{
"cells": [
{
"cell_type": "markdown",
"id": "49546c47",
"metadata": {},
"source": [
"# Wykład 7"
]
},
{
"cell_type": "markdown",
"id": "207281d4",
"metadata": {},
"source": [
"### Gradient w trzech wymiarach"
]
},
{
"cell_type": "markdown",
"id": "0ff18dd4",
"metadata": {},
"source": [
"W opisie metod gradientowych dla \"porządnych\" funkcji $f \\colon \\mathbb{R}^3 \\to \\mathbb{R}$ nie da się łatwo wizualizować odpowiedników niektórych obiektów z sytuacji jedno- i dwuwymiarowej, jednak wszystkie z nich mają matematyczny sens."
]
},
{
"cell_type": "markdown",
"id": "fbc71694",
"metadata": {},
"source": [
"- Wykres funkcji to podzbiór $\\mathbb{R}^4$ złożony z punktów $(x, y, z, f(x,y,z))$ dla wszystkich $x,y,z \\in \\mathbb{R}$.\n",
"- (Trójwymiarowa) przestrzeń styczna w punkcie $(x_0, y_0, z_0)$, kierunek największego wzrostu przestrzeni.\n",
"- Gradient: każdy punkt $\\mathbb{R}^3$ ma przypisany wektor z $\\mathbb{R}^3$ wskazujący, w którym kierunku funkcja rośnie w danym punkcie najszybciej."
]
},
{
"cell_type": "markdown",
"id": "f4547556",
"metadata": {},
"source": [
"Przykład: funkcja\n",
"\n",
"$$f(x,y,z) := x^2 + y^2 + z^2.$$\n",
"\n",
"(czyli kwadrat długości wektora $\\begin{pmatrix}x \\\\ y \\\\ z \\end{pmatrix}$)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a2745747",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import plotly.graph_objects as go\n",
"\n",
"N = 10000\n",
"\n",
"X = np.random.uniform(-2, 2, N)\n",
"Y = np.random.uniform(-2, 2, N)\n",
"Z = np.random.uniform(-2, 2, N)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3c68a5f0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
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"title": {
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},
"title": {
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}
},
"text/html": [
""
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},
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],
"source": [
"fig = go.Figure(data=go.Cone(\n",
" x=x.flatten(),\n",
" y=y.flatten(),\n",
" z=z.flatten(),\n",
" u=u.flatten(),\n",
" v=v.flatten(),\n",
" w=w.flatten(),\n",
" colorscale='Viridis',\n",
" sizemode=\"absolute\",\n",
" sizeref=2.5\n",
"))\n",
"\n",
"fig.update_layout(\n",
" title=\"Gradient funkcji f\",\n",
" scene=dict(\n",
" xaxis_title='x',\n",
" yaxis_title='y',\n",
" zaxis_title='z'\n",
" )\n",
")\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"id": "2d75ff86",
"metadata": {},
"source": [
"### Gradient w $n$ wymiarach"
]
},
{
"cell_type": "markdown",
"id": "5037b188",
"metadata": {},
"source": [
"Wszystkie pojęcia dalej mają sens: dla porządnej funkcji\n",
"$$f \\colon \\mathbb{R}^n \\to \\mathbb{R}$$\n",
"jej gradient $\\nabla f$ przyporządkowuje punktowi $\\mathbb{R}^n$ wektor z $\\mathbb{R}^n$."
]
},
{
"cell_type": "markdown",
"id": "00df7963",
"metadata": {},
"source": [
"## Wyznaczanie gradientu (tylko informacyjnie)"
]
},
{
"cell_type": "markdown",
"id": "b8d44cfa",
"metadata": {},
"source": [
"Dla różniczkowalnej funkcji wielu zmiennych $x_1, x_2, \\ldots, x_n$\n",
"\n",
"$$f \\colon \\mathbb{R}^n \\to \\mathbb{R}$$\n",
"\n",
"jej gradient to funkcja\n",
"\n",
"$$\\nabla f \\colon \\mathbb{R}^n \\to \\mathbb{R}$$\n",
"\n",
"zdefiniowana jako\n",
"\n",
"$$\\nabla f = \\big(\\frac{\\partial f}{\\partial x_1}, \\frac{\\partial f}{\\partial x_2}, \\ldots, \\frac{\\partial f}{\\partial x_n}\\big)$$\n",
"\n",
"gdzie $\\frac{\\partial f}{\\partial x_i}$ to *pochodna cząstkowa* $f$ względem $x_i$."
]
},
{
"cell_type": "markdown",
"id": "f6060d2e",
"metadata": {},
"source": [
"### Przykład dla wielomianu z poprzedniego wykładu:"
]
},
{
"cell_type": "markdown",
"id": "f7334a88",
"metadata": {},
"source": [
"$$f(x, y) = x^2 + 2y^2 + xy.$$\n",
"\n",
"$$\n",
"\\begin{align*}\n",
"\\frac{\\partial f}{\\partial x} &= 2x + y,\\\\\n",
"\\frac{\\partial f}{\\partial y} &= 4y + x\n",
"\\end{align*}\n",
"$$\n",
"Zatem\n",
"\n",
"$$\\nabla f(x,y) = (2x + y, 4y + x).$$"
]
},
{
"cell_type": "markdown",
"id": "30b544de",
"metadata": {},
"source": [
"## Gradient descent: rozwiązanie układu regresji liniowej"
]
},
{
"cell_type": "markdown",
"id": "43fb1dce",
"metadata": {},
"source": [
"Dane są punkty na płaszczyźnie:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f2b58e4a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"n = 50\n",
"\n",
"a = 2\n",
"b = 5\n",
"# ax + b\n",
"\n",
"x = np.linspace(2, 10, n)\n",
"y = a * x + b + np.random.randn(n) # x -> ax + b +zaburzenie\n",
"\n",
"plt.scatter(x, y)\n",
"plt.title(\"Dane\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "804b6753",
"metadata": {},
"source": [
"Cel: przybliżyć wartości $y$ na podstawie wartości $x$ używając funkcji liniowej."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4860b154",
"metadata": {},
"outputs": [],
"source": [
"def draw_approx(ab, x, y):\n",
" a, b = ab\n",
" plt.scatter(x, y)\n",
"\n",
" plt.plot(x, a * x + b)\n",
"\n",
" for x0, y0, y1 in zip(x, y, a * x + b):\n",
" plt.plot([x0, x0], [y0, y1], color='red')\n",
" \n",
" plt.title(f\"Przybliżenie prostą $y = {a}x + {b}$\")\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "57701f8c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw_approx((1, 10), x, y)"
]
},
{
"cell_type": "markdown",
"id": "90fb9442",
"metadata": {},
"source": [
"Chcemy dobrać taką prostą postaci $ax + b$, aby błędy przybliżeń były kolektywnie jak najmniejsze. Używamy kryterium MSE (*mean squared error*):"
]
},
{
"cell_type": "markdown",
"id": "ed683321",
"metadata": {},
"source": [
"$$MSE := \\frac{1}{n}\\sum_{i=1}^n e_i^2,$$\n",
"\n",
"gdzie $e_i := |ax_i + b - y_i|$ to (bezwzględny) błąd przybliżenia wartości $y_i$ przez $ax_i + b$. Zatem\n",
"\n",
"$$MSE = \\frac{1}{n}\\sum_{i=1}^n (ax_i + b - y_i)^2 = \\frac{1}{n}\\big((ax_1 + b - y_1)^2 + \\ldots + (ax_n + b - y_n)^2\\big).$$"
]
},
{
"cell_type": "markdown",
"id": "b54a8b4d",
"metadata": {},
"source": [
"Wartości wszystkich $(x_i, y_i)$ są ustalone (są to dane treningowe), musimy dobrać $a, b$ tak, aby $MSE$ wyszło najmniejsze możliwe."
]
},
{
"cell_type": "markdown",
"id": "48b7d200",
"metadata": {},
"source": [
"Traktujemy to wyrażenie jako funkcję o zmiennych $a, b$:"
]
},
{
"cell_type": "markdown",
"id": "43dc8fb7",
"metadata": {},
"source": [
"$$f(a,b) = \\frac{1}{n}\\big((ax_1 + b - y_1)^2 + \\ldots + (ax_n + b - y_n)^2\\big).$$"
]
},
{
"cell_type": "markdown",
"id": "b47e1167",
"metadata": {},
"source": [
"To jest \"porządna\" funkcja i możemy zastosować metodę gradientu. Gradient jest łatwy do wyliczenia:"
]
},
{
"cell_type": "markdown",
"id": "bbc4dc8d",
"metadata": {},
"source": [
"$$\n",
"\\begin{align*}\n",
"\\nabla f(a,b) = & \\big(\\frac{2}{n}x_1(ax_1 + b - y_1) + \\frac{2}{n}x_2(ax_2 + b - y_2) + \\ldots + \\frac{2}{n}x_n(ax_n + b - y_n), \\\\\n",
"& \\frac{2}{n}(ax_1 + b - y_1) + \\frac{2}{n}(ax_2 + b - y_2) + \\ldots + \\frac{2}{n}(ax_n + b - y_n) \\big)\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "b95bbeec",
"metadata": {},
"source": [
"### Implementacja $f$ i jej gradientu:"
]
},
{
"cell_type": "markdown",
"id": "de80900a",
"metadata": {},
"source": [
"Reprezentujemy parę $a, b$ jako wektor w $\\mathbb{R}^2$ i oznaczamy ją w kodzie przez tablicę `ab` (tzn. `ab` = $(a,b)$):"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f60ad1a7",
"metadata": {},
"outputs": [],
"source": [
"def f(ab, x, y): # x, y - stałe\n",
" a, b = ab\n",
" return np.mean((a * x + b - y)**2)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "29ecfd6f",
"metadata": {},
"outputs": [],
"source": [
"def f_grad(ab, x, y):\n",
" a, b = ab\n",
" return np.array([2 * np.mean(x * (a*x + b - y)), np.mean(2 * (a*x + b - y))])"
]
},
{
"cell_type": "markdown",
"id": "953b0caa",
"metadata": {},
"source": [
"Krok po kroku:"
]
},
{
"cell_type": "markdown",
"id": "d3fd4b0c",
"metadata": {},
"source": [
"Ustalny learning rate $\\lambda = 0.001$. Wybieramy \"przypadkowe\" początkowe $a, b$:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "35fd62b7",
"metadata": {},
"outputs": [],
"source": [
"ab = np.array([1.0, 1.0]) # [a, b]\n",
"lmb = 0.001"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "88a848a3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 104.90137335308341\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"MSE:\", f(ab, x, y))\n",
"draw_approx(ab, x, y)"
]
},
{
"cell_type": "markdown",
"id": "89b7929d",
"metadata": {},
"source": [
"Duży błąd. Liczymy gradient:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "58bca4b1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-129.89021671, -19.88793884])"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grad = f_grad(ab, x, y)\n",
"grad"
]
},
{
"cell_type": "markdown",
"id": "e91f3fb7",
"metadata": {},
"source": [
"Poruszamy punkt $(a, b)$ o przeciwność tego wektor domnożoną przez $\\lambda$:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "498e1786",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1.12989022, 1.01988794])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ab -= lmb * grad\n",
"ab"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "2d6e0e62",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 88.36679608733655\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"MSE:\", f(ab, x, y))\n",
"draw_approx(ab, x, y)"
]
},
{
"cell_type": "markdown",
"id": "ca194933",
"metadata": {},
"source": [
"Powtarzamy:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "8a427a79",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-118.85741935, -18.28948036])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grad = f_grad(ab, x, y)\n",
"grad"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "a368d6e2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1.24874764, 1.03817742])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ab -= lmb * grad\n",
"ab"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "5c871dd8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 74.5186202951972\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"MSE:\", f(ab, x, y))\n",
"draw_approx(ab, x, y)"
]
},
{
"cell_type": "markdown",
"id": "c564c030",
"metadata": {},
"source": [
"Jeszcze 10000 powtórzeń:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "a0c8c13a",
"metadata": {},
"outputs": [],
"source": [
"for i in range(1000):\n",
" grad = f_grad(ab, x, y)\n",
" ab -= lmb * grad"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b02be16c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 2.2678345088246328\n"
]
},
{
"data": {
"image/png": 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iU6dOIjQ0VKU3TIiye7bmz58v6tevLyQSicprnDp1aqmvsbh69eqJ5557TghRNLnf1dVVTJ48WaPn6kNiYqJo1KiR8PT0LDPh1MTAgQNFp06dhFwuVx579913lf+wARAdO3YU7733ngAgtmzZomy3YcMGYWNjI27evKlyzuDgYGFra6v8B9fX11dtgn3gwAEBQKxdu1Z5TJu2pRk/frywsrIq9w+luteu6fVfeeUV0aRJE5WJ1Zr8g5yRkSFsbW3Fs88+W+F2mn5O6mj6Hqlra+jP89q1awKAsLGxESdPniwzNn33Glf0d6usP46G+s5o+j3Q9frFqfud0TTO4spLIiry3S4tTk17tnR9n3RJjMp6P3U9Z3E6z9nq3LkzBgwYgD59+qBly5YwM1N/KnXjvQ8fPsSoUaPQrFkz/O9//1P7vMmTJ+PAgQO4desW4uPjcezYMUyaNEmj2IpPaNdWWloaRowYAS8vL5UJ6Yr5O5MmTcLu3bvV3rp3717ifObm5mqvI4RQe1zX65SnrPdE3WekqbFjx+Lq1av48ssv4eHhgU8//RS+vr7YuXNnuc997bXXsGTJEowdOxa//vor/v77b+zevRvOzs4az5fq1KkTzpw5AwBYtmwZHj58iA8//LDU9nl5eUhKStLoVlhYWOa109LSEBgYiNTUVERGRsLDw0OjmEszevRonDhxQmVPoSVLliA5ORmHDh3CuXPncOLECeV706xZM2W7r7/+Gu3atUP9+vVVzjl06FA8evRI+R4pYnx6Ir2LiwsAqMx/06ZtaTw9PZGXl4esrKwy26l77Zpc//Lly/juu+/w+uuv486dO7h27RquXbuGnJwc5Ofn49q1a3jw4IHaa0ZERODRo0eYOHFimbFp0k7Tz0kdTd8jdW0N/XkuWbIEAFBQUAAnJ6cyY/Pz8yvxb1WbNm0waNCgEsfLm3Ss79+t4gz5ndHke1CR6xen7ndG0zi1UZHvdmlxuru7IzExsURbxTEPDw+9vU+aKuv91Aed99nSlVwux8SJE5GamoqoqKhS9+QaP3485s6diw0bNiA7OxuWlpYYN26c2raXL1+Gt7e38v6VK1cgl8u1nhQohMCkSZOQnJyMEydOwN7eXvlY3bp14eDggMLCwhJ7meiTvq5Tkfekbt26sLW1xcWLF0s89t9//8HMzAyenp7KY+7u7nj11Vfx6quv4u7du2jfvj2WLFmCwMBAAKUneps3b8aUKVNUJtvm5ORotflpp06dsG3bNty4cQOfffYZZsyYAS8vr1LbHzlyBH379tXo3AkJCaW+Xzk5OQgKCsKlS5cQFRUFHx8fjWMuTXZ2NoCiPzTFPb1KNCoqCvXr10eLFi2Ux5KTk1G7du0S58zPzwcA5Wq2Dh06YPfu3cpJ0gp37twBAOVCFW3blubq1auwtrZW+V1SR91r1+T6t2/fhlwux+uvv47XX3+9xHm9vb0xa9YstQtLfvnlF9jb22Po0KFlxqZpO00+J3U0fY/UtTXk5/npp5/if//7H1atWoU333wTS5YsKfU/x0DR63/636zatWvD3d1dq3/LDPG7VZyhvzPlfQ8qcv3iSvv3QtM4taHrd7u0ONu2bYt9+/YhPT1dZZK8YvFV27ZtER8fr5f3SVNlvZ96oW1XWGn7bD2ttD2wPvjgA2FmZlZiTpE6Q4cOFW3atBHNmjVTO+G5vMngMTExKjGXN4y4YMECIZFIREREhNp4goODhZWVldr5QIrJe0/H9vTrf/q66uLQ5jpP0/Q9KStGIYomyEulUpW4kpKShKOjo3KCfEFBgcoiBoVOnTqJjh07Ku8rxv3PnDmj0s7JyUkEBwerHPvkk0+UcwQ0sWvXLgFAdO/eXTg4OJT7/uhjzlZBQYEYOnSosLCwEH/++Wep18rKyhIXLlwo8f4mJyeXaJuXlyfat28vbGxsREZGRqnn3LhxowCgModBCCGeffZZYWVlJS5evKhyfPjw4cLMzEw5DHP69GkBQDn0qjBhwgRhYWGhMlyjTVt173tMTIywtLRU+S5q89o1uf69e/fEli1bStx8fX1FgwYNxJYtW8S5c+dKXFOx4Ob5558v8Zgu7Z6m7nPS9D3Spq2hPs8tW7YIMzMzsXjxYiGEELNmzRKWlpYlpieUR9sJ8hX93SqutGEfQ39nilP3PdD2+tr+e6FtnNoOj5X2b5A2cR47dqzEfNucnBzRpEkT4e/vL4TQ/XMq7zXp+u9vRYcRjdqzdf78eSxatAi9evXC3bt3sW7dOpXHnx4mnDx5MkaPHg0AWLRoUannTUhIwNChQxEQEICjR49i3bp1eO655+Dn56dVbAsXLoS/vz8yMjLUxvbxxx9j37598Pf3x4svvggfHx88ePAAp0+fRlRUlN66NPVxnYq+J4sXL8bu3bvRo0cPvPrqq7CwsMC3336L3NxcfPLJJwCK9v+pX78+Ro8eDT8/P9jb2yMqKgonTpxQ6a3q0KEDAOC9997D+PHjYWlpiaCgIDz77LP4+eefIZPJ4OPjg6NHjyIqKqrE9iFl6dixIwDgn3/+wYIFC8rtbVH3v29t/d///R+2bduGoKAgPHjwoNTv8fHjx9G3b1+EhoZiwYIFysdffvllpKeno1evXqhXrx6SkpLwyy+/4L///sPnn3+u7LU4ePAgPvzwQwwaNAjOzs44duwYVq9ejYCAAMyaNUvlmm+++SZ27tyJnj17YubMmXB2dsaOHTuwc+dOvPDCC8phmHbt2mHatGn48ccfUVBQgN69e2P//v347bffMG/ePJXhGm3ajhs3DjY2NujWrRtcXFwQFxeH7777Dra2tipbcGj62rW5/vDhw0t8Ror/7ap7DAA2bdqEgoKCcodZNGmn6eek6XukTVtDfJ6nTp3CxIkTMXHiRLz33nsAgLfeegvffPNNub1bFVXR3y0AWLVqFVJTU5U9dtu3b1fukP/aa6+hTp06BvnOaPo90Pb62vzOaBKnQnnvk0wm0+rfIG3i9Pf3x5gxYzBv3jzcvXsXTZo0wdq1a3Ht2jX88MMPOr1Pmr4mbd9PTc6pEW2zs4r0bJU3gfJpubm5onbt2kImk6ntZVBcIy4uTowePVo4ODiI2rVri5kzZ6q016RnS9PYkpOTRUhIiPD09BSWlpbCzc1N9O/fX3z33Xflvn511y1tor6m19H1PSkrRoXTp0+LwYMHC3t7e2Frayv69u0rjhw5onw8NzdXvPnmm8LPz084ODgIOzs74efnp3ap8aJFi0S9evWEmZmZ8vU+fPhQTJ06VdSpU0fY29uLwYMHi//++094eXlp9b/hhg0birp165bZI6RPvXv31ui7ovhOFd+uRIiiyewDBgwQrq6uwsLCQtSuXVsMGDBAbN26VaXdlStXxKBBg0SdOnWEVCoVLVq0EGFhYSV22FaIjo4WgYGBws3NTVhaWopmzZqJJUuWiPz8fJV2eXl5YsGCBcLLy0tYWlqKJk2aKFf/PE3Ttl988YXo3LmzcHJyEhYWFsLd3V1MmjRJZfWwNq9dl1iLK28SbZcuXYSLi0u5k9I1aafp56Tpe6RtW31+njdv3hTu7u6ie/fuIicnR+W5M2bM0Lp3S9uerYr+bglRtEK6tOeXNTG/ot8ZbX9fNb2+tr8zmn63NXmftHlN2saZnZ0t3njjDeHm5iakUqno1KmTyo4GpSnrc9LkNWkbp67fp6dJhChlpnYlUFBQAA8PDwQFBSmzXSrbggULsHDhQty7d0/vmwAaw/Xr19GrVy9cunRJo3qRV69eRbNmzbBs2TK14/pERESmprcd5A0hIiIC9+7dw+TJk00dChnJ2rVr8eyzz2pcmHvevHlo2LAhXnnlFQNHRkREpBujr0bURHR0NM6dO4dFixahXbt26N27t6lDIiO5d+8e7ty5g6tXr0IqlapUqldITU3Fzp07lfNNdu7cWaKeGhERUWVRKXu2wsPDMWPGDLi4uOCnn34ydThkRMHBwTh79ix8fX1L3e9kz549eO655/DXX3/h22+/xeDBg40cJRERkeYq9ZwtIiIioqquUvZsEREREVUXTLaIiIiIDKhSTpCvKLlcjjt37sDBwaFCdRKJiIjIeIQQyMjIgIeHR6k1l6uiapls3blzR6V2HxEREVUdN2/eRP369U0dht5Uy2TLwcEBQNGHVbzIJREREVVe6enp8PT0VP4dry6qZbKlGDp0dHRkskVERFTFVLcpQNVnQJSIiIioEmKyRURERGRATLaIiIiIDIjJFhEREZEBMdkiIiIiMiCdk62wsDB06tQJDg4OcHFxwfDhw3Hx4kXl49euXYNEIlF7++2330o9b3BwcIn2AQEBuoZJREREZFI6J1sHDhxASEgIjh07ht27dyM/Px+DBg1CVlYWAMDT0xOJiYkqt4ULF8Le3h6BgYFlnjsgIEDleRs2bNA1TCIiIiKT0nmfrcjISJX7a9asgYuLC06dOoVevXrB3Nwcbm5uKm22bNmCsWPHwt7evsxzS6XSEs8lIiIiqor0NmcrLS0NAODk5KT28VOnTiEmJgbTp08v91z79++Hi4sLmjdvjhkzZuD+/ftlts/NzUV6errKjYiIiIoUygWOxt/H1pjbOBp/H4VyYeqQahSJEKLC77hcLsfQoUORmpqKw4cPq23z6quvYv/+/YiLiyvzXBs3boStrS28vb0RHx+Pd999F/b29jh69CjMzc3VPmfBggVYuHBhieNpaWncQZ6IiGq0yNhELNweh8S0HOUxd5k1QoN8ENDK3YSRlZSeng6ZTFbt/n7rJdmaMWMGdu7cicOHD6stHJmdnQ13d3fMnz8f//d//6fVua9evYrGjRsjKioK/fv3V9smNzcXubm5yvuK2krV7cMiIiLSRmRsImasO42n/9AriuGET2pfqRKu6ppsVXgYcebMmdixYwf27dtXaoXuzZs349GjR5g8ebLW52/UqBHq1KmDK1eulNpGKpUq6yCyHiIREVHR0OHC7XFFiZYQsMnLgU1eDiCEMvlauD2OQ4pGoHOyJYTAzJkzsWXLFuzduxfe3t6ltv3hhx8wdOhQ1K1bV+vr3Lp1C/fv34e7e+XJvImIiCq74wkPlEOHNvm5uLB8NC4sHw2b/KKRIAEgMS0HxxMemDDKmkHnZCskJATr1q3D+vXr4eDggKSkJCQlJSE7O1ul3ZUrV3Dw4EG88MILas/TokULbNmyBQCQmZmJN998E8eOHcO1a9ewZ88eDBs2DE2aNMHgwYN1DZWIiKjGuZuRU34jLdqR7nROtsLDw5GWloY+ffrA3d1dedu0aZNKux9//BH169fHoEGD1J7n4sWLypWM5ubmOHfuHIYOHYpmzZph+vTp6NChAw4dOgSpVKprqERERDWOi4O1XtuR7nTeZ0vTefUfffQRPvroI43OY2Njg127dukaEhERET3W2dsJ7jJrJKWp77mSAHCTWaOzt/otm0h/WBuRiIioGjI3kyA0yAfAk9WHCor7oUE+MDd7+lHSNyZbRERE1VRAK3eET2oPV5nqVBw3mXWl2/ahOtPLPluVTXXdp4OIiEgXhRmZMHd0AABEn7uOjr6elbJHq7r+/dZ5zhYRERFVDcUTK/9GzkAlTLSqMw4jEhERERkQky0iIiIiA2KyRURERGRATLaIiIiIDIjJFhEREZEBMdkiIiIiMiAmW0REREQGxGSLiIiIyICYbBEREREZEJMtIiIi0owQQFYWclLTi34mjTDZIiIiIo3kZ2QC9vawri1D5sN0U4dTZTDZIiIionIlpGRh4v+ilfd3xSaZMJqqhYWoiYiIqFRCCGw8cRMfbo8DsrKUx0d1qG/CqKoWJltERESk1v3MXLzzx3nsjksGAPRt5GTiiKomJltERERUwv6Ld/Hm5nO4l5ELS3MJ3hzcHC+0cwVeM3VkVQ+TLSIiIlLKyS9E2F8XsPbodQBAUxd7rBjfFr4eMpVhRNIcky0iIiIChEBcfCLe/u0czqcWABIJgrs1xDuBLWBtaW7q6Ko0rkYkIiKq4eRygR//joVP03rY/m4g6ksF1kzthAVDfZlo6QF7toiIiGqwO6nZ+L9fzyLmv9uY9vjY1pDucHblZHh9YbJFRERUQ20/ewfvbTmP9JwCOBXrwXK2l5owquqHyRYREVENk5GTj9Ct/+KPM7cBAH71ZfgiqBnwiYkDq6aYbBEREdUgp64/wKztl3HrYTbMJEBI3yZ4vX9TWOZkmzq0aovJFhERUQ0y+YfjyLK0Rv3aNlgxri06NuTcLENjskVERFTNJdzLhPfjn+UCGNm+HhYO9YWDtaVJ46opmGwRERFVU0IIbDh+E5/9cRqnHx9bNtYPgV2amDSumobJFhERUTWkWtfQAsEr9yJsZGsEejibOrQaR+dNTcPCwtCpUyc4ODjAxcUFw4cPx8WLF1Xa9OnTBxKJROX2yiuvlHleIQQ++OADuLu7w8bGBgMGDMDly5d1DZOIiKjG2X/xLgK+OITdccmwMjfDe0N88GNIH7jXqwNIJKYOr8bROdk6cOAAQkJCcOzYMezevRv5+fkYNGgQsp6qm/Tiiy8iMTFRefvkk7LXlX7yySdYuXIlvvnmG0RHR8POzg6DBw9GTk6OrqESERHVCDn5hQjdGovg1SdwLyMXTV3sERHSHS/2agQzMyZZpqLzMGJkZKTK/TVr1sDFxQWnTp1Cr169lMdtbW3h5uam0TmFEFixYgXef/99DBs2DADw008/wdXVFRERERg/fryu4RIREVVr/95Jw+yNMbh8NxMAWNewEtFbbcS0tDQAgJOT6hLSX375BXXq1EGrVq0wb948PHr0qNRzJCQkICkpCQMGDFAek8lk8Pf3x9GjR0t9Xm5uLtLT01VuRERENYG8UI4fd53HhOV7cDk5A3UdpFg7rTPrGlYiepkgL5fLMXv2bHTv3h2tWrVSHn/uuefg5eUFDw8PnDt3Dm+//TYuXryIP/74Q+15kpKSAACurq4qx11dXZWPqRMWFoaFCxfq4ZUQERFVHXdSs/Huz8ew5vV+mAZg5ncH8eFz/nCyszJ1aFSMXpKtkJAQxMbG4vDhwyrHX3rpJeXPrVu3hru7O/r374/4+Hg0btxYH5cGAMybNw9z585V3k9PT4enp6fezk9ERFTZKOoa5qdnKo99OaEdJEy0Kp0KDyPOnDkTO3bswL59+1C/fv0y2/r7+wMArly5ovZxxdyu5ORklePJycllzvuSSqVwdHRUuREREVVH6Tn5mLspBq9tOIP0nAK0ri9TPiYx8ErDQrlQ/hx99b7KfSqdzsmWEAIzZ87Eli1bsHfvXnh7e5f7nJiYGACAu7u72se9vb3h5uaGPXv2KI+lp6cjOjoaXbt21TVUIiKiauHEtQcIXHEIf5y5DTMJ8Hq/JvjlBX+jXDsyNhEDlu1X3g9efQI9lu5FZGyiUa5flemcbIWEhGDdunVYv349HBwckJSUhKSkJGRnFxWyjI+Px6JFi3Dq1Clcu3YN27Ztw+TJk9GrVy+0adNGeZ4WLVpgy5YtAIoy8tmzZ2Px4sXYtm0bzp8/j8mTJ8PDwwPDhw+v2CslIiKqovIL5fh0138Y9+1R3E7NhqeTDX57pSvmDmoOS3O9rXUrVWRsImasO42ktFyV40lpOZix7jQTrnLoPGcrPDwcQNHGpcWtXr0awcHBsLKyQlRUFFasWIGsrCx4enpi1KhReP/991XaX7x4UbmSEQDeeustZGVl4aWXXkJqaip69OiByMhIWFtb6xoqERFR1SME8OgREu5lYtb2Szh3u2il/egO9REa5GO0uoaFcoGF2+OgbsBQAJAAWLg9DgN93GDOvbzU0jnZEqLscVpPT08cOHBA6/NIJBJ8+OGH+PDDD3UNjYiIqMoTWVmQODjAG8DlOZshkzkgbGRrPNNa/VQcQzme8ACJaaVvLC4AJKbl4HjCA3RtzFJA6hi+75GIiIi0cj8zFyHrzyjvd23shMjZPY2eaAHA3QzNKrho2q4mYiFqIiKiSmTff3fx5uZzyHrwZIrN/yZ3gpmDjUGvWygXUGyBGn31Pjr62sLcTAIXhyfTeLItpWg5Z7Py5+KKtyNV7NkiIiKqBLLzCvHB1lhMXXMCKZm5aFLXTvnYiWsPDLrNQlkrDTt7O8FdZg0JAEgkyLayRraVtbKgtQSAu8wanb2d1J2awGSLiIjI5GJvpyFo1WH8dPQ6AKBfi7rIyM1XPm7IbRbKW2m4Oy4JoUE+AIoSq+IU90ODfDg5vgxMtoiIiEykUC7wzYF4jPj6H1y5m4m6DlK81q8J9v13D8npeSptDbHNQnkrDYEnKw3DJ7WHm0x1qNBNZo3wSe0R0Mr4c8mqEs7ZIiIiMjYhkHjnPt754xwO3HoESCQY5OOKJSNaY+iqw0bbZkGblYYBrdwx0McNxxMe4G5GDlwcioYO2aNVPiZbRERERvZndDyGdG2KtQA6vL0Fb41qj7EdPXHsqnG3WdB2paG5mYTbO+iAyRYREZGRpOfk44OIWOw6fhVDHh/7fUY3NPRyAWD8bRa40tA4mGwREREZQfTV+5j761ncTs2GXbGRt4Z1nqw6NHbyo1hpmJSWA/F4pWFxEhTNy+JKw4rhBHkiIiIDyiuQ45PI/zD++2PKuobrXuistq2xt1kwN5NwpaERMNkiIiIykPh7mRgVfgRf74+HEEV1Df96vSfaNVCfLJki+Qlo5c6VhgbGYUQiIiJ9EgIiKwsbT9zEwj0JyCkQkNlYqtY1zMor9emK5Gfh9jiVyfJuMmuEBvkYJPnhSkPDkojyKkpXQenp6ZDJZEhLS4Ojo6OpwyEiohokJfkB6rgVrdhrOWcz2vvUw+dj2qr2HGVlAfb2RT9nZgJ2diXOUygXGiU/hRmZMHd0AABEn7uOjr6eVTZJqq5/v9mzRUREpCd7/0vGB+ujcfjx/bcDmmPyAF+Y6ZD8aLLNQmRsIpb+fgr7Ht8PXn0CtepeNlgPGOmGc7aIiIgqKDuvEPMjYjFtzUnczyxWZqe7t06JlibKK7NjiNI+pBsmW0RERBUQezsNz355CD8fK6prOLmrl8GvqWmZHUMWrybNcRiRiIhIB4Vyge8OXsWy3ReRXyjg4iDF52P90NPD1uDX1qbMDnd8Nz0mW0RERFq6nZqNuZtiEJ3wAAAQ4OuGsJGtUdvOqmjyu4EZe6d5qhgmW0RERJoSAn9Gx2Phtn9xt9AcdlILhA71xZgO9SGRaD43q1AuYP745+ir99HR11arFYQss1O1cM4WERGRBtJz8vHW2qMY0rUpjocNRxc3a/w1qyfGdvTUKtGKjE3EgGX7lfeDV59Aj6V7tZrQbuyd5qlimGwRERGVI/rqfQSuOITt554kROum+8PLueT+WGXR1wpCltmpWphsERERlUJdXUMFC3Pt/oTqewUhy+xUHZyzRUREhJI7tjvbWeH/fjuL87fTAABjO9bHB/0aAvN1O78hVhCyzE7VwGSLiIhqvMjYxBK1CBVq2Vri45Gti3qKKrDS0FArCDXZaZ5Mi8kWERHVaIp5VEII2OQXzaXKtpQqJ5u/HdBcOSRXkVWEXEFYc3HOFhER1VjF51HZ5OfiwvLRuLB8tDLpAoCVe66gUC4qvIqQKwhrLiZbRERUY5U3jwoomke1au+VCq8i5ArCmovJFhER1Vinrj/QqN3qfxL0soqQKwhrJs7ZIiKiGqdQLvDtwXgs331ZeayseVSp2fmlnkvbVYRcQVjzMNkiIqIa5em6htYWZsgpkCvnURUnASCzsSwz2VLQZhUhVxDWLEy2iIioxtgacxvvR8QiI6cAdlbmWDDUF/ZSc7z6yxkAUBkqVPQzTe3eEMujinrAuIqQdKHznK2wsDB06tQJDg4OcHFxwfDhw3Hx4kXl4w8ePMBrr72G5s2bw8bGBg0aNMDrr7+OtLS0Ms8bHBwMiUSicgsICNA1TCIiqumEQPr9VLy55ghmbTiDjJwCtG9QC3/N6okxHT0R2NqjzHlUM/s15SpCqhCde7YOHDiAkJAQdOrUCQUFBXj33XcxaNAgxMXFwc7ODnfu3MGdO3fw2WefwcfHB9evX8crr7yCO3fuYPPmzWWeOyAgAKtXr1bel0qlZbQmIiIq3Yl/b6JTay98CmDn//2OFwNaI6RvY5VyO+XNowoN8sGMdachgfreL64ipLJIhBCaFWEqx7179+Di4oIDBw6gV69eatv89ttvmDRpErKysmBhoT7PCw4ORmpqKiIiInSOJT09HTKZDGlpaXB0dNT5PEREVHXlFcixPOoS1u7+F3HLRgMAYi7cRNsW9XU6n7pd5t1l1ggN8lFZRViYkQlzRwcAQPS56+jo68lETEPV9e+33uZsKYYHnZxK70ZVvHmlJVoK+/fvh4uLC2rXro1+/fph8eLFcHYufSJhbm4ucnOf7H2Snp6uZfRERFSdXLmbidmbziD2djpsinUptPWsrfM5NVlFGBmbiKW/n8K+x/eDV59ArbqXSyRkVLPoZZ8tuVyO2bNno3v37mjVqpXaNikpKVi0aBFeeumlMs8VEBCAn376CXv27MHSpUtx4MABBAYGorCwsNTnhIWFQSaTKW+enp4Vej1ERFQ1CSHw87HrePbLQ4i9nY5atpZYOb6t3s6vWEU4rG09dG3sXCLRqujGp1Q96WUYccaMGdi5cycOHz6M+vVLds+mp6dj4MCBcHJywrZt22Bpaanxua9evYrGjRsjKioK/fv3V9tGXc+Wp6dnteuGJCKi0t3LyMXbv5/D3v/uAgB6Nq2Dz8b4wdW8ELC3L2qUmQnY2en92oVygR5L9yIxLQc2eTm4sLxo2LLlnM3ItiqaXO8ms8bht/txSLEMHEYsxcyZM7Fjxw4cPHhQbaKVkZGBgIAAODg4YMuWLVolWgDQqFEj1KlTB1euXCk12ZJKpZxET0RUEwkBPHqEff8l440/r+D+o3xYWZjhnYAWCO7WEGZmEiAry+BhlFf2R9uNT6l60XkYUQiBmTNnYsuWLdi7dy+8vb1LtElPT8egQYNgZWWFbdu2wdpa+z1Ibt26hfv378PdnWPdRESkKjs1A7C3R9+OjfEoNQMt3BywbWZ3TOvhXZRoGYmmG5pqs/EpVR86J1shISFYt24d1q9fDwcHByQlJSEpKQnZ2dkAniRaWVlZ+OGHH5Cenq5sU3z+VYsWLbBlyxYAQGZmJt58800cO3YM165dw549ezBs2DA0adIEgwcPruBLJSKi6uT8rTSMCv9HeX9KNy9EhHRHCzfjDz8V39BUsfFpyzmbufEpAajAMGJ4eDgAoE+fPirHV69ejeDgYJw+fRrR0dEAgCZNmqi0SUhIQMOGDQEAFy9eVK5kNDc3x7lz57B27VqkpqbCw8MDgwYNwqJFizhMSEREAIrmR31zIB7Ld1+CZU628vg7gS0BS3OTxNTZ2wnuMmskpeVAlFL2x40bn9ZYOidb5c2r79OnT7ltnj6PjY0Ndu3apWtIRERUzd16+AhzN53F8WtFdQ2H+LiaOKIi5mYSbnxKpdLL1g9ERESGFnHmNgJXHMLxaw9gZ2WOT0e3wQo9butQUQGt3Mss+8N9tmouFqImIqJKLS07H/MjYrHt7B0AQPsGtbB8XFt4OdsZZaWhNjTZ+JRqHiZbRERUOQmB4//exDu/n8PVR4C5uRle79e0RF3Dykax8SmRQuX9thIRUY2VVyDHZxGn0bm1F/YuCEJzRzP89kpXzBrQtFInWkTqsGeLiIgqlSt3MzBrYwyuXruLNx4f+2NGd9g5yUwaF5GumGwREVGloKhruOTPC8gtkMPd9knFETsp/1xR1cW+WCIiMrl7GbmYtuYEPtj6L3IL5OjZtA4iQrrr5dyF8icbMURfva9yn8gY+F8FIiIyqai4ZLz9+zncz8qDlYUZ5gW2wJSuDWGW/ajC546MTcTS309h3+P7watPoFbdywgN8uFWDGQ0TLaIiMj4hMCj1HQsjfwPa2PuARIJWrg54Ivx7dDczUEvl4iMTcSMdadhnZercjwpLQcz1p3m3ldkNBxGJCIio4u9nAhbp1pY+FwX2OTn4sWe3tg6s7veEq1CucDC7XFQN2CoOLZwexyHFMkomGwREZHRFMoFvtp3BRO+O6Y89mNwR7w3xAdSC/3VNTye8ACJaTmlPi4AJKbl4HjCA71dk6g0HEYkIiKjuPngEf7v16K6hjbFepS6Nq6j92vdzSg90dKlHVFFMNkiIiKDEkIgIuY2Poj4Fxm5BbCXWmDxs62B5Ya7povDk/qE2ZZStJyzWflzae2IDIXJFhERGUzao3y8vzUW2x/XNezgVRsrxrWFp9Swc6U6ezvBXWaNpLQcCIkE2VaqSZUERQWiO3s7GTQOIoBztoiIyECOxt9H4BcHsf3sHZibSTB3YDNseqkLPJ1sNXp+RfbHMjeTIDTIB0BRYlWc4n5okA8LRJNRMNkiIiK9yssvxGdbTmH61/txJzUbDZ1t8fuMbni9v+Z1DSNjEzFg2X7l/eDVJ9Bj6V5ExiZqHEdAK3eET2oPN5lqr5abzJrbPpBRcRiRiIj05srdDLy55ii2vD0YbwCYv+4o3hndUatyO/rcHyuglTsG+rjheMID3M3IgYtD0dAhe7TImJhsERFRhRWva2j26MnO74uGtwa0SLTK2x9LgqL9sQb6uGmcMJmbSdC1sbPGMRDpG5MtIiKqkLsZOXhr8znsv3gPADCgqe5bOWizPxYTKKoqOGeLiIh0FhWXjMAVh7D/4j1YWZhhQZAPvpvUQefzabs/FotMU1XAni0iItLao7wCLP7zAtZH3wAAtHBzwMoJ7dDM1QHIytL5vNrsj8Ui01RVsGeLiIg0IwSQlYXzl27j2S8OKROtl3o1wtaZ3YsSLQ2V1iOl2B9LAgCP98fKtrIGJEXzsyQA3GXWeJiVhxnrTiMpTf0kem1WLRIZGpMtIiLSSGFmFmBvj9bN6yMx8QHcHK2x/gV/vPtMS63qGpa1rYMm+2PNH9ISi/5kkWmqOphsERFRuW4+eIQpP0Yr7wf4uiFydk90a1JyMnxZ86gU2zqU1SNV3v5Yte2kLDJNVQrnbBERUamK1zUsyMhUHl82zg8SW6sS7cuaRzXQx03jbR3K2h9ra8xtjWJnkWmqLJhsERGRWmmP8vFexHnsOFc0/6lbg1rKxySSkntclbcZ6ewBTbXa1qG0/bFYZJqqGiZbRERUwpH4FPzfr2eRmJYDczMJZvdvihmd3IA56ttrshnp6n+uaXTt8nqkWGSaqhomW0REpJRbUIhlf1/Cd4euQgigobMtVoxvh7aetVBYbBgx+up9dPS1Ve7irslmpKnZ+cr7FemRUkyin7HuNCSASoLHItNUGXGCPBERAULgytUkjF+2B98eiIcQwITOnvjz9Z5o61mr3MLQms6PqmVjWe62Dpr0SLHINFUl7NkiIqrhhBBYtycOzw9shS0AOr0TgQ8ndkbg44RFk8LQms6jmtrdGyuiLumlR4pFpqmq0LlnKywsDJ06dYKDgwNcXFwwfPhwXLx4UaVNTk4OQkJC4OzsDHt7e4waNQrJycllnlcIgQ8++ADu7u6wsbHBgAEDcPnyZV3DJCKiMtzNyMGzXx7GR3/9pzyWmVuAD7fHITI2sdy5WEDRCsIOXrU12ox0Zr8meu2RUkyiH9a2nnJSPVFlo3OydeDAAYSEhODYsWPYvXs38vPzMWjQIGQVK9MwZ84cbN++Hb/99hsOHDiAO3fuYOTIkWWe95NPPsHKlSvxzTffIDo6GnZ2dhg8eDBycriEl4hIn/7+Nwn9PjuAf++kl3hM0Wu1au9ljVYQnrr+sNzNSBW9VgGt3HH47X7Y8GIXfDG+LTa82AWH3+7HoT+qtnQeRoyMjFS5v2bNGri4uODUqVPo1asX0tLS8MMPP2D9+vXo168fAGD16tVo2bIljh07hi5dupQ4pxACK1aswPvvv49hw4YBAH766Se4uroiIiIC48eP1zVcIiJ67FFeARbtiMOG4zdLbaPLCsJhbeshfFJ7LNwep5KgucmsS9QrLG1bB6LqSG9zttLS0gAATk5FExtPnTqF/Px8DBgwQNmmRYsWaNCgAY4ePao22UpISEBSUpLKc2QyGfz9/XH06NFSk63c3Fzk5j6ZS5CeXvJ/aUREBJy9mYrZm2KQkJJVYt7U03RZQch5VEQl6SXZksvlmD17Nrp3745WrVoBAJKSkmBlZYVatWqptHV1dUVSUpLa8yiOu7q6avwcoGj+2MKFCyvwCoiIqjEhUJiZhe8PxuOzw7dQIIrmT41sXw9f7Ysv9+m1bCyRlp2v8Z5W7LUiUqWXrR9CQkIQGxuLjRs36uN0Wps3bx7S0tKUt5s3S+8aJyKqaW7dSoG5owNeebYtLHNzMKSNOyJn9UKPJnWVbRS9Vi3nbFa7ghAofy4WEalX4WRr5syZ2LFjB/bt24f69esrj7u5uSEvLw+pqakq7ZOTk+Hm5qb2XIrjT69YLOs5ACCVSuHo6KhyIyKq6YQQ+P3ULYz4+ojy2MejWmPVhHaQ2Voqd2I39gpCoppG52FEIQRee+01bNmyBfv374e3t7fK4x06dIClpSX27NmDUaNGAQAuXryIGzduoGvXrmrP6e3tDTc3N+zZswdt27YFUDT/Kjo6GjNmzNA1VCKiGiftUT7ejTiPP88lwiavQHl8WNt6ymRKm53YOReLSHc692yFhIRg3bp1WL9+PRwcHJCUlISkpCRkZ2cDKJrYPn36dMydOxf79u3DqVOnMHXqVHTt2lVlcnyLFi2wZcsWAEWFTWfPno3Fixdj27ZtOH/+PCZPngwPDw8MHz68Yq+UiKiGOHIlBQFfHMSf5xJhYSbB7AFNS22rzU7s3NOKSDc692yFh4cDAPr06aNyfPXq1QgODgYALF++HGZmZhg1ahRyc3MxePBgfP311yrtL168qFzJCABvvfUWsrKy8NJLLyE1NRU9evRAZGQkrK1ZvZ2IqCy5BYX4/O9L+P5xXUPvOnZYMa4t/Jwsy3wee62IDEsihChr5W+VlJ6eDplMhrS0NM7fIqIa4XJyBmZtjEFcYtHWNxM6N8D8Z1vC1soCyMoC7O2LGmZmAnZ2JoyUqHTV9e83ayMSEWmoUC6M2vujyfWEXI5f9l7AZ39fQqrEEk72Uiwd1QYDfVxLOSsRGRuTLSIiDUTGJpbYGd1dzc7omtAkidLkenfTc/DeL9H4/tU+mATgpfD9WDzRX6UoNBGZHocRiYjKERmbiBnrTpfYbV2RHmmz/YEmSZQm1zOTSPDOH+eR/TAdF5aPBgCIjAxIFMOFxXEYkaqI6vr3Wy+bmhIRVVeFcoGF2+OKEh8hYJOXA5u8HEAIZTK0cHscCuXl/79VkUQ9XdhZUfQ5Mjax3OsJAHM2ncVLP5/Cg6w8tHBzUJ5HIuGEdqLKiMkWEVEZjic8UCZHNvm5uLB8NC4sHw2b/KJ6rAJAYloOjic8KPM8miZtx67eL/N6AJCdXwgJgJd7N8IvL/orj0dfva9R0kdExsVki4ioDHczcspvpEE7TZO2o/H3NbpeSN/GaOdZC0NWHlIeC159Aj2W7kVkbKJG5yAi42CyRURUBk0nm5fXTtOkDSVmaqlnaW6OGetOIyktV+V48SFJIqocmGwREZVBpX6gGor6gZ29nco8j6ZJW9dGdeAuK7utm6MUG47fUJuWaTuPjIgMj8kWEVEZFPUDAZRIuJ6uH1gWTZO2Lo2d8cagZqW2kaBow9Kk9NJ7yjSdR0ZExsFki4ioHIr6ga4yqcpxdfUDS6Np0hZ99T4+3XUJAJBtKUXLOZvRcs5mZFtKlddrWEezrRs0H7okIkPipqZERBoIaOWOgV59gAVF99dM7YSOvp5a7SCvSNqW/n5K5bibzBrvPtMCp64/xPeHEgAAjerY4fOxfsjJl5fY/LT4JHpFQqb4uThubkpUOTDZIiLSUPHEyr+RM6BDqR51SZtjnVqYsykG/yVlAACe82+A94c8rmuohmJIMiktB0IiQbaValIlQVECV948MiIyDg4jEhEZWfGk7VJyBoZ99Q/+S8qAk50Vvp/cER+NaF1qoqV4vjbzyIpPlOdeXETGx2SLiMiEPvrrP+QVyNGneV1Ezu6pcQFpxZCk21MrF5+eRxYZm4gBy/YrH+deXETGx2FEIiIji4pLxoDHP0stzDBvmC+e7+KldbmdgFbuGOjjVmpRa0V5IOs89XtxaVPTkYh0x2SLiMhIsnILsGhHHLb+cxkXHh/b/EpXNGnkpvM5zc0k6NrYucRxlfJATxEoGm5cuD0OA33ctJrkT0Ta4zAiEZERxNxMxZCVh7DxxE3kWEnx2R8nkZeajibemg0baqt4eSB1uBcXkfGwZ4uIyIAKCuX4en88vthzGYVyAQ+ZNT4f21Ztb5Q+6aumIxFVHJMtIiIDuXH/Eeb8GoNT1x8CAIL8PLB4WCvIbC0Nfu3ie2xxLy4i02KyRUR6VSgXpU7YrhGEgMjKQkTMHcz/+yoy8wrhILXAouGtMKyth9aT4HXFvbiIKg8mW0SkN5GxiVi4PU5lrpC7zBqhQT41ZtVbakoqark4YQSAd+dsRudmHvh8rB88nWyNGodiL64Z605DAqhMlNempiMRVRwnyBORXii2GXh6UrZim4GasK/TP1dSMPyrf5T3Zw9oig0vdTF6oqWg6V5cRGRY7NkiogpT2WZACNjkF+3rlG0phZBIqv02A7kFhfhs10V8fygBNsX2tHq5d2OdSvroU3l7cRGR4THZIqIKK77NgE1+Li4sHw0AaDlnM7KtrFW2GTD0Kjxju5iUgVkbzyjrGo7rVN/EEZVU2l5cRGQcTLaIqMJq4jYDcrnAmsMJ+DiyqNyOs50Vlo5qgwFe9qYOjYgqGSZbRFRhmm4fUJ22GXjp55OIupEFAOjbvC4+Ge2Hug5SICvLxJERUWXDZIuIKqz4NgPqVMdtBv65ch9SW1u8P6QlJulQ15CIag6uRiSiClNsMwA82VZAobpsM5CVW4D3tpxX3vfxcMCfr/fA810bMtEiojIx2SIivVBsM+AqU92hvDpsM3DmxkM8s/IQ/jh9W3lsw4td0cTFwYRREVFVwWFEItKbgFbuGOjVB1hQdH/N1E7o6OtZZXu0Cgrl+GpfPFbufVzXsI4Mx89fR2dvZ1jZmmbvLCKqephsEZFeFU+s/Bs5m3yfKUC3EkI37j/C7E1ncPpGKgBgqJ8HFg1vBZmN4esaElH1UqFhxIMHDyIoKAgeHkX1viIiIlQel0gkam+ffvppqedcsGBBifYtWrSoSJhEVINFxiaix9K9mPD9MczaGIMJ3x9Dj6V7S93RXgiB307eROAXB3H6RiocpBb4YnxbrJzQjokWEemkQj1bWVlZ8PPzw7Rp0zBy5MgSjycmqv5jtnPnTkyfPh2jRo0q87y+vr6Iiop6EqQFO+CISHuKEkLiqeOKEkIqc8mEwMN7qVi4/V9EXEoFJBJ09nbCsrF+qF+bQ4ZEpLsKZTGBgYEIDAws9XE3NzeV+1u3bkXfvn3RqFGjsoOysCjx3LLk5uYiN/dJiYz09HSNn0tE1ZO2JYSOnLuBbm0bYgWAPf/3O2Y82wYv92pcZeebEVHlYbTViMnJyfjzzz8xffr0cttevnwZHh4eaNSoESZOnIgbN26U2T4sLAwymUx58/T01FfYRFRFqSshdGH5aGXSpSghdPhyChbtiMP0tSeVz934che82qcJEy0i0gujJVtr166Fg4OD2uHG4vz9/bFmzRpERkYiPDwcCQkJ6NmzJzIyMkp9zrx585CWlqa83bx5U9/hE1EVo2lpoHf+OIcfDieoHPP1kBkiJCKqoYw2GerHH3/ExIkTYW1ddrmO4sOSbdq0gb+/P7y8vPDrr7+W2ismlUohlUrVPkZENZOmpYES03LgbGeFz8a0BJYbOCgiqpGMkmwdOnQIFy9exKZNm7R+bq1atdCsWTNcuXLFAJERUXVVXgkhBWVdQ7MCI0VGRDWNUYYRf/jhB3To0AF+fn5aPzczMxPx8fFwd6+6u08TkfGVVUJIYUJnT/wY3KmogDQRkYFUKNnKzMxETEwMYmJiAAAJCQmIiYlRmdCenp6O3377DS+88ILac/Tv3x+rVq1S3n/jjTdw4MABXLt2DUeOHMGIESNgbm6OCRMmVCRUIqqBFCWE6jpaqRy3MJNgQZAPwka2YV1DIjK4Cg0jnjx5En379lXenzt3LgBgypQpWLNmDQBg48aNEEKUmizFx8cjJSVFef/WrVuYMGEC7t+/j7p166JHjx44duwY6tatW5FQiaiGcnG0htTCXHl/SGt3LJroDxsr8zKeRUSkPxIhxNP7/VV56enpkMlkSEtLg6Ojo6nDITIYXcrQGFxWFmBvX/RzZiZgZ2eSMAoK5fhy7xWs2ncFVjnZuLB8dNkx6SvuSvL6iaqi6vr3m1uzE1VRkbGJWLg9TrmXFAC4y6wRGuTzZFd0PauUyZ0a11KyMHtTDGJupgIABnXyRtq9h0XldlhAmoiMjMkWURWkVRkaPV7TmMmdLoldUV3DW1iw/V88yiuEg7UFFg9vhWFt6+k9PiIiTTHZIqpitC1Dow/GTu50SeweZuVh3h/nEflvEgCwriERVRpG20GeiPRD0zI0xxMe6OV6JZK7vBzY5OUAQiiTr4Xb41Ao18/0T0Vil/jU/liKxC4ytliBeyGArCz8c/YaBi8/gMh/k2BhJsFbAc2x4cUuJkm0ir8P0Vfv6+19IaKqi8kWURWjaRkaTduVx5jJnbaJXU5aBmBvj+5tvZHxIB2N6tohIqS7yeoaRsYmYsCy/cr7watPoMfSvaoJIhHVOEy2iKoYTcvQaNquPMZM7rRJ7C4kpmPsN0eVzx3fuT7+fK0nWtUzTV1DRY9cUlquynG1PXJEVKMw2SKqYhRlaErrt5GgaH5TZ28nvVzPmMmdpgnbppM3MGzVP7h8N1N5LDSolcn2zlLpkXuKIYZaiahqYbJFVMWUVYZGcT80yEdvw2jGTO40TdgiztxBXqEcfZpXjs2Oi/fIqaPveXREVLUw2SKqghRlaFxlqjX93GTWel8ZaMzkrrzETsHa0gyLh7fClxPaKY+ZcjK6sefREVHVwmSLqIoKaOWOqLl9lPfXTO2Ew2/3M8ieV8ZK7jQpHt3AyQY7XuuJOvZWGLj8gPK4KSejF++Ry7aUouWczWg5ZzOyLaWltiOimoPJFlEVVrw3yb+Rs0FX4BkruSstsQOAAF9XRM3tgyt3MyrVZHSVHjmJBNlW1si2sgYeF7nW9zw6IqpamGwRkcaMldwNaOmKEe2e7PrubG+JDS92wTfPd4S5maTSTUY39jw6IqpamGwRUaVyLSULo785ivD9V5XH/ny9F7o2dgZQeSejK3rk3GSqQ4WGmEdHRFULy/UQkdGpq3toJoFqXUMHO+w4cgnPtvGArFjx6Mo8GT2glTsG+rhViWLdRGQ8TLaIyKjU1T10dZDCo5YNztxMBQD4ezth2bi2qFfLpsTz1U1GV/xcWjtNFMoFFLt0RV+9j46+tjolSeZmEmUvHBERwGSLiIyotILWyRm5SM7IhbmZBG8Obo4XezYqNdFRTEZPSsuBeDwZvTgJiobutJmMHhmbiKW/n8K+x/eDV59ArbqXyyx8TUSkKc7ZIiKjKGuXdYXatpZlJlqA/iejs8wOERkaky0iMoryJrYDQEpmnkYT2/U1GZ1ldojIGDiMSERGoe+J7fqYjK7NykbOwyIiXTHZIiKjsDDTrCNdm4ntFZ2MXplXNhJR9cFki4gM7q/ziXh3y/ky2+gysb2iDLWykYioOCZbRGQwmbkFWPDXWWw+dQsA4OVki+sPHkECqMyTMtUu64ZY2UhE9DROkCeqpArlAkfj72NrzG0cjb9fJSdpj/z6H2w+dQsSCRDStzGi/q83vqlEu6yzzA4RGQN7togqIXUbf7rLrKvEvk/5hXJYPv755oNs1HOpjeXj2ip7hyrbLuuKlY1Pv99uVeT9JqLKj8kWUSVT2safin2fKnOdvWspWXj7p2hsenx/qJ8H3hvXEY7WlirtKtsu65UtASSi6oXJFlElorLvkxCwyS/aaDPbUgohkUCCon2fBvq46TURUFerUJvzCyHw68mbRbFnZimPLx3dBngq0aqsKlsCSETVB5Mtokqk+L5PNvm5uLB8NACg5ZzNyLayNsi+TxUdsnyQlYd5f5zDrn+TAQBdmrsj8dY9uNeyAYoVkCYiqqmYbBFVIsbe96miQ5YHL93DG7+dxd2MXFiaS/B/g8qua0hEVBMx2SKqRDTdz0kf+z5VdMhyyZ9x+P70XQBAExd7rBjXFq3qySocFxFRdcOtH4gqEcW+T6X1C0lQNMSnj32f1A1ZXlg+Wpl0FR+yVGfdsRsAgMldvbB9Zg8mWkREpahQsnXw4EEEBQXBw8MDEokEERERKo8HBwdDIpGo3AICAso971dffYWGDRvC2toa/v7+OH78eEXCJKoyjLnvk7ZDlnK5wOrDCcrjzvZWWB3cCR8OawUbK/MKx0NEVF1VKNnKysqCn58fvvrqq1LbBAQEIDExUXnbsGFDmefctGkT5s6di9DQUJw+fRp+fn4YPHgw7t69W5FQiaoMxb5PrjLVkjH63vhTmyHLxLRsTPohGp/suqg8HhHSHX1buOglFiKi6qxCc7YCAwMRGBhYZhupVAo3NzeNz7ls2TK8+OKLmDp1KgDgm2++wZ9//okff/wR77zzTkXCJaoyAlq5Y6BXH2BB0f01Uzuho6+nXieeFy9Vo46iVE1KZi5eWXcKadn5sLG1xaZ9FzC2Y33UsbPTWyxERNWZweds7d+/Hy4uLmjevDlmzJiB+/fvl9o2Ly8Pp06dwoABA54EaGaGAQMG4OjRo6U+Lzc3F+np6So3oqqueGLl38hZ7yv8yhuyFAC8nG3x2oYzSMvOR5v6Mvw5qyfG9WkBib09IOGKQyIiTRg02QoICMBPP/2EPXv2YOnSpThw4AACAwNRWFiotn1KSgoKCwvh6uqqctzV1RVJSUmlXicsLAwymUx58/T01OvrIKquShuydLKzQh17Kxy7+gBmEmBm3yb4fUY3NKprb6JIiYiqLoNu/TB+/Hjlz61bt0abNm3QuHFj7N+/H/3799fbdebNm4e5c+cq76enpzPhItLQ00OWw/w88Ot/DyAXQL1aNip1DYmISHtG3WerUaNGqFOnDq5cuaI22apTpw7Mzc2RnJyscjw5ObnMeV9SqRRSqbTUx4mobMWHKLeevQO5lTVGtquHBcN8S9Q1JCIi7Rh1n61bt27h/v37cHdXv5rKysoKHTp0wJ49e5TH5HI59uzZg65duxorTKIaRQiB307eVN53tLbAlxPaYdm4tky0iIj0oEI9W5mZmbhy5YryfkJCAmJiYuDk5AQnJycsXLgQo0aNgpubG+Lj4/HWW2+hSZMmGDx4sPI5/fv3x4gRIzBz5kwAwNy5czFlyhR07NgRnTt3xooVK5CVlaVcnUhE+vMgKw/v/H4Oh2KuY8zjYxEh3eFer45J4yIiqk4qlGydPHkSffv2Vd5XzJuaMmUKwsPDce7cOaxduxapqanw8PDAoEGDsGjRIpUhv/j4eKSkpCjvjxs3Dvfu3cMHH3yApKQktG3bFpGRkSUmzRNRxRx4XNfwXkYuLK2t8WPkOQR384a7Pbd0ICLSJ4kQ4ukatFVeeno6ZDIZ0tLS4OjoaOpwiHSTlQXYP179l5kJqNvXSoM2hXKB4wkPcDcjBy4O1mhTX4ZPd13EmiPXABTVNfxifFv4erDcDhGZVnX9+81C1ETVWGRsIhZuj1PWQAQACzMJCuRF/8cK7tYQ7wS2gLUly+0QERkKky2iaioyNhEz1p2GEEJZXDrbUooCedHjM/s2xhuDW5gwQiKimsGoqxGJyDgK5QILt8dBALDJz8WF5aNxYfloZdIFAL+fvo1CebWbRUBEVOkw2SKqho4nPFAZOlQnMS0HxxMeGCkiIqKai8kWUTV040GWRu3uZpSdkBERUcVxzhZRNXPy2gN8tuuS8n62pRQt52xW/lyci4O1UWMjIqqJmGwRVRP5hXKs/Psivtp3BXIBmEskKBQCkEiQbaWaVEkAuMmsWfOQiMgImGwRVRMTvz+G4/fyAAAj29dDzyZ1MPfXswCA4tPgFVUQQ4N8VGoiEhGRYTDZIqrChBDK5On87XQ4Otrjo5Gt8WwbDwCAjZV5iX223GTWCA3yQUAr9TVKiYhIv5hsEVVR9zNz8cGGM/jq8X1/byd89HwXeNSyUbYJaOWOgT5uKjvId/Z2Yo8WEZERMdkiqoL2X7yLNzefQ+b9NOWxH4M7wczBpkRbczMJujZ2NmZ4RERUDJMtoiokJ78QYX9dwNqj1wEATes5I+7ybfi4y2Bma2vi6IiISB0mW0RVxL930jB7Ywwu380EwLqGRERVBZMtIhSVt6nM85p+PHwVYQdvIr9QoK6DFJ+OboM+zV1MHRYREWmAyRbVeJGxiSVW7LlXshV7n+66hHwrawz0ccXHI1vD2V5a/pOIiKhSYLkeqtEiYxMxY93pEnUEk9JyMGPdaUTGJiqPFcoFjsbfx9aY2zgaf9/gRZx3nn9ybRtLc3w8sjW+e74DEy0ioiqGPVtUYxXKBRZujyva8FMI2OTnAigqaSMkEkgALNweh4E+btgdl2S03q+MnHyEbv0XO6PjEfj42B+vdkNDLw4bEhFVRezZohrreMIDZfJkk5+LC8tH48Ly0cqkSwBITMvBqr1XNO79qqgT1x4g8ItD+OPMbeRaSbFy62nkp6WjYYO6ersGEREZF3u2qMa6m5FTfiMAq/9J0Kj3qyIT6vML5fgi6jK+3l9U19DTyQbLx7ZFx4asXUhEVNUx2SKjqywr/1wcrMtvBCA1Ox/Ak94vAGg5ZzOyrayVvV/HEx7ovHHo1XuZmLMpBmdvFW1QOqp9fSwY6gMHa0udzkdERJULky0yKn2v/KtI4tbZ2wnuMmskpanv4ZIAkNlYKpOtsmjaS1acEAIbjt/Eoh1xyM4vhMzGEh+NaI0hbSrHCkgiItIPJltkNIqVf0+v4VPMfQqf1F6rhKuiiZu5mQShQT6Yse40nk7PFPendm+I5VGXyz2Xpr1kCvczcvDBxhPYe+Eusi2l6NakDj4f6wd3WclyO0REVLVxgjwZRYmVf3k5sMnLAYRQJl8Lt8dpvJ2CNls2lCWglTvCJ7WHq0x1OwU3mTXCJ7XHzH5N4S6zLpGMKUhQlOB19tZ8btW+i3cx7NO/8dVLvXBh+WgEt62LtVM7M9EiIqqmmGyRUWi68u94woNyz6XvxC2glTui5vZR3l8ztRMOv90PAa3clb1fAErt/QoN8tFo6DInvxChW2MxdfUJ3M98MjS56cQt9Pp0n15XNRIRUeXBZIuMQtM5TZq002fiplA8WfJv5Kxyv7zeL02GLP+9k4ZnvzysLCD9NENsI0FERJUD52yRUWg6p0mTdtombvpY/RjQyh0DvfoAC4rur5naCR19Pcs9j1wu8P2hq/js74vILxQwkwDqOtwEoLdtJIiIqHJhskVGocnKPzcN5z5pk7jpc/Xj071fKCchupOajbm/xuDY1aIeto5etXHy+sNS2+tjGwkiIqp8OIxIRqHPuU+KxK28SesPs/KMtvO7khBAVhb+PHYFAcsP4NjVB7C1MsfSUa0xqUsDjU6hyzYSRERUeTHZIqPRx9wnQLPEbf6Qllj0p/4m0WsqNSUVsLfHkK5NkZ+RBb/6Mvz5ek+M69QAro5PVhtmW0rRcs7mos1RLVXfD223kSAiosqNyRYZVVkr/7Q9T1mJW207qd4n0Zfny72X0ePjvSrHktNzcDEpHcBTPXISCbKtrJFtZQ1IilJEXbaRICKiyo/JFhldWSv/tFFW4qbP1Y/lyS+U45V1J/H535dQ+FRHWXJ6rnLIUp9DqUREVHVUKNk6ePAggoKC4OHhAYlEgoiICOVj+fn5ePvtt9G6dWvY2dnBw8MDkydPxp07d8o854IFCyCRSFRuLVq0qEiYVI2Vlrjpc/VjWeLvZWLk10cQGZus9vGnhywVPXJuMtXrajuUSkREVUeFViNmZWXBz88P06ZNw8iRI1Uee/ToEU6fPo358+fDz88PDx8+xKxZszB06FCcPHmyzPP6+voiKirqSZAWXDRJ2tHn6kd1hBBYH30di3dcQHZ+YdltobrKMKCVOwb6uFWKYtxERGR4FcpiAgMDERgYqPYxmUyG3bt3qxxbtWoVOnfujBs3bqBBg9JXZllYWMDNzU3jOHJzc5Gbm6u8n56ervFzqXrSpO5hRYbsQtafxl9XMwAAzVztcSk5s9znFB+yNDeTcHsHIqIawqhzttLS0iCRSFCrVq0y212+fBkeHh5o1KgRJk6ciBs3bpTZPiwsDDKZTHnz9PTUY9RUVelr9aM6+/67BytzM7w/pCVCg3yVx7nKkIiInma0ZCsnJwdvv/02JkyYAEdHx1Lb+fv7Y82aNYiMjER4eDgSEhLQs2dPZGRklPqcefPmIS0tTXm7efOmIV4CVUH6Wv2YnVeIRTv+Vd5v6mKHiJDueKFnI3Rp5MxVhkREVCqjTIbKz8/H2LFjIYRAeHh4mW2LD0u2adMG/v7+8PLywq+//orp06erfY5UKoVUKlX7GJG2O78/LfZ2GmZvisHtWymY//jYr690g3UtR+X5iw9ZFl+QyFWGRERk8J4tRaJ1/fp17N69u8xeLXVq1aqFZs2a4cqVKwaKkEi9QrlA+P54jPj6H1y5mwl7J0ccPpMAZGbCWuag0parDImIqDQG7dlSJFqXL1/Gvn374Oys/YTgzMxMxMfH4/nnnzdAhETq3U7NxtxNMYh+vOnpYF9XhI1sAyc7q1Kfw1WGRESkToWSrczMTJUep4SEBMTExMDJyQnu7u4YPXo0Tp8+jR07dqCwsBBJSUkAACcnJ1hZFf3R6t+/P0aMGIGZM2cCAN544w0EBQXBy8sLd+7cQWhoKMzNzTFhwoSKhFrlFMoF/2ibyI5zdzBv11Vk5BTA1socoUE+GNvRExJJ+e8/VxkSEdHTKpRsnTx5En379lXenzt3LgBgypQpWLBgAbZt2wYAaNu2rcrz9u3bhz59+gAA4uPjkZKSonzs1q1bmDBhAu7fv4+6deuiR48eOHbsGOrWrVuRUKuUyNhELNwep1JA2V1mjdAgHw5HGcGbv51DtpU12nrWwopxbdGwjp2pQyIioiqsQslWnz59IETphXzLekzh2rVrKvc3btxYkZCqvMjYRMxYdxpPv3NJaTmYse405/8YyImE++j0+GczCfB6/6Z4rV8TWJqzohUREVUM/5JUIoVygYXb44oSLSFgk5cDm7wcQIgSZV9IP/IK5Pgk8j9MWX1CeWzdC50xd2AzJlpERKQX/GtSiRxPeKAcOrTJz8WF5aNxYflo2OQX7Y5fvOwLVVz8vUyMCj+Cr/fH45GFFO/+dBSZ91PRrkV9U4dGRETVCIsOViLFy7noox2pJ4TAL9E3sPjPOOTkyyGzsUTYyNZ4pjWHZ4mISP+YbFUimpZzqcxlXyr7KsqUzFy8/Vsc9vx3FwDQo0kdfDbGr8T+WERERPrCZKsS6eztBHeZNZLS1PdcSVC0SWZlLftSFVZRDv/qMG7lmcPK3AxvBTTHtO7eMKtEySAREVU/nLNViSjKvgBPyrwoVPayL4pVlIlPJYqKVZSRsYkmiqyorqHC/cx8NHd1wLbXiuoaMtEiIiJDY7JVySjKvrjKVGs9VuayL4ZYRVkoFzgafx9bY27jaPx9nVdgxt5Ow+jwf5T3J3f1wtaZ3dHCTbuyUURERLriMGIlFNDKHQO9+gALiu6vmdoJHX09S/Ro6Wt+VEXPo24VJQC0nLMZ2VbWKqsoNdldXR/DkYVyge8OXsWy3RdhkZ2tPD7vmZaApbnGr42IiKiimGxVUsWTHf9GzkU7bRajr/lR+jiPPldR6mNT16frGvZv64WHyQ9Q284KsLXVKFYiIiJ94TBiFaSv+VH6Oo++VlHqYzhya8xtBKw4iOiEB7CzMscno9sg/PkOqO1SG7CzAzSob0hERKRPTLaqGH3Nj9LnPCvFKsrS0hgJinrLyltFWdFNXd/67SxmbYxBRk4B2jWohb9m9dS4gDQREZGhMNmqYvS1y7w+d6vX1yrKig5Hbj+XCHMzCWYPaIrfXu4KL2cWkCYiItNjslXF6Gt+lL53q9fHKkpthyPzCuRYvvui8rinkw1+fbkrZg9oBgvWNSQiokqCE+SrGH3NjzLEbvWarqIsjTabul65m4nZm84gPuEu5jx+/I9Xu8PeSaZxvERERMbA//5XMfqaH6Wv8zzt6VWU2mwhoclw5AfPtsSG4zfw7JeHEHs7HVKZPf4+dgXIzIR9be6dRURElQ+TrSpGX/OjKutu9WUNRy4d3RqbT93G+xGxyMmXo0eTOoic3RuD/BtzpSEREVVaHEY0gYpuIqpISJb+fkrluJuW+2Pp6zz6pm44Mt3cCvP+OI+UzDxYWZjh7YAWmNqtIcvtEBFRpScRQuhWB6USS09Ph0wmQ1paGhwdK9fQksabiGZlAfb2RT9nZhb13DylMCMT5o4OAIDoc9e1mh9liPNoGre2bRZuOIbVMSkAgBZuDlgxvi3L7RARVUOV+e93RXAY0Yj0Xay5IvOjDHEeQ9l4/BYAYHoPb0SEsK4hERFVLUy2jMQQxZqrq0K5wLcH4pX3XRytsG66P+Y/6wNr1jUkIqIqhnO2jETfxZpNQV+Fr8ty6+EjzP31LM5fvIOXHx+LeLVHUbkdIiKiKojJlpHoexNRY9NX4euybI0pWmmYkVMAOztb/HHwP4xoVw+11c3pIiIiqiKYbBmJITYRNRbFXLOnBzgVc8003SG+NGnZ+ZgfEYttZ+8AANo1qIUV49qy3A4REVULTLaMRJvd0SuTEnPNHtdOzLaUQkgkkKBortlAHzedhhSPJ9zHnB1XcDs1G+ZmErzWrwlm9m3CcjtERFRt8C+akVTWTUTLo8+C1eoErz6B26nZ8HK2xW+vsK4hERFVP/yrZkT6KNZsbIaYaxZ/N1P5sxDA2I718efrPdG+ASfBExFR9cNhRCOraLFmY9PnXDMhBNYdu45lEWdw5vGxlePbYmDnxhWIkIiIqHJjsqVHmm6N8PQmoqikiRagv7lm9zJy8dbms9h38R4AS7zw1T4sGdEaA90q1xw1IiIifWOypSfG2BrBFBRzzWasO63zXLM9F5Lx1uZzuJ/FuoZERFTzcM6WHui7DE9lo+tcs+y8Qry35Tymrz2J+1l5aOHmgG0zu2N6D28mWkREVGNUKNk6ePAggoKC4OHhAYlEgoiICJXHhRD44IMP4O7uDhsbGwwYMACXL18u97xfffUVGjZsCGtra/j7++P48eMVCdOgakoZnoBW7oia20d5f83UTjj8dr8ye+1Ghf+DX6JvAGBdQyIiqrkqlGxlZWXBz88PX331ldrHP/nkE6xcuRLffPMNoqOjYWdnh8GDByMnp/SVa5s2bcLcuXMRGhqK06dPw8/PD4MHD8bdu3crEqrBGHprhMpEk4LVxZPKhJRHcHWUsq4hERHVaBVKtgIDA7F48WKMGDGixGNCCKxYsQLvv/8+hg0bhjZt2uCnn37CnTt3SvSAFbds2TK8+OKLmDp1Knx8fPDNN9/A1tYWP/74Y0VCNZiqXoZHn24+eITgH5/0Qg7ycUXkrF7o0bSOCaMiIiIyLYPN2UpISEBSUhIGDBigPCaTyeDv74+jR4+qfU5eXh5OnTql8hwzMzMMGDCg1OcAQG5uLtLT01VuxlKVy/DoU8SZ23jmi0M4ef2h8tiK8W1R287KhFERERGZnsGSraSkJACAq6urynFXV1flY09LSUlBYWGhVs8BgLCwMMhkMuXN09OzgtFrTrE1QmnTvSUoWpVY2crw6Etadj5e33AGszfFICO3AC0bu+Lm9btAZiYkLCBNRERUPVYjzps3D2lpacrbzZs3jXbtqlqGRx+OXb2PwBUHse3sHZibSTB3YDP8+ko3eDaoC9jZAZLq95qJiIi0ZbB9ttzc3AAAycnJcHd/smItOTkZbdu2VfucOnXqwNzcHMnJySrHk5OTledTRyqVQiqVlvq4oSm2Rlj6+ymV426VYJ8tTTda1dbnf1/EquOJEAJo6GyL5ePaoh3L7RAREZVgsGTL29sbbm5u2LNnjzK5Sk9PR3R0NGbMmKH2OVZWVujQoQP27NmD4cOHAwDkcjn27NmDmTNnGipUvaiMZXgMudHq/w4lQFhZY1xHT3wQ5AM7KffHJSIiUqdCw4iZmZmIiYlBTEwMgKJJ8TExMbhx4wYkEglmz56NxYsXY9u2bTh//jwmT54MDw8PZSIFAP3798eqVauU9+fOnYvvv/8ea9euxYULFzBjxgxkZWVh6tSpFQnVKDTZGsFY9L3RqhACG6KvK+/XsrXEN5M6YOnoNky0iIiIylChv5InT55E3759lffnzp0LAJgyZQrWrFmDt956C1lZWXjppZeQmpqKHj16IDIyEtbWT1bmxcfHIyUlRXl/3LhxuHfvHj744AMkJSWhbdu2iIyMLDFpnkpXYqPVx3t+ZVtKISQSSFC00epAHzeNEkJFXcNj529iwuNjESHd4erubKiXQEREVG1IhBBVe2tzNdLT0yGTyZCWlgZHRyPuWJ6VBdjbF/2cmVk0SVzXdhVoczT+PiZ8fwwAYJOXgwvLRwMAWs7ZjGyrJ4nuhhe7oGtj5zKvFRWXjLd/f1zX0FyC+X29MNHfC2b2nABPRET6ZbK/3wbG8Z9qSB8brT7KK8DiPy9g/eNyOy3cHLByQjs0c3XQS4xEREQ1BZOtaqiiG62eu5WK2RtjcDUlCwDwYk9vvDG4OaQWLLdDRESkLSZb1ZBio9WkNPU9VxIUbUuhbqPVbw/E49PDt1AgF3BztMbnY/3QvQnL7RAREemqWmxqSqoqstHqiqjLKJALDGntjsjZPZloERERVRCTrWpKsdGqq0x1s1c3mTXCJ7VX7rMlhMC2s7eVj9tZmeOzMX5Y9Vw71LJlXUMiIqKK4jBiNVbeRqtpj/Lx/tZYRJ24iqGPn7Pl1e5F5XaIiIhIL9izVc2VttHq0fj7CPziILafvYM8qTW+3h6DgrR0eHpy2JCIiEif2LNVw+QWFGLZ35fw3aGryrqGK8a3Q1vPWqYOjYiIqFpislWDXEnOwOvbTyMuMR0AML6TJ+Y/y7qGREREhsS/sjXI6G+OItXMCrVtLfHxqDYY7Otm6pCIiIiqPSZb1dzdjBy4PP45t0COXq3q4rPRbeDiqNnGp0RERFQxTLaqsd1xyQjdEI0jj++/+0wLTOznAzMNik8TERGRfjDZqoYe5RVg0Y4L2HD8BiDMMOzjSHw2xg/Pe7uyeDQREZGRMdmqZs7eTMXsTTFIeFzX8KXejfF/g5qxriEREZGJMNmqJgrlAuF7LyvL7bg5WmPZWD90Y7kdIiIik2KyVU1M/iEa/yQVFZ4e0todS0a0YrkdIiKiSoDJVhUmhFAWlj59IxX2DvZYONQXI9vXg4Rzs4iIiCoFluupotIe5WPur2eV99s1qIWds3piVIf6TLSIiIgqESZbVdCR+BQEfHEQkbFJymM/TesMTydbE0ZFRERE6nAYsQopUdfQrTbO/XcLberXgoUtEy0iIqLKiMlWFXE5OQOzNsYo6xpO6OyJ94ewriEREVFlx7/UVcAvx67jw33XkVsgZ11DIiKiKobJVhWw+M8LyLWyRu9mdfEp6xoSERFVKUy2Kqk9ccno//hnqYUZ3hnqi8ldvbjSkIiIqIphslXJFNU1jEPE4cu48PjYb690RdNGHDYkIiKqirj1QyVy9mYqhqw8jA3HbyLHSorPfj+J3NQ0NPV2NXVoREREpCP2bFUChXKB8P1XlHUN3WXW+HysH7o1Zl1DIiKiqo7JlondevAIs3ecxcnrDwEAz7Zxx5LhrSGztTRxZERERKQPTLY0VCgXOJ7wAHczcuDiYI3O3k4wN6v4ZPURXx/BPWEBe6kFPhzmixHtWNeQiIioOmGypYHI2EQs3B6HxLQc5TF3mTVCg3wQ0Mpd6/OlPcqH7PHPmbkF6NSsLpaNbctyO0RERNWQQSfIN2zYEBKJpMQtJCREbfs1a9aUaGttbdo9pSJjEzFj3WmVRAsAktJyMGPdaUTGJmp1viNXUjD868PK+7MHNMXGl7oy0SIiIqqmDNqzdeLECRQWFirvx8bGYuDAgRgzZkypz3F0dMTFixeV9005pFYoF1i4PQ4CAISATX4uACDbUgohkUACYOH2OAz0cSt3SDG3oBCf/30J3x+6CiEHnlnyF5aOaoOXm3kAHDYkIiKqtgyabNWtW1fl/scff4zGjRujd+/epT5HIpHAza1y7Cl1POGBskfLJj8XF5aPBgC0nLMZ2VbWEAAS03JwPOEBujZ2LvU8lx7XNbygqGvo74X5z7aErRVHcYmIiKo7o/21z8vLw7p16zB37twye6syMzPh5eUFuVyO9u3b46OPPoKvr2+Z587NzUVubq7yfnp6ul5ivpuRU36jMtoJIbD2yDWE7fwPuQVyONlZYemoNhjow32ziIiIagqjbWoaERGB1NRUBAcHl9qmefPm+PHHH7F161asW7cOcrkc3bp1w61bt8o8d1hYGGQymfLm6empl5hdHDSbL6au3d30HASvPoEF2+OQWyBH72Z1ETm7JxMtIiKiGkYihBDGuNDgwYNhZWWF7du3a/yc/Px8tGzZEhMmTMCiRYtKbaeuZ8vT0xNpaWlwdHTUOeZCuUCPpXuRlJYD67ycEsOIEgBuMmscfrtf0ZytrCzA3h4A0O39rbiTbw6phRnefaYl6xoSERGVIz09HTKZrMJ/vysbowwjXr9+HVFRUfjjjz+0ep6lpSXatWuHK1eulNlOKpVCKpVWJES1zM0kCA3ywYx1p/F0mqS4Hxrko5wcn5VbALvHxx9m5aOlV22sHN8WTV0d9B4bERERVQ1GGUZcvXo1XFxcMGTIEK2eV1hYiPPnz8PdXfu9rPQloJU7wie1h6tMNZlzk1kjfFJ75T5bMTdTMSr8H+Xj03s0RERINyZaRERENZzBhxHlcjm8vb0xYcIEfPzxxyqPTZ48GfXq1UNYWBgA4MMPP0SXLl3QpEkTpKam4tNPP0VERAROnToFHx8fja9piG7IwoxMmDsWJU7R566jo68nzM0kKCiU4+v98fhiz2UUFsrhbQuEjWyNLq0acEsHIiIiLXAYUUdRUVG4ceMGpk2bVuKxGzduwMzsSefaw4cP8eKLLyIpKQm1a9dGhw4dcOTIEa0SLUMpvo+WfyNnwEyCG/cfYc6vMTilqGvo58G6hkRERKTCaBPkjckgmXGxye8iIwO/X0zFgm3/IjO3AA5SC3w43BfD27KuIRERka7Ys0VKczbFIOJyGgCgU8ParGtIREREpWKypYNd/ybDwtoGcwY2wyu9G5dbqoeIiIhqLiZbGsrJL4Ri61LvOrYIe74r/DxrmTIkIiIiqgKYbGnIWuaAA6evYs+Fu9g8qj1spZwET0REROVjsqUpiQS923mjdztvU0dCREREVYjRaiMSERER1URMtoiIiIgMiMkWERERkQEx2SIiIiIyICZbRERERAbEZIuIiIjIgJhsERERERkQky0iIiIiA2KyRURERGRATLaIiIiIDIjJFhEREZEBMdkiIiIiMiAmW0REREQGZGHqAAxBCAEASE9PN3EkREREpCnF323F3/HqolomWxkZGQAAT09PE0dCRERE2srIyIBMJjN1GHojEdUtfQQgl8tx584dODg4QCKR6O286enp8PT0xM2bN+Ho6Ki381Ym1f018vVVfdX9NfL1VX3V/TUa8vUJIZCRkQEPDw+YmVWfmU7VsmfLzMwM9evXN9j5HR0dq+UvUHHV/TXy9VV91f018vVVfdX9NRrq9VWnHi2F6pM2EhEREVVCTLaIiIiIDIjJlhakUilCQ0MhlUpNHYrBVPfXyNdX9VX318jXV/VV99dY3V+fIVTLCfJERERElQV7toiIiIgMiMkWERERkQEx2SIiIiIyICZbRERERAbEZIuIiIjIgJhsaSAsLAydOnWCg4MDXFxcMHz4cFy8eNHUYelNeHg42rRpo9wNuGvXrti5c6epwzKYjz/+GBKJBLNnzzZ1KHqzYMECSCQSlVuLFi1MHZZe3b59G5MmTYKzszNsbGzQunVrnDx50tRh6U3Dhg1LfIYSiQQhISGmDk0vCgsLMX/+fHh7e8PGxgaNGzfGokWLqlXB4YyMDMyePRteXl6wsbFBt27dcOLECVOHpbODBw8iKCgIHh4ekEgkiIiIUHlcCIEPPvgA7u7usLGxwYABA3D58mXTBFvJMdnSwIEDBxASEoJjx45h9+7dyM/Px6BBg5CVlWXq0PSifv36+Pjjj3Hq1CmcPHkS/fr1w7Bhw/Dvv/+aOjS9O3HiBL799lu0adPG1KHona+vLxITE5W3w4cPmzokvXn48CG6d+8OS0tL7Ny5E3Fxcfj8889Ru3ZtU4emNydOnFD5/Hbv3g0AGDNmjIkj04+lS5ciPDwcq1atwoULF7B06VJ88skn+PLLL00dmt688MIL2L17N37++WecP38egwYNwoABA3D79m1Th6aTrKws+Pn54auvvlL7+CeffIKVK1fim2++QXR0NOzs7DB48GDk5OQYOdIqQJDW7t69KwCIAwcOmDoUg6ldu7b43//+Z+ow9CojI0M0bdpU7N69W/Tu3VvMmjXL1CHpTWhoqPDz8zN1GAbz9ttvix49epg6DKOaNWuWaNy4sZDL5aYORS+GDBkipk2bpnJs5MiRYuLEiSaKSL8ePXokzM3NxY4dO1SOt2/fXrz33nsmikp/AIgtW7Yo78vlcuHm5iY+/fRT5bHU1FQhlUrFhg0bTBBh5caeLR2kpaUBAJycnEwcif4VFhZi48aNyMrKQteuXU0djl6FhIRgyJAhGDBggKlDMYjLly/Dw8MDjRo1wsSJE3Hjxg1Th6Q327ZtQ8eOHTFmzBi4uLigXbt2+P77700dlsHk5eVh3bp1mDZtGiQSianD0Ytu3bphz549uHTpEgDg7NmzOHz4MAIDA00cmX4UFBSgsLAQ1tbWKsdtbGyqVS+zQkJCApKSklT+PZXJZPD398fRo0dNGFnlZGHqAKoauVyO2bNno3v37mjVqpWpw9Gb8+fPo2vXrsjJyYG9vT22bNkCHx8fU4elNxs3bsTp06er9PyJsvj7+2PNmjVo3rw5EhMTsXDhQvTs2ROxsbFwcHAwdXgVdvXqVYSHh2Pu3Ll49913ceLECbz++uuwsrLClClTTB2e3kVERCA1NRXBwcGmDkVv3nnnHaSnp6NFixYwNzdHYWEhlixZgokTJ5o6NL1wcHBA165dsWjRIrRs2RKurq7YsGEDjh49iiZNmpg6PL1LSkoCALi6uqocd3V1VT5GTzDZ0lJISAhiY2Or3f9UmjdvjpiYGKSlpWHz5s2YMmUKDhw4UC0Srps3b2LWrFnYvXt3if91VhfFewfatGkDf39/eHl54ddff8X06dNNGJl+yOVydOzYER999BEAoF27doiNjcU333xTLZOtH374AYGBgfDw8DB1KHrz66+/4pdffsH69evh6+uLmJgYzJ49Gx4eHtXmM/z5558xbdo01KtXD+bm5mjfvj0mTJiAU6dOmTo0MjEOI2ph5syZ2LFjB/bt24f69eubOhy9srKyQpMmTdChQweEhYXBz88PX3zxhanD0otTp07h7t27aN++PSwsLGBhYYEDBw5g5cqVsLCwQGFhoalD1LtatWqhWbNmuHLliqlD0Qt3d/cSiX/Lli2r1VCpwvXr1xEVFYUXXnjB1KHo1Ztvvol33nkH48ePR+vWrfH8889jzpw5CAsLM3VoetO4cWMcOHAAmZmZuHnzJo4fP478/Hw0atTI1KHpnZubGwAgOTlZ5XhycrLyMXqCyZYGhBCYOXMmtmzZgr1798Lb29vUIRmcXC5Hbm6uqcPQi/79++P8+fOIiYlR3jp27IiJEyciJiYG5ubmpg5R7zIzMxEfHw93d3dTh6IX3bt3L7HdyqVLl+Dl5WWiiAxn9erVcHFxwZAhQ0wdil49evQIZmaqf3LMzc0hl8tNFJHh2NnZwd3dHQ8fPsSuXbswbNgwU4ekd97e3nBzc8OePXuUx9LT0xEdHV3t5vvqA4cRNRASEoL169dj69atcHBwUI5Hy2Qy2NjYmDi6ips3bx4CAwPRoEEDZGRkYP369di/fz927dpl6tD0wsHBocT8Ojs7Ozg7O1ebeXdvvPEGgoKC4OXlhTt37iA0NBTm5uaYMGGCqUPTizlz5qBbt2746KOPMHbsWBw/fhzfffcdvvvuO1OHpldyuRyrV6/GlClTYGFRvf55DgoKwpIlS9CgQQP4+vrizJkzWLZsGaZNm2bq0PRm165dEEKgefPmuHLlCt588020aNECU6dONXVoOsnMzFTpHU9ISEBMTAycnJzQoEEDzJ49G4sXL0bTpk3h7e2N+fPnw8PDA8OHDzdd0JWVqZdDVgUA1N5Wr15t6tD0Ytq0acLLy0tYWVmJunXriv79+4u///7b1GEZVHXb+mHcuHHC3d1dWFlZiXr16olx48aJK1eumDosvdq+fbto1aqVkEqlokWLFuK7774zdUh6t2vXLgFAXLx40dSh6F16erqYNWuWaNCggbC2thaNGjUS7733nsjNzTV1aHqzadMm0ahRI2FlZSXc3NxESEiISE1NNXVYOtu3b5/av31TpkwRQhRt/zB//nzh6uoqpFKp6N+/f7X87uqDRIhqtH0vERERUSXDOVtEREREBsRki4iIiMiAmGwRERERGRCTLSIiIiIDYrJFREREZEBMtoiIiIgMiMkWERERkQEx2SIiIiIyICZbRERERAbEZIuIiIjIgJhsERERERnQ/wMp3Aw6QMSoNQAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"MSE:\", f(ab, x, y))\n",
"draw_approx(ab, x, y)"
]
},
{
"cell_type": "markdown",
"id": "3f0bb096",
"metadata": {},
"source": [
"Ostatni krok w procedurze był długości:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "5b6a8449",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0008167148149871281"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.linalg.norm(lmb * grad)"
]
},
{
"cell_type": "markdown",
"id": "ca26e15b",
"metadata": {},
"source": [
"Typowo przerwalibyśmy procedurę, gdy krok jest rzędu $\\approx 10^{-6}.$"
]
},
{
"cell_type": "markdown",
"id": "42bcb1a5",
"metadata": {},
"source": [
"## Więcej parametrów. *Dużo* więcej parametrów."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "54e22b23",
"metadata": {},
"outputs": [],
"source": [
"import imageio"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "72c707f9",
"metadata": {},
"outputs": [],
"source": [
"# użyj 'http' zamiast 'https' w razie problemów\n",
"image = imageio.v2.imread(\"https://math.uni.wroc.pl/~jagiella/files/geografia_ai/badcat.png\", pilmode=\"L\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "5a07980f",
"metadata": {},
"outputs": [],
"source": [
"image = image / 255 # format \"liczby rzeczywiste 0..1\" zamiast \"liczby całkowite 0..255\""
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "984ac33f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3lQYJLG52CXW8ZzxaXkiiJXlb9zxw1Gc+C/LBLDF/yDJBPctKWDHtwzPgeVqOLyumHXIxr66uzixU9WXp+0Jj66+HFhXLYlQrwbHZbJpJdW1tDaPRCO12206bKRQKKBQKWFlZQblcnmljrE+ztEetowoK8+Z6qM36XQNqsiwQykwWYSpeG1yUQuO1yL0hEPL3LguSIWEpZmKNCV0k1kutE3wudF+svn4NhKwBvryYYB/jaZz3HkSyxsbPTX9d3+nn7rw57Ou5LFDyuZD18PcNQMYWb5YkmrXgQ854dnDIZBCSrGJ1XJS89ucnR8w36cFRTTsxyTRUx5CZIrbwFzUHL6Klav2UYXiw4H8FxyxJXcvW8dfntW70W7Ic+uaGwyHOz89xfX2N8XiMTqeDVquFyWSCcrmMXq+HfD5vKccKhcIMEHmNT7c5eGaggkpMy51HMY3Tz1nV1v07fAJxLde/SzX8rDUTejbWtpim6knHP+Yv1b6IkVpnWGZMuAyBVmxu6zUd21wuNzP/Ypml9LeYoK73cwxi/slQOVqWjneIH7C9HohVaPXznc+GBNVQ+d5yMg8kPW+PCZ7LrqNbHaTjGxuboFkLK0Z+wmcxqreRVOdRlmk3dA8wH7BC9edknNdG/06vParvTikkWSoDit3vtU9qj7F2+TrGAohidSNTIGhqbtjBYIB+v2//AaDf71tk63R6kzAgn89bQnKVyBUwWH5IC1BQ0XHwZi0P9FnkhYNcLmcg7oWF2DwL7Q8M0SJ9HmKg/jftm5Bwswgtuh61HpoPN1Tf0PzV531/LltX/R9bFyoscH5q/mIKdD7wLnbgQpYFIsb/PIj5+/W989xgIcGNQqoP6FlEEYppvlkCXhZ9LjRI/U7JxlNoIoe+h8r3CyYkXS3b8THyAx2rl0pmIfNqltlV36HSpp/4IYlLA1hCvqxFQFrLYj1i2r32rfoveV8+n5/xsYTGPmuRel8p/VdkPIPBAN1u1/ZH8o9a4mAwwIsXL7C6uoqdnR0Mh0PLwxrS1rT+3ozMvtcx473M5apbKDwDmUeqXXmwXrTPtO+AN8dK2xS6f14Zi7w3tO69cOYFj1g/hd7NezXKdpn17cdPx1fHU+eFCmicX76eMaHdrxu1HPFejnPWmma9fJ1JXqvzvMDXJaYt8nuavo7y9mMXEiD1Of85dg/r9LburVsNkD7rSUga8dJ2aELNI51UflBii2cRoItRqH7eZBIDRb03pOWF6sjfPYX8mf5d8+6LSdjaVi5cZQIqTfI5BQeW44N4PDD5sVLSRR2aS2mamik1l8the3sbtVoNnU7HAnSur6/x6tUrbG1tYTgczrwrNvYhTZt94T/rHA6ZOpcByNj4aXlqavXMzq+prHd7gA+1MTQP5lGI+YUY4CKglsV8Q/fMazPwek4pz1DQUWuCmrA9cHmBcR4Q+OvaL7o29HddY2rC1fkZA8lYfmQ/T3wfhsi/IyQgLEN+bcwD1Cy61QAJZG8m9VJQ1kCF7tFJxknkQTe0sD9LjVLrphSStEMgqNpRTMNb1JcYY67+egyIsyZnSOOghsQFo8Ez+m4PJrEy/T36n0deMQCIZh7mYa3Vana+49XVFc7OzjAYDNBoNDAYDCyQZ2VlxRKVU+PzWWY888kSsPR7LFuNaqn+Wb8GptPpzAkhXiMPla8ag5af1deh44hCbQxpV6HyWIYXemL3h963iEajv3mmHbsv1CZ9LtSvCuq0ONBqoesn9o6YhhWrT6hvvfIAhA+s5m8KsF4p8ZTFl0N1DL1nETALjUuM3ywLjsDnACCzHOlAXHNZhHSgYgskJG2TPg1I+kXiv/vJFHtWvy8KhDGKaYoxU27MrBEy97KPQwAfut+bKmPjME+a9YIOy+Vz+Xwem5ubM+bN9fV1OzC5XC5jNBqh3++j3++b5s4UdASjZc2hft5681aoDTHLhhfq/NFKwOvTHELzdxEmHHq//l9EOPX3LcLgll13WcI0fw8JLYtoRCHw5pxWi4bOZ84XLVPnvNbHj2Osf/z1WCCQbzf/xzRBrS8/s4yYW2uRueOFCC/sLbJultGwl6FbDZDsvFDyZz84McY4bwGrtMTvocX0aYBRTaPK9LMi6EjzzJ4euGJgtgx5E27I7xmqj6eQtu7Hg32gpiJ/xlyIKfkxUibjmZ2ajabTqSUCYFtKpRJyuZwdisxUcqPRCI1GA8fHx2g2m6ZtDodDjMdjFAqFGaY1nU5njsGK9YX2B4nPj0ajGbNyjELMPAREIeEjay7HGI5nkjpesfuV+S0COlnrzGs1y2gvHnRC2kjonZ5iv3m/rAq3/r2xA5t9vTw/8v3v79V1r2VmkedvWZpoSIAPaeRqteB9XMNan2VOi/ntpFsNkMDspKQUrNd18PxgZy1Or6WFpPl5CzHmawLeZCCsp5pEQ3XlvTTFxDS3EDCyXF+3eVpbCBDn3eP9eSEwnqclhSRhL7DofZ5hhjQa/95c7mbLBeuYJIlpf5pbVCV6apPr6+vY3d1Ft9u1jDr0Q1Jw8/NDD9SO9UWIQkLRIiAQsnao1qLC5aJgEGKUobWySH1igqAHUP+sBxZej70/C+hDmpL21yJmTy3Tz0e/1hUMfRvVXzkPwELPAm9avmI8gPeoQuHXdZbwHVp3MWuAPqtBSbG2zhOcFumPT6s9Ap8DgPTMDpg1lynT1meyFp6fyFpuLMowxOCyIqfmaQChuvKdPslzzKQa+x4DM39/rP/YLm1fTHv0dfeLNGae0fbr+LIMMnd9XoUKnQP+HdomrR+J2qHWORS0kKYpKpUKdnZ2cHx8bNtAWD7PiuRzfA81YJo6F5kHIQ0zdk9I++E88mtEf+O1ecJMjHK5XDC/qi8vJLyEcnD6NmndfR8sAoqh8rMYs6/nohSqH8v2/CKrDfPeTyFM15zOfW/a9e9XjS5kSfD9ofXW+AA/l0J9od+9n3MZENR6hfhtSHP+NHSr90FqJ4fAKkuajQGU72A/AVhubF+RpxDAkEKTyTNvz2hiYOYppD3GNMZYGf750G+xuiioaN1D9y1DIc2CtKjQoWWxPkmSYDgcotvtmhY5Ho9tXyPv5zuYLadWq2F9fR39fh/NZhO9Xs9MtARwLtQkSSwgw/tNte6fdlH7Pom1WSmk5cSYc4jp+bWoWmrWs6G6sQwtV5lqqAwPBFnzJFafEGiR/JjMm2dZv4f6Wes6Twubd43A6efYIub0eeOjczpk6o/NN1KIv4Xevcxc5H0xl9TbADDpc6FBAtnbGAh6fgF4icpfCxHL8tJZDIyzfH2hdylA+xRV/nOs7E/rc/TPxJ73IBnSIOddm0c66UMLJmY28n0bMsuGNBmmllPNU8Fex7pcLpuvcTqd4uTkBBcXFxbturGxYcc6Aa8PGaZJ19dVGQ7fvQjoe20nJsWHmLJe98Ehob6KzVk+z3r7/vXleeEkBAqeYYbqrOWp28GXNa//YuTnR0xTij0XYvShMrLaFwIdrwDofAmBovYpn/dJEULzJEQaKzFvO0ZszrC+QHb2o1D7lxWE+czbWANutQbpmV4MJP0kD03C0DNZmkqW9OMpFqAyT2NQcPJlLaohxp7Poph2qOUraMQ009C1kHk2VgdqDZ4ReE0jxNR5LxezajQhMNFFfH19bUdWeXBU5rC6uopCoYByuYxSqYROp4Nms2naJ82raZqaH1OZkmpErFvMBPo2TCFGaZpiNBqZz94fm6T+V8/cFhEeWU4WQ9IxCTFI/16/Zv34ad/NE3IXJZYT6h8vOGWVkcUnYmAU4j/+e0yT1t9jY+AFzFgdNIAmpA36ez1pm5Xf6ZmWiwgb/GOf+7qpthz6/jbgCNxyDZKT11/jolPGolK5l2pizCdkYsyS9N6m/ippax1jWqPX5rK0sZAPcRGTbKxcr1W+TZlZ94fK0/GLLebQ+IUYkwccnQf8zghVvmt1ddX8kcDNaR0EuiRJUCqVUK/Xce/ePRwfH6PdbmM4HGJ7e9vK51wcDAZv5Gf1c1B9nb7OMQppWr6tWgbfo4KH3uOP/tL6hASK0FiFNEPf13yHHzf/eR4Q+H74rAQJlqVzJQQEHONFNVEtl5+zBHHgtcsi1sYQn/MaWmi+eQFa66ogo+/x9dfroTWlbYlFp84DMG2PRrZzbak/3/OJTzMfbrUGCYQ1wkUm6zyA89Kr/wtJwHx3SAMLvTv2/nk+uhA4hTTK0OQPaXBZYKj3q+k1VL+Q3zFW71hbvO/J962+R6VJz8BiC1tJtSUdz5WVFYzHY4tm1Y3cg8FgZptGLpdDvV7H1tYWRqMRPvroI/R6PTsii0wttgmc9dLcrzGKgZJ+DgFSSILOys3px8kDRIyZx8rzzDnWNl++1xp0rGPt94zal7WMJqHz0Ass/r5lKQaYIeDxoJzVz6TYGslanwQwFV7mrTWv1WUJCyFB16/xt+njkKk4JPjpXFiUbjVAqqTC78CstBXrjHmSeUiSJXkmHmLg+t+/14NviBbRtkLmVj6TZbb15cYA2YP9InXxn+fRss+FFgpBLsQAQwwfeHPBKFOglkjJdDp9HZY+Go1sn+N0epMcem1tDZVKBQBmTKwKUARHNdfNE45CddProTZpuV6CVyGACcv1N53HWs9Y+SHy7/YahC8jxLj8PVzPFCD0PtW4Y+X6Ni4LlF7g0n7x5tdY2SFTZWj+LcvIQ/zPP6cmSRVi9Vl/TYV/LdObODVR+iJCkBdE/f2+7r7fPd9aVDjxQveidKtNrDpQwOsEAZq8ep6GOK+DYxK6Tko/yZah2PvngZEHLy8M6G9ZYKtaIctcxoTr74kJBRynrHb5xcjyPFMLvStLO53HtPiZoMdnqUmqJkhQ8ZrexsYGdnd3kcvl7BDltbW1GYlZ5xz3wGkdeK8H0JhQwHqybiFACwmJIYBWYZNaQAywYhpk6FqWAKrl+XmjpmgtJzSHQvUjDwiB+jIan/aBZ7IxQPLlh9w6We8K9ds8YPfCgM4v1sG3R/+ThygP1eez9i16/hvqA99/yjNDAmCofVnKBd+typGvQxYexOhWA6RnuqEOUbs9r2UxnpAUHvrdX4stQD9YWUDiKeTDi02ieZqofz4EsqQsE66WEQLTEIWicWNt0evzGBDTuIUWrY6BBgT4epDG47EFrlD785oDT17X+rEOm5ubePLkCQaDATqdDvr9PkajkWmdvq/JhFTyVqaheX9jxGeZAo+0CMP24x8CIhVsFmEuCsgxJq/t1XeF6q3ktYdFtCv2o94fY9yLkFoStMwsgcG3kZRl4o6VlwUSIWuB72f/XGyehDRhX18dx5jA4omCl+cpoTGICfyx/tH6eiDW9mQJbSG61QDJwfFg5gdaF3tIal70XdqxMWbsy41pBN4M6rXQkEnTg1kI8ELm1s+CQmbbmCnZt9dnaYkBaUgjjUmqXhLl+7xmovXQdvA+BuEQFAlcfisGGcR4PDazGv9Pp1MUCgXs7u7i448/RqvVMoDkPT4nq86FEPiE5qYu8JDfxgsKsTmv9WCfcgsK79G1w36bJ+nH1ocvMzQ+IS1XAdpfC7VLy1PzsX9nVj1ipH3jLQLz+oJ113kf0xD9Nf99EX6lwMW2MhG/F0y0Tt7yxnnmiXNH7w+Nt68zTbKhvvBAO68v/Jh54SHEn/n+ZehWA2TMLxaSpELXssg/o+8MMeXQ87EJzeseIP2E9KbRkDlU6xW6V8lrUVkaqn+X/tcyYucJhto8j8GGKEvTjknBIcmeAKC/JUnyBhhSkxwOhzPApuXzuvpe2A8bGxvo9XoW4DMajZDP59+Yh1knc/j55X/X6/6/b7dnOpx3qhWGNIAsDT8kmPBdMbCJrUP9PUvLZx/P2wweKt/XJSSY8tlQvVkfmuE96RwJrYXQ+vGCc0hYCDH5rLXmwWJeeRQkvBDqza3aP/6z9mVIywwJJjFNLjR2obr79vr28N1quXob9xdwywESiE/qRTVDX9a8MmIMy/+eJQEpUGSZl+ZpkKQQY8nyycUmSxbgxsqI9fPb9P8i9fQCiu83NR9mMT/VBEI+PCYuH41GdjAytUc+y2jWfD6PNL05+SOfz+P4+BitVusNpqASe4xZeJAJzW/fppDkHRMA1ZrCdnp/mmfiOqfnJdAPMenQ7/rZm7L9GtI+D43tvH4K9QHLXYQWFQAXpZgPWM2Nof5Q8nMkJnjoeGp5Co6huejnEecZn83S1nQ8tCy2b57W6ftA//u+02vc08s26/v52c+1eXTrAdLTItqdvy8m9foy/OfQvQQ9/q4SWhZoLTJoMak+CzBD92aZS0OaZeh6zEyi9czSCLwW7M1o+ozXpPm+GBPxDFSf0fvTNLVzIAeDAQCgVCpZsI6XhnltOByiXC7be1ZWViybDgC02210Oh2MRiOUy2UkSTKjeXgzq5fMtZ0xgYv3hTTEEIP1c9ADH/9nmaBC6ym2JkIanf6mc8VrIXxO26Nt9OXp93lA5ft63v2hNillWUOy+lU1tJAlKas+8wQoDxCspweaUJ9Rkw+5Tfy7QjxAx4wWJl4L+W9jpGDmLVtaV022r9pjqF38v4ww87kDyBjjid0DLOdLiE1glbC8/2Qes16EskxeWYs09ps394TItzUm+cXqG6qnAmOIcSvj4Hfe558JnXO3zOSnyUzNqsDNcVW9Xs+0Qq0z86wmSWLbQWhyZfaclZUV80Oura2ZkKQSrjITYL7PxZNqjzGrRgxE9D4mRgid5uGfjc37RbW3mES/iEa3LGPzFKr7vLWjz2Vp5CFhA3jdXh+kpvdmjVVIm1yE/HsBmEsgNlYhsA5ZAbwgnKX5k6bTN4ObsngOnwmRr59un2K5CsosU/tiGXPrrQbIWEPVXBGirIXmJ+88MNUJ7DUd1SizHNChdsV8iSGg8fcs6uObZ0b1i1cXtNcSF2FeHpB9RoyQ+Ya0iMS5SB108XCBqRbZ6/Uwnd4kB2BigDRNsba2ZudBdrtdXF9fzwAf+6Ber6NYLOLly5fo9/tI0xTD4TAYaRozM2mfhvqB80r7xfsGsywpqqWqpuHBTgWZECngZWl7+tkzyZA/UMv1fqxlQVIBzvd1DNjmlaXko2Q96RpV4U/HmfPfWwB8f/j3ZCkApJivk+THMNYGBS4/Pl4x8HUhQGqdQsCqdddxifkQtQ5MxMHrIWBnub+vNMjJZGJOcp1gMc1N71Oap+XFQHJeh2dJ5yEJNgZ2sf+LSMF6n2dQIV9dzDSqCzdUD0/ex5rVTyplZo1bltnW38s6+2uemY9GI4s65WZ0bqRnsvHr62sUi0Wsra0hTVPbwrGysjLji2R/TiYT9Ho9jEYj00RZlu+T0NzwQMk+UnDTe31ZWf3tBR6v2bFvPRDHGHZIMJxHsfXgNWxgdpvQMmCpdVNGvchJPKH54+e414qWqY9q0Fm/h8ZGKQRI2rc6fiFhLPabko6LPsfyVbj1z2n/67u0PVn8WN8bM/vqu7gmfT0XEQRCdOsBEngz8GDeZF1kAas5L0uDVPLa1bz3KIB4314MOEP+OP7u663X9M9LVDqhYgf6ZrV/ns8zBAh6MCwpxOT1N60f6xJ7PuTT9KRajJpKSZrImz7F6XSKYrFodaAGCsBMtBsbG7i+vsbZ2Rn29vbMX+kTlfvFGpprMcGNfeH7YZnF78vn91AWHb0HwMw8Uqa+qPUiRH7deCa56DpU8r6zZTUIUkj79Fr8Is/5eoT8eFrHrPkRuqYCeax+IQHL15HCnK6pkHUi9N1TyCKlc3aecjKvXJL384YAcpH6Kn1uAJIUO3g1RrEJEDOdLCIp+vt9XWPmUB+4Erpfn4lpjzpRvAboTTghJql1Vs1OJUIP1iGQVNNR6LeQxEn/nme+fM8ipmplPB4oY74KFUx4XBW1v2KxiFKpZBlyNPKT2iTLLJfL2NjYwEcffYTj42O8++67qFarBmh8lm335/b5cdB+8uMXMlV5ASg2ruw/LdP7cX3ZWX3uy4yN0TxJXplYFiOftw5DWpRn1Msyfc4Rr4EuAhBeyyKAqfkxa/xC7c7SKkNj4LU5vddrdQqSvg367qx6+vdk+Te1XqG6xwRzFfq5HkLPhNq+CH02u8h/D1CWqq8Uk+j0N79IeU+IkcXKjtXBg58HAO+ni2mU/n71dYTeFVqgsb7K0h5DJtXY/ep7ISlz9AAIvPYR6m/+HvZbrA4cB62rmicVnBixqmPLfplMJmZ6Zf/S10ETK9uo2iEDc3q9nvk3NYp1UbDx9/r+94xvmXJ5P8v1wK3l+X6Nfc+qv7+2rBaXBaZZ12MAGLsWIxUi3qafQ+AMzFo4sgBn2fqHQDAmDCuoxDRlL7DMezcFQn3er7NF2hmbKyHrheYX9u32bV6UPhcapEqIIZ+ap3lSWEwCm7ewY7/FzKK85s2nsXv1utc29bsHVJ0UoQAQ/kYmP8/E6s2m2nbtzyzHOhdMzGwcY0IhsNRnuWi8tOvTxBHk+AcAxWIRg8HATKvq/C8UCigWi9ZHPFg5n8/PtGs8HqNUKmFzcxODwQDNZhPFYhGbm5u2eD2oqhSvbfd9ps96bSrUV4tSlmCXpWVRYAiVs4gG6ynkNogJtDHLhNcgQprM29KneTZUH9XC3rbsLPAAwnuk/T2hftQ5qQJlSEOL8UUvTMzTEGN9kDWvAFiWIF0bIaE89nwW3WqA1EmgC8ZPxBCzDWlQsQH0GuS8bB7+uZjJ1P/Xz6H7QmX457JI/Xe+/do3oUUVkiwVJEPaRcxMpeWpZDpPSo4FAs27RtBMkmRmW4dqT9Pp62OttH3D4dDqqv7JXC43szDVFMWtHu12G69evcL6+joqlcqMEENTcgwMY1YD7RM+H/OHzZOcvTbP+2JCCNsXYnq8L7Q2PMCGLAshC0eMYoCdxYD1+9uAUaj/FinHPxcCRN+eLC1yEa05Jlh4IXZeWf4ZXUcq6MbK8u3yQmCIb8yzWoTuo2C6aOKHZfzktxogPfkBnHcvyd+vg6/3Zi2ImPnBa29eY4z5I0NAGfJRKmX5MD3Ih9oW0z61X0L9xXJ1QYXKVzAM+QRC9dKy2A7tz6yAqBAI65mO1JbL5TKm06lpf3o+ZJIklsScYMh5RomaeyDTNEWhUECpVEIul0O73cbR0RHu3btnGmy5XLb6aS5Xn/tV57L2gdeYCfB+g73vz9i4zbOKqFmMbdWocaWYMBUbl5BJ18+xRbSKLIoJBp8WJBd9PuRrD4Gm1s3XVe+L9ZefO3pPiF8oSKqwGxPa+FtMAMoaD68p+/aG/LqhvvBt8m4Gz4P0+ZBQtgh9bnyQ6pMKRTPF1PSsycnfF5FqtayQZATEt2qw/r49/p6QJhkqn7/5330fKPMLnSwRmkwh6TTUv7E+8HWNmXJ5jzcj64KYR1zQudzs2XMEN+B1hCRNrcPhEKPRyHKp0rSqQDWdTg00aVEgcPBatVrFdDrF2dkZBoMBut3uGyCXVe8QUwVmGWGI0WRpBfOkcS1DQTqmXfL3GGVpFaHfPXCqUJU1J+e9OwQsb0vL1GHZshbRwvS6twBwXuuYxPpNBSxdJ95CwHtigjU/h+oXm8d+voXKCPGTGMWEA//724zdrdYgYxLsvE6YZ14ImeiyQNKbLWMS6jxfpN4X0uYWeWYexSaQLqqQlKjMS98fSrq9iAavbQxJwtqPXsr1vstY20PMhQkBmIw8l3t9fmOSJMjn83YGZC6Xs/2LSZLMBPXkcjkDRN5Hf2Uul0O1WkWpVEKaplb+9va2+T71dI9Yn3mfEcFC5xefC6UyW0Rzmcd8PPH9+hzHQrX5kBDKZ2LrM8Z8s9oQonmCwO8khcDGX1+k3Z7m3Rszd8fq5z+H3pUl+GbVN2a5iH3Xe2OCvgpuId7k59w8Hh6jW61BLrJY/P1A2P/oGU7WM35A/CAusxCVyZO8hrmItuQnxzJ2dl/GMn3K9yllaZi8V9sYWhB+Efh+UnOyN9WxDAKa9iMDcpIkQb/fR6vVMsAiEK6urqJUKmE6naLT6aDb7ZpkXigUbBtImqbo9XrodrsAbgSLYrGIfD6PQqFgptfz83NcX19be2O+Ze0r7QftNw8wXiKfp91njZMvL0RaLzV1hcqN1WtRJuuZ2rJg/nuNluELi2o7/r6sufVpKFSfZXmv/s2bkyFri9diPS8J1TM0737fACTwpo+P10L3zSPVQGMSj2fE+hzwZuCDlpPlP4yR145CgOp/Yz09eOh/b8Kify3mC8jqv6zJHjOj+XqHJMVFAnCyAkoUbIDXkasMyGGeVbZvPB6j3+9jOp1a1hwG7tBHSAAtFosW8MM6ra6u2tFWAKy8ZrNpJlk1ZWdp/SFryCImKH9PyBQXKk/9M9RI/anyIVJhzJvt/H2+3n4eZmkVy5jH3saU9rtFoXqG+ihLK/aCohdaYuO/bB1jykMWhda/Bzr/Dq0z8OZaiAl2WXP8befDrTexakfrXq5PI2nOezbU2VmBM/73kAk1xPi9/y2kffgy1My1iKDgNZAYhRi6Mvqsd2VN6JgPwpvrvGk3dN33ixeedIsG8FrjYwYc/jadTg3seBoHAUMPTFZNldGuql1SY728vMTV1ZUlBtf9YVov7Yd5Y6H9FzK7+v6PaQAsJ0leb7vxeS0XGc9F5lwM7D9vNE+gjD1Depu+0T72Y+fXuI75snVc5tms+/z6jVkbYus7VN6i/vBlsOFWA6Q39ZA8cPIasNjkC0lKWROD9n5lxlmmDg9oACxrRcz3uIiP0psfQwzRA2hIQtW+Ck3WkNYe6u9YX/m2Zz0zbzKH+krfocCjjGMwGMy8azgcYjwe2wkd1DRHo5FtAwFmA8Dod+R8Y/IABdarqyusrKyYmbVSqSBJkpl9liFTYghU/H2sj1pOVEj04xsaV2V6qjVqXUImbGA2T6avqx+PmCT/aQTZ34v0NsADvDkm/rdF+VasTvr7snX0QLvomGW9I8S39TflUxrnoNl9/Hzmcz41oV8zy7T9VgOkkjJqPcHd0zwpaNFrWpYHjkUCbLxGqNLUPDNs1u/eNBFibCEAJZjMM/9pv7L+HlxDgkmo/b7cZcibX5QUfEMAs7KyYuc/apYbnriRJIlpexqUsrKyYsnMc7mb/Y6kfD5vZtRyuYytrS2sr68DuElZ1+l00Gq1kM/n7Tr7Qc1iIWFvEeAJ9UtsHPznLA0zNn5ZkrwH33laxyIWjNtCn0YzjmlByzJ278oJCfwhEF6mnp8F+TpkzbWYMB2b154vzXtHjG69D1IppPV5ikmyWkaMMSzC+JWyVP638Ssu4qPz9fQgGLsn1F9aLxVAfB1C5X5WTC/Wh95nGaqX/qZ/esQVQUbbn8vd5GMlWBFAk+TG/5imN5Gpen4kNVL6cguFAmq1mkW6drtdNJtNOwILwEz6Oa33olpWiNHpOFHYyRoDL337+31dYuPtP2swjwfgUPDR7wWa11dvWyawvL/Oz9llyPskFynD3+PfHaq//h4DqtAzoSC80DO0sFArXCYq97MAR+CWa5AhJjiv00PXvemBf6que2lY74+Vm0UxP6Q3QYZAMGRa9UyLwTa87g9t1foqUw21ISTB6XOLmoB0sXkfIa/7z75PtE6x9ut1PqsZdDTtnNdEC4WCBe8woQDNPPQ/punNGY9ctCyb5lmWt7W1ZUnOm80mLi8vUa/XUavVMvvS91mW5uX/AMyYSbWNeo+fw6FxCGnf2teq8Siwe2bpQf/3EigqKZh81nVcpEx9f+gw8Hnlxz7rWPt14nnfIkDq66vlzHtW6+PNoaH3e3eBf19sXn1WAtitBkiSZ+zzfB78i0nrnrnEJre/RkbKZz2FfJPzGH0WkIaAlaCo/0PgRjMh+8EvSu889wzQa28x5hKatLH/vi/1HTGTUUzD5PPaTl4vlUpYW1ub2bdIv6O2l6Z6+gu73S4GgwHy+fzMAcj5fB79fv+No7g2NzexsbGBbrdraecePHhgdWM/apBNSIuPgU/W+Ph+CpUd+h4qwzNRrbP388YYWYg+a21tGVI+4IWMeVr0275LBVb9je/4tP0Rs/KwfP4WGuPQczHtc56wE9M2fT1D9YnNU72mJ/LoPbr2sjTJZehWA6T675RRZEnPXqKKDUZI0tZnQsCq9VJg47Us0IwF5sSCWhbxvfn2+jb58tQBTukutgD4fr8o5zFhvVfLWpYJxRiKBpBoe8nMVahI09S2cWg7aDpVgOWexuFwiCRJUC6XbU8lAEtazjIIgEwI0O/3cXJyYtGu9GXqGGVpCqH+9czVC4WheRrqv9h9IY2Dfaf/9X0sUwObtLyYpuCf/+0kjo8G+fkT72MC9rKkbQq1Lab5kRZdG14z82Oj9/jfYn3u6/ZZaNWeT/q5x++xYwu9kM51E8ICf//b1P9z44Nk49XE6n8DwmZRD5rA/EAYJQ80Wr4HxphPMeaTDIGsvzcWzRpiqgSkUGqpkITrBQa9HuqXRRabJ19WVt/re0KmV72HC43aMftqOByi3+/PHHWVy93kSdV9jMCNabbb7c4E7QCvzV6sAxMNsD9pjt3Y2DA/ZJLcJCdg0gC2wWfBmdfuRX4LjZsXGGIMwzNSfZ5zhgJIbH4AeGN+afm+3ND13y7SNeAFNAXO3453Am8CNK/xvk9DanFQ4SvG5/jOrLnwWZAXOELgqO/T+vsTY9h/y86bt+nbW61BxiQcdi7Bxf8WAkn+FnpHyATgNSjPrP3vvKbaYsy8GjKhhigGECE/o5rxPLFNPvDF90PouUUpZpbRBRMzJ7JuWpcYYLOc2DFM1Oj06Ck+q2njqOnpIp5ObzLpaMIB3sMIVp4FSXCmZsmyz87OUKvVLA1dSFKeNw8X/S1m7eA7QtaFUJ9q38YYG/snyy2RVY/faWJd9IQWYHa98oDrz0KL5H/f77H7ffL5z0J7i9UpRp+lJq3vzXIHaNCcCsGxPiOvC6W89DSv30N0qwHSgx8Q1sSUwfnF7RlE1qL26r2Smjc0d6evbxYohtrngVa/h/yVsXbxc0hC80xKr4XMYgqovtxQn4SEEq1TrE9CphWOoY6l/qnAop+TJLGk46yLLj4FPD1Zg/VL09S0xF6vZ4CozIzPTyYT2wu5sbGB9fV15HI5lEoltNttXF1dmamWUa/qDliGPChpnf24Zc2JmDSu93oBxtOizDS2xn6ngNL3g85zRikDWBocs+Y4/3tNjvPQC0oeJLLWkGf8IS3SXw/V2/M3CnUhnrnoGIfWcMgC5nMT+75X1w/LUp6QNTdDWvOitLSJ9Td+4zfwL/wL/wIODw+RJAn+5t/8m29U5i/8hb+Ae/fuoVwu4xvf+Abef//9mXsuLy/xp/7Un0KlUkGtVsOf/tN/GldXV0tXXt8Z03C0Ixed7PM60k/02ACoSVQnRchH6Sn0jP+eVb8szUFNrLG+USEgtEDm9ZEHXKWYpqoati/Lg62W6+tHoNLFTSCj4NLv99Hr9dDr9TAcDmeEGQ+2ADAYDMxvyOhVTR1HP6Uy10qlgq2tLaytraFUKgEAOp0Oer2e7cNkvWJHSGmdfJtj5JmdXg+Z1kKAlSX0ZNUxa9yz6G2YV0jYe1vywkXMPLxoOaFrHsRiptzYmLCMEMh6IsCpayFGob5TUF20X3U++fpl9aMKxLF36W+h9mifaN9+WqFraYC8vr7GT/zET+CXf/mXg7//pb/0l/BX/spfwV/9q38Vv/mbv4n19XX8zM/8DPr9vt3zp/7Un8L3v/99/K2/9bfwq7/6q/iN3/gN/Jk/82fevhX/f2LnhKSWGHkNJqRRhd7jgVE/a5i9UgjgQoDgJ0BocmdN+FDdfL+o9j2vj/xEUwlzEQpJp6H2KZCp4z2mrZO4fYNanX8n68rcqK1WC41Gw7ZxqOaoexPZbs12o1pjmt7shxyNRpagnOWsrKxgbW0N6+vrBoDFYhGDwQCdTgdXV1cz78wyEXmNL/abftc+80JiFoP1wkRobvsjlTyF5kvs+qdhYn7uzvNdx8rQ/1q3t62Tp6w2hvrR35/Fj/wYKl/xQnWsfno9JOT7embxi3kCVOhvngspVCedm2ox8XVRQWER4dLT0ibWP/bH/hj+2B/7Y8Hf0jTFX/7Lfxl//s//efyL/+K/CAD4b//b/xb7+/v4m3/zb+JP/sk/id/6rd/Cr/3ar+H/+r/+L/zBP/gHAQD/xX/xX+Cf/+f/efxn/9l/hsPDw2Wr9AajV7NTiLypNcQgtNys9+p//0woksw/GzKVzvuu2qf3V2r79L+2TydelhYRayPfoddjbcxakFlmGG8+iUV4atopv/C4QAieumAIWmma2m80KRGcC4WCHVWVy+WwtrY2w9RXV1dn9lUycpNlra6umvbI915fX+PVq1c4ODhApVIxvyUX+erq6ozvJxadF+ovL4TweRX6YlaB2BiFxsa7LjyzInlg9O+MMeVPQ8tokjENR+u9DDON3cv2x+Yw6+wBw9dpXn1Zjmq/ITdNTAkIXVeT56L80LfLzxdfVxXieU9M+A6Vwfp5f+RnEXD1mUaxfvTRRzg+PsY3vvENu1atVvFTP/VT+M53vgMA+M53voNarWbgCADf+MY3kMvl8Ju/+ZvBcgeDAdrt9syfkpd0gbC0O08617K0HP3vKTZpgbgpUcuK+R5DGpba2vXZGKDGNAR/f2hi+3K0rCztwZcZ6l/68vQ+D7j6zlDQkZatZXhm4Q+C5lFWa2trtpeR84TJy+kXLJVKWF9ftwTkDNzR+jEIh2ZaghzrUyqVsL29jVqthk6ng8lkglarhXa7jW63a3XzQk5Ii/D9q3M1JrmrUKDgvghA6rs5bzT6k/NR+91rhctI7W/DyELPLAL8+j82/5cBx3nv03HQ9eP9x7w/JPgoXwhpzzEhVymLn/l3aqT7Im0M1T/0bg/unt8s+i7Pp0P8lv3i3S2L0mcKkMfHxwCA/f39mev7+/v22/HxMfb29mZ+X11dxdbWlt3j6Zd+6ZdQrVbt7+HDh/ZbSJICMHP6gu9Iz/BDZYUOoI1RSNtaRHJR4FNSX5xfTCGTRyiAh+2PmXtjwO41b3/fPEGBlDURQyDNMrz2R8AhQw7VzZuTptOpmS21DJpBCXgENGbP4XWaagmA9Xod1Wr1jUAKmmj5XU28Wva9e/dQrVatPsPhEEdHR+h2u6aFhqJv2RadszFm7vvR+2BC12Jjx2s69gRGNX/7ennAzHrX2wDbsvdnrb/Yun/bumTVgX2jpnRNnbYs0/agucizyi90nYX6QX+bB5BZVoEY3w3NAQVlf/8iFOMp2oa38Svfin2Qv/ALv4BWq2V/z58/D94XkrKBN1VtHVTPBDwjDkVUZr2T92YBpJeYYr62kB/BgyE/x7Q6z3TnTTouODV5ZJmO9H+ojXqvanKhumn9Ylq2/037g/UmI9J9jjoHkuTmxA0PAvzL5/NYWVmxHKt8RgGU9/Z6PRNEeCIIAEsqkMvlUK/XsbGxgV6vZ1GsZ2dndvYk8Po0l5AAkOWT9oKevy8051Vr9n3v+9gzFf2vZi3/7tDJIKExnqclz2OQi2oqv500D4iV8fMa+y60H3nZd4b6MmsNxQQCHauQNprFB0J9oBqz1+JCZcb4d9Z1/c3zQLZJ/y87Jz5TgDw4OAAAnJyczFw/OTmx3w4ODnB6ejrz+3g8xuXlpd3jqVgsolKpzPwB8xeQMpiYCq5l8PcQeC7SsbGBXFQSUqCMAV6MIWWZXUOLzzu6vZmMEzok8WX5VvX6PFOuv67jFCMFMi9x+jK9ZjMej22Lhvpn6ackuBEgFVRzuZylmGP/lMtlAEC328VkMrGygRsQ7ff7dl+pVDLQJJgSLFlPrz3H5k0WKMy7z497lpDD62qiDfl10jR9A2z1XaEyveVnnlCZRTHA/e2mRfoPeNNE7edwTOvyZVDr1HGIaXe+39VaFXrHPKFC6zjPpK5zRvmpzm8/B7zW6u+fR34cYm1cdn58pgD59OlTHBwc4Nd//dftWrvdxm/+5m/i61//OgDg61//OprNJr773e/aPf/b//a/YTqd4qd+6qeWel9I+lCNy19T85A+S21D/TTAfCevH2yvxqvTeBmTq5pY/W9KsXvm2fL9ovSArNIe66/gyACXkI9S6+bHR+/3fmGWQc2D5koCm96vWVxYD89svGbJd4zHYwwGA/T7fQwGA/vTd/J9jDBlm5lvVXO01mo15HI566Nut2vbOKhBFotFbGxsoFKpmBY6GAxwdHSEdrtt2060P3x4vt8XpsE3oTHQeZgFtPPmuDJEZXbKAENz02uXLCu2FrScRQXT32lAfBvStoTGxANMFkDpsz4qUwHUr8uQIO37LdTXfk0Bry0D3pQe8q9qH4R49Tyg9lqnAm1oW5R+1ucVNLOUjxAtHcV6dXWFDz74wL5/9NFH+Pt//+9ja2sLjx49wp/7c38O//F//B/j3XffxdOnT/Hv//v/Pg4PD/En/sSfAAB85StfwR/9o38U/8a/8W/gr/7Vv4rRaIRvfetb+JN/8k8uHcHqmSwXPMkDpPebAGGfpGc687THkCQUem46fZ1EQCduLFDHa4Gh30OmVtUiQxqz/+6TlIdMvay7tpH18IKCtt3fF+s3fZa/hfo/1A9aPheFLmCmeptOZzckr6ysWGacNE2Nwajpl3UYj8colUpIkpt0cZTkV1dXUS6X0Wq1rE56GPNoNEKxWESpVMLOzg4ajYZplww4Ozg4yJTQtY88w1DNU/vRf/ZjroyS5cSYJ3/jFhedIzHBjWMYY4b6XZnWPFD8vUTL1jOkNYeu6zXP9JV0Teo984TxEGDF+F+MlM+E6hgqP6u/9B4VxufVzfeXn/tZ824RWhog/+//+//GP/PP/DP2/dvf/jYA4Od+7ufw1//6X8e//W//27i+vsaf+TN/Bs1mE//UP/VP4dd+7ddsozQA/Hf/3X+Hb33rW/jn/rl/DrlcDj/7sz+Lv/JX/sqyVQlKqDoIakYLgSOJ94SYThZI6vUscwfv9eZAf78HuBBl/R76Td+pR3f594bKCE0uBfmQpss+iUlpoYWg79b7YgvKAyD/uKAIcrqx34/reDw2k6lqjVoOwZP1yufzZoZlP+kJH71ez1LN8a/f76NYLNr5kPl8Ht1uF0mS4OrqCo1GA91u17aQeLOUF2B0XsbIg6a/rmOrQqS+g/coI0qSZAYk2Q+egfk6al11DoY0nNtGoT4OURbQ+Xti4EWaZynK2vM3j7/4uszjFXo9BPT8HAugCYG1gl3IL688R3m0fvfv0fiDZWhpgPzDf/gPZy7OJEnwi7/4i/jFX/zF6D1bW1v4lV/5lWVfHX2fBxx2oF+wy5BOEB8kEpJWfJ1C9QxpkCGQ1P8xTTI04ULPeKaYNZFIfF7/hyi2kGPv5HdPof4LTWZlzGyvMmg9uorlEkg1+02avj7FA3gdIKOgSyAAYGZWaobUGGmSHY1GKJfLdg/3NXY6HWxublrSgLW1NQCwk0GazSYajQba7TY2NzcNrKmZahvY3mVAJdSHfvxDfRzSbmLlZM0PHad5gtOitOhaC825RXnAoow0S9uL1SVWn9h4zNOAQvUMBXyRYn5hP+5Z7Qn9FnJpxCjWvwpknDNqItVnlNf5+oTmtJa/DN2KKNYsCi1g9dv4wJeYdA28GXyizCgLbGNgwGv6Xz/7QVbyUmLWwHpzV2zyhPx++j1kWvXflUmHfA6xRa5MfRHm4/s0BgwETT8+lD4ZfKNAStMqNU0mFedWEB6YTG2R5kWWkySJWURGoxF6vZ5ppKq1MmAnl7vZ7lGpVLC9vY1CoYDRaITr62u0Wi00m82ZPZFkbmzXInPXMwjVrmN9GpLcs+a5F4D4FxNK/NxXX6a+M7bfbhHB1rcvJLwuonX7d8UEOZ2H2tas7EJaJ/+OkFDpfyMpeGTVU9cEyT/j+ZG3AsX6at6Y6Lirz9WX4cuLCWKcH/yveY8XtThpu37bNcjfi+QbHTKphQA0NoHUxMVyNHHvvDrwvVkL0lNIU/T+RF9/L73HtNGsOilIhnxLyriU6cSYQkwyjC0Af82Dd2hSx/zM+gz/WPfhcPhGtg1fLy2jWCzaPWmazkS5UsPb2tpCkiQYDoeYTm8OVAZgGmW5XJ7px1qthocPH+L6+hrNZhOTyQTtdhuXl5fY29uzpOZsI5lCjAnGBCC+L0ah3xZhHqpl6LriNfVRh8oNaaZZ5nzep/M2pMFkaSSx76H5tQiTzfK9krLASNvjeUyMQlqj98/5/lIw8QK5Lzdkwtfvi2iSOp6el8TWrx9b9onndTrPY+O8DPgtw5dvPUCG1G9dwDGAyZq4vEcn4aK2e2UYvl4hCoHdPDNr6J7YfVm/xSaKB94QIC26aBZhOnqvfl/ETK7Ar1L9eDy2BAM8+xHAjH8SAAqFwsxZjmmaGtAx4nQ6ndpJIMyzSvPq6uoqNjY2LGkANU2vfQLA2toa9vf3cXp6ilarZRGvL1++xMHBAWq1GlZXV828yiQXWe3W/vbath7ptShTCJXL72pyDwk9MQ0spo2FgCnGVP26Woa8cBjSYHxdQ4AcsmB4CuUC5jWvJWcJgUqhtqvQmsVrFl17vt3zeF2oXAVHL9xpG3SMlcd6gAyN9SIp6Oa1cRkt8lYDpGZKUYaqGqBqAV5Dy2LyvhN1APl7bOHr51B5yjS9OdRPTO8P5D2h+2OAugg4LsJ4WE7IpOZpWanOaxS+XqHfvabPftVtO0wPVywWkcvl7OBjmkO5uZ9BMsPhEGtra/Yb36lSLN9B4E2Sm7DzQqFgIKp9xVyvpVIJ1WoVtVoNhULB6nhycoLLy0vLEMXnOL/9lokQw/d97fvNzz/eEwJEPy5ecNT7Y+MRY/5ZoLisCSzEfEOMfd77WZbXpPRzaF0rc1chjYITn1Uf9yI8KEbzBKVQfRcpPwaGISFH38V2ZZXh6+KFbc6ZmGCiay8EjosCo18zi9KtBkiq3+xonSyxjcu53Oxp6CHfTmjihgBzHvnFE2JEykj1u7+eZT6dV5b+7p8NmeXIlEOZVvgbGYQyRd4TEyKyJrOOo5JfkPoO1fq0HurLY7u4X9Jv6RiPx7i+vsbV1dWMWUrbzqOpFLgIiNQU19fXUSwWcXFxYeZcAPY7+4J5YFVSHo1GaLfbuLi4QKVSMQ2Vdc4CGb0WuieLYuOUNbc9GMQsIKG6+Pu9cMjyQ9oRf4vVU9dWaK36/vFlZll9QrzA+71D9+n9oe0Yb6MNa521LF+XkMYUe19MuIqBVmhN6ju94AKE4yQ88NG64+usCoW+63eCbnWQDhepDkrWpFOHuk9kTlKQjGmTWeQnaqxOfqL4797MqfX3ZcRoXlm8x/8PgXFMW150kevi8QzJ3+Pf7YUa37deomdZzLs6nU7NBKqJIqj5cX8j+4TnRPIoK+0bBS3WazqdotfrWXnUXGliopbJtq2urqJWqxkQTqdTXFxc4MWLFxbYo+AeA4ZQHxLkNZFDbNw8cMTGxfcx+1d/1yQbXGO8jyZnDd7hZ/+nc0HbGhpzYNZdsqz2qe/NCrIJUWgusn+8hp71zLLvy6p7iA9mvUvH24+D1/q8EOPbo3wzVn9Pnu9pnegGWTTOIdQ2LS/02yJ0qzVIUkhayqIYY8+SwkKmv5DU6hlZbEGEpOcQhUyrXlPUMkMm2UV+C5FeZxv8yd9KsbbHTBwxzdozu5AZT7VZ/Y3MuN/vI01vtnMw4AaAgZWaLfmd9Z1MJjPZdrg9gzlYgdfm/fX1dUynU7x69crOf+x2u7i+vsb29radVcn6raysWOo5RtmurKyg2WzixYsX2N7exsbGBkqlkvWbbvlghKz2F+tNwNbxCjHp2BhkaRihsfBj5svLyvXK/vDPevLzVBmmjl+Whhgjz/h5zQsBvtyQ9qht9+X5dixDXivz9WFfe0sOf5tHnFOeyF88//NrMya46OeQTzHmlnlbH6MvX79/Gm3zVgOkLmxOEjLOkGSskzqmeYQkde98zpokvux596t25ydNyFQ6z8+YtRBjZtnY76E+YT8QiEKg5sdFy/KTNdQ/HD814fJ3tpO/Z5leOA7MrUqrATU