{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Learning the committor\n", "Reference papers: \n", "- _Kang, Trizio and Parrinello, [Nat Comput Sci](https://doi.org/10.1038/s43588-024-00645-0) (2024), [ArXiv](https://arxiv.org/abs/2401.05279)_\n", "- _Trizio, Kang and Parrinello, [Nat Comput Sci](https://doi.org/10.1038/s43588-025-00799-5) (2025), [ArXiv](https://arxiv.org/abs/2410.17029)_\n", "\n", "For a more practical example, see also the more advanced tutorial on training the committor for alanine dipeptide in the examples notebooks.\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/luigibonati/mlcolvar/blob/main/docs/notebooks/tutorials/cvs_committor.ipynb)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "Given an a system presenting two metastable states $A$ and $B$, the commmittor $q(\\mathbf{x})$ is a function that for each configuration $\\mathbf{x}$gives the probability that it will evolve to $B$ before having passed through $A$.\n", "\n", "#### Learning the committor\n", "One way to learn the committor function is to leverage the variational principle introduced by Kolmogorov, which amounts to satisfying the boundary conditions\n", "$$ q(\\mathbf{x}_A) = 0 \\quad \\text{and} \\quad q(\\mathbf{x}_B) = 1$$\n", "to minimizing the functional $K[q(\\mathbf{x})]$ of the committor\n", "$$ K[q(\\mathbf{x})] \\quad=\\quad \\frac{1}{Z} \\int | \\nabla_u q(\\mathbf{x})|^2 e^{-\\beta U (\\mathbf{x})} d \\mathbf{x} \\quad=\\quad \\langle | \\nabla_u q(\\mathbf{x})|^2 \\rangle_{U (\\mathbf{x})}$$\n", "where $\\nabla_u$ denotes the gradient wrt the mass-scaled Cartesian coordinates, $Z$ is the partition function function associated to the potential $U(\\mathbf(x))$ and the last term represent the ensemble average over the corresponding Boltzmann ensemble.\n", "\n", "To do it practically, we parametrize the committor as a Neural Network (NN) $q_\\theta(\\mathbf{x})$ and we minimize the variational principle for its optimization.\n", "More in detail, we use some physical descriptors $\\mathbf{d}(\\mathbf{x})$ as input of the NN, obtain an output $z(\\mathbf{x})=NN(\\mathbf{d}(\\mathbf{x}))$ to which we apply a sigmoid-like activation function $\\sigma$ to help impose the right functional form to the final committor function $q(\\mathbf{x})=\\sigma(z(\\mathbf{x}))$.\n", "\n", "#### Kolmogorov bias potential\n", "As most of the contribution to $K[q(\\mathbf{x})]$ comes from the TS region which is hard to sample in conventional MD runs, we introduced the TS-oriented **Kolmogorov bias potential** \n", "$$ V_K = -\\frac{\\lambda}{\\beta} \\log(|\\nabla q(\\mathbf{x})|^2) $$\n", "which allows extensively sampling the TS region, thus enabling the use of the variational principle. \n", "\n", "#### Effective committor-based CV\n", "Even if the committor provides an *ideal* reaction coordinate as it allows describing the reactive process from state A to state B, it is not a suitable *collective variable* for enhanced sampling.\n", "This is because all the configurations from the metastable basins are degenerate along the committor, if not for very tiny numerical differences, thus making it impossible to use it with enhanced sampling algorithms such as OPES or Metadynamics.\n", "\n", "A solution to this issue is not to use directly the committor $q$ as a CV, but the *non-activated* $z$ function, which encodes the same information but is suitable for an enhanced sampling setup.\n", "\n", "
\n", "\n", "#### Extensive sampling along the committor-based CV\n", "As we have a good CV to be used, we can combine the $V_K$ bias, which stabilizes the TS region and promotes its sampling, with a CV-based algorithm like OPES, which fills the basins and promote transitions with them. This way we can cover the whole phase space sampling extensively both the transition and metastable states.\n", "\n", "
\n", "\n", "\n", "\n", "\n", "\n", " " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Colab setup\n", "import os\n", "\n", "if os.getenv(\"COLAB_RELEASE_TAG\"):\n", " import subprocess\n", " subprocess.run('wget https://raw.githubusercontent.com/luigibonati/mlcolvar/main/colab_setup.sh', shell=True)\n", " cmd = subprocess.run('bash colab_setup.sh TUTORIAL', shell=True, stdout=subprocess.PIPE)\n", " print(cmd.stdout.decode('utf-8'))\n", "\n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# IMPORT HELPER FUNCTIONS\n", "from mlcolvar.utils.plot import muller_brown_potential, plot_isolines_2D, plot_metrics\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)\n", "torch.set_default_dtype(torch.float64)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize committor model and training variables" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Beta: 1.0 \n", "1/beta: 1.0\n" ] } ], "source": [ "from mlcolvar.cvs.committor import Committor,initialize_committor_masses\n", "\n", "# temperature\n", "T = 1 \n", "# Boltzmann factor in the RIGHT ENREGY UNITS!\n", "kb = 1\n", "beta = 1/(kb*T)\n", "print(f'Beta: {beta} \\n1/beta: {1/beta}')\n", "\n", "atomic_masses = initialize_committor_masses(atom_types=[0], masses=[1])\n", "\n", "lr_scheduler = torch.optim.lr_scheduler.ExponentialLR\n", "options = {'optimizer' : {'lr': 1e-3, 'weight_decay': 1e-5}, \n", " 'lr_scheduler' : { 'scheduler' : lr_scheduler, 'gamma' : 0.99999 }}\n", "\n", "model = Committor(layers=[2, 32, 32, 1],\n", " atomic_masses=atomic_masses,\n", " alpha=1e-1,\n", " delta_f=0,\n", " n_dim=2,\n", " options=options)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load data\n", "**NOTE** Here, as we only showcase the workings of the code, we directly use data collected at the end of the iterative process for convenience.\n", "In general, however, one is supposed to collect a progressively better dataset through some iterations of the method, an example is availbale in the [more advanced tutorial on Alanine Dipeptide](https://github.com/luigibonati/mlcolvar/blob/main/docs/notebooks/examples/ex_committor.ipynb) in the examples section of the tutorials." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (2000, 13)\n", "Class 1 dataframe shape: (2000, 13)\n", "Class 2 dataframe shape: (9000, 24)\n", "Class 3 dataframe shape: (9000, 24)\n", "Class 4 dataframe shape: (9000, 24)\n", "Class 5 dataframe shape: (9000, 24)\n", "\n", " - Loaded dataframe (40000, 27): ['time', 'p.x', 'p.y', 'p.z', 'ene', 'pot.bias', 'pot.ene_bias', 'lwall.bias', 'lwall.force2', 'uwall.bias', 'uwall.force2', 'walker', 'labels', 'mueller', 'potential.bias', 'potential.mueller_bias', 'z.node-0', 'z.bias-0', 'q', 'bias', '@8.bias', '@8.bias_bias', 'opes.bias', 'opes.rct', 'opes.zed', 'opes.neff', 'opes.nker']\n", " - Descriptors (40000, 2): ['p.x', 'p.y']\n" ] } ], "source": [ "from mlcolvar.data import DictModule\n", "from mlcolvar.utils.io import create_dataset_from_files\n", "from mlcolvar.cvs.committor.utils import compute_committor_weights\n", "\n", "################################### SET THINGS HERE ###################################\n", "filenames = ['https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/muller/unbiased_sims/A/COLVAR',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/muller/unbiased_sims/B/COLVAR',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/muller/biased_sims/iter_0/A/COLVAR',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/muller/biased_sims/iter_0/B/COLVAR',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/muller/biased_sims/iter_1/A/COLVAR',\n", " 'https://raw.githubusercontent.com/EnricoTrizio/committor_2.0/refs/heads/main/muller/biased_sims/iter_1/B/COLVAR'\n", " ]\n", "\n", "load_args = [{'start' : 0, 'stop': 2000, 'stride': 1},\n", " {'start' : 0, 'stop': 2000, 'stride': 1},\n", " {'start' : 1000, 'stop': 10000, 'stride': 1},\n", " {'start' : 1000, 'stop': 10000, 'stride': 1},\n", " {'start' : 1000, 'stop': 10000, 'stride': 1},\n", " {'start' : 1000, 'stop': 10000, 'stride': 1},\n", " ] \n", "\n", "# #######################################################################################\n", "\n", "dataset, dataframe = create_dataset_from_files(file_names=filenames,\n", " create_labels=True,\n", " filter_args={'regex': 'p.x|p.y'}, # to load many positions --> 'regex': 'p[1-9]\\.[abc]|p[1-2][0-9]\\.[abc]'\n", " return_dataframe=True,\n", " load_args=load_args,\n", " verbose=True)\n", "# fill empty entries from unbiased simulations\n", "dataframe = dataframe.fillna({'opes.bias': 0})\n", "dataframe = dataframe.fillna({'bias': 0})\n", "bias = torch.Tensor(dataframe['opes.bias'].values + dataframe['bias'].values)\n", "\n", "dataset = compute_committor_weights(dataset, bias, [0, 1, 2, 3, 4, 5], beta)\n", "\n", "# create datamodule with only training set\n", "datamodule = DictModule(dataset, lengths=[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize training set" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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Bvf766yWz2SxZrVbplltukTZv3iwB0rvvvtvttVFRUcd87qOPPiodfYu0ZcsWacSIEZJWq5UlVpubm6W77rpLysnJkaKioiSr1SqNHj1aev/997u9NhQKScnJydLDDz983O9IQeH7jiBJyoxyBQUFBQUFhVNz77338tJLL+Fyubo1C8+fP5+77rqLysrKEw5U+65ZtGgRl19+OZs2beo2Tfrb+uzrr7+e0tJSkpOTv9XPVlD4OlB6GBQUFBQUFBSOoaOjo9vPLS0tzJ8/nwkTJhyjLHTDDTeQkZHxlfoEvk6OPvdQKMRzzz2HxWJh+PDh3/r5/OUvf+Huu+9WnAWFHyxKD4OCgoKCgoLCMYwdO5YpU6YwYMAAGhoaePXVV3E6nTzyyCPHrBVFkYKCgu/gLI/PPffcQ0dHB2PHjsXn87Fw4UK2bNnCn/70JwwGw7d+PicS8VBQ+KGglCQpKCgoKCgoHMPvfvc7PvjgA6qrqxEEgeHDh/Poo4+etVz1t8k777zD008/TUlJCV6vlz59+nDnnXdy9913f9enpqDwg0RxGBQUFBS+Yx577DEef/zxbsf69+/PwYMHv6MzUlBQUFBQ+BKlJElBQUHhe8CgQYNYtWqV/LNarZhnBQUFBYXvB8qOpKCgoPA9QK1Wk5SU9F2fhoKCgoKCwjH8IByGcDhMbW0tZrP5rAauKCgo9GwkSaK9vZ2UlBRE8ezF4bxeL36//7Q/82h7pdPp0Ol0x11fXFxMSkoKer2esWPHMm/ePDIyMs76XH8IKLZdQUHhq/Bd2HboHEio1+vP+vN+iPwgehiqq6tJT0//rk9DQUHhB05VVRVpaWln9Vqv10t6tIVmb+C01ptMpmMmlT/66KM89thjx6xdunQpLpeL/v37U1dXx+OPP05NTQ0FBQWYzeazOt8fAoptV1BQ+Dr4Nm07QFJSEuXl5T3KafhBOAwOhwObzUZVVRUWi+W7Ph0FBYUfGE6nk/T0dNra2rBarWf9HlarlbWXjcKkUZ10rSsQYuriHcfYrJNlGLrS1tZGZmYmf//737n99tvP6nx/CCi2XUFB4avwbdt2+NK+OxyOHmW3fhAlSZFUtcVi6VH/cxQUFL5evo6yF7NOhUlzctMpfJEZP1ubZbPZ6NevHyUlJWdzij8YFNuuoKDwdfBt2Xb40r73NHroZSsoKCicHYIgIIineHzFzcvlclFaWqpMhVVQUFD4ljgt2/412PcfKj+IDIOCwlchUnV39L+CIMgPBYXTRRBPHWE60wjUAw88wCWXXEJmZia1tbU8+uijqFQqrrvuurM/UQWFHsDx7HvEpiv2XeFMOB3bHlnXEzmjy543bx6jRo3CbDaTkJDAnDlzOHTo0Clft2DBAnJyctDr9eTl5bFkyZKzPmEFhRMhSRKhUIhAIIDP56OjowOPxyM/Ojo66OjowOv14vV65efdbjcdHR34fD6CwSA/gLYehe+S04hAIZ7ZTUp1dTXXXXcd/fv35+qrryY2NpZt27YRHx//DV3EsSj2XeH7jCRJBINB/H6/bN/dbvdx7XvkvyPPRRRwFPuucFJOJ7twFvb9XOGMMgzr16/nrrvuYtSoUQSDQX73u99xwQUXcODAAaKioo77mi1btnDdddcxb948Zs+ezTvvvMOcOXPYvXs3ubm5X8tFKPRMIg5COByW/40giiKCIKBSqU6YSYhsHOFwWH6PYDAov16j0civV1CIIKoFRPXJfyfE8Jn9zrz77rtf5ZS+FhT7rvB9ImLfI4+uN/qiKCKK4inte+QRDoe7OQsqlUq27woKEU7HtsOZ2/dzha+kktTU1ERCQgLr169n0qRJx11zzTXX4Ha7+fTTT+VjY8aMYejQobz44oun9TmRDvae1pGucCyRKFNkE4HOtHNk84hsJIIgyBtFxJno6lAA8vrIv0A3xyEcDiuOwznC12FDIu+x75YJmLUnj7W0+4MMeWPTD9pmfRv2XbHtCl2J3Nh3DQBFAj8ROx1xDroGjI627133hIjtjjgPwWBQdh5UKhVarfYr6fcrfLd827Ydzg37fjZ8pR4Gh8MBQExMzAnXbN26lfvvv7/bsZkzZ7Jo0aITvsbn8+Hz+eSfnU7nVzlNhR84XY18ZFMQRRGtVtvtRj4UCuHz+QgEAgQCgTNKP6vVarRarSx7qdFoCIVCcvpbpVKh0+kUp0Hhy7T0Kdb80Pkm7Lti2xWOJuIkHJ0BiNh3URSRJEkuNY2UFkWywaeDVquVB21ptVo0Gg3BYJBAIEBHRwcajQaNRqPY9x7O6dj2yLqeyFk7DOFwmHvvvZfx48efNPVcX19PYmJit2OJiYnU19ef8DXz5s3j8ccfP9tTUzgHiGQHAoGAnEmIOAlqtRpBEAiHw/INiM/nk50JtVqNRqNBr9ejVqu7ZR66EolOda2L9Xg8qFQqoqKiMBgM6PV62RHp6OhAr9cr0agezjfR9Px945uy74ptV4Du/WYRu61SqWR7LQgCoVBI7i3z+/2yM6HRaNBqtRiNxm6Zh652uWt2ORAI4Pf7cbvduFwuNBoNUVFR8v4QCTCFw2ElKNTDUZqeT85ZOwx33XUXBQUFbNq06es8HwAeeuihblGryGAOhXOfSDYhEAjIahcajQa1Wo0oioTDYbmxLRKpVKvVGAwGOTMQiUh1zRB0TXFHNpdIRiGy+QDyxuJ0OnG73VitVnQ6HaIoys3SitPQs+kJGYZvyr4rtr1nEwnQBAKdE3WPDgKFQiHcbjder1deo9VqMZlMcmYgUl4UcQS8Xq/sHHQtReqaMYbOvcXr9eJ2u2lra0Or1WK1WuWSJJ/PJ9t3xWnomSgZhpNzVg7D3XffzaeffsqGDRtOOYo7KSmJhoaGbscaGhpISko64WtOdxqqwrlDJJsQSTNHmtIiN+Z+v19Wu4DOTcRisaDX61GpVIRCITweD21tbbJCxtE9C5H3itSyRtBoNFitVqxWq5yyDgaDOBwOWltbiYqKwmw2YzAYZGfFYDAom0oPRRBOI8PwA/7V+Cbtu2LbeyaRSH8kWxzJAkeCO16vF4/Hg9/vB0Cv1xMVFSUHawKBAB6Ph5aWFjweDz6f75hyU5VKJWcWuqLX62X7bjAYMBgM+Hw+HA4Hzc3N8nFBEORAlF6v/3a+GIXvFadj2yPreiJn5DBIksQ999zDRx99xLp168jKyjrla8aOHcvq1au599575WMrV65k7NixZ3yyCuce4XAYv98vbyRHZxMisnjBYBCVSiXfuKtUKgKBAHa7HZfLhcfjkZvYjEYjcXFxcvYgsjF1vcGPfK7P58PtdmO322lubsZgMJCcnIzBYCAmJga32017ezuSJMkOSkdHB36/X7nx6aGcqxkGxb4rfJ0cXXYkCMIx2QSn0ykHdyIR/0iE3+v10tTUhMvl6hYoMhgM2Gw2uS8hknWI2PeI0xApVW1vb6exsZGGhgasViuJiYnodDri4uJwOBy0tbUByFnqiLy2Wq2MqeppKBmGk3NGfxF33XUX77zzDosXL8ZsNst1qhEPHeCmm24iNTWVefPmAfDLX/6SyZMn8/TTT3PxxRfz7rvvsnPnTv7zn/98zZei8EOia8TpRBtJxAnQ6/VYLBa0Wi3hcBiHw4HD4cDj8SAIAlFRUSQmJspp60jKOpJijtzwh8Nh1Go1Op0OvV4vP6xWK0lJSbhcLpqamigrKyM6OpqkpCRMJhOiKOJwOBBFEbPZjFarxe/3yzW3Cj0LQS0gnEJ6Twj98DYUxb4rfB0c7SiIoohOp5N7EwKBgOwECIKAwWDAaDSi0Wjw+/00NzfjcDhkG2symYiNjcVkMsn2NhwOy+VFEclVSZLQaDSyfTcajRiNRqKjowmFQrS1tdHU1ER7ezuJiYlER0djs9lkp6GrkIbP5ztu35vCuc3p2Hb4Ydr3r4Mzutt54YUXAJgyZUq346+//jq33HILAJWVld3+yMaNG8c777zDww8/zO9+9zv69u3LokWLFI3uHkrXjMLxHIVItkAQBIxGI1FRUahUKjweD7W1tTgcDiRJwmQykZqaitlslg283W7H6XTK/QenUkiKiooiJiaGuLg4LBYLFosFs9lMa2srDQ0N+Hw+MjMzMRqN8rlF+iQidbiK3GrP41zNMCj2XeGrcDxHIdLvJQgCfr8fl8slq85ZLBa5FKi9vZ2amhrcbjeiKGKxWEhOTpbnf3g8Hurr62lvb5ezEqfCarUSGxtLfHw8BoOB2NhYbDYbDQ0N1NXV4ff7SUxMxGq1yg5FfHw8Op0Oj8dDIBBQssg9jG8iwzBv3jwWLlzIwYMHMRgMjBs3jr/85S/079//hK954403uPXWW7sd0+l0cqbtu+KMS5JOxbp16445NnfuXObOnXsmH6VwjtG1R+FkjkIkim80GhEEAafTSUtLiyx9Fx8fj81mQ61W43a7OXLkCC0tLbjdbgCMRiNms5mkpCRZ5ahrSVIwGJQVj1pbW6mvr6eqqgqr1UqfPn0wm83ExsZiMBioqKigqqqKjIwMTCYTPp9P3lS0Wq3cbKcM/+lZnKsqSYp9VzhbIgITXR2FiF30+/20t7fj9/tRq9XYbDb0ej3hcJjW1lZaW1sJBAIYDAZSUlKwWq0AtLW1UVNTQ2trKz6fD0EQMJlMxMTEdFOxi+wjEackUmba2tpKRUUFZWVlJCUl0bt3b7RaLSkpKeh0Ourr61GpVPKe0tTUhNPpxGazodFoCAQCcsZaoWfwTagknc1ATACLxcKhQ4e+/Mzvwe+hUk+h8I0SUbPoqnjRVRa1vb0dt9uNIAjdHIW2tjaam5vx+/0YjUbS09Mxm80EAgHq6uqor6/H4/GgVquJjY0lIyODmJgYNBpNt88Ph8NIktRt8rNOp8NisZCYmIgkSbS0tFBeXs6uXbvIysoiIyMDo9FIRkYGR44ckQdYWa1Wmpub6ejokCNjkSyDQs/hXM0wKCicKV0zxscrPWpvb8fn83VzFEKhEE1NTbS2thIKheRMgMFgwO12U1paSmNjI4FAAL1eT3x8PDExMVit1mNsbVdlJEBuarbZbKSmphIKhairq+PIkSM0NzczYMAAYmNjiY2NJRQK0djYKGeyzWYzTqdTLn2KBLiO3lMUzl2+iQzDsmXLuv38xhtvkJCQwK5du044EBM6HYSTiQN9FygOg8I3wtHyqF0H40iShMvlwuVyAWAymYiKikIQBBwOh7xZmM1m0tLSMBgMOBwODhw4QHNzMwDx8fFkZ2cTHR2NKIp0dHRQU1OD3W6nra1N3qgiqhuRic0Wi4X4+HgSEhJITk5GFEXi4uKIiYmhoqKC8vJygsEgvXv3xmQyERcXR1NTk9zwrNVq8Xg8GI1GeVOJyL8q9AwUh0Ghp9M1EHSyjLFKpZJ7YMLhME1NTbS0tCBJEtHR0cTFxaFSqWhububgwYM4HA40Gg2JiYkkJCRgNpsBaG9vp7y8nLa2Nux2O263W25Ohi8HvUVHR5OQkEBSUhKxsbGoVCrS0tJISEjg4MGDFBQUMGjQIOLi4oiPj8ftdlNTU0OfPn0wGo20t7fj8XiwWCyIokgoFFIchh7EmToMRw+ePB0VuNMZiAngcrnIzMwkHA4zfPhw/vSnPzFo0KBTnts3ieIwKHztdE1PRwx5JALk9XpxOp2EQiGMRqPcVBxRsvD5fFgsFjIyMtDpdDQ3N1NUVITT6cRgMNC7d2+SkpJQq9XY7Xb2799PbW0tdrsd6CxJikSXIk3NkWiX3++nra2NsrIyDhw4QHR0NCNGjCAxMRFRFOnduzcajYbS0lKMRiPJycnEx8fjdDppamoiPT0do9FIW1ubrNoUqddVsgw9h3O1JElB4VScSSDIYrFgNBrlLG5zczPhcFjuGxMEgbq6Oqqrq/F6vdhsNgYOHEhcXBzQORSwqKiI2tpaua/NbDZjs9nkXgOdTic7L16vl5aWFgoKCti7dy9paWkMHz5cFqrIzc3lwIEDFBYWMnLkSKKiokhNTaW4uBi73S5nOTo6OjCbzajVanlgnBIQ6hmcaUnS0TNkHn30UR577LETvu50B2L279+f1157jcGDB+NwOPjb3/7GuHHjKCwsPKXU9TeJ4jAofG1IkoTf7ycYDB5TxxoMBnE6nfh8PjkSpNFo6OjokMuLIgZcr9fT3NxMfn6+PDwtNzeX2NhYOjo6OHjwIOXl5bS3t6PT6UhJSWHAgAFy38LpnGdzczO7d+9m1apVZGRkMGbMGDQaDenp6bhcLkpKSrDZbBgMBqKjo2lsbCQYDMrRA5/PJw97C4VCisPQgxCE08gwKDcYCucYJwsE+Xw+nE4nwWBQ7iOLNDPX19cTCASIjo4mPj4eURSpra2lsrKSQCBAQkICgwYNkgUndu7cSWVlJT6fD7PZTHp6OsnJySQkJJxWtD8cDlNZWcmePXv49NNPyc3NJTc3F1EUGTBgALt27aKoqIjhw4ej1Woxm820tbURGxuLXq+XZbwj16YEhHoOp2PbI+sAqqqqsFgs8vFTZRdOdyDm2LFju0lTjxs3jgEDBvDSSy/xxBNPnPL8vikUh0HhKxOJOkXKf7qmp7tGnVQqVbc61khmQKfTkZGRIW8YhYWFuFwubDYbQ4cOxWq10tjYyMaNG6murkYURTIzMxk5ciRJSUndshf19fXdJFdVKhVRUVGkpKTIw3gEQSA+Pp4LLriAiooKduzYwbp165g2bRqiKNK3b185EzFo0CBZWcPpdBITE4NWq8Xn8xEVFSXPi1DoOYgqEFUn31RE5f5C4RyhayBIEIRugaCIBLbX60Wj0RAXF4dGo8Hr9VJXV4fH48FkMpGRkYFWq6W+vp6Kigr8fj9JSUlkZmai0+k4cuQIW7ZskWfh9O7dm169ehEdHd1tH2loaJAlVyMTnaOjo0lMTJQlV0VRpFevXqSlpVFQUMD+/fsJh8MMGTIElUpFTk4Ou3fvpq6ujtTUVGw2G1VVVXIwC5B750BxGHoSp2PbI+sAWV3xdDiTgZhHo9FoGDZsGCUlJWf0uq8bxWFQ+EpEBuREZhx0VZXw+/04HA6CwSBRUVGYTCYEQcBut9PY2IgkSSQlJckD0vbt24fdbsdisciOQnV1Ndu3b5cnco4YMYKsrCy5l+DAgQNUVlbK/QsRIptMV+Li4hg4cCAjRoyQ0+hZWVkYjUZWr15NQUEBgwcPRq1Wk5aWRllZmTzAx2Aw4PF45MbqiLyZ4jD0QE6nzlXpYVA4BwiFQvJU5aPLjzo6OuQa7q59CvX19bS0tKDVamWFuZaWFsrKyvB4PCQmJtKrVy80Gg0lJSUUFRXh8XhISkpi4sSJpKWlIYoidrudnTt3UlNTI0uuRjja7qpUKpKTkxk+fDj9+/dHEATUajVDhw5FrVazb98+EhMTSUpKwmKxEBsbS0NDA6mpqbJSjdvtRqfTyb1pEeUlxb73IE6zh+FM7PvZDMQ8mlAoRH5+PhdddNEZv/brRHEYFM6KrlmFo6NOEfUjj8dzTNSptraWjo4ObDabrFJUXFxMbW0tBoOBQYMGERsbS21tLVu2bMFut5OQkMCUKVNISUnB7/dz4MABioqKqK6uRpIkEhIS6NWrF+PHjyc6OrrboClJknA4HNTU1HDkyBE2bdrErl27mDFjBv369QMgMTGR3NxcCgoKSElJIS4ujoSEBEpLS2lqaiI5ORmj0ShvjiqVSh4WpGwoPQ+lh0HhXOd45aWRTG4wGJSj/AaDQW4Qdjqd1NXVEQqFSEhIkEtI9+/fj91uJzo6mgEDBmA0GikuLqawsFCedTNw4ECio6NxOp1s3bqVQ4cO0dzcjFqtJjk5mby8PJKTk7HZbFgsFrl3IRQK0dzcTE1NDaWlpXz88cckJiZy8cUXy70QAwcOpL6+ni1btjB79my0Wi0JCQkUFRXJind6vV6e7aBWqwmFQsDxA08K5y7fhKzq2QzE/MMf/sCYMWPo06cPbW1tPPXUUxw5coQf//jHZ3xNXyeKw6Bwxpwsq+Dz+XA4HITD4W5Nb42NjTQ3N6PRaOjVqxdGo5H6+nrKysoIh8NkZ2eTmppKS0sLK1eupLm5mYSEBGbMmEFCQgKNjY0sW7aMgwcPEgwGychIZsaMGfTt2/ekWsaCIBAdHU10dDS5ubmMHz+etWvXsmjRImbNmkVeXh4Aubm5VFZWUlhYyOTJk9HpdJhMJhwOB8nJyeh0OrnRr6tjpNSq9zwUlSSFc5lIIEiSpGPKSz0eD+3t7YiiSExMDDqdjmAwSE1NjSxJmpycjEqlory8nOrqanQ6Hbm5ubIS3b59++jo6CArK4u8vDyioqIoKytj9erVlJeXo1aL9M3OZsKECfTq1UsuEzqaSBYhKSmJpKQkRowYQVVVFStXrmT+/PnceOONcs/EuHHjWLx4MWVlZeTk5BAbGwt0KtYYDAZ0Op1cUhsRs4h8huIw9By+CVnVsxmIabfbueOOO6ivr5fFWbZs2cLAgQNP+3O/CRSHQeG0OVlWQZIknE4nHo8HrVZLTEwMarValjv1+XzEx8cTFxeH1+tl3759tLW1kZCQQHZ2NoFAgM2bN1NZWUl0dDTnn38+iYmJVFVV8f7771NRUYHZbGb48HRiYuZjNAZJT38RjaZTtaihoYHm5mY5MqTT6cg2NhLr2o7Q9xqI63QMbDYbc+bMYfny5axYsYK4uDhZXrVv377s3r0bn88nOwwRxY9IfWykjjdyzV2/G8V56BkoDoPCuUjXrMLRTc2RSciR2n6z2YwoijgcDurq6gBIS0vDYrFgt9s5fPiwnD1IT0+npaWF5cuX09raSnp6OkOHDiUqKooDBw7w+eef09LSQlJSEheMMDNA/AytsQD6XkIoDI2NjTQ0NHQrOTWbzcQVbUTbVk/stfeijkkAOlVrbrzxRt555x0++ugjbrrpJvR6PUajkdTUVMrLy8nJyUGtVqPX67vZd4/HA3R3EhSHoWfxTTgMZzMQ85lnnuGZZ5457c/4tlAcBoXT4mRZhUAgIEuNRrIK0Gnom5qa0Ov19O7dG71eT1VVFeXl5eh0OgYPHozVaqWoqIiCggK0Wi1jx44lKyuLqqoq3n33Xaqrq0lISGD27Nnk5OTgcq3iyJEgBw6Y2LBhEaWlDXJta6QJDjpv7CVJIkYfYHivN7ngtnmywoYgCEyfPp36+nrWrVvHddddB0Bqaio7d+6kqamJtLQ0jEYjTU1NAN2a/CKbqLKR9EyUkiSFc42uvQpdswoAHR0dOBwOBEE4blbBYrGQnJyMJEkcPHiQhoYGbDYbgwcPRhAEtm/fTnl5OTExMcyYMYO4uDgKCwvZsmULDoeDPn36MHPmTFJTUxEOP0NDiZqi8jCHdv+H0rJyOdqvUqlk2xs5Fh/2MPaD+Uy54375fLVaLXPmzOH1119n586dTJgwAei079u2bSMQCKDRaDAajXIZUqTMFBQnoSfzTZQknUsoDoPCKQkGg/h8vuNmFdxuN+3t7ajVarlXwe/3U11dTUdHhzwgp6Ojgz179uB0OklLSyMrK4umpiY+++wzXC4XOTk55OXl0dbWxoIFC6ioqCAxMZErr7yS3r17EwgE2LLlHXbs2E5VVWfvQXp6kHHjxpGRkUFiYiKxsbHdFJNKVv+LgwcPsrZYS/7TT3PDDTfIuslqtZqxY8eyePFi6uvrSUpKIioqCrVajcPhIC0tTa5lPXrzOF70Scku9ByUDIPCuULXAWxH9yqEw2GcTicdHR3o9XqsViuiKOJyuaipqSEcDpOWlobVaqWlpYVDhw4RCoXo378/iYmJlJSUsHfvXgRBYPTo0fTu3VvuM2htbaVfv35ceeWVxMXF4XQ6Wbfgb+w8UE2toxcatYrsPiKzZs0iNTWVxMRELBaLbGftTQ3s+OfjHHaF+biomrLXXuPqq6+WB73ZbDby8vLYs2cPo0ePRqPREB0dDXSWIcXFxclzFgC5wTnynRwvi6xw7vNNZBjOJRSHQeGEHJ2i1ul0siENhUI4HA5ZXjSiu93W1kZdXR0qlYqsrCwMBgM1NTWUlZWh0+kYNmwYBoOBnTt3UlJSQnx8PJMmTUKr1bJ27Vr27dsnlw317duX9vZ2li5dyubNm/B4OkhJ8TF1ajtTp/4Lk8l0wnPX6/XkXvwAuRdJjK+v5+233+Zf//oXv/jFL0hNTQWgb9++WCwW8vPzSUpKQhAELBYL7e3tAN16FY7+XgCl4bmHIqoERPWpZFV75oai8MOha9a4qwISdEbw7XY74XC4W3NmRAEpMjNHFEUOHTpEXV0dMTEx9OvXD7/fz6pVq2hqaiI7O5uhQ4fS3t7OggULOHLkCJmZmcyePZukpCRqamp455132L1rFwJBBiV4uHBEOjkXPnTSmQvR8Ylc8MS/mSFJFBQU8P777/Ovf/2L++67T5bPHjFiBLt376a0tJScnJxuU6MjE6YjWYWTlZcqwaCew+nY9si6nojiMCgcl6NT1F2Nt9/vl+tJo6Oj0ev1hMNhamtraWtrw2q1kpycTDAYJD8/n9bWVlJSUsjOzqaxsZE1a9bg9/sZNWoUffr0IT8/n/Xr1yNJElOmTGH48OG0t7ezcOFCtm7dilqtZvBgPTk5+VitAWy2a07qLHRDEEhOTuYXv/gFzz77LB988AG/+MUvEAQBURRJS0uTVQugu0JGxBkQRVE+1rUhThTFbj0NCj0DJcOg8EPnZFljj8eD0+mUs8aRSHwkaxzJ5ra3t1NUVITP56Nv374kJydz6NAh9u3bh8FgYNq0acTExLB582Z27tyJzWbjiiuuIDs7m+rqal5++WUOHDiAzWZjZrqfsSnVRFkEhJF3wmkMaIPOm/m8vDwSExN5+umnWb16NRdffDHQuTeZzWYaGhrkvgWgm33v2qPRNUDUtey0azOqwrmNkmE4OYrDoNCNro3NR6eou5YgabVabDYbKpUKr9dLdXU1fr9fHoTT2tpKUVERAHl5eVitVnbt2kVxcTFJSUmMGTOGjo4O/ve//1FTU0Nubi5TpkxBkiQ+/vhjtmzZglarZebMmUyYMIFAYB1NTdsIhRIoLu7H0qVvUVVVRVVVFaFQCI1Gg16vZ9SoUUybNk2W1Iug1Wq59NJLeemllyguLpYlVRMSEjh8+LAcVeqq7x2RFBQEgWAwCHQ6FF6vV05hK83OPQ+lh0Hhh8rJssbhcBiHw4HX68VoNMolQE6nk5qamm5Z40gvmslkIi8vj3A4zJo1a2hoaKB///4MHTqUiooKPvroIzo6Opg4cSKjRo2iubmZ1157jYKCAhISErjxxhsZOnQo4Q3/QCqrodE4hsL9bZSXv0plZSX19fUIgoBGo8FqtTJp0iQmTpwoZzwiJCQkMGnSJDZs2MC0adPkLEN8fLzch3b0XIXIdxD5764ORVcHSrHvPQelh+HkKA6DgowkSfh8PkKh0DGNzeFwmLa2tmNKkBwOB7W1tWg0GrKzs9FoNJSVlclqRwMGDMDlcrF06VLcbjcjR46kT58+7Nixg82bN2OxWLj22mtJTU1l8+bNLF++nFAoxPTp05k8eTJ6vR5Ph4cVWzwc2DGKw4fKCQafIz4+noyMDCZOnIher5ezHsuWLWPRokVoTclMmX4Jt14zVb6+/v37Y7VaOXTokOww6PV62RmAzlR8RKY1opYEnVmVSMo+8v1EvjMlAtWzUDIMCj9EupYgHd3YHAwGsdvthEIhbDYbBoMBSZLkEiSz2Uxqaqo8QCqidpSVlUVlZSWff/45Go2GadOmYbVaWb58OYWFhWRlZTFjxgw0Gg2LFy9m8+bN2Gw2rr/+ekaMGNE5oK2pnvW1RrYfzKJ85W4EYQ9paWmkp6eTl5eHIAgEAgGqq6t5/fXXeeftt5g9MoYrr7sNIW6wfH3nnXceq1atory8nAEDBgBgMBhwOBzyNUYG0EGnfY+UKfn9flm+NRKAkiRJcRh6GEqG4eQoDoMC0LmZeL1eJEmSp11G6FrPGilBkiSJuro6WltbsVqtpKSkEAgE2LdvHw6Hg969e5OWlsbhw4fZs2cPVquVWbNmEQwGeWP+m7Q2tTBq1CjGjx9PUdE7/Pe/u2htVTF69BguuugiecDJZ599xroN6wj4AhjTorju+usYOWIkiYmJULcV6rdA78vB2huAm2++mfsf/gdNVftY8O7rXDJjJHExnZuCIAj07t2bsrIy+dq6OkSRbEkkOhUZ6gOdm0tkQ4lEoyRJkl+n0HNQMgwKPzS6liAZDIZuQQ6v10tbWxsqlUouQQoGg1RVVcmTmWNjY3E6nRQWFiJJkpw1/vzzzyktLSUzM5PzzjuPqqoKPvzgfYIhiYsuuoiBA3LYseIJPl7vIISWiy++mEmTJqFSqThw4ABLly5l966dqESJkX1iuPjuu2XJVfsn/yXQXEbc1T9FZbIC0NzczPKX7+ODzfUEvc9w7a9fl68jLi4Os9lMWVmZ7DB0Fabwer0A8v7V0dFBQkKCHCgzm83yMLiIfQeUgFAPQskwnBzFYVD4SptJUlISMTExOBwOCgsLEQRBbmzeuHEj1dXVcoq6oKCAVatX4dcEYIjIyFEjWbhwIdu27SUx0c/118PIkddQXr6N115bw9at+wmERNJGpGEa7OH8jCayov5LlDkZSIS9z0LYDz4HHXHXUv/Gs5iGjGbWrJn86cUaeumaOHhgnyyrB50p6q4Og8/nk+X6QqEQHo9HzjC43W65tMnr9WKxWGRVkcimA8qG0tPoqqhysjUKCt81XVWQji5BkiQJl8uFy+XqpoLU0dFBZWUlgDxks7a2lpKSEsxmMwMHDsTn88lZ4zFjxpCens769evZs2cPvROamDk+lg5rAv9+/llKy52M7NPGpTOHY+o9mfxNn/Lhii0cKjlCRgzcfJ6GcQkejGIbtLyPIAzEV1FNy8JXAdDEJ6OJicW5/mNsF93I9ZeORxNYweI9AtObm2UbLQgCCQkJ3eY1+Hw+OaMQmbkQFRUlZ9KNRiOBQIBwOIxer5f70zQaTbceNoWewenY9si6nojiMPRgTlbPerLNpKqqCkmS5M2kpqaGkpISbDYbAwcOlEuQ/H4/kydPJjY2lk8++YTi4mLMvSzUx1VAs8RTf30Kv9/PRRf1pk+fbajVV/Hii39j/fodWCwSIX0Uu0tiuGVyPQMTGjvPKwybSv9JguZRhscNgcYdED+M1k/fw1tyAG/JAQY9M4YJ90TR/KmLDxZ+wLhx42SjH3F4IkR0xCO1upIkYbPZ8Pv9eL1ezGazvOEajUb5tVqtVtlQeihKSZLCDwFJkvB6vcctQepaYmo2m4mKipJV7mpra9Hr9aSnpyOKojxbITU1lezsbI4cOcL27dsxmUzMmjULv9/P/PnzcTgcTB9SzZDUQjbsH8CSbU9hs9n4+ZVR9E1ooTw4hGcfvp/CsgayY+DX5/sZlhYm3BKEICAGwFlLaMUf0Ey8B3V0PMH2NvR982j6z6OE3U7sH7+OMHU648MdLBe1LF70Ebf/+A75mlUq1TH2PTExEYC2tjZEUcRkMtHS0gJ0DoCLzGIwGAxyFiLS6H26N5AK5wZKSdLJURyGHsrJNhNJkmhra8Pr9WIymTCZTHK/Qk1NzXE3k7S0NHr37k1FRQXbt2/HZrMxbdo0nE4nb775Jn6/n8svv5zopBjeeO8NagqrScnpzTXXdCoeffihj88+exe1WsWsWV5Gj/ZxuHImmk/8ZEVX4nZLlJaGaKgXqapuYdO+3zA4byxP/vpFLDGJWCbE49r/OVGDz6NV1amCEZVnpn5JPXV1dbKUajgc7rYBtLa2YrPZAGhpaUEQBGw2m1z3arFY5AmgBoNB1u3WaDRyNErZUHoWovo0ZFVPQ5pPQeGbomuJaVcVJOjer9C1xDTSr2Cz2UhOTsbv97N//37cbjcDBgwgPj6e3bt3c+jQIbKyshg1ahRFRUWsWrWK6OhobrrpJvBV8K//LeRIbQeTJo3noosuoqOjgxdeeIQNe/9NcoyeX08IMTxVQMiaRNjrRGrcS4MrRHFzkOoGH43OZtL2/YyBl/+MPsNmYDBbME++DOeaD7FMnE3YVYdOhLE2P5/v2NHNYehq38PhMHa7nZycHAD52iITqnU6HTqdjpaWFnkPjAx1izRHK8GgnsXp2PbIup6I4jD0QE62mYRCIex2O8FgsFvzW2Rqs8ViITU1lUAgQH5+Pu3t7eTk5JCQkCBvJtnZ2YwcOZK9e/eybt06kpKSuPTSS2lra+Olf76I0+nk6quvZsyYMRw4cIBXX32V+vpaxo71MXWqn6S0X5PfvBdtTCKjml7irz9vpdQnIUkgALEmD2p/K7vWL+DC9QvwiglMmnElf/r1n2l6/1XS9pdxde5VuONdvLTkRZqbm2WHoa2tTXYQIn0Yw4YNA6ChoYHo6Gg0Gg12ux29Xo/BYKC1tRWdTodGo5EVoiLNzyqVSnEYehiCcBo9DMqvhMJ3RKTE9GiVO/hSElsQBGJjY9FoNIRCIWpqamhvbz+mXyFSYqrRaFi9ejXNzc2MGjWKXr16sWLFCgoLCxk8eDDTpk1j7969fPjhh0RFRXHXXbeTlZXFmjVr+N///ocQdHHrhADTRmchGoYRbi6noDKaRS8vZr8rQJ2vM1urAmxqcB7xE1jxNFr1M/z0fBPX3nY/+qQ78RZsxDhpLkZbIll1Xla9/0m3huXI0E3odBD8fr88hbqhoYHMzEwA7Ha7PMjN5XJhMpnkXoaoqCi5Py3yvgo9g9Ox7ZF1PRHFYehhnKxfIRAI0NraCiBvJpH5Cg6Hg4SEBOLi4nC73eTn5yNJEsOGDUOn07FmzRoaGxvlzWTp0qUUFRUxcuRIJkyYwNq177FixR5SU9O4/Y7b0eq1/Oc//2Ht2rX07ZvEQw+Nx2YrxyH04ZX1O9i8ZBOtBQvQAoP08KMxyWRd5uU8t4bosIBPFaKqVcWbW42s3HWE9SsW0CjuoOPAbjyH9zNq/lqCsUFe4kXa2trka2xpaSEmJgbozC50dHSQkpIiR9iysrKQJInW1laio6Pl0qxI/4Lf71c2lB6OUpKk8H3kZP0K0Cni0NbWhlarJTo6GlEUCQQCVFZW4vf7ycjIkOcWHDx4ELPZTG5uLi6Xi1WrVhEOh5k2bRparZZ33nkHu93OxRdfTO9eGbz36r/YdaiSkSNHcuWc2djb2nj88cc5dOgQU0b24fqpKZilCgKqbFZ9/DEf7qimoCGAVQVDDAI3j0wl1+LGf9iJIAkIBpE6nZXPfS6eW+HEaJnPaHsLhEMgisTcOo+4ffuAT3A4HMTHx8vBrogjUFNTgyAIJCUlyROrk5KS8Hq9uN1uMjIy8Pl8BAIBTCYTgUBAFv1Qyk17JkpJ0slRHIYeRCAQwO/3H3cz6drcHBMTI9eCVlVV0dHRQVpaGlarlZaWFg4cOIDBYCAvLw+v18uyZcsIBAJMnz6922Zy6aWXkpGRweuvP8vBg3UMG9bCnMt/zF+X/Zvy5aXghxt+NJ2cfh8gigfZVDiWD/73EXXFbvRxBs6/IporNW70bRL5k/T0SXVjD4WgWU20XUMfKzxxoYe9R1Jpaa5iU3gEI9RqrOMvQBAE3G43gNzEHA6HqaysZPr06QCUlZWhUqlIS0ujqakJr9dLWloaLpeLjo4O+vTpQ0dHB8FgEIvFgt/vl7MyXQe5KfQsFIdB4ftG1360o6c2d+1HMxgMWK1WBEGQm5sFQSArKwudTkdFRQUVFRUkJibSv39/ampq2Lx5M1arlcmTJ9PY2Mi7776LXq/nhhtuIBQK8exfnqTN3cG1vdyMvGgMK1/5Ce98DtFWE4/eMp4BwbWEag6wtMjGm+u2UuUIMSxZy2NTLPTz+FGrRUyJHlRqNcE8K65aL353kHS/k3RRwDVIx6vLyhl94/lQsgt93mSAY+x7TU0NwWCQjIwMoNO+p6amotVqOXz4MGq1mqSkJGpra+UMSyTbYjKZcLvd8syHrsM5FXoOisNwchSHoQfQdTM5er4CgMfjkWs6IzWefr+fI0eOEAqFujU3FxcXExsby4ABA2hqamLjxo0YjUamTZuG3W7nvffeQ6fTceONN9Lh7eBvT/+NDo+Liy+uIj3dxT/+/S4lew6jS9ETPTUWW66J5lqJ+fM72Lt3OdkJKh671symwQMZRg3m9M4b84ZGE4EOB6IuiDM6hNmpRhWCYFjk5jFqnvpUz5LSGm58a518XRG1jEgJUl1dHT6fj169egFQWlpKRkYGWq2WqqoqDAYD8fHxlJeXo1ariY6OprGxEbVajdFoxOl0olKplIa4no74xeNUaxQUvgW69qMdLYktSRIOh4OOjo5u/Wgul4uqqiq0Wi0ZGRmoVCoOHTpEfX09vXr1IiMjg6KiIvbu3UtGRgZjxoxh//79rFmzhl69ejF79myKCvbx3oKFRBtEfpFdh1ar4S9/fpL9RwQuyAly/WA7+nQTu9f5eHp5O+XN9QzRw11D9QzrG4XOokaSDISCEl67HykcQq0VMcZpCXi+CMjo1FyfLrK2yMdGIYW5f/iDfG12ux2dTidLX5eXl8sBoEAgwJEjRxg3bhwAlZWVpKamolKpaGpqIiYmBrVajdPpxGw2I4qiLKmtlJv2YE7HtkfW9UAUh+Ecp+swNq1WK0vMRZ6LRJ66TvaMRJ5EUSQrKwutVisPY0tNTaVPnz6UlZWxfft2kpKSmDhxIkVFRaxYsYK0tDQuu+wyCgoLeOfdd8AkMPfWq0jRtvOf/yynrLyYUVPD5Izxsq5ZYPPHFSz5wI3BJPLza2K5PluFKAhI5gZSjeBwqbCaQtzWUYexVUNrNNgTg5T08nJwdTQXxbi5JNPJZ71j8Afaafn4bYwDhmDom0tpaSmiKMo1rQcOHECr1ZKZmSlvmBdccAHhcJiKigrZkaivryc+Pl5u9LZYLEBnFiayOSkbSg9GkDofp1qjoPANc7J+tK5KSFarFaPRCHT2cdXU1GAymUhPTyccDpOfn09bW5vc3Lxjxw5KSkrIzc1l0KBBrFmzhr179zJy5EgmTZrEkkX/Y+3m3YxI6+CqW37NoZ3beOHDdYT97Tw0McTg1DB2r5a/vFXA8vV2BsWreTRDRQYSKneQsKAmEFQjBXyE/WEcRzxIYYhK0KI2qonOjsLnDhB0hzHVh8lMsnGksgHvtvfRDpyKaImntLSU9PR02QYfOHCA7Oxs1Go1Bw8eJBAI0LdvX+x2O3a7nby8PDweD06nkwEDBuD1evF6vcTHxxMIBAgGg5jNZsLhsOx8KfQwTse2R9b1QBSH4RzmdCNPXWX1IjfSOp2OjIyMbkpIkWFs+fn55Ofn06dPH0aOHMmmTZvYvn07Q4YM4fzzz2f58uWsXr0aIU1EGKbm4OE1/OeDAkwmAxfenMDEvocoKwuR/+9G2pt8XDxTw2wrYAgQVqnwa0NkW1oRRNB/4d/ofJ0uvf6Lf7cUWBnkh9KPW0GCgakq1u2FxndeQNDq6PfKEg4fPkxmZqY8iK2goICcnBw0Gg379u1DFEU57e71eunduzetra1yo5zL5ZKbv/1+P+FwGIPBQDgcRpKkbt+nQg9C+OJxqjUKCt8goVAIr9d73H60ruIVMTEx6HQ6JEmiubmZxsZGbDYbKSkp+P1+8vPz6ejoYPDgwZhMJtavX09dXR1jxowhLS2NhQsXUllZyYUXXkjfvn159dVXOXzoEHMGNjOhl4NF/3uJDzZVkts3g5/3dWAzSKzM9/H0mgZEqnjgPBPnqcOE/GF8ziBR8TpUYohgexBRA+GghBT+4rwDEhoB1DYJb5uASit29hV4nLQVbsar2UGgfA+ma//E4cOHGT16NNDZn1FSUsKcOXOATuchOTmZmJgYdu3ahV6vJzU1Vc4ex8XF0dTUhEqlwmQy4XK5EAQBnU4ny7Iq5aY9kNOx7ZF1PRDljuccJRJ5Ao6JPEmShN1uPybyFJFNjYqKkqPyBQUF2O12OfIUmew5dOhQ+vXrx5IlSygqKmLq1Knk5eUxf/58CgoKuPTSS1Fna1mzZDUr1hUwYICfq65qIxQ1m89eK+D9NR2Yko3MviuLOauPgEsCXARnawjp4cB7dioqfTT3gbzJJgIZKhKDIg5LgLYdAmqiyDU3UPmFo+/yhtFpvpjoKeoIht3s3r2VsWOz5YbmyspKpkyZgiRJ7Nu3jz59+qDX6ykuLiYmJobo6Gjy8/OJiorCbDbLjpNer5f7OyLSe6DUt/ZYVFLn41RrzpI///nPPPTQQ/zyl7/k2WefPev3UTh3OVoJqWumMxgM0traiiRJsnhFRCWopaWF+Ph44uPj8Xq97Nu3j3A4zLBhw1Cr1axevRqHw8HUqVMxmUy88847OJ1O5s6dS1RUFM8++ywul4uf3HE7aYFNPP1hIXsOVXLVwDBzRgdpaEzmD2/tYXtTkKlZOn46UI/ngIv2sAQSqLQitTUetpc5qXD5kKwapvS1khKnIRwArUmFvz2I19G5PlIr7g6CTvxiUKZGoHzvdpqbm+kX3ZkF2LVrFwCDBw+mvb2d0tJSpk+fTjAYpKysjOzsL/eBxMREeeZE134Og8GAIAjyXCIle9wDOR3bHlnXA1EchnOQUCiEz+cDOEZWL6JN7ff7ZQ1u6FQMqqurw2q1kpKSQigUoqCggPb2dvLy8rBYLGzcuJGamhrGjh1LSkoKH3zwAbW1tVx22WUkJSXx/PPP09jYyO23d0rq/etf/+LgniJypyYye1IZu+uiWfPyfyip6uDW8VGkXxBLSmMTuCTCksS+di/PL3CydK8dX6jzDzLqoMBri5qxRamY2svEz/pHY2yEkWI76stjSJlgxm4OUL3BhyU1lvvLk6gO6nl2yyu4XAGys3fg91ewdeseTCYTeXl5VFZW0tLSwowZM3A4HNTV1TF27Fg6OjpoaWmhX79+BAIB2tvbZUm+yBA3QO4FUTaUHso3WJK0Y8cOXnrpJQYPHnxWr1c49zmZeEVE6S7S1KtWq5EkiZqaGhwOB0lJScTGxuJyudi/fz8qlYphw4YRCoVYsWIFgUCAGTNmEAqFeOuttxAEgRtuuIH29naeffZZjEYj9957L36/n/97qoj2dhcPnBdmeFqYHcVOHl9QRDAscXeKyKxhBty1PpDAH5bY2ORmRZOLPXYvEqASQCMKPLOljgyzlhv7R3NJLxtIgABqQ2eQKwTUuMNclmXClB1GZatl0/uvohcl0na9i3TxXLZu3cqgQYOwWq1s3LgRtVrNwIEDKS8vJxAI0K9fP5qamggEAqSmpuJ0OgmFQsTExODz+bplj5VypB6MUpJ0UhSH4RwjkqY+XuQpHA7T2tpKMBgkNjZWlgRtbm6moaGBmJgYkpKSCAQC7N+/H6/Xy9ChQzEYDKxdu5aWlhb0/QxsdmzFv86L2+XmmmuuQaPR8I9//INwOMwvfvELNBoNv//972lpaeE3v/kN1eZa/rF8IaUfFGPThvn3TdEMTNOA14ek1/GWtoVXdrVQ4QiQlajjhj7RDNfrSDdoMKgEDrn8rHW6WVjoYIygZ7jNgAAsibUh2PTkpB+h7M0Q4yePZmNxG73S4zhQ6MNmC5OZaSbo1bJjxw4mTJiAWq3m888/Jz4+nvT0dLZv345eryczM5OysjLUajWJiYk0NTUhiiJWq7Xb4DalHEnhm3IYXC4XN9xwAy+//DJ//OMfz/LkFM5lIs7C8cQrAoEALS0t3ZTuwuEw1dXVtLe3k5qais1mw+l0sn//fvR6PYMHD6ajo4PVq1ejEgUu6FuKo6yVDzd7sFqtXHnllZSXlzN//nwyMzO59dZbKSsr45lnniEmJoYnn/wTti1P8fLqfN7cU8tAk8AdiSrijCL1O534pTBLWjy8VdaKwx9msE3PrwbGMdCsJ9WgARXsae1gYbWTv+5u4IIsG3pRQJI6/37UJhWH6wIEJRg0Zixq1Rak+BHsbNlDrtGPIXMApYeLqK2t5ZJLLsHv97N3717y8vLQaDQcPHiQ1NRUoqKiKCoqIiYmBoPBQH19PVFRUeh0OlpbW1Gr1d3UkZRypB7KN+gwPP/88zz11FPU19czZMgQnnvuOc4777wTrl+wYAGPPPIIFRUV9O3bl7/85S9cdNFFZ/y5XydKTcU5RDAYPKGzEAqFaGlpIRQKyc5CZCBbQ0MDcXFxJCUl4fP52Lt3L36/n6FDh6LValm1ahVtbW30Py+H7S07qN5QSbu7neuvv55AIMA///lP9Ho99957L263m4cffhi/389vfzuL6OhXKPtsM4feOoBBZ+XtO2LITdFwuEFiV4GDK/5+iIfX1JMQp+W//9eHt1/pw3UJFvqbdRjVIoIgkGPVcc/0BGwakX2OzjIrwuAvFonJ+An/fnMkPi/ceuM15C9/gkUv/pydO0uYPn0OmcEr+Pzt3xHwe5kwYQL19fWUl5czevRoPB4P5eXlDBgwgFAoRF1dnVyKFdHzFkURj8cjl3UFg0EEQVDKkXoy4mk+AKfT2e0Ryfwdj7vuuouLL75Ylv1VUIgQUbrz+/1oNJpjnAW/309LSwtqtZrY2FjZWaiqqsLlcpGRkYHNZsNut7Nv3z6MRiNDhw6lvb2dFStWoNPpuCDXTWPlft5f10xCrJnrrruOffv28cYbb5CXl8fPfvYztm7dyrx58+jbty+PXJyNZsPfeWiNh//udXN9rp5fp6qIVgtIwOpGF7fsrOHFQ81MSTHz/qwsXr88m0sybGRH69HpRHQqkTHxUfxyaALBMOQ3dyCoBNQGFaI1gehr7me/KQGb1czAC38F0/9HoTiVRqeHWT/7DdGDtKz98B8kx5ro378/+/btw+fzMWrUKKqqqnA6neTm5tLa2irPXvB4PHR0dBAbGyuXdkWkWZXscQ/ndG37GW7/7733Hvfffz+PPvoou3fvZsiQIcycOZPGxsbjrt+yZQvXXXcdt99+O3v27GHOnDnMmTOHgoKCs760rwPlruccIWL4VCrVCZ2FcDh8TE1rU1MTCQkJJCYm4vV62bt3L6FQiKFDh6JSqVi5ciUej4fp06cTa4ghpsgKgsCsqy6ioaGBF154geTkZO655x6Ki4t54oknSEhK4IknniAQWMC8eft57721DD0vjaE/SiNkFanY7+bFF4q58rnDeEIh/jokiSeT48mpUZHQrENM+fLX0hCnxvRLEwtiepNj1nGo/csbrhF7ymktO0C8UU9aWhq9e/fGaNCxceMGAoEA559/IaGGvayvtDAiqTNitnXrVmw2Gzk5ORQWFqJWq+nbty9VVVUApKamYrfb5frfiMJUZFibsqEoyFGoUz2A9PR0rFar/Jg3b95x3/Ldd99l9+7dJ3xeoecScRYCgcBxnQWfz0dLSwsajYaYmBhEUSQUCnHkyBE8Ho88kK21tZX8/HwsFgtDhgyhtbWVVatWYbFYmD59OhXOBD4qyqVXbAdXXXUVa9as4cMPP2TixInccMMNLFiwgFdeeYXpUyfxwE9voG7nEn766lYOHDjAXy+1cnW6FpVapM4V4IEttfz5cDODYvS8PjaN+/rFkRAWCbiDIHRek6ACQQXGRC39UqKI0ogUtXYgagVUGhHB24yk1rK+xM/ESVM6o/5qA8uXLyclJYWBw0ZSd6SIA01GpvTr3AM///xzBg4ciNlsJj8/n6SkJGJiYqioqMBisWC1Wmlubkan02EymfB4PHLTuJI9Vjht236GGYa///3v3HHHHdx6660MHDiQF198EaPRyGuvvXbc9f/4xz+48MIL+fWvf82AAQN44oknGD58OP/617++jqs8a5S/jHOAk6WpIw1wQLea1vr6elpbW+WaVo/Hw759+xAEQa5pXbVqFcFgkBkzZuDxeFj8wWISrAlcNfcqig8X8/bbbzNo0CB+9KMfsXbtWl5//XXSBqbRMc7P2/v+x9rn3LS1hXjwwXiG5Djxlbey5tN25q1soKU9xB1Z0dw8IQ5PeWcamDA4mn2Ea8Ly+QtqiK/QcJO+jq1asIW+TBUH2kJUrFjKyl213HbbrQiCgN/v5+OPP2bChAnExMSw3jWcdv9mpl80m7q6OoqLi7noootwu92UlJQwZMgQucY3LS0NlUpFc3MzNpsNjUaDw+GQN+lIulrZUHo4Z6CSVFVVJcvyAsetja6qquKXv/wlK1eulHuKFBSg+wydo2WxodNZaG1tRafTER0dLc8QqKysxOv1kpmZidFopLm5mcLCQmJiYhg0aBCNjY2sW7eOuLg4Jk+ezMGDB1m2eh8DBgziwpkXsvjjj9m0aROzZ89m0qRJvPTSS2zYsIGrB0Yx07eUbcsDPP5ZG0kmFX+eZiZJL9Du7GBZYzvP7m3EpBL509AkRkcbUGm+DAAFfCGkL/rTpCCo9CKSHwKE8AbDxJi1aHQqhC/KknZ8+Cdqa9v5/e9/D0BFRQU7duzgZz/7GYJKzbKG4cSamhhxwS3s2rOHjo4Oxo4dy5EjR3A4HIwZM4bW1lba29sZPHgwXq8Xl8tFWloakiTh8XhkhcBAIKBkj3s6Z6iS5HQ6ux3W6XTH2Hi/38+uXbt46KGH5GOiKDJ9+nS2bt163LffunUr999/f7djM2fOZNGiRadxct8cyl/GD5xTOQstLS0A8qCars5CcnKy7Czs3bsXURQZNmwYwWCQVatWEQ6HmTFjBi6Xi3fffRebzca1115LQX4Bb731FiNHjuSmm25i8eLFvPbaa8ycOZPEC1Nw1bp4/4l3CYeNvPbau4xJjCLjsJ53/9zAvR/UEK1S8epDvbj+wQQE/xcnK4DQR6T1E3e36/M0Bqlc0oZzlZPqVj+Jui9v1gURPj/kIhwOMXv2bABWrlyJ0+nk0ulTqfvkXVZt3MPIUecRN/ACNmzYQGxsLAMHDiQ/Px+dTkf//v3laafp6em0trYSCoWIi4uTo3omkwlJkggEAqhUKmVD6ekIEoineHwRgbJYLN0ex3MYdu3aRWNjI8OHD0etVqNWq1m/fj3//Oc/UavV8lRxhZ5FZIZOMBhEp9Md4yx4vd7jOgtHjhzp5iw0NTVRWFhIbGwsgwYNoqGhgXXr1pGQkMCUKVMoKChg6dKlDB48mFmzLmLBBx+wefNm5s6dy4QJE/j73//O5s2buftndzAzppnPSjp46F/vMmzESF56awG6+g5KdrTy4NJK5u1qYFqamXdn92ZKbwtIEAqECQXCiFoIdXSPzAoiCGqBho4gIQlSzJouzwks3u8jq1c6eXl5QGddd1JSEhOHpnBk5zvkl9RzwSVXE9Cnsn37dlmgY//+/aSlpREbG0t5eTlWq5Xo6GiamprQarVYLBY8Hg+SJGE0GgmHw4RCoW4TshV6IKdj27vY99PJIDc3NxMKhUhMTOx2PDExkfr6+uOeRkTN63TXf1soodIfMKeTWYioZahUqmOchZiYGNlZUKvVDBkyhGAwyOrVqwGYMWMGbW1tLFiwgISEBK688kq2b9/ORx99xIQJE5gzZw7vvPMOn332Gddccw1z5szhoxWLWPzKQkLqKHY3pPLv1a9yk6WdX71UxvoSB9ekWbn50ljU+8IENvoIRJIJErSt6Dj2IsMgheCIJ0CTP8Qgiw5ThhZ1lEDTAS+O9hYmDcnD3OHE4zGyaNEipkyZQui9f7O6spGOqGQuvPBCSkpKOHLkCJdffjl2u53y8nJGjRpFIBCgpqaGzMxMRFGUswtarVZuhtPpdIRCISRJOmbTVuiBRDaNU605TaZNm0Z+fn63Y7feeis5OTn85je/URoweyBdB24ePUMHOp2FyKTjo52FyDR7g8FAc3MzBw4cIC4ujgEDBtDQ0MD69etJTExk0qRJ7Nu3j1WrVjFixAgmT57M22+/zb59+7jhhhsYMGAAf/7znykrK+PBBx9k8ODBvLhlNfM/X8cVw/X8YlIZ3g9+RVGti0d21WP3h3hkUAKzBtg6pVEDX8qiAoS8Urc9SlQLiF88v7XWhUqAQfFGBBG0FjXVvjAbi/385s5JCN42DlU2smvXLu7++U8R9/6ORRviSI6xMnLkSNatW0cwGGTcuHEcPnwYt9vN5MmTaWhowOVyMXToUDo6OuTm78jQUqPRiEqlwu/vjFwp2eMezunY9sg6Ti+DfC6h/HX8QOla03p0VOToMqSIs9DQ0HBKZ2HVqlUATJ8+HbvdzoIFC0hMTOSqq65iy5YtLF68mClTpjB79mxeffVV1qxZwy233MKFF17IkiVL+Puf/sZ5WToSkpNpzfAwPXUft/xfJS5niH883ou8QUZCL3iQTtz72Q1BA+nTLPz3v5UYVQLDbQZclX50SRrWtIMjBBfUF1D24M3smHQNPp+Pq666itqXy8iPSmKE0I55y89YUD6KXr16kZ2dzapVq7BarfTp04eioiI0Gg3p6elyn0dCQgJ+vx+fz4fNZpO1uUVRVLILCl/74Daz2Uxubm63Y1FRUcTGxh5zXOHc52ydhcrKSnw+H5mZmbKzUFhYKDsLjY2N3ZyFvXv3snr1akaNGsXEiROZP38+hYWF3HzzzfTu3Zsnn3yS2tpafve739GnTx+eeuopFn26jhszNdw0VE/7QT/rSkp5aFstKVFq/n1JFqkGLc6q4wR+4Mu/CRFUWgGVRtXZz4DEyionY9LNxMd33nCpdSKvbm0n1aJilrgWacVu3tqZTK9evRg3bhx7FrxFhd3Az6c7sW+9ht27zmPCxIloNBp5qKjZbKaoqIi4uDisVisVFRXodDqsVitutxtJkrplj5XeNIUzLUmKZI5PRlxcHCqVioaGhm7HGxoaSEpKOu5rkpKSzmj9t8UZ3/1s2LCBSy65hJSUFARBOGVN1bp16xAE4ZjHd51a+SFzMmchFAod4ywANDY20tLSIjeBRYb2qFQqhgwZQjgcZvXq1UiSxLRp03A4HHzwwQckJSV1cxamT5/O7Nmzefnll1m7di0/+9nPyB3Vj2efv4w//vGPTB1o4qmrLdyZ08DgJbv5+R2lqNsk/tk/iWkhM7GHVd2dhaNd1qP+WKUAHFrVxsIyB9MSTGi/iEgFzCKfOiUmmiBRI9AiqVi+YTOzJk8kOjqarbYsoqKiuGyWlc8b43F6Qpx//vlUVFTQ1NTEiBEjcDqdNDU10bt3b8LhMM3NzcTExKDRaGhvb0etVqPX6wmFQkq6WuFLTidlfQYZhu8Lim3/7jmVs+Dz+Y5xFiJqSF3LkFpbW+UypAEDBtDU1CSXIU2aNIn9+/cf11m45ZZbZGehsbGR3//+96Q5Cnj4xpl8vHgRP8vUMDtOTfOeDl5cWcu9S48wIlrPP4YkY2oJ4m70dr8gobPsSK0TUalFVFoBjUGFJkqNSiui0ogUtnnZ2+DhikGx8u/QzpogW474+PEoMxqNwMYyF8XFJdx47VX4gxKLi1LI659Gn+QyVhZlYzGGGDlyJHv37kUQBAYPHkxVVRV+v5/evXvT3t6Ox+MhMTHxmOxCZLKzkj1WOG3bfgb2XavVMmLECLlyA5Dvt8aOHXvc14wdO7bbeugstz7R+m+LM84wuN1uhgwZwm233cYVV1xx2q87dOhQN08sISHhTD9aAY5Ry+hKRA0povATcRaamppobm4mMTFRVv6JGNahQ4ciSRKrV6+WG5xdLhcLFiwgPj6eK6+8km3btrF48WLOP/98LrzwQl5++SXWr9/AT35yA7375vHIX+7g0KYmLr1Ay93jtRCAjzY382h+A8NtBv6vfzxRahHXER+Jw0w0mkBydZ6zqBIIB7v88R3n7/CDMgfeUJgbMq2IURByw9v7fIgagTvuSMHstDB/rRNzMMCwg5soKBjDgYMHufXWW/Gb3Gzbv4FRA5KwWCysX7+ezMxMEhMT2bVrFxaLhcTERGpraxFFkfj4eHw+H36/X84uRJrhlNIQBeBrzzAcj3Xr1n21NzgLFNv+3XIqZ8Hv92O329FqtbKzIEkSVVVVeDwe2Vmw2+0UFBQQHR3NwIEDaW1tlRucJ02aREFBAStXrmTEiBFMnDiRt99+W3YWevXqxR//8DjNTU08/LvfkqKu4rd//ic7GwI8OMTAMC2EghLP7GvkwwoHP8q2cUuvaMQvziXkP7ZHQRQFuTRJEL8YyCYAX5Sjvrinkb6xeqZnWxC1IKhFXlrZRl6ShvP7mWk39uKtfRWMywqRqy/go6VVeH1+Lr/mNooOxVLZ2shVs0djt9spLS1l1KhRAFRWVpKWlobBYKCkpISoqChMJhMul+u42QUle6xwphmG0+X+++/n5ptvZuTIkZx33nk8++yzuN1ubr31VgBuuukmUlNT5R6IX/7yl0yePJmnn36aiy++mHfffZedO3fyn//858w++GvmjB2GWbNmMWvWrDP+oISEBGw22xm/TuFLTuYsRIayRZyFyGbT0tJCY2Mj8fHxciPvvn37kCSJoUOHIggCq1evxufzMWPGDHw+H++//z4xMTFcddVV7N69m48++ogpU6Zw8cUX8+qrr7J+/QauvNJNZuZ8Xn/jEIc21XPBRSbuOs9Ax+cdvLS5kWf2N3NhbzMPzElE2h2EIPhaQxR/0Nr9vH0n99TbAiEW1DiYnWwmVq1GJYiU+kKsbpa463wrvS9+jvU7DlG28gVuoAl1Ug7vfvghAwYMIDc3lwULFmA0WRk78zr27NlDMBhk+PDh1NbW4na7GT58OF6vl7a2NpKSkhBFkfb2djQaDXq9Xm6GO7pHRKEH8w1Oev4uUWz7d8epnIXIBOeIdGrEWaiurpbnC0RFReF0OsnPz8dqtTJo0CAcDgdr164lOjqaKVOmcPjwYZYvX86wYcOYMmUK7777Lvv375czC3/84x9pqqvivmwP1r3v8fDag+xqDPB/I43khMK4HUHm5Teytt7FA0MSmJNtxe/ojNALgtB5IyWBJHX2KET+W5I6+xdEjSDbUUED2xvcfF7r5rnLeqPVqxFVIh8e8FBuD/LSj3JQ3/Ayb7/wAsHwEW4aFaDCoWfjxo3Mnj0bvV7Pmp0u+vfvT2b/CSxdupSYmBj69OnDgQMHUKvVZGZm0tLSgt/vJz09nXA4jNvtJioqCpVKRSAQUHrTFL7kGxrcds0119DU1MTvf/976uvrGTp0KMuWLZMbmysrK7s5rOPGjeOdd97h4Ycf5ne/+x19+/Zl0aJF33mJ6rfWwzB06FB8Ph+5ubk89thjjB8//oRrfT5ftwFHR0tX9UQCgcApnYVwOCyrIUHn8LH6+npiY2OJj48nGAySn59PIBBg2LBhaDQa1qxZg9vtZvr06YTDYd5//33MZjNz586lsLCQ999/n/Hjx3PJJZfwhz89w8GCHcy8KIFhww7z/gceln+2kJxeqTw2LIjLHuK5JbW8dqSNq1It/CQ5Gm2phO+LSJLPfmK1F5URQp5jj8+vbEMAbki3AdDRHuK/7ZBlE7l6tI7W+irefPMNJk4Yz/SLZvDR1l34mguYO3cu+fn5HDlyhLlz52K32ykpKWHkyJGIokh5eTkpKSmYzWbKysrQ6/VyqVYgEJA3ZZ/PhyAISjOcwpeczuCeHhSsVGz7V+N0nIXIULaumYXa2lqcTifp6emYTCbcbjf79+/HZDKRm5uL2+1mzZo1mEwmpkyZQkVFBUuWLGHQoEFMmzaNhQsXsmvXLm688Ub69unNvMd+TUODg/sGSSQS4okFa9hdH+R3YywM8Afo8Ib4/b56Pm/y8OiQRKakmAm4Qqg0IlJYQooIWAidWQVR1bXBufMPQqX7MkurjlLzj50NDE+JYlofKwC17SFe2+3iiqFGBqUH2bfnc9Zv3MRPb78Z44j+vPDSe6SnpzN58mSWLFlCOBxm2rRpHDhwAKfTyYUXXkhLSwvNzc0MHDgQSZJoamoiJiYGvV6Pw+EAUJTvFI7P6Q5lO4tfl7vvvpu77777uM8dL6M8d+5c5s6de+Yf9A3yjf+VJCcn8+KLL/Lhhx/y4Ycfkp6ezpQpU9i9e/cJXzNv3rxuUlXp6enf9Gl+r4moIUV6FroiSRJ2u51gMCjX30PnRlxbW0t0dLRct1lQUIDH42Hw4MHo9Xo2bNiA3W5n6tSpaDQa3n//fdRqNXPnzqW8vJy3336bESNGcMUVV/De+ws4WLCDcruND9al8MDvjXy8qIO+ehMXJnduDK+sruO1I23clGHjJ706NzZfS0hOPZ8MfbQadVT3CH6xy8ende1cn27Dqu3caD5xStR4JX5/pQ2VIPDck88ieFzMjjdS6gmyY+dOLrvsMkRRZO3ateTl5ZGens727duJj4+nb9++FBcXo1Kp6N27N3a7Ha/XS3JyMgDt7e2ylrIitadwXL6BwT4/RBTb/tU5lbMQEbBQqVTyULaIgEVbWxupqalYLBa5J02n05GXl4fP52P16tVotVqmTp1KQ0MDixcvJjs7m1mzZrFs2TI2b97M1VdfzeDBg3nmr09wpKaZ357vpv9gLc8ccLOrNsDDYw0M1oYIhMM8sqeenc0d/HlkMlNTzYiigEotIogColpEUAkIArKtlCQ6nQeVgKgBjamzh0HUCKh0Au8VNFPc4uWBCSmodCJoBJ7a4iTaqOLOKRbcXj8vv/AP8tJCTBmZytKN+bS0tHDddddRWlpKUVER06ZNIxgMUlBQwMCBA7FYLBQXFxMTE0N8fDz19fUIgkBCQgKBQACPx4PZbEYURYLBIJIkHROAU+jBfEOD284VvvGwaf/+/enfv7/887hx4ygtLeWZZ55h/vz5x33NQw891G1oRSSK0hMJBoOydOrRN64RZ8Hv98sTnKGzFrm6uhqLxSLfCBcVFeFwOBgyZAgmk4mtW7fS0NDAlClTMJvN/O9//yMYDHLDDTfQ3NzMG2+8wcCBA7n22mtZtWoVixd9RIcqFcHrY3pgDwvK6xkSpeeeGDdCg4f73gqxYGMddwyO5WqL+Yyv010T7PZzRyjMnw41kR2l5fIUC9Y+OkqitCz5xMGQrFgWVQ9jiCWNIvcarsWOp7iA9woqGDhwIOeddx7vvfceer2e888/n7179+LxeJgyZQpNTU20tLQwaNAgeeO12WwYjUba29sJhULExMQAnSVgSnZB4RhUUufjVGvOcRTb/tWIDGU7kbMQEbAQBEF2FqBT1z0iYGGz2eQyU1EUGTx4MOFwmDVr1gCdkr3t7e0sXLiQ1NRULrnkEjZt2sTKlSu59NJLOe+883juuecoLK7itzME0rUS8xa0saHUzwM5OgYEBXxBiUd21rGzycOTw5M4Lz6qy0V0qhzxhXOA9MX+JIAqUn4kgMaoRlCBqOq8hrJ2P3/fUscNw+IZkW1BrRN5t8hLfn2A566PxpA5gmfXuPH6S/npFB8lB3awfn0hl1xyCSaTiQULFtC3b19ycnJYvnw5ZrOZvLw8SkpKCIVC9OvXD5fLhdPpJDU1FVEUaWtrQ6VSYTQaleyCwvE5HdseWdcD+U7uhM477zw2bdp0wuePNy2vJxIMBvH5fMedsyBJEm1tbfh8PmJiYuQoSUdHB5WVlRiNRlJTUwEoKSmhqamJ3NxcbDYbu3fvpry8nPHjx5OQkMCCBQtwOBxcf/31+Hw+Xn75ZVJTU/nRj37Ejh07eP3117nooou4fPxolvz6Dp4rDTIhCkb21SG0+lnS6GLBgWZuSLdytcWMqAN9nBrJD1qbCkfxaWqoduHfZa00+0L8e2giGlHA6Qzxz90uBqZoeGCmjjKPnTcWlzB1aB6jLPBJIAp8LVx77bXs2LGDqqoqrr32Wux2O4cOHWLEiBHodDr2799PQkIC8fHxVFVVIQgCiYmJBINBXC4XUVFR8rAspXdB4bicoz0MXweKbT99AoGAPMH5aGeha09aRJYRoLW1Ve5Ji42NJRQKkZ+fL/dmqVQq1qxZQ0dHBxdccAHBYJAFCxZgtVq5/PLLyc/PZ9GiRUydOpUpU6bw5ptvsm3bNu677z76aJp54e9PsazUxy9yozgvBkJ+iUc317C1zs2fRiUzNiGKULDTQZAEiXAw3NmboBY6G59FCSksIagFVJrOrAN07lcqjQq1ToU3EOa3qyrJjNbxm+npCILA4ZYAr25zcP0oE8MzdKw+UMX2fW3ce+M49Jlq3v6wkuzsbCZNmsRHH32EIAjMnDmTgoIC2tramDlzJg6Hg7q6Ovr164dWq6WyspKoqCisViterxe/3y+XdEV6F5TsgkI3vqEehnOF78S13rt3rxz5Vjg+oVAIn8+HSqU67k1re3s7Xq8Xm80mb8B+v5/Kykp0Oh3p6emIokhVVRU1NTX069ePuLg4Dh06RFFRESNGjCAzM5OlS5dSU1PDFVdcgV6v56WXXsJsNvPjH/+Y0tJSnn/+ecaOHcuNN97Iog/+yQsNQQYb4Ka+IjnJXra0ePjHgWbmJJu5OcMGQNgHvpYQhjj1WTkLa5tcLGtw8fPeMfRJ1yFJEs8VBXB41Txy20SsKQP5bFcDyeYgt/78Ng72H8OhiiNcf/31uFwuNm7cyOjRo0lMTGTLli0kJSXRr18/Dh8+jCAI9OnTB6fTidPpJCkpCZVKhdPpRBRFubZVyS4onBDhNB89EMW2nx6RnjStVnvCMtNQKNRN7a69vZ26ujqio6OJj48nHA5TWFiI2+2Wy0y3bt1Ka2srU6dORafT8cEHH6BSqbjqqquorq7m7bffZvjw4cyePZtPP/2UZcuWcfvttzNySC4fvPRPFpT6uDVHz9QkkaAvzL/2NrCmpp1HRyQxLsmEIAoIIl/0LHQ2MgtdxOMEoVMRSaNXd5YpfSGTKqoF1BoRtVbk6S11VDl9PH1JFpZYNQGzyGNrHWSnJ3LH3OlUYuGNVXam5ak576J7eGerhmAwxA033MCePXsoKytj1qxZuFwuCgsL5enOhw4dwmazkZycTENDA8FgkOTkZCRJwul0otPp0Ov1sn1XlJEUjuF0bXsPte9nfDfkcrkoKSmRfy4vL2fv3r3ExMSQkZHBQw89RE1NDf/9738BePbZZ8nKymLQoEF4vV5eeeUV1qxZw4oVK76+qzjHCIfDeL1eRFFEp9Md4yy4XC7cbjcWiwWDwQB0ZiOOHDmCIAhkZGSgUqmor6+nrKyMzMxMUlJSqKqqYteuXQwYMICcnBw2btzIgQMHuOSSS0hISOD5558nGAxy1113Ybfb+dvf/ka/fv248847aWxs5NXVBcSZ1Nww0Yb2Sh/5D9r506EmxsUauWdILPghHACkTvm81iLvca7u5FR6/Dxb0sLU+CguTDQRaJdY6oQ9Lon7h6WSNPZ+XnzxGVo8AvPmJlDT5GbJkiWcf/759O7dmzfeeIPExETGjx/P5s2bCYVCjB07lvr6elpaWsjNzUUURerq6jCbzVitVrkR02azybWt4XD4uN+9gkLnhnGqDMO3ciZfK4pt/3aIlJmerCctUmYaCVh4PB6qqqowm82yQ1ZcXIzdbicvLw+z2czu3buprKxk0qRJREdH8/777+NyubjhhhvweDy89tprZGVlce2117Jt2zbefvttLr/8cqZPn87Gj9/nxXwnF2doubx/DJLfw8KyZt4+bOeXefFMSTIhhTt/56UQshpS54EvVJDUX6gfab9wIr5YI2oEtEYNaoPIkuI23stv5olLMhmWZyMsSfxhcQsub5jnfnEZoQFTefbhx0m2hbn5irGsW7eOoqIifvKTn+D1elm3bh2jRo0iPT2dJUuWEBcXx6BBgzh48CDBYJCcnBw8Hg+tra0kJiai0+lwOBxIkoTV2tlYHZnqrGQXFI7hdGx7ZF0P5Iwdhp07dzJ16lT550g96s0338wbb7xBXV0dlZWV8vN+v59f/epX1NTUYDQaGTx4MKtWrer2HgpfEnEWBEFAr9cfc8MaGW8fFRVFVFSU/JqqqipCoRBZWVmo1Wra2to4dOgQSUlJ9OrVi5aWFjZv3kx6ejrDhg2joKCArVu3MnnyZPr378+bb75JQ0MD9/z8p2grPuQPr24n2mbj/vvvJxAI8OsHf41Gq+X8X/Vjc3OY6kOw5uBSsqO0/LZfHGFXl5NUQ9Bz5ik7ZyDEIwcaSdCpuTe7c4jPfkeYhQ6Jiy0wItrI/J9dz2Zs/PyWH2EaO4H/PPMsmZmZzJo1i08++QSv18s111xDaWkp1dXVTJo0CUmSKCkpITk5mbi4OKqqqpAkSY4+ORyOY6JPoigqcxcUjo/AqXOzP8ANRbHt3zyRzHGkJ+1onE4nPp+P6Oho+YY2kjnW6/WkpaUhCAKVlZXU1dWRk5NDTEwMhw8fpqioiJEjR5KWlsbSpUupra3lmmuuQa/X8+yzz2I2m7nt6ouoWP4sL/xvDxMmTODqq6+mrKyMx//xEsMTo7htcDSC1M6mEgd/39XA1dk25mbZOhuYwxAOH2vXJUCtEQHhizkLIiqtKPcrqHUqNEYV+Y0efvdZBVcMjeXGMYkIgsArW5xsq/Dx9NXRJOkO8fe/foLdqeXJP/6FSn+Yzz57gfPPP5+srCzefPNNEhISmDhxIlu2bMHv9zN9+nQaGxtpbGxkwIABaDQaKisrMRgMxMbG4vf75UZnlUpFOBwmGAwqQhYKx+d0bHtkXQ/kjB2GKVOmIEknvhl84403uv384IMP8uCDD57xifVEJEnC6+2Myh/PWfD7/bS1taHX6zGbzfJramtr6ejooFevXuh0OjweDwUFBVitVvr164fH42HdunXYbDbGjh1LVVUVy5YtY/DgwZx33nksWbKE/Px8brvtNpIChcz770rcLoE//vJWDAYD//d//0d1dRWX3pfCBdZivPv93P9GNSpR4rEBCehUR/2Fde9fPi0CYYk/HGzCHQzz56HJGNUiDQGJ/7RI5A1S8aPLJ1H4QQErsTKOdoZlpPPaK68QbHdw6eBsdu3aRXFxMZdffjmhUIjdu3fTv39/UlNT2b17N3q9nj59+uBwOHA6naSlpaHRaLpFn7rWth7v+1dQAM7ZHgbFtn+zhEIhvF7vCctM3W43Ho8Hi8WCXq+XXxPRaM/IyEAURRobG+XMcVJSErW1tezcuVNuQt+2bRsFBQVcfPHFJCUl8eKLL9LR0cF9991Hx+4XeXrBfnpZBX7y49txOp08+OCDxBtU3NcPBI+DCruX/9tYzcgEI3fnxiN1seeC0Kl+FGlmVukFRFHozCwDKp0olyV1vqAzw1Dv9nPXhyXkpUTxp8t6gySw5rCHNz9v5yejozhv2pUsXPMxu8p0PHCZB4PJygt/f4re6TBzSjwff/opXq+Xa6+9ltLSUqqqqpg0aRKiKFJcXExiYqI8gDMYDJKZmQmAw+FArVbLwbVIqakyd0HhuCg9DCdFKeD7nhBxFiI3q0fXVgaDQex2OxqNRp5ADJ1TnB0OB6mpqRiNRgKBAPv370er1TJo0CDC4TDr169HpVIxefJkXC4XixYtIj09nRkzZrBnzx5WrVrFJZdcQm5uLm+tKuZgg8C956tIzBjAK6++xvr16/npHbFc7G0gsMDLS283cLjZy++z44lL+OpR+LAk8ffiZgqdXh4dkECyXkN7SOLZJolok8hPwhKVb2/lfY+O3viYlRrN8gPFVFbXMK2xiMqlH7JhwwZGjx5NRkYGGzduxGazMWzYMEpLS3G73QwYMIBwOExdXR0WiwWLxYLP5+sWfVJqWxVOC6XGVeEMOVWZqdfrxel0dsscR6Y4BwIBMjMzUavVOJ1OioqKSEhIoFevXjgcDjZt2kRycjLDhw+nuLiYDRs2MG7cOAYNGsTChQupqKjgtttuw2w28/SyGgQBfjUrA5Vaw6O//z/crnZ+myOgV4HPH+KhTTUY1CK/GxCP2OUXWXYmBVBpO6VRVSrxi4FsXzgPWrFTIvUL1SStSU17MMxPFpSgVYv8+9o+6HQCRU4ff1jeyvRBWm66Qs3n+1bwwVY9c8f5yBsxhddefwO16Ob6mfvYtmkBZWVlzJ49m0Ag0C0YdODAATQaDX379qW9vR273U5SUhI6nQ6Xy0UwGJT3y2AwqAhZKJwcpYfhpCgdnd8DIlrc4XD4uM5CRDEjIq8XMXZtbW00NTWRkJCA1WqVm+CCwSAjRoxArVazceNG2tvbueCCC1CpVHz00Ufo9XouvfRS6qorePedtxiZbWLKxLFs2LCBZes+57abbqA1JotHH/49q7bsJiUhicHVTkK7fGxocfNRbTt39Y5hcLKBoOOredqSJPGv0lZWN7l5qH8ceVY9/rDEv5okOsLw2BAdoSMB3iEac5SRn108mwpLMps/W8IFSWYsrRIb+4wmMzOD8ePHs2HDBoLBINOnT6e1tZWamhr69OmDyWSioqICQRC6lSJptVqMRiOg1LYqnCaKrKrCGRAJBp2ozNTv92O324/JHNfV1eF2u8nMzESn0+Hz+SgoKMBsNtO/f3/8fj/r1q3DaDQyYcIEWltb+fTTT+nXrx/jx49ny9pP2bp1K9dO70NWVhYvvfQSlY3tPP67h7Dqynn+vsvYudvOX+emktjkRJLg2V0NFNt9vDApnRijuvPGXwQp9OXvs6gCEDpbFL6Y4Cx8MZNBVH0ppSpqOuWxf/phCc3uIO/eNoDkZC21HQF++7GdnBQ1v7vGSmlTmOeXSowblsGcqyfz9ooWGhoKuf06NbWtsWzLT2TChAmkpqayZMkSYmJiugWDhg8fjiRJ1NTUYDKZiI6OJhAI4HK5MJlMaDQapdRU4fRQZFVPihJG/R7QVYv7aGMWaYKTJKmbFrfH46G2thabzUZcXBwApaWlOBwOBg0ahMFgID8/n6qqKsaPH4/NZmPJkiW0tbVxxRVXEA6Hee21V0mK8jI3o5DKvct5+eWXmTx5MjNmXcIDT/6Prbv3MCZby9NXCzg7BtLsC/L3w81MToji7h+lYkrRftn4dhZIksQrFXY+qW/nvj6xTI03EZYkXmmRqAzAL+IFVEd8LFDH4VPr+e3/PYxn0GgWLV3G8FgTafvWs6P3KAzWaC655FIKCwupq6tj/PjxiKLIwYMHiY+PJzU1lebmZjweD2lpaajVatrb2wmHw3IpUigUkiUOleiTwklRBvsonCZHZ46Pti2hUOi4meOWlhbsdjspKSmYTCZCoRAFBQUIgsCgQYMQBIGNGzcSCASYMmUKwWCQhQsXYrPZuOiiizhy5AgLP13NhF4ORhuWs3blZ6xbt44f//jH9M5MZsuil3hnl50f5RgYrO9ANNvYUOFkwSE7vxwSzwCbHlGt6hSw6BpOFUAQOjMIolr4wlkAtUGFOkqFqOt0FgSVgF8SuOuTMsrbfLz10xwG9NHThp9fLWjDbBD4y01mHB0h/vapkay0GH527xOs2Ktm9569XDyzjTDlrNg+jH79+jF69Gg2bdqEJElMnDiRlpaWbsGgmpoaBEGQpcTb2tpQq9WYTCYAudRUEbJQOCnK4LaTojgM3zEn0+KORMEj+tGR5wOBAFVVVRgMBpKTkxEEgdraWtmARkdHU11dTX5+PkOGDCEtLY3t27dz+PBhZs+eTUxMDG+99Rb+INw6wktQbeOZ+atISUnh9ttvZ9GK3YjO/YTCKv7vMgtRfX0k3pDLP+rs6ESRX/aOoXpNO+bMs9dTlySJ14608X6Nk5/3jmFWkpmwJPFGq8SeDvhpokCWTuAjYqgOarj3on4IOx/h9VdeItXvZFTdAXb3Go5Ha2TOZZfS1NREQUEBQ4YMISEhgcLCQrRaLf3798fj8cja5VFRUXi9XrkUSa1WyxkeURQVGVWFU6NsKAqnQSSqfTqZ48h8AOhUq2poaCA2Npbo6GgkSeLQoUO43W5yc3PR6XTs3buXxsZGJk6ciNFo5NMvavwvv/xyfD4fb7zxBhkpcczJdVDu68fr899j2rRpTJ40idaChfxpqYtRKWquytbhaw7DyGn8ZUc9Y5KiuDI7GlF11E21iCyRGilJEsTO/1YbvpBQFQX0Zg3GWC0hvcC9yysoqPUw/6cDGNLLhEsf4L53HXj8YZ6+yYKoEvnzEgMGXZj779Cwd+1NLF++nMljm+mV5mHN5mGYTBKzZs1iz549NDY2MmHCBCRJ4uDBgyQkJJCSkkJzczNut5vU1FQ5GNS1FCkcDhMIBNBoNEqpqcLJURyGk6L89XyHhEIhuWb+eDeqbrebjo4OrFarXCYTDoeprKxEEATS0tIQRRGHw0FxcTEpKSmkpqbicDjYvHkzaWlpDBo0iIqKCjZu3MjYsWPp27cvK1as4NChQ/zoppuxzX6F/xzKw+F0cd9996HVavnDvGcg0IopawwtOQFa9rh5dd5/2Vbt5u5+MZi/iDypLSIpE858qrMkSbxQ3sq71Q5+0iuay1MsSJLEu3aJLW64PVZgZKyKZaKNIgxcQQts2sJ/dsVikbxMaz5EoT6WRlsysy+ahUanZ8uWLWRmZjJw4EAOHTpER0cHubm5AFRXV2M0GmXt8ogqUqQUqesQHyX6pHBKxNN8KPRoIsGgE2WO29raCIVCREdHy8/7fD6qqqowmUwkJiYCUFVVRWNjIzk5OZjNZioqKigqKmL48OHyrJny8nIuueQSLBYL8+fPJxwOc/OP78Y35r88uyxAWloaN998M5KznCf/9R4g8ZvrxhMOSAQ6QvztH8/THgjx68EJhIMSkiQhqpF/j0WhcwibIH4xpO0LB0FjUiFqO22mqBYQVQJuf5ifLixjX42bN36cw8gsM55AiAfectLgCPPsLRZiY+Avy7W4fQK/ubGdxvoy3l+ZzNBB7Zw3rIG1m3shYWXu3Nupqqri0KFDjBw5ktjYWAoKCjAYDMcEg0wmE36/H7fbjdls7laKpDQ6K5wWp2vbe6h9V8Kp3xFdm+COd6Pq8/lk+dTIjW1EEcnn85GVlYVGo8Hn81FYWIjFYqFPnz4EAgE2btyI0Whk3LhxuFwuPv30UzIzMxk/fjzFxcWsWLGCmTNn0r9/f9atW8e27du59957MZuPsHnzoxiD5UyaqufGmwupWqrGtsnHp7tqGJcVxQSbUT7H8o/bONOATUiS+GdJC0saXPwiO4ZLkjudhQ/aJFa74KYYgbE2gR0JcXxeqmWOoY3e3gCLxGxCIZE7r5pM/morpZpozj//fNL75bBs2TKsVitjxoyhurqaxsZGBg4ciNFo5MiRI0iSRFpaGtCZqu6qihSJPqnVaqW2VeH0OEdVkhS+PoLBoBzVPl4wyOVyyfKpkRvZUChEVVUVarValk+12+2UlZWRkZFBQkICbW1tbNu2jV69etG/f3/Ky8vZsmULEyZMICsri+XLl1NSUsKdd96J1Wrl3//+N06nk4ceeojAtoV88PFitpb4+f2oKLQH9uL3BDnQ3MH/9rRwd148SQZN51yFECCCKILUZeaCSveF4yB0OghqrYha35mllSQJe0eAOxaUcqTNx9t35DA804wnGODBT1spbwryz59FkZEAf12mp6ZZxcM3tRFUq3h9YW96p0tcdcXFLF25jxZ7FNdddzVeX5jPP/+cvn370rdvX/Lz8wkEAgwfPpxwOHxMMMhut6PVauXG8VAoJJf7KsEghVOiqCSdlB7qJ323nKoJLqKIpNVq5SY4ALvdjsPhICUlBYPBIDc5AwwcOBBBENi+fTtut5tJkyahUqn45JNPEEWRiy++GLfbzfz58+nTpw8zZsygvr6eN954g8mTJ2P3Gtm49U/885+FpKYI3HSjBp0UJPagk3eqHDiDYe5Jj+5+rkEI+0//ujtCYR4vamRZg4tf942TnYX32ySWtcO1NoHJJoGtARMfl2q5fniQyy81sCqpH261lh9ffx2O2KHs1sYwYsQIhg4dyvr165EkicmTJ+NwOLptro2NjbjdbtLT09FoNHg8HnlAW0QVyefzIQiC0uiscPooKhoKJyEcDuPz+VCpVMeNanu9XrkhNyKfGgkGBQIBefCm1+vlwIED2Gw2srL+n733Do/rLPP+P88502c0o16tZsm927EdO05xnOJ0SIEUCCFsKLuwENhl4X0p+bHLwr6wsCwLoS6hJCQEUkl1qh3HjuPeZUu2ei/Ty2nP74/RjCVLthVSKJnPdemSNHPmzDlT7ufc7XvXo+s6GzduJC8vj5UrV2aDQfX19axatYrm5maeeeYZLrnkEmbMmMHWrVvZuHEjt912G6UDj9H8+P/y061tXDLNzvISO5YhMZIm/7m9j+kBJ9fX548/UAlwogxJOASKfTSz4FWxudR0s7NDweZU6Tctbr7vKN0RjQc/M5tlCz0kfTr/9Ngwh7sN/vMOLzOn2fj+824Od9j551tHCBTBTx9roChf48Mf/Rqv7y3gWJuHK6+8Gp/Px6ZNmygrK+Oss87i+PHjDA8PM3fuXNxuN52dnQDZYFBGIjtTipSx76qq5kpNc0yNnErSack5DO8wGSN2qia4TJOzoijj6lrj8Tg9PT0UFhaSn58PwLFjx4hEIsybNw+n00lzczNtbW2sXLmSQCDA5s2b6erq4uqrr8bj8XD//fcjpeSWW24B4O6778bv93Pbbbfx9Mv7uOc3kq4ui49+1I3DIYj3CZL9Go90h7mu0k+x9acb3WHN4HP7etkVTPK1uaVcUuZLlyEFJc9G4OYCwcV+wet4eYZ8zlHCrHZE+cX2IvqEh4+uL0ctq+Hxxx9nxowZnH/++WzevJlgMMj555+PlJKDBw9SVFREfX094XCYwcFBSktL8Xq96LpOOBzG4/FkF+ncROccfxKKnNpPjncdmWDQqeRTDcMgGAzidDqzDbmQbnIOh8NUVVXhdDqzwSBFUZg3bx4Ar732GolEgnPPPRdFUXj88cex2WxcccUVJBIJ7r33XqZPn84ll1xCMBjkZz/7GStXruS8886Dvk38rCVJwCH4yHwPUkpMzWRLZ5R9Qwn+cVEpdtuJYxWjPQvZ/0VaBenEDZnzTf/e1R3lfb88jETyyOfmMb/eQ1wYfPa+IEd6DL77Dx7mTVf4wTNudrTY+YebgpSVSn74SCN2u8Xtt17EgYPNbNu2jXXr1lFbW8uLL76Iy+VizZo1DAwM0N7ezvTp0yksLKS3tzcrYpEJBiWTyWwwCNJZegCn80/vtcvxLmOqtv1dat9zDsM7jK7r2RTpyQ1YJ9e1Zu7PNDl7PB7Ky8uB9PyFzs5OGir9BFItDA8Ps337dmbMmEFdXR3t7e1s2bKFNWvWMG3aNLZs2cLBgwd5//vfTyAQ4KmnnuLIkSN84hOfwO12c8OlC2hvHmHZOXnU16vIpES8lOSPwRimlLy30g+APaCc8K6neI3dFEnxyT09DGsm311YzspCD5aU/HpE8lwEPlgguLhIsB0vT1LA2URYa4V54HApR2JeLhpqRnUu4Q9/+APl5eVceeWV7N69m66uLtasWUNeXh779u3D5XIxZ84cUqkUXV1d+P1+iouLs6lqm82G358+D8uysv0juVKkHG+I3IKSYxLGKiJN5ixkmpxVVR2niJRpci4uLs7ap5aWFqLRKDMaQFrt44JBfr+frVu30tXVxZVXXonb7eb3v/89yWSSW265BSEEP/3pT1FVlY985CNpRaXoanb0GnxskZc8lzra1Cz4XWuQmflOVpR6xkdOBQgVhD09eE11K9hc6XIkmzs9ewEFvKUOnmgd4cO/O0pDqYtH/3kO9aVOQgmDT98T5li/yfc+4mNencLdz3jYesTOR28K09Bg8ZNHG9FMhauv6aR7pJ4XXniBlStXsmjRIl566SUMw2Dt2rUkk0kOHz5MWVkZ1dXVBINBhoeHKS8vP20wKFeKlOMNk3MYTksuT/cOcqa61rFRkkwqW0o5LvUqhCCRSHD48GGK871UHflXDKnwinYDgUCAZcuWkUwm+eMf/0h1dTUrV65kcHCQRx99lFWrVjF//nx6e3u5/7f3sX5xgOaDe/nnbz9F9+GX8HkUGq+YhpRdGAcMlAM6T7aGuLgmjwJH+qJaD1knDvgM3xkpJU/1RfmfliEavA6+MqeUEqcNXUp+OijZmYAPFwnO9Qu2aV6eoIAVRLiYEJsCdbS4ClkXbKFY6vxx9wHy8ou59tprOXLkCE1NTSxfvpyKigr27NmDaZosWrQISDcJ2u12KisrgXSq2rIsiouLx6Wqc6VIOf4kptL0lgvFvOs4nSJSJhiUsUNjg0GdnZ14vV5KS0uBdDCoq6uLmmkpUtGvc7yvkJ37r8kGg7q6uti8eTOrVq2iurqanTt3smvXLj74wQ9SUFDAKxtfZseOHfz9yiq8zb8iObiT7/34CGeV2FhRMqq0l7BoH07xWl+cLy9PB6EUVUGMZhmklKCmJVUVx4nsgs2Wbnp2F9oxVcFdT7dz77Z+3r+yhH/7QDVur6AvnOQzvwkTikn+++NuZjTAD5918+phB596f5AZM03+9w8NxBI2rr22jWjUz5bXXmDevHmsWbOGV155hWAwyMUXX4yqquzZswe/38+sWbNIJpNZOfHCwsJJg0FjS5FywaAcb4ipNjS/S+17zmF4hzhTXaumadlJn263O3t7f38/8Xicuro67HY7lmVlp1vOqi1GdEm2JxYRN0wuv2gNiqLwzDPPoOs6V155JQD3338/Pp+Pa665BiklP//ZTwk4Dd4/q48m8Thlq3wMHxqk9rKZdMhiHul3c1ZFJwNmmL6UyU3rSrD3gh62Jhz3qYgZFj84NsSG/hhXlefx8emFOBRBwpL8YEByNAWfLBYs9gi2SB/PkM8KIlxKiNcq6mmiiBtq+pi9zMmD/Wdhdzq44YYb6O7uZteuXcybN48ZM2Zw8OBBotEoixYtwuVy0dbWhmmaTJ8+HVVVicViWScs46RlSpEmKwnLkePMTKUx7t0ZgXq3YhhGVh57sovUWCyWbXLO2KFMMCijeJcJBjU1NVFcXExJyXFG+lUOHV1DXp6bZcuWkUqleOKJJ6ioqGD16tVEIhEeeughFi1axNKlS4lGo/zql79kiV9nXuwQoacP8UBLksGIxf93rhcssAwLu0dhQ3sYt02wtjJvvB0UpCVTM/9mehgEqHaBt9TJ8aEkn33oGId74/zH+6dz86pShDBpHdC48zdhhCL50ae8VJZL/vsJD68fdvIPN4RonC3434cbCEYcvOc9HcR1L1tfm099/TTWr1/P66+/TldXF+effz5+v5+dO3dis9mYN28epmnS3t6Oy+WioqICOHUwCMhlF3L8CUxVMvXdad/fpX7SO8vYJufJjNjY4T1jm5wjkci4OnxI9y1Eo1Hmzp2LvaCe9vp/pkWbzlnLV+D3+zl06BBNTU1ceuml5OXl8corr9DS0sJNN92E0+lky7MPsG//AT58tooQsN/jo+PZ4ziLfVj2Ki4pOsZ7y5qprkzyWoVGWcBO7bB4Q87C3lCSj+3qYvNQnM/PKOYfG4twKIIhQ/LNPkmrBp8tFSzyCDaSxzNWPov9OpcS4lV/Dfso5rq6fhZNN3gkuQ7LVcj7b7mNUCjE1q1baWhoYNGiRRw7doyBgQHmzJlDIBCgt7c32+TscDiyTpjH48k6YblSpBxvmlxTXI4xjA0GTZY5Hqt4lymZgRPBoMwwyUwwyGazMWvWLHz+K+ge/ASJVCFr1lyAqqq8+OKLxGIxrrjiChRF4cEHH0QIwfXXXw/Ab3/w7+jJGLfMSZcMBZMWDx5Jcs1cF9XlLpx+G658O06/nZd6Iqyp8OEZzR5nroEUe7qROVOWZHer2BwqTr8dd7Gd+7YPcNWPDhBKGDz4iTncck4pQpHs6I/zsf8dweOR/PjzTsorJd95zMeOJiefuFFj2izJLx6tZTjo5KqrOxBqgNe3rqBqWhXXXHMD+/bto6WlhbPPPpvy8nL279+PrussWLAAm81GR0cHANXV1SiKkg0GBQKB7OueU0XK8ab4Mzc9t7a28pGPfIT6+nrcbjcNDQ189atfRdNOry5zwQUXZOekZH4+/vGPv+XHl8swvM1kdKCllLjd7kmbnIPBIMC4Jmdd17Oj7jOTnIeHh9N9Cw0N+P1+4vE4rx3oorq6moaGBqLRKM899xyzZ89m9uzZjIyM8MQTT3DOOefQ2NhIMpnkN79/iuXVJssqU1z8szrcc2NEOyPM/fB8LjurjWnOSPbY2lo05ha4SA2aANh9CkbKQuqTn2vMsLinbYRHeyLM9zv59oJiyl3pbEqrJvnvfoldwP8pF1TYBRsIsIU81kzTWdvZx2Z/LYc8Jaw0uiioc/NA39nENZObbrqZVCrFpk2bqKqqYsWKFXR2dtLR0UFjYyMlJSUMDw8zPDxMRUUFXq93nBN2cqo6V4qU402Rk1XNMcpUgkHBYHCC4l00Gp0QDGprayMSibB06VLsdjvd3d20HIuwbNky8vPzOX78OHv37uWSSy6hoKCAvXv3sm/fPm699VZ8Ph/Hjx/nhV3HuGmGSXGBA8cMnfseTtvz99W7cNhBKGmVI9OyODac4rLF/hMHq4DiFChqOo5od6s4A3YUVWCZko6oxtcf72TjkRA3ryzhKzdV43Oo4NR4cl+CbzwSY+lsha9/yo5QBN+8L4/mTjsfuSlKwXT47WP1hIIObrqiFUXN54XNiyktLeW6a2/g6NGjHDhwgCVLllBfX8+BAweIRCIsWrQoq4iUTCbHyYlnnLCxwaCcKlKON8WfWVb18OHDWJbFj3/8YxobG9m/fz933HEHsViMb3/726d97B133MHXvva17P8ZOf63kty36m1mbKp6simTsVgMTdMoLCzMRryllONG3Qsh0DSNw4cPk5+fz7Rp05BSsnXrVhRFYcWKFQA8++yzKIrC+efPQtM6eeihZ3C73VxxxRUAPProo0QSJu9dUUrLk23cfd1c/u25J3BOs7N+WZzF/sHR5wfZatJ6LMG5Jd7ssdp8Cnp0YqZBSsmLAzF+fHyEuGlxR10B11b5UUcXz9di6QnOVXb4VInApwoepYA9eHhPYZQ55XVsirhpchdz5dzpzPTP4+mDPSTcJjfdchNCCF566SWKi4tZs2YNg4ODtLS0UF1dzbRp04hEIlkFqcLCwtM6YblSpBxvmlwPQw7GK96dKhgUCoUAxjU5G4ZBV1cXXq83GwwKBoO0tbVRV1eH3+8nlUqxdetWKioqmDVrFqlUiqeffpra2lrmFduJj/Tz0EMPMXfuXBYvXoyUknvuuYeqsmLOq0uipQy0svfyeMv3uKzBRWHAni0zUuyC1uMJNEsyzetAcYpsE7OijIpaSHD6bdgcCknd4sev9fDTrX2U+x388u9nsG5xfvpcLIsfPR/lvleSXHWOyj99SCWiKXzzl/kMDqv88+0J7KV5PPRoPuGQg49+9Ha648/y+nOSwsICrr/+etrb29m5cydz585lzpw5HD16lMHBQebPn08gEKCvr49wOEx1dTVut3tSJ2xsMCinipTjT+bP3MOwfv161q9fn/1/+vTpNDU1cffdd5/RYRgrivN2kXMY3kbGlr+cqm8hEyUZa+SGhoaIxWLU1tZis6WH4hw5cgTLspgzZw5CCJqbm+np6eGCCy7A5XJx+PBhmpubueyyxQwOfprjx/PYvz893dPtdhMMBnniiSe44sor6XvxIfJDQXoe+w1HOnW+fLWf+c4hBg07bkXHhsR8KkWZamPPQAJZmV7sEn3G+POTks1DcX7TEeRYTOfcIg+fmF5IidOWvf8PozMWzvakh7IJReF+CjmOi+sYZq6RYot/Gkc8di4rcrHy2pu47/vfIeb0cpEMY7fb2bBhA36/Pztr4dChQ5SVlTF9+nSSySSdnZ34fL7slyUcDqNpGkVFRVknzDTNbMN5rhQpx5sil2HIwXglnlMFgzJ9CycHg6SU2WCQYRgcOnQIv99PTU0NANu3b8c0Tc4++2yEEGzcuJFkMsmFpRqJ332BZ6KVxOMBrrvuOoQQ7Nixg6amJr74+X9CvPD/IYGn7/01Mc3i0iIFIdKBIMWWHrqmBk28doVdA3EuaMxPH/Cov+PMs6WDVELy6219/Oy1XkJJk09cXMGnrizDNVrCFIqbfOXxEXa2mHzqBhs3XKbSE1X4f/9bgG4I/uljQQqdgnseW0o0EuTWW+ehKSO89pyOw51izaXFdHd389prrzFjxgwWL15MW1sb3d3dzJw5k+LiYkZGRrKZGL/fn5UdF0KMc8JywaAcbwl/gYPbQqEQhYWFZ9zu3nvv5Te/+Q3l5eVcddVVfPnLX37Lsww5h+FtYmyqerLyl4y6w8l9C4lEgv7+foqKirI63X19fQwODmbnLcRiMXbu3Mn06dOpqqoimUzy/PPPM2PGDOrrXXR1CTZtKqWhoSKrHPTwww9jt9tZsyZBRzRKapONrSb43YIL57hoNQ1cvUmUoIV5wEB2Wdw4LcAXDvTxylCcc4tPZBra4hobB+O8OBClI2GwNN/Ffy4oYmHgRH1uyEwrITWl4P35govzICpU7qOYYWzc4hiiWkvxrNpI1+E+bvvwh5kxYwa/+93viHvzWX38dYo/+A88//zzeL1e1q5dSyKRYP/+/RQUFDBr1iwMw6CtrQ2Hw5FtGozH48Tjcfx+f/Z1z0SfFEU54biZGnS/Av56CNS/5e9/jr9dDATGGYpYz3R/jr9uxgaDJit/GRsMGtu3MDw8TDQapaamJmuLmpubMQyDxYsXoygKnZ2dtLa2smrVKjweD11dXezatYt169bhC75Gl25n64ibSy9dm1UKeuCBB5g7dw5zB58i5RaYCYsnDgdZWqhS6lJQHAIjbiElBFtTeBwK75tdyAOHhnn//GIq8xzYPQoogh1dUZ4+GuTpo0EiSZPrVhTyqSsqqJtmB6mAlBwcifHle+PEU5Lvft7GWXMV9rXb+N5vCsjzWnzs9hCoNu5+pB7Q+PSnvwjAAw/cj8sjmXNuP1ashte2bmH69OksX76c7u5uWltbqa+vp7Kykmg0Snd3NwUFBRQXF2czNrquU1xcfNpgUH80xsbWVi6or6PY6yVHjqkwFdue2Q7SwcmxOJ3OtzTD1dzczPe///0zZhduvvlmamtrqaysZO/evfzLv/wLTU1NPPTQQ2/ZsUDOYXjbOFPfQmYq5diSmcyoe6fTmZXYS6VSHD16lLKyMkpKSpBSsm3bNmw2G8uWLQNg48aN6LrORRddhNfrpbn5KqLRZj7xiVsRQjA8PMzzzz/Ptde+h1TqZ5SuBU99AVv/Y4D1893cl1fGGu041s8SmBIUR/p4lua7WJrv4muHB6jzBNEtSdSwCBkWHlWwqtDD52YUM8/vGnd+B5NpZ0GQbm6e4xL0Yue3FAHwYQYo0C2eLJzFgMPDzVUdNFbl88ADDxCJRLj5tg/jcn2C5557DqfTyYUXXohhGOzduxefz8e8efOQUtLW1oYQIjsZVdM0QqEQbrc761mfclDekfvh2MOg2OGie8D+1tf75fjbxJICS55+UTnT/Tn+ehk7nO1UwaBgMDghGJRKpejr66OwsDB7++DgIL29vcyaNQu3242maWzbto3Kykrq6+uxLItnn32WiooKlixZgtBmsWHHIAX5JhdedDEA27Zto729nbs+eQscvQenx86+42GawyZfWOwmUOvBiEvCncnssSh2wS3zi3m8Och7HzpKY5GLqGYykjCIaRYVAQfXnVXEh88vo3aaA5wmKCB1iwdeS/DDDXFmVit8/4s2KsoFG/Z4+OXv82io0bn9ljAdMQ9PPVKDqkoueU83lmXxu9/9joKCAt73vo8xMDDApk2bqKmpYeXKlfT393P06FGqqqqoqakhkUjQ0dGBz+ejoqICIQTRaJREIkEgEBgnOz4hGAT84+N/5PDAII+Vl/Gr913/tnwOcvztMRXbntkO0g34Y/nqV7/KXXfdNWH7L3zhC/zHf/zHafd56NAhZs+enf2/q6uL9evXc8MNN3DHHXec9rEf/ehHs38vWLCAiooK1q1bR0tLCw0NDWc6nSmTcxjeBs7Ut5BIJCZMpYS0aoau6zQ0NKAoClJKmpqaUFWVxsZGIN1F393dzfnnn4/D4aCnp4fdu3dz4YUXkpeXR3TzN3jlpV7OWTg9W6Lz2GOP4XQ6ueiiS/n1Hx5mzfIR9g0ZDEYtCuvymWV1gSbTdXkm+Gc4CR5IZ0f+fV4ZGwdj7Akl8agKXlWh3uvgrAIXjpPOTZeSR0OSp8MwxwV/VyQIqILDuHiYQgoxuJlBFEXl8cLZxB0ObqvsoHa6nfsf+B1xy8mNN96I0+nkueeew263s27dOqSU7NmzB6fTyYIFCxBC0NbWhmEY2Sa4sU3OgUBgXL3wpGUD6uhCr9jSY01z5Jgi1ujPmbbJ8bdJJhh0qvKXcDiMZVkUFhZm78+UItntdsrKyoB0Gc2RI0coLCzM2updu3ah6zorV65ECMH27dsZGBjg1ltvRTFiND30RY702Pnw+67IKis99NBDLFiwgFmz6zFaJRiwPWzhUmH1bBeKTWBqJz6RQk3PXChwKDz+gdk8eGCInoSO323DZ1dYPTPAWbP9qD4DnBaoBkgYjFh889Eorx42uOkSlY9fY0f1WDzwnI9HXvCxckmS9703SltfHo//sRqvX2fdld3EEsX89v57KS0p54YbbqC/v59NmzZRXV3N6tWrGR4ezg5ma2xsRNd12tracDqdVFdXI4QgmUxmMzZnDAYBrtGsjzPX/JzjDTAV257ZDtIznzKiKnDqqeKf+9znuO222067z+nTp2f/7u7uZu3ataxevZqf/OQnUzii8axcuRJIZyhyDsNfMGdSajAMg3A4jNvtHjdvIRaLMTQ0RFlZWfZD19vby/DwMAsWLMgqQ+zYsYOampps4/Nzzz1HSUkJS5cuBctgw2vNIH1cMj3dbBeNRnn++ee54qoreLl/I82JYpz7DIY7+vD7BKvNEPrPEhg+gfJRN0pCkqq24XU6ie1KoSJYW+JjbYnvtOfdoUl+NiTp0eHagGC9P63fvZE8XiTAHOK8hxFiNidPFcxECsHtCwcoCTj5betcDJngpiVJ7E4nzz//PHa7nYsuugghBLt370ZVVRYtWoTNZqOzs5NEIkFdXR1OpzM7QVUIMSFjc8qygcYbINAAedVgc01yRjlyTI6FwDpD2vpM9+f462QqwaBMFHyszRkcHCSRSFBfX599XHNzM5ZlMXPmTIQQ9Pf309zczPLly/F4PESjUTZv3sySJUsoLy/H6t/H44ckdf4UC4piAOzbt4/29na+/E//gDj6LPY8sJKCXcMmyyocWCMmI31xHH6VwrluVJvElBbx7nQG2G1T+Luzy7F709OfhVNiL5DgSiFVmbalToMX9mt863cpVFXyrU/bOWexShKL7z2Qz45DTq64JMba85Psbi7ghQ2V5JelOPeyIYZHAhze1og9P8SSi+YzMDDAK6+8wrRp0zjnnHMIBoMcOHCAoqIiZs2ahWmatLW1oaoqNTU1KIqCrusEg0GcTue4jM3pekj++6oreL2zixXV096GT0GOv1WmYtsz2wH4/f5xDsOpKCkpoaSkZErH0NXVxdq1a1m2bBm/+MUvJrUzZ2L37t0A2XklbxU5h+Et5GSlhlNJqCqKMu5DZpomXV1deDweiorSZTupVIqWlhbKysqyt+3ZswfLsjjrrLMAOHjwID09Pdx4440oikIwGObV7nwunuPAt+AmLC3Fxheex7Is8hcUsLP/ST55aRMAP3hN0lhkwxeBEYCopDrkpHeOgf1pg/Du1JRmk+hS8kRI8mQYKuzw5XJBtUOQQvAYBRzEwwWEOI8IPY48ni1oxGtqXDZ0lHhyFb/u9WC3GdzScBDhXMFzTz2KXeisO+8iFEVh9+7dSClZvHgxdrudnp6erGKGx+PJvqamaY5rcj5TDwmKCmXL3+A7nCNHLsPwbuVMwSDTNAmFQrhcrnHBoExfWnFxcTY6PjQ0RF9fH7NmzcLlcmFZFq+//jpFRUXMmDEDgE2bNqEoCmvWrAFgX7dBV9TBJ9eVIGrXYiVjPL9hAzU1NcxNbIbeHSBUBNA+bHBphR1LSxtxLWJi8wp8NTa0ThVXHkgLzJSFUEDYASGxF4FwytGsq8VAVOd7f4jzwg6TC5YpfOYDDlzFgqODKj++r4CBoMqtt0SpmiV5eVcp2zeXMK0hxpwLB4kEL+bQ1gjOkjCFS48RHl7Frl0voRQIzl59NuFwONuTNnfuXKSUtLe3Y1kW9fX12Gy2bOZYVdVxTc5n6iHxu1ysa3zrIqs53h280QzDW01XVxcXXHABtbW1fPvb32ZgYCB7XyYL2dXVxbp16/jVr37FihUraGlp4b777uPyyy+nqKiIvXv3cuedd3LeeeexcOHCt/T4cg7DW8iZlBpisRi6rlNUVDTOa+zr68M0Terq6rKPa25uRgiRLUUaHBzk6NGjLFu2DLfbja7rvPzyy8ycOTOrrPHcc8/hdLk575YvYWhJjn3qep4JOVg8ew4VxZUwLJAyPbGzd9DN7EKNokUuDI+F1mbQ9tsgokEl1Wxmj81Rq0AItODEr8jhpORXw5JBAy7zw5UBgV0I+rHxO4qIovI+BplDkqPuIl4O1FGhR7g0cQxrRiEvjLhxaQlWt+4lXLWcbZ2VOK1h1vk2ovZ72d1Sj2maLFmyBJfLRX9/PyMjIxTbBG4jPc0zEolklUjG1rCerockR443Q66H4d1HZp7O6YJBoVAIIcS4kkjLsujq6sLlcmUjjKZpcuTIEfLz87MXAYcPHyYUCrF+/fpstmHfvn2sW7cOt9uNZVk8/cyzzJw5k4YrP4F2fC9tP/ki24/7+OBN70f4BkGRIAUpCSNJizKvQKggbAKnx4ZMQaLLQhoC1Z0e3Gn3CYRNpLMKqkW6UQFMKXl0e5K7N8Rx2OGuj9u5aIVC1K6w/aCDX/0+j7w8yR0fi2IvVHh1UwlN+wqoXxyk6qwwbceriByIYC8PU7TEIi95Gcf2jRD2BOnMa2Vx32KGjg3j9/uZN28eAJ2dnaRSKQy/B1OQVUSSUlJYWJhdM3PzdHK8XbzRHoa3mg0bNtDc3ExzczPTpo3PjkmZdv51XaepqYl4PA6Aw+Hgueee47/+67+yg2uvu+46vvSlL73lx5dzGN4iLMs6rWynruvZGsyxRi4WizEyMkJFRUX29qGhIQYGBpg9ezZ2ux0pJdu3b6egoICZM2cCsHPnTmKxGN2lvbSG2ihSCtm2bRsXX3wxLpeLRNdx+kIR+ijnQtdOmnt1oqaNp0YWcnahik15hbBH0LIlhOw44QzIVnP8gUcEvmo7w8ETDXP9uuTBoGRnAmY44ZMlgkp7+gu0Bw9PkE8BJnfQTyEGr/uq2JVXycz4AOeF2hj0F7PddRaBRIjlLdvQvX5eTVTgsEa4aGYnSirA7lAVhpVWDnG73QwPDzMwMIA/Oszwd7/IiNNN1Xd+S0zT8fv945RIzlQ2kCPHm8Ec/TnTNjn+dhhb/jJZACKRSGQDF2NtztDQEKlUKtuXBukBbZqmsWjRorRcdSLBvn37mDFjRlY+cePLL5PvVliceB6SDRxq6aK3t5cbbrgBAL2zib2R9P5WhH8HnSbYTCiYixpvAcBTreJw2JCjH0YhBFI/4ch4Sm1IYSEcFjgkqCbogh3NGv+9IcrRHourLlD4hxts+LyCiCn4/dNeNmzyMGeezvr3JkhIO5ueLKe/003jmmFK5sQZOlJF5Mg07NUjxGojGN3lMKigFkKocJjpSiNDx4bw+fJYsGBBVhkqFouxOdrL7/fuZXZhOf/f8vXZANvYLIKmaTkJ1RxvC1Ox7Znt3g5uu+22M/Y61NXVZZ0HSDdev/zyy2/TEY0n5zC8BYyNeEw2byETfVJVdVwNpmVZdHd343a7KSgoANLRp6NHj5Kfn59tjjt27BhDQ0NcfPHFKIpCMplk69atxEsS9OlDbGh7nmldaSWJ1atXA2CvncmL+bU4wglmrjexu/cw16XwYuQCPOYm8hSItFnIUd9GqVDw2FTcxTYG9iVgdOSCNmwyPJz+egwZkmfCkpei4FfTTc0rPaCIdAnSk+SzFy8LiXEFQYQQbMhvpNWZz4pwB0tlL52VNewsW0hpqJ9lrdtJ+ktoXnkFzniIua3bUG75CXv2H0bXNBYvXoTH4yEUCmUHs9mObCcKqNOmE9V0PB7POK3h3LTPHG835hSk98xcD8PfDGcqfzFNM9uXNjZwkUqlGBgYoLi4OHt7NBqlvb2durq6rN3K9Ghlygfa29s5dvw4V5c1o/aNQNssXnyxg7q6umxjpHvB2ey/90Fm5VsUFmhgF+k6iYJabNpevA7B4JCFTIvtobhAIZ1NkJbEEVDAZSDsEhQDbHCgT+OXG8K8st9kboPgx3fZWDBTIW4KDg7Z+OUDfrp6bKxbn2ThapNo2MnLT1aSiKmsvLwXT4VG1756Im1l2BsGcE2PIvorKRmsZ8Q3gK86n7+v/jR79+7F6/VmnYWxZaZHdxwEYFF+OYlEgvz8/HEBtrHBoNw8nRxvNVOx7Znt3o3krqjeAt5IKdLY+wcGBtB1nZqamuzt7e3tpFIpFi5cmB3qs2fPHmpqarJSq6+//jqmaVK/qIEDkYPML5rHU79/ghUrVuAd1Zze2dpEl0OjcbaBI0/giinUdzmodR+lW9Wo7bN4PCRpWWhjUZEN+7l2CkYctG8IjSvQk1LSqsHzEcm2ODgVuCoguCQPnKOTQ7uw8xCFRFF5L8MsJE5YdbChoJGQ6mJ9rJkVCw12li5gR0c9CxrKWTFwiOiqa9kfKsQdHqJhy2M4a73s2b4ZTclj8eLFeL1eIpEInZ2d2fS9vOJGRKAQfdYSHA4Hfr9/nBLJ6XpIcuR4K8iVJL17OFP5S6aHSggxri9trCpSphRJSsnRo0fxeDzZMtLh4WGOHTvG8uXLcTqdSCl55ZVXKCstYVZ5N6R0uqmkpeUlPvShD2X3b7Q9ytGw4JalFkIVJPtMEr0WztRB7EhmBGw8si/FBZc4KfaouCpAJGyoPgmKSF/uOC0MJFuaDO7fnGDXMZOaMsFdf69y0dkKQhVYFryw28ODj3nxeSUf+miUgkpBb6ebzRsqsDktFl7dj5lnMryjkWhfMTNWFhMrHsQ5vAZtEIbzBjniHcDda1I3vBu/L4+FCxdis9no6+tjZGSEyspK/H4//7zyUvZ2tzHXm55DNLYXJBcMyvF28+cuSfpLJ/ete5OcaYKwYRiTliIlk0kGBwcpKSnJqiLF43Ha29upqanJRp8OHTpEKpVi8eLF2cft2LGDxYsXc+GSCzGMEXbufJ1IJMLChRpSWgihsGX4BaJDFnVnpbMDrpAN1RK4wwMoWzUuK4QjKfivAwafKTGZEzYZGYqBBYaUdOlwOAmbY+m/C1W4IV9wrg9co46CCbyMn1fIoxydm+mnCINOh5/nCxpwWAbXDB2iwEjyTNcC2lN1rJ5byqyhYww2XMfO/iClygCV2/+IZbPTddYHwFJZvDTtLMRiMTo6OsjLy6OyshIhBJZqw5q/EttJikiQm/aZ453h7Wh6vvvuu7n77rtpbW0FYN68eXzlK1/hsssu+xOOMMdbhWEYp7UpiUQCTdMmlCKNjIxkldwyt/f19REKhVi0aFFWNnvXrl34/f5sr1pHRwednZ1ce+21iMYPQ7ybzY8+i99rZ0GFlt65maJl//MYlpM5VQYoktSQBRZoLUfBr/DZZV7ufCnEXa9E+X9XFOGRFopfIrwGsaTkSLfOq1s0ntqhMRyVzK0TfP0zNs47S6Ai6Jc2hiMKv3/Ey/6DTuYt0ll5mYbhtLNrl5/DrxWSV6FRvCZJSPGT3FKFEnNTe0498XwT/+D5RDqCtHqGabJHKbeKuMi2ENVpyzoLAwMDDA4OUlZWls2wB2xO5nqLcLlc2cGlkAsG5Xhn+HM3Pf+lk3MY3gSZRriTh8aMvX+yUiQpJd3d3TidToqLi7O3Hzt2DIfDkY0+JZNJDh48yMyZM7OP37VrF6ZpsmLFCgwjSHv77bzySjEVFQqK8ktisSp8vvPwp/IwTYGt1MOe+Hwiop/3uftItGqkduvYEHzyGjvfelLn33slBQM6DgGqgH49XZFkAxZ70o7CPFe69ChDL3Yeo4A+7JxPmDVEUIDd3nJez5tGVSrMhcEWVCF4rXElQ3nFLO7aR/1IN016HW1qAwV9rdS3vkTCcjBy1YcR/jwWV5h4vd6s8+TxeLJTnE/VBAdndtxy5HireDtkVadNm8Y3v/lNZsyYgZSSX/7yl1xzzTXs2rUr2xSa451lbCnSZDblVKVIhmHQ19dHfn5+NuNrmibHjh2jpKQke3Hc09NDb28v559/ftaWbd26ldLS0rR2+tBOtF13sXNnPefWB1H3fx3y7wFHgOPhQhxqlJpyJzhSuBtMkh0KqrCBrlBRqPCtj7r4zI+T3PCbPoq8Ki4nSCQdQ+mJz36P4NJldq44R6FxJginhRAQNhV27Hfyh8e8WBKuvjHJzHkmg0mVvc+X0tfipWRBjKLFKeIRD8k908AS6AsibEntoKapCuImR7yDHHEkKBH5rLPNYshKcO7stDT20NAQ/f39lJSUZNdAwzCys3TGKiJBLhiU453hjcqqvtvIOQxvgjMZsUz0aewAH4BQKDQh+jQyMsLg4CBz5szJLk4HDhwAYP78+UDaoO7cuZP58+fj8/nQtA6iUY3OTi8XXNALKChqMSlTo06tBaDH7mcoqLDYl6K7QqNAV1GdAmmBb5mdu/olW/YadJuSlAm6hPO8gnonVNtPlB1lzxnYiJ/N5FGCwUfopxKdlFB5Mb+edlcBi6M9nBXpJOlws6VhJSm7i7OPbqE4OsTR6YvoWrKaoraD1OzdiF5ZwfDV1yHdXpa59+Kt/QSJRIK2tjZcLldWizuT+p+sCe5U0z5z5Hg7eDschquuumrc/1//+te5++672bp1a85h+DMwVhXpVEo84XAYYFwwCNKZBCFEtgcN0qWmuq5nexAywyhLSkqoqqrKPq61tZWrrroqvV4k+zjY5yFpKCyvioA9Lz11TRoMihqK/PtR8sJgKDiqTRz1BvHXVNBA2GDWXIvffaKIZ3anGNZMUoqJtFl8oMLB7GqF2hIVu1uiuUyGHGCTKiNBhfsez2P/QQdz5misvUrH4YP+IQebn6kgFVOZs24QMc1iuLcUcbAUnAYs7mXQymP6cA0FCT8t+V2021PUKsVcqM5kRCYJF9up9BczMjJCb28vRUVF2XKtsbN0Tl4vc8GgHO8UOYfh9OQchj+RjCrSVKJPY6f/maZJb28vfr8/G32SUtLc3Izf78/2KcTjcY4cOcK8efOyjz948CCxWIzly9PzA+z2aXR1nY0QQ8yY4SAv70p+2/Q4h0IjpF6MAnB1TRtHjHrcZgKpSQYPx7EvtqOstWMbgPBxk+VeAWf4AkjgCC6eIZ8wKhcQ5hwiqMCA3cNz+Q1oio1Lh49Qmwox5C1k+/Tl2CyDc5pewZeK0rVgFX11iyk7upM55m7idQ0MXXE7ipQsnDsHb/GVpFIp2tqOZzMtGYcqGo2STCYpKCiYsICfatpnjhxvB5ZM/5xpmz8V0zR58MEHicVirFq16k/fUY4/mTOpIiWTSZLJJIFAYJz9j8ViBINBKioqskGNZDJJR0cH1dXV2Zr8jo4OhoeHs8MpAbZv347f72fWrFnpnZWuZvfg81QXaZTUF0DhGmj6EFgpgn1+8vOs9CRmz1zQ94MucNdLTF1DqU0gQg78AYUbznenJVM9GmRMp9MAp0YS6FNtOEzJ81vcPP28G9UOl7xfY8YcA0so7DkU4MgrBbjzDGZdNcyIw4vREkBtKUQWJGBuHwOpfBqH6vBpHo4UdNJh01iaN4OFehU2t4PzF5+L0+4gHA7T3d1NQUEBZWVlEzLHJ0uO54JBOd5JpmLbM9u9G8k5DH8CU9GBDofDExrhAPr7+5FSZvW3IT3RORaLsXTp0uzicfDgQWw2G7Nnz84+565du5g+fXpWei8e386RI21UVCg4HP1EIo9xrk/QHp1DxJGeUxD9cYLhlQeI1BZSfDiEfYuelgTbpk1pMBtAPzaeJZ8WXDSQ5GYGKcZAAnu9ZWzLm0aRnuDK4SbyTI32wmr21iyiMDbMsmPbcVgGbYsvZLh6FrPix5izqhp1xqV0DgSwTJMlixeT3PQUrYf3klx3PTaXm9ra2uxCnEgkiEaj5OXljUv9w+mnfebI8XbwRjIMmSh0BqfTOS6AMJZ9+/axatUqkskkPp+Phx9+mLlz5741B51jymSyC6dqrpVSEg6HcTgc45pypZT09vaOU70DOH78eHZycWa7/fv3U1ZWls1CxONxDh8+zJo1a7J2zOp+kCNdGufNHQJzEAZ/m561AHjtKTojNoyjbtTGPenEw4AHEXOiunREty/tJASSIAWkBDKggSUwhcB0mNgUGJEq2w+5eelpJ4NDCouW6yy+0MLlgWhSZfumUoabPRQ2JvAv1xk08zCbSnD0eklVxDDqRzC0ADMGGnGbDmJ1JjML53OtZzrhtkH8fj8z58zmJ7tfRdUtzg+UEQgEqKioyDoLoVAITdMmZI7hxDydXDAoxztBLsNwenIOw5/AmRrhUqlUNvo09iI2mUwyPDxMWVlZNlpimiatra2UlJRknYtkMklzczNz587NOiS9vb309fVx7bXXZvcnRCFdXR6WLRtGCBdSJlGExGN66BywyCPCSKfCfKUL/yIHFTYHbaSHfUzFWRhB5UX87MNDASbvZ5BZJBFAXLHxcqCeDlc+C6O9LI90IoADVfM4VtZAzWArCzr2IRUbzSsvJ1pUydneJhrm+ElMu4xdLcMIIVmyZAnRJ37LwFMPIj/0z4hIiNpZs7MLh6ZpBINB3G53NiOTIeO4qaqaS1XneMd4I7Kq1dXV427/6le/yl133TXpY2bNmsXu3bsJhUL8/ve/50Mf+hAvv/xyzml4h9G0dHPxqRy7aDSKaZoTSmdGRkZIJpNMnz49e3s0GqWvr48ZM2ZkbVpXVxcjIyNcdNFF2cfu27cPgAULFmRv6xzxktBVZlUkQXGCSKR/Szv5DsFQVMEM2WHIiVmu4UipkJcCRNpJUBhd4SVmQMNwW0RNBU0oKMLG3hY7Tz3robvDRmWdyQ03JHGUCkyhMNBnY9dzpaTiKrXnB8lvSBGO+VD2laGEXMQbwmhlSaxEATMG61FQOFykUOWp5LyCORxvOkpBQQHz5s3jk8/+Di2R4pMzljJgpJhbVZV9feLxOIlEgkAgMCH4Zppmbp5OjneUnKzq6ck5DG+QsdGnyS5STxV9gnSNqsPhyGYIIN34lkqlqK+vz97W1NSEEOJEahrYv38/Pp8vWwMLEIn40HWVhQs/RXV1A+2df09Sj6PYR7j9lhGe/J7JNsPHtUvjCMAdsKUXkTO0+A9g41Xy2IsHDxZXEGQJMTJn2+rMZ2OgDgGsHz5CTSqEptrZUX8WQ3lFzO/YR2O8FaPAQ9P8y9A8fhYce5pC/zAdzX46ls1D9RSyaNEiXC4Xg/09yFs+DQ4nBZ1HsK9aA6QXjEwT3NjpqRlSqXQWJaeakeOd5I2oJHV0dIzLMp7qIhTSEzszajnLli3j9ddf53vf+x4//vGP39wB55gyYy9SJ7MphmEQjUbx+XzjouGmadLf309+fv44u9/a2orL5aKioiJ728GDBykuLs5mFzIZhxkzZoybKdMRq0FRtlN9/s/APIAc/CrSimJKyfyVDh7cXsSr/bD6LA1hCYTHBFUirPTEZ8tlIBWJnmdgqRIdhZiwc6RZ5aWNbppb7JRWmlz1wSTlDenBbr0pG317/XTs9OMqNKi7MogzX9LfX4DcX4VlKoRmhzADOrZoPrOGa0gpJq+4BhiJKkRTSeaGVIqLipg3bx6KoqAYJh9vWExrLET5GGchlUoRDofxer3jzjvzmmRKkXISqjneKXIqSacn9018g2SiT6cqRYrFYhiGQXFx8bgFJxqNEo1Gqa6uzkZLDMOgra2N8vLyrME0DIMjR47Q2NiYvbgwTZPDhw9nB91k6OrqAqC6eh7D0VfBCuNW4b2lLQgB0YucPPOMh6u9Am9CI3gsic2rYEStCRkGHTiCmz14OIqbPAzWEWI5MeyjG6eEyhZ/NUc8JdQmRzgv1IrbMgi5/WyfvhxDsWWbm6N5BbQsuRwpFObtfYz6ORrHdnkJXvlB7MkEi63f4Ozuw6y9Au2i6xGJBOXoFF7/YWB8E9zJ8qmZ18Q0zVMu7DlyvF2k61zPNIch/dvv908oS5zy84zqzud4ZzjTRWomGKSq6oRs5+DgIJZlZXvQIF2ONjg4yOzZs7N2e3BwkIGBAc4777zsdv39/QwNDXHBBReM22dXVxfl5eWoTh9W/zNY0sASIIWgttpg8ZwUj7TZWJZUUH0m9vwkaCrYLKwCHamAMVpiEY4qvLTLw2s7nfT02KioNLji/Ska55oYwKDhoG/ITdsrAZKDNgrnpyhYpJG0HGgdPuThcnSXRWdDiqjqo3jIw4J4MUOKzhbXIDFTZZa9gCvzajmuRfl5cxufLy1kZqCIv29YSsTUWTprDrUF4xWRnE7nhKZxSAuK5EqRcrzTTMW2Z7Z7N5JzGN4AZ0qRmqZJNBrF6/WOa9DK1LZ6PJ5xxrG7uxvDMKirq8veduzYMXRdH5dd6OjoIJFIMGfOnHHPNzQ0hNvj5n8PfIXelOBDFQKbIhECLEuyPBBjj8fB1+718L4Fdor2DVEyWn1nASPYaMNBK06O4CaFQiUa1zDMAuKMzZ+0OQNsCtRhCIXzgseZlRhEAB2F1eytWUheMsKqo6/i0RJEiio4dtZl2JNRGl97AlsyxnDddEauvhE1EmR2+A84yy2sw7+mQ85CMy3q/UHcqgbSQiIIhUKYpklRUdGETI5lWaTiMRR18smrOXK8nbwdcxi++MUvctlll1FTU0MkEuG+++7jpZde4plnnvkTjzLHGyVzkXqqjGUqlSKVSk2YuaBpGkNDQxQXF4+z+62trXg8nnFqSYcPHyYvL49p06Zlb2tqasLlco1bByBt3wvzdZKt6wGT5KhFdgsLy4Lrz0nw9V8G+NwPC7hpbZRFc1IU5euk7BaaKejuVjl0zMH+ZicHm9MBroYZBjeuj+OtVfAIiyTQm3LStjef/t1e7F6Tmssi2IskliXQm8pQu/1ECgwGa1MYCGpjfubE8+m0JdisRrFMlYXOYi7xVnMgNcIf+tsxpcL/27SBLy9Yhd1u50giiRWJU1twIhikquoE+dTM+6BpWq4UKcc7Ti7DcHre8NXWxo0b+da3vsWOHTvo6enh4Ycf5j3vec9pH/PSSy/x2c9+lgMHDlBdXc2XvvQlbrvttj/xkP88jJ25cKqL1EgkghBi3MAZgGAwSCqVGlfbahgGHR0dlJeXZxt5pZQcOXKEadOmjdvH0aNHxykoZYjFYjgcEa4oPsreSDFCyNH9gNxrIB5McQt9bHEFeGifG4Ny3JhYCFKkDbFAUo7OCqIsJE4xxvjnUOxs8VdzzF1EdTLIuaFWfJaOKRQOTJtPW0kd1YNtLOjYhyotkmfNpbl0Db7hHqZvfwbV0NDKqumffTPqyADVR5+lYImFRKGz9GbiKZNafxL3nu+ln9DhJ+abTzKZJD8/f1JljODrm3DMXUrwV99j2se/ONW3MEeOtwQTccYa1jda49rf38+tt95KT08PgUCAhQsX8swzz3DxxRe/mUN9Q7xbbTucWfUuk12YrGm9v78fVVUpKirK3hYOhxkeHmbOnDnj6vXb29vHiVtA2r43NjZOeN5YLIS3oIk4AjtpJTspYcCykx8VNAbgKzdGeHSXnZ8+lYd80o/fZ5FMCTQ9vX+7XVJTY3DJZQmmzQOPD0wJ/aadTsNBqM9B99Y89BGForkJChcnMISdYNiDergMJeJgqDrJUJHElDamh4uYrgU46gyzQ4ljSYUlzhIu8lWzPTrIs8E+DEsh4HDw942LEEKwYWCQn+7YiSIEG26/DZFMYlkWxcXFExwCKSWb9zZTU1rAczuP8tFrzn1T72uOHG+Eqdj2zHbvRt6wwxCLxVi0aBG33377uAbcU3H8+HGuuOIKPv7xj3Pvvffy/PPP83d/93dUVFRw6aWX/kkH/efgTI3OmqZlm7fGGkHLsujv7ycQCIyrbe3p6cEwDGpra7O3DQwMEAqFWLZs2bh9Hzt2jMbGxuzztofb+fXB32L2prDb0pOcfUqKWMxPnjeMQ4O8Hju9pPBgsS45wvmM0IqTThw4kLiw8GNSjYZzkg5oCzjsKeG1vGnYpOSC4DFmJIYQQMzhYfv0s4i68ljYtpvaoXYk0DNjGT0VKyjsOEzNnpdx5tnwrV3AkbLrsA/1EfjjPZj5LiRO2vPfR9TRgG/vq3guPR+EAlKSspUQiUTw+XwTekAgvaDY62cRe3UD0S0vwCkcBiklkddeRNgc5J215pTva44cb5S3I8Pw85///E88mreOd6tth6mVmk7W6JxIJAiFQlRUVIy74G9ra8Pj8YwL8rS0tKAoyrg+tFAoxNDQEGvWnLBR8dDjRIO/IZWswW5Lf5IMqZCQTnQM3IbEZ0qkR6NmpuRTc+Lcngiz6bCH7iEbHpeFyyVxFAkC5aCpCglUpJCkpCSFwkjcSe8uL0MH3djyJYELdZQSGxHLS6I/D9eRQiwB7Q0phhx2bDosixVRrHvYZotwlAQYKsucpazzVbIlMsCzwW58NhfSEPzTrOUgYV8iSdFo+Zbf6URoGqlUisLCwkkDb4Zpsnx2DV/62R+JJQ0+es3k71c8qfHIi7tYOGMa8xurzvT25sgxJXIZhtPzhh2Gyy67jMsuu2zK2//oRz+ivr6e//zP/wRgzpw5vPLKK3z3u9/9q1lUpJToun7GRmebzTbhInd4eBjDMLIDaiDtRHR2dlJaWjpOJrSlpQWfzzdOcjUYDBIKhcY5Fk+3bmAkNYIlDZxJH/78W6l95CnM149jnmunYL4Pb41CL9HsY2xAIykaOXNNdJcjj63+GobsHmbH+lkZ6cQp045JT6Cc3bVLcBgaa5o2EUiEsYRC+6LzGa6eTcXh1yg/uhMBqKuW0lS+noDRS2Dvs5BnUroUmpOXoAXmIh76OfGD29HOuRDnBT/ANCXBuILDYZuQpRl9oTFSURRvHgSHmfbZr5/yHKI7XqHrv74CQM2X/xvvvKVnPO8cOaaChThzD8NfYQTq3Wjb4cz9UJlSU4/HM+Eid2BgAIfDMU5GNRaLMTQ0xKxZs7L7k1LS0tJCbW3tOKekvb0dICu5ChAZ/inIBC5HgJQ5G0/gYmxtD1Jg6vR4FQqEju43URUwlXTmweaGuYsM5goTkAyYdpKjWWRFgm6qjJh2bFi0HfAztMeDpQs8iy1cMyyEAindhq09gLvTSyxP0lmjEzTd2HU7K5P55FkqL9tDdCsaIFjhLOeCQDmHjQQvBofQdIimJJ+euxiXovK1nbuImCYb7/gIiyoqKHE5ScVi+Hy+SZv/dcMkmUyhGwYBn5dPv+/UM0i+8+sN/OLRzTgdNl6/9//idZ9aTCBHjqkyFdue2e7dyNteAL5ly5Zx8nEAl156KZ/5zGfe7qd+y8hoQZ8q+pRMJtF1fUL0ybIsBgcHyc/PH2cg+/v7SaVS4yQXdV2nra2NefPmjdtHe0d6QRm77YLieQxHd+PJT3L8qJdN7XuZcaADG6DsNokXaLg9ToQDpDb18wyqLrblVdHqLqRMi3LN4EHK9BjAuBKk8pFuFrftxm4ZGHYnx5avJ5ZfRt3O5yjsOpo+98ULaK+7jEKrk5K2ZkaOHgNgpHgt2vRzEU/ci9qyB/fis3FU1GApCgNHDiFdHvyjA30msOf7GGXno9o8lL3/7057LorzhOOmuCZmKnLk+FMxpiC9NxVpvr92/hZs+1RKTaPRdODl5ObceDxOJBKhaozyD6R7zhwOx7jehf7+fmKxGA0NDeP20d7RRmlpybhAk921iHDsNRwek+6BDrpD/TSYOgAFhknCDTYlLXiHlEgEzaYbA4FXmmhSRZOQlAoSENIiqDkZ6PQytNOFPqLiqLXwLTCxeQEEZsKGOFiGI6YwUG4yVGYigUDKxupkWtVvg2OEEWGi63CBt4pz/KVsi4+wJRQinNRRULlj1lymeb18fecehjWN25YuQQhBpcfL4NAgKd0aFxDLkNJ0rv/MD/nVv99GV1+Iuz5y5WnfN687vRa7HHZsaq7PIcdbw1Rse2a7dyNvu8PQ29s7znAClJWVEQ6HSSQSk5adZJrLMpw8/OidxLIsDMPAbrdP2oAlpSQSiUxa2zo0NIRlWeOyC1JKOjs7KSgoGBdF7+rqwjTNcfKqlrR49sBzmE6TA6FDLHMtAWBpUTkliaOEnHaOb2uk8nAr1Utc9LwaxYhYDD8Ww2wwpuwshFUnO32VHHUX4TU11o600Jgczn4lIi4fO+rPIub0srBtDzVDbQgg6Q3QsuJyTLuTGVsexTfSB0BixiLCK67D2byfWvksauXZBFWBWL6a0PTLcGz/I+LYTqbdsBSX0gb9WwkmSpCBQqI/+jec56yj8JKTSiJSQayhQ1gzPoK9+X5k0XSEUMDSQJ0YXfIuOIu6f/sJQrXhqp+JpWso9skdvhw53ghyCsN95LtgQflrt+1w5lJTwzCIx+Pk5eVNsP+Z7EIgEMjepmkafX191NXVjdu+tbUVr9c7bi3Q9T66Ol8nkB8jpbXjdKSzDJb7bMKxnZRXJzj+ch7+yEEst4W0BIrHQCiCmLTRK1VMS5CQgtRoQ/SwFERMGyHLhiZsWBYMdbnp2+Ul2WfHXmyRf1GKsC+PCOC3Euj9PjwtASwFWqabDLnsOE1BUcrNskQRYWHyohokrEkMXeHywipW+ot5bKCLLaFh1tXPoCca4dbps5lXUMC3d+8jKSW+kOQ3z2zjkrrpDA0Ok+ey83d3P8SvPncrjZUnXgeAV3e3MK2sAIfdxjObDzB/ZjWGaaUDdfaJlyn/eNM6ls2ppbGmFIfdhmaYOGy5WTw53hxTse2Z7d6N/EW65t/4xjcIBALZn5OHH72TaJqGEOKUY+nj8TimaU6IPpmmydDQEPn5+eMyE8FgMCuvOpa2tjaKi4vHORFJI0kilMDwmDQHmwGIxbbR1XUnAsjP1ykpSbDnuB9nwDZOKlWxC870me6ze3m2oJH7SxbQ4fSzKtzO+wf2MWPUWZBAS+l0Ns4+H4ng3MMbqR11FsLFVTStuRYhLWa98ocTzsKspYQvvA7XkV0EXngQRUjih/dhW7oC46IP4Dr2KnmtG6j93L/gEsdAGhgDB0l6/GhbnsM4uh97aSXhrS9iRsdcTDTdi5k/EyyL1rsfo+Uf34f50ufh6Zug88VJz8/dOBdX/Uz67/8JTR+8kN5ffPf0L0iOHFMgLb135p8cE/lLsu1nKjUFTimjGo/HiUajlJaWjnM0urq60hH1ysrsbZZl0dHRQW1t7bht44mjhMMufP4QydQRADqHfkvb4M8AKK2PgYD9TflIt4mZZyDUtFkfNlR0S9BpOuk1nZgSdAvaDSf9louI4aS/2cOhR4tpezofU1MoOC9F4UUa8TwPEgVMBetwCf4j+cQ8cKTRIuxJ95JVx/NZGS+mG42nRJCgBpapcE1RNcvzinhooIPXwkNICa8e7eSm2jmcW17B3dv2sfd4H59etoKekQgjsQRtfQNMK8zju398FSEUEgmN5147hGGa2dfiK//9COcua+RoWz8//NWLfPhf/pez3/OvLL3iqxw51jvhfVFVhfOWzaSsyM/N//4LFn/s33ly24E3/iHIkWMMU7Xt71b7/rZnGMrLy+nr6xt3W19fH36/f9IIFKQlBj/72c9m/w+Hw3+WhSVT23oqmT3LsohGo7jd7gkOxcjIyITsAqSlVD0ez7iaV8Mw6OnpYeHCheP3Ly1UTUEL6FT5qjDNIL0DfwCZGL1fsGTJMM8+W8X97jJWr06i7E7hCKh4Su0YSZNImz7OkUgKG83uQo64ixl0eAkYCdaE25gZH8I2ppUnaXeyu2YxA4Ey6vtamNN9CFWm7x+onUvH/HPJG+ykfscGbEY6lRGfu5zIedfgPvAaeZv+iFntYqDfQ6LHQn74Rmg5SOr+X6NJC+PJl5h21YeRXS8TKjofVVWpWn8tXHQVnd/5PyQO78U9ZzF1X/2f9AF5ypHJGDIRxAwOYQJaewp3sR0GdsO0tad8HyOvvzz6eyPlH77zlNvlyDEVrClEod4NNa5/zbYdTsionqrUVBtt0J1saOTAwABOp3PcjA3Lsujp6aG8vHzcejAwMEAqlRrXpwAQ0xQsS8VymdgdM0noA7QP/oE4Fm7hJuG0qJwV5fEtlQyh0rAoBEJgWjAk7elyKmxoCEKmHSlhaNBFqMXNULMbM67gKjcoOj+Jq9IkqLnpCfvRpYIvCSXHXSi6QkeVyVAB6JZAi9tYZgRoMD3sIc52GcfUBQrwnqIaFnjyeWiwg+0jQWyKhS3pZFaxn4uqKvjtriY2NXeBBcOxBO89az7dg0FmFAVwuVx8/cPXIC3J2jv+k0RK5zM3r+NTN14IQF1VMRXFAdq6hpDA5p1H0ZNpxb6dB9qYOX1iGRNAOJ5kZ3MnAJv2NXP5inlv6DOQI8dYpmLbM9u9G3nbHYZVq1bx5JNPjrttw4YNrFp16oamycp73mnG1raeKvoUi8WwLGtCg65lWdnswtiFI5VKMTg4SENDw7gFqK+vD9M0qaoar/bQNHwUNQWl/SPoA6/Smvw3pLTIPNSUkpkzw0gJLz5fTqfWwELZS2l/jEhPFAnEVSdR1UG3I48up59+ezpSVpMKsXS4m9pUcNxHXwIdRdUcqJqPKk1WHt1CaWQgfZ8QdM5dzcD0hZQc28u0g68iZNobic8/m8iaK3Hve5W8zU8iAFtHgsSwDXn7FyA8jPL4L2HU6XBW1YIjQFItQlP9FJo92DyL0s+j66O/x9RUNVwL0UEU4SJw3mXYikpxrayB4X0w432nfS/Lb/sMw0//gfwLrzrtdjlyTIW3QyXpr5G/VtsOJ7ILNpvtlFr/kUhkUiGLRCJBNBqd0LswNDSEpmnjsguQzjq4XC4KCwvH3d7evxFQKLLHaRr4LX2x1zAkCKGSsiyipo3SVVEMG2x+tZzj3T6qZkWxF+nYPBYJ3UYiakOL2Ah1OQl2uUgFbQi7xF4t8Uw3cRRaqIogYrjRLTuGaaeg20HxoCDmgqZaGwk7kAJFVzlPD1CCnZesCEelhgQUBNcW1TDXE+C+7nb2RELougBpZ5bPx8fmz+Hljm4ePtCSPjEB00sK2b+/nbPLS0mkNJxeHyV+H+FoAnM0PKsZJzIMP/vX24jFYiRTBuvPW8Al585j/+FOEkmNq9YtPuX7WODz8H9vvpTXm9r46BU5Nbwcb46cStLpecMOQzQapbm5Ofv/8ePH2b17N4WFhdTU1PDFL36Rrq4ufvWrXwHw8Y9/nP/5n//h85//PLfffjsvvPACv/vd73jiiSfeurN4GzBN87S1rZZlEYvFJlXOCAaDGIYxTpcb0o6BEGJC3W9mqNvJE2GjqTB23aKmZ5jix/bALQ7GHoqKRPtDkvrdUQLKMC8H6nk5UIcclSgdu7HTMqhMhTkn0U59cgS3NX7eAkDC7mJf9QL68iuoHmpnbucBHKPNdobdwfFllxApqqJ670ZK2k6kf+PzVhJZcyWe3a/g2/p01gGRioq8/mNgs1Pd+hMG8zwYNjsuT5RC9VHkHhuReXfhDO7GWXTiNan+528S3bkF39LVJw5OCHAGkLpOxSf+z4n3pO7MaizeBcvxLlh+xu1y5JgKf6sZhneLbYczy6imUik0TZt0yvzg4CB2u31c7wKkpbL9fv+EAFJvby8VFRUT9iNSIaCA6UqKgchGpDjhSJky3VhZaU9SvTrBQGWMvVuK6H5mdN9Cwhg1F2eegbPMxDVP4qiwMBQVEOiWykjKRcxwYgbdTOtScWrQW27RHlDTzZsSPJqNC4x8bAieJkS3NJBSoKcEN1amnYVfd7ZzIBZB1xWQUOR08pkl82kaCvKj53dR5vSQSuoMDkf44L/ew7RAHn//hRu5+/EtfO6WtPqW3+fmoW9/nKbWPi5fM//E8TtsSMuJ2+Xg7q99EID3Xjw1ZbtbL17JrRevnNK2OXKcjr+EDENdXR1tbW3jbvvGN77BF77whVM+JplM8rnPfY7777+fVCrFpZdeyg9/+MMJ15pvljfsMGzfvp21a0+Uf2TSyx/60Ie455576OnpyUrFAdTX1/PEE09w55138r3vfY9p06bxs5/97C9adi+TXThdbWtGOePkxUFKydDQEHl5eeMiaZlpzydPA4W0I1E2iTLQisoV7JKbMBWFlM+GB0iaApeajtB42iC8Mx2lKbSSvHfoEFHFQdjmJKw6EUi8po7X0ggYyVM2rEjgeEk9hyvnYLMMlrdsozx0om406c2nZcVlGA4XM7b+kbyhrux9sYWria6+fKKzAMj174eqevJe+D7R/l5SPelmx1gQol0O7GetwXQWUzD0Asw5Iedoyy8i/8KJKhk2mw1d17NN6BNIDIKZBN+0ifflyPEWMZUa1r/GGtd3g22H8UIWkwWDMkIWdrt9QjZE0zTC4TDl5eXjHptKpRgeHmbmzJnjtk+lUoyMjDBr1qwJzzOt+HJgC4apELZspISCxMJE0Jf0U+MKoSGwULDXaayp6SQUdhALOwiGHOiqiulUkG4FxSNxqwYx0wkCkpqdpOlAAIam4m/3UjQsiLtgd7Ug5rBj6gpCQJXpYLURIIzFUwSJItE0gTQFN1XWMM/r55cdHewNRcGysAxwqII7F8wjqZt898UdaDGd7mgIaaUDVUIIPnTpWQyF4yyYUUth3okekDn1Fcypr5jwethsNlKpFJZlTZr1OdLZT0Geh5LAJJLbOXK8BUy1P+Httu9f+9rXuOOOO7L/n9wjezJ33nknTzzxBA8++CCBQIBPfvKTXHvttWzevPktPa437DBccMEFSHnqV+uee+6Z9DG7du16o0/1Z8MwjPSAsFM0OluWRTwex+PxTHAoIpEImqZNKC+KRqPE43EaGxvH3a7rOiMjI0yfXkBb24ew2cqpqPhXFMWB2+7GV1KKXleBsuwlYAAQbAmWc9brx9Fenpgl8FkaPk2jksiUznXEk8/+6gUEPfnUDbYyu/sQdvPEfkOlNRxfehH2ZJxZm/6AK36iETk+b2XaWdj5Mr5tG8b73ItWw7LzEY//itjuw0y7sIhIl4k0DIQdpCGJlqzDFT+GMuMWLC2F4jh9qUKmPCzTqDhuUYn1wMv/CNKAFV+BkiVTOv8cOd4of6uyqu8G2w5nFrJIpVKTymRDuuxIVdVxPWiQlk0VQowb1AbpbASA5m7jkSP/Tn3gQhaV3QJAfuFSYAutjos5Yr6KRIK0sAlBgSPd8GwB+uiU57iwYfoBN9iKBJZUwYKw5kYagqAmiehepBQITJDgHHZR0uVAsQSd5ZKefEFCt49GdGCO7mGJ5eO4leJFGSaaFCiKQCC4sbKaub48ftnZzt5QBBCYURNMye3L5lPh9fDlZ7cSi2t47HYSmo5lSTAtCtwuLlrSyNZDnVy8fN4pnYCxZNbSVCo1IbP/x9f287mfPIzH6eC5b36SIr/3VLvJkeNP5i9FVjUvL29S+eHJCIVC/PznP+e+++7jwgvTPUG/+MUvmDNnDlu3buXss89+y47rbe9h+GtjKsoZsVh6NsFkw8WGhoZwu914PJ5xt/f19WG328nPzx93++bmLQAMaC9Sae/DMPrQtFZaogaHhvbgDRgkUpJ8pwN0KAnD+kQ/Ay9NdBbeCEmbk8OVs+korsUfD3HOkc0Uxoaz90ugr2Ex3XPOJtDXRt2u51ANPXt/fN5KIudelc4snOQsyOIK5PobYdcriD1bKF4SIK9KoeayKsxIkL4dUfpa8vB7KnAc/B1HvvJ/Ub0+pn/r19gCBTCwC44/AUYCwi2w8B+g8lwgXQOdSCRIJBI4nU5sNhvSskgdP4jD0FFUkc405MjxNvG3WpL0bsCyrNMOaZNSEo1GsdvtE8qVTNMkGAxSWFg44eK3r6+PoqKiCeWpe9ueAVXhWPxxUmaEoyNPsbD0Znb3P8VgvAe700bfSABR4WQkBU7VwKmk8NgtkgjcgG4qSCEwpCCsOYkZDtIieBaWVDCkSsq0YZhpx0IIsMIuSrsc+OKCQZ/geIlCBAVSIJDYEJxt+KmzXGw34+yQCaRUsKx0g/P7K6qZ7wtwT2s7+6IRpGlhJdLOwnk1lZxfV8X3N+9mIBhDD2mkNBO/w0EolgJDsnpRusH7+a1N/Mt3HmHlgnru+4+PAvCz329ky64WWjoHSKR07v1/d9BYk1abcrlcJJPJrH1XVZWkrrO3rRuAeEojkkjmHIYcbwtvtCTpZFnot6pH65vf/Cb/+q//Sk1NDTfffDN33nnnKefE7NixA13Xx83EmT17NjU1NWzZsiXnMLydZLILp6ptHdu7cPKikUwmicfjTJs2viRGSsnAwAAlJSUTHtPU1YQHF5ujYT5QOJuI6eaFzp3EIk9T6ogQPZbHIWYR2dRFbb0Ndb+F3acwMKp7qjgEil1gxKbWhqMrNlrKGmkpm45qWSxo30vNYBvKGCklU7XRtmgtwapGyo/soKJp27ivUHzuirSzsGd8GRKAVBS4/iMQGkI88wBg4SjIZ/DAIAM7B7LbOc5bgtQ19N3PgWlghoNEnvsx7saluIYfgXjPiZ12bco6DEII3G53Vs9d13Xi215m4J7v4iwuoP7vP3haxaQcOd4sFmBOYZscf3lksgunWnx1XUfX9Ul7F4LBIJZlTWhezkisnqyCZFoawyND4HZgU70ElGpUpYynjv2YpuAODFPBl19I1/EQVqFJiTuOTUgUYcFoViFqwIjhQzNVUqZKwnBgSgWnopM0VQaTAQxpw0LBkuDSJMXddvKCNuIO2FOuMOJRQICpg6IIPJbKWiNAHipP62GOSx2hgGmmn/V9ZWln4ZfH2tjTF8QyLaSW/inN8/DhxXN44WAbL71+HGFJHFKQ0CxCiQRSphXqz55bw76WHrbubQVgx8E2vvTfD7N25Wz+/UdjelxUwcbtR2isSWdmVFXN2vdkMomqqnzz8Rd5aPt+Vi9p4JbVS6krG98bmCPHW8VUbHtmO2CCwttXv/pV7rrrrjd1DP/4j//I0qVLKSws5NVXX+WLX/wiPT09fOc735l0+97eXhwOx4RgdFlZGb29EyWJ3ww5h2EMY7MLp0qfxuNxpJQTdLkBhoeHsdlsE5uXo1FSqdQEiVWAenctPfYezq29Bn/JfP5ry9dZX/QQs/xhLFMS3zfMkXkNHNzfiG/fPrR2ExQoP9tHpCOFp9hOtFs7o8OgqXbaius4VjodQ7Uxvf8YjX1Hx5UfAaQ8ebQsvwzN46d++zMU9Bwbd39ixmIi512NZ++r+LY8PdEXX30psqgS8b/fQIyqHHW/ML6BBxXUgmIUPUzhwhpM93xk/156H/wj8EdKL16MPZnEVlCEJxCD1Mi4hwshMBWTA0OHmJ5Xh/usc5m2+GySTXvRp61CkQJFysmnRefI8SaxpMCSZ8gwnOH+HO88Z8ouQNpW22y2CVFCKSUjIyP4/f4JpUxDQ0MIISaIXKiKA7dVhekZYnHpLYS1KE8f/zFxw4ZuOQnYElQ0dnJk8wJKhh1QEcNQFASgmwJTKoQ1JxKR7k1AIKVgKOkHDAzLiQRMqeDQBPl9KvlDNgybpKVc0OlWMKVC2sQLLAvKTTtr8ZNE8pARZMCUgEBPSUxdcH1lFYv8Ae453sau/lEFPWPUltoV7jhrHtGExs9f3AuAaUmMlDG+qFtCWUEenT1BassL8bidbNt7jPue3MZ9T79OQ20JrX3DeANuYppGMJkc97opikJXOEZzbz9n10/jny8/j4+tXUFz3zBnz6zDsizEaJ9EjhxvJVOx7ZntID3Vfez13qmyC1/4whf4j//4j9Pu89ChQ8yePXuc7PTChQtxOBx87GMf4xvf+MafXWEu5zCM4UzZBSllNrtwcrmSaZqEQiGKioomVdWw2WwTVDUA3JabaUXTOKdqFZqhke/wY1hp5Yr8sA31PJ3Z+w6zr2YRVUe7KGEALBjYE8OMS2Kd+oR9jiXq9NJWXEtbcR1SCKqHOpjRewS3npywbai0ltYlF2LTU8x65SHckeFx9ycaFxJeey2uQzvwvfrUBGdBllQgz7sSXn0W0dOB4nHgzINE3wl5VPs0leLra6HxKrThVrqfPYRnWgnOSknwcHqb/g27R7eOMP3qApxK2wTVpxc6Xublzo0AfLHxDkR7G+6ZC7LqJ5BeeDI/Qojs79xCk+PNkCtJ+uvkTNmFzNyF/Pz8CTYiHo+TSqUmrSseHBykoKBg0hJWK+Vgdt0FlHnnIGhDEemLeEVIpJDE83R8lUMMHqrGH9BQ3TqGBQOJAJq0YUoFzRTk2XXsqkVI94xOmbWBlLhjKnkDdvKCCoYqaC8W9BYqGChIAyyT0Z4GWCw9LMZDl9TZoEeIGWnRVEhvc11VJasKC7j3SBs7e4fAkEhFIA0LacGFVRUsri7la394hURKw6GqpAwLDAtkuoxV9dlYtaCe+vJCduxvZ29zFxUFeVimRDgUhE2hfSSEdCnERm31gePdE163Lzz4BId7BqguDPAf119OMBpncU1F1r5n7PlY254J8uXse44/lTdakuT3+ycEiCfjc5/7HLfddttpt5k+ffqkt69cuRLDMGhtbZ1UPKG8vBxN0wgGg+OyDH19fVPug5gqOYdhlKlmFyzLmjS7EIlEsCxrQloI0kPcCgoKJt2vpmk4nU6MSIj2L32U66MhOj5Qiz8VpaTfgdmtUTvYRm+gnG0NK5jfsY9pw50QP3VGIWF30e8vpbNwGsN5xdgNjfqBY0zvP47TSE08dwQ9s86id+ZZBHqPU7v7BWxjZyAAqdpZ6QnOR3fjf/kRBBObI+VF10NwCLHxjwB4S6BkoZdjf9Syw+N8Xjv5QxH6XM9hFp5LtF8h2tFF4wdmUzjPYvhA9MQOBQi7B5Z+DjMeBaGgetKvfZknna3Js/vwlVfjrGpIH4OU2Uhi5rdhjM+iCCERwkJRnDlnIscbJjeH4a+PqWQXYrEYqqricrkm3BcMBrHb7RNsv2EYhMPhCWIWGTL2fTh+iJ1d/8osfwGbel1U+gbwO1JENAfeWT3Eh/OIvD4d77wuEnkGOqOyqKYNzbQxbNmxLDClHXtSwRNUcQ86cGmCpB1aSgS9eQpSFWgpMEwFgUQIsFuC88ijWjrYKRNs0+IkNYGUaZUkU5dcXlrOmqIi7m1p47X20R4wBayYiUwYOIXg5pVzePFAG7uP9yGBRCSV1n9Nt2sDEr0vycaeQxxYNpe5DeUIRZCSFgGvi8jofJ30659+REN1CV+4dT0DoSgBrxuHLe10NZQWc7hngMbSYhbWnhAQkVJmbXtG7erkRn3DkqiKwDGqgjXWtufse47T8XbNYSgpKZm0wmQq7N69G0VRJggqZFi2bBl2u53nn3+e6667DoCmpiba29tPOxPnTyHnMIwy1eyCy+WaNEI1MjKC1+ud8PjMgnKy3F4G0zTTjV3Hj6D3peVKp3U0Yy5IL1qmnvZll7e9zt6axeytXcyhqjlUD3XiS0axWQZCSmJODzGnl6C3gIjbD1JSHBlkyfEdVAR7slOaT0Z3emhdciGR4ioqD22lrHnXBP9aq6wnePGNOFsP43/pFM5C/RxonI/43d2I0TInu0+l4+XQuEnT4bYUnnI7fsdLBMsuwrF4FWp/G7bLf0zhBe2oj3wSFQtHUkF1KTi8FomhBK3/dBVCKNR/8x6wTEp//DP+obqG8g9/Fqd64jUXQkxoWJdSZh0JwwgSDr+Iqpbici0EHOO2mywjkXMmcowll2H460PX9dNmFwzDIJlM4vf7J3zPTdMkHA5Pmj0OhUJIKSeoJkHaSZFSoqoq/bHXMWUS0+hByloShgO/I4VEIekQOM9qJbWnmsj2eiy3jizSMW0WlqLissCWUrAlFVxRFZuuYAoY8gmOlgpCboFppYNR1mj5UTrir1AkVc6XfpwIHktFaLf09BwFBFKm+xYuLCrm4vJSHmrr5tWOQTAl0hzNGhhp23nt8tm47Dbu23QgbU8TJphWWmzJkpBMb0961zz+0n6+8tFLqSzxc/HZ8/jKx67ifzds4Ru/fBrDlAgr3VeRsEw2Nh3j2w+/wLSifJ786sd44WAzzb0D/MO61dxx/viGzcnew7H2/VBnL7uOdVJfWsiS+qpx30JLStTTZJ1z9j3Hn3sOw5YtW3jttddYu3YteXl5bNmyhTvvvJMPfOADWRvT1dXFunXr+NWvfsWKFSsIBAJ85CMf4bOf/SyFhYX4/X4+9alPsWrVqre04RlyDgMwtexCKpXCNM1JMwiaphGPxydIqcKJLnrLepxYbCFe70SPz7IsojXFyLNcKAkddbGNhNOkpyxJarHA4bKhHTJYcmwncwuP0uyuoauwipTNmS3TsRk6vlSU/FiQGb1HKAkPZIeunYpwcRWtSy9CSEnj1j/iH+yasI1eVEFw/S04etsIPPc7xCkcD7n6Eug6Dk27s7cNH0hM2M5MSrpejlBFN2rRLrw33I4nto3e5o9R1G1QXJC+gJdS0vFCiHj/CHln/Qx0Iz25um0HqaY2EkcPwNEDqFd/CMpPPXdBSsm9h37LsVArN895P1XOKJHIzwEoKfk0eXnr+dbr38Fj8zDdX89FNReeJjMhxpU55RyJdyeGTCvWnGmbHH8ZZCLRp8suxOPxrKDCyWSyx5M5BaFQCMWm8HTnk5xTtYYy78QSACklPfFC+hM+YqaDoO5hRHPTH/dhSYFTNdAsB7YFQUQ4htqdh7fbjWKdOFbDZpF0CPp9gmGPQtClIBWBZUkyMziV0cZl0wTDFCzAxQrFy4Bl8nAqQlhaWFa6mTrD2QUFXF1VwVPHu3mhpRupW2DI7HGbIQ2nqrB+4XSe3NHMYCiediYAYUv3W5gJI+ssCDUdTtq49zgDI1G++5lreOFIO5d8/Uf0Ng+Cni6owi5Q3DZ641H+97mtAHQOBYklNf5nwyscGxhmIBLjExeOGd45CUORGHf8+AEsKfnpx97Py4eO84OnXwHgqf/7MXTT5JM//T3TigLcsGoRa+c1IqWcNDMxWYlTzr6/u5iKbc9s93bgdDq5//77ueuuu0ilUtTX13PnnXeO62vQdZ2mpibi8Xj2tu9+97soisJ11103bnDbW03OYeBEJOhUutyQXlBsNtuk24RCIYQQkw7XCIfDKIpOMvkwvb2P4XTOw+tdQkHBTUipZ2XkNrX/iHMuceCKuxgUkppjdoa2x0gdGN9r4IlHmTd8gHldB9INb4qKJRTspj5ln9dSVHpmnkVf4xLyBjup2/k8dm3ixb2RV0DwiltRg4MEnr4PYU2uHyALSmD6XMSjvzhxDCeyzpPS9XIEtnwH/20fJzbnPOxhP6r2OyRgOFyQv5pY9wMA6KYb5QI7QlHwLlmJs7CB8NYXcNXOwF4yeY1ed7SbHX27mFU4k90D6Qa9TZ2buW3eByku/nssK0Ze3kUIIVhbcz6v9bxOfUH9uAxRJnKViV6dKg0+1oFQVTW3yPyNk8sw/HWRcfxPlV2QUpJIJCZVvoO0ffd4PJPa/nA4TJ/Zy46+1zkebsWu5nFh9XnMK5qNhYXT6SSeSPBQ2yt4HKWoQmITBh67lu5jAHRpI2nYsCkWI3YP9joNly1OTHcgTRUpYVD3krnQN8ZkESxLYJoiPWxUF0hL4EHhQtVHneJgp57gVS2RbjOQYBjpfSgKzHZ4eV9VJZt6BniiebSPYMzHVqbSn+I1s6bhdth4ansLUjfBAmnKtHMgJQKBVCSKJ237pCHRbJJPfv8Rvn77em5ePR8zrvHbIwMgoL6mmNryYjY1pQU1ygv9DMcTFPm95Hvd3Hj2Ev5nwyvcdPapZ+k8t+8I+9t7qCwIcLirH4Andx3ktrUrMC2L+tIi6koLsSzJ+fMaOdo7yNyaygnDVMfa9rF/jyVj13NOxN8+f+4Mw9KlS9m6detpt6mrq5vg7LpcLn7wgx/wgx/84G05rgw5h4F0hmBs09TJGIZBKpUiEAhMaijC4TB5eXmTNr1FIhG8XgshQFE8pFJ7SaX2AirDw7/Asi4iHKllafUeKo66EAj6wi5UK8nw4YkX8XKMGoUAbJbJ1ITA0iR8BbQuvYikr4DKw9tGS5AmXtlbDhfByz+I0FMUPPlrFEObZG+jzF8ByTgc3DHmQE9zEOroIWtJYr/6HtV3HCBUczP9C/4dPd5B0pNPbWEt/gvjRF55FmdgJmW3/AOqWoDDUYljViUz7n6Uvl/9N23/+mnK/+6fsVcUoaonHLbfHPwt/YkBDgweYmnpEnb27+LA0EEODzcxp+jqcYezvPwslpefNeEwxy4MJ7+3YxcX0zQnZCTGLjIZJyLH3wY5laS/HjLZY5vNdsrvYCKRwLKsCbNzIG37o9EoFRUTJxNnJkILt4AUDCaCJMxhYvrTbOnew+6Bg6xW5nC07ziokhJ3uj9rKO5BiHTvWMq0kzCcaKaaDgBZgqTpIKy5EcLEaZPENVu6cVkwWkaU/lsIOHFtK5AW1AoH56s+JPBYIsJxUx/zuBPrWzl2bptey96hEA8cahsdGgdWzEg3OxtWtlD7vLm17D7Wx0A4Pvb0s+VKCBBOJfv6KnaBVAU9oSh3fPf3fOiy5Xxg3VJuvnAJe9p6WD57Ol63i9u/fz/HB4a59cIV+N0uFtakX+NbVi/lyqVz+cpzz/P5p5/mSxdcgIrA60pf7A9H43z6fx9CAtefvYjG8mKaewf53tObuGLpPD59xfnZY1QUwf+57uJJ3/eMfT953T9TkGhsBiJj43P2/W+DN6qS9G7jXe8wZAyC0+k87YKSGSpzMpqmkUwmKS4unvSxsViM4uIGamt/QzLZRH//t3C7F5JI7AQkXu9hurrKSaa8GHYDuy6I9mq0dAexFSno/eOjHdZprttPe55Cob9hET0zz8IZDzNr0+/xnKSClEGqNoLrb8Fy+yh8+Mcoydhp9y0raqCrFWGcvgQqg7vIRnLYQBqg2ASukV04I03E/PNpqriEacLP8PAwylW3krfmcoyhPmIxL5q2Aylfwuc7Gys4SHjv68h4jO6n/hV5YS8FBTdTWJieoqqI9CIQ1SOcU3k2O/t3jf5/+nOZKmN7JTKRx5Mbrk9eZDLb5xyIv27kFBYV+S5dUP7SyDjxZ8oeOxyOSTMQ0Wj6In+y7HGmTPX8+gu4yH8xmzq28lLXZpaXLeWRlheRQBeDFA6kSBXb0sqjEoK6B5th4VGTJE07uqVgjaoVIQWGdCAEGKZKKGEfF3sxR4ezmabEskYlpk2wmwoXqF5mKS6OmxrPJmIkGc0q6GnHQlomMmVRZHPwsQX19MQT/PLwcay4idSttJNgjqrRKQJLMxGWpKE8n4e3NCGtUSdCymxASCiAQ03HW81MKdMJpSITyS+e2c6TWw+zZnE9N65dArpGTNf4rw+upzsUJaEbeBTJQ69sBwRXrZjPw/sO0j48TETXuf77v6SvJ8QPP3oD58yux+t0YFNVdNOkY3CEq1cs4LtPvoxmmCS0qa1Bp2MyR+JkJ8I0zezMDjgRIMo5EH/dTMW2Z7Z7N/KudxgyzXCnmuospSQej+N2uyfNQEQiEYQQk059tiyLZDKJx+PBZivG5yvG5zsHgGSyic6uf6baGOQoElrqEK4W+ko1fA+E0DRwlE5+TG+UWH4pbYvWkvTlU3p8L5WHt6GcqrwIQejC69BLqij44y+whYbO/ATFFXB035SPx13mpmiOYGBPjFTQ5PiGKPUXg4hvw++/lrLCMrrb/oPEw8OoRbU4ZswnmexFiJkI4Scet4Ejj7x/+ta4/SaTBr29vQghuKbiKqJ6FGQKW7SdTzVejSZKKHWXZt+zyWpW34yxP7nhOrPITKbYlFtg/nqxpIIlJ89Gjt0mx5+XqfSmZS76JutNg7R9d7vdkzocmRpir9eLx+nhqsb1XNW4HgCb4uK3TU+ieYK4E4WUCuiNBwgm3fid6ahPUPOiKmK0uEGmL1ZGAx2GJdANZVRCNY1pnrhQMUxBKiWwLMFMxcG59rR60/OpKPt1LXvRbppgGunSIStm4BEqn1gwnZRh8oNtTSQjqXRzszYamJIgTRNpAJak0OfC63LQ1h/ESppggrCP6YPIZGEFCFVBGhZ2h4ohJYoikE4VBUFfMMojOw7zTzddRsDt5Kb/vIeaygLqCvNZWT+NRDLFOTOqCXhcSC3Fe2Y18J5ZDeNeb8O06OvrQwjBTz50JTFNB0VgWBY//MAVlOf7CdgVIpHIpHb9zZQTncqJOJUDMTY4dKrPXo6/PKZi2zPbvRt5VzsMmeYn+6j82mRomnbKdDWkI1CTzWXIPBYmH+Yhpc6Q5qAyoVFr76ApPodZtlY8CZORaQrymIU2MPVSo0mP3eWle/YKhqfNwhMaYPam3+MJn94BiC27gFTDAgJP34ujr2NqT5RKgHNi9gVAdQvMxJgYmQruq9eSJwoItd1PKmiS6kvSXWpHOAVHhvcws2g2RiiF/tqr6LyK/cr3M1C8Hb/SBwj8/vcTbnsO2enEPm8uh3QHZQ6dyoLLsZEknuqkIyawpJsZeSqWFUUVTvIdedn3M3MxPxmZhWGswR+7AEx1ETh5kRnrQIxdYHLZh78uciVJfx1MpTftdNljKSXRaHTCQLYMp7PvIymLkOai3N+PFqqiMlxGe0krSIFpCRQh0S0VC7AJC91USFk2BIK4piBHl2ZzzBKg62TLiyxLUCpsrLJ7qVTtHDZSbEzGiMtMr0K6TyHtYEiwQLHg9vn1eO02/t+2Q0RTRrofYUwOQ5oy7RQAKBBPpS+APU57tvJVmhLhFOnmaEVBIlHsKkiJYlP5u2vOpbm9n+cPHkUIgQUo+XakKth5vJOL5s+gIxLlUHMISGdvvv375zEticdh5/Jls9ne1Umex8na+unsa++myOfhH9avYXd7N0ORGMF4giKvB5ualoa1KQpFXjfJZDJ7IX8qTi4nOtm2T9UGn5xlHpthNk1z3MwIm82WCw79FZArSTo972qH4UzNcJBeUGw226TbZLIPpypHykQbNve+Sq1Vx6KSBYT2baN9w724zuqgpCKOajhZ4NpPW2Q9B/QZVDn3YX+PE+1/EvAnlh/pDhf90xfRP30hqqFTvW8Txe0HEae4QM6e6+xlxJavw7ttA67WQ1N/wuF+KKmc9K5xzgKACX3feRzvewspWehBSFBrVcoGnAgEzQNP07O5gwPzG9DPPUBgIEnnnHye7S7Hoxbx3hkfZHrxQob+z6+QEY3kXI36mwaxCcm2vjBznK8hkBhagGeH66kpOAd7/Ne4XPMoLr4QISammROJFjStB5drKVIq46JGhmFk/x6LoijZRSDz+cj8f6oFYawDcfICYxhG9vOY2WfOefjLxJJnXjCs03/VcrwDGIYxaY16hkyzs9vtnvR7lultmCx7DKPZaUXwi4PPcVHtYur8Zbzc8QI7+/fzen8MVUDMdNDn76V6uBaiAYKanWDKjdeho0sFu5RYEsJJByBQFJH97GQOyTDSEqiWBFUIAlJlMR6m250MWgaPpSIc1/VR50JkH2eaIJMGUk/LpH5wZh0z8vP4/q4jDIQTWLo56n2M9saNDmgjs05YkDRNhiMJaor9CJtIOwt2BaEoYJcI55hAmUh3w/34iVcQqkjvV0iwCYRNAQl3P7+Z/V09TPP7OTg0gBCCA8d7MEdP+qkvf5zOSJBnn2hlWBg82dpMS8sgSEl7LMH2Y6NBLHvaln563Tn8fOM2PrZ2FReetA5ngjNb2tuxKwqLysrG9SVk7G4qlZrgYIy1wWPt++ku+CfLMJ8qOHSmfeX48zAV257Z7t3Iu95hOF2zs5SSZDKJ1+ud9IudTCZPOcgNyF5k7hjYzabBV5l1zl20f/+r2MIRzHYF1x1enLqCU43T4GviQHQexksjeHYdyAzgfEOk3HkMTF/AQO1chITSY3sob96FOoXeglRVA+HzrsZ94DW8O19+Q88rjuxFXvt3yBUXIra9cMbtjYRkaG+C0iVeqs7zM1CcgkGwDEnJs0cJWkepPaLiSyr4KhwEeh9ih3cGulpMXaAeIVTs/kq0SCt5BZUYygAAI4k2hhUnhbYknSkflc4IvUnJ8upf4bZNjCAKIbCsCL29dwIG+fk3UlR026THfPLFfea3ruvZqFZmnxk1LZvNlq2NnuzzM3aBcTgc2b6HzCIGTGmhyvHOYkgVQ56+XPBM9+d4e5lK9ljXdSzLmjS7AKeXWoW0fY+bGs937KYl1MPnz7qKFzseA6DQ6SWmOzGkSq8rildNMmOkhpCvn7BdI2Uq6JadJCLdXyBFNjMwegakZyUIdCOdUShXVBZaHuoVJxFMnktFOWymyDQ8Z8qE0qZIIg0JRtrOXFZTwcryIn6+6yhN3SPIlJlubtbHXPlYo3sQIi2vOvqyvd7czeXLZ7C9uYeD7YMIRYwqbpy0SAnS941KqwpVpB0RdXRHNsGRgSGODAwhFbCVuECXPNN7HJuisLRhGkV+D9jBbkv3KDSUFKcdBiHYfrwjm2FBEag2hbIiP69++VMop7CvWzo7+ccnnwLg7muu5uzq6knfy7EX92Pte0Yyfew+7Xb7uJ9TBXYya0FmHcjY98y+x96fK1v6y2Aqtj2z3buRd63DkIkynGpQG6Sb2qSUZ1xQxt5vhIN0futfkJZF4O+/CqRta6mnBIdqJ1lXi2/vfkS9guaUBPN13HGVBfZ9mEkXh6edRyFlVB14FbuWnPR5x6I73ITKahmunkW0qBJVS1HWvIfS43ux6ROnOk+GkV9C6JIbcXS2kPfKE29cMOzA61Bejbz0/eB0w6vPZIe3jcWWJzAi6QXKWTxapgO4E26GZjTgU+ZD4KcwIlGOmcQxiXfrBOpdNAYGuWbF1xEyyuDgDyn8p/exb+MLlPi68ZiXE/Wo9GuHOCe/B4AKR4zzC7pIaT/ikSMj3DT3Q5MeuhAqQtiR0kBRPBiWgSUtHKqDpJFia89rVPkqmVHQOO7ifiwnhsKlHYjJFhq73Y7D4cj+TLZAKIqSvX+s85BbXP6yyJUk/eWTCdacLnucTCaz37nJmCz70BU9xhPH7qHSW898dS02JX3hMCO/Eq89D0s6EGiEUy7CmhsFC82yMeIdZHmslNWRcprcYQ7a4iDScwwyu884DekLfoFpgNtQmSVczFSd5AuVoDXqKBjaaP9xJvsgsomBdL9CWkdVWpJlJQVcXlfJo4c7eL1lYHReQrqUCP1E5jTtooxmXsf8/YsX9lBR6OMrN5/Pfz22ldeauhH2URuUaWVQBKgKQmFcqaea58DtsHHh3BkkNJ0Xjx1DuFVseaPzdkS6gXpWTQm//Mdb2NfRwx+27+XTi1fz/a2b2DHYzm3rlnO0e5Atre1kvlbCJrAU+L+PPoNmWly/eP6k76F7TDma22Ynpmk4bTZsikJnOMjzx49yYd0MqgP5Wft6colZxpnI2PZMkCgWSwtoCCGydjtj5092IMYGh05eL3Rdz2asT6fmlePtJ1eSdHretQ7DVMqRUqlUNn04GclkEqfTOe4CLrZ3W3qoGOBs3g+4+LSwCLjcKAgWff4/aTtwLV5LobTZScpl4dQUpCVZbtsG21ton3cuIxUN+IZ7yBvswh0eQjF1FNPCcDhJefykvAGiRZUkAsUg5eg8hecI9B5HneRi/VRYLi/Byz6AEgsT2PDAKQeznQ4B8PxDSENHnn8lLF+LbDmAOHYQOlsgNIywLIzYiYVkcH8CrdZLUcrE2a/TJ3dhJKthRKazK6OHYctXGJhmMLc4QUvr7XhcC9ES25DSzoJCPy78JHtaSFXA1cUBTHMeoNDga8Q0jqNIQTEBOjsfw2YrxO1eMK40SAhBScn3sax+NKWaf9vyDTRL45NLPsGOvl283LkJgeCu1V/CY3MQDP4BRfHg91+VNexjF4OTdb4zC4KmaSQSiewik1mYHA7HpApdmQsZu90+YXHJ1Mzmsg5/HnJNz3/5nCl7DCfs9+nU8fz/P3v/HSfJVd774+9zKnSe7p6eHDfnpJwDSEggsjHGxjgbsA3mC7bvxeB4bV9z/TPXFweuMb7kYMAYEBkhISSBct4cZnd2curpnCqd3x/V1TOzK22QVkKg/ejV2p7uqupT1dXPOU/4fJ62thWv7V64j3xjnnxjno0dV2Ig2ZHR2ZJJY2omr1n7dv7m/q9gaC6JUIOKE0aTCkd63BObZUsjxaZaG2tEgjnNYk6zKOLiKnA8RdjTiKORVDq9yiCua9hKcVQ1uNsuc9x2WkTooB+DUgrP9UnTKPAcr5UpWB2P8uZ1QzwwscBtI9Ot3gmA75logK1a2QG/NEk1yc8eaBJLKf72q/fx315zGe/7+auZXCzx2NEZHhud5dhcnnytgdAkIiT98qPmoaUuEbqkhsd3Ht/Py67ZirZoLmUcAGV7ePkG44bHL/zTp7Fdm/lShftGjtI3FMEQkj3ZCTwbbtwwTL5aJ6TrpBJhctU6UvhNSz/7wAPs6O5hVXu6Zd+FEGxJp/ns618HUpJrVHnFZ/+L7niCz/zcL/Gnd36bI4sL3HHsEJ9+3S+zUC3zXwce54KeAS7tW9Ua4/JgzXJ4nodlWS27XC6XW9c2cCBCodBJWa4TM8uBM2JZFpZltTLU5wNDzz/Ok55PjRetw+C67ilrxJVSNBqNU04owfvLEdt5GZFNO0ApUtsugt17cWol5Njj1IZvIRTvQcZ12iY0dFegVzTK8xbjtxXAgzSLZKxJpmPrKHX0M7P+Qjx9ZQRMuC5mrURscYbukcdJLExgNE7u2XA6eLpJ7pZfQRkm6W9+EnmGGYmnggDEXd9A7XkQtfMKWLMVtaPZltxzoZyDaglVrYHVoO65uJ5gzvJ8dl5Oo5EwUG95DxgmWjwEuoEbCTEnQ+gNHRedUh3gFgCmltMmTqy6sgGuBqAPKBSCNyae5gxCwBxvTP0cjnLJjmUZEgO8PPkybOWQm8+R88aoVncjRA6l+mhruwApnz41uTzyFIvFWpGqYGJY7kCEQiFCoRDhcHgFgf7EyWV5hCvgQpznOjy/OJ9heGEj+J2dKnsclIY8FWEZ/MWgbdsnvb+z4yomSofpj6+hLZpiUk2TrxX41rHbuLDrAuJmBNvVSIQtpMDPMDg6luf/ph8zyhwWdYacCF2eyQVOAnlCTtfGo4DLUWUx7thMKRsHn/S8suyI1nPPbpIcFHhVPyPZEw/z9q1rOF4s87knRlAuvnSqo1CSZkqhSYpWTfJzUzJVAGqZTbEcl//5lXvZPtzJlZsGuHR9H6+6eD0ADdthvlSjbFnUbJeG4+KhWjwDKSWaEJhScOXlF2FqElPXCEmJKSVhqWPqEu1ZLZBNqJQZr5Sfdos08K+XXU/ddTh6ZITfHN7EbGeZkGEyMzPDXRMjHJwZ58HjI6x7WYZ0LH5KuyqlJBwOtyoMgjI4y7JoNBpUKhXK5TJCiJZtPzHAuNwZOTFLHQSGnk7B8TzOPc5nGE6NF6XDsLz3wtMhqGc81TaWZZ2kz60nkqz6S78lt1IKTQpKeh+zzPCFJz7Gf7/0j7CMKym0/xjdFjQiHvmReiuiDuDNV+mefZLuo0+ihMAORfE0HSU1NLuBUa886z6DSkgKN70JN9VB+taPoZdyz/KIPkR2FvGDr8EPvoaKJaBrADIdaN2d6JkE9ZoJZggZDWE7AqLCZ+d5LprtoFQVLewR1RSaayFLDg/qYdpjOaSweKKcwlM2dc9je2yKDV4BKR2qUYusZdAeSSMLo7gRqCOJ60vZloark+r5e7pjwyfpahcr+yjm/gMIMV5bx87OV4AH4XoYTenUq3UaVgLUmwGYnITJyX0YholpLmUKgonhqbJSyyeHaDTammAajQaNRoNisUixWMQwjNZEtPw4Qf2srusrCHvLXz/vODz38JTAPe8wvGARlCOdaqF1KoWj5e+f6HT0xlfx29v/EvAlVwGSIsnexTp/+IMv8aEbfpE2I0rVcghpDuW6iZKyqVjk3xd54bGoVfFEFV1CWGh4jkA5gioellB4SuG5Ek8tKSMF//oqSfiKS46HCoIlrd4IgoQr+b2ta8k3LP71xwewG+7SHOOxvP5o6eSaTE4lQBjSJ2A7Lgq/qzNSsGc6y57ZLAhBb1uM/nSC7nSMrrYY0YhBNGQQMjWkJpHNTIKrFK6nqAUReU9hCw8bj4bj0sjbVBo2DdelgYuFwnJdbM9DhD1qVY96zcVRCi2u4+DiOB7K0JfGLwQJ0+DWX3kLoWVlP8G/H3v0fg7MzxLRdLZ1dPOKtRtJOAnS1ThRTadYLLIp3Ma21TsAmD4+xoRSRMPhFdmC4PFU99ZyfkMQILJtm0ajQb1eJ5/Pt+65wL4vdx6WZ5XPB4Z+MjgT2x5s92LEi9JhOJsJ5emiVEEU61QlTUII0u0ZxsoX8s3GHHgWj889wcTCIfpCEarDFdYcCRPpjDFCY9l+S42ShVKYp2mcdrZQUlJ8yRuw+teR+s6nMbLT5/T4AUSlBMf2wzF/jrIEyOaJ9V4dZ/pHfjRI9kpkSeGU/Te9HTruayN0TJmUNIlT6WJoMc9Mu0dvyCD0rQoDBxaJvyzEUMZ32Hb3wITQaH/4CZzv2CgTYu+MIDIajgK7HCJcEkxbf8MX6xu4ov+lbIhZOPYhPnd0BqlyvCqzFyFgdc+V9Hb7XUd76cVxFhmd/iD7ShPsL3fx5uEhvPoRlGonHv8VXFejWq2Sz+dbKWlN0wiHw0QikdbjRHnH5RNMPB7H87zW5FIqlSiVShiGQTQaXTG5LHc8lqezbds+7zg8DzifYXhh40zKkSzLOmXZx5k0fIvH4xiGQb+zlbsqByjVs3z40btYqNQAA4VBJByosS1xE/xFrP/cEVBSHpZLq9RIAKgmGZqlNbFqvhY0bFOAspucAdffUQEJBO+8aANCwYfvPUDNcZvN2HxFJJo8A3FC2KllM/RgECA1GTChEa3nPqYLFaYrVWROb8qwCjB8NSQhQZr+wl2GJcKQaLq/c322jqYJjLSBU3YIxyXoUFv0VZqSfRItBE5DEY0JvAhkZ/xMa3uySiIGtgUzcwqQSKmIRVw8o84vfvmzZKIxfmPXJcxWS8yUC3x3ZD8KQbFuIYDfvfoldLf7ikqDwN6FKf7+/tuYKOXJhKKsTqRpWBaDsSS/tPEiLMuiWCy2VA+D++JE+37iemJ5hjmRSLQCPPV6nUKhQKFQaB1jeSXDiYGhwOk47zg89zifYTg1XrQOw+nqv4NawtNNKKdLF2YyGRYWFogQoSZqzBV+xGXJWQCEi29c9RP6FTyH96LSDfIvexPWwDqSd3yJ0MTIc/dhJ324f65GQjJ9fxk5IPEmPLxpb3mCBe2YR9eMwX+1p9i72M6f148hqh7VL+ZISPBqftq88bhFfrhGrN9g84Jks1di5LB/JGGBd7+DfKWGBqydEeiuR9XJMpHewzeOLPIbfbuRAi6IxpmzYxy3hrlqzXsIhzetGHax+G2E9SgXtsHRWhKlh4nHo0QiW0mnl5oLKaVa6eh6vd6KKi0sLAC0Fv/RaJRYLHYSOU5K2Zp8AuehVqu1JpdIJEI0Gl1RExuUKwX1tIHjYJrm+YnlOYLHss68p9jmPJ5/BIGcUy30wbfvp8sww6ntuxCC9vZ2+hccPE/gCsEDk8ea0swKhVq22F8+xqXfpOctNWQLHAQpwPWWFiWe5/MVgv0C56OlQOQEHwLtUuMdF23E1CT/dP9+8g27WS/KUopCE4hAStVbIjgH1w9FU8O1uY/mk6RFUxVJuZ5PetaWuALB56NAhjVfglUIpCnQjZU2KNITxi3Z1Kca6AmJEfePGxrwXZigylMzli5ad6+fjQ1H/CGZIYjFFPW6ImQqOjr876tYLDG/UOV9d3yL4KsTzfO/qLef91/zMnriK3kpH3vix0yW8wgBJafOYCbDRDHPVRu20tvbu+y78lrZ4MC+LywstCRZQ6FQy7bHYrGTgolBkCcWi+G6LrVajVqtRi6Xa9l+v8mr3rq/AmnXwL4HjkNg38/j3OJMbHuw3YsRLzqH4UwnlECS73R4ugXZwckfMbTv/5ExUgj5OnaJAdYX/pPsYpj6NknvgqR90T/+8TuLK/oVqDPnLJ8VvHCU/M2/jN3RS+o7nyU0ceS5+aCnQpPIrBywcr6B9SaemmBtlzyy369w2UU1LvjaCMd1Qfv2CG7dv0bJtWGKDQt32mN6qgwC1r6mHb1No7a1Hy1fRmkh5JYEVjUMGMyYITTboKopVuERDscolXehCUUaj4zmIlyXLz32X+S8JLes2kYmEiaRuIhweBdC/CcObbxmcB2y9hVqCDo73+OP157GdYuEwxtbKevlZEnbtqnValSrVarVKoUmoSJIXScSCWKx2IoJYLnzEEwu1Wq11RckHo8TDodb919QT3t+Ynnu4XgSxzv1hHG698/jucHyDN/TIZBHPpV9Xy6TfCJcz+OjT97Ow3NPcHlqA+vdJJtDSQ7Zi8xWbJQSmKZqLVgDJSPXVQFFAEGzC3OzdwIEFUF+ozNfajWQVl3KTvhjAlAor9mcruogpGQgHuF3tqyh4Xj8w737WKgu46Q1vQKBWGrU5qolKVWJ76k4/nYyqrdI0Mr1WtdECIGMBqVAYqX8ty7QEjoIvxeENJdKjdu/GQABAABJREFUsYJxCwFSKrQ2DT0EkZTWGqBo8ik8DzwHwhHfgdCkv1/EFMTcMGHdw1AaMcPAMCQhXdCuKQwpqEUlntlMtTQ/WwkPB4VVLvE3t3+FTDTGtcMb6Utm2NDZw1X9a9gzP8mG9m7ChuDbx56gK9rGZX2rATiSnyFuhOmJpVo2efl9EijiVatVKpUKuZxf3hsKhUgkEsTjcaLR6Ip7SdM04vE48Xgc27ZX7B8KhVYElAIeWzgcbnHg6vX6eXL0c4Azse3Bdi9GvCgdBuCUP7Kgtvzp5FRPh4Valif2f5aNVgGsAqrtSTLONsQ3I/Tk58lNJ1g9JJi6r4RyPdz62SsTnS0aA2spvuQNKKnR/o2PY8w9Hfn3OcKZnmLTsSiONmDUf8lxFZVSCG1bF15bktLOTkrhGM7eCF4kgReJMp+I42kRiAE/v+x4zcbWWYnPa/aAvEcYRaEqECdECoaaj8nDMEkd+DGgcMW7iIajhIwqZVehaWWOjt5DTe8kan8YKYv09LyPePy6k04pKDsKnAjXdalWq5TLZcrlMvl8HiEEsViMtrY2EonEiuhUMLnEYjEajUar/ElK2Ypmneg4uK7bioQFOuDnsw3nBh5noJL0Io1A/aQRZAZOZd/PpNzoVPj+6H7uOP4YkZDL3Yt7gW28JNnDXH0BRymyOQ1dX77QD7IIzTE1K4OWZxqa7on/XIHr4PdDUMv5C6r1vvLwuzJbCiEF1/d08Jq1/UyVanz4oYOU6/ZSPVMzk42n/H2Cz5PC91IECLO5cJdNlbpgaMLvp4Am/BKmkEQ2t/WUWup/EJZ+ZqFV1uQ7C8tNjhDKT1g0XzfDWvMjFEnNIKmZpAyTqGeS1A06ohpxzSAqdSJCJ3SiwETq5O/GCy31rRbwlP0ZAJheZHZ6kdkDh0mj+KPenaRjCcarefpiGo5QfH/vQ+S9Ol85/jCegH9+yW/SFU2uOExAaA6FQqTTacAPEAWE51wux8LCAlJKEokEbW1txOPxFfenYRgkk0kSiURLrnVxcbFVqhqUKy3POATkasdxTtnr5zzODmdi24PtXox40TkMQfrwdBEopdQp+QnBD/6pWtCHpIPZ3uDoQgipmQx2f4/pyT7yN/0i7V//GOm7SyysN6iMLKuJjEvs8rl3HLxwlPIlN1Dbehnm+BHa7vwyWvXplSSea0gTvKCDtY4f0WpCSQ2vI4Od6MZJd+KkOnCTHbjJdubMJedNWA10u4jMlNBmcxhz42jrG+gddbyvFZD1Oto6G6bqyAEX4waBq1wKjk6HWW9Nho+XOtlf7OD9xVGmHqiSn4cfXreZ1FrBRYkcnhfCcaPYboQ9pSHSXi9rjDXY9lZqNYtiMQYo8vweQtTJ5WwSiQOtyFE8Hn/Ke0jTNBKJRIswb1kWpVKJYrHI1NQUQgji8TipVGrF5BL0/AiHw61JqVQqUalUTopiaZpGJBJpTSyBasyp7unzODOc5zC8cOF53soymafAmZQbBb+5oHx15WcoSlUDTSrqlsZ36tP8bt96XhpazffrR4knFI7tcxKkWLlohubavclFcL2mU3GC6lFQJtRqVLasTtW1PbAVyvbo1k3euHmQjek27jg+w9cPjGM7qslxaGYohEIEikjNvgdCCNAFCs8vNWqKJQWvB12ahRAoudQ92hdSUtAkRWOpVpZB2R4yoiNN2cxGKH+b5uhDUtITNukJhek0Q3SZITJmiLRuooula1x1HfKOTQ2LrFdn3HGYL3k0hI0Rs2kol0LFRQs7FKpQrAkcT4Hmta6VpimkhETYYqi9iIZEeRqzhRSaMjCERkRoxEz/36jUuSCssybZSVgJNA+M+QqdwNvjF1D2LI7uP0ShLdWy7bFY7CkdU8MwSKVSpFKpVvPXwL4XCgWklCSTSZLJ5AqbLaUkGo0SiURaKku5XA5d10kkEisch4DjEJShOo5zkgLTeZw9znMYTo0X3erhTCaUwAk41Y9P0zSklC0i1P7sQfYv7ufagatpFD7D9uQ0XhuMqpcyLH9AR+9XmXN+icXX/jbpb38aN1dacbzkmjALT1af6qOeEbxQhOqOK6luvxKAxD3fILL3QcTymeknAC0q8SwPpenYHX3YXQM4mV6cjl6cdGergFVWS+iFBYyFScIjT6IVFtGKObRSDmHVMSICJyjj0kHfFMa91YYZl3i/SW3BwzniwBFoJ4Zd8Uj22fS0RSikHbLdDjvi82yJl5gXDqXDFTTgwkP76b60qe6hbSDs7kfVFK42y3D7HBEjxJo172Vm5i9xXcH353cwGB5gU2IdrttLuVxidna2FQ2MRqMkEgmSySSpVOqkRlDgE+szmQyZTAbbtikWi+TzecbHx9E0jVQqRTqdXlFzHUxK8XiccrlMsVikUqmQSCRapUrBxKJpWqtMKXAczkejnjnOOwwvXHied9pFk+u6p50DguyDbdvous5/HXicXK3KW7Zfyscfe4CapWFWkigFi1aDr8yP88bOIURI8h1nFLu5WPeUQhKUHvmLf8cFlEAtLzdqmjLHXekgBO+7jmqRonEUXbrJTau6ubgzzWLd4kMPHeBwrrTsYKK1uBcKlOf5JUhLXeL854b0m67hZyyU8hD4HIQgAyGk8AnMnv8+mkCL+EsHT3qggwzr/sc2lZFius6qaJjBSIS+cJi+UIRMU0DEU4q8Y7FgNzhaL7HoWOTdBjmnQU2zsZTvRQUJINeFSlWQSHholv93KOyiaaBFFb1tFq7rX8+QocgWw9RtHSHAUQZVSycWskFzUUaFnBXGEBLHDDNhF9CFi4vk/plp1iS7uHnVdv7vE3cQEhrtmskl7cNsTvQQxyS7mGVychKgFdhpa2tr2fcTRVKCTuGRSISurq4VhOdcLodpmqTTaVKp1AruQhAYajQarUxFkKUOPiPIbui63uK7nc82PDucdxhOjRetw3C6beDUDgP4C716vY6nPD619zM4yiFfz3Nx5EmiJQ93n8vgxtshLTGMLJm5T7KYeDPZn38nxsQPUHc+gGj3MG0/IrMi+v4MoBBY/WuobbqIxurNoBTRvQ8Qe/weZP3cOSPPBJ4Zxu4dptS7Gqt3GKejFzQdbAtjcRZj5jjRgw+izc1ilmahsrLLtRYShC8LUbnbf305idBIgPu1Birnv1g5btF5Y4LZ42XCMY25Hy6pTLW9TCchDbLdDtQ8xBcXybdJ2KHBlEf0imV1pu4hnKMO3sfrXBE5hH6Lgf39PNlLvkDiTf8bz7O5MF5le8dWjGOPkf3OvxHZnCezeoGOsWEqKkMx82qKlQqzsz7R3ZCCTEcn7R0dtLe3nxTxNwyj5Tw0Gg1yuRz5fJ5sNksikSCTyayISum63nIcSqUS+Xy+leIOFj1SSkKh0Ipsw9NJA57H6aGUOG3aWr1IJ5SfNDzPO22pkVLqtKIXwaKs0WgwWinw4YfvBiAVjjBbrqBpUPUa1GoSKWBPpYBmHuW1ydW8JbGZ20oTHLPKWJZA15aXJgmUt4wbEZQXtYjMopVMaL3WbMhmSsmOtgSXpVJsSCbINyy+dGiMeycX8NwgG4CffWh5IMvqouSSk6Sa7OpW5gFAKERIa4pTNAnOAj/jgC/XKuNm6xoKIRAhiTQkadNkbTzG2niUtfEY3c3gRsV1mKrX2VMpMLtYY7pRJ08Dt9nzQdOWy8UqwhHlZ2Vk8+IAug7JpJ8xCP62HElIeERNC10q0AN+iCAWtmk4GhHDZiBVpFg30aXERVC1zaYj4VGwK3THCvTGilRsk5IdxpRThLVh3n/pq9GEpOzUubpvEz+e/A6Plw7zYLWG59msj3i0ix52ha8mm11yIkIRg66OHtrb20kmkyetIQJHoKuri2q1Si6XY25ujrm5OdLpNJlMZoXTETT3DJSastkskUiERCLRst9BNjnINgT2/bzTcPY4E9sebPdixIvOYQgmi9NtA09PaA4QjUZ9LW4F/Yk+jhfHGGwbRLIe5/OjqHEP9bBEvDOKAIydJTK3f5TS6lcwvfYW5PpriY4+gHvXo1i7Cwz+UhsTU1XUXU/Bel7W/bg1TsBta8fuGcYaXEdjYB0qEkPLzRN/6A4iBx/9iTkKSkjs7kGswfU0BtbidPaDlMhyAXN6lMihxzBmx9Gzs6fuLt1MlQNwnUFk3KV2zG4RoAHsHMs2gtiAiW17pH83QfQhmJwr4kmJa4QpyQTzRY18LoF3p42XV1Dw2XFCV+gJk3LZQ0oHKWzUrXmkAlFV2N+xkRVF+fYH+Oe1Oh2xTv7bJX+AdGqMffQvqUw24BGIvzdBwp4hwQw9sUth+2vYP3+A4r9/BBHrYHHThczMzSGEIJlMEI2O0N4eo6PjlhWnHgqF6Onpoauri0KhQDabZXR0lEgkQmdnJ/F4fIXjkE6nW/0cFhYWiMVirZKm5dmGgNsQaH6fx9nBQ+CdRsrsdO+fiA984AN85Stf4cCBA0QiEa688kr+7u/+jo0bNz6bob6ocCb8tOXbnQoBybRSqdCTSRM3QlQdi7XpTmKGQbit1qrHr1QkngePLlSYtw7yqrYhfjG1jql6jYdq8xxuFGjgUq01Sby68AnOyxSUXM93JFjyF1Au9IYjrI3G2BCNszYew5SSQ/kSnzowymOzi0FT5hYXoUX2dVVLtUgFtU3N95VSS2VIgXPiqBZfIcg4AAhDIEO63z1aLM2JppRsSifYlG5jU1uczqaDMF2vc7hc5geLc0w0qiw6FiiFri8rr2pyGRCw/KuqNyASgaU4hmh+plpW1qXQhIflCDzhIQ3/PCUCwxXoShJydUyhsSpexvBCdBugodFwdWzPxEXhohCaQ2eoiqskYd0hopcQAu4Y+z6HCnFuHNzJW7ffzJH8Ae6f/hZCQHvIIG9FKYoKJbHIy1a9iu2x7Xzn8J0sLN5HzOnGnrZb2eFYMsY006zvW8+Gjg1L17XJWYvFYjiOw+LiYuvR1tZGZ2dni0MZZBI6Ojqo1WoUi0Xq9TptbW2tjHWwTWDfa7Xa+aDQM8CZ2PZguxcjXpQOw7nyvOPxOIuLizQaDX5v59spWiXS4RSPzySpyHtoowqmb5M95Uunyms9Ev/3P4lG7oSbrmdx4FrKv3IDWi1PKT2BNBeQM4vIagnhOoHoNp4ZRplhvHgbbls7Tls7TkcvKuQrNuhzk0T3P4R5/CDG7PhP5HZWgNM1QG3DLhprtuFF44haBXNyhOj+hzEnjyJLubMbW3NS1UKC9lGN8WMntnRuOk4dcZJXDFARcQ4c1mlkEziPxLCNKM4ro7hy2cLYAQ7it4DuO+FgR0/4+wrAczEaNYxGFd2t4cbDdFY8rIbN9MIMnfEY4S6TymQDuytEaCGBwqaeCGP2X4IG/NfI13j5kSeIVW1i1Ryd7/4bFhcXmZ7ew9RUhqkpSKfvp69vLZlM5qSGPkHaulwuMz8/z9jYGNFolO7ubqLRaGvbYGIJ+A31en1FqjwgRQfRKM/zzpconSWei5Kku+66i3e84x1ccsklOI7D+9//fm666Sb27dtHLBZ7NsN90eBMAz1nilgsRj6fp6+vjy++4TdpOA7pSJQrB9bwSGFvawHser4kqkAwUbL4tHuYYTPOZbFOXpseQinFrF3naLlGwWtQVjYV1/Gbs6EQnsRAIyw10oZBu2HSaYboDYUxpMT2PEZKFb41McPuhTwLdcvv7YDPYyCQSA0cBtWkKrTUiZZlLfBLjIQmVs6Fmr+z1DW/mslrNmszfcdChjWkBtszSS7qSLMtncTUJPONBgdLZb4+PcuYVaGm/Joq0SI8+5kBBS1bLqVf7RT0pwjUkxJx1bqmwWsB7SKhNBKeTkIJ2pBE0Ag3JOG6julpJ3XLBmCx/aSXNi//wwIqPXjCw9FsHGnjGR5FBKs8h9mZKQrDBep2A08JNKGouwYJw8VWOu1mH12RfrL1Arcev5Ot7VPkjaMM9w2wIXYl2WyWA+MHiLkxxhbHUL2Knp4e2traVtyjuq7T1dVFR0dHS4Z7ZGSEVCpFZ2fnihKkoCdPwIeo1WqkUqmWYxBIwZ8PCj0z/KRLkn74wx/ykpe85Cnfe/DBB7nkkkue8r3rr7+eu+66a8Vrb3/72/nIRz5yTscn1JmEW37CKBaLJJNJCoXCCrnKZ4JKpXLaH5FlWWSzWTo6Ok4rvXf48GEikQiDg4M0GodZWPgos5Up2pwFGkc8QmslIrx0czXutBC3+3VHWkiw+hf6mS51k3f7qPYPYJHEI/60nynq1WYt/yJ6dgZjfgpjbgLZqD2Dq3Fu4IUi1DZeQG3TRbjt3chygfCR3YSP7kGfmzx73oSGr+zxFFBCUmtrp5LqotbWQTXZQaMtjas1jaryMKplzFoJs17GqFWIxS2MYRvnnhLSsdBcGyPs0f/yON6UzdSPi74UYlJn4KVpRh4u48xLXNPE1UK4Zgg7EsWNxbDXtlHwBvAsD+Etfa+2XkOjRCEqeIO7n4yWo+JVKBd2sG9NL/OxI9jTRYZn+7j29X+InsrguhXm5/8PxeLD1Ou7sKxbKJerGIZBX18ffX19T6kVr5SiXC4zNzdHvV4nmUzS3d190r3qOA75fB7btltEveUTVdDwTdO0n/kU9rmwIcEx3v2d3ycUe3oNf4BGpcGHXvHPz/jz5ufn6erq4q677uLaa699RuP9acC5tO2u61Kv14lEIqfMMgTqZD09Pac8nmVZHD58mN7eXtrb2/nO4QN8bf9uds/NIKRC1xQNSzRlU/3fTiLuLMmpAnFMho04Q6EYPXqUtGESOUXUt2DbLNoWC5bFRK3GeK3OWKmG5flEZ58l7W/ruT4vQbkKZXm+ZGrTCVCe7zGoRrOjG8GYfIeh5Vw0sw9SlyjPJ0ALXa5wJro6olzV3cElHWnaTIOJao1H8nmeyBfJOvaKUqEVToLyJVSD1z3PbxYnpWoqKDUdC/zSJCkhJCHt6mSUQVrppD2DuNLQmufgoqhKm5rmYkkbS3Oo42Eph1C4gSsVrlAo4eIqD1P30HD9z0MhlQCloSsQno7haUjXQPd0dNfAs6J0yARew241tlMCKnqNmlHDDkns8DSNUBXLE1zVv4vj+Tyj5Vk8ZXNd/w5eueZNaFJnrjrLFw78B4ulHNtC2+lX/TQaDWKxGP39/XR3dz9lBsDzPPL5PHNzc3ieR0dHBx0dHSfd041Go9UsNJVKrVB1DOReA3n45b17ftbwfNt2ePb2/elgWRaLi4srXvuzP/sz7rjjDkZGRp72O7z++uvZsGEDf/VXf9V6LRqNntOxwYssw3CmvtGpFJCWQwhBR0cH09PTzQZb/0m9vpukBmgCfbOOkIqqq2FIiS5cKl0x4jQdhpSkFipT+ewEhnqE7s0G4ioDdb8i0ZOmkvUoHnNBeZghCzdb87MOJ+InlHX0dJPKhddR3X4FSElodD+Je7+DOTmCeDZ+6AnOQiOaoNC9ikLXEJX2XjzdAM8jXM4RLSzQPn+UUC5HuJLDrJb8zzaAIBmhAw8vHU+EoK0zTGzRI9xjYOwSzO6ukEyFSGglkgs5GrmVg1j1yhRmm8b8rM09bi/rD+TwqmXc6zuwV2eYL3eTnWsnlYvxA81f4IUri7TNjJN66D5WvyWPtlHx1XQb45Pf5fXR1+CUv0al8iM0DTZs+GXC4fWUy2WmpqaYmJhgbGyMrq4uVq1atUL7WwhBIpFAiH1ksyOUyzsplUp0dXXR3t6+okwpk8m0FkiWZZFOp1v3d6DhHTQhWt7X4TyeHs8H6Tno1dHefnKU9DyeHaSUzej2qbPNpmnS1tbGwsICyWSSD91/D8VG3c8Ye4K64/dSCJSQNClx3KXGY64L85ZNzsrzeCVPrapwHUE8IolIDSkEuhBYHtRsl7rnYXvB4jqQVqXVYC0oO1Jec9zNHg6+7Gkzu+I1icrgy7Ke2M05KDdano3QxAppVdUM8bcnTF63bpALO9JUbIeHFnLcn80x7fjzlxCgGytVoJTyHYfl/ReCda6UvrMgmq+JZjqhR9fp90L0uSbtSkcicFDkpc28ZjEiHcq6RcNo4GkWUnro0vXJ5EphSoWpuViA22yaF9Ztn9MnJBIXTfj7KOH/Np3mmC1f4BYp/MGWbBMv1onlTqI5gnK5A82KEbNDJO0QoVoEVAoPDydSYqIyhhXN4Xq+V/TQzF5C+m3cOHwzXzn8ZaYqk0TMCK+/7PVIJLlcjqmpKQ4dOsTIyAgDAwMMDg6u4LIFGeV91SegLFDzqpXpiseXgomhUIjOzk7y+Ty5XK7V0ycoUQoyx7Zto5Q6n0k+A/ykMwymaa4IZNi2za233srv//7vn1GJ/OmCIM8WLyqH4UwReP2BVNmpkEqlyOVyTExM0N19LdXqg4TD2zhW1Ym4j5CUNmHpcqCSJGZmWDNxgCAXIC7VmfHqiKRA5RWxsEHxP+rYFQ/naAOn6rW+oGZ561PjaaLxzyUag+spXvc6vHCU2BM/Jrr7PmS9cvodzxD1aBu5/vXk+tZSb8sgXJd4dpLeQw8TW5wmWlhAeqc48eWVSyf4WKoBhSN1CkfqrHltmvKCjVdS5A7U6dgWo/+aNsa+X6Bs6oTKFsIBq+iyeKBGcaTBNopLB3tgHPPyRSKpIms/eRTpKZwdu4i//jc58r3vkutby9zancgjNsm5KXTTZV99L8lQght7VgPgEmXk8cfoOPxd0je+jvXr19PbWyebFUxN5ZidnaW3t5fh4eEVUaT5+f8fnlchHt+Jpr2bmZkZSqUSfX19K9LYiUQC0zRbmuDLydZBrXa9XqdWqxEOh89L850GnjqDPgzN94vF4orXA832U+7rebz73e/mqquuYtu2bc9usOdxEoJ7/0yac3Z1dXH06FFmZmZ41YbN/OfeJ3nDlu18+9BBFso1QOAqaAuZFOsW4WZ1oFJQaPaAiSf9xahh+h2KXTxyjm/RA+fAf4jmuHwitE+IVmC7J9kwzw02WHotkFL13KdRilo2gQjZLDdqli+1ujtLgZDw0uFuXrWmn6rr8vmj4zy8kMOhyX1oOh1SP/nwonUw0eIeqGX1SEKAFIpudNaoMMOYRB2NBh7T0uKYUWNRtygKf3EvUJi64zsnwiase61P06WH1uQ0LPG2PUKa2xRr8vBQGNJFkwrXE2hStTLelisJB6Tr5sWJGw5FewJTc5Gmi0osMFuvc7lpMx0ugifYFL6aPrmZx0buJZYbIJFdRVra5CNFypE8d43dyUB8kL54P6PFUWJ6lAenvws4XNR9M5tSmzg4dwBZkIyPjzM5Ocng4CADAwOttcdcdZrbxr4OwA19tzDMeo4fP057ezvd3d2t7zdwLqrVKsViEcdxSKVSLd6aaZqtEiWl1M98JvnZ4kxse7AdPDP7fjb4+te/Tjab5Td+4zdOu+3nPvc5PvvZz9LT08OrX/1q/uzP/mxFufK5wIvKYTjTH0pAEA0kU08FKSUDAwOMjIxQLK5i9eqvIoQgbVc4cOytwCJSwKZYDimKuINNw6lD4xt+J07tTSESIYNOL0x91saueCgTOBVfOYgQPc9QQlC6+lV+X4exQ7Td83W0Uv7cHBvhL7DX7KCa7kY6FsmZUXoPPkTb/ASae/rv42xx/Ht5MtsiBCK3Y48UiIZ0whkN0Qn2o/7rU/csk8ENrn0cuN5fmMdFGRET2CVFj3eIjqN/zbFd17Dt1s9Sj6bJta2iGFtFZ7qbDB6Fcp4JbQPzxjv59uhd/MLH/i+LDYf66GHa3/165ub+DtC48MKPMj/vMTY2xuzsLAMDAwwPDzcX+jupVu8lGt1Ge3sviUSCyclJRkZG6OvrI5lMtoYccBsCp2G5TGugshFkGp5K+vU8lnA2pOfBwcEVr//FX/wFf/mXf3nKfd/xjnewZ88efvSjHz2rcZ7HUyNwGGzbPq3DEAqF6O3tZXJykl9ev4Xfv+xqAK7oX8XvfuPWpWNKDccFy/KJu8qDtrQvm5qfU4TjAmn4bSKX1+n73Z+XsY8DNG2MEAJlaL7cqbfMQWj6C9B0Lpp9E5TjIaT0HQ0AUwRd4vzma8EhNOmX3Ei1FHBSEDd13nbBelYnY9w1u8C3Jmb9cijwey/oopnlWOIYBOeCUGi6ajkFfkmSf2AhwBCwlQibCZNAo4LLqGgwLhtkNRtkswv0UvNnNOFiSAdNKHTpy0ktJ0DrQvnRXuU7DbpUzVIiD00qNN+FQhe+DKvtaYQ0B5TAUrLp+wQH9Pw+2E3+h6MkNcfA1FwWwjGUKoBQPF69lyfFQ/StXstU9T60WpJErZ10OUNnJYMjHZ6s7+OlF1xPtjbJWPEgD0yPAKAJnYlyhYdnHyQdauf3L/0DxsfHGR0dZXJykjVr1tDd3U0y1E7STFGyi/SnBhlODrO4uMjs7CzlcpnBwcEVpOhYLIau6+RyObLZLO3t7St4DeCXMDUajfNOwylwtqTnZ2LfzwYf+9jHuPnmmxkYGDjldm9+85sZHh6mr6+PJ598kve+970cPHiQr3zlK+dsLPAicxgCnElpkmma1Gq1MyJJh0Ih+vv7mZiYwHEcMlaRqQ+8k0RCkP+NJPWQzpzTzY7YGGzRqb87SazQwP1EUzpUgdGpIeYEg9cnGfNsklFo7LMxNMHsj58icv8TYp6UL385tc2XkLjrViL7Hzon5GoFFHpWMbXxMupt7bTNjbH64dtIzh1HPlUJ1jOA0HzVkRPh1hWl8SUt28Yxh0YQzht/mmP1CPS3RVGGCIJtxO8vkS95SFPQviWMBBK3fQ8xrYiwSIRF+niUWrqNI7t2UtHX8Mi9jyDDkrZwJ4sdCfomc4SG1uJ5gafoUql8n4GBX6G3t5exsTHGx8eZm5tj06ZN9PT8GZ5XRtP8BnDxeJx169a1Sprq9TpdXV0nlSjlcjkWFxdJp9OtSScgQ58vTzo9zqYkaXx8fEUd6emiT+985zv55je/yd13333aSeI8VmJJMvTUxlFKiWEYNBqNM4rApVIparUa09PT2LbNd+dH+NLBB2hPw0LW17zviMSZK9Qo5SXVgsIwFdEEgEI5Cs8TyGZfhuqCgxHVfLUg/ankXf3MgwpW98v4zMGWQoCSoOouBFyq5VKpssln8Gg2YluufqRWHkhT4IFuSH7ngvVkoiH+cfdhjtWb85MOQpO+gxAcQ668xqqlhLT0Ga3OzgK2EWGHiGAiOEKdUa3BvLSb05hC15rXSvnZFin9zIGpu36HbOEiROAANIfeJFf7vtDybIaHEIolsSf/uasEugTX09CER9QIAlD+hob0nY5iw2S2lsSUbrOEyqPmTmNqCtsL7jGLhcZuDB1I5KgkclQ6R9AaSbRCJ7HFLm6/7XZkNEo0kcYzakgJ7ZE+Rgp7UArKVpmjlRG2rN/KwMAAR48e5cCBA8zOzrJhwwbefeGf4iibkObb6EwmQzweZ2JigqNHjzIwMHCSbQnse+A0BM7CcqfBsqzz5UlPg7MtSTpT+/7Hf/zH/N3f/d0pj7l//342bdrU+ntiYoLvfe97fOlLXzrteN72tre1nm/fvp3e3l5uuOEGRkZGWLt27Wn3P1O86ByGoH71dAgk9SzLOqMUUzKZRNd1xsfHmSgXUYlevLlJOsdt7h6+ku3RxwhCOeV4lA11SeMVBrm4jdqhUfRczLqDklAPCxI/dBA1RWTARISaUaRzH2A/K9TW76S68yoS93yD6P6Hzs0x42nGt19DuaOfxPw4w/f8kFh+9pwcezmWOwuO0KiEY9TMCA09hI2J2yPxpIYSwp+IlELzXHTPJmw6RKw6ZqFCxKqh5UFDIH/oUH/cQtbBijV5L5aicKyBfqlBsr2BF6guRYA4ROaLbL/zHoZevYfdGy5hZKaTwXwfExf9PIevyPJbr/09dF3iOHPk818kn/8CpjlAInEja9asoaenh4MHD/L444/T39/PmjVrVpynpmkMDAyQzWaZnZ2lXq+vSHVLKWlvbyeXy5HL5VrN5IL3wuEwtVrtvNNwCqgzSFur5vttbW1nRDxTSvH7v//7fPWrX+WHP/whq1evPidjfTHhTB0G8O17qVQ6o0ZvAD09PRiGwezsLLGKRVw3KOMHdFa1ZTg816w/EhJwMcICu6Go5kF5gkbRQyXAqSuEJpFm0ElatXqtKXy1JZS/KPYa7gq1o6cMEmnSn8UddZLsthACpTd7L8il94NuzkIIv+ynaRt+YcMgA21RPrTvCOPVmt+QzdSXrqnwBxE0llvq5syyxXlzG/zXVkmTy4kRR3KQOo+rGlXhYojmPs2MgRCBJK7/3NDcJq9A+ip4nospl8jUCtVazBvSPzWJ72SFXYVW0xENDWlLdM9DKoF0mzTmwLnQPJSmULqLCrsQUWB6RA2LhquRiVQwpbtCtMOQHp7yKFkmhnRb3AfHE/7zcAE3nMftPkKndQ31CZu+2Q00Fgcx+wzWJnfRH99Iw7U4sHiAT+/7JO+95P2kI2m2bt1KNpvl0KFDPPzww6xdu5be3t4V32koFGL16tVMTk4yPj5OZ2cnnZ2drXs/6OOTzWbJZrNkMpkVTkNAhg7Klc5jJc7EtgfbwZnb9z/8wz/k13/910+5zYlz+Sc+8QkymQyvec1rTnv8E3HZZZcBcOTIkfMOw7OBEOK0ZGagpVlfqVTOuCbNVz8wGR91UG/7U4yxRyj338MV8fsAv/zoaDXBrlKVWMUk1qGjJ3XmhY3SYL7P9wjEIcXsQ35Wob7ooBonnIMO6gwC78IE9SwawS2HAsqX30zo8JNE9j5wTo5Z7Bjg6CU3Y9QrrH3gWyTnxs7JcZfDQ1CMJsnG21mMtVOMJKmGoktMPaUwXBvNc5HKQyi/o6oSAldqOJqOF7AYB0F6LilRpfPOCtqBBdqriyRrBZzy0hfSyDq0FyPUrotS2GbhJbeiJaeojBQJf76CHpGEo5KByH10blEcXuxhcnYrbcVubr31S2zr6CRRHEdtEghNoWkZ6vV9GEY/0WiSXbt2MTk5ydGjRykUCmzbto1wOIxtT6Fp7UgZpqOjg1AoxMTEBMePH2doaGhFJ9F0Ok0+nyefzxN0FoWVmYbz6eunxnNBen7HO97B5z//eW699VYSiQQzMzOAH4hYTng/j6dHcJ+eiX2PRCKUSiWq1eoKIumpjt3R0cHebJbhcIr/vvoa7s4e50eVIofms34iwFNge0QzNLsUC8DFcwAPanU/ahFqX1qQBOVIQdxcCAioWUIKlOX5WYPm4VoEaEDVvdbCH0O0lJKCRf3yvgkIgWoSjpF+xsC/WD75uzse5qq+Tr4wMu47CxKUo1DGMu6BXDKbBAt2AZq2vEzIz7pKCbtkhEtFjHFlcZsoUMT1ydUiSJyo1jGD8bakYFdcfX9rbelU/H4WwkN6YFZ0zJKOWdLQahqavaQCooQCzQOpWuVRNLtgC1eCI1pqSABoLiJm0x1roCc9RLKOitqtcQSfmwo3KDaiCOHSHRki31hAl2XihtUkdbs86T4OPYKEFSFT7CV0PMKthVsZ2BzClGUAwloYieBYYYTBxDCZTIZLLrmEkZERDh06RD6f93uxSMjWFuiIdLbKoBcWFpibm8NxHHp7e1vftaZpZDIZFhcXT3IaghK8wGk4L7m6Es8V6Tlw7M4USik+8YlP8Ku/+qvP6Dt6/PHHAU5yOJ8tnpHD8OEPf5i///u/Z2Zmhp07d/LP//zPXHrppU+57Sc/+cmTCBuhUIh6vf6U2z/XkFK2VANOtRAKyKL5fL61cDoT1Gpfw4zcgeteSm3oJqS4EMvaj6Y9yLHGFO1GFbfJW1VANerPDq06UCCla+QMgWcrHH3l5BfvNwmlNbJ7mtTpU3AZzpWzAOB09OHF2oieozKkfPcqjl10E4mFCVY/chvaOSo9AnCFZDbZzUyyh7lkN7Zu+gv9So6ewgyJepFErUzEqhJyGqc9H0do1MwI1VAUrz9JOd7GQinGYt9mPKkhPZf22iKduTm6SvP09Ph1tBFLo+SB97lHUTt0uDZG+soIIutHxBoRRWbWYHgmx+h936aSjDGx6SoemYS2OYNVJZPBV/4a9fo+crnPoGlphoc/jRAGAwMDpFIp9uzZwyOPPMKqVTnq9X9B17sZGvp/CGGQSCRYtWoVx48fZ3R0lFWrVq1wGgLCfi6XW9FhNJBZbTQa2LZ9PhJ1AhxPQ3qnliZzTvP+ifjXf/1XwJfHW45PfOITp41MnWv8NNt3TdPOyGHQNI1oNEq5XCYajZ4x0f9v772fSr3Oq4YHuWlgFVenFfdOzfDD6RlG8gVwfSUkvfmTcSrLIv/NFbHUljIhymVFB2bPxZ8M3Obi3pBLDgJLK2vlKb/UKPi7lQFovtSMxC8v0Re6WLkqh1ZqYHsmheV6PDS/2FLdk4b0xyEU0pQr1JACroHvSCzP7CikBpfKKLtkhEdVlceE3xlbNsemabSi9ssv+/LntoefURCOz0UQSylizYZoXidRNAkVdYQSeJqHlXCwu/wFvhvxwLQxQ3brWvgiU0tZCg+JUAJcMC0QDR1VMaASQiuG8abb/ItnuJCqoTJVSFdQIYXE52lowqPqHAHClO0QcaMBKCzXAATDiQV06VJJTVMvd2DPr6F8XxSvo0Q05vCb29/Gfx7+HKPFEbZkdvDmTb+Oruts3LiRdDrNgQMHqFarHDT3s7vwJBd0XcibNv4SQgg6OzvRdZ2pqSk8z6O/v3+F09De3k42m2VxcZFMJrOC0+B5HpZlIaU839xtGc7EtgfbPZf4wQ9+wLFjx/jt3/7tk96bnJzkhhtu4NOf/jSXXnopIyMjfP7zn+eWW24hk8nw5JNP8p73vIdrr72WHTt2nNNxnbXD8MUvfpE/+IM/4CMf+QiXXXYZH/rQh7j55ps5ePAgXV1dT7lPW1sbBw8ebP39k4xYapqGbdt4nnfaH0o4HMYwDAqFwlPqID8VYrGrKJXuxBYP8aPKPDekunHdS7Ht36STBsXGBBPhvcwPh4nL2/FC/myigEhFYjYEjR6PVW9Kcew/czTGVhbe1xcdzOTSuM2EhhIKu3D6SfLZwOpbDbaFMXP8WR+rHktx9OKbSM2MsurR25Gn6vR8lpht6+LJoR3UzSiJWpFV86N0FWdJVgtoz/BzdOWSaJRJNMpQnANgS0rQKEAhkmQx3s5CopODfRvZL7eynzI7KlMkV03ifseGBYX3A5v2sQq5I360qlJyiKV6COVLlMbq2OM25nieNfu+Rb5zFePbr2YPr6dy8Ht0dkwC4LolPK9KozFCKLSReDzOhRdeyL59+zhypEF7+yai0UN4XgNN86MSkUjklE5DOp1uTSodHR0r0tee52HbNlLKFbJ/L3a4yq+HPt02Z4MXSjucn3b7fqYBIfA5P74cdoFUKnVG437t5k189L4H+Y99R7hjbIrrenu4tr+XG4cHmK/W2LOwyN75LB2pNr722IEVpZB6VPhk27yL2d6MZLYW2811/AlDUK5qRuUDXgOtZm1CFwgh8Syv5VQggtdFK3sQ9F0Quq+KpCyFEn5jNqH7H7guFWekVMZePojm9ZCmWJ6QZXmEyh93oIoEmlRslCF2yQj3e2X2yfoKH2UpS+ErFvn+zrK+DEIAHhHNbW4nEbhowud/pGd12qcNhAIr4VAarNJI2qiIhaH5xwh+S6Z0mxJQzbEiCBIrQjTfEoCuECEblbARHdXmOG2kK/GKYciHUYtR1IFOoBMyVRp9ZayYoDNSRQhoM6u0NQmzPlcF0maFkObQcA3/c9sWqLfNEMkNos2uZzDfyyfsj+CG/DmhZBWo2GVmq1MMt62lq6uLSCTCnj176Kx0ExdxZirTK+6PQCZ7YmIC4GmdhiAotFxy1fO8M+pb8mLCmdj2YLvnEh/72Me48sorV3AaAti2zcGDB6lW/XvVNE1uv/12PvShD1GpVBgcHOQNb3gDf/qnf3rOx3XWq4B/+Id/4K1vfWsrqvSRj3yEb33rW3z84x/nj//4j59yHyHEc64Pe6YIfhiu657WYQiisAsLC2c8qcRil2HRRkTLclXqOFo0hWH/C8nkH/LotEOIKBH1ShAaVfd6RHUKacziuot0L2QxnRyybY6JzVVOum/bBE7RI3ekTnSdQWPCwSoum5EkJ9WxnisI1/Gt/RlE706HmfUXYjRqrHrsjnPmLNiazu7BHUy2D9BZnOPyw/f7C/znCHbejzKlq3nS1Txr547iCkllTQ/7C4PcXt9AeHSYdb3HGJwdIRZRVI8skVAaUzb6N2YYnbKJbTURGYlbUkhLkZwdxXjjNRzLzzJy5Fpq1T2sXVels+NtTM7+E3btxxTcNjav+RQRM8KOHTvYv3838/OvJZk00LSVJRbhcJhVq1Zx7NgxxsbGWLVqVet3IISgvb2dhYWFltOwvE+D53k0Gg2klOcnlSbORiXppw0/7fZd13Vs28Z13dM6uZqmkUwmyefzVKvVM+qo/eadO/jID+8HYDZf4SE9x/fHpvjI625h99gk65JtvGSoH4BXDfZzLFdkslhmplZlUWsw36gxPlqkOt4g3B9IJDczBmKJ7ByoHDVpA37DtZZiqfBt/XKcsIBRfqG/39VZ97s1B92dMSWgEIb0y56UwvE8dKm1HBjRzCgE2ZAAJ5YmLU2hgToSXCCiHFMNdlNHbzoHSvnEY3nCz+LkUidWlggpUEIia4KBMZ1QTVDssqn2VxGmf0GEUmhSNJ2FpsOqQOG1emQEl62pHNv8FNUsMmoVhOHnhh08BUpTkK5iZKqwdhFlgzPbBhMpzN3dpGMN6oMKo6fYzLI0s0RKIYRLwnCou4bfCRyBFC6eENQyc3R3rmPxoMeq6Y1MdYyyYfVGrhu4gX957APUnAqd0V7eseu9JBIJLrzwQh55/BGubFzDmsHVJ92TgRrexMQEmqbR09OzQugiCArl8/nWGiYoQ63VajQajfN8tSbOViXpucLnP//5p31v1apVKwJMg4ODJ3V5fq5wVg6DZVk88sgjvO9972u9JqXkxhtv5L777nva/crlMsPDw3iex4UXXsjf/u3fsnXr1mc+6mcBIQS6rrc0uE/3I9F1vVW6USqVWo1RToVo9DK80reJLMQppjeyfcP7KRa+wIV9Yb53/E76QrNYn81A2xBq9RDehn4ElzDevTQLeOUK8reykF9EhHLIjgJML+DdOYm3No/b4+GOrGRBt18TY+7BOnrtBDmg5U3MniFkvQqajjLDCOuZlxtY4RiL/esZ2HffqfsonAVcIbln4zVYeohdo48ysDjxE1muacqjbWSKy5iiFIpztHste9UGDq5ezfapPfQzubSxgtqCX4ZVL7qU35ah6wmT+qNziIsEVvt3OSrXcnlylomxC3Acg/6XbqLUmCYMmFQYn/4Aw12/Tii0hi1bdnDw4EGOHp0hFJqlu7t7xdhCoRBDQ0McP36ciYkJBgcHW/dxQIReWFggn8+TTqdbk0ooFDo/qZyA56Nx208CPyv2XQiB4zhnlBWLRCLYtk2xWERKeVq+SCIUYiCVZLpcoCMd4pcv3smVQ8N87EcP0Z9K8d++ew/pmMnW9e0MRRP0h+Js785wU2IIGZQdXaDI1xtkG3Wy9QZzxSqz+QpZZTPnNJguFFGaQJqan2Fw/Xoa5TT5DLrwn3t+92TsZYX/zWyE8paklYIOzq1rFPx/2S1acV26omFEZCmIJpZF45eub0BSXnoEHyQErBYh2oTG993iCmeiRR1olgUt50K0njWzDQLXZy0o0IVHpA6rjxjYhmJ8QwM3bhPW1bIx+b9H11O+WhLNTAwaJzYpUkri4lOpfUq10ypREsIPXunCQ5OiRe52VfOYOhgDRby+It5iBG+sHeNAN4ynYfMMtDnLru7SOdY9A8eT9ERdqg7M1sJMe3ugx6F7YQ0D82vp6RgkGUpTd/xS49nKNLce+RIvG34l0VCMSy68hCeeeIKJg5N0RrtOcm6TySSu6zI9PY1hGHR0dLTeM02TVCpFPp+nXC6TSCRa1y0oHzxTcZefdfykG7e90HFWDsPCwgKu6560GOnu7ubAgQNPuc/GjRv5+Mc/zo4dOygUCnzwgx/kyiuvZO/evU8rGxjoBQc4sTnGs0XgMJxJFAr8CG1bW9tJjVGeDsO976I0WSGRfxAn/1X2RhaJe98B4PKOnShrHFE6AgcOIx4EeamO/aiLDLdBeydW3wCGHoW2NHS1o7o244o0rArBbwDKo15dRP38OGL6OO2pWYz8MZIDGoWHaif3cVumHhfO6Hi2h3WWJUzG7Dgoj8bqLUQOPnpW+y6HE4qAlMQXp57xMU7EdKqXSjjBdft/SFvt3N4rzxSJRpmdY0+wfuYQB/o28+jQRSxEM2wb3+OXRmnQf02C3EidzKYIjQlBOmPBy1JMDzRQZp2f3/w7HFl8iA2ZBCNPlrn77rvZcfF/4/6xD7MudADNepCFhSr9/R9ECMHGjRtRSnHgwAEMwzipS3A0GmVgYKDV02F5VDiIRC0uLp6fVE6Ds2nc9tOE58O+P9e2PSByWpZ1xgpIiUQC13XJ5/M4jkM8Hn9ax1iTkm+9/dd41Rf/jarT4J8evpPvP9HPfSN+qebOgV6enJrmydwCT+YWAahlHcJJnUw4TGc4Sm84SsI0aQ+FaDdCrOrrpmNdGL05Vtv1mKlWGS2WOFoocWhukaOLBTxbIcNNlT/ZzDJYy1ILTYdhubOAACF9GSG/u/VKByC4ZkcrFa7u7qAjZJK1bFixqF/aZ8lJWFZGxZITERcSS3ks4rI8fy+15pDUicdtLrCb5UgCF0P6S3nRlEfNZDVcTTG+sYHSFGEROBSqmVT3kELiKr9HtCa8JkdC4CgNidvkLPiDDC6NLv2ZcnnGQSxvAtf811UShURjqcTJTVuQnkUUQ3A4g/fIAKxfRPQXW5kL1/NLtNqMOppwMTUHU4OpShopBL+94508NHMfnYU+ju4/RsJs45Wrf57bx79F2a7y0Oz9JMwkLx26GcMw2LlzJ48//jhPPvkkF1xwwYomnuB3hbdtm9nZ2VaX8gCRSATHcSiXy5imuaIHj2maWJaFpmkv+tLTs23c9mLDc353XHHFFVxxxRWtv6+88ko2b97Mv/3bv/HXf/3XT7nPBz7wAf7H//gfz9mYNE1D07TWj+RMoqaxWAxN08jn82SzWVKp1Ar2+mjhON8dvY3tHdu4qv8KtKjPTi8JDSWW2Mee9YRfNvnrEZwPNqDhd/HUHAXlApQLhMaOrPxw2ZRVjSagvQsy3Yg1/ajOQVh7M1kjglA2pfpxYq/fS/X2e3Fm8yefhIL6wjMjF2vlPObEUWqbLyZ88NFnHsFXywh85wjjmSHaSwsvDGfhhKBW1Kpx4dijdBTn2T20g3w0zaUjD7D+pSZ2zqM8alE+biE0WDAFWkgy99ZVpKKvJFb9COvYQzR9Bf3XvpW77vohjR8/wpaN05jmNur1x3GcRYrF2xi3BhBCsGnjRmzbZu/evVxwwQUnKcAkEgl6enqYmZkhHA6TSqVa74VCIRKJBKVSCcMwWhPS+UllJX5WMwzPBGdr359r2w6+82tZFrZtn5GDG5SelstlyuUyjuPQ1ta2omT1v57Yw7f3HuR3r76Mi4cGaA9HqZYbCCU4vpBrBcrHF/MoD+wFMJpBXqH7rRLmG3Xm6nX2kgP8js6tciQlaDdNeqJReqMRBiJR1qaTXNbThbllAyXLYvdclocn53l4Zg6rGQ1XUvizeJMEvXwuU1rTO3BZyj4svy+Dpxo8WSpTc12uSKf55uwcp1TTgGa5k/9keaM11SzqQYDr0mrk1nwbPeisrGipLEGQefDQNW/lObiCRE4j3+WgNJ9kvORxBPKtQa1WcE5N2dTmf34DuIDm0ewMHVwSsfRawKnwa9iXZijpSyqhKRfH03zydDCGtjriwnHUkQ441IHKh2HzDBHDbkmu+keT2E1Z1zYzxcuGbuGLhz5F2S7xylXDbA9v54knnmAmPUWqvx/ULEWrwr7sIVYl15OrL9Ab62PHjh08+uij7N69mwsuuOAkW9zV1UWj0WBychLTNFc4FfF4HNu2yeVyJ/HVXNc9X3rK+QzD6XBWd0ZHRweapjE7u1In/8Ro5algGAYXXHABR44cedpt3ve+91EoFFqP8fGn6aD1LGAYhl+76Zz5AjocDpPJZFBKtXgNgSLH94/fwZH8CF878nU85RHd/GuUL/0L3Ks+yFD6ktYxlMgAoMcTDP3PfyT2Kxcx/opLuP+atTQG48jupVTjTL8fIZCab2hcq4yYGEE8cS989T/R9zzMqvn/ydrJf6Q7dxtWziI/dAvWb38A783vQm264JwuzKO778XuGaK+4YJnfAyzXkG4LqWO/nM2LkfTMbxzp7L0TCENVjgLQodQWtJ/dYINYoprDt6DpZs8svFSajYUji017lMOOFVFI+eSvHeMe2ceoF7fA0C1+iB9fX1cfHGSbLab0dEh2tpeQTi8DceZYm7+H/nE3k/x8T2f4khhhC1bthAOh9mzZ89Tditvb28nlUoxNTVFrVZb8V4sFiMcDreirQF0XUfTNBqNxhmp0PwsQyFaE8vTPc7l7+75wvNh358P2x6QOoMs8pnuk0gkSKVSNBoN5ufnKZfLrVrhD9z2Qx4am+DD9/j8hf/3qjfz/stfzpff9Jts7192bZpf+87uPt5z8bWsNTIk7BBexcP0NEJyyQnxAuak8OPhC/UGexZz3DY2ycf3HmJeGPzGN3/An9/1AN8bGaMrGuVdl+3go6+8nt+7aBtrkgnwlE9yNuRJhGlBc/En8FfMywkE2rLBmhq2UtybXeTajgzdIfOkKLv/fGmBL+TKsiT/oShLD0MIuoR+kiDTcgdk+bECidbAWfCgWUmu/P4JCjwJGm6zuZry30NhSA9dgC5cjGbPBIFfmuQvbiRBvkHDQ2vyGhS+Y+D3vVjWNpugrKk5PuH/3pVayk4gtOb2HppwsJG463KoLbMwH8M70tFcUIplTonvzEkJljfH98e+RtkuAfDkwmNs374d2SPpzvWSnc3yth3/HwqdsdI4Xzz4Bb565At89Ml/QmkeO3bsoF6vs3///pPEEoQQ9Pf3YxgG4+PjK+7/wDGWUpLL5Vr7BllkIQSNRuMFI8Dwk8CZ2PafVvt+LnBWDoNpmlx00UXccccdrdc8z+OOO+5YEWU6FVzXZffu3afUhw2FQq2GGGfaGONsEURKg9T1mcIwDDo7O0kkEtRqNebm5igWi1zUeQGa0NjVtRPZtKbxzl1kEoNYX30c8R8DhN2fI2L6WrxKeUT7tzL0yn/kxu1/z5t/+y9I/A4Mvi7E4A1J0lcn+d4tW4nf0M7q16TRfjOJ7jR/4M2gQnSwzrzexvHP7mfx09/E/dg/Iv7Pf0d8+3NghFBv/B3U7/0lascVeOcgahAaO0T40OOUrroFN3J67fKngm7VaZ84yPyaHedkTABDC8eZbeumap6+a+tziRN9FuVAI+cxeXeJetYlY5a55OiDFPQEPziymtq8A0/Bu7dXGRyvKOquH826L99L3akzPLyTtWtnmZraxuhUG3fNVf2ImL6VYPL/8P3386rPfwqtpxvXddm7d+9J97cQgt7eXsLhMOPj4yscAyEEyWTy/KRyCjhKO6PHTxueD/v+fNh28B1cKeVZ36uRSKSlTlMqlZifn6dSqfC67VvQpeQVWzb456HrvGzdRkxdYnbANRcP8tZrLyH4HepS8sadO/nMr76Zu977e7zr8mvITdWo2X55jFt3sXMWnusTnN2K3coC4IEmBI9PTqGZGocrJb585Bh/csf9vOu2e/j64VE2tKf425dewZ9efwlbu/wglNRPcBqEz30QzRWyEMJf6EsQpua/7rdARinFd2fnyNs2v9jf14qOBwh6K2hak6QMBFH45QpP41jklcMOIs2F/bLhiCWC83KHRJNL5UoB30EID006SNOhlHJJZTW0VkZCtP51Wwu4pSyFlM2CpGbmoSnv0MoKKKXwlNZ8iNZ4PM/fX2s5M03HRHh4CCylLSO7KjRclNAxpUKXLkZPEW39PGIyhT2Twva0gH6CwGtJuzqepOYU/XNFUbXLCCHYvmM7TsJm9eJajs2NoJqCID1RX51MExJx73uIPfY+Nq9fRTabZXR09KR7WNM0hoaGcF2XiYmJFfe/lJJ0Oo3jOCvKAQP7Hsitvlhxprb9p9G+nwuc9YrtD/7gD/j3f/93PvWpT7F//35+93d/l0ql0lLV+NVf/dUVpLm/+qu/4rbbbuPo0aM8+uijvOUtb+H48eNPqS/7fCNoj16v189qUhFCEI/H6ezsJBqNUq1W6aWH9277Q14//JoVC7TG8SPkvvtlGnsOUP7Bf9BoHCAc3sXAwIcQYqmkyTB6MYw+qnmb8qSF2SFwdI07L38DH199A40hEEMSJaH9V15L6H09WDv2UT84hmcpnJLXrFcF8diPkJ/6e+Sn/hemPY967a/D7/xFM+OwBKPt7L3kxI+/hXAd8i//ZTzjmenzd488gW2GGd92zamS3meM/twkpmPx0JpLqBnh0+/wXOE0J2OXPdKNAtvGdzPWMcxiLH0iJw+A7IM6WsHlk9Pb+PfJHTxe7mCqNM7ExB/Q0XE73d0F9jy2lz2LGT46uRMr+ou8Y+NG3rzmSu4fK5Cr1bhzbJStW7eSz+c5duzYSZ8hpWRwcBDP8045qRQKhZOchhf7pHImEaif1pT1z4p9D+5VpdRZOw1SSpLJJB0dHRiGQbFY5Ld3beEHb/sVXrN5w4pj3X7sIPdNHmN/foZPPvIwi9Uqb75sF//r529ZccyLV/UTaWa1we+3IDx49eA62hzNl0pVYEjJTRvXYQjJD48cw1F+1F1oEjNqULRsvnrwKO/+3j38n3sfIxEy+fPrL+FPrruY4eSyII4AZXlLv12gZaC0JZlUJOD4/AHLVXxxYpLhaJTX9/YuKSFJ1Vr8txqriaWSnsDPkb5qK09QY7UIsU6cUA6mlu8vWoJ7rQxFczii+UGaBCkEuU4XvSHoOBbxSeDNxnSe8nzHRvjZAiG8FoHZP2eFRpA9aCoqtZyY4Dv0WhwGr5lJUMH5iGWPpuPh5ytctOZWAg+EX4blKRD9eUR3EfdgJ8ql1a9Bl/73qJQgaVZBKWRT0jDbyHGsMMon936OPfHDYMC+hw+gNfs83DT8cnZ0XM4vZXYRqs5AeYwOMcnq1as5fvw42Wz2pHvYNE0GBgYol8vMz8+veM8wDJLJJNVqtSXNCUulp47jnFXlxc8SztS2/7Ta92eLs3YY3vSmN/HBD36QP//zP2fXrl08/vjjfPe7320R5cbGxpieXtIKzuVyvPWtb2Xz5s3ccsstFItF7r33XrZs2XLuzuIZYnmH27N1GsD/gbW1tdHV1UUymUQpRaFQYHZ2lmw2S6lUQnT1E163BRENIzcG3RY7Mc3hFceSMoKW/mvm77TIHagxfU+ZNcnVvHbD6+lNreFbi2vZ80vrWPX/Pkdt0wHcuTzOnRZKExDMEwqoVklvbi6ax44R+8G/Iz7615BbQL3xdxDv/Gv0C3YhdIG7shrljCAbNVLf/gxuupPCzb+M0s6+nj1cyTP8xF1kh7cws/6isx/ECdA9lysP34ulG9yz8Vry0eSzPuZzAheUC0PZMWL1Msc6l1rBa8u6v/YcKvKGLz/CppDfQTZj1BjJHcT1iggBQ0PfxtDLbCut4qLui+ny7sGrfJG2xr9yy5YsO3sy/NyWbaRSKdasWcP4+DgLCwsnDccwDAYHB6lUKieVoQSTSq1WOz+pnICAGHe6x08jfpbsu5SSUCiE67pYlnXW9t0wDNLpNF1dvipNUP89OzvL4uIilUqFS3sGSYUjmOi4NghNcP3GtaSiK9WWNvd28yevvaHV5Mw0NF63ayt/8ZqbyMRjCCkY0KN869fewm0HDlP3HAJVoSDw7iiPhuviWR7Kg/sn5/jj237M39/7KJlomL+78Sr++mVX0p9pQ4Y1ZERf1jSOZWxl/BKlkESG9aYykn9tjlSqfHl6iqvbM7y8s4tAirQVjFqRMqBVttM6LnCYBoeocTUJ+qXR/C78hnXesq9AKV/lyXccVmZBl6qnFHbMZXZVg2hOp+tQDGkLbE9rLqj9B9DssRBkG0TLMRBLF6D1vi5ddOkQ9LcI4CF9xSXly6P6F99D4rack2AfIQQS1XQeAu6GRKzOgiPRZuPoUuEqges1mQxC0RUp0RUt4qHRcDSqtuCJuSdwAEfC3sQhqMP62mZuWf0qPrv/Szww/Sj/PrObz8S34nVdBpmdDA0Nkclk2L9//1M2SozH43R1dTE/P0+pVFrxXiQSIRKJUCgUVgR/Xuylp2dq239a7fuzhVA/BbUFxWKRZDJJoVB4TlLYrutSr9dbE8yzIf0Ex2o0GismKcMQ1Os/QqlJOjvfQijUvoLcVbEr/NV9f8t139/D6sNZ4pdfy+C7/xYA27PZPb+HgcQAXdFORp58LdYHsisi2iIuUWX/B964ooPYnhxO2V2xjVq1CXXzL0BHDzz0Q8Td30RXNdzG0kZaVBDp0CmPnVqH1epdRe6Vv4Y5M0by+19ANs7e+5hefyHTmy6j+8hj9B14APEsb8W6HuKhtZdQjCRZPX+MtTNHCLkvzEj40c7V7BvYys1PfBdDOaQ3hvEcReFoozV3Dr05xZ6hEB2JCkrfTL1xiIjmpySKxU727buJvlV5hnq+A3jYnuBT09t49bo3cGXf5YCfft+zZw/5fJ6LLrqIaPTksq2FhQVmZ2fp7+9fQYL2P6dIpVKhvb29RSANorau6xIOh38qOoWeCxsSHOOVX/ifGNFTZ7Lsap1v/eKfPGc262cFz7VtB7/RkWVZ6Lreyio/m2MFimHBQktKScV2+ObeQ3gC3vnSa04io94zMso7/vNWzIREaIL3XnMdP791OwBzpTL3j45x3bo1LFarvO6Tn12y24HTYHtNgR4FjkJ5oLQm+dZTSCF4yap+fnHreoQQ/OfBEW4/Polj+1KfwQJXOZ6fYTC1FX0YWFYuBPCSTAev7unhruwC35qbRmjLnYVml2dgebxouZSoJuFltNGNwb2ixHG9sazMp9ntWfjH0aXb5Dv4PRV8mociotkY0iVoBRGpeHQd9e1XobeO3V1BXybdamhL6VqJhy694BI2HRXR5H8rQlpT7chb6tjs+1E++Vk2F/euJ3CQyGYmwvb8axlkHQI/zGk6KEr5HAx2d6NZkrYrjuEp5Z+H9AhJXwXK9cB2THbne/DQWNW2mgM5v/mahktvuYO+Yg/ueskjlX2AQhcuCMF7L34P3bGu1v348MMPt7hDJ9pipRTj4+NUKhVWr169ggStlCKbzeK6bou/FLwecNsikciz+r08H3i+bTu8eO37i9NNOgGaphEOh1FKUa/Xz5go93THisVitLe3093dTSaTIZFIoGkhDOMadP0XyOUsZmdnW8TparWKa7sY0uDOl25i9o/excC7lhRGDGlwYfcFdEV9/oMeTsMJ2V7PCNH9qrXYr70c643vZ+37/6QV+Yl064R72kj3ZRD//reIO2+FXVehfu9/4Ky9yFeaCPvlRW5VUZlachb0hHjKuyRaHCP97U9jd/Sy+HNvx0l1nLzRadBz+FH6997L7JqdHL7iNVihZ8dBCDsNrjx0L+tmjzDasYo7tt3Igd6N2M8gC/JcI1UtoISkbkZAQe5AncKRBmZ6yeDLHAxU/Si+cCdbzkLWCpFIzNPbu5/p40lqNT/FdKSxnq7YIFszm1vHEEKwadMmTNNkz549T5kVyGQyLRJ0pVJZ8V4ikcA0TXK5XItAHZR7BDXiL7ZIVBB4PN3jPF4YMAyDUCiE4zjU6/Vndb8ahkEikSCTydDd3U06nSYajZKMhPmFnZt50/ZNzM/Pt7LMxWKRWq1GSEqkEFglj7996c0tZwGgKxHnNdu3kIyECRk6mvSlU1s+g4B0LExHNMJl64b45G+/iUuGBpZq8j1FMhxCmSH+8Ps/5qHpOX5t20b+59WXsCaTQuoSLWhxrItWUzbleHiOC47XWvhK6T/uzC5w6+w017Rn+I3BYUwhW8RmLVA6otnHs0kgaPEjmqVJd1JgjAbXqTYudWLIZnrhxPiC1/rN+GVFzbNeVvbhR/CtmMv81hKNNof0WITME+1os2Hw/PKl1m+u6QA5Sjb5EP7LbrPoaQXvovlZmvTLhmTTWfD9MIGDju9++HkETaqmAyPxmpwEV4lWUz0pPAzhIRIN3JqJEB4hzW2OT+J5/mA0qciEarQZvsRwoVEnyIB4wHQ8S8WsYR+tN5WtBG2hFDs7ttEZXZprDcNg27ZtVKtVDh06dEoS9NjY2El8tXQ6DcDi4mLrdxFUXgTroZ+CmPI5w5na9hfRJVmB8xmGZQh+IJ7nYRjGGTV2Ox08rwEIpGwuyF0Xx3GwF0ewS7M48dU4y2o9HRzi4TimaT7tGFy3QO3Al+He/6KecygYLt5lko7Nv4V+dIDG8RFSl1/I4T/8XVCQWJUg/hefZ7Q0zrpGBP3w15h7bDeNXS/H6tmJHN2DvO2LeLNzJ40/tSFM/tBTpDsHDWrzNg2z3eczxNpou/vrhEZ2n7V+QLm9l2MX3oiSGv377qV94tCz1iBo6CYj3es41rkKqRQD2XEGs+Mka4XnXd8g1K5hFV3UsrV6xYzyg203cvmRe+ksnlwuFF1v0nl1G1P9NhOEOVhfzcu78tSsWQzhL9w9T+PxJ16FJRTe8MNszmxi58BbMIy+k45XqVR49NFHSaVSbN269aQsmud5HD9+nEajwerVq1fIUXqeRzabRSlFJpNpRaI8z6Ner7cmmBdyJOpcRqFe8fkzyzB8580vvgjU2eL5su1ASzpSKUUoFDpjSe1TodxoEDGM1iLfdV1s2+ah8eO4jsP6dKala+AphQOkYrGWbdd1/aQxjC7m+OAP7ubuI6N+p2UDNFPwsde/gT3jM8RCJo8fneAru/cBsL2nmz//uRvJ1aq4DfjYfQ9Rq9f41S0bGWiL8b3RCb58YISa6/olNdpSFb+QPnlAM5rPl0FK2BSL8+a+QYqOzRdnx5m2aq2ofrOZNIbuHy0QgAoi8F5zIb+RMJd4cQo4PGSUWNSdVrYBAgfCX6RrwsWULqCaZUMeOq4f9W9G/0Fh1iSJyQiRnIkbcql31Wl01DGiFq6CoE+daPbubWonAWAIxydEK1+dSQpa2Yigh69E+c4AOk3tHDShWsVHfhRNtc5BtjgNzSzLVAxrfx/tNz2J0Wwyp5oOhSk9pALbMXg059vqtanNjJWmqDpBpl4Rd3U2z65jNrbIWHKW6weu5ZbVLyGsnywVPDs7y/79+1mzZg1DQ0MnvW9ZFseOHcMwDIaHh1dkImzbJpvNYppmq2knLFVLnIvM3HOJ59u2w4vXvp93GE6AUgrbtrFtuyXP90wnFss6zsTEuxFCMjDwYUquScWuMpgYgLv+PyiPgdmGuvGT2LbtOxLNz14uhxlEyEzTbP1wPa+BPflNNK2d47X/DTiERy6j+HFf4SR+6fVY44ewpqfoeMOv8n8H5ilZJV4Z72P9F79GI+cSf3UEp38XZfPncDwTfvxdxI+/S2aDQT3nEB8wyR2uYhdOfYt4Rojida+lsW4HoaN7abv768h65ZT7nAjbjDC+/RryfWuJLc4wsPfHxPInOzBni7oe4ljXGsbbB2mYYeL1En2Lk/TnJok3zm6MAYTmcxGeMQTMpbp4YPXlXL/vBwytdkgMhrBtj+kflkCC/o4IsnvJqLsexOOXU24UESO7ce+xEBcY1IZ72LfvZjq6D7N21YMYxgBDQ/9vxccVGkViRpRCrsDu3bvp6elh48aNJ93TjuMwOjqK67qsXr0a01witbuuy8LCAkKIk5yGWq2GlPIF7TScdxhemHg+bTusLKeTUrbs+zPBN/bu50+/9X02dXfy+V95EwfnFmgLh0hGwtz8mY8CcOOa9fzl9Te1bHpg44NIbzDHBM20Agdiuljiq7v3kI5G+N/3/wiAnW09PHTcL1v57zdcwz/c/iMc1+WvX38T//DoD1DAtugg9xwaBSCekrx+9Tpu6B+k5jh8Zu8h7pucWb6abpYlrVQwCpq7BTGFTtPkzb2D9ITC/DA3x135ObzmghoUpkGLz9AiQi+TTZUSMmhc4SZoVwbHZJ0nzBL15iI96McgBWjCIdTMpPrNznzitl8qBEq5hPTmfsLDrEgiMxHCiyHwwE3Y2J1V3M4GGB4+/2Bpaa+LJZ0jTbq+xKoCTfqpEs3v3IBoyrLaSqARKC4tOVpL2ksuCtH8y99fCIU3ksGeShG77qCfcRBgeRoxw8ZyNfbm+nA8o3UMU4NLey5i9/xBOowJesJFdhe6ieX7GC71sD81yWK4zHUDl/Gmja9s3YOe8ig0CqRCKY4dO8bY2BibNm16ShnkWq3G6Ogo4XCY4eHhFUGjRqPB4uJiqzdPYMeDcj7DMFbMBy8knHcYnj+88Go1fsIIDLiu662upFJKDMM4a8eh0TiMUjWUglxlD//w5A9xlMMvb/4lLhh6GRz8HAzdtGLSCLDccbEsi0qlQrlcbm1br3+XmvU1otGNDAx8iHruAFOf/uDShyuP1X/3GeyFWfSeftT9Ph+iUoLSmF97q56A3ngW9C8xl3wp2Wtfibz2RqqPfo+Q9QOcmndaZwFA2g1Sd3yJ+tG9FK95DQtveheJ+75L+NDjJAZ1KlP2igW2kRCYCY3K1FLI3bBqrHnkNkqjfUxsvYqD17yB9ORheg89TLicP+NrfiLCToPNU/vZOHWAhbYOJtMDjHSv41DfJhK1Ir35aTqLc6Qq+WaU6PR4Js5Can2I/OFmh1sFc4kuwlaVeL1MLWWSHtIptdkkymHsmofbJtH2eLh3W8iLdLhMp1a9Hw2wv91ATXqooy6RqyYZXP8oY9MX056corNTMT7+ThKJG0ilXs/90w/y5UNfoTPSwR9d/B42bdrEgQMH0HWdtWvXrrifdV1neHiY0dFRRkdHWbVqVeue1DSNTCZDNptlcXGRTCbTavITDodbvJ1AevVnGZ4nWqUFp9rmPF54CLJhjuNgWRb1eh1N01r2/Wzw0NgkCtg/O8839x3gz759O7qU3Ppbb+Glq9fx4OQYN63d2OLGnZi1C2y7ZVmUSiVKpRJSSnTD4J8euJd7Jsf53Usu50O3vIpDM/N86I4ft/bPxOPc/u63Yrkudc+GR4MTpPX7qxUU901kGclV+YVNa3nXRdv5lZ2b+Nfd+9g9m0Xows9gsHKBv/znqxTM1hv834kjvCTdxUvau9gab+PW+UmO15fEEJYnLIMQZPCa58GCcPiukWOtF2anE2ew3sEho8JBo4rT4jZ4K8bRoiuLJRL0inYSSuDGXAprylRXlzEXTcILJuGjSTgKbtLCzdTwUg2IuGjCbe2rFLieRGqB0xD0WFDNng3+5xqogKlAkE3wMyu+Y6AJcJsdtD0EhqZQSmAvxNEzZUAjb4UIaw4L9RiDiRxVR0cAO9PjJM0a+3K9FJwI908/hCYUF3VOIgTENZtRs8KiFWV9oYfHjVHGS1P8/UMf4TVrX8bG9rV84cAXeHz+cS7tuZQ3rH8Dtm1z4MABNE2js7Nzxf0aiUQYGhri+PHjjI2NMTQ01HIaQqEQ6XSaXC5HoVAgmUwSdE0HWnydF6rTcK5wJrY92O7FiPMOw9NASkkkEmkpbDQaDYQQ6Lre0vg+HWKxa0gmjyCEjq1vwVG3A1C2SrD6Vf7jabDciYjFYq0mc4ETA9cRiVyH543hOL1EIhlQvsMQGlpL/7v+EmmYhPr89OTvX/AORovH2dq+kezuRRqHHyG1GijNY1dm6K5OkRp6HRPuBqoXvY5qch3i9i8jqAUXBDwPvS1CarVAhkzcWgPH0rALDaozNpGxA6R+PM3M8I0UX/oGqtsuJzR+B92DU8zcW26dW2IwTGJViMp0nhPX6InsFJvu/jLZwY1Mb7yEfdf/IsmZY3SPPE6iOPuMI/sSRXd1nosurzN+95NMhbuYSfVyrHM1h3o3ors27eVFMqUFMuVFkrU88hwm31xr6VjZWDuj7atYOzeCAEKWJNSQtB2SHH/IL/8yO8Db42ItuMh5F/0yfSnyt0XHnbTAAu9Om4764xweWsXBw9dhGN8hHp8kmz1CMvlKxot+Y6z52gINt0FPTw+O43DkyBFc12XDhg0rFviGYbBq1SpGR0c5duwYQ0NDRCK+4ouu67S3t7O4uMjCwkIr06BpGqFQqHVv/qw7DWdSw/rCz9u+uBGowQQR/0D0IrDvZ3L/vu2KS3A8jwsH+mjYvmFyPI+qbfM3N7zilPue6EQopVrzTLVW4127LuJt23Yy36izvasbz1riXbxh1zZesXXjiuN9+BVvJFevsiHVxXvK3+TYwiLlusXIwiIjWRgrlPijay+nTUjeu3MHt09O8tXR41RcP5NtSD9WbkoNy3UxNInlesRMHVvZKODJepkDEwVe3zXA2/vXsbuc57bcDAWvQVNAyD8XaEXul3ou+IVBR7Q6Y3qDLU6UjXaMDXaMY2aNw2aFuvAbrym1vFOzv6/tCQypoMVV8OP8tpLoeCgNGh0NrM46Ec9By0bQshHMY0mEEijTxUvWUakGXlsDFXbwhMCElhKU1swEaOCXNS0jefujCLb1RVZ9aVcHJXx+gq00TGnhjKZR5TBi/RyeUrQZVeIhh7ZQDSkgpNUoWmW6IiVAsCk1wz2z6/z7UjrMWTG6zApdZpW+TIXbrTDRqZ3sKqzmUXEYV1N89cj3+ONLf4/jxeMAHC8eRwjBhg0bcByHvXv3PmWmIRaLMTQ0xNjYGKOjowwNDbUI+kF2IZ/P43leqzwpaHIbVD2ci1LtFyrOlJ/wYrXv50uSzhAB9yBIJUspW83fzlRVaV/2APsXDxDWQlw3cA1x85k1PwNoNKYoFg8hxAZsu1lzeGQPtTtuhewM6//5yyfvZFdBD/ustOos6ol/4ein78XKNYh06dTmHZLXv4xCvop35cshlYFH7kHc9XXar7uZzje+FRmJ8dX9/8Xmv/tnsDwyWyMoDxb315CRKKtf183IF45hdQ9TuvIVOF0DhI7tJ/7QbeiLvh70wEvbMKIaldkGcw9VTx6nDjjgScniwEZm119AI5oktjhNz8QTtI2NPiNFpeR6k3rWobHYJHdp0H1lGzkzycHRKNOinVwsjavpSM8hVcmTruZJVXKknQLhcvXs+Q8mCAWqWWFWNaPcs/EaEvUSlx++r5XVGLwhSTijcfTrOdyGwnhLmOgxQeHHNaLbTJxfXIrseArqZQ/tX2qIskK+yqR8YZwD+1+B7phs3fpd6obk4o1fpNAocPfYt1kTnmJt5ysIh325y+npaQ4ePEhHRwebN28+KbrqOA5jY2M0Gg0GBweJx+Mr3ltcXEQpRXt7eysKtVxt7IVWnnQu09Y3feZvz6gk6bZfef+LLmV9tngh2PaAe7C8M3TgCJ+p8+B4Hl99Yi975+dZ05Hmzbt2oj8Ltb3HpyYoV6qsT6bwXBchBF/ff5hvHxph19AAf/mKG086h1KjQVtTBefHI6P8ww/u4Uil2UfF8fsAvOPqyxmbneG1q4ZRSvHV0ePcNjHJB1/xci7s78PUBX905+d56GileVyIGAJHeaxNZxjNZ1FCcUE8zcvae4hqGg8Us/yoNEvN86+dbCooSc1tFevAUumRED5vIaRgvRNlgxNFV4JJo85ouEDVqCOk/+FS+L0WwprPe/A8RUj3JU6XvhW3ySDwOz9HdKf5nQiUIzHKOlo+hFYII8qGzzTQXbw2C5VooBINRKKOFnLRm2pJHhKJu9QfYtkt4HoCt3VeHqLZ0VkTLizEsJ/sQ1uVJbR+vtlXQpEw6tieQJcKTwl2Z/u5qnMUKRXj5TT7CgHvTGFKi3atyi09xwC4dXojthVj88JaqprF/swYa9KDvPvCtzFaGOWuibuJGjFeNnQDqXAKpRSHDh1ienqaNWvWMDg4eNI9XKvVOH78OJqmMTw8vCJzUK/XyeVyLU5DsL6xLAvbts8Zv/Nc4fm27fDite/nMwxniGACCTToA3JbwHUI3g/KNJ4Kq5PDfGLPp1Ao6k6dN2x4/TMeTyjUR2enb2Rc16VWq1Hs6CX+9j9BFXOUSiWi0ejSQnDsdtj9YUithyv/F0gD4kPYhR8CUM86oKDy5BPEkgblj/wPuOQlqGteidpxGcWj++gMR1ECHph+kPWef/MoF5KXbGdx/4N4tSrFA76evzlznPav/BuNtdsoX/Yysm/8fUJH9xF/4i4mftDUcX86e9OsVJKeR8fYfjJj+yl0r2Ju7U5GdrwcY32ZzPgBMmMHCNVKdF8RI/tkDadyavWTwmFrqX4XCHfqRNfqmJNFGiPjrMI3/4V4ksVohlwszWS6j5FuP/qjuQ6Jeol4vUy8XibWKBOxakStKqZj+aejL40fILM+wvzeOovxdsYyQ0yn+wjbdS46+vCKEijlKQqdCne7hIdc3HGX2stDhG+M4TRDXa0Mg4BoQlJ/VxSzohBdkhQW2zbdxpEDL2Pv3puZ7prg4o2QDCW5JDFKpXIX45N3YrV9gK2d2+nt7cUwDPbt28djjz3Gli1bVkiu6rrOqlWrGB8f5/jx43R1ddHR0dHKsmUyGRYXF8lms6RSqZa8alCeVK/Xn7VE8QsV5zMMP1tYnjn2PK/lPATlQkFwKPj3qRZKupR0pxL8zV13AdAVi/Pyjeuf8Zh29Q20ntu2TaVa5erhAV69aR3ZWp1qtbpC8vJPbv0u33hyP7911SW8+4ZrSIRDDHWkOVIp+Ns0uz2P5/J8e3yce2ZmeMPq1bx53VpuGuinWCjQtmY1+xbHmShngaVF04W9g9w3cZxD2SxS+OTmR8s59lbzXJns5OpkJxcn2nmknOW+0jwVnGZuQOJ5ATdCreBIKKWwJOwLVThgVFjnhVlnxRgs9VDUGkyEy0ybZTzNo+4owk1idGBOBE0ZVuG1ZFc9JXGVwHabzdiUQugKN23jpW1sSuAo9JKJLIWQJRM52YZwmgwEw8WJWYioDVEbFWkgIg5uyMbTvFYmwu+/4OHhay4pV6IWojjTcVQuhuwsE10/h5Rgu7JFlh4tZuiJFokaNhHd5fapjWjSw1FLDVwF4KGz4Mb5yvQGHAyqjgGax+HMMTYsrGVrdggz7WemViVX8Ym9n6FiVzicO8xvbPtVemN9bNiwAcMwOHr0KOVymQ0bNqyQ+o1EIqxevZqxsTGOHj1Kf38/iUQC8DMNgX1fWFigvb19BfHZsiw8z/uZzCSfzzCcGucdhrNEkKIL0nSu67Yey4lsy50HKaW/nzRIhpLkG3m6mu3ezxqzD4FrQe+VrWJTTdOIx+NE1qyjPHIQr6uPcrlMuVwmEokQjUYxs7v9/fOHwW3AoS8gxr/PwEsSZPfUkIbEja0j8+q3sPjVf0O4DuLB75Ps6qLaPUxj80UcPrCXjDfGL1XaiUQF4UyYzt/6a9zZfQj9EZTjUi/HQPlZA5loIzyym9CxfdQ2XkB117Vkf+4dmGOHiD12N8b0KAK/2fGpqocFkJodJTU7SrUtw8LwVuZW72Bm/UWkylMYyeNYtT0r1V8lJLaEKe1ZqfAU7depHvfrMWszDgsPVWgs41JIFOlynnTAm9BA9MeYzUUpRdooRtooh2PMJrux9aWojFAepmNhOhZSeQjl177WZZjGBSEQgrhVZsP0QdZY42hBfwgNzDdGKA0ragkbDjYJfY+7xC/RKKfcQCWQE21zKCoIaZLewyEcw2NysMbWrd/j0KHr6Jhay/6D+3lC7WZALtCrQcURfG7f5/jzK/6UhBmno6ODCy64gH379vHII4+wceNGurqW7kspJUNDQ8zNzTE3N0e1WqW/v79VzpHJZMjn8+RyOeLxOPF4HE3TiEQiK5yGn4Y+DWeD8w7Dzy4Ce20YRst5CGx7kIwPtglsvN/IS9CbSKA31ZIGU2cfdbRdl2/uPcDqTDu7+ntbrxuGQSqZxNE0phbz9CfbKBQKFItFotEosViMe0f80pR7R47z7huu4b1f+w6ThaJfVyMFhpBctmqQX75wF985eoSibfOZw0eIt7WxOhxinWHw4O4nmXAcNCsJ1InpBh9+9ev5+KMPAqAJga4L3GYnuYgZ4q7CLI9WF7g83smliQ4uTXTwRDXHvaVZilhNNaJm9+SAI9H8v2rW/kvN45hR4ahZptcxWWPH2FRpZ2MlzYxZZTpcxKbQsoGukijloQnfMVg6rq+FtOI14bU4CEqBpiu8dguv3QL87tqmJZBVE1E2oWJAIQQzcZQnCSpglfTAcMHwUEH9lSvwGjo4TfuWqqJvnkF0F1qOje1J5mpxLLeDqhNiXcrvyrwqMY/t9pK3Yk3uRvP+a5GrBQ1PZ02swJWpCQ5WMvw4N8ChzqOsXRjGOKxxuOswd+fublGx8/VFvnDgs7znov+OEII1a9YQi8U4dOgQjzzyCFu2bGk5BeDzFlavXs3k5CRjY2N0dHTQ1dXVKofu6Oggl8uxsLDQCgoFmYVGo0G9Xn/BZZKfLc47DKfG+ZKkcwjP81qTTPA8QDDJuHhUnAod0czZ/9AW98F9f+I/v/C/+U7DKcYStH53XRdDU8Sy9xKOtyMGXwrHvwt7/o3ytMX47QUAet/2x6Re+iqcYp7yXf9BqD1KZXSO+DU/hxZXzB+8i3ziYlS9jrjvdsRjd7LxdXGKow2kCWLDm5j46JJCT/rlP49n2xTuuBWA+No2jGt2Map2UY90oc9NEN19H6mXXEHk4FGEdPCmHkML1Vl80udOxNYNk+jIMvNAucV30NNJGsUKxeG1lHfsYN7tQLMbpKZGyEwcIrY43SSwNQfS3C+5PkToxhBzny9C4YQLJqH3igTTP252xFziuNG+JYweksw9tlQ+pQBbM6hFolS1CA0jjKWbWLqJMiSe6x8g7DQIN2q01Uqkqjl/KtiqIS8w8B6xCV9s0rFgovVJ5lMW1W/WEKOKrgtipNdHqIdcZgYt3KZrX3MlpvSjal7Ww7zTpSMTJtZr8miv4FE3Q901YHYb6XKSXCRPz+DjXNA+jqvgvxYu5w8veT+mtuTsOI7DoUOHmJubo6uri7Vr164gaAKUSiUmJyfx8Ojv6yfZlvSvg1It5zQUCpFMJtE0bYVEcSAR/JPEuUxb3/jJD6CfJm3tVOvc/uvve8HbrJ80flpsu7+4VS3b7rruCn36wHko2TauUnTFz77c9KP3Psi//Oh+pBB8/3d/k8547Gm3dRynZd+VUpQcl2/sO8wNWzaya7CPP/zKN/n+gSN+34VmPc03futXGUqnODg/z3/t3kvUNFBC8esXXsQdBw9iFYvszGSYqJT59uRxHpybQ5cSy/PlWH/v0sv56KP3t8bwv258Jf/84A+Zq5YQAvpjCVZrES6LdxCTOocaRR6pzvOKzTs4kF8g36hwKDeD5TmtBXVHOErOKmHoQacDiBkGyrbpa8QZasSIeQZ1zWIhUiAbLVLXGiAEEgdDLpUN0SQih+SSbKtsZgVQ+At9ZLPPwpLqkacgpNmY0kYJnVbBkaXhVg28ugm2DpZAOn4naJQAqSDkooUsZKoOERuFYK4WJ6Q5hKSLwqM/ViBbjzNXTbAuNUNYdwnjYEhYqMV5ZHEAKQI3qpkdEYK+UJHr20eJ6w6uJ/jU1DY0KRCOwbbCBmRVMNc2x0x8FjT/JHd0bOUtW359xb1SrVbZt28flUqF4eHhFWRn8O/thYUF5ubmMEIaw4NLstqe55HP52k0GsRiMRKJBEKIVvlp0JPnJxkUer5tO7x47fv5DMM5ROAUBKk/pdQKJyKYZKJEqFarK9LcQaTqlNCW3ch65LRjicfjxGIxGo0GlUqFfOoqv7FcpUJk8CbG6/+Gl7bhLgkumP3D/qGdaVLy+xz/Uo7qrE3unrtY/89foK9yLx3F+5hKvInKta9EXXUzh/fchfvE7YhaifWvvhiz99tY01OEhwbo/KW3k/v2l/zxxNvo/c134z3yb3RF9jEx2s+EtoviDW+k6lboGY4Qq6Vov+ENhI7/K6VjB7BLDsbgVtJbchSOPU5t1ncivEoRzVWkjx5kS88kYlUn+9UAE+G1ZIe3YFaLpCeP0D5xiEg517om4ZROodtDrtfxHj6hgZkH+SM1X177hMom14bui2J4rmKh6cgIwHRtwvUCSQorypDAp4n0X9uGmdCY31OllG20nBC1z8Xd78Jagf21BuOlGsl1YSojdf99YOaBMo2cQ8+lCaJljVLKRXMgJjxqSqIJj8Y3bZxDNuNag8hv9XBrcQ1bey5nozHOUfMIo7MdDBV6aRy+msmB3fT2jfKuC9+9wlkAv/xo8+bNtLe3///Ze+84uc7y7P972vQ+s72vVtJq1Zvl3hsYgiGhBjAQIJDASwK/vIGEBBJCgJCQEFJI8kIgAQdCDWCwcS+oWb2X7b1O76c8vz/OzmhlSdZKLrFhL31G0s6eOXNmdud+nrtc10VfXx+7d++ms7OTxsbG6u+k3+9nj76PWqMGMSLIhrLU19ejKAp+vx9N00ilUszOzhIMBnG5XLhcrupYRyVx+GWoRp1RX3/2Y5bwy4NKF+GZG62FxSFd1+1BHkkin8+fFdsXE98983PkDkW5KP9BVVUCgQA+n49CoYCSy/GWdd1omkahUOD9N27lSPk0hbwgFVeIeNyEPfaasX1ohG8fOoKiCSRJYi6f5zfWrOV9O7ezNhrlde0dvHfFau5u6eT+8SF+MT0JwPVtnfz7gd0YwuTalk6ua+3ke8f3M5XPsLGuhe5YLf99fC9P52ZY4w6zzVfDWyJdzIzOYZk5Nre08brlm/jc7p+hoyMhcWfHeh4YOkSynEFV7CCaN8rIsqDflWbQlSJiOGk3HDTmYzRna8hqBWbdKRLuFJZcRK2QkiXsjXe1WiQhhC2jKub/EpI033U4eyK2bKqokokkiXlxVBPJYSJUEyloq9sp8x4LNr1Cso3hAKnqVG2fK+bKoEiCTNlFgzeHbmlEXFli7sw8F0JClxQ0DFq9KU6kaylaTrxKmaKlVNWhbosNoMkWRVPhcLYenypzZ8st7I8fo995gmA8RE26nnAuzHhonGBtkDd3v+3c3yuPh40bNzI0NMTQ0BBTU1OsWLGiatomSRKhSIBHJr5CZ+FaTvca1NfVV5XwwuEwuVyOTCZDqVQiHA6jqiput7vaaXgpFIWeDywmtleO+1XEUsLwAmIht6HyYTrfIlNRH6gsMBdMIIKdcN0X7B1seMWir6GyedN1nWw2SzqdJpPJoPnfRVG7l9inbyAceANqKGI/KDsGCDSvHRDVYBg0H9z8ZRyWQejJh7Ee/SqFug6MTTfC+lvgyG7KwiK6AiYmoDg8Sn7HD4m+5jfxrtmM5pWZ+scPkO4r423SaL5REJg10MuQlHKMOdYhXCquHbtZcddfUuM7xPjffpzkoz/FVfRRmLE36opLpf5KN2OP2Z2A7GiZ5mVZrlh/M1e4mxi//685OlPPbFsPU8s34U7PEhk5RXjyNHOvfh+9xW/Rda2Jtdc451NvFCzCq90kDhdAgOqRcARV6rd4KecMEqeKyA6IbfSQOl2kFLewzjVOtn/OFpi6wBlSabzax3RAopQzKI2ZmIX5rOC0wJi/iNxE6ezrEZA4WSR4rZu8z8RRlGgedCIkONZsgtdCbQRxCmYjbkI/muGNs5NM/PopGtcVaQzCQTnG6s4djI6uZWRkA0OTa9Gmfs7rtt1Nufg02eyjhEKvw+XqQZIk6uvtRaK/v5/Tp08zOTlJZ2dndWEZK0xwoHCILYFNrE+vJZu1k4ZAIFBtV6dSKRKJBB6PB7/fX+UxLJx7fbnzGoRl3y52zBJ+uVHhPlRQ6UIs7DJX5CiBixaIfnPzerpqojQF/NXN/cUgyzJerxePx3OmMJRM4pNlfq2jh0cnTvHxG27h2pauakJyenburHPUeL1saGjgkd96N5aAbxzcx/ePH+aamlre2rmS17R0ciSd5Nj05Dw3AH4x0s+hqXE+e8uvcXJumuOzE/zrAVv2tSwE+/NxvJEwfpHBb5pc5YxRnsowGE/zH7e9g2/07uK+gUPce2InSLYTsm7Z8/6WAIdyRl414SjxsZvfzoHpY+w4vpPaYoDWdC1t6TrSzixxT5KCN093rJ2T8UMYloRWUVOS5kef5k3VFkqr6iYIyU4sHJKOkGzOhWmBc97NWlNsxSSBjDX/N0hn/CqQsASUTQVVNlEkC1W25V8jrgLVLoYlI8kWAmu+w2FREgpzOR9FS2O5d4ZtkXEyuoOfTnUhJIm47qLOmWek6OPqwBhX+Md5fCjBmGx3r2bD42QDc9TOtdA+145RKPGk8xGuX3ULT40/xGxhmtvaXo3fYXd9Ozs7qaur49SpUxw8eJCamho6OjrweDzoVolpo49ZBtnmfzNTUxLpdJqGhgbcbjc+nw+n01kdUfL7/Xg8nl+6otBiYnvluBcKn/70p7nvvvs4cOAADoeDZDJ5zjHDw8O8//3v59FHH8Xn83HPPffwmc985qx49EzE43E++MEP8uMf/xhZlvn1X/91vvjFL54laHIxLCUMLzIutMgsnJVdmEBU5sWrm6xAx2U/t6ZphMNhTNMkl8uRz2/F7d6C6nIhvAt+aZpvgFKChqYZQqVGXOvvsO+XNcqzM0z8y2ftL08cQTl5APeb3k9u47UMpATu9W+Csfth8ATOif9COm3hXvmb8IuPkhuzX1duTKfvRzmENEr7u7dR43LgevCnTOcVihuu5dChQzhlCXXTDbhP7CMzalWr/i0f+Qvcnmn02hmyx44RubKZ+Ng05QcPo888hD6R4brX3oAciTHTex99VgvjPVcwtvoqvKem8YXqKETzaL+rEhow8RdU4icL5MZ0hAGxbje54TJWWdB6WxBnwP5ZTe7JYRbtHX12RK8qLVUQ6nKSmiojMmd2/dnREsFOJ4UZg8TBc92yF8LInadm4YWxtjKSIuHOybYah4DaskXWDeqtDo4tryNfVoh+3Z5hbh5LwTonQkBILaOqOm1t+9gjm/jibYQGVb41+i06m45RU3OUcnmElpYvV4P8eGGCfLjA+rr19Pf1c/DgQUKhEJ2dndyz+q3snz7AptqNRBxhJiYmGB0dxev1Ul9fj8vlIhwOk8/nq9WoYDBYTRJKpRKFQqFqUPVyxRKHYQnnw8IuxDO7zJUEYmGB6JlKTJIkcWVby2U/98KuXi6X43Wt63hd23q8Hg/OBSMjH7r2KsJuF6aw2NjYwG3LbXK2R3Pw4xPH+Oq+PQAcTczyys4ydza3c63TSbls8obW5TwyNcJ4Icfv/PS7/O3td9Mdq+UPH/o+lbK9JskISTCZS9HU0EreU+LeyQE6FA/blHr27NlDmyKzxhHhRDmJokoIBF7Nw0c2vYq+5BST+SmyegGnrFCyimyfOMSp+Cm0qIctrVcwEB+gf2iAaD5IR6IFUpBJpvB4QuTdSYz5z6iChCFUQLJVj4RRrSJbyPP6RgJVnvdikAQOxTaJq0AI28DNLRuokkHJ0uaJz7ahHJKEPJ8kSPOZhJ2riHmhCmteJlZGkiycsokqwUzBzdFUIw7FosZpj7v61DIRZ46E7uGB2Q7CWo5mRx6XHLevxSVgPgeVJQldKzFW34s3HyCWaGLswDTfOvVNxr0DZL1xHLLGq5a9sfq7OKmfILbMTUO+m/7+fnbv3k1DQwNtbW28atkHmckPsbZmK2YZxsfH6e/vJxwOU1tbi6ZpxGIxMpkM6XSaYrF4Vnwvl8uYpvm/PqL0XPBS4DCUy2Ve//rXc9VVV/GVr3zlnO+bpsldd91FfX0927dvZ2Jigre//e1omsZf/uVfXvC8v/mbv8nExAQPPvgguq7zzne+k/e+973ce++9i762l++q/UuChYtMhUi9MIGoVKgqicaix5eeBYqinNXOzuVyzM7OVj0fnE4n0vLXIwGeZzxWDYRQQ2GMZILG3/k4gStvwnaetkhP9zNnRLHe/CEc5RkymZ2EShmb0FxO4wqr5CbsxdLIFIEi+Z3fwdHlpfl3vkJ0cABH23JyusHExATTW24kt/UW9NI00hOPEvZ6cK7aRnLXYxRGDmKkk5RcdzH1sz8/6xqzY0Vqr7mVFnOASPYXjIW3k8xuZGoqyNTQNqaGN9OmTRDx92O4xyiKeVnakoWiyXT+WhgBPOgIcZWewa0b5MdLdgNAgpLvPGYQt2uoIRXroI75uA5ZQTltoudMLFOcPeokgRqQMOaTC80nY6oCKyFscZJ56wtyQFYgAhLZgImq67gKErVTDsJxi+HOEqvbk3xzvJt1N04gT5vI2+xO1mjRz+qam8lmf2ifSjVI1Iwxq4+zsuhneHg1IyPd1Nb2Ikn/TUvLG0kWk/zD/n9GIHh1511cv+laZmdnGRgYYN++fcRiMa5tuxq/1ybOtba2kslkmJycpK+vj2g0Sk1NTfV3KJVKEY/HcbvdBAKBagu74rT7cq1GLY0kLWGxWNhlhrMTiEp8X6jEdCky3RdCxb9nIc8hl8vhcrnw+XzU+Xz8wQ3Xnfex7aEwiiShKQrf/I030RIMATZn4um+02wI13BdbRMn0nEemxolUchRMg3KloWYnwYy5seA+pKz9CVnWRGp5W/veAtD6TlWhutIJhL0Dw9xu9HKjZ5m5lSdX2QHualzA8tCtUzkZpgpZACLntpOvtv7MCcTp3HMO0MHnEFu7byJ75pphjMn8ZiCSLEBV8pPW3Y5uqKT8c2R9M1QVIvIkoIlzpCf9XkOghCgSQYWYArJloAVFq55PoCYJ2sLAZM5P4okE9Dy+B3Fea8JgSkAIYNUzZeqs04Stns0CFt8VcyTsuff65CzOJ+YWBzN1GAImYiW46bYMMN5PwfTteQsJ0MlhRP5ELqlMFr0oikGIUcUp6oxVZhEEoK8J82IO4236CWcaqBhZhl6vJnBTC8DwRN0xLrpTe7m54O2A/nrV/4J27ZtY3x8nOHhYSYnJ2lqamJ9y+04VSeosGzZMuLxONPT06TTaWprawmHw9WR01QqxczMDIFAoKrIuHBEabGSxC8lvBRGkv7sz/4MgK997Wvn/f7Pf/5zjh07xkMPPURdXR0bNmzgU5/6FH/4h3/IJz/5yfOa6x0/fpz777+fp59+mi1btgDwpS99iVe+8pX89V//NY2Njec85nxYShheYjhfAlFZXBbKuD4fycPCdnZxto+cYZJIlG2eg9eL2+0+Z/GSk4dY9goFy6hBXbeqKkchyzKh+i6CdcvI5/PEpyQmHa9iWpIJjo8TWf9RXKf+ntyETZrzNmooLgf+FgdoXiSHG8+qDQAEgWAwSFeDj6mRk0wUOsneXk/B6ST36M+xvv1PKFmbtTzztS+gBMOYqQSurtVYhSzBa28DxQnrP4B1cAOOH36Dus0zRHt2Uyx62dW3nqmpGEOeG3BmE8Rcx2ho7KV1nQMUMIuCsSfS1GaSfH9DM9u2zEDOXm7kazTkKzWs+0vgkhA5C7lNIdcgcBZlok0+ijfpTP0kQylh0vd9m0PhqpMppiycbhnXtU5SP7azgvAqF8o2jdlvZ0AB+S4HnsNAHuR2hWLwzPufjBnUTNgJgapL1I86MBWBJAQPb1hJjZZla2gGR1HiuhEdMfkE+TYnpmxwT/ercbtXcHjoL+ly7aFcdjM11c3UVBeTkwY1NT+nsa0RVSjokoEq28G+pqaGWCzG1NQUg4OD7N27l0gkQltbG8FgEL/fj9frZW5ujpmZGZLJJDU1NUQiESKRyHm7DRXJypdtNapCerzYMUtYwjNwvgTimTLd5+0sXwYqPAeXx8OJ8Qlikr2Z0zQNr9d7XoWb+0+fRjcFEbeLpnlhg8q5rlq5CiEE6XQafVyiOxBBtRRErsBf33w3n9v9EDP5rL2ZEuDRNAqGTszjw+90saamCYCamhpqamo4ND5AYmaO9lyZRnc3vpTKd/Y8xKOJ4+jzHgiGZSJLMg5Zo8HrJeDw0xlswaU6ef/6d/Hg4EOcTvYyrQ1g+YZxlDyEsjGCmRiRVD0FV4pUYJqkK40s20mDJlnVj2fBUBHIOJQSIJEqe0kJQdBRpGCqOGSTZNmDYTlQFFv1qWCquFSb76BKYFoC3bTVqBQEOcNJ2FXCQkW3DOJFH1F3Ht1SmMgFWR6YxiELJvL2+ysBJUvmSLqGW2vsUduoo8BN0REmS14Gi0G2p2sxhYJDsejxxLk+cJS01MW3iw68qovXLn8bkqTyvdP/RDwwh7sUxhmvIRRvZcfP9zLaMoOnTlSzGkWyf79aWlpoaGhgdHSUkZERxsbGaGhooLW1tSqvGgwGmZqaYmJigng8Tl1dHT6f76xuQ6FQqCYSlSS4UhR6WY2gLia2V477X8KOHTtYu3YtdXV11fvuuOMO3v/+93P06FE2btx43seEQqFqsgBw6623Issyu3bt4rWvfe2innspYXgBoevj5HK78fmuR1Ujl3WOhRrhDocDy7KqY0sLk4fnUpmS5g7h3v1J3ED5yr8iJ8eqPAe3243X6z0zQlLOIKsSsgoYheo5soefZvLfPo9/63XUve2DeDt70HWdRCIxfzNwXfsOxIyFMnScxtdeh9r9KlAd4KkH5dysWA020xRspglbpWd8bIzJXBbxlo/gGDmN+9jTBIrjdPzVd7CKBZtrMfxzOPIxSN0Ca97LzDf+hdLIAMpwmMhf/AZZd4RtQR3p3i+RjTYy297D+KormZCuYMY3SFPoJM4DSfJTNoHxiu2DPLxmNTfdNEjpuI5rbxkpIqO92Z4xtnoNjP8oou62aLozjFmymN5ROKcEUZyyq2OlokXpZwWcMQXJguTJIoyVql0F67tlsoB2kwPpFntTUTLBMa9hHq/R0U0LRYFQyn7P3tbYhxkwiJcdCAGenIJiSVAq4CjqFD0WTw3/J0dzdfze6tsoJHtxu11s3fpaCoVBMpkN9PePcHDPQdarawjVh1muLZvXOZeq/Iba2lqmp6cZHh5m//79hMPhauJQU1NDKBRienqayclJ4vE49fX1+Hy+ajUqkUhUlZQWEuZeakZAF8PSSNISAPZPjDGSSvKK5d1ol5n0nk+mu5JQw5mx1OdSrf23PXv4f3v24nc4+PFb3oxRKpFMJlEUBY/Hg8fjqa4dqZI9Opktl20VqPnn/Oahvfzw5GHeu/kqbutcyYZgkEKhQDweZ2ZmBhfwf1Zs5Wun95PDYmN9M2/q2UyiWKA7Wnfe61rX2AGNHViWRTweZ2RslNaMj7e6N9NrznLCmEKRHXzxht9HkRXcqpOvHf0Bf/jkX/OW7lezrmY5Dww9BMDK8HKafFGcipd4cZJjM/vx5cMEMzXUTy8nqpSJ+2aZ8iTwu4uIeZUKt2pQMBzopoSmWMScGabyAUZzEUAi6MhR685UvZ5lLFTZxFog4i1JAqdiG7KVhIam2OImmmyiSIKAs4RDMfFpJULOAkXhoDcZIqV7kTDnuRX2W70nWUeLO0tEK9LgzFPrKDBe8mLJEqooYwmFTlcaWYKA6EWim5xZ4Hu9XyLkDNMT3cSRuV001DTR3b2JcknHna6hr6+P4eEUda47aGyrw2GcnQy2t7fT1NTE+Pg4IyMjTExMUFdXR1tbG263m6amJiKRCJOTkwwPD1fHUCuxvCJ4sVBeu1wuv+xGUC91JCmdTp91/0L39hcKk5OTZyULQPXrycnJCz5moWQ62D/3ys90sXh5/BRfphgf/2MMY4J8fieNjZ99zudbWJ1yOBxncR50Xa+2tC9kLnRBmGeIeQ5KOOZ5DpV2dj6fx+l04vF4cDbfhCTJ4AjYJOzKa/3Sn2OmE8Tv+zY1r/8tZJcHTdOqhl+ZTMZ2B37tbyEUhblwmEgosmhlBZ/Xi/b1vyI2Mkhx+TqKa7eResVbKaqgTU3jPLyDzP3fIbYhQCBaQh55CNa8F/+2myiNDBLYdjOx2LsJ53OMPPaHlDxe6gMm627dQrrgoVccZ3SsmaHBLmLN/dRH9uOIz+Bs9vHbxSm0Zg/Hts8hlYBf6ASXu0iFTcxTJphQjpsYOZPsWJnC7LwbuDbPEJTAKi94MQaUEyaRVR6K8TykBZJPQmTt2deMO0ApXkvm0RjpspO0ImOYim1+VLSQUgZOp0E4BppiIoks7lQJj6dAyQszvjJ6zoHLqZN3WfTlgmQNlbfUHWZm9ig+FXRLoCghisWdwLe5+upPYprb6O/vp6+vjwcffBC/3097ezsdHR34/X5kWaa+vp66ujpmZmYYGhriwIED+P1+WltbicViNDU1EY1Gz1pY6urqCIfDFItF0ul0tY3tcrmqv7+VbsPLoRq1lDAsYTqX5QM//QGWECSKBe7ZsOXiD7oIFhZ/Kp2HhQZyCwtDlxLfi/P+QGXTRHM4CPp8thncvPLNwsLQH1x7Patr69jc2IQy/1lMl4r8816b0Pxv+3ZwW+dKgOpGsq6ujmQyiZZI8HvLt+B0OolEIgS9QVoCFy+UybKM5XHwV2NPoloWa7Uoqx11rFLrcCoeMvEU900/yVhugolcHJDYPXmIrfVr6Ax2MpgeZGv9VjbUrmciO869J/aiqU5cMZVrN19NIVti96GD1KTqiaXrmPVPk49MIOQysuRCU8pIEnhUO0iHXXlEUaJgaHi0kp0zzRfnK0mAIcS8SpJYoJ40fxAyJVOtulO7FGNegQmEAeWUl2hSIZSSMYsauZILTHuey635yKoRUqpg1lXEUC2QnShOA8ltIFw6+3MxJCxGyj5kaZ5oLVkU9FkGk0/gVS1kaY5ady0PTf8dmuzkrjs+Tj5l0NfXx1D/EAMnf1QlPbe2tuJ0OtE0jba2NpqampiYmKiOKtXU1NDa2lpdDzKZDFNTU/T19REOh6td6Iq8dqXb8HIcQb3UhKGl5WzO0Sc+8Qk++clPnnP8Rz/6UT73uc896zmPHz9Od3f3Yi/1fwVLCcMLCHlezaDy7/OJCy0upZItAaeqKpqmLW4DVrsFNn8UZBWiawCqcpkVnkM+nyeRSNhVqdBmPN7AWUZpViFnPy5cg+w6m/kgyzLBYJBgMEixWCQej1ddJP1+P5FIBK/X+6zBxCoVKQ2eRhYCpW8/xpUr2Lz5VYyNjTEwMADOCK5V2yge3Y8yPkto2yYaXgHlO+7gyGo/G+s3Eo9/m7mdX8U4bl+rcdUbONRQz8aa9XQ93EtE+jZz7asYG1vH3LWdtAen2GztRhP2QhLZ4GXydInOHieBaQemUiZ9pYY8JQh4HKh+GW+TA/l0HkywsudGHsVjJw/hbhfaZg1pVEIkBSIrSDfVcii6ioQaRMIimsoR85XwestYfh3TAuuohVmQ0HUH2bCHfNFL5lQMwzjzUVYkAy95AnV5/HMFfP4s3Z40XtlAlu1rkkWSsfGPgbDfi1xuB7HYWtatW8fatWuZmppiYGCA48ePc/jwYWpqaujs7KStra2aCNbU1BCPxxkeHubo0aN4PB5aW1upra2lra2turD09/cTCoWqj0mn06RSqbPa2C8nQvQSh2EJmqygyQol08DveP4rigs7D5WucuVW+d5iuw6/e+WVdEWidNfWVJWSNE0jFArh9/urRaFCoYCmabx6WRfeBa7vk9lMdYO0PFJzzvlVVSUWixGNRsnlcsTjcSYmJpiamiIUChEOh3G5nl3bfiQzR9G0+W0HzBFuWdVDm9rK2NgYJ0+cpEkEKYosOaVA2izSFmhElmSuadxGnSdKk7eRrx7+GqeTJ5AkO0G6ofV6LDR6mlawJ/U0h2cGqMnUUZ+pR87VEw9PM+MbrXZRCrqKMj+2FHAUKVsac4UAdZ4EimRhCYWyqeBUzPlkweZEmFgoQmAKCQUTgUCSTHK6A5eq27pIpkAa9ZM51YhV0pAUE0coh9tbpOgWFJBBSDS7U1iGQqHkIJv1UCo5UAoOpAUjMBnNYKe3kYLbxOHR0Xx5JB/gMjCR0CSYKfTz1Nh/UDCSFIDZQj+tsU3EYjE2b97MyMgIAwMDPP300+zZs4fm5mY6OjpobGxEVVVaWlpobGxkcnKSkZER9u7dW+0oh0IhfD5fdQ1PpVLVn3+lmxyPx/F4PGd1G0zTxOVyvaSLQpfKYRgZGTnLh+FC3YWPfOQjvOMd73jWc3Z2dj7r9yuor69n9+7dZ903NTVV/d6FHjM9PX3WfYZhVCcBFouX9sr8Mkdj42colU7gcq19QZ/nmYuLruvVxaXChXjWroMkQf22C57b4/HgdrvRyyVywzvI6F1kMjncHi9erxdN02j+yF+S2f04kVe8/lmv1eVy0djYSF1dXTWwDA0N4XA4iEQihEKh8860K24PNe//KHufuJe9Gxp5y5V34ff76e7uprOzk77HHmCmo4dCz1Ycg8exTh+kAfjOqe8zmh2jTnwfyZlAagOpU0Oz2vlP9TiZk6cp7NlO7Tdsv4jGNx9ndVuJY3kfw5NrGBN3cIV7D22OCea6Ixz1KjRMT+KqMTA0geFXcbxDJjOqoB0s42tyUPO2AHFRRvlhmayi4hyxJVP97Q4yg3bykUyXcSxTiXW5Gd9f5lDHBsYDjTS4M7zCOAhPj6JaJm13BpnZbKE7LKzHdSzZRJgmsiHTHrJVnCbqyqR8kM+7yMy6yPxEIef0kcXPTCJCqWRvEg5IJpqvhD+YpTGaxBE0aGq8Gp86SzD4KgDK5UEUJUR9fT319fVs3bqVkZER+vv72bVrF3v37qWlpaUq0ReNRolGo6RSKYaHhzlx4gRDQ0O0tLRQX1+P3+8nkUhUiXOVheWZbWyPx0O5XH5ZVKOEWISs6lLG8EuNsNvNN3/9LUzlsmysXxxh8HIhy3JV574S3ytdh4pk97N1HVyqymt6Vp33ewsLQxPJBIfHx+mOREmn0/jnP5fLIzE+tO16xjNpfmvj+dcJsNeKykiKruvE43GSyWR18xiNRqvGX8/Ehto27mrvYf/MbrpDFj2xlbhVr92dzmZ45MiTrCq20y3a6JcnSOcylM0y9564F0sIdk8dQLd0ZAQ+zUmDt5H/6f0fQGJT7UomcifxumFKNXDU55GmPERma/Gk/EzU9mE588yVfHjUMm61jIGMEBJFS2U4U0PMlcbnKCGQGM2FkRGEXDkMS8KlCkwqCksmQkCi5AEhUa+mMTIuCkfqsbIu3I1zBJdN4ggUkGSBYklMpBqQsejwJHEoBmG1gCwkfKrdodiRrLVjeNFBjaHTYJpkMh7GkgHK037KZgwAVdMRvjKmv4gSKFKI5WmOrsOp+Wn0rcESJuniAH5nCx0dHXR0dFAoFBgcHKS/v5/HH38ct9tNe3s7nZ2dhEIhmpqaaGxsPKujHAwGaWtrIxqNEg6HmZ6eZnp6mkQiQV1dHZFIhEKhUOWuVQQvisUihULhJU2IXkxsrxwHEAgEFmXcVuHtPB+46qqr+PSnP101WgV48MEHCQQC9PT0XPAxyWSSvXv3snnzZgAeeeQRLMti27YLf6afiSWn519SVOZhdV2vOk5XqlKXneGX0/DgPZhqgHzn28gH1la1lyuazJcaBIQQNkk6HiedTleNYiKRyHnZ/ramtkCWzn0NlmUxsn83ozNz6C4v0WiUQWWYx2ee4L1Nh1EkC0nyEou9jxTd/NOBf0UXOr8mr6LmH/8fSND8a0H8AY2yQ9Df4uZU/1VkElGc3iHWzp3EerDPfjINMv83ykPpNu6K9uP4tzSMWSgBGTNtv98N1/rQehyoUwI9a2E6LcZ/apPa5DYZEoJyRmbP2qtJO/zc2jBAT3CW7HiJ0Ufs2UhHnULktT7iT+UpH9HPer2qX6bl9WGGVBeBQJZMUCBbJvrf5SEhqLvGR7DLxZRHQp8MMFPy8Hi5FqMURsoXq+oetTW11NUF8HieIhQawOeTaG//Oorirz7XjuEh/uSB+9ji8XGlL0gum8Xr9bJs2TI6Ozvxem1X2kwmw9DQELOzszidTlpbW2loaMCyLGZmZojH42iaRkNDAx6Ph2w2Sz6fR9M0gkF7rraiGvN8jig9n26g13z5c6juizg9F4r84n1/uBSzLoKl2H55qHSVdV2vco0upetwPjzS38tHH7yfNn+AP7nmemqdLoQQuFyuamHoUs9tWRaZTIa5ubnqZvHZCkNCVHwOzn0eXdf5xfHdmIkSKgoNjQ08kHyA4fwIpq3FR9QZ4m09b2YkM8YPe3+AJMH1TVvZN/0kNiXZQJagZKrERDueMT8uQ2MkMoyvNklZ2HG3qMtMFcIo2CZvzf4kkgSWEKiShWVJGEgIS7bHQhEYloxTtWN/XlcJOouQ08jvaUfSDHxrR3CGC7iU8rwXhEA3ZFSh4lNKeFQDCXBJttO0YUHe0jCFzETZQ9ZyEFCK3OSfrprOJQ2NQsGJknMST/rom45iFCLksza7WVElGuqbCMQkMs7tOELT1IeWc03bX5z95p76JvFTD9InX8lgLkq5XCYajdLV1VXtKlccoYeHh8lkMtURpUgkQrlcZnJykuz8ulBfX4+qqqRSKcrlMm63G7/fXy1kKopiqzE+D0nDix3b4YWN78PDw8TjcX70ox/x+c9/nieffBKArq4ufD4fpmmyYcMGGhsb+au/+ismJyd529vexrvf/e6qrOru3bt5+9vfzsMPP0xTky028IpXvIKpqSm+/OUvV2VVt2zZckmyqksJw8sRA/dB739D592w7OLs9oVdB2BxXAchYGK77Shdu+nM/YM/hfgxWPmbCE89xWKRfD5f3eR5PB68Xu9lbfTK5TLxeJxEIoFlWQSDQWKx2EXb2edeumB6eprBwUEKhQK+chbvg9/Ee0OMutt+n4miwj8c+GckJH5t2au4pukq9PERDHMOa/AT+DMqaT3E1EMJjGiC+M0bGBrdQkyfpOnB+5BNAyHBqrfEOOT14GuLo/9LHjFs2bKoCywXouvcOHwqgU4HszU6yd4iYlag9pqUZix2L9vGnC/KmzqPUa9lQIJ8xCL+RI78UbsbUb/Nx+SurH3C+XlaAEkD3zYXQdWBv8XJcEcR3SkwygL/tExDxkl2rEw6YhCOucjJMv+ltNLuk1jtOkViMsSx8u3UmPUMDx8glbIXXZerRGtrF01NYZYt28L+eIK/fPJRsvNEzHtf/2YCpkVfXx+Dg4NYlkVTUxMrVqygvr4eSZLI5XIMDQ0xPT2N0+mkvb2duro6dF1nYmKCXC6Hz+ejoaEBgGQyiWVZBAIBnE4npVIJIcTzNqL0fC4qVy8yYdi+lDBcFEux/WwIIfjYAw+yd2yMT99+G1e0NF/0+Ep8N01b7nkx46h5vcz9p0+xrq6erqhdoS6bJn+/8xeYlsWHrrwGh6JUZbdN00RV1ap63uVs9CqFoVQqVS0MRaPRS3YINgyDsbExRkZGsCyLWWecQ8YxOkJtvH7F69g+sZuf9D+AW3XxnjVvpSPYwVh2kFOJEZ4c/S6KLGj2dTORGyJRkGiIt1JbCJEKD5OvGQLJNm9Llz0UDZWypdHin0OWQMbEEnLV5VnBQpJsBb3ZogePaiAEBJwFNAPyuzqQFIH3ikEUh81lSJZcNHnTKJItsxqWz7h/mgICckUhSuCWBE7ZwkLiyWwdEhY+pcwKR5YmrYgEHCsGaHPkmLFUtEIdI44ssiEQaRcR3kxytkzf8BGMgv0+O/1llneso6Epwsplm/AMfweGfmwTLDQf5o1fZ2xsjL6+PsbHx1FVlc7OTpYvX04oFEIIQSKRYHBwkHQ6TSAQoKOjg3A4XJXZriQcNTU1lEqlajEwFApVPXkq3iHPtSj0Ysd2eGHj+zve8Q6+/vWvn3P/o48+yo033gjA0NAQ73//+3nsscfwer3cc889fPazn62ulY899hg33XQTAwMDtLe3A7Zx2wc+8IGzjNv+/u///pKM25YShpcjHn0/5CfBGYFbzzX2uBAWch0sy3r2qtT4k7D/C/b/r/7cRZ2lKyS6QsGW+6mQ6C7HLt40TZLJJHNzc+i6jt/vp6amBrd7ce6nFViWxdTUFKcP7EUoGsHeA6x73x9wdO4YXz/2DQDevfaddEdsEt8To08xNP0DrvSH8G/3kvjZ9wGoe32QstLEY7lrCGTGqdn7EI2bPTS1qMxKGpNdeVwlHavPAKeE+b0iZM++FlmD0A0esjfaVX39k1lORpdzsqGbbb076enMMnuwADK03RVCVWRGn0ij+CUatvoY+lkKo2AhrVKQ+kysZ/jAdb4mzPhmHUsBkRdITvDtgvh9NkdBfY8bqUnG+EEJ8oKWrQG8ispIJkr6ZwOIGpDvcRFPhcjnb2dkZJh4XEMImbwsMakqTKky161bw2vXddEWbEWWZHRdZ2BggNOnT9vKKy4Xnvo67tx6BQ6Hg1wux+DgIDMzM3g8Hjo7O4lEImSzWSYmJrAsi9raWkKhEJlMpspjCAaD1U3Q86Gi9HwuKlf98+IShh3vX0oYLoal2H425vJ5bvl//w7Aq1d186nbbln0YxdyHYQQzzqO+pePP8r3jx3Fo2k89M5343gWlSchBKVSiXw+T6lUqhaGKtr7lwpd15mbmyORSCCEIBwOE4vFLnmt0HWdE/0nmJ6YoUgRYjJ3rbmT753+MU+O7UCWZD59zcdxqy4sYfG1I9/hVLKfrbU9zBSPM50fxxISuqkQy9RRm2gmER0gEx6jYDixkNFNmbzhQpENHLKJUy7jd5TmTd9ENVmQsMjqTgqGE0UyqHFnsQ40YmVd+K7qR3aVUeYn5ENqEVmZN48zJWKqjmXbUjNbdtPqyiJL4MREm/+xlSyJXflaNFnHLZtokmCzM4FPtjAF/KIcxCmZbNBylIRETNZRJAnJuRqXfoRB3cH+TJjyXBh/6VoGh3opZe0YVuvK0uFP0uFPUXvNWyHShctpG8Tmcjl6e3vp7e2lWCxSG1Tp7mqjacUVSJJEIpFgYGCATCZDJBKhs7MTj8dTldlWVZXGxkZcLhfJZBJd16sjqM9XUejFju3wqxvflzgML0csfyP0fR86fu2SHrYwQXjmLOw5VSml8qGRzit5+kxUSHSBQKBqFFRpQft8vkuaSVcUhWg0SiQSqZrD9Pf326ZDdXUo+SyiVMDR8OyuqLIs09DQgLInw9DYDMmeK9i/fz8ru1fyhhW/jizJrFyQCD009DB5Q2PK9PHBm19D7vA+ypbOVMZgVc0MVwW38xTXorzhao6ZM2y0shz3uVghSrg9Bspae8Erv9GF/B9Fm0s3r45k6RB/KI/8lAS3aqQUH6caVrJ88hS1uRlmD85fhAWz+3KEV7iRZIGqKVgStN0WpO+HCcRRE/HMT60M5YDAnVXIP1CifLCIv8tBeeOZA51lidKAiThoV7NykRKeLoVi7yhyqQSjYKU9NDbm8UYaae38Hhgm+weaySaCuGeCdOY19F37+MbxnbR2tPIbq9fiPfZFVgQ7WX7nH/HEiRM8/PTTLC8U+O7IKN0rlhEKfQuvd5z6+j9hdFTnyJEjhEIhurq66OrqqsqwplIpmpqaqgvL3NwcwWAQTdOqY3XPVwv7OWOJ9byEFwgRt5vf3LCePaNjvGHtmkt67EKuQ2UctVLJrcT3yufHq9kx3amqXKy+u9BF2jAMcrkcuVyObDZ7WYUhTdOor6+npqaGubm5avJQUdyZKqbwaS6CTu9Fz7N6xWoOFb+DL+UmOBvg2LFj3N55E2FnkNZAM27VXsem87Psmzky/0ZpXNd0Ow8O/Q+mUIgXE8wFp8BUqZ3rIC6g7LOdlQ1Lxq2AIQQyCkXTgaQLPJpuj8ZiUwCFkHGpOi7VwLRAjAcx4z48m4eQnAYKFq55ToKJPSdvAZKwzd9kCRySoMmVt03eYN5oznaLnjU1VjgStGhFHJKgKCQyloJPtkemolKZWkUnotjx3bTmhWBLh5FkQbNaYtqn4woWqA85cXYdQC9ouEd9TCdDHJyuZddMM9rIbmrrf8bq1TexsrmIkvk6q9vewNq1b2Vk939xcmiSJ/Ya+E5MsHxlAw7nPxGrCdDU/IcMDY6zZ88eGhoa6OjoIBAIMDExwdDQEKFQiLq6OgqFAtlslnK5TDAYrAq1CCEuq7j4vOOl4Nz2EsZSh+FXHM9alUqcBNUJgY5LPq8QgmKxSDabxTAMVFWtavJfDs+hkjiUy2Wkg9vhkR/Q+sFP4Fu/eMJOOp3mxIkTlEolVq5ceY4u8WMjT/DU2C+4o/12ttZvZuhT/4f80X3ILoXlb4gw1ViiP72CwZGtrNj+Q5TSLPwfH8FEEbVX4OppwF9KMbkvS2l3+QJXAciwr3UTcW+EW/ofQSqczbJSvRJG7szHUlYlarZ4mNppdwuQwHWdg+KTZRAg10i4fsdLW7+b/h/HKSVNVI9My1vCjJAnNq6S2FmgnDUQPgkMUJYrmHsN5M0qehKok3C+woEsS2RpYyafoNmVYbrkpsmdB8Dj+1v+9fHvosRlHBkNCWjzJFkVnGXlXR/nVNnBb/3wu/gkif+vey3piTEsq0xt7Wl6elbS0PA25ubm6O3tpVAo0NTUREdHB+VymbGxMQzDqHo3pFIpdF0nGAzicDiqlc3L+f2p/OyfryrUlf+4uA7Dzt/91atAXSqWYvsLi2eOo1aV9YBdo6Msj0apvYSRhIXnrRSGKsl8pTB0qTBNs6q4Y1oWDydOcCA7zt/d9K6LJg0VCCHsbvLp0zgcDlavXn3WqIUlLP79yH8zlpvinatfT6O3jr/c9YeYwqjyCeIFN12JVgJlD+Nt+ygIQcbw4lbLaJKJPQ9q4VZ1FFlgiaqpM5aobPAtHFgYO9uRAwWc60ZxKyYgziQMli3G6pFLuGR7h+qWTJzYT2EJKJgyMVVHliBpypSFwipHvuombQFTpoolJNrVEooEugC3ZFEGHIBHshg3NcKKwaypERe2go9LDmBYSXvtwPbaUKUgfu1D7D/wNaYmYmTSPjTVpLNpkpXtaVZs/Qry0P/Aya8zZ9Vz3P9mhoZH0bQ8DY3H2LDhHryedYyPjzM4OAhAR0cHDQ0NpFIpJicnURSF5uZmFEUhmUwCEA6HAbtbdLmd5Bc7tsOvbnxfShiWAJxLkn4+SHSV85bL5WpVQVEUfD7fZc3BCiGYOnmMuUwWFJVAMUPTlddf0gykYRicOnWK6elpWltb6ejouOB1THz1CyR//n3cNSrtd4ZJRHWS6TIHTt+JkBS6n/wujjd1YHynH2FAaIWLhm1+8lmDmV9kkZ0S+SkdZHHWCFHe4eHh1bewZvQwHTOD5zyvpNrjpAvRcmeQkd0psAtfKH4JM2N/dNVmheCbfGhjKqf2yQynNPSIh6zqIF6SKedkSmUJU5KRFXs8SiqZOAwTTTbxLhd4vQZer0EgoOMILaMxdBCHwyJ9ElzfyiLVyzh+53qUyHvpTfaxQkszcvwUQ6dKjKTtqubKlSsJt7USrKmhp7aOYjHP/v3fYHjYiRAOurtX0dPTg6qqjI6OMjg4iKZprFixglAoxOTkJMlkkkAgQENDQ1XTu+JG/lyShudzUdm2yIRh16/ggnKpWIrtLw6eSZJelHreIs9bqRpX1M18Pt9lmVcZhsHO3sMEDJW0UaS5sZH22qZLOkehUODIkSMUCgVWrVp1QWUaS1j804HPMVuYQpYsVNkiUfTgRbBsbC25wBSJmgFKph+fIwVA2VSwhIwq6SjyvKIOZ4rNynziIU96MY/Xo24bxB3I4lDm47RsJwCWBUgKfrmEJtveO4pl4lJs52h1vuvgU+xCUtaSyJsK9UWDmRkXs3En6YxGPquRzmugg67LmEJCBoQkcDssnA4T1WEhuwVur4HXq+MP6tREatB8wyiKRZ2l02CZzEkyWuzdSK4mdH2WfDJO3+kpevtNEmn7Z7p6dQ/rWl2E6zvBXUsiMcy+fT9maiqI2+1h7dp1dHZ2YhgG/f39TE5OEgwGWbFiBZqmMTo6SqFQoK6ujlAoRDKZxDAMgsEgqqpWJx0uVSHvxY7t8Ksb35cShiWcg0riUCHRPWd1pXlUEodSqVSV87vUzZ8QgsRTD5BS3OSDMZxOJ01NTWfzG7Jj0PcDm6zdcPV5z1GRCq2vr2flypXVaygUDjM7+894vVcSDr2V0kgfWvoXFOLfZ7ZOp/yAIH3Mzcnrf4O2/Y/Q2D2A8ZSOWRREVrup22RXtQSCUsKkGNfJTeqk+0vV5z/W1MNItJVbDj+IKsxzri+wzElxRqc8r7bka9Go3ezFyFsM//xsZ8mU4mSsroZTIsg0tna6apkEKRFUDRyZIg5hogkLRVgEOp2oXpVZYVAch3JMo6hp5LIq2bxKqXRmjCkYLBPV88QmM9SXs4z9Ri0/LtzON+6+mdSh96I7LLTm16Bpb+Lo0aMcOXKEZDJJXV2UzZtX09NzRZXgdvz4cU6cOIGqqmzcuJHOzk6KxSKnTp0ikUjQ0NBAV1cX2WyW8fFxNE2jpaUFXdfJZDK4XC4CgUDVZ+RSE87nc1HZ+qXPoV6ET2MUCjz9wV+9BeVSsRTbX1y8kIWhhR1lh8OB3++/5I5DydR5qH8/TZYXzaBaPFg44354tpenp45yW+s2WvznasibpsmJEyeYmZlh5cqVVWEFgCfHtrNjfDd3dtxGd3g5k7lRHh3+Mb2pQbK6kxp3nkCiltBcO5Nt+8jJZTya3RmoJAwyJops8xdMS0KWQEJQWR7NpxuRNBP3xhFUxbJN2wBVMpBkkLFsArVk4ZQsNEy8kkCWBCrMdzxAExZz0y5Ge70M9fvJZu2RHZfLIBgo4/fZRR6vw0DTLGRZoAibOJ0qawhdIl1QyRdU8jmVXFbDMOyLlGVBOFyiPZqnszZPa30On1AIhV5BoaURfe5LFJDw1/4ZqUwnR44c4dixY5RKJbqWNbJ16xW0tNrjvOl0mkOHDlVHj7Zu3UptbS2JRIJTp05RLBbp6uqioaGBmZkZZmdnCQQCNDY2kk6nKRaLZ4ldXGrS8GLHdvjVje9LHIYlnIOKm3RlXKniJH1JZnDnQUVSr7IJTCaTqKpaDRaLgSRJRK67kwh2Nali3FZxm5QkCU5+AyZ3wthjULfVLqk/4xytra04HA5OnDgBUE0aUqkfUC73Uy73czTXzKbGbaRir2TMP0lE6kW7Io+3f5hgfJCZtVdRv3YE77iMETeIdJ8JNEmHydT9CYQBUoUXKNuzqxPBBtqZwu0T6JlzX2N2pHSWM3R2RCc7ksTTZH9cBTDu8LPf38i4I4AmLFoKSXpKk9SVswTMEucNtTJwGBS/zLI/cEMZzN1lrL0GzAlctzqJNgQYtRT26W6MtMTMuIt9gUYMFMTjUBM6wL9+9Wl+Leyl2V8m11iDLxgkXxfjeFLi5tUdzJ7ay09/OsdTT+3l6quvY/Xq1WzYsIGVK1eyb98+du7cSX9/P1dccQXr1q1jYmKC3t5e0uk0q1evpqOjg+HhYQYGBqpGQZUWdiAQoFgsUiwWL3s86TnjBeAwPPHEE3z+859n7969TExM8IMf/IC77777Mi9wCUs4PxYaflYShwqP7bmIC0iShNvtrpowVqRUnU4ngUBg0aRWp6Jx1/IrEEKQTqeZmJigr6+PxsZG/H5b5vlfDn+fglFkOh/no1vfec45FEWhp6eHU6dOcfLkSSRJqppT/XTg55TMEj/p+ymF1uvZUr+FK+pvJ156kKhLYrbQjwhMEkg205hfyzHPQSxheytY8+ZpFgqSpaOpgCQw5xWTsARWUUXOuFB6xpEkgRASZaGCgCISXs1AU8R8N8LmPxgopBF4hYUkCyxTMHzKx6n9YTIpB26PQXtnhvbWLHV1BQJeu8gkYaFI4MBCARyShSpBzpIYMD14MKhTyoRkW/Y1aShIRZn+uJfhWQ+zcy5Gpt3sPx3GEhIuh0lbw1562h9nTbtCLKBjOVpoqK+nNvsA14QHOFroYt+RU/zXt8Zpbm7immuupbW1lWuvvZZVq1bx9NNP8+CDD7Js2TI2btzIli1b6Ovrq4pirFy5ErfbzejoaNWvR1GUqtpSJWkA/ne8eJY4DM+KpYRhCRfEQhLdQjO4ilnQ5ShkgN2xqGg3p9Np4vH4JS8sYFeZOzs7q8YxuVyO5uZm1EiPnTAEu+z5ngugsoicOHECTdNYtmwZfv/tFIvHOJZx8MjozxnITDCQHCCjZ+mJXscrciMUM8M0KmMcV9uRRraSPvY4AKn+ErE1dpXf9JhIkoRAUGkiSK0yBa2OvMtLzcQR9Mz5HWKsC9AfSkmDgkfjYVcn484AUT3HzYk+2ktJ1MW4zcwfYhYsimUZz/cKWMfPzD4VHyqhvqJMT8zBcHsJj0PnVmOW0KxKb97Ff8y04JvTGeqHL5iNhF0GG40SW6+cZGz2b/jAyiEmhpx0PTFHOhDkeOR67r//fnbs2MHNN9/M8uXLueaaa1i2bBm7d+/mpz/9KZs3b2b58uUEAgGOHj3K3r17Wb16NZ2dnQwPDzM4OEhra+tZSYPf76dUKlEqlf5XiNAvBOc5l8uxfv163vWud/G6173uMq9sCUtYPBYWhipFoedaGKoQpJ1OZ3VUqaKQ5vf7F31OSZIIBoN4PB7Gx8cZHh4mEolQX1/PilArB2dPsTLc/qyPX7HCroBX4ns0GuX6pmt4anw78eIs3zv9PVKlFA8NPwTAqztfzd6pODl9BrVGQp51EQ05MWV7ntS0xJnPtTSvby1JiKrEqoA5L0ISiGgBSZIRgG5JWEIm4iyiKeIMmfkZ16wjkRp3sP+RWvIZjZaOLFffNEWsvoBDFrikyppidykU5meiJBASVfK6hYQDnRVaERWbaCEDUdVE+EzWe9NEG3NYkoxfsnAagt4JL4PjPoZGfPzPEw384PFGmmoLbL16gI2rTCz5P5EisNw6xvImk6HxGvafdPHtb3+blpYWbr31Vmpqarj99tvp7e3lwIEDjI+Pc+2111ZHTk+ePMnevXtZv359tSg0ODhIW1sbcKbK73A4qjLtLzYReilfeHYsjSQtYdF45hzsc00cKucsFotkMhlM06w6hV7qJjCXyzEyMoIsy7S2tuKSSuDwLSjvn41i8STZ7BMEAncwNSXR19fHqlWrqK2tRQjB557+a+aKca5uvJLeZB+N8hEavVGW/dcU+ZMDCODU636LWmuM2od+jlGEtlsDuGvsADfWUCZ6SqGc0EmeLpKb0one5GWk2MjD+VXceeCnaJZx3mu7EGZVNw9E7EXw2tQgraXU+TsJAAq2HMczIYFnnZNYvZPhB9LnfNvToFH/igDIYMoCT+HM+7e9USF2IE75AZ2pqJ++tbUc76sBwyBWX2LTulmaJhJoP7eldVtvDTLUeRtH55oYGBigq6uLW2+9lUAggGma7Nu3j1OnTtHe3l51mzx27BiJRIKenh6i0SjDw8MUCgXa2tqQJIlkMlnlwJRKJTRNW9TYw/PZtt78xcWNJO390OW1rCVJ+pXpMCzF9pcOhBDVpAEW5+ewmHNWFJUkSSIQCFzWGGo8HmdychKv10tTczMFq0TAcWFC9P7pg0zmprih+Tr6TvSSTCbZvHkzbreLRDHJ5/d8HlOYvLbrtfy470dIUonV0bUMpfcjsJDLDlqGNzNT04senkCWFIoGVGjOAoEq26NGprBjpFPWMY/XIrJO5C2juOdJzoYFsiTwaUUcioVlCRyyhTQ/yuSTbPnUkVMejjxWQ7i2xObrp6mLFW0VJgQeeV71aF6ZyYXt1SDsNwhVspMIB/Z9mmQhzyc1DgTy/LGmAMOyuQ6yAFmxX5IpIGMpeGQTsyxzZCDA/uMRekdCCCRWLYtzxdo5WhsLyLJFJVeZzP0uT+6yHb23bt3K1VdfjaZp5PN5nnrqKWZnZ9m4cSPd3d0UCgUOHTqEEIL169ejKAqDg4MoikJbWxv5fJ58Pk84HEaWbclul8t10f3Fix3b4bnF95czljoMS1g0Fs67mqZJuVymWCw+p8RhYSs7m81Wia7BYPCSiHNer5fOzk5GRkYYGBigubkZv/PC1zM5+eeY5hzF4lGam/+WbDbLyRMnmPmbj+JIx/ndT36RKadBZ7CDVHYHiZkHceemCLZKTM0oSGtUWgIT9M61sOU1NUgt16CN78ByhRjOj1C4N4e5cgOtraN46x2M7StijpuM6RouZ+GSk4UJh4+fhVcQMovcET+N19IvfLAEiiZhmuepBQjIHywxfLB07vcAd1Qlf7xEflInts4DAXtxNFRB/dNpSk+VUYDGuTTRXXkKIQjpJSbG/Px8sgnV2UR3ywx3uCbx1Glk9EOMdsjc2XMnTz72JF/5yle444476OnpYevWrcRiMXbt2kUqleLmm29mzZo1HD9+nKNHj7Jq1SpaW1sZGhpieHiYjo4O/H4/mUymupnRdb1aKX3RIGzC48WOAXshWgin03lZhNAlLOGFhiRJZ3WUK13lyyGiLjxnJcFPp9Mkk0kcDkeV6LrYc0SjUVwuFyMjIwwODNDa2nrB4+cKcf7z+LcA+2N4+6qb2bdvH3sP7uEpfkxjoIUPb/4wBaNAa6CVmfww+6Z3cDx+CEWSUGQoKSZFdwZfppZx/yzXNNzCrqmHqHHXkyoNI5Bp9HYxlutDRSBh2ZX+vAO8OhYSZcuWR9Vkm1RdtjRMy0SVLWRpvt0rbLJ0/8EAx3dEaFqRZesN02iqWZVslbDjjSSBJID556pASBImAgUJU7I7HQIZC4G8QJrVnqiScIoF/p/Cju9CSPgw7Q2hw2Jrd5ItbSkKaQe7RsPsPBzh37+/jMZYmVuuHqWrPYsENPj+jTe+6kYO91/Hjh07OHnyJK95zWuoq6vj1ltv5cCBA+zbt49kMsm2bdvYuHEjBw8eZP/+/WzYsIH29nYGBwcZHh6mvb296sEUjUar/LfLNQq8LCwmts8f96uI58ZiXcKvJCpzsG63G6fTiWVZFItFSqUSlrWI0ZgLnNPv9xOLxZBlmXg8Tjqd5lIaYA6Hg/b2drxeL8PDw6RSqWc5tmP+3/Zq+1oyCiSufiVGNo3Z38vycBeKrOB3d2IIhVLeZO54AXeNRs1db6Vp/QYMFE44G+mXIlhdv05x0z2UtudhVJB7eD99P8szcF+C3OkcyWNFymg49fNv1i8EXZJ5JNRJjZ7j1XMnnj1ZABBgFhf3vhkBhQQKk2hkVvjJNHg4tqPA1ECZ6X054ifzJAcKKCWJ0iOlqq8EgLNgcPtEL1fMjvCa6WNcbwwQUAocMWJ8Q6ykL+lmv+plLDeOUqfy7ne/m+XLl/OTn/yEJ598EiEEHR0d3HHHHRQKBR555BEMw6Cnp4e6ujpOnDhBNpultbUVRVEYHR2tJpcV59DKovKiNkqFtLgb0NLSQjAYrN4+85nPvHjXuYQlXAYqiYPH40HTNAzDIJ/PUy6XL/tzpigK4XCYcDiMaZrMzs6Sz+cv6XyVohDA4OAgxWLx/MdpHrya3X2o89Siqipr1qyhXCrTqa9lKN2LR3PRGrCTjraqbLjAEhKW5eL1K95FoMGFuxjAZ7hxGTq3tL6ZFaHlWPPbpsl8n23aJllIss1xkHQZyWEgzW/StXlytA1p3mPBmpdhBSSJqRknx3eGaV+XZN1NMwhFoNrbeOT5AaYS890BCWRJwpj/Gmxp1IopnHyWNwRkMjAxq9A7pnJy0MHouMpMQqFYtsdlJQGSKeGwwCHbXYdKEiG7LHx1RW7cNMHvv/0497ymD6ezxH/+qJNv/qidbEoFyojCz7nqyvW8853vxOl0cu+993L69GlkWWbTpk1cffXVDAwMsGvXLhwOBxs2bMDhcHD48OHqRECpVGJ6errqBJ1Op3E4HFWVxRcNi43t4iXgB/S/gKUOwxIuG5XEQVGU6qiSYRjPiTxXmTXN5XJkMhlKpRKhUGjRs4yKotDS0sLY2Bijo6NYllXVel6IhoZPoutjoNTTm+ijJdAC3iEsOsnf+SpYuQwAI51An5gj2PD39D32ZSKjOwAIlbdS17qaSPR77J5czfXf/AoDLpmG19ZSE3Uz1W97JpRnc2c9r+qW4SL7/WfioLeegqzx6tQJtMVwFZ4FIzg4iptJHMyikksvqMyfmr9ht2SdIxbhEYMYBu2eEu2oRDl/Z0R2QvfMLN0zsyhX13J/vI5/3FePPxNg5VVtdIWX4UDhGp9McNVyduzYQSKR4K677iIcDnPzzTfz0EMP8eijj3LzzTezcuXKqkTili1baG5upr+/n5mZGWpqapiZmSGTyVRJ0JXfuxcDl8JhGBkZOatlvdRdWMLLBRfqODwXVSWXy4XD4SCdTpNKpSiVSgSDwUWPPTkcDjo6OhgaGqrOv7ufMULiUl380RX/H3k9j0PRGEwN0Bpoo087zgp9LXPmNF7NJlDHi9M0+lp4bddbeWj4J2TKSSRJsCa2nmX+5fxw6Ac0J/1sdz2MPqegSPbnV5bnK/PMV6SFzVM4E00FkiShW+BSBJIElhD4VB1ZBl1IOOYf37sjjCeos/KKBKpkkxLKyDiFWVVMshMT2+hNke2vF/ZUTWRUy2T/cSeHTzgYm1SZmFEolS/8vga8JnURk7Z6gxVtZdavKBH02mNP1sIOBrZUa1d7ls7WDEf7QjzwZCNfvHcVt19X5OqrtyDJXgJBg1fcFeapJ5z84Ac/4JZbbmHz5s10dNgJ2fbt29E0jc2bN7N27Vr27NnDsWPHWLduHXV1dUxOTuLz+QgGg8TjcYrFYpXPUNlnvNBY4jA8O5YShiU8ZywcVXo+FpZKG9vpdJ7l+vvMheHZHt/U1IQsy4yPjwOckzRIkorD0ca/H/k6R+eOsyzYyTtCHuKpJzndfDNmLocVKNP/B/dgpuKM37SNgzWCO90eXLF6HM2d9vN0rCU+t4eMM4InNUdxNkuk24NlQH66jF40MXOiWvE35kroocglvR+n3DG68zMEzMuvtEyh8QBBBnARwKCFMu0UiWHgnTcbUhEY84tVHpkkCnFUptH4Wd6NSZAmymwly2ryqIAzLFNKWHbFRbJ73dLhWd6+sciPOrvZcyBDZmYYq3mE+C+eZPpbXyEmSdz1+5/nZ088RSAQ4Mq2RooP/w9Xb7iOJ3sHOXjwIFu2bGH16tXs2bPnLH7J9PQ04XCYQCBAKpXC6/WepeH9YrSuLQuki+RtlUZbIBD4lZpxXcIvHyqJQyW+l8vlqnTq5WziZFkmFArhdDpJpVLMzs4SDocXnfCrqkp7eztDQ0MMDQ2dN2lwqy5UWeGzuz5Nzshxe9udGN4SU+lRlhvrKRaLpMxZvnrkcwgEYWcEKCJLCutrttjncHpYVu/n1GQTkhhHk010s2jz4iwLOylgXiVJAiSEIhBlFYeM/TVgWAoIgWGBr/oSJYQkKKYV0hMuum+dpfJWKpKFCpSQUCodmPmwJiQJUwgU5kMu9ub16FGNHz8QZHpWpblep73ZYOu6EnUxnaDbwukQaIpAL8kUipDKKkzHFSbnVE4MaTy8x37/tqwqcceVebq7ypjz5nSyBJqA8nwS1N2VoqM1yxMPd/KTRzyk5pK86o0nmIh/k2xhL6s31hAOv4OHH36YYDBIoG4a3XOYjZu2sn/fcerq6mhpaaGnp4dDhw4xOTlJfX092WyWiYkJurq6cLvdZDIZamtr7cRrfvT0hcZiYnvluF9FLCUMS3jesHBhqUj1GYaB0+m8LOJcpduQSqVIJpOUy2UCgcCiNoWSJFX1t8fHx5FlmWAweM5x6bKta5rRM7h73kxj+V7m8mVOjqTYHC5g5uwZ9NT0EOPdXTz9/72Ne1a/jYJRJJufZc3y5Zw8fIjJDdexYfpBtEYnxeB6HnVOkENh7Z45/CcnqNQkAoU0/XVd6LK6KB6DLslkVSe12dxFjz0fBLAPL/cTIozBG5ilm+KFydIXug4kenGyFx8/JMKDBLmGDFeXbRdoqywItDvJjJQwMhYzT2e56w0n6Vhfy48OC/7tH/+GN4bG7JPJCsuWdXI9Mo899hjcu4u69BTq3l+w7oN/yYEDB+js7CQSidDe3s7p06dpamoiGo0Sj8eZmZmhqamJbDZLLpcjGAxiGAamaV6SytblQixizvWlLyWxhCVcGmRZxul0VuN7sVh8TvwGt9uNpmkkEglmZ2erqkiLQYUoW0kaOjo6zuneWZZJ0bTHlrJ6htctfzPbRx/HOevkxIkTBNqdVa2iZGkWSYJXdryeLfU3kS3HkSWZ7o03cPonPyGUaWXaN45b1WjytpAo7UeRTUpWlIJepmzZ65vwlZGyDgxLQpEsZKnizyChyRYlQ0GTbcIyQD5pZxCh2iICW+FIoeLFIFOal0615gkHCtL8VKiMGwvDgPt+6uWpXW56VpR55xvjtDcb9jkQyJI9AqXNjyrJAKYElU7xfKBK5CR2H3Xx4E4Pf/HVCC31Or9+W4ZNPWUMm6EBwn6UQMLhsLj9tl4idTHuewqK0qe54tqCreAkubjx+uuIx+Pc95Pv0n3jXpwendpQkcbGdezZs4f6+noikQg1NTVVWfS6ujr6+vpIpVL4/X4KhQLFYhFN0yiXy1iW9Zy9oC6GxcT2ynG/iljiMCzheUfFjdflclWdQC93/rVSjQoEAuTzeeLx+KJ5EpWkIRgMMjo6SiZzrunB23p+k7s6XsG71twDDj/Sut+me9ONAJwaGKL1j/+O2t/8HYKvfxet/hZuaL6eklnic7s/z+ee/mv2Tu9j7Zq1pIL1JJMO4j9K4Rg5wPqmawkEN+A5MIZZsNB8dh85lE8CkGyIPZviaxVZxVYA8l1md2EAJz8hzDpyvIcpVi0mWTjPdWkIVlHkrczyu0yyggIPEuTruUh1SCk9WEJodkgxChaZn+e5LpbkfZvjjGUdPJKJIiQJXdN49b3/waPFHA3FFAfaNmBKMsm6Fn40M4nH5+PAgQMANDQ04PF4GBoaQpZlYrEYqVQK0zTxeDzVOWZZljGMSyOSv5SQzWY5cOBA9XUPDAxw4MABhoeH/3cvbAlLeAYURamOFlX4DYZhXFZ8V1WVWCyG2+0mlUpdEm9NURRaW1tRVZXBwcFzZt2dqov3rP1t7up8Nbe33Um9t4nXrXwLa3vW2h5AaS+/tuwe7mx/I6sim+kI9rAquoXpXB/fOv4R/uv4RzCd81Ldc3XImBTMIqdTw6yvvZFa9woKRhkkcCtlO0EIlCDnQNEFulAxhDK/ubSN2SwhIUkSkiRjChk9o4AkcHoFFhICCV1I874PNk9BCNDmCcsmtoeDioSJxEOPetixx8UbX5Pld96RpqXJwkLCBAwk1PnOsSLZSYjdF5mHmGc/yxAOWNx2TZ7P/f4cH3/PHAGvxd/9Z4Tv/tw3r8Ztd1Aky04YBBKmChs2znH7jQmePhDj9CnV5mgUEkgPvZE7NzpQ1RKjh+yRpGAmwdbYOKVSiVOnTgGwbNkydF1nYmICl8uF3+8nHo+jqipOp5N8Pl8tAr2c4/svCy4rYfjHf/xH2tvbcblcbNu2jd27dz/r8d/5znfo7u7G5XKxdu1afvrTn17WxS7h5QVFUapVJF3XKRQKVffoS4EkSXi93qrp2+zs7KKDR2U8ye/3MzIyQi53dqU+4gpzU+sNxNyx6n0Oh4Pu7m7i8ThxX5Toq9/CLd2v5P+sfzftispsfo6sbp9nOj9DV1cXTkwGWraRn9QpzOpEf/4T1nz9fmiQkVRwhlVcUQVfMUsgn6Lf1YpYxEvwGyVkYRFXFzeO9UyM4MCNyatIsugJ/4tcVwyDXyPJ25lhGCc/InJmESpaqJ55g6OChQUsC6S5tT3F3niAnKSiFQvUFLI8MtDHDTfeQFlzknjVPXywfgU/OHGMMU1hcnKSUqmELMvU19eTSCSwLKs63pPP53G5XIDtIK4oCqZpvijkZyGkRd0uBXv27GHjxo1s3LgRgA9/+MNs3LiRP/3TP30hXsKzYim+L+FiqIyhejweFEWp+qJcjuhFxXMhEAiQy+Wqn/XFQFVV2trakGWZwcHBqiRsBe3BDq5ruh6X6qreFw6HaWlpYWBggBZtBZvqruPu5b/FqzrvwRImE7mjqHIZIXSy5VnWrVuHqjvwpxpQJIEpdI7ODjGZz6Bgm7qVLNWuTsfsdcGYCCPPjytZwh4zUmSqUqiWsMd9nCEDhEQuYW/FLCEw50s68vwmX5JEtchjdw4q55EYHFZZ013m2iuLCEkgSbY/gwzz6k1UuxlnFIDmJ/UXhqhq7iBYs0znj98d502vSPOjR308scsNwu7F2AV+O8aaAvJComfNBG2tWZ7eE0YIKKg5hDDwpk+xZVMD8akoq8TdNPUfwDf2HZqiLoaGhgCb0xIOh5mbmwM4i5PmcrmqEu6yLF+2oMqlYLGx/VLj+y8LLjlh+Pa3v82HP/xhPvGJT7Bv3z7Wr1/PHXfcwfT09HmP3759O29+85v5rd/6Lfbv38/dd9/N3XffzZEjR57zxS/hpY/KmFJFGq1YLF52t8HpdBKL2Rv72dnZqiPkYq6hubkZj8dT1fW/GKLRKM2NjfT39jKx83HbovnJj8DjH2D2yL8AICNzffO1qIrCBu8QqfoOiqs6cddozO2fwpydRppTEAZkR8oUZ01kFTpmBpgO1JFx+S96HSqCGj3HiPPccarFYAaN4HkNGZ472inzWuIcxsPJBQuyUbB/tqWkyalvzTBzKEvzoSFUy+JkTQMD3etZ1raM/3vdjbRefzvNzc1MOoO0hMJIQOe8kc/YmD3CFIlEsCyLVCpV9V3I5XIoilLV667Mt744CcPibpeCG2+8ESHEObevfe1rL8hruBCW4vsSLgULjdosy6JQKFQ3eZd6Hq/XSzgcplwuMzc3t+jikqZpVfOvoaGhRRWTOjo68Hjd7D+8j5HEEIniLP944E/5h/1/wuGZn6EpJjFPhGb/Ghw+hXxwlsBcK+hOJCBVniBTTlOytCqHQQCmBqImB2MBhGEnCtKCoXhVFjA/HKTI4K3TkWRBcsQ9nxycvYtX5zsLYv7vSodAzKssTU8rhEP2+WUBEhLqvLSqUxLzakmS3amgkoBQ0Wedfxr7/5I5f7ewlZhec32em6/M840f+Ull5IpHHJIQWPPJiFeyUDHZuHWWRNzF1JCbmLkSs2YTLPt1Nmy+B0XRGJppBMUJiou2tjYSiQTZbBaw43ula+z12upW+Xy+ymmpxPfLKTZeKhYb25dGkhaJL3zhC7znPe/hne98Jz09PXz5y1/G4/Hw1a9+9bzHf/GLX+TOO+/kD/7gD1i1ahWf+tSn2LRpE//wD//wnC9+CS8fVMaUFnYbLqdiUGlha5pGPB4nn88v+vlbWlpwOp0MDg4uKmkIntiFOjHEqUSWVN8JyE8CEDPyNA/FWT5dxqN6KA8dpV3aR6M6Qd/yGym6m4luqkeN1uBtOZvwKgxoio/iLWXZ37YBaxFsgp78DCOuEEOXkTSsoMAkDp7mwiZHzwVdIXtxDvZ4kLUKM48zJD0dZg8WIK0TMIpkTI2OEwd5y0/+nTrT3liEw2GKhQL/9fo389g1AV4x9Q9oqlT9GVU6CZXqYUXqUZKk6kJSWWhfrgnDSwVL8X0Jl4OKzHaF33C5Uscul4toNIoQgtnZ2XM6BheCw+Ggra0NwzAYGhq66OZSkiROOw5SNkocOLyPVHEOw9LnOQ0+CoaGX2vDEoJDMzuZDA5hSiaxiW68qh+3GiboiCLNB7ozf0tYbWkoqzAQQZUsTKGiWzK6Jc1v/Re+b4LaFXkG9ocoZBSYTwp0IWHMjyUJIaqqSJpkb/5Nyfbl7O4u89QuF8Mjqu06feYFVv9fWWWl+T/VJsP8EQJpQbdBmu8m2MlGd0cZw5RQJauabMjz+haVDogqQazGLt5lCw7GlNOcjEyCrOF0OvH5fBRMJ9aN/8pYTxdZ616A6jhpZXTZNM1qklDx/wCwLOtFi+9LCcOz45IShnK5zN69e7n11lvPnECWufXWW9mxY8d5H7Njx46zjge44447Lng8QKlUIp1On3VbwssfC7sNwGVXo2RZJhKJVOdeM5nMos5RIco5nU6GhoYuqOMNwMgjOEfuJfTAN5H1EidnUugbPwadd+NXb+KOnx7j2u/tZOpLH6Xvo+9j6GdJrnLvRsHkqfhyQp06yz/yTlquVmi6PgASOEIynjoVRVhsHNxP2hPkVMOKM++PBv6OcweHugpztBSTPBlsJydfmnToOgpsI8P9hDiAh+e7qbsnaRMNfYeSKF77NcoOCHSeKx+qywqO+TljoZf56H3/w/eO2ZVoSZJQZQnX0A8hP4VknelCVRaLSoIpSdI536vgRfNjEBe5vQzxYsT3pdj+ywtJkqrGhKZpUigULmvuvCJ2oSgKc3Nzzx6nF8DpdNLe3o6u6xdNGn7Q+1+czB7lsLoLrxWkMGFxW+tvcEPzq2jwbSZZ9nJ4boD/d/iveHj4x6AaTNb24Sz5cE5HmCvm2VR/1zzH4MzWXAjAY2B1JJFGg1hxm8RdNhVMU6ZkythbeAvdtP0TOq5MoKgWhx6L2VX++TRERcJCxkBGXxhTJNCEQANe/aoCjQ0G//oNP72DKqYQlC17Q28IibKwCcvzzhBUg5M0T16oPJs1f+JqEgElU7DroIv6mEHII5AsgSHAFBJOHZwmKKZAQyCV7ccpDvvnbRRH4ckPQHqg+v6UjGHyxb0Y+oj9HBeI77IsnxXHhRAvnnEbXDy2v0zj+/OBS0oYZmdnMU2Turq6s+6vaOieD5OTk5d0PMBnPvOZs8yOWlpaLuUyl/AShyzLZ1WjisXiJXcbKnOvPp+PbDZLMpm8pKRB0zQGBwcv3KGIHyXQ7mLZrS7WbVhD2TQ5NA5611uQ3WdkUfWBPQCUM+CUBdd4dzFnhnmyfAumEOAME+jw0/2WGJ2vitB2exhfq4NwPsmKiZOcblhJX63t+ZCL+TCy574GCbg+NYgE/DC26pL5DLeToocC/0OEL1HPLnyULlkn6WzMoXIvUR4ixCry+LHQkwKjILDKYBYsAh1OIj0uPA0aE94ASdVNTM+jhZ081NSF29CZzeUYHx/H7/VgFApM9TVw6hGDkqlWE8vK6Fml+mSaZlUtY2H1Cc5NIF4ICMNa1O3lhhcjvi/F9l9+VLoNFVPFy+k2KIpCJBLB4XCQSCTI5XKLOofLZY+8lMtlBgcHL5iw9KdO2SM6boWVK1cwNTVFIN3A1Y13oCl2sUO3ykzn52W5nVGKrixzkSFCyUaWl7YwmRvFJQcQQkG3FEyhzO8lLURzGiucxzzcgBl3IwCPZaFbKqal2DehUjTtMaa2G5IkJlzsuq8es2Qbsy2IaoBECZvjoAhRdYBWNXjbWzJ4PIK//ZcQf/vlMPuPOu3EpRoLF8TE+TzBqiYGAqv61Ty/QobDpx380Rdr2HfcyS1X5tHnCRiVsaayCg5TYAiZlFA5eDiKLAvqY0XckpdoGnTFIpOcIZ1O4/FpSEo9c6KGqbytXvjM+K6qKqZpVtWQFiYUL1YhaLGx/eUY358PvCRlVT/2sY/x4Q9/uPp1Op1eWlh+yVCpRqmqSqlUolAoVL++lHP4/X5UVa36NYTD4YvqNSuKQnt7O8PDwwwNDdHa2lqdnaxi+RsAcK1bjatlBevDDRw8eJBDhw6xbt1mWv/k75EOfB5NyxEfDuK97QNIjU5qT93L9a0hnjih8YsDA1zrTCDLCtK8A8/skTzZYbvKvnzyNJakcKx5NZYksWyil/MOSsngFTp3zx7j/sgK/ifazc3JftpKqUW9T55ahd+YjXONlWEHfh4gyEMEWEmRVRSoQyeEgSciUY6fPzALIIPMGA6bs4AbP2ZVprUCa77SlJ/RkYBwt4f0RIknatpoIsvm2iwTk3BbopcbpwY4urWTkbk5Vj79M3p/8E+IcpGZth4kIWhubgYgmUwCEAwGq67iwWAQIQSGYeDxeM6qTr3gsKjoHD77MUs4B0ux/VcDFQlWwzAol8uYponL5bqkz6csy4TDYTKZDOl0GsMwFiWr7Xa7qz4NAwMDtLe3n+Px8Nqut7B/ejdX1F9DU6AZGYWTJ08CcHXXq/BqYf6n94cIoCvUyas638SpxGFOxA/QEm1i5PQYvYU+8qEMyjyTWcJCqVglSyCvnYLDdZgHG2HtJPloFhmBKQycSsWUTUEIi1hzEc9d0xz7eYwnf9jIFXdMoYZLaMImPQtAEhKGJKFiVgvdJoJAAH7/d1OcPKnx2FNu/u2bQb7tM9mytsSG7hKNtQaRoGn7Nti5B0hgyPMbciFh6jCTVDg24ODxvW5ODztY2V7mzz+YpKXRqLpbV+CULXAKCqbCXNzJnr0xNm6awxcwKJo5ChHIRSymTp1EUSXizi/w9HCQkpkhFV+FL6Dh8/kAO75X1vGKKInb7T5rBLUydvqCF4QWE9srx/0K4pIShlgshqIoTE1NnXX/1NQU9fX1531MfX39JR0PVNuaS/jlR0VJqVKJMk3zknW93W43iqJU9bzD4TAOh+Oiz9vW1lZNGhoaGs42d/PUwfoPVr/0+/2sX7+egwcPsn//ftasWYOn7a9h9iB1d18LjnmuQs0GmoDrakZ58onHeci8metWBnCP/gCA9MCZzbUErJw4gYTgRFMP6WCYtX0HcJg6WlBCT80Hrvng5BU6r547ziOhZTwQWUFrMcm2zAhho2j3Ci8QxKyC/b0GdF5HnFtROISHo7j5LtH5owSBuIlHEThMW4rPxK505VFIo1TVO2opcztJNpGrKi9pQRk9ZVXbtUK3/zvUa/Bw/SqyOLjDGCczWcI3f0zO6WTwwDB1Xh+R5CQCUDu6mencSE3ANu4TQjA5OUkgEEBV1arsotfrrcooOhyOs3gMLzSEZd8udszLDS9GfF+K7b86qCgpKYpCsVikUChUfXoW+1mVJKn62U+lUhiGQSgUumhRyOVyVZOG/v5+WlpazvJ4WBZawbLQmXHQimfPyZMn0XWd9d3XEnI2kSolWF+7GUVSuMp9C1c13oIQggPafo4dA48ZoKm7lv2zj1epyZXRHkkRsG4KcbgODjVgts8idcQp4sQpG0jze3AVUGTwNZS58u4J9t1fy6P/3UzH6jQrtyTwuAw80pmugo6MKSo+C/a/KDI9PQYbe1JMjCnsPuhkzyEnj+ywX7OqCCJBE49L4HHZik1lQ6JsQCqtkMjICCEhSYK1XWU+9NY4m1brtkM1Egi7k+sUIAkLJHvUaXrUxQ8eaCMYKLNx8xwF5OrcSnLOw9MHxmnrdqBoJiUzjlxup5RoZvlaW2q1QnBvamoC7AKCoig4nU4ymUyVp6br+otSDFpMbK8c90Lh05/+NPfddx8HDhzA4XBUC2YVHDx4kM9+9rM89dRTzM7O0t7ezvve9z4+9KEPPet5K5+HhfjMZz7DRz/60UVf2yUlDA6Hg82bN/Pwww9z9913A/ZIwMMPP8wHPvCB8z7mqquu4uGHH+b3fu/3qvc9+OCDXHXVVZfy1Ev4JUal27CwGuV0Oi/J2dHhcBCLxUgkElVn6IuZAMmyTFtbGxMTE4yP2/rQdXV1F1zM/H4/mzZt4vDhw+zbt4/Vq1cTbn/leY9tbm7m1ttu58knnuBnfRLXbfhjatw6tU0Ss//zn+DPUFOTpjApoRwdxF9Ic6h1PY+tuokNQ/tZ0ZQmXShXK/bV1yks7kicZsAVZpe/me/G1rCsOMetrXNYh+bnwSWQZJuYFVnpIn7i7BngkMPk1mCea2cyZJCZQyWOShKVoilTkiRbw1vY+t0uUSaEQRDT7kbIpp2cyKC4JTSPQnHGbv07gjLllN3iPumOsSPUitMweHXyBCH9jKRtuaGJp7o24jQdvPaNb0KPOpA0B8Ntayif7uWKG24CYHp6mnQ6zfr166tESI/Hg8vlIpFIoKpqdUFRFOXFSRossYgOw8tv0HUpvi/hhUBlBLVi5lkpCl3KBtDj8aCq6iUVhZxOJx0dHYyMjDA4OEhTU9N5zTsraGhoQNM0jh8/zv79+1m7di3LQsvPOU6SJDZu3ITP5+fpPU8j94Z49dp3EPZHGcv2c2JuL2VjhrSexev0k183hjUUwRiMYc350NaMY/jPSJRKCxSLpKDJlt8YZ+JwgP79IYZP+Fm+Lsn69XOobnHW6JAEOLDO0k01gLomgzc267zxlVmm4zKJOZnpuEo8KZMvSBRKMpYFYQ0URRBaUSIWNKkNm7Q36nj99tphLniuyoIiCXvTWDQlHvhFI784UEtTU47b7xhD1SwUy/aAcBRX8NjOGI31Qe685bWMpNwEXas4tLNAwK+zpmcTYPvNSJJES0sLhmGQTCaJROyR30KhgNvtRgiBZVkvTqFhMbG9ctwLhHK5zOtf/3quuuoqvvKVr5zz/b1791JbW8s3vvENWlpa2L59O+9973tRFOWCcbqCP//zP+c973lP9Wu//+JKjQtxySNJH/7wh7nnnnvYsmULV1xxBX/3d39HLpfjne98JwBvf/vbaWpq4jOf+QwAH/rQh7jhhhv4m7/5G+666y6+9a1vsWfPHv71X//1Up96Cb/EWFiNKpVKVYdHTdMWvQlUFIVoNEo6nSaVSlWdoZ9tYaqYuzmdTiYnJykWizQ1NZ3Twq7A4/GwadMmjh07xsGDB2lra6vqgD8TNdYgr3B+nyfz1/DgziKrVq1i9coVSEjog0XU3/gC0YZmiv/0FzQf2EXk+KMcaNvIruVXMW5Mc9U1QxQenXjGiwRXWKazyaLl4BFOeWLs9zXy5ekoTXVZupUEV6zUGeny0C3lyezMV6v+zoiCnjaxylCcs5cDPxZ+yrSzwPRIgCMgU05b5yV4SYCQAAscjSou9UzC4GrzMBmqYfuIj/Gii/amDNftO43Lsp9P8brILVvNwcaNqIkEb37zmwnHauBNv83p06c5sXs3GzduJBgMUiwW6e3tJRaLEQ6HSSaTFAoFWltb0XWdYrFIIBDAsiyEEC+KyzPwS5swwFJ8X8ILg0pRSFEUyuXyZY2gPrMo5Pf78Xq9z7o+aJpGe3s74+PjjI6Oks/nqauru+CaEIvF2LhxI0eOHGHPnj2sWLGC2tra8x476jzGeOMhmFpDZnuGjRujdDasYc/kdnyOFj6w5n2UzDz39X+Z2WVDEEtTOtJEaWcHtMTxdE6iunQc6hkdIwsZTTVZvy5Bd0+KkwfCnDoY4vTBEC3tWdq7MrS2ZWhRS+Qku6CmzA8oVdIJgYyBiUOGuphFQ8xgPeVqklEVgRWSHccRyAsyETFfDFKxydOVzjKSxExaY/+xCPuORsgXVW6/YpLlWxNI80Uml+wkM3stT+5x4vW7eO1v/CYul4uVzveya9cu4vExbr/99iqhfWJigq6uLjRNY3zc5otEo1Hy+TyWZeHxeKqjSZdSQLxsvAQShj/7sz8DuKCk9rve9a6zvu7s7GTHjh18//vfv2jC4Pf7n3W652K45BX2jW98IzMzM/zpn/4pk5OTbNiwgfvvv79KfBseHj7rw3j11Vdz77338vGPf5w/+qM/Yvny5fzwhz9kzZo1l33RS/jlRUV+Vdd1dF2vVqMWGywqZGhN00in05TLZUKh0LNWoyRJIhqN4nK5GB0dpa+vr+oQfT5omsbatWsZGhpiaGiIubk5uru78clZOPgP4G2Etb8NieO4pTy3eB7iWMNHOHLiBIO9p6mPJwlOj5Pc/hCOmgYyOx4BILpuG9sO7WQs0szplm7+O7WVho5xVsRPE0in7EhvQmnWgtkUGrA6P8PK4iy9zih97giPyi08cgKkaYl1y+boHCgRATS3RDljnjGLm1+jtKCEr95JOW2QmzhDEJRsqXAUp4RZeEaXo9NNoa+ADBRO6xS6JQ6v6iBectA/68OYkegKlehYV+b+0gp+fkUXv7ZiJe+86Q7++Sc/IT8wSDk+x7ve8Ebq6+sRQnDo0CGOHDnCihUr6O7uRtd1Dh06hKIorFixgmKxyPj4OMFgEK/Xy9zcXJVcWSwWq54MLwaEJRAXWTAu9v2XKpbi+xJeSFQ6gpURVMMwcDqdl1wUymQyZDIZSqXSRUeUZFmmqakJt9vN1NQUuZzt3lyRa34mfD4fmzZt4tSpUxw7dozZ2VmWL1/OYPY0j4/8lA21V7Kl/loG0icou7LMtB1ni/FKdu7ciTOokvXnSDhnGUqfYiC1n4ncIBKCjuY2JgOnKQ1FKQ1GKY1GcDbHkZZN4PMWbcIxEERQUGQkVbDuqjnWbpij/0SAgdN+Hr2/CU01WdmSYXlbhkBriZDfdplWF7yHJSGjY+HGdpA2JNvTR5Zs1SFbFMlOIRTzzBiVkESFgmF3GCSJXFzj8ECIIwNB+kd9ODSLtcuz3LJshnpdpjzsQFn1IUq+dTz6/X/l2JRBZ43Fna+/p7qWP/nkk0xNTXHVVVcRi8XIZDIcPXqUaDRKU1MTyWSSRCJBY2MjAJlMpkqcL5fLl1Q4fC5YTGyvHAeco/L2vzVymUqlqp2ZZ8NnP/tZPvWpT9Ha2spb3vIWfv/3f//SeKPiRdMhvHyk02mCwSCpVKrq9LqEX36YpllV2LjUbgNQbXHquo7P58Pn81308YZhMDExUf2dq6+vf9YPVCaT4fjx4xQKBZpdSdpm70WlDNd+AVxhOPlN8LdC+6vIZLM8vXs3E5OTBNLT1J94Gu/cBBICSVZo/8xXif/4XlKP3YeFxGi0hdN1y8m7vDS6krj6x1k5PYBqnS0XqHtUREngME2odzJ+xSt5cDxOaTIPJqjCpM5dplHkcM5kCcslvPkSHrNMw0Y3xTmDYtxAz87LlqpUEwvNL6Nn7PuFDEOv6eIhpRZ6dVb0T5PQPMxoHixJpuBQuW5ukJX5WYa7o2y/oYuhmSAbo1u50RfkqZ07EIUipxwqJ9wO7n/He1Atiz179jA8PMyGDRvo6emhVCpx5MgRisUimzZtwuFwVFvXnZ2dZLNZcrkcsVgMy7IwDKO6uFwIz0cMqZxj1cc+jXKBzUYFZrHI8c/88VLMugiWYvuvJiq6+xWFnEr34VLie6lUqqrjBYNBXC7XRR9fLBYZHR2lXC5TU1NDNBq9YNwQQjA9Pc3p06eRJIlRxylO6vtxKE4+uu3zjGUH2TP5OGtiW1kW6mFycpKdu3aSzWYph1LEg324vDJlM03YVcebVv5ffjrwN8wWBhG6TGkwQnk4ijAlgnVxnG1xvLEUUdWuqFdM2mosHaHaXIJkwkFx6joGTpxkYMKFJSR8Xp362gKxaJFwqEwsVCTo1/F5dbzzJGyHdIbzIIRAzL9PSsWsDYmSAYmMg5mMg+lxL+M5J2PTbqbm3MiSoLOmwKq1c6xensLjMHBJAnWimbzvVg4kO9n39C+whOCWxgFWt/iQrv1b4vE4O3fuJJPJcP3119PQ0EAymeTIkSO43W42bNhAqVRicHCQYDBIY2Mjc3NzWJZFNBqtmrxWjF/Phxc7tsOZ+P5MfOITn+CTn/zkZV3DM/G1r32N3/u93zuHw/BMbN++nRtuuIH77ruP22+//YLHfeELX2DTpk1EIhG2b9/Oxz72Md75znfyhS98YdHXtJQwLOElDSFEtduwsK19KY/PZrNks1kURSEYDF60AiCEIJlMMjU1hRCC2tpaIpHIBQNWaWqcw9/+d7I9V6DKBu3aEI1XvgNZOzfwCCEYe/gz7B/3k1YieBJTtDfXs+bWV6H5AhSH+xj8+HuRFBVJttBzRSbCjRxu7UZXvMiWSYs5Q+30ONGZSTTL4EisnrpshpriPEdAAukVbbwjv43ucoI3SQOMZxz0Z9zkS/JZpjNOy8BpGWiyiUM30ZwgBR2YBROrKMgrGugWBVmjJCtUJfokcAudpkKa2nKWoCjyiSvu5M8OPEBTOs2jt61kpKEO/0wNobRKPp8n5/WwQ7IoOhz8+c23UV+2uwiyLLN161ba2tqIx+McO3YMRVFYu3YtmqYxPDyMZVlVjfVMJkMgEMDpdFIqlXA4HBccIavg+VxUuv/vX6A4L5IwlIqc+KuPL8Wsi2Aptv9qw7KsKq9BUZRL5jZUHOCLxSJOp7NKkL7YY6anp5mbm8PhcNDQ0FBV7DkfTkzv5+jJw0TNVvJSGkeNzC2r7jrvelAsF/na43+NZ64J2dQo+Oa4buMNLG9egyKrnIg/yeMjXyHsbCJdGkaYMsXhCMpwiGzRjeLQCTfOEmqI44ulkWVYlrCYi1h2XEcgIWhKSASmHBwqqZwqOJmZcZGac5HOn3ntEgKvx8DlNHE7TJwOC1myx48sCQxDQtcVCmWFTF6lpJ9ZVzXVoiFSoLG2wLLmLKvCBVwZB+n2HMgCTQgmZyIcH7yWU6M2IXptcIyraofxBWsorf4wB/vinD59mmAwyDXXXEMoFKp28EOhEKtXr6ZYLDIyMoLb7aa1tZV0Ok2xWKya9xmGgcvletY1/8WO7XAmvo+MjJz1nBfqMHz0ox/lc5/73LOe8/jx43R3d1e/XkzCcOTIEW666SY+9KEP8fGPf/yi170QX/3qV/nt3/5tstnsorsiL0lZ1SUsoYKK2VtFfrUyfrLYhaUivepyuUilUsTjcdxuN36//4JBSJIkwuEwfr+f6elpJicnSSQS1NfXn3dmtjzci3f7z3Ad/AXW2z5Mr9nNyJ79tLW1UVdXd9bzSJJEc1ijMf8we/pinA6s5VhOMPTQI3R1ddHR0cGKf/0xSDKDH30LZq5AU2KMptQkD7z7TzlyaB/OUoChpnrkJouYmWaXFiAtCf5v5hSOE6dBQKBvmkhNgX/oOIxPtjsSD7CRW+/8Y2anx5l68OMUSyZDR3SyRYnBxgjBRBkKghmnm0FHFMslYUkSHrNMxuGkqTWP5JbwBXTe2HECTRekH1zJyIjga/XrEJLE3629jW6tSFtBED2s4HYrrOpZxcaNG8nIEuGjh9no8ZM+eoyxdJrly5ezfv16FEWht7eX0dFRwuEwq1atQtd1BgYGqjK4lWTB6/XicrkoFouoqvricRcqMIV9u9gxS1jCEp4VlRHUiuBFoVC4pG5yRXq1WCySSqWYmZm5aDdZlmXq6+sJhUJMTEwwNDSE3++nrq7uvBunseJp+lw7mDRPsk27m+x0jv3F/bS3txMOh896Hk3VELUZpgJPU5eNEEo0s/fJowzFpujq6qKzZRvtqzcihMW9x38XSbVwdcxR3x1k69Ac+yZLnJ6MMjvYgKIZRGsyRKQ4sVSZREcaS7I7MkmfIJDTqe3JU4vdjWiUX4vc+A6mhrczPfxF0nmVbE6jWFIwihJlS8GyQORVZFNGkwWaw8ATLOJxmbgb84QDJcJBnZBXR8aFKtogO4M07aBc0pjd10yvFaN/Jkwu7yAS8XPttWtZt24d7uxxSlOHOGL0cPyR/Qgh2Lx5MytWrKBUKnH48GHi8TgtLS20t7eTTCaZnJzE7/fT1NRUTRYq76mu65c0jvy8YDGxvXIcEAgEFpWkfOQjH+Ed73jHsx7T2dm5mCus4tixY9xyyy28973vveRkAWDbtm0YhsHg4CArV65c1GOWEoYlvCzwXBeWintooVCoBiav14vX671g4qGqKo2NjYTD4erC4vF4qKmpOStx8G28isgr34gwytRedS0Fw2RwcJBTp07R399PY2MjjY2NZ2ZmN/weRsstHGvbS15YvLrhekb6Rjhy5AgHDx6kpqaG1tZW6j/4ObL//SUyJ44TuvFVvO/6G3j62E5iOx8i73Bj3biMgWKE9ryKZFrc7+kmuqkZ31wcfzzN+9UZys1OhJRnp97Aiut/B0VRqKuJURfLgTDZ2hbg2LKP8M37H+ZLJ78HwETjZj5WZxOjNFlGtyxubO/kphUOHhveTYPLjSqdJF3yIq67Encixqa+XtamMyiArEi0e+Osapmj+dYP46lZTTqdJtHfT+vULKOFERobG6tVp8nJSQYGBjBNk87OTpqampiZmWFubg6Px0NzczO5XI5CoYDX68Xj8VAsFpFl+ZIleJ8P/DJzGJawhP8NLFQ703UdwzCqm8XFfL5dLhcOh6PaTc7n8/j9/mcdZalIr6bTaaampujt7SUYDBKLxc7iN2ytu5WCnqPO28Lmui0kEgkGBgY4dOgQHo+HpqYm6urq7NcgK9zT83Hi2f005f8THD7Giq/k5KnT7Ny5k927d///7Z17dFTl+e+/s+c+mVsmmdwgAgEEVJTbISueteQixyD+Wlntskr5KXgsWG8VsbbYdQTRRS/i8nj0cEovS7FrWbU9R2tLrZZGqFXToEC8IKAgkARyv8x9Zs/lPX/E93XPZGYyEzITJnk+a81Ksnln72c2yffZz+V9X0yaNAnV1dVYPmkTDvX8ER7ZhTnlK1ExZToMLVsxKfYxIm4DIh12eLsr0dBnBzungubTKMx2L6x2DyxWH+TiqdDJTdBqIyjxVsI493ZArUPVZAvsGg8AQK2bA6O8FDj3HGLVg5uUSu5ZkM7xpZC/mrsw+78jrP83mPdzSNpLEJBPotdlRL/qZnR19OP82S/Q4xscbzYFMbWyAzOndGDGgpegUmnQ3d2Nj76UceaMAYydwvTp0zF37lxoNBqcOXMGra2tYu6f1WpFW1sbvF4vHA4HnE4n+vv7EQ6HYbfb4+YtDFc5Hm2yncOQKU6nE06nc6RmDeHo0aNYvnw51q1bhx07dozoHM3NzZAkKeWk/mRQSxJRcCS2KWm12qzW9o7FYqIPXqVSwWw2D7vaBm9t6u7uRiAQgMFggNPphMViSfk+v9+Pc+fOoaOjA9FoFCUlJSIASRakhMNhtLa24uzZs+jo6EAsFoO9yATjJ++jOODBFVt+Dvc/30DXi/8HUa0Otv82C+puLRrnLMWvz7ShJBrDFCZjcr8bAX0RYtJgZoaBwSdJmOQsQ/VXwY4xNgB9uAf6qgXQGCyIxGLoaPon9F1tkBdeg2c/+wwGScL35i0Ei0TAZBk+nw8ejwcDAwPwer3CbpvNhpKyMjR0daBfo8aPF6ox/9xeeKMmtFbfjZYuL3p6esSKJbNmzYLFYkFnZyfOnj2LYDCIsrIy1NTUIBqN4vz58wiHw3A6nbDb7XC5XAiHw2IyuyzLYq3uTP/PR7NsPev+xzJqSTrxv7aSZg0DaTuRiLJNiScFsskyRyIReDweUYG0WCzDakUsFsPAwAB6enoQDodhsVjgdDrFbsSJMMbgcrnQ1taGnp6ewURMeblob0p2Lb/fjzNnzqClpQW9vb2QJAkWhwYuw2FUVlRi2aX34b22Hej0fQQrimDTmmAwTEHNOS96W86iI1yGVr8KHcEi+H1G8PZQnToCmzYIa9UVKDJbUVRUBK3qNPQ6BpOtFhqNFlLUB+b5M5jGAFVgMqJn34JsmAR50n8gEAzBHwzD5/NhYGBAtHgBg4m6kpISVDr0qAq8h+pyO6Tp54BIK1z+CvRFfoiWllZR+Z0+fTpmzpwJtVqNtrY2tLW1gTGG6upqVFdXi+BMkiSxOiFvubHb7eL/L5tkYL61Hcitvre0tKCvrw9//vOfsXPnTvzrX/8CAMyYMQNmsxmffvopli9fjvr6euzcuVO8T61Wi6Dk4MGDuO2229DQ0IBJkyahsbERTU1NWLZsGSwWCxobG/HAAw/g+uuvxwsvvJCxbRQwEAWL0rHw1qVsJs5Fo1GRjZIkCSaTKW3FARh0FD6fD93d3fD7/dBqtSguLobdbk+ZDYlEIujs7MT58+fh8/mg0WhQWloKp9OZMniQZRnnzp3DlwffR3cghKhWD7WkQkmpE3ZE4ayaBN9vfgZVRwv0l0zHmTsfwWSbDVUWK/z93TB2nkekahp+9JfX4fd6YGYM102eglAwCK/Xi0AgIDY+Gw61VgubxQKTyQSLxQK73S4ycSUlJdh9+AP87YsTuH/BYswuMqOrqwud58/C4w+L8v+0adMwefJkhEIhtLe3o7OzE+FwGKWlpZg6dSokSUJ3dze8Xi9MJhMqKyuF4+dzT/i91Gg0WVcWRtWp3Lc9s4Dh2W2kWcNA2k6kIhqNQpZlxGKxEQUOsizD4/FAlmVoNJrBREmaigPw9ZyInp4eyLIMo9GI4uJi2Gy2lH4hGAyivb0d7e3t4j08o5wqePD5fGhtbcUnp96F7NIDbHBn7NJSBwy2KMpKynDSswOSJoxLbNfj0uhMoOQqAAzBWC9CsTBC7iL0vfM4XLIerpgDHst8kQgLhUJiOdJ0qMBgNBpgKhpcotZqtQp9dzqdcNiKoG7egZi/B66Zm9DlldDV1YHOznMIhRh0Oh0mT56MmpoaOJ1OuFwutLe3o7u7GyqVClVVVaiurkYwGER3d7dY1aqsrExUjXU6HaxWKyKRCGKxWEZz0pTkW9uB3Or7+vXrkz7E79+/H0uXLsWjjz4qll5VMmXKFJw5cwYAcODAASxbtkzsdH748GHcfffdOH78OEKhEKZNm4Zbb70VmzdvzmpVJwoYiIInGo2KJVhHUnGIRCLw+Xzw+/1QqVQwGo0oKioatjc+EAigr68PLpcLjDHxMG02m5M6F2WVglcq1Go1HA4HSkpKUFxcPOSPN+Lux/nn/yeCjgpEFixBd08Penp6RAZIEwrAolWjbM5gqddiscDy1cO9JEl44/Pj+M2HTfjOFVdhzZXz4s4di8XgDwZx6x9eQn/Ah5suuwL/OW8hVCoVVCoVVv3+BciM4b9Mrsb//o/V4jOEQiF4vV64XC64XC689cnHcKrVMH61dSl3NpWVlaisrEQ0GkVXVxe6urrg9Xqh0WhQUVEh1oPu7e0VE6+cTqfY5TMSiQgnHw6HwRjLeqdYzmg6lUvveTSjgOHzXY+SZg0DaTuRDr6aEl8thwcOkiRlrAGyLMPr9SIUCkGSJNHWOFxiyOv1oq+vD16vF5IkwWazwW63pww6eJWC6ztvqyopKUFJSQnsdvsQn9ITOImPOv4f7OEroQlUiVbMSGRwmTpJ54OjuBRlJdPi9F2sCPXZb4Cew8DldwMlc+POHY1GIfd9iUjT/xicuzD3fqgcl0OSJEjuk9B99Dg0qhhUl64Fpt8kPkMgEIDH4xnU966z6D9/DP0RO6LQQJIkOBwOlJWVoaqqCqWlpfD7/ULfQ6EQjEYjKisrUVZWhkAggN7eXoRCIZjNZpSWlgIYXF0QGNwXQKfTQZblES1qAuRf24GJq+8UMIxnGAOO/w7oOwpccSdgmz7WFuWUxMBBo9FktRRrNBqF3+8Xm8bodDqxq3C6c0SjUbhcLvT394tJ2RaLBVarNWXFglcqenp60NvbKwTUZDLBbreLyVTJnBNjDIFAAD09PejrOA93UBZtQvzPWaVSwWAwwGg0wmAwQK/Xi8wNnyisVqsRZQxPvPtPRGIxLKiswqqZsxCNRhGJRHCkrRVt/X2Y4yhBkaRGMBiEz+dDNPr1sq5msxkeFfC534cls+fgv86eA7VaPThnob8ffX19ooLDHY3dbofH40F/fz9CoRAMBoPYB8Pn80GWZeh0OlgsFrFShiQNZuBGutfCqDqVu7ZlFjD8cjtp1jCQto8crxzCo/v3IcZieHTZdbBm8KBTqPDAIRwOi4oD3+gzU30Ph8Miqw0ARqMRRqNx2GqlLA/qK1+iW6vVptVn4OtKRW9vr0jw8AU4bDYbbDYbrFZr0v2BYrEYPB4Penq70NffC4/LD5fLBb/fL8bw3bOV+s7bePh9kSQJUqAdOPV/B+9h9XWIWmYO6ns4hPD5JsiyjJB5FoLhQZ/i9/uFD5EkaTAJhg6UaPrhuOwbKKmagUgkIhYQ6e/vF/MNnE4nysrKxAIj/f39iEajIlBQqVTwer2IRqMiKcerCiOpGnPyre3AxNV3ChjGM8F+oOGrXQEnLweuum9s7ckTsVhMTJwDEPeAnAn8gdzv94t5ElychwtA+GodfNM4PkeCv1JtICfLMvr7+0UPKXcOvAeXvz9ddiwWi4l5BtwxBgIBsbqULMvivnChToZarRbBllarhV6vh8FggMFgEG1bZrMZVqsVKpVKXNPr9cLtdsPnG1zeVa/Xo7i4GA6HAzabDX6/H263G16vV9yX4uJiqNVqca81Gg3MZrOYAAlgxFUFJaPpVGZu3Aq1bpiAQQ7ii18/Rpo1DKTtI2ffqc/xyNtvAQC2LlmBVZfOGWOLck9i4MATQxqNJuNkQjQaFfrOl3Pl+p6uqsyTPG63G263G9FoVOgV33U6mY/h/kSp77wdVK/XD9H3VAmqSCQCr9cLj8cjElvBYFDoO5/Xx+9NMn1XqVRx+q7T6eL0nS8Ewj8Tb9vlG+W53W6xd0ZRUREcDgccDgeMRqOoOvOkGa/IRKNR+Hw+xGIx6PV6mM1mkQhSroI4UvKt7cDE1XdaJWk8o7cD5bVA/zFg0jVjbU3e4NlonU4X94AsSZJwLukePlUqFUwmE0wmEyKRCPx+v3AwarVaiGuy4IH/W1lZGUKhkHiQbm9vBzD48Msf+ouKikSvpk6nQ3l5udhRNxwOw+12C6Hu6upCa2tr3HV49YNnmPhn5u1Awz1gM8aQmC/g7Ugc7pxDoRBkWUYwGEQwGMTAwIBwWMp7ZrVaUV1dLSaD+3w+MecDgJifUFRUhFAoFFfN4fM5uMO7kKxTTomxwddwYwgihyyonIRp9mJEGcOiSdVjbU5eUAYIPDHEX/xBeLiqg1qtFg/nfMU9n88Hr9cLrVYrNDXxIVaZ/KmsrITf7xf6zCfu8sw59x/cFv7zpEmTRFunUt/b2tq+bkNKUj3gq0DxACOT5FcyfVcGVcp2L1mWReDB22Z9Pp9I2kiSBLPZDKfTCZvNBovFIlp5ecsRvz+lpaXQ6/XCT/D7YjKZxIIlwOgkgkadTLSdj5uAUMAwnlGpgEVbxtqKMYNnL7RarWiz4eKYqXPRaDSid5Q7F+5geGDCX0ox5i1BfDUlnmXhk9L6+/vF+blz4A6CZ3947ysnHA4PboD21XyLQCAAl8uFrq4u4WyU11dWVvhLpVINycRxxxKLxcR9UmbxlPDlbQ0GA0pLS0VGymAwiPvj9/vR398vWgd4kMADsGAwiL6+vrjKDc848aydVqsdcftRrqFlVYmLgRJTEV666T/H2owxQ5kY4kkhnv1WVh1S6Tvvmdfr9WCMIRgMiv59vtiCsp1TeR6VSiW0r6KiQsyT4CsN9fT0ABh8KFbqO+/RVyaWgEENlr9aiU5ZHeYP48l0OFHfJUlK+nm5tnN95xrP54Up0Wg0opW1qqpKBD86nQ7BYBB+v18EFIwxMZnc6XTCYDCIoIMn18xmMwwGg/AnALJaASnf5GpZ1fECBQzEuCcxK5XMuSgfqFOdQ+lcwuGwKAfznljevsODFOUDr1qtjtvkRVm54PMRuFPQaDRxFQP+0mq1ov81EWUwpGw94nM6uLPgD+ZKR8GdDL8uD6YS25L4ZMNwOByXkers7BQldh4glJSUwGQyQaPRiHvFgyS9Xi+WSE10JNm0FowZVGEgiIsGvtCFVqsVVQf+UMx1jT9Qp9N3ZfKCaxtPDvHkk1KLlefS6XSiPYf7B942xPf+4ZrLqxiJ+s4rCA6HI842fj6ltiv1nWs7DwoSKws8kFD6Oa7tvIrL50AAEBVlXgHu6+sT89Y0Gg1MJhPKy8thMpkAQFSelYuG8AQar2AoW48uxkBBQBWGtFDAQEwo+CobOp0uLnjgGXplNj7Vg6vSeQBfP6yHQiFRRQAQNwktcclXXrngAYQyCOGBiNfrHZIFUgq98sVt1uv1MBqNwjkqnST/ys+nrCwkZqC4w+VlZz7hTznhmQcYZrNZVEf4Dp0848YYE8EWb8Hi912WZfH/cdE7EiWxr17DjSEIIq/wqgPXNf5QzeeiJVZbk6GsDvMEC3+A5otTKIMUHkDwNiGlf+B7C/AlwPmcslAoJPaXUV53OH3nLU/KakIqfefBw3D6HggE4oIPDg9siouLRRDAKyF8IjiAuEqMWq2Ouwb3SdlMTh9TMtF2Pm4CQgEDMWHhD6tarTauJYZnyzN1MFzUeY8mfxjmmRo+gVm55KvSMXDh505GOYlKmV1S9uvyCgW3ORcoHZbRaBSrevAHfP5ZuU28gsA/Z1FRkahKKIME5X246KsJSaCWJIK4uFFqtzI5xB+UgUH9VyaHkum7MjDgk3WV2X5egeDnS6bvPHHDgxAlvCLC9V2WZfEgHwwGxYN3Lu6PUt95Mkep77z6yxNZys/JW610Ol1cO6tys72CSgJ9BbUkpYcCBmLCw7M0vGLAJ4MpMzHA16VdZb9osnMlbmmfODlPluW4JfJSzTfg11FWM5KhFGzlV36cj1FWKvhn5s5M+dl4cJRsXgN3ZMpMFHeOfJURtVod9z7lfRmuNaAgoJYkgigYlMEDgLiHW67JAOK0PVWCKLG6rFy1iSdP+IM+R9kOlDjngGfg022epfRHymqBsv0olban0vfE8yqTZcqlVYGvW22Vfo3fQ2UrKq+iF2ISSEAtSWmhgIEgElA+wHMxThZAJIpxYomYo5wczeHZef7i5002wS3VdZTXU74SKyJK8Vc6GGVLEp/XoAw4Em3gDo8HBtz58fujbPECILJ7Be9EEmARBialr0mzyMR0KARxscM1lFeWle06iS1CyuRQskSH0lcoSWx3VSZbkq1Mp0ykpNJ45Vjl9dLpu/JzJQYbqT6HXq+PmzSuvD/ZVt8LjUy0nY+biFDAQBBpUGZplNmVVE4GQNoHe+V5EysRnMSMUmJmSflwn2zpvJF8tsSJz4nVBkmShvTDKrNzfIxyrsZ4cSJDYBi+h3Vi+hOCKCiUD748gFAmQLjeKscnPtjzZIhS79JVhpNVg/mCFPx6qaoH2X62RFt5EKCscPAxiXMeeHDAP0/iakzjkky0nY+bgFDAQBBZkiiYqSYPJ1vqNLEqkCyDlCprlQrlJGblV/59YqCSbJJcuspDqooHXwlqPGWYMiKTPtcJWrImiEJGqcucTPVdqeXJqr/8/Nk+cCcuUpF4PFHPE5M1qbSdz8dItleDMrgo+BbSbMhwDsNE1XcKGAjiAknmZAAMEefEDE6qcynPmfi9ckyynxPFP1m5Wvl9quyV8jMlrvE9YZxHKmgOA0FMGDLRd2VFIFkwkXiuZN8rvya+R3nNRBtSfR1O3xMrDKTvoDkMw0ABA0HkiFSOhpMqs59M9JNVD7KxI/GrsoyeWPFQjiWSQAEDQUx40ul7Kg1P1HMeaCS+L1s7Er+mmt+WLjAhQAHDMFDAQBBjxIVmc4ZzLuQUcgOLDb6GG0MQxMTkQh/MSdvHhky0nY+biFDAQBAFCjmNMSLKAGmYDFN0YmagCIK4cEjbx4hMtJ2Pm4BQwEAQBJEFLBIDUw23rOoETUERBEEUKJloOx83EaGAgSAIIhtoDgNBEMT4g+YwpIUCBoIgiCxgLIM5DBPTnxAEQRQsmWg7HzcRGae7bxAEQeQInoUa7kUQBEEUDplqew71fceOHbj66qthMplgt9uTjkm2+tXLL7+c9rx9fX1Yu3YtrFYr7HY77rjjDni93qxso4CBIAgiG3LkUHbt2oWpU6fCYDCgtrYWBw8ezIHxBEEQRFIugoBBlmXcdNNNuOuuu9KOe/7559He3i5eq1evTjt+7dq1OHr0KPbt24e9e/finXfewcaNG7OyjVqSCIIgsoBlsBtoRruFKnjllVewefNm7N69G7W1tXj66adRX1+PEydOoKys7ELMJQiCIDIgE23n43LF9u3bAQB79uxJO85ut6OioiKjcx47dgxvvvkmPvjgAyxatAgA8Oyzz2LVqlV48sknUVVVldF5qMJAEASRDbEMX1nw1FNPYcOGDbj99ttx2WWXYffu3TCZTHjuuedG1XSCIAgiBZlq+1f67na7416hUChvpt5zzz0oLS3F4sWL8dxzz6Xdu6OxsRF2u10ECwCwYsUKSJKEpqamjK9ZEBUGfiPcbvcYW0IQRCHCtWMkO6kmEg0Fh11WLxaV467L0ev10Ov1ccdkWcahQ4fw8MMPi2OSJGHFihVobGy8YHsvZkjbCYK4EPKt7cDX+l5dXR13fNu2bXj00Ucv2I7heOyxx7B8+XKYTCb8/e9/x9133w2v14sf/OAHScd3dHQMqVRrNBo4HA50dHRkfN2CCBg8Hg+Aof85BEEQ2eDxeGCz2Ub0Xp1Oh4qKCpz78NcZjTebzRk5lJ6eHkSjUZSXl8cdLy8vx/Hjx0dka6FA2k4QxGiQT20HgIqKCnz00UcwGAziWGIyiLNlyxb84he/SHu+Y8eOYfbs2Rld+5FHHhHfz58/Hz6fDzt37kwZMIwWBREwVFVVobW1FRaLJec7ILrdblRXV6O1tRVWqzWn1xpNCtFusjl/FKLdo2kzYwwejyfjXs1kGAwGnD59GrIsZ3zNRL1K5VAmKvnUdoD+DvJJIdpdiDYDhWn3aNk8FtoODAYZymAhHQ8++CDWr1+fdkxNTU3G106ktrYWjz/+OEKhUFIfU1FRga6urrhjkUgEfX19Gc+DAAokYJAkCZMnT87rNa1Wa8H84SkpRLvJ5vxRiHaPls0jzT4pMRgMGTuJTCktLYVarUZnZ2fc8c7OzqzEvBAZC20HJvbfQb4pRLsL0WagMO0eDZsvVm3nOJ1OOJ3OnJwbAJqbm1FcXJwyIVVXV4eBgQEcOnQICxcuBAC8/fbbiMViqK2tzfg6NOmZIAhiDNHpdFi4cCEaGhrEsVgshoaGBtTV1Y2hZQRBEEQ+aWlpQXNzM1paWhCNRtHc3Izm5maxZ8Jf/vIX/Pa3v8Wnn36KkydP4pe//CV++tOf4r777hPnOHjwIGbPno1z584BAObMmYOVK1diw4YNOHjwIN577z3ce++9uOWWW7KqzBREhYEgCGI8s3nzZqxbtw6LFi3C4sWL8fTTT8Pn8+H2228fa9MIgiCIPLF161a88MIL4uf58+cDAPbv34+lS5dCq9Vi165deOCBB8AYw4wZM8Qqexy/348TJ04gHA6LYy+++CLuvfdeXHvttZAkCd/+9rfxzDPPZGUbBQwJ6PV6bNu2reB6jQvRbrI5fxSi3YVo80i5+eab0d3dja1bt6KjowPz5s3Dm2++OWQiNHFhFOLvVCHaDBSm3YVoM1CYdheizflgz549afdgWLlyJVauXJn2HEuXLh2yapTD4cDvf//7C7JNxUZjLSqCIAiCIAiCIMYlNIeBIAiCIAiCIIiUUMBAEARBEARBEERKKGAgCIIgCIIgCCIlFDAQBEEQBEEQBJESChgA7NixA1dffTVMJhPsdntG71m/fj1UKlXca7iZ66PJSGxmjGHr1q2orKyE0WjEihUr8MUXX+TW0AT6+vqwdu1aWK1W2O123HHHHWJ94VQsXbp0yL3+/ve/nzMbd+3ahalTp8JgMKC2thYHDx5MO/6Pf/wjZs+eDYPBgLlz5+KNN97ImW3pyMbuPXv2DLmnudq0JhXvvPMOvvGNb6CqqgoqlQp/+tOfhn3PgQMHsGDBAuj1esyYMSPtahIEUYjaDhSmvheCtgOk7/mC9H38QQEDAFmWcdNNN+Guu+7K6n0rV65Ee3u7eL300ks5snAoI7H5iSeewDPPPIPdu3ejqakJRUVFqK+vRzAYzKGl8axduxZHjx7Fvn37sHfvXrzzzjvYuHHjsO/bsGFD3L1+4okncmLfK6+8gs2bN2Pbtm04fPgwrrrqKtTX1w/ZVp3z/vvvY82aNbjjjjtw5MgRrF69GqtXr8ann36aE/tGy25gcIdN5T09e/ZsHi0GfD4frrrqKuzatSuj8adPn8YNN9yAZcuWobm5GZs2bcL3vvc9vPXWWzm2lChUClHbgcLU94td2wHS93xC+j4OYYTg+eefZzabLaOx69atYzfeeGNO7cmETG2OxWKsoqKC7dy5UxwbGBhger2evfTSSzm08Gs+++wzBoB98MEH4tjf/vY3plKp2Llz51K+b8mSJez+++/Pg4WMLV68mN1zzz3i52g0yqqqqtjPfvazpOO/853vsBtuuCHuWG1tLbvzzjtzamci2dqdze96PgDAXnvttbRjfvSjH7HLL7887tjNN9/M6uvrc2gZMR4oRG1nrHD0vRC0nTHS97GC9H18QBWGC+DAgQMoKyvDrFmzcNddd6G3t3esTUrJ6dOn0dHRgRUrVohjNpsNtbW1aGxszIsNjY2NsNvtWLRokTi2YsUKSJKEpqamtO998cUXUVpaiiuuuAIPP/ww/H7/qNsnyzIOHToUd48kScKKFStS3qPGxsa48QBQX1+ft3sKjMxuAPB6vZgyZQqqq6tx44034ujRo/kwd8RcDPeamBgUkrYDY6/vF7u2A6TvpO/EhUI7PY+QlStX4lvf+hamTZuGU6dO4Sc/+Qmuv/56NDY2Qq1Wj7V5Q+jo6ACAITvHlpeXi3/Lhw1lZWVxxzQaDRwOR1obvvvd72LKlCmoqqrCxx9/jB//+Mc4ceIEXn311VG1r6enB9FoNOk9On78eNL3dHR0jOk9BUZm96xZs/Dcc8/hyiuvhMvlwpNPPomrr74aR48exeTJk/NhdtakutdutxuBQABGo3GMLCPGE4Wm7cDY6/vFru0A6TvpO3GhjNsKw5YtW4ZM+kl8pfpjy4RbbrkF3/zmNzF37lysXr0ae/fuxQcffIADBw5ctDbnilzbvXHjRtTX12Pu3LlYu3Ytfve73+G1117DqVOnRvFTTCzq6upw2223Yd68eViyZAleffVVOJ1O/OpXvxpr0wgiLYWo7fmwOxeQthcmpO9ELhi3FYYHH3wQ69evTzumpqZm1K5XU1OD0tJSnDx5Etdee+2IzpFLmysqKgAAnZ2dqKysFMc7Ozsxb968EZ2Tk6ndFRUVQyZpRSIR9PX1Cfsyoba2FgBw8uRJTJ8+PWt7U1FaWgq1Wo3Ozs64452dnSntq6ioyGp8LhiJ3YlotVrMnz8fJ0+ezIWJo0Kqe221Win7NIEoRG0HClPfx4u2A6TvpO/EhTJuAwan0wmn05m367W1taG3tzdOrLMllzZPmzYNFRUVaGhoEA7E7Xajqakp6xVEEsnU7rq6OgwMDODQoUNYuHAhAODtt99GLBYTjiITmpubAeCC7nUydDodFi5ciIaGBqxevRoAEIvF0NDQgHvvvTfpe+rq6tDQ0IBNmzaJY/v27UNdXd2o2paOkdidSDQaxSeffIJVq1bl0NILo66ubsiShvm+18TYU4jaDhSmvo8XbQdI30nfiQtmrGddXwycPXuWHTlyhG3fvp2ZzWZ25MgRduTIEebxeMSYWbNmsVdffZUxxpjH42E//OEPWWNjIzt9+jT7xz/+wRYsWMBmzpzJgsHgRWkzY4z9/Oc/Z3a7nb3++uvs448/ZjfeeCObNm0aCwQCebGZMcZWrlzJ5s+fz5qamti7777LZs6cydasWSP+va2tjc2aNYs1NTUxxhg7efIke+yxx9iHH37ITp8+zV5//XVWU1PDrrnmmpzY9/LLLzO9Xs/27NnDPvvsM7Zx40Zmt9tZR0cHY4yxW2+9lW3ZskWMf++995hGo2FPPvkkO3bsGNu2bRvTarXsk08+yYl9o2X39u3b2VtvvcVOnTrFDh06xG655RZmMBjY0aNH82azx+MRv7cA2FNPPcWOHDnCzp49yxhjbMuWLezWW28V47/88ktmMpnYQw89xI4dO8Z27drF1Go1e/PNN/NmM1FYFKK2j8RuxsZe3/MbAacAAAG9SURBVC92bWeM9J30nbgQKGBgg8voARjy2r9/vxgDgD3//POMMcb8fj+77rrrmNPpZFqtlk2ZMoVt2LBB/PFejDYzNrj03iOPPMLKy8uZXq9n1157LTtx4kTebGaMsd7eXrZmzRpmNpuZ1Wplt99+e5wTPH36dNznaGlpYddccw1zOBxMr9ezGTNmsIceeoi5XK6c2fjss8+ySy65hOl0OrZ48WL273//W/zbkiVL2Lp16+LG/+EPf2CXXnop0+l07PLLL2d//etfc2ZbOrKxe9OmTWJseXk5W7VqFTt8+HBe7d2/f3/S32Fu57p169iSJUuGvGfevHlMp9OxmpqauN9vgkikELV9JHYzNvb6Xgjazhjpe74gfR9/qBhjLJcVDIIgCIIgCIIgCpdxu0oSQRAEQRAEQRAXDgUMBEEQBEEQBEGkhAIGgiAIgiAIgiBSQgEDQRAEQRAEQRApoYCBIAiCIAiCIIiUUMBAEARBEARBEERKKGAgCIIgCIIgCCIlFDAQBEEQBEEQBJESChgIgiAIgiAIgkgJBQwEQRAEQRAEQaSEAgaCIAiCIAiCIFJCAQNBEARBEARBECn5/xu/9ez4pvIKAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,2,figsize=(8,3))\n", "\n", "# plot labels\n", "ax = axs[0]\n", "ax.set_title('Labels')\n", "\n", "plot_isolines_2D(muller_brown_potential, levels=np.linspace(0,24, 12), ax=ax, max_value=24, colorbar=False, mode='contour', linewidths=1)\n", "cp = ax.scatter(dataset['data'][:, 0], dataset['data'][:, 1], c=dataset['labels'], s=1, cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "# plot weights\n", "ax = axs[1]\n", "ax.set_title('Log(Weights)')\n", "plot_isolines_2D(muller_brown_potential, levels=np.linspace(0,24, 12), ax=ax, max_value=24, colorbar=False, mode='contour', linewidths=1)\n", "cp = ax.scatter(dataset['data'][:, 0], dataset['data'][:, 1], c=torch.log(dataset['weights']), s=1, cmap='fessa')\n", "plt.colorbar(cp, ax=ax)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize trainer and fit model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: False\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcolvar_pytorch2.2/lib/python3.9/site-packages/lightning/pytorch/trainer/setup.py:187: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "------------------------------------------------------------------\n", "0 | loss_fn | CommittorLoss | 0 | ? | ? \n", "1 | nn | FeedForward | 1.2 K | [1, 2] | [1, 1] \n", "2 | sigmoid | Custom_Sigmoid | 0 | [1, 1] | [1, 1] \n", "------------------------------------------------------------------\n", "1.2 K Trainable params\n", "0 Non-trainable params\n", "1.2 K Total params\n", "0.005 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 19999: 100%|██████████| 1/1 [00:00<00:00, 31.92it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=20000` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 19999: 100%|██████████| 1/1 [00:00<00:00, 28.27it/s]\n" ] }, { "data": { "image/png": 