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"id": "organized-governor",
"metadata": {},
"source": [
"# Прикладные дифференциальные уравнения\n",
"## Занятие 4\n",
"*Илья Щуров*\n",
"\n",
"Факультет компьютерных наук, Прикладная математики и информатика, 2021-22 учебный год\n",
"\n",
"[Страница курса](http://math-info.hse.ru/2021-22/Прикладные_дифференциальные_уравнения)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "bright-football",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import plotly.graph_objects as go\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "violent-height",
"metadata": {},
"outputs": [],
"source": [
"def matrix_exp(A, degree=100):\n",
" n = A.shape[0]\n",
" assert A.shape == (n, n)\n",
" X = np.eye(n)\n",
" terms = [X]\n",
" for i in range(1, degree):\n",
" X = (X @ A) / i\n",
" terms.append(X)\n",
" return np.array(terms).sum(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "boolean-gross",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[2.71828183, 0. ],\n",
" [0. , 2.71828183]])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"matrix_exp(np.array([[1, 0], \n",
" [0, 1]]), degree=100)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "civic-horror",
"metadata": {},
"outputs": [],
"source": [
"A = np.array([[0, 1, 0],\n",
" [0, 0, 1],\n",
" [-1, 0, 0]])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "atomic-czech",
"metadata": {},
"outputs": [],
"source": [
"def trajectory(A, x0, delta_t, steps):\n",
" exp_Adt = matrix_exp(A * delta_t)\n",
" traj = [x0]\n",
" for i in range(steps - 1):\n",
" traj.append(exp_Adt @ traj[-1])\n",
" return np.array(traj)"
]
},
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"cell_type": "code",
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}
},
"type": "parcoords"
}
],
"pie": [
{
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"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
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}
},
"type": "scatter"
}
],
"scatter3d": [
{
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}
},
"marker": {
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}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
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}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
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}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
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}
},
"type": "scattermapbox"
}
],
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{
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}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
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},
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0,
"#0d0887"
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0.1111111111111111,
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0.2222222222222222,
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0.3333333333333333,
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0.4444444444444444,
"#bd3786"
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0.5555555555555556,
"#d8576b"
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[
0.6666666666666666,
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[
0.7777777777777778,
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[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
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"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
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],
[
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"#276419"
]
],
"sequential": [
[
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"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
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],
[
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],
[
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],
[
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],
"sequentialminus": [
[
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],
[
0.1111111111111111,
"#46039f"
],
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],
[
0.8888888888888888,
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],
[
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]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tr_n = 50\n",
"initial_values = [np.random.uniform(-0.1, 0.1, 3) for i in range(tr_n)]\n",
"trajectories = [\n",
" trajectory(A, initial_value, 0.1, 30) \n",
" for initial_value in initial_values\n",
"] + [\n",
" trajectory(-A, initial_value, 0.1, 30) \n",
" for initial_value in initial_values\n",
"]\n",
"go.Figure(\n",
" [\n",
" go.Scatter3d(x=traj[:, 0], y=traj[:, 1], z=traj[:, 2], \n",
" mode=\"lines\")\n",
" for traj in trajectories\n",
" ]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "killing-cologne",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([-1. +0.j , 0.5+0.8660254j, 0.5-0.8660254j]),\n",
" array([[-0.57735027+0.j , -0.28867513-0.5j, -0.28867513+0.5j],\n",
" [ 0.57735027+0.j , 0.28867513-0.5j, 0.28867513+0.5j],\n",
" [-0.57735027+0.j , 0.57735027+0.j , 0.57735027-0.j ]]))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.linalg.eig(A)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "outstanding-blond",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "chubby-spokesman",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(-0.1, 0.1, 101)\n",
"y = np.linspace(-0.1, 0.1, 101)\n",
"X, Y = np.meshgrid(x, y)\n",
"plt.streamplot(X, Y,\n",
" X, 2 * Y)\n",
"plt.figure()\n",
"plt.streamplot(X, Y,\n",
" np.sin(X), np.sin(2 * Y))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "sustainable-legislature",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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iEY9ckMWFYyLtvj5UehPP/lDOpweaSQnz4e+X5zE2NmDE53MmcRqCM0irXMeDXx1jZ7WMlDAJV0yM5cpJcXZdiIIg8MmBJh75puSk/4X5enDgkblDbt8g0/DPLdX850grnm6u3DQtgVsLkgjwHtmcbP/Q+8N9DZS0KvHxEHPFxBgW50YyIT7QocazqVvL+tJ21pd0UNQkZ2J8IO0KPQWpIUxPDeG85JDTnjs+FRarMKL57uPZUytjb203f5ibdtr7+m+mXa5ja2UXP1VI2VUjQ2+yInF3pSA1lNmZYZyfHuZQboHeZOHHknY+PdDMgfoeXF1EzMkI4+rJccxICx3xd13apuCfW6rZUCrFz1PMiulJ3DQ9wW6n+OGmXh5bW0pxq4KpScE8uTSbNAf8B9urunjwq2O0K2w+wWcvySE51IeoAK9zJuTUaQjOAIIgsKawmafXlWMVBB5enMm1+XF2N5b1Mg2Pf1s6kFg0OyOMi/KiCJK4EyRxJzbI+5TGpE2u46VNlXx9uA03VxE3TE3gthlJI056aezWsHpfI2sKW1DoTKSF+7B8agIXj4t2aKhc3almfUkH60s6KGu3zXnnRPuxMDuC+VnhpIb7nvWeuKMotCb+8kMZawpbANh4zwyHGoT/ZXRGC3vrZGwp7+Snik7aFXrGxwXgLnZh6dhoFuVEONQJqe1S8/nBZr461EK3xsiUpCAWZEdwxUSbM30klLYpeGVzNRvLpOTF+LM4N5IbpyXYNYKxWAU+PdDE3zZUojGYuWlaAnfPTbP7HlDqTVz+7z1UStUD74lEtk7dg4syuHhczIjOabRwGoJRRqY28Kcvj6E2mHERiXjhsjHEBtkXhqkzmvn39jre2FaLe1/kwfJTRB6o9Ca0Rgvhfrahs8Zg5o3ttazaUceYGH/GxATwu5lJIxpaC4LAvroevipq4auiFlxEIhZkh7N8SgJTkux3KrfKdXx9qIXSdiXrSzoQiWBCXCALcyJYkB1h9/fya6IzWjjSLGfdsTbWHmlDfZzsw9zMMPy83FDrzaj0ZtQGM5H+nlRJVViFn53DVkHoe9i+26xIP+pkGrzcbAlonm62xDSv45bRgV6IXWzO4WAfD0J83An18SBQ4n7O9CJPRb8PYHe1jM8Km6nr0uDmKmJmWigXjY1mbmaY3VNZRrOVzeVS3t1VT2FjL36eYq7Jj+fG8xKI8B/ZtFFJq4IP9jbwRWELsUFePLgwc9iovX56NEZeWF/BZwebiQ7w4vELs5ifHWHX5wqCwIKXd1B1nDEAeGZZDtdNiR/JqYwaTkMwivxUIeWBL4+h1Jt5cGE6N56XaLfTq6iplz9/U0KPxkB+UjCPLM4kzG/wC91iFbjo1V209GrZdM9MdlbLeGFDBVKlgaVjo/jjgnRiAh1vZAVB4KeKTl7bWkNRk5yC1BDGxQVyzeQ4u286ndHChtIOvjzUwu5aGYIAF+VFMikxmAVZ4ac8p18DQRDoUhmo6VLTqTRQ26WmQ6GnQ6lHqrQlain1p9b78RS7EOzjga+nuO/hRmygF3KdCReRCJEIXEQiXPqWor7nfp5ipCoDur6Q08GWUQFeFLcqBv3cQG83Qnw8yIvxx93NlYRgb+KCJCSE2HweZ8NfYC/94cTfHm3j2yNtdCj1eLu7Mj8rnEvGxzAtJcTuKZ+ipl7e3lnH+pIOXF1EXJgXxa0FSWRGjkyGZGd1F3/5vpyKDhUT4wP585Isu+fwDzf18u6uer471s6SMZE8tTTHrunMsjYlF/xz50Dgh8TDle/vKiDBQd/aaOM0BKOEIAhc985+utVGXrlqHOkR9k0ZGMwWXtpUzaodtUT6e/H8pbnD6vl8vL9xwHfg7yVGoTOTFxvAY0uymBAf6PCxW6wC3xe38/rWGio6VEQHeHH7rGQunxBjl5NWEASKmnr58lAL6462ozKYiQ7w4rIJMVw6Pua0E9NOF6PZQlOPlppODbVd6r6HhrpONaq+Hv7kxCAKG3oI9fUgws+TcD9PIvw9CfZxR64xIWBzHu6olmE023SG7p2Xxso5qWfkmAVBQG0wI1MbbRITagNdamOf9IQtrFVjMFPcpkCuPVEALczXg4RgCXHB3mRG+JIa7kt2lN+vroljtQocaOhh7ZE2fihuJyPCl+YeLVdPjuPKSbF2dxKaurW8u7uezw82ozNZuHqyzbE8Id7+RLB+LFbbNO4/NlYiUxtZNjaKBxZm2BUyarJYeXN7La9sqcbfy41nluWwMGd4SZcHvzrGZwebEbuI+nIO0rl5eqLDxz6aOA3BKNKtNuDjKbY7aqKkVcF9a45SKVVx5cRY/rwkc1hpiV6NkYIXtp4wRXFLQSIPL8p0OOTOZLby9eEW/r2tloZuLcmhEn4/K4WLxkbZNf2gNZr5qqiVPTUyfizpwMvNlUW5EVw2IYYpiSMPATwdLFaB2i41R5vlHGtRcLRFjgg42vJz7zrS35PkUB+SQyUkh/mQHOpDQrBNXmK4cFy1wcwPxe1sKOngpmmJTE8NOcNnNDwKrYnGHg2N3Voau/uXWjpVehq6tQPrRfh5kh3lR1aUH9lRfmRH+RMT6PWr+GaMZitbKqR8vK+JXTUyxC4i5meHc11+PFPtzA6Wa418vL+JTaVSjrTImZUeyr3z0hgT43hkjkpv4o3ttby1s57JCUEUpIawYnqiXeHZFR1K7v/i6EC+x60FSaSG+xAT6EV8sIToXxiVLpWBK9/cy20zkjg/I4xQH49f5V45Hqch+BUwWay8trWGV3+qIUjizl8vHcP5GcMnBAmCQP6zW06KfU8KkfDT/bNOuZ3eZMHVRTTQuFutAuuK2/nHhko83FzwELvyf+cnMz/LPjXGVrmOD/c28GlfuN/Y2ACunBTLhXlRdjvPRotOpZ7Cxl6ONMs52iynpFWBxmgBbPHuudH+jI8LJDXc1uAnhkrO+jH+msi1RsralJS2KSltsyWK1XSqB5LZzksOxkPswuREW7JYbrT/WfdB1Ms0fLK/kS8OtSDXmkgKkXBNfhyXTYixy8GsNZr5cG8jb2yvRa41MT8rnHvmpY1oyqi5W8vT68rYWC4lK9KP5y7JJc+O6SKTxcqUZ7fQrTlZ9v2dGyYyJzP8hPccFZQ80zgNwVmmuUfLcz+Ws76kg4vyonjiomy7LvZ6mYZ7Pz/M4WZbzzbEx524IG8i/b2YkhTE8qkJg25nMFtY8s9d+HqK+eL289hf181zP1ZQ3KogI8KXPy3MYFb68GJb/dM/7+5qYH1pB4IgsCgnkpumJTgcPno6KPUm9tf1sLtGxu4aGdWdatLDfamXaciM8iMvxp+8mADyYv1JCvH51Xta5yJ6k4WKDhVlbUpaerVsLJNS02lzYHq5uTIhPpDJiUHkJwaRFxtw1hKh9CabqNzqfY0UtyqI8PdkQVYEtxQk2eWjUulNvLe7gbd21KEymLlgTCT3zE1zOGlSEAQ2lHbw2NpSZGoDkxOCeGBhBmNjh1ZUtVoF5r+8Y+C7BFvS6Jb7ZhLpb3928q+B0xCcRTaUdvDHL44iAH+/fAwLsoefTzRZrLy1s46XN1fjIXZhxfQE/m9mCm523pz/3FLNi30ZzalhPlR3qokO8OLeeWksGxc9rKPOahXYWCbl88ImtlZ04ecp5urJcSyfGj8ih7SjGEwWiprktoa/VsaxFgUWq4CnmwuTEoKYlhLC1KRgMiP9zopS6P8qMrWBA/U9HOhLGKuUqhAE8BC7MCs9lPzEYOZmhp81f09Jq4K3d9bx3bF2XERw6fgYfjcz2a6ERYXWxFs763h3dz1jYwNICfPh3nlpDufQKPUmnln3c7iwSAQhEnci/L3IjvLj6WU5J42eDjX2cOm/9w68jg7w4pNb84kP/nWdwcPhNARnAaPZyl/XV/DOrnpyo/157Zrxdt1QFe1K7l1zhLJ2FYtyInjyomyHom7qZRrmvbgd83GiNnfPSeWOWckn9fIEQeDFTVWkhPmwdGz0gAF4ZUs15e1K5meFU5AWyqXjo08ZlVLbZesJJZ9m3QKNwcy2yi5+LGmnokNFTacaVxcReTH+TEuxJZyNjw9wKIN1tLBaBRQ6E90aIz0aI3KtEYXOhNFixWCyHre0DLwWBAGTRcDN1cX2EIvwGHhuW/aHkgZK3AnydidQ4kaQxB0vN9dfZQpBrjVysKGXoqZeNpdJqe7r5aaG+TA3K5y5mWGMjQ084wl1zT1aVu2o4/PCZkwWK4tzIrljVjI50cPr93SrDby6tYYP9jTg5+XGffPSuHpynMM6STe/f5Cf+mRA+vH3cqPwz3MHnUa785Mi1h1rJzvKj6ZuDSDi+UvHcMEYx2uDnC2chuAM09Kr5c5PDnOkWc4NU+N5+ILMYRswq1Xg3d31/HV9BdNSQrhqUhwLc+yLVe5Hozcx9fmfTgp/vGZyLM8Ookvz7dE2Vn56GA+xC08uzebDPY2UtStJDJGwck4KF46JGvQGEgSB/fU9vL2zjs3lnVyQGzmiimgKrYnN5VJ+LOlgR3UXRrOVYIk787PDOT89jKnJwQ7VaBgJZouVVrnO5mzt0dLUraFDoUemtjX63RojvVrjCaUO3VxFmCwn3yuufREh7mIXfDzEmCxWTBYBo9lmHPojj/rx93JDoTu5/KGH2IUgiTuB3u7EB3sj8RDbZDH66ifEB3sTLDnzshiN3Rq2lHeyuVzKgfoezFaBIIk756eHcWFeJFOTg8+oYe5SGXh3dz2r9zaiMpi5fmo8V0yMtcsgVHQoefLbMvbWdZMR4cvjF2YzNdn+ugH94dplbcqBsM+Vs1O4d376oOtLlXpe3lzN3XNSMVut3PXpYQ43ybluShx/viDrnNQcchqCM8jO6i7u/KQIixX+amePoFOl5/4vjrGjqot5WeH89dIxDsstHG7q5cZ3D6DoMwJiFxFBEndCfT24clIs1//Cn9ClMjDnH9tOMBqJIRLump3CRXmDGwCTxcoPxe28vbOe4lYFQRJ3rpsSz/Ip8XbLCqj0JrZWdPLFoRb21nZjtgpE+nuyIDuCRTkRTEwIOiM9zh6NkdI2BQ0yDVVSNY09tmib1l7dCaMnD7ELqeE+eIpdCeoXoesTnet/Hihxw9dDjIeb60DD7+7qMmyvUxAELFYBo8WKySwgVerQm6yYrFZ6NCZ6NTbV096+kUdvX+3pftHA4/F2dx0wDLlR/kT4e5IV5UdquM8ZaZwVOhM7qrrYUi5le1UXFkFAhIglYyK5ZHw04+POnM9IqTexem8jH+9volWuY+nYKO6fnz5scqIgCKwv6eCZ78tpletYnBvBI4szibZzevNYi5ylr+5GwHZdGM1W7pqTysrZKcP+1iaLlb9vqOSH4nZigrx4+cpxA4mg5wpOQ3AGsFoFXttaw4ubq1iSG8l989PtShjZWtHJH788ikpv5tElWQ7JUoCtV/3Chgo+OdBEiI+tt/bw4gz8vU7dYxQEgSvf3MeBhp4T3v/id1OYlHhyr0mjN/HxgSbe391Am0JPUqiEW6Ynccn4aLtzDg7U97CmsIUfitsRiSAqwJO5mbbGf0yM/6g2Ip1KPSVtCkpalZS0KihtUw5o7+dE+9HUrSW+L+Y+Idib+KD+5xLCfM98WJ9UqefN7XWs3tfI5MQgVt8yfFlvvclCS6+t1GZTjy1UtF9NNVDizr46W3UyN1cRKWG+ZEX2h4v6kRnld9pVyY7HZLayu1bGN4db2VDacdoihPai1Jt4c3st7+yqx2IVuG5KPHeenzJsroTeZOHN7XV8sLcBHw9XbilI4rr8eLt+58fXlvDFoRa+vH0qb++q5+uiVsbGBvDKVWPt8gFsLO3gD58fwc/Tjbeun3hOyVM7DcEoo9KbuG/NUTaWSVk2NornLhmDl/vQDaTBZOH59RW8t7uBjAhf/nX1OIeKYgiCbT7/kW+K6dEYufG8RO6dP7wOilSpZ+HLO+jVnjwlsXxKHI8cN4zVGS18sLeBN7fXEujtTrifJ7cUJHJ+ephdN5FUqefLQy18UdhMQ7cWHw8xF+ZFceWkWPJGqfG3WAXK25XsqZXR2qvnh5L2gcI1IpFtlJMT5U9OtB85Uf6kRfieVn1hsH33OlO/bLQFjcEmNWE0W9CZrAOZxTtTbEsAACAASURBVKK+wjQuIhFyrZFqqZrSNgU7q2UDo5DsKD++X1lwWsdjtQo0dGsobVNS1m4LGy1rUyBT/xzWuDA7nABvd6YkBTMlKXjEUg2/5FSy5NdNiWdxTuSw98FIsE3DVPH5wWa83cX8bkYSKwoSh82uburR8Mg3JeyslpGfGMQLl40ZtjEXBAGl3jyg8/Xd0TYe/qYYLzdXHrswiyVjooY93vJ2Jbd8UEi3xsA/Lh97zvgNnIZgFKntUnPbh4U0dGt5ZHEmN01LGLaB61DouePjQ+hNFvITg3lwUYZDc4hyrZFHvilhS4WUKYnB/HFhOtlRQ/c09CYLb++s4/VtteiNFsSuIh5YmEGYnye+nmKUOiP3rTnGrHRb4ZzPDjTz6tYaulQGZqbZknbsia0erA5yfmIQV0yMZVFuxGlLIQiCQJVUPaAGuq+ue2B667xkWwNna/j9yYryc0gkT2Uw/1wLWKGjQ2GgQ6mjXaHHaLZS16Wx1QswmgctMBPl70mbQn/yP4bB080FP083/Poqk8UHe+Pm4kJMoBfRgV5EB3gRE+RNuK+H3U7PfimNfuNQJVWytaJr4LtKCPYeMAr5SUGjEurYodCz9kgru2tk7KiW4e/lxlWTY1k+5cxEm9V0qnhhfSUby6RMSwlh+ZQ4FmQPrR8kCAJfFLbw9PdlGMwWEoJ9eO3qccSFeNs9pdYq1/HCjxWsPdrGrQWJ/GlhxrC/i0xt4PaPDlHY2Msf5qZy95zUXz2nwGkIRgmrVWDxP3fSpTLw6jXj7XJGHWrs4fbVRWgNZv5xRZ5d6enHs6Oqi/u/OEqPxsg989K4fWbykHPqgiCwqVTKU9+X0dKrY0F2OA8vzjyhJ2S1Clz2xh6KmuSArQhOt8ZIfmIQ9y9IZ5Id9VwNZgtrD7fx1s46qjvVFKSGMCbGn8snxJ62pkq/U7mouZf1xR0DCTxxQd5MTQpmarLtMdI5WKtVIO+pjagG0RgK8fEg0t+TqAAv/L3EAyUlJR79z12RuPeVmfRwRezSl8B3nOCcVbAZ70qpikONvWyrsM2xA0T4e3BRXjQKrQml3vbwcnPlSLMCmfrEJEJXFxERfp5EB3qxIDuCFQ5KFPSPnvbV2YrOHKj/2YjOTAslMUTCguwIJiUEnla5xf6pwPf3NLChtAOA+VkR3DgtgfzTrIo3GAcbenhsbSnl7UpmZ4Tx5EXZw/oPOhR6Fr1y4sg4SOJObKAXN09PZOnY6CG3N5qt/OX7Mj7Y28h5ycG8es34Yf16BrOFh78u4auiliEdz2cLpyEYRcrblfh5uZ2UUj4Ynx1o4tG1JUQFePHW9RMdkjPWGS08/2M5H+xtJDXMh5euHDts9IRUqeeRb0ro1tjEzh67MIvzkk+WR1i9r4E/H1dEx91VxL+vm8DsjOHLYSq0Jlbvb+T9PQ10qQxkRvpx24xELsiNOq0Y/06lng1lUlvxmj6n8vnpYQR6uw00/KPZy3xxUxW+HmIi/D2J9LfpDoX7eZ6RPIV2hY7Xttbw6YFmpqeE8MHNkwddT2+y0CbX0dKro1Wuo7Vv2dKr5bzkEO6Zl3Zax3G8Yajr0vBlXynTAG835mSEsyA7nILU0NOa3mmV6/hobyOfHWxCrjWREeHL7bOSWZwT6dB329xjy/59cFHGoPWvzRYr7+9p4MVNVVgFgZVzUrlletKQn2GxWJj+wjbafzGK+93MJB5alGnXcX1R2Mwj/ykh1MeDN5dPGPaeFASBD/c2siA7YtSm50aK0xCcZUwWK0+vK+PDvY0UpIbwr6vHOZToUtKq4O7PDlPbpeHmaYk8sDB9yKmk44e/RrOV++enceN5CbgNMvT9aG8Dj64tPen9p5ZmnxRpdDxtvVre2mUTAdMaLcxIC+W2giSmpdinGTMYTd1aNpR2sL60g6KmXgTBJqWxICeChdmj71T+telU6RG7uJyxgjyOojGY2VHVxcYyKVvKpSj1ZjzdXJiZFsqinEhmZ4aN2OmsM1pYe6SV9/c04CF2QaY2ctfsFC6dEGOXvMWWcil3f3YEg9nCiulJ3DU7ZdAaBW1yHU9+V8qGUilp4T48syyXyYmnHtFWdqhY+PKOgRBRTzcXtt9/PuEONNLHWuT87qND9GiM/PXSMSwbN/Ro4lzBaQjOIgqtiafWlfJVUSu3zUjigQXpDg27P9nfxDu76jBbBP5yce6wgmctvVoe+rqYndUyJicG8ddLxwwaxaE1mnn1pxpe31YL2MIRowO8CPGxhUreNiNpUJ9Ap0rPqz/VsLNaRkuvlovyormlIHHEssAag5nvj7Xz2cEmNEYLlR0qsqNsxWsW5kSQ4mBtXCejg8liZX9dDxtKO9hY1kGEnyeVUhWLcyO5YmLsiKd4BEFga2Unr2yp4WizreTlXeencvH46GENQqdKz19/rOSrohbC/Tx4eHEmF+VFDXocm8ukPP5tKWG+HuTFBgzph3tsbQkf7m0EQAQkhkp47ZrxDl3TMrWB//u4CL3JwpzMcO6anXLOX7dOQ3CWkCr1XP/OATpVeh5dksUl4+2vSKQ3WXji21I+O9jMjLRQXr5y7JA9R6vVyscHmnn+h3IE4KFFGVw7SIicIAj8WNLBM+vKaFPoWTY2mrvnppAYMnRmsFJvYtX2Ot7ZVY/RYuWqSbH836wUogJPnhIbrjSkIAgcaZbz+cFmvjvahsZoITlUwvVT45mdET6i4jUKnYm9td3srpHh6ebCIxdkObyP/0VMFis3vneACfE2dc2xsQEOC8xZrQJHmnv5sqiV7460oTLYagxfPiGGSyfEjMjR3G8QXt5czbEWBXFB3tw1O4WLx0UP21E61NjLE9/aykhOTgjiiYuyyYo6udHWGs28vLmKVTvqSQv34ZWrxg3auPdqjMx/eQcLssK5YEwUKz87jFJn4omLsrlqUqzdDbrRbOHBr4v5uqiVa/PjeGppzjld1tRpCM4CdV1qlr9zALnWyJvLJzokXdwm13HH6kMcbVFw5/kp3DNv6Dq5PRoj9605Qq/WhK+nmGcvzh20MW3u0fL6NtvcdFakH08tzWbiMI5gvcnCh3sbeH2bTeXxwrwo7p2XNugoo1OlZ9X2OnZWy1i3cvpJDU6vxsg3h1v5/GAzlVIVXm6uLBkTyVWTYx1OSDKYLRQ12vSIdtXIONYixyrYRjYLsyN48cqxdu/rf5l2hY7bVxdR3Pf9SNxdyU8KZnqKrVZ0qoMjLp3RwvrSdtYcbGFvXTcuIihIDeW6KXGcnx7msJNZEAS2lHfy0uYqSttssiaXTYhhXlb4kMfVX1PgbxsqSY/wZUJcICvnpA7qE9jeF2Ch0Jq4c3Yyd8xMwe0X6+lNFjzELohEIrpUBu5dc4Sd1TLumJnM3XNT7Y7qEwSBFzZU8u9ttSzIDueVq8adk1nF4DQEZ5xjLXJufO8gIuC9myY5pJW+p1bGnZ8cxmi28uIVecOWxCts6OHOTw7TozHy6IWZXJcff9INJAgCXxxq4anvygj0dmNFQSLX5Q9eDrMfq9U2cnh6XRkdSj0z00L544L0QZ1h/QZg9f5GjGYry8ZF8/iSbPy9bfPJjd0aVu2oo7Fby64aGXkx/lw5KY4L8yIdkpDo0RhZX9JBcauc/xxuQ9cntZ0X48/01FCmp9h6vKPp4BUEgW61LctXoTMh15pQ6E58KHUm/LzENPXoOP4eEgb2YVvGBXvTozH2hYqKB0JG/TzFfUub1lCEn+ewDlpBEChvV7G1spNFORGDOlCPR6E1sbfOZjR313RTL9MAEOrrweUTYpgQH0hBaqhD311Tt5YvDzXzxaEWovy9kKr03FqQxOUTYxwOExYEgU1lUt7dXc++uh5mpIXy2JKsYVVE5Vojz6wr58uiFjIifHnxirGDjg56NEb++MVRtvTpB02IDyQr0o+kUAkT4gNPuketVoG3dtbx/I8VjIsLYNX1Ex3KP3lvdz1PrStjYnwgb18/aeBeOJdwGoIzyK5qGb/7qJAAb3c+WjF52Bv0eD472MQz68qI8PfizeUThhRys1oFVu2s428bKokJ9OK1a8YP2kh3qQw89HUxm8ulTE4M4h+X5w079VIlVfHnb0ooauqloM8JPFho7GAG4K7ZqQOjhdI2BW9sr+P7Y22IXVy4alIsV02OG/RGPRUKrYkNpR2sK25nd40Mi1VgTkYYMYFeTE8NJT8p6LSzZm1Zu7ZM3aZuLU09OtvzHg3NPTqyo/wobOwddFtfDzH+3m7kRvvT0mvLXj7eDg88FYmID/KitE2JUm+2idb9QnsIYEpSEPvqegjx8SA2yIvYQG9ig2y5BGarQJC3O9Wdar472kZdX2N+//w07pztWNW0ll6tbTRVLeNYq4LGbi1+nmIWZEewJC+K85KD7Z5CslgFNpV18NbOeg419hLg7cb1UxO4YWq8wxXSTBYrH+1t5KXNVeiMFm6enshds1OG7TBsKZfy4NfFyLVG7p6Tyu0zk0/q6AiCwHnP/zQQJSQS2Yy0q0hExTMLBz3fH4rbuefzI4T6evDejZMcSvr87mgb9605SnaUH29cN57wc0yW2mkIzhAbSzt4e2c9Cp2JD1dMtjuuXRAE/r6xkte21nL15FgeuSBryESoHo2Re9ccYVtlFxfkRvL8pbmD3ijrSzp45JtiVHozf1yQzorpQ9dT1hkt/POnat7aUYePp5iHF2Vy2YSYk7ZR6k18uq+Jl7ZUYTRbuXhcDHfOTiExRIIgCOyt6+aN7XXsqOrCx0PMtVPiWDEt0W4VVaXexKZSKd8Xt7OzuguTRSA2yIslY6JYMiaSrEi/ETviejVGilsVtkeLwuZb6JNn6Od4HZ+4IG8SQ7zx93LHvy/hq//h6ykecby9XGvk7Z31CAhcPC7GlkOgM6HSm2js1tLco6O5V0tzr5Y2uf4E0btf8oe5NnXZkWoMGc1WdtV0se5YO5tKpagMZgK93ViYE8GSMVHkJwbZfZ6FDT28uaOOTWVSPMQuXD4xhlsLkhyWZJapDfxtfSVrDjUTLPHgwUUZXDIuesjrt1dj5LFvS/nuaBt5Mf7844qxJ40oFDoT5z23ZaCQEcCK6Yk8uuTUPqUjzXJu+aAQg8nC69eNH7as7PHsqZHx/PoK1AYzn902hTDfc0dvyGkIzgDrjrXxh8+OkBcbwNs3TCTQzvBQk8XKQ18X8+WhFq7Jj+PpYRxMJa0KnvuxnIP1vTx6YRbXnUKb6PkfK3hjey3ZUX68eMXYYespb63o5NG1JbT06rhsQgwPL84kSOLOt0fbmBgfSFSAF1arwJdFLbywvgKt0cKSMZHcMStlYASws7qL93bX81NFFyE+Htw8PYFr8+MH0vOHot+B/NHeRqQqPbtruokO8OKCMZEsGRNJbrTjoaNao7mvipmCklYFx1rlNPfoBv6fEOzNmJgAUkIlxIdIBhr+M6ns2a028M6uet7b3YDOZCHQ243Dj80fchuzxUqbXMemsg6+PdrOsRYFv7xTxS4i0sJ9yY32JyfGn8kJgaSF+zp8HnqTxebjOdbG5jIpGqOFgpQQxsUHcs3kOLtj32s6Vby1o55vDrcSF+zN2NgA7puf5rBj+WiznMe/LeVIs5xlY6O4Z17asEZl3bE2Hv1PCYkhEi6fGMvVk+NO+P+qHbU8+0PFwOuFORG8eEXekNNZrXIdK94/SHWnmqeWZnNtfrzd53Cgvocb3j1ATKAXn9425bQlTkYLpyEYZb453MJ9a44yIT6Q926abLesgdZo5vcfF7Gtsot75qaxcs7QIWeby6Ss/Oww8cHevHDpGHKH8D3srO7iQH0Pd80e3IHWj0xt4O8bKvnsYDMpYT48syyHKUm2aaDtVV3c8O4BMiJ8eXpZDs98X87RZjnj4wJ48qKcAQGtyg4Vz/5QzvaqLmZnhDI7w+bws8dJpjdZ+PZoGx/ttVWokri7cu2UOBbmRDIuNsChhsxqFSjvULKjSsbO6i4KG3pJj/CluNUWlZIb409utD9jov3Jjva3y0BZrQKdKgMtvVo6lHpUenNfz92MUm864bXebNMdcunTFxKJwEUkwtVFRI/GVoj+l9NB3u6uPLQog6A+VdOgvtoEwT4ep+wQlLQquOfzIwP1Ap69OIeWXh3FrTaD5+bqQqfKQIiPBwWpIUxPCaEgNcShuhZg+222lHfy5aFmtlV14SISMT8rnOVT45maZF++SKdSzyf7m3h9Wy0iEdw8PZE7ZiU7NJ1ntQr850grj39bisUq8PDizGHFGTtVeh79TwkbSqVcOTGWJ5dmD1yPepOFGS9spVdr5PqpCby7u56MCD9WLZ8w5LSpSm/irk8PozVYmJYSMuz9ejx7a7u56f0DJARL+OTWKedE7ojTEIwinx9s4sGvi5maFMzbN0y020nWrTZw8weFFLfIeWZZLtfkxw25/vt9zqfsKH/euWGiwzf1YGyv6uK+NUeJCrDJQN9a8HMmpsUqsOiVHVRL1QO9z1BfDx5alMHF46IRiUR0KvW8uKmKNYXN+HiIuWt2KtefF2/XFEVjt4bV+xpZU9iCQmciNcyH5VPjuXhctEMO5C6VgV01XX2Nv2xAliEjwpcZaaFMSwkmLyZg2AS+aqmKOplmQN2z/9HSqxtovN1dRRj76hC4iMCvb3rIz9O29PVww01saxis1n6ZCZvERKtcR0uPFq3RclJv/peE+Xog15qID/YmMURCUqgPSSESkkIlJIZICJK4Y7RYefWnGiraVby5fMLAlIkgCDT3ajlQ38vO6i52VcsGJDnSw32ZnmozCvmJQXg54NBt7Nbw8f4m1hQ2I9c6/ns192h5cVMV3xxuxc9TTJivBw8tziTA2w1PN1c83VyJDfQestPSrtDxwJfH2FktY0ZaKC9cOmbIEYrFKvDSpipe3VpDbrQ/r187fqChr5KqUOlNTIgPYltlJ3d9ehixi4g3rptAftKppWJMZgt/6gsR/b/zk7l/frrdxmB3jYyb3z9IcqgPn9ya73D1tNHGaQhGCbPFyiX/3kOAtzurlk+wO0ysW23gnjVHqGxX8fSynCEjgyxWgafXlfH+ngbmZYXzylVjT1u4zWC28Lf1lby9yxZf/a+rx580dfRFYTN//PLYCe+tviWf6SkhaI1mVu2oY9WOOkwWK8unJHDX7BQC7ejllLYp+HBvI2sONuPiImJBdjjLpyQwJcn+BCWZ2sD3x9rZVCZlb60Mi2DTiZmeEsKMtFAKUkMc1h265PXdA1pLvp4/F4I53lcQ4uNOoMQdX083JO4jqyKm0Jp4e1cdb++sR2eyEObrwfcrC+g5rgZBr9ZIU4+Wui4N9TINjd2aEwrh+Hu5cdWkWB5aPLwMQv8oaWe1zTF8oKEHo9nKmBg/EoJ9WDo2yqFooV+O4NIjfJmVFsptM5LscgyXtCq48b0DJyij9rNsbBQvXzVuyO0FQWD1/iae/b4cN1cRTy3NYenYwZPK+tlUJuXez4/g6irin1eNY0bayXP89TINKz89jM5o5p556UMqhFqtAo/8p5hPDzRzy/REHrkg0+5rYXtVF7d+UMiVk2J5elmOXducKZyGYBRRaE14uLnYbQTkWiNXrdpHQ7eGd26YxLSUU+cXaI1mVn56hM3lUlZMT+ThxZmnnaBS06lm5aeHKWtXcv3UeB5enHnSse+rlXHVW/sBW9RL/1WxbGwUi3MjWVPYzObyThbnRvDAgoxBReVK2xTc9clhnrskl/ykYCo6lLy8qZr1pR34eYq5bWYSl42PtXvOWWs0s7FUyn+OtLKz2hY9lBnpx7KxUZyXHEJ2lN9p1RE43NSL2MWFuCDvsxLq16Mx8vbOOnw9xdwxK2XIdfurqNV1aajtUlMv05Ad5T/sKHIwdEYL++pkbCyzVYaTa00EeLuxODeSpXlRTEoIsut7FASBoy2KAdkILzdXbjwvgVsLkobtEFitVi78125K25UnvP+Xi3PsnntvkGm474ujHGrs5bYZiaycM7QEe71Mw+0fHaKqU8XjS7K44byTVYIVOiO3fFBIYWMvz16ce5Jv4XgEQeDJ72wdtOunxvPEhdl2X38HG3rIjvI77Q7d6eI0BL8SCp2J697eT6VUxTs3TBwy+kClN3HH6iKkSj3Lp8YPqftjD4JgS8B54tsyPN1c+NtleczNCj9pvXXH2rj708NYBJsKaUFqCIkhPgT7uLOjuouNpVImxgfy4KJ0JiYMPoS2WAWWvrqLkjYlUQGe5MUE8GNJB74eYm6ensjN0xPtmp+3WKzsqJGx9nArG8ukaI0WogO8uGhsFMvGRg/rAHcyNP3RQmuPtLGxVIrOZCHS35OL8qK4YmIMyWH2fb81nSpe2VLDumNtSNzF3DwtgRXTk4Y0qEq9iXkvbqdTaUDA1uF4ZHEmN01PtLuzY7EKvLPLFkIdHywZNuRaazTzxLelbC7vZEF2BM8sOzkwQ2e0cMfHh9hW2cWfFmZwx6zkU+5PEASe+7GCVTvquLYv0ONMFzUaTZyG4FdAbTCz/J39lLQqeHP5BGZnnNwI96PUm7jh3QMUtyj451VjWWxH8YuhMFmsPLa2hJpONR5iV/5xRd5JUycKrYnHvi1h7ZE2xsT48/wluWRF+SMIAuuOtfP4t6Wo9CZWzk7l9lnJQ8aYv7+7nie+Kxt47eYq4vaZyayYnmjXvKhKb+Lzg828v6cBF5EIhc7E4txIlo21v8d6PFKlnu1VXczJCHM4rv23gsZgZnO5lLVH2jhQ3wOCwNi4QFYUJDIzNdSu77yyQ8UrW6r4obgDX08xt0xP5NaCJLxP0VPfW9vNNW/tQwByovwoaVMyLi6AFy4d41C8fn8Spsls5aUrxw7awelHEAT+tqGS14fI/DWardz3xVG+O9rG72Ym8eDCjCGr/f19YyW7q7uZmBDIn4cIQz3XcBqCs4zWaObGdw9yqKmX164ZP2RReqXexPXvHKCkVcGrw6xrD3KtkTtWF7G3rpvfz0rmvnlpuP6iES9q6uX3q4uQqQ2snJPK72fZknE6lXoeXWuLvMiL8edvl+cNK51d3CJn2et7Toh7d3d1YdsfZxE1jFR3q1zHe7vq+exgM2qDmcmJQayYlsisjFCHYuRNFiuHGnvZXtXFtsouyvumIF65auywOvP/S+yplSFxFzus2tqlMvDFoWY+2NOAVGkgOVTCzdMTuWRcjF2S1GVtSl7eXIVUqadDadPZuiA3ctBjWLWjliqpmhcuzeW7Y+088W0paoOZO8+35UbY67toleu4/aNDFLcq+MPcVFbOTh3SeL23u54nvysjM8KXV68Zd9Lox2IVePzbElbva+L2mUk8sCDjlPs7fprokcWZ3Dojya5j/rU5o4ZAJBItBF4BXIG3BUF4/hf/F/X9fzGgBW4UBKGo738NgAqwAObBDvKXnOuGwGIVuOvTItoVelZMTxyytJ1CZ+L6dw9Q1qbgtWvGDysvMRx1XWpWfFBIa6+O5y/NPUn0ThAEPtjTwNPflzM7I4y7ZqcMpNpvKO3ghR8raJHruG9+GjdPSxw2qWhLuZQVH5z8W/h7ufHZbVNOqeZ4tFnOWzvr+LHEVsTkgtxIbilIdEiaQ6bWs6msk+2VXeyukaEymBG7iJiYEMjMtDBmpYeSEeF4XH0/giCgNpjpVhvp7nPsdqsNA8893Vxp6dUOyEkIfdv0PweICfBCZTAT5O1uCxOV2JzPQd7uA6GjXm4jc0IPxtLXdnO0WU50gK2QzaLcCCbEBdo9ojKarfxQ3M47u+opblUQ4O3GtflxXD81wS5nfFFjD4+uLaW0TUlBaghPLc0Ztp5xt9rAk9+VcaRZToS/By9eMdbuuhN6k4WHv7FF9MzNDOelK/LwHWIK8pvDrdzz+REA5mSGsSArghlpoQN+K0EQeGVLNe/trueS8TE8tiTrlL+NxSqw8tPDfF/c/l/T4ThjhkAkErkCVcA8oAU4CFwtCELZcessBu7CZgjygVcEQcjv+18DMFEQBJm9n3muG4Jnfyhn1Y46nrgwixunnbqilEpv8x+UtSt5/doJzBtieGsPe2pk3PFxEa4uIt5cPuGkKmMGs4VH/1PCmsIW5mWF89KVY/HxEGO2WHlhQyWrdtSxMDuCBxamDyuT0dKr5cnvythUJiXA241J8UGsnJNKkI87wRL3UzrSDzf18vnBZj472Iyvh5ir8+O44bwEu4r89J+DLc69ZUB1VOIuZmZ6GDP7QkcdCUUF2+9Q06mmWqqmSqqiulONh9iFbZVdGC0nS0KALRcgPzFoQL+nv7EQDfyxLZLDfDjU0Euv1jhoqUuAGamhyNQGUsN9SAn1ISXMh9RwH+KDJQ6rhsq1RjaXd7K+pJ0d1TKMZiuhvh4syA5nUU6k3RnDgiBwsKGXd3bV2cpCJgeTFu5nV6SY2WJl9b5G/rGxCq3RTJDEgwcWphHh70WwxIMQH/dBQ6F/LGnngS+O4eIi4uUrx3J+Rphd59xf+OXLQ824iES8fcMkQn1PPR14zVv72FN7Ymb5pIRAPrttKq4uIgRB4Kl1Zby3u4F756Wxcs6ppTz0Jgs3vHuAoqZe3r9p8pCBIOcCZ9IQTAWeEARhQd/rhwAEQXjuuHXeBLYJgvBp3+tKYJYgCO3/a4bg84NN/OmrYpZPiR8yVMxgtl1AALdMTxpyjtMevi+2OXwTQ3x498ZJJyXJdCr13L76EEVNclbOTuEPc9NwcbGpLt71aRH76nq4bkocjy7JGnJKxmSx8v7uBv6xqRIRIu6em8rN0xKHHc43dWv564YKvj/WTqivB7+bkcSVk2LtarQFQaC4VcGXh1pYe6QNhc5EhJ8nl4yP5sK8KId6/Z1KPYeaejnU0EtVp5oaqeqEmsMeYhdSwnwYHxeAt4eYEImtVkO/gQv28TiloavpVPHSpmpmpYdy+cTYE/5ntQoo9aaBcNEejYlejZEerRGt0czRZgU1nWpajg68BAAAIABJREFU5T9nQYtdRCSESEgJ9SE/KYjMSD/GxgbYHa2mNpj5qcJmFLZWdKEzWZiTGUZGhC/X5scPO23XT1O3llU7avnkQBMSdzF3nJ/MzdMShz2OTqWei/+9m9bek2s6P3lRNjecl3DS+w0yDXd8XER5u9IuFd7j2VrZyR2rDxHp78XqW/JP2bnoVOnJf3YLxzd94+MC+Pr30wZeW60C9395lK+LWnl6aTbLhwjcUOhMXPnmXlp6dXxx+9QR1+k4G5xJQ3AZsFAQhFv6Xi8H8gVBuPO4ddYBzwuCsKvv9RbgT4IgFIpEovr/Z++8w6Oqszf+mUnvPSGNEgiEAAkt9I4KqCAoIiwWUEFUVCyrrruubXXtgg1FRRSkqSCISpdeQgJJSEJ67z0zyWT6/f0xmUgyM3cuxbK/h/d5eIDMnTt3Jne+53zPec/7Ao2YdtOfCoKwxsbrLAWWAnTv3n1YcXHxFV3374FTBfXc+flpRvcO4MtFCTYzL0EQeHJrKtvOlfPeHfHMGSLds8AaNiWW8I9t57l9eATP3xxrMcGZWmpyU2pu0/HOvHhuHGTiSycXN/DQN2dpbtPx2hzLMlJXlDWqeHTTORzkMvw9nPn3zAF2M/nGVi0f/prH1yeLcJTLWTK+F0sn9pY0id2kMklYb0osIafalKVPG9CNucMiGNsnUNIC0dCq5VRBfYfxfX5tKw5yGe5OcroHeBAd7El0iBd9Q7zoG+JJhJ/7JdN1lWodq/bn8uXxIgyCSSDvi0UJl3QOM1o1egpqW8mrVZJb3UJeTQt5tS00qUxBxNlRztDuvh0m9FIDQ5vWwOGcGnaklLM7o7pjYvju0dLnOXKrlbyxO4v9F2ro5u3KEzf05bahEXZ9KKavPEJ2dUunn3+7bLRNX2y1zsALOzLYklTKmN4BvL9giGSJhqSiBhavO4OniyPr7xtpU8l0yVdJ7M+qRhBMxIY9KyZY7IL1BiPLNpzlQFY1K+8QL/1UNat5+rtUypva+G7ZGEnzNX8Gfs9AcDswrUsgGCEIwiMXHfMT8N8ugeBpQRCSZTJZmCAIFTKZLBjYBzwiCMIRsdf8K+4Iiupamf3xcQI8nNn20FhRquR7+3JYdSDX7rZTCjacKuZfP6QzuV8Qq++0PuD28o+Z7M2sYs1dw4kN80YQBL45VcyLP2YS7ufGJ3cOs5vF/HK+kme+T8MomOQNZtmph5o9DT48mEeLRs/twyJ54oa+FnVmQRDYmFjC+D5BdA8w7WJqlGq+OFrIhlPFxHTzQgDmDovkprhQuxRUjd7AmcJGDmbVcCK/jqwqJWDS5E/o5c+Y3gGMjgokppuXhT69NRiNRlq0BprbpajNktRNbVoSCxs4X9ZkmkS+aPgr2MuFOUPCcZDLcHSQ4yiXEezljLOjQ4cvcoi3yyWVsJrbdCQVNXSY0KdXNCMIph3M0O5+3BAbwpg+gZLotaUNKjacLmbLGdPEcN8QT+4e3ZM5Q8KtWkF2xemCel77JYvU0ib6hXjx/M39GSdCi86raWH6yiPo22tjPm6ObH9orN3y49akUp7/IZ2Ybl78Z/ZAUXmVi5FR0cw9axMxCvD1vSOsKvTuz6zm/q+T8HFzQqXV0z/Um2/uH2nxO1HrDCz6MpGkokY23DeCUVb8v81IK2ti7uqTHYngX5FW+pctDXU514tAiyAIb4u95l8tEKh1Bh7ckEy1Qs3qO4eJCmR9l1zGU9+mMndYBG/NjbuiJuHXJ4v4944MpsYE8/GdQ22WdHQGIy1qPX4ezhiNAq/+fIGT+fWE+bryzrzBoourWmfgPz9lsuFUCfERPnywYGjHgm0L50oaefWnC2RVKhjey59nZ8QQ0816oPk+uYwnv01lYJg3Hy0cyudHC9mSVIreYGRmfBgPTIwiNlTcHNxoFEgsamBHSjk/pVXSK9CDrColw3v6MaZ3IKOiAoiL8BGtt+sMRorrW8mrMQ1w5de0kF/bQlG9CpVW32nK1x5kgLOjHINR6Fj8hvXwI7mLrLWHswMhPq6EeLnSzceVmG6eRAWZRORCvF1E743mNh1nCtsDQ2E9bk6OnClqoF+IF7MGhzErPsyu9Lh5YvirE0VkVCgI83Fl7vAI7h8fZVcXyOx69+buLBzkMuIifHlhZqxNqrA5+XFzcsDJUYbeIPDKLQO5bZj4LjSzQsHzO86TValkzd3DJdfgzSZRijYd3ywZaUFC0BuMrDlawA2x3Siub+WB9ckM7e7HV/eOsGBJKdU6nv4ujWN5dexcPk60+W1OzB6/ri+PXXdlSd7vgd8zEDhiahZPBcoxNYv/JghCxkXH3AQs57dm8fuCIIyQyWQegFwQBGX7v/cBLwuCsFvsNf9qgeDFnRmsO1HEukUJTBJpcJ3Mr+PutYmM6OXPl4tGXJGZipkKd31sCB/9baikc+kNRp5tVz1dNKYn/745VjRryatRsnzjObKqlDwwIYonb+gn+joavYGV+3P59HA+oT5uvDZnIBP72f48Glq1THr7VxRtesCk5eMgl3Hb0AiWTextdXrZDLNJy46UcnamVlDZrMbd2YFpA7oxKz6UMX0CbQZGo1Egs1LBqYJ6qprVHMyuoaRe1bFoA4T6uNK7vXEb5uuGr7sTvu1S1L7uzvi6m8xl3JwduVCpYP2pYradLUOtM+Lv4czZ56/vuE6DUUCtM1LboqGqWU2NUk1Vs4lmWaPQUKVQm2iXzW2Y9ekCPZ0ZEObDwHBvBob5MDDchwg/N5vBoUah5pf0KnamVnQEnCHdfZkVH8ZNcaGiUsiCIHC2pImdKRV8dbIIX3cnlk/uw52jetgtO6l1BlYfyuejX/Pw83Dmv3MGWe13qXUGHt+Swi2Dw4iP9OWxzSkkFjZw65BwXp49ULRUaLZ/Laxr5b07BotKQVyMiqY2XtyZwcn8Or59cIzNZARMPgKPb0nhzlE9eP7mWItyV2mDilkfHiPIy4XtD421uXMSBIEntqbyQ0o5Xy0eYVXa4s/E700fvRFYiYk+ulYQhFdlMtkyAEEQPmmnj34ITMdEH13c3h+IAra3n8YR2CgIwqv2Xu+vFAgOZlVz77ok7h3bi3/PtD1YUtWsZuHnp4jwc+f9BUMkTdnawvfJpbzy0wVG9vLngwXSgoBaZ+CRTefYl1nNiuuieWxqtF2tlq9PFJFZqeCdefFMElnQAc6XNfPktynkVLcwPyGSf97U327p4+FvkvnpfFXH/50cZOx4eCyxYbZ3AAq1jp/PV7L2WCE51S04ymVM7BvELUPCub5/iFXOu9EokF2t5GR+PScL6kksbKC5TQfAhL6BuDs50ifYk97BHvQO8iQqyFOymmzXa9t+thxnR7moVIEttGr0ZFUpSC9XkF7eTHqFgtxqZUeAmhUfxvsLxHV5wLRo7UqrZEdKOVlVSuQyWDiyO1NiQpjUL0j0955e3sybe7I5klNLmI8rK6633wcAUznmqW/TuFCpYM6QcNHdAZiolx8czOWDg3ncEBvCczf2F93BNKt03PeVaS7n5VsGctcoabIU5U1t3PbxCQQEvn9wjCgt9ZvTxfxzezrLJ/fhqWn9LB4/llvH3WtPM2NQKB8uGGLzc1Rp9cz+6Di1Sg27Hh0vmRH3R+DaQNnvgBqFmumrjhLi7coPD4+xmYEajAILPz9FamkzPz4yzq4VnxgOZddw77ozzIwL4+158ZLohUq1jqVfJ3OyoN4upRVg/aliXtiRTlyEL6sXDiVU5EbW6o18+GseH/2aR6CnM6/fFsdkO0HDYBSY9cFRMiqVFo/9++ZY7h1neX01CjVrjxfxzaliHB1kRAV5MHtIBDcNCrUq79umNbDvQjUpJY1sP1dOo8q08Hf3d2d0VACjevszKirgskzY/0iodQZyqpWklyvo5uMiOp1uDbnVSnamVnA8r46zJaaa/tIJUcyMDxNNIE7k1/HG7mxSS5uIDvbk79P62fUU1uqNfNR+L/h7OPPanIFcFys+F3M8r44HNyTj4uTAl4sSrNbzzWjTGli+8SwHsmp4bGo0K64TT2bMyK5ScvsnJwj0cuG7ZWNsykELgsA/tp1n85lSPl44tINUcTE+OZzP679k8dyNMSydYFuKIr+2hae2phLq48pHC4f+bl4Xl4prgeAqw2gUuOfLRM4UNfDj8nGi4/HvH8jl3X05vDU3zoJWeCnIrlJy2+oTdPd359tloyU19prbdDy66RzH8up45/Z4Zg+x3eS92DVtcr8gPlo4VFQkq7K5jbd2Z7PtXDm3DgnnhZkD7Iq3nS1p5N870kkvN03+3hAbQq8gDwI8nPH3cGHGwG6d3ldRXStrjhbwXXIZeoORGweFsmxib6sLht5g5ER+PT+klLMnvYpWrYEJ7Zr8psU/4C+Vnf2R0BmM/JhawaeHC8iuVhLq48p943oxf0R3m7sfQRDYnV7FW3uycXN2INjLhf/eKi4DDaZdxVPfpuLr5kR8pC9PT48R3VHkVCtZtDaR5jYdn9w1TFSPy1zeTC5u5JbBYay4rq+k959Y2MCdX5wmNtSbjUtG2ryvNXoD89ecIrtKyfaHxlo03wVBYPnGc/ySXsmWB0aRYEN7C2Bzokmu/rU59iXn/yhcCwRXGd+cLuaTQ/ksm9RbVD0xsbCB+WtOMis+jPfuGHzZmUGNUs2cj06gMxjZsXyspExWrTNw99pEqprVPH9zf64Xyc60eiPPbktj29ly5idE8p/ZA0UHj86VNLJ0fTIqjZ535sUzfaB43bahVcubu7PYfKaUEG8XUQkCgIzyZlYfzufn85U4Osi5fVgESydY2h8KgkB6uYLt58r5Ma2CWqUGL1dHbhoUyi2DwxnZ69J1iv4/QxAEDuXU8unhfE4VNODt6sjisb1YPLanzVKO3mDkm9PFvP5LNk4OMl6YOYBbh4aL3ssanYFXdmWy4XQJk/oF8f6CIaIN6KpmNYu+TCSvpoU3bosTbSILgkkK4uuTJfzrpv7cP16avMOejCoe3JDMzXFhvDsv3ub9Xa1Qc/MHx3BzcmDn8rEWn0urRs+TW1NJK2vilxUTbJZ5BUFg4eenSStrZt8TE/4Su89rgeAqori+lWkrjzC+TxBr7h5m8wvR2KrlxveP4uIoZ9ej4y+r7gymBf2ONafIqVKy9YHRHS5hYjAYBZZvPMsv6VW8v2AIs+Jty1yoNHoe2JDM0dw6Sa5pO1LK+ft3aQR7ufDFPQmSLDE3nCrmcE4t947rxaNTo21+FnUtGv77cxYVTW2klzdz5+geLB7b02azM7m4kdtWn8DZQc7kmCDmDAlnUr9gyUNXVwq1zkBzu1uZURBwdpDj4iRv/9sBZwc5Tg4yuwlAjVLNrtRK0sqaeHn2wEty87pcpJQ2seZIPjUKDXm1LTw9LYY7EiJtZu9Fda38/btUzhQ1Eh/hzWNT+zI5Jlj0vW04VcyLOzPoHuDO53cPF6WMKtQ6lq1P5kR+Pc/OiOGBCVGi8g6PbDrLz+erLmkWZ9PpEt7dn82ChO48cYNlH8CM5OIG5q85xT9m9LdaqkwtbWLOx8eZOyyCN+fG2zxPSb2KaSuPMLp3AF/cM/xPLxFdCwRXCUajwILPTpFZqWDf4xNFt8kv7kzndEEDb86Nl7R4W4NJOTGL1YcK+OSuYUyToEUkCAIv7szgq5PFdjMmtc7AvevOoDcIzB0WwbwE26Uro1HgnX2m0tGIXv6sXjhUVNlTbzDyzr4cVh/KZ1C4D2/OjbM5r2AwCmw8Xcxbe7JRaQ0sGR/Fg5Pt2xsajQLbzpVzff+Qq+opIAgC1QoNuTWmwa6SBhXF9a00t+lQqPU0t5nmCcxOZmE+rp0mlC+GTAaDwn1oVGmJ9HMnws+NCD935DJILWuisVVHckljx6TrzuVjL0lz6UqRWdnMizszSSxsIC7Ch5dmDWBIdz+rxxqMAutOFPHKLpOCjLOjnJ4B7vQI8KBPsCcPTeptQRI4VVDPgxuSMRgFPvzbUFEmjVZv5Jnv08ipVnBzXLioJLRGb2DR2jOcKWrgs3uG2+1NmfH3b1P57myZXVZPTrWS6GBPm4v3G7uzWH0on3WLE0TJFF8cK+SVXZmsvGOwaGn2j8C1QHCV0KLRs2JzCjfEhogumsfz6lj4+WkendJHNPOwh21ny3hiayr/mBHDAxNtfykuxseH8nhzdzZLxvfinzfZZjLpDUYe3niWPRnVdm9StU7P41tS+CW9mvkJkbx8y0DRZmO1Qs0jm86RWNjAghHdeWFmrM0sPbW0iX/9kM758mZGRwXwyuwB9JGoi381YDCaJCwyK5pJKW0it6aFvOoWlBp9xzG+7k70DPDAw8UBn3YaqbebE96upn97uTriIJeh1RvR6I3tfxs6/i+TQVGdirJGkxVmjVJj83renhvPxH5Bono5VxuCILAztYJXf7rQcW0PTuxNhL8bfu7O+Lk7M7ynXwc54a09WXz0a77FeXavGG+VplnaoGLJ10nkVCtZecdg0YFEo1FgxZYUdqZW8N9bxc1ilGod89ecoqC2lY1LRtoMYBejTWvglo+OUd+i5efHxl+ys50ZGr2Bm98/RotGz57HJ9hMWgxGgds/OcGAMJ9rDmVXE392acj8mdnKFDR6AzNWHcVgFNizYsJllylKG1TMWHWU2FBvNi0dJUn6YF9GNUvWJ3HL4DDemzdYVEb3me/T2JpUxgszY1kswiRS6wzc/1USWr2B6QNDWTzW0unpYhzLreOxzedQaQ28dutAm9v25jYtb+zOZlNiCUGeLvzzpv7Mihe3ILxaKK5v7bByPJFfh0KtZ1h3X4ob2tplJzyJDvakT7AX0SGeBHg4X9XrUusMnC1u4N19uR28/67fxB4B7gzr7sfQHn5M6hckWZHzSqBU65j6ziFqlJa2kn+f1o+HJ//mrLZsfTJ7Mqo6rntmXCgf/G2ozXO3avT8Z1cmm86U8vItA0SNl7R6I0vXJ3Ekp5aP/jaUGVYYPGbUKjXM+/QkPQPdeW3OIEm1+LwaJTM/OE5chA/f3D9SkhCfNaSUNnHrx8e5fVgkb8yNs3mcSqv/093J4Fog+EPx0a95vLUn2+6WUQwGo8D8NSfJqlTy82Pj7U6Jwm8394xB3Xj91jjRjP2/v1zg08MFPDo1mieut8280OgNLFufzKGcWt65PV5Uj0gQBDacKuHfO9PpE+TJxwuH2mRTpZQ28Y/v06hr1TIzLozHr4++ZNXQS4HBKHC6sJ4fUys5lldLaYNJ3C3Mx5Vx0YGMiw5iVJS/6ODV74WzJY08uTWVwrpWegd58ObceM4WN5JU3EBycRM6gxFFm46B4T7MjA/lpriw35391FWhUy6DvY9P7ER9LqlXMeWdQx1zDmE+rqy7d4Sof4VWb+Shb86y/0K1XTZNm9bAnV+c5nxZM2sXJTAu2vZUcW61kls+Os7AMB82LpG2sJt321e6a39zdxZJxQ08Mz2GYT2s6yf9VXAtEPxBKG1Qcd27h5naP5iPFw677POYg4nURphaZ2DOxyeoVqj5xc5294ujBbzy0wXuGtWDl28ZYDPT1RmMPPzNWfZmVtvdoguCwCu7LrDpTAmzB4fx/M2xVjMgs7bQSzszCfZ24YMFQyRt5y8XpQ0qvk0u47ukUiqa1fQN9qR7gAfjowMZFx1IVKDHn97AA9Pv79PDBUT4uXVizAiCQGFtKweyavgxrYK0smbAJFkxMy6UGweFWpV0vlJUK9RMfvsQKq0BMPlLbHlglEXZx1wnf2FmLB8fyketNfDhwqFMFKm9a/QGHtxwloNZNbx5W5xoibVZpWPepycpbVTx7QOjGSAyZ7D9XBmPb7m0hf3FnRkcyall1fwhl93HU2n1THrrEJH+7ny3bPRf4n6yhWuB4A/Cizsz2HqmhANPTbpsulh2pZKbPjjC9IGhfCAywdj1ddedKGLtouGiQ0fHcuv4x7Y0RkUF8MZtcTZLR3qDkce2pPBTWqVNyWAzjEaBf+1IZ+PpEhaN6ckLM62beah1Bv71QzrfJZcxsW8QK+8Y/LuoNGr0BvZlVrPlTCnH8kzq5uOjg5ifEMnUmGBcroBRpNUbTQY1rRoaOsxqtDjIZbRq9e0sIdMfRwcZzg5yU0/B3YlIP3cCPa+sxFRc38qutEp+TK0gq0qJu7MDU2KCWTy251XPRjeeLuG57efxcXPC0UFGq0ZvoVJrNAqUNKjoGehBRVMb932VRHaVgtfmDGK+SOKg1hlYuj6Zo7m1vDU3nrkidNEahZq/f5dGSX0r2x4aK3rPmBvBG+4bKUmXSKHWMeXtw4T7urLtobGXrDxrhlkB+FOJhI4/C9cCwR+A82XNzPzwGE9P68dDF9VSLwWCIHDb6hM4yGV8fneCJCaMWUnRnsxFrVLDjFVH8XN3YufycTYtCAVB4IUdGXx9qtiuDZ/eYOTp703zBw9O6s3T0/pZXehK6lUs25BMZqWCx6ZG8+jU6Mv+0tmCSqvny+NFHLhQzdkSk0vX7cMjuH145CWXUlRaPRcqlWRWNJNRoSCzUoHOYOSClWlogPhIH1JLm60+ltDTjzNFpj6Am5MDEX5uRPq7E+nnRmyYN72DPBkU4WN1Ml0QBMoa2wj0dLH4feXVKNmTUcXnRwtpVOkY2cufhyb3YUJ04BUFG5VWj2v7tbyzL5vx0UFEBXmwfKOp+f+3kd35983Wm/9mjn1WlYL7xkeJSkGYe09pZU2sWjBElPVzvqyZW1cfZ2LfYD4ToWyrtHpmfXicJpWOXx4bL6nhviOlnMc2p/Cf2QO5U6J0RVfoDUamrTyCAOxdMeGyew6/N64Fgj8A93+VRGJhPcefnXLZ9e4fUyt4ZNM53rhtEHck2J9GrFVquOG9w4T5urHtIdsyF+ZJ6MTCBnYuHyfK/V9zJJ+1x4u4c2R3lk+xraCoMxhZ0b5reOL6vjwyxfr8QXJRA898n0aNUsPK+YMtdix1LRrJevO2rmPLmVJWHcilVqnhjuER3BgXxjiJngXmazhwoZrMCgXH8uooqGvtoHP6uDkxIMyb+Agf3J0dO0xq/NydCfA0TUR7ujhiFAR0BiM6g+lvrd6IzmCkTWegqllNaYOK0sa2jr/LGlT06+ZFUnEjLo5yBkf6Mijch+Y2HT0DPUgrayKxsIFGlY55w23z1VVaPZsSS/nsSAFVCjUDw715eFIfpg3odsnDdHqDkbvXJuLn7szbt8d3Cj56g5G39mbzzakSpvYP4tU5cVbnQXQGIw9uSOZAVg2r5ovPsLRpDTy88SynC+rZsVxcfmXtsUJe3pVpU4bEjOwqpamBOzyCF2baLn2aYR78Si9v5sCTky6brbUvs5olXyfx6pyBokOmfyauBYLfGenlzdz8wbErkp9V6wxMfecw3m5O7HpknKRF7JGNZ6lWanj91kGiwzrmnoO9Wv+ZItMgzQ2xIXwsopFiNAq8vvsCa44Uiu4akosbuPuLRAZF+PDmbfEWEtZ7MqpYsTmFD/82hKn9L01Hx2gU+Ol8Je/szaaoXkVCTz+emR7DcBuGJ11RWNfKvswq9mZUd/D4J0QH4uLkQGyoNwPCvBkQ7kOYj+vvUvcVBIG6Fg1nS5o4U9hAYlFDRw+gK1ZcF21XTkGjN/DDuXJWH8qnqF7F7MFh3Dmqh+TPw3xNnx8t5LVfLhAX7sNndw+36EHsSCnnia2pDO3uy7rFI6xKnah1Bu7+wmTh+Pk9w0VJE5XNbdz0/jECPJz54WFxZc8lXydxOKeWbQ+OFa3pf3mskJd2ZbLmrmGSfMDzalqYseoIM+PDeHfeYLvH27q+Oz49hQCsv2/EHzbUeCm4Fgh+Zyxbn8zx/DqOPTPlspVFzfz/jfePZIyE+mZiYQPzPj3JY1OjeVyE+ZNU1MAda04xY2A30Z5DXYuGm94/ahqtf2Sc6DDXu3uzef9gnqiIXUppE3d9fppALxc2Lx1l0cD+5nQxz/9gErdbuyjBphiYNaSVNfGfXZkkFjUS082Lp6f3Y3I/8SlXME3w7j5fxfpTxeTWmFyzYkO9uWFACNfHhhAb6v2nNvvqlGqe+jaNQzm1nX4+rIcfS8ZHMTkmSNRKFEwMqR9TK3h7bxblTWruGtWDp6fHXNJk+96MKh7bnIKfuxOf35NAbFjnJvGutAoe25zCsO5+fLk4werirVDrmP/pKQrqWvjm/pGiPYxjuXXctfY0M+PCWDXfthSLeVrf2VHOrkfG2dx56wxGbnr/KG06A/senyhpUX5jdxanC+p5YeYA4iMvb6DPPD8kdUf/R8NWIPhrFrL+x5BVpWB3RhWLx/a67CBQq9Tw8a/5XNc/RFIQMBoFXt6VQaiPK8vsDJp5uDgyITqQ124dJDqyv2JzCo0qHR8tHCoaBHanV/H+wTzmDouw2UROL2/m7i9O4+fhzMYlIzsFAUEQeG9fDv/cns7EvkFsXDJSchAwGAU++jWPWz8+gZuzI+/Oi+enR8czJUZcGTO3WsnT36Uy7vVfeWdfDgGezrwwM5ajT0/m58fGs+K6vgwI8/nTGR+BXiYK5rrFCR1lGRmmJvGyDcmMfO0Ab+/Jpri+1eY5HOQyZg8JZ/eKidwzuifrTxVz/buHOZhVLfk6bhjQjW+XjcYowNxPTrA/s/Nzb44LY+Udg0kuaWTxujO0XjR8Z4a3qxNf3TuCbt6uLP7yDPm11vsrAOOiA3ny+r7sTK1g/SnbNrR+Hs68v2AIcRG+FnMXF8PJQc6LMwdQ2tDGZ0cK7L5fgIcm9qagrpUPDuZJOt4axvQOIKabF18eL+J/Kcm+tiO4Cnjpxwyyq5R8vHCoqAa7GFYdyOFwdi1v3R5PbzsWfgBbz5Ty9PdprJov7qUqFSv35bDyQC6v3yrO9sitVjL7o+P0CfZkywOjrWZamRUKFnx2Ck8XR7Y8MKrTIJTeYOT5HelsSizl9mERvHbrIElS2mAqITyxJZWTBfXcFBfKa3M0mmvDAAAgAElEQVQGiQZeQRA4WVDPZ0cK+DW7FlcnObcPi+Tecb1EXaasQWcwUtqgoqC2lYK6FgrrWhGAgtpWNHojGp2h4+8egR6UNaoI8HBpN7z/zfS+d5AHfYK9RE1mzMipVnLP2kR6B3mybnECR/Pq2Ha2nBqFmuTiRuYlRPLolGi7aqDJxY08+30auTUtzIoP4z+zB+ItMWGpVqi5/6sk2rQGHpsazczBnev9P6ZW8Njmcwzv6c+6xQlWKcOlDSqe236e6mY1O0RICkajwP1fJ3Eyv54fHhpDv6tgAv/QN8kczKrh4JOTCJNAGFi1P5f39ufYnJCWgi1nSnjm+/NsXjqKUVG21Un/DFwrDf1OaNXoSXh1PzfHhYqKT4mhRaNn9GsHmBwTLMl4RKnWMfntw3T3d+P7B8dccRabXaXk0c3nGNbDl1dn2941NLfpmP3RcZRqHT8+Ms4qPba8qY3ntqWRU93ClqWjO/UEBEHgjd1ZfHGskAcm9ObJG/pKvvbd6VU8uy0Nrd7IS7MGMHdYhOhzL1Qq+PRwPj+kVBDg4cw9Y3py56genXYeRqNgs5lao1RzNKeO5OJGTubXUdrY1snBLMDDmRG9/GlUaXFxdMDVSY6LowMujnJ83Z2oVWqob9VS16KloVVDfYsWvVEg0NOZuhYtAR7ODIrwIS7Cl/gIH4b38LfKENMbjOiNQqeAW61Q8+HBPDYlluAgl3H36B48OKmP6K5Kqzfy8aE8DmbVoGjTsXZRgl3PYDPatAaWbUjieF49X907woKWuTO1gk8O5TEgzKQnZe33ciy3jju/OM09o3vw0i22ZRaaVToWr0tEZxDY8fDYK1aOLWtUMfWdw9wcF8o7Emr/TSotY18/yNT+IZK+i9ag1hkY/d8DjOwVwCd3Xf4s0e8BW4Hgz595/h/Hz+crUWkNzLsCn4HvkkpRavQsHttT0vHfJ5fh7eooiRFhD6ZBsEyqmtX8/YYY0fOtOZJPaYOKjUtGWQ0CeoORFZvPcaFSyfcPjrZoDH94MI9PDhfw7PQYlomIiXW9vjVHCnhjdxYDwnxYNX+w6ALWpjWw6kAunx8twMfNiVdnm3xxu+5cVu3P5dvkUn5cPg4/D2cMBiNJxY0czqnlcE4tGRUmv4RAT2dGRQUwY1AoUUGeRAV50DvQ85IF7gRBQNGmo6CulfQKBWmlTaSVNXMkJxejAB8sGMJMK+waRwc5XVsCId6uvDJ7IEvGR7HyQA6fHytkU2Ip/7ypP7cPi7BKXXR2lLPiur5MiA5kydfJ3Lr6BGvuGs6IXvYbyW7ODnzwt6Hcvvoky9Yns3XZ6E7igbPiwyhvVPHG7mziIn2tUkbHRQeyeGxPvjxexJT+ITYHznzcnbh7dE9WbEnh2+TSK66zR/i58+jUaD4/WkBeTYtdUyhfd2fuHNWDz44W8MT1fUXtUm3B1cmBBSO688nhfMoaVX+INMiV4tqO4Aox75OTJurhkxMva1E2GgWmvnsYX3cntj801u7xGr2Bsa//SlyED2sXJVzOJXeCmfJmT28ITFnl2ZJGm9tds0G5NQG73elVLNuQzK1DwnlnXrykz8poFHhhZwbrTxWzbGJvnri+r6hsxtHcWv65PZ2SBhXzhkfwjxn9rQ4f5VQrmbHyKAZBYFZ8KP26ebM1qZQmlZYWjYFhPfyY2DeIiX2DiA31/l39DFo1ejIqFEQHe172cF1OtZKV+3P4NauGAWE+rJw/WHTxKa5vZfGXZyhrbOOdefFWA5A1VDS1cevHJwDY/vCYTsmA0SiwaN0ZThXU88NDYy2ay2DKlGd9eIwmlY49KybYfL+CIDD3k5MU1bVy8KlJV2TrCiYSxJjXD3L7sAhenTPI7vE1CjXj3vyVBQmRorsXML1vvVGwuC8rmlSs2JzK1P7BksUi/whcaxb/DiiqayWxqIHb7JQpxHAop4bCula7i7AZP5+vpK5FI3n3IAaN3sCrP2XSJ9hT0iCNs6PcZhBILGzgg4O53Do03CIIXKhU8MTWFOIjfUUb1hfDaBT45w/nWX+qmAcmRvHM9H42g4BaZ2Dl/hzu+iIRR7mMTUtG8ebceKsLjSAI/HP7eYztrcadqZW8tSebSD+TYNm5f1/P1gdG8/DkPgwM9/ndTW08XBwZ0cv/iias+4Z48fHCYfz31jiyqpTcuOoov5yvtHl8jwAPtj00hsGRvjyy6RyfHLZUEbWGMF83vlycQKtGz6K1Z1CodR2PyeUy3p0Xj6+bE8s3nbXaPHZ1cmDlHUNoVGl5bvt5m81UmUzGS7MG0KDS8v6BXEnXJoZATxfmDA7n+7NlNLZaiul1RbC3K4tG92RXWoXV92GGOcBsSSq1eCzM1x1ksP1c+RVd+x+Fa6WhK8C+zGqc5DJuExFis4dtZ8vp5u3KjIHSfAa+PF5E7yAPxklgFtnD1yeKKapXsW5xguSGrTU0q3Ss2HyO7v7uvNwlg6pv0XD/V0l4uTry2V3DJNH4DEaBZ79P49vkMpZP7iPaS2hSaVn6dTIpZU08MqU3D0+OFn2NlftzO6Z8zQj1cWX9fSMkBShBEGhu01Ha0EZJg4rSRhU6vZGyxjZkMpP3gAkyuvu74eQgp0eABz0D3In0d/9dueWzh4QzpLsvj246x4PfnGXBCNMEsLXmrK+7M1/fN4Knvk3l16wanBzk3CcypGVG/1BvPrlrGE9/l8Z7e3N4YdaAjscCPV1YecdgFn5xmn/vyOCdeZY9s9gwb56ZHoNaZ0AQLv68OmNguA/zEyL56kQRC0ZEXrEs+b3jerElqZSNiSWdFFRtYWr/YNYcLWD/hWqbZIwAD2fcnR3YnV5ptRw2bUA3XtmVSWFd6yWTE/5oXAsEV4Dt58oZEeVvl7VhC/UtGnanV/Ho1GhJC/G59rryKyJCcVKhVOs4llvLpH5Bl62QasYHB3OpUWrY9tCYTlx1QRD48GAeKq2edYtHSBJHEwSBt/dk821ymV2D8tIGFfd8mUhZg/0Sh0Zv4MmtqexK+y1TlmGqSfcJ9rS5KAmCQHa1kiM5tRzNraOssY3Cus7UzSGRvlQ0t3VMIguAIED3ADfOFjd1OrZPkCd9u3kyPjqISf2Crrp9YY8AD75dNoZ39+XwfXIZ9a0a3p032OoMgauTA6vuGMyD35zt2BmKicWZMbZPIAtGdOftvdmM7RPIdbG/DQKO6RPI8sl92H+hmsPZtUzsZ3k+qdaST93Qj4LaVtafKualWVem49+vmxfjowP5+mQRS8ZHiZYYARJ6+hPq48rOlAqbgUAmkzF9YDc+PVJAY6vWYlc3bUAIr+zKZE9GlV2K95+Na4HgMlHXoiGzUsHfp12+fO2BrBr0RoEpMdIW4vUnivBycRSVgpaKHSkVHM6t4/sHR1/RedLKmvjieCFPXt/XwlXr1+wavjxRxHM3xkge0NmUWMpXJ4t4/PpoHptqe0gurayJe9eZPBLW3zeCkSI0vcTCBp7bfp68mhbCfV15ZnoMCb38CfR0sRqAje2S1d+fLedobi3VCpNRS98QT67rH0yIt2u7VpA7kf5uNoeaBEGgSaWjuN3drLheRZVCzeHsWn4+XwVAvxAvJvUzWWzGXAW6JJhKeM/OiGFQuDePbU5h8ZeJfHXvCKvUTgcHOe/dMZjbVp9g+caz/PDwWEn05QcmRrEztZwXdmYwpk9Ap3M/MiWaXWkV/PeXC4yPDrzs8lqApwuxYd5sOFXMI1Oir0iGBOCeMT15e082x/PqmGznOyeXy5gZH8baY4VWF3kzbhwUyseH8tmXWW2hohrh586gcB9Tf+wvHgiu9QguE8c7VC0tSzQKtY4PD+ZS2qASPce+zGrCfFwZYKWx1hVqnYFThQ3cObq7xRRnWaOKj37No67FtuvVxRAEgY2nS4gN9WZoFwno75LLROvLXfH+gVy8XZ0sBst0BiP/+ekCUYEeLBojrf+RV9PCy7syGNbDj0cm25bpSC9v5s092bg4ytn20BibQUAQBFYfyuf+r87QpjXw5eIEjj87lVmDwwn1cbMIAmqdgY2nS7ju3cPc8+UZjubUMrynP2/eFsfJf0xh7+MT+edNsdw/PoppA7oRG+Ytqiklk8nw83BmcKQvtwwO59Gp0bw2ZxDHnpnM3scn8NyNMQR4OrP+VDG3rT7BvE9P8mtWzVUbRLopLoxV84eQXNzIfetMswDW4OHiyGd3D8fJQc6Sr5JoVumsHncxnBzkvDZnEOVNbazc37mOb2YoZVUp+SW96orew8KR3dEZBL5NKrui8wBM6htErVIjuW4/Kz4MvVEQfQ8DwryJ8HPjl3Tr35npA7uRWamgRmHdxvSvgms7gsvE0dw6fN2dGBBmqXeSXNzI23tzGNrdz6ahTJvWwNHcWuYNj5RU5jmZX09ls5pRUZaBZ09GNW/tyWZmXBhIoIafL28ms1LBK7MHdnptg9Hkjzwo3EfUEcqM9PJm9l+o4Ynr+1osiBtOFVNQ28oX9wy3uw0HEyPpsc3ncHNy4O3b421mkU0qLQ9+k4xOL/Ddg6NtsmP0BiPPbT/P1qQy7h3bi6em9bXpENWq0bPhVBFrjhRS36plULgP79wez/QBITjZkXO4HMhkMvqGeNE3xIulE3rT1Krl+3PlfHG0gMXrzuAglzEg1JuoYE907VaXEX5uvHhRPV4qbooLRW8czIotKSxdn8Rndw+32qeI9Hdn9cKhLPz8NKsO5PL8zf3t3pfDe/ozPyGSL44VMntweCem0M1xYXx4MI+V+3OYPrCbJN0sQRAorld1omz2CfZiVJQ/GxOLeWBClKTdhSAIZFUp8XN37lS2dXSQMzkmmD0ZVegMRrvlWLPQYEaFdf0nMP0ubxoUSkppE60aHR4unb8HE6ID+eBALicL6q/K4OfvhWs7gsuAIAgcy61jrA11y+SiRhzkMgZ3t10OOZZXh1pn5PpYaUJrv2bX4ObkwEgrvO8DF6qJDva04O3bwsbTJbg5OXBLlynRY3l1VCs0kpvfqw7k4u3qyKIuDKYmlZaV+3MZ1ydQctnrnb3ZZFQoeOO2OJumOgajwKObU6hu1rD6zqE2g4BaZ2DZhrNsTTL1GZ6/ub/NIHCmqIHpq46wL7OGuAgfNi0Zxc7lY5kZH/a7BAFr8PVw5r5xvTj89GTuG9sLoyCQVt7MD+fK+SW9kv0XqvkxteKydwq3DA7nrbnxNKl0rNyfY/O4kVEBPDM9hrXHCzncRevIFp6dEYO/hzMbT3eWhXCQy1hxXV9ya1rYlVYh6VwfHMzj+vcO09zWeUeycGQPShvaOJIr7ZoaWrXMWHWU75It2TzX9Q9GqdZzpqjB7nlkMhnDevjzXXIZOoPR5nGjogI4XdhAernC4rH+7dpVKaVNVp7518G1QHAZKKhrpUeAu83G2pmiBgaEeYt6lF6oVBAX4cPIXvZH0AVB4GBWDWP7BFhkcwq1jsTCBsnKnUq1jp2pFcyMD7XQE9p2tgwfNyem9Le/eGdUNLMvs5p7x/WyOM/WpFJa1Dr+JSGrBLhQoSCxsJ75IyJFlSJX7s/hSE4tL84aYNPVrE2rZ9n6JA5kVfPyLQN4/HrrjCOt3sgbu7OY9+lJwOTH++XiEYzuHXBV9IayqhTM++QEU945JPk5Tg5ynp8Zy+GnJuHqZPpqmoeZ7x3X64qua+6wCBJ6+vHJ4QJOFdTbPO6eMT3p7u/O679kYTDaDzy+7s7cO7YXG06XkFPdWUtoxsBuxHTz4tPDBRhEFlIzxkUHojMIHLjQWddo2oBuBHo6szdDmlZSgKcLsaHeHaZEF2N8dBDODnIOXKiRdK5hPfzQ6I1kVlgu8mbEtaugppZZLvaODnIGhfuQei0Q/P9DcnEjpwsbGGol49fqjaSUNjHcjlvU/gvVeLk6Siqb5Ne2UNbYZpXdcySnFr1R4DoJizfAqYJ6egd5WjSclWodezKqmBkfalfdEkwDYgk9/SzmH3QGIx8fyufm+DDJWi0fHcojr6aVp0Ua72dLGvk2qYx5wyNYMML2FPe/d2RQpdDw3rzBNs3Rq5rVPLLpLKsP5XPH8Eh+eWyCaLP5UtDcpuPFnRncuOooiUWNFNS2otZZr83bQvcADz6/O4GLl/3yJtUln6cr/j4thu7+7jz7fZrNfoGzo5y/T+tHVpVSci193vAInBxkbDnTOQOXy2U8MDGKKoWacxIWwsERvnTzdrWoyTs7yrk5LpRtZ8Uz84sxPjqQ5OJGVNrOcwAeLo6M7h3AgQvVknZYQ3uYvuPJxY02jwnwdCHS382mMVF8pA/pFQrJ1/5n4FoguAycK2nCy9WRqEDLgnx6RTMavZGEnrZ9ePUGI1lVSmIlskRSSpsI8nS2ynQ4cKEGfw9nyb6/J/Lrya1RWjSJ92ZUodYZJZWFBEFgy5lSgr1cLaY+j+fV0aTScZOEHgOYGt2/pFexYGR3/D2ss0LMMhgujnJemmWbOvtTWiXfJpdxXf8Qi6E2Mxpbtdz1xWmyqpSsuXMYr99m3VzFHvQGI8nFDWw9U8qLOzO46f2jxL24h8Ev72XdiSIuTqYTCxowSsiuL8a46ECenREDwLDufhzPrWfF5hRJWbotuDk78PptgyiqV/GeSInopkGhxEf48M7ebEnBJ8DThetjQ9h+rhytvvNiN7V/CIo2HQey7GfgcrmJjnkkp9ZikGtErwDUeiPp5bbr9RdjbB/T7uJ0oWUJ6Lr+IXi7OVHVbL+BG+rjRrivG8kltgMBQHyEr83yT3ykL1q9kewq2+qrfzauBYLLQEppE4Mjfa02rvJrWojp5sVAEZPtwrpWtHqj1TF8azhV0IBcLrNqt1hU18oMic04gKSiRgZH+lrsRI7l1TO8hx+DJdA8MysV1Cg1TLLCEf8prRIvF0er/HFrWHe8CBmwSMQT+XhePedKmlgyIQo3G+W2iqY2/rEtjfhIX5vGQC0aPYvWnaG4QcV/bx3EDRKG+C6GRm9gd3oV93+VxOCX93Hb6pN8dbKI75PLKKo3qZA6WAlSd3+ZyKj/HuAf285zNLdW8mK+dEIUX987gm+WjOSeMT3ZnVHF8zvSRTNZhVrH2mOFNl9jTO9A5idEcqqgnqI661LWcrmMZ2fE4ObkwN4MaayfecMjaWjVsr9LWcfb1YkRvfwtyj22MGNgNzR6I79mdw4cCe3mOolWFnZrGNHLH2dHOcdzLctD0SGepJU1k9PuR2EPw3r4cVZkRwAwONKX8qY2apSWwSUu3JeYbl4U1Ep7vT8D1wLBJaJVoye7SmEzA8+vbSW/tkXUIzez0lRv7C9xR5Bf22KV292mNZBS1kSwl7SBtlaNnsxKRceX6mKklDYR6OkiqQ59KNvUtOu62Gv1RvZkVHH9gBBJ5SWFWsfmM6XcFBcqKhH8/sFcQrxdRA3OP/w1D71RYNUdg62yQQxGgee2p5Fe3syHC4Ywprf0yWydwcjmxBImv3WIF3emk12lYNbgMD5eOJQN943k/EvTyHhpOtn/mUHuqzPYvHQUN8eFdgSFx6b2YXhPP3amlPP2nmxmrDrCMSsLVFfIZDIm9A3C1cmBe8f14sFJvdl4uoSPD9nWyz+RV8fLuzJFG7SPTY0mo7yZTWdKbB4zuncgchlW5ROsYXx0EGE+rmy1cvyUmGByqlvs0qnBxEQa2cvfot8Q5OVCVJCHpCYvmIblbhzYjaY2S0mJviGmKeXcamkZekJPPyL93KkXoWfHhnmT0NOPglrL4Brh50Z+bQsXru0I/v8gq0qBUTBNk1pDeVMboT5uojS3zAoFzg5ySYM7giCQX2M9EBS2++raU1Q0I6W0CYNRYFgPUxA7mFXNLR8eY/ZHxyisayWrSsHnR+2beBzOrmVAmLdFADqaW4tCrTfRWCXgWG4d0SGeoruBpKIGEgsbeGBCb5vyDBkVzWw8XcJjU6NtqkVuO1vG8bx6XpoZK8m60IwLlQoe2XiWZ7edJ8jblTfnxnHk6cm8NmcQNw4KtRg0kslkjIoK4MO/DeXkc1NYvXAoSyf0ZtGYXiT96zruHdcLtc7InV+c5v6vkmhS2de+MePpaf2YnxDJ9nPlXKi03ry8IbYb/UK8+OBgns1yVKivG5NjgvnhXLno7mRqbAiJhQ0o1fbnChzkMuYMjaCgttWiFm4mMhyUUB5ykMtwdpRzONuSITSipz+JhdLLbO4ujhzMsjyPv4czgZ7OFsHGFoK9XUksaqCiyXYpKdzXjTNFjVaDnVwuI9jLVVIp6s/CtUBwiRjWw5/kf13H6N7Wm4sm2Vlx2YA2nYFJMUGSZCXqWrQo1Hp6B1kucPntW83ewdJ0TLIqFTjKYWh7IChvbCO1rJmU9iZXUb2Ko3Yy1VaNnnOljVbLQllVCkb08rfQq7eFIzm1FNa1ipaj9l+oZmh3X1Gf5a1nSnF2lHNHgvUmskmULpdwXzcWShDXM8NsBVpYp+Lzu4fxw0NjmNDXvh2mGY5yObk1LYx94yDzPj1JeoWCWwaHs/fxCTwzPYa6Fg0zPzxGWaP9TBlMQeYfM/pTrdDw3j7rNX65XMbyKX3Iq2kRHYS6dWgE1QpNx2CkNUzpF4zOIEjavQD0CfagpEFlUXLqFehBXIQPRSKual2PL6httSiBDe/hR99uXhTXS/u8wn3daGjVWjSMTdfq2WFVag/d2unMVSJDYeakqEZpfdfQzedaIPh/hwBPF5vZaXljm2hZCExZpqLNfpYFvy321jT482tbkMmgZ4C0QJBZqSTIy7WD7nnbsAi83TrX3B+danuiF0ySx16uThZyEmBqoivadJKYUABpZc0MChe3hzySU4eHi6NNVyu1zsD2c+VMH9DNpjvcN6dLKG9q4+lp4n4LFyOrUsFdX5wmyMuFtYsTuC62m9XnGo0C2VVK1p8s4pPDebz0Ywa3fnScIS/vZeRr+3l3Xw5N7ZO6eoNpYXN1cuDBSb35z+yBNKl0LPz8tORFwsfdiSXjo9ibWc15G0b3Nw4KZUikL6cLbdNEp/YPxtvVkW1nbU/sDuvhh7ero6RGL0B0uzBctpVMO8LPjSMSZxOiAj1QavTUtXTeLUX6u5NU1Eh5U5uk85gTsvJGy+P7hnhR0qDCaLTP5DEPpYkFAjdnB7xcHam1FQi8Xan+C08XXwsEVxFanQGdwWhXhK65TSdZY72hVWuqUfpbBpfGVi29Az0kK1o2t2nxu2ixdHd25P5xvwmATY0J7igb2YLJcUtLmBWxtLLGNskmHGqdgZxqZQcH2xpUWj1ZVQqbZTgwZe0qrZ75NnYDAKmljUzpF8w4K3Ig1qDVG1m6PpmRUf58+8Bom4F9b0YVj29NYdrKIzy/I4ODF2r5LrmMs6VNNKp06AydM9quwWxguA9f3zsCjc7IapG6f1csHtuTMB9X9l2wnvE7yGUM7+nHljOl6G1QFl0cHbg5Pkx0UXV0kDNtQDebVNOuMJcorQWXIE8Xm9lyV/RqT3q6ivsFeJru3fpWaecx34tlVgJBsJcL9S1aNHr7ZaZATxcc5DKqmsUDULCXi83FvpuPK1UK9V/Wx/iqBAKZTDZdJpNly2SyPJlM9qyVx2Uymez99sfTZDLZUKnP/V9Cq9ZAo0rXabG1hksJBHUtGs4UNVo1ky+qV1noDomhSaXDt4uz1j2je3aobv59un0BPXPDzPylNEMQhPZAIE1N80KlAr1RYFC47UU+razZ1I8RocYez69DLpNbnbgGqFVq2JlayZg+0ucEtiSVUtKgYvHYXgRYETozGgU++jWPpeuTya5S8t85Azn69GS2PDCK8y9Oo+j1m1i3OMGid2MeErsYQ7r7ce+4Xnx1spg0KwNJ1uDVzsQR09+JDfNGozdSYIMZBCYZ5eTiRpvBAky7372ZVZIWMHNCciy3zuKcwd6uKNV6SXTUqPY+T2Fd59KN+XslxVMAILL9XrRWejN/b6Rcj4NcRrCXC1XN4gEoxNvVZrCbMbAbz93Ynytg//6uuOJAIJPJHICPgBlALLBAJpPFdjlsBhDd/mcpsPoSnvs/A0P7l8XRQbz80Nymk2xyb+ZlO1kptxiMglVbQltoVGktAoGPu1OHfLKUAbD69i9hV39cRZueFo1eciCoVWoY2t2XfiG2G93lTSrCfF1Fdw21Cg1BXi442PgczE1VqVRdgLTSJhJ6+jHJxuT4tnPlfHAgl/vH9eTHR8axYGQPIv3dO5WOJvULZv8TE/n6vhF4uzoiA4rrrNe2F4yIxNPFka9PFlt93Br6dvOislndyRzmYpg1sMR0ckK8XTEKWJRgLoaXqyM6g4BGb7+EYm6Uag0Cq7oYygS1B1RbpZOLEezlQnSwJxpd59f0dXdGJjPtkqXAz92ZCD83i9kG+C1oqfXSdjvhEu7rQA8XbFVFh/f0585RPSTTvP9oXI0dwQggTxCEAkEQtMBm4JYux9wCfC2YcArwlclkoRKf+z8DM5tBLlKH1ugNqHVGyTsCc3nB2cpCpzcaL+nGshWA4sJ9iJbIPKpr0eDp4mhRjqpRqvF3dybIS1qAa2rTcbakyWqAM6OySU1Fk1pU4bNGaQoEtmCm6kod3hMEge3nykno6W+zn3CqoI6oIE+euzHWbsN/QnQQp/8xFV83R5uTul6uTkyJCbokhcp+diiQUYEe9A3xRNlm22FLShPU29WUOdsKOBdjX+ZvswIfHszjRP5vTeYgb