{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spectral Clustering of Brain Regions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "This code uses `sklearn` to calculate the Spectral Clustering of regions in the brain based on their connectivities.
\n", "Connectivity matrices from https://doi.org/10.1371/journal.pone.0014832
\n", "Clustering method as in https://doi.org/10.1371/journal.pone.0035029
\n", "First let us import the appropriate modules." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/pferreira/.virtualenvs/py36-brain/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n", "/Users/pferreira/.virtualenvs/py36-brain/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 216, got 192\n", " return f(*args, **kwds)\n", "/Users/pferreira/.virtualenvs/py36-brain/lib/python3.6/importlib/_bootstrap.py:219: ImportWarning: can't resolve package from __spec__ or __package__, falling back on __name__ and __path__\n", " return f(*args, **kwds)\n" ] } ], "source": [ "from scipy.io import loadmat # needed for loading .mat matlab files\n", "import numpy as np # for vector math\n", "import os # for getting absolute path to files in your directory\n", "import sklearn.cluster # for spectral clustering (and other clustering methods)\n", "import matplotlib.pyplot as plt # for plotting\n", "from nilearn import plotting # for plotting glass brains\n", "import pandas as pd # for easier data manipulation\n", "\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning) # ignore silly warnings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define functions\n", "Create a function to find files in the `./data/` subfolder" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def get_path(filename):\n", " \"\"\"Find filename in the relative directory ./data/\n", "\n", " Args:\n", " filename (str): file we're looking for in the ./data/ directory.\n", "\n", " Returns:\n", " str: absolute path to file \"filename\" in ./data/ dir.\n", "\n", " \"\"\"\n", "\n", " here_dir = os.path.dirname(os.path.realpath('__file__'))\n", " file_dir = os.path.join(here_dir, 'data', filename)\n", "\n", " return(file_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Return connectivity matrices from .mat file" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def get_connectivity_matrices(filepath):\n", " \"\"\"Read connectivity matrices from .mat file.\n", " File contains matrices for 14 healthy individuals\n", " if using, cite: https://doi.org/10.1371/journal.pone.0014832\n", "\n", " Args:\n", " filepath (str): full path to .mat file containing connectivity matrices.\n", "\n", " Returns:\n", " arr: Array of connectivity matrices, one per patient.\n", "\n", " \"\"\"\n", "\n", " from pathlib import Path\n", " my_file = Path(filepath)\n", "\n", " if my_file.is_file():\n", " conn_matrices = loadmat(my_file)['S']\n", " conn_matrices = np.transpose(conn_matrices)\n", " return(conn_matrices)\n", "\n", " else:\n", " print(my_file)\n", " raise(FileNotFoundError('Is path to file correct??'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define function to plot the glass brains using `nilearn`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def plot_glass_brain(color):\n", " \"\"\"Plot a glass brain for a 90 regions ATLAS with nodes colored according to `color` array.\n", "\n", " Args:\n", " color (list): Color indices according to which brain regions will be colored / grouped by.\n", "\n", " Returns:\n", " matplotlib.plot: A plot object.\n", "\n", " \"\"\"\n", "\n", " coordinates_path = get_path('coordinates.csv')\n", " df = pd.read_csv(coordinates_path)\n", "\n", " # AAL has 116 regions but we're not interested in the last 26 (cerebellar structures)\n", " coords = [(df['X'][i],df['Y'][i],df['Z'][i]) for i in range(90)]\n", " \n", " # Connections between the regions are required for plotting but they make\n", " # everything cluttered so let's just make an array of zeros:\n", " connec = np.array([[0]*90]*90)\n", "\n", " plotting.plot_connectome(connec, coords, node_color=color, display_mode='lyrz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate spectral clustering\n", "Now we are ready to start.
\n", "We will first find and define a connectivity matrix first:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# find .mat file containing connectivity matrices\n", "conn_matrices_dir = get_path('connectivity_matrices.mat')\n", "# connectivity matrices for 14 healthy subjects\n", "conn_matrices = get_connectivity_matrices(conn_matrices_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spectral clustering works by clustering elements that are **near** each other. We however want to cluster brain regions based on their **connectivity strength**. We therefore have to do 2 things:
\n", "**1. Invert connectivity matrix** so that large values (high connectivity) become close to zero (near each other in 'distance' space)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#we will invert the connectivity matrix (1/M) so lets get rid of zeros\n", "shifted_matrices = conn_matrices + 0.0001\n", "#similarity matrices are the inverted connectivity matrices\n", "similarity_matrices = (1/ shifted_matrices)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**2. Normalize the matrix** so that values are between [0,1]. We will use a Gaussian kernel as suggested [here](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html)
\n", "The `gauss_parameter` below is key, since it basically decides the cutoff for filtering the data using the Gaussian kernel:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "gauss_parameter = 0.005\n", "kernelized_matrices = np.exp(- similarity_matrices ** 2 / (2. * gauss_parameter ** 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then define the `Spectral Clustering` function that will be applied to the data and apply it" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SpectralClustering(affinity='precomputed', assign_labels='kmeans', coef0=1,\n", " degree=3, eigen_solver=None, eigen_tol=0.0, gamma=1.0,\n", " kernel_params=None, n_clusters=2, n_init=10, n_jobs=None,\n", " n_neighbors=10, random_state=None)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ " #we choose to classify the data into 2 clusters\n", "spectral = sklearn.cluster.SpectralClustering(n_clusters=2, affinity='precomputed')\n", "patient_ID = 0\n", "spectral.fit(kernelized_matrices[patient_ID])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will use the labels, created by the `Spectral Clustering` method, to color the nodes in the glass brain differently" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#array of integer labels referrent to which class the node belongs to\n", "color = spectral.labels_ " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_glass_brain(color)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.matshow(conn_matrices[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wait what?\n", "**That's right!** If one uses spectral clustering to classify brain regions based solely on their connectivity (with **no information about their location**) the natural separation (i.e. the one that minimizes cross-connections between nodes belonging to different classes) separates the brain into *left* and *right* lobes.\n", "\n", "This is the finding of [Ivković *et al.* in their 2012 PLoS paper](https://doi.org/10.1371/journal.pone.0035029). Quite remarkable!!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More regions\n", "What would happen if we try to classify the 90 brain regions into more categories? Lets try 4:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spectral = sklearn.cluster.SpectralClustering(n_clusters=7, affinity='precomputed')\n", "patient_ID = 0\n", "spectral.fit(kernelized_matrices[patient_ID])\n", "color = spectral.labels_\n", "plot_glass_brain(color)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Woah!** More than left and right lobes, we now can see the frontal vs parietal lobe separation too.\n", "Finally for 5 different classes we see:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spectral = sklearn.cluster.SpectralClustering(n_clusters=8, affinity='precomputed')\n", "patient_ID = 0\n", "spectral.fit(kernelized_matrices[patient_ID])\n", "color = spectral.labels_\n", "plot_glass_brain(color)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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eHgQHB+Pv74+/vz8+Pj4olUrJy2o0GikoKKCwsJD8/HwKCwspKCigqKiIsrIyMjIyuHLlCgEBAVIMosFgkMaytLQ0Ll++XKk9NjY2tGnThg4dOtCuXTsaNmz4t6jFXp+xVHyqLTdu3ODLL78E4LXXXqtirALk5ORgMpkoKyvj+vXrmEwmGjduXKOxZ+kHln8LCwsrzVnl5eVkZmZib2+Pvb09ojERsXAOYEBwmlXFw2qRn7p518kSWqXRaG6rKtWgQYM4dOgQkZGRVuW5LAQEBHDq1CmrpVo1Gg0zZ87knXfeIT4+nlWrVjFhwgSr17H2nXz11Ve1bm9dIxusf3FEUSQvL48bN25w8eJFoqOjiY2NRalUSg+Ko6Oj5Fmw/DRs2BAHBwdsbW3RarXSA6zT6ZgxYwbz58+/rXb4+flVejgKCgqIjIzk6NGjnD9/nqioKKKioli5ciWdO3emX79+hIWFVWugyNw/LN7UHTt2EBkZKQ20Hh4eDBgwgF69etW4baRSqSRjY8yYMcTFxbFs2TK2bdtGXl4e586do3Hjxtja2lJWVoZSqcRkMuHo6Ii/vz9z586lVatWtW5vo0aNeOutt0hPT+fnn39mz549REZGEhkZSYsWLRg8eDBdu3a9ZalFmXtPWloae/bsYe/evZWSNSxbs126dCEwMPCujMUtW7YwYsQIBg0aBFT0Z71eL4U15eTkkJycTGpqKsnJyaSkpJCeni4tqBs2bIjRaKRNmzaEhobSrFkzfH19ZQ9sPaakpISFCxdiMBjo379/Fc+sBZ1Oh1KppE2bNly7dk3azalJ3slkMuHg4CD1ycTERBo3biy9n5GRgclkwtfHBbFoIZSuA4yAiJj9BJ1ahfCbrQmz2Qwg/XuzkVxYXITRaKRJkya3Hb4yatQoFi5cSEJCAk2aNJFeN5pNrE84xuob++jt1Zqs3ZdISUmxahDb2toyZcoU3nrrLXbu3EnHjh0JDw+/rXY8CATxboS5ZO4r5eXlJCcnEx8fT2pqKleuXCEuLq5KvI1CoaBz5840bdqUDh06EBAQcFsTwjvvvMPs2bPrLAa1uLiY48ePs3//fs6fP48oijRu3JjS0lL69u1Lv379bqkt93fC39+fVatW0a9fv3v6OXl5eZI3NSMjA6joOx07dmTQoEG0a9furhYUFy9eZPr06ZSUlPDaa69JC5SysjKmTZuGyWRi9uzZtG/f/q7/js2bN/Pbb79J22vu7u706NGDQYMGSTqHdYG/vz8ZGRkolUocHBwYNGgQX3zxhbxrcBN6vZ6jR4+ya9cuMjIyyMrKAsDLy4s+ffrQo0ePOg3hWLRoEWPHjr2ta+bn53PmzBlOnjzJ1atXpTZasLGxkUpwBgYGSgsyR0fHOmu3zJ0hiiILFizg2LFjBAYGsnjx4moXp1euXCEjI4NHH30UgEuXLpGZmcm6dev45ptvqsyLoihy7NgxtFot7dq1A+B///sfDRo0oHfv3phMJk6cOIFSqaRd8yMoylYBlQX8TWYlOw84UCxMYcyYMaxZs4YNGzYwbtw4Rj05ii3Jp1lyeRt2oorXvHswtE3325qfr1+/zsmTJzl69Cgff/wxarWakznXmRu9gYLyUnSmctQKFQoRGseU859XZleb8PXrr7+yatUqnJyc+OKLL2pMNKsPyEvIek5aWhoHDhzg6NGjJCYmSt6vm+NJ7e3tCQgIIDg4mDZt2tCqVau7yqIODg4mNja2zoKqHRwc6Nu3L3379iUrK4t9+/Zx8uRJEhMT+fHHH/nxxx9p06YN/fv3p0uXLrJn7B4iiiJRUVFERERw8OBBqT95enoyYMAA+vfvXylu6m5o3bo1L7zwAqtXr+b06dOMGjUKgJkzZ2IymRg6dOhdG6tQkVX7wgsvMHr0aA4cOMBvv/2G0Whk06ZNbNq0iTZt2vDMM89ICV13y5YtW+jXrx/p6ekMHDiQBQsW3PaOxMNIbGwsu3bt4uDBg9LCQaPRMHDgQHr27ElISMg92XZPSUmxmrhSEy4uLvTp04c+ffogiiJxcXFER0dz6dIlbty4QXp6OtevXyclJYXdu3dL7XZ3dycsLIxevXoRGhoqJ3c9APbv38+xY8ewt7fn/fffr3G+0Ol0KBQKVCoQzMm0bt2agwcPEhAQQE5OTpXwJksFKcvrRqORI0eO8PHHHwMVeqgGg4GAgAAUgp4/G6sASoUJrUak1Fix2LeMsZnKMkYf/owMXQE6czmlGJiXtoMfc07zWfh4PO1davX329nZERgYiNFo5L///S+vvPIKb59ZS6nJIB1jMFfEz94IUjJz2SIWTJ6OUqlEr9eTk5ODSqXC3d2dYcOGcerUKc6dO8fnn3/OrFmz6nVojGyw1kPy8/M5dOgQBw4cqJTIJAgCvr6++Pv707x5c3x8fAgICMDT07NOO5mNjY20jVHXeHp68vTTT/PUU09x8eJFdu3axZEjR6SQgf/85z8MHz6cxx57zGpAu8ydYTAY2L17N9u2bSMpKYnGjRsjiiKdO3dm0KBBtG3btkZvqkVJorCwEIPBgEKhkGKba2LgwIF8//33REdHk5KSgo2NDefPn8fGxoaxY8fWqt3p6ekoFAoUCgX29vY4OjpabatWq2XgwIEMGDCAq1evsnPnTg4ePCj1rUcffZTx48ffVlZsTdSHUoUPGlEUOXXqFBs3buTixYvS682bN6d///507979nquFKBSKuxr/BEEgMDCQwMBAhg8fDlQYLvHx8SQmJnLt2jVJwSAnJ4eIiAgiIiJwcXGhR48e9OrVi2bNmtXrif5hobCwkFWrVgHw8ssvSztz1hKFjUYjhYWF+HrGQ/YMRHM2SpuO5GUraNN2KMXFxVUMVku+h0VYf82aNfTt2xeNRoNeryc+Ph4bG5uKXRvruVJVsMyl+zUpJJRU1ZOONWTx4pEv+Tz0eQIb3nqXwM7OjrKyMrp27cr3339f4XgQrc/XGpUN/k0DWLp0KcOHD5fyBxQKBe7u7rRq1YrJkyczYcIETp8+zbZt2xgyZEjt/rAHgGyw1hN0Oh3Hjh1j//79nDt3TurkWq2WRx99VPJQ1FbL7W7Iy8u755OMIAiEhIQQEhLCq6++ysGDB9m+fTtxcXGsWbOG9evXM3jwYIYNG3ZbVTlkKmMwGNi+fTsbN24kLy8PqBiMe/XqRZ8+far1poqiiE6nIy8vj5KSErKzs6USg1CxqDGZTISEhEjbSKK5EPSHQdsHQajIOrWzs6NHjx7s3r2bgwcPViQpiCLh4eG33EY3GAycP3+e0tJSFApFpVgwFxcXnJyccHFxwcHBoZIBa6kY06JFC1566SW2bNnChg0bOHbsGCdPnmTo0KGMHj36rhdEllKFffr0uavr/BUxGo0cOnSIjRs3kpCQAFTs9PTr148BAwZUivm7H+j1+jodGy0C7jfHVouiSHJyMocOHWL//v2kpaWxefNmNm/ejI+PD7169bplvLfM3fHNN99QWFhImzZtpOfOsmgyGAzY2tri4eGBvb09WZlJtPb9GGe7ODBXZOqb9ZG8/4pAWqEbNuqqMZt5eXkIgoCzszPff/89OTk5vPjiiwBcu3YNo9EoKZiYqXmBYjGgLVGX5hoOzzKXsPXyUZ5V95PG5HN58dgISlq7VDZiLXOzTqdjypQpzJw5E3O/6ndUe3TvwaYL37JkyRKeffZZGjduTEJCgtQuNzc3JkyYwIIFC/jmm29o27btbSWC3U/kGNYHTEFBAVu3bmXbtm1S5qxSqaR9+/b06tWLTp063Rcj1cKZU/sxFy+hXYgNgtMMBHXYfftsURQ5e/YsGzduJCoqCqhI6OnTpw9jxozB09PzvrXlQVIXMazWDNVmzZoxatQoOnfuXCWhxGw2U1JSImnuFhQUSHIstra20iDu7OyMVqtFp9MRGxuLSqWiQ/u2KAwbofhjwASCLYLTbNBUlEDct28fn376Kd26dSM0NJRff/2Vrl27Mm7cuBr/Bkv8mZ+fH25ubpLHpKCgAJPJRElJCVDxvDg7O1fS5/zz35eTk8PatWuJiIgAKuIpZ8yYQUBAwG3dV39/f7KzsyuVKty4cSMuLrXbzvurYzQa2blzJxs3bpTiPt3c3BgxYgQDBw58INrLe/bs4eLFi0ycOPG+JXGKosi1a9fYv38/Bw8elKS5BEEgPDyckSNHVtLtlLl7oqOjmTZtGjY2NixbtkwyqoqKijhz5gyA5AkFcNAk8EiTj1EIuirXMpnVmNxOVZJz0uv1HD9+HIVCwb59+whvJ9Kv9yMItkPIyysgOjoad3d3WrdujSAImEt/gcJ3gcomlCjC1z944tl4Mk8++SQrVqxg69ataP7ZhUSF9Yp9NoKSZzRtaGvjg0/rpnwau53zefGIwKMeQUxpNZQG2j/kAY8ePSrF2ebk5PD4sY8xq6paxGqFiqmOPXA3ajh16hQajYZx48Zx5swZPDw8Ki3IlixZwt69e+nQoQOzZs2q3Zdyn5E9rA+I1NRUNm3axN69eyXPVXBwMP369aNbt273PbjfbDYSc34+LTx/RNNIAUYDYu44RE2PCsNVee+TogRBoF27drRr146YmBg2btzIsWPH2LVrFwcOHGDMmDGMGDFCzt69BadOnWL58uVSVnbTpk0ZO3YsHTt2rLRtVlZWRlZWFrm5uRQVFWFjYyMN9lqtFm9vb1xcXCQj9WacnZ0xGAxkZCRizBqEWpGHtEcmliEWvAuqbxHc10nxhUlJSYSGhpKamiotzkRRZFdaFDn6Ip5s0hm1ouK7zc/PJz8/H3d390pJgzfHlllkjvLy8sjLyyM3NxdRFLGxsUGj0eDi4oKnpydOTk64u7vzr3/9iyFDhvDll18SGxvLO++8w9SpU287O/aXX36hX79+HDhwgLFjx5Kdnf23MFgvXLjAV199JcXO+/r6MmrUKHr16lXrQhH3gn79+pGbm8vixYt5880370sVNEEQCAoKIigoiBdffJGoqCj27dsnSQ5FRkbSsmVLRo0aRadOneRwgbvEYDCwfPlyAJ5++ulKHkDLgtrFxYVWrVpJhW1sbRQoRNWf7cnfEaqMaSkpKURHR5OccJR3/1mKk+0NKNyIWLIcfelEFAoX/P39//gujVewdnFBgCB/Pfm/79JbdoZUQg1SWgg0bNiQ48kJbDy+AzOitM1/OOsKxw7G8uEjY+jeoGIRpNFoJBUgd3d33moygM/idqHU2qA3G1EKCpQI9FQ2wbVcTVBwhSzhpk2bmD9/vtVchfHjxxMZGcmpU6c4deoUHTp0qLa9Dwp55r/PXL16lY0bNxIZGSm55Dt16sSoUaNo2bLlAxnYcnJyiNg+jeG9DmGjMt70jg70exHzMxHc19/TNljiaiwEBwfz/vvvk5KSwtq1azly5Ahr1qxhz549TJgwoc4SaB4mioqKWLlyJfv27QMqtPieffbZShNmeXk56enpZGVlSUajQqHAwcEBV1dX7O3tcXJyqpVX39fXl7zsCyjJAgyV3xTLoPwUUFGj28/PD4VCIRkTZWVlXCpIZl70RlLK8hBFkbXxh3i/9Qg6uzQlJiaG8vLyahUuVCoVbm5uUriI0WikqKiIoqIiyUtsKZSh0Wjw9PTE29ubZs2asXDhQpYvX05sbCzz5s1j3LhxPPnkk7f97NWHUoX3g6KiIr7++mv2798PVMTujh8/nkcffdRqlrUoinXm6TSJZjYnn2Lp1e3423syPWQkzRyrLp6ffvpp9u7dy7vvvsvzzz9Px44d6+Tza4NSqaRt27a0bduW8ePHSztmly9fZt68efj6+jJy5Eh69eolJ5TeIRs2bCAlJQU/Pz8pedOCpRKURezfsqgVy/MQby1BDlSMi19++SWBjVKY99YFBMqB3y1OUzye6vfRuQxEq3201m22PBsWg3UozVipjKbUpK96LODl4s7B9EuUl5sqvWcUzRhFM2fy4iSD1dbWlqysLEwmE0qlkqdDe+OWCz+mH+eiSwmham8GC81ooHWmVatWUq7BE088QVJSEuvXr2fp0qWVPsfFxYUxY8awevVqVq1aRVhYWL1zDilnz549+0E34mFHFEXOnDnDsmXLiIiI4PLly6hUKvr27StV3KjrxKnatmsioWeHAAAgAElEQVTHjh385z//4cnhLXCzj6Jq1qMZBAcE+2fvWTvMZjORkZHo9foq8aqOjo60bNkSR0dHoqOjycnJYf/+/SiVSlq1avVQei4+++wzHnvsMfz8/DAajVLFlJqMgGPHjjFr1iyuXLmCWq3mhRdeYNKkSfj5+SEIAiaTieTkZC5fviyJaXt4eODv709wcDA+Pj64uLhgb29f60FKEATsbE2oyn9CIZisH+MwkbKyMtauXYtSqaRLly4VSQItPFitO02WvhCjaMIomikzGTiYcZmE9BQalzvg7+9f6zAQizHs7OyMl5cXjRo1ws3NDZVKRUlJCXl5eaSlpVFWVoazszPdunVDr9dz/vx5zp8/T2ZmJh06dLilofXZZ58xbNgwAgMDAWjTpg1vvvkmQ4YMeSil2WJiYpg+fTqXLl2iuLiY7t2788orrxASElIlQ96iuWtra1snCZOXCpJ5/cQq9mZcpNRkIFtfxNaU06SU5tLRvSk2isr9NCAggM6dO0vxyiEhIbWu4FNX2Nra8sgjj/D444/j7OxMUlIS6enpJCcn8/PPPyOKIk2aNHmgHum/GikpKXz88ceYzWamTZtm9TkTBEFSppAq64mliCXfIgiVE5LMogKz6IjK6eWKw0SRTz/9FL1ez2vjm6FVnAEqj2eCYAJBjUExSFp0i/rDUH7WapvjkjQYhIqKfZGRkdy4cYNe4d2Y0H0U0fmJZOorKmWpBSValZpJLQbT36cNR3NjuF6SafWabVwa09kjCKhICszPz0ej0Ui7sU38GrN9+TpebNabDlo/mnj70rp160phOiaTCaPRSG5uLjdu3JCkuywEBQVx+PBhUlJScHBwoEWLFlbb8qCoX+bzQ4bJZOLIkSNs2LCBuLg4oCJgevTo0QwePPiBJhMlJSXx1Vdf0axZMxYtWoRG3IVY+GDaUlBQQHl5eaWSdmfOnCEiIoK0tDQ8PDzw8/PjueeeIzs7m+3bt7N27VquXLnC5MmTH0ptxNqWKBRFkZ9++om1a9cCEBISwsSJEytpjxYUFHDp0iUMBgNqtZqgoCAaNGhQJ5I8Dg4OmHU1G3mW5Kri4mJpsC9QGii3koWgM5eTqM/DP7jXXWl1CoIgxbQGBgZKldgsuqD+/v6MHDkSHx8fPv74YyIiIsjIyGDatGm31Z8edKnCe4Uoivz222+sWrUKo9FI8+bN6dSpEyaTia1bt5KcnIxCoaBbt2707t1bChsxGAxkZ2fXSbz5ggu/kFSa80ebENGbjexKi6Kje1MG+VSNr3d1deXdd9/l+PHjzJgxgxEjRtCnT5/7vrC1tbVl+PDhPP744xw5coTdu3dz/vx5vvnmG9avX8/jjz/OsGHDqpQtlqnKunXrMBqN9OvXj9atW1s9xsPDg5iYGHJycqSEv7hEM79uaMfrz6Vgo8ilImRJS5EulGsZowl2KMDZ2ZkVK1aQmprK2LFjcXY6ByXW22E2mynIzf1Dq1ThBWiByjGy5UYVOXkq1G6VPawKhQJvWxdWP/pPzubGseTKNkJdGvPPoAE42FQsrJSq2i1kfHx8SEpKIjExkcLCQjQaDYWFhXh5eZGWmkbnJzpbfQYtXujnn3+eTZs28csvvzBixAjpfZVKxUsvvcScOXP44Ycf6NWrV70Kd5IN1nuAwWBg7969/Pzzz6SlpQEVA+nw4cMZNGjQA5VrKioqYt26ddy4cYOXXnqJoKCKFZtYBlQjjXGvycmpmJQ8PDzYv38/Gzdu5JFHHuGZZ57B39+/yvHh4eF88sknnDx5krfffpt58+ZVkSf5K1PbEoVGo5EvvviCiIgIBEHgH//4B0888USlyTkrK4srV64AFR4oX1/futWOVDghCEpE0eb3bTQLWlBUbENptVoUCgV6vV7y3lbEX1nfHrWzs61UweVuEQQBV1dXXFxcyMnJ4caNG9y4cQOdTkfnzp1ZtGgRH3zwARcuXGDKlCnMmjWr2izZ+laq8F4giiIrV65ky5YtAAwbNozx48dX8bwXFRVx6NAh5s+fT6NGjXjllVews7MjNze3SojPnWAUrXvtFYKA+Ra5wuHh4YSGhvL999+za9cuXnzxRZo3b35X7bkTVCoVPXv2pEePHpw5c4YNGzZw4cIF1q9fzy+//EL//v0ZOXIkXl5e971tfwUSEhI4dOgQKpWKZ5+tfpfvz9Jmly5dYsWKFbz33keovb0Qy34G3RYEh0nYGJqjTzlHVFQUZ8+eJSYmhqeffrpix47z1kNef+dmj71gPx5UPogFs3+fQM0gaDga3Y3vf73G+PEVx91ssFpo6xbAt12qlkMNsPdEo1ChNxsrva5R2NDY/o85zsbGhtDQUJKSkqSiL1qtlhYtWqBUKqtdMObm5qLVanF3d2fixInMmjWL4ODgSslXHTp0oEOHDpw6dYq1a9cyceLEGu7I/UUOCahDDAYDmzdv5qOPPuLgwYMUFxfTsGFDaXs2NDT0gcUwGY1Gtm3bxtdff02PHj34v//7v8pB10pPMJylIujH8rBoQHAAp1kIqtvLpq4tJpOJq1evIooi27ZtIzU1lffff5/w8PBqV3Y+Pj50796dqKgokpKSOHbsWK1kkh4mysrKmDt3LpGRkajVat577z369+9fadDOycnh0qVLqFQq2rRpg5eXV51nUQuCBuyeAnMWojHu9xhGFYL98wguyxAENYIgsHXrVvR6PT169GDfvn0oA90p9FBZnRwCnbytes9qQhRFSgpKUWurf74EQcDOzg4vLy8KCgrIzs6mvLycoKAgevToIfWnffv2ERwcTIMGDW7zbvz1MZvNLFu2jB07dqBSqZgyZQojR4602m80Gg1BQUH079+f0tJSli9fTrNmzTCbzVKd9bthY+Jx8gxV3V02CiXdPFsQ5FSzfJSNjQ3t27enZcuWfPfdd5w8eZLg4OAHomQgCAI+Pj7069ePtm3bUlBQQGJiIrGxsWzdupW0tDS5kpYVvvrqK5KSkhg8eDA9evSo9ri8vDzy8/NxdXUlMTGRb775hpkzZ+Ll5YUgKBBsWiPYPoGg9EGtVmNra8uJEyc4fPgwEyZMoFmzZhXebrEYdDuoSKb6Y3QyixqyCjvh4NZH2iUSBAFB1QzsnwNBAaoQBNflRBzM5MqVq7Rr144WLVpw5MgREhIS6NKlyy1VScLc/Glm68XxjFgQQK1U0dDWhQ/DnqGPd+W8Da1Wi6enJ15eXjRo0IDGjRuj0Wi4fPmy1Rhui7KF2WwmMDBQKlm7ZMkSevbsWSlMJSgoiO3bt1NUVFRJuvBBIxusdYAoihw8eJD58+dz5MgRdDodgYGBvPzyy/zzn/8kODj4gVZEOXfuHIsXL8bT05NJkybRtGnTKltkgmCLYDcSbFqD4SSIerAbh+D6JQqbe+eZyMrK4tSpU/z666/069ePsWPH1sqot7e3p3v37kRHR5OYmMiRI0fo0KHD32KLzWAwMGfOHKKjo3F1deWDDz6oUpVMFEXi4+MpKyujbdu293QiFARbBG1/BE1vCgsNRCeORaHtjaMDCIqKRcSuXbsoKioiPDycw4cP4+ziQpG/HSBg/pPZ2s4tgO6eLWq9jZtwKYnZIxfzxZurSbuRQeuuzdHaVx+7qFQq8fLyIjc3l9LSUtzc3HBycqJ3794kJiYSFxfHgQMHcHNzo2nTpnd8X/5qGI1GPvnkE/bv349areb//b//VysFhTMR0SSdSmPkuOGs/e5bMjIyaNiw4V3rkW5JPk2OvqoMkFJQ0Nu7FU2tJF9Zw8nJiZ49e6LRaFi+fDl5eXk0b968xjHZaDaxKekkyaU5BDo0qNOQAk9PT3r27EnXrl0pKysjISGBuLg4yUAIDg6+r1KG9ZUbN26wcuVKaUFek/pDUlIS+fn5FBcXs379embNmlWjkZWXl8fPP//MvHnzCAwMlBYxgqoJaB8H4zUwZQM2oPQjJuN18nQ9Kipc/WnxJggqBHUnBE0XBEHN6dOnuXr1Ku3bt6dFixYcPnyYxMREunXrVqudo4YaF5qkCTRwcmNQQHumh47E1856+KAgCJIqilKp5MaNG5SUlNCmTZsqx5aWlpKYmIiXl5e0I2lvb49WqyUiIqKSkevk5ITBYODEiROkpaXRu3fvepEvIhusd0l0dDQLFy5k69atlJaW4u/vz6RJk3jxxRdp0qRJnXi0RHMxYtFSRON1sGmNINTumiUlJfz73/8mOjqat956i/Dw8Fsm1AiqJmD3HIL98yi0fRGEe+cRzs7OZsWKFRw/fpwPPviAtm3b3tZDodFo6NGjB5cvXyYhIYHIyEi6dev2QDwo9wuj0cjy5cuJjIzE3d2dRYsWWR0ES0tLuXbtGl5eXpXiWe8lgtITG7seGEv30FA7A0XZfxFNWaBux/4Dx8jJyaFDhw5ERkbipXbi36/8P2KL0kgurZzKm1iSxYHMy3T2CJJiu6xhMplY9sYqlr6xioyELESzSNLlFH75YjuObvY079Cs2nMVCgVKpZL09HQ0Gg3Ozs6oVCq6d++OXq/n0qVLnDhxAp1OR5s2be6bvueDQhRFli1bxv79+7G1tWXOnDlWJ72bSb2ezrxnlrD+o185v+8CEWsOM3rcU2QUp7J582b8/f3x9va+44ku1KUxFwqSKDXqMYomlIICtULJqMbhjGrcGZXi9pwAFg9nfHw8//nPfwgICLBaOONYVgwTTq3mQOYlDmVeYXd6NC2dffHU1lzV7XZxcXHh0UcfpW/fvpSWlnL9+nWuXr3Kjh07UCqVNG3a9G9d+nX58uWkpKQwZMgQunbtWuOxeXl5nDx5kt9++40PP/zwlo6LlStX8vTTT1tVIREUzgi2I8DmEQTNoxi107l6rQhXV9da7bqcPn2amJgYycN66NAhkpKS6N69e60KapSUlJCRnkGHhsE86h+C4jaen9OnT0tSgH8mNTWVgoICmjRpUmmO9Pf358cff6R9+/aVXg8MDGTHjh0kJSVJlTUfNHIM6x2SnJzMf//7X44fPw5UiGc///zz9OnTp84mN1E0IZZthKKFIJaDoEAsWQ3O8xA0NT/A586dY/Xq1YwcOZKePXve1qQhCDYg3DrQWhRFUlNTOX/+PDk5OZSUlFBaWopOp0OtVqPVatFqtdJWg9lsxmw2k5ubS35+PkajEXd3d9577707roxja2vL7NmzmTVrFhcvXmTWrFl89NFHD2VZV5PJxMcff8yRI0do0aIFkyZNqtaLZdFTvRPPqiiKHL2UQIC3Kz7utfdYi6ZUFPkv09g16Q+x7rINiLpfaR8SRkxMRSgDVPQFd40jNla0CctM5VwpSGF76jnGN+1V7eclXk5h17cHMOj+iJ0tNxgpNxj5avJ/GfrawBrba5nUdLo/kiYEQWD8+PH4+vry5ZdfsmnTJq5du8bbb79db7bF7gXr1q0jIiICjUbDBx98cMt4zysnYpnaezblBiNmU0WMnkFXzvKJq3mkT2sGPTWITZs2sXXrVkwmE76+vqhUKinW0Gw2o9PppB9L2V07OzscHR1p3rw5rVq14ttH32BPejRLrmyjqUMD3m09nEZ21quz1QaVSsXw4cPp2LEjX3zxBc2bN+e5556TDMOV1yJYe+MgOvMffepaUTqvHv+amaGjGNDwkeoufcd4eXkxadIkhg0bxurVq6Wxe+vWrbzwwgt07969Xni37ifXr18nPT0dFxcXnnzyyVsen52dzeHDhxk7diypqak4ODhUa+xnZGSQmZlZbQKXBUHTBQD97/J/NXl4xfILIJYjqNv+cb5QNekKfq98ZTgGSq+KkII/UVhYiEqluqNkp7S0NIKDg6u2TxTJzMzExsamSrK3IAgMGzZM6m8WHB0dGT16NKtXr5YqYD3ohbtssN4mBQUFrFu3jh07dmA2m9FqtYwaNYoRI0bUuYSKWDgbyjYDZb+/AIgpiHn/BOf5CLZDrZ53+PBhtmzZwuzZs++JEkF2djZ79uzh9OnTODs7065dO1q1aoWdnZ20xaDX66XJqLy8XJqoLALPPj4+xMXFkZqaWinBJSctjxVT1lCcX8Lrn79Io6BbbytqNBqmT5/Ou+++S2JiIvPnz2fOnDkPlXSMxQN25MgR7Ozs+Oc//3lXWfTVcSkhg7nf7SYxMw9RhDG9w3hlcGdsNbW4l/pDYEpEIdysM6gHUU+vjlf44Wf3SgYrUCUcwEJty++pbJQYymp58G0wYMAAfHx8WLRoEdHR0UyaNIm3336b0NDQuv+wB8zOnTv53//+hyAIvPvuu7VKTkqPy0ShUmIuq6y/qyvRk3I1jaFBfQgMDKRTp04UFhaSmpoqLVgtdd8tC1qtVitVWrNUWzt69Cg///wzzs7O9O3bl2293qtTo83Hx4f58+fz448/snjxYqZOnYpKpSK2MK2SsWpBbzaSUJJdZ59vjYCAAD744APOnDnD6tWrSUhIYPHixfzyyy+8+OKLfyvt6fXr15OQkMCIESNuabhdvXqVDRs2sHTpUpKSksjMzMRkMhEUFGQ1tGLXrl0MHTq01v3JItBvbT4RTRmIhfNBv7/id01n7LUViczWDFbReA1zwXRMhksoBBGF7UgExykIij8cAxZ9VYt26u2Qnp5uVfarsLCQsrIyfHx8rBqd4eHhUrW2m3n88cfZunUrCQkJRERE0L9//9tuU10iG6y1RBRFIiIiWLVqFSUlJQiCwKBBgxg7duy987yYkpGM1UoYwZxh9ZSSkhK2bt3KrFmz6nxr/Pr162zatInMzEwee+wxPvjggzs20o1GI5mZmdjZ2eHi4oJBX86GTzaz7sNNmIwmzCYzrz4yhcEv9+Mfc0dj71yzx9TR0ZHZs2fz9ttvEx0dzWeffcbUqVMfCs/EzWoAGo2G2bNn35PYymWbDrNu31kM5UbJYPxx/zl+OXKBb6aOxt+7Nosf6/db8fv2rUUr0TKIP0gshTuq6yMhISEsXbqUxYsXEx0dzfTp03n++efvqMhAfeXkyZN8+eWXALz++ut1JLhfUbUnLi6O7OxsvL29b3vh3KNHD0RR5OrVq+zcuZM1a9YwZMgQunfvXmdi5oIgMGbMGL777jv27dv3wCdjC+3atSMsLIyIiAi+++47YmNjef/99+nduzcvv/zyQ5+YZUmkValUPPHEEzUeW1JSwpdffsm0adNwdXXF2dmZhIQEEhISKC4uJiQkpEoyblRUFCNHjqz2mqIogn4/ovEqgt3zmEwVahV/NvTMuv2Q/yYVmq2/L3L0B3iq7yGS4/9QfbCMdQ2dd2DK3oAolqMSKsae8pINKMs2o3Rbg6B+hOLiYgoLC3F3d7+jfl5YWGg1HCIjIwNbW9tq1Sg0Gg3Dhg2r8rpareb555/nk08+4aeffqJfv34PdOx7uAOz6ojs7GzmzJnD559/TklJCe3bt2f58uW88cYb9W6bMCYmps4zYVNSUpg9ezY//PADgwcPZtGiRfTu3fuuPMpxcXEYjUZ8fX0RBIFfv9jBd/M2oi/VY/x9m9GgK2fb17v5cvJ/a3VNLy8vZs2ahVar5eDBg6xZs+aO21df0Ol0zJs3j4iICNRqNTNmzLhnNcr3nb+G/iZjFUBnMFJuNHE1Keuuri0oKgY5y+BvMRbtlGqUVoxcG4UCjbLmAVuttaFcb7T6nk1tPMK/t6O4uLja9y1JbU8//TSiKPLtt98yd+5cCgsfkGhxHRIbG8uiRYswm82MHj2aQYMG3eYVqveDe3t7o1QqiYuLkzxUt4sgCFLoy4wZM0hOTmby5Mns27dP6j91Qc+ePTl37lydXa8uUCgU9O/fnxUrVvDss8+iVqvZt28fb7zxhhSG9rDy008/IYoiAwYMuOVC59tvv2XUqFFSbKlCoSAgIIDg4GAMBgMXLlyo1P90Ol2NChai8Rpi7rOI+f+C4uWIWb1wtNmHnZ2WgoKCygcbIqnQYL25f4uolCZ6dy6QDFyLwWrSHEKBAaXwR9+1URgpN+tIzN8rJcoCd7x7Zk1Ozmw2k5WVJWlT3y7du3fH09OTtLQ0zpw5c0ftqitkg7UGRFFk9+7dvPHGG5w+fRoHBwdJp7Eut2PT0tIkLbVatqzadxISEupMw9JoNLJ+/XqWLFnCs88+y4wZM+qkulRBQQGpqak4OTlJMZi6Eh3luqoTW7neSElBaa2vHRgYyPTp01EqlWzcuJHt27ffVVsfJFlZWcyaNYvLly/j5OTEhx9+SFhYGEVFRVy8eJGLFy9KHss/Y/mO6nJivyVCdbJiagzlFfFfUijA7/9ObTWULo5NsUGBQEUGuEZhw1j/7oz0qzlD3bdZQ97/7k1cvJzQ2FVs/WntNQS2acJHe2bVeK7RaCQiIoLly5dz8OBBq8eIosiVK1e4du0a/fr1Y9asWTg6OnLx4kWmTp3K+fPna/yM+kxmZiZz5sxBr9fTt2/fGjUureEf0hhBEFBrKy8MNHZqOg4KQ61WExAQgMFgkIqm3A2urq48//zzLFy4kMuXLzNnzhwyM61XBLpdGjZsSGpqKgDhHkFoFCqEmxZRqt/7ZIhz7cb8uuwXWq2WMWPGsGzZMlq2bEleXh7z5s3j008/lUorP0ykpaVx4MABlEpllRKs1sjIyKBbt25VXvfx8SEwMBBb5Vl06WMRdbsRRZG4uLhqvYyi4SRi9kgoP0PFzqYexALU+vkEuv+bzMxMkpOTazWmtm1dio/7aeCPRXqZaH1xDZBckCVVcnRzc6sztRudqZzll7azuuQkRif1Hc3dSqVSKmRj0WZ+UMgGazUUFhbywQcfsHTpUkpLSwkPD2f58uX06tWrzl3isbGxHDp0qOob2sepqKRxc/C4BgQ7sLG+dVdQUFAncasZGRm8915F3NjChQulAgN3i9lsJiYmBkEQCAoKuifbC2FhYZLY8YoVK7h06VKdf8a95vLly0yePJlLly4REBDA4sWLad68OcXFxZw7d46srCwyMzNJTEy0ev7Zs2f59ddfyc2tZTHtukD7GDqb9yk32WEW1VQMLxqwfYojFyoSJyyDt8VgdVU78F7wUN7QhBOk9aKrZ3N+6j6Z14MHoFXe2kvafVRnvo//itHvDsenmTeTv36Nf59dTPMO1YdMnDt3jsmTJ5OWlsaLL75Y7bZjVlaWlKARExNDgwYN+PzzzwkLCyMtLY2ZM2c+8AH8TjAYDHz44YcUFBQQFhbGhAkTbvs59G/tx/fxXzHoxT6obdVo7TU0Cm7Igu0zeP2zCsV0Hx8fnJycSEtLsxofdyfY29vz+uuv89RTT7FgwQL27t1719dUqVSSETKqcThrurxBqIsfWqUNGoUN3TxbsKHHWzzqWTWZ5c8UFBSwYcOGu27Tn/Hx8WHhwoW89NJLlbytf+VFkzW2bNmC2WymV69etyymUFhYKOVH/BnRGI+P7TRa+X6Jvc15xIKpiDlPkZd1vHpnkym5Qk+VP4UriWW4OGSi0Wi4fv060dHRFd7WGgxXpRLsNRULqtqEPxUVF5GXl4eHh0clEf/bxdKPRVEkIj2a4Qc+Yn3KcS6as5gSt4Gh+xfx/tl1ZFuRi6uJgQMHolZXSHalpKTccfvuFtlgtcKFCxeYOHEiJ0+elLyq06dPv2elVD09PcnOrhrQr7B7EsFzB2h6UmG4asDuGQTPAwhq69mqZWVlNWYz1ob4+Hjmz5/Pa6+9xlNPPVVnMWMAiYmJlJaW4ufnV2uh/zsxavv27cvw4cMxmUwsWLBAqqb1V+DQoUNMmzZNMiimT58uSYqkpKSgUqkIDQ3F2dmZzMxMqwNiz549CQoKYuHChezevVsyFGuisZcLWnXl71ohCJjMIg3cavNdCcQkteTkjY8wqZ8BdXcEj19QOM9CpOL8mwdUC+7u7jSzb8CryvbMb/003ra3lx2r1qp5fuZTrIlZRp9nulXbX0RRZPPmzfz000/MmzeP1v5t2Pj+Tj4YuoSrJ69VOT4jIwNBEAgLC8PW1pbs7Gyp9OeYMWMQRZGvv/6a1atX319P9l0giiLLly/n+vXreHt7884779zx8+3gYs/EL17i32c+4p3/TmDVxSWEdv8jXEUQBIKDg1EoFMTGxtaqD9aW1q1bs3DhQvZs3ccXH/y7Tu9/oEMDVoa/yuK2z/FVp5f4qN1zNNDWzuOVlZVVJ2VpraFQKBg+fHglb+vMmTP5/vvv6/TePiiMRqO02zF0qPWE4pu5dOlSFUeKKIqYdXsQswdAeSRKxe8JoGIZGKPp2GwRri63398FhUD79u3x8vIiLy+Pc+fOkZAqIIo1zU2Vd7nS9C6UmiorF5hFEBHAtjGdOnWidevWVdQNjGYTPyUcY9DeD/n08laKjZVLwVb6xN8VOPZnXGRO1AbyDCXoRSNmRIyYyNAVsDfjAiMPfMw31/dhMFfv9b0ZR0dHevbsCcC2bdtqdc69QDZYb8JSl33FihXk5ubSsmVLli5dek+8qrVFUPqgcP03gvv3CB7bUDhNk8TYraHT6e4qtvTy5cssWbKEd999l2bNqtexvBOysrJITEzE1ta2ioxV7zFdadzSF639H1mdWnsN7j6uPDW1ajB4bRg/fjyhoaHk5+ezYMGCO46lu5+cPn2aTz75BKPRyNChQ5k9e7aUZGEymUhPT8fW1hZ3d3dcXV3RaDRWYzCVSiXdunVh/PgxJCUlMXXqVI4ePVrjxP7xq8P418ju2GlsUKuU2KptaO3fgLXvPkNYU+ulSm8mLS2NgoICPDwbo3GfjsJtJYKqqdQe+ENu6+ZB2RJ3ZjabiY2NvWcJWT/88APx8fG8Pfkd/vP2D8wdtoSE6BTiopL4V8+ZzBvzKXkZFZ5AURQpLy/H0dERR0dHvL29KSwsJC8vD6VSybPPPstbb72FUqlk06ZNLFu27C9htG7bto29e/dKyhp1kcDj19yX7qM6W5URsre3x8/Pj9LSUq5cuVJn321ZcRlrZq7n/L+vs6h4kGgAACAASURBVHXePp5t8SoJl5Ju6xo6Uzmbk0+RVpaHQqGo1DZBEAj3CCLE5fZDv+71XGHxtj7zzDMA7Nixg9mzZ9/f3ZR7wNmzZykoKMDPz4/AwMAq74uiAXPxSszpbTDnvsiZk5slIwqoqLSXOxbyp1TzCSKiKOBoX5PBWv0zbGNjQ8uWLQkLC8PPz48S0xAKy6rfebR0A0u/OpQ7ik9SOlFgVFNmUlJqUnJd58yb1/vi5vmEVUfTmdwbPHnoU76I2UmuoZhNSScYtv8jNiefsvqZbm5uZGdnU2jUVZf/igjozOWsvr6PTUknpNej8hIZfegzBkbMZ096dJXxbMiQIQDs2bNHUnu538iFA36nqKiIhQsXsn37dgoKChg7diyTJk26L+U+s7OzSUxMpEOHDtUeIygbVJK+sIYolv9/9s47Oqpy/f6fc6amVxJSCIQeQm+CggiK16tcLygK2DugolgQEUEQr4qgiCiC4teKFRXFhvTeEmpCSEJISO91kmmn/P4YZiBk0gPe8ttrZbGYmXPOe6a87/M+z372Ju/MO/TrE4LW2KPZE2dqaiqrVq3ixRdfdCuN0RqUlZXVsgm9WG7EN8iHf0y/nuDwQI7tSESjEblr/kTmfjWT9h1b5rMtiiKDBw9m586dZGVlUVFRwdChQ9vidi4JkpOTWbhwIXa7nVtvvZUHH3ywVrlLEATOnj2Lt7c3ISEhSJJEXl6eK6i6EKotjgBxFp3brScyMoLR1z/J5i3b+f777+nSpYvbZkFRFIjt1J6JI/uiAlNGD2DmLSMJ8m1c07agoIDU1FQMBgMxMTF1snbJyckcPXqUDh06cPbsWfz9/V0TIICnpycmk4mSkhKsVitBQUFtuvCfPXuWX375hRdeeIFPXvuODe9tRLWfD1AUSeHsqRzy84vpMaALWqOjYcjf35/g4GBqamooKSkhJCTE1dAYHR1Nz5492bt3LykpKej1+laV8y41EhISWLp0Kaqq8vTTT9dxR7tU8PX1pbq6mpKSEux2O4GBga36bNNPnGVq/2dJ3JeCzWJHVVRqyiz8+uEmtHotvUc03JSoqipbChJ4/ND/sbMwie8y96Hx0DMopCsBvq3jDpaVlZGSktIkh7DWQBAE+vTpQ+/evUlMTOTUqVNs376dbt26/cdaCq9du5bMzEzGjx9fRyNVte5FLb3bIZ2HBVXKpl/3JIICtKAfhiBoUMseAftRajdB1YasiNRwK0HB7nS/BTD/6PiXCzPWRvD4p0uX1Wg0EhAQQEhICBpRBdteQHUFqLIsYpcgs/g6IqKG8+eff1JcXMzMm++lY+QYXkgRMEkSf5R2YptpAvMHPEaMn/uEwKTdb1Nmq0ZSHeORVQWbIrG/OJVr2/fBX1+7ubq4uJiKigrswUb2FacgqfVvEFVVZUBgNJ282jH/2LesPr2ZYlsVFsXO3qIUthUk0j+gEwF6x/wfEBDA8ePHyc3NJSgoyK3e66XG/8+w4gjUZs6cSVxcHN7e3sybN48pU6ZcVpeR1i7OqnUXSuF1/H3kcYy2l1BLJqLak5p8fGlpKStWrGDOnDku27a2QklJCYmJiQiCQO/evetVMBBFkb/dP5qvslfzVfZqJj03Hp2+dVqqfn5+zJ07F51Ox59//smWLVtadb5LhaysrFpNMBcKODshCAJarRabzaF96evriyAItegkilyKUjIFtfR+tGQhihKBxu/xtY9n+oN9mTFjBsuXL+fEiRP1jsXXy8jj/7yKa/rVtfB1h6KiIjIyMtDpdG43I4ArgHWO/WJNQ0EQiImJISAggKKiItLS0tosY6mqKqtWrWLq1KmIosjxgrMguTm3rLL/t3ju6z6DaQNmkX0y39X84MwMXxyI9+/f3yWf9umnn7Jnz542GXNbo6SkhFWrViHLMhMmTGjQl72tIYoiMTEx+Pn5kZ2VzQfzPuWzhd9iqbE2frAbnDp4GpvVju1CDVgVZLvCr//3Z6PHPxH3CYtOrKPcXo1FsWNVJDLaK9yfsMatFWxzcLkrcX369OHll192VZLmzp3LunXr/iOy/ReipqbGpX5wzTXX1HlerZh9TsrRkdkTBAW9ToGar8AWf+5FFhpTcBYEpd71R9D1RGi3DTxuBQyAB2i7IwR+jujzrNtj9H53crLgVaqsPUDwAIyk50YzbW40pSZH0O3MsAqCwNDgrnw54nkCfZ6iuzKZp4JH12u7CiDXU5HQCRokN+X8wYMHuzr5m/od+DXnMLuLTmG9QH/YLNs4VZnLu8l/oKoqNTU1VFVVuZIMGzdubNK52xr/0wGrqqr89ttvPPfccxQWFtKtWzeWL1/eRlqEzRtHa6BUvY1a9jiCmodBL4NaA1ICaskkVEvjE7iqqnz44Qc8NT2GYN08VFvbEPkVRSEtLY2EhATAwTtriqyGh5cRb/+2c6rq2rUrjz/+OAEBAbz77rukpqa22bnbAlVVVcyfP5+qqiqGDBnCjBkz6l34fH19MZvNSJKEwWAgICCAsrIyzGYzqnUfFN8I9njgfDCgEW2IlCFXvEJkZCQLFizgk08+4dChQ60ee1lZmavU26dPH2yKwM4TZ+pMtM5Azxn4uRPh1mg0xMbGEhAQQE5OTpt0lwNs376dLl260LlzZ4dAvbm63tfaS63IkkJuSgFfPL2eD2asRZZkTCYTgiC4LaEPGzaM++67D4B33nnn344vLUkSr732Gjk5OYwcOdLtZuhSQ6PRYMmRWHnXWn56ayNfL/6RO6Kmse3rPS2a/4R66p0mk4n8/PwGjz1RfhazXDsLJwkKNkkiz9w2zWGXExdLr3366acsWrSoQbm2fzfs3bsXm81G79696+EA18PRFXT1P1cHRtKyOyBq6+cYC6Ifot8ChOD1CP7LEIJ+rrdfBBxrZ1VNMGdKFyD4r0YI+oI/9v2d0nJdXcvXc//XihomdrmKbpogt70rrUFUVBRZWVkM9OtIiNEPD03j1uqyqtbbP2ax2zh8+DCHDh3iyJEjREdHo9frSU9Pb7NGyubgfzZgdWoqvv/++0iSxLhx41i8eHGjnYmXaiytgj2RugYDKmAD6Uyjhx899CX33ryBjgGrwLoNtfRulLKZqHLLZGNUVaWkpISjR4+SnZ2Nt7c3gwYNcluGlmWZDas2Mn3Qc+xZf/CSZQbGjBnDFVdcgSRJvPrqq/9WOpoff/wxxcXF9OjRg9mzZzeY2ff19UWSJNdi5JAFU5BLHqYq/3F+iAuluMp9BsFqMWO1WgkICGDBggWsW7eOvXv3tnjcFouFpKQkh15mTC9+OpDCuBc/4vk1vzJhwSfEpZznFDrvyckjrq/RR6PR0LNnT7y9vV2uNa3Fzp07GTduHKqqkpKSgiLL1NsrccHXT7JKHPz9CNmpDm6uj49PvZ/NhAkTuOKKK6ipqWH16tWtHnNbYs2aNSQnJ+Pv78/UqVP/En/639Zs4ZVJy6goqMRukbBbJKpKTSx9cCUfPPd5m13HPyCA1atXtywIFgQSExNaPYa/Irup0Wi4++67mT9/Pt7e3hw6dIg5c+bU1Q79N8W2bdsAxzwNjmRHQkICycnJnD59uknvaYN9Z0I7hMBP2LBjLLVVd+p5ubYLgnEMgtBwiFRVVYVOp8PPzw/BMAxB17eOFasTF96DUxPVZrO5qk5ux1FP4kJSZbfPCYLgsEE2SXw78ime6nmjS21FvGCTZxC0dPEJ5br2DTv3VVVVUV1dTbt27fDw8CAnJ8dFezp+/HiDx14K/E8GrKqq8tFHH7Fu3TpEUeTpp59m6tSpf5mVp9Oq8K+AYs+mV/gi2gUUcz7otYD1T9SS8c06l81mIzc3l7i4OBISEijOK2HXmjjeunUN+386XGfSObYjkQd6PskHsz7n9JF0Xr/7HZ64ci7pJ862zc1dhIcffpgePXpQXFzMkiVL/i3clpKSkti0aRNarZannnrKbTn9Qjg51c6ANTAwEC9PmY3HTYxbdhtv/XEV41fcwZqdA7FKF03MgkBiYiKyLOPj48NLL73EN99802hGyh0URSEpKQm73U77yI7cvXQdK3/eS43VjsUmkV1UwRPvrWfuxw4dXKePfH2UgAuh1WqJjY1Fp9ORkpJSr9ZsU2C1WqmqqqJ9+/akp6dTVlZGp9t6IMcYUQ3nf3P1LYcarQarxYIkSQ3y2QVBYNq0aXh4eLBv375WbQTaEtu2bePXX39Fq9XywgsvtJm+Y3NRlFWMtabuwmwz20iMTyI1NRWTydSkwKRdh2AUN68zehno0jsaT0/PFknZ6fV6Nm78s0W/BycEQfhLy/FDhgxh+fLlREZGkpGRwfPPP/9v34xVWlrKiRMn0Ol0XHmlgyeam5uL2WymoKCAnJwcbLZ65mrVDoKOsrIykrInYrEHoXJh85IR9CMh+DcE/UBXF31boaSkBLPZXEtB6GIHvfrWdq1Wi5eXV4Pflxdjb8Fba0AvOjb4Dp1qLZM7XkknL/eZ4uDgYIqLi9EIIuM7DOW30XP4dsRMpncfi0HU4SXomKjtxUz9cPTVMiIONZiLIQBGrZ4BAwbQq1cvgoIc1trOhrjk5ORG35+2xv9cwKqqKu+//z4//fQTWq3WZXn3V6M1AWt9ZQVVdZRsT58+zenTp0lPTyczM5Ps7Gzy8vIoLCxk395NKIoGoc6SLYFSee48KoqiIEkSNpsNq9WKyWSiqKiIs2fPcvLkSY4cOcK+fftITU3FYrFwZlc2797xOfu+j6cws5i3Hn6f6QOf4/QRR5m3JK+MOTe8Qm5aAZZqR5nYUm0l+eBpZgx7ocXvRUPQarU8//zz+Pn5cfToUb7//vtLcp2mQlVVvvrqK8LCwrjllluIiGi8E//igFUURd74/Sxv/XElJqsBi6TDYtfxye6BjH/nDqqtzsBQRBQ9qaqqIikpCVVV8fT05NFHH2X58uXNlsXJysqisrKS8PBwzKqWimoLZlvtMqvFJrHjWBrgCFAVRWmQEnAhjEYjPXv2RJZlTp061eIgoLS0lODgYHJzc8nKykKv1/PkDbdxxWc3YH8hEiVQg+IjNjgT1pzriK3PHceJ4OBgV7n9448/RpKaJhlzqZCbm+uyXZ06dWqbaSm3NTSiSG5uLvHx8ezbt48TJ06QlpbmUp2wWCzYbDbsdjuyLDNobF/e2r6Q6D5RGL0M6Aw6PH09eHDxHTz54cOMHTuWL7/8kqKiIvLz812ffUZGBmlpaYRr/TAItTP8OkGDCjwy5V6WL1/e4u/bv4Nlb0hICK+//jqdOnUiOzub559/nqKi1jnVXUocO3YMVVXp16+f6zdmtVqpqalh4MCBxMbGklH2JGZbKLLi2NCraFExYhbvISXd26GNWtMZk/57BJ9ncPFPg75ADPwIUePYqLX1hsLZLX8h1a2+DOuFUFWVsrIyrFYren39ZfsbIvrz8zWzmdBhKBpBYFhwN74d+RSP9bgBsZ7srzNgdcJba6STdwj3dr6G38fM4aeRs7gxahAWi4WTJ08SnGljkD7CZd4CoEdDrGc484dMctGgnNKKISEhaLVa4uLcKxVcSrSdwOZ/ABRFYcWKFWzevBmdTsfcuXMZNGjQXz0sSktLW2SZ5pQ52rGzmttv0iNgOy+loYqoqpasfH/Ka+oX+v3t558Z/JT7L76iKOzZtQtVVRv9kTu7qf39/SnPrGLda6tqNUVYqq2cOZ7B3Jte5ZvcD7HWWNHqtHWsNVVVxebG8aqtEBwczFNPPcWCBQtYu3Yt/fv3/8sW8l27dnHkyBECAwO57bbbmnSMXq938AEt57X40vIqUakdAFrsOgRBpazaAy+DBvSDMPgsJLi8iuLiYnJzc4mIiKBHjx7Exsayf/9+rrrqqiaNQZIksrOzMRgMdOnShcSzBfUpqNQaN5xvunJHCSg4W8RHc9YS3TeKW5/6B4GBgbRv3578/HxKS0sJCgpyvfasqYiVqX8yKLAzt3QYilZ0X+Yzm81otVrS0tIwGAz07t0bg8HA6wPvJKHz1bxy9fdYZTv2CcewV9tQlNrfc8kmIWhUsNMkfeMbbriBDRs2kJuby549e2rJ7lxOSJLE0qVLsVgsXH311fztb3+7LNetKjOh0Wrw9Gm6FnRAQCB9+vShpKQEk8lEWVlZo1lBURS5+93xJGxJIf90EVdOGYjR28Dhw44GnMzMTHbu3Om2gfQhoT/7Ndn8LqUgn9uo9xfbc7OxF552ER8fH9avX89NN93UYDDhDr6+vi3mMFtkO2bZSoC+9co0fn5+vPrqq8ybN4+0tDSef/55/vWvf7W5+ktbwNnj0LdvX9djHh4eeHp6YrVaCQ4OJjBwMqUl11JU/Clhvl9RXt2TM4WTsUp+6PXleHl50bNnz3MB7z2onlMAbZ0NhCiKbRqwOs+vKIqLanNxwOpuE5Ofn4/ZbCYsLKzRTY631sgzMeN4oscN6MTGQ7bg4OB6qwTeWiNowbdbN6KiosjJycFsNjNdjOB0VT5rTYepxs7s2PGMCO1Z61ij0YinpycajQatVktubi5lZWWX1Z7+fyZglWWZZcuWsWPHDgwGA/PmzWtQ1qWoqAhPT89GsyptgePHj3Pttdc26bVms5mSkhJKSkqorKzkhx9+IDp6HEfPBtIj7HM89A6LQRtDseifJbpHBFqt44cry7LrT1EUzpw5Q1hYGBpNmvuLnePZiKLo9s/T09P1d2HGrPRMEjq9tnYXL46Mr83612uhDhw4kHHjxvHLL7+wZMkS3nnnnVZp17YEqqry5ZdfAnDnnXc2+fqCIGAwGGoFrI0cAf7vIBqvAaBHD4mKigrOnj1LaGgoWq2WUaNG8cUXXzQ5YM3JyUGSJKKjoxvMIlwI58LvHPeF3xdztYW1r3zPj+/8hmyX2LchjvUr/mDmqkfod20vCgoKyMzMJDAwEJNkYVXqJn7OjsOuyOwvTuXLjN3M7X0LQ4LqultZLBZMJhOKotC9e/dalIve/h34etRMALIO5rD0oZWkxp/BbpFcGsBPfzgdj0Ad5bllTfqMNBoNkydPZvXq1Xz11VdcffXVf0nW7auvviI1NZXg4GAeeeSRSz4Gm9XO98s2sPaVH9BoRR5efBd/f+ha1yLef3Rvvl/2C5Jdxn5uDtDoNGi1GkbcMpTAwEBXWVVRFMxmMzU1NdTU1GC321EUxe3fsH8OdC2gF/47adIkkpKSuPrqqxFFEY1G4/oTBIGhssxd5io25B2mrzGcULwwmUyUl5czcOBAPvjgAzw8PAgMDCQoKIigoCDXXNgQAgMDqaysRJKkJhsyqKrK5vwTLDn5MzWyjUlRw3mw6xg8tQ3Tg6BhK24fHx/+9a9/8dJLL5GcnOwKWptSybmccCqW9O7d2/WYTqejpqbGNV+Iokhwu1CCgmdRU/MYqqaKYKEKrVZLcHAw3t7etb7jguC+gtPWlAAPDw8EQSA/P9/loHUxJcAJ5+POqqder2+WjXpTglVwJAOaUt0xGAy19G5jiOEfNFxt9vHxQVVVunbtSkJCAklJSS4ax+XA/0TAKkkSS5YsYe/evRiNRhYsWFBH5+1i/Pjjj4wYMaJeXUVVlcC2B3SDEcTWBbWpqalMmzatnuuomEwmiouLKSkpobra0eEsCILLmm7KlCn4+fmh090J1u0gBuCp74+71htVOgtqBYKuL9u2bWPQ0AmI+jKwn+Q8h1UA9Iheky6pVqMs/TXuLAUFBcTExBAfH09eXh4ffPABTzzxxGUdQ1JSEjk5OQQGBjZ5s+KEj48PJpMJWZYbaaDRQOAXiMYerke0Wi2dOnUiNTWVzMxMOnfuTGRkJHl5efWeRVUqUauWgXUrgs8zFBa2R6fTufQeg3w9scsKGtHhiuWEQSvT3t+RaXMGrO4oAa/c/hZHtyW4MuuyZMVSbeVfU5Yx54snadejHYWFhVgsFmYc/ZjTVXnYlHP+3LINs9nG0/Gf8s7g+xkQGF1r7MXFxVit1loBkTt06BHBc18/yh9rtxD37QlueuR6/v7gGDQaDadOncLT07NRfrETI0aM4LPPPiMnJ4cDBw4wbNiwJh3XVkhISOC7774DHI5BGRkZ9O3b95IFrSf3p7Dw1qXUVNZgPSdVtfrZz/hu6QZe/uk5OvbqQL9rYvkifSVr5qxly9pdCMCQvw/g0bfvp11kUK3ziaKIl5dXq5IFkZGRbNq0qUHXKW9vbx5rd1Otx2RZprq6moqKCg4cOMDYsWPJzs4mOzsbrVbrCl4DAwPr/e316NGD5OTkRtcYgAJLBc/Ef0ZWTQlm2bHB/zZzPz/lxLGwz21cFdKzwePfeust3n777Xo/Wy8vLxYtWsTChQtJTEx0Ba0XG7f8VSgpKSEvLw8PD49awZMzw36xKocgCK7vRkuyxW1NCYiMjKSsrIz09HRUVaVDhw6u81+8uZEkibS0NHJyclwSj02dU5oDm83W7MqAE6qqYrFY3FaTZNmhlmI2m+nWrRsJCQmcPHnysgas//UcVlVVefPNN9m7dy9eXl4OS8YmTCS5ubn1CjCr1j2oRWNRy59ALRqFUvMjagMCvQ2hsLCQwMDAOrtxu91OdnY28fHxHD58mMzMTKxWKyEhIcTExHDllVeSmJjIE088Qbt27dDr9QiCgGAcjaDvX3fMShVKxcuoxeNQS+5CKXuYrIx99IodiBD4JYL/2yCGAHrQ9kEIWofo+2KL7kkQQLK73+E5J9bQTu24+rbh6D30LhqDRiui99Bz57xbW3TdpkCWZTIyMhBFkVmzZqHT6di0adNlb5LZtGkT4LCQbW7Xtkajobq62lVe7+DGUtWgE9DrvAjw61TneOdE72xmEgQBf39/ysrKar1OVVWU6q9Ri64B8zpQ8lAq5tGj3WxCg4pd4w4P8mPd/Hu4omcHjDrQiDIGrcRdw4/w2YOrUUrvx9PgWIDcqQSUFZS7pYEICFSWVLlKTuXl5ZTZql3B6oXQihoq7XXdVyRJQpKkc2oKDcNisdD1io4s2f4S4x4Z67q/qqoqZFlucjZZq9Xyz3/+E3C4EF1OmEwm3nzzTVRVZdKkScTExFBeXn5JG2/Wv/MbpXllLi46OChAuWn5bF67y/WYb5APT38wjZVxi1m2axEvrXu2TrDaVtBqtfj5+TW7PK/RaPD19eX222+nvLyc2NhYl7ORXq+noKCAkydPsn//flej2MXo169fkzuodxeeIr26yBWsAlgVO5V2Mx+lbWv0eF9f30blhTw8PFiwYAH9+vWjvLycOXPmUFBQ0KTxXWo46QC9evVy/d6c3GNvb+82cWK7EG0dsGq1Wnr06IGHhwfp6enExcVRWVlZq5FaVVVsNhuJiYkUFBTg5eXFgAED2vzenGiMF9sQysrKeO6551xaruCoeOTn5xMXF0d1dTVhYWEMHDgQgMTExDYZc1PxXx+wfv/99+zevRsPDw9eeeUVevTo0egxkiRRVlZWizPnhFI2DbXsUVByHP7EaiVULUQtuRlVbb5d2ZYtW1yuKE4itnNCTEtLw2KxEBoaSt++fRk+fDgxMTGEhIRQXl5OSUlJk9wmVNtR1KJRYP4Ohz6nBdW6m0cn/0aAx9bzgW67rQhB3yAEfYega/x9qg89hnZl9JQRjmBUdPxo9R56vP29ePL9RwDHwjD70xks3/0KXfpHI2pEBl7XlzUJb3HvgkktvnZjyMnJwWq1EhUVRbdu3bj//vsBWLFixWXrpjWbzezevRuA6667rtnHO0vTTsL/d/Pu4cG/DUavEdGKAgadlokjB7Bh0QP4eNTdwQuCgF6vr5Xl7NKlC2fOXCSBJiVA1augmnDqugqY8TLkEOX7r1ovjQj2Y8VDIm/f8Tu3DU7k+8e/ZPqYQxh11WDbR3vP5UBdSoCqqqhKwxJj/v7+AC3S/TMajU0uATrf14xTma5FTVGUFtkdX3PNNYiiyNGjRy+rhNqqVasoLi6me/fuTJ482UXbOHPmzCVTxWhw+XfzZMeYSLoNrGu92dbo06ePKyC6GKpSg2L6GNV21O3zgiBw/fXXs2nTJvz8/OjcuTNDhgxhyJAhREdHo9PpXI1i8fHxLpoMOLiY+/fvb3LTXWsW4d69ezdoAuKE0Whk/vz59O/fn8rKSl599VVXteOvRGJiIuHh4S6Xx+rqak6fPo2Xlxe9evVyBX2FhYWsWLGi1TJ3TenHaC48PT0ZMGAA4eHhWCwWCgoKXI5nJ06cIC8vj6qqKux2O1FRUQwYMOCSOmjabLYWZ24DAwNZtGgRP//8M//3f/9Hfn4+8fHxZGVlYbfb6dixI926daNnz56u3oCqqtaZbTQH/9UB65EjR/jss88AeOaZZ+jatWuTjktOTq4/ELRup47mqVoDUhbIzdu1lpaWcuDAAcaMGUNhYSHx8fEcP36coqIivL296d69O8OGDaNnz54EBATUyvD8/vvv3HjjjU27kO2QI7i+QExeQHY4hVh+P/+YoEfQxba6dKjT63jmw+m8e+A1eg7thkYrcvOjf2Pt2fcZddvwWq/tOiCalXGL+fzMe7z621zCoi+draDNZiMzMxODweDicY0bN46BAwdiMpn45JNPLtm1L8Tu3buxWCzExsa6Oi+bA+dk55wodFoNN/SLYsGE/tw1ui/fvHg3z9w2Cm83wSo4duA2m63WxB0cHFw3YFdt54S5a0MQQBTccJFVG4M75fPs3/fQ3u9CcX4FjejIIF0oa6VKGQ7pNNl9U6BTushoNKLX6xuUt3IncwSOxaSmpqZJi7NSDd/O/ZVnhi9gav9nSY5Lo6amBkVRmp0N8fPzY8CAAciyfNncr44fP86OHTvQ6/U8++yzaLVajEYjERER1NTUtEquqT7E/XmM04cb13r+K9C5c2cyMjJqPaaqCkrNescG3vQWauk9KGWPo8p135vRo0ezY8eOWgoanp6eREVFMWTIEPr160doaCg1NTWcPn2aAwcOkJ6ejsFgYPjwtELCnAAAIABJREFU4fz+++91ztnW6N+/P0ePug+6L4Zer+f5558nLCyMM2fO8O677/6lElyqqhIfH09ubi4xMQ473ZKSEmpqaoiMjMTDw4PKykrWrFnD4sWLGT58eIMUj6bAbrdfEvlKrVZLt27duOKKK/Dz83Nli0tLSxFFEQ8PD2JjY4mMjKy1jp+qyMEs1a/D2hK0hhIAjgTBiy++iNls5qmnniI7O5ugoCCGDh1Kp06dEAQBo9FI7969XZ/h5cJ/bcBaUFDAG2+8gaqqTJ48uVnezkePHmXAgAHNu2AjAsMXQ5ZlVq5cyXXXXcfRo0dJSkrCbDa7dpsDBgwgLCzMLXFflmUOHjzIiBEjmjfGy4zo3lEs3/MKP1V8xtQl99TbOSwIAiEd2tYO1h3Onj2LLMtER0e7JhSnfqZOp2Pbtm0kJTXdzral2Lx5MwBjx45t0fE+Pj4uDrMT5eXleGhh+j9HEhXi3+Dx2dnZALUqCO4oAQ2jeZsa5yboQkqAWv0pSEncfH8hBg8Zre58BtDoKRDY3p/+ox2NGF5eXgiCwKSOwzGIWjQXTF0eGj3tjf7E+neoc93g4GBkWSY3N7fBxfmLV9YxbcBznD5wFkVWST+RydOj5rP47hUostIiFQ+n/enOnTubfWxzIUkSq1atAmDSpEm1KBBRUVHodDoyMjLaTGorOzWPWdctZMEtS8hOdc9/1hl1ePpc3mbGC+Hl5eWqQjihlj8GVQtArcBZbcK6FbXob6j2lFqvNRqN9O/f3618j5NG07NnT4YPH07Xrl3RarVkZmZy4MABevfuze+//05OTv0KLQCeWr1b1y6doHF0dDeCrl27kpqa2uTA08vLi7lz52I0Gtm+fTsbNmxo0nGXAvn5+RQWFuLj4+Pir1qtVkRR5OTJk7z99tvMnj2brl27snTpUgYPHlxvMiWnuIL41GxXBvVQcha5JXUrG5IktVnAqsolqNadteiAer0ePz8//Pz86NWrFyNHjiQsLKwOBz7DVMjUAx/w0IHV3LzjDTbmHmuzzUNTKAGyJLP/l3iqyhyUltL8Mg5tPEpGVSFHis9w9OhRevfuzZQpU9iyZQv5+fl1zunMireFY2JT8V/ZdGW1Wlm6dCkmk4khQ4Zwxx13NOv448ePc/PNN1+i0UFlZSVvvPEGnp6e+Pj4YLPZ6NChAxEREU1K5ScnJ9OjR48md6H+lRAEAUM9mb7LiZqaGvLy8vD29q7jZhYWFsatt97K119/zapVq1i2bFmT+YrNRXV1NUlJSWg0mhaT1bVaLb6+vlRVVbl202arjUPppXTrbSY8qP4J2Wq1kpeXh6enZy3JH39/fzd8JMEhzO0G7hcOgfoKxIKoAaSLjAMcr/3b5DKGjKli9Uvh7PnDD61O5YH5Efxj5ttotI6NhSiKVFVVMbn/SEaHxrLk5M8cLEnDIGp5uuc4/h7R360uoa+vrys7W1hYWC8v/YuX19VpArSZbcT/cZwBt8TgN6L5gvvDhg1Dr9eTmJhIcXGxW4mltsKvv/5KVlYWYWFhjB9f2/BDq9XSsWNHTp8+TVZWFtHR0fWcpWnIPJXDo4Oew26TUOS6NAOtXotGq+GOFyZw69P/aNW1WgNndr0W7EmOilgtSCAYQc4CXe3K2lVXXcWff/7ZYMJDq9USERFBWFgYRUVFZGZmUlJSwqhRo3j99de5//77XZy/i3F9WD9qJCvvJm/ErkjYVQW9qOH6sH7M6HFDo/eo0WgICwtzydQ1BR07duTJJ59k8eLFfPTRR3Tr1s2V4bycOHbMYQF+YUNg165dEQSBl19+me7duzNx4kRCQkIoKSkhKCiozrxTbbHxwa/7+HbHMQRBoFNoIIqikFlUjqrClDEDePjvV+BhcMyJzc2wWiwWEhIS8Pb2pn379ueMN+yOzXb1u44pTBMBfq+6ekec1BuNRoMoinXGvCplE2szdmFXZBRUbIrEq4k/8ln6TpbGTqa6uILS0lJ69erVIupAYxnWo9sSeOvh9ynNr0AUBfqOjuXI5uNIqoLUXottZns69QznsY7X8o+rr+a6665j0aJFKIpSK0k2ePBg1qxZw+HDh1EU5ZKtmRfi3z/iaQFWr15Nfn4+3bt355lnnmlWibu6utrlBOQWYtA5Qf0LS4xaUBUQG87CKIrCwYMHWbZsGSNGjGDQoEFEREQQHh7erB9RXFyca3fTJGjCgLqey3ZJh87j36Nb9EKkJ2TyzqMfotVpmPHew0T1bL0My5kzZ1BVlc6dO7v9PkycOJEtW7Zw5swZ/vjjj6bTLZqJxMREVFWle/fuTdL1rA/t27cnOTmZgoICUkusvPzFHsw2ie8Pf8odYwbw0AWTtBOKopB2+ihhfr8SEDqu1vvgNsOq6wMe48H8I2AHFBRVj6xoEXzmU2dKNI4F6xaw7gPOyW4JHiD4o3rNBv5Vr9NVYIjEnPczyU7T4xck4xPWB1F7vhnNarW65NnCPAJ4a9C9pFUVEObh36D8j9FoxGAwIIoi6enp+Pn5NYuPKmgEAoOCWlRi8/T0ZNCgQezbt4+4uDhuuKHxAKQlKCsrY+3atYDDzc3dWMPCwsjJySE7O5vw8PBWdSeX5Zej1WuxmuuWMrU6DVdPHMbUpfcQ2P7y6TO6g06na9D2sino3r077733XpPcCEVRJDQ01BVg+fj4YDAYeOONNxg9ejR33303np61tVs0gsitUcO4PqwfK1P+5Gx1EU/HjKOrT9M74Pv378+xY8eaJVc1YsQIUlNTOXjwIK+99hrvvPOOiyt+ueAMWPv3P98knJ+fzyeffMKsWbPo0KEDOTk5lJWVUVyUR2TwAfyDuuMfcguiKJKSXcTDy77DZpex2h1r26ms2hzXr7ce4cfdJ/jomdvpHBbU7ID1xIkTVFdXU11dTUFBAe2CoEe7FxHUSlzUQPk0auk9qB4TEP0WNup09X3WAaxK7UqHWbaRZSri98O76aJxBN1HjhzhqquuanYg2BCH9V93vM2+n+Ncah4ABzacL+kLGTKG5zLJvKGCWY+W84ynjfEdhjB//nxeffVVPDw8XNr1zk1aXl4eycnJl2XT819HCdiyZQubNm2ipqaGGTNmNFsaJT4+vkEpJyH4d/CYCBhwZJREQAXPO0Co/1plZWV8/PHHLF26lMmTJ7u8xzt27NjsEsWxY8eaJTcleIxDCPgANB0cAQQGFNWbrYdGIPjOb9a1LyUqS6t486GVPH7FHBL3JHN8x0mmD5zFisfXUF1R3fgJ6kFZWZlrh16fyLHBYOChhx4C4PPPP79kjTLO7uELRbJbgnbt2qHRaJj3xVbmffw7lWY7dlnFapf4cusRbpq7hqKK8x3MsmSjIOMduvo/TKd2GwhQH0Upn4UqO7qo/f396zQ1CYIO0e9lhOAfQdcf0GBmPPEZS8gtrTt+QQxADFgNAWtA0wkwgvdMhHab0Xk6MlROSoBOpwPBwMV75sguNnz8hXPPOVBWVobdbnf4dV8w+XfxCW1Uq1Kn0yFJEl27dsVqtXLy5El25CTwVtIvFFqa5rNenxxWekIm7zy+htNH0+s91vk5t8QqtKn45JNPMJvNrqYgdxBFkejoaBRFIT29/vG2Fp6+nsz54sk2D1btNnuzm8aKiopandUWRZGoqKg6XNiGIAgCwcHBDBgwgFGjRjFr1ixOnDjBnDlzSE1NdXsfPjoPZsf+k5VDH6KTVzvkZqjODBgwgIMHDzb59U7cc889ro3q5baqVlXVFbA617KKigoWL17M/fffT58+ffD39yc2NpbBfWsY1m0eHQK+xEdZgClrHOXFh0jIyD8XrNZPc7HYJWx2icQMB0e5uQGrU/d64MCBhISEYDcnIUsV1OljOWdnDk1zunIHVVXJ0dewz68Yja+H6/rNRUOUgIuD1YshAIJNRbu7Cqsisa3A0bTo4eHBc88955Lrc8I531wuWsB/VcB69uxZlxXhtGnT6NSpU7OOV1WVDRs2NJgJEURfR5Dn9QCgOfcnQ82XqEWjUS21pUicchZLlixh3759LFy4kJtvvpnIyMhmyxmBg06g1+ubnZ0TDMMQgjeC92zwehDJfxPb9vkhNJN7eynx6UvfsvnzndjMtnN2sA7Xq98+3Mw3b/zUonOqqsqZM2cQBKGWzp87DB8+nP79+2MymVwZq7aGs6O3tQGrRqPB29ublLwKzLbaE7bVLiHJCrnFjqDbZDJRnXMbwcaP0Gos5xqmLGD5DbX4WlTJoTFZ34IlaLsiBH6FEHoEr9CXMRgDyczMpLCwEFmWkSSJ8vJy0tPTOXToEIkpHiQXL0MIjUP0uh9B0CEIgoO3es7mV6vVIng/Ch4TUFUDqiqgqAKKqsfCDUj6h126fykpKdhsthaVsp0TflhYGF4d27G0eCtzT3zDd2f3M3HnW3yQuhmLbK+laHEhZLtCu9DaQU9lyfmN1a+r/mTmVS/y+j0rKCusGwA7JfQulfxLSkoKW7duRavV8vDDDzf42uDgYPz8/CgoKGh1Z+/lataR7BLr3trAhID7eKTfsyQdSG3ysXl5eXXlzPRDz23aaz3o+Efr/vs1cODAJjc2XQhBEAgICGDQoEEsWLCATp06MX/+fDZt2uSWL66qKpvyjnPjttcYt+11dhScbNL77LzH5gTV4JhDZs2ahZ+fH8ePH+err75q1vGtQUpKClVVVYSEhNC+fXtsNhuvvfYa9913H126nDcAUSrfQFf9LFqxGI1oQyPa8NSn4WW7j5rKI01j0l8Q9DU3YPX09MRms6HVaomJiSE6SkYUGs7aXxyw6nQ6dDpdo/bXNmQ21iTzc8FRXij6ld1kIanN1yo3GAyXhC7o4+PDU089xdKlS11UG2fAunfv3ssyJ/z7RCuthMVi4fXXX8dms3Httde2SC7o0KFDRERENN6JKGdC9UeAhKNUCmAGpRi1/HHg3G4pJ4cdO3awZMkSfH19Wb58ObGxsS0KVJ3Izs5udiDuhCBoEb3uQPSZidEjCIvF8pd2iV4Ma40VyV73ByrZZbflx6agoKAAk8nkIr43BEEQXK5Af/75Z6slVC5GVVUV6enpaLVaevZsWBC8KWioc11RFYqKikhKSuLw4cMYtJloxIt31nZAA0peoyYEgiAgCEZEUaR79+4YjUaSkpLYvXs3e/bs4dixY5SUlGC32zGZTBQWFlNZWTsLYTAYUBQFVVXR6XQIoh+q98ucyJlPpbkL1dZuJOS8xKHkf7LvwEl2795NXFycKzvYGiH5DFMhT6V8zRmlDBsyMgoWxc5nZ3Zy764VTP3wDjrEhqH3cCxmRi8DAeF+3Pf2xFrKFZJd4t7uM9iydjc2s8PK1Wq2sePbvdzXfQaWi7IXHTt2xMvLi8LCwlr+3m0Fp1va+PHjG9WaFQTBFQykpaW1+LcfFROBl68nRq/a2W2Dp54RE4a26JzucGJXEvd0fZxPX/oGq9nG2cQsZo1ZwKLb32pSxSUnJ6eOuLzo/waC/zsgtgcc1SY8bkVotw1B635D26lTJ7Kyslp1L8HBwTzxxBM8+OCDfPjhh/z4448kJSW51CvOVhdzz773eCXhB8rtNZTYTMw//i0P7l9Fbk3jzZATJ07kyy+/bPZnGhgYyKxZsxAEgW+++YYjR4606P6ai127HPq8w4cPRxAEPvvsM0aMGFGLHgCAlMjF2UxRUBEEBVPlWdSGRdXqwNvbu1nrrzMWKC1KRCl7FG/1fUSx4Uy0k+/qDFhVVcVut7s+G3+9Fzqh7hhUwKZISKqMDZnfak4xM/7TJo/VCUVRGlRUaQ06derEzTffzJo1awCHdFxgYCA5OTn1Ssi1Jf5rAtbPP/+c7OxsoqKimDZtWrNT6SX5W/nlpw9dupwNQ3Ir9+OAQnV1NYcPH2b79u18+OGHTJkyhdmzZ7eJzWtOTk6bWes5GzH+WyHLsitAbKoFXocOHRg1ahSSJLncgtoKCQkJqKpKz549WyU74kRDO3ZFUcjOyaawsBAvL69GJ+nGXbPOw8fHhz59+hAaGkq7du0ICQlx6doOGzaMPr1C6Rm2Cr1pIqr1gOs4nU7nyrA6sxzl5eVUVIdQqXkfv06/0L3XTXTp0sV17nbt2tGlSxeX7eHFY/5l9Z/c2Wk6ny/6Dpul/k1NidWETtSiXLTA2VSJAksFPu09eeGHJ5j71Uy6DerMw4vv4smvH6DL4I61ggC7TcJcZXHZizoh2SQkm4SlurZlriiKLm5XW2dZk5OTiY+Px2g0cssttzTpGB8fHwx4kLDnVIs97wNC/fn09Arueel2jF4GjJ4GOvQI5/WN83jqA/eOfS3Be098RFFWSS1DAqvZxv5f49m3oXEpnRMnTrh1KhQMoxDabUHwW4AQ/COi30IEsf6muoiIiEa7/ZsCjUbDddddx/Lly9m7dy/fffcdBw8eJDc3l8/O7CC5MreWgYBZtpFYkcW3mY2bmvTu3Rs/Pz9++eWXZo+rX79+3HHHHaiqyvLlyy9ZsOOEqqouHeqRI0dy4sQJsrKyuOmmmxo58jwEQSDYW240QBcARVEJCXBYipaXlzcrNnCa+oTqHjonaVnfHGME0SFRWFZWRn5+vitgdc6rzvl6zRVTGR3QAx2iw1NS0LjNFFtVibwmbFYuRocOHTh79qzb54IjAjF4NLz2qAYBpb0Oo0ZHpGddLfprrrmGqqoq4uPj0Wg0XH/99QBs3Lix2WNtLv4rmq5SUlLYsGEDoijyzDPP1NtUIcsyycnJnDx5EqvVik6no3NHHRG+HxLgfYb5j2sRxY9Q1ekIdcpGTYOqOniwu3fv5syZM7z55ptuF9uWIjs7u/mSW/XgyiuvZO/evXTr1q1Zx5UVlBP35zGunjisTRUA3JVkm/JcfcjKysJms9G5c+dmBYiTJk1ix44dbN68mdtuu62OqkBLkZrqKGc2xWlNVhR+2pPIO+t30bdzOM9PHkN40PmmPovFQmFhIeEBnuSVm2vRAnQaEUEQGdI3lq5RYY7MZoHQoMK7oijNyjx4eHjUyRKrqg21eiUe5g8w+tgRBRm17BFU/VAEvwXo9XqXB7wzYFUUBU9PT45bcpmx/Rv8dB680PsWYiIbzkCf2JXE0gdWUprvcFj6ZvFP/PzeRp58/2FGTKjb0d1QJkar1XLllVei1Wrp0qULV97syBKmp6eTmZlJQUFBi2wgnYiNjSUuLo6TJ08yatSoFp/nYjhLuDfffHOTdGKtZivfvPET37zxE4qisPPjg7z4xdNE9Yxs9rV1eh23PXszY+8dRfKhNIbc0L/Nu4QVxf1nptGIjQYqTtvj+qhTgqADjwlNGofRaHQZXrQFIiIieP/993nvvff49NNPmTBhAmW+7gMTlabTLx555BFee+01jqYl4T8wmqgqI5Wl5eh0OsLDwxt0V7r99ts5ePAgqampfP7550ydOrWlt9cokpKSKCkpoV27dkRGRvLCCy8wb968ZgWSAjC4s8rM63vxw9E8ckoqkSQZBFwyYRqNQId2Acy/ayy9OoZSWlpabw9DfdBoNAwdOhSxxH0Qr6qgqDqqlEkEhD4L1FYJgPPUAGfAai03MdbcgUE+Iewx5NPeM4Bfcw5TLbeNkUNMTAzr1q1zuwF4P34xa1/5nvUrfkeySWh0GvRGPTU1Zkf1SyMg3dEO7cQQZsf+k7+F1e2VEQSBRx99lJdeeomePXsyduxY9uzZw9GjR6murm6TxFx9+I/PsEqSxIoVK1BVlfHjx7vlKVZVVbFy5UpmzpzJtm3bCA4Opnv37gyMOUnfyLm08zuDXqc4uCnVn6AWjqqjyVcbmnrlflTVke318vLi/fffb9NgFdo2wzpo0CAOHz7c5AnRbrPz9eL13N3lcd6Z/iF3dnqUHd/tazNawcSn/0Gn2A61So1GLwNdB0Tzj2nXN+tcVquV7Oxsl3B6cxAZGXlJsqzOsmJjPt7Hz+Rx68JPeXPdDiprrOw/eZZbF37K8h93YZdkbDYbJ06cQJZl3nv0ZmZMGIGnQYdeq8Gg03L9oO5sWPQgsd06ne8W1Q92w90zACJoOjTJetQuy5RWNpB9sfyGavoAAQui4Mz+msG2G7V8NgaDoU6GtRQLb5ZtZ3H6b+RbykmpyuORA6t58dg3lFurKc517z723HULyU3Ld2XfrDVWygsr+NeUt+sco9frkSSp3u+pk197MSIiItBqtaSmptbiHNYX/NZ3fmcZvrVl5QtxYXb1Yhkrd8hKzuGu6Mf4dsnP2Mw2JKtExtFspg18jm/eWN/icfi38+OKGwdeFkmb5mD37t1t6nHu7e3dpo4+Op2OmTNn8tBDD7F27do2oR8pIkTcMYKNMVV8VX2U5Zp4rJ19iYqKIjc3l0WLFjFnzhy3WtOiKDJjxgxEUeTXX38lOTm51eOpDwcOOKouI0aM4KOPPmL8+PH1N8fprwSM1NZ91gE6FE0MYb56vpxzJ3PvuJa7xw5i8xvT2Pj6PUwZIfHiuI2sfeQHYsIdlYTMzEwiI1uwOWuI8ypoSSmcS8KZkVRWOjY1zsDUGbBemGE1m82kpKSg0+m4YeBIlg6+h4GB0c2mNjSEqKgoMjMzaz1mlmxU2Grw8PbgodfvYk3iMsZNu55Xf5/LqqTF3LbgRq6/bxT3757GnXNu4eexz3NDeP96NxEBAQHceuutfPTRR4SEhBAQEEBFRcUlN0n5j8+wrl+/noyMDEJDQ+voraqqytatW1m/fj2TJk1i+vTptT4ApXgx1BHStjiiTvvhOpp8Lmg6gveT53TYHDxWWdFjlzSsWhvBAw88wPDhw90f20o0pOcoyzKyLLuyZU4ZoPqg1+vp1asX+/bta3Ryr66o5qE+z2AqM7m6DC01VpY+8B4b3t/I0q0LWnxPTnSMiWT1saVs+WIXK5/6GFEj8sS7D3H1bcObTfHIyMhAlmV69OiBKIpYzVZ+ePtX/EP8uP6+axrNJl6KLKtTsL+xSfPFj38nu/h8A4+kKEiKwjfbj9K/cxhe9nJqamqIjo4mNDSEyaEh/H1IDOt2HeOq2Gh6dqg7VsF/JVg3oVa+5LB0QgXPuxG8H0MQvVCU4gbfk70nM1j0xSZKKmu4eVgMg9trORZ/CJPJRHh4OA888ADYTIiKglXSUlDhTXQ7p+qADGoNOl2QK8PqDBD/L3sn6UqZa7pWwdGdeiCOtAd2U3q8kAFjejN12T2cyTuNoihERka65TqDQwP04nK90WgkTOuHt87o4K7K5583iDpGh7rPeOv1epf1ZWJiIn369MHHx4dew7pz+kh6rVK10ctAVEwk3v51swvODVNblJWdaG529dSB01iqLbU6hFVFxW6xs+nzHUx6rvGg93LD2QinXpRpVRQFvaH+IMJisbB7926WLFnS6DVkWcZutyMIAhqNBo1G43aucdIC2oJ7fiGGDRtGt27duG/d6wgeOtSL4n6tIKLXNN4kVG6rZsrud6iWLNhUR6bRhI3Pa44wIKATb0++j8mTJ5OXl8fq1asJCgrivvvuq/XdiY6O5pZbbmHdunWsWLGCt99+u82bd2RZZuvWrXh6ehIQEEBBQQHXXHNNva8XvaeiGkagVrwAUgagguEaBN+5SJUV6PUlKIrMjUMdtBvVshXV9DwzRlkAC8gCaskkVOPfOXa0C/37D2rT+xHQ0KnzIEwJyWSc2U9sn2vrDVglSeL06dPIskzPnj1d2f8evuF4aPQoqopFsZ87r4Be1DA2rOHm3BJrFVZZItzzfOZYFEUCAgIoLi4mMCiQX3IO8/ap37ArEvd2HsXd0VfTvlMIj694EHD0eXQb3omYB2Katc5dffXV7N69m/j4eMaMGcPx48fZtm2biyJwKfAfHbDm5eW5Ju7HHnuslvaYLMusWLECnU7H66+/3sw0dcPBkSAICN4Po3pMwFa6CI19M7viuvDr9khemPtyLQehtsbFeoBms5mSkhKKi4tRVbWWHJMoihgMBvR6PQaDAYPBgK+vL/7+/q6J6LbbbuOVV15xkd/rQ3FOKdUV1bUWaQBLtZWEPafa7P5EUWTsPaMYNelKBMFRemwuqqqqyM/LJ2VnOrtXH6HX8O6sfeV7LNUWR3PBGz/xzJrp9BlZv26cM8u6fft2vvvuOx577LHW3BaSJJGXl4cgCI1mfCU3YuwAGlEkLe0MXYIMdOzYsVam1s/LyIM31C9uLggCGK8Hwygw/wL6IQja88fXx2GtqLYw64MNJGTkYzlHO/hx9wl+FgVuH9KZe27pT2FhIRUVFZQXZJGU04VlG4dhsWu5oksWs2/cTXs/h7yWuwyrTZFq5xZUFeN7heg3V1EsqaDAka0nmD7gOSKGBzPo9lgOHz7c4Pt3MYxGIx6yyI9XP8s3Z/fywektqKpKew9/Xux9C30D6uc3+/n5uYLWEydO0LdvX97a8TJ71h9k+fQPsZgs6D31DW6sgoOD0el0lJaWYjabW6W/C83PrrpQz+87KzmXA78d5oob3Yvb/1V4/vMnWPbwKlLi07BUW9HoNGh1GiY9N54rx7uX7wL47bffuPbaa13UMEVRMJlMVFRUYDabsVqtrr8Lnb+MRiOCIBAUFERQUBC+vr6uzHFoaCiFhYVtHrCCw3Huk3vn8+Tv75GqK0fViAgC6EUtfwvrz93RVzd6jjxzORbF5gp4nDDLNg6XnZcxCwsL46WXXmLPnj28+OKLLqtWJ6ZMmcKePXs4e/YsP/zwA7fffnvb3SgOXnF5eTnh4eFs376dBQsWNJqMEHSxELQerFtBDEbQO8vUFXUsptXKl0C9UJ5PBaxg2Yi5sg99+txX69yqqoJtP2i7I2gaWLeNE8Hyi+NcrhnLA3T98GADg6I/QVVVqvLGodU41siLOazOpsvw8PBaSacIz0DWj5rFFxm7+DRtBwCdfUKZ23sC3XzcN1JaZTtfpO/i0zM7UFH5R8Qgpne/Hh+dY24ZOHAgG+N2sd4rg0LGILl8AAAgAElEQVRLhYsb/dmZnazL3M9r/e9gQKBDFcNJl2uuZrEgCEyfPp2FCxfyyiuvoNfrSUhIoLCwsM1odBfjPzZgVVWVlStXYrPZGD16dC1ep6IoLF26lOjo6Db/wV2I8koNu/dfx7p15YwYMYIlSx+8LKWxqqoqV5BaXe3olhVFET8/P0JDQ9FoNMiy7PKMr6qqoqLifMZOo9Hg4eFBQEAA/v7+dO3ale3btzN69OgGr+vOQvBSoaEMSkNQFIVN67by3cu/UlVUg7XGyvava5cpclLzmHPDKzz94TTG3DGy3nO1ZZY1Pz8fWZYJCQlpsWi7LMuYLWY6dOja5CayiyEIBvC81e253QWscSlZnDiTh/UCFyhVEJFU2JhYyNAueej1eg4dTeDDnQaKKq/CbHd8dntPR3Hru1N4dMx+7hwpuDisTpUAt+Mrk9H/WYlwQeFDkVWQVTJ3FTLlhVvw9vVisxDnlpMr2+U6C6DRaHQYD4ga7oweyY0RA0iqyGFYcDe37lgXw9/fn969e5OQkOAKWkdMuIKhfx9A3J/HGHhdX4ye9X+moigSFhZGZmYmubm5tWR7WoLmZlcbgyIpLLr9Te6aN5HJs5vG67wciOwWxpvbF3Lgt8OsfPJjOvfryGPL7yc4ov7AwmQysXnzZl5++WWX6LzVasVkOq9JLAiO76Knpyd6vd71vZQkicrKSrKzs8nOzkan0xEYGOgKLi6lTmmQ0YcvJjzPz3HbWHLqF3y9vHm6242MiR3aIi3OhiAIAiNGjCA8PJzXXnuN2bNnuzbRer2eRx99lHnz5vH111+7XtdW2L59O+Dovu/atSuenp6YTCY8PT0bXDsdG+5raz1mtVpdmfHzcF9aV9Dg6eFRa+5V7SfPZW7PgCCgej2O4HUvglC330H0fxXVPuXc69NBDHZIW5reA/tRB51QAG9+4eUnFF5ded5W3Tm+vLw8QkJC3Kr8GDQ6Huwyhn9GDCajuohBge4NbgCSK3N5Mu4TaiSra4Pyc048v+cdZVHfSYwI6clVV13FE+uWkdmpNoXJ8v/Ye+/wqMo0/vtzpk8y6ZUkhJAQQgkdBKUJCIKiUkREZdcV1ra6q6srrmXXvi7u2taCdXVBXV2lC4I0QaRDgBTSCOlt0mYm08857x/DHDKkECC+78/r936vKxcXyZkzZ84853m+z31/7+8teXC6Paws2a0QVv/Grr6+nsTExIsuShszZgw//fQTY8eOZc+ePRw4cIAbbvh5Otz9Ygnrzp07ycrKIiQkhCVLlgT8bdOmTfTu3fvCZFWTBN5C2psAA6quyUlDQwNfffUV27dv59FHH2XcuHEX+Qm6D0mSaGlpoaGhgZqaGiXCpNFoiI2NJSoqSqlm7AiyLOP1enE6nTQ3N9Pa2orZbMZmsymtGt966y28Xi9RUVHo9XolPeb/qa01d0urKssSsmOdTy5hnIcQvNRHktqgtbUVh8Pxs7Sq/GHDXj647wu87gt43jk9VJd0rRtrG2Vds2bNZRUi+OUA3dE0q9UdT9yiJBMTHU3fvn17fBHriLBarVa+/fZbPF4vPr/hQOgNBlJTU6msrKSy2UmdRYPTc+66REmNKMEXB0Zwx/XXotNtbhdh1Z6tkA0YWWoBvO3HmkqlYvjwYeQX5nP9w1PY/t5PiF4Rj8sLKlCpVcz87RTi+gTa0jkcjoBCzAidiatiMi7q/kRERDBo0CByc3MV0moymbjqxs4jfW2RmJhIWVkZlZWVl0VYi4qKLim6GpUQ0WEbVT9cdjcVBVWXfF2dQZZlysrKLnmDBTBm5nBWnFiO0+nE5XJRVlamyJ/8Px6PB5fLxcqVK8nIyAhwZIiIiCApKYnw8HBMJhNarbZTciTLMlarFbPZTENDA7W1tdTW1nLq1CkSEhIYMGAAUVFRPdaP/nzcOHoKk/qN4C9/+QsbfviCmLuMZGZm/iyBkNTUVB566CE++eQTli1bpqwfw4cPZ9q0aWzfvp23336bF154oUfmG7fbrfh1VldX88c//pHi4mLq6+vRaDSkpKTQq1evbn1WURRpbm4mJCSkW7IFUfTSL72f8n/JshzsK/FV/cu+Ccj2FrL9PxD1FYK6fWRT0A6BqPXgzQbNQGTrP0AOLJZTqzwEGWHqlZaAoiuPx4PD4SAuLq7LsRNtCCXa0HXHzB/rTtHotgX8zi15cUte1lccZkLsAKKjoxElkc7KlNrOrkajkaSkJGpraykoKKBfv34dBi9cLhdms5mmpiYcDgcDBgwgJCSEuXPn8vjjjzNr1iz27NnD8ePH/3/C2hZWq1XxAVu6dOnZ/r4+1NbWsn37dpYvX37B8whh/0DWfg62V89qUTWgjkUIexFB1/lCVFdXx8svv4zdbufNN9/s0R2oH5Ik0dzcjNlsxmw2Kx2CwJdSiIqKIjw8vFsPtyAIinmxPyIjSRJWqxWLxYLT6WTBggWsXbuW2267rcPiglaLA1ESUWtViJ5zC5/OqCUmyRfxkN3HkVv+DFKVr1+37X1k+yoIfQ7BMJ3W1lbWrVvH+vXryczM5Kmnnrrc2xQAm81GSUEJaq3mgoS1u5g/fz67du1i69atLFq0iNDQrieTzuAvuOmO6P/5O6/l6U+20Gix43B7UAmgVgnMGNaHm67u+YgLEFB0Jcsyu3btYvXq1fQfdw37as/g8rYnO5IokpCQQFJSEk5DMep9RedsiQOPRHbtRafTtSOsD2TMxOyyUmyrDbD06QyhYWG+iucbvMy+aybf/P1btn+2h9EzhjH5nivYtGMjGzdu5Prrr1c+T2NjY6fdqi4GUVFRDBw4kNzcXE6cOMHAgQO7XXXcUzrW1atXAzBr1qyLiq6OvGYor2z7C0/N/hvWpo49TG22S+8m1xkOHDjAiy++yNixY7ntttsu2LwDfPIZf3e65ubmdmnfjqBSqSgsLESlUjFjxgyMRiPBwcGEhYVdlEOIIAiEhoYSGhpKamoqdrsds9nMoUOHsFqt5OfnIwgC4eHhREdHEx0d3SMWdW0RHh7Oq6++ygcffMALL7zA/fffz+TJk7t87qP1IUiyjFZQ42ljNm9Qa+ndgTWRH6mpqaSlpbFu3Trmzz+Xebnrrrs4dOgQJ06cYMeOHUybNq3Tc3QXx44dw+FwoNfrmTx5MqIoUldXR2hoKF6vl+LiYqqqqkhNTSUyMlL5vPn5+WRlZSGKIgMHDmTAgAE0NzcjSVL751rwd6A8b7zIHtL6tZGAOb8lsL06gANkFXhOnW1n3h6CIPhaVrd/h3Zoq2F1uVxIkvSzcIXO0Cc5mTNyxYUUjr5j+/TBYrFQU1NDc3MzJpMJh8NBVFQUgiDQ3NyMxWJBEAQlG+HXdAcHB3P11VdTX18P+OwbL8Ym8WLwiySs33zzDVarlaFDhwaksWVZZsWKFSxZsqRbO2BB0CAE/wrZeAOybQVo0hCM8xE6MPX1o6CggL/+9a+MGDGCe++995IJTEcQRdHXN/ns7t6vrzIajcTHxxMdHU18fPxF21B1BL+EwE/209PTqaurw263M23atA4jGGn7U/n82TUc2piFJEmo1Cquum0U19w1gdzcXDIiFyPQ1v7FAZIDqfkh1u+9n/9+tVvx+HM4HBfddaQrSJJEQUEBstx5hPJSkJKSwujRozl8+DAbN25sV9jXXdTW1gJc0NwdYHhaImueuZPPvj/Ie5sOkBwZzAOzxzB+1NCfhayCbxNoMpmoqanh3XffJS4ujpdffplth3OR5PatPFUCaASZrKws+vb1V7l2kTJ17Uavn9jO1ipOFcKU76OJLbFw/CY1IeEGLFIZIudtOARfBFWlEujVqxfl5eW0eqws+/RBfv/2Uowmn3ZryqzJfPnllyxbtox77rmHfv369ejkGR0dzaBBgzh16hQnT54kNTW1W2k0vwH5pXqfgi+l+OOPP6LRaLjxxhsv+vWDrsxg6u0TWffWdx3+vbW1FavV2iMyAz/MZjM6nY4DBw5w4MABxo4dy6JFiwKizC1mCyGRJqXZSnV1NS6XC1mWFemSwWBQfnQ6XbsMUHNzM1999RUvvPBCQADjchEUFERycjJ9+/YlLCyM9PR06uvraW5upqmpiaKiIkJDQ4mJiSE6OvqS5T7nQ6PRcPfdd9OnTx/eeecdysvLueOOOzodZzGGUFZPeoQ3Tm1mZ202kiyjUalZmjaVW1O6Lqi9+eabeeyxx5gwYQJxcb4mGaGhoSxZsoTXXnuNVatWMXHixMsm5kePHkWSfD7lc+fOxWKxEBQURGpqKiaTifLycioqKsjOzsZoNBIXF0dcXBwajUbJTB09epQPP/wQj8fD3Llz282nQvg7vrS9WASyA9AhCxrWbU/m5sXd8XlVIcsicuu/wZOLEPIwgvrSSGZbDavX60WlUin69Up7IysKv2doeDJze1+BRtX5/FRiq+P9wm1MiBnArMTh1Fc2+ArDLzDnZPTtx+4z5cjqwOO0gpoQTaCOXqPREBYWxo4dOzh48CAmk4mwsDCuvPJKYmNjUalUREZGEhMTQ0hICCdPngwIls2ePZtHH32UmJgY6uvrKS4upn//TorWLwO/OMLa1NTEhg0bALjzzjsDHuC9e/cSERFBZmbmRZ1TUEUghP65y2NkWWbz5s2sWrWKm266iWnTpvUIWRVFkcbGRurr62lsbFQqDIOCgkhMTCQ6Oprg4GDlc/5chAV8Pn5PPfWUsus+n0xGRUXx7P+WUXKylN1f72fW0qkIBqiqqqK+vp6MCHeHuzmnU2TL5vXY7TqGDRvGokWLuuVFejGoqKjAarUSFRl5wWiMVq9BrdGQOaF7BRTz589XCOu8efM69fntCs3NvkKA7kTkZFmmprqKwdEa/r5gJOnp6ZflA9odVFdXU1xczPLly