DSA_SS24/notebooks/features_bib_neurokit2.ipynb

799 lines
1.2 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": 2,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import wfdb.processing\n",
"import sys\n",
"import json\n",
"import scipy\n",
"import numpy as np\n",
"import neurokit2 as nk\n",
"import math\n",
"\n",
"\n",
"sys.path.append('../scripts')\n",
"import data_helper\n",
"\n",
"# possible liberays to use:\n",
"# https://neuropsychology.github.io/NeuroKit/examples/ecg_delineate/ecg_delineate.html\n",
"# https://biosppy.readthedocs.io/en/stable/\n",
"# https://python-heart-rate-analysis-toolkit.readthedocs.io/en/latest/\n",
"# https://pywavelets.readthedocs.io/en/latest/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading SB\n",
"Reading AFIB\n",
"Reading GSVT\n",
"Reading SR\n",
"Number of patients per category:\n",
"SB: 16559\n",
"AFIB: 9839\n",
"GSVT: 948\n",
"SR: 9720\n"
]
}
],
"source": [
"data_org = data_helper.load_data(only_demographic=False)\n",
"\n",
"print(\"Number of patients per category:\")\n",
"for cat_name in data_org.keys():\n",
" print(f\"{cat_name}: {len(data_org[cat_name])}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the parameters needed to filter the data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"with open('../filter_params.json', 'r') as f:\n",
" filter_params = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"example_data = data_org['SB'][0]\n",
"sig_channel= 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Filter the data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"filtered_data = data_helper.filter_data(example_data, filter_params)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#data = filtered_data.p_signal[:,sig_channel]\n",
"ecg_signal = data_org['SB'][0].p_signal[:,sig_channel]\n",
"ecg_signal = filtered_data.p_signal[:,sig_channel]\n",
"\n",
"sampling_rate = 500 # Sampling rate of your ECG data\n",
"\n",
"\n",
"ecg_cleaned = nk.ecg_clean(ecg_signal, sampling_rate=sampling_rate)\n",
"\n",
"# Plot the original and denoised signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(example_data.p_signal[:,0], label='Original signal')\n",
"plt.plot(ecg_cleaned, label='bib filtered signal')\n",
"#plt.plot(filtered_data.p_signal[:,0], label='self filtered signal')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without All Denoising')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ECG Features:\n",
"[477, 1050, 1617, 2216, 2750, 3386, 3890, 4482]\n",
"[439, 1019, 1590, 2186, 2727, 3356, 3876, 4458]\n",
"[512, 1075, 1647, 2248, 2757, 3421, 3915, 4496]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Extract R-peaks\n",
"_, rpeaks = nk.ecg_peaks(ecg_cleaned, sampling_rate=sampling_rate)\n",
"\n",
"# Extract all ECG features\n",
"ecg_signals, info = nk.ecg_delineate(ecg_cleaned, rpeaks, sampling_rate=sampling_rate, method=\"dwt\")\n",
"\n",
"print(\"ECG Features:\")\n",
"#print(info)\n",
"# print keys of info\n",
"# ['ECG_P_Peaks', 'ECG_P_Onsets', 'ECG_P_Offsets', 'ECG_Q_Peaks', 'ECG_R_Onsets', 'ECG_R_Offsets', 'ECG_S_Peaks', 'ECG_T_Peaks', 'ECG_T_Onsets', 'ECG_T_Offsets'])\n",
"#print(info.keys())\n",
"#print(\"ECG Signals:\")\n",
"#print(ecg_signals)\n",
"#print(ecg_signals.keys())\n",
"\n",
"# Calculate QRS count (heart rate)\n",
"#heart_rate = nk.ecg_rate(rpeaks, sampling_rate=sampling_rate)\n",
"\n",
"# Print or plot the results\n",
"#print(\"QRS Durations:\", qrs_durations)\n",
"#print(\"Heart Rate:\", heart_rate)\n",
"\n",
"# Plot ECG signal with annotations\n",
"#nk.events_plot([q_onsets, q_offsets, rpeaks['ECG_R_Peaks']], ecg_cleaned)\n",
"#plt.show()\n",
"\n",
"# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n",
"p_peaks = info['ECG_P_Peaks']\n",
"p_onsets = info['ECG_P_Onsets']\n",
"p_offsets = info['ECG_P_Offsets']\n",
"print(p_peaks)\n",
"print(p_onsets)\n",
"print(p_offsets)\n",
"\n",
"p_peaks_y = [ecg_cleaned[i] for i in p_peaks] \n",
"p_onsets_y = [ecg_cleaned[i] for i in p_onsets]\n",
"p_offsets_y = [ecg_cleaned[i] for i in p_offsets]\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(ecg_cleaned)\n",
"plt.scatter(p_peaks, p_peaks_y, color='red', label='p_peaks')\n",
"plt.scatter(p_onsets, p_onsets_y, color='green', label='p_onsets')\n",
"plt.scatter(p_offsets, p_offsets_y, color='blue', label='p_offsets')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered XQRS Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wdXXFxsaGwMBABgwYwL///kuRIkXM+vD5559LfXB2diY0NJS2bdsC+ggXmzZtomXLlri5ueHj48Mnn3ySbmi3F+Hl5cU///xDs2bNcHR0xNPTkw8//JDVq1dnqZ6WLVuyf/9+2rZtS758+bC2tsbHx4fWrVuzb98+WrRoIeV1d3dn165dtGjRAkdHR7y8vOjfvz9z586V8mRlFcK2bdsyf/58goODsbe3p0qVKmzZsoWyZctmqQ/ZQdmyZalcuTKgnzz4qnz77bccOnSI7t27U6RIEezt7XFzc6Ns2bJ8+umnTJo0ySR/mzZtOH/+PJ999hnlypXDxcUFa2trvL29qVGjBiNHjuT48eMmVuKLFy9y5swZgEyFVJSRkZF53VAIIU81lpGRefMRQpj5E8+bN49+/foB8PHHH5uFpHtTWLlyJR06dADgzJkzr71P7+eff86UKVPw8fHh2rVrODk55bVIMjIyMllCtiDLyMi8FTRt2pSFCxdy5swZrl69ytKlS/nqq6+k/e+//34eSvdqtG/fXrJef//993ksTcYkJCSwYMECQK8oy8qxjIzMm4hsQZaRkXkrCAwMlFbTS8tnn30mrUAoIyMjIyPzImQLsoyMzFtB7969qVy5Mh4eHpK/cpMmTdiwYYOsHMvIyMjIZAnZgiwjIyMjIyMjIyNjhGxBlpGRkZGRkZGRkTFCVpBlZGRkZGRkZGRkjJAVZBkZGRkZGRkZGRkjZAVZRkZGRkZGRkZGxghZQZaRkZGRkZGRkZExQlaQZWRkZGRkZGRkZIyQFWQZGRkZGRkZGRkZI2QFWea1pUePHgQGBua1GBKBgYH06NEjr8WQ+Prrr1EoFHkthsT169dRKBQsXrxYSnN3d39pGRUKBV9//fUL8+XGOERFRaFQKIiKisrRdmRyh3fffZcPP/wwr8V4ozBc31OnTs1rUWReU8LDwylbtmxei2HCvHnzKFy4MCkpKVkuKyvIbymLFy9GoVCk+ztw4IBJ/uTkZL7//nuqVauGm5sb9vb2FC9enIEDB3Lx4kWz+k+ePEnPnj0pUqQI9vb2ODs7Exoayueff87Vq1dzq5syL4nh/Dhy5Ehei/JW8aJxzesHyPLly5kxY0am8wcGBprcN+zt7QkODuazzz7j8ePHOScocPfuXb7++muOHz+erfXu3buXv/76i+HDh2drvTJ5w9mzZ/n666+5fv16rrW5efPmTL28Zxc9evSw+BwvWbKkWd6JEyfSokUL8ufPn2kjgzGXLl2iQ4cOFCpUCEdHR0qWLMm4ceNITEzMpt7kLj169EClUjF//vwsl7XOAXlkXiPGjRtHkSJFzNKDgoKkvx89ekTjxo05evQozZo1o1OnTjg7O3PhwgVWrFjBTz/9hEqlkvIvWLCAfv364e3tTefOnSlZsiQajYbTp0+zdOlSZsyYQVJSElZWVq8k+4IFC9DpdK9Uh0ze4ubmRvXq1V+qbFJSEtbW8i0qO1m+fDmnT59m8ODBmS4TGhrK0KFDAf2L9NGjR5kxYwa7du3i0KFDOSSpXkEeO3YsgYGBhIaGZlu9U6ZMoX79+ib3QJk3l7NnzzJ27FjCw8Nz7Yvj5s2bmTNnTq4qyXZ2dvz8888maW5ubmb5vvrqK3x9falQoQJbt27NUhu3bt2iatWquLm5MXDgQDw9Pdm/fz9jxozh6NGjbNiw4ZX6kBfY29vTvXt3pk+fzqBBg7L0tVF++rzlNGnShMqVK2eYp0ePHhw7dow1a9bQpk0bk33jx4/nyy+/lLb37dtHv379qFmzJhs3bsTFxcUk/7Rp05g4cWK2yG5jY5Mt9cjkHQqF4qVflOzt7bNZmv8uCQkJODk5vVRZPz8/unTpIm337t0bZ2dnpk6dyqVLlwgODs4uMXOc6OhoNm3axLx58/JalHTRaDTodDpsbW3zWpTXmuTk5Gwbo1e5PnILa2trk+swPa5du0ZgYCCPHj3Cx8cnS20sW7aMJ0+esGfPHsqUKQNAnz590Ol0LF26lNjYWDw8PF5K/rykffv2TJ48mZ07d1KvXr1Ml5NdLP7jHDx4kE2bNvHBBx+YKcegf2s19jkbO3YsCoWCyMhIM+UY9ErN+PHjX6gUPXv2jMGDBxMYGIidnR358uWjYcOG/Pvvv1IeSz7IMTExdO3aFVdXV9zd3enevTsnTpww833t0aMHzs7O3Llzh1atWuHs7IyPjw/Dhg1Dq9Wa1Dl16lRq1KiBl5cXDg4OVKpUiTVr1mQof0Zktj6FQsHAgQNZv349ZcuWxc7OjjJlyrBlyxazvHv27KFKlSrY29tTrFixLH0uMnzWP3r0KDVq1MDBwYFhw4aZ5TOM2aeffoqTk5Ok3FapUsXs89qcOXMoUKAASqUShUKBu7s7P/30k1mdT548YdOmTdJ22bJlKVWqFNbW1nz22WdS+vLly7G1tcXa2hpXV1dCQkIsfh7MzDhY8oU2kLbOGzdu0L9/f0qUKIGDgwNeXl60a9cuVz/XAvz6669UqlQJBwcHPD096dChA7du3TLJs3v3btq1a0fhwoWxs7PD39+fTz/9lKSkJJN8huN45coV3n33XVxcXOjcuTPh4eFs2rSJGzduSJ9oX9bi5uvrC2Bm4T9//jxt27bF09MTe3t7KleuzB9//GGS5/HjxwwbNoyQkBCcnZ1xdXWlSZMmnDhxQsoTFRVFlSpVAOjZs6ckr+GYXrp0iTZt2uDr64u9vT2FChWiQ4cOxMXFZSj3pk2b0Gg0NGjQIMsyPXjwAGtra8aOHWtW74ULF1AoFMyePVtKe/LkCYMHD8bf3x87OzuCgoL47rvvTL6KGfv1zpgxg2LFimFnZ8fZs2dRqVSMHj2aSpUq4ebmhpOTE7Vr12bnzp1m7Wf2vpjZY/QifvrpJ0nWKlWqcPjwYbM82XUuwPM5ACtWrOCrr77Cz88PR0dHfvjhB9q1awdA3bp1pfMko7kC6V0fkLlrrEePHsyZMwfAxN3BgE6nY8aMGZQpUwZ7e3vy589P3759iY2NNZEjLi6O8+fPv/CcNUar1fL06dMM87yKFd1Qd/78+U3SDff6zL6QGD9rihQpYvZCajieK1eu5IsvvsDX1xcnJydatGhhdt8zPL9OnjxJWFgYjo6OBAUFSc/UXbt2Ua1aNRwcHChRogTbt283k6dSpUp4enpm2QIuW5DfcuLi4nj06JFJmkKhwMvLC0C6YXXt2vWFdSUmJvL3338THh5OoUKFXkmujz76iDVr1jBw4EBKly5NTEwMe/bs4dy5c1SsWNFiGZ1OR/PmzTl06BD9+vWjZMmSbNiwge7du1vMr9VqiYiIoFq1akydOpXt27czbdo0ihUrRr9+/aR8M2fOpEWLFnTu3BmVSsWKFSto164dGzdupGnTplnuW1bq27NnD+vWraN///64uLjwww8/0KZNG27evCkdo1OnTtGoUSN8fHz4+uuv0Wg0jBkzxuwmlhGxsbG8++67tG/fno4dOzJr1ixiYmL4448/pC8MQgiSkpKYOXMmpUuXpnz58hw8eJAjR45QvXp16aElhGDkyJHEx8dTo0YNChQowN9//82kSZNeKEexYsX4448/+OSTT5gyZQoA27Ztkx5QH3zwARUrVuTcuXOcPn3apGx2jENaDh8+zL59+ySfu+vXrzN37lzCw8M5e/Ysjo6OL1WvpesOQK1Wm6VNnDiRUaNG0b59e3r37s3Dhw+ZNWsWderU4dixY7i7uwOwevVqEhMT6devH15eXhw6dIhZs2Zx+/ZtVq9ebVKnRqMhIiKCWrVqMXXqVBwdHfH19SUuLo7bt2/z/fffA+Ds7PzCvqjVaqkvycnJHDt2jOnTp1OnTh0T960zZ85Qs2ZN/Pz8GDFiBE5OTqxatYpWrVqxdu1a3nvvPQCuXr3K+vXradeuHUWKFOHBgwfMnz+fsLAwzp49S8GCBSlVqhTjxo1j9OjR9OnTh9q1awNQo0YNVCoVERERpKSkMGjQIHx9fblz5w4bN27kyZMnFj87G9i3bx9eXl4EBASYpGdGpvz58xMWFsaqVasYM2aMSfmVK1diZWUlKWuJiYmEhYVx584d+vbtS+HChdm3bx8jR47k3r17Zn7gixYtIjk5mT59+mBnZ4enpydPnz7l559/pmPHjnz44Yc8e/aMX375hYiICA4dOiS5nWTlvpjZY5QRy5cv59mzZ/Tt2xeFQsHkyZNp3bo1V69elb76Zee5YMz48eOxtbVl2LBhpKSk0KhRIz7++GN++OEHvvjiC0qVKgUg/Z8elq4PyNw11rdvX+7evcu2bdtYtmyZWd19+/Zl8eLF9OzZk48//phr164xe/Zsjh07xt69e6Ux+v333+nZsyeLFi3K1OTvxMREXF1dSUxMxMPDg44dO/Ldd99l6hrOLOHh4Xz33Xd88MEHjB07Fi8vL/bt28fcuXP5+OOPM2VlT/usWbVqFf369cPW1pZevXqZ5J04cSIKhYLhw4cTHR3NjBkzaNCgAcePH8fBwcGkzmbNmtGhQwfatWvH3Llz6dChA5GRkQwePJiPPvqITp06MWXKFNq2bcutW7fMDHgVK1Zk7969WRsQIfNWsmjRIgFY/NnZ2Un53nvvPQGI2NjYF9Z54sQJAYjBgweb7YuJiREPHz6UfikpKRnW5ebmJgYMGJBhnu7du4uAgABpe+3atQIQM2bMkNK0Wq2oV6+eAMSiRYtMygJi3LhxJnVWqFBBVKpUySQtMTHRZFulUomyZcuKevXqmaQHBASI7t27ZyhzVuoDhK2trbh8+bKUZhjjWbNmSWmtWrUS9vb24saNG1La2bNnhZWVlcjMJRwWFiYAMW3aNCltwYIFAhAeHh5CpVIJIYSoVauWAMQHH3xgUt7f318AYu/evUIIIdavXy8AMXnyZCmPRqMRHh4eZsfBzc1NknHmzJnSOWjcv08++UTY2NgIZ2dnk7EDxJgxY7I8DteuXTOTI7060x4rIYTYv3+/AMTSpUultJ07dwpA7Ny50yy/MRldd4ZfmTJlpPzXr18XVlZWYuLEiSb1nDp1SlhbW5ukW5J10qRJQqFQmIyJ4dwfMWKEWf6mTZuaXFMvIiAgwGIfatasKR49emSSt379+iIkJEQkJydLaTqdTtSoUUMEBwdLacnJyUKr1ZqUvXbtmrCzszO5Xg8fPmzxOB47dkwAYvXq1Znuh4FatWqZXf9ZkWn+/PkCEKdOnTLJW7p0aZPre/z48cLJyUlcvHjRJN+IESOElZWVuHnzptQGIFxdXUV0dLRJXo1GY3YfjY2NFfnz5xe9evWS0rJyX8zsMbKEQVYvLy/x+PFjKX3Dhg0CEP/73/+y3E5mx91w/RUtWtTsOli9enWmrk0DGV0fmb3GBgwYYPHeu3v3bgGIyMhIk/QtW7aYpRvuFZbuU2kZMWKEGD58uFi5cqX47bffpD7UrFlTqNVqi2UePnxodr/LDOPHjxcODg4m1/uXX36ZqbKWnjUpKSkiNDRU5MuXT3rWGI6nn5+fePr0qZR31apVAhAzZ840q3P58uVS2vnz5wUglEqlOHDggJS+devWdMe0T58+wsHBIdPjIIQQsovFW86cOXPYtm2bye/PP/+U9hs+qVhyl0iLIa+lN9aiRYvi4+Mj/V70yc7d3Z2DBw9y9+7dTPdly5Yt2NjYmIRnUiqVDBgwIN0yH330kcl27dq1zaJspH1TjYuLo3bt2ibuHlkhK/U1aNCAYsWKSdvlypXD1dVVklGr1bJ161ZatWpF4cKFpXylSpUiIiIi0zJZW1vTt29fk22DfEePHgX07gYAw4YN49GjR9Kvbt26ANKn3c2bN2NtbS1Z4ePi4oiNjaVx48YAFmc7T548mU8++YTJkycTGhrKypUrpX2urq6o1WoqV65sMnbGZNc4pMW4PbVaTUxMDEFBQbi7u7/08QfL1922bdsoV66cSb5169ah0+lo3769yZj7+voSHBxs8jndWNaEhAQePXpEjRo1EEJw7NgxMxmMv5K8CtWqVZPk37hxIxMnTuTMmTO0aNFC+vT8+PFj/v77b9q3b8+zZ8+kfsTExBAREcGlS5e4c+cOoHfbUir1jx6tVktMTAzOzs6UKFEiU2NusBBv3bo1yzPrY2JiLPpQZlam1q1bY21tbXL+nj59mrNnz/L+++9LaatXr6Z27dp4eHiYHNcGDRqg1Wr5559/TNpv06aNmb+olZWV9Elbp9Px+PFjNBoNlStXNpEps/fFrByjjHj//fdNxtBg3Tfcs3LyXOjevXu694isYun6yOo1lpbVq1fj5uZGw4YNTY57pUqVcHZ2Nrmee/TogRAiU9bjSZMm8e2339K+fXs6dOjA4sWLmThxInv37n0ld0BLBAYGUqdOHX766SfWrl1Lr169+Oabb0zchzIi7bPG1taWvn37Eh0dLT1rDHTr1s1E92jbti0FChRg8+bNJvmcnZ3p0KGDtF2iRAnc3d0pVaoU1apVk9INf1uKpOXh4UFSUlKW7hmyi8VbTtWqVTOcpOfq6grofYINn3LTw3Aix8fHm+3bsGEDarWaEydOWPRvTcvkyZPp3r07/v7+VKpUiXfffZdu3bpRtGjRdMvcuHGDAgUKmH32Tm82ur29vdlDx8PDw8wXbOPGjUyYMIHjx4+bxEp82di6WanPWNmzJOPDhw9JSkqyOBGqRIkSZjeS9ChYsGC6n8euX7/OO++8I70Apfd5Mjo6GtAfB09PT1q1asX+/fvNbjhpfWIBhg8fzvDhw/nss8/QarV88cUX3LlzBz8/P0lpjIqKolChQjRq1Ij27dublM+ucUhLUlISkyZNYtGiRdy5cwchhLQvK76BaUnvujMoTAYuXbqEECLdiW7GE1Vv3rzJ6NGj+eOPPyz6MxpjbW39ym5QBry9vU18dps2bUqJEiVo27YtP//8M4MGDeLy5csIIRg1ahSjRo2yWE90dDR+fn7odDpmzpzJjz/+yLVr10zmBBjcijKiSJEiDBkyhOnTpxMZGUnt2rVp0aIFXbp0ydC9woDxMTaQWZm8vb2pX78+q1atYvz48YDevcLa2prWrVtL+S5dusTJkyfTnSRluJaM+2SJJUuWMG3aNM6fP2/inmOcP7P3xawco4xIe88yKMuGczInz4X0ximrpHd9ZOUas8SlS5eIi4sjX758FvenPe6vwqeffsqoUaPYvn27ifL4KqxYsYI+ffpw8eJFaXxat26NTqdj+PDhdOzY8YXXqKVnTfHixYHnzxoDae97CoWCoKAgszkghQoVMnt+urm54e/vb5YGmB07eH7dy1EsZDKNIY7iqVOnJEtAegQFBWFtbW3mGwoQFhYGmE/aSY/27dtTu3Ztfv/9d/766y+mTJnCd999x7p162jSpEkWe2GZzERP2L17Ny1atKBOnTr8+OOPFChQABsbGxYtWsTy5cuz3GZW60tPRksP8ZxGCIFSqTQLDbR06VKWLVtG//79Ab2FODo6mkePHjF9+nT8/f2xtbVlyZIl/PrrrxZlL1GiBMuWLaNv3768//77jBw5ktWrVzN48GC2bduGm5sbCxcuZPv27fz5558sWrTopfuR3g0w7eRMgEGDBrFo0SIGDx5M9erVcXNzQ6FQ0KFDh1wJMajT6VAoFPz5558WzwXD1xqtVkvDhg15/Pgxw4cPp2TJkjg5OXHnzh169OhhJquxZS4nqF+/PgD//PMPgwYNktofNmxYuhZ9g8L2zTffMGrUKHr16sX48ePx9PREqVQyePDgTI/5tGnT6NGjBxs2bOCvv/7i448/ZtKkSRw4cCDDFwMvLy+LD8+syNShQwd69uzJ8ePHCQ0NZdWqVdSvXx9vb28pj06no2HDhnz++ecW5TAoDAYsWUV//fVXevToQatWrfjss8/Ily8fVlZWTJo0iStXrmQ4PpbIyjHKiBfds3LyXMgu67Gl6yOr15gldDod+fLlIzIy0uL+rEaVyAjDpOLsjEf+448/UqFCBbNrqEWLFixevJhjx46ZTXDNDdI757Ly/IyNjcXR0TFL55CsIP/Had68OZMmTeLXX399oYLs5OREeHg4u3btkqx/r0KBAgXo378//fv3Jzo6mooVKzJx4sR0FeSAgAB27txJYmKiibXk8uXLLy3D2rVrsbe3Z+vWrdjZ2UnpL6ugZXd9Pj4+ODg4cOnSJbN9Fy5cyHQ9d+/eTTeUkWHWs4uLC8+ePaN+/fomSuaePXsAvZIL+gkuAL/99puJtfnHH39Mt/3t27dTq1Yt6tevz549e6hatSorV65k4MCBrFu3jlatWtG6dWvJWtG/f3/mz58v3fyzMg4Gi9aTJ09M0g0uJMasWbOG7t27M23aNCktOTnZrGxOUaxYMYQQFClSxExpMubUqVNcvHiRJUuW0K1bNyl927ZtWWovu1YcNJwDhq9Jhi8/NjY2L3yArlmzhrp16/LLL7+YpD958sREyXyRrCEhIYSEhPDVV1+xb98+atasybx585gwYUK6ZUqWLMnatWtfWiaAVq1a0bdvX8nN4uLFi4wcOdIkT7FixYiPj38lZWLNmjUULVqUdevWmYxF2gmCmb0vZuUYvQo5cS5kRHad01m5xtJrs1ixYmzfvp2aNWtmmzKfHgb3lexUuh88eGDRBcnw9cJw3WeEpWeNYbGxtBE20t7PhRBcvnzZzBUtO7h27doLJ2+mRfZB/o9TvXp1GjduzM8//8z69evN9qtUKhOXidGjR6PVaunSpYtFV4vMWD61Wq3Z56p8+fJRsGDBDJeDjIiIQK1Ws2DBAilNp9NJIXdeBisrKxQKhYl18fr16xbHIq/qi4iIYP369dy8eVNKP3fuXJaCwGs0GpOQaIYbnbu7O5UqVQL0Ny8hhMn4GpOQkAAgxcc0nsH9+PFjk3BuaSlUqBDbt28nKSmJhg0b0qxZMw4cOMDChQt59OiRif+mUqmUbpAGObMyDq6urnh7e5v5eVpS4K2srMzO2VmzZlm0NucErVu3xsrKirFjx5rJIYQgJiZGktOQZrx/5syZWWrPycnplVxHDPzvf/8DoHz58oD++g0PD2f+/Pncu3fPLP/Dhw+lvy2N+erVq838Xw0P2LQvK0+fPjV7UIeEhKBUKl+4nGz16tWJjY0181HMrEygv2YiIiJYtWoVK1aswNbWllatWpnkad++Pfv377d4jT558iRTioalY37w4EH2799vki+z98WsHKNXISfOhYxI7zzJKlm5xtJrs3379mi1Wsn9xhiNRmOSP7Nh3pKTk3n27JlZ+vjx4xFCSHM/ssqjR484f/68iYtc8eLFOXbsmNnqub/99pvJfTkj0j5rDKvY+fj4SM8aA0uXLjXp25o1a7h37162fUU25t9//6VGjRpZKiNbkN9y/vzzT86fP2+WXqNGDelNf+nSpTRq1IjWrVvTvHlz6tevj5OTE5cuXWLFihXcu3dPioVcu3ZtZs+ezaBBgwgODpZW0lOpVFy8eJHIyEhsbW2lOKmWePbsGYUKFaJt27aUL18eZ2dntm/fzuHDh00seWlp1aoVVatWZejQoVy+fJmSJUvyxx9/SFbGl7EkNG3alOnTp9O4cWM6depEdHQ0c+bMISgoiJMnT+Z5faCPPb1lyxZq165N//790Wg0zJo1izJlymS6zoIFC/Ldd99x/fp1ihcvzg8//ABA//79JT/XYsWKceDAAT766CN27txJzZo10Wq1bNy4EdAro5UrV2bIkCH88ssvTJo0iT179uDp6clff/31wk/6QUFB/PXXX4SHh7N69WoUCgXDhg3DxsaGb775hkOHDlGoUCFu3LjBrFmzANNPklkZh969e/Ptt9/Su3dvKleuzD///GNxyfRmzZqxbNky3NzcKF26NPv372f79u2Z8oXNDooVK8aECRMYOXIk169fp1WrVri4uHDt2jV+//13+vTpw7BhwyhZsiTFihVj2LBh3LlzB1dXV9auXWvRXSAjKlWqxMqVKxkyZAhVqlTB2dmZ5s2bZ1jmzp07/Prrr4D+YXfixAnmz5+Pt7c3gwYNkvLNmTOHWrVqERISwocffkjRokV58OAB+/fv5/bt21KYwGbNmjFu3Dh69uxJjRo1OHXqFJGRkWbzD4oVK4a7uzvz5s3DxcUFJycnqlWrxokTJxg4cCDt2rWjePHiaDQali1bhpWVlcVY7sY0bdoUa2trtm/fTp8+faT0zMpk4P3336dLly78+OOPREREmM3f+Oyzz/jjjz9o1qwZPXr0oFKlSiQkJHDq1CnWrFnD9evXX2ghbdasGevWreO9996jadOmXLt2jXnz5lG6dGkT40RW7ouZPUavSnafCxkRGhqKlZUV3333HXFxcdjZ2VGvXr10/YDTIyvXmEHR+/jjj4mIiMDKyooOHToQFhZG3759mTRpEsePH6dRo0bY2Nhw6dIlVq9ezcyZM2nbti2Q+TBv9+/fp0KFCnTs2FFyidy6dSubN2+mcePGtGzZ0iT/smXLuHHjhqT4/vPPP9JXla5du0ohDmfPns3YsWPZuXMn4eHhgP68/fPPP6lduzYDBw7Ey8uLjRs38ueff9K7d2+zsHuWSPusWblyJcePH+enn34yW/zL09OTWrVq0bNnTx48eMCMGTMICgoymXCaHRw9epTHjx+bjdULyVLMC5k3hheFm0obBiUxMVFMnTpVVKlSRTg7OwtbW1sRHBwsBg0aZBKGzMCxY8dEt27dROHChYWtra1wcnIS5cqVE0OHDrWY35iUlBTx2WefifLlywsXFxfh5OQkypcvL3788UeTfGnDvAmhD13TqVMn4eLiItzc3ESPHj3E3r17BSBWrFhhUtbJycms7TFjxpiF5/nll19EcHCwsLOzEyVLlhSLFi2ymC+zYd4yWx9gMdSdpXZ27dolKlWqJGxtbUXRokXFvHnzLNZpibCwMFGmTBlx5MgRUb16dWFvby+8vLwEIA4fPizlM4zZd999J8qUKSPs7OyEh4eHKFCggABEXFyclDcyMlK4u7sLQCgUClGxYkXx9ddfC0BMmTJFymcc5s3AwYMHhYuLi3B1dRWAqF+/vmjUqJHIly+fsLW1FYULFxZ9+/a1GKIos+OQmJgoPvjgA+Hm5iZcXFxE+/btRXR0tFmdsbGxomfPnsLb21s4OzuLiIgIcf78ebNjkNUwb8bjaulYpGXt2rWiVq1awsnJSTg5OYmSJUuKAQMGiAsXLkh5zp49Kxo0aCCcnZ2Ft7e3+PDDD6WwgGlDHFo694UQIj4+XnTq1Ek6di8K+ZY2zJtSqRT58uUTHTt2tHidX7lyRXTr1k34+voKGxsb4efnJ5o1aybWrFkj5UlOThZDhw4VBQoUEA4ODqJmzZpi//79IiwsTISFhZnUt2HDBlG6dGlhbW0t9fPq1auiV69eolixYsLe3l54enqKunXriu3bt2fYFwMtWrQQ9evXN0nLikxCCPH06VMpFNavv/5qsZ1nz56JkSNHiqCgIGFrayu8vb1FjRo1xNSpU6VwV4bQacbXjAGdTie++eYbERAQIOzs7ESFChXExo0bX+m+KETmjpElMpLV0rWaneeC4fpLL7TfggULRNGiRaWQjxldpxldH5m9xjQajRg0aJDw8fERCoXC7P7z008/iUqVKgkHBwfh4uIiQkJCxOeffy7u3r0r5clsmLfY2FjRpUsXERQUJBwdHYWdnZ0oU6aM+Oabb6TzyBhDWDRLP+NxMdw3047VwYMHRZMmTaTjVrx4cTFx4sR0w8mlbTvtsyYgIEDMnj3bJJ/heP72229i5MiRIl++fMLBwUE0bdrUJJyecZ1pCQgIEE2bNjVLt/RcHT58uChcuLDQ6XQv7IMxitQKZWTeWNavX897773Hnj17qFmzZl6L89oRHh7Oo0ePLE6ulJH5r7F7927Cw8M5f/78G7VMdlaR74syrytRUVHUrVuX1atXSxb1nCIlJYXAwEBGjBjBJ598kqWysg+yzBtF2hBiWq2WWbNm4erqmu4KfDIyMjIGateuTaNGjZg8eXJei5JtyPdFGRnLLFq0CBsbG7M1ETKD7IMs80YxaNAgkpKSqF69OikpKaxbt459+/bxzTff5PisYRkZmbcD48WS3gbk+6KMjGU++uijl1KOQVaQZd4w6tWrx7Rp09i4cSPJyckEBQUxa9YsBg4cmNeiycjIyOQJ8n1RRib7kX2QZWRkZGRkZGRkZIyQfZBlZGRkZGRkZGRkjHjrXSx0Oh13797FxcUl21bckZGRkckphBA8e/aMggUL5uhy0dmJfJ+VyQnexGtB5u3hrVeQ7969i7+/f16LISMjI5Mlbt26RaFChfJajEwh32dlcpI36VqQeXt46xVkFxcXQH+Bubq65rE0MjIyMhnz9OlT/P39pXvXm8DbeJ9VqVTSyp5Dhw7F1tY2jyX67/EmXgsybw9vvYJs+Nzn6ur61ty4ZWRk3n7eJFeFt/E+q1KpsLe3B/T9khXkvONNuhZk3h5kpx4ZGRkZGRkZGRkZI3JdQZ4zZw6BgYHY29tTrVo1Dh06lG7edevWUblyZdzd3XFyciI0NJRly5blorQyMjIyrxdZuYcuWLCA2rVr4+HhgYeHBw0aNDDL36NHDxQKhcmvcePGOd0NGRkZmdeaXFWQV65cyZAhQxgzZgz//vsv5cuXJyIigujoaIv5PT09+fLLL9m/fz8nT56kZ8+e9OzZk61bt+am2DIyMjKvBVm9h0ZFRdGxY0d27tzJ/v378ff3p1GjRty5c8ckX+PGjbl37570++2333KjO681SqWS8uXLU758eTmCgozMf5BcXSikWrVqVKlShdmzZwP60ED+/v4MGjSIESNGZKqOihUr0rRpU8aPH5+p/E+fPsXNzY24uLi3xjcuJ9DpdDxLTMLVyVH29zJCq9WiVqvzWgyZtwgbGxusrKzS3f/06VO8vLy4d+8ezs7OJvvat29PSEgIo0aNAvTXbXh4OF26dKFPnz4vbFur1VK1alVGjRpFq1atABg5ciRPnz5lzpw5L92n+Ph4KleuzJEjR8xklpFJj8xcC/LzWyavyDUFWaVS4ejoyJo1a6QbM0D37t158uQJGzZsyLC8EIK///6bFi1asH79eho2bGgxX0pKCikpKdK2YRasfIFlzNGzF7n94BFligUSVLhgXouT68Q8ecrjuKcU89fH2xRCcP/+fZ48eZLXov0nEAgQgAIUvP0vaO7u7vj6+lp8GY2JiWHz5s1UrFjRxHIphODmzZv4+Pjg6OgopT969AidTke+fPle2K5Op+P27dv4+Pjg4OAglU9MTEShUKBUKrG3t8fd3T1DxUUIgfGjQ6fTcefOHfz9/WVrq0yWyOhakBVkmbwk16JYPHr0CK1WS/78+U3S8+fPz/nz59MtFxcXh5+fHykpKVhZWfHjjz+mqxwDTJo0ibFjx2ab3P8Vbj94BMDFG7f/kwryv+cukZicgq2NDQEF80vKcb58+XB0lK3qOYUQAp3QoRM6KU2pUKJUKN/KMRdCkJiYKLlEFChQwGz/48ePKVKkCIULF8bGxkbap1KpSExMJDAwECcnJyndwcGBhIQEihQp8sL279y5Q4ECBQgKCpIUWQ8PD5RKJTY2NqhUKh48eIBCoSAwMDDdYxAdHW3m1uHt7U1gYGCGivWbhPFLgME3Wyb7eNG1ICOT17z2Yd5cXFw4fvw48fHx7NixgyFDhlC0aFHCw8Mt5h85ciRDhgyRtg0WZJnMYayo/JdITNZ/dXiakIhWq5WUYy8vrzyW7O1FCIFWaLH0EUuhUGClsHorlRKD5TY6Opp8+fKZKJQajUYKL+bo6Giyz6DQ2tnZSeHHAKytrSXLb0bcu3ePp0+fUqJECRMLtK+vr0k+d3d3Tp06hVqtTtdqV6hQIfz8/KRtrVbLyZMnsbe3f2sUZJ1Ox/379wH9GMmW8ewno2tBRiavyTUF2dvbGysrKx48eGCS/uDBA7MbtDFKpZKgoCAAQkNDOXfuHJMmTUpXQbazs8POzi7b5Jb572HwOTZWImSyH53QWVSOIVV5Roe14u18YBrOLbVabaIUaLXadMtYW1tLZYxRq9UmlmZL3L9/n/v371O8ePEXntd2dnZYW1ubuKqlRVYWZbKL9K4FGZm8Jtfucra2tlSqVIkdO3ZIaTqdjh07dlC9evVM16PT6TK8ccvIvArGCtvbaL18XUjrVmEJkYk8byovc24plUqcnJx49uyZlCaE4OnTpyYuF2m5f/8+9+7dIzg4OMN8BlQqFRqN5oVKt4xMdiDfZ2VeV3LVxWLIkCF0796dypUrU7VqVWbMmEFCQgI9e/YEoFu3bvj5+TFp0iRA709cuXJlihUrRkpKCps3b2bZsmXMnTs3N8X+T/FfmCAlk7cY/I4zg1ZoUSD7fxrInz8/165dw9HREScnJ6Kjo9HpdHh7ewNw7do1bGxsKFSoEKB3q7h79y5FixbFzs5Osj4rlUqsrKzQarXcvXsXDw8PbGxsSElJ4fbt29jZ2cmTomRkZP7T5KqC/P777/Pw4UNGjx7N/fv3CQ0NZcuWLdLEvZs3b5p8uktISKB///7cvn0bBwcHSpYsya+//sr777+fm2LL/IfItZiHrxnGk5FyivDwcEJDQ5k2fVq6rhXmgoEOHVZvqatFVvH09ESj0XD37l3UajWOjo4EBwdL1l6VSmWS/+HDhwghuHLlikl6wYIFKViwIAqFgqSkJGJiYtBqtdjY2ODq6oqfn5/sRiEjI/OfJtcn6Q0cOJCBAwda3BcVFWWyPWHCBCZMmJALUsnIpJJ7YcFzhB49erBkyRJA77NaqFAh2rVrx7hx4zKcxJWYnIJao8HVyTFHFSMhBDqy5jahEzqU4u2MamGJ/LMnY/X4ESm2dmChz85AUJq0xNT//dNsp81nqUwhC/vUqT8Dinz5cZj6Y4Zy/9e4fv06RYoU4dixY4SGhua1OBnyJskqI/O68NpHsZB5+3mWkMj5a7coEVgIV+cX+0i+UQgtxO0B1X2w9QW3WpDD1tDGjRuzaNEi1Go1R48epXv37igUCr777rt0y6jVGgBSVGoc7HN4kutLvIPoxH/Himwd+xibmEdv5NeM/fv3ExYWRuPGjdm0aVNei/NWICu3MjJ5g/wNTSbPOXjqPHcfxvDPv6fyWpTsVUoerYeDxeFkBJzvrv//YHF9eg5iZ2eHr68v/v7+tGrVigYNGrBt27Z084eHh/PZsKF8Nmwovvnz4e3tzahRo0zcIFJSUhg2bBh+fn44OTlRrVo1ky8+MTExdOzYET8/PxwdHQkJCbG4XLEwGuHNmzbj7enN8uXLAdgVtYsa79TA3dUdHy8fwmqHcePGDbNyMq8vixYtYtCgQfzzzz/cvXs3R9sSQqDRaHKsfoVCgb29Pba2tv+ZrxcyMjLPkRVkmTwnISkZAK32NYhYkF162KP1cLYjqO6Ypqvu6tNzWEk2cPr0afbt24etrW2G+Vb8thxra2t27d7DzJkzmT59Oj///LO0f+DAgezfv58VK1Zw8uRJ2rVrR+PGjbl06RIAycnJVKpUiU2bNnH69Gn69OlD165dOXTokMX2fvvtN7p26cqSpUvo1KkTGo2Gtm3aUqdOHY4eO8o/e/7hgw8/kBSTrEzsk8kbEhMTWbVqFf369aNp06YsXrxY2tepUyezuSNqtRpvb2+WLl0K6CMUTZo0iSJFiuDg4ED58uVZs2aNlD8qKgqFQsGff/5JpUqVsLOzY8+ePVy5coWWLVuSP39+nJ2dqVKlCtu3bzdp6969ezRt2hQHBweKFCnC8uXLCQwMZMaMGVKeJ0+e0Lt3b3x8fHB1daV+/fpcvXoVnU6XoYJ8/vx5atSogb29PWXLlmXXrl0m+0+fPk2TJk1wdnYmf/78dO3alUePHkn7t2zZQq1atXB3d8fLy4tmzZqZ+IwbFoCpUKECCoUi3RCnsbGxdO7cWVolMTg4mEWLFpnkuXr1KnXr1sXR0ZHy5cuzf/9+aV9mXnLDw8MlN0k3N7eXepmWkXlTkBVkGRljssNQJLRweSiWte3UtCvD9PlygI0bN+Ls7Iy9vT0hISFER0fz2WefZVjGz8+PbyZ9S/HixencuTODBg3i+++/B/STZxctWsTq1aupXbs2xYoVY9iwYdSqVUt6APv5+TFs2DBCQ0MpWrQogwYNonHjxqxatcqo5/q+z/1xLh8P/Jjf1/9O02ZNAf2CPnFxcbzb9F2KFStGqVKl6NatG4ULF5bKywry68327dspWbIkJUqUoEuXLixcuFBSnDp37sz//vc/4uPjpfxbt24lMTGR9957D9BHLVq6dCnz5s3jzJkzfPrpp3Tp0sVM4RwxYgTffvst586do1y5csTHx/Puu++yY8cOjh07RuPGjWnevDk3b96UynTr1o27d+8SFRXF2rVr+emnn8xWAmzXrh3R0dH8+eefHD16lIoVK9K4cWNiY2MznFT62WefMXToUI4dO0b16tVp3rw5MTExgF7prlevHhUqVODIkSNs2bKFBw8e0L59e6l8QkICQ4YM4ciRI+zYsQOlUsl7772HTqc/3w0vmdu3b+fevXusW7fOohyjRo3i7Nmz/Pnnn5w7d465c+dK0U0MfPnllwwbNozjx49TvHhxOnbsKFnhM/uSu2TJEqytrTl06NBLvUzLyLwpyD7IMjLZTdwec8uxCQJSbuvzuYfpF8XQ6rCyyp6JaHXr1mXu3LkkJCTw/fffY21tTZs2bdi9ezdNmjSR8s2fP5/OnTsDULlKldS29YpA9erVmTZtGlqtllOnTqHVailevLhJOykpKdJKg1qtlm+++YZVq1Zx584dVCoVKSkp0iIAQggQsG7tOqKjo9n1zy4qV6ks1eXp6Um37t1o+m5T6jeoT/369Wnbrq3J8rOGpX+z+3O3oV45asOrsWHDBnr06AHo/eDj4uLYtWsX4eHhRERE4OTkxO+//07Xrl0BWL58OS1atMDFxYWUlBS++eYbtm/fLsXFL1q0KHv27GH+/PmEhYVJ7YwbN46GDRtK256enpQvX17aHj9+PL///jt//PEHAwcO5Pz582zfvp3Dhw9TubL+nPv5558JDg6WyuzZs4dDhw4RHR0tLTQ1depUfv/9d/73v/8xZMiQdM+7gQMH0qZNGwDmzp3Lli1b+OWXX/j888+ZPXs2FSpU4JtvvpHyL1y4EH9/fy5evEjx4sWlssb7fXx8OHv2LGXLlsXHxwcALy+vDBfVunnzJhUqVJD6GBgYaJZn2LBhNG2qfykdO3YsZcqU4fLly5QsWVJ6yTUwaNAgtm7dyqpVq6hataqU7u/vz/fff49CoaBEiRKcOnWK77//ng8//FB6mb558yYFCxaU2tyyZQuLFi0yGQcZmdcdWUGWkTEiW1Qv1f0s5VOpNSQlp2BtbYWzo8MrN+/k5CStPrlw4ULKly/PL7/8QqdOnTh+/LiUzxBe8UXEx8djZWXF0aNHzVa6cnZ2BmDKlCnMnDmTGTNmEBISgpOTE4MHD5bCjhmsx+VDy3P82HEWL15MpcqVTJSOn3/5mQEDB/DX1r9YvWo1Y0aP4c8tf1LtnWpSHp0QWGWzgpyYnIJarcHJwR4bG/mW+DJcuHCBM2fO0KFDB0AfQeX999/nl19+ITw8HGtra9q3b09kZCRdu3YlISGBDRs2sGLFCgAuX75MYmKiieIL+rB1FSpUMEkzKIAG4uPj+frrr9m0aRP37t1Do9GQlJQkWZAvXLiAtbU1FStWlMoEBQXh4eEhbZ84cYL4+HizpeWTkpK4du0aWq023Rco44WurK2tqVy5MufOnZPq3blzp3SdGHPlyhWKFy/OpUuXGD16NAcPHuTRo0eS5fjmzZuULVvWYpuW6NevH23atOHff/+lUaNGtGrViho1apjkKVeunPS34eUzOjqakiVLvvAl18A777xjct1m9WVaRuZNQX4ayMhkN7bpW3ks5UtJVSI1mux3uVAqlXzxxRcMGTKETp06SYpzWo4eOWKyfeDAAYKDg7GysqJChQpotVqio6OpXbu2xfJ79+6lZcuWdOnSBdD7k168eJHSpUvrt1PdI4oVK8bkKZNpWL8hVlZWzPxhpkk9FSpUoEKFCgwfMZzaNWuzYsUKEwVZoCO7PcMMETySVSpZQX5JFi5ciFarxd/fX0oTQmBnZ8fs2bNxc3Ojc+fOhIWFER0dzbZt23BwcKBx48YAkuvFpk2b8PPzM6nbYNE1kHY1wGHDhrFt2zamTp1KUFAQDg4OtG3b1iwmdEbEx8dToEABE19ZnU7Hw4cPcXNzy3zcbgv1Nm/e3GIEGYOC2rx5cwICAliwYAEFCxZEp9NRtmzZLMkP0KRJE27cuMHmzZvZtm0b9evXZ8CAAUydOlXKY7w6okHJNSjkL3rJzWx/X/QyLSPzpiB/U5SRyW7caoGtH+nboxVgV0ifLxdo164dVlZWzJkzJ908t2/f5ssvRnDx4kV+++03Zs2axSeffAIg+SV369aNdevWce3aNQ4dOsSkSZOkUF7BwcFs27aNffv2ce7cOfr27cuDBw+A5y4MBooXL85f2//i93W/M3TIUEC/AtyXX3zJgf0HuHHjBtv+2iZ9+jUmbV0yeY9Go+HXX39l8ODBHD16lOPHj3P8+HFOnDhBwYIFpYleNWrUwN/fn5UrVxIZGUm7du0kha106dLY2dlx8+ZNgoKCTH7GSrcl9u7dS48ePXjvvfcICQnB19eX69evS/tLlCiBRqPh2LFjUtrly5eJjY2VtitWrMj9+/extrY2abtIkSJ4enpmeM4dOHDAZCyOHj1KqVKlpHrPnDlDYGCgWb+cnJyIiYnhwoULfPXVV9SvX59SpUqZyAVIE2y12he/QPv4+NC9e3d+/fVXZsyYwU8//fTCMgaMX3LLly9P0aJFuXjxolm+gwcPmvXf0st02v5m5B4iI/M6IptLXiOeJiRy/9FjgvwL5q4/pNDixXHsFTGo8QFROcdj9b5WGPXfSRUEosWr1aewgqBp+mgVPPfrTd2p/6/YVKMxTpsne7G2tmbgwIFMnjyZfv36mVngAN7v0JGkpGTCatfGysqKTz75hD59+kj7Fy1axIQJExg6dCh37tzB29ubd955h2bNmgHw1VdfcfXqVSIiInB0dKRPnz60atWKuLg4iyHaSpQowdZtW/WWZKUVQz8byoULF/h12a/ExMRQoEABPur3ER/2+dCsbE64WbxOaDw8EUKHXToLheQFinzpu+Ns3LiR2NhYWrZsSdmyZU0sh23atOGXX37ho48+AvTRLObNm8fFixfZuXOnlM/FxYVhw4bx6aefotPpqFWrFnFxcezduxdXV1e6d++ebvvBwcGsW7eO5s2bo1AoGDVqlGQVBShZsiQNGjSgT58+zJ07FxsbG4YOHYqDg4NkRW3QoAHVq1enVatWTJ48meLFi3P79m1WrVpFkyZNqFevXrrtz5kzh+DgYEqVKsX3339PbGwsvXr1AmDAgAEsWLCAjh078vnnn+Pp6cnly5dZsWIFP//8Mx4eHnh5efHTTz9RoEABbt68yYgRI0zqz5cvHw4ODmzZsoVChQphb2+Pm5ubmRyjR4+mUqVKlClThpSUFDZu3Cgp6pkhODiYNWvWsG/fPjw8PJg+fToPHjyQvgIZuHnzJkOGDKFv3778+++/zJo1i2nTpgGmL9PTpk2jQoUKPHz4kB07dlCuXDnJ/1lG5o1AvOXExcUJQMTFxeW1KC9k/d97xfq/94qb9x7kXqMPfxdif1Ehdtk9/+0vqk/PJQz9Xv/33lxrU8JC/5P21xJnTx0RSUlJ2V63OFDMbGzjniWI2LhnIjbu2au195KEhYWJj/r1F7Fxz0TCq/bZAmqtWqg0qmz7qbXqbJXPMPZP4xOytd6MSEpKEmfPnjU7x5KSksTp06fF4cOHhUajyTV5XoVmzZqJJk2aWJT54MGDAhAnTpwQQghx9uxZAYiAgACh0+lM8up0OjFjxgxRokQJYWNjI3x8fERERITYtWuXEEKInTt3CkDExsaalLt27ZqoW7eucHBwEP7+/mL27NkiLCxMfPLJJ1Keu3fviiZNmgg7OzsREBAgli9fLvLlyyfmzZsn5Xn69KkYNGiQKFiwoLCxsRH+/v6idevW4tChQxbvBdeuXROAWL58uahataqwtbUVpUuXFn///bdJvosXL4r33ntPuLu7CwcHB1GyZEkxePBgqf/btm0TpUqVEnZ2dqJcuXIiKipKAOL333+X6liwYIHw9/cXSqVShIWFWTwO48ePF6VKlRIODg7C09NTtGzZUly9etVE1mPHjkn5Y2NjBSB27twphBAiJiZGtGzZUjg7O4t8+fKJr776SnTr1k20bNlSKhMWFib69+8vPvroI+Hq6io8PDzEF198YXIsVSqVGD16tAgMDBQ2NjaiQIEC4r333hMnT560KHd614IQb9bzW+btQyHE2/298unTp7i5uREXF4erq2tei5MhG3buA8AvnzeVyxR/Qe5swBCr18zCl2q1Kv0beLfKcTEM/QZoWbdGBjmzmXT6n6wI4JrzDxQJCsXeJXMT2dIlEyvpPU1IRJcaA9rdNff99MLDwylVugyTvv0OW1trHDNYkjqrCCHQ6LJ/MQdrpXW2RbN48lTv/2plpcTFyfEFubOH5ORkrl27RpEiRUyWAE9OTubKlSskJSVRoUIFMz/O1xWtVsuxY8feGJlv376Nv78/27dvp379+hbz6HQ67t/XT6T18PDAweHVJ9C+6YSHhxMaGmoSP/pVSe9agDfr+S3z9iG7WPxXeWGsXoU+Vq9X8xx3t1AoINdf0zITq1j1AES+V/vMrbAC97AX53tLyakV8AQCRfbEHJH5D/D3338THx9PSEgI9+7d4/PPPycwMJA6depkqvxbbkeSkZGxgKwgv4bkyrK6aWL1xl6y5sZWB0L6PMPKVi+FcazenCVnfXAtkqb/IsEK3TMbrHyTjTKpQRsP1i65K1suExUVJVlRs5ucUiyEENkUk8+ozuytTuY1Qq1W88UXX3D16lVcXFyoUaMGkZGRJlEd0qJQKLCysjLxZ5aRkfnvICvIryO58aROE6s36Z4Nicdd0aXEY2Ur0s331pCmX9Fr8uF4wxuX0adM8wl1jovyetlBs3kRjhy0IMvIZJaIiAgiIiKyVEahUGBvb49anfP3gDcFeclomf8Scpi315BcefinidVr9dSO8oW94ZlthvlyhjxQdtL0Sx2vAGFBOVSkb2GSyRiRgyHZcqLu1+tFReZ1IbtXbpSRkXkzkBXk15Hc0BfTxOo1KBvP/TpzL1Zvnrj3pe0/woKCZANWOT9pLs9toUJgRSI2iqcodQnZdkAy+6IneDllVyf7hcrkMCJ1aXPZB1lG5r+HrCC/huTKrdgQq1e/IbWpN5ZYitWbk+jjEPspdsCTXfoJdDlN2v5LD0L9NgC2+V+bOLQ5hjoWEk7joriFE/ew116DhNP69Fcks0pFYoKKxERVls97/ap6MjI5g06nIzExkeTkZFlBlpH5DyIryK8luXQz9m6lD+VmW/C50VAowM4v10K88Wg9jZSdqGU1hMrKiXAyAg4W14dgy2lS+y9sCz63H+sUesXYxhtszIPxv1WoYyH5Kog0S8kKlT79FZXkrLoKZXUylOyHLCMjIyOTU8gK8mtJLlotvVtBtYvc0jUE4LQYClUv5JpyzNmO2PPQNF11Vx+fOLeU5KoXiBVBAFxzWwDl/gSr3ImHm2eI1CglGZFy+6XdLXLS//h5I3L4LZncQT7PZGT+e8gKsgworEgQ+QB4SvHccaswikNs7sWQ+jC6MixX3C0EVqjQh3JLtK7w1i+zrVAoWL9uhYnlWKtRoElJcyCESh/m7iWwZN0NLhbMDzN/eKn60uNl/JAXL16Mu7u7tP3tpG+oXSsXF6iRkZGRkXntkcO8vYbkiddrqp6hELnk12kUh1irguQYKxx8tCilMzI34zA/t3YqXvCZPzoxOttbf5aYhEKXiFKhQYWz3nqd+taQzzFflup6+PAho0ePZtOmTTx48AAPDw/Kly/P6NGjqVmzJgD37t3Dw1mAuCuV0zyxRpFiBX7JphW+ZJi73LK4vbKbhRB8MuhD+vfthJVIBOFAj549efLkCevXr88WGf8L9OrVi6VLlwJgY2ND4cKF6datG1988QXW1vJjRkZG5s1DvnPJ6DEoiLmlIBvFIY67ZMu56d6UH/UQ50B1uvlyCiF47kqQ259S1XE4iXsoFan9To4Gha0+DN1L+EC3adMGlUrFkiVLKFq0KA8ePGDHjh3ExMRIeXx9fUHzDJKel1PowEph4YPSS4a5yz3/4FdoRx0LKbcp4JJqSRc3IOEe6FQZl5OxSPXq1Vm9ejUajYbNmzczYMAAbGxsGDlyZF6L9soIbfYvly4jI/N6k+suFnPmzCEwMBB7e3uqVavGoUOH0s27YMECateujYeHBx4eHjRo0CDD/G804nkkBxfN4dyJ5GDcvGRBzSXFxjgOcZI1oQE+KB45ZJwvhxAIhC4PFGR1HKTcREGalwKhgpSb+v1Z4MmTJ+zevZvvvvuOunXrEhAQQNWqVRk5ciQtWrSQ8ikUCtb/b7teEQf2HTxBlebtcSoXSuWwrqzfGIXCtTLHT10FK2eioqJQKBTs2LGDypUr4+joSI0aNbhw4YJU55UrV2jZsiX58+fH2dmZd6q9w47tO14os/Foa7VaPhv6GT5ePvjm82XE8BH06tmLNq3bSHnSumkIIQgNDeXrr7+W0qZPn05ISAhOTk74+/vTv39/4uPTuooIaYLi19/MJ7RmJwC+njiLJct+Y8OGDSgUChQKBVFRUdSrV4+BAwea1PDw4UNsbW3ZsePF/cxtkpI11Hh3DTXeXUNScu4od7a2tvj6+hIQEEC/fv1o0KABf/zxh1m+jRs34u7ujlarv8cdP34chULBiBEjpDy9e/emS5cuAMTExNCxY0f8/PxwdHQkJCSE3377Tcr7008/UbBgQbNJni1btqRXr17S9oYNG6hYsSL29vYULVqUsWPHotHox0YIwddff03hwoWxs7OjYIECfPxBT6mseBKL7tYNRHISMjIy/w1yVUFeuXIlQ4YMYcyYMfz777+UL1+eiIgIoqMtf7aOioqiY8eO7Ny5k/379+Pv70+jRo24c+eOxfxvLI/Ww8HiUiSHUs8+zL1IDqmI3LYgG8Uhtvw5PvfiMJu0mlv9F0KyjqfrUqO6nyWF3dnZGWdnZ9avX09KSkrGmRX68X36NJ7m7YdQpngQh9etYdyXHzF8dKoCamMa5u7LL79k2rRpHDlyBGtraxPlIz4+nnfffZcdO3Zw9N+jNGrUiPdavcfNmzczLf+M72ewdOlSfvr5J3bu2klsbCwb1m/IdHkDSqWSH374gTNnzrBkyRL+/vtvPv/88+cZ9J8MLJYd9nFX2rduSOOGNbl39y737t2jRo0a9O7dm+XLl5uM66+//oqfnx/16tXLsoz/BRwcHFCpzK3xtWvX5tmzZxw7dgyAXbt24e3tbbJK265duwgPDwcgOTmZSpUqsWnTJk6fPk2fPn3o2rWrZCxp164dMTEx7Ny5Uyr/+PFjtmzZQufOnQHYvXs33bp145NPPuHs2bPMnz+fxYsXM3HiRADWrl3L999/z/z587l44jhrZ82kbLFiKIRAIfRR0kViIrrbtxCqF1xbMjIybwW5qiBPnz6dDz/8kJ49e1K6dGnmzZuHo6MjCxcutJg/MjKS/v37ExoaSsmSJfn555/R6XSvpcXmpUmN5GDwx5XIzUgOPFcXXuSDm20YxSF+rgMqTP/PpTjMQgA6w0IpuWRB1iZKk+QEIHQKc104i5PkrK2tWbx4MUuWLMHd3Z2aNWvyxRdfcPLkScsFbDxYvv4oCoWCud+MoXRQEE0a1eSzT1ItZzauJtknTpxIWFgYpUuXZsSIEezbt4/kZL3Pcvny5enbty9ly5YlKCiIsePGUrRYUTb+b2Om5Z89azafD/+c9957j1KlSjHnxzm4uWXdzWTw4MHUrVuXwMBA6tWrx4QJE1i1atXzDLoUjBVkgUIfEQNwdnbEwd4OO1trfH2c8fX1xdbWltatWwN6K6SBxYsX06NHj9dqpbWkZI30yygtJxFCsH37drZu3Wrx5cHNzY3Q0FBJIY6KiuLTTz/l2LFjxMfHc+fOHS5fvkxYmH7ugZ+fH8OGDSM0NJSiRYsyaNAgGjduLB1TDw8PmjRpwvLly6U21qxZg7e3N3Xr1gVg7NixjBgxgu7du1O0aFEaNmzI+PHjmT9/PgA3b97E19eX+vXrU8jGmqohIXzYrh1WOi0K4wtTq0U8yHm3LxkZmbwn1xRklUrF0aNHadCgwfPGlUoaNGjA/v37M1VHYmIiarUaT0/PdPOkpKTw9OlTk99ri1EkBws79f/lUiSH5z7IuehikBqHWCX0ipikZuRmHGYg1cnC8GcuNfncrUJoFege2SOSLUwJyOIkuTZt2nD37l3++OMPGjduTFRUFBUrVmTx4sUW81+4fIty5StgY6c/BiqrQKrWfs9i3nLlykl/FyhQAED6+hMfH8+wYcMoVaoUXp5eeLh5cP7c+UxYkPUDHhcXx/1796hataq0x9ramoqVKr6wz2n9nbdv3079+vXx8/PDxcWFrl27EhMTQ2JiYmqONIqiRqH/pV1q3Gjs7e3t6dq1q/Qy/++//3L69Gl69OjxQvlyk/qt11O/9XqadXr+YtKs00YpPSfZs2cPbm5u2Nvb06RJE95//32aNWsmfdlwdnYmMjISgLCwMKKiohBCsHv3blq3bk2pUqXYs2cPu3btomDBggQHBwN615vx48cTEhKCp6cnzs7ObN261eTc6ty5M2vXrpUs/JGRkXTo0AGlUv+IO3HiBOPGjTOR5cMPP+TevXskJibSrl07kpKSKFa0KH1HfsH6bdtT3S8MK20+RyQlIjSyT7KMzNtOrinIjx49QqvVkj9/fpP0/Pnzc/9+5t7Ihw8fTsGCBU2U7LRMmjQJNzc36efv7/9KcucoRpEcADTXnEhebyyvUSSHHMbgg5trFmQD3q04qRsAwHVdMyi3NffiMKei/+KuM9rIBYwmvxnef3SW3oNeYpKcvb09DRs2ZNSoUezbt48ePXowZsyYDMsIobfU6xSOpLd6oI3Nc1kMVlOD3+ewYcP4/fff+eabb/g76m8OHz1M2ZCyqNUvFwUjPZRKpZlLjlqtltKuX79Os2bNKFeuHGvXruXo0aPMmTMHwOhzv+mLiM6g66Q99GnGvnfv3mzbto3bt2+zaNEi6tWrR0BAQHZ0662gUqVKHD16lEuXLpGUlMSSJUuoWrUqx48fl34GX/jw8HD27NnDiRMnsLGxoWTJkoSHhxMVFcWuXbsk6zHAlClTmDlzJsOHD2fnzp0cP36ciIgIE/eN5s2bI4Rg06ZN3Lp1i927d0vuFaB/gRs7dqyJLKdOneLSpUvY29vj7+/PhQsXmP3dtzjY2TFw3DjCu3RDZTh/ja8JAci+yDIybz1vTBSLb7/9lhUrVhAVFYW9vX26+UaOHMmQIUOk7adPn76+SnKaCA0PdrjgftcT0fKWqY6SK5EcDIpx7gfEF0L/nhZHqVwI6WZRAqOVBHOp/1aO+klyaVexM0ZhC1bOr9xU6dKl0w1ZVqJECX799VdSUlKwt1aCgMOHD2e5jb1799KjRw9atWqFRqchPj6eG9dvwIsOZ+pwu7m54VugAIcOHaJ2ndoAaDQajv17jNAKoVJ2b29v7t27J20/ffqU69euS9tHjx5Fp9Mxbdo0yXpo4l4BoLTDxPM7zSG3tbVBqxVmYx8SEkLlypVZsGABy5cvZ/bs2S/oXO6zY10rQO9WYbAib1zeDAf7nL/VOzg4EBQUhJWVlVlaWgx+yN9//72kDIeHh/Ptt98SGxvL0KFDpbx79+6lZcuW0qQ9nU7HxYsXKV26tJTH3t6e1q1bExkZyeXLlylRogQVKz7/+lCxYkUuXLhgURZjWZtVqUSzypXo16kTZd5typmLFwkJCTG7K4qkRBTOLlkaHxkZmTeLXFOQvb29sbKy4sGDBybpDx480IedyoCpU6fy7bffsn37dpPPvJaws7PDzs7uleXNFdJEaJAsY1oFWIt08+UIUhzkvFCQJe0019vWt4+kGCszsKALIdDqdCaf9BUoUKZGO8gSCoX+uKbcRKBX18xqsPVN15priZiYGNq1a0evXr0oV64cLi4uHDlyhMmTJ9OyZUuLZTp16sSXX37JoFFfMbL3B1w9f4mpU6emipj5toODg1m3bh1NmzVFJ3R8PebrLC8dPWDgAKZMnkJQcBAlSpRg5oyZPHnyxCRPeN1wli1dRrNmzXBzd2Ps12OxsrKSjkhQUBBqtZpZs2bRvHlz9u7dy7x580wbUlgcben0CyxcgK1/H+bCxYt4eXnh5uYmWc979+7NwIEDcXJy4r33LLui5CWWFGEHe+tcUZCzgoeHB+XKlSMyMlJ60ahTpw7t27dHrVabWJCDg4NZs2YN+/btw8PDg+nTp/PgwQMTBRn0bhbNmjXjzJkzkjJtYPTo0TRr1ozChQvTtm1blEolJ06c4PTp00yYMIHFixej1WqpnN8HR3t7Iv/3Pxzs7fErVAgUCsRr5GcuIyOTO+Sai4WtrS2VKlUymWBnmHBXvXr1dMtNnjyZ8ePHs2XLFipXrpwbouYeRpEcAIQi9QmtM5qslkuRHDK7UEYONa5vO89WczVaFjmdFwSd0KHRadAJnbSMshBCny606F4m+oWNG9gVRkjvqanHXWELdoWzHAfZ2dmZatWq8f3331OnTh3Kli3LqFGj+PDDD9O1drq6uvLHH39w8tw5KrVqzddjv2b06NEAGX6pScv06dPx8PCgVs1atG7VmkaNGlGhQoUsyT948GA6d+nMBz0/oE6tOrg4u9CylaliP3zEcGrXqU2rlq1o1aIVLVq2oGixohi02/LlyzN9+nS+++47ypYtS2RkJJMmTbLQmgLsi0qh7iC1CoUtH/YdTIkSpahcuTI+Pj7s3btXytKxY0esra3p2LFjlsZHxpywsDC0Wq0UrcLT05PSpUvj6+tLiRIlpHxfffUVFStWJCIigvDwcHx9fWnVqpVZffXq1cPT05MLFy7QqVMnk30RERFs3LiRv/76iypVqvDOO+/w/fffSy4y7u7uLFiwgDodO1OhZSt27NvP+nlzMpzvIiMj83ajELm4yPzKlSvp3r078+fPp2rVqsyYMYNVq1Zx/vx58ufPT7du3fDz85MeaN999x2jR49m+fLl0ipg8DycVWZ4+vQpbm5uxMXF4erq+uICuY0higVwc4EPXvcK4Pj5KRT2qYcllyar/fnhR9S5doxz7T+gcp8+Od6eMZu+mUz432s5HdGGap99/uIC2UxyioqjrVoQqo7l9viZBFQI5dq1axQpUgR7e3u0uswpwFZKK5SWFtt4AU9jYnB6FI3ayRZ733z6T/u5aLESQpBw+TIOOg2qQgGsW/87PXv2JC4uDgcHC7GpM0Cj02RpFT0hBImJejcTe3sbrKxMx++DXh/w5MkT1q5bm2E9CoUCa+VLWEmFIOHGFexT1Kjye+Dglj/Dsb9+/TrFihXj8OHDJp/ws0pycrLJOWacfuXKFZKSkqhQoYKJu8LrjFar5dixY2+UzJbQXrkIGv1kAKGAaGf9S6qtRo1HUqKUT+HhgTJfLnzZ+w+Q3rUAb8DzW+atJle/u73//vvSUrj3798nNDSULVu2SBP3bt68KfkNAsydOxeVSkXbtm1N6hkzZozJwgBvNKmRHLg8FGGYNa9VgF1BfZizLCrHQgiStcmkaFPQ6nQoFQpslLY42NhjlVHItLyIYmHadN4ssf1cCv2/aRZK0ep0mbYOa3VahEJgpXwZBUGgww6sc9+vcenSpRSwtaVoPm+OHjvB8OHDad++fZaVY3i5Jaat0C+zrdTZp/r9Zv1MMFj0X8bVRYc1oEaHQ7rKsVqtJiYmhq+++op33nnnlZRjmTeRtBFO8uxzl4yMTC6R645pAwcONFuRyoBxoHjQW2v+E3i3Aq/mPJrVHG9iuOw4neCqvbMcA1itU/M05Rla8TwEkVbo0xM1ibjYOuNgbVnpEbkdxcG47dT/80pBFojncZCNXEx0QocuiyH2dEIHOrKmJIu88r7Wc//+fUbPmsWDhw/xLVCAdu3aSQsoZIWsKscKbRzWqrvYGpbZVoPQ2KC1LYiwynr8Y/1yDjlzFu3du5e6detSvHhx1qxZkyNtyLy+mJ3ZsoIsI/PW83rN3Pgvo7AiRbgCMSRYlcuycpyiTSEu5Snpq1qCZ6pnaHVanG0tuKcYFMTcWknOpO28U8717T5/QTAoeQKBVmixIeth1l5KSc5DPvv8cwa89x4OQovKzx+HTLovpSVtPOKMUGjjsEq5YaESNVYpN9DaBSCs3Phl4S+Zb98w2zEHCA8PfynreE4QHR3N/fv3UavVODo6UrhwYZycnCzmffjwITExMSQl6cOSOTo6UqhQIZP8Qgju3r3Lo0eP0Gg0ODs7ExAQ8B/1sVZY/jvteaV7Pc4FGRmZnCNXV9KTyZiXDTWm0qpeoBw/J1GTSLwqwULjeaikGj6P537L+uaNTbjGivIrDIXe+pzJl428VryyqfnMK5ACK9VdwFzvMGzr92dVsFftyOuv9Dx+/Jhbt25RsGBBSpcujYODAxcvXkw33vSzZ8/w9PSkRIkSlCxZEltbWy5evGgSQ/j+/ftER0cTEBBAqVKlsLKy4tKlS1mOQvK2ob8vCMvXZ14YEmRkZHIVWUF+jTD4/yqz8KDW6rSZVo4NJGoSSNYkmyZKFuS8UJB1qaHO8t6CjAC1Vp0t1sLMTu7Le7UseyTIrAVZoUtEIdSSMqxJUqBJfq4qK0C/X5dosfyrtm9eMO+PQGZ58OABPj4+eHt74+DgQEBAAEqlkkePHlnMX7RoUfLly4ejoyMODg4EBgYihJBWGBVCEB0dTYECBXB3d8fR0ZHAwEBUKpVZiL3/GgpAKQRKYeHMeoPOGRkZmZdDVpBfI14UaswST1VPEWTdmvFMFY/WaOk2KcxbHrlYCJFHyjmp6qGhaZ2WBI0FC/tLotVpX5tP8xlhUAFeJdRepvuZZvlsdZwVmievvsy2YaJeVnn9j44enU5HQkICLi7PJ3IqFApcXV1JSMjcOavT6cMUWlvrx1ulUqFWq00iBFhbW+Pk5ER8fHyG9Wi1WpPfW0G65488SU9G5r+G7IP8miCMP+Vl8uabqE5CrXu5pXwFOp6qnuFh765vO/Vzap4oqTodeammCCEQOh1YgU6nNXlxyA60QosVVulHWHgdHrbC7I+sFc9KH9Is4WwlrFCiANQZ5suUHK8yUe81OAwZodHoJ98aL/lt2E5OTrZUxIzbt29ja2srKcQG1wyDwmxcZ0bLhN+/f5+7d+9mWvY3hrTnsUL/0ihbkGVk/nvICvJrxHML8outuFqhJUH9apZOtU5FsiYZOyu7LCvn2UrqJ8y8siAbZADQaDNY+vmlqxZo0WKteP0vt5c9AllxbxBKR4TCBozcLMxkUNgglI4vKY2MJe7du8fjx48pUaKESTjNl8HX11cKzwn6OMgnT558VRHzHqN7r0CBDgUowCrt+S0ryDIybz2yi8VrgrEFOTOfuRPUCS/lWmGxnlQLcp65Oeh0eq0oT10sUifn5dDEJP0y1RlYpl+T5+3LulhkzbVBgda2oL4chsOukLaB1P0vFw/5JQqlSvWaHIR0MFh501p21Wq1mVU5Lffv3+f+/fsUL14cR8fnLx6GcgbrdGbrVCqVWFlZmfzedNJOzBUK9HGx01uaXEZG5q1GVpBfE/SKQurd+QUhhDQ6jfkku5dEK7QkqpP0VlwFeaKkKiQLch7NDBcvXmo6O0g3ssVrYY16Ht7u5UpnvlxwsWBmzl6C1i7A3I1CYSOFeMtuOcLDwxk8ePBL1fs6oFQqcXJy4tmzZ1KaYcJdemHeQK8c37t3j+DgYLN8tra22NjYSJP2QG8NTkhIyPRqpW8NGVyHafe8CfMKZGRkXg1ZQX5dEMIo1FrGiuKrulZYrE+XubZzhDyOgyzg+UtJDsugFTk7aa9Hjx4oFAoUCgU2NjYUKVKEzz//PEMfVZNJirnAvgP76P1hb4SVGyq7EgisAAUpNkXQOJR8aeUYXiGSxRtC/vz5efjwIY8ePSIpKYmbN2+i0+nw9vYG4Nq1a9y+fVvKf+/ePe7cuUNgYCB2dnao1WrUarU0qU6hUJAvXz7u3bvHkydPSExM5Nq1a9ja2uLu7p4XXcw7zO59GVmN3+7zTEZGRvZBfm0w9jDIKMybRqchRZuSrW3r0OldLHi1KAYvL0Bq23kVfN/EgpzDLwgCC/7Ihk/82UPjxo1ZtGgRarWao0eP0r17dxQKBd999102tWBKVqNH+Pj4mJZPdW7QKZ1SJ+u9ijBkaclpE7nfAKugp6cnGo2Gu3fvSguFBAcHS+4QxvGNQb9QiBCCK1eumKQXLFiQggX1bi6+vr7odDpu3LghLRQSHBz8Un7Kt27dYty4cWzZsoVHjx5RoEABWrVqxejRo/Hy8nrJXucSWTn+b8C5IiMj82rIFuTXBCHIlCU1QZ212LCZaxzydqEQg3KeNw8drU73fOxzQUkXQpi6WliaJf8K2NnZ4evri7+/P61ataJBgwZs27ZN2h8TE0PHjh3x8/PD0dGR0PLlWb1pk0E4Nm7ciLu7u2RlPH78OAqFghEjRkh19O7dmy5duqSKbyq9EIJxY8dRrEgxnB2dCfAP4NPBn0r7g4sF88PMH6TtC1evEN6xMx6ubpQLKceO7TuwtbZlw4YNgH7JeVtrW37//Xca1m+Im4sblSpW4sD+AyZ96tK5C4GFA3FyciIkJITffvstcwP2hik7+fLlo1y5clSqVIlSpUqZuEKUKFGCIkWKkKjSEfDdXZr/6U3pchWpXLmyyc+gHIPeiuzn50f58uWpVKkSJUqUeKlV9G7fvk21atW4dOkSv/32G5cvX2bevHns2LGD6tWr8/jx42zpf46R5trP8Kx4s04ZGRmZl0BWkF8bjNSMdKyYWqHNduuxhE6nD5CVZ2HeyBv3DiBZk/JCH2QhBBqtNtt+KWoVao0GjVaLVqdDoxNodDqLeV/FJeP06dPs27cPW1vb5/1NTqZSpUps2rSJ06dP0/vDD+kzfDiHTp5EAdSuXZtnz55x7NgxAHbt2oW3tzdRUVFSHbt27SI8PFwaG2PWrVvHDzN/YM6Pczh7/ixr1q6hbNmyFuXTaLW8P2AQjg727Nqzm7lz5zJ61GiLeUePGs2nQz7l8NHDBAcH07VLV2lyWXJyMhUrVmT9H+s5cfIEffr0oWvXrhw6dOglR04mq0yePBlbW1v++usvwsLCKFy4ME2aNGH79u3cuXOHL7/80mK506dPo1QqefjwIaBfLVCpVNKhQwcpz4QJE6hVqxag95H+4IMPKFKkCA4ODpQoUYKZM2dKef/66y/s7e3NFjr55JNPqFevnrS9Z88eateujYODA/7+/nz86ackJD43QMyPXE7NmjUpWrQoIRUq0P7jwc8re8NeqmRkZLKO7GLxmpAZC3KSOpmcMF3o2zZE0Mg7H+S8siCn6JJTB0FBeuOr1en4a++/OSvIgzi4ctssuWmdalhnIUrAxo0bcXZ2RqPRkJKSglKpZPbs2dJ+Pz8/hg0bJm0PHDCQP9etY/WfWwht1Bg3NzdCQ0OJioqicuXKREVF8emnnzJ27Fji4+OJi4vj8uXLhIWFAeYjduvmLfL75qd+g/rY2NhQuHBhqlStYlHWHdt3cPXWLXYsW4JXuRCsrawYN34cTRo3Mcs7ZMgQ3m36LgCjx4wmtFwoly9fpmTJkvj5+TFk6BAAlAolgwYNYuvWraxatYqqVatmeuzedBJV+mspUf38qOj/1qc72uaMTeTx48ccOHCA8ePH4+DgYLLP19eXzp07s3LlSn788Ucz95cyZcrg5eXFrl27aNu2Lbt375a2DRi/kOl0OgoVKsTq1avx8vJi37599OnThwIFCtC+fXvq16+Pu7s7a9eu5YMPPgD0SvXKlSuZOHEiAFeuXKFx48ZMmDCBhQsX8vDhQwYOGMDH9+7yy6RvOHLqNEMmTOSHmTOpXLkyT57Ecvaff4yklhVkGZm3HdmC/Nrw3I/Tkh+wEIJkbVKOtW3wA84NFwPz5lOt53mgIKdoU9CZuFjkUSSNbKRu3bocP36cgwcP0r17d3r27EmbNm2k/VqtlvHjxxMSEoKnpydubq7s2LuXW/fuSccgLCyMqKgohBDs3r2b1q1bU6pUKfbs2cOuXbsoWLAgwcHBqTWaHrc2bduQnJRMieASfNT3I9avX28WRszAxYsXKeTri6+RX3J6ynRISIj0d4ECBQB4GP1Q6tPECROpEFoBH28fnJ2d2bp1Kzdv3sz8wL0FVsFS39+n1Pf3qTT7gZRWafYDKT2nuHTpEkIISpUqZVmuUqWIjY2VrMTGKBQK6tSpI32hiIqKomfPnqSkpHD+/HnUajX79u2TXshsbGwYO3YslStXpkiRInTu3JmePXuyatUqAKysrOjQoQPLly+X2tixYwdPnjyRroNJkybRuXNnBg8eTHBwMDVq1GDm1Kks2/AHySkp3Lp3DycHBxo2aECAnx8hZcsyqFvX50K/+aeKjIzMC5AtyK8JplZc87tvilZlOURYNqG3HCvyNIpFXliQkzWpLisi/bEHsFIqaVSzYvYLoICk6Mc4xMWicXbGwa+QxbazgpOTE0FBQQAsXLiQ8uXL88svv0jWtClTpjBz5kxmzJhBSEgI9vb2fNK3Lyqj+Lrh4eEsXLiQEydOYGNjQ8mSJQkPDycqKorY2Njn1mMLE/T8/f05ffY0O7bvYMeOHXw88GOmT53Ojp07XhivNyOsbZ7frgxWSF3quTNt6jRmz5rN1OlTKVu2LO6u7gwePNhs0ppFZGUn23iRO1BycrKJz/QXX3zBF198QVhYGD/99BOgtxZ/8803XLx4kaioKB4/foxaraZmzZpSuTlz5rBw4UJu3rxJUlISKpWK0NBQaX/nzp155513uHv3LgULFiQyMpKmTZtKkTlOnDjByZMniYyMNJFdp9Nx7fZtGtSoQWG/grxTowb1wsIIr1uXbrVr4miwjr8FL1MyMjIZIyvIrwmC5wuFCAtKas5Zj5+7d+jjIOtj9SoVufhxQZe6QHAuK+dCCFK0KalzFDOepKdQKLLk5pAVrBQKrJUKUCqzvQ2lUskXX3zBkCFD6NSpEw4ODuzdu5eWLVtKk+zUajWXr1+nTFAxqZzBD/n777+XlOHw8HC+/fZbYmNjGTp0KJB+WDUHBweaNW9Gs+bN+KjfR4SUCeH0qdNUqFjBJF/x4sW5ff8+Dx49xDMgEIAjh49kuZ/79u2jeYvmdO7cWd9vlFy8eJHSpUu/sOzbFBru3Ke+gN6twmBFPjowP442ObvQRVBQEAqFgnPnzlmW69w5fHx8KFiwIMePH5fSPT09gecxqi9dusTZs2epVasW58+fl17IKleuLC1wsmLFCoYNG8a0adOoXr06Li4uTJkyhYMHD0r1VqlShWLFirFixQr69evH77//zuLFi6X98fHx9O3bl48//lhKE8nJ6O7epnCBAtja2nJg/To2Hj/F7qgopkybxoxpUzmwehXurq7Ib1UyMm8/sovF64JRJIm0Vkyt0KLKgSWQTTDyf86xiYDpkRrFIretMvp+pr6Y5OVS2zlMu3btsLKyYs6cOQAEBwezbds29u3bx7lz5+jXrx8PY2L0mVP77+HhQbly5YiMjJR8P+vUqcO///7LxYsXjSzI5u0tXbKURQsXcfr0aa5evcryyOU4ODhQOKCwWd769etT1N+fXsO/4NSpU+zbu48xo8cAZDpUG0BwUDA7tu9g/779nDt3jr59+/LgwYMXF3zLcLRV6n9GCrGjjUJKzym8vLyoVq0a8+bNIynJ9GX+/v37REZG0qNHD6ytrQkKCpJ+BgU5JCQEDw8PJkyYQGhoKM7OzoSHh7Nr1y6ioqKkcxBg79691KhRg/79+1OhQgWCgoLMwtiB3oocGRnJ//73P5RKJU2bNpX2VaxYkbNnz5rIElSsKEEBAdKEVitrG2rXqc0Xo0axY9s2rt+5y84DqUr423ebkJGRSYOsIL8mCAQi1XqZdrnj7Fo1L6O29UqqPopFTrdnRh65WCRr9f008b3Ok1jMOdumtbU1AwcOZPLkySQkJPDVV19RsWJFIiIiCA8PJ3/+/DQ1mt1vICwsDK1WKyknnp6elC5dGl9fX0qUKJEqubnsbu5u/PLzL4TXCadShUr8veNvfl//u8U4uFZWVqyY9QPxiYnUrlmLvn37MmKkPpycvV3mQ42N/HIkoRVCafpuUxrWb0h+3/y0atXqheWMpZcXE341PvvsM1JSUoiIiOCff/7h1q1bbNmyhYYNG1K8eHFGj7YcnQSe+yEbv5CVK1eOlJQUduzYIb2Qgf4F78iRI2zdupWLFy8yatQoDh8+bFZn586d+ffff5k4cSJt27bFzs5O2jd8+HD27dvHwIEDOX78OJcuXWLD/zby8bgJAGzcGcWcJUs5ffoMt+/cYfWaNeh0OooXCUytQdaQZWTedmQXi9cF41jEaZQ0yU82J9vW6fSvS0Kg1qnR6rRYKXPGpcAMXe5P0tMJHSptqs+tMHZryQMf7GzstvFnZGNGjBghxTF2cnJi/fr10j6NVkvihQs4WSlQGx2DGTNmMGPGDJN6jD+P6zEXvmXLlrRs2TJdGS9duWSyXaJIEf757VdUAUWwtrZi3959ABRLdfkIDAxEpTH9guLu7m6S5unpydp1a6VtpUJpdv4ah6mz3IW3R+lxtFVyY3jBF2fMRgoXLixFsmjfvj3R0dEIIWjdujXLli2TXCTSIywsjPXr10sKslKppE6dOmzatMnE/7hv374cO3aM999/H4VCQceOHenfvz9//vmnSX1BQUFUrVqVQ4cOmZ3H5cqVY9euXXz55ZfUrl0bIQTFihShXYP6ALi7urBh0TYmzJ5DcnIyRYsUIXLaFMoYJqZmcUEaGRmZNw9ZQc4ihni4NtbZO3SC5xNcjH1x1To1WmE5AkC2otMhlApJSU3WJuOkdMr5dlPbJpdjMOtdVozay+NQcwby7KGbGuYuK73P6gp66fHH9u24uzgTKJRcv36NIUOGUKNGDYoVK/biwunJltmeCOmft0k/zjMCAwNNXtLGjBnD9OnTOXnyJO+8806GZQcPHszgwYNN0oxf5AzY2dmxaNEiFi1aZJI+adIks7zGfslpqVKlCn/99Ze0LRLi0d2+BUCtSpXYEvkrTxz190CFEOSLf2pagRAgK8gyMm8tsoKcRS5cv82F67eoFlISX2/P7KtYCL3lWInkagGQoslh32MsR9BI1qTgZJNLCrK0kl761tsUlRqBwN5owYtXwdjP2sS9JU8U5OdjrxM6rBS5ZLm3QFYe99k1ue1ZQgKjp3/Pzfv38fb2pl79ekyeMvmV6sz8cZS14pxk7NixBAYGcuDAAapWrfpSy1fnGS+8GORzR0bmbUZWkLPIhet6C8PFG3eyVUGWIikoTRXFFG1u+AOn+iArFJIlVSs0aHQarJU5f4oopAgalh84KrWaE4sWglZD2Z4f4OiQ9WVwjdFHrzB68chggmSuYGzIFjqUQpmHn24z3//sepno3LIlvVq/hypQ72KRXcifwF8PevbsmdciZI6sns+yfiwj81aT66/zc+bMITAwEHt7e6pVq5bhUrBnzpyhTZs2BAYGolAozPzIchshBIqrl7Ge9i0paZYxzY66n0dS0CtrevcKbba2Y7FtsLiKX65Fs3iBi8W9+9GUWb2QMuuWcv9B9Cs3l5LGvUKvHxsm6eXFQiGmtticjHedTvNG515Wir26hpAZ33O1SkNSXDwabdauhay5WZj8ISNjgsUz4y2MeCMjI/OcXFWQV65cyZAhQxgzZgz//vsv5cuXJyIiguhoy0pPYmIiRYsW5dtvv8XX1zc3RbVIskqN1dbNWJ04hrh0IdvrF2kiKeSGe4W+YVLjIJsqqbmmIL9gJb2kc2ekv1XXr71ycypdmn4ZJika/s5jdEKX664eL9NadrlYvLCWJ09wengfbULWYoFnfghlH2QZzE4Yw1b6X5XkE0ZG5m0mVxXk6dOn8+GHH9KzZ09Kly7NvHnzcHR0ZOHChRbzV6lShSlTptChQweTED15RVJyCqTG+NTcvp2tdestyKZW3FyNRyz0i3UYPyQ0Og1aXc5bsF80QU5rtFyw7uGrx7ZNG1NaIJ5HsciLlQQtdDs3vhxYJnMPff35ms0tW6hPCIFVit7NSJmZVfFMS7+6UDL/HSycgAohcFCncx+WTy8ZmbeaXFOQVSoVR48epUGDBs8bVypp0KAB+/fvz7Z2UlJSePr0qckvu0hOUaGI1itouseP0WVjzFzJBxl9yDGtTps70StItQTqdPpJKWkUxFxR0nU6UChQpOPeoI19hC51co8u9vErNaXWqS27MGhTlfQ8crEwS0mdsPcaiJJOtpzQDszr1AmBlUYfjk8hu1jI5DL62C7p7ZTPFxmZt5lcU5AfPXqEVqslf/78Jun58+fn/v372dbOpEmTcHNzk37+/v7ZVndicjKKmEcAKJ4+QZ364M42jCaK5a71GL2LhQU/4JScXsEPnrtYWFKQdAKrp3Eku3qgtrNH+TTulZqyuCKhMJpwlqeT9Ezbzi0F2XiZ80yXyc5xMoQ3tLBLpxMoUr9iKHQ59cIou1jImJ/TQqFAgdGXLbMTVD5hZGTeZt6gmDuZY+TIkcTFxUm/W7duZVvdiY9jUaSkKq5Pn5KizsYHtlFMWbMoC7lBqhU3raKk1qlyXlGz4P8sta9RY5sQj8rJGZWTC1Y5oCALnluO8ybMm5Egxpt5YkXOpItFdikHxuNtycVCo5XSFVpdltrNTJxmWcWRSQ+R+ku0sZO2zTLIyMi8teSaguzt7Y2VlRUPHpj6kD548CBbJ+DZ2dnh6upq8ssuEu7cAUDnWwBFXBzqbFSQ9ZEknkdSUOuy2TqdUdtC//laWFCQgecrzuUUFiJoGEhRa7BJjEft6ILGzgFlUuLLNyMsj6vQPVe88mahkPTbzCkFWaFQWFyEITMP/exaIMS8aQt1ajTU69qdTyd9qw9/mMVmFy9ejLu7e7bIlxWioqJQKBQ8yeZoNzI5iNk5rQCFQnLvenF+GRmZt4lcU5BtbW2pVKkSO3bskNJ0Oh07duygevXquSXGK5F87x4AIiAQRfwzVOrsUxyNlQ69L3Ju3nyF0UQ5c4XMLOpDtjdv2b0D9DGQbRPi0bi4oLG3R5mchO4l/YTTU/SFcX0Z+JXrhMgh39v0eRkr8v379xk0aBBFixbFzs4Of39/mjdvbnLtWWgo8zLl5hik+h0LpVL/pSGLTbd/vz0XL17MOJNUqazwvAqxsbEMGDCAwoULY2dnh6+vLxEREezduzevRcskaV0sspZfRkbm7SJXFwoZMmQI3bt3p3LlylStWpUZM2aQkJAgBZLv1q0bfn5+0pKhKpWKs2fPSn/fuXOH48eP4+zsTFBQUG6Krpfh/n2EQoEysAicOoEqO10s0H9CBiUiFyJHCCG4cOk+Oq2OgMLeSAuFWLQg57C7RzruHQAqtQbbxGckuHmgTUjAOiUZjVaL7UusyJWuoq8ztkymE0lDpyM5SY1CqcDRIXtW85MQkNGyXTqhQ6nIXH+vX79OzZo1cXd3Z8qUKYSEhKBWq9m6dSsDBgzg/PnzmREm4xw54H8M6YyAVn+NCaVSv9JgxtOmzLC3t8fJMZdWhPyPM3z4cGxsbFiyZAlFixblwYMH7Nixg5iYmLwWLXNk9bSW9WMZmbeaXPVBfv/995k6dSqjR48mNDSU48ePs2XLFmni3s2bN7mXaqUFuHv3LhUqVKBChQrcu3ePqVOnUqFCBXr37p2bYgN6pUAd/QDc3HHI74siMZGUpOxb5U4IYRTFIucV5JQUDbGxCcQ9TSIxMcUokoSlSAI57PKROknPUgQJlUqFbUI8uHugtXfAOiUZteblxkednquIVmekH6cTSUOjwyH2IdYJ8eiy/dOqYZKaZdtsVqzI/fv3R6FQcOjQIdq0aUPx4sUpU6YMQ4YM4cCBA+mWu33/Ph0Gf4pvUDCenp60bNmS69evS/sPHz5Mw4YN8fb2xtPDk/p163Ps32Mmddha27Lwl4W0bdMWNxc3Spcszf/+9z+TPKdPn6Z50+Z4uHlQqGAhevX6gEexsVI/ExIS6NmjJx5uHhQuVJgf5swBReqEKZ1lF4sTJ07QsH5DPN098fLwolrVahw9chSAJYuXmLlYTJgwgXz58uHi4kKfDz/k62nTqNTqPanuHj160KpVK6ZOnUqBAgXw8vJiwIABqI2+GC1btozKlSvj4uKCr68vnTp1Sjeee16QoNZh/fNdrH++S4I65/3Ynzx5wrFjx5g0aRJ169YlICCAqlWrMnLkSFq0aGGxTNu2bRk4cKC0PXjwYBQKhfQSp1KpcHJyYvv27QBs2bKFWrVq4e7ujpeXF82aNePKlStS+Ro1ajB8+HCTNh4+fIiNjQ3//PMPoI9yNGzYMPz8/HBycqJatWpERUXpMwvBjTt3aPlRf7yrvkOBMiHUrVvX6MtL2hczWUOWkXmbyfVJegMHDuTGjRukpKRw8OBBqlWrJu2Liopi8eLF0nZgYKDkemD8k25ouUiySoXi8WOEpyeOPt76tNSIFtmGQfHKxvBx6aHRaFHu2YXy720kp2j0SmI6VlzIQLnMDjKapPcsHiuNGoWbBzoHB6xVyag1Wbfc68PmWVasdUYWe0svCACkpGCdnIzd0yfPF3TJLgxG0QyqzYxS/vjxY7Zs2cKAAQNwcjK3mqbni6tWqWnTrx8uTk5s37CBvXv34uzsTOPGjVGlxh5+9uwZ3bt3Z/fu3ezeu5ug4CBaNG/Bs2fPTOqaMH4Cbdu15eixozRu0pjuXbvz+LE+NN+TJ0+IaBhB+dDy7D+4n/9t+h/R0Q/oNmyYVH7E8BHs/mc3a9etZdOfm9i9dx/HzpwFhRJFOguodO/WHb9Cfuw7sI8Dhw7w2eefYW2j/ziW9pUjMjKSiRMn8t1333H06FH8/QuzcMUKszp37tzJlStX2LlzJ0uWLGHx4sUsXLjo+Zip1YwfP54TJ06wfv16rl+/To8ePSyO738BZ2dnHB0d2bBhAykpmXPJCgsLM7mX79q1C29vbynt8OHDqNVqatSoAUBCQgJDhgzhyJEj7NixA6VSyXvvvSe5XHXu3JkVK1aYnCMrV66kYMGC1K5dG9A/f/bv38+KFSs4efIk7dq1o3Hjxly6dAmAQeMmkKJSsXPZUvZt2cwXX3xh8VoCZP1YRuYtJ1ddLN5kkpJVKGIfo/Tyxs7bC4CUmFeLyWuMfp2Q3FusQqPVYfPTj/q/O7WVlntOr+0UrQpHG8dsl0MIYdS2+RNH+zg1rJ67B8LBEevkZDQvYUFW6TJwEzGuLx1FVKFKQZucTPyt26ifxmNtnX3vlsn3H6JWJ4OtHYonsWb7nYoVQ5GUhM7GDtsMJpxdvnwZIQQlS5bMUvurVq1Ep9Px08TxaDy8sc+Xj0WLFuHu7k5UVBSNGjWiXr16gP5rglanZe68ufh4+fDPrn9o2qypVFfXbl3p0KEDAOMnjGf2rNkcPnSYiMYR/DjnR0JDQ5kwcYKUf97ceRQvXpyL