9PvyBrPviuMAuTWtNDapSTlIJfh6+bUkYzYPQ+mXaraaiAw/d7UOmnTvs0qndWm88VQ6Qwo1Fc2/f1n4WoEgnDgYvJwWfvPpBwj5bkAyGSypTKZLEkmkyXV1kprOv3RMO8IxBZno1HAy9URo8RaoZmKZ4sb73gJgaBPsCeBnpYLtauzg0WGbwuOcrlVuqrWYKRBpZU0PwDg0h4AxDJNc7BpE9m+1yjVVt9Txzkc5QR4OEsuobXpDOiNgmigPpxTR2yYdC9jNxdHBtRk6EAAACAASURBVHf3w8vN9jUYBeu1bFvwc3dmULi31WzXjNyaFupEFk1/T2d6BrijErFjNAdhpVp8EYTOgUAAHtl0rkPS2svFkYSefh0NczHojOZ73vLzHRDmY7GrtQUzNdbad8S1/T7VSNwRGATBbtJlFASuwOjvT8XVuGxrn07X37atY6Q81/RDQVgjCMJwQRCGBwVJm1r9o2G+8axNl5rh6uRAq0ZarRRMgUAusx5c9JdYGsqqUtLYapnZ6SVI8prRotFb5UqbTUPEygwXoyMQiGRk5uaq2GcV5usm2sx0d3GkvlVrlTliDQ4yGeP7BFIh0hicPTiM9PJmySyQZpWWcyVNNu5sE3QGQXSorisqmts4X67Ax816EKxr0SIIpjKLLbRq9BTVq0QDmrOjnGE9/DDYWcDVOgOJXYa92rQGGtrnJJrbdJwpasRFArHBHJjqrdxLqaVNtGqkfndsJ2ZODnIGhHlLnkkwGO0HgsyKZkolUlv/argagaAMuJiyEQF0HWu0dYyU5/7PQCYzDZqJ3S8ymQxPF0fJN7OfhzO9Aj2sClb1DvIgWCQb7opATxer5jV9Q7xEF4yLEebjSn2r1mJxNu8opJrjuEjIyNzMOwKRhT7Q04Xsatt8cLNXrFQOu4uTA67ODvyUVmVTJOzmuDBKG1Qs+OwU58vFG7xVijbu/CIRZ0c5y6dY98qtUaj5NaumY+JVCvJrWpHJsOmFay7BiP1ezVOwUSJ+uhVNbSQXN1qQA7rCxVHOQ5N6E+zlwoAwb/Y/MZG0F27ouD6zy1uIt/37LK+d33+0i+y0Vm9EqdETIHH3ak7MrCU5CrWOjAqFpMBkPpdYggdQpdDQrNb/ZZlBYrgageAMEC2TyXrJZDJnYD6ws8sxO4G729lDo4BmQRAqJT73fwberk6cK22yW8P0dHGkRWQ7fjFcHR3Ir2212mRrUulJF5HH7YoAD2erWZZSo7crqmVGaHvW2pX37uQgx9fdyer5rcHf05mRvfxFG3+Rfu4MifSlRESaIDbUm7oWjc36eq9ADwaGeXPhEj6n+QmRtOn0FmqaZsRH+rJ2UQJRgR7M/OA48z49aaHJk1Wl4Nnv05ix8iiNKi2v3zaIHjbmPdYcKUBvNHLPGOnDbgV1LfTwd7c5X1Fcr6JngLvoLqOgtgVPF0fRHktWlZJATxer7KmLIZPJePKGfni5OtIjwJ0+wZ6ddqvVCjUyGZLsJr9LNrGhapSaTouqeQrblm1kV2j1BoI8Xax+Rubvk9QEyN/DGR+RktSJiwbz7A1l/hVxxYFAEAQ9sBzYA1wAtgqCkCGTyZbJZLJl7Yf9DBQAecBnwENiz73Sa/qz4OniiLuzg12+tKero4W6oi2Ets8kVFoZOIrwc6OssU1yBhLo5UKdFQ52VKAHpQ0q0XqzGWHt12OtdGJrx2ENvYM8SS5uJElEzKt/mDcZFQqLzPBimG0+bYmCBXq64O7syNeniiW9PzAxfqbEhPDyj5mdvuAXY2RUAK/NGcTfp/WjRqHuaEqbkVLSxI6UCq6PDWHz0lFMibHuF/HL+Ur2ZFTx8OQ+NgNFV1Q0tfHL+SpujrOt8Lr/QjWNKp3oLqOgrpVegR6iQ3Y51UpiuknbqegNRmQyGYOsCC5WK9QEeFj3iL4YJfUqdqaaigI1Sk2HrhXQUWaS2s+qUWqobdF0NLy7Pubm5CBJedZoFMiqVNoclBQEgbf2Znf8//0ujKn/BVyV1oYgCD8LgtBXEITegiC82v6zTwRB+KT934IgCA+3Pz5IEIQksef+r0ImM/GN7QWC3kGeVhth1mB267JWj47wc6NFo7dwdLKFQBs7gqggD4wCopm3GeYdQaUV3ZVxfQIl0QzBFDSHdPcVlTjwdHFkZJS/6GRrXIQPQ7v78qOIz/LyKX2obFaLTtFeDAe5jP/cMpBegR7c/9UZC0VNM4K9XXl4ch9+fWqShTn57CHhJP5zKm/Ojbc5ZPdjagXLN50j2NuVpROirB5jDasP5SMgMN+G7EaTSssv6VXMHhxmc/FS6ww0tGq4QcQhz2AUyKlW0k9iIEivUJBX02L1/VYr1HTzsZ99v7svu4POLJfBBwd/W1TN3wF7czpmmKfyrZEbapQagr2liSxWK9VoDUa627CdPZxTa+oBtSOpuFHU/OeviP/RHvdfF8Fe/8fee4dHVW7v35+Z9N57TyCEJNTQO0hHpIkIggKCvR7EfuztHBsqiKBSVEAUUbr0XkICJKSR3nsvM5m+3z8m4QQyM9mhqN/3x31dXkm2O7M3mT3PetZa97rvjkfJLcykXMgXNzzUUUYA4tkmkb6OBLrathM6C2nxVRAjk+vjZM3wru4UGhjS8XK05siVCko7mMBsxdAu7iQV15sUXrsrwpOcSlm7KdNW2FiaMzDUjb1JpVdry9djeFd3evk7sfp4NooOKICtcLK14IeHBzAh2oclG+P51y8JRjnwEomkHZ3W2sLMKO21rF7Bi9sSWX86l5hAFzYuHmCSItsWBTUytsYVcm9MgNEA0+oLMKe/cX2mXYklpJQ00s+AEm0rUkvq6e7jSIxIr4uz2frFb9B1Jj86nV44cVgHiq91chU7Ekqu9tR1AlwsqLuq459TKcPRxpxQA7pbhpBR1oSZBIOZVkWDQnRZqKClAWwsELSWstrit+uOJRfXE5dX84/tH9wJBLcYno5WHQ7NdPN2oLiuWZSqo7OtBfaWZkYyAuMj9IYQ4m5PUnE9cXm11x1vneTsuKFqbWGGSqNjX1J7eYNWlzSxNoDDu7ojCP9bQAzhru5e2FuZsT/Z+I5/ybAQrM3N+PqoYZkGiUTCG1MjUWt1LP8tSTRTxMvRmvdnRPPk6DB2JZYw/vPjvLc7lYTCuhv6QBfXNfPxn1cY9clRfr9UzNAwN354eIBoYxyFWsuzWxIY0sWNJ0aFGTxHqdFyIqOSmEAXk0N0P53Lp4unPYNCjQeCXy8UkVLcwEAT57TFmewqwr3s2/UcLhfXU1DbTDcf05mFvZU5782IxtXWgiBXW5YOD+Gp0V3wddZvhuLzanGwsjDqaX091p3ORSsYbhZbtbChxKA1Uw4wEniXT+jGM3fpiQBz+wfwzrQoHr/u/fnuZA5Pbb4o6np/B+4EgluMnv5OONtYmLSlu6qHLkL9UCKR0M3H0aD8QJCrLQOCXUXrqvcKcMLKXNoubXWysWB8pJcoO0GA8VHepJc3tlOZ7OJpT5CbrdFSyvXo6e/M6G4eHDIROAJcbRne1YPVx3OMSgu42VvxwMBAdieVGm0+xwS5smBQMLsSS66p53YEW0tzlk+IYP9zI7i/fyAbzuQxfdVphnx0hLd3JvNLXCEnMyvJqmi6ZuBIodZSWCPnZGYlH+27woTPTzD0oyNcLKhjXKQ3R5aNYtmECNE6UVqdwLM/XyKhqI7ZMQEEGNmdfvxnOkfTK03KhSQW1pFYVM+CQUFGSyNNSg3bLxZzd0+fDhvFoGf0xOfVMtiA5efhtHLMpBJGG7BabQtzMykz+/hT16xmWh8/XpsSyQsTuuFgbYEgCJzPqzHp/NcWxXXNeqMgAytceYOCE5lVohrXAIW1zUglGG28B7nZXZ3knjcwiAcHB7cTiWw1s7oVfti3A5336LsDk/BytOZSYR0Z5Y1XH47r0ToVmlHW3jLSEHr5O7MpVt/sbFvzdbCxQKHRcjKziqc7UA0FPWWzb6CLwfqlr7MNW84XIFNqOhy+Gh/pxbu7U9mfUsajbWrjEomEuyK8+Ck2H7lKg60RN7FW6LncTqw8msXDw0KM7mCfHduV/SllrDiUwdvTog2e8/ioMB4cHGyykfjYyFAKa+WsPpaNp4NVO79lUwj1sOelSRE8NjKMw1fK+TO5jMwKGevPXCsL8eiIUDbHFtDYQgboH+zCpYI6+ge78trk7oyP8hLdFG6FTqfjzR0p7E8p582pkUwx0iQ+mVnJd6dyWTAoqF15pi22xhXi4WDFjL6G7TwBfr9YRJNSw4LB4phMZ7OrCHbXB+3rcTC1nJggF1GyKpcKaukT4NLODzy/Wk5lo5L+RjSl2kKrE3hm86WW7/VU2rbeGfEtGbHYjKBermJcdy+Tqroldc0MCnE1KLFSI1ORVy032tP5J+BOILjF6N7SWHttexIaQWDL0kHt6r/+LjbYWJgZlOs1hAEhrqw7nUtScR0xQdd+EIZ2cefbEzk0KTWiSgwDQ1354nBmO+G7idHebDiTx9H0Cu7uwFgmwNWWKF9HDqSWXxMIAMZGevJLfAFH0iq4u1fHBjVLh4ey8Wwenx3M4LuH+hk8J8LbkXkDA/kptoAHBgUZZMK42Vvh1oFKhkQi4Z17opAAnx/KIL2skTenRhmlYBqCk60FM/v6M7OvP2qtjrJ6BSV1zZTWK6iRqXCzt2RWjD8eDlZ4OFgR7GZLhI+jQdFAMaiVqXjpt0TqmzU8OjLUaPCqkalY9ksiXTzteW1Kd6OvtzOxhM3nC3h9cnej9yQIAj+czaeHn5Mo61KA70/nUdGgbKfwWlQr50pZI69NNn5PbbHrcglpZe1d9FotKo2JC7bFN8ezr6FDH0wt54GB/wto8fk1WJlLjW7U2kIQBPYmlxnMdNriXE41JfUKg9TWhEL9vZhS0f27cac0dIug1Qm8sv0y96w6DUBCUT3JxQ0GB8ekUgl39/QRJcAFXE2HDRlxD+/ijkYncN6E9nxbDAp1a6nLX8vW6R/siru9pUkzk7YYH+nNxYLadqWYAcGuBLnZsepYtqhavJOtBY8MD+VQWrlR82+Af43rhp2lGe/vTu20EXxbmJtJeeueKOYPDGJrfCFTV57iSpn4GYO2sDCTEuBqy8BQN6b38WPxsBCm9fbjrXuieHJ0F+7rF8CAELcbDgJns6uZ9MVJjqZXMi7Si1cmGV5Ma2QqHvkxDh9na764v7dxr4y6Zl77PYk+gc4sHBps9Lo7EopxtrXkkRGhokoZl4vqOJFRycPDQ9pd+0BKOX7ONow1wU5qhUKtZXdiKROjvdtlpSklDfQOcO7Q1S+ropHPDvzPtEcC7fpZF/Jr6WXAt9sQcqr0MzzGjKhAHyzi82rpZ6RslVBQh5lUQg8T4ol/N+4EglsECXoTlbYiVtYWUqOTlF6O1uxNKhVlVehmr1djNGTc3TfIBStzqeghlj4BzoR72bMr8drmq5lUwvgob45eqRAlfzFvYCAnXxzdrhRjbiZl6fBQ0kob2G2C0tkWi4aF4GJrwcf70402YV3tLHl/Rg+SSur5z/4rol7XGCzMpLw4MYIfFw+kvlnNzFWn+eRAOvWdsI28naiTq/j0QDrzvjuHraUZvz8xlCXDDdNLi+uamf3NGZKKGnhmTFeju1ydTmDZLwlodQIr5vQ2Kk1S0aDgrV2pqLQ6JkWLs/RceSQLR2tzFlzn/tas0rL6eDbBbrZGJ6Db4kBqOY1KDbP6XutNXSdX8XNcAZG+jh0GJolEQtc2irYC+gyg9blqUqhJLWmgn8iykDEmVFvkVsmolqkMeoGDvj8wKdqrw1Lp34k7geAWQSqVsHnpQDwdrK4KKAVeJ03cFmO6e6IT9BxkMZjdz99gP8HawowBIa5cLhLHZLGyMGNkuAf7U8raMZEmRXvjYmspap7Aw8HKKH3xnl6+RHg78OmBdJNN81bYW5nz2pRI8qtl/BRr3FD97p4+TO7hw5rjOWw4ndvh63aEYV3d2ffscB4cEsLKI1n0efcgizfEUSrSAetWo6xewXu7Uxny0RG2nC/gocFB7Hp6GNEGBrRAv/u9d/UZKhqU/LB4wFVvYENYfTybczk1vDU1ymiPQhAEXtmeRLNKy6eze4nSsUova+RAajkLh4a0K4H+eC6PykYlz44N7/B1QG9o4+tk3a4M89vFYpQaHfMHdtyvCPOw57/39gTg1UkRrF/Yn+8f6n/1c3g8owpHa3PGRJhuXLfibE413o7WBLsZN1xqHYo01MhuUmo4m1ONv0vn+kJ/Ne4EgluIIDc7tj46GMeW2rutidpzL39nXO0sRRl6AzwyIsyojeSMPn5cyNczQcRg/qAgNDqBLeevXXSHhrlz6qXRndK8MQSpVMLyCd3Ir5bzS7xhmYbrMbOPH1097XlnVwoXjEwJSyQS3r4nmvGRXry9O5V9IjMOU3C3t+LlSRG8NLEbtpbmHLlSweCPjrBkY1ynZKFvFDqdwIX8Wl7clsiI/x5l/Zk8xkd68dOSgbx1T7TBxr0gCOxNKuW5nxNQawW2PjqYgUZ2rIIg8MWhTD7en84zY7owu5+/wfNATxc9fKWCFydGGBzCMoQ1x7OxszRj0ZDga443KTWsPpbNiHAPBoio61c0KjiRUcmMvn7XiOAJgsCm2Hz6BDqL9pQ4mFqOVAL39gtgdITnNR7a2y8WYWEuNWl21PbasTnVDAo1LkkOEJ9Xg4uthcGyVWxONWqtwHCR7nh/F+4Egk6iWaXl90tFRi3+Qtzt+OXRQQAkFhpfmM2kEkaFe3A8o/KqONaNYlykF3aWZvxwJo9DqeVkdNCEDnKzY2S4B1vOF1yzY5dKJUYfeKVGy7cnckTbFo5psb1ceSSLhuaOSy5SqYQVc/rg42TDE5suGNWtN5NK+HJuH/oEOPPMz5c4li4ukHaEx0d1Iemt8fxnVg+8HK05lFbBzNVnmLbyFB/vv8LZ7GrRksUdob5Zze7LJfzrlwT6v3+IWavPkFslY3Y/f44uG8WK+/sYNQkqrmtmycZ4nth0EW8na357fLDRBVIQBP67P53PD2Uwq68/z44NN/r+ZlU08f6eNAaGuLZb1E3h1SndWflA33ZN0vWncqmVq1k2Tlw24GFvxa+PDb6mqQtwLqeGnEpZu+PGoNHq2H25lPv7B7QrW1Y1KTmWUcn0Pn6ifTy2LB3Ek6MNiwW24oUJ3Vj7YD+Df9uTmVVYW4ifWfi78M8tWv1DUSNX8fzWRF4YH85TYwzv0Lt5OxLp40BOpQylRmtUo390hCfbLxVzPreawR1MXZqCg7UFw7q68/ulYrZfKmZ8pBdrHzTMwGnFgkFBLPkhnkOp5UzqYVyzphXJxfW8vzeNapmKlydFdHi+RCLhjbsjeW5rAv/ekcKKOb07rO862VqwZkEMM74+zVObLrFp6UCDw0DWFmZ8/1B/3tmVysMb43ltcncWDQ2+aY62RCJhTv9A5vQPJLeqiR0JJZzKrOKb4zmsOpqNjYUZk3v6YGMhxc/ZFn8XG/xdbPBztsHB2gKtIKDVCQgtXxUaHSV1zeRWycirkpFXLSO7UkZBjZxmlRZnWwtGhnswJsKTkeEe7eiVDQo15fUKKhqVlNYrWHc6l9SSBqzMpVf/zcbKNzqdwDu7U9lwJo8HBgby7rRoo3LTxXXNLFx/nu7eDnw8u5donwXQZ1TXzwdUNipYezKHcZFe9BLJlJFIJO0YcaAffHO0Njepq9QW+1PKya2SGXxGdyaUoNUJzOxjPCu6/p66isiOPR2sr6GntsXJzEoGhLiJnhf5u3AnEHQSfs429AtyYWdiidFAAPpdwuIN8ZzJqma0kXrkqHAPunrasyOh5IYDgUqjY/m2RPan/G+IS4z20OgIT4a3BI8JUd4dfvhjglyZHePPdydzmNHHT5T+TK8AZ2b19eOTAxn0DXThIRE7ze4+jvxnVk/e2pnCGzuSeWdatMFg4GJnyTvTo2hSaXhndyqJRXV8NLNnp6igphDibs9zY8N5bmw4DQo157KrOZVVRXWTisNp5dTJ//c3drQ2p8GAcUu/IJer9WNzqYQAV1uC3Wy5t68/fQKd6RPoYnRnGpdXw5w1Z9t53Oqbx0PoZsJWtE6u4t3daexNKuXhYSG8PqW70SBZWt/M3LXnaGhW8/r8GKODamIhCAL//iOFEHc7lo/v2APbFNJKG4jLq+apMV1ELaSCIPDtyRyC3GwZa6Bf8vulYqL9HEVrJ90sCmpkaHQCI/7hZSG4EwhuCNN6+/LvHSmkldbT3cdwI29oF3ccrMzZl1xqNBA42FgQE+TCHwnFvDKpu0mZW2Moq1ew+/K1tXIxgcBMKmF6bz+W/ZrItotF3NcvoMPfeWVydw6llfPa70n88uhgUTvHJ0Z1IaGwjvf2pBLt5yQqRZ7W249auZq3dqZQWq/g6wf6GmRcOFhbsGZ+DKuOZvHZoQwyyptYMz+GQBONvRuBo7UF46O8GR/1PxZNk1JDcW0zRbVyamQqamQqpBIJUqnkqpGQs40lT47pQoibHf4uNp0yEbI2N0MqkVzjZOdsa8Hpl0ZjZ2XKPa2SF7clUt2k4v3p0dzXP8BoEKhoUDDv21hqZCp+WjLQaFO6M/jhbD5/ppTxyqQIwm9iwRUEgXd2paLSCqKeTdDTQhMK63hnWlS7AJtUVI+ZVCI6G7gV2JlQQn61nIki2Vd/J+70CG4Ak3v40DfQmd8uGvagBf0U7/Q+vpTUNZukYy4YHIRCrePXC+Kaqtcj0M2WHU8OvcZzWKxz1ow+fvQNdOa/f14RFTxc7Sx5ZXJ34vNrRTeBpVIJn97XGx8nG57cdFG0TPXCIcF8OLMHJzIqmduyWBl7/afv6sq6hf0prpXz8vbLfHcyR7Tk9I3C3sqcbt4O3NXdi9n9Anh0ZBhLR4Ty8LAQFg0N4cHBwdzT25fR3TwJdrcTFQRqZSp2Jpbw2u9JzPj6NJrr0oGPZvY0GgTkKg2v/5HEQ+vO42htwR9PDmXOgECjQaCkTm+sU9GgYOPi/qIHx0whubie9/ekMbqbB0uN0F3F4s/kMs7mVLNsXLioiWSA707m4mRjwb0x7Rf7L49kkl3ZxLQ+xqepbyUEQWDbhSIGhrgaZdf9k3AnENwA3Oyt8HayZtuFIpOL/OQevpzKquYPI6bloPdgjQly4adz+Tc8KBXt58SeZ4ZfbWrVytVUijAJl0olvDMtmmqZihWHMjo8H2B2jD8DQlz56kgmJSJplk42Fqye35dauYoXt10WbdM5d0Ag38yP4UppA/euPmPQIrMVo7t5su+54VhbmPHenjQmrDjBodTyG1Z7PHqlgs2xBSQX14uiwN4ItDqBiwW1fH4wg+mrTtP3vYM8s+USeVUyFg4J5vjyUfRqGUIaGe7BhKj25Q5BEDiYWsbkL06yKbaApcNDTFJOQc+Nn7byND5ONqxb2N9gbb6zaFSoeXLzRVztLPn0vt4Gs8VGhZpVR7M6/Hsq1Fre25NGhLcDc0XKMlwpbaC8QcGDg4PaZY9JRfUcTC1n6fBQk17UtxJxebXkVctFZzN/NyT/VFlUU+jXr58QHx/f8Ym3Eacyq5j/fSwr5vRmupFdhiAITPnyFGqtjgPPjzC6O9uRUMyzPyewYVF/RnUgzNURlv2awG8Xirk3xp9PZvcS9Tuv/p7E1rhC9j4zXFT9NLeqiYXr43C0tuCXRweLrsvvSy7lzR0phHs5sPbBGNEDNvF5NSzeEEeUryOPjgwz+TcSBIFj6ZW8uyeVnEoZw7q48/rd3Y2ycIzhmS2XrhqkWJlLifR1pJe/Mz39nfBytMbN3hJXO0tcbS073O3LW7yBc6qayKmUkVPZRG6VDGsLM2Jza5BIoHeAMyPDPRgZ7kFPf+erpY3M8kY+2JvG2/dEX1PyEgSBo+kVfHE4i8TCOib38ObBwcEmB5+0OoGVR7L44nAGwW52rJzXVzQl0xQEQeCpLZf4M7mMnx8ZZHCwSqcTeOTHCxxNr+D3J4bQ0994BvLV4Uw+PZjB5qUDGSKidyYIAnPWniOjvJFjy0bhfB1baNH681wqrOPki6NFy31fj8Np5TQpNUzt6SuqJPrCr4n8mVzG+dfu+kcNkkkkkguCILRjktwJBDcInU5gzKfH8HSw5pfHBhs977cLRSz7NZGNiwcwMry9IBfoG75z154jyN2Wz+7rfdP3tmRjHGeyqzn2wig8RUj21spUjPrkGCPD3fl8Th9R1LpDqeUs/TGeiVHerJrXVzTT5LcLRSzflkjvAGf+e28v3t2dyrNju3YovpdV0cjyXy9zqbCO+/r589qUSJO7O7VWx0/n8llxKBNnWwu6+zgyf2AQQ8LcRN2rIAgU1MhJLKrncmEdl4vqSS6pp4efUzupDxdbC9zs9AFBqdGhVGv1XzU6lBotUb5O18hn+DpZE+phT99AZ7p6OTCsi7to+0VBEDiUVsGXhzNJKq7H38WGJ0d3YVZff5OSCZWNSp7beonTWdVM7+3LezN6iJa/7uh+3t2dRlxeNdN6+xmdgF5xKIMVhzJ5c2qkSbG/jPJG3tiRjLejNSvu7yPqHn6/VMTzWxP5YEYP5g28NoO4WFDLzK/P8OLEbjwxyjQN1Bg0Wh1jPzuOraU5e54Z1iE7TabU0P/9Q0zt6ct/Wobb/im4EwhuA9Ycz+bDfVc4+PwIozQzlUbH0P8cobuPIz8sHmD0tb4/lcu7u1P5YfEARhgJGGKRVyVj3OfHmd7bj49FZgV/ppTy2I8XeXJ0GMsndEwPBb3G+nt70nhqdBdemCCeIfJncilPbb6IlbkZMpWWKF9Hdj/d8QdModbyxeFM1hzPxtPBmg9n9ehQ2rhOrmLbhSJWHc2iVq4myM2WeQMCuTfGX5S8cltodQKFNXLKGhRUN6mokSmpalJRLVPSrNTSqNRgZWGGlbkUawspVuZmWFtI8XW2wcnGglB3e0Lc7W6I2VTRqGDv5VJOZVVxKK2CQFdbnhrdhRl9/UzaP+pLR+W8+nsyjQo170yL4r5+xhvInYEg6Cmq60/nsWhoMG/cHWnwdQ+mlrP0h3hm9vXj09m9TEpf37PyFA3NGvY8MxQvR+N+y62ob1Zz16fH8XOx4ffHh7QbRnt4YxyJhfWceHF0h6q6xtC6mVuzIIYJUR03fjeeyWNvUikvT4oQNbj2V8JYIPjn5Cz/B3FvjD/fnsxhR0KJ0YXQ0lzKg4OC+PRgBqklDUZT8fmDAtlwe+LJAgAAIABJREFUJpcP911haBd30QMvhhDsbseioSHsSiwhPr+GfiJqwBOjfLi/fwCrjmbTy9/5GoaMMTw8LISsiiZWHs0i1MOOmX3FMTImRvtwX/9ANrfISaSUNLAvuYzJHcwzWFuY8dLECCZEebP810QWrY9jdow/L0+KMLqoO9tasmR4KPMHBbE/pYxN5wr4cN8VPj2QwaQe3kzu4cOQMDdRJQMzqYRgdzuCRejm3ArUyVX8mVzGrsslnM2uRifA5B7efDK7F9N6+3bo/5tSUs8He9M4nVXNlB4+PH1Xl06XyIxBEATe3qWfU1g8NIR/322YoppV0cTzWxPo4efEBzN6GA0CgiDw0m+XyauSsWnJIFFBAODzgxlUy5SsX9i/Xaa363IpsTk1vDPN8IS2GGi0Or46kkmkj6NJW89WKDVaVh/LJtDV9pY04P8q3AkENwE3eysmRnmz9mQODwwKxMfJ8MP7wMBAjmdU8uXhDL5ZYHjQy8rcjBcnRPD0lkv8fqnYIPOhM3hmTBeOXqng+a0J7HlmuCgFzLfuiSKlpIFlvySy82mHDoXCJBJ9szm/Ws6r25Nwt7cSlc1kVTTxS9y1rKN3dqUwPtJLFLumd4Azu54expeHMzmQWsboT46xcEgwi4eFGGWYWFuYMa23H9N6+5FR3sjm2AKyK5t49McLmEkl9AlwJszTnnGRXowK9+gU1fNWQaPVcaWskYv5NZzIrOJ4RiVqrUCwm373P7WXr6gBp9L6Zj7Zn8H2S0U42Vjw5tRIHhgYJEptUwwEQeCtnSlsPJvPkmEhvGZkTqGsXsFH+9KwMpeyZkGMyVmA9afz2HO5lJcmRphU+myLqiYlW84XMH9gUDtlz6omJW/uSKaLl4PRHp4Y/JFQQl61nLULYkRlUb/GF1HWoOATE5nPPxF3SkM3iaJaOaM/OcZ9/QJ4f0YPo+etPJLJJwcy+PmRQUYbeoIgMH3VaSoalRx9YdRNTyNeyK/lvjVnmRjtzcq5fUQ9mEW1cu7+6hReDtb8/uQQUY2uOrmK1/9I5kBKOV/O7c3EaNM7+4sFtTy07jyN1w1h2VmakfDm+A53um2RWd7IZwcz2Jdchp2lGQ8NCWbJ8FCTBjWtUGl0XCyo5VRmFScyK7ncotUkAaJ8HZnS05de/k708He64SajMQiCQGWjkoTCOi4W1HGpoJbLRfU0tzCqxkR40sXTnqk9fYn261h1E/S9nu9P5fLdqRx0Olg0NJgnRne5pUwZjVbHR/uu8N2pXJYOD+HVyYaDQFGtnHnfxlLdpOTXxwYTaUL7/0J+DXPWnGNUN0++fVDcgtuKrIpGPOyt283gPLnpIgdTy9nzzDBRwdMQVBodM74+jSAgqjeg0ugY/ckxvByt+O3xIf/IQHCnR3Ab8e8/ktlyvoCjL4wyOpmpUGsZ88kxXO0t2fnkMKMNy3M51dy/9hyvTIpoZ/pyI/j6WBb//TOdj2b2EO2QdCKjkofWn2fuAL00gZgyVZ1cxeINcfrhsek96OnvxLpTubw1LcpgNiIIApVNSrIqmkgraeDdPWmA3urzi/v7iJItbov0ska+OpLJnqRSbCzMWDAoiMXDQkT72+p0AsczKth1uZT4vFqUGi3lDfqZBwupBHcHKzwdrfF0sMLL0QovB2s8HfXH7CzNkEgkCALoBAFBAAH9V4VaS1mDgrJ6BaX1Ckrr9SY2ZfUKwr0cSCisw8JMQqSvE31bpo37Bjrj52wjeiFJKqpnU2w+OxKK8XCwpneAM8sndLvpKeHrUdGg4Kktl8gqb2TRML2fsKF7zKuSMe/bczQpNWxcPMBknbygWs4bO5LJrZKx8+lhtyRo7Usq5fFNF1k+oVuHOkGmsOpoFl8fzeLbh/qJYi9tOV/AK9uTTBJD/m7cCQS3EWX1CkZ8fJRpvXxNNmdbaaKfzu7FLBOln7d3pbAptoDdTw+7aSVQnU7gwXXnic+vYedT4l9v6/kCXvk9iVl9/fnPrJ6imDZylYYnNl3kWHolDtbmNCo0PD2mC8tESg3sSyrl5e1JqLU63poaxex+/p3eVWWWN7LyaBZ7L5fi5mBFd299aWBcZOf14GtlKi4X15NZ3khaaSMVjQoqGpRUNCqobSMx4WRjYXQgr4efE0nF9Ugleg8KbydrfJys8Xa0IdJXX36L8nXqdPYnV2nYlVjCptgCLhfVY20hZVovPxYPDenQJP5GcCarimd+voRMqeWDmdHMMDKhm1neyAPfxaLRCfz48ACTLmCFNXLuX3sOmUrD9seHtPP5vRHUNCkZv+IE3k7W/P7EUIPZ5Y6EYqL9nEya3ORWyZiw4gRju3vy9QMxHV5Xoday5Id4GhUa/njin5kNwJ1AcNvx7u5U1p/O5c9nRxgdrdfpBGasPkNZfTNHXxhldGGqalIy4fP/Pcw3W9utaFQw+YuThHrYsW7hANG0wc8PZvDF4Uzm9Avgw5k9RAUDtVafHhfV6ofNrM2lnHxpDB4O4hg6pfXN/GtrImdzqpnZ148nRoXRxbPzC1thjZxNsQXsTCimpF6BraUZ4yO9mNbHj+Fd3G+6B6DUaKlsVFLeoESh0qJDQCqR6L0oJFz93s7KDDd7KzzsrW7JNeNyazmVVcmmc3pf5HAvex4YGMT0Pn63ZVhKpxP4+lgWnx3MIMTdjtXzY4xuJlJK6lnw/XnMpBI2LxlosiRTUtfMnLVnqZer2bx00C2Rt9DqBB7eEIdaq+O1KZEGiRlJRfXMXH2aSdE+fDnXMD1VEAQe+C6WpKJ6Di0bKSqrbKXH/vroIPqHiOtx/B24EwhuM6qalDz3cwISCfyweIDRHcGF/Bre353GoDA3XpxonKZ5IKWMR368wDNjuvCvmxTvAr0u+hObLhLh48C6hf2NKqK2hSAIfH4wgy+PZDF3QADvT+84GOxKLOHpLZeuOTZ3QAAfzhTPp9bqBLZfLOLtXanIVRrm9A/gubHhoss8baHTCcTl1fBHQgl7LpfQoNDgaqvXDuob5EL/YFeC3YwbCP3dKKyRcyy9guMZlZzJrkau0jK0ixse9lY8MCiIfkEut+3ea5qU/OvXRI6lVzKtty8fzOhhlH2zN6mU707mUNWkYuPiASZLe2X1CuasPUtNk17jSKxCaUf4YG8aa0/k8OHMHgYnkhsVau7+6hRqjY69zw43SixopYu+Nz2a+YM6lr/Oq5IxfsUJJkR585WR4PJPwR366G2Gu70V4yK9eHNnCjsTS5jW2zBTISbIlQhfR1Yfz2ZkuIdRQ5HxUd7M6uvPqmPZjOnuddNUtIGhbrw6uTvLfk3kX1sT+XJux4NjEomE58eFoxUEVh3NRiqR8N70aJMLjyF3sy3nC7G2kPLm1GhR92omlTC7XwBjIjz56kgWm2Lz+eNSCUuGh/DIiNBONW6lUgkDQ90YGOrGW/dEciy9kpOZlexKLOXnFuaSu70lMUEu9AtypV+wC1G+TreMYdMZqLU6cqtkXClrJLmonkNp5eRUyQAIcLVhVl9/RoZ7MDjM7YbpkGKg0+l1cr45nk2jQsN706N5YKBh3SKVRscHe9PYcCaP3gHObHtssMkhxopGBfO+PUdVo5IfHr51QeC3C0WsPZHDQ4ODDAYBQRB4/Y9kCmvk/PzIYKNBoKpRyXt7UokJcmGeiJ6aIAi8sTMFSzMpr08x7Cn9fwF3MoJbCK1OYFaLJs7hZSONPmwypYbJX55EoxX487nhRhe2BoWaiZ+fwNrSjP3PjTBY78ytknE+t5o5/cU1gr89kcP7e9NYMCiId6ZFidpNthqcrDmezaIhIbw0KcLkQtmgUJNd0URWRRPH0ivZ0+Ik9uiIUJaN79bpRTa/WsbH+9PZfbkUNztLnhodxtyBQTfFqtLpBLIrm4jLqyU+v4b4vNqrQczKXMo706JE/007i2aVvqyUXdVEelkj6WWNpJU2kFMpQ9WiwzM41A0Lcymjwj0Y1c2DEHe7vyRrSSys442dKSQW1hET5MJHM3sYLfEU1sh5asslEgvrWDw0hJc7eC4yyxt5ZXsSJXXNfDG3j1GP387iYkEt9685R79gFzYuHmDwc/JrfCHLt13mX+PCjTr96XQCSzbGo9RqeePuKFFyK3uTSnli08UOJ6ZrZSqcbS3+9szzTmnoL0JaaQNTvzrFzL5+/Pde443jC/m1zP7mDLP6+ptsMJ/LqUau0jAmwvAwyyvbL7PlfCEr5/Xh7p6+ou7xw31prDmew3Nju/KcSD9ZQRDYcCaPt3el0i/IhdXzY0TX/ZtVWt7dk8rm2AJ6+Dnxxf29b6gxmFhYx4f70lBrBXIqm7ivXwDzBgYa9eDtLCoaFMTn1xKfV8vUXj4m2S7NKi0vb7+MmVSChVSKmZkEc6kEc6kUczMJ1uZSGhQaamQqauV6mepamYoauQqFWkfvACcSWhzsfJys6ebtQDdvByK8Hejm5Uiohy3WFn9dwl7dpOTj/elsjS/Ezc6KVydHMKOPn9GF61BqOct+TUSnE/h4ds8OKcOH08p59ueEFlOhfrcsEyita+aeVaexsTBjx5NDDUp1pJY08PhPF/BxtmbTkkFGM+FVR7P4eH86b98TJco7o16uZuIXJ3CxtWTnU0ON9oBUGh33rDxFtJ+TaP2v24U7geAvxEf7rvDN8Wy2LB1kcjjm4/1XWHU0m7ULYkRN8hqCQq1lwfexJBbW8+PDA4yWmtpCEASWb7vMtgtFvDMtigcHB4u+3q7EEpZvS8TF1pK1C/q1G+Qxhf0pZbz022U0Gh3LJnRj/qCgTs0MtN77+dwaNpzJ40BqOVqdwIhwD+YPDGRMhOdfNgjWoFBzz1enUGv1bmQanQ6NTkCrFVDrdPg62VDVpMTVzhKXFnE6Fzu9UJ2LrSW+ztZ4O1oT4e14Qz4UptCk1LA/uYyyBkWH9EmVRsfm8/l8diADuUrLwiHBPDu2q9EstVGh5utjWaw+lkOUryNfP9DXZCAWBIFvjufw3/1XiPJ1ZO2Cfvg6i5sa7ghVTUoWb4jDXCrho1k9DTaxS+qamfn1GZxsLPjx4QFGy1ZnsquY/10sU3r68uX9HbvpCYLA81sTSC9r5MOZPehtYtPwxaFMPj+UcVOf81uFO4HgL0SzSsuD62KxMJOyen6MUTZH68CKk40Fn8zudcMfkDq5ilmrz1DZqOS3x4eIGqDRaHX8Z98Vvj2Vy5Ojw3hhfDfRaWtKST2P/HCBqiYl/723p9F+iCGU1StYfTyLjWfyCfOw47Up3RndzfOGUuayegU/xxXw8/lCyhoU+DhZM3dAINP7+BF4izn0/3SotTpOZFTyR0IJB1PLUKh1dPW058/nRhjcATcq1Px8vpDvT+US5GaLuZmEt6ZGGX12BEFgZ2IJ7+9Jo7JJybLx4SwZFmqyPKdQa3llexK/XypmSk8fPrm3V4c6S1VNSioblXT3MS2FUdWkZN635yiokbN+4QCDG676ZjWzvzlDaZ2CXx4bbPQ1yxsUTPnyJE42Fux8apio/su2C0W88Gsiz48N59mxxp0KU0vquW/NOcZEeBplKf2VuBMI/mK0TkuO7e7F6vl9jS50edUypn55ikA3W359bPANS9YW1siZufoMlmZStj8xRBTDRqsT+PeOZDbHFnBvjD8fzuwheode3aTk8U0XOZ9bw+Mj9bV/sbtxQRA4cqWC9/ekkVMlY3hXd16fEnnDFoIarY5DaRVsis0nqbieJoWGrl4O3BXhyZjunvRqI+v8/yfodDouFdTpGVFJpdTIVLjYWjClp0+L6VB7RlF5g977eHML/XRQqCtPjA5jeBcPo8/oldIG3tqZwrncGnr4OfHu9OgOyQuFNXJe2Z7Eqawqlo0L56kxhofPrrlOWQMPb4jHTCrh8LKRRp/F6iYl876NJb9GxrqF/Q0OeynUWh5ad56LBbVsXDSAIV0MD4SptToe+DaWpOJ6dj41VNQmKruyialfnaKHnxOblxovNSnUWqZ+dQo7S3PWLeovatr9duNOIPgbsPZENh/svcIbd0eyeJjxRtLRKxUs3hjXaUnn65FcXM/9a88yrIsH706PFlXDFwSBLw9n8fmhDEZ382CVEVtIQ1BpdLy9K4WM8kYUah0fz+7ZKVEzlUYvFf3F4UwaFWrmDgjkX+PCO60K2haFNXL2JpVy+EoFF/Jr0eoE3OwsGdXNk7u6632ab7VcxF8FQRDIqmjiXE41Z3OqOZddja2VOZWNSsZFejG9tx8jwj0MNmwzyhtZeyKHHQnFaHUCk3r48OiI0Ha+APtTyjiYWk6NTEVFo4KM8iZUGh2WZhLemBrF3AGBJoOqTiewKTafD/ddIdLHkSXDQ0VZNR65Us7Tmy9hZ2XOdw/1M+pXcE0QeKi/wQVepxN4essl9iSV8sX9vY1mrIIg8Mr2JLIrm5g/KEhUZqtQa5n59RlK65vZ9+wIvJ2Mb7j+/UcyP57LvyWKwrcKdwLB3wBBEFj6QzzHMyr59bEhJndRrWyeZ+/qyvPjxDVwDSEut5oF687j62TDT0sGii43bTlfwGu/J9HD35n1Czu3e9mbVMq//0imQaHm6TFdeXxUWKdq/7UyFV8czuTHc/n08ndiQIgbDw0JMiriJxZ1chXHMyo5cqWCY+mV1DersTCTMDLcA38XW6L9nOjh50SYhzgryb8aOp2OnCr51YU/Nqeaqia9ZaevkzWDwtyYEOnFkC6Gg1uNTMW+5FJ2JZaQXNyARqdjTr8AHh4WatTXecnGOA6lVbQ7fuD54YR7mQ7yhTVyXvrtMmeyqxne1Z2PZvXEr4PnTxAEvj+Vywd70+ju48h3D/Uz+r6XNSh4aN158qr0mcBQI0HgkwPprD6ezSuTInhkhHGZltYeXWdk1N/YkcwPZ/NZt7CfUQIH/E96e+nwEF6bEinqtf8K3AkEfxPq5CqmfHkK0AtXGaOUtm3gdoYBZAhxeTUsXh+Ho40Fm5cOFM2qOZhazr+2XqKHvzMvT4ow6SJ1PWpkKt7cmcKuxBKifB35+N5enXa/yqpo4sezefx4Lh+pRMLUXr48PCzklkydarQ6LhbUcSKzknPZ1aSUNFwVeLMyl9Ldx5FoP0eifZ2I9HUkyNUORxvzv4Tup9bqyK+Wk12pp9xmVzaRXSkju7wRiVRCo0KDt6M1g8PcGBTqyuBQdwJcDWsRNSjUHEgpZ1diCaeyqtDqBEI97Fg8NIQpPXxMGuDIlBo+PZDOutN5V49JgB1PDTX5LAiCwKbYAj7cq9eLem1KJHMHdOx5oNLoeHNnMlvOFzIxypvP5vQymo1mlDeyeEMcIe52PDYyzGAQ0Gh1vLw9iW0XilqCQKjRe2j1/5g7IMCkPHZbbI0rYP3pPO7q7mnSs6O8QcHEFSfwdbZh+xNDRA1v/lW4LYFAIpG4AluBYCAPuE8QhFoD500EvgDMgO8EQfio5fhbwFKgsuXUVwVB2NvRdf8vBQKASwW1LPkhnlHhHnw0q6fR3bJSo2Xet7E0NKv5YEYP+ofcOM86ubieBd/rG9Y/LRkoWmMoqbieR3+Ip7JJyWuTu/PQkOBOLYZ/Jpfx+h/J1MlVPDEqjMdHdem0EUthjZz1p/PYGleATKVlUKgrS4aFMibC84bLZtdDqxPIrWoiubiB5OJ6korrSS1poFGpoZe/E4kt+j3ejtZ4OuoZPt5OetE5bydrXG0tsTSXYtaGMmoulejppGZSJBJQawXqm9XUyVXUN6v1/8nV1LV8b2km5VxuNQXV8muM6r0dreniaU+Yhx19g1zo5e9MkInp50aFmqPpFey5XMrR9EpUGh1+zjZM7eXLPb186e7jYPI9rJOr2Hgmn/VncqmTq/Fxsqa0Xu95/fCwEP59t/EdbXZFE2/uSuFUZhXDurjz0aweoszac6tkvLgtkfIGJVN7+bBsXDej7+3R9Aqe3nwJG0szvn2wn8HMWqXR8dzWS+xNKuP5seE8c5fxnkSro9nEKG9WPdBXVP/oZGYlC9fHMSTMjXUL+xv9DGt1Aos3xHE+t4bdzwwzqWf0d+B2BYL/AjWCIHwkkUheBlwEQXjpunPMgAxgHFAExAFzBUFIbQkETYIgfNKZ6/5fCwTwv7H1+/rpRdyMPaRVjQoWb4gnt0rGj0sG3tREcasAmEqrY8Oi/vQOEOeWVCtT8cKviRy+UsHEKG/+c2/PTunY1MpUvLM7lZzKJmpkKl6Y0E2012tbNCjU/Hy+gA2n8yipVxDibsvcAYHc08vPZG32RqHT6e0pcyqbyKmSUVavoKxBLzRX1qD/XqXRD3xF+TqSUtJg9LWkEtAZ+WjZWprhbGNBn0AXtDqBME87wjzs6eJpT6iHfYdaUPXNauJyaziXU01sbg0pJfWEezlQLVMxpYcP9/T2pU+Ac4cBvLiumZ/O5vHD2XxkKi1ju3vx5OgwQj3sGfXxUazMzTi8bKRBFk11k5IvD2eyKbaAIWFuTIj2Zt4Aw9PHbSEIApvPF/De7jQszCR8MruXUUqlIAisP53He3tSifB25PuFhstG6aUNTPjiJACvT+lu1C4T4EhaOY/8eIF+wS5sWDRA1FDilbIGZq8+i5+LDb8+Nthkj+mDvWkcSC7j2XFdjQrz/Z24XYEgHRglCEKpRCLxAY4JgtDtunMGA28JgjCh5edXAARB+PD/pUAA8NmBdL48ktXhIFdpfTNz1pyjTq66aUGugmo5j/wYj04QeOaurqJLToIg8N3JXP7z5xW8naxZOa9vp4PS6axK3ttzhbTSBqJ8HXl5UgTDu3a+aabW6tiXXMah1DJ2JpYikUD/YFem9vJlcrT3TTWXOwNB0O/wyxoUNCo0KNRaNDoBjVZAq9O1mSkQ0AkCFmYSHK0tcLa1wMnGAicbS5xsLDo1WS0IAhWNChIK64nN0S/+aWUNCILe/a53gDODQt0YFe5OrwCXDne3zSotf6aUsu1CEWeyqxkY4oqHgzVPjAq7hl5ZWCPHwkzaLuA2q7R8fyqHb47n0KzWcn//AJ4d2xVPh44Dc2Wjkpd/u8zhKxUM6+LOJ7N7GQ3oaq2ON3emsDm2gPGRXqy4v/fVspEgCFwpa+RwWjl/JpeR3BKQx0V48u3C/kavfzC1nP/uv4KHvRVrFsSIIg2UNyiYseo0Gp3AH08ONdlz2xpXwEu/JfHg4CDemSZOTuWvxu0KBHWCIDi3+blWEASX6865F5goCMKSlp8XAAMFQXiqJRAsBBqAeGCZodJSy+89AjwCEBgYGJOfn3/D9/13oW0f4D+zepiUMCiqlTNnjV6id8vSQR3yqk2hslHBYz9d5EJ+LY+NDGP5hG6i6ZQXC2p5evMlKhoUvDgpgoVDgjvVCNbp9PzzTw6kU1TbzPCu7rw0MeKGg1tOZRO7L5eyM7GErIomzKQShoS5MbWXLxOivG+LAudfAa1OoKi2TZ+gQkZWpb5fYG0upaxBiZW5lL6BLgwKdWNgqCu9A5xF7WgFQSA+v5Zt8UXsSSqlSakhwNWGe/sGMCvGT1QpR6sT2HahkM8OZlDeoGR8pBcvToygi6e40seBlDJe3p6ETKnh5UkRPDQ42GiGWFLXzKf70/ntUjGPjwpj+fhry0atSp9tEexmy7Hlo41ef/vFIpZvu0yUryMbFg0QRYZobFYz97tz5FTK+OXRwSaf2bPZ1Sz4PpbBYW6sX9j/H0k+gJsIBBKJ5BBgKHd7DdgoIhDMBiZcFwgGCILwtEQi8QKqAAF4F/ARBGFxR/+YvzsjSCisw83O8oaMP9RaHQ9vjOd0VhXfPdiP0RHGzdcLquXct+Ysaq2Onx8ZdMNOS/A/quem2AJGhHvw5f29jTaur0edXMXKI1l8dyqXCG8H3p/Rg5igzplyKzVafjpXwMojmdTK1dzfL4CFw4Jv2ENXEATSyxvZlVjCrsRSCmrk+DpZE+Rmx+AwNwaHudHL3/mGxeM+PZDOkSsVuNlb4W5niZu9JW72VrjZWeJub4W7vRUO1uaYSSVIJHqBPqkEJLT+rP9erdVR36ymVq6iTq6mRqaiTq6iVq6mtkV+okmpIbGo/mrZCfRCeKEt5aIuHnb08HOiZ4Cz6MajIAiklDRwJruKzbEF5FXLsbU0Y0oPH+6N8ad/sKuoUp1Ko2P35RJ2JJRwPKOSPoHOvDq5u2idoLJ6BZ8dTGfX5VJC3Oz44v7eJp/j3ZdLeLXFk+LzOYbd7k5nVbHg+9hrSm+mNlYbTufy1q5UhoS5sfbBfqJk2GVKDQvXn8dcKuWREaEmP6e5VTJmfH0ad3u9M9k/eTPyjywNXXdeMLBbEIQOc6q/MxAo1FpGfnwUR2sLtt3gm96k1HD/2rM4WFvw7F1djVpXgv4hu2/NWSJ9HFk+odtNM2h+Pl/AGztS8HayZu2DMZ1aiPenlPHWzhTKGhQ8MDCQ5RMiOv3vb1CoWXM8m4TCOk5nVTO0ixuLh4YwutuNN4IFQeByUT1nc6rZkVBCWqm+VGBjYUa/YP0OenCYGz39nETv1H48l8+xKxVUyVRUNympalKiUOuuOSfa1/FqWcIYIrwduFLW2O64naUZLi1yE9F+jthbmbc0iPWLv9gg3RZ1chUnM6s4ll7JicxKKhuV9A5wxsbCjHtj/JkY7S1atbRWpmJTbD4/nM2nomVOYWYfPyZGe4siDyjUWr4/lcuqo1lodAKvTIzggUHGfZMbFWre3JnC9ovF9ApwZsWc3galrAVB4NuTOXy49wqtK5elmZT4f49t54QnCAJfHdF7KYyP9OLLuX1EZVAypYZF6+O4UFDLijm9mdrLeDm1pknJvd+cpVau4o8nh94y3avbhdsVCD4Gqts0i10FQXjxunPM0TeL7wKK0TeL5wmCkCKRSHwEQShtOe959CWj+zu67t+dEZzJruKhdeeZ0duPd2dE3xA9rLpJyf1rz1FYK+e7B/szrKtxK7z8KhnzvoulVq5i1QN9Gd3N+O5EDC4W1PLCyb73AAAgAElEQVTYjxfQCgIvTYjolBNYk1LDZwcy2HAmFzd7K964O5K7e/p0mmZZK1OxJa6AH87kU9agIMTdjkVDg5nV1/+mJZZrZSpiW5qpZ7OrSS/XL8R2lmZsf2LoDU0wC4KAXKWluklFlUxJdZMKpUZLs0p7jTWlrs33giDgYG2OpbkZLraWuNhZ4GJribOtxS2jFKaVNnAwtZxj6RUkFNahE8DZ1oLhXT0YFe7B8HB3UfX7VmRVNLHudC7bLxahUOsY3tWdh4eFMDLc+ORxK7Q6gXq5khWHMzlypZKi2mbGR3rx+pRIo3MLoJ/Cf25rAsW1zTw1ugtP39XVYPmxWaXlpd8uszOxhEnR3gwJc+PfO1K4u6cPK+f1bXcvnx1IZ9Wx7BaXvR6iNgFNSg2L1p/nYkEdX9zf22RPrVGhZv53sdhamfP82HAG3ATL76/C7QoEbsAvQCBQAMwWBKFGIpH4oqeJTm45bzKwAj19dJ0gCO+3HP8R6I2+NJQHPNoaGEzh7w4EAPuSS3n8p4tMivZm5TxxFLTrUdWkZP53seRUyVizIMbkAl/eoGDR+jjSyxv5YEb0TUskVzQo+ORAOr/EFzG2uycfzOzRqQUjubieV7YnkVRcz339/Fk0NOSG+hitjeDvT+WSWFiHg7U5cwcEMrd/ACG3iHpX1aQkNqeG2NxqXpvS/R/F675ZvLTtMr9cKKSnnxMju3kyqptHpyU1VBodxzMq2BxbwNH0SizNpczs48fiYSEd0o4/PZDO1rhCGhWaq3MZAE425qyaF2Nyg6NQa1l3OpdP9qfj62zDijm96Wek5CQIAvO+jeVcbjUvjO/GE6PCkEgkXMivIczj2gyqTq7i6S2X9BTqQUE8NzZcVLbZqFCzcL3ed/uruX2Y3MO4oqpMqeHBdedJLKxj9fwYxkUaHy77J+HOQNltwI0MpVyPWpmK+d/HklnexKoH+pp8oJqUek/gExmVPHNXV54f2/WmBp50OoF1p3P57/50bC3NeG96dKcG2bQ6gR/P5vHDuXxyKmVM7eXL82O73rD37MWCWtadyiUut4YqmYpoPyem9fLl7p4+Js1O/l9GcV0z1ubSTjOndDp9A/mPhGL2JpVSJ1czINiVoV3ceWBQIO4iX+/135P4KbbgmmNONuacfXkMtlaGy4aCIHAwtZx3dqdS0aDggYFB/Gt8eIcsnuMZleh0gsl6fVppA4/+eIGyegXvTIvifhHmMqAPHo/+eIEL+bV8NbcPk0wEgWaVlkUbzhOXV9thwPin4U4guE34ZH86K49m8cSoMJPWk6ZQL1fz4PrzpBTXs6KDdFSt1fHa70n8El/EnH4BfDTrxgJQW2RVNLLsl0QSi+q5u6cP706LNjmB2u7+m9V8eyKHdadzUWp03NvXn2fGdu1QXsAYyhsU/HGpmB0JJaSWNiCVwKBQN+7p5cukaJ9bLtv8/wpaaZd/JBSzK6GEknoFNhZmep2iPr4M62JYp8gYUkrq+exgOofTKq8es7Ew48gLI43KRORVyXhrVwrH0ivp6mnP29OiDIrGdRZylYZntlzieHolLnaWfLMghr4mpKHborBGzqINcThYm/PoiDCT2kgKtZalP8RzKquKFXOM6xj9U3EnENwmCILAa3/oFTxfm9ydpSOMD7OYQqNCzdKN8chUGmb29WehiYleQRD44nAmbnaWLOiEl4ApaLQ61pzIYcWhDBytLXh3ejSTRDYGW1HVpOTro9n8dE5P7Z03MJAnR3cRbWBjCFkVTexMLGFnQjF51XIszCSMCvdkbKQnw7t63JB099SvTmFlLiXE3Y5QD3tC3O0I87Aj0M3WaNmoTq5i2srTDApz45m7bjzIiUG9XE1BjfzqfwNCXDvN0mqFSqPjYkEtpzKrOJtTzYX8WsykEkZ0dWd6Hz/GdvfqdE/mYkEtq45kcfhKBQ5W5vT0d+J0djWAUb/gZpWWr49lseZ4DpbmUp4b25WHOklFbgu1Vsfvl4q5VFDLhfxaMsqbALCQSjj98hjRGeSlglqWbIxHoxNYsyDGJHFDodayfFsiuxJL+fjenszuFyD6fuPyaojydbxhdeFbhTuB4DZCqxN45udLnM+p4flxXZk3sGPDa0OQKzU8tzWBA6nlLBgUxJtTI/9yPnJqSQPfHM9mZ2IJg0PdeGNqZKdr/yV1zXx1JJNf4ov47L5eondNB1PL2Xgmj3taZwLa7PwFQdBLBSeUkF7eyMnMKgBCPewY3sWdoV3cGRzm1mF5oTVwZ1fop4crG5VX/59UAv4utkT6OOBse62hjEyp4c2dKYDeU3nugACeGt1V1ISzIAjIVFoaFWoamjX6rwo1jQoNcpWGvCr5NQt/o0Jzze8vn9CtQ4OZttfKrpRxMrPy6uIvV2n1PtAx/kT5Od3UEN6Tmy+y53IpLrYWLB4awoNDgrGxMOOelafwcrRmw6L+12wetDqBHQlFrDmeS3p5I9N7+/Lq5O43XeprtYiUwFX2kFQCJ5aPxl8krXtfUinPbU3Ay9Ga9Yv6m5SDqJerWfpDPEW1cp4bG859/cUHgQMpZTy5+SIPDAzirXuiRP/e7cCdQHCbodLoePV3veDVzWQGOp3Af/68wpoTOYwI92DlvD7taHG3Gxqtji1xhXx6IJ2GZjXzBgbyr3HdOq2nnl8tI8DFVjQtdPflEj7en05+y85/ZLgHU3v5ttu1ts4QnMqs4mRmFedza2hW6xe73gHODOvizoLBQaLq3I0KNblVMnKrZGRX6r8q1VoSCuuolatQazv+fNhammFlLkUqkVydJzCTSgh1tyO5pIEmpQatEb2JPoHOpBQ34O9qQ6CrLYGutgS42BLQ+r2rjcngptXpbTsvF9VzPreGk5mVlLToBAW72TK8qwfDu7ozKMztljxHG8/kodLomDcw8Jr3RKXRYS6VXH2vtTqB3ZdL+OJwJjmVMqb19mXegEBRDnpioFBrGPfZCQprm68eWzgkWNRCKwgCa0/k8OG+K/QNdObbB/uZDIyl9c0sXBdHTlUTn97Xm3tM0Emvx57LpTz78yWi/ZzYuHjA3z5jcCcQ/AVQaXQ8vzWBPUmlPHtXV567iWbu1rgCXvs9mRB3O9Yt7H9Dw2s3izq5ihWH9PLQdpZmPD8u/IbsJTuD1p3/rsQSdl8upbRegbWFlLu6ezG1pw/DunpcMxC0I6EYpUaHv7MNp7OrOJVZRXJJA7Gv3iW64WnqXhqVGmplKs7n1rB822WAq7vQ/6+98w6Po7r+9ztqq95771Zxb7hhG2zTTO+9JpQ0WiAkQCAJBEIg5EdNIKE5xAEMGAy4YxvcsC3Jkq0uWb1Lu9LuavvO/P6YlWwZlV1Jlu2v532eeXY0u7OauTsz5957zvmcEF9PogO9yY0NwlfljihJiJJszEVJItTXC4PVToC3B4HengT6eA6y7kGYn8opY2mzi1R39HKoqWeAUF5ftE58iA9T4oL6H/4n45oRRYmvDrXwytZKqtr1ZEUH8MDyDM7LiR43wcBOvZnffnaIzSVteLgJ2EQJNwF2PHLOiOdstNh5bn0pnxxo5NzsSF66ZtqwuQWVbTpue2cfWpONt26ZNWSBm8H4vKCRhz8uZFZSCO/cPueUqIOhGIIJwi5K/OZTWUbiJ4tSeHxl9qiNwe7qTu77Tz6+Xu68dM00ly7C8aSiTccf15Wws6qTxRnhXD83kQty5Rv7SIeebqPVacecK/RFtqwrbOabQy2kR/qTV6dhRmIwi9Ij5GS09/ajNdm4amYcz1w+BR8vd3Qm67jfdIeberj41Z0IAlw6NZZfnJs+pkzvoRBFiTadifouAw0aIw1qAw0aAxabyJbStv6kNh9Pd3JjA/trKkyJDyIt3A/3kyRtYLeLrC9u5ZWtlVS06cmM8ueB5Zn918l4sam4ld9+dgid2caj509iWnwwN7y9l5VTY/h/1w9fCrKqXcfPPsynsl3PExdlc8fClGGPLa9OzZ3vHcDLw4337phDbqzzyZyf5jfyyCeFzEsN41+3zT7pvoE+FEMwgYiixB/WFfP+njpumJvIM5dPHnWpxCMdev66sZyNxa38alkGvzw3A3c3gb7fbTRGprazl/gQH5f8D5IksaW0nY/217OltJ2MSH9+fk4ar2ytoq7LwAd3zR1UI368kOsJaNhe3sHOqk4ONfVw/KWbEu7Hu7fPJjl8/KV/RVFi9f56FqSF92e82uzigKmjwX4KUZQwWO1ojVa0JhtahwS11uEv0JqsABQ3a2lQG2jSGLHYxQHfGR3ozZLMCHy83OWHflwQqRH+p0T5zR6DlU/yGvhgTy3enu6IEty/LIOVU2LG1QC0a038fWsFH+9vZFJ0AC9fN70/x6Guq5eoQO9he/af5Tfy+OeH8fVy5+Xrpo9YMWxtQSNvfXcEo1XkgzvnOj26kiSJN3dU88KGcm4+K5EnLs5xKpt5olAMwTjyWX4jYf4qlgxzMUmSxAsby9lW1k5quB8vXjt00Y2R6DXbeGLtYT4vaGJ+ahh/u24av/vsEBLw7u1zXDIGJqudZS/twE/lztOX5Lo8yrCLEl8fauHVrZVUtuv7t/t6ufP5KLN2R4Om18Lr22T9o+MJ9vXk4qkxLM6IYEp8ENGB3iekwExfFarh6KttMBSe7rJonrrXSkKoDwnH+Qhig73HJQGu12zDahdHJV0xGKUtWj7YU8fagiaMVjtzkkO4e3Eq52ZFjauBstpF3t9dy9+3VGKxifz2oixuOmtoqYrjMVrsPPXlYT4+0MjclFBevWHGsPW8rXaR59eX8e+dNSzPieQvV0512rEuihLPfF3KO7tquGx6LH+9etqota5OFIohGCdsdpEr3thNWauWl6+dzsUjOI7e213DH9aVkDNCGb6RkCSJNXmN/P6LYtwE6LXI88LD1WQd6ns2lbTxp69KaNQYuWhKNI+vzHE5HFIUJa7+x27y67v7twV6e/D1rxaREDo6vZVvDrUgAIszI5wKaXxhQxlvbK8e8P9BFriz2KT+aJJwf6/+nvTU+OD+h6yrBXOOp7azlw3FrQADRidH/zMEqDyQwOEX8CDIx7PfRxDo7Ym3p9sJMVI9Rit5dWpHRrWaw0093Lc0jYfPc64k42BY7SKbS9p4b3ct+2rUeHu6cfn0OG6Zn+TStImz7K7u5Okvi6lo07N0UgRPXZI7qP7QUJS1aHno40JKW7X84px07l+WMewouENn5hf/zeeHGjW3L0jm8ZXZTvvDrHaRRz4pZO3BZu5YmMyTK3PGdUQ0XiiGYBzpMVr52X/y0BisXD0rftjC9DCwMPfbt85m2hiKzeyu7uCmt/f1P2oi/L3Y/sg5LseCm6x23vruCG9srwLgviXp3LMk1elhrKbXwuxntmCXpB8VYZmbHMpL100jwQl542O5+s3dHKjT4OXhxqL0cFbkRLEsO3JI6Yvt5e18tL+Bs1JCOTszgtRwv/6HqtFip6RFrj5W1Cg7VyvbdUxLCKbAYbwiAlQkhfqSGOZLUqgfSWHyek5M4Ck1nB8JSZJo6TFR1NjNDzVq9tWoKWmRaxZ4usuRVHNTQlmRE+1yTQlJkjjY0M2Xhc1UtunYWdVFQqgPt8xL4trZCeM2wjiWlh4jz35dyldFLcSH+PDUJbksz4502mBabCJvbq/mtW2VnJ0Rwe0LkkecCiqo13Dff/LpNlp47sopLhWVMVhs3PeffHZUdPDI+UflL05FFEMwzhgtcsz/xuI27lyYwhMrs4ftAZS3yjVXO/Vm/nbtdFZOHV1a+r3/yWPD4dYB21bkRPH2rT/6bZ2iqdvIn78u5etDLcSHePPoBdlc7MT8bq/ZxmOfHcJmF/sLr9R2Gdhb3UW30YoALM+J4pZ5SSxKD3c6KmZ/rYbNJW1sLm2lQW1EEGBGQjArcqJZlhVJRpT/gJvskwMNCILAVTPjRrz5DBYbVe16arsM1Hf1UtdloE5toEFt6C/NCPDtw0tGLZPhDGabLF43mmQ4g8VGRZueshYtZa06ylrl126DlYgAFTqT7LifmxLKWSlhzEh0rmbB8VS26fjiYDNfFjZTrzbg5e7GspxIrpkZz5JJkSfEP9FjsPL290f4oaaLokZ5BHPvkjSXjv9QYw+PrCmkrFXHZdNjeeqS3GHDniVJ4uMDjTy59jBRQSr+cfMsl0Y3LT1Gnv6ymB0VHTx9ifOSFicLxRCcAOyixJ++KuG93bVcODmal6+bPuxF26k39+uZ/O6iLH6yKNXl4eMf1xWzrqiFTr15wHTEOZMieOOmWaOe7thd3cnqH+pZV9RCZpQ/Dy7P5PxRRnw0agys3lfP//Y10NVrITnMl5vnJXHVzHinpSv6cgU2F7exqaSNQ009zE4OobbTwFkpocxNCWVOcgjX/GMPvRY7F0+J4bmrpow6WshktdOokRO6XJVacJU3tlfxwoZysmMCuGpmPJdOj+0f9UiShMZgpbnbSFO3kWbHYrKK7KzqpLart/939/VyZ1J0AFnRgWTHBDA1Loic2KBRH3tdZy/fHG7ly0JZyttNgAVp4XKC3+QTV/RHZ7Ly7q5a3v7+CDqTjRvnJnDf0nSXwl9NVjuvbK3kn98dIczPi2evmDKiEFxfGGpBvYa5KWH8+YrJLo1w8urU3LMqH6PFxps3zWLxJNer7000iiE4gfzr+yM8+00pMxNDePvW2cP2QExWO3/ZUMbqffXMSQ7lb9dOH5UEg80u0qE3k1en5nefHUZrspEU5svzV05lftroknb6HMF/31LBkY5esmMCeXB5BityokY11DXb7Gw43MqqPXUcqNOQFR1AfIgvl0yLYUVOlEvO85YeI7uruvi+soMfatQDevB9RAWoeGuMU2+uYLLa0RgsP9oucLStRFHCaLOjM8kZxXqTja+KWvj60ECRXU93eS9BEDDbBtY9UHm4sTw7ClGSyIoOJCsmgKzoAJeS9YY6/h9q1Owo72B7RTuaXis9RgvTEoK5dFosK6fGuKRI6ypGi50P9tTyjx3VaAxWVuRE8eDyTHJiXctkP1Cr5rHPDlHVrufa2fE8vjJnRKO1paSNxz4rQmuSw1DvHCGU9HhW76vn918cJi7Yh7dunT2iSuupgmIITjDfONLVs6IC+Nu100gf5sKQJImP9jfw1JfFBPp48vfrpuPp7sYTaw/x2o0zR3VR7a7u5LefHaKuy8ANcxP5zQWTRj1/axcl1hXKWaE1nb1MjgvkoRWZnDPJ+Xna4ylv1fLxgUa+LmqhVSuLnS3LjuSSabEsnRThUmSMJEk0aoy8s6uGd3fV/uh9L3eBhRnhLEgNJztGfnCONblsMJyJGpoaH0TRMFFDfQiCbMjOzYokPTKA2GAf4oJ9iA32JtTPa1zmnCVJorbLwPbydnZUdLD3SBcmq4iXh5uj7nEEK3IjSQg5scVVjBY7a/Ia+H9bq+jUm1mcGcFDKzJd9l80dRt5fn0ZXxU2My81jPuWpo3oC+g123jm6xJW72sgOyaQv1833aVIN4tN5I9fFfOfvfWcnRHOazfMHFEEURQl/vndES6dHntCNaqcQTEEE8CBWjUvbCynpFnLi9dMHbTM3rGUtWr5xX8LqGrXE6DyQGe2MS81jNU/PWtUN77RYuflLRVsLW1Da7Rx//IMrp+TMGq9IptdZO3BZl7ZWkm30UJKmB83z0vikmmx2ESJe1Yd4Lo5iS6l3IuixP5aNeuKmvnmUCvqXgsB3h6cnxvNyikxzEsNc3p669Wtlby0uaL/76hAlaM8pB1RAo3B2v9eRICKrOgA5qaEEuzjSXyIL3Eh8sN2tIVwGjUGdjo0j/o4/m7y9nDDzU3AX+VBgLecTVyv7uWeVfmArI9zz5I07l+WMe4OaqtdpKxFR369hvx6DTqTjW/L2gE552JJZgRLJkUwL8X5Nh8LbVoT7++u5b/76smMlH09vz5/ktNlL/swWGz8Y8cR3vquGkmCexancu/StBFHmAdq1Tz8SSH1agP3LE7jwRUZLnVA2rRGHvyokN3VXdyzOJVHL8ga0VeiNVl56KNCtpS28fCKTH65LMPp/3ciUAzBBNHcbeS+D/MpbOjmniWpPHLepGEfxAaLjUtf3UVVx9GY/H/eMovzc4eWwh2JkuYenl5Xwr4aNZOiAnji4mzOzhj9/KXVLrKxuJVXt1ZR3qYjzM+LGYnBbCltx02Af94ye1SFOWx2kV3VXawrbGZbWTsGix27JHFWSqj8kMqMID3Sf0ijuLu6k1V76liQFsbSSZE/mlPu0pspa9VR2qKltEV2rAZ4e7L3SNeAz4X4OgxDsA/xIT7cNC/JpTBFV1H3Wjjrz1tIDvPjpWunMTV+fKay2nUm8uu6KWjQUFDXTVFTd38mcmSAinMnRZITF8iSzIgJLal4uKmHf++s4auiZmyixHk5Udy1KIU5yaEjdnh+ONJFnsOI6UxWvq/spK7LAMDFU2N47MIs4keITusxWnlxYzn59Rq0RisvXTvd5Wpi28ra+fUnhWRGB3Dd7AQunzFyyHZVu467V+VR12XgyZXZ3DaMovBEoRiCCcRss/PHdSV8+EM981PDePXGGUNOTRTUa7jijd0DtoX4erL7N+fgM0RhD2eQJIkNh1v58/pSGtRGlmdH8ruLsscUDSNJEruru3hnZw1bHT1LAA83gQ/umjsmXXmz1c7+Wg07KuRpiz5Z4dggb5ZMko3C/NQwgsYYriiKEh16M40aI40aA03dRho1RpqO+fu/P513QiQzjqW520i4v8plx64kSXTqLVS266hq11PZppdf2/X4eLrRoDHi6S6QGxvEzMQQZiYFMyMxhNigE5NUNxQ2u8i3Ze38a2cN+2rU+Hm5c+2cBO5YkDJs2crjWfG3HQMSF/t446YZXDRl+JGoJEl8WdjMn74qRd1r5tb5yTzsRAGcYzFZ7Ty/voz3dteSFR3AqzfMcEpaZGNxKw99dBBvT3dev2nmsPLWE4liCE4Cnxxo4Im1hwnx9eL1m2YwK+nHvZC9R7r42Yf5qHt/7HTc89tzR52A1ofJaufdXbW8vq0Kk9XOnYtSuGdx6qhliEEu5HH2C9sGbBMEWJ4VyR8vm0zMOMyDNncb2VHRwY7yDnZVdaIz25iREIzRamdGYggzE4OZmRQyIHdgPJAkud7wyUoGkiQJrdFGq9ZES4+RNq2J1h4zRquNA7UaKtv19BiPTnkFqDxIj/InPcKfWckhZEQGkBt78vIgajt7+TS/kc8LGjFYRHw83bl9QTLXzU0Ylfrpc9+U8s/vjgzY9tHd8wZVMTVYbHTq5JrSXxU2s/5wKy09JqbFB/HsFVOYHOda0ltFm45frS6grFXHnQtTePSCSSO2q9Uu8uKmcvLrNHI+w82zRhUmfKJQDMFJori5h59/mI+/yoMLJkdz75K0QaeKjBY7zT2yyNija4ro1Jvx8/LgdyuzuX5Owpgfdh06M3/bXE5NZy9FjT3cMj+Ju88enUH4+EADjzqUOPvoU+R0E+CSabFcNTOehenh4xJvbrWLHGzo5kCtmj1H1BQ4pgoAgnw8mZEYzMzEEGYkBjM5Nsil6mpjQWuy0qg+KoN87E/Uty5KEiariN5ko9dsQ2eWX/UmG3qL/Ort4UZJi45WrYnWHtOA2r99nJsVid5sIz3Sn4xIfzIiA0iP9Jf9Iid5ukFvtvFNUQtr8hrZV6tGEHAkciWxOCNiVD6q/bVqXt5cwe7qLtzdhH4Z7zsXpvD7S3IGfNYuSiz967YBktR9PHlxDrcvSHbpOpQkif/sreOZr0sJ8Pbgr9dMG7aeeB+tPSZ+uTqf/bUabpmXxOMrs0+5xETFEIwjL20qx91N4FfnZjjVc+wxWnhybTFfFjYzKymEv107jfgQX/7flgrOy40etKdS19XLo2uK+KFGzaL0cJ67csq4yApXtet49dsqvixsxtvDnVvnJ/HTxakuRdX0mm3sru6SZZiDvIkM8MbDDT7Oa2R7eQe7qzrRmmxEB3pz+Yw4rp4VR3rk+IXXiaJEdYdedoLWdZNfL/eU0yP8qOroJdzfi4zIADKj/EmPCiAz0p+MqACX6ymMxFi1hrw83PBXeTAzMZhug5WoIG+iA72JCfIm6pjXyEDVuOgNjTf7a9Ws3lfP+kOtGK12UsP9uGpWPFfOjBv1SHZ/rZq/b6lgV1UX4f4q7l2SSmZUALe+s4/4EB82P7jkR45tSZJY+cpOSlq0A7Y/e/lkbprnWpGo+i4Dv/v8EBabiLdD9deZ8O4dFR08+NFBTFY7z1055ZQtYakYgnFCkiQeWSPLTC/OCOfl66Y73av+4mATT6w9jChKLM+J4ouDzSSG+rL5ocWD3uiiKPHhD3U8t76M3NhAlk6K5K5FKePSy6hq1/Pat5V8WdiMysNdHiG4aBCGwmS1s7W0nU/zG9lR0YFdlFicGc7spFDOy41iUlTAuPdie4xWSpq1/VISFY65c735aLWvcH8vlk6KRJQkYoN8iAn27n+NCfQh0MfDpeNq15qO0Vo6eh8de0t5egh4uMkPfD+VB/6OxU/lccoJkrnKwx8Xsqm4lYunxXD1rARmJgaP6ne12UU2lbTx7++PoDXZ0Bis3LsklZvOSup/6H9Z2ExubOCPqohJksS3Ze38YV0x9Y7RmQBcMDmaN2+e5dIxvLurlpc2l+Ph5sbvLsri+jmJI3b07KLE37dU8Nq2KiZFBfD6TTOHrXR2slEMwTgiSRKr9zXwVVEz1R16Xr5uutOO0uZuI79aXcCBOk3/todWZPKrYcLKmrsN/HFdKRuKW0kK8+XJlTksc0F7ZTiqO/S89m0VXxxsIisqkBlJwdyxMHncevDtOhMbD7ey9mAz+fUaJAkSQn04LyeaFTlRzE4KOWHlOPs0eCraZMdqRZsOUYLdVZ206cw/qhrm6+VOTJA3T16cw1InpgLOdDp0ZvxVHqMOPe0xWPnf/no+2FNHU7w/XOoAABzbSURBVLeRxFBffnZOGpdNi3PqO/PrNTy/vox9NWqSw2Qhwe8qO/HxdGf7I0uHVRkFucPSrjXz7u4atpa2U682sDw7kj9dPtmpEU2jxsDfNlXwWUET181O4OlLcyckDHcsKIbgBFDc3MMvVxdQ09nbr274wZ46OvVmHr0ga8j97l2V169aCXJZw60PLR5RR39nZSdPryumql3PkswIfn9Jzrj1Po506FmT18i/vq/BYhc5OyOcOxemsCQzYtwcp+06E1tL29lU3Mquqi4sdpEQX0+WZUdxXk6UHON/AkTMBsMuSrTrTLT0mGjplh2zzY7Xe5akuZzcpOA8Ve163ttdw6d5soT1vNRQ7lyYwrJs5ySsy1t1vPVdNZ/mNxHu78X9yzK4fm4iRqud2/69T5YzmTW4aFyb1sS9q/I40tk7wOkO8NqNM1g5JWbEDlZfQugzX5fir3LnNxdmc4UT4aSnAoohOAEYLLLj74UN5XyS10hWdADlrTok4MOfnDVooRaT1U7uUxsHrWG79aElpEUO/2C32kVW7anj5S0VGC1yFNDPl6aPmN3oLJ16M//9oZ5Ve+vo0JlJDffjtgXJXD0rftSJV4OhN9v4rqKDTcWtbCtvx91NQGOwkhMTyPzUMOanhTE3JfSUKO93KmOzizR3m/D0EMYcYXYiMVntbCppY1tZO58XNOHl7sZl02O5Y2GK05ISBxu6eX1bFZtL2liUHsaspFB+ujh1QOnSkWjXmlj0wjYsx8l4vHXLLM5zInentcfEY58Vsb28g/mpYbxw9dSTUhJ0tCiGYBwpadbi5S7w0w/ycHODDQ8s5ouDTTzySRES8hxlWqQ/G+4/e9Bpj9rOXqra9XTozbRpTXz4Qz0dOjOe7rID+p4laSPOH3fqzfx1Qzl7a7rQmWzcvTiV2+Ynj9vQ1GIT+eZQC+/uqqGwsYcAlQe3L0zmwskxLmvBjITVJlLY2M3u6i72VMsJRBabiLubwOS4IBakhbEgNYyp8cHjYvBKW7QE+XgSEaByWm9ekiTu+zCfUF9Pfn5uxoRKBVhtdpq6TdR29VLb2Uttl4G6Lvm1QW3AJkr8ZFEKT1ycM/KXTSB9EtZr8hr5srAZnclGbJA3t8xP4upZCU45YSVJYk91F69vr2JXVRdBPp7cviCZ2xckjyo67HBTD/d9mEfDMdFedyxM5qlLhi96L0kSaw828dQXxVjsIr+9MJtb5iU5PVreWdnJzKTgk16yUjEE44QkSVz62i7KWrX9ZQr/cGku7ToTr2+rHvDZxy7M4t4laU59b5vWxB+/KuHrIrk277OXTx40Vvp4Spp7+MuGcnZUdBARoOIX56Rz/dwEl7V7hhoOS5JEfn03nxyo5/OCZsw2kZyYQK6eFc9l02PHlI8wFCarnfx6DXschuFgQzczk0L654KnxAcz1VGnNzc20OVRw8w/bUbda0EQIMzPi8gAb6KDvIkKVBEZ4E1kgIoQXy8CfTzx9/bAX+WOr5cHC57/FpAT6G6Ym8jPzklzuRdusYkYLXYMVhsGi51es40eo5UOnZlOvZkOndmxbunfFhXoPSAixs/LnaQwP1LC5RoKyWF+TEsIHlV1OItNpLi5hwO1GgoaNPz9uhljdmK3a018VtDEmrxGqtr1qDzcuHByNNfMTmB+aphTD09RFPm2rIPXtlVxsKGbiAAVPz07hRvPSnJpBNB/TDoTL26UR+7BPp54e7rT0mMixNeT7Y+cM6xIXWuPiRc3lbMmr5FZSSG8eM00pzPPTVY7z31Tyvt76nhgeQYPLM90+djHE8UQjCNfFzXz8/8W9P8doPJgRmIw3x2nOwPw0PIMfuXCj7+trJ0nvzgMEsxOCeWR8yc51fvcX6vmrxvL2VejJi7Yh/uXZXDlzDinHLGvb6ti75EubpmXNOw8bbfBwpeFzazJa6SosQcPN4FzsiK5elY850yKPGFRML1mG0WNPRQ0aDjUKBeaaep2RIgIkBrux9T4YJ66JMcpH8O2snZatSbatCbatGbHq7ze1WvGx8MNg1Uc8XtAzpsI9fMiwNsTQaBfQVQA/FUedButGCzyQ99osWM7bkowOlBFq9bc/7e3pxsRASrC/VVE+KuICFCREOpDmJ+K5HA/ksP8CPcfvQid1mSloF7Oydhfq+Zgw1EZiqQwXz64c+6o5CfadSY2Fbex4XALh5u0dButzEoK4epZ8aycGuN0MlmP0cqneY2s2lOLKIFdkrh3SRpXz4ofVbRcX0Lla99WYrGL3LEwhV+cm06D2sDN//qBpy/NHTLU02YXeW93LS9vriAjyp+LpsRw16JUp3MSDjd18+BHhVS2651OSDvRKIZgHFn5yvcUNw+MWc6OCeC9O+bSqJH14zeVtLKuUJYaXjk1hj9cmut0aKbRYuf9PbX8bXMFAnDXohTuW5o2Ys9XkiS+r+zkxU3lFDX2kB7hx31L07l0euywUyCr9tbx+rdVtGpNxAX7cONZiVw/J2HY3n55q45P8xv5LL+JTr2Z+GAflkyK4MLJMZyVGur0lMto6dKbOdTUw6HGHgob5ZDRrQ8tGXMEktUu0qEzoTFY6TXb0Zut6M12egxW2UAfg5e7QIifF2kR/oT5qxAlCSS5VKUkyQ91q13C10seUfh4uePr6S6/enng6+WOv8qdQB8vIgLkh76fl/u4hdZqei2UtmgpcWgtmaw21h9uRZTkAIWcmEBmJ4cwJzmU2UkhRI4QZXM8DWoDG4tb2XC4lTxHRFhKuB83zk1kWXakS3Imx9dAnp4QzD2LU1meEzWqa8lktfO/ffW8sb2a1HA/Anw8efyibJKP6cnbRWnIh/r+WjVPrj1MWauOcyZF8PSluU4bSItN5LVtVbz2bSVLMiO4Y2HKiKqoE4ViCMaRVXtq2V7RQV2XXMikz/E0PzWMf9w8q38e22oX+eeOal7ZWoW/twdPX5rLJVNHjkroo6nbyF83lLH2YDPh/l48sDzTKTXRvrrE6wqb+aqohdggb+5clML1cxOHHFbbHPVoP9hTx54jXXi5u3Hx1BhumZ/E9ISB8eF914wgCNjsIt9XdrKrupMP99ZjtNoJ8vFkeXYUF0yO5uyM8JPeCxoPbHaR9MfXA5AW4ceDKzK5cHLMCanU5Sq9Zht1Xb1Ud/Q6BPbkB3+r9mjNhsgAFUsyI4gL8WFOcijTE4Jddv5LkkRpi45vy9rYUNzK4Sa5M5QdE8gFudFcOCWajGFEAo/HYhPZUNzKqj217K/VoPKQHci3zEtmSvzoaiBbbCIfH2jg9W1VtPSYmJsSysPnZXJWyuDTrHZRYnNJK03dJtS9Zpq7TXxe0ATIOldPXZrLeS7U4yhu7uHXnxRR2qLlyhlxPHVJ7rgFcowHiiE4QUiSxJGOXh76qIBDzVoiAlQ8d+UUzs06qsZZ0abjkTVF1HTqWZAWzmMXZA3omYxEYUM3z35dyr5aNemR/jx24SSWZY18cYqixPaKdv654wg/1KgJ9Pbg5nlJ3L4wediCI5VtOlbtreOz/CZ6zTZmJ4ewIieKy6bHERXozR/XFfN9ZSfv3zl3gI6KyWrnu4oONhS3sqWkDa3Jhq+XO+dkRXJ+ThSLMyMmLDz0RPD+7loiAlRcMMrKbX08ufYw+fUarp+TwGUz4kacNhFFiQ6dmQZHBbW+DkjfeqdenlrydBeQJEiP9CcnJpBsxzKWegxtWhPfV3ays7KDnVVddOrNJIb6Eu7vxQWTozk/N9qlqSRJkjjcpOWzgkaOtOvZUdlJYqgvt8xL4prZ8aO+Pqx2kU/zGnn12yqauo3MSgrh4RWZzE8LG/Y+2V+r5pp/7PnRdm9PN/KfXOG0c9dqF3l9WxWvfVtFiJ8Xf3aiQtrJQDEEE8Chxh5+/Ukh5W06rpoZx+Mrswn1k29Auyjx8YEGnvmqBKtd4qeLU/j5OelOX2h9vfzn15cR4a/CJoo8sDyTszPCneqtFNRreOu7I2wobsXTzY0rZ8Zx16KUYZUU9WYbGw63sGpvPYUN3bgJMD8tjAO1Gsw2kZggbz66e/6gapJWu8jeI12sP9zKpuI2VB4CrVoz0+KDWJQRwdkZ4UxPCHZ62N+okUdeyWF+EyIIV9KslfWeHI5iPy8P/FTu+Kk8UHm4jWr6xi5KGCw2bntnX39Gsqe7wKzEEEJ8PfH39iTY15MuvYUOveww7tKbUfdaSAj1paazF5D9IrFBPiSE+pAU6keiI5kqPdKPtIiAMflq9CYb+2q7HA//zn7lzzA/Lxamh7MoI5wlGRFEBbk2jdTUbWRtQROfFzRR1a7Hy92Ni6ZEc9mMOJZkjD5XxWix82m+HJW0r0bNtIRgHl7h/H1hs4ssfXE7jcfoFCWH+bL5oSVOX5slzT08sqaI4mYtl02P5elLcidM78pVFEMwQZhtdl7dKjtfazp7+e1F2QMKq7drTTy/vozPCpqICfLm8ZXZTiWx9GGxiXya38irWytp7jExIzGYB5ZnstjJC7+ms5d/fX+Ez/Mb8fP2JD3CnxvPSuT83OhhHyDVHXrWFjSxel89nfqjSqlBPp58cs88MqOHDim1ixJFjd18W9bO95WdFDV2I0qyM3VeaiiL0sNZlBFBWsTQSqLPfl3C29/X4OvlTnZMIDkxgeTEBpIbG0hmVMCQ009vbKtCAn5ydopLkVSPrink4wONg77nJoCflwfTE4OpaNP1l6bscxbL6/JaWoQfRU09GCz2H8WuD4a3pxvh/irC/FVE+Hs51r1kJ3GAiqRQuaDOeGgP9VUsy6+TI4by67oxWe0c6exF5eHG3JS+3yac7OhAlx/WPQYLG0va+Dy/ib01XUgSzE4K4YqZcVw8JXZMUyadejMf7Klj1Z5aNAYrl02P5bLpsS5V0dtXo+bP35RysKG7f5sAfP7zhU4lFOpMVv6+pZJP8hqICfThwRWZXDB59HVEJgLFEEwwxc09PLH2MAX13cxJDuFPl08m65iH5YFaNb//opiSFi3zU8P4w2W5LpWoNNvsrMlr5I1t1TR1G5meEMwDyzNYkhnh1I2g7jWzel8Dq/fV06gxEu7vxdWzErhxbuKwevFPrj3Mqr11P9qeFOrDA8snceGU6BF9Aj0GK3uOdMq9zqqjhUZmJgYTGeDNzCRZTXRyXFD/dx3p0HOgTkNJs1ZeWrT9OkLubgJpEX7MTAwhMkBFUpifI8LGl7Nf2IbBYicl3I+/XDXV6YIkjRoDbVoTvWa7I3HQTq/j1WCxoTfb8PPyoEMnT8v0OYjl9aN6Q5GBKnrNNoejWHYQby1rY+8Rdb9i69yUUG6dl8i8tHDCxqks5WBoei2UtGgpqNeQX99NQb2mv4qbv8qD6QnBzEwMZm5KKLOTQ0fl22nXmdhS0s6mklaqO/Q0qI0kh/lyxYx4rpgR51ItgsGoatfz751H+DS/CatdZFlWFHcvTmVOcojT7VbVruP59eVsKW0jKlDFwysmUVCvYfX+Bm6bn8QfLps87P6SJLGuqIVnviqhQ2/m+jmJPHp+JiF+4x9KPd4ohuAkIIoSn+Q18Pz6MrQmG7cvSObBFZn9Dlu7KPHfffW8uLGcrOgAUiP8uH9ZJtEuDLstNpE1eY28vk2eG12eFcnVs+NZkRPtlCNTFCW+q+zgvz/Us7WsHbsocXZGODfOTRw0YuPqN3dzoE6DIEB8iA/BPp7Uq41ojVYkwMfTncWZ4ZyXE825WZFODZEb1AZ2VnWwr0ZDXp2GerVsGDzd5ciWGYkhzEwKYXpCEAkhvgiCgChKNGgM/UahuKmHOrWBms5eBkna7mdSlD/nZkWyPDua+FAfwvy8TpjW0VC8vq2Kv24sJybIm2evmDzAnzQemKx2Ktv0lLVqKW/VUd6mo7xVR7vOzMzEYPLru0mP9GdmYrCjtkMI6ZH+o3Z8H+nQs6mkjU3FrRQ0dCNJcijqeTlRXDw1lqnxQWMybqIoF0R6d5dcEEnl4cZVs+K5a1GKSxIrNZ29vLldzky22SXuXZrGnQtT8PFyR2ey8vGBRq6fkzDAiW6w2KjtNKAxWOjqtbC7qpMvDjZhtIpMjgvkmcunnFZyJCfEEAiCEAp8BCQDtcC1kiRpBvncO8DFQLskSZNd3f94ThdD0Iem18ILG8v53/56IgNUPHVxLhdOie6/OdS9Fv6xo5p3d9XgJgjcvjCZ+5akueQ465sy2lraxpbSdhJCfbhjQQrXzklwOgGntcfER/sb+N/+esL8vGjqNrJyagyXT49jZmIIbm4CnXo5ySkl3G/A9ITVLvLDETWbSmSfQKvWhLub0F920pXphQ6dmYJ6DQUN3eTXaShq7JEL0iQEU92hZ1J0gGMJJMux3udwtdhEGjRy5m1enSxJMBxyHoCKyAAVkYEqUsL88HAX8FcdTSY7fj3Ez3NYZ/tIdOrNbC1t41InxdUGw2S106gx0KA2yk7kLgNmm+gYYR01hioPNzKi/MmMCiArOoDJcUHkxgSNaVrGZLU7chA0fHGwhSqHH2FKXBDn5URxXm40mVHORw8NRbvOxJq8Rv63r4F6tYGp8UGcmxXJLfOSXEpkrGjT8dq3VXxV1Iynuxu/WpbODXOTnJIlv+rN3eTV/fiR9MCydH65LPOUiBpzhRNlCF4A1JIkPS8IwmNAiCRJvxnkc4sBPfDBcYbAqf2P53QzBH0cbOjm6S8Po+m1Ehmo4qlLcgfUImhQG3h5cwWfH2wiQOXBvUvTuGNBiksPi75wuH/vrGF/rYYAlQfXz03gtgXJI9Z27cNmF9ld3cUneY1sLmnFZBWJC/ZxzMPGjZjBKkkSh5p62FTcRlmrli2lclnLUD8v5qeFyfPO6eFOa7TY7CJlrToq2nTk1WnkXm6rDt0xEtOxQd5Mig5gVlIIIX5eJIb60m2w8svVcuKfysONlVNi5CgSwMfLHbXBSofWRLvO7FhMBPt4klfXPWhxmD4WZ0bwwZ1znTp2V7HZRdQGC116x9IrO411Jiu1nb3Uqw00aIz9U1J9eHu6MT81DJWHO5Oi5Yd+ZnQAyWF+Y35Y2UX599xV1cmuqk4OOKpvhfl7kRUd0K8kOx6VuERRYmdVJ6v31cs9d1GuYd3nx3Jluqq4uYfXvq1iQ3ErPp6y1PpPFqU6JW3Rx4sby3ntuM6EK4oBpxonyhCUA0slSWoRBCEG2C5J0qQhPpsMfHWcIXB6/2M5XQ0ByDf6J3mNvLixHLXBwvVzEvnzFZMH9J5KW7S8uLGcrWXtRAaoeHaUoWiFDd38e2cNXx+SE9suyI3m2SsmuzTS0JttbC5pZW1BMzurOrGLElnRAdy5KIVrZyc49R1tWhO7qmR/wK6qTtocmbSJob4sTA/jviXpLs8dS5JEc4+J8lYtZQ7DUN6qw91N+FGyX7CPJxlR/qSE+5EQ4sutC5KHlRQA+XfqNdvRmY8mlulMsm8gxNdrUEHBwbCLEqv21GKwypnFBsdi7Ms2ttqx2sX+CKG+OfvjifD3wsvDncRQXxJCfUgI8SUhtG/xIcJ//CuVbStv53/76tlT3YXWUREuOyaQRelhLEwPZ25K6Lhq56zeV88b26toUBsJ8fXk6lnxXDcnkfQRhBiPR91r4dE1hWwpbe/XyLpzYYrLkTzN3UbuXZVHUZNcWEgQYHpCMJ/eu+CklTIdKyfKEHRLkhR8zN8aSZIGrfo9hCFwZf+7gbsBEhMTZ9XV/dhheTqhNVl5dWslNlEaUvBqf62av6wv45HzJzmlOzQUzd1G3t9Ty+6qLtb+fOGoe4idejNfF7XwxcEmFmdGjEo3RZIkqjt6+w3D3uouvrn/7HFTcBRFiTadiXpHrH2DRi7/2Rd336EzU/jUeSMagvFCkiRSf/cNkiQ/SHw83fH1cu93Hvt4uePn5U6QrydhfnKEUJi/inA/+TXM34twP5XLRXPGg/d21fD29zUsSg9nYUY4C9LCxqVw0VC8urWS3dVd3HBWIufnRo06MsouSlz9j92cMymS25ww+kNhttm5+V8/MDkuiHd31eLuJrD+/rNdCuo41Ri1IRAEYQswWEzU48D7E2UIjuV0HhEcz3CCb868P57/yxVEURqXXpHNLk6os9ZosU948RB1rwUfT3e8PUeXf3CysNllBdiJOuZT8Vrv+56/rC8lKcyP6+cmjsPRnTyGMgQjjuskSVo+zJe2CYIQc8zUTruLxzXW/U97RrpYx/MmHM/vGq+h8URH7JyMClLjXSt5opjo3+ZUvNb7vuc3F2aPy/edqoz1l/4SuM2xfhvwxQTvr6CgoKAwRsZqCJ4HVgiCUAmscPyNIAixgiB80/chQRBWA3uASYIgNAqCcNdw+ysoKCgoTBxjcvlLktQFLBtkezNw0TF/3+DK/goKCgoKE8fETgIqKCgoKJxyKIZAQUFB4QxHMQQKCgoKZziKIVBQUFA4w1EMgYKCgsIZjmIIFBQUFM5wFEOgoKCgcIajGAIFBQWFMxzFECgoKCic4SiGQEFBQeEMRzEECgoKCmc4iiFQUFBQOMNRDIGCgoLCGY5iCBQUFBTOcBRDoKCgoHCGoxgCBQUFhTMcxRAoKCgonOEohkBBQUHhDEcxBAoKCgpnOIIkSSf7GFxGEIQOoO4kHkI40HkS//+phtIeR1HaYiBKexzlVGiLJEmSIo7feFoagpONIAgHJEmafbKP41RBaY+jKG0xEKU9jnIqt4UyNaSgoKBwhqMYAgUFBYUzHMUQjI63TvYBnGIo7XEUpS0GorTHUU7ZtlB8BAoKCgpnOMqIQEFBQeEMRzEECgoKCmc4iiEYAkEQQgVB2CwIQqXjNWSIz70jCEK7IAiHR7P/6YIL7XGBIAjlgiBUCYLw2DHbnxYEoUkQhIOO5aKJO/rxYahzO+Z9QRCEVxzvFwmCMNPZfU83xtgWtYIgHHJcBwcm9shPDE60R5YgCHsEQTALgvBrV/adECRJUpZBFuAF4DHH+mPAX4b43GJgJnB4NPufLosz5wO4A9VAKuAFFAI5jveeBn59ss9jDOc/5Lkd85mLgPWAAMwDfnB239NpGUtbON6rBcJP9nlMcHtEAnOAZ4+9D06Va0MZEQzNZcD7jvX3gcsH+5AkSd8B6tHufxrhzPnMBaokSToiSZIF+J9jv/8LOHNulwEfSDJ7gWBBEGKc3Pd0Yixt8X+REdtDkqR2SZL2A1ZX950IFEMwNFGSJLUAOF4jJ3j/Uw1nzicOaDjm70bHtj5+4ZgmeOc0nCob6dyG+4wz+55OjKUtACRgkyAIeYIg3H3CjnLiGMvve0pcGx4T/Q9PJQRB2AJED/LW4xN9LKcC49AewiDb+uKT3wT+5Pj7T8BLwJ2uHuNJZLhzG+kzzux7OjGWtgBYKElSsyAIkcBmQRDKHCPr05Wx/L6nxLVxRhsCSZKWD/WeIAhtgiDESJLU4hjStrv49WPdf8IZh/ZoBBKO+TseaHZ8d9sx3/U28NX4HPWEMeS5OfEZLyf2PZ0YS1sgSVLfa7sgCJ8jT4+czobAmfY4EfuOG8rU0NB8CdzmWL8N+GKC9z/VcOZ89gMZgiCkCILgBVzv2I/j5oevAA4Psv+pzJDndgxfArc6ImbmAT2OaTRn9j2dGHVbCILgJwhCAIAgCH7AeZx+18LxjOX3PTWujZPtcT9VFyAM2ApUOl5DHdtjgW+O+dxqoAXZCdQI3DXc/qfr4kJ7XARUIEdCPH7M9lXAIaAI+UKPOdnnNIo2+NG5AfcC9zrWBeB1x/uHgNkjtcvpuoy2LZCjYwodS/H/hbZwsj2iHc8HLdDtWA88Va4NRWJCQUFB4QxHmRpSUFBQOMNRDIGCgoLCGY5iCBQUFBTOcBRDoKCgoHCGoxgCBQUFhTMcxRAoKCgonOEohkBBQUHhDOf/AwFiZS8t8OIIAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
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},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(-0.1, 0.1, 101)\n",
"y = np.linspace(-0.1, 0.1, 101)\n",
"X, Y = np.meshgrid(x, y)\n",
"plt.streamplot(X, Y,\n",
" -Y, X)\n",
"plt.figure()\n",
"plt.streamplot(X, Y,\n",
" -Y - X * (X ** 2 + Y ** 2), \n",
" X - Y * (X ** 2 + Y ** 2))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "blessed-report",
"metadata": {},
"outputs": [],
"source": [
"from scipy.integrate import odeint"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "isolated-hydrogen",
"metadata": {},
"outputs": [],
"source": [
"def center(X, t):\n",
" x, y = X\n",
" return np.array([y, -x])\n",
"\n",
"def slow_focus(X, t):\n",
" x, y = X\n",
" return np.array([y, -x]) - np.array([x, y]) * (x ** 2 + y ** 2)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "returning-veteran",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tr_center = odeint(center, np.array([1, 0]), np.linspace(0, 1000, 20000))\n",
"tr_slow_focus = odeint(slow_focus, np.array([1, 0]), np.linspace(0, 1000, 20000))\n",
"plt.plot(tr_center[:, 0],\n",
" tr_center[:, 1], '-')\n",
"plt.plot(tr_slow_focus[:, 0],\n",
" tr_slow_focus[:, 1], '-')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "deadly-miami",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"@webio": {
"lastCommId": null,
"lastKernelId": null
},
"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": "3.6.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}