDqdysevY1Q9CmSV+njGGpQNOHdNb4WtIxJEV/SsIZpbmeSO7u7RuVGChjPhyTG84V5ddZVKAfEU9XyinsBqn8sPTMDlFgiYoN3cfl9pGpv/kYVazmRtu7Dwm3k5RZxR9Rp5lrUf2hbGleb5CWWzYe2bmP3rZbDZJ2jF7BWLehmPXdysxZsUchccoaahKSYc6trJTVFvWw6Jdd7Fr+2G2ukGYmxhiUPeW6NOpWZ7XkGCmXc0ciflUwxzRRyRa7ThyhQlmdCMEA/yCVDxRBHmU+W3dJbUtYP9h2HRsK2X6X1QePfeX6UEj8C4iBlGxCeyz4nDKCu6PWfb0nDYOCVExeP3Ul4XNk95FiyUkYgxfPAPaH8zc/W4/EgtlgkdZswFd2T7yMPO58QAth/SEll7BFmlULGsg4OoDWJoaI93JFb6pooIYtSzy90ykwf/Sb8exyleSxUgEwSwyKg4uH1bNKXg696D/8Lk7LLGKWsiwyFjcfPgCo/q1Z7eqyuFzt3H5thdLX106axyLLCOOnLuDv/edg46WJjb+9AUszIwKXNjEzcmECaJU2CTdojr2fbuMWUWQR1nbKSPQqG0LWDraY8+CNUwwO7RkI4b/NEMc8f7g+EWc+30nVOh3mZXNxiYv73iKfoM/z2SeqBwOh1MVmD6hLxO5xgzoCANdbURFAhbmxvBo4IIHz0RF2XJDC/20OCRzX1a2zHlCZmYWcljvWDCxjPpXilIjnzJF62W5I9w4HHlwsYxTaGiCsveHX8Wpl23H9MfVrQdZSuaOOSsQFSryLpOEfGaenr8Jv1uPMH7tApjayDbUp5Xc9JQ0sVAmmPmPWvYttn7zC6uWpsgAuqw5d/s5tm47LFXE4H1MPP7cc5aZFn8xuleRj02CGUVK7Dx6VbxNWUKZYOZPqZdUFfPV3oNiDzPB9L945N/JyauUyuFwqg4kelHbT0VYfG4+QGZaBmxqO7LFFsno5PbjB7FINNeuraXM/Ekw09bTgVOTBgUWyt489cW5X/5E7DtROryquhpsu3VA/KiJ8AMKJJjZWprJ3E6CGd0I8uEij7KXQW+ZaEYIg3lhTC+UOKdVe6pgXL9mdVRFKJrg8h0vloozd9U2Jpjdf/qSCWVE/67NWSRfQYWyhhbqYqFMKGzSfHAPxIZtx7CfvkZijig6zLauMxO+Dixej2YDRAUkCCpcREIZQUIZ+//DxI6KBV359wC6fTG6hD4NTmWCL8pwKgO0gPHlWFEkWbZESuOUsb3x7dItLOpMMPknAYuEMIoUruVoKzPSa/7q7YiMzut3duWuF+svv57Uv8DVLK2qmXzsVOVgaV78QABO1YCLZZxCQSv8+xatEwtlo5bOgpVLDXYTpTMEKnxtalIKLv65B0MXTZf5nGo1bJm5P02KJKteGpgZo+P0MahmYgoLx8JVMSktqCLm/N+OsPZZVvrPycsP0KNdEzjaF7zyZu4VGYo6kORdRDSKy+Nla/N4lFFEGRUgEAlm36DDf78Xy+Tfo6EL8y2TWeGMIjOszGAqo1InR3nQpJH+BjNjo8GdDDjlmYIUYaHnePTrLHOfa9c2BX4vv9uPcfOvA1LbyDMz9MxlGAWHQmXhYiaYSVIQ8Sw3glAmeJTNnzIMi9btYumYsqBJARndl6RYRgUIqBhBbjIys1iUnCwvlNKCKjov+WYsm0CRYPbZgo3ifSP6tMXo/iKj/4IKZc2ywqWEMqJ2q8ZwalwfapoaSAz4OHYhwWzKluVShSIeHr/EIh0lJ4UCJJp5nrmODhOH8OgyDodTpaFo398WTsaJS/fZgkdyShqca1ihX+fmaOr60dg/t1AWFBou3tappSsrhuMfLAq+oOMQBRXMqpkaydXKqG8jb8wGtSp/NXiOcuBiGadQkJeMR78urPIlrb6SSCZ4mDl7NITvzYdsgJmRlv5xyVwCmqy/vPcUyXEJ0DUykCuYyULHyAAWDuVTKCPuBMci8kM1F1lQA3/p9hN8Yt+t0MfO7VFGPjiBIeHidEyqJllUqvfsgjcXLqPx97PFHmWC6f/1z2egRp/uxa6G2bujB85ce4T0jMy8ZpsAW23ikWUlh+SkUSc8BIlJWVAr/Hyfw6lUUH908a+9cvfFPvdFx7eeyOnaV2rf45fh0NNUK5RoRr5m5GEpmPnramvJFcqENl/S4FiSt+HROHn5PqvsRbYAVPWrWxt36Bcwko4gDzWqytmorhNGS6R7klC2bNN+FjUw85MBBV7JV0T4+1hcveuFuMRk2FmZo32zBtDV0SqwYEaFEATaNq2vFKFMgMYrQjRf7u2SUGSZLKFMIDM9nVUCL89jFA6Hw5GE+pjLt5+yttm6mgmL6KXU9+JC0dTUTtOtIIs2KalprG+kflIw8ycf0O/X7GAiGvWHJKpRqmZ+fdKj56+w7r+PVkDUV0jOOyh9ftanAwvsgcbhcLGMU2jqtvWAU5P6eQz7B879Ajf3HIf31XtMTJNLTg6SYuPlimUVlehkkVmzPKippsa+uEKZkHq558Q1sYdZcQQz88Zu6H5sNzQNpL8PEsy6HtiaZ3tRsDI3YRPEpb/vR2xCEuvs6Lqo5PGEwZ3RoXnDYr8HR76pNU38R9XThcbTu0gxsJc5aeRwqhrhASHMJ1MeNKj22X0Yo9wdmb+kQJa5KrwiMgrsaUaYGOkz8//I6HjUdrJlwpkiaIAvpG9KctfTlxUBoPQWIVLXJ+ANjpy/ixVzJojSTwrAw2f+8At8y240kWjtWp0JZSv+Ooi7nn7QUFfD4O6t4JSPUbIi6Lg7jlzG3pM3WN9FK/okEFIxg9mTB6F5o49FcuRx5UNEgcDzl6+ZWGhrJTvtVVIoE9o8tjhQiDaPRLGAh154fuUus52gaHY1TTWR4ZwCE5yCFjHicDicsoTa5n/2nceR83egqqoq8sz8YPMybXwfJpqVZiQaeX6mpWfifXQc3Oo6sf5CMP1/ExaF9IwM1HaykxkJnZtTlx+whflmbrXQt3NTHLtwD898g1mRMerjathUQ21nvqjBKThcLOMUCVmDQkpRaDu6P1uBjX4Tzibo8qLTyGumsuFopnigTB2RPF8bRahARTTRyGXmL2n6X9x0GXmCmDKEMgFKJ/pv5de49/Ql3oS9h4G+Llo3rgsDfT7BKOnUS2HSmGFgX9anxOGUG9JTFPtfUnpdSroKi0qim0AzJ3vAwrLQghmt2Aur9vR/g1o14O3/WmZ6OvUXlIoiSXxiMpZtPpgnIo2eGxufiOWbD7LKye71nOBe31nqOUfP34GerrZ4EkTRXXHxScxPc//pm4iKikZi2kPceyISyr6fNqLAQllGRiZ+23YC/To3Y8bKAmeuPmRCGUHXmP0hMSY9PQO//LEf6xd+huo21eQeVzDzJ3q0b8IqYEp6mMkSzGhxIDsjjVW81Hjqxdq8wkTRUlT8/kW/IcjTm41VqP189cBLFJkgRygjYdOqpgOMLArfv3M4HE5pQ5keJJQRUpG1OTksKktPRxuhYe9Zn2NrZY52zeqzaOiSwsJMNCe0t5Yu3kaCGS0uFYZvJw9iBWIG92jN+jL3es7iPujAmZvo1cFDKRHTnKoDF8s4Sse9Z3tWIUoWNPikyDQdGSvmFZ0Glvqo52yNFwFUgSXvoJpW1bu0KfxqDYlk08b1ZX5nuTsNEswojaZOBVklUVdXQ6vGdcr6NKoUjWpbw0wlAhE89ZLDkcLM3losiMiC9lk518gTlZQYEIRmTiiSYCbJp8O7Yfayf5GJLCnBjPoKauvbNWsg9XyKLqbKYLKg11PhALqRV8z3U4eLBTNBdKLAKPLMdK5uzbb369Kc/U+C2aV7L9h9QShrnEtsUwRFOVMqzz1PX/z8zVgmmFG6zJYDF2Q+X+TrCRy7eA9TPxhE5+b01YdioUzwKBO8bQTBbM28T5j3jCyhTD/Et0iLA5f/PYDgJ6LPQvhdSP0+ckeX0WMVFXT6ZFih34vD4XBKG5qfHDxzS8EzVLDk932sH6L5hxANPOezwTI9x8obWpoa4mACSehahhXDsoZTdeHSKkfpODd1hVv3tuy+pK8ITTzIqL/z/4ajMkLXum72COhoa0nlwtMKBn0MX03oC7MiegHQ8eStrlQUoYzD4XDKE3rGhqjXvplC/yv3Xh/9vARIPKNIM/LCoqhNSvkjwaywuNSwxorvJsKtjqN4G3mF9e3SjKWfkHAlScjb92wCowjn6lYsBWXxhr14/PyVVHTWsN5t4WQvHS3Ws4OH1GMHO0sWmVYYBvdsjXou9khKScOC1dvhF/iGRSeQ/4w8KJrB0ztA7n7X2g4s+k7SzF/wMCPPTqoUamKsr1ShjCINPU9flbnYJYxhzGwtWRS9gIWDLUb+8g1quOafUsrhcDhlTUJSCsIiY+TuF9o/SvUXopjT0tOxZONeFm3G4VQ1eGQZR+nQoLbX9Amo3rA2Hhy9gPchb6GlpwvXLq3RdEBXNkGprNSsYYmpU0Yj2McXNx6+YJOWBjWrsxV8yfQUDofD4ZQ9XT8fhbf+QYgJCWMeZZR6SaII0e/b/8HE+qNXWW7BLCUZLL15lGtz7PJOZoKNu51xoQUzEsYo3YWqhpFAJM+XRU83/zQYWlE/f9OTpVN+/+tO8fbhfdpiTC5jfMHMXxKKTNt++DLGDuxY4KIrlJ6z6OtRWLR2F7z9QzBzyT8Fep2iVBhKsaQ0TUN9HanzIMFs+ezx0NHREr+ePndXByO4pIQXWSgjyD4iM12+9yhFmGnp6+KrXWsR8zYc2vq6MLW14sVpOBxOhYEyPAoL6WcU/Hz84j18MbpXiZwXh1Ne4WIZp0SgwWPDzq3YraqQmpQFfd8naN3QBQYGehg7sFNZn1KlJyYuEU99g1heT/1a1WFuUnmFWA6Ho3xI8Og0cwIy3kXD5/p9pCWnwrpmDbj37AATG9lCmSQkzJBgNti+Ng6EqhRJMCMM9XXZTRHkM3b4nMhnRhbk7+LR0IXdBn7xi3g7RSXLE8oEM/9PB7dDJjTw195z2HdK5DNWaMFs+igMm7ZcvM1AT4dV3ZRpS6CqghbuiqOxjAx05Zr3AynibW5OJvCI82fRfhnFKF6SuwJmHlRUoKWjDV1DfXbjcDiciga11Q1qVYf3yxAWPVZQ8osG5nAqK1ws43CUhCg1JwgeTkC2uSUevY6GvrZGkbxsOPkbSm/ecwbnrj8We/3QpK5zK1e26kWeBRwOh1MQ1NTVULN9MzTo2KJIryfBjCKahjDBLK3Igll+uDjYMNN/8geTNcX53/Du0NBQZ6mXkgSGhLNJjqTpP1WZFISyBV8Og7GOChwdnVg7KjL9v8H8Jek9CwIJYv8dvCi1jSKr5fl3amtqonfHpigMQqrl6IZGMFNJE29PDhMJZcWt8mtqa8l87KJCw2Sb+efkoG67ZsV6Dw6HwylrRvXrwPwfWRXMQryOKmeWBA+8XuLGfW9MG99XqmCZf/A75ok569OBzKJAEdTXPPMLxo0HL5CWlg5nB2t0auHKCttwOMWBi2UcTiFIio1npeTJe03WKrQgmCnD/Jkjn/XbTuDynQ8Vyj5A9y/eesp8cuZ+MbRMz4/D4VQtSkswmz6xH6wtTHD0/F0WtUXYWpqySGaqlCzpUTaoe0uEhkWxlEzyMJM0/e/S2o35z5D3V6M6jggMDJAy/dfW1iyUUPbHztM4deUB8+ecPLIHrt97zlIyhZRSEs4EyJSf2mgLM6MCX7d0lcu7rGCJJMUVyggSCjt9MpRVw8yzT1WViWn1O4g+Hw6Hw6mouNZxYIskG7adREx8ong7LZ5Q1LEsKBq4eSPlezOSBcHyTQeRkpbO3nvmJwOYYEZCGXlgUj+37fBlTB7RXe4x0tIzWFGCR89esfT8nA8FcbYduoSFX41klac5nKLCxTIOpwC8exmES//sQ/ATH/ZYQ0sTbj3aocP4QdDU0ZYpmHVoZQE1E2v4B3NDTGXyLiIal24/lTtpu/nwBauWRibQVRkhXameWhzin3gqZTLJ4XAUC2bqPt741MkeD4xc8DgoVmq/nqZasRdOaCIwsm97DOnRGu8iY6CupsbEMxJ6aAFBEMoEjzKqnrl00wGxYLZq3iRm8k/PnzikC3tu9gcTZwFBMCsoe09eFwtl0yf0Q5fWjdC5lZvYw0xXR4tV/qT22dbSDK51HKWK4Mhqu5LSpSdsuc37S6qyb83mjTDkh2k4v3k34sI/9N0qKqjZohF6ThuXf6omh8PhVABI+PJoWBNevkGIiU+CjYUpIqPjsGzTgTzPpfaaooH7FDIauCCQ/cA3nw7E0k37cfXeM7atf9fm+OHXnUwooyJm1Jcp4q89Z+H5XLTgkyVRvTg1LQOL1u3CP8u+gpGBHiob1Kf6BITiVXAYdLQ00dStZr52DpzCw8UyDicf3vkFYtusZcjO+rgynpGWjofHL+GtbwDGLJ8DdZ72V2rcf/qSTfTkVSyjTp0mhlVZLJOOwvAqsuE1h8Mpejp+/Tr2UDc2Fe/bej0Qj0OzlBJxRumW1W2qSW1r6lqTFZJp3MBZ7FFGz5v7+RAmmOnpaClsFyn6y//VO+ZN41zdusDpK13buOPKnWcY0rMVE8pym/5T9FqvXFU38xP5yYfMzerj5CYpMKBY5v2FoVZLd9Rs7oZ3L4ORlpwMc3sbGJiblPj7cjgcTmlCEVyNJKofk7/l1HF98Pfes0xoogUQGmqTH/C8L4ayqODiEBEViws3nzBRzszYgC2qWFuYMv/KuZ8PFQtmgmhGQtlPX49mCy6KItOoqI0s/zWaJ6SlZ+L8DU8M6dkalQmqaPrL7/sQEBIu/p7o+xzWqw1G9WvPC88oES6WcTj5cOGvvcjOymJV0nJXxnrrEwDvq/fg2rVyNcLlhYCQMBw4fRO3H/siKysLtZ3sYMOiKGRbyhAqUEFmluww8qomlJXW5JLD4eQVzLTD30ptL+kUTTL4XzZ7PEt9lBwoM8Hsi6FsIUFWBUqWwn7HGxfvHkRSSpo4HadXRw9MGNyF3VcETXrWL5zM3kcSEsyWfDM2z/b8hLJR9XSh8fQa4Pdxn3pSVrHM+wsLpV3a1HYstffjcDic8kCPdo1ZMZl7T/2QkJgCO6v8o4GJ5NR07D5+DRdueSI+MYVFPJMvZbe27qzfOXrhLv7ee46N32mcnoMc7DlxHWMHdGSR0CSYkdBDxxBY9NVIhUKZME/IyhUdnbt/e+EfgspEalo6vlu5FdGxohRaYT5EnwN9fjramhjUveoU2CtpuFjG4SggMToWIc8kRuy5oAmJ18VbXCwrASg0nMKwycBfCKv2fRWab6dHz63rUrUFovFtHaFy7TQXyjicMhTMqGajJLk9zZSdoknIK26iSPDafeIajl3xlNpG3jHHLtxjFYdnTx6c7/vKE8QKKpQpioaNj4zG00s3EP32PHSNDNCwUytYOlcv0HE5HA6HI4LG0+9j4tiycjVTQ7nRRyS2kGBWUCi6a822s4iKSRRHeAWHRmDj9pPMR6xbO3eWKkmIdn9c7d5+5DJsrcxgVc0Exy/ekzoueWEKHmby0FBX3MdQQRnBO7OyQAV63kfHy92/9+QN9O3UrMD9L0cx/FPkcBSQkpCkcD+tWKTEJ5Ta+VSlDv3XLUeRmZUtlW4pGWYtKxWTKvXYW5vBrQ6PCOBwOMot7pIUEwc9EyPoGRsWuwiAnuNH8/wnYUl4EhBTJsVgaJJz4PQtmfuofb127zmG9mwDR3vLMomGfXr+Jk6u/Vf8mOZ29w6dQ+PeHdF9ymgWAcbhcDgc+VBbfvb6Y+w7eR0RUSSWgUV+kf8lVVguLruOXZUSyth7fvj/9mMfvAmPYpFpQvV6SWgsv/PoFbYwI3iUUdr+uv+OidMxFQlmtRxtYaCvw6LgZEHn1Nxd+YUJypIHXv4KM2ySklPxMugt6tXki0rKgItlHI4CDKuZQk1DHVkSlbwkUVX7f3v3AhdVnf4P/DMMIFcBFfCCgoTiDW+RmLeszGq1Tcus1DTXams3+/0q183LZplbP+2222a5Zf1+uZrZzd0umv/V3C5aZqVomiiiCJkDXgBhuM7M//V8ZYhBhosOzJxzPu/Xa17AmYE5Z5g533Oe832exw/R8V1afb30Tto/Owd0d1eKwkODUVhsPTeAOs7NKOvYIRKLHpjCXH0i8ogzP+dh89/X4tA3e84dmZpM6Dl0IMb89nZExna44CYAppyMmmWpsZ3Rt09XvLnf2uoBM6kB2VDaulyA2Pbd/hYLljUUKJN6oR89/7rLGYHzu+8/3op2cR0xZMI1LbJeRER68dZHn2PNvz5zWfZz3hk899o/UXTWigljh17w35ZZyJu3p9dbM0zI8XjOzyfd1hmW5XJ/3RplksbvrGHWPiocv7nlGrezpqVGp8xCq0sCdHEdO2D44N7QE6kr6i5QVvOYxh5ATcZgGVED2oQEI2XMcKRv+kLVKKtLuogNHn+VV9ZNz06dcT+92Dn4XjagJy4flIzv9x1Wg4YUkR46MLnB6dpERE0l6X9vPPjnczOMnQeeDgcO7UhH7o+HMevFRQhvH3XRKZqVViBgzw5M6Z+GNXsLVRMAdzyVrulUXl43WdSVXHeQQs8Xqm66aV39EyKQVGqpt77iN//897nZCLb6D/p3vPcJLvv11ZxdRkTkxqmCsy51wOp64/0tGDN8AMJCgy/o7xeXlKrmMO5IMKyxy9dyTN8rsQser1XM31n0f9X6Txvt0CzNbWS2lZwP1K5fJlkmMitNb+mI/ZITsHNvptsApJRjSOzWsdXXS6/09e4hagFXzbpFdb3My8o5d+bgcKgZZRIoGzV9Irr27eHtVdSdxjruSGHQmPYRqvW13IiIPO2rdzaoQFndCyXyc2lRMb5+ZyOuuXeKR55LAkUSMKubolmXJztqikviOzV4v5x4JCU0/JiGAmUSDKvd1bKugIx0FGfl1Fu8P2ffITXOunP25BmVHhvWzvPNEoiI9ODLnfsanIUkM8O2f39AFeK/ENI1WWZ3yd+pj5w2SSZIibW8pv5w3dnLcqH7j7+9+byL3RIwk0BYQxfB1330BVb/a6tqGmCqbkIgj585aQyC2gTi2PF8REWEufzOzj0HUVxShis9kILqDdcMH6hSaq2l5efNIJPX+4arLlMz88gzGCwjakRQaAhmPLdAFfL/Yct2dZIUk9gVl46/Ct1SGKhpCX17xKtgWP7ponqvnMgyaTlNRNRSftjyVb0zioUslzHBU8Gy2jXNUCtFsy5Pd9Ts2b0zkuI7IevYifMOuiXdvW1YSLNTWJxdLVNi/JFamImqg65dQWsrLrGpmXb18XfTrKA2c0DjjyEiMqqiklI1Q9fmZoau3He2pP56X7Vnpx3NtagZS70v6eoSvJLi+dIM4NOv9tSb+ieLxl81RHW2l2P3urWHJb41edwItwGxhgJl/9mxVzUIUM+j6rE4ai7ySOdN0SbQH4seuF119HQGyv780juw2WxoH9UW/Xu1XpdlT5EabUsemobH/roWBWdL1GukXlu7A1cO7Y9pE6709irqCoNlRE0Q0CYQg381Wt2aynoiD46ItiipcJ9SQ3A7eMvU6T89t1pdiXIWBXUWCJ056RrEduBsAnf1f0qOZMH1OhoRNYcceFaUljX4mMbuvxCNdbBtqKNmQ9ylb8rJyrx7J2Hu/7yOU4UlNY1T5Op0YJtA3Hb7DfjBcq49fVNJIFECZUNsFjVrzF0wTJgbyCjtNSIVX729od6Apaxnl96XIDjc/aw1IiKjk5pdtVMT65Jj6riO7d2mWEpHyy+/+7HmwnVEeChmTroaY4YPrHnc1BtHqyDUWWuZSxF/2U+nJMfjll+NwKA+iXh25T9x4uSZmvs7RIXjv2feqC7YNJesz9sff+m20L1c7IlsG4rThcV4/IW1KmBWXlGpAmVVVTYMv7Q3+iRpt2N8UkJn/O+y/1KzAg8f+1l1MB02uDfiu8R4e9V0h8EyohYgJwfFWUeRmgggIQnfZ51GWFBAq3c607J+PePx/J/uxrsbtqluOnIVKPmSONx87TAMGdDT26vncxoqlE1EzSMH+VJA/lTuz7W73Nd+ANrHXVh64sVw11GzIY1124xuF4FH7hqHnHwrvt13GEXWCsR17YQ7bhyK4Zc0v4lBVcFpBFtysPv9zeg6bDiCHQ5k7zmA3Z98rhom+AcEIOXq4Rhw7YgGm7Gk3nAVdm34D8qKra4Bs+pfGXXHxGavGxGRkUhQ6O9rN6o0yPM6yEtAKSIMqSnnl5ORgNLC51YjK+eEy+8Vni3BX/73A7XvdmZ4tI8Mx5w7r8PXP+Rgy1d7UFZegXaRYRh/5WWYOPZylabZO6krXn3qfuw7dAz5pwpV0f5+PRPURfALUVpWoVIs3ZEZbHKxPTUlSdUzm//MP1xekz/cfRP8/c3QMqnFdkVaP3WjlsNgGVErBMzsMbHYm1fZ6p3OtC6hSwzm3M0TosYwUEbkeZfdOAafvPjLAbYLhwOXeakTY30dNRsi3TYbG4MklUZmCiT06lGTQjmk6idUfb6z2esniZE7P92DD195HzEfbkfHHgmqSY5JUkWqZzjk/HAQh77+Hjf/abaqAVofqUV2x9OP4IOnX8WJzOxflkdF4rrZdyBhoL46nBEReZrs2+ffNxmP/fVN1fm4dqaGpFUu+N0t9aY6fr07A5nZP7v9u//33haMTkup+d22YcH47e3X4d6p16PKZlcBsrokwCYXwj2hKV3vzWYz5v9uMm6678maZbKeegiUUethsIwUW1UVTuXITtGEDt06wc/MnYgnA2ajh8XALywKe44WenuVSGfk5HdAj1j0MReqAuEMlBF5xqDrr1BF5vdt/Vp1XJTZTc6v/a4ehgFjR3ht3ep21GxIWdZRDA49jpT+aXhzv1XtM2qTkydLiQOV+cWwVlS5TaGUGV5frv0AV0y/SZUmcLJVVuE/b7yPy2+5HiER5wJxsQP9ENz237Bk5aibcAbKnKSr6HcffaqCku506NYZv/nbIlgOH8Opn06ov9+tX7LbABsREbmSulwvLb4PH326U3WMVB3l+/fAuCtT1czi+mz//kc186y+OmTiTGExDh79SdUwq03+dn2BMk+TtEOZrZZxOLfedTT7+eHyQclI/zHLZbkUxd+feaymhhlRYxgsMziZWvvN+5uw/e0NqnC9CI1si2G3jUeqtGRvQuSemqC4AAO6dGKwjFpMe1M58qRYNicuEnmEBMZ+/Ye70eeKIWpmVKHlFCJi22PgdVfgkstSNDM+OgNrEky/uWsyMoOjXB/gcKBTBBAWFoa+wRUqhbJuoEyOFd5b8iKy0w8g/+hPmPTobBUwk0DZ+0++hENf71azxWY8v0C9LtHxXTD1f/6A137/GOw293U7d/7z3w0Gy5xiL+mmbkRE1Hwdo6Nw161jm/z48vJKt4GymsdUNPWSTcuYcsMo/On5NectlyCf2d8P3eNiVY0yIeVbKiursGt/Vk0NMwbMqCkYLDO4ra+/i6/f3eiyTFqx/3vFmyg9W4xR0yZ4bd2IiIi8SQI/PdIGqpvWOeudDYRr+qbD7sCZggJERUbC5GdCaXjX84ryy+swcuqNOJ5xBEe+34d3F/8NN83/HT545lUVKJPOlaPumOASQJSAmcwAayhYVnAiX81sN/vzcJSIyFckJXTCzj2H3AbM/Pz8kNAlFt40qO8l+MM9N+Glf3yMktLymuXtIsNx07WXY8XaT2qK+UvqpWzLky+9rWqYScDsyTnTkZwY59VtIN/HoxMDK8o/fV6grLZtaz/EpeOvUjPNiIiISNtqp2lXllfAknVMBcusfm0Q2jVOnQC50y0lGbcu/m+se/QvKmD27KTfq+USKJOZZomXnl9k2D8wEFUNzD4wB/iz7AMRkY8ZO3Kw6jbpqLKd1+NG6p1dkdZXdZv0tiuG9MPlg3rh2z2HUFBUgtjoSAzskwirtRxbtu9Bx+hIlxplUsNMAmYl1jJ07RTt7dUnDWCwzMB+/KLhwr1yAH3gy29VwIyIiIi0T2qubVv3MXa8+wnKraVqWUBwGwybPA7DJv9KpZ82FDC7acHvsO5Pz9csk2BZzr6D6NSzO4LDfzl5Opr+IypKz/39+siss76j0zSTzkpEZBTS4XLB7yerNEaZnSWp+BIkkxqXPbt3wX1TfwVfamIw7FLXhi/hYcH485w7EBQY4FLMXzU8+N1k1ewgJKiNF9aWtIbBMgP7+eCRJjzmaKusCxEREbW8za+uU7XCaqssLcdnb7yP8hIrrpo12e3vVljLVOplbVL4f9tbH+PHz3eqmmXB4WEqUPb2or/CbrOrFEubpGLWSeeRWWfDb7vBw1tHRESekJrSA6//zwP4f1/swuFjP6NNm0CMuLQ3Uvv3UAX0fV1YSFC9yyVgJjeipvD9dzq1mF4jUj3yGGpc0eGjNVf063YiIyIiag2FlpPY+a/Nbu/f8d4mnD15pt77pJj/qjlPorTwXDMgFw4HTh/Pw5drPlA/ymwxmS92SWoK7nrpcfQY0l8W1jw8MDgIt/35IUR1jvHEZhERUQuIigjDreNHqtlYD8+agLSByZoIlBF5is+GVYuKirB06VJs3boVdrsdo0ePxvz589G2LetneUqPoQMRGhWBkoJCnJeQbjKhbXS7emuQUPNIoeSyE0cRlpGOlJhY7M2rVAGznjFsW0hERK0nY/v3KojlrseZo/ox0g3bZbnDgX8u/TvyjuS6/+MOB3Z98jmuvvs2xPfvhTuemYcO3TqrNM1bHvsvFJ8uxNmTp1WttOiELmoGGhEREZGv8tnQ8KJFi3DgwAG88soreO2113D48GEsXLjQ26ulK5IaccuiB9AmOPi8+4JCQ3DLo7NVTRHyTMCsOCsHQ2wWpMT4o7jsXMCMiIiotVSUlqmOl+7IjLCKsrJ6lzdlpnlVeUVNHbSOSfEqUOYU1i5C1TWTumcMlBEREZGv88lIiNVqxaZNm/Doo4+iX79+6Nu3r5pVtnnzZpSX/9Iali5e5+TuGHzD+QX85apy7CXdvLJORgiYDUiMQkmFjQEzumjyPnJUnn9yS0RUV2xiN1VHzB0pFSCPqY8U45eZYmpqmhsBQW3Qxk2dGCIiIiIt8clgmbQuX7FiBXr3du1sIQViS0pKvLZeerR93cf4at3H6vsrpk/EyGk3qu+/fPMDfP3uRi+vnT4DZlWW4xiTEIaByZ28vTqkcbtyC2CvLEdSqQVF6bvV+4uIyJ1LLuuvSizU1/FSlkXEdkDi4L5uf//Sei6u1f79AWNHwM/8S+cxIiIiIq3yyZplQUFBGDVqlMuyVatWITk5Ge3atWvW35J6Z87iHDb5vtZXPbmQbcv8Zg/+83/vqe9H3TEBl986rqY2iRTp/fS1d9ChWxckpnq/bpme/ncOu0NdvZebtGBW71Hne1VnuG0tZ/dPBXBUVWBSHBCafQDl4XGyMi36ebM3MKOEiHyflFaY/Ph/Y80jy1B6tsSlQ2VweCgmP/5f9QbSnAaMHYkfv9iJnL0H1bGCk/xOZMcOGDHl1y2+DURERES6DpaVlZXBYrHUe190dDRCQkJqfl69ejU2btyIlStXNvt5jh7NljM+l2XZskynmrNtpnZhSBjaH2EdotBxSF9kZR1RyzsPTUHf02dgLTgLR2RIzXJfoIf/XWxACapOWGCx2GGx5COg+FwEIjv7XMdMPeK2efg5rX5o4++Hm+OAij27kVMZCuQfafnPm9kPETFRHn8eImo9Md3jcO/Kp7B38zYc+X4fHHCgbXwnjJ58A0LaNlxLTGqQ3fbEQ6qj5ncffYqi/FOq/tjAa0di6C3XsxYZERER6YbXgmXp6emYPn16vfctX74cY8aMUd+vWbMGS5Yswbx58zBixIhmP09CQjz8as0sk5O/+IR43bW9vdBtS1w4WxXuPW/5/d3VVeP67vPV7cvP/glfv70BB7/aBVtVlSokPOSma5E8bDB8SeDZXHToGItYhx2FVj/Etw9RAZf4+ASVgqwnMuuK2+Z5hT8V4I7Lu8D02UZUdO2HxFb6vMnMsjMefi4ian0yi2zIxLHqJvsyuSgWFPbLRcrGAmaX33K9uvnScQIREdGWbekIDPTHyMtcSwrs3p+Fo7l5mDB2qNfWjbTHa8GytLQ0ZGRkNPgY6YK5bNkyzJ07FzNmzLig55GTWGewzElO/vR24m6EbWto+3L3Z+LNeU+runaO6pmExzOysP7PL6labMNvvwG+QjqRScqKyU/en6aa7VHvVZ12H+W2eZZ6/5jkffTL+6dVPm88JyaiWhgoIyIiX/HDwWz85f/+VTM2OQNmEihb/Le3UFFZhZj2ERh2qWtddCJ3fPbsdf369SpQJjPKZs2a5e3VIR8mV7Y/fPY1NZvMGShTy+3noqSfrVqPU7kn4EsqLMdVzTIiIiIiIiK6OL2TuuLqyweomtBPv/o+vti5zyVQNmRAT1zWv4e3V5M0xCcL/BcUFGDx4sWYOHEixo0bh/z8/Jr7pMC/mZ2WqJafDhzGmeP1179zzsKR2iyj77wZvqCsxAb/E3mwmU0oLqvCwfxiBHh7pYiIiIiIiDRKMiJm33kum2jz9nQs/fu5RnZCAmXz7p2EgACfDH+Qj/LJd8u2bdtgtVrV7DK51bZlyxbExcV5bd3I95w92XgVpaL80/AV5o4JKM46iiFSaComFnvyqlBc4kB3b68YEREREXlUUVERli5diq1bt6oagaNHj8b8+fPRtm1bb68akW4DZrt/PIKTZ4pqljNQRrpJw5TZZFLPrL4bA2X6Z7fZ601RlHRLSbWsq22Hdo3+zbbRjT+m9QNmORhis2BK72CYAtqoGWZEREREpB+LFi3CgQMH8Morr6h6zIcPH8bChQu9vVpEurX3wFEUnC1xWfb17oZrpRNpJlhGxg6UffjsSmz82yqXgJkEyn74+DO8t/hFVFVUuvxO516JaNclVhU7r4/8nf7XNL+TamsFzNqbytE3sYO3V4c0YlduAeyV5Sg5kuXtVSEiIqIGSKbMpk2b8Oijj6Jfv37o27evmlW2efNmlJeXe3v1iHTHWaOsqsqG1JQkXJHWTy131jAjag7ORSSf8tOPmdj/2Y6a4vzXz54u7bbwxT/+iR83bVPLDu/cg+Thl9b8jnQ8Gf/wLLz5yNOw22wq4KaW+5nU37lixk0qmEakl0DZpDgHwnIyUBne1durRERERG5IR+kVK1agd2/X7nvSvb2kpARt2rTx2roR6U1G1k8uxfwl9VI61geYzaqGmQTMQoLb4NJ+Sd5eVdIIBsvIp3Tt1xO/nnM3PnjmVez+5HO1LCQiHNvXfay+v/qe21wCZU5xvZMw84VH8dXbG5Cx7TuVrtmpZ3cMnXQ9kocNbvXtIGqJQFn/hAikFmaiKuc4A2VEREQ+LigoCKNGjXJZtmrVKiQnJ6umZc1htzlUlz/1vQ47qju3idumLb60bd06dVAdMdsE+OOPd9+k6pfBAfz+jnEqSyn7eD56dOtUM7FCa9vnaUbeNpO8MZrQM5LBMvI5fa8cqr7WDpiJgTdfg8tuHOP296Lju+DXf7gbkJuGlP6chwFh7fCvCj8czDuLnjHh3l4l8jHyvhjQIxYj/fOQtytHpfASERGR95WVlcFiqb8re3R0NEJCQmp+Xr16NTZu3IiVK1c2+3mOHj2C6lgZsrOPQq+4bdrkK9s27VeXwc9kQm7uMZfl40f2QUWlDfl5PyNfw9vXEoy4bX4moMMlUY3+PoNl5JP6jE7DZ6veR8GJkzXLeoy6DHojQY8Sqx2OjC8x5Ypr8eYPRdiVa8OguEhvrxoRERERNSI9PR3Tp0+v977ly5djzJhzF3rXrFmDJUuWYN68eRgxovm1dBMSusNmd6iTv/j4BJXiqScyA4Tbpj163ja9b5+Rt80kM8tQ0OjfYbCMfI5Mk/1s1XqXQJn49q0NSJz/OykAAb2xVIYiKn0HJsX3wru55SrljgEzIiIiIt+WlpaGjIyGO+1JF8xly5Zh7ty5mDFjxgU9j59ZTu/ONbOSkz+pxaRH3DZt0vO26X37jLhtJjQt9ZTBMvLJQNn2tz5SP4/57e0IjQhXKZlHvtqNT178B371wAyYdBgwqwiPU0XbZ4y6Hv/4+ri3V4eIiIiILtL69etVoExmlN15550X/HfSfypElc2BAqsfCn8quOhjYV6UJSItlqYpqbA1+jiH3d7gvtJscuDKLo0/H4Nl5FNyfjjoEigbMuEa9b3d4cBHz6xE+qYv0H1QX/S5YoiX15SI9KCoqAhLly7F1q1b1ZTt0aNHY/78+Wjbtq23V42IiDSuoKAAixcvxsSJEzFu3Djk5/9SLUkK/JvNTagwXe22yzqpDvAFZ0IQGRWlvr9Q6SdK8H3WaYQFBbBWLhFpJlBWXFaJAYlRGNAxtNEJOA3tK+WY33L8p0afk8Ey8indUpIx+s6b4d8msCZQJvqOTkNeXh7sRVb01mHtMiLyjkWLFuHYsWN45ZVX1GD62GOPYeHChXjhhRe8vWpERKRx27Ztg9VqVbPL5Fbbli1bEBcX1+S/Zdr2b5hsNonAwRQZCZNUqL5AqbGdYY+Jxd68SjaXIiLNBMpSYvyRWpiJqoONZGFJN5QG9pUmkx/QvU+jz8tgGfmcYbeOq3d5fGo/JCZ2v6graVpQciQL9koT65YRtTA5gdm0aRPWrl2Lfv36qWUyq2zq1KkoLy9HmzZtvL2KRESkYTKbTG6eUBneBbDZYcmvRGh43EUV5C7LOoohiQBqBcxqY/CMiFpT3X1QXc5A2RCbBcVZOapJXkPUzLEG9pX2JoYTGCwj8iGV4V1V3bJJXZNZ6J+ohcnguWLFCvTu3dtluc1mQ0lJSZODZTIgq6Y6GmSTda/11WiMvv3C6K+B0bff116Dpp7A0MWRE83iWgEzv7Cwmvt2H8pjZ3Yi8kp6pTt9g8oRsGcHSsO7Nhoo8yQGy4h8DANmRK0jKCgIo0aNclm2atUqJCcnq1oyTXX0aLa62q9l2bINBmb07RdGfw2Mvv0+8xqY/RAR4/6EiTwfMBsc6prOlNQ1GZnBEdh1lMefRNSy5DzXXlmOqSkRCNjzeaPnyK2NwTIiHw6Y3RXbGd9GJPGAhegClZWVwWKx1HtfdHQ0QkJCan5evXo1Nm7ciJUrVzbrORIS4uGn4ZllcoIcnxAPsw67DDfG6NsvjP4aGH37fe01kJllZ7y6BsYLmFXWWeZ/YD9SE88CCUk1TQBqY4omEV1oOmVt0tVSAmWT4hxq1pg3gmGNYbCMyEfJDkNqSqQmAvYOsfj+GLsWETVXeno6pk+fXu99y5cvx5gxY9T3a9aswZIlSzBv3jyMGDGi2emcWg2WOckJ8sXUv9E6o2+/MPprYPTt95nXgGmYPjPjTB1/xsTCHNWh5r7dGT8z44GIGkynHJjcCU3hqCxDUqlFTRDxxUCZYLCMSEM1Jdi1iKh50tLSkJGR0eBjXnvtNSxbtgxz587FjBkzWm3diIiIfP34M8T/l6tBffqEYM3eQgbMiMhtt8qR/nloCuvJPFRZjvtsoEwwWEakoQMWv8Qk7Dla6O1VItKN9evXq0CZzCi78847vb06REREPnX8KZ3nnIJCzS41dUMDzS6/w4u5RMZMtyyu1a0yb/sv+4zGtGax/gvBYBmRBsiOpMqSgwHJAxgsI/KQgoICLF68GBMnTsS4ceOQn59fc58U+DebXU8CiIiIjKTuiazUN3M2oZImAKaAIJcUTWY/EOnfrtwCDOgR67Ksj7kQwZYcFVz39QBYczBYRkREhrRt2zZYrVY1u0xutW3ZsgVxcXFeWzciIiJfJClTziYAIR1jXFI039xvZYomkc5TLQckRp2XalmUvhul4V11FSgTDJYRaUhVwWk47HZeuSPyAJlNJjciIiK6+BTNm1WKpokpmkQ67GRZXJ1qmVqYibxdrqmWeguSOTFYRqQRZSU2hFlykMJC/0RERETkRUzRJDJWJ0vbmXxVk0xvqZYNYbCMSCPYGZOIiIiIfDlFUwJmqbGuKZq2GH8etxL5qIP5xbBWVDXaydJqyzNUoEwwWEakIbJzKrUCg8/uQkr/NFUbggceREREROQrAbOyOimaQxK78kIvkQ/KLXEgLLAK/ZvYydJsoECZYLCMSKMpmTGmcjVVNjP7pLdXh4iIiIio3hPquhd62QSAqHXTK+vjAGAKaIMpvYMRuPcbFJfYDBcMawyDZURERERERNSiM84C9uxwaQLAgBlRywfKpvQJQXtT+Xn3OxwO5GeeQkB6FiojusHMCZ/nYbCMiIiIiIiIWqWmmTQBeDe3nAEzohYiny17ZTkmxTkQsGcv8kps5z3GYbfjhMWCzgPS4OeVtfR9DJYRaVRR+m706Z+G3WWs/0BERERE2gyYOU/cC6x+qMwvRq+Obb29mkQ+zfm5cccZKJPPmnzm6ps1ZrfbUWaVZExyh8EyIg2SfHLJPv9lOnslduXaeHWOiIiIiDQRMLsrtjMqkwfUpIRtz/RHZn4VLwITNWHW2IyR3d0+puRIVk2gjC4cg2VEGsbp7ERERESk1a6ZQZbj5xbYHehTUIAhV1yLtT+W8piWqJH0StPnG90+zr/EhkoW679oDJYRaRwDZkRERESk1UwJZ0qYJb8SUek7cHN8r5omALWFBpo544wMnV7ZPyECqYWZqMo53uCsMRbr9wwGy4h0FjDLDI7ArqMMmBERERGRtlSEx9Uc04Z271yzPP1ECdKzzjBFk3QdKJNg2ICOofXeX1VwGsGWTBRn5ahAM7U8BsuIdBQw8z+wH6mJZ4GEJHyfdRphQQE8oCAiIiIizV0EhtyqpcZ2hj0mFnvz2NiK9EXez8VllUiJ8T83a+xgdWpyHQEAiktsDJS1IgbLiHREdp7FWUcxalgMTMmdkJl90turRERERETULHVTzKS+2ZBEANUBs7rpasyoIF8OhpVU2NzeL51gJVA2xGZpdNYY0ytbF4NlRERERERE5LMkgFBqBQaf3YWU/mnwj2znkqLJEiTky7PGBiRGNZJemcP0Sh/ks8GyU6dO4fHHH8e2bdsQFBSECRMm4MEHH4S/v8+uMhEREREREbXgjLOAPTtclqkUzQ6x+P4YS5CQ72B6pfb5bORpzpw5MJlMWLduHQoKCtTP4eHhuPfee729akQ+z3oiD46ItmoHzboORERERKQXTNEkraRXTukT0qRZY0yv9E0+GSyrqKhA+/btMXv2bMTHx6tl1157Lb777jtvrxqRZuqWpSaChVCJiIiIyBDHvhIwS+nT1SVF840vjqjgGQNm1BKzxqYPi3P7GEmvlFmQpeFdOWtMo3wyWBYYGIhnnnmm5udDhw7h008/xeTJk726XkRaPGhwXmVjwIyIiIiI9HzsG2RxTXWb1DUZ7+aWM2BGHiPvJXtlOaamRMD0+Ua3jwuoZxYkaYtPBstqmzZtGnbu3Im+ffti6tSpzf59u90OOM59b5Pva33VEz1vm963r6W2zRTTDWczJWDmgF/3JKQfKYDd1rqvn/r81fqqJ625bXa7Q+3GHA6HmtLd0s/p7j1pN7Xo0xIRERFdVMCsss6ysJwM3BXbGd9GJKkmAKGBZpf7eSGZ6pIJBrWPwS0lDlTmF8PPz6TSLiVQNinOoWaNMRimb14LlpWVlcFisdR7X3R0NEJCQtT3CxcuRGFhIZYsWYKHHnoIK1asaNbzHD2aLWd8LsuyZZlO6Xnb9L59LbVtsRn70W1UN3xWUIAjFafhDdnZR6FXrbFtMkhHR/qjwFyAExYLyqzVVwBa+z1p9kNETFSrPDcRERHRxZJgRpmzPEmHWPiFhdXcl551hjPOyIW8H+TCtHSvVBwOdIoAwuR9Yzp31Tip1KKCsAyU6Z/XgmXp6emYPn16vfctX74cY8aMUd/36tVLfX3yyScxadIk5ObmIi7OfW5wXQkJ8fCrNbNMTv7iE+Jh9vODnuh52/S+fS29bYFnc+GIikJkpBXdu7TuwYDMgJJgUnx8Avx09n9rzW2Tq1mR8j80V6AiNhZ+LVz3wN17UmaWnWnRZyYiIiJqmRTNwaGuKZpJKkXTxIAZuaRXyqyxsIOfq2UOuwNnCgoQFRkJk98vKRYMlBmD14JlaWlpyMjIqPe+4uJibNiwAdddd13NSWhSUpL6eubMmWYFy+T3ncEyJzn509uJuxG2Te/b11LbJjv2qsJzIY7MUyVemW6uPodmff7fWmPbZNq3DM/SIdjUip+B896TTMMkIiIiHaVo1q5pVjdFszama2o7nbIxtdMra88ak4vjlvxKhIbH6fYclDRWs6y0tBQPPvggOnXqhEGDBqll+/btg9lsRvfu3b29ekSaUlZiQ5glByks9E9EREREpEhAxBkwywyOgCkgqN7H7c74mbPPNNqtcmBypyY93lFZhtTCTBQfyEElO1eSLwfLpGbZ2LFj8cQTT6haZVarFQsWLFDF/lW+MBFdcDvtN/dbGTAjIiIiIsNzBsxSY88ipGNMvY/p0ycEa/YWMmCmsUDZlD4haG/Ka9LvWE/moTgrR503Efl0sMxZo0xuM2fOVD9PmDABDz/8sLdXi0iTZMdfaoXq2jKlfxoDZhokVzXlYC0o1HxeGgERERERXVwTAAmWuHNXYle3HTUbwmPtlkmbdMe1W+Ve5JXYmvy7DJSRZoJl4eHheOqpp7y9GkS6S8mMMZWrKcmZ2Se9vTrUjAMtOYCQIKcEOyXoKf9LDupEREREF6+xY6riWh01zVEdmnyhU47fktqHemgt9Utm7Q3oEXvRf0fSKWt3qzQzVkl6DJYREVH9AbOUzoMwxGZRB24MmBERERG1XlmTEP863ePccKZv7i6rRESLr6G2UyZTYvwx0r9pKZONpVNWWY6zWyV5BINlREQaC5hJowapPxckBwPeXikiIiIiAwXMGkrXrE1KZ6humzkVyLb6oTK/WHU41xO73QFLieOCt80ZKJOLwHnbm/a6NoYXkslTGCwjMhAZPIrSd6NP/zTsKrFiV66NhUo1GDCTqer+ke28vSpEREREhtKcQIxc0FTdNuOSsdvWAWHtoqGvUBkgc+yiI/0RGRV1QdtmO5NfnS3B4vrkexgsIzIYmZYsNa/Ula7ccnb2ISIiIiJqoePu0GMHkBoWgehoO0wmfYXLHA4HCswFiDRXXNC2WW3sQkm+S7fBMvngCnutz6z63ux37qu+9lO63ja9b583tq28bVeE5B7C7f1S8c4BKw7nFyEpOszjz2OCAzIjW76aYIeeeHPbzCYH7HY54Kp+37TSe9L5XM79q9HVN85ojZ73rU1h9O0XRn8NjL79vvYacJxpZKzxof+Vnt+HnlbWNg4n9n4Le/4ZmPz8oCcOux2WvDyUx8Rc0Lb5xXaDqVOCz54l6Pl9aeRtszdxrDE5dDoaVVRUYO/evd5eDSIi3UlJSUFgYCCMjuMMEVHL4DjzC441RETeGWt0GyyTWRdVVVXw8/PT3XRXIiJvkOFC9q3+/v5q32p0HGeIiDyL48z5ONYQEXlnrNFtsIyIiIiIiIiIiKi5eMmGiIiIiIiIiIioGoNlRERERERERERE1RgsIyIiIiIiIiIiqsZgGRERERERERERUTUGy4iIiIiIiIiIiKoxWEZERERERERERFSNwTIiIiIiIiIiIiIjB8tOnTqFBx54AJdeeimGDx+Op59+GlVVVdCDoqIiLFiwAMOGDcPQoUPxyCOPqGV64nA48Jvf/Abvv/8+tKy8vBzz589HamoqRowYgddffx16VFFRgfHjx2PHjh3QC4vFovYhQ4YMwciRI/HUU0+p/6ceZGdnY9asWRg0aBBGjx6NlStXenuVqIUZYdww2vjSFEYZg4w6Thl9LNMzPZ/HGGVM0stYY4RxRI/jg973/dkePJcxZLBszpw5KC4uxrp16/DXv/4VH3/8sW5OCBctWoQDBw7glVdewWuvvYbDhw9j4cKF0Au73Y4lS5Zg27Zt0Lply5bhhx9+wBtvvKH+by+++CI++eQT6InseB966CEcOnQIejrAkQGmtLQUa9aswfPPP4+tW7fiL3/5C/Tw+brnnnsQFRWF9evX4/HHH8fLL7+MDz/80NurRi1I7+OGEceXpjDCGGTUccroY5ne6fk8xghjkp7GGr2PI3ocH/S+77d7+FzGHwYj0eH27dtj9uzZiI+PV8uuvfZafPfdd9A6q9WKTZs2Ye3atejXr59aJtH+qVOnqg97mzZtoPUouBwg5Obmom3bttD6/+qdd97Bq6++ir59+6qb7Ihlp3XddddBDzIzM/Hwww+rnbKeZGVlYffu3eogp0OHDmqZDDpLly7FH//4R2jZyZMn0bt3bzz22GMICwtDQkICLr/8crV/vOGGG7y9etQC9D5uGHF8aQojjEFGHqeMPpbpmZ7PY4wwJulprNH7OKLX8UHv+/6THj6XMdzMssDAQDzzzDM1A4x8qD/99FM1DVHr/Pz8sGLFCvUGqc1ms6GkpARat2/fPnTq1AnvvfcewsPDoWVyxUymzMv0UCeZTp+enq4i4nrwzTffIC0tTV351JPo6Gh1Bdc5wDjJVV6ti4mJUVeWZHCRgwMZWHbu3KmL/SMZc9ww4vjSFEYYg4w8Thl9LNMzPZ/HGGFM0tNYo/dxRK/jg973/TEePpcx3Myy2qZNm6ZePImEyxULrQsKCsKoUaNclq1atQrJyclo164dtO6qq65SNz3Iz89X00PloMdJdlpy1aygoEAX/68pU6ZAj+RKoOT3O8kBwerVq1VdDT2Rz9rx48dx5ZVXqqvWpE96HzeMOL40hRHGICOPU01hlLFMz/R2HmOEMUlPY43exxG9jg9G2vdf5YFzGV0Gy8rKytQ0V3fR1JCQEPW95L8XFhaqvHHJR5YrGXrZNiFv/I0bN2qmjkFztk3rJE+89uAinD/LFHvSDimsu3//frz77rvQkxdeeEFNZZZpzFL4U0/1QoxGz+NGUxlpfGkKjkFklLFMi/R8HqP3MclIYw3HEX3Q877/BQ+cy+gyWCbTP6dPn17vfcuXL8eYMWPU97169VJfn3zySUyaNEnlj8fFxUEP2yb54jJ4zps3T3Un0YKmbpseSM2FugOJ82e5qkbaGWCkqKkUx+zZsyf0JCUlRX2VK4RSX2Pu3LnnHRSRNuh53GgqI40vTcExiIwylmmRns9j9D4mGWms4TiifXrf96d44FxGl8EyyS/OyMio9z7Jx92wYYMqPCh58SIpKUl9PXPmjM8PMg1tm5N0jpHuJPKGmDFjBrSiKdumF7Gxser9Jrn+/v7+NdOZZXDResFPo3jiiSdUAVoZaPSSpihXX6ToZ+2DOdk/VlZWqn2n1qfUG5Wex42mMtL40hQcg0jPY5nW6fk8Ru9jkpHGGo4j2qbXff9JD5/LGK7Av0wZffDBB1Xkv3axRbPZjO7du0PrpEWqDC5yFWbWrFneXh1yQwqXysAiH2YnKUAoEXDnwQ/5LmmN/dZbb+G5557DuHHjoBdyVfr+++93SSGQluAysDBQpl8cN4yHYxDpeSzTM72fxwiOSdrAcUS79Lzvz/XwuYzh3smSLz527FgVTZX83G+//RYLFixQRTKla4KWSTHFxYsXY+LEieqNL9F95026yJDvCA4OxoQJE1QO9Z49e7B582a8/vrrbqduk+84fPgwXnrpJdx9992q60/tz5nWyQGOFAqWNu3SMvuzzz5TV5zuvfdeb68atRCOG8bEMYj0PJbpmZ7PYwTHJO3gOKJNet/3p3j4XEaXaZiNkdx+uc2cOVP9LB/0hx9+GFq3bds2WK1WdUVGbrVt2bJFE1OzjUSumMkAI9PL5QBn9uzZ6gCIfJt8luSA7eWXX1a32rQ+9V6uTMsAKgfht956qzoQuuOOO3jgo2McN4yLY5Cx6Xks0zu9nscIjknawnFEe/S+7zd7+FzG5HA4HB5fSyIiIiIiIiIiIg0yXBomERERERERERGROwyWERERERERERERVWOwjIiIiIiIiIiIqBqDZURERERERERERNUYLCMiIiIiIiIiIqrGYBkREREREREREVE1BsuIiIiIiIiIiIiqMVhGRERERERERERUjcEyIh9SUVGB8ePHY8eOHd5eFSIi0iGOM0RE1JI4zpBeMFhG5CPKy8vx0EMP4dChQ95eFSIi0iGOM0RE1JI4zpCeMFhG5AMyMzMxefJkHDt2zNurQkREOsRxhoiIWhLHGdIbBsuIWsk777yDfv36ITs7W/18+PBhpKSkYPPmzfjmm2+QlpaGdevWeXs1iYhIozjOEBFRS+I4Q0ZicjgcDm+vBJERyEdt+vTpCA0Nxcsvv4xp06ahY8eOePbZZ10el5ycjFWrVqnBhoiIqKk4zhARUUviOENGwpllRK3EZDJh8eLF2L59O+bMmYMjR45gwYIF3l4tIiLSCY4zRETUkjjOkJEwWEbUirp374577rkHH330EebOnYt27dp5e5WIiEhHOM4QEVFL4jhDRsFgGVErO3DgAMxmM9spExFRi+A4Q0RELYnjDBkBg2VErUiKX3755ZdYsWIFPvzwQ3z11VfeXiUiItIRjjNERNSSOM6QUTBYRtRKiouL8cQTT+C+++7DqFGjVEHMRYsWoby83NurRkREOsBxhoiIWhLHGTISBsuIWsnzzz+PoKAgzJw5U/18//33w2q1Yvny5d5eNSIi0gGOM0RE1JI4zpCRmBzS/5WIiIiIiIiIiIg4s4yIiIiIiIiIiMiJwTIiIiIiIiIiIqJqDJYRERERERERERFVY7CMiIiIiIiIiIioGoNlRERERERERERE1RgsIyIiIiIiIiIiqsZgGRERERERERERUTUGy4iIiIiIiIiIiKoxWEZERERERERERFSNwTIiIiIiIiIiIqJqDJYRERERERERERHhnP8P1zbnyDkiNuoAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# VQC [1, 0, 0]\n", "args = Arguments(\n", " m,\n", " [1, 0, 0],\n", " activation,\n", " no_bunching,\n", " num_runs,\n", " n_epochs,\n", " batch_size,\n", " lr,\n", " alpha,\n", " betas,\n", " scale_type,\n", " regu_on,\n", ")\n", "vqc_100_results = train_vqc_multiple_runs(args)" ] }, { "cell_type": "markdown", "id": "fb38500cb94ba0c3", "metadata": {}, "source": [ "Train VQC with initial state \\[1, 1, 1] and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 41, "id": "ec281af767559207", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:02:57.245560Z", "start_time": "2025-11-10T08:56:27.572075200Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training VQC with dataset linear (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run1) - Loss: 0.0326, Test Acc: 0.8750: 100%|██████████| 150/150 [00:08<00:00, 16.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run2) - Loss: 0.0330, Test Acc: 0.8750: 100%|██████████| 150/150 [00:19<00:00, 7.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run3) - Loss: 0.0339, Test Acc: 0.8750: 100%|██████████| 150/150 [00:36<00:00, 4.08it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run4) - Loss: 0.0291, Test Acc: 0.9000: 100%|██████████| 150/150 [00:30<00:00, 4.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run5) - Loss: 0.0352, Test Acc: 0.8750: 100%|██████████| 150/150 [00:31<00:00, 4.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset circular (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run1) - Loss: 0.0927, Test Acc: 0.9500: 100%|██████████| 150/150 [00:25<00:00, 5.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run2) - Loss: 0.0869, Test Acc: 0.9500: 100%|██████████| 150/150 [00:18<00:00, 7.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run3) - Loss: 0.1042, Test Acc: 0.7500: 100%|██████████| 150/150 [00:37<00:00, 4.04it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run4) - Loss: 0.1120, Test Acc: 0.8750: 100%|██████████| 150/150 [00:35<00:00, 4.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run5) - Loss: 0.1082, Test Acc: 0.7250: 100%|██████████| 150/150 [00:37<00:00, 4.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset moon (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run1) - Loss: 0.0435, Test Acc: 0.9250: 100%|██████████| 150/150 [00:27<00:00, 5.41it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run2) - Loss: 0.0491, Test Acc: 0.8500: 100%|██████████| 150/150 [00:32<00:00, 4.56it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run3) - Loss: 0.0491, Test Acc: 0.8000: 100%|██████████| 150/150 [00:21<00:00, 6.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run4) - Loss: 0.0534, Test Acc: 0.9250: 100%|██████████| 150/150 [00:10<00:00, 14.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run5) - Loss: 0.0532, Test Acc: 0.8750: 100%|██████████| 150/150 [00:12<00:00, 11.79it/s]\n" ] }, { "data": { "text/plain": "
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SDDwpv6Qmk/ExvsBoplHvaqiHOk26yGjWgPINkUstdY6UdNMY2t/ly5fzKL8UMkBujTSTUBqM90H7pNkc2g+96G9SpvVQHDtdkNSB002iT3hO6BPgmgO5qdL3jRNgGieFpHhlmv2heG2KBSdBgWZWihNM6IajG4vK05IybQr63egY6Fj00IwNzZqZq0yT2yv9rvSb0eyRXvUnF3I6DuNOkmaR9ND1YZzbgdajjsI47tveoXNs/ICgv4Yrcra5uPuW7j/KP0BuzOQmTLNGdH2YK9gFBQUJN3R9wtz810Fx28//0EYzVOSGTHlx6KGGcm4QtD7NwFKfQcdALvzUP5Er9L///lvscTLWAdsUtilsU6zDptD5pOtTnxyboJAZfWhlcd/Nn7uJZv0pdC3/tU3vjZN3m9vfmwOJHsb3AQ2MjNtV3PaN7Q+F41EScjoHFAJHA31KmK5ft6h+hs4/3QP6foxelOtTX3XRlDjBVDxsf9j+sP2xzTFNUfsm0Zs8tYyvC7rP6H4rTdvYruTAYpkJyGjQYJR+VOpIKP599+7dhkog1JGQiytdHBQnTBchxfVTPK67u7tQP6ljJkNDPzQl0KMflZI8GkMXHa1DHSp1zrQeKfrGrpsEbY8MFsXZk0skzThQjC55qZT2AqEklOR2Sxc9tZ3CuOjiozZSJ0wx6HTsVFKX4p2p86ZjI1dOOjZKlEmdPuXrIIHAHMjVk0LOaHt0o1MFC6qAo4eMJN04lLyQtk2JA6mNxQ3wqW2U1I9+s/zn2NiFm5Ig0r5pv3TcFI9PCQEL+05+yJBTJR0yfPo4cv3+SfWmRJOkktO51VfDIqiiB8WKU6JFutnpnFHnkD90wxLQb1OapPgEnWc6h6bcZ8sKiUNkbKnSCblw07lYv3698IyqKIq7b+n6o2uePqM20iwbGQlzBSbaPuUAoESTdH3RfUouxXqK2z7d+wS5J1N+NVqfHpjoXqAklvq8FbQ+PYBRv7FgwQIRSnDy5EmxTwqVKO449e7QFAZa2muFKRlsU9immIJtinXYFBoQ0GQDJTyma5R+T7pWzPkd6Z6h/pl+I/ot6LekvpUGxjQApeuCZsupjXS/FeYtUFR/bw7ktUK2g8L86ZqhfETGFQGL2z71E5QzhrxhaF3qe6hfoH6EBjCUM0a/blH9DP0u1A7yOKC+igYz9Bvp0xPQenR/02elSbPAlBy2P2x/TMH2xzbHNBSVQgUwKDKF7kcK26V7Tp9Djj6nYgE0eU73F4lZNKbQh9mWBLYrObBYZgIagFLpUorfp7h8uhHoYqSyw3roB6W4eLooaR1SPemHI6gDps6HLhzqdCgBI3mTGMf5EqTEv/HGG6KjoY6KjBeFURnH1us7ZJrBoUGxvtIEzVK89tprpT5GajNVnKAbgWLm6Zj1bqD60sH0mT5JoD5hJV20FJtON46+fDnNTpgL3bQUc0z7J0OtT9ZH0DmgBLZ0TsgtmAwA7Ytu9qKMCxlEqtZCCQyLci2lbZGSTdunToXcVel3NXabLg6a5aEZN2PDQrHkZATpAYMMJxljfb4TgryJyDWVkh7S8VEHSxUbjfMUWAqqkEIPQqWBZiboujeeXbcU1KHRPUFVdOhBia4f+v3pd65Iirpv6QGA4uTpM+qYySBQhbSSlMSmjpxcjMmzgLZL29RT3PYpGSg95NB3aUaR7km6Vuiao4c/qnxJ3mi0jK5Zuk/pAYmuKZrlJfdmengq7jj1baF19BU4mfKFbQrblMJgm2IdNoUqctEDNyXWnjJliviX+uniIO8U6kfJU4fuTRrE0G9B4Ws0eUL3M4kC1K+TKGecS8aYovp7c6Brls4BebTRfUSDRCp2Y+726TqjfomuJ7JTZJtodp/+pkELHQPlw6FBT1H9DHmn0PHT70Lng/oE+l1oOwSJktRW+s3MPTambLD9YftTGGx/bG9MQzaE7leqAEv3I9keuvb1CfupCiWNBejapPDI+/fvCzHYVKGH4mC7koNEV5qkQAxjRZAaTbNIpHjrq8JUNvoZO30OgNJCogY90JDBMAdS9+lBRv8gUFLI+NLsYmkqitCDwNNPP23IhcEwDGOLsE15ANsUhmGYioPtzwPY/jDWAGfpY2wainEmd2Wa0TCeJbMnyG01NjbWUDGkKCghIin7pYFm+SifSmmMCrm/muu6zjAMY62wTckL2xSGYZiKge1PXtj+MNYAi2WMTUMdKbl4kktmYblArBVyRz1y5Eihn5OrKkGVQij3lXGSxcKgnCslreylh/I6kLttaSDXdjLwDMMwtgzblLywTWEYhqkY2P7khe0PYw1wGCbDVBKUbFVfOcQUlHeBcjswDMMwTHGwTWEYhmEqA7Y/jL3CYhnDMAzDMAzDMAzDMAzD5GJbPp4MwzAMwzAMwzAMwzAMU46wWMYwDMMwDMMwDMMwDMMw9p7gn0rvqtVqkSBRIpFUdnMYhmFsHorap75VLpfbXPLZ8oDtDMMwjGVhO1MQtjUMwzCVY2vsViwjo2JOpQ2GYRimZLRs2RJKpRJVHbYzDMMw5QPbmQewrWEYhqkcW2O3YpleIfSKS4I0t4QBqYehoWEIDAywu9kqez62ij4+RUokdN0H4peT99C6tgfKG61Gh9DQEAQG1oNUZl8zhnxswK2YVNT390FXeQxij5+D1K8ubPV+00qABB8Pu+xjLGVnbA17tx3FUdWPn6jq56CqH7+1nQN7tTNhYWGYO3cuzpw5Aw8PD0yYMAEvvviiWd/Vn4t4eEKrgVU9V52PTMLjHWtCcvgvqNxq2811WNrxQ1qdRtgaKYFUocwzhuDn4eKvI60qG482d4e3JMuwPCMqBmmhkZX67Fya61IbdQcugbVxWuaLyzFquDoq0LC69VUDrdrXpQ7eSCz2N7VbsUzvpkwDGMMghv7VaPMusxfs+dgq+PikOi10Uik0Ogl0FZDWTwcttDr6t2L2V5HwsSHnOpJIIZNIINHmXMO2fr9xGEgRdsbWsHfbURxV/fiJqn4OqvrxW+k5sCc7Q4PtiRMnCg+GLVu2COFs8uTJ8PPzw/Dhw0twLuh5A1b1XEXPOCI8VGeB5xsrvA5Lgsa1NhTXruC5+v445dEQZ0KT4KKUIcjXjZ+Hi+BsRCJaBXqiQ9ItqC9eQ1yaJs/n8hqBOddGZVGK61LqWxfpwaHoWB/QVffDxWg1rkeniWvBmqjK16UEWrNsjd2KZUVx+tpVrN69A2H378LLzR0jevbG2L4DCj1Z2WoVft6zC/+cOoGktFTU9auBR/sPRN92HfOsFxkTja+3bMLF4FuQSaXo1aYdXhzxCFwcnSroyBhLkJmmgev182gV2BBnguPFbEBFd25kOCoCvRFnGMbynLp2BT/u3G5xW/PWZ0twOeR2ge+vmPIuGtcNKLfjYRiGYUpObGwsmjZtijlz5sDV1RWBgYHo2rUrTp8+bZZYVhRXL5zGzt9W415EGNw8PNFr4HD0e3hsoXZGpcrGns1rcfLQP0hLSYZf7boYMGwc2nfrk2e9S2ePi/XuR4bBxc0DnXsNxOBRT0AuV5SpvfaOrEYgUoND0aE+oK1GIokKN6JT0NDHpbKbZnXQeUnNVKGlr1wIZanB4eL8ydzs61ro080XMq+auBUWW9lNYkpBlRPLgu/fxbLff0Xvtu3x7MPDcSn4Fr7bvgUajRaPDxxs8jsLVn+PY5cvYly/gWgb1Bg3wu9g6Ya1SEpNxahefcU6qenpeGfFZ/B2d8e08c8gMSUF323/Hffj4rDwldcr+CgZixk63weGrqJEJRLKtKosPNOzXrnu5/z9NJwPTqjQY2OYqsKV0GDM+nalxW0NJSQNuRuJMX36o1fbdnm+T+IawzAMY134+vris88+M/ThFIp58uRJzJ49u8RhRVpyldCHht26im8Wf4C2XXrhoTFPIfj6ZWzb8D3Uag0GDn/U5DZ+XL4Al8+dQL+hYxDUvA3CQ29i/bdLkZKUgF6DRop1rl08jW+XzEGnnv0xbNyziLoXLgS5pPg4PP7Cm3m2p9NqxTGRCwe1qSxocr+v/9dWkfjWRcqtUHSqr4POt4YYR1yPTgZlRSrrObJG9MdUkmO7EZOKtGy1EMo6qe4jJfgOpDUCrfL8lOW61N8fwiOU7hGN1uZ/O1uhuGMTfrqy4rdT5cSyncePoEHtOnj3qefE3x2bNodao8WGv/bikd594ZAvwdutiHAcvngezz48AuMHDRXL2jVuCkelA77fsRUDOnSGq7Mzdhw+gJT0NHz1zkx4uObEJFfz9MR733yJS8G30aJ+g0o4Wqasglmn+vSUU3GCmV4oG1tHB8mBPeW6rzYAmrfqjPVX0sV+29bxLNf9MUxV4qc9O9Gwjr/Fbc3d2BikZ2WiU7MWaBZIHRTDMAxjK/Tr1w93795F3759MXiw6YmTwqD8O7laGcLCQvH72u9QrUZt9Bg8Rixr1qEn4uLj8Oe2DQhs3ApyRV47E30vHBdPH0W3/sPRolNvsaxB8w7olpqK7b/+gOp1GsDRyRk7flsD31r+6DpglFjHv6EH2nTpi2MH9qJdj0FQKB0M20xMlyIxwRlITERUjKqspyfn2ELDYA84Hj2J5q2aIdOtNs7dy4ROpaODg71C16Q5RKTpIFE4oE1NRzRPDMPNC1eQ6eYLBIfAminNdemYEg1lQiISNUpERUVBkRoNW/7tbJHCjk0qAao18Cr2+1VKLKMQl5sR4Xh66LA8y3u1bovf/vlTiFrtmzTN89md+/fEv12bt8yzvE2jIGRmZ+H8rRvo3qqNCLdpUb+hQSgj2jdpBmcHR5y4conFMjsRzMojPJJmHehhIykyETqNSghlruHXoXLzR3mjuHAcY/wbY1OEJPfYdFBIIV5OChkCy+g2TvHgjgopZNDkZtqwH8w9NkeZDjKtClkaHTQODtDJrDcngFSrg4RmiJky25oLN2+Wi625HRkhljesU6fcj4NhyjUFjJX0hToJIHV0EO3R2mBScVs8BzKNFvaTkaxkLF++XIRlUkjmwoUL8f7775v9XUpUrdHqxOCvdq3aiAy7iaGjn0K9eg8mTqQDH8bpQ39Bk5WORkFN8nw/7l7OYL9Hv6GoXfdB9IKjQoZ9uzZClZ6Mps1a4LnXZ0Cj0cCv5gM7c7N6dXKLQ506/nB2eTDWoWdXTy8vSDw94eJWNrtEnjskSAQEBoh0NrZPPWjvh6J3fRd07FgH352MRbaLOxr7usOeIM8duiYDAgKLTZZOHmWuyhyPss7kUXYnDrVady43O6OTSKAjVaSM1+XdyLuoVbtWia9LbawjpNlqeMpV8K3uDblCjkBvZ1jTb3f3biRq1aptk0U1ikKt1SE07E6h12XO2K34cX2VEssoJFKt1aC2r2+e5bXIAAAIj44qMIBxzxW/ohLiUb/2AyNAs/vEvbic+OM79++jT7v2eb5LN1QNHx9EREeV0xExFSWYtXO5i5atOkPu6W3xfZB7Ls3K0cOG8sYFpF4Lh4qSWVYAJMiRMDfWvzEc6/oiNTlZlChXaXTIVmshlaRCXpYBjQzwqOsFuTyTeiX7wsxjc6+mg1ybjHtaCbQNgwCZFXe7Oh2kmVlwTEmv7JbYNPdiY6HSqMvF1tyODIeTgwO+2fo7jl2+gIysLLRp1BivPDIW/hyGydgAKrkMae4ukMjNiH+oIDy8XJFexXMxVeQ50Kk1cElOg0KdN5F3VYCS/BNZWVmYOnUqpk2bBmU+T+PCoIpulKyaiI+Ngkathl+tOpAaPafpBa6YqEg0a9Mhz/cppxmRGB8D/3oPJvHjY+8btknb8q35oKplRnoarl86i/92b0b7rn3g6p5X6JFQcn8qYCTNSfRvCWj8ZC8Dd2mt+sjIBBTnT+DJpi2wLVyL8/eS7TKag34z42sxPxShk56txvhmzmKyPsPNH/Ja5eMhr5FKkO7iCK2jA2VwL/P2PHzckVWa/rG6FzI1avjLNfDzlyNbQx5N6WUbW1kSHeAlxjLZ9jVO0+WMryW+zhBdiazwBP/FYcWjNsuTlpEh/iVvL2P0f6dn5nxuTOuGQajpUw1fbv4VDgolGgcEIDgyAqt2bBXGITM7O2fbmRlwdsy7XcLJwRFpmZnldERMRQlm5FhOHXu5QD71iYliVi41Qyv2V5GQYOYSfgPxOg2Ubu7w9fSE0tERGRI5MtU6yKQSKGWlH9RkZ2eb/SBoa5hzbNkaDZQKGZwlGmjSMwErHZCRUVGp1YhLSECaXG6Rh4uqCtkDwsXR8rbmdkSEEMjcnJ0x54WXERUfj5/37sLk5Z/iq2nvoVruYIhhrBGaxyWhzM3LE94eHlZT8dCe7ZS1nQOyNfFJSUihAWh8sl2NzwqDPMnOnTuHAQMGGJY1bNgQKpUKqamp8PYu+URsZkaa+JfCJo1xyP07M6PgpFejZq1QzbcmNq1ZCaWDA+rWD0LknWCR54zuxeysvOOVpIQ4vP/qk+I9fW/YY8+WuJ1MDtludaA7fQhjW3XBpsicaA57FMzMSTOjuHCxXKNnyM6keLrCwcUFPl5eUMjlZbY1Ze4f1SpIlAro5HIkZmrLPLayJPZo/3TQQa1SQaGIRmZWOhJBaZRKdw1UKbFMW0x4kVRSUHWkG4wS9H+64WdMX/m5WObt7oFXxzyK+atXiUENIZJbFrrdqvAoYP+UV8dOLrCU54Hc12UelTPTkOlZFzoHZ/j61hBeK1Blw1EpQ5qDHBkqnXBhdiilFwDdGfRQZo+Yc2w0g65UyuEoUUOt0gD5cohYE44ODpDL5QjPyoTUwXrbae0UZQ/KamueGzYSj/YfhFYNG4m/WzYAmterjxcWzMWW/f/hpRGPlMsxMYwloDA/8igjoYz6G6tBpyuQR7DKUYHngH7/1JQUcT3IrSzhdXkQERGB1157Dfv374efn59YdunSJSGSlUYoI3T65GWFQB5f+aFKlv979yOs+3YpVix4Vyxz9/TG2Gf+hx+XfwRFvnuScpO99t4ipKckY/fmn/HpB29h2kcr4OldrVRtrupEqVzQ5M41PNPnIfx87C6qolBWEWlmcuyMHH7Vq+eMaayhf8z9rkSTjRreHohLU4mJdGvAXsdpDg6OoqhCdNQ9SDVaaM3J5l/VxTL9LH9GvpkTveeXi1NBzzCidnVfLH1jChJSkpGcloY61X0RnRAvBkQ0u5+zbSekZ2YV+G56ZqZI9M8wtoBB2FUoQcVDnDXpcHJ2QXyGFukqDZytpGNnyvsaYIG/LJA9IPLbBEvYGipQk5+a1arDv0YN4YnGMLaAtXiUMZVDVfv9KfSyefPmmDlzJmbMmIHIyEgsXrwYkyZNKvU2HZ1zcspm5fNU1nucOeXzONNTvUZtvPXBp0hJSkRaarL4OyE2WtgZF5e8RawoN1nj5lQOCqjbIAgfvvUsju7bi6GjJ5S63UzVoqKFMmPYWYWRWGBMYyUBsxVDrWrVxY2jzwGjR/93Xb+aBb6TlZ2Nv08eF/livNzcEVCjJmQymSgUQDTyryv+rePrV2C7lBDwfnws6nIeGcZG0cmUkKSnwUtBZcFzBDOGYcywNVIp7sZGW9TWUMLlP08cxZWQ4ALfz1Zl5ykwwzAMw1gH1JevXLkSTk5OeOyxx/Dee+/hqaeewtNPP13qbVJYJNmZmPt5PZT0f9eonTM+MSY7OwsnD/2D2Oj7In8ZrUNtCw+9JT6vU68htFoNzhzbb1imx6d6DTi7uInQTIYxVyhrFehRKUIZw1iKKiWWKRUKNKxdB4cvnM8TJnPw/Fm4ODmhcUDBXFEUkrRi86/YfeSQYRkNWLYe2CcGRPVq1hLLKFnzhVs3kZhKWRhyOH3tisgtkz+RM8PYmmAmzc6Ej5v9uegyTHnZmlYNGuLQhXMWtTU0qKH8ZN9u+z3Pd2+G38HdmBiR6J9hGIaxPij8csWKFTh9+jQOHTokvMrK4mGnUCrRoElLnD95OI+dOX/ykIgICGjQ2KSd2bj6Sxz5d3ceO3Pgj22o5lcTtfzrQSqVYfuGH8TLmPCQm8ITrVbd+gW8htJMTOAwhUPni85bThV6+4MS+Z+5Ey+Esg5JtyC/doWFMsZmqVJiGTG0Q1dcuxOKeatX4cSVS1i9azs2/vsXnhg4BI5KpUjMfCU02CB6UUWW4d17Ycv+f7Ht4D6cuX4V8378DpdDbuOVR8YZqrUM79ELDgoFpq9cjkPnz2H30UP4+Ocf0bFpczQ3qjjDMDYHVTmSyYQTq1xG1Y5K9qKKLyVZv6TPjp3atcLpUydLdWiTXnoe3369slTfpX327Nqx0M8TExMxferbGNSnO0Y+NATbd+4q1X4Y2+TJQUNxLczytubpIcPEskVrV+P0tavC1rz/7UoRnjmwU5dKPmqGKSWimp60wl4lNTStOnXEydOnS3Voz096GSu//bZU36V90r6LsjNvT5+GLn16Y8jIkdi554EIwtg/gx95EmG3r+GHzz/C5XMnsfO3Nfhn5yYMGvk4lA6OopJlyM2rSEnOEWVICOsxYBj27d2KA39ux7WLZ/DD5/MRfOMyxjw1yWBnho6ZgGsXT+PX75eLSpiH/92Nrxd/gJr+gejSe1Clh9fZeqJ/UYW+js4uBTMSylIzVWjpKxdCWWpweIUXLisPOyOlIgHlbGcqazxz9sxpse/ixjN9enTByGFDsGfXTlQlqlTOMqKJf13MevZF/Lx3N+as+gY+nh54acRojOuXU6HmVng4pq5YhqlPPo3BnbuKZc88NFwM4n/9+0+kpKeLQclHL7+KDk2aGbbr6eqGxa+9ha+2bMTHP/8gqmD2atMOE0eOqbRjZZgyI5FA6ewkEmUS1RWlqOToVLKEmJQQPyVbTbk0bZq5s98XpeG//n4Nbly7gg8+nAt/Xz+0bJ2T/4Oxb9oGNcEHz03ET3t2WtTWkCBGnmu//vMn5nz/tRDeurdqg+eHjRKCG8PYup2pCHRqNbLTM0TSZlvm/bkfCjvz8/ff4+Kly5jz0UcIqBuAls2bV3bTmAqA8om98NYs7N70M1Yt/RAeXj4Y+eSL6P/wWPF5ROgtLJ8/DeNfnmIQuR4e+7QQxf7e8RvSUlNQJ6ABJk2bj6at2hu227nXQCG2/bX9V5w49DccHJzQqmM3jHjseSiVDobwOhJD1OF3WSgrIXS+hGDm3xibIrLspjLmjZhUpGerhVDWSRNldUJZWeyMsgrbmbm545nvV/+MS5cu4qN5c1A3IADNW7REVaDKiWUEDSx6tmln8rPWjYLw1+df5Vkml8nw3MMjxaso6tWqjU9efcuibWWYyoRCBIRhGT8euHq1/HfYtCkk69ZBotIUW1HQmokID8ehgwewdece+PjWQEC9Brhy4Rx+3fI7i2VViB6t24iXpW1N77btxYth7IFKszMSiU3bmfCICBw4dAh7tm5D7Vq10KhBQ5y/eBG/btrIYlkVonXH7uJlikbNWuOL9X/kWSaTyzHs0WfFqyjadu4pXqY8h1o38kNPeTSiz1qRGGKjgtmLfrVwyqMhzobatmAWkaaDq1KNVtYolFmZndFp1EJAy1Jr4CCX2cx4plat2mjQsBEuXjiPTRt/ZbGMYRjGABmWs2dha5CBWv3DKmzdshkx0dHw9PTCI2PG4qWXXzGsEx0dhZdffA6XL11EUFBjzHh/NhoFBYnPUlKSsWTRxziw/z9RWapv/wF4/c234ZhbWbcwLl26AL8aNYRhIcggBjVvjV9+/lGUjdZpcyqOMgzDMLZvZ1atXo3NW7ciOiYaXp6eGPvIaLzy0kuGdaKio/HcyxNx8fJlNA4KwuwZMxHUqJH4LDklBR8vWYz/DhyAs5MTBvTth7dff71YO3Ph0iXU8PMTQpmedm1ai7YwDGMbgllmcCg61Ae01fxEni9XRwWCfPNWJbUFjzKJwgFPNnWC8uIJpKZprEoosyY7Q8//UpUKTgo5MlTmC2bWMp4h2rRph9U/rkJVgWM2GIaxW3bt3I5f1q/Fe7PmYNPWHXhh4sv47puvcO3qlQfr7NiO/gMGYe2Gjajt749pU98SCW+J+R/ORmpqCr77YQ0WL/0MVy9fwuJFC4vdb1xsLKpXq274mwxhtWo+iIqKQrrSGVIHJaDKLqejZhiGYSqK7bt2Ye0vGzDnvfewY9NmvPzCi/jqu29x5do1o3V2YlD/Adi4dh38a9fGW9PeMdiZ2fPnISU1FWu+W4XPFi/BpatXsHDx4mL3GxsXi+rVH9gZwtvbWwhzDMPYBiQqkRcWeWNR+CLl+yLvPVuBQkjT0tPxaB0tFOePCwHQaoUya0ChhFYLOGenw9tJCo1Wh3RVji2whfEM4e3jjeioKFQVWCxjGMZuqVGjJmbNmYdOnbuIWZExYx+FT7VqCL5927BO77798OjjTyCwXj28O3MWEuLjceLYUeF6vH/ff/hw3gI0bBQk3I1nzpqNXTu2ITWl6AeZzMxMUanKGGdHR6hUKjGTpFUoIOHel2EYxuapWaMG5s36AF06dRJeXo+OGYNqPj64HfygQmC/3n3wxKOPol5gIGa9OwPxCQk4euK4CKX8b/9+LPhwLoIaNhThk7Nnvodtu3YKAa04O0P5C41RKpTCzjAMYzvYqmD2oMgDILtxThQvYMxDJ1NCkp4GH1elISTTVsYziipmZ6w6DDMsLAxz587FmTNn4OHhgQkTJuDFF1+s7GYxDGMjdOjYCZcuXsCXX3yOkJBg3Lh2TcySaGlaJ5fmzVsY3ru4uKBu3QCEhIRArdGI9R4ekpOQXQ8tCw8PL3K/SqUSquy8nmMqVXaOu7OoLmrVXS/DMAxjJp06dBAhkZ9/uQLBIaG4duM6YuPioNU+GPy0MMohRnYmoG5dhISEQqPOsTMDHn6oFHbGAdn5BizZejvDMIwNCmah6FQfgK8fLkbnCGbWGpJpXA3VJewawlUuoKYzJUMuocl0BbKy1bY3nqkiWO2IjX7AiRMnomXLltiyZYsQziZPngw/Pz8MHz68spvHMIwNQLH9n326GCNGjUa/fgPw5ltT8MrLL+RZRyrLmytAq9NBoVAI12VXVzesWbuhwHar+/qKnACFQZ/HxcXlWRYXGydmgRiGYRj7gXKVLf5sGUaPGIkB/fphyptv4oVXJuVZJ3+lWp1WC4VCLuyMm6srNqz5qcB2fatXFznOCoM+L2Bn4uKEVxvDMLYpmGWkA+1SzqJlq85YfyXdKitl6quhNsyIEkUKssijLCaksptl15TneObc2TOF7rc6j2esNwwzNjYWTZs2xZw5cxAYGIjevXuja9euOH36dGU3jWEYG+H3TRvxwksvY/LUaXho2HB4enkiPi4uT2Wa2zdvGt5TAsw7YaEICAxEQECgiO+nSjb+deuKV1ZWJpZ/vlTMqhRFy5atce/eXURF3TcsO3fuLFq0bCXeZ6i0kFCCf85bxjAMY9Ns/P13kads2uTJGP7QQ/D09ERcfHweO3Pz9i3De0roH3rnDgIDAhEYECDCLcnO1PX3F6/MrCwsXb68gNdYflq3bIG79+7hvlHumLPnzqNVFalQxjD2CuX9Ulw4jjE1s4X3FolTlQV5txm/qAgBCWUdkm5Bfu2KaCtTdcczVQGr9Szz9fXFZ599Jt7ThUChmCdPnsTs2bMru2kMU/Vo2tSq90NeXtlZWXmWtW3XHh4enjhx/Dh69emL9LR0rFyxHGq1WoSq6Plj7260at0ardq0xddfroB/3QB07NRZGJWu3brjg/fexdTpMyCVSrFg3odw9/CAm5t7ke2pXacOunTthjmz3sPkqdNx5col/Ll3N77+7gfIJEB6lho6hRwuDoA2K5srYzIMw1i5nSEvr6zsvHamfdt28PTwwPETJ9C3Vy+kp6dj+cqVOXYm+4HYtfuPP9C6VSu0bdUaK77+CgH+/ujcsaOwM927dsW7H8zCjKlTIZXK8OGCj+Dh7g53t6LDr+rUroNuXbrgvTmzMX3yFFy6cgW7//wDP3z9TamOj2EY64FEKPLaGuvfGJsisirFw4z2SV6wbRrXNCzTJMQIoYxyrNlkIn8rtzO2NJ6pKlitWGZMv379cPfuXfTt2xeDBw8u0XdFLG+u6KrJjevV/2tP2POx2fvxWcOx6SSFLNfpoFOrIVm3ruLaotbkmSkxhxXLc4R1YzZv3Ykp70zH3DmzMOHxcfDy8saAQYPh5OQkYv31UDLM7Vu3YMknH6Nlq9b4ZMkyYVgISoa55JOFeHXSS5DJZOjSrTumTpuR21Ddg39z1zdmzryP8NHcOXj+mfHCXfn92R+KpJpEpkojEv1DCGY6aMkwKhxgLehyO83816S2kOuEYRimtFSOnVGX2M58tuKLAst2bv4d06dMway5czFuwnh4e3lh8ICBcHJyFLnL9FBy/y3bt+PjJUvQumUrLPvkE4OdoeT+C5csxkuvvirsTPcuXYVwZg4fzfkQcz6aj/HPPyfCLz98f5YoEsAwjO1TmYKZPifZ+JYe8JE8qLCbrom2SaHMVuxMpYxnimFOEeOZqoBEV9JfsRK4ePGiCMukkMyBAwfi/fffL/Y7FJ977tw5JJ04RyO+Cmknw9gqUkcHeLRqAv/adQpU15JIpeJlWFejhsLFGWmQITtLDbmFg7kpxl6rtfpuqcyoqFuSSOCklMFFkwVVRia0VpD4n0J/wiMjkHThGrSZeWe3IJPCo1MbtGnTRhhbeyAqKgofffQRjh07BgcHBzz00EMiPya9N9fO+MQmQWqjlyxNKAUHh6B+/XpitrGqUdWPv6LPgVomRZqPh/CscjCusEWFT0xMOpQX4tHX6PE3KyvLrHvenqnIc5CVnY2w8HC4xCVBrik4KRNXzcOu7ExZ0duaeHhBo4FI8F2vXn1IZRXfZ1EoXsOAaugpj0b0kdMWFU3suT8uy7EpUsIh96uFUx4NcSE0CS7KvPdFWYsA5K+8mZatMSTvJ7EuMy1vpcb8v7m1/W7lYWfo2Tj/+KikdiY/Ek025O4eSFHpRIJ/B3nl9Hf2bP9SU1IQdf8e4jXO0CLv+ZVAC28kFGtrKn9kZgaU5F//Y06dOhXTpk0T1RnMITAwwDCIIS+JsNAwBAQGFEi2auvY87HZ+/FZw7FpZFKkyxXivspjWEyhVUMqlUCik0InkUJWVOdO5ZCzs3O2aaaBsplH41IcmzEOuR5mMrkccrK/arV1eJdJJKJNRP5rkgYxCbAf6EHmjTfegLu7O9atW4ekpCTMnDlTPOxNnz69spvHMFUHmvW3/rlbhmGYSvEwywwORYf6gLaaH2ReD5Krn7t+r0weZySUpWaq8oRa6lSZhuT9tG+ZdRbkrFA7oyUvMRbvqyRWK5aRJxnNogwY8KDMacOGDaFSqZCamgpvb2+ztkODnvwz/jT4swbluzyw52Oz9+OrzGPTlmi/D4ShYjUi/QoV6DFQYVjg2PJ+1XrOkSS3LQWuSetpokUIDg4Wdubw4cOollvZh8SzRYsWsVjGMAzDMIxVQN5cqcGh6FQfcJY/GNg2a+aMdReTSiWY6YWyJ5s55w21jM0JtVTZWKglw1QpsSwiIgKvvfYa9u/fDz8/P7Hs0qVLQiQzVyhjGIZhmMKoXr06Vq1aZRDK9NCEDMMwDMMwjLUJZiRk6XF0kZUqp5k+JxmFWiouXER0MaGWTPmgU6usWY5hrPnXodDL5s2bi5CYGTNmIDIyEosXL8akSZMqu2kMwzAWIz1TBZ1CAhcHJVfGrGAo/LJnz5558m6sXbsWXbp0KXUhGVvDGgqMVCZV/fgr+hwUVkymMtGH5dC/FZk3zZqorHNAlfZE/2kEF5JhmMLJL2KR1GJcBODMnXiztqPTqAw5yewq1NKG0GkBrUot7KJGq0OWWlNpecsYGxTLKNHaypUrMW/ePDz22GOi4sNTTz2Fp59+urKbxjAMYxH0RjFdpYFE6QBnB8oVkQ2djAWzyoAmZK5cuYJNmzaV6HuhoWE2X0iG8iZWZar68VfUORDFZLxckZ2dXWTi48pAtKmKU1HngJJlq9UqhIdHmC4k4+tVIe1gGHuqmvmiXy041/A16zvp9+OgDr8rvstUEoqcSXJnaTacnF0Qn6FlwcwKsVqxjKDwyxUrVlR2MxiGYcoVZ4UM6dkagAQzWsCCWaUIZWvWrMGyZcsQFBRUou8aF5KxNayhwEhlUtWPv6LPQYmKyVQQ5E1FIhG1qSp7llXoOZBIIJcr4O9fBzIT1TDtqZAMw1RkEQDjEM3i4FBLK0ChFIEJkvQ0eLNgZpVYtVjGMIyVocqG1EGJFDWQoVJBJq2aA4vyQEanUiKFztFJnGem4iAP5g0bNgjBbPDgwSX+vqlCMraGPRdPMYeqfvwVdQ5KVkymYtCLQ1VVKKvMcyAx1XdW3Z+BYcoEi1+2HZIphw7OjgpkZasruzmMESyWMQxTIqEsXeaAjGwNnJXcfTC2D3kv//LLL1i6dCmGDBlS2c1hGIZhGIZhGMYK4NEuwzBFI5FAqlND6+yMRMokCi1cHczvOuQy8laQlCgcxMpS2TB2yu3bt0VuzIkTJ6J9+/aIiYnJUymTYZgKQiKp2MTyZGTY0DAMw1QdymBnpHK58IQtCWxn7APr84dnGMZ6oLwizq5QeHjBwdkZ1T2cUd3NCW5OSrNf3h6uJVrfWeRMMb+Jndq1wulTJ0t1eJNeeh7ffr2yVN+lffbs2rHY9ZKSkjBkQB/cvRtZ5HqUnyA9S4W4lCxolY6QaDgUs7z5559/oNFo8NVXX6FHjx55XgzDVKydUbpV3Iv2VxJD06pTR5w8fbpUh/f8pJex8ttvS/Vd2ift2xw702fIYETevVuq/TAMw9g1ZbQzrt5e5W5nmrVui9MnK348c/bMaTGWstR4xt5gzzKGYQqFZmBkcgnGjweuXi3//TVtCqxbJ4FEJTGUsrdlkpOTMeWt1xEfH29+on8VkJCthZfSEdLsTE70X46QRxm9GIapenZGI7EfO/P6lMlm2xmGYZiqBtuZih3P2BMsljEMUyxkWM6erexW2Bbnzp7BnA/eg7OzS4m+x4IZwzBVEbYzJefMuXN4b85suJTQzjAMw1RF2M5U3HjGXuAwTIZh7Baazfnx++8wctgQdOvUDg8N6o/vvvkqzzrR0VF4+cXn0KNLBzz/9HjcvHHD8FlKSjJmvz8TfXt2Fd9dvGghMjMzzdr3saNHMHzkI1i0eGmJ202CGahKmIMDZA4OXB2TYRjGiu3Mdz/+iCEjR6Jdt67o/9BQfPXdd3nWiYqOxnMvT0SHHt0x/vnncOPmTcNnySkpmDn7A3Tt20d8d+HixWbbmSPHjuKR4SOwdNEiix8Xw+TnRnQKUjNV0CTEIP1+dGU3h2GqDLY6nrEHWCxjGMZu2bVzO35ZvxbvzZqDTVt34IWJLwvjcu3qlQfr7NiO/gMGYe2Gjajt749pU98SeayI+R/ORmpqCr77YQ0WL/0MVy9fEgbGHCb97zW88OJEyOSycjs+hmEYpnLZvmsX1v6yAXPeew87Nm3Gyy+8iK+++xZXrl0zWmcnBvUfgI1r18G/dm28Ne0dg52ZPX8eUlJTsea7Vfhs8RJcunpFCGbm8NqkVzDxhRcgk7GdYSpGKHuymTM6aaKQGhwOWY3Aym4Ww1QJeDxTebBYxjCM3VKjRk3MmjMPnTp3Qa1atTFm7KPwqVYNwbdvG9bp3bcfHn38CQTWq4d3Z85CQnw8Thw7iojwcOzf9x8+nLcADRsFoXmLlpg5azZ27diG1JSUSj0uhmEYxjqoWaMG5s36AF06dULtWrXw6JgxqObjg9vBwYZ1+vXugycefRT1AgMx690ZiE9IwNETxxEeEYH/9u/Hgg/nIqhhQ7Rs3hyzZ76Hbbt2CgGNYayBsxGJSElLF0KZ4sJxZKTLWChjmAqExzOVB+csY5h8RIdEwMXLHS6e7nmWJ8fEQ5WVDZ86NSqtbUzJ6NCxEy5dvIAvv/gcISHBuHHtGuJiY6HVag3rNG/ewvDexcUFdesGICQkBGqNRqz38JABebZJy8LDwyv0OBiGYRjrpFOHDrhw6RI+/3IFgkNCce3GdcTGxUGrzZnRJ1o0b57HzgTUrYuQkFBo1Dl2ZsDDD+XZJtsZxtp4pmc9SA7sgcrNv7KbwjBVDh7PVB4sljGMEdEh4Vj37mK4eHlg/MfvGAQzEsrWTf8EqqwsjF80vcoIZhKtCrbM1i2b8dmnizFi1Gj06zcAb741Ba+8/EKedaT5wle0Oh0UCoVwXXZ1dcOatRsKbLe6ry8uX7pY7u1nGIZhrJvNW7di8WfLMHrESAzo1w9T3nwTL7wyKc86MmneQA6dVguFQi7sjJurKzas+anAdn2rV8fFy5fLvf0MwzBM1R3PUAJ/pnA4DJNhjJArlZAp5IgNixSiWVpiskEoS7gXDblSIV5VAYkmG1qFA2yZ3zdtxAsvvYzJU6fhoWHD4enlifi4uDxlnG8bJVqmBJh3wkIREBiIgIBAEd9P5ab969YVr6ysTCz/fClUnHCfYRiGAbDx999FnrJpkydj+EMPwdPTE3Hx8XnszM3bt/Ik9A+9cweBAYEIDAgQ4ZZkZ+r6+4tXZlYWli5fjmyVbU9WMQzDMJaBxzOVB3uWMYwR3rX9MGHRdKydvkgIZl+/OAM6rQ7ZGZnwrFFNeJV5+PrA7lFlQ+KgRJZEDpLLmjatmN2Wdj/k5ZWdlZVnWdt27eHh4YkTx4+jV5++SE9Lx8oVy6FWq5FtZBz+2LsbrVq3Rqs2bfH1lyvgXzcAHTt1Fkala7fu+OC9dzF1+gxIpVIsmPch3D084OaWN0SXYRiGKRvWbmfIyysrO6+dad+2HTw9PHD8xAn07dUL6enpWL5yZY6dyX4gdu3+4w+0btUKbVu1xoqvv0KAvz86d+wo7Ez3rl3x7gezMGPqVEilMny44CN4uLvD3c2trIfKMAzD2JCdofFMWno6FEbeyDyeqVxYLGOYQgQzEsqy0jLEMqWTQ6UIZRq1Gvdvhol/fev7w9HFucL2LVXIQfMVarUO69ZJKmy/tD/jmRJzWLH8swLLNm/diSnvTMfcObMw4fFx8PLyxoBBg+Hk5CRi/fVQMsztW7dgyScfo2Wr1vhkyTJhWAhKhrnkk4V4ddJLotpYl27dMXXaDAscJcMwDENQf6+pYDujKYWd+WzFFwWW7dz8O6ZPmYJZc+di3ITx8PbywuABA+Hk5Chyl+mh5P5btm/Hx0uWoHXLVlj2yScGO0PJ/RcuWYyXXn1V2JnuXboK4YxhGIapWnZmxefLCizj8UzlwmIZw5igYKilpELDL6lzPbt7Hw78vBXpSTmVSig8tO1DfdDv+XEV1hbq4xPTM+GgKH25YFV2NhRKZQn2ScbF/O2fOHOhyM9/WLO20M++/u6HIr/r6eWF+Qs/MflZ+w4dcfDoyWLbR1VrimsjwzBMlUWngzo9FZrch/qK2aUux8CZyYUTRff1a38o3Jb88PU3RX7Xy9MTn8z/yORnHdu3L3bfBFXhNGc9hmGYKkkZ7QyFxSsVinK1M1fOn0WqTo6sbDUc5LIKG8+Q55o545RaVXQ8w2IZUyWIi7iPk9v+wu2TOTd5gw6t0HHUAPjUqVlgXX2OMmMoDJNymBkn/S9PTm79C39/+0ueZRqVGqe3/4PkqDiM+eA1w2xBeSCRAmpIkJ6pgkwqgVZbspkRY9QaLWRl+D7DMAxj54hJErYTDMPYF5Tv+Ozu/bh7PRgqrQZpg3uhee/OVSb/sb3YGa1aDV2+BPpM1YDFMsbuCT13Fb9+sExUn9Jqckrsntu7H+f/PIhHP3wL9do2M6xrnMxfn6OMRCp9DrOKEMyyM7Ow/6ctJj+jTv7GsbOIvHYbdZo2LL/E/kpHJKRrAKnU5OwGwzAMwzAMwzCmuXboFLZ+/E1OxIRWS0Eq2HX5Fk78/ifGL5oGZ3fXym4iwzDFwNUwGbtGna3ClgUroVVrDEIZQe9p2daFX4l19KTEJYgKmMbJ/PU5zFx9PJEWn4i0hKRybXPImctQZeZNImyMVCbFtYOnymfnGlWOUEb5IqVSOJch/JJhGIZhGIZhqho0+U5CmVajyRHKiFynptg7d7Fn+ZpKbR/DMObBnmWMXUNeWBkpaSY/o5ke+uzG0bNo1ruTWFa7SQM8sWAKXL098yTz1wtmJGL51vMv1zYXJZTlIBFhoZZGolUDTk7Ikikhk5mOl2cYhmEYhmEYpnDO7T1QaMgfiWc3jpxBSmwC3Kp5VXjbGIYxHxbLGLsmITJKeGIZe5UZQ5/FR97Ps4wEM1OQYFYR+DWoW+TnNEvl1yCgfHYuJYGs4pIsMwzDMAzDMIw9ER0S/sCjzAQkpMWERbJYxjBWDodhMnaNs4cbtEUYK/rMuQIS9peE6gG1UbdlkBDy8kNJ/ZXOjmjRt0ultI1hGIZhGIZhmMJROjlCIi16mO3g7FRh7WEYpnSwWMbYNY17dIBMVrgDJX3WpEcHWBsjp78MD79qOX/kVr0koUzuoMSjc96Eg0v5Gdj0rAc53BiGYRiGYZiyERUVhTfeeAOdOnVCz549sXDhQmRlFZd2g7FVmvbsWKRnGXmU1QyqV6FtYqwbrUoNJ7kEGi4MbVVwGCZj11Clmb4vjMPf32zIEZ30+QNy3/d9fqxVVqNx8/HCiyvn4uqBEyKnGlXkrNOsIVoP6QVXLw+L7ktzPxRyTyfo/JojMV0FR0cZ5ytjGIZhGIaxABRyR0KZu7s71q1bh6SkJMycORNSqRTTp0+v7OYx5UCDjq1Qt2VjhF++AZ22oPrR/6XHTEaQVASUKy3yejBkcploY1k93KiYQVxoJHw9veBezdti7axSKJTQqbJFIhxnpQPSszVcZM1KYLGMsXs6jRoIV28PHFq/HbFhd8WyanVroscTIwyJ/a0RhYMSrQb2EK/ygoQy1/r+OC33hadKB2+ppExCmVqtxs3r13D71g1kZGTCyckRdQProVnzlpDLubthGIZhygbZmWs3b+DG7dvIzMiEo5Mjgho0QJNGQWxnGKskODgY586dw+HDh1GtWk7UAIlnixYtYrHMTiEh7NG5b+Gf737Fhb8OiUlvgqJG+r/4aKVEtVBxMKrCeWX/CUPxAblSia6PDkWPJ4YXGzaaH8q59sfKtbhz4br4+59ckXDwqxPgqY+OsRM7o1Qq0SSoUbnaGZ1MCV1WNpwdKI7XAelZasjKOC5jyg4/VTBVgma9OgmX6PSkFEMuMwprrMqQUOboIkOGnz9u3EhDl9pyKGWl75Bv37qJP/fsQlZWpji3ZIjp31s3b+Dwgf0Y/NDDqN+gkUWP4cPZ72PXju2Ffv7Vt9+jfYeOJdrmpJeeR7v2HTBx0v+KXXfcIyPEesNGjER58/ykl9GhXXv8b+LEYteNi4/H6TNnMGjAgHJvF8Mw9k1U8B1cP3wGqqxs1GwUiMbd2kGmqJzHx5u3b2PXn38gMysrj525cesW/t63Dw8PHoxG9U0X6Skt7384B9t37Sr08++/+hod27cvt/58yMgReOWllzBy2HCUN2xnyofq1atj1apVBqFMT2pqaom2o9XooM31UioqH6+loXBCIa5odeW6X03utvX/2jpypUIIR72fGY3oO5GIjY1Dq24dhNhSkb8fQb/fb3OWI/zSjTxVOtXZ2Ti4dpsohNZzgvnPsgl3o7Bm8kdQZWbnWR58+hLWvP0Rnlv+gXBUqAx0knKwMwBuhQRXmp0pt/FM7rUw8uEheOnlVypkPDOpBOOs+Pg4nDl9GgMGDir5jgzXuQ46jRbafAXsJNABZgx7WSxjqgzU4blYWTL/ysa9QSCSPL0hkWZAXgZ3cBLKdmzdbPhbb4j1/5KAtn3LZgwfNQYNGlpOMJsydTpeff0t8f7vP/di7c9rsPrnDYbPPTxKbqgXLVkGhUJh1rrf/rAGnp6esDY+W/GFOPc8iGEYprSos1XY8ekqXD1wUngckA2laswuXh54fN7bxVZutjQ0gNlsNDmS387QwGbz9u0YM3wEGjWw3EBm+pSpeOvV18T7vX//hTVr12LD6jVlsjPLFn1itp1Zv3oNnJ2sLxE42xnzofBLylOmh4SStWvXokuXkhVrCg0NIb1KEBYWiooiMV2KxARnIDERUTHln9c2LDQMdoejHJ51/HDnTnil7D76ZhjuXLhW6OdHN+5G9TZBooiYORz/eTtUmVkFQkxJWE1PSsZfazah9ch+qAykjg7w8HJFdna2kWBiHrdDQrB9756Cdib3b72dGTFkKBrUs1zOubdfex2vvJQzSfHXv/9g3S8bsG79BiSkq6CQUh/iUeIch/M++hhyhcKs733z/WphZyoij6JWq4VGozFrX58v+1T8Bj179S71/tRqDSIiwpGpyitQSyVAtQbFV6NlsYxhmDK7KpNHmTnQei+98prFXJhd3dzES7x3dYNMKiswc1tSSjLw8fLygoMD+UtbF8azhgzDMKXh3+9/w7WDpx54luQuJw/t9TOX4H8/LCrXYjP57QzN9JsDrffaSxMtZmfcXF3FS/9eJqtYO+PtVfzDfGXAdqb0LF68GFeuXMGmTZtK9L3AwHrQaHVCKAsICBQ5zyqCpMhEeHp5QeLpCRe3OuW2H/IoI6EsIDAAsgo6toqiso8t+O/jIjSUPMhMoVVrgIQ01G/RtNhtkT3YfOaqyVxsOZ/rEHnmCh55+wVUBhqZFOlyhQiddFAqSzae+e9fs9al9V5raDk7YzyW8PL0FOMZvxo1IE/NhrOydPuo7utb/Eo6HbKys1HDz89QUK68kUqlwo6aM37S93GlGmvpdFBlZ0Mul6FOHX9o8rmRCc8yJBa7GRbLGKYq4+qJ8/fTinwYVquKnkW8fvWK8BwzB1rv2pVLaNykWaHr0CyIpUJk796NxKhhQ/HyK69i/dqfMGTow5g6fQZW/7AKW7dsRkx0NDw9vfDImLHC/Ti/ezCFedJsDq138OB+McD536tv4KHccBjjMEz6XqfOXXD2zBmcO3savn41MHXau+jarbtYNzExEQvmfYjjx47Ay9sbTz3zHBYtmI8TZy6YbPvBff9i1crliI6KwsiHHoLG6AFHpVLhsxUr8MfffyE+Ph6+vr548dlnMfaR0Vj57bcGV+5TZ85g77btuB0cjMXLluHcxQviYaB502aYPXMm6ltwVoxhGPshIyUNZ3fvMymI0EApIzkVF/85gg4j+pd5X7QPlTonn09hXLl+TczomwOtd+naNTRr3LjQdRRyucXsTOTduxg6aiReffll/LR+PR4eMgQzpr6DVatXY/PWrYiOiRaDH+qfKZwyf7gjhd94uHuI9fYfPCjszBv/exXDH3qoQBgmfa9Lp844c/YsTp87ixq+fnh36lR079rVYGc+XPARjhw/LkS25556GvMXfYwLJ06abPs///0nbElUTLTYH9uZihHK1qxZg2XLliEoKKhE35XKaHgnMQwiKypBvN6zVCKVVIhAR2JSRQmBFU1lHVtOzrSi+zyNWm1W26ifoHWLIis9s9J+Q62J/dqsncn9fnmPZ0YOG2oIw7T0eOa/f//BiuWfISY6CsNHjBJeZcZ2hj77+88/EJ8QD9/qvnj2+RfFcXz79UpDqp0zp05h2669CA6+jWVLFuPihXPCzjRt1hwz35+NevXrF3ru6LqXyKSg/+X5GOaFQrNYxjBVEH1i/30xElyMTkA1F7np/AYb1uLe3UiL7pvCJelVGLVq18G4x8dbNKfc+XNnsWbtL9DqtNi1czt+Wb8W8xYsQh1/fxw9clh08uTi26RpQRFv468bMOl/r+HV19/ErxvWYeGCeejVu4/Bo82YH39YhenvvofpM97Dlys+x4L5H2Lbzr3igeH9GdOEy/F3P/4kjNX8ubMLbS8Zgzkzp2PylMno3bkTVv/0M86eP4fOHXPyFdAg7MDhQ/j040Xw8fbCtl27sGDxYvTt1RvPTpiAkNAQsd6Md6YJd+fXp0xG106d8d706UhJTcWCTz7BshVf4ItPl1rsHDMMA5PCkipbBYVSUeLkyebknCwtKjf/Ij+/dyMEGvI0KATqn+9cvF4qsYwGWWmJyciWSCF3UGLTnp2IvHcPloTCJelVGHVq1cL4cY9a1M6cPX8ev6z5SfS5JCSt/WUDFs2bD/86dXD46FEhWvXu2RPNmjQp8N0NG3/Da5NewZuvvop1v/6KeQsXoE+vXgaPNmNW/fiD6Mvp9fmXXwpxjMQqsjPT3n8PWVnZ+Om7VYiOicHs+fMKbS+JW+/MnIG3X38DPbp1w+q1bGfKm3nz5mHDhg1CMBs8eHBlN4epQtRu0kBMgBRFrcYmBAcTUM5KzxrVkXg/xuTnJKr61is/D8SSQuOZtb/9ahd2pjzGMwoT3neWHM/MfPcdvP7G2+jWvQc2rPtZHEPHTp3F5yT2HT50AB8v/hTe3j7YtWMbFi9agF59+mLC088iNCTHzrzz7gxhZ6a89To6de4q2pWamoJPPl6AFcuX4dPPvkB5wWIZw1RRoeyEzA8Xo9VwdVQg0MeZgmsKrGsvRRCeeHKCMCQEeWrNmjNPzJoQY8Y+ilXffo3g27dNGpdGQY3x9LPPi/cTX3kVv2xYJzr/Vq3bFFi3e4+ehuSYz78wEeMfH4u4uFikp6fjxPFj2LJ9N2rXqYOgoMZ4aeIr+HiB6YHMzm1b0bptOzz99NOQZWdixuTJOHDkiOHzxo0aiQFN65Ytxd8vPfscvlm1CqF37qB927YGd2XyLEjPyMC40WPw2Nixhrw3I4cNw48//1Tm88ow9kxSVCwu/XcM6YnJ8Krlh+Z9u8DJzcWs72akpOLwhp0498cBZKdnwsHZCW2G9kb3x4fB0ZX627L34arGrUv1/bSQYLiGXy9SMCtW2JOYsY4Jkezf1dvQ5NlRcJM6QE6Jk0lMzMqbINpWmfDEE0IYI6KiozFv1gfo0imn4vajY8bg61XfCYHKlFhGffrzTz8t3r868WWs++UX3A6+jTatCv7GPbv3MCT7n/j88xg7/knExsUJO3PsxAns3rIFdWrXQeOgIJEDZ97HC022d+vOHWjXti2eevJJ8fe0tycLUc+4TWxnLMeKFSvwyy+/YOnSpRgyZEhlN4exIJTL8f6tsAJiE4k0kdduo07ThsVuIzokQtiLxHsxIjF+y/7dUKd5I4s9hzft1RH//rBReAVTv2sM9eX12jWHT50aZm+v46iB+Ovr9YWGYXYcORDWBI9nCh/PNG7StFzHM23btsOTE54Sf78zfQYOHTyQp00knLXMtXXPvvASVn33De6EhaJtu/ZwcMyxM15e3sjISMfoMeMw9tHH4OSU8xw1bPhI/PzTjyhPWCxjmCqEfpB1yqMhLgYnCKEsyJc8pDQmDQt5eBUXhrln13bR2ZqVRFMiQf36DTD04REVEoapp2at2ob3HTp2wqWLF/DlF58jJCQYN65dQ1xsbKGVifzrPkhi7Zo7y0+uv6ao6/9gXRfXnEG1WqUWFUHdPTyEYdGjNwymoHY1NArPIFduGvjo6denD44eP44lny1DSFgYrl7LSdpq6hho4PLYmDHYsWsXrly9ipCwUFy9fh0+3t6F7p9hqjI0wDm4bhsOrd9hCD2iPC//rPoNI955UVRWLi6Ecc3kBUi4G20YlGSlZ+DElj9x++QFPL10JhxdSieYKVLCkdWkGVZFSCBNuFu649Mq8WSrzlBcOI7MNA0kvgUT9ddp2gAKRweRwNn0NnRo2KlVifZ74KctuHnyghDLRLpkXY6dGdqlp8jDROfZ1csDTp5uefLoUNW1/WdPIiwigmpaFbsfCSRoUL8eRgzNCWMs7zBMPbVr1jK879ShAy5cuoTPv1yB4JBQXLtxXQhaWq2mWNtRrJ2p+0DkdHHJtTNqtagISuGcJJTp0QtdpggOCUETI7tCuXfYzpQPt2/fxsqVKzFx4kS0b98eMTExeSplMrYtlG1d9A1uHD2LMe+/ikad2xjsyL/fb8TxzXsx+NWn0PahwhOUH/l1F/at3ixCxahqH4XXntt7AK0H9cBDbz5rEa9khYMST8yfjA3vLUF6UmpuaC21Xwu/+v4Y8U5OiLi5tB/WD3ev3cblfcfFtsjW6XOidRg5QIhz1gL19eThVVwY5vY9u3E7OMSq7YwtjmeCGjfJM8YLMgpd7dO3H44fO4rPli5BWGgIrl27KpabOgYSyMaMewy7du7A1StXxPrXr10VHmnlCYtlDFPFcK7hC4na0UgoKxzq5E255xrTKKgJgm/fMm/nOh0aNW5S7DYtjdLhwf4otv+zTxdjxKjR6NdvAN58awpeebnwJKSmKpYVlthYbmpd6CCTyQuIiUUZYxo40mBUS7kTsrMAhRIK+YNtf/HVV9i8bStGDRsm8sy8N226yGtjCpoFeuLZZ+Dp4SnCeoYOHoSQ0DCsWbe20P0zTFXm4t9HcGjddsO9rst9ZtOoVNj68TfwqumLGg0DCv0+DY6MhTI99HdcxH2c+P1P9HpqVKnCKVP9G2MTCWUKB7StU7pKvDeiU7D+Sjpa1mqLTpooqO5FwE+RBmVKhBCsCOpteozsjv9+LZjsmAZGHr4+xYqGxmRnZOLU9n/gXKO6STsjl+XsNyMxWfS5zp5uQiiLj46GRKtDXd+aCI0wr4oc9a1NGgVBaWa1SUtByaT1UK6yxZ8tw+gRIzGgXz9MefNNvPDKpEK/q1CYSoVQyLpGtuDBujrIZbICdqW4JPz5P2Y7Uz78888/Ik/PV199JV7GXL9+vdLaxVgO6q82z/9SCGYNO7U2CGXFcfvURSGUESSUiW3l/nv+z0PwaxBgkdyQBFUw/t/qxbiy7zjCL9+ETC5Doy5t0KBDqxLnv6P1R0ybiBb9u+HcHwcRG3EPNer5o+3Q3vBvEWR1nlzUnuJsQpNGjXArONi67YyNjWdM7cN42199+QW2bdmMYSNG4aGHh2Pau+9h5LAhhdqZZyc8AQ9PTxE+OnjIUBGmue7nB9WpywMWyxiGKRMkfu3792+zkvw7ODgKca0y+X3TRrzw0ssiISWRkpKM+Li4cq3sRYknk5OTERkZgdq5s/7XrlwxuW66SoN69Rvg2qXzkGZnQidTihmW6zdvIKhRI7HOxt834/3p72LQgAHibwrtIfTHQA8F+vcnT58Ws9ib128wVO05cuw4VzJjGBPQfXHkt105eZBN3CL0/H9i658YMbXwWXjyCMgvlBm2r9WKz0ks03v6Zvj5Q+5pngfOpoMhZRLKCJokIcHsYrQK0voN0SqoFZCQAB1VXTQa4PToMRiqGl/jyJc/51RKyz0nJBTSgFCuNH+QEHX7TrHhlpQHh5JQJ8fE5ZSVT02DOlsFmVyO9h3b48Tl82YlX3Z0cBCDnspk4++/4+UXXsRzT+WEniSnpCAuPr5c+11KpE92JiIyEnVq53gfXMn1BjNFw/oNcO7Cg4TMbGfKD/Iooxdjf0hlMoya/jK20nPdwVNCMKMJlbjwnPxY5FXWfljfQr19yONY75lV2Ofth/ezmPikdHRAmyG9xKusUJsadGgpQjiDg0NQv349my7MQOLX3/v22YydsfbxDFG/QUNcOH8Oeug+uHnjOho1yvFi/n3zRkyf8T4GDBwk/haRSsZ2RtSszHl/+tRJxMTGYP1vmw125tjRI+VuZ1gsYximTFCHNfihh7F9S87MWFHQepYqs1xaPDw8ceL4cZE8Mj0tHStXLBduyNmq8subQyXeu3TthvkfzsbkqdMRHx+Hb7/+0qRQBq0WT459BGN/24Bv1qzFwP79sOn3Lbh3/77RMXhg38GDaNa0CaJjYrFo6adiuf4YnJyccOv2bZE3x9PDQ+ST+Xf/fjRv2lTktPll42+G8B2GYR6QmZqG+IgH91p+aMY/9FxOmIAp6KEtPSmlyH2kJyXnzR15JR0SqXkVhcsqlOUXzC6EJuF8cIKobuXpSe3IN9DpOwp12vVF+unT0KanYWjX+mjopobKzbvEA8riIPHN0dUFaQlJSIvPKedOQpl3nRpCSHt48GBs3p7j8VcUtF5l2xnqd4+fOIG+vXqJ2fDlK1fm2JnsotMalIXAgAB069JFJPWfPnmKEOe+/PabQtcfM2oU1v/2K7794QdhZ37duIntDMNYQDDLL5QVxb0boYUKZQQl0SfPXMp7yZQvZDdsyc5Y83hGz6hHxuC3X9bjh1Xfov+Agfh98ybcNyq0QHbm4IF9aNq0GWJiorF08SKxXJX9wM7cvn0L0dFR4ngz0tOxf9+/ogom5U7b+Nsv5W5nrFr+jYqKwhtvvIFOnTqhZ8+eWLhwoai+wDBMydEPzg5kuOPcdctWhKnfoBGGjxojPMcI/QyY/l9aPuKRMWK9ymbKO9ORlpaKCY+Pw/Spb6NRUBD69O0vYv3Lkw/mzIOjoxOef2a8qFZDLsfGLtFZag2cHRTwcXNAoF91LP90Kfb8+QcenTABMXGxolqZnrmzPhAeAI88/jhmzf0Qg/sPQIvmzXEtN5xj2NCHEBoWhnHjn0Srli2Fh8NHnywSiaC379qJmdOmIT4hQQxyGIZ5gDm5YYoSfqjPc6tWtJDk4eNRoMgKCWDmviwFCWa0vTa1PRHgrBX/mtpfh+YB6PX0aHgMG45D7g1FKCjlTjN+kX0pCvJGcyymOIKDizNcPN3zLKNiCCSUEY3qN8CY4SPEjL4pO0PLx4wYIdarbKZPmYLUtDSMmzAeb0+fJry1+vfpI3KXlSfzPpgNJ0cnjH/+OVF9k0IoTYXeEHX9/bF8yacGOxPLdoZhymQ73Hy88ixzr573b1MoHItOS0Kh8aZC4pjyoVA7k/u5NdkZax3P5M+TtmTZcvz5xx5MeOJRxMXGiKqYembNnoub16/j8XGPYO7sWeg/aDCat2iB69dzjmHow8MQFhaK8Y+PQ8tWrYQn3ScLP8L4x8Zi147tmDZ9JhLi44WYVl5IdFbqI03Nevzxx+Hu7o5p06YhKSkJM2fORP/+/TF9+vRiv08u/OfOnYNPbBKkugeuf/bgJmoKez42ez++ijg2GszI/WqJxP7kSZB/wCWFBt7ydPj7B0CZayBKA81o3LxxDbdv3kBmRiYcnRwREFgfTZu3qPQZmPKAxHt9RbCiyMzIwIkTx9CtWw/DQ8/ff/2JLz5bim279hrEMgelAk50mlKSRPhlZZCVnY2w8HDEnbmIwFq18lyTWgkQV80Dbdq0gcwMTxF7x5SdsTXsuW8t7fGvefsj3L0ebNK1nwZEHYb3w8BJORUETXFo1Voc/P0/09+XSNB/1utwGf2I6ItdlLJic0eWN+QtR0l469WrX2zemrMRidCqsvBMz3qGZerEeDhFhSM1OByyGoGFfpfCiU7+cRDDv56DmtV8ITcMPyQid453bT8k3IsWoZfGuFf3ETnMDPtTq3Ht5k3cuH0LmZmZcHR0RFCDhmgUEIiU2AR4+lWD3CivCyXgphxybj6eUBbinWFuX27NZGRm4tiJ4+jRrbtILE38+fffWPrFcuzdVrynREWeA72dcYlLgjw3P5MetjOF25p4eEGjgdn3q6Wg+/6pLrUgObCnyCq6VdUeGSfzN0YqlxmS/hd2bOJ7v/9h0ruM7E2jzq0x9oPXYc1Y2++mlkmR5uOBAH9/OJQyR3J+O6NUKEVBFAq9rIjxjESTDbh5IC5NBWdF+faDJen7M80Yz1gTqSkpiLp/D/EaZ2iR9zxKoIU3Eoq1NVY7eg0ODhaG4fDhw6hWrZpYRl5mixYtMkssYxjmgVBmSAqdUFAosyRkQJo2ayFexp2wPQplJYEEyHkfzhZlnYePHIW42Dis+vYr4ZLMMIx10XPCSPzy/lKTAxcKFew4amCR/W2fl8fgUnAM4s9dKpAI16F5c9xs0QNSE5MWtgC1mcI3fz6WtxJnq8CG6FAfSA0OLVQwE+fNyUHkIDFG7qAQBQP0Qpk+9JLCWSkkk3KYEXrBjOxJi6ZNxcsYEsTUWdmIj4wSwhsJZiSUxUdEQZ2djaToOFQPqJ0nL5s9QYPC2fPm4dExYzBq+AjExcXhq1XfYWB/yyQHZximeKFMVL4c2ktUyNTnMCPBrEFH09WDO44agPN/HkRmanoewYwmVsiLuef4kRV2LMwD8tsZe5hQsQTKKjiesdoRLJVSXrVqlUEo05Oamlqi7YiEirnPqprcTkj/rz1hz8dm78dX3sdGVRWdA+tBci8SrWu6G6rs5FfX8wnuFtq57sG/9jZAKcGx0Uzb4k8/w/Jln2Ld2p9EfP3Qhx7GpFdfz7c5+k/lnyd9Ms381yTN+DOMvVO/fQuMnD4Re1f8jKy0DMNyt2peeGTGJHjmVnTMH3pIVS31ExNuM2ahzvEDCPl9BzKiY+Bcww/1HhmOwNHDICvBTLdarYFcLjN7uSVQqTU4ef4GIqLi4O7ihG7tm8Ld1dnwuSlPuLOhiTincsfYJs3gGH4dmWmaPJ+TgEaDv3YP90Wqlxvcq3lBLpVB4aCEwtFBeIQZC2UUeknnmyDBLCUuAY5uzkWGwJJHWfzdKKgys4RgRr9Tcky8EMrIw8O7lp/92aF8duazxUvw6fLP8dO6dcLOPDx0KF6f9EplN41h7BYqShJ57XaBHGXGOcwir94uVCyj0M1nlr6HXZ/9iPBLNwzLqwXUxtA3nhYVLBnGWpCaMZ6xN6xWLKPwS8pTZix6rV27Fl26dCnRdkJDw2jEl2dZGC2zU+z52Oz9+Mrr2PwUaaLSGSVwDsmON7mOo0IKj7peyM7OLqYAcOlDLuwVc4+NklF+9d0PBWYk9XkY1VpAJQWUJJZpNFCpKyc/Y7ZKBY1abfqalEnh4Vt8Dg6GsXWa9+mCxt3a4/bJC0hLTIZXLV8Etm5qyGmmzwHpXMPX8J04nQM2XUx6kIS//lg0fGJsqdsQG5+M95euxYRRfdCjQzPD8vSMLHzw2Tp0a9cUowd3hSW5fPMOFq7ciMSUNMikUvHs9fX6PXh6dP8i90XHS6FamyKyML5VZ/hKHvRf6fej83ic0Tmk/GTG4TE0YKT+kHKW6XOUieXVvETOHkpuXVyRAIlMKgSxB4JZTrJ6Esp8ateArATVO22Vdm3aYN0PP1Z2MximykDexo/NfQshZ6+gSff2BZL+X+3aDs36dC6yYh95wj61+F3RdyXdj4WLlweqB9a2WAVMhrEkbdq2ww8/rUNVwWrFsvwsXrwYV65cwaZNm0r0vcDAAEMuGfKSoMFfQGCAeAi0J+z52Oz9+Mr72JQpEdB5eYlKZ/Vqmw77kYG8FDKhVCrLlLOsACQGZWfnDIrszehb+Nh0Kg0UCjlkcgkgk0FaSTnL6FjIu4PIf02SZ1lC5bSKYSplENTYaPCjJ08ly8s5wnIO6RarVkns2ncSEfdj8cm3OZWGSTAjoWzWsrW4HhyJyPtx6N+tFTyKSZxvLvdjE8S2VVSV18izVK3R4oeNf8HL3QV9u+b1jqABIAlsh09fRVa2Cg7unshWN4KDUc6wlr5+6JQboona9U3vXEK5yUwXRnD1Nv98kmBGHmYxYZF5cp5VBaGMYZjKgcR8Y6HMWDBr3jfHycOcFOEk9gsPWIZhrAa5rQhla9aswbJlyxAUFFRid8H8iZdp8GcNCQjLA3s+NlPHRzlKTu34ByFnL0MqlaFRl9YizCN/RZqq/NvRrDwJIDSbX1gyWAn5k5WHlqUXkexNKCuHYxPDUp0OkszMcvHuKwn6nEIFrkk7/BkZpjjyh1vmr2RZXgn6J4zqi7iEFPx79IIQzEgo++PgGSGUuTo7Yv6UCRYTyohd/50S4Z0mCxMA+GXnAfTp0tLg7UDi2IKVG3H60i2DqE4C2z//HsGcN55As0Z1RX6zi9EqIFcwS4qMBHw8UF6IZP73YvIsS46Og1whz5P0n2EYhmEYxubFsnnz5mHDhg1CMBs8eHBlN4fJBz1UU9WwsAvXIJFIUb99c/jVr5j4+pAzl/HbnM9FDi59UkyaTT61/R+M/3iaKFXPMLZAOnlyaLVw0GqhU2VXWiVMhmEKJuz36ZbXY+BAhjsuhSahXV3TnlCWggSoN58bId6TYLZ8zQ7xnoSyj6Y+hQZ1a1p0f6cu3oJWa1qqp6WRUfGIS0xBNS93sey7X//Emcu3C+Q3zMjMxuzP12PVwjcMQiKFaEoDG6K1RIoMjbE3nuUwTuZPoZdeNX1FzjJ9DjN90n+GYRiGYRibF8tWrFiBX375BUuXLsWQIUMquzlMPqhS1eZ5KxB++aYhj8t/P2wUSSxHvfuycEsuL7Izs7D5oy+hUWvyVBsj0Sw7I0tUn/nfDx8b2sUw1iyUOStlcNaooaOccSyUMUylYwi1dGsLmTonoT9x7vo9SKQVV8mSBLOJjw8WYpmeoX3amy2UpaRm4O8j53Aj5C4cFHJ0adsEHVs1gqwQL+Ni0T3Y7l+Hzpr0QqNlJJh9/9ufGNavIxoF1srJaRaaiBtwRd8ABWXFpiQBsCRJUXEGoUyfo4xCmuIi74sqmeSJTnmADN7AOp0Q01y9y8/TjWEYhmEY28VqxbLbt29j5cqVmDhxItq3b4+YmJg8lTKZyoUehjfOWY67N0Jy/jaaVQ4+fQnbP/kO4+a8UW77v3rgBLLTM023TatFUlQsQs9dRb12zVHVB3xO9f1x6n5aZTeFMUGWWgNnBzlcJWqo07MBBQtlDFPZ5MlJRqGWybGGz8oz7NIUFHpJXlrGbN57RIhlxkn/TXHpRhjmfL4htwiJRIRP/n3kPIICa2Hu5AnCQ82Y9i0a4F5MfKHeZTV9veHjlXPst8PvQWOisrIxJPDRy79mNbz13Ai0rV8H1+8nIJ3muBRKSDSWnRygnGeJWi08fR/kKKMcZvpQcpo8o2cXEUaq0wnxLCs9Q0y+ufn6WKwdDMPYN+TF+vd3v4rKlz51HkxcUP9yaP12UQzGv0XJ0gYxDGOdWK3bzT///AONRoOvvvoKPXr0yPNiKh/yJqNSycYimR5advP4OcTeuVtu+48LvydmjwuDHoZjw++hqocPqZs0w6pod1wILT9PiKOHD+L40cNmrUvr0foMwzA2IZTlimPGL0tAg6qrt8Kxac9h/P7HUYTfeyDI6TFO5k/C1rL3X0S/rq2EmEU5zA6dulLo9lPTMnKFMpVwvqb9UWVL4tade/giN6TTmIf7doBcJiu0AtvjD/c0fEbrmUvE/TjMWPIT7tyNQdMaFMIpQZIK0CodhWBmDgePHsXh48eKXIeqaPrUqYFjZ0+L9fNW1JQKr7P4u9EidYNeKKPjca/mzfkYGYYxmwNrt+HUtr+xbvoniIvIGWtQH7t/ze84uHYbfv1gGVLjkyq7mUwJMcfO6KH1jO0MY79YrVhGHmXXr183+WIqn9CzVwpNFi+QSEQZ5fLC0c0FukJmv/VGy8mCiY9tUShL9W+MTRESi1ZnMwXN2psjmOmFMksWMfhw9vvo1K5Voa/Tp06Wart0/Wz67Rez1797N1Lsj/41h5MnjiMkOLhUbWMYpmKFMkuTkJSKqQt/wDsf/4iftvyLHzf9jVdmrcTHX28S4pae9dv3G4QyylFG4YyUw0wvmH324zYkpZj2Gv7nyHnhUWYqTJK+e+TMVcTkG8zVrO6ND996Em4uOR5nFKpJ2hiFgj4zuh/6d29tWLdxvdpwczEv1QK1gQoHbNyTYyOUcikZDiRkAzpnF7MEM6lUYtZARj+AofX1KBwdRL4yEsxUGZmIDr5jEMq8avtBmc/DLj/vfzgHrTp1LPR18vRplAY6L79s2mj2+pF374r90b/mcPzkSQSH5Hj/MwxjOTqOHIDqgXWEIKYXzEgoO/LrLvF572dGc3i3DVIWO1NW8tuZll27o2WLFujTuS2PZyoZqw3DZJiiaNa7M/b9uLnQzymJb6MubczaFs0yZ6amQenkCLkdlJfXh17ecvKDVFH+uXU6d+0u/tV7jOn/NiWUde3e0+TnpWXK1Ol49fW3xPu//9yLtT+vweqfNxg+9/Ao3cPK2TOn8cnHCzD20cdRHrw66SV89e33qFWXi1AwjDWgTImAgkLWPRqWa/J+Eqo++GwdwiJzUksYhzwePn0VSoUck18YZaiGGZuQjHEPdTfkKNMn/Vco5OjWrkmh1TApRxlVtdUVUluXNLTbYfdRPd+ArmXjQKxZ/DaOnr2OyKhYuLk4i3BPT/e8+6H9PzmiN77ZsNfs4z5y+irwwnDxt5NcBp1MivgMLbydXSBVqaDNyieaGYWld+/cRfyrn8nX/21qANOza9cCnwvBrJYv4iLuG5Z51vQVdr84pk+ZirdefU283/v3X1izdi02rF5TZjtz+uwZLPjkEzw+dhzKg5de/R++/+pr1K9Xr1y2zzBVFRdPdzy5cCrWz1iCmNAIfPPSe4bPBk56Ah1HDjR7WxSNE3r+qihaRgS2aYZ6bZtxzuVKoKx2piyYsjO//PYb4tNVwl5a+3imXv36sFdYLGNKBXXkFJdfKDqdWKe88PSrhq7jhuLoxj15PyCRXwf0e2FcsQUGKE/J4Q07cHb3PmSmpouwzma9OqHX04+I7dsyzjV8IVE7wkWZWiH7K0owO3XiGE4eP2pxoYxwdXMTL/He1Q0yqQzVqpX9tzPljcEwjH2hzlaJft9PkYa0ul2wKVICaUISWlUvv+I0Z6/cRkh4VKH9zn/HLgiRzNfHA44OCrw7aWyB9Ugwe/3pYUXuR6mUG3JzFbWOKUgI69Wp+HyflLxfpdZg/fZ9yMx64BFXGCp13iqYDnKZyNtIgpmTQg431wft0arUBSoDFzWQKXYAo9MVCItKTUiC0smh2EGpm6ureOnfy2SWsjNl3gTDMJUsmH3+RM6ELdF+eL8SCWVpicn4ddYy3L8VBmluaPuxTXvhW68OHp8/Ga7eFVNIhoFl7EwZKGBnpFJhZyRpKjgrzE97kB8ez5Qdlq2ZUlGneSPUbtrA5EMmLSOvrmp1a5VrG/o8NxaD/jcebj4PjAlVvho5fSI6DO9f7CBpw4wlOLZpjxDKCK1agyv7j+PHN+Yi8f6DghJVGepkVdnZhb6SklORlJwi3rdr3xGdunQTgtnB/fsQl5CEI4cOCKGMltPnRW1L/7Jkxx51/z6mvPU6enbrhJEPD8F333wlciESapUKH82bg4H9eqF3985ivejoKOF6/MrEF8Q6hbk+03cXL1qIoQP7YtiQATh8MG8etuDg23j9f5PQp0cX9OjSAS89/4zBTZnaQdA+fvj2a/F+0++/Y8QTT6Bdt67oNXAAPvpkkaGdDMNYHprs+XnqQmjv34QmqA02RUCErPtcOIG/H3sO6fceeCBZkrOXg4usREnd3/mrZQ+dI68zjYmconoclQq0CCqbZyuJcaMHd8XapVPw/quPoZavd6H5zqQSiQgjzQ8JZhTJkpyehYQsreGVpJEgUyKDKjMN2SqV4dWxXXt069RZDFgOHDkiltG/9Dctp8+N1xev7GzcD41AKtkqtVp4tBEUkkk5zHTFFCoojvtR9/H6lMno1LMHhowcga+++87Qf9P+5nw0X/TrnXv3EutFRUeLUMoXXpkk1ikslJO+u3DxYnTv1xcDhj2Mg4cP5fn8dnAwJr3+Orr06Y0OPbrjmZdeMoRdUjsI2sfKb78V7zdv3YoR48aynWEYC0DPqie3/pVn2fXDpw05zMz5/qa5XyAqONxQNIBeREzYXfw253MWOiwIncsCtqGQlyk7c+TE8aLtjImXrYxnln26GP16dS/TeObbr1eK91u3bMa40SPQrVM70Z5PFn5k83aGPcuYUkEPxONmv4HN81aIZP85oplO5BGr374FRrzzUoW0gUSxdg/1RVJ0rMiF5e7rU+jDujEX/jokChSYDslMx77VmzHq3ZwH2aoKdfK/bViLe2bGrRtz+uQx8dJz4tgR8TKHWrXrYNzj4836HYtr/7Spb6NRUBDWrv8VsbGxWPjRXHGdvPDSy/jt119w5vRpfPHl13B0dMKihfOFwZi/YBEWLV6K6e9Mxu4//zXp+kxG4dCB/Vj4yadwcnLG3DnvGz6jJNpkqDp17orpM95DamqKcIFesXwZPv3sC6xeux6D+/cR+2jZoTPOnDyJBR9/ggUffICmzVvg8tWrmDn7A3Tu2BED+vYr0zlgGKYgSTHxOLntb2Qkp2LN4o3QvjkFLn7u8DpzBKfmLRaKVei23Wg26flKaV9KWkax61Dy/7tR8bh4IwzZ2So0DKyJts0aGHKoNG8UIAQqbWEP6xKJ+NwSODoo0aVtY9H3LfjKdA4uasfowd1M9tPbNm4olZ2hwQu9Cvu7KHy9vDG0a28hmCXci4ZLNS+UBmr/29OmIahREH5duxaxsXGYu3CB+B1efuFFEUZz+sxZfP3FCjg5OmL+oo+xeNkyLJo/H0sXLcLk6dPx7+49Ju3Mym+/wf5DB/H5kk+hkMvx/twPDZ/RuSbhrWunznhv+nSkpKaKkM5lK77AF58uxfrVa9Bn8CCxj26du+DUmdNY9OkSLJg7F00bN2E7wzBlQJ/MX5+jrPsTw3Dj6DkRkkk5zMYvmpanSqYp7l4LRuTV26a3r9Xi/s0wMb6iSBeKlHHIlyMyIyUN6qxsUcCEKf73Wvvbr4i8d69C7UydWrUwftyjVj+eOXLoIJYs+xxyuaLU45nOXbvhzOlT+HTxIsydtwCNmzbF1SuXMfv9mejYqTP69h8AW4XFMqbUOHu4YcLid3HvRoiIt5dIpGjQoQV86/lXaDuo0IBXTd8Sfef8nwcNIZumjNS1Q6dEmKbS0QFVmbJ28JUJJZ28f+8ufvxpnTAoAYH18OZbU/DhnFnCuNy7FwkHBwfUrFVbGJAP5sxDUlKiCLFxzzUopkJtxOBu6+948+2paNO2ndjG21Om4e03XhWfZ2VlYvSYcRj76GNCSCOGDR+Jn3/6Ubz38srJhaR0cUM1TzckOSnx4cwZGDBwkFheu1Yt/LRunfAa4EEMw1iWsAvXsGPJKjz8/FDsWvMnoq4FQ7ZoMbz6dMeZ1evEOvVGD0fTic+Wy/5bN62HrX8VnTz4wIlLwmPLFNduR4iiABeuhebpp6lfqlHdC7PfeAL+Navh6JlrhQtlADKzsnHiwk3hgWYpurVvivEje2Pdtv05hVxo/yTYabXo3akFomITcPjkZQzrHGgldkYnnlvoWaa01TApif7d+/ex7sfV4pjrBQRiyptvYtaHc4VYFnnvrrARtWvWFHZm3gezkZiUJOyMh3vRdub3bdsw9c230KFdO7Fs2tuT8erbOSFfmVlZGDd6DB4bOxbOTjmD6JHDhuHHn38S7729cgbQtA9nZ2c4OzljzvuzDDaF7QzDlJ5jG/cYhDJ9jrIOIwYYcpiRYPb8F3OKTPIffvmGcDSgMYcp6LObR8/g2uEzYjuPz5tsEMxIKNvw3hJkpWVgwqLpLJiZAY9nCh/P/O/1t9CufQexrDTjGXePHDtD67z/wRyDMFarVm2s+/kn4Z3GYhlTpTufWo3ri5ctIXKXFOEdSx5mWWnpVVosE96Dj48XLrqFo0NUbBJSMzINS25du4hbVy9CKpVBq9WgfcfO6FKCXGVyhcIso0adPCW/9vbIySFjTFxiMm7fvoWkpCT07flg0EmDx6zMTCQmJmLU6LH4c+8eEUrZvkNH9O7bTxiB4khMTEBCQgKCGjc2LGvW/EF+HzIWY8Y9hl07d+DqlSsICw3B9WtX4e3tIz6nHD2Eo0IKZ00WmterB0e5Al9++40YuNy8dQt3wsPRrYtl8yEwTFWH+oxDq39Dckw8tv2wF54vTUQ2hcyFhuLG6hzxycHbC62nv1VuyZXbtWgALw9XURGzMG6F3UNoZDQCa+edBLpwLQSzlq2DJl/YoD7UIzouETOX/IRvPnoVd2PiRbhn/nX1kOfTveh4WJonhvdGj/bN8Nfhc6J/lstkOHPlNvafuISDpy7D39cDXYJGw9MnDdUcHIq1M1kaDTRaHbwcpZCq1TlFABRKHDt5UszuU14XCjel0JguHTsW+H7S/RhkppKnXl6DT+0SdkYigaOrs6gcWhpCQkOFnenat49hGQ1+ScwiOzN21CPY8+ef6Dt0CDq2b49+vfsIUas4EhIThZ1pHBRkWNa82YM8sCSQPTZmDHbs2oUrV68iJCwUV69fh4+36cIUzZo2FYMptjMMU3Yad2+PU9v/QZdxQww5yoyT/ge2aQoXL/cityFsTDFhehq1RghiSVGx+GXWUiGY0eQDCWXkeebk7oqM1DSLi2UatRqnd/wrXolRsXByc0HrQT3QeexQOLvn5NWyJaivJw+v/Hkzi8NcO1MY5BFsCZEuNCSkXMczjRoFlWo8k5+mzZrBwdEB3371pRDIbt26ifA7d9Cla0GvcluCxTKm0rn4zxH4NagL38A6eZYHn74kjEl5FArwrl0DqfGJImzUFFQ5y8nN9gyCpaFOXqF8kGDZFHVqVkfY3RiR6PnGlfNCKOvSrYd46atgKpVKiyf3j4lPRnJqOjIyslG7xoMBQkx8EpJS0hGfkIKAwEAsWbq8wHddXV3h6emJbTv34tChgzh0cD9WfrEcf+zZjW+/X23W/o2fcRTyB1VU09PT8eyEJ+Dh6Ylevftg8JChwtCt+zmnepom93sOmpzqb4dPncZb097B8IceQo+u3TDpxZfw0aJFZTgzDMOYQhsVhglL3saX73yJxCs3EP/tt6jWqjmiDj/w9Or9/QpDouXygB66WzUJxP7jl4pcj4oAGItlJIh9+fOuQsUvfcVJEuH+O3oBnm4ueSptmlqX1ikP/GtVx/PjBiI+MQWTZq0UXmz6fRL038TkdCgdHOHu6lyknVHkTjCkanRwUirgolDg4KHDOHLihCHJsj7pMomDBZIuq7VQyAv/PUnYogFpUdBzQjZNCOl0YiItz+Y1atQLCBChkoXZmb3btuPgoUPYf+gQlq/8Erv/+AOrc/OIlcTQKBR57cwTzz4DTw9P9OnVC0MHD0JIaBjWrFtrcjOHjx5lO8MwFsK7th8mfjO/QGgkCWZPL5kBpbNjsSJJgw4t8c93vxbZNzl7uqPT6EE4vvkPEbK5+u35Ynl8ZJQQysZ/PK3A2MkSQtnGD78QYzB9/5OelIJjm//AlQMn8exn74vjtDXo91Aa9aHFQXaFhDK9ndl/mOzOcdN2ppzRaNTCm2zJ0s/LZzxjNJlUkvFMfo4eOYxpU97CQw8PR9fuPfDixElYtPAj2DosljGVCiXD3PHp92LWgmL89Z0+ddIbP1wuxDIyPL71LRva2e7hvgg7f9XkZ7RPmkGRK83vVKsy2Sq1GMCRUHbj8jkENW+DVm1z3HlJIFOr1SarZJYV8s5Iz8hEtlqNyPvxYtaHXiSUEY0bB2HjhjXw8vIyVMw8fuwodu7YhjlzP8KunduhVCgxcPAQEQJ58cJ5vPDsU4iPjy/yIcfT0wvePj64cuUS6gbkJMi+fv2a4XNKoBkTG4P1v22GXJ7TxR47eqRgok+NSnhIbN62FaOGD8d706aLxXS+IiIj0KljzjlkKg5KBD569GjMmjULnTt3ruzmMBZEcz8UrvX9cULmB/cZs5A1fz4yrl/PI5QRJ96bix5fLoEyt88oDzzdXQwz1YXh7JhXPLoddg+RUcV7glHXdfZKMF57ahhW/fYnNHp1Ph9KhRxdLRiCaYo9+08jMzO70HBQEtNILCsOfdXMDJUOx0+dwDESyjp1MgxYiqpeZo6HoFhHa1owS0tIQmpcEnS6nN8qJSZeJOGmASt9LzAgAPeiooSd0VcyO3r8OLbt3IGP5nyI7bt2QalUYMjAQRg0YADOX7yIp154PtfOFN4mL09P4SV26coVBDVqJJZdu37d8DkVBIiJicHm9RsMdubIseOFJpRmO8MwliW/UFbc8vxQEbQmPTrg+pHThU7cH/hpS56/48Jzcm7JFPIcoayeZYUy4tK/RxF86mKB5dTnkVf2gZ+3YujrT8OeMVX1skuHDpDLZSbtTHlDE/9R9++V23jm2pUraN68RenHM7ls27IZw0eMwrQZ7xnsTGREBDp27ARbhqthMpVK3VZNUKNhXZFomWL8o0MjDEKZRqVG/XbNUT2gtsX326RHe7QckCPcSHITIuf8IUH1gFro9fQjFt+nPUKJpSOj4nDt8jkhlDVv3R5BzVrjXnSCELKIDp26oGv3nkIwI08zS0HeArVrVINcJhWCGYX86D0X/Hw80bdvH9SoWRMfvD8Dt27ewNkzp7Fg/odwdHQUYZupqan4dMkinDh+DJGREdi7Zzd8/fzEDI1jbg4YcjvOysrKs18RNvTYE/j2q5U4deI4rly5LBJp6vHw8ERGejr27/tXVKKhyjAbf/sF2aoHYT5OTk64eTtYJGX29PDA+QsXcOPWLdy6fRuz5n6ImNhYURmUqTjod548eTJu3rxZ2U1hylEouxithruPJwJ65hVD27w7GUpPDyReuY5Dr05FdkpKubWnV8fmRQplTo5KtGmWN7VBUm7V5pIIcs+MzqkKbfysrH9wnvj4YDg7lW+agZMXbhaZN02t0UKlUueZeDEFraOUSXH25FEcO3IYXbp1R88e3QGjPpUGLjSwoYEMDXT0OLkX5T0ngdLZSeQ9zYNOh8yUNMRH3EdKbIJBKDN8rNWJKpoEJc+vWaMGZnwwS/Thp8+exYcLFuSxM4s+/VQIfBGRkdi9dy/8fH2FnXFyzLEzFEZpys48Me5RkeT/2InjuHzlChYvW2r4nOxGekYG/t2/X1TWpEqXv2z8TQj+hmN3chI2he0Mw1gnw6e8gGa9Si4kyOQyePiaDoUrK2d37y9UYCHB7OLfh6HOLio9i/0JZcXZmfKmc5du5Tqe+f67b8R3SzueuX3rFlJTUsT6Fy6cF22kVDhzZ89CbGyMqAxqy7BnGVOpkEfZEx9NNcTfr3rlA8NnQV3b4pEZr4gZFIrRtyTUQQx7+znhBn16xz+Ii7gvkvy2HtwTbYf2htLJ0aL7s0doYENC2dVLOUKZCL3s2h33YxORmp4pBLOavt6gcYjeo8zSHmY5gpkPwiJjDMt8PN3g5ppjHD5d9gWWfLIQzz0zQeR46T9gEN54e4r4bNyjjyM6KgpzZr2H5OQkNG3WHJ8uWy4MT8OGjdC5S1e8+NxToppM/sSUzz3/IjIzMjB71ntipolcjalCDNGqdWuRcJPKJdPApWGjIEybPhPz584WpZxdvaph/PjxWLriS4TfvY9XXpqIWR9+iAnPPyc8E3p0645Hx4zBtes3LHKOmOK5desWpkyZwmXa7RBFSjic6vvjlEdDXApNQru63og5ewEHV+UkQtdzeeUqtJ3xNs4t+kwIZtd/WIuWb75SLm0Kqlcb3ds3xZEz10xec8+O6Q+HfJ7NNaubzkWVH9pc21yhjYoEVPNyx6+7Dhj6yPp1a+CJYb1E9crypiR3E1X3vBcTDzcXZ/j6eBSYkLl1/RIunzuFjl27o1XHbkiXyeDsAEMOs8I8zBzcXJGSkExxLAV3KgHcfDzzLKLqcvF3o6AtJjSTqmhmp2cIse2LTz/FwiVLMOG5Z+Hk7IxB/ftjyhtvivUeHzcOUdHReG/ObCQlJ6N506ZY/ulSYWcaNWyIrp0746kXXxDVMfMn2n/xueeQkZmBd2a+JwbHk158UVS8JFq3aiUKCHz0ySJhZ4IaNsTMadMwe/58sT8S5J587DEs/WI5wiMi2M4wTCVBnqiX/j2Gc3v3I/5eNHxq10C7h/qgaa9OIuXLyOkvo/czoxF85rIIt0y4G1XsNrMzsgw5zMz1ZDMX8h4r6lmIhLLM1PQiixfYo1CmpyhP5vKC7EV5jmdI6Jr57jsil2dJxjO+vn547PEn8cXnSxEREY6XXn4FH86eheefmQBXVzd069EDY8Y9iuvXHnir2SISnZ2ODjQaDc6dOwef2CRIc4+QBJfg4BDUr18vp1KTHWHrx0aVXZY9+rrhb69avpj49XwhlNnD8RWFpY+NvCh8u7XHQbUvboXFIsi3+HAiKTTwlqfD3z8ASgfzvA3IY+BuVBwunz8NDzcXIZYJdDohmGVlq1Dbz0fE2lNiYYI8y+h4ydPMUuhzlOlRyuUih1n+pP/lAc3S6I/NXNJVGvi4KICUJOhkReeDqwwo0XVYeDjizlxEYK1aea5JrQSIq+aBNm3aVMj5rSjWr1+P0NBQvP322+LYfvrpJ7PCME3ZGVvDWvpW8ipOjo5Dw06t8yxPiUtA6LmraNm/W6mEslT/xtgUIYFU4YC2dTyRHByKg5PeRlZ8ApRenui16gscmT4b6beCofRwR5t338b9g0fR9r0pkJXw3i4JlOPx5y3/Ytd/p0RfSXh7uuGpUX0xsEcbk99595M1uHIrvNDJI6lEAnc3Z3y74DU4GxWnoce8tPRM4WLm6lxwIojycIWEBKNevfoFvazKwJrf/8HmvUfy5E4LqOGJL94Zjeq+NUUxl8A6fmJ5SloGomITxXsKzSTBTC+UUYL/29cu5LEz1I9Cq4WXEpBmPygwQxw6fhJaiRSt27RHeHwqJDotXLIz4aB54Lkmd1DCo7oPFLneddSXU66W2NCI3PYWd0NLoHRyEJNsDi7OeT3UbZTS2LOy2hmXuCTI8+WBs1c7Uxb0tiYeXkL3LY/7tSjORiTiqS61IDmwByo3f7u3R5aCImQoUkbkYM6tWkx9BXmnBnVrh9Ez/5fnN/zz6/U4te3vIrdJkS8nfv8TmalpqN20gcUFs9Vvzce9GyGFCmaUombyxhV5UtVY2++mlkmR5uOBAH9/OBSTd9kYEsCo+I0pASx//0jCGtkKEtYsjUSTDa3SEQnkwCWVwlkhs5u+v6IhIZBCWOM1ztAi73mUQAtvJBRra9izjLEKqGM2hpJJxkXet3jiSsZy0MCslp8Pag0cmNc4SiSoUc1TDHByqrE9GKBYPsn/A6GMqmJSwn99DrOKEswY2+fJJ58s0/eFeGGjYpk+HLCosMDyJvF+jAjDz0rPwCMzX0GjzjliUUpcIta/u1jMtFMS9lYDze8/lCkRSK3bBJvCAYlcgdY13cU2zsxfLIQyj8YN0f2LJZC7uaL+zLcQ+elKJFy+huur16HPmm/EwCZ/MndLIpNI8Ozo/njsoZ64cy9GzOgG1vEVucwK2+/rTz+M6Z+sQVJymsnLzbeaJz547TE4KhQFtqEXz0xtWy++WdqDe0jPdtjx9wlkqdQmB15eRlXV3GiwpwOi4hJz+vFslahcRnaEvOwGDBwozo3heBQypGfrkJCtg4/bAw8HnVqNnj26IT0tE7ficyqO6iRSpDg4I02nhVSrhU4igZ+3m0Eo07eN0kGYfw5ykv7Ti64VqkZHybhtFf05EIN5C1RvM3u/Wm2Bc05iGcPYAye3/YWQM5fz3mO5kwc3jpwR3maUQ1kPfUa5EOm+KAz3al6GqptRt+8g5k4k6jRtaLE2U3TN3evBJj+jtlEKG3vN6VwS4au8PMpIKNM5uyAhXVMhQhlTPCyWMZWOPkcZUbdlYzFbEh0SIQZPxkn/GesUzExmKZZIIJOV7xMv5SjTC2WUo4xCL91cnRF5PzZXMIsTVdkq8sGfqZqEhoaR2gRbJoyOoZIgAadaA3+En72KLR+tRLcXxsCrbk389/lapMbEw9nbAxJPZzFzbQ5+ijQkB7XB5luZyFJrEeCcipCQnOT4fhOfgeanX1Fn4lOIjI8F4mMhc3ZG7Sn/g/abNaj55FiEhpq3H0sh5r01wJ2w0GLXnfrMYBw6cwOnr4aJ5PnU7wXU9EHrxv5oXK8mVBnJCAlJLlU7wszYf0l5+dE+WLX5ANIyssSMvb47dnFSwtFBnieHilIhhY+HC+KS0pCZ622nlMtQzdMVapUK+TOa0RAiWwtEJ2UYllF/76SQIzGzYP4z8jbT5npxxCRnwIVslJF5yEwrWV44PTQIptAlKnSjzE0BYKsY5zwr1/3Q76lWITw8AtrMvHl0KHeDh69XhbSDYcqTUzv+LTykUZLzubFYVqd5Q5EapijqNG8E71p+QjCjqBxLCmVEi/5dcfXgSREWalyNl4Qy9+re6PXUKIvuj8lFlQ2JFEIoi8/QCmcDKm7DVD4sljGVSsjZK4Zk/vocZdmZWYYcZiSYPbVkhijTzDDGuDo7CQ+E6l4ehhxl+qT/JJi5ujhZlVBG1dyoMJ2zUgZJZgZFEOWM9hibJzAwwGbDMMmjjISygMCAPJ47FU39D9/C9sXf4drBUzj07UbDcndfHzz58Tvw9KtmtkeZqvVgrL+aASdXoGvtvDmpUK8+GhtVAKTwpu1/HsTwgT3RcPmDxLbE8fM30KZpvQL5wyqbVi2aWXR75NlDQllAQKDFQ2goVKxXl/Y4eu46wu/FoHZ1d5FX0sfLw3TIv0QqxDI9VEnSibziCunL828hU6VBlkaHlKxico6R57NCIQrE0GCWRKKymovM5FS4UR4fK7I75qI/B0qlsmLspkQCuVwBf/86kJkIw0wo/xYwTLlPAlFqgULRIU9+MvImu3O+iNxOEgkadWothDKiRsOcauyWRiaXY9zsN3B65784teMfJN2PhaObC1oP6okuY4eI0HNTxN+5i8u//4PwSzdECp0m3dujw4gBwuuWMQ+auEvVySCT6lgosyJYLGMqFcpN5urtCb/6/oZk/jQrrE/6L5XK7DKJJFN2HB0UCKztW2BwR4JZ3VrVrSJvQh6hTKuDk0ICZ01WnqTUjO1D15qtimV6SCirzHuG9j1q+stYG5+EiMsPKpJO+GS6WUKZoeKlRztcvJoBN0eFWfka12z5V+TVuhOdgjefHSG8n4jd+05h5drdIln+B288IfqVKnEdl0MOJAeZEn26tMzZBzSQyUx7cFHoJeXBNIaKxUTHJ+dJ+l8UjgqZ6G/zuIwVQkhsCnxcHeDl7ABVZhay0/N5OJUQjVoNtUptkyFKeoGsoieYJKb6TtvTGhmmANSXKp0dkU35IgvBye1BKPrJbX/j7J79QhRzdHUWFXnzh2T2GD8SFQGNxTo9Mki8zOHSv0fx99Ifc9qbK34f2/yHOJ4Jn7wL33ocIcTYLiyWMZUKDYKe/nQGnN3dDMn8jatkUiJMRxdni+dSqepkZGbj4KnLuB+dAE93F/Tr3BTenjnJR22Jwgb31iqUuejUVi+U5VwDtnUdMPZBWmIyUuNykrzriQmJKFYsMwhlMj9cjFbD1UyhjKhfx08IBP8cOS/+feOZ4dh74LQQygjKI0beR4wF0dH/8/Yxxsn8yZOvtp+3CN2kpP/kQUyYK5jRjLyriyMSkx94qBXWN99NTEdyRjZ8pGY8Y5CQVJyNtDEbWlnY2rMGw5SGVgN74DSFYpoYw5Cw1GpQbmEsqnA7qCeuHT6NtkN6oVnvzrh+9AzCL90U4yDKTRbYpilqNiofb7KykBqfhN2frc7p1428ROmYs9IzsXXR13jpq3mVEunB/Qyjs8B4hsUyptJx8zHtokuCGWN5jp+7jsXfbUFmVraIiadqLuu378PvnzyHrKwMODgWrJbGlA1nRwVcJWqoU61bKCMysrJEklltbs4ghqkIqOolhd1Tsn+yCRS6QUmGN3/0Jca89yoadTFdIVKPcw1fyNTV4ZpsXgVgPT07Nkd0TDR+3n4Efx8+J156HhnUBc+PG2hV4dy2jg4S8fBKOcgcHB7YmvTMrDxCGU14iKT/gBDMMsTnWrNDhT3dXJCcki6qNhdHapYaTi5KeNaohsT7sSYnC1woeb9EgrQEygdneps0+LVFr7LKgIo3kLAoNaqUyjD2RrdHH8b1Q6eRmpCURzCjvsLD1zuP5xZVtJywaLrBu7dZr07ipQ/prKjKpyXl4t+HCy1IQMtjw+6KIm61GtevsDaJQi5arXiedbTTKo+MeaiyssRzgBalv39YLGOYKkRIeBQWrNxo8NSjhMREanoW1u85hRdG5TzoOzhYLt+XinLBwD4x59hUGg0kOjUyJRpoVCqrddqiGTh6sIiNjYU8LYMSGVV2k5gqQmp8ohDK4iOj4OHrg/GfTBcVv7Z98i2uHjiZI5i9/6qhSqaladc0AL7VfbF41RbDspEDO7NQVk5iWZZGioT4OMjlckgoozGJnQ4KeLs7wdnJQQhpehzkUlTzdIFSIRf9Z9GZyPLi6+2K2PhkqM0ovpGYngHPah5wruaB5NgHGbOoorKHn4/IbybCLBPJfcJ0J+7s7oIso7bbGpR0vyLyrdHAJS4hHtLMLEjY84OxYyiNzLOfvY99azbj8r7j0Ko1IoqmRb+u6PPsGDgbVQQmChPErFUoI+LvRgnvNx0l5S1sncioihXLdIAiPVM8zxJODg5ltuXl3j+qVVBnZSFbp4ZKpYFEU3GpH+xxnKbT6YQDSFxcLNI1CqpIV+ptsVjGMFWIbX8fE/+aMmk/7TklQjIfGyjLMSqW6Dl1gFqtFoMi++uJzTs2GqjJ5TI4QJMTgimz3m6XZuLoAcMxrfAcG/bO9evXK7sJVQ6FowOcPd1FoRcSyvRhlyOnTRT/hpy5DFev8s1dSbmxjElLzxKaCGtllkaCdDhBnpGGrPDwAn2nxRO76wCVSo3ElKJDMqkZkoxkIYiReKtH4aBEiu6BAEZCXnpSCnQ6EuD0jddB6eSIdKkWscl5w4htCapOSUn3KwKdWg23tEy7eyxgmPyQl/TwKS9i0Cvjcf3yNTRu0RQOTvYTwUEJ/4vTvAsrClCeOKdngQL4o2nC2gKpWcq9f9SoIXVQIgsyqNWaikv/YK/jNF3OxExEbCocPWuWwa+MxTKGqVKcuXxbhLKYghZ/tmE/unbtBDdny4QKUv6CiIhw1KnjD4kVz4yV57GFxqUhoJY72sviEX/5BqTVasNaIdd1mpFjnzKmInFwdsJjc99CZmq68CzTI5XJhGCWcC8GPnVqFJmvbF+MBBej74l8ZSXl0Nmb2PjHSfG+mpc74hNTDOGYlMNMn/SfsQxayJCoc4PUDI8viyDR4Z0vfkVmZnahq1RzlGNZ91rY8+MOZOabLGjcvS16PzXa0M87Z6tx68QF4VFBg94GHVvCiyrUxSXBVqGJkvDwCFGd0hIDy6KQ6HJsDd9VTJWbFPJyFwK8PUFeckd/y8nxaQpnTzcEtG6Ciob6F5f0LGgzsqAtY59WEf2jNjYS3m2a47TGHWGxiQj0cUZFYM/jNI0GuJcQjXqeZbM2LJYxTBXCHDdkCouhwYwloMfhTJWW6p9BWiZd3/ow99gyNRJopAo4yCSQZWVBVlEDRIaxMcGMXvkhwaw4oaw0if317Nl/2iCU6XOUHTx5BUu++50Fs3JFYjE7Y8au0LRRfWz/57jI0VngY4kED3UOwMYFP4icZP4tGuKpj1/HpV0HsOObLTixPhKZMQl46M3nRDiUXKFAy+7t827Exvt1Ss2gzcyxT7Ze2ZdhmIqjekBtdBg5AKe2/Z1nuQjN1AFDXnsaMvJaqiSoPyvrxExF9I+arCwxTtDoFGLcUFH20Z7HaToLTf3b11lhGKZIOrUKKrRSJA0YggJriZwxDMMw1owlhDJ9Ynli1MAHyfx7dWqOqS+NhlQiEYnluRqz7TPuoR7w9fEsIHrS377VvYHkTCGUKRs0AKbPxkXPeuj4+BAMf/kR4UkQduE60pNTKq39DMMw1kr/lx5Du3GD83iG127SAE98NAVN8k8sMIyNwZ5lDFOFoKTVfx8+LxIf5i+pTH8/PrxXpbWNYRjGXBxdZFA1bo1Lx+6WWigjxgzuBjcHCQb27pLH85YEM29PVzSpX0fkHGRsGw83Z3w68wX8svMA/jp0TlSDdnFyQOc2jUWluS3B4WjYoTuaPjwQDq7OQoCFrx86PT5E5HKp2b59uefNYxiGsUXIdjbs1QEDnxmLzJQ04Unm6FoxYYQMU96wZxnDVCHq1KiGuW8/CY9cI6afZXdQKvDGs8PRqXVQJbeQYRimZJRWKNPTKMDPZIh6i6AAFsrsTDB7+Ykh+O2L6fhtxXQ8O6Y//j16AQdPXcH92CQcUjtg1bYD+OKrDdCqsoVgRp6LbccOgKsutbKbzzAMY9Uk3Y9F2PlrBYSyjJRUnN29r9LaxTBlgT3LGKaK0bJxIFYvfgunLt7C3eh4eLm7oHPbxnB25PBLhmEYxr6hSaKExFSsXJeTlNq46A35W0fFJmLPnv2Y9dpjOBuRCGlgQ3SoD6ijwqFy8y/x/iKv3YaTuyu8qQiAEfGRUWIQSeFKDMMwtgx5lK2f+xWSYxOgzlah1cDuYjn1cetnLEHU7TvIzshE5zFDKrupDFMiWCxjmCoIeUt0adu4spvBMAxTqnxlTvX9cep+WmU3hbFR9h44LbwJ86cjIChH3Ynz1xGbkIy2dTxxNjQR51TuGOvvBtfw68hM0+RZX1YjsND93L0egg0zPxXFK8Z/Ms0gmJFQtm76J8hKz8CTC99Brcb1yuEoGYZhKgYKX2/QsZXwINu57AexrFGX1gahzNnTHfU7tKzsZjJMieEwTIZhGIZhbCqx/ymPhrgQmgQXJYdJMiXnzt0Yk5Ux9ZCGdjcqTrwnwUyqcMCmCAlUrTrDt1t7w4uuRbomC8Pd1xtu1byQEpeAddM+QfzdKINQRsvcq3uLdZiqQ3Z2NoYNG4bjx49XdlMYxmLQ5MOg/41Hu4f7ig5059LvsezRNwxC2fiP3xGVMxnG1mDPMsZuiQmLFC9HF2cEtGoCmYIvd4ZhGFtFkRKOrCbNsCpCAmlCkhAx8hMaEYU/D51DdGwivD3dMKB7awTV4wd0Ji+uLk4iHLMowczV2cnwXniYRSRi/ZV0tGlc07BcI5OgU30gNTjUpIcZFQUYv2iaEMfiwu/h6xdmGD5zcHHCwJef4MIBVYisrCxMmTIFN2/erOymMEy5CGaDX52AjJQ0XD1wwrCchTLGlmH1gLE7kqJisX3xdwi//OBhhPKFDJj4OFr271apbWMYhmFKH3p5y8kPUoVpoWzDjgNYt20fZFKpyENF/+7edwrD+nUUid1NJfFnqiZ9OrfE/uOXTH5Gl0ktXx/U88+bY4yuuRvRKbgVFmtYlpqZWzWzGMGs54RR2LrwqzzLKX/PL7OWYfR7/0Pjbu0sdmyMdXLr1i0hlJkK/WWYyoSuSUvZx8zUNMRH3M+z7N6NUBbLGJuFwzAZuyIzLR0/v/MxIq7ezrM8IzkVO5aswtWDpyqtbQzDMEzpca7hC4nC0WTo5YnzN4RQZpywXf/vzn9P4q9D5yq4tYw1075FQ7Rr0aDAAJH+ptfLT5oWV6nyqvGrXV1vXIrVirBgCskk78f8aFRq7Fm+psBynVYHnVYrJvdIOGPsmxMnTqBz58749ddfK7spDIPkmHj8sXItPh3zKj5++EV8M/E9nNn1n+iTSoshmX/wHTh7uKFuqyZiOeUwu/DXYQu2nmEqDvYsY+yKC38eEpVYRMIRE+xbvRlNerRnDwOGYRg7YutfxwoNq6PefsufRzGoZ9tKaRtjfdC1MuvVx4TAumvfKWRkZovljQJq4tmx/dGqifkJ900VATCumnl2735kpaUX+n1VZhauHjyJ1oN6lvGoGGvmySefLPM2tBqdoY+jQhQVBQkowiNOqyvX/eaf6LAnrOnYEu/H4KfJC0S4pF4ci4u4h70rfsadSzcwfOqLJRon0TFlp2eIYibRweFw9nQThUt8/Gviz5XrHiT9lwAt+nWFrVERv53+HqO7m+5xrabgvlLTM5GekQkvd1coLJRaSH8/V2R/UlEUd2wSOttmpL1lsYyxK64fOV2oUEYk5CbX9alTo0LbxTAMw5QfN0PuFpp/ipaG34uFSq2BQs4FAZgcaLDx7NgBeHxYL5w5fwkNG9SHb7WC4b3moM9ptikiC2P9GxsEM3re2L/69yK/K5FKkXAvppRHwVQlQkNDSK8ShIUVXljC0iSmS5GY4AwkJiIqRlXu+wsLDYO9Yg3Hdujb34QXGHm3Gsh9e2XfcXgH1UWtlkEl2qZMoYDc2REObi7o+b8nkKzOQnJIKBoO6Ybk5GSEnriIVFUWgoNDYKuU52/nmBINZUIiEjVKREVFQZEabfgsMjoBO/adw9Xge+JvB6Uc3ds0wtCeLaG0kGhWkf1JRVPYsUklQLUGXsV+n8Uyxq5QZRVvxDWq8jf0DMMwTMWhVMqRkZXjHWQKyl9GL4bJDw02/HzcUc3LvUzbMSWYabXyHNfGYjwKOMk/Yw6BgfWg0erE4C8gIBDSCurTkiIT4enlBYmnJ1zc6pTbfshzhwSJgMAAm+ivNWq1+A1I8LaVY0tPSsHdS7cKdSygY4m6cBM9Rg42e5v6Y3ts7lvIiE+GZ83qeT6v/+4rNu2oUBG/nfa+BJ5envDUeMHPT4161V3F8pDwKHy+diNUarVh3axsNfadvIZ7cSmYP/mpMk0CktdVRfcnFUVxxyY8y5BoH2IZlVkePXo0Zs2aJeL9GaYw6rYIEmWKC4u5d3B2gndt2+ysGYZhGNP06tgCu/adNOldRg9JXds1EaF3DFOe6AWzzfe0eLJVZ9S8cBxPfvwOfp6yEOps0xN1UpkMTXt1rPC2MraHVEbDO4mhX5PKKmZwSwKKyOcnlVTIgJoECWsduFOo3MW/j+D45r2ICYsUv0FQt3bo8cRw+NZ7EH5trceWnphSZAQOjZ+SouNK1UYHBwc41c5bGEVP9bq1YOuU52+n099juWkC9Pf2D5v/FkJZ/mcbrU6Hq7cjcOj0FfTv1rrM+6/I/qSiKezYJDAv9FRqC2WWJ0+ezGWWGbNoN6xv4XH2Egk6jOwPuVJR0c1irOQBJz0zCxoTeQAYhrFtHhncBU6ODgUEMbIHcpkUjw/jfFBMxQlmro4KrL+SjjO12qJ+K38Meuoh8RmJDXr0zyr9XnwULp5l82pjGKZi+HfVb9i59HvE3Lkr/qbcUtcPn8GPb85HxJVbsHZcvT2KzEdGwqinXzVYKyTmkUh5/1YYVEV4k9sDCUmpOH81pNAUE/Q7/nPkfIW3q6ph1Z5lXGaZKSnetfxEGfYtC7+CVq0RAhnZBDJmQV3boPvjwwp8JzszS6jOLKLZJ9kqNTbtOYxd/51CUkqacFfu07klnhjRG74+5R/6QhXTzt6Mgi7QAx3q+0MdFZ4n+TPDMEVDFQazmjTDgQx3XAiNEmKEMZdv3kEtX298Mv1ZfL56B26ERBo+q1ndC5NfGIXAOqZnuxkmPzQw+WrdbnRp21hUzTRmw4798PFyx6AebYvt929Ep+BitArw9UPXp4fB2d0ZR/eeQGRutW7f+v7o/sRwNOnevlyPh2FsGRoDmhJ3CltenlDkyvHf/9A34EFbtFpoocOuz37ExG/mW3URMapS2ahLG9w8ft5kFA4tazOkF6yRy/8dw741vyMpKlb8rXR2RIfh/dFzwkjI5FYtaRSJ5n6oqKa8L0aCi9H3xGQLkZqWUeT36B6gcQ1Tvshtoczy22+/jTZt2lR2cxgbgDp5MlL127dE7J1IIYLVaBSI5n0649/vN+Kvb37BkFcnGPILkFD22+zPoXBQYsz7r7JgZmdQQu/Zn63DpRt3DKI7Lfvn6AUcP38DS997ATWqF5/csawUVy2NYao69PAbG34PDi5OqBVU3+AyT0JZqn9jbIqQQKpIKiCUXbweijmfr0d1b08sfOdpcU+H343BxRth+On3f4U3qauLYyUdFWOL7Nl/Cnv2n8bfh89h1uuPo13zBmL5+u37xYvGwUH1aiOwtm+JBLNOo/qhQatG0HrWFPZI6cTXJcMURXZGJjbN/QLthvXLIyprNRpsX7IKtYLqodMjgyqsPef/OgSJTAqdiQgFSpYfF35PeDzVbBQIa2bAy08I0T49mZL85x4LdWw6HVr074YGHVvB2jj3xwHs/mx1nmXZ6Zk48ttuUd1z1LuTYMtC2SmPhrgUmoR2db0Nn/l4u4sJfhq3mILGuP758sMxVUwss0iZZeoEdNZXttfS2POxmXt8apUKv8/7EsGnLwkxTAhnMiniIu5DppCLgVjsnbviIXXw/8ZDla3CpjnLcefidfHQSutVD6wNW//tzCk/XFFUdknif4+cx8XrBavXUHtS0zOwetPfmDZxTIUcW+ua7jgXmYhN4dkYW6cxXO5cQ3Y5Jsotj2tSa72TpYyNkhqfhF2f/YDbJy8alrlX98bAl59Ai1a+RkKZA1rVcsfxc9eFJ5mUwupbNYKPpxvcXZ0RcT8WMxb/JAQzyuWxbts+UWa9Qd2a8HB1qdRjZGyLQT3b4ezlYBw7dx3zvvhFCGbXbkcIoYx4dsyAYoWyQgWz+kBqcDhkNax7MM2UL9evX6/sJtgEp3b8g9BzV3Hn4g2MmjFJCGZCKFv8Ha7sP4Frh04hqGtbeNYou2Agxgwm8lEZL0+NS8xbQdIEtA4awaqhMMvnV8zGsU17cfGfI0J08vGviY4jB6D1oB5W5xlH+R4p/NUkOp24Fjo9Mhi1GteDrQplF0ILTgY6OzqgX9dW+OvwOZOhmDT+eKhPhwpscdXEqsUySxBKZV7ziQXWULa3vLDnYyvu+C7u+A/BZy6L9/qZEv3sz4U/D6HZkJ648sdBnNuzHwmxcUhPSEbMrTuQOyrR85XHkaLNRkolljS2xG/np0iDJqgNTsdIcfrmVQQ4axFiVH64sqisksQ7/zmmnywrABmeI2eu4eq163B0UFTIsVHQZ1i6FGtvSTGmTiBkN84hSmW9A/kC16RMCg/f8vfEY6qO18DP7yxE4v2ckAo9yTHx2Dz/SyjfHY9GvYZCGnUXtZ2A/33wFSLvx0FGXmc6YNPeI2jW0B/vvfooPvryNyGYPTVlqWE7JJTNnzwBbq5OlXB0jK1CM/nTJ43Foq83CcHsg2XrDJ89N3YAxgzpVqLt6QUzmVc1OMt1QixjGKZ4uowZipjQSBF+t3Xh1xg5fSKuHz4txBGpXIbRM/9nEaHsyG+7cO9GKEa9+3KecL7L+47hzK59eHTOm8Lr2cPXRwhJRaUH8vDzgS3g5uMlJqXoVRYyUtJwds8+nCOvO60OtZs0QIcR/VGrcX2LtTX03BVkpqYX+jl5ol/Zf9zmxDJHFxk8W7eBJFINF2WqyXWeGzcQ14IjERYZncejjISyxx7ugVZNeOKlvLF7sSwwMABSnXWV7S0P7PnYzDk+8irbduhs4aWQZVJIMrMxbPIL2Pnp9wg7eUksVzo54LH5k0Xnbuu/nTIlAml1u2BTBCCRq9GneeV3oJVdkjgtU1VU0R/hgeJT3Q++Pnlnc8rz2MiUk4fZrkTgyd6D4XX+uNV5mBV2TZJnWUKltoyxJy7+cxQJdwsR8yUS/L32TzR88w1xr81atgH3ouPFR8ZFOq4FR+DnLfuwYOrTeGnmCsNyb083FsqYMgtmj0z6yLCsTdN6JRbKGIYpPSSCDJ/yonhPgtmWBV/lLM8VysirrKwk3IvGwZ+3QaNWY+vH3xgEMxLKyIONPMnO7N6HruOGovXgng9yluWDvM9869UxqyKmvUATWz9NWYCU2ASDgEgpFS79exRDXnsK7R7ua5H93Dh6tth1stIKF9NsGVdnR3w683n8deiciJZJTssQns3D+nVE29wUAUz5YvdimSgXqrOusr3liT0fW1HHlxaXhKz0whMhkofZvVthGPrms0Is0+NZ0xd1mjQw6XptS7+dyOsT0CQnXEnpUMCVt7KprJLEtfx8EJuQXGglGaVCDi9PtzK1rTTHRjkJyNNgw9UMPNmmC1yiwq0yNKfANWldnvmMjXP1wImca8rU7anTISYiBgmhEbh5847wKDMF3dunL93Cnbsx+ZZrodaYzvPBMOawcfehPH9T+O+Zy7cNOcwYhil/6Pnq4beeE2KZnuZ9ulhEKCO8avpizKzXsHneCuG1RoJZUJc22LnsByGUUVhilzGDxbrV6tZC72dGY/+a3w3pXgh6r3BUYtjk51GV2P35aqRQaKrRrLQ+9cveL9cisE0zeNcuW3Gd8Es3cG7vgSLXoX1WD7SuSWdL4uigxPD+ncSLqXgqXyFgGAuQacaMAiXvp2T+xkQHh4sO3VRFGFvDpV59kdenvIQyMobnrgbj21/+EJXC9h+/BJVKDWtmaO/2hQplUqkE/bq1hkMlFXWg0ByqeLP+SjpOyPxE3gISPY1fDGPPUIEVk0KZEaqMTISGReaEXhbBku+2iH9dnB1FWHVicprIYUal1xmmpOiT+RNPP9IXXdo0FkmWKYcZCWYMw1QMlKNs59IHk9z/Z+88wJo6vzD+svdWlqKAKC7AgXvvvfeeVdvaWuterVatW1urVmv/tu5drVr33lsQRUUFFFSG7L3/z/nijQkkIUCAAN/vefKQ3Jvc3JuEb7zfOe8hSDh7fuOByt7DpaE7E8wooowEs+Nr/icWyrpOGS21oN5scHcMXDQFldyqQUdfDwYmRqjbtRXGbVgIG+dKKCtQBBl5RMubP1G6qtdpURtaECrWdMk1Qo18qd3a86hfTuFQ6iPLOGWDgEcirzJFJETGMHGMzPyHLJ3GQq+pms6jk5fZfskqmRxpyCh70fq9ePYqSJSWpwH8d+k+ylmYYvHUYXCwV89qLE3rVUfbpu64ePOxlM8E3beztmSToOJE0vxZ09kFHq4e4n0JAf68aianVEPp76Gv38odbOvq68LS0QEaml65impJKalijzIq3jF39Q4p038LM+PCuQhOiYcE1S0HL2PaeCvYlLfA2WuPxEJZJfvy8HSrij6dmoo9zEgw+2XBF6ispMk/h8PJH5Jm/pR62Wf2JCaSCR5mgum/qgSzGi0bsBRCgU5fj5A5L3Bp6MFu8ggLCEag9zM21nSuXwtWFe1Q2oh8F6pwP/XrEUEheT5uRlo6YsIjoKOry3ziaM5GRdnI41TyuxHQ1NJC/wWTYWDC+3hO4cDFMk6pIDEmTm45Z4GE6FixUFahRhV2I0gw8z5zDXW7tIKtS2UUB5QyRJ0AnUdMWATMyluiTpdWqNW6EesIipt1247ihX9wjgqJkTFxWLBuN7b+PBk6OurXnNBA5bvRvVC3hjNOXLrHUrlMjAzQoXkddGvTgEWhFDeCYEaVcOgmkJmmgf4Orlww45Ra6ndvg4cnLsr9363fwRM6hvpwreqEa9cVRxGQcCF4lNGNPMxIMEtJTWM3Dkcev+08Ad/X7zFvzU4smzkKzerXwKkrDxAbn8jSe3/+/SA2L/5KbPpPfngOduq5QMThlCaoWqOkmT+lXlZtLEq/ZILZ8s2Y+MdSlkpZ0OyUS9sO4sklaTHm35V/5DD9V3ic+ER2ThRxxRZoaWNWFlyb1kO3aeNQmjAwVSxO0ZzMwNQoT8LojX3/4d6/55Acl8C20fyHoso6fjkUPaaNQ9DTlyyiTaBh347w7NmeVffkcAoL9ZvdyoGXWS7ckrwfXgaynG9bl0rQMyx5hsgWdja5lnMmY846nVqKRTKidtsm7K+Onm7xCWUZGbi59RDeP3kpjn6KC49kncKzq/fQb8HXSnfUhcH70Ejc8fKTuY9SHMkTjKpKtmpUG+oIpVu2aeLObuoKCWbZeRQcjcMfMjHUvRF0Ht8p9HNITshQO880TumG/F96zvwCx1f/yQpx0Eo0+dNQX+TsWRttB7djz6tUyQ61qlVika2y0qrtbSxzmPlT5OiyGaPYfdvyvIIrRz5fDu2CmSv+QsjHaBaJ+OO3Q6Cjo4XQj9EwNNDDjC/6QFtbtGg1e1J/kU+lZt4NHL1efECGtTYaOjsg3j+Qt7ccTi549mqPtz4vmGAieJQJpv80XqaKiwUVyii75Mym3WwsLkAL6zQ3EjzMlBHMaOxOVZzpfIXHAn63HyFrzf9QZ0gXFJSMkEBWRbG4x3k2VSrBwt6GZenIqqRFwQu12ojmWLlBnxWLILx6T+pY9J3cP3aeFV8gwTE+QrrEFIlkXCjjFDYlRizjqB5qnO4eOYsbe4+LS/Jq6+qifo+2aD26b7EKNHmlVptGuPDnfqSnpObYp6GpwUokd/lmlEwjdkEwKy6oLDUJZZKdq/D31T1vPDhxCQ17dyi286Nqc4ogLyHfV2/VViwrqZD3HEWckaeZR7WW8LBVfoUur6RHR8KYFRngEzhO0UJGzRVrVmUGvuFv3kHfyJBF1DrWqQHthHdsZZ4mRQsmD8bcVTvgLyOtg6pkbt13BjMm9GXPFeAiGUcZylua4Zuh7bD5wBWEhEfhywWb2HYSyshmwNX5s3G0IJoVJOUe1jZo6Aze3nI4uaCrr4dBi6dKtetiwWy6SDAraJXFU7/tyLE9LTmFpV9SRBsJZncOn0HTQd0UHuuDXwDeeD+TuY8W8/1uPoRzmwaAM9VEzx/kZZtSvSaynJyLfZxHnz2lR+7/4Zcc4iBVsyZxk/pxZQj2fcUiCBUJmjRGECwbtPV0kJ6ShrOb97IAD7f2zQp6ORyOXEqOGsJROTf2ncDVHSJTZIH01FRWFpnU+16zJqKkQBOsXjMn4J+lm6iNFldjoc6OjP37zPmyWKoxKoO8NCRGFvDg2IViFctyM9amc9RWg1RRdSA8MgYv/N9BR1sLbq6ObLJVGCmaqoYGIG4SEzgN67JjUsspWljk7Kcy86blLFgbbWZthVYj+yh8nb6uDotilX1M4Oq9p+jZvhGqVym9FbE4hYeFqRF++GYwvvpxs3jbt6N6SAllBUVoz598zICmows8uWDG4eSKPEGsoEIZcX3PMSk/WwF6TEmUTnVrs7lDwz4dcz3W6/tPpCpkyjrfkOf+QNMG+a967+Aqqnof+j7Pr6fz8nBWbbvjXL82hi2fgUt/Hca7Z6/YNn0TIzTo1Z6Ji8p+R5RSK0SVKzp/wsjClL3n/WMX8fC/Szi+dhv0jY1QtXGdAl8PhyMLLpaVUZLiElhEmUyysvD08h00GdgV1k4lxyuJQnTHbfiRRcsFPHrGGl4q/9ygdweY26qvv0jUh3CF+6NDwkUdtwoGBvmhTg1nJphlyOnEyMOsoUc1lGUSk1Pw2/YTuH7/qTiCXFdHG/06N8WQHq3ylbKjKEVT1UgWGaCBVNyrQOjHhSEzRANZEua27H45t0I/H07phHwZr+0+hqj3ImNgM5tyrLIYpcjn1r498XvDPKTkQYVHqEIvF8s4+YF87f44fFJq29+HL8DVuQKLPFMVQnv+KDAaHo09oB/6HtxRj8MpesinLOTVG7n7Sbgho/7JO1YpNf7Oyspki/WKDGFys4tRSigrQNV7anfg6AKX6ibQV5EfbiU3V4xYPRu+3k9gb2vLPJfzmpmUFBevUCiTpFabxihXqQKLaiNCXgXCwa1sz0E4hQsXy8oor+89ZhVH5EGrI8+u3S9RYhlB59v9+5JloqlvbIik2Hi5+/WMDYtNKCPMTAzRq30j/HNGRhUaTQ228u5eveyujJOQSdXRnr58K2XbkJqWjr3Hr7L9w3sXb9XNvEzgaCBVs2lFVIoOhbmFudRvLyMrC1Hxn309OBxluXv0HM5v2Su1jYx6T/76N+IiotFiWM9cK/IqIgtZiE9S/BwORxZJyanYcvAKXgeFsWhgiigjoYxSMoVqqqoUzDgcTsGhsdWrO954ePIy880ysTKHR8cWqNmqoXKFsZTSrZRfqHb0qIHru48pPF+bao7FJpQR9Foa53nJKSBFljy+V+6gbtfW0mO/tHQ8PHkJ9bu3k5ulQxFl5B9Gno55xbKCjdLPvfvPWVhWsEW9rq2ZYJaWmsbSdTmcwoKLZWWU1OQUhfupkaScfU7h496hGYuGk7XiRKKlR4fmKG5G9WvHhKBjF+5IRZg1cK+KqWN7F1jMI9Nu72f+rPIYVahsXMcVxkYlo9CEj98b+LyQvzp5+PRN9O7YBMZqUHlT6YFUZiYS4jVhZJwJyW9WSyMLbUuWfs5Rk0hmqjSmKBWmbpeWMLaUPwmoZK84Opjap8q5PIfDkcW6v/4VCWX6nz3KKKKMhDISzBas3Y0NCyfmy6+MJsiR3k8QfOEy0hOTYO5aFZW6Fp+tAodTGqD/K1pooQryQuojRSy/8X7OIpgH/PgttHKp0K5nZIDyjhWZV6Ysg3oShZzrKe/F61C7GuyqObFoteypmHSOlT2qw7yiTZ6N/NPcG+GwbyJMjHRUkmnAxnnB0TgUnCIlmJGJ/r75a/D+RQBiP0YxawQa25NQ9s/Pm/DytheLtOv23Riomtwi0ejzm7BlMR6dusLEstOffOZIMCutQllYRDRuPXyOpJRUVKlkh3q1q7AIek7Rw8WyMoptFcWeRFSBhCqdFAYJ0bFISUhiq0A6pbSRywuN+nWGz6XbSIqOk+pgqXOgz6jxgC65rjpp29jjfoio1HJhQA30uIEd0L9LM3g980d6egZqVHFgVegKChl2L914gFUeE7wjyPOLorEojVHdoUqh9PlQOqos0tIz4OXrj+aeNVESoIEUhcMHBETCqYK51CqiBugapasRcTi5QcbGiiKZaaJC5r6SvjA0UTBwdhC3aySW1XRxYAVHZFXEpFTxdk09CucCOKWaId1b4mXgO8yeNEDsUUaRZBRRRkLZ6H7t8iWUZaSk4M6cRQi5ehManyJd3hw7hacbtqLcnDlAY3uVXwuHUxYgjysSyghh3CwsOAc8fMq8l3Mz5KfxZrMh3XF02WZZO9mtQR/lhW063oCF3+Lgj7/iw8tA8diJxlMOtVzQe9ZEvA8PU+pY1P8ZOzvgrpYNfHwTYaxfcKGMxtakCVJGSHbBzPDtc8C0Emq2bszEspv7TrDXtBjaUyyUkf9zjRb581vLDRI4FUFzIauKdmg3fhB7TILZxT8PMPsdI3NTlESEMc75wHh4+0ex75ig8c3W/Wdw4iIVPNCAJgmWmZmwKWfOfDUrVyhY9VdO3uFiWRmFVj9sq1ZG6OsgGSsgGswsUdWNYujrt7jwvwMIfOTLHuvo6cK9YwtWeZOqmZRVDM1M0G7aaARevg/fS3fY6g6tstRs3QhtxvRT2BFIhWdHxeQrPFvwQ4uKiYeFmbHC7ZSS2aqh6qpeRscmsAp35PklvKcgMP116DxMjA3QsXldhZ1+dqijKYhHWF5JS0+n/kwhlJLJ4ZRVyI9EofGxpiZ7TvaJwn0zF1bYwsPejEX4TP+iD2au+BsRUbHiQABqo+g284u+Uu0Xh6MsTg42mPdFd7g4VZDaToJZfiPKCJ/1mxFyXTQJzMr4nL6enpSE0CVLEN+rPgrfkZLDKX3cP3ZBpjE/QdtoP/ku55b1ULNlQ8RHROPi/w6y/on6IgoW0DXQQ+9Zk2DtmDcPTGMLM4z+dQGCnvgh0OsZGxtW8XSDvauz6FwVWxTnFMrC0lUmlG3dfxZpaen4clhXsWBGfrXTj95Hcvh7bGmfhfqNq9LyAbNMIMFMEM1IKOv/wzfM0F/VsOjbTz6m8oiPjGZ/6fskwUxbRweV3F1ZBVKXhtKLZPT9+d32QvVm9aGuSH3Hn4Qy4Tved+Iqjl8QKoNmMfsToYDY3NU78MfSySwDh1N0cLGsjEINTr95X2PXzBWICYv43OloaEBXXx+DfvqONY6qgsKSd0xfJhVdkJaSyiqZvH/xGiNWzWHvF/U+DN5nrzH/AUMzU7i3b8qEvdKOgakxC23u/NVwlrJkYGKUa9SdKnwMqHLj5j2n0KNdQ2zceYJ1ou2b1WET02W/H0K/Lk3w+65T6N62AYb1ag1Vc+rKAyQkpcgc8BB7j11B+6Z1pMQveu7ufy/jY1Qc85aR3Hf2+iNcv+eLeV8PhJ4Kf7+KoHSd01cf5vocDqesQivC8oQyYXBLzxHatZTqNfHnpwUAEso27DiBGw+fYen3w7Fx4SScu+6FGw98ERIejZi4BEwa2hlN6ytXop7DyUvV5/wKZWnx8Qg8cgKQZehNiz2pqXi05xha1hP97jkcjvJ8DPogd9woiCs0x1AmRY8imsk0/tm1e0iIioWlvTWqN/fMd+YLzafI9J5ukig638IUyoiXge9x/MId8SKTIJg9e+yLU58i9DbWdsHM+pYgiSkzfQATEAUKSygTPi99I0PmlyYPPSNDqec3G9ID++avRdDTl+g+dSyzsxHGEsdW/wnfy3fQcmQfNB/SA+qG5GJgdqEsOSUNR87KjrKjQIDYuERcuOnNKn9zig4ulpVhqBLZF1uWsEbl1V1v1shQ407RXoamql2hp0aXhLLsEyZ6/MEvEE8u3UJacirObdkrWgmiqCZNDTw4foEZTXb8cijKAtQ5K9NBC+G7rwxsoKmT/4iyTbv+w+u3Idiy5xRSUtPx69/H2OTzxMV7CI+MxZqtR1n478OnrzGwa3Po5OIBkVfuPfZTOICgc3gX+hEJiSniKndv3ofjwMnrrOOgc53/9SA20SGh7Lftx9lggDqTrq09URQ0r18T2w9fZJX6MrNdCw1G6tWqggo2VkVyLhyOOlKlgRuMrcyREBWTw5uR2nvyjqHJiax2LTklFUEfwpGQmIx5a3cxwax3x8ZITk3FrqOX2TESk0SRqbRqHhOfiHIW0tG41FbQqiylMXA4RUHMS39kpiqoc5mVhaC73gAXyzgcpSAfZWF8TAvKqYlJcp9LfmUUfaQslMHh2aMd1FVEKSjVnCrguzG98Mtf/7JFaqKirRWLNiPat24Iy8ouuKulg3oO6Xj7YJ/U698+8YNTvVqFVmzMrV1T3D9+UeaiGkX7ubcXiWEC2jraKF+5AovgO7FuG9tWu21jsVBGBR5ovzrCfOhcPfD49nvUqyRtZfP67QdWcEYeNHoiWxculhUtpd4pLjP0bXGfglpDqy51OrdkqwYDF32Hxv27qFwoI4+yQC9f+ZEFGhq4f/Q8zm3eI1pxzcxkAopQRvjRycus2g1HGkNba2jo6MNIN38r39TpUQQWTSApuouqgJHW89ehC0ykEvLkKSrqp++GqVwoI2R5D2Xnn9O3MH3ZNnFYsmMFa0wf35ed/73HLzFl8R8ssksQynq0bYgurYou/Joi2H76fhhLGSWoEpBgwunsYIvvx/UusnPhcNQRGrhSJLO2ri4b+ArQfU1tbfRl+3Rktmv6erpYNHUYalSp+Fkw23hALJSN6tuWeSmSULZ00wHMWvE3M8aVbGN+330SU376A6/efCjya+eUfmLiErF88yFERseJt2nqaCNdQxNXKtVElL5RzhdpaEBLV7doT5TDKaFQdsqmsbPx6u5j9pgiiWhBXRbUr1CkmLyqjeoIRVSnV68pth4gEUVVQpkAeXqSYEZ6FwlmglA2qFtzTBnWCSYGunj8LgmbF/6FV15+TJByaejOnkPpmFd2HFEqOi4/UMqskbmJ1PiAoMeU2tqof+cc26kSZr1ubdi88cTa/2F59y/EQlmfuV8yP7PSBvvFF53LDOcTJaclySdGjhWYWs8pPpLjczGez8pCdGh4jkZSkruHzxRaI12WsbYyZybGJJgJ0RkCFCUlCGX5yY8nn67Ad2EIi4yV+93VreWs0F+MPNJSPq3Ob9l7WiyYxSUkio8ZGBzG0rQEoWzCkE6FtvolDxLF/rf8W5YW2raxGzq0qIsfvx2CNfPGwdT4c/g4h1NWqVCjCiZsWYLG/TqhXCV7WDnYwbNnO0zYvBiOdRSnUFKVQknB7Naj52KhbEBXUbXg+MRkvAuNZIVCqIohCWaCUCZK905GcMjHIrlWTtmCojWu3/dlfjKCYGbg7ISL1erhtaUtzju5Q7qusGjc49q5VfGcMIdTwnhw4iKLTD68eAMTzDx7toexpUWO59E8Qt/IAM2H9kRJQdJShYSyvGaKUOoeZVas2voPu52/4SUeN8sSzJwdpKNZh/Vqw8bMLpYGiFy3FqHX70JTTxfDlk1Gvy97o/3EIWLB7OrOIygMqBL26F8WoEYLT/FckESvmi0bYPQv85lglh1BMKOAD0lKslDmUtkOBvryF1Fo1lO3ZpUiPSdOGUjDfGRaBfWdgXj/QGhYF051R45iTMpZsqiBdDmNNzV4GekZCj1tyFctLSm5EM+ybAtmU0b3ZAP97JCZf16FMqqUuefYFRy/eFccTmxvcxOj+7VH03rVpZ5LqZLHzt9lwposQa11Izecu/5I/JgEM/IrogqaonM3Q1hEjHj/+MEdi1woE6AImI4t6rIbh8PJiZm1FdqMHcBueYUEs1pVK+HZ62Dxtro1ncX3ydyfhH8Syj6ERWL2yu1wsCuPB09esZX0qWN7s/aEw1E1E4d0Zos2wSERrB9dOGUoNu78D8EGptDOSEeLt77QZNMcEVQZU8vGBrV6tQfuXSrWc+dwSgKdJ49gnlYvbjxgghkJONmHejT2q9rIgxnAm9uUQ0mgoJYq70IjMG/1TnyMEmWDEFfuPMHuf6+w/tC2vLSg+O/5OyzVTxJaUCIPM2qXrJ0qIuHRI5SfPQfR7VvDJeYVmhlRlPcQnP9jH8xty6OwMC1vid6zJ6HLN0lIiImFkZkps2hQBM0bUrPNDVMS5KfnqjuUqdK3U1Pmy5wdCiygxfe2TUTRfpyio9RHlmno6LG0Dg6YZ9ibxy/g/+AJS40sylRP947N5UaOkUimr0T0DaXrcFQPmfmv23ZU5j4qX0yrVMpCHdfKP/7BwVPXpfLuP4RG4udNB3D5jk+OamOLvhsK40+CnGSUmYmRAVstS0xOZREl3dqIPMgEoYy8wMiHSJLftp9QKrVTFpTGlZftHA6n6KAKUYdO35TaRimZrwLfix+TVxlNEOzKWzARnYQygoQyPsDkFBY0IaXfHfVnJJiNn/MbHvn6Q19PB181rIqKWdIeNFZ13WC3ZAl0DHhFMw5HGahCfO/ZE+HarD6rGH9m407EhkfCsoINJvyxFBO3/ozv9q9nljIW9tZlwlKFxro/rd+LyJg4cTaI4JsbER2Hn9bvk1qEJqFs674z4tTLqWM/p2SSYEZPdf9+Mtru2opmPdqwKLc/w