1m6dKliuN43Qs8tY5LZcKIGl8eLyyOiVasYlhLNb6cPx9bSQFFREXVmG94O0vhatZfwIJ/kxmAwBLRm3fPNft68/wMcrS4kUUTztZqFz99KwprJvHn/R7TUWfA4veiMOiISQrnz77eg0WrQaDWEh4crURY/WQWfBm/x4sWUl5fzzjvvoFarL1l77BQ9fHp6F8ebSvl9xiwGhPmipNHR0QwfPpycnBwqKiqwWCz079+/y9RkeHg4cG4cXArWrl2LLMtMnjz5kuU0I68Zyncf70T0eBWnBbVWjVqjIu2KZPLz8xkxYkSPEfzZs2czYcIEVq9ezbfffqsQ12HDhnH1hKkc/yaf7z/dRa/UOK5/dAox6ZHodDpSUlKIiYnpVoGaJEm88sor3HPPPT1KVs+HXq8nISGBhIQEPB6Pkv1qbm6mpaWFoqIiQkJCcISoGZbYD1PQ5flRqtVqpk+fTmhoKN988w1FRUU89thjnRYQR+lDeG7YLeRbJrC7Npf5yeOI1Jsu+D4ajYYlS5bw3nvvBfihTpkyhTVr1nDmzBm2bNly2WneY8eO0djYyNy5cwkJCVFSy06nk/DwcPr27Ut8fDwVFb6GJ2fOnKG0tJSQkBDCwsJQq9UMGzaMtLQ0ampqWLt2rXKPlPVRmwFRX4NrK7L176C7klNl11Fvy0LVBSn0Q5Y9CJan8EVbPcjOLcjBv0Ew3dvem10Vgc9yK9Cj1+kSaGpRBUgCRFFEq9XiEN18VLSDr8r24ZVEfqjL5fMzP/Jk5jxGRwVKhSweB+8WbGVj5RE8kshP5gLey95Ky5pymBUChsDFVuUl4Pv+1cCp7N2/j8IkEQkZUZZQo2JycD/mGwbT0tJCWFgY5eXlfP7559jtdq677jqWLl2q6L4NBgMmkymg+Yw/K9t2A6PX65k1axbffPMNAFlZWT8LYVU/88wzz/T4WX9GrFy5kry8PMaNGxeg4WptbeWNN97g0Ucf7bFdbttzv/baa+Tn5zN37lxGjBhx2aF9p9NJYWEhR44cobnZZ1MUHBxMYmIi6enppKSkEB4ejk6nCyCp3333HTNnzrzcj9QhNBoNY8aMITo6ussFKyIunOFTMgkOCyY4OJj4+HjCwsLQez9CENqTFo8HyszjuPe+x1m4cGGPVxC2tLSQn5+P0Whk6Mgh7F19CLfTrSzIgkpAQECtVaPVa5m6aAIvbvwzfQZ1zyM3JiaGo0ePUlNTQ2xsLP369bvwi87D+vXraWho4IYbbuiy9a/X6yUvL4/KykpUKhVDhgzp1HVCFEVFb1dZWUldXR2NjY20tLTQ1NSExWLBZrPhdru7tOyx2+28/fbbJCcn88QTTwSQ46qqKpKjQ3lo0SxcHi+iJLNwdAJzrujPiKGZREdH+6pL3XZG9i2lsMaOKKmQZAGdRuTGEad4Zs4O9PoososHsXPnToKCguitTuPtB/9Na4sd0SMiiRJej8jJ3XlYrFYWvDiL5H5JWOtauXv5HUz67RjCYkOUCJDNZsPpdBIVFdVh5CcsLIzJkyezdu1aJEli9OjRCvnxF9f4U87+f2tra6mrq/PJimqyeSznC441naHc3sCmqmOcsdUzLKIPRo2vUCcuLg6bzYbZbKa+vl55XjuCzWbj+++/x2QyXZLtS3NzMx9++CEOh4NHH330kolZ74xEZtx5NbWl9dSU1KHRqbniupG89O2T9B7cC7PZrGjZewoGg4ERI0Zw7bXXAr6GDKUHqtnzxlGKjp1BFmUsDTaOb82judTCwgfmERMb0+3siyAIDB06lL59+/bYNZ+P3NxcTCaTosVVq9WEhPjGY2JiIsHBwVR6mnmj/ge+bjzK+tKDeCqa6RMaq7gPXArUarVSo2Cz2fjss89IS0vrcsMSrQ9hVFQqRk33I6KxsbEcP34cURQV9xG/Y8Lu3bspLi7m+uuvv2SbK7+jT01NDa+99homkwmj0Uh1dTVWq1XRrmq1WqKiokhMTMRkMiGKIhaLBZfLhdVqRZZlYmJiGDduHLNmzeKHH35g/fr1DB48WCHygiAgaPr5CqgM03j/g/8wb968gGCB7NyKJDUhcK66U5RAwIuAA1/bdcn3rycbPFkIxpsCP5R2BKhjwX0IX6RGjYSO9z8L5suNYSxceCt6vZ7Dhw9z/Phxhg0bxkohm111ObjOuqN4ZQmr18m2mmyGhCeTGHRO4vDrfW9zuPG04qTilUVssgtvmg7dfxsR0/Q+XYIkg1smaRe8evu9qM8WkqoFFUPCk2nYeoKY1CRMspZf64YzQt0Lh7WVkpISPvroIw4fPszNN9/MLbfcQlJSEgaDgeDgYCIiInyd8fT6gGiqKIrU1tYSHBwcIMlITk7ms88+UzLDPSEjOR+/qAhrfX09mzdvBuD2228P+NuqVauYM2dOj6azAE6fPs0bb7zB+PHjGTduHHFxcZfVDKC1tZXy8nLq6uqoqanhp59+4pFHHiE6KgSD8CPo+yKouu55/3PiYjuB+OHvldzRvGwwaPnDH/7Qaa/uy4HH4yEvLw9BEBg4cCAhISF8mPMqWz/ZxXuP/geP28vAsen84d3f0mK2EhwWRN/Mro37z4cgCCxYsIDXXnuN//3vf1xzzTUXHYHy9wz3R9o6gtvtJjs7G6vVqjS36GjRtlgsNNTsIFr/BmpE6msXY3Gc280ajUYcjvaFhFqtloiICFJTU5VNXX19PS+//DILFy5kwoQJAcf7dc7h4eEEGXQ8NM9nr3P48GEsFguiKBIcHEz//v2JiYmhurSYrx/4J2uOZnC4JIEHph0gJboZhCDQDlDeU5IkLGarr1jq/PvkcNNU08zAQQOZMnUKv3r8VkpKSqivrw8ggwaDAbfbjdPp7DTipNVqefvtt8nKyuLpp59m+pQZHFh1nBPbTnHVopGMXTACjU7d7p4ViGY+cR/D00bi4JK8bKs5SWlrPZ9e9Tvl/IMGDaKiooKSkhKOHz/O4MGDO/yOw8LCuiUH6QybNm2iubmZqVOnXrDxxIUQnRDJoj/PZdjkQfQfncaAK3wSoyjJZ/5dVVVFeHh4lxurS0F4eDh33XUXCxcuZFHSvXjFwMiU1+Uld28h+QeLGXlN1/6T5+PnstFpi85Ip0aj4bPGQ6ypO4hbEpGRacTJe6372Xm4mN9FTiS1TwrR0dGXRFyDg4MZNGgQoiiSmprKv//9b8aOHcvcuXN7NOP2m9/8hieeeIIRI0YQFORbg6644grS09MpLCxkw4YN3HzzzZd07mPHjuF0OunVq5ey6dTpdCQlJVFaWsqpU6cYOHBgQBrd35pZlmVE0deGVa1WB5Cnu+++m9zcXF566SWuvvpqRo8ejcvlIigoiOjoaMxmMw6Ho512Woj8lE9X38OtYw6gVkt4RRUNNiPRJgdGXQfe7FL7Al1BUCMELUA2zEK2/QtkJy3uX/HN5iVotecaDvhJviiKmF1WXFL7eU8jqGh2B2rIm9ytuM8/VgDBI6M95cTw6xKct0Yih6gw/KeRhIy+aFWBlC41NRXR4mBcVQgjR04mPT0dm83GypUr2b9/P5MnT2bq1KkXtdnzu2vU1NQESHv0ej2TJk3i448/xu1243a7e1zf/YsirKtXr6ZXr15KBNKPwsJCysvLufvuu3v0/Q4fPsyqVat4+OGHKS8vR6/X079//0uaJFpaWigvL1c0bKGhofTq1YucnGySYvKQLc8gS60g0KW9xvnpbq/XS2NjI1arFY/HgyRJhIeHK9X+PyckSeLIkSNs3ryZw4cPM+vqGH41rx6NGrRaGVlWIQhaVEELQJ3S4+8vyzJFRUXIskxqaqqyWVGr1cxaMo1JC66koqCajNG+h6r3xRWGB2DMmDGEhoZSXV3Nvn372pG7C8GvYe1MRuL1esnKysLhcJCUlERqaqCtiSRJvkhebT7R+rdJMp1EJXgQBBia/Caydhyq0OcQiW6nP7bb7VitVmw2G7W1tTgcDtLS0qirq+Ott97i/vvvJyOj/c3xd4c6P6qSkJBAZWUl2dnZJCcnYzQafdW6aTdzMtvIrMyVLLziB586RBWJEPoM6K9Fr/9GEe1LXcg2dDodJpOJ5uZmGhsbqampQafTBUS2/dfUthixMwwaNIi+2gG8tWglKlRIXom9nx3h2IY87v/XnYyZOTxAD+mpzUGbfRKPFFgE5pVFGh3WgIlYEAR69+5NUFCQ4iAwZMiQdqQ1LCyM6urqgI5Z3YXL5eLbb79FkiSmT59+0a9vi6baZlY88il71xxEUAmkDu3Dw+/fS8rg3qhUKgYOHMjRo0cpKytTomA9jeDgYPQ6HQ7atzt1e9y8/vrrzLPdyLRp03o8AHE+JEmisbGR5uZmnE4nQUFB6PV6IiIiFNIGvnHWVXTxq7J97ca0pBY4LTdR0WrGmWtXqrH91oMXg4iICJKTkyktLeXee+9l8+bNvPXWW9x33309Zu4fEhLCnDlzWLVqlbKWCoLA7bffzocffsj333/P7NmzL0kStX//fiorK1m6dGnA75OTkxXXmpKSknbznv8auvqMqamp3HXXXaxevZrPP/+c6667jsGDByubyI703oKg4+M9o/jv/jR+M+Eoh0qSMOldPHbdnov+bILKpEgKvbW1eL1edDqdQlj948i3Ie45dwnBKWP85MKa+EmTJvHll18ydepUvvrqK3766Sfmzp3L3XffTX5+PuXl5URFRV1U1sZoNLZrV9za2kpDQwNNTU0kJCSQl5fHsGHtW7teDn4xhLWxsZEtW7bg8Xh4/PHHA/728ccf87vf/a5Hd5ubN29mz549PP/881RWViJJEqmpqRdtL+JwOAJaO0ZGRtK7d29lcNx67TbklnVnBeK0sddYBdEbEFTtCY7b7VZ8WP06PvDt6NxuN9XV1fTt27dbFbmXgsrKSnbu3MnOnTuVloIajQa7PJdK51WkRH+F7NmExZmOMWY5BlPnBv2XA3+kOiYmpkOJRnBokEJWLxcqlYo5c+bw7rvvsmbNGsaPH9/t8eb1enE4HKhUqk6jgf6/+xs9VFRUIEkSbrdbKYaRJIn0XuuIDslCEM5F/wRcCJ49YH8Xbdhz7aKy/qi5LMvU1dWRn5/Peyu/pLIwlyeffLLT6JRWq8VgMNDS0uIrsjs79uPj42lsbKShoQGn0xkwcclyPCXNzzM4pgGtqgIhaBGC4Fvg2hq5y7LcaZmtx+3hyJEjgG+yV6vVZGZmBixafi1odwjNT9sP8P07P4IXpLNRU7fDg9vRwiu/eodN9s8DjlepVJ1+t16vh3379hEcHExISAharZaqqipkWSYsLAyr1Yrdbm9HWIOCgtBoNDidzouOPOzYsQOLxUJ6evplab+P/5DDU9f/Da9XxHu2CUTegUJ+d8Xj3PXiIuY/5CMjGRkZZGdnk5uby/Dhw3+Wat/OIAgC5oYGPvroI1auXMm4ceOYOnXqz3YddrudnJwcZXy3tLQoKU1/lC4mJoampiZGjrz4xgoalZqhQ4eibnJRVVVFYWEhpaWl9OvX76Ij2L1796a6upqqqiqWLl3Khg0beOGFF1i2bFmPbSymTp3Ktm3bqKioUBxNRo4cSVBQEAUFBWzZsoWbbrrpAmcJhH8zXlFR0e61KpWKAQMGkJ+fT0VFBWq1ukOf0s7Q2trKiRMncLvdzJs7hUULp/D+h+txOBzExsZy+PDhLu0IG2zB/OM7nxf39UPzUV0mhfAHjVSqcxpW/7znmyc7JqzSxbRmVQlo9Fr8dpyqs/+feHN7a01ZltHr9Xg8Hh5++GHuuOMO/vnPfyprRGJiIg0NDYqetS0q7A2EaYOUZgQdXvfZz3rkyBE+/fRTFixYwJEjR/B6vYoMoifxiyGs3377LR6Ph6uuuiogJZaXl6f47PUEZFnm008/pa6ujmeeeQaXy0VtbS1hYWEXpeuSZZmqqipKSkoQRZHo6Gj69OmDyRQogk9LbgT5/Orqs/YaYjW0Iax2ux23282uXbvQ6/UIgkBYWBjR0dE+Dalez5kzZygrK+uWZ2pbeL1eWlp8nUO8Xq9S/BUWFkZoaCh2u509e8CJg5gAACAASURBVPawY8eOgD7TcXFxzJw5k+nTp7cZ8FfSUP8HiuvrMFg9DBki9+hmAnzFd2fOnMFoNHYa9Ra9It9+sI3irDP86plbiOp1aXIHP6ZNm8aqVasoKChQUljdgd8mLCQkpNP74I+Gu1wuTp8+DfgWTLvdjkqlIiQkhIiICGJCwxFcHVXjSyB3bQslCAJWr5rXvz/FmXorceEDOdPo5Hy+2tTUhCRJGAwGoqOjqaiooLCwkPT0dFQqFSqViszMTCwWi0LQ/O0tDQaDbyyGtF/c/WNWFEUyJ2Ww9cMfzrYL9V23Vieh1mi49jfj6d27NxqNBpPJRGhoaABZ9etM/ampuro6VCqVYsHSFqIo0mBuQKNTI3bQzlXqwK4LQGz3TJ69hxqfptBvAaNWqzl8+DB2u53x48crTTk6uvehoaGKxri7ZEWWZdatWwdw2Sng/INFeNxexLZNICQZt8PNoc1ZzH9oNuArruzduzfl5eUUFRV1GH2/XGgMmg7brmo1Ou5cchvZ5VkcPXqU3bt3s3v3biIiIrj66quZOnUqffr0wW63K5ZX/jbUGo2GkJCQSyJver2ekSNHIssyNpuNhoYGGhoaKCsro6ysjNzcXKZNm9au02B3oNPq6JOaqBBO//mio6NJT0/vcvMie/KRW99HMMxGpb+alJQUCgoKKCsrY/78+cTFxfH000/z5z//uUd0x4IgcPPNN7NmzRoefPBB5XcLFy7k+eefZ+3atdxwww0XFbg5deoUTU1NpKSksGnTJuW8fqjVavr374/dbqe0tJSoqKhubUQ9Hs9Z3a2D4f2PEiKsAiSWP30zH3/p4J133uGee+7p9rVmlfWiyW5AxknQWVmALKtB0CAYu+cO49+8t6098Y9Hl8vF/ORreKdgC15ZUuYYg1pHpM7E0PBAqc+83lewqmQPHklUCK1RrSM+Kowrp/Tn+5PbEQSB9JF9efj9e0keENhB0Ww287///Y+dO3dyzTXXcOedd7Yba2q1ul2Ao9Fl4838TWyryUYrqHkg41rm9L5C0caCb0zIsozZbGbVqlXY7XaeffZZIiIiyM3NZcWKFRw/frxb9+xi8IsgrKIosm3bNoB24f3Vq1ezcOHCHnkft9uXjoqLi+NPf/oTgiBQWFgIQFpaWrcnKj/pqKurQ6fTMXDgwEuYTHzvJcsyLS0tVFRU0NjYiEqlwuVykZmZGeABKMuy4mMXHh7eLZ2tw+HAbDbT2NiIxWJp18nF6/VSUFBAVlYWp0+fRqfToVKpMBgMjB8/nqlTpzJkyJAO70tUTArmRhc1NTXU1tb2aJW7y+VSdKuDBg3qMF10bMdJXrt7BU21LXjdXrav2s2iJ+ax4JEb0BkuTVej1+u59tpr+frrr9myZcslEdbOoNPpGDVqFC6XC4fDoXRw0Wg0AaL35opWQi/xqX3lq12s/vEELo8XBBW1LXYeencdI/sl8dp9N6LVqJEkiby8PMWXdfDgwVitVpqamjh+/DiDBg1SyLXfr7IzyJ6TIFlBd6VCZsG3K++TmcSqgnv473NP8vWKUGQZJt3QzG//0kR49EsIEe8i6AJJryRJnD59mqamJjQaDf379+fkyZNKF7eRI0e2ixLYbDaQ5Yvq0jYiMoW0kDhO22pxiP7e3r6AcLPXzkahiPtGz8Agq/F4PLS2tlJVVaUUdnW2QIaFhV00Yc3JyaGyspLIyEiuuqpre6KeREpKiq/FcU2NIl/qKXi9XhYtv5GN/9hOVV4dLrsLvVGHPkjPA/9awtULr2KBMJe6ujp27tzJjh07qKqqYvXq1XzxxRdEREQwdOhQhg8f3uEz5e9T7/eq7mreDgoKoipCZG3NQa49Yua2UTMU7aS/YUt1dTX19fVUVFTQ0tLSYVo/SK3HIboDNjoC4JFFgjS+50Wr1ZKcnExcXBwFBQWYzWbsdrviiNAWstToM6Z3bADcyM5toB1MXPRzVFYG+4ohk5OZMGECkZGRPPvss/zxj3+8qOhkZxg5ciSfffYZTU1NSnZmzJgx9OrVi+rqao4cOcKYMd1rmAE+K6qGhgZuv/12bDYbBw8e5Iorrgg4RqPRkJGRwdGjRzlz5gxDhgxpdx5ZlsC1zWc/qUnDbDYTYqxkQPyrqAU7/oij4PyaJXO0xEVNZd3mLVx33XXtAkUAv501lve/3Y9HFBElmcrmUG55+w5+d00JC0bvQkCktCaZT79JIjKmlokTD1/QQcNPWNuSQD9hdTqdLEoZz+TYQbySt55DDcVoVWoe7D+Tm3qPCSCEAPekT2dmr+G8lLOWnJZyDGotjwyYzbUJw1BNUnHL0uuor2hg2ORzWRe/TO7bb7+lsrKSSZMmcd9995GRkYFWq2VffQHhumAGnnU8aWlpwePxKHPzpspj/D13HV5JxCOLuPHyZv53rCr5kbfG3KUUhdntdjZt2sTatWu5/fbbGTVqlPKcLVq0iL///e8UFBTQ2traaVbxUvCLIKyHDx+msbGRpKQkxW4HfKlph8NxSVXb58Pr9fLiiy8q1Yd+9OvXj4SEhICJUZZlcG5Atr0FxpsRgu8EqQXZ+jc8zhJOVdxMc2sSvXr1IjU1tWuNURfraHNLMyVlxxTCExERwQMPPEBKSkpAFEEURQoKCqirqyMkJIQhGRbUlrlIuisRTA8hqM49rLIs09zcrBBgQInURkREYDQaKS0tZe/evezZs4empiY8Hg+iKJKUlMS8efOYPn16t3RMffv2pa6ujqqqqh4jrH5C5fF4yMjI6HAiOrj5GM/d/A9cjnMRR69H5IuXVpO3v4AXNnRtYdYVpk+fztdff82PP/7I3XffHaBz6wwWiwW4cPraT+o6u7etra0cOnSMqeOEDt0YcB9ElpoQVB1Hkr/8IQtJkmk76JxuL0cLK6hqsNAnLkKZwPzp7ezsbEaNGkVFRQWnT5+md+/eF9RGy2ItsuVFcO3yeQVqBkPYc0q1tN+LVccmfvWnUq5frMFuU9O731kjbxlkx7p2hNXj8VBRUUFQUBAjRoygoKDAZ2UWFaVYw51PWFtbWxFUQkBUsS2EDnKAEToTb47+DX898T9+rD/lvyTAV9W7sfIo31Vl8Y+RixkdlUZUVBT19fUXnJj919a2TfKFsHXrVoBLKvS7HPj1rEeOHFHsmjp61i4FdXV1hMWb+OvaR6jOMfPBspWMvX4ktz0xP6DFbWxsLAsXLuSWW24hOzubL774ggMHDlBZWYnZbObHH39k5MiRTJgwQWnN3dLSQmNjo6/7WmUlBoOB5ORkYmNj292/AksVL2SvprTVjENy87H1EFv3FPD0sJsZHJuCSqUiIiKCiIgInn32WTQaDTU1NRQWFnLmzBkSEhLo3bs3arWaVVc9yPLcdRxpLMEleVB5ZVLD43lqyHxizutcpNfryczMpK6ujtLSUo7kHGeProoSqYmHB85mTFQasvkmkJrwdWICcIDnKDTMZVDGWiRhgLKuDBo0iGXLlrF8+XIeeuihy3ZLEASB2bNns3HjRhYvXqz8bsaMGXz66ads3br1ogjroUOHcDgcXHvttaSnp/PUU0+RkpLSTorkzyI1Nja2k83I7qNn/VWrAQnZOA+r5QaCNQdRCY0E6otcILu4ZryZ0xXDeeaZZ3j22WfbPZ+/njEao72WD77PolkIJikmnL/cMZ2R6UnIUjOIdfRL7M9zI2UKCgrYv38/n376KePGjWP69OkdSqnaRlj98K8R/sLbXkYT/xwYRJX7CsKCpykpd5vNRmVlJRaLRfkxGo08kDgOe6/xZPZKJVh7bm1ISIunV2ocdrudvLw8jh07RlFREdHR0cyYMYMhQ4ZQVFREVVUVDWonT+1fQZGtBlmGiTEZPNDvWkpLSzEajcrc9GXpT+0auDhEN/UuC4caionRmFi/fj2bNm1i6NCh3Hrrre3W9tDQUFJSUrDZbGRnZzN27NjOhsZF4xdBWP2T9owZMwJ2y2vXrr2o9oRd4eOPP2bIkCEBZBV8k0tg/+GTvm5OYrlPd2p7G7n1XZ9nmyyhwcughAI8qkkYY55HUHd9i1udEZiMVtSqc4NERoskeskrrEOUw4mLiyMpKanDBcPlcpGTk4PVaiU+2kW/+A8RrCcAB3jLkR1rkEMeRzDOx2q1cfr0aVpaWjAajURGRhIfH09ERAQul4tdu3axZcsWSkrOGcUPGDCAqVOnKpE2p9OJ1WrtFmHV6XTExMRQW1uLxWLpEd/akpISWlpa6NWrV6ckuKm2uUMi4nK4MVc2Xtb7JyQkKH3l9+zZo1j1dAX/huNyP//q1atJTlyKoPk3iMXtD5AqkOsmQdRnCNruV1mr2twrf8/1Pn364HQ6KS8vx2w2ExMTo0Tju7LUkV17kZvuA0TA41tHPEeRzXOJD/uV7zL9GtaziIr3EkX7ytnzYbFY0Ol0vraDoojb7SYmJoYBAwawd+/egH7xfgiCQGRSOPMeuY61r29B9Ih4PT5vV71Rx8Pvtde3ldrquWv/u+0rdM/CLXlxA3vr8xkdlYZOp1MWo67g17V2l7C2trayd+9ewEdYLxcJ/eLRaNVIokhbxZAhWE/KkPYZGZ1Ox6BBgzh+/Di5ubmMHDnysgt8/FIptVqtWEKNntG1zs3vBjFnzhwWLVpEU1MTu3fv5vDhw5w8eZKTJ09iMpmYMmUKM2bM4Morr8RmsynSkaKiIs6cOUNycrJin2TzOPnN/nfxSqJCddyIlIiN/Pboh6we9XviY84RkgEDfJ7NKSkpVFdXU1lZSWlpKTU1Nb6gRnQ0r4++k6ONp/mwaCctO3JYtez3nUZ3BUEgJjaGH1qLeKtwN16nhBeJR478h2ERKbzeuxGhXds4CQQtRoMHQRu4FiQmJvLYY4+xfPlynn/++cueayZNmsTDDz/MggULlLl+2rRprFy5koMHDwZEX7tCS0sLWVlZREREMGTIEPR6Pb///e/529/+xnPPPdduEy/LMqGhoQERSsnyMtg/J8Dv1PENqaHrqG7qnAxpNVpGjBhBr169eOqpp1i0aBFDhw7FZrORm5vL5s2bSU9PZ+Orj9LY6iYuwoT6bHZEUIWDyve8CoJARkYGGRkZLFq0iL179/Kvf/0Lj8fD+PHjufLKKxU5ktvtW8fbcga//3RdXR0N1esxyctR0UysLFNXkcgn24ZReNqFyWQiKSlJkeFFRERgt9s5fvw4xcXFfN4mwOT/V5ZlDAYD/fv3Z+TIkSxevFh5b7fbTX19PfuFKjYe3644WADsqsvlx/p87jaNJd6iY//+/RgMBlpbO+52p0KgvLyMR19ZyZQpU/jnP/9JSUkJhYWFSJJEfHx8QGZp/PjxbNiwgeLi4v+7CGtLSwuHDh1Co9EwdepU5fcWi4WioiLuv//+y36PnTt30tLSwm9/+9sLHis33EZgSzeHsrnzz01qwYOaH5BbHkeI/LDL8x0teZrEiO/on7gL8CLJaszWkZyuu5nQ8L6kpaV1qsny72DUajWJiYmkhv0OPKWc6zjkBNmJbHmeymo4XRGLIAjExsaSnJxMUFAQOTk5rFy5kr179yoPW0hICFOmTGHatGkBfettNhsnTpzg1KlTBAUFdSvUHxsbS21tLS0tLZc9ifrTciaT6bL6sV8uZsyYQXZ2Nt9///1FEdbLqXj2eDwcPHiQ215/HSw/dExYAZ9vYA5cBGE9/33AR1bCwsIoKirCbDYr+uYL+g97juN7PtpGPCTARZjRp2nyR1gvFlFRUZw+fZrq6moEQcBut5OWloZKpUKn03XoGOD3nr3hwRnMe2A27z78CXvXHGT+Q9ez6Il5GIPbb7yKbbWIstyh/UxHkCSpW9HPiyWsu3fvxu12M3To0B5JyU+YO5Z//vAcry59l6riGmRZJigkiIdW3M2VN47u8DVhYWH07duX06dPc+rUKQYPHnxZOlq/hCImJqZb5FeWZfLy8rDb7fTt25fevXsjCAKTJk3CYrGwe/dutm3bRnFxMRs2bGDDhg1kZGQwY8YMJk2aRJ8+faiurlb0uNXV1aSnp+M1qFAhtCt18fVrk8nJzcGb5m7XxczfdSkxMZGKigrKysrIyckhKiqK9PR0Rkam8urQBP7y9V8ueJ8OmIt4q2grTvncOHNKHg41FOFJlNBdZMO+xMREFi9ezCuvvMJzzz13Wd+Tf73dtm0bs2f7tM0RERFcccUV7N+/n127djF37twLnicrKwuXy8XYsWMVIpWens4dd9zBSy+9xJNPPqkEYvx+yO206K49nG/OD24EQYNO03K261P79/brM1NTU5kwYQI//PADX331FSaTiUGDBnH//fcr0rmEbjof6HQ6pkyZwpQpU2hububHH3/krbfeoqmpCYPBQGNjI42NjQGEVa/XI4oisyfnEex9HK323PcdH1XG/bdWI4SvQGUYf8H3vxgNdU1NDaIockZtaTeXeWWfU4slBK6KT8XhcPjmZEvH5xIlkUOHDvOv559XorEqlYrs7GzFpSk+Pp7gYJ83+8SJE1m9ejWlpaXdutbu4v94wnr8+HFkWWbIkCEB6b59+/YxadKkHinmOXjwIA888EA3z3VhGx0fvCDbL3hUVHQCPx0dTsrAR2mqehuzdRStrmT6D+jXZSSrtbVVMXr2yxakOgcdtccURYGmphpCQ/uRnp6OKIps2bKFrVu34nWV0NSiwe1RMXz4cGbMmMG4ceM69P80mUwMHDiQkydPUlBQoKThukLb3d7lwG63U1BQgEajYdCgQRckCBdZc3ZRuOqqq1ixYgX5+fmUlpYqZuKdobuSgK5QUlJC//79UavVXTVABWTk1o9AFQP6aQFjOlivw+5yI7YpdBEArygRZPB93/7vSavVolKpCA8Px2q1YrFYiIyMvKy0sL/6XhRF3+SoCqejTjFgONtFpv3rk5KSKCoqoqamBr1er9xTrVbbzmbF/xqdTocsy0TGR/DkFw93eY0HzUWsKPwebzfJKvjSgN3JOPjnr+52u/r+++8BLtvKqi0yRqex4tgr/PDVT5grG7nxdzPR6bu22klKSsJisWA2m6moqLgsH2r/pqK71kg1NTW0tLQQFxfXzn82NDSU2bNnM3v2bIqLi9m6dSu7du0iPz+f/Px83v/gA4ZPu5IFU65nzJgxlJWVUVlZSVZWFsaYzi18BEBvMFBcXIwkSR363qpUKkVqUFxcTGtrK4cPH6Z///44nc5u+cI6JY8vonfeA+0rsOlsAuv66R89ejT79u1TsiKXg6lTp/LSSy8phBVg4sSJ7N+/n2PHjnWLsObk5BAXF9cuQzBq1Ci8Xi9/+9vfWLp0KSEhIeTn56PRaLrtbiMIoNGGIsla1ML567IB1FFERERQV1dHZGQkt9122yW31u4I4eHhyvgDX03I119/zfHjxwPWT3+WdtQwDzptYARTJUiAjCAWAxcmrBfDd/zORF0V9QUHBwfc7yTXEWoabe2yS6Iocfv8WwI4WFhYGGPGjOHMmTOUl5eTl5enrPc6nY7U1FTOnDnT7evtDn4RhBVoZ4+wd+9eHnjggR55j2XLlvXIeS4FMTExVFZWcux4JW73dST0imJghgW1sfN0i8vl4uTJk4iiyKBBg7rVpjExIYHqRi3/+te/OHDgAKEmF0sW1jFuhA1RNOLSP0543MILPhARERHExMQonYYutPD4H9zLIayiKJKbm4vX6yUzM/OCVcCDxw/AFB6MIICz1RcNV2vUaLRqZi2Z2uVruwO9Xs/kyZPZvHkz27dv56677uryeH+q+nIIa0FBAenp6d04UgKxDLnlEdBkQOgLCFpfU4EvnryDv3+5g0OnynF6vOi1alLiIvnL4unEhPmIqL/a3/+9BQcHc+bMmYAuP20hu3YhW5aDfiKC6cF2f28Lv+m3x+PB7XYjmB5AVkWC7VXwR5kEDZgeQgi6A6fo4aNT21lzah/hq1v50x23MXrGMCoqKqitrSU2Nla5Tp1Oh81mC7DfAh+xcLvdiutFZ6iwN/ByzlpONJXhlC68KTWotMQafJO3y+XqlufxxbRnLSsro7CwkODg4B4vthIEgasXdrw4etwecn8qIHPCANQatXJ8RkYGra2+7jghISFdNsDoCv55oLvSgqamJoxG4wVJTFpaGvfddx933XUXe/fu5at9Wzje10NZWD2b9r3LwE9l5k+4lnHjxlFaWkplXR1eqeMxIQPDhg7lVHYuJSUl6PV6xez+fBgMBgYPHsz+Mzm0lNeQm5urRJAvB7ua05gRWU7gZi7I52et7rpxxPlV+JeKsLAwtFotZrNZWWOGDvVlbnJycvB4PBfsRuZ3PPHXmbS0tFBTU4PBYCApKYmZM2fy17/+ldjYWMaNG8ekSZO6VRcAPhJV3dCHek1f+sV/jQoPPimSBkz3IQTfRZSr2ZeKb2joMSehzmA0GjEajYo1oR/+olmpE+eRnwv+9fliSO5LwxcFtI4VJBA8EreahpPUoqNMKlMaOdhsNlwul+Jko9FoEAQBvV5PWFgYgiBQXl7e7fmxO/hFElar1ar4rP3SYTKZyMvLY/LkSQzJqCVc9ThYWpFb4yDsJQRdoLhdFEWys7NxuVykp6d3i6wKgsjadetYu8m345o5uZklC82oVaBWy2g1dgzCy8gNX0HkhwiqyC7PFxUVRV1dHXV1dRfsuuNPh3dnEiooKOD06dMBrWdlWSY/Px+bzUafPn265baQlN6LlaffYvXr37Lyua+RZZnhUzJ58K0lxKf0zJiZNGkSmzdv5tixYxc81q8LupxqSYfDQVzcWc2uJgNcO/BNzp1AdoDnOHLDPIg7giDoSYgK5Y375/DTySLe/GYX143pz+LrJrZrUCAIgvK72NhYdDpfK9K2kg7Zexqx6Sk2HHbx1rbxjOlbxR9nziQ6ehqgI1A2A2BEVvdHrd6Ly+XyFUMJGoTgXyEbb0C2vgZICCF/xOM28fLj77H73d24poTg+nU0lps1PFzyGUNuW8sfH19Mnyv6BOhgVSoVsiy3s3Pzf44LSRB+9dPb7aq8O4IKgXBdMMsG38TVsb7uQ06ns1sT8sUUXfnH1dixY3u8W0xnOLDpKK/f8x6WRhsRcWH88YP7GDnNV63tz2wcO3aMnJwcRo0aFbBZraio4MiRIxe0PPLPAx3pjc+Hy+XCbDZ32fL2fGh0WrZF1pIzRo8oqkEAb6yRk9EyRTnrSPr8c2684QaGjxjBsNJ8Toq1SkczAQGdSs11iSMxGYLIzMzk2LFjFBQUoNfrOyTptY5mXsnbwAGzz01mqi4NQ04NvXsltju2I3Q23l4vH8fEhKcwel8EbxkIRoTQv4JhVo9bBHaFq666in379nHDDTcAvk1Xnz59KC0tJT8/n8zMzE5fK8uykhLu27cvdrudkydP4vV6lecVYMmSJVRVVZGXl8eePXsICgpi3LhxjBs3juDgYLyOeII1ZahV5+YUSVIhIKIzphMROwV11IPItrdBakQIeRRB7dswREZGotfrqa+v/1kJqyxLyLKkkLfzI6wqlaqdhdvlQPSKyoay4+uRcblchIeH008fz9GmEpziuY24AGhVGpKDAtfTII2eBwfMYl7yWP55Yh2lB3N4fcHDtDQ0UV9fj8PhUNYzQRAwmUzEx8cTEhKieE2r1WoMBgNBQUGYzWaqqqp6rG3y/9GE1S+aPz9svX//fsaNa2+S+/8KQpaB9XV8vYY9SLLPMEcQVJwjEEZQmRBCuk4/Op1O8vLykCQnV6S/jk44DdLZBgJiKXLjEmT91agi3gTO6blsNhtJSUnt9YQhTyC3PIEkuVCrfIPT7VZxJEfHd9sbMJl8KbR5k95Bpz1HdixNanZ8E8RVs8qIMx0DQ9c9gKOiotBqtZSXlxMXF9flYu3v7NUV0bTb7Xz55ZcUFhZ2GDX3F+lcKPXeFlqdloWPzWHGr6+moaqJfiN6ts+4v21qaWkpVqu1y+ip3e6ThnQ3cnA+GiytfHuqmeydFcwpd/HgnLsJCR8KLX8CuSvy41PkIXtBOPcdjerfm/umpNOrV3y7xU+r1SJJEqIoolarMZlMHcoATp58lL9+k0mdxYTDo2VnXh92F/RmycTjzLt6GWHCf0Gs8GkzVKEIYc8jSGNRq/+DJEkB4n5BFYEQ9hwA+zce4ZWlb9PSYkNwyei3WNDtsOK8NxrPlFCyYl28eMsb/KfwrYDrcbvdikdsW/iJ6oUkJF2RVa2gRqdSMyKiL5kRvbk9ZSKuZiev3r2CrZ/sIn1iH2Y+MLnL88O5bkXd0btmZ2cDdGjv09MQvSKPX/sCpw4WKhmJ2jP1/OWmvzN8ymCeW7cMlUqFyWQiLi5OaWrRFnFxcVgsFp544gnuueeeThcovV6PyWSisbFRGWOdobi4GFmWu6XflSSJH77ahxSqYqeQgyhI53SNKgFUAo7MSFp+rGLVqlV8/fXXvlaeqUNZryqiXraTEZbAU5nz6Bfi2xgajUaGDBlCVlYWOTk5jBw5MiC7s678EP/I2xDgqbnDfRopw818awTV1dVdXvuYyDRGR6ZyuOG0EtXXq7RoBRU3qAdQUGJg+PD14DkC2kwEoee7jl0IV155JcuXL1cIK/iirKWlpZw4caJLwlpbW6sQF78HsVarJS4ujtjYWLxeL0ajEYPBEPDcNjc3s3//fj755BNqamq44YbbSEscQULox6gEN6BCpR+OEPYc/RNSlNcJoe0zpRqNBoPBgNVq7Zb+s9FiJzL04uZp2bULueVpZNlDr8iJqFRCAGH120Fm5WjJHABCQNRcA6hAO6Bb71VZVM0b933Aid25LHjkRm57smMdPvg28aIo8rv+1zI8IoW/5azB6nEiCALJwdE8lTmPjNCOaxISjBGEbD7D8wvvonevRBLjep3TueIjq0ajsdPnt6mpiZKSEiW49X8FYS0vLwdQCiv8OHbsGLfeeuv/J9ekCv4NsuF6ZOvfkB2bsNhTDfOw4gAAIABJREFUCUl4FY1QjWz5C0gWJR3RUWtVP2RZJicnB5fLxagRyWjYDvL5USknuL5T/lddXU1DQwNRUVEdpshEzTT2F7yIxvUuowadwtwYxGsfRVPfnMQdi+f6PET/sZHmjBbikkD0woZPo/jk5V6IosBHL8GChw5y61MTAuxlzodaraZfv37k5eVRVFTUafcdq9VKbW0tRqOxw+iizWZj/fr17Nu3j+uvv54777yzwwnFT0QqKiq63Uf91MFC9q49yJwHr+txsgq+SahtR6CuKiH9PeovhbCu3HaEFRv24fZ6kGTYuD+X7w6d4uH5k5g3YS9y60pwHwH3LuhGpT10LdPwR7LcbneX0otl/x1FraVN60pJjUdS8+HuYezIy6Ffnwf4wywH4SYrQtCtCIIOvSSh0WiQJEmJvLeFJEn8dc7fkSRZ4RqCW0ZwyxjfqMM7Ihg5WIXL3r4i3+PxBJh1++H/jJcapdSrtMxJGs09/adj0vgWhvXvbuHDZavwekQkUaLwx1JO7/8M10uyYr7fEUJDQykrK1M2MJ3BPzcAXRKCnoK1yUbO3lN43IHjx2V3cei7LNxOD4YgPXa7nfr6evR6fbuFSqvVsnjxYk6fPs0nn3yCTqfj1ltv7bA4MiYmhpKSEkpLSztN9Tc0NFBfX09kZOQFs0g5P+Xzz6XvUl9uxuVwo8804Px9LFJC4HcuCCqeffY51n6zmqysLA4dOkTjlkb6pqZy7ZXDWDDyemJD2lstDRw4kJycHE6dOsXw4cOVMbax8mi7YhaX5EFQgyPOoEg6Ois2NWkNvDrq1xxtLOHF7NVUO5pYkDyOpf2mcupEDk6nE1GU0Oi6byHV04iIiFA69fnnA780yb8+d4aqqiqam5uVMSwIAk6nU3EC6Iw8hoeHM3PmTIYOHcqKFSs4ceIkU6c+hCz9Btn+GYJ2IIJ+Yrc/g16vVzqYdSZhOFPTyIufb+doUQXjB/fl8VunkhDVdZGwLFYhNz/qK3LFgQBMGr6JpBdg26FzpNQfYf3wv0HcdMszhLIcxBpABv0EhNCnEdRdb8pEr8j7f1rJxve/x+v2IokSa978lk0ffM8fP7iP8XMCfW0FQSA8PFxZeybEDmBt9J9YXXaQKEMI0+IyfRaDskSJrY5UU1zA93Hy5EnCw8MVG9GuujR2hBUrVjB58mTy8vKor6/v9usuhP+jCWt1dTVAu0ji5Qr/LxeCOhYh/DXONN7JmfJGBgRHEB8/EPQTQHYH+J52Bn9by8TERP4f8t4zPopyf+P+zmxND2mkUUJooYUqvUpRwAbYsB4LiFhQDx5Bj70XPMeGCgrHgogeRQQp0juGnhBCICGk9759duZ5seyQJbspwPHv8zzX55MX2Z2ZnZ2due/r/pXrSkrqjqJsaVKT1WKxkJWVpRKlix/24uJiPvvsM7Zt24ZOpyO8TWeiYzozZep1jB07Vq0Z27fmIOMmuVITc8Z3oyRfh9V8YfL58d/H+G35I/wn8wP8An0TlsjISEpLSykvLyczM5P27dt7pAhramo4efKkKrnR8Hxra2v55ZdfSElJYfLkySxatMjnQCIIAl27dqW+vp6cnBxVq8/ndS2qYvETy9j36yFkycnPH6xn5sKbmPHU9c02l7QWbnmr1NTUJgmrO5rYWsJaVWfmw9W7kZwXoll2yYldcvL6d1u5bkgP9IH3o8g3oZT6GsAbp6Hc9UY2m426ujrV/hRcUSV/f39sNluThNXh9J721WpkZEVg48FMNh8WeXLGKKaP1Kuf626A8kZYgfM6sd4OLIDk/T135ORirWSLxaIO2M3V2jWF6e0Hq2TVarbx8aNfeJynLMnIksySp79hwl2jCQ73Hm1v2HTVVLTHHbWPiIjwWTt5peFNBg4ulFRcXEfuK6vSqVMnXnrpJU6dOsWKFStQFIVbb73Vwy0rLi6OyspKSktL0Wg0tGvXTg1IyLJMYWEh586dUxfGTUXFVrz+X1a89pOH5rI2zULgw7mYn41BGuQ5ySb36cOAvv04ffo0mzZtYuPGjZzOzORgSgoH1m3j4YcfZvDgwR6fGRERoYrm5+XltWjR3L59Oyh2zWHNqaP0D0tg1cgnMEs2gnR+OBwOLBaLWvP9f42uXbty+vRptX7VHTUuLi5ucj83UXHfwyEhIRiNRtVvPiIigsDAQAICAvD39/f6XadMmcKyZcvULJYQOKvV56/T6XyOZYqi8M4P2/l5dxoOySX3ti89h+kv/Yd7Jg7koalDPbZ3yjIHM/NJ7hSL3vqNK/rdYIzVaR10SQCbM119ze3C5nQ6qTF3JqT9erD+BppYVWvaarZxcn8mfUZ7byjOPJTNuiW/Y29wn9vMdmxmO+/e90kjwgqoSipOpxOtVotO1HJrxwv18MerzvFK2k8UmCvpEhTNs72m0TXY9dv+/vvvHs12rcHevXsxGAwMHDiQkydPqlnWK4G/NGF1PxAN9TYrKyubdS/5sxAbn0RBUQrnzp0jICCAL7/8kscff7xF+5aUlOBwOIiPj8dS38EljeNjbFIUhYyMDAwGA4mJiR6Tb0ZGBj///DN79uyhpqYGURQZPHgwN910E/379/d6neqrNdijJM5lNk4l2CxOBNFCTXldk4RVEAS6dOmCIAgUFxdTVFSk1rFYrVZqampUshkSEoKiKJw+fZotW7aQkZHB9ddfz6JFi1rUfNGwfu7kyZMMGDDA64RZXlDB37o/juS44JUuOZyseP1ntq3cw5Lji5r9rNbAHVl2R8N84VJLAmRFQSOKHoTVDUFoMEwKoWCcCtb1XJCUEgAD+F0Pgr+rXsy+GzQxCNrOBAQEUFFRwaFDh9Tu+4SEBPR6PWazGYvFcsmNNeAi1uDk/Z92Mn3kBYkt96KmpZ3y3uF5T7ulktylC5WVlaSnp+N0OlVi2Ny1v6PjCL4/t9fDBtEo6rgqojPxDeq8FEVBEEXw0rCj0YpN1soaDAaMRiNWqxWz2ewzYtEwuvpXGOcURVFda9q3b9+iOvJu3brxz3/+k+zsbL7//nvMZjMTJkxQ5Y26d+/O8ePHycnJobi4mKCgIGRZprq6GqfTSUhICPHx8c02WKbtOeVBVgEEGRRJQXPWdoGwOhV055tCwBUl7NKlCzNmzGDNmjWsWbOGs2fP8s9//pMuXbpw4403MmbMGDUyn5iYiNlsJjc3t1m1DFfjiZGQEH+Ki4tJTExsdpzTCCKpKUdwOBy0b98eSZJISEj4SxDWbt26kZGR0YiwFhUVNbnwKisro6amhvR0F3kTRZHk5GSKi4spLCwkPz9f3db9jLplkdwSUVarlYkTJ7JhwwZuvvnmRp+hOEvBngLGCT4zmu4IsTeU15r4787jOBqMsU5ZwSlLLPltP/dNGoRe5/rtDmbm8fLXv1NWY8LfoOOZG2FcJ4WLv74ogkZz4UW3IUxNTQ319fWu8kE/FxlUFIWdP+zjg0eWYjPZiIgL48mlc+gzqofHMRVZRqvTYqNxVszXmGOxWNDr9Y3uPacis/Dod+wry1RLUTJqC7l//6dcG9uXxzpOID8/n65du3o9blOoq6vju+++4/XXX+ePP/4A+P9fhLVhHVBGRoYq4vx/Db1eT2xsLLm5uZhMJrXmtiVREXdHnSRJxLfrDhYZ0ODZSKMDFCxFtyJZbyI0fADh4eEoisLBgwf58ccf1cHA4XCQnJzMXXfd1axQ78LbE3ng+cJL/t5uGAwGevToQUVFBSUlJVRVVVFXV+cSaw8LIyEhAavVqjpDxcfHM27cuFb5O7sRGBhI165dycjIID09neTk5EbHqCqpQdSISCbPlLHNbKMou/Syv+/FcNfllJSUNLmdL8KqKIoaaXI6narLVWBgYCPHpqYgCCJC6FsojrtdbjDSadAmIYS8hqDrjuLIQKl5zvU6MorfDUS3vQuNJgpZltXmlsDAQPyMeiKD96PYKgHfsjWiJgBvTV92SUt2aYMI+EVBUfc18EVY3WLYjSApYFcI+bqGOe/f4/GWezLy8/PjSFk2OzIOMkATR1hIGE6nE51O1yjCml6TT2ZtEVPi+qETtTzS7Rquix/ImydWc6wqh1i/MJ7rPY2+bTr6vAYXQ1EU8nLzKCjNV93joqOjPSImbdq4ahurq6t9Elb3/dSamu3LgcHfgCCKaLQiTunC5KfVadAZdZSWuRos27Rp02rrz06dOrFgwQKKiorYunUrP/zwA126dOHqq6+mX79+FBQUkJ+fr05qQUFBREREEBsbe3kmBQrgOH8fWWV0WXY+vPG+RvaXbdu25cEHH+SWW27hww8/ZP/+/eTm5vLhhx/y9ddfc8MNN3DttdcSEBBAQkICx44d49SpU/Tt25coYwhGUddIVUIUBML0ATidkmqx3BL89ttvPPTQQ5w7dw6DwXBF7awvB927d2f79u3q/8HBwarIfH19vc/6/bKyMoKDg6mrq+P06dN06dIFo9FIx44d6dChg7q/yWRS/0pLL4zTRqMRrVbLhAkTeOGFFzwIq6LYXPJ99Z+5Xqh7E0JeQTCMaXQe7nnCPRZ4fd9bUKDBwnj+52vZc+Is1vOBEJtD4sVVWr6KnMaSe1ej13ruL16UsXAvvBrW7tssNp4c9Ty5GQVq7XjBmWIWTn6NIVMH8tzKpntg3HA6nOz9JYWh1w9UFw8OhwOz2ew16FBpq2d3WQaOBotuBQWb7OCX/BQGFAUwfPjwS1osL126lFtvvVV9joH//0RY3V+0oUTIqVOn1JXeXwFuAem8vDwmT57Mr7/+ygMPPNDsfm4HqBMnTtC1a1fe+GwYzz+huOoRseAmrwoCeuEo/TqkIogGyk535INl4RxNdT3YAQEBjBs3jri4OCIiIhg40LsAuBvtk+LJPZnPe/NaVgvaHARBICIigoiICGRZRpIknE4n+/fvZ9WqVTidTsaOHcvrr79+yU1HbrgbOwoLC8nOzr4ilryXA3eUxZucUkP4qmHNy8sjLy9PjQQaDAbVMcnPz4/gsEicXgZSN8SLBhRB1xPCV4PzLGhchg9y/edQ/yEui8fzE7hlNVHiOqK6LUfQ9cFms3HgwAFMVduIaLOELm2LEQC5ch1C8AsI2sblNy/fewPPL19PvcWM1SEgCjKKIuBwNj05uwdub13ioijy92UP88njy3DYHNitDtAKKBpwXBXALRldeejLOwm4qCmipqaGGsXKB8XbOFCdjaLIbNCe5p9dZjAswrMcpdxay6KMdewqzUAAPj+zmQU9b2JEZDc6BESw+KoHOGcqJ94/rBG5cZ2jD0INOCWZquoqlPOTl3sCbqhXHBISQlFRETU1NcTFee8kd+v2tmbRcjnwCzDyZfr7fPjoFxzZkorNbMfgp2fwlAHc9cp0cvNcBCopKemSI74xMTHccccdzJw5kxMnTrB582Y+//xzhgwZwpgxY4iMjERRlMsq3fCAAto99Uh9/AhYXUdgukS3Wb67xENCQpg5cyZDhw6lrKyMffv2kZ2dzX/+8x9WrVrFxMnXUNWvDasth8GsMP2PbJ4beBM/hcTx+ZktSLITrSiitSvcGTyQ2CotZXVVREVFteia5eTkoNfr1TG0Y8eOf4noKrjmqrKyMjWaKggCkZGR5OXlUVFR4ZOwlpaWIggCf/vb3/j0009566231EWIu8P84ki1w+Ggvr6ew6fz2X6miDuuHqCWgRUUFBAXF4ciV6KUXw9yHa65EpAtKFWPoxhGILb52OOY7nHXZDJ5lK2ZrHa+3Xy4RSYmW46cbvSaxS5wpiScsroA4tpcKHGSnCArntFet7yU+9kGKMuv5NzJgkY1+TaznV3/3e/xmlavbVRjrm5vsfPGnf+mfVI8Ty2dQ6c+HdTfy1f9twYRh1eVGYHDhw9z58w7vO7XFA4dOoTVamX4cJdknvu+aIkiSEvxlyas7shUw0jE2bNnWyRY/GdBr9cTHR1NYWEhffv2VdNfzZGzsLAwEhMTycrK4vjx45SU68mqeJLEdmVQ/zZImYDzvAIBIDgBM20C0ln4kMCm3TFog+5jzLjpZGRkUF9frwrLN4X5yx6m/9W9+eSJZdRXmxpFwAx+eowBRp91eL4gyzInTpxg69atZGVlMXToUObOnXvFowSJiYmq53JQUNCfVuPnDe4u+vr6eurr673WqimKoq6qL05vms1mJEmiW7duREVFYbfbMZlMVFVVUVxcTElBLveMTOSHlFxsDgmbw4lRryXAqOe5O8aj8yJrIggCaBs0sti20Vhiyg4KCI5UBH0yRqORhKhfiAnaBLJdLU1R7HugfApK6GIETCjWzQiBDyNoOzIkqQNrX32Ab7ce4dNf9yLJjatlRUHAqPckIO7nouHA3RAT7x7D8BsGsfz57/l18SbG3DqM21+/mfCgYAJDXeNApa2epVlbSQiI5KZ2V3GsNJu3rbuRbQrS+W7tSsnEgqMrmBSTzLO9pgEu7/gHDnyGU5ZxKK7B2mpz8Oyx7xjftjfP95kBQIcA300+Bj8DL/z4d96f/RmmWjMOqwM0EBDkx/1vz2TAkP4YjUYcDgcHDx7Ebrd7pE1bYh7gvjZXwsq4pYhqH8krvzxD6q6T/Lp4I9PmTaFT3w4cPnwYcPnVXwkyKQgCvXr1olevXlitVvbt28cnn3yiLmyHDh3aKnOKHkO7cnzHCWzmC6lSQRBAUdDnOvB/sYxxM0fw4Jo78Q9qurygQ4cOVFRUoNPpePnll8nIymT1Tz9zsO4cn4edgkJRtTNcWXOEddvSebP/Hawe/XeWntlKlCaQPz7+mehrdZTJZYSGhrY4rbpmzRpuuOEGSktL0Wq1f5noKlwISlRVVREW5pI8dP9Gvqw8AcrLywFX6VR1dTU///yz17S+xz51Ft5auZM/MnKRZJlfDpzigWsHM2ToMHbu3Mntt98OUt55U56L0/wWsO9tdEz3c1RbW0t4eDiyrLD2QDrv/bADq8PhUQ7QEKIo+KztvrCNiEvGz7WQlZwaDhzxJ7dqNL0byCe7lRAuvl4XR2J9oUv/Tjz41p18+ewKJLsTh80zqm812Th9KJtHhy5k3qeziO0fgb+//yXpAZeUljaSAFMUhT9+O8yWFbu5fcFNJPTyDHhZLBb+85//8OKLL6pjXcOAzpXCX5qwuptrGk70NTU1f1rkoaWIiIigurqayspKxo0bx5YtWzxkQHwhLi6ONm3akJ2dTUREBL///julycl0atubqID0RrUx4KqPMegVpo4rQuA1TNU7sVuuIz6+V4u8nUVRZMLdoxkx7Sp+XLSWkpwydv64D6fkBEFg+pNTuX3BtCZVAtyQJIm0tDT27NmjlmqMHz+exx7z7aF9uRBFkR49enDo0CFOnz6tFu0DtO0YiX+QH05J9li1GgMM9B37v+m2Dg4Opr6+nrq6Oq8Ew263I8uy17R0fHw8ZWVlZGVlYbfbiYqKIjw8nPDwcDp27Hjecz2Xvh0i2ZVdzU+7U7lv0lBuG5MMspOSkhLq6+tp3779JZAJz98nxO8MGvGiWkCcru1qn0VRqkCxoVjXo/jfghA4D70uiL9NGsTd4wew9egZ3ly5FYvdgdUu4afX0jkugufv9HRpctceNzWIBYQEMPff9zHn/Xs9okwOWWJlzl6WZm09H9HS8G3ObpKkNq7yGsUzYmB1Ojhelav+f85UjoiIVXE03q46l4uRm5uLTqcjICAAvV6PTqdDURS6jejEjBcm8+Or6zBVQWAPHV/t/ByjvwFJkqioqODcuXM4nU4SExM9noWWmAe4G9L+TMLqRu+RSfQemYQsy6Smpqp6z/+LczEajarNZXl5Odu3b+fFF1/E3+hP727JTLx+fLNj/Z3PzaDvmJ6898CnlBe4MnLdB3dh5sJppGw4yoS7RzeaXH1Bo9HQvXt3Dh05zOfH1rPOloFurD+1Du+lGXWyjXkHl/NZ/G2MscRQX1/PuuISwsLC6NixY4ujqzU1NeTk5HDfffeRnp5OVFRUi8sI/ixERUWpqg2Aah7TlCGM+x4PDQ1l2rRpPP3004wcOdInGc8vq+aWV7/GITlVNz7JKbN0/QE6RLUhovgAN9xwA35aaLJD+SIEBgYiiqK6EPzn8g1sP5aFxe7dIMRPryMmPIgX7pqIrrnfQTAgtPkIdG9iMVWxan0vfl6bxYwZnql4N2E1m82tsldVP0YQuPGRaxk3cwRfLFjB5m92ejRggYtU2i12Mv44jb79BfnJi2HQ6HAiIyCgNAgziAiIisBVgwZ5nN+5k/n8a/ZnnDlyFqvZxp7Vf7gWgW/eqQa2li9fzvXXX6/eH3AhwuqrwfZS8JcmrDk5OZjNZvWiu1Nxf4VGhIYICQnB6XSSn5/P4MGDefPNN5kyZUqLUjr+/i6BapvNxrp169Dr9dTW1hLVjIKE2wXbT9zDwE770QQ9DjSWkPEFv0A/7nretdqd9c5dbP56JyOmXUVU+6ZXZA6Hg5QDB9n4w2YqnCX07t2bUaNGMWfOnD8theVOT6amppKWlkbfvn0xGAwEhwXxVdZH/Pf9dXz76o8ABIYGMO/TWVw1uf//5FzcD2Vtba3XFG9TDVeBgYF07tyZnJwczp49y9mzZwkNDSUgIMBV62iGf285Q7sQHZN6xXCkMoUEQz9OnkhTBz6NRoO/v/9lec27BPd9vSuB3LDe2QbmVSi23QiRGwHQaEQmDOjKyN6dWL4phc2HM3n0hhGM6tOp0bPqbmLxFWFtiIvvp+eOfe/RKOBwOrFY7JRQjeglfX85sNls5OTkoNFoVDkch8NBdXEt6/+1g3NHC5BsEgZ/PbY8J3s3HaBtl3AqKipQFAVRFImLi2v0u7gJWFPf/0pY+V4OFEXhzJkzVFdX07Zt28u6t1qKiIgIpk+fTrSmHe/P/owD1af4oetaEia0ZdT4kQwdOtRjMmyIXiOS+CL9fbav3ENIZDADJrhMZvqNa72GbYFcy7v2vVRLZuw4wdm0Q5/D6SQlJYVu3bphtVrp378/V111VavmqPXr1zNx4kTOnDmDxWL5Py918oaIiAjKyspUtQebzUZeXp5XO2RwLdStVitarRZ/f38EQeD+++/ns88+4/nnn/d6fcprTWg1olon6obVLlFYUctd117LmjVruHVa0gVnvEbwrooSGBioarGeLa70Sla1okBooD+P3TSCyVcleUQ/QwKMmK0OHA0c8zTny4MCA3uA//ccSd9DccUuIKsRUXRLwVmtVqxWK35+fgSG+uN0yogaEblBlFdn0BIQ4j1DGxwWxBOfzUZ2ymz4cqvXbdwlaL6MlYJ1fiwf+jCvpv7EWVMpVqcDo0ZHF2MU+o3ZTP/nNHXb0rxyHh7wtEtK6/wiwm6xs+WbnRzccJTv8j4jLS2N4uJiHnroIY/PcZN0m82GJEmXV5N+Hn9pwuquLXFPXE0VeP9fQhRFunfvTmpqqlpbmZKS0mzzU0MkJyezbNkyamtryco5SmI0XiOsjT5bcLrKBUzvoATef97AoHUIDg9i2rwpPt+32WwcOnSIPXv2cGJbJuV7zMh2mbguMYy+exzde7fEMvTS4J48L7YlbdOmDYmJiZw5c4bjx4/Tt29fVxRTr+O2f9zIpHvHcHxHOsNuHIROf2XlrBrCHTH0FWloTiEgJiZGjV5UVVVhsVg4diqbHw/mcrbchF2Sya/QkJJTRXzbriigalO6nWR8TRoAaDuDIx3P9Jng+jtfm2q3233aBrr1BjxhA7m80atGvZaHpg5tJAXTEDqdDkEQqK6uxm63t1gfVVEUSiw1LbJNvRJoqBcZHBysOlotuvELrPVWZKdr8LaZ7WCGt2/9hMe+u5e4xBjCwsKIjIz0alvs/r4Oh+/v4X7vz3K4uhhnz56lqKiIkJAQVQmkIQoKCtSF1ZVCTXktz055nXPp+WoDSt0ZKydy8giVTrF3715kWWbIkCEMHTq00WQsiiLjZrZcm9MXlmVvp1RqTURI4YcffmDSpEmEhIQwYsSIVpFVh8PB7t27uf/++6mpqSEmJqZFmbI/G+46VjfcEWBf9Z8Ny1rc16Nnz55s2bKFPXv2MGLEiFafw8SJE3nmmWcY0h/aB3vv+kfxPg4HBwdTW1vb5EJRq9Xw8PXDmDqkR6P3fnrhHv710y42HcrEft7WekCnev5x7VaCxVhM9ePVTBo0ltHT6XRoNBocDgd1dXX4+fkRGhnC0tRFfDB3Cam7MrBb7OiMOjV6eamwWFxuWxcv8A5vSeWDh5cQGhXMvE9ns3zow2wvOcGq3P3cHj+U1e9+wbx58zwUeOqrTGj1Wlc/QQM4bBI15XXY7XaWLFnCs88+2+i+d0sNutURLkd1xo3/VxHWsrKyy/Zo/l8hNDSUpKQk0tPT6dixI6tWrWoVYa2oqCA1NZVDhw4RFy0ztL8/MVESWk3TK/z/FSwWCykpKezdu5eioiKSe/cl89tCKrIs2Eyuc8pJy+OpsS8y9rbh/P2Lh6/4OVRVVfHxxx+77OW86DHGxcUhSRI5OTmkpqbSp08fdRXXpm0oo2+5sh7s3uAmF75S8u4mqqbcwDQaDdHR0URHR6MoCq/8spy8sjrcUp82hxMbTrLEMIpNCuPPi7GbzWaKi4t9NgEBCMEvg34wSu3LoFhBEF0NWSGvIehcA3NtbS0mS2eC/c4hCg3tDwUE0Yf2qc9PbBqyLKtErKyszGfjkRv5mYX8a87nnNyXifhNT/DC+4Xz+QatIKo1rABGjY4+bS6kgzsERCAjoxM0ag2re7veoZ5pY/fk06ZNG496LrvFoZLVhtAbdXRL7E5icscmv497onc6fdvquu9hSWqZEcSVRG5uLnl5eQQGBtKrVy80Gg2KorBn9R/4B/vT/+reFBYW8tZbb3HvvffSv/+VyVyk7c7wIKsAkl1CskP6uiy+zv6Ympoa9u3bx0cffYTFYmHw4MEMHz78ikaAm3qWvEEQROrr6/nhhx+oqqri3XfjjZa+AAAgAElEQVTfbdX+W7ZsoV27dtTW1hIZGel1gfBXQGRkJJmZmer/DXVzvcFXHfbf/vY3Fi5cSP/+/b0u4pu6/FqtlgULFrB86ZM8epcRrehtoe59kRcVFUV+fr6qPNRatAny56V7JjFzXDLfbFzF9b3XMqBDAeCAupcxyIsJNN6pPrsXzwcNtVjr6urUBVdMp7a8sf45jmxNZdN/tnPL368noXfz6iBJQ7qw9bvdOKx29ZoJooBOryW8YyhhYWHquZScK+P9WZ+6JODMNgqzipl71TNcfcdIZr9zF51jQnj/3feZNm1ai4153Pj222+ZMGGCz2huYGAgNTU11NXV/X+fsAYFBakiwzExMZSVlTXrevJ/iYiICFVk2e3i1LdvX4KCgggMDPRKamRZZuXKlSxfvhyHw4G/vz+TJt+GxW8EuVUbad/mSzSiFQQdAv/b6JLT6eTgwYP8/vvvVFZWMmjQIG666SbsdjuFp4spPP07dovnOdgtdjZ/s/OKElar1cqaNWvYvXs399xzDwMGDFDfO3UwiwNrD3H93EmERoaomoX5+fmkpaXRu3fvP7X+y60O4Cvd0dzAfjEEQcDmcOJNP18ACksuyL64V+xN1ZEJguDS/DNejWL6CkHbAQyTPCbFyspKistvom38TRjsr4CzDAWFemsMAcZCDw9vN+otNjZsP8r0kX3Q+hIQ9gJZltWO2eLiYp+E1W5z8Pn8r1i/dIvqKGUqqIQujYm/KAjM6jKBkzX57C7LQJEV/AQdLyTfwoioCxJ4XYNj+WnkUx4qAYE6o6oS0BCSJOFwODzKEmw2m09CIwgCYguuQ0sIq1s7sanf9X+BwsJCzp49i7+/P71790ar1ZJ5KItFD3xKwZkiFMU1UT6+eBYvvvgin332GRs2bODuu+++Ij7tvq6fgkJtbS2VlZXExsYyffp0AgICOHfuHEuWLKGmpoZhw4YxfnzzNa9XEloE7gsfQueXJ7JkyRJkWebVV19l+/btzJ8/3+tc5bYlrq+vp6qqiq+++oqZM2cSHh5O9+7d/5JkFRpHWCsrKwHfZSu+CGtQUBA33ngj33zzDbNmeZoAtI9sg59Bh1OWPcoCDDoNA7q6xonw8HBmzZqFs242Wi/cVAFVj9ytaCCKoioXWF5ezoheHTlbXIndIakLb4NOg0YUSWrvnXi50bVtHi9NXQoN7VUVCxpy6RG7mP36u4HG5UxarVZd/HmL8vYb17tVJSyTHxhP14GJLHrwU/IyCgDo1KcD97xxM3VKjUd0dfGTyzmyJU2dgxTZVev6+1c7sIomyvzymTdvnk8ZPdlHU5pbW/3ee+/1eZ5uK+qmmvNag780YW3Xrh0VFRXk5+cTExNDTU3NFWHp/0tER0cTFBREbW0tGzZs8BhA3T7abvJaWlrKRx99xMmTJxFFkWHDhvGPf/xDjSIrSndyz11LXm4WMWEpdIz4EaFRx7cbl/5TlpSUsGnTJv744w/69u3LPffcozqJnTx5EpPJRF1dfWvq3C8JkiSxefNm1q1bx4QJE3jvvfdUkl9ZXMXiJ//D3l9SkJ0yP7y3hrtfuIUbH7uWTp06IUkSxcXFnD59mq5du/5p9bRuf2Vf6duWEJTW4FzOOTIyMlSRfz8/PyorK5st5BcEP4TA2Y1ed2vB+vn5YQweBGwE61oEMZr8UgcdNQvxM9QgnC8pkGWwOzWsO9aVj7fu5uvNh3hn1lSS2nuqNSjOcpDLES7yyJYkCYPBoBJWNwrMlSgoqkh/6s50Nny5zSMVpd1Yg9Q+AjSCy/kK0CESqDMyIqobd3caxYnqPPZmp9Kp1o8+xsY+2RHGYF7ve3sjHdaL4ZbUCw0N9XBf8hUCaqhf2hRacj/odDqVMP9ZKCkpIScnB4PBQJ8+fdDr9fz8wW98seBb7A2iOMd3pDO77995dsU8FixYQHp6Oh9//DGxsbEq8brSsNvtHDlyBIPBgN1uV2sBR40axdVXX43JZGLXrl28+uqrhIeHM2nSJA8L1dbAX2tAK2gaNfDpBA3t/MPJNrkWjCONCTw76FbCAlyEbOTIkWrgYdeuXRw5coSHHnqIAQMGqM02bs1R96InOzubmJgYtT73r0pWwfUc1NTUqP+7Rf99LVSaUroYN24cmzdvVmWq3AgL9mftK/fxzZbDLF1/ABQFnU6LzSGxLz2XD1bv5sFrBxMYEIhi04IXEX273c6ixYtUcibLMoqiYLPZqKmpwWQykZCQwA1dOrIrX6TSLKEgcOPwXjx8/XCC/JppNlYcIOhc2aoGEAQQRafPwIVGo1HNEWpra1ukJNQcOvdN4OM/3mTfmoNotCJXTe5PVlYWdQU1HtfdbnV4DZhIDonCgiLe/eENr+VLADGJbYnrEkPB6SKP7IfeT09AJx1z585t8r61Wq2qTv2VwF+asMbHx3P06FHy8vIYNGhQs3aRLYGiSCjmlWDbiRD0ZKMJ9UogICCAyZMns3nzZnWF4ZY+qqioUEn4ypUrqaysJCIigieeeIIxY8Z4/PiCINChYzeMfqGcOhVIuWkC/Xua0ZhfArkWsOB0GkAbjbbNW62qX5Ukif3797Np0yYURWHixIncdtttapNJbW0t5eXlVFVVodfrGTBgAF9pfoL/QZTXZrOxa9cu1q5dy6BBg3jrrbc8HubSvHLu7/kEkk1Ccpx3sLJLfPXSKrZ+t5vFh95W7V+LioqQZfmyNCNbA3f9qK/Bxz2AtYqw+jhtd7SgtraWlJQU4uLiCAkJobi4mPLy8ibLZY5lFWLUa+nWzjOCUFFRgd1uJz4+/vz10oDfDQCERRRy6PRLJHc7i0H6AEW2kVPRhlfWjOFUcSTgwFLhYNmGFN6e5XZusaOYvgTTYlBkFNUrO1a9Dnq9XiWsdQ4LizM38WvBIQCuixvAnK4TkWUFrU7jsTwz/FaD7qAJ6YlY5H4ByLLMlKCePDVkBgaNa2HTM7QdcZ2COHbsmE9bzMriKqoPFHHd1P5oxMbReJvNRkVFBX5+ftTW1pKWlqZe+2tnX82mL3cg2RxqE4LB30CfUUnEdWk+Nd0SwuqePHy581xplJeXc+rUKYxGo4ftauruk41cpGSnjN1i5/ThbIbdMIgePXqorjavvvoqvXr1YsqUKa2WZfIP9sPpaHxNRK2IwV9P27ZtiYqKIiQkRNVhPnXqFNHR0QQGBjJhwgSuueYasrOz2bhxI8uWLWPEiBGMHz/eZ7OWN8zrPgVRENlYcAQJGVEQ0Qoit3UYxjhNJ4ryCwgPD6dXj54emRyNRsMdd9zBuHHjeOuttzh06BDvvfce11xzDSNHjkQQBHQ6HaGhoWrQYuvWrcydO/eKk3xJdvLfvAMcKD/D3K4TSQy6fIksd9MhoNaC+vn5+Tx3N7n19vwJgsDNN9/Mf//7Xx577DGP9/Q6LfddcxW9E2J4esla7A4J+/n7YuW2I/y8K5W3HpzAwKg+YD/Ghdp8DaDF0OYhXnpprtdzkiSJXbt2YbfbiYmJYWBpKbuOZ1FemEPJgRy+rsggKSmJ/v37X1KkXhQ1PucctVTtfH1yQUFBo76MlsJqtXLixAmOHTtGWVkZ9fX1GAwGVm1dQWVlJTabjbVr1yKKIqIocvqUd5MgQRAYMXy4T7IKLo3mxYfeZseqvXz46BfYTDZiEtvS+5ZE4pKimy3pcs+LV2os+0sTVneULy8vD3DVC15Oykex7UOpfc7VMKJYUSr2ofhNRQiajyC2fFBrCQRBYOrUqezbt4+ZM2eqr0uSxG+//cZ3332H0+lk6NChLFy4sMlBtW3bttjtdoqLizlxJoI+vX9HMX+FrforCqqmkthrPoKXidcbCgoK2LRpE4cPH6Z///7ccsstGAwGampqSElJQa/Xe6yGAgMDSUpKwlxtxelwIoqCh4+6RqchqM2lNV8UFhayfv16jh49yvDhw3nxxRe9O3MUVaHRiFgdF3WPmmwUnHbVJAmCQOfOnbGYLWxYupU3133CPc/fyriZrWuCaC3cD6Kvh/5SIqzzbhrFq9/+jsPpxHZ+sDbqtXRpG0TfWJGOHTty9uxZcnNzURQFq9XKmTNn1AmxIfLLqnlj5VaOnClAUWBsciJPzhhNREgAiqKQm5uLIAheBx7XZCNSXj+KnZkd2X1sPUdzY7iYUbulURQpC6XybpDrUScS2w6Usj0owQsQ/G5Txbs1Gg3HTfl8s+NtHLITu+z6bdcUHGJ90VEeqBnk9dqIpRLRH9Ty1IEHKTmTS3K77ipZdSMkJISgoCBKS0vp2LHjhcY4m4Mf31vDitd/RhAgLDqUJ5fMIXlMT3Vfu91OamoqFosFm83GqVOnVOva+Ph4hg4dyrRHpvDvhz4nbU8GxlADL37/dItl01pyP7gX5VeasFpMVla89hMHNx1l9jt303dsL6qqqjh58iQajYYePXpcUtRHEAQGDx7MoEGD2Lt3Lx999BE6nY7JkyerEcbm0HdsLxZ8+zj/nvM5ljorVosNrV5L8oQkHv3gQeI6XlgMxMfHY7fbyc/PVyPhWq1WNR4YOXIkEydO5NSpU7z99tsEBgYyadKkFp1LqN6f53tPZ4SmPZ/mbSMqOIyFydOh2sLZs2eJCAun50VktSFiYmJ4//33WblyJd988w179uxBkiSeeOIJQkJC1LGoqKgISZLo1KmT1+NcKv4oP8NrJ36i2m7G6nSQUnGGSTF9eaTbNYTqLz2i19CBzj0fX1jkNkZzWsL9+vVjxYoVVFRUeCW9h0/nU2PyjGJa7RJWu8QPOzO4atZXKLbdLgc/uQz0Q32anLjh1rctLS2la9eu9OnTh/HjxwOu5z4rK4u0tDRef/11BEFgzJgxjBo16qJnQvSpUCBqLtCpi6+L+37x8/PD39+fkpISEhISWtQ5rygK2dnZHDlyhCNHjmCxWOjZsyd9+/YlJiaGoKAgdcxISUnB6XRy1VVXnVd/UXj5+HukZB9tfL6i6LKZ9gG71c7mr3fS7arOjLl1OEOuG8jpQ9kExhtZvHgxc298yOe+bjQ0bbgS+EsTVne6wZ1+SEpKumSVAMVxHKVqFp4i6jawrEGxH0eIXHeZZ9sYo0aN4sknn2TGjBmqi8myZctYs2YNgiBw3XXXMWvWrBbdtPHx8WqTTWraKWAwtbVJxMfHIzZDVhVFISUlhV9++QWdTsfVV1/NuHHjKCwsVAd8nU6H0WjE39+fwMBAl0xUcDAhISGqNMknh97mX7M/4/Ths9gsNnQGHUmjE5n82FhsNluTjUVuOM/LwPz2228ATJ48mXvvvfeK1J2m7jrJe/cvoaKoErvFwaLZn7LqnV94cukcug1sueRXS1FXV0ddXR16vd7nRH8phHXiwK4M69mBxb/u5Yedx4kND+b5OydQV5hFZWUlUVFRqsxMXl4ekiRRWlqKKIr07NlTFWxeuz+d11ZsRnLKqq7hliOn2X48i/ceHEzP8A04rEm0bdvHJXbvdLJ6dxpGvZYpg13kRRRF6urqcMh+HM1tnGL3gP3g+ch/w2dMcv2Zf8CsXI/NZiM4OBiNRkOWvg6T5FlKYZcl7LLEsfpcJC8RN3C5vkTL/lgEQ6PxQFEUdv13PzkZucQNjiAzM5NevXpRWVzNnP7zMddZVJH5wqwSnp36OiNnDOUfyx/B6XSSnp6uOvQEBwcTFxdHbGysR8lHu25xvLvtJT5882MGjOxP3+Et1/h13w9NNVS5F6+FhZdvnwyua7Jt5R4+fuwLbBY7NrOd5657k6ShnRn14CDaxIbQu3fvVgn2e4MoiowYMYIRI0aQl5fH+vXr+eqrrxg9ejQTJkxoMtggCALDb7yKgZOSWbxgGSd2n+Km+dcwZIJLE7Khk5wgCHTq1ImoqChqamqwWCyqioPD4VDHtMDAQO677z4URWHHjh189dVXjBgxguuuu65ZYn5V+yR0FVb89f7U5pZQWlqKXq+nW7duzY5VgiBw++2307lzZ959910OHz7Ms88+ywsvvKA2p6xdu7ZFWt2twfGqXJ46/BU2+cK9ZZMl1hceIb02nxXDH2ti7+YxZYpLSaa5cgC40GzqayEvCAI33ngjq1ev5v7772/lmZyXtzSMgMjN4MxH0HZs0Z7BwcGUlpZSX1/vcW56vZ6kpCSSkpK4+eabqaysZMeOHTzzzDNMmDCBqVOnukiovj/43wzm73FlG2Wcsh6FAHRt3gLSvX6uu7TN7nRw1FBBTW0F7Ys60L6dd4Lt7ifZuXMnubm5JCQk0K9fP5566qkmg1shISGUlZWpvQIAs96+m4qCKgqzitW0vsFfT9+xvZh475hGx3A3WX7w8BLMdRYUBUbfPJSr7xzJkS1pHK/8gycXPNGiOdt9Du774XLx/wrCmpeXh6IoJCUlXfrB5FoQ9KBcfOEc4DyDXHaNq3NaP8Dr7pcCnU7HsGEuh47Ro0ezaNEidu/ejVarZc6cOUycOBEARTa7BIgF3zeAIAh06dIFu92uFrzHxcU16e2tKArHjh1jxYoVtG/fnkceeUSVQsrPd/mdR0fGsPnzXaz7dDNjbhvOrHfuIjTS+8TSISmeZ354hF+XbSD191OM/dtQ+o3sQ05ODsePHyc5OdlnLWdBQQHbt29n//79JCcnM3v27GbTCRd/l6ZQW1HHM5NeRWpQrG8328lOPce8Ec+x1vTNFW/GOnnyJABdu3b1uei4pJIAINDPwPxbxjJ7ylAC/PRoRJENWWnqSloURTVNWlRUREZGBqWlpciyTL9+/TAajexOO6tGaN1wOGUcTplDxz9i0JgU+ncUEfxuZ9+JGby6YjfV9a6oxrJNKbxw50TVyUuvM6DTanBInsfTakT8Da7fXJFycBFU73ATidjYWEpLS89Lfnm/X0L6R3LbMzex8s2fcTokJIcTY4CByHYRPL18ripG