167j7eHJooWLWLx0MfXq10MIwc/TpxFUtVqqCw6p54qVify3bt5iyNAhUr+Dg4PT7eusWbP44IMPJLeuUaO+Yuv//iAxMQFjjcfDw4PZs2djZWVFUFAwjRo24q9tf9G3bx8AevXqJeUtWrQoP/zwA1WqVCE+Ph5nZ+csjX92YrAWJ2ie90X/tz7dySZnbCLW1taMGTOGb7/9lp9++omKFSsSFhZGhw4dKFeunMUy4eHhfPLJJzx8+BBra2vOnj3LqFGjiIqK4qOPPiIqKooqVarg6Ki/77Rp08ak/MKFC/Hx8eHs2bOULVuW9u3bM3jwYPbs2SMpxMuXL6djx44oFApu3rzJokWLuHnzJgULFgRg2LBhbNmyhUWLFjFh6BBu3bvHe40aElKiOM/s7PAJKq5vzPCVy0QCWUOWkXmbkRXkdNDqtCZuBfHJCRD7GGXZEKw93AFIjnlIsiZ73CxStCmkXUkvJ9FqnivCarU2Qysu6BfYEEKgUGTe/zPTCJFu27pUhVHp6YVwdMJalUxiFheMgIwjcRgsUCKDFwS0WhJu3eJQvwFZbvtVqbT+dzyd9VYsrasrVun4X7+sb/DJk6e4eusW7hUrY5i5D5CcnCx9wn7w4AFfffUVUVFRREdHo9VqSUxMNAujGFIuRPrbyckJV1dXoh9Gp7ZzkqioKDzcPMxkuHLrJk/dPVCpVFStWjW1P+Dl6kLxokUlmYQFN5xPBn/CR30+Yvmvy6lXvx5t2rahWLFiFvt64cIF+vfvb5JWMSSEPQdN3U/KlCmDlZVeEdeoVPi7OnPyyhXpGjh69Chff/01J06cIDY2VjqHbt68SenSpS22nRu4LTGPKV8w8nnkIE3vgjnWdr169RgwYAD79u3jwIED/Pnnn0yePJmff/6ZAwcO8Ouvv0p54+PjKVu2LJ6enuzatQtbW1sqVKhAs2bNmDNnDqC3KIeHh0tlLl26xOjRozl48CCPHj0yGfOyZcvi4+NDo0aNiIyMpHbt2ly7do39+/czf/58AE6dOoVWq6V48eImcqekpODl5QUIBnbtwoCx49i2dx+1a9eiYbPm6R9PWT+WkXmrkRXkdEjRqohXP/98HJcUj+JpHEoPd4S73qKR8jiGp6qXX6kvOVnNuWOXyR/oi7Oz/fOHfy6s5qZOea4wap4+A5023YlyegRqnRpbq+ydoCaE0PuWWljFD4DUz/NWXl7g4IhVSgqaLC85rI/nnLbdu/ee4O7uKK2iJxRYdG8R6MPgOfn7U23uHFQ++bG2z75xSL4XjZ0mRW9Bzu9DWjuVnW8BSH1R0Go0WNlabjs4ONjEh/NFqDUatDod8fHxhJYqReT0KWhc3LHz9pby+Pj4ANC9e3diYmKY/v10/Av7Y2dnR51adSQXDAM2NjYm2wqFQnJJSYhPoGmzpnwz6Rtpv0alRnfrFkUK+HIuxXwJcKU29dwwvJhZeDkaPWY0HTp24M/Nf7J1y1bGjR3Hr8t/pVWrVpkaB+mcNzr0Jv1Qq/T90GjQ6XQkJycTERFBREQEkZGR+Pj4cPPmTSIiIszG47+Gvb09DRs2pGHDhowaNYrevXszZswYDh8+zDAjVxrQnxt16tQhKioKOzs7wsPDKVeuHCkpKZw+fZp9+/aZlGnevDkBAQEsWLCAggULotPpKFu2rMmYd+7cmY8//phZs2axfPlyQkJCCAnRv7TFx8djZWXF0aNHpZcfA87OziDgg3ZtaVSrJpt37eLP/Qf4fu48xn35Bd16f2iht7KGLCPzNiMryJlEnZwCT59i7e2FjbsrQqlE++TVFq24ee4GokcXbvXsQ6n+3Z6HWssNH+S457JrnsZLFuSMrNcqbfYpyPcePUapUODt4ZbuKn4AIu4JQqHAxsMDhZMzCgSahIQstaXRacwmuT169Iw7Py/jVvlQAksU1iemY8UWQqDUalE6OuIaHEyKbwFsnLMvMoK16x3sVUlgb4+ikB+KNAqyJu75S5hWpYJ0FGRPT08iIiKYM2cOH3/8sZnv5JMnT0z8kFUqNfGJSVSoEMrqlSvw8fLG0c8f+zSrXQLs3buXOXPm0LhJYwBu3brFo0dZ88EPrRDK77//TmBgINbW+luPOkWFTqHAwcaaogX9sLGx4dChQxQuXBgh4EnsYy5dvUbNOmH6StJ5eSxevDjFixfnk8Gf0KVzF5YsXmJRQS5RogSHDx+mW7duUtqx06dT/7J87gsjn3edEJw/f56YmBi+/fZbaaXOI0eOZGkscoq47vqY8gkaIVmO73bOj5N1Dnz5yQSlS5dm/fr15MuXj3z58pntDwsLY8GCBdjZ2TFx4kSUSiV16tRhypQppKSkULNmTQBiYmK4cOECCxYskNwn9uzZY1Zfy5Yt6dOnD1u2bGH58uUmx7lChQpotVqio6OlOozRPdJ/6fAvUIC+HTrQqXsPRk2dxrIVK+jW+0P9C7SsE8vI/Gd461bSyylUj2NRCIGNlye2tjbg7PLKCrLq7l0ArP75O81yvzl/F1YbK13Pnj2PYpGBgvwsKQHNS7g3pCUxOZlDR09y4OhJUlSqDMO8KZ8+QeXojJ2dHaQqfNo0E8NehKUIHLF3H2EduQTrX+ajM8TaTccPWm/l1qIzWBWzYQzSNJDxfuP2NOoMXSnmzJmDVqulatWqrF27lkuXLnHu3Dl++OEH83jj8c8QKSl07NARL3d3WvcbwJ4D+7l27RpRUVF8/PHH3L59G4CgoCAWL1nC6dNnOHTwEN27dsfBwSFL3ezXvx+xj2Pp0rkLRw4f4cqVK2zbto2PvhqFVqvF2dmZnr16MnL4SHb+vZPTp0/T+/MRKJXK5xbkNApyUlISn3z8CbuidnHjxg327d3H0SNH0/XDHjRoEL/88gtLlizh0qVLTJw4kTMXL6LIKIyekYIshKBw4cLY2toya9Ysrl69yh9//MH48eOzNBY5hZONUv8zUoidrBVSek4RExNDv379iIyM5OTJk1y7do3Vq1czefJkWrZsmW658PBwzp49y5kzZ6hVq5aUFhkZSeXKlaWXPA8PD7y8vPjpp5+4fPkyf//9N0OGDDGrz8nJiVatWjFq1CjOnTtHx44dpX3Fixenc+fOdOvWjXXr1nHt2jUOHTrEpEmT2LRpEwgY8s0ktu7ew7Xbtzl++jR79+2jeDFDSNE0LxnyQiEyMm81sgU5k6ii9dYyGx8vrK2VCBcXxNO4V/LLFQYrrlaHVitSLankThSLJ0YKcnwCSp0OoVCme9N/9iyJ02fv4OX2gFoVQyzmySxJySpsxo8CAfH/+5++39YKlBZcLJTP4lA5OeNkY4MydfKT7lnW3Fos+R8rEvVWaMWVy2gM7iYKhUULpWGlQY29A1YpKTnnApPeYddonvtoazQIvb3dYtaiRYvy77//MnHiRIYOHcq9e/fw8fGhUqVKzJ071zRzYiI8jsHBvzCbFy1i/Kwf6NjrA54lJODn50f9+vWllShnz/yBTwYOoMY71SnkX4jxE8Yz4vMRWepewYIFifonii9GfsG7Td4lJSWFwv7+NKhaFaVSiVYIvv3uW+Lj43mv1Xs4OzszpHtXniQnSwpy2lCAVlZWxMTE0KtnLx48eIC3tzet3mvFmK/HWJShc+fOXL16lWHDhpGcnEzbdu3o2LIlx8+ctpgfQJEaixkBQqvDx8eHxYsX88UXX/DDDz9QsWJFpk6dmm44s/8Czs7OlClThpkzZ3LlyhX+z957x8lV1f//z3PvnT7be+qmh4QQQoDQhKBAKCIo0j6gtC+gEhURUfgJgqKIBamKjaLSVbDQQUEg1EACIQnpu8n2Pjt97r3n98edmZ3Znd3sbrak3OfjMcnsnTv3njs7O/O67/s6r3cikWDy5MlceumlXHfddf0+b8GCBRQWFjJ79uz05MalS5diGEaW/1hRFB599FG+8Y1vsP/++zNnzhzuvPPOrHVSnHfeeZx88skcffTRTJkyJeux+++/n5tvvplvf/vb1NXVUVpaymGHHcZnP/tZQGIYBt/40Y/Y0dhEXl4exyxdyg9/kPu9ZGNjs3djC+RBkmi1vLCu8lI0TQV/HnR3Y5oSVR2eQDbbk4kFqmIlMyStBmOSYhHIEMiBbutSghA5O+kBtLd2ccSvf0zNYceiL5yH1svDNxTiuo5Ssw2AaCzeb4qFrhto3QHiXj8lTifCXwCAGRxqBbmvL9RMVqGFrqMn822tS6j9WCxMA5m0BYy8QJbZd3u9nYRhYGoaqp4A09xp45Cqqiruvvtu7r777n7X6W7vwNheCwkdKSUVpaXcf+tP0fMLcfdq/S6lZNHMGbz9xGMkvD6UqkqEEH1SBeJ639e5pa0l6+dZs2bxxF+f6HlOJIbcujV9kun3+3ngwQfgQUiEI7jq6/jGddeBxws1W9N+8RROp5O/PPQX+uPLF3yZCy68IGvZ9ddfz/XXXw+Abhgcf9RRzJgyJf1ryIyalFKCoXPbddcCkDB0wMW5556bVZ1Mr5tk6dKlo9KOe7D4HMqoTsjrjcvlYvny5SxatKiPv3cgFEVJxwCmOPDAA3O+dscdd1y6cVSKXOuddNJJ/b72DoeDm266iZtuuqnPY2ZzE3dc//30z11uD1GHM7WjvhuzK8g2Nns1tsVikOjJD3FneSmKIiAvD9HdPeymFQBm6oshoWMYZrJUydikWGRUkEkKzoE8yKKxCW9HK9P/96wlaneBWIaHOCWQc6VYROJxnOEguj8fh6aiJquZDMFiYZhGziYbRncwfb9nwmI/FgvDsKqHqoZUcleZd53+DY7C0K19CwUMY1jtp3vT46vtaXFuCfNcjWIkasL6nSt6YoQbpQywrZT1RdWsSXKKYk0mHfIeevYRDoe57bbb+Pjjj1m/fj033Xgjr7z1Fl/+/Ok5x5Lyn5upk6ORttfY7D70el/3fjfYctjGZt/CFsiDxGhtR3o8uP0+hBCIggLo7h5WJm96m8kOYiIasQRyarLaGFgsjGA3UghLmAYtsThQzJtIdjgUUhJP7FrTkFiqcg7Egz0JGr33HY3GcIa6MfOtyrFSkBTIwcFbLPrrAJjpY+6pIPdTQU+KSeGwRGqujn+7RKY+7f1QUqBJVU0KRGvfuyyQ00JP7LTSaZomim69Roqhj3Cr6cz7vbabGqOqJrvpDfO1lz2VRiEEzzzzDEcffTSLFy/m308/zZ9+9Ss+c8QROV9/U8pkBd/yn0tbIO/F9Hr/7cw6ZytmG5u9GttiMQiklJidHSj5hTic1uVDpaAAM9hNPG7AMAINpJTIzk7rh0gYPSmQ+407G2HMYBC8PkuUpCq6yQpyLl+11mjlq5qqRiy+awI5nnFJNd7RkZGg0WsCVjRGQaCTQLEVNeZwezAcTggGGSz9CWQzo4JsRJKdv/qpoItUtVXTIEOkjhwytzrGGo5iGJiKipIhEGU/v6dB79HIrCCnjkfk/NI3TYlmWJMUFT1hxbYN32HTeyT9PiIMw4plVlUEwqqgD/O1T/m2PR5PunUxWDae0Pp1/T8vNUFT8wKRMYlgtBknhix4bYVsY7M3Y1eQB0EiYSC6OqGwEIdmKQNHSRF0B4hGhycWdd1EpCbpRSLouoGQst8kBQBiUbT//gcxxHitXMhgCLxe8PkQAWscUlFyN+swTZzJCCRHJEw0PrhWsv0R68ioILe3JwWyte/M6mS0ox0tHoNyK3ZMU1USbg8iPHiB3F+DEDNDZOsdyePv77VPXiXIrCD3bmG8SwywKWma1v6SFeTMCvcuVZFTVz7M3u2bc/z+9QRIaZ2cSMbOZqDrmIpqXbERIJX+PfJDQUpJNBbvOdGTst8IL1M3EKbESPvP7Qry3svAFos+IRajOhYbG5vxxq4gD4J4Qkd0diIKC9MVO1dZKfFYjEhbJ1QVDnmbum5AoAvp8SAiEYxwxHpAiP4vI9/zG1yv/Ifg9FnI235peaGHiRkKWROfFAFdndZCJXeKRSym4+2wRLmqJyxbxC6QyBDIiUCg3wxmo8mqWqsV1qQxh6YSd3tRQoMTyKY0MaSe+7FgKP19Z3R2WgXRXmNIX5Y3dEucKkpapEq58yuwAxGNJpBIPMmGIxIQueYBZVSvpaIgTCM9j8+UJopUhlxFllIiTcM6ftNMN/Lot0VM0oJiOJw4CGW35t5VZMZ+e/3+RdJaIpRkd79k9T7HPMad7ybl78c64YuGwqAIvOms6NwKWSatJdbrL/pMEhwuu2JTaW5uprGxkUQigdfrZcqUKX0yr1NEIhHq6uoIh8PE43EmT55MRa+c6/r6euqTkZMp3G43+++//7DHuEeyk1+JtGPebGz2KewK8iBIxC0xqxQXp5e5J1kzxCPb64a1TV03EF1dyMoqAIyugSfKGYaJ/Ni6FOzZXkN319CaZWQipUSGUhVkv1Udh4wqbvb60VgCT0croaTVQQ/tokDOalKSncGcuW8zKZC1Kuu1dmgaCbcHJTy4Y+/PXgEgMyrIZtLqIoXl/1aTVwmikWQbccNAKgpKUqQJU+7Sl6NpSoyODsy2dgzTpOebOcc2U35vh6Pn5ClTxA+jjmUlM/SIXLkz0ZfyaLtc1s9G7pOO4dFPcw4yBLJIylex6689WK+/qNuO2F6bblfcL2n/uQN2weLRm3A4DPTtPLgz2tvb2b59OxMmTGDevHl4PB42bNhAop95AaZp4nK5mDRp0oD78ng8LFy4MH2bM2fOkMa1d9D7fZUUxLYQtrHZJ7EryIMgntARXZ2oJUXpZb7qybTQ0+xjyNuMxqE7gJy/P2zdktUtLdcHcjQap7irnc6JUymsqyHe0QVF/mHt2zBMCEeQHi84NJRGawIeqpq7ghyO4elso3nOAfjaWzB2USDrgQDS6ULEY+jd3WBKqzonJVk5Zy1NmIqKq8zqwKVpKrrbixoJD8p/m+hHyKVOEGRpGaK1BZGasJc8OVFUBXeem5aWFiQSdzxGAhCxWHrCmhmJoQw33s+QJNqSNpnCfBKGAaZEKAZEo1nHZYTDmKZJ3DQQpomq68iMdYQQaMrQ/owNw0gKqqTvOxqxjts0MRM6RKNZr1UsEkGakliyLXg8GsVwjUxHxUQsjpQmimmSiMfRVSW9XxGPYbjcqFHL0mOYJqqeQEaiVlV5CGS+TvF4gnjKyx2NkjBNFMPE1LOPHSAaCWOYJglTYkqJGY8heq0zFKSUhMNhmpubKSwsHFIkGkBTUxNlZWWUJtuBT506la6uLlpbW6mqquqzvs/nS1eXU01f+mOoYn2vI4cOFlKSH4vQ5fL0fdgWzjY2ezW2QB4E8UgM0d2NI/mlBOCdUIHUNIyGxmFNloo1tVoV0wkTgZ5UhVyT1QAS7V1o8RjdVZMprKuxMpSnTxzW8ei6iYiEobwcnK60xaLH45p9EdtobEQxTborJ1K5bhWEIyTMBA5leF+oRnc3+P3IsMDsDiBSKRa9qnNKWwvR/AI8HjcADlUj7vXhb2kgntBxOQfef78T9EwJ4RCyrNwSyCkPdsZrn1eSB0BTUzOiowOpqCjRGGZ3N0o8hhmND9viYpgmRrPl6VYFGB2daElhLmOxrCYgZnc3aiyGoRsQCln34wmrmp16ncTQbBaGaRJvarIsC4mEJQoDAZxOB6bThSMjhk9Kid7ViZJIYOg6WnsbeqAbtWN4J2e90WNxZHs7Tk3BiMRQksLbNEzU9lZ0rw81We03u4OosWif4x8UAlRhidGErqOnX3+B0dyccezhrKclAl2o0SimIaGzw2p7Hhm+QE5RWFhIZa+86Z1hmiahUCjreUII8vPzCQ2x/XpvYrEYq1evRlEUfD4fEydOtLpXDjCWTJuIsVeke/TjQbZ1sI3NPoktkAdBrKUNsLropXC5HciSMmhtJZ4wcDmH9lLGkqkQcsIkAMxAd1IW5Y55M5Mxa4EqqzOU6BpaN7lMdMOASBjh9SE87p5WukkPcu/CiKizquSRicmuVNEICUMfvkAOdiN9PgRWHrHIyEFO7dowDJyd7cTyiyhMflGrqoJeVIx701rC0ehOBbJu5q4gG4aJCIeRBQVIpwuSAjkzak4IQX5pPqaq4r/zZ3TNnkf+JV+m6/H/UfbGf2j4wc0UFecN6/ibtrfQlmxUUXDbL+i47wGmGiG8JUXo112X9V4K3/kozo42It++mvgbr1Px+ou0/uQX5OW50+u4VBd+5+AFa0tHJ+u+8U3MufuhrnwX/fNfRHvyr8zbfyahuQuYsvyb6XU7Ip10P/wgjkiI2De/RcGdP6Nt7gEUXXzesI69Nzve/pD4j29m/qQS6i75GkWLrS6Nbe9/TNUf7qb2gsspmmX9jbT99TUqX3mBxptvpbBwqNExghKPZZHasG5Dz+v/m9/Tdf31zNuvmu79FlL9jW9lPWvrr35O3o6tqD/4GeG/3A/SpOL6m61mQcPE4XAMuXIMoCf/TntXeh0OB9FdqGr7fD6qq6txu90kEgnq6+v55JNPmD9/fr/jbGxs7ONb3uPp88GX+k9mL+h5wmiPyMbGZhyxBfIgSLWZdpb1VJCFEIjyckRLM/GYPnSB3GBVsOREqwpsBgKo9O9BpqkJgEDVZGv/Q2y3nImuWwJR+H0oPh+puq1UNUSO1Ae1oR5TUZGTk+I8Ek1WZz3D2r/ZHQSv14rPCwVRTdPyd2bM2IrE4ri7OogWl2aJEVM3cIW6aWtppSi/f4GqmzqS3H5Ry2ISgqoJ4Pcjkl0FpeibCZzQDfy1W+mcvxCHy4HQFLz12zESBg7X8E4QEh0dGHWWdz3R1oHR3IwqomjCBIeW3q6UEk/NFmJ5BXj9buJIPI31SEPP2reJxOlyDthdLxPTBGPjBowDDoS6Ooz6BkRdHdqEQtRgALfbEt+mNImHDbx1tcQKivD63RCJ4GhuGPax90Ym4sj6elwuHUVP9Gx36xZcLU1oUyallwmh4G6qh3hiWPt3OB2oikq0uSX9+sc7Axh1dWjlftTunmMHq0rq3lGLmdApLcwnFIvi6WhDdWi4B6iu7mkUFBRk/ezz+fjoo49ob2+nrKws53MqKyuzJvsZhsGHH344quMca1KGr6DTek9IWx/b2OxT2JP0BkGiwar2uidmXxJVKysQra3DygWONzYhHQ48UyzBK7N8sH2FnWhuwdAcGMkJa2IXkiQM3RKIqt+Ho7I8vVw6HH1i3qSUOBsaCJeU4y5JfpFGIugDTIAbCCklMhyy/M9eHyIU6tVJz9p/NBbHHejAKCrJsg/Ep83m47p2OtatH3A/A03QM8xkBdnrRfp7T1LMfu2NQABVT2AWJf3neValVgaGf4KSaOvJgdY7OqxJgPRtlBKP67i72okWFOFyapjeZNW0z+V0SVQffPRetL3DqtZXJD2rqZMtoUDG1YuYESMR13F1d6EXFKFpCgmvD0cotPPJbYMlmcoBZB2/o6GBmD8fd0lhz7p+6/iH2mo8hSEtG0C8paf9td6Z0ea41+sfiydwdXcR8xfgcjgwvH60aHiXumfuCloyaq73hLxEIjGi/mFN03C5XMRi/b+nFEVBVVVUVU2vf8ghh6BpWjKWr+d24403jtjYRpVchQkh0Pur9tseZBubvRpbIA8Co6kZ6XDgzqggA2hVlYjWFuLxoc/q1+sbkMWl+Ar9SE2DUEY3uxwWC7WlmWhBEd48D7rThejllRwKiXAEEYmgFhXj3y9jtrrDAckIsxS1ta3k1dcQLKvEXWR1shPRKIY00oJjSPvWdUQ4BF4f0uuFcDiZYpG0dyTXi4QjOLsDmKXlWc8vOOII2kIxOtfvgkDWTQiHET4f+POgIymSFJElEAFksyWmZIn1u5f+obe77o3e3tkzlq6Ala2r5OgkGIriCnShl5ZZrZZ9VsVeBvv6TaNGZND7jyUFoquiHOn2ZORgZ+cMR/Uo8XgCVzCAXlSEqirEPT4ckRAJfYTizjJSKWRSdBumibO5kVBJeToGD0D6Uycng8/BziQtkNva0ssSGQkmfRrVxOK4u9rRS0oRQmD6/Dgi4bTVYaxJ+YO7M957UkoCgUC/MW/DwTAMYrHYoEV3Q0MDO3bs4Nlnn+W2224jPz+fhoaG9O3qq68esbGNKjsLPraxsdmnsAXyTpBSYrS0IItLcLmzvzCcE6sQwW6iHUOrJkopMevrkZVVeL1O8Hiy2j3nqkw42tuIFBTj9TrRXYOPOstFylOtlRYx+fCF5F/0ZYqu+mZGoxBr/4ZpYr78XwoatqN/6mg0h4ahOazUA/pPiRiIeEK3RLE3WUEOh6wqYkogJg893tyIIk1EWXZma3FFObK8gvAnnwyYJduf/xiSGdThEFpBvuWFTreazpED3Wq9Vkp58lJz0tYhuocn0qCnxTiAEegGw0zvOzO2TW9qRpEmZjLFA6/X+j/HhCzd1Ac8Kcgk2mzZdbyVlclGMSmLiZIWiant6Z1dVnJEsVXJN3x5OMOhXWqxnoVh9qkgR6MJfG3NRErL0bSMj6hky/FUxX/ou0oeW3uPQDa6evznvX/3kUAAV6gbWWZdOZI+P45omPgudpLcFSoqKmhpaaG1tZVIJEJtrRVVl0q12Lp1Kzt27CCkG4i//Q/xt//REugmHLaSX+LxOOFwOMuzvH37drq7u4nFYgSDQTZv3owQguKMWMuBqKyspLKyktLSUgoKChBCpJdVVlbi92f749esWYOiKLQkT9Ta29tRFIVzzjknvc7NN9/MUUcdBViC/ZJLLmHatGl4PB7mzJnDHXfckV73hRdewO1205nqTJrkm9/8Jp/+9KfTP7/++ut86lOfwuPxMHnyZL7xjW9kTW78zZ/+xNxlJ+I74EAmHPkpLr788qzt2fViG5t9C1sg7wRdN6C1FYpLcDiyfcbuSZZ/uHntZoKhwU+SicV0aGiAqio8HqfVsCOVy5ujkmWaEldHm1VB9rpIeHZRICeros6yUhRFYeb3vsnUS78EyU5yEohE4gS7o1R+9B6d1TMpPPkzKKqC4XShJGO3hmOziCd0RCiEmp9vCb5wKF1BFmaPWEo0WBOAtF4z/fP9PpgyFVmzlXA09yVgKeXAAjkYQkiJlueHvAwfc45Ogkpbq2V/KLUmaCoFI1BB7uxCuj1Inw8zkKwgi2Sjiswc6Ppk/F5l8iQhZbEI5756ENEHV0VO/f59EyYgff6eSYoZFfTUtsxGyysvkldPDL8fRziInhi+QJZS0tUVtrzgme/1lEAOx/C2t5CoqMqy18jU7yCjVflQSFWQjfY2ZPK11DP8571/97F6KxZNJBvVkJePYhgkduHqza5SXFzM5MmTqa+vZ+3atYTDYWbNmpWu9sbj8T4WjPXr17N27VoSiQRNTU2sXbuWmpqa9OPxeJwtW7awZs0aNm/ejKqqzJ07d9Ri3+bPn09JSQmvvvoqAK+99lrWzwCvvvoqS5cuBSwv+KRJk3jiiSdYu3YtN9xwA9dddx2PP/44AJ/5zGcoLCzkb3/7W/r5hmHw2GOPcd551mTSzZs3c+KJJ3LGGWfw4Ycf8thjj/H666+zfPlyAN577z2++YMbufHrX2fts0/z9O9/y+FLlvQaud0oxMZmX8KepLcTojEd0d6GmDChT6xXwexptAKioZ516+uZt99EfN6dT94JB8OI1mbUSZPQVMXqppe2WPQVafG4Tn5XB03zDiTf5bCygPsRSYMhnqwgu8szJx32iITGpi6217YipMkxtZtpOv6zFAqBqijoThdKLFlBHkCE9rvvRAICXWjFxZhJL7BVQc3MQQZZZ4kTRyo5I4mqKDhnziTx2CO8cuHFTL70/3HAcZ/OWmcgcQxYGdKAmp+PkpefXp5ZQU3vr7WVmD8fV9LeIJKCerDd/HJhdnZCvrVfMxi0mnbkEGiioQGJQK1KCrTUZfR+BFpUj+FzGOk4s/6INTch3R6Kykpp8PkQO7YDPe89U5pE9OQJXzLBRJmcnEyal4cjEtolgVy3tZH6u39H4f+djWJmWHqS4lyvb0TVExgTJ2U9z5nnJ+Fyo2RUgIeCKQ3r6k1HB6KiArZthZSXPMeJqVFvTeRTq5Jxisn3it7VAUwe1hhGgvLycsrLy3M+NmnGTABCGRX+OQcsxJec6OrLkb4xY8aMURhl/wghOProo3nllVf44he/yCuvvMJFF13EH/7wB9avX8+MGTNYsWIF11xzDWCldNx0003p50+bNo0333yTxx9/nLPOOgtVVTnnnHN4+OGHueSSSwB4+eWX6ezs5IwzzgDglltu4bzzzuPKK68EYNasWdx5550cc8wx/OY3v6G2thaf18spS5eS5/cxdeJEJh9yKJnv8j6T9GxsbPZqxryCfM8996QjhZYsWcI777wz4PpPPPEEc+fOxe12s2DBAp555pkxGqlFLJZAtLWiVvT9QsqfXIVz5nS0+36HsWYNa9fVpS/jDkT32g0Iw8A1cxqqqiQryNnNKjKJd3bhiIYxSkqtqDOXBzXSK681odOwat2g9p/YvgPpdOKuyj4mmYx5C6zdxNJfXsdhv/85WiKOscCK3lKTFWSRnLwz2Ev6mURaWxG6jqO0DMWfZ1WQDd1K0MiwWCiNdUT9BXiLCvpso2DJYVbTjBWvsf3uu/sc887GpXd0AqAVFSKKCq1jV1Wrgprx2uu6gW9HDcHyqrQXVvW40B3OXZokKTs7kXmWvcPsDlqTFJVsDzaA2thAtKAQV54ljEVSIIt+rx5IIomBr2RIKUnU1yNLSijwey2LSeYkPWkmq8fWSLSGOuIeL85kxKGZl281FNmFCnrL2x+gPf1POh9+LLt1c+r3uN0S7GJytkB2uTXihkRZ+d6w9mtIw5pg19WFLCi0/u5SJ6bkaHXe2IApFFwTrImxSuqkJlVx3w3x/+MN/P94g4qn30ovq3j6rfTysaa2tha/35++/eQnPwHgmGOO4ZVXXgGsavGnP/3ptGh+9913SSQSHHnkkent3HPPPSxevJiysjL8fj+/+93vqK2tTT9+3nnn8corr6Sj5x566CFOOeUUCgsLAVi9ejUPPPBA1liWLVuGaZps3bqV448/nqkTJzDr+BO44Jrv8vC//kU4spMrMnYF2cZmr2ZMBfJjjz3GVVddxQ9+8APef/99Fi5cyLJly2hOhvb3ZsWKFZx77rlccsklfPDBB5x++umcfvrprFmzZszGHA1FobMDZ1XfUH8hBLN/fyf++XNw3HYrxoYNdAcG/lA1TZO2Z19Cahr5B8xHTVeQLdGTa7KQUW+laBjlFaiqQsLjQYuGrYYXSbb+/Tkazj6fTx78+4D7TyQM9NpaZEUlfn+vmLZkFbP8ndfQ4jF8bdbvxbn/fgCoqsBwOlFj0aT/d2ArQy6CtZb4cVdVoub5EZFIsqVwj0A0TBNHSxOR4lJ8GbFbKcqXLME46hhkXj7Kpo10dGWLtZ1VtlMCWS0sQJtkiTBhGNArSSIYiFBQt41g9Yy0F1ZTVXTVgbplC23twazfwWAwTYkMBJD5+eDzWwLNMHquHCQ3J6XE1dRopYckve+K24WhalbVvR8iegQzRwpK+vFYHLljO0yYRL7Pi8jvOQGRipVikbJX6LqJu6WJcHG5ZQUCZNJiYnYOXyTKVis2UXR2Ik2zx3edHLdSV4ehaqgTszvDuV0OPnEVUt/cQUI3CEfidHSEBvSiZ2JKk3giYU1KLCgArzft/SfH5FilpYlYfgHe5ImJkl8IZPiWbXbKhAkTWLVqVfr2la98BYClS5eydu1aNm7cyNq1aznqqKNYunQpr7zyCq+++ioHH3ww3qTn/tFHH+Xqq6/mkksu4YUXXmDVqlVcdNFFxOPx9H4OOeQQZsyYwaOPPkokEuHJJ59M2ysAgsEgl19+edZYVq9ezcaNG5kxYwZ5eXm89+9/8Zdf/pzKsjJuvPNuPnPCMroyfte2HLax2bcYU4F82223cemll3LRRRcxb9487r33XrxeL/fdd1/O9e+44w5OPPFEvvOd77Dffvvxox/9iIMOOoi77757zMYcrq1DSIlrYt82rgDOCVXM/N2dqBMnov3lQTp3IpBr3v8E+Y8nMU4+laLKEpRUBbm751JvnxSLVFORinKrguz2oEUjWZXTznfeByD06v/6FQxSSjZuqEP5eA3q3Lk4e2U3pywWhdu30LLwEOov+gqNl3+dvIKkQFAUdKcbLRZLC8OhVJFN06Tpv/9FCkH+3LmoGfYGFDU9QbA7FMbXXE+krAp3jpbGE6vKmfLDH6Ff9jVEVyeNaz7Oenxnol1PijutqBD3tKlZx5+ZYhH5ZCOOWBRjv3npZS6XRmPMILxxExs+2saqD2uHJJJ13bAmxeXnI70+S6AZZkb1Ovm66gaetmbCxWW4kpm/1u/ebXVB7AeJSTjR/3tw0+ZtiC2bcM6ejaqqODM83la7bzMtsKPRON7WZiJlFT1Z1MkqKgM0qqn/YB1r//wkkWg89wqpNtvRiNUhMPnypU5OHI0NRIrL8HizT440TSW8/0Ki22poqGni429dz+b/u5jtn9QyWKLxmCXMC4utFJVUBVnJnqAppURrbSZaUIzPnWxUk8wLlhkZ5Nu3bOONu++lcUffphmRWJyOYSZuDJfgaUcSPO1Imk45LL2s6ZTD0svHGk3TmDlzZvqWmvi3YMECioqKuPnmmznwwAPx+/0sXbqUV199lVdeeSXtPwZ44403OOKII/ja177GokWLmDlzJps3b+6zr/POO4+HHnqIf/3rXyiKwimnnJJ+7KCDDmLt2rVZY0ndnM7k1SFV5bgjjuDW71zNB/94ku07drDi9dcpCSW7nNqNQmxs9inGTCDH43FWrlzJcccd17NzReG4447jzTffzPmcN998M2t9gGXLlvW7PlgtUwOBQNZtV4hts758vTOm9buO6vVQdN7ZKJs20Lltx4Db6/jH0+BwUnbJl/H5XJYHuaAwbVvIlaQgmpowVA2ttARFEehuL45oxIorw/IoK1usLwxl9QeEA7kvwXd2hgk++BdobaHq3DOy9yFE2ofpb24gXj2Ngs+fQt4pJ6TXURSB4XKhxqPWBCt2LkYz+fjNd0k8/iiccBLV06txZDT6kKpKqotf+44d+Fub0GfPzdlCWVNVFsyaxtyTliFVldbXX0s/ZkoTQ+68giw1DWe+H//0KcjyCqtpRmqiXOo1+XgtplBwLugRyKqq0HbUsbSt34jzqxej//MfdHUN3g9e39CJ6OxAFBZanuJwCGH2VJBTe4+FonjbW4mVV6a976oiMJxulJ34z8N6OGcEX2NLG9tvvQURi1F54okAuCZO6FlBKD02B6yJmr72ZvTKnpNDkbxkTT82g+btTTRcdgXRm29m85/+lnMdsyVZQQ52Y+h6+pilaZLQDdytTYRKytKV80wKPn00Ih6n+RvfRv3vSyhbNtH6138MuoocCoehswOlpMRKUcmyNmVE3MXjuLo6iBQWp5uCaPn5mEKBTiuFpDsU5qNvf5vuW3/MB+efz0cr3mbzhs3saGrh9VdX8J9LL+P93/5+UOMaKXyamr4NtGy8SfmQH3roobQYPuCAA4jFYrz88sscc8wx6XVnzZrFe++9x/PPP8+GDRu4/vrreffdd/ts87zzzuP999/nxz/+MV/84hezWmV/97vfZcWKFSxfvpxVq1axceNG/vGPf6Qn6f373//mrvsfYNW6ddTU1fHnf/wT0zSZOX16/wdh62Mbm72aMRPIra2tGIaR1X0JrNiixmSFtDeNjY1DWh+syRgFBQXp2+TJuzaZJlFbi3Q48E6eMOB65ccfgxSC2FvvWlFmOYjFEphrP8acM5fJM5OX9oVAKe2JU+qdRQugtrRYzSI81ge+6fVZFeSkSA0EwogtmzGO/BQiHGbjfY/lrGoGQ1HUFa/hPOkkKo88uM/jUggckbDVGKOktM/jQggMl1VBTlWvB1tBjsXjbL/jV+DzMv//uw6P24WWn1lBTjXpkIRWWILXc8hhuTeWpGxCJXL2HML//S+x5OXWwQh2o7UV8gtwOTXKygtQfn4b+jevzkoykFLi2baZYMUEvMXZPug537qMWX/6Lc7DDkP9x99paxvcSVigO0Lz7x+wJn1WTUD4/Za1xjDSbb5TJOoaUEwj3RgGkhVklxtlp22FJcF435OkT/72JOp/X8b4vy8z96gjAPBN7pkEaVVRe957iaYWtFgUY1KPF1gkLRZKrxNPwzRpbglQe+8DEA5hVk8jdt8fad5Yk72eYSJTFeTuboyMvxUhJdGIFfEWK6u0/Pm9mHjQPMz95qNs2oB+wkkYBx6E+c7bRKODex8Gm5oQpomnstKqIGdF3PW8/uFIDE9XO0ZxWfoExeP1EtMcsNKaN7FlzVrE++9hHH0s1O+g7uwvsuH0z/HhOecQPP9slHfeRkiTxDjlJu/uHHPMMRiGkRbIiqJw9NFHI4TI8h9ffvnlfOELX+Dss89myZIltLW18bWvfa3P9mbOnMmhhx7Khx9+mGWvAEt8v/rqq2zYsIFPfepTLFq0iBtuuIEJSX95YWEhTz7/PMdfeBH7n3Iqv3v0MX5z993MmTMnXTeWfU7WbYVsY7M3s9elWFx77bVcddVV6Z8DgcCwRbJpSoztOxCVVXh2kk7hKS9FzJqNsvp9OjvOprw8v886nZ0hxJZNaKednpXvqpWV9TRFzlFB1tpaiBYW405eaje9XmuWfyQKPheB9ZsR0Qjqpz+DISXy4YdoPfNUyidlT8IL7mhCtDTjO/ig3AchBO7uZNOIfjJQTbcHNR4lZiQTB0wrGSBXpTeT7du2I959G8f5FzC52hJlnuJiUnVIU7Mm6cXiCTwfvk+gYiKVc+b0v0GgwO9DW3Yy5u2/YO0r/2PRCccNTiA3NiLLynE4NRyayqLD5tIdjCL/3GOxiMV0fC2NBCsmkO/K/jMRmkbekoMp0yX1F3+FjtffRq/+XHZmL5bI3rylmUB3hPKyfGINjWhPPAJA3pKD6X4xYGUaO5094jz5qzdTE5AyJqql7DVKhsUi3tFF86srmHDqCSgZHb9iRpSY4cKlWu/bhuZWQo89ArNms/TG69OWifxp1aRmAEhVzfJgy9rUZLmevx/N7UJ3uRHJSXqBQIQdKz4gsL0ex+9/g9LViXnKqfi+8HnC3/4228+9gPhvf82kxVYVPpEwEMkUChEMYsQTqKl9mpJYRxfu7i4SVblPSF0uB8XXfoe2F15hxuVfou6xJ0nccw+tW3cwed4A1b4k4WQqh3/SRMIebzoDunejlnCgm+JgAFnec4Ke5/XwMW5i2+uZoRs0/vWvoGnsd+MP2PzOe8QfewT1g5WI7gD68SdSfeml7H/4oTsd02jg01TkGUeP+X4vuOACLr744kGte+WVV6ZTJVI89dRTfdZzuVzcf//93H///VnLb7nllj7rvv322/3u75BDDuGFF17I+dhRRx3Ffx5+CDIi8lp8eZhCEHD1nQcB2PrYxmYvZ8wqyKWlpaiqSlNTU9bypqYmKiv7ToADK4B+KOuD9WGan5+fdRsu0WgC0dgAVRNwOHZ+edJ71OEoaz6krbkz5+MdH29AhMP4Fy3MWu7IiFuTSrYH2TQlzmSTEJfbEmpmctKQTDarCH1oTVqsPGwRpZdfggh00fDMf9B1g0Agkm6NG/nI8urmL87ef3rfIuPtUFyUcx3T7UaLx9LVa5DoO7E0ADS9+ipC16k8cVlaTPsqM64OOF0gJV3BMPmNOwhNn53Tf5yJEIL9zjkL6fPR9sKLwM4n6BmGiWxqQpaV484QvsLaYLqCGolYkxTjlRP6Ff9lhy2GCRPhpReoqW3t83hbe5D2u36NvPjLNPz457Q9/SJSVTH/+CemHjwPJc8PkTDoep8TI6V2O4bDiZYxOVRVLQ+4mmzUIqVkzbU30/zd77Mph50hEOvGMA1CkSjvf/96xOaNFF9yKT5Pzxd+cXWPB7t3goq6YzumoqAmI97A8gHHPT6UpDVh80NPEv3m13H+4hbLU3zwoUz8xleYc8QB+O66CzSNpvv+krZAxONWbKIsLoFgN0Yso/IrTYwtWwAwp1bnfM0Bph26Pwd/fzkl5YUUH7cUgI6X/pdz3Ug0TiIjki6SPPHImzrVapLS3ZODnHnssTprPSXDXuJ2OWlffDiBjZv54O33MF96AbnkcKZOn8bSs85gyZ8eRP3Jz/He8zs+/eu7xk0c24wgQhDXRicP2sbGZvdmzASy0+lk8eLFvPzyy+llpmny8ssvc/jhh+d8zuGHH561PsCLL77Y7/ojTSQaRzQ2oE6atNMKKUDp8ccgolGC767s44mUUhL84EOkEJQccmDWY1kTpXoJpVgsjrejlWhxKY5k1U/6ki13k1W8+Np1mFUT8FeUUH7AHMzq6ej338fK3zzMugf+yicfbsUwTfR165BFReRNy47PSpNxjEqqa1svpNuDGotmTRDsr6OelJKVTz/Hs1+6gK5HHsasqKJyXo+fN78048TA6URISaCrC09HK2av/OP+KCoqRE6aQrymZqcNQgBCoSiivg4xcWJ245eMHGiARH2jdSIwqZ/XCkuwll10Puq7b9Py9vvpZjFSShoaO9n45keozz2NnDoN5T8voj38J+TM2Rxw6BxcTg0lLw8hJSLYne4kmHIhu7bX0F0+Aa+vR8wqyUl6atRKEenuCiGTMYnd//x3+j0npWTdS2+z7plX2dHWxLt/fRLluadxXXAJB599ZtYx+H09v+fMHOhEwsBTu41g+QR8+T1tjB2aQsLrQwt2o+sm+ltvIcvK0S++jJJHH2LOvbdRVW35pmcfPBe55HBY+S7d3ZaojwVDiO5uzMlTEaaJEQhkddJTtm6zRPn0DOHeCyFE+u+xdNok5MzZxN58s093v1A4xkc/v5fVv/5zuh18ZNNmZH4BhROqUDI7vPWyuBjbLKGuTempSgshmHLmmSAlrcu/Cm2tlJz3JVRVweHQKC0s4Ljzz+ZTp56IN0f6is1uzk587H1zkO0Sso3N3syYplhcddVV/P73v+fBBx9k3bp1fPWrXyUUCnHRRRcB8OUvf5lrr702vf43v/lNnnvuOX75y1+yfv16brzxRt577730xIrRJtwRQLS34Zo6OItG0cL5yIIC5Nq16Hq2jzge15GfrEdOmkx+RbZ9wTMpIyFDVbN9oA3NaPEY8aqJaVEgUxXkYJBEwkBu2oicPhOf14XX40S74AJIJHDcfTuOe24n/MCfeOfdLSibNiBnzsbpyO2syfTYCXduS4np8aDFY5gZx6fL3P7PQDBM0w9vRLzyH5SNn2AesJCijIl5JYX5mCeegtQ0pD8PpEmsZhuKaaJN7X9SZCZetws5cSLU1xGOxnY6Qa97Uw0iEsE1d3bfBzOqiLLGqiDKKQML9UnnnYEydSraI39h+452wuEYa9bWUfPyCrSn/gZuN/v98U5YdhIA2mGHpdNDlMyrG6rW00nupf9SuuYDAhOmpOPVADRNQdecaMEAhmHS+trbiFAQ/fgTYd1aPr7vCereW0N3MEr46m8T/taVfHzS6USuvxY5czYHXvXNnjQKLP94t96NvOoaEpd8JZmgYiKlZMOHWyjetoHg1OlZaSeappLw+FBDQULhGMrGT+DQJRz63cupnjeN/Lye6EBFEXiOPALR0U7HR+sAiNQ1Zb2uItDVE21nmji21xAuqcBXmN2euD/cbgfqoYeirPmQ9uaOrMfq12xC+8uDKL++i9VPv8a73/0J5jNPY06bToHflyWQe5+YKls2EfPl4ZmYbfWYOncW5iFLEK0tmEcfy4LPHJP1eKZ4t9nTkAP8BH076Y3mWGxsbMabMRXIZ599Nr/4xS+44YYbOPDAA1m1ahXPPfdceiJebW0tDQ0N6fWPOOIIHn74YX73u9+xcOFC/vrXv/LUU0+x//77j+o4DcPEME2Ca9YD4NlvYC9sClVVYcpURN32PpOGgqEYYtNG1Llz+0w+yoyzkoqaHTeVbAmb2VVMJr/YRXeQYEcAUVuDOmcOqqoghGD+WSfhvvWn6fWVmq04fvwDlE/W4TjggP6/wAchkKXHY3Vby5go1l/Vtn7NGpT6OhIXXYbxuc8z4dJLs45dU1UOvfWnTPnH05D0IMvabQA4Bpo9noGiKDgmTkI0N9IV3HmkVvBDy2bimz83a7lApDOoa9bXINeut5JDJg48OVOoKhOv+SbKJ+sIvPwqq1fXEH7hJZw/vB71tVdQjz4GX3EB1d/5Oo5LL2PmV7/cc/yZKR6aikASePM9Su68ja5J1dQfsTTL2qMqCtGmZuINjUSjcbqefg5ZVo5xxtkIKYn/7FYaz7+QxtXrEckmB0pTA8ZZ/8fUe29H9QrCiQjhRISuWBcd0Q4MqTPz3M9RcNpn0zaDlpYA1Y/chxaNoJ52atbxOhwqCV3H2VBH25btiLZWXPPn0R8Fhx6EdLpo+eFPWXnpt+lcv9E63inV1uvX1ZXWGXpCx9dYT7C8Cq9n5x0p0/tIJls0vfAqpilpau4iEonT9dyLPa/d965G+ddToKl4Tz0dj9uFIyMDOrPNuG4YOGu30l05iQK/L2tfHpeL/C9dgHHk0Uy75hq7Urw3sRPB2/dhWyHb2OzNjPkkveXLl/dbAU51VsrkzDPP5Mwzz+y78iiyY9s21vx/30f6/KhOJ4XzByeQAbQpU0isXEk0liAvr+fLM9DUhqivw332WX2ekxVn1WuykKipwVA1lAkZvutU5SvYTeDDtVZXvvn7pR92aCrVhx3Ix1/7BmLNR6j/+y8A5rTpTDvntP4Hn/QgSyFQtH6qzG6rQihDIaAM6H+iXstrryEVhVnnnsX0mdNx5NhmaXEhpcWFrHrunwgp0RrqSLi9+Cpy507nwjV5CpFolEBDA8UzKwZcN7J2HbK4BP+EHOsJBTUcYfoP/z/cwS6CZZX4ejdTyUHZccdQf9BBmI8+hPLhKtT/voQsKsJ73GeY/FXr6kjJpHJKrr4863laQd8KsuPdd4n6C1h5/teYVt23e2PLkUtp+s+rFL7wKubrr2F8/otMmzeV7YsORv3gPcumcusvEC4XiWt/gKeilIVLF6EqCjEjRsyI9dlmQb4HVRGQjJrrWvEu0zasoeHSK8jfv9eJhBB0SYXI9gZa/vMGDsC/YH6/r01BaQEN+81DXf0BbNtCfOsWK7llevIKQaDLahIDxKNxfC0NdM1bQJ4y+Cps2YHzaJ8xk/jvfsc7nny03/8a4+TPob7+GsYhS5CVVSgfrSbv+9+neL8ZTCu3PNWuynJSSc2ZCR6dgSB5jTtoOvhIvDlOFJeceBzdnzqS4oK8Po/Z7Mn0Ery934K9Cwu2Ph4RBhvRaGMz1ux1KRYjQVt9E8q6tYj2NsxDllBQPLjLvQCOadXozz5DpDsEpT1foMEPPkJISd7iA/o8x+VyoJ93AWLzJsvnluHvdW7eRHflRDy+HqGmet2YiooMBOh6+kWkx4N///2ytunzuVi8/Eusf+IZYv/7L9LtZv+nHsLt7n/iW8piYWiOrESELJLeZJmVxWtN1HOIHqHf3tFJ8NVXYWo1ZVVVOB0DT3RJNWrwtTURKi2n1LtzYZrCN3UKESCwdcuAAtk0TfTVq5Fz98s6eQHSHuTirZ+g6glCxWXUH30CEzyDm6Az5dpvsfXML0FTA65lJzDrhqtxlpYM+BxXSRGpHoAyWUH3N9XTXTWJgxfPyDkx1HPA/gS9Pjqv/f+goJD8Mz5PWWke2795JbFIHMePrkfZsB79hJNY8Lml+HyDrMQmj980DCrf+h+h0gr8Jx2Xc9XuY48n+uJ/cfz2bqTHQ/6s/v3Cfp8LxwUXEn9+AkrddpQ1HyJLSvFUVhAnWUFWrOMUgYDVmKWfBIv+yPO7KfvxTbRe9jWcN3wPAOW3VjMh13n/x5QvnEIioVNU5EMIgeawBLm/enrP659qdQ50ba+lMtSNmD4r59UWp8NBSeHoTNxS+/u7sxl97AryuBBOfpc4dvIdYWMz1tgCOQeLjjqMD355G4333E3VlVegKIN3onhmTCNqmoS31sI0q+orpST60ccoPh+Fc2b2eY6mKRjLTrZ++PPdPVm8hoF/y0Ya5y3C6+0Rtk6XA10oJJ56Cn39FowvnJXudpeJqioULTmY+omT0E793IDiGEhXSEyHo18bhkwKVxHO7tammzoOxfqAa9hRzwcXX4Sybi3GOedTmD+IEwxh5T/7WpsIVU7q1yedi7xp1bQCkZpaoP8JnG3rtyBqtsHJn01H5qV3nxyDqifQnS7ab7uTygLvoP2kRQfMo/mcs4i8/S4zf3QdzkFUFz0Z+crS4QQpcXd30VU9C28/qSmlE8tp/+EtKBs3IOfOZeLMiaiqwv4HziAe19l8/Q+Ib62h8jNHZb1nBkXSg1y8bQNthx9Dfj9XEaYuO4ZPPrkIY9Mm1MOPoLAg94ROa5OCeccfRtehB1D//CsYaz7EnDIVf1khbYpi5RAnBXKqtTkThiaQAaYcOIfua68l+tDDGAcdjONPVnfOihOW9jkZSjVRKZ45nbShS+vxgMfXWTYcx7zRtXLlQtM0nE4nHR0dhMPhPUY0GIb1mkaj0T1W5BuGkZ1FnkqXAZCSuG4QzSheiIQ+iExym/6QUhIOh2lubqawsHCPfd/Y7L3YAjkHQgjmHnM4Ew6bn24SMFj8s6fTAUQ3b4NPWzFP0WgCsWkDcsbsrFSCXKR8sADyoUdwdXfRMu9A5mTkMLucGpvjCpHt2zGWHI744pkU5OeuuFZVV+D9+yP4fIMQS8ljNTVH/8edqiCHsru5pXzIUkpW//JXiM2bSHzrGuafdQbqYE4wkv5XT2c73QceMqSJTv6SEmRePrHtA3cxrP/NHyEvn6Jln8mxfZGuoOtON3n5npyNKgZizk3fHdL6Hq8Ts7IKpbEB6fMhpMQRDmLk9y+ui4t9zDlyIdGD55Of58bvt95PHo8Tj8fJwmMWYX7qwEHFEmaS8mC7Ax04wyH0WTkmMSbx+d0cdN1yDMNEUXY+Kc3p1Cgry0cuW8rW+ia0hQvJz/PQ5vMhAp1WF0XAFegEQKnoay3Z6fiFYN7pxxFZdjSGYbA+GESbPYviXhNigXQCS3FGlKFMepBXr9uItmY1MZ+fvCn9V8ZHCyEEJSUlvPXWWxQVFQ3p5Hw8MU2T1tZWtm3btseMuTdmUxOZVeFulwdFmngTcYJON5pp4En0tE8XXQFEMHfXUpvBU1hYOGB0q43NeGEL5AEYqjgG8E2oQPp8JJKxY0IIugNhxKaNaJ87rd9tzppZwdZtremoMcM0cT7/HNsPOhJz7tys5zmdDhpnzUfbtBV58qkctHBqv2JOCEFhYf8VvkxSOcjGAAJZSflmu7uzlqcEcnc4grnyHVh8CCd/82uDrwoIBcU0UaJhREnZ4J6TxOt2We2i6+v7Xad9Uw36yy9jfPEcJlbn+DAWpCvohss1OFG/i/i8LpSvfR393XeRefkIaeIIRzHz+s/uFkJQPIDlR1UVhluIkYqCpyuZBFG18y+soZ5AlJXm4bzs//B4nMRiOtLnt04OCqxKuiPZAEUb4ARhIBRFpC0lC2+8Ck1Tc76PTaxqp9ftQv/OdVBfB92NCMMg756fUbH+Q1pmzqMqr+9VmbFA0zQuvvhiGhoa8PsHb+8aT4LBIKeccgrvvffeHjPm3oR/9L10BdkQCi8dsIS8WJSTN37ISwuWMDHQzme2rE+vry45EtdXvjlew90rcDgcduXYZrfFFsgjjNvttJpH1NURDEbJy/PQ+eE6RDiEt58GHQClJXl4va50JTW8bQf53V20T59DZUV2q2OXS8P4wlmYS46g9NADs6K7dgnRU0Huryqo5udhKgqiqzNreapBR0ttLWLbVjynnjakD76siLkcba4HwudxI8vLoakRwzRzitsdf3oMnE6Kzvx89qTI1D4BmZyVo7vcaMM4ORoqQgj2+9yxdH/6cOTjf0WLJXOU8wt28szRGAyWxSRZIZOlQ/sdDGoXQlBYaIlO3TAhmeeNqiEROKJhdKcL1bnrtgKXq/9tpCrIQgiWnH8udc2tyLtvRTF0SjdbcXTtnzmFaucQLSojiK7rOJ1O3HtISkY8HqempmaPGnMm0jQxmhvTPycUhVAwiCscwtXcRCgYJNYVwNXS07hK7Q7skcdqY2MzOPbMa2G7MYoicM6dg7J+LXV17UgpCbz5DtLhoHhJPy2ekwh68ljNNWutZfPnUdKrYqiqChOnVeKcO4eqysIRG3vKXTeQxcLhdJDw+lG7rCbRWzfW8+ELbxOLxUkYCTY/+wJCSko+9amh7TxD1Mqi3G2u+8OhaYiKSkRzE7FY38g5KSXxd97FXLSYiTMG8LemK8hj96Xn8TgpL8tP21sAGMIExZHCeu+lLCYuq8vfKKKpSjquEFVFCoEWDaO7Paja6H4smbKnoUhZcSFzp00BIdIWjw0XX8n+pw+Q9mKz92FkN5mxTpYFXW4PL860UlqMPikW2Vn3NjY2exe2QB4FKk47EdHeRuDdDwgGo/DhauScuRSV5W7fnEXSYqFt+IRwYTGuytx2gymTSzhoUTU+7+DzYndGqoJqOAYQyA6VuNeP2h1A1w1af/oL9K9/jR0fbeTdv/8L4+7bMadWUzGr72TEAcn88hnAYpD7qQJt4gRERweRrr5ZyJFwDFFXB9XTshpvZG+kRyCaYyiQe/afUUHfSYvt0R6D7vKMusVE09R0BVm63SAEjkiYhNuDNkTrxlAxegsbYZ2Yurutk77C6qk7TV2x2cvoJZARlhs56nKzrmJS1glkGtMWyDY2ezO2QB4FSo84BFlahljxOts37kCsXYP7yCN27mlOiTTTxL1lE10Tqwcf0zUSDMJi4XBoJLq6cH64ilA4jrJ2DQBt/36Bzt/+BgoKEd/8NiWFQxO5mRVkxT30CqpzkpVtG95W2+ex7m3bEfEYjmnV/R6XQPRUkMfjsmnGuOQIWAyGMYC0B113uVDU0bWYKIroqSC73Fb2tmla4nyUBTLIdJIF9MTdpuwlFI+8vcRmN8fMFshmnxBkMHt/dvQW1TY2NnsVtkAeBRRVRVuyBGX1B3S/+jrCMCg7MXembCYpkaYk4vjrtxOYODWrde9oIzMEcn9omsLa8mrWtQat1r6d1qQu9dG/oHyynoKvf4MTzvjckCdeZHmQPYObVJjCMA3cU61Og5GavkkWwfWbAPDOmjGoMYxHBTklTgGEY+wryCKjgm44R3+SohACpTDptXa5ek5OnK4xEMhgZlWRRdb7T/HbDUD2OXpbLHKcSNsVZBubfQtbII8S/k8dgWhrRfvb48iZsyibO21Qz5NCkNdYh2IaxGfOGhOxkCYlUga4vCyEQJk5CxobaH/vQ4RpYhx5tNV+unoac77w+WGJK5EhEIc6SSth6rirKpBuN8Fnn8dMZLf5jmzcjHS78U6ZOMAAyKggj70HOLuCPN4WCzfKGLzvnDNnpe+nT04GyOAeSYzMPNuM373ucKIOIYPbZi+hjwcZq2lTeoHsW0G2BbKNzV6NLZBHieIjrQxk0dJM/qmnDD4yTig4I1a2pmvyAIJuFBhMBRkg7wjr2OQffweA8+KL0c88h7zrrqVgmNFYMpXBLJQhC2zdTODzudEvuATeXMHGh57MejyxZSty4qQB/dqZHkPTM74CWYyTQM6uII++SPUffCDm9JkYxx7XY+9Rx0acZk7Ug8xjd+6xOb42w0f2ErvW+yHzb0Ck52iksQWyjc1ejf1NMEoUlBaiHXMMoriYaV86Y1DPybzMDeAqGeO4r7RAHlikTF48D7HsJJTaGqTTSfWCGRz8w6uZc8xidDlMX16ygmw6HEMWyAlTJz/fQ9nnT8WcMpXgW++lH5NSYtTUICdN7n+CXmrdZEc3Oc6T9BgPgSx6bB660zUmInHizEn4bv8VrmOOTr/v5U7eeyNFpsXCsjYlM8AdzjHJwLbZzTCy0296i2GBzK4o01dU29jY7F3Y1xJHCUURLPj1z6xUimHkAZuKits3NC/urpLZKGQgHJpK1ZVfpe6D9zGP/BQ+nytdIdfNBDCMiYVJUWJFzA21gqwjhGDqlBLapk6DrVtIJAxUVVD74GMo27ZiHPsZXK4B3u4ZAtUch5g1Oc4V5KxJii73sJrkDBWXS2O/ORNoaOxEJn/ncozSIzIn6WUmmBhOF5otkPc9BuFB7muxGPtJeiHdwP+PNwAInnYkvpHKwLexsemDLZBHETHkaliPSNHdbjTn2P56BmuxAKisrsJ89C94vc6sRiWphiFDJqN6PZQKnm7qyGSCs6oqKNOmwVtvEAmGaX/nA9p/+gvMWbNxf/rYAb2tAlCSX5JyXDzIGcc8zhYLcxxTPAbz3hsJzD5Rbyn/vRPXWPr+bXYP+lgsrP9nNtdzwpa1/PGgozOaUOd+jo2Nzd6FLZB3JzIqWbrTPSY+0Oz973ySXs+qgokT+uY6J8xEjrUHgdJTvXYMQaD03p9z5nQSiQTdm7YR+OBDpMtF4v+7iRmzdu7nFsnLrHI8PMgZv2sxHhm8GRPVTNfYHr8QIsNiMfYVZJGRYmFbLPZRcjYKAaeh4011lxS93hdjKJBDupH1f+/7diXZxmbksQXyboSA7CSBMf6iTouUXRJokoSZwKEMcRsZFcShVpAz8c6ZRRcQWr8BfVstsmoi8+ZPoiB/J3YVAUpaII+ttQUyXnsEYhy+7AT02BzGpX1u6r039h7krASTMfJf2+xm5LJYCFBNq26cy4M8lgI5ZavIpOLpt9L35RlHj9lYbGz2Fexvgt2MdAXZ7RkTH2g2I3OZO2EM3WYhMywWQxEovSvIvqpyZEEBkU82YdbWIidOxOPeuWVBIHosFuPgQe5JcVAZ8197CmmJgbG2WFgJImPrQQYrPztFVgXZtljsc8hen1kmVtRbXUEhL82wWk3L3l+XtsXCxmavxq4g70ZYyUJJq4HLPSZ5sFn7TwqGXb3MbYnWIYrMZIKEqWqDFiimNPtWkL1O5KQpxDdvQWmoQx60GIdjcBVZRU+K7XGoIKcEslTVMf+9W7sXqKnjd41h90bIquCOlcUCrPePipo9QdG2WOyb5Ip5k9DuL6DdX4A7FstRQR67SXrB044kpBtZVeO/FRocd9SRQ27KZGNjMzjsb4Ldigwv5DhMFEsJJLmLndz0YfiQUxNgTFUdtEDpLY4BvB4n5pRqlA9WIsJhHNX9t5fORAiI5hcCYIxHJ7XMCvI4lJCFEOkThLG3WGR0shvDJh1pH3KG99+0BfK+SS+LhZm0WKQQyHHLQU55jSPRaNby4uJi2trbbf+xjc0oYVeQdzPGUyAryQ505i5e5jakgSENVDH4D24zXUEdvMUibvQV4pqm4lh8EPLZfwHgnjZ1UNsSimD9SWfSuP/BuMejk1rK/6tq41RB7vn9S+fYVpAzD1dqY5fgkfIhZ3r/h2rxsdlL6CWQjT6NQujzszTGRiDn8h8DHLulC7Z0Ic+oHJNx2Njsa9jfBLsTWe2Ox36ilEgJhhHwYA7Vh2ym/K9DqCD3l5hReNji9H3vzMG1+FaEIOH10zJnwbgI1MwKshiPCrLSY7EwPePw3ktW48Zqkh5kJln0dEkztbFpdW2zm2H2TrHI/gzKOUmvd1SgjY3NXoVdQd6NyJysZI5DBTlUWgFAwrfrFoOEGcc9hIYhZirFYJAeXCllvwK5qKyIput+ALqOP29wr2PmPsdDH6Uv8asayjgMQBECJRlnNdYeZAEoKYGyi/aeoZCuIGeemI6hB9pmN6J3Bbn3SarM0TxkjCwWwdOOJBaL8fTL/+HLiXwAniyWHHv4YbyxYgVSSvukzsZmFBizCnJ7ezvnnXce+fn5FBYWcskllxAMBgd8zu9+9zuWLl1Kfn4+Qgg6OzvHZrDjSfJzzhiHiWLNcxfy1v+7mtCUwVVdByKX/WEgUl81pjq4czbLf9wnuh+AggIPJUceSuFRh1NYOPTXcTwryOM1SQ8yPOhjfXImRM8E0TFMsciMehuZiMOx4Z577qG6uhq3282SJUt45513+l33448/5owzzqA66cW//fbbd3mbeyW5PMgZ5I55G5tJej5NJdLZgSPjqlxVcRHx7gAlPi+RSGRMxmFjs68xZgL5vPPO4+OPP+bFF1/k3//+N//73/+47LLLBnxOOBzmxBNP5LrrrhujUY43AjGu3dwEwYqJI1JBNaTet1vZAJikLBaDE8hxM97vY0IIZs2sZO6cqmH5ScfVYqGM3yS9pnmLANALCsZ+/ymBMpYxb1ntplMCeXy6GA6Wxx57jKuuuoof/OAHvP/++yxcuJBly5bR3Nycc/1wOMz06dP56U9/SmVlbq/qULe5NyJ30mpaQN9JemPkQQZobGzEnWG7K8jPp6uri7y8PAKBwJiNw8ZmX2JMBPK6det47rnn+MMf/sCSJUs46qijuOuuu3j00Uepr6/v93lXXnkl3/ve9zjssMMGva9YLEYgEMi67SkIAUrysp05Hlm8SUbqEv9Qqsgpz9+gBfIQK9RDwesZe5GUrmCO0yQ9gO0Hf4qXv/dzlCG3SN81Mtt84xz7CrIQIp0BPZb7Hw633XYbl156KRdddBHz5s3j3nvvxev1ct999+Vc/5BDDuHnP/8555xzDq5+rDND3eZeSS+7hCkUQHLYtg1c+s5/EXJ8G4XU19cze+oU5BlHI884mqriIrq6uvD5fIRCoTEbh43NvsSYCOQ333yTwsJCDj744PSy4447DkVRePvtt0d0X7fccgsFBQXp2+TJk0d0+6NO8kvbHI8s3hEmbsaG/Bw5iEzPgfzHu8L+8ycxe1Yl+fljf3LSc4IwPhVkAIQYUorIyO23x4M8ljnI0NMsJN1F0THGGdBDIB6Ps3LlSo477rj0MkVROO6443jzzTfHdJt7ciEiJ31aTVv49BgFsUiydtzbgzw2Fgtd1wmHw1lXAFLC2OfzEQ6Hx2QcNjb7GmPyTdjY2Eh5eXnWMk3TKC4uprGxcUT3de2119LV1ZW+bd++fUS3P6oIEKk0h3GsII/ULLXEEKq8qQxecxDVS8tekdt/vCvk+d2UFPtHfLuDIV1BVpRxn3Az1gJdZAgPMcYV3LQNKPV22o09yK2trRiGQUVFRdbyioqKYX+ODnebe3whoje9O+klTxKVVKtpKelTL5Yj/xmUi66uLqSUFBYWppdpmoZhGHg8Hlsg29iMErskkL/3ve8hhBjwtn79+pEa66BwuVzk5+dn3fYUBAI1lUXr8Y35/n1eq3pWXjYyjTIMaWS18x2IlEAMF5fvZM2hCe89BTMVrSfEuKRoALhc1slJYcEYX73IykEeW3uHkRLIqZOCMc6A3lPZowsRuTB6WyysHOQNpRW8Mm2ulWLR6ym9fcujRXNzM3l5eX2u7LhcLlRVtSfp2diMErv0bfTtb3+bCy+8cMB1pk+fTmVlZZ8JH7qu097e3u/EkX0RIWDz0Sei6An0oqIx3/+8/SYQCsVG1GIQM+J4lZ1vr3PKDFadeQmtM+cNapt7G4Zi/SlKxmmSIDB/v4nE4jp+/9jnIKcQzrH1f5vJiXqpeMWxjJkbKqWlpaiqSlNTU9bypqamYX+ODnebLperX0/zHomZO8WipriCmmIoDHXT12IxNh7khoaGnL+LTHuFHfVmYzPy7FIFuaysjLlz5w54czqdHH744XR2drJy5cr0c//zn/9gmiZLlizZ5YPYWxBCECqvYtU5lyGUsW8fqmkqBQXeEf2gHbQPWQhaZ++f7ijXH4ZpYMihNSHZExjs5MTRxOVykD/I3OiRJOvdNsYWh95JKyPRJGe0cDqdLF68mJdffjm9zDRNXn75ZQ4//PDdZpt7Ir2rwbli3sZLILe1tTFhwoQ+y71eL6FQCJfLRSw29PkeNjY2AzMm3wb77bcfJ554IpdeeinvvPMOb7zxBsuXL+ecc85J/+HX1dUxd+7crPzNxsZGVq1axaZNmwD46KOPWLVqFe3t7WMx7HFlbykGxI3EkOLedsbeWD0GMFICeV9sc5z5Zh9jgZyyWKQm6e3OHmSAq666it///vc8+OCDrFu3jq9+9auEQiEuuugiAL785S9z7bXXptePx+OsWrWKVatWEY/Hqaury/pMHcw29wl6CWS9lxgWEsxxSLGQUhIOhykpKenzmMfjIRqN4na7iUajoz4WG5t9jTErWz300EMsX76cz3zmMyiKwhlnnMGdd96ZfjyRSPDJJ59kTTi49957uemmm9I/H3300QDcf//9O7V27OnsPZfLJHEjgVsbmcuxMWPvrJQYySsG6Uv9+xCZ73Qx5hVkSxjVLDkWT0cb0arde7LZ2WefTUtLCzfccAONjY0ceOCBPPfcc+lJdrW1tVle1fr6ehYtWpT++Re/+AW/+MUvOOaYY3jllVcGtc19gt4V5F4nqiLXhLwxEMiRSARFUXDmsB55PB7a29ttgWxjM0qMmUAuLi7m4Ycf7vfx6upqZK8PoRtvvJEbb7xxlEe2eyLGK+prFIgZsRERyKY0SQzQIGRPxlBTAnnv+b0PmsxDHqcUi2hhMavOuYzyMfZAD4fly5ezfPnynI+lRG+KXJ+rQ93mPkHvVtO9TlSVcbJYtLS0kJeXe9J0Shjn5eXZAtnGZhTY98pVewgj1axjdyBmxAb1JT2Y7eytmKkK8r5oschkrHOQe3uQ96K/O5sh0GuSnjGYCvIIWsf6o7m5meLi4pyPpQSyXUG2sRkd9vFv490PNTlJyDMO3dxGD7lT73D1BOty7rzpU/pdJ6rvvQI54fYQ9/qoXbJ0vIcy5mRKUmXMJ8nJLI+8LZD3UXrFvBm9J+lJ2Td5fQxaTbe3t1NaWprzMVVVMQzDFsg2NqPE+E+dt8li1swKQqHYuDWsGC2iRmRAm8UBs6czbWIleb7cGbyGNPZaewWAoTr437duHu9hjA8ZYmQ8rEWG7Kke2vp430T2ahSSslic8vFKyqIhXpgxL0er6dHPQe7u7u63ggxW10OHw2ELZBubUcAWyLsZRYU+igrHvknIaBM34hjSQBW54+uEEOT7+z/uqG5/AeytZE3SGweFmllBduwGcXs240A/k/SKoyFKw0GEhD4eZEY/fzgUCuVMsEjhdruRUtoxbzY2o4BtsbAZM3ZF5O79Anls2tbu7oyH996UJv5ka/cpVTvv5GizF9Jrwp2Z/GZUk95jJZfFAka1iiylxDRNHAMku3g8HuLxOOYYZTLb2OxL2OUSmzEjqkfxOYZeHY8ZsazL4HsjIzCHcc8lQxOPh8XClCZHL15AIBimpHDPaU1vM4L0k2KxqmoqHj1hVZBzvTVNCaPU06m7u7tPt8KQbuD/xxsABE87Mu0/VhQF0zT7tKO2sbEZPvZfk82YYUhjWBPtwonIKIzGZndBIOiaMNW6P04VZIem2eJ4X6aXQJYIQLJqYjVvTp1F0mPRl1GsILe1teH3DzwXJdVFz+6mZ2Mz8tgVZJsxJayHhpSJnDASe/XkPBtAwHtf/jpCmswbh0lye/vVCZtB0KeCrGanq/R3iWcUrQ0dHR3k51snbSHdyPo/dd/QHHQEe9pNezxj3yrexmZvxRbINmOKbupE9ShuzT2o9YOJ0CiPaPdACDEiWdF7KlJVkajjZrGw2XuJRHU+84WnAHj576fjcef42jNzTNLL+HMUUuaOOBlFgRwIBNICOWWryKTi6bfS99fMLSEetwsJNjYjiW2xsBlzQonQoMRgVI/tM9XjWTMrEAJmTt/3JollTswb7xQLm30T2aeCnP34eFSQg8EgBQUFg1rXtljY2Iw8dgXZZswxpEEwESTPmbuFKliiJZjoHsNRjS8lxX6KDp6Bshe1GB8smcc8XikWNnsfkaie9X/v+1mV5N4xb70bhfQnhEdRIIdCIQoKCtBfepamP94Cpkmny8OcL18PwN+eu58DG2tYu/BQnIsutQWyjc0IYwtkm3EhokdwKI6cVgspJV2xwD4nXPZFcQxkzbwfr052A2V02+yZpGwVmXz2//6dvr/imS/2PJArBznjrajQTxDjKArkeDyOt66W2M9+iM80CWmOtDgGmBzoIOZ04azfgfLMP4gdu2zUxmJjsy9iWyxsxo1APNAnocKUJl3xrn3GWmGTbe1Ux7zVtMW+djJm04veKRZCZAVXKP28P+QoCWRd161s49/f3a8IL4yG6HJbnUfF8/8m1tI8KmOxsdlXsSvI/eBQNXzsfR3tdjckJjEjhlNxYmIS0+M4FAcOpf9wfJu9C6foESf5bv+4ZLkqdq1gr+Plv58OwIaNW/nqd1cD8O+HP5t7kl7vVtPJ98MZH76N29BZVTEp905G6cQqHA6jhsPI9R8T0qzPwqCjJ/1nywM34kkkWFc+kfx4FMXQCa9aCUuPHZXx2Njsi9gCuR9skTb2qKh4HXZM0T6HA5YsmIsQgjxX/750G5uhkBLCsWgwvUxTZU6B3HuSnkxe1qgKdeHWddaUT8xtsTBGRyB3dXXhbmkEoOLSn/R5fPqFN6bvv/bkXUgUotu2jspYbGz2VeyyiY2NzbhTWVpMRUnReA/DZi+kO9Az2TcU7Cc2sncFOXkVI2WzENIkZyu9UbJYdLa14anfPqh1pQBdVTADXZgN9aMyHhubfRG7gmxjY2Njs1cipURRDFY880U2btyIYURzr6hnC2QTgUCysmoqmjT7baQ3WhaLzk/WkRe2xHzT768D4D/T9uPc474EwGMv/okjazewPb+EmNNJLGnDMNZ+iFI1YVTGZGOzr2FXkG1sbGxs9koSiQQOhyUefT4foVB/FeTcFosV0+bwv+n70U+GxahVkLu3bcEfs8S8T0/g1RMEXT2JP5MCHUScbsojQXRFIa5qOAyd2IZPRmU8Njb7IrZAtrGxsbHZK2lv7+aanzRyxMl/RVFchMPh3Cv2bhTSK3Ix1Sikj0w2RqdNebC1lfxoz1gjmgND9HxdF0eCdHh8eBJxDEUhpmm4DJ3I1k2jMh4bm30RWyDb2NjY2OyVRKI9MZJfuPi/dAUGJ5AlwmovnaTfTnqj0B5eBrqIxuPkxXvsIM2+fMoiQYK/+Q7B33yHqmCALrcHjx5PV5CdhkG0Zts+3bLexmYk2es9yKkPi0AgMM4jsbGxsdk5qc8qW+gMn1THvI7OYNbyYDBGJKr3SbKQvSbpSdFfBdnyJqcxR76CrK/9CF1R8OiJ9LKGvELKQj2TDbWk91lIa0xxVcObCBOPx6CzHYpKRnxcNjb7Gnu9QO7utj5UJk+ePM4jsbGxsRk83d3dFBQUjPcw9khyddED+Mk97fzknqd4+e+nD9xqutfz1KQglYIsn4UchZi38JoPUaREzThB6vD6OKChNmu9vFiUoMuN09CJag6chk5cVTHrdqDaAtnGZpfZ6wXyhAkT2L59O3l5eUNqYxsIBJg8eTLbt28nPz9/FEc4tuytxwX2se2J7K3HBcM/Nikl3d3dTJhgpxGMFp/5wlMDtpru7T4UUiKFVa3NVsgjL5ADGz/BmZGqIYGww0lRNNse4o/HCDpdePQEnW4vTl2n2+XGrN+Buv/CER+Xjc2+xl4vkBVFYdKkfrogDYL8/Py97osb9t7jAvvY9kT21uOC4R2bXTneNf798Gf57P/9e/BP6JNiQVa0m9qf22UUUiy6WlrwOnoSK6KaAxB4E/Gs9XzxKG1eP55EnDavH4ehE1c1ZN3g8pNtbGwGZq8XyDY2NjY2+xY7E8epNtRpeuUgS8XyGp/14VsAtHp8gOhjsRhpgSyDQbricXwZ+wg43TiNBGHNke6q1/T76/DHY9QWllIa7k6OSRLTNExbINvYjAi2QLaxsbGx2afoO0mvrwdZSMmUrnYAOlwea73e3fRGWCCb27fR7XRTEOtJ32jz+cmP9m1w4tYTRDUH7kQCRM9kPdnYMKJjsrHZV7Fj3vrB5XLxgx/8AJfLNd5DGVH21uMC+9j2RPbW44K9+9j2OjLSKCR9UyzSE+Z6T2MZcYFcQ9jpoiDDb9zgL8CViBFyONPLQg4nYc1BVFVx6QkkAlNR0BUV2do8omOysdlXsSvI/eByubjxxhvHexgjzt56XGAf257Inn5c3d3dWXFsiqLg9/uBPf/Y9imyJsUJQCCAD6qmAqAZ8YzHMhhpi0XtNsIOJ/kZ+c2nnXhJn/WmX3hj+v72+29AAnHV+jo329uQho5Q7a93G5tdwa4g29jY2AySVatWcfLJJ6d/njBhAkVFRelbYWEh77777jiO0AbgpSc+y5/OCXH6rJXpZZ+btZK791/BL5b7+z4hw2JhCivpWEjJyzPn8/LM+WBawrjPXL0RFshG7TYSqoYvOSFvMFs3hYIUgpjmQDMNdEC2tY3ouGxs9kXsU0wbGxubQXLXXXdx1FFHZS3785//zMSJE5FSct9993HnnXfy5z//eZxGaAOg/v4Owm+8jmPqfullmtNE1mwi8VQb5qIDUKoyYvQyGoXIHGmgqRzk3gVkOcKNQuI7apH55TiS2404nNz9+t84fsvHrCmdxBknXwzA3565j4pwN7oiiGoOFNMknmw3HVc1y2ZRXjGiY7Ox2dewBbKNjY3NIFmxYgXLly/PWnbYYYcxffp0ADweD2edddZ4DM0mif7W6+j//jvdlZMxMrzEAsu7G9d1Yj+6Fvdd9yFU1Xowo4IshUCK7I55qft9LRYj1+1QJhKEmltw+kvSe4k4nCw/6gw46oysdVNCGWD1Yz/HaRpEVAcuXSemOZAttg/ZxmZXsS0WNjY2NoOkpqaGsrKy9M8//OEPKS0tTf9cVVVFU1PTeAzNJkniL/cBEHS6EJrgfufveDbxS1xCJ+D2WhPaNqzHePfN9HNkhgfZENbXYmYOspIsIJu9m02NYAVZ1u+g0+XCk4illwWc7gGeYRHRHHjjcUJOFy5DJ6ZqtkC2sRkB7AqyjY2NzSBxu93U1NSkmw9961vfynp8+/bteL3e8RiaDWDW12Gu/xiAsMOFKQSl4SCaNHHoBt0uD6WRICYCY8X/0A5L2mVyeZAzKshKf25gOXIVZLN2G90uD/54j0Du9Hj5x7N/oKo7QH1eAaefZE3Ye+zFBykLdVMSCdLuy8cbj9Hl8eDSE8Q1DbPFPkmzsdlV7ApyDu655x6qq6txu90sWbKEd955Z7yHtMvccsstHHLIIeTl5VFeXs7pp5/OJ598Mt7DGnF++tOfIoTgyiuvHO+hjAh1dXWcf/75lJSU4PF4WLBgAe+99954D2uXMQyD66+/nmnTpuHxeJgxYwY/+tGPshIhdkcWLVrEU089lbXsf//7H6eeeioTJkzgqKOO6tO5U0rJDTfcQFVVFR6Ph+OOO46NGzcOewxD/Xx64oknmDt3Lm63mwULFvDMM89kPX7hhRcihMi6nXjiicMe33hifPh++n7Y4URIiTtZ5XUZCWKahlPXiWsqxgcZf0dmtkA2hUDJsE+I5Puyj0wewUl65vYagi43/lhP5nHA7aEqFCDqcqJljLEi1E1eIo6SzD526wkMoeC0K8g2NiOGLZB78dhjj3HVVVfxgx/8gPfff5+FCxeybNkympv37A+cV199lSuuuIK33nqLF198kUQiwQknnEAoFBrvoaV54IEHEEL0KwCXLl3K/vvv3+/z3333XX77299ywAEHjMr4Hn74YW6//fZBr19dXZ0lOnw+H4ceeih/+tOfBvX8jo4OjjzySBwOB88++yxr167l7LPPHvTzd2duvfVWfvOb33D33Xezbt06br31Vn72s59x1113jffQBuRrX/sat99+O/fccw9mUhyFQiEWLFiQTrfoLS5/9rOfceedd3Lvvffy9ttv4/P5WLZsGdEczR92xlA/n1asWMG5557LJZdcwgcffMDpp5/O6aefzpo1a7LWO/HEE2loaEjfHnnkkSGPbXfA/Pij9P2Qw5me7Abgi8dIqCqaaVgisqEO2dVpPZhVQU5aLDIqyKlW06nH0hgjZ7Ewa7cSdLrIyxDI3U43BeEwYc1JQuu54OuLx1CQBNxWAxO3oWMKgWYYlge5w06xsLHZVWyLRS9uu+02Lr30Ui666CIA7r33Xp5++mnuu+8+vve9743z6IbPc889l/XzAw88QHl5OStXruToo48ep1GNHMFgkPPOO4/f//733HzzzaOyj4cffpg1a9YMqTp94IEH8u1vfxuAhoYG/vCHP3DBBRcQi8W49NJLB3zurbfeyuTJk7n//vvTyxobG7nnnnu48847h3UMuwsrVqzgtNNO45RTTgGsk4lHHnlkt79ac8YZZ3DVVVfx9a9/neuuuy49OW/Lli0Eg0EAjjjiiPT6Ukpuv/12vv/973PaaacB8Kc//YmKigqeeuopzjnnnCHtf6ifT3fccQcnnngi3/nOdwD40Y9+xIsvvsjdd9/Nvffem17P5XJRWVk56HHEYjFisQyvbCAwpOMYLcxtm63/EcQ1q7KaIj8aodWbh5AQVx1AFLNmK+oBi7JykE1htZRWTJPPr7Ei+9LV294JFyN4xUPW1hByuClMNgmRQELVQAGHoZMfjxL8zXfA4aBNc9LkzyfodKNKE9XQ04I+rmrIdlsg29jsKnYFOYN4PM7KlSs57rjj0ssUReG4447jzTffHOCZex5dXV0AFBcXj/NIRoYrrriCU045Jet3N1LsSpV94sSJnH/++Zx//vl85zvf4fXXX8fv9/OrX/1qp8/95z//ycEHH8yZZ55JeXk5ixYt4uOPPx72WHYnjjjiCF5++WU2bNgAwOrVq3n99dc56aSTxnlkO+fWW29lxYoVXHjhhVRVVVFVVcWFF17IG2+80WfdrVu30tjYmPW+LCgoYMmSJUP+TBnO59Obb77Z529i2bJlfdZ/5ZVXKC8vZ86cOXz1q1+lbSc5urfccgsFBQXp2+TJk4d0LKOFuaMWgLDDgUTgyhTIsSiGan3lxZPVWLNmK9I0s4SuNRFPoAAzOlqY0dGCQspi0esrc4Qm6UkpMbfXENUc5CfbTMdUDVMIEqqGKk3yoxFESRli4hS8iTgRhwtFShy6jpBWwka63XRH+4iMy8ZmX8YWyBm0trZiGAYVFdn5kRUVFTQ2No7TqEYe0zS58sorOfLIIwe0LOwpXHHFFTz++OPce++9FBcXs3btWrq7u7PWee211zjzzDOZMmUKLpeLyZMn861vfYtIJJK13oUXXojf72fz5s2cfPLJ5OXlcd5557F06VKefvppampq0paJ6urqIY+1rKyMuXPnsnnz5p2Ob8OGDfz6179m1qxZPP/883g8Hl555RWALOtGCtM0uf3225k/fz5ut5uKigouv/xyOjo6hjzO0eZ73/se55xzDnPnzsXhcLBo0SKuvPJKzjvvvPEe2qA47LDDuOOOO3jmmWd45plnuOOOOzjssMP6rJf63BiJz5ThfD41NjbudP0TTzyRP/3pT7z88svceuutvPrqq5x00kkYA9gHrr32Wrq6utK37du3D+lYRgPZ1QXdViU76HSBEHiTDTcACqMhdKGCkMRSXed21PaxSaRsFIrs8RenBfIotZqWrc3EY1EQ4EhuM+xwopkm3S4PEkF+LIKYUo0oKsatW35qbyJmFbWT40poqiXwwyFkbOgWHhsbmx5si8U+yBVXXMGaNWt4/fXXx3soOenq6qK1tbXP8kQi0WfZNddcw69//WuWLVvGaaedRktLCzfffDN//etf+eUvf0lhYSFgTVQKh8N89atfpaSkhHfeeYe77rqLHTt28MQTT2RtU9d1li1bxlFHHcUvfvELvF4vlZWVdHV1sWPHjnT1N9VSeCjous6OHTsoKirKWp5rfH/84x8pKCjgJz/5CQC//OUvOfvss9m+fXvORhSXX345DzzwABdddBHf+MY32Lp1K3fffTcffPABb7zxBg6HY8jjHS0ef/xxHnroIR5++GHmz5/PqlWruPLKK5kwYQIXXHDBeA+vXzZu3MgNN9zAb3/7W/Lz87MeS12V2dNOpjNtHgsWLOCAAw5gxowZvPLKK3zmM5/J+RyXy4XL5RqrIQ4Ks642fb/b5UZieXVT5MWimEqyypqsIMumhix7BfREuQkJa8onAlAUCQGyT8ybHCmBXFtDwO3BkyHoO91efPEYQacbiUQxdLyHWRnbTR+tQiKs9Aq31+qml6weCyQmIDvaEZUT+tmjjY3NzrAFcgalpaWoqtonx7SpqWlI/rzdmeXLl/Pvf/+b//3vf31m2+8uDGSTmD9/fvp+TU0Nv/zlLwF46aWXeOmllwArISGRSFBcXEwikUBVVW699VY8Hk/6uZdddhkzZ87kuuuuo7a2lilTpqQfi8VinHnmmdxyyy1Z+544cSIdHR2cf/75gz6WRCKRFvuNjY387Gc/o7GxkSuuuCJrvVzj++tf/0p7e3t6fIcffjjTp09n+/btfcbw+uuv84c//IGHHnqI//u//0svP/bYYznxxBN54oknspaPN9/5znfSVWSwhFlNTQ233HLLbi2Qf/7znzN58uQ+4hgs6wTAU089xVe+8hWA9OdGU1MTVVVV6XWbmpo48MADh7Tv4Xw+VVZWDvnzbPr06ZSWlrJp06Z+BfLuSMpeAdDt9CCFID9jIqQ72S3PUBRiya8+2dzUt4KsJN28UvLcnIUAnLPqTQS5cpBHRiCbtdto8/izJuh1erz44lHLOiGUdGU5hdPQcRoGhrAEv2aaRDWrWUhc1fC2t4EtkG1sho1tscjA6XSyePFiXn755fQy0zR5+eWXOfzww8dxZLuOlJLly5fz5JNP8p///Idp06aN95D65Z577uHFF1/sc+udTvH3v/8dKSVPP/00//3vf9O3hQsXpn2earJTVqb4DIVCtLa2csQRRyCl5IMPPugzhq9+9asjciwvvPACZWVllJWVsWDBAv785z9z0UUX8fOf/zxrvVzjO/jggwGyxtfZ2ZlzP0888QQFBQUcf/zxtLa2pm+LFy/G7/fz3//+d0SOZ6QIh8MoSvbHj6qq6WSI3ZVXX32VM888c8B1PvqoJ0lh2rRpVFZWZn2mBAIB3n777SF/pgzn8+nwww/PWh/gxRdfHHDfO3bsoK2tLUvQ7wnIpob0/ZDLykDOj4XTy5yGjpCSmKL1WCyaG/uxWIie9tLW1pP/jpJA3r6NLo+P/GiP5avL5cGp6xiAauiEHM6e43M4kVISEwq6qhJTHTgNnahm/R/TbB+yjc2uYleQe3HVVVdxwQUXcPDBB3PooYdy++23EwqF0rPG91SuuOIKHn74Yf7xj3+Ql5eXvgxcUFCQJc52Bw499NC0OMykqKgoy3qxceNGpJTpJITehMM9X461tbXccMMN/POf/+zjyU1dGk+hadqIVdeXLFnCzTffjGEYrFmzhptvvpmOjg6cTmfWegON7y9/+Qvz58/nnXfe6XeS3saNG+nq6qK8vDzn47tbTOGpp57Kj3/8Y6ZMmcL8+fP54IMPuO2227j44ot3/uRxpLa2ts9rHAwG2bRpU/rnlpYWVq1aRXFxMVOmTOHKK6/k5ptvZtasWUybNo3rr7+eCRMmcPrppw95/zv7fPryl7/MxIkT01c/vvnNb3LMMcfwy1/+klNOOYVHH32U9957j9/97nfpsd90002cccYZVFZWsnnzZq655hpmzpzJsmXLhvkqjQ+Z2b8hpwspRFZFVpUSzTQJO114UpP3OjuQkexJuEa6UUgPqfuG0nuS3shVkLtcbqa3t6SXBV0eiiNhln728j7rT7/wxvT9fz/7x7QfOexwURwJ2lFvNjYjgC2Qe3H22WfT0tLCDTfcQGNjIwceeCDPPfdcn4kuexq/+c1vACtLOJP777+fCy+8cOwHNAKYpokQgmeffTZdKQb49re/zYwZM7jmmmsAy3Jx/PHH097ezne/+13mzp2Lz+ejrq6OCy+8sE/V0uVy9aluDpfS0tK0ZWTZsmXMnTuXz372s9xxxx1cddVVgxrfm2++yf7778+0adM46qij0hP1er8W5eXlPPTQQznHkdkeeXfgrrvu4vrrr+drX/sazc3NTJgwgcsvv5wbbrhhvIc2IAUFBWzevJmpU6eml7333nsce+yx6Z8TiQSLFi3iggsu4IEHHuCaa64hFApx2WWX0dnZyVFHHcVzzz2H273zNsK92dnnU21tbdZ794gjjuDhhx/m+9//Ptdddx2zZs3iqaeeSk/OVVWVDz/8kAcffJDOzk4mTJjACSecwI9+9KPdzmO8M2Rrj0BOVYj9GW2bARzJDGRPRrqFbKjPWic1SU/N+FxINQqRozVJb3sNwfKplISD6WVRzdE3Vi4HAmvSoS8eozGvgAndCaKaw64g29jsIrZAzsHy5ctZvnz5eA9jRNndO5QNhxkzZiClZNq0acyePTu9fPXq1VnrffTRR2zYsIEHH3yQL3/5y+nlL7744pD2J3r7D4fBKaecwjHHHMNPfvITLr/8cnw+307Hd/PNN6dPYr7+9a/nFMgzZszgpZde4sgjj9ztrgjkIi8vj9tvv31IjVd2B44++mjuuusuPv3pT6eXLV26NP33ddppp+F0OrMmfgoh+OEPf8gPf/jDERnDQJ9Pud4bZ555Zr+2EI/Hw/PPPz8i4xpvzBar+ppQFExUhLRS2I53WhnQ/4zfjtPQSagqQproQkGTJmZDXfZ2hAABSo7PzL4xb7sukGUwiNnWSmzCDPKTFe+EomAKQURz8I9n/0BRJIwxcTLHLvk8AFseuJGPKifjSiRQBcRUB0WRELqq4knEaff6bYFsY7OL2B5kmz2WL3zhC6iqyk033dTnBEBKmc5yTVWXM9eRUnLHHXcMaX8+n6+PHWM4fPe736WtrY3f//73Qx6fz+cD+nqRzzrrLAzD4Ec/+lGf5+i63q932WZoXHvttTz77LN88Ytf5J133knHnL399tucccYZPP/881x77bXjPcx9klQFOaI5MRQrpk01sz8X3IkEhiJQkMRTf3e92jIbyRNhJUcF2VRG3oNsbt9Gp9uDy9DTcXKdLg9uPYGuqjilJOJys39xT/KNLxFnekcLYbcbTyJBXFNxGzqGUHAnEkQ0p90sxMZmF7EryDZ7LDNmzODmm2/m2muvZdu2bZx++unk5eWxdetWnnzySS677DKuvvpq5s6dy4wZM7j66qupq6sjPz+fv/3tb0POB168eHG61e8hhxyC3+/n1FNPHfK4TzrpJPbff39uu+02rrjiiiGNb/HixQB84xvfYNmyZaiqyjnnnMMxxxzD5Zdfzi233MKqVas44YQTcDgcbNy4kSeeeII77riDL37xi0Meq002ixYt4q9//SsXX3wxTz75ZNZjJSUlPP744xx00EHjNLp9FxmJpDOQIw4nUakhEpIYPdGGURyoMZ1utw/FlMQ1B149kWXNADBSFouMSXrJ4LccKRa73ijE3F5Ds7+AwgwvdIfXjzcRQzVNYqpGVXcn6pQeWw+KQlkoyMqJHqZ2ttGi5OFI2kYUaRJ12BYLG5tdxRbINns03/ve95g9eza/+tWvuOmmmwCYPHkyJ5xwAp/73OcAcDgc/Otf/+Ib3/gGt9xyC263m89//vMsX76chQsXDnpfX/va11i1ahX3338/v/rVr5g6deqwBDLA1VdfzYUXXshDDz3EhRdeOOjxfeELX+DrX/86jz76KH/5y1+QUqaj0u69914WL17Mb3/7W6677jo0TaO6uprzzz+fI488cljjtOnLZz/7WWpqanjuuefYtGkTUkpmz57NCSecgNfrHe/h7ZPItp7JbWGHkwc3Hw3Ao86e5i1nOa+ApJvix2V/TfuUe1eQdVVFApppcuq69yF5H3KkWIyAdU3WbKPVm0dpuKe5UYfHhyvZIU9XVMpCAfKmTEUeZR1X6BEvelcXEoFm6Egh0AwTJJiKiiEUWyDb2OwiQu6N5lQbGxubUeDkk0/mkUceSWce//SnP+UrX/lKuiFNW1sbn/rUp1i7du04jnLsCQQCFBQU0NXVlTMjerQxPniP6HesbPE15RP4VufAHRl/XPZXqoJdTO5qR1RPR27bkn7sg8rJ/K96LnOb61m2xUqNaff4uP+gT/HZte8zp6NHUDsuXY7z7C/t0tijN3yHp9oDLNm+mfKQJZJfnDEff7KzXrfLzfGbPsZ732MoU6oBiFx2HuaWTTy130HMb9rB5uJyDtu+mTemzmLJji1sKqng4LYmCv758gB73v0Z7/eVzb6N7UG2sbGxGSTPP/88sVhPMsJPfvIT2tt7KnW6rvPJJ5+Mx9D2acysiDc3Z899iysnPss92oPp5Xc7/sTd7gc5c947SGF1nYO+FeSEqgISlVwpFiPvQTZqthJ0uCgJ9SRYdLvcqNIkojkpjIQQqoqYkBE9WVQMWNnOhhBIIZIJG4KY5sCTiBPVE5b1xMbGZljYAtnGxsZmkOSaDGoz/mT6iMMOJ4omKUmEiXh68sZjbgdl8RCKarWMTlksyBCmALqwJu8JEz4preST0sq0taLPJL1d/P3LeIy2zg48egI13YwEYpqGrihENZWiSBgxYRJC63FEKkUlALj1RDLxQkFXNDTTIKo58CbihBwuOwvZxmYXsAWyjY2Njc0eTaoKnGryIYWCLxEj7OzJcg46XbiMBBKBLhRiWu4pOIaqIoVAYPKv/Q7iX/sdlE62MPrEvO3aJD2ztoY6fyGloR7/ccDpxqnrxDUHqoS8eAxlanbnU5GsIPviMcJOK087rqo4DZ2w5sQXj1nNUmwfso3NsLEFso2Njc0gEUL0ycMeiXxsm10jVUEOO1yopokEvPE4hlPhhfjPeSH+c0yngkvXAasjXspi0ZuEooLMzkEW9BfztosV5JotNPkLqAj2xEe2+vLwJOIIKRFI/LEoSvX0rOeJYquCbAlkl1U5VjV88ThBlwtfPErQ6bKj3mxsdgE7vTyFvAAAnJxJREFUxcJmt+HCCy+ks7OTp556alz2/6UvfYn99tuP6667blz2PxI88MADXHnllYPKPX7uuef43ve+x/vvvz9inQP3dqSUXHjhhekuc9FolK985SvpfOpMf7LN2JFKsQg7nEgBQoIzoaOZZjp3wuqMJ1Glia4olhDOta3kE7IEcvJuKgIuzS5WkONbN9PtclMeDKSXtXn9eBJWZJtE4E3EUKbmFsgePUFc1XDrCSJOF954lKa8Qvx2BdnGZpexBbLNmLCzKtsPfvAD7rjjjnHzdK5evZpnnnkm3ZJ7X+DEE0/k+uuv56GHHuJLX9q1mfj7ChdccEHWz+eff36fdTK7IdqMDbLVEshBlxsTgYKJqQp88Z4TFk8iQVRzokozPanNWreXrzwpqXN20hvhRiHNNTVopklePJpe1unx4Y9GCDtdeBJxFOhbQS60LBYOwxLoLj1B2OGkJBJCVxRUKZFCYLS3ZiRB29jYDIW9XiCbpkl9fT15eXn2pdBxZMOGDen7f//73/nxj3/MypUr08t8Pl/68nUgEMi1iVHll7/8JaeddhqmaY7L/keKSCSClHLQx3D22Wfzq1/9itNOO22UR7Z3MNjui7vyHpJS0t3dzYQJE+zK/iCQup6ulHa73BiKgmKaGELBm4in1/PocSIOBw7dwBQCzTSJOBz4Mtax/Mt9W00LJEJK9D4V5F0TyHUdHeRH42mvowTCDgf50TBxVaM8FABVRUyakvW8VAXZYeoo0sSp6wTcHiZ0dyKF5bHOi0XpamvDvUsjtLHZd9nrBXJ9fT2TJ08e72HY5GD27NnjPYQ+3H///eM9hBEhldM7WuvbjD7bt29n0qRJO19xH0e2t6XTJEIOFzHNgWaaGEovgZxIEHE4cetxdKGgGSZhhytLIOuKgiJNQCQtGRY9MW8jJ5CNYDctCYOJoZ6TqZDDhSKtdtkO0yAvFkVMnIxwZNeB0wLZMFAkOJLpFS5dR5GSqOagIBqmoytAxbBHaGOzb7PXC+S8vDzA+rKxg8ZtbGx2dwKBAJMnT05/dtkMTGqCni4UVGmJXodpklBV3JFEej1PIk6Hx4cnkSCuaajSIOR0UZbRwS6uasmueRKFvuJX73UVUu6CQG5e9T5OQ6cg1pNV3OX2IEyTmObArcfxx6Mo1Qf0fXJePigqDsNASIlimsQ1B04jAUhimkZhNMy2cHjY47Ox2dfZ6wVyylaRn59vC2Qbm90NaUDX6xBvBGclFBwFIvfkqX0N2xI2OGRbK2D5j32xKAlVxZeIEdOcuPUegezSE0Q1DW8iRsjpRJEQcjqzthXTHAjDQGBVZ0/8ZDUAmrSE8Eh6kBvWr0czDPKjmQLZi8MwMDQVkQB/PIYyc06f5wpFQRQV4wh0gbDeK