0xZ1FuzdtVZFLhHxxYobEggs7S3yVUoE5v5X7krSte0FEWfkYfZ43M3UFIZ1K0FerVvxL4bEoCFeRHLBJo+klfCLAa4+lBGoKqTlG+eFBvPHlPDQmaIHb8cBj1DxQ2SKmgzuj/eP/dnvgOsBcjKYn4C5EtG4dIZaWm4TamWcswdKU1HldU5BQK9n7ES06Gv3zLBrnabxqjTuVWujXRpEsrmrNou9iijjlZHWwtp6RnMw4xSM8n0n6Aqmbnx7FUQbj58lmO70F1v3XeWGeJLVhirXa0ytq+eihsPnuHt+zB2Lpdv+yDu0+oQpYJSCtalWyKvCgEqOkBQ6mUNFwes/lMUfk5kr5KZG0EfPuLHX3bj6xHdUL+2i3h7VEw85q3ZyTquTi1LZlg3h1MahDJJj7JubRvgx3W7WZSZYPrv4mjP9luamcDBvjw+hEeJX1+7Go8q5xS+YEYLP1/98Lt4G/kDNfesifQxAxB+9yHSE5Ng5uoCU6fKeBT82VePw+EoJ5i1GdufRZcJkM9yuWxphYqgOUdWViY7Vknnke9rZj0gi8zMTLz9EI7HzwPhUcOJVb6XFMqG9xalXhKC6X9154po18yDtU8ERblRO3UoOAX9HVxhhxdQULKkyCCRlIQxSTN/Sr20rVIJtw6eYvNdwfRfqJJZkqC5yxeDO7FCRrcfvUBSSiqqVLJl6Zd5mddwVEepjyzjAPePX8DpDTvFQhlBotSTi7dxcOF6hemPqoLEpxGr56DLt6NQsYYLLCvaolrTehi6fAZajugNz17tmViVw9xRQ4Pdmg/rmWNFQRbytsvixt7j2DN7FV7e9kJM6EcmmFHVzm3f/lSkkXf5raYSkaUHrxd5N6ym6nJkiE+RXmR6TeIUpTgJHmXr5o8Xe5hRahOtNh08eUOpCKsrd5+Kze1lQdUrn74UFd0g7yEBXR1ttGnshlF926Fjc2lRjia/VN3y992nchzP3dWReZS1bFiLmf5TR0KC2akr9/P0mfx77jaLRFmyYb84GoWEMkqpefs+nE3W6XPjcDhFC0WoXvwklAseZdk9zK7cfcL2Cx5ld739pI4heJhxOIUFeQQJk1GBXUcvMQ8zbX192LVsCofO7cQTUYEPAR9w8te/WbSMJDQm+XfFH0hRUPGPwylLRId+xN65a6S2ndm4S2z6r4gPfgE4uGg9VvScgBU9JuDPr3/E00u3i90LuSBjeb+A9wrH2zQe9gt4x+7T2H5Yr1Y5hDLB9J8ir1s3yWlTQIKZpo4eSxPVtrFn/mrFCUWR/T52Np5cuo3UxGSxUGZgaow/Ji2ASXkLsem/OradlHZLn6N3SC5e3p8yb3q0a4iBXZuzRXwulBUfJV9a5yiEfMKubP9H5j4Syd76vEDAI184169d6Oeio6eLul1asVt2TKwsmJh2Ys3/8P6Fv3i7mU05JrBVqF4F/v4B4lWFffPXou24AXBp6CF+bnJCIvbPXwe3Ds1Qr2trhedC70GRdoSkWEgdZ3RIOM5t3stCvtXaDNQnhnVieamY8z40kkWSUYg2dZbCQEFLSxOdWtTF2AEdWIgvpZSs2HKYRWjdfPgcHZrVYZOB9duPY9zAjjA3/Vzdi0S0TbtPol/npmzimiXhzSILeg5FhdHxZ03sx9IpBShNc/VWaQNRMvMWDL37dmqCMf3bY9bKv+H7MgiPXwTizNWH6NyqPhPMiBsPfNGxRd6iwCYO7cIqmtH7kGBGEWaHT99kEWeU2rV02kjmScbhcIoWMrtdNmMUE8Akq9wKgtnpKw/Ru0NjKTN/waPMvbqj2MOM/lK7RqkMHI6qeBcSgWv3n+L8dS+EfIxmqZfk/0ORkIKH2c/TR8LSPGc/nZaYjD3LdiE+Op6NX3rNnMAiXkgo2z17JaJDPrKKfz1nfFEs18bhqJNQtnvWSva/QamXQ5ZOw/mt+8UeZv0WTGaVG8nX7PH5Gwh48ISNb53q1oSZbXkcXb4ZWZlZ4vF+eEAw/l35ByKCQ9iCfUkbyxN6utoKxT7apSuRkTOkRyv2/Oy+viSYkVgmz++X0kMpTdTcow4+nv1se1AcUDYQLSz8t24buk0dy6po0jXtX7AOackpeOP9HIN++g7VW3jC0UNx4aDiEMqMnR1wV8sGPv5RMNZXfbYUp3DgYlkph8QwRWaHlAr5/Pr9IhHLcoNCqanqSVhgMKI/hMPI3BT21Z1ZA04hxQJ3/jmDj2/f4/Dijei34GsmmNFAc9+8tUwEi3wfihotGsDAREa59k88PHlZnAaaHepMn127h45fDYOhqTHUtWoOda55MQOlDuWn3/Yi6lOEoWQnS5XimMfKpyosNKFcPWcs++wrVxD5PyzesA93vPzw+m0IG/yTYEZC2c+/H8S9xy/x5MUbFsKd20JdpQrlWQEAEs0W/7YPC74ZzAQzSaHMQE8X21ZOgfezACzffIhto9SqkX3bsnNaMXM081Oj4gAkmFGKJG0nwaxFg5p5Nvmn1NOZE/th5ZbDTDD75S9R6ikJZXSt9jaWeToeh8NRHVbmJlJCmaRgRgI6QZGhlMotCGWCR5mk6T+lNPRs36jIz59T+qBCNht2/cdEMkkM9PVQzdFe/LsjwWz+2l1Y/8MEKfsBQsdQHz0m9sT+Nfvx/Np9sWXF3nmrmVBmYWeN1qP7Fel1cTjqgP/9J3hwgixSgqBvbMAiiAShbNjymTApZ8EWtI8u38IEs1Prt6P/wm+YaJJIHl6fxqH+D5+K7mQbmArj3+t7jqFWm8awqmhbYsbyAo3rVMe2g+fl7qdrbFLXVWqbvLFxcRXGyitdJo9AVkYGvM9eZ4JZ3S6t4XPhJhPKHOvWxIAfv2ULDuomlNH3TYUc7pu54ElgDOpV4nOKkgRPwyzlpOWSOkb9RW7PKWqsHSuiWpO6qFCjiswGnCLKBJNPEsyeXr4tFspIIKMVJ0VCGfHxzXuZQpmkYEYds7o1tmnujfLduZJ3AQ3cZRng0zZmiO0jSkEksn/2FHVmZWHC0hJptZzM9QWhjNIoqRJlh+Z1WZSaLCiE2M21MiralmOT2cZ1XJk3GglmFMW1YfsJ9jyK4Nq0+Etm8E9+LzMn9GMTYKqYmpCYIj63LwZ1wvfjemPauD5S55rfTp8EM0rplKRfl6ZcKONwSgBUGffn6SNYOrakmb9g+j9paBculHFUxo4jF3FBRvEbshqYu2YnW0yi3x1ZGgzu3jKHUCZQrb4r+s3/GpraWkww+33cbLFQNmzFTFYhjsMpS/icuIwDP/4C/wdPER8ZjY9vPyAsIBg6+nqsWiIJZZKm/3W6tMLAn6bgyM+/Iyk24bNJrjDJUbCCS9YvPueL1gxeNy6YjeUPf9DNt1BG0Ni0ffM6OaqCCnhUd4KFihb8KU00PLl4U1aF76vrlNHw6NicRQqSP5mkUEYZTOqaeklCGRVNyO/3zSk+uFhWyiHDQ0XQyoNdVUeU5Ko45OshFsp+ng5bF2lPEFkYmZuw9AZFUA68uqFtbpnvzvVl4HuFOe/kfUDPkUcFGysWZSUIZmNm/sqEMk1NTZZ6ufi3/czcuEFtF3YsyffS+DRpJZFMEKZmTeovFsz+OnQeyalpzCT598Vfslx9AYoW++GbwVg2cxTMTAylRDGaFMsT5/IKeZT9sG631LZtB86JPcw4HI5641jRBq0a5YySprane9sGxXJOnNIHRUUfv3BX5hycFp6oL6EiNdSfbV78ldgiQB5VG9VBh4lDpLYNWTadC2WcMkew7ys8OyMSr7L7KZOtzK0DJ3PMB7p+OwoJUbEsIyWvHswkNJEgVxRkhgTCyakcHlashz2+iSwNr6DCyeTh3dCrQ2M2ps5+Xd7PAzBqxjpWeKsgUHooiVTbrwWwaLji9i1jBeraSRv312rVSC2FsoJWPOWoB1wsK+WQ51fVxnVyGOcLYoOuvi7c2jdFSYM6SPIyk6Rhn45KCWUENbS0KiELEtHII83cphxKExSxpdjfICtXXy4SzH76bli212UiLS1DPIm489gP9taWLG3KpbIdnCuWx/hBHbFh4SQW/SFAnfug7tJlqEf3aycllAk0cK/GUrEKC8HMX/Ao+/2nL9GkbnUm5Ema/nM4HA6nbPMi4B3rG+RBYyuyECB0dHJ3O6Eo9juHT0ttu/i/AzlM/zmc0o7XqSsy5ysECWHPbzwQpVlmgwp0yXudImhITPMk0f0s+F69ix3Tfsbqvl/ht+HTcPnvwyop+EXRRSbOlfBArwJ8wtKZUJZXjzJZUMTq+IEdWeEbSYShfnxCMhas2818ikPCo/D34QtsTEtWI17P/JUucCAY/VM0HEXFFadg9vaJH4s8lOTk+r9ZlhGHUxhwsawMQCaI1k4V2X3WmWiIBnPaujoYsHAKDEzUL4IqN8ij7MAP0o3l9T3H8equt1Kvd21al4XtZk/Zo8+HvBE6TJJe5S0NUBSXKMZLNlQNs2m96gqPQR5l1NlKkr2vpZX14NAIJnqtnTsOU4Z3QI+2DWFooCf1PP+gEPz4i3Qk15o/jzDz/6KGItsEoYyi58gfjTzMBMFs3f/+5dUwORwOh6OgF5XYr6QdQHR4tNjMn1IvO08eIU7JJANyLphxyhJkuK8oOoxZpIRF5Niua6ifr8qW9Br39s3Y33Ob9+Doss149/w1UpOSERcRhVsHT+F/kxfKfM+8Grvf0bGF14dkGOlqq0QoE6Ax6vGLd+WO61NT07Bp53/4Yu4G/HPmJm57vWAVpuev2YWlmw4oFP6zC2Yk8lFU3EP7ujAwzGDXVtRCmWDmT3O46Ud+F6dkHlu1VS0FM6p4yinZcLGsDEAm9WSc33feV6jZsiFcm9ZH6zH98dXfK1HZXbE4oo5ImvlT6uXoXxZIeZgpI5iRIDZw4RRWSUXf+HNqH1XOGblmLuxdnaGOfmUUBp1fylmasjLE8ujUoh7srOWnfUia+evqasv1YCFo4EFVKuVBQtn8NTsRG5+Eak722L1umpSHmSCYfYyMxa6jl7Bg7S62GnbhpjdS01Q/eZg4pDOa1q8hZeYvmP5Tquf8yYN4NUwOpwh4+vYjwsKjcmyntsD/bUixnBOHI4lrlYrMp1MeNEGtX/tzlWd5UDXMHT/9LeVRVq9bGykPszObpBeUOJzSjJGFaa6+s4ZmOYUm8jnO1a9W0hrkUxQapT9TZNmbx89x/5hoIVgy64TEOUrxJCGtoGl4WhblkZWWgmrlVRugEPzhI+LikxS2R3e8/di4XPAsFoqm3fF6gX0nrir9XiTykWBG0XFU1ZFEwKIUzO4dPSflUaarryflYXb70GlkZign/hVlIYf1j5Ph/TJUpSIpp+jg1TDLCJS2WL25J7uVdK5s/yeHR5lkVRzyMCMhMDeTf4qso0pTLYb3Yp0hmYfm9pqiRliRSnJqxFZzTIwMlWpsE5NSEJ+YzEyGJQf14wZ2gJGBHo6cvYXklDS2jfb3bNcQI/q0VXjMdX/9y4Qy8ghr37QOTl4WVe+Sh1B1UxY7j1wSC2U/TR0OY0N95mG2YvMhtur15/6zGN2/HZZtOoiMjEzW2dM4iPZRMQChGqeqMDLUx9wvB+TYToIZFRHglG5SUlKwaNEinD17Fvr6+hg7diy7cYoWv48JGL3tH2jr6+OL0X2BT20dCWVzVu9AXHwilk4fgSqV7Ir7VDllGKrC2qdjY+z/73qOfeThaWlujBYNFPuUCdUwm/Roilsn77EKf4JHGXmYkWB26rcd8OyhuF/mcEoTbu2a4tUd2QveJHBR4S8za6sc+0ysLNC4XycWCSaL2u2aQEdPD8+v30dGWjoq1nRBo36d4FS3ljj9U1NLU2bhLxLM/G57sXRMI3NTqBu5+S8rgoLxTly8h8HdWiiVMk7QHMQvLA4+YWmAtQ0aOgNxr4pGMOs1cwJu7v+PBToIHmWC6b+ZbXnU69qaBUOoA6qoeMpRD7hYxilxtB7VDzGhEWg5orfYo0ww/T+xdhtqt22SJ9GLXquORrqCUEarNz6fzEBzE8rehUZg++GLuO31nK0g6enqoEPzOhjeuw0TpMh4f1iv1ujXuSle+L9jxvzVHCvkSJHMDlXKfPXJ/J/Eq1O5CGXUddt8qlgki+nj++CvwxeYRxmdl6TpPwllHVvUwYxlfyE9I0Oc5in8DQ75yPwWFk4pfamynOJh5cqVePLkCbZv3473799j1qxZsLe3R+fOnYv71NQaSlPxPnMNIa/fQtdADzWaN0CVBu5s0pEfTPW0YWakC/+QKGz68yCcZ4+GpoYmE8o+hEWyyoJUJZfDKW6G9mqNpORUHL94j3onFtVCfW5FWytWkIb6XmVo0LEhanXvkcOcmgQzxzo11dq0msNRNVUb14VtzSoIzeanRYKIlo42Ok4aKve1lDGjb2yEWwdPIjk+kW3TMzRgolizwd3ZMbp8M1Lma6NCwmUKZWKyshAbHqmWYpmDXTlYmpsgMjqnl5sykNdwWGQM8yRWlpyCWRb0b1Fb6ITChIIcaO6XHfpumw/pAXWBC2Wli1IvlrlqxSLW2wtato7isFNOyUbPyAADF02RKXrRqkNpgoVup5eHcezHXIWy96GRmLb0f0hMThGHWqekprEIsCd+b7F6zhhxKiH99aihXKdG6ZfzVu9AaESMeFtuzhC0v1trT4WRXJNHdMuxnQSzL4d1waFTN1hKprxqY/d9XjKzUqo2xuEUhMTERBw8eBBbt25FrVq12O3ly5fYvXs3F8sU8PK2F/5ZugmZmRks/YEGq08u3IJD7WoY9NN30DUQieB5wdZED8d+6IcOi/7Fh9AITJi7gXk/padnMKFs2YyRsLbig05O8UMLTxOGdEbfTk1xx/sFkpJSoamlwX6fyngAxV+/joQq7UEJWZKCmP+DJywtzKqiLRfKOGUOWmhp9sUAhN73xYPjF5FEGQoaGnBp6I5WI/uK/ZdlQYI1RRw16N2BGf7TYrCNcyWl/o8oMi1E841CvzRji5zFp5Rd9L4croHHYR9QWG3R4O4tsGmXdKVQQqhKL8wJ5KGsuC+JMCd5FBwNzcouqO6eAN24YKSbVcrzsUojRk7O0Ax9z4WyUkCpF8t0ntxHmolDcZ8GRwa0ikMlm2m1SB1Xa0oaO49elBLKBOjxm3ehzEOMSkznlZsPn+ODDA8hWVCqJAlcnm4u6NiiLvJLQFAoi05T1L0HBodxsYxTYJ4/f4709HTUrfv591q/fn1s3ryZLbBQWhVHGlphJ6FM0nxcmGQE+77EuS170e27Mfk6dgUrEyydNw4Tp61lQr0w4OdCGUcdIS9QQwN97Dl2BTFxomgWws21Mkvhl1Xd+e1/ZxG+ejV2njiCkdP6QvfTOtjr+z449NNvMDA1xqi182Smm3E4pR0tbS00H9oTzYf0RGJsHFt4IW+qvEQfUbpmXvDo0Bx+N2X77NJCEPk7myjIlsg1OyQsnRn7mxvlP2VSEVR9nqxX9vx7hWVkkHBIkXnUZ1KhqqPnbslcfKbnUdV6Km6VX0gMehgQidvxFhjuYgfj4Bd83s0pVZR6sSzNpAI0814ghVOI0KTq7pGzuPPPGcRHiqKVyFC/1ag+Yv8ATt6gCLIbD0Spl7KgTvLcDa98iWVktk+CgaLITCsLUyQlp8DGyhxd23iiQ7M6rACAwrB2BRjo64rMWhVUN9LXz/tKGIeTnfDwcFhYWEBX9/Pqc7ly5ZiPWXR0NCwtc0/RZv8bJbSfyfj0fy38VYaHJy/LbQ8oysznwk3mB0mT/rz2DTTAl/VRxsQkMCPjOjWcc7R9j3z9P1X7zTvCdZTlyPOy/hkU5PppMYmqOGfn6cu3mLX8b6z/YUIOmwPzmq7QsrBA2PPX2PHTdgxaPhuhr97i8JINzE/JvpoTDM1NivT7yE87UFhkFo6ewCmBUWb5iebKDxS5Rp7Oz2/cl+rL6RzI66zDpCF5TsMzcHbAfTMXPAmMQb1Klmw8HBAfpvqT/yR6DezaHF1a1mfevmRbkJCUDNtyFkwMu/HAFx+jYqXmCEI9hFF9C+6LWKeCOS4/jcahYKC/gyuMg7hgxik9lHqxjKN+nFq/A15npKuvfPALwN55a5mprWvTeijrSIZu+4R9YH5luRn65zawjpVY9c4LZK6fmxLw1bAuaJTPyaosmnvWxGkF1TTJt6hWVZFfHYdTEJKSkqSEMkJ4nJqaqtQxAgPf0CwTJZk3dA1K8trLV2G6SmZ6Bh7ffoDyLnlLx9CPC0OE/zvMXXeBRZVRegmFmJJP4vTl21grNK5vS9R2qcCeT5Vxtx6+Cr/AEAzq3BBN67ggv7x5U3QVvdSVsv4Z5PX6Sdj934EzMvfRpJR8gA6euIiWnjn7RsMZM5C5bjXCgsLw27DvxdsruLvCfVAnvHkbBHVvBwoNLU2YWfOocU7RQdFj5Ht8/5gL7h49h9iwCFaRtmarhizKzdLeJs/HTHP1wOPbRZuGp6enA+/nAbh82+eTGCaKMKNiWpSJ8fj55zaOos4mDe2COjWlF6DyS2XDTMRo68KIUmWDXuT6/HfPXuPOkTN44/2cmfJTRdNGfTvBskLeP2t1QuxXdi2A+ZVxyohYRhOGX3/9FSdOnEBcXByaNm2KqVOnokqVz2GuHz9+RIsWLfDs2bPCPF9OCSfk1ZscQhkhGHme2biTGdvm1yC6NJA9dFsZY39TY0NW5TIhKUXmfkpjqmhXLl/n41HdEZduPZa7n6pjVq+i2hUk9+pOqFvTGd7PAj6JddKM6d+e+ZtxSg/F1c/o6enlEMWEx1QZUxkcHSuX2AhmiiShCXJlx8oicUoJLqeKKukqopJTZdg5O+bpXN6/SsWI9ecRGh4DSwtTrJwxkkW1zl2zAyHh0ew5245cw9xJA+Be3RFLNh1gQpm+ng7qulWHk1PevVJokYFEksqVHctsym1Z/wzye/1UUCc8SrGp9vM34Rg1oEuO7TG6luh6ZAs2Nf9chbliraoYsngq818tCe1AYUaWKWf8kD/4nIYjCxJsGvbpyDzP0lPT2P9hSZuLbNr1H67cecLui4bOooHJqzchcHawwdafv8H7sAi24OxS2V7saVbUPLl4C8dW/8neX8hA8T5zlUWlD/15OqtWWlKFsjT3RjjsmwhNHU3uV1ZKUKpHXrt2LS5duoSZM2cyUWPXrl3o168fVq9ejfbt24ufJ1m5hMOR10DKK89MUFrm2ycv4OhRA2WR/AhlgmDVuVV9HDlzS6a4RKvc3ds0yNc5tWhQCzuPXEJUbHyONE8K/e7csj7MTAyhSqgDnff1IPzv4Fmcv+4lNky2MjfByL5t0a6ph0rfj1P8FFc/Y2Njg6ioKOZbpv1pkkqpmSSUmZoq5+NBE+ySKpYJ0ARZGaGAqoyFvxFVxpWHsZU57FzyLrzEpWYiJiEVNuUt8MXovrC1FqXALp8xGrNXbcfHyBikZ2Ri8cb94teQULbou2GoVbVgpsLsOyxhEyNVU9Y/A0XXT1GMx87fYQVzKJ3JzMQIjTyq5XpMep2sY1IkS3S26LHEmDikJiYXq4ersu1AoVLI83c+p+Eogsa1JbG4xsfIWFy46S2nMFYmXr35gJDwSNSvXbxCVEJ0LE6s28bUvMyMzydL88KsrDQcXbEFX/+1grWRJW3uluTUCHt8E5Weu3FKBkr9Ek+dOoWff/4Z3bp1Q/fu3bF3714MGTIE3333HdsnwDyGOBwFkFlnbuMPVv1GhVADnF/vrKJG30iLhW4/+ZiZ58Z2SI+WqOYkSk8S/hWFVSMy/2xSr3q+zomq5Pw8/bO5NglzwnFbNayF8QM7oDCgSfDXw7th59ppWDFrNNbNH49tK6fkEMooBZUqYyan5B7twlFfiqufqVGjBhPJvLy8xNsePHgANze34p80qiHk6ZKVobjan3P92vkSXaqVM8K/P/RlBv8UWSZpor585iismjMWDdyrSr1GFUIZh5Ob4LVg3S5s/+ciwiJi2KJRVEw8K5qjqD2ifrJmVdlR14kPH2L/mBnsfnnHCszfLzI4BHvmrGKTSU7hwec0nMIWTrRt7OEdklCk70uZGIrmVySEP3jyutDPY/u1AJaGSFFWsnh66TayMuR7nlIKbKD3c5Q0DG2t4ZthxoWyshpZlpycDHNzc6kOZNasWWwiMWPGDDbRkKwkxuHIw7KCba7+V6rKVw949BQ39/+Ht49fsBLSldxc0WxQdzjVKxlFBPLa2Orr6eLnGSNx8aY3M/OPjk1ABRsrdGvjiYYe1cQDPxKVrt59gnuPXyIjMwO1qzkyQ34TYwO5x65ga4UtS7/Gwyev8ML/HXR1ddCkjisc7MujsDE21Jc5GSaB7K9D53HrkaiwAaVltm3qwcxKKS2VU7Iorn7GwMAAvXv3xsKFC9kEKiwsDNu2bcOyZctU/l6lgYSoWIXRwfS9mVnnL+WbqFWpHCLTLRD75qPUdqrWZWxogOQU6ZTZhMTkfL8Xh6MMp648gO/LtzkmoqIsJ/njGfpf6NraM8f2kJt3ELZsGbLS0lC9YQ30WjAV0SEfsXvWCoQHvmOC2dBlM3iV8EKCz2k4hQUJRCnVa+LPYA1oRsUUaRqerKwSKTQKP1qSjP69P8TiUHCKXKP/qA/hLGpM0aJbdEh4oZ4nh6NysaxRo0ZYuXIlmzxIVgajToU6Hcr1nzBhQp7emFM28ejYHNd3/8vEq+xQ42lbpRJsnAseJeBz/gaOr/kfNDRF5pZE0BM/7H28Bt2/Hwv3Ds1RGtHV0WbpmHSTRVhENGav3M5Wx4Vik/cev8L+E9ew+Pth4sg0eatSDdyrsVtxQMakh0/fhM+LQHbuZPpNPitC30+pmueuP8ITvzdYO3ccjAyV85viqAfF2c/MmTOHiWWjRo2CsbExvvnmG3Ts2LFQ3qukY2FvrTBSl9pbCzvVi+gk8i/ZsA8+L94wYdzE2BCR0XH4edMBzP1qIFsQ4HAKg9NXHuQSsaGBjMws1kfS2IaeSxHYMyf0YwtW2dExNKQnoHqHZug/vCUytbVhVdEWw1bMYoKZrr4+tHV4tefS1tdQheVFixbh7NmzLM1/7Nix7MYpHYiN3Uko09Ercr8qN1fFRa9ozOxRw0mpY8XGJ+L8DS/W31KELKVutmnszirV5wZd96NgqoyZgmHujaDz+I6UYGZsYZqraFdUVVA5HGVQKk9i3rx5iI6ORrNmzXDjxg2pfQsWLMCkSZOwZcsWFEbHMnfuXHh6eqJ58+ZstZ9TsjGxskC3qWNZnqBkPjqJWgYmRug584sCv0dKQhJObdgpDukVEO6f3rATyQn5qwxZmGSqKHSb0kNI/CJRbO7qHfjnzE3ExSexzmnZ7weZ3woh9FW0PSk5BYvW72XpJurIuete7Foe+b5m55iSms68i7L3txRh9j40Ev9duldcp8rJJ8XVzwjRZStWrMCjR49w7do1jB49ulDepzRQrXFd1lbLTFHS0ICekSFcm8kW6wsqlHk9C2Dp2UumjcBfK6awqrnUDpBgdtfbT6XvyeEICH2mPEgoW/L9CLZI1bJBbYzs0wZ/r/wOTeVYH1jVcYP9ihXot+VnaEkUqiHBbMSqORi85HvoGcmP9OaUzL6GBLonT55g+/bt+PHHH7FhwwacPn1a5e/DKb7Uy1cGNsUilBFU7ZL6RFnJwxQ1SdHZl+/4IP2TB7A8XgW+x4S5G/DXoQssA4X61k27TuLLBZtYRocy0PWbGBky/y4yvDcwzGCfEVG7bROFYhmlpJOVQ0nzK4vI0oPXiw/FfTqc4hLLyAB5//79rHIMGR9nZ/LkyTh27JjK8/t5x1I6cWvXFGPX/4DabRvD3LY8ylWyR7MhPTD+959gVdFOJZ466dlSdSShKjfPr99HYZOanILY8EikKTgXAf24MJg4V8J9Mxd4+0fBSDd/lR4pRXLivI3Y9e9lFmFF0VjU4U2cvxHX7j3Fy8APOUz6hfDtmLhE3LjvC3WDzmvjzhPsvqxzzw51wudueBfBmXFUSXH1M5y8oa2rg96zJ0FTWwsaEr5klJpJt96zJ6rcHDkzKxOp6elSZv4UuTPji75sckDtV4oSFTo5nPxgJeGfJwtDAz141HDEl8O6YPoXfTCga3OYmxopfI1u5crQ0tGWGbnJhbLS19ckJibi4MGDTKirVasWOnTogPHjx2P37t0qew9O8XtWaejo53v8rgr6d2kmlbej+ek3XM7ChFmzXL37FCcuyl9MTktLx8Jf9zIvYEHQEnStyJh4LNl4QOlUTrKSIf8uEsyoaBkJSiQsmdmUQ8sRvUVPkvgfYwEUGhro8u0omW1jQYMoHp68jLOb9+Da7n8RERyi8qJs3Ni/9JKnXyOVVe7Tpw9biaEGX8j5v3PnDn744QeUK5d/nxJ5HcvWrVtZx0K3ly9fso6lc+fOKnsfTvFg61IZPaaNL5Rjx0dEK/TUofLQcR+jUVjEhEXg8l+H8OzafWRmZLDJpVv7Zmg1qi8MTY1zPF83LhjGjZvhvnklPA6MQb1Kn9MC8gKlIS7+bR+SU1OlOjO6H5+YhC17FQvNNPl89fYD2jRxhzpB/mq0cp8X4uLVL3KQo379DCd/kO/juA0LcffoOby+680G51U83dCwT0eUryw/lTu/GOrrYeGUoXgfEgEXR3vxdkEwe+4fzE3+OYVGl5b18OeBczIniZSi1LllPS7il0CKsq95/vw5q7gs6YVWv359bN68mVUq5MVkOKrApbIdJo/ohg07/xM9drRDIw9X7D1xFekZGSzatXvbBnJff/Phc0THyc5uod9pYHAonr8ORg0X2YVLskPCkV9YHHzC0gBrGzR0BuL9A9F8SA9m13DrwEmEBQSz55KvdPOhPVDZPX/FyOTx+r4P/lm6CWnJKWyRj7KMru36F5692qPDxCH5brslhTKfsHQulJVi8izdHjlyhHUiVEGGyi7fvn2brcCMGDGCrcaoCt6xcPILrVoo8tQhActcho+IKqBIsr+mLGYVPbMyM8WRbF6nr+LN4+cY/ct86BsZSjW2Bo4V8ULbEq8DovMtlBH/nr+toJMTRY4pJEtUJEDdCI+MYROSDIkS04qgjq+iHRdUCoNX4fFoWPg1HYqsn+HkH4oI7vrtqCJ5r5i4BJy99ohFylLf7+nmwqriUkQPCWZcKOMUJl1ae+LGg2d49jpYSjCjfsne2goDu+bNA5UmjzQ+SI+OBHcmK16Kqq+hCDYLCwvo6n4eY5EYR3YzlBIq6Z2miMyMLHGEPc2Figr6vXp/iIdneTsk+ftD09axUN6HfGgl/5YU9Aw08TFTF49efICRrrbMOYjwfRX299axeV32G9m0+yT8At6zG9GkbnVMH9+HRZvJmyO9evOB9ankbyYL0pVeBX6AazZ/Y0XX5mJlBL/weDwOS0eWtQ0aOWYhzt8fNVo2ZDfKwqF+nQIL5B0jv0S9D8WhRb8h41MxgUyJFNT7/56HaXlLtsiX198l2eZQNtCdT0KZka42u05Fc091pah+l+p4bRo08dUqBLGMVmIoumv69OmsY6GqMSRgkaeYKlFZx0IfUFbJboSVoTRfW16vr2rjOtA11EeqnCppOvp6qNq0XqE0DNd2H5MSygTocdS7UNY4Nx3cXWq7gW15pEdow0AnM98N7X2fV9h+6ILC54hWT0Tmw7Kgz7Zp3eoqbexV0QhbmBorlX4pQJOZbq09C73TKmsdDA12ktOKJtWtqPoZTuESHxmD1ORkmJazFA+E84pfwDvMX7sLScmfI2YfPHmFgyevY9nMUTIN1DkcVRfOWfz9cPx7/g5OXb6P8MhYmJkYoXPLuujTqSmr2KwsZHxN/f7QmoY5jK85RU9R9TVJSUlS8xlCeJyamrtVh0BgYACE4dCbNyIPqKIgLiELN+LjEe9kC0+bBLz3voNkE+tCe783gW9UejxatH5z7wne3PNBakISzCpYw6WFJ8pXKfj/n41OAmKr1cHhe6FISc+EuWEmAuLD5D6/KL43VwdzuFWtCJ+Xoqgton97DwS9Vfy5JifS/EX+eJu64Pi4aAQE+Ofp2qj3j0/IwvVoLSRVLZrfEPHo8DlkZmbIrVp8Y98JWNauwrKRlP1dkm2OnXtNXNa2xQO/j9DKyoC5kYbC7zy/0LyMCsfI2k6ipyojmouyPSlq5F2bpgZQroqF6sWyoKAg/Pzzz7h16xZbdaEIMKoc9tVXX2HMmDGso1GvjuUN/aoKtRFWJ0rzteXl+hoM7Y6b/zssKpX8qeFn+fBZWWgwrDuC34tWWlQJCQtPLt7MIZQJ0ETvwanLsG1YS7yNGl3d6BgA1ggLC4duwsd8pV+u2vqPjPqiOd9fHtTc1q1RGUhLkNsJFlcj7GRrIq7cqQjqNOgaG7k5waGcQaFcR1ntYIITsqBBprV2NCksfD+OoupnOIXDW58XuLTtEN49f80ekwdT/e5t0XxozzyJZuSf8tP6fUiWEMoEKIp26YYD2PjTJJ4Cxyl09HR1WAQZ3ei3mJ/fHAllmWkp6F8xCzqPfbhQpgYUVV+jp6eXY+4iPKbKmMri6OjEbCmob65c2bHIsmyEGope76Jh7OQBF0s7GL19jlSTiip9HxIBaJxf2bGyTJEgP1BBr72zVyHUP0gUGkXWJOGRCHrgi5Yj+6DpoG75PjbZqKR5dMIenxgYGOuiSQVzhXOEovreaEHpWYC02fyVhwEYN6CDwrarm54JTl33kbufos66tG0KU+PPGTLKXpvkb+hVuh36ty6c35AklwLeKRT/UuITYa5viHIOdkr9Ll3LayOxfjvsCwY0UtPRulbhRFgS5Bu38Le9aNWgNrq18RRvp3TaVVuPwKacOcb0a1fg8U9R/i6LmtyujUWWIXdbpjz3Al27dmWpkUePHoWjo+hHcv78eSxZsgT//PMPTp06BfXqWCpDM6vwGmF1oTRfW36uz9nZCS61XHH78BkEPHgi9tlp1K8T7F2dC+UcKZQ4I5dqkumJKezcBHTjdJBmbg1EANbW5eFkrdhIWBZX7j5BUkr+I350tLXQrU0DVsFLW0u1QogyjTBNPE5ffYi2TdzZhESSS7cfs5LVEwd3xu97TonCxz9NmikFhu5WtLVik2p7GyvmHdPIo1qRTJ7LSgfzKiIRxrrpGNmkArKunkGoxWext7Aoqn6Go3oCHvli3/y1Uuo2meuSN0nI67cYtGiKVCVkRdx8pMg/JQtvP4Tj6cu3qF2tssrOn8PJjfz0L0Lq5ZCaxrg47Se49+wKSXsb6gev7zmOCtWdS1QluJJOUfU1VFQgKiqK2csIAhxl0NB8xtRU+XGfphZN70S/Pxp3KBsRoyrIKuTRm2jA0QaednFI8X8LrUJIyaRxvqrGVZe3HUJY4DvRg0/9kpB5cHXHETh61EDFmi55Pq5OXBDS6jTGswwzmBinK+1XVdjf232fl1j6+0FW9ZI8ytyrO2HznlM4duEua7vGD+ootw1zdLBhFgcXb3nLXKCmxQJzs5zey3m5NvYbCo7GoXcp6F+5OoyDXhTawoEGhQ7lwvtnr2GthNcqRRAmVmqMQ+80oKlb+BVPr957yvzh6EbXQV5z9J2u/vMIbj16Dm1tLXRsUReV7FXjjVIc7UlRIe/aNKBcZlCexTKqStm/f3+pbe3bt0fjxo3xyy+/QFWorGOhDyir8BphdaM0X1ter69C9SroN+8rlZ+DvFVlXX09GJmbIiFadpl5eo1lBRvx+VNHG1+5Og75xCImPpGtUOSnoSJPL/pc8puCO3ZAB/Ro1xCFiaJG+O9D53Ho9E3W+C/4ZrBYMPv33G1s3X8WjhWssXruWNhaW+DgyRvwffmWfZb13VwwoGsz1FBBGH1BKPUdjKYG6rrawdpAE2FKDDxUQVH1MxzVt41nf98tigLLNtKmbf73fZjZrktDD6WOF/A2JBf/FA34vw3hYhmnRFDH1Q5eW37D3dN34HPzKYYtnwFrJwf2v3F15xHc2HuCRV5O+nMZ89LhlJ6+pkaNGmwu4+XlBU9PUZTIgwcP4ObmVuLG7FTtkao+UvXHeIrWUmNSEpPgc0F+xgeN3R7+dylfYhmhbW4Jjai8FaAqTIJDPrKKlYJQNnNCPyaqaGtpMtN/SiW3LW+hcMz/7agesDAzxvELd8VVpinVfGC35ujTsYlKzpOEJiaYBaegv4NroQlm5K0qFBCQB0XA1+ncMtcIQkq1PRSMIhHKiC6t6yM0IhqHT99kYif5rtHiIBVhoO903lcDVSaUcVQslmXvVASMjY0xf/58qIrS1LFwSg/HvAJw5mkQ1g1qBl3tz1FYt/1DsPHiEwzv0gYP9x2TmfJI2+r3aPdZKHNwxaFgDWho66CyYXy+z4lWefIrlJEQQqsWBRXL8puWQjTwqIYTl+7B61kAq+ZJgtnpKw+YUEY0quvKBDSKMKOb8Nny1KvSS1H1MxzVEv7mHSKCpFM/JKGIsieXbistlhno6ylMH6d99BwOp6TQfEQ3eB+/jA8B77F79iommD27do8JZUTr0f24UFYK+xoDAwP07t0bCxcuZGmfYWFh2LZtG5YtW6ay9+DIrk6vKOODIszCAhWLKSUJ8vDs07Ex3oVEiIUyonOr+uzvhZveLHJMEbRANbpfOwzq1gKv335gi/FUZVNHR7X2F5KC2TD3RoXi4ehYpyZ8r9yV/wSyb8ll/kTztVSPRsyTjlJt8yOU0Rztxv1nOHv9IfO8tC1ngc6tKBPGlc3DZJ+aBvseCBLMhDmRIJQ1cK+a5/Pg5A+1VZ0kO5bHjx+zsGjqWEaOHFncp8Ypo0TEJ2PeP7dx5slbTNl7HamfqqqQUPbF35dw63UIHljYw8GtmugFn8QcIQy4VpvGcGvXhDW82jb2eGVgA00dPdRR4HGgDM3q1WAGxPklv6LTu9AI/PrXMfT7ahl6TliCbxZtYR2xosmtLKiS3aLvhkFfT4cJZnQ8oVMY1L0FhvdqLXWOdJ8LZUVPaqjqff44pYukWNkpkwI0KE2KUX5hoJlnDYXFPWi1vFGdT+0th1MCMDA1xsDpw2FXzYkVA/rzqx/FQln7CYOVqszGKZnMmTMHtWrVwqhRo7Bo0SLmjdaxI/++CxMDYyOF+2ksaWAiP61QGbxefFA6BVMRge/CsGTDfuZVJUlEdBwWrd+Lj1Gys1ayX8/IPm0xa1J/sVAmQILZ8pmjWRVpZTDQ12VR2zVcHFQulAmQ8GRiZIg9volIc28EA8MMZISozge4iqeb4idkZaFiTdmiE50HnQ+d155nSUhPS8vXfI2i/H7eeAAr/ziMx88CmZD5yPc1lm48gLXbjioc49D3OaJ3G6ltdWo4caGsiFFbsYzgHQtHnbAy1seGYa2gq62Jc75BTDC7/vIDE8qS0jLQoqodpnWuhyFLpqHrd6NRwdWZrRBXcnNF7zmT0HP6eLFXj7lHHWjqGbJw9oJiZKiPScO6sPvk6SUgCEq0SiQPaqTr166S5/f0DwrBd4u34sKtxyxMmwSywOAwrNv2r1joyo9gJgmtjmUXyjhFC1XAjE9OQ02tGMR6eyEl8XPZbQ4nO5YVrMWLBLKg9s/Q3ETpSrUVbcuhU4t6nxx6cjKwW4scRsMcjrqjb6iPIUunSW1z79CcC2WlHAoCWLFiBR49eoRr165h9OjRxX1KpR6TchaoWKuqXO8qGru6tWuap2OSiML8ytwbYcfNYJWM4ynyaPnvB3Hb6wV+/GW3WDAjoWzOqu249/glW5xWBhozy/N2VjQfKC5IaDTW12GC2V0tGxg7O7DPV/JWkO+/VutGMsclbDxiZiLa/ymCTPJG50HnQ+dlpKuNikb5m4scv3gXdx/7sfuC57IgkF2+7YPzN70UCm0kskly3+cVTly8l69z4eQP7ZLQsdCNw1EHWrna4/fhrfHlrstMMKMbQULZ5hGtoacj6jTrdGrJbkVFx+Z1YWlmjP0nruHZa1FIeTUnexZGTWmWB05ez/EaCv0tb2mGZp418/x+G7afYCKZ5IqIEFF27PwdtGpYC67Oeatw8ypQOnIpICgUqWnpOUz/OUXDm0RNmGkmor8DxJXbNPNef4JThjCxskC1xnXgd9tLZvlaiix7fv2ByKx26jilvP6+GtEVFmZGzGslKTlV7J8ypEdL9GwvGuQKvA+NhL0NT2HjqDfUV97557TUtpd3vBAWEMQ8zDgcjupo/8Vg7JyxDJnIlEq5I7HErpojarZqmCehTBBRfHwTmcijiqgyEremf9EX89fsZGN4EsymjOmJn37bx/o1ayszTB7ZHaUV+gypCIpPWBo0nV0As88eci5JoQXyNOvy7SgkxMQh8JEvND8VMcvMyGBC2ZCl30NHX09sjUMZP5L4+Eex79jFyggB8WH5en/yfpOXcEMa3okLd9kcTpZQtnTTASaUEqbGBiwKj7J6yMOMINN/ThkXyzgcdRXMxjSrgS1Xnoq3rR/aQiyUKUN4chYL3VZmRYrMrWm1qVn9GjkG3DcePEOTetVZR+vpVpXdSGCifYLIREb4SSmpopUIarEpRz8rixnnz588KM8pnGQg6pdN2JKEzuXcda88iWWCmT/h5loZLwPfS3mYccGs6CPKyDNyqJsZdH3uFlqlIk7po/PkkXj71A/JEimZJI5R+XZNbS1kpKUhMSaODVaVEcuoPRneuw36d2mO128+4Oq9Jzh15QHMTY3FUafUnlEK+IYdJzC0V2tWsYvDUUfot3rtyGXcOn6NPW4+rCde3/PBB78AsYcZF8w4HNVh7+qEEavm4OK2A3j7+AXbpqOnC49OLZhHIBXVUFYo0zfSQpKNg0qFMgHyBVsybYRYMJs0fxPbTkLZshmjYFOu8E3l1UEwe/3+s1VDQmoGvNI0ClQEQNdAFMkb/PQl/G49YumUVACuenNP9t1Lekhr6sRIzcuE71jZaHhZ87ewiBi5+2lKFhwSIXPf/pPXxEIZERufhPiEZPHjLXtPwb26Izf5LwK4WMbh5BHyKNtx87nUtpkHb+HXIc2lTP9lIW6UrwUwv7LcGmEaWK/53xFcvfsUQ3u2Yjdh+/Z/LuLQqRto36wOpozuIZ44Zhe/aLI5cUhn9OvcFHe9/ZCams6izsiHID8pjrn5JlA4+cfI3L0VBChiJLtHme+rILayJghmP3w7pEC+bJy8U8u5HKw0UhCekAEt1Y0HOaUcY0szfL1tJY6t/hMvbz8S+zSlJCQxo2Vnz9rov+AbpScokv5kR87ego/fGxbRuubPI2x7y4a12Oq7MKgMDA5l++WZ5nI4xcnV7cfEQpngUdawd0fsnbdGLJiN27CQm/xzOCoWzIavmIX4qBikJCTCtJwliyjKK6YedRBrUwkaz/1UKpRJCmbfj+vN+jSBH74ZXOqFMgFZn2n2IgCKkCem0VzHoXY12JfTZYInIyUESAFLpz3kE8PmZKqucknjEPJjTk4RVRWVZ6Uji6d+b3NsE9I4CZoPcqGsaFC/5GUOR40RzPwFj7Lfh0t7mAmm/7IQPA4Of9BVulGmBt7ZwZbd33PsCrtJCmVElcq2Sole5SxM0bW1J3p3bIyaVSvl2wusvIWZwv0kzpW3UvwcSSh9lDoUSTN/SdN/KmGtjj4LHA5HNnpGBhjw4zdMDCASo+MKJJQRUbHxLKI1ITGZDS5p0EiCGa2+C0KZq1MFTBvXhwtlHLXFvWNTmJe3kDLz1zc2ZJEPZPpP/jnks8PhcFSPsYUZrCra5UsoKwrIo+zPA9K+vxt3/pfD9L8sIVkEIKtlF7k3ml8p8jcTUmizv46OS8dXtVBG0HymbRMPuWMS2t6+Wc7qpCHhUXj8XH6hA3pdQmLZ/U0UNTxUg6P2pKemISk+gaXtFHc1zInbL4uFMsGjTNLD7Jdz3pjZpZ5coWxPPkK3+3dpxv7+ffiCWDATmDi0M3q0Vd5vQRVUsLVCdeeK8At8J7OKC0WWdWheR+njtWhQCw725VHZvryUgEeC2dp549n7yTMr5XA46otNlUpSj60dK0IrnxGi5K+4bMZIzFm1A5HRcUwwI+GM/DuIqo72WDl7DBfWOWqNhX15jFk8EQaVpau4kmA2bMVMlh7Gi9pwOOqL9zv5aXUFQTDzFzzKxg/siPXbj4s9zGgBWdlKlqU1RXPnbfkWMORH52ZfFw0zQhHvHwQtW0epOVhK9Zr4k1Ito6SPoep02uyQLcTNB88Qm5CETAnPPBK8rMxN0btD4xyv+RAWqfCYNPe6fMcHfTo1gZU5T/0obLhYxlELKFrq6s6jsKpoi9ptm7BtseGRuLLjCJ5cvMUaQW09HdTp3Aoth/dmA8viqIY5r7snzjx5i03DW4k9ygTT/98uPMYXLWvJXM2wcq+CGHNLaGgm56tRlhTMilMoE5g8qjtmLv+LhRYLjT8N8Ol77NupCao5VcjT8cg/TRY8xJjDKZm8efwc+3/4RWrb7UOnoaWjg5YjeudLEKhgYyUlmEnSo11DLpRxSgS6erqyt6tptAuHU9YRopIuh2vAJ+wDE1hUevzMTPy4brdYKBM8yqzLmYs9zFZt/Qc/fjsEZZXc5k5CgQBY26ChM5Ae+jnK7LMnmepTLXOjnKUp1swbh20Hz+HWo+dM6KIAAAoUGDOgPcxMjHK8xtQk9zludGwCZizbhvU/TICxkUEhnT2H4GIZRy2gSlA39h4Xl/et5OaKv6YsRkJ0rLiqWnpKGh4cv4g33s8xau1cZtqoSjLS0+F3ywvBvi+hpa2Nqo3roGJNF6lJ3cAGLhjgWSXHRI8Es5bV7AptRZhEqPjEz8aORFx8EooLEreogT58+iau3H2C1NQ0ODnYshTPlg1yCoYcDqfsCWXpKani1MuH/13C+T/2idp58hrLp2Bmb23JqmNmF8t+2fYvG4C2alRbZdfB4XA4nLKNVAXMsPRCiUSivmtUv3b434GzLIJM8CgTTP+Xbz4k9izO8/lnZiIlJQ16ejqlOksje0VND9fP6Y2CT3RRC2UC9H3O+XIAm8fFxCYwexlFUYJkv0NZNe9DI+RW0iTCI2Nx+upDcUAFp3DgYhlHLaja0AN1u7bGo5OXmTF0pdrVpIQyAYow+/jmHR6cuIQmA7qo7P0jgj9g79w1LJpNVFo4C7cPnUJljxro/8Nk6Bl+Vu3lTfAKUyiT9Cgrb2nKGkghHTO/HWhBsS1vga9HdGM3yXP969B5VqGzRhVpo82jZ2+zFbOm2ap6SkJpVdfuPWX5+tSZtGxYm/3lcDglh9f3HksJZeRRJvgzkWD26q43mg7smmffGGpfyPj49ZsQqe1CSqZg+s8FMw6Hw+GoSii7b+YCH/+oQk3Za+BeFXVrOkM7W6EwEsw2L/4qx/bciI1PxN7jV1l1+uSUVOjr6aJTi7oY3L0lTIzzFolEUUzPXgdB85OncHFFMqXFx8Nrxa+oPWUSDMpZibdnpqXBa8UvcBnSHyEm5fA4MIbdBIpTKJPE2FCf3XKD5pNfD++KBWt3IyNLcRG4S7d9uFhWyHCxjKMWaGhqovPXw9l9Esze+ojKO8trHLzPXFWZWEaeaHvmrEZ8pKhhlfRGo/M4+cvf6DP3SxQH2YUyIfWSHgseZsUpmGXnxKV7+OfMLZy68gA/TR0GV0dROubRc7ex7dB5lib1248TZaZXXr/vi3XbjiIlNZ09j0KV/3fwPMYNaI9eMnL6OYUDVR7KTE1GexttxHo9kfJ94HCUoc3YATC3s4Z7+2ZSZv4kmFFlTJeG7jKFMvqtxXp7oaZ7I3glp7HfojDApbbwj31nxGb+5FE2dWwvzF+7S8rD7My1hyy9gZv8c9QFinaIT05DRlQ4EjPCivt0OBxOHjC0tYZGun6he1sR8gSxvApl8QlJmP7zNoR8jBJ7C5NgdvziXdx/8gpr5o5TSrRJTUtn/e65a49YhBqho62Fnu0aYmTfdkVuffBw8Sq8u3AFUb7P0WLLL0wwI6HszpxF+HD5OmY94BwAAI2DSURBVEJv30fHf3ZCS1d2qntJwr26E2Z/2R9LNx5Q+LyyXPyhqCi98ZicEiuYaSrR+CbGxKvsfV/ceIC4j1Esai07tO3Z9fuICf2I4kJoCCU9ymgVYXS/dux+QlIym0iqAx2a1YGba2UkJafih3W78fx1MC7dfcaEMsHo0sGuXI7XvQx8j5V/HGZCGZGRkcmuifzQtu4/y8wxOUUklKWloH9FIOvBdaSaVCzuU+KUQGhVtF7X1jKrXrq1awoDE2OFpd+pPHw/u1T2W6TfJBH6MRrnb3ix+03r1cDqOWOZ6E4eZpbmJkwoa1zHFQsmD+ZCGUfthLKhNQ1lGk9zOByOqjl85qaUUCZAj8k8/sjZW0odZ+3/juL0lQdioYxIS89gi+Jb951BUVP7m4kwsLVB/JsgXJv4HRJDQsVCmaauDurNm1YqhDKBhu7VFEYB0liHFg45hQsXyzhqhfe568jMkB9yKkzELOxlG8Lnh7dP/D6lXsohKwvBvq9QHNC1ThraBT9PH5nDzJ8Es5+nj2AVc9SlehaFeZMBqSCYzVz5N45efMT2DenRkkXAyTpX6rg1ID+9df/J64V+7mWdz0JZFozePkdoWk7TUQ6nKCDBzDjoBfstZqQk4fqh0/BfugI9IgLRTT8Vo2vZQ9DDBNN/WjyY9/VAGOiXnoEyR/2QtzAlazu1qXEJiUwoIwE4KVFLrlBGnql52c7hlDaeXbuPlMScXrz+D54wixSO8py99khmtXqCtp+9+jDXY/i/DWEZH7KgI/93+T4+RsaiKDGqaI+Wm9eJBbPT3QeJhbIma5bCpknxFD0rLChyj+Z+8qZ49F32aNegqE+rzMHFshJGRlo684OhCpEhr96gNOF15ipLeSRsq8pfeaVBaf3ubVX2vqJINsWRWZp5DIGWRN9ICxFGNthxMzhfr6eVA/fqjnLDdNVFKMsumElSp4aTXKGM8PINkFq5yv59v37zgVXe5BQuo1o4MZGCR5Rx1EEwM3zzDCZ7tiFs+XKE3rwL45fPYXv3Jm5Pm4d7P/wsjgYmwYwWD9StLeSULm4/eoF5a3YiMVk67eWFfzC+X/o/RGQrOiG0qSSU0e9ZHuTPSgWNfM6L7BYE0pJTWKGMa7v/VeFVcDjqh9fpqzjy8ybsX7AOaRJpZVT868DCX7F79krER332oCpKv7KrSabwevEBJYnYXAqAxcQn5nqM7f9cULifxuZ3H/uhqCHBrPmGVVLb6s75vtQJZQKUkUMRZoQQNa/5qVDD2AHt4ebKI5ULGy6WlSCeXrqNX4dNZYOnY6u2Yts3i9gt8l1oob93RHCIzJXT6JBwJuAVlNf3fcRCmWev9hi+YibsqzvLfG6Nlg3h1q4JVIVLA3eF0WwklJHRf346WgPDDDy0r4s9vonM70AdDCaLAvIsk+RFwDs895cvFiozyX36snSJwxwORzEPzt/H02Pn2H1BGBP+Bp8+j8Cj/xXr+XHKDhQp/duO43j8PBALf90jFsxIKFuwbjezEth55JLc1ycnJCIsMGcfSOMnEsPC/INwfO02sWBGQtnBn35D4CNf3Dl8mkfWcEo1ti6VoW9shPfP/XF1014WYUZC2eElG5GZngGbKpVgYFJ00e46cUFIr16TGfuTUXy9SpaF7lemSqgQmOL9Zgr3U8SS76ugXN8nTQXzv7xCHmVPNvwhte3F33uQ9DECpRHyq5v39SAsnDIEzT1rwqOGE7q0qof1P05A305Ni/v0ygRcLCsh+N16hH9X/oHkuASp7aH+Qdg5fRkSY3KuaKoKMrnfNnkhzm3eIyWYfQz6gO3fL8WRZb8XWDCr7F4dVRq4M6Gsw8Qh0DXQx/AVs9Dxq2HMEFpLRxtWThXQY/p49J41gfmbqQrn+rVZJJvMY2oADXq1h6FpTo8dGry+fxEgLgxQ1KWmC5MoOZ5wtD03fzRKqfzfAdEEt3eHxnCpZC32MKNqOrJo4OaS6zltP3xRblg5h8Mpfdw5eUfuPmoJrq3fimk//4+1OeRZxuEUFpTeu3DKUBgZ6MH3ZRATzLye+TOhjHxFa1erhElDO8t8bXJiMvbNW4tdM1ZIZQTQuInGT96nr7HxD1k+kGD28ORlsVCma6CHQT9NhWl5yyK8Wg6n6MWyocumQ9/YEBGB77BuwDc4uHA9E8qqt/BEr5kToKWtXWRCWbyDKw4FazChrCQucndt7Sl3EZq2d2ujOHUvJi6Bjdtzw9W5aLMQJM38KfWyzuypUh5mpVUwo4gyT7eqmDmhH5ZOG4Evh3WFs4NtcZ9WmYGLZSUAEicu/32YWric+zIzmVDmfeZaob0/RY+lpabh/rELYsGMhLLds1YgISoW0aEfkZqc94kKHefZtXvYMe1nrBv0LT68DGChpfGRIkNnMof27NEO3+39Bd8f2oB2349GrTaNVSqUEXS8wUu+h2OdGjm2N+jVAW3GDJDaHv7mHXbNWoENI6fj7+8WY/3w73Hgx19zFAGgCjpaFuVzCGVCqV9K2+j/9XKMmfUrjl/xYp2TOvDo6WuMn/Mb8zyQJCAoFF//+Dt2/XtZrmBGBtyCUEYeZWP6tcOE/q3hVu2z6X9wSM5iCX07N4W2gsIOVuYm+HHKEG7cXch+ZQkB/sV9KhwOg9qYiPcf5WbIU0tgGB+HF/7vWJsz9LvVGP79GizffAjPlFgR53DyChkpL5k2QiyYzV+zSyyUkZBGFgTZ29T06EjxBDU5PoFV3ibBTBDKaCGUfsxkLVGvWxsmmJ3+bYeUUOZQW5SCw+GoC5SWGJGlxxaFaXFYVYLZ4KXTcixmF6VQJmDk5AxNHb0SKZQRPds3Qq2qlWQ6AZOncI+2n8UyipalqpeSUMXL3KDnuDqLKt4XFQ+XrpbyKHPu30vKw+z6l98jIzV3kY/DyQtF2/pw8gVFMH18+17hpIIqOtp45j1VUBncOzRHVmYW/vv1byaYRQSFICwwiAll1s4OGPrzdIXVzeRx4c/9uPvPWWhoarDjU9rBvX/PMz+2UWvniU38SbQq7I6SIseGLJ3GhLB3z15DS1sLzp5uMDKXDmWmlFeKpkuTXHEhT637Pmz72A0LYWxhpvC72rjzP5y++pANnukxlXO+ePsZvJ4HY/XcsShnoTh8Oj8EvgvDnUcvkJqejurOFVGvdhVoyREdH/n6IyU1Deu3H2ePO7aoy4Sy2au2s+iNo2dv4/GzALRq5IZ2TT2kDLXr13ZhFeqa1a/BPMroe9XT1caCyYOweON+lLM0g511zhVyes2i74Zh+ZbDiMvmpWBhaoS188czwYxTuMb+5FfGvHXk+MdxOEUFtY96hvpIURAxlipRmIU8D6NjE3Dr4XNmSjx5ZHd0blmviM6WU5YEsxF92mLznlPibbMm9pcplFGbSn5lsKmKQUumYv/8dXj3/DV2zVzOxkwxYRFsfEMpZk8u3kSVBh54+N/nVM6arRtzoYyjdtDiL1V5JXsRN2sbNHQG4v0DVVLlVVgsF0iKjUd6SlqRi2UlHV0dbSyeOgxnrj3C6asP8D40kgliNVwc8OO3Q6GjI/o8qa+kSvR1azpj/teDxNuNjQyY2EapmPIWx7u0kh+9Vlg4D+iD0Fv34LlwttijTDD9v/blVFQdNrBUVcPkqAc8sqwEoEw1pPRCzhv36NQC3aaMZvcDHj0VCWVOFZlQZmiWdxEj6OlLJpQRJKhIRsolxSXgzKZdKA7KV66AOp1bwq19sxxCGXF9zzGkp6SKfXME6HFCdBzuHRVFVcnj4dPXTChjr5HogDKzshAZE4c/94s+E1VBnSNFWkz+cTN2H7uMQydvYNH6vfhy/ibWecpiTP/26NFO1AmRYLZl72nMWP6XOM2JhLRnr4PZZOHbRVsQKWFqbGFmjDVzx+Uw86eJBK28fzemZw6RjkWQRMexPPydq6di3IAOUvunje/DhbJCgAa7NKlzdzTDeOtYaD/3VWhCzeEUNR4tPaAhp1IxtcCvLO1ybBcKhdCiRFiE9MSLwyko5FG248hFqW3LNh8Ue5jJXHxghX4MmWBG0TOpSSlMKCOysjKZT5Pv1Xs4vnprDtPz7Kb/HI66CGaUNUE2I2Q3oooIM/Io+2fpJnbf3K48s2P58DIQ++avRUqCYsN6Tk5I+OretgE2LJyEb0b1gKaGBou6/mPfaWZpIghldN/c1PhTsbPPDOvVmv3NLofR2N7U2BADujZDUWNZqzo6/bsnh5k/CWbtD26HY+9uRX5OnNIPF8tKAGbWVgoFKWrgKrkV/upjhZrSvlLlK1dkfmL5gQaB2RtmSeFJHUtFUxEA36t35RYDoPN+cuGW2K/scrhGjgo6Z64+kptKSB3WzYfPEJdLFZu8sGXPKdx48Ex8fGEiGfIxCvPX7pRpzkkd4YTBncSC2fELd1n0myxCI6KxfvsJqW0UaSZrtUlPV0emUEai25Sf/kDQh49MNDt+8a7Uc5b/fghv34fn+do5ueNR1QYtDWIR7x+kklVhDkeVNOvdHAamRmTYIbWdWrFkbV34WFeS+1pqgs5d9yqCs+SUFQQzfyH1ctmMkVIeZo+DItg4YJibmZRQJqCjqws9I0PpgwprZhKLZ5XcXcUpmZKm/xyOugpmSTYOrPJ7fpE0869Ytwa+2LwYw1fOYqb/FI1ZVIKZ4Fe2/VoAShNtGrth6rjeTDA7c/Uhhny3Ciu3iIQyyhD5dnSPHONz9+qO+OGbQbDKlu3iUtkOK2ePZovjHE5ZgItlJQAKP27Yp6Pc/TTGYgOrQkTwKJPk6eXbOUz/8+KDpqgCJVFQsSwpLp6dd7ISJZKVITMjg3XkikhJSFBo7P8hPFKhST3ti4iOVcn5khn/uRveMr8fep+wiBhc/ySkCdBzD5++yaLOOjSvk+t70HHu+7zMdwQH+Zg9fRnE0qdmrfgbM5ZvY+dlamwgfk58UjLmrtrBBTMOp4xhULkWvlg8Fi4t6os9O6nXeGNWHser1UeSjp78F2cB78PUa8GFU3Khvuqn3/ZJeZS5uTpKeZgdPXEZdVztYKWRguQE6bGC4FH2xlu6z5VFkI8fmg7sKhbMyAJD3RYPORyCxreUSqxtrnwBChpnXvjzAG4d/JzKTH7FGtBgKcm6hgbs8WfTfyNm1yLTgKuQjP1Lsl9ZboIZQZkilNHSpom7TKFMoIF7NfxvxbdYPnMU5nw5ABsWTsS6+eNR0bYcioPQ2/dwptcQRPo8ldoe7fcKZ3sPw/vLheffXRKggAjvZwF48ORVju1kx3PhpnexnVtJhieBlxAa9++CqA9hzMhfiMii9EVNbS30mjUR5SrZI9a/cFZCJM38BY+yl7e9xB5mRIdJQ/OUu25SzoJ1sNnTGSUxtspfR0Wf04Wt+9k5UqdM71OjhSfafTEIJlYWyC9UkdPMplwOI38B6sxtXRRXwCQ/sjfvwhQKZhQOrQrIayBTwedLnePj5wGsAxU4ceke/jp0HodP30BGHipPUlSYdT6+L0MDPVbZZd6aHQgMDhNt09dD7Kfour6dmsDLNwD+QSFYseUwfvtxIjf553DKEEZV3DHsawuEz5mA386/xN7Tt5CqrZPr66g/MjMxKpJz5JR+KGJ6yuieLNJ63tcDxR5lguk/2RV07Sg7LUnSzJ/GEXZVHRHsKz2ZkYTGLeSf2umrYWz84lC7Kq+GySk1BHr54s7h0+LHTQZ0YdVgPXu3x51Dp4HXb+F32ws1mnsywWz4qlksw0bP8PMiqqop7UKZPON+HS0tJlIqguYKtatVRnFD7eKrPQeREhGF65NnovmGlbB0q8WEMjL2T42Jxcud+2HXsplKCsGR5cy1e09x7/FLZGRkwtbSCOWt7WBK0e5qCKXY/vr3MYSER7Hxz/zJg5iPdEBwKDbsOIE3wWFITk1jfRf5SnOUh4tlJQQSyLp9N4ZVh6SILvL1Kudgh9rtmjJvLUWiSEEh0UlSKKOUUPIwI0gwe3HzIZoN6SHT40seHh2bw/fyHZn7qJGrWLMKzG3yvnJBq6/bpy5ln48QUUWC3LNr99ngdMz6H/J0nlLnpaGBBr3a4/wf+2TuJ/Gy4bfj8OBjpkyhjOjQrA5reGVBIlC9WlVgrqKGWBnx8mNkLK7cfYIqlWzZSlELz1o4dv4uPnyKyHCsYM2MQv0C5ReYIIwM9PN9nmYmhlg6bSRmrfgLwSERYu8XqqZJngmx8YlYtfUfjBvYkQtlKiQhNQNZaclI/CgSKTkcdYXS2crHBmH+uDZ4EZ2IOw98JbPWZEIrqW2buBfVKXLKAA09qqGBe9UcfSsJZqtmj8HL8HiZr6PxSHjgOyaU9f/hGzaGe/fcX+FioY6+HhsLkWDG4ZQmnOrWQovhvXFt11Fc2naQbdPR1xUJZQBc2zdBtSZ1xc+3dqxYqOdD1ilWTevDO90amjqhaiWUUYbI05dv2X0SrAoyPxA8yggtLU0mAJ29/ogt9H89vJvaj6+p3W20YhFuTpmNjw+9mWDmNmUSnm7cyoQyi1o10OSXZSoRysIjYzBn1Q6x8CQMOM7d9sWS74ezNl+duOvthyUb90sFYizZsB8j+rTB34cviLdXtreGuyu3XMkrXCwrYVCIMt2Kksb9O7MS5jVaNJDyTiPBjAZ/9tWd8yxAOdapyYS+JxduitJrPjVE1Mjp6Omi01cj8nWuN/adEAllMgz44yKicffIWbQZ0x/5xbNne7x/4Q/fK3fFkXEULk5ipWunJkhycUHUmxjUdZO9CtO4bnU0ruuKO14vpCZ75CNAEVVfDOoEVUGpIkKHKG8ySZUv6UaQwf708X1QzcleLJZR2G5uWFuZoZpTwcpHk2BGn82hU5+9WVo2rM3+kpHo4qnDC3R8jrSxf3xyGtysteEZ84r7lXFKBJTWZq2ZipnfDMbvf/+Hm7SIkyQS1mXRpXV95q3C4agSeYtQihanjC3NMGzFTEQEh8Cpbk1WtIn8TeVhaG6CCjWqqOR8ORx1pMWwnuyvpGBGNOrXGZVa1SvyKosCRrr5911TJeQnvGXfGZy99kgcDEFzDarw/MXgTjkixHJD0sxf8Ci7evcp1v3vKPMwI0qCYKZtYICmvy4XC2aPfl7DtpNQ1mzDSuiaqKYYGBVGI0sYQtLKJikpBT/+sgd/r/qOBRKoC6Efo3NkLKWlZ2DbwfPix7blLVg6rYmEzQ1HObhnWRklLiJK6e3UadXv3lZmkYHabZvA0t4mz+9Px+zx/Vh0+no4LGzLi73ZarVpxKK/qNJmXqEGjcQ3eau1tP3xuRsFjvCjtNeBi76Da9N6qFC9CmxbNMbTrn0wO9QA/b7fjLW/bmfVI/3fhuR8vaYG5kwagLEDOjCRiaBOr0FtJ6ydNw4VbK2gKkhk6t6mgWD1kys+LwIxe9V2fDW8G3q2b5TjWNmh49JtwuDOBe5g/zlzU0ooI+as2s7SOzmFI5Q1zAjlQhmnxKGtrYUuHZpi19pp2LLka8z5sj8zIhYob2mKiUM648uhXYv1PDkcSSiNkoQywqWBBxPD5EVAtBndn42HOJzSLpgZZTOPbz2mX7EJZeoEpdORiCWZNUT3T115gN+2H8/z8WgBPLuZv6TpP0VQpWco9mRWJ8Gs1tdfSG2rOWmMyoSyV28+4IX/O5kZW+TzRtkuJD6qE1SQjURURaybN54LZfmE98ZlkIcnL7NUwv4LJsO5vih6h3h115uVbe701XBxmmVhQgNFEuHoRp4eJEQVJHyWxLA0OVUbBVISCm72Tx25S0N3douIT0aP9f8hIiRWXNRKqJo1c8VfWDtvPCrZi8RAAYr26tOxCbvR6hH5Bbx5EwDbchbMKJ8M9i/d9mEVKClktleHRqyDy88AgkS5lLR0nLn6QFR1S0NDbkEG6kjfhUTg9qPncKxoneOcO7aoy/L3yeiYoHMb3b8dPN2qoqBCmbD6QamX3ds2xLw1OxEYHMoEs2UzRsHBrnjMREtj6qWHswWPKOOUSBJDwpBlZsp+xzo62mxxgW7N6tdk6dvUnpKwzydbHHVObaexzuAl3+PMpt14eum2eIGPIvRJLPDoWPjjLw5HlXiHJMDTxh7J/oFKjyvuH7/ALF4kIS8z63rVUZRQFc+ILD1WvZ4sVIobWiS+fOeJzH00fr946zEGd28JexvlfQwHdG3O5iKe7lWlzPxJMKPMjpouldQqUkoR5FF26/u5UtvuzF4k9jArKK9ysZ2h+RAJaupm89DrU5DD1n1nZO73C3zHPMw4eadk/GdwVAY1tP73fZCekoqDi9ZjwI/fMsGMhLLDizey9AD/h0/g3rF5kU44KJ2zoGhqacHMxgoxoRGyn6ChASsH1abl/H3jORPMMrIJUCQ8paZlYO/xK5g1UX7aJ034hKqg5Nc1a+XfLLVIWNEIfBeKX/46huevg/H1iG55/k6oUZ88ohsGdWvOctrpPcigWB50/GPn7zBDfaJlw1rMeJ8qUd5//BIrZ41mgqa+rg5sypkX+DdCFXnII03So4wQmf6LBLPTVx+oND21rONha4R0v/dcKOOUKOj3mh4aBBddE3ilaeBRcLSUtwylsYNueYDaucOnbrK0ePI4puqG/To3VQszY07JgOwM4hOS4ReRCM2sDLgkhSI9NPf2lczKe04fj3bjByIsIAg6enqwd3Vi4xgOpyRBqYve/lHItLZBQ2cgXgnBjISys5t2iwuYkUcfpWRe/usw3CPbwnmCU5GcOxn7p7k3wh7fRDa2leU1XNTQWJ2ivSiKSRY07qbn9O7YOE/HbVTHVeZ28kouKUia+VPqZePVi3Fv3mKxh5kqBDO9T8Vb5EFfC82B1BFF1hPkYSaY/nPyBk/DLGNQI9tnzpfMPJOiuUgwO7t5j1goq97cEz1nfFFiV+bJU0xu3mFWFjx7tlPp+/3rFZBDKBMgwevmg+dIT1cutHnL3lNISEqWCv0VDn366kOWJplfyluaoVubBmhSt3quYurrtyHsfXu0bYgZX/TFz9NHonIFa0TGxLNcfUN9XZb7rorfiJGhPjv+uIEdxELZZ9P/ERjasxWLjuNwOKUb/wdPZNoAvH8RgLDAYLHRv/ZzX4y3joW7oxkTzCi1OD88evoa3y/5E9fu+7IKUckpaXjw5DVmr9zOy6tzcoV+L2ScPPS71Rg2dTUW/7wZ985eQKSPF/udKgtFk5HhecWaLlwo45RISGCiiCyqAk/V4I2dHZhpvjwCHvlKCWVtxvZnKZlk+k88/vciqxxbmND5GRhm4KF9XSaU0fmri7F/Wno6W7yRBw29U+k5ZQyanzxe/ZtYKCOPMoPy5ZiHWbl6HkhPSMCj5b+II3WpOuTSjQdYWy0JZdD8+MtuxMQlyHyfBm4uCj3haI7WzDNnNcnI6DgWjLD3+FXcfPBM6bmfAJ0P2dHQOa/64x+W6ikcgzJ6KAU3e2YQeVKfuHiP/aVCEJSNIw/yMCPBzOuTTzVHeXhkWRmEorhIMBNKmd//V5QCR0JZr1kTSrRXBlWrDPLxg9/tR2IDfuGvW/umcG8vu7R7XkhMTYehrugzIv+n3FadqVMjnx1FRMUmwPu5/MEFGXuS0ad79YKttjlXsmUh2HRe8jDQ10X7pnUwYUgnJohR9R0h0suuvAUsZHjXFQQKJaeU1OyQYEZiGUc1kKhA/wfp0ZFQzzUxTlnl9b3HOPjTb6wCMhmhm1hZsO1UTGXvvDWsTxqxejasKtqxiAWKXPB0BjLL2cAnLI39tvMSEUAD0NV/HmHtoOTYU1io+G3HCVb1UJZXI0f9oAnEw6evcfa6F8IjolnUc8fmdVGnpnOhLPylpqVj/pqd8At4J47+YH5C91/h+lNd/PO1HSpZFn+ECodTVFD7S+0wtceazi6sfZYXYeboUR3uHZozH2QSyoT/URLM6H/5zbOXzOaksFMvk2wc4PNJKFOHiDKBGlUccpi1S0L7alSR7+tMn+Hl2z5o0aBWjrkHCTAUSWZokLcobHWAficNl/2IJ79uhvuMb8QeZYLpv9eKX1Bz0lg256M2etnvB9ki/5IN+zB/8mDo6+kwoWzO6h1M2Nq85zRmTeyX432MjQwwsFtz7P73isxzaFqvOqpUspP6vHf/exkHTl5n4wmKCqSxhYWZMeZ/PRCuzrl7cD9+HoBF6/ex86bjkQ/0lbtP4ORgg8VTh2H55sN44veGecuN7teOnQcJZGv+d4QVarj3+CUevwgU/27I1oesc3YcuSj1PjSmsbNWPn2XI6LkqiKcAgtmbu2bSa3euHdoVqKFMoJWZvvO/xovbj6A95lriA4Jh4GJMWq0bADPXu0LXFL40P3XWHfOGzvHt4NzeTPUtLfAvYBQZMjp18pZmsIgl5BeIiYuSeF+GoiHfqrMUhDkVcYUoEZ+5awxzLNMcpJBgtmyGSNhoK+X5yo8HPUy9jcIDUJ8Qga01GdsyCnjWFWyh4mlOSLfhWL3rJVMMIv7GMWEspSEJFSsVVUsoBGCYEYpP7DOu2D24MkrxMQlKmwnr9x5wkxzOeoNTQ5++etf5uNDEwx6TH4y1+75olOLepg8Utq+gKIN/rt0DwFBoTA2NkCbRm5o9anycnhkDFLTM5jYpsi/5/wNLzz3F0U7SkLjgLjkNKw+/Qjrh7YspCvmcNRbMNPQ0YehrTXzRZUFjcO7fTeahUhlF7ObD+0Bu1f+RRJlqW1uCQ3NZLUSyggqWFO5QnnmXZZdNKM2jvyCFVkF7DxyiQk3t7xeYOYXfcWCGbV7v+8+xYS2JdNGQE9NUwkVoW9lCc+fpP3KBMHMc+Ec8WNqv2dN6o+Fv+yB17MAJpiNHdgBC3/dy4QyypahQkDyIE84+nz2n7gmrrqtraWJLq082XEkOXHpHvaduCZ+LGQbUaTY/LW7sHnJ17Ayl/8bi4tPwk+/fRbKCOF7f/MujC3eNfesycQy8rQmRvZpKxbK6LxICCTPVhMjA0we2R3uro7MzF9PT4d5mJE4Om5AB9R3c0G5bEU1OLlTspURTr4hj7KjyzZLbTu8ZKPYw6wkQ+a5jnVq4MWNh4j64MsmYO+ev8b9YxfQfuJgVGtcN1/HTcvIxPabzxEam4jhW89j1xftMaKmJW77h8p8vsYnw0VlVrbNTBRXKKEO0uZT9cyCQIN8eT4IRBayYGoi2yCbR1mUTHgFTI66wyLKVs7C7pkrWHv92/Bp4n0klA1ePBW6BvpSrymIYEYl4amJk9cUamlqsGIrHPXnzLWHTCiTnGAIf2lfTRcHtGvmwR5TigulTgrR1fQbeOr3FodO34QmsvA+PFocXU22BWQNIGtx6PjlB3LPJyMzC2eeBklFoHM4HGkULVxrFLC6ekmHxt8/fjsE81bvxIfwKLEhP7VZFDH0w7eDFc4rarg4MIGMUgFX4h8mmFFbSEKZsF+dzPyTI6Pw4coNZCQlwbx6NVjVdVdJRHCtqpWw8LuhYsHs20V/sO0klFG2DAUByIPev2+npqzgGEUQp6WmQxspqFWjOptjSi6sHfjvusxjUD+UkpKG01ceiG1myOKBBLH2zeqIn0fbsqeKSh7jjpcfJgwWCXub95xigpkgmpFQNnvSADSqU42JdlQMjvm3foLmoEYGeqhbq4pCwY6jGO5ZVgaRNPOn1MsZR36X8jAj75iSTHpqGnbPXoVn1+6Jc9eJ6NBwHFr0G17e9srXcXW0NPH32HZwtTVHWFwShm05g0g9A5YiKYnwuHmDmuj5qTpJbliYGsGjuiMTxeQ1mBRSW1Be5lLlhSaP/m8/FPh9OOollA2taYh67x8hKVGLC2UctRbMJLGws5YplEkLZkFMBKbfOP3WlfEwszQ3kSuUCYKHlTlffS0JUEEaDQUTnn8v3BFXqCahjBBsCITfAKW2CEKZ4A9Dk5GfNx3IEdlBv6/YWNleN5K/n5hP0QgcDke9IL8ybRt7qDPWVub4ffFXLE2wffM67DZ7Un9s+ulL5kGsCLIQmPfVQLFg1nvSUrFQ1rdTE4zp314tfKlJNHq68U+c6tIfj35ejce/bMLVCVNwol0vRD3zk35uRgae/LYFiSGygxMUCWYTskWQ/fjtYIVCmSQkKlIUn0cNJ+bXnJ33oRGIiomX+3oKTqBIdoIKtVEU9K9/H2OBCwJ3H0tfqyzIS7p72waYMFi62BkJZY3rurLvk3ymJYUyARLmuFBWMLhYVsagxunWwVNioYw8yqgKjaTp/+1Dp3KYCJYknl29izD/ICmhjEGXpAFc+N+BfF+flbE+doxrzwSz8IRULDj8kKVIOjlWQLsm7qxhbla/BhZ9NxQzJ/STKtGcGxOHdGGhspKCmdCfUToJVWoraNolNfy5dZIlMTSbI586rnaw0khBckLezEY5nKImMTpW6nFaSgpSEhWnqJNgRiKwzuM7TDCLS0hkxv+5TSaMDWULcEI6eqtGJTvCuixA/TilKmUp2P/2XTi7/9+l+3nqj+m15APj9SynGbJjJRsWfSgPA11tWBrJ/31xOBzVkZyQiNMbd7KUfUloPkMFzCilX7wtJJAVIKBCBDtuBrNKnuoKiV3kO/bNyO7sRql4ufkfZxfMJKEoI3URygi/7Xvw4q9dTAhjjfinhYm02FhcHvMVksJEbTftf7BoBfy278X1r6YjM02xV7Qk5FG28+glqW3r/z4uN5KrcBB93q7OFdC1tSdbpBEEM+pfKL1SqYJES//Ern8vS21/9jqoRM/XSwpcLCtjUCM5YOG3aDakh5SZv2D632xId/RbMFltGtP84HvlrvzzzwIig0Pw8a3iCKvcBLOJraRLE/fv2RZTx/XGilmj2UoQlebN62dY0dYK63+YgM4t67M0EJqwUbjwlNE9c/iuKAM1rpMXbpZKJ2par4ZUtc3sUL47mYtyOBxOUSKY+RMm5SxgYGqM+MgY5mEmq0pmdqgCIQlm/StmITMtRaFgRosG347uydpUycUJanOJ8YM7MnNejnpD359+Lp6g1JcSgcGhCgvbyIKixMkoOztd2jdi0WOy0KIxVv0q0OPenhxOkXB0+WY8PHEJ+39YJxbMSCijImZUwGzfgnXIzMiUEsqocqe6GfurmuxWAuFRsbn6FudGckoqbjx4hrPXH+WaqaKIjOQUvPh7j9z9WenpuDLuG1b5koSytyfPQkNLE7W+Hg9NHeUW9CXN/GkuNfergcxDWvAwU4VgZm9rxSLV5UFjivq1q4j7q0lDu6BbG5Fg9stfxzB/zS6FxRyE11ElTL+A90jMFrFMEdAUMc0Fs8KFi2VlEH0jQ7Qa2SeHmT8JZq1G9oWeoWL/LHUnJSk514YjPiKadZ754Zrfe8w5fFtq25a//kFwyEeoIvT6q+FdcXDDbBzbugAbFk5Ch+Z18iyU0aTgfwfOsVX3Oat2iDvN8lamClfXR/RpAx018jLgcDiln/cvAqTM/Cf+sRRj1v8AM2srsem/soKZcdALpQQzqmi1fOYo1K1BFRNF21yrVMQP3wxm6QyckkHrxm45rBAEaHvbJqKqevK8OBVBC0vxick5tjfxrInhbWqK3uPTIekPHd7FxgxTO4o80jgcTuHTelQ/6BsbIdj3FRPMEmPjmVBGBcxoXtNu/EBkhb8tU0KZYOZPUAqettYnD7Ot/7Bq0Pnh+IW7GP79GlZlkqKzpi75E98t3srS2PNK1PMXSI9XnM6e+CEEJ9r1FAtlDX/+ERXatVK+YvHaXWKhjDzKqM8nDzNBMNu48wQKCs2nBnVrLlco09fXRZdW9cXbBMGsom05qefWdKkkXqzLTm7zWUEwUyX0nlQMZ+PO/9j3vfPIxXx9z6UFLpZxSh12VR0Vmodqamvh7O+7cfLXv/IsmJFQNmnnFaSkZ6CtsyWe/j4OlR1sEBuXgLmrdqhEMFMF1IAvnDKUlQgO/RjNBLM7Xi+wYO0uJqRlT0GiiDIS6ShEmFO6/MpqasUg1tuLe5Vx1BYaI9IgUtLMX/AwI8FMVtW0vAhmkjdJTzNKmycj5bUzh+DI73OxavYYNPSoVohXylE1A7s2YwbG2f0+6bGJkT7aNHGH/9sQNPJwzfPqOx3Dwa5cjjY1M/ojlvdyx7ourqhf2ZpFm5NINrtLPRyY1AkmMrxtOJyygteLD7gcrsHEKYrmKmxsXSpj6LLpYsHsl0HfioUyKlpWuYIxO5f7Zi548jGz1Atl5OMoCGVERHQc0jMyWB+aX8GMIsm27D2dIxrLPygUs1b8jYSknIsKCsklmio7dedOV1ooE6LHxw3sAGcHWykzf8H0nzJ5qOKlKqB509CerdjiDA1ThIAEczNj5jP3xO+t1PO9nwcgJDxSalvrxrXRtqmHVDCDIqsIoX8iLzWinKXqPFZpjrh221HMWP4Xzl57hJsPn+PgqRv4Yu4GnL76EGURtQ8hocHNuHHj0L17d/Tt27e4T4dTAqjXrQ0LvZaJBqCrr4eI4BCkJqUgIToGJlYWSlfDXHjsHhPK2tWoiF/aVYK9pTGWzB2HmYv+wIeQj/j70AXMnzwI6gA1nsumj2RhyB/CIrF4w362vaqjPRZ/PxwpqWnMzJ88yij1kkeUlR5IFCChgAQDncc+TEDgcNQVu2pOGL5yNsxty0mZ+QuCmbaONowtzRUeg6IJHp+9jqCnftDU0kKV6hUwalAnwL2B1PPIpyZ71Uxa0c2LnxVHfaBo7NVzx2LLntN4+PS11Eo9RYZR5IPk5IPSWBRVhJaEnta5ZT3ZVYUDgtGjZQP0UM18i8MpFVC7Sv8rVJ2YqhRTtWKqWlzYi3UkmA366Tts/36peFuvmRPgWs0M8Q6u+DNYA5pRMahbUXE/Uhq4evep7B1ZWUwwo1TxvETZkniy+6i0V5YAtbEUvUUViWs7SUdLKcK8elVo6euxdExlCPjnOCq0awkdY+XtEcjjrUnd6tCSqF4pCGYbF32ZY3t+oc+SxDKKILv58BkSEpNZNBv1QbNXbcebd2FITEpG51b1mUfZol/3Iv1ToEaVSrbMvP/33SeZ5c6Y/u3YYxL7SJhc+Kv8VFVK39TR1saGRZPgWMEaquLImVu4dMtHZjGcDTtOwKmiDfNfK0uo9eiQ/gmXLFmCGzduFPepcEoQVhVt0WP6eFF0WbYOQVtXF8nxiUwgG7ZyJmLDInH70Gmlq2H+b3QbDG7ogt+GtoDup4bWzNQIX47th/ZNPfDd2F4obihtZNvBcywMmQSziUOkq6eMHdieTRooNLuBezW4V3fiQlkpFcoowoYLZZySgLVTRZlVL0kwy00oe/fsNTaNmYmL2w6yasd+Nx/i5P+OYf3w+Yg7uh8aV0+Jb8oWAeCUHCrYWOGnqcOwY/VU/DJ/PFbPGYuAoBA89w+Wel5CUgp0dbXZRESgmlMFWGbzpyPhlIYO34zqzqKzeVVhDidvglm9SpYsiouiuSiqSycuqFDfkzzKbh08KbXt3qHjiLB0wCESynT0yoRQRqly2ds9gaxPASh9uzTNk1BERVIoOk0edNw7XrlXdJRE29AQVYb0zzFHk4TmcNXHj4SumSminj7D9a9nIC1efuVJWci7TlUJZZKQz2m3Ng0wsFsLNKrjCmMjfdSpKYr82rDzP+z45yITytI+RfWR3+bEIZ3FHmZk+u/7Kgj1alVhFThzq9jJoqeNDVQqlJE4dvSctM1Q9r6R0nHLGmo7Qw4NDcX06dMRHBwMU1Newr2sQA25rBWPvKZP1G7bBBVqVMGjk1fge+UOYj+FvKanpDKhrPWYfrhz+Awen7uBjLQ0GFuasdfkhmM5Uyzp05jdlwxiNjY2VAuhjD6npRv3w+fFG7x9H85WO9b+76jUc35Yuxubl3wFm3LKRdQVJWQ+StVdkpJTUMneGjblSv/gpjAY1cKJCQNcKOOUdtKSU3Dgx1/YX2H5U+gvYj7G4OD6fzFyzVzx81kRAAdXHAoWpWh62PHxRUnk+etg1j9IFmIgo2USxPYePo+klLQcxsn0u6BFpN7tG6NDi7osfZNeEx+fhAMnLsLXPxRJKals1bx7mwZwrmTLo3Q5nHxClSY19QyR5uoBjdD8m8HnhmDmL6RethjeC7cPnkbQiyAcnfMLtKbORl2nsjGWvOfzkulP8qZMJLA88HmFqpXtlT5mBlWrzAVK88wrNSeOQWpUNAKP/icKbtDUQNYnIYkeN1wm8iizb9sS17/8XiSYTZ6BVlvXK23yX5zQXHb8wI7s/r/n7uDAyevifSSULZ46DDVcHNiNeOH/Dm7VKksVaVME9W+tVVy1Oyo6HtGxCQrFtGevC1f4VkfUVix7+vQp7Ozs8Ouvv6J///7FfTqcIuDFjQfwOnMNfed9BR2JClcUNXDhfwdQf3j3PB3Pws4abccNQIPe7fHb8Gni7Unx8Ti++k+p576+/xg1WjRgHW1JhhpnysP3C9iL+z6v4OXrz8J9jQz0xZ4CtKoxd/VOLJsxkqWwqAtX7j7Bn/vPIirm88qRp1tVTBndg1em43A4cqsfJ8XJHtxlZWYyD5tQ/7ewca4k7Wn2STDzehcNsyI+Z07B8H35Fj/8shvlLc3w8/SR4v6BCtqQd2hUbLzCCcbVe08xdmAH8TZDAz208nTF6AFdoCkRccCjdDkc9efY6j+lPMqc69eGc73a2DN7JYLvPYbe4sXI+nsDNLRKf4XajHRKm6OAA9lqmQY08uxX5mBfnlUVTkpOlSvAUSRUXtHU1ka9+TNQdcRgvL94FemJSezUX+87jPo/zhZ7lJlXc0Hz39cywaxi+zYlQijLLpilpKbj9JUH4u2CUCZp+k9pl0L1Zurjtv9zUeGxG7hVxfvQSCQmPUWLBrWk9t1+9AIfwiPRp2PuQSCSUOR1bujplpzPX1WorTLQtm1bdlNFKqfQZgi5t3ktH14SKOnXlpyQiP9++YulSB5c+Cv6/fANE8zePX+N/fPXITUpGXr/XUG12jXydNyEqBjsnbtGalu6jHLBvpfvQs/IEB2/HKb0sWkiRivVWZ8G4Pmtrsl+oxJ/CwqtTMz9ciDLdRfy4kko09HWwjcju2Pviav4EBaFX7Ydw5Lvh6MwUfbaKM9/1R//5Nj+8OkrzF65naXWqFsDrervTVUIv0syUM3vuclrTzLzVkyuRMH9MUsmIa/fMI+yTAUr2yGv3ojFshyCWVAq3iRqQpQswSkJmJsaw9jQQCSOrd7BBDOyH6D7ioQyAWXMqLlQxuGUDNzaNYX/Ax/0mfMlE8oED7ORC0Zi58p9MGrXrkwIZUTNqg4KM3FoTFez6ue+UBlo7N2rfSPsO3Etxz4SeqjSJnk7xkXnr8CZSWUHuI75PPdyGdofeubSC/kkmHU4vCPH9pIACWXvQyOktpGPmSCWCZ+jIJQR/12+z1Ie5c3paV/HlnWxdOMBcXEbQTAjoWz55oNs/mdvbclSQpXF1NiQnRdFbsv6HWlqaOQQ5soCxSaWJScns1RLWZQvXx6GhoYqeZ/AwDfUOkhte0PbSikl+dqajO+Pa5v2ItDrGXbNWYUaHZvi+taDSE9ORfmqleHRu12eri85Nh6Xf9uN2JCPMDA3QbU2DeF9RHZ5XWoUHp26AodmdaBnrPi3l5GZBe8PMWhqmgrdqGhEZ+iy37J2XCieB3xAdSe7HKmkqR9FDaVuOSvpYyUkIjUyCgYOFfDmjeqqBpkbAP07euLg2fvibaN7NUNlayNM6t8Ke0/dRp+2HggI8EdRoOja6LP/c/8ZmftIhHwXGoHDJy+hiYcL1BFVfm8FhSb9etqaiHgWC63oaISGpxXseNn/37Q0YWatfum7BYVExaVLlzJ/TBLLOCUHHT09uavo4ufo03OkIfFD+7kvxjtWxGU7WxZhJllFmVKISnPFNHWHjPgp2pgqTJsZG6Jlw9qwLS9qe+xtLJlARuIYCWajpq8DLVvR2J78W8iTLiJatmhGg30yX86NOq52cLPQ4OnsHJVSlhZlqP189OIDMh3N4GljD4QGFcr/kktDd3z99yroS4zdySPNpFUblLNtBG1zS5QVyIORxA5K6cu+WEqiSkWbcqhTwznPxx3SoxXCImKYkT8rhqMhsk3R19PB/K8HoZyFab7FsuzIE8RKolBG0WI//bYXj58HwkBPF5UqlGffDXmYEWT6Lwsy+VcU/EL7KtpYMa/s8ze9sWqrKNiADP8FoYxELcrOySsj+7TBvDU72X1JvUxTUxNmJobo2lr2OZdmik0s8/b2xsiRI2Xu27hxI9q3b6+S93F0rAxNicgymvxVdqxc6ipflYZrc3Z2gr29HQ788AtCXwSwG1HJzRV9fpiMDyEhebq+m/v/Y0IZeZQNXT4d5/8QVYOUR1ZGJjTjU+DsLl81pwZo2oGbOPXkLZa0rYKvLMxhnmEBa+s0XLl6B0fO3cbArs0xvFdr8WsSQ0JxfdkCdr/5prUwtLVh91Pj4nFr8UzEB72D09ypqN6qJWuMVAGlWr499VkoIx69eI9ObZrCSUcbdT1Um+cuD+qsSUyqXNlR7rWRt9pHORMbgnTHF28+YmhvUe6/uqDMtRUlLJ1MMxX9KwJGb58j1aE28j4kUtyeUGRZFEoX3B+zZFO9uSduHzold7+2rg6q1HeTuY9M2uP8/eFpk4CGNapDx+LzYsb2awF4FJyhtCl00PtwaNBkxFa6IhillYd+jEb1KhWVvqayzr3Hflix5TCbaGhrabLqlTuOXEL/Ls0wqm9bthglCGYT5m0QV7ckQ+Sl00fi4i1vbDtwTqaESs/t2a5RkV8Th1MWF2Wo/XwUGA2vNFP0dzAptCjN7EIZVcAkY38SysqCsb8kc78cwNLUA4JCpYQtu/IWWPjdEHEkUl4gQ/zvx/VG746Nce3eU7aY4VjRBp5uLiwdPntmDVWENDLMWbCnLJFdKKMiNDQO+PPAWeZhpkgwMzEyUJBMK8LYyADfjO7B7pNgRn2mAAll08f3yVchAzdXR/zwzWBs2nWSCaQCNapUxNSxvWBmorjwQGmk2MSyRo0a4cWLF4X+PjSJFcQyAWo81GFyWxiU9Gur7OaKFsN64eL/Doi3kYeZvqFBnq+v2eDuzLzfrX0zJMXEI+CRnHLK2VadFR1fR0MD5U1E5zL/4muYVn2Kyi2s8d/Z67h8TZSPbmVhIuV7QilCNLhPCH6PG19NQ4st66BtZIhbU2Yh6ulzVumFFCH2W1VBhRYSymiV4Y63H0u9pPDp4xfv4v6TV1i+5RDmfjVQqhpYUaDo2tJyMQaleVBKappKPpvCQFXfW0FgRuXOFnBJChUNRs0qqaTUcY7/t1KYhsn9MdUTSr0P9H7G0ubtqjkyD8rsfAz6wPa5NqsHv5uPZKYNNB/aE3pGojZbFpq2jnjvfQeO8TFM7BKQLAKQ22SLop/mrN7B+o9lM0ahgq2VWCibs2oHIqJi2UBZMu2CIxuKFKPUEprcEYKVAHHo1A1YW5mha2tP9jj7yjt9/yRIkBjm+zIItx49ZxNDilCmdoz2kXF/iwY1i/iqOGWdsrwowwSz4GjWnlK7WphpzSSUpbk3wiGfmDJTATM75OH464IJzMbkwZPXrF2kqveNPKoVuAqks4MtuxFP/N5g8sItmDK6Jxp7VJNqw+et3sEWN3q2L7sLE7TQQ4KWIJQJ/b9g+k9VJU3kZDK1aeyGZ69kG+nTOINSaQWvThLMaL4Xl5Ak3p9foUyAItL+XPYtXgQEIzYuEfY2VnCwk14ILEuorWcZp2xCZv5Xd0lXbzy6Ygv6LZiMhMgYhGS+gX015dxlSKBqNbIvwgKDsW/+WmTmYmpJopZD7Wq5HnNBD9FAfcetF/h2ywUY77qJ+E+N1JfDurDSwZIY2lqjxeZfcG3Sd0wwuzjsC2ZQmfwxggllzTasQaSOalQI6hRX/XEYt71eMKFswTeDWRniurWqsBUOMv1f9vtBtmogq+pocUATSxLvqEqZLGiyw6My5OMXFgePqjZooR2GsEe+SLN1LO5TKlGowh9T0huzpKFufpfUht05fBo39p4QVbj8RJUG7uj+/VgYmIoGiC/veOHIz7+jcb/O6D59PC5vOwyv01dYZTRCU1sLrUf1RYM+HRV699F1J5tYI8nIXiqK0ujNc/SvVB2HgpPx8G0k6lSQP+ky0tdjqYJv3odjzqrtWDptBAz19TBv7U4Eh0SwFBVTY4N8+1qWJf/F4+fvkN2i3H+ngydvoGOzungfFoF5a3aJPXXodxMTl8hSM8mLc9aEfrj72I+tuJNYSVEVnVrUg3t1R2RlsqRNFvX9bMtfcJv+jdT1P/B7h6x922EzqT+sC+D9WJJQp3agNHpjlvVFmcIQzDJCpC0wjJ0dkOTUCHt8E2FiZFim0+hp3EyCR37S8JSFUjIpgmzFlkOY+UVf2JrrsoWjeWt3sYWicze80K6pB2ubKcpMXeYcRYW2thb7XMhKRjL1XzD9p89GEB6z07aJB/67dB9BH8KlqjqzgA4tTYzp30687Z73S/Y9SEZPkw90Qb3F6DdUowpf4GPfZYE+SQ5HxULZ7jmrkJ6SyqradPl2FM5s3IXAR77YP38tIkPCkZGShmHLZzDzTmWxtLdBxVpVWaRCbFgkYj9GMhP07NTt0gqGZrl3roJglpUYi53eHxQKZdkFs4vDv0Bq9OewVqrwYlrFGZEq8g6jc2tStzpbTZr39UAmlBEeNZzwwzdDsHjDPjSpV12tOi2aVFIYMq2yyIoMoXPtIievn8NRB39MWd6YJQ118bt8fuE2Hh/N6S1JBs7bZyxD++lj2WDx9VM/tgBC6fZR0dGo3a0VjCvb4vofB5CRmgYLBzuY13BEQEBgvq/fJvo2ulWrg8PBybj8NBqVDeV/xxP6t8CGvRfwITwGX/24mW2j9szc1BBfDmyF5PhoBMRHQ51RB/9FSsFUJE6FR8bg3NVb2HnsJmITkmFX3hyTh7RFUkoaNuy5wKIaZi7fhslD28HGzADDuogWt0RkITBQZO9AYwC/uYuRHBiEyIBAOM2awq4/4GMysPFXxD57iWMvnqHZt6OgES56TVlALdqBUuiNqbKiZRkk3orGSSVNxPWwM2V2EYc+AEPdGkLH+w5STSrmS7TVjQuGgWNFGEhEHF/+qAkf30QY6WrDxcpI7RYn1GlRQhV8OaQLUlJSceXuU6z84x90aeGGG49eISo2gaXJW5oZY/CUVawfpPsU8UuZLgWNbitJ3x2JWw625WT+Fh3treX+RnW1tbBs2gj879A5XL7zRBxpXdXJHuMGdEDVyvbstRQYsfKPw0wga1a/BguSoOdTdhEtCjX3rFnmfpd5uTYNWpZTovYHF8s4eSbuYxSu7f4XHSYOkTJOTklIYhUtO309HEbm0mHm0SHhMLMpJ1ekoWqYB378hQll5DGTnpqGazuPovvUMTi+dhuCfV+x51nYWyslaElCx+s3/2v2z5IYE4eDP/6K8DfvmJlzVpYoIqR2u6ZoP2Fwno6rk63BJ2NFhedhZJCj5LGuqepXvto0cWeRZOTfIgkJZlt//kYcuiuQnpSEJ+u3oMbEMdAzNxNvz8rIgM/6LXAe0AvGFSugMBndrx1bkXr45DWL7sjMymQlrmllY+aEfrCzLjsGrZyS548p6Y1Z0lAnv0uKJDt69obMfTTwiw4ORebHWLg0qcs8Lq2sLHHhj314duYGksOj8f6FPxPKaHFk4KIp0DXQL/D1Zwa8wmTnSrhv7gLvgGgY6mqjWnnpNlRg5azKmLxoC4twElgxczTsyovaL6rUGBkdhyqV7KRel5ySildvPqB2NeUXgUqr/6I+G1PEKXyOhWV5pGVkstX6pd8PZxW8iOUVHTB/7U6kZ2TB2sZO/LnLw3z+LNycMgsJz/zwfNmvsJk2A5q//4boZy9hYGyAzt+Nh7VT2VhZV6d2oCR6YxZd0bIAFnmpLuJ2XqERZnBCFrbe00Mdu5qon/IOHx77suheZUVbG50ExNIiRhCQERQrtS8rLQXmRhoIiA+DulISvzd59Grthvj4eDzwfYMTV7zZtvIWxgj7GI2QsCjxAnhkTDz+/ucCvHxfsmJj2eeC4VFxSEvLQERMPGpVsRf3Q1TlODQiltnLOFUoDz3d/MkW6RkZ7D0L2rYV9XfXs2VttG9YDZExCTDU14WlGc3rUllxttdBYdi49yJru+vWqIR+7TyYU0piYiLu+vhj9Z9HEBcbxYrOlbXfpbLXRs4b5apYlA6x7OLFi8V9CpxPUMN3cNF6hLx6wwSwAT9+ywQzEsr+nroEEUEf2L4vty0XN4Yf/AKwZ+5q1GrTGJ2+Gi5TMNM3MkSnySPgdfoqOk8ewUz+I9+F4siyzWKfJCMrMwxZNh2muQyA5QlmhK6+Hsb//hPeeD/Hu2ev2PaqjevCsoJNnj6DFaceYtvDd+wxrZKQ6r9++3H2uGOLujlekxoXhxuTZyI5XLpazLWJU9Fs0xqomuxCmUB2oYx4uHgVgs9eRIS3DytAQIIZCWX3Fy5D0KnzeH/5Gjoc3A4t3c9ljfMLpVreevicCWOmJoZoXr8mOydKw1z47VA8fh6Aq3efIiEpmZmH0mdpZV52Q+mVISE1A1lpyUj8qL6Dw+KkKPwxZXljljTUwe+SootTJdIJskMLHK/ueKF6M1GkaaM+HVl/cn7LXgQ8FHlSklA2ePFUpYQyZa5f094Z8YGB8HTWQKa1DXzC0vEqIkHqOeJ0Hw0NGdGxorSJ6NgELFi3+5N/2XC4OlcQC2VLNh2A78u3mPPlgDyVeS+N/ot0/ZS2Ipl6IkBDh0r25dGoTjVm7m9tZc6qcwlUtCuHn6ePYvcpsiE3ytWpjeYbVuLq1zOQ/sIP7yZ8wbaTUDZs5ewyI5SpWztQEr0xi65omROryK4u4nZ+ICMVv/B4vIxLh751FTRqYoQ4/7dsH0XIhIWFwdramkXlZEffSBsJlRrjUDD9n+oqTI9XN9RpUUKVjBlghgeLtogfa2hqsfZbKLwiidfzt4jq0Az1a38uPxUSHoXNW44jLiGZ+RO3blSb+aBRauG6dbtYtDAdr3a1Svhh8mCWdp8bYRHRrH+4ft8Xh07fhH9QCBsr1HJxwMg+bfNs7aKO3519BQdcefgapkYG+H5sb3HE3pyvnLFhxwl8CI9C66YNYKCvW+KuTVXkdm0ssgzRpUMs46gP1Nh0mDQU+xesRaDXMyac9Zw5Af8s2ciEMoJEtDuHz6Bx/85ioYzEtLCAYBYxpqMn+x+3ZsuGqNGiAXuPYStmYtOYWSL/mSyRn1ibKSNhWq7gEUZ0fMc6NdgtrwhC2Z/XnrHHq8a2RrW27bFq4yFcv+UlUzAThLKop8+YRxmlXuqamoo9zK5/9T0qz/kOcHJWWFXljtcLtGokXcWSVhQu3/ZBm8bu+apwQ1T/YhTCHzxCjN9rdi7NNqyGz7qNTCjT0NKC25QvVSKUkRC27PdDzISSGnXq/LbuO4sRvVtjQNfm7Pzr1HRmN45yXmXxyWnM2N8z5hXi/YNYdT8Op6Qi+I3JJ4v1IZJUrOEi9djOpbJUxLMqoP+reP9ANKSmydoGmsafFx28/aOYF4+jiTYz84+NT2LiP/UzNPAnDzMy/bc0N4GxkT6r/vvDul1MMKtcoTx++m2fqFqWvi5bQCjrkAH/ycv3mYiYXTCjudewnq3ZZ1vV0V7m65URyST5aFMJ5aZNQ9jixeJtA36aWiaFMk4JKFqmRdM7DbURt/NLdVtTNoZ5EpYGDWtbtG5uIx5j60dFw9zCXObCekSWnsi8X7fkmveX5O8tOyRkLfhlt9Q2yQqKsq790p3HaODx2UvN1NQIFmYm+BgliiimNMK09Ey2qP7m3edFYMow0dPTzXWuc+66FzbuPMEsZ67d8xX/jui39eTlW8xa9TfzbW7grtijWt2/OwMDPXYd2lpaUqmtdH7fjunJIvX09XIXFtXx2lSNvGvTgHKpp6XzU+EUKg61qmLQ4u+ha6DHBLP1Q6eyNEl9YyPU6dKSPYeqWVJUmCCU0Wr/oJ++kyuUCQiNWnYzfmrkZPmMFTVsRS8int3/oXUVjO/kwc65T/fW6NG2IdtOq+KSJId9RELwO7FQZl7NRexhZlTRnhn9p4aGy3/PjEzmNUY56AdPXpc4l0ys//s41m37F1v2nsr3NZk6VWbnomdlwQSzkx37iIWyhst+RIW2ou+0IHwIj8TCX/eykGrhmoTKZdv/uYgLN0Th25y8CWVu1tpcKOOUGqiyJUWPyYPajAoS4tj7FwHYO2+11HPu/XseV3Yckel/WHDBLAj13j9CHb+r4ls/u1TEREVh6rK/2OC+vKUpNi6ahG0rvmVpgpR+QoIZpV8umjIMNas6ICEpBbNW/IXh368RC2WsWhY300U5S1NR1Jil9ERYX08X34zsjqb1877IpagdjYmIRsqhfVLbL/91GKkSxSU4HI7qoYhcY30dFq17Ld1adMuwwbWMT3+FbRI3wby/pAplpQkSyqigCpn5O1a0xuJv+qBODcUF2GjMHxktmkMJGBvqY/H3w6UWQG488JUSyigAYfKI7koFBTz3D2ZVlEkoI7KPBejhL38dE/uAlWQoyk6WBxxFCOdFKOMohotlnHwLZn3mfiW1bcCP36Drt6PRfFhP9vjZ1bsioaymC/OP0TM0UOrYMaEfsXv2ShZlQOIa3Ugou7R+F6JDpdMYi6MU8K9DmuPPUW0wzONzHjgJZhOGdMKCyYOY/xYRF5/EJkjGTo5MJBOEMgFBMGuydhmMa1WX+57UELq5irxsSFgiwUwQyi7c9Gadh5trwYQSEsyab5ROB60ze6pKhDLixMX7zDNA3gR2339XVT65Le2plxRR1jAjlAtlnFKDsaU5arZqKFMw09DUYH2IW7umUkKZsBgz/Z9NaD9xCNt3c9+JQhPMqIKb5I2qurW1TEVKcgrMTI2Z0EMr4GYmRvh5+ggmmCWnprGFAhLFSDAjzzIazFPEMNG5ZT38uf8sJszbwKoVUxRuWcalsh22LP0abZq4YUiPlsy3ctfa79GpZT22//jFu3j2KkglQln6ysWIefYSeoZ66PzNSPYbe+vzgllByBLMKEL+9Mad2DF9GYus9716FxnpuUVEcjgceYJZvUqWePXmI7u9DAjHkxfv2F9hm+SNxLWyXOVSndhz7MonocwGS6YOZ+mAk4d3U/gaEnFkRf8KgplNuZwiaPtmdZQWyoivh3dDlUqyq0wKkK+o1zPVFFbjlH54GiYnX9AE5cZeUcqhAJn+k4dZ1YYeuL77mHg7RZ1R9Bl5ljUb0gPmNuVyFcqiQz4yM/9hy2eySdKumSsR9T4Ue2avwvCVsxQeo7ChKiWtq1fIUbaaBDPyW6EGeNeRy2x1gyhnYYq+nZqg+6fIM0lIMNMvXw7xuVTDHNxdJFrtOnqZCWZ0IwQDfGUqniiCPMr8tu+R2uZ/8Ajs27SQMv3PLw+fvpLpQSPwISwKEdFx7LPiKIeHrRHS/d5zoUyFcH/M4qfLNyMRFxGFt49fsLB50rtosYREjEGLp0L/k5m7362HYqFM8Chr2LsD20ceZs+v30eT/l2gZ6TcIg0Ja2EBQUhJTEa5SnYwMJFt4p8dEsyqhATi5JS2eGpWGR/igbiwODahEwSz8IgYuHxaNafg6eyD/iNnb7PEKmohQ8KjcePBMwzt2YrdyipHzt7CpVs+LH112fSRLLKMOHr2Nv48cBYGerrY+NOXsLbKe/9EabMZKUnIWLUEH3z8YGBqjBZfDUadFo1h4+SAffPXMsHsn6UbMeinqeKI9/vHL+Dspt3QoN9lRiYbm7y87SX6DS75nnmicjicvCMIYFThTyc+DE7ljUttSlhpYcroHkzkGt67DUwM9RERDliXM4dnbRfcfyIqypYdWuinxSGZ+zIyZc4T0tMzkMV6R+XEMupfKUqNfMoUrZdlj3DjcOTBxTJOnqEJyv4f1olTL1sM74Ur2w+zlMxds1YiIljkXSYJ+cw8PncDfjcfYtQv82FpL9tQn1ZyU5NSxEKZYOY/dPkMbJ/2M6uWpsgAuri5/egFlm7azyo5CnyMisUf+86w9Mwvh3XN97FJMKMJ3e5/r4i3qUooE8z8KfWSqmK+3n9Y7GEmmP4XjNw7OXmVUjkcTtmBRC9q+6kIy/Mb95GekgZ7Vye22CIZndxqVF8WiebeoZmUmT8JZvpGBnCuX1tpoezd4xc4+/MfiP4gSofX1NZC7TZNWMVnZY5BgrV1SCCcrU1w15CKAKSxyCVBMKMbQT5c5FH2MvA9E80IYTAvjOmFEue0ak8VjGtVrYSyCEUTXLrtw1Jx5qzewQSze49fMqGM6NWhEUt5zY9QlpmWggGVNBDcsS7+Cw7BwJ++Q3yWKDqsQo0qTPg6tPg3NOwtKiBBUOEiEsoIEsrY308TOyoWdPmvQ+j45TCVXT+n9MIXZTilAVrA+HpEN7HIKfDViG6YsWwbizoTTP5JwCIhjCKFqzmJittkj/Sat2YnwiNz+p1dvuPD+svvxvZSupqlbXmLz52qHGzKFTwQgFM24GIZJ0/QCv+Bhb+KhbKhy6bD1qUyu+2dt4YZ+it6bXJCEi78sQ8DFk6R+ZzylSswc3+aFElWvTSxMkebKcNR3sIS1k55q2JSVNCqyMZd/4kiIWS00v9duo/OLevDycEmf8fPzGRRB5J8CItEQXm0/JccHmUUUUYFCESC2TS0/ntTgUz+Pd1cmG+ZzApnZMpsawVLGZU6OTmhSTj9L6VHR4I7EnBKI8oUYaHnePYUpbxnx71Dc6Xfy+/WI9zYekhqG3lm+ly4iY9B7zFi1WxoaWvnuQiAIJgJkNn/3n0nxB5l874aiIW/7mHpmDKPp6nJjO4LUyyjc6JiBNlJS89glehkeaEUFVTReem0EWwCRYLZxPkbxfsGd2+BYb1ERv+KkPz8hfR1Esr6V8xi6bNV2nXEl81aQUtXB/H+n8cuJJh9tW2FVKGIB8cvskgXyUmhAIlmXqevofWY/jy6jMPhlGko2nf9jxNw4uI9tuCRmJSCKpVt0bNdIzRw/2zsn10oCwwOFW9r28SdFcN59UYUfEHHIZQVzMpbmsnVyqhvI2/M2tV4VgZHObhYxskT5CXj2bM9q3xJq68kkgkeZlU83fDixgM2wExLSf28ZC4BTfJf3n2MxJg4GJqZyBXMZGFgZgJrR/UUyggfv0C2kiIPauAv3vLGOIeOeT52do8y8sEJCAoVp2NSNcn8UqlLe7w7fwn1FswUe5QJpv/XJk1F5e6dClwNs1sbT5y++hCpaek5zTYBttrEI8vyZuxvEBqE+IQMaHH7Dg4nX1B/dGHrfrn73j/3Z2IaVWlWhuyCmZbFZ7uA6w9e4314jNjM31BfT65QJrT5kgbHkrwPjcR/l+6xyl5kC0BVvzo2rwtjJSPpCPJQo6qcdWo4Y5hEuicJZcs3H2RRA9+P6630Sr4iQj9G48odH8TEJ6KibTm0algbhgZ6SgtmVAhBoEWDWkoLZdRW1nH97C2alZYMl6RQJpRR+ixB4xUhmk+S7BVVKbJMllAmkJ6ayiqBq/MYhcPhcCShPubSrcesbbYrb8Eiein1vaBQNDW103RTZtEmKTmF9Y1JyaliM//E5BQsWLuLiWjUH5KoRkEJufVJD5++xq9/f7YCor5Cct5B6fPTx/dR2gONw+FiGSfP1GjhCef6tXIY9veZ8yVu7DsO3yt3mZgml6wsJETHyhXLSirUkCsiS4nnKCOUCamX+05cFXuYFUQwK1fPA52O7YWuifT3QYJZh0Pbc2zPD7blLNgEcdmmg4iOS2CdHV0XlTymggitG7kV+D3KklDGjf05nIIT6h/EfDLlQYNq6s+UFcuyC2aG2p8H6DUblkONSqNw+8l7VvWSir8oggb4QvqmJHe8XrAiAJTeIkTqPvd/h6Pn7mDlrNGi9BMlePDkFfwC3rMbTSSauVdiQtnKrYdxx8sPOtpa6NepKZxzMUpWBB1319FL2P/fddZ30Yo+CYRUzGDmhL7M4zM3Ln+KKBB4+vItEwsr2Frl2lYOrWkIK43PgmPixzDWbqbl0m6SKOb/wAdPL99hthMUza6lqyUynFNggqNsESMOh8MpTqht/t+Bczh67jY0NTVFnpmfbF6+GdWdiWZFGYm2bMZIpKSm42NkDDxqOLP+QjD9fxcSgdS0NLg6V5QZCZ2dk5fus4X5hh7V0KNdAxw7fxdPXrxhRcaoj6tsXx6uVfiiBkd5uFjGyReyBoWUotBiWC+2Ahv5LpStzMuLTiOvmdICrVZTekcFGyvFz8vKyvU5siD/MzbRyGbmL2n6X9B0GXmCmCqEMgFKJ/p71Xe4+/gl3oV8hImxIZrVqwETYz7ByA3JyR+LKONCGYdTYFKTFPtfUnpdSmJSno9L/5tJiUD8zQdS2zs6O8CyuSse+keyqm61q1WG76u3MtPTqb+gVBRJYuMTsXzL4RwRafTc6Nh4rNhymFVOrlvTGXVrVZF6zr/nbsPIUF88CaLorpjYBOanefDUDURERCI+5QHueouEsgXfDFZaKEtLS8f6HSfQs11DZqwscPrKAyaUEXSNmZ8SY1JT0/Dz7wfx248TUcm+vNzjCmb+ROdW9VkFTEkPM1mCmeBJRqmWOo99EJaQIbU/t3aTouIPLlyPQC9fNlahcczr+z6iyAQ5QhkJm7ZVHWFmnff+ncPhcIoayvQgoYyQiqzNymJRWUYG+ggO+cj6nAq25dCyYS0WDV1YWFuJ5oQOdtLF20gwc3WWnW0kjxkT+rICMf06N2N9Wd2aVcR90KHTN9C1tadKIqY5ZQculnFUTt0urViFKFnQ4JMi0wxkrJiXNGjQHevtBRcHV3ilaSBWWx/ODjYIfBcmc/JDq+rtm+d9tYZEsm9G9mB+Z9k7DRLMKI2meglZJdHW1kLTetWL+zRKJJRORFESYVwo43BUgpWDnVgQkQXts60ishrID9n/TynizNMZyPzkadaxQzP4BbxDOjKk+gzqK6itb9mwttTrKbqYKoPJgl5PhQPoRl4xCyYPEgtmguhEgVHkmVmlkig1sWf7RuwvCWYX7z5j9wWhrF42sU0RFOVMqTx3vV5gybQRTDCjdJlth87LfD5dKelOxy7cxeRPBtHZOXXlgVgoEzzKBG8bQTBbO3cc856RJZQJqZZ5TVO/9NchvPEWfRbC70Lq95E9uowea2ig7biBeXsjDofDKQZI+D98+qaCZ2hg6aYDrB+i+YcQDTxrYj+ZnmPqhp6ujjiYQBK6loEFsKzhlF24tMpROVUauMOjUwt2X9JXhCYeZNTf7otBKC3QYJwG5TQ4z0pPRbce7dnqvWQuPK1g0Mfw7egesMqnFwAdT97qSkkRyjgcDkedMDI3Rc1WDRX6X9Xt+tnPq6CIUjSDWBo1pVObW1li8oSB8KjuJH4OeYX1aN+QpZ+QcCVJ0PuPbAKjiCqVbFkKyuIN+/Ho6Wup6KyB3VrA2UE6WqxLa0+px44VbVhkWl7o16XZ/9u7D/CoyqwP4P9JryQBklACSWihJXSCgICIWEAFBVSqLOrqKu6qLCtlBRF1seuKsgp+K4qIoqyiILsUlV4UQg8lJCQCIZQkpLf5nvOSCTPJTAommZl7/7/nmSfJnUny3slk3nvPPe856NimBbJz8zH79U9UAFCyE6T+jC2SzbDvcILN+2OiIlTtHPNi/qYaZlKzUzqFBgX6VRoou55Mw31rf6pQV9P8GKZR81CVRW8SEtEcD7z0DMJjql5SSkRkb1eyc3Eu7bLN+03vf7LU35TFnF9QgBcXrlDZZkR6w8wyqnVyUHvHnx9Ey+go7Plmveoo5unrg5gh/dBrxC3qBEVLygJmLaKwEn547I9jkXQ0Hlt+OaJOWjq3bamu4JsvTyEiIvu75dGxOHMiEZeTz6kaZbL0UoIi4q6/PoygpiG1+vsqdM1EQ0wYfzf+6uOquoZJgMhWXRZfn6qXwcgV9f9t3aeWU/79zWVl2+8bfiPGlyuMbyrmb04y0z5ZtQkTRt5U7aYrsjxn7l/GYu5bn+HwiWQ8/eKSan1fZUthZImlLNNs4OdtMQ4JmC2YPgne3p5l3y+BspiIgArF+2tKykcUFRTavF8yzDz9fPDkZ2/h8plUePn5oGHzJmxOQ0ROQ1Z41JTEzyT5efWGXXhs3B11Mi4iR8VgGdUJOXiMvrmvuumBKWA2acDt+GTHGUwYOVjdqG5J99H98YlqXU+ndi3ROEhbgVjzemUdXTOQc856dzwiuj4S8Bj89IMoPHsJRzfvRn5OHpq2DUe32wchqFntBsrKB8y6+55BdEwsPjucg3MA2oVUXpxf6oyt+u/VOjPWSH2XntFt1G3kYy+VbZesZFuBMlMx/4fuHYAiuOPDFf/FF2uu1hmrccDsz2MxZuqCsm3+vt6q66a1TC3Jlu7TrfJsrAB/H+v7Wdr10/Te2KVVEHpmnKhW8f7KlO+AWYHBAE9vL/g08FM3IiJnI+/Vndu1xOHjySp7rLqqygYm0ioGy4jI6UhB6X99/gP+u3lvWa0fOam7uW+MuuolNQu0wLS0aFx0ANz370Su1OBhvTKiWuXq5oq2A3uj80196u93NomA5DDJ//XYmFgsO5CBvSnF6BZmu/lNm4hmqui/1Aezdorz8H23wt3dTS29NHcqOVWd5JgX/Zcuk6ZA2ezHxyDQ24DIyFbqffRq0f8tqr6k/M7qkIDYv7/aYLFNMqutBsoMBnh5eGDYTdXvMlpZd2BToOz3vjc2bB6q6thdTDlnvZi/0YgOA3r/rt9BRGRvY+8apOo/qi6YNfg+6ZxZF/YcOI4tuw9j6qQ7LRqWnUg6q2piTntopCpRUBmZaw4eS8KWPUeQn1+A1hFNMbhPjCqNQ/R7sGYZUQ1kp2eqpRqFefn2Hoqu/XPpd1j387VAmWmi3LBtP95Y8h9oMVB2vUuLiMhxyf+1/H9LrS35f5f/+8r8efJdGHv3QJVFZtI8tCGefXQUbu7XxaJG2T233oDeXdpZ1DAzGdKvC+69ra8q5m/qFiakZMAj99+qTlpqEih7f9larPlxj6rP+cext6kaZvkFhWpJafllpVKU/8VpExDSKAC/N1Am9d9qqzuwBAoHTxltNVCm6pW1aIpOg642RSAiclYx7SOuXiQplyFbvk5m+Wzg2K61X5tROm4uWPQV1m+LU8fv0hzGFCiTGpg79sZj6apNlf4MmWvmvP0ZZry6VHVh3rjjAD747Ac8OP0tFUAj+j2YWUZUDWePJ2Ljki+QFHdUfe3u6YEutw3AoEn3wMObVy3q09nzl7Bx+36bJ21bfzmiuqVJEWhnN+nGSAT8dgTns4tr3NWNiJyw7mVKxYCZr4cr2oVcfQOQOl0P3DkQo27rh7Npl+Hm6oqmIUEq0LNpx4GyQJmpRpl0z3x50UpVw0wCZq/N/IMq8i+PnzxqiHpsSenJiYmpS2Z1rfh+c1mg7M8P3oUh/bri5r5dymqY+Xh74qH7hqr35+ahjRDTPtKiCU5Vyj8fUjustgNlJm1ju2LUc1Pxv38tR0ZqaTFrgwFt+3TF7VMnVr1Uk4jICUjgq2d0WxyIT8TlzGw0C2mItEsZ+MeilRUeK+/Xkg08/HdkA9vSwM8Hzzw0Ei8v+hI/7Tqott19Syyee3OZWsYvTcxkLqvMh5+vw75DV5eIFpt1L87LL8Tctz/Dkn88iQB/X2iNzKlHE1JwMukcvD090KtLW/V8Uu1isIyoCmePncLSaf9ASXFR2bbC/AL8snojzsQnYPyCv8FNI8v+nMHu/cfViZ6tjmUyqcuJoRaCZUSkv4CZb+S1jK64c9mIS7issqlMATMhyy1bNgu2+Bm9YtqqRjLdO7cuq1Emj5vx6CgVMPP19qz0fVEy0E6cPKtq07Ru2bTay1du6d8NP+44iFG391WBsvJF/6Vz5R3lum5Wl6l4f5cm1050itIvqWy8LLmIUAfL0tvd0A1tY7vg7PEk5OfkoHGLZvBvXHk9OSIiZyNLHruadT+W+pZPTByOxSvWqUCTXACRQ22pBzzzsdEqK/j3OH8xHeu3xqmgXKNAf3VRpWlIQ1W/csajo8sCZqagmQTK5v1lnLrgUllmmjS1sVZ/Tc4T8guK8L8t+zDq9n7QEulo+tJ7XyAhObXs7yR/zzF39MfYuway8UwtYrCMqArrP1yBkuJi1SWt/NXtM0cTcPinXYi5RVtvwo4iIfkcVq7diu1741FcXIyoVmFoprIorJeUEQYYUFRcXN9DJSL63QEzt6OHYUiOL9smoadOpU0AygfMypOlmf+YPkktezQ/UFYBs8dGqwsJ1jpQqiXsOw5jw86vkJ2bX7Yc546beuLBe4dUujRHyEnPP+c8on6POQmYvfjMhArbq6N88f6iY2eu7U/pc1WX2bay7LJZVGTd/QIiIgd024DuqpnMrv3HcCUrF2FNqpcNnJNXgOWrf8b6bfuQmZWrMp6lLuXQG7upeeeb9TuxeMV/1fG7HKcbYcTn323GhBE3qUxoCZhJoEd+hsncJx+oNFBmOk8wLd20Rua3IyeSoSV5+QV49tWPcSk9S31tOh+S50GeP28vD9xzqz4a7NUHBsuIKpF1KR3JB4/ZvF9OSA5s2MZgWR2Q1HBJw5a6ZKa06viTKVVOevLYDm1Y34uInI+p8L85yaK6Vy3RLFRNAGwt0RS2mptUFvBa/t3P+PbHfRbbpFvmt+t3qY7D0x+5t8px2wqIVTdQZmuppQTKzuw5hEP7EnHpTCp8AvwRPbgvQrksnYioRuR4+sLlDHVZObhhA5vZRxJskYBZdUl21xtL1+Hi5ayyDK+klPNY+Mn3+PXgSQwd0E0tlRRX7752tfuT/2xC8yaN0CQ4CKs37LL4uVIL8+kpIyyK/pfn7lb5HCMNZcrXzXR20qDnwqVMm/ev+H4L7hzc+7ouVFFFfBaJKpF7JbvS++WKRW7mlXobj54m9Dc/+gZFxSUWyy3N06ytLcWUTj0tmjZCl/bMCCCi2m3ukn05A75BAfAN/H1LUep6iWZNyEnOyrXbrN4n768/7zqE0bf3R2SLUNR1MxOp0Wi+1NI7NRnbl36Htf+3umy7nNvt+vq/6D7sJtz6p3EqA4yIiGyT9/J1m/fii+834/xFCZZBZX5J/UvpsPx7ffbtTxaBMvU7Sz9u33sUv6VeVJlp5k25zI/ll33zo7owY6pRJsv23/73t2XLMSsLmLWLbA5/P2+VBWeNjCm2W+03JrCnPQdOVLrCJjsnD8cTz6Bj25b1PTRNYrCMqBINghvC1d0NxYXX6pWZc3F1QXB483ofl9ZJ9xrThG7rSpG/rzcysnKuTqDGqxllTRoHYs6TY7lWn4hqxeWz57H+X8txfNf+q0emBgPa9emKIX98AIGhjes9YAazJZo9Q5uhJCQUB84XXnfATGpAVrZsXS5AbP3lcJ0Fy0yBMukGavh5bdl2yY87fjAZaz761uKMwPTZr99vQsOwJug94pY6GRcRkVZ8/t3PWPbNTxbbzp6/rLpPZl7JwYihfa77Z0sWsnSytFYzTMjxePLZCzbrDMt2ub98jTJZxm+qYdYoyB9/GH2LzaxpqdEpWWjlSYAurElj9OveAVoidUVtBcrKHlPVA6jaGCwjqoSnjzeih/RD3LrNallIedJFrPvwwXYZm5ZdvGw7vdg0+fbq0g43dIvCr4dOqklDikj36RpVabq2s5ATSHm9SXZF5snEOiliTUSVy0y7hI+fevFqhrHpwNNoxPGdcUg5chJT3p0D/0ZB9RowM5eXkIjeUpu5NGBWfiljt7DAKn9mfn75RZ+W5LqDFHq+XuXHVJ4U72+Tm6oCgeX375fNa69mIxRbP+jf+dUP6HXXzcwuIyKy4WL6FYs6YOV9/PUGDOnXBX6+3tf187Oyc1VzGFskGFbV5Ws5pm/fqjmeNyvmbyr6v3TVxio7NEtzG8m2kvMB8/plsspEstK0thyxc1QEdh84YTMAKeUYWrVsUu/j0iptvXqI6sDgKaNV18vzCclXzxyMRpVRJoGyARNHokWntvYeouZU1XFHCoOGNApQra/lpiXmmRbu+w9UOIEkovqx/cs1KlBW/kKJfJ2bmYUdX67FLY+Otdv4JIielZCI7r5nEB0TC7fAhhZLNPcmplcZMGsd3rTS++XEo01E5Y+pSSfL8tzj45CVkIxCKxcEkg8dV/OsLVcuXFbLY/0aVh0UJCLSoy27D1WahSSZYdt+PaoK8V8P6Zos2V3yc6yR0yZZCZKdk19Wf7h89rJc6P7bH++tcLFbAmYSCKvsIviK7zbj0282qaYBhtImBPL4yaOGwMvTA6fPpCEowM/ie3bvP4as7DzcVAtLUO3hln5d1ZLanNz8Chlk8nzfObiXysyj2sFgGVEVvHx9MOmNWaqQ/8EN29RJUkirFugxfDBaRmsrUOMoOrUNV8GwtEuZVq+cyDZpOa015oEya5kWRFR/Dm7YbjWjWMh2mRPsGSwzbwggTQDMyRJNRLTBrwmX4OflbnOJZrvIZmgT3hQJp89VOOiW5e4N/HxqvITF1MnSVKDfvJNleVnZxTYzZ91sNCsw5+pe9WOIiPQqMztXZegW28jQlfuuZFuv92WenZaYkqoyljq0bmERvJLi+dIMYOP2/VaX/smm4YN7q872cuxevvawxLfGDOtvMyBWWaDsx50HVIMA9XtUPRZj2UUe6bwpPD3cMOfJB1RHT1Og7MX3vkRxcTEaBTVATHvnW7khNdrmPz0ec99ejvQr2eo5Us9tiRE39YnB+BE32XuImsJgGVE1uHt6oPsdg9SN6p5M3pI6/fc3PlVXokxFQU0FQiePugWhjbWVTSAnmEKKXEvtHgbKiOxHDjwLcvMqfUxV99cna0s0e7ZCWU2zypZD3jViKBb/30pkZmZbFA328PTA/Q/ciYOpV9vTV5epk2Xv4lSVNVbZMnLXSsqste/fE9u/WGM1YCknWc07tIa3v+2sNSIivZOaXeZLE8uTY+qwJo1sLrGUjpZbfjlSduE6wN8Xk0fdjCH9upY9btzdg1QQ6kpOnkURf3mfjo4Kx+g7+qNbx1Z4ffF/cO7C5bL7Gwf54y+T71YXbGpKxvPF91tsFrqXiz2BDXxxKSMLz7+zXAXM8gsKVaCsqKgY/Xp0QMc2znuc3SaiGf7vlT+rrMCTp8+qDqZ9u3dAePMQew9NcxgsIyKH1LldON78+8NYuWar6qYjV4GiWofh3lv7oneXdtCirlHXt9yJiGqXHORLAfmLKWfNu9ybPwCNwhz3/9W0RFNqmkV3bGGxRLM8o7EpRnV9BFv2n8am3fHqxKp3dCRG39IDAf4+Nf7dpk6W+75ejxZ9+8HbaETS/qPY98PPqmGCm7s7om/uhy639q+0GUvPOwdj75ofkZeVYxkwK/2WARNG1nhsRER6IkGhfy1fq5ZBVuggLwGlAD/0jK5YTkYCSrPf+BQJyecsvi/jSjbe+r9v1Xu3aYVHo0B/THvwNuw4mIwN2/cjL78ADQP9MPymXhg59Aa1TLNDmxb48OUncOj4aaRdzFBF+zu3i1AXwa9Hbl6BWmJpi2SwycX2ntFtVD2zma99YvGc/PXhe+Dm5gpnJrXYBsZ2VjeqOwyWEZHDimgegmkP84SIiOpfr7uH4Id3rx1gWzAa0cvBOzGaAmZeqbaXQSolRninp2NMYCDuG2DKMMgC9lp2T6suWRi5e+N+rP7ga4Ss3oYmbSNUkxyDLBUpzXBIPngMx3f8inv/PlXVALVGapFNePVZfPvqhzh3Iuna9qBA3DZ1AiK6aqvDGRFRbZNlkjMfG4O5b3+mOh+br9SQZZWz/jTa6lLHHfvicSLprM2f+++vNmBQbHTZ9zbw88YfH7gNj467HUXFJSpAVp4E2ORCeG2oTtd7V1dXzPzTGNzz2Etl22ScWgiUUf1hsIyU4qIiXEyWN0UDGrdsChdXvokQEZF+dbt9oCoyf2jTDtVxUbKbTB8739wXXYb2h6Mz1TSrqg19alohfP3DVLFlWyTDa8vybzFw4j2qNIFJcWERfvz4a9ww+nb4BFxdVxna1QXeDf6H1IRkdROmQJmJdBX95buNKihpS+OWzfCHf85B6snTuPjbOfXzW3aOshlgIyIiS1KX6715j+G7jbtVx0jVUT6mLYbd1BPBDQOsfs+2X4+ozDNrdcjE5YwsHEv8TdUwMyc/21qgrLbJskPJVos/mWJ1jK4uLrihWxTijiRYbJei+IdPnC6rYUZUFQbLdE5Sa3d9vQ7bvlijCtcL38AG6Hv/cPSUluzViNwTERFpjQTG7vrrw+g4sLfKjMpIvYiA0EboettAtO4Vrav5UY4Vvpr/LpLijiIt8TeMem6qCphJoOzrl97D8R37VLbYpDdnqeclOLw5xv3jr1jy+FyUFFvvkiZ2/+d/lQbLTEJbt1Q3IiKquSbBQXjovqHVfnx+fqHNQFnZYwqquhRTt8beOQB/f3NZhe0S5HN1c0FkWKiqUSakfEthYRH2Hk4oq2HGgBlVBy/N6dymj1Ziw+IvygJlQlqx/2/RZ9i87Bu7jo2IiMieJPDTNrarCg5NWThXfWzTO0ZXgTIh+3vjuLvh7uWJU78ewsp5/0R+dm5ZoEw6Vw6YMMLieZGAWVUZYOnn0lRmOxEROY42EU1V0MkWyUKOaB4Ke+rWqTX++sg98PX2tNjeMNAfD95zMxYt/6GsmP/Mx0bj71PvVzXM8guKVMAsPiHFbmMn58HMMh3LTLuEHSvX2rx/6/LV6DF8sMo0IyIiIu0ozC9AasJpGEuMKHax3S3NpGV0FO6b9xeseO4tFTB7fdTjarsEyiSI2KpHxSLDbh4eKKok+8DV3Y1lH4iIHMzQG7urbpPGouIKPW6k3tnA2E6q26S9DezdGTd0a489+48jPTMbocGB6NqxFXJy8rFh2340CQ60qFEmNcxeeu8LZOfkoUXTYHsPn5wAg2U6dmTz7krvlwPoo1v2qIAZEREROT+pubZ1xffYufIH5Ofkqm3u3p7oO2YY+o65Qy0/rSxgds+sP2HF398s2ybBsuRDx9C0XSS8/a+dPCXGHUFB7tWfb41knXUaFKu7LD0iIkcnHS5nPT5GLWOU7CxZii9BMmkQ0C6yOR4bdwccqYlB3x6WDV/8/bzx4rQJ8PJwtyjmrxoe/GmManbg42WZkUZkDYNlOnb22KlqPCaxXsZCREREdW/9hytUrTBzhbn5+Onjr5GfnYPBU8bY/N6CnDx8+9qHFQr/b/38exz5ebeqWebt76cCZV/MeRslxSVwdXNDsdQtK1f/RrLO+t1/Zy3vHRER1Yae0W3x0T+exH8378XJ02fh6emB/j06oGdMW1VA39H5+XhZ3S4BM7kRVYfjv9KpzrTv37NWHkNA8blEuIU2Q9y5bHsPhZw84yMgw3arbiKi3yMj9QJ2f7Pe5v07v1qHKxcuW71PivkvnfYScjOu1TgtYzTi0pnz2LLsW/WlZItJvljrntF46L3n0bZ3jGwse7iHtxfuf/FpBDULqY3dIiKiOhAU4If7ht+osrGemTICsV2jnCJQRlRbHDasmpmZiQULFmDTpk2qrfmgQYMwc+ZMNGjA+lm1pW2frvANCkB2egYqLEg3GNAguKHVGiRUMVDm16oF9gS0wf7EDPh6sP4K1czelHSUFOajdWYSMpPjUehv2YqbiKg2xG/7VQWxbPU4M5Y+RrphW2w3GvGfBf/C+VOVFEQ2GrH3h59x88P3IzymPSa8NgONWzZTyzRHz/0zsi5l4MqFS6pWWnBEc5WBRkREROSoHDY0PGfOHBw9ehQffPABlixZgpMnT2L27Nn2HpamyNKI0XOehKe3d4X7vHx9MPq5qVV2stI79yvJKGrfEYvPN1CBsm5hgWgX4m/vYZETBspGhRnhx0AZEdWhgtw8GFxs1wiTjLCCvDyr26uTaV6UX1BWB61Jm3AVKDPxaxig6ppJ3TMGyoiIiMjROWQkJCcnB+vWrcNzzz2Hzp07o1OnTiqrbP369cjPz7f38DSlWVQkut9ZsYC/XFUObd3SLmNytqWXJ7xD4eLuqQJlRDVx7PwVtfRyXHQAA2VEVOdCW7VUdcRskfcjeYw1UoxfMsVUapoN7l6e8LRRJ4aIiIjImThksMzFxQWLFi1Chw6WnS2kQGx2NmtC1aZtK77H9hXfq88HThyJG8ffrT7f8tm32LFyrZ1H5/h8moTA4O7FpZd03bpGNUUjQz7ysovtPRQi0rjWvWJUiQVrHS9lW0BoY7Tq3snm9/ewcnHN/Pu7DO0PF1fOh0REROT8HLJmmZeXFwYMGGCxbenSpYiKikLDhg1r9LOk3pmpOEexfG72UUuuZ99O7NqPH//9lfp8wIQRuOG+YWW1SaRI78YlX6Jxy+Zo1dP+dcsc8W8nV+DluZKXl7RSruxqfZWvUbOPWsJ9q+pnXH39qNdRSYnDPE+2/t9KKskoISLHJ6UVxjz/Fyx79hXkXsm26FDp7e+LMc//2WogzaTL0BtxZPNuJB84pt63TOR7Aps0Rv+xd9X5PhARERFpOliWl5eH1NRUq/cFBwfDx8en7OtPP/0Ua9euxeLFi2v8exITk+SMz2JbkmzTqJrsm6GhHyL6xMCvcRCa9O6EhIRTanuzPtHodOkyctKvwBjoU7bdETjS387rynl4XE5HerGHei27Z53/XT8vKSkRWsV9sy4124jgQDeku6bjXGoq8nJsld22jwr/b64uCAgJstdwiKgWhESG4dHFL+PA+q049eshSMi+QXhTDBpzJ3waVF5LTGqQ3f/C06qj5i/fbURm2kVVf6zrrTeiz+jbWYuMiIiINMNuwbK4uDhMnDjR6n0LFy7EkCFD1OfLli3D/PnzMWPGDPTv37/GvyciIhwuZpllcvIXHhGuuba317tvrWZPVYV7K2x/IlJdNbZ2n6PuX1rSb9jxxRoc274XxUVFqpBw73tuRVTf7nUyppJzBgQGBSKwOAihoUWIDL6+kwTJJpKAS3h4hFqCrCXct8oVpmUhMCgIga4FKAgNhUuTCDjy/5tkll2268iIqDZIFlnvkUPVTd7L5KKYl9+1i5RVBcxuGH27ujnScQIREdGGrXHw8HDDjb0sSwrsO5yAxJTzGDG0j93GRs7HbsGy2NhYxMfHV/oY6YL5yiuvYPr06Zg0adJ1/R45iTUFy0zk5E9rJ+562LfK9i/l8Al8NuNVVdfOWJpJeCY+AatefE/VYuv3wJ21Phaji4s6SZDTBBcXw+/uHKpeqxrtPsp9s/W9V18/6nXkgP+7Ff7feE5MRGYYKCMiIkdx8FgS3vr3N2VzkylgJoGyef/8HAWFRQhpFIC+PSzrohPZ4lhnZmZWrVqlAmWSUTZlyhR7D4ccmFzZXv36EpVNZgqUqe0lV6OkPy1dhYsp5+w4QiIiIiIiIqorHdq0wM03dFE1gV/98Gts3n3IIlDWu0s79Ippa+9hkhNxyAL/6enpmDdvHkaOHIlhw4YhLS2t7D4p8O/KTktk5rejJ3H5jPX6d0IydqQ2y6AH76213+l+JRn57Tvi59wG2J+Yim5hgbX2s4mIiIiIiKhmKyKmPnh1NdH6bXFY8K+rjeyEBMpmPDoK7u4OGf4gB+WQr5atW7ciJydHZZfJzdyGDRsQFhZmt7GR47lyoeoqSplpl2o1UJbVIgorUwxwcc9goIyIiIiIrMrMzMSCBQuwadMmVSNw0KBBmDlzJho0aGDvoRFpNmC278gpXLicWbadgTK6Hg75ipFsMrmRPpUUl0CWmpdvXy/LLWWppYuHh8X2Bo0bVvkzGwRX/ZiaB8o8GSgjIiIiIpvmzJmD06dP44MPPlC1lObOnYvZs2fjnXfesffQiDTpwNFEpF/Jtti2Y198haL/RE5bs4z0Gyhb/fpirP3nUhhLzOqPGY04+P1P+GreuygqKLT4nmbtW6Fh81AYXKwXGpafE3NLzTup2uIb2YqBMvrd9qak40p2Djq6ZiAzbh9cHaQTJhEREdUOWSmzbt06PPfcc+jcuTM6deqkssrWr1+P/Px8ew+PSHNMNcqKiorRM7oNBsZ2VttNNcyInD6zjPTrtyMncPinnWXF+W+fOlHabWHzJ//BkXVb1baTu/cjql+Psu+Rq3TDn5mCz559FSXFxSrgpra7GNTPGTjpHhVMI3KkQFlJYT5GhRnhvn8nCv1b2HtIREREVMuko/SiRYvQoYNl9z3p3p6dnQ1PT0+7jY1Ia+ITfrMo5i9LL6Vjvburq6phJgEzH29P9Ojcxt5DJSfBYBk5lBad2+GuaQ/j29c+xL4fflbbfAL8sW3F9+rzmx+53yJQZhLWoQ0mv/Mctn+xBvFbf1HLNZu2i0SfUbcjqm/3et8PouoEyvyS4xkoIyIi0igvLy8MGDDAYtvSpUsRFRWlmpbVREmxUXX5U5+brb7QCtM+cd+ciyPtW8umjVVHTE93N/zt4XtU/TIYgccnDFOrlJLOpKFty6ZliRXOtn+1Tc/7ZpAXRjV6RjJYRg6n00191EfzgJnoeu8t6HX3EJvfFxzeHHf99WFAbkQObNKNkTD8vJaBMiIiIieXl5eH1FTrXdmDg4Ph4+NT9vWnn36KtWvXYvHixTX+PYmJp1AaK0NSUiK0ivvmnBxl38bf0QsuBgNSUk5bbB9+Y0cUFBYj7fxZpDnx/tUFPe6biwFo3Dqoyu9nsIwcUsdBsfhp6ddIP3ehbFvbAb3sOiYiIiIiInNxcXGYOHGi1fsWLlyIIUOuXuhdtmwZ5s+fjxkzZqB//5rX0o2IiERxiVGd/IWHR6glnloiGSDcN+ej5X3T+v7ped8MklmG9Cp/DoNl5HAkTfanpassAmViz+dr0Grmn6QAhN3GRkRERERkEhsbi/j4+Eofs2TJErzyyiuYPn06Jk2adF2/x8VVTu+uNrOSkz+pxaRF3DfnpOV90/r+6XHfDKje0lNtPivk9IGybZ9/p74e8scHcPf0R1Sx/lPb9+GHdz+x6JJZn9yvJCOrRRQ+3nzKLr+fiIiIiJzLqlWrVKBMMsqmTJli7+EQEVE1MbOMHErywWMWgbLeI25Rn5cYjfjutcWIW7cZkd06oePA3nYJlK1MMcDF3RPdwgLr9fcTUd3IzMzEggULsGnTJpWyPWjQIMycORMNGjSw99CIiMjJpaenY968eRg5ciSGDRuGtLRr1ZKkwL+razUqTBMRkV0wWEYOpWV0FAY9eC/cPD3KAmWi06BYnD9/HiWZOehQz7XLGCgj0q45c+bg9OnT+OCDD2AwGDB37lzMnj0b77zzjr2HRkRETm7r1q3IyclR2WVyM7dhwwaEhYXZbWxERFQ5BsvI4fS9b5jV7eE9O6NVq0h1Qltfis8lolHfHogrCoGLeyoDZUQaIicw69atw/Lly9G5c2e1TbLKxo0bh/z8fHh6etp7iERE5MQkm0xuRETkfBgsI6omXw+myhNprejnokWL0KFDB4vtxcXFyM7OrnawTJZvqqY6Tqi4tAak6aPe6H3/hd6fA73vv6M9ByX1dz2UiIioUgyWERGRLnl5eWHAgAEW25YuXYqoqChVS6a6EhOT5CwTzixJ9kHH9L7/Qu/Pgd7332GeA1cXBIQE2XsUREREDJYREdWXvSnpqptrUfoluNt7MDqRl5eH1NRUq/cFBwfDx8en7OtPP/0Ua9euxeLFi2v0OyIiwuHixJllcoIcHhEOVxf9NcjW+/4LvT8Het9/R3sOJLPssl1HQEREdBWDZURE9RQoKynMx6gwI9z3H0Chfwt7D0kX4uLiMHHiRKv3LVy4EEOGDFGfL1u2DPPnz8eMGTPQv3//Gi/ndNZgmYmcIMt+6JXe91/o/TnQ+/47zHPAZZhEROQgGCwjIqrHQJlfcjwDZfUoNjYW8fHxlT5myZIleOWVVzB9+nRMmjSp3sZGRERERESOSd+X0Iiq4OXriotGT+yLP2vvoZCTOnb+ilp6OS46gIEyB7Rq1SoVKJOMsilTpth7OERERERE5ACYWUZkg/uVZGS1iMLKAxlwcfdEuxB/ew+JnFTXqKZoZDiP89nFcOXLyGGkp6dj3rx5GDlyJIYNG4a0tLSy+6TAv6srO+ASEREREekRg2VENgJlhTGx+OpwDlzcXdAtLNDeQyKiWrZ161bk5OSo7DK5mduwYQPCwsLsNjYiIiIiIrIfBsuIbATKPjucAz8vd2aUEWmUZJPJjYiIiIiIyBxrlhFZ4RbYEAYXFwbKiIiIiIiIiHSGwTIiIiIiIiIiIqJSDJYRERERERERERGVYrCMiIiIiIiIiIioFINlREREREREREREpRgsIyIiIiIiIiIiKsVgGRERERERERERUSkGy4iIiIiIiIiIiEoxWEZERERERERERFTKzfQJERERERERkb3tTUmvsM3XwxXtQvztMh4i0h8Gy4iIiIiIiMhhAmUxEQHo0sS3bFvcuWzEJVzGsfNXGDAjonrBYBkRERERERHZVUq2Eem/paNrqyD0zDiBomNnyu7rGdoMJSGhOHC+kAEzIqoXDJYRWZF9KgElhYYKKeA1Tf+WyTy7oLjSxxhLSpCe44KM39JhcLFvGcFuYYF2/f1EREREpD/H0rJgcPdEdIibCpRlJSTDtUlE2f15CYno3QpAacCs/DE6j2GJqLYxWEZUTqF/C/glx2NUiyj4Rja77vRveVxWXiG6tAqySCMvz2g0Iv2yDwKDgmAwGGAvH28+pQ48eLBBRERERPXl6sXlInRt6oXYwnPISkyxCJQJ+To3B+h+ZS+iY2LhFtjQ4hh9byKPYYlIJ8Gyixcv4vnnn8fWrVvh5eWFESNG4KmnnoKbm8MOmTQWMHM7ehiG5PiybV0BdIqJxWeHc6oMmJkCZaarY+Zp5BWUGIH0dBgCA2FwsV+wTIKDK1PyGTAjIiIionphfszcKT0JV05fhFszSSGzfYzuvn+nxTa1RLNxKH49fQl+Xu5coklEtcJhI0/Tpk1TWTYrVqxAenq6+trf3x+PPvqovYdGOiFXsArLbZPJ+V4VVJL07+JKl1aO7egD79TkCmnk5ZWUlCA1rRC+/mFwseMyTFM2HQNmRERERFRfgTI5ZnbbtwOJCb+hWZfYKr9PAmbmuESTiHQTLCsoKECjRo0wdepUhIeHq2233norfvnlF3sPjXTO1hLN8orSL6nAWq5/i0oDZY64bw+FNsOegDZMZyciIiKiOiEBrZLCfIwKM8J9/wHk+4chz7/8ZerqkWPtrNKAWXTHFhZLNFlmhIg0FSzz8PDAa6+9Vvb18ePHsXHjRowZM8au4yIyDyrBbIlmee5Wrno5AxmzXJ3r2QpMZyciIiKiOg2UyTG1OmYuKfldP9MUMPNKtSx9wlUTRKSpYJm58ePHY/fu3ejUqRPGjRtX4++XJW4wXv28uPRN2PRRS7S8b464f/m+zat+UDXH6mj7ZghpiSsn5OqcEcaQJiqd/ei5TLQL9ru+/z+zj1pS3X0rKTGqtyBp5CDLc53hubD1miyxX0k9IiIi0mqgrA5LqHDVBBE5XbAsLy8PqampVu8LDg6Gj4+P+nz27NnIyMjA/Pnz8fTTT2PRokU1+j2JiUlyxmexLUm2aZSW903r++do++a1fTc6xXREnn9z7Dubpf5fw3yvL1qSlJQIrapq31KzjQgOdEO6azrOpaYiL6c0eu+Mr0lXFwSEBNlrOEREROTkgbKYiAC0yU2t9UCZLVw1QUROFyyLi4vDxIkTrd63cOFCDBkyRH3evn179fGll17CqFGjkJKSgrCwsGr/noiIcLiYZZbJyV94RDhc7VhIvS5oed+0vn+Ou2+RKDmXiIGtfOHVSjLMilDo4VajDDPJopJgUnh4hF2bF9SF6u5bYVoWAoOCEOhagILQULg4QQ07W69JySy7bNeRERERkbMW8u/SKkh1iZfmV4X1eDxkXtPM1ASgqs72RER2C5bFxsYiPt56zaesrCysWbMGt912W9lJaJs2bdTHy5cv1yhYJt9vCpaZyMmf1k7c9bBvWt8/R9w3l2atkJsH9Ejbi5iYWHx2OAdxZzNrnMKu/g9dHWvfaktV++biYkBc/Fl0ku6o/u4odLC/cY1ek1yGSURERNcRKIsOcSsLlNmj+RUDZkRUUw551pabm4unnnpKZZ+ZHDp0CK6uroiMjLTr2Ij0SFLYpbvnvU0LVJ2J8i25yTY5CDO4uGDZgQxktYiC+5Vkew+JiIiIqF4DZb2LU+0WKLMMmCWrsciYZGwyRiIipwmWSc2yoUOH4oUXXsDhw4exZ88ezJo1SxX79/OreZFxIqq9LqBSkJUBs5qRTDx/Xx98ddYDhTGxKmBWfE67ddyIiIhI3xwtUGYiY8jNcUX3M3sxtqOPGiOPaYnIaYJlphplUVFRmDx5Mh5//HEMGjQI06ZNs/ewiHTNFDAbFx2gOjvyalzNMsykoKwsZZWAmZevq72HRERERFTr5Pgwu6AYE/uGqaCUowTKzHHVBBE5bM2yqvj7++Pll1+29zCIqJy87GKEGPLRNaopTiRdsPdwnC5gJgdjboEN7T0UIiIiojojx4kmjhYoq7BqokUUVqZcDZjVtC4vEWmXw2aWEREREREREdUVlhkhIlsYLCMiIiIiIiJdB8weCslETEQAA2ZE5NjLMImIiIiIiIjqI2CWl5CInq2Aksah+PX0JVVrVkpoEJE+MbOMiIiIiIiIdE1qq0kzAuneKV08pVMmm1kR6ZdmM8uMRqP6WGK4tk197upy9aPZdi3Q8r5pff+cbd+MLi4oNhphMJbA1WCEASU2H2uAES6Gqx8re5wzut59k+espKQEBkPp39yJXpOm8ZreX/XO2jzjbJzt/ae26X3/hd6fA73vv6M9B5xnKrr2XMjxBpziuEodHxpLUFJiqPbxjqO8Dg1NI3Al8TR6RgCuka1x8HQGTqZlok2w3/X/TB4POy0t75++981YrbnGYNTobFRQUIADBw7YexhERJoTHR0NDw8P6B3nGSKiusF55hrONURE9plrNBssk8yNoqIiuLi4wGDQ6aVCIqJaJNOFvLe6ubmp91a94zxDRFS7OM9UxLmGiMg+c41mg2VEREREREREREQ1xUs2REREREREREREpRgsIyIiIiIiIiIiKsVgGRERERERERERUSkGy4iIiIiIiIiIiEoxWEZERERERERERFSKwTIiIiIiIiIiIqJSDJYRERERERERERHpOVh28eJFPPnkk+jRowf69euHV199FUVFRdCCzMxMzJo1C3379kWfPn3w7LPPqm1aYjQa8Yc//AFff/01nFl+fj5mzpyJnj17on///vjoo4+gRQUFBRg+fDh27twJrUhNTVXvIb1798aNN96Il19+Wf09tSApKQlTpkxBt27dMGjQICxevNjeQ6I6pod5Q2/zS3XoZQ7S6zyl97lMy7R8HqOXOUkrc40e5hEtzg9af+9PqsVzGV0Gy6ZNm4asrCysWLECb7/9Nr7//nvNnBDOmTMHR48exQcffIAlS5bg5MmTmD17NrSipKQE8+fPx9atW+HsXnnlFRw8eBAff/yx+ru9++67+OGHH6Al8sb79NNP4/jx49DSAY5MMLm5uVi2bBnefPNNbNq0CW+99Ra08P/1yCOPICgoCKtWrcLzzz+P999/H6tXr7b30KgOaX3e0OP8Uh16mIP0Ok/pfS7TOi2fx+hhTtLSXKP1eUSL84PW3/tLavlcxg06I9HhRo0aYerUqQgPD1fbbr31Vvzyyy9wdjk5OVi3bh2WL1+Ozp07q20S7R83bpz6Z/f09ISzR8HlACElJQUNGjSAs/+tvvzyS3z44Yfo1KmTuskbsbxp3XbbbdCCEydO4JlnnlFvylqSkJCAffv2qYOcxo0bq20y6SxYsAB/+9vf4MwuXLiADh06YO7cufDz80NERARuuOEG9f5455132nt4VAe0Pm/ocX6pDj3MQXqep/Q+l2mZls9j9DAnaWmu0fo8otX5Qevv/Rdq+VxGd5llHh4eeO2118omGPmn3rhxo0pDdHYuLi5YtGiReoGYKy4uRnZ2NpzdoUOH0LRpU3z11Vfw9/eHM5MrZpIyL+mhJpJOHxcXpyLiWrBr1y7ExsaqK59aEhwcrK7gmiYYE7nK6+xCQkLUlSWZXOTgQCaW3bt3a+L9kfQ5b+hxfqkOPcxBep6n9D6XaZmWz2P0MCdpaa7R+jyi1flB6+/9IbV8LqO7zDJz48ePV0+eRMLlioWz8/LywoABAyy2LV26FFFRUWjYsCGc3eDBg9VNC9LS0lR6qBz0mMibllw1S09P18Tfa+zYsdAiuRIo6/tN5IDg008/VXU1tET+186cOYObbrpJXbUmbdL6vKHH+aU69DAH6Xmeqg69zGVaprXzGD3MSVqaa7Q+j2h1ftDTe//gWjiX0WSwLC8vT6W52oqm+vj4qM9l/XtGRoZaNy7rkeVKhlb2TcgLf+3atU5Tx6Am++bsZJ24+eQiTF9Lij05Dymse/jwYaxcuRJa8s4776hUZkljlsKfWqoXojdanjeqS0/zS3VwDiK9zGXOSMvnMVqfk/Q013Ae0QYtv/e/UwvnMpoMlkn658SJE63et3DhQgwZMkR93r59e/XxpZdewqhRo9T68bCwMGhh32S9uEyeM2bMUN1JnEF1900LpOZC+YnE9LVcVSPnmWCkqKkUx2zXrh20JDo6Wn2UK4RSX2P69OkVDorIOWh53qguPc0v1cE5iPQylzkjLZ/HaH1O0tNcw3nE+Wn9vT+6Fs5lNBksk/XF8fHxVu+T9bhr1qxRhQdlXbxo06aN+nj58mWHn2Qq2zcT6Rwj3UnkBTFp0iQ4i+rsm1aEhoaq15us9XdzcytLZ5bJxdkLfurFCy+8oArQykSjlWWKcvVFin6aH8zJ+2NhYaF673T2lHq90vK8UV16ml+qg3MQaXkuc3ZaPo/R+pykp7mG84hz0+p7/4VaPpfRXYF/SRl96qmnVOTfvNiiq6srIiMj4eykRapMLnIVZsqUKfYeDtkghUtlYpF/ZhMpQCgRcNPBDzkuaY39+eef44033sCwYcOgFXJV+oknnrBYQiAtwWViYaBMuzhv6A/nINLyXKZlWj+PEZyTnAPnEeel5ff+lFo+l9HdK1nWiw8dOlRFU2V97p49ezBr1ixVJFO6JjgzKaY4b948jBw5Ur3wJbpvukkXGXIc3t7eGDFihFpDvX//fqxfvx4fffSRzdRtchwnT57Ee++9h4cfflh1/TH/P3N2coAjhYKlTbu0zP7pp5/UFadHH33U3kOjOsJ5Q584B5GW5zIt0/J5jOCc5Dw4jzgnrb/3R9fyuYwml2FWRdb2y23y5Mnqa/lHf+aZZ+Dstm7dipycHHVFRm7mNmzY4BSp2XoiV8xkgpH0cjnAmTp1qjoAIscm/0tywPb++++rmzlnT72XK9MygcpB+H333acOhCZMmMADHw3jvKFfnIP0TctzmdZp9TxGcE5yLpxHnI/W3/tda/lcxmA0Go21PkoiIiIiIiIiIiInpLtlmERERERERERERLYwWEZERERERERERFSKwTIiIiIiIiIiIqJSDJYRERERERERERGVYrCMiIiIiIiIiIioFINlREREREREREREpRgsIyIiIiIiIiIiKsVgGRERERERERERUSkGy4gcSEFBAYYPH46dO3faeyhERKRBnGeIiKgucZ4hrWCwjMhB5Ofn4+mnn8bx48ftPRQiItIgzjNERFSXOM+QljBYRuQATpw4gTFjxuD06dP2HgoREWkQ5xkiIqpLnGdIaxgsI6onX375JTp37oykpCT19cmTJxEdHY3169dj165diI2NxYoVK+w9TCIiclKcZ4iIqC5xniE9MRiNRqO9B0GkB/KvNnHiRPj6+uL999/H+PHj0aRJE7z++usWj4uKisLSpUvVZENERFRdnGeIiKgucZ4hPWFmGVE9MRgMmDdvHrZt24Zp06bh1KlTmDVrlr2HRUREGsF5hoiI6hLnGdITBsuI6lFkZCQeeeQRfPfdd5g+fToaNmxo7yEREZGGcJ4hIqK6xHmG9ILBMqJ6dvToUbi6urKdMhER1QnOM0REVJc4z5AeMFhGVI+k+OWWLVuwaNEirF69Gtu3b7f3kIiISEM4zxARUV3iPEN6wWAZUT3JysrCCy+8gMceewwDBgxQBTHnzJmD/Px8ew+NiIg0gPMMERHVJc4zpCcMlhHVkzfffBNeXl6YPHmy+vqJJ55ATk4OFi5caO+hERGRBnCeISKiusR5hvTEYJT+r0RERERERERERMTMMiIiIiIiIiIiIhMGy4iIiIiIiIiIiEoxWEZERERERERERFSKwTIiIiIiIiIiIqJSDJYRERERERERERGVYrCMiIiIiIiIiIioFINlREREREREREREpRgsIyIiIiIiIiIiKsVgGRERERERERERUSkGy4iIiIiIiIiIiEoxWEZERERERERERISr/h+Azo0AdNdvewAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# VQC [1, 1, 1]\n", "args = Arguments(\n", " m,\n", " [1, 1, 1],\n", " activation,\n", " no_bunching,\n", " num_runs,\n", " n_epochs,\n", " batch_size,\n", " lr,\n", " alpha,\n", " betas,\n", " scale_type,\n", " regu_on,\n", ")\n", "vqc_111_results = train_vqc_multiple_runs(args)" ] }, { "cell_type": "markdown", "id": "390c9e4bb8b075f3", "metadata": {}, "source": [ "Before training the classical models, we have to change the hyperparameters so the models perform better." ] }, { "cell_type": "code", "execution_count": 42, "id": "8a45d8e418e0449c", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:02:57.316944500Z", "start_time": "2025-11-10T09:02:57.253131700Z" } }, "outputs": [], "source": [ "args = Arguments(\n", " m,\n", " [1, 0, 0],\n", " \"sigmoid\",\n", " no_bunching,\n", " num_runs,\n", " n_epochs,\n", " batch_size,\n", " 0.2,\n", " alpha,\n", " (0.95, 0.9999),\n", " scale_type,\n", " \"all\",\n", ")" ] }, { "cell_type": "markdown", "id": "ab65f91a25e95203", "metadata": {}, "source": [ "Train MLP with wanted network type and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 43, "id": "117e3b93fe698c7b", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:22.826659Z", "start_time": "2025-11-10T09:02:57.275155800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training MLP (wide) with dataset linear (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run1) - Loss: 0.0140, Test Acc: 0.9250: 100%|██████████| 150/150 [00:02<00:00, 54.86it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run2) - Loss: 0.0150, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 85.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run3) - Loss: 0.0139, Test Acc: 0.9000: 100%|██████████| 150/150 [00:01<00:00, 93.40it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run4) - Loss: 0.0136, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 94.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run5) - Loss: 0.0154, Test Acc: 0.9250: 100%|██████████| 150/150 [00:01<00:00, 96.06it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training MLP (wide) with dataset circular (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run1) - Loss: 0.0898, Test Acc: 0.8500: 100%|██████████| 150/150 [00:01<00:00, 101.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run2) - Loss: 0.1381, Test Acc: 0.7000: 100%|██████████| 150/150 [00:01<00:00, 103.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run3) - Loss: 0.0706, Test Acc: 0.9750: 100%|██████████| 150/150 [00:01<00:00, 100.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run4) - Loss: 0.0713, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 97.64it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run5) - Loss: 0.0725, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 93.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training MLP (wide) with dataset moon (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run1) - Loss: 0.0232, Test Acc: 1.0000: 100%|██████████| 150/150 [00:01<00:00, 98.65it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run2) - Loss: 0.0286, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 89.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run3) - Loss: 0.0241, Test Acc: 1.0000: 100%|██████████| 150/150 [00:01<00:00, 92.52it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run4) - Loss: 0.0233, Test Acc: 1.0000: 100%|██████████| 150/150 [00:01<00:00, 103.48it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run5) - Loss: 0.0219, Test Acc: 1.0000: 100%|██████████| 150/150 [00:01<00:00, 102.82it/s]\n" ] }, { "data": { "text/plain": "
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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# MLP\n", "network_type = \"wide\" # [\"wide\", \"deep\"]\n", "mlp_results = train_mlp_multiple_runs(args, network_type=network_type)" ] }, { "cell_type": "markdown", "id": "330faa158a37c0f5", "metadata": {}, "source": [ "Train SVM with wanted kernel type and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 44, "id": "4e27285b75e52924", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:24.123282400Z", "start_time": "2025-11-10T09:03:22.764591500Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training SVM (linear) with dataset linear (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n", "\n", "Training SVM (linear) with dataset circular (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n", "\n", "Training SVM (linear) with dataset moon (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n" ] }, { "data": { "text/plain": "
", "image/png": 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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SVM\n", "kernel_type = \"lin\" # [\"lin\", \"rbf\"]\n", "svm_results = train_svm_multiple_runs(args, kernel_type=kernel_type)" ] }, { "cell_type": "markdown", "id": "fef3967b0628eb22", "metadata": {}, "source": [ "## 5. Plot training curves" ] }, { "cell_type": "code", "execution_count": 45, "id": "5a8668720c65a251", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:24.127322900Z", "start_time": "2025-11-10T09:03:24.045801900Z" } }, "outputs": [], "source": [ "def visualize_results(results, model_name):\n", " \"\"\"Plot training curves with average and envelope for each dataset\"\"\"\n", " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(20, 5))\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " datasets_maj = [\"Linear\", \"Circular\", \"Moon\"]\n", " colors = [\"red\", \"green\", \"blue\"]\n", "\n", " # Plot each metric\n", " for i, dataset in enumerate(datasets):\n", " color = colors[i]\n", " linestyle = \"-\"\n", "\n", " # Get data from all runs\n", " losses_runs = [run[\"losses\"] for run in results[dataset][\"runs\"]]\n", " train_acc_runs = [run[\"train_accuracies\"] for run in results[dataset][\"runs\"]]\n", " test_acc_runs = [run[\"test_accuracies\"] for run in results[dataset][\"runs\"]]\n", "\n", " # Calculate mean values across all runs\n", " epochs = len(losses_runs[0])\n", " mean_losses = [\n", " sum(run[i] for run in losses_runs) / len(losses_runs) for i in range(epochs)\n", " ]\n", " mean_train_acc = [\n", " sum(run[i] for run in train_acc_runs) / len(train_acc_runs)\n", " for i in range(epochs)\n", " ]\n", " mean_test_acc = [\n", " sum(run[i] for run in test_acc_runs) / len(test_acc_runs)\n", " for i in range(epochs)\n", " ]\n", "\n", " # Calculate min and max values for the envelope\n", " min_losses = [min(run[i] for run in losses_runs) for i in range(epochs)]\n", " max_losses = [max(run[i] for run in losses_runs) for i in range(epochs)]\n", "\n", " min_train_acc = [min(run[i] for run in train_acc_runs) for i in range(epochs)]\n", " max_train_acc = [max(run[i] for run in train_acc_runs) for i in range(epochs)]\n", "\n", " min_test_acc = [min(run[i] for run in test_acc_runs) for i in range(epochs)]\n", " max_test_acc = [max(run[i] for run in test_acc_runs) for i in range(epochs)]\n", "\n", " # Plot mean lines\n", " ax1.plot(\n", " mean_losses,\n", " label=datasets_maj[i],\n", " color=color,\n", " linestyle=linestyle,\n", " linewidth=2,\n", " )\n", " ax2.plot(\n", " mean_train_acc,\n", " label=datasets_maj[i],\n", " color=color,\n", " linestyle=linestyle,\n", " linewidth=2,\n", " )\n", " ax3.plot(\n", " mean_test_acc,\n", " label=datasets_maj[i],\n", " color=color,\n", " linestyle=linestyle,\n", " linewidth=2,\n", " )\n", "\n", " # Plot envelopes (filled area between min and max)\n", " epochs_range = range(epochs)\n", " ax1.fill_between(epochs_range, min_losses, max_losses, color=color, alpha=0.2)\n", " ax2.fill_between(\n", " epochs_range, min_train_acc, max_train_acc, color=color, alpha=0.2\n", " )\n", " ax3.fill_between(\n", " epochs_range, min_test_acc, max_test_acc, color=color, alpha=0.2\n", " )\n", "\n", " # Customize plots\n", " for ax, title in zip(\n", " [ax1, ax2, ax3],\n", " [\"Training Loss\", \"Training Accuracy\", \"Test Accuracy\"],\n", " strict=False,\n", " ):\n", " ax.set_title(\n", " title + f\" for a {model_name} \\non different datasets\", fontsize=14, pad=10\n", " )\n", " ax.set_xlabel(\"Epoch\", fontsize=12)\n", " ax.set_ylabel(title.split()[-1], fontsize=12)\n", " ax.legend(fontsize=10, bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n", " ax.grid(True, linestyle=\"--\", alpha=0.7)\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", "\n", " plt.tight_layout()\n", " plt.show()\n", " plt.clf()\n", " return" ] }, { "cell_type": "markdown", "id": "92f35ed09041f45a", "metadata": {}, "source": [ "Visualize results for VQC with initial state \\[1, 0, 0]." ] }, { "cell_type": "code", "execution_count": 46, "id": "cb79ec782cde3d68", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:25.076189300Z", "start_time": "2025-11-10T09:03:24.119489900Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_results(vqc_100_results, \"VQC [1, 0, 0]\")" ] }, { "cell_type": "markdown", "id": "e99b08a8755f3cab", "metadata": {}, "source": [ "Visualize results for VQC with initial state \\[1, 1, 1]." ] }, { "cell_type": "code", "execution_count": 47, "id": "993d5c9611fd054c", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:25.910311800Z", "start_time": "2025-11-10T09:03:25.079372Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_results(vqc_111_results, \"VQC [1, 1, 1]\")" ] }, { "cell_type": "markdown", "id": "17b079e2c714ed6f", "metadata": {}, "source": [ "Visualize results for MLP." ] }, { "cell_type": "code", "execution_count": 48, "id": "7973d9b51a0cf5c7", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.549805300Z", "start_time": "2025-11-10T09:03:25.915052600Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_results(mlp_results, \"wide MLP\")" ] }, { "cell_type": "markdown", "id": "4b752c6d5ccb0ee6", "metadata": {}, "source": [ "We won't visualize results for the SVM since we don't have direct access at the losses and accuracies during the training. This is because we used the implementation of sklearn for this model." ] }, { "cell_type": "markdown", "id": "7ae7364ec7b95fc0", "metadata": {}, "source": [ "## 6. Summary of results" ] }, { "cell_type": "code", "execution_count": 49, "id": "7105bf5d1128062e", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.565845800Z", "start_time": "2025-11-10T09:03:29.549805300Z" } }, "outputs": [], "source": [ "def write_summary_statistics(all_results, model):\n", " \"\"\"Print summary statistics for all datasets. Return average test accuracy and its standard deviation across several runs\"\"\"\n", "\n", " s = \"\\n----- Model Comparison Results -----\\n\"\n", "\n", " avg_accs = []\n", " std_accs = []\n", "\n", " for dataset_name, model_data in all_results.items():\n", " # Calculate statistics across runs\n", " final_accs = [run[\"final_test_acc\"] for run in model_data[\"runs\"]]\n", " avg_acc = sum(final_accs) / len(final_accs)\n", " min_acc = min(final_accs)\n", " max_acc = max(final_accs)\n", " std_acc = (\n", " sum((acc - avg_acc) ** 2 for acc in final_accs) / len(final_accs)\n", " ) ** 0.5\n", "\n", " avg_accs.append(avg_acc)\n", " std_accs.append(std_acc)\n", "\n", " s += f\"{model} with dataset {dataset_name}:\\n\"\n", " s += f\" Final Test Accuracy: {avg_acc:.4f} ± {std_acc:.4f} (min: {min_acc:.4f}, max: {max_acc:.4f})\\n\\n\"\n", "\n", " print(s)\n", " return avg_accs, std_accs" ] }, { "cell_type": "markdown", "id": "54a2191ee605164e", "metadata": {}, "source": [ "Summary statistics for VQC with initial state \\[1, 0, 0]." ] }, { "cell_type": "code", "execution_count": 50, "id": "400302c251a6efe4", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.676080900Z", "start_time": "2025-11-10T09:03:29.577867700Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "VQC [1, 0, 0] with dataset linear:\n", " Final Test Accuracy: 0.8750 ± 0.0000 (min: 0.8750, max: 0.8750)\n", "\n", "VQC [1, 0, 0] with dataset circular:\n", " Final Test Accuracy: 0.8900 ± 0.0982 (min: 0.7500, max: 1.0000)\n", "\n", "VQC [1, 0, 0] with dataset moon:\n", " Final Test Accuracy: 0.8050 ± 0.0100 (min: 0.8000, max: 0.8250)\n", "\n", "\n" ] } ], "source": [ "vqc100_accs, vqc100_stds = write_summary_statistics(vqc_100_results, \"VQC [1, 0, 0]\")" ] }, { "cell_type": "markdown", "id": "cd71a5674f9b6832", "metadata": {}, "source": [ "Summary statistics for VQC with initial state \\[1, 1, 1].\n" ] }, { "cell_type": "code", "execution_count": 51, "id": "31e9c58d94885028", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.678096500Z", "start_time": "2025-11-10T09:03:29.596174500Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "VQC [1, 1, 1] with dataset linear:\n", " Final Test Accuracy: 0.8800 ± 0.0100 (min: 0.8750, max: 0.9000)\n", "\n", "VQC [1, 1, 1] with dataset circular:\n", " Final Test Accuracy: 0.8500 ± 0.0962 (min: 0.7250, max: 0.9500)\n", "\n", "VQC [1, 1, 1] with dataset moon:\n", " Final Test Accuracy: 0.8750 ± 0.0474 (min: 0.8000, max: 0.9250)\n", "\n", "\n" ] } ], "source": [ "vqc111_accs, vqc111_stds = write_summary_statistics(vqc_111_results, \"VQC [1, 1, 1]\")" ] }, { "cell_type": "markdown", "id": "e89a9ecfce6a6d7c", "metadata": {}, "source": [ "Summary statistics for MLP.\n" ] }, { "cell_type": "code", "execution_count": 52, "id": "daec0e36eb4f492d", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.678096500Z", "start_time": "2025-11-10T09:03:29.613219Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "MLP with dataset linear:\n", " Final Test Accuracy: 0.9000 ± 0.0224 (min: 0.8750, max: 0.9250)\n", "\n", "MLP with dataset circular:\n", " Final Test Accuracy: 0.8850 ± 0.1020 (min: 0.7000, max: 0.9750)\n", "\n", "MLP with dataset moon:\n", " Final Test Accuracy: 0.9900 ± 0.0200 (min: 0.9500, max: 1.0000)\n", "\n", "\n" ] } ], "source": [ "mlp_accs, mlp_stds = write_summary_statistics(mlp_results, \"MLP\")" ] }, { "cell_type": "markdown", "id": "4091addbb040dc87", "metadata": {}, "source": [ "Summary statistics for SVM." ] }, { "cell_type": "code", "execution_count": 53, "id": "2468516868d0518f", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.678096500Z", "start_time": "2025-11-10T09:03:29.631486900Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "SVM with dataset linear:\n", " Final Test Accuracy: 0.8750 ± 0.0000 (min: 0.8750, max: 0.8750)\n", "\n", "SVM with dataset circular:\n", " Final Test Accuracy: 0.3750 ± 0.0000 (min: 0.3750, max: 0.3750)\n", "\n", "SVM with dataset moon:\n", " Final Test Accuracy: 0.8000 ± 0.0000 (min: 0.8000, max: 0.8000)\n", "\n", "\n" ] } ], "source": [ "svm_accs, svm_stds = write_summary_statistics(svm_results, \"SVM\")" ] }, { "cell_type": "markdown", "id": "72ea1200614f3e60", "metadata": {}, "source": [ "## 7. Comparison of results" ] }, { "cell_type": "markdown", "id": "fed97735e5380166", "metadata": {}, "source": [ "Let's compare the obtained test accuracies for each model on each dataset." ] }, { "cell_type": "code", "execution_count": 54, "id": "222393eb6920e441", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:30.255399100Z", "start_time": "2025-11-10T09:03:29.644589500Z" } }, "outputs": [ { "data": { "text/plain": "
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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "def compare_accuracies(accuracies, stds):\n", " \"\"\"Visual comparison the test accuracy of the different models used on the three datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(20, 5), sharey=True)\n", " datasets = [\"Linear\", \"Circular\", \"Moon\"]\n", " colors = [\"red\", \"green\", \"blue\", \"orange\"]\n", " models = [\"VQC [1, 0, 0]\", \"VQC [1, 1, 1]\", \"MLP\", \"SVM\"]\n", "\n", " accuracies = np.array(accuracies)\n", " stds = np.array(stds)\n", "\n", " x = np.arange(len(models)) # X positions for bars\n", "\n", " for i, ax in enumerate(axs):\n", " accs_for_dataset = accuracies[:, i]\n", " stds_for_dataset = stds[:, i]\n", "\n", " ax.bar(\n", " x,\n", " accs_for_dataset,\n", " yerr=stds_for_dataset,\n", " capsize=5,\n", " color=colors,\n", " tick_label=models,\n", " )\n", " ax.set_title(f\"{datasets[i]} Dataset\")\n", " ax.set_ylabel(\"Test Accuracy\")\n", " ax.set_ylim(0, 1.05) # accuracies range from 0 to 1\n", " ax.grid(True, axis=\"y\")\n", "\n", " fig.suptitle(\"Model Comparison on Different Datasets\", fontsize=16)\n", " plt.tight_layout(rect=[0, 0, 1, 0.95])\n", " # plt.savefig(\"./results/test_accuracy_comparison.png\") # To save the figure locally\n", " plt.show()\n", "\n", "\n", "accuracies = [vqc100_accs, vqc111_accs, mlp_accs, svm_accs]\n", "stds = [vqc100_stds, vqc111_stds, mlp_stds, svm_stds]\n", "compare_accuracies(accuracies, stds)" ] }, { "cell_type": "markdown", "id": "803791074227980c", "metadata": {}, "source": [ "When looking at these results and at the decision boundaries of the different models, we can come to similar conclusions from the ones in [Fock State-enhanced Expressivity of Quantum Machine Learning Models](https://arxiv.org/abs/2107.05224). First off, concerning VQCs, the classification boundaries of the VQC become more complex as the number of photon used increases. This demonstrates the increasing expressive power of quantum circuits. We see here, that this increase is only useful on the moon dataset for which the model with initial state \\[1, 0, 0] does not have enough complexity. The more expressive VQC with initial state \\[1, 1, 1] performs better on this dataset, however it performs worse on the circular dataset than its rival. This could be explained by overfitting, and it shows that more expressive power is not necessarily better.\n", "\n", "Then, we can observe that a linear model (such as linear SVM) can obtain the best (or equal to best) performance on the linear dataset, without surprise.\n", "\n", "Finally, when comparing the results from the VQCs (16 and 23 parameters for initial states \\[1, 0, 0] and \\[1, 1, 1] respectively) with the ones from the MLP (17 parameters) that has a comparable number of parameters, we can see that the MLP comes out on top in terms of test accuracy for this binary classification task. Of course, the hyperparameter search for this experiement was not complete so this conclusion is subject to change. Nevertheless, there are many more criteria to analyze in order to conduct a complete comparison of the two approaches." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13" } }, "nbformat": 4, "nbformat_minor": 5 }