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MGjQIW7dutVpfdHS0VctYkiR88MEHSEtLg1qtRkxMDL744otWH9PPP/8cffr0gUqlQnR0NN566y2r+UuWLEFMTAw8PT0RGhqKcePGWeatXbsWcXFx8PLyQmBgIJKSklBRUdHqWtoTtmibMG3aNEybNs3SJ99Wcqnu9xl2HRM5TrXRiCHL3nfKtnOmPA4vD48bLvf222/jxIkT6Nu3L+bOnQsA+OmnnwAAzz//PN58801069YN/v7+OHfuHEaNGoVXX30VKpUKH3/8MUaPHo3jx48jMjLymtt4+eWXMX/+fCxYsADvvvsuJk6ciDNnziAgIKBF+7R//348+OCDmDNnDsaPH4/vv/8eU6dORWBgIDIyMrBv3z789a9/xT//+U/ceuutKCkpsdxX/uLFi5gwYQLmz5+PtLQ06PV67Ny5s9m/kLR3DFoHkNd3HZvYdUxEV9BqtVAqlVCr1Zab7Pz8888AgLlz5+Luu++2LBsQEID4+HjL+1deeQXr16/HF198genTp19zGxkZGZgwYQIA4LXXXsM777yDPXv2ICUlpUW1Lly4ECNGjMBLL70EAOjZsyeOHj2KBQsWICMjA2fPnoW3tzfuvfde+Pr6IioqCjfffDOAuqA1Go144IEHEBUVBQDXvBVuR8SgdQBFfdexkV3HRA7jqVAgZ8rjTtt2Ww0cONDqfXl5OebMmYONGzdagquqqgpnz5697nr69etn+dnb2xsajcbqMaLNdezYMYwZM8Zq2m233YZFixbBZDLh7rvvRlRUFLp164aUlBSkpKRYuqzj4+MxYsQIxMXFITk5GSNHjsS4cePg7+/f4jraI56jbYLNz9Gy65jI4SRJgpeHh1NekiS1uf6rRw8/88wzWL9+PV577TXs3LkTubm5iIuLQ01NzXXX43FVF7YkSTDb4Zd+X19fHDhwAKtWrUKnTp0wa9YsxMfHo7S0FHK5HN988w02b96M2NhYvPvuu+jVqxfy8vJsXocrYtA2wda3YLR0HbNFS0RXUSqVzbo5zq5du5CRkYG0tDTExcUhLCwMp0+ftn+B9Xr37o1du3Y1qqlnz56Qy+UAAIVCgaSkJMyfPx+HDx/G6dOn8e233wKoC/jbbrsNL7/8Mg4ePAilUon169c7rH5nYtexA1hGHfMcLRFdJTo6Grt378bp06fh4+NzzdZmTEwM1q1bh9GjR0OSJLz00kt2aZley9NPP41BgwbhlVdewfjx45GTk4PFixdjyZIlAIAvv/wSv/76K+644w74+/tj06ZNMJvN6NWrF3bv3o3s7GyMHDkSISEh2L17N4qKitC7d2+H1e9MbNE6gKK+67iWLVoiusozzzwDuVyO2NhYBAcHX/Oc68KFC+Hv749bb70Vo0ePRnJyMgYMGOCwOgcMGIA1a9bg008/Rd++fTFr1izMnTsXGRkZAAA/Pz+sW7cOd911F3r37o1ly5Zh1apV6NOnDzQaDXbs2IFRo0ahZ8+eePHFF/HWW28hNTXVYfU7E2/BeB22ugXjhE/X4FhREd4dfQ+GRkfbrkAiInKItuQBW7QO8PsNK/g7DRGRu2HQNsHWo44VsrqBAhwMRUSuYsqUKfDx8WnyNWXKFGeX16Gw6/g6bNV1/Ni69dh//gLeSBmJ5JgYG1ZIRNQ6hYWF0Ol0Tc7TaDQICQlxcEWujU/vcXEKXkdLRC4mJCSEYeog7Dp2AF5HS0Tkvhi0DsDraImI3BeD1gEabsFoZNcxEZHbYdA2wfajjtl1TETkrhi0TbD9vY7ZdUxE5K4YtA7w+2Aodh0Tkf1ER0dj0aJFNlnX9u3bIUkSSktLbbI+d8bLexzg93O0bNESkbVhw4ahf//+NgnIvXv3Nnq8Hjkfg9YBFJZbMDJoiahlhBAwmUxQNONh8sHBwQ6oqP2rqamBUql02PbYdewAlq5j3oSLyHGEAIzVznk18//1jIwM/Pe//8Xbb78NSZIgSRJWrlwJSZKwefNmJCQkQKVS4bvvvsOpU6cwZswYhIaGwsfHB4MGDcLWrVut1nd117EkSfjggw+QlpYGtVqNmJgYfPHFF60+pJ9//jn69OkDlUqF6OhovPXWW1bzlyxZgpiYGHh6eiI0NBTjxo2zzFu7di3i4uLg5eWFwMBAJCUloaKi4rrb+/rrr+Hp6dmo+3rGjBm46667AACXLl3ChAkT0LlzZ6jVasTFxWHVqlVWyw8bNgzTp0/HU089haCgICQnJ7f6GLQGW7QOIJc46pjI4UwGYN0jztn2Ax8DCs8bLvb222/jxIkT6Nu3L+bOnQsA+OmnnwAAzz//PN58801069YN/v7+OHfuHEaNGoVXX30VKpUKH3/8MUaPHo3jx48jMjLymtt4+eWXMX/+fCxYsADvvvsuJk6ciDNnziAgIKBFu7R//348+OCDmDNnDsaPH4/vv/8eU6dORWBgIDIyMrBv3z789a9/xT//+U/ceuutKCkpwc6dOwEAFy9exIQJEzB//nykpaVBr9dj586duNEdgEeMGAE/Pz98/vnneOyxxwAAJpMJq1evxquvvgoAqK6uRkJCAp577jloNBps3LgRDz/8MLp3747Bgwdb1vXRRx/hiSeeaPTwekdg0DpAw6hjnqMloitptVoolUqo1WqEhYUBAH7++WcAwNy5c3H33Xdblg0ICEB8fLzl/SuvvIL169fjiy++wPTp06+5jYyMDEyYMAEA8Nprr+Gdd97Bnj17kJKS0qJaFy5ciBEjRuCll14CAPTs2RNHjx7FggULkJGRgbNnz8Lb2xv33nsvfH19ERUVhZtvvhlAXdAajUY88MADiIqKAgDExcXdcJtyuRwPPfQQ/u///s8StNnZ2SgtLcXYsWMBAJ07d8Yzzzxj+cyTTz6Jr776CmvWrLEK2piYGMyfP79F+2wrDNomZGVlISsrCyaTySbra7iOlkFL5EByVV3L0lnbbqOBAwdavS8vL8ecOXOwceNGS3BVVVVd80HxDfr162f52dvbGxqNBoWFhS2u59ixYxgzZozVtNtuuw2LFi2CyWTC3XffjaioKHTr1g0pKSlISUmxdFnHx8djxIgRiIuLQ3JyMkaOHIlx48bB39//htudOHEibrnlFly4cAHh4eH45JNPcM8998DPzw9AXQv3tddew5o1a3D+/HnU1NTAYDBArVZbrSchIaHF+2wrPEfbBJtfR8tRx0SOJ0l13bfOeElSm8u/evTwM888g/Xr1+O1117Dzp07kZubi7i4ONTU1Fx3PR4eHlcdFglmO3wX+fr64sCBA1i1ahU6deqEWbNmIT4+HqWlpZDL5fjmm2+wefNmxMbG4t1330WvXr2Ql5d3w/UOGjQI3bt3x6effoqqqiqsX78eEydOtMxfsGAB3n77bTz33HPYtm0bcnNzkZyc3Oi4OHM0NoPWARTyusNs5mAoIrqKUqlsVu/Zrl27kJGRgbS0NMTFxSEsLAynT5+2f4H1evfu3ej85q5du9CzZ0/I5XXP3FYoFEhKSsL8+fNx+PBhnD59Gt9++y2AuoC/7bbb8PLLL+PgwYNQKpVYv359s7Y9ceJEfPLJJ/jPf/4DmUyGe+65x6qGMWPG4E9/+hPi4+PRrVs3nDhxwkZ7bRvsOnYAucRztETUtOjoaOzevRunT5+Gj4/PNVubMTExWLduHUaPHg1JkvDSSy/ZpWV6LU8//TQGDRqEV155BePHj0dOTg4WL16MJUuWAAC+/PJL/Prrr7jjjjvg7++PTZs2wWw2o1evXti9ezeys7MxcuRIhISEYPfu3SgqKkLv3r2bte2JEydizpw5ePXVVzFu3DioVL93zcfExGDt2rX4/vvv4e/vj4ULF6KgoACxsbF2OQ6twRatA/AxeUR0Lc888wzkcjliY2MRHBx8zXOuCxcuhL+/P2699VaMHj0aycnJGDBggMPqHDBgANasWYNPP/0Uffv2xaxZszB37lxkZGQAAPz8/LBu3Trcdddd6N27N5YtW4ZVq1ahT58+0Gg02LFjB0aNGoWePXvixRdfxFtvvYXU1NRmbbtHjx4YPHgwDh8+bNVtDAAvvvgiBgwYgOTkZAwbNgxhYWG4//77bbz3bSOJG42vdmM6nQ5arRZlZWXQaDStXs+K/Qfw9vc5GH3TTXjl7hE2rJCIiByhLXnAFq0D/D7q2DajmImIqP1g0DqAgg8VICIXM2XKFPj4+DT5mjJlisPquFYNPj4+lhtetHccDOUAcl5HS0QuZu7cuVY3erhSW06VtVRubu4153Xu3NlhddgTg9YBGkYd83m0ROQqQkJCEBIS4uwy0KNHD2eXYHfsOnaAhuto2aIlInI/DFoHUPDOUEREbotB24SsrCzExsZi0KBBNlkfB0MREbkvBm0TbH6vY96wgojIbTFoHYCPySMicl8MWgfgY/KIiNwXg9YBLF3HvLyHiMjtMGgdwHIdLQdDERG5HQatAzS0aPk8WiIi98OgdQA5r6MlInJbDFoHaBh1zHO0RETuh0HrAA0tWjPP0RIRuR0GrQOwRUtE5L4YtA7w+zlatmiJiNwNg9YBLC1aDoYiInI7DFoH4OU9RETuq8MH7blz5zBs2DDExsaiX79++OyzzxxeQ8MNK3h5DxGR+1E4uwB7UygUWLRoEfr374/8/HwkJCRg1KhR8Pb2dlgNfHoPEZH76vBB26lTJ3Tq1AkAEBYWhqCgIJSUlDg2aCV2HRMRuSuX7zresWMHRo8ejfDwcEiShA0bNjRaJisrC9HR0fD09ERiYiL27NnT5Lr2798Pk8mEiIgIO1dt7ffLewQEw5aIyK24fNBWVFQgPj4eWVlZTc5fvXo1MjMzMXv2bBw4cADx8fFITk5GYWGh1XIlJSV45JFH8P777zuibCsNLVqgLmyJiMh9uHzXcWpqKlJTU685f+HChZg8eTImTZoEAFi2bBk2btyI5cuX4/nnnwcAGAwG3H///Xj++edx6623XnNdBoMBBoPB8l6n09lkHxpatAC7j4mI3I3Lt2ivp6amBvv370dSUpJlmkwmQ1JSEnJycgAAQghkZGTgrrvuwsMPP3zd9c2bNw9ardbyslUXc8OoY4ADooiI3E27Dtri4mKYTCaEhoZaTQ8NDUV+fj4AYNeuXVi9ejU2bNiA/v37o3///vjxxx+bXN/MmTNRVlZmeZ07d84mdcplMshR15LlJT5ERO7F5buO2+r222+HuZnhplKpoFKpbF6D4vgG7A/dgYcuDWDXMRGRm2nXLdqgoCDI5XIUFBRYTS8oKEBYWFir15uVlYXY2FgMGjSorSUCAOQ/rQEAfBp4gF3HRERupl0HrVKpREJCArKzsy3TzGYzsrOzMWTIkFavd9q0aTh69Cj27t1rizKt8MECRETuxeW7jsvLy3Hy5EnL+7y8POTm5iIgIACRkZHIzMxEeno6Bg4ciMGDB2PRokWoqKiwjEJ2NWY+Ko+IyK24fNDu27cPw4cPt7zPzMwEAKSnp2PlypUYP348ioqKMGvWLOTn56N///7YsmVLowFSLZGVlYWsrCyYTKY21381E1u0RERuRRK8VdE16XQ6aLValJWVQaPRtH5Fax60/Hhm5PuI8vNre3FEROQwbcmDdn2Otj0ys0VLRORWGLQOZuI5WiIit8KgbYKtL++5Em9YQUTkXhi0TbDn5T28YQURkXth0DoYb1hBROReGLQOxhtWEBG5FwZtE2x+jvaK59Gy65iIyL0waJtg83O0Vz74nV3HRERuhUHrCFc8j9bIy3uIiNwKg9YRruw65jlaIiK3wqB1hCu7jtmiJSJyKwxah7jyHC1btERE7oRB2wR7jjpmi5aIyL0waJtg+1HHvw+GYouWiMi9MGgdwSpo2aIlInInDFpH4HW0RERui0HrCFaX9xidWAgRETkag9YRrILW5MRCiIjI0Ri0TbD982gZtERE7opB2wR73utYsOuYiMitMGgdwarrmIOhiIjcCYPWEfTnLT+yRUtE5F4YtA4meI6WiMitMGgdjIOhiIjcC4PWwdiiJSJyLwxaB2PQEhG5FwZtE2x/He3vBEcdExG5FQZtE2x+He0VhOCoYyIid8KgdTQ+j5aIyK0waB2Mo46JiNwLg9bRBIOWiMidMGgdjS1aIiK3wqB1hIAYy4+8vIeIyL0waB1hxCsoV2gAMGiJiNwNg9YRJBlq5V4AAKOJl/cQEbkTBq2DSDI5AKDGWOvkSoiIyJEYtA4iSXVBW8ugJSJyKwxaB5HVt2hNJgYtEZE7YdA2wR73Opbk7DomInJHDNom2ONex7+3aDkYiojInTBoHUQmUwBg0BIRuRsGrYPI5XVBazabYDAybImI3AWD1kEU9UErh0BJVZWTqyEiIkdh0DpIw3W0ckmgpJJBS0TkLhi0jlJ/Ha0cApcqK51cDBEROQqD1lGkukPNrmMiIvfCoHWUhqCV2KIlInInDFpHaThHCyBfr3duLURE5DAMWke5ouv4go5BS0TkLhi0jiL9Pur4vE7n5GKIiMhRGLSOcmWLVq+HWQgnF0RERI7AoHWU+qBVSAI1JhOKKzggiojIHbhF0KalpcHf3x/jxo1zXhH1g6E0Sg8AwHldmfNqISIih3GLoJ0xYwY+/vhj5xZRf45Wq1ICAH4r43laIiJ34BZBO2zYMPj6+jq3iPquY219i/ZcGVu0RETuwOWDdseOHRg9ejTCw8MhSRI2bNjQaJmsrCxER0fD09MTiYmJ2LNnj+MLvZH6oNUo6x4uwKAlInIPLh+0FRUViI+PR1ZWVpPzV69ejczMTMyePRsHDhxAfHw8kpOTUVhY6OBKb6D+HK1vfYuWXcdERO5B4ewCbiQ1NRWpqanXnL9w4UJMnjwZkyZNAgAsW7YMGzduxPLly/H888+3aFsGgwEGg8HyXmfL613rz9H6erBFS0TkTly+RXs9NTU12L9/P5KSkizTZDIZkpKSkJOT0+L1zZs3D1qt1vKKiIiwXbH1LVpvhQQAKK2uhv6KUCcioo6pXQdtcXExTCYTQkNDraaHhoYiPz/f8j4pKQl/+MMfsGnTJnTp0uWaITxz5kyUlZVZXufOnbNdsXIVAMBDGBHg5QWA3cdERO7A5buObWHr1q3NWk6lUkGlUtmnCHndZT0w1aCLVouSqiqcLStF75Bg+2yPiIhcQrtu0QYFBUEul6OgoMBqekFBAcLCwlq93qysLMTGxmLQoEFtLfF3ivoANxkQqdUCYIuWiMgdtCpoz507h99++83yfs+ePXjqqafw/vvv26yw5lAqlUhISEB2drZlmtlsRnZ2NoYMGdLq9U6bNg1Hjx7F3r17bVFmnfquYxhr0EWrAQD8xgFRREQdXquC9o9//CO2bdsGAMjPz8fdd9+NPXv24IUXXsDcuXNtWmB5eTlyc3ORm5sLAMjLy0Nubi7Onj0LAMjMzMT//u//4qOPPsKxY8fwxBNPoKKiwjIK2WUoGrqODYiob9GeZdASEXV4rTpHe+TIEQwePBgAsGbNGvTt2xe7du3C119/jSlTpmDWrFk2K3Dfvn0YPny45X1mZiYAID09HStXrsT48eNRVFSEWbNmIT8/H/3798eWLVsaDZBqiaysLGRlZcFkMrW5fgv5713HEX7sOiYichetCtra2lrLoKGtW7fivvvuAwDcdNNNuHjxou2qQ93tE8UNHik3ffp0TJ8+3WbbnDZtGqZNmwadTgdtfeuzzay6juvWWVBejmqjEZ4KtxiTRkTkllrVddynTx8sW7YMO3fuxDfffIOUlBQAwIULFxAYGGjTAjuMK7qO/T094aOse8+HwBMRdWytCto33ngD7733HoYNG4YJEyYgPj4eAPDFF19YupTpKoq6a2dhrIIEwQFRRERuolV9lsOGDUNxcTF0Oh38/f0t0x9//HGo1WqbFecsdjlHq6p/epAQQE05umi1+LmoGGdLGbRERB1Zq1q0VVVVMBgMlpA9c+YMFi1ahOPHjyMkJMSmBTqDXS7vkSkApXfdz9U6XktLROQmWhW0Y8aMsTxIvbS0FImJiXjrrbdw//33Y+nSpTYtsENR1Q+sMpRZBkSx65iIqGNrVdAeOHAAQ4cOBQCsXbsWoaGhOHPmDD7++GO88847Ni2wQ1HVnZdFdRki6s/R8lpaIqKOrVVBW1lZCV/funOOX3/9NR544AHIZDLccsstOHPmjE0LdAa73IIRALzru9XL8y03rbio18NoNtt2O0RE5DJaFbQ9evTAhg0bcO7cOXz11VcYOXIkAKCwsBAajcamBTqDXc7RAoBveN2f+gsI8fGBUi6H0WxGgb7cttshIiKX0aqgnTVrFp555hlER0dj8ODBlvsKf/3117j55pttWmCHoulc92fZOcgkCZ3rfynhQ+CJiDquVl3eM27cONx+++24ePGi5RpaABgxYgTS0tJsVlyHExhT92fpacCgQ7jGF3mXL+OCXu/UsoiIyH5afe+/sLAwhIWFWZ7i06VLF96s4ka8AgBtFFB2BvhtD8LrW7S8OxQRUcfVqq5js9mMuXPnQqvVIioqClFRUfDz88Mrr7wCcwcY2GO3wVAAEH1n3Z8nt6Czrw8A4AKDloiow2pV0L7wwgtYvHgxXn/9dRw8eBAHDx7Ea6+9hnfffRcvvfSSrWt0OLsNhgKArsMAuRIoO4ve8rpzs+d17DomIuqoWtV1/NFHH+GDDz6wPLUHAPr164fOnTtj6tSpePXVV21WYIej9AG63AKc2YEY/Y8AFLioZ4uWiKijalWLtqSkBDfddFOj6TfddBNKSkraXFSH17Xu+bp+RQchh0BRRSWqjUYnF0VERPbQqqCNj4/H4sWLG01fvHgx+vXr1+aiOryg3oDSBzJjJQZ6VQIA8jnymIioQ2pV1/H8+fNxzz33YOvWrZZraHNycnDu3Dls2rTJpgV2SDIZENoPOPc9knz02F3ljfM6HaKveBISERF1DK1q0d555504ceIE0tLSUFpaitLSUjzwwAP46aef8M9//tPWNXZMoXEAgP6KugFRFzggioioQ2r1dbTh4eGNBj0dOnQIH374Id5///02F+ZMdnke7dXqb14RKS5BBsFraYmIOqhWtWg7Orte3tPAtwug8IRK1KKbooJBS0TUQTFonUUmA/y7AwDiPPTsOiYi6qAYtM4U0A0A0FNRzrtDERF1UC06R/vAAw9cd35paWlbanE/2kgAQIyiApf11aisqYFaqXRyUUREZEstClpt/cPKrzf/kUceaVNBbkUbAQDooagEIHBBr0ePwEDn1kRERDbVoqBdsWKFvepwT75dAEmCn6wWQbIaXNAxaImIOhqeo3UmhRLwCQMA9ODIYyKiDolB2wS7Pibvaprfu485IIqIqONh0DbBIdfRNqgfEFXXouUlPkREHQ2D1tm0XQAAXeUVuMDH5RERdTgMWmer7zrupqjkOVoiog6IQetsPp0gJBl8ZSZ41eqhMxicXREREdkQg9bZ5ApIPp0AAN0VFRwQRUTUwTBoXYGmM4C67mPe85iIqGNh0LoCTd2AqG5ynqclIupoGLSuQNswIIpdx0REHQ2D1hXUt2i786YVREQdDoPWFfh2goAEjcyICn2Rs6shIiIbYtC6ArkSRnUwAMCrsgBCCCcXREREtsKgbYJD73VcT1Z/nrYzdCitrnbYdomIyL4YtE1w6L2O68n96u553I1P8SEi6lAYtK6i4RIfXktLRNShMGhdhWXkcQXOl5U5uRgiIrIVBq2r8A2HAOAvM6JUV+jsaoiIyEYYtK5CoUKFhz8AQCr7zcnFEBGRrTBoXUht/cMFvCoLnFwJERHZCoPWhSjqRx77Gy/BaDY7uRoiIrIFBq0L8Q7qBgDoKi/nJT5ERB0Eg9aFNNy0opu8Enkll51cDRER2QKD1pX41j2XNlBeiwvF551cDBER2QKD1pV4eEKn0AIAqi6ddm4tRERkEwxaF2NQhwEAZHq2aImIOgIGrYtR+NWdp/UxFPEpPkREHUCHD9ovv/wSvXr1QkxMDD744ANnl3NDPvUjjyOgw6XKSidXQ0REbaVwdgH2ZDQakZmZiW3btkGr1SIhIQFpaWkIDAx0dmnX5OEfBaDu4QJ5l0sR5O3t5IqIiKgtOnSLds+ePejTpw86d+4MHx8fpKam4uuvv3Z2WddX/3CBEHkNfiu+4ORiiIiorVw6aHfs2IHRo0cjPDwckiRhw4YNjZbJyspCdHQ0PD09kZiYiD179ljmXbhwAZ07d7a879y5M86fd/FBRh5e0Ml9AQC6olNOLoaIiNrKpYO2oqIC8fHxyMrKanL+6tWrkZmZidmzZ+PAgQOIj49HcnIyCgvb99NvqtWhAABT6TknV0JERG3l0kGbmpqKv//970hLS2ty/sKFCzF58mRMmjQJsbGxWLZsGdRqNZYvXw4ACA8Pt2rBnj9/HuHh4dfcnsFggE6ns3o5g9Kv7jytd1U+zBx5TETUrrl00F5PTU0N9u/fj6SkJMs0mUyGpKQk5OTkAAAGDx6MI0eO4Pz58ygvL8fmzZuRnJx8zXXOmzcPWq3W8oqIiLD7fjTFJ7h+5LFUjgu85zERUbvWboO2uLgYJpMJoaGhVtNDQ0ORn58PAFAoFHjrrbcwfPhw9O/fH08//fR1RxzPnDkTZWVllte5c87pulX4/T7y+ETxJafUQEREttGhL+8BgPvuuw/33Xdfs5ZVqVRQqVR2rqgZNHUDuMLkBmws/A3o3s3JBRERUWu12xZtUFAQ5HI5CgqsH5JeUFCAsLCwNq07KysLsbGxGDRoUJvW02pKb5TX3/O4uugX59RAREQ20W6DVqlUIiEhAdnZ2ZZpZrMZ2dnZGDJkSJvWPW3aNBw9ehR79+5ta5mtZtB2BQB46884rQYiImo7l+46Li8vx8mTJy3v8/LykJubi4CAAERGRiIzMxPp6ekYOHAgBg8ejEWLFqGiogKTJk1yYtW2oQ7tDVzKRYSpGDqDARpX6NImIqIWc+mg3bdvH4YPH255n5mZCQBIT0/HypUrMX78eBQVFWHWrFnIz89H//79sWXLlkYDpFoqKysLWVlZMJlMbVpPW3iF9gKOAn09dDhaUIhbIp0zApqIiNpGEnxEzDXpdDpotVqUlZVBo9E4duO11TCvT4cMAp9EPIGJQ4bf+DNERGQXbcmDdnuOtsPz8ESZMggAUFXws5OLISKi1mLQujCzf3cAgJf+DJ9NS0TUTjFom+D0y3vqaTr1AQD0QAnyy8udWgsREbUOg7YJrnB5DwB4hPQGAPRT6nDkIh+ZR0TUHjFoXZm2C6okFbwkM4p+O+LsaoiIqBUYtK5MkqHMp+7GFVLxMScXQ0RErcGgbYKrnKMFAK/wOABAuOE8KmtqnFwNERG1FIO2Ca5yjhYAtBE3AwD6e5Qhl+dpiYjaHQatq/PrCgMU0MqMOH36R2dXQ0RELcSgdXUyOcq8IwEApkIOiCIiam8YtO2AMrw/ACCq+iyqamudWwwREbUIg7YJrjQYCgC00YkAgIEel3H4/G9OroaIiFqCQdsEVxoMBQCSXxT0khfUMjPOntrt7HKIiKgFGLTtgSSDzq8XAEBRyAFRRETtCYO2nfDvegsAoLf5IvL1eidXQ0REzcWgbSfUXRIAADd5lGPvqaNOroaIiJqLQdteeGpRqAwDAFSdznFyMURE1FwM2nZEhNeNgo4oP44ak8nJ1RARUXMwaJvgapf3NAjuNQwAMNCjBPvyTji3GCIiahYGbRNc7fKeBjJtBIrl/vCQBM4f3+HscoiIqBkYtO1MTdgAAEDQ5SOoZfcxEZHLY9C2MyG97gIAJCqKcOBsnpOrISKiG2HQtjOKwB4okWmglplx8edvnV0OERHdAIO2vZEkVHSqu/dxp5KDHH1MROTiGLTtUHjfUQCAgYpL2H3isJOrISKi62HQtkNybWdc9AiDXAIu/fyNs8shIqLrYNA2wVWvo72SotswAEBs1TGUVFQ4txgiIromBm0TXPU62isF3zQSNUKGnooK7D60zdnlEBHRNTBo2yuVD8779QMAeJ35FmYhnFwQERE1hUHbjoX1fwAAcKvsPPadOubkaoiIqCkM2nbMK/QmXPAIgVISyD/8b2eXQ0RETWDQtnPKnnWX+txi+AnnLhc7uRoiIroag7adC7rpbpTCCyHyGhz+Ya2zyyEioqswaNs7uQd0UXcDAOJKc1BUrndyQUREdCUGbQcQcfMDKIcSkfIq/JDzubPLISKiKzBoOwBJqUZJ+B0AgNii/6KkkjewICJyFQzaDiJi0ASUCw90V1Rg985PnF0OERHVY9B2EJLKF8WRIwEAN5fsxG8lHIFMROQKGLRNaA/3Om5K1KCHUAI1wuQGHNqxwtnlEBERGLRNag/3Om6KpFChpvdYAMCw6gM4kse7RRERORuDtoMJ63sPzipC4S0zQb/7PdTywfBERE7FoO1oJBn8bnsSJiFhiOwCsr/jTSyIiJyJQdsBaUJ74kzIrQCAmy98ibOFvzm5IiIi98Wg7aC63v4XFEgahMoNuLBtIWqNRmeXRETklhi0HZTk4QnFkBkwCgm3SL9h67crnV0SEZFbYtB2YIFd4nCuc919kIdd3or9P33v5IqIiNwPg7aD63rro/hVGQkvyYxOh5fhdP5ZZ5dERORWGLQdnUyGiOSXUAAfhMurUbZtHkr5hB8iIodh0LoBDy8tPO+ciUohR7z8Ek5smo1KQ7WzyyIicgsMWjehDY3B5QHTUSMkDMZv2PfFy6iurXF2WUREHR6D1o10jrkN+X0ehUkAd4hTOPjv2aiqMTi7LCKiDo1B62Yi+ybjbM8/wSgkDDGfwo8bZvKcLRGRHblF0KalpcHf3x/jxo1zdikuoevN9+Fc7KOore9GvvjlszhfeM7ZZRERdUhuEbQzZszAxx9/7OwyXErXuGQU3vwkyoUCvWUlkH/7Ag7yOlsiIptzi6AdNmwYfH19nV2Gy+nc83YY7pyLfPggTFaNPkfexs6vl6DWWOvs0oiIOgynB+2OHTswevRohIeHQ5IkbNiwodEyWVlZiI6OhqenJxITE7Fnzx7HF9pBBYb1QMDof+CEMhpKSWBo6XYc/fz/4fT5X5xdGhFRh+D0oK2oqEB8fDyysrKanL969WpkZmZi9uzZOHDgAOLj45GcnIzCwkLLMv3790ffvn0bvS5cuOCo3WjXlF5a9BzzBo52uQ8GIUO8VIiQ72bhu68Wo8pQ5ezyiIjaNUkIIZxdRANJkrB+/Xrcf//9lmmJiYkYNGgQFi9eDAAwm82IiIjAk08+ieeff77Z696+fTsWL16MtWuv/XxWg8EAg+H3y110Oh0iIiJQVlYGjUbT8h1qh0ryf8Hl7xahu7kIAJBn9kVJjzQMGDAKkszpv5cRETmFTqeDVqttVR649DdnTU0N9u/fj6SkJMs0mUyGpKQk5OTk2Hx78+bNg1artbwiIiJsvg1XFxAWg24PvIOjkWNRJjzQVaZHwq8f4+fPpuPg4W1wod/LiIjaBZcO2uLiYphMJoSGhlpNDw0NRX5+frPXk5SUhD/84Q/YtGkTunTpcs2QnjlzJsrKyiyvc+fc85IXSSZH7C3jobznXeRqBsIgZOgtFePmn5fi2JrpOLD3PxwwRUTUTApnF+AIW7dubdZyKpUKKpXKztW0H14+Aeif8jeUlpzHie8/RO+KnxArFQF5/8TZU+twPvhW9B6YBj9tkLNLJSJyWS4dtEFBQZDL5SgoKLCaXlBQgLCwMLttNysrC1lZWTCZTHbbRnviF9AZfvfOwuVLv+H03lWIKTuISFkFIi99g+ot2diviIas+13o23c4PBQezi6XiMiluHTXsVKpREJCArKzsy3TzGYzsrOzMWTIELttd9q0aTh69Cj27t1rt220R/6BXXBzyrNQjnkPP3YahbNCC0/JjATTr7j5xAcoW/so9n7xCo4c2cauZSKiek5v0ZaXl+PkyZOW93l5ecjNzUVAQAAiIyORmZmJ9PR0DBw4EIMHD8aiRYtQUVGBSZMmObFq96b09EXc0AxApONs3gFcProR3St+RpDMgKDqH4GjP+LSkQ/xq2dXKMMHIPqmO6DVBDq7bCIip3D65T3bt2/H8OHDG01PT0/HypUrAQCLFy/GggULkJ+fj/79++Odd95BYmKi3Wq6suv4xIkTbnV5T2sZaw048dM21JzZhe7Vp+ArGS3zTAI4iUBc1vaEpsvN6B4zGCqV2onVEhG1TFsu73F60LqythxYd2Yy1iDv+HcoO/0DQspPIUKyfjpQrZBwWgrAZe9oeITGonPXBIQEhjupWiKiG2PQ2gmD1jaKi87gwomdkAqPINxwHoGyxs/ALTJ7It8jGFU+kfAMjkFIRBxCg7pAkiQnVExEZI1BaycMWtsTZjPyC06hIG8/UHwMwVXn0Fkqb3LZy2YPFMr8UeEVAuHbGZ6B0QgO64mgwM6Q8S5VRORADFob4zlax6qsKMWZ04dRUfgzFGVnEGTIRzj0kF2jMas3K1Ao+aDcwx9GryBIPmHw9AuHNjAKIcGR8PBQOnYHiKjDY9DaCVu0zlNrqMD588dRkv8LTGVn4VmZj0BjCUJRAfl1epNrhYRi4QmdzAfVHhoYVX6AOhAe3sHw0oTA178TAvzDoWQYE1ELMGjthEHremprqlCUfwolxadRWfobZBVF8DJcgtakQwgqoJRu/M/ZJIDLQgW95IkqmRo1Hj4wKX0hVBrIvPzg4eUPL58g+PgGQaMNhpenN88VE7m5tuSB06+jJWoJD6UXwiP7Ijyyb6N5wmzC5csXUVJ8BuVl+TDoCyFVXYayphRqox5acyUCpGooJIEgyYAgGABRBtSg7tX0qWJUmOUogwoVkieq5V6oUXjD5OELqHwh89TCQ+0Pldofat9A+GiCoFVrIZfL7XociKj9YNA2gbdgbJ8kmRz+gV3gH9jlmssIswllZUUou3wB5fpiVJVfgqnqMiSDDvIaPVTGCqjNlfAR1fCTDPCQBLxlJnijEkAlYMbvwVzR9DYMQsIloYIeKlTJPFEt94bRwxtmpS+g0sDDyw8ean+ofQLg7RsEjW8AfFSebDUTdVDsOr4Odh27N2E2o6qyDHpdEcr1xaiuKEFt1WWYqsogGfRQ1JZDaayAp7kK3qIaGhigkswt3o5JAGXCAzqhQoXME1Wyhlazj6XVrPDyh6d3ALx9A+DjGwQ/b194Kvh7MpGjsOuYyA4kmQxqH3+offwRip43/oAQMNZWoVxXhHL9JVSVl6CmsgSmqlIIgw5STTk8asuhMlVCba6CLwzwloyQS0CAVIsA1AIoBwSA2vpXZdOb0pvlKBLK+lazFwxyNWo9fGBW+kBSaeHh5QeVj399izkY/r5+UCs5AIzIGRi0RLYiSVAo1fALioJfUFTzPmMyorryMir0RajQX4KhogS1VWUwV5cCV7aaTXWtZh8YIJcAX5kJvqgCUAWgtK5L21D/0jfeTJWQId/sUT8AzBMGuTdMHt4wKzWQvPzgoQ6Ap08gvH2DodGGwM/bF3Jeq0xkEwxaImeSK+DpGwxP32A067ELZjNEjR6VFSWo0BfXt5ov/95qNpTDw1gOlbESalEFX2GAh2SGl2SGl9yAMBgAlAEm1L2qAegab0ZnVqC0YWS23Bs1Ch8YVRpIKg0U6gCovAPg5RsMrTYE/r5+8PLg4xGJroVB2wQOhiKXJZNB8tTC21ML78CuN15eCMBYjaryS9DrilBRfgmGisuorbwMs0EHmUEHZW05PE0V8BFV0MIAhSSgkRmhgRFABSAu/d6VXQ7gkvUmKsxynBNK6OGJCrkaBoU3jB4aCE8t5J5+8PAOgNonCD7aEPj7+EHr5cXWMrkVDoa6Dg6GIrcjzDBW61GuK0S5rghV+mLUVpbAXF0KqVoHRa0ensZyeJuroEE1lC0c/GUQEsrMHiiHElUyFQwyL5gU6rpzy0ofeHhq4aHWwsNTA5XaDypvP3h7B8Db05uXTJFTcTAUEdmGJIPCSws/Ly38QmOuv6wQELWVqC4vhk5XiCpdMWoqS2CsvAzJUAZ5jQ6q2nJ4mavgK6rgJZmgkgRC5DUIabhw+cqBX9e4XAqou+OXXihQBQWqJSVqJCVqZUqY5CqY5Z4wK7wgFF4QHl6QPLwgeagh9/CCh4cnFEovKJWeUKrUUCq9oFKp4aVSQ6FQQWLLmhyAQUtErSNJkJTe8ArwhldAMwZ/GathrCqFXn8JFeWXUVlxGYbKUhirdRAGPaSaciiMlVCaq6A2G+CNGmikWigkAQ9JwE+qhR9qUTcADHUDwMyoC+lWqhYyGIQMtZDDCAkmyGCGBDNkMEsy6z8hwSTJIFD33iTJAEgQkgRAsv5ZkiDq/8QVfwrIUHcTbwkCsCwjUBf44srP1q+v4ef6/+rf44rrriXL34cAIOGK67Ettf3+Xrp6utX1203Mt2yi8boaiGusq27eFTVaLXON68abvJ5cavT26qXEVVOkq9536dofUZ2bcfWAHTBoicgxFJ5Q+IbB3zcM/s39jBCoMVSgoqIUVVU6VFfpYajSo9ZQDmNNOUyGSojaSqC2CnKTAXJzNTxMBqhEDRSiFgphggeMUAoTlJIJKpihuOI2nZ6SGZ6SGYCxmfVc42dyeQdQw6AlImpEkqD09IHS06f54XwdQgjUGmtRZaiEyWiAsbYK5hoDTCYDTKZamIzGuj9NRpjNtTCZTDCbamE2GyEJM2A2AcIEmE2QhAlCCAhhrht0BnPdH8JcNw2ibnoTy0gQgDDX/ynq27e/TwcASTS0eQUkIeqX+H3Zuj+uSv5mTLv68+LKaXUHqfGyV0xv3E79/Wdxg/mw2rZ1q1S64W8u1vOlq6be6PPemuAbrN9+GLRE5DYkSYKHh5KPUiSH4kiAJmRlZSE2NhaDBg1ydilERNTO8fKe6+DlPUREBLQtD9iiJSIisiMGLRERkR0xaImIiOyIQUtERGRHDFoiIiI7YtASERHZEYO2CbyOloiIbIXX0V4Hr6MlIiKA19ESERG5LN7r+DoaGvs6nc7JlRARkTM15EBrOoEZtNeh1+sBABEREU6uhIiIXIFer4dWq23RZ3iO9jrMZjMuXLgAX1/fKx6y3HI6nQ4RERE4d+5cuzjXy3rti/XaF+u1L3etVwgBvV6P8PBwyGQtO+vKFu11yGQydOnSxWbr02g07eIfZgPWa1+s175Yr325Y70tbck24GAoIiIiO2LQEhER2RGD1gFUKhVmz54NlUrl7FKahfXaF+u1L9ZrX6y35TgYioiIyI7YoiUiIrIjBi0REZEdMWiJiIjsiEFLRERkRwxaB8jKykJ0dDQ8PT2RmJiIPXv22H2b8+bNw6BBg+Dr64uQkBDcf//9OH78uNUyw4YNgyRJVq8pU6ZYLXP27Fncc889UKvVCAkJwbPPPguj0Wi1zPbt2zFgwACoVCr06NEDK1eubHG9c+bMaVTLTTfdZJlfXV2NadOmITAwED4+Phg7diwKCgqcUisAREdHN6pXkiRMmzYNgPOP7Y4dOzB69GiEh4dDkiRs2LDBar4QArNmzUKnTp3g5eWFpKQk/PLLL1bLlJSUYOLEidBoNPDz88Njjz2G8vJyq2UOHz6MoUOHwtPTExEREZg/f36jWj777DPcdNNN8PT0RFxcHDZt2tSiemtra/Hcc88hLi4O3t7eCA8PxyOPPIILFy5YraOpv5PXX3/d4fUCQEZGRqNaUlJSXPL4Amjy37IkSViwYIHDj29zvrsc+X1gk+9vQXb16aefCqVSKZYvXy5++uknMXnyZOHn5ycKCgrsut3k5GSxYsUKceTIEZGbmytGjRolIiMjRXl5uWWZO++8U0yePFlcvHjR8iorK7PMNxqNom/fviIpKUkcPHhQbNq0SQQFBYmZM2dalvn111+FWq0WmZmZ4ujRo+Ldd98VcrlcbNmypUX1zp49W/Tp08eqlqKiIsv8KVOmiIiICJGdnS327dsnbrnlFnHrrbc6pVYhhCgsLLSq9ZtvvhEAxLZt24QQzj+2mzZtEi+88IJYt26dACDWr19vNf/1118XWq1WbNiwQRw6dEjcd999omvXrqKqqsqyTEpKioiPjxc//PCD2Llzp+jRo4eYMGGCZX5ZWZkIDQ0VEydOFEeOHBGrVq0SXl5e4r333rMss2vXLiGXy8X8+fPF0aNHxYsvvig8PDzEjz/+2Ox6S0tLRVJSkli9erX4+eefRU5Ojhg8eLBISEiwWkdUVJSYO3eu1TG/8t+7o+oVQoj09HSRkpJiVUtJSYnVMq5yfIUQVnVevHhRLF++XEiSJE6dOuXw49uc7y5HfR/Y6vubQWtngwcPFtOmTbO8N5lMIjw8XMybN8+hdRQWFgoA4r///a9l2p133ilmzJhxzc9s2rRJyGQykZ+fb5m2dOlSodFohMFgEEII8be//U306dPH6nPjx48XycnJLapv9uzZIj4+vsl5paWlwsPDQ3z22WeWaceOHRMARE5OjsNrbcqMGTNE9+7dhdlsFkK41rG9+ovVbDaLsLAwsWDBAsu00tJSoVKpxKpVq4QQQhw9elQAEHv37rUss3nzZiFJkjh//rwQQoglS5YIf39/S71CCPHcc8+JXr16Wd4/+OCD4p577rGqJzExUfzlL39pdr1N2bNnjwAgzpw5Y5kWFRUl/vGPf1zzM46sNz09XYwZM+aan3H14ztmzBhx1113WU1z1vG9+rvLkd8Htvr+ZtexHdXU1GD//v1ISkqyTJPJZEhKSkJOTo5DaykrKwMABAQEWE3/5JNPEBQUhL59+2LmzJmorKy0zMvJyUFcXBxCQ0Mt05KTk6HT6fDTTz9Zlrly/xqWac3+/fLLLwgPD0e3bt0wceJEnD17FgCwf/9+1NbWWm3npptuQmRkpGU7jq71SjU1NfjXv/6FRx991OrhE650bK+Ul5eH/Px8q3VrtVokJiZaHU8/Pz8MHDjQskxSUhJkMhl2795tWeaOO+6AUqm0qu/48eO4fPmyXfehrKwMkiTBz8/Pavrrr7+OwMBA3HzzzViwYIFVV6Gj692+fTtCQkLQq1cvPPHEE7h06ZJVLa56fAsKCrBx40Y89thjjeY54/he/d3lqO8DW35/86ECdlRcXAyTyWT1lw0AoaGh+Pnnnx1Wh9lsxlNPPYXbbrsNffv2tUz/4x//iKioKISHh+Pw4cN47rnncPz4caxbtw4AkJ+f32TtDfOut4xOp0NVVRW8vLyaVWNiYiJWrlyJXr164eLFi3j55ZcxdOhQHDlyBPn5+VAqlY2+VENDQ29Yhz1qvdqGDRtQWlqKjIwMyzRXOrZXa1h/U+u+ctshISFW8xUKBQICAqyW6dq16zX3wd/f/5r70LCO1qiursZzzz2HCRMmWN0k/q9//SsGDBiAgIAAfP/995g5cyYuXryIhQsXOrzelJQUPPDAA+jatStOnTqF//mf/0FqaipycnIgl8td+vh+9NFH8PX1xQMPPGA13RnHt6nvLkd9H1y+fNlm398MWjcwbdo0HDlyBN99953V9Mcff9zyc1xcHDp16oQRI0bg1KlT6N69u0NrTE1Ntfzcr18/JCYmIioqCmvWrGl1oDjKhx9+iNTUVISHh1umudKx7Uhqa2vx4IMPQgiBpUuXWs3LzMy0/NyvXz8olUr85S9/wbx58xx++72HHnrI8nNcXBz69euH7t27Y/v27RgxYoRDa2mp5cuXY+LEifD09LSa7ozje63vrvaGXcd2FBQUBLlc3mg0XEFBAcLCwhxSw/Tp0/Hll19i27ZtN3zkX2JiIgDg5MmTAICwsLAma2+Yd71lNBpNmwLSz88PPXv2xMmTJxEWFoaamhqUlpY22s6N6rB3rWfOnMHWrVvx5z//+brLudKxbVj/9f5dhoWFobCw0Gq+0WhESUmJTY55a/79N4TsmTNn8M0339zwkWeJiYkwGo04ffq0U+q9Urdu3RAUFGT19+9qxxcAdu7ciePHj9/w3zNg/+N7re8uR30f2PL7m0FrR0qlEgkJCcjOzrZMM5vNyM7OxpAhQ+y6bSEEpk+fjvXr1+Pbb79t1KXTlNzcXABAp06dAABDhgzBjz/+aPWF0PAFFxsba1nmyv1rWKat+1deXo5Tp06hU6dOSEhIgIeHh9V2jh8/jrNnz1q246xaV6xYgZCQENxzzz3XXc6Vjm3Xrl0RFhZmtW6dTofdu3dbHc/S0lLs37/fssy3334Ls9ls+aVhyJAh2LFjB2pra63q69WrF/z9/W26Dw0h+8svv2Dr1q0IDAy84Wdyc3Mhk8ksXbSOrPdqv/32Gy5dumT19+9Kx7fBhx9+iISEBMTHx99wWXsd3xt9dznq+8Cm398tGjpFLfbpp58KlUolVq5cKY4ePSoef/xx4efnZzUazh6eeOIJodVqxfbt262G41dWVgohhDh58qSYO3eu2Ldvn8jLyxP//ve/Rbdu3cQdd9xhWUfDEPmRI0eK3NxcsWXLFhEcHNzkEPlnn31WHDt2TGRlZbXqkpmnn35abN++XeTl5Yldu3aJpKQkERQUJAoLC4UQdcP5IyMjxbfffiv27dsnhgwZIoYMGeKUWhuYTCYRGRkpnnvuOavprnBs9Xq9OHjwoDh48KAAIBYuXCgOHjxoGaX7+uuvCz8/P/Hvf/9bHD58WIwZM6bJy3tuvvlmsXv3bvHdd9+JmJgYq8tPSktLRWhoqHj44YfFkSNHxKeffirUanWjyzkUCoV48803xbFjx8Ts2bObvPzkevXW1NSI++67T3Tp0kXk5uZa/XtuGEH6/fffi3/84x8iNzdXnDp1SvzrX/8SwcHB4pFHHnF4vXq9XjzzzDMiJydH5OXlia1bt4oBAwaImJgYUV1d7XLHt0FZWZlQq9Vi6dKljf49OfL43ui7SwjHfR/Y6vubQesA7777roiMjBRKpVIMHjxY/PDDD3bfJoAmXytWrBBCCHH27Flxxx13iICAAKFSqUSPHj3Es88+a3WtpxBCnD59WqSmpgovLy8RFBQknn76aVFbW2u1zLZt20T//v2FUqkU3bp1s2yjJcaPHy86deoklEql6Ny5sxg/frw4efKkZX5VVZWYOnWq8Pf3F2q1WqSlpYmLFy86pdYGX331lQAgjh8/bjXdFY7ttm3bmvz7T09PF0LUXeLz0ksvidDQUKFSqcSIESMa7celS5fEhAkThI+Pj9BoNGLSpElCr9dbLXPo0CFx++23C5VKJTp37ixef/31RrWsWbNG9OzZUyiVStGnTx+xcePGFtWbl5d3zX/PDdct79+/XyQmJgqtVis8PT1F7969xWuvvWYVbI6qt7KyUowcOVIEBwcLDw8PERUVJSZPntzoy9lVjm+D9957T3h5eYnS0tJGn3fk8b3Rd5cQjv0+sMX3Nx+TR0REZEc8R0tERGRHDFoiIiI7YtASERHZEYOWiIjIjhi0REREdsSgJSIisiMGLRERkR0xaImIiOyIQUtEdiFJEjZs2ODsMoicjkFL1AFlZGRAkqRGr5SUFGeXRuR2+Dxaog4qJSUFK1assJrm6OeyEhFbtEQdlkqlQlhYmNWr4XFlkiRh6dKlSE1NhZeXF7p164a1a9daff7HH3/EXXfdBS8vLwQGBuLxxx9HeXm51TLLly9Hnz59oFKp0KlTJ0yfPt1qfnFxMdLS0qBWqxETE4MvvvjCvjtN5IIYtERu6qWXXsLYsWNx6NAhTJw4EQ899BCOHTsGAKioqEBycjL8/f2xd+9efPbZZ9i6datVkC5duhTTpk3D448/jh9//BFffPEFevToYbWNl19+GQ8++CAOHz6MUaNGYeLEiSgpKXHofhI5XYuf90NELi89PV3I5XLh7e1t9Xr11VeFEHWPIpsyZYrVZxITE8UTTzwhhBDi/fffF/7+/qK8vNwyf+PGjUImk1ke9xYeHi5eeOGFa9YAQLz44ouW9+Xl5QKA2Lx5s832k6g94Dlaog5q+PDhWLp0qdW0gIAAy89DhgyxmjdkyBDk5uYCAI4dO4b4+Hh4e3tb5t92220wm804fvw4JEnChQsXMGLEiOvW0K9fP8vP3t7e0Gg0KCwsbO0uEbVLDFqiDsrb27tRV66teHl5NWs5Dw8Pq/eSJMFsNtujJCKXxXO0RG7qhx9+aPS+d+/eAIDevXvj0KFDqKiosMzftWsXZDIZevXqBV9fX0RHRyM7O9uhNRO1R2zREnVQBoMB+fn5VtMUCgWCgoIAAJ999hkGDhyI22+/HZ988gn27NmDDz/8EAAwceJEzJ49G+np6ZgzZw6Kiorw5JNP4uGHH0ZoaCgAYM6cOZgyZQpCQkKQmpoKvV6PXbt24cknn3TsjhK5OAYtUQe1ZcsWdOrUyWpar1698PPPPwOoGxH86aefYurUqejUqRNWrVqF2NhYAIBarcZXX32FGTNmYNCgQVCr1Rg7diwWLlxoWVd6ejqqq6vxj3/8A8888wyCgoIwbtw4x+0gUTshCSGEs4sgIseSJAnr16/H/fff7+xSiDo8nqMlIiKyIwYtERGRHfEcLZEb4hkjIsdhi5aIiMiOGLRERER2xKAlIiKyIwYtERGRHTFoiYiI7IhBS0REZEcMWiIiIjti0BIREdnR/wca8ZnEquRujwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.trainer import MetricsCallback\n", "from lightning.pytorch.callbacks import ModelCheckpoint\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "checkpoint_callback = ModelCheckpoint(dirpath=\"./modelsave/\", save_top_k=10, monitor=\"train_loss_epoch\", every_n_epochs=50)\n", "\n", "# initialize trainer, for testing the number of epochs is low, change this to something like 4/5000 at least\n", "trainer = lightning.Trainer(callbacks=[metrics, checkpoint_callback], max_epochs=5, logger=False, enable_checkpointing=True,\n", " limit_val_batches=0, num_sanity_val_steps=0, accelerator='cpu'\n", " )\n", "\n", "# fit model\n", "trainer.fit(model, datamodule)\n", "\n", "# plot metrics\n", "ax = plot_metrics(metrics.metrics,\n", " keys=['train_loss', 'train_loss_var'],\n", " colors=['fessa1','fessa5'],\n", " yscale='log')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize results" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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8iXI6nWRkZBz191E58bAa9JwzsJALh/QhKz6GytYOnl2wiq83b8eXoGDSahmTmsbY1HT6JySiFUUqujpZUFvDxtYWyjo78IUjg4xNpyPZZCZebyDTZMGk1aIoCkFZwi9JtPh8VDm62NrextzqnQAUxMRyXm4eN/YbyHm5efx3wzq+3VnFjo4O/n76GTw97Wx+PedLmjzuk8oV6XiLhf1ZFxRF4eFZW1i5tI0nXxhKQdHJbbL9OaLOBSrHAlEQGD+4N5dPGcLo/r1wuH18vmQLny7eTElVE6IgMLgwnSsmD2DsgF5EWY20dLpZXVLLG1+vZUN5A21dkXHHqNeSGmcjMcZCSkw8FpMejSgQCEkEQ2HaHD5qWxyUVrfw7dodAMRHW7hoYn/OG9+HC8b35YVPVvDu/I38Ytar/N8d5/Gf317CfU9+wpwVJcfzNp2w7EssdNY7eOWOpfTtH8WsR/rRR7f/jEiqWDjxOCzBcMcdd/D555+zePFi0tPTD7hvcnIyzc3NPbY1NzeTnJy832P2Vw1V5dQlNdrOFSP6c86gInQakW+3VfC3zxeyoSZShXhAehLnDilgZEoaOlFka3sb/9uyiRWNDbT7fRg1Ggrs0ZyVlkGuPYpsqxWzdrdbi6woeMNhBCLB0to9siY1+7ysam1hWUszZZ0d/H3NStKsVu4YMJi/jRnPO2UlzC7dxm1ff8GTU87ikdMmc/OXnwEnlzvS8eJArkjP/3cHH79Xx5//3p+RYxP2uY9qXThxUecClaONyaDjwkkDuXLaUDKSYti4vY4/PP0pc1eUEgiFSY23c/P5o5g6soDEGCu1zV188t0WFq2vpKy6BVEQ6J0ey9i+GRRkxpOfEUdCdM9AfK8/RFiWMWg1GPbwQXf7gqwqqWfhhio27WjmuY+X89pXa/jVuSO47aIxjO6fzR+f+5oZ//qQv9w6nYdvP5ea5k5Kqg6/0v3JzI8FOe8pFnxOP+/f9wFRVg2PPTWEQZZI2/7Sp+4PVSwcPw5JMCiKwq9//Ws++ugjFi5cSE5Ozo8eM2rUKObPn8/dd9/dve2bb75h1KhRh9zZU52fY8BzbmIs140ZzOQ+vXH6AsxesYEP1myl3e3FrNdx/sACzumfT1ZsFHUuF2+XbWNhbS3tfh9xBgPD4hPpHxtHvj0KrSjiCAbY4XTyZV0tjV4PjT4vHYEA/h/UWtCJIklGE+kWCwVR0ZyWksY5mdmUOrp4q6Kcareb+5cu5qK8Aq4u6oNZp+OFzRt5YNF8njvrHO4YMZj/bVlxzO7LqWJdOJBY+PCdGp79Tzl3zMjnnAv2vdg8GmJB32pA79Yc8XlUdqPOBSpHmyiriSunDuWKqUOwmAzMXVHC7//zMVsrGxEEGNU3mwsn9mN4cSYeX4B5q8v5ekUpW6uaMeq1DC9K45xRoxmYl4LdbCAQDFNe187ijdXUNDuob3PS1OHG7Qsiy7tzvYiCQEK0mYykKPLS4hjXP5PTBufQ2uXhjbmbWLihiiffW8LiDZX89aZp/HvG+fz6sY+Y9dwX5KbF88jt53L5/S/hD/68svgciliQQhKfz/oQZ3uAN94byZjEyL1Say2cXBySYLj99tuZPXs2n3zyCTabrdv3NCoqCpMp8mX5xS9+QVpaGo888ggAd911FxMmTOCxxx7j7LPP5u2332bNmjVqQaKfOfnJ8dw4figTCnvR0OXksa+X8NmGEgJhiXirmZvGDubsfr0xaLUsqajhuW0b2NLehlmrZVRCEiMTk8izRxGSJbZ1dfFW5Q62dHbQ7I+YOAXArtUSq9OTazKjEQS0goBXknCEw3SFgtR5PdR5PaxobeHNinIGxsZzflY2swYNZV5DHe9WVfB+eRmuYJDbBw6m3efjwx3beXXbam7sN4pVTdVsbms86vfm5yAWFn/bzN8e3MKlV2Vywy3HrtbC/vJ5qxwZ6lygcrSIsZn5xdnDuWLqUARB4MNvN/DqFytpanei12k4b1wfLps8kMzkGLZVNfN/r3/L/NXlhCSJwfkp/P6KMQwrTMOg11Je185XK8pZW9ZAeV070i5hYDFqibebyEmyodWIaDUiYUmm0x2gw+WnpdNDc6eHNaUNvDV/M73TYrlgfBH3XDqKqcNz+de7y9lY3sCvH/+Ip357Ef9329nc+fhHzHzqU9555AbuvHwif39t3nG+kz8dB4pb2JPv06cuevwztq9v5/nXhnNmXsS6r9ZaODBPPfUU//jHP2hqamLAgAE8+eSTDB8+fJ/7hkIhHnnkEV599VXq6+spKCjg0UcfZdq0aT32q6+v59577+Wrr77C6/XSu3dvXn75ZYYOHXpQfTokwfDMM88AMHHixB7bX375Za677joAampqEPdw9xg9ejSzZ8/mgQce4P777ycvL4+PP/5Yzbv9M6V3Yhw3TxzGhMJe1LR38aeP5/P1lnIkWSbJbuGKYX2ZWtyLQFjis03b+WhDGe0eH/36J3FTfhFD4xPQiAKbOzp4rnQb6zva8EsSUVoteRYrY6KiyTCZSTYY0Ar7L9YG0OD3UeJ2s9XtpNbvY017K+va25icmsYlObmkmi38e+tm5lRXkWQ2c3VRHza0tvBF5VbGpfXiF8XD+N3iT3+iO3fonKhiYeP6Tu69az0TT0/i93/s87OqtXCqoM4FKkeKzWLk+nNGcuXUoSiKwuyvV/P6l6vpdHkx6rVcNnkgV04ZRLTNxOL1lfzt1flsrWwi1m7i4onFnD6kF/FRZiobOnlr/maWbKqhpcuDQaehID2G80blkpNsJyvJjsV44Gx5Xe4Am3e2samyjY2Vreyo7+Afby3lqxXl3HnxSP5x21Tuf34eOxs7ue/pz/nvby/k6mlDePXLNTzz/nfccekEXvtiFU3tp34Wr0NNn7rptbl892k1j/xrIFeNNAKHXmvh5yYW3nnnHWbMmMGzzz7LiBEjeOKJJ5g6dSplZWUkJibutf8DDzzAG2+8wQsvvEBhYSFz5szhggsuYNmyZQwaNAiAzs5OxowZw6RJk/jqq69ISEigvLycmJiYg+7XEdVh+Kn4ueTePpVdklKibNw8aTjT+uVT3+nkxUWrmbulHElRSLSZuXpEf6YU9cIVCPLe2m18tmk7gbDEiKxkzh3Yi1x7FM0+L4uaGlna3IQjFCTVYGSAPYoii40UoxFZUWgJBqj1+agP+GgPBukIhXBLYSRFQVIUzBoNUVodCXo9+RYrBRYbVq2Wco+bz1oaadyVwrEwKpoZffqztauT/2zbjEYQ+Of409DrBB5YPZcBCWnMGjWNmd99xraO5h+5+oPnRLEuHCuxUFXh5vrLl5ObZ+Ppl4dhMOztKnS0xMKek5LTHSbqtPlq7u2TnJ/LXHAqY9BpuerMYdxwzki0Wg2zv17Nq1+swuH2oddpuHBCP66aOhibxcBXy0t54+t11Lc66JUaw/njihjbL5NgSGLhhirmrq6gsqETu1nPsIIkBvZKIC8tBp1WpMsdoLLJwc4mJ02dHtqcfjpdfkJhmbAso9eKxFiNxNmN5KfH0D8nntQ4K60OHx8t3cHK0ojVzGY28LcbT8dm0nPvs9/Q0uXhxvNGcNXUwfzq4Xepb3Uy97938PGiTTz2xvzjfHePLYeaEan+myW8+NBa7v59Idfe2OuwMiIdbbFwMtRhGDFiBMOGDeO///0vEMlEl5GRwa9//Wvuu+++vfZPTU3lD3/4A7fffnv3tosuugiTycQbb7wBwH333cfSpUv57rvvDvYy9+KI6jCoHD1OVbFg0eu4btwQLh/RH5cvwN+/XMwn60uQZJkok4Erh/flnH75eIIhXliyns83bycsy4zvlcYFfXNJtlvY1tXJE1s3sbGjHatGy9CoaIZERZNkMOIJh9nmdjGvvYVyjwef3DNWQQBEdocnO8NhnOEwtX4f65wOBKCP1c60hETuzM7l69ZmFnW0U+ro4smSLdzTpz/T0jP5qq6G/2xYwxMTJzMkPo1VLXU0uB2clpl/1ATDiSIWjoQDiYXmRh+3Xb+KhEQD/3pmyE8mFlRUVI4/ggBnju7DXZdPJD7aynvz1/P8R0vpcHjQiALnjuvDdWcPI9Zu5stlJbz21Rqa2l0UZydw4/SJDM5PpanDzStfreebNRWEwhJD8pI4f9RgijJikRWFkpoO3l28nS0722np2nss0WkEQlLkGWkoLOPxu6lrc7Oxso33FpeTFmfhvNG53HRWP4YXJPPCl5txeQM8+L9v+cetU5hx2Sjuf34+L3++mtOG5HHV1CH86X9z+XjhRs4Z359/vfkt8on/DPao8GNiwbtxDf/781ouuzqLX/wq54QQCycDwWCQtWvXMnPmzO5toigyefJkli9fvs9jAoEARqOxxzaTydQjc92nn37K1KlTueSSS1i0aBFpaWncdttt3HjjjQfdN1UwqBwTREHgvEFF3DxpOGa9jteWrueNZevxhcLoNCIXDy3mymERV4Q3Vm7mww2lBMMSE3LTuLh/HglWEyurm3imYhvVbjc5JjNXpWbQ12ZHUhQ2u5x81tJEuceNDJgFgQyNlgStnniNhmhRxCQIGHe5JYUVhaCi0CFLNEhh6qUwNVIYBdjidlLicTEtPpHpiSkYRA1z21rY3NnBnPpaLszKYUN7G+1KB6VdLUxO682q1jqWNlQxNauQp4UlJ9QkcbxTqO4LR1eQ225YjSAKPPW/4dijjl1hNlUsqKicWAzIS+P3v5hMv95pzFtZyr/eWkBtcycAI/tmcftFY8hKjmHe6u3877NV1Lc6KMiM544LhtE/N5mdjZ38462lLN1cQ7TVwNnDcxjbJxWbWU9ZXSevzy9hbXkzHn8YnUYgM95MQVEcSVFGEqMMWI1aTHoNGlFAlhUCYRmnN0RNm5fqNi/bG9z4QzL17R6e/mwTA3MT+OW0Ptx94SCe+Gg9XW4//3pvOQ/fOJlzxhTwyZJSPlq0mVsvHM1/3jUxZ0UJ104fyeDCDNaU1Bznu31s2N9DzX2JBV3tFv7zmxVMOj2J3z1QfFjpU081sfDDopP7ywDX1taGJEn7rFlTWlq6z3NPnTqVxx9/nPHjx5Obm8v8+fP58MMPkfZI9lJZWckzzzzDjBkzuP/++1m9ejV33nkner2ea6+99qCuQRUMKkedgZkp/HbaOPKT4/liYylPf7uSVlfkyfPo3HRuHT+EBKuFzzZt5/WVm3H6A4zITOaKQfmkRllZtrOBR+avpt7hZnj/JH6d1YtMk5nmgJ/PWhpZ5+jCJ8skihpG6U1ka7UkaCJfZacs0yaHqQyH8MoyPkVBAXSCgFEQSBA19NEZGG4w0SyFWRTw0bDLZemL1mY8ksTZicm0BAJscDn4cGcVQ+MTuLBXJm/UbuXb+kpu6zOSeKOZlY3VXJI/kPzoBEo7j6zq59GyLpyIcQs+b5g7b1pDR3uAl98eRWKyca99TiaxEJtnwf4jPtE6f+iA7SoqPwcSYqzcc+VpTB/bl22VjVz/p9dZW1oLQEZSNHdfNo4RfbJYV1bHX176hu21rWQkRvGHa8YzojidqsZO/vb6YlaV1JEWZ+WGaX0YXpCEPyixdGsDizbV0dTpxWbU0i/DTkGqlcwEMzqNiC8o0dzlp6bNi8sXxhOQCIZl9FoBg1ZDnE1PVoKFYb1j8QTCfLullbUVncgKbKho5fEP1jHjosFcd0Yxz36xmW07W/l6VTmXTCzmi+Xb+Wp5KbdcMJrJw/J479tNNHe4GDco95QUDIeSEam9tpNXb/2OwiI7f3t8IP0Mp65YOJS54If1Y2bNmsVDDz10VPrx73//mxtvvJHCwkIEQSA3N5frr7+el156qXsfWZYZOnQoDz/8MACDBg1iy5YtPPvss6pgOJk4VdyRYi0m7jxjNGf1L2BrfTPXvfg+2xoiC+m0aBu3TxzK8Ow0Vu2s5/6PF1Db6SQn1s6MCYMoToplfX0LT3y3geoOJwOTY7h+SD+SDUYqvB7+V7uTMo8biyDQX2egUKcnRtTglWV2SiHWBP3USmG8B/mkP1WjYbzBzKVmG6WhAPP8XsLAwo42Uo1GLkhOpcrnwREOs7CxgfOysnm/vpSNHY3IikzfmGS+a6oiIIXJizkywXAqi4VQUOZ3d66nvMzF86+NILuXda99TiaxoKKi8uNoNSJXTB3KbRePIxAMM+u5L/h40UYUJVJn4dqzhnLZ5IG0drqZ+fQXfLexCrvFwC3nDWXqsN60dHn459tL+W5TNWlxVm6d3p8heUm0OXy8u2g7321pQJJl+mbYOXNgFlkJZmQZqlo8zNvUwo4mD63OgxtXbSYtp/VN4OzByQzPjeG9FfW0OAJUNTl57ZsSbpnen/UVrawsbeLzZds5a2Q+w4vSWLallk07GhhWnMl7325i4/Y6+uamHuM7+9NzKGLB3eHh3d99QHyMjieeHcJg6/5rLRyoMNupSG1tbY8Yhv3Vl4mPj0ej0RxSzZqEhAQ+/vhj/H4/7e3tpKamct9999GrV6/ufVJSUiguLu5xXFFRER988MFBX4MqGFSOGAE4b3Axv548CkmW+eunC/hsQ0nkyb5G5PKhfbhiWF/aPT4e/HQhyyrrsBn03DKqH6flZVDT6eKv36xiU2MbRfF27hvTh3S7mTK3i/cb66n2+0jXaJlutJCj1REGysNBFvi91O5yKwLQKQoxsoxZVjAqCjICCuATBdo1IuE9svE0SBJve10Ua/VMNJo5xyTykS/yVOOjpkZ+k2NhWkIS7zTWs9nbwEVCL/pHJbKqs5EKZwfFMYksbKykytFO7+h9Fxw7mTgWYkGWFWbdt4mVy9p48vmh9B0Qvdc+qlhQUTm16Jubwqwbz6J3RgLvfLOOp95dhMsbWTiO6Z/NjCsmEG018dpXa3hzzjrCkszZo/K56oz+ALz69QY+X76daKuBG8/sx4jCZFq7vLw0ZysrShqxGbVM6hPPoJxoTHoNFU1uPlndQEmdC39IBkAjQrRJxGYUsRoibqmyohAMK7S6JdyB3Q+WXL4wn6xuZNWOTi4YnsoNk7J4Zm4VDm+I1dubGVTaxBUTC1hb3kxdq5OymjYmDsxm2ZZaVpfUcu1ZQxEFga2Vjdx0wZif+G4fW34sfeqeYiHgCfLRfR8gB8L89/XRjE7Yf62Fn2MVZ7vdflBBz3q9niFDhjB//nzOP/98IGIdmD9/PnfccccBjzUajaSlpREKhfjggw+49NJLu9vGjBlDWVlZj/23b99OVlbWQV+DKhhUjojM2CjuP2cig7PS+HR9CU/OW4bDFxlEBqQncfdpI0iOsvDumm3MXr2FoCRxRn4mVwwqABReXLmFedtrSbUauWNYPkXxUezocPFUdSU7fV56a3VcbraRrNHSKoVZGPBSGgoSBPSyQlZYIkGSiJNkbHsU45GJBDt/jwI4RIFqnZYdei3yLvGwLRzE7ZO5wGRlqN7AmmAAnyyxrKuD0+Li+bCpAUc4QIPfTa41hlWdjVS7u8iPigeg0eMkyWw77Pt3IlgXjoVYUBSFv/9lG3O+aOD/nhi0zyrOqlhQUTl1MBl03HHpBK6aNozSnU1c+cAr3RWQ46Mt3H3ZeCYOzmXFlmoef2sRDW1OCjPjueW8YWQnRzN39Q7e+GYTkiRx0djenDYwA6c3yCtzt7FsWwPxNj3nD0+lb4Ydf0hiTUUnayo66fSEEAVIi9aSHq0nya4h3hKJVwC648vEPR4YuQMytZ1h1tX6u8VDY6eflxfs5NYpvbh4ZBovL9iJrMDnKysZUZhM3+x4NlS0snZ7A9NHFwCwvaYVs1FPcpyNmqZOLCYD0TYTXS7fT3nrjwkHkxEJdhdm+2LWBzRWu3j5zZFMzorcU1UsHB4zZszg2muvZejQoQwfPpwnnngCj8fD9ddfD+xd42blypXU19czcOBA6uvreeihh5Blmd///vfd57znnnsYPXo0Dz/8MJdeeimrVq3i+eefP6Q6OKpgUDksNILAVaMGcuPEYbQ4Pdz22ies2VkPgFmv46Zxg5neL48t9S089PkiqjscZEbbuHlUP/ISoplfXsvsdWXIssSlxZmMyUigxePn2bXlbG7pol+enavMNhI0WmrDIT7yuqiWwmgVhcxQmMyQRLwUeZrUJQo0aTVs1Yi4RBGvIBDcNTcIgEVWiJdkEiWJfoEQ+cEwa406GnWRr3+NFGZN0M9ovYnqcJhWWWK9s4szE5IYlmhlq6+LKk8XedZYABq9LsYnZyMAbT4PfeL2bSb8MU5VsQDwzL/LeeeNav74176ccWbKXu2qWFBROXUY0Sebh246i9goC/+a/S1vfLWqu2ja9DHF3HHJGPzBMA8+/zXfrt2Bxajj9guGM3V4b7bXtvPbZ+ZQUd/B+H7pXDgmF40o8snyCuatqyHKrOWikWn0zbDT6Qny9YYm1lV2EZYU0mO0DE43kRmjQ68VcPllmpxhtjeH6PBKuPwy3qDSbYU2agWS7BpS7FryEnXkJ9rYWB9gTXUgYo0Oyry/op7rJ2UzriieRdvaaGj3UNPiYkRhMhsqWimtbuPKyf1Ji7dR09wFQGZSdHcNhuQ4+0kvGA6l1oIiK3z7908oWdPGMy8P44L+kXlVFQuHz2WXXUZraysPPvggTU1NDBw4kK+//ro7EPqHNW78fj8PPPAAlZWVWK1WzjrrLF5//XWio6O79xk2bBgfffQRM2fO5M9//jM5OTk88cQTXHXVVQfdL1UwHGdOxviFrLhoHjzvNIpTE5m9YiPPL1xNIBwZCAZnJPPbM0ZhNer5z7er+GzTdjSiyGUD8zmvby8aHB4e+GoZ5a1djEqP57yCDEQBPiipZXFNC2kmHTf0SSRZo6UmHOIdj5NGWSJakhkaDJERkhCBZq3IWqOeBq2GgLh34a/vUQC3RsCtEdmJlq0GmYH+IGN9QVYAtbtEw/Kgn1ydnmF6I1/6PXSGQrSG/GToLWz1ddHk9zAqNg0B6Az40Gu0mLQ6XMEA1uOYD/5ETJ/6+kuVvPDUDu76XQEXXpa5V7sqFlRUTg1MBh0zrjqNy84Ywqqt1dz4t9nUtXQBkBhj5d5rTmNEn0y+WLqN/76/FJc3wIiiNG45fxgmvY5nPlnNnJU7yEy08ccrR5CVZGfJlno+WLIDRZE5a3AyA7OjcHhDfLSqgY07u9BrBPql6ilM0mMzirR7JDbWB6hqD9HplQ/YX39YobojTHVHmDU1fgakGRicacBuFJlfFlnk17T5WFneweiCOJaVtROSFDZVtTKmTyQ+oabZAUBKnI315Y0AxEZZqGuN/N9u2Tupw8nMAcWCorDimS9Y/nUtf//3IH4xJrKvKhaOnDvuuGO/LkgLFy7s8feECRPYtm3bj55z+vTpTJ8+/bD7pAoGlYNGAK4YOYBbJo2g2eHiplc+YnNdJDDHqNVw47jBnDeggHU1jTw2bwXNTg+94qK4bXR/Uu0WPti0g4+3VBBvMnD3iEJ6x9pYUdfGx2W1aFA4PyOawmgTTVKY970u6sIhkiSZ8YHIvx5BoMSgY6dOg/97da0o6ENhzMEgxmBoV9QCSKKIw2QioO+ZwcAjiiw1GRjmDzLUF8Qpijg0IjKwJRhgtMGEDggBTSEfSbrIAOgIBdCKImaNDr8UyXpg0ugISmF0mr3rCfwYR8O6cLyCnA8kFj56r5bHHynlhltyue6m3L3aVbGgonJqMKQwgz/fMp34KAt/e2kO785by/c5J6aNLOCuy8bjC4T47X8+ZcXWGmxmPTMuG83Egdms3FbHs5+sxuMLctmEfE4blEFdq4u/vbWK2hYnYwrjGFsYTygs8+W6JtZWdmHRC4zuZaQgUY8C7GgNUdIUpNW92z1GKyrYdDJWvYJWjHRGUaArIOIIiCjsfrgUlmFtbYAOr8SUIgttbomN9UEAVu3oZHRBHHkpVrbVuahpcTF9hBGbSUeXx48ky8TaTUiyQiAYxmzQEQjt8tnXndzLqj0fYh6o1gLAtrfmMXd2BX/8a1/unB4F7FssHAhVLJw8nNzfbJWfjOQoKw+edzqDs1J5Z+Umnv52ZbdVIS8xlpnTxpBos3RbFURB4JIBeVzYL5fqThf3frGUeoeLyTkpnJWXSocvyBMrS6nsdDEqwcroRBvesMzXPg+l4SAJYYlJgRDxkkyHKLLcpKdeq0ERBHThMEkuN9EeL9FeH7pdrkkyoOzyUxWVyNTg02lptduojY1B+d4SIQisNeqJkfz09wf5btcToapwiPFGMykaLQ5LgPawn16GSFYf7y6RYNHqCMmR99OJIgpKD9/Yg+FoFmg7XI6FWJjzRQN/+cNmLrkykztm5O/VrooFFZWTH51Wwx2Xjufas0eyYXsdtzzydndNBZvZwO+umshpQ/P4ekUpT7y9GLcvyOD8FO68aCR6nYbH31nGwg07Kc6M5bpLh2A16Xlv0Xbmra8lL8XCHWfmYjNqWb69g8UlbehEhbG9jOQn6fCHFNbVBtjWFCQQVhAFhSSzRIJZJtEkYdXvFgm76rMhCpFXSIJmr4aSDh2+8G53jqr2MBvrAgzJNFLaHCIQVuhwB2l1BshJtLCtzkVTZ2TsSow2U9HowOsPYTXpAQiGwuh1GuRdLliaA1i8T3QOpdZC9ReLeP+pbdzxm3weuCoS07e/sflkT5+qEkEVDMeRk8UdaVq/fH5/5jjcgSC3v/4Ja3dGFpsCcMmQYq4fPYCqti5unf0ltZ1Okmxmfj12ALlxUXy4uYIPN+0gwWLgNyOLyIyyMK+yiS921JNu1nFjfiJReg0rW90sbXYTn6FnvD9I0i6hsNhsoFkjIioKCU4XCU430d6I6dhlNNAYHYXLaMCn1+PXaSPlRAGNJBHl9RPj8ZLe3kmcy0NZSiJeY2RAk3dZK0b6gtglGadGpEuRCSsKsaIGB+BXZAxixHrwvQ+sooB2VzG4kCyjF7UEpZ7VpQ/EyRy3cCCx8N2CFh747UbOOi+N+2b1QfiBiFLFgorKyU/v9AQeueNceqXF8++3F/Dq5yu7g4oH5KXy4A1nYDboumMV9FoNN587lLNH5bO2rIEnP1iJ1x/kmtOLmDggnW3V7fz93TUEQ2EuG5NOUZqN8kY3ry6sweMPMSTDQHGKnkBYYXmVn5KmIJKsEG+SKYoJk2KR0GnAExJo9Woo6xRxBUXcIQFZiYxBAgrRBpkEs0yWPczEdD9b2vXUunYvfzbUBeiToqc4Rc/62sgY3dTlJ9EeGW+8u3LpmwyRY/ZM3q3TaQiGJIz6SJs/eHKmCz2U9Klt3y3nlYc38Itf5nDDzbmAr+fYfArVWlDZjSoYVPaLRa/j3rMnMK1fPl9uKuOfX32HOxAx2Uabjdw3dTSDM1N4d+02Xlm2kbAsM75XGr8a0YdOX4A/fr2cijYHE7KSOL8gnXZfgMeWl9Do8jIl1c7AWAvV7gDv7+zAHQwxMklDjsePSxRYaorEJ+gliay2DpK7nGhlGYfJyI6kBNptFsIHcAWSNBo6bBY6bBaaou3kN7bQv7aeTZnpeA2RJ0N1Wg0+QSAnFGajJmLm7pJlkowCVUQEgVYQEQBxlylbQcGwq0hcUJYwaLUEpJ92gjjRxMLKZW389o51jJ+UyEOP9EM8Rk/YVLGgonL8uOyMwfz26snUNndyxR9eZntNpPaMKAhcd/Ywrjt7GBvLG/jLy9/Q0ukmKymK310xhqRYK898spqvVpTTOzWK318yGJtZz2vzSli8qY4huTFMHZBIICTz9tJaSupcFKfoGdrHiigIrK0JsLkhgKwopFklcqND2PUKnpBApUNLvVuLOyQA+x53FAQ6Axo6AxoqHVr6xQcZlBhEKyhUOSMuq/6wQnlriMKk3YKh3RUkMz6y8A2GI4tmgy4y52hEAVmJWJf1Wi2BUBjTrnnFHzj5ijYeiljwbljDM39YzXkXp3P3vYX00ali4eeCKhhU9klRSgJ/vWgKMRYTf/zwG+ZsKe9uG5CexP1njkUEZn70LWtrGjFoNdw8qj8TctNZsKOOl1ZtxagRuX1XqtRvdzbxaVkdmRY9NxUkohMFvqzrYkOHh3wDnBENhCQ2GHRU6LXowhK5LW0kdTmRRYHmKDsNMVEEdAeuqrgvPEYDG7PSGFhdR6/mVrZkpIIgoAgCbRqRGGl3oJyskdHsmni0goCkyChEXJEAPOEQ0XojkizjDgWINpjoChxcRozjHbdwJBmR9sf6NR3cfctaho6M45F/DUSrFffa52hYF1SxoKJyfLBbjDx009lMHl7AW3PW8Nib8wmGdi0k7WYe/OUUBuan8vIXq3j1izXIisLU4b351fTBNLa5mPHfr2loc3He6FymD8+hssnBPz9YRzgU5tqJWfRKsrCmopM5G5uJNgpcNMhKrFmktDnE6mo/gXDEMpAXHcagUWjyatjcqqXdL7I/kbA/wrLA+hYDISlIUVyIBo+WgBQ5R4MjTFGyHoNWIBBWCIVltJpIm04bEQrBsIxWI2Ix6nF6AsTYTIiiQIfTS1yUBYB2x/4frpyIHIpYkLdv4Il7ljPx9EQe+EtfVSz8zFAFw3HiRHZHunxEf349eRTbm9q4883PqO+MpIsTgMuH9eG6UQPYXN/Cw18tpcPrIyPayowJg4kzG3nyuw18V9VAn4QoftE/B0lW+O/qMna0uzg91c7gOAsVTj9f1nehkSXOskOCDqp0GjYZ9MiyTE5LO8kOB5IoUh0fS1O0HWmXNUEIhzF3dGF0utB7POi9XpAVFFFE1mrwxMfhTE1G+kEVRVkU2ZkQR3F9E3afH6c5Mih2aUQK9ngitGf9BoOoIaBExIRNqycsy/jkMNEGE46QHwWINZrp9P/4gvhkFgv7sy5s2djFr3+1hn4DonnsqcHoDXtbfFSxoKJy8tI/L41/3Hk+ZqOeux57nwVrtne3DcpP46FfTUEB7v7XJ6zfXo9Jr+X2C0cwfkAWX60o539frMNm0nHvpUPJTrbzyfIKvly1kwHZds4clIk/KPHKgmpq2z2MyDbSJ8VAqyvMhxs9tLvDZNok8mNDGDUKtS4N5V06PKHvR2gFq+jDLvowiUFMYhCtIKEoAjIibtlASzgKj2zgh8KitFNHui1MbnSIbe0Ry0C7J7JAjjWLNDolJFnpjkcw7eFuZLdExiOnJ0B89PciwUtuRqTWTFvXybMgPhSxULe1iTfvXsqQYbE88vhA+hv9PU+mioVTHlUwqHRjMeh54JxJnF6cy+wVG/jvvBWEdwX4Wgw67p0yhtG56byxcjOvrdiErCiMzUnlppF9aXZ7ufeLpTS7vJxfkM4ZvVLY3NLF65uqsGkFbshPwKYT+WqXVaGvCQaYwCXBVw7wpOtJ6XSQ2R4JnquJi6UxJgpJFBHCErbGZqwtrZi6HAiKQshoIGix4EpKRNZoEGQZbSBAdF0DMdW1uBMTaC3ojbKH21KHxUxIIxLt9XULhqCw+0cQZZfQKwKhXR6qdo0O165g5wSDmfZgxJKQbLLSsqsqdLLZxvbO1gPe11NRLJRsdXDbDavoXWDjiWeHYDSqYuFo8X//93/MnDmTu+66iyeeeOJ4d0flZ8rVZw7jnitPY0tFA7//z8c0d7i6266YMoibzx/FxvIGHnpxDp0uHxmJdu67ahxxUWYenb2EpZtrGJibwA1T++ALhHn0nTU0tLu4ZFQafTLsrK/q4st1TSRYRS4ZZMOgFVhS4WNbY5A4k8SE9CB2g0KdS0NZ5/dCQcEmeonXuojWeNEKMmFFxCvrcUpmQooGQVDQIBOt8RBvdOOR9VQFEvEpu8eSsCzQ6NGQaJL4PhllIBQZ93W7rAoGnYbArsrRMdbIsZ3uAClxkUKdTR1uCrIiefHrWx1MHJpPW5f7pIlhOBSx0FTeytu//ZDCIhuPPz2YgZZI26GkT1XFwsmPKhhUAMhLiuP/LplGtNnI79/5ioVlVd1t2XFR/OmcidiNev7w8QJW7qxHIwr8clgfphZmsaiijhdWbMGs03D3iAKyoyx8WFLDtzubGRZvYVKynRZ/iJeq2pGkMGdHQYwGtvhgow8SkwQG7azFFAzRFGWnJj6GkFaLzuslprYBW0srgiThi46iLTcHb1wsYdO+c1239Q5ja24hrrIazeZtNA7o2x0IjSDgNJmwe3u6EAnsHiSNiPjYNUlo9HSFIzEbSQYzLYHIAjjVYqfc0Q5AijWKBXU79ntfj3dGpGMhFsrLnNx63Sqysi08+eJQzJa9hxFVLBweq1ev5rnnnqN///7HuysqP1MsJj1/vnk6Z4wo5NUvVvLvtxYQ3uW2aTLouP/a05k0pDevf7WWFz9dgSQrjOmXyZ0XjaCl08Nv/vs1TR1uLh2fz9ShWazb0cLLc7YSb9Nx65Rc9FqRt5fWsr3BxeheJoqS9dR2hli8w0coLDEkKUSqVaLDJ7K4Tk9XQIOITLK2kwStE6MYxifraAnb6ZIs+7QgANSG4ogSvaTrOygwNlDiTyeg7HZp7fBryLRJ6ESFkCx0BzJ/P11YjBo8gcjiNyHajCTLdLr8DC1IQ5JkmjrcTBlZSLvDg8sbICs5lurGjmP50Rw1DinAubqDt2Z8QGaGif+8MJQh9sicqIqFnx+qYDgOnGjuSFP69OaBcydR3dbVwwUJYFzvDH4/ZTQNDjf3fTifRqebKKOe30wcTO+4aJ5fvpl55bXkxdq4YWAukqzw+MpSmlxeLs6OJc9uZEWrm4VNDvL0MDQK3BJ86QBHWKFQcpJe68VpNLI+Kwmv0YDO4yVxewXWllYkvZ6u9FRcKUmEjT9eEEfRanGmpRIymUjdtBVLWzuehPjudq9eR7xr9yJep8D3Q5xWATMinl2CIUFnYrM3MgGkm2ws66hHJ4qkmm0saKgkyWzDpNVR6+o68g/hAByP4mz7Ews7tru46ZpVpKSaeOql4dhse8eUqGLh8HC73Vx11VW88MIL/PWvfz3e3VH5GZKdGscTMy4iMcbG3Y+9z7d7uCClxtv5v9vOJjnOxv3PfMniDZWIgsC10wZy0YRiFm3YyX8/XIlBp+G3Fw+hV0oUby0oY/76GsYWxnFav0Tq2n28v6IOg6hw8SArZr3I4nIvJc1Bsu1hilJDSDKsbdZT79agQSZV20GSzoGITIdkpSpoxy0b+fH4BQGHbMHtN9LXWEuqroOqYFJ3qzsoIAhg1CqEggL6XZaF0K58rLFWPQ5PxMKcHm+ludOLJCv0So2httVJWJLJz0igsj7y8CgvM5EN2+uO3odxjDhQFWfoKRY66rqYffd7JMTpeOql4YyIidwPVSz8PFEFw88YjShy5+RRXDFyAF9uKuORzxd111YQgF+M7M81I/uzcPtO/jl3Of6wRG5cFL+dOBhBEJg1ZwXlbV2cnp3EeQUZlHc4eXljJVaNwA15CehFkXeq2qlz+5lohQw9lPphjQdi5QBjwl1oRNiRFE9TlB1NMEhCaTm2pmbCBgNtebm4kpNQNHsH0v4YvtgYfNFRxFTX4omP635spAgCorI7KZ5ZVvBrI23Ru34OnYSxilrsGh0NIR+xeiM2nYGdHgdZ1hi0ooYKZzu50REhUrnL2vBDTlZXpP2Jhcodbm7+xUoSkgw888pw7FEnkVhoNv34PseZ22+/nbPPPpvJkyergkHlJ+e0ofn89dZzaO5wceUDL7Nzj6flQ4sy+PONU3G4/dz0f++xs7ETi1HH764Yw4Deyfzvi3V8sqSU3JQobjtnAAD/eG8Nda0urhybQUGajUXbWlmwpZUBaQaGZhlodUt8udVNOBxmdGqQeJPMToeWkg4dYRmStA5SdZ2IKLSG7TSGowkph75kkdDQGI4mU9dOgxDbbWWQdqVdFYXIfGA1RuYZdyDyd2KUgXWVXQBkJ9vZ2Rx5kFaQGU9ZTRsAxTlJfLZkKwadll5p8bw1Z80h9++n5EBiIcou9RALXU1O3rr7PaKsGp59dQRjEncVplPFws8WVTD8TLEbDTxyyVQGZabwj68W897qLd1tRq2Ge6eOYUzvDP63dD1vrd4KwOjsFG4b3Z+dnU4eW7gOdyDItf1zGJ4Wz9zKRj4tq6N/jJmpaVE0+0O8Ud2OQQlzThRoBJjnhKagQqHkIE320WExsyM5gaAoElNdS3RNHYoo0ta7F87UZBD3EAqBAEJbO3i8CF4vaDQocXEo8bGg1+/zGrvSUknZWoLWH9jtwqQoPap9xogSvl1iIh4tMgpdSOTrI1UrG4IeCqMiwWzVXicTUnsRkMLUuB1MyMijzefGsY8sSaeaWKiqcHPTNSuIjdPz7CvDiY7Z+56fsGKh0UykdvdPj9Pp7PG3wWDAYNj7Gt9++23WrVvH6tWrf6quqagAkWcpN184ltsuHs/cFSU8+NwXeP3B7vYLJ/bjzkvHsaaklodenIPbFyQ13sYDv5iA3WLgoZcWsLGimbF9UrlmchFVTQ6e/mwTJp3ALVN6YdRpeH1xDbWtHqYVm0mP1rK+NsDaWj8ZtjB9UkIEJIGl9Qba/RqiRA+ZxjYMQphWyUZDMJbQnksVRUYXdqGRfIhyAEGRCGuthLR2ZNGw26doD9rCdtJ1HURrPDSHo3dd964HR7uEQ7RJRJIV3AEZm1GL3aSjqcuPQachM8HGsq0NWIw6MpOi+GxpGemJUcTazWypaKIoJxmtRmRbVdMx+5yONgcSC45mF2/d9S4GjcJzr45kfErEVUkVCz9vVMHwE3MiuCP1Sojln5edidWo5443PmNd9e7FZbzVzF/OnUh6tI2HPlvEsso6BODiAXlcMiCPRRV1PL/8+3iFQlJtJl7aUMH6pg6mpEYxJN7CunYP3zR0UWiAwWZoDcNiN+jCIUaFO9Ejs0UTTVdaLKZOBxnlO9D5AzjSU+nMzEDW7fpaejyIFVUI9Q0Ibe0IihLxMzWZIBxGCEUWgXLvXKThQ0Db8+scskQGRK3f3y0YDOEwwV37RdnCRLkUqmwRYZKMjlbCSALkGGy0hfy45DCFtlhqvU48Uog+MYmUOdqQFJk+8clsbd97gjgVxcKNV68gJlbPc6+NIDZu7wXvkYqFY+aCtMfEdrSwZWuxmQ88dCreyGIkIyOjx/ZZs2bx0EMP9dhWW1vLXXfdxTfffIPxINzuVFSOFiaDjr/deg6TRxTy5LuLeOGjpd1tGlHkrsvGcuHE/rwzbwNPf7AUSVYYkJvEvVeNo9Pl43dPz6G5w8PlE/M5Y3AWCzfVMfvbUgrTbFwwPJV2V4BXFlZjEGUuHmRFFOCLrV5anSGGJAVJsUjsdGjZ2q5DQ5je+hZitF4ckonyQAp+ZdeDCUXCGGjBEGxDH+pEVCILWFnQoggiGl9E4IQ0Vhz2Pkianr97GZGgokUv7F7cmrSR36gvHBEMSTYNbR4JWYGcpMjx1a1e8tNjImKgpoMBvZPRiCIbdjQxZkAOYUlm444Grpg6FI8vwPbq5mPzQR0F9lx7/FAsfE9RdAPOVjdv3fUOWmReeHMkE9MjLrqqWNibQ5kLTgVUwfAzY3TvTP520RQaOp3c8canNHTtznzROyGGv543CUmWuevdOVS2daETRW4b059R2Sm8ua6UT7ZUkm43c+uQPBTg8RWltHv8XJkTR5pZz5d1XWzp8DDWCtkG2OyD9R7Ikt30llw4BR1rtXFoMkwklJZjb27BF2WnqW8xIUtkIBKaWxBLyhBq6yKWhNQUpJHDUZITwWKJWB4UBZwuxPoGxPUb0SgK0piRPa41vMvyoA3ufrpsDIUjFaEBa0hBq0CXXkRQIAUdpURSxeUabJT5HQhAgTWOFR316EQNBdEJfLRzKyatjl5R8cyv2d7jPU81sfC9G1J0jCoWDofa2lrsdnv33/uyLqxdu5aWlhYGDx7cvU2SJBYvXsx///tfAoEAmgMUKVRRORySYm08+btLyUiK5s5/vsfCtbtr7ZiNOv5y0zSGFKbz6Ovf8tmSSC6hM4bmctv5w9hY0cTfZy9FVmTuPH8gxVmxvDG/hIUb6zitXwITihPYWO3g09UN5CfqGJVjocUlMa/Mi0kMMzEjiCAorGzU0+zVkKB1kqFrR1JEdgSS6JQsgIAo+TH76zD5GxGUMCFtFB5TJkF9HGGNGYTI70KUg+hCDqzeCmIcG2iLGdHd9j0hRdNDMFi0CmEZgrvK8CTZtVR3ROaK3CQrTV1+PAGJftlxtDt9NHd6uXRSP2pbHLQ5vAwryqRkZzNef4ihRZls2F6HJJ+Yi8MfEwtx0QGKohtw7RILgiTx/BsjOT0zcj2qWFABVTD8pBxv68Klw/txz5QxLCmv5sEPv8EX2v2DH5GTxgNnjqWmw8kDny6g0+vHZtDxu0lD6BUbxeOL1rGqppm+iVHcMCCXJrefZ9eVY0Dhurx4dILAm5XtOPwBzooCqwYWuKAhoDAw3EmCEqBStFKhsWHxu8hYU4IQlmgp6I0rOQkEISIUNmxCbG5BibIjDx+K3Csb9lWsTRAgyo4cZQdRQFy9DooLISa6exfNrngMaZdFQVAUrP4A7fEWouwS8U6ZsABdBoFkdBgRqSFAms5MlFZPmd9BriUGm07PZmcrfWISMWi0rG9roF98ClpRZH1L/VH9jE4ksVBR7uKma1YSG6eKhcPFbrf3EAz74vTTT2fz5s09tl1//fUUFhZy7733qmJB5ajTp1cK//7txYTDMtc8+Bo76nanhk6KsfLoHdNJirXxm/98xtrSOgQBrpkygIsn9uGL5dt54fO1xFgM3HnBEGKtRv714XoqGjq5bEw6hWk25mxoZsX2dsb1NlGQpGdzfYAVO330igpTFBuizS+yrtmAIkvkGxqJ0vhoCdmpDcUhIyJKfiy+akz+RhRBg8+Ygs+YhqTZdyySLOoJGBIIa63Eda7E7KvDa87qsY9GkPHLu10pY4wyjkCk+Fu0ScRuFKnrDCMKUJBqY9WODgRgSF4Sq7c3oREFRvRJZ+6qHei1GoYXZ/DaV2sx6LQMKcrkyXcWHYuP6og5JLFw9zsQDPP86yM4IyeynyoWVL5HFQw/AzSCwIxpY7lkWD/eXL6BJ+ctR94j8Hd6vzx+PWkYyyvreOTrpQTCEklWM/dPHoZJp+WhuSvY0eZgQmYiFxdnsrG5k1c3VpFh1nFBVgxdQYk3drZjViIpU/0KfOEAORRxQdIgs04bS7ugJ7mzjnhXC96YaFoLekcyHzldaFatQWxoRImJITxxPEpG2j59UfeFnNcbcVsZms1bkcaP2X3dgYiZWtJHBIfFH0CjKCjxkb8T/DIdBhFFEMhS9LiQaEdisikatxSiJujhooR0OoN+qr1OJmfk0+h10eB1cV7v/jS4HTR7d1tojtS6cCKJhe2lTm65dhXxiQaee3UEMbE9YxZO2HgFOGHEwsFis9no27dvj20Wi4W4uLi9tquoHCmnDyvgkTvOZXt1C3c99n6PysS90+P456/PJRiWuPXv77OzsROtRuTuS0Yytl9Wd3BzVqKNO88fRCgs8fDbq3H7AvzytGxirXpmf1dLbZuHc/pZiLNo+LbMS1V7kKFJAZItMmUdWso6dcRoPGQbW5EVgTJ/Ck7ZDIqE1VuB2VeLImhxm3PwmdJQhINbqkgaEz5jKhZfDV5Teg8rg16Q6OL7vxVijTK1rsjfmbFawpJCgyNMTqIFs0HDtjoXeWnRRFsNrC5rpl+vJOxmA0s31zC0KAOzUc+SjZUMLc7EqNexbFPlUfuMjhaHIhbevuddZH+YF94YwdTcyNyrigWVPVEFwymOUaflrxeewei8LP722QI+WV/So/36UQO4akQ/PlpfyjOL1yIrCrlxUdx32lA8wRB/+GoZbW5fdzG2+VVNfFRay4BYM9PSoqhwBfi4ppNsncxICzSFYJEb4sI+iqUu3IKOjdo45HCYXm1lmEI+2nJzcKSngixHLApbtoHJRHjCWJTMjIMWCt1oNMipyYhtPbMVGVxuFEEgtKtIW6zHS1gU8ZoNGMMKMUGFzTEaNAr0wkAZfkQB+pqi2errQhQEBkUnsbKjAY0gMjQhjW8bKhGA4SmZfFe3e4I4nvUWjrZYKNnq4NbrIqlTn355uCoWVFROEa6aNozfXTOZOStK+OOznxEM7fZfH1KYzsO3nEVdSxe/ffIzOl0+LEYdM68eT2FmPI/OXsLyrbX0zY7j1un9aejw8J+P1mPWi9w0OQdFgRfm7yQcDnHBgEi8wqebPfgCIcanBdBrFFY0Gmj1CmTp2kjUOekIW9gZTEBCgyHQis1TjiiH8Jiy8JoyUMRDX6IE9HGY/fWIcgh5l3VOJ4TRCRK+XRYGu17BqFVo9UXae8frqO0ME5ZhYE40rc4ATV1+zhzei9YuL5WNDu66pJj6NicVDZ1cOW0oVQ0d7Gzs5OozR1DX3ElFXdtR+ISOHgcrFr6PWVACYZ5XxYLKAVAFw0/E8XBHirWY+NcVZ5MZF81v3v6S5TtquttEQWDG5JFM65PL89+t4921ER/VAanx/GbCYGq6XDz67Rq8wTDXDujFkJRY3i+pYcHOZiYk2RiTZGNNWyS4eYgZ+pgiKVNXuSFPcpIte6gXTZRoorH6HKS3VRHW6KgbPICgzYrQ2oZm2QpwuZH7FCH367NX0PIhodNBqGcmHKPTScBm7a72HOv24I42gSiQ7I4EN7eYRDLQY0CknAC9jXasGh0bvR30scVj1epZ1dFI/9gkrDoDy5uryYtJINZoYUVTNXB84xaOtljYsrGL225YRWa2hadf2jt16gkrFk4xobBw4cLj3QWVUwhREPjdNZO56sxhvPzZcp54awF7GJmZPCyPP1w3mXVldTzw3Nf4AiFibSYeun4icVFm/vi/bympbmV0cQrXTSlmc1U7z32xifQ4E5ePSafDHeTNxbVEm2B6fytdPpmvt3mwacOMSw/gCwssrjMiSRLFxiaMQoidgQRaJRuCHCLKXYIx2EpAF4srKn+/rkcHw/fWCEHZvbi1iZHYNJcUSSqQYgkTkqDdJxJtEkmwaVlf58GoEylOs7FgaysGnYah+Ul8vaYao17L6L4ZvLcgkkJ13IAc3pyzDkGAiUPz+HrZtr07chw5aLHQ4uKtu9+FoGpZUPlxVMFwipIWY+fJq87BoNNy0ysfUd68++m7XqPhgbPGMjw7jYe/WsK3ZTsBGJOdwu1jB7CxvpV/LV4PwM1DepMfZ+flDRVsaOrk7PRoBsSamd/gYHWbm/FWyNLDSg+U+yLxCvFKgFKNnRrBTFJXA4nOJhzmaNoHF0bqIKzfiLhlG0psDNL0MyE6qkff5WCQcFs74dY2JKcTfWYG+ox0BPEA9RhCIdjT11uWMXd04UxNASLuSNZAkJ0Z0aAopHskmk0ikihQqJhoJoRTkDjbHE990EtL2M8FcYVUex00BTxcmjeAGncXdR4n12ePoMvvo7Sj+ZQSC+tWd3DnjWvoXWDjyReH7lWUTRULKionHzqthr/ddg5njCjkL//7ivfmre/RftGk/tx16Ti+XlHKo68vQJJlUuJs/PmGSYiiwH3PfUNti5MpQ7K4bEI+izfX8fq8Uvpk2LhgeBpVLR7eWVZLrzgt43qbqOkIM7/MQ6YtTJ+4EE1eDeua9VgFLwXGFsKKyDZ/Gj7FELEquMsQUOiyFRPQJ/awMCuKjBJwofi6UAJOBL0VMSoNQbPvVNqwh1DYwx0pSuPBK+sIowUU0m0SjR4NCgJFyXp8IZmajjDD82IRRYENOx2MKkpBr9WwdGsD4wdmo9OKLFhfxaQhuZiNer5ZtZ1B+RkkxtiYv7rsqH5mR8LBioVInYV3ESWJF94YyZRekf1UsaCyP1TB8BPwU1sXilISePyKs3H7A/zqpQ9pdOz2s7cYdPz13En0Tozlj58uYHV1IwBTC7K4fngx31XW8+yyzRi0IrcOySfVZuKZNdup6HBzcXYsOVYDH9d0ssPhZYod4rSR4OaWoMywcDtmRWKdNpZOtGS3VmD1O2mMTqPNnoTZ50ezeAlCRyfygH7IfYu7ay0oikKwaifejZvxl22H7wvI6fW4F32HaDZj6t8X2+mTEPbhsiR0dqHExHT/bepyoAmHcSfEAZDp7SKk0+CKNhHvlzFLsNmiIUbRkIKOBTiJ0xrINdr4pLOGeL2JYns8b9Zsxa4zMCguldk7NiAiMC6tF0saKomJ8h/5Z3WCiIUVS1q559a19B8Uw7+eGYLZ0nNoUMWCisrJh9Vk4InfXMSAvHR+868Pe1RuBvjlOcO5fvpw3pq7nqc/XIqiQE5KNH+6fhJuX5AHX1pAm8PLhWN7c/bwHD5fWclHSysYlR/LmYOSWV/VxSerGxicYWBIppEtDQGWV/roEx8iJypMeaeWkg4tydou0nUdOGQzlYFEJAVsnu2Y/fUE9HE4rQWRGgq7kP0O5PYdSB0VENpV50bUgRwCQUS0p6LNGImgt+x1zdqwB1nQIIkRa4KAQrTGS3M48mAqwSRj0Smsa9aiFaEgSU9JUxBZgeG9Y9la68TtD3P6oAzWV7TQ4fJz9sg8VpfU0+bwcvaYYtaU1tLQ5uSGc0fT0Oo4YSo8H6xY6Kx3MPvudzGICs/PHsXkLDUbksqPowqGU4wh2an887KzqGzt4Ddvf0mXd/ei1m408OiFp5Nkt/D7D+dR0hjxuTyvby+uGlzI59uqeH1NCTa9ljuGFRBl1PHvlaU0u31c0SuWJKOOd3d20Oz1M80OJhHmOMEfDDMi3I6CwCptPEFJJrelDJ0coioxD4/JjkVsRfP5SjAYkM6cghIfWcgrioK/bDuuBYuR2tvRxMVhGz8WfXYW2vg4BJ2OUH0Dvk1b8KxYhSGvN4aszJ4XHQ5HREjm7pz3tuYWgiYjQasFrSQR3e6hLdkOgkC2W8KhE3DoBcZhwoNENUHOtKTjlkJs83VxbmoennCQ9V3NTMvIR1ZkljXX0C8hhTiThUV1O474szpRxMKCb5q4964NDB8dxz//OxijsWdWHlUsqKicfMTazTwz83LS4qO45ZG3WFta290mCPDrS8Zy6ekDefqDpcyeG7E6FGTEMev6STS2u/jTKwtxeQJcfXohkwZk8PbCMr5ZV8NpfROY2CeB70ramLephXG9TRQl61lR5WNLQ4ChyQESzTIbWvTUujTk6FuI17qpD8XQEIpBI/mIdW5FK3lxWvLxGVO7rQqyrxOpYT2yoxY0esTYHDRRWQimaNAaIehBctQgNWxAatmGNn3YXtetCzsIa6zd54zWeNAKMp3hiLjoFRXCERDoDIj0TdGj08DWxgCFaTbibHo+WFlPv5x4UuOsvD6/lL45iWSnxPDSl+vJTolhUH4aD704B71Ow5SRhXzw7YYe7l3Hi4MVC23VHcy++z1sZpHnXxvJpAyl5/isigWV/aAKhmPMT2ldGJ+fzd8unsL66gZ+/+7X+PdImxpnMfH3C0/HbjTwm/e/oaqtC4ArBuVzQb/evLexnPc2lhNj1PPr4QUYNCL/WlmK0xfkqtx4onQaZle24woEOXNXlsivnSCGggwLd+ATNKzXxqEJ+Mht3YEkatmRXEhQq8faUYpmawlyVibSqOHdlZmDdfU4584j1NCIvlcO0dPPRJeetpcFQZ+ehi41Bd+2bQSra/YSDEJDI4IkIWekASCGQlha2ujMyYoIBF8XggLtiXaiAjKxAYUNcVqsaOiFgVV4sGi09DfHsNjVjF6jYVRsKgtaa5BQOD2tN8uba/CEg5yRWUCtq5N25cieKJ0oYuGLT+qZde8mTpuSxN/+ORCdvqfblyoWVFROPpLj7Dw38wqsZgPX//kNymt3p03ViAK/v3oSZ48p5p9vLuTjxVsA6N8riT/8YjyVDZ38+dWFBIISvzyzLyMKknl5zlaWbm3g7MHJjMiL7U6bOrnQTHaclgXbvexsCzI6NYBNL7Oy0UCnDwoMDVjEABWBRDokG/pgG1Gubciino7oIYS1VgCUkI9w/VrkjgrQW9FmjUGMyUEQf5BS2GBFm1iM4u1Adu2jqrIiYQh24DZnd29K0DpxSwZ8igGbXibJIrOuWY8oCAxIN7CjNYQ7oDChOJ7KZg917T6uOr0PFY1dbK/r5I/XTmBnYycbdjTxmysn0ObwsHBdBZOHFxJtM/PJok1H/fM7VA4kFvas4NxU3spbMz4gIU7Hs6+OYHyKdEhiQRUKP29UwXCKMK1fPrPOO42FpVU8+NE3hCS5uy3RZuGxiyejEUTufm8u9buKtV07tIizi3N4bU0Jn2+rIt5s4M5hBd0F2QKhENfkxmHQiLxR0UY4HOLMKAjI8I0LLGE//cOddAl6NmpjMXsdZLRV4TVYqEnIRZZlzFuWIzpakYYORi4qAEFADgZxLViEd/VadCnJxF59BYbsrP1cWQRBFNGnphJqbNyrTdxZgxIVBbvy3dsbmxEAV3Ii0ZYQcRVOOuMtSDoNvdpCuLUCLUaRMZgJoLAdP6dZUwkrCms9bUxIyEIUBL5rr2VofBpxRjNz63dg0xsYmZLNhztXHNFndaKIhXffrOb//rSVcy9M549/64dG01OoqWJBReXkIzM5hhcfuApJkrnuT69T29zZ3aYRBf54wxlMHNybP780l7krIy5Kg/NTuP/q8WypauHhNxYjSTK3TO/HgF4JPPflZtaWN3P+8FQGZEfxyeoGNu7sYlofC8k2DXNLvLQ4g4xJC6AXFZbWG/GHJIqMjWgEidJAKh7JgMW3E4u3ioA+Hqe1CEXUoigKckcl4bpVIAhoM0YgxuXtLRR+gGhJINxRgSJLPfY1BNsRkAkYEgAwCkGiND6qApG/e0eH8IUF6t0aCpN0WA0i62sD5KdYSY018cqCavLTY8hPj+HJTzaQlRTFsMI0Hn93GTazgWkjC3lr7nrCksyFkwawrrSWnY0dR/sjPCQOVizUbWnk7d99RGamiadfGs7ohPA+xYJqVVDZH6pgOIb8VNaF8wYVMXP6RD7fUMrDny/sUWMhxW7l7xdNBhTufm8uLS4PAnDd8GLOLMzmxZVbmFtWQ6LFyJ3DCwhKMv9ZVYosyVydG49GgNcr2hClMFPt4JbhGyfEhn30kbpoEYxs1sYQ62olpbMWhzmGuvhsBL8Xy9ZliFIIafIklJRkAII1tXR98jmy14vtjNOwDBt64GDmPZCDQbSxMT03+v0INbXIA/sDIIQlomvrcCYnYY3XENfoQCvJtKZEER2QSfDLbIzVYkdLbwysxoNZo2WIJY6lrhYQBCYmZLCsvR53OMTZmYVs7Wymxt3FBb37gQBLm0oP+7M6EcSCoii8+HQFTz+xnauuy2bGzCJEURULKionO7np8Tx//5U4PX5ueng2rZ27F3lajcisX05h3MAcHnzhaxavj6SFHlqQysyrx7FueyOPzl4CwG3nDKBPVhxPf7aRzVVtXDQijT4Zdj5YUU9ZvZOz+kRqLHy51YPTF2JsWgBZgSX1RhQpRJGxEUkRKfGnE5BFolzbMAZbcJuz8ZiyQRAiVoXqpcjOesSYXmgzhiFojQd1nYoUAo1uL2Fh8jcQ1NqRNJFxIlXXSUDW0i7ZsOpk0q0Sm9t0iILA4EwjO1qDOHwyV45PpKrFQ2WLh3svLaK62cmGilZ+d8UYmjrcfLexmqumDkYUBD5ctJms5FhG9svh/qc+PQqf2uGzL7GwpwsSROaccOl63rh7KcV97Pz7+aGMiAmp8Qoqh4wqGE5yLh3Wj9+eOY53V23msa+/Y09XytQoK49dfAaBsMTvPphHqzuyCPzliD5Mzs/kueWbmV9eS5LFyF3DC/CGJP6zugxBlrk6Nw5Fgdcr2jEoYSbboUuCeS5ICnsplhzUiWa2iXaSHA0kOppotSfRFJ2GxtmBedsKBIuR8Gmng82KIsu4ly7HvXgJuvQ0Yq++Au0eVZl/DEVRkDo7MeRk99gu7ohMenLvSIqHqPoGxLCE1CcVMSyR0OSgI95KSK8lrzWEUyfQbBKZiBkfMmX4OcOWRlCRWeVpZVxCBgZRy/zWaoqiE+hlj+XvGxcjInB2r0JWt5TjDh9esPNPKRb2Z1WQZYXHHynhzVd2ctvd+fzqtty9XMBUsaCicvJRmJ3EszOvoKXDxS2PvEWHc/fvWKsR+evNZzK8OJM/PPsVSzftBGB4URr3XjmWNWUN/OOtpQDcce4ACjIiT9hLatq5ZFSkevN7y+uoaHJzdl8LUSYNX2zx4A+GGJvqJyALLG8woFcC5Bkb8cl6ygMpSLJMjHMjurCLLlsfAoZEAGRnI6Gd3wEK2tzT0ERl/PByDogSdCHorT22acJeDKFOHNYiIGJdiNW4qQ7FoyBQGBvEFxaocWrpm6bHrBdYUx2gb6ad5GgjL86vok9WLPnpMfz7o/VkJEYxpm8mT3+8Co1G5KJJ/flqeSldLh83XTCGDqeXuStL9tW9n4SDFQvutav5929WMHxUJEZtiC2gigWVw+LgHu2qHDI/hXXhqlED+e2Z43h92Xr++QOxkBJl5Z8Xn4EvFGbGe990i4UbhhczOT+TZ5dFxELiLrHgCYV5YlUpgixzVW4csgJvVLZhVMKcYYcOKWJZSAl7KJYcVIsWtol2UrrqSHQ00RidRlNMOtr2Biybl0BcNOFpU8BmRfb66HjrXdyLvsM6ZhRx11x5SGIBINzcjOzxok9P370xFEbcVoqSkw1GI2IoRHRNHf6sRGSzgcQGB4Ks0JIaTZJPJiaoUB6lJREdORhYh5corYHB5jiWuVoQRZHTE7JZ1lGPIxTg/Ow+7HR1srmjiUm5KSSYopjfsPmwPqsTQSyEQjJ//N1GZr+6k5kP9eHG23sfdbGgbzWoYkFF5SemT68UXvzDldS3dPGrv765l1j4803TGF6cycxnvugWC0MLU7n3yrGsKqnn77ssC7fvEgv/+Wi3WChItfH20tpusWAziny22U0gFGR0qh+fJLCs3ohR8ZFvaMQtGykLpCJLQWIda9FKXjqiBhIwJKIoCuHGDYR2zEUwRaMvOvfQxYKiIDvrESyJPbZbfDuRRD3+Xe5I6bp2AoqWtrCdWKNEqlWitEOHXisyOMNISVMQT0jhjP6JlNS7qG33cfG4fMrru9hU1cY1U/rT0uXh23VVnDeuD1FWE7PnrsNi0nP+hAF8+O36HoXvfkoOViw0L1jK43cvY9LkROa8UKSKhZOIp556iuzsbIxGIyNGjGDVqlUH3P+JJ56goKAAk8lERkYG99xzD35/z4ebh3rOH6IKhpOUa8cM5q4zRvO/xWt4ct7yHm0pdiuPXXQGwV2WhQ5vJC3dtUOLmFaYzfPLN7Owoo5Es4G7v7csrCpDVJRusfBmZRsmRWKyHdrCMN8J6ZKbQslJpWilTLSR1lFDnKuV+thM2qKS0TXtxFyyilBcCtLkSWDQE2pto+2lVwk3NxN71eXYJo4/aBekPfFtLUEwGdFn7w54FkvLIBhE6t8XgJjqWgTAW5CB3h8irsVJa0oUsk5DviNMi1Gk3SAyHAtthNlBgNPtKTilEKs9bUxOzEYjCMxtrqIgKp7imEQ+2rmVuOgAU9IHUO5opMrVcsh9PxHEgs8b5p5b1zL3q0b+74lBXHrV3jEjR0MsHHUazapYUFE5AP3z0nj+D1dQUd/GzQ+/hdOze5GgEUX+dONURvXN4v5nv2Tl1kjxzsH5Kcy8ahxrShv459tLEYSIWCjMiOHJjzdQVtfBxSPTKEi18c6yWna2eJje14LVIPD5Zg9SOMTolADukMiyBiMWwUNvQxMOyUx5IAUh7CPWsQ4U6IgeTFgXhSKFCFctQmrciCZlILreZyDoDr1Am+JphaAHTczuMUwT9mAMNO9yd9JgFX3EaL3Uh2JRgL7xQTr9InVuDcOyIuPUmuoAo/PjsBp1zNnQzOjiVDITbby3eDsFmfGM7JPBm99sQhQFrpo6hDkry2hoc3LBxAEY9Frenrv2iD63w8FYFH1QYqEwqp4dHy7g2QfWcNFlmXzyZAF6vaiKhZOEd955hxkzZjBr1izWrVvHgAEDmDp1Ki0t+15/zJ49m/vuu49Zs2ZRUlLC//73P9555x3uv//+wz7nvjjkldvixYs555xzSE1NRRAEPv744wPuv3DhQgRB2OvV1LSPDAenCMfaunDDuCHcfvpInlu4iucW9lSICVYz/7h4MkFJ4jfvf0O7JyIWrhxcwNnFObywYgvf7qgj1qTnzuGFeMMS/15ViiLLXNkr4ob0ZmUbxr3Egod8yUWFaGWHaCW9o4YYTzt1cdl02BLQ15VjLl9PMCUHYdo40GjwV1TS/srrCDodcTdcu5c70cEi+/x4123A3K8vwvfF2Xw+xC3bkPN7g82KzuMlqr4RX14qil5LanU7YZ2WtmQ7vZwSBgm2R2nIw0ACOlbhppfRSoEpim+djdh1BibEZ7CgtQZXOMjFvfqx09VJdbiKXrYkCqPTmFu34ZD7fiKIhc6OIDdds5J1qzt48vmhTDkrZa99TlixoHLCos4Fx58BeWk8e9/lbK9u4db/ewe3b3chSVEQePCXZzC6XzZ/ePYrVmyJVKbv1yuxO2bhH29H3JBuPrs/RbvEQkltBxeMSKMo3c67y2qpao5YFiy7xIIshRiVEsAVFFnRYMAueMjVN9MpWdkRTEITchHrWIcs6OiMHoSkMaMEPYS2f43srEfbaxLalAH7rKdzMEjNW8BgQ7AmRTYoCjbPDiTRiM+YAihk6dtwSwY6JCvZ9jDRBoUtbToSrFqKkvWsqfZj0GsZXxzPyvIOvEGJi8b2ZlVpExWNDm44axCVDZ0s3riTCyb0I9pm4rUv16DViPzi7BF8vXwbLZ0/7YL6h+uK/YoFez1rXviKNx/bxK9uzeWNv+Wg0QiqWDiJePzxx7nxxhu5/vrrKS4u5tlnn8VsNvPSSy/tc/9ly5YxZswYrrzySrKzs5kyZQpXXHFFDwvCoZ5zXxyyYPB4PAwYMICnnnrqkI4rKyujsbGx+5WYmPjjB6nsxa/GD+WWSSN4dsFK/rd4TY+2GLORf1w0GUWB330wr1ssXNAvl/P75vLK6m18s72GaKOeu4YXEJZlnlxVhizLXNUrDo0Ab1a2o5clJtugPQzfOiFN8pC/y7JQsUssRHvaqY3Pocsah6GmFFPVFvwZ+YiTR4Io4t20mc6330OfmU7cdVejjY4+7Gv2rFyFIklYRo/s3qZZvymScWlAP1AUErbvQDIb8OWmEtXpxeb005AVi0mCbJdElU2DpNUwFAs78NMqhJliT6M64Gabv4vpKbl4pTDzW6vpF5tMYXQCc1rWATA9awgNng7WtVUeUr9PBLHQUOfl+suX01Dv48U3RzJybEKP9mKtVxULKoeFOhccXwYVpPPszMsprW7mtkffwesPdrcJAtz3i9OYMCiXWS/MYdnmnUCkzsIDv5jA1qpWHp29BEmW+eW0vvTPiefpzzZRUtPBuUNT6Jdh5/3ldVQ0uzmrrwWbQeDzLR6kcJiRKQFcIZEVjQbsoode+mbaJSuVwUR0IScxzg2ENWY6owYhiwZkv4Ng2Vco4QC6/DPRRGfu54p+HNnThuyoRZs8AEGILF/0oXYMoQ7clt4giCRpHZiEINXBBAwaKIwNUe3U0BXQMK63iTaPzNbGIGcOSsIflFiwtZVzRvbCqNfy7uLtjOmbQVFWAi99uQ6TQcc1Zw7hy2Ul1Lc6OGdcP5Lj7Pzvk+U/0tOjy8GKhXxLLd8++jFfvVbOvQ8W89TvMxAEVSycCDidzh6vQCCwz/2CwSBr165l8uTJ3dtEUWTy5MksX77v793o0aNZu3Ztt0CorKzkyy+/5Kyzzjrsc+6LQw56PvPMMznzzDMP9TASExOJPoJF48nCsbQu/GLMIG6aOJyn5q/g1aXrerTZjQb+fuFkjDot97w7tztm4ayibK4YVMDb68v4smQnVr2WXw/LR0DgiVWlBMJhruoVj35X6lRRjsQsdEkRy0Ky5KVQclK1y7KQtodYcFhiMdSUYqwuwZ9VhGbCIAA8K1fj/GY+poH9iTpr2mG5IH2P5HbjWbkay7AhaKyRIDehtRVhRwXy8KFgMGBraMLkcOIYVYxGVkipbscRbcYVZWJoawi/BqrsGkZhQQBW42GENYFYrYEPW6vJMUcxNCaFt2q3EZJlLs/tT4W7mRJnAxmWeAbG5fBCyTccSm2eE0EslGx1cOeNazCZNLzyzigysnpWRVWDmw+TJB9YQwfex73vyfhUQp0Ljh99c1N4+t7L2FrZxK//8S6+QM/v44wrJjBtZCF/fmkuizdEHnTkpEQz6/pJVDZ08vAbiwlLMteeUczQ/ESe/Xwzm6raOHNQEoNyovloZQNlDS7O6mMh2qTh881uQsEwo9P8eHaJBdseYqEqmIgu5CDauYmwxkZXVD8UQYvsaSNUMQ9Ba0LXe/I+KzMfLIqiEG5Yh2CIQozN2bVRwuYuJ6CLIaCPxyCESNN10BKOwqvoGRofRAG2tevpl6Yn3iLy8UYP+alWitPtvLOsjoQoE5MHZfLp8ko8gTDXnTWI1aX1bKpo5lfnjsBk0PHy56vQiAK/PG8U81aWUlnfdtjXcagcjFgoim4g4Anyyf0fUrK6hf97YhB3nxupbK2KhWPIIcwFGRk9Y3VmzZrFQw89tNfubW1tSJJEUlJSz7dKSqK0dN8ZGq+88kra2toYO3Zs5HcSDnPLLbd0uyQdzjn3xU8WwzBw4EBSUlI444wzWLp06QH3DQQCe6mxk4FjKRauHDmAO04fxQuLVu8lFiwGHY9eeDrRZiO/+2Aejc7Ij35S73SuG1bMx1sq+HBzBUatyO1D8zHrtDy5ugx3MMSl2XHYdBreqmwnHI6IBbccyYaUIPko2hXgXC5aSemq63ZD6ikWiglkFgLgWrwE5zfzsYweSdTZZx6RWABwLfoOtBqso0dFNkgSmmUrUeJikfN7o/EHiK+swp+ZSCghitSaDgQFGrJiyfDIxAYVtsboSEJPPkbW4MGo1THemswqTytt4QCXpBdS7XWwsqOBsclZZFqj+bQ+co/PyRpCs8/Bypbyg+7z4YiFopiGoyoWli5u5ZdXriApxcgr76piQeXE4ecwFxxLinsl8+zMK9he07JPsXDHJWO5YEI/Hn39W+atjoxbaQl2/nTDaTS2u/jzqwsJhiQuHpfH+H5pvDxnG+t2tHBa3wRG5cfx+domNtc4mFxoJt6q4autHnyBMKNS/fjDAisaDVjw0kvfTEe3WHB2i4XOqP4RseBuJlQ+F8FgR5c/7YjEAoDsrEdxNaJJG9xtXbB6qtDIQVzWfBAgW99KWNFQF4ol1RIJdN7cqses1zAs08jmhiCOgMI5Q1LY3uBiW62TayYX09LlZc7anVwysQ+xNhMvfr6WhGgLl58xkHfnbaS1y8O00cVkJsfy/McH/s4eTQ5WLLjaPLx911tUbW7n6ZeGq2LhBKS2thaHw9H9mjlz5lE798KFC3n44Yd5+umnWbduHR9++CFffPEFf/nLX47ae8BPIBhSUlJ49tln+eCDD/jggw/IyMhg4sSJrFu3br/HPPLII0RFRXW/fqjMfm5cNLQPd08Zw0vfreGFRat7tBm0Gv523iSS7BZ+/+E8ajsjE+qIzGRuHtWPr0t3MntdGVpR4ObBecSbDfx3dRntvgAXZcWQYNTydlU7nmCIM+wQUmCeE6KlAH2kLhpEE2UaO0nORuJdrTTEZtJljUNfV95tWQhkFmDOMeFavAT34iXYJo7HftrEw/ZR/Z5gfQO+DZuwjRuDaIrk5xY3bAKXG2n0SBAEUiu2o2hFPH2ysHd4iO7w0JgZi07UkOcIU2MRcRk0jMFKI0G2E+DMqHS8cphFrmbGxaeTYrTyfl0Zeo2Wy3r3ZX3nTqq9baRb4hia0Jsva9YiH6R94XDFwuGwP7Hw0Xu13HXTGoaNjOOF10cQG9dzYa+KBZXjgToXHDm90xN4buYVVNa3cduj7+wlFq47exiXTx7I428t4otlkZSf8VFm/vLL0+hy+3no5QX4AmHOHJbNmcOyeWtBKctLGhmZF8vEPgnM3djMmopOJuWbSI/WMqfES5c3xMjUAGFZYEWjEQN+ehuacUhmqoKJaMNuop0bCWusdEb1B0GD7G4htGMegjkuEtysPbLxQpFCSHWrEazJiLuyKulCXZj9tbjNOUgaMwlaJ3aNj53BBHQagX4JQRrcGho9Gibmm/AEZVZX+5k2MAmDTuTTNY1MHJBOXlo0r88vJSnGyoXji/hwcQmN7W5uOn8UvkCYN75ei0YUuPmCsSxaW07pzuYjupaD5WDFQktlO6/dOhtvh5+X3hrJtWNNPbPV7VGQbX/Vm1WxcOyx2+09XgbDvn8T8fHxaDQampt7fs+am5tJTk7e5zF//OMfueaaa/jVr35Fv379uOCCC3j44Yd55JFHkGX5sM65L465YCgoKODmm29myJAhjB49mpdeeonRo0fzr3/9a7/HzJw5s4cSq62tPdbdPGKOlXVhat88fnfmeGav2MCzC3oGOGtFkQfPHk9ufAz3f/wtVW1dAPRLiePOcQNYtrORl1dtixRqG9CL7Ggrz6wpp97l45z0aDItBt7f2UG7P8hke+TLMNcJRilI/3AHrYKRrZpo4lwt3alTO2wJ6JqqIzEL6fkEMgsjYmHJsohYmDQB69jRR3zdciBA10efoktJxjxkMABCUzPi1pJIkbaYaJLa6tC3OnAPzEWjQNrOiCuSI9ZMv44QQRHKo7QMx4wRkSW4GWCOJddo40tHHWatjrOSc1naXkeNz8nl+fmYNHo+a4gsYC7MGUGzt4tlzWUH1efjLRYUReGpx8v48/2bufCyDB57ajAmc0+vQ1UsqBwvfi5zwbEiLTGaZ++/nIY2B7f93zt4fMEe7RdO7Mevzh3B8x8v58OFkfTPdouBP98wCUmSmfXSt7i8Qcb0SeXicXl8uqKSeetr6Zdp56zByXxX0saS0nZG9zKSG69jfpmXZmckwFkUYFmDAVEOkmdowi0bqAgmIUo+YhwbkTRmuux7ioVvEMzx6HJPQ9Dojvjaw/VrUIIetJkjI8HycpgoVwkhbRReUwZGIUimrp2WkB2nbGJgQgAU2NSmZ0C6kUSbhgXbfeQkWRnSK4avNzSj02q5eFweCzfVsb2uk1vPH0abw8t7C7bSJyeJM0cV8sInK/D4g5w7vj/ZqXE89f7iI76Wg+GHmZD2FAtx0YFusVC1tpZXb3uHGJuGV98bxXl9tD2Fglq9+aRDr9czZMgQ5s+f371NlmXmz5/PqFGj9nmM1+tF/IE3h2ZXghhFUQ7rnPviuBRuGz58OEuWLNlvu8Fg2K/6OhE5VmJhfH42s84/nS83lvHvuct6tAnAvVNHMygjmQc+WUBpUzsAveKi+N3EIWxpaueppRtRgMv7ZNE/MYbn15dT2eVmcoqd4mgTH9V0UusJcIYdLCJ87QRBCjMo3IFD0LNZG0OUt5PUzjpa7Um0RSWjbW/EVL6OQHI2gexizDkmPKvX4F64GOuEcVjHHPyX70A4v56L7PUSe+VlkcxIgSCapctRkhKRiwuJlR1YttXg65VCKCGanO3NKKJAfXYc2W6ZqKDCqgQdyYKeAkwsw42g0XBGVCobvR1UBFz8Mrs/AVni88YdFCTpmZhYxLzmLXQEPeTZUxgYl8Oz2+YgKfIB+3oixCsEAhIP3beJOV80MmNmIVdfn3NMaiwcdVSh8LPmVJsLjhWJMVZefOBKvP7gXtmQAM4Yns+MKybw1tz1vPZVJN2nUa9l1nUTsZj03PfcN3S6/PTPiefaM4pYuKmOT5ZVkJtk4cIRaayv6uKbTS0MSNPTL9XA4h0+qjtCjEwJYNQqLKk3IssSRcZGArIukjpVChHj2IAs6ui0D0ARtci+zkjMgjn2qIkFqbMauW072sxRiMaoXVmRtiMoIRy2gQiCQq6hmYCipTYUR449TJJFjgRlGzUMzTSwsS6AMwDXTIq4Iq2t7GLGRYPxBsK8t3g7pw3OoX9uMg++9C1hSeaeKyZQVt3C50u2YdBpufXicXy1bNtPYl3YV9pU2C0WIDLntH63nDcfWM2wEXF8+nQhUXZFdUE6RZgxYwbXXnstQ4cOZfjw4TzxxBN4PB6uv/56AH7xi1+QlpbGI488AsA555zD448/zqBBgxgxYgQ7duzgj3/8I+ecc063cPixcx4Mx0UwbNiwgZSUvVM7quymf0Yyf71oCotKK/nrZwv2coi5cdxgJuRn8efPF7OuNpKWMMFq4r7ThlLT5eKxheuQZIWpuSmMy0zkjc1VbGlxMCzewvAEK1/Xd1Hq8DHeCglamOMEb1hmRKgDv6BhgzYWU8BNettOOi2xkQrOrg7MpasJx6Xi7z0Qcy8zvtIynHPmYRk5HNu4MUfl2r2bNuPbvJWoc6ejjY0BRUGzZBmEQkhjRhFtCWFftB3JbsZTlElCowOL009VQRI2WSDXGabSpiGg13AmNuoIUoafK6N7EVRkvnE0MCg6if5Riby0cxMWu5dL0ifjCPmY37wVgEtyR1PtamV1644D9vVEEAsd7QHuuXUtZduc/P0/g5g8TU2bqnJyoM4FP47NbOCZ+y5HFARu/OtsOhw9x4Ehhencf+3pfLGshKc+iPjXi6LA764YQ1q8nZnPf0Nju5ucZDu3TO/Ppso23phfQlK0gcvGpFPR5OaT1Q30TtAxMsfE2ho/JU0BhiQGiTHILGsw4AspFBkbkRWB7YFkFFkmxrkJYJdY0EVSp+6Yh6C3ocs9/aiIBSXgJlyzDDE6EzEuDwBToBFToBmHtQhZYyJL34JRCLHNn4ZND8XxISq7tHQGNFw00EyHR2JNTYBLR6ejFQU+Wd3IpAHp9MmK4/EPIpmQfjV9CAvXV7GhvIkLJ/ajMCuRmx99H1lRuHLaUOKiLDz13qIjvp4f42BrLGx+4xs+fKaE8y5O582He6HTqTUWTiUuu+wyWltbefDBB2lqamLgwIF8/fXX3UHLNTU1PSwKDzzwAIIg8MADD1BfX09CQgLnnHMOf/vb3w76nAfDIQsGt9vNjh27F1FVVVVs2LCB2NhYMjMzmTlzJvX19bz22mtApPpcTk4Offr0we/38+KLL/Ltt98yd+7cQ33rE5JjYV3olRDDY5efxZb6ZmZ9NB9Z6SkXLhlcxKVDivnvgtUsqYiY6G0GHX84fRj+UJhHv11LUJIZmRbHufnpfF5ez/K6NgrsRian2Fne4mJdu5fBZsjWw0I3dIQUhoU7EFBYp41HEwqQ1VKBx2ilPi4LIeDFvHUFkiUKb8FQzL3MBOvq6fr4M4zFRdhOn3RUrj3U0orzq7mY+vXBvKsgm7hpC0J9A9JpE4hKMWBdW44QDOMYVYzFEySpvouW1CgCViODm4M49AKVdg2nYwPgO1wMtcTRy2hjdnsFWo3IxWkFrO9qpk6oZVB0NgX2FJ6v+JaQIjEkPpfe9mT+sfGTA0YunAhioaLcxV03rcHvl3jxzZH0HRDdo111QVI5VqhzwbFHr9PwxG8uJjHWxi9mvUZzh6tHe35GAg/fchbryur4++sLurfffv5wBuWl8OdXF1LV2EVitJm7zh9ETYuL577cjM2o5epxmXS4gry7vI4km4aJeSbKmoOsqQlQFBsi1SqxpllPV0CkwNCAVpAo8acTVkSiXVvQyD46owYja4woUpDQjvkgCOh6n46g0R/xtSuyRKhqEWh0aDNHIwgC2pATm3s7XmMqfmMysRoXiVoXVYEEQoKe0cl+XAGRbe06JuabMOlEvtzqZlBONMXpdmYvqcVs0nPJ+Hy+3VDL1up2/nDNeEJhiRc+X0us3cyN543k0++2srWyiWibiV+dP5r35q+npqnziK9pfxxs2tTephrmPfIpy76o5c7fFvD325LVtKmnKHfccQd33HHHPtsWLlzY42+tVsusWbOYNWvWYZ/zYDhkwbBmzRomTdq9OJwxYwYA1157La+88gqNjY3/z955h0lV3X/4vWV62dne+7Ls0nuviiCKvfcSNSZqLIkmJtZfLDEmlsRUjRqjxq6ICIogIk16XxZ22d777PSZe+/vj4Fdhl0QFAtm3ufxeeScOzPn7Oyecz7n26iuru7pDwQC/PznP6eurg6z2cywYcP45JNPIt7jROWbEAvJditPX3YGzV0u7np9EQElsvT89AFZ/HjaaF5Zt533toZ963WiyJ0zR2PW67h30Rq6/QEGxNm4dEgOK6ubWVRWT5pJx5lZsZR0+fi0sZsCg8ZQE6x3Q7UfRoQ6MWsh1skJhFSN/JYygrKO6sR8NEXBunMtmiTjGTQBJAnF6aTjzbfRpabgOPP0rx3gDKC4PXS8/hZSrAP73DkACLV1iFu3ow4fin1QCqa9dRjq23COKUTUyWTubcBtM9KcGsPI9hCSBtvidAzCTCZ6ltCFTWdgVkwa612t7PO7+FHOMACWdm/DLOk5J2MMWzur2eWsQxYkLsybyLa2Kko6aw871u+DWFi1ooVf3bqZlDQj/3x5AmnpkVVTo2IhyjdJdC/4ZpFEgcduOZsh+Wnc8PCrVNS3RfQnx1r5/S3zqGrs4J5/LEZRw66TF84czClj83nijdVs2duIxShz6zkjcPmC/Hn+FgTg8mlZaJrGy5/XYJIFZhebaXAqrCjzkmULMSA2xI5WHQ1uiVx9MxbRz25/Gn5Nh9W9F32wnU77MEKyNZzGseJztKALXeFpCLqv//etaRqh6tVo3o5whiU5HD/h6N5BULbRbRmAWfCTo2+hNWSlVbEyNiWAXtRYU2+gMFnPgCQ9S0s9GA06ThuZwvryDsoaXfz64nF0dPt6XJHGD8rg4f+soNsT4MHrZxJSVP7+bjg3/U/PnwbAP94+vNvc1+Vog5tdbW7euO0dako7+f2fRnLrGdFMSFG+XY5ZMMyYMQNNO/y964svvhjx77vuuou77rrrmAf2feebEAsxJiN/vvwMQorCz179AJc/MqhtUGoCv5wzmU9KKnhh9dae9p9MHkZeXAwPfLyWJpeHZIuRG0YVsKe9m9d3VWPXSVyQE0ejN8iCmg5SZI2JFtjtg10+KFScJGo+NstxuAWJnOa9SKpKWWohqiBiLl2H6PfgGj4dTW/AlKmj7T9vgiQTe/65CPLX92zTQiE63noHLRQk/spLEfV66OpC+nw1WmYG1inF6Jo7MJdU4xmQTjAljrzdYVesmvxEcl0qiT6VTfEydknHGMxsx0OjEOLa2FzaQ36WOusZE5vCsJgk3mjeiEcNcEnWRHSCxNs14YDy2RnDiTVYeXL7B4cd6/chuPm/L1Xxx0d2MXlaIo8+ORKLNRrcfDi694Xo9v3w6yJ820T3gm+We350KtNHDeDWP77J1r11EX0Wo57f33IGgaDCL//yQU+2pKnDsrl89nBeWbKN5ZsrkSWBm84cgcWo4+FX1+HxB7l0SiYOs47nllUSDCmcPtyCN6ixpMRNrEFhWGKAyi6ZfV0yKXInCbKLcn8SbtWIyVePxVeL0zKAgD4OAKVxG6qzFjn/ZEST47jMXWnajtq+DzlnGqIlATSVGOcO0DS6bEOQBY0CQyM+VU9lIJHCWIVUi8IXDXrMBpnJ+SZ2Nfip7gjx41PyaHMFWLS5kXMnDyA9wcrD/12H3WLk+jNGs2zTPr7YVcvkYTmcPGYADz73MU63j4KMRC6YNZInX11GR/fXX0/742jFQuPeFt761bsIqsq//juBC0bqI9fnaHBzlG+Bb60OQ5Qjo5ckHr9oLnaTgZ+98gFtrsgFKi3Gyv+dMYPdja388ZPeynwXDh/AlNw0nlm1lbLWLiw6iZ+MGUCnL8Bzm8uRBLggJ46AqvF2ZTtmQWOGDRqCsM4NqYqXHNVNqWSnVTSS2l6L2e+mKjGfoGzAUL0bub0RT9FYVIsdc64J5yfLCDY2EXve2UiW43CbpKp0vr+QYH0DsRechxQTA14v8tLlYDFjmTsO2eXDtmEvwWQHnoEZpFW1YfT4qSpIIkYRKHAqlNskuo0yM7HRSoiNeJgdk06sbOCdjirsegPnpxexzVXLbm8jRbZUxscXML9+I86QF4fewrys0Xxav4NGb2e/Y/2uxUIwoPLbe3bw+EO7uOyaXJ78+5jjLhYiUvIdT74jsRAlyonG9WdP4ryTRvLAPxfy+ebyiD5JFPntj08lKdbKnX9eQEe3F4CirARuPX8CyzZV8PqyHQBcOWsQeSl2npm/hZYuL7OHJ1OQYuWNNbW0Ov2cUmTGIAss2ulGFlTGpPhp84psb9VhF71k6NqpDzpoV2zIwa4edyCvKQMI10ZQGrYgpQ5Hisk4LnNX2spR6jcjpQxHissFTcPu2o0u5KTLPgRN0pNvaEQUNMoCKSSZVQbGBtndrqMroGN2sYV2t8LqfT7OGpuG3STz+upaBmXFM2dMNm9/vpfaFhe3XTARjy/Isws2YjMb+MWlM1i9vZIl6/cA8MurTqG2qZNXF284LvM6lKPNhORcv44Xf/I6SfE6vnhvZKRYiGZCivIt8p0EPZ/oHG/rgigIPHjOLIpSE/jpS+9T094V0W83Gnjk7JNw+vzcv+AzgkrY9DwtL53zhw/g1U2lrK1qRBQErhtZgFGW+NO6UnwhhfOyY3HoJV4qayWoKpxiB58Gn7nApgYZpHRSJ5qoFi3EulqJd7VQG5eFx2hFbm/EUL0bf/YgQnEpmHNNeHfswrNhE/a5c9Cnp33tuWuaRteHH+Er2Y3j3LPQZ6RDKIT06QpQFEznzkTUwP5FCapJT/eoAcS3uIhrdVGTmwBGPcOaArQaRfbZJWZjQ0TgU7oZZHYwyhLPws4a2kMB7hg4Cp8WYFH7ToyijouyJrLbWc/atrAf9kX5k/CrId6rXNfvWL8tsXA4F6S2Vj+/uHkTO7d18eBjwzjz3L4bdDS4uZeoWIhyInLmtKHcctEM/vLmCt5fsb1P/12Xz2BkYTp3PP0+Vfv96lPirPzmimnsrW3jmXe+AGD26GwmD07jnx9up6y+i1G5DiYPjGfhpgbKGt1MyjOSYpdYuMONJ6AyJT1ca2FDkwG9ECLf0ESXaqYuGIegBnB07+xxBwLCQc4VnyPa05FShh+XuSudVYSqViHGFyClht/T4qnA5G+i0zaIoM5Orr4Zq+ij1J+OQRYZneyj0S1R1ilz2mAzsggfl3gYWxDH0KwYXl9Vg6oJ/OjUwWzd18LHm6o5f/oghuQmcc9zS3H7gvzm6lkYDTp+/3I4DmTOhGLGD8nhp797jZBy5Cx5X4WjCm6217HjlU94+6+7mH1aKq//oQCzSYq6IEX5zogKhmPkm3BF+tkpE5lRlMtdbyxmR11k2jadJPJ/Z0zHYtDzs9cW073fTWlgUiw3ThzKsr01vLcjfAN1QXEWebFW/rSulHZvgOnJNgrtRt6obKfFH2SmDcwiLOwCVJXhoQ5cgo4SyYEx4CWtrZp2awIdtkQEnwdz6QZCcSn4Mwsx55pQurro+nAxxsGDMI8a8bXnrWkaziVL8W7ZSswZp2MqLgJVRVqxCqGzE9O5JyGajdjX7EJQVLomhYOcU6vbaU2244qzMK45SEAS2B4nMxoLKej4CCcmnY7TYjLY7ulgs6ed87KzSTfE8GLTWvxaiIszJ2KSdLxWHbbWFDsyGJ9UyHO7P8GrRLqCfR/iFXbt6OLnP91IKKTx7CvjGT4yNqI/6oLUS1QoRDlRGT84hwduOJ23lm7mH+/09Zu//NTRnD55EP/3/Mds3hN2UzIbdNx71XRcvgCPvLyCkKIyJCeeC6YNYOG6Cr7Y3UhWgol5o1NZX9bOF3s7GJisY2iagc/LvDQ4Q4xKCmDRaXxeZySkagwyNhLSJPb5k0CDmO5doKl02YaAIKJpGsHKlSDKyDlTjksMm+qsI1SxAtGRhZw1EUEQMPnqsXqr6Dbn4Tckk6Zr73GRCgoGpqT68AQFNjXrmZhr6hFACTEm5oxIZlVpG7vrXdx14Rj8QYV/Ld7JwMx4Lj1lGG9/tosdFc1MHpbD3IlFPPziJ7R2urGY9PziilksXV/Kyq37vva8DuVoxEKerpJFD77P+k/quOn2Qv54S2o0uDnKd07UJekY+CbEwhkjirh0wgie+Ggln++p7NP/s5njKEyO574Fy2lwhheAeLORn08fxZ7WTp79Imx6npqVyLTsJF7fWUV5h4tCu5HJyTY+beymvNvPMBNk6WGFC5wKDAt1IKGxRY4DTSG7tRy/3kR9XCZoGubSDeEg58LRmPPMYUvAoo8RDAZi5s7+2huEpml0L/0Uz7oN2E+djXn40HD61FVrEerqMc6djJgYi23TXmSnB+e4IvSIZJW30O0w0ZjhYFhbEIOisTleJlMwMBQzG/DQLipcEJuDUwnyYVctY1KsTI0pYHnnHmr9HQy2ZzAhvoB3azfSGfQgCxJXDJhOaWd9nyJt3wex8MF7dVx78RriEw28/PakqFg4AlGxEOVEJSsllj/cdg5f7Kjk4ecX9+mfMjyXG86awAsfrOPjL8JuM6IgcMdFk4i1mXjo35/R7QmQEmvmx6cPZdu+Vt5dVYbNKHPRpAxq2zws3NRIolViSr6JksYAuxoD5MaEyLApbGnW0x0Qyda3YhSClPmTUZAwe2vQBztw2gahSuF1Qm3bi+ZqRJc9GUE2fu25q856guWfItrSkHOmIggiBn8TNlcpHmM6HlMWCZKTdF0HtYE4ulQr41L8SILGF40GilIMDEkzsGqfD09I5KJJGVS1eFiytYmLZhSSk2znbx9sQxAE7rxkCntr23j1k204rEZ+ecVJrNpWwaI1uwG46YJp2M0Gfv/Skq89r4MxFju+VCwUO+pJ6t7Jyz95hV1rmnjy76N54mdpUbEQ5XtBVDAcJd+EWBidk8bdp0/nnQ07eXP9jj79F44exNwhBTy5dC0lDa0A6CWRu04aTUBReOKzcK2FgjgbFxRnsbyyidW1rSQYZM7IdLC708vaFhdpOo0RJtjigbqgQL7STZwWYJscix+RjNYqJEWhKiEPTRAx1OxBcraF06cWhjMx+HaV4C8rJ2bubETj19sgNE3D+dES3GvXYZ89C8uYUaBpiF+sR6iswjBnIlJWCpZt+9A3deAcXQgWIzl7mggYdVTnJVLoVInza2yN12GS9UzBRhk+duLlDEcmNknHm+2VpMWpnJMwkn2+VlY6y7HKRi7Omsj2zhq+aA+7Ip2WNYoEo43/7F0eMc6v6oJ0vMRCMKjyh4d3ce+dW5lzeir/enUCyanRTEiH40QWC48++ihjx47FZrORlJTE2WefTWnp0VUYj3LiY7cYeeauC2nv8nDXn95FUSODyQsyErj/R7P5bHM5z3/Q6zJ5xZzhjB6Yyh9eW0Vdazcmg8wtZ4+go9vPs4u2Iwpw8eQMNA3eWFOLXhI4pchMm1thZbmXWIPC4Pgg5Z0y9W6ZeKmbRLmbqkACXs2AHOrG6tmHx5TZE+SsBb2E6jYgxhcg2r9+DQ2ls4Zg+VJEWwpy3gwEUULvbyWmuwSfIYVuywAcsoccfQvNQTsNoRhGJgWw6VW+aDASb9UzKc/I9jo/5a1BLp2SQTCk8sbqWiYUp3LyiCxe/bSUikYnt54/AZNB5vH/rkJRNe664iQEQeB3Ly0DoDg3hUvmjOGvb31OQ6vza8/tAEcbr+DbtpHnr/8vkqrwn7cn8dM5tt6YskPiFfpb79pKXVGxEOUbIyoYjoJvQiykx9r53fmnsqGynscXf96nf1RWCj+aPIL/rt/BkpKKnvYfTxxKqs3C75dtxOkLEGPQ8aMR+ZR3uHh7dw16UeDc7FicQYUFtZ2YRY2pVqgLwlYvxKk+8lQXZZKNdtFArKuVGG8ntQnZBHUGRFcnhuoS/JmFGEZkAqD6/TiXLMNYVIixcMDXmremqnQt+BDPhk3EnD4Xy7gxYbGwYRPSnjIMJ41FLsjEXFKNqaoZ1/B81AQ7uaVNaAJUDkgi06OS7VLY7ZDxGWRmYaODEKtxMcWWRLHJwfzOaiRbN+cljETTNN5r3Z9OMHsyGhqv16wFIM0cy7ys0Syu2Uy9pzfP9rcZr9CfWGhr9fOTq9fx+stV3HXvIB743TAMBinimWhwcy8nslgA+Oyzz7jppptYu3YtS5YsIRgMMnv2bNzu/q1OUX44yJLIH249hxiriZt+/zrdnsgqznaLkUd+chrVjR089MInHEhMNXlIJudNH8SLi7awaU8DAvCjOYOxm/Q88/4WfAGFOSNSSI018tqqWlw+hZmFJmQJlpR4kASN0ckBOvfXLTAIQbJ70pTaQVOI6S4hJFlwmfN6xhOq2wCCiJw+5mvPXWmvILTvU8SYTOS8mWGxEGjD0b0Dvz4Bp3UgNslHvr6JDsVCVTCeoQkhUi0KG5v0SLLMKUVmajpCrK3wcd74dOKsel5dWUNynIUrZxXz+Y46PttWyzlTixk/KIOn3lxLa5eHc6YPYdqIPB77zzI6ur3IksgDN5zG3uoWXlm8/mvP7QCHsyocXLk5HK+whMd+spIxY2NZ/95ITh8YLcYW5ftFNIbhS/gmxIJFr+OPF51Gp8fLb97+uCd/9gFS7BbumTuVjdUNEelTTy3KZmpeOk+t2Ex1ZzfS/iBnVdN4fks5qqZxWmYsNp3EC2UthFSVWXZQNFjpAr2mMjTUSZtgoEK0og/6SOuopd2agNMcC6qCuXQDqtmONG1kz+e6Pl+F5vdjP+XkrzVvNRCg8535+Mv34Tj7DExDBofFwvqNSLv3oJs+Grk4F9PeOsxl9bgG5xBITyB3TxNySGFfUQpxIYGBXSEqrRKNFonTsKMCS3GSb7Izw57KukAtbcYWZjmKyDTE8lLTWtxqgJlJgyiyp/G3sk9whXwICFxdOJNWn5P3q8KZML4PLkjbNnfwi1s2oSoa/3hpPKPGxkX0R60KvZzoQuEAixdHuqC8+OKLJCUlsXHjRqZNm/YdjSrKt8HPLz+Z0cVZ3PDIf6lt7ozok0SBB66bjcmg45Y/vos/GP59z0yy87PzJ7BiaxXzV4ZdaU4fn8vIgiT+9N5mmju9DM2yM2FAHO9vaKC23cvIDAOZsTKLdnpwB1TGJgeQRY2N9QY0IE/fRFCTqAokAmD1VCApHtodY0AI3y2qrqZwutOsSQjyV19DNE1Dad6FUrcBMS4POXsygiCGxYJzOwF9HF22QZilAAMMDXSrRvYFkimMDZEbE2JLsx5XSMfZwy10+VSWlno4eVgSA9NsvLqyBl9I484zh1Pd3M3LS0sYnJvElXOG89bynazfXUdeWjw3XzCFtz/dxsqt4Qu5K08fT2FWEpfd++JxCXQ+2pSpXqePBb+Zz5bPG7np9kL+cHMqohh1QYry/SMqGI7ANyEWBOCBs08myW7h6n+9Tbcv8jbJKEs8eMYMXP4Ajy5a1VPluSgplivHFLNwVwWrKxsAOKcok8wYM0+t3U13IMSoODODHCbeqWqn3a8wygwJMix2gl+FUaFOAHbI4XlltFUSlHQ0xIaz7RhqyxC9LkLzTgUpfJutejy4N2zCOnF8ON3pV0RxdtP++psoHZ3EXXwhhvzc/W5IG5D27EU3YzS6IQUY9zVgKanGU5iOPzeF7LJmjJ4AFQNTMIsyQ1uCNJpE9sZInIwdOyIL9xdnO8uRxb5QOxtD9QwypzIpJp+P23dR7e8gyxzPvLSRLG3aSWl3+Oc3K30oBTGpPLrlHUKa8p2nTNU0jTdeqeIPj5QweKiD3/9pJEnJke5fUbHQy4kgFpzOSLcGg8GAwfDlP/+urnCmtLi4uC95MsqJzFnTh3HZqWP57b8WsbGkuk//jedMYtTADO54en5PlWezQcevr5hGc4e7JyNScVYcZ03KZ/6acrbuayXequfMMWlsqexkQ3kHyTaJMdkGNtX4qekMkW0PkWpVWNegxxsSSZU79hdnS0dFRA65MHtrcJnzCMnWnvGEGrYimOIQ4wu+8pw1TSVUsw61tRQpeQhS2qiwj76/db9lIZ4u22DMYpCBhga8qp4yfwrZ9hBFcUFK2nQ0eXWcOdSCpsHinW6G58QytTiBRZsbqWjxcOcFowH4y4KtOKwmfnnpFHZWtvDykm0Y9TIPXj+HmqZO/vL2KgBy0+L5yXlT+c/Cdeza1/iV53aAoxUL9SVNvHf/+/hdQf783FiuP8lyTPUVICoWonx7RAXDYfgmxALAjSeNZ+rAXH7x2odUt3X26b9z9iTSYqzc8npvRqRYk4E7po+itLmDlzeGb5NGpsQyMyeZ13dWUdnlJtmkY1ZaDBta3ezu8pGq0xhihE0eaAkJZKpuEjQ/m+Q4AoJEQlcjZr+bfckDUUUJwefGUFuKOqgIYnuDat0bNwNgGTv6K885UFdPx1vvAhB/9eXokpLC2ZDWrkMs24d+5hjkwfkY9zVg3VGJpyANT2EGmftasDi9VA1IRtLrGNESpNMgsCNOZgJW0tGxBCcBSeDyuFyc+Fga2EeSzsaZ8cPY7q5jbXcFRlHHlTlTqfW082HDFgCSTDGcmzuBJbVb2dvV8J2nTPV6Qvz2nh0sWlDPJVfmcPsvi9DpIz0Go2Khl+9SLAQS/ARsypGfMe6/Cc7MjGi///77eeCBB474WlVVue2225g8eTJDhgz5WmON8v1l1MBM7rtuLm8t3cybn2zu03/KuEIumT2Sp19fwabScEYkQYDbL5xIjMXIz/+yGF8ghMNi4IbThrKrqo0Fa/YhSwIXTc7A6Q3ywcZG9BKcPNBMk1NhY7Ufi05lcHyQyi6ZRo+MSfCTpmunMeTApRpB07C59qBIZjym3t9f1duB1t2wPyj5qyW90EI+gpWfozkbkLMmIiUUAmDwNxHTXYJfn0CXbRAmMchAYz0+VccefyrpNpVhieFYiwpnOH2qSS8wf5ubjAQL80alsHZPG2v2tHP9aUPISLDx2Bsb8PhD/O7qmQSCCr//70pUVeNnF04lJd7GdY+8QSCoIAoCv71xHvUtXfzlzRVfaV4H058LEhDpghRTR92SVbz48GYKi2y899owsjOMUavCCcax7AU/BKKCoR++KbEwoyiPa6aM5k9LVrNyb1Wf/vNGFjO9MJsHFnxGZVv4hlEUBG6fPpKQqvLkis0omka8ycBlQ3LY1NDOiupm9KLAOVmxtPiCLG3owiBoTLGGi7Pt8IFZC1GoOKkWzbSKRvRBH8md9bTak/EYw7dH1qYS0OtRh/UeUDRVxbNpC+ahQxDNx34o1DQNz6bNOD/6BF1aarjQm80GioK0YhViXR36U8YjD8zpFQv5qXiKMsmobCOmw0NVQRKKxci45gBeWWBLvI6hmCnCxEq6aRZDXB6XjyzBfN8edKLERUljaAu6WdC2DYCLsyZikQ38rewTFE1FQOBHA0+iM+BhZ8e7FDuCxzy34ykWyvd2c+ctm2ls8PLY0yOZfVrfQMLvZX0F+J8TC8dKTU0Ndru9599HY1246aab2LFjBytX9k2rGeWHQYLDwh9vP5cte2p55IWP+vTnpsXxyytm8uHqEt5ctq2n/YAf/v+9uJyGNheiIHD9aUNQVJVnF+1AA+aOSCbOquefn1QQCKnMGmhCLwss2+4BNEYlBfCFBHa26QCNXH0LPk1HXTBszTL6m9CHumi3j+hxRQJQWkpBZ0aMzflKc1Y9bQT3fQpKCF3BLER7uI6PyVuHzb0HnyEZp7WoRyz494uFZIvGiP3Vp0vadcwptpBglfhguxurSc+FkzIore9m0ZYmzpqYx4SiVP66YCtVTU5uu2AiWckx/PLvS3C6/cweX8iZUwfz6EtLe2pYXDVvPEPy07jygZd6XL6+CkdjVQDI11ey7LGFrFxQzQWXZvGv+3IwGKLxClG+/0QFwyF8U2IhI9bOfWfOZOmuMl5es6VP/5C0RK6fMpLXN+xkZXlNT/tFIwoZkODggY++wOkLIIsCPxqZjysQ4pUdlQCckhaDRRZ5vaINRQsHOYuE4xbQYHCoAz8ieyU7aBrp7dUEZR1NMeEF22JyIlbXEJoyEXS6ns8O1NSidndjGj70mOer+nx0LfoY385dmMeOxj7rJARJgkAA6dMViG1tGE6bgpSThmlvXdgNKT8VT3EW6dXtONrc1OQlErCZGNcSICQKbErQkScYGY2FzbgpE/xckphJsmTkPV8JXi3E5Unj0QkS/25ZQ0hTmZ5YzIjYbP61bzltgfAiOztjOPn2VF4rf5agemxi4Xi6IAEsnF/HQ/fuIC3dxMtvTyavwBrRH7Uq9HIiCYUD2O32CMHwZdx888188MEHrFixgoyM41M5N8r3C1kSeeyWs1FUlTuffrePv7zZqOOhH8+ltrmLP7y6vKe9ODuBK2aH/fA3lIbXoTMm5lGYHsvjb23E5Q1SlG5jbEEc72+op7nLz4BEHfmJej7Z7cHl1yhwhHAYVFbWGVA0gSS5E7Pop8SfjoaAoIWwesrx6RMJ6nstzZqmonZWIsUPQBCOLVeKpmmoLbsJ1W1AMMWiK5yBoLeCpmHxVmL1VOI2ZuCyFGCR/BQaGvCrOkr9qSRaNEYlB6h1SWxv1XHyQDPpDplFuzwogsQ1U7No7PTx1to6JhWncubEfN76fC8b9zZz9tQiThqVy+9fXcm++g5y0+K46/KwCFu4qgSAgoxEbrpgGv9euJZte+u+4jd69C5ITeWt/PuB9+ls8vDIH4fz83PDP+OoWIhyIhAVDAfxTYkFo07m8Yvm0u728tCC5X36HWYj954+jZ0NLTy/ektP+8j0RM4Zms8rG3dT2hK+DTlrYAZpNhN/XFOCL6RQFGNkeJyZBTUddAQU8vSQbYDl3eDVBLJVFw4tyHo5HkUQcbjasPq6qUgqQBNFzDlGpIXLURPi0XJzIsblK9mNZLejO8aKzv7KKjrfX4jm9/cGNwO4XOiXL0dzezGcOR0pNQHz7hrMe2rxFKbjKcwgvbqd2BYXtbkJeB1mxrSED/QbEnQkiwYmYWU3Xrbg5czEZHKkWD4K7KVV83Ba3JCeIGen4iPPksSZ6aNY1rST7V1hEZZujuPc3PFsbFlFnbuvledIHFcXJK/C4w/t4t03aph3Tjq/fmAwJnPkn2NULPRyIoqFY0HTNG655Rbeffddli9fTm5u7nc9pCjfELdfehIjCjO4/qFXaXf2/Rv/9VWziLObuf7RsMsMgN1i4K5LprC7upVXloQtDkWZscwbn8u7q8rYU9uBzShz1thUSmqdbCjvxKIXmJxvYk9zgPLWIFadysC4sFtPh19CJ4TI0LXTErLjVsOxUmZvLaIaotuSHzEmrbsJQv5jti5oAQ/BqlVo3fWIiQOR08ciiBJoKnZXKSZ/I93mXDymbGySjwGGBjyqgb3+FBItGmOSAzS4JLY065laYCY3QceS3R6cfrju5CzcfoVXPq+mMCOWK08ZxGfbalm0vpIxA9O4+tSRvPHpDlZur8Zi1PPIjadR29zFH1/9DAgLt4d/egbVTR1fyxXpqKo2x9TRsHQVLz6yhexsM4vnj2ZgvjkqFKKcUEQFA9+cUDjA3afPIM1h5+rn3sLtj6wiLAC/mjMJAXjow8978m/HmgzcNHkYG2uamL8zXG2yOMHOSTkpvLmrmhqnB5tOZG66g5JOL9s7vJgEjXEWKPdDVUDAqIUoULqpFi10igZEVSGls44uswN1UApmQKirR2jvQDnlpLCD7EGEWlrRZaQdtb+q6vPRvXwFng2b0Gdn4Tjz9J5AaaG1FfnTz0AnYzx/FqLDhmVnJaZ9jbiLs/AWpJFe2UZsa1gsuGMtjGkJolM11ifqiJX0zMBGFQHW4ubkxFiG6VJYEaikUulkvC2HMbZs3m/dSo2/A7ts4urcaVS4mvmgPuwfLAsSPxsyk05/Gysbj60oz/F2QfrVbZuprfZw/yNDOev8jD4/46hY6OWHLhYg7Ib06quvMn/+fGw2G42N4cDLmJgYTCbTl7w6yonCKeOKuOK0cTz27yVsKq3p03/ujKHMGJXP3X9dSG1zV0/7redPQJbEnvoBFqPMj04dQmlNO4vWVSIA54xLQ1U15q8PJ3WYPsBEUNFYVe4FNIYnBvAGBXZ3hK3IGbo2VARq97sioSmYvTV4jamoUuTvnOrrAEFEMB1dEL6maahtewnVbQJR3O+ClA6AoAZxdO9AF+yiy1qMz5hCjOimwNBEt2qkzJ9CskVl9H6xsKlZz+R8E0XJOj7d46WpW+Pak7IREHjps0qSHBZ+esZwdlW18fLS3eSkOPjFJZNZV1LLK0u2IQjwm2tm4bCZuO6RN3rcjm6+cDoFmYlcft+/e4TZsXC0Lkh5ugo+eXQhqxfWcO5FmTz/QA4moxQVC1FOOP7nBcM3LRbOHjWIucMKufedJVS0dvTpv2jMYEZlpfKrd5bS4fEBYRFx85ThhFSNv64O3yZZ9TJXDM1lV0sXn1U1ATAvI5aQprGorhPQmGgFFVjnBjSN4lAXQQTKJBsAiV0NSGqIzmG9GS7EnSWo8XFoKcl9xhbq6MR0FNYFTdPwbt9J99JlaMEQ9tknYx47pucQLOyrQF6zDjHRgeH0KQgGPdZNezHUteEalosvO5mMilYcbW5qcxNwxYXFgl7V2JCowyzrmYWNJoLsdLQyQY5noj6LDcE6doaaKTQlMTt2EKu6ytnirkUSRK7JnYaqqbxY+TkqYRF2Q/FQYg3xvLz3b4S0ozuEHu8sSO+/Xcvv/m9X2AXpncnkD7BFPPO9FQoQFQvfIH/7298AmDFjRkT7Cy+8wNVXX/3tDyjKcSczOZYHf3w6H60t6TfPf0FGAjefP4U3l23l8629tXfOmDSQsUXpPPjictq7vQBcOWsQBp3EvxbvRAPGFcRSkGrlpc+q8AQUBibryIzV8eFONwEFsmwK8SaVVXUGVE3AIvpIkF1U+BNRCGfEM/kaEDQFtymzz9jwdyPorUd1eaR62gnVrEVztyDG5SNnjOmpBi2F3Dic2xG1IB0xIwjqHMRLTnL1LXQqFsoDSaRaVUYlBah3SWxu1jMx18TgVAPL93qo7lC4emY2FoPMv5ZVYtDruPWckdS3ufnbB9uIsRq458rpNLR288fXV6NpcNVpY5g2Io87/7yAupawCBs7KJur503g6dc+paTi2LMiHa0LUl1JIy88+AGudj+PPjmCO852hNfn7v0vjGZBinIC8T8rGL5poQCQnxTHHXMm887GnXy0Y2+f/sGpiVwzaTivrd/JppreReuMwXkMTU3gwY+/oNsfdsm5dEgOoijwn+0VaMCIODO5NgP/3deGT9HI1UOmHpY5IaAJJGpeEjU/m+VYFEFEDgVI6G6mMyuD0IFKzZ1diI1NhKZO6mNdAJBj7ASqa9A0rd+NQtM0fCWluFauItTcgnFQMfZTTgoHNgOoKqbtmwht3YNUlIN+xhhETcP2xW50bU66xxQSTIkjq7wFe6eHmrxey4JRCYsFg6xjNnbaUdjiaCVDimGGPpeSUAvrg3Wk6u2cmzCSUm8TSzvDGaTOyxhLpjmeP+/9GFcoLMJOzTAxJnEyy+oW0uJrOqrv73haFVzdQR6+bweLP2jgrPMz+OV9gzGZjm8hNohaFU5UNE378oeinLDoZInHbjmLti43D/xzYZ9+k0HH/10/h8qGdv66P9UnQE6Kg6tOHcH7q0rZuD9uYfKgVMYUJvPXBVvpcPmJteiYPTyZL/a2U9boxqwTmJhrorQpQE1HCJ2oMSg+QLVTos0nARqZujY8qp5WZf9arWmYfXX49Yl9rAsA6K1oARdawI2gt/Q7R9XTjtK4DbWzCsHoQFd4KqK19yLK4G/B7ipBFY20x4xGkUykyB1k6ttpDtqpCiaQZVMYnhigpltiS0tYLAxNN/B5mZd9rSGunJ5NnFXPC59WElTg7gtG4Q2EePq9zYiiyL1XzUASBR566TP8QYWJQ7L50RnjeX7BOtbsCLug2ixGHv7pGWwoqebFD9Ye0/d4tFaFInsdZe8s57Wnt1M0yM7yl4eQl2WKWhWinND8TwqGb0MsWPQ6fnf+HGraunjyo1V9+u1GA/ecNoVdDa28uKa3OFt+fAwXjyzkvR3l7GxsA2BiRgLDk2P5x8a9OP1B7DqJk1PtbG5zU+Hyoxc0xlqg0g81QQFRUykKOWkVDLQIYXGQprWgSRKdmek9nyXuLUMzGtCy+rlRAiyTJ9Lx2pv49+zFOLCwpz3Y0opvVwnenSUo7e3o83KJP3U2+oPfx+PBsGY1ofoWdNNGIQ8tQPIFsH+xG9HjxzmhmFCsjeyy5nDq1IIkfDZTr1hI0CHJOuYQg0cKsdHWSoJkYbahgGqli88CFcRIJi5JGktzsJt3WsNuRxPjBzApoZD/Vq2hytNKsaMeo2RibtYVVHaXsbF1zVF9f8dTLOzY2sndt2+hoz3AI0+MYO4Zfa02UbHQy/+aWIjyw+euK2dRmJXEFfe/hNsb6NP/y8tnEh9j4UePvE4wFA6C1usk7rxkMnWtTv69OLy+JdiNXDKziFU769m4txkBOHtsGm5/iCXbwhchk/JNKKrGmorwZUlxXBABKGnXA2AXvdgkH3t8KYTt2aALdSIrHpyWQvpDSihEadxGqGErctaEnsBnLeRD7axG6ahE624AvRU5axJifH5vcLSmYvVUYPFW49Mn4rQVgSCRrWslSeekLhhLfTCWvJgQQxKCVHTJbG/VMSnPxNC0sFjY0xLksimZpDgM/Ht5NV0ehbsuHINOFnn0tfV4/CF+c8U00hJs3P2PJbQ5vWQmObj/utms2lbBCwvX9czlnmvnYDbq+c1f3+dYdPrRWhW6W1y8e9cCdqxt5qrr8vjzLzLQ66NZkKKc+PxPCYZvQygc4OenTiXBZuHKZ9/EH+q7KNw+azx6WeLhRSt7irPpJZFbpo6gst3J65v3AOAw6jmvOIs1tS1s218F9LSMGPyKxrKGcFGoUWaQ2O+KBGSrbgwobJTjQRCwpwrYv2iiPTcbTd7/lasqYkUlal5uT5G2QzHk56HPzqLjzXeQExPRQiE0vw/V40UwGDAOKMB85unoM9IjXmftqMX/yRdooojh7BlI6UlIXW7sX5SAINA1ZQiYDeTuacLkCVBZmEzQYoxwQ5JkHXOJwS8prLW2YReNnG4opEV1syRQhlHUcVnyOAKqwmvNGwhpKvnWJM7PHMfKllK+aC/rqa1waua5yILMouq3gSPvEMfTBUlVNV58dh9/e2oPAwfZ+esLY8nMjryd+94KBYiKhShRjgMzxxRy0Smj+b/nFvXr/jJn/EBmjSvk/mc/iohbuPrUESQ5LNz+zOIeEXH17MF4/EFe/TRsTR2TH0tusoUXP60iENLIjJXJT9DxyW4P/pCGXa+SbQ+xo02HXxEAjXRdOy7FQJfa+/dt8jUREk0EdY5+5yBIOqSUYSh1Gwg46xEkGU0JQHC/G60tGTl7CmJcbkQWJVHxEdO9E12om25zHh5TFqKgUWBowCZ6qfAn0qrYKIoLUhgbYm9HOHXqlPywG9KKMi97m4NcOiWTzAQzL6+optnp5/ZzRxFvN/LY6+tpc/q46ZxxjByQym///RkVDZ3YzAYeu+l0WjvdPPTCJz3C4MxpQ5k7aTB3/em9nkJ4R8PRBDYXO+pxb1rPs/duwKAX+NuL47hmmjlaiC3KD4b/GcHwbYqFmUV5zBtRxIPzl1LT3tWn/5TiPKYWZPHgB5/R6uo9MF4yciAJZiN3LduAsn+Fu2xIDv6Qwtsl4QC5IQ4TeTYjr1e04Vc1EmSNQgOs84SzIuk1hVzFRY1owSPImHNNOPaUo0oSXWm9+f2FllYEnx8tO+uw8xAEgbjLLsa3q4RAdQ2CXo9gMKBLTsKQl4sgH/LroyiYdm3Bv7kUMSsFwynjEUxG9PVt2DaXEbKZcI4rQhJFcksakUMK+wamoBr1PQHOGxJ1yLKO0wQ7AUFhjbUVs6TnDONAnJqfRf69CILAJUljMYk6nm9cjUcNEK+3ck3udMpdzZS43qfYEd5gRyZMYEDMIN6p+A+ukLOfWfZyPK0KzY0+7r1rK+vXtnHNj/O58WcD0OlOkEJsEBULUaIcB+JjLNx//WksXV/KW0v7FmdLjrNx+yXTWLx2N0s39LqtDstLZt6kgfxzwQZqW8Lr1oxhGRRnxfHHtzbiCyjYTTKnDE9iQ3kH+5rdSAJMzjNS2xmivDXsyjooPoA7KFDZFV6r7aIXq+Sn1JfKAesCmooh0IrXmNqva+oB5OTBiLYUlLa9YVEg6hH0FsSYDARdXzcmg78Zu6sUTZDoiBlJUBeDQQhSYGhALyjs8afiUk0MTwyQbVfY2apjX5eOGQNMFCbpWL7XQ3lLiEumZJKVaOaVz6upbfdy81kjyEqy8ce3N1HX5uaSk4cyZ1wBT725hs17G5BEgQeum4PDZuKG372J2xe26OSkxfOba+bwzqdbWLxm11F9f8dSW+HzJxez7K0KZsxK5pXH8kmI00etClF+UPzgBcO3KRQAkmwWfj1vBstKylm4tbRPf6rdyi0zx/LxrnI+L+vNkjE4OY7TB+Xy7/W7qHeGD6GTMhIYlBjDX9bvwRtSMEkCs9Ls7OzwUN7tBzTGW6BdgdLwRQ+5igsNaMhLxCxJiMEgtoZGOrIz0eReS4JQV49mMqIlxB9xPoIoYhoyuDc16mGw+VvxL1lLqNOFbtJw5JEDEaAnbao/LZ7uEfkYAgo5peEsHuVFqUg6mXEt4QV9faIOXY9YUFlta8UgyZxhGIhPU/jAV0oQlQsTRpOks/FS01o6Qh6Moo7r8mbiVQKsbn8dlbBYSDKmMiN1LhtbVlPu3H3YsR/v2gqfLG7goXt3oDeI/P3f4xg3MSGi/3gIBYi6IEWJ8n1GEOC3N85D0zT+79lFffpFQeDea2fh8vh56rXetJ5mg46fnT+BbeVNLFwTtjTH241cMG0Ay7fWsqu6HYDTRqUQCKl8vDXsijQsw4DVILJ4V/jgmWBSSDKrrG/Uo+0XBym6TtyKAafae8CXQy5ELYhfH7lO9Ydojkc0f8meoQaxufdi8jeFXZCsA9FEHTbRQ4GhiZAmUeJLJ4iOsSl+kswqm5r01LtlZhWZyYmXWbbHS2VbiIsnZ5CTaOaVz2uoavFy47yhFGXE8vS7W9jX0MXssflcMmsoLy3ewrJN4UDxWy6cyuiiDH7+p/d7LDZ6ncTjPzubhjYnj/376DLkHaliM/S6INXuaOCFhz+ks8XLvQ8P5TeXxCEIQlQsRPnB8YMVDN+2UIDwBvDgObPwBUM8+sHyfvt/eeokOj0+/vxpb5YMk07mp5OHs6OxjQ9LKgGIMeg4pyiTNbUt7GoNL3ozUuyIgsAn+12R8g2QIMOiLtAIp1HNVN1UJ8QR2u9mZGsM+7k6D7IuAAjObjSH44g3SkdFKISpdDu+zbsR4mIwXnQKYrwDIRjCurkMfWNHT9pUi9NHdnkzAb1MZWEyRkFkVHMARRTYmKAjOVZlUndYLKyxtaKTJM4wFKGiscC/Gx8h5sUNpcCUyOvNG6gPdCEicFXuVOL0Rt5r+A9+NaycdKKOedkX0eZv5rOGxYcd/vG0KnjcIR5/eBfvvVnLSbOTufehoThi9RHPRMVCJFGxEOWHyuVzxzFlRD43PvpfOrr7/t1fOnskw/LTuPmP7+A6KK7hunmjsJr0PP3Wmh5XmqtmDcLtC/LmirCAGJBiZVCGnTdW1+ILqpj1AiMzDOyoD9DpVQGNorggHT6RBnd4LzAIQWIkL/v8SfRYFwBZCY8tJPcfzHzUaBqGQAs2914ETQ2nTDUkgwDJcieZujacqolyfzKyJDI5xY9Vr/JFg4EOv8Spg8ykxsh8XOKhrkvh0imZZCeaeXVlDRUtbq47dQjD8xL5y/tbKalpZ/ygDH5y9lgWrtnDW5+FLQbnzhjK+TOH8fgrn7Jxd23P0G6/9CRyUuO59N4X8PqPXKzzaK0KhZYatr20lPeeLWHIUAefvDiaAbnR2gpRfrj84ATDdyEUDnDFpJGMyErlp/95ny6vv0//RWMGUZySwO1vfoz3oBL0V44pwqKX+duqbT0e9hcMyiKkaryz+0DBMR0j4y18VNeJO6QiozHKDBV+aA6FF/8BZh8hl0h9bLj2AZqGvaEJd0I8ql538FAQXC60+KPLqX04rF11BJZvJNTtQR49CN2YYgRJCscrbNiD4A/SPW4ggZQ4HK3dZFS24bKbqM5PxB6CkS1BvHK4gnOaQ2VSdwJ+UWW1tRVZlDjTUISIwHx/CR4tyExHIaNsWbzXuoUyXwsAZ6WPZqAtlQ8b36Qz2N4ztpPS5mHTxfDS3r+gaH1zbB9vq8LWzR3c+4uttLb6ue+RoZx9ItVWgKhYiBLlODIwO4nbLpnJiwvWsnpbRZ/+gox4rjtrPK98tIltZQ097WOK0pg1Jp8/vbWWls7wejGxOJXBOfE89e5mfEEFWRKYNzqF8kYXO2rCl0fjso2EFI1NNeELkySzSpxRZU29gQPiIEF2EtJEOpRIYSCpXlRBhyZ89eOAqPiwu/ZgCLbh18fjtBSiSkZEVHL1zcTJbhqCDmqDcVh1GhNSfQgCrKwz4lcl5g0xE2eRWLzTTbNL5bIDMQufV1PZ4uGa2YMZOzCZfyzczraKVgblJPKLiyexdmctzy7YGP7ZFWfyswun8sbSLcxfsbNnbNNHFXDZqWN5+PmP2FvdcsR5HK1Voam8lZd/sZDavV385GeFPH5TCrIcDWyO8sPm2Gq8f08xFjt6/vuuyEuM44YZY3l5zRY2V/U9jGbFxXDF+GG8uXEXuxpae9oHJ8dx8oAsXt64mxZ3OMf24MQYRqbE8VZJNZ79BWVmp8XQ4AmwqS28iRQZwSDAJk94YYvJ1JHsdFIf60AVw1+rzuNB7/HQnZzYZzyaKH5Z/O/hcToxrvwM//zPECwmjJfMQT9+CIIoYqhuxrFyB5ok0jl9GIHkWJJr2smsaKMjwUplQRJxAY3RLUG6dQLlBRoZMRqTuxPxiQqrra1IosSZxiJkRN7376ZbCzDelsPUmAEs6Shhm7sOgPMyk5ieVMyqtiXU+Sp7hjfQMZRh8WNYWreADn9rn+F/VatCf2IhGFT529N7uPbiNThi9bz2/hTOuSAzQiwMkj1RsXAIUbEQ5YeKLIn89sYzqKhv40+vL+/TL4kid191MpUNHfxrwRc97Sa9zE/OGsvG0no+2Rgu1mkxylwwbQDrShvZXhFey6YMjMdm0vHBxnAAdaxZpDBJx8YaP4H9dyMFjiDtPpEW74EtXiNOctOhWFAP2fa1r3EMELQQFvc+Ejq+QFa66bQNodM2FFUyYhL8DDLWEiN52OtPpjYYT5JZZWq6j5AKn9caUJA4a5gFu0nk/e1uWt0aV0zLIiM+HOBc2ezhqlMGMbE4lecW7WTj3mZyUx3cc+V0SqtbeeKN1aiaRnZKLL+94VTW76rmL2/1ZiVMjrPxfzfO49MNe3h9ycbDzuPQ88PBVoUYu0K8w0+8w89Aay173lrGs9e+ihgM8fk7o3jy1jTMHftTpjaYo2IhynHhL3/5Czk5ORiNRsaPH8+6deuO+HxnZyc33XQTqampGAwGCgsL+fDDD/t99ne/+x2CIHDbbbcd05hOaAvDdykQDkYWRe4/6yRq2508u7xvQR5JFPjVnEk0OF38e+22nna9JHLDxKHsampn6d6anraLB2dT0trFxobwjfnwWDOpZj0vlbWiAQZBY6gpHLegZocXp9SOLlQEGhz2nve3trShShKeuNi+gzYYwOc7tom6XJj27iK0cx+qxYh+9gSkAVkIgoAQDGHZtg9jXRu+zERcQ3MRBYHssmZsnV4aMmNpTbaT7lEp7gjRYhSpy1OJVfWM746nWwrxxQHLgnEgOiTe95fg1PwMs6QzJ24wq7rKWeMMb6SzUvRMjj+F7V0b2NW9pWeIDn0cczLOZlfHVnZ0bIoY/vG2Kuwrc3HPnVvYU9LNDTcP4Ec/yUeWj39gM0RdkKJEOVG44ZwpFGQmctm9LxJS1D79V50+hvz0eH78u7ci+q88dQQ2s4G/vde7h5w/tRCdLPL68rArkt0kM6U4gTV72mhzhd2YxmUbcfpUShrD/44xKCSYwrELB6wLJiGAUQxSFegbp6CJOgQtCJoKwlGKB03B5GvA4q1CVEN4TBm4TdloogxoJMldZOra8Gk6dvoy8Gs68mKCDI4P0uSR2Nikx26SOG2wBU2D+VvdBFS4akY28TY9L31WRW2blytmFTN5cBr/WryDdaWNpMbbePCamTS0dfPwf1YQDKnEWIz8/uZ5tHS4uP+5j1DU8E2YJAo8evNZ+AMh7vtH39oXBzhaq0JrVQev/foDyre3c+WP8nj65+kYDdGKzVGOP6+//jp33HEHf//73xk/fjxPPfUUc+bMobS0lKSkpD7PBwIBTjnlFJKSknjrrbdIT0+nqqoKh8PR59n169fzj3/8g2HDhh3zuE44wfB9EQkHc83U0QxIjufa598hoPR1f7lo9GDyE2O55bXFBA/aIC4YPoB4i5HfLdvQc9l/an4qNr2Op9eFA6Z1osD0FBs7OzzUesIbwiAjiCKUJYYXN0HVSOly0hxjRzkoRaqpvRNPnCP88CFo8XGIO3YhNDWjJff9Bex9UENobcNQvhtlbw0hgw7duMHIIwp7siTJ7d3YNu1FCIRwjhpAICMBvS9IVlkzen+IqgFJdMeYyHcq5HcrNMdBbapKYsjAWFccnXKQL6xt6IWwZcGAzPv+3XRpfgaakjkzfjibuqtZ2rmbYkc9Dl08pyRfSK23kjXty3qGKgoS87IvwhNys6R2fsQ0jmesgqpqvPZSJX/6Qymp6Sb+/cZEBg9zRDzzvRYKEBULUaJ8AwzOS+W6syfxj3dW9ptCdUBmAlfOHcO/P1xP6UHuMcXZCZw+sZB/LthAc2d43clLjWHa0HReXlpCpzvs4jprWBKBkMpnu8LWhkSrRE68jqWlHvafk8m1h3AHhZ7YBYAYyYuiCXSrfbMZBWUbAmDxVOK25B1xfqLiw+RrwOyrQ9BC+AxJuMy5PcXeZBRy9C3Eym6agnZqgvEIgtCTCamsQ2ZXu460GJnZxRa6fSqLdrkRRZFrZmZjM8q88GkVTZ0+rphVzNSh6bzw0U7WljSSEGPmtz86iW5vgAdfXI7XHwrXYfjpaZgNOm578j08vt74hB+fO4WRAzO47rev0OXy9pnL0cYqDLTVsm/+Cl57ejupqUaWvTGSiaNj+k2XClGxEOXr88QTT3D99ddzzTXXAPD3v/+dhQsX8vzzz/OrX/2qz/PPP/887e3trF69Gp0u7H6ek5PT5zmXy8Vll13Gs88+y0MPPXTM4zqhBINhYMx3PYQ+DExJ4Jqpo3nh843sbujrH5kVF8Pl44fyxsZd7Gnu9bHPibMzb1Aub2zZS8P+rEiJZgMn56bwUXkDrZ7wYjU+wYJRElneGM4ZHZNjpLjbS5lexi/u9011udAraoR1QVAUjN3dtCbl9jtudehghOYWpE9XoMyaGZktSVHCVaAbGhHLKxC6ulBtZnRTRiAPykPQ9dZyMJfWYtpbR8hhpXviIFSLEWuXh6zyVkKySPmgVAJGHYM7QqR7VGqToSkBUoNGRrvjaJH9rLe2YRDkCLHQqfnIMyZwXuJISjwNlKsfU+zQMIlmTku+AFeoi0+a56Md5Fc1PXU2ScYUXin7JwF1f27s42xVqK/1cP+vtrHhi3YuuTKHn905EKPx+FdshqhYiBLlREKvk3joJ2dQWtXEv+av7tMviSJ3X3kylQ3t/GdRr3uMLIncdM54Sqtb+XBNOLWqIMBlM4uoanKyfFs4eDfFYWRYdgwfbGwksL8uw+gsAx0ehfKW8EFZJ2qkWxVKO3QcHNhsFb24VWNPtqSDCck2us352DzlaKKMx5jZmwxD05BUH7pgF0Z/E/pgOyDiNabiNmVGVIV2SG5y9M0A7PWn0KlYMEoqY1P82PXhTEi1LpmCxHDq1PquEEt2e7AYdVw1PRudJPD8p5W0OgMRYmH1rgZiLAb+79qZaGjc969lOPcLqF9fNYuB2Un87In3aGjrraswdlA2N5wzhb++tYKNu3uzER7gaK0KbTUdvHHvQvZsbuPSq3J45q5MzKZjsypAVCxEAaczMq27wWDAYOi7xwcCATZu3Mjdd9/d0yaKIrNmzWLNmv4Lz77//vtMnDiRm266ifnz55OYmMill17KL3/5S6SDLpFvuukmTj/9dGbNmvXDFwzfNyRB4J4zZrKvuZ0XPu/rHykAt588nianm5cOckUSgOvGD6auy837O/f1tJ9blEmXL8iSfeEgOIssMiHRyvpWN8EMPWagwB+u2rnnoCDm5K5uukxGvIbejDx6twdB0/DbbYcZvIQyYyryR0uRP/wIzWwGWQpbI5zdCKoKkoiUl448fQRiRhLCQZYKqdOFbUs5UrcXT1Em3oJ0ECCxvpPkuk66Y0zU5CUgiiKjW4M4AhoVGdDugCy/meEeB3U6L5stHZgEHWcYizAg9YiFTEMsFyWOocLbRkloEaAhCzKnppyHKIgsaniLoNabWSTHWsCYxCksq1tIkzcc43A8rQqapvHum7U88UgJthiZf/5nPGMn9E0vGBULffmhiYXdIRPWkO6Iz7hCR87EEuWHx/VnTyYrJZaL7n6+X1ekC08eTn5GPDcc4op09pQi0hNs3PbnRT1FPCcNSiMnxc4j/13Xkylp9vAkWp0BNu3rACDOLJIdp2NZqafn2iTDGkIQoLo7cmu3iH5alcPsBYDHlImo+rG5y7F4qvYHQYtIagBRC/8uB2Q73daB+PRJ+12PwkgoZOnbSJC76QiZqQwkEkIm3qgwJtmPogmsrDPSFRAZnWlgTLaR0qYAK8q8xNsMXDUji2BI5bmlVXR5glx5yiCmDEnrEQsWo44Hrz0Js1HP3f8MV3EGuP6s8ZwyrpB7/7GInft6rTl2i5FHfnoGG0qqeO69SOF2TFaF91fw2lPbSUk28uzLE7hikjG8Lh84+0etCv/zHMtekJmZGdF+//3388ADD/R5vrW1FUVRSE5OjmhPTk5m9+7+08Pv27ePZcuWcdlll/Hhhx9SVlbGT3/6U4LBIPfffz8Ar732Gps2bWL9+r5u80dLVDB8DS6bOIKC5Hiu/dfbhNS+G8TpQwcwND2Jn7+1JMIVaXp+BoWJsdy/eE1PgbaB8XaGJcfyr83lBPfbliclWdFE2GIKL0aiplEQCFKp67Uu6IMhYjxeylIiA5tlf3jhCxqNh5+AXk/o9DkIVdUIXU4IKaAoGIfmISbFISY6+i3OZi6txVRej2Iz0zl1CIrDihRSyNjXir3LS3NqDE3pDkwKjGkLoAvB3hxwmaHAZ2WQN4YKg4vtpi4soo4zDUXISMz376ZL85Gqt3NJ0lg61Ca2BRejoSIgcFLiGcTqEni/4VXcSu9tklEyMTfrPCq797Kxdc1xtyo0N/p48DfbWb2ihbPOy+AXvynGaotcJKJCoX9+aGIhSpT+GJCZyLVnTuRf89dQVtvX0pyWYOdHZ47j7U+3UVrV3NOeEGPmwpOGsGB1KVVN4fTZRr3EuZML+GJ3I+UN4bbcJDMFKVb+u7Kmx/VoeIaBbp/aU6QNIN2m0OyRCCi9lgQBDZ2g4FePcLARBFzWAfgMSRiC7QiaiqAp+EUdQdlOULahifpDXqQRK7nJ1rcioPVUbYZw0HVxXJBWn8jGJgMhVWBmoYnCJD3rKn1srvWTGW/isqlZOL1BXvqsCrdf4Zo5g5lYnMrzi3eypqQBk17mgWtmkhBj4u5/LqWhLXwAP31SMVedNpa/vr2KTzeVR4zqN9eeismg4zd/XdAjwOBYYhXaee03H1K2tY1LrgxbFSzmqFUhytejpqYGu73XC6Q/68JXRVVVkpKS+Oc//4kkSYwePZq6ujoef/xx7r//fmpqarj11ltZsmQJxiOdCb+EqGD4imTFO7hhxjheXbuVkn5ckeItJq6fMpKF2/eytbapp92i13H56IF8vq+OkubwTZEowPnFmZS1d7OpMey2lJRnZqTFwrqAD//++6PsoIJBgz2G3q8tweVCE6DVekiqvEAQDVB1X/IViyJabg4avQtnv2ga+sYOLDsrEX0BPAMz8RakgShicvnJKm9GVDUqCpNwxZjJ1vnJr4aQBLvzwK+HId4Y8vxWSo1OSo3d+8VCMdL+1KlOzU+CzsqVyWNxqe2scn+MSnhM42Knk20u4KOmd2gNNEUM7ZSMs5AEmTLnXymO7TzyfPvhSFaFD96r4/GHdmE0Sfzp2TFMndE33iMqFvoSFQpR/leQRIH/u3EeVQ3tPPveqn6fuevymbQ7vTw7/4uI9uvmjcLtC/Dfpdt72k4bl4vJIPPW572Vn08akkRdu5eSuvBFiVkvkJ+g44tKX4+AMMnhVKobmiIP9jIKggBBIl0n+yOkiyGk+3LXX6MQIFPfikPy0h6yUB1MIKjJ6ESNkUl+Uiwqpe0ypR06jDqRMwabSbBKfLLbQ3lrkMJUKxdNyqCu3curK2vwh1SunTOYCUWpPLsoHOCsk0V+c+U0MpLs3PPsUmr2F2EbWZjOnZfPYP6KHbz6cWT17NMmDWLupEHc9af3aGoP/6yO2qpgrWXP28t565mdpKWb+NerE7hswn6rwoEtImpViPIVsdvtEYLhcCQkJCBJEk1NkeecpqYmUlJS+n1NamoqOp0uwv2ouLiYxsbGHhen5uZmRo0a1dOvKAorVqzgmWeewe/3R7z2cEQFw1dAAH49bzpNThf/XN5/qqufTh+DP6Twz5WRmXouHlGILIq8tKGkp218egJpNjOPrd7Vs5iN1hsJorE5sD+TkaaRHwjSIIu4D3INcri9OE2miGBnAFWWEQjHMmiHWgn64UhiQepyY9lZhb61i0CSg64JxahWE2gaCQ1dpNR14DXrqc5PImiQGaj6yaqAbgvsywRVglGeWNIDJraZO6k0uLEJes40FCEgMN+/m27Nj0M2cU3KGLyam8/diwkRvjkbaB3KCMd4VrV9QrU38jap2DGcIsdQNrb+FZ/S+aXzPJTDiYWWZh8P3buDFcuaOf2sNO66dzD2mG/GqgBRsRAlyonKJXPGUJyTwhX3/ZtgqO86esrYQsYUZ/LzP70fUTRsxIAUJg3J4g+vrcLrD//NxFoNnDIqi482VNHeHV77c5PMZCea+c+K6p7XFifrUTUobep1y0w0qWgaNHsi94LQ/rSpMn2t4MeKhEKaroMkuYuAJvfEKgDEGxVGJQcQBY21DQaaPRJxFpFTiy1IIizY7qa5W2FETgxnjU2jtL6bt9bUoQE3nDaU0QOS+OeH21m/pwlJFLjrkikMzEzg/hc+pbw+fLmWnhjDQz+ey+bSOp7474qIsSXH2fj1NXP4cNVOFq/ZdVihAPSkSgUodtTTuKeFl+/8kKrdnVx+TS5/+kUGJmPUqhDl20ev1zN69GiWLl3K2WefDYQtCEuXLuXmm2/u9zWTJ0/m1VdfRVVVxP3nwz179pCamoper+fkk09m+/btEa+55pprKCoq6hPncCSiguErMG9EEaOy07npP/Px97NBjM5KZXphNo8sWon7oA0iO9bGKYVZ/GdjCV2+8EKvEwXmDUhns7OT1rjwgm4WBIbqDKwL+Djw6jhFJVbV2HFQnIKgacR4vFTH902bGtr/nM7nJ2A9/Nd8JKEgun1YdldjqGtDsRjpGldEMNkBgoAcCJFR0YrN6aM5xU5TeizxsQEyGxSS2qE5DmpSQUZggiueuJCeDZZ2GvQ+7IKBswxFKGjM95fg0gKMjO1kpnUqIS3ECvcigoR/PimGdKYmzGGXcws7nJFxIlbZzpzMedS519DgOTa/vCNZFRa9X89jv92FTifwxN9GM3NWcp/nvvdWBYiKhShRvmFS4u3ccuF0Xluyke3lfV0hLUY9N18wmU83lvHFzt4DvyQK3DBvNDv2NbFia1VP+9mT8vEFFBZvqOxpmzEokbp2L3sbwodRAShO0bO3OdBTdwEg0aTQ4RcJqZGBzRoiIU3EIHz1uBoRlWS5ixRdJwIa9cE4GkMxaIgIaBTGBimMDdHmE9nUZMCniOTGy8wsNNPpVflolxt3QGP6oAROHprEhvIOFmxsQBIFfnL6MIbmJvC3D7axuawFQYDbLpjIqMJUHnppBbsqW3p+lo/ddDpdLi/3PfsRyiFuwA/++HS8/iAPv/DRUVsVCkzVbHlxKQueLyW/wMqKt0cxdoQ9vC4f8HqNWhWifMvccccdXHXVVYwZM4Zx48bx1FNP4Xa7e7ImXXnllaSnp/Poo48C8JOf/IRnnnmGW2+9lVtuuYW9e/fyyCOP8LOf/QwAm83GkCFDIj7DYrEQHx/fp/1IRAXDMWI3Grj55Iks2raH9RV1ffp1kshNM8awtbaJZaWVEX1XjCmmodvN4t29G8TJI9KxGXR8VNfr1zpCZ0AFtgZ6q0XnBBU8gkDjQXn+TYEAkqbRberrk+a3WVF0Oux1DbQOLOjTf0SLgtODqbweQ20rqkFH9/A8/JmJPelZ7e1u0ivb0ESBisJkDNkiyaEAeZVgdUNVKrTGg0EVmeBKwKRKrLG20q4L4BCMnGEoIojC+/7dZMdUoRcMTLPMQ0TkU/cC/Fo4qM0q25mdfA5NvjpWtS2JGGNxbD2jEs5G0YLsaH/5sHPpj8OJhdYWP4/cv4NPlzRx6rxUfnnfYByxkeb9qFXh8ETFQpT/Ne68YhYub4A/91OgDeCaM8ZhNur50xufR7TPGVdAWoKd3//3oCJjDjOTBqXx+mel+PYrgfQ4I7nJFl5b1ZvpJ90hYzGIlDRFCgCHUaXR3f9NYZdiJlF20hCK7TdT0uGQUEiSnSTrupBQaA7F0BB0ENp/dLDoVEYlBYgxqJR26NjTIQMCY7IMjM4yUt4SYPleL4oGZ4xOYWxBHEu3N/PZrlZ0sshP5w2jOCuOZ97f2lOY7sYzxzJlWBaP/3cVm/eGE4CIgsAD180m3m7mht+9RbfHHzHO0yYPZtKwPG599QOCWb374eGEQrGjnspNtTz/h49oq/dww00FPH5TKnr9sVVrhqhYiHL8ueiii2hpaeG+++6jsbGRESNGsHjx4p5A6Orq6h5LAoQDqj/66CNuv/12hg0bRnp6Orfeeiu//OUvj+u4ooLhGLll1kR0ksifPumbNg/g/FHFpMXY+O3CyA1iZHoiw1ITeGzZBhRNw5xrwiCKzIxPZENXB23B/RYHYJjewPagvyd2QdA0MoMhyvVyb7o7wLLfSuE2HBqMBpok0ZmZTlxFFV0ZaQQt4cXvsEJBUdA3dmCsaUHf3Ili1OMelIUvOzmcPQmQQgqp1e3EtrnpijXjHWbDoBcxeyGvGkQV9uSCywI2RWZ8dziL0EpbCy4pRLxg5gzjQDxakAW+UnIcVcjomGqei0Ewsdy9AI8WXnx1gp5Tk88jqAZZ0vwe6kHm9OLYehKNQ0kzj2VT698Jakd3iD+SVeHD9+t5/KFdSJLAH/8yipNm9/UVjIqFwxMVC1H+15g2soBTxhfxyz+/h9sb6NNfkBHP+TOH8dz8tbR09q49FqOOS04eyrJN+6hs7OxpP2tSPp1uP8u39V5ETS5KoLXb3xO7AFCYpKPDo9Dq6l3LZUHDotPo8vdfeK0+GMsQo4skuYumkONLZqZhFf3ES93Ey90IQGvIRkPIQUDT9TyTaw9RHB/EFxJYWWeg0y+hl+CkgWayYmXWVnjZWhdALwtcNCGDglQr766rY3NFFwadxC1njSAvNYY/vbeFXdXh2L2r545g7oQB/Omttaze0SuSfnr+ZMYOyuLOPy+gprkzYrQ2s4E7r5jFkp1lrCkLW3GOFNTsdfr4/MmPWfZWBSPHxLL4udEUF1iidRWifK+4+eabD+uCtHz58j5tEydOZO3atUf9/v29x5cRFQzHwNCMZM4aNYjfLfyMNlffw2Oi1cxl44byzubdVLR19rSLgsAVo4so6eygRNfds5hNcsRhFEWWtB5UwEdnQI/QG7sAJCkqeqDmkABmYzBIQJL6xC8coCstFVtjE1nrN+EuziKQHIuimcKiQ9MQ3T50bU50rU70TR2IIYVgrJXukQX40+MjCr7ZO9ykVbUjqhodg2PwpobfJ74dshrAa4TyTAjqISEYLsjmkUJ8YW3DJ6okihbOMAykS/Wxx/gZOcYgIhJTLHOwSnaWuz6gW+3q+byZiadhk2N4r/5lfGrY4nAg+5GAxODYS2nx7aTeExlEeDiOFKvw8H07+GxpM3PPSOPOewYRG9dXgEVdkA5PVCxE+V/DoJO5++rZrNpazqLVu/p95taLplHT1Mlrn2yJaD9/xmAMepmXl/Sm2k6LtzB2YDL/+aSkJ+VqjFnHoHQbCzc19qRWFQXIjtOxtS7yht2kCz/gDvZvPfBpeppDdrL0bdhEL02hGFyqab+1QUNGwSb5sIo+HJIboxgioEo0hhw0B+09FgUIWxVGJAaIN6lUdMnsatOhaAJxZpHZxWYMssCiXR5qOkJYjRKXTc0i3qbnlc+rKWt0Y9LL3HrOSDISrDzx9ibK6jvDP5fpgzh32iCeXbCRTzb2phufO7GIi2eN4In/fsb6kr41FW6+fhZGo44nP1oJHNmq4Fy/jhce2kzQG+LXDw7m3ssTEEUhalWIEuUoOGbBsGLFCh5//HE2btxIQ0MD7777bk9gxuFYvnw5d9xxBzt37iQzM5N77rmHq6+++isO+btBFATunDuNkvpm3tvU/wZx3ZSReAJBXl4XGVwyZ0IuGQ4b92/q9bM3iCLT4xJY19VB10E520foDJSFgrgOSgeXHlRwCQJdYuRmIKsqQan/GyUATZbonjoY855azHtqsZRUo+plUDXE/bEXGhByWPDlpeLLSAgHMx/8GYEQadXtxHR48CUYaCuOQTVKCCpk1kNiB7TEhuMVNBEy/CZGeGJplf2st7ajCBqpoo3TDIV4xU5K9WtQhBACIpPMs4iVElnhXkiX2lvUbrRjMjnmQj5qepuOYGufNKm5tllY5CQ2tj5z2Lkf4EhWhQXv1vGHh3eh04k88ddRzDzlBLUqQDReIcq3zv/qXgBw7ZkTSYy18uNH/9tv/8xR+YwsTOe2p+ZH1FxIdJg5Y9JA3v5sF+3O3urDZ4zPo93pY9XO3rVubH4s/pDK1qrOnrb0GBm9LFDZFumOpBfD+0VAPby7UXUwAY9qIF3XTpGxAUUTUBGQUXsM1z5Vpls1URmw0a0aObj4m4BGgSPEgNggfkVgVZ2BNl/4smpAoo6pBSa6vCoLd7jo9msk2vVcPjULSRJ4flkljZ1+rEYdt587ikSHiT+8tZHKpnAxq9MmDODKU0fw30+2s2B1ac9nDspJ5s7LZvL+5zt5Z3nkvmosdpAd7+CCsUP4+/J1eBI1zImmCCv6AauCs7mbD+9bzPql9cyYlczzv80jPcVwzFYFiIqFKP+7HLNgcLvdDB8+nGuvvZZzzz33S5+vqKjg9NNP58Ybb+SVV15h6dKlXHfddaSmpjJnzpyvNOjvgjNGFFGUmsg1/3orIrfzAYpS4jm5KJc/fLwGTyDYc8uhF0XOzspldXMjVe7ehWaCIxaDJLKsrbWnLUOSiZMklvkPOqRqGqkhhVqdFOGOBCCpKqrQv2A4sGhq6HAPzcU9KAtdqxO50wWShKqTUE0GQrFWtP5Sr2oa8c3dJNd2oEoiHUMceFOMIAgY/JBXA0Y/VKZDWyygwUCvjYE+O1V6N9vMnWgCZIh2TjMW4BTa2SF/gSKEAIFxphkkyems9HxEm9Ibv5FpymVM7BTWdaygylveRyyIgp4C+zyqXZ/RHewbQ3KAwwkFCNdVeOje7Xy+vIXTz0rjF78Z1CdWAaJi4UhExUKU/9W9IDXBzrVnTuSlhV9Q3djRp18ni/zkvMms3FrBhkNuxC+dNQy3L8C7n/dmyUt2mBkzMJmXPylB2Z8jVRJhVJ6DLZWdBEK9+01mnEy3T6XdExnwe+DeqJ96cQch0KrYaVVsmIUAdsmDQDiLUkiTcKtGAlr/R4I4o8KwxABWnca+LpnS9rBVQRJhcp6J4hQ9pU0BPi/3oqiQl2ThoskZOD1BXv60mi5PCLtZzy/OH43VpOPxNzdQ0xLeD2eMyOHGs8by3srdEellYyxGHrpxLqXVzTz52mcR4zkQ1HzdtDG0ej283xhOQXuoVaHIXkftRyt59Y/bsJglfv+nkfxsnh1BiFoVokQ5Vo5ZMMydO5e5c+ce9fN///vfyc3N5Y9//CMQzg27cuVKnnzyyRNmk7Aa9Nw4czyLtu1h50HByQdz47TRlLd0sNJbH+E/eVJqOjadjnerKnraJASmxiawqasrwrowWKenQ1WoVXoXLYumYdY0mvtxOwpKEjo1MibhsDEKkkQwOZZgct+MSodi6fKSWtOOyRvEnWHGWWBD04V3JEcX5NRBUIbd+WFXJFGDEZ5YMgJmdpm6KDO4QIApdpXBoQF0CC3slNehCuHdbJRxEpm6XNZ4ltIc6j30myUrMxPnUe0pxye8Q3FsX2GWYZ6ITjRT7lx02PF/WbXmJx8twWiWeOrvo5l+8jeXAQl+eEIBTjyx0FbqojtwYo35ROB/cS8AuO2Sk3C6fTw3f02//RecNJykWCu/+NP7Ee3piXZmjMzhuQ824Tvo93HOmGyc7gCrdjX0tA1Ms2E1ymzc1xn5HjEytZ19f5cPZEvSS+A7QjmdMAIezYAn9OVrk0lWGRQXJN2m0O4T+azWQHcgvBfEGEVmFZlxmESW7/FQ2hzey0bmxnDmmDT2Nbl5Y3Ut/pBKrNXAL84fjUEv8fs3NtDYEV5jxxSlcev5E1iyvpznF/amIBcE+PXVs9DrJO7752KCofDecXD2oySbhZMHF/C3jesxWQOYiHQ/at7Xymv3LGbP5jbOuTCTv/8mC4ddF7UqRInyFfnGYxjWrFnDrFmzItrmzJnDbbfd9k1/9HHj+uljMepknlna/wZx6pQBDElL4p5VKyIyXRtEidMys/i8qYEWX29Mwgh7DDE6HZ+191oXdMAAWc8XB8UuACSGVDSgRe5rSQjIMvqQgsMaRBMP75p0tBi8AZJrO4jp9OJ36GgZGk8wJnzzLqiQ2RB2QWq3Q1V6uL6CXhUZ54ojRgmnTa3Xh83s02wCxaFxtAmN7JLXownhw/8gwyjyDYNY71lBXagy4vNPSpyHKASoC/4L6CsWALJtM2nybsaj9C2WdySrQkO9l9/+ZjtrVrZy1nkZ3HF3cZ+6ChAVC1/GiSgWonw/+CHsBWOKs5g7aRC//sv7eHx9A51jbSauPn0s7y7fTnVTZ0TfJScPod3p5aN1ZT1tdrOeSYPSmL+mPMJ1aWSOg9o2L81dvbEKBlkgziKxpTYyfgHAFwpbn82yijPw9fcCWdTIjwlS4AgRVGFzs56abokDLkqFSTqm5Jtw+1Xe3eqi3aMiALOGJTG1OIH15R0s3NiAqkFijIlfnD8agMde30BLV3iPKMpK4JeXTmHd7jr+8l5kPaPzZw5j8rAcfvHnBbR0uvtNk3resGH4QyFWNe8Get2PQv4QO17+lPeeLSEzy8yzL4/nysn7Lf5Rq0KUKF+Zb1wwNDY29qSCOkBycjJOpxOv14vJZOrzGr/fj9/fuyg6nc5vepiHpcdH8tN1tHT3HkgPWBFkUeSK4iF80VDPttbIQ+wp6RmYJJkFNVUR7dPi4ilxddN8UNrUPFmPLAjsDkZuQjGqiksUCAl9fVOVJD1is4aty4sz1tKn/2jR+4Ik1XfiaHOjGCXahzrwJRt7XKCMvrALkiEAlWn7XZAEsCoy413xyJrAKlsLnXKQYkc9KUoWA5WRNIk1lEqbe8RCrm4gg42j2eZbR2WwNGIMQ+1jSDdls831DEGt/4O/UYojRp9NmXNhn74jWRXefq2GJx8rwWbT8efnxjBl+jdXrfkAUbHw3RPd7L9fnOh7gSgI3HXlKWzdU8sHK3f0+8y188ahKCrPfxB5AM5KjmHK0Gz+Nn99hDCYMTwDVdP4bFttT5tJL5KfYuWjrZGVXuMsYSHQ4uprQvApAt0BgRSLQqPnq2/rkqCRGxOiwBFEFKC8S2ZvR9j9CEAnwZR8E4VJenY3BVhV7iWkgk4SOHd8OsUZNhZvbmT1nnBMWkqsmV9cMBp/QOEPb22kwxX+LtMT7dxz1XT21rTxh9dWoaq9F0Q5qbHceO4k3ly6lS1KV4RYONh6PzU7kw3N1ZitLsyErQoVG2tY8sTHtNS5ueaGfJ74WRoGgxi1KkSJchz4XmZJevTRR3nwwQe/62EAcOspk2h2unnti20Ri9UBTsvJI8Fk4oG1qyLajZLEqemZfNZYT/tBG16+2UKa0cSC6oqI5wfqdNQrIbq1SCfUGEWl6xDrwQG3Iz96vCYdsa0unA5znxiHL8Pc7SOhsQt7pxdVL9JVZMeTbg6n4gDQIKkN0pvAr4eSfPDtT3GdGDQwxh2HV1BYbWslJ76GVCBVyWGgMoJ6sYI90taemLkUOZPRpimU+XdS6t8aMY7R8RqjbNOp9X1KZ2jvYcebZBqGqoVo8fZu1keyKtTXenjwN9tZtzpskr79V0XYbCewVQGiYuEoORE3+7/85S88/vjjNDY2Mnz4cP785z8zbty473pY3ynfp73g7BnDKMpJ5rJ7Xuy3PzPJwRlTB/OPd9f0qRNwyclDae50s/Sg7D+yJDJzeCYrd9Th8ff+fRWn2xEF2FnTFfEecWYJRdXo8vYXqCBQ75LIiwmxo03rU7ztyzBKKnmOENm2EJIIVU6ZPR06/Erv+6TYJU4qDGdBWlbqYW9L2AXJZpK5dEomiXYDr62sYXd9+G8vPd7Cz88fjcsb5A9vbcTpCV+GOaxGHrhmBh1OLw//Z0WPuxGAJIrc/6PZ1Ld08cKuyOQiB2c/chhMFDgSWNawmWJHPZ4uL58+/hEr3qti5JhY/vzXKZxRHHbjjVoVokQ5PnzjgiElJYWmpsibkqamJux2e783SgB33303d9xxR8+/nU4nmZmZ3+g4+2NkVipTCnN4cMVy5Ky+QbFGSeKCwiI+qa6iztUd0XdyajoGSeKDQ6wLkxxxNPp9lHl6D7oykCXpWO33cigmTaNzf0Rbf/EJrSkxZFa0klHRSl12PNoRsiYBSEEFR7ub2FYXJk+AoEWiqzgGT6oJpN7NQReEnFqwu6ExHuqTw1mQAHJ8FoZ4Y2iR/bjSd5Ej7i8ypOQxQBlGrVhOmbS9RyzEiHFMMJ9EQ6iGzb5et65wQLPAAPPP8KltVPgWHHHsJikOn9JBaH9htyNZFd55vYYnfleC3a7jby+MZcKUxH6fjYqFLycqFr55Xn/9de644w7+/ve/M378eJ566inmzJlDaWkpSUl9LWInIifyXmDQyfzk/GksWr2z34rOANeeMY62Ljdvf7otoj0zyc7koVn8+e21EdaFMYVJ2M16lm6ODIwemG6jps2L65BgBItewOVXD+OsGT7k58WEmJLmY32TAXfwyHuBgEayRSHTqpBsUVBUqHTKVHTJ+JTe14oCjM40MCLTQJNT4f3tHlz+8ChSY41cNiUTDXhuaSWNnWGX2sxEKz8/fzQd3T7++NYmXL6wuNDLEr++Yho6SeLuFz/B7YvM9nThycPJS4/npv8uJqCE599fTYX8pPB+rBNKaFu1lpd+twUtpHDvw0P59cVxkalSISoWokQ5DnzjgmHixIl8+OGHEW1Llixh4sSJh32NwWDAYPiGD1+H4eDF6WenTqa0rZXlVRX9PntW/gDMsszre0oi2vWiyJz0TFY2NdAZ6HUxsssyg2123m9qiHg+U9IhCwL7QpGLJ4ARDcGoHTaYuTPBCkB6VRtGT4DWlBg8FgNBgwxoyAEFfSCE1enD0u3D7A7ffPkSDLQVxuJPMERaJjRI6ICMRlBE2JMD3eGPQNBgiDeGXL+VDnsjzriaHlGQoeRToAylRtxLubSzp90omJlimYNLdfKF51NAi8h8lKwfS4ycxzbXM2gcOVpPFo2EVP+RrQp14ViFtataOefCTO74VRHWb9iqAFGx8H3hRN3wn3jiCa6//nquueYaIBwgvHDhQp5//nl+9atffcejOz6caHvBwVw2dyxxdjPPvLGi3/6CjHhOHjOAP7y6nEAoch07f8ZgWjrdfLq5MqJ9xrBMdlW10dTZuxbJokB+soXlO/vGaBl1Ir7g4eQC+BSRlXVGxqT4mZbhY2+HjhaPhDskEFLBIGmYZI1Yg0qCWSXBqKCToNMvsLNNR41TJqRFWiYSLCIzC83EmEQ2VPvZUuPvESyDMmycOz6d5i4/r66sweULrxXZSTZ+fv5omjs9PPnOJtz72wUBbr9wIrkpDu5+9hNauyLX4ESHhWvPHMf8rXsoa2k/bPE1gEJ72Pqy6LF3+fDN9cw+LZVnH8ghJTH8u9KfVQGiYiFKlK/DMQsGl8tFWVlv0FZFRQVbtmwhLi6OrKws7r77burq6njppZcAuPHGG3nmmWe46667uPbaa1m2bBlvvPEGCxf29UP/rujP1WhGdg6DE5O47eNF/d7o2HR6zikoZGHFPlq9kZaByckpWHU6PqytjmgfbXegaBqbnJ0R7VmyTJeq0HmQO9KBBVLshi+zLncmWPGa9WTstzSES/EcnEEbQpJIMEFPV6YdX5IJVd/39kkXCBdhc3RDqwNqU0HZn5xJpwqMcceRENLTFF+J0967oR0QC1XiHiqkXT0fLO6vtQCw0v0RIYIRYkFAItt4Gs2BTUd0RTqAjTYschwCejQiYz00TeP9t2t5/KESbHaZvzw/lklTv3mrAkTFwveFE3XDDwQCbNy4kbvvvrunTRRFZs2axZo1/Sda+D7wQ9wL+iPWZua6sybxxpJN1DT1TaMKcP1ZE6lr6WLhqsjLo4QYM9OGZfP8h5sjrAupcRYGpDv424JI98zMBBN6WWRvQ9/fZVkE5fB6AYDuoMiKWiPDEgMUxgYZFB++hNK03nshVYN2n0h5l44Gt9ST9ehgRAFGZhoYmWGg3aPyzlYX7e7w+AVg+uAEThqSxLaqLt5bX09o/8AOiIWmDg9PvLMJ70GuVhfOHMLkoVk8/J8VlNW2R3yesdjBtSeNwx9SeHHN1j7F16A3qFlVVMqW1ULBdcToUnn6H6O5cbYNIGpViBLlG+SYBcOGDRuYOXNmz78PmIuvuuoqXnzxRRoaGqiu7j0o5+bmsnDhQm6//XaefvppMjIyeO65577TNHr9CYSDkQSB60eMZk1tDVuaGvt95pwBhQiCwFt7d0e0C8CctEw2trZEZEYCGBMTy/ZuJz410gc1Q5KpVUL9WhFUAaQv2SQA/GY95YPT0PlD6P1B9P4QmgBBnYw1QSVk7lvHoYf9sQppzWGrQlkWdNl7u62KzBRPDJIqUZeyB6+p1/0qUykgXxnSRywAjDJNwSHF86l7AbmOMg4lRT8BgxBDlW/xl85voM5Nt/dzEmwXYzWNp9v7eU9fc6OP396znZWftXDmuen84p5B33isAnwLQgGiYuEo+b5u+ocG6fZ3Y97a2oqiKP0GBO/eHbm+fJ/4IewFR8P150xCQ+Mf767st39wXgqTh+Vw/7MfoRyytp8xaSDeQIglG8oj2icPTsXlDbBlX6QlISfRgscfisiOdICQ2ltv4UgomsDmZgPbRQ2rTsUsa+gkDV9IwBcScQWFniDm/kiNkZiab8JuFNlS62dTjZ8DMck6SeCccWkMyYrhk23NrCjpzfSXm2LnjnNH0dDu5sl3N0eIhfHF6Vx2yjBeWbKNL3b1BngfCGhOslk4dXA+r+zeBenhY0l/lZqbylpY8ofFlG9v58q5u/n7kz/B6HkMiFoVokT5pjlmwTBjxgy0fgqXHeDFF1/s9zWbN28+1o86bnyZQDiUuQUDSLXZuOezZf322/V65uXm8/6+MpyByJvukfEJpJjN/KM0MmAr02giyWDgvaZI/1c9kCBJ7Jb6xi8ABEUB3RGL8RzyvEEmaJBxE15oJcKFeQ6H2RO2Kpi90BIHdcnhdKkHGKN3k9ycT0j2U522h5CudyPLUPLJV4ZQKe6mUtodIRZydUXk6gdSK7xLij3Sp/cA6YbptAS34FWb+u2HyDiFkNKC27+VBNtl+AJ7CSqNfPxhAw/ftwO9QTxsXQWIioVjISoWjszekAVzsK8gPRjPfvfCQ/3t77//fh544IFvamjfKifiXnCsJMfZuHDWKP7xzko6u/tfo6+dN47yujaWbYy0kpoNOuaML2Dh6j0RdRcEYHxRKl+UNvbczB8gK8FEVYunX6u2P6Rh0h19ytSQKtDpl+jsqz36xaQTGJdjpChZT0NXiCW7XXQcVCAuxqzj0imZxFn1/HdlDSV1vRdHWYk27jh3FHVtLp56dzO+QO/lV2q8ldsvmsTqHdW88Wk4YcWhaVLPHF6IVwnxYUV5v0IhFOhNlZqdY+GF1yaQ41iGar4RsfMU5K79rmJRq0KUb5Fj2Qt+CHwvsyR9XY5VIByMLIpcPmQ4y6sqqOjs3/x8Zv4ANGB+WV83mtnpmezp6qTikCDoEfYYukPBnmDnA4tisiYjINBG/4ubSxawB49BMdC70B4JORjOfpTQCR4jlOaB++DzqQaTBI34pgG4zZ00Ju5DE3vHcbAbUqUceQtqF2MZaZpIOxvoFPoXC2YxBbOUTLn3vcOOsb9YhabOZ8iIv5+M+Id58ulf8+B9H3LK3BR+839DiHH0DUyHE1AsfEdCAaJi4XhTU1OD3d5rruvPHz8hIQFJkvoNCE5JSfnGxxjl8Fx39iTcvgCvLN7Qb39RdhLjB2dx37OLOVQ7zRqTh16WWLhmT0T7gHQHcTYj63b3tV6nxppYs6et389q9yiMMBrQS72F2o4HogCDU/WMzjKiaRoryryUNEZehGUnmrl4Ugb+kMqzSysiLCAH3JAaOz19xIIsidx5yRQ6u308/eZaNK2vWDDnmphWlM2a+noMlvDnHiwWqrfV8/Hji2mqdnHtj8OpUvV6EV3NMgKpA/Gn34oSGoC+/E2E/ftoVCxEiXL8OeEFw9cRB/0xN38ASRYLv1q2td9+syxzem4+iyv30X1IzYQsi5WiGAd/KYnM0S0Aw20xlPg6sR/idhSHTAiNzsME/HYaBAq6VPSKRkA6cjDD0QgFUYGUFkhuA1WEqjRo3V9X4QCD7I0kt+Ri88TR5qij3VEf0Z+u5FGgDKX6gBtSxFxFptumEaSNBuGjw44jTjcIRfPTGSrt03ekoGZF7eKdD36K3XAdd97xZy65+Fok00o8/g2oWuQN4PEWChAVC98nToSN3263RwiG/tDr9YwePZqlS5dy9tlnA6CqKkuXLuXmm2/+FkYZpT9S4u2cO3MEf31rRb9F2gCunDua6sYOlm+MdDkSBJg3aSArt1fTfohlYtzAFNqcXsrrI9Om2k0yZoPUk2noUJqc4T0iO07Xk9L061KQqGNsthGrQaCkMcD6Kj/+UKTyGT8gllNHpFDV4uGN1bV4DhIEGQnWiJgF3yFK5vJThpGdHMOdf/sYLd+K8aC+A3t3qsVKmtXKq/s2RwiFgCfAF39bwkevlDFkmIMn35vMWYPDR5bwOqyhb/gbYmsTgfwLUJLGomxfCvvWAM39zvdEWDOiRPm+ckIJBnO2Eekw6feOB3pR4oqhw1lWuY/Krs5+nzk9Nx+9KDK/vK91YWZqGh1+PxtbWyPaB8bridHp2N3V1ec1NiRcKBzOpbTeLJHnVCjoCrErrn/T19EIBSkEie1hoSCq0JQQ/k85yP2o2FGPLmggtb4YOWSgPmkvbktnxPukKFkMUIZRI+5l3yExC8Wx9SSp0zEQT5nwTzTh8AdQvRiDT23vkxnpSGLB51N4+ve7ee0/VYyftJXcoh3kpJ2NyXALqhbE69+Gx78dT2An+fQVIl+XqFj4/vBD2/jvuOMOrrrqKsaMGcO4ceN46qmncLvdPVmTonz73HDOZLo9fl49jHUhNy2OaSPzefTfS1EPMS+MHJBKSpyVP762qs/rhucnsmFPUx+3ozhr2ELa1t2/OHH6VCragozNNlLRFiR0bIbnHgQgL0HHiAwDCVaJirYgi3b66DykvoMsCpwxJpWRuQ5Wl7bx8dYmDqqvRrLDzB3njaKly8sTb2/CG4hcQwrS4zhrShGvb91LfUzkbA8Oas7abxn2yW2ghPehfRuqWfz7j+hu83HH3cX89tokpP0XZgfHKgiAjkVIbdvwxJ+GMOochHEXo7VWQPVmtIYSaN5L287+rTZRokQ5ek4owfBNc/qAQuJNJv69bUu//XpJ4sz8ASyprqT9kIBmoyQxITGZj+pqUIlMg1potONVQ9QE+h6GrYi4OfzKH5QEymJkijpDNJpV2o1hH9ajEQkABn9YKCR0hNOitsVCQyIc7HZX7AjHVVjcDpJbc1HEEDVpuwjqI+eYrGQyUBlJvVgRkTr1QOYjo5ZMIlNpYSV+of8bngPoBDMhrff9jyQUAPbsdnL37VuorfZw52+KufjKHERxC7XtW5DFOCzG8ViNY4m3X0qioCekuhFC5QhKNYRqEJQ6BKUO1FaEw2YyPzxRsfD94YcmFgAuuugiWlpauO+++2hsbGTEiBEsXry4TyB0lG+H9MQYzpo+jKdf+xSvv//b/CtOHU1jm5OPvuh7OXHquAL21XdQWhN5UM1KshFnM/YJdgaIsYQX5S7P4a0Hayt8XDjKyrhsI6sr+rdEHA69BAOS9AxLN2A3itR2hpi/zUWjs691O9ai46JJGSTaDby1to5tVZGXXUkOM3ddOAaXN8iT/YgFSRS47YIJVHV2s2Bnb7G6/lKlpsSEN5JMSw12tYPPn/qIZW9WMGZ8HPf9eyxz8g8RCtBnvXRvrwL+BiufR8scjpA7HopnIY46F00J4WioQmmsJNRUg9JSh9JSj9LWAD8g//IoUb5pooJhP7IocvHgISyt3EfNIZlNDnByZjZWvZ53y/b06RuTkIhBktjiru2T7SjXYGOfv7vfY6oeAc8RBANArUUk0Sswsi1ITSq0OzjikVcXhJhuiOsEmwdCEjTHh/8LHfSNHxAKaBDfkU5cVxoucwdNCRWoUuQcEtRUipSRNIpVERWce9KkapCizcZPOy1C/7nKD8artBCvG4aIjgG6zsM+p2kar/2niqce2012noVX35tM/gBbxDMhtZ0uzyLSA2+joUPTFaLpBqFJeai6oWCcA8J+haQFQGlCUBoQlAZQGhDUA//f3OMDezDfSoDzd0RULHx/uPnmm6MuSN8TrjljIt1uH28s2dRvf3KslZPGDOCZN1dGpEsFiLEYGFOUznMfbOzzusHZ8fgCIcrqOvv0mXQSgZBK8Ai5U50+lbUVPibnmxBF2FTjxxM4/POyCOkOmbwEHXnxOkQRKlqDLCnx0+ruf98ZkGLlvAnp+IIKzx5UjO0AsVYDvzh/FB5/uIKzy9f30D3vzGFkJMbwy4UrUTStX6EA4YuvVn843k+r1fHcrS/h6fLz6wcHc+/lCYhiX6vCwfRZv0J+qFiHVrEOgI7OOHR5g5EzCpBTstAPnoBosoQ/T1VRu9pQ2upRWhtR2hpR2hpQWxtQ2hrQ+imkGiXK/zJRwbCfk3PySLZYeXXH9n77BcKF2tbU19Hk6fWNP7D4zUhLYa+rnY5g5M2/QRBJ05nZ4onMO30ACeFLypWBJghU52uIdZBTHw5WbnOA3xBOg4oAhkDYmmDxgskfFhTdFtiXAZ323irNcJBQAKSQjpSWPEw+Gy2xNXTGNEYWcAAcagKDQmNoERsolbaAQEQ9BQArBVjJo0p4FU34clt5c3AjOabTGWoswqes7feZjvYAD9y9jRXLmrnkyhxuvWsgBoPU77MH4hUEggjBnRDc2fvzQwQxCU1ORxNTQUpFk1JR9aNASjlITCigNoetEaF65K5mhEADqq4RIdiM8CXC7ivzHVoXTiR+yGIhyveH+BgLZ00fxj/eWRmR3ehgzj9pOF5fgIWrS/r0zRiZi6ZpfL6tqk/foKw4Sms7UNS+h3xZEvqIj/7Y0RBA1WBCbjijUWVbkPouhaCiEVI1zHqRGJNInFkixS4hiQKdHoUN1T72NgfxHKb4myjAzCGJTC1OYG+9i7e/qMN3SMINq0nHHeeNQtPgibc34fREuk8Zix2YdDIXDC/g0/Jaqjq6j1iArdhRT9BXRU39IBI6MsjOMPLgy+M4JTf8/JGsCl922RFeL1woTZH1kASrAzkxDSkhDTE+FSkhFTk9D8PwyYgma89zancHSks9oZY6lNaGsLBoqUdpbYDgUaaeihLlB0RUMOznokFDWF1bfdjYhZFJyaRZrTy5aX0fC0K83kSBNZZ/V/UVGxl6C6IgUOXv/7CjwRGSnvYurBpQkQn1SWEXo/hOkJXes31IDAsItwkaksBpAeWQb/dgoQBg9thJbskDQaMupTSivsIBbKqDoaEJdAitlEgbKI6r7/MMQKI2GTfVdPPlBdgAsqVq/KHt2AyXQUDAF4osULVlYzu/um0Lfr/C0/8YzbSTDu+a8WXBzQIqqI0Igb5ZScJiIh5NSgEpDa3nv1EEkpNB3C8m1CBCoAExUIvoq0b01yD6qxACjV/JxamHqCvSUREVC1G+LS6ePZqQovD6kr4WAgCjXmbelEG8//mOft2VZo7MZe2uWroPOUyLgkB+moP5q8v7vAbCxdXEw9XKOYRdjQHKWgIUJukpTtGTE69D2n8br6gaTp9Kp1dlTYWPmo4QTt+RhYjdJHPBxAwy4k0s3d7MypK2PquaQSdx2zkjsRh1/O71DXS4Ig/NB7IfzSzIwKzTsaC9+rAF2CC8H9WXNLHw4YXUTe/m0UceY+ZsC5nav4HAVyrCBl++VmiuToKuToIVu/r0CWYbUnwKUkIa0n5RIaflYhg2KUJMKO1NKM21hJqqCTVWoTRUEWqsiro4RflBExUMwNjUNPJiY/nT+v9n77zD4yivt31P276r3iVLlnvvNrYxGDC9t5CEktBTCElIfgn50ispJCEhBUJCGkkghN7BNgaMbdy7Lav3ru112vfH2pZldVkUg+7r2kv2zszO7Go17/u855zn9L3SDXDppFKqg1206L1zT+en5hDXdfYGem8rsDgI6xpeve9CthgGtuMkw0D1CXFrsgNzQx5gJguYBbojDX1xvFAQDIF0XwFp/lwi9gCtWVXoUu+bsN10MktbSlgIsE/ezNT0xj5f32Jm4KSEeuGJfq/hCMfWKvjjD+K2XkuK9Was0hyCif+g6T4eebia395bxux5qdzzq7nk5PVf6H6iTkhJMdGOYLSDmhR8RwYqExFTycC05GFYCjCsBRjWQtT080FOSb6AHkWM1yBGq5BiFYjRSoRE09BExJhYGGOMDxR2q8I1Z8/n6XW7CUb6vg+vWjQZp83CU2/s7bWtKNtDaX4a/1nd2066MNOFVZGobO5tfgEQimvYLBKyKKD1EYE4noSejDbsbU6OLZKQbKwW18xhLWFML3Rz8cI8NN3k4bU11Hf2TsWRRIHPXTyb3DQnP//vVtp83ffd421SV00ax7audnyHexT1FVUwNIP9/1nLkw/sZ/JUN5d9ohan+jAo1+Ezp5DW8TdMyhFGFFUYOWYkiBYJotX3XvgSHB6krDykrELk7EKk7EKsM5ZgX3Epgihi6jp6ewNaQyVqfTlafTlaUzVofY/9Y4xxsjEmGIBrZsykrLOjR1fnY1dEsmxO5mTk8XBZ324Zc1Nz2BtoJ2H0XsXJUxw0q/1PasMYFJB0iRhqIfNRhJ5N1o7neKEAYEnYyW0rRVFtdKY14O0jBQlANhVmqUvRSBDLfJopYv8FdqnmbDQiBOgdnj+W4wubTWIE4n8hru3CY72eLMcvqazai6C+zPd+OIvzLjeQ5b7zSN8Ny1ToGQIXMBDUdlDbkcI9JwCmlIJhK0a3jcewlaK75qNlXJjcqIcRo5VI0XLE6EGkyEEE47jrHRMLQ2YsujDGe8Ulp83G5bDxzxc397vPFStnsXFvDS2dvSOyp84qJhRNsO1Qc69tJbkeDMOkrq3vGrnA4WLnNJdCe2D4k0zdBF0bulSwyiIXLshlbkkq+xsCPLuluYdl6rFce+ZUphal8+snt1PXnnzfxwsFgGmzsihMdfHvPRX9RhX8LQFe+vGzlO/q4ubPTODWz01kjiMGxmocreX40m+jM/v/Ica7sFn2YgkcRAk3EDnYOuB61Lt9nzAjAbTaAFptGT1GaosVOWcccn4pckEpctEkrHNXIMgKpq6hNdeg1R1CrTmAWr0fwzuwIcgYY3xQ+cgLhpKUVBbmFfCj9W/0SjU6wsr8UqKaysbjciEB0i02Cu1uXm2t7vPYTNnKwVjfK0oArahMx06BR2N4nhf905dQEEyBVH8u6b58VDlGfcF+Epa+J+OiKTFLOwWbINGV/gTmAGIBwE4uURoxhf6rMQZyQYrrW9m2bwsvPZXGwgWnc+cXP4tFSRam6UYXutmGbnSim10YZoB8sQPVDCIQRjDDCEQRiA2hGmRghlPcLOh+pPDuHkLCFF0Y9lJ02wQM+2S0tDMxs64E00CM1yKG9yaPqapGYCwHdiiMiYUx3isEAa49byFrt5TR1NH3PXtaSTaTx2Xxp2f6jkYvmV7I1oONfdYi5KU7afdHSfTjh9rYFUXTTcZnO0ckGIbDpDwXF83PxW6VeGJTI7tq+x+jLloyntNnF/Lwy3s5WJ9sZtqXWHCMt1PicmOYJm1msmbvWKEA4Nv0Dn/+/jbcLom//PsUPrnYCodHvuT9t4WMth+RCM8lljqTeMosItmnJU8wLYIYbEUMdyKEOxFiAYR4ACEWJFDRiZDuxIxFIRF9b1ODEvFkNOHYqIQkI+eVIBdNQhk3GWXCTOzLLgBA97WjVuwhUbEbtXwnhn/M8nWMk4OPvGC4ZtZUumJhdnT1nVcqCgKn5ZbwdmstCaP3hHSmJwvNMDgY7P1HLyGQKlno6KNA6siNNGaomH43uQkbNbaBrUUHoy+hAGCLOcnuGI9FteJNaaUrtRFT7GclyoRp2gI8poeu9GfQ5b5Xw47FSjZ+9vW5bTC7VIB1a1r55ld2kptn57zLG/AmnkVSc5DFIhSxEEnMRBJzsQjTkQQ3IaGfr62ZQCCefJhxIJ4UEmbs8PMxBDN6WGBEEMwIImEEM4SlK4EuBhGN8IiFh2CEeogIEzCVXHTHNAznDHTPUrSMi6FQQ/SXI3XtQ+rciRisHSyTa9Q4maILY2JhjPeSpbPGU5KfwXf/9EK/+1x86gxaOgNs3td78Sgr1UFpfhqPv947VQkgN91Jc1f/98OEZtLQGWFagZvNFd7hv4Eh4LBKXDg/l1njUqhsCfHsuma84f4n18un53H58ok8ub6Ct/c39ysUjjA+1UFHIoJqGj3EghbX2PjHF1n7eDXnXJDHN38wk1Myus97fG8FKwexBg4SqHoU0+bBSC3CSCvCcGVhOjPR04sxrW5Qkq3gLCt7XpOpa8nC5EQc8/DP5P9jmInkTxLRpBNSPIoZC0M0jBmPQCSEGQlCJDjydCJdQ2uoQGuoILbxJSBZH6GUTEUpnYUycRbu+SsRRBGtpY5E+U7Usu0kKvaMpTCN8YHlIycYjo0iWCWZ0wsn8FzVXjSz71WfmWk5pFrtvNncdwRhqjuDyrCXeB9iwiXJCIJA0Oi+ARyfdqSKBo1KlEkxF3XWMMYIZ459iQVZs5DhLcAdyiBuCVM3QFThCAsthTjVPHypL6IpQwud6sSQevTwTDKYWDBNk7/9qYr7f1nGGaty+OEv5uBwyoCJbrag6y3E9S1H958uR5KTcJyYuDAFBwZOTMGOiR0TGwhWTGyYWDEFa/InNkzBjUEWpmDDEByYOEA45ppzu/8p6CEkw4+o+5F0L6LuQ9I7kw+tA1nvQDAHv6kLgKC2IPpbwP968tp949EzZqGnz0QtvgB1wlUIcS9Sx06k9q1IXfsQzBOLlPTHySQWxhjjvebKM+dxqK6NHWUNfW63KBJnLpzIf9fs6tWoDZLN2nTDYGdFb3MFgFSnpVd35+PZXOHlY8sKGZdpp65j9Gw9ZVHglMnprJiWiWGaPL6xgT11Ay8GTcxP4Yazp/PmngZe2Fw9qFhI8ehEdQ2HLPcQC531Xp7/3rM0VgX49o9ncfnVhcxQku9tMBckARBiAcSWfdDSe1Gqs0oFhxvB5gCbE8HqAKsNLDYEizUpKCxWBMUKFmv3864UsNoRrXawOsBmRxB624+YiRiE/JhhP2agCzPohUAXpr8j+fC2QXRoCxtmJEhi/xYS+5NjmuBwY5k0B2XSHKwzluBYcQlmIk6iYheJvZuI730HMzL4gt0YH05+//vf84tf/IKWlhbmzJnD/fffz+LFiwc97tFHH+UTn/gEl156KU8//fTR50OhEHfffTdPP/00nZ2djB8/njvvvJPPfOYzQ76mj4Rg6C/VaHn+eGyywura3n0Vju6TU0xD2E9tyNdrmyQITHSm8mpb32LCISY/3rCuD1ifUGYPckYgm9K4iwrb8FZV+xIKki6T6s8lNZCDIei0Z9Tid7cPWpA835qKK7iQoGsDCWtvS8D+SNCJlayj/x9KVEFNGPzgW3t4/qlGbvnsBD77pclHPbf7ots2FQTCQLi7GcUITYpMJEwcyN40DNF1+OHBkDzoogdDSkWTszCsU9ClVDgmsiHqXmStFUltQdZakbVmZLURSe/st+BZaHYg0IrY0IrSsBpTkDBSJqFlzkPPmodWcAaoYeSOHUit7yB17Rk18XCyiYWx6MIY7yXpHgcrF0zi3kfW9LvP8lkluOxWXu2jURvAnIm5VDR0Ee6jLwGA22EhGB14oWFffYBmb4yzZ+fw8Os19KFLhoUowJySFFbOyMJjV9ha6WXdvnbC8YHvK3npTu68bB4VTT7+19jSSyz011chKvtxSaXMSeskYcYJbt3MX/7fFrKyLPzzf8uYMs1z9F5+IpapcMw9wh/HPKzDRv5xCUmhYXMiOFxgdyM43AiuFHCmILhSENzpCNlFCCkZCJbuxSYzFsbsasXsbMHsasbsaMZsb8DsbAa9//dhRoLEd60nvms9AFJ2IZZpi7BMX4zrqs/juvLzqJV7iO9+m/juDWPi4SPEY489xl133cUDDzzAkiVLuO+++zj33HMpKysjOzu73+Nqamr46le/yooVK3ptu+uuu1i7di2PPPIIJSUlvPrqq3zuc58jPz+fSy65ZEjX9aEUDP0JhONZWTSRPR1NtPWzQqCIIvMy83mh7mCf2wtsbqySTEUfYgIgw528Dqc7hn+AO1lY0qiyhpga9RATdBqsg68s9RlRUK2kBnJICWYC4E1pwZvSjCkObKk3La0JS7wIt+80IvbdRBw7Bz3/sQSFQxSal5NuLiLLsm7w/YMqX/38dnZs9fKTX87h/EsKBtz/3SpwFtCxtieA1sOP/jERMKQ0dCkDTc5Gl7PR5FxUy3hijlMwxeQAIhgxZLUBRa1DUWtREtXIaiNCc+8IjGDqSL6DSL6DmBX/wXQWomUvQstZgpZ3alI8tG1Gbn4L0V/+nqUtvd+MiYUx3mvOXTodgBff7ju1EuCMBRM5WNtGQ1vfUYLpxVms21nT7/EWWSKuDjw2mcBLO1r49MpiLluUz3PbmtEGaOTWH1ZZZE5JCqdOzSDVaWFffYB/7K6jMzR4ZNRtV/jiZXPxhmL8+WAN+nGqZaAmbDWxTjRTZaHtdB566G7+98c9nH1+Lt/9yWwWpSaAURYLo4YJR9KT/B1HnukfuwshNRMhNRshPQchLQchIw9x/HQEV2ryeENPioiWGsyWWozmasymqmQ6VB/obQ1E2xqIvvEUgisF64xTsM5ZjuuKz+C6/DOo5TuJbV1DfO87Y2lLH3J+9atfceutt3LjjTcC8MADD/DCCy/w8MMPc/fdd/d5jK7rXHvttXz/+9/nrbfewufz9di+YcMGPvWpT7Fy5UoAbrvtNh588EE2b9780RMMQxUJR8i0O5mVmc/vdvbflXhmWg52WWFLe98h6mJnCpphUB/tqfy7owlJD/+hTPQO2ANYTJH5kXSytAj77H4SfUz0jxcKki7jDKfiCWVij7vRRQ1vSgs+T2uvbs19MS2tCUlLJ8V/LglLHUH320O74GPwsRsbueSbF6BrAob0JvRTAN3WEuOOW7fQ0hTlj39bzILF6QO+9rslFmCYRc6YSHoXkt6FJdHTcs8EDCkdVSlAkwtQlXEkrJOJOFeCIIKewJJShxKsxBKqxBKqQtSjx70+COEGLNUNKNVPJcVDziloucvRCs5AiDQjN65DaX4LQe3tzjIQJ1t0YYwx3msuXjGT9Tsr8Yf6XqyxKBKnzCzmHy/13ZshM8VBRoqDg3Ud/Z7DNE2EIfRZqGmP8NTmJi5ZmEd+mo0nNzfR7B3cEkOWBMZnOZlTksLUAjeyKLCnPsAjb9XT5h+ayYIsidxx6VysdoXfbignqnXfx48VCtDbLhWgyF3Nuo4Ip6Wcy6o5n6P023/j49enH01Bgg+iWBgB0RBmNITZXNN7m82BkFWIkFWAmFOMkFuMOGUBssWGaRqY7Y2Y9Ycw6g5h1JeBr7cduxnyE3vnFWLvvJIUD7OWYZu/Es91X8OIhojveJPoxpfQ+zr/GCc1iUSCbdu28Y1vfOPoc6IosmrVKjZu3NjvcT/4wQ/Izs7m5ptv5q233uq1fdmyZTz77LPcdNNN5Ofns27dOg4dOsSvf/3rIV/bSSsYhisQjmdFwQRU3nY0EwAA72FJREFUXWdDU02/+8zNyKc5EqQp0vcErcjupjEWPLoCc3zakXZ4jUIesDVbElOAnU4fHXKcWZFU8hN2OuU4HXKcgKxS6OrAFAzESAqKZsWi2rBH3VhVByYmEXuAlqxKQg7foBEF6O7ULOp2Un3no0tB/CmvgTCCoK4AKcpT6HoEUT8XUT8VUzyEIR7CFGsBHwgGDXURbv/UOxi6yV8fXcqESe4BX/Z4sWCaIgYWTFPBxIKBcvjfCiYypilhIgFSsiEbIuZh9SMcrn4AAwEdxS+iiioCGqKZQCSBaMYRiSEyvAm2AEfFBHQ37zMEC5pSTCI2FdVVQjRrKeH8c8E0kCMNWIOHsPoPYAlWIJhaj9cTwg1Yqv6HUvUERto01LzTUCdchTrhaqS2LSj1ryIGKj50UYcPxGRgjI8UxbnpzJyQz5d/9US/+8yfXIDDZmH9rqo+t0/ITwOgvL5/x5uEZmBRBvDBPoZdtX6afTGuOqWAz55TSrM3SlVbhLr2CDFVR9NNZEkg1Wkh3alQlOmgKNOOIom0+eO8sa+dXbV+AtGh38sE4NPnTKc4x8N97xykK9a9ij1QVAG6F7K8TX7+cvdfebr4Re771a9YLp+CUy/HywEc4iGcXQHg8OuegFgwEUBWQLZgKgpIFkxZAVkGScaUZBCl5EMQDz+E5Js0k6+AYRx+6Ai6lly11zUENVkgLSRiyZ9D/gQPE4tg1h9KioIjzwkCQmY+Qv4ExMJJCEVTUBaclXwvvg6M2v0YVfswqnZDuOcCpBnyE9v4ErGNLyFl5mNdeBa2xauwL7sAtfYg0bdfSKY1DZD+NMb7TyDQ8/dqtVqxWnsvWnZ0dKDrOjk5PZvV5uTkcPBg39ku69ev5y9/+Qs7d+7s9/z3338/t912G4WFhciyjCiKPPTQQ5x22mlDfg8nlWDwuA1kx+jkdC/PH8+2tnqiA9ivzc7IZVt7383KAHKsTrxGoN/6hNDhYmeXaKFDH9pKeYM1SpsSpyjhIFO1MjnmTgqOUObRfQwMNCVO1BrCm9pMxB7os/FafxwRC4KhkOq7EMGU8aY9gymOzIruSM2CIb+CIe5ANBYgGlOQtQUAmOioahfRrlZ+ds/1TJluw2YH1CPiRAQkMCWSURkZmyBRk7AcFgjJn6P6de2dIXQUwVSRiCKZYSQzjGyGkM0AshlAMQMopvfww59s/NYPopnAUtuIhUZoTY5TujWThHsSCfdkoukLCeeuAj2BNViO1bcbm28Pktqd8iBgInn3I3n3Yx56BC3vVNTCM4kt+i6ivxKl7iWkts391k2cTNGFk0UsHPLlYlUHjk7Fw2O2uScL55wylUgswfqdfTvlASyZWUxLZ4Ca5r7diwqzUwhFE3QF+08n9YZiZLgHuPEcR5s/zgOvVjGjyMPEXBczizwsn5LRYx/DNAlGNVp8MV7b1UZVW3jI0YTjuXLFJJZMzeWvO6uo8XfXoQ1VLIjVu/nrF97G4VK482sipuOnZDGbiD6DzvgldAgKOEjeSxNBxPw4khFHMHW0kAGzTMzDk3tTkDBFGUQZQ1IwRQXdlDFPtYBiAdkyovc4bAwd4lGEeAQhGko+IgGEcAAh7EcIeRGDXQhBL8JAaUKmmYwstDdi7Dqc1WBzIo6bjFAyHbFkBsqc5MTNaKrCKN+JUbYVs6VnLaHe0UTk5X8SefXfWKYvwr70Ajyf/Ar6RTcSe/sFohtexBxiEfYYJ85wxoKioqIez3/3u9/le9/73glfQzAY5Prrr+ehhx4iMzOz3/3uv/9+Nm3axLPPPktxcTFvvvkmn//858nPz2fVqlVDOtdJJRhGi0ybk0lpWTxTuaffffIcbjJtTnZ39e14kZEaJ9tmpyrQu0HPEaKoJEyddMFODb4hX19CNKi0hbDkHiJgCsi6gmAKCKaIIWpokjrstCHoFgoAmCIp/nOR9BS8aU9jSMO/yfRZ3Cy2YYgvYfASmG4EM5eOVhdrX0mQlZnKqSuLkqraFOBo5MUAwQBBBaKkijEEEohCAgEVkTiCkIwCdP9UEUg+RCEZKQAdQdAP26IavSbzyaiDgNLhwBRETBQMFAxBwcCKIVgxsKELdnTs6IITTXChC07iYi6q4MEQjlkVM3UU04vF7MRqtGMx27AabdiMZmRCvVbQBECOdyDHO3B0bMQENHse8ZTpxFNmECj+GIGST6CEqrF1bcfu3Y6U8HUfr4VQ6l9Grn8FPWM26rjziM+6AyHSglL7AnLz+h6RipNJLIwxxvvFmYum8OaOCuJq/38vi6eP450+rFSPkJ/hpqlj4FTBNm+E/AznsK7NMGFPXeCoo5HLJqFIIrIkYBjgi6joQ+gKPRjnnjeZ86cX8/j+Ora3dB19fqhiIbxjK7+5ayOz5qTyy9/PJzXNwnS5C1hHjm8jBgoxsYCEkEEinIsmuTBEK7poRY1ZQBEwEZILH4aOYBqIahjB0BB0lVhHGFlTQU0gaHHQVAQ1kYwA6Gqy74KmJv+ta6DrYGgIR6IIpkGygtwEhMPRBhFEEVOUQEpGJ0xZAcWKqSQdlUyLHdPmwLQ5webCtLswssdhOlMwHe7kaxxGCAcQAh2IvnYEbyuitxWxqwnB348RRiyMcWgHHNqRNPJ2ehBLZyNOmoO05Fzk06/A9HWgH9iMsX8TZuMxgtbQSezdRGLvJqScIuynXoxj1cewn3ElsU0vE33jaYzgu2PNO8bIqK+vx+PxHP1/X9EFgMzMTCRJorW1Z11la2srubm5vfavrKykpqaGiy+++OhzxuEmwrIsU1ZWRn5+Pv/v//0/nnrqKS68MNlgdvbs2ezcuZN77713TDAMxLycQnTTYHtb37UJAJNTMjFMg0P+njmpR26UIgIOyUJQH3g1p0H3M05KZbvWv7A4nh51CoKJJp94gVNvsbAKS6IAb9rzaMrwG8cMxQkJIUh1dTO3XvcOaekWHvzHEmSXZcAuB+9mzQIcyZ8N9axoG8Z4a2BBFVJRhVQSYjoJIZOEkEFYmoBXOAXzsJOSbAaw5bViizdijzVhjzeg6D0nFAKgRJtRos24WtZgSA5iqTOJpc0lWHgJwXFXYgmUY+98B1vXdkQjfvg4E7lzF3LnLnR3CWrJxSSm3ohacilK9VPILesR+rEJ/qByskQXxvhwkZ7iZEZpHv96aUu/+6S6bBTnpvG35wfYx22jKzDwvWt/XRdLpuXhcVgIREZ2Tw/FdDjBBpXHs3LVRK6aNo7VVc2sq01OUoZSr3BknGpes56HvreNVefm8qNfzMFilXo5IYmoOIwaHM1twIGjrzHUNKShV5sNn5GmdZqCiOlKwXSlY3jSMT2ZmCmZGGnZGKWzwXr4M0zEEbuaENvqEdvqkNrqELpaeouIcABjz3qMPetBlBCKpyJNXYQ0azny0gswvW3ou99C3/VWj7oHvbWe0BN/IPzKv3CsuATbsguxL7+Q6NsvEln7vzF3pQ8IHo+nh2DoD4vFwoIFC1izZg2XXXYZkBQAa9as4Y477ui1/9SpU9mzp+fi97e+9S2CwSC/+c1vKCoqIhaLoaoqotgzPV6SpKPiYih8JAXD/OxCyr3thNX+b9qTUjKpC/mJ6VqfKUcOKRkSjRgD3/hrdR+nW8bjFBTC5sApP/01XjtReooFmVTfuVgShfhTXkW19J9y1R9DEgtAc1OU22/YjCdF4YG/LyYtfeAw8nsjFk4MkQRWsw2r2cbx2UgmIgkhg5iYRzw8jqg1D597AR1pKwFQVC+OWC2OaA2uaBWK5u0xWIl6BEfnZhydmzEkG7HU2UQzFuMv+SSBcVdj69qGs+1NlEj90WOkYA3SnvsxnPkkxl9BYvqtqMUXoW/4N7D1hN/vGGN8mFk6qwSADXv6tsYGmFGaXNXbXdn/oo/HaaW2xTfgufZUJxef5k3M5o3d/S9WvZdccP4Urpw2jrfq2nj6cP+J4YiFiidf51+/3M011xXzf9+ajiQJfdumwslb4NwPgmkgBL0Q9CI190xnMwHT6cFIz8fMzEfPLEQvnIw269RkVCIWQWqpRmyuRGo4hNhW33ORx9Axq/ehVe+Dl/+OUDwNadZypFMuQD79SozqfehbV2OUbUumTZGsdQi/9E8irz+J/bRLsJ92GbZTziX6xlNE1j2VbFw3xknBXXfdxac+9SkWLlzI4sWLue+++wiHw0ddk2644QYKCgq45557sNlszJw5s8fxqampAEeft1gsnH766fzf//0fdrud4uJi3njjDf7xj3/wq1/9asjX9ZEUDNMzcnm1pu/ikSMUOVNoSXT2W58gHp7q6YOs5FbqXSxlHAvkfN5U++9t8G6IhR5CARCMZIGzrGXgS32BhHX4g9ZQxYLfl+COm7cgKwIP/H0x6Rnv5hpREtMU0AwbumFDM6zopgXDsGCYCoYpI6q2w0XQx4S/k4apiIKOiI6IiiQkkFCRhRiKEEMizhDMTRAwsJrtWPV28FYkrwnQJA8RWxFRWxFhWzF+12wQRBTViytSjitSjjNahXRMMzhRjx0VD7ollUjGKUSylhPNWoYSqsHZugZb186jaVdiuAnb3t+h1zyHOvFjmGd/BbNpH+bGf0BX/6kUHwQ+yJOCMT7cLJg6jor6drr8/d/XJhZm4g/FaO3qP+VIFkU0feCxIBhV2V7exoWLS3h7X+OI7FJHC/u0VC6ZUsg5pXm8UtnMs4d6i4W+UpCge6wqe3wNj963l1s+N5HPfWkSgvDBEQsmYMoWDIsNQ7FhKFZMScGQFUzxSFF0shD6qDGGaYJpIBwughYMHUFLIKrx5CMRRVRjyf0GIWlcEUAMB6D+4GG/RDAVG0b2OPS88Rh5pagLzkFdegnEo0gNh5Bq9yPV7kcM+455MyZmzX60mv3w8j8Qpy5CWnAGytVfxAx60be8hr5tzdEGcmYsTOTV/xBd/wKOM6/CcdbHsC05h/ALfye+440Rf6ZjvHdcc801tLe3853vfIeWlhbmzp3Lyy+/fLQQuq6urle0YDAeffRRvvGNb3DttdfS1dVFcXExP/7xj8catw1EntNDqtXO/q7+ffczU+MUujzsaurbEeNYhEECmioGO9QmFiuF7NZa8Zk97fHek6gCYIkX4QkkXRm8ac8MuYvzsQxVLMTjOl/6zDa6OuP89dGlZGUPXug3UHTBNEE1HMS1NOJaCnEthYSWQkJ3kdDdqLoTzXCgGfZ+X6MnBgLm4YFiKH90BhYhgiKEsQohrEIQqxDAJvixiz7soheFSLeoOGZwFABFD5AS3kdKOOnxrotWIrYSQvYJhByT8KYsRjA1nJFKPOF9eMIHkIzu74mU8OFufhlX86vEU2cQzl6Jb8LNSIWdOFvW4Gh/+2jtghSqJfLkPVA0F+GU6xAuvwf2vYy59b+gja0wjTHGscydUsj2g/UD7jM+P52qpoHTNk0YkmXq0xsq+cENSzlz7jhe3Tb05pijSf68bK6fPZ6J6W7+d6CO12t6pyENJhb2/2c1j/9uH5+5cxK33THxPRULhqygOdPQHClozhQ0Rwq63Z18WB3oVieG1ZEUBINhGBzNST3ipDQIYjyKFA8hxsLIkQByJIAU8aOEvMihLuSIv19RIagxpMZDSI3JZrGmKCYFROEU9HHTSKy8BkQxmbpUuQu5cgfisbaravxo2pKQXYS08GykFZchnXoJxs430N5+HoLJGhQzEiD8/MNEN76I66Kb8Fz7VRKnnEfof79DH8DMZYwPBnfccUefKUgA69atG/DYv/3tb72ey83N5a9//esJXdNHTjBMSElWkVd4e3sfH7kxumU7FlGmI97/ilLcSN70rOLgH+EerZVpchbnWCfyTOwg8cO2ne+FWBAMO67QYhzRGcQtdQQ8azCkwRvDHc9QxYJpmvz423vZv8fPn/91CiWlrkGPOTLQGKZIVM0kksgmqmYSVTOIaRlE1XQMs3sQEoU4VjmARQpgk724rQ3IUgRFjCCLUWQxhiTGkw8hgShoWDslRHSEPmxjTVPAQMJAQjct6CjopgUNK5ppRzXtqKaDhOkkYboIGjl0GJNQ6S5glInhEDtwih04FR8uox2X3olM75Q1yYjjjpThjpRBJ8TldILOKQSd02nKuozmrEtwhctIDe7CFTmEeDhnWcDA5tuDzbcH1V5IKO8sAuOuIpR3Nq6mV3B0bOwueq7fidmwB2adj7DgKoSSRZjr/wwNu4f0e3yvGIsujPF+YbPIlOZn8o8X3hlwv/xMD1WNXQPuE42rOG3KgPsANHeFWburniuWT6S6xU95o284l3xCSKLAGasmctmUQqKazm82l1FxOGoyHLFQ/dw6Hv/dPu64azI3f3YiMMCCz3FiYaiYgO5IIZGSjerJTD7cGaiudAz7MWOKriNHA0jRIFI0iBJoR4pFEONhpEQUMRFDVOMIWhxRSyBo6uFCaj0ZTejjvIgSpiRjSHIySiFbklEKiw3DYk8KEpsT3eZCc6QQyxqHbvd0CxRdQwl2ogTasfjbsXhbsPhakKLBXucTDAOppQappQa2voJptaOPm4ZWOudw9OFixNZa5LLNyIe2I8S675dmWz3aiw/DuseRFp2NtOgcLPPPRN+2Fv3tZ+FwQ1mjs4XA33+CMmku7is/S9pdvyWy+jEirz9xNJ1pjDGGwkdOMJSkpNMRDRM8nM/XV8qRR0nePP1q/6vecVMjbqikyIOvauuYvByv4FLbVC6zTaPM+iZxYfiT9qHQbZlqwxGZgyMyGzAJuN8gat83ogqvoYoFgH//rYbnnmrkR/fOYdbc1H73M00ZPZFDhpZJeSKHcCKXqJp5uI8CKFIQu9yJy9JEpnMvNrkLm+zFKvuRxNiQUoSOYGm3gtD/qpYgmEhoSGgowtBX4TVTIWamEjXSiBjpRIxMgvF8WmyzMAUJTBOH0YVHb8Gjt5CmNWAz/b1+BVatC6t/I5n+jaiSG79rJn73XOrzPomkh0gN7CA9sAWL1u16oUQbSKv6O1rjSwQLzidQ/DHCuauQtz+JzLbkOUwddj+PWb0Z4dRbEM//BuaB1ZibHhmLNozxkWdCYRaiKHCobuBoa0aKk837B45CtPsi5KUPvjgC8PibhyjIcHHXlfN54Pk97KrqvXg1mkiiwKIpOVx22iSynDY2NrTzvwP1xA43ZRuOWGhZ+zb/+OkuPn1baZ9iYaCmbNB3dMEEYtZ0ws48IvYcAqSTmJGTdCoCBDWenIAHO7G1VqOEupBDXuSwDykeHlKK0FARIOnSZOiIahwY4kKZICQjHq50VE8GqieThCebQM4EjMPFz1I0iLWzEWtnA7a2Wizepl7XLsSjyOXbkcu3Y8oKevEMtCmLSCy/gsTyy5GqdqPsXY/YWN49jkSC6G88ib7xJaTF5yAtvRBp/kr0jS+iv/3c0doFtXwnXfd+Aec5n8BxziexzDyF4L9/ORZtGGPIfOQEQ4ErhYagr9/aBACHnLxRRQZxQOpSI2QpQxskvGaUp2IHuNw+gUXqmVRKe2kR6zGF0XGzmZbWBKaAJV6IPToNa7wUMIg49hB27sAURzZBHI5Y2Lndy69/dpDrbx7PhZcW9NhmGDb0eCHa4YeuZgMSEUHFYWnBbasj170Fh6UNh9KOLA3e2XQojEahc3/IgopLaMclHjPgex0YiETENIJSNkEph4CUR4syDQQRqxEgXasjXashTatHpmchvKIHyTwsHmKWbLzuBfg8C+hMXY47fJBM31s44t21J3K8jbSqv6M2vUKw6DLiy25DbTuEdft/kPyHI03BNsyXfoI5bVUyTSl3Guba377vtQ1j0YUx3k9K8pNd5qsbB0438jht+MMD34+aO4MsmpqPIBx27xwATTe576kd3HbBTO68bC5rd9bz3KaqETsn9UdOmoMVM/NZNj2fFKeV3a1eHtpRQeMxvSKGIxZiu7fxp+9uZdU1pdz51SnAyMSCIYhEHLkEnQWEXIWEnXnokg1MEyXQgcXXgqPpEIqvDYu/DSka+MA3qBRMEyXsQwn7sLd2pzInIyUe4ml5JNILiGcU4Jt+GuYcC4Iax9ZWg725AkdzOfJxbkaCpiJX7kSu3Ilpc6JNXog6czmxy+9E6GhE2bEGuXxb0joWIBFFX/8M+pbXkJZflBQOc09He+3fGPsOdwjWEoRf/DvxPRtwf+Iu0r58H8EnHyC+dc179EmNcTLzkRMM+W4ntaGBV3Skw8vX2iB2U3XxLiY7cgbc5whHbrrbzHom6rOYos+jRJ9Ko1RNq1g/soiDCXacTLWLWH1nY0kUIpp2NKmLkGsTUXsZpjg6E+/B8PsSfOPLO5g1N5U7vzoF0xTQEwWosRK0WAm6mgsICFIA2dqAxbmXyfZKHJa2PtOERhvdEEkYVlRDQTNkNFNKdo42jxRAJyMNIgaSqCEJOoqoYpESyII2tIjG4UFSxMBldOIyOslTkxaCGhZ8cgE+qZAuuZhmy0wEUydNrydTrSRTq8Ji9vwO2BJt5HW+RE7Xanyu2XSmLqe68HYc0RqyvK/jjFYdHUiVWAvp5Q/gDU8iPv8aoud8C+Xgq1j2v5D0Jgc4sBqzeT/CmXciXPoDzLf+DBXrR+cDHmOMk4z8rFS6AhGi8YHd62RJRNMGTt3YX9PGtWfPpjgnlZpB3JIANN3gD8/t5sy5RVx56kRWzCzgnYPNrN3VQF1bYFDR0Rcuu0JpbgozijOYUZJBXrqTcExlS0sXb29vpynUt1CAwcWCvWU/P/vKJuafns9Pvz+lR80CDL4w097oxp9ZQsBdTMhViCFZEPU4rnATOW1bcYabcUZa8B1493sHmAhosgVNtmBICrooJy1SBSHZOI7DDkimiWjoiIaGpGtIehxZU/ttktkXAhytc3A2liXPL4jE0/OIZY8nmjuBrvnn0yVeiOJrwdlwEEfDASz+nnMUIRZG2f0G8u43MAomoc47k8TZN6CechHK9jXI+zcku1UDxCPoa/+Lvm0t8tnXolx5B8acFagv/vWoHatWX473vi/juuw2PB//EtGSaYSefjDZz2KMMfrhIyMYjtwE06wudnT2b6EHgxcyH6Eq1sESz3hyFQ8tav9ex8fWKmiCykF5O3XmIQr1iZToUyjVpxMlTEDsIiKEiBMlLsQwMTAxAAEZBdlUsGLDZjqxm07cZioyCqZqosntRBz7iFtr0OS2kZtLH8Nwogs/+d4+ImGdn/7yIhLBeajRyZiGE0GMIFtrsLh2oljrEOXk5zSaFqqmCdGEk0AklXDMTTjuIRxzEQ+7iOp2YpoNzRw8v7g/RHSscgy7FMUuR3EpYZxyCJcSwmPx47KEkAaJFMkkyNSqydSqIf4WUcFDp1xChzKBQ7YzOMQZZGjV5Kn7SddqEI8ZlERTJT24jbTgdoKOKXSknUZt/o04o1XkdL6CPZ78fgWrNGQOIL3yI9Sp55CYfgFa4Txsmx5G8h4usPQ1YT7zbYRTb0Y84/OYGSWYm/81+LLoGGN8yMhN99DaObhHvSAIg/55HKzrIJbQWDqzaEiC4Qhrd9az8UAzp88q4Kx54zh1ZgGRmEpFs5/69iDeYIyuYIy4qqMbJqYJNouEw6rgcShkptjJSnFQlOUiw5MUAZ2BKHtrOnlyfQWHrCracY3dhisWCsxqvvH59eSVuLj/vplIUs/Bpb8i55jgolWZSpsymfC0TARDwxVuJK91E+5gHY5oe4/J92hFHDXJQsSRSszuIWZ1E7e5iFucJKwOVMWBppxA1Nk0kbUYlkQ0+YiHsMVDWGNB7FE/9qgfWR940i2YBrbORmydjaQeWI+uWInllBIpnIp/8in4Zq7E4m3GVbUTZ90epET3op8ASI3lSI3lGOl5qPNXkVhxJer8s1DeeQH54Jbuz9Tfgfa/32BMmot8/o1YPvPTZLRh2+FoQiJG6L+/Ra3eh/uKzyHnFeP/248xg76Rfz5jfKj50AuG41OPHLKFyCB+xFE9GRq2yxYCWv8r/xXRdrxqhGUpE3iyY0ev7QMVNUeEEIfknVSZ+0g1M0kxMkgx00kzsrDQv6uQSoKYECYqRIg5tqMqbahK24hTjvpjOGLhjTUBUhyn8p//XIHVzEWNBbA49qE4ypCUlmHVGwyGYQj4whl4Q5n4whn4whn4I2noRlIQCBg4bCGc1iAuJUiWvQ2bHMMqxbGIcRRRRRE1JEFDFAwEwTzGMUnAMEU0Q0I3ZVRDIaFbiBsWYpqdqGYnqjloieQSUl3opnz0nG5LgDQjSJroI0PykiF5UQaom7CbAQrV3RSqu0kIdtrkSbRYprPXcTEWI0R+Yi956l6sZrewEjDxRA7ijhwk5JhCa8bZVBV+ltTANrK7VsPhbuKCoWHZ/yJy/TZip9xM9KyvYdnzFErZmuRgoquYbzyA2VGNcMr1CJ5szLW/A310UyIGYiwdaYz3G5fDSmCQVCOAUDSO2znwJFPVDF7bWsmFSyfz1JsHiCWG3mU9Gtd4eWstr22vY0J+KpMLUplYkMriKbmkuazIUt9uP6qm0+6P0u6PsuVQKzUtAWpaA7T7k2OWbVpqr14xxzOYWDA0g/v+byOaavDHB+ZhdyTvef0t+BjNLjrl8TRbZtAlFSOikeKrJNf7Np5gLaI59M9lMEwgbnUTdGcRdmUQcmYQcaahWrrToZREBFsshCUewhHxYlGjyGoMRYsjaQkkXUUyDluommaypkBIRiFMQcQQJQxRQpcUNNmKJltRFRuqxU7C4iDiTKcrYxya0i3CLPEwznAXjnAXrlAH7mA7lkS43zU8SY3jbDiAs+EApigRzZ1AaPxcuuadQ9fcs3HV7cVdvgWrt2cfELGrGevqf6JsfYXEKReRWHU92qzTsLz1v2QR9ZHfSflOEjVfS0YbLrwJvXQm2nN/hlhyjI9vWYPeXIvnxm+Rducv8T/0XfQBmtqO8dHlQykY+qtPkAQRRZSJD7ICENKSg4hbttGKv9/9TEw2BCo5P30mbysVtKrdrkpDdUDSBJUOoZkOsftmIJoiClZExMPdAkw0NHRUjMMr2dPSmoZYjjV8huyIZFjwty9masl8ZtwmYndXYHG+iWytGzDNaLjRhVDUTVNXMc3eIjqDOeiGjICBx+Ej1dlBYWY1HrsPt8OHwxpCPHzud7N+wTQhptsIJDwEEin4vFl4zRQaE7loKIBJqhggT2olT24lW+roNwphMaNHxUNQzKTJMos66wJqrYvIUQ9SHN+M3ez+bgmAO1KGK3IIr2chbemr8DtmkBp9CVfD5qMDkxhsxb7mZyRmXUZi7tXo2VOxbfozgnp4krTvFUx/C8KqLyFc+E3Ml38OiXfrWzXGGB8sHDaFSGxwkewNREl3D+7289SbBzh/ySQuXjaFx9ftG/b16IbJoQYvhxq603IEATwOC4osIYkCoiAQS2hE4hpxtf80Kdu01D6fPz660BfHjl07//EqB7d18ODfF5OTlzy2r1Qk04Q2fTpVrjOIi248WjOTY2txlO9HMgZPcxnqAoImWfCmFdKVXoQ/Nf+oOLDGQjjDneS0lOGI+HBEfdiiASRj9ATKwNelELN5iDpSiDjSCDvTac+eSGPRHCApIlL8zaR6G0jzNqJofQtVwdBxNB3C0XQI3eokNH4OgYkLCY2fi7W9jtS967C31fQ4RvS1YXv5YfTc8SROu4rYVV9B3r8Ry/onEY5EJ9Q42osPY1TtRr74Viy3/wT1v7/GbE6+ltZQge83d5Fyy/dIvePn+P/8fbS6snfr4xrjJOVDJRgGKmSGpOXnUOhKhNEMnVxbKhWh/vs1AOwMNbDAXczlmfP4c8t6JqWcuDI3BIM4/Uc2ju+xMJoMVSyo0VIi3nNREwpPPPEYV93QjjNjdAq4AYJRD3XtE2joKCUQTUMUNLJTmpkxbhuZ7lZSXZ1IYv8D5rspFiA5kNvlGHY5Ro6jDaJJpwnThIDhpsNIp03LpEYr4oA6GRmNfLmFQrmJQrm53+iD2+hgSux1SmNv02yZQb1lAa3KVPLUfRTHt2A1u38/AibpgS14QntpUFbhnXY50azppO9/EjmeTLUQDB3rrieQWg8SW3ozkbO+jv2t3yOGk11nadiF+fwPEc6/G+HCb2G++BMYwE54NBiLLoycmpoafvjDH7J27VpaWlrIz8/nuuuu45vf/CYWy8Cd1McYGfWtXsYfLpAeiA5/hKffOsAnVs1iR0UzFQ0DW7EOBdMEf3h4kb+hioX+ogtH0A7s4Lm/lHHtV2azcEkG0LdYiBopHIxfiN8YR6ZewazIc7iM5P0lOAoTdk2y0JlZQntmKYGUPExRxBnqILu1HE+gFXewDeV9dn2TdRVXuBNXuGcBfUKxE3RnEfTk4EstoD17Ipgm7kArGV21ZHTUYuvnfivFw6Qc3ICnbCPRvEn4pq+g9YwbsLXWkLpnLbbOnnMNqaUa2+P3ok1fRmL5peiFU7CueQSpsfzoPsbBrSSaqlCu/hLKp7+D9vQDGAc2J7cFuvD94W48N32b1Nt/iP/hH6BW7h3lT2qMk5kPhWAYTCgcwcDEMA1kURpwP900aIr5GOfIGPQ1dQye7NjBrbmn8snciWyNNmIOoyhquLybYmEomKZA1Hc2ifAc4loZn77+O3zi0+lk55YO6fiBG7QJ1LWXUt48E28oC1lKUJBey8zireSkNiJL781q0YkgCJAiBUmRgkxQajFN8BkeGrU86rV8NsQWI6JTIDczUakhT2rtM2VLIcG4xA4KEntotMymzrKAFmUa4+LbGJfYdrQ3A4BsRMk48BSOtn10zbiSlqVfJH3f/3C0H+jep2UfjtU/I7ri80TO/gb29X9A6qhMbuyownz+BwgXfCsZaXjhhxAfizR8EDl48CCGYfDggw8yceJE9u7dy6233ko4HObee+99vy/vpEJVdexD6J1QVtfOx8+eNyQHpH+v3sPsCbn838eX840HV9MVfHfss/vjRMXCsXULX7t7M7OWZnPXbT0d746lVZtOWfw8LEaU2dGnSNe77WeH0qAN+l9ACLoyaSycTVf6OExBJMXfzPiqTaR31WE9SSKhFjVKRlcdGV11wBYSih1veiFd6cXUjVtAzfgluAJtZLeVk91W0WdERDBNHE2HsDcdIpo/Gd/M02lZdROO+v2k73y1h7uSYJoo+95GqjtAfNV1xC6/E3nHGiwbnkUwDy/oBbpQ//5D5EtuR7n6i2hrHkv2bQDMWAT/Q98j5dPfJOXm7+L/8/dQq4YfLRvjw8lJLRiGKhSOJazFcSmDdx6uDLWyMG08IgLGIAIgy3mIbTGdxfaV2AQ7myJrUPto2HWivNtiYSjRhaj/DBLhWdjTXuabdz6M1R7hEzfMP6HzmiY0dpawt24hwWgquWn1LJ2ymry0eiTpJGgsM0BzIkGANClAmhRgprWMsGGnTiukUi3m9eipeMQA05Ryxit1faYsSWiMS2wnP7GXWutCaq2LaFUmMzW2mhS9pce+9s5D5G78DV3TLqdj7g2kVL6Gp+r1o0VwYrAVx+qfEl3+GaKnfxHbW39AbjuYPNjbgPnijxAu+g7CuV9LRhrGejV84DjvvPM477zzjv6/tLSUsrIy/vjHP44JhmESCMfIzfQMut+OQ43ceukpzCzNZU9ly4D7arrBL/6znp/ctopffv5cfvzPN6kYpOnbaDFaYgHg4R9tR9cMfvXLWYhickXj+OhCl1bCgfhF5Ej7mRR4q5dF9EiJOFKpLV5IV0Yx9oiPkpotZLZXYVHfW/H1bmBRo+S0lpPTWo4uynSlF9GePZGqCUupLVlIbvNB8pr3Y030XlgT4KhwCBfPwjv7LBrP+xxpe9bgLt/So0ZCDHZhe+p+tLlnkFh6CUZmIbZXHkaIHX5dTUV78neYnc3IZ10DNjv6mseS29Q4/r/+iJSbv4Pnxm/jf+CbaI2V7/pnM8YHn5NSMIxEKByhKxYizTp474Tt3hrOyJ7ORHcOh4L9DxJHbrL1aiUxI8oyx1mc6bqUjZHVBIzRs4j7IIiFeHgGidAC7KmvsmfvOja82c7PfzsPRem7KO94+oou+MNpbK9aRkcgj5zUehZPWke6u2PY138sg6UjqbpIV8RBMG4llLASV2U0Q0QzRExTSNqrCqBIOhZJwypreGxxUmxRXNY44gkUcTvFKNMs5UxVymnXMzigTuKd+Hx2JWYwzVLOZKUCuQ/hIJNgQnwDuepBDtpWscNxNUWJ7YyPbyJc1f33IKkRMnf/i8D4M/BPPIeEK4+Mvf9FPJxHLCQi2N+8n9jyzxA77Q5sbz+A3Hw47OxtwHzppwgXfhPh7LswX/n5qHcC/ailIwUCPV14rFYrVuvopsv5/X7S0wdPmRmjJ82dAU6bP3HQ/fZUNtPmDbFq0eRBBQNAqzfMV//wCv/vutO45/ZV/OGpLby+Y2BnvhNlJGLhWI4VC8Gtm9n0cgN33ruEzKzkd/X4e3fUSGF//FLSpSqmel/vZTU6kuiCJinUFi+kJW8qtliISWVvkNVeOSwb0+FiAGHZQVi2E5OtxEULmihhCCLGEbttTETTQDE0ZEPDrsdxalEcWhTZHHkarmRoZHVUk9VRTdzqpClvOi1502gqmEVWWzlF9TuxxXvfLwXAVbsHR2MZ3tln0TX/fMKF08h85xmUiP+Y/UyUnWsR2+uInXcz0av/D9sLDyJ2dX+H9TeegFgY+dzrQVLQX30kuUFLEPjbj0m5/Yek3Po9fL/7GnpHM2N8tDmpBEN6ahzFcWKWO+0xP7mO1EH3q4900hbzsyJzar+C4fjC5na9iTXhZ1juOIdzXFdSp1awL76NsHFiOeHvdxoSHC7y9Z+O4tiH1bWLB35bzrSZHladlzvi12z2FrLx4Fk4rSFWTH+J3LTR7zipGwKtQTcN/hQa/am0hVz4Yza6fWdNrLKGIhrIYtI1yTQFDEDVJeKajGF2CyJJ1MlwRMh2hch2BSlI8ZNtGkjD7CUhCJAtd5ItdxIwXBxITGJXfAaHEqUssO6mUG7qM1XJaXQxP/I49ZZ5VFuX4pMLKFGexaJ2DywCkFL9Okqohc6Z19A+/0aydvwd8XAjQkFXsa3/I7GltxJb/hlsb/6uO9LQUYX56r0I5/8/hGU3Yq7/87De10eBMn8eijpwlFKNJIsNi4qKejz/3e9+l+9973ujdi0VFRXcf//9Y9GFEdDQ5iUz1YXbYSUY6X8RyjThtc2HuGTFDP787DsD7nsEbzDG/3toNXdcsYQvf2wpFy2bzCOv7mZH+ehPukZa4NzXwluJpZa7frSDBWfk8+lL+hahlnYrZepSJEFlmvU5BAZO8R0KcYuD/TPOJW51UVKzhbym/YgnMBnvCxMIyQ46bGl02NLwWjwEFCfGMSnKsqEhGzqSqSOaJuZhxyRdENFEGU3sOWVyqhFSE0FSEkEy4z7SYz4sI3CCssbDjK/ZQlH9Tlpzp9BYMIuOrAkUNO6moGE3Uh8LN6KWIGP7SzgaDtCx+BKaz7mNrI1P9GgcByA1VmD/7y+IXXgb0Su+hO3Z3yO1daeO6e+8jKmpKBfeBIaOvvo/yc8rHsX/5++T+vmf4bnpO/ju/ypm9ORIBXuvGM5Y8GFgRILh97//Pb/4xS9oaWlhzpw53H///SxevLjPff/2t79x44039njOarUSi70/H2J1sI2LixcddR8aiFda9nB9yalMdOX0KH4eyAEpZAR4NfQk4y1TmG6dR5EygWatjupEGS1a/bDrG94LsTCU6IKeyMM0nFidu9i1w8u2zV388vfzEUbomdrQUcKmQ2eQm9rAKVPWIo9i6lFCF6nqzKS8I5OqzgzimoIs6uR5AkzOaifTGSbDEcZji+GwJAaNGCR0kWDMhi9mxxe10x5y0R5ycqAtG92QkAWdQnuQEqefUpePDEt0WFayHjHEEtsOplnK2RabzZuxpRRITSyy7cQp9g7DC5iMS2wnVWtgn+NCDkz+JBOqn8MV6TkZcbQfQNr+F9rm3UjbglvI2v4w0mGbYMHQsG38E7FTP0/s1M9gf/2XSN7Dg0jzAcz1f0E8/XZMbz3se2Xob2aMHtTX1+PxdKe99BdduPvuu/nZz3424GsdOHCAqVOnHv1/Y2Mj5513HldffTW33nrr6FzwMDmZx4J9lcm/l5kT8tm4Z+AIwGOrd3L56TP59IWLuP/xoTU7VDWDX/93I69tqeT6c+bw/ZvOoLKxi9XbqnhzVw3BUejs3J9Y6IuhpCI9/rt9REIqN35z3lGnu+OjC6YJnfpEsqV9KC29xcJQowtHiFld7Jt5PoYgMnvXszii/TsTDhcT6LCm0ujMocmRTUhxgmmSkgiSEfdTEmokJRHEqUWx63GkQUSKgUBUthKW7YRkBwGLC7/FTYVnHPulZEFzaiJITrSD3GgHmTEv0jDGfFlXKWjcS27zQRqK5tBQOIf2rAlMqNhAqr/vuYC9rYb8V/5ExymX03raJ0nbtRrPoU29UpTsT/6G2MWfIXbZF7A99wBSc7ewMLatQZNk5PNugLAffeOLyc8vEsT/8A9J++Iv8Vz3dfx/+R4M0tB2jA8vwxYMjz32GHfddRcPPPAAS5Ys4b777uPcc8+lrKyM7OzsPo/xeDyUlXVbdI10kjkaVARasEkKxe4saoJtA+673VvNiqwpXF20hF+VvUjc0IZkl2piUJU4QG3iECWWKYy3TOFU57kkjBhtejNtWhPtWjNBwzeggPggRBaOoMWLQIgjWZr4x0NVjC91snLV0LpcQ89BJxBJZVPZmRRmVrN40jpEcfRCzpWN2by+ZSahhJVsV5AFhQ2UpneS4w4ijfA8Fskgwxkhw9lz4NQMgbaaLBoibmojKazvKGJdezG5thAL05qZ4ukaVuTBI4ZYad9AvZbP1vhcXgifzVLbVoqUvr8HHqONBeFH2SVcwKGJV1Na8zypgZ6rS1Z/PTlbH6JtwU20LbiFnK1/6o40GDq2DQ8SXfllYiu+gH31TxEjh/OtD63DTCtEOOUGTG8DNI0Vvo0Ej8fTQzD0x1e+8hU+/elPD7hPaWm3sUBTUxNnnHEGy5Yt409/+tOJXuaIONnHgprmLrzBCAunjRtUMHQFIvzz5W3cfPFi1m4tZ1/1wO55x7K3uo2vP/ga8yfncd7iidx84XxuvnA+ZXUd7K5sZXdlC5VN3mH1boCBxcJIUpFcHQd46Z/lfPxLs1he3Pd9y9JuJWymkzBdpMsnlmbVWRbCRODA9HMAmLXnhT5TcEZKUHawNXMG7fYMbFqc/Egbc7oOkhXzYhmhe5OIiVOL4dRiZNOdcnxs9KLNlk6tq4Cy1FJsWowJwXomBOqxGUMXiJKhUVy7jay2CionLmffrPPJb9xLSfXmPlO0JDVG9vpH8c46E++8c9BcaaRvf6mHaBASUWzP/p7YhbcTu+Rz2J7+HVJrzdHt+uZXwOlBPvtazEAXxr5NABidzQT+8VNSbv0BzotuIvzsWNT5o8qwBcOvfvUrbr311qMrRQ888AAvvPACDz/8MHfffXefxwiCQG7uyFNXRpNKfwvBRJSFmRMGFQwm8J/aDXx5ygV8Ytwy3vE9Oqxz6ehUJvZTmdhPiphOgVJCtlzAXNtSREFENzV8eid+w0tQ9xMy/ISMAGEjyOS0uhN4l0NnyA3aBB0QaGmOsG5NK9/43syjxXDDZX/9XOzWMIsnvTFqYiEWV1izfQbl9XmUpnfw8UnbSXe8u0VysmiSbw+Rbw+xOKMZzRCoCaew3ZvL882TWNeeYHF6E3NS21DEoa3KCAKMU5rIldvYFFvIm7GlzDL2M8tyoM+oRbwyyGThf1QXn0/l+IsprXmRNH95j30soWayt/2Z1oW30z73erK3/xXBTE4gBC2O/a3fEVl1N7EVd2Bf83OEwx7h5uZ/IaQXIZz5BcwnvwGRE6vJ+ajVLwyHrKwssrKyhrRvY2MjZ5xxBgsWLOCvf/0roji0GqLR5mQfCwDe2FbO2Uumcv9/3xh03/+8uoOlM0v40e3nc/NP/ktXYHj9ZLYfamb7oWZSXTaWzixi7oRcLl4+hU+smoVhmDR1BKhu8dHYHqCxI0hzZ5DWrhD+cO/UoRMRC/3VAP7r3t1kFzj58s3drkh91Z0ddWjrPPFanM7MEiLONGbvfHbUxIIJHPKUsDdtEjY9zoqWreRGO/ptnDYaCIBbi+AORRgfasQEfBY3Ve4iDqaUciCllPGhRqb6q3D204OhLxxRPzP3vEhz/gxqShYTdqYz5eDaPm1kBdMkffcalFAXnQsvwpQkMrY831M0qAlszz1A7NLPE7v4M9if+DWit1v86q8/jpCSiXzp7aj+DsyGCgDUit2Env0z7stvR605QGL32yP8pMY4mRmWYEgkEmzbto1vfOMbR58TRZFVq1axcePGfo8LhUIUFxdjGAbz58/nJz/5CTNmzBj5VZ8ABiZbOypZkj2JJ6s3DeqA1BoP8EbHc5ybcwWCeAabul4f0Xn9Rhf+eBf749uRkEmTMo95ZFCklKII3T7qmhFBxY+KnwR+VMFHAh8JukjQiSm8t+5BohgF08IzT7TicMhccEn+iF4nEndS31HKvNKNiEOcRA+Gqkn8Z81SYgmFi6bvY1p231al7zayaDLR7WOi20d73M6WznxebytmU2c+q3JqmOoZuluKRdBYYdvEvsQUdiVm4Dc8LLNt7jNiIZo6pTUvUF18PlUlF1Ja8zxp/oqerxdqJWvnP2iffxOdMz9Gxp5Hj65UCfEQ9rd+T+SsrxNbciO2tx9IbjNNzNd/h3D5PQhn3Yn5/A9hlPOKxxgejY2NrFy5kuLiYu69917a29uPbnsvJ+IfhrEA4JVNB7hs5RxmlOaxr2rg+gJNN/j2n17mL9/8GD/93AV87XfP4wsNP53KF4rx0qZyXtpUjigIjMtJYUJBOhPy0yjJTWXm+GzS3N2T/lhCo90Xpt0Xod0Xps0bxuswaQ1GaAqECSe63YmGU7dwbHRBO7iDnW+18OX7lqJY+hagR8wkFCG5EJMQHXDcMDTcdKTGglmkehtxh9oH33mIbM+YTqVnHJP9Ncz0liOb773TngCkJYIs6NzPTG85le4iylNKqHIXMilQy6yuQ0NOVRKA/KZ9OMOdHJx6JrvmXsqMvS9hj/VdG+mu2oGga3QsvhSgt2jQVWwvPEj0ii8Ru/hz2P73S8RjrFm15x5CSc1CufpLJB76FoR8AMTefh6lZBruj92Jr6lqrAj6I8iwBENHRwe6rpOT0zMVJScnh4MHD/Z5zJQpU3j44YeZPXs2fr+fe++9l2XLlrFv3z4KCwv7PCYejxOPd9/YjncaOVHeaN7HGfkzWZw9iU1thwbcd1pqEzUReLtzNcvSz8Ijp7K2/Xk0c+QWcjoaHXoLHcfZYtoEB07RzSS3hoVUFDMFBQ8uSrGYqYgkPcNNTFTTR5QWYkIzERqJUIfZTzOw/hhydAGQrMnBpb2pmPMvCeFwDv2rc+wqVTThAESyPIO7jQyVQ/W5+EMObjjvLXLjH4xeDVnWKBfkV7Iss4F17eN4tmky9ZEWzsiuRR5iVEUQYKa1jBQxyPrYYt6OLeFU2ztHO1n32BeT8bUvAQLVxRcgVz6BO9yziNzmqyFjz6N0zLkWObKK1MrXjm4TA83YNv2F2Gl3oE47D8uBl5IbYkHMtb9N2q0u/BjmluFF2cYYXV577TUqKiqoqKjodf8camPK0eDDMhZs2lNNfauXGy8+ha/+5qlB9+/0h/n6757n53dcxJ++8TG+/vvnqW4auW2qYZrUtPioafGxZlv38w6rQm66i+w0JznpLrJSHWSmOCjNT2Pp7HF4bN2LS4FYnDpvkKquAA1ilDK/D7+aTH/pLxXpWEzT5LHf7GXi7HSuvyD16PP99cyRhQROsY0OeQK56si6AR+JNsatTtK7Ri+aHhMtVLkLmdVVxjT/u+tMNVSshsp0fxWTA7WUe4rZlzaRDlsaS9t24dSGHgVP8bcwZ+ez7Jt5HvtmXsDMAVK4XLV7AOg45XKkWJi0PT0XOoV4FNuzfyB29VeIX3gbtid/g6AfntPoGurj92G59ccoV38R9e8/OuqWF/rf70j90q9xX/91fPf/H2ijY6U7xsnBu+6StHTpUpYuXXr0/8uWLWPatGk8+OCD/PCHP+zzmHvuuYfvf//779o11YU62NVZw0XjFvBOW3m/dQTHrsDsDWwjoPo4K/tiLs27lrXtz+NVT8z+83hiZoTxngqOlnwduyxggoQTK+lYyMBmZmEjl0xzGRI2DDQiZi0B4RB+9qELA4uB4YgFAEn2EY5WctqKc8ksGnlR2pFVbXMUA8T7qwsZl9NJuicM73KH5+GSaolzaX45O31+1raV0BxzcWVhGU556DfaIqWJFcI7vBk9hQ2xhSy3bekzgiJgUlL3MhWll1M5/lKmlv8HW7xnGpGjfT8pFa/in3QelmAzjrbuTp5y8x6Uvc+TmHUJorcWuWV/ckPrIcwtjyEu+SRmy0Go3zmSj2KMUeDTn/70oLUOH1Q+iGOBbpg8/OxGvn3z+UwozKSyYfB7elldO7fd8zg/+/xFPPC1q/jFv15n9ZbyQY8bDpG4SlWzl6rmnn+/R1KRbLJEjttBvsdJfoqLkjQPyybkkWlLRhjqQkHKwh3s8LXSGEtOKvuLLkR3baNidxff/PNp/daUHG9VnRc5QKX1VOKCA6s5vNSsYxFMc1THglpXPgJQGmwYdN/3GtnUmeavIifawcbsubyav4xlbTvJiXUOfvBhbPEQM/e8yN5ZF7J31vnM2v1Cnz0bICkadJsL79yzkcM+3FU7emwXw36sL/yJ2BVfJn7mJ7C+9o/u30Q4gPr4b1A+/W3kc69He+lvQNI5KfCPn5J25724Lr2V0BN/GMEnMcbJyrCSXzMzM5EkidbWngVfra2tQw6HK4rCvHnzqKio6Hefb3zjG/j9/qOP+vr6fvcdKc/UbiHXkcbZhbP73N5XcXNdtJJnmh5BFmSuKriRUzPOxiYOHAIeDgMWOQugC2EiQj0+YSct4mvUiP/kgPAzyoU/0CqswcQk1zyHqeZdFBvX4janMpoW1q+ufoY5c+YwccIpI34NhzWMIBi0+UaW0tQXcU3GonwwIgt9IQgwL62Na4v3ElQtPN04Cd0c3iBZKDdzqm0ztVoRexLT+t0vmZ70HIoaomL8peiipdc+npo3cLTsonPm1SRcPVeILfueR2reR+yUmzEcad0bdj+PWbcD4fTPwrHPj/GR5EM1Fryxm8Z2H//vxnOHnMrY6g3x2V88wTv7avneLefy+69ewZRxQ6tBGSnH1i3ENJ1ab5CNtS08sbuCP9Yd4KtbNnHnpvU8eHA/9eEwSzMK+NqUU7h78ilcNK4Aq9B7fdA0TZ74w36mLcriytOcQ76WnMRBJDNBhe30o88NNx0JwBYL4k/NG/Zx/aGKMqJpDOp29H6SnghwdtMG0uN+3s6ZR0AZ+ucOYE1EmLH3JUxB4uDUszCE/m1tPWUbcZdvoXPBBcQyx/XaLrU3YF37L/Qpi9DmrOyxzWysQHv5H0iLzkacuezo83pzDaGnH8K+9Hwss5cP69rHOLkZlmCwWCwsWLCANWvWHH3OMAzWrFnTY+VoIHRdZ8+ePeTl9X+TsFqtR91FhuoyMlxqgm2sbtzFleNPocDR7Tc9LbVpQCekLrWDxxsfZlPXOia6ZvDxottZkrYSl+Q+oesZsSOSAHGhnU5hE7XivygT7qVJeBERC8XmNUw0P0eqORuGOUE9nkRc5+E/vURt/WZi/lUYev/djQfCZokyLrOCQ00zMYzRKdacOb6eysZsgpHBO3i/n+TaIlxWcIjmqIvXW4uHffw4pZE5ln3sSUynXu3/70fW40yofhZNdlBdfEGvFTwBSN/3BHKkg44512PItmO2mdjeeRhBixNbehvmUY9yE/ONP4KhIZzxed6XIpExPjB8mMYCTTf43p9eZNH0Yq6/oG9L2L6IxlW+89ArfOm+Z3A7rDz0jY/xk8+cz+wJozcBPsJQ7VMDqsrG9lb+27KXb+97iwerdtAUC3FG6mS+WHgmZ6ROZk5adwqVun8HVfu8XHH7tB7RheO7Oveg2YFCnMmxdbQrk2iXJ4z4feU37SWQkkfQPTpia3yoAV2QqHWN3oLUu4HF0FjWtgO7FmND9jzUASb9fWGLh5h6YDURZzqVE5f1uy4oAOk7XsHWXkfb8qvRHL3/fuTy7SjbV5NYfhl6waQe24xta9B3vYV80c0Imd2faeydV4jtWo/76i8gpg/dLXGMk5thz9juuusuHnroIf7+979z4MABPvvZzxIOh486Zdxwww09CuF+8IMf8Oqrr1JVVcX27du57rrrqK2t5ZZbbhm9dzFCnqjeRGvUzx0zL8Ct2IZkmQpgYLAnsIVH6//EgcAOprnn8Imiz3BBztVMcc3CKg5v4jqa9qm6EMMrbKNa/CuVwl9I0EWheTmTzM/hNqeAOfx0JIB3NnYSCmm4M9cCJuHOyzANZdDj+sqDnVK4m1jCwc7qUxiNtOtpJU1YFY3n1y0gFO+9ov6u0Tx80VTgCHFGdi3bfbm0xoZ//AxLGUVyI5tiCwkb/Ue3bAkf42tfwO8ZT3POkl7bRUMla+cjGIqdjlkf7yEqhEQE24Y/YaSNIzH3Y90HxYKYr/8OcqchLLh6WNc95pD04ePDNBZs2V/L35/fxBc/fgZLZ40f1rFbD9Rz448e5WePrGVcbhp/+NqV/OM7n+BTFyxkXE7qu3PBx9BfobOByf5gJy8EtvHbxtfZEaxniXs8F7ivYZp1HhIyz/z5IBNmpTNzad82uAORpZWToVZy0L6KoJg55OOOvRekd9ZhD3spn7gCTTrxe7dTi1EQaWVX+hRabBkn/HrvJoqps7xtB2HZTlnK8L5zAO5QBxMq36YtZzLtWf2LNsE0yNrwPwRdpW3Z1Zh9uKopG59DbCgndt6NGK7UHtu0F/+K6etAvvpLYOn+roUevx8zHMBzw90gv4fj7hjvG8MWDNdccw333nsv3/nOd5g7dy47d+7k5ZdfPlr8VldXR3Nzd/W81+vl1ltvZdq0aVxwwQUEAgE2bNjA9OnTR+9djBDV0Pnt3hewSQpfn3MOSh/pGwMRMyK8432DR+r/wPrOV5EEmdMzz+f6cXdwce4nmJeylGxrHuIAH/O72WshKjRQJz5KhfAgCXwUmx9nvHkjGMN3U3ljTStF4xyMnyjizHwCXc0i3Hkppjn8Lp8pDh/zJ7xNZct0yhr7TgkbDlZF48qVmwknrPxz20Jag64Tfs13k3lprbjlONu8w/89CAIssW1DEjQ2xhYOmHGWEqwlv2UDzblLCbh6h6PlmJeMPY8Ry5iEv/SsHtukrhqs2x9FnbQSdfwxYefmA5hbHkWYdzkULxj29Y/x4eHDNBYA3Pef19m4p5pfffkKppUMb9VUN0xeePsA13//33zpvmeoauzk2nPn8+8fXMc/v/tJvvixFSybVYLDNvgiy/EMx0IV+i50DulxXvMd4KXQv6lOlDHNOo8LHFcwPmsxF980hamW7oWd/oqdj0cApkVfw2H42GW9lJi1/+vs/zVMph5cg2qxc2D6qgHTa4bKovY9ZMa8vJW7gAp30eAHvI941DAloQYqPUXoI6jlyG6rIKutgqoJS4lb+09tkhJRst9+nERqDl1zzu61XTANbK/+HUFViZ9/C6Z0TPqaGkf7768R3KnIl3+WI8WVZiyC/x/3IOcU4briM8O+9jFOPgTzvbTWGCGBQICUlBQuf/z7KI7RTztZmQfXTLiZrngHT1f/i5A2cicOh+SkxDGZIvt48u3jsIhWVEOlPd5MW7yJ9kQrHfFWAlqymO29bM7mNEsp4RwwMzGkDRjSayAMbgtomibnrXids8/P5avfTA7uaqyIcMdVyNZ6HBnPIYp9e3sPNPjsrZ3PgYb5TCvcwYxx2492Fh0p8QY3T+6ZTWfYyYLCBhaPq8X+btY2jCDCcIR3OvNZ31HInZO2oIygF0WLlsWa6GnMDG2nNNp/waUJVJReQcSRzdSyf2FVe1vx+cefgX/iOWTuegRHW88GbbGF16KVLMW+7tdIHZVHnxdWfRnyZ2A++x3wDf4dfr8jDMGExuyH38Lv9484rWU49yE1EuOpq797QucbozdHfgcl530FURl9gwO7VeHP3/okxbnp/N9vnx60odtAWBSJJdPHsWx2CYumFZGb4cEwTKqbu9hX1cLB2jbK6tqpbuwkofXtZjRYKtJwey4ciaI7BDe5NQUsmL2CoFmFzfIUiMl6lAHTkaDXfS8h2NiuXIkuWplQ/QzO6MBN7fq6FwTc2eybeT6uYBtTytZhUU+sh46BwM70qVSkFJMXaWNW1yFS1Q9mlDOgOHm5cAXLWrdTGBm4N1RfaJKFHfMuxx4LMGPvSwPKjsDEhXQtuIDMjU/iqtvba7ueXUTsii8jl2/HsuaRnt2iJ81F+cT/ob35FPq6/x193rrwTDwf/zLBJ/5AbONLw77+95qxsWDkvOsuSR90pqU20RqFRyv/wuUl13L95M/ydM2/aY6MrLguoofZH9zB/uAORESyrLnkWAvItuUzwTWduXKyYDhhxIkajYT1RkJ68mdYb8bg3bMpCwtVaPJ9iPppiPqZiPpcdPlpTHEPA91lqipCtLXGWH5ad56pYqvHmfkEkc5LCLVdizPjKSRleI29Zozbjixp7KldSEcwh1Mmv47NMvKBwm1N8Ml529lUW8LW+iJ2NBawqKiOhUX1WOX33ot7IHJtIXRTJKRZSLP0LbYGPF5uZ3y0nAPO2eTEm3AafaeZCcD42hc5MPnaw85JjyKaPUWUp3odqiuXzpkfQ9r6ENZAt8OIdftjGO5coss/i2P1TxHDSRcZ840HEC75PsK5X8N85tvQjyf4GGOcTETjKrf/5FF+9oVL+cPd1/DLR9bwyEtbRvRaCVXnrV3VvLUrKToKs1OYMzGfGaW5TB+fwwXLpiFLIppuUNvipaKhg4qGDsrrkz9jhQMLosF6LhzPsSm3Keoubrrhx3zrl9dz1aobQf0ShvRmchFpIPpYJLGYMSZX/I+K8ZdQNukaSupeJt03sF358XiCbUzf9wplU89g57zLmHLwdVICI7feFjGZ33WArFgXu9On8GrBcorCLczwVeBRh5+S+27iUcPIhkZYHtkClKwnmFT+FvtmnU9L7lTyWvq2NQZwV2wlnl5A56KLUYIdWL09P2OprR7r2n8TP+dTCL42LNtePbrNKN+Jtvo/yKs+gdnVirH7LQDiW9cSKZiI67Lb0TtbUA/1dGMa48PD+9Mi9APA8cXNbdEm/ln+B/wJL5+YcAvLcs5E7sNVYjgYGLTGm9gd2MLqtmf4d/0f+Xvtb3mh5b80xF8hbnhJkScxyf4x5rm/wvKUn7PAfTdTHNeSbzkNtzQOgRMP0R5hihIGQceQX0ez/AJTrEXWrkfSPg1mer/HbVzfgcUiMm9Rz30UWx2u7EcACLVdRyIyeVjXIwgwtXA3p898iUAklVd3Xk5de+kJ1TUoksGK0ipuW7qB2XlNbKor5oGNy1hTPonWoGtUaiZGgyO2qmFt+CkKR5gW2o3ViLHDvXhAa0JZjzGh+hni1jRqxp3bK41JwCR93+MowRba516PZu92QRIMDfvbf0RIhIme9gUM6+HifjWK+crPQbYhnPNVGIX84zHG+CAQisb5wi8e5+/Pv8PXbjib+796NfmZKSf8ug1tfl7YcICfP/I6n/7ho5zzxQe57Z7Hue/RN9lT0UxBVgo3XbSY+750Kc/fezOP3nIFP7h4JdcvmcWi4jxc1u6/saGkIvXX0RngtccqkRWRcUv8aMqvMKTXEPUVONQvEdaGnyKmaGGmVDxOmq+c6pKLaMg/bdjpRSmBFubueBp7xMfeWedTU7IITRr5/RGgKNLK+Q1vsaBzH522VF4uOJX12fNodGRjvKu9n4eHTY8Tk0YeMUv1N5HTfJCakkXErP0bsAhAxtbnUfxttC2/Bs3WO31XPrQVZfOLqEsvRpvcM+1U3/A8+vbXkS++BaF05tHnw8/9mcSh7XhuuBspr2TE72OMbn7/+99TUlKCzWZjyZIlbN68ud99n3zySRYuXEhqaipOp5O5c+fyz3/+8+h2VVX5+te/zqxZs3A6neTn53PDDTfQ1DS8DJePZErSQMXNoiCxLOcMFmetIKj6eb3pJSoCB074nD3Of1wakoiCQ8rFJRUe8yhAFBQMUyWo1+HTyvFp5QS0aszj22sOkV7FziYIxkwk7WLAhSGtxZDWwXFdpO+8dQuJhMEDf+9dPAtgGhYi3vNQo1NQ7Aexp65GlJKRgqHmw8YSdrZXLqexq4QMdwtzx28i3T28Phd9hc+DcQvb6ovY15pLOGElwxFiWk4b07JbSXOcWNj7RFKSDgXTeLpxCreX7iBlBBEGSNoYdipZvJ2yksmR/UyN7Btwf2/KRKpKLiKrYxdFja/3Gi51i4vWhbdjihI5Wx9EjnX32zCcmUTP+hpCLID99V8hqId/r1kTEC78VrK24bVfHm3wczxjKUljjAbvdkrS8ZyxcDL/78Zz8Tht/PmZDTzy4mai8XcvCiwKAgVZKUw/ZRwTs9OZlJ3O5OwMPPbke63t9LG7sY398S52d7QTTCSOHjuQYDh2zJvkauALq15gwZn53PLdBd3jgpGFR7+EqDEFp7STgtBzKKav5wX2c887YqlqAm1ZC2jMW4414aek7hWckZ6r2IPdC0wEGorm0FA4B0mLU1K7lay2ihOe3usI1LgLqXQX4rOmYNETFIZbGBduJivmfd/kgyaIPD3uLGZ7DzE5UDvy15EUds29DFmLM2v384gDWMtqdjfNq25CTMTIXft3JLVnarIJJM66Dm3KQqwv/xW5alf3RlFCvuYuxOKpqP/6GWZ9MpokWO2kfPYnSJ4MvL//OkbnB7MT9MkwFjz22GPccMMNPPDAAyxZsoT77ruPxx9/nLKyMrKzexsUrFu3Dq/Xy9SpU7FYLDz//PN85Stf4YUXXuDcc8/F7/dz1VVXceuttzJnzhy8Xi9f/OIX0XWdrVu3Dvl9f+QEw1CdkNKsmawquIgS9yRaIo1sal1HReBAv03ehnz+IdYsCEi4pALc0nhS5FJS5UkoohPdjOPVyuhS99Op7kE1hzYRG9AZyVQQ9VWI+mkgdB1OU0rmxWuawcqFq7nx9lJu/uzE/l/CBDU6lahvFWBgT1nHHM/WYbtvtvry2Vl9CoFIOuOyKphetB23fWg1JX3m2x7GMASqvekcaM2hvCMTVZfJdgWZlNlOaUYnOa4Q4nBrCU5AMLzcPJ76qIdbS3cNvnM/HBmkyxzTKXPMZKn/DbLUgfOH29NnUTfubPJaNpHXsqHXIKlZPbQuvB0Bk+ytf0KOd3/2eko+0TO+ghhqw/7GbxGO5Bnnz0Q472tQswXz9d9DHwPVmGAYYzR4rwUDgMNm4fYrlnPd+YsJhmP8/YV3eHz1DkLRkQn9weirbqEg1c203ExmFmQzd3wuhS43hmlS7u1ia2sL+4IN1Ie7BX5/tQsAwa2b+dUXN/KzJ8/mnFndK/jT5QimCSF9Pu2JKzENG1nqa6RrbyKiDyoWjiVqTadm3HlEHNnktG8nr2UTkpEUN0O9F8SsLmpKFtGZVYoz1Mm42q2keRtGZWLvU1zUufKpc+YRUezYtBgFkTbyIu1kxbpQzPcuhbXJnsX63AWc1/DWCadLBV2Z7Jl9EbktBymt2jTgvgl3Ji1nfRol2EnOG/9C1BI9tpuCQPzsT6FPmIv1pT8j1xxT8yArKJ/8GkLeeNRH7sFsTNa3CU4PqZ//GYKs4Pv93Rj+0W1uOxqcDGPBkiVLWLRoEb/73e+ApGV1UVERX/jCF7j77ruH9Brz58/nwgsv7Lcp5pYtW1i8eDG1tbWMG9fbFKUvPlKCYahi4ViKnONZlnsm41ylBBI+9nZtZ09XsuvziK5hxEXOAk4xj3RlOunKdDxS0obNr1XQru6kXd2BNkDHzSFZqRo5SNrliGYphngAXXqBffsOcd0VG/jrY0uZO3/whl2G7iDqW4UanYLL0kBJ+qt4bMOrBzFMgZrWyeyrm09MdVCQUcOUgt1kuNsHPG4gwXAsqi5S2ZnBofZsqjozSOgyFkmjKNVHUaqXwhQ/Oe4g0mACYoSCoTbs4b/101iW2cDyzMYRvQYcu6onsCllBV45g+W+taToA3fibsleRGP+CrLbtlHY9EZv0WBLpXXhbSAIZG3/G5ZwtwjR04qInv5lxGgXtjfuRzwShShZiHDWF6FuB+aa34LRcxIxJhjGGA3eD8FwhLxMD7dcupxLT5+Frhu8+s5Bnnp9F9vLRreZ3FAKndNtNuZm5bAoJ5d52Tk4FIXmSIB32hrY0FpLwtI9UTt+3Hvqa48SDan88D9n9RgXjo0G66YNn/8SuuTlWEwvOerzuBsq+5ys99ewzUSgNXshTbmnIOkq+S0bEDZuRBjmlCPgzqZm/GKCnhycoU7yG/eQ2VGFOApTFxPotKbS4Myh0ZFDWHEgmAZp8QDZsS6yYl1kxH1YjHfHPCMuKqzOX4piqJzdtHFUxFBz3jSqJixjfOVG8pv3D3z+9HxaTr8OJdRFzpv/Ror3nEOYokj8nE+jl87G8vqjKAeOESEWG8q1X0fIGYf6+H2YlXsAEFMySf38T0EQ8D3wrQ9cpOH9Ggvq6+t7nM9qtWK19r6HJRIJHA4H//vf/7jsssuOPv+pT30Kn8/HM888M+D5TNNk7dq1XHLJJTz99NOcfXZvVyyA1atXc8455+Dz+Yb8OXwkBMNIhMLx5NoLmJ2xiGmps7FIVprCdRzy76Pcvx9fomvwF2B0HZFkwUmmMotMZS5p8mRMTDrU3bQm3sGrlXF8i+ch9144mqZ0IZDKgbJXuOOz9/Dc2sVYrEPPSdXihZj+0wkn8kl3HGBc6hocls6hv0FANyRq2yZS1jibUCyFTE8zk/P3kp9e16ej0lAFQ89zCLQE3dR506jzpdHoT0EzJBRRJ9cTIN8TIM/jJ9sVIsUW6xkxGYFg6ErYeKRmJnn2EFcWHkQ8gRHi2IFaFWQ2pJxJTLSxwrcahzFwKlhbxhzqC88k3XuQ4vpXeoWvNaub9nmfRrOlkbXrn9i83W4xhieP6Ol3gmFgf+M+xNBhIVc0D2HVl6B5P+Zrvwa9e8XqwyQYTn/op8iD3Ie0SIw3br17TDCMMu+nYDhCZqqTy1fO4fKVcyjMSaOx3ceazWWs2VLG7vJGdGPkQ+pwXZEA0lNMZqRlsyS7iAWZBTgVCzXhdjZ3VrLNW02pp+7ovhmRcr54zovc/sOF3H5Nz9SG49NHLe1WYkIOrZaLCUnTcESrye14CXui5wRwsA7PCcVFY96pdKVPRwm0k7ZrDfamQ8OaHJuAPyWPxoJZ+NKLsMZC5DXtI6f1ELKeGPT4oZ4jJDtos6fTZsug3ZZOTLaCaZKSCJIR95MR95GaCOBJhJBOMNtAR+Ct3IX4LW7OatqISzvBFNljqC5ZRFPBLCaXrSOro2rAfeOpObSedi2iFidn3SMokZ4LTqYgkDjtarRZK1DeeRFlyzFOTLIF+ao7ESfMQnv6jxj7koJCTMkg5fYfIVjt+P/0bfTW0e/QPlLer7HgeL773e/yve99r9fzTU1NFBQUsGHDhh5NML/2ta/xxhtv8M477/R5Hr/fT0FBAfF4HEmS+MMf/sBNN93U576xWIzly5czdepU/vWvfw14/cfyoRcMoyEWjkURLUxKmc7klBmUuCehiAq+eBe1oQpqg5U0hGsJa70dY95N+1RFcJNtWUCuZQlOKZ+Y3klzYiMtiU2oZnBEjdowJUT9VNTwSgzDxOregCG9BcLQw/DTpAgd4VnUec8krqeQ4dhHYep6nJaB02Z6XYop0NhVzKHGWXQGc7BbQozPOURJ9iGctu6J6EgEw/HohkBr0E2DP4WmQApNAQ+hePI7p0gamc4wGY4I6Y4IaTEdjxInRYljl7R+0690U6A+4ma3L5vyUDopSpzrivdik04s7H38QB0TrKxPW4WByOLAelK1gV2rulInUzPufBzRNsbXvoA10TP1y5CstM+5jnjaeFLLX8Jd9/bRgcJwpBE9/UuYVje2TX9Gbjm8kpU/I1kE7W3AfO1XEElew5hgGGM0+CAIhiMIAiycVsw5p0zlzIVTyEpzEQjH2LK/lk17qtl6oI6qxo4hGy2MRCxAz9oFWRA5rTiLxekTmObJRzc1KkL72R/cSUeilb2PvMaL/zjEH9+4mDkp3ffyvsTCsQTFKbSIl5OwZOEJ7iHbuxarmoxiDCYYjhCxZ1OdsoxYbikWbzMp+9fjaDw47IhD2JFGY8EsOrJKEUyTzI4qclrKcAfbRrUO4YiAaLel0WlLpcuail9xgSAgmAZuNYxHDeM+/HBoUZxaFLsWR+xHTJhAUHFS4yqgxpVPQrJwWssWsmPDcxgcyrWXTz6N9qwJjK96h7zm/QN+NqozjdbTr8Ww2Mh85xkczT2tuk1AXXAO6tKLkSp3Yl3zL4TE4boHUUK++BakOaehvfV00nLVNBFcqaTe9gPE1CwC//wZavnOUX2PI+X9GguGGmEYqWAwDIOqqipCoRBr1qzhhz/8IU8//TQrV67ssZ+qqlx55ZU0NDSwbt26YX0GH2rBMNpi4XgUUWGcawIl7omUuCaSbkvajnrjHTSG62iO1NMUaSDTtmPEhcrDxS0Vk2dZTpZlHgIi7ep2ZP1lNKNu8IOPwzRNrrl4B9/81hdYMO8CIIEhrcOQNoAweOHfkUHIMCXagnNpDCwnrqWRZj9EQcrbuK11w65x8IYyqGqZSl37BDRDISe1kfE5ZeSn12LvPDFHjf4Ixi20h1y0h1x0hJ10RRx0RR3Ej3E4EjGwSxp2WUMSDETAAEKa5bATkkC6JcrslDZmpbZhP0GxAH0P1DHRxmbPqQTkVOYEt1IUrxnwNcL2HKpKLkKXrJTUv0Kqv7LHdlMQ8U08l2DJadhb95Kx/3+IWnKiYSoOYqfchJ43A8vup1EOvpIclDJKkqIBE/Pln4O3fkwwjDEqfJAEw7EIAswszWfp7PEsm13KrIn5KLKELxhh56EG9lQ0sbu8ib1VTYSjvVfEBxMLMHxnpBTFwcUFOUx1z8Yle/CrlfzgW/fRHt/FLd+b1286EvSx+NLswETE555HW/oZaJKb1OAOsrzriB8aep56R1mIWHYJ/mmnEsstRQ50kHJwA67aPQj9GCb0R0Kx05YziZbcKcRtHuwRH9mth8huK8dyXBHvaKEKEn6LG7/Fjc/iIqg4CSouonLP+4FFT2DVVWRTQ8AEE+KShahswxBELHqCcaFmJgTrSXmX+kOYCFSPX0xzwUyyWw8xoWID4gC1GbrFRsfiS4kWTMFzcANpu9ciHB95Lp1N/KxrEaJhrC8/jNTRbcEtLbsI6cxrMCp3oT35B4hHEGwOPNd9DWXSXEJP/IHY5lePP+17zgd9LDjRlKQj3HLLLdTX1/PKK68cfU5VVT72sY9RVVXF2rVrycgYXjf0D61geLfFQl84ZTeFzmIKXSXkOYrItuchCRK6kcCv1uKLV+FLVONLVBHRBs7HP1FkwU6uZSn51hXYxHQS+iEi6mvE9Z0cn67UH81NUS44/XV+9ccFnHHWZETtLERjERDBkN7CkDYOGHE4fhAyTYGO8Ewa/KcSVbNxWRrI87xDhnM/otC/o0NfaLpMfUcp1a1T6AzmoMgxSpy1lHiqybK1D1uIDBfThGiDh4BmJaBaCGsWIrpMVJfRTRHDFBAwcSsJ3HKCLGuEXFt4VK+rv5U9HZHdrgXU20spiNUwI7wLm9H/AKpJVmqLzsGXOomMrn0UNL6JovcMj0eyptM54ypELUrGvieweZNhblMQSMy8BHX6BUgNO7Ft/SdCPATOdIRz/g88OZhv/YnOl1aP3hsfAR/0QWKMofFBFQzHY7cqzJ5YwPypRcyZXMDMCfl4nLZk47amTvZWNrG3sok9lU0cqm1Dnjzwd2Qo0QXou9hZQKDEMYkZ8hQKMqYTinVgCmuJam9h0rebXV+C4QiGIOP1LKQ99XR00Y6zeQeemjdQIoMLh2MXDuLpBfimn0q0YApSNIi7Yivuym298ugH40i6UmvuFDozijEFkTRvI1lt5aR31SENU4iMBE2QiMg2wrKdqGQlLlmISxZ0QcJEwBQErHoCuxbDqUXJiXUiDeBiNJq0ZU+kYuJy7NEAEyrexhPsvzmcCQQmL8E7ZxUWfxsZW1/A2tVzLmV4MomfdyNGeh7KOy+g7Fx7NEokTJiFcsUXIBpEfeqPmI0VIIq4Lrsd+7ILiLz1HOHnHwb9XWyoOggnw1iwZMkSFi9ezP333w8kowfjxo3jjjvuGHLR80033URVVRXr1q0DusVCeXk5r7/+OllZWQO/QB98KAXD+yEW+kIWZBZnW0i1lpJqGU+qpRSnkswbjetBfIlKvPFKvPFyvIlqDHN0cjGPZYoSxSrNxaGcjUWahGa0EVFXE9PexmTg9KLXXmrma3fuYPXGs8jIPDyAmOmI2kpEYyHJiMNGDGk9CL3TnvqzVDVN8EYn0Rw4BX+sFEUMkePeRq57KxZ5+KstgUgKte2TqGuZRERz4lKClLirKfFUk2IZedfuIXECTkknykCpACZQby1hv2sOOhJTIvsojZYj0vcgZQKd6TNpyD8NgMKmN8no2tsjjK3Z0+icfhXx9FJc9ZtILX8J8XD+sFYwh9iiGxAMDes7f0VuPQiKDWHFrQgTlhF58xnCz/+1X9vVd5uTYZAYY3BOFsFwPIIAJXkZzJqYz8wJ+cyamM/kcdkoskRc0zjY3M7ehlZ217ewu76ZznBPwT6SvgvHj4Ov/uhJ7ORz7x/uJseyABONmLaesLqaqVJ3BHoo3Z0BDEGhWVtAoHgFhsWFo3Uvnpo3sAT7H3/7ijQmPJkEJi8hXDwbUxBw1u/DU74FS1fTsFOMNMlCe1Yp7dkTCXpyELUEmZ01ZLVXkuJrTq72fwQJOdOpnHgqIXcWWW0VFNdswZroX5jF0/LoXHQRidRc3BVbSd2zFknt/n6ZkkzilIvQ5p6B2FqHdc2/EI80gUvLRrn88wj549HfeBJ9/TNgmtiWXYDrklvQGisJ/OOnGP7h1TSOFifDWPDYY4/xqU99igcffJDFixdz33338d///peDBw+Sk5PDDTfcQEFBAffccw8A99xzDwsXLmTChAnE43FefPFF7r77bv74xz9yyy23oKoqV111Fdu3b+f5558nJyfn6LnS09OxWIbWR+lDJRg+KELhCH3VLSiiizRL6WERMYE0aymK6MAwNfyJWjpjB+mI76crXo5hnrjf97FhZ1kswaGcjU1aiEmMqPoGEW0Nhtm3q86vfnqA1S+38OK6M3pvND2HO0YvAUQMcWtSOIjdkZOh9GCIJLJoDi6iPTQHw5RJdxwk172NFFvVsFfjlTYrbdFsaoKl1AaLUQ0L6dZOSjzVlLhrsMujV1R2lPdRMMAQCg4FhTLHTGrsE3HoISZH9lMQr+s3x1aV7TTkn05X+nSc4SYKm97EFe7+HpsIhAqX4Jt0HqIaIa3sOeztBxAAw+YhvuRG9JypKIfWYNnzDIKuwoxzEZZch1p7kOC/f4Xhe3eja31xMgwSYwzOySoY+sKiSMw+fSIzC3OYWZDDzMIc8lOT35W6Th87apvYUt3AfqOLrljve9dwBEORWMNnT3+Oj905k4tvmsI0i4RdPgOHshIRJxZjMzb9RRSzYsiCAZL3H1OUCeXPJ1h8GpojA1tnOe7a9dg6y3tN0AdKTdQtNkLj5xGcuBDNlYalqwl35TacdXsRteGPhVGbm/asCbRnTyRmT0FJRMhqryKrrQJnuPMD1LbtvcEE2nImU1u8EF2UyG/aR37TfhSt7+izKQgEJy7CO+sMBE0lbe/ruKp39UhT0nNKiJ91LWZKBsrWV1G2r0ne8wUR6fTLkVZchllXhvrsQ+BtRS6ahOdT30CQZAL/+fX70hX6ZBkLfve73/GLX/yClpYW5s6dy29/+1uWLEn2wlq5ciUlJSX87W9/A+Bb3/oWjz32GA0NDdjtdqZOncoXv/hFrrnmGgBqamoYP358n+d5/fXXe9U59MeHRjCcDGKhbwTcSgHp1kmkWyeTYZuGTUpBN1U6Y2W0x3bTFt1NWBteoTD074wkCuk4lFXY5RUIKMS0zUS019CMnk4GN31iI5lZVn7+2/n9n8S0I+pLEfXlCLgxxAMY0npMoZzpytBDy5phpT00m5bgQqJqNla5ixzXDrJdO7DIQyvaPnag0w2RxnABNcFSGsMFmKZArqOFEk8V41z1yOIohUQ/4ILhCAEphQPO2bRa87HrYSZEyxgXq0Y2+z4+6CqkPn8lUUc2nkA1Bc3rcUS7J/qaLY2uaZcRy5yMreMQaWXPoUQ6MBFQp6wiMfMShKgP25Z/ILWX44+Pw3PdVxEsdoL//Q2JvQN7hI82J8sgMcbAfJgEA/SuXchyO5lTlMvccXksKClgQnYyx7iiq5N3mhrZ1NjA/vY2XO6ef7eDRRfqX3mLv/14B39YexFL8o8VGhZKLQuJSudjiHnIxiFc3tewRbcjHBuNHEIPBlMQiWTPIFhyGglPIXKoDXf92zibdiAayQn/UGqZTEEgmjuR4MQFRPMmIWgJnLV7cFftwOodvkWnCYRcmbRnT6QjsxTVYsce8ZLVVkl2ewXW+In1PjjZ0CQL9UVzacmbCgjktJaR17QPe6y3WQskm7x556wiPG4mcshL6t51OOu6o8+mJKMuPh917pkIYT+Wt55Aqt6DAAjFU1EuuR1cKehr/4u++RUEpwfPJ+7CMmU+kXVPEX7pH+9pitLYWDByPhSC4eQVC33jVgrItM0g2zaLdNsUJEEhqDbRGt1Jc2Qr/kT14C/C4FaqAjbs8gocyllIYiYJ/QBhdTUJfTeaprNi/mt89s5J3HBL6eAnMyUEYy6SvgLBzMcUWslW1uGR30EUhp5qZZoQjBfRGpxPZ2QGhimR7igjx7WdVHtln3aqR+jPJSmuW6gPjqMqWEp7NAdZUBnnrmOCp4Ise9uJ1RWcJILhCH4phQrHVJqs45BMjeJYFcWxSlx674HcBLypk2nKXUbclk6at4y81k3YY51Ht0ezpuGdchG61YOn9i081W8g6nEMVzaxxZ/CyJqIcmgtoSf/hSBJuK++E+vsZUTffp7Qc38FbfTT8PpibJD4cPBhEgxDKXQunJbO/Lw8FucXsCi/gDSbnUA8xtbWOjY117K9rQHV0AcUDNPSmvjWx9fgTrPy9T+e2mtcmC5HkkJfnEdUuhBNnIakteMMvYY9/BZik9jv9fV1/zGBeGoxwXHLiWbPQNDiuBq34K7fhH/X8Ow1NUcKwfFzCZXOQ3d4sHibcVXtwFW7B1EdfuM8EwFfaj5t2RPpyijGEGVS/M1kt5aT0Vn9ntQ7fFBQZSvNedNpzp+GJttI76wlr/kAKf6+U8ESKdl4Z51BtGAKiq+V1L3rcDSWdTvnpWaRWHEVevF0pJp9WNY/hehrBcWKdObHkJech1F/CO3ZP2F2tWBfcQnOCz6F1lRF4F/3YnS29HHW0WdsLBg5/5+98w6Tq7rv/ufcNn1me5e0q94rqAtE7wYbTHHvJXFixyWxHbc4ee1gYsd27MTdxgUbMAbTO0iAhATqXauyq9X2Nr3cdt4/Rqig1Wp2JQGS9/M8g5bZe88tM3t/53t+7awXDOeaWHg9qjAo806l0jeHSt9sPGqYlN1Fe+oVWtMvk7AOnnDfwsupKnjUOfj1yzHUcdhuJwfaHuWKi77F9386nfMWDCGTXoKQDRS5C0k6s1DIEdLWUqSvxFCG5iWxHQ/dqZl0JuaStqow1BiVofVUBDfg0Y5fDSmkrGrSCrI/3sC++FiSVpiwEWVCpJGx4b0Y6jBCwM4ywfAaGcXHft8Emr3jsBSDUrOL0dl9VOcOor2uopdE0FsylfaqRZhGmKLoHqo61xDI5D9PV9GI119Iov5ChJMjsucpgm2vAhJrwsWYM25ApuLYj/4at3FjPpb1ug/j9HUS/8MdOG2FCeBTYcRInBucK4JhOFWRBDC5rIyLxtaxoHoMY8IlpC2TjX37WdvVyLb+FhzpHmcTI9FdfPaax/nM9xay8MpRJ62OZOljSAavIOs/HyEtfF2rCXStQMsdm9RcyLPH9haRqFtIqu58XM2L2rwdbfMLqAd2DCmf4LDXYdzcvNfBtQkc2EZw33o8va3DCi+yVZ3e0nq6KsYTL6pBs3KUdzVS3b4DX/YM5769hXAUle7y8bTVTiPjL8aTTVDZuZuKzt0D5jlkS2uJzriYbGUDeqyLyPYXCbRsQ0iJBJyGmZjL3oEMFqFtfQlj7aOIbAoxehLadR9DREpxXngA56WH0GrHEn7PP6MEIyQf+BnZV858cYwRWzB8zmrB8FYTC3Bm+y0IFEo8k6gJzKfadx6GGiRuHqQ1tZqD6VXknOjhbYfVewHQlbH49UswlHkkk2mk9jIWz+PIE1dWGIipWhrLLSJmLyVuLcYhjE/ZRUR/kaC6CTGEqkhSQtKsoTMxj57UdFypUexrpDK0jmLfnmO8DoX2YpASOjNVNEYn0JIcjSocxkb2MqloJ2FjYNfsgJylguE1HFTaPbUc8I6lx6hEc01qcwcYnd1Pkd13jCF2hUJf8RQ6KuaT8xYTju+nuuNlgul8mIDtCRMbfwWpmrnoyQ6Kdj2Cr28PbqCU5JRbUcbNxNmyCvvxO1HDxYTf9XnUylGkHrmTzIsPUnDB+mEwYiTODc4FwVCIWICTJzrXBiMsrRnL8tEN1ARKSJgZ1nY30pZ6kY7MkQ7yG3/zBE/fvZf/W3EdM4LHxqsPVh3JUYpIBy8m5bsIqfnxxLYR6HweI74TwdCePa6ik66aRbR8Pm7FKESsG23rS+g7XkZkh2arbF+IZMNsEmPn4ASK0KOdhPauJ9i8eVheB4CMN0xn1SQ6Kydg6z6K+1qobttGUXR4YuRsRAKJUAWdVZPoKWvAVVSK+1up6NxNSd+B45p7ZstGEZuylEzNBLREL0XbXyDQvBUhXaSqYc+8APO8KwGJ8coTaJtXIBQF9YK3oy66Btnbjv3gz6C3ncDbPoJvweVkN71I8s8/QmbOXJjYiC0YPmetYPhbEwuvR6BS7p1ObWARVb45KEKjK7uFluQLdGY2MlE/tRWSH3+3k/EN1/Ce97wbQQDT2UrafgbT2U4hZVmPNkSu1Eg6s4lZS8m641FFjIj2EhHtJTRl4ITrE2G7Bj2pGXQm5pEyq/Fo/VSFXqUyuB5NzQ6reVva9tEYnUhjbCKmY9AQ3seM0s0ECxFdp1kwSAldOT9tmRBtmSBx2yDnaJiughCgCokmXLyqjU+10ZM5AsIkQI6QyBEWWXxYwwqzSikBDngbaPE2kFX9BO04dbkm6rLNx3SOlgj6iybSXrWQrLeUQLKV6q61hOP7EUAuXEt04jXkihvw9uyiaPdjJNbvRZmxBO2K94KU2E/9AXfbywSufj/+C2/A3LWBxJ/+GzdxehsYvcaIkTg3+FsRDIWWUYV8/sKoQBkLKyeysGICxZ4g3ZkOtvStw7Qf56MX/ZHzLq7lw1+bO2A40tEM9PyUHREypeeRqlyO7a9Dy7Tj71yBs24Vwi58gt67K4kE3Kp67OnLsMfPAUDdswF9ywsonU1D6/4sBNnKsSTGzSVdMwnh2ASbNxPavRYjUXhviKNxhUpPeQNtNdNIBcsIxrsY0/wqRbGh506cDtKqhx5vMb2eIuJ6EEvRsBQNKQSKdFGki+7aeFwrX7bVyeKzc4ebyPnt7AkLXAyGrer0lI2lq3IiiXAFmpWjtGcfFV17jmuQlyuuJjZ1Gem6yajpGOFdLxPatx7FtpDeIOb8q7CnL0XEezFWP4i6dyNKxSi06z6KqG7AWfsEzvN/xpg8j9BNn0KaGRJ//B7W3q2n70YexYgtGD5nnWCYWdP3Zp/OgLyRYuH1aMJHjX8+o4LLKPaMI+fESGWeJ55+FssZ3oPuXTe8yIRJIf7t9nl4tQX4tYvR1THYbgcZ63ky9kuHa3gPxIkqJOXcGmLWMuL2fCQaQXUzEf0FfMruIU9yE7kaOuLz6UlNQwiX8uBmRtvrCSjD+444rkJjbCLb+qZjOgYTi3YzvXQzHnWQOPvTKBj2pyI83zWa7lwABZcKb5oiPYtHdfAoTt7YSoHlKmRdjYytk8hopDCw0A6Po+FQJDKHXmlKRJpSkSJMFqWAeywRdOuVtHjH0OGpwxEapWYno7JN1OQOomEf2g5ikXF0lJ9HKliLL9NNVecaiqONgCRTMZ3ohCuxfcVo21ZhvPwwQlXRLn8v6ozFuPu2YD30C/TKUYRu/QxCUUnc/X3MHa+etnv6GiNG4tzgbBcMZ0IsHM3UonbGhMYzo2QeE8JTQEoeeOBBlLpN6NUHmaQfyVUa6Bk9WP8FCZih8aQrlpMtngmWid60Cn3PCpTEycNNX5/wLL1+rCmLsKcvRUbKULoOoG15Aa1xHWKIVZFsb5DEuHkkx83F8YXwtu8lvHsNvo49w/IQSCBWVEPzmHkkQxVEoq007FtDIH1mFjReT1LzsaV4Ii3BagACVpoiM47hWuiujZASVyi4QsFStHzfB8Ugo3nIqUc+QyFdAnYm35XaTBG2kkTMBGEriVZgH4i0L0J3xXi6ysdjeoN4M3HKuxqp6NqDN3fkMzUj5cQmLSI1ZgaKlSO8ey2hxjWoVg63pBpz8fU49dNQ2vdhrPwzak8r6sIrUS+8ETJJrId/gehpJ/Suz6I3TCP97L2kn/zjaS/FPWILhs9ZJRi++OQn8ATeekbizRQLryek1zEzvJCw7wJUJUQ6t5VY+imS2bVQYLfpXM5h6ewn+cJXpnLzu8ccfl9XxuPXL8ajzgUcMvZq0tazOPL46z9ZSVVHeknY84lZyzBlNbrooEh/nrC2dkhJ0gCmE6AzMY+O+PlYbpAydTdj9JcIqUOvLAVguxo7+yezrW86quKwsHIVdcHWE+9wiqIh46g81j6OPckSan1xlpS1UutLoCsnf6C/FhaQkypJ6SGOl5j0ET306pd+suQ7Ums4h8VDmUhRLhKUijTaIOFhNhptnjoOeusPhSxZ1ORaqMs1UWp1IzhUhSRQS0flAuLherzZXiq7XqG0bycIQWLUQqL1FwMcdk0rDdPQr/0weAPYz/wJueMVQrd8Gs/U80mvuJ/UI3eeVkMxYiTODc5mwXAqoUhQmGA42vPuU/0oryhcdsE7mDBuEqbdQTz9DPHMszhuoiDvwomebY5RRL++FGvsUvCGUDu2ozc+h9q+5XATr9dzogpJUgic0VOwZ1yAM2YK5LJoO1ajb16BMkSPo1QUUqOmEZ84H7Ok9lCM/QsEWraf8LwGHQ/oKxlNc/35ZHxh6g5uZtSB9ShnaNokgR2RsWwvHo/hmEyL7qE21YXXLdwmOgjSmo+U7iOp+UnqfhJ6gLgeJKX5QAiElAStFBEzQZGZoMSMU5yL4XFPLNRea5CXrzbVkE8Yj7ZR0bWH0t4mVDdvi2x/mNikRSTHzgXXIbznFcK716Dm0jh1E8ktuxFZUoW28xX0lx9E0Qz06z6CMnYGzobnsZ++C/+iq/Ff8W7sA7uI//4O3NjwPEYDMWILhs+IYDgNvJUEA+TzFwQ6Qe8CIv5L8XmmYjtR4plniaWfxnYG/+PbtKGfD9y8mj/cv4Sp0yPH/V4REXzaBfi0C1GVIkxnJ2nr2UNdpPOTz0J6MMChjsnuBKLWhaScmShkiOgvEdFWoivRIV23K1X62+dwwFpERpZQpu6i3niRoDK8uv8Z28eazoW0puqYWryVWWUbUQaq0nQKgiHnKNzTMpWo5eGyyv1MCvUN3dNykljitNTpk356ZeDwq0/6cVEQSEpFikoRp1IkqFbihMgNeA5pxc8BbwMHvfWk1SB+J8GYzH5G5fYf7iSd8lfRXrmAWGQcRi5KdecaSvt20NvsYi64GnvaYkSsB2Pln9G6mtEuvQ113iW4Tdux/vpTfDOXELj2A9gte4j/4Tu4/aenZ8O5aCRyuRwLFixg06ZNbNiwgdmzZ5+R47yVONcFw+kSC3Bs74X3feIaZoSXEvQtAgSp7BqKcg8hrG2HV+CHIhjgSA8Ge9Q8rAkX4ZY2IJLd6HtWoO9/CfG6hNlCSqq6oVLsGUuxpi4Gw4u6bxP6xudQOvYPLVwJyJWNJjZlCZmaCeixrnxVn4M7h+VxcIVCa+0MDoyZSzjexaSdz2BYA/cvOBW2FE9gR9E4Jkf3MTW6F02e3tV1W6jE9QBRI0TUCBMzQkSNEJaaX1QKWGlKcjFKc1HKsv0UmYkBQ5ocRaOnvIGuignEI9WotklZ914qO3cTTPYgANsbID5pMYlx80BAqPFVIrtWoZhZ7GmLMedfDZqO/srj6JueR511Adpl7wIrh/XgT1Fti/B7/hlheEj88XuYO9edlntwLtqCN4oRwXCKvBXFwusxtDoi/ssI+S5EEV5SuQ3EUo+TNjczUD7CXb/Zzw/u2MWLGy5HN05cUg9UPOpc/PrFGOoEHLePtP0cGWslU7ShT/Qst4SodSFxezEuBiF1HcXGU3iUwsOqjG4PrhR02VNpspaSlUVUqNsYZzyHRxl6IpWUsKN/Kht75lAdaOOC6hWor1/5H6ZgcCXc2zKZ9myQ20Zvp9JbeN+KoxlO4rMjBb0yQLcM0ilDdLohouSvI0COaiVGrYhRp0QJi2MnJhLo08tp9jbQ7hmFi0J17iD12b2UWvn41rS3jPaqhUSLJmLkotR0rEK+/CqytJrcBe/ErZ2Auncjxsp7Ucvr0K//OHj82I/fiRLtyhsKj4/4727H2rN5WPflmHt0DhqJT3/60zQ2NvLYY4+NCIa3OG+0dwGg5fGV/OZbG/nfZ6+lqNzLJD2FIoKE/csp918KWg3YTSiZR1Cyz+HpHtpiyOufO05JPdaE5dijzgMp0ZrXoDc+ixrLn1chguE1pGZgT56PNWs5srgSpWM/+vqnUfdtGXK35lxJDf3Tl5OtHo/R307J+sfx9gytvOtrxEMV7JxyCUK6TNv6OP7M0HLwBmN3eAwbS6cwq3cnk+JNp23ckyGBpOan3xOmzxOh11NEvxHGVVQ016Y0F6Ui00dFppdiM36cgMh6gnRWTqSrciKmJ0Aw0U1Vxw7Kuvehug6O4SM+cQHxiQtACMK71xLe+RKKUPKLSDOWIWI9eJ77E2qiF/1tH8sXyHjlKZxVDxG68e/xTD2f1JN/JP3UH0+5OMa5aAveKEYEwynwVhMLMHh1JCE8hLxLKQpcgUevx7TbiKWeIJ5ZgSuPTFa/9E8baD2Y4bf3Li74uJoyCr92MV5tIeDidV/A6zyONkC40slwpYeYvYiodTG2LCGgbqRUfwyPOkhY0CGOXiVzpUKHPYP95gW4qDQYK6nVNgzay+FEtKVqWNl2ITWBVpZWv3Csp2GYgmFl9yjW9NZwy6gdjA4MP0n9VCslvUZWanTIMO1umDYZoVsGkQjCZBilRBml9FMnouhHhTBZQqfFU0+TbxxJLULQjjE200hdtgkNh4y3jLaqxUSLxqNHOyje9Czejj24E+ZiLr0RqekYqx9Ea9yAfuV7UWctw9nyEs6z9xC++R/Qx88i9fCvyLzw4Cld27lmJB577DE++9nPct999zFt2rQRwfAW5s0QC1OK2/jyzU9TXO7lCz8+vvfCFC2D1Gfi+q5BGgvAzaJFn0fvfxzFPGqsAhq2vR7XE8IeuxRr/IVIf3E+XGn3M8SeX0MhBTOORiJwxkzFmnsJbu0ERG8bxiuPo+7dOOQQo2zZKPpmX4ZZWkdw3waKNz2Nap44D+9E5Aw/26ddia3pzNz0MB7z1Cv69HiKeK56PhNjzczq33XK450qDoJ+T4RubzHd3hJ6vMXYiobuWFRme6lK91CV6cbvHPkeSgT9xXV0VE+hv7gO1TGp6thFdft2PLkUjuElPmkR8YkLEI5DZMeLhBrXQnEFueW34laPzee6rXoAdcYStMvehYz2YP/5f/DNXIT/indjbltD4k//jcwN/XN7jXPNFryRjAiGYfJWFAtQeDlVrz6JosCVBL0LkNImkXmBaPoxTPsg1170HMsvq+TzX5465OMLgvj1Cwnpy5GiGN3diNd+FF1uHbIrWEqVuH0+/dYVWLKcgLqJUuMRPMqJ7/1AbnVLetlnXki7PYew0spkz8P4laEnrx1M1rGy7UKmFG9nTvlRLe2HIRi6sn5+0zSDZWUtLCo7te/S6RIMrycnVdpkhINuEQfcYuL4UHGoEzHqlV4alF584kgCdK9ezn7fBNqNWnRp0ZDZw9jMbgxpkvRX01S0mFzFGLzteyjZ8AS6mcZcfAP2tMUorY14nv492uiJaNd+BJmMYt/3I/zzluO/6EYya58i+ecfDzuv4VwyEp2dncybN48HHniAsrIyGhoaRgTDW5RTFQswPMEQ7NnBF65/ks/+cDHzL60dtDqSVMoR8lqsoktBi6AkN6L3PYbaeOJeCYU8c6RQ8uFKEy/BLW3A7WnDWfM47qaVMMSkZgCnqgFr/lU4o6cg+tox1jyaFw5DGEMCiXHz6J95CcJ1KH31EQKtO4d8LjnDz5aZ16HZWWZsfviUGr65CJ6oXYrhmlzUvnZYVY3ONC6CPk+ETl8pHb4y+jxFSCEozsWoSXdRl+ogYh35jmU9QTqqp9BRNQlH1SnraaLu4CYCqT5sb5DYtGUkxs5FS8cp3vgUvtZdONMWYy6+HmGbGM/chZ7qR7vp04iSSuzHfoOWSxN69+dxo93Efvlvww5XPZdswRvNiGAYBme7WDgaVSki4r+EiP8yNLWEaGIjH/ngf3DRVV1cfnXVsM9lipbDVBaRUa/GUepR3b34nAcx3FeH7FKWUiFhn0+fdSWWLCWsraLUeARNDK15W8ypZWfuGkwZYLLnEcq13UO+rm1909jYM5crRj1KmS/f8Xg4guGBgxPoyvn58NjNqMPweBzNmRIMrycqvTS7Jex3S+mQYQSSOhFlgtJNg9J72POQVvzs802k2TcOkNRn9jA+vYvEzl7StZPon30Ztj9CeNfLFG1bgaxqIHfJe5AeH54V96D3tKDd+I+IshrsB/4P3RcgdPM/YO7eSPx3t8Mwaq2/WUaipaXlmON5PB48nuE/w6SUXH311SxZsoSvfOUrNDU1jQiGtzBvhHcBjhcMa3/yKC89coD/ffZapgWOX40dKOFZCh07vBi75Epc30REuhO95Um09pUI59h4/aE8cyTglo4lWbMcZfL5kI7jrHkc55WnYRgr/E5lfV44jJmar7jz4l9QO5uHNIbtDdA392rSo6YQ3vUyxZueRhRYNeg1UoESNs26jtqDWxlzYPjx9U3BGtaWz+Sy1pcoNofQA+hNJKfodPjKaPNX0O4vx1Y0Irk4o1PtjEm24z/0fXEUja6KCbTWTSfnDVPS28yoAxsIpnoxQ6X0z76cTM0EvB17KX31UVRczIvfhTNmKtrmlRhrHkG/7F2ocy/CefVp5PpniXzwK6BqxH7+dZzOA0M+9xHBMHxGBMMwOJcEwxFUQt6FKM7lVJRNIZ1tJZl7gnjmeaQcenLXawZJApaYTka7HluZhuoePCQcViEY2gNaSpWovYw+8ypAocR4lCJtxTFN4E7Wh8GWBjtzV9PjTGaM/iL1+otDSjJ2peDxA1cjcLly9GNH9h2CaOjNefnl/llcUbWPWUWnKal3n03KUWgzPXSYHqK2RszRSDgapiswpYItBQIQSHQh8SguHsUlqDoEVYewalOiWZRoFqW6hUc58aMhLXX2uWU0umV0yAg6NuOVHqYoHVQq+VjlnPCwzzeR/b4JSKDm4BZqWreiSJf45MVEpy5Dy8QpfeURvNF2chfejDPpfLTtqzFeegD9mg+iTl+M/dy9KJ3NRN7/Jey2/cR+9c0hN/Y5nUZizve+g+o78YowgJPJsOGz/3zc+1//+tf5xje+cdz7X/ziF7n99tsHHXPHjh08+eST3HPPPaxYsQJVVUcEw1uYN8u7MM7fwt8tf5iLbmzg3Z+fedLeC3D8c9PxTcDyXY9TcT64FlrbCvSDT6Fk8g08h7NI0bsrCcWVaIuvQZl1AdgmztoncdY8DpnC8xsOn2PdRMyl78Atq0XbsQZ99V9R0oVPuCWQmHA+fbMvx9t9gPJV96KaQ7N1zaPn0lo3kznr78OXHfpkXwJP1C4hYGdY1rl+yPufCBtBt/DRrfiICoOkMEgKnRwqplCwyecmCiQqEkO6GDh4pUNAWgSwCEuLIjdHkczhxz6hJ8dB0OEv50CgmjZ/BY5QqMz00pA8SG2qExWJKwQ95eNoqZtF1l9Eafc+Rh9Yjz8TI109gb65V+J4gxRtfZ7Q7pdxpi/FXHIDItqN97Ffoo2dhnb1B5HNO3Ae/y2R930RpaiM2C/+DfvA0EK43ixbMCIY3iDeSoLh3BQLR/jBd3bS3lLDb373VYLehbgyQyz9FNHUozhu4QleAxklS0wgo16Ppc5FcdvwO/dguGuHHKrkyAC95jXE7KV4lFYqPb87HKZUSOM2KeGAtYj91oXUaOuZYDw5JNHQlSnnqZYrWVL1AvXhpvybQxAMT3eOYVe8lI+P24A2yKS8oHNJa2zsCrD+oI9OK3/thnAp0SzCmk1YtfEoLoaQaEIiOSTiXIWcVMi6CklHJemoxB2NjKsCeUNSollUGyY1RpYx3izVRg5tgPsUk152ORXsditI4KVSxJmlttIgelEE5ITBHv8U9vsmoFo5Gvavoax7H3awhJ7zryVXUU9o98uUbHoae+J5mMtvQenrwPPIz9DnXYK2/Eacdc/ClheJfPhrOH2dxH7yr0OKY32zjEShHobu7m56e3sHHXPs2LHcfPPNPPTQQ4ijvrCO46CqKu9+97u58847h3hVZxdni2AoVCzA6fcu9K9+mR9+fg3fe+RKahpCw2rWBkC7H9dTjF17CVbtxaAHULteRW9+mPSmxsEuaUCOSXoOFqEuugZ13sUgJc7qR3FefhSGOGGXQmBPXYS56G2AwHjhz2i7XhmSTcmWj6Zryc2omQRVz/8ONVd48QlHUdkw9yaCiS4m73puSOcO0OktYUX1fC5qX0N59tR6PGRR2atGaFQiHFSCOEJBkZKwNAlJkyAWXumg46AdmvZJwBECC5UcClmhkRI6SaGTQuM1w+iTFhVuhgqZodpNUe2m8Q5Qpt0SKi2BKppCtfR4S/DZWcbHmxmXaMFwbSSCrorxtIyeS87jp6Z1K6MPbEAIQXTGcuITFuDpa6N89Z9RvAGyV30Y6Q/heeLX6IqC/s5PIxP92Pf+gMgtn0ataSD2k3/FPrin4Ps0IhiGz4hgGAJvVbEAp08wfOCW1VRWebn9B3PQlBKKAlcT9l+KEDqJzEr6kw9hOYPfh5OVVLVFPWntZixlNqq7j4B9F7rcPuRzzTqj6cy9B0uWU2o8RJH2HELIgrs9t1sz2WVeTY22jgnGU0MSDc8evISc4+HK0Y/m9ytQMEgJ/7d3DpNCfVxSOTQ3+tFj7Orz8lRzhH0xLx7VZaInxURfmlGeLEWaXVCDtoFIOwp9tk63ZdBuGrSZHtpND5ZU0ITLaE+Wcd4M431pqnTzmHvmSmiWJWxyammXEYpIM09tYbzSjSIgo/hYL2fQW9ZAUX8rY/e+hDebIDFhPn2zLsOIdlC+6s8o/hC5az4GioL3wf9Fqx2Hdv3HcDeuhHXPEvnk/8NuaST2y38Dp7CVznPFSBw4cIB4/EiCfFtbG1dccQV//vOfWbBgAXV1daftWG9FzjXBcLq9C1OK2/j3D67AsV2+8buLBrQLw+m/IBUdu2op1pirkf4qZNt25OaHoWUjhSYyD1glyR9CXfI21PMvhVwWe+X9uOueGXKukvT6yS27CWfS+aiN6/E8fzdiCBN/M1RGx0XvQ82lqHrut0NKhm6vmsy+cYuY9+q9xzQyK4R1pVNo91VwzcEVwyr3ChAVBq+qFexQi3ER1MoU45wYNW6KUplFG2ZOhI0gJgz6hYduxUe38NGp+EmLfAnWMjfDaDfBaDdBrZs67jgxPcjuSD3NwRoU6TIh3szEWBMe18IVKq210zk4aja6lWXsvlWU9LWQLa2je9E7kJpB2Zq/4uttIXf5B3BGT8FYcQ9Gxz70934Zmctg/em7FL3786hl1UR//EWc7oMFXde5YgveDEYEQ4G8lcUCnB7BkMs5LJvzFJ/5l8m86/31h99XhJ+I/zKKAlehqSUks2voTfwZ0x54wltoDwZLTCat3YatTEB31hOwf4fK0JqtuVKj17yOqH0JfmUHVd7f4Osp3F3eZs1kt3k1Y/QXaTBeLHi/1mQNz7ddciSXoUDB0JEN8NumGdw6avuwKiP1Z1V+t72M/TEvo0M5LhodZ2pphlzz0JMIC8WR0G56aM552Zfx0ZTzYUmFYs1iZiDBrECSMv3Y43e6QdY5o2iWpUTIsFTby2glSu+uJH3FdewbtxhL9zF27yoquxrJldTQvehGXN1LxYt/wkhHyV37SdxIKd6//hi9chTa9Z/A3fAcYsdaIh/9N3JbV5P4w38VdA3nqpEYCUl66/FGiQU4XjAUJ3bzmSsf4+/+cz4XvG3MsMKRgBM+zySCpDsHMfNaROUEZN8B5Ib7Yf+ak5a7HLSsargE7cIbUWZdgOzvwnnyd7iNGwcdbyDs8XPILb8FYZt4HvsVamdTwfua4bxo0FJRqp69E6VA0eIoGq/Mv5Xq9h2MaR5aLsNDoy6kLtXJnL6hJ147wItaDZvUMnzYzLG7meL0E+DM5bRJICYM2kSAg2qQA0qIlNAxpMM4N8Zkp59RbvIY8ZNRDXaH69kTHo0ApkT3MTG2HxVJ1hNi77hFREtGUdGxi7H7VoOm0zP/ejK1kyja/CzhnS9hLbsJe+YF6C89gKd5K/r7voLMZbDv/i5FH/oawuOj/wefRSajJ72Gc9UWvBEMVmR/hEP8LYgFgK2bYliWy7zzS45535Vp+lN/panrU3RG/w9DG8OY8juoLv4CHq1h2MfT5U7C1tcJWj/AUUYRNW4nrb4diVbwGIqwKffcT433R2TdUbRkPk9OVBS8f42+mQZ9Bc3WUrrtiQXvVx1ox6+l2BcfV/A+AJ1ZPwJJjW/o8a4H4gb/va6aaE7j47M6+cy8DmZXpDFUSWhs4fdsqKgC6jw5loRjvLeygy+N2s/7Ktpo8GZYE4/ww7bR/Lqjhq2pAM6hOUOlkuRqfQc3aRsIihyP2NN50p5ERvVQ0n+QOev/Qln3XvZMvIA945eg93dS/eTPMKIddF74HnLhCrz3/xClr4Ps2/4Oq70J+6Gf55u8VTcQ/+N38c65EN+yt52x6x5hhKEylFCkEzGQWBiI14sFgGfu3UcgrLPw8sI8TYV6Y19DIKFpLfLBr+E+9A1I9aNc8mnEjd+BcYsZctfJ14j3YT/0c6yffgli3ei3fQHtnZ+BcMlJdz0abc8GfH/8T0S8j+w7/hFr0vkF72vEe6hc+UesSCW9511T8Lq86tqUd+2lq2ICcgh+gqyik9F8lA0jFCmHwgP6WDarpSyx2/lgbgfnOd1nVCwACKBImkx1+7ncauHDue28O7eLOXY37SLA/cY47jQm86paToZ8eKvPMZnVv5trWlYwNnGQrcXjeap2Md2eIry5BFO3P8n43SvpKR/HlpnXYSo6FS/eTdGW54jOvJjozEvRV96L/srjWEtuwKybjPXb/0D4Q2hv+1je06yqhN/zeRAjU9ozycjdHeEw69b2EgprjJ8UGvD3Ept45jmauz9DR/THGFodo8tvp7r4CxjaqGEdUwAedw1F5hfwOo+RUd9OVP9PLDFpSOME1J2M9t2BwGKf9x9JKoVP/kfrqylXd7Ajdy0pt6ygfRQhaQjvoynRgO2qUF2YV6U356dIzw45d2FXn5cfbaikxGvzT/PamVySHbZtPlU0AeN9GW4o7eYLo5q5qawTB7inp4r/bh3Dq4kQ7qHLK1dSXKdt5RJ1F61uhCdGL+OgvxLVtZmw50XGN66ku3w8W2dchXQlFSvvwtu5j86lt5IpH433of9DifWQfdvfYe/dgr3yL6gX34yVSpBe8QCBaz6AVjP2zbkRbwHq6+uRUv5NeBfe6pyOvIUTMZB34fWMD7Sw4v4mLri+HsOrnraFpBPSsQv5+H/i/vWrkOhGufgfEDfeAQ0L4HUT50Kbtsnug1i//0+sP/8QpW48xt/dgTr/iuPGGwwlFcX7wI/Qdr2Kedn7MBddV/Dk39PfTumrD5FqmE1iwvyCj1nR1YjpCRAtqil4n4QRBCBsDS2MKY3KPcYEuhUfbzf3Mc/pHnbY0akigDKZZaHTyfvMnbwz10i1TPGyVsUvPVNZodUcFg5e12J2304ua1uN7jo8V7OQDSWTkQgquxqZuelBHFVj86zrSYQqKNr+AiXrHiM+eRH9865GW/MI+vqnMS+4Cau0Fuvu7yJqxqEsvJrEH/4LfewM/Bff9Kbch78VRgTDSfhb8S4ArFvbx5x5JajqyR7OLonMCpq7/4mO6P9gaKMYXXYHlZFPoimlwzq2wCTg3E3E+hIKSeL6V0mrtyAPPWwKQVd6qfN9D7+7nwOeDxNXZxR2bAGTPY/iE1G2Za/HkYWt1o8N78VyDQ4mCxdLGUcjoA0tfChjC/6wo4yGSI6/m91JyBhadanBSNnQlRW0pAR7EwoHU4LurCBd4EKVLiQzA0k+UtXG31W3UO/J8GBfBT9pr+NALr96KQRMVLu5TV9PnYiyqnIO2yNjkUBlZyPTtzxCxlfE9mlXIBFUvHQv/rZddC+6EcsfwfvQTxC2Te6y92GvuB+5dwv6dR8j9cw9OF0HCd7098Nf2RxhhLcQp+JdWPtUK/G+HJfePLCALjRUdMhlorv2IJ/4Du4DX4FkN8qln0Fc/02onjK0cY7C3b4G83+/gLtxJdqV70N/zxchVLi3Qbg2xrN3Ybx0P9a8yzEvug1Z4DMi2LyV8K6X6Zt9Gbni6sL2SfbgS/XTWVn4QlVOyecCeB2z4H0AVui1pIXGLeYe6uTps/+WhH5HodNROWBrtNoa3Y5KwlUOLwANhgBqZJorDnkezrc72a6WcKdnMpvU0sOSpshMcHH7y8zu3cGe8GheqJqHqWgE0v3M2vgg/nQ/26ddQTJQSnjPK5Su/SuJ8eeRmLQIfdVfUXe9Qu6i23DiUewnfod6/mXYUpJ57j78l96CUlrYZzbC0DlzcQznAG91sXA6MXMOm9b38/efLfyBlxcOL5DIrCLiv5SS4E0EfUtwMn9FSd+DkEOvsa3JVsLWv5FR30ZGvRFTmUnI/hGqbC9of1VkGZ37Na3GbbQY76XW/BNFzsnL1anCYor3QdZlPsA+czkTPE+fdJ+wkaDc18ne+Pgj1ZJOgmCovU7h6eYIWVtw2+ReDPXEe4fGaoOWO5QSGhMK6/tUmlMKHRmFpH1iI+pTJeUeSbXfZWzQZXqRQ4X3xMevMkxuKu9iQS7Go31l/LKjloWhGJcV96IJ8Aqby7WdrOyqYmvJRJK6n/N6thJK9jB12+Nsm34V26dexrRtT1K25gE6LvkgXUveSfWTv8Dz1G/Jvv0fseZdhnj4Fxif/A7axbeQ+MtPKP7U7XjnX0Z2zZOF3dARRjjNvNnehSnFbXz9j3uZOr+c2nFnLk560HKq3XuRj9+OrJ6CmP8ulGu/hjywHrnmD8DQe96Qy2A/fifOrlfRr/8Exif+E/uRX+JuX1PQ7gLQNzwL6STmJe9GqhqeZ/5QUL+F4s1Pk60YQ8/CG6h+8ucoJymuIIDKrt00jzkPS/Og2yf/zIazxNEm/OxWi7nUOkCxHHo/mqPpdxTWm14O2Drdrka/q5wwpEpFUqI4lKoOdarFeN1itGqdsLiGD4cFThcznD5WaVU8r9exWy3icquFiDQRwMR4MxEzwaqKOTxbvZALOl7B7+SYsv1Jtk2/km3Tr2TGlkcI7d+EHSylf+YlGP3teJ+/m0xVPbnL34/4y3+jTp2Pfu1HSP3ya3jmXkjwho8S/+U3T+nejDAwIx6GE/C3JBYANm+Mksu5nL9gOB4Ch1j6CZq6/4H+5IO4vuuwi3+C61k+LEepQOJ3/krE+hoSD1H9P8gphbuHBS615l0UOetoNW4jqs4taL+g0sM443la7fPoc+oL2md8eA8d6WpiucKMtK445Jyh6fS17UGW1CYo8g6/m2hzUvBf2z3csd3Lxj6VEkNySZXFxybk+NyULF+enuXrMzN8eXqWz07J8rHxOa6qsRgTdOnKCO5p1vnXjT5u3+ZhbY+KPYjNHeXJ8dGqVi4v7uWVRJjfd1VjunnLIgRMj+5hQdcmmoK17CjK54CEkj1M3f4kiXAlLaNnozg25S/di2P4ic64CLV9L/r6p7DOvwLXldhP/zHfzCcVI7vuOfyXvwuUkcfZCG88p0ssnIp34cDuGLvW93DZLfm/p2EnO58O2ncg//pV3Gd+AEW1iBtvJ3DtBxGeoQml15D7t2H+5F9w921Bv+kfUa94LyhD8DzvWovnyd/gTJxH7rL3FuRpEK5L2er7sf1F9M+6tKDjlHflS3t2VhYWTvtad2jzkKehEHaoJRS5OaY6wy/BmnYFf0mF+K94KSuzeW/SdD3LO/wJPhSM8slQH58O9fIPoT4+FuznvYEoV/uSTNRNHAkv5vz8JFHM7bFSnsv4Sbonvp9+bC61D3KjuYckOvcY4+kWRxqdVWb7uKT9ZWxFZVXFHBwEmmMxbesTGGaaXZOWIxEUbX0Ob/cBes+/DunYeJ68E7dyNPaURVgP/QKCEdQ5y0k+9Es8U85HGzO0kOYRCmPEw3AWczrDkdas6qWoWGfilOGvTkmZpS95D5XmIzjBD+OEP48wr0BN/i/CaRnyeJpsosj6CkntYyT1z2DbD+N3/lRQwzeBpMa8BwxoNW5FMU3CztaT7lervUqvPY6duWs43/dLdDF4XfAxoSY29sxhR/80FlavPqk7v9ybZmO0EstV0JWTX0fSVEhaKmPCQ3Nbv4aU8Gynxr3NOtU+yacmZZlZ5A4SwTOwxMs6sCWqsqJT4+d7PER0l2tqbZZV2GgDzNMVAUvCMWqNHL/vquau7ireXdGBLiSlk4Kwq52k7mdb0XjKsv1UZvsIxzupO7iJg3WzKO/agz8VpWj7C/TPvITQnlfQ1z2JNXUx1nmXo6z8M3LZDajzryC94n5K5l2EMeV8zG2FrT6OMMLZQKHehV/8cA/F5V7Ov7T2DTirAtn3MrJ5Hcy4Bt/iG/DMuZDUg78gt6nwanSHyaax7/sf3OadaFe8B6VmLNa9P4ACquJAPhkaKcld8QFMy8R47o8nXeE3Ej0Ub3qavnlX4Wvbg79j8Fr/hpWlomsPbbXTqGnLN6gcjKJDXZ2jRoiQXWAOnOKlUqaHXYK1xdb4QypCVgqu8CVZ6MlgDHEwV0KLo/FKzscz2QBPZwOc78lwiTdN6AQ2rc5NcYvZyF+NsdxvjOMmcw8lhzwkYSvF4s4NPFuzkM0lk5jTtxPNMRnf+AKbZ72Ntpqp1LZto2Tdo7Rd+QkSExcQ2bkKtXE91nmXo+14GXfTi6jnXYb5P/+E09uBb+GVJJqH1tBthJMzsiQ3AH9r3gWANat6OG9BKcpwC/gfhXC70eL/iRr9ClIpxi7+IY7/XUOqfnR4LLIE7R/it39HVr2KhP7PuBQWY/uaaAg7WzhovLegROh8PsMjuFJjV+6qk1UKRFVcJhXvZH+igaQVOOn4Vd4kEkFrJljQNfTn8ves2FNYUsHrqyVtjqr8qclgeaXNl6dnmVU8mFg4MV4Vzi91+PzUHN+YmWFqxOWPTTr/u9tzuDLSQNR7s7y7op0DOS/PRo+NQZ4S3UtFtpdXymfgHjKBdS2b8eRSHBgzD4Bw41q0dJTY1GUIy0TfvAJ78gKkquKsfxZl5lKczoNYLY145y4f+oWNMMIp8EZ7FwYinbB44cFmLn7nWDRdObWFpKHmL5wMx4KND9B3xyexD+wm/N5/Ifzhr6EUlQ9rOPfVp7Du/HdEpAzjI/+OqK4veF9t70aMZ+7CnrYYc+k7CvJ+h/a8gq99Dz3z34bjOfnzvaZ1K5bhLyiXweua+O0M3b7CczMSQickh7d4ZEr4eaKIkHD5dKiPC7xDFwuQXwwao9ncFEjw5UgPl/lSbDK9/CBeTK9z4imlH4cbzH34pcXDev0xy34lZpyZfbtojNTTZ+QXLUPJHqrad9Ayei6OomIkegjtfZXolKVIRcF49UlkqASnYTrOK08iwiUo42aQXfsUnllLQR1ZDz/dDEsw/PjHP6a+vh6v18uCBQtYu3btoNvfe++9TJ48Ga/Xy4wZM3j00UeHdbJvBGeLWDid3oV4zGLb5iiLlg3vIX40R7u+FWsjWv+nUNL34vrfiV38A1xtwpDHFIDPeYyQdTu2GEdc/zccKgvcV1Jr3kXA3c0BzwdJKScvA+tRkkzyPEqPM4k2++ThTBOLduFRcmzoPvm2lZ40pUaaTdHCzr/cZyGQtKeMgrZ/PXsTCsWGy631FvppWh6o9Us+NN7k05NzbI8p/GH/4OfW4M2yJBxlbSJM6iiDogAz+3aT1nx0+PLVqRTpUNmxk/7iUTiKhnAdAk1byFSNRwqBtncjaDpO9Vjc3RsQugdR04C1ewNaw9TTc4EjFMy5bAtOxpnMW4DC+i4APP9AE7blcskQkp3PWDjSCXD7u4nf+S1iv/4PtJqxFH/+R3gXXDGsseTBPZi/+Coy0Yf+ga+hTCk8XFXftRbj+XuwZ1+ENf/qk24vgNK1fwUB3QtuOKnI8GeilHc10jJ6LrZ68lCj0cl2mgM12KKwEKsSN0ePGF5oV4ejYaJwvT9BsXp6Cmf4Fclyb5rPhXvxCMmvk0WkBwlR8uFwmdVCv+KlUSk65nfj48347Qx7w6MPv1fTtg1HM4gW58sEB/dtRBpesqWjUPraEf2dOHWTkF0tyFgPYswUzN0bEIYXrWb4Jd9HGJghTyHuvvtuPvvZz/L1r3+d9evXM2vWLK644gq6uroG3H7VqlXcdtttfPjDH2bDhg3ccMMN3HDDDWzdevLwkDeas0UsnG7Wru7BdWHR0sJKig4FgY2avgut/zMgLZyi/8IJvG9Y3gZDbiVifRWJQsz4JpYoLEFbwWFU7k587gEOeD5MRpy89F251kitto495sXEnapBt9UVm9llGziQrKfdHrwHhBAwp7iT3YkS+s2TG22vJqkNmuzo855024FoywhKjDNTcm9akct7G0xe6NLYFh38UbIoFEMAryQiAPmwJPIrS0W5OM3BI59JWc9+XFWj/5CR8HXuw/X4MIurEf2diFQMt3YCsrMZmcugjJ6E1bwTNVwy7JXLEYbOuWwLTsbp6LfwGqfiXZgUaeXJu/Yw/7I6SiqGN5EslEETngvE3LaG/jv+jtzGFwi981NEPvbN4f3NJqNYd/4H7q516O/8NOqS6wreVd/6Avqqv2LNvwpr1vKTbq9lU5S//ADZqrHEpi476fZjml7FUbXDXtLBGJc4gK1o7AsV1jejxk3SpgQwh7HW23Uod65IGf737UQEFcmHgjFSUuHJ7OCemEqZYYwTZ7127OeuAA2Jg7QEqg57nH3ZOIFkL72l9QAY0Q6UbIpsVV4cq62NOLX5RUj3wC6UUZOw2/YjLRN9zOTTe5FvMENZjNm2bRs33ngj9fX1CCH4/ve/P+B2ra2tvOc976G0tBSfz8eMGTN49dVXCz6nIX/rvve97/HRj36UD37wg0ydOpWf/OQn+P1+fvWrXw24/Q9+8AOuvPJKvvCFLzBlyhT+/d//nblz5/KjH/1oqIc+o5xNYuF019de9UIPDeOCVNecOYMjnGa06GdR0r/H9b0du/h7SHX0yXd8HarsIGJ9DVUeJK5/mZyy8LhtzPLjV+YUbEbnfoXH7abZ+wmyYnARADDWeJaQ0snW3E1k3YF7U7xGQ3gfVf52VpnnkXEHFwLTI92E9RyPto8rqFzd4tokm7sD7CpQNBwdljSr2GFvUuXFrsKTBIfChHB+pepk1+FXXYo0m7R7/CMnZKXIqUe8FN5cEuE6WEb++6gl8wl+jieAAESiD+kLgZTIeB8EwrjRXgCUYOQ0XNUIhXCu2oLTzZn0Lmx8oYOO5iRXvTc/aXpLhSOdAJlNk/zzj4j+7GuoFXUUf+6HeOZcOPSBbAv7Lz/GXvkXtEtuRbv2IwUnQ+vrn0Zf9xTmshuxpi896fa+zn0UbV1BdMZFpOoGLxfrMdOMaXqV9ppp9JaMGXTbgJ2lIXGQrcUTSGon/55McftxgZe0oZcObdAsPLj8JR0uyO4MlVLVISxcXHnyOKcKmSEjjl80DFkpbEXDOaoBmzcTw9Tz90YAWip6ODxMxPuQ/rxtlrEeRCAMjo2bjCLOYlsw1MWYdDrN2LFj+c///E+qqgae2/T397NkyRJ0Xeexxx5j+/btfPe736W4uLjg8xqSYDBNk3Xr1nHppUeqBiiKwqWXXsrq1asH3Gf16tXHbA9wxRVXnHB7gFwuRzweP+Y1wplBSslLK7pZfMHp9y68HoGLmr4XLfo5QMUu/j6O721D6o4JoJAibH0bw11DUv9HMurbCopHVckxJvczdBmlyfsJsmLwsCBVOEz33ofAYWvuRmx54tAbIWBx1YuA5KXsfJxBHpqG4nJ19V5aMyHW9J7c27GgOsmEogx37ywlYQ5N4y8td7igwuL3+w3W9Kin1VBICS/35A302NDJXdw5V2CIIyfwmpdBHvXf1xBSHv5eiEPVRORrVZAcG/lafKptIlQdaeXjeoU+vNCtEYbG37IteKt4F6YUt/HY7xoZN6OYCbMGjoN/K4Qjnahpm7V7A/3/9Q+YO14l/O7PE3r3FxC+wnK7jsZ5/j6sv/4UZdYy9Nu+AAVUYxKAvvpBtI3PYS6/BWvqopPuE9m+kkDzFnoW3ECuZPDndnX7dkp6mmicuIyMd/DFpll9O/E4JmvLZ+KcxBaGpcUSu4PNWhlNyuDjvp5S1eHWQJwdlsGDmSDZAib2Q6HN1uh0NcYU0GfIRMGQx3/3B5oLCCmP6bMjXOewLRCODcprtsACLR8GJi3zrLYFQ12MOf/887njjju49dZb8XgG/vu+/fbbGTVqFL/+9a+ZP38+DQ0NXH755YwbN67g8xrS7KOnpwfHcaisPHaiVVlZSUdHx4D7dHR0DGl7gG9/+9tEIpHDr1GjhtdFuFDOJu/C6WbX9jhdnVmWLR88lOZ0Iux9aP3/hJJ5DDf4MZzIvyGVwlUu5EOdgvb/4bPvI63dSkr7eEFN3lQyjMn+FE0maPL+HRkxeFURQ6SZ4f0zGbeIzdmbBxUNPi3LkuoX6XbKeCk7f9CVllH+BItKW3mhZzTr+wcXLoqAWyf3Ykv4/roqutKFh3MJAbfVW8wocvjFHg9f3eTluQ6N3Cl6pdszgv/e6eGhgwaLymwCJzmlXWk/MUenxnPsyqkL9HsiBOwjPTuyniCuqmGY+cmO7c8nwam5/DbSF0Ic+ln4gkgrh/DmJwnSPLXa5CMUxrlqC07GUMXCcBKdC/UutDTG2LKqk6veMwEhxJnv7HwGkNkUibu+S/z338GYNJfiz/0Qfez0IY/jblqJ9YfbEbVj0T/4DSggzEkAxot/Qdu8EvPid2HNHNzLIYDSVx7CiHbQeeG7B23qJoAJjS+gW1m2Tb+arOfEQkiXDvO7N9NnhFlVOeekomGW00O9E+chvZ6dr8sDOBlTDJNrfUleyfn4drSUh9NB+gZJVC6ErBQ8kg7yo0QxpYrNJH3wZ3AWld1qERUD9Gnq9RThcXKoR4mJjL8I3TwifG1/GNU8ZAv8QcShn/EGDj//hcd31tqC4SzGFMKDDz7Ieeedxzvf+U4qKiqYM2cOP//5z4c0xluyStKXvvQlYrHY4VdLy9BLchbK2SYWTrdRWPlcF8GgxtzzCq/UcDoQmKipn6NGv4pU67GLf4RrFJ68lh8D/M59BK0fk1MWE9e/jMvJV100UtRn/xfD7aXJ+8mTJkIHlW5mef9Eyi07qWio8ney1PsyB+0aVmfPG1Q0LC07yHnFbTzd2cCrfYOHSJX4HD4zrwNdkfxgXRU7TxKedHRYkqbA308y+fL0LKP9+epGn1vn4+eNBut6VToyYtC+CpAPOerLCdb1qvxol8E3NnnpzQn+YVKWD40fvGpHzhU83FfGeG+aKb5jv79t/gpSup9x8SN/471l9QjXpijaCkC2oh4cG6OvFWl4kSVVKF3N4PEjisqRHc2olfmJpN19cPALGeGs4o20Baeb4YQiFcpr3oXiCi8LrzgNIuok4UinI39hMHIbX6D/u/+A09tB5BP/j8BVQ+u1ACCbtmP98usITcP48DcRowqoigcYK+/NhyddcBPmeVcM6q1WHJvKFX9Aj/fSufw9g4oGzTGZvuVRwGXb9KvIGSe+x+W5KEu71tPlLWVV5RxsceKpmQCutZqY5ER5whjDaq2ygELjR1jizfAvkV4WezOsM718J17GTxJFrM76aLW1k3oepMz3cthn6TyYDnJ7rJSXcz4u86b4TLiPoDK4G/sFrQYHhSXWsc1YTaHRFKplbOLg4YlpxhsiFSyltLcZAMsfwQkU4e3K/79TMQalM/+zUjUG2dmM8PpRI6U4XW8tW/B6T2kuN7CgGc5iTCHs27eP//u//2PChAk88cQTfPKTn+Qf//EfufPOOwseY0iZp2VlZaiqSmdn5zHvd3Z2njBuqqqqakjbA3g8nhO6VU4nZ5tYOBOseLaLRcvK0I1T144Dub9PhmJtQPR/Cif0GZzI15CZx1CSv0BQ+OqAx30JxeoioX+WmPEfhKz/xmDwztAaGcbkfkqL54M0ez5BjXkPRc66E24fVjuY5b2bTdlb2JB5D9O99+FTYgNuO2r0XpYeUHgxO59MxstS7xq8yvGTaiHgoooDKAKe7aqnPRvkssr9eNWBVx5LvA6fntvBndvK+emmSmaUpbl2XD8V/sKMeUPQ5eMTTXpzgpd7VF7p0Vjbm38ECCTFhsSv5Ts86wrYLlguJGxBvykOh1mNDrjcVm+xpMI+aeWlXkvnnp5KMq7KdSVtx5R0TUqDTZXTKM/0UmLmQ01sVae9eholfS1ojoUUglT9TLzdzSiug10/BwC1fR/KoapIsm0f+kU34vS0wRuwqpRuzqKe5PHk5Abv33G2c67ZgkJ4I0KRCvUuxPtyvPBgM+/45FQ0Y+BSqm+FcKSh4MZ6iP3kK/gvuhH/Fe9CnziHxB/+K/93XSCytx3zl19Hv/kz6O/7V+zHf4u77plB93ktPAkzi7XoOmSkDOO5uxHuwM9VxTapXPkHOi58Nx0XvZ/yl/+Cv23gTtYeM830LY+xdcbVbJp9PZN3PEM4MXAcelWmlyWd63mpci5P1yxmQfcmig/1ang9KpLL7BaKZI7VWhWNShFL7TYa3ERBAb5hxeUKX4qLvCm2mF42mR4eygQPJxsHhEtAuHiFxBASF7ClICcF/a5yOOk6KBzmGxkWezNETtJXyEKwUqtlu1bCJVYLAY7cXwm8Wj4diWB8/MDh9w+Omo1qmxT35yf/yYbZ4Nh4eg4gvUHc6gaMlx8Bw4eoGYu78n70+nyOid2+v4A7cWoMxRa83jv69a9/nW984xtn6MyOx3VdzjvvPL71rW8BMGfOHLZu3cpPfvIT3v/+9xc0xpBmiYZhMG/ePJ555sgfoOu6PPPMMyxaNHAM4KJFi47ZHuCpp5464fYjnJjT7V3obM+wfUuM5ZcUVuLzTCFkHDX+TZTEj3G9F2EXfx+pFR5XB6DLRiLmVxEyQUz/Bmn/kpPuo5JjdO7nRJz1tHreRad+9aD5FGG1nbm+3+Ggsz7zfqLOiStbjNZbucT3AlE3zGPpi+l1igbcTghYXnGAa6sb2Zcs4tf7Z9KcOnHzPJ8u+disLt4zpYeWhMHta2v4445SejKFa/9Sj+SaWptvzMrynbkZPjcly3vHmiwsd5gQcij1SHyqpMQjqfVL5pU43DLG4lOTstw+J8NXZ2RZXjW4WJAS1ibC/G97HTlX4SNVrRTrRwyEKVUetachkCzs3nz4/ab6+Vi6h/r9+YoQyYY5mMXVFG95HonAmnMJavN2lFgP6rxLcFt2I2M9eGYtIbfppYLvwQinxt+aLTidoUinypTiNp76016EIrj0loFLqZ61SJf0s/cS/dE/I7x+ij/7g6GXX80ksX73bdx1z6Jf8yG06z4KJylxKgBj3ZMYT/0We+I8sjd8Cuk9cRiRYuWoeu53+Dr20LX0FqKTl5zQM+HNJZm56UF8mThbZ1xDe/WUE25ble3l0rbVKNLlmZpF7Ig0nNB7IID5The3mY0EpMVDxljuNcZzQAkWlNMHYAiY58nyoVCMrxX18PehPm4NxFjsSTNBNylXbXzCJay4lKs243STS30p3hWI8elQL1+O9HKVP3VSsdAh/NxlTGSHWswlVgvTnb5jfr+pZDKt/koWdm/E5+RFc19xHV2VE2nYvwbVtbH9EeKTFxPZtRrVzGLNvACkRNv5MsqMxfly21tewjPnQuzOFpyOAwOdyptGS0vLMd7SL33pSwNuN5zFmEKorq5m6tRjS49PmTKFAwcKv09Drm352c9+lve///2cd955zJ8/n+9///ukUik++MEPAvC+972P2tpavv3tbwPw6U9/mgsvvJDvfve7XHPNNfzpT3/i1Vdf5Wc/+9lQD31aGfEu5L0LqipY+gbmL5wIAajZx1CszTihz2MXfRcl/SeU9L0ICgu4V+khYv0bKe2DxEo+gumZSDh6F4o88aqzgkONeTcet5NO/RoySh21uT+iM/DKTkDpZa7vt2zLvp1N2duo119klP4yijj+EV2p9XC1/1lWZhbyZPoiphq7mGbsRBPHP1ynRnqp8yd4pH0cd7dMZWKol6VlBynzHB/nqQiYV5ViRnma1W1BnjkQ4ZWOABOKs8ypSDOjPE1AdwmN1U4aSlBs5D0L+QJ0p15uL+MobE4HeTURptPycH4wxuXFvXiOclP3uAGedSaSkB7erm2mZLxO764cbTXT6KyezNg9L+HNJbGCJfTPvITA/o14+lqxpi3GLa/D+5fvI2rGooybifXAT/DMXobiD5Hd8Pwpn/8IhXOu2ILTzcnEwql6F8yswxN37WH52+sJFQ28vHm2eRdej93SSP9/f5rgdR8h9M5PYUybT/LeH+Em+gsbwHWwH78Tt20f2jUfQq+qx77/x8iTeCv0Xa+gxLrJXv1RMrf8M56nf4vaOnCHZ8WxKF/1Z6LTlxOddQm5sjpKX30YLXv8wp5hZZm29VGaGhawb9xi+otHMXbvKry54xPCI1aSS9pWs614AluKJ3IgWMO0/kZq010DLmdVyAzvsPZxwAnxslbJ/cY4StwsE5woE93o4Y7KJ8MrJKM0m1GcnvAzF2hSQmxTS9mnhKmUGa4zdx9zPqaisbFkCk2hWub2bKM23Q1AIlhG48QLKOo/SEXnbqSi0DP/bShmhsiOF3EjZVizL0Lb9hLCtlAXXo27ez2KEHhmLCL9zL2n5RpOJ+FwmHD4xIuBr3H0YswNN9wAHFmM+dSnPjXs4y9ZsoRdu47tfr17927GjBm8ktfRDFkw3HLLLXR3d/O1r32Njo4OZs+ezeOPP3443urAgQMoypGlx8WLF3PXXXfxla98hS9/+ctMmDCBBx54gOnTh57YdLo4G8XCmUhoe/bJDs5fWEo4cvIGM28UwmlFjX4B138rrv82XGMhWuK/EU5zYftjEbB/hje2j3jRuzGNiRT1/RTDahpkHyizn8frttFq3Mpe3xeoMe8m7GwbcHtDZJjl/RNN1lL2W8vocSYw2fMwAaXvuG39SobL/CvYZk5imzmJJmsU53k3UasdH4sY1k1uHbWDrbFyVvXW8qv9M5kc6mVhaRsV3gEmAKrkwlEJFtUkWdcZYEOnn3t2lXDv7hIawjkml2YYYyap0E1OQwPvE5JxFRozfnakA+zK+HGlYJIvxTUlPdR7j4TmOFKw3hnFereOYpHhem0LJUoaCeyvn09b3QxqD26mqmMnjsdP5wXvQs0lKdn4JE75KMxlN6FtfRG16wDax76F27YPuWcTwc//iOymF99yK0rnOueCLSiE0xmKdDpY+WAzif4cV78/H6N/yrbhDOYvnKhCUkGYOZL3/RhzxyuEbvoUxV/4Mcn7f0puw4qCh3A3v4DVeQDtHX+P/tH/wH7i97jrnx10H7WjCd/dd5C77L1kb/iHfAnWNY8ertZ2NAIo3vo8nr42es6/lrYrP0npukcJtGw/bltFSsbue5lItI19YxexYe6N1LVspLZ1C4o8dhFJRTKzfze1qU62lkxgVeVcinIxpkT3UZvuPC40RABj3ASjzQQHlCA71WI2aOWsEVUUu1nGuAnq3Ti1bgqtYP/D0HGBViXAPiVCo1pESuiUuxkutg8yzek75rzbfOWsK5uGraic372FhmQ+Z62vuI5dky8mkOpn4q7nAeg571qyZaOoWvEHBJC96iOIdBxj7WOoF9+CiJRg3/1dgtd9CJnLkFn1yBm7xjeCoS7GmKbJ9u3bD//c2trKxo0bCQaDjB8/HoB/+qd/YvHixXzrW9/i5ptvZu3atfzsZz8b0oKNkFKeuW/PaSIejxOJRPjik5/AEzi1VZKzUSzA6RcMsajJJQuf4Z+/OpWb3124whyM4eQwDIarjccJ/ROoNYe8DfchClz9MLo92Fol0ZKPY+mjCCYeJhh/5KT72wRoM24moU2nyF5LpfkwGie+93Gnmh25a8nKCKP1NYzSX0YT1oBGOO4GeSU7hw6ngmq1k+nGDiq03gHHdaRgc7SctX01xCwv9YEo08LdTAj1Ywzi/k2YCpu7/ezo9dHY78V0FbyKQ62Ro9IwKdNMSnSLYtUmqDnoA3hGToQjIWZr9Ns6vbZOh2nQbnpoNz24CGqMLNP8KWYHE4SOysOwpMJut4JNTi0JPMxRDjJPbUEVkoziY0twLh1GLWP3raa6fQdWoIiuZbfiGj6qnv4VqhBkb/wMIpPEe9/30a96H8qsZVg/+1cCy9+BZ/Yy+r/zSdz48YLtyH2xmfmrF4jFYgWt8gzEa8+hSZ/+Jqpn8KRzJ5dl1w++dkrHG+F4XvsM6q/8HIp+5lfMT3co0ql6FyZFWvnctY8zamKEz35/cf69U81feKsKhqMQ/hDBGz6Od+6F5LasJvnAT3FjAz87B0Qz0C5/D+p5l+DsXo/96K9hkOcFgBQCa86lWAuuQeltw3j+T6hdJ16UcDx+euddTXrUVHwHd1Ky6Wn05MDHcBSNA6Pn0F4zHU8uSd3BjZR37T1OOLxGl7eE7UXj6PKVEjJT1CcPMjrZTsA5ca6UjeCAEmKfEqZZDZEUBop0KZdZyt0MxTJLkTSJyBxBaWEczmA4ORJIoxETBjHhoVfx0i18dCo+ckIjKE3GOXGmOn3HVEOSQJe3lF2Rejr85VSluzmvZyt+J4crFNpqp9M8Zh4lfS1M3PUcAuibdzXJhtmUvfwXAi07yF32PpyG6fju/S5aaSX6bV/AfuJ3qPEeIh/+OvG7vkdu/XMnPPezxRb86Ec/4o477ji8GPPDH/6QBQsWALB8+XLq6+v5zW9+A0BTUxMNDccXb7nwwgt5/vnnD///ww8/zJe+9CUaGxtpaGjgs5/9LB/96EcLPqe/KcEwIhaO8OB9B/nGlzbzxIsXU14xvC7CR3O6xcJrSHTcwLtwfW8Hpx01+WMU6+SdYV8zjhKVZPhtJENXo9pdFPX/BsNsPMkxoV9dQKdxLQKosB6l2H4ZcYKVGUdqNFuLabHmo4ks9fpLVGubUDqOv69SQotdw2ZzKjE3QpnSwxSjkTqtbUAvgCMFO+OlbIxW0poJoQuHccF+Job6aAhE8agnFg+2C/tjHnbuN2gzPXRZBlFbO8Ys+BQHn+LgVVw8QqIIiXLoOi2pYEtB1lVIuSoZ90jVEgVJuW5SZZiM8mSZ5EsR0Y6dDPW4AXa6lex2yzHRqBe9nK8eoFRJ46Kw1zeR3YGpaNJmZuJVjC27SVdPoGfhDSi5DBUv/AlN18he+0kAvH/5PvqcC9EueifWgz/D8HgIvfMfSNzzP2TXPnnC+wBnj5EYYXDeSMEwHM/CcMqoQuGCIbnuFb77j6v49z9ezIRZpacn2fksEAyvYcxYTPDtH0cYXtJP/IHMSw+DW3iNIGXiXLRrPgSGF+e5e3FeeTL/UB4Ep2IU5kXvwi2rQdu2CmP1Q4jcwPZOAum6KfTNvhzHFyS0dx2R7S8MGKYEkPZFaK4/j77Seoxciuq2bVR17EJzBq481+uJsDtcT5u/AkdRKcv2UZfqpDbdScA+sXiQQK/w0qoE6FD89Aof/cLAFkee6Zp08OHgkQ4GDqrM2wIBOAhsoWChkBEaGTTcoypYhKRJuZuhws1Q78apkJljxEdWMWgO1rA/VEvcCFGUizMlto+6VAcC6C+qZd/YhWR9YWoPbmFM8zocf5iuJe/EjFRQ9spDBFp3kbviAzhjpuJ54tfo2RT6e7+Eu38b8pm7Kfr0f2Ht3078V/9+wvsAI7bgVBhySNII5wZPPtbO7HnFp0UsnEkEFmrqTpTs8zihv8cp+k/c7NOoyd8gZLSA/R1C8fvxpl8hVvx+eiu+jC+1klDsPlR34CZQAihx1hDObKXTuJZ24yb6tQVUmg8TcPcctwqjCpuxxkpqtI3sNy+g0bycFms+Y/RXqbR2oxyVGyAEjNbbGKW1cdCuZoc1gReyiwiKJBOM/dRrLfiVzFFjS6ZFepgW6SFqetiZKGVnvJQH2yaiCpfR/jhj/DFq/QkqPSm0o3IFNAUmFOeo6j9irGwJUVsnamskHI2Eo5JxFXKHXi7icHM3n2KjKRKPcAmoDgHFIaLZlGgWEc1Gfd2NcKSgU4Y46BaxX5bSJwP4MJmsdDJdbScscjgoHPA0sDswhYwSoCHTyKT0NoSisG/ulSQmzMfXuouyNQ9AVT2ZKz+EkujH89BP0OcuR7vondjP3YuajhO89atkVj16UrEwwghvBMNNdC5ULEwpbuNrv97F5HllTJhVOqxjHcebXE51qJhbVtHfuJHAVe8jcN2H8cy7mOT9/4fdvOvkOwPu7vWYzTvynaGvfB/KjCXYj9+JbN17wn3Urha899yBPWMZ5oJrsMfPwVjzKNq2VcdVUhJA4OAOfO2NJCbMJzZlCcmG2YR3ryXUuBYte6yA8mdiTNnxDGl/Ea21MzgwZh4to2ZT0bWHiq5GgsmeY+xNaS7Gou5NWEKlNVDJgUA1m0smsbF0CkW5OFWZHsqy/ZTmonhc65jzKpNZypwss5y8Z0YCKTRiwkNK6CSFRkZomKiYQsFBOZRwLfICwpXouPikjQ+boLSISJOwNDFel5otgbgeoNNXSruvnE5fKQKoTXUyp3cHFdm85yUeruJg3UyiJaMIR9uYsvMZfOkoyYbZ9M2+HNXMUP3Mr9DNDNm3/yNucRWeh3+GLm30d/8LsqMJ54nfUfSxb+ImoiTu+m5B34MRhsffjIfhbPUuwJkJR7p00TN87stTuPW99adlzDPlYTgaiUB6L8cJvB/QUDL3oqT/iuD41ZiBVtQkgnTgQhKRGwGVQPIJAoknUOTgJTDTyhg69OvJqGPwO3spt54i4Dae0H2bdMvZby6j15mI7qapsbZQY27FIwf+HHudYnaY42mxa3FRqFB7GK21Mkprxa8MfG5R08OeZDF7k0W0ZUJYUkXBpcyTocqbpNyTodSTptTIENQskvtPr+G3pEJU+uiVAXpkgC4ZolsGcVHwYDFK6WeC0s0oEUUVkoQaosXbwAFvA6bipSp3kMmprQTdBD0lM2irXowUKkWbniXYtBFrwbXYsy5EPbATz9O/R7/yvagzluTFQqyb8Ls+h9m4kfhvvgXOya9tZFXp3OCN8jC8maFIMLBgUPZv5uvveY4v/HgJ8y6qKdi7AG9OOBKcfg/D0WijJhC88e/R68aR3bCC1KO/xe0fuGTpQIi68WhXfwilagzO9jU4z96D7Bu8zr3rD2EtvA578gJEKoq+7mm0HavzHYcHwNG9xCcvJj7hfKSiEWjZRrhxLUZf24D2w9R9tFdPobNqEpbhx5uJUdazn9KeJgKp3gH3sYRKh7+cVn8FXd4Sslr+2RSw0hSbcYpyccJWkrCVImClUU9zDoMLpDQ/MSNE1AjR54nQ54lgqvkQqLJsP3WpDkalOvC4FpZm0FM+js7KSaSCpfhS/Yw+sJ7S3iay5WPon30ZZkkNgabNFK9/HDl2BuayGxG2ieeRn6HXjUe7+oPIlt15sfDBfwXdQ/R/v4TbO3g5dRixBafC34RgGBELx/KXe1r4f1/dwhMvXkJZ+ekxum+EYHgNKQL5pGjfteD2o6Z+h8itQBy1yjGYC94VfpLha0kFL0VxswQTD+FPPjdofoMEkupUuvTLySqj8DnNlNnPEHK2nzBUKd1Zw0FjFh36FFw0yux9VJvbKHYOHA77ORpTarTYtTRbdXQ4FUgUSpU+arV2arROipXogNWYHCnoyvrpyAbpyAbozAboNX04Mp9ipgmXoMwSEjn8wsSPiVfYGNh4hI2Ki5qXY/n7g8BFYEkVC5UsOhmpk0YnKb3EpYc0R+5vmAyVSoIKkaBaxCkTKYSAlBKgw1NLq2c0Ub0U3c1Rl22mIduI383QWzKV9soFWHqI0r5t1La/RF+iGHP5rUhfCGPNw+gHd6O/4+8RpVXYf/0ZRlEJwRs+Tm7jShJ3/6AgsQAjRuJc4Y0QDKc7FAlOPXdhSnEbt3/yRbpbU3zngctRlIE7O5/O3AV4a4UjDYhQ8My7iMBV70Xxh8i8+CDpZ/+MzBRoN4VAmbkMbfmNECrG3fA89soHIDF4foNbVIk5/0qc8XMRmQT6hmfRtq9CmAMv8Li6h0TDbBIT5mMHizH62wntXYf/wDZU6/jvgEQQK6qmu3wcfSWjsXUvnmyC4r4WivsPEo53oDnWAPtBSvPR6ymi3xOh3wgTNUJYh8rKCinxOVkCVgavk8Pn5PA4OXTXxnBtVGmjSIkiJSCRQiAR2ELFVjRMRSOnesiqBhnNS0rzkdZ8uIcazRmOSUkuRmkuSmkuSlk2iiYdbNWgv7iO3rJ6+kpGI4WgpK+FqvYdRKKt5MrHEJt2IdnKeoy+Vko2PImRS2EuvwVnzFTU3a/iWf0g+vKbUOcsx3n1adj8ApEPfQ03lyb2s68VLBZHbMHwOecFw9ksFuDMCIaPv28NAD/97YLTNuYbKRheQyrVOMEPID1LwD6Amv4jIvcSAregEoKOWkIifD0Z/1IUN0Eg+RT+5LMoA7SsP3xMIKlMoke/jLTagO72Umyvpth+BY0BDGS7HxuDDn0y7cZ0UmoZupuhzN5LudVIkdN62PF7NDmp02pX02pX025XYqGjYVOq9lGu9lKq9lOi9J/QA+FKiFpeenM+YpaH7h6dpPSQxiAtDbJoWAVGJBrY+DHxCYuQyBEiS1hkKRZpSkQaXbj52F0lQJ9eTu+hV0oLoUiHCrODumwTlWYbpreEntLp9BZPwVG9FEd3Ud3xMsIXJjbuUnIl41BaduFZcS/6jEWoy25A9nfhPPJLAsvehnfOBaRX/pXUQ788aezx0YwYiXODt6JgeCO8C4HuHfzzDU/yd98+nwuurweOtw2n27sAZ4FgeA3Di3/5O/AvfzvSscm88CCZlQ8iT5A7cByqjnr+pahLrwePD3fzizirHzlpGVY3Uo417zLsSfPBsdF2v5Kv5NbTOuD2UggyVeNJjJtHpno8SImvcy/+lh3423ahDiA4XCGIh6vpKx1NX8koct4wSJdAqp9QvJNQsptgogdfJjbg4pUEsqpBXA+S1P2HJ/kZ1UNW9ZBTDSxFQw7SXfrwbXJtvI6JxzHzwsPOELAyhK0UETOBxzURgKV5SITKiUeqiYerSITKQCgEE92U9eyjvGsPqhAk62eSHDsHK1KB0d9O0dYVeGJd2PMuw562GJFJYDx/N4amoV39IfAHsR+7E08oQuCaD2B3NBP75b8hkwM3UR2IEVswfEZyGN7CnAmx0N2V5ZWXe/nq/5tx2sZ8M8QCgHDb0eLfxtUm4vrfhRP+F7BbUNP3IHn5GI/DQKhOH0X9vyYYf4RU6EoS4etJhq7Bl3qRQPIpNKf7+GMCIXcXwdwuMspo+rXFdOtX0KVfRcjZTrGzlqCz85hja5jUWZuptTaTUCro1sfTrU+g3ZiOKnOU2M2U2vspsQ9gHBIrHmExVj/AWP0ArhT0usV0O2V0O6U0WmPZauYnAV6RpUiJE1FihJUEYSVJUEnhF2lKjCwlxiEDVHK88XclWKjYKLhH+TwU8sluOg4a7jHdmSVgCg8pNUhCK2eXGiGuRYhpJViKAUDIjlJudTA1tZFyswvHCNBXNJFdxcvJ+CrQrBRlvVsp7dsCwQri095OrnQ8eqKd0o2/I9floL37nxHF5TirHkE5uJui9/4Lwusj/vvvkNv4QsHfkRFGGApvdgnVE3kX/udbOymr9rP46tFA4bbhVHovvNXyFwbFzJJ+8i4yqx/Fv/xG/BfdiG/Z9WReejgvHNID56sdxrFwXn4MZ/1zqHMvRl14VX4le/cGnDWPIfcPXGJbiXXjefYu9DWPYE9djD1tMfb0pShdLWg7Xkbb/eoxCdJCSvztjfjbG7F9IdJ1U0iNmkrv/LfRKyWenhb8bbvxtTeix/P5C4qUFMXaKIq10bDvZbLeMPFIFfFwJdHiWjpq8s24FMfCn47iT/fjT/fjzcTxZeJ4cgl8jonP6aMyO7DnRAK2UHGEiivEYY+BkHnPsyYdNNc5zjPuKBpZb4hMIEJXxWjS/mKSwTJy3hAAei5FJN5BRdduivsOokubdO0k+he+nUzVWJDgb915yKOQxJ61nOzUhWCZ6GsfxTi4C+2id6JOnIu7dwvO/fcRuuLdGJPn5ReOHr0T7OM9LSOcGc5pD8OId+F4/vDr/Xz/jp08s/rS09Z/4c0SDK8nLxxuQXoWIMxu9P5H0fqfRriFnZ+jREgHLyEVWI5UAnhy2/ClVuLNbBw0XMnGR0ybS1SbT1apQ5UpQs5WwvZmAm1tKPL4ffOeinJ6tQZ69QYSar52fcDpIeK0EXbaidjteGX8uLhVKSEtffQ6xfS7RcTcMFEnTFIGkIcqXQskXpHFJzJ4hYlH5BDxHJq00KSFKvMpbULmaybJQ3u5QsEVCrbQsIWOJXRMxUNOeMgpXrKqH0doh0/E7yYJ2zGK7H6KrD6K7D4URSEZqCEeGkM8NIactwTFsYjE91IS3UUw20O6aibJ2vOwAxUYsYOEmp7HUMCachVuxQTcvZtxVz2Mf+EVeOddhLl3K4k/fg83eryIK4SRVaVzgzPpYXizQ5FgYMFQktzNZ656jPd/cTZXvmcCcOZLqcJbO3/hZIhQEf4L345v0VUgBNlXnyXz4kM4XQcLG0DVUKYvRl14FUrlaNzuVtyNz+NsehEGER9SUXBGT8WeshCnPt9fRD24C3XPBrSmrYjMwPfE9gbJ1EwkXTORbGUDUtNRMwk83c14ew7i6WnBiHYiBii7aqsGyWApqWApaX8xKX8xGX8R7lHdrTUri2Gm0a0MupVDs7KojoXmmCiOjSIdhOse9lBIBFIouIqKq6g4qoGj6ViaB0v3YRk+TMOPrR95DupmBl+6n2Cyl2Cyh2CyG4+ZxiypIVtRT6ZyLLmyOlBUPN0HCBzYhr91J9ROwJ66EGf0FEQqjrZ5BUbLTrTzL0OZfQHE+7CfuwdPaRX+y25FmlkSd/8Aa9f6wj7L1zFiC4bPOethGBELA/PIg60sW17xlmrWdrpQ7N0o8X9Hqg2g3IhZ8S7M8pvRoivQ+59AyQ3e2Et1Y4TifyGYeJiMbwHpwAVES/8exUngzazBl16Nbu47bgKvkaHUfolS+yWyopqYNpu4OouodwFKfY5Aei+h9C6C6T3oTt7Y5D0V3YTMburNteSEn35tFFG1jn61jjZjZn5sN0PI7SLkdBNwugm4ffjdfgIiQ0DJMJoj33NXCpIyQMINkHb9ZKSXtPSRkwZJGcAMFmNaKrbQD60kqRyHdPM5DdJGkxa6a6FLE5+bpsjux+em8Tsp/E6KoJMARZD1lpHyVZIunUl3oJqsN1/BxTBjhOPN1La/RCDbiVk6kfS4C2krGQeug797O8U7HkQLl2HNfju54lEofU14X/oJllqH/yNfR1omiXv/h+zap4YUgjTCCGea4YqFE3Ei78IvfriLUJGHi27M11kfSrLz3yoyESX18K9JP3sfviVX41t0Nb7FV2PuXEdm1SOYO9bBCXoeAODYuJtW4m5aiaifijr3ItSLbka9+Bbcxo24W17C3b0BXpdHIFwXrWkrWtNWpC+IPX4u9vjZmBffhgkoHU2oTVtRm3eg9LQenqBr2SShfesJ7VuPq2rkyseQqagnVz6avlmTQdXAsTGinXj62zD6O9FjXRjxbjQrR1GsnaLYkYRfCVi6j4wvQs4bxDT85IwAlu7F0j1kfBFsTcdRdVxFx1UUGCAkSXFshHTQbAvVMdHsHLqVxReLYZhpPLkk3mwCXyaG5phYwRLM4mrMunFESy4gV1IDqoYws/i6mijZ8AS+9r2IsmqccbPJXfxOMHwoHfsxnv49eiqKtuBKlKvfC6k4zrN3o2VTRK55P2ppFdnVj5F6/PeF56iMcFo5JwXD2S4WzhT79ybZsTXOhz4+7s0+lTOKcPZjdPwPeufvsEsuxy66HLvkSpT0DrToc2jx1YN6HYQ08adfwJ9+AUurIRNYSsa/kHTwUlSrE2/mVbzZ9ejm/uNiRr2yHa/VToX1GDlRRSI9m0RgEm3l1+cT9MwuApl9+LMH8Gea0J0EAB6ZpsraRZWVLw9oCS9xtYqEUkFCraBDn4zpOS9/EOnic2P43BheGcPrJvC4STwyiSHTVLr9qHQOWFHj6FXDfFrbsVu93uXsCg1L92NpASw9iGmEyRl1dHkiHPCUYHoi+XvmOnizPQSTB6nqXEsg1QbeELmS8WQnLCdRVJ+/zv4mSnbcjzfdhTPqPOwLPkHOG0Zt34b3hR+jldcjLvokuuYh8+IjpJ++u/A45L8hHnnkEb75zW+yefNmvF4vF154IQ888MCbfVpnLW9kKNKJvAsD0d+dYcX9Tbzjk1Px+IZmrt/McKQ307twNDIdJ/3Un0g/+2c8s5bhW3YdkQ99Dae/i+wrz5Bd9yxu7+CVkWTTduym7eANoMxYgjpzKfo7P43MpnB3rcPd+Sru3i1gH1utT2SS6FtWom9ZmRcP9dNw6mdgzbsCa9HbIJ1APbgbtX0vatteRF87QkoUx8bXsRdfR77Uq1RUcsXV5EprMYuryJaPITF2Hhzqoq5mEmiJPvRkH1o6hpqOo6XjqNkkwWyccKITUcBiS96rcJS/WR5rHaQQOB4/jjeE4wth+8PYJfVkA0UkwmVYodK8sAG0ZD9GXxslm57G09OC5pi4dZNwxs3AvPhmMHyIaBf6xufRmrahjZ6AuuxtKNX1uL0d2I/+Bs02CV18I3rtOMyd64jf+W2cjuYCP/kRzgTnpGA42zlT3oWH7j9IKKyx7KKK0zbmW3llS3GiGN33oHffhxOaj1V8KWb1JzCrPoyaWIsWewE1uWnQcCPdbkOP3UModi+mZzIZ/0IygQtIha9BcfrxZLfgzWzCyG0/pjyrALyyA6/vccpbV2IrPlK+cST940j6xtMXWQiAZsfwZQ/iy7Xiy7XhzbWjuWl0maXUbqKUpsNjWnhIqaWklBIySjEZJUJMraVTD+GIYycHQjpoMocms6hYqNJClTZOg43iOnBYGORdz1Koh9zPOo5i4KgebM2LVI71RCmOhWHG8JgxiqO78WV78WZ78Nhp7FAlucgYcvUL6Y6MRupehJ3F27+Pkh3340l2IqumYE+7gmzxaMil0JtfRu/YjtpwHlz+T6CosOt55MYHSK0f3CP0t8p9993HRz/6Ub71rW9x8cUXY9s2W7eevJnhCAPzRoYinYgTeRd+d/tudI/KFe8aD5wm70IB4UjnHI5Nbv1z5NY/h1Y3Hu+iq/BdcD2By2/D2reN7PrnyW1eNXiuQzaF+8qTuK88iSitRpmxGGXyfPRZFyCtHO7+7biNG3D3bIJYzzG7ikwSfcca9B1rkIqGW12PM3oKTu0EzHGzQVXBzKB0taB2NqF0taD0HETEevOLMb0H8fYeCadyFRU7XIYZKccKlWEHSzAjFWSqx+P4Qseet5QoVhbFzKBYOYRt5V+ujXCdYz0tQkEqav6lGbiagdQ9OIYPabwu9MZ10dIxtFQUT08LoX3r0WPd6PFuRLgEt7Iep2EKzqJrsMMl4LooXc35ilItu1DLqlGnL0K57BYQArdxI9YLD+ApryF0+a2opVWYezYT/fG/YO3fPswPfoTTyTknGEa8CwPjOJJH/9rGFdfU4PEMEIpyDiNw0BKr0RKrcbUS7MgF2JHl5EYvAyeBFl+DmliDmtqCkAMnUAkkntwOPLkdSO7ENCaQ880m651JJnABSAfd3Icntx0jtwvD3IuQR1acNDdDJLWVSCo/sbPVAGnvGNKeOjLeWnqKL8RV8pN+zY7jMbvwmN14rB4MqxfD6kOz4xQ5bRQ5x3/HbQxySgBL+DGFH0t4sYUHS3hxhI6Djis0hF/FzGgcnckspHvY7ay4CVTXRHFMNDuD5mTR7DSGlUS38uVSbX8ptr8MK1CBVTGXaLAax1+SH8vK4Ik2E25agSfahKYbOJVTcKZfTa6oFmwTtX0L3h1PoHm8iIkXIs57OzIThy2PILc/BZl8xYvSScG3zErlWwXbtvn0pz/NHXfcwYc//OHD70+dOvVNPKuzlzMhFgZjKN6FeH+Op+/Zy9Xvn4g/NLQQ0lPxLpzr2Af3kLz3f0g+8DM80xfiPe9igm//BMG3fwKrcSO5zS+R27520Mo7srcd5/n7cJ6/D1FShTJpHsqE2WhXvR+hqLi97ch9W3GbtuMe2AWpI2MJ10Zt3YPauic/lqbjVo7BqWzArRyDPWk+ct7l+Y3NLEpfB0pfO6K/EyXWjRLrQcR7MKKdGNHO489NUbF9IRxvAMcbxPX4cQ1fftKvGbiajtSMw6LgmOpIUiJcG8U2EdkUip0XGGoujWJmUHNp1EwCNZtEsbIQKsGNlOOWVCHHTMYtuYhcafXhECqluwV170bUtj1omSTKqAmoE+ciLr8NoWq4BxtxnroLEevBO3Mx3vf9M6gauU0vEv/9d7BbGk/Phz7CaeGcEgznglg4U96FV1b30NmR5bq3156R8c8WFLsPo/cB9N4HkJ7R2OGl2JHF2MWXgpNBTW1ETaxDTW5AcaIDjiFw8Zi78Ji7CMfuxlbLyXmnYXqmkgpeQjJ8PUgb3WpGz+3DyB1ETzWj5nqOxKw6KcKp7YRT+ZUTicDUi8ka1WSNKnJGOUn/ePr0+fBaroF00ZwEuh1DsxPoTgLNTqK6aVQnjepm8Lg5fG4fimshpIUi8zGo+e4KeeL77PxKklBBUXFVA6kauJoHV/Ph6j5cPYDjL8X1BMl5wqS9ERxvEa5+ZHVSzcXRk534u7dhxFvRk50o3iBu+XicUdOx5749nxSXS6K1b8XY/giqIlDqz4eLP4kw/MiOnbjP/Rj2rzkuHvhcIB4/dsXS4/Hg8Qx/Mrd+/XpaW1tRFIU5c+bQ0dHB7NmzueOOO5g+ffqpnu4Ip4HT5V24+wf5ydJV7x1aovOpclZVRzoVrBy5DSvIbViBCEbwzFyCZ/Yygjd9iiBgN+8kt+MVzB2v4rQ3nXAY2deBs/oRnNWPgMeP0jAVpWE6YuwM9PMvA8Dt7UAebMRt3Yts24vsbDn8vBO2dYyAAJC+EE5ZLW5ZLbKkGre0Bnf8HDh6lT+bQkn0IVJxRCqGSMcRmSQim0Rk0+hmBiMTg3gXwrby1YQcB1znmFBaich7OBQNqeuge5C6Bzw+pMeffwXDSH8N0h/GDRXjBIuQgciRvAczi9LXjtLdgrZ9dd5TIlyU2nEooyahnHcRIlKKdGxk8w7sJ3+P6O/CM34m3otvRC2rxunrJP3sn8mufQo3PngfjBHeHM4ZwXAuiIUzyV/vO0jD2AAzZhe92afylkAAIncAo/su9O67kJ5R2KH5OMF5mDV/B0JBye5HSW1GTW5GzexEuAP3PNCcbrTU8wRSz+eb3Gg1mJ6JmJ4J5HwzSY/LGw1hZ9DTB9EyreiZNrRMG1qmE8VJ5z0YVh8eq49I6kgJP4mCpYUx9VIsrQhLixx6hUjp9dhaEEfxHREVgyHd/AO+kBQW10E1kyhmEjWXwBM9gJrdjJbpQ0/3olopCJTiFtXhFI/CrZ+DGanNhxRZWdSevRjbH0Xta0INlSBGz4OLPonwBJDRNtjyKO7elyA2ePzwW9HLkNsVQ9EH7w7uHmrGNGrUqGPe//rXv843vvGNYR973759AHzjG9/ge9/7HvX19Xz3u99l+fLl7N69m5KSkmGP/bfGW9m7kIqbPP6HRi67dRzh4tPoLXgDwpHean+vhSCTMbKrHiW76tG8eJhyPsa0BQQuuZng1e/HifViNW7E3L0Ja+9m3FjvwAPl0vmchp2v5v8/WIQyehLK6EmI2vFo0xchVC0/ce5uRXY0I7tacLtbkN1tEO8DJCKTQGvZCS07j5wjgC+IGylHhktwQyXIYDEyEMkLC/8UpC8AmnH6b1AmiUgnEOk4Sn8n4sBORKIPJdad/9cbQKkcjagcjTJnGaK6AeH1I10H2d6Es2MNsmkHKmBMmo3nkptQy2pw00lyW1aR+/OPsPZuOesKWwzFFpwLnDOC4VzgTHkXEnGL557q5OP/MAEhBkqFHR5v5fyFoZAXDy0YuRbouQ+phnACs3GCs3DCS7FLrwfpoGT3oaS3o6Z3o2R2otjRAcaS6HYrut1KIPUcAG53OZZ/NFZgFJZ/FLnwZNIVFxxenVGsBGq2Cy3XjZrrzb/MflQzimJFMez860RIBK7iwVG8OIoXV/HiKjpS5MOQEAoSNZ/QJvN75LoshHTycayOhXBMFCeHYmVQrAw4JnhDSF8xMlCCGyjDLa1BhuZihSox/cX5g7sOSrwDpa8Jfe8LKLGDKJ4ASvUUmLQUyt+HEAqypwm2Pobb9Cr0DS1x7a0oGgqlpaXlmFJ6J/IufPGLX+T2228fdKwdO3bguvl443/913/lxhtvBODXv/41dXV13HvvvXz84x8/TWd+bnOmkpxPl3fhLz/Zg226XPuBScDQbMNIONKpIZMxsq88TfaVp0HV0MdOx5g0B2PCbLznXQKA09OOtX8b1v4dWM07cbpaBp7sJqO429fgbs83S0XVEVVjEFVjUKob8hPsqfPRDnkOpJlF9nXmX9EuZH8XxHuR8b68mMgkUTNJ6Nh/4vPXdKQ3AIYXafjy3gJNh0NhSCjK4YTpfOULF+HYcOglrCxYJiKXyfeQyGUQhgcRLkFEyqCoHFFcgaifhCiryf98KNlZxnpw2/bjvvQQbvs+VMdGHz0RfcIsjAuvR3h8OPE+zG1rMR/4GWbjpvxxRzgrOCcEw4h3YXAee6gN25Zc+zcejlQowkmgxV9Ai7+Qf54atTj+qTiBqTjhxXkBAQizGyW799BrP0p2P8KOHledSCnvxtOewhPfcfg9KTRsbxW2rwLbW4ntrcD2lJMLT8E1Iq87nwyKFUexUyhWEsVO5d9zsggni3BzCNdEuHkRoEoHVcpDzePMfG8GIUCoSEVDCh3PaD/ZmI7UvGD4kYYfxwhge0JIbxjpDee9Ba9hZVFSPYhEJ9r+1SiJDpRYGwoSUToaUTEepl8GZfUIRcvnJLRtRe54Btm6GVJ/my7mcDhcUO3tz33uc3zgAx8YdJuxY8fS3p4vnXh0zoLH42Hs2LEcODCSJH4mOZVE56F4FzIpi0d+s5uLbxpLUfmJa7yfiWTnv5lwpEJxbKzGjViNG0kBIhhBb5iGPjb/8sy7KJ+zkElht+7BbtmDfXAPdlsTTk/b8aVbHQvZugfZuueo1p4CistRymoQpdX5V3EFyuTzIFJ2eDIOIB0bklFkKg6ZJDKdgGwamUvn/zVzYOXAMvMTcddBvlbkwsmBKxBCyT/bVS3vjdA9CMMLhg+8PoQ3AL4gwh9CBCIQjOR/f9Q5yGgP9Hfi7tmE7G1Hdh+EZBy9ogZj9ET0KXPRrrwNxRdEWiZW8w5ST9+DtXsDdtu+s86TMEKes14wnCti4Ux5FwAe+HMLSy4sp7xi8AYjIxyPAITZimK2okefAsDVSnB9E3F943F847BKbwA1kN/BjqHkWg69DqKYbYhcG4LMMXGjQtromYPomeMbCUmh4RjFOEYRrl6Eo4dx9TCuFsDVg9i+SqTqw1W9SNWLVDwD1tAeFOmAlUVYOYSVBjONMFMo/c2IbBwlG0ek+xGZfpR0PygqIlINxXWI4lHQMBtKxiCM/CRKxtqhaw9y9wpk+w6Itg7jbp+Ys9nLUAjl5eWUl5efdLt58+bh8XjYtWsXS5cuBcCyLJqamhgzZsyZPs1zgrdKKNKJvAsP/GwPuYzD2z4y4l14qyGTMcwtqzC3rAJAeHxodePRxkxCr5uAZ/Yy/BflPX/SzGF3teB0tmB3HMDpOojT04rT0/66VXUJ/V24/V3QuPHYAwoBwSJEuBQRLoFABBEqQvhD4A8hQsVQXofi8YHXn5/8a0PvsSRzGTCz+X8zSWQ2heztOJywLeP9yEQfMt6HyKVRS6tRK+owqsagzlqCVjsWNZLvv+Om4ljNu8g8f3/eC3Ng90g35nOEs1ownCti4Uyya3ucHVvjfPT/JpzWcc+VcKThoNh9KImXIfEycKh+tV6O663H9YzB9YzG8U/LJ1KLQw/vcSYi24OS6UZkexDZXkSuDyXXjzBjiFwU7Hwug5A2Wq4bLVdYV2MJIDSk0EBR8/8KQT5AShzqDurmXc+uhZA2SIfka6uJigq+CPiKIFACgRJESS2MmfP/27v72Kbqfw/g79N2bTf2xNxDNxhj0zmQpwGGZcQfg+uumxBd9V6EyeUpyIRoAhdFgQAT9RcMIFGUBE0EYlSe7uVBAeHigBCljqcRYDz82GjGYwsMtnXPbc/n/tFRLWtHN3ranvF5JYvx9HvW9w5bP/2c7/ecAhFxQJQOgtpxdpJEG1BzE7h3HVR1CnTXCFRXAS0WHx5h5klkZCRmzZqF4uJiJCcnIyUlBStXrgQAjB8/PsDpgl+wLEXypLnBhj0b/4XRr/fFUzrPMwLB+vrbnZt6d6ilCdbKs7BWnkVT2zYhLAKqpFSoElOh1PWBKqEP1M+NgCLUcVKJRBFibTXs98wQ75lhr7kDseYuxLpqiHX3IVruQ6yvBUS740y85T7Ich/k7TkYQQGEqB2v66qQtuVHgqMmkAiIjloAmxWwtS1FenAySxAghEVAERENReRTUEXHQREdC2XfflDGJEDxlM7ZGACA/f5t2ExX0Xy8BLablbDduPLIz7Vg8iXrhqG7kHJ2YfvWq4iN1+Afox999pJ1jQCCYL0NhfU2YDnm3E5QgELiIWqSQE19IIbGgULjIEY9DTF+BKB+6H7Zoh2C1QJY6yHYGhxn/m0NjmVHtmZAbAHsrRDEVscMgWhzNAEgR2ERhLblR21TzkIISKEClBpAqXHMRqhCAVUPUEgYlNkREBXhELThLjHIbnUsIaq7Ddw1gox/gmpuAXUmoPaWo5AFQHefZfDWypUroVKpMHnyZDQ1NSErKwsHDx5Ez549Ax2tW/Ln7MLP31Wgsd4K/cz+AHw4u8DLkfyGGi2wVpyBteKMy3YhIhqquF5QxvaCIiYBypgEKOOSEJI+GIrIGAgK1xtXiI0WiPW1oKZ6UFMDxKYGUEsjqKUJ1NIMsrYC1hbH67Xd7liuRPTXcp+2axWEtsZBUKogtC0/EjRaCNoeELRhEELDoegRCUVYBIQekRCUf+UgUXQ0MPdvw15tQmvlWdjv3HB+UXNwNq5MGrJtGHh24dGaGm3Yu+smJkxOgUrVySUrMhYs0/ICRAhWExRWE3DrYrvHSaEGqaNAmmjHV0iE40sd4XhTrwoDaWNBKi1IGQoo1SCFGlCqHXdF6mgZEomOhkK0QrC3AGILBFuLYxbD1ghFw00I1nq0mOtATbVAY43j8w8a7gHNHXx4UYBx0wCEhIRg1apVWLVqVaCjyIpUS5F8NrvQaMPuDf/C6NdSEZskv9kF1jGy1MBqqYH1Snn7BxUKKMKjoYjoCUVkDBThURDCo6DoEQUhtAcUYY439cJTOsebfLXG8eY/RAMoVS5v8t0+t80KslmB1hbHhdWtzaDmRojNjRBr7sB28wqorUERLfchWmog1lY7bm8aoBNELPjIsmHoTs2ClLML+/fcQkODDa+NT370YOZ3gtgKofkO0Ozd0qOHEYS2xsGx/AggR6PwYNbBC2rwmUXW/Um1FKkjnZ1d2L2hEg11rSgo6ufbIH6aXXjSG/nHIooQ6+453qDfqOz8/oLQNqvcVgsEoW1JU9sSJMZ8QHannbtTsyC1/918FdkvxKJXsm/vvc1nuLog0ffH7MH1DoJodblLkrfNglw9lRH+6EGMtelqsyDF7IK7ZgFwzC78sv4SRhX0RXwvx1r3znxQW7DMqrIAIXJci2CzAjbHUiXHXZK4WWC+I7uGoTuRcnbhYnktzp2pxX8W9pHsORhj7Enlq9uo9u95E79tqUR9bStee7u/L6IxxpjPyapheDaar7731v9svoq4BA3+MSY+0FFYkItIk9/KRJ5lYN6QcnahszqaXfj5u0vI0fdFfG8fzy7wxc6MMR+RVcPQnUg5u2CxWLH355t4/Y1kn1/szMuRWLDgpoF1JFBLkTo7u3Bgs+PaBb2MZxf4+gXGuj9uGLqhPTtvoLVFxOsTeDkS844cZxkYCzadudAZ+OvahZzXJLh2wYvZBcYY8xY3DAEg5ewCEWHrD1UY8+8JiE/gT3Zm3RvPMjB3gulCZ0/697yJ/9tU4ZhdKArM7AIvR2IsOK1duxZ9+/aFVqtFVlYWjh071uH4bdu2oV+/ftBqtRg0aBD27t3r8jgRYenSpUhMTERoaChyc3Nx+fLlTmXihqGbOWaohvFKAyb8V4rPvzcvR2KMBTspb6HalaVInmYXmhqs+OW7SxjzH6kdzi54EiyzC7wciTHf2rJlC+bNm4fi4mKcOnUKQ4YMQV5eHm7fvu12/NGjR1FYWIgZM2agrKwMer0eer0e586dc45ZsWIF1qxZg3Xr1qG0tBQ9evRAXl4empubvc7FDYOfSTm7AABbf6jC0+nhGD4iRtLnCVZ8e8Guk+uyJJ5lYL4gxYXOnvTveRP7fqhAU4PtkbMLUp2o4dkFxoLT6tWrMXPmTEyfPh3PPfcc1q1bh7CwMKxfv97t+C+//BL5+fmYP38++vfvj08++QTDhg3D119/DcAxu/DFF19g8eLFKCgowODBg/H999/j5s2b2Llzp9e5ZPEOgdo+6ryp3hrgJI+vXiXdz2A2NePQb2b894f90FDv+2JQpwr+AqOu7/gTLwMqog4w++9NSVdYmoP/39idkBQN7l323IzXtzp+rgevJY9DtD36olZvxrDOe/Dv5+n4ajKiYG/x/ozZA2EpWtibmjocExkhwubhvXtMdAusbh7LiLqFFje/ltUtjfhl/UXk6PsiLCIEjfVWpKsaUO8muqfX3Q5f6xofXWd89bduaZXnawZ7MgWqFtTV1bls12g00Gjan+BsbW3FyZMnsXDhQuc2hUKB3NxcGAwGt89hMBgwb948l215eXnOZsBoNMJkMiE3N9f5eFRUFLKysmAwGDBx4sRH/hyATBoGi8UCAHjn3/YEOIk8rP7sIlZ/djHQMRgLOhaLBVFRUV3aV61WQ6fT4epvX3s1XqfTQa1Wd+m5mHsPaoHHf4N9fgzjAyXbrqBk25VAx2DsiePPWhAeHo7k5GSXbcXFxfjoo4/ajb179y7sdjsSEhJctickJODiRffv60wmk9vxJpPJ+fiDbZ7GeEMWDUNSUhKuXbuGiIgICIIg6XPV1dUhOTkZ165dQ2RkpKTP5StyzAzIM7ccMwPyzO3LzEQEi8WCpKSkLn8PrVYLo9GI1tZWr8ar1WpotXzjAV/iWvBocswtx8yAPHPLMTPgu9yBqAVE1O71yt3sQrCTRcOgUCjQu3dvvz5nZGSkrP6YAHlmBuSZW46ZAXnm9lXmrp5N+jutVstNQABxLfCeHHPLMTMgz9xyzAz4Jncw14LY2FgolUqYzWaX7WazGTqdzu0+Op2uw/EP/ms2m5GYmOgyJjMz0+tsfNEzY4wxxhhjAaZWqzF8+HCUlJQ4t4miiJKSEmRnZ7vdJzs722U8ABw4cMA5PjU1FTqdzmVMXV0dSktLPX5Pd2Qxw8AYY4wxxlh3N2/ePEydOhXPP/88RowYgS+++AINDQ2YPn06AGDKlCno1asXli9fDgCYM2cOcnJy8Pnnn2PcuHHYvHkzTpw4gW+//RYAIAgC5s6di08//RTp6elITU3FkiVLkJSUBL1e73UubhgeotFoUFxcLKv1ZXLMDMgztxwzA/LMLcfMrPuQ6++fHHPLMTMgz9xyzAzIN3dXTJgwAXfu3MHSpUthMpmQmZmJffv2OS9avnr1KhSKvxYIjRw5Ej/99BMWL16MRYsWIT09HTt37sTAgQOdYz744AM0NDSgqKgINTU1eOGFF7Bv375OLasSyBf3lmKMMcYYY4x1S3wNA2OMMcYYY8wjbhgYY4wxxhhjHnHDwBhjjDHGGPOIGwbGGGOMMcaYR9wwAPjnP/+JkSNHIiwsDNHR0V7tM23aNAiC4PKVn58vbdC/6UpmIsLSpUuRmJiI0NBQ5Obm4vLly9IGfci9e/cwadIkREZGIjo6GjNmzEB9fX2H+4wePbrdsZ41a5ZkGdeuXYu+fftCq9UiKysLx44d63D8tm3b0K9fP2i1WgwaNAh79+6VLFtHOpN748aN7Y6pvz+Q7MiRI3jllVeQlJQEQRCwc+fOR+5z+PBhDBs2DBqNBs888ww2btwoeU725OBa4D9yqAWAPOsB1wImBW4YALS2tmL8+PGYPXt2p/bLz8/HrVu3nF+bNm2SKGF7Xcm8YsUKrFmzBuvWrUNpaSl69OiBvLw8NDc3S5jU1aRJk1BeXo4DBw5g9+7dOHLkCIqKih6538yZM12O9YoVKyTJt2XLFsybNw/FxcU4deoUhgwZgry8PNy+fdvt+KNHj6KwsBAzZsxAWVkZ9Ho99Ho9zp07J0k+X+UGHJ+Y+fdjWlVV5cfEQENDA4YMGYK1a9d6Nd5oNGLcuHEYM2YMTp8+jblz5+Ktt97C/v37JU7KnhRcC7gW/J0c6wHXAiYZYk4bNmygqKgor8ZOnTqVCgoKJM3jDW8zi6JIOp2OVq5c6dxWU1NDGo2GNm3aJGHCv5w/f54A0PHjx53bfv31VxIEgW7cuOFxv5ycHJozZ44fEhKNGDGC3nnnHef/2+12SkpKouXLl7sd/8Ybb9C4ceNctmVlZdHbb78tac6HdTZ3Z37X/QEA7dixo8MxH3zwAQ0YMMBl24QJEygvL0/CZOxJxLVAWnKoBUTyrAdcC5hUeIbhMRw+fBjx8fHIyMjA7NmzUV1dHehIHhmNRphMJuTm5jq3RUVFISsrCwaDwS8ZDAYDoqOj8fzzzzu35ebmQqFQoLS0tMN9f/zxR8TGxmLgwIFYuHAhGhsbfZ6vtbUVJ0+edDlGCoUCubm5Ho+RwWBwGQ8AeXl5fjumQNdyA0B9fT1SUlKQnJyMgoIClJeX+yNulwXDsWbMHa4FnRPstQCQZz3gWsC1QEr8Sc9dlJ+fj9dffx2pqamorKzEokWL8PLLL8NgMECpVAY6XjsmkwkAnJ8U+EBCQoLzMX9kiI+Pd9mmUqkQExPTYYY333wTKSkpSEpKwpkzZ/Dhhx/i0qVL2L59u0/z3b17F3a73e0xunjxott9TCZTQI8p0LXcGRkZWL9+PQYPHoza2lqsWrUKI0eORHl5OXr37u2P2J3m6VjX1dWhqakJoaGhAUrGnmRcC7qWIZhrASDPesC1gGuBlLrtDMOCBQvaXcjz8JenPyBvTJw4Ea+++ioGDRoEvV6P3bt34/jx4zh8+HDQZpaK1LmLioqQl5eHQYMGYdKkSfj++++xY8cOVFZW+vCneLJkZ2djypQpyMzMRE5ODrZv3464uDh88803gY7GmE9xLfAfrgXyw7WAeavbzjC89957mDZtWodj0tLSfPZ8aWlpiI2NRUVFBV588cUufQ8pM+t0OgCA2WxGYmKic7vZbEZmZmaXvucD3ubW6XTtLryy2Wy4d++eM583srKyAAAVFRV4+umnO53Xk9jYWCiVSpjNZpftZrPZYz6dTtep8VLoSu6HhYSEYOjQoaioqJAiok94OtaRkZF8Rol5xLXAFdcC78ixHnAt4FogpW7bMMTFxSEuLs5vz3f9+nVUV1e7vAB3lpSZU1NTodPpUFJS4iwKdXV1KC0t7fQdQR7mbe7s7GzU1NTg5MmTGD58OADg4MGDEEXR+cLvjdOnTwPAYx1rd9RqNYYPH46SkhLo9XoAgCiKKCkpwbvvvut2n+zsbJSUlGDu3LnObQcOHEB2drZPs3WkK7kfZrfbcfbsWYwdO1bCpI8nOzu73S0K/X2smfxwLXDFtcA7cqwHXAu4Fkgq0FddB4OqqioqKyujZcuWUXh4OJWVlVFZWRlZLBbnmIyMDNq+fTsREVksFnr//ffJYDCQ0Wik3377jYYNG0bp6enU3NwclJmJiD777DOKjo6mXbt20ZkzZ6igoIBSU1OpqanJL5mJiPLz82no0KFUWlpKv//+O6Wnp1NhYaHz8evXr1NGRgaVlpYSEVFFRQV9/PHHdOLECTIajbRr1y5KS0ujUaNGSZJv8+bNpNFoaOPGjXT+/HkqKiqi6OhoMplMREQ0efJkWrBggXP8H3/8QSqVilatWkUXLlyg4uJiCgkJobNnz0qSz1e5ly1bRvv376fKyko6efIkTZw4kbRaLZWXl/sts8Vicf7eAqDVq1dTWVkZVVVVERHRggULaPLkyc7xV65cobCwMJo/fz5duHCB1q5dS0qlkvbt2+e3zKx741rAteDv5FgPuBYwqXDDQI7b4gFo93Xo0CHnGAC0YcMGIiJqbGykl156ieLi4igkJIRSUlJo5syZzj/IYMxM5Lid3pIlSyghIYE0Gg29+OKLdOnSJb9lJiKqrq6mwsJCCg8Pp8jISJo+fbpLYTMajS4/x9WrV2nUqFEUExNDGo2GnnnmGZo/fz7V1tZKlvGrr76iPn36kFqtphEjRtCff/7pfCwnJ4emTp3qMn7r1q307LPPklqtpgEDBtCePXsky9aRzuSeO3euc2xCQgKNHTuWTp065de8hw4dcvs7/CDn1KlTKScnp90+mZmZpFarKS0tzeX3m7HHxbXAf+RQC4jkWQ+4FjApCEREUs5gMMYYY4wxxuSr294liTHGGGOMMfb4uGFgjDHGGGOMecQNA2OMMcYYY8wjbhgYY4wxxhhjHnHDwBhjjDHGGPOIGwbGGGOMMcaYR9wwMMYYY4wxxjzihoExxhhjjDHmETcMjDHGGGOMMY+4YWCMMcYYY4x5xA0DY4wxxhhjzCNuGBhjjDHGGGMe/T+KnOgS4HfPwAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# save sigmoid activation of output layer to go from z to q\n", "import copy\n", "Sigmoid = copy.copy(model.sigmoid)\n", "\n", "fig, axs = plt.subplots(1,2,figsize=(8,3))\n", "\n", "# plot z --> sigmoid activation off\n", "ax = axs[0]\n", "ax.set_title('z')\n", "model.sigmoid = None\n", "plot_isolines_2D(model, ax=ax, colorbar=True)\n", "plot_isolines_2D(model, ax=ax, colorbar=True, levels=[0.5], mode='contour', linewidths=1)\n", "plot_isolines_2D(muller_brown_potential, levels=np.linspace(0,24, 12), ax=ax, max_value=24, colorbar=False, mode='contour', linewidths=1)\n", "\n", "# plot q --> sigmoid activation on\n", "ax = axs[1]\n", "ax.set_title('q')\n", "model.sigmoid = Sigmoid\n", "plot_isolines_2D(model, ax=ax, colorbar=True)\n", "plot_isolines_2D(model, ax=ax, colorbar=True, levels=[0.5], mode='contour', linewidths=1)\n", "plot_isolines_2D(muller_brown_potential, levels=np.linspace(0,24, 12), ax=ax, max_value=24, colorbar=False, mode='contour', linewidths=1)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize Kolmogorov bias " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.cvs.committor.utils import KolmogorovBias\n", "\n", "model_bias = KolmogorovBias(input_model=model, beta=beta, epsilon=1e-6, lambd=1)\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(4,3))\n", "plot_isolines_2D(model_bias, ax=ax, colorbar=True, allow_grad=True)\n", "plot_isolines_2D(model, ax=ax, colorbar=True, levels=[0.5], mode='contour', linewidths=1)\n", "plot_isolines_2D(muller_brown_potential, levels=np.linspace(0,24, 12), ax=ax, max_value=24, colorbar=False, mode='contour', linewidths=1)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Export model with tracing" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "traced_model = model.to_torchscript(file_path='test_trace.pt', method='trace')" ] } ], "metadata": { "kernelspec": { "display_name": "graph_mlcolvar_test_2.5", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 2 }