7qSTOmQEHU4KQp00B2PI6W030s2NsNgyAI5Fovx9ttvU1NTQzgcpqysjEWLFjFt2rSdP9nGxsYmRetTsOnbEK/rWeacCDN/CaWnj9eobPYwUhP0up0uvHocQ1Fw6jpRTcsWyIZOTHPgj0epzy9CkSYBlydrWzFVSzfscJgm81vqAQhrlsVB9j55G6ZAllLS1tCAFAJfxgS9Vq8ftxGn2+EFIXHrCZTZc3NuQxQX4+hoA2klb5hCwWEYSAFRzYECeLoDdHd328UhG5thMGiB/MYbb3DHHXfwr3/9i0QiQUFBAR6Ph/b2dmKxGNOnT+eyyy7jK1/5in1p0MbGZmBan4K150KvBAHi9dbyeY/YItlmUKQEcsDtwR+NIhF49ASmsNIcUjgNnYSqUhIJk1BVdFVFAF2ah8OPfRiAv6+8Ij05T8n0ICf/13sXYocZ89bW1oavpYGo2dN6xBBWm2iXnkA1DDy6jgDUWfvl3IYoKrbsIMKKn5NYbbJVUxJNNkEpDXTQXFtL/v77D2ucNjb7MoOaIv25z32Os88+m+rqal544QW6u7tpa2tjx44dhMNhNm7cyPe//31efvllZs+ezYsvvjja47axsdlTkYZVOe4tjq0Hrf82X22tZ2OzE8w2y4MccHmRSBRpWiJTZld3BVaEmy8RS7aadlAYDdPl9qbXCTucKEZPXvLmojI2F5Wl36myj0AeXixlY20NnuZG8jP8x90uD5ppEHY6KYhG8MeiiIoqRD8TaEVRiSWgk55lVZrEVA2nkSCiWdaRknCQlh3bhzVGG5t9nUFVkE855RT+9re/4XDkTlScPn0606dP54ILLmDt2rU0NDSM6CBtbGzGB8MwSCQSO19xKATegYQKYgqEFVjng5gC+TpMikGhDnGg5Q3IP3Rk970boKoqmqbZvtARQra1ogsFgSTk8iCkxGEYOHLYHxRp4klY1eWg6mRqqI2NRVXpx1s9BfhjQRLS+mp8cv9DALj8rZcRSIzezUWGWUFu/WQ9haZJfkaCRpfbg2KaBJweJnR1WhP0FuSYoJcklWShmWa6zXQqti6YbD/tS8SJdHWi6zpaP621bWxscjOov5jLL7980BucN28e8+bNG/aAbGxsdg+CwSA7duwY+eYthhf8d1nFYqHAQb2EoirBbUKzF9q2juy+dxO8Xi9VVVU4e00Ssxk6srWFLreH/GjEEpmAZhpZ/uMULsPKDZbAN2f9GGZlP37lrBvT9z9vXpq5l+S/vd6rw/jbiEQiqM1NhJxuKjNaTHe5PMQ0DVOxGp3kxaIos3PbK8CyWEAy4k3VcCfihJxu3LpOp9tyUgugREB7ezvl5eVDHquNzb7MLp1SBoNBzF5n6fZkABubPR/DMNixYwder5eysrKRrXbqIYgJ6FbBr1iC2GVaBs+EYmkRVUJxOXiKRm6/uwFSSuLxOC0tLWzdupVZs2bZzUB2EUsg+yiIhtlRUIRqWp3yPLkEsq4ns4x3/n7u40GWYPb+OxhGBbmlpYWi+hrqnS78GZ3+2rx+Wn15TOrqIOR0449HUect6Hc7oiiVhawTSbabDjldeBNxVGkQ0Rx49QSleoLm5mZbINvYDJEhC+StW7eyfPlyXnnlFaLRntm3qSgZw7B9gzY2ezqJRAIpJWVlZXg8np0/YShIFyTqwcD6BCrSQUtW4nQTAhroCnS1g7cQXCO8/3HG4/HgcDioqakhHo/jdtu9zoaLDAYhEqarsIzZrQ2EHC400+qU585hDUpN1FMwuXfd95jS1UZeNMGnlj4AwGuvXMiqqgmsmlCdNcFPJO8avRuFGENPsWhpbKRk4wa0/MK0TN9aWEKTL5+ScIjyUIBWXx4ORUHZb36/28lsFqJKE5ehE3Y4KYqGUU2TsNOFV09QHAmysbXVjnuzsRkiQxbI559/PlJK7rvvPioqKuw/OBubvZhR+fsWAmJeIGxVjrWMy9SatARzwAexODTWwMQZoOWe/7CnYleNRwazsR6JlWfsScSJag78sSimouS2WOgJYpqGZhg4SCBUicfoKfR4jCiqMHHQe5Jf0lzRu1HIMCwWXdu2UKzH0w1CWr1+thWWMa2jhajDiVPX8SbiKLP3Q7j6P3lKWSychoEqJZpuEPS6cekJFFMSdlj2HaWjHZ/PZ8e92dgMkSEL5NWrV7Ny5UrmzOkbXm5jY2OzUwwDwsnZ+95eQlE4wT0JfPlQvxniMWjeDlXT+ogTGxvZUEfI4cIXt8QxwmrqoStqPwJZp9tl+XQTqkbE0dcDnlCt92TmOzNVQe7bKGRoV0wjkQiOxnqCLsszLYGNJRVUhLrSyRMCiT8WRV1w9IDbSleQTd2amGjqRBxOXLqOQKaPTXa0U1FRQWNjoy2QbWyGwJDLGIcccgjbt9uxMTY2NsMk1GVNbnK6oHB/8MwG9zTrf9/+4CgCVYWKKaAoEAlBd/t4j9pmN0Q21tPu9VEcCRJweVBNE4FlhXAaep/1nclmIVa1WSOsOfGaMda++HnWvvh5vGYMXVVBgsi0WCABidnbuzxEi0VHRwcF2zYTcHvIj0Vo8/rJi0WJOpyYisAQCoaikhePoiw4cOCN+fzgcOIwDBQkWjLuzWUkEEDI6bJeo442KioqaGpqGtJYbWz2dYYskP/whz9w66238uCDD7Jy5Uo+/PDDrNtQuPHGGxFCZN3mzu3pGnT55ZczY8YMPB4PZWVlnHbaaaxfv36oQ7axsdmdCHdb//sLraqwlgeOYuv/zCqx0w3FFdb99kbIURG02bcxG+vp8PgojIRo9fmt6qmUKLJP3gRgCeS4arWbjmkOojmiS3XFaiCimQaf2fQxn9n0cdpu0ScHWQ5RINfVkb95A0GnC188RkNeIVXdnYQdTsKaE49uRbT59QTqTgSyEMJqN52c96OaJnFVw6lbHuyUxUK2t+FyuVAUJWvekI2NzcAMWSC3tLSwefNmLrroIg455BAOPPBAFi1alP5/qMyfP5+Ghob07fXXX08/tnjxYu6//37WrVvH888/j5SSE044wZ4IaGOzp2KaEAla972D6LiZX2JN0jNM6Gge1C4uvPDC9Am3w+Fg2rRpXHPNNUMSB0uXLuXKK68c9Po244PZUE+3y01+LEqrNw+nnkCYElc/J1Mu3RLI/rglkGWyNpy1TUXBahQiWdRQw6KGGjTTRORMsRiaQG5btwZXPIZL1zGEQsDlwa0ncOo6uqpRFAkRcrrImzUH4fPvdHuiuASHaYAEXdOQgJIMeHMYBnFVRXZ2IE0zbbOwsbEZHEP2IF988cUsWrSIRx55ZEQm6WmaRmVlZc7HLrvssvT96upqbr75ZhYuXMi2bduYMWPGLu3XxsZmHIiGLVGhaVaFeGcIASVVUL8FujugsBQcrp0+7cQTT+T+++8nkUiwcuVKLrjgAoQQ3HrrrSNwEDa7C4GWZnxxy1LQ5fbiicdwmkZWxJvhdNGtOSgMB1Glia4oFEQj6IqCO5Eg7HDiy2jYYSIQ9LZYJB/rnWIxBIFsGAaJHbVEnC4KomGa/fmUhwJ0ur04Dcs3XBCN0OHx4Tj4sEFtUxQV49yyCYQgrmoIJAkhUKWJLxYj4PJQGg5CdzcTJ05k5cqVVFdXp58vpWTHjh0kEgmmTZtmT7q3sclgyBXkmpoabr31VpYsWUJ1dTVTp07Nug2VjRs3MmHCBKZPn855551HbW1tzvVCoRD3338/06ZNY/Lkyf1uLxaLEQgEsm42Nja7iJSWuN3VW2czxKOgaBCLDO45bq9VbZZy0FVkl8tFZWUlkydP5vTTT+e4447jxRdfBKCtrY1zzz2XiRMn4vV6WbBgAY888kj6uRdeeCGvvvoqd9xxR7oSvW3bNgDWrFnDSSedhN/vp6Kigi996Uu0traO+Mtts3OkYdAUClMWCmAiiDocKNJqEZ05QW/j9Dmsqp5Nh9ubFrreeByJwGkm0l3nUvREuUlqC4qpLSi2qswC5C5UkDs7O8nbtoVOj5fCaJj6vEKqAp10eHyYQmAi0EwdfzyGevCSQW0zZbEwBcRVDZeuE3R58MZjOE2d7uSxyY62dLxg5nfipk2baG5uJhQK8cknnwz6WGxs9gWGXEH+9Kc/zerVq5k5c+Yu73zJkiU88MADzJkzh4aGBm666SY+9alPsWbNGvLyrMuvv/71r7nmmmsIhULMmTOHF198ccDuU7fccgs33XTTLo/NxsYmg1gELuy/acGo8sBHlhc53A3BTiiqgBzpA/2xZs0aVqxYkT6Bj0ajLF68mO9+97vk5+fz9NNP86UvfYkZM2Zw6KGHcscdd7Bhwwb2339/fvjDHwJQVlZGZ2cnn/70p/l//+//8atf/YpIJMJ3v/tdzjrrLP7zn/+MxpHbDIBsrKfV6eHAtmbaPD4ruk1a0+g8yYqwIQTtRSUs7GylLr+IomgYzTTwJOKYQqCZJkGXm4qQJRpNLJ+xQGIIhccPsCq533jjeWufvZ3N/Qjk2tpatm3bRmFhIXPnzsXpdNK+bi0FrU3U5RdRGejEUBT8iRhdbi9SSjx6gpjmJM+hocwcXEqUKC6xBDIKhipw6wmCTqsiLqUk4LYyxGVbC1RPZ/r06WzYsIGDDz6YlpYWmpubOfzwwwF47bXXmDp16sjnntvY7KEMWSCfeuqpfOtb3+Kjjz5iwYIFOHpNcvjc5z436G2ddNJJ6fsHHHAAS5YsYerUqTz++ONccsklAJx33nkcf/zxNDQ08Itf/IKzzjqLN954o99w/WuvvZarrroq/XMgEBiw4mxjY7MH4PKAx2clWgTaLNvFAPz73//G7/ej6zqxWAxFUbj77rsBmDhxIldffXV63a9//es8//zzPP744xx66KEUFBTgdDrxer1Z9q+7776bRYsW8ZOf/CS97L777mPy5Mls2LCB2bNnj/BB2wxE94b1KMkGGTsKismLRXEYBoYi0hXkTreX4uJiis04a0OWB91p6GjStMSu7El7AKsKm5LBSq+MYyEHJ5AbGxupq6vj8MMPp6mpiTfffJODDz6YtjUfMjUaoaawlFZ/PhMCHcRUDVUaBB1uJgXa6Xa5qZw9FzHInGxRUoaCTFe2Pcl20wXRCCGni26XGwmYzU2oWCd6NTU1rF69mo6ODpYsWZLO5K6urqa2ttaOcLWxSTJkgfyVr3wFIF1ZyWRXO+kVFhYye/ZsNm3alF5WUFBAQUEBs2bN4rDDDqOoqIgnn3ySc889N+c2XC4XLtfOPYo2NjZDwOWxKrm7QjQIDTVW04/JQxCTqU56hWVJgdwOheVWFFw/HHvssfzmN78hFArxq1/9Ck3TOOOMMwDLC/qTn/yExx9/nLq6OuLxOLFYDK/XO+AwVq9ezX//+1/8/r6TpzZv3mwL5DGmZsMGJgY6AGjMK6AgEkZFkhAO3MkKcqfbS8mkyahmAueOeqKaZUNAWr5iXVEIZgjkmKYhJAgzVwqGRPbKQZa9BLJhGKxfv57DDjsMh8PBpEmT8Pl8vPPOO4S31zJRUfDHojT6Czh0x2bavHkoUqKZBsWRENsKS9nvoEMG/RqI8oqe+9LEpRuEnC4mdHfS4s/HH4vR7XTjbO6JeFu0aBHNzc3MmTMnq9A0ceJEXn/9dWbPnt3Hi9zV1UVLSwvV1dVo2pBlg43NHsmQ3+nmEGftDoVgMMjmzZv50pe+lPNxKSVSSmKxWM7HbWxsRgkhLC/wrhDptibm+QuGty2P38pOjscsq0VBSb+r+ny+tA3svvvuY+HChfzxj3/kkksu4ec//zl33HEHt99+OwsWLMDn83HllVcSj8f73R5Yn0+nnnpqzol+VVUDV7RtRpZIJEJzYyOHBruIKSrdLg8l4SCqaWI4nLh1KwM54PYwZcZMRDhIXjxK0OnGaegYqorD0Am4PWimSVxVcRoGcdWRzICQWZP0UvTJQe7VKKSuro7Kysos4VlUVMSc6mpeDIfZXlhCyOFiYqADh2nS4fESVR0IoDASJl6q4V1yxKBfB6XcusKhShPVMHGYViOUlDCe2tlKiz+f4uae9ApVVXO+XzVNo6CggLa2NkpLS9PL4/E477//PlVVVaxevZrFixcPenw2Nnsy49rv9Oqrr+bVV19l27ZtrFixgs9//vOoqsq5557Lli1buOWWW1i5ciW1tbWsWLGCM888E4/Hw8knnzyew7axsRkO0bD1v9s3vOcLAflWe92hNA5RFIXrrruO73//+0QiEd544w1OO+00zj//fBYuXJj2ZWbidDr7XA076KCD+Pjjj6murmbmzJlZN59vmMdkM2QCgQDvvPMOs7asR5WSmsJSCqJhEqqGoShoUiajziz7RP6c/RCVVXjjMcIOVzILWcVp6oQdLgojYeq9Rcw7/kmOOfJPJIQDIfsKZEGOSXoZ60gpqampyTlZPfHJWuY01bGlqIziSJCpndbEzjaPH4ll+zAUBW9BUbqF9GBIVZCdho4iTRyGQcThQkHiMA0KIyGa/PkYzYNrEjJp0iTq6uqylm3evJkZM2YwZ84c4vE4XV1dgx6fjc2ezLAE8ssvv8xnP/tZZsyYwYwZM/jsZz/LSy+9NOTt7Nixg3PPPZc5c+Zw1llnUVJSwltvvUVZWRlut5vXXnuNk08+mZkzZ3L22WeTl5fHihUrKC8vH86wbWxsxotUCgbsWiU61VwkFrUmDg6SM888E1VVueeee5g1axYvvvgiK1asYN26dVx++eV9uoxVV1fz9ttv8/+3d97xUdTpH3/PbE3vvZAECCH0Igj2EwWxHJ53p4ienp56p6hYzlPP7k+x18NDvROuqNg9Tz3sWOi9E5IQ0kNIL5tsnd8fs7vJkkIWNtlN+L5fr33N7Mx3Zp7ZbGafeebzPM/BgwepqanB4XBw0003UVdXx/z589m4cSOFhYV88cUX/Pa3vx3Q2uxLliwhIyMDo9HI9OnT2bBhQ6/j33vvPXJycjAajYwbN47PP//cY72iKDzwwAMkJSURFBTErFmzyM/P789TOGbKysrYunUr41OTiS0vQQHy4pKIb20krrUZk85AiEXVGltkDfqQUOSQUOSEREIsZlr1Bnct5GBnol6YuY3akI6a3A5J6qHRiNJVg9zp797U1ITBYOg2ya1u+1ZiTc0ktTSSU1OFBFhlmSZjEJFmE1FtrTQbjERkZnn1eUghoRAcgs5uR+NwoLPZ1JbbqBHpVr2RUIuZ2vr6Pu0vNjaW2tpa2traUBQFh8NBVVUVKSkpSJLE8OHDOXDggFc2CgSDFa8d5FdeeYU5c+YQFhbGrbfeyq233kp4eDhz585lyZIlXu1rxYoVVFRUYDabKSsrY8WKFe76xsnJyXz++eccOnQIi8VCaWkpb775pkggEAgGIzaLmtAkSapM4ljRaCEkXJ33Ioqs1WpZuHAhTz31FHfccQeTJ09m9uzZnHnmmSQmJjJv3jyP8XfeeScajYbc3Fzi4uIoKSkhOTmZ1atXY7fbOffccxk3bhyLFi0iMjLSnejU37zzzjvcfvvtPPjgg2zZsoUJEyYwe/Zsqqu7L3+3Zs0a5s+fz7XXXsvWrVuZN28e8+bNY9euXe4xTz31FC+99BJLly5l/fr1hISEMHv27IDrulZZWUlJSQmnnHIKofv3AlAcGYNNlmnT6klqqsMmy4RaVAmeSa8nLFGVEkgJyYRYzLToDc5201pCLGbaJR12RcOh4Aj3cSySHpuioV32rJSiNgo5wqhOksOqqqpupQuKw0F98UHatHoSWjqir7VBoVhlDTqbqj9uMgQRNW6C15+LFJ/objctSarjrQCxpmaqQ8PJrDtMoUNC6UYyciS1tbXU1tayatUqVq9eTUlJCXFxcWicev+4uDiam5sD7rshEPQHktKX/5pOpKamcvfdd7Nw4UKP5UuWLOHxxx/v8njG3zQ1NREREUFjYyPh4eH+NkcgGBS0t7dTVFREZmZmjxVjvKKlAQ6VgjEIUo6zRKSpGSoPqkl6w3LgyOYNg4DePt/erlnTp0/npJNOclfkcDgcpKWlcfPNN3P33Xd3Oc6ll15Ka2srn376qXvZySefzMSJE1m6dCmKopCcnMwdd9zhruzR2NhIQkICy5cv57LLLuvWfrPZ7JEL4qoW1F/XWavVyurVq5kxYwYGg4H2exdRu2Mb32WOJsTSzqjaQ8S0trA+LYtRNVWkNtVTERaJ/ZeXk7PgKhSbjda5p7E6bTiTKorZH5uE1mHj0vF/6fW4y/eoFZGmVBzkr9N+RojFzG+3dnR7lXPGEPSXNwC1TNq0adO6JImbd23nx2efQqM4GFdV6m5isjZtODq7HZtGw+Tyg+xKH86kZ/9CaEQE3tB+723sLyigTatDZ7exKyGNi/ZtQetwsC5tBOOrSsiPSST+zntJHZXTYxm3kpISiouLGTlyJKWlpWRkZPD1119z3nnnERkZ6TGutbWV0aNH98k+m81GUVER1dXVhIeHM3r06D4n+onfb4E/8fqXpaGhgTlz5nRZfu655wptkkAg6B6zM+Kk90GN1aBQtROf3a5WtThBsFgsbN68mVmzZrmXybLMrFmzWLt2bbfbrF271mM8wOzZs93ji4qKqKqq8hgTERHB9OnTe9wnqPXmXRWGIiIi+r2UZlFREenp6RgMBqzFRewrPMD3w0Zh1WgYX1XGsIZaTHo9CpI7gtyqNxA2OhcASatFjolFUkDvlFhEtB1dojOtvIhp5UVonJKLLtEkZ5Ke3W7H4XB0W0GpbvUP6Ow2NA6H2zlWgNKIaLLqVGmPzmGnPT2LkGNwAtUIspqU6JBlJBTatXokYHR1OduT0mk0BLFhwwY2bdrE999/z+7duykqKqK5uRlFUdizZw9VVVXMmDGDhIQETCYTQUFBaLXaLr/rKSkpVFVVYXMmQvZGU1MTq1evRpIkpk6dSmhoKBs2bBhQSZJAcKx47SBfdNFFfPTRR12W/+c//+GCCy7wiVGCEwzFDg3fQ/U76lQRF88hh8XpjBh8EI2WpA6ZRcuJc1NeU1OD3W4nISHBY3lCQgJVVVXdblNVVdXreNfUm32CWm++sbHR/SotLe1xbF8cqd6wWq2Ul5czbNgwDpeV8f6rS9mWmA6SxOz9O0l0Nvkw6QzYZJkwpzbdFBtP6PCO0ntSQhJGmxWbRlalGFYzD5Q/wcv5f+bHVVe7x91yeAm3H36B9d8eUUpUUbrppKe6zI2NjUT0EPmt3bmdZoORzPrD7mVVoeEYbDbsspbItlbatTqCj7HVs5SQiN7pcFo0WrQOR4cO2dzGzJICzijOY1pUBFFRUcycOZPY2FgkSXI7zAAnnXQSWq0WSZLIyspi06ZN5ObmUlRU5OHQajQaUlNTj6pFbm9vZ8uWLUyaNIkRI0ZgMBjIzMwkKSmJLVu29EnyIRD4E6/LvOXm5vLYY4+xatUqdweedevWsXr1au644w5eeukl99hbbrnFd5YKhiY1H0PBHWDpJM3Rp8CIZyF2nr+sEvgSRelIqPNFBBkgJBIa68DUBIpjUMosBjN9rTfvcDhYs2YNEyZM6NGBPBoHDx4kPT2dtvo6/rd0CckVJWgUhUmVxeg6aYAbDUEY7DY0TserPSvbo2a1lJiEoboGs1bVFgdZzOixEWJrR6bDiZclG0aHhWB7O5Whqs0JLY29RpAbGho8ZAju1QcKqGo1oZdkojs97ciPSSStsZa64BBVfxwcQtTY8cf0+chpw9DZbShIznbTVlr0BuJMzR7j0htr2dLcTH19PQkJCbS1tVFYWEhLSwunnXaah3OemprKTz/9xLBhw0hOTqa4uJisrI4EwuHDh7N69WoiIiK63FyB+nffsmULubm5XaQRmZmZtLe3u5uNHctNgUAwEHj9q/L3v/+dqKgo9uzZw9///nf+/ve/s3v3biIjI/n73//O888/z/PPP88LL7zQD+YKhhQ1H8Oe+Z7OMYClQl1e87E/rBL4GptVlUNIkloH2RcYgztkFqYW3+wzwImNjUWj0XSpuHHo0CGPjn+dSUxM7HW8a+rNPr1BlmUmTZrE1q1bqavre1KlC4fDQVlZGanRUax+5gnCq6uQgckVqnPc2WE9FBZOUnMD4HRkM4e7k8sA5LQMgmxW2rU6tA47GmdbaqPNRqOx48bNIUlIioJN1vDmpFN4c9Ip2GSNc7/dNwppbm4mLCyMI7F++wUV4VHkHK5wL2vV6WnRG0lubqA+KITINhMt2WOITDi2z1tOS1fbTUs4q3OYaTJ0vRFVykqYNGkSe/fuZefOnaxbt44JEyaQk5NDSUmJx1iLxUJ8fDzFxcVERkZSXFzs8SRAlmWmTZtGQUEBeXl5XaLBe/fuJTY2tseKUzk5Odjtdvbv3y8iyYKAxWsHuaioqE8vUQpG0CuKHfLvALsCFgnMUqfwjHOm8E4htxgKuOQVegP4qtqDJEGIMyJpavLNPgMcvV7PlClT+Oabb9zLHA4H33zzjftp3pHMmDHDYzzAV1995R6fmZlJYmKix5impibWr1/f4z69JSwsjJNOOoldu3ZRUFDglf60srKS2LBQDjxyH6319SBJjK8qRas4qDcGs3pYNutTs6gNCqHBGEJao+qEWyZPJzg5xWNf8rBMjE4HWW+3YXVGWyXFgVWvYc9XF7Pnq4vRSfZuy7xJdCexUB1kk8nUpRa24nBQufoHZIeDmE7R4+qQcDSKg7B29f9C77DTPDy72wh0X5CSUtErCjaN+kA43NxOczdSJkdpMUajkZkzZxIfH8+pp55KbGwsmZmZFBcXezQBq6qqIj09nZNOOok9e/YQFRVFcXGxx/4MBgMzZszAbrezefNmt6NbXl5OS0sLI0eO7NlmSWLChAm0tbWxefNmURVDEJAcV89I1z+EeEQicNPeCofLoaYcairVaW0lNNeretHWBmhugLYWcAB0+hGLssLP6iHBCihgLoPGnyDyDL+cisBHuBP0fBQ9dhEcBo21alULRVGd5iHO7bffzlVXXcXUqVOZNm0aL7zwAq2trfz2t78F4De/+Q0pKSksXrwYgFtvvZUzzjiDZ599lvPPP58VK1awadMmXnvtNUC9di9atIj/+7//Y+TIkWRmZnL//feTnJzcpfTd8RASEsLMmTMpLCzkhx9+ICwsjKSkJJKTk3v9/SgqKCDt4xXsb2iiLSSMyZXFBNms2CWJvfHJTC4vwi7L7I1LIba1iRBni2nrz3/VxWGVh2VisFlpDjG6ayFHtpkwa7RYnJpdl+sudxfVVEDpocxbe3t7F8mJfcMa8iQdwxpqPZZXhUUQYjXTajAS2daKIsu0J6f1WF3iaEh6Pfr4eKyyBllRCDZ3SEM8zK8oQ7Hb0Ol0HrIIvV5PYmIiJSUlDEuIx7F3N2XbtzMmJgpjUz2TR+ewec9e6urqGDZsmLsChc1mw+FwkJuby44dOygpKSEsLIyCggJmzpx5VL9AlmUmTpxIZWUl9fX1ohulIOA4JgfZJaVwFZMfOXIkixYt4ne/+51PjRMMEIpddUQtVaBPhIhTQdL0vk27CUr2QVk+lBVAuXNaW3nsdtTr4L+x8IvDEO18nGfpOVFIMEiwOsuB+dpBNoaoEWmbTY1SG46zFfYg4NJLL+Xw4cM88MADVFVVMXHiRFauXOl2eEpKSjxqMs+cOZO33nqL++67j3vvvZeRI0fy8ccfM3bsWPeYu+66i9bWVq6//noaGho49dRTWblypW/K+3VCq9UyatQosrOzaWpq4uDBg5SXlzNlyhQPKYSLhoYGHN9/Q35DI4nNjRwKDSfVGSGuCoskrrWZYGdViJSmOsxOJ1d73s9pS0kj9MhOeMkpBClqAluouR2zVkt0WwvlYVEY7TYcSLRrtUiK0q2DLDmbUHvgcOBwOJAkycMhVBQF03tvcjgkjNMP5rmXW2QNrXoDaY111AWHEtPaQtukkwiLizuuQJMuNR17ZTVGmxWd4sCm0XS11mpFKS1ByujajCQzJpof33idqJ++RjG305aSha60gHbUpLywmWdhnzqDoqIidxm4goICNBoNwcHBpKSksH79eiIiIpg2bRo6na7PtgvHWBCoeO0gP/DAAzz33HPcfPPN7kdwa9eu5bbbbqOkpIRHHnnE50YK+pG+JMnZrFC6Hwq3Q+FOdVqaryZHdUdIOMSmQGyy+opJgvAYCI2A0Ch1at0N+y8HjQKyAlYZVkZDpQFWRcLFNerVXX/8OkiBn7H0UwRZltWSb61N0Np8QjjIAAsXLuxSh97FqlWruiz71a9+xa9+9ase9ydJEo888siAXbslSSIiIoIJEyaQn5/Pnj17GDduXJdxBSs/o7GshJyGWoqiYsloqEFGFWCVREQzqaLjkX99UAgpTfVI6Rnof38LrQeLiYuL8zyuRktQcirtFjvRphYsGi2xrc3si0smvq6aJmMQFllGozjcrao9UJwPvTrjcNDW1kZwsOd3z/7NSqoOHECbnEGkq4Mk0BAUjKwoRJtayY9NYETNIWpPmklUVJSXn6InUvowqKxGb7chKWoEvE2rc99AuO3auwv5CAfZvnMb9kfuIUmRORgUSqhGS5SphcNBoZRFRCEDsds2cqhgPwdHj8N+wTwaTCZOO+00NBoNdXV1lJSUEBoaSkpKimi7LhgyeO0g//Wvf+X1119n/vyOEjgXXXQR48eP5+abbxYO8mDClSR35I9BWwV88xuw/QYONsP+zd239Y2Kh7RRauOHtJHqNGWE6gAfDSULDiWpCXkAWgecUwdvJ0CVAQ4EQW6MGs0WDF4UBzgfe6M7jg56PRESpjrIpmaI7ppNLwhcrFYrsixTVFSEJEmkpqYSGhqKoijk797F9i1bOOtQGfGtzfyYkc2Fe7cCqjMcYrVgtHckjTUZg8jVShgXv4gUEkpLSwuZmZldjqkfPRb7jp0YbDaaDUaSzA3YZRmtzcHM094E4I7qF5AdXa93sqJgO1JD73C4awa7Fx0owPz8YsriUog2tbiragA0GEOwSzJGqwWd3Y7WaKQpLZO06Ojj+iw1I3KQ121Aa7c5I+AOTHpDFwfZsW83nHeR+71t0zrM9/8RrBbSkdiQlsXh4FBMegMFMQkYbVa0DjuVYZGgKGiKD3LgH3/n3D/d45ZaxMTEEBMTg8ViYc2aNYwYMWLAOksKBP2J1w6y1Wpl6tSpXZZPmTLluOtdCgYQxa5Gjl3Ocb0WDhqh1ABVerDJwP86xoeEQ9Z4GD4Oho9XX9HHEd2VNGqUes98cBVQCnXA+BbYHA5bQ+GCp48u9RAENlaLqg+WZdD2/bFrnwlyVg4wt6lPOvrjGAKf09LSwqZNm0hLSyM3N5edO3disVior6+noqKC1KpyxpYeIKG1mfKwSIItFrezVxYRTVonXa9Zo0UbFk7I/c8jx6pVE9ra2rrV9Mq5Y5F27EDnbDetczjUqKujw4mVFUf3GmSUrnFlxYHZbHbLUZQ2E+2P3IPdYqHeGMLIOs/qIIdDQgm1tNMYFEyMqQXt7AtoaGtj3DEm6LltHj3W2YzElVwoYdIZAM8KL/YtG1EUBUmScBw8gPmRe9w3sDIKY6tKWTH+ZMZVlpBsbWD04UpMWh374pLYF5fMhIqD1FsttN91MyHPL0WKinHvW6/XEx8fT1lZGenp6cd1PgJBIOD1bd6VV17JX//61y7LX3vtNRYsWOATowQDQONPqqyi1AAfx6qR27URUGZUnWOjHbLa4NIF8PTn8Ppm+PM/4LI74aRzj885dhE7D3LfBn1yx7LxraABqvXQ2FUrJxhkdJZX9EcSnVYHrpJWbaozcPXVVyNJEr///e+7DL/pppuQJImrr77a97YI+oTVamXz5s1MnDiR4cOHM2LECDIzM4mLi0Or1XLq8EzKS0sIsqmO2/7YRDKcTTbMGi2tOr2HbKEucyRJV17jdo7tdnsXTbALTe449M5AjlmrwyQbiGht50BYx/WsTTLiUDSYJR0zivOZUZyvyi66bRTiwGKxoNertZUtLz2NUlZCkyEICYXoTiUIHUg0GoJJam6kOjSc+LYWHHPnodVqu9Vge4OUlIzeoEdGwarRoHHYaXHa1BmlshylqACluYn2++8Ek8ljfYveSGS7iQMxCcQ1q9Vhgm1WJleWkNZYR5veSJypmcrGJtofuhvliKBYVlYWRUVFonSbYEjQpwjy7bff7p6XJIm//e1vfPnll5x88skArF+/npKSEn7zm9/0j5UC31NbAF9GQYFTOycrkGqG9HZIMatJchKQMwbiR/WfHbHzIOZCzyTB/R/D6k/ghw9hxIT+O7ag/3E7yP0gr3ARFKpGkNtaIEzVcqalpbFixQqef/55dySxvb2dt956S0S3/Mzu3bvJysryKGuWnJzMV199xazJEzE+ei8xQeFUhUUS3t5GkzHIrTcuiYwhtbHOnXwmZWTRuOAaho/oKCnWXck1F1JKGsbQEKRaaNfqmHr2ii5j/hJ/IwB/Toc9X13c67kodjtms5moqChs33+D7avPAagNDkWRJCLaO6QaTUYjdlkmsq2VyrAIIs84m/rgEKKPU14B6u+yITkVqaEei1ZLqKX7WsgA5uefQKk+hFJ7uMu6/NhEEpobCbFayItPRlNdTpTzZmRsVSnfjBjL3Lxt7EhKJ2n3DqzLlqK/rkMPbzQaiYuLY+/evYwaNQqz2YzJZCI8PNx9EyEQDBb6FEHeunWr+7Vz506mTJlCXFwchYWFFBYWEhsby+TJk9m9e3d/2yvwBYU74Om/qs6xpMC4FriiCi6oVSO4MbaO9OeBSJKTNGopt/hL1ekZl6jLV/+3owKCIDCwtvb8srV3HWuqB7sJZPsRY9v6tt++EOTsltbWqso5gMmTJ5OWlsaHH37oHvbhhx+Snp7OpEmT3MscDgeLFy8mMzOToKAgJkyYwPvvv+9eb7fbufbaa93rR40axYsvvuhx+Kuvvpp58+bxzDPPkJSURExMDDfddBNWq6f+80RFURSqq6tpa2ujoaEBk8lEamoqiqJQUFDAl19+yefvv0fb/n003XM7h01tJLU0Mqa6gvXpI9DZrESY2zBrtBwOCSOlqUHdcVg4+seeo8lm9+jS19LS4tFBrzOSJBE0fBRWrQaHl0801Ahyl5PDbDajd9ixvPK8e3FlaASxrc0eyX7VweHo7TaajEEk2K3orr2Rurq6407Qc2EYlYvG4aBNqyO8vY1mQ1B3qYY49u7q1jkGtQSdRnGQXVvFpIqD7I1P5nCw+llGmduckWkjwVYLdUEhWN/9N/btWzz2MXr0aBRFYfXq1ezcuZOKigrWrFlDa2vX/2eLxcKWLVuOqYmMQNDf9CmC/N133/W3HYKBYuOX8NKtqu4sCphVA3GWbgZKYEjxT5Lc2BlqAmB9NexZDxNOH3gbBN3zRveOBwDpc+G8zzre/zMebKbuxyadARet6nj/Vga013Qdd0MfHtUag1X5hs3qcUN1zTXXsGzZMrf064033uC3v/2tR6WHxYsX8+9//5ulS5cycuRIfvjhB6644gri4uI444wzcDgcpKam8t577xETE8OaNWu4/vrrSUpK4te//rV7P9999x1JSUl89913FBQUcOmllzJx4kSuu+66o9s/xMnPz6ehoYHW1la0Wq27xNyWLVs4XFWFZvd2Zv3wFQ3GYLYkDyPYanZ2yrNjk2WCnY/xd8enMLy22u106q+9kUatnqioKA85RUtLS6+VFELGT6R9zSr0fWhYUuN0DmPcUomuEguz2Yz8n/fcTqcDifrgUEaWeTbLKo6KJb2hhrKIaGZefS1ydAx1e/YyfPjwo9rRF4LGjqf9w7dp1+qIajMhKwpmrRZjH3OD6p0Otc7hINSi/h9NKT/I5pQM9IfKiDC3k9ZYS15cEuOrSimMiSemohjz048Q9NqbSMHqZy5JEmPGjPHYd21tLdu3b2fGjBkef6v//e9/avTbYPBJJF0g8CUi1fREYv1KeOFm1Tme/DO49zGIs9Llou96P/wZ/yTJyRrVPoDN3/Q+ViCQZdVJBjWK7OSKK67gp59+ori4mOLiYlavXs0VV1zhXm82m3n88cd54403mD17NllZWVx99dVcccUVvPrqqwDodDoefvhhpk6dSmZmJgsWLOC3v/0t7777rocJUVFR/OUvfyEnJ4cLLriA888/v0sHuxMRh8NBa2sr48aNo7q6mvz8fLZv387KlSvJz8tj+JrvmP7VJ0S1mxjWUEu4pY0GYwiFMQlsSxpGWkMdIVYL36aN5k+1v+YK6w20oUPOGYN27s+pqqryaHoBvUeQAYJyx2JJSCLI2l1gwJPlU05n+ZTT3U04utyu2e2019Uif9Lx1KHBGIRDkohtbcYia2jXaKk3BlETEorW7iBx8lRCTv8ZNpsNu93epcHIsWKMjcORnYtDkgm1tCMpSo8yi+44EBNPkMXirjUNYLDbGF9Zyq6ENNo1WhJammjT6pAVBbsk06IzoFRVYnn1pV73HRMTQ3BwMBUVHS23S0pKaG1t5YILLujiUAsEgUCfIsi///3vue+++0hNTT3q2HfeeQebzSYS9gKNrd/Bi7eAww6n/hz+8BRotBBk7FoH2ZCiOseuOsj+YMos+GYFbPoafvvQCdElbVBwTUvP6468mbq0GCoK1Rue9BzPv6F0xL355QePz66gUNU5buuwLy4ujvPPP5/ly5ejKArnn38+sbGx7vUFBQWYTCbOOeccj11ZLBYPGcaSJUt44403KCkpoa2tDYvFwsSJEz22GTNmjEeiVVJSEjt37jy+cxoCyLJMRkYGa9euRa/Xk5SUxOmnn87a1auZsm4VIet/7BiLQrDFQoK9gZE1VejsNrakZHJyaQEWRQt6907R3/onkCSqq6sZNcozR6K1tbV3Bzk4GNvUGQSt/ITP111HfGsz+yOTuXzKcwDccmgJY+tKGVdVyuszznRvJ3VbG1nBumMbmk5ymoqwSLR2G5tTMgAJjcNOu0ZLWHs7jcOzOeV6VeNcW1tLTExM130eIwaDAdvJp6L98F2CrGYcskSzIYj41uY+bV8aEUOQxUxCi2fr9lCrmZzDFWxPGkZ2TQUhVjMHo2IZ1lBDcVQMY6orsH72MYUjcjElpTBmzJhuK4jk5OSwdu1a903T9u3bOemkk0RJOEHA0icHOS4ujjFjxnDKKadw4YUXMnXqVJKTkzEajdTX17Nnzx5++uknVqxYQXJysruNqSBAOLgHXnA5x/PgxqdUpwW6T5LrSye9/mbsTLU6QV2Van+miDAEBDpvmgBoQROsRnf1vUgzvN5vNwSFAofUVueduOaaa9xNNZYsWeKxrqVFdaY/++wzUlJSPNa5onorVqzgzjvv5Nlnn2XGjBmEhYXx9NNPs379ek/zj+gcJkkSDkcPjXROIBwOB/v37yc4OJjMzExKS0upq6nB8s1KQlav8hhr1mhp0elxyDLhlnYqwiIJNbVhUbS00/H52i+6DEvacOorawgPD3fX4wVV72y1Wnvt5GY0GrFkjyZs42qshw8T7DAzrLnavT6IdoLt7QQ5PPMfpO6qWLSZcBTkeSzak5BKTGsz46tKMdqsHIiOJz8mgTibhZmL7kDrTFitqanxuGE7XgwGA9akFIKSk3FUl6NxOGjsYwTZLGuoDwpmYmUxMgqaqSdjuO8x2m79HUpxETFtrZia6zkYGYcDiRa9gRHmNgqjE2jV6akJCaPlvx+SfvcDbNq0iVNPPbVLFRGDwYDVamXbtm1IkkRDQwMRERGYzWZsNptoMCIIOPrkID/66KMsXLiQv/3tb7zyyivs2bPHY31YWBizZs3itddeY86cOf1iqOAYqTsET/4OzCbV6fz9Ex3OsQtXklwgoTfAmBmw5VvYtVo4yIMRlx64PxqEHIkhSJVa2O3qy8mcOXOwWCxIksTs2bM9NsnNzcVgMFBSUsIZZ3T//V+9ejUzZ87kxhtvdC8rLCzsn3MYgkiSRFtbG4mJiWRkZGBua2Pnq0tI3rrBY1y7Vsvm5EwagkOwylq2JqZh0ht5qGpeR+TYycWfx8PnHwPwwd9P8VhnMpm6dLU7EoPBgNlmI+KaP1D6l+egoQZDp6YjTybcwbLqO7psJ3cTQHYgIXfS+B4OCqXJYOTnezajd9jJi03CIUnEtzQy+uJL0CV2lLSsra0lOzu7V1u9wWAwqBU1LrqE9pIDRLW1qtU06CqiO5K9ccnobTbSG+qQ4hMx3PMIUmgoxvsfp+3Gq8FiJq2xjla9gUpjJGMOlVMSGcuomkq2JA9D43AwvSgP3V+eIerCX1JUWEhmXBxKazPIMlJ0LMUVFcTExBAeHk5TUxMpKSkUFhZiNpvJzc0VDrIg4Ohzo5CEhAT+/Oc/8+c//5n6+nr348bY2FiGDx9+XH3kBf2E3aYm5NUfgtSRcNuSwdVIYexMp4O8Bi683t/WCLzF3UFvAMo7SZIaqTa1qN97JxqNhr1797rnOxMWFsadd97JbbfdhsPh4NRTT6WxsZHVq1cTHh7OVVddxciRI/nnP//JF198QWZmJv/617/YuHFjt13aBF2RJMl982HfvJ7Q15ew0RDGxCMe4xdEJxDX2kREu4m4lib2xSdzcmmhWhO9F+Lj4z3eNzY2elS06A5ZllEUhfCx47H8/Ffw79cIbmrkjV1/5JqxTwOg6aYkmdS10TQ2Z2tqF9uS0wm2mrFpNBwKi8Cs1ZJ7qJyNE6cTfdEv3ePa2trQaDS9Rrq9RavVqpHY1FQcN95O/KsvUSNJNBuMhJvbe9zOJsnsTEpjUsVBZJ0OwwOPIzk/QzkjC/01f8Cy9AUARh2u5EBUHCatloagEIKtFpoMQUS1mbDKGjQ7tpC6axtr0kfS2lCLwW4jor2NZmMQJenDOTlrGLoZp7O+3crkqVOPejMjEPgTrzvpgZqQ4qvSNIJ+5P0XYd9GMIbAHX9Vu+ENJsbMUKf7NoHNAlpRR3NQ0Z8tprujGwcZIDy85+/9o48+SlxcHIsXL+bAgQNERkYyefJk7r33XgBuuOEGtm7dyqWXXookScyfP58bb7yR//3vfz3uU+CJfeNarG8sxVGQhy04FCkj28OpbNXpaTEYiWgzEd/aRLypmeq2VoojY3jNvIziyBhyg0JZUKwm7i5/6WQOFOQRERnR5aansbHRo75yT7icU3NUDCz7ENvX/yM4v8i9XllwPe1ffIAVLTrU71N33fXssozWoT6xKI6I5mBkLOmNdWxIHY5Fo2FW4W7Kw6NIOe0M5E5SkKqqKhITfVtC0xWkCgoKoiYiiuFPvsjOV1+hur6mRwdZAbYnpmGXJHLqD2O4/3E0OZ5P67S/uBTbmu9x7NiKBORWl7MnPoWTSg/QGBTMqcX7MWt1bE7JZFhDDVGmFlp1BirDI0lqbiQ/NgKtw86kvdsw79vG+i1bORwZzeiv/ot2+Ajk4dnIw7ORkpJFoE0QUByTgywYBOz4CT52djy8/jFIGoQRr7RsCI+GpjrI3w6jT/K3RQJvcEssBujGxqg+ol3+1KOQ3nNzm48//tg9L0kSt956K7feemu3Yw0GA8uWLWPZsmUeyxcvXuyeX758eZftXnjhhb7bPURRmhoxP/c49p9WuZdVhkWS2NxIoyGISLNaC7soKo7MumoKYhLJrq0CYMyhMg5GxWHNzOCMc2YjnzkHfvkJAGmpiezeuZFhw5K7HLOurq5P0X2j0ajWL9bryV3aBJwCUodc46pNmRBzJwDXtL8OqCXjj9Qg22QZjcNBq05PXlwyQTYr46tKKYhJINjSzs6ENNoSkjht9lyP7aqqqhg/fvxR7fQWjUZDUFAQLS0tGMeMIW3uRZSMHEV2/i4cP3qWa1WAvNgk6oJCSG83Ebr4RTQTp3TZpyTLGO68n7brF0B7G9FtrcS2NJEfl8jU8iK1XJ65nai2VvbEJbM9MZ1ppQUUxCYR19pElrMLokWjYWNKJq06AxNKD7AlMoap61ejd95gEByCPHyk02EeiSZ3HET5LolRIPAW4SAPRUzNsPRPatOEsy+DmRf626JjQ5Yh92RY9znsXisc5MGE3dahBR4oB9kQpIotbVb1NVDHFXTBUVFG+723oZSVuJdZZZlmQxAZ9YepCQkj0tzmjh6nNNYRamlH44zSyhGR5N77EJpJUwFoa+94KmA2mwkPD6eqqoqRI0e6k/RsNhs2mw2j0XhU+4xGI+3t7YSFhR117NSyA+5W00dilzVoHQ5KImMJMbejhIZTExzK8LpqkpobqA8KIerXl3mUcrNYLFit1n7R3BqNRiRJwuRsIT127FgKCwvZMedi0s7/BQ2rvqb+QCGGpkbadDqMUdE0p2Rw9sWXoMnK6nG/cnIK+t/fiuWFJwg1m7FptYyoPcT2xHSmlB9ERkHncBBubifIaqEqPIrcQ+XsSEwnq74aOzJbUoZhtFoZf6iUxJYmJKAgJoHcw87Sb6ZWHDu34di5DQDt7Avghu5vXAWCgUA4yEORfz2uVn9IHAa/uc/f1hwfudNVBzlvs78tEXiDS16h1XZNCu0vZI3qJLe3QbtJOMh+wr5nJ+333wmNDR7Ly8KjSW6qJ761iQ2pw8mqO0x+TCLDaw9RHRZBQksjAFJUNMbnliKnDXNvG2TUsuZzVcObn5/vjhLn5+czevRoQE1662uzCZeDHBERwac/NzE8KwuTVWHKXw4BsGJ2E6PeX4Z9w1qCndUsZMXRpdCbTZaRHXZqQ8Jo1hsIbW+jXacnqbocCYhW7ATP8kxcLy8vJykpqU92eovBYMBisaDRaLDZbAQFBTF37ly+++47Sq1WtCNyiZw6k4bWVjQaDXajkYimJpJ7cY5daM+fh33197BxLZKiEG1qpUVvZF9cErmHK2g0GKkKi+D0g/soiYwlPzaB7MOVlEVEUx4RRU51BcPrD7tvgpKb6ilNi6ZFpyfYaunSlEEePrKrEQLBACIKEA41tv8I372rJi3d8KTqMAxmsier04Jtapk6weBgIBP0OmNwRuXa+9imWuBTbD+tov2OG7s4x+1aLRXhUaQ11qFzOEhqbmBd+nBkFGJMLdQEhxHX2gzhERif+ouHc+yxf5uNsrIy0tPTycjI4PDhw+5yfWVlZSQnd5VddIfLQY6JicHUWEuwXiZY1yGfCNbLBEt2t3MMapm3I+tB2CUZm6whyGKmRW9Eoyhk1VW7R2lOmuHuMAdqGbrS0lLS0tL6ZKe3uCpZhIaGuj+X8PBwLrroIubNm8cFF1xAYmIiycnJREVF0dLSwtlnn92nfUuShOFPDyKlpBJmbqfFYCSz/jB2WWZL0jB2JaQxvqoUraKQVX+YYQ01lEbFIKNwelEe2XXVbucY1E9yZE0Vq4dlUxrR9cZGHu67Ch8CwbFwTBFkm83GqlWrKCws5PLLLycsLIyKigrCw8N7LdAu6GfaW+F1NbmI2VcODUlCWjYYgtUGEGUFvWpLBy2KPfDqUB8vNqdjoR2gBD0XQcHQiHCQ/YT5qUcwaD2/u+vShmOTZXKrK9A6k/My6w+T0NJIsNVCgzGYMHMbmtAwjE++jJzZc+vloqIiUlNT3bKKsWPHsmXLFjIzM2lra/Mqgtzc3ExISAgmk4lWs53cFw6512s0GhSNxl1HONzcpkosjsghs8kyZq0Oo9VCu1ZPuLmd6E7dHDUnn+oxvr6+nqCgoD7JQI4Fl4McERFBQ0ODO2FRkiQ0Gg3r168nLi6OxMRE7HY7U6ZM8agjfTSkyCiMz7xCxH1/pMncRmS7ibGHymgyGAmyWjv0xECcqYU4d4vuDg4Hh3EwKharM8HSLssYummHLQ8fCY4+tJoXCPoJrx3k4uJi5syZQ0lJCWazmXPOOYewsDCefPJJzGYzS5cu7Q87BX3hwyVQUwHxaXDZH/1tjW/QaGHEBFWDvH/L0HOQaz7u2slQnwIjnvVvJ0MnSje6yz7hiiB3Uy6rXzE4y0ZZzeoTh4GSd3jJMX+ug5CTyg4gK4qHbykBIc7vyKGwCBJ1GoKefxU5o+dH/SaTifLyck477TT3sujoaHJzc6msrGTKlCl9roLgiiBLkkRUVBS1tbXude+cXU2oIRKrJPP6tLMAuGX1F2qjkCP2Y5c1WDQagi0K7Vod6Q01HuepGdfRkVFRFPbv39+l858vMRgMNDY2Eh8fT0lJice6qqoqjEYjw4f3fAPSF+S4BOLufZQDbyyF1d8iARG9lJFzYdLq2BeXjKwo5FaXE2y14JAkrLIG+xHd9KTEJKTQMGhq6mFvAkH/47XE4tZbb2Xq1KnuO2EXF198Md98841PjRN4QcUB+OwNdf6qB9SSV0OFbOePTP5W/9rha2o+hj3zPZ1jAEuFurzmY39YBXTUDLZYLMe2A6ufIshaHeh0aoq+s0pCIOJKovJlHdxARXOEc9wZRZapGzuJtOeX9uoc22w2Nm/ezLhx47qUdouNjWXcuHHdtjfuCZeDbLI4iElIobCkwr3OoTFgUTSYJM+bu86l6dx2OSPIZq0OJEhuauhYGRmFlKRKPhRF4cCBAxgMhn4tkdpZW93Q0GGLoijk5+f7rDFJREoKbWefh+HxF5CnTPNsI98NdUEhbE3OIL2xlolVJYRYLUio3w2j3ea+WXIh5BWCQMDrCPKPP/7ImjVr0B8RGcrIyKC8vLyHrQT9iqLAsofBboVJZ8GUn/nbIt/i0iHv3+JfO3yJYlcjx11iUjiXSVB4p9oG3A9yC61WS3BwMIcPH0an0yHLXt5Lt7eDXVEfkbYfPbrkU2Q92C3Q3ARSYOUhK4qCyWSiurqayMjILs7eYEd7wcWw8pOjD9Tp0c6+gMZzzifWYkUb1bM0QlEUtm7dSnp6OjExvin7pdPpsFgsjH6+yrmko+HI/C+djUYMN7hLvIFLg4xHZzqbLGN1SjFkh4NwS8d3XTMqF0mSqKurY/fu3YSFhTFu3Dif2N8TQUFB7iYker2e1tZWQkJCqKqqIiIiwmeNObRaLQ6HA3nqdIKmzcBRW4Nj22bse3aiVFeBzQYGA1JYOKbGBvYeqmFK8X6M3UgpukM4yIJAwOtfD4fDgd3eNVmqrKysTyVzBP3Axi9h509qI42rBnnViu4Y6YwgVxZBcz2EDYEmNY0/qZFjkwzrwqHSAJFWmNYMcVZAAXOZOs4PbcAlSSIpKYmioiKKi4u929jhAGc9W2wakAY4F9jUDK1NUN8M4Y0De+w+EhkZ6fNGEYGA/tob0TTWY1/7Y49j5MnTMNx1P3JsPFU7dhw1sS4vL4+goCCGDes+ce9YOJaGFBqHy0GWkJw3tjZZg6xATUgo4eY2j0i5PCyT1tZWduzYwdSpUwckP8elQQZITk6moqKC4cOHs3//fk46ybc5KWFhYTQ3NxMREYEcE4t89my0Z8/uMm7X5s2Mi48norwY++ofsO/bjVJc1GvStahgIQgEvHaQzz33XF544QVee+01QL3QtLS08OCDDzJ37tyjbC3wORYz/PMxdf7C6yAxw6/m9Auhkep5VR2EAzthwul+NsgHWKpU5/jDOGhy/hs2aqHMCHNrIc3cMc5P6PV6Ro4c6b3MoiQPVjwM4THw0Ir+Ma438rfB3x+GqHi4/82BP/5R0Ol0Qy5y7ELSaDDc+yjtd/wBx/69XdZrz7sI/a1/QtJqURSF2tpaxo4d2+P+ysrKaGxsZNq0aT63Va/Xs31hDHqdzqPE25uz6hmWHI/+H6/ROaNGdkosFAn3gx+zRoPeZqUpPIrhddUe+5dS08nLyyM3N3fAktclSUJRFBRFITk5mTVr1tDa2kpCQoLP2zpHREQctbW3yWSira2NxNRUpLQ0tM6kRcVixlFchKNgP47CfByF+3EU7gen9EgeISLIAv/jtYP87LPPMnv2bHJzc2lvb+fyyy8nPz+f2NhY3n777f6wUdAbX/4LasohOhHm/cHf1vQfWWOdDvKuoeEg6xLg2yjVOQ6zwSmNsCcESozwZTT8uhrC7GpVCz8iy7L3GffVxVBXAfEp0E/Z+r0yYizUV6o2tDdDZNzA23ACIwUFYfi/Z2lfeI36uN2J7po/oJt/lTt6W1NTQ3R0dI/ynfr6eg4cOMCMGTP6pQWx0WhEtpsJDjEAHfpiHTZCjVq0smeEU6YjguzykNt1eoxWC1aNlugjKqdYEpJoaWkhLm5gv3+uKLLRaGTSpEk0NDSQnp7u8+NERERQVdX7DbyrpN2Rfz9Jb0AzMgfNyBz3MsXhQKmqxHEgHyl+6D1dEQw+vH72mZqayvbt2/nzn//MbbfdxqRJk3jiiSfYunUr8fHxR9+BwHe0NMJHr6jzv1o0+Gse90amM8pUtMu/dviK/SbVGZYVOL8WstrhvFqIs4BZhjURYEhVS74NNqoOqlN/Pc0ICoWUEep84Q7/2HCCI0fHYHz8eQgOAZ0Ow72PoL/8ag9Hqby8vEd5hdlsZvv27UyZMqXfEhldCW1HYnc41Aj/EY67RlFQkNQIsstOjRat3Y4iQUSbyWN8tc5IUlJSvzj3vREcHExbm5qgGhERwbBhw/rFhvDwcJp6qTKhKAqVlZWkpKT0aX+SLCMnp6A99cwB/8wEgu7wOoL8ww8/MHPmTBYsWMCCBQvcy202Gz/88AOnnz4EonuDhf8shdZGSB0JZ/zC39b0L1lOB/nAEHCQFQU+dN7YTGqBaGekSgP8rB7ejYfCIOCmwVkPucqpWU7K8J8Nw8dDWT4UbIcpfWuEIPAtckYWxoefAq3Go9wZqL8X9fX1TJgwoct2iqKwbds2cnJy+qUds4vODnKwXqb4T6qzvnFjueogazRMrDignouiILs0yJ2cN7NWh90pl4noXDVFb6C6rY1cZ8e/gcSVqNef1TKgo2ufoijdOrSHDx8mKirKqzrLAkEg4XUE+ayzzqKurq7L8sbGRs466yyfGCXoAzUVsHK5Oj//roCt9+ozXBHkmnI1UW8ws3UVFO8FYwj8+gXQd4qixdhgjPPH5oeuGs5BgSuCnOC7pCqvGe50vA6ICLI/0Uya2sU5BqioqOgxulpbW4tGo+n3JMbOCW2dsdvtaDQatFotswp3M6twN1rF4U7M61y0zqrR0i5r1XJlnSo02GPiaGtr80vjLJeDPBCEhITQ2tp9U56SkpJ+kXYIBAOF1w5yT3eLtbW1/Xq3LziC915QmzGMng6TT4Abk+AwSHQ6XEW7/WvL8fKNM3Ht7Mtg2OUwfT+M/wJy/qFOr/lCrSu6+Rs1CjrYOBQAEeQR49VpwQ41Yi8IGBRF6dV5KiwsZOTI/q9i0JMjabfbVV30EYmUsqvMW6efP7sk0abXo3U40Ns7HOTauATi4uL8IhUIDg7u0Wn1Na5EvSMxm82YTCZ3Jz+BYDDS52cfv/iF+ghfkiSuvvpqDIaOBgB2u50dO3Ywc+ZM31so6EpZPvzwoTq/4E9HLdI+ZMgcqz6+L9oF4wehNhegvhq2fqfO/+xSdSppPEu5RaLKAjZ9Dd+8M7hK97U0dkT4E/wYPUofBRqdKkGqqYC4vukgBf1PXV0dRqOx26oKZrPZ3Sq5v+kpgmyz2dBqtVhkGZNOrfcfZLV0VLHoFEF2SDJtOh06u82jxNvhiGiG+6mMX2hoKC0tXVs89wcRERHU1dV10RmXlJSQmpoqtMSCQU2fI8gRERFERESgKAphYWHu9xERESQmJnL99dfz73//uz9tFbh4/yU1KjZtttqG+URhKOiQf/xIrf+ZPRlSemn5+rPL1OlP/wHbMXaz8weu6HFUvCoh8RdaPaQ6E/WK9/jPDkEX8vPzGTFiRLfrqqqqSEpKGhA7ekrSUxQFWZaxSRpeOXkWr5w8C6uz3jESOJxOn4I6b9bqMNqsHdsDjUHBREf33PykP+nJ8e8PuosgOxwOysrKSEtLGxAbBIL+os8R5GXLlgFqx7w777xTyCn8RWkerP+fOv/LW/1ry0AzFCpZrHP+7U6/uPdxE06DiFhorFE1yyed2++m+YTKg+o0EOpxZ+SqWu+iPTD1HH9bIwB3++OeHr1XVVWRm5s7ILZotVpsNluPssEjJRYah2cE2S7JKJJEu0ZLnKkjYttgDCYqPNxv0VNJktDpdFitVq8qgCiKwp49e2hoaGDixIl9+o133WS4PkNFUdi/fz/JycknRBt1wdDGaw3ygw8+KJxjf/L+y2r0ePp56mPkEwmXg1xdqnZKG2zUVKiNTiQJph7F4dVo4bR56vxPfWjdGygEQoKei2Gj1amIIAcMBQUFPUaPXW24BzKxTa/XezTCcTgcHY6txvPnUcYBSkcVC7uzDJxVqyHE2hGJrg4NJyE+oZ8t751jkVkcPnyYtrY2cnJy2LZtG0oftPuSJKHRaPjpp5/47rvvWLVqFW1tbQOiIRcI+huvHeTMzEyysrJ6fHnDQw89hCRJHq+cHLVweF1dHTfffDOjRo0iKCiI9PR0brnllm4TAk4YSpzRY0mCX97sb2sGnpBwiHVWfCjJ868tx8Kmr9Rp9mSIjD36+Bnnq9Nt34Ol66PggCQQSry5yHBGIg8O0mogQ4yWlhba29uJiYnpdn1jYyPhAxx5PdKR9Ii6dpekJ4HDaZ5NlgEFu6wh1ClpUICa4DDikwdGJtIToaGhNDc3e7VNcXExI0aMICYmhuDgYA4dOnTUbRobGzl06BDx8fGcddZZnHXWWUyaNKnH5i8CwWDC6wKFixYt8nhvtVrZunUrK1eu5I9//KPXBowZM4avv/66wyBnzcSKigoqKip45plnyM3Npbi4mN///vdUVFTw/vvve32cIcH7L6nT6edB2gkWPXaRnqNGYkv2weiT/G2Nd2x0Osh9lUtkjYOYJKithB0/wdRZ/WebrwikCLLLQa4ph5YGtWW5wG+4osc9OcC1tbU9Os/9hctBdh3Xw0GWu69i4ZBU58/mdAIdSIRaVAe5yRBEqKUdbVj4QJjfI+Hh4Rw+fLjP461WKyaTyZ0cOXLkSLZv395rqT2TycTWrVuZOHEiDoejx3ECwWDFawf51lu7170uWbKETZs2eW+AVtvtP+HYsWP54IMP3O+HDx/OY489xhVXXOHOMj6hKN4LG1aq0eNLTsDosYv0UbDlW/XzGEyYmmHvBnW+r3pYSVITMf+3HDZ8MTgc5EAo8eYiOAzi01RJTvFeGDPD3xYdF66nav/973+RZZlLLrmEF198sVdJQnt7O3fccQcrVqzAbDYze/ZsXnnlFRISOiQA3Tmsb7/9NpdddpnPbDeZTDQ1NXXbGMRFbW0to0eP9tkx+0JYWBjV1dXu971FkCWng2x3fl4WjRbJmbhncKgl3irCI0lsbkQK9q8MMSIigv379/d5fG1tLbGxse7vQmhoKDqdjvr6+m4bjiiKwo4dOxgzZgzBwcHs3LnTZ7YLBIGCz56DnHfeeR4ObV/Jz88nOTmZrKwsFixYQElJSY9jXY/genOOzWYzTU1NHq8hgSt6fPJcSMv2ry3+xKUrHWwSiz3r1OoViRkd9Zz7wrTZ6nTzN+r2gYxHibcAiCBDx/fl4ODXIS9YsIDdu3fz1Vdf8emnn/LDDz9w/fXX97rNbbfdxn//+1/ee+89vv/+eyoqKtwlOzuzbNkyKisr3a958+b51PZ9+/aRnZ3dY/RYURRaW1sHvLFGRESEO3EQ1BsKVwlTqTuJhaIm54HLQXYgAXq7DZskUxcUSlxrk9pi248YDAZsNlufI7s1NTXExnrKvrKysjhw4EC340tLSwkKCiIuLo6QkBDa29uxdWqUIhAMBXzmIL///vtel7WZPn06y5cvZ+XKlfz1r3+lqKiI0047rVvtVE1NDY8++uhRfxAWL17sUYJuSJSaKcmDjV+K6DGoEgtQq3kMpsd6O1er03GneLdd9mRVe93aCIUB3hXOJa+Iigdj1xq3fsGtQx7cDvLevXtZuXIlf/vb35g+fTqnnnoqL7/8MitWrKCioqLbbRobG/n73//Oc889x89+9jOmTJnCsmXLWLNmDevWrfMYGxkZSWJiovtlNBp7tcebQERDQwPt7e0eUesjaWpqGnD9MXQ4kna7evNpMpnc9ZlljYYxh8oYc6hMbTXtjCC7pBXtWp1aEk5R0NrtVIZFkNjSiAxIIQPfQe9IwsPD+5yzU1dX10XeEhMTg8lkwmQyeSw3m80UFhZ6VBuJjY2lpqbm+I0WCAIIrx3kSZMmMXnyZPdr0qRJJCUlce+993Lvvfd6ta/zzjuPX/3qV4wfP57Zs2fz+eef09DQwLvvvusxrqmpifPPP5/c3FweeuihXvd5zz330NjY6H6VlpZ6e4qBx3+WqtPp50HqCZ4dnDgMdAYwt0F1z08bAo6da9Sptw6yRgvjnE1Rtv3gW5t8jStBLxBKvLlwOciDTZJzBGvXriUyMpKpU6e6l82aNQtZllm/fn2322zevBmr1cqsWR3SnJycHNLT01m7dq3H2JtuuonY2FimTZvGG2+8cdQKBn0NRLhKh40ePbpX59cf+mMXERERVNU0MOzJCn72fhCSLggArVbHeft3cN7+HWgVh7vMm8tBNmu0KJKE5HCgs9spi4gmpbFO3WlQkF/OpTNxcXF90iGbzWZkWe7yZFaSJDIzMzl48KDH8j179pCdne1Rxi01NbXXp78CwWDEayHvkY/eZFkmLi6OM888012B4liJjIwkOzubgoIC97Lm5mbmzJlDWFgYH3300VFrKxoMBo8uf4OeQyWw5lN1/ue/968tgYBGC2kj1WYhJXmB5Yz1RG0lVBSCJEPuyd5vP/40WPc57PgRfhXAta8DKUHPhctBLisAixn0g/PaUFVVRXx8vMcyrVZLdHQ0VVVVPW6j1+u71BxOSEjw2OaRRx7hZz/7GcHBwXz55ZfceOONtLS0cMstt/Rozz333MPtt9/uft/U1NStk6woCmlpad3qWDtTW1t73L8fx0piYiIVVVWAamOQq8NfjxpkdblFq0ORJDSKgkmnJ8RqwWi3QXBwF3mGP4iPj2fDhg1kZ/cuyesueuwiOTmZ/Px8hg8fjsFgoLi4GJvNRnJysse4yMhIrFYrjY2NA9IFUSAYCLx2kB988MH+sANQywAVFhZy5ZVXAupFd/bs2RgMBj755JOjPvYbkvz3dVAcMOF0yBzjb2sCg/TRqoNcvLdDoxvI7HJGj7PGQegx/HhMOE2dFmwP7GoMgVTizUV0ovp5tTSoNykZA9OEoq/cfffdPPnkk92uczkae/f2b/T7/vvvd89PmjSJ1tZWnn766V4d5L4GImRZPqrMTVEUmpubB1x/DGCyOAiNjKNsZz4uBxmtEZPFgQUtirOShc5hR8ZZxUJ2JelpcMgysqLQYAwhoVmVM/g7Qc+FwWBAp9O55Ss9UVtbS1xcXLfrZFkmNzeXtWvXEhISgt1uZ+rUqd0+DRg3bhxbtmwhMzOTpKQk9Hq9z85FIPAHx1QKwuFwUFBQQHV1dZckgNNPP73P+7nzzju58MILGTZsGBUVFTz44INoNBrmz59PU1MT5557LiaTiX//+98eOre4uDg0AXCH3u80HIbvnSXt5v3Bv7YEEq4GKSX7/GtHX3HJK8Z7Ka9wEZOkSmvK8lUts6s+cqDhiiAHUlRfktTPbt9GKN0fcA7yHXfcwdVXX+2xrKWlhZNOOomNGzcSGhpKVlYWiYmJHtUWAGw2G3V1dT2W4kpMTMRisdDQ0OARRT506FCv5bumT5/Oo48+itlsHpCncf7SHwOMft4VSe9oXjJ1ietznsI1p6g34Les/sKtQbbLHVUsHMhoFAcNQUGMrHPuKwD0xy4yMzPJz89nypQpPY6pq6tj1Kiey4YmJCQQHh6OxWLp9e8UHh7OySefTElJCWvWrCE9Pd3r3ggCQSDhtYO8bt06Lr/8coqLi7vo1CRJcic79IWysjLmz5/vvoM99dRTWbduHXFxcaxatcqtrTuy81JRUREZGRnemj74+OwNsFrURK2cQVbztz8Z5nwUWzxIKlns26hOj0Ve4WL8aU4H+adB4CAHkMQC1Kov+zaqn1+AERcX1yV65woEZGdnuyN/M2bMoKGhgc2bN7udnW+//RaHw8H06dO73feUKVPQ6XR88803XHLJJQDk5eVRUlLCjBk9l7zbtm0bUVFRAyZV666CQiAiKWqTabszdcei1eCQJWRFQaOAzhksCpQIMqgyi7KyMvLy8rqtImK1Wt2tqXsjKCiIoD7oqo1GI9nZ2QwfPpz169cTFhbWY3RaIAh0vHaQf//73zN16lQ+++wzkpKSjuuuf8WKFT2uO/PMM/vU6nLI0toEX7+lzv/8D2okTKDiqmRRXQJtLRAUOBGbLtRWqo0qZA2MnHjs+xkzAz5/A/Zs8JlpPqWlQX1BYGmQoaMsYmnf68IGGqNHj2bOnDlcd911LF26FKvVysKFC7nsssvcetDy8nLOPvts/vnPfzJt2jQiIiK49tpruf3224mOjiY8PJybb76ZGTNmcPLJ6s3af//7Xw4dOsTJJ5+M0Wjkq6++4vHHH+fOO+8csHOrqalhzBj/yMf23qZG0k1WhSl/UTvHbV6YQLBOwvTdVyzpVOzDHUF2tqC2ylockhpBDu3U6TKQHGRJkpg0aRK7d+9m06ZNTJo0ySMZ7/Dhw/2SHKnRaJgwYQJbt271qK8sEAwmvHaQ8/Pzef/997tEdQU+5st/qc5fWjZMPsvf1gQWYVGqtrSuSk3UG9Xz40O/k7dZnWaMBuNx/HDmTFVvkqoOQt0hiO65ZJZfcOmPA6nEm4sh4CADvPnmmyxcuJCzzz7b3SjkpZdecq+3Wq3k5eV5lOV6/vnn3WM7NwpxodPpWLJkCbfddhuKojBixAiee+45rrvuugE5J4fDgclkIiTEP05lsN5VyKlDKhisk9Tles8iT5JTg2x1JulZNRocEsgKHg5yIEksQNURjxs3jgMHDrB161YPDXFVVVW/PY0NCQnBYDDQ0NBw1CRNgSAQ8dpBnj59urtlqKCfMLfB58vV+Z//XkSPuyN91CBxkJ3dJbOP08aQcFU/W7Qb9q6HUy46ftt8SSCWeHPhKo14uAzaW4/vRsWPREdH89Zbb/W4PiMjo8tTN6PRyJIlS1iyZEm328yZM4c5c+b41E5vqK2tJTo6OjAjjN01CqFzBFmD69MOcbaaBpD85OwfjaysLNra2sjLyyMnJwebzUZjY2O/Oq+pqalUVFQIB1kwKPHaQb755pu54447qKqqYty4cV20S+PHj/eZcScs370LzXVqm9xA1Zv6m7Rs2PY9lAV4VDBvizr1hRM/errTQd4QgA7yQXUaaPIKUJ84RMapSa9lBTCi53bHgoGlvLyclJQUf5tBsF6m+E+epcuQeyrz5nSQNRoUZMAR0BHkzuTm5rJu3TrKysrcpfn68+YkPj6evLw8FEUJzJsggaAXvHaQXcke11xzjXuZJEnufwBvkvQGFGsrWLupfCFpQGv0HNcTkgzaoGMcawJ60lRLoDVA40/QVg7/fQlkB8y9Ehxm9dV5rK7TI2xbm1oGrid0Icc4th2UXv6W3ozVBndEwe1mcPTSkrSvY1PSAaXjsbndAg5rL/sNUv8mfRmrMXb8OHo11goOS8e6thYo3a3+LYePVs9F1nY/tst+DR1jHTb1sxg1DlY6YO8az++erAeNznNsT3iMtYO9vZexOtDo+za2ytmSNilD/Y7Z2vq236OO1aqfBYCigM10bGPTMqHpEBTvgGEjvPy/H+BrRG/bDCEsFgv19fVMmBCgNyyyp8RCdl6+rc7/d7sko0iABIZObZYDSYN8JJIkMWXKFHbt2oVWq+332tMajYbg4GBaWloICwvr12MJBL7Gawe5qKioP+zof/6VDN0l4abPhfM+63j/z/ief4STzoCLVnW8fysD2ntorxk3FX6xseP9u7nQUtz92LA0yNKBpRz2BcPwFgixQvHv4I3feY4NHQYLDna8/+R0OLyp+/0aY+GqTp2UPj8PKr/vfqw2GK7t9MP81SVQ8nn3YwFu6OTsf3clHHi/57HXtHQ41D/cAPv/0fPY31RDkDPrec3tsOeVnsca0zoqE2z4M+x4puexv9oF0c5EoK2Pw+aHex578QaId1YN2fkirL+r57EXfgfJZ6rze1+D1Qs917uqHn40HOZ8CsOcTwQK3oRVv+15v7PeheG/UueLPoKvf63OnwFwEN7oFKU6cxmMulqdL/0CVl7Q835P+QuMvUmdr/oR/tuLvn36UzDxj+p8zRb4aFrPY03OH9rEDKjfC++N7Xns+DthxtPqfEsJvJXZ89jcG+E0pzygvUb9/+yJ7KvgrOXqvM3k+RnFon52Bb9RX1m/hHPe61j/Ri9Rv4G+RvRyvzBUUBSF3bt3k5WVFbCRRY1WS/bhSkCVV0ioL7vTcVYkCSSQHWp1CxeB7CAD6PV6Jk+ePGDHi42Npba2VjjIgkGH1w7ysGEB+Ah1sGMuA4teDTBvDYWRLf62aHAgSdBUB409OCCCgaOlAQh2lnjr5SmF4ITE4XCwb98+ampqcDgcKIpCUlIS6enp/jatR7R6PRft2+p+75JY2DSq9tiBhKJIaB1HPD0LUA2yv4iNjWX//v0nRmlWwZBCUvpQS+2TTz7hvPPOQ6fT8cknn/Q69qKLAksb2dTUREREBI01Fd13E+ru8emhYqg82M1YGeROtUHtvYR6uoxtp4vEQrFDwS1grVWdvTodrIsAow0uPwR6QJ8MU7epdqo7FhILF3eeD4dK4f5/Q86UwJNYPPU72L0OfnMfnH2Zp2ziWCQWAP9eDF+9CWfPh9/8WV3mb4lFawP84TRQJFi+EwzGwJNYFG6HRxaoVTZe+DagJRZNTU1ExCbT2NjYawe0QMJ9ne3B5n379uFwOMjOzvYoMxbI2Hduo/22G9zvD4WE89aEkxlzqJwzi/by3tiTaNfpiG9p5sK87e5xhgceR3v62f4wOSBRFIVVq1Zx5plnev204GjfK4GgP+nTlWrevHlUVVURHx/PvHnzehwX0BpkXYinU9fbuI2r4J1n+90kFRk4opB6bhu4fo9tFWDaCpFndL+5tjvdSA94NdaLtt7ejNUYOpyY4x2bNkp1kEv3q3WCXU7XUfer76exuk7OpwMK9oBDhpwZXb97ncceDVnb4SyPnglfvA35u7r/Pncee9T9akDuY7Srt7E1Bapz3LnEW1/+10B1Evs8Vjr2senj1L9FbQ2YrRB6xH76ut9+Hev67AL0GnqMWK1WKisrOeOMM5CP0PUGNEdUsZBQkBSwSTLtWh2SAooiY7B63kBLAZyk5w8kSSI8PJzGxkaPjo4CQaDTp1/Szu2kj2wtPSSJiofhA1CNw1oH7Qc8lwXbYWKz5zJLFYJuSB0Jm74OyA5pVB1Uk/T0xo4yY75g5CR1Wrw3cEqWBXKJNxfBYRCbojZtKc2H0aIz5UBRVVVFcnLy4HKOAYtD4ZnT5gJqq2lJAVCwyU4HGQVFgmDbEU+YAlyD7A9cOmThIAsGE4PjWddAc+Yv1Vd/0/A97Jh99HH6xP63ZTASyA0gCneo04xc0PYxUtwXYpLUV22leowxPbcMHjDcLaYz/GnF0UkdoTrIFYXCQR5ADh06NDjr5muOrHrkqoOswazVOataSBhtnlKpQE/S8wexsbHs2rWL4cOH+9sUgaDPHJODvHHjRr777juqq6u7RJSfe+45nxh2QhBxKuhTwFJB9yXgJDCkqOMEXUnt5CArSmA1VCl0ahL740lE9mRY+xns3xJgDnKAJ/AmD1drZ1ccOPpYgU9QFIXm5mYiIiL8bYrXSEfWQXa+bJKM2amjVgDjERKLQK6D7C+Cg4MxmUw4HI5B9yRBcOLitYP8+OOPc9999zFq1CgSEhI8RPeBWq4nYJE0MOJZ2DMf9dLb2Ul2fpbDn+mUoCfwIDlT1caamqH+kNp+OlAo3KlO+9tBDgQGg8QC1O8LqBFkwYAgSRKnnXba4Pxt0BzRalpRAAW7Rsas0YGiSiyM1iMiyKKKRRckSSIqKoqGhgaio6P9bY5A0Ce8dpBffPFF3njjDa6++up+MOcEJHYe5L4NBXeodZBdGFJU5zh2nr8sC3x0BkjKhPICNYocKA6yzQoH96jzWf3kIAPs36omA/o7IjOYIsgA5SKCPJAMlqoVXeiSpAeSojYIsWi06hMrScJo71RpR5bB6EUy9AlEbGwsNTU1wkEWDBq8/mWVZZlTTjmlP2w5cYmdB9P3w/gvIOcf6nRannCO+4IrAS6QEvVK94PVDCHh/eM0DhutJv+1NkKln529lgZnDWQCs810Z1wO8uFSsPRSCk8ggG5bTUuAQ5KwaLWAggIY7J0kFsEhgzNaPgDExMRQUyNq1gsGD147yLfddhtLlizpD1tObCSNWsot/lJ1KmQVfSMQE/VcCXpZ4/onuqvVdUg38vwss3DJK6ISOkq8BSoRMepNi6J0RL0Fgp7QdRP5VhQckoxZo8XVP89g6yjLJxL0eiYoKAiLxYLN1ktte4EggPD62dedd97J+eefz/Dhw8nNzUWn88zQ//DDD31mnEBwVFwR5NIAiiAfcDnI/VgqMHsy7N0A+VvhZ7/uv+McjcEirwD1kXjycPUzqyiE9FH+tkgQwGh0ejLrqoHOrabVkt9mrU5tNQ1oOjdfEgl6vRIfH8/hw4dJSkrytykCwVHx2kG+5ZZb+O677zjrrLOIiYkRj5ME/sUVQS7LDww9LkCB00EePq7/juHWIQdIBDnQE/RcJGepDnK5SNQT9I42KIhLdm9yv5ecOdSKU2KhoDrOmk6VnKTgAH+K4mcSExM5ePCgcJAFgwKvHeR//OMffPDBB5x//vn9YY9A4B2Jw0CrB7MJaiogPtW/9pjbOvTQIyb033FcDUPKC1QNcGhk/x2rNwZTBBk6dMii1JvgaHSpX65gRcui7IUAPLPveWSH4hFBFl30eicqKort27eLcm+CQYHX39Do6GhR7FsQOGi0alQQAkOHfHA3OOxqN8b+rKoRHt0Rtc3f1n/HORqDLoLsLPXm7+RGQeBzhAbZ1UnPhUOW0eBA4+hUnlOUeOsVSZKIjY3l0KFD/jZFIDgqXjvIDz30EA8++CAmk6k/7BEIvCeQKlm46h/3p/7YxciJ6jR/a/8fqycGawS5/ICarCcQ9IDFZueFmefywsxzqdcF06YxYJU6nGazrMOKFpNG714mkvSOTnp6OiUlJf42QyA4Kl5LLF566SUKCwtJSEggIyOjS5Leli0B0rxAcOIQSJUsCgdAf+xi5GT48WP/RZCb6wdPiTcXCenqUwezCeqq1LbdAkE3SJKETaP+RGZc8maX9fePuBGAP2bfSuOKi9VthMTiqERERGCxWGhrayMoSNSMFgQuXjvI8+bN6wczBILjIC2QIsguB3kAIsjZTh1ywTb/JCi6osfRiYFf4s2FVqc6yRUH1JdwkAW+RESQ+8SwYcM4ePAgo0eP9rcpAkGPeO0gP/jgg/1hh0Bw7KQ6I8jl+ar+V/ZTDWlTc4fTmDm2/4+Xlg2GYGhrUc89bYDLllUeVKeDRV7hIjlLdY7LC2GcaHokODoHP1iATaPhX+Nn8nDW7wH4v/xXiLCYuGRPp0oXIoLcJ1JSUvjhhx8YMWJEl6fQAkGgINJIBYOf+DS1s5zVAlV+1LYV7VansclqEl1/o9F2SDn8IbNw3QwkZQ78sY+HJGdSp6hkIegjIXYzobZ2DHaLe5neYSXEbibE3qkro0jS6xMajYb09HSKi4v9bYpA0CPCQRYMfmQZUkeo82V+1CEX7VKnAxE9djHSVQ/ZD4l6lUXqdLBUsHDhcugPHfSrGYLBhYSCrVOSnhUNWofdc4yQWPSZYcOGUVZWhsViOfpggcAPCAdZMDRIDYBEvQNOBzlrIB3kierUH5Us3BHkjIE/9vHgkoRUiuiVoO9ICugVq/u9TrGhs3u2TRYSi76j1WoZMWIEW7dupbW11d/mCARd8FqDLBAEJIGQqOeXCPJEdVpeAK1NEBI+MMdVlMFXA9mFy97DZWCzqI1mBIIjkCSJtHYTSnsbJo0eBQmb1KGXtWj02BWZVo2hQ2YhIshekZqaiizLmEwmQoQ8RRBgeOUgW61WcnJy+PTTT0X2qSCw8HcE2dTcITkYyAhyRKxaleFQiVrNYsLpA3Pcxlo1OVCS1OMPJqLiVc26pR2qyzuahwgEndDpdMyvr8RRkEfEZR91WX/fSLXMG1PpVOZNOHnekpyc7G8TBIJu8UpiodPpaG9v7y9bBIJjx1ULubJIjQoONAf3qNOYJAiPGdhju9pOD2SinutmIDYFdIaBO64vkKQOmYXQIQt6Q+vdQ1bhIAsEQwevNcg33XQTTz75JDab7eiDBYKBIiYJgkLBbutw3gaSIj/oj124HeQBbNLj7qCXMXDH9CUuu6uEDlnQC84SZBXvXUbZe/N5uOBV96r7C17jsx/vouK9yzrGCw2yQDBk8FqDvHHjRr755hu+/PJLxo0b10U39OGHH/rMOIGgz0gSpI+CvM1QkjfwNYEP+EF/7MKdqLdt4BqGDNYEPReuzn+u8xAIjsBisfByRCKcfDbXbViFzmFHf0SZt3BbW4f+WKsFndCzCwRDBa8d5MjISC655JL+sEUgOD7SOjnIA93/wR8Jei7Sc1RNrakZKg9Ayoj+P6a7SUhG/x+rP3A59iKCLOiFNkkGnYFWjQGdZMcidyTpWWUdVjQdSXrBIUiS5EdrBQKBL/HaQV62bFl/2CEQHD/pzqhxSd7AHretxT8Jei60OrW19d4Naj3kgXCQq5znKyLIghOAjEve7LLskRHX84jzX61xxcWixJtAMMQ4pmexNpuNr7/+mldffZXm5mYAKioqaGlp8alxAoFXuGQVpQPsIB/cq5Y9i05Uq0r4gxET1elA6JAdjsFb4s2Fy7E/XA42a69DBYK+IJqECARDC68jyMXFxcyZM4eSkhLMZjPnnHMOYWFhPPnkk5jNZpYuXdofdgoER8dVyaKmQpUbBIcNzHH9maDnInsAK1nUH1JLpGm0EJfa/8frDyI7lXo7XDb42mULBpSDHyxA77Dz1tiTuXP0IgAe37+Ecw7sIKW5UR0kIsgCwZDC6wjyrbfeytSpU6mvrycoKMi9/OKLL+abb77xqXECgVeERqjVLGBgZRb+TNBz4apkUZav3hz0Jy5ZQlyqKu8YjMhyR6m3QaJDrqurY8GCBYSHhxMZGcm111571Kd2r732GmeeeSbh4eFIkkRDQ4NP9nuiEWI3E2I3E9QpSc/gsBBuM7uT9ESJN4FgaOG1g/zjjz9y3333odd7ZutmZGRQXl7uM8MEgmPCHzpkfybouYiMUx1WRYGC7f17rMpBrj924dIhHxocDvKCBQvYvXs3X331FZ9++ik//PAD119/fa/bmEwm5syZw7333uvT/Z6oaBTFPS8roHE43O+l8AHqYikQCAYEryUWDocDu93eZXlZWRlhYQP0SFsg6Im0UbB11cDpkNtboaJQnfenxALUKPLhMsjfCuNP7b/jlB9Qp0lZ/XeMgcBdC/mgP63oE3v37mXlypVs3LiRqVOnAvDyyy8zd+5cnnnmmR67kS1atAiAVatW+XS/ZrMZs9nsft/U1HSMZxa4SJJEolGPcrgaCdUxDrKb+eueJ4kytVAfFIKsdDjIhAoHWSAYSngdQT733HN54YUX3O8lSaKlpYUHH3yQuXPn+tI2gcB7BjqC7ErQi0pQo7j+xK1D3tq/x3HdEKQM79/j9DeDSGKxdu1aIiMj3U4swKxZs5BlmfXr1w/4fhcvXkxERIT7lZaWdsw2BCo6nY5rckZy5bY16JyRYllRsEsyNo0GGQVNJwdZChMOskAwlPDaQX722WdZvXo1ubm5tLe3c/nll7vlFU8++aRX+3rooYeQJMnjlZOT417fF/2cQOBBuvP7U5qnOq79zYGd6tTf0WPwbDnd6dGvzyl3OsjJg91BzlCngyCCXFVVRXx8vMcyrVZLdHQ0VVVVA77fe+65h8bGRvertLT0mG0IaIKDPd5qFAcOScIuaZAVBY2j4xojHGSBYGjhtcQiNTWV7du3s2LFCnbs2EFLSwvXXnstCxYs8Eja6ytjxozh66+/7jBI22GSSz83Z84c7rnnHq/3LTgBSc5UqyuYmqG2EmK7f0TsMwJBf+xiWA7oDNDaqDp9yf0ggWg3QY0z12CoRJCry9RSb35IOLz77rt7DCxEREQAqgwi0DAYDBgMBn+b0e8cWbpNAhRJwi5LaBwOD4mF0CALBEMLrx1kUJ3YK664wjcGaLUkJiZ2u+5o+jmBoAtaveoYlu5XZRb97iDvVqeB4CBr9WokO28z7N/SPw5ypVN/HBYN4dG+3/9AEpXQUeqtptwvNZ3vuOMOrr76ao9lLS0tnHTSSWzcuJHQ0FCysrJITEykurraY5zNZqOurq7H62df6K/9DgWsVitLVq9HOelMfrv5B3QOB2ZJy62j7gDg1Z1PoO38pEZEkAWCIcUxNQrJy8tj4cKFnH322Zx99tksXLiQffv2HZMB+fn5JCcnk5WVxYIFCygpKTmm/bgwm800NTV5vAQnGAPVMKTd1CE3CASJBXTILAq29c/+y4eI/hjUUm8J6eq8q3X2ABMXF0dOTo7HKztbreednZ1NTk4Oer2eGTNm0NDQwObNm93bfvvttzgcDqZPn37Mx++v/Q4FFEWhsa2NJmMwCmoLaWvnVtNoPCPIEVEDbqNAIOg/vHaQP/jgA8aOHcvmzZuZMGECEyZMYMuWLYwbN44PPvjAq31Nnz6d5cuXs3LlSv76179SVFTEaaed5u7OdyycCMkjgqMwzKlDLj62m7Y+U7wHFAdExauvQCB7sjrd30+JekPJQYaOqHGAl3obPXo0c+bM4brrrmPDhg2sXr2ahQsXctlll7krTZSXl5OTk8OGDRvc21VVVbFt2zYKCgoA2LlzJ9u2baOurq7P+xVAq8ZAq8aAWep46GqWdbRLOlo1qtREThKfl0AwlPBaYnHXXXdxzz338Mgjj3gsf/DBB7nrrru45JJL+ryv8847zz0/fvx4pk+fzrBhw3j33Xe59tprvTUNUJNHbr/9dvf7pqYm4SSfaAxUBDkQGoQciavldOl+aGuBIB939xoqCXouBlGi3ptvvul+cifLMpdccgkvvfSSe73VaiUvLw+TyeRetnTpUh5++GH3+9NPPx2AZcuWuaUdR9uvADIuebPLsjvGLOKOMep809fXI4WKMqcCwVDCawe5srKS3/zmN12WX3HFFTz99NPHZUxkZCTZ2dnuaMexcKIkjwh6wVXqreIA2CyqNrc/KHRWsAgkBzk6QdVd11RA4Q4YO9O3+x8qJd5cuBL1/CSx8Ibo6GjeeuutHtdnZGSgHFG55aGHHuKhhx46rv0Kjo5mxun+NkEgEPgYryUWZ555Jj/++GOX5T/99BOnnXbacRnT0tJCYWEhSUlJx7UfwQlOTBIEh4HdBhVF/XecQmfHuhET+u8Yx8LIfqqHbLd1OJIpI3y7b3+R6NQgl++Chu9B6doESSA4Grpfzve3CQKBwMd4HUG+6KKL+NOf/sTmzZs5+eSTAVi3bh3vvfceDz/8MJ988onH2N648847ufDCCxk2bBgVFRU8+OCDaDQa5s9XLzZVVVVUVVV56OfCwsJIT08nOnqQZ9AL+g9JUmUWeZugeG9HRNmXtDR2tFwORAd57We+1yEfKgG7FQxB6k3IYKfmY6hUKxJQWwtbZ0NQCox4FmLn+dMyQYBREfED/O0VPhs+kesm3w3ASzuf45f7N2O471HklH7sXCkQCPyC1w7yjTfeCMArr7zCK6+80u06UDvsddeSujNlZWXMnz+f2tpa4uLiOPXUU1m3bh1xcWpHsr7o5wSCbsnMVR3kot1w2jzf779whzpNSIewAMte71zJQlHUGwZfUO6UPiVnqRUgBjM1H8Oe+aBTQJsENhmaNaCpUJfnvi2c5BMcSZLcv0VR8y5Bzsoi+H9fudeHxMcS+8d/IKem+8tEgUDQj3jtIDt82KFrxYoVva7vi35OIOiWDGf2jKtOsa9xySuGB1j0GNSbA50emuvV5LOkTN/st8zpIA92eYVih4I7AEXt/BBuhzoZ8oMh1gpIUHYHjAwC6ThvBHQGmCD0qYMRnU7nEfRhyjTCGkzgfHAUMWmScI4FgiHMMTUKEQgCHlfi3MHdattlX0c8XRHkQJNXgJqUmDFG1SDnb/Wdg1ziLJvXH5KVgaTxJ7CUd7yPtEGdDjYe2ejhRo6b6ER4ZfXx70cQEIRoJX4aW4Jer6euTuNvcwQCQT8iHGTB0CR1hBq9a2uB6hLfdklTFChwRZDH+26/viR7stNB3gan/8I3+yxxls1LG+QOsqXK8/2EFjDLYDtiXNBI0MUc37EijnN7QUCh1Wqx2dQvik438K3JBQLBwCEcZMHQRKOF9BxVClG027cOcm0lNNaox8gc47v9+hJfV7KwmDuSEl2NWAYr+iNaKCdZ4Oc1XceNfxMizxgYmwQBh9Vq5fXXXwfguuuuQ6fTodFoaGtrw+FwCAdZIBjiDPJMG4GgFzL7SYfsih6njwK90bf79hUjJ6rT4n1qS+zjpbwAHHYIjYSohOPfnz+JOBX0KUBPyYsSGFLVcYITFkVROHz4MIcPH3bXl3ZFkK1WK3p9P9VXFwgEAYFwkAVDF7eDvMu3+y3Ypk4DMUHPRUySqn9VHB166eOhs/7YV1Ux/IWkUUu5qW+OXKlOhj+jjhMIOqHT6YSDLBCcIHjtIG/ZsoWdO3e63//nP/9h3rx53HvvvVgsFp8aJxAcF50jyEd0GDsuAjlBrzPZk9Vp3qbj35dLfzzYE/RcxM5TS7npkz2XG1JEiTdBj2g0GhwOBzabTUgsBIIhjtcO8g033MD+/fsBOHDgAJdddhnBwcG899573HXXXT43UCA4ZtKyQaODlga19bIvsFnhgPMGMVAT9FzkTlenu9ce/77cDvIg1x93JnYeTN8P47+AnH+o02l5wjkW9IgsyyiKgsPhQKsVKTwCwVDGawd5//79TJw4EYD33nuP008/nbfeeovly5fzwQcf+No+geDY0RlUJxl8J7Mo3gvmNggJD/x6wGNnqtP9W8DSfnz7cksshpCDDKqMIvIMiL9UnQpZhaAXOjvIGo34rggEQxmvHWTXxQHg66+/Zu7cuQCkpaVRU9NNJrhA4E98rUPO26xOs6cEfje5pExVh2y1dNh9LDQcVqt2SBKkjvSdfQLBIKNdkbn40BR+WTMNM8JBFgiGMl7/wk+dOpX/+7//41//+hfff/89559/PgBFRUUkJAzy7HbB0CNrnDp1VZ44XvY59bw5U32zv/5EkmDsDHV+13HILAqdkpKUEWAMPn67BIJBgCRJREREEBERgeRMTJU73RRrZOEgCwRDGa9FVM8//zxXXHEFH3/8MX/+858ZMUJ9zPz+++8zc+ZMnxsoEBwX2c56wAXb1TJlx/OjpigdCW/ZU47ftoFgzAz44SPYtebY93HAmZToutkQCE4AdDodixYtAqDV6sBidWBWOhxkMzKtVvVpaoguwJ8mCQQCr/HaQZ4wYYJHFQsXTz/9tEhaEAQeadlgDFE76pUVHF8VhkMlqtRAqw/8BD0XLh3ygZ1gaobgMO/34UpKFA6y4AQl4h+u7osddc8nfQ2gLrf9LrnLNgKBYHDj9W1vVlYWtbW1XZa3t7eTnZ3tE6MEAp8hazqc2f1bjm9fruhx5hjQG45vXwNFTJKqRVYcsGe999sryuCp2iEQCAQCgY/wOuR78OBB7HZ7l+Vms5mysjKfGCUQ+JSRE9VSZ/lbYdb8Y9+PK9FtMOiPOzPuFLVN9PYfYOos77atrYTGWrWt9rDR/WOfQBCAWK1Wli9fDkDNgqvQ6bTkl1Qw9Ts1rrTvwmCSosP9aKFAIOhP+uwgf/LJJ+75L774goiICPd7u93ON998Q2Zmpm+tEwh8wUhnw4z8rce3n30b1emoQaI/djHpTPjy37DlW7jmYe864bmix2mjBk/UXCDwAYqiUFGh1k8P1oJeJxPaSWscbtQK7bFAMITps4M8b948QM3sveqqqzzW6XQ6MjIyePbZZ7vZUiDwMyMnqtOKA2rTkNBI7/dRV6VuL8mQM82Hxg0AY2aCIUiNBpfs8y4S7LqpyBrbP7YJBIMIWZYAtSunqIMsEAxt+nz763A4cDgcpKenU11d7X7vcDgwm83k5eVxwQUX9KetAsGxER4NiRnq/LFGkV1VILLGQmhE72MDDb0Bxp6izm/+xrttB1NZO4GgnwnVa9g+o55VOQcIN4ikdIFgKOP186GioiJiY2P7wxaBoP9wOXh7Nx7b9i4HeewgLWU45WfqdPO3fd/G3NYhsRhsUXOBoB/QaDTY7XZsNpuo2iQQDHGO6T+8tbWV77//npKSEiwWi8e6W265xSeGCQQ+ZcwMWPW+mqznLYoCOwe5gzzpLHVauB3qqyEq/ujb5G8Fu03txheX0r/2CQSDAFmWcTgcKIribh4iEAiGJl47yFu3bmXu3LmYTCZaW1uJjo6mpqaG4OBg4uPjhYMsCEzGnKxOD+yC1iYI8SL7vOIA1B8CnX7wJei5iIqHkZNUp3fd53De1Uffxi2vOMm7xD6BYIjiiiALBIKhj9cSi9tuu40LL7yQ+vp6goKCWLduHcXFxUyZMoVnnnmmP2wUCI6f6ERIzlLrAe/d4N22O39Sp9mTQW/sfWwgc8qF6nT1f/s23hVtHy3kFYITk+DgYIKDO9qra7VaLBaLR8tpgUAwNPH6v3zbtm3ccccdyLKMRqPBbDaTlpbGU089xb333tsfNgoEvmHMDHXqrczCpdudeKZPzRlwTj5frcJRsA2qinsfa2ruqPs8/tR+N00gCDT0ej1//OMf+eMf/4herwfUCHJ7ezs6nc7P1gkEgv7GawdZp9O5757j4+MpKSkBICIigtLSUt9aJxD4EpeDvHN137cxNXd0oJtytu9tGkgiYzs01Ks/6X3sjp/AYYfk4ZCQ3v+2CQSDALOi4ZzCUZy+J4NWq8Pf5ggEgn7Eawd50qRJbNyoVgI444wzeOCBB3jzzTdZtGgRY8eKWqmCAGbsDLX1dFk+VPfxZm7Hj2C3qmXikrP61bwB4bR56vTbd9QEvJ7YtkqdTjyjvy0SCAYNah1kgUBwIuC1g/z444+TlJQEwGOPPUZUVBR/+MMfOHz4MK+99prPDRQIfEZoJIxylnvraz1g17jBHj12cfJcCItWm4Zs+rr7MTZLx7pJZw6UZQJBQOFqNb18+XIaTBZarQ5MnfLzWm0KrVaHiCQLBEMUr6tYTJ3a0TAgPj6elStX+tQggaBfmToL9q5XHcCjVXKwmDscxann9LtpA4LeALMug49egc+XwbTZXStUbP9R7TgYGddR/UMgOMFQFIXiYlWrH/tWTZf1yW8ecs/bfpc8YHYJBIKB4ZhScW02G19//TWvvvoqzc3NAFRUVNDS0uJT4wQCn+OKBO/dAC2NvY/d8i20tUBM0uAt79Yd5ywArR7yNqkSEsUODd9D9Tvq9PsP1HEzLlAlKQKBQCAQnGB4HUEuLi5mzpw5lJSUYDabOeeccwgLC+PJJ5/EbDazdOnS/rBTIPANicMgLRtK98OGL+Bnv+557Or/qNNTLoKhVNYpOhFmXwmf/R3+eS/8ohLs5eq6Rg1sTFTnz/qV/2wUCAKIw/Nj0Ot1tNoUd+S4YkECIVqhSRYIhipe/+rfeuutTJ061V0H2cXFF1/MN9/0UdcpEPiTU+ep0+/f73lMw2HYsso5/uf9bdHAM+8PEBwE5ZXwU3PH8o3hoABp7RC812/mCQSBRIhOIkQnezjEIVrnMt0QunkWCARuvP7P/vHHH7nvvvvcdSFdZGRkUF5e7jPDBIJ+47R5aj3gvM1QUdT9mK/fVqtXjJwE6aMG1LwBITQczmpT57eGwZpw2BoK+4MBBaY1Q+GdqvxCEBDU1dWxYMECwsPDiYyM5Nprrz2qrO21117jzDPPJDw8HEmSaGho6DImIyMDSZI8Xk888UQ/nYVAIBAMDrx2kB0OR7etNsvKyggLC/OJUQJBvxKd0FG+bOU/umpw21vgqzfV9edd5T87+5PGn2BYOUxtUt9vC4O1Eer85BZIsIC5TB0nCAgWLFjA7t27+eqrr/j000/54YcfuP7663vdxmQyMWfOnKM2cXrkkUeorKx0v26++WZfmj5kCNHJ2H6XjO13ySJyLBAMcbzWIJ977rm88MIL7pJukiTR0tLCgw8+yNy5c31uoEDQL5x/DWz9Dr59G4b9C3Sdnn5sT4FGIDYFps3xm4n9iqVKnU5rhhgr7AgFswyjTDCxpes4gV/Zu3cvK1euZOPGje5KQi+//DJz587lmWeeITm5+yoKixYtAmDVqlW97j8sLIzExMQ+22M2mzGbze73TU1Nfd52MCE65gkEJy5e3wI/++yzrF69mtzcXNrb27n88svd8oonn3yyP2wUCHzPmBmQlQE2G3xv6ljepIENzrqmc08H7RD9gdR3coaGt8PFNXBZNUxqAamHcQK/sXbtWiIjIz3KbM6aNQtZllm/fv1x7/+JJ54gJiaGSZMm8fTTT2Oz9dJEBli8eDERERHuV1pa2nHbEGjo9Xruvfde7r333i6SQoFAMPTxOoKcmprK9u3beeedd9i+fTstLS1ce+21LFiwwCNpTyAIbBxw0kEoUlTdbYIFMtvgf9FglSHRDFFvg/IwSEOw1FnEqaBPAUsFalbekUhgSFHHCfxOVVUV8fHxHsu0Wi3R0dFUVR1flP+WW25h8uTJREdHs2bNGu655x4qKyt57rnnetzmnnvu4fbbb3e/b2pqGpJOskAgOHHx2kEG9cK8YMECFixY4Gt7BIKBofEniCmHKWGwKRx+jFRfAEF2mFUPVrs6LnIItluWNDDiWdgzHzVk3NlJdoaQhz8zNG8OAoi77767xydvERGqJnzv3v6tJtLZ0R0/fjx6vZ4bbriBxYsXYzAYut3GYDD0uE4gEAiGAl47yLW1tcTExABQWlrK66+/TltbGxdeeCGnn366zw0UCPoFl7b2pGaQFdgSBjYZEszwswYIt3uOG4rEzoPct6HgDrB00mAbUlTnOHaevyw7Ybjjjju4+uqrPZa1tLRw0kknsXHjRkJDQ8nKyiIxMZHq6mqPcTabjbq6Oq+0w31h+vTp2Gw2Dh48yKhRQ7CCSx+x2Wy8++67APz6179Gqz2meJJAIBik9Pk/fufOnVx44YWUlpYycuRIVqxYwZw5c2htbUWWZZ5//nnef/995s2b14/mCgQ+wqWtlYCpLWpimlWGIEf344YqsfMg5kI1Um6pUs834lQROR4g4uLiiIuL81jmSnjLzs4mPDwcgBkzZtDQ0MDmzZuZMkXt6vjtt9/icDiYPn26T23atm0bsix3kXScaDgcDvLz893zAoHgxKLPSXp33XUX48aN44cffuDMM8/kggsu4Pzzz6exsZH6+npuuOEGUTtTMHhwaXBdcgItRzjHEhhSTwwNrqRRZSTxl6pT4RwHHKNHj2bOnDlcd911bNiwgdWrV7Nw4UIuu+wydwWL8vJycnJy2LBhg3u7qqoqtm3bRkFBAaAGOrZt20ZdXR2gJv+98MILbN++nQMHDvDmm29y2223ccUVVxAVFTXwJyoQCAQBQp8d5I0bN/LYY49xyimn8Mwzz1BRUcGNN96ILMvIsszNN9/Mvn37+tNWgcB3uDS46psjV6oTocEVBBBvvvkmOTk5nH322cydO5dTTz3VXW4TwGq1kpeXh8nUUZVl6dKlTJo0ieuuuw6A008/nUmTJvHJJ58AqpZ4xYoVnHHGGYwZM4bHHnuM2267zWO/AoFAcCLSZ4lFZ61baGgoISEhHhGGqKgompube9pcIAg8hAZXMIiIjo7mrbfe6nF9RkYGiuJZkeShhx7ioYce6nGbyZMns27dOl+ZKBAIBEMGr7IOJEnq9b1AMOgQGlyBQCAQCARH4JWDfPXVV7tL+7S3t/P73/+ekJAQAI+uSgLBoMKlwRUIBAKBQCDACwf5qquu8nh/xRVXdBnzm9/85vgt8jGuR45DtRWqQCAYWriuVUfKJQKZoXidtVgstLe3A+p5iW56A89g/F8QDB0kZYh/88rKykSHJ4FAMOgoLS0lNTXV32b0CXGdFfQng+l/QTB0GPIOssPhoKKigrCwMK80067WqaWlpe5apEOBoXpeIM5tMDJUzwuO/dwURaG5uZnk5GRkuc+FhvzKsV5nA52h/P08kkA818H4vyAYOgz51kCyLB/XnWd4eHjAXCx8yVA9LxDnNhgZqucFx3ZurjbTg4Xjvc4GOkP5+3kkgXaug+1/QTB0ELdkAoFAIBAIBAJBJ4SDLBAIBAKBQCAQdEI4yD1gMBh48MEH3WXthgpD9bxAnNtgZKieFwztcztROJH+hifSuQoEfWHIJ+kJBAKBQCAQCATeICLIAoFAIBAIBAJBJ4SDLBAIBAKBQCAQdEI4yAKBQCAQCAQCQSeEgywQCAQCgUAgEHRCOMjdsGTJEjIyMjAajUyfPp0NGzb426TjZvHixZx00kmEhYURHx/PvHnzyMvL87dZPueJJ55AkiQWLVrkb1N8Qnl5OVdccQUxMTEEBQUxbtw4Nm3a5G+zjhu73c79999PZmYmQUFBDB8+nEcffZTBmDP8ww8/cOGFF5KcnIwkSXz88cce6xVF4YEHHiApKYmgoCBmzZpFfn6+f4wVdMHb6/17771HTk4ORqORcePG8fnnnw+QpcePN+e6fPlyJEnyeBmNxgG0ViDwL8JBPoJ33nmH22+/nQcffJAtW7YwYcIEZs+eTXV1tb9NOy6+//57brrpJtatW8dXX32F1Wrl3HPPpbW11d+m+YyNGzfy6quvMn78eH+b4hPq6+s55ZRT0Ol0/O9//2PPnj08++yzREVF+du04+bJJ5/kr3/9K3/5y1/Yu3cvTz75JE899RQvv/yyv03zmtbWViZMmMCSJUu6Xf/UU0/x0ksvsXTpUtavX09ISAizZ8+mvb19gC0VHIm31/s1a9Ywf/58rr32WrZu3cq8efOYN28eu3btGmDLvedYftvCw8OprKx0v4qLiwfQYoHAzygCD6ZNm6bcdNNN7vd2u11JTk5WFi9e7EerfE91dbUCKN9//72/TfEJzc3NysiRI5WvvvpKOeOMM5Rbb73V3yYdN3/605+UU0891d9m9Avnn3++cs0113gs+8UvfqEsWLDATxb5BkD56KOP3O8dDoeSmJioPP300+5lDQ0NisFgUN5++20/WCjojLfX+1//+tfK+eef77Fs+vTpyg033NCvdvoCb8912bJlSkRExABZJxAEHiKC3AmLxcLmzZuZNWuWe5ksy8yaNYu1a9f60TLf09jYCEB0dLSfLfENN910E+eff77H326w88knnzB16lR+9atfER8fz6RJk3j99df9bZZPmDlzJt988w379+8HYPv27fz000+cd955frbMtxQVFVFVVeXxvYyIiGD69OlD7poy2DiW6/3atWu7XGNmz54d8H/LY/1ta2lpYdiwYaSlpfHzn/+c3bt3D4S5AkFAoPW3AYFETU0NdrudhIQEj+UJCQns27fPT1b5HofDwaJFizjllFMYO3asv805blasWMGWLVvYuHGjv03xKQcOHOCvf/0rt99+O/feey8bN27klltuQa/Xc9VVV/nbvOPi7rvvpqmpiZycHDQaDXa7nccee4wFCxb42zSfUlVVBdDtNcW1TuAfjuV6X1VVNSj/lsdyrqNGjeKNN95g/PjxNDY28swzzzBz5kx2795NamrqQJgtEPgV4SCfgNx0003s2rWLn376yd+mHDelpaXceuutfPXVV0MugcThcDB16lQef/xxACZNmsSuXbtYunTpoHeQ3333Xd58803eeustxowZw7Zt21i0aBHJycmD/twEgqHAjBkzmDFjhvv9zJkzGT16NK+++iqPPvqoHy0TCAYGIbHoRGxsLBqNhkOHDnksP3ToEImJiX6yyrcsXLiQTz/9lO+++25IRAE2b95MdXU1kydPRqvVotVq+f7773nppZfQarXY7XZ/m3jMJCUlkZub67Fs9OjRlJSU+Mki3/HHP/6Ru+++m8suu4xx48Zx5ZVXctttt7F48WJ/m+ZTXNeNoXxNGawcy/U+MTFxUP4tffHbptPpmDRpEgUFBf1hokAQcAgHuRN6vZ4pU6bwzTffuJc5HA6++eYbjzvpwYiiKCxcuJCPPvqIb7/9lszMTH+b5BPOPvtsdu7cybZt29yvqVOnsmDBArZt24ZGo/G3icfMKaec0qUU3/79+xk2bJifLPIdJpMJWfa8/Gg0GhwOh58s6h8yMzNJTEz0uKY0NTWxfv36QX9NGewcy/V+xowZHuMBvvrqq4D/W/rit81ut7Nz506SkpL6y0yBILDwd5ZgoLFixQrFYDAoy5cvV/bs2aNcf/31SmRkpFJVVeVv046LP/zhD0pERISyatUqpbKy0v0ymUz+Ns3nDJUqFhs2bFC0Wq3y2GOPKfn5+cqbb76pBAcHK//+97/9bdpxc9VVVykpKSnKp59+qhQVFSkffvihEhsbq9x1113+Ns1rmpubla1btypbt25VAOW5555Ttm7dqhQXFyuKoihPPPGEEhkZqfznP/9RduzYofz85z9XMjMzlba2Nj9bLjja9f7KK69U7r77bvf41atXK1qtVnnmmWeUvXv3Kg8++KCi0+mUnTt3+usU+oy35/rwww8rX3zxhVJYWKhs3rxZueyyyxSj0ajs3r3bX6cgEAwowkHuhpdffllJT09X9Hq9Mm3aNGXdunX+Num4Abp9LVu2zN+m+Zyh4iAriqL897//VcaOHasYDAYlJydHee211/xtkk9oampSbr31ViU9PV0xGo1KVlaW8uc//1kxm83+Ns1rvvvuu27/t6666ipFUdRSb/fff7+SkJCgGAwG5eyzz1by8vL8a7TATW/X+zPOOMP9d3Tx7rvvKtnZ2Yper1fGjBmjfPbZZwNs8bHjzbkuWrTIPTYhIUGZO3eusmXLFj9YLRD4B0lRBmHrKoFAIBAIBAKBoJ8QGmSBQCAQCAQCgaATwkEWCAQCgUAgEAg6IRxkgUAgEAgEAoGgE8JBFggEAoFAIBAIOiEcZIFAIBAIBAKBoBPCQRYIBAKBQCAQCDohHGSBQCAQCAQCgaATwkEWCAQCgUAgEAg6IRxkQcBw9dVXM2/ePL8d/8orr+Txxx/32/F9wfLly4mMjOzT2JUrVzJx4kQcDkf/GiUQ9DPi2nH8iGuHQOCJcJAFA4IkSb2+HnroIV588UWWL1/uF/u2b9/O559/zi233OKX4/uDOXPmoNPpePPNN/1tikDQI+LaEXiIa4fgREDrbwMEJwaVlZXu+XfeeYcHHniAvLw897LQ0FBCQ0P9YRoAL7/8Mr/61a/8aoM/uPrqq3nppZe48sor/W2KQNAt4toRmIhrh2CoIyLIggEhMTHR/YqIiECSJI9loaGhXR6Tnnnmmdx8880sWrSIqKgoEhISeP3112ltbeW3v/0tYWFhjBgxgv/9738ex9q1axfnnXceoaGhJCQkcOWVV1JTU9OjbXa7nffff58LL7zQY/krr7zCyJEjMRqNJCQk8Mtf/tK9zuFwsHjxYjIzMwkKCmLChAm8//77Htvv3r2bCy64gPDwcMLCwjjttNMoLCx0b//II4+QmpqKwWBg4sSJrFy50r3twYMHkSSJDz/8kLPOOovg4GAmTJjA2rVrPY6xfPly0tPTCQ4O5uKLL6a2ttZj/fbt2znrrLMICwsjPDycKVOmsGnTJvf6Cy+8kE2bNrntEggCDXHtENcOgcAvKALBALNs2TIlIiKiy/KrrrpK+fnPf+5+f8YZZyhhYWHKo48+quzfv1959NFHFY1Go5x33nnKa6+9puzfv1/5wx/+oMTExCitra2KoihKfX29EhcXp9xzzz3K3r17lS1btijnnHOOctZZZ/Voz5YtWxRAqaqqci/buHGjotFolLfeeks5ePCgsmXLFuXFF190r/+///s/JScnR1m5cqVSWFioLFu2TDEYDMqqVasURVGUsrIyJTo6WvnFL36hbNy4UcnLy1PeeOMNZd++fYqiKMpzzz2nhIeHK2+//bayb98+5a677lJ0Op2yf/9+RVEUpaioSAGUnJwc5dNPP1Xy8vKUX/7yl8qwYcMUq9WqKIqirFu3TpFlWXnyySeVvLw85cUXX1QiIyM9PtsxY8YoV1xxhbJ3715l//79yrvvvqts27bN4/wTEhKUZcuWHf0PJxD4GXHtENcOgWCgEA6yYMDx5kfu1FNPdb+32WxKSEiIcuWVV7qXVVZWKoCydu1aRVEU5dFHH1XOPfdcj/2WlpYqgJKXl9etPR999JGi0WgUh8PhXvbBBx8o4eHhSlNTU5fx7e3tSnBwsLJmzRqP5ddee60yf/58RVEU5Z577lEyMzMVi8XS7TGTk5OVxx57zGPZSSedpNx4442KonT8yP3tb39zr9+9e7cCKHv37lUURVHmz5+vzJ0712Mfl156qcdnGxYWpixfvrxbG1xMmjRJeeihh3odIxAEAuLaIa4dAsFAISQWgoBm/Pjx7nmNRkNMTAzjxo1zL0tISACguroaUB8Lfvfdd25dYmhoKDk5OQA9Pgpsa2vDYDAgSZJ72TnnnMOwYcPIysriyiuv5M0338RkMgFQUFCAyWTinHPO8TjOP//5T/cxtm3bxmmnnYZOp+tyvKamJioqKjjllFM8lp9yyins3bu3x/NPSkryONe9e/cyffp0j/EzZszweH/77bfzu9/9jlmzZvHEE090+xkEBQW5z00gGCqIa4e4dggEx4NI0hMENEf+SEiS5LHM9cPkKjfU0tLChRdeyJNPPtllX64fiSOJjY3FZDJhsVjQ6/UAhIWFsWXLFlatWsWXX37JAw88wEMPPcTGjRtpaWkB4LPPPiMlJcVjXwaDAVB/OHxBb+faFx566CEuv/xyPvvsM/73v//x4IMPsmLFCi6++GL3mLq6OuLi4nxir0AQKIhrh7h2CATHg4ggC4YUkydPZvfu3WRkZDBixAiPV0hISLfbTJw4EYA9e/Z4LNdqtcyaNYunnnqKHTt2cPDgQb799ltyc3MxGAyUlJR0OUZaWhqgRm9+/PFHrFZrl+OFh4eTnJzM6tWrPZavXr2a3NzcPp/r6NGjWb9+vceydevWdRmXnZ3NbbfdxpdffskvfvELli1b5l7X3t5OYWEhkyZN6vNxBYKhiLh2iGuHQNAZ4SALhhQ33XQTdXV1zJ8/n40bN1JYWMgXX3zBb3/7W+x2e7fbxMXFMXnyZH766Sf3sk8//ZSXXnqJbdu2UVxczD//+U8cDgejRo0iLCyMO++8k9tuu41//OMfFBYWsmXLFl5++WX+8Y9/ALBw4UKampq47LLL2LRpE/n5+fzrX/9yl6f64x//yJNPPsk777xDXl4ed999N9u2bePWW2/t87necsstrFy5kmeeeYb8/Hz+8pe/eGSzt7W1sXDhQlatWkVxcTGrV69m48aNjB492j1m3bp1GAyGLo9XBYITDXHtENcOgaAzwkEWDClc0RW73c65557LuHHjWLRoEZGRkchyz1/33/3udx5F7yMjI/nwww/52c9+xujRo1m6dClvv/02Y8aMAeDRRx/l/vvvZ/HixYwePZo5c+bw2WefkZmZCUBMTAzffvstLS0tnHHGGUyZMoXXX3/d/djzlltu4fbbb+eOO+5g3LhxrFy5kk8++YSRI0f2+VxPPvlkXn/9dV588UUmTJjAl19+yX333eder9FoqK2t5Te/+Q3Z2dn8+te/5rzzzuPhhx92j3n77bdZsGABwcHBfT6uQDAUEdcOce0QCDojKYqi+NsIgcDftLW1MWrUKN55550TJiJSU1PDqFGj2LRpk/vHWSAQeIe4dohrh2BoIiLIAgFqYsw///nPXpsCDDUOHjzIK6+8In7gBILjQFw7BIKhiYggCwQCgUAgEAgEnRARZIFAIBAIBAKBoBPCQRYIBAKBQCAQCDohHGSBQCAQCAQCgaATwkEWCAQCgUAgEAg6IRxkgUAgEAgEAoGgE8JBFggEAoFAIBAIOiEcZIFAIBAIBAKBoBPCQRYIBAKBQCAQCDohHGSBQCAQCAQCgaAT/w/DfZMQIfRu+gAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Process it\n",
"signals, info = nk.ecg_process(ecg_cleaned, sampling_rate=500)\n",
"\n",
"# Visualise the processing\n",
"nk.ecg_plot(signals, info)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[693, 1262, 1835, 2435, 3005, 3603, 4165, 4758]\n",
"[636, 1234, 1786, 2388, 2947, 3546, 4122, 4698]\n",
"[737, 1307, 1881, 2476, 3049, 3651, 4214, 4799]\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t_peaks = info['ECG_T_Peaks']\n",
"t_onsets = info['ECG_T_Onsets']\n",
"t_offsets = info['ECG_T_Offsets']\n",
"\n",
"print(t_peaks)\n",
"print(t_onsets)\n",
"print(t_offsets)\n",
"\n",
"t_peaks_y = [ecg_cleaned[i] for i in t_peaks] \n",
"t_onsets_y = [ecg_cleaned[i] for i in t_onsets]\n",
"t_offsets_y = [ecg_cleaned[i] for i in t_offsets]\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(ecg_cleaned)\n",
"plt.scatter(t_peaks, t_peaks_y, color='red', label='t_peaks')\n",
"plt.scatter(t_onsets, t_onsets_y, color='green', label='t_onsets')\n",
"plt.scatter(t_offsets, t_offsets_y, color='blue', label='t_offsets')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered XQRS Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[477, 1050, 1617, 2217, 2788, 3386, 3890, 4543]\n",
"[438, 1018, 1589, 2184, 2763, 3355, 3876, 4511]\n",
"[514, 1076, 1648, 2248, 2820, 3421, 3914, 4574]\n"
]
},
{
"data": {
"image/png": 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EP//5T5w5cwZ5eXnIzc0FwzAYOXIk8vLy0LFjR7As66Yg6/3d2kL6e7sifO9PP/1UVr5fQPr73Hbbbdi6dSseffRRDBgwADExMWBZFhMnTlSU36233opPPvkEn332Ge677z6399944w3MmjUL3333HdauXYuHH34YL730ErZv346srCyvvhtBEJcnpGQRBEFcIpTCsVJSUhAbGwu73e5xkdkWQgGNuLi4Vo+RkpKCyMhI0TMg5cSJE16f78knn0RRURG+++47xMbG4u2338aUKVPwxhtvyJozT5kyBVu3bsU333yD3/3ud27HOXfuHPLy8nDzzTe7KY6uvPzyy/jf//6HF154Ae+9916bYxwyZAg++eQTFBUVef29BMxmM/r374+TJ0+ivLxccWEvFM04deqUzLNYUVHhtffGlU2bNqGiogLLly+XFaGQVthTi6A8rVu3Drt27RJ/n1GjRuHdd99Fx44dER0djcGDB7d6HC2hhFoR5ndqamqr87uqqgrr16/HokWL8PTTT4vblea7wGuvvQaTyYQHHngAsbGxih69fv36oV+/fnjyySexdetWXHvttXjvvffw/PPPa/hWBEGEOpSTRRAEcYmIjo52y/MxGo249dZb8d///heHDx92+4xriW8lBg8ejG7duuH1119HfX29x2MYjUZMmDAB3377LfLz88X3jx07hjVr1nj1Hfbs2YOlS5di7ty54sL8N7/5DW655RY899xzsvyi++67D+np6Xj00UfdcnOam5sxe/ZsMAwj9r1qjW7duuHWW2/Fxx9/jOLiYgBAY2Mjtm3bprj/qlWrAPBhkJ44efKkTA4C1dXV2LZtGxITE5GSkqL42euvvx4mk0ksey7wzjvvtPldPCF4g6TeH4vFgr///e8+H7NLly7IzMzEW2+9BavVKparz83NxenTp7Fs2TIMHz68TW9ddHQ0ALSap+YvJkyYgLi4OLz44ouwWq1u70vnN+DuPVu8eLHHYzMMg/fffx/Tp0/HzJkz8f3334vv1dbWwmazyfbv168fDAaDbl5hgiBCF/JkEQRBXCIGDx6Mn376CW+++SY6duyILl26YNiwYXj55ZexceNGDBs2DHPmzEHfvn1RWVmJvXv34qeffkJlZWWrxzUYDPjggw8wadIkXHHFFZg9ezYyMzNRUFCAjRs3Ii4uDj/88AMAvlDE6tWrkZubiwceeAA2mw1vv/02rrjiChw8eLDV89jtdtx7771IT093s+IvWbIEffv2xUMPPSQuVBMTE7Fs2TJMnjwZgwYNwj333IO+ffuiuLgYH3/8Mc6cOYN33nkHw4YN80p+jz76KL7++mssXrwYL7/8MhobG3HNNddg+PDhmDhxIrKzs1FdXY1vv/0WeXl5mDp1qltZeSlCLtKkSZOQm5uLpKQkFBQU4JNPPkFhYSEWL17sMQwuLS0N8+bNwxtvvIGbbroJEydOxIEDB7Bq1SokJyf75Pm55pprkJiYiJkzZ+Lhhx8GwzD49NNPvQ6580Rubi6+/PJL9OvXT8yVGjRoEKKjo/Hrr796lY8lKNQPP/wwJkyYAKPRiDvuuEPTuLwlLi4O7777Ln7/+99j0KBBuOOOO5CSkoL8/HysWLEC1157Ld555x3ExcVh1KhRePXVV2G1WpGZmYm1a9e26Qk0GAz4z3/+g6lTp+K2227DypUrMXbsWGzYsAFz587Fb3/7W/Ts2RM2mw2ffvqpaBghCIJolXasbEgQBBEUCCW4d+3apfi+tyXcjx8/zo0aNYqLjIx0K/NdUlLCPfjgg1x2djZnNpu59PR07vrrr+fef/99cR+h3LWnktL79u3jpk2bxnXo0IELDw/nOnfuzN12223c+vXrZfv9/PPP3ODBg7mwsDCua9eu3Hvvvac4XlfeeustDgC3bNkyxfdff/11DgC3fPly2fZz585x9957L9epUyfOZDKJ5e9/+uknt2O09R3HjBnDxcXFcdXV1ZzVauX++c9/clOnTuU6d+7MhYeHc1FRUdzAgQO51157jWtpaWn1+5SUlHAvv/wyN3r0aC4jI4MzmUxcYmIiN3bsWLfv6FrCneM4zmazcU899RSXnp7ORUZGcmPHjuWOHTvGdejQgfvjH//o9lnX+SN8140bN4rbtmzZwg0fPpyLjIzkOnbsyD322GPcmjVr3PbzpoS7wNKlSzkA3P333y/bPm7cOA6A2/xQms82m4176KGHuJSUFI5hGLf2Ba+99prbeQFwCxcubHVsbf3ervtOmDCBi4+P5yIiIrhu3bpxs2bN4nbv3i3uc/HiRe6WW27hEhISuPj4eO63v/0tV1hY6DYWaQl3gcbGRm706NFcTEwMt337du7MmTPc3XffzXXr1o2LiIjgkpKSuOuuu05x3hIEQbjCcJxGExlBEARBqGD9+vWYPHkyRo4ciVWrViEsLKy9h6Qb1dXVSExMxPPPP48nnniivYdDEARBtBOUk0UQBEFcUq6//np88skn2LhxI2bPnq05HK69aGpqctsm5P+MGTPm0g6GIAiCCCjIk0UQBEEQPvDxxx/j448/xuTJkxETE4PNmzfjiy++wPjx470uJEIQBEGEJlT4giAIgiB8oH///jCZTHj11VdRW1srFsOg0t4EQRAEebIIgiAIgiAIgiB0hHKyCIIgCIIgCIIgdISULIIgCIIgCIIgCB2hnKw2YFkWhYWFiI2N9am5JEEQBEEQBEEQoQHHcairq0PHjh1hMHj2V5GS1QaFhYXIzs5u72EQBEEQBEEQBBEgXLhwAVlZWR7fJyWrDWJjYwHwgoyLi2vXsVitVqxduxbjx4+H2Wxu17EQwQHNGUItNGcItdCcIdRCc4ZQSyDNmdraWmRnZ4s6gidIyWoDIUQwLi4uIJSsqKgoxMXFtfsEI4IDmjOEWmjOEGqhOUOoheYMoZZAnDNtpRFR4QuCIAiCIAiCIAgdISWLIAiCIAiCIAhCR0jJIgiCIAiCIAiC0BHKySIIgiAIgiAIneE4DjabDXa7vb2HEvRYrVaYTCY0Nzf7XZ5GoxEmk0lz6yZSsgiCIAiCIAhCRywWC4qKitDY2NjeQwkJOI5Deno6Lly4cEn61kZFRSEjIwNhYWE+H4OULIIgCIIgCILQCZZlcfbsWRiNRnTs2BFhYWGXRDEIZViWRX19PWJiYlptAKwVjuNgsVhQVlaGs2fPokePHj6fj5QsgiAIgiAIgtAJi8UClmWRnZ2NqKio9h5OSMCyLCwWCyIiIvyqZAFAZGQkzGYzzp8/L57TF6jwBUEQBEEQBEHojL+VAcJ/6PHb0a9PEARBEARBEAShI6RkEQRBEARBEARB6AgpWQRBEARBEARBBAU5OTlYvHhxew+jTYJOyVq6dClycnIQERGBYcOGYefOnR73Xb58OYYMGYKEhARER0djwIAB+PTTTy/haAmCIAiCIAiCuNwIKiXrq6++wvz587Fw4ULs3bsXV111FSZMmIDS0lLF/ZOSkvDEE09g27ZtOHjwIGbPno3Zs2djzZo1l3jkBEEQBEEQBKESux3YtAn44gv+f2psHDQElZL15ptvYs6cOZg9ezb69u2L9957D1FRUfjwww8V9x8zZgxuueUW9OnTB926dcO8efPQv39/bN68+RKPnCCCk2d/OIoXVhxt72EQBEEQxOXH8uVATg5w3XXAnXfy/+fk8Nv9xJgxYzB37lzMnTsX8fHxSE5OxlNPPQWO49r8bE5ODp577jnMmDED0dHRyMzMxNKlS2X7VFdX45577kFKSgri4uIwduxYHDhwQHz/9OnTuPnmm5GWloaYmBhcffXV+Omnn1o97wcffICEhASsX78eALBs2TL069cPkZGR6NChA8aNG4eGhgYfpKGNoOmTZbFYsGfPHixYsEDcZjAYMG7cOGzbtq3Nz3Mchw0bNuDEiRN45ZVXPO7X0tKClpYW8XVtbS0AwGq1wmq1avgG2hHO397jIIIHLXOmssGCD7ecBQD8MTcHcZFmXcdGBCaBfJ/hOA7nKxvRKTEKBgM19gwUAnnOEIFJqM8Zq9UKjuPAsixYlvXtIMuXg7ntNoDjIL3bcQUFwPTp4L7+Gpg2TZfxuvLJJ5/g7rvvxvbt27F792788Y9/RFZWFubMmdPmZ1977TUsWLAACxcuxNq1azFv3jx0794dN9xwAwBg+vTpiIyMxIoVKxAfH4/3338f119/PY4fP46kpCTU1tZi4sSJeO655xAeHo5PP/0UU6ZMwdGjR5GYmCgqe4J8X3vtNbz22mtYvXo1hg4dioKCAsyYMQOvvPIKpk6dirq6OmzevBl2u13Vb8GyLDiOg9VqhdFolL3n7bxlOG9U0wCgsLAQmZmZ2Lp1K0aMGCFuf+yxx/Dzzz9jx44dip+rqalBZmYmWlpaYDQa8fe//x133323x/M888wzWLRokdv2zz//nBrKEZcV1S3Awr28HebZwTbEh7XzgIjLno2FDL49b8T4TBY3dvJx4UIQBOFnTCYT0tPTkZ2djbAwHx6edjvi+vcHU1gIJXMSxzDgOnZE7YEDgIsCoJXf/OY3KC8vx7Zt28Aw/NmfeeYZrF69Gtu3b2/1s/3790fPnj2xbNkycdvdd9+Nuro6fPPNN9i2bRtuv/12nDx5EuHh4eI+gwYNwsMPP4xZs2YpHnfEiBGYPXs27r33XvE8999/P4qLi/H1119j+fLl6NOnDwDgwIEDGDNmDA4cOIBOnTr5LAeLxYILFy6guLgYNptN9l5jYyPuvPNO1NTUIC4uzuMxgsaT5SuxsbHYv38/6uvrsX79esyfPx9du3bFmDFjFPdfsGAB5s+fL76ura1FdnY2xo8f36ogLwVWqxXr1q3DDTfcALOZvApE22iZM+crGoG9fGjtiNzRyOkQ7Y8hEgFGIN9nXnj1ZwAtWFtgwNI/Tmzv4RAOAnnOEIFJqM+Z5uZmXLhwATExMYiIiFB/gE2bYCgs9Pg2w3FgCgoQd+AA4GE96ysmkwkjRoxAfHy8uG306NFYunQpoqOj3bw6UgwGA3Jzc2Xr5VGjRmHJkiWIi4vD6dOn0dDQgG7dusk+19TUhMLCQsTFxaG+vh6LFi3CypUrUVRUBJvNhqamJrH+QmxsLAwGA/7+97+joaEBO3fuRNeuXcVjXXPNNbj++usxcuRIjB8/HjfccAOmT5+OxMREVXJobm5GZGQkRo0a5fYbClFubRE0SlZycjKMRiNKSkpk20tKSpCenu7xcwaDAd27dwcADBgwAMeOHcNLL73kUckKDw+XadcCZrM5YG4EgTQWIjjwZc5YOaf9zMYZaM5dZgTifaa0zhnKHWhjIwJzzhCBTajOGbvdDoZhYDAYYDD4UP7AZa3rCUNJCeDL8dtAGLt4Hsff3nwf188K3jCDwYCGhgZkZGRg06ZNbp9LSEiAwWDAY489hnXr1uH1119H9+7dERkZienTp4shesLxcnNzsWLFCixbtgx//etfZWNdt24dtm7dirVr12Lp0qV46qmnsGPHDnTp0sVrGRgMBjAMozhHvZ2zQVP4IiwsDIMHDxaT2gA+XnL9+vWy8MG2YFlWlnNFEIQydpZT/JsgCIIgCD+SkaHvfipxTcHZvn07evTo0aoXS7qv62shlG/QoEEoLi6GyWRC9+7dZf+Sk5MBAFu2bMGsWbNwyy23oF+/fkhPT8e5c+fczjN06FCsWrUKL774Il5//XXZewzD4Nprr8WiRYuwb98+hIWF4X//+58aEehC0HiyAGD+/PmYOXMmhgwZgqFDh2Lx4sVoaGjA7NmzAQB33XUXMjMz8dJLLwEAXnrpJQwZMgTdunVDS0sLVq5ciU8//RTvvvtue34NgggKWEm6JhscqZsEQRAEEfzk5gJZWUBBAaD0/GUY/v3cXL+cPj8/H/Pnz8d9992HvXv34u2338Ybb7zh1We3bNmCV199FVOnTsW6devwzTffYMWKFQCAcePGYcSIEZg6dSpeffVV9OzZE4WFhVixYgVuueUWDBkyBD169MDy5csxZcoUMAyDp556ymPBimuuuQYrV67EpEmTYDKZ8Mgjj2DHjh1Yv349xo8fj9TUVOzYsQNlZWWioncpCSol6/bbb0dZWRmefvppFBcXY8CAAVi9ejXS0tIA8JNC6qJsaGjAAw88gIsXLyIyMhK9e/fGf/7zH9x+++3t9RUIImiQOq/Ik0UQBEEQlwijEViyBJg+nVeopIqWI1wOixfrXvRC4K677kJTUxOGDh0Ko9GIefPmiUUn2uLPf/4zdu/ejUWLFiEuLg5vvvkmJkyY4Bg6g5UrV+KJJ57A7NmzUVZWhvT0dIwaNUpcy7/55pu4++67cc011yA5ORmPP/54qzlQI0eOxIoVKzB58mQYjUaMGzcOv/zyCxYvXoza2lp07twZb7zxBiZNmqRdMCoJKiULgFi7XwnXGM/nn38ezz///CUYFUGEHnJPVjsOhCAIgiAuN6ZNA5YtA+bNAy5edG7PyuIVLD+Vbwf4nKPFixf7FPkVFxeHr7/+2uP7sbGx+Nvf/oa//e1viu/n5ORgw4YNsm0PPvggWJYVlS3X8MFRo0ahvr5efL169WrV4/YHQadkEQRxaeAoXJAgCIIg2o9p04Cbbwby8oCiIj4HKzfXbx4sQl9IySIIQhEKFyQIgiCIdsZo1L1Muy/k5eW1GnIn9SQRPKRkEQShCCtRrFhSsgiCIAgi5FEqrw4AQ4YMwf79+1v9rFIVwMsZUrIIglBE5smicEGCIAiCuGyJjIwU+84S3hE0fbIIgri0SHOyKFyQIAiCIAjCe0jJIghCEaleRYUvCIIgCIIgvIeULIIgFJGVcFfuA0gQBEEQBEEoQEoWQRCKSJUsyskiCIJwx2Jjse10BVps9vYeCkEQAQYpWQRBKCJVq6i6IEEQhDsvrDiKGf/cjme+P9reQyEIIsAgJYsgCEU48mQRBEG0yifbzgMAvtiZ384jIQgi0CAliyAIRaR5WFRd0Ddqmqw4VVrX3sMgCIIgiMsChmHw7bfftvcwAFCfLIIgPCArfEGeLJ+47vVNqGywYNW8XPTJiGvv4RAEQRBBhp21Iy8/D0V1RciIzUBup1wYDcb2HhbhBeTJIghCEVkJd6ou6BOVDRYAwIbjpe08EoIgCCLYWH5sOXKW5OC6T67DncvvxHWfXIecJTlYfmy53845ZswYzJ07F3PnzkV8fDySk5Px1FNPyVIIPFFVVYW77roLiYmJiIqKwqRJk3Dy5Enx/Y8//hgJCQlYs2YN+vTpg5iYGEycOBFFRUXiPps2bcLQoUMRHR2NhIQEXHvttTh//rz4/nfffYdBgwYhIiICXbt2xaJFi2Cz2QAAOTk5AIBbbrkFDMOIrw8cOIDrrrsOsbGxiIuLw+DBg7F7924dpNU6pGQRBKEI5WTph9VOWqoeMEx7j4AgCOLSsPzYckz/ejou1l6UbS+oLcD0r6f7VdH65JNPYDKZsHPnTixZsgRvvvkmPvjggzY/N2vWLOzevRvff/89tm3bBo7jMHnyZFitVnGfxsZGvP766/j000/xyy+/ID8/H3/5y18AADabDVOnTsXo0aNx8OBBbNu2Dffeey8Yx81/69atmDVrFubNm4ejR4/iH//4Bz7++GO88MILAIBdu3YBAD766CMUFRWJr//v//4PWVlZ2LVrF/bs2YO//vWvMJvNuspMCQoXJAhCEbkni5QsLZD4CIIgCG+xs3bMWz0PHNwfHhw4MGDwyOpHcHOvm/0SOpidnY233noLDMOgV69eOHToEN566y3MmTPH42dOnjyJ77//Hlu2bME111wDAPjss8+QnZ2Nb7/9Fr/97W8BAFarFe+99x66desGAJg7dy6effZZAEBtbS1qamrwm9/8Rny/T58+AACWZfHqq6/i8ccfx8yZMwEAXbt2xXPPPYfHHnsMCxcuREpKCgAgISEB6enp4tjy8/Px6KOPonfv3gCAHj166Car1iBPFkEQilCfLP0IM5ILhiAIgvCOvPw8Nw+WFA4cLtReQF5+nl/OP3z4cNF7BAAjRozAyZMnYbd77gd37NgxmEwmDBs2TNzWoUMH9OrVC8eOHRO3RUVFiQoUAGRkZKC0lA+pT0pKwqxZszBhwgRMmTIFS5YskYUSHj58GM899xxiYmLEf3PmzEFRUREaGxs9jm3+/Pm45557MG7cOLz88ss4ffq0OoH4CClZBEEoIit8Qa4Y1UjDLRmKc9MFkiJBEJcDRXVFbe+kYr9AwjVMj2EY2fPyo48+wrZt23DNNdfgq6++Qs+ePbF9+3YAQENDA5555hns379f/Hfo0CGcPHkSERERHs/5zDPP4MiRI7jxxhuxYcMG9O3bF//73//88wUlkJJFEIQiUucVlXBXD4mMIAiC8IWM2Axd91PLjh07ZK+3b9+OHj16wGj0HJrYp08f2Gw22WcrKipw4sQJ9O3bV9X5Bw4ciAULFmDr1q248sor8fnnnwMA+vfvjxMnTqB79+5u/wwGXqUxm82KHreePXviT3/6E9auXYtp06bho48+UjUmXyAliyAIReThgu04kCCFI0+g7pBHkCCIy4HcTrnIissC48F/z4BBdlw2cjvl+uX8+fn5mD9/Pk6cOIEvvvgCb7/9NubNm9fqZ3r06IGbb74Zc+bMwebNm3HgwAH87ne/Q2ZmJm6++Wavznv27FksWLAA27Ztw/nz57F27VqcPHlSzMt67LHH8Omnn2LRokU4cuQIjh07hi+//BJPPvmkeIycnBysX78excXFqKqqQlNTE+bOnYtNmzbh/Pnz2LJlC3bt2iUe05+QkkUQhCJSvcCb0q2EHJn82m8YBEEQRJBhNBixZOISAHBTtITXiycu9lu/rLvuugtNTU0YOnQoHnzwQcybNw/33ntvm5/76KOPMHjwYPzmN7/BiBEjwHEcVq5c6XUlv6ioKBw/fhy33norevbsiXvvvRcPPvgg7rvvPgDA9ddfj++//x5r167F1VdfjeHDh+Ott95C586dxWO88cYbWLduHbKzszFw4EAYjUZUVFTgrrvuQs+ePXHbbbdh0qRJWLRokW/CUQFVFyQIQhGZJ4s8MaqRyo90VCKQaLbaEWGmZqYEEchM6zMNy25bhnmr58mKYGTFZWHxxMWY1mea385tNpuxePFivPvuu6o+l5iYiH//+98e3581axZmzZol2zZ16lTRkJuWluYxV4p1NOycMGECJk2a5PEcU6ZMwZQpU2TbvvjiC2+GrzukZBEEoYjUe0U6gno4mSeLJKgHFCyoneV7L+LRZQfx5m1X4eYBme09HIIgWmFan2m4udfNyMvPQ1FdETJiM5DbKVfRg1XVaEFVgwWdkqJgMlKgWiBAShZBEIrI+mSRK0Y15MkiApH5Xx8AADzy1X5SsggiCDAajBiTM6bN/S5U8iXMS2pbkJkYqfs48vLyWvUg1dfX637OYIeULIIgFCElQRsseQJ1h+pe6IfJQMIkiFDE5gir85VNmzYpbh8yZAj279+v6diXG6RkEQShCBW+0IYsjY3kRwQYlGZJEIQaIiMj0b179/YeRlBBQZsEQSjCkSdLE7IS7iQ/XZBW2SLFXxskP4IgCP9CShZBEIpIezvRckw9VPjCv5Diqg0Snz5QCCtBEJ4gJYsgCEWkizAqfKEeymnzLzQntUHi0wfSsYhAg+Zk4EBKFkEQishzstpvHMGKVH52EqA+SFYP1LtNG1T3Qh8YcmURgQbNyYCBlCwiZGFZDp9uO4e9+VXtPZSghPpkaUOWk0UKgS5Ilw6kt2rDSFqWLpAUiUCD5mTgQEoWEbJ8su0cnvruCGZ/tKu9hxKUyMPdaEWrFpknS1tFXUIBChckAgFyGhCBRqDPyW+//Rbdu3eH0WjEI4884nFbKEBKFhGyHCmsBQDUNFnbeSTBCYULaoOVVRckAeoNyVQbDNm7dYHCBYlAQGoIDfQZed9992H69Om4cOECnnvuOY/btDBmzJiAUNaoTxZBEIqQkqANqcwof0h/NPbbvOyhipf6EOgLWiL4sduBvDygqAjIyABycwGjUb6P7BEdwIp/fX09SktLMWHCBHTs2NHjtlCBPFkEQSgiL0FOqEUqP1JS9UG6diCZaoPEpw8BvJ4lQoDly4GcHOC664A77+T/z8nht0vR83IeM2YM5s6di7lz5yI+Ph7Jycl46qmnvEobqKqqwl133YXExERERUVh0qRJOHnyJABg06ZNiI2NBQCMHTsWDMN43Hb+/HlMmTIFiYmJiI6OxhVXXIGVK1eK5zl8+DAmTZqEmJgYpKWl4fe//z3Ky8sBALNmzcLPP/+MJUuWgGEYMAyDc+fOoaqqCv/3f/+HlJQUREZGokePHvjoo490lJw7pGQRIQs9+7Qh65NFCzLVkJKlP6T4E4EGhV0S/mL5cmD6dODiRfn2ggJ+u6uipSeffPIJTCYTdu7ciSVLluDNN9/EBx980ObnZs2ahd27d+P777/Htm3bwHEcJk+eDKvVimuuuQYnTpwAAPz3v/9FUVGRx20PPvggWlpa8Msvv+DQoUN45ZVXEBMTAwCorq7G2LFjMXDgQOzevRurV69GSUkJbrvtNgDAkiVLMGLECMyZMwdFRUUoKipCdnY2nnrqKRw9ehSrVq3CsWPH8O677yI5OdlPEuShcEGCIBSR52TRklYtFC7oX2hOaoOkRxCBi90OzJunbODkON6D+sgjwM03C6GD+l7R2dnZeOutt8AwDHr16oVDhw7hrbfewpw5czx+5uTJk/j++++xZcsWXHPNNQCAzz77DNnZ2fj222/x29/+FqmpqQCApKQkpKenA4Ditvz8fNx6663o168fAKBr165gWRa1tbVYunQpBg4ciBdffFE894cffojs7Gz8+uuv6NmzJ8LCwhAVFSUeTzjmwIEDMWTIEABATk6OTtLyDHmyCIJQhKUS7pqQK1ntOJAQQt4gu92GQRAE4Vfy8tw9WFI4Drhwgd9PeO18U/v5hw8fLivqMmLECJw8eRJ2u93jZ44dOwaTyYRhw4aJ2zp06IBevXrh2LFjqs7/8MMP4/nnn8e1116LhQsX4uDBg+J7Bw4cwMaNGxETEyP+6927NwDg9OnTHo95//3348svv8SAAQPw2GOPYevWrarG5AukZBEhC63BtEF9nrTBUrig7sh7t5FMCYIITYqKtOwX/PfGe+65B2fOnMHvf/97HDp0CEOGDME777wDgC+UMWXKFOzfv1/27+TJkxg1apTHY06aNAnnz5/Hn/70JxQWFuL666/HX/7yF79+D1KyiJBF3rg0+G86lxqW8l80wVG4oO7oba29nKF7IkEELhkZ+u6nlh07dsheb9++HT169IDRtayhhD59+sBms8k+W1FRgRMnTqBv376qx5CdnY0//vGPWL58Of785z+LOWGDBg3CkSNHkJOTg+7du8v+RUdHAwDCwsIUvW4pKSmYOXMm/vOf/2Dx4sV4//33VY9LDaRkEZcFtMZVj7wZcTsOJEghT5b+UAirfpD89IE8qoQ/yM0FsrI8V69kGCA7m98PkF/PeszI/Px8zJ8/HydOnMAXX3yBt99+G/PmzWv1Mz169MDNN9+MOXPmYPPmzThw4AB+97vfITMzEzfffLOq8z/yyCNYs2YNzp49i71792Ljxo1iSOADDzyAyspKzJgxA7t27cLp06exZs0azJ49W1SscnJysGPHDpw7dw7l5eVgWRZPP/00vvvuO5w6dQpHjhzBjz/+iD59+vgmIC8hJYu4LKBFrnpISdCGdPFF0tMHmpNEIEPeQUIvjEZgyRL+b1dFS3i9eLF7vyy9uOuuu9DU1IShQ4fiwQcfxLx583Dvvfe2+bmPPvoIgwcPxm9+8xuMGDECHMdh5cqVMJvNqs5vt9vx4IMPok+fPpg4cSJ69uyJpUuXAgA6duyILVu2wG63Y/z48ejXrx8eeeQRJCQkwGDg1Zq//OUvMBqN6Nu3L1JSUpCfn4+wsDAsWLAA/fv3x6hRo2A0GvHll1+qF44KqLogEbJIb0x2loPZTzejUIUWDNqQNsslWWrHVYYkUiIQkLUV4KhvFqEf06YBy5bxVQalRTCysngFa9o05c/pcW80m81YvHgx3n33XVWfS0xMxL///W+P7yckJLjdy5W2vf32226fFaoLArzXbHkrNex79uyJbdu2ybY9+eSTePLJJ9v8DnpCShZxWUALMvXIwwVJgGqhcEt9cZUhiVQbNCf1h0RK6M20aXyZ9rw8vshFRgYfIujmwaLJF5CQkkWELNImkRRapB55aFb7jSNYcbVwE9pwvYZJ8ScCDZbjYKTmxITOGI3AmDGt73Mp7oZ5eXmYNGmSx/fr6+svwSiCC1KyiMsCOy3IVCMvMkDyU4tUfqTka8dV0SeREoGArOAAzUmi3dAvB3jTpk2K24cMGYL9+/drPPrlBSlZRMgijY3nqBmsajjyZGmCKuHpi7snq50GQhAeIGMUERD46eYYGRmJ7t27++XYoQpVFyQuC8iTpR7KKdKGrM8YCVAz7jlZJFMiAKCwYE28vfE03tlwsr2H4Tcu1b2fWgjqjx6/HXmyiMsCCtdSj1xkJD/1kJKqJ65KFcmUCDRoTqqjwQr8bdtpAMBd1+QgLkJdme9ARihZ3tjYiMjISP+fkOae7jQ2NgKA6vLzUkjJIkIWWbgbxbupRpZTROGWqpF5stpvGCGD6yVMhhMi0KA5qQ67RFwNLbaQUrKMRiMSEhJQWloKAIiKigLjx/r+FqsdnM0CALBZWDQ3h17PGpZlYbFY0NzcLPbD8gccx6GxsRGlpaVISEiAUUMzMlKyiJBFXnigHQcSpMiVBBKgWqSKPS2+tOOWk9VO4yAIT9CcVIdVYryra7YhI779xuIP0tPTAUBUtPyJ1c6itLYFAFBnNsBSHe73c15qOI5DU1MTIiMj/aqwCiQkJIi/oa+QkkWELFIlgXKy1MORkqoJeU5W+40jVHAtXkMyJQIBqQGKjCnqkCpZVnvohUswDIOMjAykpqbCarX69VznyhvwzHe7AABDuyThpWm9/Xq+9sBqteKXX37BqFGjNIXweYPZbNbkwRIgJYsIWWRKAmkJqqHCF9qQK6kkQK2452SRTInAgqakOmyykP72G4e/MRqNuizYW8NgtqKgzg4AqGwGIiIi/Hq+9sBoNMJmsyEiIsLvSpZeUHVBImShPkXaoHBBbZBery9ufbLaZxgEIUPedJxmpRrkbUJIdlqg9U5gQkoWEbKwnPLfhHeQJ0sbJD99oT5ZRCBCzYh9R+q8opB+bUg9gaRkBQ6kZBEhi/RGYyctSzVkodWGVGL00NOOe+ELkikRWNB1rg6qAKwftN4JTEjJIkIWuYWRbjpqoeqM2iBPls64lnAP4RwOIjihy9x3SDHQhjz0sv3GQcghJYsIWaSKFYUiqIf6PGmDCl/oi3tOFslULWRs0h8ypviOVFz0jNaG7H5IogwYSMkiQhZZjDJZvVUjXzzQXVst0jlH0tMO5WRphyzc+sJxHIVVa0CWN03PaE1QoarAhJQsImShajva4MhCqwnZnCP5aYauYe2QDPXFVZwkXXWQJ0s/KLw/MCEliwhZ5NUF6a6jFrknhuSnFpp/+uIqQpKpekhm+uIqT5KvOjiOEf+mwhfa4CjyJCAhJYsIWTiy7GiCcg20IXvoteM4QgU3rwEJVTUkM31xyxMk+apC5smih7QmqPBFYEJKFhGyUElTbZAnRhskP31xL+FOqIWmob64evjpOleHVFwULqgNKlQVmJCSRYQsspsO3cBVQzlZ2pAuwEh+2nEvfEFCVQspAfpC3lVtyHoJkiFUE/IcYJJloEBKFhGykCdLG5RIqw2yLOqL6xykOakeUrL0hSpeaoM8WfpBz+vAJOiUrKVLlyInJwcREREYNmwYdu7c6XHff/7zn8jNzUViYiISExMxbty4VvcnQhe66ahHLjMSoFooEVlvXGVIMlUL3Qf1hXq3aUNatZ0ModqQF7MlWQYKQaVkffXVV5g/fz4WLlyIvXv34qqrrsKECRNQWlqquP+mTZswY8YMbNy4Edu2bUN2djbGjx+PgoKCSzxyoj2gEu7aoMIX2iD56QsVGdABkpmukCdLG7JwQRKeJihaMDAJKiXrzTffxJw5czB79mz07dsX7733HqKiovDhhx8q7v/ZZ5/hgQcewIABA9C7d2988MEHYFkW69evv8QjJ9oDWTNiuutoguSnHpp/+kKFL7RDeW36wrk00KXrXB2ycEFqRqwJChcMTEztPQBvsVgs2LNnDxYsWCBuMxgMGDduHLZt2+bVMRobG2G1WpGUlORxn5aWFrS0tIiva2trAQBWqxVWq9XH0euDcP72HkewYJescq0222UpNy1zxi556rEsd1nKTwtWm038O5jkF6j3GYvFJn8dAPfkYKPFRV4WixUGA+Nhb+8J1Dnjbywu39dqvTyfM77gKicLyU4T0ucNx7IhKctAus94O4agUbLKy8tht9uRlpYm256Wlobjx497dYzHH38cHTt2xLhx4zzu89JLL2HRokVu29euXYuoqCh1g/YT69ata+8hBAUVFUYA/AJi585dqPv18jXv+DJnysoNEJzdJaWlWLlypc6jCm0OlDIAjAB4Y02wyS/Q7jMXGwDpI2v7tu0oP9puwwlKai2AVIYrVq2CUbuOJRJoc8bf1FsBqTw3/fwzjgfGMiEoYCXNiA8cPIjokgPtOJrg5kiV83lTU1cXdM8bNQTCfaaxsdGr/YJGydLKyy+/jC+//BKbNm1CRESEx/0WLFiA+fPni69ra2vFXK64uLhLMVSPWK1WrFu3DjfccAPMZnO7jiUY+HfBTqCuGgAwZMgQjO6Z0r4Dage0zJnPinYBtVUAgOSUFEyePNgfQwxZGvZcxBeneS0gJjYWkydf084j8o5Avc8cKazFawe3i6+HDR+OYV08RyUQ7pTWteCpPT+LrydOnAizUXvWQKDOGX9TUd+CJ3Y75Zk7ahR6pMa044iCB6vViv1f/iS+7nvFlZg8NLsdRxTcRJ4ow/vH9wEAYmJiMHnyte08Iv0JpPuMEOXWFkGjZCUnJ8NoNKKkpES2vaSkBOnp6a1+9vXXX8fLL7+Mn376Cf3792913/DwcISHh7ttN5vN7f6jCgTSWAIZqd/KaDRd1jLzbc44rYwMw1zW8vMFxmCUvgo6+QXafcZgNLq9DqTxBQMmk93ltRlmk36p2YE2Z/yNwUWel/tzRi3SZzRjMJDsNGAI8ueNGgLhPuPt+YOm8EVYWBgGDx4sK1ohFLEYMWKEx8+9+uqreO6557B69WoMGTLkUgyVCBDkfYou31BBX6HqjNog+ekLVRfUjnvxEBKiFtyaEZM8VSEvfEGy0wI9bwKToPFkAcD8+fMxc+ZMDBkyBEOHDsXixYvR0NCA2bNnAwDuuusuZGZm4qWXXgIAvPLKK3j66afx+eefIycnB8XFxQB4V2pMDLn0Qx1p5SyWKhephkqQa4OaEesLlcvWDimq+uIqP3rOqEMqPlKytEHPm8AkqJSs22+/HWVlZXj66adRXFyMAQMGYPXq1WIxjPz8fBgMTufcu+++C4vFgunTp8uOs3DhQjzzzDOXcuhEO8B5+JvwDtlNmwSoGmpGrC/kNdAOy5KiqifkGdSGVHzkfdGG7BlDogwYgkrJAoC5c+di7ty5iu9t2rRJ9vrcuXP+HxARsLC0yNUER+EHmpAuaEl82nG9hkmm6iFFVV/Iu6oNeTPidhtGSECNnQOToMnJIgi1yJvBtt84ghUKP9AGyU9fXK9hWkiox1WpIhFqw01pJXmqQuZ8IdlpQmZUbsdxEHJIySJCFvkijG47aiFPoDbIsqgv7qFZhFpIUdUXChfUhjSFjWSnDQrvD0xIySJCFrKSaYNu2tqQ52S140BCBDcZkkxVQ4qqvrgrre0zjmCFntH6QeH9gQkpWUTIIi9p2o4DCVI4Cj/QhDx8gySoFbecLJKpaiivTV/c5UkC9RWSnTZIYQ1MSMkiQhZa5GqD+m5oQ6rYU2ln7bh5DUimqnEzNtFlrQnyZGmDCl/oBz2jAxNSsoiQhSw72qBwQW3QQ09fKNRNO259nWiOasLd+0LyVAM9Y/RDZtQjYQYMpGQRIQt5YrRBhS+0QT1g9MVtOUsyVQ0pqvpCnixtyEtTkfC0IH9et+NACBmkZBEhC91ntEG9DbVBfbL0hRQE7bj3dSIpaoH6ZGlDbohqv3GEAlT4IjAhJYsIWciTpQ2yjGmDrLT6QkUGtOPejJjQgutzhZ4z6pBJi2SnCTKKBiakZBEhizQxnu7f6iElVRtU3VJfXAtd0JRUDykF+kLNiLVBhS/0g/LbAhNSsoiQhfoUaYMKh2iDHnr6QuGC2qE6Dfri7hkkgapB7n0h2WmBcqgDE1KyiJCFqu1og8IPtMHRQ09X3AtftMswghpSVPWFcrK0IQupJtlpgvpaBiakZBEhC0s3HU2QZUwbNP/0xXUOkuFEPa4hWSRCbZCSpQ0qfKEfcoWVhBkokJJFhCyymzbdc1RDhS+0IQ8XJAFqxU1BaJ9hBDWkqOqLewl3kqcapGmWFC6oDWk1W1JYAwdSsoiQhUqaaoPCLbVBhS/0hcqPa4cUVX1xq3jZTuMIVijvVz/IqBeYkJJFhCzkyNIGxXhrg6OHnq6QCLVDZfD1xVV6ZIzyHZqL2qDIk8CElCwiZKGbjjbIMqYNqm6pL1R+XDuUk6UvLLkGNUEl3PWDClUFJqRkESGLPEaZbjtqISVVGyw99HSFehJpx92T1U4DCREoJ0sb1OZCP6Q5bWQUDRxIySJCFrLsaEOqpJL81EPVGfWFKrlpx93xQkLUAimt2uDASP4m4WlBnkPdfuMg5JCSRYQsskUZPf1UIy+vS/JTC5Un1hf3xq+EWkhR1RfyZGmDHtH6IW8ZQsIMFEjJIkIWsuxog8IFtUEPPX2hnCztuEqMJKgNau6sDertpB+ksAYmpGQRIQuFa2lDnlNE8lMLlXDXF7dLmGSqGiqDry9uU5LEqQry9usHFVoKTEjJIkIWysnShkxJYFvZkVCEmmHri7vXgISqFvdmxO00kBCBlFZtyG+RJDstkFE0MCEliwhZyJOgDVovaIOjh56uUPlx7bgbS0iIWqBmxNqgEDf9oPD+wISULCJkoXhvbVC4pTY4UvJ1xVVRJZmqhwpf6Iur0kp5guqQio+uZ23Ic9BJmIECKVlEyEI3Gm2QJ1AbpKTqC5Uf1w6ltekLKa3aID+gfshystpxHIQcUrKIkITjOCpBrhGK8dYGVbfUF+pJpB33nCwSohZcpUfyVIn0Hkl5v5qg0MvAhJQsIiRx66lDNx1V0IJWO7Tg0heWJbu3ViivTV/IQ60NKnyhH1SEJTAhJYsISah/iTbcm2y2zziCGXdFn4SoBfdy2SRPtVB4m75QM2JtkPdFP8iAEpiQkkWEJPTw04a7vEh+anFvnttOAwkRaBGhHcpr0xdSWrVBhS/0g0KBAxNSsoiQhB5+2qBwS+2QJ0tf3ENYSZ5qoTBgfSHFXxsULqgfZBYNTEjJIkISWuBqg8IttUOeLH2hOakdMp7oC3kPtEHhgvrhlrNK8gwISMkiQhLyZGnDVV60eFCP24KW1AJNuM/J9hlHMOOuqJIQteB+jRNqkHmy6BmjCUqRCExIySJCEnKda4OUVO2QDPXFPTSLBKoWCm/TF6ropg15m5X2G0coQEpVYEJKFhGSuIdq0Q1IDbR40A4pWfpC17B26L6oL1SFVRuch78J9VC+ZWBCShYRknAujQ3phqMO9ypkhFqokpu+0CJCB+i61hUypGhDnpNFwtOCq/TIgBIYkJJFhCSUJK8NWtBqxz0pvp0GEiJQzoF2SCnQF7f7JD1pVCG1hdJc1AateQITUrKIkITC3bRB+S/aoQqX+kJFBrTjruiTFLVAOW7akHmyaC5qgoxQgQkpWURIQg8/bZBVTDskQ30hL4x2qK2AvpAhRT9Ytu19CM9Q9ElgQkoWEZJQGIc2KEFeO26KPi0iNEHXtHZoIaYvZEjRhrzwBUlPC27XMokzICAliwhJqOqTNqhpqXZIUdUX8k5rx20dRkLUBCmt2qBmxPpBz5vAhJQsIiSh0CJtkIVWO5RDpC+ulm5SENTDsnRd6wnlwWhD6twnQ6g2qCJwYEJKFhGSuHvO6ZajBrcHHolPNVR8RV/Ik6UdUgr0hYx52pDLi4SnBXreBCakZBEhiZvFlu43qnCVHy3G1EPeQH0heWrH7TomIWqClFZtSKVFnixtuE49kmdgQEoWEZJQ1Sdt0FpMO+R50Rf3RQQJVC10XesLPVe0ISt8QbLUBBUGCkxIySJCEgrj0AaFHugAKfq6QkUGtOOe19ZOAwkRqECQNuR9sggtkFEvMCEliwhJqB+MNig0SzskQ32hxG7tuMuQpKgFquimDQoX1A8yLAcmpGQRIQktJrRBVjHt0ENPX9zziUigaiHjk76Q4q8NeQl3kp4W3EOBSZ6BAClZREhCoUXaUHrg0UNQHaTo6wsldmuHclX1hQwp2pCWcCfZacP1+UL3x8CAlCwiJHH3xNAdRw2CtBhGso1EqArXOUcPPW24h1+SQNVCfbL8C4UL+g5dz9pgWflrWvMEBqRkESGJW4J3O40jWLE7FmNGiZZFMlQHKfr6QtGC2nETGclQE65KK6EO6TXsqiQQ6iCvamBCShYRkrhbddpnHMGKcMM2GRm3bYR30ENPX6iQiHaoUIO+kCFFGxykRjySnRYojzowISWLCEloMaENQVwyTxaJUBXkedEXavyqHVqI6QsVEtGGvPBF+40jFKA+WYEJKVlESEJNN7UhLB4MBrI0+grlEOmLm5eAxKka94UYoQUqsKQNKnyhH67iI3kGBqRkESEJNdPVhpCTZTKQJ8tXyJOlL6RjaYfui/pC3lVtyJsRk+y0QNE7gQkpWURIQvkw2hAWD0aD8xZBMlQH5RDpCykI2qEy+PpCBZa0IZUXzUVtUM+2wISUrMuMopomzPtyHzadKG3vofgVyj3QhrCANUruEGRpVAdZFvVFuKaFNEFalKnHXWYkRC24yZOucVVQM2L9cA9dJXkGAqRkXWa8ufZXfLe/EPd9ugdWe+jWTHXvUUQ3HDU4wwXJk+UrFC6oL6Li79CySJ7qoRwifaHCF9rgPPxNqIeeN4EJKVmXGdvPVgAAWmwsjhTWtvNo/Ae5zrXhDBekEu6+4i4v/eT3v30XsXTjKTRabLodM9ARpCcUYyHPqnoohFVf3PMESaJqoHBB/aBrOzDxScmqrq7GBx98gAULFqCyshIAsHfvXhQUFOg6OEJfaputuFDZJL4+VVrfjqPxL2Sx1YYzXJCaEfuKvyKJNp4oxZ++OoDX1pzACyuO6XPQIIAlT5ZmqFCDvrg2IyZxqkMmLxKeJig8PTBRrWQdPHgQPXv2xCuvvILXX38d1dXVAIDly5djwYIFeo+P0JHz5Y2y16fLQlfJoiaR2rALJdydOhY9A1Xir1CiL3fmi3+vOFQkhnaGOq7eVbqm1UMhRfrirrS2zziCFfJk6QfloQcmqpWs+fPnY9asWTh58iQiIiLE7ZMnT8Yvv/yi6+AIfSmobpK9zq9o9LBn8EP9YLQh3LClOVkkRHWwLimPeoQSWWwstpyqEF9XN1pxrCh0w36lsC6KP01H9VBIkb64VxckiarBXyXcvz9QiN5PrcK7m07rdsxAh6J3AhPVStauXbtw3333uW3PzMxEcXGxLoMi/EOhi5JVWtfcTiPxP+TJ0garEC5I4Qfq8MdDb/+FatS32NAhOgxDuyQBAH4tqdN+4CDANYSVpqN6qAKZvvgx7fKywB/RghzH4YUVR9FsZfHK6uOXTd6qe3sGmoyBgGolKzw8HLW17pbTX3/9FSkpKboMivAPgpJ1VXYCAKC0rqUdR+NfqOqTNignSzv+yH85eLEaADC4cyJ6psUAAE6GcG6lFEF8Rip84TMUUqQvlAejDX+EC54srUdJrXNtc+hijT4HDnBo7gUmqpWsm266Cc8++yysVisAgGEY5Ofn4/HHH8ett96q+wBdWbp0KXJychAREYFhw4Zh586dHvc9cuQIbr31VuTk5IBhGCxevNjv4wtkCmt4JWugQ8kqqW0OWUsmhcVoQ6juL1OyQnSu+At/NMQWKoJemRmPLsm8khXKYb9SnOGCjON1e44mOHG/L5IQtUBN77Xhjz5Z289UyF6fq2jQ5biBDhlQAhPVStYbb7yB+vp6pKamoqmpCaNHj0b37t0RGxuLF154wR9jFPnqq68wf/58LFy4EHv37sVVV12FCRMmoLRUubFuY2Mjunbtipdffhnp6el+HVswUFjNhwcOcChZzVYWtc2h6Up3T/CmO44alMMF22s0wYk/5HWkkLfKXpkZh/Q4Pie2pDZ0w36luBe+aMfBBCn+qnh5uUKtQrQhTVvVay7uv1Ate32xqkl5xxCDeoMGJia1H4iPj8e6deuwefNmHDx4EPX19Rg0aBDGjRvnj/HJePPNNzFnzhzMnj0bAPDee+9hxYoV+PDDD/HXv/7Vbf+rr74aV199NQAovn+5UVzDL8ZykqMRG2FCXbMNpbXNiI80t/PI9IcsjNrgRK8BwDC8/MjqrRZ952CTxS62XbiyYzwuVPEerJIQzq2Uwrl4smhJqx5KjtcXWthqwx+FLw44lKyrcxKx61wVCi4XJauN10T7oFrJEhg5ciRGjhyp51haxWKxYM+ePbIy8QaDAePGjcO2bdt0O09LSwtaWpzxvEL+mdVqFUMk2wvh/L6Mw85yKKvnv1eHKCOSo8NQ12xDSU0jcpIi2vh08GG1yj10dpZt99+vPfB1zlgk8mPA37CtVttlKUNfcS2tbtF4D/m1uBYsByRGmZEYaURDM3/7LqltgcViAcMwbRzBO7TcZ/yJ3VGuUXCu2u2X5zWtBZtdXvLSatPnmg7UOeNv7C7ypDnpPVarVZ6TxXKaZVfXbMXpMj48cHzfVOw6V4XC6sbL4jexu5SzDYQ1q94E0n3G2zF4pWT97W9/8/rEDz/8sNf7qqG8vBx2ux1paWmy7WlpaTh+/Lhu53nppZewaNEit+1r165FVFSUbufRwrp161R/psYC2FkTGHDYlbcBsBgBMFi/eQcqjoWezeNQJQPAKL4uKirCypWXb7NstXNmbzkvv+rKCoBjADBYv3494sP8MryQpMVxjQls2bIFF2N9P97+Cv43iTNYsHLlSlhZADDBYmPx3x9WIcpnk5kyvtxn/ElJiQGAAc1NjQAYnM+/gJUrz7f3sIKK/HxehgIHDh5EZPEB3Y4faHPG35x3yNPAcGA5BmfPncPKlWfae1hBA8c5n9F19fVYuXKlpuOdqgUAExLDOFSePQrAiPPFlZqPGwxUV7s8b7ZuRaGG500gEwj3mcZG73KhvXosv/XWW7LXZWVlaGxsREJCAgCguroaUVFRSE1N9ZuSdalYsGAB5s+fL76ura1FdnY2xo8fj7i4uHYcGa85r1u3DjfccAPMZnUhfocLaoE925ESG4EpN47Giup9OHu8DF1798Pkq7P8NOL2w3S0BDjhXDykpqVj8uQB7TegdsLXOWM/WAScPISU5GSca6gCa+cw5rqxyIgPPa+nv3hq3wbA5vQIjrjmGjEf0hcu5p0Ffj2J/l0zMHlyfwDA0/vWo9Fix9CRY9ApSR8jkJb7jD9ZVrYHqK5AXGwMypobkJWdhcmTr2zvYQUVm5YfBsoKxdf9+vXH5MGZmo8bqHPG3/zskKfJaITFxqJz586YPLlPew8rKLBarVi4Z4P4Ojo6GpMna4uO+mLXBeDIMfTvnIIJY7rj3WPbYTOGY/LkMRpHG/i8e2Yr0OisNDtixDUY1Cmh/QbkBwLpPqNUZV0Jr5Sss2fPin9//vnn+Pvf/45//etf6NWrFwDgxIkTmDNnjmL/LL1ITk6G0WhESUmJbHtJSYmuRS3Cw8MRHh7utt1sNrf7jyrgy1gqGvnFXlpcBMxmMzrE8N+xtsUeMN9LTwwGo+w1wzAh+T29Re2cYRxNiI1GAxhHwKDJZLqsZagW1/QMg1Gb/C5W8+G+XZJjxOMkRJrRaLGj3sLp/tsE0j0PAJ8cCGeDbIYxBNb4ggDXkFKjUV8ZBtyc8TcOeRod/9OcVIc8J0v7M/psBZ9/1TM9FmkJvNGpqtEKk8mkWzh1wOJ2bRtDdi4Gwn3G2/Orri741FNP4e233xYVLADo1asX3nrrLTz55JNqD+c1YWFhGDx4MNavXy9uY1kW69evx4gRI/x23lBBSI5Pi+OVq8RoPu6rssHSbmPyJ1T1SRtCeDfDMGIEAslQHe5J8NokmF/J5xpkSzxW8VH8dVzd1P4x6v7GteIlFRlQj3vD0vYZR6jg2ruN5qQ65M2ItctOKAzUPTUGiY57o43lQraKshRqWxOYqI7iLyoqgs3mPmHtdrubl0lv5s+fj5kzZ2LIkCEYOnQoFi9ejIaGBrHa4F133YXMzEy89NJLAPhiGUePHhX/LigowP79+xETE4Pu3bv7dayBhtCcL9VR9lm4AVU1hqqS5VpFi245ahAXtE4di2SoEmnJcTvLaa7kJrRgyEp0KlmJUbw1rTpEr2MpQiERk5G0fl+hqqv6wkqqsAI0JdWidzNip5IViwizEdFhRjRY7KhqsIRkFWUprvJjyYISEKj2ZF1//fW47777sHfvXnHbnj17cP/99/u9jPvtt9+O119/HU8//TQGDBiA/fv3Y/Xq1WIxjPz8fBQVFYn7FxYWYuDAgRg4cCCKiorw+uuvY+DAgbjnnnv8Os5ApNTRSyctlleykgQlK2Q9WbSY0IIgLwPDiCWzSYbqEEoSC6FEWsVX4agOmhLrrD6SICpZl4Mni//foJM8L0fcPfwkRS24erLoHqkOPUu4N1psKHK0qemewjdqFyJ2KkJ0nSOFPFmBiWpP1ocffih6k4SYRJvNhgkTJuCDDz7QfYCuzJ07F3PnzlV8b9OmTbLXOTk5ZH13IDQsTY93CRcM0cWZWzPi9hlG0GJ3CJBhGDHUmy4ldYhKgQGAXZtl0Wp3Ng4XvNAAEB/pCBcM0etYinAvN4kLWpqQaiHjk744Q1h5ezXNSXXIwwW1HUvw9MeGmxDvMD4lRYfhYlVTyBqTpbiteWgqBgSqlayUlBSsXLkSv/76q1g6vXfv3ujZs6fugyP0o1gIFxQ8WdH8TShUbz6uiwmKlVeHc/EgCRckVVUVnBhyqd3zIoT1MgyQIFGyhHDBUA37lcK6eA0oGsYHyPikK05Plvw14R0yT5ZmJYsvetExIVLcJoQI1rVcPkYoT6+J9sHnzio9e/YkxSpI4DgOFyv5mv5ZifwNKPRzsuSv6X7jgt0O5OUBRUVARgaQmwsYnRUZpaFZQlUmWtSqw+nJ0h5KJBSoSYwKE5UMwLmIqLkMCl+45mTRdFQP5arqC+tmSCF5qkHPwhdFNbySlZHgbDMSF8HfH2ubLofCF/LXNBMDA9VK1t13393q+x9++KHPgyH8Q1WjFXUt/E1GqEyW5AgXrGu2wWpnYTaqTs8LaFxv2OTJkrB8OTBvHnDxonNbVhawZAkwbRoAZ2ibQRYuSDJUA+sa3qbhsVdZLyhZ8uRtQcmqvQyULGH+GRiq5OYrFC6oL6KSZSRDlC+wkr+1iq7AES4o9WTFRfJL3Mvh/kjXdmCiWsmqqqqSvbZarTh8+DCqq6sxduxY3QZG6Mf5Cr70c3pcBCLMvLciLsIMhuEvxOpGK1Ji3XuDBTN0g/HA8uXA9OnuAioo4LcvWwZMm+asmmVgJOGChLdwHCcJJRLyNXw/XqXD49whWn6dxglKVvPlsIjg/zf5qZTbxapGpMZGIMwUWgYnKe4efrqqtSCGsFJxIJ+Qykur0UQMF4xX8GRdBvdH9/YMNBkDAdVK1v/+9z+3bSzL4v7770e3bt10GRShL/mOUMFOHZylnw0GBvGRZlQ3WlHTZAk5JYusOgrY7bwHyyGM8qh4nE3MxJCCo2A4jk/4eeQR4OabJeGCzgamJEPvkS5m9cjXEMIFBQ+0gNOTFfrhMEK4oKC06rmI+HDzWTz741EM6ZyIr+8bIYZ4hhquxVfoktYGK85JKsbiC3oWvih2VBbMiJd6si6f+6NbTlY7jYOQo4vJzmAwYP78+Xjrrbf0OByhM+fKeSWrs6SJKQAkRApJ86Fn5XHrGUEPPz4HyxEiyAH4w60L8dvfvYrVPa/h3+c44MIFIC+PwgU1Ip1vJsGTpSVcUMjJclGyLidLrbQYC6Cf0s9xHP6+6RQAYPf5Kuy7UK3PgQMQ94JA7TSQEMEZEixc44Qa5CXctSGUae8Q47xHxkU4wgUvi/uj/DU9rwMD3eIiTp8+rdikmGh/zlfy4YKdO7goWVGhW/6ZPFkKSHrIFcUm40BHvnDN2h7D3fYT5Mcw1JfIF6Tzz7H+0rSgFZSsDq5KliPn4HIofCGIVA+lVcqvJfUor3cWANqXX9XK3sENLcT0xb24DclTDXoWvqhqcA+pvpzCqe2iEYoiTwIJ1eGC8+fPl73mOA5FRUVYsWIFZs6cqdvACP04X+HwZHWIlm13NjINvQqD7q5zuuMgI0P883SHLPHvwrgUt/2kuQZiThaJ0GtYSUa3M1/DdwFWtBEu2Gixh2QBGymsyyJCLy/MwYvVstfHi+v0OXAAQh59fXEtbkOeQXXoVcKd4zgxbzUx2lkc6HKqLihtGWIHR2ueAEG1krVv3z7Za4PBgJSUFLzxxhttVh4k2oez5bwnq0uyi5IVKShZoWflcQ8XbJ9xBBS5uXwVwYICFMUmi5vLohP5PxiGfz83F+wvZwG4hAvSTdtrpItZ0bKo4XhVCqEwABAT7ryF1zXb3JSwUMLusqDVS184VVYPAEiOCUd5fQtOldbrc+AARJCZUPSIdC5tCPIz6HCNX45wHv5WS6PFDouNt2xJ74FidcHLwJMl6yNop2s7UFCtZG3cuNEf4yD8RE2jVQw1clOyhHDBptDzZEmt3naWo6cfwPfBWrIEmD4dtREx4ubSmCSImtTixYDR6MzJMjgLX0i9M0TrKOVkaZmD0j5ZUkxGA2LCTahvsaGmyRrSSpbbglanVcRph1I1umcK/rv3ophAH4pI+zrZOI48WxoRi7FQ3qpPcHAWmNEyF4X7Y7jJgEizs9+j05N1OShZ/vH0E9pQHVsyduxYVFdXu22vra2lEu4ByFlH+fbU2HBEh8t1aiFcMBQLX4jls6lJpJxp04Bly1Cb4gwdrA+PQkNON7F8O+DSjNixH8nQe6QPOIP40NM/XBCQJHeH+ELCve+YPgieq9wevHe3tK4ZNntoWhSkrRkAsj1pxa3wBQnUa9xC+jXIrqrReX8UjIKANCfLFvIKsLNYFf9az+97uKAGJbWha3zyJ6o9WZs2bYLF4u75aG5uRl5eni6DIvTjnIdQQcBpFa8JQSXLuZgAYCerjoxp01Br7AFsyxc3lW3fg+jUOPG1KD9ZdcFLOsqgRloqW2s1PI7jPIYLAvxCorCmOeRDYuysq6VW+4RsttrFFhfDuibBZGBgYzmU1rXImpqGCtTXSV+cvfDImKcWPYuwVHjw9AueLDvLocFil4VXhxpiYSCjvpUuD16sxtSlWxBhNuLnR68LuXY//sbrGXfw4EHx76NHj6K4uFh8bbfbsXr1amRmZuo7OkIznvKxAEnhi2ALF7Tb+XLkRUV8MYfcXD4UToKbJ4tWEzJqm+3y1xa55d6pZAGCL4tE6D3ynCxtD73aZhtsjhWJ6yICcFprQ73CoNuCVof5mF/ZCJYDYsNNSI+LQGpsOAprmkNWyeLcvIH6XNSVDRZ8etKA8z+fwUPX95R5E0IZ1xAtukd6j54VgD0ZoSLMBpiNDKx2DrVN1pBWsqSGUUC/Nc8PBwrBcnze2/pjJbhjaCddjnu54PWMGzBgABiGAcMwimGBkZGRePvtt3UdHKGd0jrexZsu6YIuIFQmq2oIosXZ8uV8Q11HvycAfLGGJUvEUDdA4eF3SQcZ+Lh6Peqa5dWXpGFFYvgBSdFrZM2INYZvCPkG0WFGRJiNbu+HTAWtNown/rimBSNUTnI0GIZBUkwYCmuaxUVbqOFeclyf476x7iR2lxuw+6dT6JediOt6pepz4PbEC2Oeex4M3SO9xc2TpeFYnnJWGYZBXIQZFQ0W1DZb0RGhZzgRcBa+4P/XayoeuFAj/n2sqFafg15GeK1knT17FhzHoWvXrti5cydSUpxln8PCwpCamgqj0X0BQLQvZXX8zUfJxSuGCwaLBXz5cmD6dPe7R0EBv10hp4iSQJVx/c1d83lkOVkUWqQaTuoJZLTNQWEBkaQQKgg4jSVBHS7ohfHELSdLhwl5TqJkAc57YmXIKlmunhftMrTaWfxw0NmD75dfy4JfyfLamMf/T54s9bjnZPkuPGlOlitxkQ4lK9iNUG3gr8bYx4qdipVQiZXwHq+VrM6dOwMAWCoxFlSU17cA4MsTu+IsfBEECwq7nX/oKd2IOY6vjvfII8DNN/PV8VwWE/T0kyM8cMJNBrTYWLcFumsSLUDeQBltWLntktANpwi1ebKSFEIFgRBoSOyl8USoRWHUscjAOUcPwRxHo3ZhkRa6Shb/v0FHw8nRwlo0WZ3rgj3nq7QftD1RZcyjiAlfcQsX1HCsSkc0Tmvh1KFeGMg1nFoPr2pNo1UW5XK2rEHzMS83vFKyvv/+e0yaNAlmsxnff/99q/vedNNNugyM0IeyulaUrEj+htRosaPFZke4KYA9kXl5Mqviqp7X4NXRM/HsuneRe24/f4e5cIHfb8wYZ2M+evgpIihVWYmROF3W4DlcUFL4gkJhHHjldeE3GxhG84K2qpXKgkCQlylWYTxxzSfSYz6KnixHo3ZRyQoGw5MPuOdkaedIIW/pTgrnUNnC4HRpPTiOC868LB+NeXp6Vy8X3HtZ+i67ygZ+nZMkaUQsIFZfDWZPvxf4Iz9QKAokUFLXApblxHBjom28UrKmTp2K4uJipKamYurUqR73YxgGdrvd4/vEpYXjONGTlaoQLhgbYYKB4W92NU1WpMYGsJJVVCR7+dikh1EXEYM3cn/HK1ku+7lW0SIFQY6wIM9MjMLpsgbP4YIG7UpCSOGllVvaZwyikurbKZ3l25WrOsVLyhQHHRLjyVf9b8Dz1/0BL65ZiinHHZVqJcYTfywizlXIwwUFb2FlfWgqWf7IISp2lHbuEcdhd4UBDRY7SmpbFPOAAx4XY97a7sPwr6un4omN/0L/4lNuxjwhsEfvHLfLAV1LuAueLA/hgkCQGqFU4A+v6oUqXsnqnxWPwwU1sLMcyhtakBobhNd2O+FVnyyWZZGamir+7ekfKViBRX2LDS2OLuhKniyDgREXaNWBXsY9w9nXyWowos7RTHd/x96K+7n1g6GHn4jNzqLBwl+rWYl8IrDrAl1WXVA0Wl3mQmzLyg3wVm673dk4V4c+Y61ZaYEgry4oMZ68lnsX6iJi8PzYexT307uEe7PVjiJH42Gh+mpiiHuyWDHkUr/7YqlDyUoK55DlqMgoFBQJOlyMeU+OfwA7OvXDa6PuUtxP2txZ+ppoG10LXzR6DqkWPf3BaITyEo7jFNozaJ+LFyqFcOpocQ1ZUtOi+biXE6qbERPBQ3m9sypZZJiylyrBcVMKeCUrN5cPyWIYnE/IkL3VbArjNYHsbH4/+Kfcc6ggfdhkJghKlqecLImScLnL0MXK/e+BN+L9obc4FwcSK7csJ0tjWqCQb+DJkxXUzYgdRhGrwYjymEQAQElsB7Bg3PZz70mkjfOOfKy4CBMSHfmpHRxKVuhWF9Tf2i14suLDgIx4x0IsWBuXSox5TaZwlMZ2AADsyL5ScT+xNxGFpavGvYS7hsIXrRQHCvqcVS+Qik5Pw7LgyeqUFCV6poP22m4nvAoX/Nvf/ub1AR9++GGfB0Poi5iP1UrzuKApfmE08jkv06fjYkKa7K2ymCRk15QAixeLxQc4sjB6RFiMx4SbxERh18pLStUFL/sKjRIr96mkLDw9/n4AQN+SMxh5/oBsP/YKXlgMIyky4ONpBU9WBw85WUFdXdBhPCmvkT+4S2KTkFFXwQswKwvIzQW7YR0AaTEbbacWrLSdOkSJczwxxAtfuCqqeqzESmr5+RkfBqSF8wux4mBdiAnGvIIC5Ceki5utRhNsjAEmcOJ8BJwFbvxhzKtqsIDlOHRQiEIJBVxl5avsWJZzVhdszZMVwkqWdH2jZw+8C5VNAIDspEhHiGBN8F7b7YRXStZbb73l1cEYhiElK4AQ8rFSWrlJJwihRoHuyQL4ogLLlqFi8eeyzaVdeiH7yaWy0rqiJ4ESNN0QFuNxESbEOrwgda6eLEVPzGWuZUms3Luz+op/78y+Uq5kZWTICq9olZ/YA8ZT4YtgzjlwGE/K5v5VtvlCfDoy6iv5Fw7jCeviNdBqOCkRegjGOXvnCEaHgDc6+Yh7eJv2Y5aKniwOXBz/rCmuCdKFmMSYV+zwYgEAxxhQHpOI9PpKmTFPLHxh1NeYd+hiDe54fxtsLIev7xuBq7ITdDluIOGWk+XjcWqarOI8TlBQsuKDOZzaS6TXsT88WdmJUWIboIoQzVf1F14pWWfPnvX3OAg/0Fr5dgFhUVHdFCQXzrRpqEjqD6w+IW4q+egz4KpM2W56L8hCCcFrFRdpFpWs+pZWcrIc2/SS4PmKBrz/yxncOawTrugYr9NRLwESK/e5RKfCJYavSr0u5fzDiQ+31PbQEwpfdPDQJ8upZNmCs6rbtGkorTIAJ52bimKTeVkuXiwaT9y8BhpPW+JQBNLinPdHaRGRoJRlG7jlqmqUYovNLs7P+DAgPC4EQoocxrySJV/JNpd07YP0p/8kM+ZJcy/15P28M2Le7N83ncI/fj9E1+MHAnpVFxTysWLDTQgzuWfAXB5KllN2Ro2FlgQ4jkNRNX8dd0yIFHOCQ9UA5S805WRxHEfW7QCmXAwXVF6cAUC8GC4YPDegCpebZYVCk0F/VCILFZyeLLPEkyWXoc3ukJ9R/2bE878+gM925OMv3xzU54CXCsHKDaAoztmM/WJ8qrM6iMPKbZf0GRM9WT4uaAXLYXIb1QUtdlYsdBNslPUbJHtd8dgTwNmzLgtafUu4C2Fu6XHOSlmCLO0sJy5yQwln81z+f63XtBCSbjYyiDYB6Q6FtShYPVkC06ah+MlnZZtK//O1bD4C/nnONFvt2HCsRHz9869laLaG4lzUp7qgt83aQ1nJkspObEascTLWNtvQ5Jh3aXERId+o3V/4pGT961//wpVXXomIiAhERETgyiuvxAcffKD32AiNlKnwZAVTyWJXd7VrqBvgLNxACcnuCA+buEgTYh3x6q6eLLtEfs7CF9qlWFbXIjYrPVZUK3pbgwaHlbso2ek5rYhK4L0uCk1KGUabktpocT7oPHmyosOMYtPoYF1IuFpHKzM6yZo7A1IFQZ9mxEJuQZpEyYowGxDm0ECCVZat4VQKHDLUeDxBUU2LDQfDOGUZ1J4sB+UuhscKBUOkP0riHyuqRYPFjqToMHSIDkOzlcXx4jrNxw009MrxFdYDHvsIBnM4tZdI551BMKBoPKZwDcdFmBAZZgz5Ru3+QrWS9fTTT2PevHmYMmUKvvnmG3zzzTeYMmUK/vSnP+Hpp5/2xxgJHymr4y+GlFYKXwgVY4qC6KEoXOQx4UJVNSVPFv+/ng+/UKFWVLLMspwsqRJlY52LMa2FG6TsPlcpe328KAgXD9Omobh3f/FlZWpHBa8L/79RUp3Rl0WFsICIMBsQ5aFCKMMwQb+QaHBR8isUHuTOEu78a61Kv7CISJP0c5LKMijyVFXizMmSv/YVQYapDuVK6MdYXt8S9FEurhV3lQrLiCXxdfT2H3Y0d+6XGY8rMvlw6iOFNdoPHGAozQ9f5kyF14WBQreEu7zwhT6eLOHaFtaIpGT5hlc5WVLeffdd/POf/8SMGTPEbTfddBP69++Phx56CM8++2wrnyYuJd7kZHWM55O+i6qbLsmY9KDC8b1ykqNwuKBW+eEnhhbpZNYJIaThgoKiarVzaLGxiDDzC3mZJ0u/QmQ449I/pzCI5p2UGoliX2sDrGAg7WKl1GfMl4eecA13iA5vNT8oPtKM6kZrcFYYBFDvWADFR5pR02R1K6EulZ1+Xhj3nCx+DCaU17eEpifLpU+WViGKSpZDuRIKKVntHOpbbKKnPBipbnIWCKpttinOB1FpNepX0e1IAa9Q9cuMh8XO4pdfy3CqtF7zcQMNJaMTyzkNAN5S2YYnS1Cy6ltssNlZmIyh17lIKku9QleLa+SefkG+lJOlDtWzzWq1YsgQ9yTMwYMHw2YLXUtBMOKNkpWRwF9AhdVNQWN5FKzcXZL5hsRK1ntW58aloYS08EV0mElUAqR5WTbHaswoqc6ohwzzHb2JBIIxd4NlObcQVVelQFBSGYbR5AkU87E8hAoKCGWKg1UxqG/hQyI7JUUBcLeWShcRJh0WERYbK+ah8qWJnYRyDgcnKv86FQ8RwgUdimpkmBGRDkNNVUNwy6/asZjs1IGfk8oRE655gtrPe8ThybqiY5zYLL6gKjiNUa2h9DzxzZMlKFmt9xEEQtebJTdC6XVtC9VX+fujNCcrWNaKgYBqJev3v/893n33Xbft77//Pv7v//5Pl0ER2uE4TlSyUlsJFxQ8WQ0We9DcgISFZ5fkaADKN06xuqCRcrJckZZwNxgYxIS5l3GXerL0DBc8V8F7soTfrrg2+BYPDRabOL+iHSF8ruFtYp8xAzTltImhMG30yhEabiotBIOB+hZ+7gkLWuF7C9glq1eDDoYT4fhGAyN6XwTigzz0sjXc7ot6hQtKnjGJwdJ7sQ2EcMHOSfy9StmTxf9vZPTxDHIch3MOb3/31BixWfzFEFSylKaeL+ITDDKeDFEmo0GM2AhFwwngUsJdp96gxR7CBVtsrJgnTLSN6nBBgC98sXbtWgwfPhwAsGPHDuTn5+Ouu+7C/Pnzxf3efPNNfUZJqKa+xYZmK++NaM2TJSQ0VjZYcKGyEfGZgV1SW1oIoEsyvyBTKnzhWu6ZPFlOaiQ5WQAQG2FCXYvNxZPllJ+efbLyHQ1gh3VJwtnyhqD0ZAlKfZjRgNS4CJwtb3BbkEubYWsJtyx3GBQ85RsIBHVDYjgLr2Qn8te0a7VTxWabGqZjeZ1Trq699ELZk8W6eLK0el7EkMvYcMCRXpkYHYbCmmaxtHawUuXiyVKaD6JnUKfnTEWDBXUtNjAMkJ0UJf4+BUEaVt0azuJAzmvZF/mJ1QVbuUfGR5pR36Ic8hkKSI1QelUOFbzUQr5lVJgRYSYDLDYWlQ0WRIX5pD5cdqiW0uHDhzFoEF9u9/Tp0wCA5ORkJCcn4/Dhw+J+odZfJNgQFmfRYUZEekiYF+iRGoMdZytxvLgOVwa4kiV4scJMBjFWWMni7FrumXQsJ4K84kUlywzUNMsqDIqeLKNESdB43marXVSqBnZKwJe7LgRV6wCBWll1Rk99xvj/+cWs9nDBNj1ZEcHtfRHCBbOTeMt9daMFLMspNtbUw3DSWih1aCtZ/P965W2USCo0Vhby28TcjSBOkLfZWdHo1NkRwqqc+8v/r1cV2/MOT3/H+EhEmI3IdIQL1jRZUd9iEz0yoYDUC2hzTERf5mOFF0qWcJ8OxWsakIYBw9mXUeMxXcMFGYZBUlQYimubUdlgQZbDIEa0juorduPGjf4YB6Ez4iKilVBBgT4ZcbySVVTr72FpRrAudogOa7VqkGuCNylZTgR5CQvzmAj3cEGxT5bBIGmmq02IghcrNtyEnA6OEJwgtHaLSlYrfcacOVkQy6v75skSlIE2crKCXDGod8w94cHNckBdi028xpU8WVoQ2lsoVV4Ndlm2hpvxSeNSTLR2x4ZDqBsaCv10pM+U7CTPnixnxUt9KrqdczQx7+zwnsWEmxAdZkSDxY7S2mbEpMRoOn4gwUk8WVqobHAWB/JE0IcA2+1AXh5QVARkZAC5ubIWF1Kjnl6RJ0LhC2kfwcRop5JFeEfolVkhAEgaEbdhAQeAPhmxAIBjxYGvZAkXd2JUWKvWe7u4mNDn4RdKSD0xgNPKJ11YyHOy+G1aRXjeUfSic3IUEh1Wx+ogfOgJcoqNNCM2nJ+DriGr0gIDwkPPF8+L+KCLj2h1PyG5O1hzshocnqwO0WFi4QRpCXW7RHZ6hGZdvp4seRi1lmu6vsUmenBT49xzslxLoAcTgjEvNsIkekhaK3whhGhpDb8UPFmdHUYowGkoVWprEMwIc8+kobgSx3FtNiMGgvyaXr4cyMkBrrsOuPNO/v+cHH67A2kYsEGHdgI2OyveI9Pindd2QjDLsZ1Q7clqbm7G22+/jY0bN6K0tBSs4DJwsHfvXt0GR/hOkYIVwhO90+MABEfPIuGG2iEmTFQOWmwsrHYWZklpVvGmo2PVp1BBWsIdcPYbq/dUXVCnHjDiAiIpWrxZ1zZZZWFhwUCtpLSzkoIKyMOytIRvFNbwuRgZbShZoZKTFR1uQmKUGU01dlQ1WsR8GE7ymNEzJys51n1hFrSerDas3YBSuKDvQhTCiWLCTbIwNqFsu1KubLAgKIgJUWZZDzqO42SpEGI/PJ3aCpx1GKKEfGOANzycr2gUDaehguszGlB/TVc2WGC1c2AYIKUVg3LQKlnLlwPTp7sLpqCA375sGTBtmiy/DTp4ssrrLXw5fQODZImHMOg9gu2AaiXrD3/4A9auXYvp06dj6NChlHsVoBR5uTgDgJ5psWAY3lJWXt/ilfervZB6sqIlD/aGFhsSopwLJlbiiQH06V8SCrTY7GJBlDhpThbkIW+yPlmObdrzDZyhMHFiGJg8LCwYEJXUSLOi7ABpUrfTk6V2BcGynKQhZGSr+watYgD+ezZYePnFhJsQH8UXTpB6OaUWbj1KFAtWWqWFWVAuyJYvB+bNAy5edG7LygKWLJE1yXZ6XrQrBc5GxHIZegqhDSaE8u2JUc6wdIudlfUSBNybO2u1ROU7DFGdkiSerBhng+dQwhltIlGyVB5DMCZ3iA5HmMlzYFZQKgd2O39NK5Zh5HiN6pFHgJtvFncxMM7ntRbDcrGkaqhUCRaiX4Lq3tjOqFayfvzxR6xcuRLXXnutP8ZD6ESh4+aTkdD64gzgKwx2TorCuYpGnCiuQ3L3wFWyhDCOpOgwmI0GhJsMaLHxScoyJUvnBO9QQQh5YRg+NwpwhpoJZbQB5eqCWitnCeXbczpEI8LM99NpstpR02gNLiWryZnTFquQzwY4FxAGxveeROUNLbDaORiY1tswCGMBgtOT1Wi1i9dnjMOTBTgXuoA8XNAoVsbzb7hg0CzIvLR2AxLPiw7XdKnQI8ulz1iMB+9uMCF4suIjzYgOM8LA8M+UmiarspKlU8REQTX/3Bb6YwHOcEGhmFWowLk8owH181EIp27LmByURqi8PJnR5Nu+Y/D82D/gqfUf4OZjP/MCvHAByMsD2+9qANqeN1JcGxELBKUBqp1RnZOVmZmJ2NhYf4yF0JFCR8nXzIS2PVkA0Cud/02PFwd2yKBruVbP1d3kVjJ/hAuyQRiDKCzCY8NNooVKCPVR9mQZdInxBpyFL4QQsARhMd0UXIsHQYbxkZ4LX8iavgoLWpXzpcix4EqJDZeFwirhDGkKvoWtEKZqNDCIMBuc86LR3ZPFMJLwIi3hgqGSk+Vi7S6JScKWzlfxohEu2Ece4feDe4iWlmvatY+OgODdlRptgg3Bi5oQFQaGYcTry9WY4iywJHgGfRdoi80uzsuOEuNoqHqynF5A38MFizzMQVeC6poWKCqSvXxl9EyURyfi+bF/cNvP2ZdRn8IXrpUFBeKD+DnTXqhWst544w08/vjjOH/+vD/GQ+iEsEDLaCPMSKBXGq9knSqt99uY9EAMF3QoWWI+kQcly2kl00chOnixGkt+Oomb3tmM3k+vxpojxboc91LhLHrh9BwpKQoyT5a41XcZWu2s2FBTqCwo3LCDLUFeqYS7p8WXQUO4ZVGN99dwfBCHcYj5WGFGMAwjeqSlzWydHhhpOIy2nANAOSdLuiAL+II5Emt3s9GMm+56C/93xwtY24PvYSm1dgPuxict3+5iFW806ZjgqmSFUrggPxcET3FNU+vGPE1Kq+N6DzcZxPMCzsqioaZk2VnXZzRUT8jiUM5ZzcgQ/7QzBhTFpQAAymKSYGcMsv2khS/0iFz1ZEAJSmW1nVEdLjhkyBA0Nzeja9euiIqKgtksD/OprKz08EniUmGzsyitE8IFvfNkZTnK1AZ608OqBv7iTnIsxITQlHrXnBiXEu56OJ0OF9Rg+rvbYLE7s/A/yDuDCVekaz/4JUJsRBwhVbIcVto2+mRpkWFBVRPsLIdwk0EMffPkhQx0pIVD2srJkoVvqLXSqsirjJMUGwi2QiLC7y/IMkFB+ZYtIjSGw9jsrKjAtebJsrEcmqz2wG66KbF2H0rvgZLYDgCADd2uxoST293207PwhTPHMlq2PS4klCyHJ0vSsB1wX6TrGS5Y6DCMZiZEynLdnZ6s4PL4t4VSuKBaT2BxDa94hqQnKzeXz6ssKEBxTAfZW5WRcUhpquHfz80F57gW5eGC2j1ZruGCQRl22c6ofnrMmDEDBQUFePHFF5GWlkaFLwKQkroWsBxgNsorw7SGEAN+0RHSFahUOHpiJLl4sura8GTpYZH+1+azsNhZZCZEIjbChOPFdThcUBtUi1qxR1ak89JX7JMlqS7o7JPl+3nPVzqLXgiyivbghQx0xJysVsIF5UqBfJu3XKgUQn7b9mRJC4k0WGyiwhIMNIiVBflcF6HPkiwnS9J3TGuOYGWDBRzHL0gSo9w9WVFhRpgMDGwsh5oma2ArWRJr97HULuLfZ5KyFPeThbFC2zV9TqwWKm9KGhLVBYWG7Y754aldiJ5KqxDi72oYTVTw7IYC7tEm6pXUCw5valv3yKBUDoxGvnDN9OnIT5Qbcktjk3gla/FiwGiU9clyVhf0/dROJUu+fgxKZbWdUf302Lp1K7Zt24arrrrKH+MhdEC4WafHR3i9+M92NAG9WN0U0EqDM1xQKD/uiP/3sMjVMydr86lyAMCbt12FITlJ6PPUajRZ7SiqbfZqIRwI1EiqZgkohgvaJdUFxRQYLVZv96pZgpLVEGxKlujJMnlcUDofeoCvV9KZcj50t6sXDUgjzEaEmQyw2FjUNFmDSskS5p1gMIkXc/WcMlWqnuXrIkJoRJwUHS4PVXLAMAziI82oaLCgpsnqdch1uyCxdhfEp4qb8xMcizKGEa3dgHNeag1vs9hYFAjhv8lyT5Y0x9O15Hmw4BYuGOl+j5QqVHrkuAme644u80141gVbWHVbKFYXVCnAM2X8c6WLyxx0RVQOgk2G06YBy5ahaPHnss1lnXsAf39NLGgjq2YL7WsepUbEQJAqq+2M6pys3r17o6kpsEPKLncEJcv1Zt0a6fERMDD8wzNQY78tNhZVjptkqqOiVaxCZTxAamHUpxlxSW0zyupaYGCA/lkJMBoYsXSxcEMKBqRVswRiFRRVi433ZEWYjZJEWt/PK4QW5XRwWr1jwoJcyZJ6sjx4UmXhbSrl5+0CQsBpbQ8ueQq/f4xj/E7LvXu1S5NRe7NNIewqpZWKjUGzKBOs3QAuSpSsktgOaDY5DCkOazeg1D/QNyEWVDeB5YAIs8Gt8qVwTdhYTmwXEWxI+2QBytU7pYtYPVqFeKoILPXsBmOxJU9IDSfiNhWfr222imuVtu6RopLcYgs+GU6bhsrnX5FtKnvnH7LWDIKnnw8X5LdpmYti5VAPOVlBU3k1AFCtZL388sv485//jE2bNqGiogK1tbWyf0T7IyTMd1ThXTEbDaLFVnDBBxqCBdpsZEQLo1IjXUDe5wnQXhnv0MUaAECP1FhEhvELFiFeubQ2iJQsMQxGqfCF88bZbOWrkYWbDBLLmHZPVmeJkuUMF7T7fNz2QFbCXRLyKH14S8M3fPEEttjsYmGBbineKVlC8YugSu6GM1w0xhEuKCxsa2ThgvxiXeZZ9XE+ltUJlQXdQwUFgspi67B2FyRnyjaXde/rUr6dkxUQAXzPa5M2Fnf1VEWHmcTfqC5IKwwKFU/jIx3hggpV1eyS612PViFO46jywlboKRgqOBUD30KqBSNUSmx4m557QYYcF5y5glUu96HKRtdqtvz/sueNj3OxocUmzjNPJdzrWmyy+U94RnW44MSJEwEA119/vWy7EBZgtwfXgikUKar2PmFeSmZCJAqqm1BQ3YzBnf0xMm2IzS9jI8QHe0wbngQ9GpcCzpyi7qnO0C0hXrk4mJQsMaHbucAULKUNFjuarXZEmI1oUfBkaUHwZHWSJMkLi+pg8mSxLCfxZJlELyDH8f2eBKVfULgMBvgUvnG+ohEsxxsRWvO4SEmKDsPpsgaU1gWmJ9oTTiWLl51gQJF6sqx24Xo2aO4D01ojYoGgyz2YNg3lJzcAVc4ok4pVPyE7x5kwL51/RqM2pUDaWNwVg4FBTLgJdc021DXbkBqEHV9cPVlKhS9kDbJ16N0mVAR2NY5KewpWN1qCqqdga8jKjsNxPasQ3/78KgBAn4y4NvcNN0lk2GSRGRmDgcoG+X2otUJLjM8B6jzCeiYm3CTekwWkc6+u2SrrTUooo1rJ2rhxo8f3Dh06pGkwhD6oaUQsRSjFWxigFQZLFZIxPXmyhGedSWNYjICguErLFQshi8G0qK1pki8eAF5ZEPJ5yupakBEfIYZnhZu098liWU5UUrtIlKxgzMmqt9hEOcRFmBFuMohFEuqarU4lS6HwhRr5CVbarinungJPZCdGYde5KlwI8OI1rogl3IWcLIcBoLbZCjvLwWhg3DzTgO/XdLngyfImXDBYlCwAVY581dhwE+pabKj0sBADJJ4sH2V4TsEzLSUuwiwqWcGGzc6K4xaqCyoVvuCUlFYN5y2scX/GCCRGmdFUY0d1oxWdO7i9HZRwUsWAYQBOXYDb7vO8knV150Sv9k+KDkNBdROqglCGwrUdH2lGTZNVocol/z/DMHBkSPgcFllSo1z0AuAjnqLCjGi02FHTREqWN6gOFxw9erTs36BBg3DixAk8+uijmDdvnj/GSKhEbSNiAcGCFqhKVokQJyxxYQsWxgaLcrigVoutQKFYTtupuAbjQqzGEQaTILFIMQwjWvXL6ltELxbAWwC1Fr4orm2GxcbCZGBkC4hgrC4oLLLCTAaHl4+RVGd0fg9ZuKBjmxr5iUUvvMzHAoBsR5W3iwEa7usJwUAihF4KBgCOc8pb35ystsMFgy33oMVmR4OFjyLp6vC2V7iU/JYqWVr7ZOV7KN8u4Mn4FQzUSsYszAMxXFB2jbsrrb4KtKHFqZCmK+RSx4dghUG7xBBlUBkuyHEcdp/jlazBOd4pWUIBkcqG4DGKClQ6fnfBqOHJk8VH7mi7tkvqWm/wHIzrnvZEtZIl8Msvv2DmzJnIyMjA66+/jrFjx2L79u1tf5DwO2qamEpxKlmBGf4mKH9SJUtayUqKe3VBbVpWoUIoRzDebMTCFy7hEkJI2vKVLdjws1TJct4iWB9z2AWrd3ZSFExG5/GE385VQQ5khN9aVjhEUcmSJiKrVwqcRS/ariwoIChZ+UHmyWpw8WSZjQZxbgg5hEo5Wb6mBIiNiEMoXFC4rg0M0MWxEBMqsQrIPC8aCwK15cmK8VCQKBgQKgvGRpjE+1WcQt6qTMnS+JxpLUQLcIbQhlKFQWe4IFS3CSmobkJxbTNMBgYDshO8+kySo52Na+hdMCB4sjolCUqW/DvIvYLCNt/OJfQeS4tVVrKcjbmDT47tgapwweLiYnz88cf417/+hdraWtx2221oaWnBt99+i759+/prjIQKmq128eGqprog4Ow1EaierDPl7tXWYjx4Q5yWHcdiQuO5ixRCOYLN2g04F63SnKzly4F9W8PBZANL/tGCptN2ZD0AGBkDDAZGcw5Mvof8jWAsfOEseuG8dfJ5WU3yBZhCUreaBe3Zcme4oLcI8hUUtGChTqwu6JRpQpQZ9S02VDVa0AXRYksBo0TJ8nVGOgtfeFayhGpkwbKQEDwcCVFh4mKyqtE1pEiqFAjb1J/LznJiD7ecNjxZwRguWNWoFFLtfq+XGp205v6KJbM9eA9CsVcWJ7lHQqUjcI8jVPCKjnFe97FLEnI9G4JPhlUunqxaN6My/78vXkFXxB5Z5MnSBa89WVOmTEGvXr1w8OBBLF68GIWFhXj77bf9OTbCBwQvVlSYUdZw1htET1ZNYCpZSgtP0WLq4aZj1FiJDODLmQt5V8EcLshxnFiSWlhALF8OTJ8O1JfzCzNjbDMYE796sDYZsHw5NFdzOycoWUmuSlbwFb7w3pPF/8/4mJMlVG/ztnw7APROjwXD8PeAQG3DoES9S58sQFphUPBkCZ5p7TmCgtfA04IWCL5ru8phnU+MMitWCwVcCl9oMD4V1zbDYufDfz0VV3J6soLn2hZwhlQ7DVHOEu7K4YJaq9h66kskkBCCnixpuKBgN/E2j0hQsgZ3TvL6fInR/O9ZGWSKKstyouIvhOe6Re5Im7VrDBdsay4qVdokPOO1krVq1Sr84Q9/wKJFi3DjjTfC6Oi7QQQWhZLKgmqbQApemupGa8AtfO0sp7jwFHs8efJkGYWwGN/PXVLbDI4DwowGdIh2PniFkLtgWYg1WOyw2HkFKiHKDLsdmDePl42tmleAzEkNMITxsmStJjzyCMS7te+VyITQIuWmpYE211qj1odwQUalJ7Cu2SqGtHXyEI6lRGyEWbw2DhXUeP259ka4dmMlnixXy72Qk2U0SBZkPkzIZqtdvF5DSsmSNBl3VsJrpfCF48nvi+HkvIfwXymxQZyT5VpZEJBUF5R6shSaEWsNF3QtmS3gVLKCS0FoDWnDdoPKtYpTyfIuHwsAkoR7SpB5suqaneXSO3sIF1RqGeLrA1vIyVIqfAEE372xvfFaydq8eTPq6uowePBgDBs2DO+88w7Ky8v9OTbCB8ReGyorCwL8Ik14mBQFmDeroKoJVjuHcJNBFgbp0ZPlUo1MU2ldsVpjhPgwBYLvZiNUVYsKMyIqzIS8PODiRf49SxlfZzmiczliBuQDANgmMy5cAKqqtDXaPF5cBwDokSbPLwrGwhfCbx0nU7IERd99AWYyqlcKhPLYHaLDRAu6t/TPjAfg7OsWDDiVLOd3Fa6taldPlpFRrbRKKZZ4+mMVcl8EgqpPFiRKVnSYOHa3vA1JeJsWb2Br5dsFPIVxBwNOJUviyXLItMXGij0EBU8M42PepZRiMY+6rXDB4JiP3sBJPVkqvP0NLTbxmTKoc4LX5xM9WUGmZAmet5hwEzo4ivW4erKkshTmoq85q87qghQuqAdeK1nDhw/HP//5TxQVFeG+++7Dl19+iY4dO4JlWaxbtw51dXX+HCfhJWIjYpX5WAJCXlZBgBW/OO2ottYlOVqm6IgPc4tyM1g9+mQVeug7Js3JCoYu8s6qaryFqqjI+Z6lhF+cGyOtiHUoWbYafi5YHJFnviwg6pqtYpjnFR3jZe9JPVlawjkvJULp3LY8WTZJXye14YLeLGI90S8rAQBwMIiULEEZkIYLCotKwXJvdXhgpTlZvlxzRZJQmNY8/c6FRHAoCYJ1PjHKLCnS4NmT5awuqF6GYtGLpFaULA/9C4MBYc7FR0rzLiUNlh1yFXKyTAatnYkkniwPSpag8FWH0MLW2YwYqiqwHrhYDTvLoWN8hKriXknRwZnXJiiFidFm0RBV12yVPTOd4enOz/lybbMsJ6ZGUHVBfVBdXTA6Ohp33303Nm/ejEOHDuHPf/4zXn75ZaSmpuKmm27yxxgJFQgeqAyV5dsFArWM+9ky91BBwLnAFZrBCrhWF9Syhhf7l7jc0IWbDcsFx2LCtXR1RobzPbYxHA1HO/J/N5vAsUD9oWwAQESEb4pqRX0L3lz3KwBeYUiKlpfMjhZ7SgHNVh9LF15ilHKylJL8pX2d1MbIC4tYT0UFWqN/lsOTVVCt+rPtRV0rOVnO6oJOeWopxFLSRliWgNSAEgwGAMHDkRgdJluISVGqhufLV2urfDsQ3CXcyxSqTwoNlgGnXG2sguLva7ig4MnyFC4YGcLhggZ13pd9+dUAgIEqQgUBp+Em2DxZTgOKMxSY5YAmhfWOr30ZBcobWmBjOTCM52btYr5sU3DJsb3wuYQ7APTq1QuvvvoqLl68iC+++EKvMREaEEuN++jJCtSGxGcVKgsCEJvBAvIHul2SwyHg62KpoMrRdyxRLtMIsxFhjhLnrguaQESoqiaUa8/NBbKynNav8h+vQuG/RuHC38Yj/7XJaD6VjuxsoIOjcaOaBURNoxU3/m0zPtpyDgAwdUCm2z5RZmdeZ7CEFYnhghHu4YIyT5Zk/olT0OtwQeUcNm+4omMcDAzfU05o3h3IWGys2JdNKtMEl/AopZwsXy5nwWPgKSxLQFCyLHY2KAwAijlZLl44aXgbxEWtL56stj2tsUFc+KLMkZOS6lLC2rX4hZ7FWATjqMfqgo4eT8HmhWkNaYibWF3QCwEKoYL9MuPb2FOO05MV+M9qKUK4YFJ0GCLNRvF5IjPqCbKUlMP3JbhGMKB0jI/0mG9Jnix1aFKyBIxGI6ZOnYrvv/9ej8MRGtCSkyX9nKBYBAqelCxpM1hpToxwr5YrWb6du0Bs7uwu0zgPC5pAxNVCazQCS5bw7zEMAM4Aa3kswDnzXhYvhnhTVyO//+w4j+LaZsSEm3DvqK64f0w3t30MBgbRYcFVYbD1whfO+Sf0dTJLcoi8fegJi9icZPXhglFhJvRI5fPrDgRByKB0ES5UmwTcLffCgtZsNGiqdil4DDyFZQnEhJvEe0dtEBhQpOGCHj1ZDl3RKCnzrFaEHMch3wsjQIxQkCgYPVkuxigB1+IXNgVDni9Ka2WDRSx046maqBguGGQKQms4qwtKwwXb5kRxLQCgV3qsqvMJimp1o0W8nwQDwrWdFBXGr3cUIifkOVmObT74+k+X8WkZrbUOiQ/BSpf+RBcliwgMOI5z5g/5GC7YxfHgPFlar9u49OCMePG7N2dVDNdyCRcEfA/luOjBkwU4rZvB5MmShsFMmwYsWwZkujiasrL47dOmwafwrC2n+KI4j0/qjf83uQ8izMrVSIOt+IVy4QuFnCwlT6qXEtTiyQKAq7J5C++BC9U+ff5SIizCI81GmeXUuSByX9BqCRf0lF/pCsMwogElGCy2YrhgVJg47gaLXbaYFO6JRh9CWAXK6y1osNjBMEB2kmdDXjDnZAk5KakuSpZYurpZ3xDWX0t4z0xWYqR4P3RFCHWra7bBZg98z6o3yHo7ieGrrUvQYmPFPoC90lQqWQ4ZslxwhV1WSoraANJCS5Jqto4pIa8uqP5cpx2y7aawzhIgT5Y6SMkKIaoarWiw8HG6Sl4XbxCKE5worhOTzdubJosdhQ4LtJKlT6mSlWszYsC3ByDHcc5wQQWZeiqXHIh48shNmwacOwds3Ah8/jn//9mz/HYAqkvCWu2sGDc/rEvrfUyE367REhwNiatb8WRJ5580lEhNjHyTxY6SWn6R11phgdbo7yh+ceBitU+fv5TUObzP0vLtABAfKST6C54s/l6k1WhyToUCG0wVBqXVBaVVGmUh1AoNndV6AwUDQMf4SISbPLdxcd6TA192UliWE3NXXT1ZYrigI2pBKG5jMGjLgznpULJ6tqI0SO83oVL8Qtaw3bGtLfmdLW+AjeUQG25q01DiilnSgqU4CEKpBURPlmPsSvmOrCQUmNEQCnzaYVzvlupZyRKiDGrIk+UVpGSFEBer+DCjtLhwj56DtshOikRshAkWO4sXVhwLiFLQpxwXfofoMLfiCYDyTUe4v2hdlFU1WsUEU6UQTE/lkgMNO2vHyVLeu1Te8ivsrFypMRqBMWOAGTP4/6Vt8JxJ3d6d62hhLZqsdsRHmtG9FYsY4PRkBUu4YHmdvHgIAMXwLCXPizfyE5SA+EizaLlUy1UOJetQQU3AF20Qi164KFmJQkhKg9yTJbd6qzsXy3Ji5cYcLyo3xgfRYkIaLhhmMiDckSsqDXUUPVkawgXPlAtKauvyi/XQWiPQqWq0wOpQnpJjXD1Zcs+mrLiNhhDWX0v455triwspRgMjaWsQPF6Y1pD2yfK2LcOJEmc7ELV9QAHnM7wowKont0Zlg9NLDUAxPUJ5Lqo/lxAu2K2VcEEhdLWuJXS8qv6ElKwQ4kIl76nISvTNAg7wN7uhObz34eOt53DT0s34376LuozPF+ysHd8d2QkASI23uSkHgHJoinLhC/XnF7xYKbHKiqtSqFggcuXf+4merHnrfoecJTlYfmy5V58VQ4u8FOCuc5UAgKtzEmXl9pUQ8nCCIVywxWYXPZbSBZjSHJBXF+TxJlzwnGMRm+MhN8MbeqXHIsxoQHWjFfmVjT4f51IgLMJjXfqBJUoe5BYbixZH8Ylws9Hnwhcldc1osbEwGRivPP3BEhZjs7PivBQWQLER8tA2wOkNNBp9DxcULN09WrF0A/LogkBX9KWcd1wvGfERYlEjAWd1Ot7QIg2/1BIuKCgObYW/CYYHYdEdDJwtbxCLKbgiVsRT0WBcSBvo3sb884Tg/SoMsD6greEsasP//orPG2l1QR+v7RabHRcc653WjKNxEoNYMETwtDekZIUQgicrSyF3SA0Pju0uFiTgOOAv3xzE2iPFmsenluXHliNnSQ7eyOMrV+4o+VZROWjNfW7SqmRV8zL1tChzhpAE5oPvhxM/AACK6upgQAQ4sLAx5SioLcD0r6d7pWiJljGX7U0WO37/rx0Y+OxafLEzX9wuKFlDcloPFQTkvbICnQpHcrrZyCiXcJd8B5tCaJY3Tz2h6EUXH3pkCYSZDOjTMQ4AX/yC4zh8sTMf3+0vCLgFr9iI2CUXJSHKjDBHjlZpXTOabbxxJcIkqeSmchkhFM/JToryWDlLivAbB3pFN+lCRwjlUeqVZZcUvoDonVYnQyFXt3sbCoFg+LLaObF6ZKBjZ+1YfXwPACAuyuJm0BNytIScLWkIq1PxVydPjuO8ChcEpBU3A3s+ClyobMSExb9g4pJfxGtPirzsuHfeaSEfSyk32xucLWqCx5NV5ZKTpZQeIW/Wzm9Te23nVzTCznKICTe5hcpKMRkN4v06VLyq/oSUrBDigkPJytbgyQKAQZ0Sse/p8Tj94mTcOigLdpbD3C/2YdOJ0ku2SFt+bDmmfz0dF2svIoztDACwGs4rKgdKOTGK1QV9sDO2VvRCeu5ATPC2s3Y8/tPjAAATy/fAsjPlAGMTZfHI6kcUvYNSPFXH+/5AAfJOlqOq0YoFyw/hx4OF4DgOu89VAQCu9kLJCqbCF0KuRofocJmHTvAa8OXIeVlKF2BqrNznyr3PGWqNAVnO4hf/2ZGPBcsPYd6X+/H9gUJNx9UbpUbEAD/n0uL5B31xTbNYRj3cbFAdviogeGG8CRUE+IbFgLOBcaAiLMJiI0yi8tiad1Xal0jt7fxkqSNcqw1PQnSY8/cMhmtbMOi9+suHAIDdpavcDHqpcQ4ly5EzqWRIUTsny+stqGq0gmFaLzYASEJog2Rhu+pwESw2Fo0WO35UuO8IsjKq6O10ptxRAMtHT79gLBXWSsGAa06WUiiuXRpO7WO4oDRUsK1QzGDKV21vSMkKIQSFQKsnC+Ct4UYDg1du7YfreqXAYmMx66NduP397X4viGFn7Zi3ep6oCJjZLgAAK5OvqBy0ZdkR8KVqqyjTIPRk5eXnoaCuAABgYjsBACzMOfF9Dhwu1F5AXn5eq8fxZKVdeUju3Xzy28PYc74KFQ0WhJsMXvUxceZkBXbhCztrx4bTuwEA4WFyK7dUQRAWtc6cLIPTa+DFBBRysjyVcvYWofjFvvwqfLL1nLj98x35yh9oJ5xNdM1u7wlKTnFtM1qsgifL6LPX4HABX/r5Si/762Q4rvniAFeyqiU9sgSU8gSVQ1i9p8liF++HbSlZRkl7hkDPy5Ia9Ewcb4yyMcVuBj2hb1apo4+WvLiNupBqAaGyYOekKESGtZ5HnRhkfZ6OFtaKfx8qcM/tlhVrcNmmBMdxOCt6sny7P3ZLdVRPdsg90LGznFjoRMzJam29I6kcqhZvKgsKuDaLJzxDSlYIcaFSCBfU5smSYjIa8MZtAzCyezIAYOfZSqw67N/Qwbz8PFys5fPAjGwKTOgADnZYDGcAuCsHYk+WtqoL+uCFE/KYPCmugZyTVVRXJP5tEr2B51rdTwklo1ZNo1Us0772T6PQOz0W1Y1WTH9vGwBgSE6iW06DEmK4oCXw5CcgWLmf+uk1AMDxyp0yK7fSglIWvqEiRt7bwgJtMbwb30F6b361WDgGAHacrRQto4FAZYO7giCQFsdfcys3NePUOYeSZTZ6nSTvirDQEyqotkVmQnDkb1SJifGttxWQ5W34UKjhdFk9OI4/T4cYz+FEAjFB0JDY1aAXxvL9/KyGs24GPddwQcUG2SrP/6tYyKHtcuSJQRYueKLEed9Ryg1lZd6XthWD0roWNFjsMBoYdEryTcnqnc6HUZ8paxCjDgKZmiar6JESFBthvVOr4MmSe1XVzUZvKgsKCKHUgWhcDjRIyQoRbHZWvJFpXaC5khQdhv/cMwxzr+sOAIqufz2RLvrD2T4AAAtzGhzTorhfjIL7XCknyxdPVkGb4YLuCebeUNNoxW3/2IaZH+5Eo58UjIzYDPFvE9sTAGBhzrS6nxJKoUXrjpXAxnLonR6LnmmxeOLGPrLPXN87zasxCmFFgboQk1u50wEANqbEzcrt9By4erK8D4Upq2tBWV0LGEZ9o01XMhMicWVmnPh66oCOYsWoPeerNB1bT5S8MACwfDnw/Zf8ovbLb5vx7Q+89/z0SXUl8QVqGq047mhi2j/LS09WfHBUIhMW3QkyT1br3n1fwgVPiUUvvJubSv0LAw2pQY/hImDmsgAALYZTAOQGvVSHZ7Wu2YYmSQ8y/hr3LfxSqCzYs5XKggKCEh1IRpLWEJpWA87nqBQxXNAAr65pIZwtOzHSKwOeEhnxEYiNMMHGcjhd6p4nFmgIRVZiI0wwO0KBlYwXsh54Ps7F0w4DnzehmAnUkNhrSMkKEc5XNsJq5xAVZvS5R1ZbTLySX2RuPlXuVyuQdNEfxQ4HADQbD3ncL1axTxb/vzQny5fST87eUsqKq7NBpbqFxDd7LmDn2Ur8/GsZvt51Qf3AvCC3Uy4yYzNR2QKY2RxwYNFsPCi+z4BBdlw2cjvltnocpVCOVYd4BXfSlfxvkNsjBTOG8iGJ2UmR+O2QLK/GKFQXDMTCF65WbhPHf1erodDNyu30HCg1KuWP11ZO4LEiXgnI6RCNqDBTq/t6wx9H81b5MJMB943uhiGd+Ry53QGkZFWK4YJOBWH5cmD6dKC6iL+PGWObYTDx95vP/23EyhXSYjbeXdRbTpeD5fiqZEqtGJQQDCsldc0BOT8FqhuVPFlK1QWdJdwZL+ekFCEfq7sXCgEAxCg0TQ00pAa9MLYHGBhgQzlYptptv7gIk1hQ5FxFg0ubBn4/X8MF2yp6AUgLXwT+wra+xSb27AT4nGXX/B1nuKB3FViF4hlaQqkZhkEfhzfrsEIIY6Ah5P9JG2OL6x2la1tlNVsp+Sp6CAp9DCknq22CTslaunQpcnJyEBERgWHDhmHnzp2t7v/NN9+gd+/eiIiIQL9+/bBy5cpLNNJLy8kSIWkxps2y2b5yRcc4pMaGo9Fix86zlX45B8ArB1nRVyHJMhfR9lEAgEbjL+L7rspBjMsCF5CGC/reJ6uu2SreRNosfKHSk7X1dIX4948HWw/X8xWjwYhXxr2CDYX8Zd5iOASW4Rfywq148cTFMBra6KnmUl3QZmex7Qw//vFXOD1WL95yJdY8MgprHhnlVpLbE4FcXVBq5QYAM8srjjaG/72kVm7XRGB5KJF3lkVByeqbEdf6jl7ym/4dsfyBa7DxL2PQJyMOg3MSAQB7zvvv2lWLtL8TANjtwLx5vKxs1fw1Z05qAONQsjibEU8+4fy8t95poTrqmJ4pXo8tOSYcmQmR4Dhg0Q9HcPs/tuG7/QWoabQGlDehshVPlqfCFwKsivRa4RnTVj6WQJxCP59AQ2rQi2QHAYDMECXdj2EYsardmbIGxTwYNdESHMepUrIEb28wFL4odTT7jQk3iV4P19xGWTNiL3oJaq0sKDCsK29synOEu7uy+1wllm48FRD3yRJH/l9anLPxcmteaqPBt8JAdc1WUXnPTmrbCOVsJxD4c7G9CSol66uvvsL8+fOxcOFC7N27F1dddRUmTJiA0tJSxf23bt2KGTNm4A9/+AP27duHqVOnYurUqTh8+PAlHrn/OeVl1SctMAyD63qlAgA2Hi/z23mMBiN6m55DrH0iAKDZcBAW5jQ/BgXlQLiJV0gueMU+WSrHIXix4iPNbtXPBJyFL7xXEmx2Vqak7r9Q7TclIysqF5uLeRnUmL52bo/LwrLblmFan2ltHsM1tOh4cR0aLXbERZhkvV0YhkGv9FhVXpioAK4uKM9pS4OZ4/PaLIaTbvsJlZ/KHXNQVt7ZSyv3/gvVAIC+HfVRsgC+Uqjg2R7cmVeyDl6sgSVAymq7lifOywMuOvRaSwkf1mdOroMh2iHXZhMKLqrzZDVb7Vh3tAQAMLl/66GxrggLsq93X8SOs5WY9+V+XPXsWox4eX1ALMIAoKTWfSGmFKonDaH2pQz+KZU9ioIhXDC3Uy6y4rLAcAZE2UcAAJoNe8X3XQ16QsGFM2X1inkwauRZXNuMumYbjAbGq0IOQnEYf3my6pqtulUPLpF4YJKilXPJlMMFPZ9f6JHla9ELgVEOQ8umE6VuofprjhRj+nvb8NqaE/jte9v8akz2BkGOsmu7FQOKkVEO728LocdqYpTZKwOpMJ5ALwoUCASVkvXmm29izpw5mD17Nvr27Yv33nsPUVFR+PDDDxX3X7JkCSZOnIhHH30Uffr0wXPPPYdBgwbhnXfeucQj9z+nxP4l/lOyAOC63s4blL+4WNWIk8X81GRjvkVp2HOiN0VJORCqPpXVOnO2hJuOWUPhiwIvqjX64sk6XFiL+hYb4iJMyEyIhI3ldL+ZcxyHp787jNve3wkODCZfmYpVdy/G59M+x8aZG3F23lmvFCwAbuEHQthQn4w4zV7TGDFcMPCSkAUrt4lNQ1rLq2BgQAtzHHamym0/oTlxRb28vLNBGiPfyrlYlsN2h3dweNe2S9/7QtfkaCREmdFiY0WvWXsjlid2WOmLJE5de10E7E1mMEYOEVm8zNnGcJkcvbHWbjxeigaLHZkJkRiYnaBqfHdf20XM65QabJqtLBb/dNLTxy4pTiXLGVIUp1Bd0CbzHPDbvL0lttjsOO/o4RZKOVlGgxFLJi5BJHs1zFwWWDSi0bgDgLJBr0sH/vm6fncDDh12GFKM6uUJOPOxcjpEIdzURjQB/OfJarHZ8fiyg+j3zFpMeWezLgY/oQJjaly4eG27en9l4YIeejFKOaNDuCDAG546d4hCXbMNy/Y4IxWKa5rx+H95L2aY0QCWAz7Ic89hvpS0ZkBR8mRJGzurMSsLJe07JXnZ3iLeWfnVG7afqcANb/6MAc+uxdvrTwZcv0Z/oj3w/xJhsViwZ88eLFiwQNxmMBgwbtw4bNu2TfEz27Ztw/z582XbJkyYgG+//dbjeVpaWtDS4lys19byixGr1QqrtX3DHoTzK41DCDvokhTp13EO7ZwAk4HBmfIGnCqu0b3IBgAs38PnKA3rkohPZr2NbRfvRHF9MdJj0jEiawSMBqPsOyZF8opUXYsNtQ3NiAwzigsKcM7Fu8VqhdXqvV0hv4J/CHaMj/Ao0yjHFdRiY1Hf1IJwLxJyN//KK6hDcxKRFB2Gr/cU4OcTJRjZLdHrsbXFvgvV+Pe28wCAbrEcnprUE8lxzt+KtbNgvSzFL9wQbTY7rFYrzkoSkLXONYeOhfrm9r++XBmeMRzdYq9Ac9mDMKEDbEwB6iPeRaSBV7oZMMiMzcTwjOHYFXUWAFBa2wSr1YpmK/8ANDEcOEe5d5vd7vE77j5fhapGK6LCjOiTFu03WVyVFY+ffy3HzrPl6JuuvFhp7T6jJw2SvI24cAOsVivS04FIiU3DVpgIYzenQcdQF4nICOe4LFYrGK71a+77/Xwbg0lXpsFmU7eA7JUahWX3DUNVoxXXdkvC7vPVKKxuwl/+exhbTpWjqKpeVLDbAztrx9ly3kBTVH8czS3JMBqMiDTzS63aJud1ZXH8b2AA1u7s5+bN73yqpE5sVJoUaXD7jNKciQrjf5faRkvAXdsCKw8V47kfY5BieQoA0GReiwgjAEQiKzYLL497GVO6T4HVasUPPwCLl0QAI4Bdx+vwy1eJiBsPlJcCdse8YjnO6+96vLAaANA9xbvrPSaM/02rGq2wWCxt9jLyhharHff+Zx+2nuHn0OGCWrz/8ynMva6bpuMWV/OL9uToMDQ72i8I90YBq5DXzbGiPmC12hRlYbGxYvXkTgnhmufTrBGdsOjH43hv02lMH5iB8noLZn28G9WNVlzRMRYv3HwFpr67HRtPlKKyrkk0pl5qihzRNMnRJvE7R4jPTJvk2ubnnwEA64iisNu9u7YB4FwZv37MTPC81pGS7Fj4FNU0tbn/2fIGzP5oJ5ocvQ7fWPcrqhtb8PiEnl7PYaudxdbTFfjxYBFMtQxuCID7ibeyDRolq7y8HHa7HWlp8qplaWlpOH78uOJniouLFfcvLvZcgvyll17CokWL3LavXbsWUVH6KxS+sG7dOtlrlgNOlhgBMLh4dDdWnvXv+bvEGHCy1oCl3/6MMRn6WiQ4DvjsAP9duhrKsWb1GgBAFKJQi1qsObxG8TNmgxFWlsE3P65BcgRgtfHH2LRxAxgYwYHBTz+tR5x7pWiP5J03ADDAUlXsMZeP1+X4y+jbFasR60Uq0o9H+ePGNRcjmgUAI1btP4+B0M9qtqmIAWBEnwQWf+zDYufmTT4f6+JFfrwnTpzAyobj2HaKf91Ulo+VK89rGufFBgAwoaK2IeDyJe0c0L3lJRznDIgzc/hzvzQkhL/htt+a1WtQ7JD3kVP5WLnyHApLeBkdPXQQJU0AYMT58/x7SnzyK79//wQr1q1Z7bfvFNPEj3PljmNIrTrS6r6u9xm94eViQoSRQ96GteL2L75w7nOihsHfjzq8CLEclnz4E5rtwOM7+Wtu9erVMLeiY7XYgZ+O8feChJpTWLnylM/jXfUr/78ZQHa0ERcaGCz+ZgOuSbv0VlmWA4oagZQIoKKW/37mwgbxfnmimv+di8qqxOvqcCW/ra62Bvv27QNgRGVllVfX3b5y/rPJZitWrVrlcT/pnCnO5+f0kV9PY6UtMLx+Umws8PQeIxps/EKvYxSHeVf+BhHG3zh3Og2sPM3Lx2gE/no/8MJ+E6IyavC7EQfw1RkjzMYybNy4EYAJLMt6fR/b4LiPMrWeny9S+DWqCXaWw39/WCUa+LTw7TkDthYZEG7kcFUSh51lBnzwyylk1Z9AG227WmX7Of67NZQXotkOAAbs2H8YCeXOAlanHfOj4OJFNDUxABhs3boVxQrZHMWNAMuZEG7gsDtvg2JbETXE2IFYsxGFNc14/tM1+KXYgIsNDBLCOExLq8L5/ZuRGmFEaTPwt6/XYWBy+3heTuTz13bBqaNY6bhfV7cAgAm1zRasWLESDAMcu8hfnwUXL6C5nANgxPn8C14/nzef5X+LlsoirFxZ0Ob+NRZ+DGW1zfhxxUq0FtDy/nEDmqwGdI/jcEUii+/OG/GvLedRfvEMxnbkYGOBI1UMUiI4dJTY/Sx2IMwIlDYB7x83oqyZP0lWtMHvzyZvaGz0rqF10ChZl4oFCxbIvF+1tbXIzs7G+PHjERenX66EL1itVqxbtw433HADzGbnav5CVSOs2zcjzGTA76ZOhMno3yjQkoTzeHHVCVzgOmDy5KG6HvtQQQ1Ktu9AuMmAR+8Y67UF6fUTebhY1YQrBo/AwOwEcNv4i3DCDeOwaN/PsLMcrhs7VuZ2b4uVX+wHCktx7cA+mHxNZ4/7PbVvA+pbbBg2cjRy2qjMY7Wz+OvuDQBY3H3jSGTER+DfL29CSRPQecBIXKFTPs6m/x4CUISxV3UFLKfc5owatn53BNtLC9CjZy9MHtMVX320GyirxJihV2HygI6axnm+ohGvHdwMO2PC5MkTNB1Lb77YdQHHtx9DmIlDQ9ybuP/EdvE90crdawoAgDlcjP+eOwhzbBImTx6Kjy7uAGprMPzqwThWXIfVF08ju1MnTJ7c1+08FfUt+POOXwBw+Out1+g2B5RIOlOJFR/tRn5zBMaNH6VYCtnTfUZvtp6uAPbvQVZSDCZPvlbc/sMPwO9/z//NcUBYl1KY02uw+1A27myIwAcf2wBsAACMHz+h1SauPx0rhXXnfmQnRuLe347UxfoPAOejz+DNn06h2JiGyZMH6XJMNTzw1UqsO2yCjSmAicsEBxse+fX3YBjeO/BC7n+AY0YgLBKTJ/PFg0xHS4ATB9AhKRGDB3XGR78eQGJiolf38F/XnwJOnsGQnlmYPPkKt/eV5kzh5nNYU/ArOqRnYvLkfjp+e31Yf6wUDTv2Iy7ChE/vHoKeqTGKz067HejXDygoAMBwSLl/PawmFh/9twuiBuZj984MnPisFzD5FzCMwev72L/+sR1ALSZfOwCTHJV72+KpvT+hycri6pFj0NnL0C5P1DRZseD1XwDY8dZtA3Fdr2TcsGQLLlY1oTyxL+4ZmePzsX/65iBQVIxhV/VGVYMV20rPIiWrCyZP7i3uc2TNCaDgPDp36oQL1kqUNzdi+IgRGNLZPaJj3dFS4MB+dE+Pw403jvB5XFIKYs9g8fpT+Py0I7c70oxvHxgu5rAeNv6Kf24+h4rITEye3F+Xc6rl1WO/AGjGpNEjMLBTAgA+THDh3g1gOQZjb+Dvf6c3nAYunEaXnE7oGB+JH/NPIis7C5MnX+nVef736V6guBxjhlyJyVe3XRnYznJ4dt9PsLHAoGuv81ix9URxHY5s2waTgcHfZ1+LLsnR6LvlHF5a/Su+zzdicu5AfL7zAn7+tRwmA4Nl9w1D34xY/OnrQ1h1pBizr+mMLcWVKGuuQ2KUGZOuSEWHxvN+fzZ5gxDl1hZBo2QlJyfDaDSipKREtr2kpATp6co3qPT0dFX7A0B4eDjCw93DP8xmc7v/qAKuYzlXycfFdk2ORmSE/0NXbhqQhZdWn8Du89Uoqbfq2vz4h0P873VD3zQkxXpfij4tLgIXq5pQ2WSHweSc1hHhYTAwgB2AyaTuN7xQxcu1W2psq5+LizChvsWGRivaPP6vZTVosrKIjTChb2YiDAYG4/umYdXhYtz2z53446iu+NMN3rvRPXGsmA/p65eVgJYz2uavwZGPYDAYYDabUeUo8pESF6n5moiP5pXeBosdRqPJb5Ux1dJoseHtjbxnccGkK3DXiHXIy89DUV0RMmIzkNspV1aVMTmWvwbOFlmxZYsZLVbe8hkdEQazkd+PYQyK8lp19CJsLIersuIxoHMHv36v4d1TkBwTjvL6Fiz88Tien3olIszKSoq/73llDfw8ykiQz6NpjlTBefP4IhhNRzOBo5nIzgYWvwdM+o0BC/bw+5jMJpjNnh9jBwv5MJiRPZIRFqbCjd0Gk/t3xJs/ncLWMxVosjtzoC4FNrsNa4/WgEEHmLhMAICVKUQTVwdwfBjrm7tegAGLUN9sE2XLOOaryWCAyXGP5ND2PQsAfnX0FOrbMb7V/aVzJj6KfxY1WNiAeXZK+e4gH9Fy25BsXNXJ83W3ZQtwSuIAtZTHIDy9FoYUfm7Zmk04e9aMLPDhgt58V1bSp6lPxwSv5dMhJhwXq5pQ02zXLNOvNp9Ho8WO3umxmNS/IxiGwYPXdceC5Yfw1k+ncFWnRFzTLdmnY5fX86FUGQlRMBr49IuaJptszAzDK7Qmo0Es1mAwGBW/13nhWZzS+rNYDXcO74ylm07D6sif/X839kFOitPANbFfBv65+Rw2/VoOGIxin6pLhcXGoshRWCJHsgaJN5rAMLwBqpkF4sxmcA75mY1GGNt43ihx0dELMCclxqvPmMEXIPm1pB6nK5rQOUXZMLjiCB/qPbZ3KnpmJAAA7h3dHecqm/DFzgu47z/7xH1tLIclG07j9qs7YcVh/tr81xbeE5cUHYZV83KRFGnEypXnA2I97u35g6bwRVhYGAYPHoz169eL21iWxfr16zFihLJlY8SIEbL9AT6cwdP+wYpQWtfbqk9aSY+PwPAu/EPpu/36NibeeJy/KKdcpc5DIvSRKK1tFpNAAdfyut67/DmOw3kv+0YI5bu9SfA+eJHvzdE/K15UKJ76TV8M7JQAi43F3zacEiuh+Uqz1Y6TjkIoepQDd+0gLzRI7BCtXaGXVm1ssgZO8YsfDhSirK4FWYmR+L9hnWE0GDEmZwxm9JuBMTljZArW8uXA7TfzsiirbcF11wFHT/Df5f+3d+fxUZVn//g/58yWPSFkJQTDvu8IoqIoKIJaLe6larVfW6228ujPVtu69FmqXZ9a29rWtmqf1lpFtK1VFBEEEdn3fSdAQkhC9mTW+/fHWebMZJvlTGbh8369fAnJkJyc3HPOue7ruq/bYZV77Zz1L3Vz7xsnl8XwJ1LYLDKevG40JAlYsvkk/uffe2P+Pbvi9Xnx2bE9yl/kBnh9gb/7hQuBY8eAlSuB115T/n/0qPJx4/xDb40vtL1wJgzMM+/gAQwrysaQwky4vQIfRfl+DdcbO1ZD8gUGBS7ZHwUICJxqVbqxtrg8eqtsYzc8/95todEapYwO43qSlcAt3OtanPhor/J7Wzil55n7qqAdNtxnlcYfjhJlbAmvRW94Eer5PNXQjlaXFzaLhIowGjmU6F3dnL28srPNx8/h1t+tw983nkBjuxt//FRZV/C1y4bok3q3X1iOBeNL4PL68NVXNuGFFQdxrDb8TXu11uNF2Wl659C6bhpfBHZn7NrRWnM6CxoVZafh0atHQpaUzdpvmRo4DiaV90NBlgPNHR6s2h+7bsrdOdXQDp8A0m0WFBrWfcqy5G9+oT5zGFu4y0H36974fMK/3i2M7Kh2Ldhb1dzt1/3nts73NkmS8IMvjMPMIf5r2DdmD4UkASv3n8X9f9kc8HVkCfjZLRPDqkJKJEkTZAHAI488gpdeegmvvvoq9u7diwceeACtra245557AAB33XVXQGOMhx9+GMuWLcPPfvYz7Nu3D8888ww2bdqEhx56KF4/QkxonQVD7fpkhpvUC9Jr60/AE2IDhd5U1rfhWF0bLLKEi4eGN6OvvQGrGjvgNhxPKBfwrtS2uNDq8kKSet83QitpbAqhw6AWZI0vy9M/NiAvHUsfuBj3XFIBAPjT2ugW1e2vVhap98+0oyQn+kBI7y4olEDhXKvyc+ZnRZ8ZSLP5bwqJtFfW39UNor980QVdltRptI1zTx1SzrOc5oFk88ALZQyu+9Ti7y7YxQBscXqwXR0TV48NrWQoWjdMKsNvvqSUuL25ubLP2+cv3bsUFc9X4M9b/g0A+NfhV1HxfAWW7l0a8DqLBZg9G7jjDuX/6gRtQJDVW5cqbQPTWExA3ThJeXB4cdVh066BPp/A/607hufe34eT57qu+V9zQOm06JZOw4d2CPjQYglapwvl5xZCCbSAoA1Lw2jz3NThxkm10+ro0tDvMV1tEp8ofrb8ANxegfFlub1umVAa1PXfXaucA8mq/M6FRwZEeG2ztQ6tQwqywsqQFIfY1c3j9eHI2Ra96URzhxvffG0LNhytx3fe2omLfrgC9a0uDC7IxBcME5qSJOHnt07CpcMK0O724mfLD+DqX6zWO5+GSuv0W5TjQF66ts1JD5sR9zIeD581p7NgsPsvH4o9/3kNfnH75E7VIxZZwk1Tlff4n9cdM/X7hkKb5B2Un9Hp2ILfW/73tuH6GOJYPNvihNPjg0WWQt6oHfBP4G7pZnP7zSfO4VRDO7IcVlw5qijgc3arjJfunobvXzsaL901Dd++ZhSuHOl/TUGWAzufuRqvf+0ivPfwLFwR9O+TSVIFWbfddht++tOf4qmnnsKkSZOwbds2LFu2TG9uceLECVQZpp0uvvhivPbaa/j973+PiRMnYsmSJXjnnXcwblxodarJQsta9FUmCwCum1CKfhk2nGpox4p95rRz/1TdHHByeV7Im9lqtBmY43VtAZksm8WwOV8Yu/OdqFcucANy03ttr9tVu+Tu7DjZAEDp8mYkSRLuvWQwAGDjsXNhb25stOu08tA+ZkCOKWtQ/HvqKBd1l/pAmZ8RfZAlSRIyE+xhrLHNja3qnlXag3RXjBvnCpcN3jblfBg3z/35T2TDLHfn8bfl+Dl4fQID+6XrawH6wjXjSjC4IBMdbh/WHOi7Wdqle5fi5jduxsmmk4ZSt5M41XQKN79xc6dAqyvGJsU9vaXdXh9Oq925ol2/0pW7L65AbroNB2ta8PwKcxo7/OKjA3jyH7vx208O49IfrcT0//kIf10fuHj9SLXyszRb/4nTjgdw2vENOC07g76SG9qze3PQbLexzXMorZQPVCsBQWluWsCGx73RM1khtnB3erzYdSq2e7i1Oj349cpDeG39CQDA968d3eu/mTULGDjQ//Dqqg0MNIXHgjJD4UUo51Sb/R8e5pYrpXomq73b15xqaMcVP1uFK3/2CS790Up8fqQOz/xzD04b9jRqd3tht8j45e2TO61DS7NZ8NJd0/D4/FEYX5YLl8eH7729M+T7Z7vLi2b1Wl6U7UBuRuBG7Rp9nyxJ6rRNiFG4mzaHq7tyaQD48owLIEnAmoO1OFEXWqMDM3h9Xnx0cDsAICO9rVOmP3ivrMD3du9bhhidULNYA/LSwgr4tcBn9cGzONvcObP6D7Wr67yxJV2e4yyHFf9v1hBcNUZ5fn/wymGwWSRYZQk//OI4ZKfZcNGQ/hhVEt9eCNFKqiALAB566CEcP34cTqcT69evx4wZM/TPrVq1Cq+88krA62+55Rbs378fTqcTu3btwoIFC/r4iGNLCIHDWiYrxntkGaXZLLhZzWZ9sLv7bo3hWHNQedi7dHj4deBaK/kT9W3+9u1QUs1yBIHGsdq2gK/bEz2T1cuGxB1uL/arDywTutivpzw/A4MLMuH1CaUpQIR2n1ZKe8aV5fbyytAYy90a1I0wHVa5x4YD4dBKHxJlr6wNx+ohhFKaou0H0hXjxrkA4K5TZlmt+S36LHfVKQuOH+t+lnbTMaV18vSK2OyN1R1JknDpMOV9tuFY32y46fV58fCyh/UHKZtPuX645ZP6xxYvW9zpgSJYwNu5hyeJU+eUcps0m4zCbPPXquam2/CfNyhNIH618pB+/YrUrlON+NVKpexP22C9ptmJ7729C7/9RCn/a2xz49AZ5YdulzfBK9fCI58M+DoSJJTnliNXnfzRghyP2trZbpGgbR8YyoOYVio4qiS8B1x/hr/3IKux3Y3rX/gU173wKe784/qwJsRC5fR4cdOLn+EnH+wHANw18wLMGNJ7xYTFAjz/vPJnSfKXC+q8Mv77v40bZPd+LFoZ6/gwr9H+/Ym6Lxd8afURfXPZ2hYnbv/953hry0nIEvDyPRfiQnXrkF/eMQnjB3b9/dPtFtx/+VC8dt8MZDusOHy2FasOhDaZqu2RlW6zIMth1TNZDd1ksoz36K7OXbibNpupPD9DXxqxYl/flAVrmf7frHsDAPBJ5VudMv3aZIe2wbP2zGM1VO6EWi6oBY/hlAoCSsA7eVAe3F7RaT+xDrcX/9quJDxuCLE51pRB/bDxe3Ox5jtX9FlVR19IuiCLAp1pcqLZqVyAeutsZzZt5/T1R6J/SPP6BNYeUgKLWcMLw/73WjB0pKYNS5YaLzj+WbJw1mQdUWvAQ6mX96/J6jn7tLeqCR61jG9ANw/vl6kB5qcHa0M+1mC71Ru4WV3qjOWCbeq+RmbuG5JomSz/psA9P4B1WqtRr0xy2Pq3QLIp50m4LWhWS9a7em7UNiQ1KyAOx1S1i9dOtVwx1tacWIOTTUpAIIscWKD8zB5JqdsXEKhsqsSaE2t6/DrGSZOuZr41JwzrDMzqKhjshklluGP6IAgBLH59G2pC3JyzK3/89Ch8Arh2fCm2PnkVVjx6Oe6/XNmv6MfL9uForfKg6/UJFOf64JXPBGT1gMANdLODrktahshmkf2z3SFcEveqE0OjwlzfmZ/pfxD09hI0/fSD/fp7Yf3R+pAf6MPxytpj2FfdjJw0K55bOB5PX9+5S2J3Fi4EliwBysqUTbJ9Hf7r35dus+B6Q9f3UO4yO6MMss40dj/OtEnPFxdNwbXjlVpHWQKe+cJYXDGyCG/efzG2PHkVrhlX2u3X0GSn2XDHjEEAgJfXHgvpGGua/aWCkiQh11AuaAyetT8HbEbcwzUy1E2bzXbFKOV5pC/WZRkz/TahdDR2yyc6Zfq1KpJ6dZ2bvr4thNLLYFpZYnkEDcy+deVwAMD/fX5cPxZAWWfc2O7GgNw0XDIs9EnzvAw7SnP7rqKjLzDISnJabfcF/TN6XDsSC1Mv6AeLLOFUQzuqeihfCMWuU41obHcjO83aqZQuFJtXZyjddrwePPwd5QbkdklYurTnWbLuaBf2ESGUYIY6Y7tTX4Sf2+1DnxZgrj54FrtONeKZf+7Guzv8zUV+vfIQ5j+/BhuOdh3Yerw+7FMfisYOMCuTpZUfCD0QyrCbH2TFa01Wh9uLc4YbhBZkzRjcc3ap01oNdYY7ffBZSLLabKDdBm3nh64CgkNn+77UVzNKXV+z/0xzSCVO0apq9keldp9yc3ZLlRCSs9vXdcX4zunp2f14BIu5I/H09WMwqiQbda0u/Mcb2yI6l00dbry3U/m571MbEQwtzMLj80dh9shC+ATw6mfHsEztunXzlOFYcusSlOUElrMOzBmIJbcuwcLRC/XrklZS5FK7qNkssn4SewpSNZE0vQCUB0GtC1p9UNMDI59P4N/qzz5cfR9oG6mbpdXp0bOBT143BrdPHwRLmJ1M/c1YJAzp789mTZ0kB2RXe5vMO93QjpPn2iFLwNhwgyy1XPB0N/fbmuYOVDV2QJKUSdAX7piMP987HSsenY27ZlaE9b00i9Qg67PDdQHXye7UaOux1OyxNgnpE9DLCLW/A4CxQq2r8XgwhqWCobhCXSv0+ZE6tLsir7ZweXx4/K0d+O7bO/W1ckYBmX4B2H1DlH8nH+mU6dfWQ9e1BGayLLJsKL0MzX71/EZyD5o9shDjy3LR5vLir58r79nGNjd++bFSPn3nzIqw32ephkFWkvM3vej7h7QMuxUVagZJ63AYKW091swh/cPe52vpUuCOWy3wNis3IFu+uujbK+PmmwF1M/SwMln6eQ3hwq6tyeqt8cX2SnX2sodOZxcN7Q+bRcLxujZc98KneOWzY3jota34/Egd9lc34ycf7Mfeqib85IOuN+A+cKYFTo8P2Q6raetQjLOMbS4tyDJvRjHLoXytVlffBlktTg8e+fs2THjmQ0z+r+V49r29aGhzYY/6UNlbJit4rUbHcWXGzjFA+T17220oH2DB0CFdd15xe316566hcXj/DinIglWW0NzhCVivESul2f6o1OEbCQBwygd6fF1XQm184e+YFdsMf5rNgl8vmoI0m4y1h+qwKsQ1bg1tLn3S4t3tVXB6fBhRnNVpkukeda3mK58dwzI1S3HN2FIsHL0Qxx4+hpV3r8RrC1/DyrtX4ujDR7FwtNIDP/i6pDUEslv9LbN9vSx/8vqEXuIcbrmg1SKjX4bWWa778rY9VU2ob3Uh027Bi19WGrJ8cuAszoSYFaxtceLuP23AN/66uctrsBACz684iHNtblT0z8AXo+jiqTVjuWSc/1z0y7QFTJr1dpvRMiKTB/XTszyh0rZLqWrs6LLZilYqPqQgE5kOZUuMy0YURtUw4oL+mRhdmgOvT+gdGXtSY+gsCCjvjzR1x3Bj84uuGl90NWmijb9Q7sWxMKwoC2V56XB6fFh7KPIKk798fhyvb6zEa+tP4EfLOt+/jZl+C/rDglwIeOGWlPWDxkx//8zATJaWpVbe28rXC/V5x//+Dr/yRZIk3DVTybj9e2cVOtxe3P3yBlTWt6M4x4G7e9hf9HzBICvJaQtC+7KzoJH2fbXmG5HS1jPMCnM9lrH5gKdBuQFZ85VjET7latPeFt5C0A63V0+hhxK8ZuuNL3rLZDUA6Nz0wijLYcXtFw7q9PG3t5zSF5ICwLbKBjg9nWfDtquNNSaU55q255S/Bb5/3VSmw8RMlj0+5YL/9a89WLr1lN7I43erj+DJf+yGEMDQwsxeW8Z2WqtRmwXXGf+Nyl2Tg1/8wj9TG3zTO16nrB/MsFu6LR+NJbtV1tc4aLPFsTRr0CwMzBkICRIcvhEAAoMsCRLKc8oxa9CsHr+O8YG2p0yWFsCGsq4yWkMLs3DnRcoDxU8/2N9r84aP9pzB9B+uwIz/+Qg7TzbijU1KN8tbppZ3ynLPGlagdzgVAhhZnI1xZco462lrAa1cr1ad7XYHlAsqersmHjnbgjaXF+k2C4ZE8KCuPQxqM+5d0SbYLhrSH8OKsjFlUB6EAN7f2XNGU/OHNUfxyYGzeG9nNf6wRunMeq7VhVc/O4Y3N1Xigb9swe9XK2tGHps3KuxJvK6MNAScRdlpIWeyGtpc+Is64x/ccS0URdkO2K0yvD6h76FktEvvXmtu+fHc0cqxar8reL3AqlXA3/6m/N/rvxdp5YLGdZB56co40Nb0AsY1WYYtBbo4d7tOR7Ym0CySJGGO+vNH2uTLmN0BlICrOuj3Z8zgp3knAgBc0mEIydXpdflBQZY2gWKz+APWUB542lwePeM/MsLze/WYEtgsEvZVN+OJpTuxrbIBuek2vHrvdFMrXpIVg6wkt0e9APXWhjZWtGYbh2oif0hzeXzYcrwBAMKq3wUCmw+4zykPAbb+6r4ePglC+GdrQy3jOVrbCp9QFraHsmA+J11rfNF9JqvV6dGzY90tNtZ879rR+NktE/HqvdPx53unAwA+3l+Dd3f4L8Jur9A7VDW2u/Hf7+7Bks0nsV3tijfRxH2B/NdsEZNMVjzKBVudHry1RRk4L901Dd+8chgA/55V2nrD3hjXagAS6pePhc9phfDIeGTecH1jXaDzPU8bD0MLs2K2Zqg32h5wWtYnliyyBc9f87xaCqMEWS5ZaUJgXEtkDBS6IxvGZHe0NVl9EWQBwNcvH4rsNCt2n27Cz5d3ztBpvD6B/3x3D1weH1pdXtz828+wrbIBVlnqcq80WZawaIZ/Rvjx+aNCGi8F6t46dS3KQ682mWC3GNfA9HxN3KZeT8aX5UYUnPTP0gK97jNZ2vpT7dp/7QRlofy/QwyyjO3F39xUiXaXF7f+bh2e/uduPLZkB5btroZVlvDdBaOwYLw5C+qvHlOC/Ew7irIdmFieh1DevX9YcwST/nM59lQ1Ic0m49Zp5WF/X1mWAjrpBtM6y5q9xlPblPizw3UQby0FKiqAK64AvvQl5f8VFUpJCfzlgsZ7Z67e/MIfMHTVrCF4NDZ1uLG/WnnG0daQxsOc0UoHvI/3nYmoHPi3qw+joc2tZKrLlWYR2jKADrcXz/xzN/74UR76ux5Bpmc2srxXKZ+zbO30tUqzS/UgS8sQa5M6AfsyhlQK3AwhlMmQSJsD5WbY9Pfu21uVieD/vGFs0ncFNAvDzCRmXH9jxqazkRhaqARZ2j4WkThwphkurw+56bawyxqMzQc855Sbjy0okxXuHib+7GBoD7+hZLJ2n26CTyhtkLUyiu6k2Sz6PmROjzKLrLVITbPJGFOagy0nGrC/ugmTyvPw8w/349WgNQyTuuheGCnZMO3dqtakZ5mZyVLLBVv6sLvg5uPn4PEJlOWl46oxxbh8RCGW7zmDfdXNsAY91PZm4ULghhuUgL+qKh+5BVfikksk5GYo56i7hciH47geS6M9sJ3ogyALABaOXogX57+FZ9+2Q8AFl3QMgLKW6BfX/EIvdeuNpC726e49rWwmrgVZfdMQqCDLgZ/cPAH3/2ULXvnsKL566WD9wcXt9eHXKw/B6fFhSEGmfr4tsgSn+oB09djibh907rmkAlkOK4YUZOLiECeiCoLWbbi8/kxWb+tUNx+vx28/OaJvjD6xPLKHdi3Qq+0mk9Xh9urdLbUqhgXjS/Bf7+7BpuPnUNfihMvrwx2//xx2q4xX750esDC+zeXRO/UBShnd7b9fh4M1LbBbZQzITUNBlgNPXT/G1A2pS3LTsOqx2bBbZKTZLAETRF2d0yNnW/QSsXSbBT+5ZULED7WD8jNwqKaly/fsrlOxmXSdPCgPDquMs81OHP76YgyrC+xoiVOnlA0DlyxBTbMyUVBkDLK6aOPuVdcIWi2GtuNBJ2/riQb4hPIzx3Mz2hmD85Fht+BMkxNbKxswZVDoAZ/PJ/D2FiX4eOSqETjT5MT2ygb8e2cVvnrpYCx+fZteBpyFK5HlvRIA1P3vVuhfR4KEgTkDMWvQLKxznwPgf2+7De9ttxq89lYKDPgnOC6MsrvtgvGlehnsjMH5AXuvne8YZCWxI7WtcHp8yLRbYr64uztaudGRKIIsbYPenhpCdMfYfMDToGWy1NJFX2Cf4lC7Ah8KsyV+KJsRa/tjhVvG4bBacNGQfKxUL2CXDS/EwH4Z2HKiAQfOtMDnE/oFWpNmkyPq0Ngdf+MLf7bJzDKALEdgq+m+ENxB0G6V8ed7p+PNzScxfXB+2IGPtlZDEbjOQu5mlvawnsnq266gRsatD/pKsX06gG0YXpyG5+b+GaXZpZg1aFZIGSyNseOl0aGaZjisFtitMtrdXlhkqU/3H5s3tgSTyvOwrbIBL605gu8uUPZh+vnyA3hx1eGA1z54xVBkp9nw3Pv7kGG34OE5I7r9ug6rBV++KLz1Df31AEeZoHF71MYXVmO5YOAJbGxz4+G/b+3USW1ahA9hpWoZbHcbK288Vg+Xx4fiHIf+nivNTceY0hzsqWrC6oNnse5wHY6pAfPvPjmCZ77g7wq47UQDPD6B0tw0XDa8EH/fVKlv7v2bL03BXHUPnljIMezl2Fu54H+9uwdur8DlIwrxyj0XRpW51jNZ9YH33IY2F06p+8KZ1fRIk2azYOqgPHx2pB6vTJ6AsdWVaMgYD5tvMG7c8wkK2hqVk7B4Mc7+x/8BAIoMQZGeyTKUC/qbNRjLBQO/r3adnlYRvywWoPz888aW4O2tp/DmppNhBVk7TjWiuqkDmXYLZo8sQlOHG8/8aze2nmjA42/txLLd1bBbZHxn/iisO74Dy3bVwSLy0WD9Mzyyku0KzvSX5qkNUBraIYTQJ2rsVhkedSI0lEzWanWZRqiVG935wsQBWLH3DM61ufGzWyfGrTIjETHISmLr1Q5z48rMW38TLi3zVNviRFOHO+DGEyptrdKECLoKas0HTp0C3GomS7IoFxfhU8oQ/HvChBZlaU08hoW4zi2vixtIMC2QnBhBhumqMSV6kHXDpDK9JfOBM83YdboRZ5qcSLdZMHlQHj47XIfFc0eYtocV4H+g9fkE2tQgS8s+mUG7AQdvVhlL2nvnoiH+h8einDQ8eMUw079Xd1sIxLOzoKa8h9KjWNFK0GYNG4Q7xs+P6GsomRgR8J7+24YT+N7bO2G1yHh4jtK9cHBBZp92XZUkCQ/PHY57Xt6IP687hjsvugC5GTa8EtT+OsNuwd0XV6Awy4EJA3NR3i9D/12YRc8iBa3bsBu7CwZdEn/0wb5OAVZ5fjouj/AhTNsCQ1sfF0xrNz57RFHAg9nskYXYU9WE93dWB+wZ+O6O03jyujF6xzItC3ZhRT5umTYQf1fXtt08dWBMA6xgxlb6wXeZFXvPYOX+s7BZJDx9/ZioH0D17HPQe1ZrejEoPyPshhqhyO3YCaAMv7twApqtx1HiehYA8NsZ12HFH/4Duc5WoLIS1fXKda04x7gmq4tMlqFcEN1kViNdqx0Lt0wbiLe3nsI/t53C1WOKMXtkYcDvsqa5A5/sP4tLhhVggGFiRx/jo4rUJiAWzBicj8+P1Ovj9ekvjMGiGRfgq5cOxlt7lmLxsm+hqblS/xrBmX5t4qjV5cUf/+LG2TrDektJDbJ6edxpbHNj6wklI3bZiOjOb5rNgt/dOS2qr5GqGGQlkeP1bWgzTPYv26XUykU7CxGN7DRl3dLZZieOnm2NKIjYeqIBQGSLdbXmAzffDHgbAx9ShFsJBHJyJDS7wygXrNFaxob28KuVfbQ4PWh3ebsMcCLNZAHKxf1UQxvyMx1YML4EW9WH1P3VzfhILeeZPVJp13uuzW3+xquGTIxWLmhmJitPLyXpvT2wGdpcHn3tWm8dBM3Q1UJkr0/oZanxak0M+B/YKuvbIITokxnILeqNPaqSVr2DlvL/v64/ju+9vQuAsj5B23B2solls6GaPaIQ0yvyseFYPb779k5cOaoI7W4vRhRn4Y93X4g/rzuG+eNL9bJhbb2L2fT1UM2B6zYCugsaLooujw//2qbMnL9wx2RcP3EAdp5sxIC8NKTZIptUGayWah7rIoivamzHm5uUsrPrJgZ2lLxiVBF+s+owPlSvb6W5aWh1elDb4sKmY/X6JsIbtSBrcD6mVeTj+dsnoaqxA1+5uCKi441Udx0vPV4f/uvdPQCAey8djCGF0U+oaJ1Itdb6Pp+ALEt60yOtKYqZlu5dipdr/xcl+CnSfOMhe/z3mNqsAVh87S14eekraHRkokGNo4z7LuV1US5ozGR1NRFV1+LUA8dw12rHwkWD+2PyoDxsPdGAe17ZiG/NGY5HrlKyzy1OD774689wqqEdRdkOLH/kcj3Q1YKseYYNdm+dVo7P1f1FH54zPKA8/aYxC3HjqBuw5sQaVDVXdZnpf+9fFog2B6QMJx78dhv6zfUhrQzYsknGiPHdd2o0Wnu4Fj61ydPACPbIotAwyEoid/1pE043WvG5ayfuvXQI1h6qg0WWQt5RO1aGFGTibLMTR2pbwg6yGtvd+j4NUy+IrCRFaz7w8MM2eFvtsGQqD+s22YIlS4Dn9gLN7tBamjo9Xn1WP9SOjVkOK9JtFrS7vahp7ui0BqSxza0/ZESSrbNZZDw2b5T+d63jYU2zE0s2Kw8pc0cXw2qRzQ+wELjPWLvaDz/TxExZX2eyjOuxBvaLfSlZVwuRj9e1osPtQ5pN7rM1Q10Z2C8dkqQEz3WtLj37ESuN7W59Dc30XvYh64mxG1mH24tn31PWu8wbW4yP9tbos+SXxmEGXJIkPHfTeFzz/BqsOViLNeq6hzsvugDl+Rn43rVj+uQ4tFK96sYO/OU1HyprDR3I1NcYr4h7q5rQ7PQgL8Omb2LbW5Oe3miZrMr6Njg93oDNZH/+4QE4PT5MH5yPS4MeoieX5yEnzarvPXjL1IE41dCBt7acxAe7z2DGkP7ocHux+bgSsE9XyxlvmBR5e/ZoBJYL+v/80d4aHKtrQ36mHd9UN26N1iR1bdmxujYs33MGTyzdidGl2fqYnxbhfbQ72v5NTrkKHtTBiv5I9ylZi3PWl9HPcw8+HnYN3rdWYk+uEnT0z7QHdKDVr/EB5YLKeLQaywUN33fjsXMQQukq2Ns65r4gyxJeumsafrxsH97YdBK/+vggrhxVhEnlefjlioN6qWZNsxP/t+4YHrpyOA7VNOPI2VbYLTKuGOmfDP/i5DI4rBZkOpQSwmBa19CuLF2qTCoXfSkDaRlOWPPaIFmUc/mjZ2U89P9pr+z5eUfrFBnPSfrzAbsLJgkhBLxqkPCP7VW44ddrASi1sPGehdBm545GsC5r8/F6CKGU9UQTIGgbRY4s8z+wXnShjIULw9uM+OCZFnh9Atlp1oByh55IkoQi9bVa+1qjHWo55KD8DOSp+8ZEIzvNppcLnG7sgCwpM7+xYpxl1JpTZJjY+KKvg6z16gzijCH5fZK56arxhb73S1F2XDdrdFgt+ganJ89Ft6F4KNYfqYNPKBMzxgYG4fIvlFdKP1ucHhTnOPDioql6qeCEgbkBs8d9aUhhFr403b8VQ6bd0mXnwFha+1EahFeGVwh85YEOLP9Yee/u3W3pMruqZUImDswzrfy8VG084fEJvYMsAOyrbsIStbvnE110S7RaZNyidt+zW5U/XzNO+V2+u+M0jtW24pt/24oOtw+luWkhVx3EirFc0HhOX9+o7HF0+4XlpjULys2w6es47/vzJtS2OLHmYK1eVml2dl7fv0nyosH2sv7xdnkTmqxL4XE3Q5KycMvIV/BUvycBALXHMrRmg+oxqy3cDdUK/nJBuctrpJapM7sdfTQKshz48c0T8YWJA+ATwLf+thXrDtfhj58qWwdokxP/2HYaQgi8t1PJYl08rL/eIAtQ7gnXTijtMsDqScCWNfXqGvSCZv8SCY+M119XXtvb8842tYJoRhSTXdQ7BllJQpIkfPrY5bhtiNfwMeitp+NJ2z/lcDd19z3ZcFSZibzQhIWtFgswYbA/4NTK9oyb6fZmq6GUKZwH8EI1A6C1rzXaqK7/mWZiC1pjU45pFfl6S9dYMJ6Gdr1c0PxMVk9r2sz02WF1X57BsS8VBLpek7Uvwg1eY0HL5vVFG3ftQfDiYdGde+NC+X3qw9j0wf0hyxK+NWc4tj91Nd564OKIy9zM8LXLhijrnwDcPn1QwENWrC1dCtx6iwRPg/K7teW1QXYoWaGXfm3FmtXK64xjUsswRlLy3R1JknCp+rv+w5oj+HjfGZxqaMeT7+yCEMpD6eRumgh8+5qR+MEXxmLpAxejPD8Dl40oQFleOmqanZj901V658MbJ5fFfaG9HBBjKee0w+3FOnW8mx1ga91ng5XlpZt+TTHu39RqXYWzth+jyfJP1Np/Aey9ES3rlA2ksyZWwtpPeQZoq8nAzTfrXd27nEjrqlzQGKFqQdaoOHVO7sl/3TAOZXnpOFHfhjte+hxen8B1E0rx7E3jYbfIOFjTgn3VzXhzs7Ku6voJ5lQbGbescVYrwaejtFHPZAmvjPr6zqXAwTrcXr1cfbyJXTepM5YLJpmZRQItGSV4b3c1Hpw9zJQa72hF02FQq6mfbtIDr7EFfLr6gKVnskJofLFFnd0Jp3sQAEMmq/MGkVrt9YUmzhhNKMvVF6jf0s0N1yzG9rraBsgOE5sJ9EUmq9XpwX//ey9OnmvTf8d9VUrWVZC/T937JdINIM1U3i8DG4+dQ2U3HeDMtFYtUbkkynVIkmFNkVaKW2HYD0trGR1PA/LS8df7ZuDAmWbcMjX8PZEiFbxBu61/K6x5bZAdyvtLOG14/nlAvjqwoEjrMGl2t8trJwzAO9tOY8W+moDNXNNsMh6bN7Lbf+ewKs1BjH//4cLxuO/VTXB5fRhVko17LxncbcDRl7raIHvLiXNwenwoynaEtKl9OL5+2VAUZ6eh1eXBDRPLcPNvP8PBmhbcf/kQ05tglWYHrpdrs65GG1Yr3XuXPY8WX3/kXnoQaeX1kNPU7QJqlMBo8WJle4uumkN5u9gny1hqeVDtvpoIE1HBcjNs+OUdk3Hb79bp3S2f+cJY5KTZcNmIAny0twaPLdmOyvp2ZKdZsWB8ae9fNATGLWtcVXkAAHtpg77+XHhk/U3d09PO3qomeHwC/TPtGJAb/1LMVMYgK8lIEvC/t47H/3jGm1J6ZgYt0DtW26ovwg1Fh9urN4SYHuU+DZrBhgeE4Fns3haCCiH0oG9KmFknrWZc28/qwJlm/OBfu5Fht+odsILXHUTjK5cMxu7TTSjPz8DCKbF9yDDWyxsXz5tFeyB2enzocHtNzz40dbjx4F+36GtjAKWUbEAftfb2B/l+e6riu4m40UC1+UWsywWPnG3BwZoWWGQJM4dGN6liXFN0Qm1lHa9tLHpyYUV+1HvQhCt4g/Z0nIWtsFnPZHk7bDjTJqEUgYG/9vs3e53i3NFF+PJFg7B8zxm4vQL1rS6MHZCDx+eP0tdsheryEYVYtngWjtW14tJhhX3aObInAZks9aRqHWUvrDC/LNkiSwHB5TsPXoLTDe0YHoMmOrMGzcLAnIE41XQqcKLy+CygqRxeAO2Hi5AxvAb2QiUwclblQQigslIZj/2GKtf4pi66C1pkqVO5oBACp9U1TuUJ2pRh6gX98Mb9M/H5kTrcMKlMX8+6YHwpPtpbo+9Z9qUZg0zr9mvcssZVkwPhkWFJdwPpynn1ddgABJ7LruxUs9bjI9g2h8LDICsJSZKkd+tJBAP7pcMqS2h3e1Hd1BHyw+u2yga4vQLFOQ6U55tzYzdmsrSHdb2Fey/1gsfr2nDyXDtsFins0j5tPVl1k5LJ+p9/78XaQ/7Ww5cOKzC1RXN+ph1//MqFpn29HhmyBk59Z3nzAqFshxUWWYLXJ9DY7jY1yDp8tgVf/sN6VDUqv5eCLAccVhlPXdc3zQcA455Oyvhr6nCjsl55gIjXJuJGfVUu+P4udX3C0P5RTxD5s4NCL9GNZo1XKjHOdjtP5wEAHKUNkNPUBzGnFZJVyUhrJUUer09/j5i9xleSJPz3jePx3zeOVxuV+KJ66BxSmJUQFRxGXWWytHK30aWxz8RkOqwxCbAApQnD89c8j5vfuBkSJH+g1eJ/4m/ZPggZw5UspbfDqo87QBmPg8ermSxDkOX2GjJZ6se0r93Q5tbvNcW5sW3GE40pg/p1qnqZO6YYmXYLWl1epNssuG/WENO+n3HLGuGT4arJgWNAg/554bQhXz2cnp52tleqe5Mm0Hq3VJUY00CU1GwWGYPUUp1wSga1tUpmzvQZgyyv2r1Iu4T3lsnS9uSYekG/gM5IoTDuXdLi9Oi1+COKs3DN2BL86OYJYX29RCIbSjn8QZZ5lw5JkpCjbuhs9rqs//zXHlQ1dqAsLx1Lv3ExNn1/LtY+fmXEm6tGIrhccF+VUgs/IDctIbLR2kzxqRhmsjxeH15brzQBuH5i9OsT/OWCwDl1zPTLTJyJp3gKmO1WS4ocZQ1611VvcxqCZ7urGjvg9QnYLbK+vjQWJEkydQ+/RKQFCtr7fHQCTKREa+HohVhy6xKU5RjWlmX5o/n2I0VoP6Zkp5s+HwZ4/b/j0lJ/SXiby6tXQ+iZLEvncsHTjcq1qCDLbuqEXl/ISbPhxS9PxRUjC/HbO6ea2rFV27IGUO4rzpOBAZ7PacOXv6z8uadJZf/epHmmHRt1jZksMsXwoiwcOduKfdVNIa912aCvxzLvgTfDbsX8cSX4cM8ZfbGxv5Sj5yhr9cHIW5pWGPaD+fRgLVxeHy7on4EPFl+W9Ol4i17KIeBS12SZXaaTl2HHuTa3qeuyzjY78ckBJXD+6/+bEXZpkln0NW3q3w+paw1GJMhaAy2LfPJcO3y9zURE6KU1R3GqoR35mXZ8wYQgy9jCvaFNCR76JUDAmgiMs92ehgy4G9Jhy1MeWt31mRBOO4qLArOWZ1uUbGBhtiNuG9snO1lSggQhlHF5rE6ZcIznZuNmWjh6IW4Y6d+/qSijFF9ZIXDqlAQhJNT8fQYsmU54W5XSeUlSxuGsWQAkGyRJOTeN7cpejh5Dd0HZcI8BlG0HAKAkSdcLXTaiMGat0f1b1gB1J/ORM13pbChcVix5U4I8WMJrRwLLBZ0eL/7fq5tw8EwLfnH7JH2924RyZrJijZksMoXWZlWr9e2Nx+vDluNaZ0Fzswr/e9skrP72Ffomn8ZZ767UNHfg5x/u17tVzRoW/sVRy+TVtjjxz+2nAABXjipK+gALgP7Q5fPFJpMFADkxaH6x7oiSTRxdmhO3AAsILG0DgFMNygNuoqw1KMlJg0WW4PL6utyCIFo1zR144eODAIDH548ypRxUe181Oz36wxqDLEXgbLeE1h3+phutO5V1PI8+GtiBrJHZwKhpWzH4hMA5Q7lbsgYKXdH2b7pj/B2YM3Q2nn9e+ZmVt6MUEGABwC9+oYxHiywhJy1w03mvYZ+s4NukVnZfksMS4K5oW9a88Sv/s9P4ikwsXNj1vozv7azCmoO1qG7qwO2//xxCABf0z0iI/cdSHYMsMoWWdtYW+/ZmT1UTWl1e5KRZMdLkWvI0m0XfRwrouYW7EAJf+dNG/PLjQwCUDmVjI2hGkJtuQ3+1jbq2N8bc0cVhf51EpJ0/rxAxaXwB+LtPnWtz9fLK0K07rHWy65tW7d0JDvJPNygPEH3VeKM3VouMAXnaXlnmr8v63+UH0ebyYlJ5nmmdMLVkS32LMl7SbHLKl6GFQ5vtLisDGj8firoPx+LcylHIOT0ES5YAc65UXqddE88xGxg17X3u9fmbNiRjuVs4jOPMaOBA5eMLF/o/FtxFNqDxBQKDfq1sPJ9Bf7csFuC6q+149KoRyE234f7Zytov/X7j87925b6znf59XzfkOV+xXJBMoWWyjta24myzs9eNhT9XswzTKvJjXp7S1T5Fmv1nmvVObwVZdjx53ZiIj2dieR4+VlsUZzmsKXMRs8S48QUA9M9SHu5qW8zLpGiNR6Ldkylaxk54gH/tU5nJXdyiMTAvA5X17ag814aJZeZNemw6Vo+/qxuyfu/a0SZmdpWvU68GB3npDA6CLVyotM9es0ZGVVUFSkuV0i2LBdilJNsDGg0A/gdhCp+/rBp6E5HzoRmLf5wpTS6M48woL8OGE/X+sRbQ+CJoIlQLxDgee/fNOcPx0JXD9GtrcBMRANhaqVQNDcrP0LdquGGSOXt3Uc8YZJEp+mXaMXFgLrafbMTSLSfx9cuH9vh6rdPY5TGqWzaSDTe/YNqD+BUjC/HyPdOj+j7TB+frQdb8cSUJ0144WsbzF4t9sgCgOEfJpHS1mXMkKuvbcKK+DRZZinuw27lcUA2y8hKnVKM8Px3rjkDvemiGdpcXj7yxHT4BLJxSZurvQTunrU6lLXmmI3WzBdGwWIDZszt/XA7Krmpd3xKpa22y0ebmvD6BKrVxQ2kKlQr2pLtxZtRjJivoHt3IoD8sxsmr4OedNpdHv67/7WsX4Z2tp1CWl45Zw2P/7EUsFyQT3TF9EADgfz86gIPqbuJdOdXQjq0nGiBJSjASa8EPuUY71X26Joe5+XBXbp1WjqGFmSjIsuMbVwyL+uslCi2z5/X5ywVND7Kyu9/MORLaeqyJA3ORnRbfG7UclL3RsnWJVA+vrQ8zs1zw/z4/hhP1bfpGnWaSg4KsDDvnC8MRnDloYEYwarJhTVatWsbaW0XH+SQ3aENi4/re4GoTZrIiF/ze1gKsnDQryvLS8eAVw/SmYBR7DLLINLdOK8es4QXocPvwgrrGqSvvbj8NQKkJLsqJ/YNmcHc3I+OmfNHKz7Rj+X9cjs+fmBPQSj7ZaQ+0Lo9Pn/k2u1xQy2Sd6SGT1ebyYO2hWj3Q64nWQl9rfhJP/vbEAu0ur/5w0S8zcR5oB+Zre2WZl8nS1iY+eMUwfdG7WbT3dKtLyaxyPVZ4/HF/YLkgM1mRkw1l1U0MEjoJzmTpQZZNNjRrQMBrcnj+whZcLqiVB2rNuahvMcgi08iyhEeuGgEAWLmvBm5v1w/D/1SDLDNaOYfC+JBr1OL04Eit0mZ3vEmb8smyBKsltd5W2sNDu9urf8zsUsiiHGXG90xT95ms+/+yBYv+sB53/nF9j3uACCHwmdr04uI4N70wEgJoUDtrWWUJmQkUGGiZrEqTMlkNbS5sV7PEc0YXmfI1jbTAv6VDy2QlzrlMBt2VCzIoiJy/uyAzMV3RAnh/kKWVnlv82X6uyYpacOmlHmTlM8iKh9R6GqS4mzgwD/0z7Wh2evQW7UaHz7Zg9+kmWGUJC8aXdvEVzBd80dHsOd0EIZS6eTM3DEw1WhlMTIMstXSuptnZZQB1uqEdq9U9r9YfrdfX0hk1trlx84ufYfAT7+FMkxMOq4wpF0RfBhotY438uVYtY2BPqPb+5eoNuKqxA55uJkfCob23BuVnxGTxvzYm/eWCDLLCoc92q++1lg5lXMa7tDaZGddkMUjozJjJ8vqE3vgizSZ3yr7w/EUueFL5tL4GOPWbsCQiBllkKlmWMFPNHmw4Wt/p8/9Ss1iXDi9Afh+VS8lBpQiaHepMu1lZrFSlnT+nGmRZZUmftTWLlslyeXx66ZLRZ4cDg6p/bDsV8HeXx4f7/7IZmwyB/RUji0zZkylaxpuevvYlwcqyCrMcsFtleH0C1SY0HzmgrskcYfL2DBpt/DWrQVa6jWuywhFcntWmll0yWI2csVywkY1EOtHW+zW0ufQsFqCuydKvkcr/WW4ZueButudalXsOJ5Ljg0EWmU7rIrYxKJMlhOjzUkGg+3LBXdp6LAZZPdJaE2sPYmY3vVC+pgXFaqB1vL5zyZrWSGV4URYAYOX+swEZr198dEBvdlGQ5UBBlh0PXZkYzUeMawL1Lm4J9vAgyxIGqjOdWvfDaByoaQEAjCjOivprdUUbkywXjIx/Lx3lPaRlqXkeI6cHWT5/IxGuKfLTzkVDuxsdbn+2PM1qCag2EUKgxaW8r7PSOHkSruDKHW2bi0RaA3w+YZBFpptWoZRobT1+Tm/TCgBrDtbiyNlWZNgtuGpM323UG1zvrdmhBlnjTGh6kcqC12Q5YpQd0pqFHK1t6fS5w2eVj912YTnSbDJqW5w4qD7IVzd24HerjwAAXlw0BZu+Pxebvn8VxiVI8CwZpha1QDXTkXgPD9q+XZXnog+ytKB4ZElsMllauWALywUjEjzb3cYGIlGzyMZMljIumYnxK1D3QqxpcqJDvZdYJAFZlgLKBZ0enx4gsGto+PTKHfUkapmsfG40HhcMssh0o0pykOWwotnpwf5qfyv3360+DAC4/cJBfVr739VmxE0dbhw5qzS9mDgwr8+OJRlpQYI2+2iPUWOPwQVK1uOo+nsxOqx+bExpjp4pXXtIaW7x5qZKeH0C0yvyMb+P1vmFw1+uKmK2z5gZtIXRJ+qia34hhNDf98OLYlQuKAUGWQwOwiMFTTx1aEFWApTXJitZfUt72V2wS/51n+36Wkqbes6M5YLtLn8pIcdj+ILnlJnJiq/Eu9NT0rPIEiYPygMAbDqurMs6VNOMtYfqYJEl3HtpRZ8eT1eNL3adVLJYA/ul99nasGSlzdB26Jms2Fw2hqiZLK3jo8bp8eodkoYVZelt2dceqoPPJ/DG5koAwO3Ty2NyXNHzdx1zurW2xYn38KCVYmqlfpGqaXaiqcMDWQKGFMZmKwMtk9XMcsGIyIYSaiEE2vRyQWYOIqVn/F1euNTmMSwX9CvMcsBhleETwD51EiZNfdvquSwh9IoJu1U2fe3v+UAvT1efd7RmS3zOiQ8GWRQT+rqsY8q6rL9vVB6ErxhZhIH9+raVaFdrstarTTmYxepdcLlgrDJZ2gP5gaCNrE/UtcHrE8hyWFGY7cAlw5TGKuuP1GHt4VpU1rcj22HF/HGJl8UCAjfDdsZoM2czjCzJAQDsPxNdkKX9/ir6Z8as8Yg2BFucygNEOoODsBjXCbq8Pr2smxnByAVnVwEgk+NSJ8uSns3arK7XzrZpn1P+L2AoXU3AiahkYHzecXq8+nhkuWB8JN6dnlKCHmQdrUeH24u3tijd4G6/sO+zDXoLbfXvPp/AW1tOAojNHj6pRssaaA9iscpkTSzPAwAcrGlBo6HD4FE1szW4IBOSJGHsgFzkpCnlqPe8vBEAcP2kAQn7gGjckyiRywW19VMnz7WjzdPLi3tw4IzW9CI2pYKA/4FWK2HN4ANZWPyBf2B5FjOCkdPOqVYKx0xMZxXqhrjaZvE5duWeogX9Pp/QKyYYZEXGWLmj3UdlCchmE5G4SLw7PaWEyYPyYLNIqG7qwP/35nbUt7pQlpeO2SML+/xYgveEWXu4FifPtSM7zdpne3Uls+DnBIc1Nje/giwHhhRkQghg3ZFa/eNakFWhlhNaZAlXjFKCY49PIMNuwdcvGxKTYzKDcSGyFhQkQmv5YPmZdgxTSwY3nZX0rFu4DlRr7dtj01kQ8Af+GgYH4THOdmuZA5tFgi3FNlLvS5agvdsYJHSm7Vu4X81252vJFcM6Ina6jI6xqY2Wxcp0WDtdM6lv8IpKMZFms+ileO/uqAIAfPuakbDG4SYuB63JenOTksX64uSyhHzYTTR6d0ZVrMoFAX9m8eHXt2HJZuX3ZMxkab5/7RjMG1uMq8cU460HLsYF/WOz9scMspwcmSwAuGZsCQDgrWMWzPzRKqw5eDbsr3GgRm160QeZLE2iZjETlWTI7rczc2AK7TrZzI6X3bpseOAk6+Ac5aZsvEdrQT/vzZHxn0v/BArLVuMnMe/0lBKuneDPEn1rznDcMKksPgdi6Fzk8wn9wfGGSX23V1cyCw6yYlUuCAAPzB6G4UVZcHp8ePytHTh8tkVvhDG4wL+WrzDbgd/dOQ2/v2saRpfmxOx4zKCdP6/PuCYrMR8g7p89FJcPVxqLNHd48Ogb2wM2Du2NEAKH+qBcsHMmiw8R4dDPnqFckOcwOtr7vJUdL7s1riwXM4coa2qLsx0Y108rF1T4hNDHI89fZIylwPom4w6ey3jhVZVi5q6ZFRBC6bB005Q4BVgIbKF9tK4V59rcSLdZMIFNL0ISXGUQy0xWfqYdHyy+DF95ZSNWHziL36w8jL2nmwDE9qE9liz6mixh6C6YmPNbWQ4r/nDXFPzj3ffwkz2ZONPsxMp9NbgmxKYiZ5qcaHZ6YJElVBTErsFNcCaLWYPwyIYxyT2yzKE1b2h1MjPYk5funoYVe8/gwkG52LhmBQDDXoIA2t3MBEbDuOdYq4vnMt4S805PKUFp1z4YN08d6N+XJQ4kQwttrRV4RUEm1x+EqHMmK7YXbFmW8B9zhwMA3tpyEs1OD+xWOWmDLNkws5jo5YIamwzMH6dsGL7mYG0vr/Y7qJYKXtA/I6bZuuCGAiwtCo9xL502F9cQmUEL/LmtQM+yHFbcMKkMhdkO/WPGcsF2V+KuW00GkqHRUpuTWep4S+w7PZEJ9PawQuDUuXYAQFleWhyPKLkEP9DGMpOlmTyoH6aoe60BwOTyvKQNirWbnlckfrmg0YUVyiL1Teo2DKE4qJYKantuxUpwuWBagmYGE5WxGZDezY1BQVSkoHJBBgmhM2ZfuEYwOsYtQ7RMVibf23HDOxOlPOPmfKcatCArPZ6HlFSCk5B9Ver29cuH6n++dVqibjTcO4vsL83SHmiTISgYX5YLADh8tgWuEDsNHqzRgqzYZh0tQWOSD7ThMc52u7zKupi+mDxJZXp3QZZohc+wbrqd5y8qxu6CXG8ZfzzzlPIkw5qss81OAEBRDjNZoYpHJgsA5o0twa++NBkAcG0St9rXTp8vCRpfGJXkOJDtUPYjO1rbqu+j1ZNtlQ0AEPNmJCwXjI5x4kQLoO0JXsKa6II3I+aDbeiME6HtbnYXjIbsX4TOgD8B8CpAKS9gc752ZXO+ftz9PGR92V0w2HUTkr8DZGALdy3ISvwHWkmSMKw4C1tPNODAmeYugyyXx4cf/Gs36lpc6Jdpx94qpUnJ9MH5MT22TmMyCc5nIjGePW2dIIOs6ARvRswgIXTG5lQdCd4cKNEZOzVqa7IyHXzUjxeeeUp5/ouOfwf03HRb/A4oyXQqF2RZUVgCWrirs7TJ8gAxoigbW0804KC6eWiwNzdX4q/rTwR87OKh/QMWtceCMZNlkbmJbriMQarW8ZLlgtHxb0bMzXTDZWw77vaqQRbHY0QCm9pwvWW8MciilOfv7ib0TFZeBoOsUAW3y+aMd3iM48+VROWCADC8WGlgcUBtaBHsU7XzYHaaFbdMLUf/LHufrJ8zNr5I43gMW0C5oJflgmaQO5ULJsd7PBH4ywWFHmRxPEbGWLnTxsYXcccgi1Ke8aLT0O4CwExWOII7ufHmFx5ZSs5yQcC/N9mBmq4zWYfPKsHXL++YjCtGFvXZcRkDf5ZlhU8yFAxqzViYyYqOrGeyWC4YLn8HYP81ktnpyBjLBVv1TBYf9eOFo5hSnt54wJDJYpAVus7rX/jwEA7Z0MK9I8kWdWtB1vG6Nn3tjsbrEzhWp+w7N7Qgti3bgxnLBZPlXCYSyXDn1x9qrfHbyzAVaEPS41O6NTKTFQ7/RJRb7XbJICsyxknlDrbDjzuOYkp52kXH5fXpi2pz0hhkhSookcVMVpiM+7QlWyarOMeB7DQrvD6BI2dbAz536lw7XB4f7FYZZf36dksEY+CfLOvbEklA4wt9TRYfxKIRXFbNICt0xg7Abna7jIqxPD3Z7jepiGeeUp5282vu8Ogfy3DwBhiq4EwWy4rCYzE2vvAkV+MLSZL8JYNBzS8O1yqlgoP7Z3ZqqR5rxiGYxsxq2CRj4wt2FzSFFHSdZIY1dP7AwLBGkPeZiBgrJ5Kt0VIq4pmnlKc9AGpBls3CbmTh6LRPFh/GwqI9fHm8Qi+FSaaSyxFq84uDQc0vDqsbDw8pzOzzYwosF+R4DJfxLe1k5sAUwbcU7pMVOr3xBfzdBVm+GhnjGmAGrPHHM08pT1uQ3OJU1mOxPjk8nVq482EsLFpA0GFY05RM53B4kZLJ2lcdmMk6UquUD8YjyAooF0yigDVRGBtf6EGWhQ+10QjO+LNcMHSSocRN3xyb5asR0e43Pp/QS4EdfOaJm+S50xNFSHt2aOnQWutyhjEczGRFRzt9WhYLSK4ga/zAXADA9pMNEML/MxxROwsO6eOmFwAzWdEyxgNaSRHf19EJ7sLKcsHQaWfOWC5oY9AfES1p5ROG8nS+t+OGZ55Snj+Txf1LItFpTRYv2GEJPn9WWYI1ico3xg3IhVWWcLbZidONHfrHtUYY8c5k8WE2fFJX5YJJNCYTERtfRE7viAdhKBfkeIyEZFgDzD3w4o9nnlJecOMLNr0IT3BPA86KhSd4hjvZzl+63YLRpTkAgK0nzgEAmjvcqGl2AgCGFMY7k8X3c7gCywW1TBbPYzSCr5MMskKnxac+Af+G7Qz6I2Ix7svoZnfBeOOZp5RnCc5k2VguGA7ukxWdTkFqEgYFkwflAQA2Hq0H4M9iFWQ54rLnHMsFo9NVJovlWdEJnkzh2t/Q6Y0vjPtkMTCIiL4mS/gzWbxnxw9HMaW84HLBdM4whoXlgtEJLiNKxlnFS4cVAABW7KuBEAKHz8avsyDAxhfRMp4/fZ+sJByXiST4Osn7TOj0Fu4wNr7geIyENgy9xsYXfG/HDaf0KeVpD7n+xhe8+YWjU+ML3vzCErx/TjLe8C4dXgC7VcbJc+04WNOC/eqeWSPVPbT6WsA+WcwYhC1gM2IujjdF8GQKM1mh83cXNDa+4HiMhDGT5fYyyIo3nnlKeVqM0MxMVkSCW7hzxjs8nde0Jd/4y7BbccnQ/gCAD3ZV63tmjSiJU5AlsVwwGl2XC/I8RkM2nD67RU6q5jbxpje+MAQGdu6TFRHt2uj2CvjUZrDJeM9JFbwKUMrTygW1MgRmssLDcsHoBGcCkzUomD++FADw7o4q7K+ObybLuP6FDxDhM2ZXuRmxOYzXSU7khceYyXJzn6yoBFdOAHxvxxPPPKW8zq11WSUbjuAggaUH4elcLpicDw/zxpTAZpGw/0wzTjW0AwBGFPd9Z0GAmSwzaKdQ3yeLmZeoGIMsTuSFR2t84TOWCzKTFZHg+zXAICueeOYp5QVfdFgrHx6WC0anU5CapEFBboYNlw0v1P8+ojgLeRn2uByLzBbuUdOCgg5mskxhfJ8zyAqPv4W78HcXZNAfkeAYy2aRugy8qG9wFFPKC26tyxtgeIIzgZzxDk8q7TN23cRS/c+zRxbF7TiM7caZyYqMNi5dXJNlCuODbKaD1RLh0M6cth4LYNAfqeDnHd6v44tXAkp5ncsFGWSFw/jwIEtd13xT91Jpn7HrJgzAmgO1aGh34/7Lh8btONINJb/MTEdGGZdC/3syB/+JwBgUcEyGR7tGausDAQYHkeq0ZQjHYlwxyKKU12mTSK7JCotxhjs4YKDedQ6ykvfhwWaR8fPbJsX7MJBheHDIcvT9ZsipoNPWDEk8LhOB8TrJTFZ49PWBhiCLmdXIpNL9JhXw7FPK4/4l0TE+fDHGCl+nckGOv6gZs9HZaXygjUTwwxgfaqNjN5SwsrtgeLQz51L3bLPIXEcUKTnobczJk/ji2aeUF/zskG7nsA+HlTe7qLA7o/kyDJkCBlmRCX5b82EsOsbzl8kgKyxaCXqHW1sfyHtOpDqVC/J9HVdJc/br6+uxaNEi5OTkIC8vD1/96lfR0tLS47/5/e9/j9mzZyMnJweSJKGhoaFvDpYSSnC5YFoSr4mJB67Bik6nFu5s1BA1YzY6i0FWRFguaC5jJpDbhIRHG4tOD7cTiBb3tUwsSXP2Fy1ahN27d2P58uV49913sXr1anzta1/r8d+0tbXhmmuuwXe/+90+OkpKRMEzO2mcZYwYSzgiYzxtydz4IlEYOwrmpnNNViQ6PYzxwTYqgUEW3+Ph0K6PWiaLgUHkgieVeb+Jr6SYbtm7dy+WLVuGjRs3Ytq0aQCAF154AQsWLMBPf/pTDBgwoMt/t3jxYgDAqlWr+uhIKREFBwbMZEXOFlzwTSGxyBJ86v4vLN+I3viyXNx7yWCMKM7iQ0SE2OrZXMbAgEFWeLSx2KFujM31gdGRJWVjZ4D3m3hLiiBr3bp1yMvL0wMsAJg7dy5kWcb69evxxS9+0bTv5XQ64XQ69b83NTUBANxuN9xut2nfJxLa94/3cSQbIXwBf7dKvvPmHJo9ZqwW6bw5d2aSDO2ybXJiv4eT5TrzxDXDAST+cSYqY4xllSV4vR54vZF9rWQZM7EkB7TD53WyN8YxI3zKPdofZPH8RcM4qWeTU+dcJtJ1JtRjSIogq7q6GkVFgRtfWq1W5Ofno7q62tTv9eyzz+IHP/hBp49/+OGHyMjIMPV7RWr58uXxPoSksq9KAuCfWVy35hPsdcTveOIh+jGjXCq8bhfee++96A/ofOOzQOuhdXDfHrzXsDu+xxMCXmdSm7PDPyZl+Ex5X5/PY2ZXnf8+c3jfHrx3LvHf44lg+fLlOHBaOXcNza0AJDjb23ifiYbhfnOuriblzmUiXGfa2tpCel1cg6zHH38cP/rRj3p8zd69e/voaBRPPPEEHnnkEf3vTU1NKC8vx9VXX42cnJw+PZZgbrcby5cvx1VXXQWbjesQQnVuQyXeOuYfR/PnzUW/DHscj6jvmDVmHl73IQAgIz0NCxZcbtbhnTe+u3kFXC5llnbqpAlYMKUszkfUPV5nzg8/2bsaDa4OAEC6w4YFC+ZF/LU4ZgD73hq8cmAbAODiCydj/riS+B5QgjOOmTMbT+Mfx/dDstoBlxv9cnOwYMHMeB9i0np800dwq+vbBpUNwIIFE+J8ROZIpOuMVuXWm7gGWY8++ii+8pWv9PiaIUOGoKSkBDU1NQEf93g8qK+vR0mJuRcyh8MBh6NzmsNms8X9l6pJpGNJBnZr4DDPyUiD7Tzbq8isMWO1yBx7ETA2GchIsyfFOeR1JrVZDOte7FaLKb/r83nMZKb5J+5K8jLP2/MQLpvNBpu6rlJrfOGwmTMez1cWWQagnMs0uzXlzmUiXGdC/f5xDbIKCwtRWFjY6+tmzpyJhoYGbN68GVOnTgUAfPzxx/D5fJgxY0asD5OSXKfNYLkQNGLBHckoNMYmAxx/lAiM72U2vYheXob/oat/1vlRKWEWrTlVh97CnfeZaAR2s+V7O56S4uyPHj0a11xzDe677z5s2LABa9euxUMPPYTbb79d7yx46tQpjBo1Chs2bND/XXV1NbZt24ZDhw4BAHbu3Ilt27ahvr4+Lj8HxYfxATfNJnPfpwjMGaWsibz3kor4HkiS4k2PEo1xTHLz1+iV91PWbGc7rCjNTYvz0SQX7Z4s1N4hbOEeHeMzD89lfCVF4wsA+Otf/4qHHnoIc+bMgSzLuOmmm/DLX/5S/7zb7cb+/fsDFqP99re/DWhicdlllwEAXn755V7LFCl1GPfJSjvPygTN8vwdk7G9sgEXDekf70NJSsasAVuOUyKw8EHMVP0y7Vjx6OWwyhI3Iw5T8F6WbOEeHT7zJI6kuRLk5+fjtdde6/bzFRUVEEIEfOyZZ57BM888E+Mjo0RnfJhI5wUnIlkOKy4ZVhDvw0hawdlUongzBv58qDXH0MKseB9CUgou6ed4jA7L0xMHzz6lvMAHXAZZ1PcCywU5Bin+GGRRoui0MTYDg6jwfpM4OJIp5TF1TvFmlf2XWgczWZQAAsoFGWRRHAU3VOJ4jI5FYiYrUfDsU8ozXq9ZqkXxYGwswJseJQJj9sBmZeMLip/gmIqNWKJjbO7FSb344tmnlGecJeOaLIoHq+EpguUblAiMJUXMHFA8dcpkcSIqKsxSJw6efUp5Fq7JojgzPkJwZpESgYVrsihBBAdZHI/RMT7zOPjME1ccyZTyZHYXpDjzGjqfcgxSIggsF+SjAMUP12SZSwpofMFzGU88+5TyrDLrkym+vD5/kMVZWkoELBekRBE8/FguGB02vkgcPPuU8owlgswiUDx4vKL3FxH1IWNJERsNUDyxXNBcAeWCXAMcVxzJlPLSDBcZrsmieDBmsogSgfHBlpkDiic2vjAXuwsmDp59Snnpdv8wZyaL4sHDIIsSDDcjpkRhkZnJMpPx9LFcML549inlGbNXOenWOB4Jna+8Pl+8D4EoANs8U6IISmTBzvLVqASuyeLEcjzxykopz5i9ynLY4ngkdL5iJosSDTNZlCiCM1ksF4xO4Josnst44tmnlJdu9wdZvOBQPDg9zGRRYjE+1zLIonhi4wtzGat3uCYrvnj2KeWx8QXF2y9umwQAeGzeyPgeCJEqoFyQk08UR2x8YS52F0wcXKBCKU+WJdw6bSD2VDXh0uEF8T4cOg8tGF+KDd+bg8IsR7wPhQhA0GbEXANDcSR3WpPFIMssrN6JLwZZdF748c0T430IdJ4ryk6L9yEQ6djCnRJFp+6CHI+mYcAaXzz7RERE5xkL12RRgpCCygUdHI9RMa4BloPThNSnOJKJiIjOM4HlgnwUoPhhJstcLjZaShgcyUREROcZlgtSouCaLHOxm23i4EgmIiI6zxg3LOXmrxRP7C5oLreXQVai4EgmIiI6z7BckBJFp3JBjseoPDxnOABg0YxBcT4SYndBIiKi8ww3I6ZEEZzJYtvx6Fw/cQAmDMxFSS472sYbgywiIqLzDDcjpkQRHOMz6I/eBf0z430IBJYLEhERnXeM2QM+1FI8BbdwZ9BPqYIjmYiI6DzjsPlv/+k2SxyPhM53Fil4TRYbsVBqYJBFRER0njEGVhl2BlkUP+wuSKmKI5mIiOg8k2YIstIZZFEcyUFPotwni1IFRzIREdF5xliixSCL4ilwfaDUaY0WUbJikEVERHSeERD6n7kmi+IpoNMls1iUQjiaiYiIzmPsLkjxZExc2bgei1IIRzMREdF5xuMTvb+IqA9YuJ0ApSiOZiIiovPM9RMGIMNuwa3TBsb7UOg8ZzUEVjKXY1EKscb7AIiIiKhvlednYMuTV8HB8iyKM+MYFEywUgphkEVERHQeSmPDC0oAxmYXFqayKIVwCouIiIiI4kI2BFbBGxMTJTMGWUREREQUd8EbExMlMw5nIiIiIoo7ZrIolTDIIiIiIqK4szDIohTCIIuIiIiI4k5m4wtKIQyyiIiIiCjuGGNRKmGQRURERERxl+ngzkKUOhhkEREREVHc3DatHADwrTnD43wkRObhlAERERERxc3/fHEcvn75EAwuyIz3oRCZhkEWEREREcWN1SJjSGFWvA+DyFQsFyQiIiIiIjIRgywiIiIiIiITMcgiIiIiIiIyEYMsIiIiIiIiEzHIIiIiIiIiMhGDLCIiIiIiIhMxyCIiIiIiIjIRgywiIiIiIiITMcgiIiIiIiIyEYMsIiIiIiIiEzHIIiIiIiIiMhGDLCIiIiIiIhMxyCIiIiIiIjIRgywiIiIiIiITWeN9AIlOCAEAaGpqivORAG63G21tbWhqaoLNZov34VAS4JihcHHMULg4ZihcHDMUrkQaM1pMoMUI3WGQ1Yvm5mYAQHl5eZyPhIiIiIiIEkFzczNyc3O7/bwkegvDznM+nw+nT59GdnY2JEmK67E0NTWhvLwclZWVyMnJieuxUHLgmKFwccxQuDhmKFwcMxSuRBozQgg0NzdjwIABkOXuV14xk9ULWZYxcODAeB9GgJycnLgPMEouHDMULo4ZChfHDIWLY4bClShjpqcMloaNL4iIiIiIiEzEIIuIiIiIiMhEDLKSiMPhwNNPPw2HwxHvQ6EkwTFD4eKYoXBxzFC4OGYoXMk4Ztj4goiIiIiIyETMZBEREREREZmIQRYREREREZGJGGQRERERERGZiEEWERERERGRiRhkJZFf//rXqKioQFpaGmbMmIENGzbE+5CoD6xevRrXX389BgwYAEmS8M477wR8XgiBp556CqWlpUhPT8fcuXNx8ODBgNfU19dj0aJFyMnJQV5eHr761a+ipaUl4DU7duzArFmzkJaWhvLycvz4xz+O9Y9GMfLss8/iwgsvRHZ2NoqKinDjjTdi//79Aa/p6OjAgw8+iP79+yMrKws33XQTzpw5E/CaEydO4Nprr0VGRgaKiorw2GOPwePxBLxm1apVmDJlChwOB4YNG4ZXXnkl1j8excCLL76ICRMm6Bt9zpw5E++//77+eY4X6slzzz0HSZKwePFi/WMcM2T0zDPPQJKkgP9GjRqlfz4lx4ugpPD6668Lu90u/vSnP4ndu3eL++67T+Tl5YkzZ87E+9Aoxt577z3xve99TyxdulQAEG+//XbA55977jmRm5sr3nnnHbF9+3bxhS98QQwePFi0t7frr7nmmmvExIkTxeeffy7WrFkjhg0bJu644w79842NjaK4uFgsWrRI7Nq1S/ztb38T6enp4ne/+11f/Zhkonnz5omXX35Z7Nq1S2zbtk0sWLBADBo0SLS0tOivuf/++0V5eblYsWKF2LRpk7jooovExRdfrH/e4/GIcePGiblz54qtW7eK9957TxQUFIgnnnhCf82RI0dERkaGeOSRR8SePXvECy+8ICwWi1i2bFmf/rwUvX/+85/i3//+tzhw4IDYv3+/+O53vytsNpvYtWuXEILjhbq3YcMGUVFRISZMmCAefvhh/eMcM2T09NNPi7Fjx4qqqir9v7Nnz+qfT8XxwiArSUyfPl08+OCD+t+9Xq8YMGCAePbZZ+N4VNTXgoMsn88nSkpKxE9+8hP9Yw0NDcLhcIi//e1vQggh9uzZIwCIjRs36q95//33hSRJ4tSpU0IIIX7zm9+Ifv36CafTqb/mO9/5jhg5cmSMfyLqCzU1NQKA+OSTT4QQyhix2WzizTff1F+zd+9eAUCsW7dOCKEE97Isi+rqav01L774osjJydHHybe//W0xduzYgO912223iXnz5sX6R6I+0K9fP/GHP/yB44W61dzcLIYPHy6WL18uLr/8cj3I4pihYE8//bSYOHFil59L1fHCcsEk4HK5sHnzZsydO1f/mCzLmDt3LtatWxfHI6N4O3r0KKqrqwPGRm5uLmbMmKGPjXXr1iEvLw/Tpk3TXzN37lzIsoz169frr7nssstgt9v118ybNw/79+/HuXPn+uinoVhpbGwEAOTn5wMANm/eDLfbHTBuRo0ahUGDBgWMm/Hjx6O4uFh/zbx589DU1ITdu3frrzF+De01vC4lN6/Xi9dffx2tra2YOXMmxwt168EHH8S1117b6ffKMUNdOXjwIAYMGIAhQ4Zg0aJFOHHiBIDUHS8MspJAbW0tvF5vwMACgOLiYlRXV8fpqCgRaL//nsZGdXU1ioqKAj5vtVqRn58f8Jquvobxe1By8vl8WLx4MS655BKMGzcOgPI7tdvtyMvLC3ht8LjpbUx095qmpia0t7fH4sehGNq5cyeysrLgcDhw//334+2338aYMWM4XqhLr7/+OrZs2YJnn3220+c4ZijYjBkz8Morr2DZsmV48cUXcfToUcyaNQvNzc0pO16sff4diYiozzz44IPYtWsXPv3003gfCiW4kSNHYtu2bWhsbMSSJUtw991345NPPon3YVECqqysxMMPP4zly5cjLS0t3odDSWD+/Pn6nydMmIAZM2bgggsuwBtvvIH09PQ4HlnsMJOVBAoKCmCxWDp1WTlz5gxKSkridFSUCLTff09jo6SkBDU1NQGf93g8qK+vD3hNV1/D+D0o+Tz00EN49913sXLlSgwcOFD/eElJCVwuFxoaGgJeHzxuehsT3b0mJycnZW+aqcxut2PYsGGYOnUqnn32WUycOBHPP/88xwt1snnzZtTU1GDKlCmwWq2wWq345JNP8Mtf/hJWqxXFxcUcM9SjvLw8jBgxAocOHUrZawyDrCRgt9sxdepUrFixQv+Yz+fDihUrMHPmzDgeGcXb4MGDUVJSEjA2UDAf6gAABeZJREFUmpqasH79en1szJw5Ew0NDdi8ebP+mo8//hg+nw8zZszQX7N69Wq43W79NcuXL8fIkSPRr1+/PvppyCxCCDz00EN4++238fHHH2Pw4MEBn586dSpsNlvAuNm/fz9OnDgRMG527twZEKAvX74cOTk5GDNmjP4a49fQXsPrUmrw+XxwOp0cL9TJnDlzsHPnTmzbtk3/b9q0aVi0aJH+Z44Z6klLSwsOHz6M0tLS1L3GxKXdBoXt9ddfFw6HQ7zyyitiz5494mtf+5rIy8sL6LJCqam5uVls3bpVbN26VQAQP//5z8XWrVvF8ePHhRBKC/e8vDzxj3/8Q+zYsUPccMMNXbZwnzx5sli/fr349NNPxfDhwwNauDc0NIji4mJx5513il27donXX39dZGRksIV7knrggQdEbm6uWLVqVUC73La2Nv01999/vxg0aJD4+OOPxaZNm8TMmTPFzJkz9c9r7XKvvvpqsW3bNrFs2TJRWFjYZbvcxx57TOzdu1f8+te/ZnvlJPX444+LTz75RBw9elTs2LFDPP7440KSJPHhhx8KITheqHfG7oJCcMxQoEcffVSsWrVKHD16VKxdu1bMnTtXFBQUiJqaGiFEao4XBllJ5IUXXhCDBg0SdrtdTJ8+XXz++efxPiTqAytXrhQAOv139913CyGUNu5PPvmkKC4uFg6HQ8yZM0fs378/4GvU1dWJO+64Q2RlZYmcnBxxzz33iObm5oDXbN++XVx66aXC4XCIsrIy8dxzz/XVj0gm62q8ABAvv/yy/pr29nbxjW98Q/Tr109kZGSIL37xi6Kqqirg6xw7dkzMnz9fpKeni4KCAvHoo48Kt9sd8JqVK1eKSZMmCbvdLoYMGRLwPSh53HvvveKCCy4QdrtdFBYWijlz5ugBlhAcL9S74CCLY4aMbrvtNlFaWirsdrsoKysTt912mzh06JD++VQcL5IQQsQnh0ZERERERJR6uCaLiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRAyyiIiIiIiITMQgi4iICMBXvvIV3HjjjfE+DCIiSgHWeB8AERFRrEmS1OPnn376aTz//PMQQvTRERERUSpjkEVERCmvqqpK//Pf//53PPXUU9i/f7/+saysLGRlZcXj0IiIKAWxXJCIiFJeSUmJ/l9ubi4kSQr4WFZWVqdywdmzZ+Ob3/wmFi9ejH79+qG4uBgvvfQSWltbcc899yA7OxvDhg3D+++/H/C9du3ahfnz5yMrKwvFxcW48847UVtb28c/MRERxRODLCIiom68+uqrKCgowIYNG/DNb34TDzzwAG655RZcfPHF2LJlC66++mrceeedaGtrAwA0NDTgyiuvxOTJk7Fp0yYsW7YMZ86cwa233hrnn4SIiPoSgywiIqJuTJw4Ed///vcxfPhwPPHEE0hLS0NBQQHuu+8+DB8+HE899RTq6uqwY8cOAMCvfvUrTJ48GT/84Q8xatQoTJ48GX/605+wcuVKHDhwIM4/DRER9RWuySIiIurGhAkT9D9bLBb0798f48eP1z9WXFwMAKipqQEAbN++HStXruxyfdfhw4cxYsSIGB8xERElAgZZRERE3bDZbAF/lyQp4GNa10KfzwcAaGlpwfXXX48f/ehHnb5WaWlpDI+UiIgSCYMsIiIik0yZMgVvvfUWKioqYLXyFktEdL7imiwiIiKTPPjgg6ivr8cdd9yBjRs34vDhw/jggw9wzz33wOv1xvvwiIiojzDIIiIiMsmAAQOwdu1aeL1eXH311Rg/fjwWL16MvLw8yDJvuURE5wtJcHt7IiIiIiIi03BajYiIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRP8/BHEixj/cTOUAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p_peaks = info['ECG_P_Peaks']\n",
"p_onsets = info['ECG_P_Onsets']\n",
"p_offsets = info['ECG_P_Offsets']\n",
"print(p_peaks)\n",
"print(p_onsets)\n",
"print(p_offsets)\n",
"\n",
"p_peaks_y = [ecg_cleaned[i] for i in p_peaks] \n",
"p_onsets_y = [ecg_cleaned[i] for i in p_onsets]\n",
"p_offsets_y = [ecg_cleaned[i] for i in p_offsets]\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(ecg_cleaned)\n",
"plt.scatter(p_peaks, p_peaks_y, color='red', label='p_peaks')\n",
"plt.scatter(p_onsets, p_onsets_y, color='green', label='p_onsets')\n",
"plt.scatter(p_offsets, p_offsets_y, color='blue', label='p_offsets')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered XQRS Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[523, 1086, 1658, 2256, 2830, 3430, 3990]\n",
"[563, 1132, 1701, 2300, 2873, 3471, 4034]\n",
"[482, 1055, 1622, 2221, 2794, 3391, 3957]\n",
"[580, 1151, 1720, 2317, 2893, 3491, 4055]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 'ECG_Q_Peaks', 'ECG_R_Onsets', 'ECG_R_Offsets', 'ECG_S_Peaks'\n",
"\n",
"\n",
"q_peaks = info['ECG_Q_Peaks'][:-1]\n",
"s_peaks = info['ECG_S_Peaks'][:-1]\n",
"r_onsets = info['ECG_R_Onsets'][:-1]\n",
"r_offsets = info['ECG_R_Offsets'][:-1]\n",
"\n",
"print(q_peaks)\n",
"print(s_peaks)\n",
"print(r_onsets)\n",
"print(r_offsets)\n",
"\n",
"q_peaks_y = [ecg_cleaned[i] for i in q_peaks] \n",
"s_peaks_y = [ecg_cleaned[i] for i in s_peaks]\n",
"r_onsets_y = [ecg_cleaned[i] for i in r_onsets]\n",
"r_offsets_y = [ecg_cleaned[i] for i in r_offsets]\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(ecg_cleaned)\n",
"plt.scatter(q_peaks, q_peaks_y, color='red', label='q_peaks')\n",
"plt.scatter(s_peaks, s_peaks_y, color='green', label='s_peaks')\n",
"plt.scatter(r_onsets, r_onsets_y, color='blue', label='r_onsets')\n",
"plt.scatter(r_offsets, r_offsets_y, color='purple', label='r_offsets')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered XQRS Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Delineate the ECG signal\n",
"_, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=500, method=\"peak\")\n",
"# Zooming into the first 3 R-peaks, with focus on T_peaks, P-peaks, Q-peaks and S-peaks\n",
"plot = nk.events_plot([waves_peak['ECG_T_Peaks'], \n",
" waves_peak['ECG_P_Peaks'],\n",
" waves_peak['ECG_Q_Peaks'],\n",
" waves_peak['ECG_S_Peaks']], ecg_signal)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Delineate the ECG signal and visualizing all peaks of ECG complexes\n",
"_, waves_peak = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500, \n",
" method=\"peak\", \n",
" show=True, \n",
" show_type='peaks')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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bh4kgCHB0tort2Sj2XTreoz3sHa961avm+cnQz2Lt0H/4h3/Y8bVvfOMb1+gT9B89LdgFgOuuuw7T09O4/fbbMTExgcsvvxyHDh0SRbzHjx/vecETw5ytyLUtHHlhekk6auJtu7ficw8dw4szVewY6m44o+fPCZdk2MDbdm9FOtp/N6lf+cpXmtqpZVobVlp5//vfj3e84x1tn1tKV9LZRk9rXtYDrnlhmDN4nofJyUkoiiKK62q1GiqVCmKxGFKp1enqYAaTbmteZJ6ZKOELj57E8VwNY8kwMlGjbdtzEATI1xxMlhrYno3ibbu3Ytc4n7MHndWqeel55IVhmPWDUkOu6wqHTYp0cuSF6Zal3OPuGk/i5tefj0Pfn8Djx/N4drIBXVURC2nQVAWeH6BqeXB9H6mIgdfvGsW+S8f7MuLCLJ3VipeweGGYAUYWL4qioFqtwjAMhMNhFi/MolA3Wq1WW1IKIx018c6rtuP1u0bx5KkSjuWqOJGrw3Z9RE0Vr9qcwvZsFK/anOTi3LMMGlUidxUvBxYvDDPAkEDxfR+lUgmO46BarWJkZGTV7oCYwUXTNKTTaRG1i0ajS3K+TZrA1TuSuHrHXAogCIJ5r+choWcPvu9jenoa0Wi0adjlcmDxwjADjO/PGYfV63URhQmCAJVKpesaBubshiYHLzZMl2G6QVVVbN++fcXjH1i8MMwAQ0MZPc+DpmnQNA2u68KyLE4bMV2hKAo2bdqE0dHRjh01DNMtpmmuSocxixeGGWB832/yc9F1HYqiiGGNDNMtJH4ZZiPA4oVhBhjyeWk0GqLewLIsBEHAJnUMw/QtLF4YZoDxfR++76NerwOY6x5pNBpirH27AkqGYZiNDlvbMswA4/s+HMdBvV6H67pNNTCe53HdC8MwfQmLF4YZYIIgQKPRgO/7MAwDpmkiCAK4risiLwzDMP0GixeGGWCo3sXzPIRCIRjGnFU7ixeGYfoZFi8MM8D4vg/LsqAoCnRdRygUgqqqnDZiGKavYfHCMAMKdRTZtg3P8+A4DmzbhqIoQrhw5IVhmH6ExQvDDCjUaUQ/1GFEwoXFC8Mw/QqLF4YZUKgwl7qMqGCXxAunjRiG6VdYvDDMgEIChaIrZMtNERcu2GUYpl9h8cIwAwp5vLiuC03TYJqm6DbyfV9EZBiGYfoNFi8MM6DQaADP86AoCsLhMMLhMDRNa0odMQzD9Bs8HoBhBhS5rkVVVYTDYei6Dk3TxHMsXhiG6UdYvDDMgEKjAGh+USgUgqIoYhy967pcsMswTF/C4oVhBhRZvOi6DsMwEAQBNE1r8nphGIbpN7jmhWEGFBIvAKBpmhAtmqaJ51m8MAzTj3DkhWEGlCAIYNs2AMAwDGiaJiIvALjmhWGYvoUjLwwzwFDkxTRNAICqqkK8cM0LwzD9CosXhhlQyIgOOCNeaEAjeb2wzwvDMP0IixeGGVA6iReqfaH5RgzDMP0GixeGGVBotpGiKDAMQzxumiZ3GzEM09eweGGYAYVqWlrFixx54YJdhmH6ERYvDDOgyIMXZfFC/8+t0gzD9CssXhhmQKG0EBXpElSwy+KFYZh+hcULwwwondJGqqpCVVVOGzEM07eweGGYAYVaoVVV7Rh5oR+GYZh+gsULwwwo8lDGhdJGLF4Yhuk3WLwwzIDiuq4QL+SqC8x1G6mqyjUvDMP0LSxeGGZAoaiKpmlNNS8ceWEYpt9h8cIwA4g8lJEKdAlFUaCqalPdC8MwTD/B4oVhBhBy1wXOpIkI+n/ahsULwzD9hr74JgzD9BuyeKHIi2VZKBQKMAxDCBiueWEYph9h8cIwAwp5uGiaBt/3MTs7CwCwLEukjbjmhWGYfoTTRgwzgMgTpTVNQ71eb7sNT5ZmGKYfYfHCMAOI3AataZoo3gXmCnYVRQEAFi8Mw/QlLF4YZgChmhfyeCHxQhOlKVXEaSOGYfoRFi8MM4DIaSNFUcT/x2IxIV7ocRYvDMP0GyxeGGYAobSRnCIyDKNpTIC8HcMwTD/B4oVhBhBZlJB40XVddBm1245hGKZfWBPx8qlPfQo7duxAOBzGnj178Mgjj3Tc9h/+4R+we/dupNNpxGIxXH755fjrv/7rtdhNhhkY5MgLzTWSzeooIsM1LwzD9CM9Fy8PPPAADhw4gDvuuAOPP/44LrvsMlx77bWYmppqu302m8Xv/u7v4siRI/jud7+L/fv3Y//+/fjqV7/a611lmIFBrnkh5DEBcrcRixeGYfqNnouXu+66CzfddBP279+PSy65BPfccw+i0Sg+85nPtN3+da97HX7+538eF198Mc477zz8+q//Ol796lfjwQcf7PWuMszAIM8sIsFC4oVmGwHcKs0wTH/SU/Fi2zYee+wx7N2798wvVFXs3bsXR44cWfT1QRDg8OHDePbZZ/ETP/ETbbexLAulUqnph2HOdtrVvLSKGIDFC8Mw/UlPxcvMzAw8z8PY2FjT42NjY5iYmOj4umKxiHg8DtM08eY3vxmf/OQn8V/+y39pu+3BgweRSqXEz7Zt21b1MzBMPyKng6jmRRYv9BinjBiG6Uc2ZLdRIpHAE088gW9/+9v4gz/4Axw4cADf/OY322572223oVgsip8TJ06s7c4yzAZEFi8UeZFFDEdeGIbpZ3o6mHF4eBiapmFycrLp8cnJSYyPj3d8naqqOP/88wEAl19+OZ5++mkcPHgQr3vd6+ZtGwqFEAqFVnW/GabfaSde2qWNuFWaYZh+pKeRF9M0ceWVV+Lw4cPiMd/3cfjwYVx99dVdv4/v+7Asqxe7yDADieycSyMBZBFD/y8X9jIMw/QLPY28AMCBAwfwnve8B7t378ZVV12Fu+++G9VqFfv37wcAvPvd78aWLVtw8OBBAHM1LLt378Z5550Hy7Lwla98BX/913+NP/uzP+v1rjLMwEDiRe4sKhaLiEaj0DQNmqYJ4cKRF4Zh+o2ei5frrrsO09PTuP322zExMYHLL78chw4dEkW8x48fFydXAKhWq/iVX/kVnDx5EpFIBLt27cLf/M3f4Lrrruv1rjLMwOC6rvh/TdNQqVQQBAFs20YsFuO0EcMwfY0SDFjMuFQqIZVKoVgsIplMrvfuMMy6cOzYMfzbv/0bFEXBZZddBk3TkEqlAADJZBLPPfccnnzySei6jj179uDcc89d5z1mGOZsZynX7w3ZbcQwzMponSgtzzOyLKsp8jJg9y8Mw5wFsHhhmAHEdV34vg9VVeG6LlRVhWmaAObMI+WCXU4bMQzTb7B4YZgBhASJPOMoFosBmIvKUMcRixeGYfoRFi8MM4DIQxlVVYWu68IPiaZNEyxeGIbpN1i8MMwAQiZ1JFRM0xRjARRFaYrMcM0LwzD9BosXhhlA5IJdANB1XfyX0kUAjwdgGKY/YfHCMANIa9qI5hoZhiEiL/J8I4ZhmH6CxQvDDCBkUkdpo9bIiwynjRiG6TdYvDDMACJHXhRFaZooDZwRLEEQNLnxMgzD9AMsXhhmAOlU8yKP4mgVMgzDMP0CixeGGUBaBUmreJGnTLN4YRim32DxwjADiBx5aZc2IuHi+z6njRiG6TtYvDDMgEH+LiRgyE1X/n85fcTdRgzD9BssXhhmwJAt/zVNaxIvQHP0hUzqOHXEMEw/weKFYQYMWZBQyqhVvPBsI4Zh+hkWLwwzgNB4ABIqMq1ihiMvDMP0GyxeGGbAkCdJtxMvrY9x5IVhmH6DxQvDDBhyFEXuNCJaa2A8z+PIC8MwfQWLF4YZQEiQtHYWAc01LwC47oVhmL6DxQvDDBhyDUunyAttJ/+XYRimX2DxwjADRmurdOsgxtYOJN/3OfLCMExfweKFYQYMiqSQIGlNG/FUaYZh+h0WLwwzgMiRl9a0EY0MkE3qOPLCMEw/weKFYQaMVt+WdgW79F8SMAzDMP0EixeGGTDIoA44Mx5ARo66yK9hGIbpF1i8MMwAQmKkXau0PKSRtuXoC8Mw/QSLF4YZMMhdl+gUeZG3Z/HCMEw/weKFYQYMufVZ1/W2rdKtERlOGzEM00+weGGYAUMu2G0dBQA0dxsxDMP0IyxeGGbAkNNA7UzqAMyLunDaiGGYfoLFC8MMGItFXoDmupfW1mqGYZiNDosXhhkw5EhKJ/Giqqowr+PIC8Mw/QaLF4YZMOSC3dZOI0J+nCMvDMP0GyxeGGbAkDuHFqp5kadLc7cRwzD9BIsXhhkwZIM6+b8yHHlhGKafYfHCMAMG1bAoitIx8iL7vLB4YRim32DxwjADBrVKk4DpJF6oYJfTRgzD9BssXhhmwJAjLwu1SrPDLsMw/QqLF4YZMCgF1G4oIyFHZLhVmmGYfoPFC8MMGK01LJ0iL/L2HHlhGKafYPHCMAOG67pdjQdo7ThiGIbpF1i8MMyAIUdRuinYbX0NwzDMRofFC8MMGLK7rixQWuHZRgzD9CssXhhmwKDxAAuJFy7YZRimn2HxwjADBvm8AO2LdelxbpVmGKZfWRPx8qlPfQo7duxAOBzGnj178Mgjj3Tc9t5778U111yDTCaDTCaDvXv3Lrg9wzDNyEJE1/W22yzkAcMwDLPR6bl4eeCBB3DgwAHccccdePzxx3HZZZfh2muvxdTUVNvtv/nNb+L666/HN77xDRw5cgTbtm3DG97wBrz88su93lWGGQjk2UYLiRNFUUS9C0deGIbpJ3ouXu666y7cdNNN2L9/Py655BLcc889iEaj+MxnPtN2+89//vP4lV/5FVx++eXYtWsX/vIv/xK+7+Pw4cO93lWGGQg8zwPQnUmdqqoIgkC8hmEYph/oqXixbRuPPfYY9u7de+YXqir27t2LI0eOdPUetVoNjuMgm822fd6yLJRKpaYfhjmbkWteFirY5VZphmH6lZ6Kl5mZGXieh7GxsabHx8bGMDEx0dV7/PZv/zY2b97cJIBkDh48iFQqJX62bdu24v1mmH6GoiidDOpa4bQRwzD9xobuNvrYxz6G+++/H1/84hcRDofbbnPbbbehWCyKnxMnTqzxXjLMxkH2bFksbSQX83LaiGGYfqJ9K8IqMTw8DE3TMDk52fT45OQkxsfHF3ztnXfeiY997GP413/9V7z61a/uuF0oFEIoFFqV/WWYfkeOoixUsEuPK4oifGEYhmH6hZ5GXkzTxJVXXtlUbEvFt1dffXXH13384x/HRz/6URw6dAi7d+/u5S4yzMAhO+wuJF7k51i8MAzTT/Q08gIABw4cwHve8x7s3r0bV111Fe6++25Uq1Xs378fAPDud78bW7ZswcGDBwEAf/RHf4Tbb78d9913H3bs2CFqY+LxOOLxeK93l2H6GuocCoKgq1ZpVVWbCnwZhmH6gZ6Ll+uuuw7T09O4/fbbMTExgcsvvxyHDh0SRbzHjx9vysv/2Z/9GWzbxtve9ram97njjjvwoQ99qNe7yzB9D0VRFptrJAsbFi8Mw/QTPRcvAHDzzTfj5ptvbvvcN7/5zaZ/Hz16tPc7xDADSmvBbjdpI/Z5YRim39jQ3UYMwyyNbgt2geaaGK55YRimn2DxwjADxmIGdYSqqsJhl9NGDMP0EyxeGGaAkFNAi0VeaBs2qWMYpt9g8cIwA4QsRBabGi0Xyvu+z9EXhmH6BhYvDDNgkAjp5K5LkLjhtBHDMP0GixeGGSDILZc8XLrxeaHXsYBhGKZfYPHCMANEt63SAHcbMQzTv7B4YZgBQo6eLNZt1Or1wgKGYZh+gcULwwwQnueJFNBiaSNZ3HDKiGGYfoLFC8MMECRc5HqWhaBtOPLCMEw/weKFYQYIuealm1ZpOW3EMAzTL7B4YZgBQh4N0E23kVywy5EXhmH6BRYvDDNAeJ4noi/duOsutg3DMMxGhMULwwwQcvqHIy8MwwwqLF4YZoCQTeoWi6y0tkpz3QvDMP0CixeGGSBaIy8L0WpSx+KFYZh+gcULwwwQra3S3dS9ANwqzTBMf8HihWEGCBIg3RTscqs0wzD9CosXhhkgVlLzwpEXhmH6BRYvDDNALCVt1DpVmmEYpl9g8cIwA4Ts8dLNeABZ3LCAYRimX2DxwjADhCxAuo28cN0LwzD9BosXhhkgPM8T/9+teKFoDUdeGIbpF1i8MMwAIde8dGP9TwKHfV4YhuknWLwwzAAhR080TVtw21aBw5EXhmH6BRYvDDNA+L4Pz/O6LtglOG3EMEw/weKFYQaI1oLdheDZRgzD9CssXhhmgCDxoqpqV+KFtmHxwjBMP8HihWEGCLnbaLGaFwBN4oXTRgzD9AssXhhmgCDx0k23UesIAY68MAzTL7B4YZgBgqIniqJ0FXnh2UYMw/QjLF4YZkAIgkBEXpZS80IChsULwzD9AosXhhkgZJO6buCUEcMw/QiLF4YZEOTISzc+L601L3KxL8MwzEaGxQvDDAit7c5LaZWm1zMMw/QDLF4YZkCQxUu37rpcsMswTD/C4oVhBgi5YLebVmm5I4nTRgzD9AssXhhmQJAjL0st2KXXMwzD9AMsXhhmQKCC3SAIoGlaV5EX+q9c7MswDLPRYfHCMAOEHHnpJvpCIodrXhiG6SdYvDDMgEBpo25TRsAZMzuOvDAM00+weGGYAYEEiKIo0HV9SSKGXs8wDNMPsHhhmAHB9/2m2UbdiBfqSuK0EcMw/YS+3jvAMMzqsRyfl6VGaBimFdd1F3xednPm441ZDVi8MMyAQJGTIAi68nkBzlxUuOaFWS5Hjx5FsVhccBtFUZBMJhEKhZDNZhEKhdZo75hBZU3SRp/61KewY8cOhMNh7NmzB4888kjHbZ988km89a1vxY4dO6AoCu6+++612EWG6Xs8z4Pv+0u6u5UjNJw2YrrBtm0Ui0VMT0/jxRdfFMLFdV3UajXxU6/XRSQwCAIUi0VUKhXk83kUi0WUSiU+5phl0/PIywMPPIADBw7gnnvuwZ49e3D33Xfj2muvxbPPPovR0dF529dqNezcuRNvf/vb8Ru/8Ru93j2GGRhkk7pufF6A5rQRF+wyC0HieHp6Gp7noVgsijqr4eFhGIYxT4xEo1HEYjHMzMzA930UCgXxOmBOMCcSia4GiTKMTM+Plrvuugs33XQT9u/fj0suuQT33HMPotEoPvOZz7Td/kd+5Efwx3/8x3jnO9/JoUWGWQJkUAcsrWCXLhqcNmI6kcvlMDk5iRdeeAEzMzMol8uIRCIIggCmaUJVVfi+D13XkUgkEI/HAczdjE5PT8N1Xei6jmQyCU3TYBiGeH5ychKTk5NoNBrr+RGZPqOnkRfbtvHYY4/htttuE4+pqoq9e/fiyJEjq/I7LMuCZVni36VSaVXel2H6Dd/3RfRFnlm0EBx1YTphWRbq9ToajQaKxSKCIIBt29A0DclkEr7vY2hoSET5VFVFJpMRwgQAqtVq0/EYj8ehaRp830csFkOtVhPHbC6XQywWQyKR4CgMsyg9FS8zMzPwPA9jY2NNj4+NjeGZZ55Zld9x8OBBfPjDH16V92LODihCIUcdBgESL0vp6uDICyNDLfOu6zalh4IgQDweRzKZRCKRQCgUwuzsLIIgQDKZFJEWmWQyiWQyiSAIRPTF932oqirW4KZNm5qer1ar8H0fmUxmHT4900/0fbfRbbfdhgMHDoh/l0olbNu2bR33iNnIFItFVKtV8e9MJoNIJLKOe7R6LCdtRNDd71IdepnBIpfLwbIsFItF2LYNwzAQi8VgmiYymQxUVUWj0UC5XAYAmKaJWCy24HsqioJ0Oo2ZmRlYlgXHccRxGg6HEQ6HMTQ0hEqlgmq1inq9jnA4PDDrkukNPRUvw8PD0DQNk5OTTY9PTk5ifHx8VX5HKBTi2hhmQWzbFuHper0O4Mwwwnw+D8uykEgkuk61bFTkyEu3n4W7jRgAaDQaKJVKqNVqqFQqon4lmUzCNE1ks1l4nodSqQTHcQDMFYWn02khdi3LQq1Wa3pfVVWRSCRgmiYSiQTK5TIMw0C1WhXp/vHxcWiahlQqBVVVUS6XUSwWYZpm369Jpnf0NGZumiauvPJKHD58WDzm+z4OHz6Mq6++upe/mmFEjj6Xy4nWTWAu7z4+Pg7TNAHMFQ0WCoV13NPVodVddylpI7mllTm7cF1XrJFSqYRIJILh4WHs2LEDW7duFV2huVxOCJdkMomxsTFomgbXdWHbNvL5POr1etNPtVpFoVCA53lIJBLYtGkTdF1HNBqF67oolUpNHjHxeFx0LS3mHcOc3fQ8bXTgwAG85z3vwe7du3HVVVfh7rvvRrVaxf79+wEA7373u7FlyxYcPHgQwNxd8lNPPSX+/+WXX8YTTzyBeDyO888/v9e7ywwQxWJR3AnSCVNVVUQiESiKgkwmg2q1ikqlIu4ao9HoOu/18vE8T9StLKVgl6Ivcqs1c3ZA0cdCoSDalqPRKJLJZFPahupeqFiXnsvn801dQoZhiOeCIEC5XEaj0UCj0UA2m21KEXmeh0KhgEKhINJEcoqJXhcOh9f2j8L0BT0XL9dddx2mp6dx++23Y2JiApdffjkOHTokiniPHz/eFLo+deoUrrjiCvHvO++8E3feeSde+9rX4pvf/Gavd5cZEOr1uhAumqbN64Kgx5PJJFRVRalUQqlUQigU6ttQtVyzstTZRvLrmbODer2OmZkZIUwymYxwwKU1QOkk13WhKAqGhobgui7y+Tx83xepH4rgZTIZ6PqZy4qiKKIDNJfLCWFEKSLbtoVxHaWJqM6mUqmI+heGaWVNCnZvvvlm3HzzzW2faxUkO3bs4BMosyIo5BwEASKRCBKJBACIkDdNXSZisRgajQZs20ahUMDQ0NC67PdKkbuFljIegKCaGWbwcRwHMzMzyOfzCIIAiUQC2WxWRB6DIECj0UChUBCiNhqNwvM88RoilUo1Fe0GQSBmHYVCIQwPD2NmZkakiRzHQTabRTweR71eh2VZKJVKCIfDyGazAIBIJIJKpYJGo8FF5Exb+r7biGFaIdtxCme3M79Kp9PiRE2h6unpaViWhWq1umgHxUZELrjttgVcbpVm8XJ2QKmiUqkkoo8jIyMiwhEEAWZnZ2HbNgCI1may/Qfm6hkjkYhIw8q0ppIAiChNrVZDPp9HpVLB+Pg4MpkMLMsSqatoNIpwOAzDMKDruhg50I/rkektLF6YgUKeoRKPx+d13pCPRaFQgGVZwvGTOito5kooFGqKzvQD9NmWOr1X3o7Fy+AzPT2NqakpBEGAbDYrun2IarUqhEvr8SSnh+TXNBoN0dFnWdY8u39KB2maJurMcrmcED6u66JcLqNSqQgRFYvFUCwWUS6XEQ6H+zady/SG/jo7M8wCBEEguhdUVYVhGEgkEiJtRNvQXWW9XhcuocCZ9JFlWSgUChgeHl6vj7JkaCr0UmcbUXpJ9nlhBhey4/d9H8lksqm+hawEyMMlHo8Lh1xgLj0kF7RTesj3/XmpJHlEgAwZ0k1PT6NcLguRo+s6KpUKZmZmMDQ0BEVREI1GUa/X+z6dy/QGFi/MwJDP5zE5OSlqXdoZ0CmKgmw2K9pCW9NE6XQaU1NTwhumX7qPKOoCLM2gjrZTFIXTRgOO7/s4ceKEsObfvHmz8MhqTRWFQiHYto0gCERUUi6cJTt/eTSLaZqio69TkS11+TmOA8uyRPqJ6tTK5TJmZmYwMjIyL51br9fZuI4RDI43OnNWQ14ttm1D13Vs2bKl44lOVVXE43GkUikAEN0UwFzEgu4YyRemHyDxIo89WOpUaRYvg0utVsNLL72ERqMBXdexY8cOIVxqtZoQ7ABE149t21BVFUNDQ/PECJnMUVrWMAzhwFutVjE7Oys6kloxDAOpVArhcBiu6yIcDiOTySCTyaBer+P06dNiX3Rd78v1yPQeFi9M30POn/V6HbFYDOecc05X7ZWxWAyhUAhBEDQ5g5LosSyrb+b9tIqObtNGrbUJLF4GD9u2MT09jUqlAgDYsmWLqOdyHAfFYlEc55QaovWQSqWa0koUkSTDOopwplIpOI4jHKspUiIb28nQyAGqP4vFYhgdHYVpmiiXyzhx4oTYVl6P7ALNECxemL6HIi6UJ19KqofSRfJdna7rwn23XafSRsT3/SahtZS0ERfsDi7UWVSpVKDrOsbHx5FOp8Vz1Aqt67pIp5LbtDxfiNJK09PTOHr0KPL5vOg+mpmZwczMDHK5HIIggGmaSKVSUBRFCKfWqAmlhBRFEUKHioc9zxO/C5hbj4ZhzLvJYM5uWLwwfQ2Frx3HQTweRzgcXtKk6FAoJFpBKVQNQERu+kW8tA5W7LbuRd62VQAx/U+5XBbWAdlsFiMjI03POY4DVVUxPDwMx3FElCQUCom0KhX5lstlkQqiNJGu600/NMAxFoshmUyKYzCfzyOXyzUdX7qui2L6UqkERVEwMjKCoaEh1Ot1vPzyy2L90U1GuVwWKV7m7IYLdpm+hUyvKJSs6/qSC/oURUE4HBYFvNTpEIlEREGv53kbvk2ztWB3KYMZudtoMKHISq1WQyqVEjUpAISzLTA3p6hWq4kuIyp0930f1WoVxWJRtDLTDYLsk9SJWCyGaDSKmZkZOI6DRqMBz/OQTqeF27VsEFmr1ZBIJDA2NiYmTJ84cQIXXHCB6DyiTkBap8zZC0demL6lXC6LPHwkEoFpmsuyEk8kEsKqvFqtApirGZEHN250litegGYBwzUFgwO1PdP0Z9mETk4NVatVYeEfiUQQiUREmoicquv1OlKpFOLxOIaHh7tOzdJIgWQyCWCuxmZ6elqsKUVR5qVu0+m0SB/l83lMTU2Jx2mdcvEuw+KF6UvIQTcIAnEXR3n2pUIuo0BzWJpOqpVKpW3R4UbC9/2mbiGueWGmp6fhui4ikYg4vqvVKiYmJkQ6ybbteamiarWKo0ePYnp6GoVCQVgJhEIhDA0NCVHfLdTdR+IDmEsTUQopFApBURS4rgvHcaDrOoaHh0X66NSpU2g0Gn3bCcj0BhYvTF9CwsX3feGQ2zp4EYBw/KzX68I9l6bVUrgagLAlD4JARF8ikci8xzYqZFIHLD3yIg9m5MjLYFAqlUR0ZWxsTEQsSIyQky1939lsFplMBpVKRdS3UDdRPB6HqqpNnUfLIRqNYmxsTHQZka+M7AtTLBYBzN04jI+PIxKJoFqt4vjx4/B9X2zHnUcM17wwfQd1HcjipVOtCxlpFYtFIVTi8XjT9slkEvF4XOTf6/W6KDakxzb6gDjP85qs3Lu9yMit0lzzMhi4rouTJ08CgBiASF1HhUJBGMUlEglEIhEh/qempjA9PQ3P80T0g4p2VVVdcsSlHbLxnOu6mJmZQSqVQiKREDcTZEZH6aNjx46hUChgZmYGo6OjMAwDjuOgWq02uWczZxcceWH6Dpq9YlmWqNdozcHX63VMTEygVCohl8uJDgld19FoNFCpVIQQKZVKmJmZEeZuvu83GXbRY7Kb6EbD932R7pKHLXYDp40Gi1OnTsFxHJimiS1btgCAGJsRBIEQ62QUZxgGyuWyeN40TYyNjYlhjeFweFWEC6Hr+rwUEoB5KSFN0zA8PIxsNot6vY6pqSnRVQj0RzqX6R0sXpi+o1qtihSJpmnzwtmu6yKXy6FaraJcLgsjrXPOOQebNm1CJpNBPB6HruvCZZRC6hSWLpVKItJCURp6bCMiR16A7qdKt44H4FB8/+J5Hqanp5HP5wEAW7duFRGXqakp1Ot1xONxjIyMIJvNNnUe5fN51Ot1JBIJnHvuuRgeHl6SAF4qkUgE4+PjwiRydnZW/D45JRSNRjE6Ogpd11EoFJDL5YSgkn1qmLMPFi9MX2HbNjzPQ61WQygUQigUmhd1KRQKKBaLaDQaIiQ9PDyMWCwmbMgVRYHjOMKvgv6taRpUVYXjOKIjIpFIQNM0uK67YWtfZI+WpaS22GF3MPB9H1NTU5iYmAAADA0NIRaLYWpqCi+//DJqtZoQ8STYgTMmdjS5We5KWgvIqM7zPBSLRTiOM8+MLpvNIp1Ow/M8TE5OolKpIJVKiXVKLd/M2QWLF6avoNoTYO7CSzl5olKpCF8KCo/LHRIUSSGX0Uqlgkql0mRBTnl0Cl9Tt4T82EaDIi9A96MBCBIvPNuof6FidHnoYqlUEl09oVAIw8PDouuIoHQSMFf71fp8r9E0DZlMRkROKf0pd/1pmoZNmzYhGo2K2hff98Xa5/TR2QkX7DJ9BRlVmaYpalgI13WRz+dRrVZF95CiKOLkTCkmYC5sTcW5FHEB5iI7dAKnKA8VBNOdoeu6Tb93vaF0j1yw2y2t23LaqP9oNBooFApoNBpIp9MYHR0VF3l6bNOmTfPqVizLEumidDrdlErqhm7qwFRVbYr0tIPSQLlcDsCcr5KmaajVamItZrNZFItFnD59GhMTEyKdFIlEUK/XUSgUMDw8vGEL6pnVZ+OcgRnmFTp19di2Ddd1YVkWkslkU8eQHP7WdR1BEGB6enreHdno6Cg2bdoEYC5kres6yuUybNsWXQyNRgOmaQrTumQyKU7ClmWhWq3Oi/isJ62CY7mRF26V7j9830cul0OlUkE0GkUqlUKhUMDs7Cw8zxOpolbhIr+OIpGLiQwZqlPpJuKRSqWEZ9Ji29FU+Hq9Dl3XmyJBW7duRaVSQT6fx+TkpPi8NB6kVqt19XuYwYDFC7PuTJUaePJUCcdyVZzI1WG7PkxdxbZsBOdkY3jV5iRGk2HU63U0Gg2oqjqvPZpszGu1mojIuK4rIjSUR6eQs2EYIu1UrVbh+z4ikYjIoScSCWGhTt0W8XhciBdy9N0IULqHal6oA6sbWrfjtFF/Qeki6jCjwlxgLqIxMjLStp349OnTmJmZEQKh25bjSqUibAo8z4Oqqm39lYAzU6hLpVJTrZiqquLGQYbMIj3PQ7lcFjcQtM4Mw8DWrVtFpGlqagrbt29HIpFAsVgUU+WZswMWL8y6UajZOPT9CTx+PI9i3YGhqYiaGjRVgdXw8OjRBo68MItUxMDlWxK4ckyD80rHRDKZFKkex3EwOzuLXC4n2qaps2J8fFwU9L700kuidToej8M0TfEaMrMLh8NiBguFpGu1GkzTFMXBNHl3ZGRkQ4SpPc9rmk20lJSWoijQdV38DXgw4/rgum7TYNBuaDQamJycFGLacRxYliW8VMbHx9sK7GKxiJmZGQBz7cnyzKNWPM8TqSHf90VbM7FYge/s7Cwsy5o3TDGfzyMWizUZ1AFz3UUU+SyXy0gmk02fIZPJYGRkBKdOncLk5CQymQxSqZTwceqHOWTM6sDihVkXnpko4QuPnsTxXA1jyTAuGgu3FQJBECBftfHgk8fw/FEVrzk3iUuHwyLqQumiiYkJuK6LTCaDIAiQTqfFYDhi+/btOHXqlEiNNBoNMYCOTvp0Em80GshkMiLaQ6msZDIpTsalUmlDpI/kYt2lTJSWoe05bbT2eJ4nIoLdQg61xWIRhmHA933RfTc8PNxUBCvjui5efvllAHPCY8uWLR3FLqWGWoVHJBIRwmMxoZzNZptSS7ReHccRDsBUWE+kUimRHsrlcvPGfmzduhXFYhGFQgEnT54UHVSWZYlOJGbwYfHCrDnPTJTwuYeOodRwcOFYApra+UKrKArShod4JoyJXAHfeD5AZmgY4+Nzr6lUKigUCqIOJhqNQtd1YYQlo2kaRkdHUSqVxAm1VCohGo2KtkvZZTYIAmiaJu4+w+GwCHnPzs6iWq0iHA4vqVagF9B+0wl+KTUvstjhmpe1h6Y+A3Pmbd1EDcrlMmZmZmBZFkKhkJimbhgGRkZGFpzxJRvYbdu2rWPEpVwuiynTcmqIUjtL8RFqjf6k02mRerIsC+VyGaFQqOl3DA8Po1gsiunSsrjRdR3bt29HsVgUAmejpnSZ3sHihVlT8lUbX3j0JEoNBzuHY4teZAPPReA0oMLHpnQMp8ouvvJUDudtGUPMUISnSyQSES3Rnuc1pZVkQqEQRkZGxEXDMAzhgUFFgrZtIxQKoVQqNU3dpQFyoVAIsVgM1WpVpI96aei1GLZtN9WqLKXmBUDT34lrXnqL4zhCOMteQqqqIpvNLhjJoBZiqtnSNA2hUAjxeByGYWB4eLhj/YnrupidnRUGdp2EC3kZyTUqrd4wK4W6i4C58R2NRgOzs7PC8ZdSv6lUCvl8Hi+//DIuuOCCpv3NZDIYHh7G9PQ0nnvuOfzIj/zIhkzpMr2DfV6YNeWrT07geK6GHUNdCJcggG9V56IhngtVN7F5KIUTRQf/8r3TyOfzKBaL8H0fiUQCsVgMnuc1ueJ2IpVKYWhoCKqqirbpcHiuKJgKBV3XFXOCKE1EJJNJ6LoOz/Pm1QGsJZ7niZqXpbrrAvOnSnPkpXfQLJ9CoSAGJAJzQwjJRbYTlFqiSIRpmmJatK7rQsC0gwzspqamAAAjIyNNkQx5O4ooAnMiY2xsrKeRRTKb830f+Xy+yXBu8+bNYpzH7OzsvNeef/75MAwDlmXhxRdfFDcsG9lMklk9WLwwa8ZkqYHHj+cxlgwvmCoiArsO+B4C14aiG4CiQI/EMJYM44kXT+P46WnUajWEw2ExSBGAuHtbCIqgkMMnpYfI7ZOiEZZlifRTtVoVxYtUFAnM+VJMTEysy+wjKvKUBctSIy8Ep41WH7kma3p6WhRUU/QhkUiIC3gnCoUCJicn4fu+6H4zDAOJREIYKLYTI0SxWBQRm0QigfHx8bbbkaEdAOFG3eviVzKpI+ElG87RcEgAoj5GxjRN7Ny5EwCE826rwSQzuLB4YdaMp06VUKw7yETb3yECZ1IWgecgcBoIfBeKqkJRVKihGBRFRTqkoFou4gcn54YpUsFfo9EAgHnjAhYiHA4jGo3CNE1RC0BDGz3PEwZ29J6ybTm1TwNzd62FQqHriz+1blOInn5qtdq89+i0Lc1uAiCKNqnoeDk1LwD6utuIah42kttqtVpFvV4X7eyqqmJoaAjZbBbZbHbBFmXHcZDL5VCr1UTKKBwOi+JcVVUxOjraJNxlKNIzNTUFy7KQzWbbpotc122qvaFp0muVdqFUbiQSmTevKJPJAJhbd+26sUZHR5FIJOB5Ho4dOyYsEMhMkhlcuOaFWTOO5aowtDMX1qrlYrpsoVC3Uaq78PwAmqogGdYwpFlIRzSEFQ+qEYKim1B0U6SSDM/GTNnHleePC6OqIAgQiUSWHOamDqJIJALbtqGqKmzbhqZp0DQN9Xpd5NPlziN6bSQSQS6XE/NZ6IS7EIVCoePdYSgUwtDQkPg3+dd0QtM0kcKify+15oUKdvuVRqMhHFpVVcXIyMi6t8w6jiPEZSqVgmmaYnbWYpDwoPZ1Oj6LxSKi0Sg0TUMikeiYavI8D1NTU5idnYXv+4hGo0in0/NSS5QqomOHLATWA9lwTm6TlmtZRkdHm16jqiq2bNmC559/HpVKRbjvUudRa9E+MziweGHWjBO5OqKmhobj4fmpCk4X67BcH6qiwNAUqIoCxa6jWLNQCAJEVBfpeBzbhk1EYnORj8CuI7BqCKsu8pYm8txkXkdtknJUQlEUZLPZjjUBFHovFouic0P2zmg0GuJC4bquaLEmaLjjzMyMGF9ABniyh0Wj0UCxWBTpGUVR5nlkNBoNWJYlBuwBZ+pQOtXxxOPxpinYSxUvFHmRhzv2A/KFVxZeVOOxnMiBaZpiUOdyoVQRRQLD4fCSzNPIQZYiSDSOgo67SCQiarxaoTEBpVJJiONIJILR0dF5qaVisdhUGxKLxbo2q+sF1MlHzr9kDplKpVCr1VAsFueJFwBiJAJ5v+zYsQMAREp5LQdNMmsHixdmTQiCALbro9xw8dxkBcW6g3hIRzymnyk09V2Yqg8YBhTPhe3pOFVsYNoxsUtzMBRR4VsV+HYNqqrC1SJIpVJNd7fU8kwXc2JmZka0Ure7MNFdLaVcqG210WjAMAy4rotIJIJyuSw6j+Q7aNM0kUgkRG0BMHchkS8YlUqlKSUUj8fnXSzIKbg1dUTGfJ1wXVd83uWKF6A/0kaNRkOMiZBTRIZhiDb25Q6ZJIG5UPGsaZowTXPe7ydI8ALN87QWw7Zt5HI55PN52LYN3/dhmiZUVUUQBKI2ZHh4eN7+UbSi0WiImV2KoiCTyWB8fFwIdzKy831fCBdFUZqGl64nlMaVu4bS6TROnz4tUket+xkKhTA6Oiq6AicnJzE+Pg7LslAsFsXfkBksWLwwa4KiKKhYDp6dKEFTVQzFTajyBTYIYHhzd4oeNKgqYGhAPKRj2gL+83gel4+oiAc1IPDhaSGEInFRaEtOnXLOPBKJIB6PN6V0XNdtezGRZxfZti2cdsn3hcyv6vU6XNdtmx5KJBKIRqNNRlytnUgUpaEISSuxWEx8Dvlvt1gKxHVdEc1ZyWyjjZ46qtfrot0XOBNVoxSfoigYHR1dVuExXewWStHR70wmk2LgZydILHebJpqcnEQ+n0cQBMJTiFKgNB+IxgDIeJ4nBBuJtkwmM68YWN6OiEajS/JtWQvaGUGSoJmcnMS2bdvavmZ8fFwImGQyiVAoJN6D00eDB4sXZk3IV21MFBuoOz62ZULzLq6G34CCAAEUBIoCBUAABZ4WQSYKVCtlHJ9o4IKMAtMMoeaY2DU+1DTHhU5cAEQKSVVVZDIZlMtlUdBZr9eRzWbn3cGR0RXd6TqOg1AoBNu2Rft1Op0W6aFIJDIvJE0iI5PJNLV9yr9jMVfS5dRqyO3SS+02kp2FN2q3EV14qQgzFAoJn5PWGqd2F/huoIGeCxV6kk8LCRfTNNt+n4ZhLJgqIoFLtVqlUkl0q5E5IkUJ20XoADSlpui79zxPGCdSJx1BET1d10U0IpFIbDg/lFYjyEgkgrGxMbz00kvI5XJIp9Pz/h4kYovFIiYmJjA7O4udO3eKWUycPho8WLwwa8JXn5xAw/ERMeZfmFXfgea/kt9XDBjBXFeBo0UARYHmuxg2XDjVKqbKIWzblIHt6tiaDIm7ZE3TmqIc6XRaXMBM08TQ0JDI8ZOnxOjoaNOJWzafq9frwkOC3qNWqyGTyYht6KTYjnYOv72kVbwsBVnsrHfaqF23FXAmVQTMfRfZbLYnF92FWo6BOXE3PT0t2umz2eyS/t6UapJTS/JwRYrWUGFvu8Jj27aFGCdUVRVRP2rjl/8+VGxOqaRO9V8bhXZzxDKZjGg7pyiUjGmaGBsbE8aVk5OTGB4eRr1e5/TRAMLihek55O+ycySGp0+X5kSM+coJOQhgeHMncVcxoAeviBjVhK/OHZ6614DhN6DpCmZsBSFbQzIWxbZXbr7IHReYi8DIwkWGQu9U5NluNhGFrMPhsLjQUP0BRWSi0ajwfKHH1xsyq6Oow1IjL8D6p42o3qcTdOElp+P1gNqT6Xtfyn5Q67P8N6baGRLOFG1JJBKIx+Pz3p+ccuk9qNstCAJMT08DwLwuJNlIMZFIbHjhQrSmj8bGxkRdT7VabRuNSqVSyGQymJycFFOzY7FYx1Qv07+weGFWDWr/bb0APn68iGKtgYvG0yjUbLw0U0PIUGH6FnR/zto+UDQoQSBSR646lwpQAh+GV4Me2HB1AxXHwAt5H+/YnULCPHPRdV0XmqZ1FC4ERUQ6zSaiMH2hUEA4HIamaSgUCqIOhtqm5c6jpfjK9Ao51bGSgt31EC90QaaoD9V7tLJRQv/d1CDJBEGAXC4nUkQUXdI0Dfl8HoqiIBaLCUM2csxtfQ85TSQLHABC0Jim2ZSuyufzQti3PrfRaTdHLBaLiaGM7cSLoijYunUrLMtCLpcTc48URUG9Xkc4HF7UfftspnUtLoSu6227v9YKFi+MwLbtZbvEep7XsdDx5UIVYb+BwKnjvLSOXNHFbK6GiOrA8QL4AWDDQFL3YOoqlHAC+isXU8OpwvRqUIIArh5BvqFjm6njteelAGeuo4JO6Is5lRKLzSYih94gCJBIJEQhZ7VaRSgUEh0RpVJJdB6tt6cIdRvJhavdsp5po1qthlKpJFJFoVAI2Wx2Tfeh19CQQ+pMougKmc/RoMFO3T40vFB2U5bTSRQFbE0X1Wo1IVxICGy0+pbFkNdqLpcTUaNCoYCxsbG2f7NoNIrt27eLjqqpqSmk0+kmEbfe63U9kIVzJxqNxrqnjruFxctZxEJ31VQQudI7b+q4IXzfx2TpKCIa0KhVcSJXg9dowLFt2D6g6CFYMBBX6qhaPmYtA07DRiLsIxvWkXFmoQYebDWCaUeHGQphPBWGqXiwgkC0Tkaj0SXdlbeGpOX6FOryIFEUj8dRq9VEx1GxWBQnQyreXO8LLg1nVFV12ZGXtR4PUKlURDpjI7XrriaWZYkZXPF4vGnwoO/7CIfDbYvHidZUUzKZRCx2Zi6YPHOL5hwBEN11wJmW/H4TLoS8VoEzAnt6ehpbtmxp+5poNIqhoSHRHVgul+F5HlzXRTgcXrGXT79BHZNkK7EQ5AK92I3gev/9WLycBchh68UwDGPZFxBN05pOrMDcQnC0CMquhxcnGijXPZhGCOFAQ6HuwbFsRJQGbFUBVBWWYkANAuRrDsL1GbimDUDFSUQRicewPRVG3FBF5xAVNy7kgdIOukudmZlp241A4wbIoC6fz4vagdbOI/LVWK9wNHVGkXhZai2G3J2zVmkjuqAAZzxyBkm4+L6PF154QUQjw+EwUqkUdF0XHTA0FLRd2rF1zVJnEKV9WtNIFKEgyC6A/rbrfaFZCVTrVKlUUK/XEYvFUC6XUSgUMDQ01Pamhc5jY2NjqFarQtTX63WcOHECxWIR4+PjA59CchxnXnt8JBJZUJhEIpG+qIti8TKgWJYlTnxk6LUYqqoKz4zVQlEUVFwFT+c8ABp8KJiueYCnIKz6CGkBXD+A4wcouiZ8xYeuuMioDRioouh5sMND2DI+hPNHE8jXbBiKC9ed+6Fw+HKKZmk2UaVSmdeNQPUBNCtnaGhIDH+jLohsNot4PI5yuSxevx7haBIvwJm25+UOZlwL8SJ78bSOQuh3Go2GuLCScNF1XXiV0IUU6GxgZ1kWSqWS+E41TcPw8HDTsVWtVoVwoTUAzEXgSqWSaO/vx1RRO8gfSdM0BEGAYrEI27YxOzuLTZs2tV3/0WhU+B+R5QHVrVUqFZw6daqteJG9eShK1g9ppiAIRDcl0Wg05vn6DIrnDYuXJbCaJ/ZenVDoQtba1QDMtQ8vlFqRCzdXizl/lzrKdQeqAlhugJAGpHUbigLA0NEIdJQ8HSEf8HwPcb+BmF+DoXpwlBCUcALnjyYQNjRULQ8XjCgol8uIRCKIxWJLnmUkk0gkRBtuaweD3FU0MjKCYrEo0mumacL3fRGhWc/0ke/7TZN4l/odymkmEjC9vOCREaB80e13gldSmJOTk00TkLdv3y4GB87OzorH0+k0IpHIvL8zuezS2iXRI28nz0yS00jtOpEW8xTqN2i9kpt1uVxGNBpt20UUi8VEAwEV2pumCc/zMDMzg0ql0taLyTCMpsGUtm03rev1FoOdrkOlUqlp3ANB4nc5NgobmcE6snuI67qYmppatfcjm+/VWghBEGB2drZp8irZmANzF7X16Ir56pMTyNcd1B0PpqZiyHBg4ExnjKWYcBQDEW3u7xAJXMR8H5EgQMMzUEAUbh14fqqMV21OwfUcZDQFnqcKd9CVIHcX0UmRMAxDdBXZto1Nmzbh6NGj4q6XQtiZTAbT09NoNBqo1Wpr/nemKFQQBGKq7nJrXtaiWI8KJ/vljnYhaL6SbdsoFApwXReGYQiTuNbzBg1UbD1GWtdvu+1aU0nhcFh0G8nRrNYU0yBB0aR6vS7q0Cjl2xpFkVPD1JIOzAmgzZs3z2swIJFDEYxkMokgCGBZFk6fPi22I8uF9YC6qBa6kW51dY5EIn2/ztrB4mWdoOhIa27RMIwl52FpEJvcLqvr+pINtJaKnJpSVXVevctkqYEjL87CdX0Yio+UYsPAmUVXVSLwlblFpQUeIkEdkaABM3DgQoetRVD1IghcDyfzdaSjJtKag/H4XE52aGhoVcQfFVGSeZj8nchdRcPDw4jFYmg0GpiYmICmaXBdF4lEAolEYt26jyg0Lte7LPXvslaRlyAImgYW9jP1eh3lclkYFlK7fjabRSKRQLVanbcmh4eH561JSjXJaaLWDrh228gpp2q1KqJZG2Gidi+h4ZnyOIdisThv3hgwdz6ltUnrpFwuIxaLtU03kSkeMHesxmKxedEZei9aI7FYbMl/b+qEWmo0v50VhUwsFut6lla/w+KlS3Rdx6ZNm1blvUg9yxd/GUVRui5eJBFEZDIZcTHuJa7rzrsDCIKgyVjrqVMlPD9VQeC52BLxUGm4gKrBVg1YMAEayBj4iPo1RFGHGvhQEMBWQmioYRiaiarlYrZq48XJIt64HUiE9VXtTJG7i2gQI0GhZ8dxhMNuvV5HoVDA5OSkiMxks1k0Gg3Yto18Pr9qwqobqNOIPstSBSu5uQK9r3upVCqipbtfC3R93xfHAM2vSqVSMAxDOP/KazKbzbY11qN0X+v6bb15oY4l+l7klBNNApfTSIMsXIhEIiEKeOv1OjzPQ6FQaJu2pRsOiqzQ1HjXdUW6iQR/NBpFJBIRUTDbtjE2Niaep/O2LDwajYa4UWy39tqtqWKxKCKQtE0nWo8bEsHtzi/rndJaS1i8LIHVOjCoVa91Ii1NfJVPZt2i6zoSicSaVc9TiNowDBiGgVqtJu5Ch4aGYBgGvv9yEXa1iJGwCl3VYbkeCq4O1TChqJQmakAPXIRhIRQ48KCgNvcvWDChKEBIV1G2XMQ8Cz+0eRNCoRBGRkZW9fPQIMZ6vd6UOqK0Epl9DQ8PC1M8uoBRGDudTmN6ehq2beP06dNIp9NrkkIiB+DlDGWUoRNor8SL4zjiLnal6b71wnVdPPfcc03pHbL0py4YirbQmmyNMAVBgJmZmab1T+8jr9+FUkn0HnKamPyHzgaoA4mGdFKBcqPRmPf3pvTR9PS0mIFGtUATExNiO1qv9N5TU1Oijgk4495LkbZSqSQKYimtND4+jrGxMfGerYNEW/crFouJCFKndReLxUR6kDodB6l2ZbmweFknIpHIPKHR7qTWDZ3C0auNZVnCxIhOFlTRT26zwNyCzWQyeOroaWiBB1PXAUVFJJFGoeTAdn3EdCAMC2bgIAQLocCGAx01JQpfUVFXwoCiIAgAxw9gKi6iioOoqWPLli2r/lkpWuW67rzUET1HFvxDQ0NwXRcTExOo1WrC9XN0dBSpVEqEncmZN5FI9PRuuFariWjGclJGrQW7vfB6kWsy+tHllC5W9J0Cc+uOJoCbpik8RQCItCYdp/V6XbyOjjGi3fptTQXr+ly0UdO0eSkkoHPn0iBDhpGVSgW2bYubqHbpSF3XxSRwGsDamrahTsLR0VGYpik8nciAk1x+aY3FYjHouo5yuSzehwQPQRGfdsTjcVFntpjopPR0Ny3M5OnS2h5tGEbT4+FwWNz4LESrC/lGYU3Ey6c+9Sn88R//MSYmJnDZZZfhk5/8JK666qqO2//93/89/sf/+B84evQoLrjgAvzRH/0R3vSmN63Frnak25N6pzbVTq+Xt1cUBSMjI0u+8+1VqFAu3vQ8T6SJ6HPE43GUSiUEQQBd1xGJRMSIAMdxUKlWoCGAq5rwtBAiADYlAsyWG9CcKlRFQVi1oMODrZiwYaChhmApIQQB4HoBbNdHRFeQUm34PjpO2O2E7/tt/56tlfdy6qhcLs/rLqAWy3K5jKGhIYyMjIjq/tnZWTEQbmhoCJFIRISXqRaCTLFWW3RR7tx1XdGqvZzf0eup0tSRtdE6jOTjuXXt0nO2bWNiYqJp7tLOnTthGIaw95eLP4eGhsTJnmp82t19t0snUYFou1Qw7UunFFK/IK/JlawJOpbo2KpUKtA0reO8MZodRV1fctqyWCzCcRyRhjrnnHOEYCwWi8LhWG5/HxkZEaUEQRDg2LFjKJVK8yLn1L3UDuoOogaOVugcQ59RTke3/u3o71oul+cVI9frdZimKW4w5d+9GPV6XQjxjZSS7Ll4eeCBB3DgwAHcc8892LNnD+6++25ce+21ePbZZ9vORXjooYdw/fXX4+DBg/jpn/5p3HfffXjLW96Cxx9/HJdeemmvd7cjnud11W3UrotInkTbSru7rvU+EbXrXKLHqWBM0zSxQEzTFCfrUCgkHD9dx4ah+jACB4brQPcaSAYuNoUaaNgOLNdHw9NhQ4WtGKggDMvX4QVzfydNVZCJGhgPu7ArPhqe2naBd4Is/TuRzWab7tJoFADVvrQ+12g0YFmWyJtv27YNzz33HHzfx6lTp4RhFnUgUStma+h5NTsVSCgCEKMBllPz0uvIi9xhtFFC3tQyS+tSXrvymnVdF6dOnRICl4pxgTPClu6IqdMImFv3MzMzInoSCoWauv8WSyfJaadu0kz9gOx/A8z9/UjELYdkMolarYZ8Po9arSYiYJ3WGKWEWgtf4/E4qtWqMK18+umnm56j0SNksU+t8dVqVdT5bdu2bZ4hHB0fi130W9vh5c+naZpwCG69BpFvS7suJHmmkxwZp1QVHZftJnQTJJpo6Cc5Qm8Eei5e7rrrLtx0003Yv38/AOCee+7BP//zP+Mzn/kMbr311nnb/8//+T+xb98+/NZv/RYA4KMf/Si+9rWv4U//9E9xzz339Hp3OyIXxckYhtF0EqICPPlgdRynYwsqFb4u1Y/BMIwVXQTr9fq8YmEqIK7X62g0GvPuClVVnbcQNU0T5lEAhFNqrVaDoetoWHUYThVa4EEJPAABVDVALGxACwyoPpB3TEy7Ydg+4PseVFWBrqqIaQGSSgOa60L1PahGrKuTNRVRLmbMR8MXacgd/U3JAVX+XmlYHt3VRCIRhMNhjI+P49SpU8J9l4QchakNwxDpEgBN5mMychi6Fc/zRKFrK7VaDZ7niVA2tUovhVahvdrixfd98V2s98W2UqmIk3bruiQ3Ul3XUSwWhYitVqtQFAWpVGqe6Rt1vrT+zakGTBZGmUxGXCTkrhbC8zxxbFDaybIsTE9Pd9W1tBbQ+QE44/rbzqvGsixx8aSIBd38yFA6sbW7qlvo70r+OOVyWaSTOgkGTdPmDb4E5m4swuEwXn755aY1QKlhOh8oiiJujOg8QSn0oaGhFXvr+L4/L+2j6zoKhcK8tUkGmXL6h0ZtUF1ZOBwW/j+xWAzJZFJcpyKRyIL1Z1S8TMdxo9FALpcTUZilRMFXm56KF9u28dhjj+G2224Tj6mqir179+LIkSNtX3PkyBEcOHCg6bFrr70W//iP/9h2+9aOHbrrX20W+qKy2SwMwxBfbLsBhdT+KOcsbdsWRXetUY5uIHtxopu7ZjmMLW9P4ozM2gBgeHi47YHdzqdCvgjQ84loBNMVB4APX1UBqHDVEHzVgKPOzTTKVW2UAxeBEsDUANVQoABA4EOxayjZPnw0YEFHKhpftEOl1Q67XeugfIdL3xWldiKRCCqVCizLmhd+jkQiInxMz9FJd2pqSky7DYVC4g5erm3K5XLCC6Ydtm23vRAWCoWOQoxSMbquw/f9ZZnU9dq8ioSXrutrajveuh6ojkRGURQMDw8Lvxbq7KlUKvA8T1gAqKqKc889t6uC2Eaj0SRMKI1E9Q2O48wTLjKZTAamacJxnKZ0U2uksBcsdA7xfR/5fL7peeowlLfJ5XKiCyoWi4l/E/F4XHiokDCjwvflHId0QW40GqhUKmLg6nKcm7PZbFNkgdas7/tN65bar6nIH4BwNs5ms9B1vasUS7u0NnUitT7eKvwpnUQRFbqRlG0fqANKbnCg45qi2HTubre/lB4j4UmfmZ4bWPFCIVm5+hoAxsbG8Mwzz7R9zcTERNvt5apwmYMHD+LDH/7w6uzwAqiqOu9CTsJJznFSUWcr7bw/TNPE0NDQkgt0KTcrW9LLJ4JO0F0ObdNoNNq24VF+kyy1ZVRVFc6Wi3H+aAwvT+dR9w0Ypg5XMeGrBqAoKLsqpst1NBwfpq7CNFTIuxIJLOiBCtN35szqHA0JW8UzEyXsGm9/pyCHpBVFEV0grVComk4QJFYmJiaQyWRE+3Nr+JkuviR66KSdSqVESml2dlaIlta7u3Q63Va4kCmW4zgdU5PU9dTuDp8iZMvNScsXjNVOG7muuy4dRq7rYmZmpu1niUaj4u7YNE0hqFKpFE6fPo1isQjf98WwT7q770a4+L4vamPIYyQUCs1LIQFzd8StYlzTNFQqlXkFve26lnpBNzPQKDVGQqFTarZWqzXViFBqhP6OsokceSctR6DJs49s20alUhHDVFfafdVpzQJzIkw2tavVapiamsLU1BRisRjGxsYWvLh36kSiKeKL1TKRsKbfQRFfqrOjVE+3tEsJ0QgGGuWRTqebIjzrSd93G912221NkZpSqYRt27at+u9RVXXexYiKv+QTUqfcLblj6roupiDT9ovle+nCJkMdMcePHxepCtoPy7LaCqJardZUsKVpWpPQMgxDjJlXVXXRaBCFhzuxLaHCNEMou0A4moKizl1Ya7aLiWIDnh8gampoXQNG4EAPPOiBC0fRYEEBzChUTcXnHjqGd7/mnHkCRo5o0IymhaI0cuhYVVVxwSkWi4hGo2ICa2v4ORaLoVAoiOd0XReGgGR7TwImFosJ8UNtzEQ8Hm8KL7eml2QWEmK2bYu00XKGMsq/g163muKFjg8K5fcKEqF0PMvt4zKhUKjJ+l0ml8uhXq+Li3MymUQoFBLeLZ2Q16fruvA8TxSw050xdeTR+xiGISINtVpNrDWqMQDmvhP5ZqKXtHYwdfq8qqoKgU+fvd02hmE0GVhmMpm2UTfTNJFMJkVErFAoYHR0dMmfl1Jp5XJZ1K2Rcd1KikzbnfdlSJA3Gg1MTk6iXC6LIvpTp06J9vV2n53OxfK6o3EkVFy8EHSuME1TvAddC1qjXYtBEXlKCRGWZYnfQ98n/T3Xu3atp+KFholRsSIxOTmJ8fHxtq8ZHx9f0vbdXPx7RWs4rhN0R07pIcr/thZptbNnt227qcuBoLwrnfTi8biYIAvMF1EUrQmHw6J1t1gsIpVKNV3ku/WKoe6jhdIAF28zsfV4Fc/lPOTrHjJRFZ4fYLpswfMDhI0W4RIE0OAhHMwtkgABGq4GVzGRSUTw6i0pTJYtfOHRk7j59ecjHZ3bb9/3RRieQtJLQe5CoO/INE1RkCe/XzQaFfVC+XxeDLKMRCLYuXMngiDAxMQE8vl80wwaEiC08OXwMgBRP7MUqJbEsixRqLsc8SK/xvO8VRUvdHyuZI12qsOhQmNyTW29kFL33mI1CHSXmsvlRFRufHy847Etr9NOvkyxWKxtCls2V6Tiz3YpJLljqZdQd5PcwdRtUXkymVyVaFo8HkcsFhOp3GKx2HZWUTfvQ+3HVM+Wy+VWfdhsO8LhMM455xwAEAaWJFwrlUrHv5PsFE4T6+PxeFfjY0qlkjDqo/RTtVpFNptFKpXq6PnU7vFKpdKUEmrdno5n+WaV6vrWi56KF9M0ceWVV+Lw4cN4y1veAmDuRHT48GHcfPPNbV9z9dVX4/Dhw/jgBz8oHvva176Gq6++upe72lNocq7jOLBtW9wVVCoVUTOxUEcS0Dym3HVdERKlWSZ0QqXogxySpu6haDQqDj7P85BKpURY2/M8VKvVrlNChGmaHe+ok0ngyvMdnH5qBn7DRb7mwHE9NBy/bcQlggb0VzqNgiBAzVWhqoCih7E1E0E8bCBi6vjBZBmHvj+Bd161HQBEmJ/C9MtBNrKi6bPAXGi3dYGmUilMT0/DcRxMTk42ney3b5/bp1qtJtJHJFYty0IikRAmd1NTU2K0wHKgkxbZwhuGsSyH3dbXrKZJHYmX5da6OI6DmZmZtvtE0YvWGie6UFEYfbH9e+6550TUMp1OY2xsrOP+yh1KQRAgn8/D87ym36XruhBS8ro1DEOsydY0krxedV1fM+HSaoK3Xh1McgqJbrKWuh+KomDz5s2iA5DqaFrXaK9JpVIifVOtVuF5XkcndUVR5qV3SMwtdhOSSCSg67pIP1EH0czMDACI6GEr7dJD8Xh8XiRe3p5qeOTnBzryAgAHDhzAe97zHuzevRtXXXUV7r77blSrVdF99O53vxtbtmzBwYMHAQC//uu/jte+9rX4xCc+gTe/+c24//778eijj+Iv/uIver2rPYUiRPJwNZo0SzUWcteIDJ2kW9tZ5XlCrTlyage0LAuVSkUoaup4oJC03AEhz53phtZOo3a8+YfPwUsFBz+YLCP3yoRpQ1MBBAAU6IELAy6UV6IuCALYAdDwVMR0QNUMJJNhnD86d4HXVAVjyTAeP57H63eNImHMFZLRyW8leViqLZCdMwGISIy8XTqdFvlqmmdENTGbNm0SZmbkQOz7vphoS9ECVVXFYLnFLu5UUC1fxKlFlL5Pqn1ZbtoIWN2aF6r/UpTux13QPlCnDo0+aP1c1Kp69OhRcUJNpVJdGbWdPn1anOjlltFkMomtW7e2PSlTHQqtU/IDoVqAdqmo1nVL0E0C/Z07dSz1EvIskk311iJCsRCGYYiOPrmebymEw2GMjY3h9OnT4gbPNE0RpV6L8QkUPSEzvE7p4HYsZaAmrQHLshCNRhEKhcRxFQSBiPxSu7ZpmvB9H41GA7Ozs/OaEdqJxSAIUCqV5p0TqNtyPem5eLnuuuswPT2N22+/HRMTE7j88stx6NAhUZR7/Pjxpj/ia17zGtx33334vd/7PfzO7/wOLrjgAvzjP/7junq8rCbUxkadRlQVTheN0dHRRe+6KLRNFf2tBEGAYrGIUqkkWngBiBNpJ1+FpZqHdTPALx018bbdW/G5h46h3HAQ0lUACuq2BwMewurcHYkPwPUD1BCCr+oYC9tQoUEJR3DJpiTCxpkTTiZq4NnJBr53Mo9XZed+P4VaVwrNQaH0EZnTtV58abFThwp1N1BBIolA+QJGoojGKpCjL4W2O+0/pTVa65jors4wDBGBW07nkBx5WU3xQneb3XZAUcqK7ljl/aM6CDrma7UaXn75ZTQaDWFWRidm+eLUukbK5bII6VNtga7ruPDCCzvWGJC7rvy5aIAqdSt1c+zRZ5Pfa3h4eM1nPFG3k2x0t1HGCsTjcVH3U6vVlhWVHB0dFeZujuMgFouJtLnjOE3p2l4TCoXmNaCsFvJ8JLpponVGaSCCipqpDKE1xVqpVJpuZGnNtq5FotFodJWS7SVK0MspbOsADUkrFosbfn6KbdvCa4KUcDgcFrVCC9EpzdTaURQKhYR/CYUZlxuSnio18OSpEo7lqjiRq8N25zqFtmUjOCcbw6s2JzGabK/Gn5ko4cNfehIvzlSRjZow3Cp814Ht+XACFZ6iw9B1aEYIsaAOz3UQjYRw3tZxDCfmv+fzUxVcMabjTZcMd5UfXgokFqhdmjoH2uF5Hqanp+H7PpLJpCjukx8n4vG46NaS3VvpDqZdvU61WsXExAQqlQpUVZ13kaG6FyoIjcfj2LZt25JC5PV6HQ8++CBefPFFpNNpvO51r1uVEy4Ju25SY3JXA0GhbIpqUQqJLr5UlEutzL7vN0U6PM9rquUAIOpjDMOApmnC/TQej7f1TpG/RzLYKxaLYr/I12gxWtcr1aetdb2ebBNANQvrfQfdCtUB6bre1si0G2zbxrPPPgvf9zE+Po5oNNqUDpfXaj8idypRmqn1mkFp5VqtJm58VFUVjxPtGjyokJrWUiKREGuDhP9qn3eBpV2/+77bqJ+hg8Z1XXESo0LYxcSLHJKng6der6NWq4mUBB2Apmku2jGxEIWajUPfn8Djx/Mo1h0YmoqoqUFTFVgND48ebeDIC7NIRQz88PYM9l06LoppiXNSBs5LAooVoOHU4PkudE1FyDRgqRH4igrHC6D6FjTFw1gmjO2bNyESmn9hCFwH8aCKU7MqFGVkxemiVsiQjsyiKH3R7iJFdQKFQkH4PCSTSZFaooFr1ElA3zMJGLoj1DQNpVIJs7OzIhpAotayLGGkJ19oKHJDQpW6a5br86IoStsJuMuBhBmwsDEdhaXp7o72g2YGyT5Otm2LbhJKk1FLuud5wsZdFi/09yCBR2JnfHwctm0jEomIGqRSqdQUfSyXy8KjhjrwqtWqED3drClq35UtFLrpYOoVlP5SVVXMStpoLDRnrFtM0xTpo1wuJ8zjKOLUulb7CTrWASx4Y0DrLhQKYWZmRhgvktiRt6O6QQBiPRSLReEWLv+OcDiM6elp6LreVfS9V/TXt7aO0Bcqs5gVe6e0DnCml5+gmo1CoSBSSd1ANSeO48D3fXFxXK1w9DMTJXzh0ZM4nqthLBnGRWPhtgdrEATI1xx8/ZkpPD9Vwdt2b8Wu8WSTKZ7iu9iRNRHRdeRqNgqugYKtQPUDGAowFlOQ1nxkozFE4wmobfY/8D34VgWa4sPxVi9d1AoZ0lF9SrvUEUFpIvqh0HQ4HBZig6ZSUzqJamvkEwYV9pGHDIW9TdPE6OjoPNMtmmbrOI7wEgGWV0gnf6edjtmlQC2WhmF0vDjQSVg22SJDrFKpJO4Q6XORkKFWXbmltp1nETD3d6WWZfmzjo6ONnV+kS08+b7I65Nqdsivppv6KhKrrcXv65EmAs6M9qD9oW6UjYg8Z6xUKi3LbA6Y69iigmTyD9u0aZMwnqMhsyRY19JAcbmQoR81KHQbPaJ1Qr5LVJ5Ax/CmTZvEWqvVakIcUdOBDK3T9T5+WLx0CYWPZRay6V7IJEsmFouJok4KZS9kNCdDIWz5YiNHW1bKMxMlfO6hYyg1HFw4loCmdj5ZK4qCbMxEKmLg6GwVn3voGN519XaMGM6ZjhPThOUqiCYiiCUVbNfPdF4EVgXwXAARQNOhmu1D2b5VA4IAXqAgHFt+p85iUPEtDTMzDKMpjNoKmVlRoen09HTTXVE6nZ6XIkgmk+IYIQdaitJ4nifEz/DwcNuTVK1WE23SoVAIjuOsKPJCrEbNC33nnY7D1lks5Injuq5IH8kuocDcSTOdTotiSHmfw+EwhoaG5tn9l8tlIVzIW4fWGWGaJuLxOCqVyry2ZfLpoMepg2OhC13rzCQqGiWPp7WmdWZSp+LMjUQymRRidblmc5qmIZvNYmpqSkQwx8bGmtaqPLdnJZ1/a4HcVt9tg0Kj0cDp06eb6l9838eLL74o6vHo/WRfJDnq3Gg0cN55580bZLvesHjpktbZRhReLxaL875IMgqi9E2nA6w1r0iPdXuCozZNuviQE+hqhPHyVRtfePQkSg0HO4cXb9sjNFXBzuEYXpyp4gv/8TzecdkwEuE5EbBtfBiPHS9CNVry/K71inABoGpQQ+3rNXynAXhzJ+BKEMElo+nlfryuiMViIlVBvi+dahTIzEqeQUIpAwAi7dN60SNzOvmiS0KGvGHC4bC445JTOtRpEIlERKfBcgp2Ww3qei1eqI2VPgulfU6cONE0o4XMHOU1tNAsFvm7Ic8L+luQhXwnEomESFMQpmkinU4Lw6/F0q80OkJOEYXD4Y6meGuFbD5nmmZXHVnrjdz5txKzOXK/Jk8U27ZFCimRSAgbAzq/UyqpdZ2SEJbXX6c1vdq0RigVZW7OVqffS2McKDVGa5E8vIrFokihkqhxHEcMdiV0XRep01Kp1FTUXy6XkUgkcMUVV3DaaKPTOttILhpsB6UzZDGh6/q8C0u79FDrQQTMHZByRIZqJZbS7bAUvvrkBI7narhwbP7gtYUIAh/wfZyTMnD01BSOvKDguh+/GJFIBDuGffzHS3mRJw2CAIFrw7fmPFGUUGy+sKH39T0E1is23UYELhxsz/a2Q4IM6ShlEIlEFi1QI7M5ShPJ/g6O44i5NQTVPxSLRVHLId8ROY4jTh6txwqdSKnVul1LcbfINS8rTRvJKdZ24oWiU9RqXygUmmzpyZGVxh10O7RPFg2UviMjyXYXvtZRHhTdktcpOZ7ShapTOpdELtGrdblUyC4fWJvZSKuJ3Pm33FlFZB6Xy+UwNTUlBl1SMThFRMnsjQz7Wjsv5SYIGdd1O3ZpLmdIqgx1oVKdl+u6ws1bUZSO155CoTBvOvnY2BhGRkagKAo2bdqEarUqUkNUgEuiqHWfJycnxTEkNwjQ/rF42eBQO6ZMKpVq64hL7Wu+7+Oll14SFxn5pLzY75JPuO06V4he1HxMlhp4/HgeY8nwgqmiVoIggF8vA74HBUA2ZuLp6QbKjoJIBHjV5iRSEQMvF+pwXB+1cgG1hgXfDxBoBsJxFamIi9FECLFQ86HpW6+062k6iq6G1Cvv12vS6bSwzabRAd108qTTaVF0Cpy5YM/MzDR1FZEpYBAEYkYVpRzbtQzLv5siM2RORyeS5UZe5OjLSiBvlnYi3LKsJgO306dPi1A4DdGURzKEQqGuPk8nM7tOtR3UUdauOJkEk3xnGovF5g0lbEdrGng9oc5DYGP4ciwV2TiSplkvN91FNw30nVO9GZl3jo2NIZVKoVQqNRm9ybTewJJPTrttgbmbn6XaTxCtzstksaBpGmZnZzu+jsY8kNhOpVKisF0WGXJTAADh8dO6VtLpNDKZjEjhym7v2Wx2XdNHLF66pF2bars8LJnQFQoF0d7aGm6jboV2F0EK28/OzjaJF0pByQfLUgq2lsJTp0oo1h1cNNbdyc53LASuBQQB4L8i5hQVqVgYzxUDPHmqhNFkGKauwvUCPPbCBJK6C00BdFUBVA1130SuUMfJfA3P6yo2peaM6UKK90qdyyuFrUYUk9M1vH7XaMe27NWEogONRkMUYHYjXloL3TRNE+khefAeRRvknHO1WhU1H/IJJR6Pt01bJRKJpmLSldwJrYbPi5yikJHHOITDYUxOTgpH6G4G2cn7SKFvEoU0T4japgGIkzZdrOQ7Z9d1hTdOa72P53k4evSoCNOTWVq7NSizWF3UWkMXV03T+iJV1A7q/CuXyysSL2Qcp+s6SqUSDMNApVIRxfj5fL5p8GnrRZwclenGFDhTlB0EgRCtBLmgU3qGblDi8TgymUzbdUydprINP1n5G4YhRH2n44vqU2iu1tjY2ILnKnkfFqopCofDwlOGWtc3Qn0Qi5dVxvd9MesmEomIKArZgct3eqFQSIQvCbojlFtggTPmdku5m/M8T7wHdUYt1MWkaRp0XcexXBWGNr9WZy4l1JJS8H0EVrOJkRqOQ3mlGFevVHA8V8MzEyX8/bdPoFguYyTkwfUCJMMGXD0CTzURF78jQMPx8dJMDflqA5dkFKQjr3xmM4Jj+Qa2Z6PYd+nS5gCthGg0imQyiUqlgmKxuKxKezKrosnXcjqJjhP5RCg/182cF7k7YCWt0sDKxwN0GglAponAmQngFOUYHR1dcL/J2dZ1XVSrVRHir1arTVNuyb+DBAYVfXYaIEjfJb234ziYmJgQ29MdLNWWDQ8P90VrrZwuSqVSG6LAcrlQ5x/5Lq3ks8gdgMBc3eDU1BTK5bKoM9N1fZ7YI7HcavNPa7VVIFKtCM1Ho/MwpTPbiUkqGJfFvywQTNMURpitUBlDOp1eVf8VapmWDScp/bTebPxV2Ee0hqIjkYgYgqhpGoaHh+G6rjig6SQsXwzp4GgVGdQl0S0kluhiQfu00EFHAulEro6o2XxxDoIAfq0kIiDzXqsbUDQTUFUo2pn9jIU0PHGigGdPl1At53FhxkQ5ksAzU1VM2QYShgH5VKQoCiKmhpCuwKoU8QM7wIXjKaSSaRwr2kiGDbxt99Z5PjK9JplMirlHlUpl2XeylBaRvw+6A6LxEYT83GLQBXw5RY2y4FmNyEu7Yl2a+k3GjBRxGR8fX7TInAzsyB1UnqbreR6i0agQN6dOnRLRstb3JJNGQu7uk9ctebqQhwy9ZqG2742EnC6KRqN9ly5qhc59dNysZrQ5lUqJKdRUN0Ydb62Qp1MrFOGSX0PHkjyAV1VVlEol5HK5tsM8gTNimWZMyUJNbm2WWU4XUjdQupzodubSWrHxV+IGRg5fA2dCi8CZ/L0M5cHp4kWGcpOTk011ELqur+gkKQ9XJEtsSj1RfUS7z+J53lwRcu4UjMCH45uAokIxI1CAOeGiKIDS8npFhRKKQWl53Hcs+LUSjk5XsT0bwdbU3Oj2dCKKiyIpPHW6gtmKjXhIR9hojvQYgYNIWEWp4eLxCRdjjRrOG4kL/5i1xjRNxGIxFAoFFAqFjmPuF4MM2NqxkovMSsQL7Zds7rZcKExOoW7aNxIdjuMITxYySSOnUBlKsZJ5nLy2yIARmMvJJxJzReVyuL1cLjcd56ZpNhneydB7U3SSWuT7LdVCM8youL/TxbYfobVXLpfFoMDVgGoZc7mcSCXKx65MMplsezOhaVpTLQhBx6icotR1HY1Go+M8s2g0iuHh4Y7pMeo8km8w6EZ3sS6kbqH1SikyElQbzZGYxcsyoZNq6yDDhbobCFLH8Xhc3PFVKhVhhrUYlN4h5PRQvV4XC8l1XRiGgVAoJGzS5Sm3MvKEXD1w0HA8BPorUQDPAYwwFFWDGopD0RdeHEHgI3AsBHYdE4W5+o7NybkqdkopDQO4Kmzi+akKThfrmK26UBUFhgqYcKF7DdT8ADWYqDQ87IqauPn15695xIWg74xG3Ofz+Q0TPgUgvv/lGtStVuRFThnRe9brdTHM0PM8ccEwTbOphkCmUqmIDhDXdUVKiIaJyrUJ1I00OjoqDOcW2rd2qKra1ViOjQatfTofyaTT6b5OF8lQ5x+lAFdTWJKXD02CV1VVjG6Q1wVZExCmaYpz9sjISFthDEB0CtIIEaqLoqL+bs4hVARP7dytLJRSWgjaL5lqtSquaxspTdQKi5dl0NrZIPf6txpgLQQdGFSM1urG2QlFUcRQLLkTifr7yZOCKsrJ4pkiL51Ip9NwHAdbplV892QRQ4kwAvuVi0vgQzG7ES5nOo5qtofJqo9sMgUjmpiL0GhnDrmwoeHSLSmcOxzDdNlCoWbBqpQA34Wqq0iHw4gl09A1BZqqwHZXZ2DgckkkEqhWq5idnUWxWEQ4HN4wd7YrjbysVqt0p5SRbduiZoDSPHRCbO0IoknoQRCILggSO63rqzWSSBeSpX6GpazbjUJrahg4Y0BHTQGDRCwWEyme1Y6KUVcOeTTlcrmm6Lk8woKQu4nIR6YTqqqKNmTy3cnn8wiHw8hmswvum9zWDLRPDZGQWgryfKR20ITrjShcABYvXUOV4PT/ssHWSqquaQaOqqod7wxlszMSKYVCQbTH0t0s3TWYpinuTmn42lIOwPO22vj2aQtqOIFAM4SACZwGPHf+PgaOhcD3mtNLAHJ1HyXPxMWZhCjgbUcspCOietgWsYFsEkAAaCbUUAzKK5/x2cmy6FpaL1RVRTabFbUX+XwelmWJIrn1Qp5HtJLIC712JZGX1k4j6oCgNA51BlFkJplMiqJH13Vx4sQJkU6ljoalhqw3Qptyr5FTw+SHQ+eSjXqxWSnUNk9jNFZzqCV1B1JXIBWG03mXjms6rqj+hh5vfb71veUhnGRkads2Go0GpqenRTcUGVLKqSGKqtKaicViK3JIpvKAhaa+d2sJsZ6weOkSytcTSzHPWgzKVbaD5tvIgxtbDZNocdBBuFJzLPJjydccZGMRBEboTLFu8EoBsD/3/0HgI7BfSZ35HvBKZEYNJ3Cy7sMw1HmCIwj8M466eOXiK3UsqaE4FMmsTlEU6KqK47nasj/TakGOqTT7Rtf1dU8hyameldS8EN2Op2jF9/15J3FKs9E0W6r5ksPRVJM1OTkpUh/UvbFYF9LZCIlB4JWxHNnsuowdWGuoXqxWq6FUKq36RGMAYo5YsVgU516iNRIjWx4A3fu60FiZVvPJQqGAVCrVJJqIUCi07BlPMmT4JwuiXvwd1wIWL11CczKIToWvq4mcx47H4+IElc1mmy4wcg3MSot9AWA0GcYPb8/g689MIRUxoKkq1GhSCI4g8BHU6eQ5V9Ab+O6ZLiNFhWvVkStVMJ6MNxnOyWmlebwyGkBOLRGxkLYhxAtwpkOBpnjHYjGUy+V1SyGRNwlF2pZKq7HdclulZUdPElH5fF4U6JJHytDQkAhHU0cDRbOAuSFxdBfajyfVXkLFlMCckF4Le/qNRCKREO3GlUqlZ14jNJZD7gqUBSJFUjo93w10TpdHiVAaRzZFXc57t6PV+C6VSs0zr+snWLx0yUJdIsuFupVo7Lus2skHAzgzDG4t2XfpOJ6fquDobPWV2UYq8ErqJ2hUoagaoOiAos2ldlQVcM+Im1OzZWR0B+fGXXg1qRI/CKSupTNRAkVV2nYsEVTzsp521ASdWKirhk6kjUZD1GasJZQ6XK54AeaOb/I7WW7aqF1onQrFgTM3AIlEQhgxUq0X1WNls1lhhMXMhwaxthYuny1QRC6fz6NSqXTs2lkpi9kULMXGYCHoXKHrepMNAIn31aA1TaSqKpLJ5LKGXW4kWLysA47jCL8XEig0h0X2MwDOFHqtNemoiZ+/YhM+/9CLeGkyj+3ZGDRVmZsx5L6yCMLxJk8XmIDnBzg2U0EqEsa5ugoNQdsoixqKLVgH04rnB4ianYdcrjXUoQDM3dHoui6GJ651Ckmue1pp2qh1htZSoNeRgJqamhJRISqIpdA3GV+RyynVDY2MjCzrdw865MxM88zORuFCRCIR1Ot14R3Uby3t7dB1fVXSQjJk6iebYi63K2kjwuJljWk3g0VVVRE6lIlGo8Lkbq3xfR/Duo2f3pXE4aemcPTUFLIxE8nwXF2NYoSahEsQBMjXHEyW5hxwf+GHz8N/PD+F7xwvYDTSWviltE0NLUTV8vCqzRvrJJVMJsVUZ8MwxIW/VCqt6QlVHh+x0sgLDVtbDrJ4sSxLeCDRhHXq6KjX66Lt1TAMMYOFzLyYZlpnm/Vinlm/QUMb6/X6hhrJsFFo16HU72miVli8rBHkekm+FlQXQPNQWqcG0+NrDXnX0N38eaNJbMrE8W/PzeDJUyW8lLegaToisTA0uwHPD1C1PLi+j1TEwOt3jWLfpeNIR01Mlmw8fKwEqPOr2ZdCEARwfb/nU6SXCqWPZmdn4bou4vE4KpUKqtUqwuHwqnZDLITs8bLcOizqOFpJq7ScNqJ0KIkimsNFNRu+7wvfoY1ogLWRkDtPotEo/61wxgXZ933Ytr1ma22jQ9Ff2W+J5vKtpENpI8LiZY2gkC8AUbQoR1TWQ6jQLBf533L0h8LTY6aJc7duwlSpgSdPlXAsV8WJXB226yNqqnjV5hS2Z6N41eZkU2dRc9fS8utA8jUHqYixJlOkl0ooFEIsFhOjHiikncvl1uxOR+4cWC6tPi9LrS2SX6OqqrjrMwwDrusKu3O6EPu+j1AoJAbvMfOh9UgFzyvtIhwkqLWZIgwb1UhtraAbTrlTabU6lDYqLF7WACroBOZCvvLguPXC8zzMzMy0Lc4kH4HWNMRoMtwkTha7wM3vWlr6ycXzA0yWGms2RXo5UAcERSzk+hfbtrtqn1wJdLJaSZeZ7LJLUZGlXAzkTiMaAeC6LsLhsDBNJM8X6p7wfZ9TRR1oXZ+cKpoPrTuaLr5RDCPXGmq5JmT33kGGxcsKIEt98mGRL1Lyc2QiFolE1mSByZXlnSBvkNZRA0sxtetmm/ldS91fqIIgwNHZ6ppPkV4qcvqIcvDkKkvFcul0umehbYroreRk1Vrsu9S6F7nehQYwWpYlIiuxWEycYCORiChIH7RQ9kqhtSt798RiMY5OtYGaGXK5nOg8Ohv8bgjXdcU1BjiTShuEYZzdwOJlmdi2jVKpJO56a7VaU6SCbKyJ1pHpq4XjOE2pH7lTaTHI4KqXd3TpqIm37d6Kzz10DC/OVLFjKNZVBMbz54TLek2RXipy+qharWJkZETM56FWRRoguJr+JeQ2CqxMCMj7IztId4ssXugCTOuBPje1Q1OEKhQK9Z0lfy+gNey6btPalceAMO2R5xKtR6ffekEz7EjgdjNmYNDgVbEMLMtqGn9OaYJ2sy3S6bQwjlvtVJHruvM6lwjZjroTmqatycVj13gS737NOfjCoyfxg8kyxpJhZKJG25NMa9fSek2RXg7UfUQdRxS6pYGXZBAViUSQyWRW5XeSOKJJyMtlpcMZ5bQROY+Gw2GEw2HEYrGmQnVq9z1bw/wy7dYwrd21Wp/9Tuu6G4TW6YWQR0NQXeLZWLDM4mUJ0OBD2ewnkUggGo2iXC7P88cwTXPJRkByuqmb/QmCYJ6rLt3tbiR2jSdx8+vPx6HvT+Dx43k8O9mArqqIhTRoqrJg11K/QLnmmZkZ1Go1cfHOZrNi0CA581LELpVKLSnES/bedLGjNul4PL6iCx11BVGKc6nihY5913VFHYKu68JEjAp46X07TTc/m8jn802ijn422trd6MhpW5qInMlkBiqFJBs+UuSSOlLPRuECsHhZEqVSqWmY1fDwsIimLPcu0rbteWkfOd20GO06lzYq6aiJd161Ha/fNbqkrqV+wjRN0TJdLBbFJGSKtNBdE52AKNS92PcXBIGY6SLfpQdBgFAoBNM0V3QMaJrW1C69FPHiuq4o8KV6F13XEQqFEAqFxF2iaZriWD+ba10cx2k6l9DAT04PLR85bet5npg3tt6NESslCALU63WUSqWmNbma0dt+hVdLl1iWJfLRq2WoZds2Zmdn26Z9UqlUV3cOmqb13QJdatdSvyF3QRSLxaaTTCKRQCQSEb4/juOgWCwumq8uFovi+JPnbJHNfut8ouUgdxstVbwAc4Ke/IoMwxCzX2zbFq2txWJRTD4/G2lNE22U7sNBgKwJcrkcPM8Tqdt+plwui3IEErkrGQMySPBfoEsMwxCCZaWjwoMgQC6XE3dehmE0HYyGYWz4ceSrySAJF+BMHnpmZkY4ybbD8zwRiTh9+jTS6fS8iIRlWcjn80JM0JwrSrlQ+ol8WpaLbHC3nMgLQXe+0WhUOOsCc+ZqctRl0L7zxaB0MEVVFUVBPB7nFNEqY5omMpkMZmdnUavVEIlE1iStYllWUzq3E4qiIJFIiGn0i21P68c0TSSTybNW9LeDxUuXyFM+V0q5XBYXNJr3wndegwU5ytLQwXZQBw5FVOr1+rwUYLVabfL6aE1PUvpppWlDWfws1WWXRInv+2g0GlBVVVww6H2ocBk4+1JGtm03rXlVVbtKFTLLQ04h5XI5JBIJMcV8NaFULpnDdbtm5MnO3RCNRvs+gtQLWLysMbZtizAgz3MZbChF1Ak6iVGI23VdWJY1r1uC0kTtClxXS7zI3UYAlhV5oXZfTdNE1IU6ZmRfobOpUNdxnKbUMF1I+Walt7R2ILmuu+oCQB73AqCrSd80kBQ4s64XO/9ziqg9/FdZQ6jOAZhT02dTauhsZaETTzqdFl1IkUik6SJHoofSlJ0u+PIMk5Ugp41oEnQ3BEHQJF48z4Ou6037E4lERLpkNT1uNjKtqWFVVUV9C9N7KHVbLpfF9Ol6vY5MJrNiA7dGoyFSPrJvUzweX1RopNNpUcC+0LpmFofFS4+hwk1g7kJDd6bsccHout50NxgOh1EqlYQHSjfRFNldcyW0Rl5a2/47Ic80siwLnueJaItcpzPoKSPLsuZ1Dcp32MPDw5wmWmMMw0A2mxUdfiQok8kkotHokqNfvu+jWq0K8QFgyXVLmqZxCmiVYPHSQyzLQi6Xm/d4Op3msDEzj1gsJsYKFAqFRYequa4Lz/OgKMqK7+CoVRpYWs0LXbBVVRXznSKRCHzfF5PTAYiU0SAWHFLXYDuSyWRP6i2Y7qH07ezsrEjROo6z5FbjQqEgIoi6rveNRcWgwuJllaHWVfK+AObuiimcaJrmWWsqxCwMmdxNT0/DsiycPn266XmqkSLklNFKL44kpsnnpdvIC4kXirwEQSCGMQJzkRZ5ym2/EwQBZmdnm6Is7dY5cPZ1DW5kSGyUy2XU63Xxk81m56WR6vV626JaOaWbSCRYuKwzLF5WkXq9Ps9plxYN33kx3aDrOlKpVNu2y2Kx2BQRoS6l1RAFlDYi8dJt5IWEiSx45PlFkUhEDGTcKPn9er3eVpwtdmPRaDRQLpfbul9T8SVHVDcuVFBrGIY4JguFwjyBWa1WO7YwJ5NJrlvaILB4WSWoiIsYGhoS84xYuDBLgabCyidQGnYo59sBiKnNK4WOU9mobjGCIBAXcs/zRD0XADGtXNd1IXA2QsqodZ3KKIqC4eHhtiKrNQXc2v3F67x/iMfjIo3kuu68NQWc8YuRWQ0jSGb1YPGyCvi+L2a30GySQQiRM+tH60kyk8mIziSZ1aqnoPegyEs3s7Ucx0EQBFBVVdyt0pDSUCiEcDgs0qfyxPW1xvd9zMzMNEVbQqFQ0/44jgPbtjE9PQ1g7uI1NDQ0L02kaRoSicSKO1aY9YUiZdVqte3zK50VxvQeFi8rhOZOUIvo2TKSnVlbVFXtaYcatUovJW1ExYuhUAhTU1PwfV846aqq2lTvshp1OcuhVqs1zZKifWn11/B9H9PT02I727ZFO6w8MZvX9+BAKVqmP2HxsgLq9boIQVOxJZ/YmH6n24JdMugyTRP1eh2+78MwDKiqCsMwYBiGMGRcy5QRRacajYYovFQUpSmV24qqqhgdHRWTv2Urf2AuTRQKhXh9M8wGgcXLMvA8DzMzM02jyROJxIbI6TPMcqDIC7nhLpY2sm1btGlrmtbUdaTruvBzWS0fmm5oXZdEt+uTan5ocKa875wmYpiNBYuXLvF9X9xF0okbOJMb5zsypp9pV7Dr+37bKIXsFB2JRFCv14WQIfESDodFES/Q+04jMg9rLTRe7vqUW9IZhtl4sHjpElm8AGfC0BxtYQYF6qbwfR+u63YUL9RqTE7RJ0+eFK8H5gSDYRgirUSppNUmCAIEQYB6vS4K5qljiIotuTuEYQYTFi9dQrNJiFAoxMKFGRjk2UY07ZqK0FshUUIDBqkLil5PUQvarhedd57nYXp6uinSYpomEonEhvGTYRimd7B46ZJed3swzHpCURNVVeF5HjzPa+v14vu+6CCiOpBarQbf92GaJhRFQTQahe/7YrbPas8zqlQqqFQqTfsXDocXnejLMMzgwOKFYRhRr0JpIxIwrdCAO8MwoOs6PM8TM43oMcMwYNu28H1ZjUgIpYhqtZpwR1UUBSMjI01zmRiGOTvoWUI4l8vhhhtuQDKZRDqdxo033thUM9KOv/iLv8DrXvc6JJNJKIrSdr4EwzC9QfZ6oZoXGcuyhKkXRSGr1aqYLB0KhYSAWc15Rq7rYnJyEhMTE0K4hEIh0frMwoVhzj56Fnm54YYbcPr0aXzta1+D4zjYv38/3ve+9+G+++7r+JparYZ9+/Zh3759uO2223q1awzDtCCnjYIgEEW7hNxhFI1GhSghMUHvQfUusjldO4IgQKVS6coMz7btJiEViUSWPBGYYZjBoifi5emnn8ahQ4fw7W9/G7t37wYAfPKTn8Sb3vQm3Hnnndi8eXPb133wgx8EAHzzm9/sxW4xDNMBuc2ZCnapZgWYu7HwPE90GBEUTaVi3VgsNs8jRcb3fQRBgGq1umgkVkZVVZEiYhiG6Yl4OXLkCNLptBAuALB3716oqoqHH34YP//zP79qv8uyrKaTrHwnyDBMd8geL7quC6fZIAigKMq8DiOiUqnAdV1h/x+Px5tmHsndSrZtY3Z2tmk+U+v7dSIcDrNwYRhG0BPxMjExgdHR0eZfpOvIZrOYmJhY1d918OBBfPjDH17V92SYsw0SL7KIcRwHjuNA0zSRBpI7hxqNBmzbhuM4iMfjCIfD0HVd1MXIURdKO5EYAubSTzxbhmGY5bCkgt1bb7113kmu9eeZZ57p1b625bbbbkOxWBQ/J06cWNPfzzCDgCxa5K4jy7JQLpcBzIkROfpB7cq+70PXdcRiMQAQtTJy1KVcLgtju7GxMWzatImFC8Mwy2ZJkZdbbrkF733vexfcZufOnRgfH8fU1FTT467rIpfLYXx8fMk7uRChUKgnJlgMc7ZBokXuOCLhAmCez1G5XIZlWdB1vWmeUat4cRxH1LekUil2vWUYZsUsSbyMjIxgZGRk0e2uvvpqFAoFPPbYY7jyyisBAF//+tfh+z727NmzvD1lGKZnyD4v9F+guRBXTgN5nieiKeFwGOFwWHQWUbEu/ZvqZWg7hmGYldKTW6CLL74Y+/btw0033YRHHnkE//7v/46bb74Z73znO0Wn0csvv4xdu3bhkUceEa+bmJjAE088geeffx4A8L3vfQ9PPPEEcrlcL3aTYZhXkMUL/TuZTGJ8fBzj4+NIJBJN2xeLRdTrdQRBANM0EQqFoGmaSCMBZyIvJF5W22mXYZizl57Fbz//+c9j165d+Kmf+im86U1vwo//+I/jL/7iL8TzjuPg2WefRa1WE4/dc889uOKKK3DTTTcBAH7iJ34CV1xxBb70pS/1ajcZhnkFWbgEQSCKdFtpNBoolUqo1+tixheZ01HUhVquLcsSE6c56sIwzGqhBHLf4gBQKpWQSqVQLBZ5FhHDLIHvfve7mJ6eFtYD5557Li6++OKmbXzfx/T0NGZnZ3Hy5EkkEglks1kkEgmMjY2h0WigWCwiHA4jnU5jenoanuchFotxgS7DMAuylOs3V84xDAMAYkaQpmki8tJ6b1Ov10XxfSgUQiwWQzweF6+Ti3XL5bIwtmtNOzEMw6wEFi8MwwCAKNaVxYs8IgCYEy8kShRFwdDQkHDmBc4U6wIQfi/pdJo7jBiGWVX4jMIwDIC5yAu1SquqCtd1m9yrPc9DrVbDzMwMFEVBKpUSdSzk/0JiRza1YysDhmFWGxYvDMMAQJNJna7r8H0fjUZDPF8qlUTnn67rIuoCzLVFe54nOo1IxHCHEcMwvaBnU6UZhukv5G4j0zTheZ5oc67X6ygUCqhWqzAMA5lMBqZpNrVFk2ChqdSqqnLUhWGYnsCRF4ZhAJxJ/aiqCtM0EQQBarWaiLgUi0VR1BuNRhGJRJoKdOn/6b/hcFhEZhiGYVYTFi8MwwBAk6uuYRjQNA2WZeHYsWPI5XKwLAuGYSAejyMUCiESicD3fZFmomnSnucBAPu6MAzTMzhtxDAMgObIC3UPkShxHAemaULXdcTjcUSjURFhoWiM67riMU4ZMQzTSzjywjAMgDMFu6ZpimhKKpUS1v/xeByRSAS6riMcDs+bYUTdSfQ8p4wYhukVHHlhGAZA83wjXdfheR5CoRDC4TAsy0KtVhOtz5qmiXZoKu71PA+WZSEWi3GXEcMwPYUjLwzDADhjUgcA0WgUwNwARsuyYFkWTNOEqqpIJpMIgkBEXkzTFCkjMrmTJ1AzDMOsNixeGIYBcEa8+L6PWCwGwzDg+z6q1SqCIICu60gkEjAMA67rNhXruq6LRqMBXdcRiUQ4ZcQwTE/htBHDMACaxYtpmkin003Pm6aJWCwGAE0pIyrWtW1bpJkYhmF6CYsXhmEAnBEvQRAIAzoaD5BKpZoiKnLKCJgzsfN9H4ZhcMqIYZiew+KFYRgAZ7qNgiBAEARIp9MoFouIRCLzCnAp8kKdRjRGgFNGDMOsBSxeGIYBADGQ0fd9BEEATdOQzWbnbef7vvBzoSiLLF4YhmF6DRfsMgwD4IzZHADhktsOirroui6mT1MaicULwzBrAYsXhmEAnBkPQIMVO0HDGqkw17Is+L4PXddFGolhGKaXsHhhGAbAmbSRPJ+olSAIRIqIxAuJmVAoxPUuDMOsCSxeGIYBcMZhd6HIS6PREPUwcqcRcMbYjmEYpteweGEYBsBc5EXTNARBIApyW2lXmEvihetdGIZZK1i8MAwDAMLav5N4kVNGJFR83xcFvCxeGIZZK1i8MAwD4EzkBYAYtChDKSO5MLder8PzPOi6zuZ0DMOsGSxeGIYBADFRmop2W6MvrV1GAFCtVsVj1K3EMAzTa/hswzCMgMRLa+RFHhVA6aEgCFCpVABAzDxiGIZZC1i8MAwjoNSR7/tN4qVWq81LGTUaDdi2DU3TWLwwDLOmsHhhGEZALrty2shxHJTLZQBAPB4X2zYaDbiui1AoxPUuDMOsKSxeGIYRqKoKXddFF1EQBCgUCgiCAOFwWHi5BEGAWq0Gz/MQCoXYWZdhmDWFxQvDMAJZvHieh1wuB8dxoKoqUqmU2K7RaMCyLOi6jkgkwsW6DMOsKXzGYRhGQCKE0kBUpJtKpUQbNTDXeWTbNkzTRCgUWvsdZRjmrIbFC8MwglbxAsx1F8kGdL7vC/ESCoXYnI5hmDVHX+8dYBhm40DRFVVVMT4+LqZFy1SrVViWBU3TEA6Hud6FYZg1h8ULwzACEi+u6wrPFxnXdVGpVGDbNqLRKEddGIZZFzhtxDCMgKIoraMBCOowCoIAoVCoyW2XYRhmrWDxwjCMgFJEnufB9/15z9frddTrdYTD4SbDOoZhmLWExQvDMAJd16Gq6jyHXQCwbRuWZaHRaMA0TSQSiXXaS4ZhznZYvDAMIyDx0jrbKAgC5PN5lMtlmKbJ9S4Mw6wrLF4YhhFomgZN0xAEAWzbFo/X63VUq1UEQYBEItFkWMcwDLPWsHhhGKYJqmNpFS+WZSESiSCRSLCjLsMw6wqfgRiGaYIM6hzHATBnStdoNOA4DkzT5HQRwzDrDosXhmGaIPHSaDQAAOVyGdVqVZjStZrWMQzDrDUsXhiGaYIiK5ZloV6vo1AooF6vIxaLcYcRwzAbAr6FYhimiUgkAsMwYFkWjh49Cs/zEA6HkU6n2ZSOYZgNAUdeGIZpwjAMZDIZAGeKdpPJJJLJ5HruFsMwjIAjLwzDzGNsbEz4vUQiEcTjce4wYhhmw9DTs1Eul8MNN9yAZDKJdDqNG2+8EZVKZcHtf+3Xfg0XXXQRIpEItm/fjg984AMoFou93E2GYVpQVRVjY2PYvHkzMpkMjwFgGGZD0VPxcsMNN+DJJ5/E1772NXz5y1/Gt771Lbzvfe/ruP2pU6dw6tQp3Hnnnfj+97+Pz372szh06BBuvPHGXu4mwzAMwzB9hBIEQdCLN3766adxySWX4Nvf/jZ2794NADh06BDe9KY34eTJk9i8eXNX7/P3f//3+G//7b+hWq121aJZKpWQSqVQLBY5R88wDMMwfcJSrt89i7wcOXIE6XRaCBcA2Lt3L1RVxcMPP9z1+9CH6CRcLMtCqVRq+mEYhmEYZnDpmXiZmJjA6Oho02O6riObzWJiYqKr95iZmcFHP/rRBVNNBw8eRCqVEj/btm1b0X4zDMMwDLOxWbJ4ufXWW6EoyoI/zzzzzIp3rFQq4c1vfjMuueQSfOhDH+q43W233YZisSh+Tpw4seLfzTAMwzDMxmXJrdK33HIL3vve9y64zc6dOzE+Po6pqammx13XRS6Xw/j4+IKvL5fL2LdvHxKJBL74xS8u2OkQCoUQCoW63n+GYRiGYfqbJYuXkZERjIyMLLrd1VdfjUKhgMceewxXXnklAODrX/86fN/Hnj17Or6uVCrh2muvRSgUwpe+9CV29GQYhmEYpome1bxcfPHF2LdvH2666SY88sgj+Pd//3fcfPPNeOc73yk6jV5++WXs2rULjzzyCIA54fKGN7wB1WoVn/70p1EqlTAxMYGJiQl4nterXWUYhmEYpo/oqcPu5z//edx88834qZ/6Kaiqire+9a34kz/5E/G84zh49tlnUavVAACPP/646EQ6//zzm97rpZdewo4dO3q5uwzDMAzD9AE983lZL9jnhWEYhmH6jw3h88IwDMMwDNMLWLwwDMMwDNNXsHhhGIZhGKav6GnB7npAJTw8JoBhGIZh+ge6bndTijtw4qVcLgMAjwlgGIZhmD6kXC4jlUotuM3AdRv5vo9Tp04hkUhAUZT13p2zllKphG3btuHEiRPc9bUB4O9jY8Hfx8aDv5P1JwgClMtlbN68Gaq6cFXLwEVeVFXF1q1b13s3mFdIJpN8IthA8PexseDvY+PB38n6sljEheCCXYZhGIZh+goWLwzDMAzD9BUsXpieEAqFcMcdd/DE7w0Cfx8bC/4+Nh78nfQXA1ewyzAMwzDMYMORF4ZhGIZh+goWLwzDMAzD9BUsXhiGYRiG6StYvDAMwzAM01eweGFWjVwuhxtuuAHJZBLpdBo33ngjKpXKgtv/2q/9Gi666CJEIhFs374dH/jAB1AsFtdwrweHT33qU9ixYwfC4TD27NmDRx55ZMHt//7v/x67du1COBzGD/3QD+ErX/nKGu3p2cFSvo97770X11xzDTKZDDKZDPbu3bvo98csnaWuEeL++++Hoih4y1ve0tsdZLqGxQuzatxwww148skn8bWvfQ1f/vKX8a1vfQvve9/7Om5/6tQpnDp1CnfeeSe+//3v47Of/SwOHTqEG2+8cQ33ejB44IEHcODAAdxxxx14/PHHcdlll+Haa6/F1NRU2+0feughXH/99bjxxhvxne98B295y1vwlre8Bd///vfXeM8Hk6V+H9/85jdx/fXX4xvf+AaOHDmCbdu24Q1veANefvnlNd7zwWWp3wlx9OhR/OZv/iauueaaNdpTpisChlkFnnrqqQBA8O1vf1s89i//8i+BoijByy+/3PX7/N3f/V1gmmbgOE4vdnNgueqqq4Jf/dVfFf/2PC/YvHlzcPDgwbbbv+Md7wje/OY3Nz22Z8+e4Jd/+Zd7up9nC0v9PlpxXTdIJBLBX/3VX/VqF886lvOduK4bvOY1rwn+8i//MnjPe94T/NzP/dwa7CnTDRx5YVaFI0eOIJ1OY/fu3eKxvXv3QlVVPPzww12/T7FYRDKZhK4P3NitnmHbNh577DHs3btXPKaqKvbu3YsjR460fc2RI0eatgeAa6+9tuP2TPcs5/topVarwXEcZLPZXu3mWcVyv5OPfOQjGB0d5WjwBoSvEMyqMDExgdHR0abHdF1HNpvFxMREV+8xMzODj370owummpj5zMzMwPM8jI2NNT0+NjaGZ555pu1rJiYm2m7f7XfFdGY530crv/3bv43NmzfPE5jM8ljOd/Lggw/i05/+NJ544ok12ENmqXDkhVmQW2+9FYqiLPjT7Ql5IUqlEt785jfjkksuwYc+9KGV7zjD9Ckf+9jHcP/99+OLX/wiwuHweu/OWUm5XMa73vUu3HvvvRgeHl7v3WHawJEXZkFuueUWvPe9711wm507d2J8fHxe4ZvrusjlchgfH1/w9eVyGfv27UMikcAXv/hFGIax0t0+qxgeHoamaZicnGx6fHJysuPffnx8fEnbM92znO+DuPPOO/Gxj30M//qv/4pXv/rVvdzNs4qlficvvPACjh49ip/5mZ8Rj/m+D2Auovzss8/ivPPO6+1OMwvCkRdmQUZGRrBr164Ff0zTxNVXX41CoYDHHntMvPbrX/86fN/Hnj17Or5/qVTCG97wBpimiS996Ut8p7kMTNPElVdeicOHD4vHfN/H4cOHcfXVV7d9zdVXX920PQB87Wtf67g90z3L+T4A4OMf/zg++tGP4tChQ021Y8zKWep3smvXLnzve9/DE088IX5+9md/Fj/5kz+JJ554Atu2bVvL3Wfasd4Vw8zgsG/fvuCKK64IHn744eDBBx8MLrjgguD6668Xz588eTK46KKLgocffjgIgiAoFovBnj17gh/6oR8Knn/++eD06dPix3Xd9foYfcn9998fhEKh4LOf/Wzw1FNPBe973/uCdDodTExMBEEQBO9617uCW2+9VWz/7//+74Gu68Gdd94ZPP3008Edd9wRGIYRfO9731uvjzBQLPX7+NjHPhaYphl84QtfaFoH5XJ5vT7CwLHU76QV7jbaWLB4YVaN2dnZ4Prrrw/i8XiQTCaD/fv3N518X3rppQBA8I1vfCMIgiD4xje+EQBo+/PSSy+tz4foYz75yU8G27dvD0zTDK666qrgP/7jP8Rzr33ta4P3vOc9Tdv/3d/9XXDhhRcGpmkGr3rVq4J//ud/XuM9HmyW8n2cc845bdfBHXfcsfY7PsAsdY3IsHjZWChBEATrE/NhGIZhGIZZOlzzwjAMwzBMX8HihWEYhmGYvoLFC8MwDMMwfQWLF4ZhGIZh+goWLwzDMAzD9BUsXhiGYRiG6StYvDAMwzAM01eweGEYhmEYpq9g8cIwDMMwTF/B4oVhGIZhmL6CxQvDMAzDMH0FixeGYRiGYfqK/x+t6G+NXi0icgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Delineate the ECG signal and visualizing all P-peaks boundaries\n",
"signal_peak, waves_peak = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500,\n",
" method=\"peak\", \n",
" show=True, \n",
" show_type='bounds_P')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Delineate the ECG signal and visualizing all T-peaks boundaries\n",
"signal_peaj, waves_peak = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500, \n",
" method=\"peak\", \n",
" show=True, \n",
" show_type='bounds_T')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Delineate the ECG signal\n",
"signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500, \n",
" method=\"cwt\", \n",
" show=True, \n",
" show_type='all')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize P-peaks and T-peaks\n",
"signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500, \n",
" method=\"cwt\", \n",
" show=True, \n",
" show_type='peaks')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize T-waves boundaries\n",
"signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500, \n",
" method=\"cwt\", \n",
" show=True, \n",
" show_type='bounds_T')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize P-waves boundaries\n",
"signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500, \n",
" method=\"cwt\", \n",
" show=True, \n",
" show_type='bounds_P')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize R-waves boundaries\n",
"signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
" rpeaks, \n",
" sampling_rate=500, \n",
" method=\"cwt\", \n",
" show=True, \n",
" show_type='bounds_R')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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",
"[ 544 1114 1683 2281 2855 3452 4016 4606]\n"
]
},
{
"data": {
"image/png": 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WLcjOzgbDMBg2bBi2bNmCFi1awGazuRjIWv+2xhD/vZ3hf/dnn30mke/nEf99br31Vmzfvh1PPPEE+vTpg9jYWNhsNkycOFG2/26++WYsW7YMn3/+OR588EGX1998803MmDEDP/zwA9asWYNHHnkECxYswI4dO9CyZUuPfhtBEFcnZGQRBEE0EXLhWKmpqYiLi4PVanW7yGwMXkAjPj6+wc9ITU1FVFSU4BkQc/z4cY+/75lnnkF+fj5++OEHxMXF4d1338XkyZPx5ptvSoozT548Gdu3b8c333yDO++80+Vzzp07hy1btuBPf/qTi+HozCuvvIL//e9/eOmll7BkyZJG2zhgwAAsW7YM+fn5Hv8unrCwMPTq1QsnT55ESUmJ7MKeF804deqUxLNYWlrqsffGmU2bNqG0tBQrVqyQiFCIFfaUwhtPa9euxa5du4S/z/Dhw/H++++jRYsWiImJQf/+/Rv8HDWhhGrhx3daWlqD4/vKlStYv349nnvuOcybN084LjfeeV5//XUYDAY8/PDDiIuLk/Xo9ezZEz179sQzzzyD7du3Y+jQoViyZAlefPFFFb+KIIhQh3KyCIIgmoiYmBiXPB+9Xo+bb74Z3333HQ4dOuTyHmeJbzn69++P9u3b44033kB1dbXbz9Dr9ZgwYQK+//575OXlCa8fPXoUq1ev9ug37NmzB4sXL8asWbOEhfn111+PG2+8ES+88IIkv+jBBx9ERkYGnnjiCZfcnPr6esycORMMwwh1rxqiffv2uPnmm7F06VIUFBQAAGpra5Gbmyt7/q+//gqAC4N0x8mTJyX9wFNeXo7c3FwkJSUhNTVV9r1jxoyBwWAQZM953nvvvUZ/izt4b5DY+2MymfDvf//b689s27YtMjMzsXDhQpjNZkGuPjs7G6dPn8a3336La665plFvXUxMDAA0mKfmKyZMmID4+Hi8/PLLMJvNLq+Lxzfg6j1btGiR289mGAYffvghpk6diunTp+PHH38UXqusrITFYpGc37NnT+h0Os28wgRBhC7kySIIgmgi+vfvj3Xr1uGtt95CixYt0LZtWwwePBivvPIKNm7ciMGDB+P+++9Ht27dUFZWhr1792LdunUoKytr8HN1Oh0+/vhjTJo0Cd27d8fMmTORmZmJS5cuYePGjYiPj8dPP/0EgBOKWLVqFbKzs/Hwww/DYrHg3XffRffu3XHgwIEGv8dqteKBBx5ARkaGyy7+22+/jW7dumH27NnCQjUpKQnffvstcnJy0K9fP9x3333o1q0bCgoKsHTpUpw5cwbvvfceBg8e7FH/PfHEE/j666+xaNEivPLKK6itrcWQIUNwzTXXYOLEiWjVqhXKy8vx/fffY8uWLZgyZYqLrLwYPhdp0qRJyM7ORnJyMi5duoRly5bh8uXLWLRokdswuPT0dDz66KN48803ccMNN2DixIn4448/8OuvvyIlJcUrz8+QIUOQlJSE6dOn45FHHgHDMPjss888DrlzR3Z2NpYvX46ePXsKuVL9+vVDTEwMTpw44VE+Fm9QP/LII5gwYQL0ej1uv/12Ve3ylPj4eLz//vu466670K9fP9x+++1ITU1FXl4efvnlFwwdOhTvvfce4uPjMXz4cLz22mswm83IzMzEmjVrGvUE6nQ6/Pe//8WUKVNw6623YuXKlRg9ejQ2bNiAWbNm4ZZbbkGnTp1gsVjw2WefCRsjBEEQDeJHZUOCIIiggJfg3rVrl+zrnkq4Hzt2jB0+fDgbFRXlIvNdWFjI/vWvf2VbtWrFhoWFsRkZGeyYMWPYDz/8UDiHl7t2Jym9b98+9qabbmKbNWvGRkREsG3atGFvvfVWdv369ZLzfvvtN7Z///5seHg4265dO3bJkiWy7XVm4cKFLAD222+/lX39jTfeYAGwK1askBw/d+4c+8ADD7CtW7dmDQaDIH+/bt06l89o7DeOHDmSjY+PZ8vLy1mz2cx+9NFH7JQpU9g2bdqwERERbHR0NNu3b1/29ddfZ41GY4O/p7CwkH3llVfYESNGsM2bN2cNBgOblJTEjh492uU3Oku4syzLWiwW9l//+hebkZHBRkVFsaNHj2aPHj3KNmvWjP3LX/7i8l7n8cP/1o0bNwrHtm3bxl5zzTVsVFQU26JFC/Yf//gHu3r1apfzPJFw51m8eDELgH3ooYckx8eOHcsCcBkfcuPZYrGws2fPZlNTU1mGYVzKF7z++usu3wuAnT9/foNta+zv7XzuhAkT2ISEBDYyMpJt3749O2PGDHb37t3CORcvXmRvvPFGNjExkU1ISGBvueUW9vLlyy5tEUu489TW1rIjRoxgY2Nj2R07drBnzpxh77nnHrZ9+/ZsZGQkm5yczI4aNUp23BIEQTjDsKzKLTKCIAiCUMD69euRk5ODYcOG4ddff0V4eLi/m6QZ5eXlSEpKwosvvoinn37a380hCIIg/ATlZBEEQRBNypgxY7Bs2TJs3LgRM2fOVB0O5y/q6upcjvH5PyNHjmzaxhAEQRABBXmyCIIgCMILli5diqVLlyInJwexsbHYunUrvvzyS4wfP95jIRGCIAgiNCHhC4IgCILwgl69esFgMOC1115DZWWlIIZB0t4EQRAEebIIgiAIgiAIgiA0hHKyCIIgCIIgCIIgNISMLIIgCIIgCIIgCA2hnKxGsNlsuHz5MuLi4rwqLkkQBEEQBEEQRGjAsiyqqqrQokUL6HTu/VVkZDXC5cuX0apVK383gyAIgiAIgiCIAOHChQto2bKl29fJyGqEuLg4AFxHxsfH+7UtZrMZa9aswfjx4xEWFubXthDBAY0ZQik0Zgil0JghlEJjhlBKII2ZyspKtGrVSrAR3EFGViPwIYLx8fEBYWRFR0cjPj7e7wOMCA5ozBBKoTFDKIXGDKEUGjOEUgJxzDSWRkTCFwRBEARBEARBEBpCRhZBEARBEARBEISGkJFFEARBEARBEAShIZSTRRAEQRAEQRBBhNVqhdls9nczmgyz2QyDwYD6+npYrVaffpder4fBYFBduomMLIIgCIIgCIIIEqqrq3Hx4kWwLOvvpjQZLMsiIyMDFy5caJK6tdHR0WjevDnCw8O9/gwysgiCIAiCIAgiCLBarbh48SKio6ORmpraJAZHIGCz2VBdXY3Y2NgGCwCrhWVZmEwmFBcX4+zZs+jYsaPX30dGFkEQBEEQBEEEAWazGSzLIjU1FVFRUf5uTpNhs9lgMpkQGRnpUyMLAKKiohAWFobz588L3+kNJHxBEARBEARBEEHE1eLB8hdaGHJkZBEEQRAEQRAEQWgIhQsSBCGP1Qps2QLk5wPNmwPZ2YBe7+9WEQRBEARBBDzkySIIwpUVK4CsLGDUKOCOO7j/s7K44wRBEARBEAHGyJEj8dhjj/m7GQJkZBEEIWXFCmDqVODiRenxS5e442RoEQRBEAShkBkzZoBhGDAMg/DwcHTo0AHPP/88LBaLv5vmE8jIIgjCgdUKPPooIFd7gz/22GPceQRBEARBBCdWK7BpE/Dll9z/TXRfnzhxIvLz83Hy5En87W9/w7PPPovXX3+9Sb67qSEjiyAIB1u2SDxYHw28EY9M/jusjH2qYFngwgXuPIIgCIIggg8/pgREREQgIyMDbdq0wUMPPYSxY8fixx9/hNFoxN///ndkZmYiJiYGgwcPxqZNm4T3lZaW4t5770WrVq0QHR2Nnj174ssvv2zwu3755RckJCTg888/BwBs2rQJgwYNQkxMDBITEzF06FCcP3/eZ7+VjCyCIBzk50uevjT6XvzYbSQ2thvQ4HkEQRAEQQQBAZYSEBUVBZPJhFmzZiE3NxfLly/HgQMHcMstt2DixIk4efIkAKC+vh59+vTBTz/9hEOHDuGBBx7AXXfdhZ07d8p+7hdffIFp06bh888/x5///GdYLBZMmTIFI0aMwIEDB5Cbm4sHHnjAp1L4pC5IEISD5s1lD9eER3l0HkEQBEEQAUpjKQEMw6UE/OlPPlcTZlkW69evx+rVqzFt2jR8+umnyMvLQ4sWLQAAf//737Fq1Sp8+umnePnll5GZmYnZs2cjPj4eOp0Os2fPxurVq/H1119j0KBBks9evHgxnn76afz0008YMWIEAKCyshIVFRW4/vrr0b59ewBA165dffobycgiCMJBdjbQsiVw6RIskNndYRju9ezspm8bQRAEQRDe45QS4II4JWDkSJ804eeff0ZsbCzMZjNsNhvuuOMOTJ06FUuXLkWnTp0k5xqNRjRr1gwAYLVa8frrr+PHH3/EpUuXYDKZYDQaER0dLXnPt99+i6KiImzbtg0DBw4UjicnJ2PGjBmYMGECxo0bh7Fjx+LWW29Fcx9uGgdduODixYuRlZWFyMhIDB482K2b0Jnly5eDYRhMmTLFtw0kiGBGrwfefhsAUCvxXtl3uABg0SKql0UQBEEQwYanof4+TAkYNWoU9u/fj5MnT6Kurg7Lli1DdXU19Ho99uzZg/379wv/jh49irfta5I33ngDS5YswRNPPIGNGzdi//79mDBhAkwmk+Tz+/bti9TUVHzyySdgnTx2n376KXJzczFkyBB89dVX6NSpE3bs2OGz3xpURtZXX32FOXPmYP78+di7dy969+6NCRMmoKioqMH3nTt3Dn//+9+RTbvvBNE4N90EfPstalu3FQ4ZbFbOg/Xtt9zrBEEQBEEEF556bXzo3YmJiUGHDh3QunVrGAxcQF3fvn1htVpRVFSEDh06SP5lZGQAALZt24acnBzceeed6N27N9q1a4cTJ064fH779u2xceNG/PDDD5g9e7bL63379sXcuXOxfft29OjRA1988YXPfmtQhQu+9dZbuP/++zFz5kwAwJIlS/DLL7/gk08+wVNPPSX7HqvVij//+c947rnnsGXLFpSXlzf4HUajEUajUXheWVkJADCbzTCbzdr8EC/hv9/f7SCCB6/HzOTJqBw0EngvFwBgmjcf5puyOQ8Wjb+QhuYZQik0Zgil0JjxHrPZDJZlYbPZYLPZlL156FAw9pQARiYvi7WnBLBDhwJKP9sDWJYV2i6mQ4cOuOOOO3D33Xfj9ddfR9++fVFcXIwNGzagZ8+euO6669ChQwd8++232LZtG5KTk7Fw4UIUFhaia9euks9jWRYdOnTA+vXrMXr0aOj1eixcuBBnz57FRx99hMmTJ6NFixY4fvw4Tp48iTvvvFO2H202G1iWhdlsht4pesfTcRs0RpbJZMKePXswd+5c4ZhOp8PYsWORm5vr9n3PP/880tLScO+992KLB7LTCxYswHPPPedyfM2aNS5xn/5i7dq1/m4CEWR4M2Yu1gD8FLG3tg661au1bRQR0NA8QyiFxgyhFBozyjEYDMjIyEB1dbVLqJwnhL38MqKnTwfLMBJDi7WnBNS+9BLMNTWatVeM2WyGxWIRHBhiFi1ahDfeeAN/+9vfkJ+fj2bNmmHAgAEYMWIEKisr8eijj+LkyZPIyclBVFQUpk+fjpycHFRWVgqfZ7FYYDKZUFlZiebNm+P777/H5MmTYbVa8cgjj+DQoUNYtmwZysrKkJ6ejnvvvRfTpk2TbY/JZEJdXR02b97sUiy5trbWo9/LsM4BiwHK5cuXkZmZie3bt+Paa68Vjv/jH//Ab7/9ht9//93lPVu3bsXtt9+O/fv3IyUlBTNmzEB5eTm+//57t98j58lq1aoVSkpKEB8fr+lvUorZbMbatWsxbtw4hIWF+bUtRHCgZswcvFSBm5Zw19WrN3XHTX0zfdFEIsCgeYZQCo0ZQik0Zrynvr4eFy5cEPQJvGLFCjCPPw5GJILBtmoF9q23AjYlgGVZVFVVIS4uzqey6zz19fU4d+4cWrVq5dLPlZWVSElJQUVFRYO2QdB4spRSVVWFu+66Cx999BFSUlI8fl9ERAQiIiJcjoeFhQXMRBBIbSGCA2/GDKNzuMcZRk9j7iqD5hlCKTRmCKXQmFGO1WoFwzDQ6XTQ6byUVpg6FbjxRk5FMD8faN4cTHY2mAAWteJD+vjf7mt0Oh0YhpEdo56O2aAxslJSUqDX61FYWCg5XlhYKCTFiTl9+jTOnTuHyZMnC8f4P5DBYMDx48cFnXyCIFyxiZzc1uBweAcWVqvkBobsbFJlJAiCIAIDvd5nMu0ER9CoC4aHh6N///5Yv369cMxms2H9+vWS8EGeLl264ODBgxIpyBtuuEGQjmzVqlVTNp8ggg6byK6y2MjIUsSKFUBWFjBqFHDHHdz/WVnccYIgCIIgQp6g8WQBwJw5czB9+nQMGDAAgwYNwqJFi1BTUyOoDd59993IzMzEggULEBkZiR49ekjen5iYCAAuxwmCcMUqMqxsZGR5zooVXCiGs/fv0iXuOMngew95BwmCIIggIaiMrNtuuw3FxcWYN28eCgoK0KdPH6xatQrp6ekAgLy8vCaJ0ySIqwGxYWUlI8szrFbg0UddDSyAO8YwwGOPAX/6ExkHSlmxgutbUaI2WrbkimeT0UoQxFVGkOjWBS1a9G9QGVkAMGvWLMyaNUv2tU2bNjX43qVLl2rfIIIIUcR5WGRkeciWLRIj4MNBN+KXzsOw5PuX0byqlDO0LlzgzqNYeM8h7yBBEAQACDWbTCYToqKi/Nya0IWXaVcjzBJ0RhZBEE2D2K4i4QsPyc+XPH151L0AgP/2ycETWz5zex7RACLvoJXRYW+LLuhReBpRFiN5BwmCuOowGAyIjo5GcXExwsLCrpoILpvNBpPJhPr6ep/+ZpZlUVtbi6KiIiQmJroUIlYCGVkEQcgiDhckG8tDmjeXPVwZGePReYQMIu/gf/pdh+fGPojxJ3Lx4f9e4l4n7yBBEFcRDMOgefPmOHv2LM6fP88dZFnAaOQ2pfR6ICKC24AKIViWRV1dHaKiopqkTlZiYqKserkSyMgiCEIWcYggC7KyPCI7m8sTunRJYpky/EOG4V7PzvZP+4IRkdfvo0E3AgDWdHJVlCXvIEEQVwvh4eHo2LEjTCYTsGYN8PLLQEGB44SMDOCf/wTGj/dfIzXGbDZj8+bNGD58uM9rq4WFhanyYPGQkUUQhCziEEHyZHmIXs8JMUydKtlF1LE2x/NFiyisTQkirx/T0EAk7yDhD0jxkvATOp0OkStXyuer5uUBU6aEVL6qXq+HxWJBZGRk0BSwvjoCOQmCUAwpF3nJTTdxN7bMTOnxli1D6obXZPDeQXfhIQwDtGpF3kGi6aF6eIQ/aUzNFuDyVa3WJm0W4YCMLIIgZLHaHI+pTpZCbroJ7Nmzkuc4e5YMLG/gvYNykHeQ8Be84qW4pADgULwkQ4vwNU5qtrmteuKpibNRGJvMHRDnqxJ+gYwsgiBkkYQL+rEdwQqrcyz6zc1bkBGgBrt3kHHuQ/IOEv7AyYNQESEStiEPAtFUOOWhPnjT01jeewLeGXJ7g+cRTQcZWQRByELqgupg3TwmvOSmm8C2bOl4vnEjeQcJ/yDyIPzQdQR6P/YVFg69w/E6eRCIpsApD7UyMhYAcDi9XYPnEU0HGVkEQcgiVhe0kZWlGJaEQ3yAKC9r5EjyDnqD1Qps2gR8+SX3P3lblCPyDLw6cjoA4O1hdzR4HkFojpt81TD+mqZ8Vb9DRhZBELLYKFxQFWwDzwjvCLGyL00PCTVog8gzUBsW6dF5BKE54nxV0eTIkJptwEBGFkEQski8V+SKUQx5/7SHulQFJNSgHSIPgmxZAfIgEE2FjJqtVaenfNUAgYwsgiBkkagL0uJWMWQQEAGDSKihIiIGX/Se4BBrIKEG5UgUL53cq+RBIJqam24Czp0Tntq696B81QCBjCyCIGSRqguSxaAGMri0gcIFvUQk1PDUpEfwz4mzMetPTzpeJ6EG5fCKlzqnQUkeBMIfiAx6JiGeDPwAweDvBhAEEZiQcIM6KNqSCBhEAgy/dh4KANjStl+D5xEecNNN0B1eC9SYuOcbN3IhgrTAJQgC5MkiCMINYnVBshGUI/b+kSdQG8iT5SUiAQa9rYGQQBJqUI54TJLiJREAMDRRBgxkZBEEIQtJuKuDPFlEwOBG6lmAhBq8xkoJqwRBuIGMLIIgZJGqC/qvHcEKdZn2MM4iA4RniIQaXNTwSKhBFWRjEQThDjKyCIKQxUY2liqozhgRUPBCDc7HSahBFSy5qQmCcAMZWQRByCIJF6TtWsVQuCARcNx0E/SR4Y7nGzeS1LNKaGokAgEy9gMTUhckCEIWljwx6pB4AqkHiQBk5Eh/tyDooXxVIhAQG/sUVB04kCeLIAhZyBOjDhYUb0kQoQ4ZWUQgQAIsgQkZWQRByMJKHtMErhTSDdEeUiZWD9kE2kJrWyIQEBv7NE8GDmRkEQQhC3my1CExUqkDiQCBhqK2UL4qEQiQJyswISOLIAhZJMV0aWWmGMppI4jQh65tIhCw0j06ICEjiyAIWSjcTR028gRqjjgKhgx/76DQX23RUWgWEQCQRzUwISOLIAhZxFM2JXcrR7yYpf7THlpTeAcNRW2hAtlEICAOF6QxGTiQkUUQhDzicDdamCmHPFk+hTxZ3kG9pi0kMkAEAhQuGJiQkUUQhCysm8eEZ5An0LdQj3oHGafaQkYWEQhIw/vpGg8UyMgiCEIWUhdUB/WfbyHD1Tuo17SFQrOIQEAcLkhTY+BARhZBELKQuqA6KCdLexiR24C61Duo37SFPFlEICAxsvzYDkIKGVkEQchCnhh1iIUZSKRBe2hMEgRBcNhY2hQNRMjIIghCFmlOFk3aSmHppqc5Egl3GpMEQRAAyJMVqJCRRRCELCx5YlQh7T/qQC2Qion4rRkEQRABhY3UgAMSMrIIgpBFmpPlx4aEAGQQaA95BwmCIDisNsdjmhkDB4O/G0AQRIBCkrCqIE+W9kjDBQmCCHq2bgUKCoDmzYHsbECv93eLghIbJVEHJGRkEQQhiyQni+ZsxZAn0LewtsbPIQgiQPnpJ86guu46oK6OO9ayJfD228BNN/m3bUEIhfcHJhQuSBCELCTcoA7yZPkAkSuLvKtEoEHzpIesWAHcdZfr8UuXgKlTudcJRUg29WhuDBjIyCIIQhZpBXlCKWLDiows7aHdWiLQoMvcA6xW4NFHhc6yMDpUhUdxr/Ed+Nhj3HmEx1C0YGBCRhZBELJQuKA6SAlPeyQ5WTQoiQBAPCZpM8UDtmwBLl4Unt54+6vo9dhXKI+M5Q6wLHDhAnce4RU0DAMHMrIIgpCFwt3UId1ZpP7TAjJciUCGhqQH5OcLD1kWOJaaBZbRYUernm7PIxpHIuHux3YQUsjIIghCFmmMN6EccbigH5sRQkhDWKlTicCC9lI8oHlz4aFJJF4Ta6p1ex7ROLSpF5iQkUUQhCySeZrmbMWQJ1B7WEoUJAIYMvw9IDubUxFkGFjFlzNjD7xkGKBVK+48wmNo5AUmZGQRBNEoZCQoh0LbtIf6lAhkaJr0AL2ek2kHJEaWRWfgDCwAWLSI6mUpRKoG7MeGEBKoThZBELLQpK0OSYw8daAmULigtrAsC4ZhGj+RILTEXgfLJhIQNOrDOA/XokVUJ8sLpIEnNDcGCuTJIghCFpq01UGSutrDUp6bplAfagtd5wqYPFniybI9/zxw9iwZWF5C95vAhIwsgiBkoUlbHeR10R5K7tYW6kNtoetcGWIj39q1G4UIqoKEqgIRMrIIgpCFvAbqoAWX9pDhry3UhdpCY1IZEk8WdZ4qSGgpMAk6I2vx4sXIyspCZGQkBg8ejJ07d7o9d8WKFRgwYAASExMRExODPn364LPPPmvC1hJE8CKdp2nSVgoZBNpDeYLaQn2oLdSdypB4smgnTxV0uw5MgsrI+uqrrzBnzhzMnz8fe/fuRe/evTFhwgQUFRXJnp+cnIynn34aubm5OHDgAGbOnImZM2di9erVTdxyggg+JDlZNGmrgvpPGyhPUFuoD9UjFg4hD4IybKz8Y0I5VN0iMAkqI+utt97C/fffj5kzZ6Jbt25YsmQJoqOj8cknn8ieP3LkSNx4443o2rUr2rdvj0cffRS9evXC1q1bm7jlBBF8UPiBOuimpz0sLcpU4ZyDRZe1tlB/KkMSLkgXtCqkXn7qy0AhaCTcTSYT9uzZg7lz5wrHdDodxo4di9zc3Ebfz7IsNmzYgOPHj+PVV191e57RaITRaBSeV1ZWAgDMZjPMZrOKX6Ae/vv93Q4ieFAzZmwifV2bjaVxpxCTqL9Ymy1o+i+Q5xnx4iEQ5uRgwzkky2w2Qw+b6s8N5DHja8TeQLPZDHPQrKr8i9lslmyUmCyWq3L8aIXZYhEe29jQvF8H0jzjaRuCZjooKSmB1WpFenq65Hh6ejqOHTvm9n0VFRXIzMyE0WiEXq/Hv//9b4wbN87t+QsWLMBzzz3ncnzNmjWIjo72/gdoyNq1a/3dBCLI8GbM5OXpwDu7i4qLsHLlSo1bFdqcrwL4Kbaiqiro+i8Q55m6ej0ALjxr02+/4WiUf9sTbHCeA8dtf9Wq1QjXUNAtEMeMr7FYHGNyzZq1iAnzb3uCCbEn648DBxFXdMB/jQlyTlYwALiLuaamNujuN0oIhHmmtrbWo/OCxsjylri4OOzfvx/V1dVYv3495syZg3bt2mHkyJGy58+dOxdz5swRnldWVqJVq1YYP3484uPjm6jV8pjNZqxduxbjxo1DWBjN5A3y00/Ak08Cly45jmVmAq++Ckye7L92NTFqxszW7w8DRVz/paSkIienvy+aGLLsv1AOHOKEeeLj4pCTM8S/DfKQQJ5nXjy4CTCbAADZ2cPRIS3Wr+0JNsxWG+bsWCc8Hz9hPKLD1S8DAnnM+Jp/7l0Po5Xz+o8dNxZJ0eF+blFwYDabcfJbx1js1r07cga39mOLgpsdZ8rw3pHdAICo6Gjk5GT7uUXaE0jzDB/l1hhBY2SlpKRAr9ejsLBQcrywsBAZGRlu36fT6dChQwcAQJ8+fXD06FEsWLDArZEVERGBiIgIl+NhYWF+/6PyBFJbApIVK4CpU10D5E+f5o5/++1VV/DQmzEjTugGw9CYU4jeIJ5eg6//AnGeYeEYk3qDIeDaF+iwjDQ00GAIQ1iYdsuAQBwzvoYRjUmuP6+u368GsScLjI76TgV6pxpjodyXgTDPePr9QSN8ER4ejv79+2P9+vXCMZvNhvXr1+Paa6/1+HNsNpsk54oIMaxW4NFHBQOrzhDhiJjnja7HHuPOIxqEJMjVQcWIfQFJuKvBeRxSF2oLCQ4ogyTctYPUgAOToDGyAGDOnDn46KOPsGzZMhw9ehQPPfQQampqMHPmTADA3XffLRHGWLBgAdauXYszZ87g6NGjePPNN/HZZ5/hzjvv9NdPIHzNli3AxYsAgPy4Zuj++Nf4y5R/Ol5nWeDCBe48okHE8zSpC3oDGQRaYyPDVRXO45CMAvVIVN382I5gRCrhTr2nBuq+wCRowgUB4LbbbkNxcTHmzZuHgoIC9OnTB6tWrRLEMPLy8qDTOezGmpoaPPzww7h48SKioqLQpUsX/Pe//8Vtt93mr59A+Jr8fOHh1z3HwabTY3VnmVwY0XmEPDRpq0NqEBBaIF7Q2tSL4l310LhUD3kQvEci4U59pwrxphMZrIFDUBlZADBr1izMmjVL9rVNmzZJnr/44ot48cUXm6BVRMDQvLm2513FsOSJUYU03JI6UAuoGLE6XD1Z/mlHKEHXufdINqKo61RB4f2BSVCFCxJEo2RnAy1bAmLRBjEMA7RqxZ1HNAyFZqmCwoi0hxYS6nC5jqkPVSPZjPJjO4IR2jTRDurLwISMLCK00OuBt98GAFh1DrUdFnAYXosWcecRDUJhMOqgLtMeieFKHawYF08WjVLVkDdGG6jv1GGjuTEgISOLCD1uugn49ltYEhKFQ1ZGx3m4rkL5dm8hT4w6WOnWIqEBtFurDuceo8WYBpDH32ukG3nUd6qgHOCAJOhysgjCI266CebwzsDWcwAA89p1MIwcTh4sBbBunxCeQGFEPoAS5VXhvJClLlQP5a56D4X/ageNw8CEPFlEyGITFYk0DRlGBpZCaKJWCSXEa440JIb6VCnOhin1oXpY8iBoAvWdOljaFQ1IyMgiQha9zmFkWayk96wUCs1SB0m4aw9FYKqEdC80h0LevIfyfrWDvIKBCRlZRMhiE61yzVaadZRCIgPqoPAN7aGFhDqcN0uoD9VD86Q20EaeOmgDKjAhI4sIWcSeBDN5shRDk7Y6aMGlPSyNSlWQuqD2UA96j7jvKMdSHSyFUgckZGQRIYs4f8NKM7hyKKdIFRRuqT3kyVKHS5dRH6pGPA5tNCiVQfGCmkEGa2BCRhYRskiMLJrAFUPqeOqgMCLtoW5UB6kL+ha6zpVBfmntYGlTNCAhI4sIWcRGlo22dhRDXgN10CatDyAxEVVQnSxtIaNVHTRHagltigYiZGQRIYs4DYtsLOXQTU8dtJuoPTbyDqqCcrK0xaU/aVB6DYVaqoMlt2BAQkYWEbKwlJOlCgoXVAeFb2gPyWWrg9QFtcXFM+iXVgQvVGNMO8jGCkzIyCJCFrFhRbtkypHujFH/KYW6THskeW5+bEfQQnWyNMUlXJA61Guo79RBm3qBCRlZRMgidl6RJ0s5tDOmDuo/7SG7Xx2uOVnUiWpw7T3qTyWQAqt2UORJYEJGFhGykLqgOkj4Qh2kLqg91I/qcM0h8k87QgXqT3Wwbp8QSqH7dWBCRhYRspC6oFrEO2PUf0qhXVrfQn2qHAqb1haXHDc/tSNYoRpj2kH3m8CEjCwiZBGHCFK4oHLonqcO2lnUFpfQNupTxZCEu7aQJ0s7qO/UQZETgQkZWUTIIp5oKFxQOZT/og4SadAW530S6lPluNZ1ol7UEvLGKIPyVn0D9WXgQEYWEbJIwwX92JAghXbG1EFdpi2k5KYe8rxoC/WndlDfqYPUBQMTMrKIkEUcIkg7tsqhXUZ1ULigtrjWJKJOVQv1oDpcc7KoR5VAOVnaIVEXpK4MGMjIIkIWGy1yVUE7Y+pgyUzVFBqC6nH1vFCnqoE8WUSgII7WoWEYOJCRRYQsNsqJUQX1mTrIk6UtLl4D6lPFkBqetlD/qUOa90u9qQbqy8CEjCwiZJHkZNGkoxiaqNVBfixtIXFB9ZDnRVsoT1AdNEdqBwktBSZkZBEhi0S2nWYdVdDiQTlS4RDqQK2hPlWOa49RH6qB8gS1gy5ndZAacGBCRhYRskjCtejmpxjqP3WwZONrirM3mvpUOeR50RbyDKqDhC80hLovICEjiwhZJOqCNAEphtSK1EGGqba4jEHqXsU4dxnVaFcJhbBqBvWdOlxzVqlHAwEysoiQRSJ8QfONYsgTow4SvtAW6kL1uOa1Ua+qwbn/yBujDApx0w7yqgYmZGQRIQuFIqiDJNzVQf2nLS6hbmQgKIbCBbWFFrZaQp2nBnL0ByZkZBEhi5XUdgg/QspZ2uKyiKBOVQz1obaQkIg6JBuhNvfnEY3jfC3TxnJgQEYWEbJQuKA6JDlZfmxHsMJSvKWmkNdAPRQuqC3kGdQOGovqoDqCgQkZWUTIYrORL0ENLHWfKsjG0hgSGVANLcS0hUK01EE5WdpBGyiBCRlZRMgiKZNF841iyMZSB93ktMVFwp0uasVQl2kLeVfVQfcY7aBQ4MCEjCwiZLFRTpY6SLhBFSR8oS3kNVAPGQXaQrLZ2kFdpxLqwICEjCwiZBF7sigJVDmUk6UO2qXVFlrAqsfFKKCRqQ4KYVUFbURpB3myAhMysoiQRTxp04SjHKrzpA7qP22hRYR6yJOlLTQmtYO6Th2UkxWYkJFFXBXQdKMc6jN1SD2B1JtqcV3AUp+qhXpQHbSwVYdU+IL6Tg3Uf4EJGVlEyEKhCOqQeAJp8aAY8mRpCynjqcfVk0WdqAaXeZG602uo69RBXtXAhIwsImQhw0AdJK+rDlrAagytZ1XjmpNFqMHVk0UoQVKMmDpPFTQWAxMysoiQRTqB05SjFPLEqIOEL7SFdmrVQzlZ2kJjUh0ULqgdrmOR+jMQICOLCFnIE6MO6jJ1UDFnbaGNEvW49iH1qRqcF7IUPaEURnhEPacO17FIBAJkZBEhC6kLqkTSf9SBSqGcNm0hkQH1kOdFW8gzqA7W7RNCKTT2AhMysoiQhRwJ6qA+Uwd5UrWFDAT1UN6Gb6H+VIg4JJ16TxUkDBSYkJFFhC6kLqgKSU6W/5oRtFD/aQuFw2gBLcS0hPpPHeLus9n81oyQgCKBAxMysoiQhTwJ6pDUeaL+UwzlEGkLyY+rh/pQW1y9B9SfSpBGm1DfqcHVxqL+DATIyCJCFsqJUYfUE0P9pwZafBGBAG12awuFX6qDNkK1g/IDAxMysoiQhSZwdZCEuzooXFBbaAyqhxZi2uLSfdSfyqA5UjNoIzQwCToja/HixcjKykJkZCQGDx6MnTt3uj33o48+QnZ2NpKSkpCUlISxY8c2eD4RWtAiVx0kHKIOCrfUFufwS+pT5ZDkuLZQf6qD6mRpB3lVA5OgMrK++uorzJkzB/Pnz8fevXvRu3dvTJgwAUVFRbLnb9q0CdOmTcPGjRuRm5uLVq1aYfz48bh06VITt5zwB7TIVQfd9NRB3actlHOgHvK8aAspXmoH9Z220P07MAgqI+utt97C/fffj5kzZ6Jbt25YsmQJoqOj8cknn8ie//nnn+Phhx9Gnz590KVLF3z88cew2WxYv359E7ec8AfiOYZECNRB3acc1wUYdaIaXLwG1J2KoT7TFgq/VAdFS2gHqa8GJgZ/N8BTTCYT9uzZg7lz5wrHdDodxo4di9zcXI8+o7a2FmazGcnJyW7PMRqNMBqNwvPKykoAgNlshtls9rL12sB/v7/bESyIJx2L1XpV9puaMWOzSYsRX439pwaLxSp5bjKZodMxfmqN5wTqPGM2WyTPLZar85pWg8Ui7UOzxaJJHwbqmPE1zr/XolF/Xg2YzWaJJWC12ajvVGCxSjXwuTVrUPlRGiWQ5hlP2xA0RlZJSQmsVivS09Mlx9PT03Hs2DGPPuPJJ59EixYtMHbsWLfnLFiwAM8995zL8TVr1iA6OlpZo33E2rVr/d2EoKC2Vg+AW9QeOnQIK0sO+rdBfsSbMVNZ5eg/o9GIlStXatyq0ObYJQaAXni+8tdfEQQ2lkCgzTOFdYD4lvXHH38gIn+/v5oTlJyokI7J33/fifLj2u15B9qY8TUFtYB4TO7eswfGs+RD8BRWFExVVFRE9xgVnLgovbbXrVuP+HD/tceXBMI8U1tb69F5QWNkqeWVV17B8uXLsWnTJkRGRro9b+7cuZgzZ47wvLKyUsjlio+Pb4qmusVsNmPt2rUYN24cwsLC/NqWYOCVI5sBUz0AoHv37sgZ3NrPLWp61IyZd09tA+pqAABh4eHIyRnliyaGLOd/OwPknRKeT5o0CfogsLICdZ45VVQN7N8uPO/Vuxdy+mb6sUXBR8LpUuDIHuH5wEGDMKxDM9WfG6hjxtecLKzGgj8cY7J///4Y2zXNjy0KHsxmM/73kSN1IyUlFTk5/f3YouDm9MbTwIXTwvMxY8YgNS7Cjy3SnkCaZ/got8YIGiMrJSUFer0ehYWFkuOFhYXIyMho8L1vvPEGXnnlFaxbtw69evVq8NyIiAhERLgOzLCwML//UXkCqS3Bgk6nv6r7zKsxw0gNgqu5/7xBp5OGahgMBhj0wRO+EWjzjMEgvV1d7de0N+j1epfnWvZhoI0ZX6N3HpMa9+dVBcNQ36lA7n4Tqv0ZCPOMp98fNHf88PBw9O/fXyJawYtYXHvttW7f99prr+GFF17AqlWrMGDAgKZoKhEgkPCFOqTFnAmlkKSuttioP1VD06C2OCtcUv8qg7pLO+h+E5gEjScLAObMmYPp06djwIABGDRoEBYtWoSamhrMnDkTAHD33XcjMzMTCxYsAAC8+uqrmDdvHr744gtkZWWhoKAAABAbG4vY2Fi//Q6iaSAJd3VQl6mD5J21xUWynfpTMa4y+IQaXK9p6lFFUMF7zaD7TWASVEbWbbfdhuLiYsybNw8FBQXo06cPVq1aJYhh5OXlSVym77//PkwmE6ZOnSr5nPnz5+PZZ59tyqYTfoCKEauEboCqcN1ZpE5UA/Wnelxl8KkP1UAS7uoQdxdFm6iECmMHJEFlZAHArFmzMGvWLNnXNm3aJHl+7tw53zeICFiomrw6qP/UQYsGbaEFrXrIk6UtLuGCfmpHKEDXszqo+wKToMnJIgil0KStDsrJUgeFb2gL7cxqAHWhppDhrw7qLu2gsRiYkJFFhDCUk6UG1u0TwiNo0GkKJXarh/LafAttBChEEtJPfacG8qoGJmRkEVcFFLqlHMppUwd5snwL9adyKK9NW8h7oA5pSLrfmhESuKivUocGBGRkESELGQnqoAWYOmhBqy3OGyXUn8oho0BbyHugDtbNY0I5dG0HJmRkESEL7ZKpQ2KkUgcqhmroaAstItRD3lVtof7TEOpLVdCmU2BCRhYRskiFG2gCUgp5AtVBCzBtIWU89dBmiba4Gq3Uv0qQerKo71RB3ReQkJFFhCzkydIO6j/luMTI+6cZIQMtYNVDY1JbaEyqhGoxagZ5qQMTMrKIkIXC3dRBnkB1uIYLUh+qwaX3qD+9gMakltDCVh2Uk6UdLoXGqUcDAjKyiJBFYiTQfKMY8gSqhLwGmkIS7uqhPtQWErchAgXKWQ1MyMgiQhbaJVMHTdLqoF1urSEhEbVQl2kNjUk1SDfyqPPUQDmrgQkZWUToQvHeqhDvylL3Kcdl0UCdqAqqA6Me2u3WFupPdZC4knbQ2AtMyMgiQhZSLlIHS65AVdBNT1vIZlWP6zxIvagG6k3toPlSHZQDHJh4ZWSVl5fj448/xty5c1FWVgYA2Lt3Ly5duqRp4whCDeJJxnkXnGgcm2SXkTpQKa5KbtSHaqBFg3rI86Itrv1JHaoE2sfTDtqECkwMSt9w4MABjB07FgkJCTh37hzuv/9+JCcnY8WKFcjLy8N//vMfX7STIBQjmWTo5ucFJByiBipGrC2U46Ye8rxoCxlVGkJ9qSnUnYGBYk/WnDlzMGPGDJw8eRKRkZHC8ZycHGzevFnTxhGEGijeWx3Uf+qgnUVtof5UDxkF2kJGqzrIk6Udrtc29WggoNjI2rVrFx588EGX45mZmSgoKNCkUQShBSx5YlRBXaYttMBVB+UcaA91oTpoXasS6i/NIE9/YKLYyIqIiEBlZaXL8RMnTiA1NVWTRhGEFkg9MTTjKEVaZ4z6TymuxSEJVVAHqobqOmmLi+FP/akIm+gx3WLUQf0XmCg2sm644QY8//zzMJvNAACGYZCXl4cnn3wSN998s+YNJAhvEc85JHyhHKnwBaEU2lnUFupP9VCeoMaQkIhmkIGqDleDnwgEFBtZb775Jqqrq5GWloa6ujqMGDECHTp0QFxcHF566SVftJEgvIPqZKlC6snyY0OCFOozbbFRh6rGZmv8HMJzKFpQHSzdozWDlEMDE8XqggkJCVi7di22bt2KAwcOoLq6Gv369cPYsWN90T6C8BppMV2acZRCPaYOZ6OAxqA6KNRNPWQUaAstbLWD+k4drtc2dWggoNjI4hk2bBiGDRumZVsIQlOomK5KZGrAMAzjn7YEIS5DjsagKihcUD0ueYLUiaqgnCx10C1aO8jgD0w8MrLeeecdjz/wkUce8boxBKEl0pwsmnGU4uKJYQGysTyHJMe1hYRE1EN9pi20sNUOMvjVQv0XiHhkZC1cuFDyvLi4GLW1tUhMTAQAlJeXIzo6GmlpaWRkEQEDTdrqoN5TC4kMaAl5sjSA+kxTqDvVQf2nHc75ljQ/BgYeCV+cPXtW+PfSSy+hT58+OHr0KMrKylBWVoajR4+iX79+eOGFF3zdXoLwGEkoAk04iiFPjDooh0hjqD9VQ+qC2kLeVZVQh2kGha4GJorVBf/1r3/h3XffRefOnYVjnTt3xsKFC/HMM89o2jiCUIO0ThahFCr+qg7qLm2hRYN6yPDXFte8S+pPJdBGqHZQ6GpgotjIys/Ph8VicTlutVpRWFioSaMIQmtowlEOebLUIZfTRngPhcOoh0IuNYbmSFVIhS+o99RAvReYKDayxowZgwcffBB79+4Vju3ZswcPPfQQybgTAYNrGAdNQUqhnTF1kFy2tlD/qYeuaW2h8EvtoL5TB/VfYKLYyPrkk0+QkZGBAQMGICIiAhERERg0aBDS09Px8ccf+6KNBKEYWkyoh2K81eE6Bqn/1EDy4+qha1hb6BpXB4X0awcZ/IGJ4jpZqampWLlyJU6cOIFjx44BALp06YJOnTpp3jiC8BaaX9RDk7Q66KanLRTqph4KAdYW6k/tIANVJZRvGZB4XYy4U6dOZFgRAQtN2OqhRa1KqL80hRa06nG9pqkX1UBzpDqoGLF20FgMTBQbWffcc0+Dr3/yySdeN4YgtIIWE+qhAs7qoN7TGupR1ZDkuKaQhDsRKNBYDEwUG1lXrlyRPDebzTh06BDKy8sxevRozRpGEGqgXW/1UF6bOlxziPzUkBCBxqN6qMu0hfpTHazbJ4RSaGM5MFFsZP3vf/9zOWaz2fDQQw+hffv2mjSKINRC+TDaQzHeyrBRjLymUH+qx2UepC5UBQlfqIOEL7SDhl5golhdUPZDdDrMmTMHCxcu1OLjCEI1VHRTHXKLBZrElUEx8tpCGyfqodIWWkP9pxVkoKqD9k8CE02MLAA4ffq0bJFigiCCD7rfqYdi5LWFQoDVQ4a/tlAIqzpI+EI7KDw9MFEcLjhnzhzJc5ZlkZ+fj19++QXTp0/XrGEEoQa6+alDTvSCulAZFCOvLS69R/2pGDJUtcXVe0A96i10OavDtf+oQwMBxUbWvn37JM91Oh1SU1Px5ptvNqo8SBBNhWshXUIJcv1FRoJCqLs0hTyD6qE+0xbazFOHNCeLOk8NFE4dmCg2sjZu3OiLdhCEptDNTx1y/UVdqAwy9IlAg0KKtMXZ40/dSfgLupYDE8U5WaNHj0Z5ebnL8crKSpJwJwIGCnZTh9yuIk3iyiBDX1uoP7WHvAfqoBw3dUhysqjvVEGhwIGJYiNr06ZNMJlMLsfr6+uxZcsWTRpF+I7L5XX4eMsZHLpU4e+m+BTasVWHbH9RHyrCNa+NOlANrl4D6k+lkKGqLaTWqA4ysrSDwgUDE4/DBQ8cOCA8PnLkCAoKCoTnVqsVq1atQmZmpratIzTn6f8dxMbjxYiLNODgsxP83RyfQTuM6pAPF6ROVAItaLWF+lM9coI2hHZQ9xL+gmq2BSYeG1l9+vQBwzBgGEY2LDAqKgrvvvuupo0jtGfj8WIAQFW9BXmltWjdLNrPLfINNL+ogwwq9ZAfS1uoP9VDfagtdJ9Rh0T4gjpTFXRtByYeG1lnz54Fy7Jo164ddu7cidTUVOG18PBwpKWlQa/X+6SRhDbUmqR1zNYeLcS9w9r6qTU+hooRq0LWk0VdqAjyvGgLhQCrxzWClTpRDXRf0Q7qSXXQ/SYw8djIatOmDQDAZrP5rDGEb9mXVy55vuVkccgaWRSfrA5KydIC6jEtod5UDyleaguFaKmDcrK0hDowEPHIyPrxxx8xadIkhIWF4ccff2zw3BtuuEGThhHas/lksb+b0GSQ0o46ZIsR011QEa5jkPpPFdSfqqHdbm2h/lQLIzyi61kddL8JTDwysqZMmYKCggKkpaVhypQpbs9jGAZWq1WrthEaU1lnljwvrjL6qSW+h6Ji1EF1stTjooanUQcaLVbsPV8OlmXRt3USosKvjjBtl0UDDUjCz1AejDp8dV+uqDPjwMVypMdHolN6nG++JMBw6UoajAGBR0aWOESQwgWDl5JqTnp/av+W+HbPRZRUh7CRRdK66qCcLNX4ytCf/8NhLN91AQCQ0zMD//5zf20+OMCxkY2lGte8NupFNVCeoDp8FS5458e/46C9TM3Ps4ehR2aCdh8eoLiueYhAQHGdLCJ44Y2qnvYJp7TaBJvzyiVECM1f1XSQUaoeX4RvGC1WwcACgJUHC0L2GnaG8l/UQ2HU2uLqyaIeVQLr5rEarDZWMLAA4JeD+Rp9cmDjsgmlUYdWGy3429d/4IWfj9Cc6wUeebLeeecdjz/wkUce8boxnrB48WK8/vrrKCgoQO/evfHuu+9i0KBBsucePnwY8+bNw549e3D+/HksXLgQjz32mE/bF8jkldYCADpncO5zi41FeZ0ZyTHh/myWT6A6sOqQW7fTAkIZvvBkbTtV4nLswKUK9GmVqP7DAxwSs1EPhVFrDOVkaYZWfXdIZGABQFFl6EbsiPHV0Ft/tBDf7b0IALi5X0t0axHvo28KTTwyshYuXOjRhzEM41Mj66uvvsKcOXOwZMkSDB48GIsWLcKECRNw/PhxpKWluZxfW1uLdu3a4ZZbbsHjjz/us3YFAzVGC0pruHDB5gmRSIwOQ3mtGSXVxtA0skhFSxXiHSsdYze6qBMV4YtdvyWbzgAAkmPCUWuyoN5swydbz+KdaX01/65Agxaw6qE+1Ba6z6hDOh616b1l289JnpfXmjT53EDHVykS7204JTxetv0cXp3aS5PPvVrwyMg6e/asr9vhEW+99Rbuv/9+zJw5EwCwZMkS/PLLL/jkk0/w1FNPuZw/cOBADBw4EABkX5fDaDTCaHTsfFRWVgIAzGYzzGazu7c1Cfz3e9OOkwWVwuOM2DA0iwlHea0ZBeU1aJscqVkbAwWzWVoTzGq1+f3v5w+8HTPi8xmGAVgWJrMZZvPVIbKgBc5hfBaLRfUY3HmuDAAwtksqLlfUY+upUuSeLtF0bKuZZ3yJxUlUyWq7Oq9pNTgLU1msVk36MFDHjK+xWKT9adOoP68GnPvJxrKa9N1PBy5LnhdX1V8VfxPn+41Zg/sNwG2y8lTVm/zal4E0z3jaBo/rZMnBW84MwzRypnpMJhP27NmDuXPnCsd0Oh3Gjh2L3Nxczb5nwYIFeO6551yOr1mzBtHR0Zp9jxrWrl2r+D1HrzAA9MiMZrFq1a/QGXUAdFi7ZSeuHAu9/bcKEyAe3pcuX8LKlRfcnh/quBszJisgJ05XKeo/1mYDwGD9+g1IjPBZE0OO4hLuGuPZunUrzsd6/3llRoD/m7Qxn0eMjsFW6FFZa8TKlStVtVUOb+YZX3KogJvDeM6cPYuVK0/7r0FByIkL0jF55MgRrCw/rNnnB9qY8TUHCqVj8uTJU1hpPOG/BgUZrKjvjEaT6nnMaAXMVm6OnNDShtUXdbhQXOGT+THQcL7f7Ny5C1Un1K/tLpTqwUvtHz9fgJUrL6n+TLUEwjxTW1vr0XleGVn/93//h4ULF+LkyZMAgI4dO+Kxxx7Dfffd583HeURJSQmsVivS09Mlx9PT03Hs2DHNvmfu3LmYM2eO8LyyshKtWrXC+PHjER/v31hUs9mMtWvXYty4cQgLC1P03rq9l4Bjh9GuRQpycvpjTfUBnDxYgMLw5sjJ6eObBvuRgsp6YM9m4Xnz5i2Qk3P1ubkbGjMvrTyG/+zKw6s39cCUPi0krxVXGfGvPb9BxwA6RgebjcWo0aPRPCH0vJ6+YnnhbqCiTHg+ZOhQQXTGG97dcBoAZ1Q8cEsOSqqN+PTV32BiGYyfMBEGvTY6RmrmGV9S9nsevj3rmOuzsrKQk9PFjy0KPk6uPwVcPCM879q1K3KGZqn+3EAdM76mctdFfHXmiPC8fYcOyBnbwY8tCh7MZjPeOrhBeB4eHo6cnFGqPvOH/ZeBnYcAAP+4ZThWL9yKGpsekyaNbxJngD/5qnA3TojuNwMHDsTwjimqPrOq3oza3I3C89NVDCZNmuS3vgykeYaPcmsMxUbWvHnz8NZbb2H27Nm49tprAQC5ubl4/PHHkZeXh+eff17pRwYUERERiIhw3a4PCwvz+x+Vx5u2XKnjwhpS4yMRFhaGcAO3g6TX6QLmd2mJwSANF2RC9Hd6ityYWZqbBwB44rtDuGVgG8lregM3XhiGAT+fhoUZNOnDgop6LN+Vh96tEjGqs2suZeggvRHp9er6b/sZ7gbaOjkaYWFhSEswCPlyVSYWafHaju9AmvMAQKeTulwZ5uq+pr1Bp9M5Pddr2oeBNmZ8jU7v3J80JpXgnCOotu82nSwFABh0DDKTubABk8WGOiuDhKgQ/7s4GT46vfpr+8CZKy7HqkwsmsX6N48/EOYZT79fsZH1/vvv46OPPsK0adOEYzfccAN69eqF2bNn+8zISklJgV6vR2FhoeR4YWEhMjIyfPKdoQQv354ayxmQ47ql43/7LoVsQWJK8G6Yo/kN78Lw/ccAYMAAYDXr04VrT+Cr3Vzo5vEXJyLCEJp5XlonxV8qrwMAzBiSBQDQ6xgkx0SgpNqIoioj0uJD28voXNyZUA71oLb4okzD1YTWEu7n7QrK92a3RWSYHrERBlQbLSipNoa8keWL6XHvec7I6pIRh9PF1TBbWew6dwUTe9Ca21MUx5eYzWYMGDDA5Xj//v1hsVhk3qEN4eHh6N+/P9avXy8cs9lsWL9+veBRI9zz7R5OgjM1jjOyUuzGVqgWJHaVKqabn5gNx4qEx9EySVn8YoHhrCz7MfWwLCsYWABwoqBag08NTLQecnVmzrs4ICtJOJZi31EM1etYDF3C6iGjQFtIEl871PYdyzrqY/VpmQjAsd4pCdHNZDEu17IGY7HayN1zMhOjBBXqK1eJWqNWKDay7rrrLrz//vsuxz/88EP8+c9/1qRR7pgzZw4++ugjLFu2DEePHsVDDz2EmpoaQW3w7rvvlghjmEwm7N+/H/v374fJZMKlS5ewf/9+nDp1yt1XhCwVdZwSCu/mdSzOQvOCoernDVNZ51DGqTVZUWOUbpAIniyGEYLetDBUL16pkzw/cKlc9WcGKloa+iaLDeW13N+sZZJDgIe/nvnXQhnaOFEP1RrTGLrPqELiyVI5GCtE97QBWckAHOuc4qtwE0qLDZQ9eZwn69r2zTCyExfafzUYrFritfDFmjVrcM011wAAfv/9d+Tl5eHuu++WiEa89dZb2rTSzm233Ybi4mLMmzcPBQUF6NOnD1atWiWIYeTl5Ulizi9fvoy+fR31Y9544w288cYbGDFiBDZt2qRp2wKZshqHIXVNu2YAgBT7Dk+10YJ6sxWRYaEVskXFiBvG2bguqTYiJsIxHfChWeIoby0WZD/slyoT7ThThj8PbuPm7CBHw43FAxfLhceJorCX+EjucVX9VWBk0YJWNa4LMUIN5MnSDrVdt+scZxDoGIcH6+ryZDk912AsHreX/kmIChP68mowWLVEsZF16NAh9OvXDwBw+jSndJWSkoKUlBQcOnRIOM9X6iOzZs3CrFmzZF9zNpyysrJotxPAyoP5wuPmCVEAgLgIR9J8ZZ055IwsZygsRop41w/gjKw2zWKE5w5Plrbf+39bpTX3LFabtl/QRJTXmjBz6S7UGC1469Y+6CGjGuicQ6RmKsqvqAfA/T10osIlcZHcFF5Z77tQ7UBFy6l98cZT+OL3PKTEhuOj6QOQFhea+W00C2oLhV+qQ9J/KruOD5mOi3RsQjnSIkIzYkeC81hU2Z9mqw31Zu7+3Ld1ohDtcjWEpmuJYiNr48aNjZ9EBBS/nSgGAEniJ8MwiIsMQ0WdGZX15pBPmidbW4qz56O4Sv4mxEBbK+uKPaxtUFYydp4rC9oJe+PxIuzLKwcALN+Vhxcze7qc4zrkvB+EfD/l9GguOc57sirrrgZPltNzDRe0r68+DoATF/lm90X8dVRoynC79CHNi6qgTVztUNuT50pqAAATuztEGfg8otKa0DeytBYGEotjtWkWg2MFVQCAEjdrBUIebQqrEAHN2iOcIuPDI9tLjsdHhe4uON37Gob/m0cYuCnAOQRA7MnivVlq+zS/wpGPdV92WwDBu8O44Vix8JjfxHDGJbxNRf/xRlaKk3RuvH3jxNkzGYr4Kp9IHIoJAG+tDd1isq6KlzRRqsGl96g7FaFld206zs3DSTGOOfKqCqdu5LlS+HtO25QYhOl1gleQwgWVodiTVV9fj3fffRcbN25EUVERbDZpuM/evXs1axyhHvHia1w3aSHnuIgwAHUhuQtOCd4Nw9902qXG4mh+pUvMOt9/OoYRjAW1C7Kz9p1GAGifxtUwCdYSArmnS4THYTr5vSotb3p8P/Fx8TxX106tbz536fZzkuc6hjOQQ7J4KXmyNIVy3NShpfCFQc9dry0SHVE5fDh1VQhuJDvjuqmnrj+3neJqjrVpxgktXU35bVqi2Mi69957sWbNGkydOhWDBg0KzRtRCLH/QrnwuG1KjOQ1PnwwFJXJKFa+Yfi/ebuUGBzNr3SRZeUXtAwguLLULsh4Q+GadsnCrliwCq/oRPOeO0NRy9As3uPH9xtPM7uRVXYVGFm+WtDyipfDOqRg66kSmK0sKurMSIz2b8FNX+DLWbDOApwurkGXFok+/JbAghQvVcLKPvSKk4VcOZB+rR0lLnhPfyV5shRTUMnlAVvtiwH+3lMVpPdsf6HYyPr555+xcuVKDB061BftITRm/VEuVLBTeqyLQcwrDAZrXkxDkOqTe+rNVlTbk1izUrhdqmoXCXeRlWV/qD78wGEoxEcaEG7QwWSxobjKiFbJ0Y28O3BgWVZilLq76Wi5AHOEC0qNLH4RcXWEw/jGO80bqPdmt8WBi+WorOeKl4akkeXDifDNg3oU79qG/9wzCMM7pfrsewIJLUOCr0aknizvP6e81gSTXURJPEcKwkAhGK3jjNb5lr8c4ATT+Aio+EgDwvU6mKzBd8/2J4pzsjIzMxEXF+eLthA+YLdd1jRdRtgilGtIkNyze/hdPYYBMuxqk9VO4RR8f4lqEateoG06zhVATomNAMMwSA3SGO+KOjPMVmlfyN7ENRyDvLcsxSlc0CF8cTWEw7gc0eRzeQM2MzFK6F93QjDBjutCTH0fWqw2PPPDERTXczPFf3ecV/2ZwQrdZ7xHTbTJGVEoenq8Y45Mvpo8/Rp/Hm+gdk7n1vsMwzhCBoPsnu1PFBtZb775Jp588kmcP3/1TqTBBJ+Tld0xxeU1R4xt6E1A5MlyD29QxUYYEGevjVVjki9GrNMxgpWltgv5uPiIMG7aSQnSGG/e4EmICkN8AxLqzjlE3o5BlmVRavcCOudkOXIOQn+n1hktrmlxkeeU2IigNfw9xRfz4q5zV/DV7ovC81qTVf2HBgmk1qgOrTxZ/PzYu2WCJGKHv56v1JphDtJyIR6jYXHQerNVuF93aR4vHOc35oNVsMofKA4XHDBgAOrr69GuXTtER0cjLCxM8npZWZlmjSPUYbRYcamcyzcY0t7VyHLUkAi9BYWvdr1DAX7yjIswINZuZFUbpQsjfodb7MlSC2/wD+vAjcXUIJ2wi0VKf0aLDZX1FtmYf62U3CrrLEIoTLMYeXXBGpMVFqsNBn3oCsb6IjTrmL3Ypl7HIDEqLGgNf0/xRV4br17Ls/VUiZszQw9Sa9QONT3HRxLER0nXo0nR4dDrGFhtLMpqTLIRPaGClhso/JowXK8TNhKB0F4z+grFRta0adNw6dIlvPzyy0hPTyfhiwDm0hWHZHbnDNcQT2HXNiQXFHSzcweffxUbaUAM78lyzsmy/88wjGYS7ry6YItELkSRz3kJNvlxcW4Z58Gqk1Wv0mpjsbiaS0COizS45H3FRxrAMNx3ldWaQraILuAbL8H50loAXHK3TucIYQ3VRYQvjIA/7BL4CeEsKkzcZGGy2BBuCF2Dn4c8WerQqr94T358pNTI0ukYJMeEo7jKiOIqY2gbWRpuoDjuceFSz2BcKK8ZfYNiI2v79u3Izc1F7969fdEeQkP4CyWrWTTCZHa4Q3lXgm5+7qkShQsKniznnCyR7oVjjvW+E08XVwuP+Rudw4sWXEZWqYwIRXmtqzdOq5senx/kHCoIAAa9DsnR4SitMaG0OrSNLJfwSw0MBn6xcF0vrsizkKcaoosIX8yL/P1jeIYNP+VxmwB7867gmnbN1H94gEO3FQ1R0Zl8uDZf+1NMSmwEZ2SF4DpHjJbCQO5KhoTymtFXKN5q6tKlC+rq6ho/kfA77i4UHv54aY0JNl8VofETWsuZhhK8JysuMgwxEdyiyNWTZQ8XFDmq1UzaX+26IDzmjSs+n8jZwAt0+PbGRRqE8LJSmZBHrcI33CkL8jgUBoOrH5XiC3XB538+AsDh1b/aErvVGqoWq03wBnaIZ4Vr+6rpP7qxqEKSk6ViLPKerDgnTxZw9dR30rJsDa9K7XzPceRkhXZfaoliI+uVV17B3/72N2zatAmlpaWorKyU/CMCh8YWZ83sF4zVxqI8yEK2GsMXKlqhQrX9hhQbaUAsb+iYLJI+4mtjMAzjUBdU8Z3b7cV7u4jCVvkFWZUxuIyDapPDE5gUba81J3P9uCpceteD/HWc6s7IukpkirXOJ6oQ1QcckMXV1nHs1AZXnqCn2DTOa7soCknPjAGyO3Deq0OXQmMtcLygCkt+O42CinrZ110Nf7rPKEEr4YuyGu5aTox2NbJCRazhbEkN3ttwErmnS2Vf13Lo8TnAzvNFCoULKkZxuODEiRMBAGPGjJEcZ1kWDMPAar16lIUCncaMrDC9DonRYSivNaOk2ijInYYCrgnJBE+ljPAFy3KqYHyOls0uxGTQMbDa1BcjzrPvds8cmiUciw1yT1ZMhEEQmpD7DVqFZjXmkeZ3b6uCLOxSKVor4/104LLw+LqefLhgaHuytLYB+H5qmRiJMF21MH8cvlyh7Rf5ifv/sxt5ZbXYl3cFH9w1wOV1XxXIvmpgZR8qpriBtU6o5Fk+9d0B/H6WE5Y7+dIklxQQbYUvOIM0xz4v8qSG+CaUL1BsZG3cuNHtawcPHlTVGEJbhNo6bowsgJOhLq81h9wuOOVkuYfPKUqOCUdUmB46hst3qTFahEWS1d5hOpEny1tYlhV2xvq1ThKOO3KygsvI4kMrYyMMCDdwv0sur0wrQ79EpGYoB5+HEPK1sjTyDPLw82NWs2ghuVscLshvHIYSWm8+CV7WuAgA1eiQFgOAE74IdixWG/LKuM2h1YcLGzmbg+4zypB6srzvvJIGNqL4cOpgXuOwLCsYWACX49wlI97lHMlzFd9X4qYuY6irr/oCxUbWiBEjJM+rqqrw5Zdf4uOPP8aePXswa9YszRpHqEN6A5THUWcntBZodLNzT4mo5hLDMIi3G9rldWak2UUp+HBBg54BYx8a3i5qq40W1Ju5RVdmUpRwPFiNLF7uPjbSINRekfsNWoWs7s0rB+B+syQhijO+rsiIb4QSWl/S/Px4Q59M4RgfQm22sqioMwsKmKGCq+KlSkNVpLQJAN3tNXV2ngv+Ui5nRQVuAcBmV6AUo1VIMKFWDc99SHV8CKxxipyMmlNFckYWnJ5736NH8rlwX+f+5K/zKqMF9Wari9ot4YrXGqubN2/G9OnT0bx5c7zxxhsYPXo0duzYoWXbCJUUi2Q43cFLnsrV+QlmKFzQPfwNqZl9whRCpEQTOW9k6RlHpSxv52zeSAjX6xAd7tjXEXKyguzmx3utYkThlrIS7o0895RTRZwyY5KbcN7UqyQZWcNamwDkwzAjDHphURaK/am1IJAjWoIbg+nxXF+ybPBtnjjjnHcit4lBERPq0CIny2ZjUVojNfbFCJ6sIF7jiL1YgLwnSSsDXzzu0+Kl/RkfaRBKM1BelmcoMrIKCgrwyiuvoGPHjrjlllsQHx8Po9GI77//Hq+88goGDhzoq3YSXuDO5SuG92RVBtlCtzFI+MI9vEGQYL/5JMrchHgjS7xz620XFlVySePOkVe816A0yBazNbwnK0LfoDfOZcx50X/1ZkeOqzjUUszVkozsItqg8vMcu99S45XvT+fd41BAa6PAOZQ1q1m08Fp+eXCrEDtLfh/Nr3I5h1Rs/c+VWpNwv2oms6EcCtE6V2qkBn5DkRM6lRHOfIgsAJeSIAwT+rUEtcZjI2vy5Mno3LkzDhw4gEWLFuHy5ct49913fdk2QgUsywo3CXeqZACQaA81uhzkN0TCc6pFOUWAyNAW5fTwC1qDTlSM2MslBK9Axtci4kmO4cZlZb0FFmvw5HA4crLCGhTvcF2AKe8/foc2XK9z65EOFUW8/Io67DxbJiyYnHGNdFO3pC2plt/9Dubk7vOlNdhxptRtH2ptBvAbebxXnGEYtE/l8rKCvS6R89//wpVal3N85cmqN1ux+UQxck+XBtXcqBQtKsfwf6ek6DDZeqChEE7tbNDIKfLyXalj1EWeFNo3Rfu0SpR9PVTUGpsKj42sX3/9Fffeey+ee+45XHfdddDrKRYzkKkyWoTk44ZyspLtF8zaI54l9gYLFMbhHkedLM5AkAunsPCeLLGEu5d9uMY+tpo5hbvxNboAoMYUPKqk/A0uJkKPuAj3Naq0GIPFwiI23K0IQygo4lltLK57Zytu/SAXX+++IHuO1kpubgtuBmlyd0WdGePe2ozbP9yBz3LPyZ6jZS0dQOTJEl3b/HgMds+qc/urZMLNfJWD9fLKo7j7k52Y9tEOfLbjvE++IxDxZuOkMRVlseclWCNa+LGot7up5NVsHfdswPuxue6o/P2aJ/UqiZzQCo+NrK1bt6Kqqgr9+/fH4MGD8d5776GkpMSXbSNUwC8QYiMMDSYnZtiFDsJldoCCGdecrOCcXH0BP0HznixHXp7Ik8XnZIk8Wd5ylE+idVrMRhj0CNNzH+5cDDmQ4dsaFxGGpBiu78pqTC43cC1qEpV4oBDK1+qqCGL1rNIaI8rsXrt//k9epda5QLaa9VKN0YI6eyimO09WsHli9uZdEVQ8jxe6hrYB2m8+8fmW4mvbodAY3DvdzpsWcuqdrv2nzX3mP7kOw+q5n44IAjuhhhY6LI0ZWSlxnLFQb7YF1WaeGP438uG4suGC/AOV8+PvZ7j8r8hw+XVjKGzqNSUer6yvueYafPTRR8jPz8eDDz6I5cuXo0WLFrDZbFi7di2qquQndcI/NFZbh6d/Gy7Pw91NOVghT5Y8RotVWIjxoW58bla5KJzCKjayvBBxZ1kWp4ursS/vinAsu2Oqy3m8ZHywGFkmiw219ht1XKRBuOGYrDaXEA4tcog8UQjlPZFV9Zag3aktqXKMPZaVjkXHC9x/Og1k1fl+jQrTC2OQJzVIPVmn7QIpgLRIsBgtBYGKqhwFetskO1RDQ2URxrc/zT4e5D1ZTs81uPwulLmGJe46G/xqjbJo4J1ubK0THW5AtN1gCFbvCx823qYZF4orW1vSKSdL7Vgc1iFF9jhfT7WsJrg3UZoKxe6LmJgY3HPPPdi6dSsOHjyIv/3tb3jllVeQlpaGG264wRdtJLxg4/FiAO5dvjz8DdFqY3EihAyt4Fxq+h7x5BxjV/prJqNOZ5HxZCmZtL/efQFj3vwNN/57u3Csc3qcy3l8G4JFiay0xhG2kRAVhgiDTvACO4cM8gWd+RAPbwwgZ/U2OfiwT6uNFQzAYMPZa7RXZJzzOHIOpM+9+r4GFmYpQarW+NOBfOHxlpPyUSZa2uBFlY7+aRYr48kK0gUtD//3b2fPMZP1FGvgrXbm9dXHhcf8WP9461n1HxyAaJFn2VAhYh5x/btghK/xlZnIbWZ4lJPlxfewLCsYT9e2ayZ7Tpw98iVY7tn+RlWMWOfOnfHaa6/h4sWL+PLLL7VqE6EBRgu32GrsQksXSXQu3njKhy1qWlzql5DVBcAxMcaE64XFv0PC3bEzxYen8OF8gLKQSz7cJS7SgBYJkXhwRDuXGjOAI2QxWIwDvo9SYsOh0zFgGEakXiVdhPFjUK/iprfxeJH9+9wvIKLC9DDY+zZYFbScF7CFla6LIb4/GcZ7o5WnoQLPwSokEmmQ3s75e4AYLT0vfB92bS6t1xOs4ZbO8IZ4J/vmUFmtB54sDbb3Vh8uAAAMykpGTk9OLChUwwWd8ab31tlzfvmwQDnkypQEE/y83jyRS+/wJCfLG2pMViGM2p1nsCGxJ8IVTRJx9Ho9pkyZgh9//FGLjyM0gL9BTOqR0eB5DMMgpyd3zoajRT5vV1Phi5tfKMDnFfC7UYD8Lp/RLpoSYdB7JXzBy18/OqYjts8dg7mTusqex4tfBMuumFz8vyAcUuccLsj9r7PPst4saK/YF3bRbuLjAe4aFkI+64LLMOCpdDKy5MJ6+P5UY7QKn+9GWRAI3sRuZ6Nmnz1fSoyWwhfuvKz8YjdYvQaAvfaSfYzwRqRsbSKNw9JZlhXm3tljOmBq/5YAgPyK+obeFrRocVeuE8K3w9yew4/RYDX8eVEq3pMl51Xl+9IReeKFiIh9jEeHu4ZR88Q1ULaEcCW01A4IAU9yOXgeGtEBAOeClosHD0YoJ0seRyFiGTUwiZHF3bgiDDqH58DD7zhwsVxYgF3jJuSAJ9hysoplhCgcEvjSG5/NyZOldElhttpwtqQGAHBte/n4eB4h5LMqOI0sZw+c3AKdv4a97E4JDYcLcsdKa4JLjczZCJDtQy2SYOysPMiFJ7qoM4aAumBFnVkIme6cwXmy5BboWhe9F+fS9W+TJPTtqaLqkPRmaXGf5g2Oa9sluz0nmENYTRYb6s3c375dSiyAhudHNeGCO+25fw2tG/noE7mQRcIVMrJClB12hZiGamTxdGvhCPcIHSl3bW9+oYLc4pIfI1X1FqH4LS//Hy4KQfJ0wblsu0MZq5NMHpYYPicraIwsGU9WYrQ9EdhJrMHhyfKubom4KGT3FvENnAkk2dsQtJ4s+04tH1HakIGgVqJY/PlynizeYDVb2aBRbDRarII66NAO3MaG7IJSQxl8PtzYWZmWH4tyanzBAj8+EqLCBOEL500UQPvNvFPFDvGS6HADOqTFCs9DsZal2oiTOpNVUAxMj490e55jIzH45ke+vpeOAVonc+qCRovNJRzYJoQL2g94MRZ5gY0ao/vwfUe4YHDMjf6GjKwQ5FhBpfA4MymqgTM59DoGIzpxym+83Haw43KzIysLgLyREB/lCAvYc/4KWNYhoBAZpm9Qwp1lWRfja895zsC/bUAriZEmR4wQehAkOVl8/8WJPYHc41KnG7hr3RJl7DnHiT8kRoc1WIYBcITKBGtOFr+AbZ/KLSrlvCCCJ0uD7xOk8WV2bCMMesTbFxLB4o3h88fC9IyjD2UNVQ4NBBqFvhndJU1ynL+m68zWoC2kKw6F5GvhGS02YfOJR+uwdP57h9vvxxEGPVrZlRuDOfzSHWpzBPk+iTDoBA+LHMGseOmolRghGDiAa06UqyfL+5pjN/fLdHtOLIULKoKMrBDkYpljx4uX/GyMjvYds2ARIGgMsqnkkdvBF4s3/Pnj39F27kpB4apZTLgjxtvps+rNVkxYtBm3LMkV6moBjsLCk3o2nA8IALH2nKxg8WTxi1mxhzhBppgzILOzqJD1xzivckYDO7Q8vKEst9seDPDjsguf/yKz4ywYrV56BsXwBbJT3ag2CnlZQbIoE9dTS5URsuFxMfy97ESbjcUfFyu473QyVIO1yLiYYlG4veT3GOUXto4D6r531SFO9EKc55YaAuGXblHZX3vOcxtRqXERbou1868DwdmH4nu2XscgKoy/Z8pfWw31Q2N8Yy8E35DQkkPoKTju2f6GjKwQ5EQRJ8XuvMPYEL1bJQIAtp8OjgLTZ0tq8Pnv52VrlwCQLPoBEr7gcZesPrKz/Fi5tr0jp8p5QbHrXBlOFFZj9/krWLTuBNYdKYTNxgrf4aw6JkdMkO2K5dqvD3G4pcOL5Gxkcf/rvTQKTtnrHnnSj46C0sFpZPECH+1SYuzPZQwE+//e9ieP2LvSLjVW9pxgUxgUL8SS7GU7GupDb8RsxJwrrREeO4cERxj0QghhsGyeOFMiEkYx6HXCwtZ5ntI6Z++0PVzQINqZCeZQt8ZQ68nia7U1FtYbCp4s/p4thOu5GYve1skqqqoXQo4bUmrkNxVrTVZZBVNCinv/KhG07D1fDsCx4+AJ/CR0pdYMm42VldsOJB78bDdOFFYjr6xWVrnOF0UiQwF3gigJUa5j5S8j2mNk5zRRMWJpJ/6w/7Lw+J0NnPz/4jv6CceSG6nRBgSX8AXLssLiq1mMKNxSEL6QL0bsbfgGL3oxpmvjmyV8G4Ilh8gZ3gPX0h7ezBdWFu/Kqu1PngOXKoTH7d0ZWUG28y2WpI9341kFnEOKvN964q/9uAgDYiMMMJul3xUToYep1hY0myfOOAvcxEYaUGe2utbC48VtdAysNvVbeedLuTzMMV3ThWMpQSza0Bhqwy35+fi2Aa0aPC9VZGQ5zyuBjhA9YR8HsREGFFcZXY0s+//uIk8a49VfHfXZGhKsSogKQ5iegdnK3Q95xUNCHvJkhSDrjnKhMK2Soj1+T782icLjC1cCX2HwRCG34/fBb2dkX3eVKiYA+XA3ABjZSbqQnzEkC/cMywIAt8WIv91zUXicGM0t7P76xV7hWJi+8emFj++uMQX+YkxsRA3IShIex7vxZLEqPFk1RovgCevfJqnhk+EoBuucFxYs8ItXPodUrrCywzPI/e/txkmBSA5b72YzKTXIdr7FRkFD4Txa5WT9eohTFuyQLm+kutttDxacN6PcyVa7lBVQsZt3rsThHRRf86FSd0wOtfflFXu5e5BcbqUY3jNTbw4+w18Qq4p1GFmA68Ykb/Ab7DVDlA7F7+x9ObhtMponuDecGIYJ+rpjTQkZWSHM4AYkTZ2JMDjizo8VVPmiOZrhSTK1azFiMrMAsXCD9KY0pEMzJNkNpTdv6Y1nb+iOtDguF0jOj1UrMoqWP3CNSz22e4a29ag9fC5RMHhgiqu5xXlcpEEiRJFg77crte5yspQLX2w75Qjb5f8ODRHM4TCAw+uSFhcphEo5e2LUConweFJDkPfCXqkJDqNVvNvdUOioa06Wd9/Hh7KOFXlcxPCqocFasFQwskSeLACoNspf4956D8RsP10qPG4migIIaU+WSnVGftzz9y53RIcbEGOvNRgsIcA8znnUfI6gs4S6S11GBaPRKkqv+Nf13Ro9P9jvN00JhQuGGOI6V33seVaekt0xBVtOlgT8hXPoslQBsbLeLCwseEhc0BWTxYZyuyHgnNgaHW7A5n+MQnmtGa2SpR5QudCK/aJCp4PbJmNQVjIOXqrAoUvc3+Zf18sXH3YmpYEk/UCjuEoatsHj7oYjDiUClBn6C9edBAB0yYhz622RtsFebDMIF2I2GyvsLsdHGRAfFYayGhMq6yxoniA+j/tfp9IN05B8O09ckHlixKqhCVHy4auAXEiR8pnx4pVaYUHHq9I64263PVhwVhHlf49zn7oouqm40fDfOaVPC8mcy4uzBPp9WQuUdF+FaFNrSCN1BAHOWK0prUVJtRFtUzwTBAsE3I1FVxEWaV1GJWPxiGhN1SWj4bIrQHALiTQ15MkKMTafLBYeN1QBXQ4+tjbQF7zO9UIuXalzOcfm4snyaZOCgtIabkI06BgkRrmOjbjIMBcDC3BNkq81WXDHx78D4AwIhmGg0zF4/8/9cUPvFvjivsEex7zLFUIOVNwtzvlQSWdvnLPwhadYrDahlMK4bvKeAmeEYptBtksLcPXF+LGVFB0u7EqXNmq0evd9nhhZwSZTXCySpOfrVFXUmV0L2GpgFPx2wnGPcVe/LdjDBflrOSGK60teTKS0Rr5MgzAmVXwnPy5bOoX5B5vSpRJcPVme9+CXu/KEx3L3LWeCtUi2I1yQi2hwZ2Tx3ihv8ukvlTs25w0ehPnzm3rrjhYp/q6rDfJkhRh8AVO+toYSHAu1wJ6EnNvXUPVzwgFvPDeLDVc2EQs5WVynbjvlCGuZOSRLeNwqORrvTOurqE184dcrtaaAFVxhWRbHC6uw4Rh3Q3HOZxN7PcS/wVu1p4MiYYa7rm3j0Xv4kKJqI1dQurG6WoFEuV0Fj0uo1iE1LgKni2tcFpWuRqt3F7lcQW5nhL9pkIS7iYUvkqK5sgssy11X4nBT3nOlxhkovse420wJNtVQZ/h8Nl5Qxl2OnhCi5TRHesOZYi4ny1n5NZi8/UpRE3Hy9S5ObjytkXwsnmDLs+Rx9mTx15arCAv3v96LcGpeuXK8h5t6/CaNycPUjaP5VYLaaUpsBDp74C0LFcjICjF+PcjV2ZjUo7ni9wbLTo9z+2QLlzby/GrEkx38huD7cM1hbozFhOvx5KQuqtrEh3myLFBtsriEfQYCuadLBc8d4DAMedz9BhcJdw9H4cbjnKcgOSbco3wsgEvMDzfoYLLYUFxl9GhnN1DgC1HzO7Tu5NPVShTzFAvy3O7VL2PtBWiDxUgoESXH63QMYsMNqDJauFo6ovUMv9ttULGZ4ck9RhCKCBIjVQzLsg4jy+7xT3WTF+XiXVXxvVvteZjNYuXDkevMVtQYLcIiOxTwVgU4r7QWZ+xCIc94kEMEOIyUYMptM1ttQq5vikt+oHulSwCKJkixJ9wTxnZNx/JdF1yiDeTYeLwI9yzdLTn21QPXYHADCoahBIULhhh8PY/WXiyy+BvJKvsiOlDxxJPlHC5Iri3PdvDlcA4X3HWuDAAwtEOKRwqCDREZpke4gfuMQCuke+hSBR74z27M//Gw5LhzqGVkmKMuEL84Y1lWWNDqFao9Gc2c0cHLmXsCwzBBq0LGh73wRpa7eH+tFrQlHiwoYoOo4KbNxgpJ8InR0lo6jdduU96LvCeroXsM344ymVpdgU6tySpcu7xHk68N5C4kWKdS+cJmY4W/Sdfm0l3+mAgDou2iDWdFCoShgEt3edh/X9uL5gLAWA9KXADBWW/soj0VQq9jhDBg/n9nUR6bzfv50VnopTHS47nNv8OXK11DkkXsOX9FMLASo8MEz/BtH+4QlCFDHTKyQgz+BuiJ7LMzLUT1Dqy2wDVKeAGCBtWCSMLdhWIvPVmMU10ii31sZLtJeldKfAAuaC1WG+auOIg1Rwpx0q6kxjNRZgef3/HmQ9/El0+YXln+S0Elp2Ko1BsdrCpk/I4sr5rlXkiE+1+nQi6bZVlcsud0NrSgCKacrCqjRRhbvFEQ68aTpFahUdwfwzu6v/55L2FZkKgziim3G1JhekbYtHRfe8z7PBgxV2pNwj23TTNXUQb+tcOXK1xeC2ZcS614NiL3nL8CAOjbOhHR4Z559oJRrOHAxXIA3N+fN57c5TG7bqB4/j18WQtPPVnidBR+01WOhWtPCI8fGtEe00XpBXO+/gOV9WYUVxlxsrAKZ0tqhPmJn6dDQRU6dPzOBK7UmFBn3wX3JiSshyiJ+UqtyeuwMl/DTy5dm8dj9/krbsIFSfjCGaGmiFIjy+k5v4N2rUbu/vjIMJRUmwJKxn3Gp7uE3Kg7r2mNAW24cgjp8ZHoJpPsnxIbjpJqo2DwW2yO3T2Dwp1FvtBrQ+FscvAqZKsPF2J8d/fy5IFGjWBkNZb/ol7CPU+kvupRTpbRtShyoMF7q8INOiEXT/BkuUmO91Y85MCFcuFx62buPVnBltMmpkRUc4z/u7urPcZf5npGWUiwM/w9LTkmXDY6oH+bJGw/XepSJuJqxGixIvcMlxd8+8CGixCLCUbZcf5e21ukFO1OSdZ5flSCI9/Ys3tOYnQ4msWEo7TGhDWHC2XVHevNViEE9qZ+mZg+JAssy91Dn/n+EACg17NrJO/5y4j2eGpSF7zw81F8su0s/j6+E2aN7qj49wQSZGSFEOIdd6ULNIBTlUmOCUdZjQnnSmoC1sjib4K8kSUbLugiqkVW1ml7YnViIzVFnBHmbJaLEa8x8Ya88jEmR1JMOFBSEzA1icpqTMLNIS7CgEfHdGo0xDI1LgLHCqqEsSn2BPNqTZ7syonPyVIoM8wvCL/bexHzb+gWkPltcghGVnjD4YLOxZ294XSxY45sSByEDw+z2lhU1lmEWmiBCC8rLv5788qyzkaOS3ibQnacKW38JDhy2pyNvGBALnfVXe0xrRQvj9trU7qbU3tmJmD76dKg8sJ4Auu0hedJ//1xweHNm6BgMykYjaytdpGp3i0dtSz4Gn6uoavelQwRh/t1TPdckKJTehxyz5Ri6fZz6JwRh2mDWkte/9++S8Lj+ZO7C/Ptnwe3xs6zZfjxj8sun7nkt9O485rW+GTbWQDAG2tOIEyvE+ry2VgbrKUMcjxupf+hcMEQgp88BrRJ8nrnlQ9t+uNiYIYlsCwr/E5eoUYuXJBMKil8ng/gvraNOxg4PAfindxYjRKwU/xUB8ZstaGi1iz84w2jb/c44v13Pj3Woxw25xAOi8jIEsIFPWiTeKPEnTy2O27qmyk8/nG/6w0sUOGFL3hPVjM3oWbCTq2KBS2v0Dayc8PXQGSYXvBeBHqOG7/Y4gt7AyLhCTfJ8Qa9d56X83ZPYGN5MLFB7MkSRABEBg9fe6zCpeA497+QkuXljedoPmdkGXTyS7JgNBAaQ84I8KT71h0tBMBtFvK5f56QJtq8CZYwNP7vLd4Q4jdQ3KoLKoyc2C/yTmfJhKq6Y2r/lsLjuSsOuszXi9ZxoYItEiKFTSuA2wx8Z1pfZHd0eL+GdXA8fvK7A5LPWfDrMXyz5yK+2XMR3+29jGPlgRtVIAd5skIIXvVNjQeqY1ocCiuNWH24APcOa6tV0zSj2miB0cLtvPAFBeUKXlKdLCnHCh2Ld0+KDcrBsg5xiphwvUf1NDzBH6qWZTUmjF/4m8RAb58ag18fHY431nA3h36tExEV7pkUurP6mNUq8mTxCycPxuBmUQ0iT3MNeMZ2S0dMuB41JitW7L2IO6/xTP7d3ziEL7i+jnFTB0bYqVWhMbDyUD4Az+bI1NgIVNVbUFJtRIe0WC++rWkQPC8xjt8UK8g8u9nt9rJOFh/K2rd1wzm/wZTT5owgAiDaXGlm79vKeguMFisiDNxY5Y1UncpwQf7vJBeKDIiU8ULKyJI71nj/fbj5DICGcwLl4K95o8WGaqNFcR1Rf8CPi8Ftk4Vj8aJQZnGulrfX9uc7zgPgQmKVRAlc37s5TPbcZQB4f9MpPH0dp/T44s9HUFjJjdWncrrKvv/lG3ti5cF8hBt0uLFvJvo8vxaAtEQMT/OESNx1bRvYrDYUnzvmcRsDAfJkhRBH7AVM1aQPdLK7i08WVmnRJM3hF+KxEQZh0pS7kZO4oJS9eeXCY6VeTodwlkPaWMsblD9Un9YcLnDxgJ4ursGKvRdhshvxzuEPDeHsjRN7sgwKJNz5PLA2DeS7uCNMr8Od9rpavGJjMFDtlJPFK6lVNrZT68VFfczuMfBEFTOQS1oUVtbj35tO4XRxtaxRwIcEO+fw8GHUOpUKjb1E4UtyxAVxMeLfz3KJ/GJDnKvhxvVZqWjecA5hVVsgu7ebfg3ksegtLgrAaHw82kTz6uTeLRR9X1S4XhDLyrcLPQQ6fIi/WMlTfO/ljTCWZV3HooffwY/3PqK8L0+IMOgxbVBr4V710ZazOFVUjbfWHJeECrqrvdUqORoPjmiPmUPbIjE6XDJ/het1GGQ3LHUMF2L48MgOeHB4W/RLCa7FXPDciYlGyS/nJo7RXTyTNJWDD6O5UmsOSJd6iajGDa9GJn8jZxt4dvVx6BJngHsqdysHy8qHJqnFH0Ww1x7hQk76tU7EqZcmCTeKp+y7cgAwsYc38f7c+BQLDCgJJeILkk70UrhihH13N5gWY87CF+LconMiyWp+PlIjQlFYxc2RjYULAoHtPXjh5yN4bdVxzPlqv6QQMQ8fculcx8Z5t1sJeaUO0ZDejSzIYoK4TtYFe0gkH/IIcEYp780SjweH2AD33Nv7THGVax6YGP54aRDJjzeGXF81NkcevlwpPB7eyVVsoTGi7eNy51n3iniBwgWRSE9avKNeongDjU/rEKvZKlW65NVsvY18eP5PPYTH0z7agXc2nEKpPXRw8xOjGsx9FfPI6A7C42MvTMTXD16LUy9NwsmXcoJa/ILCBUOEosp6Icl4YFZyI2e7Ryz93nbuSnRKj8V3Dw0JGNe6OCk5zp5cbbLYYLLYJJOPswJ9IBqMTckaexx7W4ViCoB0UVtaw/V/sxjtRFGaepe22mjBerua0tAOKTDodXjhTz1w9yc7JecpGfO8obj1VAlXI0uShOzZzmJRZb3gyerVMtHj75Zrx+liTkgkKUYbcRJfUmOS1skSF1u9VF4nCIDwl7C3xYiv1JiE93gyR/Iqhz8fyEdJtRGfbjuHGUOysOVkCU4VVePRsR3xlxHtlTVCI/hNgj8uVqBIpv4db6i6y8nyJq/tG1GuYmOiKvzf0mS1od5s9XihFQjwCr19W0lDIlPiwlFQWS+Zp9TIZgvfZ7IKkQbu8j8TRBLyga526SlyVWIa8/ZvPukIp+ZDNpWQGhuB4iojFqw8GvDh1FtOlgiPE5xqM8ZFGlBVbxE2UcReQSGc2oPBqHROlEOcT8VfG9f1ao7sDikNKpA6c3P/liivNaNnywRhftIqJcGfBP8vIAAAPx3IFx4rKWLqjHM1+ROF1Xjov3uFOgr+RlxQl/dkAa75G1e5TSXhYg1Qb+bihLypnyYSF0S5PfwoKUY7o5vfdS9vosKlu0S7mHzybnbHFPTMdITq3H2tshtwxzRHnlu10SIIjYTrdR57sn4WXcPXtvdOHr+VKKyEX4gHOs7CFwBwTTvuhi/2GvAhmO7EARpj34UrwuMkD9QCI+yGwZ7zV7B442nUmqz496bTOHipAnVmK95ac6KRT/AdfF4q4Ah9ShCJALgrpswvbA068VXtGXwIkCcbNXERBsEYDqTSDI1hs7FCLklWinSBKFdawFU2W/mNZ2+eY1y6U3fj63SZrawwlwc9XtykT9jTGDp6mSN5Uz9OHKjGZJWEHvJcvFKLf31/CFPf345Pt53FxSu1Luc0FccLOK9dmozhPcYercSPRTk1W0/gpdsBz+ZEOfQ6xsWz/fKNPXG7gnB7gMtBnj2mI0Z29j7aJhAhIytE+GE/dwMc0yVNtfU/yimUZuupEjz+1X5Vn6kVYk+WQa9DhN175W7HludqNbpsNhb/PuIwRgd4sVvFiHbGqo1Sr4MWuKtB4yu2n+Z2CLtkxAmFPxmGwfd/HYrtT43G7/8cg+du6K7oMzMSHOEcu89dQa2JNxz0IiO14UHIX8PDO6UKMr1KiQzTCwbKin0XvfqMpsZZ+AIAUuO4/hR7DfjaY7zHWqnIQO5puxxyq0SPPAHj3OQS8PBemqZGHEYkRryj7E54wltPVmFlPS5e4Yo4PzKmQyNn28PrgjCPiM9rBly99XIed+fizt7Az0ed0mNdPBY8MeF6wWh1FjMJVuQ8WY1d0gfs4XHX91KWj8Vz97VZwuOjBZUurz/8+V58tuM8dp+/gud+OoInvjngck5TwXs3p4hUY3mcw9NNIhl2YX704Nr+YPNpAJ7Pie54eKTDo//mLb3djuOrkaAzshYvXoysrCxERkZi8ODB2LlzZ4Pnf/PNN+jSpQsiIyPRs2dPrFy5sola2rTwk8+gtt6HCvI8Pq4TpvSRTmK5Z0oFQQB/4lzDhF+g8yFHPL62qfacL8OEhZux4NejPv4mdWw8UYwaCzd5zp3URZXyJAvX/BktENeg0Tqsc+fZMkxctBlDX9mA7Nc2YMybm/DRFq4GR4tEqcdXr2PQIjEK6fGRXt1weMGGr3dfcBhZ4YZGPVlWG4v7lu0W4uuHeOnF4uG9lTvOBH7eASA/pvj8opUHHd49i5X3ZHkXmrXxOBdqlOKhAduvdRLapUq9Ntf1bC5JuP/3xlPKGtEIv50oxpg3N2HoKxuQ9dQvGPXGJvx8QCrH/7S9kKczYg+TO+EJfvdeacjltlOO0KXx3TzLFwxG2fFv9zg2JpzFY1LipAtbwOFBEMo0eDF9Ld/JhWGmxUW6PYdhGCF82blWV6By+HIFJi7ajOve2SKpT8cjt0nSqPCFvYM7Z3jnyRL/TRc7Xbu1JouwjuLJPVPql40Uq40VQsflPMcpTmq2ZtHaLFzv2SbUbyeKccKuOnxdT3XF60d0SsXMoVmYMSQLOT2bq/qsUCOojKyvvvoKc+bMwfz587F371707t0bEyZMQFFRkez527dvx7Rp03Dvvfdi3759mDJlCqZMmYJDh+RvUsFKrcjAmNRD/QDv1TIRi27vi9WPDZccf+yrfdh+qkTimm5q+MRXPnbdXYK1I0ne/lwjs6u81oSNx4pw8/u5OF5YhQ9+OyMbduBvzFYbNp8oxhc7HXkUD3qZPyKOhHEuHKsF/ILQbGUlYVBa8Ldv9uNYQRUuldfhQlmdoNYENO6pUApf9f7XQwVYe4QrpxAbaZDUGZPj4KUKofYLAPypj3e7tDziOcBi9f/GSGMIYiqiPB8+30Js7PLhgmEKdmp56s1WoaBl/yzPQmb1OgbLZg4S8m3+e+9gLP5zP7w7ra/gaXxnwynNFmF5pbW4d+kunC6uwaVyzmt0tqQGizeexrojhcI8L5b55xHXnAEcxYDdFSM2KEyO5wVZkqLDPN5gcShuBo9Yw/pj3HUop/KX6lQLDwCsGqg18iIBYxoRJeK9A86KkYHKF7/n4VhBFQ5frsQXv+e5vC6bk9VIB563i690yVBWQ1DM0A7cJtbKgwXYfa4MLMvibEkNPvjtjOz5W0W5UWowWWzYdLwIhy65r0F66FIFympM2C8KbZYT6XEei2bRBpRwu26kL1/8+Yjw+Jb+rTz5CW6JDNNj/uTuePaG7h6XPblaCCoj66233sL999+PmTNnolu3bliyZAmio6PxySefyJ7/9ttvY+LEiXjiiSfQtWtXvPDCC+jXrx/ee++9Jm65b9kvkudulex9PpYznTPisP2p0cKCYuXBAtzx8e8uO6tNCb/TlGzPCXIXFuNIklcnrevMrC/2YebSXZJj5QGYc/DfHedx9yc7sfkkFyL11MROXn+Ww0hgZfNn1BIT7pv8DZZlcaGszu3rSiWAG+O+bEddOd5blhYXITJS5QfhW2uluT3NE9Rdw+I6aKvstfMCFXFx8RRR7gGvkCpWx+MNxjAFkvg8b68/KTwe2cnzmP9WydHY/tRobH5iFIaJDJkP7uovPNbCm2W22vCnxVsl0v88R/Mrcd9/dmPBymOS/J0dc8fgp1nD8MNfh+Lj6QMk7xFystyFCyqs68Tnbvypj2vokjtSgyxc8EJZrTBfyAmapMS5/h6huLOXZQXyKxzz040yYWGS7+eN1iDpz03HHZsBckaWbJ2sBsajWN0yxYMC8e74p6hu09Qludh8sgQ3vLtVmCPS4iKwbs4IdErnvGWf/37e6+8S839bz2LGp7tw/btbJaqpPAcvVuD6d7diwqLNeNOe75kUHSZ7P3Aei2Z+btTrHEnUDZBfUScUvn/uhu5BIZAUrASNuqDJZMKePXswd+5c4ZhOp8PYsWORm5sr+57c3FzMmTNHcmzChAn4/vvv3X6P0WiE0eiYxCorOc+J2WyG2ezfxTT//c7t2HSc231jGMBi0TavJTXGgAU3dseD/90nHFu+Mw853Zs+OVEcrtgtIxZms1kI0aqoMUr6he8HHQNYwd0M1f79luaex9ZTrrtahy9eEfJgAoXPcrkbQ2ZiJJrpanFd91QVv5+78ZktVlTVc7uuUQbXcaiGpOhwlNaYUFhei+QobXbCluU6bo6tkqIwsnMqSquNKKoyYmj7ZojQqR8TYnq1iEVSdJhkp3nGta3x3985b6LFanX5vqIqo8Qz8e7tvTVpU5iegdnKYtn2c6ioMeK7fZcRG6HHvOu7ok1yw4pP7uYZX1BeaxZ2YRMidMJ3JkZy+3/F1Y7rml9I8CmnNpvnf7/3N3G5B9HherRvFqnotyVH6YEoveQ9PZvHQq9jYLWx+GzHeXy89SxaJ0Xh1Zt7oFtz5bvsp4qqhXEzqXs6ureIx/pjRfjjYgXapsTgdHENjhdU4rVfRTlD0Xo0i7b/LVkbzCJBhEgd16cmiw3VdUYhd5UPK+L70GqzedQXfJRVi4QI2fPlxkxcJHcdlzvNzYHK8fxy4fGQdokubU6y/56dZ8scv9fCbTrxim5KxiQAfL/XEZ4YE8Y0+N5m9oVwYUVtUPQn740FOMVGk8kk8UzLjyOL29+2Yq8jKkPN3N0xJQp/HtQKn9ujPKbbVWUNOgYDs5Lw4PC2aJMUgV6ZCThRWI2Nx4ux4Jcj+Pt4dTLir692FNEd+cYmLL9vIPq3ScKvhwrwnx152H2+HABnOPFe61Gd5e/b/PxYYp8f64zcfTlMzwiGvtz9hmejKHLihl7pQTGegKa9NzWGp20IGiOrpKQEVqsV6enSEJ/09HQcOyZfAbqgoED2/IIC97u7CxYswHPPPedyfM2aNYiO9lyO0pesXbtW8nznCR0AHdrH2XyWcxbG6GFmuQnyXEGpX3Lbyo0AYICOYbFn6wboGKCugvvt23fvAy44dsH2FzMA9Pbqmwyqq6tVtZllgZd2yF8uP2z6HWXHAitksLpaD4DBwIQajGrBYu/237z+rIpy7rN2796N8/kMAB1OHTuMlaXahd2Gs9x3/LpxK84matOXL+Zyf68whsXfu1QBqALiwP2rK8HKlcc1+R4xD3cCXtrPfe+QdBtKj+5AQQE3Rg8dcu2ztZfs4xTAP/tYYDu/Bys12Di9JkWHLYU6HLhQhn3ny2CxX7svfLkZN7X1LITQeZ7xBUV1AGBApJ7F+jWrhON1Fu54jdGK739aiXA9cMU+DvMvXgSgQ1lZmUfXdI2Z+ywAeKCTEatW/apJ2x/uCrx72CAYR8cKq/HAp7n4Z5/GwwfrrUC+fWO+eTSQW+gYBxPjLwHVlzCjJYCWwMmKSrxXrMfOcw4v1sCUhud6Gwsw0IMFg//9vArx9o3qiiquD6+UlgDQ4cKFi1i50tXL4MyBS1z/1V04jJUrD7s9TzxmCi/Yx/2J01hpOen2Pf7EZAWK6oEW0cD/znHt7ZJgw6Z1a1zO5e8/ALD8+5WIDwcKi7n3XCkrBaBDUXGRovvM/45w70+NZBt9X20Zd27u/iNI0nDu9QXVomuO59PvfkWGaAlVa3Gcw4AFCwbrN2xAshsn1bpj3O/PiGq8rxpjkB442kyHvaWOYK7kcBtuTy9CxfEirDwOZIl+wwdbzqJl7UnhOlJKST1gY6X9Mf+b3/HnDjbM2+O6rqgxWsGARVc2T/b6rDBxbSupNmH59ytRZW+rzWrGJfv8eOzYMaysks8Z/81+bTaLYLF5vetYD3Sa4t7UGLW1nilPBo2R1VTMnTtX4v2qrKxEq1atMH78eMTHex8HrAVmsxlr167FuHHjEBbGhcuxLItHc7kBd+vQrsgZ4pvaD4OHG7HyUCGe/+UY8msZTJw4SXHRO7UculQJ7N2B1NhIXH/dCADANtNhHNpzCRlZnZAzyhHiUb/vEnDqMAwGPcxmG2JiYpCTM8zr7z5fVgvs2AoAmH99F9SZrVh3tBh788rRIqsTckb7p16OO+bv3wjAjBkTr8H5A7mSMaOU/7uwA3k1lejfvz92bT4LVFRgyMD+GNdNO2/mV0W7kX+6DG279kZOX/VhfFtPlQK5ewAAy+4ZhIEe5uFoweAhVSiqqsegrGREheuxuuoP7C8tRLfu3ZFzjVTW9tF/cTe4/q0TMfPmQZq1oV1BFbYszoXRKr1GfyvQYclfxjeoQCo3z/iKPy5WAPt/R3JsFHJyHDmgLMti/r71MFps6D9sJFolRePtk1uBulq0a9sG24suICk5GTk5Axv9jud/OQaAW6j89bYczdrOsiyGX6zAx1vPYfURLpyusI5B9ujxQp6hOya+s03ID0yPjxBkw69pm+Tym04VVeO9I9slx165azhaN+KRfOHgRpTVmNHnmmwhhPTN41uAujpkZqTjaHkxWrZsiZycHg1+zm8nioFcLpLhhvGjZEuEyI2Zwu3nsericSSltUBOTq8Gv8Nf3PnJLvx+9goYxhG+1rVtJnJyesqeP38vd72uqUjHJ9P748uCXUDFFWSkpeF4RQlSUlKRk9Nf9r3OXKk14dHcTQCAv4zp6jI3OHNqwylsKzyDxIzWyMnp5tkP9BPHC6qA3VyEUUyEHjVGK7r2G4xr2zlEfYora4Fd3D1Vr9PBYmMxatQoZCbKh0s/msv1/UNjuyFnkLocIgBI6VaGP//fbuH5Fw9lu3j5hw6txI1LdgAADjFZeNGLfj9fVouxC7cKz2/o1Rw/HsjH8Qod5u1xzMNP53SGjmGQFB2GqDA9MhOj0LW5vKS/xWrDvD3rAAD/2mPA0hn9gQN7kBQbjVatkrCz+DI6d+6CnOFtZd//+09HgIsXMblfG+TkdFH8m/xFU96bGoOPcmuMoDGyUlJSoNfrUVgorf1SWFiIjAx5ZZSMjAxF5wNAREQEIiJct1LCwsL8/kflEbflfKkjtndCj+Y+a2NGUhhuHRRpX7AAhwpqvKq5pIYjdiWc1PgI4Xcm2WV2a0w2yW/X6bhdYUFal2FU9c2u845k1ZnDOIOqzsxib145yurMATM2AC5EiM8Ta54Ug/NQN34ZhrsR6PUGQTUvISZC09+cHs/dWHecu4JbB7luFFTWm7Fg5TGU1RjRq2Ui/jqqYRnp7/8Q1ZzqkNqkxTt7tZaGjursdZ10Op2kz8SCNY+O7aRpf3bPdH9tniqpR0+ZxH5nmmLOqzVzK9v4KNfvSomNwKXyOpTX29AuLAxGC3dujF0gg0Hj1/Spoip8toMzsDqnx2n+ewa2S0VURDh2ny8XBAz6vbQBS2cOlNR7qTFa8PLKozDoGNw6sJVEgIU3sADg4VEdXdrYuXmi5Pkt/VuiXVp8o2M6NTYSZTVmHC2sQc9W3JjkhRrCw3hhEV2jffLKaocXKis1rsHvFY+ZRPvcXG2yBtT8yGO0WPH7Wc47KM4Pum1QG7ftHd4pFZtPFGPLqVKEhYXBZvcQh/GFcRXcZ/ZeKBUe39CnZaPvS0/gDICy2sC638hRXs8NtE7psUiOCceOM2W4UicdB3q9Y/mp0zGAjYXBYJD9beJct35tmmny+we1S8XYrmk4VVSN4Z1S0SHddU7sm9UM3VvE4/DlSny1+yJendpb8fd8v18aOfX8lB74UVQTkWfm0HYel99x/vl/XOTqh8VEGKC3328Y0f3GbLXh5ZVHUVFnxpxxnbDmCBei3i5N+zmxKQiE9bin3x80whfh4eHo378/1q9fLxyz2WxYv349rr32Wtn3XHvttZLzAc7N6O78YERccJSv+eMrxLWRPt121qffJccZ0cKEhxdgcJFwdxK+UCsuyCeqivMtUgUZ1cBSzyqt4RZteh2DRA3qVTh0G1jU+ED4AnAkjrtLkl91sABf7szD6sOFeH31cbdFIkurjcivqBOKZ98+sFWTGlhyMG7EV/baY/ABV3U4teh0jKQMw/BOqYJKnljJ0N/wtdHEyoI8zjLFV+zFqmPtypaeiDZ8vMUxT/3ret/s/vfITMCef41Dc1GttNlf7JOcs/JgPj7/PQ/Lcs/jxsXbnT8CACfdP7yTq5KYTscInqib+mXi9Vt6ezSm+VPOipLs+VpjYR7IPNcYLTBaHKqMj43tqOha4tXwyhWo4RVV1gu5d75mywnX/Nov7huMa0TeFmeeF9XPqzZaYHUSvlDCSXth3dbJ0cK9pCF8JYlvs7EoqzHhQlktiqrqNflMcakVufpigPSW3FhJAV5VGAA6pnsn3+5MmF6Hj6cPxKYnRuH5P7n35j4tEsqo8ELZ8Y+L5cLjR8Z0RGK0a8zhqM6piuubXtfLoSK79RRnNLmrX5l7uhSfbjuHFXsvYdn2c8LfR64thLYEjZEFAHPmzMFHH32EZcuW4ejRo3jooYdQU1ODmTNnAgDuvvtuiTDGo48+ilWrVuHNN9/EsWPH8Oyzz2L37t2YNWuWv36C5vz0B6f0p/UizR0zhmQBAH4+kO+2KKav+L+t3IJpoKigriDhbpTmQfCLB41sLHxvLxQrDjsL1DowP+znxkSzmHBNQjrFfVgtUzhWC4bYZXW3uJHL/d++S5Lns7/c53LOqkP5GPDSOly7YAN+P1tm/9ymuS4aQqSAL4EfNy0SvKvL1Rj/ur4bXr25Jxbc1BOvT+2FCd25/NR3NgROfgxf80cuvC5VJAFeZ7IKXtRo+zXviZDb8l1ccvuYLmmCdLOvEBc6rTJahLnZYrXhiW8dRU35wqE392uJNs0c4Ulv3drH7Wd/PH0A3rilN+YpMBQH2OcqsWKno9aY/dbvpg+LKusx6KV16PyMI0/uvux2Hn834FDD4zd9GuP/tp7FoJfX47p3tjRJWYz3fzstPH5xSg98eFd/XNtIjbosUc2iAxfKhXImer3y6/cnu0pvv9aJHp2fGsdfD9reb6Z/uhP9XliL7Nc2YtBL6/HlzsZz9BqDN6hSYiMcm5FOUv5i7xTTiCTeb3ZxoOhwPSLDmlYiXDwmpn20Q/H7+Xva8E6peMiuWilWgX7uhu54zQsP2Ysiw3CXPV+zWWy4bF/yRYcBh/ItAAzWoK4q0TBBEy4IALfddhuKi4sxb948FBQUoE+fPli1apUgbpGXlyeE5gDAkCFD8MUXX+CZZ57BP//5T3Ts2BHff/89evRoOAY9mDiaz+2G9fIg/EcLZg7NwtLt5wAA3+29iMfGei8NrgTxTXeEaLeXX+zXupFw13spretMbIQBhTCik0geOzHavlMbYBLuG+1yyzqNFu5iBXJfFCMGgN4tE4XHZqtN2GnnMTgtYvbllaPOZEVUuB4sy6nofb37osvCe3gTbT40hKMYsbRxu89zhuCALN/c6JrFRuC2gY48jwndM7DyYIFm5Qy0oMweYicnIcwvzlYfLpBIubewe4w8+RlxkQZU1Vtwz7C2Pvdo3jGoNb7Zc0HwuP9702mcKa5xGbs8tw5oiet7N8cT3/yB8d0zkJHgvhhty6RoTO2vTHiJryUk9iBYnIvnOr0nr7QW/8k9h4+3ukYquNsld4fYg8GyrNv+N1tt+OC30/jSrvZ2orAaJdVGpMW77w9v2XCsECcKq5EQFYY957mF6bRBrXHnNcpzmXedu+IoRuxFgWy+EGyHNM88M572pxI+yz3nsrH15poTmDao4fywxuANwdS4CKEEjLNx6Ig2QaMF2/fZy9TI5QP6GoZhMKF7OlYfLsSR/EqcKa7GzwfyceuAVsI1W1lvxkebz6C81owIgw7Th2ShVXI0jBbH5u9zohpS/7quG+auOIjJvVtgun3jWilJMeGYPboD3t3gKCExoXsGdto3GMX3m22nSl3eD3By9YRvCSojCwBmzZrl1hO1adMml2O33HILbrnlFh+3yj/YbKywKzpCQe0XNbRpFoPsjinYcrIEuadL8djYJvlaofo54Cj6Cog9WfJFNx31YNTB78INEi2I+RCnygAzsvhF1V3XaiOCwt/MjRarsEjT2sjKEoW67ssrxyCnHTa+/1+f2kvwCvx6KB839WuJ44VVePanI5AjEMIh3C2F8uw1eSLDmiagYExXh9Lq6eJqtE/VJuxGDeIdb2f462vv+SvCTnbX5o3nIvHUm61COGKPFr7fhEqIDsOGv43EV7vy8OR3B3E0vxJH8x1hTm2aReOtW/vg5ve5cMGBWcnQ6RjsfmacT9oj52mX1NOR4Z0NJ/Htnosuxx8crsyLBXBGPgDUm22oNVndzhmbTxTjjTXSWnE7z5Xh+l7a1rFjWRb3LN3tcvwuhQbWuG7pWHukEKeKq4X5kM+D8bTumLgciaf37hRRf9aYrIqNXoD7+xt0DBiGweniavzrB1elyJJqo7CB5S3FonDBZm6MLL7GmPh6dtd/BZXcXCmew5qShbf1Qbd5qwEAo9/klHrXHS3Ej7M4Ma3v9lyUGDvVRgteubkX9ogUQcWiGuO7Z2B8d/faAJ7ifE3d1K8ldp3jjSzuGB8678zTOV39Hkp/NRBU4YKElLMi0Yu+HoYcaMEE++TAh2Q1Ba+v5uS2w/QMwg2OYRsT7iYnyz5Z67zYYXTGaLEKITfixSCfc8Av5AIBq43FGXsOhrOh4i38NFwjCsnk+10rdDoGMfab+qbjRS6v8zfors3jhb8BH0L418/3AuBU2sR5N3EaG4Le4u5GxtfH6tu6aQRkxIuy/HJtci/UIt7xdoZfZIsL6r4+tZdbz6Azxwo4L3+4Xof4qKYbC3/qk4n5k7uhq1O9rPem9UO/1ol445beWP7ANT5XZ+XDy/bllcNmY8GyLOrMfMgld62J+/BcSY2sgQXIG8GNER2mF/5WzvOzmJ/tIgAdRR6dWV/skxTq1YK9dm+ImDdv6Y1uLZSpBvMGe63Rgjr77+LrNXp6n9ly0lEbr7uH3x8TYRC+x5uCxGuPFKL7/NW4/z+coblcFBY4pH0zfPeQI1e9+/xVQni+N6zYy83NKbHhwrXnfJ/ku4qBNFrCmVqThVMWBppUJVZMdLjB5e904CK38fvR5jN4zr7Jx8+xy3ddwP4L5bjj498BcPciX1zv4tQJhyqjdGN5xxmHF+vn2cPw6JiOeOa6rrhdA4VGonHIyAoiPt1+HqsvMvhk2znsPleGOV/tF15ztzPpC4Z3dITr/XrQVSXHF/BFgEd1lu76CcIXTjlZvCfLkQ/jvZVVZFf/MugYwbACHHkkdWZrkyVrN8bJoirhsda797waXrhBJ4RhakmHdC4Uc6eT8W61sYLHIzUuAhN7cLuZlXVmfLj5tKDUNrxjKu4d1hb3DG2LMD2DV6cGlmy0eAEhTqBuyg2SIfb8gl+a6LptDP665vN3xHRpHicIPvD0yExwm+PmDK+8arLamnTHNjJMj5lD27rIL/dsmQCGYTC1f8sGxRW0onOGY1FYWFWPerNNGIMO8RAHDY2JlDjlHmGdjkGUPX+muoGNqON2Y7hdagxevtEhnb5k02l3b5FwqqgaizeewpLfTrs1zKrqzXjsK2ke54whWbi5f0uPvkMMb5RtPlmMGpNUCMhTI2vdUcdGkpLFN2/s5jWQD32hrBZvrTmOJ775A1/vugCbjUVlvRn3/2c3TBYb1h0twoebT2P7aW7x3SUjDl/cfw36t0nGuG7c3GpjuVDCd9efxOKNp3CmuNrjNgIOo7NlUrTbiA++rxhGJA4k81n7Rcaxr0KrPWHupK4ux95ZfxIvrXTUohrdxbE+uWWJQ+Dmr6MbVsP1lu4t4tE2JQY6BvjLCM7b7Bx6yRuD8ZEG9MhMwOPjOuG+7HaIkxEbIrSHjKwg4oPNZ7Hygh4LVp3A1CW5XI0ZADk91budldAqOUqYRB/6fK8kX8IX1Ih2sv8xsbPktRj7jqxzuCA/w2iRl8Qv+mOcdqPEk1RFgIQM/mgXvUiKDlMV7iGG70I+NDXCRwb99T05taTd569Ijh8ShYomx4RjTBduIfDHxQq8vNJRiHy+Xflr3uRuOPzcROT0bI5AQM7Q/3S7Y5e4QxOG7aXb81y+3Jnn940BlmUF5blUGU9JmF6HlY84ajz1aZUIwL1aozO8YX59L/+MA/H33jag6XeNYyMMgnd459kyVBm5vmYYCHODuA//uFAOAJjUIwPHXpiI10SbFN4ahfxmjDjc2xneYBjbNR13DG6NsfaQsGW554Wcp4Z48rsDeH31cbzy6zG8tkq+wPh/d+Thgj08965r2uDI8xPwrEgpUAkZ9mvIbGWFzRI+N9jTzbxjBZxn5p6h8nWM3MF7SviQMDme/O4A3tlwCt/suYh/fHcAW0+V4D/2PGqel1ceExT7xOUwPryrPz67l6vXd660Fm+uPYHXVx/H3BUHPW5jrckiiNT0bJkg3CddPFmicMGG7tI77b+1Y1qsrAppUzGsYwpuHSA1yt9aKw1zvWdYW3Syqx+a7SIzN/bNxF9G+KaOZmSYHuvmjMCR5yfiLpHwjpgj+dy1N7m3tuG3hGeQkRVE/Km362Khf5skPN5E4hM8DMNg0W19hOe+3hUvrHSENnVIk+4OxwqeLPlQBL0G4YK8sEWCkxy6XscVDgSA0mplMu6rDhVg4EvrkP3aBhwRydOqhTf2nEOV1MDfAo1mez6HwTfTRo5oUdp27i/4xB6uwofVAdzCWy50KTMxShIOF+6jNnqF085ijdGCRes4hb+emQmKpXvVMFu0o9r/hbV4e53/lAbFGxP93NTc0+kYvHdHX9w7rK2w6PfUk1XcQChiU5DdMRWPje2IGUOy8PAo3yyyGoPPSXxzzQm8Zc97So4Od/HssSyLNfZyIB3TYhEZpsd1PZvjr6Pa4+Ube6J5gneCA/w16U41tLjKKGyQ8XUXnxRtpJ0rrcHXuy+g/wtr0ff5Nfh4yxnJ+6vqzYKABcCFEG84Voisp36R/FsoWgw/PKo9olWEO/fIdMyt/MYT/3me3GfMVpsg5NDFTbFZd6TFc2P5sx3nZV83WqyCh4rn7k92uuS8AdycOXt0B8F7BXD39qHtU/DEhM6YNqgVJopSA1Z6eJ/nS5pEhukQE64XwgV5JVEevqt0onhBuRBg3mBrSBimqfjHxC54aGR7/H18J4mEOgA8ObELerdMwM39pIbYfdnKDGml6HWMRHHReVOPz//rlK5srBHaEEArEaIx5k7qjL/1lBoT/7lnEDr64eIZ3z1DMDr+62bC14rzpdxOZ1YzV3UtPkyj1mSVKBDyjxtTLfIEPm9EHArA45CnVebNe3/TKRRXGXGhrA7zfzzksfphRa0Z3++7JAmLuVBWi693XcBXu/Lw+e9cnP2kHhp6N+19aLRP1uE+MgpaiG6iLAs8//MRlFQbhV1w3qPRLjVGSKbm8VUNJC1gnGLkxeGQT07s0qRtaZcaK+TqVdZbsHDdCVj85NHii/DGRxoalGXukBaHf13fTVgkCPZBI9cMv9jzl5EVptfhsbGd8OwN3X1ew9AdvDctr6xWkLNPiA5zMVR5lUcAmGT3AMdEGPDEhC64Y7D3SnM9MrmQ5fVHC13muMvldZjz9X7heSu7MID4frb5RDGe+u4ASmtMuFJrxqurjkk+Y8cZV4+OnLgFFzIKfHbvIK8NRh650FPemGxoRJ4prsbXuy/gNdFvGCFTF60h+HuQu9pjhxvYsNMxwKNjOgo1qW4f2Ap/G9/Z5drT6Rj8dVQHLLipF16/xeHNfPjzvRK1PHcUV3OboqlxEWAYBolR3Fxda7Ki3ux4vyB8gYY3TvhaoEMDoBxHSmwEnpzYBbNGd8QbU3sLG3439s3EQyPbg2EY3DKglTAeOqTFSmprNgXOax5eNMrT3D9CWwIjM5zwmNaiyKLWydGaq7wp4fGxHfHsT0dworAaJwqrfLZT8s0efnHgmhcg9l7UmCxCaIJjl0x9uGBJlfsd8ZTYCEFyWAkHROEzu85dwb4L5ejngQDCcz8dxop9l9CrZYKgbPTgZ3twJF96c9VS/pjvQX5HzFdeIoZhMLhtskRQZe6Kg8JN9gZ7cd2YCAO2PDkKBRX1YBgGMRF6pMX5f5fTHc43PX5Xv11KDIb5QWL+i/sGY/+FckxdkgsAWHW4QHMlN0/YfprrB18pQIoLol6tPDyqAz7YLPX+LLmzP7bZc+F4w0ccfqalF3xy7xZYe6QQV2rN2HXuikSM5+HP92K/PURxQvd0SV7x8E6p2HyiWBAU4DFbWdSaLILnaKtdQKJ3ywScKalxK0L0f9MHoFfLRM0M7ut6NccvdsEOg45xhGY3YGXdsiQXpSJjtmVSlBC+6yk39G6BeXZFwMvldWiRKDUYt9nnlrS4CPz8yDC8v+k0Pt12DgCw8+mxSImNwF3XtkG92YqWSY2XBIiLDMOi2/rgMXv+99e7Lzaqxlhs39zgr7v4KAPC9AzMVhalNSZBoMEh4c64DQEurKwXimmnxwfWdRwVrsfmf4xEUaURrUXKgckx4cidOxrFVUZkJkU1uYKf86ZecQPrF8L3kJEVhPzf3f3w3b7LiuO5teaGPpmCdPaZ4mqfGVkrDxYAANqnuu4GR9hFGKw2FjVGq2Bk8U4tLepkOeRoXReDQlKvAoVBo8XqcjNZeSC/USOLZVmssCvqHbhYgVqTBREGvYuBBSjfIW0IR04WtwsZ5kXhTU/52/jO+HjLGSF0iTewAAi5WAAXntMuACTIPcE5fINXFhMXNm1KDHqdJIH8vQ2n/GJk8camUqPdXYFxlmXx928OoKTaiPfv7CfIvsvle10tOIc4A1w44HbeyLIf43e75c5XwxiR9//WD3LRMS0WRVVGSaho5/Q4zB7dUfK+63s1l4QJizl8uVJQVdtsH0Pp8ZGIMOiF/B0A+GdOF5wtqUF8VBhGd0nTdLH70Ij2YFkWRrMNo7qkOe4zbqysVYfyJQYWALwgKibrKeINifOltS5GVq3dU9QiMQppcZGYM64T6s1WDO+YKhg9SjcdJvbIAL7iHi9ae6JRI+u3E0WS72EYBimxEcivqEdJldHFyJImZEn774WfHUb2uG5Nm3vuCdHhBmSluC6j4yLD/CYsIfb01xgtgqLo1bzZ5E/IyApChndMwZhu/k/qT44Jx/hu6VhzpBCXNJaEPl9agzPFNULBXwC4Wyaxk2E46e/KeotE/MKRVGt/rqItDclMx9oVBhtSz3JGLOQwMCsJu85dwZc784RwiA5psULojMliw4nCKnRrHo8TIuVAAMg9XSrZCeULrz4xwTUERAv4nKxwg/afzTOobTIGtU1GUVU9Br20XvJaRw+LdgYazp4sPjRroB+VsgCu9tEHm88Ikv9NTVEVN2cMcJOP5Q5hp9bpoj5VVI3v9nIS5GsOO4xzfxmzgcINvVvgxz84QZxbB7SUGhtCSBE3x2ktFhMTYcCkHhn49RC3UXayyFWl7vu/DnUR6bmuZ3P8w14PDwAmds/AqsPcZyzdfg5RYXoUVxkFL8egtslolxqDnUs5I+uVm3ridpUFdRuiR2YC/v3n/sLzhlR2L5XXYdYXUmXDe4a2xSiZ8HNPGNQ2GTvPlslGT5y29y+fZxUXGYYFN6lTWY0M0+O5G7pj/o+HBUPRamOxL+8KOqbHuRjmfA6VWLQkOSYc+RX1krBUocwKw8iG9bMsK8j792ud6FVdsKsdfoxEhen9GvV0NUO9TqiCLzi55nAB7h2mjWftSo0JY9/6TVDn4eHVxZyJjTC4GFk82oQLSsMfnL8bAKqNnqsLbjrO7dC2aRaNP/XJxK5zV1BjsmLm0l3CZ/7+zzGIiTBg3g+HsHzXBTw7uRu+caphs+5ooRDykREfiV8eGYYLV+rQK1Nb6XZ+UcsneTeFqERaXCRuHdASX+/mfnOXjDif1xXyFWLtrHqzVVioaOlt9IY7BrfGB5vPwGSxoare3OQ7r3ztm7FKC4wKGyfS+eFNUXL/Y6LyFnK5nFcTr9/SC7cOaAWDnhHEJZy9OsJGkoy3Xi0zhmQJRpYzKx4eIquCGhNhwOTeLfCT3Th8clIXGPQMfj6Qj1/s/8QM75SKTulxWP3YcJitNr/lnzgb/vVmK3Le3iIULf7HxM4Y3LYZerf0fo7mN/uKZWplbTjGeZGcc1bVMqVvJub/6AhTXHe0EPN+OIyBWUn45i9DJOfyIlBig90R8eG4T9rsqaDucrJWH3aMmUW39dXmh1wFiPtSKPbuRQkGQhvIyCJUwXuatKzTtfZIoYuB1ZABlxQTjssV9bgi2iXjk2p1MjtkSqiqN6PArm4oZ2TFeeHJ4osDJkWHY2KPDDzz/SHhNYOOQbXRgkOXKnDhSp2QrP6sU24CwN2k+IKRSTHhaBYbIRi9WsKvxwRPlg/DBcX8ZUR7XCqvQ63JiodH+qbOSFMgLp4rVsp0rgHV1IjzCP64UNGk+WFib25vN5sn7nDWvaioNeOZHw5hx9lSl3PbpcQ0eU5EoBFh0Lv8bRknQ9WXeRv92iThht4tcPhyBcprzcImw13XtEHfBv72D49sj+KqenRIi0VWs2jcO6yt4Nlwhvdyd/bTNeUuYuKf/zsohEaO75aOGUOyVCkbAo7w1/XHCnHnNW3wzPcHwbJcpAdvzHVM19brL/ZWbT1Vguft96Nd567gzo9/x7RBrQW1Pd5gTxONJYfCoCjaxP6/u5ysf4vqpLW+yjdKlCDuS8fmCYUK+gsysghVDGnfDO9vOi2EbWjBin1Sj01MuB5PTOjs5myH8VMsCp8QJ9UC3hcjXnfUEXbUkCerSsaLJgfLsjiaz4X9De3QDCmxEbi2XTPkninF42M74aMtZ1BttGDLyRK8t/GU7Gc8MaEzXl99HBfLa4Xwi1u8KKrpKc51sppKHr1daiw+v++aJvkuXyIOheEXs63/v707D4+jOtMF/vauXa19sWXL8ia8ItsgxGqw8TokMCQxxDCBMCYQs3hgSDAkQCY3MSTMZAIhTCABcu9AnEkIhAFjEHgBHG9435BXbGJbFras3ZZa6nP/6K7qqlJrqe5WV3Xp/T0PD63uUnepfLqqvnO+853sFMNH5mw2G7wpLjS0+bD/VHNcg6w/ffqF/DjcXMfeaG/I3ttbK494aJm56qSRtIHq2dZAIJCdGvubMZfDjmdu1j8ScUFRBpbfWSX/XDEsC+uXXoOqZatU2/3DpCITBNLd5/6ebe3AX7YG5tBOHpqJF/5pWkw+STr/7j3RhOWbj8mj/WsVc9hiWbxEMiI3FUdOt+K93bVIS3LKFQ4/OXgaB+qa5SBLSj9WBuzhFiT2K1L6w/3rSefKgVpjyuoEBOoH8HtN/cMgi6IiBR7HG87hvK8r6rlAr248Kpfl/ccpQzB9bD7GF2f0+r7h0ie01QUjHcl6PtibNmloZtjgQu+crN9+fEROa7xydCBd7LmFU7DjiwZcOioHu4434oN9p3oMsLJSXBgbLDCy7mCo5/7Wqt4nI0dDXicrWL53oEq4W1eo2tPpXoqoGOHSkTlYsasWb+88gW/HKN23P6QCLv9UNTzqG2RpAe6qshw8MGsM2n1+1Ld1IDfVjaqRkS2ia3ma82JrR+CcJC3ublZFmcl4+97Lcay+DROKM7GvtskU/8bhRrKU63e9GKMACwikGb/w0WGcbfPJlQYBoC54/YvFaFlPn3vkdCs+DKYkAsCNU4bi9a1/x6mmdrR1dKLd55er0Co7JTOSu6cLKg+WdmRVCCF3IGoXAKbeKTv1pGkMUsYNxR/vligqymIEJxujK36x90QTHn0jlDr3wLVj8JXJxRjZRxU56WS+tibUkyenCwZbeKSFL/afCkwkvryHNTpCc7L6F2S9vO6I/PjCYV4AgUnBV5fnw+N04IaKIartr7+wWJXWNSo/DblhUnpima6pJY9kBS+eA/lZVqQayWrpeX6fEaQCKwNRKKUnLe2dcqntaREU/9DO39j59wYAge/GRaXZuHx0Lr4yuRiXjso1wQhHYpAWc0+E4gIThmRi3sQiDMtJwezxhfIoiZHCLd0mzSlyOWwxXVJjUh/zuQaqw+0b00pQpiki8z3FwtH/8sft2KhI2VV2JGUFpxXUt4QvfAFNMZvGcz55XcZo1zUbbJRzgFvaAx2jZu88sTLeLVFUnA47hgfzpcNNxNXjmQ8PyI9/9c2Kfq3jAQApwYnTyrLA3dIFI4iyWhWB0409pONJF3jlZ/dGurn8xYLJ8ISp0jdnQiGcwTSyS8qy8Z83VaBZ0fv39aklGJqlvujcPIBVtJQGep0sq1KWcDfbmiVXjAqMptZG2UGix0pFEYRLyiIIshRz3ADgfLBdGl1IJJFolxVoDVaEG4gRkMFATmFVPLcjGPzPmRDbio3pSS5k91LYoq9OyUiNK87Aqn+dLi8a73bYkZPqRkWws/C9Pafwyt8+B9B9LqR0vlNWRJSKD6qKXQaf23osNAoYrjAK9U1A2XlifEfEYMUzKkUtL82Do2fasKamTrXYpF4ng0UB5k0sxOzx/V8To2pkDlCtTkUIlXCPvCe7ThE09nThygn21p1p6Qj7ulJLe6c8d6tyRPgUF4fdhtfvvhRbj52Vy/CW5qbi7LEGAMBXK4q7BWf/OmtMn58dC+0MsiKiHMky2wK50s3P4dOtaO/sChv4x5rUmVKSnRzRItLaao1S8G90SfxEoi2ZnUgjWWYkt8jgAW0855OzIG6oiP0adK8tqsRb208gLcmJuROKcPXTawAEFn8eaC/ffjE+PvAlLirNhtNhxy++cSGmBz9fSvUfr6lwK53vTiuuk53B4lZOuw1SnSsp6Je203YoUt9U6YLnpe81A1Wj8IxKUfMFCyKsCy5wGYm/HTyNHV80AAD++YoyXSlp0oKMJxvPQwgBm82mGMmSttI/lCXdECvT9bRCF492+P2i12IG2xS9c4W9pI9MLvGqKq49PKcc3/nvLbj+wiHyTfB3rizDy+s+x11XlQ1IRUElKVCVgyymC+piU8zJkkY8leu/GWmEIv3nYF0LxhfHtvx/ONJX5MYpkc21CBe0uh12uYIZ9U3ZJv1+Ia9tlMKbsYho52RtORpaFPmSstjPGSsvzED5nFBxi3kTC7HpyFncd83AV2EdW5iuquJYmpuKBdNK8EdFMZtbKtXZFXJxKkXHpS9Yw93psMMfvLbII1nB+Ww9dUZSz5Sj1C3yXEueG43CI09Rmz+pCDv+3ojdJ5oifo9v/naj/HiIV1/vlTL3e8+JJkwYkhmTwhen+5HaJY1kdfoFms774E3pOY1jW3A0alR+mq7KcpVlOdj+2CzVc0vnXYCl8y7o93tEQ9pTpgtGxqaYsCH1LMZ7TaqeuJ125Kd7UNfcji1Hz8YlyJJ6qb8SYa+78iZCeq+cNDfnX0WozdclP05lumBEtE1POteXF6bHJQVTuTCyEe6bOVoOsi4uzUalJrCUrqFnWtvljlBpsWKX3Qaf5vh9fiZQoTDZzWuNXqHrDUeozYAtmKI2f1LgZqnLL1QruvfXnhONqp8LdE4SVqY4SesQSYUvHGFy5furOli+vbdKcB6nA8nBogFN53ovfvFSsOhFoqVAyOtkBasLsvCFPspCDS0mvOgVBedYNOtY6y1SP3/vM/kYhCvgopdUElq5jg/1TTka2Bb897DbgCQXv9vRkDrzpDZe0ksWhJUM8SbjPxdciLunj8S/XT++2+tSZ6SvS8ij+VK6oMNuU6UAA8C54MjqpKHeAdxra1LODwylC5rnejPY8IxKUZMmwgLA3w7pTxl8f09oLaqvRbje09VjA5PepXQE6WKnnSSvh3QR8Pfxq1J5VFV52jCkdUWmJ9gEfenyxzlZkVGu6xQayTLPRe+yYOVMZTrrQHludWBJBI/TjvRIL/yKAEEKDM1QYS6RhG5phVz0ItXt5GhghELpl+o5RZVRzFFONNdXDMH355SjvLD7Gl0epwMZwXOelOKrTBfUzhGUruNjCoxdsD3RScE+0wWNw7sliprNZsOFwTlE0po1ekiVhGaPL8DPvzYpon3QVi+SgiqHPfKRLOm95k/svTpU2DVANE42npMff+XCIT1uZ2YdnJMVFQFhypEsqf1Ki2QPlIN1LfLjd+67POIbeuV8Iuk7x/lY+ihvalt5Ixa9bkFCIKPCLFVEzUAauZYKSknpgk67rVu1y9PBjJicXqooUnih7HQhr3+XZqJOvcGGd0sUE5ODa3dI5ZT1kE62E4dkRnzjJU2s/d8dJwHEZjHivx06o3rvnkijEr2lW725LRR89lZ+14y6Fb7gSJYuNtXISyAoMNNFb0JwHlZXX0O2Ufren3fIj0flR95DrRydlo6nWea4JQploCoFWSx6ETntOlmnTbYenhnkaSoMytUFHTbVaH97Z6hiaKZJCgQllLDVBc1zvRlseLdEMTG9PB+A/pSj7V80yMFMxbCsiD9f6oWt1czJijT7paEtNLdsZH5qL1sC3uBIgPJ3tDZ/Hqg2pUytTBTaQ8iRLH2kG1q/CKVvRJwqNwDK8gLtu7bpPPwDEGgJIbD+0BlsDRYDmDuh/8szhKOc43a2jXOyoiX1drPoReS062RJqeFZvRRCGmykkSypoFS4zAjlPCKAbTISyg4UqWpochwXmyc13i1RTOQHT6DN5ztxXlGtqjdHz7Ti+ufWdXuPSEgLkTae8+G8rwudUuWi4Alc75ysN7cdlx/3teJ8uDVAtDYeDgSSd00fqWs/zEAbqHIkSx/p+J3r6JTn95kpNUvZ276/LvYpg5s/P4ubX9wg//xUhCnBEpuiXvYZed0x3szqohgNbG0PzsniSFbElClaANDWwREErbw0dUq/NBdQudiwEKGU6lS3Q073p/5TZk5Iy+t4eM02DI88xcS4otBk1xuf/xtW7j7Z5++s/qxO9fOo/MhXqld+/qYj9ehSLHQI6J+T9X/XHwUQqrzWG6mHTrkGiFIgN7qr234mDvWFjtUF9ZGO3nlfKJU2yUQ9i8qg+eP9ka9115P7l2+TH39/TnnURSqUQb/0veLNrD7K0UB5ThZHDSJmVzRKrjsWXp7mOtnWEQqmlOuMSWn3ZkqpTiRSS+zy++VOPXaMGodHnmJCWfxiz4km/Oy9mj5/5+9nQ8Ug/nHKkKgqWynXnVpT82W3kSy9UZa0TsdNFw3rY8tQD92R061hXz+gmPA/rjjxgiyOZEVHOn4dwV5Fh91muh7a8uDion8/2xaz9/T7BT45cBonGwMpvHdPH4m7YziSKwC0BwNXj4mC1kSgnAMjVxdkoBox6evsFwLnuO5YWNJoszSSdbQ+cP1P8zhVoy9mLA6UiKTrDcBrtpF45Clmfv/ti/HYP4wDABz+shWdXb0XwVixKzDaNXloJn56w8SoP/+2S0sBBNajkibxR1JdsKGtQ+4B+sZFfZeUl9YAWbv/y7Cvv7ohMCqWnuSMy8KUA40nbH1ChUMCN19mnNM2e3xgntQ7u2pj9p4vfnwYt/wutMj4A9eOicn7KlOzpGPK9Z30UYb4bXJ1QQaqkZK+413+UEU3rjumpkyr7/IL/L8NxwAEKggq18mSizWwmE1E5HUtFZkTZrzmDBY88hQzmckufLMyNPJzvOFcL1sDJ4I93DdfPCwm6VNXBdfK8jjt8kiW0yH12PY/zNp0pF5+XNiPhZHHBkcBnHZb2MIBq2sCwVc06ZBG6l74wlyjMGYnrzMWvOi5THj8SnMDi6ZKvczRau/swrJ3P5N//v6c8pilmSpTi6T5n0lOBgiREABaWPgianbFSIw8x43rjqlIQdaXze04obg3mD+xUJEtIUxZHCiRSAGrVA3YZoPpMicGE7ZiiillsLTtWAOG54SvzKcMwK6I0eK80sKP7Z1+NAVXlXfZ9d/YSel9Q7zJ/bpIjsgN/I2d/sBq9lmpbvi6/Dh6JpB6daw+8P9IF1o2GtMFo6RJF3SbMCC4bGSu/PhMDAKtvx08Iz9+6bZpuKa8IOr3DAmluknz3Mw0xy0RKMvgt7VL84d4OxAp6SbWLwRL4vdAmpNV23Qe6w+Fzg9jC9NVJfBbOLIaFXkkS5E5wWDfODyrUsxNHpqJHX9vxA//uhvXV3RfeLexzYfLnlwl/zzE23v1vv5KcTuR6nagtaNLXuDY4dCfLvi/OwJrWk0r7V9JeY/TgcxkFxrP+XC6pR1ZqW7c9MIGbDmqLmdfVZajYy/Mw6YZy3I7ePHTQ+5Z9Ekli813wctXjNjWNfdcJbO/3g0WvnHabZg+Jj/q91MKjWSF0gVZPUsfVfEQRTU3iox0E+sXobLZHBlUy1FUAP3e6zsBACWp6iuzcnTaCqn1RpAzJ7iupSnw6FPMzZ1YBCBQJcinmZfl6/Lju69tkX++66rYljSXJnFLk+1d9lCvd399VhsoY12W2//0PmlSb82pZrS0d3YLsKaPzUNpD6N6ZqftBDNjupuZdetZNOlFTyp+sf9U9GXcpazZq8bkqYrSxILy3c6z8EVEbIrRQHmdLI5kRUxZ+EI6nhzJUvM4HVgwrUT1XE6StJ5lqD2e65DmWfL4RcSmThdkB5SxePQp5m65ZLj8+JOD6pLQnxw4jXXBVKIrRufi4bnlMf3sG6eoU/Kc0jpZ/RzLUhbrkOZ49Yc032TviSas3K0uHnBNeT5euf3imN9sxgvTBaOTKD2LUhveVxt9kCWVaZ4d5cLDvQmkC7LwRbTkkRcGBRGzK4IEOf2SIzHdPPW1SaplTKblBoOs4M9CUZ2RC+hGJ9xizxR/PAtQzKV5nPCmuNDQ5sNv1h7C1WND6UKPvLFLfvyT66OvKKiVm65elFS6+ervSJay3PrEIZn9/tzywnR8VtuMFbtOynO0CjI8uG/GaFxTHtt0KaNxnSx95BLunVLhC3MevwuK0rHreCPe3X0Kk8ZF915SAY28tMgXGO+JstdbCrI8JpznZmbKlEtloQaKjN2mmJPVwfTL3vznTReieu8pZCU7kFQbSBuUF8cGQkGW25znSbNLlE69wYJHnwbEzAsCE923HWsAANS3duDXaw7KaXzfnT4Sw3JSYv652ps6qepYf7MFl286Jj/WU5FnfHEgIPv8TBv2nwoEalePzcfCyuEoyozNnDOjaOdkMf1AH221J7Ne9KQ2LFX9jNR5Xxf2nGgCEJrsHkvK1igdU45kRUY58sJ0wcjZlOmC7Uy/7M2YgnQsvnoUvj51KKTMc3UKMEeyoqFNTzdrp95gwaNPA0Iq5d7e6Udnlx+/++QwfrYytEDxnVeWDcjnam/q5LzufkRZfr/A79cH1rSaqzPNSZlaKFVOnD7WIiNYTBeMCbm6oEkveleMDlUYPN/Vy4Z9eHvnSflxYWbfSyDopbyhDQVZvCHTQ70YcSAoSObIS8TsLHwRFc7Jip1uhZZ4vTYUzwI0ICYP9cqPRz36brfXvSnubs/FQq5mJMujo4f7pXVH5Md6F04dHWYNrP5WJzQ77Xgeb8b0CS0Oae7CF2V5oTb86GYHntj2AW65ZDgena8vd/DZVQcAAN4UV7fvYyxoRwYB3pDppfxO+0we/CcCaaUQv58l3CMhz8lCaE4Wv9ORCY1kMcgyAx59GhC9pdrFutiF0gWKSbVAYH4Y0Hvhi4N1zfjvDUfxf97ZByBwkhpdkK7rc8OtQ5GTOjCBZLxp/zb20OrTLUfexDezUppvp7DhnM+PFz8+Ihex6C9pfbjbLi2N9e4BCN1ESD3eAFNYIyUg4OsKnBt5MxY55ZwsjmRFQQDngiMwTBeMTOh6E1oni4zDo08D5uow1fn2/tvsmJdtV8pOdeM7ilREKV2pt8IXC36zAT94c7f88+++NS2iz1ZWNlxx3xWWWQCw20gWL376BNtBaDFi8552X7h1KtY+eAW+N6lTfu6J/93T798/2xpaY+vrmnLNsXY+eBPhsNs470Cn0GLEoZEsZ4JWPzUDZbogR7L0CxViAc53SIUvePwiIVUxZrqgObCrhQZMepJLflxVloOvTR0al7K2t11WirNtHRjiTcHIYApUTzHWsTNtONOqXnz1otLsiD73O1eVwS8ESrJTcEGRvpEwM1PGiskuR8KWojdKqDxx4P9mDgjsdhuKvckYkgpcMSoHHx88g3d2nsQzN4l+FYKR5iMCsVtkvCfS8UziTYRu8jpZCAVZZm6XZqdcJ4sjWfop121jCffo2DWdehzlNxbPAjRgvlk5DG/tOIHhOSl4bVFl3EZ2ijKT8bOvTQYA1DUFKqWJHoayPth3qttzyuBQjzEF6fjFggsj+l0zsyv+3biWjn6Jus7YT64fjyuf/ggAUFPbjHHFGX38BnAiGGSNK+p720hpjyfnbuhnC02CQWcwXZBBVuTsYQqJsLpg/ymXFJCXZWDF0Iho+8IS5XpjVTwL0IC5pCwHax+ajpw0j3Gpc4o0hHA+/EwdZHlTIguwrEw5gsEFNvXTlsBPlIteUWYSclLdONPaIa971ZfVNXUAgJy0gZuPyCUFYkdAoNMvBVkcoY6Uap2sdq6TFSll+iq/15HRZhyw88RYvGOiATU8J9XQz9fekCl1dvmx7uAZAMDkEi8ykpwDOl8sUSlvvlJ446Bbt5GsBLrolRelY93BMz0GWdV7T+HFjw/j6JlWFGYmY8cXDQAGdnSJI1nRkw5hR1eo+8mZQO3SbNTrZAVGYlI4ktVvyk5Ysy/abnbaDu1Eut5YEc8CNCiEyxbcHrwhBIAff3U8JinKzlOI0x46STPI0k8b5ifKSBYQWtz7VFP4IOvJd/fh0Jet3ba5bGTOgO2TNsjyMMjSTTqGPkUZfN6MRU6apxpYJ4sjWXopslflwJ9BVmSYLmguPPpkab1lKX74WSC1yeO0M8DqhTL9gPMM9NO2wURKy5LWufrr9uPdXvN1+eUAS+uyUblhnx8ITCuKRKANSqlZAOBMoHZpNtIpUgiB1mDhC6ZW6yeEQEenudcTNDttuiCPo7F49MnSlKcbbfGL9/bUAgDG92NC/2CmDApY8Um/7ukbiXMMpTmKn9U2d3tNuX7W8JwUAEBWigvzJhbKVT0HgjYFOIkT5HWTR7KUQRarhkZMmpPV5Rdok+ZksUhQvylLuMvrtnEkKyLdrjcMsgzFrhayNOUJRwj1qIK0aOqcCYXx3q2EopyrwZGs6CXSRW/W+EI8/f5+AIHlDoYFgykA8jytwowkrH3o6rjtkzYW4JysyPm6QkUvrLKunxFCc7KAtmB1PJ4r+09Z7TIR1hM0M+350cNg1VA8+mRpqpEsxePTLe3oClbVur5iSFz3KdG4FGdtLhCpXyKnC44pCK33tnzzMdVrUpCVmz5wlQTD0a7TluRkm9RLOoLtLDIQEw5NZx7AdbL0kEanu/xCvi6zTUbGobng8Dgai0efLE15vlGmC64KzscCQpP7KTyHovCFN5kl7vVK9JLjo/IDqX8fHziten77F40AQvO24kWb1sb1dPSTRq2kdEGmCkbHrrmxtdmYxqqHdPg6FOmridQZZSbatsgRQWMlzNGvr6/HwoULkZGRAa/XizvuuAMtLS29/s4LL7yA6dOnIyMjAzabDQ0NDfHZWTKNcCXchRB4f09gfazxxRlMk+mDckJ8DgNS3RJ1MWLJLZXDAAB1zedVzx/6MnD+jfdIkvYmgiNZ+skl3DmSFRPaNpnqdvK6ooO2PQKJd540i0S/3lhNwhz9hQsXYs+ePaiursbbb7+Njz76CHfeeWevv9PW1oY5c+bgkUceidNekpkJBMrrzvj3tfhgXyDImj42z9idSgDKHsVMjmTppr3VSrQb2otGZAMIlGhXFrt4Z+dJAMCEIfEtHKOtgscU1shJI1mJ1ibNxqY5fFzqQqdgZKAMslx2tslIaAN+tkVjJUTS8L59+7By5Ups3rwZ06ZNAwA8++yzmDdvHp5++mkUFxeH/b0lS5YAANasWROnPSXTUaULAhsOn8Hh04Gy0+keJ74+tcSgHUscynTBjKSEOGWYSqL3LI7OD83LWrn7JG6tKoXfH0q9vbAkK677oy1RzHRB/aQ22Rn8d2T59uh0G8li0YuItMtBv63b3EvqH+35kYWBjJUQZ4L169fD6/XKARYAzJw5E3a7HRs3bsQNN9wQs89qb29He3uot7apqQkA4PP54PP5YvY5kZA+3+j9SCRdnaFj1eHz4a/bAuv9FGcmoXrJ5XA77ZY+nrFoM3aEehdTXDZLH6+B4Pf7VT87IEx9DLVtxgagqiwb6w/X452dJ3DTtCH4+GBofta4wtS4/j3+ri7Vz247z4l6dWmOocse3fd6sF+bujo7VT8nu6x9XYkFVZsJzpc+1x54zuXg8YuU36/+bnssdH4003mmv/uQEEFWbW0t8vPzVc85nU5kZ2ejtrY2pp+1bNky/OhHP+r2/Pvvv4+UlJQwvxF/1dXVRu9CwjjfCUjNfOXKlTh8zA7AjhJ3Gz54f6WRuxZX0bSZz07ZAAR6w3Z8ugFn9sVopwaJmpOh4wcA27duQccR0fMvmISyzWT5An/DhiNn8ezyFdj0ZeB7ZIfAx6vej+t+tSm+0wBw9NABrDi/P677kOj2nFW3yXNtrVixYkXU7ztYr02B9YdDbbK9pSkmx3MwqK6uRmODA4ANO/fsBeAA/J08fhHacVr93d65fQvaE+B6o4cZzjNtbW392s7QIOvhhx/GU0891es2+/bF945u6dKleOCBB+Sfm5qaUFJSglmzZiEjw9hFa30+H6qrq3HttdfC5eLcmP5oae/E9zevAgDMnj0by2u3AGcbsPCaCzF3EKyPFYs207rlOP54eA8A4B+uvRrF3uRY7qLlndlwDG98/pn882VVF6OqLMfAPepduDYzueEcVvz7xwCAv7XkwpFqA3AWV4zJw7x5U+K6f83nO7E0+J0GgMkTx2PeJcPiug+JLnX/l3jhs23yz9neDMybVxXx+w32a1N7px8PbfpA/nloUfy/F4lG2WZe+ftWfN7SiBEjRwPHDiM1yYN586YbvYsJyba7Fr8/sFP+efplVagY5jVuh2LITOcZKcutL4YGWQ8++CBuu+22XrcpKytDYWEh6urqVM93dnaivr4ehYWxvVH2eDzweLpXUHO5XIb/o0rMtC9m5/aH8pNdLhda2gND6VlpSYPqGEbTZpIU670UeFPhYo63Lm6X+jSb4nEnRNtTtpnSPBf+ZeYY/OKD/fj0aIO8zfyJxXH/W5KFeg5WqofnQ70cTnWbdDkdMTmGg/XaZLOrU4LTkgbncYiEy+WCPTjvt1MErtfuGLXHwUh7vUlP8VjuWJrhPNPfzzc0yMrLy0NeXt/V3aqqqtDQ0IAtW7Zg6tSpAIBVq1bB7/ejsrJyoHeTLEIIoOlcII82I8laJ52BNHNcARZMK8EFRemcRBsB7UTkRK3kdsslw/CLD9RpeePjXFkQALRFx1hdUD9tSQE3C19EpXsJd7ZJPbQl3BOtOJCZaJcOSOY121AJ0ZIvuOACzJkzB4sWLcKmTZuwbt063HPPPbjpppvkyoLHjx9HeXk5Nm3aJP9ebW0ttm/fjoMHDwIAdu3ahe3bt6O+vt6Qv4PiT7UYMQSaA5O0kM4qef2WkeTCU1+bhNsuG2H0riQkq1TDy0nzdLtgj8xLi/t+ODVRVoqb32W9tDdi2mNK+mgriLJN6iMvRtwZqi5IkXGwhLupJMyZ9dVXX0V5eTlmzJiBefPm4fLLL8cLL7wgv+7z+VBTU6OajPZf//VfqKiowKJFiwAAV155JSoqKvDWW2/Fff/JGMrFiDv9As3tUpDFkSyKD+1FLzWBb8C+c1WZ/LgoM8mQkU1tZefcNHfc9yHRdVu7jSMHUbHZbKpAK9XDG9tIcCQrehzpN5eEudpnZ2fjtdde6/H10tJSCKGuoPLEE0/giSeeGOA9IzNTXvjOtnbIz2WlMMii+NCuQZTIPYtfmzoUn35+Fk3nfbjjcmNGNm02Gxx2G7qCazx5UxhkRcvFNYmi5nbY0R4MErLYJnWROkPbOwNzphM1pdoMmC5oLgkTZBFF63RLIMjyJrvg5Emc4kSbLpjIqURDs1Lw3/9s/DxY5RHlAtn6aecQ8aY2ekkuhxxk5aV3L55FvZDSBeXFiNkeI6XMnHA77LzXMRiPPlma8l6i+Xyg6AVTBSmelBc9mw1IStA5WWbS6Q9lLfD7rJ924Eo72kr6KUcMctMYZOkhtb52XyDI8jBdMGLKDhRea4zHfwGyNOWcrJbgfKw0D3u+KX6UI1mpbme3dA6KDudv6GfXRFlu9nZHTXlDy5EsfWwcyYoZ5Vc7kbMmrIItmQYNqbJgGtOLKI6UQRYnIZMZaNMFGahGT/k950iWPvKcrOBIFoP+yCk7UBJ5/q9VsCWTpYVNF+RIFsWReiSLF71YcrJgQ0S097AMsqLX1tElP/YmM4VVj24jWWyPEVOnC/J6YzS2ZLI05S0YR7LICA5VzyLbXixlpbKKWyRY+CL2WoLXF6B7Oib1jutkxY46XZBBltF4ZiVLU85/kYMsjmRRHDmYvjFgMjliEBGmC8ZeS0dn3xtRr6QS7ix8ETk709NNhS2ZLE15K9EUTBfkSBbFk1OxOmQKA/yY4np3kdEuK8CRrOhxHlbkpDlZLHwRPWUHCtuk8diSydKUHbZt7YFeshQXb3QpfpT3C5yTFRt3XTUSTrsN3716lNG7kpC0BS45chC9R+aVw24DHp13gdG7knCk9sjCF9FTplrmpjGd2mi826RBo80XDLJ4o0tx5FCMZDF9IzYenluO+2eM5vGMkHYkize10buhYijmjC9im4wCC19EL1Ux75cjWcZjSyZLU87JOhfMmU/iRZDiSLkYcQ4LNcQMb2Yj173wBQsNxALbZGSk6zRHsqKn7ERmkGU8tmQaNKQSu8ksa0pxxPVzyGy6F77gOZGMI7VGX3Aki4VYIpeV6kZBhgc2GzBxaKbRuzPoMV2QLM9mA4QAzjHIIgM4FaMELDlOZtC98AVHssg4Uszf6RcA2B6j4XLY8cEDV+FcRxfyM5KM3p1Bj0EWWZ4NgIBiJMvNXjKKH2WZ8XFFGQbuCVGAdhknprmRmTBdMDrpSS6kJ7HyqhmwJZPlSfnebdKcLI5kURwp52GNyk8zcE+IArTpgiwGREbSjlux8AVZBUeyyPKkE/j54KRapgtSPDkddmxYOgNdQjDAJ1Owa4ay2C7JSDbtHEGOZJFFMMiiQUMqD8vUGIq3wkzmxpN5ODQ3tex4IiNpR7JY+IKsgi2ZLE+bGsMbCiIazOyaK3+Km/2tZBzt4tgujmSRRbAlk+VpT+BMjSGiwYwdT2QuTBcka2JLJsvTlitmuiARDWbd0gV5TiQDdRvJYrogWQRbMlke5x8QEYV0G8likEUmwpEssgq2ZLI85f2Ey2FjvjcRDWraOVnseCIjdS98wcWIyRp4t0mWp0wX5HwsIhrstCNZ2pRqonhi4QuyKrZksjzlDQQX3SSiwU55TnQywCKD2bSFLzgniyyCLZksT9lry7QYIhrslOdED29oyWAcySKrYksmy1PeUDBdkIgGO+XglYfnRDKYNshi4QuyCrZksjymCxIRhSjPiRzJIqNp0wV5nSar4NmVLE9ZSYuliolosLMphg4yk10G7glRd7xOk1UwyCLLc6jmZDkN3BMiInNhkEWG06QLJjkZZJE1MMgiy1MVvmAPGRGRLNXDjicyljLG8jjtsLPiJVkEgyyyPOUJO9nFJk9EJOH8FzKajR2hZFG84yTLU6YLprjZa0tENG14FgDgusnFBu8JDXbKcSsus0JWwjtOsjxleViWcCciAl74p2k49GWLHGwRGUV5jWaQRVbCIIssT1mu2JvCSd5ERNmpbmSnZhu9G0SqazQ7QslKmC5Ilqc8gWenug3cEyIiIlJSLj7MOVlkJQyyyPKU1QUzkjiSRUREZBYuZZDFkSyyEAZZZHnKarDpScyQJSIiMgtlkMV128hKGGSR5SnTBdO4JgwREZFpuJyha3ROGlP6yToYZJHlKdMF0ziSRUREZBpujmSRRTHIIstTBlnpHMkiIiIyDWW6IOdNk5UwyCLLa+/skh9zJIuIiMg8nA5FcapkXqPJOhhkkeW1dYSCLFYuIiIiMg9lumA6R7LIQhhkkeU1n++UH9uUS8sTERGRoZTpgl7OySILYZBFlne2rcPoXSAiIqIwlEFWbrrHwD0hii0GWWR5Do5eERERmZLyEp2bxiCLrINBFlne/TNHAwBuu7TU2B0hIiIilbLcVABAbpqb6YJkKSzjQpb37ctG4JKyHIwtTDd6V4iIiEihsiwH7y25ErlpbtjtzDwh62CQRZZnt9swYUim0btBREREYbATlKwoYdIF6+vrsXDhQmRkZMDr9eKOO+5AS0tLr9vfe++9GDt2LJKTkzFs2DDcd999aGxsjONeExERERHRYJMwQdbChQuxZ88eVFdX4+2338ZHH32EO++8s8ftT5w4gRMnTuDpp5/G7t278corr2DlypW444474rjXREREREQ02CREuuC+ffuwcuVKbN68GdOmTQMAPPvss5g3bx6efvppFBcXd/udCRMm4PXXX5d/HjlyJH7yk5/glltuQWdnJ5zO8H96e3s72tvb5Z+bmpoAAD6fDz6fL5Z/lm7S5xu9H5Q42GZIL7YZ0otthvRimyG9zNRm+rsPCRFkrV+/Hl6vVw6wAGDmzJmw2+3YuHEjbrjhhn69T2NjIzIyMnoMsABg2bJl+NGPftTt+ffffx8pKSn6d34AVFdXG70LlGDYZkgvthnSi22G9GKbIb3M0Gba2tr6tV1CBFm1tbXIz89XPed0OpGdnY3a2tp+vcfp06fx4x//uNcUQwBYunQpHnjgAfnnpqYmlJSUYNasWcjIyNC/8zHk8/lQXV2Na6+9Fi4Xy5xS39hmSC+2GdKLbYb0YpshvczUZqQst74YGmQ9/PDDeOqpp3rdZt++fVF/TlNTE+bPn49x48bhiSee6HVbj8cDj6f7Yngul8vwf1SJmfaFEgPbDOnFNkN6sc2QXmwzpJcZ2kx/P9/QIOvBBx/Ebbfd1us2ZWVlKCwsRF1dner5zs5O1NfXo7CwsNffb25uxpw5c5Ceno433njD8H8YIiIiIiKyNkODrLy8POTl5fW5XVVVFRoaGrBlyxZMnToVALBq1Sr4/X5UVlb2+HtNTU2YPXs2PB4P3nrrLSQlJcVs34mIiIiIiMJJiBLuF1xwAebMmYNFixZh06ZNWLduHe655x7cdNNNcmXB48ePo7y8HJs2bQIQCLBmzZqF1tZW/O53v0NTUxNqa2tRW1uLrq4uI/8cIiIiIiKysIQofAEAr776Ku655x7MmDEDdrsdN954I5555hn5dZ/Ph5qaGrnix9atW7Fx40YAwKhRo1TvdeTIEZSWlsZt34mIiIiIaPBImCArOzsbr732Wo+vl5aWQggh/zx9+nTVz0RERERERPGQEOmCREREREREiYJBFhERERERUQwxyCIiIiIiIoqhhJmTZRRpXld/V3ceSD6fD21tbWhqauJ6X9QvbDOkF9sM6cU2Q3qxzZBeZmozUkzQV+0HBll9aG5uBgCUlJQYvCdERERERGQGzc3NyMzM7PF1m2AJvl75/X6cOHEC6enpsNlshu5LU1MTSkpK8MUXXyAjI8PQfaHEwDZDerHNkF5sM6QX2wzpZaY2I4RAc3MziouLYbf3PPOKI1l9sNvtGDp0qNG7oZKRkWF4A6PEwjZDerHNkF5sM6QX2wzpZZY209sIloSFL4iIiIiIiGKIQRYREREREVEMMchKIB6PB48//jg8Ho/Ru0IJgm2G9GKbIb3YZkgvthnSKxHbDAtfEBERERERxRBHsoiIiIiIiGKIQRYREREREVEMMcgiIiIiIiKKIQZZREREREREMcQgK4E899xzKC0tRVJSEiorK7Fp0yajd4ni4KOPPsJ1112H4uJi2Gw2vPnmm6rXhRB47LHHUFRUhOTkZMycORMHDhxQbVNfX4+FCxciIyMDXq8Xd9xxB1paWlTb7Ny5E1dccQWSkpJQUlKCn/3sZwP9p9EAWbZsGS666CKkp6cjPz8f119/PWpqalTbnD9/HosXL0ZOTg7S0tJw44034tSpU6ptjh07hvnz5yMlJQX5+fl46KGH0NnZqdpmzZo1mDJlCjweD0aNGoVXXnlloP88GgDPP/88Jk2aJC/0WVVVhXfffVd+ne2FevPkk0/CZrNhyZIl8nNsM6T0xBNPwGazqf4rLy+XX7dkexGUEJYvXy7cbrd46aWXxJ49e8SiRYuE1+sVp06dMnrXaICtWLFCPProo+Ivf/mLACDeeOMN1etPPvmkyMzMFG+++abYsWOH+MpXviJGjBghzp07J28zZ84cMXnyZLFhwwbx8ccfi1GjRombb75Zfr2xsVEUFBSIhQsXit27d4s//OEPIjk5WfzmN7+J159JMTR79mzx8ssvi927d4vt27eLefPmiWHDhomWlhZ5m7vuukuUlJSIDz/8UHz66afikksuEZdeeqn8emdnp5gwYYKYOXOm2LZtm1ixYoXIzc0VS5culbc5fPiwSElJEQ888IDYu3evePbZZ4XD4RArV66M699L0XvrrbfEO++8I/bv3y9qamrEI488Ilwul9i9e7cQgu2FerZp0yZRWloqJk2aJO6//375ebYZUnr88cfF+PHjxcmTJ+X/vvzyS/l1K7YXBlkJ4uKLLxaLFy+Wf+7q6hLFxcVi2bJlBu4VxZs2yPL7/aKwsFD8/Oc/l59raGgQHo9H/OEPfxBCCLF3714BQGzevFne5t133xU2m00cP35cCCHEr3/9a5GVlSXa29vlbb7//e+LsWPHDvBfRPFQV1cnAIi1a9cKIQJtxOVyiT/96U/yNvv27RMAxPr164UQgeDebreL2tpaeZvnn39eZGRkyO3ke9/7nhg/frzqsxYsWCBmz5490H8SxUFWVpb47W9/y/ZCPWpubhajR48W1dXV4qqrrpKDLLYZ0nr88cfF5MmTw75m1fbCdMEE0NHRgS1btmDmzJnyc3a7HTNnzsT69esN3DMy2pEjR1BbW6tqG5mZmaisrJTbxvr16+H1ejFt2jR5m5kzZ8Jut2Pjxo3yNldeeSXcbre8zezZs1FTU4OzZ8/G6a+hgdLY2AgAyM7OBgBs2bIFPp9P1W7Ky8sxbNgwVbuZOHEiCgoK5G1mz56NpqYm7NmzR95G+R7SNjwvJbauri4sX74cra2tqKqqYnuhHi1evBjz58/v9u/KNkPhHDhwAMXFxSgrK8PChQtx7NgxANZtLwyyEsDp06fR1dWlalgAUFBQgNraWoP2isxA+vfvrW3U1tYiPz9f9brT6UR2drZqm3DvofwMSkx+vx9LlizBZZddhgkTJgAI/Ju63W54vV7Vttp201eb6GmbpqYmnDt3biD+HBpAu3btQlpaGjweD+666y688cYbGDduHNsLhbV8+XJs3boVy5Yt6/Ya2wxpVVZW4pVXXsHKlSvx/PPP48iRI7jiiivQ3Nxs2fbijPsnEhFR3CxevBi7d+/GJ598YvSukMmNHTsW27dvR2NjI/785z/jW9/6FtauXWv0bpEJffHFF7j//vtRXV2NpKQko3eHEsDcuXPlx5MmTUJlZSWGDx+O//mf/0FycrKBezZwOJKVAHJzc+FwOLpVWTl16hQKCwsN2isyA+nfv7e2UVhYiLq6OtXrnZ2dqK+vV20T7j2Un0GJ55577sHbb7+N1atXY+jQofLzhYWF6OjoQENDg2p7bbvpq030tE1GRoZlL5pW5na7MWrUKEydOhXLli3D5MmT8ctf/pLthbrZsmUL6urqMGXKFDidTjidTqxduxbPPPMMnE4nCgoK2GaoV16vF2PGjMHBgwcte45hkJUA3G43pk6dig8//FB+zu/348MPP0RVVZWBe0ZGGzFiBAoLC1Vto6mpCRs3bpTbRlVVFRoaGrBlyxZ5m1WrVsHv96OyslLe5qOPPoLP55O3qa6uxtixY5GVlRWnv4ZiRQiBe+65B2+88QZWrVqFESNGqF6fOnUqXC6Xqt3U1NTg2LFjqnaza9cuVYBeXV2NjIwMjBs3Tt5G+R7SNjwvWYPf70d7ezvbC3UzY8YM7Nq1C9u3b5f/mzZtGhYuXCg/Zpuh3rS0tODQoUMoKiqy7jnGkHIbpNvy5cuFx+MRr7zyiti7d6+48847hdfrVVVZIWtqbm4W27ZtE9u2bRMAxH/8x3+Ibdu2iaNHjwohAiXcvV6v+Otf/yp27twpvvrVr4Yt4V5RUSE2btwoPvnkEzF69GhVCfeGhgZRUFAgbr31VrF7926xfPlykZKSwhLuCeruu+8WmZmZYs2aNapyuW1tbfI2d911lxg2bJhYtWqV+PTTT0VVVZWoqqqSX5fK5c6aNUts375drFy5UuTl5YUtl/vQQw+Jffv2ieeee47llRPUww8/LNauXSuOHDkidu7cKR5++GFhs9nE+++/L4Rge6G+KasLCsE2Q2oPPvigWLNmjThy5IhYt26dmDlzpsjNzRV1dXVCCGu2FwZZCeTZZ58Vw4YNE263W1x88cViw4YNRu8SxcHq1asFgG7/fetb3xJCBMq4//CHPxQFBQXC4/GIGTNmiJqaGtV7nDlzRtx8880iLS1NZGRkiNtvv100NzerttmxY4e4/PLLhcfjEUOGDBFPPvlkvP5EirFw7QWAePnll+Vtzp07J7773e+KrKwskZKSIm644QZx8uRJ1ft8/vnnYu7cuSI5OVnk5uaKBx98UPh8PtU2q1evFhdeeKFwu92irKxM9RmUOL797W+L4cOHC7fbLfLy8sSMGTPkAEsIthfqmzbIYpshpQULFoiioiLhdrvFkCFDxIIFC8TBgwfl163YXmxCCGHMGBoREREREZH1cE4WERERERFRDDHIIiIiIiIiiiEGWURERERERDHEIIuIiIiIiCiGGGQRERERERHFEIMsIiIiIiKiGGKQRUREREREFEMMsoiIiIiIiGKIQRYRERGA2267Dddff73Ru0FERBbgNHoHiIiIBprNZuv19ccffxy//OUvIYSI0x4REZGVMcgiIiLLO3nypPz4j3/8Ix577DHU1NTIz6WlpSEtLc2IXSMiIgtiuiAREVleYWGh/F9mZiZsNpvqubS0tG7pgtOnT8e9996LJUuWICsrCwUFBXjxxRfR2tqK22+/Henp6Rg1ahTeffdd1Wft3r0bc+fORVpaGgoKCnDrrbfi9OnTcf6LiYjISAyyiIiIevD73/8eubm52LRpE+69917cfffd+PrXv45LL70UW7duxaxZs3Drrbeira0NANDQ0IBrrrkGFRUV+PTTT7Fy5UqcOnUK3/jGNwz+S4iIKJ4YZBEREfVg8uTJ+MEPfoDRo0dj6dKlSEpKQm5uLhYtWoTRo0fjsccew5kzZ7Bz504AwK9+9StUVFTgpz/9KcrLy1FRUYGXXnoJq1evxv79+w3+a4iIKF44J4uIiKgHkyZNkh87HA7k5ORg4sSJ8nMFBQUAgLq6OgDAjh07sHr16rDzuw4dOoQxY8YM8B4TEZEZMMgiIiLqgcvlUv1ss9lUz0lVC/1+PwCgpaUF1113HZ566qlu71VUVDSAe0pERGbCIIuIiChGpkyZgtdffx2lpaVwOnmJJSIarDgni4iIKEYWL16M+vp63Hzzzdi8eTMOHTqE9957D7fffju6urqM3j0iIooTBllEREQxUlxcjHXr1qGrqwuzZs3CxIkTsWTJEni9XtjtvOQSEQ0WNsHl7YmIiIiIiGKG3WpEREREREQxxCCLiIiIiIgohhhkERERERERxRCDLCIiIiIiohhikEVERERERBRDDLKIiIiIiIhiiEEWERERERFRDDHIIiIiIiIiiiEGWURERERERDHEIIuIiIiIiCiGGGQRERERERHF0P8H6oHRBVk53OAAAAAASUVORK5CYII=",
"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(filtered_data.p_signal[:,sig_channel],example_data.fs,0,5000)\n",
"print(indicies)\n",
"\n",
"peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in indicies] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(filtered_data.p_signal[:,sig_channel])\n",
"plt.scatter(indicies, peak_points_y, color='red', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered XQRS Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2 lead R Axis: 56.83 degrees\n",
"2 lead T Axis: 30.78 degrees\n",
"\n",
"6 lead R Axis: 56.83 degrees\n",
"6 lead T Axis: 30.78 degrees\n"
]
}
],
"source": [
"def calculate_axis(data, leads, sampling_rate=500, aVF=5, I=0):\n",
" # warnining if leads not include 0 and 5 or one lead is over 5\n",
" if not (I in leads and aVF in leads) or any([lead > aVF for lead in leads]) or len(leads) > 6:\n",
" print(\"Warning: Leads should include 0 and 5, and should not include a lead over 5\")\n",
" return None, None\n",
" # Calculate the net QRS in each lead\n",
" net_qrs = {}\n",
" net_t = {}\n",
" for lead in leads:\n",
" # get data and peaks\n",
" ecg_signal = data.p_signal[:,lead]\n",
" signals, info = nk.ecg_process(ecg_signal, sampling_rate=500)\n",
" # r axis\n",
" # get amplitude of peaks\n",
" q_peaks = [ecg_signal[int(i)] for i in info['ECG_Q_Peaks'] if not math.isnan(i)]\n",
" s_peaks = [ecg_signal[int(i)] for i in info['ECG_S_Peaks'] if not math.isnan(i)]\n",
" _, rpeaks_idx = nk.ecg_peaks(ecg_signal, sampling_rate=sampling_rate)\n",
" rpeaks_idx = rpeaks_idx['ECG_R_Peaks']\n",
" r_peaks = [ecg_signal[int(i)] for i in rpeaks_idx if not math.isnan(i)]\n",
" # calculate avg peal amplitude\n",
" q_peaks_avg = np.mean(q_peaks) if q_peaks else 0\n",
" s_peaks_avg = np.mean(s_peaks) if s_peaks else 0\n",
" r_peaks_avg = np.mean(r_peaks) if r_peaks else 0\n",
" # Calculate net QRS in lead\n",
" net_qrs[lead] = r_peaks_avg - (q_peaks_avg + s_peaks_avg)\n",
"\n",
" # T axis\n",
" t_peaks = [ecg_signal[int(i)] for i in info['ECG_T_Peaks'] if not math.isnan(i)]\n",
" net_t[lead] = np.mean(t_peaks) if t_peaks else 0\n",
"\n",
" # Calculate the R axis (Convert to degrees)\n",
" r_axis = np.arctan2(net_qrs.get(aVF, 0), net_qrs.get(I, 0)) * (180 / np.pi)\n",
"\n",
" # Calculate the T axis (Convert to degrees)\n",
" t_axis = np.arctan2(net_t.get(aVF, 0), net_t.get(I, 0)) * (180 / np.pi)\n",
" \n",
" return r_axis, t_axis\n",
"\n",
"\n",
"\n",
"# print(data_org['SB'][0].__dict__) 'sig_name': ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6']\n",
"\n",
"i_sig = 0\n",
"avf = 5\n",
"sampling_rate = 500\n",
"\n",
"ecg_signal_i = filtered_data.p_signal[:,i_sig]\n",
"\n",
"ecg_cleaned_i = nk.ecg_clean(ecg_signal_i, sampling_rate=sampling_rate)\n",
"\n",
"r_ax, t_ax = calculate_axis(filtered_data, [0, 5], sampling_rate=500)\n",
"print(f\"2 lead R Axis: {r_ax:.2f} degrees\")\n",
"print(f\"2 lead T Axis: {t_ax:.2f} degrees\")\n",
"print(\"\")\n",
"\n",
"r_ax, t_ax = calculate_axis(filtered_data, [0, 1, 2, 3, 4, 5], sampling_rate=500)\n",
"print(f\"6 lead R Axis: {r_ax:.2f} degrees\")\n",
"print(f\"6 lead T Axis: {t_ax:.2f} degrees\")"
]
}
],
"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
}