3ZBknTl6lkUPfEreqQIURUHvp2Pk40P5tuYQ0dl6D7Lqhs1s5491LnvGjIwMioqK0Ol0xMTEkJSU1OQ9k1d5jvv63uvz/abQ1P2clJTExo0bOXny5BVx9TuxJ4NFDyz2SO/bzDaObUsn91QBnx5722skrPtVnfnjt8OeLlKigM6gI6F3093E7dq1Y9asWVitVrZv387LL79MdHQ048aNIzk52evzoigK+YX59LspiTH3DsHf35/U1FQMBgMBAQH07n2hKcUtmdNwwSI5JNZ8spFlz31H5wEJTHlyLDV+LkI7evRobrvtNvbs2cM//vEPRo8ezdSpU30SKrdKQlpaGvX19eh0Onr27NmiRTmASbIxaNAgFi1axGuvvUZubi7z58/npZdeIjIyktTU1Esgak2jTrKgE7UehBXAoTipsZsv+/gTJrhMQNwR1nY+yFZDNBXRHjZsGKtWraKuru6SA1GCoIUWklXwdF9qqoE7LCyMm266iSlTpvDFF1/wzjvv8Oijj+Ln54cQ/ByK/50otc8j2w6RVzGFmMSF6A0hKMoJr8fTaDTY2gfyL1KwlyjITpntJ8/xiv/t9AtPULcrLy9n48aN6jw5ffp0EhISWpwldEskZmdn06OHSwWmY892fHrkHbZ/v5cPH1lKcHgQTy2dQ++R3vnUa7f/iwPrDnnUrG7+Zie/f7UDRJf81674FGLnx6I3Ni29535empRebAX+0oS1TZs2qn5aTk4OCQkJze90SVDAmY1S+bfzNXevIGhaV1ekKDaQqxA0nvVCkydP5sUXXyQzM5Pdu3fj7+/Pc889R+/evVEUG4ppCdR/CpoYCHkdQe89FQquh79Xr15UVlYiyzIRERE+b+S0tDS+++47tT7W39+fzMxMzGYzWq2Wdu3akbnrLO889jp2qwOHXWL793vY9d/93PvKbUyfN9XrcZ1OJ12GdqTXGFdXdX19PR06dODcuXOcOHHCo9mhrKyMXbt2sXfvXoKDgxk9ejTvvvtuiwd9N6ITojD4GXBKTo/J0xhgIHmsK51rt9rRaDUehBVw/bQO56XrMDUBN2FtaiHlHrAvtYEmOODChGo2mxsNsoIgEBsbi9lsJisrC6vVypEjRwgJCaG6usrncQWciKITcLJsSzpf7PwVq+PCcJBTXMVD//4vfxvbg25hWm4c0p16i50VW4/gdMrIioJOq+HaQd157IZE5KrZYNsFXv2pXXAT1ujoaEwmE7VNkPgtZWksmnsPy+8by6dPLufYthM88OadTLhnNKIokpKSgsFgUCMX+349yKu3ve8h82Iz21n3+hYch0KQhwRhFLyTaZPDyrY/9uCvaJFlmZCQELp3794kWTWbzciy3Got0qoq12/SVLTRfT+lp6dfkivOxbCYXOn1i+tRFVlBdig+dT9v+fsN9BjajUUPLKYs3/XbJfRqzxNLHmqxe5TRaOSaa65h0qRJZGZmsmPHDpYvX05SUhKjRo2iZ8+e6vcrLi4mPz+fwMBAoqOjyc3NxWg0YjKZmh0zju9M5617PqS2vA6ryUb6nkwyU7IZf89Iht8zgOLiYkpLS+nVqxdjx45l06ZNzJ8/X6199bbQbtOmDQMHDqS8vJyYmJgWZcJKLNW8c/JXdpWeZFRUD/7e4zreeecdXn31VdLS0vjggw9UR0BvZK7eYUVSnITqr5zG7ZVGWloaQJPBEneTT1P3riiKXHPNNfz+++9MmzaNFVuP8Nm6fUwa2I32kaEYzjdcNYRBpyEk4NL7WNzPa0tT1Hq9njlz5rB9+3YWLlzI/PnziY2NRdB2pFbzIUczDxMZ2RY//6ZLFY+3qaP6mg4g2NUhslSu59GDy/hHj+tpX6njl19+wWKxMHHiRN57771L0mEODw+nTZs2lJWVUV1drZaICYLA2NuGM/qWoap6gi+c3J/pQVbBNVYAIINkd/L9W6vZtmI3X578d5PnExQU1GTpSGvxlyasgiAwYsQIfvvtN7Zs2cIDDzxwmUdsLsplBdtWFHN3hKCWpU8URQHb7yi1L4Bci+J3I0LQ3xFE1yQQEhJCUVERhw8fJjk5mXnz5tGpUycU2x6Umr+DbAbs4DyHUnk/imEoQsg7CKL32h9BEJos0j99+jRff/01AQEBPPTQQ8TGxnL27FlOnz4NuORJ3M0LD9zz9ws3Ii4xYIdN4otnvmXk9CFEtWu8Ao2MjKSkpETtciwvL8fpdBIeHo7NZqOgoIBjx46pkeSRI0fywgsvXJbhQ2hkCN+c/ZhV765h5ZurEQTwD/bnic9mM3hK8zqQCgqFhYW0a998RKA1SE93pX+aIqyBgYEYjUbMZjO1tbWXZXFpNpt9Nh22bduWgoICgoODsdlslJWV4XC0TBYpqzTEg6y6YXNInCupoltYJHqNlbnjdjKtVxrvbJxEndWPBbeNIzFGi1I6CjX17xVG0ESrhNV9r5SYKtGjcTkKXYR6p41HU5bxZr+ZPLfyyUbvy7KMJEmUlZUhSRJH9hzD6ZAaNfELVgXhrA1paIAPEwSQcPJC9SauD+5Ff3/X89EcOTlw4AADBw5schtvcF+DphrkYmJiCAkJoaamhuLi4v+p01RzXua9hndn6Yn32fbdHvyD/RgydcAlTT6CINCtWze6deum2r5u3bqVzz77jH79+jFq1Ci1rCgiwlXKIYoier2eoKCgZrMxb9/zEaXnLphZuJvDtny1i/4T+hDfJ16NPJWWljJu3DgmTpzI2rVreeqpp5g8eTITJ05stEjx8/NrUSQRYOmZLfwneweSIqMAe8oy2L/zNPd2Gs1LL73EokWL2L9/Pxs2bGD37t0e+0qyk5/z/uDjzI04FYW7EkZyd6fRGDWtMz1x+jAAKbfVcbAii4Hhl1calZOTQ1ZWFoGBgSQnJ/vczs/Pj+jo6GZrhseMGcOcp1/g432lVNW7arZ/3HkcnUZk4oCubDuWhXR+gawRRe6dOJB7JvoO6jQHjUaDKIqtDiCMGTOGDh068Oabb/LYY4/RuXNnl2oIYou0S6t1DtA1vhZ2RWL5uh8ZZYvh7rvvbnIR0BIIgkBiYiKHDx8mPT2dfv36ecwZV0o9x2a2U5xT1ux2iqKQn5/fpBV3a/CXJqwA48eP57fffmP79u3ce++9l27vpesFmk4gZQNNpUdkMC1F0SaCcXKTg7PirECpmg3O06Ccb5Cw/IJiXYcS9DKi//WUlJSoUZW5c+eqRfZK7esgV1x0RCvY9oFtp0s7sxWw2Wx88803ZGdn88ADD5CQkIDT6eTYsWPU1dUREBCAKIqUlZVRVlbmalLwJvaJq5HKl/aaTqejU6dOHDt2DHClIHJzc0lNTSU1NZWQkBDGjx/P/PnzW9Wd2xz0Rj13PjeDa+4bx/HtJxgxfQh6g+dgLvuK2Cm4mpL0ulZ3L/tCZWUlmZmZCIJA9+6+lSYEQaB9+/ZkZmZy7tw5j7TmlYQoivj7+xMWFqZq06aX7eVkkQarw/M6GXUO4sOat0YFVyqnc9xxjKYnQXEQE2hl0fQ0MAxDCB4JshUQ8UlWBT8ImIMQcB+lpS673PDwcAICAshYu5aBfQezwZiL7CUELgiuiRbgnKmct06sptxWxzM9byAyMpKCggJ10WC2WGhKd00J04KkoGhcxnDq6wYBZ7QOO07W1J2g3NCB7tquzV6XHTt2MHt2Y5mw5uDWsmwqHSkIAj169GDfvn3s27ePadOm+dy2pXBKvhbrzZNPURS5+o7Ld5FqeLzk5GSSk5NxOBwcPnyYn3/+mYMHD9KpUycGDBhAfHw8bdu2JTc3V3WDawq+vp8gCpzJPA1hDnQ6HREREVRUVHDkyBH69OnDjBkzuPbaa/npp59YsGABc+fO9alH2RTqHVa+yNrmQRglRUZSZJZmbeXWDsN46qmnmDdvHiUlJWzevJlbbrkFgOz6Ep489BVVdhOW81aw35zdxY+5B3ir30z6hTWfWZRkJ7UOM0Fao3qMhlBQ+Pep9Xw97JFWf7eG2LJlC+Dqz2gqAuhuEm5OS9jf359UZyzUezYYOpwy64ZN75wAACAASURBVP7I4JNHp7Ht2BnqzDbmTR9FVOjl1VmbTCb0ev0lyWMmJCTw7LPP8sYbbzBjxgycTieRkZEeZUm+Sn2aIoq9evXk8RF3tfp8fCEgIIBu3bpx8uRJ1VCnKSWA/yWutAnKnyNWeRno3Lkz7dq1o6amhkOHDl3ycQQxFCH8vwihb4IQRtMDtRWlZiFKxY0ochM2ffYDnmTV9SIoZjB9BMB3332HXq/nhhtuUH2YXfCRoxY0vt/zgbS0NJ5++mliY2N59dVX1dKJvLw8ZFkmOjqa0NBQ6urqaNOmDQkJCZclDxYSEkJERASnTp1i/fr1fP/991itVm6//Xbef/99rr/++itKVhsiIjaMcTNHNiKr4bFhTPrbOPRGHcL5qJFGK6L303PLP27A6GckMzPTQ/z6crB69WokSWLYsGHNRo/dE6BrRX7p0Ov1PovXJUnCbDar6R6dTsesq0t4bfpmwgNNGHUO/HQO2oVV88Ed67iu76kWfWZkuJ3owCUISh0XxLKtru7/quYJmxCxGTHwIQRBT2pqKgCJiYku5zLAcLKSxKC2Pve3Ox28e/JX7tzzAYcrz5JjKmPewf/wQeVOwjvF0a1bN3r06EF8XBxNqbrJ8XrqFndA6ReIYNSgaF1k1TozDNM75y1qFYlqh6nZ6EtNTQ1ms/mSIp/uCGtzBiju+vZffvnlsvVYew7rRq8R3dEZLyz2dQYdfoFG7n9jZhN7/u+h0+kYPHgw8+fP55///Cddu3Zly5YtrF69mq1btyLL8mWVgimKq+TBvYirr6+nR48e6HQ6srOzcTqdBAQEcNdddzFnzhw++ugjfvzxx1ZPsAoKoo85RURAwaVgMHv2bCIiIvjpp5/UqNOW4jQKLVUeRNMqO6h2mFiZs7fZz/6j/AzTd73HGydWU2Wr93kerXXxuhiSJLFt2zYArr766ia3vVJExSZJLLj9al6/f/Jlk9WGVtaXmvFr27YtL730EkuWLOHAgQM+o+8XB7qaMhVxSlKLjWVaiqioKBITExEEgbS0tFaNId0Hd8EY0LqyPV9w33NXqiTgL09YBUFQpSfcq7vLOZZgvAYhajvoR9L017eA8xxIZ5o5qu9j5OXlsXXrVjQajYe01ZWC3W7niy++4IcffuDZZ5/l2muvVW8MRVFUwhofH091dTUBAQH07NmT9u3b07t3b5XYXQzJ4USj9V6/53A42LlzJ4sXL2b79u3069ePL774goULFzJp0qQ/1WWqIQRB4PFPHuSTg2+RNKQLgigwYEIyS9MW8eAbd6q2rRkZGWrT2qWirq6OI0eOAHDzzTc3u/2VIqxu4XRvcBe1N3RTEwQY3S2HXx//htljUnjymt38OHcl/Tt42hMO7lSCQev0SA+LAhi0GoYmBbkaGxrBCYq7Dsz3YCtoXKlvk8lEeno6oijSt29funZ1RTHPnDmD6INpKgocrcphde4f2GRJjcJaZQf7y8/wZfEeoqOjiYyMpNew7mh1WrT6C+eqCKDoBaRBro5wJVqH/ZV2tH+3P7YbQ6n7siP2m8NA5/kcuM0girJLvJ7Xnj17GD58uM/v7AuKoqhmCc1FDAcMGEBCQgKyLKsk4VKhM2qZ/so13PbGdUR1CEej1TDh7tF8k/MJE+8ec1nHvpLo2bMnd999N5988glPPPEE+fn5LF26lFWrVlFeXt7kvlqdj3FHhvYdO5CQkEDHjh1xOp3YbDbatm1LbW2tuoAAVwTtzTffRBRFFi5cqHbDX0n06dOH5ORkTCYTP/30U7PbK80ELxYcWcHfD39NkaUaq9OBA9lrtuJK4PDhw9TU1NCuXbtmNUTdtaKuxsq/BvLz8ykvLyc8PPyyAiqyLHPnnXdiMpl4//33qa6uVt/T6/UEBwc3ImjtrP4gyQgNfhqtIKIXNLSTgygp8T7WXAoURSH/dBFxcXFERkZiMpk4evRoi9Pyz618gqeXP0JoZDAaH8+VVq/xkAP0hf+HvfMOj6Js2/5vtmWz6ZWQQujBEHoJRKSKgIpIR8qDiCCgItKlKSBNBBUFRFRAUapSlSJNutLSKIFUEtJJb1vn+2PZISEdwvPq+73ncURJdmd2Znbmvq/7us7rPPPy8vD29q50vKsq/vEBKyAJ6v/9998l3DYeF4KgRrD/CFSBQEWZxicLvrZv3y6J8pcqRQvWlHn5RaNZzaASREVF8c7wKYT/Es1b/5lY6oYwPFi1aTQa4uPjyc/Pp27dulJAqVQqWbBrGrZOGinzolIr0dhb886Xb+DmXZInm56ezo8//sjUqVOJi4vjnXfe4bXXXpO8ry1WeP/T8PX34fMzH7M9YQNLfptD7Xrm7J2ly1gmk3H9+vUSg0x18csvvxAbG8tzzz1HgwaVc8IsvKQnDVjt7e3LPW5LEF5WM49KYWJUUAj9W99CLnugmYoSsAbBjr6dh7N93hjaNPLGSilHJgiIgNpKid5Ysb83cndQNAIelQlSgzJQ+i0kJEQydLC1tcXLywu1Wk10dDQdrHxRCfISmSG1TIlGocJd7YCxjAnYhAmt6WHWIKDTM2wIWUWrHs1QWauQWysQG6nJ/6wOuoHmyclKUKBGjqahLdo33BCdSgficrmcsLM3GddsGmOaTGZmz0XciywZ4J8+fZrnnqt+iTw5OZmCggKcnJwq1ZO2SCNlZWWxbdu2x7ZpNRgMhIWFkZ+fz3OvdOSHyLVsS9jA+xvewt758XnlTwOCIEiOQM7OznTt2lVqclm5ciXLli0jJCSkzEzhBz9PwatRbaw05syQTC6gslYyaFpfWj5ozPT09EQQBOLi4qQK06MVC7lczoABA5gwYQKrV69m//79VcpMygWZOcuaoEP9ZQry8IdVNxERebFF2ahR5vLv/v37JbWLx8W5tAiKTJVnz+QI1ebDPopjx44B5uxqZWO9vb09tWvXrvHM4eMiOTWdE5fCUKvVT2SBK4oisbGxODk5MWPGDF566SXmz5/PX3/9BSCZ7jyqCtOkyAHnnyNQ3ctDhRwrmZLO7s+wM2gK7Rzrc/fu3RpxQ4y9Hs97z87jzabvM7H1TLTpRurVq0dhYSHXrl0jISGh0u9EEASeG9iBr/5eXi410Kg3MfaLoaSkpFR4DyclJZGQkFDt5tTy8K8IWJ2dnWnXrh1Go5HNmzfXyD4FhTcy5y0ITuuojueoaIjBlPkupvwtiIKVOcAsBSVG0Ybz588jCILEVSrx+Y6fgyqIhwGzyhzE2r4HVuWXW0RR5PuvNjO9x0fcO5TFjT8iGdd8Ghtm/EBB7sNBUhAE1Gq1xFl1cHAo1azVqX8gP8V9TdfRHVFplAQNasvWmHW8NK6n9J7s7Gw2btzI8uXL8fX1ZfXq1YwaNYr69esjl8tJTk7+xwxKFgiCgLNH6c5nOzs7AgICEASBsLAwkpKSyti6YkRERLBv3z6AKksOWQLWqKioJ/KHb9iwodQ8Z4HJZCIuLo68vLwSAtIAWA/BKNpiNBWfqKxB5obgtBnBYRGC25/INIPwreVCv45NAQGZTEAUITu/iA9/vsfojb25n1f2wk4QVAguu4tRbaxAcABE0AdjynwH0ZgsDeht2phl42QyGePGjcPB3YUD545hetCoIkPASlAwqt5z7OsyE2erysuAJpOJI5tP8nbbWYScDKdOE0/e/fwNvrm0kqatGmIlU2ItV/FW45780mkazzs/gy0qVMUWpFYyJfYyNay4x+b3dnP3ZgJGg4mQU9cZ32I638/9GTA3Ndrb2z9WhiY6Ohowf49VQYcOHahbty7p6emPNe4VFBQQHBxMbm4u3t7e0oLVyf3xzVf+Wyieie7WrRsrVqxgyJAhnDx5kjlz5kgKHRb4d2jM6gsLeeHtTljbq2nbuwWbbq3h9UXDUCjNCxOFQkG9evWkIF6hUJTL7atfvz5TJ01n/7JjjO0+iZSk1AqP15RnoNsOR+zeuYvqcA428+9huzAJ92xrPmszGo3iYYnVz8+Pli1botVqOXXqFBq5Faoy7IEVgpxbOffYE/93uc1UFUHxIEhWy5QEujZicYuh1d6HBeHh4Vy4cAGFQkG3bt0qfb9GoyEpKYnU1IqvG4B/HUuypeTCwNFGTZuG5Wu9VgWiKLL/XCiDl25j3YnbrP4jgsikx6+wpaSkkJOTg52dHba2trRp04alS5dy5swZPvjgA2JiYqSG0OIwmUwk34ih/U0la9qP4ev2b7K81Qg87VxwdXWVLEyf5Dy/fPdb3m4/m1t/38FoMBIdGsu0Lgv4ee5emjVrhlKpJCoqisuXL3Pr1i1iY2OJjY0lJiaG6OhooqKiiIiIIDQ0lL/++ourwVcpkRIuDhnExsYRFhZGaGhouZQDS+a4pnpH/vFNVxa88cYbXLt2jWPHjtGlSxdatmxZI/sVrJ5FlHuDMYWS3sSCWbNVZh7cRVMuYu7nULgT0IPuDAiOoHkdCnc84LFqAStQ9+LEhVYYDNto06ZNmXw1QeGD4Pz9A/etj0HZFMF+doWOW1lZWSz/6BOC10chmpBWP7pCHfvXHeHC/stsjlgDmAfnRo0aSQ+Bv79/matKja01U7+cxPPjOpGbm0t6Vhp2TrYUFRWxb98+zp8/z8CBA3nzzTdLbK9UKvH09CQlJYXs7OxypXH+aXBwMIuk37hxg9u3b5Obm0vDhg2r1D2ZnZ3NsmXLMBgM9O3bt8rWeg4ODtSvX5/o6GjCwsKkoK0yGI1GCgsL0ev1iKKItbU1ERERpKSkoNVqJYtEvV6PlZWVmebx4Du6m5rJ6WsCXqolNPE+irvdMbN174MGqKx8I8evWdGjlRynBzHht4f+KiUjU6gTiU5z5nJsPXoFWESxrcx+2rbTgAf8JHVvRHldyBj9wGf7QeZKewJj6inkeicEwYmOHTtK+1Y/U5uUkY0wCiKWyUommgPmlk51UcuVCAjlLiflgozs9BymdJpPSmwq+geSZtEhcaybspnBd19m46K3uJIUReyB2wTVb4S9jS1923SlUaQnP8ed46QxxryorNOBPqI/752dg0H78BpYus23r9hL3yk92bJlC3379iUzM1NqdCtOw6gIUVFRUkNEVSAIAu+88w6zZ8/mwIED+Pn50aVLlypta7FbNRgM+Pr64uvr+4+ogFQFJpOJ5ORk7O3tqVXrIb+5QYMGTJkyhfj4eH744QdEUWT06NH4+PiQm5vLzZs3aPVyU0bNHlrueOTh4SFpWWs0mjLH5qICLT8v/YVfPvvN7O6nkDG64bu8trAf/5n2WpnXcWzT98nLzAOdaL5ftSKKKwUw9haNo0uXQ3v16kVwcDDHjh1j1UurAfgm8hhG0YjhQQJARCSlKIfPb/3O1pgzzA0YQOsqNGABaOQqWjj5klqUwwz/vrR2fnxHLZ1Ox5o15nllyJAhVVqsWdRQLI5XFWHrByM4HRrFzG8OoDOKyGUC7/V/jpHPP5kmen6RjrGrdhCbnIHOYL6mkffuM2blDvoFNWX2sO7V2l92djZ37txBqVSW4FXb2dkxffp0UlNTmTt3Lvn5+aUCVlEUqVWrFoGBgRSduY+oUUFPM//Vy8uLlJQU7t69i42NzWOVz/U6AwfWHS1RDRBF0Bbq+HPXBcZ9Moo2bdpw7949cnNzK6QgCIJAVlYWN0NvPdhf6ftdQEBjbU2BtqDczLBFIQCoMaWTf03A6uXlxWuvvcYPP/zAl19+ydq1a2us801w2Y2Y+ykU7sfsXmEFiroIDksRFA+6+jPfBP0NpIlYLDD/FGwGpy9BdxX01xDsZiMo/fn98HsAEv+2PFw6oWbdlAY0bFWbiZ8JuJTzvV67do1NmzbxfGBvbm25R352SW6QrlDH/aSSupvOzs44OztXquWoUCho1qwZoaGhxMXFERISwvHjxyU9uPKUGWrVqkV8fDwJCQncDUnky3e/o3Y9d975ciy1fMuX7XnaEEWR+/fvk5GRgUwmQ6FQIJfLkcvlKBQKZDIZjRs35u7duyQlJZGXl1epKLjBYOCTTz7h/v37PPPMM7zxxhvVOqa2bdsSHR3N5cuXKw1YDQaDxLUtPgBpNBocHR3Zt28ffn5+CIKARqPB09MTb29vFAoFuYVa1u0/x95z4YgmESuljA+GjeOFejMRZFYYRAd2HA9m/cELmEwin/9ymol9gxjStXyJGgQrBJs3QPYZmFJAMwTBdgqCrGRJWdCHIIoFPOp0JROgb48CNM6jS7jjXMiJxqgUKD4gGgWRQpOeD376nOey3Kjj3xA/V3ci9fclCoC1XEUttQPj6/bg+7k/k3C7pCOUySSiK9Rx8Jtj1Gtely/f+Zai/CI2iT/Rd0JP/vPRUPwaNGJQQREdMr1p4u9PA3dvEu4kIS+vOUKEU6dOER8fT1FREaGhoSW+FwvVoSJYqDnVGbz9/PwYP34869atY82aNfj4+FRo52lpLImLi0OhUNC4cWOsrKxIS0vDaDRiNBolupDBYMDa2ppatWo9luZjTaKoQMv25Xs4/P1JXn7nebzau+Jb17dMTryPjw9z587l5s2brFu3Dk9PT5o1a4ZcLqdp06YlgtWc+7lsnPUjwSeuM37lKDoNCMTHxwcfH59yx8Slwz/nytEQdEXm+82iQPDz3L3ERMUw78tZpcbErNTsUuVT0WBCZi0jLzOvVFa7ffv22NraEh0dzd3YOEbU78RLXq34KuIIx5JD0ZuM6B9U7wqNOuIL7jP58iY2Br7FMw4PJb7c1PakFuWUoMfIkWEUReYEDKCW+smz6du2bSMpKQlfX98qcfYBqampKgErQOfmDTiyZAzvzFvBN58uxNrqyegLAJEJKcSlZErBKpiXxVq9gQMXblQrYC0oKOD6dbMpQNOmTUs8L6JoQizch6uNlu7dO5OcnFwq42gymVAUWrHng2PkpRaACH7tGzLl6/F4N/YkICCAa9euERERgZWV1WNZ0AtC2fQty5imVCqlap9Wq0Wn0yGKIllZWVLpPjIykvj4eHx8fFCqVAjIyuRRi6JIkVZLnTp18PDwKHPRnpiYSH5+Ps7OzjWW0PrXBKxgLsGePXuW6Ohotm7dWgO6rGYIMicEhyWImtGIeV8hqHuDuk/JAc10n5ITsWVjBYJYhGD3vvSn6OhooqOjsbOzIzAwsPQ2QMKdJD4b/zURl6LQFmhJiUvj4sErDJ/TnyEz+kllLIPBwNatW4mNjWXRokWkRD4qhVWF8yt2HiGnrrN6/NeIJpEpG96idQ+zzJJSqaROnTosWLAAOzs7li1bVukEbGNjA0Uy1o3fQnxYEtoCHQkRibzhP4X+k19k1IJBWFnXTLfho9DpdCQlJZGcnCz9WH5PSUmpUneqi4sLLi4u2NvbExwcTKtWrWjUqFGp8zYajaxcuZLQ0FAcHR2ZPXt2teXV2rdvz7lz57hy5UqlC4iCggKKioqQyWTUrl0bKysriSc8dOhQ9uzZw6BBg7C3ty9xHIn3c3htyVZ0BoPkcKUzmlj883GOXvNlxbiXGLRwC2nZ+RQVM1hYt/8cO/8MoTxJziKdgV8vagkM2I+jjb7CKkB59Bq5XM7rr79ewXYlodfpuXz5MpcvXwbAxtsWevpiVMlolWJNS5MT84csID+j/KaO/OwCPn1jbQkR7ANf/8GRzafYGLqKunXrkpWVhSm7ECpLaghwPeQG3kWNuHs+mS7DO5ozYCkp6PV6srOzqxSwAlXSbSyO3r17ExERwfHjx1mwYAHLly8vZYtpMBhISEjg6tWrREZGkp6eTl5eHomJiVXixjk7O+Ph4UHt2rXx8PCQfiyasE8Tf+48z5p3vkVboEVboGPb4j1oHKyZufkdisfmRQVarKxV0rPzzDPPsHTpUnbu3MnatWuZMGGClP0zGo3s++owm+dvx6A3otfq+eT1r9i+fA/Tv59EvWblS1dlpmRLwWpxKBRK5KKSOXPm8P777z9R1kilUtG1a1cOHjzIsWPHGD9+PI4qG+Y1G8DZtFsUGEs3yKhkCnL0Je/3rUHvsin6JNtiz2MQjSgFOe1cGjDD/5UaCVYjIyP59ddfEQSByZMnV3ncq06G1QIHBwd6tGnM4d8PPrHDm06n486dSIQaaEDT6/VSp72/v3+J50HUXUXMngPGJBDgpQ5qwq7alHrmIk7EojuvIl3MlJgPYWdu8lbL6cz+cTLPDexAQEAAISEhkgFPZfbBj8JUDtfaYDCwfds2HNztpUA7MTGRe/fuodPpcHJywtvbGx8fHwYPHoyPjw9ZWVmsW7eOjmNbcHXbTQx6AwatEaVagZW1ijc/HUGnzs9WuNC9desWgJRcqQn8qwJWhULB5MmTmTp1Kvv37ycoKEiyH6sJCMrGCE5rnng/FnJ6ly5dyi0XLhv+OXeuxUhaqAadAYPOwM9Lf8XHz4vnBnYgJSWF1atX0759ez788EMEQSCF+4/FGU1PzGD1m+sJPX1Dcota0G8FAc/6MfXbiSSk3WXz5s107doVDw8P6UbMychFoVSgsSubw7h3+VGiLt2VzsNoMGI0GNnzxW941q/Fi+MqzjBXBSaTiYSEBG7fvk1ERAS3b98mNja21HUQBAE3Nzf8/f3x8PDAxcUFURRLZZWMRiN5eXlERUVx+/ZtdDodBQUFfPfddzg7O9O4cWO6du1K9+7dsba25rPPPuP8+fPY2Njw4YcfPhZ/sXHjxuTn55OVlUVMTEyFWTK1Wi0dd25uLo6Ojjg7OyMIAq5u7qzZfZy5m48wZ1QffNwe6gkmpGUhIpayYy3UGQiJSqRIqyc5Ixf9I5mgQp2BpIwcGnu7opTLSr0OEByZSL8FP7Bv8RsShcBoNJKVlUV6ejqxsbEoDacIaqajrDHM09OzWkF+125d6RHoxa1bt7h58ybR0dEoNl0HAaJEiNSCNs0KTOUPhJZnqjh0hTrkChmRYTG0f6E1arWa9PR0GjUyS7kY9KUXOoJglqW58Ol1FDIFob/f4ui3fzL0w1ew87VGLpdXOrno9XoSExMRBKFalsTmzxeYNGkS9+/fJzg4mLlz57J8+XLc3d0JDQ3l6NGjXLt2jZSUFHQ6HWq1Gmtra+zs7GjWrJlkhGCpMBSvNuTl5UkLvqioKEnXtjhcXV1p3Lix9NOoUaMaq26lJdxn+X++LGmpXKhHV6hnft8VHNZupzC/iJ8+/oXdqw9Qv5kvU7+dQMOW9aRr4+/vz8iRI7l48SJ3795l5MiRXD8bwfdzfy7hjFeUr+XO1Rg+7L+SHyK/eqzjbdmyJX7d67J8+XIGDhxI586dK3x/eVrXYK6+HTx4kFOnTjFmzJgqU0uKw1qhYlLjXvT3ac/PMWfp7hFQJd3WqsBCBTCZTPTr109S9qgK7OzsEASBnJwcDAZDlZ/9kSNHMn/+fEmu7nGQn59PeHi4edEvyKhIxaQyGAwGwsPDKSwspH79+iUMP0wFuyBnMZLcnwi21oXMeyeLsOhzaLVDKSgoMKuD3EovNVaZjCZ0RhO3r0Tz3MAO2Nvb06RJE27evEl4eDgtWrSosiukIGCW9ROFkvecYP5Pm/ZtkFvJJHpZ27Zt8fLykvYviiIZGRkkJiZy8eJFTCYT169f5/3332fQxH4c//Ycp346z4D3XmTorFerlIiKiDBLJ1aVAlUV/KsCVjDzmAYMGMDu3btZtGgRS5YsqVKn9tPDI2UgUeT06dNAxXQAbaGuzMFMJpOh1+q5du0amzdvZtKkSSW+cK+GHjh7OHHflFEic2SlUfHcgLKzuQC7Pt3PlaMhmIp9prZAy9XjYcwf9TG1uzry7rvvkp6ejkqlQjSKbP34F7Yv+xW5Us64T0bRZ2z3UiU6k95U5nmIIui0j68fWVBQwJUrV7h48SJpaWklmixsbGxo0aIFvr6+JTJCVXEoehR5eXlERkZy584dwsLCCA8P5+LFi1y4cIFPP/0UpVIpdbQvXLiwyg0zj0IQBDp06MDhw4c5depUhQGrSqWiVatWxMXFcf/+fcLDw3FxcSHdoGbZ9hPkaG3R3kliyOIfGNy5BW+93BGbSjydAYzldHwCIIoMa+vNAZmRSzGls/gGk4kirZbFyz5Bn5NOZmYmOTk5JSgL7VvkEti0rM9QI1OWJt27WNmililLdTlbyZR4O7rTuW1nKSAoKioiJiaGzMxMsrKySL6bwo5Th8tfvMnEB49m6YC2sLCQxYsXoVhvfs3a2pojR47g7OxM9+mB/L05jLyMQvSFelTWKjT21uTcz8GkF9FhPtbkmDTWvrWF4Yv7MWBi30q7YO/du4coinh5eT1WYKJSqZg3b55k8/zmm29iMpkk1RSNRkNAQADNmzenSZMmNGzYEA8Pj2plNizlweJVC0uZ8Pz585w/b9YEdXV1xc3NjQ4dOtChQwc8PT2rfT4WGHQGlCpFaUtlzJbK5/dd4tOx69AV6jDqjURei+a9Z+fx3MAOvL9hPFbWVtjZ2eHq6sqIESO4dOkSH3zwAd1bvIBCqUDLI3a0ooiu6PEaHy3jXOPGjVm2bBlr167l+vXrvPXWW3R8pS2Xj4SgLXg4JqttrKhdvxZuZTgGgrmxq27dusTGxhIcHEy7dhU7OJkqaLyqbe3ENP++j3FWZUOn07FkyRJiYmKoVasWI0eOrNb2CoUCDw8PqdRcVQcnhULBtGnTWLhwIdOmTSt3O4PRxO4zIfx6JoyxfQJ5oU1jRNFc8bDo6z7TqD6GE3dKlcpVCjl21kpCQkJo3LhxuZrkOp2OsLAw8vLy8PLyKlXVwBDFQ23qh1BbiSiFaC5evAiYx5eCKlrBurm5odVqiYqKIjg4mGbNmpW7GDYajVy/fh07OztcXFxo9kY99GFKYsLiKMrXoraxwqthbaZ+O4HGbUrHSEajkYMbjrLny995dnhb6gd5I5PJpKZSV1dXqeeg2VcBTPmqekYp/xewPsCIESNISEjg4sWL0iBekxelTGhGQ+5KSlhQChqQ1Qblwwawg+Hq4gAAIABJREFUuLg4srOzcXV1rTAoqQg3bt7kbnAkixcvLmXlaetow3c3PuPQdyfYOPNHjAYTbt4uTPt2AgGdyrcINRqMJYJVC0STCCaBHj16kJiYiJWVFVlxeYx6+W0KcovM/uOFsGHaFnZ9up9F+2bh+8zDB7emrN7ArG969uxZLl68SGhoqFTWb9KkCX379pUyPLVr166xEoOtrS0tW7akZcuWEj8rNjaWw4cPs2nTJqKionB0dKyRe+z555/n8OHDHD9+nFGjRlUYuCgUCho0aICnpydRUVGcCYtmy7kYdFLQKaDVG9lxKpiLYbcZ2tyZ0LhUtEVaygrSsrOzGTFiBHrPTpSlsG8wGlm/5jNkohG8upb5HqPRyI0bN1AazGVJQRBwcHCQ3LUyMjL46LPjzJyYh7OjAgEDIAfbtxBsStN33mjQDXe1A8uDf8UgmpAr5FgrrZjS5EVe9ippuatWq0tY4GalZfPL1D9K8NOK47khgVw6GEJRXmkaj6VZqsiUT25uLqmpqWRnZ0uSSmILEOPlCPFyxEZ55MXpMJXBMBFNIhq5bZUkW2JiYoDq0wGKw8rKSqIE7Nu3j/v37zN8+HBeeeUVAgMDH98F8AEEQcDJyQknJ6dSdsO5ubncuXOH27dvc/fuXS5evMjNmzfZtGkTPj4+dOjQgU6dOj32mFce1ry9kdyMh+VxUTRnyc/++hc9R3WmTc8WuLm5kZCQQGJiIu7u7vTo0YOd63c9tuFCv3d6Ext+F4PeKAXSahsrHNzsafWAQqXRaJg+fTo7duxgxYoVzNk2jfDTt1g9/muyUnNQqhRM+nwMPUY+V+4YaVnExsbGEhISIgWsQ3078n3USQyiSVIHsJar8Na44Gdfvez840Cn07FixQquXr2Kg4MDCxYseKyMer169UhKSiImJqZalqOurq7Mnj2bVatWMWbMmFLugH/fusuirX+QkVtAkc7Awh+OsGH/WYYF+lLLVolcLsff3x9XV1d+nO3Coh+PEp2UQZFOj0qp4MX2TXipuSdZmeVr+xYWFhIWFkZhYSE+Pj7Uq1evWnOOwWDAtbYrDg4OyGQylCoVFTtsPoS3tzeCIJQIWssyOpDJZJLMoVarpUGLukz8eiIXDlxmx4q9vPrui3QdGlTmcYf8eZ3Vb64nIzmLonwtSR+n4ObrwvRvJ9GspT/JyckVOjhWBkuCQSaTPXaSpyz8KwNWhULBrFmzWL58OSkpKcydO5eZM2fSvn37p/aZMptRiOrnEXMWm61TBTXYzUGwftXcff0AwcHBALRo0aLCG7w80X69Ts/NmzdZtXVZuYOEXC7n5fE96TokiJt/3aFNz+ZPFDja29tjZWWFh4cHrq6ufLpqPZkpJfVui/K1JEYm8+eO8/zno4cyXeU6eFTC03z4NlFyzDpz5gx6vR5BEGjatKmUwSneKfzfQN26dXF1dcXd3R03Nzdmz55NQEDAE++3cePGUkbl4sWLVdLytLa2pmnTplyKSaesy6k3moi9l8z3l/eSb5Shr9PZUsOW3iOYDCj1ecgwITfpMckUiMLD12WYUMpE2rZuhcZazc5YWZnML5VKxcSJk2ha3wtnZ2ccHBxKZNwNBgOzZ+sYN/sWbw5X06dnQ2T27yPIy/7+ZIKM5gZXnL6/TlFgbfr06cME/17YKiqfHDV21tg62pCfXWBeVFn2KZfh4GbP3B+mMuP5Rdy5ElWiEqG0UqBQKlj73WqcPZ24c+cOly9fxmQykZ6ejiiaHYkKCgrIzMwkIyODu1EZlKXJXJ01U2Sk2YDkSQdva2trZsyYQWpqKnfv3kWn09GqVasnDlYrg52dHa1bt6Z1a/NCoqioiKtXr3Lx4kUuXbrErl272LVrF35+fvTp04dOnTpVrZwpmI1KynxJEMrVQFUo5VLWzMbGhg4dOpCRkSHJKHUMCuKXI4fK3m95ZO0HeH6EORDeMP0HTu++gEIhZ8yS13hlYq8ShiqCIDBs2DAOHz7MwoULmTNnDltuf8mVP0Jp9lwTrG0rdxNs0aIF27dvl+YNgDENuvFC7RYsv76Pa5kxaOQqZvi/wvMezWpsoV4eMjIyWLp0KWlpabi7u7NgwYLHXmTVrVuX8+fPExsbW+1tvby8mDt3LosXL6Zz586SDFhKRg4zfr6AsVjypUhvJDYth5W/h7NrxqslqhiNvFz5YdZrnAyJ4ujlCN7sE0hDL7NLYy6U2dSXl5dHWFgYOp2O+vXrl+tmVREsJj0WeDRyIe16ZklagGB2nKvXvPT19fLyQqVScevWLUJCQvD39y9FRbP0NZhMJhITEyWd4aBX2hH0SvnZ+pz7uczu9XGJqoa+yEBiRAozeyzmYN5W4uLinshcITIyElEUqVevXo3awv4rA1YwB62zZ8/miy++IDY2lsWLF9OrVy/Gjh37RLajFUGQ10ZwWodoiASZB4KsdJNF8YC1Irz9xRssG7nGPOE+KCPJVTJc/BxYumFhlb5kW0cb2vWqmryXQqlAJpeV6mQVZAIubs60bdtWCnorc1cpjnErRrJ46GoyU7LQF5kfACuNiuad/ekypGO52xUUFHDq1CkOHTokDWgNGjSgd+/eBAUFlcos/zdx/fp1tmzZgiAIzJgxg7Zt29bIfgVBoHfv3nz99dfs37+fTp06VWkCEgQBd/da5b7XWm1N8+bNcXJyQmltS0iWkpsp+SCAlULBu/268ErHAFQqJVq9kU1H/ubHP65gerCoGP1CW15/oR3qBy5Rd1bv5GZcKoW6hxkqtUqBvUZN9+c6YFcOf0mhUPDBBx/w/vvvs+HHTO6m12HSpIoXG3v37kWmNzHUqTXjm/er9FpYoFKr2BL5lSQ/JJpEZHIZw2a/ypDpryBXyFl5fAFHNp3kmxk/otfqQRDoNuxZxq0YiYOr+f565plncHJyoqCggOzsbPLz8xFFEW9vb0m6ZlrUh4T+WZrbWZ1+jpoKWMFcFViyZAmzZs0iMjKSb7/9lsmTJz/xfqsDtVpNUFAQQUFBEs/v2LFjnDt3js8//5yNGzfSo0cPevfuXeGE71HXnUFTX+aXz80SUkaDEYVKjlKlZPzKUfy4aFeVjkehUODu7o67uzt5eXlorDRE9owj9I+bGPXmMc9KY4WVRsWU9eMr3Z+TuwOzf3iXkfMHYe9iW6HJQu/evbG3t+fDDz9kzpw5tO/TqkrHDOZyqZWVFXFxcWRmZkrd1F4aZ75sN4bI3GS8Nc6o5U9XxUEURc6cOcP69evJy8vDzc2NhQsXli6DVwPVNUwRRZHMzEypYTA/P58XX3yRLVu2kJGRQaNGjcguNKCQCSUCVguMJhFRFElKSsLBwUFynBIEge4tG9K95cNnT5rrHlkQWeTgjEYjfn5+FeuHKtsi8hOiyYBMZl50mUwCegPcTfKiuA9Ug24+RCTfwDa+FgUZhYiiiGtdZ16a1hXnJrbodLpSDUxubm4oFAquX79OeHi4VHErPg+IoohMJiMxMbHKHGOdVo9cIcNQBjPGaDAiimK1s+KPwtJw9SRZ2rLwrw1YwTxITZ06lbp167J161aOHDnCtWvXmDRpEq1bt35qq1FBUfakYxm4ofKAtWW3ALbGrOWXz37jx4U7UTko6TCmOTOXTH0qxz14+itEBEdy/cwtxAcLK6VaQbPO/rz58cjHztA2ad+ITbe+YM2sDZzceAGX2s5M3TiBlt3KzkhGR0dz6NAhTp06RVFRESqVip49e9KnT58q65o+TRiNRnbtMk+SQ4YMqbSporro1q0b27Zt49atW5w7d45OnTpVedvyukBtbW156aUONGzYkFq1zIFtRHwqlyLi6d+pWQl+q1qlYGLfIAZ0asahv2/Rp30TajmVnIw3vj+Yo1dus2L7CYoeNCGNe7EDI7q3QqWseMhwcXFhxIgRLF68mEOHDhEYGFiujNf9+/f5888/iYmJwcHBgYKCgmp1xqo1Vrzx8XBeHt+Tk9vP0WNkZ1w9H2YF5HI5L775PF0Gd+T3707QtmfzMrvDi09KOTk5UtlbqVTi7e1N9+GduHnxNgaDEdFo/g4UKjlqjZqA58qn4VhgMpmqbRpQGZydnVmwYAGTJ0/m9OnTvPLKK080wTwJFAqFRKsZN24cx48f5/Dhw+zfv5/9+/cTEBBAnz596NixYykajCAIvLFkOC+N78mq8esIPnadoAHteO/L8di72LHjk31lZloNegMqddmUGltbW9q0b4Pdp3aEnAvnt5UnSI5Mo2mfBny0+QOsbaqe8fFuVDUlAMsie+HChcyePbvKCgJKpZKmTZty9epVQkJC6Nq1a4nXG9rVjOB6RUhPT2fjxo0SR7l169ZMmTLliaWILPejhQ5TEe7fv09SUpJklatQKLC3t8fT05OFCxeyevVqnn/+eRrZOSE7dJPyGqn27NkDmDXLc3JyUKlUtGvXjs6dO5eo1FnmO4uGtdFoJDo6msTERBQKBU2bNi1ltFPqmPNakJT0CZ723+NkE4GAQHahLx8s1dLQrwF9ir3XZDIhcxIZM3cgqkwb1LZq2vVpSXR0NJmZmZIywKNzv5OTEy1atCA8PJzIyEgyMzPx8/NDqVRKjcQW98aXX3650utcVVy6dIm+fR+fE22Jg/4vYH0EgiAwcOBA2rVrx2effUZkZCQfffQRAQEBjBw5skRa/mkjIiICrVaLj49PldLpSpWSoTP7kWmbhI2tDf8Z/Z+nclyiKHL64imUbbTMnfweG6ZsxWAwMP3bSbTv1brU+20dbFBaKc1ZqWJQqZVY25Ye7FVWKp5//Tm6vNaB1m1blyqzaLVazpw5w6FDh7h9+zZg1lLs06cP3bt3rzHbtppAaGgowcHB1KtXj6FDH98ZpjxoNBpGjhzJ2rVr2bRpE+3bt6+SBqZfbUfQFYCoAPkD5x65DBnQ2c+9lP6kn487fj7lazXVcrLj9V5ll40EQaBXWz86N6/P8at36Ojvi4t9xd+RTqfj7NmzHD58GBcXFwYNGsSxY8c4evRouYvHgwcPYjAYGDBgAHK5nA8++ABfX1+6d+9eKaWmONzruDF05qvlvm7jYMPgqVUbfO3t7WnevDnBwcFERUWhUql4aVxP7Hyt+fnDvcQF38Og12PVQOCHc19h51i5E9cff/xBUVERtWrVqtHKgY+PD/369ePQoUPs3LmTmTNn1ti+HxcODg4MGDCA/v37ExISwqFDh7h48SLh4eE4ODjQs2dPevXqVSpzVcvXjbe/eZ342Hiat2qOvb15EbVo3yxWjV1P3I14ivK1qNRK5EoFby4bTkCn8idDmUyGn58fOp2OWl+70qxpcw7+foAVK5czZcoUHB0dy932cREQEMDkyZNZvnw5ixYtqrIcWMuWLcsNWJ8msrKy2LVrF4cOHUKv16NWq3nzzTd54YUXaiRp4uHhgVqtJiMjg5ycnDLv/eK6wTKZDE9PT2rXro2NjU2JY5g5cyarVq2igX8LtDod5cnnTZ06tcTvubm5/P3336xevRp/f3+GDRuGlZUVjo6OJCQkkJCQgKurK7GxseTn50ud+pVVaY1GI2lpaWTmaKjX8HtkVndA1BMRbSQpdRl1G5R2ugKQK+R0H/6QCta4cWNu3bpFamqq5Fb4KOzs7Gjbti0RERHcv3+fK1euUK9ePQoKzJxYS/BanXvaWA73H1EkIeEeTk5Ojz0vFxUVERISgiAIEoWopvCvD1gtqFOnDitXruTAgQPs2rWL8PBwZs+eTcuWLenTpw/t27d/6jyvkJAQgGq5cO3duxedQceE/0x4KsdUUFDAp59+ire3N0uXLjV7Z2824urqWm4wP+nz17FztmXf2sMY9QYEmQyFUs6oBYN5dXKfMrdRq9VkZ2djMBikgDUxMZHffvuN48ePk5+fj0KhoEuXLvTp06dc563/acTGxmI0GmnatOljdXNXBT179uS3334jNjaWbdu2MXr06Eq3OfjrDlwTzyP38CNV4YOIQHMfJ15uXpsOrZs/Facxa5WSlztULC2TmprKoUOHuHz5Mh07dmT27Nk4Ozuj0+m4desW58+f5/bt22U2rJ07dw6AoUOH0rRpUwYOHMjt27c5fvw43333HYGBgfTu3btMN6KnCZVKRbNmzSQhbxsbG5xqOzB8xSu4WdVm5ecrSMtL4XZURKUmEGlpaXz33XcA/Oc/Nb8g7dy5M7/88kuVy67/LQiCIGVdMzIyOHr0KEeOHGH37t3s3r2b1q1b8+KLL9K+fXtpHMjOzsYkmEpMlPUC6vDlxaWc2/s338z4kTY9m/PG0uHYOVW+ULBIiGVmZpKdm8Xo0aO5du0a8+fPZ+LEiTUqiWhBgwYNGDNmDEuWLGHRokVVonZZqnHFeaxPEzExMfzxxx8cPXrUPB8AnTp1YsyYMY/lslQeBEHA19eXiIgIoqOjy5wXU1NTuXXL7KhkcSGLj4+X+JlyuVzSrTYajagFA8/5e3PhdjJ6oxFRBIVMhlwu4/VepalbdnZ29OjRg+7du3PkyBGp38XV1RVra2tSUlLIyspCp9NRp04dfH19q1Rt1Ov1pKWl4eHh8SDINAdmCsXfAGU6XVmuyaPXSBAEVCpVhfONJROflJREVFQUd+7cwWAwoFKpiI+Pr1Zg6FLbiT5ju3Nk00n0OoNEp1KoFAya1pfzF849UWUxODgYg8FAkyZNalzD+X9NwArmMkL//v154YUX2L9/P3v27CE4OJjg4GDs7Ozo2rUrHTt2xM/P76k4u1i4mFVNg58+fZqQkBDmzZv3VIK3zMxMlixZwquvviqVnnNzcwEqzPRY21oz/pNR9J3wAuvf34ytkw3jPhlVoQe5nZ2d5LNcVFTEjh07OH36NKIoUrt2bYYMGUKPHj2eugj5kyItLQ3gqTZ6yeVyJk6cyOzZs9m9ezcBAQEVBj7BwcEcP34clVLJxCG9MAkK7F3c0eWk4+3tXaOTTFUgiiLBwcH89ttvFBQU0KdPH0aMGFFiQahSqWjfvj179uzhyJEjpQLWtLQ0kpKS0Gg00vMiCAJ+fn5SZuz8+fN8+umnODg48PLLLxMQEPDUFjmF+UX89s0fNG7TgOad/bG2tsbf35+QkBCioqKkz23ctj69Xu3J1q1bOXHiRIXfm9FoZM2aNRQWFtKhQ4cqNdlVFxZdyNTU1EoNKf6n4OzszLBhwxg8eDCXL1/m0KFDXL16latXr+Lr68vQoUMJCgoiNzcXGxubUhUaQRDo1D+QTv3Ll+0rD5ZxTqczE/ZatWrFRx99xNKlSxk8eDAdOnR48hN8BC1btiQzM5NPPvmEuXPnltnYUxz16tVDpVKRnp5Ofn5+jVecRFEkMTGRq1evcvz4caKioqTXAgMDGTFiRAmr0ZqEv78/ERERXLlypcyAtVatWtSvX5/k5OQyTQZUKpX03bVr147Lly8zZMgQguo78/OFKO5mFNCusRdzR76Ap0v5c5qlf6BevXp8/PHHvP3225JVqUqlwtbWtlLjj+KwGAM8GmRaxsBHFSosvz/6/vz8fPLy8lAoFJU2KQqCgKenJ05OTuTk5FBQUICXlxeLFy/mrbeqLjklCAKT147j5Qkv8MmYL4m+dpdnnm3IrE2T8ajrzpQpUxgwYECV9/cogoOD8fT0fCrP1v+qgNUCGxsbXnvtNV5++WVOnDjBsWPHiI2N5cCBAxw4cAAfHx/kcjl16tTByckJW1uzNI2dnR22trbS/62trSWRbYvkjVwuRyaTIZPJSk0OiYlmi8iq8Jfi4uLYu3cvS5cufSqZ38TERFasWMHYsWNp3ry59HeFQoFGo6mS+03t+rVYtG9WlT7PwcGBpKQk9u/fz507dxBFEX9/f4YMGfJU+cQ1DYvH8tMOAv39/Rk1ahQ//PADq1atYs2aNWVmEkVR5JtvvgFg2LBhEtWkIC8DR0fH/ypvMT8/n2PHjnHixAkaN27MyJEjK/z8F154gT179nD+/Hnefffdko5rD6oRFkvNR2FxAuratSuRkZEcPHiQTZs20bNnT7p161ZjnaeiKHJy+znWTv6OogKtOTPYLYB3v3qTWr5ueHl5kZycjJ2dHWq1mpycHLp168bWrVu5ePEihYWFZZYPRVHkiy++kBbLkyZNeirPgGWcKiwsLLek+E+BXC4nMDCQwMBAUlJS2Lt3L0eOHOGTTz7B1dWVFi1a8OKLL9boZ+r1eqytrUsEAy4uLixatIilS5eSlZVF7969a+SzdEU6dqzcx86V++k6pCN1An35+eefGTVqVIXbCYJA7dq1iYuLIykpqQTPWRTNjUQmkwmj0SgZilh+12q15OXlkZeXR25urvRvy++JiYkkJCRI8kdgnh+7dOlCr169alyG7FEEBgayZ88e/vrrL954440ynwGLXKHlPIufs6WULooibdq04a+//qJVq1bodDoC6nsRGXcPe2slaPOAyuk2fn5+zJ8/n6VLlzJ69OhqVUOLw5JBfXTssgSkVQ1YU1NTyc/Pr1bF0draWhpzIiIi0Gg01W6O02q1ZOnvM3z1KyhMKtoGtUalUvHnn38SEBDw2OOrTqfj5MmTFBQUlOvy+ST4XxmwWmBnZ0e/fv145ZVXiI6O5uTJk4SEhGAwGIiNja223EadOnW4e/eu9Lsl+Ktbty4FBQWcO3cOb2/vSoW09Xo9a9asYfLkyajVarLSsrFx0KBU1UwJ+s6dO6xZs4apU6eWWjmr1WoKCgooLCyskc+yfN6OHTv4448/MJlMPPvss4wYMeKpZsSeFiyr/KdRYn8UgwYN4vr161y5coWlS5eybNmyUqvssLAw4uPjzaL23bsTGhoqDZKWhVdlyMwrZP3+89hYqxjXJxBNFUwGiiM5OZl9+/Zx48YNnn/+eZYuXVqlLJC3tzeurq6kp6dz9+5dfH0fNjxVVU0DzI1KU6ZMIScnh6NHjzJjxgwpuHkS0Xow+8ZfPHilhPTV5SMhjG06hdV/LqJec1/S0tKksmFmZib169enfv36REdHExsbW0qz1HJ+J0+eRK1W8+GHHz61+0kQBBwdHSksLCQnJ+cfHbAWR61atXjrrbcYPHgwv/76K7t27SIyMpKQkBCGDx9Ot27damQhX1RURGFhYal9WVzrVq1aRWZmJsOGDXuiserCgcusHvc1hXlFaAu0HP/pLIqdctw62NGmTZtK6Qeenp4EBwezYMEC6taty7179ygoKECr1UrlZI1GI/EWq4u6devi7e1NUFAQgYGBT6XCWBaeeeYZ7O3tJQOBihQjLAmhiuDu7o7RaKa0ubq64u3tzfXr16UkSVVc5Nzc3Pjoo4/4+OOPyc/P59lnn632eRmNRowmkf2XIkn4I5x3+j2Lj5ujFOgVFZU0FLBkiYtf9+jQONZN34xPK48SSaWqQhRFtm3bVm1TB1EUuXXrFrm5uXh5eVG/fn1kMhk6nY5ff/2Vjz/+uNrHYsHly5cpKCigQYMGT6QwUR7+VwesFgiCQIMGDSRHrKKiIu7evUtCQgI5OTmlVqaW1WlhYWGJ1axCoUChUEgrXYPBQE5ODpmZmURGRkpWiJVN5j/++COdO3fGzdmddVM2ceDrozi42jHl67cIfOnJspHXrl1jy5YtzJs3r8yytlKplHQmnxQ3b95kx44dXLlyBYC2bdvSokULunXr9ljadf8E5D9wJHla0mjFIQgCU6dO5f333+fOnTtSCbE4h+rQIbOWZK9evVAoFKjVagoLC/Hz86u0sU9vNLLzVAjrD5xHbzQiEwR+PRvG9EFdeCnQH1klepS3b99mz549ZGdn069fP8aPH1/te9Pf35/Tp09z8+ZNKWAVRZHQ0FCgenxve3t7Bg0axIABA7h06RLr1683axK//DJt2rR5rOcm8lpsiWAVzNIuVtYqkqJSaNymAf7+/ly/fh29Xl9isRAdHc29e/fKDFi//vprTCYT77777lM3NbGMN/lVdNP5J8HZ2ZlRo0bh6enJ5cuXCQsLY82aNWzbto1BgwbRs2fPJ+KSWxbmZT3PKpWKWbNmsWHDBtatW8fEiRMfWy1l0eBVJXUttXr0Wj1JZwx8+claVq1bWaECxjPPPENISAgxMTHI5fISGVFAstJVq9USt1Mmk6FUKktUBm1sbEpUCT08PKhTp45k7fzfhkwmIygoiLCwMC5duvTE84Kvry/x8fHSAtDOzo6WLVsSGhpKVFQUTk5OVVIacXBwYOHChSxZsgSj0VhtzubFm3dZeSCcIoMJvcHE6dBohnRpzkstzZqqjwaslgyrSqUiOz2HjbO2cnL7OfRFem6cu8NfO4MZt3oEDdrULcHZtfzbQllQq9XS93j8+HFcXFyqrTxi4e26u7uX2Pa3336jc+fOT7To/fPPPwGzLf3TwP8XAeujUKvVUhnicSGKInq9XirFJSQk8MEHH1Ta/BAeHk5cXByNHP0Z4TsRvVaPQWfgfmImS177jAYt6/LRrzNwdKs+1/PGjRts3bqVhQsXVsgVtbOzIzMzE71eX+3JQBRFwsPD2b59uxR0BAYGMnToUOrXr8/FixfJzs7+1wascrlcooj8N2Bvb89HH33EzJkzSUpKYuPGjVJgmJGRwYULF5DJZPTq1QuVSoWjoyMNGzYs4WldHj775TR7z4ZL0lQAWr2RpdtOkFuoZXj30kR9URS5dOkS+/btw87Ojv79+z9RwNW0aVNOnz7NjRs3pNJrUVERmZmZqFSqx1qFy2QyqbQcHx/PwYMH+emnn+jfvz+dOnWqUfc1ME9uzZo1IyUlRcqAW447ISGh1PuDg4NJTEzEzs6OoKCgGj2WsuDo6CjJgv0bkZmZiaOjI+PHj8fGxob9+/dz4MAB1q9fz44dOxg4cCC9evWqsq96cVgCv/ImYZlMxoQJE9i6dSvffPMNb7311mMFdo/qW1ugUCl4vvvzbNy4kffee6/C48zKymLgwIEMHjxYonpYAtR/M9q3b8/hw4c5duxxb225AAAgAElEQVQY/fv3f6LAuW7dusTExJTISKrVaho1akRkZCTx8fFVHq80Gg3z58/nww8/RKPRVFlv+/yNWBbvOI22mOGFVm9g558hhEbdA8rPsCqVSqZ0mk9KbCr6BwscfaGetLgMPnltHWPWDaZWA1eJ5vMoVCoVDRs2RK/Xc/DgQZYvX16lYy6O9PR0KYlnQWxsLKdPn2bFihXV3p8FBQUFXLp0CUEQngpfH/4/DVhrApbOPpVKhYODA56enjg6OkpNR2VxQERRZPPmzcycOZM53ZeRn11yginK1xJ5NYarf4SWkL6oCuLj49mwYQMLFiyotLHJycmJjIwMMjMzq8XVDA4OZtu2bdy4YRZRf/bZZxkyZEgJHpS9vT0ZGRmPFQz/E5CcnExRUVG19ECfFD4+PsydO5f58+cTHx+Pm5sbAwYM4OjRoxiNRoKCgiRNwOp0NmfkFJQIVi3Q6g1k5ZUeUE+dOsXvv/9OkyZNeOedd6qsJVkRLMdruWegZOPfk2Z9fHx8mDhxIllZWfzyyy/s3buXAQMG8Oyzzz7Rvh81z7CzsysR9FhKj48GrEajkc2bNwNmysfTViYB8yRoMT34N+L+/fvodDqcnJywsrJixIgRvPrqqxw8eJB9+/axceNGdu7cyYABA3jppZeqHLgajUYyMzOxtbWtcBtBECSpud27d0sWzTWFdu3bE7bd3LxXPEgojtTUVEkztDh15n8DWrVqhZ2dHfHx8cTGxj5Rg1eTJk3YtGkT/fqVNBlxcnJCLpeTmppKo0aNqhzkq9Vq5s2bx7wFH6HRaModXy1VVoDMnIIyRbW0eiPZD0yAKqIE5NzPlYLV4lCpVXh7+BDQqomkHiAIAiaTSaoCp6WlcXjPH2z/aB/yfBXH/M/QZ2z3KlHDLDAYDCXoF2nJaXz22WfMnDnziagiZ8+eRa/XExAQ8NSUXf7dS7d/EMxuRO7I5XKSkpLKfM/Zs2dp3LhxhUFiuVanFSA9PZ1PP/2U6dOnVyp2DOYynFqtlkSaK0NSUhKLFi1i/vz53Lx5k86dO7N27Vpmz55dirTv6uqKKIpS89K/CUajkaKiIgRB+K8GrGDWcLRoCG7atImTJ09y+PBhAF566aWn9rm5ubns3LmTadOmkZGRweLFi5kwYUKNBKvwsAExMzNT+ltentkbvib5lo6OjowdO5Z58+Zx48YNpk+fzoULF8q19rSgVY9mWGlKBjNKKyUCAr5Ny68SWALWe/fulfj7t99+S1RUFM7Ozk8kvF0dWKoB/8YMq06nIyMjAwcHhxJBpY2NDUOHDuW7777j9ddfB8zPxYQJEzh79myl3yuY+egymaxKk6cgCEycOJGIiAiOHz9e7fMoj15j0BmRK2SMGjWKH3/8sdztLWPxf1vx478BhUIhZdx+++23J9qXl5cXGRkZFBYWkpSRU+I+sLe3x2QyVas/I7dQy7rfL3FO68Okr/Zx5nKo9Fp2djaRkZFcu3aNc+fOcf78ea5cuUJERASmMpy2AMmmvbCwsMSxFacElAdBELCxscHe3l6idFiawT09PanrW4/zW67xw9t70KeKFOYWsWHaFsY+M4UbF29X+ZydnZ0xmUzcDo1kVu9FDPechCrSCY2y6ioJj8JkMvHrr78C5mbbp4X/C1hrED4+PhgMBsnPujgMBgO7d++ucTF6g8HAihUrmDBhQpXL8BqNBplMRkZGhtSFWRYKCwvZsmULkyZN4tKlSwQGBrJ+/XpmzJhRrr+0m5sbGo2GjIyMKk0q/yRYJnyNRvM/wvd67rnnGDt2LACLFi3i3r17eHl50axZsxr/rLy8PDZs2MC8efOwt7dn1apVDBs2rMabdiwDtE6nkzqALY1tT6NByNnZmfHjxzNnzhxCQkKYMWMGf/31V7n34uS1b/LxgdnUru+O2sYKlVrJC6O78GPMWupWELBamr2Sk5OlzMuBAwc4ePAgCoWCWbNmPVYJ+3FgCVgtC4F/E1JTU7G2ti53gWRtbc3AgQP57rvvGD16NHl5eaxYsYI5c+ZU2jR7//599Hp9lRve5HI5M2bM4MiRI0RERFTrPOZufx97VzusNOb7XWmlQG1jxZiPh+HZwIMGDRpgbW1NWFhYmdvHx8ejVCortgL9F8OyeDtx4gTZ2dlPtK/6/i35z7Kt9J33Pa+v3E7kvXTAXGlQKBQVzmnF8ftfN3lpzrfsPReOSRTJw5r3v/uD6V/t4vqNGwQHB3Pv3j3JUKBWrVo4OTlh72BPedODICAdQ3GlgOKUgPJQHq3Egp++2M4fm/8EI4gPAuaifC33IpP5ZPRXVTpnMM/Rf276mykdFnD1D/P9GH48glH13+bXLx5vQXH+/Hnu3buHu7t7jbtDFsf/Baw1CFdXVwRBkOStiuP48eO0a9dOKtdr7DUolKXT+CaTCXUZblLl4aeffiIoKKjMxo+K4OLigtFolMqzxSGKIidPnmTChAns3r0bDw8PFi1axLx58yrtwrRY6mVmZpa5738yLCXV/0nnrX79+tGyZUvUajW1atWie/fujx089+3gj41ahUrx8D5TKWRYyURir52hZcuWfP755/Tu3fupdQ1bqDMpKSm8/fbbTJ48mc2bN1NYWPhUs9guLi5MmDCBWbNmcfnyZWbNmsWlS5fKDFxbdgtg0601TN04kXWXVzDl67cq9I4HcynR1dUVg8FASkoKly5dYuPGjQC89957T0WUvjz8W5uuLL7vRUVFlXKyraysGDRoEBs2bKBbt26Eh4czefJk1q9fX+44k5mZKTUlVRVWVlb8P/bOOzyqMu3D95mW3iaFNJIQCCG00CNNkA5SRdFlFawfa2NXpKwgTRBQQBEQFAWURRddFAREikozCwECgRBCKqSXSU8mmZlM+f7IzkhICBMIEPTc1+WlJnPOvJk55z3P+7zP8/vNmDGDDRs2NCpT129CBF9d28jjM8ZgY6dg4JN9+Vfqxzzx5ljL/fv000/z1Vdf1bkGzdu9Uqn0rjhwNQf8/f3p2bMn1dXV7N+//7bOYTKZWL3zGNsvFJOiKsdoMnHpWi7PvPdvln71s6UR2tpEybJ//0KFRmepRTWaTBiRcORSGvuPncLDw4OuXbvSt29fwsPDadeuHaGhoYx+uBctlM7YXafqI5NKsFXI+MvArpYGv+vLAq7PsI57bQQKO0Wt3VRbBxv82/rSOjyozjg1Gg3r16/n0qU4bO3rbwbW11P6dTOS41I5sf00xmoj5sonvU6PtlLLJzO+aNS5oOZ7MduZP/74440qT2gsYsDahJizLjcGrCaTiZ9++onx43+3j1z0/Uz6PRaBjV1NoKCwU+DgYs/r617kodENu+eYiY2NJTk5udZ5rcXcNXpjWUBSUhKzZ8/mgw8+QKPR8OKLL7Ju3Tq6du1q9bnNWQKzCP+DgrmUw5qyiruFIAiMHDkSmUyGv78/kyZNuu1z9e3Yiv3vvsD4vh1RyCRIBRNBNpV8+vJwNqxcQkRExD3JJAuCgEajYfHixXz00Uf0798fvV5/x5kWa/D09OTVV1+1lAiY64RvRCqT8shTfQlsb32zoLnx6uTJk7z33nuYTCYmT558T+01AcuW981KkZorlZWVVFZW4unpafVDTqlUMmPGDN5//31at27N/v37mTZtGvv376+lLW0+tzmJ0Bi8vb0ZP368Rf/YWmztbXj2nafYp/6K2V+8Vqdx1s/PD3d3d4s9tRnz88LX1/eBkwFsDBMmTABqygLMGcfGoK028O9fz6PTGzFbs5pMNTX5e07GUValw2Qy1akfvRk3C2tt5HIuxV6isrKy3jp7b6UT3y2cypuPD8DxfwmBgZ1b88Pi55j4cOd6pa2uz7BOWTiJT2NWET6wPXIbOS6ezsza+iofn1mBo+vvyRKTycSJEyeYM2cOoaGhNQ1rNxmzNVllg8HAzp07+fzzz1DcTELzNq6/c+fOkZqaipubG4MHD2708Y1BbLpqQswi6pcuXar1c7Okz/VOGkpvN+b9+w0Szqaw8Y2thPZow5TFk3Bwti7rpFar+eyzz1iwYMFtTXLOzs7I5XJycnIICAhArVbz5Zdf8vPPPwM19qFTpky5rRW/k5MTNjY2D1zG5+rVqwB3zfXFWsLDw5FKpcTHx1NeXn5HW+dlxYXIs87T26GExx+bQN9eTevtfCtMJhMSiYTAwEDs7OyQSCT079+fL7744p7WOXt5eTF9+nSSkpJYt24dYWFhPPXUU3ckX+bi4kJxcTEbNmzA3t6eQYMG8dRTTzXhqK3DPO+Yr98HhZKSEhQKxS3l2eojLCyM1atX8/PPP7Nt2zY2btzITz/9xLRp0+jYsaNlUXK7zR8DBw7kzJkzREZG3pZO580YMWJEHec38/Pifs87d5uOHTvSunVrUlJSOHLkCMOHD2/0OQSBeiNNqUSCp6cXZYX55ObmolQqb7vhUSqT8dorr3P59HF69OhR7/NVKpHwWP9ODO3RloJSNa28f7+GzQHr9Rn6G3VY/UN8eP/wQlIvpuEX4o2NXe3yofLychYuXEhYWBiLFi3Czc2Nk3vPYtDfJDC9RQiQkZHB+vXrCQ8PZ+7cubyw/Y1bfg7W8u233wI1C5K7re8rZlibkLCwMBwcHMjMzKyV7XB3d79p7Wpoj9asObGUlz981upgFWouknHjxt32hCyRSGjZsiVGo5EvvviCadOmcfjwYUJDQ1m9ejXTp0+/7e0piURikc4ye1U/CJgf+Hfb/eVWODg40KFDB4xGI2fPnr2tc+Tl5bFmzRrWrVvHkCFD+GD5O/c8WIWabdmqqqpaXfbu7u6WGuobHWHuNiEhIbz33nv4+voyZ84cTpw4cdu11g8//DAmkwkbGxu6du1ax83rXmH2P8/MzLytzNX9wvz938k8M2zYMD799FPGjRtHeno6b731FkuXLiUtLQ1HR8fbNmwwN2Ht2LGjST/Tjh071qnxO326xn++Z8+eTfY+zRFBECxZ1t27dzd5j4NCIScwMJCioiISEhJueX75TbL6eoMBFydHpk6desv72cnOplawCtQpCTBLYELdGtbgzoF1glWocbCbP38+L730kuUa7j4snDEvD0Nhp0AqqwndbB1s8AhQMmbOIIv71o38+OOPfPTRR0ybNo3Jkydja2+Lobp+p0tBELh69apVTpgAcXFxXL58GUdHxyZzjGsIMWBtQmQymcVb3DwJQY2ry5068lxPQUEBsbGxPPLII3d0HolEwieffMLWrVuRy+WWrbaQkJA7HqN5W72+BrTmSnPJsAIW/c7vv/++URN7QUEBH3/8MatWraJ///4sX76c8PDw+7bVaJZ9ul5vVSqVWhZa90NNQhAEhg8fzrvvvsvFixdZsGBBvWUCt6JDhw6MGDGCOXPm8NZbb90TCav6UCgU+Pn5YTKZbqkD3VzQarUUFxdbdnruBAcHB1588UXWr19Ply5d+OWXX1ixYgW5ubl3dN07OTnxyCOP3HFn+/UIglDLLKOsrIz4+HhkMhndut37BeW9pm/fvnh4eJCZmclvv/3WqGOlEqHGEr2e3xmNRhQyaS13vaKiogbP9/HrE2jt447t/3pJFDIJTnY2/POpQYT43b4s040lAWYDAJlMdku5LZ22mn+v+J5Vz2/AUFV73lfYyJm2cgqfx35A18GdcHRz4OUPn2XhT2/gG9aiTpBpMpnYsmULCQkJrFixwpKIcXZ34h+bX8LZwxGFXc29Z2OvwN3fjefXTiIjM4OoqCirarjNtaujR4++J2Y7YsDaxJj9c6Oiou7ae+zYsYMnn3zyjgSlT506xRtvvIFKpSIiIoK///3vDBw4sMkCG09PTxwdHVGpVA+EWoBGoyEzMxNBEJqFDuLQoUPx8PDg2rVrHD169JavLykpYdOmTSxfvpwePXrw/vvv37b7U1NiDlhvbNYz61GeP3/+no/JjJOTE6+++ipTpkxh3bp1fPHFF1bXvwGsWbOG06dPo9fr78lk3RDmRVZKSsp9HYe15OfnY2Nj06QL+ZYtW/L6668zceJEFAoFn3zyCRs3bryjDOno0aP59ddf71p509mzZzGZTHTq1Om+X0P3AplMZtlt3L59+02zgvUhl0n5YtaThLb0tDQ8STHhr3TksxmTcLKvcYEyB2a3qunuEOTNN28/w/ODOuBmL2div07sX/Yi4/r8bimeqSrhjY0/sGjbQYrLrZONuzHDao1CgMlk4r8/nOGZVq/w9bvf8+vXJ3i27XT+teQ/6DS1r1+f4BYs/+ltdhV+wagXhyCT1yyUr69jraysZOXKldja2vLGG29YFtM6nY7z58/j3s6FV756mj5/6YaTpyMDX3iIv30xGe/2Huh0OioqKm5536SmphIdHY2trS1jx4616rO5U8SAtYnp1q0bUqmUuLg40tPTm/z8WVlZZGVl0atXr9s63mAwsHv3bpYuXYrJZGLBggW88MILqNXqJs3OmB2jysvLHwh9yBMnTmAwGAgNDb1nckQNoVAoLB7R27dvv2lphUajYceOHSxcuJD27duzatWqe9ZMZQ0XLlwA6matzXWBjc2y3A1CQkJYsWIF3t7ezJ492yqdz+rqaovTW7t27e7FMBvE7Pxz5MiR+zwS61CpVFRXVzdpg6NarSYxMZGuXbuyadMm2rVrx48//sisWbMatRC5HoVCwejRoy0ak02JyWSyaC2bEx1/BoYMGYKPjw/Z2dmN1rwNC2jBV2/9lYVThtKupRd/H/cQQeWXCHT/vZzO3t4eV1dXioqKblmSJpEIPNSmBQvGdmLmpEdwsK2pwVRrdHyw8xhPLPkXv126yk+nExj99ha2HT5Ltb7h7XLz88OcobRGg/X4f06y7K9rKMotQaPWoq82oK3UsmPFbpY/vbbB9zPPVeZ/Z2RkMG/ePHr37s3kyZNrPQvS0tIoLy/H0dGRnhE9+cdHL/Nl8lqmzHuS1iGt8fPzIyQkhDZt2txyx8icXR0xYsRdkSisDzFgbWIcHR0ZMmQIRqOR1atXN2oFaQ27d+9m0qRJtxWQqNVqFi1aRGRkJHl5eSxevJh+/foRGhqKvb09aWlp5ObmNtlYzRJeD4I+5MGDBwHuSR2OtTzyyCMEBgaSn5/P0qVLa02+RqORw4cPM2vWLBwcHFi9ejX9+vVrNoEq1Fxvp0+fRhCEOo0rvXr1Qi6XEx8fb7WBxd1EIpEwYsQI3n33Xc6dO8eyZctqmR3cyP79+6msrCQ4OPiWUm/3gocffhhbW1vi4uJuqU96vzEajajVapycnJpMAqeqqoq4uDiMRiNhYWEEBASwbNkyvL29SUtL49VXXyUuLu62zj1kyBBOnz7d5PX4P/zwA/Hx8bi6ut5V7crmhkwm45lnngHg3//+d6Mz4IIgMKx7KF/P/StPj+jD1KlT+Oyzz2rVw7u7u2Mymax69shkMuzs7GotUld+e4Rvjl1AW63HYDRRbTBQpatm497/8u2xCw2e73YyrKUF5RZt1evRVekoyrn5PAQ186xUKkUmk7Fz504++OAD/v73v9exR9VqteTk5ODk5ERoaCjOzs4WYwIvLy9atmxJmzZtaN26NcHBwQ3KOyYkJBAZGYlMJrstlaLbRQxY7wIvvPACXl5epKamsm3btibbEtdoNCQmJtaqgbIWlUrFe++9x/nz59m3bx8eHh6sXbuW/Px8ZDIZHTp0QC6Xk5CQwJUrV5ok0DarIjT3gPXKlStcvXqVsLCwu+aBfDtIJBLmzJmDq6srMTExzJ49m3379rF27Vr+8Y9/kJ2dzYoVKxgzZsx9q59siP/+97/odDo6depUJ5NmZ2dHcHAw5eXlHDt27D6NsC5OTk5Mnz6dUaNGsWjRIo4ePVrn/k1ISLDYrza1EcjtYmdnx5gxY1AqlU1ac3k3qKysxGg0NpnecX5+PtHR0VRVVREcHIxSqcRkMvGvf/2LvLw8rl69SmpqKh9//DHHjx9v9PmlUil9+/Zt0t2ApKQktm3bBsD06dPvWYaqudCvXz+Cg4MpLCy84+u1e/fudOjQgVWrVlnqOM0BnDXPXoPBUKdes6xSW28mVVttoFLbcIB9o0rAjQoBTUl1dTWlpaVkZGQwa9YsBEHg/ffftyiHXI9Wq0UQBIuk5e2i1+tZu3YtJpOJ8ePH31MZSDFgvQvY2dnxxhtvIAgCu3bt4vPPP7fafaMhNBoNU6ZMafTFlpyczJtvvsn58+fp3r07e/fuJTQ0FL1ez5w5c8jIyMDe3p7u3bvj6upKXl4e0dHRpKen31FWwc7ODrlc3uwD1l27dqHT6ejQocNdl+VoLC1btmT58uUolUpSU1PZvn073333HVOnTmXq1Kn31eSgIUwmE4cOHaoj8QY1E/j69euJiooiIyODnTt3NrtrpGvXrixbtozY2FjefvttTp48yaVLl9i+fTtvvfUWer2eMWPGWJrjmgODBg2iuLiYX3/9lZKSkvs9nJtSWVmJRCKpJfPXWAwGAyqVitjYWOLj45FIJHTo0AF/f3/0ej2rVq3ip59+wsvLi08//ZSpU6eSk5PDypUr+fbbbxudRBg6dOhtyW/Vx8WLF5k3bx7V1dUMHTr0D68OUB+CIDBlyhSgZmv5TsvGRo4cSZs2bVi3bp3lu7U26WLuBbG2M/5W3JhhtaYkAGo0ZRtLbGwsW7duJTExkUWLFjFx4sSbZnJNJhNGo/GOel8Adu7cSXp6Or6+vvzlL3+5o3M1FumiRYsW3dN3/JPg5eVFQEAAp06dIj4+njNnztCmTZs7mvRsbW0b3aQQFRXFO++8Q0VFBZ07d2bOnDl4e3vTr18/Tp8+TVpaGsePH6ddu3b4+PjQokULJBIJxcXFFBUVkZmZaXGtqqqqQqvVolAorNrKk0gk5OXlodVqrbaNvdckJiayefNm5HI5s2bNapaND87OzowYMQJ3d3f27NmDUqnkr3/96x098O82J0+e5OuvvyY/Px+TyYSvry+tWrWiuLiY+fPnc+bMGZydnbG3t8doNGIwGJpdl7RCoSAiIoJz586xZMkSTp8+zeXLlzEajTzyyCNMmzbtrrq6NBZnZ2dSU1MtC83mGgjl5eVRWlpKYGCgVfXiJpOJ0tJSioqKKCgoICsri5SUFPLy8qiqqkKpVNKpUyecnZ1Rq9W8++67REVFIZfLmT17Nt27dyc8PBw7OzvOnz/PhQsXyM/Pp0ePHlY/vO3t7W9qH2starWarVu38umnn1JdXU3//v2ZPn36HQcQDyo+Pj5cvHiRzMxMpFKppQ77dmnfvj0JCQmcOnWKoKAgSktL8fX1tWQ8b4Zaraa0tBR3d3fLaw+eTeBaXt2teAHoEdqS7iH+dX5nJikpiZiYGEJCQujatSv5+fkcOnQIT0/Pm2rP2jnZceK7U+i01RaLVkEiYGOrYMqiSXUcsCoqKvjyyy/57rvvGDp0KP/3f/93y+eBRCIhKysLiUSCl5dXg6+9GRkZGaxatQqj0cjcuXPv+J5oLH/OO+Ue0bdvXxYvXoyHhwcpKSnMmDGDTZs23VJuoykwmUz88MMPvPvuu2i1WgYPHszixYstF7WjoyNLliyhV69elJeX8/bbb3P48GEEQSAgIIDevXsTFhaGu7s7FRUV5OTkcPXqVS5fvkxiYqLVGTEHBwd0Ol2z1GM1mUxs3boVqLFEbaoMyt3Azs6Ozp074+npibu7e7P2HNfpdGzevBl7e3teeuklpFIpn376KTqdjs8//5zk5GRatGjBypUr+eSTTxAEgX379jVbp6agoCB8fHwwGAwMGjSI5cuXM2PGjDuWY7obmLUjDxw4QFZW1v0eTr2o1WoEQbDKmtcs1RUTE0NSUhIqlYrCwkIUCgWtWrUiIiKCTp06YWNjQ3Z2NjNnziQmJgYXFxeWL19uCYIEQWDcuHHMnTsXhULBL7/8wsKFC++JfbRer+fIkSO88sor7Nu3D0EQeOKJJ5g5c2azLOW5VwiCwNSpU4Ea+b47vf/N57O1teXTTz9FEASrSi3qK1376+BuuDnaYav4/fuxU8jx93RlSLe2DZ7vZjWsDWVYJVIJEqmkdubfBAggk9VeFJtMJlavXo2fnx9Tp06la9euVi38FAqFRR/9drLJRqORtWvXotfrGTFiBB07dmz0Oe4UMcN6l2nRogUjRoygurqahIQEEhIS2Lt3L1lZWbi7u+Pu7t7kjTKlpaWsWrWKvXv3AvDMM8/w/PPP18kGSaVS+vXrR2VlJfHx8URFRWEymejYsSNSqRQHBwdLprhFixYolUpsbGzIzMzEYDDc0v8barZDioqKcHR0bHYZwdOnT7Nz506cnJz45z//2ezKAepj165dSKVSHnvssWbVYHU9O3fu5OTJkwQGBrJ8+XLOnDlj0Vvdv38/CoWCDz/8EH9/f5RKJXl5eaSkpBAfH8+gQYOaVdYSau6TI0eOEBQUxNKlS287O3EvcHFxobCwkOTkZAoKCppdM4/RaCQ5ORkHBwermtWKi4tJTEzE2dmZkJAQfH19CQ4Oxt/fHxcXF0vAd/HiRRYuXIhKpSIwMJB333233l0df39/unXrZtldOnr0KK1atborC8DS0lL27NnDqlWr+PXXX6mqqiI0NJSFCxcyYMCAZnv/3ks8PT3Jzc0lJSWFnJycO/5cBEGgQ4cOHDt2jJSUFAYPHnzL85kzjzKZzPJM83V35smBXYiPjyezRItcKjC0nZIne7REr6mgtLSUyspKqqqqKC4upqCggPz8fLKzszlx4gSxsbG0adOG3r17k5WVxd69eykrK8Pb25v8/HwKCgrIy8sjLi6O06dP85/1P5AenVtH0N9QbaAwp5iRL/xueSoIAgMHDrQ0L7Zp08bqncHq6mqKi4txcHBodDnZjz/+yMGDB1EqlcybN+++PC/FgPUeYBaFjoiIoKysjIyMDDIzM/nll1+IjIzEZDLh4+PTJHJKZ8+eZeHChaWV+84AACAASURBVKSkpODg4MCMGTMYOXLkTW9aiURC9+7dcXd3JyOjRjA4MTGRnj17Wi5IQRCQy+XY2dnh5uZGQUEBVVVV+Pv733IykMlkZGdno1Ao7mlx9q1Qq9UsWbKEyspKnn322fuyWmwsNjY2REdHk5OTQ/v27ZtllvXChQuWgvxZs2ZZMpNnz57lv//9L7a2tjz++OP07t3bckyHDh2IjIwkPT2d3Nxc+vTp06we5mb5HS8vr2alInEz2rRpw4EDB7h27ZoluGsulJaWolKp8PLyssqFKjc3l9LSUtq3b49SqUShUNTZQt+/fz8rV67Ew8OD0NBQFi1a1KB7lru7O/369SMhIYGMjAxLMGleqN8JBoOBCxcu8OWXX/Lxxx+jUqnIz8+nZcuWPPvss/ztb3+7bfetPyphYWEcPHiQtLQ0WrdufcfXa05ODm5ubuTl5VFcXHxL2TmpVIpKpaK8vBw/Pz/L9SWTSujZLoBerVwZ1K4FAW62VFRUkJeXR3JyMhcvXiQ6OpqEhARSUlJIT08nLy+P6upqrl69SsuWLenfvz/p6elERkbSsmVL/Pz8UKlUZGZmkp2djUwmw8/PD6FcRsJ/U+q1XnX3c2PUi0Nq/aysrIyUlBScnJxo1aqV1fOlra0tWVlZ6HS6Rj0/VCoVy5YtQ6/XM2PGjPvmBvnn3Y+4DwQHB/PWW2+Rn5/PkSNH2LNnD9euXeOTTz5h06ZNtG/fnoiICCIiIhpdG1JQUMA333xj0fXr1KkTb7zxhlVZUIDhw4fj5+fHsmXLiI6OZtasWbzzzjv1Wr+6ublZbFdvVR9ka2uLnZ0dKpWKNm3aNJtA5LPPPkOlUhESEsLIkSPv93CsQhAEevXqRWJiIps2bWLt2rXNaksxJyeHFStWYDQaefzxxwkPDwdqAlKDwUB6ejpdunThscceq3Wck5MTb7/9NjNnzuT48eMEBQXxxBNP3I8/oV4uXbqEQqGgR48e93soVqFUKpkyZQqbNm1i/fr1hIWFWSTm7jdmO1Zry280Gg0ODg717s6YTCY+//xz9uzZA8BDDz3EM888Y1VNqKenJytWrOA///kP//73v9m9ezcxMTG88MILjXaGq6qq4ty5c0RFRXHmzBnL1rIgCLRr146//e1v99Vtrrnj6urK008/zaZNm9i0aRNdunS57eSNwWAgPjWd789k0KfHUCJ/+Y42bdrQoUOHmx4jCALe3t7k5uZSWFhYawfF3d2d3o1MtJw7d46jR4/W0mGVSqUEBgZarGlvJONk3k0bsyurqtDr9Za53mg0kpSUBEDbtm0bdV3Z2Njg7u5OYWEhFRUVVu16mkwmPv74YzQaDX379uWhhx6y+v2aGjHDeh9wcHCgY8eOjB07lqCgIKqqqsjLyyMvL4/z58+zd+9eIiMjycjIoKCggOrqahwcHOrUzKnVas6fP8+3337LunXrSEpKQiaTMWXKFF599dVGb8F7eXnRr18/YmJiyMjI4Ny5czz88MN1Jg/zeF1dXW9ZhyYIAlVVVZSUlODu7t4sRPlPnTrFl19+iUKhYPHixQ9UxqNt27acOHGCrKwsSktL6dmzZ7N4EJaWljJ//nwKCgro1asXr7/+umVctra2bN68mby8PAYMGMDo0aPrHO/q6kpgYCAnTpzgwoULlq7v+/23FRQUsGrVKnQ6HU8++WSzzGrXR9u2bS3mJVlZWfTv3/++f5ZQo1giCAKtW7e+5XhMJhOJiYnI5fJ6ywe2b9/O999/j0wm4+9//zsTJkxo1N8okUjo2LEj3bp1IzY2lszMTI4cOcLp06cxGo3Y2dnh5ORU65wGg4GsrCxiY2M5fvw43333HRs2bOD48eNcu3YNnU6Hn58f48aNY8aMGQwaNAhvb+9m8dk3Z9q0aUNUVBRZWVkIgnBbDVganZ4Pv/2Zjw9eIKukivMp2ZQqPDkfeYRhA/o0uIVta2vLtWvXqK6utvoer9JW8+m+k2w9eIa2/p64O9dssZeUlHD48GFcXV0ZNmwYaWlpREZGEhgYSL9+/eo918VTcZw7dKmmbvU65DYyWrT2oE3fANzd3TEajVy+fJnS0lL8/f1vOtaqqipLrfeNuwYKhcLiQGnNruexY8f47rvvcHBwYOHChfe1Mbn5pGf+hMjlcvr160e/fv1Qq9VER0cTFRXF2bNnSU9Pr+OU5erqikQiwWg0YjKZKCsrw8/Pz2Ip+vDDDzNp0qQ7shZt0aIFK1assMhdLVmyhKVLl9a62c2F7GVlZfVmYG/Ezc2N7OxsSktL77veYFZWFh999BFQ06DSXNULboZCoWDGjBnMnTuXAwcO0KJFCx5//PH7OqacnBwWLlxITk4OgYGBzJw5s9YD2tbWFp1Oh8lkanArKSIigpdffpmNGzfy1VdfkZ+fzyuvvHLfssh6vZ4PP/wQjUZDnz59bkv/+H4hCAL/+Mc/eO2114iKimLXrl11Mtv3GnPzpZubm1VZ0MrKSvR6fb1zxt69e/n222+RSCTMnTv3jhQRQkNDWbt2LXv27GHPnj2kpKSwdetWS3ZXLpcjCAKCIFBeXl5LoB5qPuuwsDAeeughIiIimoWRxIOGVCrl5ZdfZvbs2Xz33XcMGjSo0Yo4b366h+jETKoNNVFflU5PlU5PkdSXd9Zu5r23pt/0WHPmsaCggJKSkgZLSkwmEwfPJvDeN0fQaKvR6g38Zdl2+nVoxaKpwy27juamK/NceDMptTMHzrNr5U9IJJLfm6EEUCjkTHxzNB0fDSEvL4/KykoMBgOVlZV4enrWcQ+EmjnrypUrFBYWUlWu4ejmKLLj8nl1zfNEjKpRYXFxccHGxoa8vDxatWrV4Pyak5PDpk2bgBp9+fud3BEzrM0EhUJBYGAgffv2ZcKECXTu3JnAwEDL5G62OK2qqkKj0aDVapHJZLRv356HH36Y119/neHDhzd4o1mLjY0NERERlrrCtLQ0+vbta3nIyOVyS0mANdkDuVxOdnY2Go3mvmYbysvLmTt3LkVFRURERPDiiy8+kJkPDw8P/Pz8iIyM5MKFC/j4+NQ7ed0LkpKSmDdvHgUFBQQHB7N48WKcnZ1rvcZoNLJ+/XrUajVPPfUUYWFhNz1fSEgIwcHBnDp1iqSkJBISEggPD7eqo7wpMZlMrFu3jlOnTuHq6srcuXPv+RjuFHNj02+//caFCxcICgq6rwu07OxsCgsL8ff3t2rhmpOTQ3V1NT4+PrU++99++41169YBNaL7TWH2YTZPGT16NL6+vri4uJCXl0dFRQUajQaNRkNVVRVGoxEvLy/at29P3759efTRR3n55ZcZM2YMYWFhda59Eevx9PREpVKRnJzMtWvXrGqYup5th8+iKlXX+blEkHC1xEBufj7d2gZSVlqjUXxjxtXBwYGcnBwqKirw8fG56XufuHSVeVt+olJbjeE6d6r0/BJ++O8lhnZtzc+HDmBra8vYsWPJyMjgt99+s9S0Xk/KhWvMGbYEdUllbacrAVy9XHl331y8vL2oqqoiNzOPnzdG8v07B1C6Kmn/UFuk1ykI6PV6YmNjKS4qJv7nVL6e9QM5CXmUqcr5bVcU0Ycv0L53W1w8aq7RwsJCbG1tb3ovqtVq3n77bVQqFT179uS55567789LMcPaDJHJZHTu3LnWtojBYKCkpMRywQiCgIODw13r1PPw8OCdd95h9uzZREVFsWHDBl577TUEQUAikeDs7ExWVhbFxcW3rEeTy+X4+PiQmZlpaQS511RXV7Ns2TJycnIIDg6ukwV80OjXrx8qlYotW7bw4YcfUl5eztixY+/Z+5tMJvbt28cXX3yBTqeja9euvPXWW/VuF1VUVCAIAlKp1CoDjYiICJYtW8aSJUuIiYnhlVde4dlnn2XEiBH37DvbsWMHv/zyCzY2NixYsMCqnYTmSJ8+fZgyZQrbtm1j1apVrFixgpCQkHs+jvLycq5du4atra1VKgtGo5GcnByMRmOtrM7FixdZvXo1JpOJqVOnMmTIkAbO0ngUCgWDBw9m8ODBTJs2jbKyMsuOlslkws7O7oFbuDxIPPfcc5w5c4ZLly6xZ88exo0bd8fn1BuNgMCeM8n8fDGdpyKC6OjnQsuWLQkMDLQkYhwcHPDx8SE7O5ucnJx6M7xarZbE5NSbzmOlag0bDpwDfne6aijDWlVehdxGjk5TO2uPCbSVNVKQcrmcq5HZbJr1L/TVBqo11Xzz/g/s2XCQGZ/9jd5jeqDX67l48SLl5eWUp2v4cc0vaCt/d+TSVVUTezyeBePeY+uVtbRo0YKrV6+SnZ1db3BuMBh4//33ycjIICAgoNk8L0Ud1gcEqVSKu7s7SqUSpVKJm5vbXZeVaNmyJQsWLEChUHDo0CF+/fVXy+98fX0RBIH09HSrXGOCgoJwdHSksLCQ7OzsuznsOmg0Gt555x0uXbqEUqlkwYIFt2wWexAYP348zz77LCaTiV27drFx48YmsdS9FVlZWcyZM4dNmzah0+kYOnQoCxYsuGltU1JSEhKJBIVCYbVveGhoKGvWrKFXr15UVlayYcMG/vnPf1qaDe4WZm3er7/+GkEQmD179n0J8JqSxx9/nMGDB6PT6Zg/fz4JCQn39P01Gg3JyclAzfdqTYlHfn6+ZQfHXINXUlLC+++/j16vZ+zYsUycOPGujlsQBFxcXHBzc0OpVOLu7i4Gq3cZZ2dnXn/9dQC2bdtGWlpak53biIQKrZ7NJ5KxtbUjPT2dixcv1irxCAwMRKFQkJycTFpWLjlFZZbfabVaLly4QFlZw9q92v9JU5lLAszcrkV7frqKj6dvoapcQ/X/AlttpZaS/FIWPbYSo9FIbGysReXAQ+mBRFa/2kV2Sh6XTyYgk8nw8PBArVbXGSfAli1bOHfuHM7OzixYsKDZXPdiwCrSIGFhYbzyyisAfPLJJxZxZ3t7ezw9PSktLaW4uK4jyI1IpVJLt3hycrJVxzQFlZWVLFy40CImvnjx4mYlr3UnCILAxIkTmTlzJlqtlv379/PPf/6TxMTEu/J+hYWFbN68menTpxMfH49SqeTtt99m+vTpDQYhx48fR6FQoFQquXLlitXv5+Hhwdtvv82cOXNwdXXl8uXLzJgxg7feesuiGdyUJCcnM3fuXL7//nukUilvvPEGvXr1atL3uB8IgsBrr73GQw89ZNnmq88y925gMBi4dOkSZWVltG3b1qoaOKPRSFpaGlKp1CJxZDKZ+OijjygtLaVz584PbDmPyK2JiIhgyJAh+Pj4sHr1aqsXuRP7d8JGLkMqucV1YYIuXbvg4+NDaWkpFy5csBjbKBQKwtp34GhCPk+t+IbxC7eyYsevFJaUExsbiyAIeLXwosbzqn4kEgmCIKDVajEajbesYTXoGxbxN+iNyBX1z69Gg5GrV69SVlaGr6+vpZnxRj3X61//3gtrOXHiBPn5+chksjq2uAcOHGDPnj3IZDLmzZtHixYtGhzfvUSsYRW5Ja1atSIjI4PU1FSuXLnCkCFDLF7g2dnZqNXqBmt+zMhkMlxdXS3aitYccyfk5+ezaNEiEhMTcXd3Z/ny5QQEBNy197tfBAUF0bFjR86ePUtmZiaHDh0iOzubNm3aNFocuj4yMzPZtm0bH330EZcvX8ZgMDB48GDmz59/y/KO4uJiNm7ciEQiwd7eHpVKxciRI63OcJud14YNGwZg6Xo/duwYu3btoqKiwqLxezsWl4WFhfz8889s3ryZ7du3Wyw7p02bVksr9kFHIpHQp08fi0j7iRMn8PX1vaMGTWtIT09HpVIREBBgtb5mdnY2+fn5BAQEWBaX+/fvZ8+ePTg6OvLOO+80yXUt0nwJDw9n//79ZGRkUFJSQkRExC2P6RDkzaMRYWSoSshSlWBsYD07bXRvPP5n2mPWYHVyciKzsJznP/iOuMxitHoDRqOJhMx8vjkag9JOSnhoKzq0bc1PZ66g1tQfSPt7uKDLvoJer+exxx4jLy+PEydO4O/vX8fIw8ndibjIBIpyii2Bq1QuRWEjZ8riSbTvHUpFsZp9nxxCr6t/96zLY+1wdHSkffv2SCQSMhNzOPpNpMXi9UZcPJ0YMLk3CoUCvV6Ph4eHJYN68eJFVq5ciclkYvr06VZ97vcSMWAVuSWCINClSxdOnjyJXq+nvLyczp07I5fL0Wq1FBUVWe2cYb5JzBqud2urITo6moULF5Kbm4u3tzfLly+/577H9xIPDw9LUJeUlERqaio//vgjV65cobq6Gi8vL6slxUwmE6mpqXz77besWLGC3bt3k5KSgslkol+/frz55puMHDnyliUpBoOBJUuWkJ2dTbdu3WjVqhVZWVnY29s32qhBoVDQpUsXHn30UWxsbDh06BCxsbEWyZh9+/aRnJxMeno6hYWF6HQ6ZDIZ1dXV6HQ6dDodarWalJQUoqOjOXLkCN988w2bN28mOjqagoICbGxsGDduHM8//zxBQUGNGt+DgEQi4aGHHrK4R0VGRlJRUUF4ePhd8bM326rKZDLCwsKsWpwaDAbi4uKQSqWEhYUhkUhIT09n/fr1ODo68vLLLxMaGtrkYxVpXsjlcjp06MAvv/xCUlISdnZ2DTZrmnGys2FEz3bY6Ms4naK6USXqf5j4v0cfQiKR4OrqarH1zc/P52RyPpFxaVRfF+wZTaA3mkBmw5RR/XCwVTCse1uOXUimrPJ3y3FbhQwPZwf++ZdBnIk8hkajYfTo0RQVFXH8+HF8fX0ZMGBA7b9TIWPoMwPwDvUk9kQ8eo2B3mN78O6Pc+k5vEaVpLKsil1rf6w3ABUkAo8835vOnTtb5mN3XzdO/3Seopz6dzFbBHjywoJn8PHxwd/f3/IMzs7OZv78+Wi1WiZOnHjfVUXqQ2y6ErEKR0dHXn/9debOncs333xD165dad++PYGBgeTl5XHt2jWrs1ze3t5kZmZSWFjY5NvzOp2OHTt2sHPnTkwmE927d+fNN9+873Ja9wIHBwemTp3KyJEj+fLLLzlx4gTR0dFER0ezfv16goKC8PX1xdfXF29vb4tEml6vp6qqioyMDIucmkajQaVScfXqVZycnBg9ejQzZ860OktWXl7OZ599xqVLl3Bzc2PGjBkkJydz+vRpvv76awIDA28rg5mens6hQ4fw9vbGzc2N8PBwysvLyc7OJjIyksjIyEadTy6X06NHD/r370/Pnj3/ELXNDSGRSHj11VcJCgpi8+bN7N27l8TERN54440ml2MqLy+36EVaGxBnZmZSXV1N69atkclk6HQ6Vq5cSVFREUOGDKFPnz5NOkaR5ktwcDCvv/46H3zwAVu2bMHGxoZRo0ZZdWy31r5MekjLD9FpVBv06A0mbORS5DIZvrpMuG573sfHB7lcTnx8PLk5uTc9p42NwrLo8nJz4t0nI/g1Jpk9F3Op0up5ZWwfJg0MRy6V1pK2smah1ndMBDJPAUEnof/QvrV+5xXgwXNL/sK2xd+irzag1+lR2CmQyaUMm96f1q1b10r82DnaMWH6KD78v0+p1t4gwSYRUNj+nmgwj62iooJ33nmHiooKIiIimDJlyi3HfD8QM6wiVuPl5UV1dTVxcXFcvHiRIUOGYGdnh9FopKCgAJPJZFWNmlwuJycnB61WW2NL10RlAdHR0SxZsoSoqCgEQeDpp5/m1VdfbRZmBfcSBwcH+vbty6hRo/Dz86O6upq8vDyKiopIT08nLi6OqKgoTp06ZXHniYmJITU1lcLCQvR6Pe7u7rRrV7PVpFQqKS4uJj4+HoVCgcFgwN7evo6RhclkQqVScfjwYVasWEFiYiISiYSFCxcSEBCAn58fUqmUixcvEhUVhb+/Py1btrTq+1epVOzevZuPPvqIiooKQkJCWLlyJRMnTmTMmDEMHDiQ1q1bExAQgJubG1KpFL1ej1wux8bGBoVCgZ2dHUFBQXTp0oUBAwYwZswYXn75ZQYNGkRgYGCzcg27mwiCQNu2benatSvnzp0jIyODAwcOoNfradeu3R3bk5rJzc2lpKSEwMBAq8TGy8rKSExMxNbWlrZt2yKRSNi6dStRUVH4+Pgwf/78P813JFJDq1atcHV15ezZs5w9exZvb2+rJPwyMzPxdVbw2qRhxCenkVum4cmBXfjw5XHkJl/Cx8en1rPK3t4eNzc3oi6nkpBTWm9m1t/ThUcj2gM1c11ycjKtvJW8+fSjPD2kO91C/JH+b2F26NAhSkpKGDZsGFVVVRw7dgxfX18GDhxY73ilUikZGek4uTnWMQMQBIEOfUIZ+eJgCrKKyLySxeBn+zLm7UF0fbhG/vLGObRlqC/VOj1J0ak14zWasHWwoUPvtry55RWclb8ncMwKOklJSQQFBbFw4cK73tB9u4h3v0ijmDx5MjExMSQlJbFy5Urmz59PYGAgarWajIwMXFxcbpk1FQTB4vWs0Wju2DkjJSWFHTt2cOrUKQACAgJ45ZVXGrTj+zPg4uLCsGHDGDZsGGq12uJfnZ2dTV5eHlAzUcpkMuRyOf7+/gQEBBAQEGDRk9Tr9Rw+fJgdO3aQmprKmjVrLOdXKpV4e3uj0WgoLy9HoVBw5coVdDod7u7uhIeH8/zzz9eqc500aRIFBQUcOHCAFStWEBAQwKhRo2jbti2+vr7IZDIMBgNFRUXk5OSQlpbGqVOnanW2jx8/nqlTp9YKXsyZYxHrMQvmb926lcOHD/PNN99w9OhR/vKXvzBgwIA7Dg6Li4uRSCRW2cIaDAbi4+OxsbEhNDQUqVTK0aNH+eGHH5BIJMycOfMPn/0WqZ9Ro0ah0WjYunUra9aswcbGhr59+zZ4jCAINU1Oei1P9Qpg7lMDLf0Lbdu2JSkpqU79vbOzM6FtgpFeyKqz/W4jl+Lm9HsW07wYdnZ2Ri6VIr9hkWdOklzfgd9Qk6jBYMBoNDaYXHHzcmH2F6/y5OLRpKenY2trS3BwcL0LfoWtgheWTWb0tKGsf30z6fGZvLr2BXqN7FrrdTqdjmXLllmakufPn39fnaxuhRiwijQKmUzGrFmzmDlzJtHR0XzyySe88sortG7dmoqKCvLy8qza5jcHrKWlpbd1g5hMJi5evMjOnTuJiYkBahyVJk+ezJgxY8RMzA04ODgQGhra6Po/mUzGyJEjGTx4MAcPHiQuLs4S+BYVFVFUVGR5rZubGykpKTg4OLBq1Sp69+5dZzIVBIG//e1v+Pv7s3v3bkt9osFgsEi3lZaW1hmHjY0NPXv2ZOTIkbdl2yhSP05OTkyfPp2hQ4eyYcMGrl27xpo1a9i+fTvjx49n+PDhtxUoGo1GysrKcHFxsSpjq1KpkEgkeHp64uLiwqVLlyyOdC+88AJt27Zt9BhE/jg89thjVFVVsWPHDlauXIlCoWjQ3UwqlWIwGFCpVCgUilo6ym5ubmRlZdV73BMDumKrkLPqP0fR6Q0YjSCTSZk6rAfPDvv9/cyW4zfr2zDfM1qt1lIO05AGtblTv6HMZklJCcnJyajVahwdHenYsWOdXa4baRHoyZI9/6z3dxqNhqVLl3LhwgVcXFxYunSpVRrJ9xPxqS7SaMzbc/PmzePAgQN4e3szceJEnJ2dUalUFBcX37I0wFxzYxZXtgaj0UhGRgZRUVEcPnyY3NyaeiNbW1tGjBjB+PHj/zCSVc0NhULBmDFjGDNmDFDzXahUKvLz8y2e605OTsyaNYv09HScnZ1vutUvlUoZN24cjz76KMePH2fbtm0cPXoUT09P/P390Wg0uLq64uPjg4+PD507d6ZHjx5ihu0uEhYWxpo1azh69CjfffcdGRkZfP755/zrX/+if//+9OnTh86dO1tdXqPVajGZTFY1VRqNRtLT0y0lQpmZmbz77rvo9XrGjBlzTw0xRJovkydPRqvVsmvXLpYtW8aMGTNu6nKmUCgwmUwUFBTUae5tyG1RIhEY17cTQ7q15YNvfyYtR8WE7oH06dEO2+ukpWQyGQ4ODpSWlqLVauvcF+b/12q1FvfJ8vKb67cWFhYC1GvCYzQaSUpKIjc3FwcHB/z9/euUMJnNDnQ6HUajEXd3d/z8/G7au1FVVWXRJnd1dWXZsmUPhE25GLCK3Bbt2rXjzTffZMWKFXzxxRfY2toycOBAKioqSEtLw9XVtdakoNPpiIyMJCEhgeLiYgoKCsjOzrYIc5uxs7NDra6x1zO7y6jVakpLSykvL8dkMuHu7k5hYSFKpZJRo0YxatSoP0VTVXNCIpHQokWLOhp9nTp1Ij09nYSEhFsqAchkMgYNGkRxcTGFhYVMmDCB559//m4OW6QBpFIpgwcPZtCgQZw+fZpdu3YRFxdHYmIiP//8M1CzOHRxccHZ2dnywBQEweK8Z84UabVacnNzcXR0xNfXFzc3N0sNn6enZ633zcrKQhAE/P39yc3NZfHixZbmjxdffPHefggizRZBEHjuuefQ6/Xs3buX999/n4KCAsaPH18nALW3t8dkMlFZWVmnUbR169a0bt26wfdysLNh/tRHKSgo4MqVK1y6dIlOnTrVsj4PCAggISGB9PT0OuYi15cEmJMoBQUF9b6XyWQiLy8Pe3v7eq3V4+LiKCoqwsXFhTZt2uDo6Fjr91qtlpSUFARBwNHR0dKzoFKp6NixY53kkVqtZvXq1RYjnWXLljV5w+XdQgxYRW6bPn368Nxzz7FlyxY2btxIfHw8ffr0oaqqCpVKhVKp5MyZMxw8eJCkpCSuXr0K/L5dY65lvX57xs3NrUFTATc3N7p168aAAQPo1KnTXZHjEbl9zJOjedFhDWZ3rlttb4ncGwRBICIigoiICHJzczl58iRHjhwhIyMDjUaDRqOx1EBfj3khacbsonP58mXLdui2bdsICAhgwIABDBs2DCcnJ9LT09Hr9URHR7Nr1y7KysoICQlh5syZ4v0tUgtBEHjppZfw9PRky5YtbNmyhfz8fF566aVa14q3WEhd7wAAC7FJREFUtzfJycm4uLjc0Ta3h4cHnTp1IjY2lkuXLtGlSxdLwOjp6cnVq1fr3eq/viRAqVQikUgoKSlBr9fXKVdTq9VotVqLe+T1mCX53Nzc6NixY733Q1VVFUajkcDAQIKCgjCZTCQmJloaoa+nqKiIhQsXkpWVRbt27ZgxY8YDJfcoBqwid8SECRNwd3dnz549HDt2jCNHjuDo6Gh5sJm3QWxsbAgJCaFHjx54eHjg4eGBUqm0BCnmLI0Z838LgoC9vb0lq9NUHcwidwfzRH2je0pDiAFr88Xb25sJEyYwYcIES8aqtLSUsrIyjEajZRfEjPm/zT8vLS2lsLCQwsJCrly5QlZWFjExMZw/f54NGzbg6OhYKzPr7+9Pjx49ePnll8USEJF6EQSBCRMm4OHhwQcffMC+fftQqVTMmjXLktlUKBSEh4fj6up6y2eGWq22lK/UFxC6uLjQvn17YmNjycjIsOjBarVatFptvU5cjo6OtGjRAoPBgEQiISgoiNLSUvLy8upkM/V6Pba2tvVe71KplMrKSpycnG66eLOxscHe3h6DocZ4ICcnh9zcXGxsbGrV2Obk5LBgwQJyc3Px8/Nj9uzZdXY7mjtiwCpyxzz88MO0b9+e7du3c+LECVQqFXq9HkEQ8PPzY9CgQQwfPpxWrVqJdop/cMzZjFOnThEeHo69vX2NVeD/umANBoPlH51OR0FBATt37gRo1t2pIli2/R0cHG5bkaGsrIyjR49y8OBB4uPjKSkpQa1WY29vT1hYGE8++WSDzTQiImb69++Pm5sbS5cuJSoqinnz5jF//nyLKoU1/QxmB0eoWTAHBwfTokWLOs8ppVKJm5sbKpWK0NBQJBIJ2dnZ2Nvb15Ghgpq6U7MKDtQoEKSmppKenl4nYDWZTGg0GkvAeT1SqRQ3NzcKCwtv2htia2uLRqOhtLSUxMREcnJysLW1rVVznpyczOLFiykpKSEkJISFCxdapd7R3BADVpEmwcPDg3/84x+89NJLpKWl4ejoiJOTU51aVpE/NkFBQcjlctRqNcuWLbPqGI1Gw7hx4+q4wIj88XB2dmbs2LGMHTu2Vm26uZlERKQxdOzYkZUrV7Jo0SISEhJ48803mTNnTp2a0vpQq9VcvXoVZ2dnnJycyMvLIyMjg9zcXFq1alWncdS8eyAIAkajkdLSUqqrq+sNjG9UBggJCSEmJobk5OQ6hilOTk4IgkB6ejrl5eWWXQcXFxdsbGwIDg6muLiYpKQkOnfuXCcTazKZLCUHZWVlKJVK2rZta3ndkSNHWL9+PTqdjvDwcObNm/fAJgfEgFWkSXFwcKB9+/b3exgi9wkfHx8+//xzdu/eTXZ2NpWVlQiCgEQiQSqV1vpHJpOhVCottrJ/NoOHPzvW2jmLiDREy5YtWblyJUuXLiUpKYnZs2fz/PPPM3r06AaTJVVVVZhMJqqqqnBzcyMoKIiysjLy8/OJiYnBzs4OLy8vXFxcUKvVlJSUWBIw1dXVlJWV4eHh0WCdtTnIbdOmDVDTQHUjMpmMbt26kZSURHFxsaWmVRAEi3JKUFAQqamplq5+uVxuKdEpLi6muroarVaLl5cXnTp1suxqffHFF+zevRuA4cOHM23atAe69EoMWEVERJoUpVIpdvuLiIjcM5RKJe+99x5btmxh3759bNq0idjYWKZPn16nq96Mu7s7LVu2JCsrC5VKRWVlpcXwRKVSoVKpSEtLw2QyIQgCcrncoi5gDoRvVh9r1pI2b7t36dIFuVzO5cuXKSoqqiNf5ejoSNeuXTEYDKjVaoumeX5+vqUMoWPHjiQmJtZqUpb+zwbWy8vLoiQgCALl5eW8//77xMTEIJVKmTZtGiNHjryzD7kZIAasIiIiIiIiIg80crmcadOm0bFjR9auXcvJkydJSUlhzpw59RpPCIJAcHAwQUFBqNVq0tPTKSgoqLFC7dCB1q1bU1RUREFBAUajEQcHB4ueqzlgvZl7ldlQxRyY2tvb0717d06dOkVkZKRFz/pGpFIpzs7OODs74+vrS2lpKcnJySQmJtKxY0d69epVq97VwcEBqVRKWVkZ2dnZSCQSrl27xtKlS8nLy8PFxYW33nrrD+P6KGqGiIiIiIiIiPwh6Nu3Lx999BEhISHk5+czZ84cfvjhh5sGlxKJBCcnJ9q3b49SqaSyspLCwkIkEgkGg4H8/Hyys7O5evUq58+fR6vVAjVB6M0yrGZ5t+vrW80mBydOnLD6b3FxcaFdu3ZATeOUufHRHNRKpVK0Wi3Xrl3DaDQSFRXFzJkzycvLo02bNqxZs+YPE6yCGLCKiIiIiIiI/IHw9vbmvffeY+zYsej1ej7//HPmzJlDenr6TY8xZ1w1Gg0pKSlcu3aN1NRUbGxs6NGjBy1btqSiooKYmBi0Wi2VlZVUV1fXe676AtZevXqhUCiIj4+/qYlAfZgbEgVBICcnp9bvVCoV586dIz4+nu3bt/P111+j1Wp55JFHeO+992pZ0v4RkC5atGjR/R6EiIiIiIiIiEhTIZVK6d69O61bt7ZoqB46dAiDwUDbtm3rCPhDjX4rQH5+PsXFxRZ5KCcnJ4tueH5+PhUVFWi1Wktj1vVkZWWxa9cuHBwcmDx5MhUVFRbrVJVKRW5uLq6uro1qTjYbbFy9epXi4mLKy8tJS0sjKyuL/fv389NPP1lctWbMmMETTzzxh9QsF0w3y5OLiIiIiIiIiDzgqNVqvvzySw4cOICXlxc6nY7JkyczdOjQOoGdyWQiNTUVR0dH3NzcLEGsmby8POLj4y12wjfavO7cuZOtW7cSFBSEUqnkwoUL+Pr6kpWVRUlJCenp6fj4+PDVV1/d0iL2eoqKirhy5QoymYzy8nJiY2M5fvw4Wq0WqVTKmDFjePrppx9YySprEANWERERERERkT88SUlJbNy4kaSkJKBGhm/48OEMGTKkUUL6hYWFJCQk0Llz51oqBGVlZTzxxBPExcURFBSEm5ubxZBAKpWSmprKuXPnLM6P3bp1Y/To0XTr1s0qvfK0tDQOHDjAL7/8QlVVFQDBwcG89tprVmnPPuiIAauIiIiIiIjInwKTycRvv/3Gtm3byM3NBWq0UCMiIhg+fDhdunSxKnisrq62aJpqtVoOHDjADz/8wLlz5yguLmbMmDGMHDmSAQMGWIJavV5PXFwcx48fJyUlhZSUFKAmcO7RowehoaGEhobi5eWFIAiUlJRw7do1EhISLLWqZtq1a2c5/x9x+78+xIBVRERERERE5E+FwWAgOjqagwcPcubMGYuKQIsWLRg2bBi9e/e2NDvdjIyMDH766Sd+/fVX1Go1AA899BADBw6kT58+DR5bVlbGoUOH2L9/PyqVqt7XmEwmZDKZRcbK1taWQYMGMWLECFq1anW7f/oDixiwioiIiIiIiPxpKSws5Oeff+bQoUPk5+dbfm4W9Pfw8MDZ2Rm5XI7RaOTq1askJSWRmZlpeW1oaCiTJk2iZ8+ejbIjNxqNXLp0iStXrpCQkEBCQgJlZWUA2NnZER4ejpeXF6GhofTo0eMPXaN6K8SAVURERERERORPj9FoJCYmhl9//ZXY2FiKiorw8fGpIydlxtbWloEDBzJy5EiCg4Pv8Wj/fIgBq4iIiIiIiIjIdZhMJlQqFampqaSnp1NRUYHBYMBkMuHv709ISAhBQUGWOlaRu48YsIqIiIiIiIiIiDRrRKcrERERERERERGRZo0YsIqIiIiIiIiIiDRrxIBVRERERERERESkWSMGrCIiIiIiIiIiIs0aMWAV+f9261gAAAAAYJC/9TR2FEUAAGvCCgDAmrACALAmrAAArAkrAABrwgoAwJqwAgCwJqwAAKwJKwAAa8IKAMCasAIAsCasAACsCSsAAGvCCgDAmrACALAmrAAArAkrAABrwgoAwJqwAgCwJqwAAKwJKwAAa8IKAMCasAIAsCasAACsCSsAAGvCCgDAmrACALAmrAAArAkrAABrAcK/JPjayS/LAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spectral = sklearn.cluster.SpectralClustering(n_clusters=4, affinity='precomputed')\n", "patient_ID = 0\n", "spectral.fit(kernelized_matrices[patient_ID])\n", "color = spectral.labels_\n", "plot_glass_brain(color)" ] } ], "metadata": { "kernelspec": { "display_name": "py36-brain", "language": "python", "name": "py36-brain" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }