DSA_SS24/notebooks/signal_processing.ipynb

777 lines
1.3 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Signal Processing\n",
"\n",
"The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"from matplotlib import pyplot as plt\n",
"import wfdb.processing\n",
"import scipy.signal"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"path = \"C:/Studium/dsa/data\"\n",
"#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading SB\n",
"Length of SB: 16559\n",
"Reading AFIB\n",
"Length of AFIB: 9839\n",
"Reading GSVT\n",
"Length of GSVT: 948\n",
"Reading SR\n",
"Length of SR: 9720\n"
]
}
],
"source": [
"\n",
"# read pickle files and check len and print first record and first record keys\n",
"\n",
"\n",
"\n",
"categories_dict = {\n",
"'SB': [426177001],\n",
"'AFIB': [164889003, 164890007],\n",
"'GSVT': [426761007, 713422000, 233896004, 233897008, 713422000],\n",
"'SR': [426783006, 427393009]\n",
"}\n",
"\n",
"\n",
"data = {}\n",
"for cat_name in categories_dict.keys():\n",
" print(f\"Reading {cat_name}\")\n",
" with open(f'{path}/{cat_name}.pkl', 'rb') as f:\n",
" records = pickle.load(f)\n",
" data[cat_name] = records\n",
" print(f\"Length of {cat_name}: {len(records)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For a better understanding of the structure and dimensions of the individual data sets, there are printed."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Keys of first record of SB: dict_keys(['record_name', 'n_sig', 'fs', 'counter_freq', 'base_counter', 'sig_len', 'base_time', 'base_date', 'comments', 'sig_name', 'p_signal', 'd_signal', 'e_p_signal', 'e_d_signal', 'file_name', 'fmt', 'samps_per_frame', 'skew', 'byte_offset', 'adc_gain', 'baseline', 'units', 'adc_res', 'adc_zero', 'init_value', 'checksum', 'block_size'])\n",
"{'record_name': 'JS00002', 'n_sig': 12, 'fs': 500, 'counter_freq': None, 'base_counter': None, 'sig_len': 5000, 'base_time': None, 'base_date': None, 'comments': ['Age: 59', 'Sex: Female', 'Dx: 426177001,164934002', 'Rx: Unknown', 'Hx: Unknown', 'Sx: Unknown'], 'sig_name': ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6'], 'p_signal': array([[-0.01 , 0.01 , 0.02 , ..., 0.054, 0.049, 0. ],\n",
" [-0.024, -0.02 , 0.005, ..., 0.034, 0.034, -0.015],\n",
" [-0.02 , -0.02 , 0. , ..., 0.034, 0.034, -0.01 ],\n",
" ...,\n",
" [ 0.015, 0.01 , -0.005, ..., -0.015, -0.02 , 0.005],\n",
" [ 0.01 , 0.01 , 0. , ..., -0.02 , -0.024, 0. ],\n",
" [ 0.01 , 0.01 , 0. , ..., -0.024, -0.029, -0.005]]), 'd_signal': None, 'e_p_signal': None, 'e_d_signal': None, 'file_name': ['JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat'], 'fmt': ['16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16'], 'samps_per_frame': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], 'skew': [None, None, None, None, None, None, None, None, None, None, None, None], 'byte_offset': [24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24], 'adc_gain': [1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0], 'baseline': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'units': ['mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV'], 'adc_res': [16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16], 'adc_zero': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'init_value': [-10, 10, 20, 0, -15, 15, -10, -54, 63, 54, 49, 0], 'checksum': [12346, 26962, 14528, -13537, -6991, 14569, -383, 16468, -29512, -7548, -22267, 31542], 'block_size': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}\n",
"(5000, 12)\n"
]
}
],
"source": [
"# print keys of first record\n",
"print(f\"Keys of first record of SB: {data['SB'][0].__dict__.keys()}\")\n",
"print(data['SB'][0].__dict__)\n",
"print(data['SB'][0].__dict__['p_signal'].shape)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of records with p_signal: 9720\n",
"Number of records with e_p_signal: 0\n",
"Number of records with d_signal: 0\n",
"Number of records with e_d_signal: 0\n"
]
}
],
"source": [
"# count how many different signals are available\n",
"counter_p = 0\n",
"counter_e_p = 0\n",
"counter_d = 0\n",
"counter_e_d = 0\n",
"for record in data['SR']:\n",
" if record.p_signal is not None:\n",
" counter_p += 1\n",
" if record.e_p_signal is not None:\n",
" counter_e_p += 1\n",
" if record.d_signal is not None:\n",
" counter_d += 1\n",
"\n",
"print(f\"Number of records with p_signal: {counter_p}\")\n",
"print(f\"Number of records with e_p_signal: {counter_e_p}\")\n",
"print(f\"Number of records with d_signal: {counter_d}\")\n",
"print(f\"Number of records with e_d_signal: {counter_e_d}\")"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot a complete Record\n",
"wfdb.plot_wfdb(data['SB'][24],title=\"Example for all Channels\")"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IIYQQQgjRGQbdCCGEEEIIIYQQQgjRGQbdCCGEEEIIIYQQQgjRGXq6EUIIIYQQQgghhBCiM1S6EUIIIYQQQgghhBCiMwy6EUIIIYQQQgghhBCiMwmxbkBzx+Vy4dChQ8jIyIDNZot1cwghhBBCCCGEEEJIjBAEAZWVlejYsSPs9sBaNgbdmuDQoUPo0qVLrJtBCCGEEEIIIYQQQpoJ+/fvR+fOnQOew6BbE2RkZABw/2NmZmbGuDWEEEIIIYQQQgghJFZUVFSgS5cuUrwoEAy6NYGYUpqZmcmgGyGEEEIIIYQQQggJyoKMhRQIIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghMWVbfiWKq+pi3QxCCCFEVxJi3QBCCCGEEEJI/LK7qArjn/8JAJD3+KQYt4YQQgjRD9Mp3ebOnYvc3FykpKRg5MiRWL16dcDzn3/+eRxzzDFITU1Fly5d8M9//hO1tbVRai0hhBBCCCEkEH/klca6CYQQYjnu/eQvTPr3z6hrdMa6KXGNqYJuH374Ie68807MnDkTa9euxZAhQzB+/HgUFhZqnv/+++/j3nvvxcyZM7Flyxa8/vrr+PDDD3HfffdFueWEEEIIIYQQTWyxbgAhhFiPBb/vx6ZDFfhlR3GsmxLXmCro9uyzz+L666/HNddcg/79+2PevHlo0aIF5s+fr3n+ihUrcOKJJ+KKK65Abm4uzjzzTFx++eVNquMIIYQQQgghhBBCzIjLJUiv7XbubMQS0wTd6uvrsWbNGowbN046ZrfbMW7cOKxcuVLzM6NHj8aaNWukINvu3buxaNEiTJw40e916urqUFFRofiPEEIIIYQQYjzyhSIhhJDwqK5vlF4nOUwT9rEkpimkUFxcDKfTiZycHMXxnJwcbN26VfMzV1xxBYqLi3HSSSdBEAQ0NjbixhtvDJheOmfOHDz88MO6tp0QQgghhBCijVyDUe90IcXuiFlbCCHEClTVNTZ9EokKlg55Ll++HLNnz8bLL7+MtWvX4tNPP8XChQsxa9Ysv5+ZPn06ysvLpf/2798fxRYTQgghhBASv9Q7XbFuAiGEmJ66Bu+9tL6R99VYYhqlW5s2beBwOFBQUKA4XlBQgPbt22t+5sEHH8RVV12F6667DgAwaNAgVFdX44YbbsD9998Pu9035picnIzk5GT9fwFCCCGEEKIbgiDgnVV70btdBkb1zI51c0gECLKM0roGF5ASu7YQQogVcMpurKxeGltMo3RLSkrCsGHDsHTpUumYy+XC0qVLMWrUKM3P1NTU+ATWHA63XF0Q6BdBCCEkeARBwO6iKj4/CGkmrNx9BDO+2ITLX10V66aQCGlwyRQZVLoREnOcLgF5xdWxbgaJALk/Zh2VbjHFNEE3ALjzzjvx6quv4q233sKWLVtw0003obq6Gtdccw0A4Oqrr8b06dOl8ydPnoz//Oc/WLBgAfbs2YPvvvsODz74ICZPniwF3wghhJBgeObb7TjtmR8xd9nOWDeFEALgQOnRWDeB6IRTtjhkGhQhsefO/63DKU8vx2d/Hoh1U0iYyGvSMOgWW0yTXgoAl156KYqKijBjxgzk5+dj6NChWLx4sVRcYd++fQpl2wMPPACbzYYHHngABw8eRNu2bTF58mQ89thjsfoVCCGEmJSXPMG2p7/djmmn9Y5xawghCXZb0ycRU6BUZDANipBY88W6QwCA/yzfhfOP7Rzj1pBw4GZG88FUQTcAmDZtGqZNm6b53vLlyxU/JyQkYObMmZg5c2YUWkYIIYQQQqKFg0E3y+CUKTK4OCSk+ZDoMFViHJHhEphe2lzgKCKEEEKCICmBj0xCmhMJsuwGuVKKmA8XFRmENEsYdDMvVLo1HziKCCGEkCBIZtCNkGaFXOlG831zI1dkcHFISPMh0UFFsVlxsXpps4ErCEIIISQIkrjbS0izIoFBN8vgZBoUIYToCjczmg9cQRBCCCFBwBQLQpoXsuxS1DVwQWFmlIUU2JeENBcanEzdNyvyvSjeV2MLVxCEEEJIECQmMMWCkOaEfEFBpZu5YV8S0jxx0i/TtNDTrfnAoBshhBASBFS6EdK84ILCOii8hxroPURIc6GRQTfTIsjuq+zH2MIVBCGEEBIE9HQjpHlBk2jroPAeotKNkGaD08XxaFbkXpms8B1buIIghBBCgoBKN0KaF1S6WQf2JSHNk0Z6upkW+X2VSrfYwhUEIYQQEgSJDq+nWyOVGKbmy/WHsPFgeaybQSLESfN9yyBfD7IvCWk+MFhjXmRCNyoWY0xCrBtACCGEmIGkBO8+VW2jC+lUvpmSNXtLcNsHfwIA8h6fFOPWkEigOso6KNJL2ZeENBtYSMG8UOnWfOCKgRBCCAmCBLss6Eajb9Oyu6g61k0gOuFkoMYyMIBKSPOkgcp+0yJ/RjJ4GlsYdCOEEEKCQK7EOFrPoJtZSU50xLoJRCeU6aUck2bGxSp7hDRLGKwxL/LiCezH2MKgGyGEEBIECiUGd35NS4osTZiKGnNDTzfrIF8cCgIXh4TEEhfTEi2BS+Hpxn6MJQy6EUKIQVTUNrBEt4VwsfS6JZAr3ahYNDf0AbMO8jQoF4NuhMQUBtqsgZMK4mYDg26EEGIAecXVGPzQt7ju7T9i3RSiE/JdQs5dzIvdW4QW1fWNsWsIiZhGJ5VuVkEuHub9lZDYwsC3NWB6afOBQTdCCDGAD37fBwD4YWthjFtC9MJJmb4lkPddDYNupoZKN+sgUOlGSLPByXRvS6CsXspnZCxh0I0QQgwgQS6nIZbA5eKi0ArIJ6HVdUwvNTP0WbQOykV+DBtCCFGkJXI4mhcXq5c2Gxh0I4QQA3DYGHSzGk7K9C2BIuhGpZupkXvU1DUw6GZm6OlGSPOBvrXWgEG35gODboQQYgB2mdKtgQoMS+DiotASKNJLqXQzNS6F0o19aWbkt1TeXwmJLYoADYejaZEvP1hIIbYw6EYIIQYgV7pV11FNYwUamV5qCeSKGprvmxulOiqGDSERw0I1hDQf5GPQyfmOaVGkCbMbYwqDboQQYjCVtQy6WQFlFagYNoREhHxxX9dIdZSZcTIQbhmUi0P2JSGxRH4/pULKvLBATfOBQTdCCDEA+RyFvlHWwElvDEsg77ta+oCZGprvWwfF4pDDkpCYorDT4HzHtFBB3Hxg0I0QQgxAPmGpotLNEigX+Jy9mBUq3ayDkwtDy0DVIiHNB/nttNElcM5jUjhvbT4w6EYIIQYgXzQ0OPmgswKK9FJOXkyLMuhGSY2ZcTq5i28V5Cn77EtCYot6E4Nj0pywAFjzgUE3QggxAKUfBhf2VoDppdZAUUiB6aWmxskFhWVw0dONkGaDeghyHmtO5FNVTltjC4NuhBBiAGppPjE/SiUG+9SsyAOm9U6ml5oZF1NnLAMVGYQ0H9RjkDE3c8L00uYDg26EEGIA8gmLk+mllkDRp5yAmhZWobUOSqVbDBtCIoaG34Q0H9RBtwZG3UyJi8WGmg0MuhFCiAHIH3RUulkDGn1bA3kMnDu/5oZj0jpQ6UZI80E9beWQNCfK9FJ2Yixh0I0QQgxA/qCj/5c1kAdSWSnRvLgYqLEMVEdZB7mQhsOSkNii3pDiBpU5oRq8+cCgGyGEGAALKVgPRSEFTkBNi5NpwpbBqQjUcEyaGRbFIKT5oA7QMGBjTrjJ2Hxg0I0QQgxA/mxrpKebJXAqvMDYp2aFKYnWQR5oY1eaGy4OrcOf+0pRXFUX62aQCPAppMAxaUqcfEY2Gxh0I6SZwF16a6E03WffWgF6DlkDLu6tA8ekdXAxDcoS/J5XgvNfXoHJL/4S66aQCFDPW3l/NSd8RjYfGHQjpBmwvaASxz+2FG+tyIt1U4hOOFlIwXI4WQXKEjCNzTooTaJj1w4SOSxwYg0+XXsAAHC4vDbGLSGR4DMEOSRNCauXNh8YdCOkGXDfpxtQXFWHmV9uinVTiE4oCynQOMrsCILABb5FcNF83zK4FKkz7Ewzw3FpDWrqnbFuAtEB3/TSGDWERITc95SbjLGFQTdCmgHlRxti3QSiM/IFYAM93UwPUy2sg0LpxpWEqREUgXD2pZlhGpQ1SLBzaWkF6OlmDZi233zgnZGQZkBdI5VQVoOebtZCXa2Uqhrz4mKgxjJwQWEdnFS6WYJEhy3WTSA64Fu9lIPSjFAN3nxg0I2QZoDDzkmK1aCk21qoM4TZpeaFaWzWgZVorYOLClRLkCALujU6uaFsVtQBGt5ezQmfkc0HBt0IaQYkJ3AoWg2BCgxLoVa6sU/Ni2ISyo40NfLu43rC3HBxaA3k6aW1zOIwLVS6WQOqwZsPXOkT0gxIYtDNctCfxlrQ0806sHqpdRDYl5aB/nzWIEGWuVHbwKIKZoWFFKwBNzOaD1zpE9IMSHJwKFoNpQKDDzqzo1ZEsU/Ni7wvWePE3HBzwzo4qciwBPK+O8pKpqZFfT/lnMecUA3efOBKn5BmQHKidygy3ckacAFhLZheah2odLMOyqIYsWsHiRy5IoMLfPPilBmg1jUy6GZW1EOQ91dz4uJ9tdnAoBshzQC50q2WkxRLwLQna6EOhrNPzYvc25uTUHPDymzWQWAA1RI0yDqvtoGebmZFbanB+6s5oQCg+WC6oNvcuXORm5uLlJQUjBw5EqtXrw54fllZGW655RZ06NABycnJ6NOnDxYtWhSl1hISHHJPN8rxrYFLUb00du0g+kClm3VQpJeyI00NAzXWgd5D1sDplAfdOJ81K/R0swa8rzYfEmLdgFD48MMPceedd2LevHkYOXIknn/+eYwfPx7btm1Du3btfM6vr6/HGWecgXbt2uHjjz9Gp06dsHfvXrRs2TL6jSckAPL74FFOUiwBFRjWgru+1oE7v9aBnm7WgePSGjRS6WYJfNNLOSjNiLzb2IWxxVRBt2effRbXX389rrnmGgDAvHnzsHDhQsyfPx/33nuvz/nz589HSUkJVqxYgcTERABAbm5uNJtMSFDIH2ZUXlgDLgathUu1dmCXmhcGxK2D0gcshg0hESNwXFoCuaebWiFOzIOv0o19aUaodGs+mCa9tL6+HmvWrMG4ceOkY3a7HePGjcPKlSs1P/Pll19i1KhRuOWWW5CTk4OBAwdi9uzZcDr9K4nq6upQUVGh+I8Qo3Ey3cly0ODbWviml7JTzQrTS62DMr2UfWlmuDi0BnKlGwuDmRd113FImhMWjmo+mCboVlxcDKfTiZycHMXxnJwc5Ofna35m9+7d+Pjjj+F0OrFo0SI8+OCDeOaZZ/Doo4/6vc6cOXOQlZUl/delSxddfw9CtJBZYHARaBGUapoYNoTognpccpiaFycD4paB91nroAi6MSvRtHAT2RqoAzS8v5oTgWn7zQbTBN3CweVyoV27dnjllVcwbNgwXHrppbj//vsxb948v5+ZPn06ysvLpf/2798fxRaTeEW+G9jIu6IlkHcjU2XMD1MtrIOLihrLwDR+66BUh7MvzYrCLoX9aFrU81aOSXNCP+Lmg2k83dq0aQOHw4GCggLF8YKCArRv317zMx06dEBiYiIcDod0rF+/fsjPz0d9fT2SkpJ8PpOcnIzk5GR9G09IE3Bn0HpwYW8tOHGxDkxjsw4M1FgHqhatgWJMcj5rWtRdx/urOXGquk0QAJstNm2Jd0yjdEtKSsKwYcOwdOlS6ZjL5cLSpUsxatQozc+ceOKJ2LlzJ1wynfr27dvRoUMHzYAbIbGChRSsh4uSbkvB9FLroPA4YRqbqWHqjHVgMNwaCFS6WQJfdX+MGkIiQh345r01dpgm6AYAd955J1599VW89dZb2LJlC2666SZUV1dL1UyvvvpqTJ8+XTr/pptuQklJCW6//XZs374dCxcuxOzZs3HLLbfE6lcgRBP5TZDppdaAaU/WwlfpFqOGkIhRFFJgR5oapvFbBz4zrYF8THIT2bz4FlJgX5oRBk+bD6ZJLwWASy+9FEVFRZgxYwby8/MxdOhQLF68WCqusG/fPtjt3jhily5dsGTJEvzzn//E4MGD0alTJ9x+++245557YvUrEKIJ00uth3IxGLt2EH1g9VLr4FSksbEfzYxSHRXDhpCI4TPTGlCxaA18Pd1i1BASEb5ZGuzIWGGqoBsATJs2DdOmTdN8b/ny5T7HRo0ahVWrVhncKkIiQ55z38h8J0sgcNfeUqgl+gzWmBcGaqwD1VHWgcEaa6C0S4lhQ0hE0MfWGrAKbfPBVOmlhFgVhek+JymWgAsIa0FPN+tAD03rIL+1sivNi6/vUIwaQiJGMSbZkabFt5BCbNpBIoNKt+YDg26ENAPkN0Uq3ayBi4tBS8H0Uusgv8Vy997cuJgqbAl8fYfYl2ZFsanBfjQtvgop9qUZ8fHmi00zCBh0I6RZQOWF9RC4GLQU6lg4h6l5cXJRaBmYXmoN1OOQXWle6FFsDejpZg24odF8YNCNkGYAq5daD4XSjeJF0+O7KOQ4NStM57cOAu+zlkB9O+XC0LwoU77Zj2bFN72UfWlGfLz5+JyMGQy6EdIM4M6g9aCnm7XwKaQQo3aQyHFSHWUZFOmlMWwHiQyqMawDMzesAcekNaCnW/OBQTdCmgEu7gxaDmXaUwwbQnTBZ+LCTjUtLgbELYN8GFJ9al5o2m4dGHSzBvQCswZUETcfGHQjpBkgn5jwfmgNBC4GLYVvIYUYNYREjJMBcctARbE1oGm7deAmsjVQj0GOSXPCuWvzgUE3QpoBXDhYDxp8Wwu1so19al6cMk8TKhbNjcAAqiVQ+wyxL82LUukWw4aQiPCZ87AvTYmPNQrnrjGDQTdCmgEKXxreDy0B1TTWgoUUrAPTS60DVTXWgP5R1oEbjtaAhRSsgc/cNUbtIAy6EdIs4CTFeijSS2PXDKITvma0MWoIiRgGxK0DN6ysgU/QjQPTtMgVUdycMi++gfAYNYREBDc0mg8MuhHSDHAqJimxawfRDwZSrQUnLtaBRt/WgUo3a+Bj2s6uNC0sImUN6LNoDdRpwRyTsYNBN0KaAQzQWA+lAoN9anbU3jTsUfPicnFsWgWBz05LoB6H7EvzwvmsNWBFYWvgk6XBjowZDLoR0gxg9VLr4XJpvybmxKnqRAZrzAvTS62DYoHP+6xpUQ9DjkvzolSfxq4dJDJ8lG7cajQlvorFGDWEMOhGSHOAxt7Wg7u91kKtdOMC37zI+05tMkzMhXxRz0C4eWH6vnVQ9B370bSou44BVHPCe2vzgUE3QpoB8oUfb4fWgL4m1kIdnOHExbw4mV5qGZQbVjFsCIkIerpZB3nfcUyaF3UaIp+V5sS3CBj7MVYw6EZIM8BJpZvloALDWvh6DsWoISRi5AFUFlIwN1QUWwP1Ap99aV44Jq2Br6cb+9KM+AbdYtQQwqAbIc0B7gxaDxp8Wwvu+loHqqOsA/2jrIFvKhs706w4eX+1BD5pibTUMCW+t1IOyljBoBshzQBFeiknm5aAE09rwV1f66AopMDBaWpYJdoa+PoOxaghJGKUlm7sSLPCisLWwNcaJUYNIQy6EdIcYPVS66FUYLBTzY5vJS9iVhT32xi2g0SOYoEfu2aQCNF6RjJgY06YXmoNfHwWY9MMEiH0dGs+MOhGSIyhl4k1USowYtgQogus5GUdBAbELQMX+NZA637Ke6w54dzHGvhsNLIzTQnThJsPDLoREmMo/bUmXNhbC5Zdtw4sXGMdFEE3PjxNi7igd9ht0jEWOTEnTtminl1oXrg2sQZiv9ls4s/syFjBoBshMUY9seRukjXgwt5aqHuQ49S8OKnEsASCILCQgkUQu04edONz05ywiJQ1YHETayD2W4Ln3spujB0MuhESY3wl3DFqCNEVZdpTDBtCdIESfevgooemJVD3HQPh5kW9MAQ4Ns0Ki5tYA1/rmxg1hESEOATtHqkbg6exg0E3QmIMqyJaE1bwshbc9bUOTioxLAErXloHcRMjgUo300P1qTXwKaTA8Wg65H0mKd1i1RjCoBshsca3skyMGkJ0hUo3ayHu+np9MWLYGBI2giDQb9EicMPKOkhKN4fd5xgxFwqlG5f4psVX3c++NBvyLhNT93lfjR0MuhESY9QPMk5SrIGTKRaWQhymXiUG+9SMcJPDOvhYM8SoHSRyxK5UerrFqDEkIlwubjhaAfW8lV1pPuTPSIfk6caejBUMuhESY9QVgng/ND++aprYtYXogzh58e4WxrI1JFzU91uAk1CzQk8366Dt6cb+NCPyZyP70Lz4Kolj0w4SPvLh57C7Qz7sx9jBoBshMcbHrJR3RNPDxaD1EKRFoThxYZ+aEa0CGOxKc0JPN+ug3tRwH4tVa0gkKKw1WHDItPgWeeOANBvyPhQ3NLjGjB0MuhESY9TKC94PzQ8Xg9ZD7EM7Pd1MjVawlAFUc+J7n2U/mhXxfupgIQXTQ89Ma0DPTPOjVLoxSyPWMOhGSIxRewzR0838+AZS2admR230zV1fc6IddItBQ0jEqFU0HJLmRbyf2iDf2GCHmhFlIQViVtRzHD4nzQc93ZoXDLoREmPU9z8+2MwP+9R6eJVurABlZrTGIjc6zInWGOSCwpyIvWa32aR7LLvSnMg3HfmcNC++RYfYl2ZDM+gWq8YQBt0IiTU+Sjc+2EwPvTCsh9fTjQtCU6MVdGNfmhKqFq2D6DNks3Fjw8yoi0ixC82L+l7KvjQf8i7zppeyI2MFg26ExBhWL7Ue9MKwHmIPcuJibujpZh20AmzsS3MiVxLb6JtpWnxV/uxEs+KTXsoBaToEmQVDAj3dYg6DboTEGJ/qpZykmB4WUrAe4jhNcHDiYmaojrIOWgpiPj/NidiX8vRSLvLNB+c+1sEnYyNG7SDho5Veymdk7GDQjZAYw+ql1oOBVOuhrq7HlGFzQnWUddD052NXmhKxL93ppe7X7Evz4Zu5wU40K8zYMD8spNC8YNCNkBhDTzfrQS8M6yFVL6VE39Ro3V85Ps2JdiGFGDSERIxLS+nGzjQd6i5jF5oXqhbNj7zLvAri2LSFMOhGSMzxmaTEphlER3wnK+xVsyMGaxx292OTfWpOvN5R3mPc6DAn6g0rgOPSrEhBNztknm7sS7PBuY91ELtOHI+MoJoP72YG76vNAQbdCIkxPmW5uZ1kejjxtB7e9FLlz8RceBWLdtmxWLWGRIJ4W02QRVB5rzUn0gIfNtipJjYtTEm0DlT3mx9B2mSUK4hj2KA4h0E3QmIMPd2sh1q+TTm3+REnoA4bDYfMjNiPNpvvMWIuvOooedAtVq0hkSBXZIiLQypQzQdTEq2DPOVb/jMxD/L5jvcxyX6MFQy6ERJjaLpvPXyqPrFPTY+6kAIXE+ZEvvPL+Km5USsxAN5rzYo3lc0mLQ55jzUf6vksh6N5EbtSvL+yK82H/L5qo9It5jDoRkiM4Q3QenC313oIqrREBsfNiTfoRkWN2VEHwgEu8s2K0nuIyhqz4ltEin1oVsQAqnejkX1pNpQKYuUxEn0YdCMkxtD/y3r4Fsdgn5odKb2USjdTo6ySKB6LYYNI2AgaSjc+P82Jt8CJjYtDE8P5rHWQlMQeI1t2pfmgp1vzgkE3QmIMJynWw6c4BrvU9EipFg6qo8yM3OPEBu7gmxm50s3GAKqpERTBcPEeG8sWkXCgyt86+FhqsDNNhzTfAZX9zQHTBd3mzp2L3NxcpKSkYOTIkVi9enVQn1uwYAFsNhvOO+88YxtISIj4qKJ4PzQ99HSzHoJ6Aso+NSWSokYRqGFfmhFvAFUMn/Jea1bEcWmz0bjdzPgUkWIfmha1ZyZ70nxoedhyTMYOUwXdPvzwQ9x5552YOXMm1q5diyFDhmD8+PEoLCwM+Lm8vDzcddddGDNmTJRaSkjwcGfQeqj7kH1qfsTFvIMSfVNDRY11EBXFCn++WDaIhI087ZuqRfPCBb114Eaj+VEo+8W5qyvQJ4iRmCro9uyzz+L666/HNddcg/79+2PevHlo0aIF5s+f7/czTqcTV155JR5++GH06NGjyWvU1dWhoqJC8R8hRkLjWeuh7kNOVsyP2tON49SceL2jvMbC7Epzou1Xw840I1LQzU6lm5mhXYp18FG6sStNh1zZL813YtecuMc0Qbf6+nqsWbMG48aNk47Z7XaMGzcOK1eu9Pu5Rx55BO3atcO1114b1HXmzJmDrKws6b8uXbpE3HZCAsFJivVwqvuUW/amR+1vwmFqTrz3VxurJJocqqOsgzgEbZAtDjkuTYe6y6iqMS/eQDifk2ZFvIfKPd3Yj7HDNEG34uJiOJ1O5OTkKI7n5OQgPz9f8zO//PILXn/9dbz66qtBX2f69OkoLy+X/tu/f39E7SakKdQTS94PzY96osk+NT++1UvZqWbEq44CPU5MjjJ1xnOMUTdTIlb4Vnq6xbJFJBy4iWwdpOJR3Gg0LWKXyatCczMjdiTEugFGUVlZiauuugqvvvoq2rRpE/TnkpOTkZycbGDLCFHiazwbm3YQ/eDE03oIqgkox6k5kauj6ANmbrypwvTnMzviPEihWuRN1nSoK7dzPJoXycfW7tbncB5rPhTFhriZEXNME3Rr06YNHA4HCgoKFMcLCgrQvn17n/N37dqFvLw8TJ48WTrm8jzVExISsG3bNvTs2dPYRhMSBKx0aT18UizYpabHxQmoJZAr3bjza24EmfrUG0BlX5oRbzCcSjcz41tEip1oVryWGsqfiXnwbmZ45zsck7EjpKCbv6ICaWlpcDgcujTIH0lJSRg2bBiWLl2K8847D4A7iLZ06VJMmzbN5/y+fftiw4YNimMPPPAAKisr8cILL9CrjTQbOEmxHlS6WQ9v0M39M7vUnMh3frm4NzdivynSS9mXpkSrKAaD4ebDxy4lRu0gkaPeaGRvmg+5BQPnO7EnpKBby5YtJXmiHIfDge7du+Ouu+7C9ddfr1vj1Nx5552YMmUKhg8fjhEjRuD5559HdXU1rrnmGgDA1VdfjU6dOmHOnDlISUnBwIEDfdoPwOc4IbGEkxTrIRZSSLDb0OgSGKCxAN5dXyrdzIy8SiI93cyNmMrG6qXmR5kGJR6LYYNIWHAT2TqI6d2SpQaLYpgWedo+NzNiR0hBt2XLlmkeLysrw5o1a3D33XcjISFBCoLpzaWXXoqioiLMmDED+fn5GDp0KBYvXiwVV9i3bx/sdtPUhiAEgNYkJTbtIPohPtQSHO6gGyee5kcQlBNQdqk5kfuASR4nXEyYEkGWksgFhbnxjktW2TMzak83zmfNi7qQAsej+VBW+ObcNdaEFHQ7+eST/b537rnnIjc3Fy+++KJhQTcAmDZtmmY6KQAsX7484GfffPNN/RtESIQwFdF6eCcrdgAu9qkF8CrdOAE1M4JsEip5ulFfbEq0CilwkW9OFAVO7MpjxDzQo9g6+FZsj2VrSDjILRi4mRF7dJWFnXzyydi5c6eeX0mI5fG5AfJ+aHpEWT4nK9ZBrXRjn5oTaRIKsOKlyVH687mPsS/NiSBL++a4NC++RaTYiWZFvdHIzSnzofR0E4/FsEFxjq5Bt/LycmRlZen5lYRYHk5SrIdTFaABuONrdqQJqIMm32ZGkE1CxdHJe645kVe8tHEX39R4g+E29qWJ8VW6xaghJGJoqWF+WKCmeaFb0K2hoQFPPfUURo4cqddXEhIX+Hpg8IZodsQuTHB4g27cXTI3UqoFF4SmRtPTjV1pSuQLCgZQzY2gochQz41I88fXLiVGDSERo65eynur+ZDbabBwVOwJydPtggsu0DxeXl6OTZs2wWaz4eeff9alYYTEC5ykWA+XtENoVxxzwObvI6SZIw5TpgybG4Wnm115jJgLbyVaG1MSTQ79+awBPd2sgze9VPkzMQ/anm4xbFCcE1LQzV/qaJcuXXDhhRfiyiuvZHopISHiY+nGG6LpUXthAOxXs+NrKswONSOchFoHZcVL8Rg704zIU4W9/nzR6cvf80pwoLQG5w3tJKlfSXio76Ucj+ZFvXnMAKr5UFQvVR0j0SekoNsbb7xhVDsIiVu4M2g9xEIKck83PujMjXcCKpW8JCZEaxLKe645EdMP5anC7EpzouU9FI1geIPThctfWYVGl4C26Sk4qXcb4y9qYVw+dikxagiJGLW6n/dW8yEVUgAL1DQHdC2kQAgJHe4MWg8pQOOg0s0qeNWL9DcxM96URCrdzI4gV0dJKVDsTDOirEQbPTXxkap6NHpuABsPlRt+PaujvpdyQ8O8UN1vAeSbGbTTiDkhKd1OPfXUJqXXNpsNS5cujahRhMQT9HSzHuoAjfsYO9bMqCt5cZyaE4X5PlMSTY03VdgGUbfIcWlOFKnCUQygzvtxl/R6e36l4dezOqxeah1EJTGDbuZFbqfBwlGxJ6Sg29ChQ/2+V1lZiffffx91dXWRtomQuEK968D7ofnxSUUEJyxmR+3Tx/40J0y3sA6x9AEj+iJP+47muNyaXyG9PlR+1PgLWhzfTWSOR7Midl0C00tNi/K+qjxGok9IQbfnnnvO51hjYyPmzp2Lxx57DJ06dcKsWbN0axwh8QDl+NbDpdohBLi7ZHbUKcMcpuZEkHZ+5Yt7dqYZ0QrU8D5rTsQxqFRkGN+ZB0q9gbZVu0sgCAKLKUSAr11KbNpBIkc952Ffmg+X7L7KZ2TsCSnopua9997DjBkzcPToUTz00EO44YYbkJAQ0VcSEndwZ9B6uFQ7hAAX9mbHm/5EpZuZkaujvOmlMWwQCRutVGHeZ82JSxEMVx4zkpp6p+LnH7cX4ZRj2hl/YYvC+ax1kDzduDllWsQes3OTsVkQViGFxYsXY+jQobj55psxdepU7NixAzfffDMDboSEgdzLBABcrti1heiDViEFLuxNDk2FLYFLEahhX5oZb1EMG/1qTI4gmwdFc2Ojuq5R8fPz3+8w/JpWxscuhePRtKi9idmV5kPQ3GRkT8aKkIJuq1evxqmnnorzzz8fp556Knbt2oUHH3wQaWlpRrWPEMvjNWgXH2y8IZodddUn+TFiTtSebuxNcyIoUhI9x2LYHhI+otE3Pd3Mj5b3kNF92eh0oa7Rvct5+Yiu7mPc9YwIp+efT3pOcjyaFkG1ecw5rPkQb2csNtQ8CEmadsIJJyA1NRU33ngjunfvjvfff1/zvNtuu02XxhESDygCNE4q3ayAOu1JEDhhMTvq4hiCAPr/mBB5NS+mCpsb+X2WfjXmRqnIiE5f1jR4U0vPP7YTPli9D6XVDcZe1OLIn5NOl8DxaGJ8i0fFsDEkLJSebu5jnO7EjpCCbl27doXNZsPnn3/u9xybzcagGyEhoPb/otLN/IgKDNGs3SkIfNCZHPUEFHBPXhhzMxdyRQ19wMyNSyNQw+enOdH2dDO2L8XU0gS7De0zUwAARVV1hl7T6giyoFsduKFhZujpZn4Unm5Un8ackIJueXl5BjWDkPhFerCxQpBl8E5W3AtCJzj5NDvqNHDA3ad2MOpmJrw+YDJFDdXFpiRW5vtEf2JRiXbK/NXStVunJwEA6htd+D2vBMfntjb24hZF8sykOsr0uFxKmxROYc0HPd2aFyF5ul199dX45JNPUF1dbVR7CIk7xPtfAg3aLYMyvZSTTyug7dMXq9aQcBHHpg3RU9QQY9CuRMu+NCPyglLRqLInCAK2F1RJ105LckjvPfj5RsOua3VElb+3cjvHo1nh2sT8KDemuBaJNSEF3Xr16oXZs2ejTZs2OOuss/Cf//wHBw8eNKpthMQF6t0k3hDNj9dHQbawZ8eaGq30Uk5CzYeYfij3dGMvmhNBQx3F1BlzIvWl3Zv2beQzs1JVtVTuzdmzXbph17U63srtds/PsWwNiQTfLBx2ptmQ1iIANxmbASEF3WbMmIE1a9Zgx44dmDx5Mj7//HP07NkTw4YNwyOPPIJ169YZ1ExCrIvX081TvZQ3RNPjlCkwvIvBWLaIRIpX6RbjhpCIEFNJo1klkRiDVx1lY6qwyVEuDo3fgNzhUbkBwMju7lTSc4d2BAC0y0g27sIWh+oo6yDOYxMoCDAtWsWGOCRjR1jLh86dO+Pmm2/GkiVLUFRUhHvuuQfbtm3Daaedhm7dumHatGnYtGmT3m0lxJKo09Y4STE/clUUKyRaA0EVHAfYp2ZEkZIILibMjEumjpICqDFsDwkfKe07SoUULvzPCun1s5cOBQD0bZ8JAKg42qj1ERIEPvNZ3lxNi3ce65nzsCtNh8LDVnWMRJ+I9+wzMjJwySWX4L333kNRURHmz58Ph8OBlStX6tE+QiyPoN5N4k696ZGnPdm4GLQELtU4dR+LVWtIuCj9Ft2vOQk1J6J/lFxRzL40J9qebtG5dqeWqQCArNREAED50YboXNiCqG0YOBzNi8/ahJ1pOrT8pdmNsSOk6qVyysvLkZ+fDwBo3749srKy4HA4cPrpp+P000/XrYGEWB31JIUPNvMj7u7auBi0DNqFFNinZkPpt8hJqJlRLCikY+xMM+JSbFRF75l5/Zju0msx6FbBoFvY+FS8jGVjSET4VqJlb5oNeZ9xLRJ7Qla6vfbaa+jfvz9at26N/v37K16//vrrRrSREEujXszzfmh+nAofBfdrLgbNjahATXB4g24CVammQ6GosYvHODbNiDeAGh0fMGIcXnW43PDbuOulJ7s1B1eM7CYdE4NuZUfrjbuwxRHHZKLdrviZmA+1up89aT4EjbUIn5GxIySl21NPPYWHHnoIt912G8aPH4+cnBwAQEFBAb799lvcfvvtKC0txV133WVIYwmxIlIhBVYIsgyCLJDKxaA18PYpPd3MjDxQI+qj2I3mRFlIQTzGzjQjYl/KFahG9WWj04UqT/VSMdAGAK3S3K9Lqql0CxdmblgDQRCk56KDhRRMi9zD1i4JO9iRsSKkoNtLL72EN954A5dcconieL9+/XDKKadgyJAhuPvuuxl0IyQE1It5TlLMj2JhT0m3JZAWEzaml5oZLb9F9qM5USwomCpsauTppZJvu0GdKQbcACAjxbsMyk5zVy0tramHIAjSs5sEj6SOcjBQY2bkQy+BwRrTQg/b5kVI6aWFhYUYNGiQ3/cHDRqE4uLiiBtFSDzhI+Hm/dD0yBUYkqSbqYimRl4FSoRD1XyIfWa3UYVqdhhAtQ7ytG+bwePyQOlRAECLJAcSHd4buqh0c7oEVNSygmk4+NqlcDyaEfl9lKpF80ILhuZFSEG3448/Ho8//jgaG30fRk6nE0888QSOP/543RpHSDxAOb71YFU96yGlP0HujcE+NRvKIifuY1wYmhO50TeVbuZGCqDajb+//rC1EABQ16jcCUtOcEhebyXV9HULB/H+msCURFMj7zf6TZsXsctssmJDnLfGjpDTS8ePH4/27dtj7NixCk+3n376CUlJSfj2228NaSghVkWtdOMkxfzIFRjehX0MG0QiRpAp3ew2G1wyzxNiHpQ+YFxMmBn55kYslG6Hyo4iMzVRCtSQ8NGusmfMtZ79bjsA79+PnFZpiaiqa0RxVR26t0kzpgEWRr2JzA0NcyIfj1ybmBdJ6QZaMDQHQlK6DR48GNu3b8esWbOQkZGB3bt3Y/fu3cjIyMCjjz6KrVu3YuDAgUa1lRBL4mtWyjui2ZErMOjpZg200xLZp2ZD6QOmPEbMhXJzI7oLw0NlRzH68R9wzku/ROeCFkdZZS92AZsebdIBANsLKqN+bSvg3UQWPYpj2RoSLsr0UndfMoBqPkTlqcPutWBgP8aOkLfnMjIycNNNN+Gmm25q8tzHH38cN954I1q2bBlO2wiJC+jpZj2UFYOUx4g5kfepV1UTwwaRsFAaC3MH38xoeWdGa0Ex+vEfAAC7i6ppuq8DSk838Vj0B2b7zBQAQFkNK5iGg3oT2X2M48NsyJ+JCRQEmBYtCwbOd2JHSEq3UJk9ezZKSkqMvAQhpscp7USweqlVcLm8CgzRSYEPOnPj9QKTTV7YqabDaywsC9SwJIYp0aoSHY3HZ/lRZUBmzd5S4y9qcaKlWiyXBdMemNTP5/3UJAcA4Gi9U/+LxwFO1SYywLmPGdEqpMCliflQVIWmsj/mGBp0o4SRkKYRJyTcTbIOsVRgEGPQKr3OLjUfUkEMVvMyPZpVoqMwKIur6hQ/XzRvpeHXtDrKKnvKY3ry6Z8HpNdXjuzm835KojvoVsOgW1ioq5fKjxHzIMhqjER7bVLf6MLeI9VRuZbVURR1Y/A05hgadCOENI0YjElwcAFoFVxR2rUn0UPpBeaZvFAhZTq00oQZEDcngqIvo3efLa6sa/okEhLKAKpxi0NRpdi1dQtJ1Sanhah0a2DQLRzEPhPns/JjxDwoCptEOVhzx4d/4uSnlmP5tsLoXNDCSOneNvpLNwcYdCMkxvh6uvGGaHaaiz8N0Q9l1UvlMWI+FJ5u7EhTopU6E41AeHFVveHXiDdcWgFUA8almDY6fkCO5vupHqVbLYNuYeFS2aUAnPuYEc300mhc1yVg0YZ8AMCbK/KicEVro2WnwfEYOxh0IyTGeEuss9qTVZAUGHZWurQKyvQn9qlZ0fTmYzeaEkWV6Ch6ZxZV1hp/kThDkPWl3cBNjfd/2wfAG1xTk9UiEQBQyD4OCy1PNz4mzYe2DYPxHbm/tEZ6vaOgyvDrWR2nfDOD/tIxh0E3QmKMWunGhbz5cbp8AzTR6lZBEPBHXgn+yCuhalJH5J5u9OkzL3IVqlcdRcyI0q/GfSwaY3LtvjIAwKnHtAUAJCVwKh0p0qYGjFvkF1XWobKuEYA3ZU5Nz7bpAIBdhfSUCge1R7H7GO+wZkPQUBFHox/lad0Hy47ilx3FnGdFgLyasHfeGrv2xDuGzhTGjBmD1NRUIy9BiOmRbooOpjpZBUm9GAPT/Y/XHMBF81bionkrseD3/dG5aBxAnz5rIO9HcVnISb05kS8Mo5UqvDW/Al+uPwQAyG2TBsBt/F3f6Ar0MdIELoU63H1M73FZWeutXOrvq3u1cwfd8itqUe0J0JHgEfuMhRTMjdIiRby3Gn9dddXgv73+G177eY/xF7YoTg1lP+c7sSMh3A+6XC7s3LkThYWFcKlG4tixYwEAixYtiqx1hMQBvp5usWwN0QPtAI3xHetyCbj747+kn6d/ugGXj+hq+HXjAS0Dfi4mzIfcfJ9pwubGmwIVvUD4XwfKpdfZaUnS6+q6RiQlJGl9hASB0jPTmL6srvMu6C8a1lnznKzURCTYbWh0CaisbURactjLpLhEq3op767mQ8sLLBqog24A8NiiLbh+bI/oNcJCeMdj9OetC1bvwwer9+HVKcPRLiMlKtds7oT1NFm1ahWuuOIK7N271ydiarPZ4HTSgNSMFFfV4cPf9+OiYZ2Rk8kBEi28nm5cAFoFxcLeoyeORr/+uKNI8fOI7q0Nv2a8IF/gR3Pnl+iLZj/ylmtKlBWF3ceM7sr1+8uk10kJdiQn2FHX6EJxVR1apTHoFi4ul28w3Km30q3OrXTr1S4dXVq38HteSqIDVXWNLKYQBlrppQKfk6ZDq1p7tNNLRTpkcT0aLlpVoaM137n30w0AgKcWb8NTFw+JzkWbOWGll954440YPnw4Nm7ciJKSEpSWlkr/lZSU6N1GEiXOm/srnlqyDVe/vjrWTYkrfD3dYtkaogdOxS5hdBSMDU4Xpr23VnEsg7v0uiDfXFIu8DlYzYayIIb7GPc5zIlCHeU5ZnTqzNb8Sun1gI5ZSE1yG/L/uL3I30dIEGhWotU9vdSdLprexHOxut59XnFVna7XjwdYvdQaiBuKymrtxvfjepmSWIRBt/DxbmbYoioAkPN7HuNCImEF3Xbs2IHZs2ejX79+aNmyJbKyshT/EXNyoPQoAGBbQWUTZxI98XpgiNVLOUExO3L1oi1Ku4Q/bC1EtUqaf6S63tBrxgvyQLg9ioFUoj/KNDbxGDvSjMQiVTi/3F3V8sRe2TixVxsM7twSALCvpCbAp0hTKBQZdmOUxEeq3M/DNumBFYnin5DcqoEEhzj+Eh30dDMzUlqiLbqVoVfsLAYAnH9sJ1xwXCcAQI1GyikJDi2rm2gMR6fsjyXvCJ+NImEF3UaOHImdO3fq3RYSQ5yUV8UMcWJJTzfrIGikPRk9xAoraqXX4wfkAOBOvV64FEq36Pr0EX0R1YnyQA2Nhc2J3HcoGqnCGw+W42CZe3Ny+ln9AADnDukIANjOzcqI8BZSMC6AKj4P26QnB3X+nmJWMA0VKXiqKKQQo8aQsJErwh326D0n6zwFaU7o0Rp/O6EbAK/ylISOvCCG95jx/Tj2yWWGX8OMBB10++uvv6T/br31Vvzf//0f3nzzTaxZs0bx3l9/GbszNHfuXOTm5iIlJQUjR47E6tX+UyFfffVVjBkzBq1atUKrVq0wbty4gOfHM/KqTgBYiSuKqI1nuZA3P2Ig1RbFAE2lp9LaRcM64+FzBgIADpfXcizrgLzvbApD2hg1iISNIE1C6elmduSKYnsUVIsv/rBDet2pZSoAoE9OBgBge0GVYdeNB7TSS/Ucly6XgGe/2w7A23dEf7QKDtGGwXzIg6fR2jgGvJ5uXVunIS3JnQZeU0elW7goq0JHT9ghbk6JXP7KKuMvagKCNvwZOnQobDabItL997//XXotvmdkIYUPP/wQd955J+bNm4eRI0fi+eefx/jx47Ft2za0a9fO5/zly5fj8ssvx+jRo5GSkoInnngCZ555JjZt2oROnToZ0kazUnFUuZOweFM+zvHs4BJjURvPMuhmfpwaCwijdwmr67x+NTmZyZLBd355Lbpm+zeNJk0j7zoq3cyN6HFis0UnUEOMQ8t838iu7JOTgSWbCgBAKprQq106bDagpLoeR6rqkB2kioookXtIGaFAXX+gTHrdrU1aUJ9p1SJRt+vHCwoPKZsNTkFg9oYJEWRz2GhZpGw6VI6dhe7Ni9QkB1p4/DKpdAsf9XgEjO9HrQq0K3cfQW2DEymJDkOv3dwJOui2Z88eI9sRFM8++yyuv/56XHPNNQCAefPmYeHChZg/fz7uvfden/Pfe+89xc+vvfYaPvnkEyxduhRXX311VNpsFipUSrcjTEuLGpKnm4OqC6ugLNMdnX497PEaSk9OgM1mQ3ZaEg6V16K0pp5BtwhRppfKdvC5mjAd8nQLevOZG5diYeg+ZuSYTHS4k0MmDeogHUtNcqBjVioOlh1F3pFqBt3CxKnRl3ouDuXP3x5NBN2eu3QI/vnhevRul6Hb9eMFZbVEwAluapgR5XPS/dpoG6JJ//5Fep2a6ECap+BJbYMLTpcgZQOR4HEK8o0p9zGjh+PT326TXg/omIlNhyoAuINx8R50Czq9tFu3btJ/77//PpYuXao41q1bNyxduhQLFiwwpKH19fVYs2YNxo0b52283Y5x48Zh5cqVQX1HTU0NGhoa0Lp1a7/n1NXVoaKiQvFfPFB+VBl0UyvfiHGoq5cCXMybHUE18QSMnXgWVtbi07UHAUCaqLT2mEV/tf6QYdeNF/wVUmCA3HxEO1BDjEMcf9HydBNtODq2VFbTa5XmVkRV1HLeFC7aRTH0+/4amVpmYKfABd/aprv7Vz0vJk3j0lRIxbJFJBzkfpmx2Jyy2SAp3QDl+CXBI/ZZNIu6Ld6YL71+4bKh0msxdTieCauQwn//+1/07dvX5/iAAQMwb968iBulRXFxMZxOJ3JychTHc3JykJ+f7+dTSu655x507NhREbhTM2fOHEUl1i5dukTUbjOwv6QGV772m+LYc99vx8K/DseoRfGF15fG7nOMmBOtCYuRffrd5gLpdXqKO+iWkexeCLKCaeQoPN0USrcYNYiEjdGLexI9XBq7+EYuKMQK7zmZyqCb6D1UxaBb2Gh7SOnXl2LfHJ/bqslzM1Pd/anOACFNI1dIidvILt5gTYf83hoLv+lebdORnGCXrs0KpuGhXIsojxmF3M+te5t0ZKW61yIMuoUZdMvPz0eHDh18jrdt2xaHDzfPQM3jjz+OBQsW4LPPPkNKSorf86ZPn47y8nLpv/3790exlbHhzRV5msdveX9tdBsSp2gp3SjHNzdOTa8h4/o0yeG9lackuF9feUJXAMCBUpbrjhRBVouCnm7mRlr/GZTG5o+a+kZ8sHofVu8pwYe/72PFcB1QKoqNDaDWNjjxjWcHv0trZbp+hmejQ/TVJKHjlHsPGVDJvchjmdKyRVKT54opwsVVdWh0shBRKEibGjLjdmI+lAWH3K+NfE7KfcBuGNsDdo8yK92TuVFB1WlYaK1Fojn1cNhtSPWklGp5vcUbQXu6yenSpQt+/fVXdO/eXXH8119/RceOxpjvt2nTBg6HAwUFBYrjBQUFaN++fcDPPv3003j88cfx/fffY/DgwQHPTU5ORnJyfHlyFFV6/dv+dkJXvLtqXwxbE3/I5b8iXMybm2hPWBIc3r+dVp5FRctU9/+ZIhM5Sk83GvCbGbGSniIgHoXrPrVkG974NU9x7NLju0bhytZFq1KiUfLTl5ftlF6nqnxpxJT+KgbdwkZQ9KX+mxpr95YCAHq2TW/y3A6ZKUhJtKO2wYWDZUfRLTu4wgvEu8i3RUl9SoxBWU3YMx4NjD9/+ucB6fVtp/eWXrdOS0L50QaU1nAeGw5SJlWU7DTk3z22T1sA3jRhbkqFqXS7/vrrcccdd+CNN97A3r17sXfvXsyfPx///Oc/cf311+vdRgBAUlIShg0bhqVLl0rHXC4Xli5dilGjRvn93JNPPolZs2Zh8eLFGD58uCFtMzui5DMtyYE7xvXB6X3dlWAzU8KKyZIQ0fZ0i1VriB7Iy3TbojBhkUvvTznG/aATJd0MukWOupACDfjNi9zoW0p/ikJHfrVemQWwbGuR4de0OtFM4/9xR7H0Wm0GLSqN6xqpigoXI9NLCypq8fk6t7dpz7ZNB9DsdhvaZbgzYopZVCwk5It8pu+bF2Xw1Hhlf76nEFib9GRJ3QZ4KwizuF94SNVL7dEZj/KNp6cvdoucxErfJbS6CU/pdvfdd+PIkSO4+eabUV/v/kdMSUnBPffcg+nTp+vaQDl33nknpkyZguHDh2PEiBF4/vnnUV1dLVUzvfrqq9GpUyfMmTMHAPDEE09gxowZeP/995Gbmyt5v6WnpyM9vendrnig0emS/KAeOmcA2qQn4+4Jx2Dp1kIkJYQVkyUh4q10SaWbVYi219D9n20E4N5ZSvAsAMWgG4uiRI58kqI0bec4NRsKTzcD0tj8oc60YiW2yBEz/9wm0e7XRo3JZFkKf7JqbiTOleoZdAsbRXqpzovDVbuPSK9POaZdUJ/JTk/CvpIafLHuEIZ18198jSgRZAqpaKbvE31RVKG1i8eM60dxc/jyEUof9a6tW2DtvjK89ssenDXI19aKBMa7MSXzIjZQ2y8G1lokOaSNizaeom7cwAgz6Gaz2fDEE0/gwQcfxJYtW5CamorevXsbnpZ56aWXoqioCDNmzEB+fj6GDh2KxYsXS8UV9u3bB7vMjP4///kP6uvrcdFFFym+Z+bMmXjooYcMbatZ2FlUJb2u98xgkxPcu7i1DZxARgPx4SZPEeTOoLlRTFgMVkXJ5dw/bfeqZ+TmpfWNLgbRI0AeqAFkBtEcp6ZDVJza5IvCKHRk19YtFFYOjUZKX+OEaBbFSE6U+WaqlW5i0I3+X2GjtVGlVxrUYY+K5oLjOqFtRnDrlIwUUWFDdUYoKBf5xvvZEmMQZGKAaCikxKCbOG8VyclyB24aOdkKC03lqYGPKbFwWyuZd6ZodcPq3mEG3UTS09Nx/PHH69WWoJg2bRqmTZum+d7y5csVP+fl5RnfIJMjSnoBr8lhSqKYKkHTw2jgfbjJq5fyAWNmXC6NBYRBu0v7S7yVgh6Y1E96nZGSAJvNHewrP9oQ9GKD+CIPogKIys4vMQZNrxqDu7GwshZrPJ5SIiykEDlaldmMWuCLvjQAlW5GoPRB1Xdc/nWgDACQndZ0EQWRv43sip+2F7EQUYg4FRuO7td8TJoPcezJ00sB99zWboBKWwy6ZaqCbmN6tcV/f9yNOla+DAvt+Y6BSjfPJkV2uvdeK3qe/ritCLec2suwa5sBSh/iHHn+dU6me0dBVLo1OAUuDKKApHSTe7px7m5qXIoUC2MX9l/9dUh6fc2J3uI2drsNmZ7d+tIa7tZHgrw/5f+PigM/0RVvANX4gLjIuGd+9DlG0/3IcWkEaozqyQ5ZqdJrueoN8KaeMugWPk4DF4e/7S4BALRICl5nICrdOE5DwxVlhRQxBmWwxve43vhTuiUn0i8zEuT+0tEIghd61PytZRscopBndV4JyuO8IAaDbnGOvJrIRE++fIpsQkm1m/HQ0816uDR2e43qU3EMD+iY6eMT1bV1CwDA7qJqQ64dL8hTZtz/p6ebWVF4DiE6nm5aaRVcRESOVvVSo1OFkxLsigCceAxg0C0StH1Q9flusX+Gdm0Z9GcyPIXEqus4Bw4Fo6vQkuigGI+KtYkx15OUbimqoJtn7FLpFh7yTUajx2NtgxP3fbYBgDLo1iCzXSiqqvX5XDzBoFuc89N2d0Wuc4Z0lBbsSTLDYPq6GY885957jJMUM+PdXTLea0jciT+tr69BdNdsd9DtYNlRn/dI8MhTn9z/d//MHXzzIQ+gRqPIiT/q+GyNGEGxuWHsfVYMkt5yim96jBjU+WbjYZ/3SHBIfWmX+6Dq05lVnqB3N88mVDCIKVFUuoWG3DMzlvdXEhla91bAuL4Ux6gY7BYRM6+4SRUeXqsb48fj6j0l0uvWMk+3c4d2kl6XVFPpRuKYilr3AKiV7SIkOOzS7kJlbXwPkGggNyy1cTFvCbR8FIzyGhIXBfIy6yLtPSnjBRXxvbsUKfJdX/f/uYNvVsQei0UV2hHdW2PBDScAoIpcD6IVQK1rdOKD1fsAAKlJvtPm9OREz7V1v3TcoLRkUB6LhM2HKlApPiNTgk8vFZ+n1fWNUSm0YhW0+jFaj8m1+0qxbFthdC5mcbT8MgHj+rLG4ymelqwOujG9NBLk6aXewibGXEtuRyXvx4GdsjCsWysAQEl1fFcwZdAtzhF3288a1F5xPEdarMf3AIkG4o1KbljKak/mRtztVSwgDJq4V3hk+VoLCjHoJi+YQkLHp5CCwabtxDiUnm7Gp5fKx/2zlwyRKl8ybS1yFAt82Jo4O3yeXLxNep3o8J02nzO0IwD3BoiYJkVCw6koPqRflb2J//5Zeq1OXQuEGHQTBKAmxNQ2QRDQGKeVbJVpwtHb1KiobcBF/1mBa974HVsOVxh+Pauj9ZwEvN6LeiIIAqrr3YHxtCRlZWjR062qrpHzrTBQ3lfdx4z6V5RX71b7norppmJ103iFQbc4R9wBzE5TVjaUFutUyBiOtv9X7NpDIieaFRL3FLv92rq08k2dEcutcxxHho+nG2gQbVa0FTXGXU++YG+Tnizt3OdX1DJAEyFiUMZhNzZ15vVf9kivtYpLpScnSNVNS+N8UREu2qnCkfXl1nxl8EUMeAdDSqJdslyp0vBkDMS1b/2BsU8uQ019/KWmSvNZRZqw8dfdUVAlXXvDwXLjL2hxtOaw8uN6Utfokv5GWqiUbi1TvWmKv+48ovu1rY7cvshoZX+l7D6Zk5GieE+sHC1WN41XGHSLc6rqtFUy7T2L9QIqZAxHmV7KtDUrICh2Cd2vjepTUcXWRcOvpl2GO5heXEnFaiQIMok+gKinzRD9EASNnV8DO1JcsCfYbUhOsEO2fsFypkJFhLKQQnSenRcc11nzuFh1j4HU8FBWvXQfi6QrBUHAhOe9KrdFt40J6fM2m00KsC74fV/Ac2sbnDj9meUY+si3KKqsww9bC3GovBY/bS8KveEmx6g04ab4eM0B6fWMLzYafj2ro/WcBADBAAGnvKBfqiownipTvs38kv0aKoIieOo+ZsR4dLoE3PXReulnsTCjCJVubhh0i3Mk80rV7kKbdPdiPd4HSDRoLsbeRD+cUp8au9tb2+BEtccLQ14tSEQcx0VVDLpFgm96KYPjZkVu9B2NQI18Y8tmsyl2gI/WM8U0Elwa91kjVIsds7x9pnWfBRh0ixS5zYYe43JHYZX0+rS+7dC/Y2bY3/X89zsCvv/ysp3YVVSNspoGHP/Y99LxG99di9x7F+LhrzYh996F2FFQGXYbzIJWWqLRivCa+kbJcxFwF4ATMwBIeDgVBTGMVbqJfm6piQ5JXarFkC4tdb+21XEq1pf6pe2r+fqvQ9LrK0d2VQRLAe9zsyTOYwoMusUxgiB4TdhVSjfRLLiWZZoNR5leGj05PjEOV5TUi2JQPNFhQ6aGp5v4oKusbYxbjxk98CmkYFcejwaVtQ1YtfsIfU0ixKU1CTXwn3R/ibtysOgR1SotCcfkZACgOXSkaFkzGDE+xCrQD03u7/ecTAbdIkLbZiP8vpT3w8XDtNWJoZBfXovCilqs318mHXO6BPy4vQgf/L4/4Gff+DUPAHDGcz9F3I7mjla1RCOfWUfrnZj+6Qaf438dKDPsmvGAcg7rPW6Ep5vk55asnf49YYDbc7xzy1Tdr211pPRSA6pCy8krrpFeixtQclp5qpmW1jDoRuKUukYXGpzuwaeufMgyzdFD2/+LC2szo9ztVR7TE9EfoXVakhTck9NCttt0lAH0sJGro4DoGPCrufm9tbjslVX4sIkFHgmMqKhJsEenut41b/4OADhQelQ6NqCTW3XDTa3IkKdAGdmXZTXuAE6Ptul+zxEXGhWs+B4WguY8KPzvkvuwnaVKdQqHq+f/hpOeXIZz5/6KjQfLIQgCFm44jCnzV6MoBPsG8fcUBMGSGyha1RKN3NR45ttt+GKdW2WTLVOh3r5gnXEXjQOU91ZjU4XFokItkrSrC3fzbHpwDhs68vuqkR62KbLCCZ01/KXFtUi8z3mCr59NLMcZz/0ovU5T3ezEAVTXGN8DJBrI/b+iYexNjEd7AaF/p76w1J320lpVCEVE9JASBPeEJSOE6m3Ei1rpFgvvxZ93FAMA5v24C5eN6Bq161oNp2Jsuo9Fe/HLTS19kKujjByTYtCtZQv/90+ml0aGU1LWeJXE4YzLuz5aj++3FKBHmzQAwOie2WG36dWrh+P6t/8AAGwv8KarXvifFXDYbVJaXCh0n74ISQ67VOlvzQPjkJ2u/fw2Iy7NQLhx99elW72+mBMGtsd7vwX23yPBId5bxfuqw2ZDoyAYsqlx+4I/ASg3ieWIBVAYdAsdZdq++5hRxTBEzvVU85aTksQ+BKh0i1sEQZDSXgCvQbiItCho4KLAaLR9aRh1MzPyB10kC4im2HvE7Vsi9xySY7PZJGPa2nqO5XARu06sWhrtKsM/bC2QXoez0CNexLEpT7cw6n4rH/PyFDeH557w3eYC9UdICEQrVbjsqFtRLKbIaNHSE3QTA3QkNFwu7zwoEoXUx2sOoKymAWv3lQHQrjYbLKf1bad5vK7RpXkf7pPjXwkpp15m9TDs0e/xxbqD4TWwGaJll2Lkc7JMlq7mEoCzB0euaiQalhoGPStrG5w4VOZeiw7149km+oNx7hM6ygI1ngwNA67zzcZ8AMCUUd2Qluyr5xLXIfHuY8ugW5xSKwumnTNEIypNpVvU0CqkYMW0g3hCW4Gh7zUanS7keYJuD587wO95qdwljBgfpZvquNH8/c0/pNeRLCKJP79FY65VKgvAPHb+IOn1Z2vdi+wNB8uNuXCc4NTwjzJiUSjOl7ICKN1ap9MoOhIEzWBNaH2plbp0xcjwVcEOuw0ZGl6p/njvuhOw87GzcNnxXQC4vaievnhIk5+7fcE6lFrk7yaa1aGP1jsV99gGpwtTRucacq14Q108SlRJ6T3/2F5QCZfgHmtzLhikeQ5TE8NHtEZReobrPx63HK4AAHyyVnsDQVyH7CqK7wInDLrFKZV13geV1o1OVLpxoW484k3REaWdQWI8gnxh7zmm92Jwb0kNGpwCUhMd6Jjl32BWlOZXycqyk9AQe07t6WbIlmETcOIZGVqBGqO68XC5ewc/Oy0JSQne6VZ7mTKVQdTwEW+pSpNofa8hKtccdptPlXc5rUWjaIsET6KNlF6qCKCG9h1aAc/2mdoq8GD55vYxyMkMnP559ahuePfakWibkYwEhx0PnTMAr1w1DM9cMgQXHNsJ86cOx/BurQJ+xy3vr42onc0Fp0yxaPR8Vr6OAYCOLVMVJu5lcW7aHgmCTAwAGOdj+78/3B61AzpmavoSA7L00jhXSYWD0jNcPGbc9fwVw5Cr3+J5XDLoFqeIxpXpyQmaUtBsz65tKAaxJDzkN8VYeEUR/YlG2tOuQrfHTM92aT7p4XI6tXIH5PaVxPcOUyR4zaHdP0dznNarfL/6tM8w/JpWRtzkSDAwIC6y27OrKxpBi/z3qmHSa7FyGwkd+X3WKP8osdpay9REv4tCwF2VFgBK4nhBEQlaz8xQ+1Iz6ObHeiFYOrdqgW//eXLAcx45dyBO6t1G+jkl0YEzB7RHWnIC7HYbTuubg5euOC6gv9yKXUciamdzQaqWKBsrRt1fxXUMAFx4XGfcMLYHerfzpvjKi9eQ0JBvTgHuTQdA/74UNzU6BBinokqK6aWho/RYNH7e6k/Z27NtmvS6oCJ+4woMusUphz059G3StT1KxN3B/PLaqLUpXpEv6KWdiCjYb5VU12Pcsz+iz/3f4I4Ff2JPMYMyeqH0NXG/1nsxeNgzNrtoVAqS08szCd1VyP4NF3lhDPf/3cejIVJat79M8TPvyZHR6Lm52u02KVhtVPrTriJ3YLxXO6XXU692GUh0uK8tr7JIQkN7w0rfa2w65E6bCVREAXBXkAaAP/eV0R4iDKRnpj38SomlGgHPTi39q8CDJSs1ETsfOyui72iflYL3rz8h4Dn/Wb4Lj3y12dRqZkExnzXOQwrw3jvbZ6bgmUuGID05ATabDX09G1NM9Q6fRlmVb8C4Im8FFe75zNmDfW2ORMT00t/2lKDRSW/iUHBqrEVcOneiIAjS38cxfjaFbTYbOnsEAPGcQcegW5yyv7QGAJDbJk3z/RzPrkNFbSPKaQxsKE6NnPtoKGhufHcNdhZWod7pwufrDmH2oi2GXzNecLl8F4N6d+kRz4RSXOz5o3u2e4zvK6nRtwFxhNrfJJrj9MrXVil+Plxea+pFWaxxypQYUqDGoHn88m1FAHyDboBbZQ4AFbV8voaLoLWg0HlMbvV41TRVaVa++bGzsCrAmUQL8ZkZic2GOsgyaXAHJDj0WeYkOOxYdNsYn+N3jz9Gl+8HgCcWb8X8X/fgfRNX4JRXvRSV4UY9Jys99850le+eOCfSCsKS4JDGo10559HbDuH3vFIAgRWpHWT2KX/sLdX1+lZHbnVjVIpwaU2D9J2ZKf43p7yKxfjdaGTQLU4RZbrpfjxKMpITpJ34l5btiFq74hHlTVE8Zuw1axucWL2nRHFsDR9muuE1azcuQFNS7ZZoZzcRdBM9Tiq5uA8bb2U9989GVqSV0+B0ocHpvYY4AWaFxPCRLyaMCtQA7r4TVYo92vgG3VokuZ+9YmCOhI48dcaoBUWtp5jUSb3aBDyvfVYKkj2+fQy6hY5WX4Y6Lo9UuYMsY3q3wQuXDcVj5w3UtY39O2Zi7hXH4e8ndpeO9WwbXMVSkd/vH4dbTu2JT24a7fec4qo606ollZ6ZxiqJ/W08ij+Lfw8kdJx+1P169qXoeQoETi/t3zFTek3Lo9Bwyuau4SqIm2JHQSUAt6pY9N/TIpUFMRh0i0cEQcDDX20GAL8DxGazoWtr985tKRd4huKUTTaj5RVVqJFTb9ZJXnNEsdtrkCy/tNo9LptSuonV11hIIXx8K3lFp+BJcZV3nOZmt5B8cib++2djL2xhpEWh3QbR1c2IbqyUpY3K/Z5ExMIK1RyXYSO/zxq1oBBT2LTUimrGePq57CjnTKGi9cwMpSsraxvwyNfueW1udhrOHdoJLVsEfjaGw6TBHTBjcn88fsEgTBnVDWf2zwnp820zknH3+L4Y1q0V7p/YD7ec2tPnnAOlR3H8Y0sx/rmfcPJTy3Cg1DwqdWnDMQpK4ls/+BMApGC3iCgmEP8eSOiolW5eTzf9rnGozGuV0bkJm5SzBrYHwJThUFFa3Rgzb93u2WTqkxP4GZkqFcSI3xRhBt3ikNoG7x98oF2Dq0flAmDFGKORpyIaLccXKarSCLoZesX4Quk15D6md1DziEfp1jo9cGU1MfWikt5RYSPIAuMADDfgF5Hv1C+4YRTqPbnoJdX19DYJE/mi0Ci/RcCbQpGcYNfc3DpniNvD5ggXEWGjZRKtZ1fWN7qtFwD/WQFyxAyC57/frl8j4gC5x1Aom48HSmtw5nM/4r3f9uKuj9ZLxwMVLNCLy0Z0xcPnDgxYxKgprh/bA3eP74vpZ/VVHP9y/SEUV9VhW0El9h6pwXPfaWebPPTlJlwybyUamtGzwJvyHb3n5K87ixU/HyzzKqhYHTo85JtTgDGCgDqPirh3EBsaYtoiN49DQ55JJa1FdFztFVbW4sHPNwIA+uQELvIlKt2YXkriCrmJoZhCqoVoXsnqasYSjZ0INc98uw0AMKhTFn7+16kA3ClrehtsxiveQKpxZsLijl/rJnbz23iCcofLa5utmnFPcTWe/W67wj9y3f4yvPTDjmaxoPBNtTAmlU2NqHDo3yET7bNS8N51I6X3WCUxPBoV6aXG3W/FzSrxOapGLGJUwhSosFFsWBmgdPt4zQHp9cBOWU2eL1agjOfqbOEg77NQ0r6fWrIN2wuqcP9nG7FkUwEAYFy/djhrUAfD2moE/zi5J+6Z0Nfv+1rWEIIg4M0VeVidV4KVzajyqbcKrWxTw4DryFPUMlQ+UtPP6ie9ZqGa8JB7nwLeDUc9g5gf/r4fgP+MKznJie5wRV0cpyaGQ6MsvdSI+c73mwul120zAgsARKVbPKeXNr11RyyHPMos7l5okebZ2a2pi98BEg1cgu8i0MjgyM7CKmlxcFzXlor0xLpGl7QbQcJHHkj1pljo7ekWZCEFT7GU8qMNqKhtlDzeIqWytgGl1Q3omu2bFnCw7ChSEuxonZaErfmV6Ngy1ee6TpeAjQfL0a9DJiY8/xPqGl3YX1KDqaNz0ScnA+fN/RWA2/vq7yd197lGNGlUpVoY6QUm50+PJ5hYje3EXm2QYLeh0SWgus4JBN5YJBrI02aMSkkEvAUSUv0sKFqnuSeo2zx+KCR0jN6wuu+zDdLrYIJuJ/Vqg188qhuXS4hIBRVPyPvMJu9LP/stLpeA7YWVOFh61Oe9Zy4ZakALjeemU3rCZgMe/2arz3uFGhkpNc00A0XbZ1H/++tP271emFeO7Kp4r3/HTNht7r+ritoGZDVReZj44q+Qgl5dWVnbgC88KuJgqlmKgbmmCtoQJWKQNNFhN2Q8bvEUGgKAY7u2CniuV+nWPO9d0YBKtzhEHmUOlINNpVt00Da6NO568oXEbaf3ViwK41n2qyfy9FIjPN1cLkHyWsxODxx0S0l0SP5RehZTOOPZnzD2qWXIK65WHC+rqceJj/+A05/9Eb/sLMZZL/yMS/+70ufzL/6wA+fO/RUPfbVJmkh99udBnDv3V/zzw3XSefKHeqwwegLqj3dW7gXgDZwCXuUid/DDwyltchiTkijy0g87AfjfxRfH7Z7iainNhoSGUrXoPhZLNe9zlw6VXlfxWRo08qB3MIUU3lm1FxOe/1mzkqFem0qx4PoxPdBKI0C0bn+Zz9+13NvK2YwU7FIg3GAlcX6F1w/sttN7+7wvqm7K6a8YFv7U/XptUBXI+u9wmW/wXI3o2xfPKqlwaPTsXCTYjVmLvLPKPUfNSk3EsG5NBN1ET7c47kMG3eKQxxZukV7ffEovv+dJSrc4jkpHA0Fzt964SZTo7XXp8C7ITk+G3W6THmjxfDPUE+/E05jqpRW1DVKwtlUQZtEZyZEVU7jvsw244tVVqJftMoqT3p92FMHlEpB770Lk3rtQSskqq2nAgtXu9IGt+ZVYvDFfOievuBrPf+/2qXn/t30+11u8KV963RwynuUV2YDoFDwRBEG67rBc72QmLdk9caG3SXgoq+u5jxnRj2JAqFOrVM33j5PtCnNhGB5ivyU4vEUx9OxLMch+u8aiXou2GclI8aRBlbMAVdD4pJc24W0788tNmseHdmmpd9OiisNuw7syCwE5ah/eL9cfkl5/8edBnP7Mcqz3KKNjiZafrRH31/xy9/xjyqhumhsbogdYBe+tYeF0eTenAOjuN51f7v17rg5ijekNulHpFgqNnjzhBLtd93lrmcziZEgQ915RyPP5nwd1ub4ZYdAtDlm2zSvLTgtgDiwp3bi4MxSv8sLYRaBIiceA/28ndJOOsZSzvhhdSCHviNvrKyMlQVKxBUIsprBoQ34TZ/pSXdeI93/bhxW7juDuj9dj8ou/4H6ZWtIGpXHxo7KgvlylduO7a6TXpzy9POjr7yyqwuxFW5BXXI33f9uHbzeF/jtEirS490kvNe6aq3aXSApAeYAm26N0U5tHk+BwKdRRxindxEDaFE9BIjVJCXZpIVHPlJmwEIuJKO6zOn23POh9wXGdgv5cy1T3JggDqcEjv49Gkip88fDOOrYqNvRql44OWSk+x0c8thQDZy5BUWUd9h6pxlNLtknvfb7uEHYVVSuyGGKFsriJeEz/64ibfjka/1YAkOlRPFboqO6PJ/yp+3ULusmUbsHgTS/lGiUUxM2/BIeyKrQe65FdRVXS65Qg1iGi0i05IX4tjOjpRvySlkSlWzTwGs8an7YmCILXC0yWlpienICymgYuFHRCGXTTP8UiVOPkvZ4g3b+X7sCdZ/QJ6bPPfeetxCd6cGw4WC4d23y4EgkO7QfublXqaTis31+G9fvL8Mave9Dg2bXLe3xSxN8bCuLExVvJy33cyOD45a+ukl7Ld/LF9Cl5H5DgkW9yGOrp5rmXBvITSkqwo67RxaBbmIj31AQDUtn+lKmGWjXhmymnZYtE5FfUooxKt6CRm7Mr50HKzjxa78TGQ+WSX5eaY5qonmcGkhMc+OH/TkG/GYt93quqa8Txj33v97PNwe9K9OGTB0+NSPku8vjctfVTvT3Ts9FYcZSigXDwn16qz/cfkm3UXqHy5NNCnAPt0WFOGU+IG1MJdpvCw10QvPPYcBHXFUBwc6hJgzvi3z/sREFlaAFXK8GgW5wRysOvRbLX083pEqQdD6IfgiBIATaHIkBjzGK+sq5RClxkyxYS3bJb4EDpUewuqsawbq0NuXY8oaxe6j6mZ5lucbdPNNgPhVDH8sZDgYM7H6zehw9Wh9yMkBH/bgH3uAlUBEZvxEVhgo+nmzHjtEjDOFtkTO82+G5zAVWpYeLUULoZU0jBvdjLTPEfdEtOsKMSQH0zqNBrRkS/GnlKol5jcoenwEVmSkLAPlQjBsXLjrIqbbDI+8wRwAf19gV/4tvNBT6f/2raSdhXUoPhudaYu6QmOeCw20KuFJnQDOboSj9b4zaR6zxphv6ydah0iwy10k3aoNIp6iaqpLplt8ADk/o1cbb3vrr+QDlq6hvRIonhi2DwKt3skN8e9OjFSpmvcBs/wW857TPdqtSymgbUNjiDqlprNZheGmfIPbtevXp4wHOz05KRlGCHIECzShSJHN+0Ct/jelJS5V4ItEhyKG54HbLcvkNaVbJI6Gj79On3/WLKd1PVgkRyZRVGg/U4Wbe/DLn3LsSq3SWhN9Bg5AG4aCCvMAwYa8APAH/kef/NLxqmTJnq1NI9Vum/GB5S0E2R+q3vNQRBkMZZZqr/xUGSg+mlkSCqahx2fT3d5nyzBfd84k7VO6N/+5A+KwXdqHQLGvU8SGvzcXtBpWbADQAGdc7CpMEdDG1jtFlwwwkY07tNSJ9pDvUUpKCb3VhFeK1n4zHZT1obPd0iQ610c+g8jxXXlHePPyaoAFqDbGPqcHn8KqVCxevpplS66TEm5b7Cd40/psnzM1MTJM/TghDTi60Cg25xhjgRTLDbMK5fu4DnOuw2dPT4JcSzHNRIFFW7DFZeAMARMbVUlS4jqt7kFbFI+DgVu73uY3qqon7e4fbzSg/gySjnyYuGSK+DTSFuzmann649ENXriRMXb6qF+7hRwfEyWR/NnNxf8Z5UAYpp/2HhlKUKG6XEONrglHaYA1VTTKKnW0TIlW56BlD/++Nu6XV6cmi78S096cS0agge+XzHJlOHu1wCNh4sx+PfbMWU+dpy6lE9sqPRxKhzfG5rvHPtSOnvKRiag6rLZfCGo8hfB9wKfH9qGXGzo4JVvsPCKdvQAPT1dCusrJUqD4sb/k1xcp+20muq/IPHqeHpBkTej4Ig4AVPMbS/n9g9KKWbzWaTNo33ldQ0cbY1YdAtzij2VEDKTk8KKj0r1bMDwQWeMcjTBxSpiAYF3bblu1NmslVBNzEId6SKSjc9kPv0Sbv2Oq2ry482YKunH/3t8qoZ0b21pKoJRiHV6HThzRV5Ac8JJiVAi1OPcU+eRnb3pgKd0KM1ds2eiL8eOjOo77j30w3YH8FD+4t1B/F7XvAKPt9CCsYGx8Xg96RBHZChSm0Ti57QazM8xFuuMo1N335cvcf9t2W3eYOkWjDoFj6CIHj7UscNK3Vf/BWid2JLTzXpp5ZswzcbDkfUlnhBTFkTn5fyYPgt76/FvB93+ahbltwxFhsfHu+32qdVmDQoeAXf4fJaPLl4a0zN5gXZhqNRSret+d4CTVS6NY0gCPhg9T5sDOFe5qvuVx6PhAc/3yi97thSuxCGmuz0ZLTLcAd2quI4kPrnvlL874/9QZ/fILdgUHm6RcLKXUckWwyxUFswdG+TBkDpBxdPMCk6zjjiSS/MTms6Kg14K5hygWcM8hufIq3CoDXYzzvclWszVeoLsSLiESrddEHsvwSHvhNPQRBw83uyKqDHBFarysnJSsb+kqNBjeV3Vu31OWazuSsx2m02dG+bhitHdFVUKpUztk9b/LS9SPO9f19+LL7+6zDGD2iP42Z9BwCYPKQjHHYbMlMSkZJoD6os/MR//4wND41v8jw1Ww5X4PYF6wAEX5BB3PW1S0E3989GBcfF+3Tn1r67wKK6saK2IeredlZA7ulmlIfm1Dd+93wvAvaPWMWLqcKhI9+w0rOQQlmN8hk4LMgUfpEMmfr4pvfW4rf7TkdOZnALy3hFVIUmeoz55AFUrcXZf68ahmPC8DM1I/dN7IdBnbJwRv8cfPbnQbzxax4ev3AQDpfVYkyfNvh07UG8u2qvFJR8efkutM9KwdV+qiYbjVfp5u1HHe1sAQDFld4x6u+r6enmZdm2Qkz/1J0uH+ycx1fdr59qcY1H5QYA7TKCvze2z0pBYWWdIq0x3jj/5RUAgC6tWmBUz8AqX5fL6xmeaLcrgm6RznnWHSiTXgfaWFQjbkrF67hk0C3O6NQqFf8Y2wPZ6cFV4xKDbkcb4vcmZyRO2Y3PvRPhfm2UgkZUOg5XFUvIlpRuDLrpgZT2JN+11+F7X/t5D37d6a1c2qlVcNJ8ANhf4vbQmP/rHgzrFnghuWq3b3XU/1x5HCYMVO66fzntRHyweh9sNhu6tGqBbtkt4BIETBzYAY8t2oLXf9nj8z0ZKYm4fIS7WtXiO8bglx3FuGR4F+n9JXeMxVNLtqFPTgaelVVOffS8gXhAtkNaGeZup1wh1+h0+a28Kscp608AhlSklVNS7VEka1RN7NK6BWw29+9fUl0vBcxJcCiql3qOxcoKqa1n555emqEjf3ba7fql8as3nm4b1zukz4/rn4NnZPetw+W1DLo1gdOPaXu1xgbRbaf1wvgBofnsmZm05ARc5nleXjemB64b00Px/i2n9sItp/bCJfNWYrVHvb12b2nMgm5OSbVo3HxW/n2NfvxdxbR+Vi8FtuVXSa/3FFdLaqNAqNX94tjUoy9POaYdPl5zAMO7tQqpqJe44RivQTf57735cEWTQbcGmXrDIRMAAJHNXfcUV+PJxdukn2vqg++PDI8qLl7VikwvjTP65GRg+sR+uGFsz6DOF/0SqHQzBl8vE2MX8+KC4oQeyqBb51bePHuj1Dvxgjztya5zIPWxRUplWbCebnIW/hU45enBzzdiySZfw+oR3X0f8IM7t8ScCwZj9vmDcNMpPTFxUAecPbgj7HYbHjy7v8+uqjoltW/7TFw3pgcSZYGvbtlpeOmK43Db6b0Vflh/O6GbwtcDAIY+8i0+WRO8v1ttgxM3vONVCu4orApwthdpUejQP9VCC6/3om9ALSXRgbaeQNuhMnpthop29VL9vx8Abjk18HNWDMbk0xg6ZNRKN++YjOx75b6mU0fnhlS5FPCtKB2vhtGhIFXYE5XEARbi5x3bKSptMhun9PU+G6NdaEiOPC3RqM0p+Ybb8bnaG4jiuKW3opI/grTVkHufAkqfxUip86TwnxVC6jTAoJvcriCYdZq/ZyQQ+tx1+bZCXDJvJfYUV+OdlcpMmFA2wEUleLib5maHQTcSkFYeE1e5nJvoh/wBplBFGbSYF3cX1GXWu7R2V7esqmtEZZw+0PRCPidR9qm+13n77yPC+lwgKXhFbYNmamnPtmk+xTeC5YtbTgQAnNgr22eXvikW3HACAOCkXu4qbm+pfueymgb830frg/4+tYLvrBd+DmpRLK5hHAakWmghLvy1lG6AO80CAA6Xs6p0qEiLCZsNnmw2Xe+3v+wsll6f2kT6d3tP0I2BmdBplA0+uTWDXkq3kd1b46FzBoT8eZvNhteneCvDs2+bRlISO5QLfC26tm7h/804ZnRPb6XThRsOY3dRFd5ZtVdR9TEaeCu3wzClm5iaNq5fO79KdbGQwraCyrjfSP5g9T7p9a6i6qA+IynCDVD3ix7hYiZVsIjeYfLfJ56Q/95v/JrX5N+1PPieoEovDXVITH3jd6zOK8GN76zB/F+VGSwXDesc9PeIHsXxGjhleikJSK5oelgS3I2ahIb8AaY0njXmetWeG51aIZWcYIfd5r5ubYMz5N194kW+u+SWdBvjGzVWpfpqileuGoYb3lmDnu18UwsEQUBRZZ2Pt9Rj5w/EuH45ASswNsWQLi2x4t7TpFS6UOjXIRMr7j0tqMpIwaBVMWnK/NVYfMfYgJ9zysxoAZmnm0GJidsL3IUy/AU622em4C+UR7SgL6ysRXlNA9pnpcDpEnCkuh5ZqYnISEmQvMashmKTwyBPt8oQvEo6eIKnB8sYPA0Vl2oXX69AeIms2FS4nN4vB6f3bYelWwuxp5hzp6bwUbqpfBBTEu1459qR6NMuIyg7gHhkaJeWePLCwfjXJ38BAE575kcAQF2DM+TNrkgQ76V2mw1iAr/eQS/xHqsuMiRHPof9aUexj0o+XiitrlfMe3YGqe53SYpw9896BlDF512oQTdRJbXxYAW2HK5Avw6ZEbfFLAiCgPUHvIUwDpYdxaIN+Zg02L9aUK10k/dcuGNym2duKvLrvadJFUmDYdLgDji2a8u4tVzg04sEpLVoekhfBENQVC/VsQKbFi6XIHmkqKvN2Gw2SQFVW89KepHgVKkXxeWDUYHUYBFLsxdp+Ee9u2ovRsxeiuve+kNxvHOrFsjJTJHSzMOlY8tURQppqJ9NklUoe1+jWt2KXcU+x7TQqmQmVoINhCgWcKgWhUZsoP+8o0jaofQbdJOUbuEF3T5ZcwAjHluKM577CYMe+hZDH/kOpz/zI4Y/+j3On7sivIabAIWHpkyFqmfhmhe+3yG9burPQ9zUYmAmdBpVAVS9FoUlUmp3+EE3ADipt1t59MaveRF9Tzwg+nKpPd1EBnbMwvG5rZHVgpuBgdBSnIRSpVsPvJ5ukJTEes99xPVIZoCqiRmy93YFGWiyIgWVyjnCrqLQLDXsKk+3SAOo5UcbsOWwu/pst+ymveXkyOehwf4eVqGgok6xtgCAP/YGHtuit7TdprS6AfQZk11btwgp4Aa45/PDc1tL2VXxBoNuJCBicKaqjr4IRuAtr+7+2TtJ0X81/+8fvItBLS+wVLFSLYtmRIS/4hiRTlbkyo47z+gT8ufbZbrVYgUVdXhnZZ7ivQe/2ATA1+MsHM84oxndqw2SE5SPrite/Q259y7Eze+tCeg5UlUXnjely1+qhQGR1Ls/+kt67W83UEyxyjsSerCmrKY+YEruZs+E2IooNzlgSCEFecDguCYqX4rppSWsGh0yLpf32WnTKY2/0enCv3/YCcC74Rgu8mI1ufcuxNNLtiH33oXo9+BipoWrcEpKN2X1UpHUEBUx8YrdbkM7laI82pmV4vXkSmK9lW5iemlmAAW+PGielBC/S13x2SKqxPaV1KCusel5kL/00kizleUbTAM6hqZUk6dLHo0zn/EXlm73OVbfGLgzxM0M8b4qr6QeyhrTny+i2qaINE383olIUKTFuXGl0cgr6QHGKmielykw1EELwLuLRP++yHCqFRj2yPv0YNlRvLDU2383nRJcIRQ5cn+wB7/YhOq6RlTVNeJNlT+DnIRA5jox5Od/nap5fNGGfDzwxUbN9wD/mwflNYE3FcTJi4+psAHjdKSsyIm/xYK4SxhKIQVBEDB70RYMfeS7Js995addQX+vmVCmW9h199D8fnMBthe4A9df3HJik5XZxE2tmnqnzy42CUyjS72gcB+P5N9x1W6vcqBlhEE3derTS8vcwbyjDU6MmvMDnlqy1ZCgvRlpdGnPg0QiVVrHE7GuhCxPLzXK+1Q0Yc8IoHSz2WyS8i9eTdsB4Kv1hwAAAztlIT05AU6XgL1HfG021Lh8xqTneITPylJPEHBgp8yQsx8qZNYNsf47jzbr95f7HPNXuVdE2sxweO+nofbjil3FePirTZrv/TPEyt6EQTfSBOLuSLyW9zUacTJiUytodI66qReVNnX+Brw38NVRTkewGj7ppTr06SXzVkpBt9ZpSWGlaqq9cP6zfBcuf2UVHvpqs9/PtIpw4WkU7TJTsPq+03HqMb4+Le//tg87C7VTRss8wbWpo3Px78uPlY5XNOHDJQbH1Z5DRihSRZ+TQIFVqex6kJshgiBg0YZ8vPLT7qDOn71oK9bvLwvqXDMhV6Ha7fr61FTUNuC6t73p2eoUfi3Skr3BBD5jQ8Ob/uT+WVwcRtKXctP5cDwo5TR1j567bBdW7DoS8Jx4weVzf1W+n0FFRdD0bKtM2atrQg2jN2Jf2owspOBR3jTlPZyS6B6DwSi7rMrHnuruuW3SpL+N3UGkZorxHHGuo9ecZ69Hna9Vmb0p5JWhD8WRD6rLJUgZCP842evPWFQVOPAoPs/km3/BCjsqahtwtN6JK179DZ+uPejz/je3j8GZA9oH1X7ihUE3EhBx4aDlA0UiR54iI/+/7h4YQSzoOrT0pLLFeaWnSPH16XO/jmSyIjdab6tTUYGXlu3EhoO+u2cA8PKVx+HZS4aga3bz9V1ol5mCY/2k7xVWaN+vxNSG0T2zcbasXL0/+byIetdXjFkbURVNDAyKJvtaZCR7qkpX1QXVhke+3oxb3l8bUjse+Ny/YtCsqKtF61mR7WCpchEQTGp2coJDUjNW0sIhJPylJEYyJPfK0rXH67CgOGtg4O/4+1u/R3wNK+Dr6aaMujGNKXjevGYEpozqJv1cU98Y1VQ8lyxYY1TmRkUQhRQASAWB4lXpVlHbIKVk/mNsD3Rq5fbfOlDadMBKPedx6JCx4XIJ0iZv9zDmln87oZsUeNsdZBVWK/Dowi3S67+N7IYz++cAaNoLVnxGyjeAbEGsR8qPNuC0p5dj0ENLNN+fOKh9XBWx0BMG3UhAxIVDdb0TB0qbliST0FB7RRmloJF7Bt09/hjNc0bkutPaauLMK0FvXKqUYbGUgl6B1EgUGC9cNjSo8yYO6oALjgu+DHismHpirsI7ScRfkLnAE4zr1CoVdrsNfXLSATQddGuUguNqRWp47Q6EGHQLVDFW3Awpq2nAvz7+y+95IsGaucsXa/4CsmZGnfqtV/C0tsGJs174WXEs2Iq/GbRwCAunoNywktJLw+zLeT/ukhaEl4/oqosP1CkaSlw59Y0uSYkSzzj9pLKJMOgWPF1at8DD5w6Ufi6tacDAh5bgJZmnr1HINzXsiiJSxsxnW6U1FXRzj+HXf9nTpP+VFZEX9cltkyY9k+RBHH+oCyl4Pd3C70u5B+05QzuF/PmURAdmnef+2z5QFj/r0fkyC5jOrVJxz1l9Abg3XQPRoNrMAJqeu24+VIEhD3+L4qp6RbEiOQM6ZgXddqKEQTcSEFFRAYCTQwOQ7wq6/+/+WW8FzR+elNEurVNxy6m9NM8RfVNe+2WPIQqeeMHfAiLcf9Jq1WJcnT4SCucO7YRFt40JeM5dZ4ZepCFWZKYk4pObRvsc1wpg7CqqkiYpbTxqQXES2qTSTUx/cqj6VFcLfjdlnrYE8pSSq6g+auK+HGgsTzu1F3bPnohRPbIxcVB7tFMVbjjx8R8w/xf/nn9mwylLfdLLfB8A8jWqyAbrQyUVK4pTNUa4eP1q3NNYR4QbVo9/s1V6PaRz9BYVd320Hrn3LsSVr63Cje+swVyP91tNfSNueX+t5MlkZcQqe977qzLqlp5MT7dQuWeCe2G+s7AKTpeAp7/1NWLXG/nYkyuJ9XxKNjpd2OVRObVpQvUv/zuKt2qXgDvYKGfzYa/tRlNzfHUhBT0yNsRq673bpWtulgaDmAGwv+SoIgMkHpgyqhtsNptioy5QP3rV4L6ebvLPVdY24B/v/IG/v/k7Jv5buXmoRbwqR/XAdEG3uXPnIjc3FykpKRg5ciRWr14d8PyPPvoIffv2RUpKCgYNGoRFixZFqaXWQO5LEyjdiYSHv90kvRU04g5ToJtlcqL3drC7Cdky8Y8UdFOpF8MNZKqDHlNG54bfOAD9O2b6nazmPT4J004znzmqOIETVYD3fbYBTyzeKgXfKmsbcPozP0rni151oidMU0E3p0rpZpRB9LKthdji8e5oGUApFchAWo1o7K/FXeOPgd1uwwc3nICXrxzmMxE+WHYUj3y92TKG7561vY93VKRKjKMN4auDxQBqJZVuISEVNxHHpA7pTyLnDO0Y+ZfAt5hCIH7deQSLN+XjqSXb8PbKPNz36QYs/Oswbv3gT13a0pzxblRpVy+l0i10Sqp9VTBGb6bKHxM2nT0zRTYd8lbX7tQyNeC5co9G7iMDN4zx+oE15fXnTS91/6zHBtWavaUAlJVlQ0Ve0f3Cl1eE3xgT0bKFey74txPcmQhiWrUgBFbIN6g2MwBvP249XIkHPt+A137ejfd+24clmwrww9ZCv99122m90KW1e7yd0b9dBL9NfGOqoNuHH36IO++8EzNnzsTatWsxZMgQjB8/HoWF2n8oK1aswOWXX45rr70Wf/75J8477zycd9552LjRel41RuGw23BMjjuHXj0RIpEjqFJkjDKera5zLwrPGeJ/MdHQ6L1mU1VxiH/USrdgPBQCkV+hVNFEWlUPUFbIPE+nBWYseevvI7DwtpNwyXB3Smx9owv/Wb4LdyxYh8raBsz6WlksQkwdC1bp5vSZgLr/r+cipqCiFte86fV4EidaWmhVH1ZT3+hCo9OFPcXaQTcxtVbOyO6t8fbfR/gc31dijVQOUVGjd5qwOujWP4RgixhAbaqCrtURBAEFFbVBB3h9zffDS3+qbXCipt67cHlj6vFokaRPkGdw55b4+taT8PktJ+KNa47Hj3efEtTnZnyxCZ+v8yrcahucqG2wboXbRpUiQz3VZNAtdLRsQuQ2I0Ygn+MY5ekmVS5NTmjy70I+Xo42xN+mRkePUOKNa44HoPSYbEqt5E3f12+D6u2VewF4i0WFg9yfTD03tiKCIEiWI+Lfe0qiXeqPn3cU+/2s2vcU8PbndW//gXdX7cOjC7coVN7+uO303lh02xgsvmMMhnVr3eT5RBtTPcmeffZZXH/99bjmmmsAAPPmzcPChQsxf/583HvvvT7nv/DCC5gwYQLuvvtuAMCsWbPw3Xff4aWXXsK8efOi2nYz06NtGrYVVKI2gt18oo0k4fapiqjvdcTdkPYB1Iqt073BnHiu9hQpaq+hSPtUvlv7yLkDItolFLlnfF9kpyXhomGd0S07De2zUnHeseYNvqUnJ2BAxyws2VSgOP79lgIMeuhbv59r5fm3LK0JvBhRKzGkYI2ONjFqc+NAnmBqo/FGp0tRnbbB6cKZz/2ItOQEXCjz5juhR2s8e8lQvLUyD1ed0A1qbDYbxvZpi2HdWkm70gBwytPLkff4pJB/p+aG2F96BcRF1Eblz106NOjPdm3dAqt2lzRpimx1Zn65CW+v3IsTe2XjvetOaPL8Rj9p/KH05Tsr8/DgF5sUx/Q2iB7YSZmq+vbfR+DPfWXokJWCf33StB8jAPR9cDEAt6JXK53e7PhaMqjTS021VGkWONTGeHCn92XrVIhJC2XQzVtZWE+ldJWn4MwxskqW/pDPd+MtJa60uh6HPOmc3bPdliR2uw3pyQmoqmtEdV1jQH9gf2MyXM9M93e4/z85wOZ/qDQ4XU1WijYz8nmhGHSz2Wxon5mCQ+W1AecN4tpBnl4ajnamZ9s0JDjsyHDY0bd9cF61RBvT/KXW19djzZo1GDdunHTMbrdj3LhxWLlypeZnVq5cqTgfAMaPH+/3fACoq6tDRUWF4r94J9XjTbN8W1GMW2I9xEWgTadURC0EQZD8+AJNXi841mtsKirjSOiovYYiXdi3y/BOHK8elRtR20S6ZrfAI+cOxODOLZGVmoh7z+qLvu3joxqR3BNPDGCWVDURdItCwZOv/1J6NzVlxC8Pmh0qU+745hVXI+9IDTYdqsAjHpXfNSfmYsENo9CxZSqmn9UPnVv5rx72nyuP8zmWe+9CfLB6X5O/RzRZtOEwrnljNaa+sRqLNhxu8nx//RhpN8qDbqmJjqAWhCK92rkVhy8s3WFZJVMwfOFRdv2680hQzz9/i8JQFvjqgBsApBnsHza2T1vcPq43Lh4eeqGaNXtL8eTirbjlvbUKdZ7ZUSvdWEghcm4+pRdaqdTSBQYrg+RDzz0e9d9EFoNnwfxNXDaiq/Q63vy/dhR6Fe5dWnuf9elBFu5RFwTTQxAg+hMf56fqfLB8ccuJ0utb3ltrWQ/q137ejTFPLpN+zpTZipznWa89tWQbuk9fiHNf+gU/bnev0TceLMcVr67C9E83AFAG4EPJWOvfIRM92qbhf/8YFdHvQbyYJuhWXFwMp9OJnJwcxfGcnBzk5+drfiY/Pz+k8wFgzpw5yMrKkv7r0qVL5I03OaJXSlkTKVgkdFwqVZQUoNFxliLfCenexr8Jf1pyAgZ7DKTjUYqvF/78v8JFnBzdcmrPyBoWB4il1DtmpeC207QLhtw3sZ/0unWQSje1v4k3kBpJa5XIK4wu/b+TfdRsamadN1AK2OxXVZYu1ggihrLT708NIU7imgs3v7cWy7YVYfm2Itz83tomz1d7aOqRJrzvSA3elwUj5d6YwSBfgGw+FJ+bfPWNLkWKd1kQqbZqk2hxYRHpmEzTKbW0KWw2G5I8N5TT+wbvkfPy8l1YuOEwftruP63IbDg9u4/+lW4spBAq7bNS8OeMM5H3+CSM6+f++3r4q8149rvtUmEtvfFNL3W/1qvgUG2DE2+tzAOg9Jv2R3pyAqZ6PHDVSnKrIyoCB3fOUgRdxE2FpuYDjarKl6JqMdxnpcsloNqzORVM3wViSJeW0utvNxdg06EKfLHuII5U1aG2wYkv1h1EmcacrrCiFl+tP4RGpwvLthXiF1lq5o/bi7B+f5nfz0YLsY0NTpdPlVn5nFAedBYEYP2BckyZvxrzftyFuz5ajxW7jmDvEfe8UK4EDGU5Mn/q8fjh/04xVB0bb3D7SMX06dNx5513Sj9XVFTEfeDtsuO74OM1B7Cz0L8hNwkPl18FjX7XkC/AT+rVJuC5oqqRSrfwUft/hat0EwQBRxuc2OspgiGa/hP/DOyUhcV3jEGHzFQs3qStfJJ7pYkFFcSqWo1OFwS4JyliOn2jS5CVXheNvt2fN2qHtWdbX781LbLTkrATbq+e2gYnUhIdqG1w4pO1vhVNe7cL7jsB90R7xb2nodEpYOxTy5r+QAzQUvoIghAwWGnE7v2EF35S+Ced0S8nwNm+DM/1+qM0Ffy1Kuoqews3HJZMo/3hW4TIfTyY+6w4VuSM65eDR84dIH1fNFh13+koqa5Dt+w0bDhYjgs8xuCdWqY2qcxp1DO3PcaIC3x6uhmDmEa4r6QG/166A/9eugNbZ00IusJysAiyP0m7Tf/57Pu/7cPGg+6NifQgg+OZcVodWpz3qzcR0j3zyKCVbmr/0zA789dd3gCX3uniZ7/4CwC3Mqtnu3R8tf4QhnRpifevG4lEhx2NLhecLgHnv7wCB8uO4uJhnaWq77/eexrKaxowZb63KGP/Dpn4+taT4BQE2ACFdYdeyOdr4jisbXDionkrsa+kBjefEniT3V8xLS1/tkBKt8uO74IFv+9XHPv9/nGoqG0IaEdEwsM0T7I2bdrA4XCgoEDp2VNQUID27dtrfqZ9+/YhnQ8AycnJSE5mVFdOp1buiiXlRxuwvaASfXKCT50hgREXDt70UvdxPdPWxCpWx3Vt2aR6Rpzcqj2KSPB4Db6VldhCXSP930fr8enag9LPmU2kGxI3YprsBcd1xnebC/H9Fu8z4JRj2iqURaLSbdOhCuwuqsLN761Fg9OFSYM64N8/7PT5bp9KXjq1uTrMypVi+2/94E847DZMP6uvz+4oAIzp3SbkqrcdPZXhFt52Es5+8RcpBVMrYBFtDpTW4KQnfIOB9U4XkhP8t029e6+Hp5vasHzmOQNC/o6R3Vvjtz0lTRb0sCofrVFO+h/4fCP65GRgRHf/hs1qpVuwKd+bD1XgvJd/9SkqNLJ7a+lvPlq0TkuSxvBxXVvhjanH46cdRbhjXB/M+GKjlHKrRV2DdYJuWp6ZNps37Tta6kOrcnxua3ywWjnGKo426H4f96t002k+u/5AmfS6si64e6WoqmoqyGQllm0txL8+dvtFqgPWGZ6fm5pzqDc1xOBbODXWvlh3ELcvWCf9bNT8YfPhCmz2VH9fv78Mgx/+VtOyQQy4AcCJj/+g+T1nv/gLquoa0bJFIr645cQm106h8OP2Ilz75u+4eHgXfLL2AK4ZnYvOrVvgoS83Se19efmugN8RSuAyUVG91Hs8LcmB0/vl+ATd2mYkB/T7I+FjmvTSpKQkDBs2DEuXLpWOuVwuLF26FKNGaecbjxo1SnE+AHz33Xd+zyfatJJVS3zh+x0xbIn1EJ8HauWFngKaI56KVa3Tmr6JpnqqClVbyC8m2jRKkxX3z+H6f8kDbgAwSGXITQKT6LDj1auHSak13bJb4JWrhismT63TvIHMmV9uwtb8SuwqqtYMuAFaVS/1GaiFlXXSa7HSWDDIJ0ZOl6AZcDupVxu8dc2IsCe6AzpmYffsidI9KpjUP6NZtVs7Paq2PnAgwmf3HpEFT+sblde7f2K/sHbxM4OsomtVTjvGN73yvs8CpzKrq+up00vziqtx4ztrsGxbIW56dw3mLNqC3HsXYuK/f0Z9o0vyORU5UBr7Cr2n9m2HmZMHICs1ES9cdiy+mnaS33NrNYodPffddjyxuOlKdM0NtacboJwDsZBCZIzqme1zbMTspdheUKnrdeQm+zab/s9Juc9psKn46cnBKbvC5ZcdxfjHO3+gsBlV0pTfO9tnKef94liqDDLopvZZDDWA6nQJioCbXrys4Turde1w2Xy4AvtKavDXgXIMnLkEufcuRO69C7FsWyFufm8Nftoensf5joJKTJm/Go0uAR+s3of6Rhf++9NuPPj5xoDtfebiIYqf5V7PTSFXusnnvy2SEzC2TxsM7pyFSYM6oGfbNNzqx5aF6IOpnmR33nknpkyZguHDh2PEiBF4/vnnUV1dLVUzvfrqq9GpUyfMmTMHAHD77bfj5JNPxjPPPINJkyZhwYIF+OOPP/DKK6/E8tcwHfLFWseW1pSbVtc1YunWQpx6TFtkhJnGt7+kBnuKqzG2T9ugP+Pr6aa/QbtoEp8dRNXLNE/QTavcPAkOyf/LplTTRNql6ip4pGlsNhtem+I/iCXfUAhUel1EPQHVK21GNLju3iYNp2oEIPxx7Und8fbKvX7ff+faERjTO/j7kT9sNhtapibiSHU9Hvl6E7q0aoH/O/MYJCXEZt/OX4CkpqERWfB///Yx3w/Rp6a4qg4rdx3B+AHtkZRg9yl+cag8PN8gcTFZURufQTdRnZCRnCAtBpvqE9EHLMGhrRK/9YM/seFgORZv8u/hK2f8QP8ZELFiUOcsqWrw0Xon+s1YLL13/2cbkZ6cgHOGdMTSLYXo2S4dLyx1b4pOGZVrqtQgaVw6tNUkTC+NDPlzTs6Zz/2kWZU6v7wWP20vwsBOWSiprsdJvQPbkojI57OiWtF9PLx2q5Hbnlx7UvegPpNucHrp317/DQCwZFMB5l5xHCYOaq+rKiocRLsMADhGlZkU7L+HaKkhplaGu3ksVycCwBUju2qfGCITB3XQ5XuCoVq2Hrrmjd8BAIs25OOaE3MxcVAHdGnVAn/sLcFZAztoVg0G3Bt083/do5n+GYhPbx6tWXiiZzv//tyAe04hbuLJPd3USrfkBAe+DLC5Q/TFVE+ySy+9FEVFRZgxYwby8/MxdOhQLF68WCqWsG/fPtjt3j+u0aNH4/3338cDDzyA++67D71798bnn3+OgQMHxupXMC2Th3TEV+sP6arAijX1jS58v6UA9Y0uLNxwGN9tLsCEAe0x76phYX3f5Jd+QVlNA97++4igA28ulYRb78U8IFO6pTcddGuRFJz0nPjHr1l7CHoaq1Zjam609LMY8YevF1jk/XS4/Ci+8VTeDFXS3y1be+KVm90Cz1wyFMd1bRlp8yRKPH5jiza4gxjZ6Um4YWxsintUHHXfn1q1SMRnN5+IyS/9gsraxiY3CyR1lI8KNbjrTn1jNTYerMDtp/dG+6wUPPj5RsX7ncJMT8yKY6VbSXU9Vuw6AsD99y8G3RLsgQO6To/IUD0mxfuvGMgLhq9vPQkDOjbv6s2pSQ78ePcpOPmp5dKx2xeswwOfb/QxRf9i3UHcMLYHbDYbSqvrsflwBUb3zI55MMAfWko3ObEK7luFQCrnp5dswx3jeit8q85+8WeFF/B/rjwOZwUR5BAfh+oiUnpNZ8R56cXDOuPKkYE9H0UygqzWqQe3vL8W/zi5B+6d0NdnrJVU12OLZxzWNrjw254jGNUzO6Adgh6o7YDSg0wvFT0jvT6L4fnz7SmqVvz80OTQ7Rf8sfHh8Rg4c4lu3xcqb/yahzd+zUNSgh31jS48eaETlxzv9YDfUVCJP/aWIis1Ee+s3IuVu4+EfA1/lV7bZ3o3VR6Y1E+R5bDwtpMwZ9FW/LLTvZHsz9OtBdP2o47p/sWnTZuGadOmab63fPlyn2MXX3wxLr74YoNbZX1O6NEaX60/pChDbTZcLkEhef/vj7vwzHfbFecEuyuupsHpktKuvt2cjzG92wQ1wXX5maToqXQrrnKnrgWjdBPNORl0Cx+1LD+cyYo6ePC5rEQ60Q+H3YYhXVpi/f6yoM7Xs+qlyElPLJP+ZnIyQ1envHHN8dLuq8hLVxynuzJS/at+t7kgZkG3So8i7LoxPZDbJg1pSQmorG1s8r6lVqGG6qEpmniLiiKR0T2zMaRLyybN//3R0hN0K63Wv5BCU8UlYs3//vD6yZw5oD0+/H0fSmsa0KEJVb1U8dLPAj/YPv3+zrHo1c4cPrXdstPQJj1ZeqYD2lUI53yzFT3apuOM/jm4+L8rsbOwCs9dOgTnH9s5ms0NGnX1UqI/L195HN5akYfK2kZFQPqlZTvRItmBm0/pBZdLwKHyoz7Vr5/5bntQQTeXKuVbz+ekIAg44vEnPql3m6ALnojKLr1VxIIgaM7p/vvjbhzfrTVO7dtO8fd80bwV2F1UjRcvPxYrdhXjg9X7ccXIrph17kBd/+7VhQ56+wm6VdY2wOUS/P47qgPhYkw21JRNdXEgPQPo6ckJGNunbdipnnIuPK4zzhyQg3+8sybkz4o2E99uzsf5x3VCosOOBqcLZzz3U8Tt8ofNZsN/rxqGnYVVuPak7lLQ7Yz+ORjQMUuyCgKUmxnyoFsaq0JHHW4fkaDo2959496Wr68HRLRYvDEfPe5bhO7TF2FrvnvC8eaKPM1zP/pjv+bxQOwp9u7mvLtqH7pPX4Qv1h0M8Ak3PtVLIyzLrebuj9bj67/cKprWQQTdvA9kBt3CRe01FE4gdeaXmxQ/D5WVSCf68u/Lhvoce/Kiwfj9/nE4/9hOiuNJqpK0kRYQbHC6FJPYdmGY1556TDvkPT4Jpx7jVtfefnrvqKQi/55XGnYls0gRF1CiF5pY7CfvSGBfLrUKFYisIpvIzaf0wj0T+obtm9eldQsAQF6xvr5ir/28G0Mf+S5o/6NYIE+3uebEXDx5kdu7pqkAZKM6VVh1n+0QRAD7u3+aJ+AmkpvdIqjzrn/7Dzz69Wap6rzaI7Q50ZTSjUTOxEEd8OE/RmHR7WOw8eHxiveeXLwNsxdtwZBHvtUs3rGzsAr7S5q+N3kLg7l/1nMT+aZ31+L3vFIASm+3phDntHuP1EgVySNFEARc/uoq9Lxvkeb71739B3ret0iyjQCA3R7F19sr86SiFu//tg9jn1yma0Dwy/Xe/vvXhGN85v1iMOatlXtx7Kzv8MpP2ob9jX7SS0Ndm8jV2+9eOzKkzwbDraf1wrh+OYpqn/07ZOKVq4ZhiJ95862n9cLfTvCmuY7umY1nLhmC8QPa476JfXHxsPA2J77fUoje93+DOd9sQe/7vwnrO0Jh/ID2uOXUXopNtWRPUDM1UR5084Z65PtvnVsF9ywh+sGgGwmKLp7BmV9Ri3s8VXHMwms/78aN73p3LyY8/zNOe2a5lHap5u6P/0KD04XCilrc+8lf2HiwPOD37y+p8VGaAO7Uj6Z2hcTJiHgjDFfCrUWj06Wo0hOM8aa4K9iUySrxj49vVIgpwyt2FfuYfBPjUE88/nzwDFwyvAvaZiTjuUuHKgJh4i6t2KdVdY24/7MNWLkrtLQBQRAwZ9EWvKUK/IebnggAb1wzAnmPT8I/z+gT9neESkmN/sqsYBDTSzM996tunqDVobLAnmp+zaE97/+RV4J7P/kr5DTPgZ0iS00Uq2auzivBV+v9V6wMlUcXbkH50QY89NWmpk+OMTmZycjJTJEWif6ezyL+/PmcLgH1jS4UyIqTaPHzv071UYGYgcfOHyS9vmFsDzjsNr9BiNd+2SO9/nlHMb7bXKB5XqxxSlWFfZckLZKoxtCb9OQE3D3+GMWxV37ajcraRjy1ZJvmZ/7zY+BqioBXZeqIMCVRC3kWSihBt+5tvBYMehVLKT/a4LeYj5yRs5dKBvwiYuBQ5GDZUVz56m/4cv0hLNpwGHf+b51CySoIAp5YvBWfNDEndLoEPPzVJtzx4Trp2M2n+Jril8juq+VHGzB70VZNhXijJ39frHwZbl+Kz9JbT+sVtDdgKByf2xqvTRmOf03oi9P7tkPPtmn47JbROHNAe3xxy4nIe3wSNjx0JtrI7HVG9czGo+cNwvSz+iIjOQH3TewnvXfD2J54Sla0YEjnLHRqmYqJg4L3/Pzvj7uDOi8jOQEfXH8CHj5nABIdNmSnJSEzJQHPXjIEGSkJmHVe8FZY/xzXB1mpifi/M93jWr5/IffKlAfdrOrR3pwxXXopiQ1iMAYAPvxjP2ae07/JfPAthyuQ6LAZvpOcX16LdftL0bJFEtKTE5CWnABBELD5cAVq6pyaFf12q3wG1Dz33XZsOVyBZduKsOD3/bjl1J44sVcb7C+pwdg+bdEhy7s4/tfHf+Ggn8Xe4o35mDTYvyxfUl6Eme4UiDV7lQ/3Y9o33Q+i4e5vYXgPEDdi33nTS93Hm9ohrKprxJ/7SvHPD9crjuvpy0V8kad2/Hj3KWil2hmWm9AmqXZ9f9lZjF92Au/9tk/TkNoff+wtxX9/8p2Y9WqXHlLbo8kFx3bCp38q1TLfbDiMv53QLerpi5V1HqWbp+hN20x3YLSwInCgxZ8KVRCAP/eV4qJ5KwEAtQ1OzJw8AFvyKzCqRzb2FFejtkFb1jjrvIEhewOqkVdnvPWDPzF5SMewv+tw+VEcKjuKAR29asea+kas31+G1mlJkqou1hRW1mJXofc5LO7GizYITSndfDc3vH35vz/2a254JTpskkF4c/l3CJVj2mdg9+yJcAkCEhx2/N+ZfZCc4IDLJaDB5cK/Pv5LU60EuNVvOx47S3FPaw4EUrox6GYMZw/u4DfApoW6UrMW6vRSm07zWfW1Qwm6pSQ60DYjGUWVdX7v4aGSr6pUeu7QjkhLTsD7v+0L6/s2HCzHbR/8Kf3814FyPHh2fwzsmIm8I9X4z3J3wPPCAAqs2Yu24I1f86Sf1Sr9QFz31h944bKhaCdTBzdIY1K50RhsX+4vqcFXfx2S7ANC6bNweW3KcAgCfFJmM1ISsfq+cejhUSaKIpJ/nNwT14/pETBVOT0lAZ/dfCLsdhsGzVwSsSDhxpN74q4z+8Bht0ltHdUzG1eM7IpEh11K+T1vaKegU6gB4PZxvXHrab2kz3wuewYk+kkvFSv7kujBoBsJilRV2kxJdT1aJCX49YupqG3AWS/8DADY/uhZSHTYYLPZJB8E+UJXkNReNun7tL5XEASvUavs8yfMWepzfXnllnB4efkuyYAVAOYu24W5y7w7fXmPT5LauKPQf8pt2dHACwdpkhKmsXcg1L9/MCbtPdq6dwUrahtRWFkbUlnqUPHXx/JjgiCgwSlICqPm7k8EeGX5dp/d3sCdevN7a328Kf414ZiwfaJI8Px096k4Ul2nWZggUbZLqFa6hYMgCNLfiBr5rnxz47HzB+GcoR3x1oo8LNvm/jt98ItN6JOTgZE9sqPaFknpluq+R7dNd9/biqqaCLr5CdRU1TXi/JdXSOf9srMYZ7/4Cw6WHcULlw3F7QvWaX7fxcM648oRkVdjS1dVZ2xwuoIOjMifmYIAnPHsT6iqa0T/Dl713a7Capw791cAwJ45E1HvdCE5waF49kabC15egQOl3s2qIV3cQUIx6F1d70Rtg1NK2VW3Vd2X4v/rnS484ClwYbcBH1x/AnIyU1B+tAF3fLhOYQVhVux2G+ye1GjRiN1utyHZ7vB7bxH5z/JduO303s3qWaruSzmpDLoZQlMVYS84thNO75eDW95fG/R3Sumlnp+9nm7htNDLUZXHbagBHDFwWxdE4DAY8suVQbdu2Wm46eSeKKuplwoNRcLOwipMmb8a3dukYebk/tLxitoGpCY6fJ4NP+8owusyVau7TdqbCh00qhqv3H0EN7yzRuEdrFa6iWMzWCuGMU8uC+o8PZFXzFVjt9vw092nori6TrHh0lRgq3e7DOmcJf8ci/0lNXAJwLr9ZWidloiBnbJQWt2At1fm4dsglMRt0pOklF15W8U+lXyDw5hk+vuMXEGsCLqlMAQUbfgvToJCPTk76YllOK1vO/y+pwQPTu6PS4Z3Uby/U1Zw4cznfoTDbsPC28bg2rd+x5bDlfjq1pPQqWUqnv1uO/7tMaUe26ctthyuwAXHdsIHq/fhgxtOkHbrP1lzAPd9tgF1jS50b5OGb24fg5REBxqc2g/RcAJuaUkORWnoQDsah8qO4ty5v2LSoA4K09lOLVNR2+CUUmOa2qX1VmCLzDdBi3CqNcnLix8sPWpY0G3xxnzc/fF6PHfJUIzr764+vGJXMW58Zw0eOXcgzju2E5wuQfLMuODYTjiuWys8tWQb3v77CL9eDc0BH5++ICp4OV2Cphns1NG5rDAUBbpmt0BXP5NUeVU3MeimtVjdXlDpUylMzeHyo5j84i8KpazI/53Rp1mrb1KTHDjlmHaKlHUA2FtSE/Wgm1hIQVK6eTYUiipr/X4GkI1NlQpVjfyevmC1f4/Py0Z0CWtyrEY9+S2qrJNSTgNxoLQG5770K64Y2RUv/rBT8Z7cLP2ozMvo/JdX4K8DZXjw7P74ZO0BtGqRhHcM8NoJRHlNgyLgBgCzznWn0mSmJEiKtNKaemmsXP/2H9h7pAZf3XoSUhIdGgVrfK/TLTtN8beZHAdVMBMcgf8en/1uO/KKq/HbnhJ8c8cYaQzFkrpG99+nVv+0SOTzzwjapCfj/87o41NMTKRnu3RMGtwB//yfuzJjm/SmN22l+6tDPfeJbD5bXa+cy2aGGHQT/67Ev7NIKVAp3a4f0x2pSQ5MGNhBl6CbyJ7iavx1wGtvM/ihbwEA//vHKIzo3lo6vnRLoc9nrxvTQ/M7/3ZCN83sn3X7yxSFFfx5uoUrCKhoBpW5A83z1Cy44QR8/udBhV1Hx5ap0nN5VE/lnGdkj9aY9fVmvL1yr+L4qce0xc2n9sLqPSXYXlAZkYo9FJ67dIiUNSMPUsufkxlNBN6J/lh/BkJ0Y6TsJg8AP2wtRGVdI/6l4fEmT9/MO1KDXUXVeOWn3fh15xGUVNfjzGd/RGVtgxRwA4CfthehqLIO//1pNypqG3HvJxuk9/7vo/XSLtWe4mpc+soqFFfV+VTGCZZZ5w5A3uOTsGfORIzs3hp922fguUuHBv350Y//gKLKOp9iDLed3gvXnJgr/azlUSLH38JBj/RSuU/Dg2f3D3CmF5vNJikkIlEKNsVN761BZW0jrnv7D/ywtQAzvtiIf7y9BhW1jbjjw3U4/Znl6DdjsXT+p38exAOfb0T50QZJsbF442HM+npzyNWUjEYMpKorXWo1s7ymAac+vVzTkPekXm0YcGsGyFOe1OmlcmZ+sQk19Y148PONeO3n3bhjwZ/460CZ4pzXf96D4qp6bFD5RPZom4ZbT++tf+MNYMqoXMXPf+SVYPqnf6GoCQ8tPRAEAXO+2YJST6XoDFXQrbCJNkhj0xY46CZnpUaq/bBurdCrXbpuBSvUyo0/VNYAWryzMg8nPbEMR6rrfQJugVi3vwwuAXj4q83YeLACP+8oxtxlO1HX6MSMLzbivz/uwj1+LBNe+3k3XtVIi26KtftKkXvvQnyweh8+//Mg/vb6bz7nZHsW9TabTbI5+HZTAe77bAOKKuvw/ZZC7CiswsrdR/DYws1SgSC1alHO61OGK35+8qLByEhJwMPnDAj5dzALtwVxH/n0z4M4WHYUgx/6Frn3LsTeI7FV/4lzO62gWwqVboZx6+m9Mbiz9j1MvKfe4vEFC8bsX50mrJenW40q6BZqerSoBtVL6fa/P7wbT/+acIz0HBrWrRVatkiM2ONTzrMaQdHvtxTgwc83Yvm2Qrz/2z6fdciKe0/zUU+LpCQ6MOvcAchITsBbfx+heK/HfYuweo/bq67BUyUqnLVJmca67IqR5srYOKFHNh6/cHDQqspEhx2PnDsQN5/SE5kpCVh+1ynIe3wS3rhmBI7PbY1bTu2FFy47NqwK9eFwTI73b7B1mvd3kD8nM6h0izr8FydB8+E/RuG1n3dr7pKI1NQ34rWf90h5/HLkAbbqeicGeXZt/LHhYDmWbyvEjoIqn/fW7y/DqU8tD1lhsXu2O7VGTFmx2WxYcMMJEARgW0FklVkfmNQPlx7fVWGq3lS1JH/pTpFOUgRBwMIN7kXJpcO74NqTugf9WfEhY0TQbcvhCqQkOuCw2dDoeXj//c0/fM7b1YTn3uxFW/CKZ/E3uHMWzh0avH+F0TSqJiuBdntnLdzsN93pnWtHaB4n0UVe4l5Summct3L3EVzw8gpslVV4XrKpAP/7xygM6pyFtftK/Xo/HiwNXACgOTFCtfkiLkCq6px48fJjDb32hoPlCpNiMb1UVOQ2Ffhz+hmbofLxjaM0vWPCxWG3oWWLRJR5gokbDpShf4cMuARoqidrG5x48Av9iiM8tWQbvt9SgD/3lUnHlm4twB8PnCH9XFJdLz37c9uk4c99pTi2ayukJTswoGMWvlp/CCmJDozs3hr7S2owqme2tOi+wJO6O/1T70ZaIFq2SERhZZ1UxXmtLAj5wvc7sG6/t51SeqmqL/u2z0CPtkqPxMGdW2L9jDN167fmSM+26dg9e6LkXxQMF7y8AmsePKPpEw2izuO1laxR/bdFmBWBSXD4SzEWg27iPXZTEwXFgEBFpCJUutV559HqapzBID635/+yByNyWzeZWuuPvOJqVNc3Yp+nkuv0s/riHyd7q2Z2apmK3+8fhwS7DS4BfqubjuuXg++3uFMRh3TOwvoDTf/byhHnvu+s2uvz3ic3jW5SJX3VqFxcObIb7HYbOrVMVcxLLvnvSqx5YJxM6ea7Nvl1ZzF2F1fjnMEdkdXCvV7460AZ0pMTsLOwCv/30Xqoaa+R1mpF/jWhL+4685iYP2Pkafmt07wqVXmzIvWiJaHDoBsJiYuHdQkYdJs6/3esztOu6tMYRiRpqkZVUJHKukbpwRUsdrsNKXblJE70AejXIRPvXz8SDU4BU+avDrmtV41y7+Sc0KO15ClX10TQTQzQeFMR3ccjnaQs31YkVVfqnROaObs4ydJbDl5SXS/5/I3qka2pIAmWV2RqC3+BDCA2HnD+UtjE4/I2qYtdyGkufjvxjkLpJnq6+dlolwfcAHda3+SXfsErVw3DDe+s0f4QvIotM7NFls5oFOoCOKLXqLhArKxtRE19o1+FaL1nIeH15gt9jL10xbEBvWPC5Zvbx2Dq/N+xraASxVX1GPfsTwCALY9M8PG1enlZ8Mq2YJEH3AB3iq3TJUgB5l1F3s2v699WbpR0y26BvUeUlQFfvvI4nNk/B8u3+abNN8V21UabfFzJA26ArzWDSIqfYE2sF0PRQOt3fP7SoYrKhnKOVNfHzONNEITA6aVUuhnKMTnpWK8aU4DXbF7chF1/oLzJvxGnynzfBr2Ubt559JI7xob8eXGe9fOOYjyxeCseOTf4qpAigiDglKeXK45drLLVAbwqPIfNXZhpw8FyTHvfXSRh0qAOOK5bK1x2fBcUVrozdfrkZGDB6n0B11WhEOx8X7xHfHD9CRj7lNJ/bdij30uv1YUU1u4txTxPJdtVu47gpSuOxd4jNTjnpV8jbbplaA7PGPl9U67Wkz8nW7Yw/7zTbDDoRkIiq0UiLjiuEz5dq6xiV1hRi0SH3W/ALRY8NLk/HvpqMwBg8pCOmDKqaXnz6J7hl7QWJew2mw2nHtMWn6871GS1JKnSpY8HRtjNAOD2TBPp3YTPlBrxBl1RG1mVHjV5shSWSAJuavz9Wz369WZ89dchLLxtTFB+JHrhk8Imm3hW1TViwvM/YWT3bDx98WC/Krd48B4yCwkBqpcGS6CAG6Btbmw2ovE3q05xEheAWamJaJ2WhJLqeuwqrIZLEHDtW7/j3rP64SJZxTexCp5kWhzi3Hjq6FxMGuS/GnUkdMhKxVWjuuGBzzfiM1mV2NKaeqQmKZUL84JI8Zx13kD8tb/Mx4MvFPwpNdSoA26A+/5783vBm7CHi2hhZlP9+aUkxvc99OUrj8Oq3UeQ5LCjT/sMnHdsJ5zWrx0e+mKTTxViADjl6eVYftcpUQ28LVi9D7MXbZGC4FpKNxZSMJb7JvZDXnENCitr8c8z+uD2Betw5ciuUiXtk/u0lc4tqKgLqFgSN9a9hcHEdyKb0IrppUO6tAyqIFggftTwzg2uDb4b6E2p7rplp6FbdhpSEhz4YVshZk7uL60TuicnoDvchZOuG9MDAztl4dO1B9A+KxWr9xyRNs1DoU16UsgejV2zW+CS4Z0VKbNyxEIKYiBJvsZbuOEwFk4/HHI7ifHI1zxO2SJJLuhoGYWKskQJg24kZO6f2M8n6DZi9lL8a8IxMWqRe4I9qkc2lm0rQpLDjkfPH4jzj+2EBb/vR6sWSSGnPaUk2lHb4MLxua2w6VCF5gNXzpmeYgAi4kSxqfRSUcLtUHtgRLA1WNfoxIey9N4+ISrdxKDbU0u24dRj2qF/x/D8Ke7+aD3yjlTj1auH47JXVoU1me+QlYITemQrFqFqnlqyDU8t2YaOWSmYMbk/Jgx0L4pf81RzenfVXtwxro/fz/ujvtGFYx78RgrqrZ95ZlD+Di6Vr4m3gpeAX3cW40DpURwoPYBP1ionOZ1apuJfE47BfZ9uwEtXHhdye4kxyM1mAxVSCIepo3Px8ZoDmHPBIF2+L1pcc2IuPli9Dw6bTSo+s+lQBZwuQbMCoV7Iq9ipu6BPTjpW7S7B5Jd+kY7d9dF6vLxsJ967fiQ6ZKVKhXckTyCNpqoL6gDuDZypJwafoh8uQzq39Dl2xrM/+rQnGK46oRtwQjcM7doSD325CQ+e3R9Xj8pFRW0Dxj/3Ew6XBy46ESmHQvj+aaf28vn5pSDVfKLSTZ1eKi5u45WJgzpgoipAnJmSiGcvHYrBnbOkDUmRvUdqMHfZTkw7LXrekveq0o21AvdWUAE3Z1q2SML/bhwl/ay26shOT0avdunYWViFrfkVAYNuaqWbGKhxRWCl9uX6Q7jtA7dSLE2HAGxdExvh/jhSFZ5/NACM658jFQzzxwk9snGCzC4nv7wWJ8xZqjgnIyUBlQE2w9UebcFy2YiufoNu6kIKxBw47DacN7QjVu0uwSnHeAPn8lTtUKsAk8hh0I2ETLYf1dCTi7c1+dm+7TN8UrD0YNX005GVmigFSMSH/aLbxoSVBrTlkQlwugQkOOxwuQR8u7kAN767Bhce19knWAIA/71qmOJnccJf20S1JN9Kl+Lx0Nsssj1fmZrTPkTjTnnF0scWbcZ7150Qchs++/OApLAY+sh3IX22b/sMVBxtwLd3noyUBDsSHHbsL6lp0lz8UHktbnx3LXbPnqiQd4erGtyaX6H47EmP/4C1M85o0sTXu9ur3CE8Ul2PfwRQPC39v5ORkujA5MEdm4U8nbhpl+m933nTEiP7TpsNyM1OwwOT+mHG2f1N198zJw/AfRP74erXVytUq2v2lvp4vumJvArns5cMUbzXJydDUx2wu7gao+b8AADo7VFvJPtJLz3/2E54+uIhWH+gTPIhA4CkKAVwBmmYmgcTcNs1eyKcLgHfbS7AtA/WYvb53iDulSO74ZLhXaT7VmZKIn7+16lodAk4Ul2PEx//Qb9fIAz+MbYH7hqv3LCbdlooQTf3/9V9mUovML9MPbE7rhqVC0EQMOihb6Vx9fS326MadFOjlRKcHYaHF9GXnm3TsLOwSvIy84fa002PwmBiwA2A5HkZKrec2hNzl7lTIkOxufli3UFUHG3AVaNyDS0spkX7rBTJgzrJYYcAt+XLKU8vx/G5rTDrvIE487mfcFKvNvj35cdCEJT+s6FwXNdWePicAZKHphz15nGwLLvrFBwuO4qr5q/Gv8bHTpARzzx/2bGKirSAshJwQogFSUjkMOhGdOfBs/vjouM647nvt+PNFXno3yETh8qPoqymAVNH5+LcoZ1w1gs/Ie9IDW47rReq65143aNKEnnr7yP8+qr9ePcp6Nq6BQTBvQhz2G2ywgjKc8NdzNpsNm/Kp92GCQPbS946o3pm4y6ZUWjf9hk+yhexPUfrA++qNfotpBD+JOXXXcXS61E9skNW5Vw8vDMeW7RF0Z5Q2FlYJZWqDpZh3Vphzd5SJCXY8fWtJ8EpCAqlwof/GIWymnq0SErAyU8tC1il8Olvt+GuM70P+YQw/wbUqZ+VdY1YsikfZw8OXPLb6SeQ6m/COHV0Lu49q6/0N2O2AIzVaSvbZAg1vfTflx+rWDSIbH54Aux2c096Eh12nNS7jSLo9sLS7WEF6YNFVLr97YSuOP/Yzor3urZu0eTndxS6NyTElBm1Oiot2QGH3YbjurbCjLP745Gv3WqgQTpVKTUKh90Gh92GSYM74NS+43087dQbBQkOOxIcbnXt1lkTUH60AYkOO5wuAWnJDqQmOjD5pV+w8WDwPn0XHNcJX60/hAZncM+uQZ2y8L9/jNJMH/Tnx6aF5OmmGkrprMwWEPecw4anLx6CW943Pg04GLSUbqN7hVYsi+iPuHGb34R61emj8tfH003kkuGdmz5Jg6mju0tBt0Bza0EQsPlwBXq0SYfNBty+YB0AoEfb9IDZFkah9qBulZaE3+47HUkOO+x2G9bPOBM2mz7K+ymjc3Fa33YY86TS3y0xDKXbg2f3R/c2aejeJg0bHxrPFPEYol5PNJW1RYyFsxKiO387oSuSExyYPrEvju3aEif1aoOiqjpsOFCO847thESHHR/dOBordhVjwsD2PgE3wO0j8cpVw9C9TRqKKutQVdeInMwUVNc1olu22wfBZkPYVYjCQXxwXHBsJ6Qk2tG/Qyb+OlCuOSkU/WSaUrr5q/akVekyGA6VHcXj32yVfu7eNi3k72jZIgljerfBzzuKQy5vfbTeiXHP/hjyNW87vTcqjjbg2K4t3QtC1fsOu01SWH5682is2HkE//rkL83venn5LuyV7cg6HOFNSLQmmG/+mtdk0M3ls9sb+PrTJ/aN+1So5oy8wlOwSrfRPbNx5xl9/HoJWmUSes2JuWiTnoRvNuZj+bYi/LrzCH7bfeT/27vv8KjKtA3g95TMpE56ISGkAAkEkkAoMfQSEyC4KFIWUYoFURBQcMVdKaurwboCHyJW1FVZxUWsaCgJghAw0qQJShNSQEgn/Xx/JHNyzpTUSWaS3L/r4jJz5s3MGyfv5Mxznvd5Gt1VuqH0GTkeJrpuJUT4NbgYdW1DDPkLKQ1WzR4cjBvFZfBx0ZrMQLNV5ppImGNvpzIZ5Hpn5gAMfK56e9OAYHccPF+bafzg8FBZF1kAuCXEE3ffEoRL14tRVlGF1F+vIqKTDi9+J8+AD/N1xtzhXTGqh0+D1oG/q724VdVUAx5znWidW/HcoC0bF+lnlec9bWLHgzTotv2x4Th3rahZdXbJMnxrtpRm5dcddBOz/MV6ttWaej5rqKnn+94uWrw4KQqPbz6KolLz2zO/O56Fuf/5GUO6ecFdkmE5/a10o7HWqrsrfa+29AXazu7y2qEKhXFCQEP07FRbR7q9nOu0F/q6tmQdPCuhJnlzRn98lvEHenRywavbzwAAAj0csO6uGDGAoFWrxPoQns5a9PCrrQ3m7aIV75s1KBjHL+cjoZcvfjhzDb1qaogl9Ko+GWxsI4CWplQqxMBLqLfpemn6P4z11XQzTsdv3pVBw4LW0oyvxkiK7IQfzlzDjaK661jkFJRg2hv7MTGmM+aN7IY/btS9/UBvVA8fKBUKsftsmK8zOrnW3eZcr7O7I6YMcMTg7l5mt0Z9fbS2uOubu3/HwyO6mRxXF+kJ5j23BOGD/RdQVln/Hyyj17Se8Qy42TZ3p9q6F7XbN2pfVU8nDW4J9URibz9cyb2JP24U45kJvaFQKCz2YcNWOWrUmDqgC+xUSrFL5dQ39uPE08bZVpagv0rrYOKxpduA6yN2mDP40CL9QKNQKLC4ie+fzfHmjP5G3UFNWTC6O05m5uOvA4w76FmCj84eL06Kwg9nruHFyVH46fwNbPzxPJ6e0AudXB2Mgm7+bg6I6eKOmC7uAGo7+2nVSpzJLkRsqAd2nMrBy5OjG5TJ9tr0GGw9fBnP3RGJf355AoO6emJgiAee++Yktp/MEceZ+1Dowky3BlEoFHh6Qi8s31q9tezPwlKzJUQs6aXvjcuRSP8WdvNxFov5k3XpM92y6wm6ifVsDRqDNXXnxqYDF2W3mxNIT4jww+M4itKKKjz4wU/Izi/Fpjm3yN6L3vvxAgBgz9lr5h4GABDf0xfzRnZt8lxslUKhwOzBwXh373kAgJ0kfbgxQbcBwS1XYoKoLWu7e1vIqm6N8MXr9/TDjLhgOGlUiO/pix/+NgpRJgpB18dRo8a66TGY0Ke6ns7sVihY3dL0BV/ruqoG1JWO37STFOnzrbsrpt7uSubor/JdL6476Pbej+fx29UivPjdafR5+ntsOnjJ7NgJffyhVirw1SND8M6sAVh/dwwCPRwQ7uvS6LpzQPXWqK3zBtc77kZxOZ7+8gQONqKzriAI4onHitsiMKXmA2R92ysAU9mL5k9WbouuO2uOrM/NQZLpZqLrpbuTBuumx+Av0f6YO7wr/nV7pBg8VygU2Dh7AIDqDFm1UoEHhrb99zdDo3r4yG7rP8Bbmj7TzcFEZ0p7OxWiO7vC39Uep54ZU+fj6IOnhttLbaEO2PAwb1nGwVsz+pvMRurkao83Z/TH6J51F+hujsn9A7FmWl9o1SoM7uaFN2f0N3lxxMdFi5ggN5OPcf/QUDw/KQoTYzpj3V0xDd46Oi6yEzbc0x+ezlqsmdYXfx3YBaHeznhr5gDxwhxgvuZQa2bBt3Vjetf+fn2UfrGOkZaTciLb6FhH7zhrq/TnkTeK6q5rZlguRf/22tRLT4ZZss1pqiENwn93PBuHL+Wi79MpSP72JK4WlCLvZrlRFq05b83sj741Fxfam4eG1wYTpVv2Dd9flySEQaEAevnroFQAk/t1hkIBTBsYWG/dY6KOimcl1CweThpkLLtV/DBK1XQ1XWHqK75aaVh0v5mNFPSBpd4BOiRFdapntHn6VtL1Fa6VpirnFpeb3Co8LMwbG+7uB3s7JZInRooZMHYqJbY/NhwqhaLJNSmiA91w7+AQvLPX+Hml3tl7DlsO/YGD/4jHycwCRPjrxBPDG0VluFFcJstaTD9XG6Dr5Govduy6WliK8sqqOk8q9DXd9ME2w6DbfUNC8PdxPVFQUs7uQW1AmF9tpq3CxGtaX6BmRLiPmPn1rzt620Rgx9LcHDV44c4occv35ow/8MKdURbf/lJSk+lmLovus4cGGdWDNEUMnhosY1PBvNamUSuxY/Fw3CyrhEathKNGjdE9fXC9qAxaOxV6r/gOgPXrzIX7uuB0dgEWxXfH3OFdG1WHrbmczHQUVihqG+eMNggEk3nuku3a5Q3I5m4pzPq2Tfr32/p3blT/7liipltFZRX+NNhpEebX9MxHpVKBCX38sfXwFfHYzfJKbEj7HZ9lXEZZPaVg9Hp20tU/qA2TvrdWSOpzGv4tn9I/EPcOCYGjRo3isgo4atR4KikCOgeGFYjM4eqgZmvNk+22wlUMutWd6VZhmOlW89+mbEv75XIeNuyu3vLTlMwxKf0f3uKyuudfV1HOucO7ItDDAbdF+4t1HQw/LFviJPvRW7sjxNsJa3acwdU6GizcKC7HKym/4rXU3/DYrWFYMLq6S9uwF3ehoKQCe54Yic7u1cXYn5DUi/N3c4CnkwZ2KgXKKwXkFJQiwM38VtjaTLfq24bxRFcHO6iUClmtMLJdAW4O+PD+WNnWFmmwpiHZGfrf+5bYcmkruhpsBfviyBXc3jfAos+hf7+xN1MnxlQ9SAB4e2Z/vLDtNE5nV9eREreXGixOW3l9tGqV7L1Roaitablt0VBcvnETva0cdPvP/bHYc/YqxkV2avVgiZPk9Zd27JP+2WxqlndHZKdSItTbCb9fLcKOUzl4zArbqgFAawNBbzLmWLPe6ivCbljTrfYicuPPZ/WND/TenTUAPi7NO68117n0WqHp80YnjUrsHj08zBvDwrwxvhkXs9sCaa26SsnrZnjxWKtWGZ3XuDryIrKtUyqqg+ChTaj3Tc3Hv3BELUAfdDuZmY+hL+zEJTOt1msDNPqr9dXHm3KS8uT/jolfN3drjT5Ilp1fiowLN4zuLyqtwPi1P+BDM1tRFozujqVje2B6bBB0zdgS0BAu9na455YgfDG//q2mr6VWn8i9kvIrEv+9GzkFJSgoqQ4s3v9ebR0laW28yABXKJUKBNYE5M5dlXc1NWT4mhqerDS1rTtZz+BuXogOdBNvSzMzedGhWkwXN9ntRf89LK4FqZLySkz4vz1YsfWXRj+HfnupYwP+n78yJRoAsHRsD4zu6Yv4iNrMJ3F7qWFNtzZQ9LmHn65Ft5Q2lLeLFnf07WyV7CRTmW6GWqMuWXsytaaEwvEr+Xjsv4db9LmkZRqkW6ebe7GQWob+b9zNBtYoFmu6NeMi8r+3/yp+/cDQEIy0QObq1XzzF2Wlxvb2wx19A3B4RQKmDQzEpH6d8c6sAbhvSEijm4u1NdKO6tKXzTBpnQHytumzhwYhvqcv3prR39pT6ZC4aohagE6ybfDS9Zv45limyXGGWVGNTccXBAHrdp3FzlPZOHY5TzzeRxIgaArpFrg71/+II5dykZVXgle+P41z14oQ9c/v8cvlfLPf72mFLINOrg746pEh4u36tgGczi7A9Ddru1KdyirA3zYfwZ3rfxSPDQzxEAMsATV1lnIK6q7rVl+mG7dit33SQCq3RFVTKBRGJ3KfH7psNO6HM9dw5I88vLfvAj5Kv4gth/4w+Xhpv17FzHcO4NXtv4prSp9569iA4NjEmM44vyoJc2tq1Hg41QZh9Jlu+i2Jeu1x6297JM06NfV+atiFj+o3XlJf9H+HLiO3nnquzbFm5xnx62XjI+DppMHAEA/W4bNR+ouwN+vLdKs0uIhcc7yqkTuWL/wpv7D5j6SIxj2AGaUN3Do9b2Q3/HtqH9iplEieGIWXJkcbXaDpaIwuHvM8tk3q28Udb83sb7YJILUs/oUjagGGtbpyzGx7rG2kIC/Q3tBMtx/OXDMqNgsApc1sC234oXbCur3i12t2nq33+/sFWafIbO8AV5x4OhGVVQLs7VR45KND2HY8y+z4MzmFstuf/CQPACwfX3uy59DAq736105lpqYbrxC2fdLzb4c2kB3VWuIjfPHBfQNxz9sHAACLPz2Cbj7OOHwpF7dF+2PdrrOyuo9/31KdnTu2dydk5pXgnrfT8fLkaMSGemLmO9WPkfbrVXT1dsZt0f5iVmpTCmp7mOxCW71OK2rWbEOCeWR90uCM1kSmm5ONbBNuSzoZZPD89Y392LZoWIs8l53kDdRPZ4+9S0ex+LoN02cWl1VWoaKySpYNJaU/n7UTGynUZLo1opVCQUk5hr+YKt7ePDeuKVM2KSHCF0cu5SLAzQEvTY7GtDf3mxzXnC6p7ZXhxWNL12sl6gj4zkLUAgyDbpl5N02OM+z2pA/QNDQb31wtijDf5l3FaEptowWju6O4tAKRnV2tWm9IOvfnJ0XVGXSrj7TjlWM9V3sFQcAfN26ivNJwe6l8nDWyAMmyFJBsL+V2YZmh3b0xqKsnfvytuhOcPmC/4gvzHU33nLmG+9+v3t499Y39soxVADj6R3XQLrNmW5qzfePfn6SZbhpV7eun1Bc5AVp8KzxZRn3bSxkIbzzDD9Gnsgpa7LnKav5GDgyuziTnFn3bJl1PJRVVcDYTdCuvSWkzPJ9tTCOFjTVd4/WaW8dN6oGhoQhwc8Cgrp7w0dnjtekxKCytwKspv+KeuGA8v+0UAMCNtcmMdPRMPyJLYNCNqAXYqZR4796BePg/GSgqq8Q3x7IgCIJRl04xK8rgymBDM92KSo0bHSwbH4GR4c2rf9HYumP/GNcTd98SZHMfdlwd7PDJg3GYsmEfAMBXp0V2A+t6APKMmvq2WHz282Us+fSIeLt2e6n8NWetobZPev7JD4zGHhnVXQy6NYQ+4KY3fu0e2e03fziHXv61gXyXJgTdpMFuaVaN9LVkN+G2wVlbu+bUhi1oUduYiGzTxweqa8HeFt2+i9K3F1q1UuwMXFxWYTYTTL+9VP/+ql+GjanpdvhSruy2h7PlLlJq1EpZc59xkdW/f1Nq6hn28tehuKyCTa5qSE9dpTs2EntZv6YoUVvES/RELWR4mDfG9K49qez692/wnUHWVW0NDMNuT/U/viAIWLbVOHvkviEhRoGeppBurazLl/OH4IFhoTYXcNMbGOKBv4/rgeFh3vh+0XDxeF0dSPXcJVc89bW7Xk75FcFLv8ZnGfKtqP/Yckx2W585YHiF0I0f7Ns86fqqaGzBmg5gQLDlt5cvkhR3b0q2qLuZoJu02QODbm2DNNOtm49xVje3PjWNvvmIXvDSr5H87clGP86Bc9eR+O/dCF76NZ76XP53cdgLu8SvY6xUhoIaR6FQiLsvvjpiuj4xYH7nRn3ns2m/XsWE/9uDk5n5RtsYnVrxvHKYwTl7Ryd9KaRvqf2DPFp9LkTtAYNuRC3o3iHB4tdVAvDgBxmy+/UZbWqjk5S6z1JOZxVgVU0qvNRTST2bM12Ze4eEYGh3L/G2qfTyYE9HRHa23lbShpozrCveu3cgXB3t0N3HGSqlAu/fNxAAEOLlhPiepjMDpcGVqwZbeRdLstpST+cY1dHT13QzzLpgsei2z06yPfHjA5esOBPbpFYp8fydkS3y2P/8S68mXVSQBuqkyVH67eBA0zLoqPVJG1508XA0up8xt6aZGNMZp54ZIzu2Ie33Rj/O2p1ncDq7envqf/ZfRF5xOYDqzsUXJZ3cQ71YzLutefqrE2bvq6hpVKDvXgrxIrL589kvj1zBzHcO4MgfeRi7+gdsP5kj3tcvyN0iF5CpcR67NQwA8GBNEyJAfi5sqxfYiWwdzzCJWlAvf1eM6eUnqysmCAIu595EgJuDmCWjVMgz3QRBwJ+FpXDUqOX1NMorkV9SjsRXd5t8Pj9Xy7Yz3zh7IM5dK4TOwQ4KKDDg2e2y+4dIgnJtxZePDEFxWSU8nDQ4tOxWOGhUUCoUOJtTCC9nDVbvOIMP0y8ixMtJ9n2Du3rh66Pyq7yVVQIy825i1rsHjZ5HDKQafAJsSj0qsi3S19BaTUNs3ZT+gegf7IFXt5/Bl0euNOkxhoV5Y/evV2XHmhoYk24DNtfZmBlSbYP0ApCpD4CsP9R0prbLl1dWNarRQaFB2YuzVwvRL8hdFnCrfi5e92+Lfrmch17+OqOAWIXYSEG/vbTuGsXnrxXhkY8Pmbzv2Tt6486YzhaaMTXGI6O64S/R/gjyrL2gId1e6qRl0I2oKfgXj6iFGWaCffLTJQx5fhde3X5G0r1UXtPtWkEZ+v1rO0a8tEv2vRNf+xEDn91h9rkSe/lZcupQKRXo5uMCHxd7eLto8fEDtyCmixuSJ0Zi+fgIPDGmh0WfrzXY26ngUZP14u6kgb2dChq1EhH+Ovjo7PHkuJ5YPj4CH94fK/u+qQMCjR5r+dZfMOT5XUbHgdoP8EaZbuys1+ZJX8N//qWXFWdiuxQKBbp6O+OFO6NM3n9H3wDMH9kNSVHG23kiA1zxeGI4Xp4cbbR+mtNh9KMHYrH6r33Qw8900I3aBmlQzVT3UsOO0dQ8+q7BDeXjIq9b+ltOIUrKK5Hwb/nFQmYxtR2fzxssfj1+7R58sP+C0RixXIrKsFyK6ajbicx8s88X5uvCeqlWolAoEOzlJFuf0ph7UxqtERGDbkQtzvCq7xOfVdc4Wb2jNuimNNheeuD8dQCQFf0vr6wye5ISG+KBIysSGnU1uiniunrifw8PxrSBXXDvkBBZo4H2wlmrxr1DQuBvUPNNpVTgu0XDZMc+TL9o9nH0r4UsK8NOxSyMdkC6RdiLjTHq5KBR4Q5J8WoAGB/VCa9MicaSxHCsuytGtiYGd/PEfx+8BfNGdoO3ixbJE+XbVHNrtqo1xaCuXpjQJ6D+gWTTpIFYU4EbBt2aZ5lBPde8mw1fcxf+LMJ3x7Nlxy7n3sSFP+VZboviuzd9gtTq+gS6ycqNLDdRT1i/c8PO4HzWXKbbZoO6uFKRAbZftqQjkb7P8sIxUdMw6EbUwvSdkUw5d60IgLSmm/GYrYcvY+gLO/Hej+dNPoaXsxb/fTCORcBbQbifC84lj2vQWH0GhvQDItPy2wedvVp8XT0t2F2tvZoRFwQAGNvbD+dXJeH/7oqRncRLmxl8eP8tsivpk/sH4vyqJPFD2IhmdmY2R1qnj2zbwBBPAIC/mXIKvLDRPPcNCcH5VUnw01X//33um5P43qAJlDlPff6L+HVX7+oSDdn5JXhnzznZuEXxYRaaLbUWncFF1pJyeSf32kYK1ec+CkmmW0l5Jdan/ob9v/+Jbb9kYfuJbFwtMN1JfvfjI5nlZmOkFzIceR5L1CQMVxO1MMPaYFIHz98AYNztSWrhpsMAgH99bbqL2COjujVzhtQYDd0So890U8q2QvFkpT1Qq5Q4vCIBgiC0eHZpe9C3izsO/H00PM1kBcb39MH2kzl1dj3d/FAcCkoqWiyzUMPXsc2Q1uM0RainERE1TFZ+CQAg5UQ2Uk5k45d/JsK5nkZAWXkl4teh3s747WoRfjhzDZdzb7boXKnl3Tc0BF8fq61r+++UX/HkuNrmXfpGCvoLGPpzpcoqAVsOXcbzBs2/zAXH3Z14AdnWSF+q+t4DiMg0nmUStYIv5ldvyTRHJdZ0a9zjPjm2h8laY9SyTBVzj+/pg8HdPMXbGhOZbiwc3X44a9Xtcnt1S/HR2Zv9kPXCpGg8ldQT6+/uZ/b7tWpVi27lZXZU26Kvx2lKUWmlyePUPDeKyuodIw13xoZ4AAADbu1ETBd3TI+tPY81bJCjz3TTdy9VSbaXnq/Z1SElzXCWYlDH9tyQlHUw1TGaiOrHT4BErSCqc3XzgfEmioYD0u2ljfvg9+DwrkzDt4K3Zw6AnUoBtVKBUC8nTOrXGW/O6I/RPXzFMRoTNd2ceDJJZMTDSYP7h4ZatT6emplu7UZBaeMK/1PDHDh3vd4x0jIXI3uY3gr+zqz+FpsTta7Zg4PFr0srqmT3iY0UlPpzn+rjVYKA63UEbKUXMR8a0ZUNNmzQuWuF4tf8zEHUNPwESNSKXpocjb1nr8muGgG1JynKBnzuS+zli++OZ2PttL4tMUVqgIEhHjjzrHFtN2nNttpMt9oXlVdwiWwTi++3fdMGBuLjA5ewcDSL9FvCk2N7IPnb2i2BF64X1zG6mj648t85tyDIwxEKRW0h/cn9OuPFydEtMldqHdILI/kl8vNYw0YK4vZSQcCndTRN+HnZrSzTYOOm9A/Ef/ZfxMhwb2tPhajN4idAolZkb6dC6pKRuFpYgvhXdovH9ecbDfng9393xeBK7k0EeZqvFUfWIS0Arw+6SXetMdONyDbxM1/b9+ztkVg4Ogx+ZhosUOPMGRaKG8XleD3tNwDAmh1nEBXgivgIX7Pfc7Osemuvk1YNtUoJNwc78SLjQyO6tvykqUW5OdY2DiqvFHAqKx/ujhrsOXMNxTWvvcpge2lhSd2Zpwy42b6ozm448PfR8HBi4yiipuI7HVErc3W0Q6iXsywYU9vtSR50mz04GDsXD8esQcHiMTuVkgE3GyXNdNOn4EtfU2a6EdkmdUPSjMmmKZUKBtwsSKFQ4Ikx4bh/SIh47P73f8Kv2QUmxwuCgKuF1R0p9U0upEEadlhvH16/O0b8esyrP+D2dXux+NMj2Hq4usabnVJeWkPaXIPaLh+dPcswEDUDVw+RFSiVClnWk77bk2Etbw9HDUK9nbF0bA8sHN0dXz0ypDWnSY0kzXQzVWzWia3WiWwSY25ExhQKBRbGy7fr/n610OTYf6f8KhbHd6i56KQ/twEAHYNu7UIXD/lF30yDoJq+kYK+c7u+xqK9nRL9gtyxYFS3VpglEZFtYdoFkZU4adQoqEm714pbEeVRN31gzt5OhUdvDWvdCVKjRQa4ope/Dt4uWgSZDLrxLZfIFjHTjcg0F3s7RAa44tjlPACAqaaTgiBgzc6z4m3Hmkw3lWRdcRth++DqWHfwtLYxmPx4ZIArPp07CADQt4s7nvnqBJ6fFNUicyQisjX8BEhkJY4miu4bnqQwM6ptcdKq8fWCoUbHu/k442xOIYZ1ZxFaIlsytrcfvv0lCw8OC7X2VIhslv4cBQDybpYb3f+bQfabvpRCfE8fnMzMR+8AXctOkFqNl7MGOns18s3UatNvQVQZXET2dqltwjCyh4/Z7rZERO0Rg25EVqK/EgzUXgE2rOnGzKj2YfPcOFzJLUHPTi7WngoRSayZ1he/Xy1CmK+ztadCZLOk20T/LCxFYWmFrEbpuWvyzqb6wMvC0d0xtLs3wv34t6+90KpV+P7R4bgleYfJ+/W13JQGV5FPZZmuBUhE1BEw15vISmSdLlV1by+lts3NUYMIf51RUJWIrMtOpUS4nwvXJlEdvJxrs5Re+v5XxDyTggt/FonH8iXZb6lLRohfq1VKDAzxYBOFdqauhiX6AK3KIOh2Nb+0RedERGTLGHQjshInTQO2l2oYdCMiIiLrWTq2h+x2WUUV3t93QbxdWFMsf1ykH4K92F29I9PXxzS8iPzcxEhrTIeIyCYw6EZkJY6SLDaN2UYKrOlGRERE1tPZ3RFb5w2WHdtz5hpyi8uw9fBlnMrKB8ALhWS+kUKfQLfWnwwRkY3gX0ciK5Fluok13eRjnLm9lIiIiKzMxV5+PnI6uwBjXv0BWfkl4jE7Na/ld0SuDnZigw2xkYJB1E1rx98NIuq4+A5IZCXSmm7ONSezhpluOnvWQSEiIiLrcjFxPiINuAFAdGfX1poOWdlnD8VBZ6/Ghnv6yS4Qa83s3LC3484NIuq42kzQ7fr165g+fTp0Oh3c3Nxw3333obCwsM7xjzzyCMLDw+Hg4IAuXbpgwYIFyMvLa8VZE5knPQHRn7CoDa4MujtpWnVORERERIa8XbR4cmwP/G1MuNkxkQFurTchsqp+QR44ujIRib38ZKVQ9EE3o0w3ZkESUQfWZvauTZ8+HZmZmUhJSUF5eTlmz56NOXPm4KOPPjI5/sqVK7hy5QpeeuklRERE4MKFC5g7dy6uXLmCzZs3t/LsiYxpVLUnJPo6KNKtGVG8YkxEREQ24sHhXQEAO07mIOPCDaP7u/qwiUJHJN25ob+gLM10c9GqxTIqREQdUZsIup08eRLbtm3DwYMH0b9/fwDA2rVrMW7cOLz00kvw9/c3+p7evXvjs88+E2937doVzz77LO6++25UVFRArW4TPzq1Y32D3AEAfjp7KGuuCEoz3ZiKT0RERLZm/d0xGPjsDqPjWjXPWzoi2fZSO32mW+39oT7OUBgWLSYi6kDaxGWHffv2wc3NTQy4AUB8fDyUSiXS09Mb/Dh5eXnQ6XR1BtxKS0uRn58v+0fUEkaEeeOj+2Px6dw48Zid5CzFgUE3IiIisjE+LvZ4eXK07NhnD8WZGU3tnaNGur3UONOtqzczIImoY2sTQbesrCz4+PjIjqnVanh4eCArK6tBj3Ht2jU888wzmDNnTp3jkpOT4erqKv4LDAxs8ryJ6qJQKDComxcCPRzFY2rJllMG3YiIiMgW3dmvM5YkhIm33RxZg7ajkma62dsZ13Rzc+DvBhF1bFYNui1duhQKhaLOf6dOnWr28+Tn5yMpKQkRERFYuXJlnWOffPJJ5OXlif8uXbrU7Ocnaii1snZJ6juaEhEREdmaeSO7YWh3L0QHuiHYk9lMHZVGbbxLQy3ZuaHfckpE1FFZ9VP94sWLMWvWrDrHhIaGws/PDzk5ObLjFRUVuH79Ovz8/Or8/oKCAowZMwYuLi7YsmUL7OyMW55LabVaaLXaBs2fyNKkhWY92bmUiIiIbJRCocD79w4Uv6aOSRBqv9ZnvUnPZ9lEgYg6OqsG3by9veHt7V3vuLi4OOTm5iIjIwP9+vUDAOzcuRNVVVWIjY01+335+flITEyEVqvFF198AXt7e4vNnaglSLeXujPoRkRERDaMwTYSUBt102e4SbPfpFtNiYg6ojZx6aFnz54YM2YMHnjgARw4cAB79+7F/Pnz8de//lXsXHr58mX06NEDBw4cAFAdcEtISEBRURHefvtt5OfnIysrC1lZWaisrLTmj0NkljToFuLFrRpEREREZLtMda3VSoJuDLkRUUfXZopGffjhh5g/fz5Gjx4NpVKJO++8E2vWrBHvLy8vx+nTp1FcXAwA+Pnnn8XOpt26dZM91rlz5xAcHNxqcydqKGlNtzBfFyvOhIiIiIioblMHBOLzw5cxPqqTeEy6pVTJTDci6uDaTNDNw8MDH330kdn7g4ODIUiKCowYMUJ2m6gtcHWwQ3cfZ6hVSgRJupoSEREREdma3gGuOLI8QRZck36tZtCNiDq4NhN0I+oIVEoFvlk4FCqFglcGiYiIiMjm1XXO6mzPj5tE1LHxXZDIxtixyxMRERERtQP+rg7WngIRkVUx6EZEREREREQW86/be+NUVj6Gh3lbeypERFbFoBsRERERERFZzN23BFl7CkRENoH72IiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwtTWnoCtEwQBAJCfn2/lmRARERERERERkTXp40P6eFFdGHSrR0FBAQAgMDDQyjMhIiIiIiIiIiJbUFBQAFdX1zrHKISGhOY6sKqqKly5cgUuLi5QKBTWno5F5OfnIzAwEJcuXYJOp7P2dIjaLK4lIsvheiKyDK4lIsvgWiKynPa2ngRBQEFBAfz9/aFU1l21jZlu9VAqlejcubO1p9EidDpdu/iFJ7I2riUiy+F6IrIMriUiy+BaIrKc9rSe6stw02MjBSIiIiIiIiIiIgtj0I2IiIiIiIiIiMjCGHTrgLRaLVasWAGtVmvtqRC1aVxLRJbD9URkGVxLRJbBtURkOR15PbGRAhERERERERERkYUx042IiIiIiIiIiMjCGHQjIiIiIiIiIiKyMAbdiIiIiIiIiIiILIxBNyIiIiIiIiIiIgtj0K2DWbduHYKDg2Fvb4/Y2FgcOHDA2lMisqrdu3fjtttug7+/PxQKBT7//HPZ/YIgYPny5ejUqRMcHBwQHx+PM2fOyMZcv34d06dPh06ng5ubG+677z4UFhbKxhw9ehRDhw6Fvb09AgMD8cILL7T0j0bUqpKTkzFgwAC4uLjAx8cHt99+O06fPi0bU1JSgnnz5sHT0xPOzs648847kZ2dLRtz8eJFJCUlwdHRET4+Pnj88cdRUVEhG5OamoqYmBhotVp069YNGzdubOkfj6hVrV+/HlFRUdDpdNDpdIiLi8O3334r3s+1RNQ0q1atgkKhwKJFi8RjXE9E9Vu5ciUUCoXsX48ePcT7uY7MY9CtA/nvf/+Lxx57DCtWrMDPP/+M6OhoJCYmIicnx9pTI7KaoqIiREdHY926dSbvf+GFF7BmzRq8/vrrSE9Ph5OTExITE1FSUiKOmT59Oo4fP46UlBR89dVX2L17N+bMmSPen5+fj4SEBAQFBSEjIwMvvvgiVq5ciTfeeKPFfz6i1pKWloZ58+Zh//79SElJQXl5ORISElBUVCSOefTRR/Hll1/i008/RVpaGq5cuYKJEyeK91dWViIpKQllZWX48ccf8d5772Hjxo1Yvny5OObcuXNISkrCyJEjcfjwYSxatAj3338/vvvuu1b9eYlaUufOnbFq1SpkZGTgp59+wqhRozBhwgQcP34cANcSUVMcPHgQGzZsQFRUlOw41xNRw/Tq1QuZmZnivz179oj3cR3VQaAOY+DAgcK8efPE25WVlYK/v7+QnJxsxVkR2Q4AwpYtW8TbVVVVgp+fn/Diiy+Kx3JzcwWtVit8/PHHgiAIwokTJwQAwsGDB8Ux3377raBQKITLly8LgiAIr732muDu7i6UlpaKY5544gkhPDy8hX8iIuvJyckRAAhpaWmCIFSvHTs7O+HTTz8Vx5w8eVIAIOzbt08QBEH45ptvBKVSKWRlZYlj1q9fL+h0OnH9/O1vfxN69eole66pU6cKiYmJLf0jEVmVu7u78NZbb3EtETVBQUGB0L17dyElJUUYPny4sHDhQkEQ+LeJqKFWrFghREdHm7yP66huzHTrIMrKypCRkYH4+HjxmFKpRHx8PPbt22fFmRHZrnPnziErK0u2blxdXREbGyuum3379sHNzQ39+/cXx8THx0OpVCI9PV0cM2zYMGg0GnFMYmIiTp8+jRs3brTST0PUuvLy8gAAHh4eAICMjAyUl5fL1lOPHj3QpUsX2XqKjIyEr6+vOCYxMRH5+flihs++fftkj6Efw79l1F5VVlZi06ZNKCoqQlxcHNcSURPMmzcPSUlJRr/zXE9EDXfmzBn4+/sjNDQU06dPx8WLFwFwHdWHQbcO4tq1a6isrJT9kgOAr68vsrKyrDQrItumXxt1rZusrCz4+PjI7ler1fDw8JCNMfUY0ucgak+qqqqwaNEiDB48GL179wZQ/buu0Wjg5uYmG2u4nupbK+bG5Ofn4+bNmy3x4xBZxbFjx+Ds7AytVou5c+diy5YtiIiI4FoiaqRNmzbh559/RnJystF9XE9EDRMbG4uNGzdi27ZtWL9+Pc6dO4ehQ4eioKCA66geamtPgIiIiNqXefPm4ZdffpHV+iCixgkPD8fhw4eRl5eHzZs3Y+bMmUhLS7P2tIjalEuXLmHhwoVISUmBvb29tadD1GaNHTtW/DoqKgqxsbEICgrCJ598AgcHByvOzPYx062D8PLygkqlMuogkp2dDT8/PyvNisi26ddGXevGz8/PqBlJRUUFrl+/Lhtj6jGkz0HUXsyfPx9fffUVdu3ahc6dO4vH/fz8UFZWhtzcXNl4w/VU31oxN0an0/Gkj9oVjUaDbt26oV+/fkhOTkZ0dDRWr17NtUTUCBkZGcjJyUFMTAzUajXUajXS0tKwZs0aqNVq+Pr6cj0RNYGbmxvCwsJw9uxZ/l2qB4NuHYRGo0G/fv2wY8cO8VhVVRV27NiBuLg4K86MyHaFhITAz89Ptm7y8/ORnp4urpu4uDjk5uYiIyNDHLNz505UVVUhNjZWHLN7926Ul5eLY1JSUhAeHg53d/dW+mmIWpYgCJg/fz62bNmCnTt3IiQkRHZ/v379YGdnJ1tPp0+fxsWLF2Xr6dixY7JAdkpKCnQ6HSIiIsQx0sfQj+HfMmrvqqqqUFpayrVE1AijR4/GsWPHcPjwYfFf//79MX36dPFrrieixissLMRvv/2GTp068e9SfazdyYFaz6ZNmwStVits3LhROHHihDBnzhzBzc1N1kGEqKMpKCgQDh06JBw6dEgAILzyyivCoUOHhAsXLgiCIAirVq0S3NzchK1btwpHjx4VJkyYIISEhAg3b94UH2PMmDFC3759hfT0dGHPnj1C9+7dhWnTpon35+bmCr6+vsI999wj/PLLL8KmTZsER0dHYcOGDa3+8xK1lIceekhwdXUVUlNThczMTPFfcXGxOGbu3LlCly5dhJ07dwo//fSTEBcXJ8TFxYn3V1RUCL179xYSEhKEw4cPC9u2bRO8vb2FJ598Uhzz+++/C46OjsLjjz8unDx5Uli3bp2gUqmEbdu2terPS9SSli5dKqSlpQnnzp0Tjh49KixdulRQKBTC999/LwgC1xJRc0i7lwoC1xNRQyxevFhITU0Vzp07J+zdu1eIj48XvLy8hJycHEEQuI7qwqBbB7N27VqhS5cugkajEQYOHCjs37/f2lMisqpdu3YJAIz+zZw5UxAEQaiqqhKWLVsm+Pr6ClqtVhg9erRw+vRp2WP8+eefwrRp0wRnZ2dBp9MJs2fPFgoKCmRjjhw5IgwZMkTQarVCQECAsGrVqtb6EYlahal1BEB49913xTE3b94UHn74YcHd3V1wdHQU7rjjDiEzM1P2OOfPnxfGjh0rODg4CF5eXsLixYuF8vJy2Zhdu3YJffr0ETQajRAaGip7DqL24N577xWCgoIEjUYjeHt7C6NHjxYDboLAtUTUHIZBN64novpNnTpV6NSpk6DRaISAgABh6tSpwtmzZ8X7uY7MUwiCIFgnx46IiIiIiIiIiKh9Yk03IiIiIiIiIiIiC2PQjYiIiIiIiIiIyMIYdCMiIiIiIiIiIrIwBt2IiIiIiIiIiIgsjEE3IiIiIiIiIiIiC2PQjYiIiIiIiIiIyMIYdCMiIiIiIiIiIrIwBt2IiIiIiIiIiIgsjEE3IiIiIhuTmpoKhUKB3Nxca0/FZsyaNQu33367tadBRERE1GAMuhERERFZ2YgRI7Bo0SLx9qBBg5CZmQlXV9dWef60tDQEBga2ynMRERERdRRqa0+AiIiIiOQ0Gg38/Pxa7fm2bt2K2267rdWej4iIiKgjYKYbERERkRXNmjULaWlpWL16NRQKBRQKBTZu3CjbXrpx40a4ubnhq6++Qnh4OBwdHTFp0iQUFxfjvffeQ3BwMNzd3bFgwQJUVlaKj11aWoolS5YgICAATk5OiI2NRWpqqtEcvvjiC/zlL38BAGzevBmRkZFwcHCAp6cn4uPjUVRUBAA4ePAgbr31Vnh5ecHV1RXDhw/Hzz//LHsshUKBDRs2YPz48XB0dETPnj2xb98+nD17FiNGjICTkxMGDRqE3377TfyelStXok+fPtiwYQMCAwPh6OiIKVOmIC8vz+z/t6qqKiQnJyMkJAQODg6Ijo7G5s2bm/oyEBEREVkcg25EREREVrR69WrExcXhgQceQGZmJjIzM01u9SwuLsaaNWuwadMmbNu2DampqbjjjjvwzTff4JtvvsEHH3yADRs2yAJP8+fPx759+7Bp0yYcPXoUkydPxpgxY3DmzBlxzPHjx5GTk4NRo0YhMzMT06ZNw7333ouTJ08iNTUVEydOhCAIAICCggLMnDkTe/bswf79+9G9e3eMGzcOBQUFsrk+88wzmDFjBg4fPowePXrgrrvuwoMPPognn3wSP/30EwRBwPz582Xfc/bsWXzyySf48ssvsW3bNhw6dAgPP/yw2f9vycnJeP/99/H666/j+PHjePTRR3H33XcjLS2tSa8DERERkaVxeykRERGRFbm6ukKj0cDR0VHcUnrq1CmjceXl5Vi/fj26du0KAJg0aRI++OADZGdnw9nZGRERERg5ciR27dqFqVOn4uLFi3j33Xdx8eJF+Pv7AwCWLFmCbdu24d1338Vzzz0HoHpraWJiIjQaDTIzM1FRUYGJEyciKCgIABAZGSnOYdSoUbI5vfHGG3Bzc0NaWhrGjx8vHp89ezamTJkCAHjiiScQFxeHZcuWITExEQCwcOFCzJ49W/ZYJSUleP/99xEQEAAAWLt2LZKSkvDyyy8bbbUtLS3Fc889h+3btyMuLg4AEBoaij179mDDhg0YPnx4g///ExEREbUUBt2IiIiI2gBHR0cx4AYAvr6+CA4OhrOzs+xYTk4OAODYsWOorKxEWFiY7HFKS0vh6ekp3t66dauYdRYdHY3Ro0cjMjISiYmJSEhIwKRJk+Du7g4AyM7OxlNPPYXU1FTk5OSgsrISxcXFuHjxouw5oqKiZHMC5ME7X19flJSUID8/HzqdDgDQpUsXMeAGAHFxcaiqqsLp06eNgm5nz55FcXExbr31VtnxsrIy9O3bt87/j0RERESthUE3IiIiojbAzs5OdluhUJg8VlVVBQAoLCyESqVCRkYGVCqVbJw+UJeZmYlDhw4hKSkJAKBSqZCSkoIff/wR33//PdauXYt//OMfSE9PR0hICGbOnIk///wTq1evRlBQELRaLeLi4lBWVmZ2rgqFwuwx/Vwbq7CwEADw9ddfywJ1AKDVapv0mERERESWxqAbERERkZVpNBpZAwRL6Nu3LyorK5GTk4OhQ4eaHPPll19i0KBB8PDwEI8pFAoMHjwYgwcPxvLlyxEUFIQtW7bgsccew969e/Haa69h3LhxAIBLly7h2rVrFpnvxYsXceXKFXEr7P79+6FUKhEeHm40NiIiAlqtFhcvXuRWUiIiIrJZDLoRERERWVlwcDDS09Nx/vx5ODs7NzkDTCosLAzTp0/HjBkz8PLLL6Nv3764evUqduzYgaioKCQlJcm6lgJAeno6duzYgYSEBPj4+CA9PR1Xr15Fz549AQDdu3fHBx98gP79+yM/Px+PP/44HBwcmj1XALC3t8fMmTPx0ksvIT8/HwsWLMCUKVOMtpYCgIuLC5YsWYJHH30UVVVVGDJkCPLy8rB3717odDrMnDnTInMiIiIiag52LyUiIiKysiVLlkClUiEiIgLe3t5GNdKa6t1338WMGTOwePFihIeH4/bbb8fBgwfRpUsXFBUVYceOHbKgm06nw+7duzFu3DiEhYXhqaeewssvv4yxY8cCAN5++23cuHEDMTExuOeee7BgwQL4+PhYZK7dunXDxIkTMW7cOCQkJCAqKgqvvfaa2fHPPPMMli1bhuTkZPTs2RNjxozB119/jZCQEIvMh4iIiKi5FIK+BzwRERERdRj/+9//8NRTT+HEiRPWngpWrlyJzz//HIcPH7b2VIiIiIgshpluRERERB2Qs7Mznn/+eWtPg4iIiKjdYk03IiIiog4oISHB2lMgIiIiate4vZSIiIiIiIiIiMjCuL2UiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiIL+39JPDVHyQgGzAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot specific Channel of Record\n",
"fig = wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 7\",figsize=(15,4),return_fig=True)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(data['SB'][24].p_signal[:,6],radius=3)\n",
"record = data['SB'][24].p_signal[:,6]\n",
"wholeRecord = data['SB'][24]\n",
"peak_points_y = [record[i] for i in hard] "
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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bzWaEhYWVu2xV0Alir776KubPn4+cnBy0bt0ay5YtQ4cOHVTvfeedd3D//ffLrkVGRqK0tFR8zHEcnn/+eaxYsQKXL19G165d8frrr6Nx48YV+j0IgiAIgiAIwtdYLBacO3cOxcXF/m5KpcJxHNLT03Hq1KlKqesbExODmjVrIiIiwuv3CCpBbN26dZg4cSLeeOMNdOzYEYsXL8aAAQNw9OhRpKWlqb4mPj4eR48eFR8r/zHz5s3D0qVL8e677+Kaa67BtGnTMGDAABw6dAhRUVEV+n0IgiAIgiAIwlfY7XYcP34cZrMZtWrVQkRERKUIJYGA3W5HUVER4uLi3BZRLi8cx8FiseDixYs4fvw4Gjdu7PXnBZUgtmjRIowaNUq0cr3xxhv46quvsHLlSjz99NOqr2EYBunp6arPcRyHxYsX49lnn8Vtt90GAHjvvfdQo0YNfPrppxg+fHjFfBGCIAiCIAiC8DEWiwV2ux116tRBTEyMv5tTqdjtdlgsFkRFRVWoIAYA0dHRCA8Px3///Sd+pjcEjSBmsViwb98+TJ06VbxmMpnQt29f7NmzR/N1RUVFqFevHux2O66//nrMmTMH1157LQDg+PHjyMnJQd++fcX7q1evjo4dO2LPnj2aglhZWRnKysrEx4WFhQB431Sr1Vqu71lehM/3dzuI4IHGDGEUGjOEUWjMEEahMeMdVqsVHMcB4AWTqoTwvTmOq7TvznEcrFYrzGaz7LrecRs0glhubi5YlkWNGjVk12vUqIEjR46ovqZp06ZYuXIlWrVqhYKCAixYsABdunTBn3/+iYyMDOTk5IjvoXxP4Tk15s6di+nTp7tc37JlS8BoH7Zu3ervJhBBBo0Zwig0Zgij0JghjEJjxhhhYWFIT09HUVERLBaLv5vjF65cuVIpn2OxWFBSUoJdu3bBZrPJntMbnxc0gpg3dO7cGZ07dxYfd+nSBc2bN8ebb76JmTNnev2+U6dOxcSJE8XHhYWFqFOnDvr374/4+Phytbm8WK1WbN26Ff369QuYquJEYENjJsBgWTDffQecOwfUrAnuxhsBhabN39CYIYxCY4YwCo0Z7ygtLcWpU6cQFxdX5XIdcByHK1euoFq1apUSF1daWoro6Gh0797dpa8FbzlPBI0glpKSArPZjPPnz8uunz9/XjMGTEl4eDjatm2Lf/75BwDE150/fx41a9aUvWebNm003ycyMhKRkZGq7x8oi0UgtYUIDmjMBADZ2cDjjwOnTzuvZWQAS5YAWVn+a5cGNGYIo9CYIYxCY8YYLMuCYRiYTKbyx0mxLLB7t6gYRLduAacYlCK4IwrfX0nPnj3Rpk0bLF682CefZzKZwDCM6hjVO2aDpqBzREQE2rVrh+3bt4vX7HY7tm/fLrN6uYNlWRw8eFAUuq655hqkp6fL3rOwsBB79+7V/Z4EQRA+ITsbGDJELoQB/OM77uCfJwiCIIjKIDsbqF8f6NULuOsu/nf9+hW6F913331gGAYMwyAiIgKNGjXCjBkzXNz+QomgEcQAYOLEiVixYgXeffddHD58GGPGjMHVq1fFLIr33HOPLJnHjBkzsGXLFvz777/49ddf8b///Q///fcfHnroIQC8xDxhwgTMmjULn3/+OQ4ePIh77rkHtWrVwuDBg/3xFQmCqIqwLG8JcwQaqzJ6NH8fQRAEQVQkWorBM2f46xUojA0cOBDnzp3D33//jUmTJuGFF17A/PnzK+zz/E1QCWLDhg3DggUL8Nxzz6FNmzbYv38/Nm3aJCbbOHnyJM6dOyfef+nSJYwaNQrNmzdHZmYmCgsL8cMPP6BFixbiPVOmTMFjjz2G0aNH44YbbkBRURE2bdpU5fxqCYLwI7t3u254SvLygNmzK6c9BEEQRNXEnWJQuDZhQoUpBiMjI5Geno569ephzJgx6Nu3Lz7//HOUlZVh8uTJqF27NmJjY9GxY0fs3LlTfF1eXh7uuusutGjRAnFxcbjuuuuwZs0at5/11VdfoXr16li9ejUAYOfOnejQoQNiY2ORkJCArl274r///quQ7ykQNDFiAuPGjcO4ceNUn5P+QwDg5Zdfxssvv+z2/RiGwYwZMzBjxgxfNZEgCMIYEgWSW5YuBf7v/wLaR58gCIIIYjwpBjkOOHWKv69nzwpvTnR0NPLy8jBu3DgcOnQIa9euRa1atfDJJ59g4MCBOHjwIBo3bozS0lK0a9cOY8eORc2aNfH111/j7rvvRsOGDdGhQweX9/3www/xyCOP4MMPP8Qtt9wCm82GwYMHY9SoUVizZg0sFgt++umnCk/6EXSCGEEQRMghSRbklry8Stv8CIIgiCqIXsWg3vu8hOM4bN++HZs3b8aIESOwatUqnDx5ErVq1QIATJ48GZs2bcKqVaswZ84c1K5dG5MmTUJhYSHi4+Px2GOPYfPmzfjoo49cBLFXX30V//d//4cvvvgCPXr0AMDniCgoKMAtt9yChg0bAgCaN29eod8RIEGMIAjC/3TrBiQlAfn5nu+t4M2PIAiCqMLoVQzqvc8gX375JeLi4mC1WmG323HXXXdhyJAheOedd9CkSRPZvWVlZUhOTgbAJ+SbPXs21q5di5ycHFgsFpSVlbnU992wYQMuXLiA77//HjfccIN4PSkpCffddx8GDBiAfv36oW/fvhg6dKgsq3pFEFQxYgRBECGJ2Qz066fv3greFAiCIIgqTLdufNkULZc8hgHq1OHvqwB69eqF/fv34++//0ZJSQneffddFBUVwWw2Y9++fdi/f7/4c/jwYSxZsgQAMH/+fCxduhSPP/44tm/fjv3792PAgAEuRa3btm2L1NRUrFy5EpwiDm7VqlXYs2cPunTpgnXr1qFJkyb48ccfK+R7CpBFjCAIwt9kZwPr1rm/h2H4zbGCNj+CIAiCgNnM164cMoTfd6TCiiCcLV5cYbHKsbGxaNSokexa27ZtwbIsLly4gG4ae+D333+PQYMGYdiwYYiPjwcA/PXXX7IEfQDQsGFDLFy4ED179oTZbMYrr7zi8llt27bF1KlT0blzZ3z44Yfo1KmTD7+hHLKIEQRB+BMhQ5UeKnDzIwiCIAgAQFYWsGEDULu2/HpGBn89K6tSm9OkSROMHDkS99xzD7Kzs3H8+HH89NNPmDt3Lr766isAQOPGjbFt2zbs3bsXhw8fxsMPP4zz589rvt+OHTvw8ccfY8KECQCA48ePY+rUqdizZw/+++8/bNmyBX///XeFx4mRRYwgCMKf6EldDwAvvFDpmx9BEARRRcnKAm67jd+jzp3j3eK7dfObMnDVqlWYNWsWJk2ahDNnziAlJQWdOnXCLbfcAgB49tlncezYMQwZMgQxMTEYPXo0Bg8ejIKCAtX3a9q0Kb755hvRMjZlyhQcOXIE7777LvLy8lCzZk2MHTsWDz/8cIV+LxLECIIg/Ine5BuNG1dsOwiCIAhCitlcqVl633nnHc3nwsPDMX36dEyfPl31+aSkJHzyySdi1kSTydXpT1nmqnnz5jKr2SeffOJVu8sDuSYSBEH4Ez9nqCIIgiAIwj+QIEYQBOFPPGSosgOwU5IOgiAIggg5SBAjCILwJ0KGKgAc5MKY3fH7ytz5lKSDIAiCIEIMEsQIgiD8jSNDVX5iquzy+fhUjBn8DHIH3OKnhhEEQRAEUVFQsg6CIIhAICsL9/6XhLif9+C5dolo0a4Z7vzegtNXrHi01Obv1hEEQeiHZYGdO/kfgE/40LMnWfYrEWWxYsL3+KKPSRAjCD2wbMCkcCVClwvFNvxRtxXsw28EaldH7G+7gCtWXCFBzD00PwkicMjOBkaPBvLynNdmzQKSk4Hly6kMRwUTHh4OACguLkZ0dLSfWxPaFBcXA3D2uTeQIEYQnsjO5gvuSms9ZWTwcT20oRA+wm7nkH/VAgBIiYsEAFSL4pfoK6VWv7Ur4KH5SRCBQ3Y2cMcd6s/l5fHPffwxzc0KxGw2IyEhARcuXAAAxMTEgNFIBhVq2O12WCwWlJaWqqav9xUcx6G4uBgXLlxAQkICzOVQ/JEgRhDuyM4GhgwBlObnM2f4636oME+EJgUlVtjs/DhLio0AIBXEyCKmCs1PgggcWBYYP97zfY8/zhcKJqt1hZGeng4AojBWVeA4DiUlJYiOjq4U4TMhIUHsa28hQYwgtGBZfsNQ8wEWrk2YQBsK4RNyi8oAANWjwxERxmvyqkXx7g6FZBFzxdP8ZBianwRRmezezStBPHH6NH9vJRYKDgp86GLNMAxq1qyJtLQ0WK1VZ/+wWq3YtWsXunfvXi53QT2Eh4eXyxImQIIYQWixe7fc3UmNU6doQyF8wkWHIJYSFyFeI4uYGzzNT46j+ekOiqsjfM25cxVzb1VgwwZgzBggN9d5rXZtYOnScln1zWazT4SFYMFsNsNmsyEqKqrCBTFfQenrCUKLzz7z7X0E4YbT+SUAgFoJzuBqwSJGgpgKeg9ydOBzJTsbqF8f6NULuOsu/nf9+vx1gvCWmjUr5t5QZ8oU4M475UIYwFsX77iD5mWIQ4IYQajBssAHH+i7d/Vq/n6CKAfnCkoBALVlghgl69Dk7799e19VQYirU1oThbg6OvQR3vLll/ruy8jgLbAEsH49MH+++3tGj6YzRghDghhBqLF7t6t2SouLF/n7CaIc5F0VXBMjxWvx5JqoTnY28Pzz+u5dsYIOMQJ6416pvwijrF8PLFyo794lS8gNFuDn2Zgxnu/Ly3PWYyN4WBbYsgW4+27g9tv5sWex+LtVXkGCGEGoYdSdidyfiHKSqxoj5nBNLCOLmIggTOhFSAxAGIurIwi9sCzw6KP67p0+nTKZCuzeLa+15g4SxJxkZwMJCcCAAbzn0qefApMnA9HRMD39tL9bZxgSxAhCDaPuTOTvTpST3Cu8Ni9ZYhGjZB0q6Emio4QUJTx6LRbUX4QRjHiQNG5csW0JJmieGUeoU1dU5Pqc3Q7TokVo8c47ld6s8kCCGEEoYVlg+XJ99zIMUKcO+bsT5SZXxTWRknWo4M3hhRQlvNvOxo367qX+IoxgZE7S2HJiROFLmV/5s9ljj3m8reHnnweVmyIJYqGMxQIsXswP3MWLg2pg+hW9tVAEFi8mf3ei3ORe0U5fX1hCrokiRg5ypChx8tprgN3u+T6GAbp0qfj2EKGD3jmZmkpzUcCIwjc5mQQxgD+bnT3r9hYGgMluh+mNNyqnTT6ABLEQxfT000BMDPDEE8Arr/C/Y2L4NKmEe/Rq95KT+dof5O9OlJMyG4tCh9UrhVwT3dOtG591jWHc3yc8T4oSnmPH9N3HccAPP1RsW4IRluXjdNas4X9TQhMnXbq4nWOc4wevvEJzUcCIwnf5cuo3wFipIL3rXQBAglgI0uKdd2BatMh1o2BZPk0qCWPu0avdW7eOhDB3WCzAokV8RqN77gG2bqXDiwaHzhYCAMwmBtWjnUUoBddEC2tHqZX6DgB/IFmyBADAuRPGMjJIUSKlYUP991Lsihyqu+aeH35wu7Yzjh+kpVVWiwIfvXNswgRawwB+fK1cqf9+I+udnyFBLNSwWHj/WHcsWkRuiu7woHG3A7DUqk2uAu6YMgWIjgYmTeIzGr3/PtC/P5/piA4vLpzMLwYAsHYOJpNz3MVFhol/k1VMQlYWsGED7DVryS4XVkvEW+1vw9ZX1wDHj9MBRsqjj3q2IgpQHI8TITmAMkHM6dNUbFeAiqsbR+8cu+22im1HsLBzJ1BY6PE2DoDdZIL9kUcqvEm+ggSxEMP0xhsw2e1wu92yLB8vQKgj0bgrIyqEx39PnUmuAlpMmcJbXtXiUYqK6PCiwkVHfNitreWChdnEICKMX6b/OFtQ6e0KaLKy8Okn32P4iDn4vzunAjt2YM6K7ZjVZxSONmtH81PJl1+q1w9TQjF1TliWL6brDiq2q1+oIAHfiQ6Fr50KXzsxkL7/2KBBQESE5xsDBBLEQgxm61Z9NwaR/6xfcGjcc6qlyC7nJ6ZhzOBncKzbAD81LMCxWPSlyH78cTq8SBAEsbRqkS7PWWy8QFtEFjEXThda8GPdVvil80CgZ08kxEcDAPKvUnITGXprrzEMxdRJ2bnTc50nKrarS6jIqU6JOmRIXawVqnNBhXlpzjyaiwaxd+yIQ/fd5+9mGIIEsVCCZcHs2aPv3iDyn/UXxbcMwo2PvI3hI+bg4psrgR078OzLn2Nz0y4ooCx26ujNzEZFdmVccCOI9W3Ox1UUlZEgpuTClVIAwICW6QCApFg+pi7fUQqAcKC39toLL5A7pxS9AlZVF8TcCBVCHOfsfqNJqFDiUPheTkqVXT4fn4oxg59BXv9b/NSwAERnKAg3fXrFtqMCCPN8CxE07N4NRocPLUwmPl6AcEtekQV2kxk/1m2FlFGZAMMgfsPvACiduCZGLK0UL8BbKnbvBrt6IzrFJSI97jqXW4Q4MbKIuZJbxAtcqY6U/0mxvCCbX0zzU4beuUbFdglvcQgVlx4ag6RLF8TLXO3aGNP+Hmxu2Bkvs3aEmUn/LyMrC+Nz02Hd+S0mXVcNN3RuiWF7rDhZYMHDpHxz0rMnn6law0LNAWCSk8H16AFs3lypTSsvJIiFEno328zMoPKf9ReXivmEJjWrR4FxaPXiHVnsyCKmgRFLq5FilqFIdjbvLnb6NJY6Lll3vgK8skxmlYgTUtjTpuyC4NKZ6rAkkkVMA4rh8Y6ePYFZs/TdRwBZWRh9NgVhP3yPqW0S0LpDc9g6d8Xm57cAAK6WsageQ4KYkgKLHQfqtkLh4PZA8xqI2b8LKLDgKq35TsxmPo3/HXfwQpfkKTHyNUjT/NOMCCX0HmwnTarYdoQI+Vd5QSwxxim01oiPAgCcuVzilzYFPEYOcitWVN04sexsYMgQF3exsJxz/HVJMpO4SF64IIuYKxeLhCLYvCAmpP4vLKG+kkGJAbwjP1/ffZcuVWw7gojcEhY/1m2FsjuHAT17IiIyXEw4dKWMFJhqnL7EnyeEciWxDi8IEsQUZGUBH3+MgkR5GYRzccl4ZeyLQetWTYJYqOCo0u4uJxYH8Jsxbba6EASxpFiJIFadF8Ryr5DG3QWWBSZP1n9/VY0TExInqGSwY4RrEyaIQqpQ1Jk2ZVcKHC6IiY45Kgit1FcKdGSCzZ35UlBqkysMlgUmTtR378SJVVeppEBt30yMCZc9Rzix2Oxiv8RH82u94I5eSMo3V7KycP/09Rg+Yg72v/gqflixHjeOWYnvW3X3d8u8JugEsVdffRX169dHVFQUOnbsiJ9++knz3hUrVqBbt25ITExEYmIi+vbt63L/fffdB4ZhZD8DBw6s6K/hexxV2t2lrWcAYNQo2mx1orahCIdiSpyggt6EAFKqYpyYp37iOODUKVFIFWPEaMzJ4DhO7BOhj8iN0w1ZWbB/tN4lE+zF6nxigDO9b/JTwwIUI+uZZL5WZaysXRQepPtmWjVegXmhkBSYSqTCaeO0agD4cAjAaSkj5PyTV4If67ZC9L1342qXbrCbzCix6kgSFqAEVYzYunXrMHHiRLzxxhvo2LEjFi9ejAEDBuDo0aNIU6nYvnPnTowYMQJdunRBVFQUXnrpJfTv3x9//vknateuLd43cOBArFq1SnwcGemauSzgoWBsnyPEiEk3lHjhoEeaKle8EaqqYkyKweKnTu0oufVIKbGysDsMiKIg5vhtsdlRZmMRGUZKJylXbh6EGx8JR4fTf+L9zLoIz6iNUb8DB85dxbBislbIMLqeVUWlkgJhzzQxTjdhwJkN9gJ5krhQ5HDXTIwJh9nEq9KF/qJYV1dKrax4/kqvHiUKsleCeH8MKovYokWLMGrUKNx///1o0aIF3njjDcTExGDlypWq969evRqPPvoo2rRpg2bNmuGtt96C3W7H9u3bZfdFRkYiPT1d/ElMTKyMr+NbKBjb5wi1iKQxYoLrUzBP+grDyNhimKpbONbgXI0jK6wqQn8wDBATwQtcsRFOwetqGbmKKSksscJuMmN/wzYI/99IvvZatRgAfJZYQoLRvZL2Vhw4xRedt3MQhQoASIsXBLFSv7QrkMl1zDup4FrdceYooFhXFwTBK9zMID4qLCTigoPGImaxWLBv3z5MnTpVvGYymdC3b1/s0Vk7q7i4GFarFUlJSbLrO3fuRFpaGhITE9G7d2/MmjULycnJmu9TVlaGsjKnpqLQkTLearXCavXTAb1TJ4TVrg2cPeuMM5FgB3ApqQbiO3UC/NXGICPXsWlUjzaL/1eHCzeKymywWCxiNsVgRvhu5R67HsaggFBXhl2wAJzdrq/uWCjRqRPC4uKAoiJVV2KOYYDatWFzzFVhzF0p8eP6osBnY6YcXC7i52dcZBhsNucmHB8VhsJSG85dKkK1iGr+al5AkneFd3WKjwoX/3eJjgF28UpJhf4/A2HMGEJYzzy4/Cvna1Xm0Q9/Ff+W/p8THGMs90qpof9/0I0ZL/jsN979tV5yjPg9q0XwNpJLV8tC+rt7w4WCYgC8gtxms8ERfoiCEgssFou4FwRCv+ltQ9AIYrm5uWBZFjVq1JBdr1GjBo4cOaLrPZ566inUqlULffv2Fa8NHDgQWVlZuOaaa3Ds2DE888wzuOmmm7Bnzx6YNWKp5s6di+kqReO2bNmCmJgYA9/Kt9T83/9ww0svwQ65qVM4Ei8d8ACuD7L6Cv7kn9NmAAxOHP0DG3MPAgB4i3gYrCyHz778GhEh5Pm0devWcr+H1hiUUpKcjD8efBDnIiOBjRvL/ZnBxg1z5qCmlhAGAByHn0eOxDnHXD1VBABhuFhQhI0B1l++GDPesuc8A8CMSM4q65dqJjMKweCLbd+heaK79EVVjz8u8X0WzpaKfVZ00QTAhD2/H0XtwsMV3gZ/jhkj1NyzB60LCuAuUEFtvlZlEsPNOG/jVzbpnDx9hh93f/37HzZuPG74fYNlzHjDkX/5+Zd/8YLYZ3/n8/118lxuwK35/uago28i7PwapnUmC4QxU1xcrOu+oBHEysuLL76ItWvXYufOnYiKihKvDx8+XPz7uuuuQ6tWrdCwYUPs3LkTffr0UX2vqVOnYqIkm1JhYSHq1KmD/v37Iz4+vuK+hCcyM2Fp3RpXxjyGlAJn0buy9Fp4vNN9+K/DADyb2dl/7QsiOI7D43v4idyna0d0asBbUe12Dk//shUcB3Tt2UesXxTMWK1WbN26Ff369UN4eLjnF7gjMxNsmzYofPARJBUXiJcL4hKwvlkPNH5oBLrcexvams1oW852ByPM+vUwu0kwBAAwmdB22jS0ddT6O5F3FQsOfg8bE4bMzAGV0ErP+HTMeMlf2/8B/v0XYZFRyMzsIV7/4NzPOHPiElq0boubWqb7pW2BytdrfwdwHm0a1ERmZisAwKW9J7H97BFEJ6UjM7NNhX12IIwZvTCffALzvHmqmU2l2GtngFu0EG1vv71KrmdKVp3ei/OnCrBkaCtkXuece/l7T+KLk0eQlFYTmZmtdb9fMI0Zb1l1ei+QV4B7+7RGZmvevbXGf5ew4ujPQGQMMjOroPu+G07tOg4c/RttG/JrGMdxmPrLVtg5oEvPPkiMMgXMmBG85TwRNIJYSkoKzGYzzp8/L7t+/vx5pKe732wXLFiAF198Edu2bUOrVq3c3tugQQOkpKTgn3/+0RTEIiMjVRN6hIeH+/0fbx0yBP/7NxoJfx7GE9dWQ8euLfFn3ZbYvHwv6lhsfm9fsHBJksno2oxEWb/FRYThSpkNpSxCqj99Mn6zs4Enn5QJYUhJwZphk/Bi3HWY1bolwiWKkCoFywJjxri9hQEAux3hK1bwKewBJMZFA+BjnszmMJhMgeMO688178uDOQCAIe3qyNog1OIpsXEhNT99gc3hBRwdGSb2TWIcPx+LythK6a9A2CfdwrJ8rU03QtilqDg8etvTmLdsPOqkkvurgJAVsW5KnHzPjOKVSiVWu1f/+4AfM15iY+3Y74iry0iKFb9jSjy/5heU0JlNyQVHTF3dZGd/xUXy7uglNiDNcS0Qxozezw+aZB0RERFo166dLNGGkHijc2dtK8+8efMwc+ZMbNq0Ce3bt/f4OadPn0ZeXh5qBnHg7ZEr4fixbitgxAigZ09Ui+WFxlP5VSQVKssCO3cCa9bwv72o7/Lmrn/Fv6VZEwFnCnvKnKhAo0gx8vLw8KvPYMDRH1BsqcJ9tns3oFNDhmPHxD+FTIAAUFSV+0+BkEQnNlKuT3Sm+6dkHUoKS/iYhV5NnVmG44Vgd0pAxKMjbX1iaRE4kwmXaIyJsHYO5x1ZEWtWj5Y9J8zRKr3+q3C5xDnn2tRJEP8W5uSVUivsdnKvliIkFUqJcxpDBOVbsCZRCxpBDAAmTpyIFStW4N1338Xhw4cxZswYXL16Fffffz8A4J577pEl83jppZcwbdo0rFy5EvXr10dOTg5ycnJQVFQEACgqKsKTTz6JH3/8ESdOnMD27dtx2223oVGjRhgwIDBcgIxyrsCZlahhWhwAeTYeoQBqyJKdDdSvD/TqBdx1F/+7fn3+ugHe+PaY5nPOSU+bioibIsXCtee3L8eVoiqcjvfMGf33Nmwo/hkVbkaEmV+qi2jMiew/dRkA0LZuguy6mGWS+soFQdgSCscCfOIOACgoCfG9QS8609CnFV3C5VDfTw2QW1QG1s7BbGJcXPajHYE7xRYSXEVYFvZvdmDQoW/R/cyfiJKcxoU5aedI+abkouMMIRfEgls5HlSC2LBhw7BgwQI899xzaNOmDfbv349NmzaJCTxOnjyJc5JF9PXXX4fFYsGQIUNQs2ZN8WfBggUAALPZjAMHDmDQoEFo0qQJHnzwQbRr1w67d+8OzlpiAE7mO4MDhYFaI97pChbS6WO1LDJnzvDXDQhjwkbSoX6Sy3POdOK0CYt40CIz4FDrSi7C93xfiY0KMN5+W999DAM8+qjsUlyQbzS+Rmq9ka5vAFAtUugrmp9KBGFLlio7BNI/+xSd3jAX4hLFulkEkONQAqfGRcpS1wPO+pskuDpwKIzTbrsJS7+Yj/c+eEqmMI4KNyMyjD+eF5KCREauG0EsWEu8BE2MmMC4ceMwbtw41ed27twpe3zixAm37xUdHY3NIZbpSKix0E6hJa6dEI0zl0twNVQ1Up4sMgzDx9zcdhugkQ1TiuAOMKJjHZfnhElfSIdiJ599puu2qNwLFdyQAGX9emDHDn33ZmYCEa7usPlXLST8O/j34lXx72tSYmXPOd16aH5KYe2c6NYjrY0oWMcEN6hAikH0C926ARkZvAJPbT9hGOQnpuGnjGuRSYdkkdOX+NCHmgmuMcB1Evls0mcLSkSrWdDDsrwC8tw5Xnjv1k3X2UJUGCvHlqAw3rAByMpCfHQ4Ll4pQ0GJFRlBWNq2onC6JjrXMHJNJAIKQRBTxjXFRjpcA4JUY+ART379HAecOsXf54HCUivyHP3Yu1kNl+dFf/dQ7UujsCzwwQe6br0YVwV3FJZ1sXC5ZfJkl0tC3BMJ/zz/5fGCWIdrXC3WgvadXO3knLlUAgtrR0SYCbUSnDE8Ujeoq+QGxR+mlyzh/1bWiXQ83vjgFNhNZly6GiJjrDxx1Y7XmtetRaeTB9AwKdrlFkE5wnHBa7WQ4W0IhA4XfkyYALCsuI6RpdqJxWYX13VyTSQCFiGTWI14uWtlTERwm249otOv3+N9LItLX23BoEPfou/5Q6ge4TpFIh3xOha2ihUi1mL3biA31+NtuTHV8Vu9lpXQoABDZ/8AAJKTec2qgmoU9yRDyM5Ws7qr9p2ST6gjuK3XTYqRWSSiws2IENygaHzxZGUBGzaAq11bfj0jA9iwAad7ZQJAaLgmlieuWvLagXMmYu2aZ/DC+JtdXit1tQtWq4VIeUIgDCiM4xwKkquhembzgryr/LofZmJk7tXBrqgkQSxEiY1QzyQWssGyerNcurvPsanUG3ILln4xH2+9M0V1QwoXBDEbCWIAdAvBn7boiatsCLikKPGkTTaSpGP8eFX3lrhIftP59q+L3rczhDh1iRcqlPFhAAliWuQU8jE86Wp9JiTsCJUYHh9kzkVWFoqO/I3hI+Zg/K1PonTLNuD4cSArCwkxITLGyiNUaLw2Nve86mvjQyEW0YBFSxUDCuNqkSGuPPeCX05cAsB7fEldqAXXxGBVVJIgFmIIgtYN9RNk1wXXxJCd1IJfv9KVRIBhgDp1VK0NAHi/7Dvu0LUhCdpjC0tpZQHoFoK3Ne6IUmuIKQL0aJO3bdP3XjExwP/9n+pTJVZ+3oZE//nADerqOx+g08kDqB3nWqeFsgCq8/nvZwEAafGuiaikcWJBj48y5wJAXgmLH+u2wrY2vRHVr4+oJBHGWFAnUiiPUOHmtYzGa0PCZbi8IRAGFMaC8vxKqJ7ZvODjX9X73hm3H5xjiwSxEOPQuSsAnOliBQQLWcjW8ZD49XMafv1YvFg9mHb9emD4cPX3VdlUREGMLGI8noRgAJZatfFTxrUoCSWLrB5tcnY28M47+t5v1CjNYG/BH/7LAzo1qoGKj9ygFn76EtaueQbDh/VweW316BCMrfCBhUdQIMcp6q4BCB3tuw8z5wIQY4WT4+Qx1yGRabI8QoUXrxX6LKgFsfKGQBhQGAux6OSa6EToizvbZ8iuC8mHLgepqzAJYiGEdMImxSiTdVSBIqcOv362Zi35dYdfP7KyXF+TnQ0MHer+YKPYVKLD+cPyD8d0xv0EC94e9iRCsItoyjB8lrFZL8FuMofOpqJHm/z448Do0frfc/BgzadCIstYBbhBRZw/5/LaeEkGrZAohuojC48QVyct5iwQGwqCWHndxlTIc6TKTo6VWxEFC2KwauABlE+o8OK1TuE1iPusvCEQBhTGopUnmPvLxwju1b2bydcwQVGSW0SCGOFnjuc6Uzo3chRzFhA32iD1odVNVhaO//yH6Ne//71PRL9+F4SNWy+OTUVIz3vxSugUJ665Zw/CGjXy/rDnEILzElLl1x1CcOTQOwHwbhbWUEhyokcjfPo0kJen7/3cuc0CeLRnQ83ngoJKdIMSYlFCIgugDy08FxzrlbLYLgAxkUJZMFv5fZg5V0C0iCmyEIeEa2J5hAovXpsgWC1KgvOwDKD8IRAAv1d+9BHYpGT5dYXCWLDyXAqVuM1ywnEccq8Iqevla1j1aKfyLRghQSyEqJUQjfl3tMTQBq6HGSG4OKjdAnRihQk/1m2Fz1v0wMV2nbVre3jauJU4NpU+jpT2OYWlsIWAUMF88glueOkl16QSBg979sG3o8ejKzF8xBxceHMlXzfLIQTHR4eLrlEhUdRTr0ZYL1pusw5S45wJFoLSJbYS3aCkWQCDeqz50MJjY+1ixjG1GLGQSEDkq8y5EkSLmIZrYlDvp+URKrp0ceuKDoBfz7p0ER+GRJ9JLVowGAIhkJ0NPPEEwvIkHjUpKcDChTKFcVIs31+Xrgax4OpDrlpYlDhipJWCmKgYCVJDAwliIURSbAQGt6mFrjVcN+4EcREM/UltszsPE6w71yQj2exSU8UNKbVaJEwMfxYKem0Vy8I8cSIAKLcVw4e9swUlKGYZ7LumNZIevBfo2VPckMwmRtSIhkTKZ70aYT0MGaJusZUQF+WM6wnKg0wlu0EliTEDQdhXAr6y8LAsCjdtw61/fovOJw8gWTKWBATBNSis1Vou1L7InKv4jL8Wr0CnkwcQphCGBavrVQsbvMo4HfXSNIWKu+9WVxBIYVnghx/Eh4IgFtRzEhC9P4pTFTVG3YVACGglBcvLA4YNkyk9kxzusPkkiAEAch0W/ZgIs+jhJSC4CgdrjJjrikyEJIJFLOgFBx3YJMIXp7VZZGcbK7Lbo4dMqEiKjUBukQW5RWWqrj5Bw+7dYNwJpNLDXs+ebt9q0x98Dbv6ybEIM7vqeBJiwpF/1RIaG4ugTT5zRv1AwjB8TTA99cMeecTjLWYTg5S4SOQWleFcQUnwjbnyHJLTXGOaPL02MTYCOYWlyA/SjRmAbyw82dnA448j6fRpLBWu7X6NP4BLDoxBk4BowwZ+3b4oKeOQkcF/n9tu8zwnMzLcu40BYp9B0mfnv1oEmN8U+6yaRJi9UmpDosJ1MWhwCBXC9xXJyOCFMKVQwbLA888DH32k7/0lY1M4g1wORkWSkqwsrEtuhS1vrkda0SU8+1BvpN3cz70lbP16XthSg+P48TlhAj+OzWYkOixiQb2GSWFZ/hxx7hy/Vnfr5r6/FK8t3bYdgw59x7+Wlfe1oBixspzoThxMkEWsilA9OrizyhjBJkkrz6ptyNnZvFaqsFD/mzZrJnsoBG/nFgV5nJgP3XnW/XwKABCjkpUNcFopQkIQ0xN0fe+9nt8nOdmjgCtQJykaAHCuoFRvKwMHb92gsrP5g4knFK8V3Hryrwbx/CyvhUdY55Ta99On+esS7bsQI7b9yAVvWlo5TJkC3HmnXAgD+O8zZAjw2WfeW3gENGLy0q7kydy0w80mxDoyEwelhVpKVhZw4oQYV/2/kS+qx1VnZwMJCcDs2frfWzI2kx3uZKESW21jGDEEorRrd8/jauhQ91ZEhYU7ySHch4Rrog+y5TYbcRuWfjEfS5dPdHltNcmZQ5orIVggQayKUJVixKSuIi6eiSzLF801iuKwnFKNXyTzgjRLj4gv3Hkcbjy9ftuOTicP4I5W6aq3BXtArQvusnSuW8f/eOKNN3RrBYNa+PemvIQgSFzVsbEuWiR7bYJD8RTUBYrLE8PDsp4zdo4e7eJyLMzRgGP9emD+fO3nOc5pTdiwAahdW/68Hrcxg0lhqonZOYMzLkWG2SwKFT/Xb+W6JglzsahI/3vGxcnGZs3qfJxrTjAqklSQet7Y3QlYLAs89JD+N3YoPUVBrNgS3NlfKyBbrvK1DMOgdUZ1AMG55pMgVkUQ3QKKrdrueiGCbIFULmC7dxuLDQNUrRZBfSiW0q0buNq1oTkiPGWBkmi6nvlgJtaueQYjhnVXXVwFv+6QOLgIKLJ0/vvRF7w2OTVVXyKYlBTdH5XqEP6FzFFBh+AGpeeQbFRhoujHeDEmNojHWnlqI+7c6TljZ14efx+AHk34bKd5gbiesaw+N3LBmqCw8AwfMUc7c64UgzF5IVUEW4JJOda8VV7eeadsbAqC2LmCEvex20GCXa8gtnMncOmS/jd2KD2FrIl2LogV6BWULVfttdUd/VUQhPORBLEqgqAhttm54K4VowNpsg6XBdKbbHfLl7scdoSsPRcD8eBiBLMZ7KJFALw47Gloq8JyXGs7Ac6EE1dDrJadBU4XlcJON/J99dln+l5sYDymRoeh08kDqPn1J14X9fU7WVkoPvqPeEhe89K76odkowoTRT+GRJ0nQBReS9MUVmZPFh6HgOURx31xkbzgGpB7w+7d+mItAec4kFh4fqyrYuFx91qd91UTM7UF+RhT4FKzcPZs48pLhuGt/RJqVo9GuJmBleVwvjD4rWK6LWJGYtElVsRws0mMRQzaOLFKzJabEMTKNxLEqghR4SZEOBIoBK12RSdWVrpAKp7Ue0AGeC37xx+rHnaEdMZfHfBxGnM/wN1+O35+6inYjRTCFlyfdLrxAECcWDQ2tMafdLyxdo7/zh98oO/Fel1Ds7Px8L19sHbNMxi66Cmvi/oGAjZJeYmTrTqoH5KNHvwU/RgSqbIFsrKw8fM9ovB64bOv9Vl4DBAbyf8PAlJJYkR5Vp5spgbdtMWCu6Fk4Qcgk8Oys/nkHEYZOhSIkCcwMZsYxETwfVZsCcBxZhDW7uacITB5MvDXX/rfVGFFTA72OLHyxKAbVGYGc1ZOEsSqCAzDhKxFQok0WYfMNXH9en1xOwAvhJ05o3nYETbhcJXsgMHIuc6dcfY3p4vdt2985P6wN3u2e9cnFU2XUxALrYOLlVVYYPVq8CUlEdzisDzGXMyRX/eiqG8gYJVYrFUVyRs2AGPH6n9DlX4UxtqGfQbqBAYw0sQAJV11ZBsz6VyXHC7XwnoWkHNTr4Ckdz5pIcTkaaFw0w6Jos4qmARJzFuXxLg4YPVq1aeiw/lxW2oN/jOIW4sYywJffsnXBtOLihVRyMYZjJkAAXgfg56dzXviGHitEH4TjBbq0DhFEroQtJ6HzxnIFhiEqLomsixwzz363+TNN100elI6XJMEILQ2YamlIuf6jtqHPZYF5s3T96YSTVesKIgF/yYsxSpJ+c3aOf1awJEjPR+oJX7y5a3zFihIFSUuNZiEzHgFBfrf8LXXXPrx34vOBB+hEI/iYnV1x5QpwIwZnt9UEvsqzM2CkgCMIfYkIAmojANDfPaZZwWKxE1bEF5DKuYVgFlwSfcmnhoA3n1X8/8QHRE6ZxCZRUy6jAnZJW+91dgbTprkcuYIesu+NwmH9CQaUnmtaKEm10QikDl9qQQAcCUQtZ4+RDV9/ciRQKlOv/QJEzy6/Qgxd5cD8eDiJVZ32SaldO+uL5MdINN0CSlmi4JQY+UOqzI5jF4toJ607L4q6htASMeZTWmxdpcZT40nn+StggoevPEa8e+8YE5h70D33DTSh5LYV2mB1ICLexWSljCMdlIhjXGgGyEroLs9YtAg2b4QqjFijHBoNhpPHR2t6covIBTlDVrBQoLM80Y4A3iTXRIAunZVnbeCBbEsWC2IkoRDLhUKtWLQ9SQaAvi9T/Ja0dpqC76+IkGsCnFbaz4GqDQE/LPdIbeIAbBY9BegBHQdkAVNFWvncDVE+tOmR+t+223ADz/oe8PkZJmmKy6Q3Z/KgcwixnGetYCA+0yUUvQehubP5zewNWv43xYLsH07MG0a/7N9e8BYzaRChTjO9GbGk3LvvZqW2TpJMUh0uKoEdLpsR+kH8f+m8T9SPfSpvZfePpw+XS5USAQxqTUxYHAkLSlIriG7bE9J4dd2vRZ6NfSmF//yS35eOagRzydsOuNQcIYKYoyYkXi76Gjg8mWPCsyhN9QBAFwIgVpirNLzhmWBu+82/kZRUcC336o+JQgXQa08d8zdy0lp8utaMejffKPvfYcMkb02ytFX5wuDb2ypV14lQpJoR6DskZwrfm5JxeKSvv6119wXUpSiM84gKtyEiDATLDY7LhdbxJiUYMbCSmN3VPpr3Trg88/1v+H48TJNV6i68rgIFoIWcMgQ2KHQduktLCug9zC0cSP/I/0c6f9w1iwgKYl3c2zcmH/fbjpijSoA6fwULdZGMuMJVKvm9ukGqXHY998lnMwvRquMBIOtrASys/n/h9TimZHBjx3F4UQaV6epJDHShw0byh4yDIP29RLxy3+XArfgelYWHs+vibJvdiKt6BIuxCVizqJH0SC9evneV296cZbl95IJEwAADVPjAARnAVl3iFkTv/xS/4vee8+tK79AWjVeeL0QAlkTWU6qHAHvdVNcbPyN3LhyRjgKre88chGP9mzkTTMDg6wsPHOlNi5v/gZpRZewdGKm+v6Tna3fot+smeyhYNX//XQBUMcXja48gv/0SOgm0jGp/8sLrY1DiYv2+Ngx/S/WGWfAMAwSosNx4UoZCkqsyEj0pqWBheyArDzssSzwwAP63ywuDvi//5NdCqkCqBIsymQdAJCVBW79epy//xHUvCI5HGdk8EKY3ox3gnVNT00yKWqCdH6+PANacjLQowcQEwPUrQv07s3HDHkjnAmWHSFtes+emu8lE1yFuWokqF1AIUwoSXWUmAjIjGNC6Qfl/0lIwKLQFOuyVhtxJbt40eVSUhAkBvj2n3ygbivx8Z/nr/pGENOLZC8R6mKFhnXHOaZMDMNb/vQmSzDgFpoqCGKB3Gcsyys1zp1zq7CS9hlbWmbM60aga1c+w6QGglAszM1gxga+pAQALFXUZQXgdOvUi+I9WmU414FgC0MnQawKIQzUoHUN07lAulgoPBzYRHr1MhRnkBQbgQtXynAxkDcVwKt+cznrzZ5tTNv35JMunxEvBtMGf3yAFHkiBed1y22D0fWRcHQ4/SdWDshATL06xq1QgnXNyAall7w8ecbFOXOA+Hjgrbf4hBl6yc7mg6ulfv2zZvGC3vLlLkKnSwynxSK35unBZPLohidYYH88no+7O9c39v4ViZvSD+A43po5YQLvBuwYK1aZtVrjfZct09+G1FSXS8JhryBAaxadkFiezCYGrJ1zX79JL9u26b9XspeI/VVihZW1B3UGXen4YhjwCkk9rsxu3IPVSI8XijoHqEXMgJVauo6lvv+Wfq8bgdhYTZdEgXb1ErF670kUB2uMmAS3c5Vl+bGkl5gYF0GsdoKzTl1xkB1xg3flIAxTLzkWQJDW8MjO5usm9eoF3HWX2zpKUk0Vx4E/sHlK58wwwKZNhppU39GfAe2aYqDfNONQWFa/dhTgF0mFNQwA4h1xdVfKbCGRyU5ALvg7/mZZWLftwC1HvgMAhI8Y7r21KSsLGDjQBy3VQWEhr6GdMkXX7cwnn/BColpwdV4e/5xirMliOAXXYVnaMR1MnOjRFUr4vwRcoLsXpR+sagmIpNxwA7Bnj/421K7tcqnMEeu45qdT+t+nErkkERB7NOEFyTKrwXGjxGIB9u7Vd69C+E+IiRA9jS8FqPAKQFccotSqbzYx+r1IPLgHK6mbHAMAOJVfLC8tEwgIVmql94FGmRDpHhZx4oTxz3vvPY/7gVh3LViV5xLc7vkzZxpLcNKjh0vfMQwjxu6TIEYELEL6+mJLkI1SgwukS32PZ5/1fNCbPFmXj7uUBqm8IPbPBYMZkioLwdSv7LfTp1UPyKpJFAD+QKgnhkJg1SrVDUawUABAUQi5J8r7DaLwG3dTPyz9Yj7WrnkG4Q0blK/e14AB5W+oEebP593j3MGyMD/xhOf3evxx2eHPRagw4joM8JYiHXEE3Rrzh/WAKrjLsmIWMY9IXA1tWnOTZfm5/Msv+tugkSjmk9/4VOVnLgdI8gmW5ZPMTJ0K9OuHOg/chQd+ykbLlEhEOKxPZcryB0ZZtky/JUMh/JtNDBJj+McBG1e3YQPvBeFBESdNOMQA+r1I9N7nILVaJMJsFtyz9xNYxozlFXwlJboS1lQonqzUgEuZEOk5o7RuPf2fpSO7pECMI91/QCcE05lwyG2SoUWLjH1m//6ql+NFQcxNoqwAhASxKkRsMFa1l9RRcoHj+B/FAlkm2VTq7djo+dAWFwfMnWu4aTUcbhar9540/NoKR4+pf/Ro+QFZJsBK7nvwQf2fe/31mj7vkWFmRIXzS04opXyWChZp274ypDTQjR6rrq959FG3h6LkQ4fAnD3r+X1On5ZZd1zinfQe5qKigLVrgU8/1XW7MD9/Op7vWq/MX+zezcfq6UGSqEW1eGx2Nu9KanRM6U0U4y9Ylq+DlpAA9O0LvPgisG0bUrZvwnM7VuLzKf0x5KOlAMph7WRZ4IUXeBdqPVxzjeo+IrgnBqQgJtTkU8YDnj7tshZZWcXarydJkNlsONNp5DNTcXTREDz3zVuIWv468MQTvAeFVFCsVg3o2JGPG7VUUr96YaWWKkTO3vWAvvU5KkpXdkkBQXkesO78XnrcyJKBzZ4NXDGQQM7NuCOLGBHwCNqVYgsbeG4BWniqowS4LJCljs3ZZGfRffHzWq9yUlTkVR2m05ecMVMB1596TP15ebJAdZta0omJE4F//9X/uR6SLsSHYO0dwSJmsrNo+dJzhrSquomI4A8tlcnFi27nRZQRK6nEumNVpn1+9FHPgoHJxAsww4bp/sgwMwOTnUWnkwdw/s13/Kdtl6I3oYai9IMsIYydc1q7jWZpU6R8lvLysNbG3qsiyM4GatTgk8porF8Mx6HPl+/h6R0rZf2imw0b+MP+9On6rWHjx6teTgpUi5inenIKBaYsBtFm4z1EPPHEE8a8SKZMAebPh4nz8D8rKQF++gmYPBlhcXFosXKl/s/wBpbVn6lPuo5J52R4BF+QGdCudQcAq1cb6jPBNfHM5RLZ5wUEBj2VpBYxUYjNzpYnkNKDG7d0QRArCSJbA0CCWJVCmNQA8O1frlmzApJPPtF335kz4p+C62WH038ipkDnYdFo8UoAo7o1EA96595cFRgHPcCYqV8iiMm0onZHEoWXX9b/uTpS/wuuA4UlQaaycoPg1tPh9J+IvuBmHJW3+PKCBXxR2crEzbwoTTSQKlRq3VFaxCIi+M0Vbg4xkybxLj0GaLdvB75740GsXfMMao99kNfW1qjBW0JWr+YtQ6tXV+68TUvzfA8AjBsnE05lrok2G/DYY959/iOPaD7Vp7mzRleZP4qiCsKlh2KugtPRQz9/CluxwaQPgpWoxID7pRsNvGARC6jMnHrryUnWIqlAe93xA/qytN58s/42WSzinmTEaYwB0Ojzz2Hq0sXAqwyyc6f++CTJOuaSLXfePGDyZPU1rFo13e6IUoTwByDA6iF68lQCXJSOUkHMzjneY9QoY587ebLb5DDBahGjrIlVCMEtDOAFsV7NdB4K/AXLAu+8o+9eiftFiYVfINOKDGjsjRSvdJC2bSO+e+Nh1LqSC6xxXNTIsFSp7N5tzNTvQHbY4zjg4YeNvcHIkR4tG0KcWChaxHSPNy+EfpHPPuOFEqM+9d7iZl7ktWgBrlYtz+6JGRkyAd0lpg4A5s2DleVgenkRzFKNudnMC2lGC/ZmZyN82FDUVB4U8vJ4S4iSlBTglVd4Qc1DdtFKQaHQkAqv1X76EdDjEqokOdkl05iU2Ah5DGdkXCV+dyFGRycMgDDOjhafrQYydbqVe7ISaTFkiKYGPjEQU/4bqSfnWIukczKpwL0grHytLvRmYdTA9MsvvAXOiGJQL3rLF8THy63UNoUglp0NrF0rt25ER/PCw/PPe7WWRIaZkZEYjdOXSnDhSinqJMUYfo8KwZOnklTp6FhzXNyr58zW76YNAB9+CIwY4faWmtWjkZEYjXBTgMbta0AWsSoEwzBiHQ/B9zig2b2bz+KmB0k6ZsE18UKcTo29ziLOMhxmeVmNKMCZCGP9emPv50uMbJCSg5lF6sNtY41/h9tu83hLfDDVEtMZhCz0m+7x5oXQL2PhQv5/Y9BCZBhP88JsBus4GKlpgcVrS5bIDiFWNRdYAP8++RyaTtyAGb0fAjd2LH/oKi42LoRJtLW6te+5ucDw4fJYh/R038/jCxe8uk+qfQ+7kOPdZy9f7vYwaDYxiHW4r+cWVaJgwbJAv34eLWFqxJ/5T/W6S0F6vVYiNdysa8mBaBH77DP99zrWIqlQcbFakqHX6sJoQh4JjOMHixfzMaL+on9/2fyR9lny5i/V3fRKS/lSHkb+JwrSY8PQ6eQBhK1bGzheN3q/j+QsIg3fYK02/UmLAOCWWzwKYQDw9E3NsGNiN3RLD7BQEQ+QIFbFGNmxLgBg0x9ebuaViRGBonZt8eDcavdGdDp5AL/UaoYrKemeX6uziLOInoPe8OGes85VFHo3yPh4mSAmTSte68DPwFUDafkVVg/NjxRdEwPcIqYz2xjgtCT+lHEtrqbVhJjTWgnDaGasM8yQIbzVc/Nm4K67YG3SFGxYePnfV8qyZfrmRXKy6jzgkpNV3XG0ihNvO3wetrAIfNA5C8wrr/CuLQYzmQLQF1eqh9xcPvHMnXfy2ft84c6od24q7pP2WeQJAzGbAP8/1OkWJSTsOXimwNhneEt2Nu+uuWOHVy9n7Zzq/8UlVbYRK5ESN/8zwSL21cFyWLl9CcsCH3yg715B0cKyCNv1LQYd+hadTh7Ar7Wb8eu5L9cxg9kVNRkxQndpDd24sRLLkLr1siyaHNmHQYe+RecT+9F4zrMVExucnY3lz9+JtWueQeunxlacgsgIRsaYZO5Iy24w3xlIWgSI8XehCrkmVjGk7icBj95DS2oqL7QlJwMFBXgYwMMAzlZLwaEBg9Dx41XgtISmJ580VMQZgL6Dnt3OH+Cefx6YNq1yXZy6dOE/z9PCv2IFf59DAJPGiMXkG4whVFg9tEiK4YWFC4FcBNsRVO6CkG1swwbZoVaw8NhNZvw84Tn0/L9HwTEMGOnGLBxqfJmxzmzmtbT9+yMccFrwtm3j05nHxvKZ5957z3ixUYB3qQkPlx/gHcXBmVOn0GTjRpjXrXN5b0Gcz5u/BKkqh/8ypUuPg/mbjwKQa5q9ojyun2ps2KCuVElJ4ZU4Ropfd+vGH3LPnFH/nzCMqlJDUJKY7CxqrXvPSOt5gV2n9fTaWvH47eTlirfwsCyfLc1ooL4Doec6f70W+FphJcnIALvwZQD8dzabGO/HhAcFU0pcBEx2Fm3//R1Yk+t/l1YjAudrr/GWjccfR4vTp7HUcTknPgV4+H5gwQJwYMDAB+vYo4/yLsa+KMA9fz7QoYPxfVuLnj35s4M7i6zUrXfDBuDRRzFHmY1SCxU3PV04vG4SlX0mKIiefNK4t4Av0DvGFB4VslwjZw3MR51K3mAmiE7lhC/o1iQF2BhgPu1aCIcWT0JPvXq81UJBzSu5qLlhFfDkZHAffghGktADqanAq68aO0QJGNnUp0/nF8spUypPIPvhB33aN0XiAGmMWPyZE/o+KywMWLdOd0yc4OMeMLWKlOjNNnbbbeL/UurSeaL7AGDDBnDjx8vHW0YGf3ipyNhBsxno04f/kTJoEG/BNWolEtxs1651Ch2bNgHFxQgD0BzqLokm8MJYwrNPAfcMdxnz0kQQakU+MxLL6XJZXtdPvQgHopo1gebN+WulpXw67nbt+DUmLY0/4AkHvdRUPkD9hRdcDrl2OFxUVA65gpKkw+k/EWXENfHJJw25sLavl4jfTl7GJ7+dwajuDfR/jgGYjz/mk414a6HyxOnTiBh2JwYMfgabm3aBmWG8HxMeFEx9D3+P794Yy8cJr3Jc9GecsN696ZZb+N933OHyVFphLp8YaPJkXH77PSTmn3c+6e06FhHBz5V164y9Tov//Q+4/Xbj+6nFAixdypfAYBh+HR87ls+K+fzz4CBPJiI+Ftx6n3yS7xtvMHJu0ON1M38+v97cdht//44dwM8/84looqP5tcZs5s9HvXvzQqAvzh96v4ciZlyWWfqff/R/nk4lbzBDglgVo0Y1vrbO5WIrymwsIsNUBrhD640zZ4Dz5/kDhMnET2RfTWY9mM38JBwyRNui1aCBZjFTBgAHDli7Fnm/H8Zjj72CtKuXsGTCTWC6d/f+exjd1EtKeIFszhzg/fcNpeD2Cr0LpeI+4bBnsrNo+/VHnl8fGcnH8BlwH0uOC8CYCgGj2cZ69gRYFnUP7MWgQ3/hQlwi7LamQFYWTnTpg2cmvoa6ZQWY99hA/2rJs7L4zVptTnfpAtxzD7jcXPduthpovcYEwHT2jKoWWGoRkwpirTOq4/fTBXj+1mt1fS1NunXjBceKOugrOXfOdc5t2+b+NWFhsHFAOOuMlcxLSEPq26+rHnINJ4QBvNKYC1nHXEoiCXuCkMikSxde4aMnsYnEitruzTdh/v57Q23SwlP83/wvF2F7w/YwhUfpV+oJVKvGJ4pyJ3BkZyNm5HBEKy0WQvpuheW8UtC7N7Vrp7kPif/6tWvxzIJsXNr6LcY1i8WN3VuVbx1bvZoXgMp84A1RVsb/j/r3B7p2Bdq0AXJygD17+P4vKQHat+eVUsKZRU2I+u47WS055Zgqio1HtfdW8f/H8iZJMnJu0OtevWwZ/+OJOXN4ZdDrrzs9iLy13ur9HorYSqlVP3LVW55fbzIZUvIGMySIVTESYsIRYTbBwtqRW2RB7QSFtnTDBmDMGPVDzKxZ/GRevrzyJkdWFrBhAwpHP4rqeU7NXEG1RFTv3gX46iu3L2cA4NQpcN9/jx/rtkJUuAlMr17la1O3bkBSkjEfZwCwWvlD7erVwOefl68N7vAyDkU47HU4/Sfi83QkFXjmGcMxPImBWncHMJ5tLDsbePxxjJFsmEXblgJvvIpL7Xrix7qtcDYpxpg7SkVhNqu3Y+dOwJ0QVl6UAgrLIuWXPRh06AAuxCWCq3uj+JRQaL7ciYTMZt56p1FYPCCw2SBE9NkBfNmsG1598AVszuqtfrvRhDCbN/OHVIP0apaGRZsOo9r3u4ALW/iLZjPw1luyEiEuREcDLVsCTZoArVoBBQX8QcpsBt5+Gzh9GmEAMgy3SMGAAcDmzR7HKwMg3laKPxfdiUlZTwPmmzwr9Uwm/lA/bRpvQXB3QHVYLBi19+I43tqisJxXCh5cXzkATHKyeuZQ2Y28O13i/n34um4r3JfVDmipI97aHWYzr4j01bwsKeFdK7USR2zdCsydyxdRTkw07J7KAYi7Wsj/r4cO9T4uS8Pd2C2+dq8GeOWbsu+9sd56cq8GVGMIhayJHU7/CbOerK/TpvnO/TTACTpB7NVXX8X8+fORk5OD1q1bY9myZejQoYPm/evXr8e0adNw4sQJNG7cGC+99BIyMzPF5zmOw/PPP48VK1bg8uXL6Nq1K15//XU0bty4Mr5OpSNkTjxzuQR/nb2M2vv3OrUjX3zhWeOTl8e7M3hRE8NrsrLw9JUMXNq8HV1jrPi+OBwjzu/HbV/psNo4sJ89ByBN3QJoFLOZdxvwMr4BX3zBa+s0LHnlxss4FMEiplvr7sUcSY7ls3YGpCBmZPP7+2++HpWif2MvngeGDEHU0rcBpCE2MsCX2IrY8KVIhX2H4Drk9GkI22vu16lA+htAVpZTEPNFHOudd/I//gxq1wkD4NYju1H05ZvAZBVBjGXR5MgvSP/3FC7GVEdJWk1EX8xxP7eV7qk6qf/tZvyy7CEklRosf1FSwrtF/fwzr2jyNYJ23GrlhUydRHAsln08G8i+nr+QlARGGQsUHW3cddyL9N2VgtSLRBGnaodDMWkgTivq4nmgbgOkVvMiaY4ad97JW6C8KSPgLaWlXq1zDBx9NmyY97Ft3sbUVZZ7teB+PmAAMHAg7xFiNju9Jy5e5C1otWs7rWeSMSa6UzvgwPBfWc292mbQqt+0qS++YVAQVFkT161bh4kTJ+L555/Hr7/+itatW2PAgAG4oJES+IcffsCIESPw4IMP4rfffsPgwYMxePBg/PHHH+I98+bNw9KlS/HGG29g7969iI2NxYABA1BaGkDF83xMSrVIZB7ehc4dmsqzwhkxuz/+eOWkUXUkIGjy7dcAgHMDBiGhuBCDvtEvhAFASQqf3j4yzEdD/v/+j7eKecu+fcCtt/qmLUqEhRL8wihFdAqTLpQsi+Tff0eXd5dg4q73kVKkM420F5tFYixvB8gvtrimmPY3er9PSgpvFVZpvxDz03D2szDZWUT4arxVFBW44VsSk/j5u2YNMGMGv+ErDq/Jly/y17OzcdVRiN1npTXWrOETlgQ4wgwdtmsDH8MiJTsbqF8fs5aMx9Iv5mPNumdhKisBOA6cMqtdeRPCZGcj9q5hSDQqhFUGa9fy2nGD41XsoZEj+derJWQoKeGteEb6zEv370rB4UViS68lu5xTLQWHRz9hyJPjQhy/x4W5+KqWg3nzeAVJSor8enIyLwwH0Jw1AeVLMJKR4Z2LquBeXVls3szXaYuM5BUTvXrxcXhPPMH/7tWLz7I8cCBv1UxKgnXNWuRUk7exKLWG5vet9DIvwQQXRHTo0IEbO3as+JhlWa5WrVrc3LlzVe8fOnQod/PNN8uudezYkXv44Yc5juM4u93Opaenc/Pnzxefv3z5MhcZGcmtWbNGd7sKCgo4AFxBQYGRr1MhWCwW7tNPP+UsFovmPb+378nZ+eWlfD8jR3Lctm0cZ7NVzJf5+GOOy8iQfeaVlBpcQXi0sXYmJHD7/r3I1XvqS+7Gl7b7tn3l7cMJE3zXHpuN/388+yzHPfMMx917L1cUFy/7vDPxKXy7Bdav5+zVqrm0i2UY7TYzDMfVqePV//1qmZWr99SXXL2nvuSKSq2+++6+wGZzGW+qP0OH6vrfDhsxh7vz9R/8/a3cY7NxXFJS+cexyo81Jlb//cnJXNOpX3D1nvqSO32p2HffzxdztDJ/Xn5Z3naVeWh3XLMlKv5vderI57YRbDaOq13b/99f+RMbK/9Ojjnqk/1L+PFmPduxQ99779jh3f/DB/z413lu2Ig53My7nuXmPfU698htT3PW8AhDc7LjjE1cvae+5P48UwFnG5uN758PP+R/C/0fbHNW8lMWHcsNHzaLe++xOfLv5A0ffeT37+Pux1arNvfwbU9zI+6ay22YNI8bNmION/eLg5pfp/X0zVy9p77krnnyM85aq7bq2ub1fJSg5wxcWeiVDQLcb8aJxWLBvn37MHXqVPGayWRC3759sWfPHtXX7NmzBxMnTpRdGzBgAD799FMAwPHjx5GTk4O+ffuKz1evXh0dO3bEnj17MFwjSL2srAxlkoDTQkfRYavVCqvVv/WRhM/XaodpyhRc98tO33zY6tXA6tXgoqLAZWbC/vDD4LxNgsGyYL77jtcgpqWB+f57mGbOBCAPoI3NPW8onoUDwL76KoodRZ4jzCbf/Y9uvRXMmjUwjxjhdYwNt3gx7KdOwf7BB97HErAsTHPnwrRoEZgieUV5QbdYWq06Xm11C17tMhR/DOiLiG3bwCxaBNPXX6u2neE4MZ+bLIuUQ+vOLlgAzm4XU9/rJZwBosJNKLXacb7gKuokxhh6fUXDLFwI8/DhAOca+8EBsN96K0wffaTr/51WdAm5Zu25GCiYxo2DecYMn7+vudhAHbq8PLT993fsqd8GYbD7do6uWwfzI4+AuXTJN+9Zgdi//BIcy4JLSoJ5yhTVcchwvDWMjYzC/4bNQmMU47mHeoG78UZ+DfGi75hvv0WYuxgwP2H7+GNwvXvLvpMwR+0c5xuXHo4DTp2CbccOcD166HtNp04Iq10bOHNGvYae4zebkwPOT/P/fFEZfqzbCrZ6Ceh/9Ae8+tmLhvYpduxYlHGOV3BsxaxjXbs6/xb2k1tvBbN6NcwjR1Zc7GoF8cuQ+7CnVhvUaVcb1q7XOr+TNwweDHNmJkwbN/q2kT7CdPYMXvvsRTwz7Fn803sEftx1HE1snOY4EVwT7SYzLs6Yi/RR9wKKzLHlPV8Ans/AlYneNgSNIJabmwuWZVGjRg3Z9Ro1auDIkSOqr8nJyVG9PycnR3xeuKZ1jxpz587FdJVg1y1btiAmJjAOllu3bnW9aLHg1iVLfL64MaWlYLKzYcrORllcHP69+WaY7HZwAHJbtkRey5ZyIYNlkXzoEKIuXUJptWqos2sXau/ZgzAd7qBGhbBfWnTA2dhYHP5hLwAzyoqLsNGXC1t0NGpOmoQbFi403D7hfvPHH4P7/HP8PWQI/hoyRF0gk/ZZYiLymjZF8tGjSN+zB9ds2QKzzeb6GgmRVwrwxPerEWstAeo9gDB3NVMgZJwEOJMJjGQxLElOxh8PPohzkZGAl/0YxZhRCgZfbt2JenFevUXFERmJmlOmoNGbbyHpsrOP8mPi8c+YUbhu1SpE6XyrC3GJKMzL9e14qwhat8ZNUVGI8KE7Ngfjc6HzyYPYU78Ndn6zDVG+zG8QGQm89RaS//gDqX/8wa9LLVoAJhOiLl1C5OXLiCgoQI1ff0W106dhrgyXaw1M27fzxaM9wHAcInLOgjOZsLVZZ7S7etVQ7JSS2rt2ob3Xr/Y9HICSlBRsvXrVdZ2JjETq5Closux1pJQW+uwz93/9Nc4YKGJf8667cMP8+apjXVg/LY89hq0REWJdR9kYVNsbAf6+AwdQd8cORF+8iJKUFBQ0aICyxESUJicjr0UL/jUWCxps3IjkP/9EVF4e2LAw2B3Jk0xWK5oyUZic0Bjnr70Od6zn9309c5IDYImLw6bWrVGyzwKAwQ+7d+HvclaVMERsLFrceisaffEFAONrSWXDAbBFReH99n2Bs8CZ06ewceN/5X7f5M6dcWOA7h/CeJqzbhbeirMAKd3x978nsHGjesH5UqsZwn/yy9h4tJ4yBU2Wv4WES8591hfnCwHVM3AlU1xcrOu+oBHEAompU6fKLG2FhYWoU6cO+vfvj/j4eD+2jJfAt27din79+iE8PFz2nGnpUpg4TuOVviGiqAjNpbVC1q8HFxkJrm5dPv6BZcHk5YEpqdg6UhyArQ1uwJbn38TczGsRdug8cOR3pCUnIjNTO7mLV2Rm8trZcqS2DbNa0XzNGjTbvBns66+Du/128Tnmk09gnjhRVpdKKSB5QjgYPPxTtqHXMHY7ZvR+CLmxiZg3ri/Cu3dHW7MZbXW/iytvntiDy+euILxWC2TeWL8c71RBDBiA5eb6YHfsRNMacXgn8hr807wd9nQNQ5hD4PZESUISfsq4Fn1qpiMzs03FttcHMKtWgRsxgv+7HO8jHErL8x433zTQd7GcUiQxmQ01brGzLLhvvwXz3HMw/fRTpR0AvRFcAd7qakst/5rGxMaWLzW3D+EAgGEQ8eqryNSKo83MxMe3PICb+7RGnK3UJ/+nNjfdhNZ6LWLg+4xxk3SCARCTm4ub4+OB/HyYx4wBI43PWr8enMkE7vrrwQ0ZAu7aa8G89RZMX3zhurbv3i3+yaWkwF6nDky//eb2e6cCaIrfgR9VipF7gFv+FjJvvRVTft0GwI6+fXq5ZliuaDIzYe/cGaZ9+yr3c72Eefdd1ItrApw9jkYN6iMzs1n533TAAHBLloCprFIcXmACMOrtedg3OAxRre9AZuZ1LvfY7Rwe3+MUjG7s1h2N7sjE+wMfwJblH6N/oh333N4R4TfeWO7zhbszcGUjeMt5ImgEsZSUFJjNZpw/f152/fz580hPV0+rmp6e7vZ+4ff58+dRUxIYeP78ebRp00azLZGRkYiMjHS5Hh4e7vd/vIBqW06cqPDPVXVzKysD8/ffFf7ZUvbfcS9GN7oTQxgG4eHhsDlcLKLCzRXzP1q4EOjcWTv1v06Y/HyEDRvmzEqZnc2nvFcI0EaEMAFvj7a5sYnY3KoXlnqRDluNq47seCVWe8DMFxFHZr+xkqQS11VLwYvsIwi7pD+JwbH+t8FuMiMqIizwvqMaw4cDv/5a7mxm5TkQ76nLb+AxkREwmfykAw8P5zOIDRjAK45eecVZ1uDnn31TA0mBt0IYwFtdE2Iiyz/GevXiU3wHgPsmU6cOsHgxwjwkOBjevQkK33kH+J92nTt9H8hnmgzr1cuYe/jFi7puCxs3Djh6VP2j7XYwv/xiKIMuk5sLcwUezBfdeBfG3TkE4WFmMeV4dGSEX9Yx6549+HfIEDT6/PNKt4oZmZcHRk1E66FDYd94GAAQGe6jdT88PPBLcTiYu2kZpmXd5vq9WRalO3di0KFvcSEuET9lXAtzGN8/FsaMH+u2Qq3rayOsbxufticQzuN6Pz/AU3o5iYiIQLt27bBd4rZht9uxfft2dO7cWfU1nTt3lt0P8OZK4f5rrrkG6enpsnsKCwuxd+9ezfcMahpq6YFDjJtvxs/jpwEA7A4BRigiWyGadoEhQ/iikjt2AB98UL6sR3fdBWzZwmenrGArpicuxCUizodp2Ae3qQ0AyAu0FPYffaSa2S/9Si4Wb5gFzpGJUg//dubTh0eYg2aJdWYzi/LsfMmpHVjj472u+2KPi8PeutchzMT4TwhTEhEBTJwIfPIJL4xdvcoXan7mGX5+DhvGp4nv0oWvO9WypUolZM949W0ZBkVpNfFTxrWIj/LB3DSb+bpX/iImBnjvPX7tPH5cd5a5+JHDwHz8Me9+6gZO/O3DTJN6s7ppCGGBSG50PF7tPAwcx1sxhILr4X5cxw498ABsRUW8sqCSMCKEFUTE4I97xwIALI5zRrjZh2uYkPLfCOXJ6OwFDICk0iuod/AXMdM11qzhS7ykpyOqf18s/WI+1q55Bt+//gBivuRrv5U6Yvejwiux1l4AEjQWMQCYOHEi7r33XrRv3x4dOnTA4sWLcfXqVdx///0AgHvuuQe1a9fG3LlzAQCPP/44evTogYULF+Lmm2/G2rVr8csvv2D58uUA+JpaEyZMwKxZs9C4cWNcc801mDZtGmrVqoXBgwf762tWHI8+CkyeXDlp5/3J5MkwOTZYu10piFXwhJcWzh0+nE/F640WvayM18r7GWtyCn7KuBY1fbhQJsfxcQx5RQEiiLEs/7/aoO7CYwKgVxTmADAZGfivRTsg51jgp69XMmQIcPvtwMyZwEsv8TV4pMTHA2+9Bdutt2LvvHnoXFoKszDmu3UDatVSfVtPXBk3AXbOjAhfHmB8jdnMC17uanSxLB/j9e67vIXx5ElAGicQEwP068cLdZcu8WUsvIHj8O2YZ2AvNSPSV3Pz//4PWLpUPcV7RfP++97XpczK4vtTYw4Lro6YPBmX334XifmScjcZGbwQ5s1n6ylsG0RwAKb1fxR2Ez+erBKvizB/z8uICOCbb/j/bzm9Tlxo0YKv+XbF6fGg99tyAKYOHIfODgWMzdFnPk33D/BKsg4d+DOcO0tsdDSvBM7K4ouJf/65b9vhge7bNwD157qtsZdelAc8dDeQGIPS6BYAgKiKPpcFOEEliA0bNgwXL17Ec889h5ycHLRp0wabNm0Sk22cPHkSJskE6NKlCz788EM8++yzeOaZZ9C4cWN8+umnaNmypXjPlClTcPXqVYwePRqXL1/GjTfeiE2bNiFKh1Y46BA0vJVZTLGycRQqNu05CQBwyGGiQGauzA3FbAY+/JC3sgQpJ2fOh/0/s083YqGo86Y/c8BxHBhlPaTKJDubrzHkIVGFoRYuWSJmG6tQC2xFYTbzmsxp03jN5s6d/PWePfkfR2a+vNatYc/MhFlwv9i50/AhngPAJCcj7/HJwOLv/Kp59wlmM9C/P/8D8ILZ7t18NtiaNZ1FUQFeYJNk7DXETTfh7xv7A9v+hs8MiGYzXx9vyBDPgkXz5rzlqrwJXhxuiF4LYQJmM2/N3bDB5bB6rloKEpa/ipjhQ/FksywUbduB8c3j0KXbdfL/hzef6ShsGwpYJ07C1+E3AuD//YJbIhBAln1BUSQUHD5/nl9z7Hbg8mX+nuPHgW+/9Tw2k5P58Z6V5ZynS5YAjqzaevi9XQ9sbN4dHRx9ZXPUyqoQBZz0u587ByQk8G399VferXjSJH49EcbzZ5/x1yox9rPjrzs83iPEq2P0aFje+gYAn0m5KhNUghgAjBs3DuPGjVN9bqdwYJBw55134s4779R8P4ZhMGPGDMyogPTNAcm8efzvhQs9pwbt0oV3tftXPQtOQLJkCWA2i4cT1nGgEFwsTJV96M/K4uO9dBz2AwkOADN5MnIH3Aos/xFmH7qL1Ut2ZhbdezwfnRoka9/s7iBbXrKzfS4k/3Dr3eialQWrI1bApy4qlY0eC5AUb4vXLl8Oq8NLPmAOfL5CaiH3Jf37O5VLvnTldBQDxuOPq2u1MzL4NVY4vEoF9S5dgD/+AN58Ezh2zOWl9htuwA+ZmejUpQuftdXX8xmQHVbZM2cw8quT+CnjWvw6aCBiAJTaGfxYtxWG39IGaFu7/J+XlQWsW8e7qQazVez558E+Mw14bhMA3qXfxkosYoHiLgzom1PC2PzmGz42XvjfmExAvXq8K7GgVJK+5/bt+gWxO+/E27dPBX4/Kyp8LaxgEaug/lJ+95tucn+/ELvuyZLmI/R+awYA8vJQc/9PAGqSa6K/G0D4gXnzgFmzgEce4bWI0tpTZjO/SH32GW/mBipdq+IJVf9tqXYLzsMJ51iAhVgxv5yLs7KAggJeg1XB2SJ9AQdg64Dh6D9/Pmz/8C4g4T50tWiQylc3C7NZcHnOPCC6mI9ffPhhYO9ep9CVmws88YT8QCg9CJYHlgXGjy/fe6hw6Iae6ArneAuYeKfKQG/MjAMOwHMjnsXMrCxYzxQA8G8sSqVz4YLnexQIJSVMjz4KdgevIPO5cklwaxKsDhcvAqmpQO3acsFJTVC/6SY+nsVi4ZMMHDvGz+1HHwXLMMjbuBFcr158EoKKwnFYNXEcfjzIp8AWDsplNt4t36eW6tTU4BbCMjKAadPASPSyHJxCBeBjYb8yMKpEEujZkz8beSI5GVizBub1BwA413vBIhZQ65jUkvbZZ3z9V6lQlpzMu0+X42zibcKhegf2Ak0GB6fniA8hQayqEhEBrFwJrFjh2eKwcCEwdy6fQWztWuDnn8uV6au8HLmhJ2Y06Iup0TlolZEgd5lyILi7CZYwvx+MIyJ4321/uClGRPAHIx1wALY07ICP75qE/nC6p/hyI46JCMOLe9/Hnd+uh5mT7P5PPOH5xadP833Yrp0zQD85mY9NCgsDOnbk3Z08adqFQ6YPyY2ujuPN+MS7whmm0i2w/sQRM8OdPu1xbeAALL/hdnzTqhdmwnnoCw+rQv3lheAKAL/f+SDaRkSIwkWFjLHyWvIiIlyTf1RygVWpyzOrjBX2pSuUt5bgSkQYO7KRIvSPw4sEdmfsOMdxTjc7s8m/7uOVSc+e/H7iycX6jTccnjeOWHTH+cLKVkCyDl8gzOeePYEFC1zPfAAwezbvJizNnMowFapkEGLqyCJGVG30brhCfNnEiUB2NhiF60qlCWaTJqHJvPmYk1+M+skxzs1EgXOB5B8HxMFYcFMcPbpyAuIdiRUAAEOHevwfcQyDIyMewsN1bkNfUcNXARvLlCkYtnOd5/vcoZXk4NVX+d8pKbxGXsst2cdCGB/oPgbVHYHuTgtsgG3IFYkkZsbOcdopeU0mXBw1FnMTBkBwDrOK2caqkGbUcLIHBm92uB3sw1PQFpK41yrUZUYxmxiwdk70jCizVkDSJoMCtT9gY+NQyDJIKpWU4FAkKpEuVRyc1p2gs4aVByFO8o47tPfLJ58U4wIZxTnD6uizsECelFpnvuee4xP2SIW0Ll2AH35wPj53jvekUtTH8naE/NmkHQCKESNBjDCO1HXl3Dng77/5wpZSF0dfcO21/O5QvToweDDvShYRATOAa1Ji3b5UWAftCouY3w/GQt/Nng3MmeP7ukTNmvGfofSBf/JJzSQtHICTvXqh1hdf4ODhfGDDAXFj8blFzGIR3Vwr9D+Rm8vXXmnWjLee1a7NB3OfP88LqILbrY/4behD+PqaGzHUMc6Eg19VOsMAALKycP7t92F/fAJqXZFkNouIAFq35mNpHnsMOReKgVe+l2iSndr3KoM02YOW5jk1FWjcGLj9djxbpxdW/5aDiYFi5Q8CTAzAwhkrXFoRromObKHc2bN+8xIBwKcsF+qflpbyGTpvuAHo0wd/NmyD21/7Hh1O/4kFN9ZARosGLl4DjKT1HOfssyoliAGiwpQZP16usFNR7onnDBeLWJCuY2pCmvLx0KHOs9+hQ/pcORUISZp+b9Qa+PcyWcT83QAiSFFO2P/7Pz7Q9f33gb/+Avbv1+0O54IPMmkxCpcBMVlHIGwqZrNT+9S9O69xKi8tW/JWoogI9efnzcOuhGvQctbTSC6RaLPq1AG7YAH2R0aiVkSEaDFkFVmgfKbhe+01gGUr78By5Aj/U1E4rI4/prYFNh0Vz9LCIabKuPRISLlnBJocroYOp//EiIxw3JbZXuXQx8cjcKIm2RHkHmguPRWNVnIMlTWQ+fQgAOfcDAgrf4DD9w3njBGrCIuY2QwsWwbGnRVFjYQEZ6Y/NapV40sdZGd7fq+kJD7mUMMdOzGvGHYTXzw3/eGbVM2o0q2R4zinoF8Vh5dS2awRtiHMPU5UXAaoa6IvkZ79du70ShADACxfjtLzQZxd2IeQIEb4BrW0zYJgVlQE3Hgj8Nhj/HOvvQb8/TevBe7Y0Vl76MIFn2XSMitcBgJyUzGbge+/L18ylOrV+Sxlw4Z5vLXjk6PxUvOuuP3qv2hlLhH7mrPbgY18ULtSw+fzjUUlm1qgozxciY+ff55P8W42g9l5THwOcI67KqdNBi+0fzyuG7J/bYAe/ZsAMa7KAUF24CBXlPjdYu0PdB76zOKhL8Cs/AGMaz1Jh0XM165QDiuK7e67ES6tG6fFRx/xlhWLha/dJmTqu+463h1MGueane3ZnX3FCrd7Zt3kGDx9UzNUjw7XVKpJlUZCQWcgQJSX/kBH2IYyFt1v2Zn9hRe19FgAR5a8hWuzsmB79XsAgNnXddeCDBLEiIpBKZhJUQZxVwAmhUBRIamefYWQYvaee/RnLpowgT+8GRBao8LNeP72VgBayZ+QlDFQBh874wR8tFA2bOib96kMoqKAlStRMO4JJOSfFy8zatYKQbDghN8BKPhXIm3rJqJt3USP9yktiHTo00Y89CkEsaraZXoQ1nuhryyOWMQKcYHNykL4bbfJPUOOHuUz5goos75GRACTJ/M/bt5XdGdfsgTIz3c+Z8B75JEe7tdepbKJJUHfI8LcE88ZVU0BJ40LBrTjgh1wAMbe9jSGDbgV10KiTKrachgJYkRoIvi7uxz0AnVTEVLMzpwJvPSSds0xXxVA1cCpQeYfixYxX20sjz7KWwA91bALBFavBrKysCqxDfa+9ynSii7h2Yd6I+3mfiouKvxvpYWnKrom6sFpEXP8DvT5GQAohf2AcrcOUBjxoMz/rogssDKMFPQ2+r5qyRR8WIdNlqyD42h86cAp6POPq6QCzuFeffWRsah2MUf7vuRkvDj4CWxKaSPGUlc5C6IGJIgRIYnS9alCUz37CrMZeOEF3t1NKJRqt/P+/+nprnV8KgCTQuvu84NLRASfpn7hQt+8X0Vx002isHt9gxQsqdsKKXERSL6lr+ouqxT8q5xm1CDK2Aoh3om079qIY8zxmFwTPaOMeXXW9a2kPvN1Qe+KKhAOudLIzjn7isaXNiaFu3CVVcBlZSFu0CD89uEXaGArRPV6GU4lBCCmzt/7xo/Aqcvieh8U57JKgAQxIiRhFJadoEr17G0xSl98tCLbZIUUqFywAPjnH764ZKAicant3jgFH4/pgprVozQFK6e1gtzG9KDZX8EwP/2E0iImrG1ksdBGmK/iQZmEV7cIyTs5SCxi1FWaCMPIWa+Uf1wVxxcTFoa299wuv6gITRHmo9hfgRwyUonQtkeEJMK0VrqK0aHFPS4xYhW1UH76KbBuHZ9iOdBgGN6FUnzIoF29RNRK8JzyXrRWkMuFW7SsO9Rf2risadRnHhGWLZe4Ojr5qCKOJI7iNvWgTArG0fhyizLhEK1hPGQRI0ISF+0xmcB14XRN5B/bKjKt+NChwB138C6Y27YBP//MJyuJiuKfLynh66yZTHy9Ej3ZyHzVLq0yABow4gbDP6bx5h4ti1hV14y6g3FKYgCCzMrvJ6SuiRzHOV0TaV6qwjhMYhycc5PmpDYmRTKYqly2RA+MlmKkincXCWJESELxFN6hdOURLGJhFRncrscNU/A3P3MGuHiRL3Sbns4/98UX4FasAOMLQS0ujk/SYRBnsg4e2mDco5ApxJgBOsBoIwr7jsdkRfSMVCEnKEcA2ge0EOclR3Xq9ODsL8HVjn9M40sdck1UhwQxIiQxKU565JqoDxef90BZKN0FqffpA2bhQt6y9s03vMAmBAkb5d13vUqGIvSO3cUFisabGq4Wa0FR4qcGBQHKQx9L1h2PMJKk7KxEEqM+U8eZZZJixHShsY7R+FLHqejlH5P7Kw85NRAhiXRDAShIWy9B62InWNZmzwZ27QI+/piv2SMlNlY7Jq1OHf41XpYFEC05ykQKgd5vfkNueaWYOh1oHvr81J4gQG4RkwhidPJRRWp1JXdhz2jHuvqpQQGOsgA2WRB5yCJGhCjyBbJK1vfwAheXsWDV8AlFUJU1dwBXF0cflAVQlksI2n6rJFxdOR3XaYJq4nLoCxRrdQAjphcHJxPEqM/UkVpdybrjGc1YdBpfqijPFzTGeEgQI0ISZTIAck3Uh7IuSlAHbGu5M2q5OJYDaWwF/5sEf3coLa8s9ZdHqKCz99g5ck3Ug3SMUbFdzygzmZJl3z0mzXOZv1oUGFTxr0+EKlrJAIJSoKhEtGJ3aF9xj6ZLJ403VZTxTkEt8FcSLoe+YHEb9iNShZw0WQf1mTrSmDpyTfSM1n5JXaaO6z5JYwwgQYwIUZQTniwU+lAe9ihzlj5cYhJJM+oWRUid2F+UNVEb7QQn1GdaSMeZXWYR8097Ah15sg7+b1ImaSMVXAFSwHmClEnqkCBGhCTKGBSK2dGJ4rBHlgp9aJZLoBVWFbG/FG52JFRoo3QbJtdEz5gkCjmKEfOMWn9RV2ljIgWcITTdq6t4f9ExgQhJtGLEaAN2j5ZAUcXXSY8oNxgqHOseZXITZ3/5qUFBgHagu1+aExRIXWBZiSBGlld1pGPMTsoRz5DnjSFcaiHSuQwACWJEiKLUuNPBWB+uwbTCdeo3dzh7Ry7404FPHRfNKNWT8QzFVxhGlo6d4oQ9I1n/aU56hlztjCH0iku9zSreXSSIEaGJMp04ufHoQjOYljYWt5io3wxB48w4rvGb5NbjCWk2UxpjnnEelJ1CBfWXNpoKJeozVai/1CFBjAhJlOnEqaCzPpRJFEhjpRNFrAC52rmH0j4bR7NmEfWZNlILj2il9mN7AhynBZ9zzkk6JWqidOUXXROpz1RxrYXI/67qVmoaLkRI4mKhsJNAoQdlWnFnjBh1nDtcyiVQv7mFCqEaR7ugs58aFASYJK6Jwlir6oc+d5gk85Isrp7RWsdI4auOKKC6uCZW7f6iJZwISZTpxMUJT5uwW1wtYvxvOry4h+qjGEMpVLCkKPGIdo0/6jQtpDEp5AblGWlMHUtrmEcoNtgYwrovnCtYsiACIEGMCFGU9T1Y0lTphCyJ3uCa0Y7/Tf2mjjKrKZVJ8IzLoY/WNI9IPO3IzVoHUpd+jtz5PUIFnQ0iWff5H/5xVR9jJIgRIYnLAkn+7rpQ1kUhS6I+hHElunSSW49btFw5qb+00VrTSHjVRmp5pf7yjFpBZ7LuaKP0hCD3V/fIyiM4q0lU+XWfjqVESOKaVpYOenpwdbHjf1O/uUdZLoEEWPfQODOOlvsrdZk2UuGVhH09OMeY0zXRn+0JDiiTqT6ksfusRBKr6vskTTEiJFEeWqigsz6UvUOuifpQFigm10T3SM8pHMfRODOA8tBHa5o2zpgnTszQVtUPfe4wSdYxchf2jFbZEpLD1JFaXIW+AmiMkSBGhCRayTqqui+yJ5SxO2RJNIZrbB31mxrSXpHVeKriG7I7tOJRaE3Txpmsg+J39CCzIFLiCY84zxnCb1rH3CHtFZlFrIp3FwliREiilTyBNhX3uGSzI5cxXWi5jVG/qSOdhxxA8Sg6cElfT2uaR6SKJRJcPSNNckWp2D3jGgLBP6Z1Xx3pPim1iFX1/iJBjAhJGKevGABy49ELZYHyDqlLD0D95gm5RUxySKYdSRNK1mEc6TZAFh7PSD1JOFrDPMIoNL7kmugeqQu/4CoM0BpG2x4RkrjWw6KDnh6ULp0UJ6APZX0UKlDsHlmMGMiCqAel9p2lg7JHRAsPRzUR9SBNX0+JJzwjtVJTOnbPSPdJlixiInQsJUIS0ULByQPbSRvqHq1Cu9Rv7tHSjFb1DUYLmWsiHfp0oTnGSLDQRFqOg+J3PCMt6EzKJM/IXV+d12kdU0dq1Ze7JvqpQQFC0Ahi+fn5GDlyJOLj45GQkIAHH3wQRUVFbu9/7LHH0LRpU0RHR6Nu3boYP348CgoKZPcxDOPys3bt2or+OkSFo26hIE2Ve1xdE/nfdHhxj4u1grIAukU6De2SQwyNM21cYsQcrj20prlBJV02dZc2ajF1NCU9I7XqAySIaSHdJ6WZcqu6ojfM3w3Qy8iRI3Hu3Dls3boVVqsV999/P0aPHo0PP/xQ9f6zZ8/i7NmzWLBgAVq0aIH//vsPjzzyCM6ePYsNGzbI7l21ahUGDhwoPk5ISKjIr0JUAi7pxCmeQhfO9VDumkjd5h6lACv8pg1ZHSqTYBzKaGocqRGRknV4RpoFkPZMzzAqgj4AmILGxFG5yOqI0folEhSC2OHDh7Fp0yb8/PPPaN++PQBg2bJlyMzMxIIFC1CrVi2X17Rs2RIff/yx+Lhhw4aYPXs2/ve//8FmsyEszPnVExISkJ6eXvFfhKg0pL7ugHPS05x3j7IuCrkm6kPq0gNQGmNPKF0Tyc1OP0q3YTr0aSOz8Ah1xGgt04SRiK7OPZP6SwupoC8xiNEY00DNlZPW/CARxPbs2YOEhARRCAOAvn37wmQyYe/evbj99tt1vU9BQQHi4+NlQhgAjB07Fg899BAaNGiARx55BPfff7/bxaesrAxlZWXi48LCQgCA1WqF1Wo18tV8jvD5/m6Hv2FZFgA/4a1WK+yOXZizs1W+b5RIx4zNZgPAH4ytVitY4fRit1O/ucHuGG+so5+EQzLL2kKy38q7ztisNvFvi9UCmzBfaZxpIqxhLCsfYxwbHGuaP/YmYRe32VhYTE5lXDD0l3/g+8hqtcFm4+ck49gL/EGgn2fsdr6P7KwdZRaLeJ212WA1cVovq7JwHL+G2ST9ZfbxfAykMaO3DUEhiOXk5CAtLU12LSwsDElJScjJydH1Hrm5uZg5cyZGjx4tuz5jxgz07t0bMTEx2LJlCx599FEUFRVh/Pjxmu81d+5cTJ8+3eX6li1bEBMTo6s9Fc3WrVv93QS/crIIAMJQXFyCjRs3orDIDIDBTz/+iNxDfm5cgLJ161bkFANAGMosFmzcuBEXLpgAmHDgwO+IPLffvw0MYA7mMwDMuHTpMjZu3IiSUn68ff/ddzgR6+/WVRzerjNlLCBsP5s3b8Gp0/w4++voEWy8cthn7QslDp/jx9jZs2exceNplJbxY+y773bjWGBsO7qozL3p0iW+j37Ztw/hJgAwo+hKITZu3FhpbQgmSor5/vphzx78dZmfkydP/oeNG4/7tV2Bep4R5+S5s9i0+TSENW3rls0II0u1C6dOOtb5v47im7wjAMJgt7MVMh8DYcwUFxfrus+vgtjTTz+Nl156ye09hw+Xf1MuLCzEzTffjBYtWuCFF16QPTdt2jTx77Zt2+Lq1auYP3++W0Fs6tSpmDhxouz969Spg/79+yM+Pr7c7S0PVqsVW7duRb9+/RAeHu7XtviTP84UYuHBHxEZFYXMzB6Yf2Q3UFqCrl26oG3dBH83L6CQjpmTly2Y+/v3CA8PR2bmAKw7/wtQkI+2bdogs3VNfzc1YIk8cgFvHd2P6gnVkZnZCdMP7ACsVvTs3h2Na8T5u3k+p7zrTImFxZSftgMA+vXvj12fHQJyc3BtixbI7FLP180NCS7u+Q+fnDiKmjVrITOzFZ7b/w1gs6Fnjx5omBr40r4/9qb3z/6E41cuo+311yMyzAQc+Q2JjjlKuLL4r+9wsbQYnTp1huXvXODMcTS4pj4yM5v5pT2Bfp7J33sSH584ghrpNdG3Xwvg5x0AgJtuGohwqpXjwo+fH8IPF06jUeMm6NYyHdj/PSIcZw1fEUhjRvCW84RfBbFJkybhvvvuc3tPgwYNkJ6ejgsXLsiu22w25Ofne4ztunLlCgYOHIhq1arhk08+8fiP6dixI2bOnImysjJERkaq3hMZGan6XHh4uN//8QKB1BZ/EB4uDG0G4eHhov92RETV7hd38GPG4cLJ8Y85h3NPRHgY9Zsbwh3uzoxjvNnF8Rba/ebtOsNKEvaGhYWJwQPhYeaQ7q/yEGY283+YHGPM4TUcbHOzMvcmE8OPM7PZDMYRTGc2mYKqvyoTxhGvYzKbwTnmZJjZ/3MyUM8zwpxkGAZms/M4HRURQbFPKpgdwinDmGAO4/vO7FjPfE0gjBm9n+9XQSw1NRWpqake7+vcuTMuX76Mffv2oV27dgCAb775Bna7HR07dtR8XWFhIQYMGIDIyEh8/vnniIqK8vhZ+/fvR2JioqYQRgQXYtZEypilC0WpIspspBOTMlkH1cVyizx9PWUA1APjTAULgBLC6EKSzZRKSnhGmuRKLE5MHaaNShZAyWVCgbQEB0vlN0SCIkasefPmGDhwIEaNGoU33ngDVqsV48aNw/Dhw8WMiWfOnEGfPn3w3nvvoUOHDigsLET//v1RXFyMDz74AIWFhaKZMDU1FWazGV988QXOnz+PTp06ISoqClu3bsWcOXMwefJkf35dwgco04lTDRl9KLMmcuJhz18tChIkhWMBSl/vCUaawJ5z1sQiLbI2ypIcpCTxjEnSZyRYeMaZ/dVZ54mGlzayuliSzMyUaVIdRiLpU0ZmJ0EhiAHA6tWrMW7cOPTp0wcmkwl33HEHli5dKj5vtVpx9OhRMTju119/xd69ewEAjRo1kr3X8ePHUb9+fYSHh+PVV1/FE088AY7j0KhRIyxatAijRo2qvC9GVAguFgrSHuvCtVaRcJ36zR1a5RLokKwOI5PDOEl/+alBQYByjJHw6hlB4OfXMTr4ecLklCzEOUkWC22kCl9R0Kf+0kR6LrOTklckaASxpKQkzeLNAFC/fn3x8AgAPXv2lD1WY+DAgbJCzkTooCVQkCDmHqnrACB156F+cwejsCQ662L5q0WBjXQ08YcYOvR5RGOMUZ9pI6tb5Bh11F/aSNd/sup7Ru5qR3ulXuwcR+uXBDomECGJuEAqXBNpkXSP0qWTXBP1oYyts9Mhxi2ygs6g+akHqRsUILG60tzURBaLaCevCE8I/WWXuI6RxVUb6X4pdU0k1JH2F7kmOqElnAhJFHHtkuQJ/mlPsOFMcsI/psXSPc7YOke/kWDhFuk85DgOrCC40gTVRBq/yXEcWSx0IFXI0UFZP9L+oimpjVSdJLgKk6CvjdSCSF5KTkgQI0ISZzyFImsiTXq3CAdhYZEkS4U+lJZEck10j1Swt3NkedWD01rhnJ8Aufa4Q5rghCWLmEecyTook6ke1Cxi1F/aqPUXzUcSxIgQRWkRo+QJ+hB7h+JQDKF0GyPXRP1ID8nUX9pIte+sRBIjK6I2gmBht1PMkx7ELJMcWXj0ILfwkMXVE9LxRZmsnZAgRoQkzg1YcBXjr9OhxT3KFNnknqITqaZPekimXUYTZypjsrzqQU2bDNDcdIc0dpOUcZ6RxfCQYOERaUwdWXg8o2ZxJSWvl4LY5cuX8dZbb2Hq1KnIz88HwKeLP3PmjE8bRxDe4po8gSa9HpRJTkTLDm0ublHTjAI03twhnaN0iPGM5hijPtOEUdHAk/urNs4xRlnt9CDNlkteEJ6RhoyQxdWJ4fT1Bw4cQN++fVG9enWcOHECo0aNQlJSErKzs3Hy5Em89957FdFOgjAEo/BNpAxj+nBJckJaZF3IXHok8TsMjTdNGIYBHEkn6BCjAxWhAqA+c4e0bhFHa5lHZFZXslJ7RE2ZRHKFG1QtrtRhho8JEydOxH333Ye///4bUVFR4vXMzEzs2rXLp40jCG+RLpCUYUw/LklOKNukLuSaUTok60EaV8fSOPOI/NDnvE5jTBvpekbp2D3j7C/yhtCDmsWV5qM2Qt/YJYI+Wai9EMR+/vlnPPzwwy7Xa9eujZycHJ80iiDKi9oCCZCbhScYyUIp/U2bsXuklkRyTdSHSUV4JTcVbWTCvnRNoz7TRB5Xx/9NB2Vt1LMm+rFBAY50KJGy1zNS5Ru5vjoxLIhFRkaisLDQ5fpff/2F1NRUnzSKIMqLSbahSK7TruIW5ZpIron6kPm+S10Tqdu0kQS6k7XCM2qJJwA6KLtHLTmAH5sT4FDyCWOo1amj7tKGCjqrY1gQGzRoEGbMmAGr1QqA78STJ0/iqaeewh133OHzBhJEeZBuKAAtkp6Qdg8fUEubix6kFjGK39GHmhsUaUe1kVr5pamy6SCjDdV5MoZsTjqSKdD40katTh0pk7RhJCcMEvSdGBbEFi5ciKKiIqSlpaGkpAQ9evRAo0aNUK1aNcyePbsi2kgQhlHTvAA06T0h3XTJnUc/UrcxjqPxpgfpkKLEAJ6R9xf/mwRX95hkB2XHNZqTmjjXf060utIY8wztlfoQpp5d4jlC48uLrInVq1fH1q1b8d133+HAgQMoKirC9ddfj759+1ZE+wjCK9R83QFaJD0hs4iBau/oRegdqZsdQJZEd0jdeiirqWdU+4vmpVuEPrNL4xCpzzSRWsQ4crXziJoCjvrLDZL+ooLOTgwLYgI33ngjbrzxRl+2hSB8hji3JS4WAB1cPCHtHzvHOTcXOiC7Ra2ejPQ64YrUrYcOyZ6R9Zed5qUeGIlkQX3mGWlsNbnaeUY18yv1lyaqyTqov/QJYkuXLtX9huPHj/e6MQThK5wbCicLbKdJ7wFFFihyH9CHMrYOoLHmCVnWRDv1mV4o3kk/sthN6jPPqLiOUX9pY1JRwFF/aaMWs0lrvk5B7OWXX5Y9vnjxIoqLi5GQkAAAuHz5MmJiYpCWlkaCGBEQOLM/KV0T/dSgIEGWjlei5SPLjntk5RLIRUUXMndOKu7pETWrKylI3CPPasdfo4OyNvIEOlTnyRNSwYJcEz0jrSPGUjIYEV1T7Pjx4+LP7Nmz0aZNGxw+fBj5+fnIz8/H4cOHcf3112PmzJkV3V6C0IUsnbgk8x9NevfILTuktdILI0uT7bhGY809EmuFmHyCxpkm5AZlHFmmSbK6ekStHiIJrtrI5iT1l0ckqcCc85G6y3jWxGnTpmHZsmVo2rSpeK1p06Z4+eWX8eyzz/q0cQThNeSS4hVK4cFZpNIPjQkiZC4X4gZDneYOVe079Zkm6qnY/digIEBaoJ4EC884LYjkDaEHKhhuDHJNVMewIHbu3DnYbDaX6yzL4vz58z5pFEGUF1mGMdIe60baRbJCu7S5uEWtECoNN/fIUmVTIgWPyK2udIjRg3OEgVyGdSCdf+T+qgfXOUlrmDZS92pSkDsxPGT69OmDhx9+GL/++qt4bd++fRgzZgylsCcCBplAQTV3dCMtuCjTvNPpxS1qronUZ+6hYrvGkMitpCDRCbkmGsOZ7p+jmCcdqI4vmpOayBSWtIaJGBbEVq5cifT0dLRv3x6RkZGIjIxEhw4dUKNGDbz11lsV0UaCMIzUnYI0ofqRJ+sgFyi9kFBhHKm1QtS+00DTRJb6WShOTGPMLdLeodhNz0jXMfIk8YzaGkbjSxupwpIlxYiI4Tpiqamp2LhxI/766y8cOXIEANCsWTM0adLE540jCG+RTm3WcWqhDcUYHKUw1o2ze+TJYQhtpKmfycLjGYqvMI7aGKMsgJ6hmCd9MKprmD9bFNioxtRRh3lf0LlJkyYkfBEBi3TvsJHmRTfaFjHqO3eopcmm8eYeNTcV6jN3SLTJYrp/PzYnGJCMMY7WMo+IggUofb0epBYxqh/pGZlVn7xtRAwLYg888IDb51euXOl1YwjCV0hjnUjbrh9ZjJidsibqRS3tM7moeEItcNuf7QlsKN7JOIyK8Er7gDYm6RijdcwjzrhNjlwTdaBqoab+Mi6IXbp0SfbYarXijz/+wOXLl9G7d2+fNYwgygMj0eLZWNqA9SI919mEQBTQgc8Tzv2YIxcVnTiFV44srzpQjamj/nKLmisUrWXaSEtKsJTkyiMmRk3Q92ODAhyZMolcE0UMC2KffPKJyzW73Y4xY8agYcOGPmkUQZQX6dS2UWyAbtSSnCivE65I6xVxdEjWhfTQRwWdPaMWj0JDzD0mqbBPChKPOF0TyZVTFyqur7SGeYYSgcnxydHUZDJh4sSJePnll33xdgRRbqSCA2nb9SPLMuY0iNFi6QG5po9cevQg7R5yG/MMxaMYh+pJGkNuEaO6WJ6QKZNoDfOImjKJ1jAfCWIAcOzYMdVCzwThD2QWMXJN1I08yQm5JupFekgWhQo6wLhFNWsi9Zkm0ngUElz1oeoKRX2miVqsK/WXNnLBQn6NcEU4Rtg5ckeXYtg1ceLEibLHHMfh3Llz+Oqrr3Dvvff6rGEEUR5k2nbSvOhGZkmUWcSo79zBSE4worWC+swtQu9IXWCpz7SRHpIpAZE+VFP+U59pIhUsKKbOM/K4TWF8+a05AY+sv2gNEzEsiP3222+yxyaTCampqVi4cKHHjIoEUVlIJ7dg2aH9RB8Mw2/EUosYrZXuUUukQBuMe4RDnyBUAHToc4f0kMzRIVknrunYyTVRG6Fn5BYL/7Un0JFaXCmmzjNShSVL7tUihgWxHTt2VEQ7CKLCoNgAYzCQa90B0iJ7QrohUyIFY0jHGbn1aCM9JNOapg9nOnYquKsHck00hrxMjuMa9Zcm0ky5Qn/R+PIiRqx37964fPmyy/XCwkJKX08EDKoFnWnC60K0VEhcxmixdA+jonknTZ97hCFFsYj6kMWjkLVCF9Ki4WRF9IwoWHCc6JpOa782qq6vFOeqiZhd2C5NOOTPFgUGhrtg586dsFgsLtdLS0uxe/dunzSKIMqLWkFn2oD1IfSSkOQEIM27J9QOfHSAcY/YZ5JYRFKWaKOaNZH6yy2ygs6ipZr6TAs1ixjtm9o45yS5JupB2l8U5+pEt2vigQMHxL8PHTqEnJwc8THLsti0aRNq167t29YRhJeoWcRoA9aHVKgASOuuB6lmlA58+hAOyVKLGGVN1Ebu/sr/TYcY96hlmiThVRu1TKbUXW5QdX2lDtNCtk9SzKaI7m2vTZs2aNu2LRiGQe/evdGmTRvxp127dpg1axaee+65Cmtofn4+Ro4cifj4eCQkJODBBx9EUVGR29f07NkTDMPIfh555BHZPSdPnsTNN9+MmJgYpKWl4cknn6Q0/CGAdDFkHQc9MoHrw3lApo1FL85CqOSiohdh/5VZXmmsaSKz8lOJBF2oWRHp3OcGWXpx/m+ak9rIXdL5ayRYaCPtL9FVmMaXfovY8ePHwXEcGjRogJ9++gmpqanicxEREUhLS4PZbK6QRgLAyJEjce7cOWzduhVWqxX3338/Ro8ejQ8//NDt60aNGoUZM2aIj2NiYsS/WZbFzTffjPT0dPzwww84d+4c7rnnHoSHh2POnDkV9l2Iikc6tYWDHk14fQjdRAkB9CP2EBX21I0gvNooKYwupNpkKuisD7UCsrSeaSMxIJJrog7U62L5sUEBjjN5DkfJcyToFsTq1asHALBLHforicOHD2PTpk34+eef0b59ewDAsmXLkJmZiQULFqBWrVqar42JiUF6errqc1u2bMGhQ4ewbds21KhRA23atMHMmTPx1FNP4YUXXkBERESFfB+i4lGrI0YbsD5cBDHqNo9Is0HZKXuWLqRZAAVojmpD8RXGYWQHZf5vEva1UbPs05TURpqOnerUeYZcE9XRJYh9/vnnuOmmmxAeHo7PP//c7b2DBg3yScOk7NmzBwkJCaIQBgB9+/aFyWTC3r17cfvtt2u+dvXq1fjggw+Qnp6OW2+9FdOmTROtYnv27MF1112HGjVqiPcPGDAAY8aMwZ9//om2bduqvmdZWRnKysrEx4WFhQAAq9UKq9Varu9aXoTP93c7AokyK+9qagL1ixrKMSMsixbHYxPDUL95QHBn5jjAahPGGxey/eabdYbfiMss/HuYTTTO3MGyLAC+EKowxpggGmP+2Js4h1aEZe2wOQLrODsbNH1W2Tj7ixWFfTvrv/4K9PMMy/Lz0M5xsFj5+ckF0ZysbFjHHGTtdthsfH+B821/BdKY0dsGXYLY4MGDkZOTg7S0NAwePFjzPoZhxM3ClwifLSUsLAxJSUmypCFK7rrrLtSrVw+1atXCgQMH8NRTT+Ho0aPIzs4W31cqhAEQH7t737lz52L69Oku17ds2SJzffQnW7du9XcTAgB+eB84+AcAMy5fuoSNGzf6t0kBjDBmWNYMgMGeH38CYIadtVG/eaDAAgBhsNvt+PmXfQDMuHz5csj3W3nWmatX+XG277f9AMwAZw/5/ioPfxcwAMy4UlSE/b8fAGBG7sWLQddnlbk3nThhAmDCP8eO4eJVADDhwIHfEX52f6W1IZg4d47vr0OHDsFiNQFgsOvbb3E42r/tCtTzzL+FABCGoqtXcfjIEQBmnD19Ghs3nvRzywKTgxf4NezChQsouQQAJvz911FsLD7i888KhDFTXFys6z5dgpjUHdGXrolPP/00XnrpJbf3HD582Ov3Hz16tPj3ddddh5o1a6JPnz44duwYGjZs6PX7Tp06FRMnThQfFxYWok6dOujfvz/i4+O9fl9fYLVasXXrVvTr1w/h4eF+bYu/mfDjFnAc0LR5C+DEUaSmJCEz8wZ/NyvgUI6ZZ/Zth8XC4vr27YHDvyEiPByZmQP83cyA5sKVMjy371twDIM2bdsCfx1AclIiMjM7+LtpFYIv1pml/3yP8yVX0fK6VsA/fyLMbKZx5oa9x/PxyqFfEBsbh2tb1gOOHUJ6jRrIzFT33Ag0/LE3/f71Uew89x8aNGiAojMFQMElXN+2LTKvUw9XqOp8s+Eg9uWeQ7PmzbH57D8Aa0fv3j1RJ9E/CuZAP8/8evIylvz5E2JiYtCocS3g1DHUr1cHmZnX+rtpAUnpb2ew5tifSElNRXJcJHDxLJo3a4bM7tf47DMCacwI3nKe0B0jVhFMmjQJ9913n9t7GjRogPT0dFy4cEF23WazIT8/XzP+S42OHTsCAP755x80bNgQ6enp+Omnn2T3nD9/HgDcvm9kZCQiIyNdroeHh/v9Hy8QSG3xFyaGActx4BzOdmFmc5XvE3cIY0aMO2H45DtmE0P95oGIcIfbEweYHEmLwsymkO+38qwzYhIAxiQ+DvX+Kg/hYY7tmgEYR7rEYBxjlbk3hYXxc9FkMoHj+PEWER4WdH1WWZgd44phTGJMXUQAnCUC9TwTJsxJflLy1+icoUmYWVjDeGsrAESEV0x/BcKY0fv5ugSxpUuX6v7g8ePH6743NTVVln1Ri86dO+Py5cvYt28f2rVrBwD45ptvYLfbReFKD/v37wcA1KxZU3zf2bNn48KFC6Lr49atWxEfH48WLVrofl8iMBELE1OyDmO4JOugfvOEanIY6je3KMskUJC7e2SJAWiM6UKaEIaymeqACjobQpqkiTKZekZaC5HmoxNdgtjLL7+s680YhjEkiOmlefPmGDhwIEaNGoU33ngDVqsV48aNw/Dhw8WMiWfOnEGfPn3w3nvvoUOHDjh27Bg+/PBDZGZmIjk5GQcOHMATTzyB7t27o1WrVgCA/v37o0WLFrj77rsxb9485OTk4Nlnn8XYsWNVLV5EcKHM/mem+a4LZTY7yv7nGWkP0QFGH8r5ScPMPRI5zLmm0Rhzj1qWNuoyTaQFnamOmGek6f5ZEiw8QgpLdXQJYsePH6/odnhk9erVGDduHPr06QOTyYQ77rhDZqmzWq04evSoGBwXERGBbdu2YfHixbh69Srq1KmDO+64A88++6z4GrPZjC+//BJjxoxB586dERsbi3vvvVdWd4wIXniNO+fUuNMOrAtlfScqTOwZqbDKUvp6Q9D81Ifz0MdR8VidqBXcpXGmjbREAlksPCOvU8dfo/7SRpiPUgs1zcdyxohxlagxT0pKclu8uX79+mJ7AKBOnTr49ttvPb5vvXr1gi7rFKEToYYMaV4MwVC/GUZmEaP6a7oQ9g07CWK6kFrEqMaTPpwFZGk904O8aDj/N40xbdQ9IfzTlmBAVkeMQkZEvBoyb7/9Nlq2bImoqChERUWhZcuWeOutt3zdNoIoF8L8tjoyfdJBTx8mhUWMDi6ekXaRMN6o39yjnJ/UX56Qat8prk4P0oLOdPDzjBi3yTqV2rRvauN05aTxpQdG1fXVjw0KEAxbxJ577jksWrQIjz32GDp37gyAL4z8xBNP4OTJk+TWRwQMwqbCsrRAGkHoJVY4IJOGzyOMRDdqtfH9FkbjzS1ijBhLAr8epIkByDVRH9J5KVosaJxpIs5JiXcRuVhr4xT0aXzpQeb6SsokEcOC2Ouvv44VK1ZgxIgR4rVBgwahVatWeOyxx0gQIwIGYX5TVjZjOJMo8L/pgOwZRiKsCuMtnHxU3CIqSihWQBfSxADkmqgPaZY2p8XCjw0KcAShi5XUi6V56RmZYEH9pYlUcBWTm1B/GXdNtFqtaN++vcv1du3awWaz+aRRBOELnJYdWiCNId+MSRDzjLSHLA4JNozSdLpFmTWRDsjukbn10JqmC6cGXiLw03qmiVIJB5Cw7w5ZzBMlN/GIyWnWdybPof4yLojdfffdeP31112uL1++HCNHjvRJowjCFyiz/9F814fLAZn6zSNS9x2rjQ7JehD6zMrSAVkP0t5hKzFRVjBDwqsxlG7pAAkW7pBm5RSEVxpf2qi5JpICzsusiW+//Ta2bNmCTp06AQD27t2LkydP4p577sHEiRPF+xYtWuSbVhKEF4iuiY4Vkg56+hB6iZJ16EfaQzbHISacdhi3uMQi0jhzi6wYKrlb60KWrINcoTyidOcHaF66Q2oRo2y5nlHNmkjjy7gg9scff+D6668HABw7dgwAkJKSgpSUFPzxxx/ifaSpI/wNuSZ6h7AwUr/pR7rckWuiPlxiEWmcuYVqYhlH1meCxYLOJpqIcZsyQcxfrQl8nENJUneNOswNjpIlEsUIrWFeCGI7duyoiHYQhM9RuibSAqkPZeYsUqp4Rp41kZJ16EFpEaMDsnvU4lGoy9yjpoGng582JlE5Qunr9SAK+hzFIOpBrOsHZx1isoh5WUeMIIIBZawTLZD6EHqJXC30I6sjxlLdOj0o69XR9NQHpX7Wj7N3OEqmoANG4Q0hvUa4IiuyToK+R6Qxm+Sa6MSwRay0tBTLli3Djh07cOHCBdglQZ0A8Ouvv/qscQRRHpyxTnQwNoLSkkj9ZgwruSbqQth/S618f0WGkV7QHbJ4FHLr0YXgBUHJOoxB1kN9OEtKcBBqYJNgoY08iyn/N40xLwSxBx98EFu2bMGQIUPQoUMH0pYQAYsy1okWSGOwdnJN1It0bAkxYpSswz2CW8+VUisAIC7Kq9xRVQa1DG00N/Uhj0nxc2MCGMqYawzRwgMS9PUgTTgkQPPRC0Hsyy+/xMaNG9G1a9eKaA9B+Axh0ovpsWnC60KQH2y0GetG7ppIG7IuHN1TVMbXn4yNIEHMHeoWMT82KAigLG3GEIT9YgsLAIgKM/uzOQGPmJXTzpHwqgOTxDXRTjHoIoaX8dq1a6NatWoV0RaC8DH8BC8o4TXu1aLC/dmYoEHYjO10cNGNtIesNodFjFwT3SIcWCxCf5Froluc89CZoY1ixNwjz5pIChJPmJTKkUhSjrhD6mpHWRN1IMbUcRS7L8Hwzrdw4UI89dRT+O+//yqiPQThM4T5LQhiCTEkiOlBaUkMo43FI1KtnhCTGEbmCrcIh2SqV6cPZ00schvWi1qmSRpn2jAKQSwmkixi7hDnn9RKTeNLE2dMHf8DkGIE8MI1sX379igtLUWDBg0QExOD8HD54TY/P99njSOI8iBMb1HjTgdjXSiTnFDSCc9Ie8hCAqwupMV2AYCGmXukiQGojpg+TBINvFhHjPpME0GwsFKcqy5kySeoTI5HhPFlpxIcMgwLYiNGjMCZM2cwZ84c1KhRgzRyRMDimqzDn60JHpSbsZk2Y4/ICjrb+PgKEsTc45oYgPrLHdJU2ULtNRpi7lGt80SdponQMyRU6EOafELMAkjrmCYmSX9RCQ4nhgWxH374AXv27EHr1q0roj0E4TOE+U2uT8YQeolcE/UjVUiJ/UYWWLe4KEponHnAKVTYWCoargfZQZn2Ac9Q1kRDyDOZkgeJJxiJ7wgpRpwYXsWbNWuGkpKSimgLQfgUYXrbKTbAEM4YMaq/ZgRR8GcpWYcRKDunPqRChdVOwr4RJPWJaT1zg1I5Qn3lHmkMYomQaTKc4uq0kPbXlVI+DpEUcF4IYi+++CImTZqEnTt3Ii8vD4WFhbIfgggUGBeNuz9bEzyIBZ3JImYIMSZRTF9PA84dyvlJhz73SONRSNjXhyBYCPGuALlCuUN0TaTU4obgwIkp/2MiSBDTQvS2sduRf9UCwJnNtCpj2DVx4MCBAIA+ffrIrnMcB4ZhwLKsb1pGED6C0rAbw+maSBYxIzAMA3CcM9CdDsluUcaj0KHPPdIMbU63YRL23eG0UjsPe9Rl2ij7i5Z+90gtPKVW/uwbTRYxTYQ1rLDEJl7LLSrzV3MCBsOC2I4dOzSfO3jwYLkaQxC+RNhwSbtnDGVsHVnE9KEUYOmQ7B5hWFE8ij5kFjGKR9GFUtgHSLHkDiGGh2o86UM4U/BzktyFPSEMJyGhFUD1XQEvBLEePXrIHl+5cgVr1qzBW2+9hX379mHcuHE+axxBlAfXOkX+bE3wIPSbIFCQD7c+lNpkOvC5h1G4jdGhzz3SGDFnsg7qM3cIY2zvcWdZHfKM0EbMZEpx1bqQZgEU6mLRsq+N0DWlNqercJeGyf5pTADhtei+a9cu3HvvvahZsyYWLFiA3r1748cff/Rl2wiiXFB6bO9wESio33QhCLBlNnJN1AO5JhpDmqGNrK76UBYoBkhB4g6KqzaGtDwCJQXzjDC+hNqu1aPDad2HQYtYTk4O3nnnHbz99tsoLCzE0KFDUVZWhk8//RQtWrSoqDYShFe41ESh+a4LcTOm9LLGEF06KbZOD0pFCfWXe6TxKIL2nfrMPcJaFmZiyNVaB657JvWVO6S1/exUoNgjyqkXEUaSPmDAInbrrbeiadOmOHDgABYvXoyzZ89i2bJlFdk2gigXSk0LbSr6ENP+k6XCEOIhhlwTdeF0TSRFiR6EaWjnOInrmB8bFAQI3VMtyqlzpvVMG/IiMYYYt8lxYokE6jNtlF1D3jY8ui1iX3/9NcaPH48xY8agcePGFdkmgvAJyilOC6Q+XAth+7ExQYRJYUmk8eYeF+07DTS3SBMDkBuUPpSCReO0OD+2JvBxxlVTfLAuJBYxjuakDpTKcT81I8DQbRH77rvvcOXKFbRr1w4dO3bEK6+8gtzc3IpsG0GUC+V6SP7u+iCXMe9Q9hvtx+4h7bsxxN7hqCSHXgTBgqwV+hCtro5cCrT0u0ceI8Zfoz7TRjn9yDrNo/to2qlTJ6xYsQLnzp3Dww8/jLVr16JWrVqw2+3YunUrrly5UpHtJAjDKCc5TXp9iJYdOuwZwummIjymfnOH6zjzZ2sCH2c8isQNipRLbiHliDGEOUiZTPUh7R47lcnxiPIsQesXj+FuiI2NxQMPPIDvvvsOBw8exKRJk/Diiy8iLS0NgwYNqog2EoRXkGuid4gxYhR8bAhlkhMSLNyjdIGlQ597hPWLMrTpx7VWHfWXO4Q1TBD0Sahwj7R3SKHkGTqTqVMuebRp06aYN28eTp8+jTVr1viqTQThE1xcE2nO60ORRIEOyPqgmCdjKC2GdOhzj1RBQoKFPlxjnvzZmuCDljD3SNcschf2jOuZjPoKKKcgJmA2mzF48GB8/vnnvng7gvAJyoMeTXp9KLMmkkChExL8jaHMoEUd5h5ZYgD+b+ozD4iZJvnfpFRyj0tWOxpfbpFZxMhK7RFX5ZufGhJgkH6ICFlcA0P9045gQ+kyRv2mD2U3kYXHPS7xAtRdbpEmBmDJbVgXNCeNQcpLY5hkFjH+N3WZNmQRU4cEMSJkUW66pA3Vh9LFjvpNH0rLIW0y7nGJFyBJzC1qiQFobrrHtZaknxoSJCj7h+akByTdQyn/PUPhIuqQIEaELHTQ8w7KmugdroHIfmlG0EDaUWPIte/kNqwHF8GCxphb6KBsDLlyhP9NfaYNWVzVCRpBLD8/HyNHjkR8fDwSEhLw4IMPoqioSPP+EydOgGEY1Z/169eL96k9v3bt2sr4SkQFQ5uKd4gpnyn7nyFcte/Uce4gwdUY0u6xkZJEFyTsG4MOysZQ6x3qM21oPqoT5u8G6GXkyJE4d+4ctm7dCqvVivvvvx+jR4/Ghx9+qHp/nTp1cO7cOdm15cuXY/78+bjppptk11etWoWBAweKjxMSEnzefqLyoeKB3iFsxpT9zxiu8Sh+aUbQ4BojRh3mDmn3UKpsfVByAGPQQdkYamcK6jJtXMZX0JiCKpagEMQOHz6MTZs24eeff0b79u0BAMuWLUNmZiYWLFiAWrVqubzGbDYjPT1ddu2TTz7B0KFDERcXJ7uekJDgci8R/NBBz0sEixhp3Q1BhxiDUH8ZQipU0NzUB2UBLB/UXe4hi5gx6EymTlAIYnv27EFCQoIohAFA3759YTKZsHfvXtx+++0e32Pfvn3Yv38/Xn31VZfnxo4di4ceeggNGjTAI488gvvvv9+t9aSsrAxlZWXi48LCQgCA1WqF1Wo18tV8jvD5/m5HQCDkeHZgZ23ULyq4jBlHvwnBx5zdTv3mBaE83nyxznCK+QmOxpk7bDZn3zjnJhs0feaPvcnOsoorXND0lz/gOLvsMePn/gr084zNZnO5xtpssFrJ1KOGa3/5fnwF0pjR24agEMRycnKQlpYmuxYWFoakpCTk5OToeo+3334bzZs3R5cuXWTXZ8yYgd69eyMmJgZbtmzBo48+iqKiIowfP17zvebOnYvp06e7XN+yZQtiYmJ0taei2bp1q7+b4HcKCsyQ6qx++P57nIrTvr+qI4yZS/kmACZYrTYADP7++yg2Fh/xa9uCAUuZfLx9t3s3/gmM5aDCKM86c+Y0P84EDh36Exvz//BBq0KTUhsgbNmlpRYADL7//jv8F+vPVhmnMvem/bkMALP4OD83Fxs3bqy0zw82Dp+T99fpU6ewceN//muQg0A9z1hYQHmM3r5tG2LD/dKcgCenGJD2V+Hlggqbj4EwZoqLi3Xd51dB7Omnn8ZLL73k9p7Dhw+X+3NKSkrw4YcfYtq0aS7PSa+1bdsWV69exfz5890KYlOnTsXEiRPFx4WFhahTpw769++P+Pj4cre3PFitVmzduhX9+vVDeHjVXg1WntqL/4oKxMfdu3VD85rV/NiiwEQ5Ztae/wV/F+aDY0wAODRv1gyZ3a7xdzMDntl/fItCq9NS3qNHDzRMDbJTsk58sc7s/uRP/HTxjPi41XUtkXlDHV81MeQoKrPhqZ+/AQAwYWEAy6JHt25omh4ca5pf9qaDOXj37wPiw7S0VGRmtquczw5Ccn88iewTTqVbvXp1kZnZwm/tCfTzTKmVxZM/bZddG9C/H+KjA6+tgcCxi1cx9/fvxcdJSYnIzOzg088IpDEjeMt5wq+C2KRJk3Dfffe5vadBgwZIT0/HhQsXZNdtNhvy8/N1xXZt2LABxcXFuOeeezze27FjR8ycORNlZWWIjIxUvScyMlL1ufDwcL//4wUCqS3+QplkIiIirMr3iTuEMSP0m5CONzzMTP2mA6W/e0R46I+38qwzZkWkdnhY6PdXeYiwuxaPjYgIvnW+MvemsDD5EcdsMgVdf1UmYWaz7HGgrP2Bep5hVRKPB+OcrCwiwpXzkamwvgqEMaP38/0qiKWmpiI1NdXjfZ07d8bly5exb98+tGvHa7O++eYb2O12dOzY0ePr3377bQwaNEjXZ+3fvx+JiYmaQhgRPFBgqHe4ZE2kftMFJeswhksiBeovt8iyJnI0N/VAc9IYVHfNGGr9Q32mjTL3AmWy5gmKGLHmzZtj4MCBGDVqFN544w1YrVaMGzcOw4cPFzMmnjlzBn369MF7772HDh2cps5//vkHu3btUvVD/eKLL3D+/Hl06tQJUVFR2Lp1K+bMmYPJkydX2ncjKg6qU+QddHjxDkpfbwzX8hL+aUewoJ410V+tCQ6U/UMHPw+4HJT91I4gQa1/aL/Uhs5k6gSFIAYAq1evxrhx49CnTx+YTCbccccdWLp0qfi81WrF0aNHXYLjVq5ciYyMDPTv39/lPcPDw/Hqq6/iiSeeAMdxaNSoERYtWoRRo0ZV+PchKh6qI+YbaLHUBxV0Ngb1lzHU64hRn7lH3j9mSmbnFuVoIiu1e9R6h7pMG1LyqhM0glhSUpJm8WYAqF+/vms6ZABz5szBnDlzVF8zcOBAWSFnIrRQFvOkSa8PF5dOksS8goabe1wOfTTO3KI2nqjP3EMHP2O4Ftyl/nKHmnKXxpg2FC6izv+3d+/RVZV3/sc/5+QGMYRwTYiCgFjjhbs1A9UpUyKX9Neqdaw4jC2OSysFpyg/K3RarLYO2Ol0ptqOM2tmtdA1rXQuxXFZpGQgaGsRFAgI0ogWjRcCFRoCIiGX5/cHvxz3zonn7GcnOfvszfu1FmslOTs5z3n47mfv73Pb9A8hupIuwsEUI2y4efGHerPD1EQ7XTuWJOosneSpUFRYKnRe2un+gc4ZL0ZokeifRSKGyGLhsT/cvPhDIman600fozupMSJmL3lzgIAKEhLJ18xgyhEWrBGzk3yNDKYc2YZEDJGV1LvHWe9J8tqdgAoSMsnTLgIqSEjQUWKn+9536iwVYswOnUl2upuaSJV9NNYFd49EDJFF74s/SSNiVJwnybsmUm+pcFG2w1bZ9rgG2KHzsmdiMdr9VBhx7R6JGCKL3j1/uEH2h5HEnqG+Uut+GlTmyxEmJBaWuFG25jwvuVam1vV8JGk9i0QMkZV80gdUkJChF9kf1tbZoaPEDju0+UCMWWH7envOGuJamRr3Ft0jEUNkcaPnD9uK+0S8WelaP8SZPUZ4UkvuHAmkGKHBo0vsOTtIGOFJjc7K7pGIIbKYYucPD8L2J2mNGK1rSslr6gIpRqjQo2yH5xbZ4ZES9pznIOdjatyTdY9bBUQWvaH+JD9LJqCChAwXGTtdq4cRsfQYRbRDp5KdpHOS+krLeb2kzU+NRL97JGKILC7C/sS7tApcjL0h8bdD4mqPqT126FSywwOdfWCzDs9ov7pHIobIYq2TP+xs5A/ToOywhtMedWaH+rKTVF9cM9Ny1hDhlRo7C3ePRAyRxQN2fWIdii9Mu7DDaIU96swO01/tcKNsj+3rveMB690jEUNk0RvqD9MHekfXm2a40fvuA22aFR5hYoe23557jViABQkBnuvXPRIxRBgXYT+69orSi+wNvcl2uOmzl9SjTJClRGecHTpH7DEiZoHZNt0iEUNkcRH2h23F/SGxsMPUYXv0vtthAx07TH21514jRoWlwj1Z90jEEFncGPvDPG5/WCNmh/U79px1Rn2lx86cdti+3p4zxjglU+t6/pG4nkUihsji4af+MDXRH2e1xWJcZNKho8Qeve92ujZd1FlqdMLZc9YQ9ZUaI9TdIxFDZNH74g9TE/3hwZ52GK2w56wzRivSozPOFuuqbbnXiAVXjjBgamL3SMQQWUzj8YnG0pc4F2QryRsDBFOOMHH3vgdWjBBhdN8G04XtOTtH6OxNjTWI3ePSh8hiYbs/XRtLLsYecUG2knxRps7SYYc2O8nrNqmzVJgubM91TnJHnRLnY/cIG0SXa80OJ7xXyesEgilH2DBaYYdpKvZcGwMQZGmxJsVO0nRhKiwt1oh5R5vfPRIxRBY3xv7Qa+UPoxV2SPjtsR7FTvIjEqi0VDgn7bl3TaTCUmFqYvdIxBBZcRpIX5KmJlJ3ntAzaofdOe05a4j6So/NOuwwYmHPvZNpYMUIBR4Y3j0SMUQWIxT+cDH2x71oO8CChBRxlh4bA9jp2qlEnaXGuk173Gd4l7yTdUAFyTIkYogseqr84cHE/jAiZofeUXvOKmKkOj12AbTECKIPbArmVdfqoQ07i0QMkeV65g4tpAWmjPnhngobYEFCInn9TkAFCRVizAZTE+0k3ShTYWkxIuYds226RyKGyGKEwp/kBdvUnSdckK2wVbY9ZxUxzS49ptrZYXMTe+6ZN9RXKkm7clJdkkjEEGExRih8oRfZHy7IdugdtcdmHXbYAdYO09LtMRPCDp1JyUjEEFmc8P6wwN0fd7wFV46wYCtje2xfb4dOJTuMINpjaqIdZiolIxFDZLlP+MCKEToscPcnxvodK4yI2XP1vhNkaZFY2KHtt8d9hh1mKiUjEUNk0VPlT/LanUCKETrEm53k9QLUWTr0JtvhAcV2ulYPIZYej5Sw42rDOCElkYghwtwjFJzwXnGD7A+JmJ2kmz6uRmm5doIlxtLiEQl2aPt7hvBKjyn8ybj0IbLijujmhPeOmxd/nIk/8ZZe0jQoKs0K1eUFiYUNpgvbowPOjntqIvUlkYgh0hy9xyQTnrGJgj9ckO2wVbY9YswOm3XYYVq6Pc5JO6ypSxaaROzhhx/W9OnTVVhYqJKSEk+/Y4zRihUrNGLECPXv319VVVU6cOCA65hjx45p/vz5Ki4uVklJiW6//XadPHmyDz4BMo0G0h96Rf1hEbIdtsq25zwX6VxKL3nNE3WWStf6ob7SYyaEHe7LkoUmETtz5oxuuukmLVy40PPvfOc739Gjjz6qf/7nf9a2bdt03nnnafbs2Tp9+nTimPnz52vfvn2qqanR008/reeee0533nlnX3wEZJjzFOd89y65V5TK84KNFOwQZ/bYvt4Oo652GEG0R2Jhx524Ul+SlBt0Abx68MEHJUmrV6/2dLwxRv/4j/+or3/967ruuuskST/5yU9UWlqqJ598UvPmzdP+/fu1YcMGvfjii7ryyislSY899piqq6v13e9+V+Xl5X3yWZAZNJD+dF0TxsXYGxYhW0q6SQ6oHCHCjmN2SCzsJO8ySYWl4z4nAytGaDhjLIfwkhSiRMzWwYMH1djYqKqqqsTPBg4cqMrKSm3dulXz5s3T1q1bVVJSkkjCJKmqqkrxeFzbtm3TDTfc0O3fbmlpUUtLS+L75uZmSVJra6taW1v76BN50/n+QZcjKxiT+DImQ518hK4x09HR4Xq9vb1Nra1cYdIxrniL9jnYG+2M6Wh3fd/R3qbWDq7MXoUtxoK4NrW1tbm+7+joCFWdZVp7W9dzsj3Q+grd/YwJUVmD4mjijen98zGbYsZrGSKbiDU2NkqSSktLXT8vLS1NvNbY2Kjhw4e7Xs/NzdXgwYMTx3Rn5cqViRE6p40bN6qwsLCnRe8VNTU1QRchcG++GVfn7NuTJ09q/fr1wRYoy3XGzEFHvUnSpv/9XxVGtqXoPX848mG9vX+OxFtP2pl9h2OSchLfP/PMM71Qomg79X6OOu9kjv/xj6GMsUxem46elpy3OS/vrlPeO7sy9v5h88YJyVlfv/3tb9RwXmDFScjm+xnnOXn0vT+E8pzMpPa2D+vrlX37tP7o3j55n2yImVOnTnk6LtDbq2XLlumRRx5Jecz+/ftVUVGRoRJ5s3z5ct17772J75ubmzVy5EjNmjVLxcXFAZbsbAZeU1Oja6+9Vnl5eYGWJWgv/fJ3+nVjgyRpYHGxqqunBVyi7NQ1ZvZtfFWb3n0j8frsWbM0oB+ZWDpPHtupV5rekyQNLB6g6urpAZeo7/RGO3Pipbf189+/IunsdJXq6ureLGIkff/A8zpy+n1J0pAhg1Vd/fGAS+RdENemt//4gR7a9evE91MmT1b1+LKMvHcY1b3VpH/Yuz3x/TVXX6NLRwwIrDxhuJ9xnpOlw4erunpKwCXKbl/ftVmn28+OVI8ff4WqPz6yV/9+NsVM52y5dAK9u1q6dKkWLFiQ8pixY8f6+ttlZWcb28OHD2vEiBGJnx8+fFiTJk1KHHPkyBHX77W1tenYsWOJ3+9OQUGBCgoKkn6el5cX+H98p2wqS1ByHBO2c+Kxc74+0umMmZycHNfPC/LzlJdHIpZOTvzDeovH4+dEvPWkncl1xFk8xvnphXNdWE5IYyyT16b8fPfUxLy83FDWWabkd6mb/PzsqK9svp9xnZM54TwnM8m57jAvt+/iKxtixuv7B3p3NWzYMA0bNqxP/vaYMWNUVlamTZs2JRKv5uZmbdu2LbHz4rRp09TU1KQdO3Zo6tSpkqTNmzero6NDlZWVfVIuZI5znTFbPXvXtaaoO29cm8OwpC6tuGu7f2LMC2ctcV6mx3Ox7PDoEns8F8sOO78mC83tQkNDg+rq6tTQ0KD29nbV1dWprq7O9cyviooKrVu3TtLZbTGXLFmib3/723rqqaf08ssv6wtf+ILKy8t1/fXXS5IuvfRSzZkzR3fccYe2b9+u559/XosXL9a8efPYMTECnBcRtkn1ruvFl6rzhu3rLZG4WmNnTjvJz6qj0lKJdUlduVFOz31OUmHpuB8rRH1JIdqsY8WKFVqzZk3i+8mTJ0uSamtrNWPGDElSfX29jh8/njjmq1/9qt5//33deeedampq0tVXX60NGzaoX79+iWN++tOfavHixZo5c6bi8bhuvPFGPfroo5n5UOhT9FT5Q6+oP64LcnDFCA0SV3vOG2VGxNJLTiyos1RIXO05Y4xTMr0YMyGShCYRW716ddpniDm3j5bO/oc/9NBDeuihhz7ydwYPHqyf/exnvVFEZBmeI+YPD9r1hwdV2uGCbI82zU7XG+McRl6tEGPpcU7aice6//pcRrOEyHLf6AVYkLDhQbu+MPfdjrOOuH/xhuTVEiM8VrrGFO2YHc5JL2jDuiIRQ2QxF9kfd71Rd17RM2qH+rLHdGs7TE20w7R0e87rI9WVHutck5GIIbIYEfOH3ez8idHTZ4W1FfbYCdZOcmIRTDnCInmNWDDlCBPWutqhvpKRiCGyuGnxx1VvNJSe0dNnh/PTHqOIdljvaocRRHvOHV9pxtJzxhTt/lkkYogsel786To1Ed6wfseOe0oP9eVFnGlQVngUhx2mJtpjJoQd1lInIxFDZPF8D3/odffHlfjTsqbFeid7zmqiNzk9Egs7XUOKEEuP+ww7rN1Pxu0CIos1KP7EmDrgCwmsHerLB0ZdrXSdakd7lk7XEUTqKx06lOwwcyQZiRgiixu9nqPavKOnzw6bwthjurUlRnissLmJD7RjVpiamIxEDJHFron+cIPsD/Fmh6mc9riJsZO8CyCVlkrX2qG+0qMds0MHeTLCBpHFCIU/7GbnDxcYO9SXPXYcs5P8gGLqLJWu10lCLD3WiNlxThemus4iEUNk0XvsD3Pe/WFNoi1GXm3RuWQnefv6QIoRGl3rhxhLj+ulHTrgkpGIIbKcN8b0HntHD58/1JuduKu+gitHmNC5ZIddE+0kP0csoIKECJtP2GHpQzISMUQWN8b+uBJY6s0zekbtcANjj84lOzyg2A6Jqz020LHDdTIZiRgiK+7qPeaM94ped3+YcmHHWUMk/B4RY1aSEgvueKwQY+nxkHVLdJAnoVlCZLGLnT8x14WFivOKRch23CPWwZUjTOhcssMIj53kXSaDKUeocE5aYUQsGYkYzgk0kN6xHa8/zroigU2PtQL22BDGDmue7LDLpD0SCzvs/JqM2yxEFj3u/ri2r6fiLJBYWHH2JHMl8oRHS9jhOWJ2eKCzPaak22HtfjIuf4isGDfGvrD42B/W1tkhzuxxE2Mneft66iwVNjex556STn2lw6h+MhIxRFacG2Nf4nHnhSXAgoQMiYUd1iLa4ybGTvJUu4AKEhKsEbNHB5wdRhCTkYghspjG449rNzvqzTOmwtpxhlYO9eUJbZodNuuw46ydWIwOEi9ILOzw2JJkJGKILKYM+ERD6QtTYe1QX/YYRbTTtY7iJK8pcZNsj1FqO12TfZCIIcKYMuCPu6Gk4rxiKqwdepLtsUNbz1BnqXHNtMe6TTu0+8lIxHBO4IT3zj39KbhyhA29yXboGbXHjqb2uPHzzvVw4qStTpAO8ZWe63zk/kISiRgijOcU+cOUsZ6jZzQ9Eld7rhExhiw8cSUXVFlKVI89dzsWYEFCgvuyZCRiiCw2T/An7qo3Ks4rpvXYYeMJeyQV9tjN1DtX/VBVnrimpNOOpcX06mQkYogsLsD+uKc/BVeOsGEk0Q5TE+0xzc6ecXxNnaVB9VijHbPEhkNJSMQQWUwZ8IeEwh8267DD1EQ/aNNsGfNhKsa6utRcsyGCK0ao0I7ZoYM8GYkYIsu9KJQT3jN63X1h9yw7JK72GBGz5xwRi3HHkxIxZY+pdnbYcCgZzRIii54qf9wbAgRWjNAh3uyQVNjj0RI9Q5ylRvXYox2zwzrXZNxmIbLoqfKHXY38Ya2ALUeccYJ64j43AyxIiDhmJlJnaXCT7Adrnmyw82syEjFEFj1V/lBvPjHVzgq7TNpjU7ueoT1LjeqxRztmh/pKRiKGyIrRU+UL2/77wyYndhh5tce6154hzFLjIc722HzCDtfJZCRiiCx6XvxxNpQ838k7nr9mhxsYe3Qu9QybA6Tm3jWRuvKC+ww7dPQmIxFDZLl3ZeOM94qpif5wQbbDBdkHYqxHaM9SI7m3R+eIHe4vkpGIIbIY2ek5qs07plzYob7sMZ2zZ6iy1Gjv7Tl3FuactEN9nRWaROzhhx/W9OnTVVhYqJKSkrTHt7a26v7779f48eN13nnnqby8XF/4whf07rvvuo4bPXq0YrGY69+qVav66FMgo+hx94WbPX8YEbPjep4MFeYJO8H2DCMWqTnrh6ryxt2hFGBBQoJdTJOFJhE7c+aMbrrpJi1cuNDT8adOndLOnTv1jW98Qzt37tQvfvEL1dfX67Of/WzSsQ899JAOHTqU+Hf33Xf3dvERANag+MPUAX94xpMdpiba46HhQJbheukbbdhZuUEXwKsHH3xQkrR69WpPxw8cOFA1NTWun/3gBz/QVVddpYaGBo0aNSrx8wEDBqisrKzXyors4H7AboAFCRlXD19oumqCxwOd7TA10R6dS8gUossbdwdcYMUIDceAGPdl/19oErHecPz4ccVisaSpjatWrdK3vvUtjRo1Sn/xF3+he+65R7m5H101LS0tamlpSXzf3Nws6ex0yNbW1j4pu1ed7x90ObJBR3t74mvT0UGdfISuMdPe3pZ4LWaIJa9MR8eHX5tox1tvtDPOOJMxka6v3mIc83pMR3uo6iwbrk1hqq9sEHR9ZUPMpOM+J6Pd7veGDsd1sr2tTb1dXdkUM17LcM4kYqdPn9b999+vW265RcXFxYmf//Vf/7WmTJmiwYMH67e//a2WL1+uQ4cO6Xvf+95H/q2VK1cmRuicNm7cqMLCwj4pv62uo4Hnoj1/iEnKkST97nf7tf74K8EWKMt1xkzd0Q/r7dChd7V+/dsBlio8Drz1Yb0deLVe60/9LtgCZUBP2pl3T0mdl6B33n5L69e/2TuFirB3342rc0XBnt27lf9uXaDl8SPz16YPb3PWr1+f4fcOo7P11dbWljX1lc33M4ec5+Se3So4VBdoebLd0WM56hxHrNm4Ufk5ffM+2RAzp06d8nRcoInYsmXL9Mgjj6Q8Zv/+/aqoqOjR+7S2turzn/+8jDF6/PHHXa/de++9ia8nTJig/Px8felLX9LKlStVUFDQ7d9bvny56/eam5s1cuRIzZo1y5XkBaG1tVU1NTW69tprlZeXF2hZgta6+5D+/bWXJUmXX3aZqqddGHCJslPXmMl95bB+/OpuSdIF55+v6urxAZcwHH5f+7qeeft1SdKlFRWq/tMxAZeo7/RGO3Pg8Ek9svu3kqQLLxyl6urLerOIkbTlF3v14h/Objg1efIkVU8YEXCJvAvq2vSVrRsTX1dXV2fsfcOqs75y83JVXT070LKE4X7mf9/fo51HGyVJkydNUvXE8JyTQfjJO9t18ESTJGnu3DkqyO3d9Q/ZFDOds+XSCTQRW7p0qRYsWJDymLFjx/boPTqTsDfffFObN29OmyhVVlaqra1Nb7zxhi655JJujykoKOg2ScvLywv8P75TNpUlKHm5OY6vc8/5+kinM2ac03Jzc+PUm0e5OR/GW25uzjlRbz1pZ/LyHHGWQ5x5keNYtBnWNi3Ia1MY6ysoMcWypr6y+X7GdU7mhfOczCjHQrqC/Dzl5fTNQvRsiBmv7x9oIjZs2DANGzasz/5+ZxJ24MAB1dbWasiQIWl/p66uTvF4XMOHD++zciHz4qwK9YwNAfxh+3o7bG5ij3MTyC5sCmbHuaaONuys0KwRa2ho0LFjx9TQ0KD29nbV1dVJksaNG6eioiJJUkVFhVauXKkbbrhBra2t+vM//3Pt3LlTTz/9tNrb29XYeHb4ePDgwcrPz9fWrVu1bds2/dmf/ZkGDBigrVu36p577tFf/uVfatCgQUF9VPQSGkh/qDd/SCzs8JgEeyT7yBTCyxs6R+ywa2Ky0CRiK1as0Jo1axLfT548WZJUW1urGTNmSJLq6+t1/PhxSdI777yjp556SpI0adIk19/q/J2CggKtXbtW3/zmN9XS0qIxY8bonnvuca3/QnjFudHzxVlTPGjXO57xZIdtn+052zFiDAgeHZf+0YadFZpEbPXq1WmfIeYc8hw9erTr++5MmTJFL7zwQm8UD1mIJ97743x2GA2ld854o9bSc8ZWDnHmCSNiyBjiyxM64OykuS0/J/G4VkQWDaQ/JLD+cJNsxzViTYV5xPRXIJswNdEOeVgyEjFEFg2kT46qYqTCO1e8kVik5RpBpLo8cSX7XL2BwNEBZ4khsSQ05YgsGkh/3Gt3qDivGIG146yiXE5QT1znJnPH0IeILm9ijFKjh0jEEFnsYucP9eZPnEXbvuUyvOOJe7OOAAsCQFLXDrjgyhEWjIcl4+qHyGKqmD/uKZ2BFSPUSGDTc56TjIh5w5b/QHbhnLTTwdTEJCRiiCy2lfXHeTFh+3rviDc7rsck5FBhXrDuFZnC9GqvmEFigzwsGYkYIoubFn9Y6+QPa+vssEbMHsk+kF1Yi46eIhFDZNFA+sPURH+YomLHOdqawxoxT+gkAbILHXB2GBFLxtUPkeVe2E4D6Zlz+3oyMc/YrMOOc4MO6ssbnvEHZBc6fO2wRiwZiRiiixEKX9zPd6LevGJEzE4u68Ks8RBsILu4OuA4J9M63doedBGyDokYIospdv7E6eHzxT1FJbBihIZzXVj/vJwASxIe9L4jU2jDvOE+w05LW0fQRcg6JGKILJ6H5Y+z3nKoN++INyvOaa9DiwoCLEl4xJhujQyhDfOGc9IOI2LJSMQQWYxQ+BNj+pMv7NJpx7lGjGmK3jD9FZmSxzlpjXMyvdOtjIh1RSKGyHI2ikx98o4E1h+mjdlx1lEuuyZ6wmYdyBTOSW9o9+18wIhYEs40RJazgSzqlxtcQULGWW9MTfTOvUtngAUJCec0HkbEvGFEDJny/pm2oIsQCnGmpKOHSMQQWc4mcUBBXmDlCB8uLH7wPBn/LhxSGHQRQsHZ406IoS81nWoNugihwDmJnmKYAJHV4XhcBSNi3nFh8YfRCnsbllyj5g/aNGJg/6CLEgoxOkmArMKIGHqKu1NElnNqxXkFrBHzyrVrIpPePWP9jr2KsuKgixAqcZJ9ZMj1k8qDLkIosDszeoqpiYisU45ErCCXRMwrdv/zid0m0ddiJPvIjMIC+um94Lmb6CkSMUTWyRZ25/GDXaD8cSateew4hj7AjqbIlPPy6bz0wjlrhLXB6T16y2QNKMjVv99eGXRRsgZdHoiswYX5QRchlJxT7LiweOesKaZ0oi+4d+YkxtD77p9ToSd3vaMvzxgXdFFCIcYotZXPTizX/xk/glkjDiRiiKw5V5Tprk9epI+PHhR0UULFtX09jaVnznrjYajoC2wI499Fw84LugihsHDGRVo446KgixEarNu0RxLmRiKGyMqJx7RsbkXQxQgdpib6QwKLvuZevxlYMUKpXx5T7dD72DURPcVCBgAuTE30x7VGLIemFb3P2ZPMTZ83V48bKkn63JQLAi4Josi9RizAgiC0GBED4OIa2eHK4lmuY4MORsTQ1zg1vfmHmydpV8MfNeOS4UEXBRHkmkFCuw8fSMQAuLgvLMGVI2yOf9Ca+Nr56ASgt7BGzN6wAQWadXlZ0MVARMXZrAM9xG0WABfnhaUwn74aPy4dwYOK0ftYjwJklxzOSfQQiRgAF+elpHxg/8DKETYdxiS+JoFFX2CzDiC7OHMv8jD4QSIGwKW1/cOEomxgvwBLEi7ORAzoCzxHDMguz+xtTHxd3C8vwJIgrEjEALj0y/uwWRhaxEOxvRo7tCjoIiDi6g+fSHzNiBgQvN8dak58zSMS4AfzZwC4jB1WpL+/aaLKS/rT627hE+OGaOXnxuuSsgFBFwURdbj5dOLrDgZggcDd9cmL9Pc1rwZdDIQYiRiAJDdO5Zk7tmKxmG65alTQxUCEDS0qSHx9XgG970DQvvTJizRqSKGmXzQ06KIgpJiaCABACMyvPJvon5efw4YwQBbIz43ruknna9iAgvQHA92gJQcAIASuHD1Ytf93hkawiQ4AREJoRsQefvhhTZ8+XYWFhSopKfH0OwsWLFAsFnP9mzNnjuuYY8eOaf78+SouLlZJSYluv/12nTx5sg8+AQAAPTNm6HlsCgAAERGaROzMmTO66aabtHDhQqvfmzNnjg4dOpT498QTT7henz9/vvbt26eamho9/fTTeu6553TnnXf2ZtEBAAAAwCU0UxMffPBBSdLq1autfq+goEBlZWXdvrZ//35t2LBBL774oq688kpJ0mOPPabq6mp997vfVXl5eY/KDAAAAADdCU0i5teWLVs0fPhwDRo0SJ/61Kf07W9/W0OGDJEkbd26VSUlJYkkTJKqqqoUj8e1bds23XDDDd3+zZaWFrW0tCS+b24++xyJ1tZWtba29uGnSa/z/YMuB8KDmIEtYga2iBnYImZgK5tixmsZIp2IzZkzR5/73Oc0ZswYvf766/ra176muXPnauvWrcrJyVFjY6OGDx/u+p3c3FwNHjxYjY2NH/FXpZUrVyZG6Jw2btyowsLCXv8cftTU1ARdBIQMMQNbxAxsETOwRczAVjbEzKlTpzwdF2gitmzZMj3yyCMpj9m/f78qKip8/f158+Ylvh4/frwmTJigiy66SFu2bNHMmTN9/U1JWr58ue69997E983NzRo5cqRmzZql4uJi33+3N7S2tqqmpkbXXnut8vLyAi0LwoGYgS1iBraIGdgiZmArm2Kmc7ZcOoEmYkuXLtWCBQtSHjN27Nhee7+xY8dq6NCheu211zRz5kyVlZXpyJEjrmPa2tp07Nixj1xXJp1dd1ZQkPzMiLy8vMD/4ztlU1kQDsQMbBEzsEXMwBYxA1vZEDNe3z/QRGzYsGEaNmxYxt7v7bff1tGjRzVixAhJ0rRp09TU1KQdO3Zo6tSpkqTNmzero6NDlZWVGSsXAAAAgHNLaLavb2hoUF1dnRoaGtTe3q66ujrV1dW5nvlVUVGhdevWSZJOnjyp++67Ty+88ILeeOMNbdq0Sdddd53GjRun2bNnS5IuvfRSzZkzR3fccYe2b9+u559/XosXL9a8efPYMREAAABAnwnNZh0rVqzQmjVrEt9PnjxZklRbW6sZM2ZIkurr63X8+HFJUk5Ojvbs2aM1a9aoqalJ5eXlmjVrlr71rW+5phX+9Kc/1eLFizVz5kzF43HdeOONevTRRzP3wQAAAACcc0KTiK1evTrtM8SMMYmv+/fvr1/96ldp/+7gwYP1s5/9rKfFAwAAAADPQjM1EQAAAACigkQMAAAAADKMRAwAAAAAMoxEDAAAAAAyLDSbdWSzzk1CvD5Fuy+1trbq1KlTam5uDvxhdggHYga2iBnYImZgi5iBrWyKmc6cwLmRYHdIxHrBiRMnJEkjR44MuCQAAAAAssGJEyc0cODAj3w9ZtKlakiro6ND7777rgYMGKBYLBZoWZqbmzVy5Ei99dZbKi4uDrQsCAdiBraIGdgiZmCLmIGtbIoZY4xOnDih8vJyxeMfvRKMEbFeEI/HdcEFFwRdDJfi4uLAgxDhQszAFjEDW8QMbBEzsJUtMZNqJKwTm3UAAAAAQIaRiAEAAABAhpGIRUxBQYEeeOABFRQUBF0UhAQxA1vEDGwRM7BFzMBWGGOGzToAAAAAIMMYEQMAAACADCMRAwAAAIAMIxEDAAAAgAwjEQMAAACADCMRi5Af/vCHGj16tPr166fKykpt37496CIhQ5577jl95jOfUXl5uWKxmJ588knX68YYrVixQiNGjFD//v1VVVWlAwcOuI45duyY5s+fr+LiYpWUlOj222/XyZMnXcfs2bNH11xzjfr166eRI0fqO9/5Tl9/NPSBlStX6uMf/7gGDBig4cOH6/rrr1d9fb3rmNOnT2vRokUaMmSIioqKdOONN+rw4cOuYxoaGvTpT39ahYWFGj58uO677z61tbW5jtmyZYumTJmigoICjRs3TqtXr+7rj4c+8Pjjj2vChAmJB6VOmzZNzzzzTOJ14gXprFq1SrFYTEuWLEn8jLiB0ze/+U3FYjHXv4qKisTrkYwXg0hYu3atyc/PNz/60Y/Mvn37zB133GFKSkrM4cOHgy4aMmD9+vXmb/7mb8wvfvELI8msW7fO9fqqVavMwIEDzZNPPml2795tPvvZz5oxY8aYDz74IHHMnDlzzMSJE80LL7xgfv3rX5tx48aZW265JfH68ePHTWlpqZk/f77Zu3eveeKJJ0z//v3Nv/zLv2TqY6KXzJ492/z4xz82e/fuNXV1daa6utqMGjXKnDx5MnHMXXfdZUaOHGk2bdpkXnrpJfMnf/InZvr06YnX29razBVXXGGqqqrMrl27zPr1683QoUPN8uXLE8f8/ve/N4WFhebee+81r7zyinnsscdMTk6O2bBhQ0Y/L3ruqaeeMr/85S/Nq6++aurr683XvvY1k5eXZ/bu3WuMIV6Q2vbt283o0aPNhAkTzFe+8pXEz4kbOD3wwAPm8ssvN4cOHUr8+8Mf/pB4PYrxQiIWEVdddZVZtGhR4vv29nZTXl5uVq5cGWCpEISuiVhHR4cpKyszf/d3f5f4WVNTkykoKDBPPPGEMcaYV155xUgyL774YuKYZ555xsRiMfPOO+8YY4z5p3/6JzNo0CDT0tKSOOb+++83l1xySR9/IvS1I0eOGEnm2WefNcacjY+8vDzzn//5n4lj9u/fbySZrVu3GmPOJv/xeNw0NjYmjnn88cdNcXFxIka++tWvmssvv9z1XjfffLOZPXt2X38kZMCgQYPMv/3bvxEvSOnEiRPm4osvNjU1NeaTn/xkIhEjbtDVAw88YCZOnNjta1GNF6YmRsCZM2e0Y8cOVVVVJX4Wj8dVVVWlrVu3BlgyZIODBw+qsbHRFR8DBw5UZWVlIj62bt2qkpISXXnllYljqqqqFI/HtW3btsQxf/qnf6r8/PzEMbNnz1Z9fb3++Mc/ZujToC8cP35ckjR48GBJ0o4dO9Ta2uqKmYqKCo0aNcoVM+PHj1dpaWnimNmzZ6u5uVn79u1LHOP8G53H0C6FW3t7u9auXav3339f06ZNI16Q0qJFi/TpT3866f+WuEF3Dhw4oPLyco0dO1bz589XQ0ODpOjGC4lYBLz33ntqb293BZ4klZaWqrGxMaBSIVt0xkCq+GhsbNTw4cNdr+fm5mrw4MGuY7r7G873QPh0dHRoyZIl+sQnPqErrrhC0tn/z/z8fJWUlLiO7Roz6eLho45pbm7WBx980BcfB33o5ZdfVlFRkQoKCnTXXXdp3bp1uuyyy4gXfKS1a9dq586dWrlyZdJrxA26qqys1OrVq7VhwwY9/vjjOnjwoK655hqdOHEisvGSm/F3BABkjUWLFmnv3r36zW9+E3RRkOUuueQS1dXV6fjx4/qv//ovffGLX9Szzz4bdLGQpd566y195StfUU1Njfr16xd0cRACc+fOTXw9YcIEVVZW6sILL9R//Md/qH///gGWrO8wIhYBQ4cOVU5OTtLOMYcPH1ZZWVlApUK26IyBVPFRVlamI0eOuF5va2vTsWPHXMd09zec74FwWbx4sZ5++mnV1tbqggsuSPy8rKxMZ86cUVNTk+v4rjGTLh4+6pji4uLIXlSjLD8/X+PGjdPUqVO1cuVKTZw4Ud///veJF3Rrx44dOnLkiKZMmaLc3Fzl5ubq2Wef1aOPPqrc3FyVlpYSN0ippKREH/vYx/Taa69Ftp0hEYuA/Px8TZ06VZs2bUr8rKOjQ5s2bdK0adMCLBmywZgxY1RWVuaKj+bmZm3bti0RH9OmTVNTU5N27NiROGbz5s3q6OhQZWVl4pjnnntOra2tiWNqamp0ySWXaNCgQRn6NOgNxhgtXrxY69at0+bNmzVmzBjX61OnTlVeXp4rZurr69XQ0OCKmZdfftmVwNfU1Ki4uFiXXXZZ4hjn3+g8hnYpGjo6OtTS0kK8oFszZ87Uyy+/rLq6usS/K6+8UvPnz098TdwglZMnT+r111/XiBEjotvOBLJFCHrd2rVrTUFBgVm9erV55ZVXzJ133mlKSkpcO8cguk6cOGF27dpldu3aZSSZ733ve2bXrl3mzTffNMac3b6+pKTE/M///I/Zs2ePue6667rdvn7y5Mlm27Zt5je/+Y25+OKLXdvXNzU1mdLSUnPrrbeavXv3mrVr15rCwkK2rw+hhQsXmoEDB5otW7a4tgk+depU4pi77rrLjBo1ymzevNm89NJLZtq0aWbatGmJ1zu3CZ41a5apq6szGzZsMMOGDet2m+D77rvP7N+/3/zwhz9kW+mQWrZsmXn22WfNwYMHzZ49e8yyZctMLBYzGzduNMYQL/DGuWuiMcQN3JYuXWq2bNliDh48aJ5//nlTVVVlhg4dao4cOWKMiWa8kIhFyGOPPWZGjRpl8vPzzVVXXWVeeOGFoIuEDKmtrTWSkv598YtfNMac3cL+G9/4hiktLTUFBQVm5syZpr6+3vU3jh49am655RZTVFRkiouLzW233WZOnDjhOmb37t3m6quvNgUFBeb88883q1atytRHRC/qLlYkmR//+MeJYz744APz5S9/2QwaNMgUFhaaG264wRw6dMj1d9544w0zd+5c079/fzN06FCzdOlS09ra6jqmtrbWTJo0yeTn55uxY8e63gPh8Vd/9VfmwgsvNPn5+WbYsGFm5syZiSTMGOIF3nRNxIgbON18881mxIgRJj8/35x//vnm5ptvNq+99lri9SjGS8wYY4IZiwMAAACAcxNrxAAAAAAgw0jEAAAAACDDSMQAAAAAIMNIxAAAAAAgw0jEAAAAACDDSMQAAAAAIMNIxAAAAAAgw0jEAAAAACDDSMQAAPBowYIFuv7664MuBgAgAnKDLgAAANkgFoulfP2BBx7Q97//fRljMlQiAECUkYgBACDp0KFDia9//vOfa8WKFaqvr0/8rKioSEVFRUEUDQAQQUxNBABAUllZWeLfwIEDFYvFXD8rKipKmpo4Y8YM3X333VqyZIkGDRqk0tJS/eu//qvef/993XbbbRowYIDGjRunZ555xvVee/fu1dy5c1VUVKTS0lLdeuuteu+99zL8iQEAQSIRAwCgB9asWaOhQ4dq+/btuvvuu7Vw4ULddNNNmj59unbu3KlZs2bp1ltv1alTpyRJTU1N+tSnPqXJkyfrpZde0oYNG3T48GF9/vOfD/iTAAAyiUQMAIAemDhxor7+9a/r4osv1vLly9WvXz8NHTpUd9xxhy6++GKtWLFCR48e1Z49eyRJP/jBDzR58mT97d/+rSoqKjR58mT96Ec/Um1trV599dWAPw0AIFNYIwYAQA9MmDAh8XVOTo6GDBmi8ePHJ35WWloqSTpy5Igkaffu3aqtre12vdnrr7+uj33sY31cYgBANiARAwCgB/Ly8lzfx2Ix1886d2Ps6OiQJJ08eVKf+cxn9MgjjyT9rREjRvRhSQEA2YREDACADJoyZYr++7//W6NHj1ZuLpdhADhXsUYMAIAMWrRokY4dO6ZbbrlFL774ol5//XX96le/0m233ab29vagiwcAyBASMQAAMqi8vFzPP/+82tvbNWvWLI0fP15LlixRSUmJ4nEuywBwrogZY0zQhQAAAACAcwldbwAAAACQYSRiAAAAAJBhJGIAAAAAkGEkYgAAAACQYSRiAAAAAJBhJGIAAAAAkGEkYgAAAACQYSRiAAAAAJBhJGIAAAAAkGEkYgAAAACQYSRiAAAAAJBh/w8GekydoN/NQwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Learning initial signal parameters...\n",
"Failed to find 8 beats during learning.\n",
"Initializing using default parameters\n",
"Running QRS detection...\n",
"QRS detection complete.\n",
"[ 484 1038 1590 2131 2675 3219 3758 4300 4838]\n"
]
}
],
"source": [
"# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n",
"indicies = wfdb.processing.xqrs_detect(wholeRecord.p_signal[:,6],wholeRecord.fs,0,5000)\n",
"print(indicies)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For normalization: [0.059 0.068 0.083 ... 0.068 0.063 0.049]\n",
"After normalization: [0.27931363 0.28789323 0.30219256 ... 0.28789323 0.28312679 0.26978074]\n"
]
}
],
"source": [
"# Normalization through upper and lower bounds (“Y-axis normalization”)\n",
"print(\"For normalization: \", wholeRecord.p_signal[:,0])\n",
"wholeRecord.p_signal[:,0] = wfdb.processing.normalize_bound(wholeRecord.p_signal[:,0],0,1)\n",
"print(\"After normalization: \",wholeRecord.p_signal[:,0])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/++47ZDIZf/zxB5mZmbRu3Zp9+/YVe3/KAisrKw4fPsycOXPYuHEja9aswc7Ojlq1ajFz5kydWZh5jxs/fjx79+5ly5YtqNVq/P39WbZsGePGjSt3uUVEcpAIZRGlKSIi8kLj4+ND/fr12bFjh6FFERERESlzxJglEREREREREZEiEJUlEREREREREZEiEJUlEREREREREZEiEGOWRERERERERESK4IW3LP3333+89NJLeHh4IJFIyjRfioiIiIiIiIjx88IrS2lpaQQGBrJ06VJDiyIiIiIiIiJSCXnh8yz17NnzmVPmq9VqoqKisLW1LZPFNEVERERERETKH0EQSElJwcPDo8hktUapLO3YsYNevXqVOgvvsyKXy3VS7UdGRpZ6+QQREZHnHKkM1OW/pEh5YVmzBVb+wST8+wOCUmFocUSMFDP3Glj4NiH51GYQ8i/cbGgiIiLw8vIq9HujVJb69++Pu7s7o0aNYvTo0fj7+1fo78+dO5eZM2fmK4+IiMDOzq5CZRERKYgN5x/x59koFg0KoLqTpaHFeWGZuu0mx+894a+3muJkbWZocUpFwzlHAAiZ+BajWhTemYiUH3GpCsavv0qPAFfGtPQ2tDilIuc5+nbeLAY1rmpgaXJJTk7G29sbW1vbIvczSmUpLCyMlStXsnr1aubNm0ebNm144403GDRoEJaW5d8xTJ06lUmTJmm2cy62nZ2dqCwZOYnpCracj6RfIw+cbcyLP6CS8uXu7IZp5q67bBrXysDSlI6PN17iVkwKG/7XEgtTmaHFKRU7r2UvBPz39Se817mmgaV5Nu4myMX2zUAsOXKdmzFp3IxJY2L3eoYW55m4/CidMe0r33NUXAiNUQZ4e3t7ExISwt27d9m3bx8+Pj6MGzeOqlWr8vbbb3PmzJly/X1zc3ONYiQqSM8Xn2+7xhc7rvO/384ZWpQy4eGTDEOLUGo2nnvI5YdJ/HPlkaFFKRXaWVkS0ozffZWSqTS0CKVGrlRhzFlytDtyY64HQLKRPkdGqSxp07FjR1avXs2jR4/4+uuvuXLlCi1atCAwMNDQor1QnLgbT8u5+9l9NdrQojwTu552zGfvPzGwJGWDicw4JxxkZuXG+DxKyjSgJKVHrqx8cRklRa3O7ZiN80mC2JRMWs09wJhV5TuILk9Mtd7jjCzji3/TVvDURqrsGb2ylIOtrS2dO3emY8eOODg4cP36db2OS01N5eLFi1y8eBHIdvFdvHiRBw8elKO0zx8fbbzEo6RMxv9h3BYZO0tTQ4tQpphIjbOLS87IMrQIz0yaPHcEbayTZDOVxtcx5+VYaBzxaQoO3nqso4QbE9r6RaoRWma0FTyZkb4MRq8sZWRksGbNGjp06EDNmjVZt24dkyZNIjw8XK/jz549S+PGjWncuDEAkyZNonHjxoSEhJSj1M8faYrsF1htnIMGDVkq47cGaI/ijPV2pGopGukK4+scANIVuR2EwkitTNp1MFZMtGZNP0k3TneotrKRIje+90H7fTbWNskoA7wBTp48yYoVK9iwYQMKhYKBAweyb98+OnbsWKLzdOjQweh9wJUBqZGOFvKiVBn/s6B4DhQ+7U46TW6cHbZ2B5eZZZz3JEPrPhirW1G7Dsaq/GnXIcMI66D9Dhurdc8olaWAgABu3bpF48aNmTt3LsOHD8fe3t7QYr3QPB+qkvG6S7TRbkyNtTrpOh2c8Y2kQbcOxtpBaNfBGGNlINfqDcapaIDufZAboWs0TcdSbHzyg5EqS126dOHPP/8Ug7grEc+DkgG6yoVCqcbMxPg81dqdmtJI/aLaHZyxWmXSdepgnB1E+nOmaBhrR62reBvf+6CtLBnru2CUytLixYsNLYJIHlRanbIgCEa77Iu23OkKJWYmxpdI8HmwaGQ8BxaNF7kO9x6nUtXeEkszw+fHSnsO4t8ysoxb2dCx7hmh/GCkylIO8fHxhISEcPDgQWJjY1GrdTXuhIQEA0n24qFtwFCo1JibGL6RLA3a8T7pChUOVgYUppRkGPkoFJ4Phe95cGGllyJWZtzv59j1NIXI3xNa09DLoTxE0xtjt8qA8dfhebDuGbWy9PrrrxMaGsrYsWNxd3c3WmvG84B2PpbMLONUllRqQWfWkvGOQp+HTtq4R9JQeqX1/IMnuFibU83Z8Jp6egmfpZnbr2kUJYBxv5/n2JRO5SKbvmhblowx3gfyPkvGVwcd+UVlqeI5cuQIR48efSFilzaciaCKvQXtarkaWpQCkWtZZORZKjDCfEV5GyF9RkCZWSqG/HSSSxGJbB7XiqbVHctLPL3RllulFshSqTGVGVfs1fNhlSm5wvfaL6c4GhoHwPq3WhDs51wusulLRgncJ+fuJ7DyWLhOWWRiBjejk6lTxXCrHJTGOlbZ0LEs6aHwCYJAnyVHuRaVTBU7C05+2rk8xSsW7ec/PUulV6iGXKli1o7rDAuqRj0Pw0/gMq4WNA916tQhI8N4l3PQl+7f/sfkzZcZseI07/xx3tDi5EOpUutYZIzRTAz5laPipqwLgkCdz3dzKSIRgLGrz1SKfDoZeSxixqhspMtLHuB94m48wXP2MXP7NR1Lp6FIzyqZNeDLHdc1ihLAe+suGLweeXNFqQqRJ12h5OUfTmi2L8/oplk4+JXlJwo8pqJ4HuJl0ks44cF36j9ci0oGIDo5k6uRSeUmmz7kH8AV/VxnKFTUnrab308+oPfio2y7GFneIhaLUStLy5Yt47PPPuPw4cPEx8eTnJys83ke2HzuIbdiUjTbO6880knwVRlIz9MAGWvW37wdmnZQZUH8+N89ne3E9Cx2Xokqc7lKSl6lT1+rRlhcGnN33agU7sdUecmsARcjEhn280likuWsPBbOodux5SmeXqTL9beORSVm8MvRMJ2ymGQ5lx4mlodoepP3Wcpbj6SMLL7bd4eAkD2asj/eCMbOwpRx7WsA2WuB+UzZyfLDdxn60wl8puzM95m04SKrjoWRlF72mdtLch8g2xrWZeFhfKbsZNrWK2UuT2koSQzfufv5Y3WH/GhYhTXvdS/qPqjUAnVDduuUvb/uosEHDkbthnNwcCA5OZlOnXR94jkmPpXKODvtHGJTMvlw46V85WtP3eetdjUMIFHBpOexwOjTuR26FcuoldlrNU3pWYe32xu+Pml5lISiLEu3Y1L4avdNzfbb7Wuw/PBdlh68S/9GnvlMzDHJmWSp1KQrVCiUatSCQEqmEhtzE7JUamRSCSmZSlLlSjaejaBtTVdcbM1p6++CpZkMC1P9Y8DyKtOZiuJHoqfDEnjlaYO649IjjkzuiNSAS6VoK2zFxZkolGr6Lz2mUzZm1VnC5vYyaBxjSmZux1/cO9FhwSHN/7veb8sPh+7y96UoBi8/QeicXuUlYrHkVZwzFCqkEvjzdASzduRfUmruwAa09ncB4M12fmy7FMnVyOyB67xdN/Ptn8OW85FsOR/JjO255/xfez/GtvElIU3B3msx9G5YlRquNiWug04aimLuQ0pmFq3nHdBs/37yAW38XehRv2qJf7esEARBR7mQF6FoxCRn6lj45g1swJQtV0hTqEhMV+BgZZjZvfmUJYUK+0JCNWp8+k+B5ZceJtK4muHCHIxaWXr11VcxNTVl7dq1z2WAd9Ds/Zr/T07tzNKDofx28j5bzkdWKmUpr5JR3MjnxqNkjaIE2Y3o6y2qY21u2Mcx75pLhXVwVx4m8dL3RwGo72nHprdbkSpXsvzwXUJjU/n+QCgTOvkTkZDBL0fvsebE/RLLcvDW43xlw4Or8Un3OthbZTcyCqWa4T+f5HGqnLVvtsDTwRLIvzp8cZa+3Vcf8fbvue7dyMQMVhwL4422fjr7CYLAiXvxRD7JwMJURmt/F42rpaxJK0GcSa1puzT/T+lZR9Mp345JpXYV23KRTx+074NcqUatFvIpoCmZWTSYsVez/UozL+pWteP1ltX5+1IUSrWAz5SdnJvWBROZtNAOprxIyrNGX/PZ+wrdd/lrTelRv4pO2ee9Axjy08lS/faPh+/x4+Fc6+3Cf28D8M3gQAY2yT8gKYySxL99s/d2vrKZ269XmLIUHpfGquPhDA+uRi337Gc3Va7UWRuusDpkKFQEz8ntM7aMb0UjLwembMm2jo1ceYZt77QuP+GfsvdaND/+d495AxtQ82kd0uRFhwaEx6Xx85F7/HFKd03WsLm9eH/dRf6+FMUfpx6IylJpuXr1KhcuXKB27dqGFqXMeRCfrvm/T8OqVLG34N3O/vx28j43o1P47/bjShPsnbczyywibidDoaLnd0fylb+/7iK/jGxW5rKVhLwWmbxKoEotMOznk5wOyzVzLxrSCAvTbMtPkI8Tp8MT+Obf23zzb/5G91lZe+oBa582Jq625jxOkWu+az3vAJdCugHZDY82RSkbWy9EMnH9Rc22s7UZ8WkKvtx5g3a1XJFJJXz21xVO3is8DUctdxt+Hdkcb6eSz94SBIG/L0URnZTJmDa+mkB07cY1o5CA0BuPknWepf6NPHi7fQ3O3X/Cv9djmLvrBqtGB5VYptLwz5VHZGapeCnQQ1OHvGt4ZSpVWJmZoFYLRCZmMPyXk0Qk6MZczhvYEIDmPk5Ymck0HX3TLwtXUsxkUj5/KYDBTb1KZIHUh6SM4l2yv45sRmt/lwJ/O9jPmfB5vVEo1ZwKi8fa3IQmeTq8LJWaCw8SiU+VM06PmMwPN17iw42X+Lh7bUa0rI6tRdEKZJqe8W+PkjJYdTwcgNdbVKd3w6oM/ekkj5Iy2Xstmm71qhR6bFlw8GYso1dlDyJXHQ9n36R2+LvZ5lNYC6pDukJJm/kHNduf9Kijuc5ta7pw5E4clyISaTP/AL+PDSZdocLFxgwBiE9VIJFkv/t3H6fhbGOGp4MlVk9zZBWmlGap1GRkqbA2MyEqMYO4VDkDlh3XfN/12/94pZkXDb0c+P2krhLUUcuSWhh352Rbhke39uHvS1FsvRDJB11raQaFFY1EMOKF0dq1a0dISAhdunQxqBzJycnY29uTlJSEnV3Zzfo4HZbA6bB4JnSqqSlrPe8AkYnZDezrLaozomV1fF2sOR2WwN7rMbSv5cqd2BRqutlyMSIRF1tzvBws8XO15lhoPCpBoG4VWz796wq3Y1LzdbqFMbJlda5GJXPu/hMAHK1MOf95VyQSCcfvxjH851OafX98vSndC2hYnqQpaDzrX832ylHNOXInjhXHsmM1inObyJUqIhLSiU9VEJ+m4GpkEtWcrLifkI5aLdDa34Wa7jZUtS/dy7TjchQT1l7QbH/cvTZj2/iy9GAoSw6E5tu/pZ8zf77VQke+2tN259svh0FNvXCzNefw7ceYm0gxM5FyOiwBtQCjWvng52pNfKqC9rVdOXI7jm/3lY3C5WJjzuoxzcnMUlPD1ZqkjCw2n49k8f47Ovudm9YFE6mUwC/2FnKm4pnZtx5Dmnvr1WkLgkC3b//jTmwqkP08z+pfH4DBy49zJvyJZt/G1RywMpOhUguFKm6hs3tiIpPqPI//a+fHxC61NMkRD99+zNnwBI7fjSc6KVPzLg1o7ImpTELLGs5Ud7bGycqM6s5WJKQpSJOrkMkkWD9VXpyszYhLlXM9KhmlWmC8VgcvlcCmca1QqwUmrL1AdHKm3tfu7pxeyLQsT2lyJfWm7yniCP0YFlQNhVLNjL4BxSoWeRmx4jT/3da1cjpYmbJ6dBA13GywKSdrsFyp4vCtx/x7PQYbi2wFc7WeFlpPB0uOftJR05bUn75HMxAa1NSLBYPzz54Oj0vTuEJtzU24OL0bUkl2oHQOhbVPqXIlfZcc5V6eQUph9A30ICoxg9b+LnSo7crZ8CfM/udGgfv2blAVXxdrvj+Y2/50r+fO4mGNUaoEHqfIefv3c9yMzo1r/V97P6b2rKvZjknO1LE4GQM3Z/XQaUPeWXue2u62jGzlU+bWVX37b6NWljZu3MiMGTP4+OOPadCgAaamuhexYcOGFSJHeSlLBXEmPIHBBp5dkkNInwDGtPHN58b5bmgj+jXy1GynypWEbLvKlvO5Mxre71yTD7rW0nFDtKrhzIpRzclQqFh7+gFf77lVJnIOC/KmfS1XTKTZCsqVyCTNuecNbMDQoGoArDv9QGOyLo61bwbTqoZLvvIslZrpf1/jv9uPqe5sxehWvnSu61YmLuLjoXEsO3RXZ8YUwOCmXmw89/CZzv3tkEAGNPYCYPH+OxqXR15a+DnxXueayCSSIt0r9pam/PdxR+wsTYhNkZMmV+LhYImFqYzMLBXJGVlsuRBZZBxLSdBuXAVBoPnsfcSlGscK84UNLnI4eieOn4/c41FSBrdjUp/592580aPYzNqCINB41r8k5gm4buhlz98T2jyzDKUlNiWT0SvPaGZ6FcbsAfV5Nbg6arVAjc/+0bixejesytLhTXT2XbL/jo4l+L1O/kzqlu2t2HYxkvfXXSzTOhTHW+38+CnP5BF9GdLMm/mD8vd7t2NS6Pbtf88qmt6M61CDHw7dLdEx3wwOpFs99xIr9M/KC6EsSaX5J/NJJJJSBXgvXbqUr7/+mujoaAIDA1myZAlBQfqZ8CtSWQL4avdNlpXwQaxo6lSxRaUWNFYDbUykEp2gVWOoTw51qtiy/d02lSpvkSAIzPnnBrdiUulS142QbddKdPyRyR3zudBS5Up+PRJGo2oOtPRzLnKNvOtRyfRanN+1qi9mMilBvk75lMDiGNrcm/Ed/AtM3hgam0KXhRXXOQA08LTnSjFTtB2sTElMzyLIx4mlrzbB1db8mX9XpRb4as9NHqfI8XK0ymcxLIxTn3bG3c4CyH6GGs7cS0qmEidrMxLSdBXNgKp2XH+UzLq3WtDCwLmfINvydD0qmbGrz+aTNYdBTb34tFddmmhZsx2tTBkeXI2IhAz+vpR/5mqnOm6sGNVcp8xnys6yFb4QzGRSjk/thJOVGS3m7idWD4u/Nt8Pb0yfhh5F7vMgPp1fj97D2tyEqg6W3IlJIUOhorW/CzbmJng4WPLd/ttEJ8sxl0k5HZ5rxZVJJflSRwxt7o2rrTlV7C2wtzSla4C7JiFxTHImMU8tq32/152A8UozL74aVDnyI74QytL9+0WbZatXr67XedavX8+IESNYvnw5wcHBLFq0iI0bN3Lr1i3c3NyKPb6ilSXIbiD33YjhnyuPqOVuS7cAd1LlSmwtTDGVSXiUlEliehYRCenUqmJLulyJvaUp7vYWmEql2FuZYmtuUuSMJ+XTRJMpmUpCH6diKpMS6GXPmfAnmplTJeWXEc3oEuCuUyYIgo65uzDqVLFFKpHgZmfO4KbeNKnugL2lKTKphIdPMrjwIJGPCpg9+KxsHteSptWdjGbNu3P3n3A2PIEfDt/VWAZeDa5GqxourD8bQXhcGnMGNKC5ryNmMmmZ1UmlFth4NkJv61wO5z/vikwqYeSK01x8mrMKwMJUqonPGNjEk6HNq2Fvaap30LZKLfDhhotsvZjbKQ5s7MnbHWrg5WiJBAkWprlKYGaWmqtRSdhbmqJUZb9f7nbmPErK5GJEIoFeDjSt7sijpAxik+WkKVQ0ruZAs+qOONuYIwgCB2/FEpeqIDQ2NZ914OUmXnzzSsV3EGq1QFJGlo4LXJuvBjVkxdEwHVeONq8GV+Oz3nVJSFPg5Wj4rOJFEZ2USYu5pXM5NfC05+8JrfO9D0npWfT87j+ikgp3qea1pheFQpk9+zX5aSySiUyCjblJge+hQqnm402X2HYxCn83G0KfDj5dbMxoVt2JIF8nhjT3RoByc4mWJcdD49h3I5aPu9euFOsGwnOuLIWEhNCvXz+aNm1aJucLDg6mefPmfP/99wCo1Wq8vb159913mTJlSrHHG0JZMjRJ6Vklim2Z2bceI1v5FPp9lkrNnmvRSCUSjtx5TAs/Z70bn6LIUKhIlStJTFcQmyInKjEDAehY2w1rcxlt5x8kPs/ItHeDquy88ogWfk6se6vlM8tgKMLj0piy5TJLhzfB2ebZLRglIUOhYvP5h0zbehWALnXd2HcjO/dRQFU7HKxMufIwieWvN9VMNdfmWlQSlqYy3vrtHKGxqWwZ3ypfYHBlZ/O5h7jYmnMnJoXtl6JYOTqo3GYP6oNaLXAkNI6RK07rfcy9Ob0MmkKiNGw4G8HkTZf13r9LXTeWDGtSaTrvggiLS8PaXMaoFWfoXq8K73epWfxBInrxXCtLY8aMYceOHZiZmfHSSy/Rt29fOnfujJlZyRsihUKBlZUVmzZton///prykSNHkpiYyLZt2/IdI5fLkctzTaTJycl4e3u/UMqSNt/tu8Oi/bdpUs1REwB+c1YPgDKfnVOeZChUxCRnUs3JitPhCTTydjAq+Z9HYpMziU2RU9/T8MsdPE88fJKuM3sKst3j5z7vyumwBFr7O2NlVvktFYUhV6oICNlTYMbx38YGYWthSj0Pu0rlThcxDM+1sgTZ1p9jx46xfft2tm3bxqNHj+jatSv9+vWjT58+ODk56XWeqKgoPD09OX78OC1b5loRJk+ezOHDhzl16lS+Y2bMmMHMmTPzlUdERLyQypIgCChUAo+SMvnuYDivBXnStJrYuYmIGAPH7j1BrRZo669fm2lMJKQpWH70Ab3ruTF7Tyi13W2Y1aeWocUSqUTkGDsSExOxty+83zJaZSkvN27c0ChOZ8+eJTg4mL59+zJs2DA8PQt355RGWcprWYqMjCQgIKBsKyQiIiIiIiJSIURERODl5VXo98ZrZ81D3bp1qVu3LpMnT+bx48caxQngo48+KvQ4FxcXZDIZMTExOuUxMTFUqVLwdF5zc3PMzXNjQGxsbIiIiMDW1rZMA4BzNN4X1WJVUYjXuWIQr3PFIV7rikG8zhVDeV5nQRBISUnBw6PomYRGqSwNHDhQr/0KijfKi5mZGU2bNmX//v2amCW1Ws3+/fuZMGGCXr8jlUqL1EifFTs7O/FFrADE61wxiNe54hCvdcUgXueKobyuc1HutxyMUllKTk7Gy8urzKw4kyZNYuTIkTRr1oygoCAWLVpEWloao0ePLpPzi4iIiIiIiBgvRqksHTp0CHd3d0aNGsXo0aPx9/d/pvMNGTKEx48fExISQnR0NI0aNWL37t24u7sXfzDZlqioqKhyccNp/xUpH8TrXDGI17niEK91xSBe54qhPK+zthuuoETX2jsaHQ8ePBBmzpwp+Pn5CVKpVGjXrp2wZs0aIT09vcTnOnz4sNCnTx+hatWqAiD89ddfJT5HRESEAIgf8VNpPib27oJ1/U4CEqnBZRE/4kf8iJ/K/omIiCiynzf62XAHDx5k1apVbN68GRMTE4YOHcrYsWNp3rx58QcDu3bt4tixYzRt2pSBAwfy119/6eRb0oekpCQcHBzEID+RSsOEDdf4LzSB/7WpxjvtqhtaHBERkRecdIWKiCcZ1Ha3MbQoOrxwqQNSUlJYt24dq1at4uTJk9SvX59Ll0q29IVEIimVsvQiZvB+nolPlVd4xuuyJmc9q0Ave7YZcOHTF501J8I5cTee74Y2LnJ9vcqOQqk2avmNHUEQ2H8jlroedng6WBpanFLRZ8kRrkYms3pMEO1ruRpaHA369t/PzdNva2tL586d6dixIw4ODly/fr3cfksul5OcnKzzedG5GJFI14WHOXgr1tCiPBPrTj+g6Zf7+OVI6Vb9rmw8FyMhIyZk2zV2XY3mrwsPDS1KqZm+7SqNv9hLREK6oUUpNeFxaSSmF7zgrjGw93oMb6w5S/uvDhpalFJzNTK7n9x8zjjfBaNXljIyMlizZg0dOnSgZs2arFu3jkmTJhEeHl5uvzl37lzs7e01H29v73L7LWPhf7+d5U5sKqNXnjG0KM9EziKwX+68YWBJRBbuvcWba86SoVAZWpRn5nEJV5CvTKw+cZ80hSrfwsDGQkRCOh0WHKLVvAOGFqXUHL0TB4CygOVbjA1jrYFRzoYDOHnyJCtWrGDDhg0oFAoGDhzIvn376NixY7n/9tSpU5k0aZJmO8fn+SITn2q8o7bnGWNe+2rxgVAA9t2I4aXAohPGVUbUWh3b89DJGWsdToclANkxM8aKka1lXCTGWhWjVJYCAgK4desWjRs3Zu7cuQwfPlyvpFJlRd4M3iJkr0xupI3p80ZmVm6nYGakylKWSq3531gtS6kKpeZ/Y1Zac1A/B+93lkptlPfC2K+8Uut9NsbrD0aqLHXp0oU///yTwMBAQ4si8hTtl0HEsKRkanXSRhqUq10HtZHOQdGug8pIFQ1tuWUy47QJaD8/yRlZRjl5Q3vwoFSpMTEyhUP7XTDWiQJGqSwtXry4zM6VmppKaGioZjssLIyLFy/i5OREtWrVyux3nneMtC94LknJzNL8b6xKbHJGbh0ysozTsqR9H4y1DqlyLcXbSH1B2nWQK43zfdCWO1OpxsbIlKVkrXdBpTbOe2CUylIO8fHxhISEcPDgQWJjY1HnuQkJCQnFnuPs2bM6cU45sUgjR45k1apVZSqviEhFoD2KM9bO4XmoQ6pWHYzVlait8KmM1MKXpKV4G+uzpNBWlrJU2JgbV9etfQ8ys4zzHhjXFc/D66+/TmhoKGPHjsXd3b1US4106NCB5yTVlIgIkFfRMM5OWnskKjfSxjXluVCWtOtgnPchOcP43wdt61imEVopte+BsVpZjVpZOnLkCEePHhVjl0TKhOdFaU55LhQNrZGokXZwyc+BG07XHaosYs/Ki45lyUjfh2Qjt45pvwslVfYEQSjTNVdLi3E5PvNQp04dMjIyDC3GC0+WkcbF5MVYO7S8PA8uLB1rgJF2cNr3wVinrSc/B9ax58ENp/0sGaNlqbQK64qjYfhO/YeZ26+Vh1glwqiVpWXLlvHZZ59x+PBh4uPjxazaBkL7RQbjVZ60O2gwXkuT9ihOYaSdg44bzkgtS8bewYFuJ2esgwltq8zz8D4YY8yP9j3Q11KsVgt8sSN7JY6Vx8J5+MSwGeSNWllycHAgOTmZTp064ebmhqOjI46Ojjg4OODo6Gho8cqMuFQ5zb7ch8+Uney9Fm1ocfKh/SLA89ExACiMVOl7PmKWtBUN47wPqfKSKxon78XjM2Unn2y6XCnSDei64fS/D4npCp04G0PyvCneciNsX3WUbj0slFkqNcFz9+uUbb0QWeZylQSjjll69dVXMTU1Ze3ataUO8K7sqNQCw346SVxq9nIJU7ZcoUNtt0qVq0K7MYLszs3WwkDCPAN5laXMLDXmJrIij4lOymTgsmNEJWUyprUvIS8FlKeIeqG9Bpaxuh10YzT07xyUKjXJmUqcrM3KQ6wSUVI33IUHTxj600kA1p+NQCqVMHdgg3KTTx90LBp61EGtFhi7+gwHbz3GxcacLeNaUc3ZqjxFLJbSuOH2Xovmrd/OIZVA6Oxe2Ul3DUSWSq3z/OhjmVEo1dSatguA3g2rsmRoY4PWIamElqVZO67nWyJo9Yn7jO/gb7B6VJ4etxRcvXqVlStXMmTIEDp06ED79u11PiVh6dKl+Pj4YGFhQXBwMKdPny4nqUvGD4dCuRObqtlOSFOw8VyEASXKT3ya7lIn+liWohIzGP7zSXym7GTj2cpRn7zKUnEjuKT0LHotPkJUUiYAK46FcTsmpdzkK+j3J62/yNpTD3SyK0cnZ2r+z8hS6W2hOHonjt1XH1UKV0Vp4q4+2ngJ/8920WTWv2yoBM9UgtZ7Udw7kZSRxeu/6rY5f55+wJ0KfJ4KQts1na5HgPeba85y8NZjINsivvjAnXKTTV+SSqh4bzgTwVu/nQOy88etN/CzlJonzKE4S6tKLdBOa8HdnZcfseJYWLnIpi85g30oXv7p266y5sR9APo38uD2lz2xNpORLlfy8InhYpSNWllq1qwZERHP/iCvX7+eSZMmMX36dM6fP09gYCDdu3cnNja2DKQsPRvORLBg720A5r/cgI+61QLg1yNhlSqeJu8IoLgG6WZ0Mq3mHeD43XgAvth+naT0rCKPqQgKsiwVRpZKTeeFh3U6RICFT+9XeaNSCwR+sZctFyL59K8r9F16VPNddFKusiQIcONR0fF76QolPlN28tqvp3j79/OMWHHK4M9XSa1jC/+9zSat1cynbb1q8Ni5J1p1KMr1EJuSSeDMvRq31dFPOtI1wB2AX44YtpPTdZ8UfT1XHQtj/03dNnPrhUhitJT3iiavVaa44OIbj5KZ/rduMPHyw3cNutSL9nMExbevX+2+qTNggmzFuyLe6b3XovGZspMan/5DWFyaplx77dDCLJRpciVBs/ex+qmiNCyoGouGNsbMRMrWd1pzcXo3g1opjVpZevfdd3n//fdZtWoV586d4/LlyzoffVm4cCFvvvkmo0ePJiAggOXLl2NlZcWKFSvKUfqiScrIYvLm7Dr0rF+FIc2rMaq1L9ZmMu7FpRlk5BwWl4bPlJ34TNnJtou5/mPtUQMUrWREJKTTY9ERnbIUuZIfDt8tW2GL4VZ0Clcjk3QawXzKUiGNUnJmFjU/26Wp929jg9j7QTsA9lyP5vLDxHzHCILAkzQFZ8ITCI3V31ogCAIPn6STKleS/nStMUEQ6L7oP539rkYma+7NpYdJOt/1WXKUcK2GSxu1WmDyJt135eS9BPZUUGycWi1w8l48VyN1ZY4vgVXm3P0nLN6fbcHwdLAEst0Qu65WTB3uPU7l/XUX+OHQXZ0OSbuDSNdaJ06tFth+KUpzv4Jm58ZmrBzVHC9HK4YFZS/Mvf5sRL7BSEWim0yw8PtwKSKR2f/c0Gzf/rInDTztUaoFPvvrarnKmEOqXJnPKpqYZxBWlOIdkZBOz++OkJGlorW/M1dmdMPaTMb9+HT+vRFTLjLnJTkzi6SMLJ3nKO+ArLD2VRAE5u26yY//3QNgXIcaXAzpCsDdx2nsu1G+g/9912M0FjmVWuDt385pBizafUSKXEmfJUeYtvUKE9ddoNu3h/GZspN60/cQ+/RZr+9px4y+uSENNd1tDb6mnFHHLA0ZMgSAMWPGaMokEokmL4NKpYdvV6Hg3LlzTJ06VVMmlUrp0qULJ06cKHuh9SRLpaZLXTf23YjVxC3YmJvQr7Ena0894JPNV6jvaU89j5IvIJw3b0XOi5mlyv57/VEy1ZyssLUwITopE4kEfj0axspj4Zpj3l93kZY1nHGztSAuRfdl3nz+IfU87PLFkF15mMRL3+daQLaMb0Vcipy3fjvH+jMP+LBbrXJ/IVRqgWE/n9SsRP52+xpM6VkHgKQ8I7iHT9Kp5W6LIAjIlWpOhyUw4+9r3NNSPGb1q0fbmq4ADGjsyV8XIum/9BhbxrfmbHgCX+68QUloW9OFI3fiCv2+STUHzj9I1GxXd7bifnz+WSJ1qthyMzpXKeuw4BCvNPNi9oAGmmusUKqZtOEiOy4/AuB/7f0Ie5zG3usx/HHqAT3qVy2R7CVFEAS6LfqP0Kdu5rVvBtOqhgug20HkdUNos+FMhGZQ0aSaA5vHtWLhv7dZciCUX4+G0adB1XKNcThxN55hP2fHGW0jiqr2FvRv7AnoWgSSM5V8++9tvttfuFtqweBAOtZxA6B9LTfsLExIzlQy7OeT7JnYDplU952VK9WkypXYW5o+83uz+2o0b/+e3dEdmdwRb6fsEXxsSq6FIlWu5MrDJOpUteVOTCrW5jK2nI/MV6eLIV0xM5HSsY4bVyKT2Hcjhvm7b/LDodwBUa8GVUhXqDj01GVXt6odXo6WBPs6MbaNb4njT0/di2fEitPIldnt5s8jmiGRSPJZtQoKOlepBX44FKqx4gMsHtoYWwtTXmnuzcpj4fxw6C7d61UpkUwlZfnhu8zbdROAhl72bHunNRKJJF+Yw7HQOIY080YqlaBWCxy/G8/Xe27qDJJ6NajCJz2y27V+jTzYdjGKN9ec5fSnnXGzyw0ozVKpOROWwIWIRGzMTahib0FAVTucbcyQSSUIQnZ/4O1ohYWplHSFClsLE+JSFFiZy0jKyGLBnlsFDkxuxaRQ87NdBdb1amQyVyMLtngH+Tjx+xvBlSouF0AiGNre/gzcv3+/yO+rV69e7DmioqLw9PTk+PHjtGzZUlM+efJkDh8+zKlTp/IdI5fLkctzNeXk5GS8vb1JSkrCzs6uBDUonnSFEiuzXJ32TkwKXb/9r4gjdJFKwNbCNJ/VpKwY2MSTLeeLnqVQzcmKBwm5HbqlqYxVo5sT7OeMUqWm8Rf/kiJXMrJldWb2qw/AkzQF/16PYdP5hxrFBsDFxpwWfk683b4G9T2zFUW1OrvjMJFJUCjVWOdZCiAlMwsLUxlypZrhP5/kch7Ly6x+9Xi9pQ+T1l9kSwlmXDSu5sBf41trtmOSM+m44FCF5dT5qFstJnSqSZpcyYS15zWxIkOaeTOrf302nI1g2tbiR/UmUgkLhzSib6AHEQnptPv6IIIA/37QjprutqWSTa0WSMrIQq5UY24iZfe1aGq42lDL3YaHTzLYcj6ywDiKyzO6YWtuQt2Q3Toj6O+GZssXl6pg+6UozE2l+SwWF0O64mBlRmxKJh2/PkSaQkWXuu78MrIZkG0ZWX74LmtPPdCMYIujurMVdhamXHlq+WpW3ZGz958Uur+LjTlzBzbIHlk/VT6Kw9XWnEMfdcj33B6581gTx+TrYq3j1siLtZmMNIWKxtUcWDKsMV6O+rkrBEHAd+o/+crvzckOaq4/fY/es9pa+Dnx4+vNsLc0BbKvd4MZezSDsLIg5zoEejtgYSLllFbboE3XAHd+HtGMf6/H8Oaaszrf+ThbEZ2cWaiF5rNedXmznR8A9+PTaP/1IQC8HC1ZNbo5NVxtOHgrlu/23clnxQWY2KUm9pamRCdl0r+xJ3WrZvcJGQoVCqWa27Ep+LlYkypXcjb8CVXsLfhy54187vJ5AxswNKgaa06EE7JN/zxDLwV68M3gQI2ycTUyiT5LjhZzVNlx8KMO7LkWrVH8tGnt78yx0PhCj70yoxu2FqblKV4+kpOTsbe3L7b/NkplKSQkhH79+tG0adNnPldplKUZM2Ywc+bMfOXloSwVxMl78ZpZMxWJnYUJ/7zflu2XHjF/d/4XwcpMppeisG9Se/zdbDTbc3fd4MfD98pU1uIIqGpHRpaqyA6oKP55ry0BHvnvtXYHl5cxrX0Z3dqH+btvsvdajF6pCdr4u/BKc2/CHqfx7b7cke+7nfz5sFttvWSNSc6k53dH8pnzc/h1ZDM613XPlXPVGQ48jT25O6eXjkVDHw7cjGHMqrPF7/iUXg2q8M+VZ3OZ7Xi3jUZ5Bpi36ybLK9C1+07HGuy6Gs29x7rPk0SSHTemTZ0qtoS8FEALX+dirV7f7bujc9+fBZlUQn1Pey5FJALZys3Je8Wvn6kPw4K8mdWvPiZ5LFzaFquKIMjXSWdwVVL+fLMFLWs465RN3XKZP09XTNiDi405MinEJOdX5s1MpMVOvvh6UEMGN/POV77ryiPG/XG+zOQsiPa1XPnhtSaawX2O1dfaTEbvhlX5X/samEqlnL2fQBt/F0xk0koxa/W5VpbGjBnDjh07MDMz46WXXqJv37507twZM7OSX3iFQoGVlRWbNm2if//+mvKRI0eSmJjItm3b8h1TkZalwlCpBVYeC+NaVDLpCiXpChVHQ+OwMTfB1cZc4yqyNTchRWtkGOTrxEsNq3InNhU/F2tOhydga25KlwB3ZNJsc3iaXMnxu/FkZqlo4+/KnmvRDGrqpTHNA4xaeVpjQgf4oEstvBwt+XDjpUJl7lTHjV9HNstnYleq1PgXYq4tD6b0rMPb7Wtw4cETBiw7rvNddWcrugW487NWYO07HWuQJlcR7OtE+9quOpa+ghAEgS3nI2lbywUnK7N8HUhe0hVKLExkxXacKrWAVEKpU2RcfphI3++P6ZRte6c1gd4OOmVnwxMYtDzXBf1yEy9a1nCmSTUHlGqBlMws6nnYY2GaP61CVGIGHRYc0ntGXc7ouSDlJsd9UBR+Ltb8837bfLJkqdSFugByqFPFltpVbIlKzOBMeOHWouLIcVslpWfx3roLHL6d+17Mf7kB5+4/YcPZh0zrXZfhwdWKfX7yEpGQzqHbj/lcy0rYvZ47rWq4cDUyiY1age3PwpbxrTh863E+t5qLjTkdaruy6dxD/FysMTORMqGTP3Wq2OHnYg1Q5LN78l48P/93j5n96uHlaIUgCBoFUvs4lVp4ei8SeJSUydd7bukte+c6biwelh0MXNB97xvowd+XCn6Wmvs4Mv2lejrKtjZqtcAHGy4W+yw+KwtfCWRgEy9S5UrqT9+T7/tlrzZh8qbLOpa+2QPqM7CxF5ZmRac4AQiNzfZKaPf4018KoEtdd7wcLcnMUvM4Rc6ea9FYmslwtTXn4ZMMBEGghqsN9T3tycxS8SAhHRcbcyQScLQyw8XGzKjT9jzXyhKAWq3m2LFjbN++nW3btvHo0SO6du1Kv3796NOnD05OTnqfKzg4mKCgIJYsWaI5d7Vq1ZgwYQJTpkwp9nh9L/bzhiAIKNUCUokEmZb/vKG3PXZPTakqtYBKLRTrf07JzKLf0mM8iE/npUAPTKQSPu5eW8e/nkOGQsUfp+6z4/IjWtVwxsHKFKlEQnJGFn9djMTH2ZrLD5NIVyhpVt0JAYE2/i7U87CndhVbPJ4GAUNuwk/IViR/fr0ZlmYyNp9/SJe67rjampfhFasc6LPW0md/XeGPUw/0PqeVmYxBTb1IysjSdCrfDA4kTaGkY2033OzMyVCoCI9Px9XWHHdb83xK5I1HyYxccZrYFDkdaruy7NUmzPz7OnuvRzOgsRf/XHnExC41aVPTRdPpFlUPlVpg+eG7PE6Rc/BWLAMaezKuQ41ic2cVhFyp0vu42JRMrMxMNCvDq9UCKkGokABVuVLFkdtx3H2cSlhcGuvOFG4RaeTtgIWplHEd/Glfy1VTvu96DO+tu0C6QoWLjTnHpnTEVColPk1hFO+DUqXm+4OhLNqXrfQ5WplydlpXlh0MxdnGnC513XC1NS9xB69WC4THp3EnNpUarjbUcLUu9ByCkO2G3nnlEVKJhNpVbDGTScnIUmEmk7LuTAQjWlanlrttgQMgpUrNlguR/HbiPuHxaSwe1piOtd1IVygxN5GV2NorUjjPvbKUlxs3bmgUp3PnzhEUFETfvn0ZNmwYnp6eRR67fv16Ro4cyY8//khQUBCLFi1iw4YN3Lx5E3d39yKPhRdXWRJ5vjl3P4GXfyjdJIcci1FZUFkW0hQREXn+eOGUJW1iY2PZvn07f//9N23btuWjjz4q9pjvv/+er7/+mujoaBo1asTixYsJDg7W6/eSkpJwcHAgIiJCVJZEnjsEQSBNoSJdoSL0cTqZWSoik+ScCHvC0bsFu68OvR9cKeIRRERERIoiJ4wmMTERe/vCZ5c/l8pSRfPw4UO8vfMH1YmIiIiIiIhUfiIiIvDy8ir0e6NUlgYOHKjXflu2bClnSbJRq9VERUVha2tbpu6CHI1XtFiVL+J1rhjE61xxiNe6YhCvc8VQntdZEARSUlLw8PBAKi08rrDESSl37NhBr169ijxpeWNnlz/hoSGRSqVFaqTPip2dnfgiVgDida4YxOtccYjXumIQr3PFUF7XuSj3Ww4lVpb69++Pu7s7o0aNYvTo0fj7+5dKuGdh1apVFf6bIiIiIiIiIi8mJVaWwsLCWLlyJatXr2bevHm0adOGN954g0GDBmFpaVn8CcoAfdxwEomEzZs3V4A0IiIiIiIiIs8zJVaWvL29CQkJISQkhIMHD7Jq1SrGjRvHu+++y9ChQxk7dizNmzcvD1k16GMyq0jKK2ZJLpczZcoU5HI5yclFrxwvUnrE61wxiNe54hCvdcUgXueKoTyvs74xS2US4J2SksK6detYtWoVJ0+epH79+ly6VHgm5+cNcTYcIJVh4VUPedRNBGXBy2qIVBzOfT7Epl5H4v75jrQr/xpaHBEREZFKTXGz4UpsWSoIW1tbOnfuzP3797l58ybXr18vi9MWyNKlSzX5kAIDA1myZAlBQUEF7vvzzz+zZs0arl7NXiagadOmzJkzR2f/UaNGsXr1ap3junfvzu7du/WWydY2e7HRF3lGxMIDYaw6+ZBe9VyZ16+OocV54Wk45wgATV+bwva3NxlYGhEREZHKSc5Mu5x+vDCeSVnKyMhg48aNrFixgiNHjuDr68ukSZMYNWrUs5y2UNavX8+kSZNYvnw5wcHBLFq0iO7du3Pr1i3c3Nzy7X/o0CGGDRtGq1atsLCwYP78+XTr1o1r167pZPXu0aMHK1eu1Gybm5cspX+O6+1FnhGx6mT2+lT/XHvMstcLVl6NgXSFkkO3HtOulqtmuQpj41pU7kro9lZmL+wzKSIC2UspvfbrabrWdWNCp5qGFkekklJcCE2p5v+fPHmSt956i6pVq/L222/j5eXFvn37CA0N5bPPPit2eZHSsnDhQt58801Gjx5NQEAAy5cvx8rKihUrVhS4/x9//MH48eNp1KgRderU4ZdffkGtVrN//36d/czNzalSpYrm4+joWC7yi1R+pm29yvg/zvPRBuN1I2svuFrQYrciFUdcqpyrkUnF7yhSbuy+Gs2liEQW7L1taFFeaO4+TuXP0w9QqvRbZBsgM0tF01n/8tovp8pRMv0osbIUEBBA69atOX/+PHPnzuXRo0f8/vvvdOzYsTzk06BQKDh37hxdunTRlEmlUrp06cKJE/qtX5Wenk5WVla+RXYPHTqEm5sbtWvXZty4ccTHx5ep7M87j5IyDC1CmbHlfCQAu69FG1iS0pOlyg1DNC9mAWOR8qXVvAP0WXKUG4/E4F9DseFs4YsJGwtZKjUL9tzi1D3j7Zs6f3OYqVuusOncQ72P+W7/HeLTFBwNjWPurhvlKF3xlLgl7dKlC+fPn+fs2bOMGzeuwmamxcXFoVKp8i1s6+7uTnS0fh3bJ598goeHh47C1aNHD9asWcP+/fuZP38+hw8fpmfPnqhUqkLPkxORr/15kTlyJ87QIohooW1NtjYzTldiDka4wIAOCmX2KPpYqPiOGAK1WuBMeO76hcb6PP1+8j7fHwxlyE8nDS1Kqfjv9mPN/5ceJup9nLZV9sfD91CrDXf/StySLl68uDzkKHfmzZvHunXrOHToEBYWFpryoUOHav5v0KABDRs2pEaNGhw6dIjOnTsXeK65c+cyc+bMcpfZWIhISDe0CGXCmfAEQ4tQJii1LEsyqQRBECpVxnt9mb7tKnuuxbDr/bY4GuGivP9ceWRoEcqEY6FxHL79mI+61cbMyCyV0cmZOttypdooXdNHjXxA+s3eW5r/LU31VzuSM7K0jpNxOzaFOlUME4NZ6ic/Pj6ed955h4CAAFxcXHByctL5lDUuLi7IZDJiYmJ0ymNiYqhSpUqRxy5YsIB58+axd+9eGjZsWOS+fn5+uLi4EBoaWug+U6dOJSkpSfOJiDB+M++zEJmY64arYmdhtG65E3eNz8Rd0EhLu4PYeeURvlP/qUiRyoSUzCxWn7hPdHImm8/rb7avTHyoFfdWmQ0aaXIlNT79B58pO/n23/xxPa/+coqf/rvHujMPDCDdsxEel6aznZlVuMegMrP/ZqyhRXgmrkblel8szfRXO+LTstPQfNClFkc+6WgwRQmeYTbc66+/TmhoKGPHjsXd3b3cR65mZmY0bdqU/fv3079/fwBNsPaECRMKPe6rr75i9uzZ7Nmzh2bNmhX7Ow8fPiQ+Pp6qVasWuo+5uXmJZ8w9zzxKzO2co5MzaTn3ABdDuuJgVTmtASq1QEKaAldb3XuoPYoxBprO+pf4NAWd67jx/fAmWJrJyMxSkZCWP8+VQqk2KqtAyLZrmv+NNe4qQ6tjNjetvHUYtPwEqqdK93f77zCkuTceDtmrMWhbjY3RghzxRFfm/TdiGdDYE6m0+P4qVa7kTFgC7Wu56rV/eZGYbvx562QSCSqynzGZHuvKpiuUfLH9Og+fZA+8+zXywMXGsH1uqZWlI0eOcPToUQIDA8tSniKZNGkSI0eOpFmzZgQFBbFo0SLS0tIYPXo0ACNGjMDT05O5c+cCMH/+fEJCQli7di0+Pj6a2CYbGxtsbGxITU1l5syZvPzyy1SpUoW7d+8yefJk/P396d69e4XVqzgiEtJp+9VBzfblGd2wszCtcDmepCmYuP4i16KSWDy0Ma38XYCCA7wvRCTSsXb+dA55SZMrsa7gKfrf7L3FskN3AVj3Vgta+DkD8EjLIhPoVbmyxOflp//uakZd+2/GMvyXk2x+uxUbCwme7PbtYQ59XL6TMMqSvy5Eav63NPK4K0CjjFQ2zt1PyBd8PnvnDZa+2gSAL3fm5swzlVVeha8wHiXpuuE+3HgJlSDwSrOikwgnpitoNe8A6YpshTd8Xu9yk7E47sSmGuy3S8q60w/YfzOWBYMDsbfM7aPc7Mw1is/ea9H0a+RBDVebAs+hVgsEhOzRKfN0rJil1Iqi1K1QnTp1yMioWHfLkCFD2Lx5M2PHjkWlUmFtbc3ixYs1Qd8PHjzQSVf+ww8/oFAoGDRokM55pk+fzowZM5DJZFy+fJlly5aRnp49AvHw8GDTpk2VxnK04UwEkzdf1ilrOGMvN77ogaVZxfnez4YnMGh57qzD4b+c4ugnHUlMzyI8Pv+Ic/TKM5r/vx7UkMFPGydBEDh06zGjV53R2f+HV5vQs0Hh1ryy4ovt11lxLEyzPfSnk5qGMFqrYQ2NTeVaVBL1PCqf0iQIAnP+ualTduFBIn6fFu5uC49P5+S9eI1iWBmY+88NXG3NeaOtX5H7VfZoqx2Xozh86zEhLwVg+3QQkzeQ+OGTDLJUao3CIQgCB27G0rS6o44FNkulJjZFjqdD+XcOgiDw8g/5ZxLvvPKIWWkKnKzN2HMtN+zBGGN9ovMoSwCTN11m8qbsNvWrlxsS6O1AUkYWgiAQ5OvE5YdJ9Ft6TOeYB/HpVHO2qhCZ8xKVqNvPng5LIMi37ENdnpW4VDlTtlwBIHDmXhYPa0zfQA+yVGqd+3AzOoXO3xzOp4AKgkDwnP3Epsh1yocFVasUinqplaVly5YxZcoUQkJCqF+/PqamupaO8kiEt379erZt28bPP/+sSUr54Ycf0qdPH9zc3Dh06JDO/mvXrqVdu3bMnTuXPn36sHbtWubPn69RniwtLenUqROnTp1i69at+Pr68vnnn/Pqq69y/fp1nUBwQ9Bizv58AYo51A3ZTdjcXhUSuKtWCzqKUg5t5h8sYO/8fLzpMtFJmXxTQDxEDuP+OF/uozeVWtBRlHJYvP8O73WuSYzWtU5TqOi9+CjnpnXBuRjzryAIpMqVmo6yvHms1ZhYm8lIU+gXhzH0p5PseLcN9T11FcDF+++wUOvefDe0Ef0alW2utOTMLCRkB5xbmZmw7WIkP/53D4Avd96goZc9f41vjUwqyReHlVGCOJNDt2IZtfIMg5t68fXg8rd6RyVmMGHtBQA2nnvIpZBu2FuZEpOs2+D/ejSM6KRMJnapSddv/8t3HqkE8hqfbMxNuDqzfCzc+2/EMHb1Wc32n2+2wNJMRv+nSsLCf2/xZf8GOsfIDOiKKo50hVLHGvH98MYcvxvPujNFx5PmHYgWRruvD1ZYe5uXx3mUh1d+PMHKUc3pWCfbcp8mV3LjUTJNqzvmky8pPQtrcxkm5axsqNUCzb7cp1P23p8XqO9hh0wqQVmAZXXOPzfYeiGSAA87Dt16nO97gLkDGzAsqFq5yFxSSr023J07dxg+fDjnz5/XKc+ZeVPU1PvSEhwcTPPmzfn++++B7Jglb29v3n33XaZMmZJv/yFDhpCWlsaOHTs0ZS1atKBRo0YsX74cQRDw8PDgww8/5KOPPgIgKSkJd3d3Vq1apTNTriiSk5Oxt7cnKSmpTJVEnyk7Nf87WJly5rMu1Pxsl84+/Rt5sPViFFXsLPB1sSYyMYNm1R1p4efMK811Tc27rz7i7d+z79crzbwYGlSNXVceYW1ugkKppr6nPa1qOCNXqll2MJTVJ+7rLauvizVheYIpS8r/2vsxtWddrkYmcf1RMq425tyPT2PG9mxXQFV7C/Z+0K7ESolCqSYsLo3lh+9q3Du/jQ3i9V9PF3tstwB3jt+NZ1BTL5r5OOLtaEXdqnZkKlXcjk4pUIksb6Xvm723WHIglDpVbNk9sR3n7icQsu0a16KScbcz55cRzXmUlMFbv50DYGBjT7ZoubXOfNYFZ2szZv9zg1+P5lceAW592QNzk9JbEhRKNXVDdpfI/fRh11q827kmj5IyaDn3gKa8pZ8zC4cEUtW+cGtLXKo8X2Nd39OOHe+2LXB/tVpAqRZIkyuxMpflq6tSpUagaNdTZpaKOp/rLov0Xid/JnWrzYUHTxiw7Hihx+rLtN51i7W8lZTwuDQ6LDik2R7VyocZfesBum3OzyOa8dZvZzXB6R90qcX7XSpnBuy6n+8ukVKtD+928udUWAKnw3JnyW6f0Ib6nnYIAsSlyen3/TG8Ha34eWQzHbdTaRAEgZvRKVR3tsJKy/U8d9cNfjx8T69zHP2kIwqlms4LD+tMKvBytOToJ50KPU6lFlCphQLjGrNUaiRkW4Sq2FvgYGmKUi1gbiIlSyWw9GAoR+485vyDRH2rWiyB3g78Na5VhcSK6dt/l1pZCgoKwsTEhPfff7/AAO/27duX5rSFolAosLKyYtOmTZoAb4CRI0eSmJjItm3b8h1TrVo1Jk2axMSJEzVl06dPZ+vWrVy6dIl79+5Ro0YNLly4QKNGjXRkb9SoEd99951espWXsjRyxWkO337MF/3qMaKlD5D9QhlydlP4vN5EJWbQal5uZxbs68TcgQ3o9M1hAH4Z0YwuAe6Fyhrk68SEjv408LTH0dqMDl8fLNCVVxjta7myeFjjIhunVLmSgzdjeffPC/m+83Sw5NiUTuy4HKWxCpQlswfU59Xg6mV2vjsxKXT99j/GtPbF28mSmU+Vxyk96/B2+xoFHnPwVqzGFXpkckde/eUUD0oQoDtvYAOGlnJEV5Dioi+rRjfHwlTG0ALyyRSkhCZnZvH6L6e49LDgLNlLhzehd8Ns9+7lh4mM+/28zuzN8uCtdn7UcLXmk81XyuR8t7/sWWbB+dsvReV7J0Jn99RYHmKSMwmes7+gQ5nQ0Z+PutcuEznKkh8P32XurpvF7/iUfo08GNXKh2OhcYVm9Xa1NefMZ10KVIgLY/uENjQoZazjkTuPdQZvRyZ3xNsp2+03acNFTbLcZ6FjbVdWjs5diiomOZNJGy5yLLRsZwFf/6J7vpgjfWnk7cCG/7Ws0Mko5a4sWVlZceHCBWrXrpiXJyoqCk9PT44fP07Lli015ZMnT+bw4cOcOpU/HbqZmRmrV69m2LBhmrJly5Yxc+ZMYmJiOH78OK1btyYqKkpn9tsrr7yCRCJh/fr1Bcoil8uRy3NNozkL8ZW1slQUkzddYsPZip1SfW1md00wdpZKTWhsKnWq2CKRSHSC0LWDptVqgS0XIrE0ldGqhjMOVqb5FOsH8em0+1o/l542g5p6MblHbSatv8TREiT92zepPf5u2cGFx0LjeFUrlX6gl32hHW9JsLUw4X/t/EjKyCLY15nLkUn8ePguKrWAm605299tg5O1WZFm/bhUOUsPhrLyWHiB35//vCtOheQfynFHAVwM6YqNuQn+eaySOdTzsGPj2y2xMjOh2Zf/EpeaHTheWgvZW2vOsvd6TLH7/flmC2KSM/Fztabv98eK3V8iyZ2Cb24iRa4seNmEL/vXZ5rWki/ljbudOb+PDS7QvVYQhz/uQHVna8323mvReDtlWyxzuBSRqImb6dOwKt8Nbaxxg8UkZ9L5m8OkypVA9v2rU8WOm9HJvNaiOkOaeRc4Ig/ZdpU1eazFBd3jd/44z85CckT9Nb4VjatVnuWgZm6/pvN+HJ/SiY82XuL40zQgq8cE0b6Wq8Zi5udqzYEPO5ToN1LlSupP16/ztzE3oZqTFVkqNbXcbfl2SCPMTKSkyZVEJmbw1e5b7LsRQ50qttyMTinyXH+8EUxrfxcda19B1K1qVykyxHs6WLL3g3ZYm5ugVKnztTcDm3jqKH3jOtSgfyNPdl6OIsDDjprutoUGfZcn+ipLpY5ZatasGRERERWmLFUmKkNSyq8GBTKrf33iUhW42ZpzJTKJP0894L3ONZEr1Qz7+WQ+X7eHvQULXgnEzsKUgzdjuRCRSEpmFu52FjhamRGVmKHJ5/Fprzr0a+SJmUyKnaVpvngFU5lUp3HXHgloL0ArlUoY1NSryLpUc7Zi1/tt6fndkdzzyaS83d6PN9v5adxuu648YtwfuW7fTece6p0638PegmY+TkzpWUczLRqgtb+LTodx5WESL31/FMiOB/qkZx26BVThdHgCR+88JiZZzuHbjxnYxBNXW3Pa+LvQxt8FiUTCpnMP+Whjdm6dlEylZtT68xFdV1dUUiZNn1peznzWhaOhj2lSzREPB0tMpBJUaoEe3x0htIhZMF/0q1eoogSQmZWrSNiYm2AikxI+rzfzd9/kh6czAQGWvdqEXlqB9QtfacSIFdkj3BuPknXusT5kZqk0itIbbXyZ1ieAiIR0VGoBHxfrQo/7rFddZv9T9HIG2sO6ghSliV1q8k5Hf0xlUuwtTQu0KpYH/03uiLmJjK8HNeTjTUXHwEzuUVtHUQLoVi9/nrhAbwcmda3Fwn9vs+PyI3ZcfsS+Se05/+CJJjg5h2tRyVx7msdm6pYrTN2Sa9HydbFmfIcanH/whD9P58bvfNy9Nu909C9QxqWvNqFHARYogAHLjhepRGdmqZi36yarjofT2t+ZX0c2L5fA8H7fH803qDk2pRMeDpasfbMFqXIlKpWAvZWu9dmqFJNibMxNCJ/Xm60XIpm4/qKm3MPegln963MzOoWv92QnXUyVK7n+VHG5E5taqNJZnKIE6AzitLG1MGFkSx/6N/bA381WU/7f7ce8sfosCpWapcOb0KG2K9bmJjpt2rNgZiKld4OqOjNVc7gyoxsmUqlm0lFOe6PN8sO57Y72jO7aVYxDhyi1svTuu+/y/vvv8/HHH9OgQYN8Ad7FJX8sKaVJSlmlSpUi98/5GxMTo2NZiomJ0XHL5WXq1KlMmjRJs51jWapozE1kmlkzTao50kRrxHfmsy6FHQaQL8j3WTHRUqZKkwqgblU7wuf1JjwuDVdb8wLP0bNBVS7P6MbkjZeLXbvN2dqMfo08ae7jSNcAd70DHE1kufX4enCgRpHoG+hB30CPIo8d1NQLU5mE99dd1Ou3AJrP1s9dZWdhQnJmtiXBw95C45YtDLkyN35Du+6f9KjD5O61C7Votavlqvl//ZkITSyLvtyOye0EPu6R3QjmuBOK4s12fqTIlSzef0dTVpI4uLzBty8FemBlJtMJYoZsy0MVOwskkuJXGc/hfnwaEQkZtKnpUuR+g5t5E+TrRPuvDwHZsWJO1mb88jQurKS5x8a28dUJvO+y8LDex+YQFpeWT4H75722BHgUrQT3aViV43fjNVYQ7SWNEtMVCAL5sqpP23qF30/mJq48FhrP7qvR9G9cdpMF1pwI18nBlUO/Rh46MwhtCmmDrEqQPTov/Rt7FliXznXdeZwiZ9Xx8FKfG7KfTSdrs2LdfsG+zgW6Q9vVcuX27J75yht42bPx7ZYMLiC+0tfFmjVjgjTv6PkHTzh86zGvtqjGg/h0LExl1Klii0wq0bwv3w5pVIragVx7AGeE6UBKLfGQIUMAGDNmjKZMIpGUW4B3aZJStmzZkv379+vELP37778aN56vry9VqlRh//79GuUoOTmZU6dOMW7cuEJlEZNS5kfb8mTxDAn4irI+ANhZmLL89abcfZzKhQeJ7LkWjbO1GSNb+eBuZ1GktUUfTLWUJVuLkr8e/Rp5Us/Dji4L/yPQy54gXycuPUwiMV3BK8286VDblQcJ6YxZdbb4kwHVnKz4fnhjGnjas/ViJK42FrSsUfz0/6KmnhenJCx/rSlv/36OVcfDGdXKp9h7os29x9nKTZCvU4kDxCd1rcUHXWqSrlBhbW7CxHUXNMpStwB3HiSk8/3wxlRzyp7IcOTOYwY39cbCVFpgnTrXdS+TYPvqztb5rEFF7av9m9O25lp5CuvAC8Pa3IRrM7tTrwAX0P/a+zGxcy0ys1T8fOQet2NSSMrI0lkHrSA+61W3WEUJsp+RuQMbMJcGLN5/R0dZavTFv3rXYeL6i9TzsGPV8XD+OPWAoc29mfey7kA6Va5EJpEgkWR3qAqVmpXHwmha3ZFHSZn8ejSM1aOD+OFwqI51DLLf0XPTuuod41Je6VZm9K3HlJ51SHw6+ywjS0V4XDqv/JiroEzpWYe6Ve0I9nVi8/mH9KpftcBlfO7N6cW3+26z5EDuKhI3Z/XQKFGlSXDa3MeJe3N6oRIEbjxKJlWupLmPU74JDNqDbjfbsp0Nnqk1gDNkks/SUmplKSys4Fk0pSEhIUGvJVJKmpTy/fffp3379nzzzTf07t2bdevWcfbsWX766Scgu0GYOHEiX375JTVr1tSkDvDw8NAJIhcpHm1L0LMqLPpQw9WGGq42xbr4SoqJtGB3Yknwd7MtspP2d7MlbG4vpm65UujU5rFtfJnWu66OEjCgsf51bebjxPyXG5QqBqB7PXfsLU1Jysiiw4JDJZoyfe+pclPDVX8FSxuJRKJ5ltK1UiL8NEI3+76vizW+JVDiDEWGInc0XZrp29ZPXUA5MWimMglnp3XVTG6wNJMxuUcdnWMEQSApIwtrcxPiUuX8d/sxp8OeMHtA/VK5xEqTMuCrQQ017kLtWK51ZyJYdyaCab3rcjEikR2X9Vs/L29M47Cgaswd2KCQvQunNG44fbEwlVHFPvv8thamuNlaFNoOFDUBRCqV8GG32nzYrWD3VGkz2kulEqRIaOjlUKrjnxVty5IxUuLeICQkhH79+tG0adMyEyJHORk7dixdu3YtcJ+EhAT+/vtvAEaPHo1EIqFJkybs3r27wKSUCQkJ/Pnnn7i6uvLxxx/z0Ucf4eTkxB9//EH9+vU1581JOdCvXz9N2cKFCw2eY8nYMJVJOf1p9sLDzzLl3NCY6FiWyi9vkkQiYd7LDXVG2Wq1gFoQyiwnypDmpZvNJpFI+GpQQ/73NPXAB+svsmhoY72OzbEElYUik65n/qjKTFmtRdahtpveVjKJRKJx91W1t2RI82qlfhYgOw2EPoxt48vnfQI024npinzJU3P4cmfR8WlFsfWd1jTydijRMSZPc/0ElDAGrzJirO2rtmXJGCmxsvTw4UN69uyJmZkZL730En379qVz586YmZXemvDzzz+zatUqevTogbe3N6NGjWLUqFH4+Pho9nn11Vd59OgRhw8fJisri9GjR1OzZk2Cg4M1+2gnpYyKiiIqKooff/yRgIAA7t+/z9tvv8369esZPHiwzu+vXLmSHj16aLYdHBxKXZcXGTc741cwtS1LdqVwwz0LOSO/ykD3elVo7e/MsdB4tl6MIj5NwS8jmxXZUKvUAtsvRQFQzakslCXlM5/D0DwPddDOX5TXyngtKokLDxJ5NbhaPuvjm239ClWWCqOqvQXdAtw5eOsxKrXA8OBqXIpIZO/1GKb1rsvYNr6lSgz504im/Hs9llGtfUp8bGXjWcIcDEmdKrbF71SJKXFvsGLFCtRqNceOHWP79u1MnDiRR48e0bVrV/r160efPn30cqlp8/rrr/P6668TFhbGqlWrWL16NV9++SUdO3bkjTfeoE6dOuzevZszZ85oFsNdsmQJvXr1YsGCBXh45A+8rV+/Pps3b9Zs16hRg9mzZ/Paa6+hVCoxMcmtuoODQ6FB4iIvFkq1VhBiBStLlY01Y4Kp8XQJlSN34qg9bTeBXvZ4O1nxv3Y1sLUwwcJUxubzDzWzgXIoi+U6ngfL0vNQhwytOuRVVOp52Be6JJBEIiFsbi9NrrXXWlTjy/4N2HYxkr3XYnC0NmVa74ACXYNlPde4Ux13OtVxL+OzGgZjtSwNC6pGZpaKVjWKnihRWSmViiqVSmnbti1fffUVt27d4tSpUwQHB/Pjjz/i4eFBu3btWLBgAZGRJUuk5evry8yZMwkLC2P37t24ubkxZswYWrdujZmZmUZRAujSpQtSqbTA/EqFkZNHQVtRAnjnnXdwcXEhKCiIFStW5FvXSeTFwcPekiBfJzrXccPSCNfCKktkUgmHPuqgU3bpYRI7Lj/ipe+P0mHBIVrM3Z9PUYLsfDbPyvOgaDTzyQ6WNVZrADybKzFHYVr/VguNi65fI0+WvtqEL/s3MMr15gyNcwXEhJYHpjIpb7WrUeYzsSuKMhk6161bl7p16zJ58mRiY2PZvn27Jr4oZxmRktKlSxe6dOnC5s2bef3111EoFDrfm5iY4OTkRHR00VPIc4iLi2PWrFm89dZbOuVffPEFnTp1wsrKir179zJ+/HhSU1N57733Cj1XQUkpRZ4PpFIJG/7XsvgdXxB8XKwJnd2z0ISWeenXyIOQPgGlSh+Rl1eaebFg722aVa88SRBLyjsd/XGyNqdbgPFaNdKfMe5KIpEQXIkWcDZWQvoEsP9mDK+1KLvVAUT0p9QZvMuCKVOmMH/+/CL3kclk+Pj4kJaWxqNHujMn3NzcmDlzZpHT/CFbmenatStOTk78/fff+XJCaRMSEsLKlSuJiCh8AcYZM2YUmJSyIjN4i4hUNMfvxjH854ItuVN61mFoc+8S5REqjswsFQdvxtK6posmgZ1IxfPbyft8vvUqMqmEu3N6GVocEZEypdyWOxk4cKBe+23ZsqXYfR4/fkx8fHZaeoVCwd69e9m8eTNnzpzBzc2NAQMG8P7773P06FE+/PBDnjzJzSGiVCqxsLBg48aNDBgwoNDfSElJoXv37lhZWbFjx45iZ7nt3LmTPn36kJmZWWgupbyWpaSkJKpVq0ZERISoLImIiDxXKNUCu68/pom3HR72xj+JQ0REm5yk0omJidjbF+4iLLGtvKiTlRRXV1dcXV0ZP34869atIz09nX79+jFz5ky6du2qCSZUqVQkJiZy7tw5TcqCAwcOoFardWbD5SU5OZnu3btjbm7O33//rVc6gIsXL+Lo6Fhk0sm8SSlz3HCGyOItIiIiIiIi8mykpKQUqd8Y1A2XQ8OGDRk7diyvvfYazs4F+7Z79uxJTEwMy5cv16QOaNasGWvXrgUgMjKSzp07s2bNGoKCgkhOTqZbt26kp6fz119/YW2dG3Dq6uqKTCZj+/btxMTE0KJFCywsLPj333/56KOP+Oijj0q09ptarSYqKgpbW9tSTWstjByNV7RYlS/ida4YxOtccYjXumIQr3PFUJ7XWRAEUlJS8PDw0ORpLIhKMTf68uWiF58E+OOPP5gwYQKdO3dGKpXy8ssvs3jxYs33WVlZ3Lp1i/T0dADOnz+vmSnn76+7YGRYWBg+Pj6YmpqydOlSPvjgAwRBwN/fn4ULF/Lmm2+WSH6pVIqXV9lmktbGzs5OfBErAPE6Vwzida44xGtdMYjXuWIor+usj8esxMpSWcYs5UUQBDZt2sTBgweJjY1FrdbNHFvUOX18fHSm/Hfo0KHYFAA9evTQSUYpIiIiIiIiIpKXEitLdnZ2Zepq0mbixIn8+OOPdOzYEXd393L7nbKmPN1w2n9FygfxOlcM4nWuOMRrXTGI17liKM/rrK8brlLELOXg5OTE77//Tq9eFT89denSpXz99ddER0cTGBjIkiVLCAoK0uvYhw8fisHdgNTSDsdOb5B6+V/kEVeKP6ASI7N1RZUaD4JxL/5YEUjMLKk6egmmDtlZ8LOePOLRqvcQFBnPfG5TVx9Mnb1Iv3n0mc8lko3EzBIT+yrYNOiMOjMVVdoT0m78Vyb3q9IgM8Wh1RDsWw0lI/wST/Ytx/Xlz8mKDefx1jmGlk6kEhIREVFkOE25pA6QSCQ6S43oi6+vL7t27aJOnTrF71yGrF+/nhEjRrB8+XKCg4NZtGgRGzdu5NatW7i5uRV7fFJSEg4ODi9UkJ9KLdB4Xm4H1qmWM14OFqw5nZu1vb6HLQ09bFl7Nop321fnjVbehVreNl+MZuY/dwCQAALwcqMqdKrtTEtfR0y0Vj6XK9UIgoCpTEpiRhaOVqZIgKgkOXtvxhGZmMmWi9E09LTlfETuSMTf1YpWvo680766Jjv35ztus+1yjGYfR0sTpveqycTNN3irtTcT2vs8+8WqZAiCoJcF9J9rsRwJTeBmTBp349I15a42ZqRkKsnUc4FVyH4WzGQSnfsBcPKjVpqV4LNUar769x7rzz/ilSZVea99ddp8exKAxYMDaO3niEQi0XkWiiMmRc6xu09IzMjCy8GC1n6OpUqYKVeqS7zae0KaAgtTGeceJHHgdjyfdPWrsIzVOc16SqaSbw6EEehpx9y9d5EXcc8mtKtOTTdr3t90XVPWxNuOn4c3wLSMFneuCEIfpzHw5/M6ZdWdLLmfkF8ZdLc1449RjXCzLXz2cw7h8eksOhjOw8RMRrfwoksdFySAWQmfC8jOTm9pKi32PUyTK7kRk0Ziehat/BxZsO8ezarb06te8f2SiH7omzqgxMrS6NGj9dpv5cqVJTktAKtXr2b37t2sWLECS8tnX1tKX4KDg2nevDnff/89kO1W8/b25t1332XKlCnFHq9vUquyJCY5k8/+usLDJxlIJRKuPyrcPOlsbUZ8Wm4G9Gm96/L3pShqu9ty6PZjPBwsmd2/PvaWppibSIl4kk5KppLrj5KRSiT8cOguQb5OLBnWGAtTGbHJmQTN2V8quTePa0XTPBmZH6fIaT57X5HHmcmkKFRlZ+Vp4++CnaUJ/1zRLwN825oufNa7LnWqGI8ynJml4nZMCg087UlTqPjr/EM+33ZN872JVMLGt1vSuJru/RAEgaA5+3mcIs97yjLHxtyEs9O6cDb8Ca/9qpvw0svRkodPCrd2mMmkXAjpWqDyIwgCb/12jn+vxxRwJDTwtKeKvQU13WxYcSyMzKzSP1tr3wimlb8LR+485vVfTxe6X/9GHnw7pFGZhxcIgsC0rVf549SDMj1vDu525rzSzJu/L0WxclRz/FxtyuV39EUQBB4lZbLqeDg//XcPAFsLE7aMa4WFqYy2Xx0s8TndbM3Z9HYrqjlb5ftO3/auVQ1nrjxMIkVeusWTV48Jon0tVwBe+fEEp8MSdL7vWNuVg7ce65RVsbNgWp+6NK3uSFX74vvM61HJXH+UjFot0KmuG/aWpkglEmRaA5DkzCwyFSrc7CxQKNXEJGfibJOdbDYlU4mthQlKtYCtuUmJn2W5UkVSelalWnS93JJSlicZGRkMGDCAY8eOaWaraXP+/PlCjiw9CoUCKysrNm3aRP/+/TXlI0eOJDExkW3bthV7jopWlqZvu8rqE/fL/XcKomuAO2fDE3iSnlXqcwxs7MnCIY002/2XHuNiRKJm28xEiqIEVouKZliQN7P61cekkNH2hjMRTN6cPcPzw661GNvWFyuzwq0ZMcmZuNiY6zRYeREEgUO3HrP3ejSPU+TMHdgQV63RsEKpJjFdodMIzfj7GquOhxdbn0lda/Fe55qa7Tn/3NB0Qvrwaa86dA2ogq9LdnqOd/44z84rj4o5KhdTmQSpRFKk1aMoXGzMOfNZZ52G++9LUbz354VSna8iCPR24PexQdgWk5lcrRboveQoEQnppJayEy6IlaOb066mKzKphL8uPOSD9Zd0vrc1Nym00/9mcCA9G1Qp8pl+VuRKFfuux7LjchQDm3ix43IU2y5G6X28rbkJv78RjEKlZvDyE3of17thVZYOb6LZFgRBsxBwRdC2pgtj2vgyeuWZEh9ra2HCkckdC8yin6FQUTdkd1mIWCh+LtZseLslLjbmCILA59uu8vvJXAV+dGsfnqQp2HH5ET++3pR6Hva42JgV2o5WFEapLL3yyiscPHiQQYMGFRjgPX369DL/zaioKDw9PTl+/DgtW+auCTZ58mQOHz5c4EK9Ba0N5+3tXSHK0oUHTxiw7HiJjqnhas3dx2llLkv7Wq6sHhPE8sN3mbfrpqY8yMeJP99qgUwqISY5E3c7C1YeC2Pm9lzz/ryBDRgaVE3nJf6way3efdppC4LAwycZxCRnMmj5CVr7OxMam0pMcvZ171LXDXNTGYFe9jxISCfySQZ+rja09nemfS03ZFIJ8alynKzNiuxEXW3NOf1pdkf73b47fLvvtt71P/xxB6o75+bvUqrUTFh7gd3XCrdWBVS1K9IKWFJOfdqZ0NhUXv1F9zmt7mzF/fj0Qo7Kz8fda/NOR3+SM7NoOGOvpvzunF46SpxaLSCR5F99vjjU6uxmRqp1rjUnwgnRsnR5Oljy84hmBHjY0XTWvzrWUHc7c/zdbLjxKIWENN11InMIn9cbyHbntf/qIFFJmVSxs2D7u20QBIErkUmMXX1WL3mDfJ3yjexLQp+GVdlxWT+FsW+gB4uGNNK5NpCtANeapt+afHlpUs2BR0mZDGjsyUfdauc7d15SMrNoMGMvNuYm/PNeW6o5WyEIAvWm7ylyQePa7rYMaurFmDa+BSr7giCw+ng4M7Zf5402vmSp1HQJcEeChNDYFHo1rEq6XMWSA6FcfpjIndjUUtU3L7P61+f1FtUJj0ujw4JDmnLtgVqaXIlMKuHbfbf58XDu4ODbIYEMaJwdu3L5YSJ9vz8GwNg2vnzaqy4yqYQnaQoO337MlztvEJdavAW2V4MqXHiQyKOkTMxMpChVaqzMTEiVK7EykxV6jQc09iQlU8m+GwVbSAtix7ttdBarzVKpaThjLxnPuMafviwYHMjtmJQSDbgA3mjjy7uda2JvWbFLGxmlsmRtbc2ePXto06ZNhf1maZSlilgbTqFUs+ZEOGtO3Ofwxx00nVPwnH0aheHKjG7FjkwLI+e2SyQSslRqLkUkUsPVBkszGRvPRtDQy4EabjZIgDSFkthkOX2W6AbZ5nSkG89G8PGm3FxZi4Y0on9jz3y/mZmlos7nuaObHe+24WpkElO2XMHMRMqtWT0qZAZklkrNlzuuczUqmeWvNdVYaH47Ea7jpvpuaCP6NfLUXKtlh+7y9Z5bOue6GNJVM5IzpMWvOBytTPlvcked5yUyMYPW8w5otn8fG0xYXKrmGtyc1aPcY2wmbbjIlvPZcW6rRjenQ+3sWIyuCw9rOk5bCxOuzOie79i87pEfXm1CzwZVWX/mAZ9svoKLjTmHP+5QZIxSlkr9TPE4eV3I73by58NutQHo+d0RbmgpxoOaerHp3MNCz3VpejedjuKr3TdZduhusTJ0ruPG1F518HezLU0VimTw8uOcCX9S/I7Ab2ODaFvTVafsyx3X+eVoWJnL9f3wxrSr5apZM/Dyw0Q+2ngJC1MZneq48X7nmkgk2QOmpl/m3p8xrX0JeSkg3/kS0hQ0mfUvAC42Zhyb0glzExnv/nmB7ZeieCnQgyXDGpd5PXLI2zZCbtty6l48Q346qSkf28aXz/vk1uF6VDKTNlzkZnSKpuyv8a007nXtgWrbmi7MGdAAiQTuxKay91oMf57Otv4Eejtw6amF/3/t/LgTm0o1JytMZRJa1XChurMV4fFpmMqkpGQqiUnOZNfVaOwtTQt1d5eW21/2LFUsWGnQV1mqFEkpc/D29q7wAGkXFxdkMhkxMbo3OyYmhipVqhR4zNSpU5k0aZJmO8eyVJbEpmTy5c4bAEzacIlvhzTiSZpCoyitGNWs1IoS6FoGTGVSmvk4abZfb+mjs6+1uQluthaEz+tNlkrNxYhEGns7aEaSNnk6I0uzgjtYC1MZl6Z3I3BmtuVCW/ma0NG/wlJFmMqkzOxXP1+5jYVuPXIUhRy53unoz/gONfhw4yVNB79o3x1m9K2HUqVm89OyV4OrMXtAAwCuRiblUzJLS6C3Axv+1wJTqZThv5zk5D1dy0e7Wq44W5vx14VInfK5AxswLKhavvN5Olhy/YvutJizn+RMpU7M0BttfCskGPmbwYG837kmlmYy3GxzXYiO1rmuhMIW0XWzsyBsbi+Nm+SDDRdp5uPElzuy35s32/oWG8z9rIHLrrbmhM3tRXh8OglpcppWz32P7LSeJ4kE5r/ckAWDA4Hs9/vXI2H8qDX6Dpy5l0sh3bC3MiU6KZPlh7MVpWFB3swd2PCZ5CwtTta6Lp3fxgZRxc6CH/+7l0/xe/3X0/wyohldAtyBbNdPaRWl4cHVeKWZN4Fe9ihUau7GpuHvZlNoB9rQy4G9H7TPV563jbQ2L/iZdrI249rM7jT6Yi9xqQr6fX+M398I5p+n7uS32/uVqh76YmEq4+6cXgz84TiXIhKZO7CBZhDmmOceWOZ5LwM87Ng9sZ2O12Hs6rOc/rQzJjKpRpFp5O3Ab2NzlwfzcrSiY2035g5soLeceePVRrf21fwfk5xJsNbgxc/Vmv2T2iORSOj3/VEuPUzSfNfSzxkbCxNkEkmBlvigOfu48HnukmcPn6Tj6WBp0HRClUpZ+uabb5g8eTLLly/Hx8enQn7TzMyMpk2bsn//fk3MklqtZv/+/UyYMKHAY/KuDVceeDla0aWuO/tuxPDXhUjebOuneXHrVLGlUx33cv39wjCVSWmupVgB+Tokq0KUJSB7FPJBO7p++59O+YiW1ctOyFJiY67bsOZtlCBbcVr4SrbFaeSK05qYoBZ+TpqYkmm9c0d99T3tNe6hHJQq9TP76de91ZLDtx8zckV2QPEbbXyZ9nS0aSKVsFGrIwvydSrwHABWZib89U5rOn9zWKf8rXbl2znkIJFIdFyZOThrdRAWpkXkPpFIuPFFDzp/c4iopEwdK09B1s3yQCKR4OtirYnZykG7o7a3NNVxU7nZWjC1V12m9qrLF9uvs+JYtlLRat5+rn3Rgz9O3UctZFs5vuyvf2dW1mgrSxIJtK7hglQqYcHgQBYMDkQQBK5GJjP855OkyJW8seYs/7zXlgAPO7ZezFbazUykXPi8K8mZWThYmpGmUGJuIkWuVHMtKhlfZ+sCA6tzMDeREeBRukG0mYkUS1OZxgVV1ADA2tyE9zrV5Jt/b3MzOoVmTy1SDb3sqedRdmuiFoZMKmHbO60LlEubwt6HxtUc+Wt8KwYsO05CmoLhv5xiVr/6HL+bvVj9d0MblbnM2rjbWXDmsy5M23qFuFQFi7QmMzjb6PaXi4c11om5FASBm9Ep9PzuCACJ6VnM3H6dGX3rkaVS03/pcWzMZawcHZTvPasoKtV80Ndee42DBw9So0YNbG1tcXJy0vmUF5MmTeLnn39m9erV3Lhxg3HjxpGWlqb3zL/y4sfXm2r+77X4CH+cynbxtK3pYiiRCiTvy1yQkqFNTXdbfh3ZTLP9v3Z+BQYlVjT6WsggO15rdGsfAFYdD+ft37MnH4zvUKPI44AyC2hsX8uVu3N6cXdOL42iBOBko3stbYuxrtRwteHE1E6a7R9fb2rw2Sra96I4C5elmYwpverqlFV3tsLdwHXQtiwVFYcR8lIA3zy1OKUpVPx+8j5rnrpzc2JkDIW1VhC3rblJvtgniURCAy97zod01ZT1WnyEzCwVq58OJD7uVhtrcxOq2ltiaSbDxcYcWwtTXGzMaV/LtUhFqSyw1boPxaV/KChmZoyW9cQQWOdpT4p6HxpXc+TbIdnP0umwBLovyh6UutmaFzgoKWtcbc358fVmbB7XCm+n3PvqkOea5h1QSyQS6la1I2xuL+pWzVaMVx0PZ+uFSPZeiyEuVU6qXImXY8XNks9LpbIsffvttwYxsw0ZMoTHjx8TEhJCdHQ0jRo1Yvfu3bi7G8Z6k4NMKmH3xLb0WJStbefMQBvXwb+owyqckigZOXSu657P4mJobC1KpvR93L02K4+F65SNyOPCLG8K6khtzEp+P6raW1aq+2FdAmUJsoOkH8SnsWBvdoD+xv+1LOaI8kf7eSruWRrYxJMPN2bPSJu29SqQbSHsbCALcg7a98GuCIXPVCZl49stNTPPcuJvLEylDG5Wfutm6oOthQmxT9NgmOvxLB35pCML995m1fFwpBJ4KdCjvEUskryzDot7H/oGeuab3ZgTFmAo7K10n53C6iCRSPhrfCvN8zNx/UXNdwObeBk031elUJYOHDhA+/btGTVqlMFkmDBhQqFuN0NSp4od03rX1cQvDQvyzhdHYGjyxvoU1zFUVkqq9FmZmXDh8668s/Y8Z+8/4ct+9alib/j8IVb5zPbGdz90LUv6NZATOtVkQqeaeifdLG+03XDFPUsSiYTTn3UmaHZuzMdLgR75OpmKRvs+5H0/8tLcx4nvhjbi/XUXNWUvNfQwuNXYRus+6JNY1M7ClBl96zGjb73yFEtvzEykOnnmimtfZVIJt77sQd3Pd6MWoL6nHZ3rGDaJpba1ztxEWqS11MJUxrEpnXQmnwD0rF9wDHFFUSmUpTfeeIPExER69OhBv3796Nmz5wuTCVsf3mjrRw1XG1LkSvoaeJRTEHktGeWZf6U8scoT/KmP0udobcbaN1uUl0ilwkarHjKpxKiyL+egY1kyKZmyVxkUJdAdROhTBzfb7JiPUStPo1ILzHvZsNYA0L0P+igafQM9WHc6ghP34nG2NuODrrXKUzy9sC2hlbIyYmUuQ5GerSzpUwdzExn35vauNAMHbUVbH0u3p4Ml+ya1p8vC7FjKKnYWNPJ2KC/x9KJS9Gr37t3j8uXL/P3333zzzTeMGjWKNm3a0LdvX/r160e1avln8rxodDTwyKAo8s4wMVbLknVe95Wx1qOEHVxlRFvhs9Cjca2MaMea6Gsdc7U1Z+d7bctLpBKj/W7rM5VbIpHw51stiEzMwM7C5Jlm7JYVOlZKI30frM1MSHwahmFppn8dKoOiBLptkr7tqr+bDYc/7sDvJ+/zv/Y1DF6XSvPkNGzYkGnTpnH69Gnu3r3Lyy+/zK5du6hduzaNGjUiJCSEs2f1SygnUrHkDVjWZ+RQGcn7EhtrPbSVPmMdST+LZamyYF3C0XRlRPtZMi/BffB0sKwUihLkCfA22vdBS/E2wvdBO6C7JO9CdWdrPusdgItN+c4+14dKoyxp4+Hhwdtvv80///xDXFwc06ZNIzw8nB49ejBnjrhidGXHVFY5RjMlJe9MH2O1ylg/DyPpUsQsVTa03dHG2MHBc2KltDD+90HnWTJCxVtb6TZWi32lcMMVhbW1NYMGDaJly5asXLmShITSL0EgUn5IJfB0RQuDm0vLCmOth84o1EgbppKkDqisaNfBWC0a2nWoqIzKZY3tc3AfjN6ypCV/UXn4KjOV/umPjo7m3XffpWbNmshkMlxdXYs/SKTCMZFW+kfphUF7FGesHdxzYVnS6iCM1Spj/RzUQceyZKzPkplxu3Sfh8FPpXhynjx5wrBhw3BxccHDw4PFixejVqsJCQnBz8+PM2fOsHLlSkOLKVIEhkycJ6KL9XMwkrYx8pE0PB8dxHNhWdKKnXo+niXjuw9WohuubJgyZQrHjx9n1KhR7Nmzhw8++IDdu3cjlUo5cOAALVpUrqnZIvkRlaXKg3bDWonWyS4RJU1KWRnRdjcYq1VG+z6ojfNRyuMONc77YKY1icYYlQ1r0Q1XNFevXtVrv127drFy5UoWLFjA9u3bEQSBRo0asWPHDlFRMhJEXanyoD3yVKqMs4fT7qSNVRG3eQ7qoN0xq4xUW9KecGKsOeC0J58Y4+BB+7rLjDRko1ylbtiwIcHBwfz888+kpKQUul9UVBR162av7eTj44OFhQWvvfZaeYomUsZkGWmn/DyiHZhurB3c8xB3pd1BKI30Pmh30kY63wGFVttkZ2GcypJ2dhZjtFJqW5MEjPRdKM+THz58mHr16vHhhx9StWpVRo4cyZEjR/LtJwgCJiZamqdMhqVlxSyYN3v2bFq1aoWVlRUODg4V8pvPIw28slflzru+mohhUarVhhahVGhbYozVbK+t5GWpjPM+aCPBOLWlgKq5q0EY6wxXbV3bGOugvYqAkUYGlG/MUtu2bWnbti1Llixhw4YNrFq1ivbt2+Pv78/YsWMZOXIkVapUQRAEOnfurFGYMjIyeOmllzAz011T6Pz582Uuo0KhYPDgwbRs2ZJff/21zM//ovDtkEZ8f+COwVfoflZa+jlz4l48DTztDS1KmWCk7RIAr7Woxq3oFHoYeE2ossDMCJecyYuRehLxd7Nh09stcbM1/LqNpUWeZfzKdg5SI1T2oIICvK2trRk9ejSjR48mNDSUlStXsnTpUj7//HN69OhBSEiIjrbcr1+/ihALgJkzZwKwatWqCvvN5xFPB0vmDmxoaDGeme+GNuL3k/cZGvR8LLFTkqzLlY0v+xt+bbSyws/V2tAiPDMt/JwNLUKpaebjZGgRnomuAe5sPv+QqpVgoe5nxcbcONukCveZ+Pv78+mnn1K9enWmTp3Kzp07+fvvvytajGdCLpcjl8s128nJyQaURqQscbOzYFK32oYW45lxtDLlSXoW9T3EBakNyQ+vNuHc/Sf0aVj5FsDWl70ftOP8/ScMbOJpaFFeWLrXc2fFqGbUrWq873OfhlX558ojXm1R3dCilAqJUIFzi//77z9WrFjB5s2bkUqlvPLKK4wdO5YJEybwxhtvMHz4cOzsDPMwrFq1iokTJ5KYmFjsvjNmzNBYpLSJiIgwmPwiItqcj0hi7404JrSvrjMrS0RERMQQZKnUpGQqcbI2K37nCiQ5ORlvb28SExOxty8i/EIoZyIjI4XZs2cLNWvWFCQSidC6dWthxYoVQmpqqmafMWPGCLa2toKVlZXw2muvCQcPHnym3/zkk08EssM1Cv3cuHFD55iVK1cK9vb2ep0/MzNTSEpK0nyuX79e7O+JH/EjfsSP+BE/4qdyfiIiIors98vVstSzZ0/27duHi4sLI0aMYMyYMdSuXbCLIz09XRMEfuTIEXx9fRkzZgwjR47E07Nk5t/Hjx8THx9f5D5+fn46AeQlsSzlRa1WExUVha2tbZnOVMjReEWLVfkiXueKQbzOFYd4rSsG8TpXDOV5nQVBICUlBQ8PD6RF5IAqV/u8qakpmzZtok+fPshkRQd1WVlZMWrUKEaNGsXdu3dZuXIlP/74I9OnT6dbt26MHTuWgQMH6vW7rq6uFbqGnFQqxcvLq9zOb2dnJ76IFYB4nSsG8TpXHOK1rhjE61wxlNd1LtL99pRync/6999/069fv2IVpbzUqFGDL7/8kvDwcP78809OnjzJ4MGDy0XGBw8ecPHiRR48eIBKpeLixYtcvHiR1NTUcvk9EREREREREeOiQiI/MzMzWbJkCQcPHiQ2NhZ1nkR5BeVPOnToECtXrmTz5s2YmJjw5ptvlotsISEhrF69WrPduHFjAA4ePEiHDh30Okd5uuG0/4qUD+J1rhjE61xxiNe6YhCvc8VQntdZXzdchcyGe/XVV9m7dy+DBg3C3d09n0Ixffp0AB4+fMiqVatYtWoV9+7do23btowdO5bBgwdXWEbv0vDw4UO8vb0NLYaIiIhImSOzc8Wp6ziST/+FPOKKocURESkXIiIiigynqRBlyd7enn/++YfWrVsX+P2GDRtYsWIF+/fvx83NjZEjRzJmzBj8/f3LW7QyISkpCQcHBzHIT0RE5LljzO+XOfsgCYDLn7Y1sDQvLjEpcpIylNRyM/4Ep5UJfVMHVIgbztPTE1tb20K/f+211+jduzd//fUXvXr1KtIUVhnJsZSJQX4iImXH/fg05v5zk3EdahDo7WBocUpFXKqcP04+YHAzLzwcKq91vCgiEjM1/4vtm+FoOGcnAMemdMLTCJ+lNLmSFUfD6NmgKv5uNoYWJx/FhdBUiLL0zTff8Mknn7B8+XKqV6+e7/uHDx/i5uam2b5+/ToPHjxAoVDo7Ne3b99yl1XkxUYQBL7dd4cartb0ayRmLDYk//vtHDejUzhwM5bbs3saWpxSMf3va+y8/IitFyM5+FEHQ4tTKp6DNYCfK24+SjZKZWnerpv8dvI+yw7d5casHoYWp8RUiAmnWbNmZGZm4ufnh62tLU5OTjqfHEXp3r17BAYGUr9+fXr37k3//v3p378/AwYMYMCAAQAsXboUHx8fLCwsCA4O5vTp04X+7s8//0zbtm1xdHTE0dGRLl265Nt/1KhRSCQSnU+PHsZ3I0XKhnP3n7B4/x3eX3fR0KI8M9FJmUa92v3N6BQAFEZch/03YgAIi0szsCSlR65UGVqEFx6FMvcdkBnpisaHbz8GICPLOJ+nCrEsDRs2jMjISObMmVNggHcO77//Pr6+vuzfvx9fX19Onz5NfHw8H374IQsWLGD9+vVMmjSJ5cuXExwczKJFi+jevTu3bt3SsUzlcOjQIYYNG0arVq2wsLBg/vz5dOvWjWvXrukkuuzRowcrV67UbJubm5f9RRAxCp6kZ2n+V6rUmBjpavFXI5Pos+QoLfycWPdWS0OL88KiUpd7SGi5k5KpNLQIz0yqXElMciY1XCuf+0cf0hW598BYlaV0hXEqSTlUiLJ0/PhxTpw4QWBgYJH7nThxggMHDuDi4oJUKkUqldKmTRvmzp3Le++9h5mZGW+++SajR48GYPny5ezcuZMVK1YwZcqUfOf7448/dLZ/+eUXNm/ezP79+xkxYoSm3NzcnCpVqpRBTV9sNp17iKutOe1rVVxC0LJGu3OTK41XWfrj1AMATt5LMLAkLzZKI1eWtC0aZkb6LgD0+u4IDxLS2T6hDQ28ik9AWNkIjc3N+6dUGeczlSY3bqW7Qp7+OnXqkJGRUex+KpVKEwju4uJCVFQUANWrV+fmzZucO3eOLl26aPaXSqV06dKFEydO6CVHeno6WVlZODk56ZQfOnQINzc3ateuzbhx44pdKkUul5OcnKzzedG5HZPCRxsvMXJF4W5RY0CplQMs00jNxQAZCuNumJ4X10/FLVNePiRm5MaNOliZGlCSZ+NBQjoA/z51ixobZ8KfaP431nbJWN1vOVSIsjRv3jw+/PBDDh06RHx8fKGKRv369bl06RIAwcHBfPXVVxw7dowvvviCatWqoVKpcHd31zm3u7s70dHResnxySef4OHhoaNw9ejRgzVr1rB//37mz5/P4cOH6dmzJypV4Td27ty52Nvbaz5ijiWIeNoYQXaQtLGyaN8dzf+ZSuONlYnSmsFkjNyNzY3xCahqnDOwkrRcui42xunaz9Byncj1fB8S0xWMWXWGSesvkpKZVfwBFYiFqXFaxx4+yW1fM41wIKEdO2ltVrIVPSoLFeKGywmY7ty5s065IAhIJBKNYjJt2jTS0rIbyS+++II+ffrQtm1bnJ2dWbp0KUOGDCm1DPPmzWPdunUcOnQICwsLTfnQoUM1/zdo0ICGDRtSo0YNDh06lE/eHKZOncqkSZM02zl5Gl5ktM31cqUaC1PjfCG0zd1yIx4JnQ43bvebdierVBun0hqbkquwGmsnrR1noo9FY+flR7yzNndFhi0XIgmb26tMVzYoKdpWSgsT42yXtF1YmVnG9z7Epsg1/9tZGqeFskKUpQMHDuj1snTv3l3zv7+/Pzdv3iQhIQFHR0eysrKQyWTExOiaUWNiYoqNN1qwYAHz5s1j3759NGzYsMh9/fz8cHFxITQ0tFBlydzcXAwCz0NkYq6bNTNLZbTKkoe9BVFJ2Z2cMTZKUL6WvfhUORKJhMR0BdWcrMotpkvbZG+s90G3DsapeGvXQa5Uo1YLSAsJMN52MbLAWaS+U/+hip0FW8a3wsPBkg1nIpix/Rp+rtb89Hqzcs8/9d/tOM3/pibGqbSmyrXugxE+S+layp7CSC325aosrVixgr59++q9xlpB5MQXmZmZ0bRpU/bv30///v2B7DXZ9u/fz4QJEwo9/quvvmL27Nns2bOHZs2aFft7Dx8+JD4+nqpVq5Za5heRDWcjNP9nZKlwMJwoz4R252+M5m7IP9U+x4L7LITFpdFxwaECv5vQ0Z/xHWtgZVZ2zUnmc6Bo6FpljLODyMgzg0muVGOp5UbZcTmKCWsvFHue6ORMWs07oFN2NTI5X5mfizWTe9SmpZ8LKkHAydoMhVJNbEomXo5WparDjUe5oR7GqGgApMpzLa36hgcIgoBaqByz57Sff2N9n8tVWfr9998ZP348TZo0oV+/fvTt25e6deuW+nyTJk1i5MiRNGvWjKCgIBYtWkRaWppmdtyIESPw9PRk7ty5AMyfP5+QkBDWrl2Lj4+PJrbJxsYGGxsbUlNTmTlzJi+//DJVqlTh7t27TJ48GX9/fx0rl0jxaI9A8zawxkSqjrm7+Ho8Ssqg5dzsBn/Hu22o71n6mTZZKjVKlYBaELA2L/2rmff6K1RqzEvpfkiTK3n3zwscuBlb6D7fHwzl+4OhAITO7lkm1iad58lIG1ft+6BvHRRKNS8tOUqqXMnhjzsYfDZm3uneyZlZHA2N4+CtWNY+nXGZl0lda/Fe55pkZqmo8/nuEv3evbg03v49/8LqOVwK6Yb9MwSaG2tHnSYv2eAhMjGD1k8V0WFB1Zg7sEG5yaYPOlZWpbpMBnAVTbkqSwcOHODJkyfs3LmTv//+m9mzZ+Pu7k7fvn3p168fbdq0KdHSJkOGDGHz5s2MHTsWlUqFtbU1ixcv1gR9P3jwQOd8P/zwAwqFgkGDBumcZ/r06cyYMQOZTMbly5dZtmwZ6enZAXQeHh5s2rSp0rnZUjKzkEgk2DxDJ1qemGpdd2MdRYOuslRcQOvZ8AQGLc+didlnyVFuf9kTszymfkEQSFeoUCjVOFiZolILrDoezpc7bxR5/rY1XfiiX318nK1K1LDk7eDkytIpS0npWQR+sbdEx/h/tosv+tVjREufEv+eNhkKrRg4PZ6nLJWaxl/8S6pcyestqjOrf/1n+v2yQPs+qNQCWSo1pkUoP6GxKXRZ+J9me8Cy42x/t025ylgceZW84Dn7i9z/1KedcbfLjgm1MJURPq93gUrTkckdiU7OZPBy/WYy5xD4xV4m96jNG2388r1nhWHs8T4AaQr926UslVqjKAH8efoB3eq507F2/lyEFYX2c5T9LgiYmYjKkg6Ojo689tprvPbaaygUCg4cOMDff//Nq6++SkZGBr169aJv37707NkTa+uiFwhcv34927Zt4+eff9Ykpfzwww/p06cPbm5uHDp0SGf/tWvX0q5dO+bOnUufPn1Yu3Yt8+fP1yhPlpaWdOrUiVOnTrF161Z8fX35/PPPefXVV7l+/bpOILihUCjV1Jq2S7P938cdqeZcOnN0eaKtZGRkGee0dYVSrRuoXsQI7kmaQkdRyqH1/AMcmdyRHZcfoVYLbD7/kFNhpQu2PnInTuP6WjKsMSq1QH1PO3ycrYu0OKTnSRuQmaXCzqL40fjlh4ksORDKtN51iXySwfBfTul8/897balb1VZHcRMEgTdWn2W/luUpZNs1ugVUoYp96d8f7cZVoVKjUguFuhPydsa/nbxPxzqudKrjXuD+FUXe+5CRpSpUWcrMUukoSgBXIpPwmbIz375bxreiSTXHshO0CPRJQbFydHMaetrjXMiMPwtTGSendmb+7puMbu1DQy8HALydrAif11uznyAIhMWlsf5sBD8evlfo7321+xZf7b7Fndk9i1Q+c9BWNPSx8KnVAlnq0ltjnwVBELgamUxNdxuduE+5nm6s2JRMgmbnV2hHrzyj9/UqD/LKnJGlKlbZnbfrJssP3+XgRx3wdTH84sEVaqYwMzOjR48e9OjRg2XLlnHu3Dm2bdvGrFmzuHHjBp9//nmRxy9cuLBESSm/++47evTowccffwzArFmz+Pfff/n+++9Zvnw5giCwaNEipk2bRr9+/QBYs2YN7u7ubN26VWemnCEIj0ujQ544kXZfHywzV0dZklHC+IxUuZL9N2Koam9JPQ+7Z3I7lRX5lYz89chQqJi8+TLbL0XplHev586eazE8TpGX2PWgD+/+qRsXot3J5CWfZUmP+7Hp3EM+2pidtuPf67qTKPo0rMq3QxoV2NBKJBJ+GdmMJ+lZvLTkqCbQ/1RY/DOtrZe3cb0fn4afVvblLJWazeceMmXLlQKPH7PqLNe/6F6mcVQlJW/HXJjSevj24xLlJxu47HiB5e91rkl8qpw/Tj3AxtyEIc29sbUwwcpMho25KcOCvEvs+igo63Itdxs+7xNAsK+z3tadKvYWfDukUZH7SCQS/FxtmNqzLlN7ZodrCIKgmV277FAoX+2+pdm/5mfZg8hbX/YoUrEpiQsrJjlTx3q2/q0WBPs5F3lMDrHJmSRlZOHnaqNR7P+58ojF++/wzSuB1PMo3kU/f/ctlh++C8D7nWvSp2FVarrb5onhK/h9fhCfTruvD+qULRrSiInrLwK516tTHTekEgkz+gaUOg6spOS97plZKuwLmRWnVgv4ffqPZrvjgkMGn1EJFaws5cXR0ZGTJ09y6dIlsrKKzsehUCg4d+4cU6dO1ZQVl5TyxIkTOlP8IXvG3datWwEICwsjOjpaJ++Svb09wcHBnDhxolBlSS6XI5fnToUsr6SUeRWlHPovO8aOd9vqfZ6iRuU5KJRqJBLYePYhXo6WtK3pUqKHsyQzf6ISM3QCO32crTj4UQe9fk+tFnicKi/UHTAsqBrjO9TA28mKLJUaE6lE73rk7dzyJkaMTsqk5bz9OokGvx0SyIDGXqTJldSbvkev3wFwtjbjz7daUMPVhhuPkvF1sdZRGO/EpPDD4btsOR9Z4PG1PtvFrS97FFi3/G64/PdDEASUT11DASGFyz1nQAOGB1crsi4SiQQnazOOTenE9G1XWX3iPifvJZRIWboelT2avhKZhKlUSkKa7iLanb45rNd5vhvaSDMjKyBkD98NbZS93mO9KphIJUilEp33ITQ2FS9HS2RSSaHPiiAIqNRCsQOUw7cfY2kqQ65U8ThFTmK6bpu25vh9Xm1Rjar2ubO/CppBFja3F+cfPOHlH0rmolq8PzdHWKpcya9Hw3S+//SvK/wyohldAvSzuAmCwKOk/Pm69n7QvkRyPQsSiURjYRnfwR8/F+t8MU21p+1mQGPPQpWxNLn+lqW87cqQn05y+rPOuNkWbiUVBIGe3x3RrGVYEL0XHy2wfOs7rTl//wm7r0bnS/fx3f47fKd1T3MoyOKdrlD+n73zDo+qShv4b/pk0ntIpYSE3nuRIoKCIroCtgUV9bNgw7LguiC6irq2tWKjrBUVBBRFASF0kF5DSUIK6T2ZyfT7/THJZCY9IZmi83ue+yRz596555x7ynve8573rSco7f7HBKIDVVZhqYYa+8OtrXDQObZ7CAuuSSAxwpdPd6VxqVDNuqOWvmlIXCB/GxxNlxBvRnQNxmAy8+aW8yilEi6XariuTye7DUAAP53IoWuoNwfTivl8X7rdykRDpBdp6Oxk7ZJThaWKigq2bbNUTpms6WWCwsLCRp1SJicnN3hPbm5uk04sa/621tHlsmXLWLp0aZPpvVLyyu07qeQXr7VqLE5dLqfzwk0EecvxVkjoFurDjnMFHZqeB8d34x/X9mjwO73RbBfWobEOSRAENh7Prjc4XCrSMPDFLRx49mpyy7T4KWV4K6Ro9EYCVHIqtAaqDCZe+SW5UeGhhq8PZvD1QXvD05pOoznqGkb/Y+1Jvj+cZec915YeEb7cNDAaAG+FlIP/vNqqAg9UyYgOVHHv2C5M7BGGbxPLYA0ZhXcP9+XNWQN4c9YAPt2VWs++SW8y87cP95JVUkV+hY4nJiXw2KTuDeajRng6k13O1Hd2NVUEjEsIZV9qEeMSQll+5+BW76QZ3DmI1fvS+fpgBv+4NpEAlbzRaxurD20l5eWpSMQiu99zREDk+RPirQbuTWFrCN8YNTPowXFBpC2bSkaxhvIqI9GBXgR6yzmcXtxqIcqWe/93iKSnxxMX3PTAU3d2X0OIT+Pv0xFc26cTacumMvmtnVyw8Yn2w9HL/HD0Mg+N78btw2Pt2rudvU8jWhmDycyCb483+N2wl7bx31sHMKpbCBKxCJ3RxLaz+cgkIrqE+DDro7a/jxnv72n1PeuOXuaP9GKm949kSu8I/vPrOXZdqHWP8OjEeBZMTrR+PvH8ZPo93zrbw7rsulBo9wxbDqWXcCi94T4S4NtDWfXOvfjTmVY9/4ejl3nimoRW3dPeiAQnuls+fvw4gwYNatJbdg3Z2dlERUWxd+9eRo6sDQz6zDPPkJSUxIEDB+rdI5fLWb16Nbfddpv13AcffMDSpUvJy8tj7969jB49muzsbDtXAbNmzUIkErFmzZoG09KQZikmJoaysjL8/NrP23BWiYZjmaVc3y8SoNXai46kc7CKr+8fQSd/r3qGwK/P7M8tg6Otny/mV3Ako5Rnvj9h9xuD4wI53EQj6yhqBtWaOHCCIKA1mnnzt/Os2JPWzN0Q5qtg5zMTnOJLSmc0kfhc65b5Vt09lLtW/tHsde2xbFVUqWPwv7daP/9tUDRrj2QR7C1nfGIYP53IZnLvCMYlhHI4vaSeYNsaJvcKZ87IzvSN8rfbIdWWMnI2T16TwCNXd2/VPTVbw0VY7JvO5VbQK9KPmCAVS388zc8nc/j470Oo1Bl5e+t5zufVChcr7xrKhB6NG/x+lJTCsl/qT0I/nzeMsd1dJ/ZjjV1LXZ65NpHZQ2II9lEw4/09HMssBSxLUCvuGmp3rcks0K2OYJj68lT+uf5Uq+tnQriPXTkDLJ3emxd/OtPiOIGHn5vE0h/PIADbzua1KgDtuIRQVt8zrNHvc8u07E8torBS1+wGE2cyICaA9Q+PZsALv1k1tE2ZHlwJ5eXl+Pv7Nzt+O11YGjhwIMXFxQQEBDR5rV6vR6VS8f3331v9LAHMnTuX0tJSNmzYUO+e2NhYFixYwOOPP249t2TJEtavX8/x48dJTU2lW7duHD16lAEDBlivGTduHAMGDOC///1vi/LR0sJuD745mNGonUZ78PCEbqw/mm3nZLI51tw/gtkf77d+fnFGH/4+Ig5BEJiz4mCDM5I5I+N44cY+5JdrGdbMDpuGePVvfZk91LI8VGPXoDeZefHHM3x3uP5Mpr347YmrSAj37bDfbwlt2ZLdFG/N7s8N/SLbzQ7uka+P1rPpulJ8FFK2LLgKrcHcImNPQRDYcb6A7w5lEhOoYv2xy+SV65q9r72IDVJZ45E1x65nJhAT1PG2I9Pe2cXpbHuTgboDkCAIPP39Cb6v04aW3NCLgbGBDIgJ6Ohktpqmdm3ueGo8939+yCrAjOgaxKdzh1KlN7H5VA7/2nC63j01S5WCIHDVf7aTWdyyvvD3J8fZ2dU1R7nWQKXWWG3n5E1Bha5BDfjE13eQWqhu4BfsGRwXyNoHR7X4+TWodUbkUjFV1TZ1JrOA3mhGLhWjNZhIK1Sj1hl5c8t51Hojdw6PIyZIRY8IXwJVcr48mEFWsYaPdtYa5UvEIq7qHsKsITEcSCtm1d5L9Z47f0I8cqmY6/pEEBngxYX8SsJ8FYT4KKy2cLbL1DUuKdobtxGWBgwYgJeXFzNmzODee+9l4sSJjV4/fPhwhg0bxrvvvgtYnFLGxsYyf/78Bg28Z8+ejUaj4ccff7SeGzVqFP369bMaeEdGRvLUU0/x5JNPApaCCwsLY9WqVS028HaksASWRlZQoUNrMCEViyms1DGkcyByiZgzOeUkhPs2aH9hNguYBAGjSUApEzdry1Mzc60ymOjTjhqttQ+OZHBcbTBjk1ngnlV/kHS+8aXEqAAvnp3ak2v7RLR4aUgQBJLOF7RIq9IYb87qz00Do5xuXFiXd7Zd4M0t5wF7I87m+PCOQYzoGkygd8ctpwiCwOhXfrd6Qm+O+RPieXKyRcUuEokoqzLQf+lv9a55akpiQ7c7lRrDeG+5hCOLr7EaGh9OL+FvH9Y3xL70yjR+T84jPtSXMD+Fw7WTXx/MYFGdyVbNLqnMYg1jX7O3e5nUM4yL+ZWsfXBUo7vdXIUKrYHPdqfZxXdsLa/d0o9ZQ+xDV9m2NbAIwrOHxjAhMYwXfzpDsI+c12f277B3OfmtpHraqllDoukS4sOPx7NZemNvitV6JvcKd3o/tftCISZBYFxCrfaxIc3dkLhAvm+BYGc2C/R5/lerdu3Qc5PaPc6iSwhLAwcObPLlaTQazp8/z6pVq1i5ciU7d+4kNjaWe+65h7vuuqtevLU1a9Ywd+5cPvroI6tTym+//Zbk5GTCw8PrOaXcu3cv48aN45VXXmHatGl88803vPzyyxw5coQ+fSx+WF599VVeeeUVVq9ebXUdcOLEiVa5DnC0sOQMtAYTh9NLiAlUcSG/goe/OtIqnyUTe4Tx7m0DnbrrTRAEuiyqb4fRFB2l+m0PDCYzOqPZzveW0WQm/p+/NHh96stTGw1V0RHojWb2pBSSXVqFQiohr1yLj0LKVQmhrNqTxup96QANbml+adMZLuRXcn2/SI5klLB0em+nbXtuC7YCX3SgF1klVS6zBboh27XUl6fWs1FyBS1qaxEEgZd/Pssnu5pfTrclwk/Ju7cPZGjnoOYvdjCbT+XywBeHmdQz3GqUnfzitW4VUmrRupNsT87njuGxJJ0v4P07Bln9cTVHiVrPwBe30DfKn8/uGtKksX1bcAlh6fnnn2+RpLtkyRIAUlNTWbVqFf/73//Iyspi0qRJzJs3jxkzZlgNwN977z3+85//kJuby4ABA3jnnXcYPnw4AOPHj6dz586sWrXK+tvfffcdzz33HJcuXaJ79+689tprTJ061fq9IAgsWbKEjz/+mNLSUsaMGcMHH3xAQkLLjcn+CsJSY5y6XMb17za806MGRy0ztJSVe9K4mF/JCzf2sdNS1fi0UUjFvDGrP5N6hrtVh1RDQ755XFHoyyjSOEW74ihe25zMoUsl/G/eMKRikUu5+2jO2H/tg6MYHOcYX04dQWMG6nV57OruPDShm1N8KrWGS4VqIvyVyCViRCKcrkFyNC3Z0d1WXEJYaiuCILB161ZWrVrF+vXr8fb2Jj+/8XALzuavLCxBw4PzlieuorubzUq/OpDB4g2n+OCOQUzu3XRwZldmyL+3UlipI8hbTrFaz7NTe3D/Vd2cnSwPLkhDbdfRGsiOZO6Kg/WW95ffOZhr+7hv+/bQvrR0/O7QNZEhQ4Zw7733cvvtt7dKiBCJREilUkQiEYIgNOuDyYPrER/WckNHV+H24bHMGhLtUhqAtrD+4VHsSynipoFRbp8XDx1L2rKpdkvTexdO/NMISgA3D4oi6XwBA2ICCPaWkxDh6xGUPLSJDtUszZs3j++++w6TycTNN9/MvHnzGD9+fKPXZ2ZmsnLlSlatWkVGRgZXXXUV8+bN429/+5tLhB5pjLKyMgICAsjMzPxLapZ2XSzmta2pPD+1O11DVAR4Sf9yamIPHtwVvdFMVRMeld0ZQRDYlVJCYrg34b6ubaDuwTnUuP4pLS3F378JL+tCB6NWq4WVK1cK48aNE8RisdCtWzfhpZdeErKysgRBEASdTid8/fXXwjXXXCNIJBIhOjpa+Oc//ymkpKR0dNLajczMTAHwHJ7Dc3gOz+E5PIcbHpmZmU2O8w61WUpJSWHlypV8/vnnZGdnM3nyZHbu3InBYOD6669n3rx5TJkyBbHYvZYOzGYz2dnZ+Pr6tqtGpUbi/atqrByFp5wdg6ecHYenrB2Dp5wdQ0eWsyAIVFRUEBkZ2aTs4RQDb0EQWLt2Lf/3f/9HSUkJeXl5hIa6jldYV+GvbjjuKDzl7Bg85ew4PGXtGDzl7BhcoZwd7vRmx44drFy5krVr1yKVSrn//vvrCUqVlZWYzfY+fDwV0YMHDx48ePDgDBwiLGVlZbFq1SpWrVpFamoqY8eO5YMPPmDmzJl4eVkicKelpTF//nx27NiBVlvr+VcQBEQiUYvixzmLjlyGs/3roWPwlLNj8JSz4/CUtWPwlLNj6MhydolluG+//ZYVK1awbds2wsLCmDt3Lvfccw/x8fH1rh09ejSCIPDYY48RHl7fbfu4ceM6KplXTFZWVj1v4x48OBNZSCzKLoOoPPoLgtFxMdE8ePDgwR3JzMwkOjq60e87VFiSy+VMmzaNefPmMXXq1CalNh8fHw4fPkxiouvFf2qOv7rrAA+ux/99fZJ9aaXMGxXDY+M7Ozs5Hjx48OCStNR1QIcuw2VlZREWFmb9fObMGTIyMtDr9XbXTZ8+naFDh5KZmemWwlKNFszPz+8vKyxpDSa2J+czunsIfso/n78Wd2NfWikAJ7Ir/7J10hUQBAGDSbBGUffg4a/KhbwK9qUWcfuwWJd0ltucCU2HCks1glJqaio33XQTJ0+etHrltk2cyWTi008/5YEHHuDy5cv06dPHGguuhn79+rX4ue+//741flz//v159913GTZsWIPXrlq1irvvvtvunEKhsLOb8tA8L206y+f707m6Rxif3TXU2clpM3suFvL0d8d56aa+TOgR1vwNLo5nkHYuj31zjJ0XCvj9yfEEecudnZy/LBuOXSYmSMWgWPeMd2cwmXln2wXGdg9lWBfXC/bbEq55aycAYpGIO0fEOTk1rcchPeljjz1Gly5dyM/PR6VScfr0aXbu3MmQIUPYsWMHAAUFBaSkpHD33XczdOhQBgwYwMCBA61/W8qaNWtYsGABS5Ys4ciRI/Tv358pU6Y0GVvOz8+PnJwc65Genn6lWf7L8fl+S5ltS3bdGH4t4Y5PD5BdpuXuVX84OyltxnZlXe6CM7i/EhuPZ1OqMfD94UxnJ6XN/HY6l2e+P47W4LqbbJriWGYpj31zjJs/2OvspLSZL/en8+7vF5n10T5nJ+WKOZ5Z6uwktAmH7Ibbt28fv//+OyEhIYjFYsRiMWPGjGHZsmU8+uijHD16lHvuuYeBAwfy9ddfN2jg3VLefPNN7rvvPqu2aPny5WzatIkVK1awcOHCBu8RiURERHjiBXn4c6DR1w5qSplrR1Nvije3nGfLmTy+/b8R+Lr50q7B5HB3du3G/Z8fBqBbqA//N879AjKfz61wdhKumHN57p+HGhQy95zAOURYMplM+PpaItCHhISQnZ1NYmIicXFxnDt3DoD09HQ2btzY4E65lqLX6zl8+DCLFi2ynhOLxUyaNIl9+xqXyCsrK4mLi8NsNjNo0CBefvllevfu3eZ0ePDgTEo0tTaBEjcOivrOtgsArDtymbmjOjs3MW3AZK4VkMxm9xWWarhcWuXsJLQJo03Zm8yCW7aJOm4H3Q5braRC6p4TOIeIeH369OH48eMADB8+nNdee409e/bwwgsv0LVrVwAmTpxovaatFBYWYjKZCA8PtzsfHh5Obm5ug/ckJiayYsUKNmzYwBdffIHZbGbUqFFkZWU1+hydTkd5ebnd4cGDq1CiNlj/N7qpRsMJgQXanUqd0fq/Kxq0/lUw2dQl23fiThjcXFoqVtdO4GRu2hYcoll67rnnUKvVALzwwgtcf/31jB07luDgYNasWQPADTfcwBNPPMHJkyfp27dvPQPv6dOnd0jaRo4cyciRI62fR40aRc+ePfnoo4948cUXG7xn2bJlLF26tEPS48HDlVJso1nSm9yzky2rqhX4vNx0KdF2YDa7qfBnqxETt6PDXUdSpa99DzqDCbzcb0lXo6vVzNQ4anYnCitrfb3pje7ZJzlEWJoyZYr1//j4eJKTkykuLiYwMND60h944AHAIkzVpaUevENCQpBIJOTl5dmdz8vLa7FNkkwmY+DAgVy8eLHRaxYtWsSCBQusn2v8NPxVsdUCuKOKuyHcdYAGKLGZxRncVFiy7Vx1bpoH2/egc1Pj6EobQUPhpjsrSzW1gre7Th5sBW+d0ex2tohFlbVtQWtsXVtIKagkOtDL6ct3Tqv9QUFBdtKx2Wxu9GhpqBO5XM7gwYPZtm2b3e9u27bNTnvUFCaTiZMnT9KpU6dGr1EoFFafSn9l30o1VNkMBN5y92rEttjOeLwV7psPW5sld53F5VfYCEtuKmgU2ORB66bvoUJrs2zlpvMg2/fgrob2FTbCkjsKfHaTH0PL0//KL8lc/UYSt3y4z84G0Bk4faowZ84c1q5da12mu1IWLFjAJ598wurVqzl79iwPPvggarXaujtuzpw5dgbgL7zwAr/99hupqakcOXKEO++8k/T0dO699952Sc9fAdtZgztrlkpthAxnz2KuhD+HZsk2D+45wBVUur/Al2Nj1N2aQc6VyC2v9ZnnrpOHCptlaXd8D0W2WtZWaJZ2XSgA4OTlMn46kd3u6WoNDlmGa4r4+Hhefvll7rzzTsaPH8/06dOZPn06UVFRbfq92bNnU1BQwOLFi8nNzWXAgAFs3rzZavSdkZFhF3alpKSE++67j9zcXAIDAxk8eDB79+6lV69e7ZK/9sRsFhC7oDBia7znrp0RQImNut5dhQz4c9gsFVa4v42DnWbJDQc4gLxyG4HPTd9DfrmtZsk982DbplsjbLgKRZWtr0c5ZVWczq7dPLV67yVuHNA2uaA9cLpmafHixRw+fJgLFy5www03sH79erp168bgwYN54YUXOHbsWKt/c/78+aSnp6PT6Thw4ADDhw+3frdjxw5WrVpl/fzWW29Zr83NzWXTpk2tcoLpCE5kldJ54Sa6Pvszy5NSnJ2cetg3ZPfsjKCO0OemnSpAdmntTNpgdE+tjJ1BaAuX4V0N2zy01E5Dozey+VQu6UXto2m/Uv4Mhrl5FTaapVa0670XCzmcXtwRSWoVRpPZ3u7KDd+Draa4Jc5NT2aVMXLZ73bnjmSUcs6JPrOcLizVEB0dzUMPPcSvv/5KQUEB//jHPzh37hwTJ04kLi6O+fPnc/r0aWcn0+GUaw1Mf2+P9fMrvyRzMd+1HJQV2zQEo1nA2MIOqUxjYMOxy2j0rrGdty0aMkEQ2Hwql2veTCKrRNNRSWuQvSmF3PLhXv790xm7MrTtUNIK1ZRrDQ3d7tJciZ2Jq/g0stcsNT9ApBZU0mvxrzzwxWHG/WcHT393Za5U2gM7WxM31GhoDSY7QcPQgnatM5q49eN93P7pAf724T4Op5d0ZBKbxVbjDS2fkB5OL+GeVX84VcCoobAVmqWsEg03vLfb+nn+hHhevqkvG+ePJjHCt8PS2BwuIyzZ4uvry6xZs/jyyy8pKChgxYoVSCSSJh1L2vL+++/TuXNnlEolw4cP5+DBg01e/91339GjRw+USiV9+/bl559/bo9sXDE6o4l+z/9W7/ykN3c6ITUWzGaBlIJKux1wWSX2zuqam72pdUY6L9xE/xd+47FvjnH7Jwdcwq9Ono1tQ0s6JIPJTJdFP/PAF4e5kF/JmFe3O8xxX3qRmts/OcCh9BI+3Z1mDeWg1hnt0qA3mZnx/p5mjSOPZpTQ7/lf6ff8r6QUVHZo2ltCWzQaq/akWTWwz290/sTKVlhqrj5lFGmY+EaS3bnvDmeRU+Y4R5A6o6lePWnLe9AaTDz81RHe3nre6YKr7RIctEyzdPfKP9ifWqtRenPLuXZPV2uwncRBy97DBzsu8rcP9/J7cj5T3t7J/tSijkqeHd/+kUnnhZuY8f4euwmcrV1rU21h4/Fsxry63fr5h4dG8dSURG4fHku/6IAOSXNLcbqw9Pvvv2M0Nq5ZkEgkXH311fz3v/9tkdF1a2PD7d27l9tuu4158+Zx9OhRZsyYwYwZMzh16lSb89QemM0Ct3xYKxw+eU0CK+4aYv18IqvU4Wn6fH86XZ/9mavfSOLVzbUdSHqx/ZLB//alNyr8FFXq6L3kV7tzxzJL+c+vjuuQfk/Oo/PCTXReuIl9KbWdiO3AZDILTQoYJrNA93/+Uu/85DeTGri6fREEgXH/2WF3Ljm3gs4LN9UrW4DUAjXTbWZqdVm99xI3fbCXcq2Rcq2Rq99Icqhth9bQ0CDduqXdrw5k8PyPZ6yfV+29ZCf8diTHM0t5f/tFMovtNYu2n201S4JgmXDc/MEebv9kP0P+vYWr/lM7QLz2t9qg4e/93rgLk/ZCEAQe/vIIic9tptuzP9tpSHPLWjeBuJhfSY9/bWbTiRze3nqB3x0YK7JKb6qn1a4rbDZVr2smcXur+4RxCaGIRbDnYpHDhI2GKFLbC3zNvYe3t57ntc32/enzG093+IR05/kCnll7ArD06Td/sNf6TFuh+3hmKff/7xBlVQYu5ldQrNazYM0xOi/cxKNfH7Ve98jEeAa6UOBjpwtL11xzDcXFtVL8iBEjuHz5cpt/zzY2XK9evVi+fDkqlYoVK1Y0eP1///tfrr32Wp5++ml69uzJiy++yKBBg3jvvffanIb2ILVQbZ3h39A/kkeu7s7EHuHWwKjT39tjt3uro6jSmxAEgfv/d4h/ra8VIJcnpVh3Kuy5WGh3zyu/JPOPtSf44WgWz60/SV65FrNZYNnPZxn87612117b2+L/asOxbIdol/anFnHPqkPWzwvXnbD+n1NmP7iuP1q/Hhar9aw9nEW3Z+21jx//fTAAar2JvSmF9e6rQaM3tsrmQBAETmaV8eaW8+ytLuflSanN3ndVQijdQr2tn09nl9N54Sa7nXJg6USXNKCF+e10Xr1z7c0X+9PpvHATPf5lGaQv5lvquyAIXLKx2WlOcPvpRDbP/nCy3vl/NnCuvTmaUcKN7+/hP7+eY+xr29l53tImqvQmsm3q0/7UYtYdyaLrok10WWSZcBzJKGVvSpGdYLjuoVHMGhpjrU9fHsiwM45tb3RGE1f9ZzubTuZYz11jo7nOsROWml6G23omj0l1Jguv/3bOIVu+M4s19Fy8mfh//sKdnx6wCk0X62hJ71l1iAOpRexNKWTHuXzO5Vbw04nsehONST3DWH3PMEZ0DQbgk53Nt7krRW808+GOFJYnpdhpk2xtEAG+Pphh1yZSCir56kAG81b9QeeFm3h7qyVMkEgEX983ArBMpnZfbLxfuhIyizUcyShhzgr7FZzk3ApGv/I7Pf71i50rEIDfzuTRf+lvTHpzJ4Ne3MK6On3tmvtH8OTkxA5Jb1sRCU5e/xCLxeTm5hIWFgZYluCOHz9uDYPSGvR6PSqViu+//54ZM2ZYz8+dO5fS0lI2bNhQ757Y2FgWLFjA448/bj23ZMkS1q9f32j4FZ1Oh05X+/JrnFKWlZW1q8+l5NxyLuZXcn2/SOu51IJKO3W9Si6xC5xqS+dgFfPGdiWzWMPWs3mkFriG0SjArCHRvPq3fuiMZvov/Q2d0cyjE+NZMDkRk1ngckkVZ3LKeeq743YO2V65uS83D4pG3goHeTWz+oIKHWNf217v+66h3nx93wjuWvkHZ3NaF7qmf7Q/6x8ejUgk4taP91nV9/93VVc6+SvttB11uXdMF+4f15VLhRp6dvJFKhYjk4go1uhZf/QyL/+c3OSzZw2J5rVb+iMIAk+sOcb6Y9nEBHmx+PreXNMrnGK1nlKNvt7yzoJrEkgv0rD2SG1IH38vGZsfH8sDXxyxRgW/9Mq0VpWFLXqjmZyyKtYduYxMIuJSkYbjmaUMjA0g2EfBhzsa3qhw/t/XUVipY9Qr9sadb87qz82Dou3Omc0CMz+qtSnpEeHLpkfHsj05n3v/ZxGIf350LL0ia9tkpc7Ib6dzefr7E3aD+LiEULQGE/5eMrqH+7DxeDb3julK70g/YoJU5JZpKazUIRJZNHVnssvR6E1sPm0fRkksgnP/vo6L+ZVc999dLS6v6/pE8Mas/qjklg3KJrNAz8Wb0RvNeMkknHlhitUvnSAInM4up7BSh8kskBDuS4S/slVhJLQGE6/8ksyqvZca/P61v/XjpkFRDH5xC+XVvpYUUjFJT08gwl9Z7/ofj2fziI1W4P3bB/HwV0cAeO/2gXZ9WHuTnFvOtW/XL+uTz0/m3tWHOJDWOiNtX6WUk89bHClfzK+0EwDXPzyaATEBaA0mjmaUctsn+wFL+znyr2va7Dplz8VC7vj0gN251JenIhaLeHPLeWucxNZw8aXrkErELNlwitX70gF457aBTO8fSUGFjve3X2z0/V8Jr8/sz1MN2NvVlE1TwvOMAZG8PrO/Q8MDlZeX4+/v3+z4/acSlrKzs4mKimLv3r12TiifeeYZkpKSOHDgQL175HI5q1ev5rbbbrOe++CDD1i6dGk9T+A1PP/88w2GO2lvYakxfjuda40E7kgGxQaw7qHRHEwrZtZH9vZjXUK8uaFfJ95pwbLB2gdHMTiuVr26YM2xejOLljK1bwQ/n2w47l9TfHnvcO787ABXUvtX3zOMcQmh1s+ZxZoGhbGO4viSyfi3IHSD2Sww8MUtdiFEbFHKxBxfMhmFVGLXaW9/ajxdQrwbvKcpzudVMPktx9vVnX3hWryqnaKOfuV3hwZ+HdY5iIOXWj4oT+oZzluzLcJRYwPs5lO5PPBF69v5pJ5hLLgmkcwSDRN7hFmFKKPJzPKkFF7/7Xy9e8YnhvLaLf0Y9tK2et/V5Z7RXdh4/LKdRsyWz+YO4eqe4Sz49hjrjljatW07vWVwNItv6EVGkYblSSn8dCKHCYmhJEb40bOTL+MTLWOBn1KKySxQWKm3CmhZJRq2nc3nUHoJPx5vf787X8wbzpjuIXbnnt94us1CxdDOgTw+KYEfj2dzqUhtZwvVHGG+CpZO782DXx5p1TOv7R3BO7cNtE4oS9R6Br64pVW/0Vb2LJxIVIAXVXoTk95MsmuDn8wZQmyQipyyKp5bfwqtwcTz03vjLZfSO9KPML/6QrgjcBthSSKRkJubS2ioZdDx8/Pj+PHjdOnSpdW/5ShhyVGapabQ6I18sT+9We3DlSIRizCZBf51fS/mjal9J/tSiqyzqhkDInlr9gBEIhFGk5nCSj3+XjJEInjxpzN8eSADgGen9uC+sV3rxTXSGkz0+NfmDs2HLR/9fTBTekegN5pJeM7e7mh6/0jyyrWNzkbHJ4by/u2D8FY07KJsx7l87lr5R6PPnjMyjv9Vz/JayuwhMUzt14l7V/+BwSSgkIo58fzkVjvOfG79Sb7Yn2F37tahMbxiYyMjCAKDXtxCicZAVIAXu/8xoVVxqIwmM8Ne3lbPKLUxfnlsLD07+dF54aZ63yll4hb7J0p+8Vq7EBD7U4u49eP9LUv0FbLp0TH0jvTnm4MZLFxnv/T39xFxbDqZQ7Faj0ou4d8z+tTTkDXFnZ8e6LDlkxqenpLIwxPiAYuNT90t22IRtGQlTS4Vk/T0eDr5ewEWO5VhL21t0b3twadzhjA6PoSei+v3JesfHs3DXx6hk7+SQ+kl3DO6C7FBXlwurWJ4l2Am9Qpv4BctGE1m4huwT+wIHpkYz7HMUnZdqP/OowO96m2meWJSAjMGRhLup2wyBErS+QLmrmh6o1NCuA/n81q/uaNHhC9f3DucQJW8nuCvNZhcPjSL2whLYrGYPn36IJVaBp8TJ07Qo0cP5HK53XVHjjQvXTtqGa4uLS1sZ2A0mTEJgst7pC5W6xlkM/tZcE0CM4dEWzveGso0Bvq/UH+HYHM8PSWR6EAvrukVbl3qqGHzqVyeW3+SBdckctuwGIxmgcJKXb1ntxSjycwbW84za0hMk5qZIxklfLYrjRAfOYkRfry//SIhPnK6hfrwxDUJxASp6v0uXFkEe0EQ2H2xkFBfBfGhPg3+lq3A1zvSj58eGdNigclW6/iPa3twx4hYwKLdClDJMZrMGM1CvQ7UbBboWscO7Kt7h/PBjpQGhQW5REx0oBePX5PA9P4NL/FsPpXDA1/Y9xs39I/kn1N7Eugts7aJGmP+uku7+eVaMkuqOJ9Xwdmccu4d0xU/LylSiRgfhZQqvQmlTGxXNjvPF1htN6b3j+S1W/ohl4gxCUKbo62/v/1ivQ0Qz03ryayhMfyRVsz/9qWTVG0r1RpenNGHW4fG1EtXfoWWF386a9XcrLl/BG9sOc/BJpazJiSG8tncofWc5j757XG75d72RCYRYTAJ+CqkbHtqHGG+tZqJN7ec55OdqSyd3pvpAyLbZcAu1ejZcCybSp0RQRC4cUCUtY1mFGmY9GZSm/yzqeQSHpnYnXvGdEYhlSAIAlPf2W1nEjCsSxD/u2cYW87kMS4xFD9l64MBG01mnvruOD+fzGVol0AWX9/bqVvxXQW3EZaef/75FnXES5YsadHvDR8+nGHDhvHuu+8ClthwsbGxzJ8/n4ULF9a7fvbs2Wg0Gn788UfruVGjRtGvXz+WL1/eome6srDkwUNbsLVzAIuQ8eKNvVFIJdalroZ47/cLvP7beab168T7tw9yRFI92CAIAuVVRlILKzGZBZb9kmznJ+iDOwYxtW/jcS+b42xOOcVqPcO7BLVYaP8oKYVPdqWx5IZe3NA/kp3nCzidXU63UG+Gdw3G30uG1mBCIRVTUKGjymBi54VCCsq1nMou5/fkfIK85fgopLwxqz9RAV5EBrRtIuMMLuRV0DXUp9X2TOlFagQBFDJxmyduHprHbYSl9mbNmjXMnTuXjz76iGHDhvH222/z7bffkpycTHh4OHPmzCEqKoply5YBFtcB48aN45VXXmHatGl88803vPzyyxw5coQ+ffq06JkeYcnDnw1BELjmrZ3WHWpNEaCS2Tn+A1h8fS/uGdP6pXQPHjx4cCQtHb+d7jogMDCQRx55hLKysnb5vdmzZ/P666+zePFiBgwYwLFjx+rFhsvJqd0mO2rUKL766is+/vhj+vfvz/fff8/69etbLCh58PBnRCQSsXXBOJbc0HyMxLqCEsAgGwN+Dx48eHB3nK5ZioyMJCcnB5FIRJ8+fVi4cCG33367M5PUasrKyggICCAzM9OjWfLwp6RYref1bWn8dKp5J4PX9Qrl5emJbd5G7cGDBw+OomaDVmlpKf7+/o1fKLgAZ8+eFW688UZBqVQKgKBUKoVZs2YJKSkpzk5ai8jMzBQAz+E5PIfn8Byew3O44ZGZmdnkOO90zVJdvvjiC1599VVOn7a4Z68xzn766aednbRGMZvNZGdn4+vr26pt1s1RI/F6NFYdi6ecHYOnnB2Hp6wdg6ecHUNHlrMgCFRUVBAZGYlY3LhlkssJSzWUl5fz9NNP88knnyAIgksEWnU0HsNxx+ApZ8fgKWfH4Slrx+ApZ8fgCuXsdAPvhvj6668ZO3asVVCKjm65EzcPHjx48ODBg4f2xGWEpYsXL3LLLbfg5eXF7bffzrlz55gxYwbnz58nMzPT2cnz4MGDBw8ePPxFaThmgwN5+eWX+fDDD8nKsnh57dWrF8888wxz5sxpV/ufjqSjbJZ0Oh0LFy5Ep9NRXt66AK8eWo6nnB2Dp5wdh6esHYOnnB1DR5az29gsiUQi/P39ufXWW3nppZcIDg52ZnLaRFZWFjExMc5OhtshVvpi1lY4Oxl/eXwHXY//qNlIvAMx69Rkf/IAJnWJs5PVeiRSRBIZgt5xAXQ9/DmR+ASDSISpomPj8nlwHTIzM5s0+XG6sLR161YmTZpk/XzmzBkyMjLQ6+0DcU6fPt3RSWsxHe1nqbBSz4FLpfSJ9CUuyP3d3h/OKOODXen8kV6Gn1LK9/cOIsJP4exktYlKnZGUAg09I3zqxRZzBz7ek8F7SfaBfcd2C+T92e7jlFUQBL45nMN7O9PR6IzMHNSJRZO7uY1muobMkiq+PpTN2dxK5o/rzOBYf2cnqU2odUZyynV0C1G53TsoqNTz/Kbz7E0tQQBeuD6B6X0bD7LrilQZTCzflcHaY7kEe8t48+aedAttPEalK6Izmll7NIezeWp6Rfhw25CG4z+2By31s+R0YamG1NRUbrzxRk6dOoVIJLLufqtpbGZz6wMUtob333+f//znP+Tm5tK/f3/effddhg0b1qJ7O8pS32wWeHvbBd7ZdgGwBI58cHw8C65JaLdntAeCIFChM7YouOPKPWks/fGM3bnhXYL46r4RbuXE0GQW+OpgBv9af8p6bs39Ixje1fU1o/kVWl7/9Rxbz+ZTrLZMSuZPiGdYlyBrENjvHhjJ0M5BzkxmixAEgRd/OsuKPWl259+Y2Z+/DXafjSF7LhZy3/8OodGbAJCKRXxz/wiGuME7qKFKb+KjnSl8sjMVtd5EmK+Cnx4ZQ5ifsvmbXYCMIg13rTxIaqHaek4uEbP2wVH0jXYPwVVrMHH/54fZaRNYOdxPwZYF49oUfNcZ5FdomfPZQZJza1cdvn9gZIe1BbcJd1LDbbfdxvnz562Ckkgksvu/I1mzZg0LFixgyZIlHDlyhP79+zNlyhTy85v3VtxR6IwmHl9zzCooiUVgMAm8s+2CXWBMV+CdbRcZsPQ3tifbl5fRZOZEVikv/3yWsa/9zqhl26yC0rDOQfz31gEAHEgr5sMdFx2d7HpczK/k/e0XUeuMjV4jCAJbzuQx+a0kO0EJ4N+bzmI2O3/usflULs+tP0lV9cALlrwt++Uso1/5nWEvbePbQ1kUq/WIRbDouh48NSWRqxJCGVbdIT34xRHKtfXDmDiKbw5msHrvpUa/zyzW8OPxbGZ8sNcqKN0xPJabB0YBsPTH0+RXaB2R1EbZciaP/+271KTbE7NZ4Ns/Mpmz4iAavYkIPyVyiRijWeDp70+gN3bsJBEsA+yRjBLKGghb8799l3jll2RMzdTrYrWee//3B29vvYC6ut7lV+i47/PDzd7bkeSWabnpgz0sT0qxO28wmckr17L9XD5Pf3ecIf/ewlX/2U5qoZpAlYzP5w3jml7h6E1mHvzyMKUafSNP6HgOXSpmyL+3smJ3WoPfa/RGTl0u48sD6fRf+ptVUJrYIwx/Lxl55Tre/O28I5Ncj2K1nvQidZPXCILA9nP5THtnN8m5FQR5y63fPfr1UafWI3AhzZJEImHmzJn897//JSEhgYMHD5KYmMjvv//Ok08+ydGjRzvs2cOHD2fo0KG89957gEWLFRMTwyOPPMLChQubvb8jNEvpRWqmv7cHtc7IXaM68+zUnkx6M8k66zm+eDL+KsfNFLQGE4culeAllzC4Ttyvzgs3ARDiI+fQc9ew+VQO722/yKnLDRviTevbiTdm9Ucpk/C/fZdYvOE0AP+e0YdbBkejlDUe1f5KMZsFfjuTi0ImYUJimN13c1ccJOl8AfeM7sLiG3phMJnZl1LE+bwKDqYVczSzlKJKHTVt1kch5fFJ3ZnWrxMjl/0OwGu39GPWEOfar9W8j+em9eTu0V147Juj/HQip/51wSo+nTuE+DBf67ns0irGvrYdk1nARyFlaOdA/L1kmAWQSkRUaI1kFGkI91cSpJLh5yVDbzSj0ZsIVMnwkksZEOPPlN4RTU5yBEFg5Z5L/G/fJd6+dSADYgKs3xVU6Bj60lYAtj05jrggFb+ezmPNoUwOXSpGJZdQWGk/eD1zbSIPjuuGySxw4/t7OJ1dTo8IX16+uS/dQnyQSUVIxCKMJgGVXNJuE7CTWWUs++Usfx8Rx3V9O1nP64wmEp/bDMDaB0cxOC6Q9CI1B9KK2XomDz8vGVvO5CEViyiq1u6Njg/m0zlDMZjNTHw9icJKHV1CvPn9yXHtll6TWSC9SE1hpZ5dFwrwU8r48kA6l4o0gH2/ojWY6PEvSx5W3j2UCYlhCIJAQYWOtEI1Jy+XUa418kdaMftSiwDLpO756b3pFurD3Sv/QG8y89jV3Xmig7XhF/IqKFbrGdo5CLGNhvr5jadZVS10X3plGocuFfPSz2c5mlHa4O/0jwng/dsHEh2ooqzKwA3v7iajWMOY+BAeGt8NPy8ZWSUawv2UyCRiAr3lRPorr/j9mMwCvyfnczannDkj4whQ1QoKt32831q+l16Zxv7UIj7YkUJemZYSjZ78Cl2931t511Am9Ahj14UC/v6ZRVu8/M5BXNunU71r2wuDyczZnHIi/JWE+dZqEwVB4Oo3k8gs1vDLY2OJD/NFZzSx83whB9OKOJ9XSUaxhgqtwdquu4Z6s2LuUORSMeNf34HeaOYf1/bgwfHd2j3dLR2/XUZYEolEbN++nfHjx9OtWzc+/fRTJkyYQEpKCn379kWj0XTIc/V6PSqViu+//54ZM2ZYz8+dO5fS0lI2bNhQ7x6dTodOV1tBa9Y823sZ7o9LxWgNJsZ2DwXgXG4FU97eCYCfUspNA6PwVkiRScRUGUz8ciqHzOIqZg6ORq030jvSn6gAL3LKtChlYmKDVASo5GSVaAjxURCokiMWg9kMhZU65FIx3nIpRWodZVUGBAGUMgnlVQY+TEohrVpQGxIXSGSAF2VVBi7mV3K51GJQ2yXEm39cm8gDXxyplxexCB6uXuqpyQ9YGtJ9/zvE1rO1WqlO/kr8lDLO5VnUsEHecv42KIrLpVV0C/VhQEwAYb5K4kJUdqrlMo2BnPIqAlVycsu0VGiNnLxchlQswksuQWswsflULoeqNXMPjOtG52AVSecLiAzw4rPqmVv3MB+W/30wd608SGZxfWNhsQjmjOzME9ck4O9lef7ypBRe+SUZP6WU7x4YRWKEb737rhRBENAazBRr9Lz3+0W+PphBYrgvK+8eilpn5FKRhp3nC/h8v8UG6eEJ3ZBJxLy99YK1HO8YHsv1/SKbTN+py2Xcu/oQueVt18zIJCLC/ZQkhvuyP7UIr+p6JQigkkswmQV0NlqTpyYnoNabiA704t8/naXKYNFOLL9zMDvO5fPNH/Xdh4T7KZiQGMY9Y7qQEF6bn9SCSmYu32cVQhpCKRMjE4up0BnxkkmICqy1BbyYXwnAwNgABAHSCtWo5BJyyizl4auQclViKPnlWv64VKvlnT8hHp3RRL/oAN7ZdoEL1b/z4R2DKFLrea6OJrIGX4WUu0Z35tGruyOTWJT9Px7P5pGvLRPE4V2CSAj3RSSCSq0RqUSEWbAI/mdzKzibU87NA6MIUMmRSUTsSSlEhIjekX5klmgorNBTqTNSXmWgogmtaQ0+CimRAUouFWmsmq3XbulH70g/5n911NoP1CUqwIsP7hhE/2rB9/vDWTz13XEAekT48uGdg5GIRJRo9CSE+1Kk1nEutwKd0YyfUoa/l4wKrQGVQopGb6RSayTIW45IJCLcT4HZDAWVWgoq9FQZjMgkYgwmM/tTivn2cCaCYNFYX9sngvQiNaeyy+208HsWTmTSG0nWugWWfrRca2RgbADDugTxjyk97IStU5fLuPnDvU1q+KRiEUYbrcc1vcKRS8TIpWJEwJmccvyUMrqGelNYqSOrpAo/pYzMEg05ZVpGdA0ip0xLelHtGHddnwi8FVIyijUcTCu2nt/x1HjGv76jwXRIxCLuGtWZO0fE0SWk1kZpyYZTrN6Xbn0PWoOJ7uG+SEQissuqyC7VEuGvQCWXojWY6Bftz/bkAnp28iPCX4G++v0oZRLkUjFlVQZUcglikYhTl8sI8pYTGeDFF/vTKVLrCVTJ2LpgHHKpGB+FlCMZpfztw72AZUIcG6TioS+PUNlIXZzeP5IXb+xjFdo/2HGR1zafQyoW8eMjY+jZqX3tgt1OWAoPD2fmzJm899573H777ZSUlPDcc8/x8ccfc/jwYU6darijuVKys7OJiopi7969jBw50nr+mWeeISkpiQMHDtS75/nnn2fp0qX1zjvCu+ivp3N5/Jtjdg3eVegd6ceQuEBW70unc7CKV//Wj+7hvnbq1IYwmQU+253Ku79fpELbfGdeF5lEhMHUftV4WJcg+kf788kui/A0tnsIOoOZqX0jiA/zZXBcIF5ye+2XwWRm5vJ9HMsstTsfE+RlJ3D1jvQjUCUns0Rj1zmCZQAP81UypHMgv53O47o+EZRo9MSH+XI2p5wDaUVoDS1flrljeCz7UopILVTz9JREHp4Q3+J7dUYTey4WklaooajSIjyXVRkorNSxP7WYzsEqNHoTvSL9MJoEDqQVYTAJRPgpr0jIqsuzU3vw2uZzGM0CMwZE0jvSnz5R/nQP9yHEp/FNARlFGl746bSdEO4slk7vzUdJKWRXC1shPgrkEhEju4UwuXc4Y+JD8FbU9+KyaN1Jvj6Y0eHpm9I7nLhgbz7emdroNc9cm8hvp/Os9VsuFROokjG6WwgDYgOq34sfCql9u3h32wXe3HoeVxhlXrixt1WLfe+YLjwysXuLtPP7U4v479YLnMgqtS4xyiQi/JQyijV6h+ZtyQ29rKYM/57Rh6hAL3pG+BHkLW90g4nRZOaRr4/yy6lcxyW0EZ6eksivp3M5kVUGgEIqJjrQizBfJbcPj2VMfAiBdcYLQRCY//VR4oJUPHFNgnVC0V60VFhyup+lGj7++GNeeOEF7rrrLuLi4ti2bRtjxozB29ubu+66y9nJs2PRokUsWLDA+rlGs+QIpvSOYPtT41m5N42Cch0Gs4CvUorBaCa1UM3h9BJuGxZDVkkVErEIjc7EwUvFdr8hl4iRSkRIxSLkUgkVWoN1lq+SS9AZzUQGKFHJpKgUEnwUUqICvLh1WCxLNp4ms1hDqI+CKb3DiQ/3Jbu0ild+SaZUYyCrxCIY3H9VtxYbO0vEIu6/qht3DI8jtUBNaZUeg8lM0rkCzuVV4C2XIpeK+eNSCTqDiVBfBaVVBqtxckOCklImpnOwN6kFavQmMyO6BhHhpyTER8G1fSKsNiI19OzkR1aJhgqtZQaeUWwRZJ6b1pN7x3ZtNg8yiZhP5gxh/ldHOGAzE6yrmTqd3biPEK3BTEaxxvrs7w5bfI81NOBH+ClRyMR2ApdcIqZnJ1+OV3dE5VojedWCy9S+rVO/K6QSJvZo2y6gzGINv53J43JJFRKxZWZtNAmE+ykRiyxa5HEJofSJ8ie3TMu81X+gM5qRS8X0j/bHYBKsg/L5vEqMZgFvuYS3Zg9o8XJHbLCKT+cOpVSjRywWIQJSCtSE+ymQiEXoDGaqDCbSizRoq+sUgCDA0cwSAlVy/KuXGNOLNBhMZg6nlyCXirmmVzj55VoUMgkjuwUjCALzVh+itNrmx1chJdhHbl3ayi3XklP9Hg4+e3WLDZ6X3dyX+6/qyuZTuZRW6ZFLxChlFg2pRm+iqFpLcSi9hJmDo/FWSNEZzVTqjOy6UMBdozoT7C3Hz0uGn1KGWCwiJtALiVhEbJD9TjWTWSA+zIc9FwtJCPelRK1HLhXzwQ6LrU9RpZ4zOZa6u/bBkQyOa5mx7SNXd2d412Dmrf6jwYmQr0KK1mhCKZMgwlJnFVIxEf5KFFIxl0uqrAIKQIBKhkQkQmswER/ui69CirdCwo0Dolh7OIttyfnEBHkxsmsw3cN86RXpx52fHUAQ4Gx1+q/v14nnru/VovQDjOgazIj7a/syo8mMRGyxqdUZTRSr9WxPLmDTyWxUcinxYT5IRJZlX6VMQpXBxNrDWdzQPxKT2UxWSRWFlTr6Rwfw65lcJiaG0TvKn4k9wvhkZyofVQut0/p1omeEL5U6k9Xm6ny1tv2e0V24c0Rci9IvlYj58M7BnMutYNeFAip1Fo2dwSRQpTciEolQSMWIq7V+FVojOy8UUKoxMLJbMF4yCb5KKaUaAzqjiYIKHT4KKUazQHmVgfwKHSE+CrqH+zAkLohnfzjZaFryy7VcyLNoXH96ZAx9opo3nBeJRLx760A7jZ8zcBlhqbCwkBMnTnD+/HmCg4NRqVTExsYiFov5+eefO+y5ISEhSCQS8vLy7M7n5eURERHR4D0KhQKFwnlb3SP8lSy6rmer76u7w7Dudy0ZiDY8PLreuQt5FbzySzIavdEqLEUHtt7FgbdCarfrpLnBulSjR603YTYLqPVGwnyVBHnLMZuFZhvW8SWTAexmKUczSrjpg71UaI3WpcW44JZvuQ31VfDN/SNIzq1g/bHLrN57iacmJ1JeZajuWM34e8nwUUrZeiaPQJWMszkVhPkpLMsJqcX06uRHdKAXwT5yFFIJey4W0i86gACVjLHdQxjSOQilVIy0Ot17LxZSqNYzNj6EAJUMkUjENwczWLjuJIUVOutAUyMMOIKYIBXzxnRp0bXxYT788dwkRICvzZJqzdJBzVJWVKBXm+xCbG0/bO2iarBdvqthZLfW72g8tnhyvXOv/JLM8qQU0ovUCIJluaYpbVhDdAnx7hA7jbpIxCJmDYmpZ2/nJZPwxpbzZJXULsn1jQpo1W8P6xLE8cWTySnXEuarQARoDCakYhEqudSu72moHzKYzEjFIqoMJlTyxoesyb3CKVLrCa8jjEb6e3G5tIqUfMvyYSf/K9udJ7XpMxRSCZ38vbh9eCy3D49t9J7GdjDXFdoWTe3Joqn1+/bPdqdiMAlXlIfECN8OMQ+oS79of0o1BuKqtc8xQZYlupd/TiazpMq6KhIf5tPi33S2oAQuJCz985//ZOnSpSxcuLBJL5rtjVwuZ/DgwWzbts1qs2Q2m9m2bRvz5893WDocQVODzZUYKNYsSan1JrJKLLPpqDYIS60lQCUnQFX/fEsaVkOq3JqOuMpgQlNimQVHBbQuHyKRiJ6d/OjZya9JgfbvLZwVNseo+JB652reR42GSiW3aAddlYa2NKuq05tWYBGW6g6A7oB39XuoGeDC/ZQu0em3hpr3kFJgyUOIT+PLPU0hFovs2pKfTfuz7Xsa6odq2mpTghJYhJiG6klNe6jZHOOOdclLJsFgMpJaaGkPEVco8HUkDWmLvKrf3YV8i2YsxEfRoRt5OgKX6UH1ej2zZ892qKBUw4IFC5g7dy5Dhgxh2LBhvP3226jVau6++26Hp8Ud8a5uCHqjmRqT2tYKGa6AqrpTLbYxDHaE0NfeeFV3QjXaMUdqldoLVXUeyquXbmx317gLNXZIF6sFvivVaDiDmjaR6sZCa00eCistm3JcWdBoDJXcYohes1vM3epSzcShxiwhMsC90g8u5Gdp7ty5rFmzxinPnj17Nq+//jqLFy9mwIABHDt2jM2bNxMe7l6eW51FXWPnYG+5280aoLZTrcFXIbXudnMn6r6PMHcUlupowsLc0MO7t8LyHmr8w7jnIG3JQ81mL3cbpKF28lBDhBsLfDW4m9BaVyvobukHF9IsmUwmXnvtNX799Vf69euHTGY/SL355psd+vz58+f/6ZbdHIXFOLC2Q3XHhgD1G3SoGw7QUH9wcEvNUp3BIbSVtj6uQN365I6Cxp9hkKs7eXBHobVuHtytTddMHGpwt/SDCwlLJ0+eZODAgQD13AS4W3yhvxoikQhvudTqwyXcTYUMpUyMSIR1K3BrjXFdhbodqzsvidbgjoN03QGik7/7vQfvBrTG7oZtXRKJ3HNJ1zYPfkqp22nu67bnADfU2LuMsLR9+3anPPell15i06ZNHDt2DLlcTmlpqVPS4e54ySVWYalziHsFbaxBJBLhJZNYXQqE+LjfwAD1tQHdG9jx5erUzUM/N4nNZUvdPMQENbAbwcWpK3gr5e41SAN4yWrfQ2K4r1sGvPayqUvuOImr2xakbrbRAVzAZik2Npb58+ezZcsWjMbWOyS8UvR6PTNnzuTBBx90+LP/TNjOHNxRC1CDys07Jag/i3NHm6W6Gg13VNt71xkgurjhJKKus0x3CK5cF9v24I5LcGDfHppz8uuK1G0L4xJDG7nSdXG6sPT555+jUCh46KGHCAkJYfbs2Xz55ZcO0/AsXbqUJ554gr59+zrkeX9WbIWMIJX7NeYabDvWYG/3G6ChvjYgwA3fh20eVHKJ2y07AKjqLMMFOjCWY3tR1/7NPe2uavPgjss/YN8e3FFYqtsW3HEp1OnC0rhx43jjjTe4cOECe/bsYcCAAbz77rtEREQwceJE3n77bVJTG3fD78E1sO2Q6rqrdyds8xHi6575UMncf5C21WgEuqGwB/Vn0+64s7KuZskdJxC2goY7ThygziTODc0D6mq73TEPTheWbOnduzeLFi1i//79XLp0idtuu41t27bRp08f+vTpw6ZNm5ydRMASSLe8vNzu+KtjP/Nxv0GhBq8/gWZJKrEYqtcQ4OV+HZOtRiPQTeuTrYG3wsbrujtRd5Crq7V0B2zrUoAbThygjubeDSejyjoxA5tzMOqKuGzrjYiI4L777uPHH3+ksLCQF198scUhRhYuXIhIJGrySE5ObnPali1bhr+/v/VwVFw4V0ZlJyy5p5AB9tqAUDfVLAF2wT19le7XMdlqNNxRIwP2A4I7GhWDRcirQSZxP6NcqKP1dlPNkt3kwQ3z4G6e6xvC5XtRo9FIYWEhN910U4vvefLJJ5sNvtu1a/PBURvDmYF0XRXbWbM72yz9GTRLdXHHjsp2gJO7oUYGLPHWalBI3U8jA/ZuW+pqB9wF251k7qtZcu9lOFvcdeLg8sLS6dOnGTRoECaTqfmLqwkNDSU0tOOs7Z0dSNcV0RnM1v/dUZPRECFuuAPrz4KtQbfEDYW9uijcdICwReGGRvZgL2i4r5byz6G5B1C6aVv4c4xqV0BGRgbFxcVkZGRgMpk4duwYAPHx8fj4tDwq8l+dCq3B+r87ajJq0BpqhfK629c9OAd33AlXlz+DsKSUuWcevP4My3A22jF3dAxqizvavYELCEvh4eEEBwejVDa8lbCqqqpDn7948WJWr15t/VzjRXz79u2MHz++Q5/9Z2JwXCAH0oqdnYwrxna5xOM53rlMSAxl+7kC/u+qbs5OyhWjM5qbv8hF6RriTWqhmkQ3dG4KEGnjOb1LqPv5uoK6miX3FJZ6RPiSnFvBrUNjnZ2UNuF0YamgoICCggKioqIYNGgQffr0QS6vrQw5OTmcP3++w56/atUqVq1a1WG//1dh3pguiEUibh3m3rZb1/QKY+vZPG4b5p4NuoZHJ8bzzu8X+eCOQc5OSpt59/ZBlGr0RAe6n+frGmKCvMgsruL6fp2cnZQ28+jV3fnpRDaLr+/t7KS0icQIX167pR8xgSr8lO65DBcXbGkDUQFebulkFuDDOwdzJL2EmwdFOTspbUIkCLb7ZhzPkCFDuOqqqyguLmbt2rUAzJw5k3vvvZdRo0Zx7NgxBg8e3CqbJUdTVlZGQEAAmZmZ+Pn5OTs5Hq4AQRC4XKYjyl/h1polo1mgoELnlk4E/0xkl2n54Vgu94+JReamhuoeXIOLBWrCfBX4/UlsQl2Fmg1apaWl+Ps3HlbJ6aU+evRozGYzq1at4v3332fNmjWsXLmSMWPGkJiYyIwZMxgxYoSzk9kkFRUVAH/5HXEePHhomGednQAPHjw0SUVFRZPCktM1S6dOnaJPnz71zl+8eJGVK1eyfPlyKisr0el0TkhdyzCbzWRnZ+Pr69uu2ogaidejsepYPOXsGDzl7Dg8Ze0YPOXsGDqynAVBoKKigsjISMTixrW/Ttcs9evXj2HDhjFv3jxuvfVWfH19UavV7Nq1i6SkJEpKSkhMTHR2MptELBYTHR3dYb/v5+fnaYgOwFPOjsFTzo7DU9aOwVPOjqGjyrkpjVINTl9ET0pKolevXjz55JOEhYURHx9PWFgYjz76KAkJCezatYuzZ8922PN37tzJDTfcQGRkJCKRiPXr13fYszx48ODBgwcP7ofTNUvx8fEkJCQQERHBxYsXKSgoQKPR0K1bNxITE+nWrWO3DavVavr3788999zDzTff3Kbf6MhlONu/HjoGTzk7Bk85Ow5PWTsGTzk7ho4s55YuwyE4GYlEIoSFhQlPPvmkcObMGUEQBOHChQvCs88+K8TExAgymUy44YYbHJIWQPjhhx9afV9mZqYAdOghj0wUZGFdOvw5nsNzeA7P8Vc/ZKGdBd/B0wWRXOX0tLTtEAl+I2YKYbc8L0gDI10gPa0/vPtcLcT94ych6sGVAmJJhz8vMzOzyXHe6Qbe69atY/r06Uil9koutVrNl19+yaJFiygtLXWI6wCRSMQPP/zAjBkzmrxOp9PZGZyXlZURGxvbYUZ+W5MLWbDOshT56e19GdY5oN2f4WgKK/W8tT2NuEAv7h4Z7bbbqs/kVLBg3Vki/BR8MLtPvSjt7sKaw9m89GsKfTr5sPLv/d3S4/Qb21JZfyKPyT1C+Nd13Z2dnDZx4FIp64/ncuewKHp3ck8nkDqjmaQLRfSP9iPcDX0Cncmt5O+rj2EwCUzrHcqyG3s4O0nojWaS8yrpE+mLuAWrF98cyubl31IAGN01kA9vrb+JypUpqtRz7Qd/WJ25fnZHX4bGBXTIs9zGdUDdpa8NGzawYsUKtmzZglgsZvLkyW1eHusoli1bxtKlS+ud7wjjM43eaK30AD8nFzOpn3s7TBQEgUfX/sGOcwUABPiquHds2wMbtyenLpeRVqjm+n6dml1S1RpMPLPhMNllOrLLdKw9WcTDE+IdlNL2I79cy2tbUwE4lVPJH5ermNrXvZwobjubx+oDlwH47mgu8yf1IC7Yvbw1a/RGFm44QJFaz6bTBRx6bhIhPu4lbJjMAg+vPMiuC4V08lfy2xNX4etmjiCXr03GYLLoEH5LLuSNW72dHnLnxZ/O8NnuNJ65NpGHxjfdxwiCwHfH8qyfD6aXIlWqUMmdPty3mFV/XLDzen8mX8fVfTvWgL65/t4lpo/Z2dk8/PDDKBQKZsyYwcaNG9FqtVRVVbF+/Xrmzp3r7CTasWjRIsrKyqxHZmZmhz1r3ZHLFFbqrZ/3pRThZGVgg+xLKeLjnSktStvui4VWQQlg08mcjkxaq3jsm6M88vVRNh7Pbvba7w9nkVGssX5OOl/QxNWuy/dHsqyDA8CuC4VOTI0FQRDYfCqHc7kVLbr+k12pdp9t65ez0BpMLPj2GO9uu9Ci67/Yn06RuratbzmT18TVjkEQBF748Qwr96S16PpfTuVY609OmZZvD2V1ZPJaxL6UIqa9s4sDqUXNXnshr8Ku7hhMAqezyzoyeS3i2z8sY8xrm881e+2RjFIu5FeilInxU0oxmASOpJd2cAqbxmwWeH7jaT7emdLstSazwJrq/A6MDQDg4CXnh9JyurB03XXXERcXx8cff0xcXBxr1qwhLS2NtLQ0UlNTrX9dCYVCYdUidfSW0W/+yADg6SmJyCQicsq0ZJV0bLy8tnDbJ/t5+edk1h653Oy1K/dcAmBijzDAos2xDWDrTFIK1AAcSS9p9tpvD1ka9N9HxAFwLKPUZfKxck8az288jdnctPAqCLUd03V9IgDYm+J8YWnXhUIe+OII96z6o9lrUwoq2Z9ajEQsYs5Iy7vY34KBsaM5kVXGuiOXeWPLecqqDE1eazYLfLHf0tZjgiyxzLYn53d4GpvjYn4lK/aksfTHM5Rq9M1e//VBSx6k1cG0/3CBeJFLfzzN6exynv3hZLPXflPdFsbEh3BNr3AAjmaUdmTyWkSFztjia9dUjxnT+kZydU9LHpwtbBzPKmXV3ku8/HOyXdD1hth1oYDLpVX4KaX86/pegKU/NpqcG1/R6cKSTCbj+++/R6lU8vPPPzNr1iw6d+5MXFyc3fFXJKWgklOXy5GKRdw2LJbECIsNw6nLzp/pNMbhZoSM1IJKfk/ORySCf13fixAfBQaTwEkXyJPBpjE2px+7kFfBiawyJGIRj03qToiPHL3JzNkc5++KKVHrWfrjGVbtvcTRzKbfx/7UYtKLNPgopDw/vTciEaQXaSiqdK4T2PQii9B6ubSKymYGirWHLdqLcQmhTKtePnSFAc5WQCpspjz3pxWRUazBVyHl3zP6AnA0s9TpWuRiG01XQUXTebhUqGbPxSJEInh9Zn8ADqWXOD0PydXayZqJUGNo9EbrBGje2C4MiAkAXKMutZQKrYEfj1s09bcOi2FI50DA+UJrhba2DV8ubXqy/+UBi7B386Bo+kcH4KuQotabrO/RWThdWNq4cSM33ngjV199NcePH3f48ysrKzl27BjHjh0DIC0tjWPHjpGRkeHwtNTlp+pKP6Z7CEHecvpGWYzPTriAYGGLvfai6Y5x9d5LAExMDKNLiDdD4iyN+dCl5jU5HU25zeDWXP/+xf50ACYkhhHio6h9N1nOfze2SzlFlU1rA2pmoTf0jyTcT0m3UB8AjmWWdlj6WoLJpk41pZXRG818Vy0s/W1QNH2j/RGLILdcS26ZtsPT2RS2M+hKbdMCX412b/qASIZ1DkIqFlFQoWt2YOlobMu+tBntWI1WaVxCKNf2iUAuEVNYqbNbqnZl1h/NpkJrJC5YxbjuodYlIGe3hdbw88kcqgwmuoZa+tZhnYMAOJpZYjcZdDTlNm2hRN14Pcos1rD1rGX5+c4RsUjEIgZXC3wHnSzwOV1YquHTTz9lxYoVLF26lLVr17Jx40a7o6M4dOgQAwcOZODAgQAsWLCAgQMHsnjx4g57ZkvQGkx8Xj0g3zggEoA+1QOyq2mWbGcN5ibaY1mVwTqw3TOmC4B15nMgzfnLJrYDQ1UTy2npRWq+qh4Y7hrVGYB+0QEAHMlwvtBnO0hXNDFIXy6t4ueTuQDMHmqJazjQRWbTZVW16S5vYpD++WQOBRU6Qn0VXNMrHJVcSkK4RQN7PKu0o5PZJLbpbko7VqLWs+GYxUbu1qGxeMkl9OxkWdp39kBtJyxpGn8POqPJ2rbvGB6HUiahT5QlD81pmzsacQtc3wmCwP/2XQIsy+pisYh+0QGIRZZ2klfuPMG7pZo5vdHMe9svAnDTgChEIhHxYT4EqmRoDWanjhvlNu25qeXc/+27hCDA2O4hxIdZ2vHQaoHP6fXIqU+3Yd++fezZs4elS5cyc+ZMZsyYYT1uuummDnvu+PHjEQSB9957j7i4OBQKBcOGDeOhhx7qsGe2hPIqA4PjAogJ8uL6fhZhqUZ7cfJymdNV27aUVtVW/qYGhS/2p6PRm0gM92VUt2AARlb//SOt2KkzH4ByG8FC3UQ+Xvv1HAaTwNjuIYzpHgLUNmhX0JDZCkhN2Qe88ds59CYzI7oG0T/aUrcGxlqEV1capBsT+NQ6I+9UG0/fNiwWebW7g37RNVq+0o5NZDPYprupdvHmlvMA9OrkZxUwarQazhZay1tYl745mEmxWk+En5IJiaEADKquS86eQNhutW/Mhu/z/ekk51bgJZMwc7Bl4uCjqBW8ndmutYaW9YsfJaWQWVxFoErG3NGdAcsOr8Fxlr7pDyfaLdlqlhrTUB5OL2b1XouCoGYSClhXH/64VOzUcc9lhKVHHnmEO++8k5ycHMxms93R0T6W1qxZw4IFC1iyZAlHjhyhf//+TJkyhfx85xlYhvkp+ejvQ9j82FVWH0Q9IvxQysSUagycz6t0WtrqYjuwlTQyazh0qZi3t1oGhXlju1i3afaM8CNQJUOtN3HchQboxga31zYns+lEDiIRPDu1p/X8wNgAJGIRl0urnL50YtsxNZaPw+nF/HDUYoy/6Lqe1vdRY6dxLLPUbinM0dgK4A0N0mazwJPfHie1UE2Qt5y7bTrXATHV2spU56rty1uwDJdVorG+h6t7hlnfQ62w5FxBw7ZNNLYcWqrRWzUaD0/ohrS6vxpcPcgddvJOLNsd4Q0J3pnFGusus78NjsJfVevqYFQ3y2RoxznnjQV167/eWF94+ulENm9W96//nNYLPxt3DcO61CxjOa8ulTczRqQUVHLHpwfQm8xc0yvcuvkHoH9MADKJiPwKnVM3N7mMsFRUVMQTTzxBeHi4w5/95ptvct9993H33XfTq1cvli9fjkqlYsWKFQ5PS128FbW+MeRSMSO6WjQxm0/lOitJ9bAXluwbtiAIfHUggzs+PYDBJHBt7whmDq4NOiwWixgVb+mQapYinIVtPupqlrQGE7d/sp8Pdli2vl7fL9K6VAKW91SzTLr7gnO3rdtrluoPDqcul3HL8n0IAtwyOJr+1QISQEK4D95yCZU6o1MH6vImNEs5ZVXMXXmQzadzkUvEfDJnMIHecuv346o1G0cySpxqqG679NCQ0KrWGZn4RhKVOiODYgN47OpaR5oDqwW+U9nlzRq4dyS278E2PzVcLq3i5g/3UlChIzrQi9lDa33ADaoWls7lllPWxBJeR2Iwme3cYtgK4WazwAc7LjL2te1U6owopGL+ObWX3f1X97QM2tvPFTS7s7SjqLsTzlZ4yizWsGjdSeZ/ddTanm+x6V/BRuudXuy0PNhplmzqgtZg4rPdadzw7m60BjOd/JW89rd+dj6PlDIJK+4ayv5FVxMTpHJoum1xGWHp5ptvZvv27Q5/rl6v5/Dhw0yaNMl6TiwWM2nSJPbt2+fw9DTHDdVLcp/vT6dE3fxWXkdgW/lr1qMFQeBkVhmzP97Psz+cRGc0M6pbMG/M6l/P+dcdwy0d7Of70+18FemMJrKrNTXFaj06Y8dqGO2FJRNms8DG49k89d1xevxrM3tTLHZV8WE+LLu5b737a5Yftp517pZvO5ulOh3tuiNZXP/ubgTBskV98Q32g4NUIua66h1lXx9s2H+YIAgYTGaMJnOHdb62dapca8BkttSnh788wshlv7PrQiEKqZj/zOxnXWaoISrAiz5RfpgFi58yZ9GUhm9/ahG9l/yK3mhGJZfw2i39rBoZgLhgFV1CvNEbzfx22nkTI9s2YZsfjd7Isp/Pcs2bSaQWqPFTSvn470OsS6EA4X5KekT4Yhac50utrqBdqjGQUlDJK78k0/XZn60aJV+FlK0LxuFVxwP/0M5B+CqkFFbq2HK2vt+rcq2BwkpdhwqDdfNQpNbz5pbzdF64ibGvbbczrH/5pvr9Uu9If+uKxI7zzumbbG0QS9R6skurWLTuBINe3MKLP51BozfRJcSbr+8bYTfxqWFs91Ai/JWOTHI9XMalZ0JCAosWLWL37t307dsXmcze6+ujjz7aIc8tLCzEZDLV02iFh4eTnJzc4D11w504MojitH6dWJ6UwoX8Sia+sYPJvSIo0ejZcjbPuoNLIRWjM5oZEhfIrcNi6RftT5C3HH8vWYeEFbFVq5ZVGdh8KpcHvjhsd82ckXE8N62XXWdaw6huIYyJD2H3xULmrjgIQLC3nBKNHtuxWCIW4aOQopJLuKF/JJ2DvfFRSvFTSvGSScgt11JWZWBQbCA+CikyqRiFVIxcKkZnMCMSWYS5i/mVlFcZiQlS0TfaH59q7Z3tLPpcXgXT3t1t5wogQCXjtmGxPD05EXEDVqOTe0Xw9tYLbDubx4Zjl5nePxKRSITJLCAWgVpvwlsuaddgyw3RkGZpy5k8Vu+9xO6LFh9K/l4yvpw3wk5dX8Ptw2P5/nAWG49fplekH3FBKoxmM6cul5NZouHX07mN2lEEe8sJ91OSEO5DSoGa/jH+dA/zRSIWoZCKiQzwQiwSIRJBXvWOtal9O9WbMdpuWf/6YCaLN5y2+75HhC/v3zHIunuvLncOj2PhupO89PNZdl4oIDrQiz8uldAlxJsLeRUUVuqZMTCSPpH+dAnxpn9MQLt7abYV+Cq0RtYfvcyxzFLrUcObs/pbjVlrEIlEzBgQxVtbz/PxzlSu7hmOv5cMk1kgtaCSy6VVPLvuJNf0CmdolyBig1QoZRLiglXIJWK0BjNag4nLpVXklGkprzJYl4kLKnREBXhRrNGjkIopqLDsWFNIxUzpHcEN/SOtZWH7HkrUet7ffpF9KUXWegQWbeRHfx9Cl5D6HtNvGhjFsl+S+XhnCtMHRFrbWg1ms4DeZO4wD9l1NYt3fHrATnCVikXcMTyWp6/tUS9tYNHmzx4aw6e70/i/zw/X+74uwzoHEe6vJKNYQ365loRwX4rUOmQSMcHeCkJ9FaQXqZFJxPSO9GNs91BCfOT4q2RcKtSgr55U2vYvdQ2iJ7+10+7zqG7BzBvTxepTqaE83DQwiq8PZnLPqkNc1ycCqUSMyWymqFJfXU+0dPJXEugtZ2TXYCIDlCSE+xLqq7D22T5yaZPvSm80ozOa8FFI6/Vxtu/hu8NZ1s0AYOlXbx8Wy0MT4ht8B66C02PD1dClS5dGvxOJRB3mmDI7O5uoqCj27t3LyJEjreefeeYZkpKSOHDgQL17nn/++QbDnZSVlXWog8oaTmSVMuujfS02/KtLQrgPMomYzsHeeMklSKuFEABfpYyk8/mM7BZMJ38v/LxkKKViLpdWkZxTgUkQSM4tZ3BsICO7BVOqMfDBjpRGtwdP6hnOwut6EB/W8KBWQ2Gljr9/drCenyKpWIRYLGpwnb49EIksmgizWSC7ka3mI7sGExes4l/X97JbFm2I//v8EL+ebtrzslQsonekH1GBXvh7yRkSF0hqYSUKqQSzIDC8SzDRgV6E+SlQSFs/iDy3/qTVweHA2AD8vWRWr8QSsYj7r+rKgmsSGhWcBUHg7lV/ONQLtpdMwriEUHyVUtR6o3WXXl16dvJjev9I7hvbxU4TUxeDycxtH+/nUCt30PTs5EfnYBVeMgkVOiNbzuTRJ8qPwbGBRPh7UaE1sCeliAHR/nQO8UajN7HzfAEhvhb3EWPiQ+jZyQ9BEBjy0tZGd5BJxCIGxwbyj+t6WG176pJfrmXcf3Y0uTOzI/BTSpFKxHaCUmM8N60nd4/ugqSRLWflWgPXvJlEXrmOYZ2DGBUfzPKkFOQSsZ3xeA0DYwMYHBuIn5eM5Nxy+kYF0D/aH4VMQln1EppaZ0JvNKM3mdEbzaj1RvZcLCSnVEtqoZq4YJXFP49SytcHM2hI+SkWQZivkq/vH9GgkGeL1mDi3tWH7ARERxEXrCK9qOG+NSHch6en9LA6z2yKUo2eOz87wKnL7Tuxjw70okStx99LRqFab+2n5RIxVyWEEBXgRVmVgfUNmFj4KaU8enV37hwR59RwMuXl5fj7+zc7fruMsOQs9Ho9KpWK77//3i6A7ty5cyktLWXDhg317mlIsxQTE+MwYQksa9XfHc6isFJHcaUeiVjE9nP53Dggkr5RAaQUVJJbriWrWMP5vEqHd7jDuwTx1uwBRAZ4teq+3DItZ3PKiQzwItBbRoi3ArHYop05m1POb2fy0BpMlGr05JXrqDKYUOuMVBlMpFY7nfNVSBGwLBXU7SgVUjEquYSyKkODnWhdVt8zjHEJoS1Of4XWwFPfHW9WYGor3UK9KazU2y2PDIgJYPbQGG7oH4m3XMLsj/c36JOkk7+Sz+YOpVdk83W0UmdZZtl4PJswXwV+XjJig1QkRvjSyV9J9zBf/L1kJOdWcDKrFK3Rosm4qnsoqYWVVGiNnMgqo0SjJyZIhdFkpqBCR6nGQIlGj0gkatFgbMuvj19ldczaEmrsITYey+ZcXq1DOx+FlEqdkduGxXAkvdTuu46mc7CKeWO7cm3vCEJbEGR294VCXvjpdL0NHYEqmdU+sFcnP0o0enKa8CsVHehFsLecy6VVeMklSEQiAr3lFFTo0OhNhPooWlwOk3uF89CEePpF+TeoYa3L3hSLxtjWdsiZjOgaxDf3j2z+Qht0RhOf7krjmz8y6BHhR6lGz8zBMUQHeRETqKJSZ+RwegkpBZXojWa+PJDBoNgAwv2UBKhkZJVUEe6nRCyC35MLrE5KowK82rQhZNF1Pfi/cd1adU+51sA3BzMoqtRTotEjEYuJClASHaiiVKNHKrFMis/nVpBVUkV6sbrNE/LmkIhFnH3h2gZXGhyN2whLY8eO5cYbb+TGG2+ke3fnRAofPnw4w4YN49133wXAbDYTGxvL/PnzWbhwYbP3t7SwnUmxWk/S+Xy8ZFJ0RpNFWDALqPUmCip0GM1mTGaBcq2RsznleMulhPoq0OiNVBnMhPrISQj3pUJr5KuDGQSq5EQHeqGQilHIJMQEelk9rwJsenQMvSMbj+DsCARBQBAsPpOkEhEysdiuczebBdKK1JRq9MgkYpQyCV4yCWNfq7WdO/zcJILbEMy0RK1nZ7Whd3Sgiiq9xVFcYaWOS0Ua1h3JYse5AoK95XjJJe2yy0MkatyZ5tuzBzBjYNQVP6O9EQSBIxklpBVqyK+wDPZKqQQfpZTMYg3v/m7ZZZUY7suvT1zVIWkwmwUyijXsTy1CLBJRWqVHEECjN/HJrlTGJYQS6C1HazBZbaD8vWRIxSK6hnrjJZdy+FIxJkFocnBRysScfeHaVi/Dms0Cv53JJa1QQ/8Yf4vTyga0ahVaAxVaI2qdEaVMgkZvIibIq1UBVLUGE39cKubzfen8diaPsd1D8FPKrDZHASoZxxZPblX6wbKpYOPxbIrVeqoMJsQiEdf1iaBHhC8+SimnLpdxMquc83kV1mX9vSlFRAd64SWTUFplQGswEReswkchRS6VIJeIkUtFKKQSuoR4I5eK+fpgBrFBKgwmM8HeCvy8pIzqFsK3hzKtMeteuLE3c0Z2bnUeOgq1zvLOQnwU5Ffo+GRXKv5eMo5mlNAlxIeuod50DfHm9d/OcaTalcQX84Zb3ZZ0JFqDicJKHb4KGZeK1EQGeJFXrqVCa0RAQCoWU15lINRXQYBKRoBKzv7UItQ6I/kVOsqqDPgopKQUVNI9zJdXN1tMW7qEeLP9qfEdnv6W0NLx2+kLhPfddx8bNmxg6dKlREdHM336dKZPn86oUaM63LajhgULFjB37lyGDBnCsGHDePvtt1Gr1dx9990Oeb4jCPKWc9PA6OYvbAEvzujT4HlbYckVIr6Lqm1jGls6E4tF9Wxe6sYfaougBBDoLefGAfWFk8gAL/pFBzC9f2ST9+uNZjKKNTz7w0nyyrWkF2mID/Phml7hlGoMRPgpkUpEaA0mlielWNTgNt66JdXaOLBo05p7nrOo8QNT10gbaoOHAvSO6rhJiFgsonOIN50bWI554poEu89vzhrQ5G8VVuo4nlmKv5eM2GAV+1OLefTrowBE+nu1qU8Ti0Vc26dTs9f5KmX4NmCD1hqUMglju4cytnutNnXHuXyrsNS1mSWrxugT5W/dLdoQE3somdjjyndCP9CItuVHm8DYnV2gb7LFWyG19lER/kprPLS6yGwCMsc6aFeYUiYhOtDyrP6qAIBmNaJTekc0eH63TYDuzsHO29XWVpwuLM2ZM4c5c+ag0+nYtm0bGzZsYObMmZhMJqZNm8b06dOZMmUKXl6tW85pDbNnz6agoIDFixeTm5vLgAED2Lx5s1PcGPxZcGVDvaawnbE3ZofhCORSMfFhPnz7f80vFzw5ORFBECis1FOk1hHuqySnTMvUd3YBlo61JcslrobSZmdSTYft6oT4KOwMbVU2thjO3s3TVmzt5lxN0GgptjYx0YEdN5Z0JFobu013rEtKWW3f6ihhrz1x/oJhNQqFgqlTp/LRRx+RnZ3Nxo0b6dSpE//6178IDg7m+uuvZ8+ePR32/Pnz55Oeno5Op+PAgQMMHz68w57lwT1QOdHosLWIRCJCfRX0iPAj0FtuJ6y66+DgZVP+YS2w73FFbLeid/J3z/egsBnkWmJn5eq0VVvsbKr0tQbxrmDr01pshW53fAcuW+LDhw/npZde4uTJk5w8eZKrr76anJz299Xx0ksvMWrUKFQqFQEBAe3++39FFG7YkBuirs8Vd8J2Fhfk7X4dE9jn4c8gLEUGuJ82AOzbc1ADPnDcAY2+doOLn9I9td5qnWM36bQ3tu25IV9Kro5b1Jpu3brxxBNPdMhv6/V6Zs6cyciRI/nss8865Bl/NdxZyLBF5cb5UNhoZXzddHCw0yz5uaeg4fUnW4ZzR40AWHbG1uAoW9j2Rq13nif39sB2KTRI5X7CkkuoAD744AMmTZrErFmz2LZtm913hYWFdO3atcOevXTpUp544gn69q3v+dRD23Cn5aum8GrFLiJXw3YW565Cn23n6q7LP7bCUqS7LsPZaJaCfdxvkAOLQ1h3R+PmebCtR4HeV7YRwRk4XVh65513ePrpp+nRo4fVbmnZsmXW700mE+np6U5MYX10Oh3l5eV2h4dalG46ONclyA0bdA1yG0P15hxpuioGm52JwW6otoc6NkvuugxnI3i763uQuuEGh7qEuGnZ12Cr7W4ocoCr41Rh6amnnuKdd97hk08+4b333uPzzz9n+/btvPXWWyxevNiZSWuSZcuW4e/vbz1iYmKcnSSXILJ6meG6Pg1vHXUXXrixN538lSyd3rCLBHfAdqnBXTVLtjuvnOnh90pQ2ixhhfu6p7BkO7AFeLnngP3whG6IRPD4JOf48msPPp4zhF6d/Fh191BnJ6VN+CqkJIb7EumvbDRMkSvjVKeU3bt35+LFiwwaNIiHH36Y2bNn4+3tzalTp5g0aRJ33303jz/+OJGRkZhMLVdBLly4kFdffbXJa86ePUuPHj2sn1etWsXjjz9OaWlps7/vCh68XZHs0ip2ni/gpkFRbQrT4aF96bxwEwCr7h7K+MQwJ6embVwqVKNSSAhzU0EDYNnPZ5FKRDw9pUfzF7soX+xPp1it59Gr3VfYKKsy4KesH7fMg+MwmMxIRCKXcmXiNh68w8LCGDx4MLt37wZg5syZ3HvvvQQEBDBx4kSmTJnCF1980SphqaCggKKioiav6dq1K3J57SypNcJSXcrKyggICCAzM/MvLSx5cC22JheSXlzFPSOjPQOEBw8ePDRAjbKjtLQUf//GHac63Zhh0qRJhIeH8/3337NmzRpWrlzJmDFjSExM5M4772TVqlWt/s3Q0FBCQ1sez+tKqaiwxFTyLMd5cEUWODsBHjx48ODiVFRUNCksOV2zdPLkSQ4fPsxdd91lPXfx4kVWrlzJ8uXLqaio4J///CdLlixp9reWLVvGunXrSE5OxsvLi1GjRvHqq6+SmJjY6D1vvPEGTz31lN05uVxOUVERPj4tW1c1m81kZ2fj6+vbrjP4GonXo7HqWDzl7Bg85ew4PGXtGDzl7Bg6spwFQaCiooLIyEjE4sbNuJ2uWerfvz9Dhw7FYDBw6623IhaL2bVrF0lJSZSUlJCYmNgiQQkgKSmJhx9+mKFDh2I0Gnn22WeZPHkyZ86cwdu7YTf9P/zwQ71zer2eQ4cOMX78+BY9VywWEx3dPnHXGsLPz8/TEB2Ap5wdg6ecHYenrB2Dp5wdQ0eVc1MapRqcLiwlJSWxatUqHnvsMR566CFEIhFSqZRbb72VV199ldGjR7f4tzZv3mz3edWqVYSFhXH48GGuuqrhiOX33nsvp06dapOtkgcPHjx48ODhz49ThaWcnBz27NnDnj170Gq1dO3aFbFYzIULF9i9ezeJiYl069aNiIi2bUUvKysDICiofkRzWyorK4mLi8NsNjNo0CBefvllevfu3ej1dXfDmc1miouLCQ4ObvdlONu/HjoGTzk7Bk85Ow5PWTsGTzk7ho4s55YuwyE4EYlEIoSFhQlPPvmkcObMGev5CxcuCM8++6wQExMjyGQy4YYbbmj1b5tMJmHatGnC6NGjm7xu7969wurVq4WjR48KO3bsEK6//nrBz89PyMzMbPSeJUuWCIDn8Bwue0j9wwVV4mgBRE5Pi+fwHJ7jyg6Jd6AQNvvfglf8cKen5c96NDXmC4IgONXAe926dUyfPh2ptL6CS61W8+WXX7Jo0SJKS0tb5ToA4MEHH+SXX35h9+7drbInMhgM9OzZk9tuu40XX3yxwWvqapbKysqIjY39Sxv5Hc4o450dl1g0pRs9wt3P4VgN5/PVrNqfxRMTuxDqpqEdAG5dcZQzuZW8cmMiU3u7p4+l5LxKCir1jO3WtGbYlXns+zNcKtLwxdwBbhuj7/2d6Zy8XM7bt/RyS+egeqOZL/64zKAYfwZEu2f//PQPZ/n1bCEAJ54d6+TUtI0PdqZzKKOM92b1dilHuW7hOuDmm2+2+5yfn8/PP//MunXr2Lp1K2KxmMmTJ/PMM8+06nfnz5/PTz/9xM6dO1tteC2TyRg4cCAXL15s9BqFQoFCUT9W1V/ZyO/R7/ZRoTPyf1+f4ujiyc5OTpu56419VOqMFFeZ+Oq+Ec5OTps5k1sJwK60cm4dGe/k1LQeQRCY9fIuALY/NZ4uIQ1v0HBlBEFg+3mLv7eDlzXcNLDjNoF0JB/tzgBgd7qamwe5Xx6+PJDO29sv0TXEm9+fGu/s5LQJvbnWvMNdx5jl1fVoZ1ols4a6npud5kxoXGKqs3nzZubOnUt+fr71XE3CN2zYwLp161r0O4Ig8Mgjj/DDDz+wY8cOunTp0uq0mEwmTp48ydSpU1t971+ZCp0lInaJxuDklFwZldX52JvStFNTd0Gtc89I5QUVtZrb83kVbiks2QY+La9yz/egM9bmIbO4yokpaTs16U4tVGM2Cy7lPbql+HvVhpxxxzyYzbULWGdz3dO+y+nC0nXXXcfmzZtRKBTceeed3HXXXcTHt20m/PDDD/PVV1+xYcMGfH19yc3NBSzbAr28LBG/58yZQ1RUlDVY7wsvvMCIESOIj4+ntLSU//znP6Snp3Pvvfe2Twb/IkjEIkxmp63oerDBdmVdo3PPSOXl2lrhIq9c68SUtJ0KmzyUVbnnJEJtU3/0rTSFcBUCVLWCRqFa55ahc8Q2Wg+NwYSPmwXH1toI3bYBst0Jp5e4TCZDqVRy7NixJp1HtoQPP/wQoJ5/pJUrV1qdXmZkZNhZvJeUlHDfffeRm5tLYGAggwcPZu/evfTq1euK0vJXQywC9+xK/3zojLWdkd5NO6YqG61MpZtqxyq0tQKSrZbJnai0EfjUbip46wy1bUCjM4GvExPTRsw2EyC1zuh2wpJt/XfXSbXTS3zjxo3MmDGDU6dOXbGw1BJb9R07dth9fuutt3jrrbeu6LkeapZN3bMR/NmwXXqTS5rYCuvCxWEiigAAftRJREFUaPS1eahyU0HDVjumNbhnHip0tQKfrabMndAYatPtrkKrbbrdcWm9yi797vkOnC4sAXz66afMnTuXU6dO0adPH2Qymd3306dPd1LKPLQYj5zkMth2Rgazm2qWDO7fudpqltxVWLLVLNkupbgTtkvRtkK4O2HbHtxRW6zWu7/A6hLC0r59+9izZw+//PJLve9EIlGr3QZ4cDzu2IDr4kQvGu2K7bKV7RKEO2E7E60yuOcAp7HLg3v2YRrbQdronnXJ9j2460Bt2x7c8T3Ylru72iy5hI7+kUce4c477yQnJwez2Wx3eAQl98Popo1BV6cTclfhyVa4aKkQW6kz8vbW86zak+YS+bbtXOu+F3fBdoBzV82S1s0HaajTHtw0Dxo3fw9tEfZyyqp4+KsjvPjTGZfok1xCWCoqKuKJJ54gPDzc2UlxWYrVepc1dDXXMdhryQBtNJnZcOwyW8/kuURDgPoDmtFNDRFb27FqDSbuWnGQt7de4Pkfz7DlTF5HJq9F2Go0WiosZRRpeH7jaX44mtVRyWoVtnkwmlpWl0xmga8PZnC51DW26dtqxFqqEShW6/lkZyoHUl3D/Yb9jr6W5aGgQsdXBzJcRshtyzLcd4cymbfqD/a7wHuwtbNqSfq1BhN3r/yDTSdy+Gx3GgfSijsyeS3CJZbhbr75ZrZv3063bt2cnRSXZO3hLJ787jhKmZhP5wxlTPcQZyfJjrpLDAajAM04v/7XhtN8fdDipOyxq7vzxDUJHZW8FlMvHyYzsmYMpI9nljL/6yMEqeS8fetAl/AHVGWnlWm+s1+55xKH0kusn789lMnk3m2Lx9hetFajcTG/kpve32P199Ut1Id+0QEdlbwWYZeHFk4g7l71B7suFKKQitmzcCIhPvWd3zqSqlYuw1XpTcz+aB8X8i1OUT/++2Cn16XWajUul1Zxw7u7KVbr+fF4Nl/dN7xdY362BVtbq5bk4csD6fzzh1MAnM4uZ8/CiUic6JuptfXok52pJOdWWD//b98lRnQN7pC0tRSX0CwlJCSwaNEi7rrrLt544w3eeecdu+OvTFmVgRc3nQFAazDz6uZkl9HE1FB3d4aumaXTnecLrIISwJcHMlxiO2ndXVcGY9NpKqjQMWfFQTKLqzieVcYrv5ztyOS1mKpWaDRK1Ho+2GHxVv/QeMtkZfu5AjunkM6gtdqxf286YxWUAH48nt0h6WoNrdXKfHc4i10XLCEtdEYz7/3eeBQBR1HVSluT5UkpVkEJ4PP96R2SrtagboWgIQgCT317nGK1HoB9qUWcy6to8h5H0Jr2kFum5YUfz9R+Ltc6XbvUGpsljd7Iqr2XALhvrMWx9PbkAqdr+VxCWPr000/x8fEhKSmJ9957z7qd/6233uLtt992dvKcyoc7UijVGFDJJUjEIk5eLiOlQO3sZNmhriNkNNWYTWaBl3+2CBV/HxGHv5eMwkodB9Kcryquq1lqTuhbnpRi52zw9+R8ylzAg3lVKzQaK/akUaE10rOTH09OTqRftD8ms8Dvyc5ditO0ws7kWGYpO84VIBGLeHZqDwB+Ppnr9EmFvbDUdFo0eiNvbTkPwPAullh4P53Idrr9n7YVy6H55Vo+2ZUKwNNTLG5g9qUUUa51bpuw07Q2U557U4rYl1qEXComMdzikOnnEzkdmr6WYC+0Nl2X3v39AjqjmSFxgdw2LBaAjcecO3mwW4Zrph4tT0qlSK0nNkjFM9f2ICrAiyqDiT0XCzs6mU3iEsJSWlpao0dqamqrf+/999+nc+fOKJVKhg8fzsGDB5u8/rvvvqNHjx4olUr69u3Lzz//3NastCvZpVWs3JMGwDu3DmRUN4sacse5/KZuczh1NUtNNebvDmWSnFuBv5eMJycncG21iv7H487vkOrOXJrKR2axhtXVs59Vdw+lR4QvBpPAr6dzOzKJLaKls7hzuRXWwW3+hHgkYhFX97DYDW4549w61tKlREGoFb5vGhjFnJGdUcklXC6t4kRWWYensylas/yzYnca+RU6ogO9WHn30OpJhJ5jmaUdnMqmaY127PXfzqHRmxgQE8BD47vRNdQbo1lgzwXnDnIt1coIgsB/fj0HwG1DY3hgfFcANp3McargrTOa7Ownm/KknlaoZs0fmYBFYL2hfycAfj2T69RdaFUt3LCRU1bFxztTAFh4XQ9kEjHX9LL0SZtPObdvdaqwNHbsWF5//XUuXLjQbr+5Zs0aFixYwJIlSzhy5Aj9+/dnypQpdnHnbNm7dy+33XYb8+bN4+jRo8yYMcPqJNOZCILAko2n0RnNDOscxNU9wxiXEArAdhcTluo6q2usQyqq1PH6b5bO6NGruxOgknND/0gAfjmV4/QtpVV6++cbmmjUb/x2DqNZYEx8COMTw7i2j0Xoc4V30xKNxh+Xirn1431oDWbGxIdwXXX6J/UKA2D3xQKn+qSxrVNNace+P5zFwbRi5FIxT1yTgFImYUIPSx42OnkpTttCQSOtUM0HOywDxNNTElHJpYyttkvcca6gYxPZDLZtoqn3cOpyGd8dthjWL76hFyKRiPEJlvfg7AlEZQu1Gt8dyuJYZilKmZj5E7tzdc9w5BIxKQVqzudVNnpfR9PS/lWtM7Lg22MYzQJXJYQyvGsww7sEE+Ijp1RjcGq8y4oWGHhX6U089s0xtAbLmFfTJ02pnlBvOZvn1DHCqcLSfffdx759+xg0aBA9e/bkH//4B3v27LkiKf7NN9/kvvvu4+6776ZXr14sX74clUrFihUrGrz+v//9L9deey1PP/00PXv25MUXX2TQoEG89957bU5De5BaqGbXhQJkEhHPT++NSCRiUk+LhL0/tZicMtfYLQPUU7M31JhPZ5dx68f7KazUEx/mw99HxAEwslswIT4KSjUGdp537sBQV7PUUKMWBIH3t19k/bFsxCJYMNlimD4+sVrIuFDodMd3trM4k1mwswfLLdPy/MbTzPpoHyUaA/2j/XnntoHWwJy9OvkRF6xCazCzcs8lRyfdip2w1MjgsO5IFv9cb5nUzJ8QT1SAJf7jjAFRAGw45txlrJbsYCqo0HHf/w6h0ZsY0TWIG/pZJg9X97TUJ2drNewE70Zs+C7kVTD/qyMIAkzvH8mg2EAAq1bj51O5lGr0HZ/YBjCbhRYJS9vO5rF4o6UuPTKxO6G+CvyUMq5KsAitm046T/NdT1hqYAKUU1bF7I/3cTSjFJVcwuLrLeG6JGIR1/WxvIdNJ5w3eSi3MVdo6B2cyCrl5g/3cjCtGB+FlKU39rYa1Q/rEkSwt5xgbzm5Zc6LE+nU3XBz5sxhzpw56HQ6tm3bxoYNG5g5cyYmk4lp06Yxffp0pkyZYg2C2xx6vZ7Dhw+zaNEi6zmxWMykSZPYt29fg/fs27ePBQsW2J2bMmUK69evb3O+2oNuoT5senQsJ7PK6BXpB0DnEG+GdwniQFoxn+1K47nrXSN+XXmdIKE1A4MgCPyenM+aPzLZcjYPQYBwPwUf/30wcqlFTpeIRUzvH8mKPWn8e9NZuoX60NlJO8rU+qZncEczSnhr6wWrULfgmgTrwNAvyp+4YBXpRRrWHs7i7yM7OyTNDVHXxYTBZOZIRhkvbTprt6wzqWcY7942CC+5xHpOJBKx4JoEHvvmGO9vv0iwt5zECF/kUjFagwmxSERhpR6ZRETXEB9igrw6ZKeQrfdrW7W9zmhi86lcVuy5xPHqvEzuFc4D42p30o5LCCXIW05hpY41hzK5Y3hcu6evJdguT9edEVfqjCzecIp1Ry4DEOGn5K3ZA6xC6+ReEajkp0grVLM/tZiR3ZyzE8j2PdQV+Mq1Bj7blcaHO1LQm8yE+yn4x3U9rN8PiAmgZyc/zuaU880fmXbvyFHUa9N1lrByyqpYsTuNz3anYRYsdef/rupq/X5q305sPZvP2sNZPDCuKyq544fMikYmo0WVOnZeKGDr2Xy2nMlDbzQT5C3n07lDiA/zsV4/rV8nPt+fzq+n8/jnNAP+XvYRMhyBrcBX0xbKtQbWHs7il5O5HLxkcQ3go5Cy4q6h9OzkZ71eIhbx6xNXOX1nqEu4DlAoFEydOpWpU6fy0UcfceDAATZu3Mi//vUvbr/9diZOnMiiRYsYPXp0k79TWFiIyWSq568pPDyc5OTkBu/Jzc1t8Prc3MZVxzqdDp2udrdQeXl5c1lsE91CfegW6mN37oHx3TiQVszqfZeQiEV0DfVGrTNRqTOi1hspqNDho5Diq5TSNyqA7uE+RAd6oZBKGnlK66nQGpBLxdbfLK8z81mxO40Vu9M4mlFCts1MYFrfTiy5oRdhfvZRvx8Y35WNx7NJK1RzzVtJJIT74quUIhGL0OhNmAVICPOhU4AXfaP8Gds9BKWs/fJTQ12hz2Ayk1WiYe3hy2w8ftlqWC+TiHhuWi/mjKwdhMViEfPGdGHxhtO88ksyccHeDOsShMksoNYZSS/WcKlQTVywN75KKT0ifNtFyFDrjKQXaYgJ8kIqFlNQoWNbHePsvs//arcc1yPCl4cmxHN9307WwdmWG/pF8uX+DA5eKmbhupNNPr9GaIoO9MLfS0aQt5x+MQFM69sJUXW5tAVbgS+9yGIftvN8AUnnC6z2GyIRPDIhnscmJdhti5ZLxfzfVV1Z9ksy//zhFCv3XCLYW47JLGAwC6QVVGIwCXQO8SYuSEVChC+hPnKCvBX4eUkJVMkJ81WglEtQSMXIJWJMZgGJWGT3zsxmAZ3RTJFah8ks4K2Q2nXoJTbG/pnFVXx1IAOZRMS+lCK2ns2ztpseEb58eOdgOvnXTgq9FVJuHBDF1wczeGLNMf4+Mo4StZ4SjQGlzJKeUo0BvclMdmkVo+NDSAz3RSoRYRYsWtKUgkoMJjNqnYlSjR6xSERZlQFfpRSd0YyvUsrZnAp6dvJFozcRoJIjFlk0c8O6BOGtkNptYCivMrD5VC7JueUcyyxlb0qRdeAeHR/Mf28daJd/kUjEXaPi+Mfak7zySzJlVRZNplpnIrdcS0GFjrxyLVKJmMgAJVEBXkQHehHup8RXIcPPS4qfUtbmOlS3HoHF51KZxsBvZ3L59XQeO87lW+vT7CEx/PumPkht3IVM6R1BJ/9zXC6t4vZPDjCqWzC5ZVrEYhEVWgO/ns5jSFwgEf5KVHIJfkoZcqmYAJWMlHw1ASpZdR3R0yVYhb9KjiBY6k3PTr4oZRJrP5pVomHTiRx8lTJuGRxNjwiLgfnxOnZrL/50hu8PZ3E2x37cGRwXyJuz+hMXbD/ZHNo5iOhAL7JKqhj84ham949EazShlEooqNRRqjFgNAsEe8sJ81MQ4aekk78Sjd5EmJ+CMF8lSpkEkcjioiPMV4HWYKZziAqxSISvUkqV3oRGbxmHxCIRZkGgT5S/NeCvbT3S6E3c8O5uTmWXYas0vbZ3BP+c1pOYIFW99+hsQQlAJDh7y0gzpKSksHHjRmJiYrjllluavDY7O5uoqCj27t3LyJEjreefeeYZkpKSOHDgQL175HI5q1ev5rbbbrOe++CDD1i6dCl5eQ3vCHr++edZunRpvfNlZWX4+fk1cEf7IQgC//f5YX5rpeNAH4WUQG8ZAV5ygrzlyCRi5FIRUrEYmUSMWARmwRLd2nJU/2+2fC6o0JFTpiWnWvjxVUqJDlShM5hILWx8d55ULOLWYTHMHhJL32j/Rq/LKavisa+PWWcYzdHJX0l8mA/S6gEs2FtOlcGE0SQgFtcsP1nyYKrOg8ksoNGbyCqpwmQ246OUkhjux5DOgQSqZHy4I4VLRZom8zJjYBQPju9WT4gFy46m69/Z3WR51CCXiukd6YeXzLLLMS5YRb/oAPZeLGRCjzD8vWQEeyuQSkSUV1kGxQt5lWQUa9DojeSV69ibUtjszhjr8yRiJvQIZfbQGCYkhjUrqFXqjHyclMLelCIySzRU6U2IRCJkEhEhPgoMJjOZxVVN2rGIRdA11McqbBjN5uq/te+irMpAsLecQG85/aL88VfJ8JJJrDY8jZXd1T3CWHBNAt3DGw4hbzCZWbj2JGuPtJ+DSplEZC1vuUTcYN67hHgT7qfAYBI4bOO7qiEUUjF3j+7CE9d0b3AyU6zWc9MHe0hvok52FCIR+Cqk9SZCdeke5sP/jevGTQOjGvTjYzYLPPBF6/srWwKr60SwjwKlTIxULEYqESEVizCaBYwmAY3BhEIiRiIWEeqrYGjnQHyUUi7kVTZZlwBGdA3ivrFdmdij4Xax83wBd608iAt4N6lHdKAX0/p24vp+kfSJ8mu0XZ/JLmfqO7scnDqLVijER05eecOuSKICvBiXGMrckZ1JjGi4LXc05eXl+Pv7Nzt+u6SwlJeXh06nIzY2tlX36fV6VCoV33//PTNmzLCenzt3LqWlpWzYsKHePbGxsSxYsIDHH3/cem7JkiWsX7+e48ePN/ichjRLMTExDhGWwDJrXLX3EieySimvMqKSS/BWWDQxPgopPgopWSUaLhZUklqgdko8pFuHxnB9v0j6xfjjp2yZ2tdsFjibW8653AqMJgGFzCLIVelNnLxcxqH0Yk5d7hgtXlN0CfHmpoFR3DI4msiAppeEM4s1PPvDSau/nLpE+ivttG3tjVImRmswI5eKrbP+QJWMPQsntvsSQpXexKnsMgordOSWazmTXU5ZlYHfk/M7xPv5rUNjuGN4XJODQl3O51VwNqcccbWgJxWLKajU4aeU4aOUcjq7jIwiDSUaPZdLq8gt06E1mFDrjbS0Z6wZtFvC0M6B9I70Z1xCKGO6hzTr9LRCa+B/+9L541IxyTkVVOqM3DQwyiJAyKUopGL2phTiq7S44BAEywBlFgSScysY2TWYggodA2MDUEglCAikFqiJ8FdSoTVQojbQPyaAUF8FeeVatpzJo6BC16QH8Wl9OzEoLpARXYPo1an5d2E2C7y97QK7LhRgrtbABXnLCa/WYBhMlsnY+bwKLuRXoDOa0RnMHRpPTyYRMXNIDLcPi6VPVOOTuBqOZZayYncaap0RndHMwNgAvBVSDqQW0S86gACVDI3eRIlaT5XBhFpnJLtMS6ivgjBfBQUVOuRSMZcK1ShlEip1lvqlNZjQGc2odUZUCgmZxZZyD62+pzHuv6ors4bE2C23NUdhpY7fk/PJKdWSXqwmPswHb7kUfy8ZASrL7svs0ipyyrSUVreHyyVVhPgoqDKYqDKYrGnylkvQGs3IJCJMZgGlTIJSJkEuESMIAhU6Yz1bK1uiArxYfc8wuoV6O93hp1sISxUVFTz44IPs2rWL8ePH88knn/DEE0/w4YcfIhKJGDNmDD/++GOrBJDhw4czbNgw3n33XQDMZjOxsbHMnz+fhQsX1rt+9uzZaDQafvzxR+u5UaNG0a9fP5YvX96iZ7a0sJ2BIFjU9bnlWko0egoqdOiMZowmy0zfYBIwmMyYBQGJSIRYJEIsFiEWYflfZFlKkYnFRAd5EaiS4+clsw4wPgqpVWszb/Uh63MvvTKtw/JzqUhDZrGGnLIqKrRGNHrL1toALxlSiaXhiUUiJGKRJU9iERIxSMRiJNVqY7lUTIXWyNmcci7mV6LWGTmTU06F1minut/59ARig+urhZvDbBYo1xqq1exiuw5BZzRxuaSKk5fLOJpRyoG0Ys7mlNM5WMWlIg2d/JVIJSL0RjNlVQa0BjMhPgoSI3yQisX0iPAlNlhFjwhfuoT4EKiSWXeb+CqkqPUmNDojw17eBsDEHmGsuGvolRR7q9AZTWQWaywdvwgkIosWQCIWIZWIkIjFSKu1EMVqPRq9EaNZ4FxuBXqTGb3RjNZgopO/F29W+x56ekoiD0+Id1geBEHAYBLQGU1oDZb2YTQLlFcZMJgs70MhFSOXivGWS9EaTVTpTZy4XEZKfiV6k5ndFwrpHOLNVwcsDljvGtWZ56f3dlgeroTCSh0laj0pBZWIRSLu//wwAH8bFM0bs/o7JA1V1ZrHggodhWqdpc8ymTGYLX/1RjMmQcBXadE86YyW6wsr9BxKL6ZYrUetM5JbriVIJbdOUl67pR8zB0c7fZBuDo3eiKS6780qqeLFTbWhiNKWTXXp9AuCwN6UIi6XVhHsLcdoFgjzVXDTB3sBy5Lnq7f0c3IqLbR0/HaqzdKzzz7L4cOHeeqpp1i3bh2zZs0iJSWFXbt2YTKZePDBB3n11Vd56aWXWvybCxYsYO7cuQwZMoRhw4bx9ttvo1arufvuuwGLUXlUVBTLli0D4LHHHmPcuHG88cYbTJs2jW+++YZDhw7x8ccfd0ieHY1IJCKwepmjPYlqRsPSUYhEIrqEeLdbWJEaHx41GE1m4v/5i/VzWwQlsAiYAaqGy1whldA11IeuoT7cWL1z60qx1d7VaBdr6OSvbOiWDkMhlRAf5kt8WOvU6tfX6TsLK3VWYamHg1X0IpEIuVSEXCrG16b4Gqv3KrkUlVzKhMQwJlTvjHxofDz55VqrsNSviWVoVyPER0GIj4Lu4b52uysTwluuybhSvOQSvOQSIq6w/gqCwH+3XeDtrRYXNdP6dnJpQaMGW01wbLCKvPJajbSrp18kEjE63j4sl61eJjrQOePHleBUYWnDhg2sXr2aCRMm8Le//Y3o6Gg2btxoNeR+7bXXePLJJ+2Epaeeeop7772XHj16NPibs2fPpqCggMWLF5Obm8uAAQPYvHmz1Yg7IyMDsbhW9T1q1Ci++uornnvuOZ599lm6d+/O+vXr6dOnTwfm/M9NiE/7CmaOxNa4M0Dl+F0jHUHnYOfHq2sLNTsmAcL9HCvwtRe2eYgObJvg7WxkktqBOcoNBzmRSGQnaHgrXGJfU6txhjlFe2Ir4LljPXKqn6X8/Hzi4y2q9cjISLy8vEhIqA2o2qdPHzIzM+3u2bBhA71792bUqFGsWLECtbq+Me38+fNJT09Hp9Nx4MABhg8fbv1ux44drFq1yu76mTNncu7cOXQ6HadOnWLq1KntmMu/DmOqZxLO2CLcEfRtgS2DK/OPa3swKDaA2cNinJ2UNqGy2fHoCgGK24K3Qopv9eDcvRX2Ja6E7QSiVyfXMjNoKVKxSwSruCJeuLE3vgopr890zDJoRxBYPQF1tWDwLcGpNktRUVH8+OOPDBo0CIDbb7+dt99+m7Awixr79OnTjB07luJi+x1SO3fuZMWKFaxduxawCDv33nsvo0aNcmwGqikrKyMgIIDMzEyXs1lyJJU6IyezKxgWF+DUCNdXyi+n8/nyUDav39STCD/nb1n9K5NZUoUgQGyQ+81Ea8gq1YIguOXSQw27Lhaj1pu4tleos5PSJvIrdDz343luGRjB5J7umQew7O4Vu/gSXFOUVRmoMphdql+t2aBVWlqKv38TE2TBiVx77bXC8uXLG/1+5cqVwqhRoxr9vrKyUvjss8+EMWPGCCKRSOjRo4fwn//8R8jNze2I5DZKZmamAHgOz+E5PIfn8Byeww2PzMzMJsd5p2qWdu3aRb9+/RqV5n755Re8vLwYP358s7918eJFVq5cyfLly6msrLTb2t/RmM1msrOz8fVtH0eDNdRIvH91jVVH4ylnx+ApZ8fhKWvH4Clnx9CR5SwIAhUVFURGRtrZM9fFqZZu48aNY+jQodx7773ceuut+Pra73i57rrrWvQ7arWaXbt2kZSURElJCYmJiR2R3EYRi8VER0d32O/7+fl5GqID8JSzY/CUs+PwlLVj8JSzY+iocm5y+a0ap1q9JSUl0bt3b5588kk6derE3Llz2bWr5V5Gd+/ezT333EOnTp149NFHSUhIYNeuXZw9e7YDU+3BgwcPHjx4+CvhVM3S2LFjGTt2LO+++y7ffvstq1atYty4ccTHxzNv3jzmzp1LRESE3T05OTmsXr2aVatWcf78eUaMGMGbb77Jrbfeio9P63ebLFu2jHXr1pGcnIyXlxejRo3i1VdfbZV2qiOX4Wz/eugYPOXsGDzl7Dg8Ze0YPOXsGDqynFu6DOdUA++GuHDhgvDss88KMTExgkwmE2644Qa77yUSiRAWFiY8+eSTwpkzZ674eVOmTBFWrlwpnDp1Sjh27JgwdepUITY2VqisrGzxb3gMvP9ch9g7wOlp8Byew3O00yESC/5j7hAUsX2dn5a2HhKp4DdipiANjHR+Wv6kh0sbeDeGWq3myy+/ZNGiRZSWlmIy1TrjWrduHdOnT0cq7RilWEFBAWFhYSQlJXHVVVe16B6P6wCo0BrZl1bCuO7BKKTu69Pkm8PZvPxrCs9O7satQyKdnZw2U15l4Hy+msGx/i7v7bcxPtqdQUqhhmXTE93WFcVvZws4llXOk1d3dds8nMyuILVQw/S+zQdgdkXWH89l8SaL9+4Tz451cmraxoYTefzrJ4s3e3fNw+GMMk7lVHD7kMhmYyI6kpa6DnApV6a2/pPEYjGzZs1i3rx5dtfcfPPNdp/z8/PJz8/HbLaPAN6vX9vizpSVlQEQFBTU6DV1A+lWVFQAf20jvw/3JvPhjhSHxo7qCF7+1WIzt3xPJvdPbNhLvDtwz5d7OZRewn9vHdBuIVUcicks8P7OdABuHd6Z8dUhRNyNp36w1KfRCRFc17eTk1PTNv750WEuFWkIC/RlSu+I5m9wMYp1udb/vX183VJoPXo51fq/u44xS34+TEaxhmA/H24fHuvs5NSjuYmA08W77OxsXn75ZRISEhg/fjwXL17knXfeITs7m08++YQRI0Y0eN/hw4fp06cPnTp1ol+/fgwYMICBAwda/7YFs9nM448/zujRo5sMd7Js2TL8/f2tR0yMe3pIbk8+3JECwNojWU5OSftQrNY7OwlXxKH0EgA+35fu5JS0DY2+Nphxfrnj3IC0J3pj7QSusNI98wBwqUgDwMG04maudE1s4yaWatyzXfsqXUqv0SYyii316I9L7lmPnPoGrrvuOrZu3UpISAhz5szhnnvuabFh9T333ENCQgKfffYZ4eHh7aIefvjhhzl16hS7d+9u8rpFixaxYMEC6+caNZ4HD66GyfVW2VtElaF26V1vMjdxpeui1tUKfDqje+bB1kpD76Z5MNjUH62b5sEWg8nsUstYrcVd65FThSWZTMb333/P9ddfj0Qiaf4GG1JTU1m7dq01ttyVMn/+fH766Sd27tzZrM8khUKBQuE67to9ePizodXXdqi2Qoc7YSvwVWjdPw/uuHwF9gFo3XWgNtvMebQGk9sJS3am0e5ZjZwrLG3cuLHN91599dUcP378ioUlQRB45JFH+OGHH9ixYwddunS5ot/z4MHZ2HZM7hpHynaQrnRTYUn7J9COuWvZ22L7HnRGUxNXui5GG2mpymDC12Zp0R2wrf/u2SO5mIF3a/j000+ZO3cup06dok+fPshk9pVn+vTpLfqdhx9+mK+++ooNGzbg6+tLbq7FGNDf3x8vL/cNfOnhr4ttx+SmygA7Ycldl7DslhLdNA9qnfsLGn+G92An8BncLw+2muL/b++8w6Oo1j/+2Z7eSQNCQugt1IQigoJyUfSHKHZFFO61IApeFSxXuVfFBldFVBQBCyhIERRRihh6J5DQQkiA9J5NNsn2+f2xZNlND5Askzuf55knmdmd2XfOzDnne97znnPEOKISRCyW9u7dy+7du9m0aVONz2QymdN0A/Xx+eefA9RYf27p0qU89thjV2umhESLozeJv2CqbAVdJ47PQaz34NgF6tidJSYc3yWxCm/HAQ+OwkksVJgu22+xivMZiKvj04Fnn32Whx9+mOzsbKxWq9PWWKEEti6L2jZJKEmIFcfC9DqcRq1RtIauE30r8Gg4iiWx3kOlyL0y4CxUxSj4nOwX6TMQrVgqLCxkxowZhISEuNoUiWpYreKsoKvTGoRGq6jgRHoPrSFmqbV1YRmb0JC+nnDytIrwXRK7/SBisTRhwgS2b9/uajMkqCkqxJoZLNbWcR+tQWi0hq6T1iE0LtvdGp6DWL0aYr8HsdsPIo5Z6tKlC7Nnz2bXrl307t27RoD39OnTXWTZ/x4mS02R4aZq2lQQ1wOV1WIBjGYrGqX47qO1VXCS0HAdrcJL2RqEt8g9M07dcE2w//CFYoK81HQI9GwOs5qEaMXS4sWL8fLyIj4+nvj4eKfPZDKZJJZakOoiw2Cyglv95wiCwL7UInQGMzd0CsJd7XpRUmmsKZbEiPPImcZ1O6TklTFvczIqhZz37+njcrF7pRVcSYURD7US9XWwPmFrmFjT6V1qwj2czCrF31NFmK/rRxQ7x/s0Lj/8npTNrpQCHhsaSadg7+YyrdE4x/w07h6OXCxmZ3IBd/VrS0SgR3OZ1igqjU2PfVu8M5W3Np7C111F/Isj8fNQN5d5jUK0YiktLc3VJrQYOVo9M1clUFxh4oN7+tCrbd2L/bmC6pm3MRXDWxtP8fUu2zO8Z0A7Ppzo+vXkaoilRtxHbqmeKd8cwt9Tzft39yHUtwGV2AI0tZIu1ZuYtOQgmSWVAAzuGOjytZsqmyj4BEHg3d9Psyg+FY1STvyLN7n8WRicvDKNq+AyiitYuvs8bf3cmTQ00uUTQV6JZ+k/v57k611pyGXw7eNx3NA5qLnMaxT6JnZLbzuVy5PfHwFgU2IOu16+2eWNOcfRcI3J03tSCnj46/1YBVh/LJOtM0Ygd+G7VNnEvHAmp4y3Np4CQFtpYvn+izxz07WZgPpKcX3zq4kMHz6cDz/8kLNnz7ralBbBahV44acE9pwr5FR2KbPXJl53AdTVhxQ3VKgePF9kF0oAvxzLQltpahbbmkKtHrJ6KDeYmbTkAImZWnYk5/PGhqTmNK/RVDZx5MmHf5yxCyWwtehc/Y41VfB9vSuNRfG2xUYNZitLd7u+MdXU6Q/O5eu489PdfL0rjX//epIV+12/rp/j8iCNqeS2nMy1522rAF/vSm3gjOanKSOx9CYLr/98OR8XlhvZlJTdbLY1lqZMQ1GmN/Hi6uP2Wb9T88vZl1rYnOY1SFNH8733+2mn/aW701zu6RedWJo6dSp79+6lf//+dO/enZdffpndu3eLduRSQyzbc57dKZdf9MRMLQkZJa4zqBaaIpYEQeCd32wthgdi29M1xBuD2covx7Ka1cbG4Nh6g4Yr6UU7UjmdU2bf33Iyl9xSfbPY1hQcn4e+gQouJU/H8v0XAfjykQH4uClJLShn66ncZrWxIZoi+Ap1Bj7ZZms8xUUFALD2aGaNgP2WpqIJgk8QBF5dl+i0gPOKA+nNZltjacqIPoPZwtsbTwJwaw/bKOX45HzyXJwnnAc81J8fFu9MJUurp62fO8/cFA3AyoOufQ4mi9Up7RsSGx9tPUtmSSURAR7c1a8tAD+6+B6a0nA4kFbEn6fzkMtg68wbCfLSUKAzsiM5v7nNrBfRiaVHH32UNWvWUFBQwLx58ygpKWHixImEhoby+OOP8/PPP1NZWdnwhaqxcOFCIiMjcXNzIy4ujgMHDjSD9U3jbG6ZXWH/Z3wv7owJB2BToutbOo7UEBn1ZIbv913g6MUS3FUKZozuwsSBtnX4fjhw0eWCtykxS2kF5SzcngLAR/f1ZWAHf6wCbEhwvehzrBxMFqFO0WA0W3l1XSIWq8CobsHc2jOUB2Jt3W+rDmW0iK114TS/TwOV9Du/naZUb6Z7mA/fPB6Lt5uS/DIDh1y8unlT5ij6PSmHfalFaJRyfn32BtQKOaeySzmVXdrcZtZLUzwa3+w5z/nCCoK8NMy/ry8DqvKEixtCjY1/S84t48PNyQC89LeuPBTXAZkM9qcVkV5U0ex21kX1tRHrew4H0i577f8zvheTh0UCtvfLld77ikYGqBvMFv613ubZeyA2gk7B3vZ6b11CZvMa2QCiE0tVaDQabrvtNhYtWkRWVhYbNmwgLCyM119/ncDAQMaNG8fu3bsbda2VK1cyc+ZM3njjDY4cOUJMTAxjxowhLy+vme+iboxmKzNWJWAwWxnRpQ0Px0VwW+9QAH5LzHF5q9mRGp6lOuYy2ZGcz5xfbC3PaTd3ItjHjbv7t0OtlHMiq5SD54ub3db6KK222GldBWul0cLfvz2ExSowoksb/q9vOOMvteDWHnVthgbnYEqovXC1WAUmfrGH/WlFeKoVvHJ7d8AWPwbw15k8CnWG5je2DhzXJKvPG/DLsSzWHMlAJoO37+qFm0rBmJ62fPKzi4Wr81IhdVcQeWV6e3zG32/sSK+2vozs2gaAX4+79h4aG7OUkqfj87/OAfDimC54aZT2Sm59QpbLGkImi9VpXbW6nsPhC8Xc+t8dAMS08+XOmHDC/dyJjbR5Klcfdl3jofoizHXlh/MF5cxclQDAyK5tGNGlDb3b+tI52AujxerSRrauEQ0HvcnCjJUJnM4pw9ddxfRRnQGY0N9Wtm49mUup3nWCT7RiqTpxcXG8/fbbJCYmkpiYyKhRo8jObtzLMX/+fKZOncrkyZPp0aMHX3zxBR4eHixZsqSZra6bHK2e0kozfh4qPrinDzKZjBFdgvF1V5FZUunybhJHqnuWqnebmCxWluxKY8o3hzBbBf6vbzhPjbC5uP091dzd31ZBv7vplEun8i+rlhFry9TJuWXc9dluzubp8PNQ8fq4HshkMm7vHYZKIeNUdinJuWU1zmtJqovX6ml6NreM/1u4i2MZWgDemdCb6DZeAHQO8aZPO1/MVoEVl7rnXEFDhasgCHy79zzPr0wAYMoNUfSP8AcuC77Vh9Nd6hFwzBfVvZZVpBdVcN+iffZuk39cyhd3XBIaPx3KwOTCkXSOFXNdldyx9BIe/GofxRUmerX14a5+tvQf1ycMtVJOYqaWo+klLWFuDarnheqDBfJK9Xy0NZmJX+wBIMBTzcKH+tuXCXp4cAfA1j3nqsZD9cWMqz8HbYWJ2WuPM/LDv8gotvWqvH1Xb8A2MrzKe79kd5rLYhEdBV9t71FeqZ6HFu/nt8QcZDL4cGIMIT62ARo9w33oF+HH+L5t68xHLYFoR8NVZ86cOTzzzDMEBQURHR3NjBkzGnWe0Wjk8OHDzJ49235MLpczevRo9u7dW+s5BoMBg+Fyxiktvfau8ohAD357bjgpeTqCL7007moFD8ZF8Plf55iz4QSeaiW92/qiM5rRVpjIKqnkfGE5Yb7uBHiqiQj0INzXrdnXB6tRIF0q3PUmC+sTMvkiPpW0gnIAhncO4oN7YpxGZjw1Ippfj2Vx5GIJg97eSnQbL9r6uWOyWAny1mC1CshkMtQKGYM7BjK6RwgqxdXr/JIKo9Nw1OotOKPFiiAInMvXEZ9cwN5zBWw9ZfM2uqsUfHx/PzoF20SGv6eam7oGs/lkLv/dksxnDgVuS1MjUN1sxWyxsnhXGpuScjjmUHE9ENue/+vb1un7Ewe043iGlo+3nSVLW0m/9v74uKvIKqnEYLaSo61EAPzcVQR4qunZ1peOQZ74eaiv2eitcifP0uX36dfj2eSW6lm+7wJZWlsszF392jJrbHf79wd3DOSGTkHsSilgxsoE/jmmK91DffBxV2IwW6kwWiitNKGQy/B2U+LrrmqWZ+VYyVUv5EsqjEz55hCHLti8qW393Pn+iTi8NLYieUzPUNp4a8grM/D9vgtMHhZ1ze1zRBBseazqbxWO3tbqXpnMkkpeWn3MHlPZJcSLbx+Ps0/bEOilYVzvMNYezWT2mkRW/mOwPb+ZLFbKDWZOZpei05txUynoEOhBO3+PazoCsLRa19OKAxcJ8NQgIPDn6TwSM7U4Or3WPDWUdv6Xh9nf3juMRTvOkZRZyi3/3cF9g9rjrlKgrTShVsqxWAU81ApUCjkGs5Vh0YEoFTLC/dyxWAX0JlsZolbK0SgVqJVy9CYLoT5udY5Oq/4Mqoulb/fa3v2UXB2nc0qdnlG/CD8WPtifcL/LUzbcNyiCj7eeJTlXx5RvD3HfoPZ4a5QE+7ihrTShM5gpN5jxc1fhoVHS1s+dNt6aK0rvunC8B7PVFhogl8Hec4V8Hn+OQ+eLqTRZkMng84cGcEuPyytzyGQy1j411OXrXMoEVweKNJHahIkgCLRp04Zdu3bRrVs3AHx8fBp1vaysLNq2bcuePXsYMmSI/fhLL71EfHw8+/fvr3HOm2++yZw5c2oc12q1jf7dK0VbaWLcgp2kFzUuLstLo6Sdvztt/dyJCPSgY5AnKoUcN5UCi1UgwEtNqI8bHmoFPm4qLIJAoKetQHN8OQVBIKO4kvSiCkr1JqKCvOgaapt/5Js953ljwwn7d9VKOUazFZVCZp+wMtBTzXOjO/NgbATKWoTO3nOFTFtxhEKHANf66Bbqza09Qgj2ccNdpcDbTYmArdWSV2awZX4PFXqTBZ3BwsksLZ1DvKk0WjiTU0ZiphadwRbn0rutD228NSzcfq7G77irFDXEx/DOQcybGGMXsVWcyi7l9k92YhVgQAd/RncPoUxvIszPHS+NAk+1kjBfdzw0CsJ83fBQX31bpajcSIHOQOdgL/vzmr32OD84BAff2KUNZ3JKyS29LPBlMlj86EBGda+5XJDRbOWZFUfYcrJp3ku1Qo67WkHnYC+mDO9IG281PcN9KakwUao3oVLYKgqD2YpSLmPn2QJMFisXCisI8FTx6JBIwnzdMFsFbvlvvNM7HubrRrbWOVBYrZTzzMhOTLu5U40KNjFDy/jPdje6u7pnuA9hvm4EeKrxdlMREeBBuJ87aqUctULOmZxSwi4J+HA/d+QyGUq5DIPZyo7kfLaczCXAU83Lf+tG73a2qT3GL9xNgoMwDfLS0CXEi6Jyo9PAgI5BniybHFtjLpxlu9N481K3dVSQJxqlnDbeGoxmK3qzTWyUVJgwmC208dLQLcwbPw81OVo9ybllBHtrKDdYyNZW4q5WYLYIFJYb8XGzvXelejNdQryoMFrIKzNgNFvx91Bx76D23BkTTs9wXx5evJ9dKQV2m14f14PUfB0H0oo4m6ezHx/WKZD/3teXYG/nPJFRXMEdC3ZRXGFCo5QT5KWhuMJY56K8GqXtHQrwsIlwqyCgVsgJ83VDo1RQXGFErZSjM5iRy0Auk2EwWSnVmzibp6NAZ6CkwsSgSH/8PdRsbsQ7HN3Gk/F92zL1xo61zi926HwRDy3ef80ntFQpZIT4uJFRXEmgpxo3lcI+KjXM140BHfyxWAU2JeU06nozb+nCMzfVzAsAqw6m8/La4zS2tlfIZQR5qekY5IXJYsXLTYnFKtA1xBuNSk6F0YKfu5pwPzc6tvHEQ63EaLZyoaiCSqMZncHCPf3b4ethmyz6saUH+OvM5QDtodGBnMgqdYqj6hLixdwJfRjQwb9xRl4jSktL8fX1bbD+Fp1YUihqn++iesuosYvpXolYqs2z1L59+xYRS2AbYvz6z0kcSy+hvFqhE+SlJtzPnZIKE5kllVcd2+SuUhDgqSZLW1kjo3UO9qK4wkiBrm6BE+ip5uHBHZh6Y0d7q7kuKo0W9qYWcDZXh9FsJTlPR7ifGyq5nHKjmR8PpNcQLi1FxzaeRLfx4skR0fVm5m/3nudf60/U+bkjbf3c6RHug1opx89dhdFsJaqNJwEealQKOUaLlZIKE2V6mxdEW2nCZLGiN1k5m1fGiaxS+zMJ8dEwNDqIIC81X+2se9i8r7uK+ffGcHO34HpbalarwNZTuaw/lkXJpcrNTalAZzDTIdDD3po+k1PG+cLyet+Ba03f9n7c3C2YycMi8XZT1fm93SkF/HdLst1744hCflnsNAfqS8+vIUZ3D+bTB/vXWkkLgsALq45dF3Fw9fHszZ2YMbpLnZ6SpEwtz6w4woXCml2iQV4aSvUm2nhpnKavaG76tvdjRJc2jOjaxt59Wx9ncspYtOMcaoUcbaWJ3FK9XUwrZDJyywzsTy10ep/USjluSjlyuQyT2VqjrL5aRncPpk87P8b2CiW6jVeD8yglpJew8mA6B9IK0VaaqTSa8fNQ4+OuwlNtE6JlejN5Zdeuu1GtlBPTzrfOeFQ3lZzoNl48EBvBvQPbu2Qy2VYrltq1a0ffvn154YUXkMttCSsIAqNHj2bx4sVERdnc1SNGjGjU9YxGIx4eHqxevZrx48fbj0+aNImSkhLWr1/f4DUam9jXGqtVQG+2oFEqam1N6E0WLhRWkJxbxtncMgrLjRTqjBRXGCmpMJGcV4ZGKcdTraTSZKmztVedKs9RffRp58u//68XMe18r6n71Gi2cjK7lH2phZzN1VFYbiBHq0cuk6FRyak0WkjNL6dHuA/hfrbWqM5gpkBnoGOQF8E+GkK8NXQI8qSNl4YTWVqSMm0tnD3nCijVm53ubc1TQ+ge5tMkL9DpnFI2HrfNAHwmp4z2/h5UmMwoZDL0JitFFcYWnzPkP+N7cVuvUAK9rq17vQqTxUpqfjnxyXl8uSMVq4DTMHiwvTc+bkoUcpndy9XWz71RlWSIj4YP7olhUGRAkycIFASB5FwdSoWMMF8327uilCOTySg3mEnOLSO31MDxjBK0lSZytHrKDLb3wGi22r1faqXcHqisN1txU8pRK+W4qxR4apROnpa6GN09mFt7hBId7Em/9v4NVnCCILD5ZC47kvMpN5iJCPQkuo0nGqUCN5Xtt/PKDJRUmjCZraQW6FAp5MiQkVagI65jIIIAsVEBdtFbZe+JLC2RgZ5YBcHePXbwfBGrD2fYu81r4/Y+YfRp68voHiF0DPJsVP42mC2cyi6jpMJIoKcGbzclfh4qp25wo9lKcm4ZWSWV5JUZMFzynhWVG7EKAtpKEwqZDA+NAm2lGY1STrivGxqVArVCTnSwJ77uarafziOvTI9CLietQMe5/HLa+btz9GIJACfmjMGzgYbblWILGbDNMVVbmVxhNCMIkFFcaZ8S4ERWKecLyhnWKZAcrYHcUj16kwW9yWL3JB5NL+F8Ybnd25o297Zm65YqKjdyNreM0zllVBgtFJUbUCnkpBdXolLIKK00Uaq3pX+5wcz5wgpMFisqhRwPtQKNUs65/LrfHwBPtYKFD/VncMdAl68W0GrF0rRp0zh9+jRWq5XvvvuOtm1t8RYqlYpjx47Ro0ePJl8zLi6O2NhYFixYAIDVaiUiIoJp06Yxa9asBs93lVi6Wqr3jZ/L1+HnrqLCaEGjklOmt/VlV/W992nnay9k0grKScrU4qVRcvJSUPP6S6OPAj3VHH79Fpfc09VgtQpUmiw8s+IIf53J5+7+7Zh3b/PMLF6gM5CSp+NYeglncsrsLdLSS16kKlGrVshJLSinrZ87N3Zpc6lykOPnrqZHuA/t/N2RIWP7mTzO5eso0Bn560weSoXMXrD2aefLhmk3NMt91EeZ3kSZ3kyojxvlRjNeGmW9BbzRbEVnsBXCx9JL0Kjk3P25LW5w5d8HE9cxsKVMb5DqeaeK4nIjWdpKTBaBhIvF+HqomLHyGGATrI9cChi+3tGbLJzL17EnpRBvNyWz1iYC8Pzozjw/uouLrWs6iRlaJny+m1t7hrLwwf6uNueKSMzQ8vDX+3l6ZLR9IMD1iiAIbD+Txy/Hsmnr586vx7Po087PPo3EP2/twrSbO7vYShutVix17tyZ1NRUOnToQHFxMfPnz2fy5MlXJZZWrlzJpEmTWLRoEbGxsXz00UesWrWK06dPExJSM6ajOlqtFj8/P9LT00Ullq41W04X8P6Wc8y9sysDO/i52pwrpkBnZOvpAu7qG4rmOlhjrKlUZek5m1LYdqaArx/qQ5dg1y9EeSV8uesiFSYLz42MdHmA55Xy3pZzpBfrmTehuyjfJ4Bpq06QlFXGmin9CfRy7RpdV0qZ3oynRoFcpO9Ra+BfvyZz6KKW7ybF2GNjXU1VGE1JSQm+vvUsJSaIkPj4eGHSpEmCh4eHIJfLhaioKEGhUAgnTpy44msuWLBAiIiIENRqtRAbGyvs27ev0eemp6cLgLRJm7RJm7RJm7SJcEtPT6+3nhedZykpKYlevXoBUF5ezvLly5kzZw5ZWVlER0fz5JNP8sgjjzTKI3StsFqtZGVl4e3tfU1bv1WK93/dY9XcSOncMkjp3HJIad0ySOncMjRnOguCQFlZGeHh4fY46NoQnViSy+UMGjSIKVOmcP/99+PtbRu+npKSwtKlS/niiy/Q6XROo9XEilhjocSGlM4tg5TOLYeU1i2DlM4tw/WQzqLrQI+Pj6dnz5688MILhIWFMWnSJDZv3szOnTuJj4+nuLiYjh07utpMCQkJCQkJiVaC6GbwHj58OMOHD2fBggW89dZbLF26lG+//RaZTEb//v35+eefufPOOxt9vR07dvDBBx9w+PBhsrOzWbdundMUAo2hObvhHP9KNA9SOrcMUjq3HFJatwxSOrcMzZnOrbYbLjs7m2+++YZly5aRnJzM4MGDGTduHMXFxaxcuZKcnBz+9re/sWHDhkZdb9OmTezevZsBAwYwYcKEKxJLGRkZtG/f/gruRkJCQkKiudG064m5OAtLebGrTbli1CHRmEpyEAz1z2EkcWWkp6fTrl27Oj8XnWepffv2BAYG8sgjj/DEE0/QvbttTajy8nI6d+7M7Nmz2bhxY6OvN3bsWMaOHXtVNlXFTf0vB/kl55Xz7uZzPHNjBwZE+LranCvGYLZy8EIJAyN8XT5Z2tWQkl/OjpQiHolte03W0XMFKw9ncaGokhdHdxTttAE5pQaytXr6tRdvnlh/PJc/TuXzwfhuzTaZY3NyOlfHvV8fRSGDo7OHu9qcK2L/+RKmrkikQ4A7vzw50NXmXBFJWWXEpxTxjxsiUF7D9f+ulqrg8ap6vC5E9+avWrWKO++8E6XSZvqOHTtYsmQJa9asQS6Xc++99/LEE080qw3VlzspK7Ot8+Tj4/M/K5aeWnCA/DIDL68/w4FXR7vanCvm1XWJLN9/kQdiI5g7oberzbliHvlwD+VGC2aU/HNMV1ebc0W8/cdOAEb1astNXYNdbM2V0ecdW8Ntw7Rh9Gnn51pjrpDXf7U9hx8TCphxi/gmpExIsK1JZhEav2bo9cbmM2kAXCiqFO09PPiO7T3qFOrHxIHXX09MQw0y0TU5J0yYQF5eHu+88w5dunRhxIgRHDt2jBdffJHNmzfz7LPP4uHh0fCFroK5c+fi6+tr36QuOMi/tJ7QtVxXyBUs338RgB8OXHSxJVdH1TpUOx0WQRUTjtEB+SJ/pwD2nCt0tQlXTfXla8SC0iEO5WrXynQV+hZeHqk5OXJp2RmxITrP0tixY9m6dSu+vrY1x+RyOceOHePYsWPMmTOnyQvpXgmzZ89m5syZ9v0qN56ExPWGuRGLuV6P6E2X7baKtIJzxGAS53NwxCKu8FY7KsVlj0GZ3uS0Hp1YEFlocb209LqY1wrRiSWVSsXq1av517/+RXR0NC+//DIhISEtGtOg0WjQaJpnQVIJiWuJSaRiqdxotv9vEqlYcqzgLFZxPgdHxFphmyyX7a4wWvBr3o6HZqE1LdEi1vdIdGKpapTbww8/zJo1a+jUqZOLLZKQuH6RIc5CtsJw2TNsMDWfl7g5MTi0oOXXUUBrU3Cs2MSq9yod3h+9SN8lx9fHYLagUYpr8IlTo02cWUF8YqmKUaNGcezYsasWSzqdjpSUFPt+WloaCQkJBAQEEBERcbVmSki4FLE2SB09S5VGcVZwFQ52i9Uz4Cj4BMTpEXB8f/Qi7Q517DmpMIhPLFWINA87IlqxtHjxYiZNmmRfK06lUjl93tiJKQ8dOsRNN91k36+KRZo0aRLLli27ZvZKSLQUjt4AsQ65r3AUSyL1Bjjeg1hjx8oNl+9BrILPsaIW67tkdHh/9Gbx3YOjR89sEafoFq1Y2rt3L7t372bTpk01PmtKgPfIkSNF24cqIVEbjt4AcVZvzhWcWL0BjvdgEGlQq+M9GEUq+CpNlwWfWLt0xe4dc87P4nwGops6oIpnn32Whx9+mOzsbKxWq9PWnCPhJCSudxwLVpE6Ayg3iN8b0BoqiNYg+CpbgWfJ6R5E2KXVGjzFohVLhYWFzJgxg5CQEFebIlENyVPnWipagcvbsXAVr9BwvAdxCg3H2DGxTn/QGryUTkHqIuyGE7vYAxGLpQkTJrB9+3ZXmyFBzXlwxNoCrS7yxDqBXaVjJS3CghWqxZmItHB1tLtCpIKv0smzJNJ7MLUuz5JehPmhNcSNiTZmqUuXLsyePZtdu3bRu3fvGgHe06dPd5Fl/3tUr5ANJqso11WrLvIMZgseavFlkdbQ/eNUOYi0km4Ngs8xwFusjaDK1pAfxO5ZMok/L4ivJrjE4sWL8fLyIj4+nvj4eKfPZDKZJJZakOrDQvVmC76o6vj29UuN+zBZEeFkv1fU7VCqNzF7bSIx7XyZckNHl88L1BoK19ZWSYtVLLWGxoOz8Bbfc2gNcWOiFUtpaWmuNkHiEtUrM9FWbtUysVgzdVMLJqPZykNf7ScxU8vG49lEBnpya8/Q5jSxQa5kIsFsbSU/HEgnwEPFI0MiUbhY8DnGLDn+LybKW8HkoFfyLs3ffIYLRRU8NTKabqGuX7i28gpi+JIytXy1M5WpwzvSq61vc5nWKK6kGy4pU8v0H47St70f8+6Ncfk0KKKLWRo+fDgffvghZ8+edbUpLUZeqZ7IWRuZtOQAu85efwujllerCHSGhiuGvDI9w9//k79/e4hsbWVzmdYkKqvdR2MKJUEQ2H46j7SC8uYyq8k4FkZGs7XBtdW+3XuexEytfX/xLtc3RJoq+E5mlXLHgt18su0sb/5yku/2nm9G6xpHudM9NM4bYLUKZJZUXjfL1DiKvMbk6yoMZst1M9CjqSOxPtl2lk/+TGF9QhZ3frrb5Qs5C4LgFPPWmHtYefAi4xbsYn1CFk98c9Dl8WbODYeGbckqqeSxpQdJLShn7dHM62IhatGJpalTp7J371769+9P9+7defnll9m9e/d1kzGvNWaLldh3tgEQn5zPw1/vd4ojuB6obk9ppane7xvNVmLf3kZ6USWbT+by4k/Hm9O8RlPdvd0YD9kT3xxi8rKD3PThX9z56a7mMq1JVC+M6us+Sc3X8cEfZwB4blRnlHIZB9KKOJ5R0pwmNkhTxJLFKvDi6mMU6C5Xaot2pLo8QN/xHhqTZwVB4N+/nmTYu3/S+dVNHL5Q1JzmNQrHd6mhfF3Fv385SdfXfidq9m/sT3V9JecUaN9Ani4qN/LljlT7vtFs5T+/nmw22xqD3mTFsXpr6F3SGcy89/sZ+35uqYFfjmU3l3mNwvEZGM3WBvPmo0sOOOXnL+LPNZttjUV0YunRRx9lzZo1FBQUMG/ePEpKSpg4cSKhoaE8/vjj/Pzzz1RWNt1TsXDhQiIjI3FzcyMuLo4DBw40g/VNZ9baxBrHfjhw0QWW1I3O4FwAlerrL1Tf+e2U0/6ulALO5JRdc7uaSvWukoZa0r8lZvPn6Tz7/vEMLTlafbPY1hSqe8jqEhtWq8DN8+IxmK0M6xTIc6M6c2dMOADLdp9vbjPrpcKp66R+L8vC7SmcyCrFS6Mk/sWR+HuoyNbq2Z3iWi+sY8Vc1kCeAPgtMYdle87b919dl9SgV7C5cfQalxnMDdrze1I2S3Zf9kz+d2tys9nWWBzf//qEhiAIvPXrSXQGMwq5jLfv6gXA9tN5Lu1Gre65L9PXb8unf6ZQVG4EYPrNtuXAluxKc6lDQdcEr/3203mk5OkAmH9vDAA7zxaQnOvaOkJ0YqkKjUbDbbfdxqJFi8jKymLDhg2EhYXx+uuvExgYyLhx49i9e3ejrrVy5UpmzpzJG2+8wZEjR4iJiWHMmDHk5eU1fHIzsj+1kDVHMgB44ZYuPBRnW6tu53XWFVdRw7NUd2ZefTjDXiFMHNCO23rbYmOW7nZ91091caSrp1DSGcw8vfwIABqlnPYB7gCsPpzefAY2kuqt5+oVtSAIrDmcQcdXfrMfe/bmzsjlMh4a3AGAP07k2AtcV9CYeVmsVoFP/zzL/C22CvmpkdF0CPTktt5hAHzt4u5Exwq2VG+ut7LKKK5g1lqbh3VElzYAnM4p42h6SbPa2BCOaS8INsFUF2dyynjy+yNOx/alFnHWhZWc3mTB5DDXWF0NoHP5OqJm/8bao5kAfPd4LA8MiqCtnztlBjO/Jea0iL21Uf39r6sxWm4w88CX++xemM8f6s/jN0ShVso5mV3KwfPFzW5rXVQXeHV5+LSVJt785QQAjw2NZEL/dtzSwzaX4sqDri1bRSuWqhMXF8fbb79NYmIiiYmJjBo1iuzsxrke58+fz9SpU5k8eTI9evTgiy++wMPDgyVLljSz1XWTW6rnqeVHEAS4pUcIz47qzMSB7QHYm1p4XXXFVS+AasvMZouVmasS+OdPxwAI8tLwzoTeTB4WBcC6o5kujw2ofh9lhtoLJb3JwqNf77fvb//nSKbf3BmAz/865/Iu4erpr73UfSIIAp/9lULU7N944dJzAAjwVDO4YyAA/dr70TXEm3Kjhds+3onRbEVbcfl6giCgrTShrTRRabRgMFuaJR7CcYmKcqO5htv+ZFYpYz/eyYebbUKpb3s/nhwRDcD9g2yNivjkfFYevFjr8yjUGcjR6jE24wgvR2FhsQpOMUyOVBotPPX9Ecr0ZrqFerPokQGM62MTfBuPt0z3SaHOwE+H0tl8IsfJe1S9kqurK85otnLXZ5cbp6f/8zd7JbfqkOsquZIKZ3sdveCCILA+IZPIWRsZNe/yiOpHh3RgaKcg5HIZD8Taytxv9553mZevumdJW+0ZWKwCN76/nZ5v/MHeS92ePcN9GNs7DD8PNfcMaAfAf7e4zstXveFZ3bNkMFu494u9xMzZzIXCCtRKOU+NtOXn+y7Ve+sTsly6xqJoR8NVx2Qy2edaio6OZsaMGY06z2g0cvjwYWbPnm0/JpfLGT16NHv37q31HIPBgMFwuWIvLS29Cstrx12tYGh0ICl5Oj66ry8AMe18aR/gTnpRJdN/OMrXjw265r/bGE5kaQnwVBPma/OmVBdujl1RO8/m88jXNbs01z09FJVCzsAO/sS09+NYegnjFuzkzxdG4qlxzWtZqq/fs3TkYjGz1yRy5lJLWSaDJZMGEe7nzm29w3hzwwnKjRY+jz/H0yM7tZjd1anu2csrNTD120NsOZnrdNxdpeDZUZ34+/CO9mNyuYw37ujBg4v3k1Oqp8trNddebIibuwWz+NGBVzX9gGOFIAiQmKnl0Pki3v/9TI01yuQym7u+avRb73a+TBzQjp8OZ/DymkReXnO5K3tAB38OX6jZwlYpZIzqFsKIrm0YGh1Ih0DPK7a9itqEhle1d3tPSgEPLrYJb38PFV8+MhA3lYK7B7Tj1+PZrDhwgSnDowj3c3c6z2IV2HAsk8SMUm7sEsTwzm3ILK6kqMJImd5EWkE5N3cL5pdj2bz3++km2X3PgHZ8ONHW/VFc4exd1FaaaO+wn15UwfD3nScHfmt8L9s99G/HlpO5/HgwnadHdsLfs/nn4dhzroAwX3eigmzPr6TS2f4dyflEztpY5/lPj4zmpb91s+/fNyiCz/86x/EMrd0T6++hYnjnNqgUctRKGeUGC4mZWp4f3ZkxPUMp1ZvwcVNd0VxzepOFcoOZAE+1ffRXcbmzOLKJBoGNibULaT8PFWueGmrff+amTqw+lMHe1EKGzt3GI0MiiY0KINTXDYPJwnf7LpB0aYCHxSrw9MhODO0USGKGFrVSToiPW433ry60lSb6/2cL/h5qNk6/gRAfN6BmQ3TtkUzG9g7lyx2prD6cgUYpd4qtXD4lzn7uiK5tCPBUo1LISC+utD/blkYmuLoZ3ERWrVrF+PHjUattGe/TTz/lgw8+ICMjA39/f6ZPn86//vWvRl8vKyuLtm3bsmfPHoYMGWI//tJLLxEfH8/+/ftrnPPmm28yZ86cGse1Wi0+PtdumKkgCJTqzfi6X56z6Lt9F3j95yQAvDXKet3iAHFRAdwRE06ApxqNUs6wTkFXlInzyvR8s+c8C7dfDrS7u387DGYLvzax9XvglVEEX8oIAIcvFHPPF3uo/iZWdW2lF9li0AI81QR7a8gqqWR0jxDSiyq4sXMb2gW4MygyAI1SwdGLxXQJ8cZNpSDYW4MA5JTqMVusdAj0RBAE9qUWseFYFpkllYzqFsykoZGAzSvkWLEo5LJ6AxG/njSQUd0vL7dz9+d77BXx7LHdMFmsHMvQ0i/Cj4uFFfx4yY08oV9b2nhrGNk1mPUJmWSWVBLu686NXdowpmcISkXjHL5mi5Vle85zNL2ESZcKQIDnfjzK+oSsOs/z1ij55IF+jOzaps7huNNWHGnyc63OHTHhDOzgT0J6CeuOZuLtpqRMb2Z45yB2ni1ArZBjtFjxVCtoH+DBw4M78PClbsBh7/5JZknDsYefPdTf3u3miLbSxNiPdpB1jWLI1Eo5707ozciuwfi6q5Bhi6vyUCk4nqnl37+coHuYDw/ERtiHad/12W6OXiyxX2Nsr1A+fbA/FUYzG49ns3T3ebvwBlj1jyH2ZygIAv+3cDfHM7SOZtSoVFqaDoEePDK4AwfSithcTXyDbZDAjFu6ALaKd9yCXZzKLmV09xAWTxrYLDZZrAJ/ncnj3U2nOXsp1uXOmHDG9Qnj798dbtQ15DLYN9u5XKrip0PpvLj66gahxLT3I8BDxfYz+bTzd2figPZkayvJKdVz5EIxk4dF8fE25xHefdv70TPcB7lMxnf7LjT4G+0D3Pn9uRtrbWy+ueGEUzzc1VBV76gUMrqEeHMiy+YsCPVxI6f0cn6zNWL60rudL1O/OURqI0YM92rrw6cP9CeymiA6X1BORIBHs8z/Vlpaiq+vb4P1t+jEkkKhIDs7m+DgYJYuXcrTTz/NSy+9RFxcHEePHmXu3Ll89NFHTJkypVHXuxKxVJtnqX379tdcLNWGIAjcu2hvs/Y/V1VqVbTx1lx1F9nr43owtlcooT5utb7wS3enMecX1446aSzDOgXy1aMDa8zuXVsr+0oY3T2Y1Pxyp8JleOcgSitN9G7ny8WiSnYk59c4z89DxZgeoaysp9vjh6mDGRId2Cg7Dp0vIrOkEp3BzLm8cnvg7lePDiTER8Nn28+RkF7iVEBea2prEHi7KXn5b914KC6i3rlXBEFgV0oBu84WsOjSCKdbeoTgpVEysmsb2nhreOr7I1gFocGg2abwz1u7MCgygEeXHKghbOoSO2ueGsKADgFOx5IytYxbcO1GWA7s4M+hS2I+uo0nN3QKYn9aEWV6Mw/EtmfK8I7MXpvIuktxO03lm8dj7fFWVexIzufRJTbP8iu3dWN8v7b4uqvQVpgo0Bl57/fTnC8s5+G4DtzUrQ3+HmpOZpey9WQuAyMDCPdzI9TXHb3JQsLFEhLSS1h5MJ0AT3WT3ruBHfw5X1hOge6yp+n/+obz5Ihouoc1XGbXJ5i6hng7id7mIiLAg2xtpVMMFsCkIR14IC6i3vmgjGYr3+w5z5LdaWRfB4NQqjPlhiieHdXZyTHQUrRasSSTyfjhhx+47777GDx4MPfccw8vvvii/fPPP/+cr776iiNHjtRzlcsYjUY8PDxYvXo148ePtx+fNGkSJSUlrF+/vsFrNDaxrxWCIPBbYg7zt5whzNedXQ6jfsJ83egX4YfZItTa8rsWDOsUyO6UmkOCH4htzw8H0vFUKxjZLZjpN3em0mShYxtPfNwazgRF5UZmrTlOSYWJA+dtw6Z93VV0DvayF/ItQVVXZ3VWPzmEgZEBtZxxmaRMLfd/uY9ALzUXCitq/U6XEC+Sc3X2/SAvDUOiA/nlWN3eoCvBsaX38f19+b++ba/p9WtDEAS+2pnKO7/V7PoJ9taQV4vo7hDoUWdarXlqKIfOFzEuJhzZpWs01vN2JVitAscySlh9OIPl+6/NqNP6vEHv3d2biQPa19liPnqxmLs+22Pfv713GPllBipMZj6+vx/RbbzQVpj4dPtZ2gd40C3UB6VCRnt/D4wWK14aZZMroI3Hs1m+/4LT3Daju4ew9VTN8kSjlHPg1dH1/sazPxy95u92bQzo4M9LY7ry1PIj6PRmuof7cOxSgPw3j8cysIM/MhnNtoRRelEFqw6lMyQ6EB83FReLKuyDQPpH+NE+wIPDF4rJKK4kMtCDIC8NKfk6SipMyGS27uYhHQP5+40dmbzsYI3rz5sYQ2xUAG4qBQq5jICr6NY0mq38cOAi/p5q+wjYKi4WVpBaoKNXW1/83FV8uj2FzSdyUSpkhPi40dbPHaPFyqHzRQR5aezvyZQbovBQK3hieMdL8yQdILf0cn5XKWQ8GBvBd/su8PzoLnQI9CCmnV8NL1JL06rFklwuJzw8nMLCQn766Sduv/12++fnzp2jX79+TYojiouLIzY2lgULFgBgtVqJiIhg2rRpzJo1q8HztVotfn5+pKent4hYaiqCIFBpsqJSyMjXGTmdo+NEto704kp+P1VA12BPHhwUzjf7Mhgc5U+Ij4bcUgMmi5XObTzp194HN5WCdn5utc6KnFtm4GS2jhs7BZBXZiDER4O8mWZbFQQBmUyG3mRBo5Qjk8mwCgIXCivxcVOiN1spuhTUma3VY7EKKBVyticXcmOnAOQyCPd1o1uoF3IZfL0nnQXxzi7ujU8N5ExuOUOi/K46fqrK3ro+Ay7HJlSYeGXDGQxmK4cuams959HYtgR7q8krM5KvMzLj5ij8PVQ8/v1xErOcW7cb/jGAAxe0jOsVjIe65dfqs1gFLFYBlULW4Oy7FqvAf/9M49sDmchlNpE846ZIxse4diZxR6q6xS1Wgf3nSygoNxEX6YfJYqVbiBc5pQbGfuZcyXlrFHx2Xy/WHsuhe4gXAZ4qAjxUdA72dEkruikIgsDXezNo66vhhugAjqRrGRYdgMlixe1S3msMFqvAUz8mse98SZ3f8VQr7AHwPm7KGvGD1bmpSyDbkwsZ1tGfYG81L9wchc91np5NRRAEjBaBCqMtjqmdf+Pihq4Xquy3WAXO5OpQKeT0CvemwmhxSXlUF1U9QyUlJfj61jPTuSAyZDKZMH/+fOH+++8XFAqFIJfLhZtuuklYvny5oNfrhaSkJMHHx6dJ1/zxxx8FjUYjLFu2TDh58qTw97//XfDz8xNycnIadX56eroASJu0SZu0SZu0SZsIt/T09Pq1hyCIy7Mklzu74B977DGMRiPr1q1Do9HQt29fsrKyOH26aSNAqgLFc3Jy6Nu3L5988glxcXGNOtdqtZKVlYW3t/c1Xb+mSvFerx6r1oKUzi2DlM4th5TWLYOUzi1Dc6azIAiUlZURHh5eQ184IjqxlJSURK9evWocLysrY8WKFbz44ouUl5djsYhz0UdHWjoW6n8VKZ1bBimdWw4prVsGKZ1bhushnUU3KWWfPn0YPHgwX331FTqdLUg2LS2NDz/8kHfeeYeKigpuueWWRl9vx44d3HHHHYSHhyOTyfj555+byXIJCQkJCQkJMSI6sRQfH0+PHj2YOXMmQUFBhIWF0blzZ7799lueeOIJ0tLS+P333xt9vfLycmJiYli4cGEzWi0hISEhISEhVkQ3g7dGo0GtVqNUKjEYDFgsFiwWC0qlEo1GY5/Fu7GMHTuWsWPHXpVNzRWzZDAYmDVrFgaDoVlmCZewIaVzyyClc8shpXXLIKVzy9Cc6dzYmCVRjobr27evsGDBAqGoqEgQBEE4e/as8Morrwjt27cXVCqVcMcdd1zRtQFh3bp1DX5Pr9cLWq3Wvp08edLlkfzSJm3SJm3SJm3X6xZ4+0yhw8u/Cqrgji63pbat1Y2GO3LkCP37969xvLy8nOXLlzN79mxKSkquKMBbJpOxbt06p8kpa6Ou5U6kERESEhISEhI16fPOTgD+1j2I9+/q7mJrLtPYeZZE1w3nKJT0ej3ffPMNq1atYs+ePchkMm644YYmBXhfCbNnz2bmzJn2/arE9vHxkcRSK0CoZyJJCQkJCYkrR6ZQXpf1ZENlvugCvMG2nttjjz2Gl5cXTz75JH/++ScGgwG9Xs/WrVsbNev21aDRaOzCSBJINgRB4ExOWb0Lz4qB7afz6PvvLfyelONqU64akTmNa/DJtrM8+8NRzBbXLRx7tczfksz4hbupMF67tedamnKDmdR8XcNflGhWUvN1VBrFPyWOVaTlkujE0tixY+nQoQPff/89ffr0YdeuXQiCgNVqtW+tYY4lsbFoRypjPtrBv3854WpTrorJyw6irTTx5PeNW638emXh9hT6/nsLZ3Kaf4HP5mL+lmR+OZbFttN5rjblivlk21kS0ktYczjD1aZcMfd8sZeb58WTmFH7EjxioEBnwGAWb71w+EIRN8+L5+7P9zT85esQx4Zbcy2F1dyITiypVCpWr16Nh4cHP/30E8OGDbuq6+l0OhISEkhISABsczYlJCRw8eK1WUTzf4V3N9lmTP9m74UGvinREnzwxxm0lSZe+znR1aZcEY7eJDF7ZapoaK2z65lT2bbRR78mNv9iuM3BxcIK4t7ZxuSlNRenFQurD2cCcDJbnCPuHBeSFqtYEl3M0oYNGwC45557+Ouvv4iOjr6q6x06dIibbrrJvl8VizRp0iSWLVt2VdeWkHA1Yu0W1RkuiwuxFq6OrWmjWbxdiVUoRPoc/jydi8UqsOdcoatNuWLE3qVeqje52oSrRnRiqYpPP/2UiRMnsnPnTnr37l1jfqXp06c36jojR44U/YsoIdHaKHPwxBhM4hQaFa0hvsRBbItUd2N2vAergFwuPtEn1kZPFTqH/CxWT7FoxdIPP/zA5s2bcXNz46+//nKKZJfJZI0WSxISrRmxjupz9CyVi7RwdbwHs1Wcgs8x7QXEWWE7eibL9GZ8PZo2cfH1gKNWEuNoXcfGT7lBnI0I0YqlV199lTlz5jBr1qz6Z92UkPgfRlxF6mWcxJJB/GJJJ9KYJcd7MJnFKZYc42XKjWIVS5fTvtJkwUMtrqrbSSyJtPEjWpVhNBq57777JKEkIVENx1E/ImuA2nEUFzqRtkQd76FMpILPUahWmsT5HFrDPRidBjyI7x7KHGKWxNr4Ea3SmDRpEitXrnS1GRIS1x2Obm6ZSH1LjuKiUqQt0dbgWXKOHRNfJQ3Oz0Gs8xQ5vj9ivIcyp2518dkPIu6Gs1gsvP/++/zxxx/06dOnRoD3/PnzXWSZhFipPg+LGGMDwLnlJta5ZXR68ReuTmJJpK1pR+EtVq+MrhV4lhxHk4nxHpxjlsSZF0QrlhITE+nXrx8ASUlJTp+JsYITM9VHE5osVlQK8Tktq7f+TRYBtVJ871KZ08gT8RWs4FyginX0jFM3nEg9SzqDuCtpqD4SS5z3UCZ2z5KD2KswWkQ5KlG0Ymn79u2uNkHiEvpqQ7srjBZ83cUnlqqP0qg0WVAr67+PvDI9sW9vA2Dt00PpH+HfbPY1FscAStFWDk4B3uK8B8fnIFbPkmO8mF6kYsnxOYhRaEC1bjgRPofqDVGd0YyPm7gC7UVXo0VERDBt2jS2bNmC2SzOAqipFOoMPLHsII98vf+6XDahzOA84ZhYC9XqE6c15C62WAW7UAKY8Nme68LFrGtlXpmm3EOF0XzdrCVXdgWeJYtV4KdD6ew5V9BcZjUJnVP3z/WRrk3FuRtOnPmhXORxV8UVzmVrSbltXxAE0TQkRCeWvvvuOzQaDU8//TRBQUHcd999LF++nJKSEleb1iyczCplwFtb2XY6j51nC3jhp2OkF1W42iwnqrcaykQ6W2v1TFtUbqz3+//4rub6cT8ccP0yObomzmkiCALHM0r4z68nWZ+Q2ZymNRrH7p+SiobfJ22liRkrE+jxrz8Y9PZWDp4vak7zGkW5U8xSw/eQX2ag1xt/8OLq4zz41X6+3HGuOc1rFI7LtFQ0oVI7X1DOT4fSrwux7hwc3TjBl6PV8+q6RM4XlDeXWY1GEAR0DunYmKH3VqvA5KUHiJy1kU+2nW1O8+wkZWqJT86v9bPiCuey9MYPthM5ayNRs3+j1xt/sCkxu9bzKo2W66bxLTqxNGLECObNm8fZs2fZvXs3ffv2ZcGCBYSGhnLzzTfz0UcfkZqa2uTrLly4kMjISNzc3IiLi+PAgQPNYH3TqDCaeeCrfTWO/3drsgusqZvqreZCXf0iA+BYegmRszYSOWsj289cHwulVhd9+WWGOr9rtQocumCrkAd3DOC127sD8NXOVJcHVTtW0kaLtV5vl85gZsxHO7jz0918vSuN535M4Pek2guulsRRuObr6n4OVd+NmbOZdUdtQq+4wsS0FUdcXsg63oPeZMVUj8erwmjm8WUHnbpY5m467fKGUWnlZZFXvcKri+1n8hj54V+8uPo4D3y577rKD40Rb0cvFjN6fjzL919k5Id/kVuqb07zGqTCaMExLDSvtP78IAgCDy7ex/YzNuEyf0syy/fXvWan2WJFW2FCb7IQn5zf4NIkJRVGVh/OYMo3h+xleOSsjYxbsItJS2wC7fkfj9pnfxcEgaTM+hdh/rUWsbTlZC59/72Zbq//TmZJZb3ntwSiE0uO9OzZk9mzZ7Nv3z7S0tJ44IEH2LZtG7169aJXr15s3LixUddZuXIlM2fO5I033uDIkSPExMQwZswY8vJcV4mnF1Uw7N0/0V4qrNY9PZS5E3oDsPZIpssrAke0lc6Zq7Aej4wgCCzcnsL/LdxtPzZ56UEKGqgQW4Lq3Yl1iSWdwcxbG0/ZPR7LJsfyyJAOhPq4kVtq4PkfE5rb1Hqp7iGrLW0FQWDziRx6vfEHybk6p8+e/P6Iy9cyc4yVKakw1So0rFaB7/ddoNcbfwDgppLz9l298NYoyS018OEfZ1rM3tqo3vVQ1/QBaQXl/O2jnSReqlB+enIIgyL9EQT48WDLeCoFQWDvuUL2pBQ4DdhwrDiLyo0NLrtxPKOEZ1ccte8fy9Dy4Ff7G7VchyAIzbL0lGP8W0EDDbn0ogoe+fqAUx567eekes5ofqo3dnLqEW8Wq8Btn+xiX6qzZ/XjrWdrrTOSc8uIfWcbMZdEyaQlB+jz5mYiZ20k+pXfiJy1kSFztxE5ayMjPthOzJzN9P33Fv750zG2nsqt046fE7KIfWcbRrOVGz/YTt6lsrRjkGet3y+tVodsOZnL1G8P2ScUHfbun6TkldX5ey2BaAO8qxMWFsbUqVOZOnUqFRUV/PHHH2g0mkadO3/+fKZOncrkyZMB+OKLL9i4cSNLlixh1qxZzWl2nQT7aPByU1JcYeK7J2LpF+FPr7a+fLQ1mdxSA91e/51T//4b7mpFjXONZitWQUAukzUYoHwlaCtNuKnkaJS2367e4iysQ/jsOVfAg1/tr/WzVYfSeXpkpyu2qSnD/K1Wgfd+P82iHan8a1wPHr8hCoDSSudCaW9qIWN7h5KaX860H47goVKiM5idWjn/GNERN5UtHSYNjeS930+zKSmHyFkbmTG6C+fydWSWVHL4QjHB3hoejIugUGdkeOcghkQH4t0MQY7Vu63yywx0CPREEGyLif7ju8M1BNWssd24IyacYe/+CcCmpGz+r2/bRv9mcm4Zi3emsupQBv+9L4a7+rVr1HkWq0BJha0SDvZxsx8vKnd+h9YczuBEVilyGXholOxIzudElvMK7K/e1p2H4jqg05uZu+k0i3elcX9sBJ2CvWr97Ws9NUT165VUyxdlejP+nmrAloc2Hs9m7ZEMDl0oBkClkPHj3wczoEMAU4Z35OD5w3y9K43be4fTI9znmtlZnQKdgYFvbbXvv3Z7d6YM7wg45wmrYMvrQV41y1WzxcprPyfx48F0AAZF+vNAbAQzVx3j8IViol/5jS0zbqRziLfTeQazha0n83hmxRH7sUOvja71N64Eq1VwEht59QiNoxeLufvzPVgF6B/hx+vjenD353vYcjKXv87kMbJr8DWxqalUz6tZdXhZfkvM5unll9Pxpb915fFhUfT79xbyygx8t/cCU2/saP/8XL6OW/+7o87frRK42Vpbml0orN/LOf/eGNYeyWRXii3erkBnoMtrm+yfe2uUrJg6mKRMLSO7tkGpkLMvtZD7v9zHiaxSjGYraqWcpEwtz/14tMb1R8/fQfJbY5ulTmsMMkHkq8iazWa2b9/OxYsXiYyMZOTIkSgUNQVEXRiNRjw8PFi9ejXjx4+3H580aRIlJSWsX7++xjkGgwGD4XJhXlpaSvv27dFqtfj4XLtC7WxuGYFeGgIuFbAAi3em8tbGU42+hlwGPu4qewUa6uNmb5l0bONJan45o7uHcEdMGEq5nLQCHZUmCwaTlZFdg/HUKPB1V5Gcq2Ph9hR767edvztbZ47ATaXg273n+df6E06/O7hjAKO7h1BcYeS7vRecYh8AHh8WxfO3dOb3pBxeWn2cQE81O1++qc5p/LWVJtKLKnj46/2UVJi4vU8YRy8Uk6W9Ni7y50d35qOtTevbf/lv3XhyREd7BWmxCvSds/mKZmt+blRn4qIC8PVQ0SPMp8FKXBAEknN1bDiWydlcHS+P7UZ0G5somL020Sl2SqWQMSgyoM5V1+dO6M0DsREATFtxhF+PZzOwgz+rnxparw0Wq8CMlQlsOJZV6+f9Ivy4f1B7Xl6TiIdawbqnh2EVBA6kFSGXwaakHCebeob78Mpt3cksqeSl1cfr/W1HvN2ULHpkAEOjgwBbzFzvNzc3+nzH6/QM92F45zYEeqoZ1imIQC81ZquAWiFHIZchCLb0BNsUJQfPF/HEsoP29/uZm6J5cUw3AMYt2ElSZmmdv1ed75+I44bOtnsQBIH7Fu3jQLXYKz8PVa0xXN1CvbmlRwhTbujY4HIeVqvAw1/v5/CFYjqHeNVpY1SQJxarwEWHrsDfnx9Ot1Afu43f7r3AGxuc876bSs6h127BS6NkfUImz9Xiae0e5kOOtrKG982RfhF+9Ajz4daeodzQKQjFFQw1L6kw0vffW+z7N3QK4vspcfb9/DIDv5/IYcmuNNIuxScp5TL+mHEj0W28eHPDCZbtOQ/Any+MICrIk5xSPfllBsr0ZjafyGFnSgGhPm48OqQD7fw9SC+q4EJRBTd1DSYqyBOlXIZcLiNHq+eNDUn8cSKXMF83fvz7YDoEXva0CILAzFXHWHc0k20vjLDn56MXi7nrsz3274X6uDH37t48u+IoHmoF0W282JvqnLcn9G/L/Hv7ArDy4EVeXpMIwOvjenDPgHasO5LBt/sukJpvu+d/3toFuVzG+L5t2Z1SwOrDGXi7Kdl66nLvyh0x4cS08yVfZ+D5UV1wU8nrLKde/OkYPzkMRnpkcAdmje2Gp8a5fDeYLQyd+2etvRGDOwbw3RNxZBRXMua/OzBarM0ilkpLS/H19W2w/hadWHr22WcZM2YM48aNIyMjg1tuuYWzZ88SFBREQUEBPXr0YNOmTbRt27hWcVZWFm3btmXPnj0MGTLEfvyll14iPj6e/ftrekLefPNN5syZU+P4tRZLdbFwewofuLiL4Wr4561deOamTshkMgxmCze8t538MgNDowNZMXWw/XubErN5yqGl1FJ0DfHmTG7tLt9HBnfg7gHtiAz0wM9DXeNzq1VgU1IOz6w4QnQbT87lOweIdg/z4VR24yvQpvDpg/24tUcok5cdYHdK7cLIkVX/GEJsVIDTsbxSPUPe/ROLVXAqsKvz+LKD/Hm6+bupe4T5cLKO9BrSMZD/jO9Vq+coMUPL+M92u2S19i4hXjW6NutCrZTz+LAonrkpuoaXsaTCyKNLDnA8o/54j4bw0ihZ+/RQlu5O44cD6agVcqflM6qYO6E3O5Lz2ZSUU+e1ooI8mTq8I/cPas/9X+3jQFrNQPrEN291upefDqXzYhPEb2OIjQpgUKQ/FUYLS3efr/H5zpduon2AByl5OkbPj3f6rFuoN6dz6u7SWfTIAMb0DAVsgd6D526r87tXS78IP1Y/ORSFXMY/vjvEHycud235uCmZO6EPGcUVzN10utHX/PKRAdx6yX6wzXs3/L3tdXbfff5Qf8b2Drvym6gFQRCYvyWZBX+mMHtsN/5+Y8c6hdXHW8/WGoe7/5VRhFzyNudo9WRpK+nbzu+az8/UasVSaGgoW7dupVevXtx3330UFRXxww8/EBQURFFREZMmTcLNzY2ffvqpUde7ErHUUp6l+sgt1fPZ9hTMVoHl+21ehDE9Q+jb3p+Bkf74uqtIzS+nQGdAAFYfzuBYegmjuwdz8HyxU5xRqI8b7moFuaX6OuflUcplmC9VPLWJAIBgb429b7o6jw2NJNzPjftjI2rMr/F7UjZPfn9ZFLXzdyejuOGAPl93FdpKE0q5jI6XbKqtcnS0HeD2PmHMndAbN6XC7iZ2/M1fn72BC4UVdAnxIq2gnBAfN2La+zVoT1OoMJr58UA6fyXnsyM5nwBPdYOj75pKVfpUcWuPEB6/IYpBkQH1ttInLz3A9jP5PHFDFDd3C6ZzsBdtvDUcSCsiMVPL2iOZNQTMD1MHMyQ6EKPZyqC3t6IzmGt9Fu4qBTIZBHiq7el9z4B26PRmfj/hXEkP6ODP6ieH2J+dVbB5eBrbdVamNzF/S3KtlSnY3mOD2YrBbKVDgAdn83Q14u+aQl3P8M07evDmLyftIuXNO3rgrlZwR0x4gwuilhvM9LwUk+VI9Wd7pUzo35abuwUzqlsI7moFepOFP0/nOXXngK3iru4ddmRElza8d3cfQn3dav38eEYJb2w4wdGLJQB4qhXc2bctfh4qooI8Gd+3LUq5jM0nc3ny+5qjTFsCPw8Vv00fTrifu9PxDceymP5DzW6htn7uZJZUopDLGNYpiPSiCrt3qqlM6NeWtUfrH4naMciTC0UVTvkq2FvDtJs7kVdqYHy/cDoFe9d67oksLc/9mEBKnrOIH9jBn+VT4+whFa7AarUJq0+3pwC2emz+vX1reKGai1Yrltzd3Tl58iRRUVG0b9+eNWvWEBsba/88KSmJm266ifz82ocwVudKuuGq09jEFgtlehOeaiVlBjOCIODjpqqh5nck5zPnlxMYLVbSi2yV3lePDiQ+OY87Y9rSp50vKoWcjOIKQnzc7HE9dVG9VeXIlBuiePbmzrirFchloLw0O3hzxJwYzNYGbW1OTmWXkqPV883e8/x1xvkd7hfhx9ThHYkM9OTQhSJu6BREG28NFUYLt/53R43K87OH+rP2SCZPjuhI/wj/RrfIqoIrG0KlkLFi6mAG1HPtquJFEGyL+jbmeVUabZOBXkm3y7Wiyu70okrc1HIUMhkFOiN5ZXoUchlf7Ugl1Nedp0ZE0z7AHZlMhtUq8OfpPM7klpFXqmf9sSxm3tKFR4dENru9ZouVrBI9o/8b32Bw/u29w3hxTFci6wi2rcJgtnD353sY2yuMyEBPp7iiKrw0SpLmjLkq2+tDEASytXrWHc3kdE4Zvydlo1LIeXhwB8oNZraczLU30MJ93erslh/cMYDU/PIajbk5d/bkkcEdGswbepOFs7k6zuXr6BfhR5ive63dQXqTbeSam0qO2SpQYbBw4HwRK/ZfYPuZfEZ3D2bxpEEYzBb6/XtLrY3T5LfG8tDifRw8X+x0/MOJMUQFeWA0CxgtVkZ0aVOvzbVxOqeUlDwdwzu3Qa2Q1xrz+r9GqxVLMTExvPLKK9x333306NGDTz75hNGjR9s/37t3L+PGjaOwsOFuiCri4uKIjY1lwYIFAFitVvvkl40J8G5tYqmpCIJAmeHqZ2R97edEvt9n85KN7NqG9+/pQ7B37S1ViZr8fDQTo9mKRiXHS6NkVPeQK7qOIAi8vOY4qw7VPQFqc7juJZqPpEwtob5uVxU4bbUKCMDulAK2ncrlfGEFb97Zk6gGRFdLUz1gPchLzfx7+zIw0h+FXOYyL4rFKtRoAGRrKxky90/7/ryJMdw94PLgiMMXijibqyM2KoCOdXSJS1wdrVYsLVu2jNdff53vvvuO9PR05s6dy4IFC+jevTtnzpzhueeeIy4ujq+++qrR11y5ciWTJk1i0aJFxMbG8tFHH7Fq1SpOnz5NSEjDFY5Wq8XPz4/09PT/SbF0rTGYrWhcNOJBwoYgCCw/mIX8kjfo+4OZ3Ns/jM5tPBkS5SetvyghcQ1JzCojW6vn5q5BKEW2ZprYqQqjKSkpwdfXt+4vCiJk3rx5goeHh+Du7i6o1WpBLpfbt/HjxwtlZWVNvuaCBQuEiIgIQa1WC7GxscK+ffsafW56eroASJu0SZu0SZu0SZsIt/T09HrredF5lpKSkujVqxclJSVs3ryZtLQ0rFYrYWFhDBs2jM6dO7e4TVarlaysLLy9va9pi7tK8Uoeq+ZFSueWQUrnlkNK65ZBSueWoTnTWRAEysrKCA8PRy6vu0dDdJNS9unTh0GDBjFlyhTuv/9+vL1rj/5vSeRyOe3aNW4SvivBx8dHyogtgJTOLYOUzi2HlNYtg5TOLUNzpXO93W+XEF1gSHx8PD179uSFF14gLCyMxx57jJ07d7raLAkJCQkJCYlWiujE0vDhw1myZAnZ2dksWLCAtLQ0RowYQZcuXXjvvffIyal7QjUJCQkJCQkJiaYiOrFUhaenJ5MnTyY+Pp7k5GQmTpzIwoULiYiI4M4773S1edcEjUbDG2+80eg17iSuDCmdWwYpnVsOKa1bBimdW4brIZ1FF+BdF+Xl5SxfvpzZs2dTUlKCxVL7TNQSEhISEhISEk1BdAHe1dmxYwdLlixhzZo1yOVy7r33Xp544glXmyUhISEhISHRShClZykrK4tly5axbNkyUlJSGDp0KE888QT33nsvnp7X12yyEhISEhISEuJGdJ6lsWPHsnXrVoKCgnj00Ud5/PHH6dq1q6vNkpCQkJCQkGiliE4sqVQqVq9ezbhx41AopEUAJSQkJCQkJJoX0Y2G27BhA//3f//3PyGUFi5cSGRkJG5ubsTFxXHgwAFXm9SqmDt3LoMGDcLb25vg4GDGjx/PmTNnXG1Wq+fdd99FJpPx/PPPu9qUVkdmZiYPP/wwgYGBuLu707t3bw4dOuRqs1oVFouF119/naioKNzd3YmOjuY///kPIoxoue7YsWMHd9xxB+Hh4chkMn7++WenzwVB4F//+hdhYWG4u7szevRozp492yK2iU4s/a+wcuVKZs6cyRtvvMGRI0eIiYlhzJgx5OXludq0VkN8fDzPPPMM+/btY8uWLZhMJm699VbKy8tdbVqr5eDBgyxatIg+ffq42pRWR3FxMcOGDUOlUrFp0yZOnjzJvHnz8Pf3d7VprYr33nuPzz//nE8//ZRTp07x3nvv8f7777NgwQJXmyZ6ysvLiYmJYeHChbV+/v777/PJJ5/wxRdfsH//fjw9PRkzZgx6vb75jWvyirMSLUJsbKzwzDPP2PctFosQHh4uzJ0714VWtW7y8vIEQIiPj3e1Ka2SsrIyoXPnzsKWLVuEESNGCM8995yrTWpVvPzyy8INN9zgajNaPbfffrvw+OOPOx2bMGGC8NBDD7nIotYJIKxbt86+b7VahdDQUOGDDz6wHyspKRE0Go3www8/NLs9kmfpOsRoNHL48GFGjx5tPyaXyxk9ejR79+51oWWtG61WC0BAQICLLWmdPPPMM9x+++1O77XEtWPDhg0MHDiQiRMnEhwcTL9+/fjqq69cbVarY+jQoWzbto3k5GQAjh07xq5duxg7dqyLLWvdpKWlkZOT41R++Pr6EhcX1yL1ougCvP8XKCgowGKxEBIS4nQ8JCSE06dPu8iq1o3VauX5559n2LBh9OrVy9XmtDp+/PFHjhw5wsGDB11tSqslNTWVzz//nJkzZ/LKK69w8OBBpk+fjlqtZtKkSa42r9Uwa9YsSktL6datGwqFAovFwttvv81DDz3katNaNVVLmdVWL7bEMmeSWJKQwOb1SEpKYteuXa42pdWRnp7Oc889x5YtW3Bzc3O1Oa0Wq9XKwIEDeeeddwDo168fSUlJfPHFF5JYuoasWrWK5cuXs2LFCnr27ElCQgLPP/884eHhUjq3YqRuuOuQoKAgFAoFubm5Tsdzc3MJDQ11kVWtl2nTpvHrr7+yfft22rVr52pzWh2HDx8mLy+P/v37o1QqUSqVxMfH88knn6BUKqWlia4RYWFh9OjRw+lY9+7duXjxoossap28+OKLzJo1i/vvv5/evXvzyCOPMGPGDObOnetq01o1VXWfq+pFSSxdh6jVagYMGMC2bdvsx6xWK9u2bWPIkCEutKx1IQgC06ZNY926dfz5559ERUW52qRWyahRo0hMTCQhIcG+DRw4kIceeoiEhIT/iWlAWoJhw4bVmPoiOTmZDh06uMii1klFRQVyuXPVqVAosFqtLrLof4OoqChCQ0Od6sXS0lL279/fIvWi1A13nTJz5kwmTZrEwIEDiY2N5aOPPqK8vJzJkye72rRWwzPPPMOKFStYv3493t7e9n5vX19f3N3dXWxd68Hb27tGHJinpyeBgYFSfNg1ZMaMGQwdOpR33nmHe++9lwMHDvDll1/y5Zdfutq0VsUdd9zB22+/TUREBD179uTo0aPMnz+fxx9/3NWmiR6dTkdKSop9Py0tjYSEBAICAoiIiOD555/nrbfeonPnzkRFRfH6668THh7O+PHjm9+4Zh9vJ3HFLFiwQIiIiBDUarUQGxsr7Nu3z9UmtSqAWrelS5e62rRWjzR1QPPwyy+/CL169RI0Go3QrVs34csvv3S1Sa2O0tJS4bnnnhMiIiIENzc3oWPHjsKrr74qGAwGV5smerZv315rmTxp0iRBEGzTB7z++utCSEiIoNFohFGjRglnzpxpEdtEuZCuhISEhISEhERLIcUsSUhISEhISEjUgySWJCQkJCQkJCTqQRJLEhISEhISEhL1IIklCQkJCQkJCYl6kMSShISEhISEhEQ9SGJJQkJCQkJCQqIeJLEkISEhISEhIVEPkliSkJCQkJCQkKgHSSxJSEhcN/z111/IZDJKSkpcbYookNJLQqJlkMSShISEyxg5ciTPP/+8fX/o0KFkZ2fj6+vbIr8fHx9P+/btW+S3JCQkxIu0kK6EhMR1g1qtJjQ0tMV+b/369dxxxx0t9nsSEhLiRPIsSUhIuITHHnuM+Ph4Pv74Y2QyGTKZjGXLljl1Ky1btgw/Pz9+/fVXunbtioeHB/fccw8VFRV88803REZG4u/vz/Tp07FYLPZrGwwG/vnPf9K2bVs8PT2Ji4vjr7/+qmHDhg0buPPOOwFYvXo1vXv3xt3dncDAQEaPHk15ebn9u4sXL6Z79+64ubnRrVs3PvvsM6drZWRk8MADDxAQEICnpycDBw5k//799s8///xzoqOjUavVdO3ale+++87pfJlMxuLFi7nrrrvw8PCgc+fObNiwwek7v/32G126dMHd3Z2bbrqJ8+fPX0nSS0hINJUWWa5XQkJCoholJSXCkCFDhKlTpwrZ2dlCdna2sHXrVgEQiouLBUEQhKVLlwoqlUq45ZZbhCNHjgjx8fFCYGCgcOuttwr33nuvcOLECeGXX34R1Gq18OOPP9qvPWXKFGHo0KHCjh07hJSUFOGDDz4QNBqNkJycbP9OUlKS4O3tLRgMBiErK0tQKpXC/PnzhbS0NOH48ePCwoULhbKyMkEQBOH7778XwsLChDVr1gipqanCmjVrhICAAGHZsmWCIAhCWVmZ0LFjR2H48OHCzp07hbNnzworV64U9uzZIwiCIKxdu1ZQqVTCwoULhTNnzgjz5s0TFAqF8Oeff9rtAYR27doJK1asEM6ePStMnz5d8PLyEgoLCwVBEISLFy8KGo1GmDlzpnD69Gnh+++/F0JCQpzSS0JConmQxJKEhITLGDFihPDcc8/Z97dv315DLAFCSkqK/Tv/+Mc/BA8PD7uQEQRBGDNmjPCPf/xDEARBuHDhgqBQKITMzEyn3xo1apQwe/Zs+/7bb78t3HPPPYIgCMLhw4cFQDh//nytdkZHRwsrVqxwOvaf//xHGDJkiCAIgrBo0SLB29vbLmyqM3ToUGHq1KlOxyZOnCjcdttt9n1AeO211+z7Op1OAIRNmzYJgiAIs2fPFnr06OF0jZdfflkSSxISLYAUsyQhIXFd4+HhQXR0tH0/JCSEyMhIvLy8nI7l5eUBkJiYiMVioUuXLk7XMRgMBAYG2vfXr1/PtGnTAIiJiWHUqFH07t2bMWPGcOutt3LPPffg7+9PeXk5586d44knnmDq1Kn2881msz0QPSEhgX79+hEQEFDrPZw6dYq///3vTseGDRvGxx9/7HSsT58+9v89PT3x8fGx39epU6eIi4tz+v6QIUNq/T0JCYlriySWJCQkrmtUKpXTvkwmq/WY1WoFQKfToVAoOHz4MAqFwul7VQIrOzubo0ePcvvttwOgUCjYsmULe/bsYfPmzSxYsIBXX32V/fv34+HhAcBXX31VQ6xUXd/d3b3Z7rXqviQkJFyHFOAtISHhMtRqtVNg9rWgX79+WCwW8vLy6NSpk9NWNdLul19+YejQoU6eIJlMxrBhw5gzZw5Hjx5FrVazbt06QkJCCA8PJzU1tcb1oqKiAJtHKCEhgaKiolpt6t69O7t373Y6tnv3bnr06NHo++revTsHDhxwOrZv375Gny8hIXHlSJ4lCQkJlxEZGcn+/fs5f/48Xl5e18SL0qVLFx566CEeffRR5s2bR79+/cjPz2fbtm306dOH22+/3WkUHMD+/fvZtm0bt956K8HBwezfv5/8/Hy6d+8OwJw5c5g+fTq+vr787W9/w2AwcOjQIYqLi5k5cyYPPPAA77zzDuPHj2fu3LmEhYVx9OhRwsPDGTJkCC+++CL33nsv/fr1Y/To0fzyyy+sXbuWrVu3Nvq+nnzySebNm8eLL77IlClTOHz4MMuWLbvq9JKQkGgYybMkISHhMv75z3+iUCjo0aMHbdq04eLFi9fkukuXLuXRRx/lhRdeoGvXrowfP56DBw8SERFBeXk527ZtcxJLPj4+7Nixg9tuu40uXbrw2muvMW/ePMaOHQvAlClTWLx4MUuXLqV3796MGDGCZcuW2T1LarWazZs3ExwczG233Ubv3r1599137d1048eP5+OPP+bDDz+kZ8+eLFq0iKVLlzJy5MhG31NERARr1qzh559/JiYmhi+++IJ33nnnmqSXhIRE/cgEQRBcbYSEhIRES7F27Vpee+01Tp486WpTJCQkRILkWZKQkPifwsvLi/fee8/VZkhISIgIybMkISEhISEhIVEPkmdJQkJCQkJCQqIeJLEkISEhISEhIVEPkliSkJCQkJCQkKgHSSxJSEhISEhISNSDJJYkJCQkJCQkJOpBEksSEhISEhISEvUgiSUJCQkJCQkJiXqQxJKEhISEhISERD1IYklCQkJCQkJCoh7+H1pma0NmwHAsAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wfdb.plot_wfdb(wholeRecord,title=\"Example for all Channels\")\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 1\",figsize=(15,4))"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_data = data['SB'][0].p_signal[:,0]\n",
"\n",
"\n",
"from scipy.signal import butter, lfilter\n",
"\n",
"def butter_lowpass(cutoff, fs, order=5):\n",
" nyq = 0.5 * fs\n",
" normal_cutoff = cutoff / nyq\n",
" b, a = butter(order, normal_cutoff, btype='low', analog=False)\n",
" return b, a\n",
"\n",
"def butter_lowpass_filter(data, cutoff, fs, order=5):\n",
" b, a = butter_lowpass(cutoff, fs, order=order)\n",
" y = lfilter(b, a, data)\n",
" return y\n",
"\n",
"# Filter requirements.\n",
"\n",
"order = 1\n",
"fs = 500.0\n",
"cutoff = 25#25\n",
"\n",
"# Get the filter coefficients so we can check its frequency response.\n",
"b, a = butter_lowpass(cutoff, fs, order)\n",
"\n",
"# Apply filter to the signal\n",
"butter_filtered_sig = butter_lowpass_filter(test_data, cutoff, fs, order)\n",
"\n",
"# Plot the signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(test_data, 'b-', label='data')\n",
"plt.plot(butter_filtered_sig, 'g-', linewidth=2, label='filtered data')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with butter lowpass filter and without Filter')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(butter_filtered_sig,radius=3)\n",
"record = butter_filtered_sig\n",
"peak_points_y = [record[i] for i in hard] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Learning initial signal parameters...\n",
"Failed to find 8 beats during learning.\n",
"Initializing using default parameters\n",
"Running QRS detection...\n",
"QRS detection complete.\n",
"[ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n",
"indicies = wfdb.processing.xqrs_detect(butter_filtered_sig,500,0,5000)\n",
"print(indicies)\n",
"\n",
"# detected = [ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n",
"cut_signal = butter_filtered_sig[indicies[0]:indicies[2]]\n",
"\n",
"# plot the cut signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(cut_signal)\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal based on R to get one QRS complex')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-0.027759944001706754, -0.042024054853653535]\n"
]
}
],
"source": [
"plt.figure(figsize=(10, 5))\n",
"plt.plot(butter_filtered_sig)\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal with Minimas Q, S detection')\n",
"plt.grid(True)\n",
"\n",
"for peak in indicies:\n",
" start_idx = 20\n",
" end_idx = 25\n",
" signal_section = butter_filtered_sig[peak-start_idx:peak+end_idx]\n",
" minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n",
" \n",
" # map the minimas to the original signal\n",
" minimas = minimas[0] + peak - start_idx\n",
" minimas_y = [butter_filtered_sig[i] for i in minimas]\n",
" # if minimas more than 2 take those with biggest difference in y\n",
" if len(minimas) > 2:\n",
" minimas_y = [butter_filtered_sig[i] for i in minimas]\n",
" minimas_y = sorted(minimas_y)\n",
" minimas_y = minimas_y[:2]\n",
" minimas = [minimas[i] for i in range(0,2)]\n",
"\n",
" # plot the minimas\n",
" plt.plot(minimas, minimas_y, 'ro')\n",
"\n",
"plt.legend(['Signal', 'Minimas'])\n",
"plt.show()\n",
"\n",
"#print y values of minimas\n",
"print(minimas_y)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# find peaks in the cut signal\n",
"hard = wfdb.processing.find_local_peaks(cut_signal,radius=3)\n",
"#peak_points_y = [cut_signal[i] for i in hard]\n",
"\n",
"tolerance = 1\n",
"# get standard deviation of the hard peaks\n",
"std = cut_signal[hard].std() * tolerance\n",
"# filter peaks with std\n",
"hard = [i for i in hard if cut_signal[i] > std]\n",
"# get the y values of the peaks\n",
"peak_points_y = [cut_signal[i] for i in hard]\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(cut_signal)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cuted Signal with Peaks (STD)')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(5000, 2)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from statsmodels.nonparametric.smoothers_lowess import lowess\n",
"\n",
"org_signal = butter_filtered_sig \n",
"#org_signal = test_data\n",
"x = org_signal\n",
"y = np.arange(len(org_signal))\n",
"\n",
"# Apply lowess function\n",
"frac = 0.003#0.01\n",
"lowess_filtered_sig = lowess(x, y, is_sorted=True, frac=frac, it=1)\n",
"print(lowess_filtered_sig.shape)\n",
"# Plot the signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(org_signal, 'b-', linewidth=2, label='filtered data')\n",
"plt.plot(lowess_filtered_sig[:, 0], lowess_filtered_sig[:, 1], 'g-', linewidth=2, label='loess data')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without LOESS Filter')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import cv2 as cv\n",
"\n",
"\n",
"org_signal = lowess_filtered_sig[:, 1]\n",
"#org_signal = test_data\n",
"\n",
"# Reshape the signal to a 2D array for OpenCV (camera image processing library)\n",
"org_signal_2d = np.reshape(org_signal, (-1, 1))\n",
"\n",
"# Scale the signal to the range [0, 255] (normal pixel range for images)\n",
"org_signal_2d_scaled = np.uint8((org_signal_2d - np.min(org_signal_2d)) / (np.max(org_signal_2d) - np.min(org_signal_2d)) * 255)\n",
"\n",
"# Apply Non-Local Means denoising\n",
"\n",
"filter_strength = 50\n",
"template_window_size = 7\n",
"search_window_size = 21\n",
"\n",
"nlm_filtered_sig_2d = cv.fastNlMeansDenoising(org_signal_2d_scaled, None, filter_strength, template_window_size, search_window_size)\n",
"\n",
"# Rescale the denoised signal back to the original range\n",
"nlm_filtered_sig = np.reshape(nlm_filtered_sig_2d, -1) * (np.max(org_signal) - np.min(org_signal)) / 255 + np.min(org_signal)\n",
"\n",
"\n",
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(org_signal, label='Original signal')\n",
"plt.plot(nlm_filtered_sig, label='Denoised signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Non-Local Means Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(test_data, label='Original signal')\n",
"plt.plot(nlm_filtered_sig, label='Denoised signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Non-Local Means Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(nlm_filtered_sig,radius=50)\n",
"record = nlm_filtered_sig\n",
"peak_points_y = [record[i] for i in hard] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard, soft = wfdb.processing.find_peaks(nlm_filtered_sig)\n",
"record = nlm_filtered_sig\n",
"peak_points_y = [record[i] for i in hard] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}