7+qf5nf1Hv6UeYaWMhEDJ56rVKgaDAbrdrvktmW0nSRI7tYMa5tramoE5mfTl5SUA4Pz83DJKMXuPnjOp7Qr1Z4iytKuQNhBaT95s6ik2v0khK8bbtMOvSfX1xeoV0jAX1SL8fXzfvHJUE/M8ZlHygOvXAu8JvTvEc7TvtN+9edzzFW2DF5ZUyIkpHbE+CglbXuhRjXIR8oIaP/s6LUq3GiBDIKjMOUtL1EGPmURIWnaWNMd7s77HrnkGEpuwnhbRJn2Z80i1JK1zrF/99xAozmOEfuFr+wlSvJ6m6Ru5SQlAvV4Pl5eXmE6nbzBPBV6aQXO5nEWy6j7HYrFoplPmSWWfaBIBBv+sr6/bOyaTCa6urtBut1EsFme2HeVyOUsaUCqV0O12LSCImXWur6/NT6mawTxtJU1TS2oQYsoxDWueEJP1fKwe/h7td//OEAiEGF2M0cYE0az1zHfFKKSleQEwVG6o7bGDkhchDxK6JzCkbXmN0K+TEHmA1ITo/j5tozfrxijW37E1739bVBMOfQ7dt6hwBHwOAJK0TKP12RDAha4pY/TPxnx0WfX04EWKAVsIAPV/Vpm+bH+/n7iah1TvTZLEtk+E2hVianqfMjIlv1C8X1YBTgEjtHGYZkv6BBmdyoAc1lWFCu5jHAwGljQgTVM7raPX6wF4HXDDtHIM1mEC8/X1dVxfXxuDaTabyOVyKJfLM3ley+Uy7t+/j0ajgaOjI6vLeDzGxcUFms0mqtUqCoXCzHxUX6z2cwhAQtp3iELzXZ8LzXf/fFa5i2idIS1PBbJFKKQlxuo6j0mqthQTsmPkA8P0/mW0Zf8+1knLUVMvMCsAevJrOfSbF0J5jW1SS4L323ohICRQh/gMBVsPyBQGltUe580B3xfz6FYDZBbFFlfIpOQZcYh0oDQ4Q30+WYtJJzFpHqCR5plV9b6QOdbfG/uv9QtpBWwjgSLUVs8EQgzc//cavfctavt8XVWSpu9xfX0dGxsbuL6+tiOuSDyJQ8c8TW8OP766ukI+n7csOXxXPp9/g0lMp1Mzp25ubhqY8TvNrgRJJhpg4FC1WkW5XLbn0jRFv99Hq9XCyckJ6vU6tre3Z5iI72v9r6DmhZMsphHTeryWt6wwGnpfCLAVyJct0wNsSGDzmkXoPd51Mk+TXoQJzytjGfIAFhM+vEATW2ea9ESFLwU/vx5ViwXeNCHHeG1MCPf3hZ6P+SOzKMSDPg19LgBSO2Ke1KrJq1VT0YmiZerg6cbXLDORPj9PQ/U+wJgEyN/nmV5D9ddnQ2AYAtlYuWrq8VpjqL2ha8qMvNbD9qtQwD/d1pEkr81MaZraOY1ra2um7XMbBo+fAl7vi2X5BJ8kSQys6PsbjUbodrtWfj6fN1Mo91r2+32USiUDQfonNzc3sba2Zink+G72L5OX9/t9XF5eotfrYWVlBd1uF69evcLu7i5qtZoxLM+oYvPcz8954Mg+1n7V37J8Z/NA168pnZshrYWkgUheo5wnKOj7tbwswUvL1/aG1nqs3bxXzwvN4g/6zLzxCQGcroWsevn6c73QBaGAybHQbRdcZyGA1HdmAWDWb94loAJ6TPPOanOID3vBcRng/FwAZKgDdaL7Tg9N+HkdDYRD7lUb0XfwtxCDCl0jk/JHT4XqkEWe2bEOi0xgX7bvIx8oou3hPbzPM65Qn4ee00XiTyXQky5Uc9TcpkmSGJgBrxdgoVDAcDjEaDTCYDCwe6gNk+mMx+MZUMvlcgaK9B3yeYJnp9MxcFXGUSgU7KDkUqmE1dVVa2OxWDSAvLi4sOuDwQCXl5eWOMBL9BpkpKRaUEwi92PlxyLLNLcIU8kCbq+N+rHPKnNZ8mAZEg6V1EwYspzwfwycdXx8+xZpQ+z3eQCr94Tq46+H2qaCihemSfyNZlUv+OhaCfEZHevQPTHBJQaEIeVFKTQGWX2YRbceID3z14725huvuanU6MvUz4tKaQrAnmH5skMTM1Sn2OT2pBPAM4PQxPSgzmt66kWoP+ZJ11lSd0xD0fqor1PHVqVbf2QS9xLyMOQkuTlxg9Gr5XIZxWLRyuz1ehagQxDmb/Qb8cDjNE3NL0n/K+cYQbdYLOL8/HwmNR212Fwuh6urKzOtdjodlEolA89+vz8T/VoqldDpdHB+fo6rqys75UP7QOeHF/q0f1UziDEIr+n4ORvSWENzeB554NZ1ovXSdmWB6CL+VX3W13FR89288ucJJHqfn8vzeEsIdHl/LB7CP6vf/Xt88FsI2EPrmOQVDwquLNvXI8RndU75IJ2YEB67J0RvA4pKtx4gQ1oLEI/mCiXmDS0Cr4HpM6HP/rsHTD/ACkqh94TeFfpdmZVKjmqSXMSUqu/y5lTPCEOg77WCEIW0B//8vP7iGCrTo2ZI3/B4PDZQKpVKFknKtHIsR/Ol8vc0TW2PIvcwDodDy5RDcCXx5I9ut2tmXe6h5Lsnk4lFq66vr2N1dRXr6+tIksQy5rCfGTB0eXlpmXXW19dNKFAtwQdt6BpQxq3BFdqn2teLmOtiWpEHUC1bKaRdhLQJLzT5bC36Xs/Afd1i7QhpMiGNwwt2/n4vlMb6WNunAEVSLU1JTZ8aZEaeFzMZ63iGytX66P/Qb7Hv/jfWVdvro2i9cMW6LhqIE3smFEeSNW6L0q0GSC8ZquNZGYRuAo+p8n4hZGmKsUH393EhsrzQ5PDtif3mF5mfiKEJFlqcocmoEp5K3H4Bq0Ye0gZiUp8H3EWYKe/3gEBQGQ6HM2ZNbtvQDC4ETRWicrmcbaHo9/v2OyNXqUnm83mLYuWxVJVKZaae3MzPQJrBYIByuYy1tTXkcjnbNlIul2f2NNJsS214dXUVxWIRg8HA6tBut/Hs2TNUKhXk83nLCKSaoTIl7e8QiPh1EJonIWFkHi3CkEghfybfHdPoFvGzL1vn2H3et75oWUpZoKoA4t0HWQDmgUABfp5wvSzwhN6/zL1aF7VeAHGTKGmRPlfhQK8Bb87jtxk/T7c61dy8Dggxgyzth8zW/+kzsaCFLCk2dI+Cpf+bR6HAhtB7QxKuPh+iEIizf7zG6fs3xGR9G2PMO6RdqpChgg0/D4dD07im06kFyfCefD6P0WiEq6urme0po9EI+XweGxsbtn8xSW62hFCbI7PM5/OoVquYTCYWFcvAH5aZz+cNPJnsnL5Hmn8JzIPBANfX1xgOhyiVSqaBap9wu8eLFy9wcnKCTqeDXq9nZSlQqkAQG8PYmPprOq5+fEJzJGRR0HUUAkMKXzTl+0TsLDdm+uPzfh36z1maA5/3wrKa8bO00BAP8e8OWXdYd+2jUB1jfR76LcSzfPmfBiTn8SYVQIFZrdjzTi1zEVoU4JbhncuUC9xyDdL72UJM3ftfQlKyDmRo0YWYhn9nTCsLUWzB+Xdr5CLf4TXmeWWz/KxABS916WZu1TjVjJElZYdALqadxBi7ZzRaDn2kNHVqyjYG65RKJTNNEqgIKGmazuRU5T0rKysoFosWyMO+5ykc1Dhpar26urJIQNUONDqQBzMTzPn+jY0NFAoFM922221Mp1NLSkCQPD09xdbWFlZWXh/yTF8n30GQifnzYoDh+z9rnfhnlAGr5B7SnlT7X4RZhgSpLNDLmouh8mIWC2/eXTRoKatvPb/Qd4XWmAdW/0yozp5i5tplKGsPovZdLJYhK67Dz5Gsei5i1Yhp0bH3L0O3GiBJOtmA8EL3PgJei2kuwJuMmtf0vhAw62d9LvYekgeSkI095E9UZ7kvx79LzXIhUNfFlQWAsQmn7fSaRAgctc6+DykRExT9s7yHJtdisWg+P2qWBEkG5fA9BFSWnaavD0XmvkeaW3kcVpIkto9yMpmg0+mg3W7b8VgMxCGAdzodSxIwGo1mtoQQ6Jh3lSZZjRK8vr7Gy5cvUSqVMJ1OLehIAyF0m4qSjrE3y+n88f0ZmkMhTdCPeWxc+a6Qb83XRTfZ67iEiO3hHNA6eFeLJ/aJD1LRuul7dK75fuE7VBv169j3Kcc/i+nrdTWn6ntj9GnNqv79SrG2heqg680LVb4svabvzrKWherp65MlwC9Ctxog1T6vk8YPAjf16/W3Sf8UAkr/O38LSdMxIPXEiRQz58YmTZKEt5zwvf45LjxqIKEsLT6oKTa5strDuvA+X44uNN9mrz3wPvrueCYjt3Pk83nzJ9Isura2Zts+tO3sZwITiZlxCDKdTgdJkth2EgCWU5XAlyTJGwkD0jRFu922kz2o8dK3WSwWUa1WzdSqbZ9ObzL7nJ2dGTMn2BYKBUuFF+pHL9SxPIKKBz5vqfDl6L2eKWbNB5YxT/Px7fBz34+9CoQxLSSW2YX3+nmdZbINaUy+fh4Eta5eo4oJHiHKShUXC27J0tayntP3ee12Hqhkab4qLPvYhlgZ/nqobfMoy6qwKN1qgAxpYB6cQmYC9Z2EpLF5kp2n0H0xaTr0jiyph3XUJMkx00usnCxJmhrJPPDX8haZpF5DidUtpFmTNKGDahkh0NfsPgQzTahOMyqBVI+iYmLxQqGAyWSCXq9nATjUGovFokW50hRK/2W73bZ7y+Wy1ZGBO4PBwFLf1Wo1i2ClH3Rvb8+SDzSbTcvNSg2HAT7b29soFouWPo/9p32ijFm/hxiWXvfP61oKzYNFJPVliBqj1hGY3bQeqpevR5Z/Xe9RvuAFgZAg69/jhe0sgFCQU0GdWqEHDP5OwTXU375MTyqceMBT4PNleiFN+8FrhVmkgOhN16F66ntCZXlahBf5cpfl68DnACBDZlL+FjIHeEluUQbA66HP+l0ZU9ZkipXvgS8ENLEBfpuJ9DaTZlHyTNczEb0Wi3D0EbBab68JECzIPJiEnP5HLnL6Ekulkp0FyXsYdMNtG7yvXC4jTVPbUqJaWrVatYhV3UZC5lAoFHB5eYnJZILt7W0zwVLj3draQqPRwOXlpflLGSw0GAwwmUws/dza2hrq9ToAGHj6aF3tH72mgpQKJrGAGgUQpRCAzFtHy84vDxreHBoK7PGBMLF6q/lZeYdvy9tqLiFif4a2mfk6hniAzqeQv9m/K1ZuzLfqyVsKYkK43h+65l1Dsft0rStlxXbME+S17LelWx3FCmRHMC3SMX4BL1JObJAXrYe/L6ueXFSUPKkFxfKhxuqlxAXGBUfm7jXwZSikfaj/i9eVGfnPSn48vJlHA294n+ZL1QCZUNQp9yb2ej3TpBV0mZqOjGg4HCKfz9vZkEw71+12USgUUKlUZtLc+bMjc7kcqtUqNjc3kSSJRcSWy2VsbGwAgNVFGSHrcnV1hZOTE1xcXKDf71t/6PxQ4riqoMb7Q3Mii/HpOC76nILZIiY6jWxVoci3Kcv1kFWnEGONCWWLkNbXA6pf29QSfSJz3q8WEm8x0Tor2Oj4h+rGvxDYe3cTSYPYYrzMU9ba9fVfBNBipG1iecvU5W0FnFutQXIwQwEcXkr2knTMlECKScReK4rdG2JGsahCr1WFSDcJs4yYw9vXRxdmzB/EKE6vJXsNXH/L+u4Fj5AG7EE1JvlqcASZDYGBIEmAZHSq1r9YLNohxvTj0WRKIOSc4PYM9vnq6ioKhQJ6vZ7NGfoLB4MBWq0WCoUCtra2ZjSEZrOJJLkxuXa7XWxubmJ7extJktihzdR2h8Mh+v2+vWs0Glm7OWbMuNNut9FqtVCtVmdS1+k4+/4LaXF+ffhn/PiHfGge+DwTDpXrtTV9NjYvfNkkn02G92eZCZXmWZOy1mNMiAy1LSbM+rMlY6bS2LjG3qt8it9DQrJe9+C7SHBMqC4hHqykfZPFj/xv/poHvhi/5v/YvJtHtxogQ0xbB90vFk8hJh8DrpAt3YOJ/uc9vr5ZElCo3Bh5xqcAopM/FAyhTI/XCDqUjEPBMvp/3oTUOsY0RT/JQ/2Ty71OAs40b37xTadTA0oG6DB4hu9h6jmaLSlYsTwCZZLc7Idst9sz6e7W19cxHo9xfX1t9eLz2n806fLoLIIekwc0Go2ZfZIALML24cOHePXqlR2ezNNFkuTm0OWTkxOsr69jd3cX6+vrFt1aqVQsalfNcTTlxjSceQzDazix+70AqORNgSFrAjCboDxUj9iczlpPHBcda5bnAcTXL1TfWN2yBMUQuIWEA+UxSjGACmmE3Ler91CI8vVgH3hBO/TemCAVa4+n0LwJJUL3WnJWnWL1ign0i855T7caIIHX5jQ1I8WkO5JfVL7TQtpQTNPxgMxr/lkvIXsKlZM1mDHw4oTP8jPofb4s9WVx0Wr5WVJ1qI6LTEbtFw0EUHNbyNemv7M9o9HIjqtiYAwZB/Oxrq6uotPpvKE1M5crzZ5XV1cmQDCbDXO0ArPRrpqgALjRDhqNhvlBeSBzPp/H9fU1Op0ODg4OsLKygmq1iidPnuDq6goXFxcGrtQc0zRFoVBALpfD0dGR+UPX19extraGlZUVO9KLyQ6ooer4heZg1hzTebvI2Mc0w6z79TNBUgNLPPn661wPCcN+TcbAcZl5rff7taQmf1/vZbWXRd8/j+dlaVAq3IQA6LOgkPLgt/T4d3n/eVa9FuUxb9OeWw+Qy0w8TgJlwiGgA940BXLAssBHGUlsIsYGKaaZhUwJIYlVpamsieDBEJg1ObMMNV8RiOb5PZeRznRR+/cy0lS1Wg9O1CpZp83NTQtooQl1MBjYHkkAtsE+SRJUKhV0Oh0DuX6/j16vZ9GvSZJYVOtwOESSJCadM7hmMBjM+DnpWwJugOr8/Byj0QjVatXeVSwWrY9oVt3c3ES328X5+TkAmEmY9VCt+erqCs+fP0eapqjX69jd3TVQ5vYRgibbGjulYhENknM+pmmExtRfW4ay7s/SYLxAp9qICkHzBAL/PcYf9B6+S/lErBz/HgV1/TwvmbqasJUfxdrnAZBrbRnySkSsbA2ACpG/n8Kcb8si9ZhXNu9/W7C/9QC5DM2LiOICC5F2cCj6zU/6t1XpY/VbRMpXigG51ierPxaNdos9v8y9IRMJAAseommVvkACJfdAJkliJkcCC/cWEiDVpMP+2tzcNNMs9xXSjEpQVl+nRsPqpn1mzmGfDQYD82eSrq6usLGxYRl1mDyAGhO3kGxsbGBrawvdbhej0QjFYtG0UNYfuPFxApgRJHgSyL179yz7jmpXHNd5YOEFLW9x8ZroPC3RM3A/1rE5ueh8jAGFmusUQGNAH7Ko+Ht99Ku+X8cnVD/g9XmRWj8ti/XMymQTIq3LImCwaLmL0KJmYSXVHPWwAa51L7zH/LMknT8xYfBt6HMDkPOkNqUYcPjyYhKl/+/LnjcYWRJNDGiznosxHU6ukHPbP++d81oOtTSW4bXrWLn+HVnahX4mcyCzIQj2+300m01jUKwrDzYul8vml9MtGgQRBtoAN9pkuVyeWVCFQsF8mO122yJhi8UiABiIaSo+nhTCRcjfeQAy86/S9Hl0dAQAqFQq5iflHsjDw0Osrq6a77FWq5m2urGxgZWVFUuGvrKygn6/j0ajgV6vZ9poq9VCsVjE+vq6+S8pZBBk/fhljYsyb7W6hII45mmP6vPOmh+xtavzT//T/xYSVnlf1vYKZaChABWtD3277AP/rLZT3+f7lPXhPPWaYxaQ83efElLL/SxJ6++Fp7cV/gGYtajb7aLb7dr8ZlL/eYLXIhaLT1M/4HMCkDEJwQ8sEFfhvUYYKoPv8iDi6zKP+WQNYkyz0u8enHw9fX1D5g9vPvL3+o3Zn2bhLaNNh5gxwXE4HBrIMa0co0DJaAqFgmmWGxsbVg41O2qHuVzODjwGXjM3ZVj8zMORGfRCoYHMUhOcUytM09cngrRaLdtWwnuZnODk5ASTycQAk2Xr+ZXMK6smZWrGSXITYNTpdKzejUbDjskieJDp6FioJqSg58cuNG46TouYXqkph4Qindd+fmr5Xvv179B6xX73iQf4jN7vTZH8r30Vstgoab1jwrA3Q/pE31mkz4bq42lZQPPjntWvi5TphQ4KsVdXV2g2m2i328jn86jX62adCdUpxlv9vOJfll96EbrVABmSBGP3Kak2laVNhswo/OyfC2mVCrr+Xl1wLM+/IwTYWcwqBtgs19eZ0rIe9aT+2VA5BBctIwbwvo7zFl3ou9Yll8thfX0dk8nEcqOGmBuPwmLUapqmltWGTIhaGjVOjeBN09T8j5oijhoZADuiioCXJMmMz7BUKpn22O/3zdzLTDtqVuK5lWQUALCzs4PLy0sMBgOUSiU7lWRzcxNpmhrQb2xsIE1T2xu5tbWFy8tLrK6u4vDwEIPBwBKia0QnBQC1MrD9ZF4cr1DAxDJMZlGhSMdc97R67SUGUAquusZDdfU+Ly9Ian1CAm3oXVreoqbB0G8xMNL3+89ZgLEI+ed9/81b4/OAUrVc9stgMECz2cTp6SnOz8+ND62trVlQGtemluHN7QqIXrv1vGURYULpcwGQHnA86eB56VCByN8f0sg8U9bPGsygE8tPej+IoTovMoghySi0SOZprV5a91okmT4B1NfZS7PA/HR+vo762fcd9yuORiOsra2ZD48aVpIkBkBkWvQbqgap20R0W4Qm//Z9kyQ3AT3FYtG2jRCECU76fuB1nlbWsVarWX2q1apF1zIatVAooNPpmCmV/sNqtYrT01OTrjU4CIAFIhUKBTx48ADX19e4urrCixcv0G630e/3sbW1ZVtKdF6qL1b7WcfNC1Z+zvh5TFpEq4yRH4Oseat14bh4n2voWQ9qi4IJ5xXXuAoQpJCJNlSGfo/1VdaaCfW3d6csS1m8UN8DvHnaxzwh3uc6nk6n6PV6aDQaOD4+xqtXr0xzLBQKSJJk5ig6/lc+5cmvW6+ELCs0ALccIIHZQfWLYhlzQuw5D46h+3QC6TWvMXmmEtIkF6lfjGJl8D1+YzW1BQaV+MnE+5XpEEBjGkVMG471ZajOZD65XM78i8w8kySJARHrxC0UungJglp+uVy28gie1BLJXKjdMen5ZDIxLbPX61mCdPr8+H5KvDTxAjANldo5U9xRw2S0KrPu0C/KfK39fh+tVgtnZ2f2HmbvyeVyKJfLSJIEpVIJBwcHuLi4wCeffDKTJejRo0cWHFQuly3wiMICNWCdl+pjywo6WQS8Ytdi8zT2zKKkfsDQetX3aqBIFqiErBT6P1YHfZ7kXRWLCMt6b0x7/jQU6vfYuvTPhOoXKlN5At0DnU4HjUYDJycnODk5werqqllemPGKked8f0zDjlkX5mnj8+jWA6SnrEHyNM9sELo/pLUpOKtU7hkPf/f1immy/hkNCsiSpENmBVLIvEzQ0/RXGujiJTjVLAiy2o5Y/ebVWfuX3+k3VO1cc5kyKpCMnGZVnutIsyZ9gxsbG5ZSS1O0qd9Rg1qGwyFevXqFWq1mQLOxsYHz83N0Oh1Uq1UAMD8oNUUS6zcej7G+vo40TU2zy+Vylt3n6uoKV1dX6Ha7WF9fx8bGBi4vL9Hv91EoFLCzs2PgrGZuapbNZhNXV1cWGNTv99HpdHB8fGxa8Pb2NjY3N40B+UT1GsijcyQEIlnj/Lbk52YMgBcBZm+GC4HI2wCL9kNW/WLrnN85X73ASSEt9Py8vl6mPVljF3q3f9b3wTwhX8eD6RMHg4GdeXp2dma+9s3NTfPfb25u2tYo5bWh93mlREHTt2tRutUAqYPjwcMvYN9ZfH6e1Kb3kUITXoM8/KkEvh7zotz8O0MLLjTBQ5KuMgn9nUybIENg8MELfkOv9q2adXhdN0rr/SE/je87L0zwuKdWq4VarTazbYIBLexL7Vf1KTJSDnhtFqLm1el0TBPUTCtpmqLX6xnIMjioUqlYwoJ2u42rqysAN3swfYDF6uoqer0eRqORgXKSJHZ+5M7ODprNJra2tmyf5Orqqu1lZL+ura1hOp1aNK0KJ6xnmt74JNM0Ra1WQ61WMx9rp9PBaDRCpVLB5eWlRbhWq1VsbW3NgKVGuXrfX0ww5O865vPMX34u8ll/r2eIy1JI44kxf/8OP2f9byw/JNTNAzT1xSl/mBf8N4/maUuLKAp83o+H+lxDFFMCPI9kv6ofnoeTDwYDtNttnJycmDthMplgc3MT5XLZ9hh7E3ZMIYp9XwYkPzcAye9kRFmZGhbVMmPanH/OLxB/v1/wofeo70ffs+ikDoFpiNEpcaL6vXxc+JogQIN3dJKrXy/EXL2zX5mBMnslHvdE02o+nzdzph50zHMcR6PRjEmU10qlkp3PyAVKM+h0OrX7mbkml8vZ2Y5pmtrCTdMUrVYLSZIYaHY6Hbx69Qpra2u2DYQg1mq1ZiJO0zSdOVVkf3/f+mtnZwcALLdqoVDAycmJpaer1WqoVCoG7ATxzc1NtNvtGb9nPp+3o7Q2NzexsrKC09NT2zfaaDTMZHz//n0AN5ovGZAPzqGAwfprJGpIc/BbKdjvGv3rhUWds1peFkMOrWc/zz3YeAHXl8u5sYiWwbKyAM1TSFj31ouQaXZZjWfR5xZVCmJKxDwQzgJrrV+pVDLLDHlPu922ILjpdGquFUZih9pIPuXfqzzrbehWA2TI56d5RLMGVjUgPh+6L0TKJJTxkqnws18Ii4Ld25KXkHykl36mxsg6al+qRsb6KRNSgPPRgKEJqcxBmQGFmdB5eqPRyMyYu7u7diwVA19YFjVJYDb1m0ascj9jv9+3KNDJZGKm1zS92ffIzfsEwuFwiPF4bKbPNE2xt7dnG/fb7TYuLy+xu7tr0i0XNAG43++blDwYDLC5uYlKpWKBN5SiS6USJpMJ+v2+aculUgn1et20vuFwiPPzczx58sR8jPQr8t0UEAhKpVIJvV7vjdD5i4sLTCYT3Lt3z04hYfAPowkVNDgu+sd5oPPDr8dF1kDot9A1D5oxJhxa955iv3vN8W3KCJVJisVJhAJPvKb6tnWJAWaWcvA2tEg5mvZxfX0dW1tbePToEQqFgm2DooXm9PTUTi6aTqeoVqszAqmS+oV9e1WIWxYobzVAhhg3KQYOfM7TPNOBZxIeLEImU88Yst4R8rksQ6HBj2l1/K4JAHz2CpIHTr2epumM1MZ3KiPTOqimoXXRMxT5nuFwiIuLC5yfn5sJk2ZQBUmC7Wg0wvr6upk20zS1vYvUGq+urnB5eWnp4ejfo4ZIqVWTntNMylR0zNRDMDs+Psb+/r5pd6w7+435XhnxSnM2+49AubKyYoFIDx48sICgnZ0dM9G2220UCgUzoW5sbGB9fR0rKytoNptYXV3FwcEBJpMJzs7OANxoltvb25asnSnvRqMRXr16hZWVFayvr9ufniaSJIlpphwXFYpi/kr97pMoqAAVCubyjEwtKyGTJ+ea7vGMMeqs6NKs60qe8fq6L0oU9lgvdW9oW2MaGH/zmp7es2id/H2Lap+xvojdT8rlbhJ4bG5uYn9/36xDrVYLvV7PBNPr6+uZWAGNWldzq7pZdA58Gn5KutUAGQqCAWZ9Ad4J7n1sWZTVwV5b8xqQL3/eYMUkvHmmodAz2l7PgEJ1Vo1SGZJuhvdt8pqCRsj6flXzkdZPfYbU/tP0xrRJYGK02/b29kwuVZpU6ENlAoHpdGrnKuqmcG7DoGbJjfcsb3193RanrwPbTuBVRnt1dTWzwZ/nPfLEEG5JKRaL2NzctMAf1nM8HltYO8Gq2+1a2Pve3h76/T4+/vhjDIdDHBwcoNFooNlsGrh3Oh0Ui0X85E/+JMrlMv7RP/pHpuXSx8jEBARo1u/4+BitVgs7Ozv48pe/PBONy3H02xJCa0sFwXmaoJf2vVbl7w991+t0D1CIytICQwLtMuTBISQELksh06r+95+XrWvs+WX4VMwilHUt9F62lUkBNAJ8bW0NzWYTjUbDhFLlZdrPuldSxySrzW/Th7caIKlNUBL1Jh4SmY9KrOxMDlgonD1Guqi95Kz1CIFnTNqLvUf/LyLZKRCFzpBUyRt4LWQoOIb2BWo71Xeix0sRTGOLguVQEqQGwj5hAAxTT/GA4n6/j8FgYOPIfKZk+jS1NptNbG5uzgTqXF1dmXZHfyYXH806AOwzGW2j0bB3ArCtHuPx2A5NLhaLqFQqZhbiX6fTwWAwmDnBg5F519fXdsgyzavMHUuTL/cwJsmNL50nj9Trdezt7eHZs2e4urpCkiQGyF/5yldw//59/L//7/9rvlFGpRLEubeyUqng9PQU/X4fL1++xPX1tUny9Xodm5ubFsCjWgqJZmyOmc/Q48FQBVP2L4UKgrb+HqLQdfVH6dz2lhPO1SwGGdM+PXiHAH+e5sp7QkLlPMoSilXA9XwlZE3S+3zdYvUPgUxIKYmRr5P2Xy6Xw+bmJoCbtbSxsYFisWhR2VxvqknSn16v1y1TFudjSOihQPu2GuWtBkhlyOwA9T/qfZQ0sxzhIS3QB6f4Se7LIvmJ4d+jYB5iQkpZ0pmvg2qANGUqk/CMTLdp6HOqJaiUTlKTEEGWpkdKdiHNlAuDWhQBluVwe0Kn05k5e5GAw/RUNMOoRpCmqeVkpc+x1WrNRMml6U3qNj2ho9/v21aSQqGAy8vLmUw71Ma4EZ/7s8rlMur1OtrtNnK5m6w24/EYFxcX6HQ6qFQqqFQq2NjYsEw+x8fHuLq6ws7ODtL0xsTK6NxcLoder2f+1l6vh6OjI3Q6HZRKJTx8+BBJchMJW6lUzL/5zjvvYG9vD//gH/wDfO9730Ov18PFxQXG4zF2dnYsMpZ9VqvVTMvtdrvo9/s4PT3F//f//X/Y2NjAvXv38ODBAwNNJk0PBUlwbOnz9PNd53aSJCYQ8DmacGMBOX6+k9Q86X/3603rGdN85mkXKliGGPEiz3shXoOgfB1iYJZVtyzSNRZ7Xt/l66OCd+z+ZeqmigmDxMg3mKCfvn/673kcHfkM+YfOSc9XeW0RISZEtxoguaHbay2hPIvUXPx2Bd4DhAfc+0C8v9NLcVqW+tr8dogQhYCU172U6IGc93spWs1ZXvIjuKhZSqMidQETAD2jUC1TU5lRK6C2qME87AdGwXIrxng8tnRr/J7L5VCpVMykOh6PLTk3GS4AC3h58eIFHj58aGnerq6uLBGCBrCwztSwWq2W+fqazab59KrVKmq1GqbTKVqtlm3y39rawv7+vi1k1pH92263US6XLRkAcKOlHh0dma/v6OgI0+nUyh8Oh6btNZtNOy+SiQDq9Tp++MMfotlsYmdnB7VaDcViEfV6He+99x4uLi4s4Ib+15WVFXs/IwS5JWQ6nWJtbQ31eh1pmqLZbOL58+c4OjrC+fk59vf3DRQrlQoODg5Qq9XsWRVIVRjj3OGaAzATkKWJCFivRckLwPMAhGvWC4JKMUvPvLrpvWwT36ekZSk/0N9iVqXY7+p38/wg1j8h/palNcZ4DEkF70VIx1zrqUfEbW9vz4wV+QfdHdfX15aXmQF1DGpTfqa8SetN/rMo3WqADE0CLlQ/AdWUyIHxEqUOWkjSjGmMXmLWd+lvPsggNDljE1q/6/+Qpqq/+cnNawpUvJ8AovdRw9OIUDI5FRgIoAx+oSOe48CJrn5EAMa8OeEZCEOmxnynuiVDtRAm6V5fXzdzzIsXL7C3t2e+SeZm7fV6qNVqFq2az+cNhLmtJE1TVKtVtFotvHr1CgCwtbVl2hYDbtbW1myrRb/fx87OjrWVwT7lchnD4RDf//738fTpU5TLZXQ6Hezt7SGfz+Pi4gLb29smEXMrxgcffGDRtqurq9jb28P29jYuLy/xwQcfmF+TAsb3v/99TCYT7O7uWt5X5qqlH6dQKFhAz8XFBYbDoZlROT69Xs8EivF4jJcvX2Jrawubm5uWD5YmbWrR9IOqud1bJDjeOm9icz5Guo49g4sJlsv6GUPaUZYGpFYYD9yhd4cC8WLv8dHBMYoBaIiWAYZFaVmNjKR1oSVhbW1thi9xPjUaDQtgo2lehep+v4/t7e2Zw8K1fsrPlqVbDZAkBQxqCsCbJkXgzc29GgUVMsOo38370rTzVTLhe722GFocIalxGYoBuf6pFslnFMC1LEpzAGb2Oao0piZnTlAyPzLYyeTmhApOegIgNUb6oVqtlvkFmZB7MBjMJAZn4nFqicxaoxoLA1UKhQLOzs4wnU7x9OlTkzq595E+TLZzdXUVlUoFrVYLV1dXaDQa2N7etkhSggOPlcrn8xZBSrDe2NgwLZA+R5pVW60WGo0GvvSlL+Hjjz9Gq9XCcDi0zdCMQF1bW0O328XR0dEMeA+HQ2xvb6PdbuPZs2d49eoVCoWCmWopGCRJYn5FmlQpYe/v75s2Tx8vtWqeiEK/L69RYy4Wi+YPur6+RrPZRD6fR7VaNXMsc8p68yOZnK4VDXry7pFFaRHg07Wfta5CVhm9HiKvrYXKnGeK9ULEIoFKSiEhZB6ptp9V/99Oir2P7afFQmMLhsMh2u22rS8192oGq2q1ase8KW/QSOqsOoTocwGQpJA5U39TkNQJGQIuTh4dDCAeYeb/WA8lH7zj3/1ZTFYFPv/ZL0T+5vORso5kvAz2YPm6N2kwGKDRaJhmpT7Ey8tLHBwcYHNzE9fX1+h0OsaoOdkbjYaZ4WgSJWipNEj/ITfba3ToZDIxEOz3+0jTG98eGfzZ2RkqlQqm0ymazaZpt5PJBBsbG5YE/fj42LLbMO3VdDrF2dmZbf0YjUZ4/vy5JSC/urqyrRXX19fY2NiwfqCplMDebrfRbDZxcXGBjY0N1Ot1Eyp4/+7uLg4PD1Eul9Hr9bCxsWG+SPZNs9nE+fn5TJ7Ky8tLjMdjbG1tma+UUnm73TbzLY8Cozbb7/ftrMnNzU2Mx2Pzt+oRYzRhMTioVqvh8ePH2NnZMZO6F0718FvOGc1YtOy8XoYWBQEPdllCrF+rKjxrkFFMi6ZAoHXTMtXkHDPTvg2/UF7mzdrLCul6f0ioCN0/r2wV4MlvyuUyqtWqRZPzyDhukRoOh2g2m9aXakoHYDzL+6iXnUefC4BU8KLJw5tcQhNMn/f2cZ2gIb+lblaPmTjpRCbFJhaBS+u76ED6Ce7B0feRL5fPKvPiPQQENVvTv8U0awAMEA8ODswHRu2Q/UrzKbUY7ivs9XoAbhKJM3MOPzOijc8RhADM7Ntk1Ci3evB9l5eXqFarOD4+NnMr91XSD6cb9IEbbfX6+ho7Ozt48uSJaU1MosycqdfX19jd3TXQJ2hPp1NUKhWcnZ2h0+lYoMGLFy9wfX1tc5PHdr169Qrr6+vY2dnBYDAwjY4CBQNr2u22ba4+Pz+3Tf3D4dDuzefzaDab1rZc7ubMy1arZZGASZKYhsn5OxwOLU9sktxExrIt3Deaz+fRbrfNOtDv97G/v49Go2EatM9kQqasczEU0JNFWet2EcoyK8bMnaH7Yq4YEpl7CNz4nQKf9+3HACrLZ+p51iJgyXHw8QgxHqZ1CvUN26smzHnCyDxtnvy7UChYhp1ut4uLiwtb+7pVSfuDGiN9kkwooMLPsiB5qwHSN9qbL/S6N4myQ0PbP7zz2WucIe0z5BBWLYzXdWFlSW6+TqHJpRqiBgnoM/xMyStE9Mnx3MMkSWwzPW39us2C2gBBodfrod1uI01TPHr0yA4zvrq6wvHxMcrlMtbX12d8fblczrSUjY0NEyQo+Wnber2eablc4Ew/B8A2t9P0maY3CcGbzSb29vaws7Nj/tBnz55ZQAwlTJ79yETJAHB9fY2trS3TkvkeRsZeXl7iC1/4gtVZzUG5XM60V15P09QShedyOYsc/eijj/C1r30N29vbuLi4QJIkqFarODo6skX+4sULC6ShGZmgyeOuCKQaCs8AH54+wv2gDMZaWVkxUyv7vFQqYW9vz8CZ/t2NjQ0zXZfLZTSbTXz88ccAYNG1jPgloFLjV+1FN3vHtIuYKUzXsq4JzpVFAjBips95FKsrP/stG379+TXvTdG8FvKveooJ2ln11X4KmRtDoB97b1ZdQpa22HhqXT1/Y/AlLTLkEVy3LJfbotj/5CPVatWEMb1/Xhs93WqAJDB4UPAA6cEtpmGpadRrkLzHlxOScD0wsS5+AXvw9vVQ8oxB28u2KEDyGa2vN7FovynoUdOgBklfGE1zZPQ05TEnKDWmWq1mWl8ul8PZ2ZkFifBdq6urdrgvTXx8J8GZ7VXtrNvtYjgcolar2WZ27p9iVGaS3CQiPz8/x+HhoZ0rx+0dl5eXZsrh9pEkSazuSZKg1WpZnennYF8xHysAHBwcoN1u49WrV7YgaealH3FtbQ27u7vY2NjA0dGRZeB5//33sbW1hZ2dHXuGYzUajbC/v48XL17YUUA8F5NbLqj1sm8Iil64yeVu9ptxewwAC34ql8vY3t624CUGSR0fH1vOVppf+/2+pcDjGX4Ew2aziVqthmq1aiecqMbEtqkZzAu2ft6GQCn0f54gqWvgs6ZQHWNxDgpSWifthxh4ezAMBfxonUKg7C1Uet27pPS+EG+MWaL859B3JeVDanpX/spkArpbgUDItUlXj8/6xGA5CtO/rwAyRqHB8pNTJT9lTH4Ch2ieqUDfrRMpFBSjgx6SqkOSqAK/Bhh5vwKZk4bYqxRJXyBNomSyCm4ALLuMnpOo+TtpNqVWWK/XUalULBcozZuVSgX1eh0AbFM/QSVNU2xsbGA6nc4c8Etw5EHB3L+oprpyuYyNjQ3by8j9rgzIqVarKBaLuL6+xtra2oxWw/yPACzTTqVSsWCharVqm/VpNqU/8/r62hIT9Ho97OzsmIm0Xq8bSFerVdO6KAFzW8k/8U/8E9je3kaz2bTUcZeXl8jn8zg5OcHZ2RmKxSJevnwJACZYcG8kNXqOB8/U45Fc/X7ffKkMHmJWH0aocvxpCSBVKhUkSWLJGpj9hMIIhYoXL14gTVPs7u6iXq+jVqthe3vbBB89HZ5zk4wsay15oNF9t1wfQDZY6P2fFcU0W2A2it6bP7OCdkIUErq9RraIuTAmhHh+EmrXPIpZxLIANPZ86DfOH/IdRsjTfMrodgrotFKQV1CTJC1iZVC69QCpmpNqh7FFo5NLNRQ/UCrZhUhBK0Z+0qnGp5qjX1BZ7/ETUhef14j9+wCYhkhQo4Y4mUxsfyH9TOwD+lsBoN/v4+Liwpge/yaTCYrFoiX3ZtaXTqeDcrlsvkv60Wja29zctMlcLpeN6fd6PatHt9u17QjUyhhAQobE52l6PTw8tANZHz9+bJaGg4MDpOnr46E2NzfR6/UMcEajkWmmFBQIvjQN01zMgBcA9ky73UatVsO9e/dsC8v29jby+TxOT0/tlI16vY6f/MmfxP37923zPgGKGX8uLi4M1KjREqzov6VGWCqVzCzFsyfX19fRaDSwurqKbreLSqViUX5ra2um7XIjNsGxXC7bWFBTZeLo0WhkJuvT01N0u13zSV5dXeGDDz5AtVrFT/zET1j0LPeDkuFpQIsHQT9/Oc/5P7beOL4hc16orLehLEaun2NM3/sd5zHqrD6ZB16LgF2sPynMeO08S8OdV3ZsXPg+T6pV8mxIzm+ucQrW5APkPcrbKFAzyblG6S9CS9kcfumXfglf+9rXsLm5ib29PfyJP/En8IMf/GDmnn6/j29+85smQf7sz/4sTk5OZu559uwZ/vgf/+NYW1vD3t4e/q1/69+aYcKLEgdN/2cNpJe+vOlBwTVkcngb4kLQhaPvpZbEzBDAaxDzqd4UDPUZtbNr3/A+jRJL03Rm8lxfX6Pdbpt5lPuN6Kei+Y5+rDS9yf3ZbDaRJIltn1CN4vz8HMPhEI8fP0apVMLl5eVM1paVlRU75xB4vW+QvjDtf/6mTJKAxoAUnvxBE2Iul8ODBw9MmyuVSpZhh3saG40Grq6ukKY3Ea8Eo3w+b/VsNBqWtACABQ7wEFf2CQDU63VUq1UDHC7carVqm/yZfWdtbQ0PHz60IB+ahlgvLmQen0XQZkqtXC5nINZut9Hr9QzsGCz1xS9+EZubm6bNHRwcYHd319LeMQKWhzdvbW1Z5h+ubyZNeP78uaX+G4/HOD8/x8nJibWfpvbj42M8e/YMH3zwAV68eIGzszOcnJyg2Wxan4QEQR9pretG1yHncsjE59eavz7PtLbMWs8CpyzeodYp72rx7c9657y6ZrXXX19E+Ii9w9crdg/JA7xXFEKkIMo1oJYDngzCIDpadi4uLnBycoKTkxOcnp7aOiE/W5SWgtP/4//4P/DNb34TX/va1zAej/Hv/Xv/Hv7IH/kj+If/8B+an+ff/Df/TfxP/9P/hP/hf/gfUK1W8a1vfQv/0r/0L+Fv/+2/DeBmkv/xP/7HcXBwgL/zd/4OXr16hX/1X/1Xkc/n8Z/+p//pMtWZIS4+IL6dImZmiE3cRd/LsjxlTSLVcpPk9Un26u/0Wibr502varrS3xQkWSbNEfRn0YfIFHHUGDU0n/XkVgcGoTBajFogo0kHg4EJPzs7O/jwww8xmUywtbVlk7xYLJr/j+CueyG5uZ8ndDCaVnN48j/NKzSv5vN59Ho9JEmCe/fumUlvc3PTkgEAsCOtGo2GHYXF0HICEwN0tra2cHFxgel0alGe1GSPjo4s1yrHkEnWNzc3sbGxgW63i62tLcshe3BwgGaziVarZQnK2ReaJJ7aX7fbteQB3DpCbVs3WW9tbeHJkycmbOzu7mI4HGJtbc2iV3d2dsycniQJ9vb2LNKXexpVEAJghyyvra3Zc6wb50+5XEalUkGv18Nv/dZvodFoYG1tDY8fP8b6+rpprX7t6P9QvMAia24eo/agsIgG5t+zDIBklet5TJbJNnaPr6OSxlB4xSH0rAf0RQDEA3qozrE6qoDjn/PmcxK3dNEXqeXTXE/BXqPl6ToiLyRfW5SWAshf+7Vfm/n+1//6X8fe3h6++93v4p/+p/9ptFot/Df/zX+DX/mVX8E/+8/+swCAv/bX/hq+8pWv4O/+3b+Ln/7pn8b/8r/8L/iH//Af4n/9X/9X7O/v46tf/Sr+o//oP8K/8+/8O/gP/8P/cGZv1yKkJpqQJqmkgOIXgALKPPOqLy8LJGOSn49S9W3iNd3kynqpIOA1RTV5kjTIhprheDxGp9NBq9UyLYjPcssHpXX6Fwli6lNaX1/H9fW1mfNo+mR76edqt9uWpJsbzalxclEwbRs309frdQNK9gVNr2mamn/z7OzMAINRkgAMkC8uLuwkjTRNDaBzuZxlwlHAVWCmP3NjY8PazcOFPbPj4uTWFfYz087t7+/j9PTUtHUG3qyuruLk5MRyso7HYwNEjiPN4BQUON6bm5vY2dnBvXv3UKvVUKvVbNvN5uamnTVZKpWs35i8XaNju92uCR/MN7uxsTETcKNm5ul0iouLC9tCwny1lUoFAExqp9ma6fXYz8qU/X/tz9jaCQXmsUz6pmMA59dbDIxCPCDGF3xdQ7xgnq/Ug0aWZhWro2pXWUCnZS+iPfM9qu37+i2i5fo6xbRMz+uA1weSa+YitlNzstJKNp1Obf+kzo3fMR9kq9UCcMOIAOC73/0uRqMRvvGNb9g9P/IjP4JHjx7hO9/5Dn76p38a3/nOd/BjP/Zj2N/ft3t+5md+Bn/2z/5ZfP/738c//o//42+8h1oJib6SEEApUCopeOo19VuGtLAQhcKxs0jr4xeBr09okehnBUVg1l8AwLaVaFomajPM/ELmSn8XTRW8TiAJSfRMSUamygOAeZYbN+KvrKwYMKyvr6PT6dg+RW7CZ5qyq6sr81WVSiVUKhU7t5BaJgNu6JekeVfBggyYmtDl5SUuLy/R6XSsb6jdcosJs9bQT6Z5HAkeNC1Tu+QpAjyqikDE8xopofKkDUbWUgvn+Ogm+m63awIIAAuK6ff7Zh4CYCnzgBvQ2tjYwIMHD/D06VOLNO31eqjX63bG5cbGhmnYTAp9fX1tfZ3L5Wy/JjVytk0Br9FoYDqdmp+HGXho9k6SZEYTJlinaYp6vW5rnvODghz7Sxmc32esZnwFRF0LsTVGWlRzDK3f2G/+PuUdGkSXVb6v2zwgDdVNv/tYhHnv1Xu1z/x/LTsEkIvUNcSbNYDLWxP0j1uIgNeHelOo5RwBYPOSFrCrqyvbQpWmafDA5Ri9NUBOp1P8uT/35/CH/tAfwj/2j/1jAIDj42M70FVpf38fx8fHdo+CI3/nbyH6pV/6JfzFv/gXg3WISVt+oP1fyLwzb1JyUSo4zZskHhy9pht6h5+Y3l/B+1R7Vs1Ro7qoOTK9mJoceMqF+j7JpCiBk4FRSqODXINlaF6kT1MnfKFQwM7Ojvk62YeMtBwOhzg/P7d6U3PhZnmmRqMWzKAQAhdwE6BycXFhKerUkU+tiT5QtrFcLptWxlBwanBk+AzQIUBVq1VcXl5au2jiLBQKFqHKFGyTyQS1Ws0iU6kps+4cB+BmsW9vb5tPj/sauX2G5+MxsToBh+bthw8fYnt727TFg4MDi8JlcBMTmT958sQYx5MnTzCd3uSzZeJzClLs136/b+9lsgH6ZXO516esUEDhXOW+UyZJqNVqODw8xMrKCmq12kx0tboVfFQ557dmUVGB1gvHXBt+3YTIA+qiAJgFov6ekBYXAglfjt43TxvMKkMppq15cPbPaJtCLqBFKSSsEHTVaqZCEU2oXM+ca1pPBUdaqNTUOhgMLF3iaDQyq8gi9NYA+c1vfhPf+9738H/+n//n2xaxMP3CL/wCvv3tb9v3druNhw8fvnFfSJpi54VARk2pOth+Avvn1cQ5L21WaFL6unrA9hpiVlmcWJq/kBOO2gdBQhctGRGZj/rmFBSpsREgd3d3LQBrNBrh+PgY29vbth2CJlGmVQMwo0XSlEeTHINNzs/PjclWKpWZABRuhh+Px5byjJqenu1YLBZNS6VJkNout6NQMyPgEOipcSdJYvumcrmbI6xOTk7Qbrexv79v9WHwULFYtOTmvV4Pp6enpnXRL0ewIqi1Wi2TbBnhS+GC/UOwZN9TuCkUCnZm497eHvb29lCtVjEajezYIJo9a7UadnZ2TECiH/Lly5eWyefo6Mjy4TKn7Xg8Nh8sI2oJZml6c1gtE5urRpckNyno6Gvke3ngMw/IJcNL09dngnI8CbzFYvENjUy343iBNrS+FwG8rO9aRkwrDT3P9RijGMBmtSnrfb6OsXcq3+I1HbtYvULA5u8P1cFHw4a01ZCwoyBMTZJJKDR/r76Tz/AaM2SRd9PCs4gVQemtAPJb3/oWfvVXfxW/8Ru/gQcPHtj1g4MDy5GnWuTJyQkODg7snr/39/7eTHmMcuU9nsiIPHmAI4VMgyR//zyNTt+jE8z7UOZNTp3MMU3STzICmb5bpWrV1NRUpYEsPOECgAVyALD9jrxX9zMS+BnFqMDBQ4I3NzdRr9fx/vvvo9Vq4Ytf/CJqtRo++OADk/YHgwE++OADrK+v45133gEA2+PHY5q4J28wGJg/lOaUzc1NizZlgAq3M+h2FGqm9G/xDEgycPYrQU33VNZqtZlAIeBGo9va2jITbLFYtH2Lq6ur9j7uu6Kpcjwe21FZeiwUBRAe5bOxsQEANi66bYXASDMkTcFMU0dNd2Njw07jUJMzswolSYKHDx+iXq/j/PwcT548MW2yUqkgn8/j8vIS19fXFiZP/2+5XJ5xa1DI4PYQPayaZQ4Ggxn/DsGevtZOp4Nnz57ZkVn04wI3gsTa2prNT2rYqj3SFO7D9EPM2q//LFCLrV8vwIY++zI+DWkbfFlq1pxXNxWagTe3q3nza5YWGDLV6nvmUVa9fbkhbZbv0jzRum/ca9jKIylgATBBk+kvfdajLFoKINM0xc///M/jb/yNv4H//X//3/H06dOZ33/yJ38S+Xwev/7rv46f/dmfBQD84Ac/wLNnz/D1r38dAPD1r38d/8l/8p/g9PQUe3t7AIC/9bf+FiqVCn70R390merMmEtDE9xLFV5aUTU+tkA8MLJcXvdmnqy6hsrX96pkp3XnpFdA9Cns1BSZJImZ4mq1muUlZVAHALufpleGQDNKFYD5q/h++jKPj4+Ry+VwcHCAnZ0dPHv2DL1eDz/yIz+C9957zza1p2lq5x4+fPgQm5ub+OCDD0yrajQalsycqeGoZe7v76NSqaDb7eLs7Mw0JG5l4N47PSNufX0dpVIJz58/Ny0wSRIz+9KUyv5KksSSAlQqFfO/EYQ4NvV6HYPBwM6BzOfzlqOVyc2pFfG3ra0t02hZx16vZ/tAabokEFGrJXhznDmmwOu9jsydyveurq7avkfel6Yptre3TXA4ODiwvZXVatV8htRgV1ZWLCm7mnr5n5Gx1M55wgnNWdPp1IKmWF9q4cPhEK1WC2dnZ/je976HwWCAhw8fmt+zVCrhC1/4goE8Baz19XXzmXOtqtDo15AyTF1nWRqSX4NekNW/LI0uZPpVP6kv1/OEkBWJ19l2XtNMRL5NXivUckLAEKpLrF9D/RW6ForRCPHomJLgA64UHDVzmt7vATZJElsXXNf8o2VrEVoKIL/5zW/iV37lV/A//o//IzY3N81nyEwh1WoVf/pP/2l8+9vftn1VP//zP4+vf/3r+Omf/mkAwB/5I38EP/qjP4p/5V/5V/CX/tJfwvHxMf78n//z+OY3v7mU8xR47Sfz5siQBOYHTCeun5yqjfCamie99qh+Q1LIXKCArvfoYvST3vsfyCR8m9M0tRMb6CuiWZSnU5yenuLFixfGxOjT43aD8XhsBwRT06KZkAnEOcFWV1ctYfXh4SGeP3+Od999Fz/2Yz+GDz/80M4hZGDIy5cv8eTJE9Trddu/eHp6imq1OrNFgkEmBDQyYwbqDAYDnJ+fz6SaoomUx1ERjLa2tmaYJs177HeabdiPBGDuq+LCpL9Ss9Ron3MMuQ9StUD6QZIksYAWRnZqkFC/37fjwXh0FzW2NE1tk//m5ia2t7dRr9dnshqpWZMJBQqFAk5PT5EkrwOFNKIPwMye2OPjY6RpaqeRNJtNFItF/NiP/ZgJWlwXtAJQsCLwU+vVlHeMLO52u3jvvffQaDTw0Ucf4fr6GtfX13jw4AGS5Ga7SaVSmREQ6GfmlhzOSUYh6/FHZKgxhh4L6tHPIdBaRFsKgYq+y/MZH8fgy9HvIaF+kSDBmPAe4o8xRSF2Td/hy1OepPeH2pmlNXurGQPwGMgW02TZbsYicNsXALOSLUpLAeR//V//1wCAP/yH//DM9b/21/4a/rV/7V8DAPzn//l/jlwuh5/92Z/FYDDAz/zMz+C/+q/+K7t3ZWUFv/qrv4o/+2f/LL7+9a9jfX0dP/dzP4df/MVfXKYqRqEO8oDjTayxhZGm6Yy0SiJz5iD592eZcEPvDd2jv4ekKV5XLZY+OADGSKbTqZ01SH9XqVTC9vY2Hj9+jPfee29GU2B6MjKaNE1NU2J0K7UTbtBP09QCOiaTCZ48eYLRaISzszP8+I//OL773e/i/fffNw3k+fPnKBaLuHfvHh4/fmybx6k9vPPOOyiXyzP7M4+Pj2fOHWTfcItEtVpFPp9HpVKxMyB1MzpBE3idd5QASbCkH5QgRBAkMBIkqZFxjDY2Nsx0CMACTmiS5GkD3OLBzck08XK8uIgJLEzIvLu7i2q1ats1kiTBwcEByuUy6vW6CZ+cl2raZNuofdGMrLlbOY/7/T7Ozs5MGz47O8M777xjafna7TbeffddHBwcmA9zNBrh1atXJviwzfSjArBkDf1+37RCRhZSIGs0GhaRSxPz4eEhdnZ20G63sbq6aokmePD0dDo14US3Iam2xjWgmXVioOXBKUQhJqxC6yKA4td3jLzWGCuH98bKC/GVkPA9DzwVmP1vvt4hBSEmWGTxbK91s1zyIq7NLB5LHsDPFNYYlLdMwNPSJtZ5VCqV8Mu//Mv45V/+5eg9jx8/xv/8P//Py7w6SGrq1AnrJ5qStiEGZl6FJ3jo+WJ+4Xnp1GuMy0ijWlc/sfUdenjw9fW1Mb5KpYLr62vzCzUaDbRaLTx48ABf/vKXUSwW8cEHH6DZbBrgc9N3mqYz+43od+NGXSbvZnYb+ikfPnyIVquFlZUV/KE/9Ics+pJmxA8//BAPHz7EV7/6Vezu7uLo6Mg0gq2tLdTr9Zl8peyvJ0+e2BmIHGduX9jc3DTtk2YTalDUnhmByb6jxsVAGwB2VBODgKhlMqo1n8+bT5FE7ZtRc9Te6ftgUM3FxYXlpFWfJlPwccsL9yaWSiWLsqMAwvlHzZAAQL8oTavU5ngPt7cUCoWZczsZVUufTLfbtcCd9fV1HB0dmfa4s7ODTqdjQQ7MisOgLM3vyz2l9Ety/yyBjPO11+vhyZMn2NnZwYsXL0wQuLq6sqAhau37+/sGxBRoyCz9ySA0m+s64RryWo2u2ywesSx5M58Xev3nkFCsfyErE+9fFCRj7QzVJ1ZWiFfqd9VuY+C+yLt8/VmuBucwPsLfH6qPAiyF0982gPy9SAoY3oenk8lrb1nkO1sTEIcygcQmr79P65I1uUmhBa5tZvAHD77lNZpFKcXTLPH8+XPztZEBnZ+fGwPmItI9lAyYoSmSGXDI9KmtMZF1q9XCO++8gxcvXuC3fuu3DEy73S4++OADfPnLX8ajR4/w6tUr9Ho9fPzxx9je3sbW1hYODg7wgx/8wM5YZAKAJ0+eoFarodls4urqaiaZOtOsMd8p60SNg+ABwCJgKeywz5hiDYBprfyszIXSJ/cA0hRIDZBaKgFZExzQJEkTK8eT72AaOvWz0AwL3Ow5Xltbw+XlpZlPaZZNksT8nGphIFgNBgOcnp6i1+tZ1CsDn/b393F9fY3z83Osrq7i/Pwcp6enSNMUOzs72Nvbs/o1m03b2zqZTHB+fo40Tc383u12zRfJCOS1tTVLQs9+W11dxf7+Pvb393FycmJ+53K5jH6/j5OTE0syTXfBcDjE4eGhmZ7JMNM0nTkiza9BMlLyAx/YFxNC563NRSgEjvo99I6QYK3lqVaXxcdCz4bq58vxoJxV35hgMa/esfpkEceNvEzrrDlutWxVarQOuqd+Ht16gAwRAcSbNWMaZZapgb8RfLwkFloEIW3PDyjw5kGl+qyCPRmLSmhkGt1uF41GwyINud2gUqng3r172Nrasiw2V1dX+Pjjjy2Ck6YvMjVNB6ZHKPGcRQbB8OR5RrzmcjlcXFxge3sbudxNMu+vfvWrtjdRD+S9uLjAo0ePsL29bRt433//fTx9+hT379/Ho0ePcHFxYcEtwE2QzP37901TrlQqtk2Dmh+jpmu1mu05VPMe8HrjvqaJI+PkFgRmtuHYsX9o2uEmeiYQ7/f75pvt9XoW1KSZaZh9hmdEUovldgoufEakcqsG/ZMUUBiRzGO7GNjDceIeTZ6oQuBoNpsWnEPzL0/z2Nrawg9/+EO89957JnwANxHlDx48wNramvlwxuOx9f2zZ8/Q7/ext7dnhzgzsAZ4bfLX/a7sP5qJmZe22Wza/D8/P8fZ2ZmNEYUdgnSlUsHBwQE6nQ4uLy9RLBbNHeAZPgUarheuJ28F4j0aIcl7FUhJoTW9iNDrQdhrgZ5HqXCs9+j7Q/EP5C2+bvo9VCf/+6KA5rdyxPptXjkh7dTXgUqKCkD6Hm9JVLcJBSu6AhahWw2QGqxCUnNrKHN7SOrygxCaFD5cOqadapk6mWPky9TJGTLbanQjs9PwFAj6lQgQTG+2tbVlE5fBF2R29+/fBwBjUoz+9NIXtw8QmLhRnuHT1Hb29/eRpinu37+PL3zhC5aonBotzZA/+qM/asy41+vh7OwMBwcHePr0Kd577z0zEbdaLbx8+RKbm5tYX1+33KqMrkySZOZA5SRJbCtKmqYWnHJ2doYkSbC9vY00Tc1krJHBBAMeH8WcsHoeHbVnzq/xeIyLiwszL6ZpatqT7msksLLNSZLMBOGsra0ZeDG6E4BpYDs7OyY00FxE/zHfxb2VW1tblj2HgUG7u7uWPo9bZGhGB16flQkADx48wN7eniU6oJmXeWWvr69xeXlpTId9tLKyYtmGmDyac2t9fR3vvvuumfWn06kF86RpapaJZ8+ezTCxNE1NIDs7O7O9nfTt0jxPAYY8wQNmLKJdhVUPnApYWdraMpoU30HG7ssJRX9SUPPvi2mRiygCIUGA/aD3cm2EytQ2et4V65tQv+j1WPCRXqeJVXOq0hKj9SXfpKBFPFgmnemtBkhgdtM+8HqSxSZ7CPxUCtP7tUyWG5pcfM5TbFFpuTox+Z0DyjIYBEJtkgyx3W7PMNM0TW3zPaMJP/nkE4swJlNN09R8SRsbG3j06BHSNMXR0ZFtOWA+Ut1GQI1VBRBqZCsrK2a2oxn3R37kR/D++++bxsI2cRvHO++8Y/lT6Ye6f/8+9vf3cXR0hKurKxQKBRwfH2NjYwNf/OIXUS6Xsbe3ZxoU9/Q1m03TtKixMfqVqeAuLy/Nx0eGf3V1hU6nY/lkWR+OB7UXtjdNU/OjqfbI7TJMUEDzLSM/mWiZeyXz+Tzu3buHarVqR3XRFMty9/f3sbe398YGf/o9CbwMfOGYcRvH9fW1bW1hMgHg9Wkx29vbBnQ7OzsmwPBoIPYtz71kRiQeWs3xZ/aeRqOBJEnsBPhyuYyzszPrVwJ2mqa2v/X58+e4uLgwwYJzkkzs4uLCDnOmv/vDDz+0LTOMCKaFh0IdI4c1A4/yBQKzAmTWmvU8I8vqFANMX1aWdqWRpVmUpbVmAXsWT/SaW+hZ3rfIO/QZ/x7y2Vh9PH/3Zeg7dCsMn/Xa/jL+R+BzAJCxBodUdC9N8preD7w5Ufg73+VNMVp2FmCSdDF6s603m6hEPJ1OZ45smUwmpj0xzRfNdgAs6nQ0GmF3dxf7+/t29NHx8TFOTk4M2Pb29vAH/sAfwNHRkWmj1BBoFtRsNeyHNE0tNRzfx3RxT548wcuXL21bBk/UGAwG2N7expMnTyxtWZIk6HQ6ePLkifkw0zQ1bYfa09bW1hv7FTc2NszE2ul0zKRHk+T6+joePHiANE2N2e/v76PZbFr+2FarZWc1aro+Ch3sD7af9aKWyQi5yWRiwTU8GYOMm9G41KIrlQo2NjYwHo/tXpqBVlZWLJHCZDLB2dmZCT/T6RSNRmMmGQK1MCYl5zzgvkL2pSZaX1lZwb179/Dy5UvTvClUADcneNCUTk33/ffft+Ar1ofPlUol9Ho907h57if9idw3Wi6XcXp6auZU4LXbgcKMpq3r9Xp2VFmapnj+/Llp3dQw2WdsF+cmz+zketI4AtXiNLOUaqOeRyjNA0KOi/IbZeJZFNNCFyHPi0K/ez4VMu2GhADPszyvjAUxKoWe4zoDZhUIr7wAr8dNx0hTFHpwV81Sy1+EbjVAztsLFDO/+oEE4tIfrylg+cnkJ5ZfYIuQLkbdgwm89qWk6U2kHgMuuCWCh/8yWvHq6sq2HdAXxCwp7777Lh49emSmO6Y4++ijj/Dw4UMcHh7a4b1qlmCeVO5XZAQhGU6SJBaxSrt/uVzGl770JVxcXOD4+Ng0IWpgyjh5ZuN0OsWXv/xlnJycmGZI7bLb7WJnZ8c0MmamSZLkjQAXHgDM6NbHjx+baY4RrtzMT41Tx5Xt1fytbDejMQnAdPpzIdJMSsCkv5NBQjynsVgsWnQqTUTUjB88eGCRoszJSnDlfYz2ZTQvwVQTodO3SW346uoK/X4fu7u7Nl4sg1Gi2r/0bVKDffXqlZncCZLj8dgCldREVyqV8PDhQ9NMua0IuPE1UlghmNNXThPr6uoqdnZ2kKap9ReFQDLURqOBs7MzEwaGw6GZdym0cJ5ym4COE38LmTKVP4R4QhZlaZMx65XnA4u8K0t79DRPI1XLmWp1IWtcSMOMWdaywNhb0xT4FND8u5T3cOy0zl7AUNCfhxtKtxogYwDkVXggbBKJSVmhwdXvlKD0upKaC0K/eyIoAgguWjJESm/02fEQ2zRNcX5+DgDmQ+t2uxa0wYw47XYbH330kWVGWVtbM7PYxcUFXr16hadPn+LevXvo9XqW05OnebMO1BC8pKmZYwgmDx48wBe+8AX88Ic/tOw59ON98YtfxM7ODt577z07KqnVamF/fx9f+cpXMBrdnF7/ySefoNFooNFoYH9/33ykg8HANEr22/b2NrrdrmnR7JtCoYCDgwNj0O12G1tbW6hWq2aipvbBY7c08476xABY1Cj9pAAM/AmmnU7HAIQmT4IZA3I06Tn/BoOBJQ3gflH+Ru2efue1tTXUajXb2kIAaTabplnxHEgCFYOyKJRUKhWLEubZjl/4whdMMNjb28PKygqazaZpZGwDEysQfHd2diziVZO9cxuSpuvb2NjAw4cP8fz5c0sewT5hRDL7j1o5UwNSKDo7O8PR0ZEJiNVqFTs7OxbtqEnhNdCN4BnaU5e1JcLzh9hvShodTpDSKHtPygNC7/GumVhdPMjO0yz5jA9oigEf/89TLvx9yos5NnQjAa9dNxRiOI5aRwozIWBVQFXfs75rUbrVABkjTi4PbgwwAbLPb/OD7qUP7egQSGeBp75TJ5kuVvqtWD61FvoceS+zyXAzPxkRM9jT7EatkBGBp6enxjhpZiuVSpbZhFsOmF+UWob2k7adZkFqujRXUsP7kR/5EZRKJfzgBz+wKNtut4tHjx7h0aNH+Lt/9+/i448/RqVSwdnZGer1Oh48eGDbOtbW1vDee+/h+PgY9+/fx97eHjqdjm0z2NraMkaq5kVqyMzOw3MmeeDxxx9/jHv37uHBgwc4Pj62xAXUuBiRywWqTEuPoaLJmf3NRcrN9fSLpemNObpUKlkQFb8nyU3QDgUwakPMw8rUcNzeQa2V5mUGQa2srNj+x52dHdvmQfBkNh5q7hr0dXZ2ZuZeJjnY3t4GALx69QqvXr2ypAkELwoR3NzPTDj05fKEkX6/j52dHWP+PN1jMplYIglqk/Rfjsdji1Tt9XoWFHZ2dmbne9LqwO0+TM6+u7uLbrdraQa5v5VCEPcP61Yc7++Krd2QCTIEDiEw8ubFEBh706TyCgWE0GeSBwPPu2J11fti7WI91BrnQZT9o2DlgY/19OnjKEiQ9/nyvR+ZnzXZCevBtvFPM/EsQrceIP2gc1BCAKkTkx1JzS0EivosSVNbqdOf5OsSIj95NRyddRgMBtY2bjDv9Xp2Jh81AG4H0JMOuD2AgTnUIMkYr66u8OrVK/OL7e/vY3d31wIeGJKfy+Us4EMDh3weWGZEIXBTmwBgvqNWq4XDw0PL3NLtdnFxcYHHjx/j6dOn+M53voMXL15gbW0NOzs72N3dtX1xjx49wnA4xPPnz3F5eYmHDx8a8+RmfW4ZoIazvr5uJkL60NiH9Ke2Wi08f/7cNFkyTWA2qlOj4SgIECC59zCXy5kgkabpjJmTiQCodTEilin8GO2puUv5XmUA3DDfaDQwmUzMZK2aERnO7u6u+WpHo5HVbX19fWYcW60WTk9PzVqgZ11ybnY6Hbz33ntoNpuWuYhbgjY3Ny3iOU1f+/zy+TwajYYlVV9ZWcHm5qbllmUZL1++xO7urh25xbmkex2pBSZJgsvLS7MIUNBg8NjV1ZUFn1G44hYggiN96n7vnJrrVIPy4KRrOGZpUvLajhcwYxpnKHJdn10EvEOWNH02BK56Xwz0Q+/Sd7If/f5q9hutP0zMwTbSKsVocH1OI661b7Teat5nPfTekLVgHt16gPQUAiidAOqYD4VU8/6Q1Kb3cVBJnBQKeiFVntKTDh4Hk0BJxkpfC7Uf7lNL09Q0RKZ4Y+oz1Si4DYSnW0ynU9y7d88y7XS7XTPVHR4eolwuo9FomG+TwTYMwed1AKblMuqSdSdYX19f4+LiwgJ76HfT3J8vXrzAwcEBfuInfsIy+5ycnODi4gL7+/uWQu7Ro0d4+vSpHcHELDQExIuLCwNUmjl5liSPh+J4VatV0zgYefnixQs8ePAAW1tbpq0zQIXZiNTUwwTa19fXltSAY87xZOQug4jK5TK2t7ctIw9BnX41LnD6EDXqkm1ldiKOAc2xzM5DYWF/f9/2nfJeBuuwTQTC8/NzHB8fW+Ycalq7u7vY2trC5eUl3nvvPRwdHZm2WygUsLGxYVtpaP6k1kgTKjXgwWBgR3FRw6WgRm3z+vra+ufDDz8E8NpdMBwOTTNN09TM0/xMQeni4sL65dWrV+ZH5nsmk4lZReifZd9xjYf2S5LJ6/pXgTYGJl5A93wgRCFLTYg80IUoZlJVzTNU11CdNVDQgxJ/161WLJ8+beWX7Dtu0+J3NYfz+mg0skh9Ru6zfA3G0vfzec22w2cWDZIifS4AkoyFA+JNICGTZ0j78/fws5+IKrGzLDVR+Hf6unKiqamUkhUwm0iAYfw0ryZJYpGI7XbbAlE6nY4x5NFoZGnD2B/j8RhHR0e4vLzE3t6e+ejIhCjB7e/vW0APfT9k0pT8mKRAQ+rpu2N7CNyVSgX1eh17e3uW1owJxxmUsbOzgydPnuD999/H5eUlnj9/ji984Qt2GsXl5aVplaenp7i8vMSDBw+wvr5uzJFbCcisKDzkcjk7u5J9enFxYVr4wcGBgT+3NTBKmEE6HBtqYgQBAHYvNS4GAakWSdMjNXrg9YHCwGszE/ex+j1eGxsbJlkzRyuZAUGIJlmadEmadL7T6Zi2VywWDbx4KgcDdSqVCra2tjAYDHB0dIROp4MvfelL5put1+u27Yd1p2DEfZDUDujro5BA/yqz6zQaDUuSPp1OcXp6akIe3QW0gOipLIPBABcXFyakNBoNS6JA4OY60AxDnI9cGxRUuNYIBH4PtUZOAm+aSj3/8NdigBijmMlS3xsy9fJ6qF5aP62jB4yQiZekWhzrQmGFfab9BLw+X5YKBAUUbsmitYDuI5pLOV+TJLGkIpwPFOBDWqSCowKu1yoXoVsNkMpgFKC8ducnFTvSS0QhCkla3lcRMrNmOYJVY9SFpz5ItoFMtlgsWv5M7vdjii+ajQBYkEyhUECtVkOlUpk5a/D8/By9Xg87OzuW+Jll53K5mfymrVbLUsIdHh5ia2sLAIxRsb6a4JvCynQ6NcmP0aI8dYIb2oEbQKnX6xa52mw28fz5c5ydneH+/fuo1+t2Akm5XMbOzo6Z1Zi1hanSmMmFmi37g0kR+G7mdV1ZWTGTIU1zzAnLwBg9xYSCAYGdwUJ8x+rqqmmUzEjEPqUGyG0nFLAYLcy2kNmo9sqtMXwnz03ldhPOmXw+b2DC/teUbcDrxAOsK7fLEBxLpZJZEz788EM0Gg08fPgQtVrN/IEUqsgsGd3MpAI8rBm42ce4s7NjAUNsU61WQ6vVwosXL3B+fo6dnR1Lov+lL33J/Ia7u7tYW1sz4YpR2blcbubEEZp2eZoNTb+co71eD8+ePTNgZz/wcG5mUQJggh4ZrddqyBfe1mznKcRjYi4e/R7ic6pZhjREasl6r/6mZl+1bLAMta7xPcoH1cVAwVuFPX0fXTk09euBC8zJXK/Xrd83NjZMmGVdCco6HsqPdKuW+i4XpVsNkH5y+M/eDq/PZJk/VFLTScTBV1t36P1Z4KjlU1Ki9M3vnGD0rQCvTbZJkthmawDmtzk9PTX/3v3793FxcYFOp2PpwgiozLDCrQcElYuLC2NgPAw5SRI7WePs7MyYCic/txpQw+HWB/Yxj7SiyW93dxdnZ2eYTqeo1WqW9Wc0GuHBgwc4PDw0IKevsV6v4+OPPza/FE+xYJ8ANwcAs6/0UF2a83i4L82de3t7lidUt0rQX0lTIJMMEJDpH2OEMN+hQsnV1dUM2LGvJpOJgS6ZBssl+FM7V4sCzbDU8BmpOR6P8eLFC4si5RjTXEgTZ7vdNpMu92Fy68arV69MEmcbuHeR4MgALmYK4pxg5CrnK9vF/Lnca0tNeTqdGgi3220DRgblcDtNvV43TeLg4AC7u7szZ2bSWkJqtVo4ODjAxsaGbRdiUnYG8VBbpJuCrgjN20sNnYKVmuM00MXzjJBwrQA3D6xCmuE8vuGvAXGew3ZwfCiUa+yFvl9NpFpXrxToOlftkcKIHkkF3AhzTKRBYZ4Wk4uLCzSbzRmzKoW9Xq+H6XRqaydJEsvAREGNmr/uV1ZeTUHJA/4idOsBUn0G/K9qv9q4vYbpJ35sEvvy9T2kkL0+VF8SF7Ca7nidWweoRdDvpJqgMikyZUZyrq6u4vj4GMViEdVqdcZvkyQ3hwT3ej0L1GHwBQ8GBmDa3uHhISqVCs7Pz82URw2FjEUBnr4u+jePj4+xvb2Np0+fmibx8uVL0+AGgwEuLy+xv7+PJ0+e2InfrVbLtnzQ3MY8sNx2AtzspyuVSuafZOQox4Smm6OjIzPB12o18zFSOyewMlqUi5j11KOZOJYEXX5PksSSw6tPWbeIKGPSeUDJXjUXaoOatq5araJSqeDly5fG0JlkgIzi8vISp6enFsTCMWO5jUYDz58/t/XD7Sr7+/vI5/N4+fIlzs7OsL29bVtvWq2W9R/nKxnjYDCwbETlchmPHj0yBvbo0SPUajXU63UDyXw+j3a7jUKhgC9/+ct4+fIlLi8vsbm5aXs/GW3LVH4MuOH+XwC2FugC4DmctBLoNhZG0hYKBbx48cKsK/RhkaHznX7ta7CJWp1ibhzvbwsxZm/tUoHcl6f+NJar88m/V7/z/RS6PKiTZyiYqLDOssg/CbJ8P8f66urK4iRYf24Nury8xGQyMWGZvkWe3nJwcIBer2frmZHqg8HAgtHommHmKQaeMeiOdWH/sO1qrdMAtEXoVgMkEJ6AHri8RBQyTcTs9qp5algxMLso1IkdMrnqPdQoKO0wqo5nLbI9BMrz83NbwDSdMayekhulM2a1oZ+RyQPSNJ05mDiXy5kZg1F+PGao1Wohl8vZIb0MYGHycWpY1HgYwMIADmoW3JLASMXt7W3cv38fL1++tACeNL1JMbazs4OHDx/iww8/tMw2vV4P29vbKJfLePXqlUXEMhgnSRIcHx/j/ffft+Tbmv+TfbO1tWURjjQ5EhSB1yDFdGhclFxk9Kuurq5a/tRcLmcJBgDYWHA7Ak+8YHAS87wqIwJeH9rMucUtH2Q61HC4P5HaI99NM6Eee8YITm5ZoabU7/fNrDkajVCpVGzrTaVSmWFe4/FNPtrr62vT6AherVYL0+kUh4eHdv9HH32Eq6sr7O/vm1Rfr9exsbFhQVKMkt3f30en08Hp6Sk++eQTdLtdy5HL966trZk/9/z8HI1Gw9YzBTSuAWruHAvWn/5zapJcJ9RWuK2FbVxfXzftXgUk8gCOMcdH+QuBR02UCnghoVyBzwvwIVOm8q4Qn9L38B6Cgro+lKdpW/QZxhsQdAiI6k7QPdedTscEHWqX7XYbR0dHFgjFfas0odItsru7i1arZdaOcrmMq6srlMtl1Go181UzYn9lZcUEZvI71fyB1+kU2T4KQdRCF6VbDZBeEuLEyLIxh0ytOqFDJhUPspxIMVVdFwId0t4cy+e1vtz7NZ1OLSqRgRBMOq2abb/ft5MR0jSdORx5f3/fzGyU8gGgWq3axNvc3ES73UalUrEwefV3MiikXC7bNhD19RWLRdMsCeBMWq7O9Ha7bcc0VatVPH78GJ1Ox6Jip9ObvZN7e3s4PDw0jbTVamFnZwcPHjzAq1evcHZ2ZpGm0+kUa2tr2N3dxQ9/+EN88MEHBrI8TFm3S9APR58Yt6UwkIRgTU2DGW2SJDGtmCee0NxK7Z/gpAEA9AvXajVsbW3ZAuYmeG6Vof+OC5napw8souZbLpdtryrPh6QQxHkyGo2wublpBy/TF0NhpdVqYXt720xba2trqNfrpoETyBlos7OzY8E1x8fH1l/cqsFUcLQGtNttvPPOOxYpS60iSRLcu3cPxWIRrVYLZ2dnOD4+Np8u68EgHfqwqXkCsEhGWk44XvQhs53sV5q76Yqgr4s5aBkV2Ww2zb/NYDf+qSCq65PjTU085KoJ8QgFMeUHyrg9CMb8gFqG7qX2oEjgp9avgKFBjswXrMIvhSsCIUF9NBpZgofhcGj7alnfXO4mxy/7nweNX19fm7uErhH6l/P5vI0j/cIETqYW5He1ILKuAMwyxz7T/17rnke3HiBVc+OE4kRQaUL3Ial/QSWKkF9B7f4eMFW6JKmtnpNESU01/O7NNPRbkfkygouTRk14jN4EYEyE0h2jHGnTX19ft3MPp9OpmZ50Yqm0OhqNDHTp+6JJloElhULBAnmoHTNwpFgsmunz5OQE6+vrdjLF4eEhnj17BuAmDd7x8TFqtRoODg5weXmJlZUVC8w4ODiwiDeabik17u7u4stf/jK+//3v4+joCKenp3j69CmePn06k26M5phOpzOTNxR4nd2fe08ZmJOmqUWA0sxKzXB/fx9nZ2embRPwODY0vzLoCYCZguhb0Shm3eRMBscxLhQK2N3dnfHVATfaZ71ex+bmpjFCal+M5qSZlWZRBqgQJJjMYTweWwQp5yKPOONYcksPwefs7My0VZrQcrkcDg4OLAiLTCxJEtRqNZydnaHRaOC3fuu38NFHH834tPhuzl/OXYKbjj/7gW0jmLK93CfKo9/Y94wCfvny5Qxw0GLB8UmSBDs7O6ZVs17KW7ypVUFOyyavUMuBapy0Kih/Ug2I46HuIs4B3ZPs66DuAAZpaX5gNeuT53Dt01xN4GK8AIVoAhtTGVYqFROiWQbHhm1iNLee/tPpdCwdJOuvJwUxEp7WMNXWNeaB7+V6ovCp5nHt10Xp1gOk/x9yZIee86ZQ/5zXGL0WqGWEJBJdDCzPLx5vTplOpzNZX05PT9FoNIwZNBoN08y4sC4uLtDv9y0ykpOQk4aRhcCN9shIMJpzqZ0wmtObYBj5yuwk9A0xcIJHULGO3OJBkGRgyMuXLy1CslAoYG9vD6enp0iSxPxMjUbDFhkXJH1hDOrh5nwyj/39ffzYj/0YVlZW8Hf+zt/Bxx9/bCZBHo1FTYdBM41Gw9KR6d5O4HUEI4NdGE3JcaJARZMxzXndbtcAbG1tzYAlSRKLkmSAAjVSbodghKxqIpwjvIfRudRWuVWCWiUXv/pfyaBV8KpWq0iSxLTzfr+PV69emYmc9cjn82Z6J0hTMGJE7suXL83CwWCKe/fumdlVT37J5/O4uLjA9773PRwdHVnyde5LpWChZ3VS0OAcZTk7Ozs4OTkxgYbRxdSKeH4p/aV0B7AcmlSpWTM9YLfbxfHxsfUBQX9vb8/6WEHR8wvvXw5plDFrldcIVcD3kamcJyGA5nOM3uRWCFoDOKcJfAwyo1WC65pjoFuK1J/NE1bosuF+Xk1JSasJ+QHrSUFjOr3Zl1yv11Gv122rTq/Xs0MAGFsxnU5xcXExk4OYVhq1xPh+Z58SLDm/FqVbDZAk74zWyeT9kbzuo7L4nDe5xsrxvgGvTerk10lPEPPXqc3StNput83/yGOoCAwMNqAmsru7a5OD5Q4GA4tq1L2QBM40TU2j4AQnQ2UZFAD0RHrmL+XmbgL2ysoKGo2GpX0DXu8do4mXGgBP4WB4frVaRbvdRqPRwOHhIe7du4ejoyPzd92/fx9Pnjwx3yQ1S5rsarUaHj9+bAkTjo+P8d3vfhf37t3Do0ePzATNY5yoMXFR089HcGEwDBkQ/ZOUbHn/3t6ejT2Z8snJiZkK6TtOksQWsvdXUcr2vhN+poZArYFziGZb1T6oDTB4RTVgRrsyFRsBgUkDkuR1nlSCIOePbsbe2dmxTEydTmdmjWxvb6NerwOA+U+pcXe7Xbx69cq28KytreHp06cW3EHGS4ZNXy+BhwkgqJHz/FIGsbF9SZKY1khQoDBDpkuBhT5nAmev18Pl5aXxAgYvdbtd3Lt3b2bfpwd/aqgcR1pwgNkzFlXb85YoLzCHwJRjyWscS/Ia/p7L5Uzg5bwgD2GWI/Y7LTJMGkJrgc4DxhZwLlOb02PXVPCn0EmwZV0JlJPJxBJTADAtkftiGbVKcBwOh5ZBin3LfqUfkkJWiGfzmgbyLEKfC4AE3gQzBTE/4UKSnJfQ1HGd9T5K7pRU6cQHXgOEmpl0P476IRihRwmOfjwAlhmGC5H7yHZ2dswMxAnLdtAs0u/3bQ8atRWVoDh5+TylOw1MoURIaTJNU9tsTfPI3t7eTGYZggb3BPJ7v9+3PYkEQt2gPx6P8eTJk5lTSobDoR2Nxa0NKysr5pPk0VE//uM/jjRN8bf/9t+2tHSXl5cWiVutVm1PIgGT5klK5Bw/1Th0DtFUze0itBTQpNnr9exMTDJ6BhUBrzVUkvrNNfmARiTTxMcACZ63SG2Wc4dnJPI8Svbz5eWlmcqpQbHetVoN9+7dMwCkNkXfLKXv4XCIYrFomv5wOES1Wp05q/HJkye2hYZaMX2jFPi4LehrX/ua+ZZZr3w+j06nY9mPNL0YwU5TDmokLbcdUcikZeDevXu2n/bjjz9Gv9+3wKaNjQ07W5JjQY2Ffjd1c1AjZbYhAJYliuZoTTBA6xIFDNVs/HwjLyEQhtw8PAWHAXm0RFCzI1BR+Lu+vrY+X1lZMRDjPTTt67uZtYnrnPyGAKo+TVoiNDUcgZVCOn3aPIaNAimtNABsjhSLRezu7mI6vUkYMZ3eBGi1Wi3rWwr8XI904+gWD3WnadsAzIDoIvS5AEgPePwfmmTeJMGB1us+SEdt/hxcr62SFFApNfE5AAZSWh/+p6+u0+lY5pxCoYBHjx4Zs6TkS/MUk5Bz0BnYQWmcZlJOIjWXkClxwSiTpkRMMxQnMZ3o3F/GkP16vY4nT57go48+siAKSuHFYhHj8U3u1FqtZnXe29uzUzPoY2o0Gtjb25sxXx4fH+Pw8BCHh4d2ugUTXzebTezu7qJYLGJrawt/4A/8AdNYWJdGo2EHCfNcTAIjFxmz5gCwQBiVoDmuZMD1et3S2QGwUPQ0TU144ThoXlEyPzXJqaTM+UZw0jEj06L2TV8pU6mphkEGpEIbA2W4TYiCUb1eNy2fwhHHmHOQ/XN6eorhcIh79+5ZIBABin4oBlacnZ3hk08+MWbNRAyPHz/GV7/6VRsn3ZbBRAhMA8h1wWOsms2m7bXkPjoKeRpRTBAEYIkLptOpCQoEuVKpZKY7XRf8u7q6wrNnz8wlQWGIOW15mgr/9GBy1fzJA3zUqm4H4r1qYVD+4w+qZm5hlkvwTNPUsmFxnzHXqgKLvlvXgvI1WgAoxPE6k1Qw6MYH5zBqm/XkOFNjpPDEdqlro1arWVQ/faccU810xfVAsA/FfHjBRIWCRehzAZAkD47e5KkTTokTUjU/mhd1A+w8TVQj2fQdGm3FBT+ZvD79HIBNDjIq7nsDYNIpTV6UXmkqJWgyM4VKreo3ozam2qba7QmqNGOw7Wp+pfmOTJqb7Xu9npnXvve975k0SZCbTqeW9YSnTJRKJds+AsD8YfV6HdVqFaenp5ayjsnHDw4O8IMf/ACNRgO1Wg3tdhsXFxd48OCB+VJ//Md/3ELMj4+Pzd+0traGra0tPHr0CHt7ezg4OLAUc9w+QdM0pWA1Z/m9VjwthMyGx1bt7e2hXq+b745aqErMOmfVXEYzlgZOUaCi2Yx+JY0ALBaLlhQduGFsmg6OeXAJpmSkDIThQceMSlVzop4qwiTlNJMTgClIMWCD855zhUkqqtUqHj16ZHP+8PDQki4QZB48eIBGo2H5X5n27vLyEtPpFLu7uyY40WfFsWcfjMdj27rBrS+dTsd8r0xuoUIg5yqjWJMksaQE3KqgGmKa3kSOX1xcoFarYXd3F48fP8be3p5pKppflP46mjxZFlMiUmBXvyqf5RhNJhMDe7oUNFcv+Q/LYWQug9VU8PJmfnUfUGOlUEeexfXA9UE+Qz88zagMUKMlggFQnCsaIatbnZIkmcmzzP46Pz+3qGX2JSNuqXSo5q1BUT6u4vclQHpNTkm1Onai/g+VQ6blJSOWx8ElcQA4EX2kql4nIHOy8b2ckFxcTNelEZSUzNQ8w7YwvZnmDKUkrRGm6vNQkwtNFAqUZPKlUsmCXyi1M6p2e3sbJycn6Pf7FoXKU+qHwyHOz88NILvdLu7fv4/Hjx9jMpnMPEtpstVq2T5E7vfjWYOHh4d48eIFjo6OTBg4Pz/H7u6uMYBisYiHDx9ie3sbx8fHaLVaSNPU9l4dHR1hZ2cH9+/fxxe+8AU8efIE0+nUtiqkaWqBTtRONOCAPjGefUh/KMGTjP76+tqi/FRbUMBTZkGmRqBUYUcjYxl1S5M2ALMm0AxMvyL7j1ri5eWlaZA003FOUlumnzeXy80kJK9UKqhUKralgm2ZTm+2RjAlHQOVGMxBQYl9SOBO09T81tTEqNmTYTMBAM3Ujx49Qr/fx9nZGc7OzszMqNHog8HAmCndErlcDsfHx5aUgttouFeU2he1bB13+sqHw6EFkXEvHvdqMpqXWqT3GRP8uPbpmmFwE/2XFJwZh0ALhWr8Z2dnuLy8NL8555Ca3FWLo4alBw7QesR5SEBili2CH329fLcKEsqbOG/ZRp7/qfyS2iytIgBm9jRz/vN6kiSmnXLLELedcW6osK88l/95Tfm9Cjnz6NYDpDeZxoAyZIbV53ldJTD9TwbHyaL+wzSdPfDYmyR0r5FK5nx2PB6bJkTTCINXGIW6srJimT8A2ITh93a7DeD1uXY0EdEUxUlB4KGGlySJbaIHXh+5pDZ7Tl5K1TQH0hlfLBZt8zcA3L9/3wJ4aIJl/bhnjVoENcNnz57ZAn358iWePHliycg1wIW+v/Pzc5ycnKBWqxlzo6RLLeDevXv48MMPLZiE9e33+2g0Gnj58qVtbn7nnXdwcHCASqWCJElmTEHMjqMLkXVnP3KuULLN5/PY2toy3wrHWucXmS+ZDn0sKohxTyTrocFY6muk2fry8tKkaUYZqp+GjIVjs729bcE0u7u7lrWJc4hnPaZpasdV6T40Cgw7OzuWq5cWB+7TpVWEfUiT7MnJie2PZRrDe/fumSmNTFQFDEbecp8qQYE+Mr6f673T6WB3d9eECpqBAdicr9VqtmeWn2lapu+MW0g4ftRGGThCLfbVq1dYX1/Hzs6OrUUKtJpDFHgdd7Cy8vogbDUjk1cwsIWBWbSIHB4ezlglCLDkFxqlTeGTAhznHIVpCs7K0+r1uvVFp9OxvYv0PbbbbfPJM6iKrg+a52ki5Rz0wiDN2nqmKq0t9XrdtvTQbUHBRoFP3RfePaaf1ay9KN16gPRMS9XpEBCqLwl4fcafv0+/+6Abku6n0YlFzUN9Ix4s+Tu1Hmb4ODs7s4HUScnF6suhqYTSFCe92v9pGuN7GVmp7aMphG3xDnpK9UmS2HuazaYx4cPDQ4tGLRaL+OIXv4jj42MkSWKb1Rk1SQBkhpXd3V3Lzdnv9+0sw3v37uHZs2fGoJjhhiZnbolRjYjSeKVSwY/+6I/i+fPneO+992ZMlRzjq6srC9xotVp49OgRHj58iAcPHphkTAmVQgMFIxUw1ERK5kxfIf/zOT6rJltuvKdEz/nJEzCA19lhyKg5tsxUk8/nzc9HMOV2E5q2ePwZ986SWXI7EMeWGjU1VEYcJkmCk5MT5HI57O/vW1kMAiMjy+Vy5ntmpHW73cbGxgbW1tbs6CLuleR4cssKtUbugdzb28Mnn3xi/UHtmieX0DTMdTcajWzPo55cQ/NvvV63JAU0j3Pr0dbWFr7//e/bFgNd49RWG42GbUkgeAE3Qurz589NGGbfasSwWmsoMFN45XrmmuXaomDDsdza2jKg4V5E1eg4h9gXfC/nsR5/x1yok8nEjrbjum82m7YHlzl06fbJ5XLY3t6eSZhPV4WaXenfJZ/i/CT/oYWD64KuG44Jt6+tr6+jXq9bdiferyZUtSKQrxEX9LOO6Tz6XACk/s/SIL1/kB1GQAk96/2V2vFapu909SNxMlN65jUGMzDlG80rejQQwYqSm2qxlEgpORI4Ccp8L6VjOtx14ZCpM1k3y6OpTgNICBB8F03EBJJ6vW7bP6jtcpE9ePDAEl4zGImSLDWHk5MT23TebDbx+PFjrK2t4ejoyBYqF1ClUsHm5qbtGb2+vsbW1pYFeiRJgnfeeQc//OEPAdyYIC8uLnB+fm7MiqYh7iVltp5Op4O9vT2TWmmmotRKZkMTJbVuSutqkiVzU+mewhEXNE3qDKUHYP5mBtfQ/M738/lqtWq+GN5Dczxz1lI4Yq5UBupw20u9XsfKyoqZUemP5T5c1uXFixeWcYam00qlgr29PQNdan4ayMKtHQ8fPjTwG4/HZoZlVDD7j2ZeZoViebVazU4goVDBiGRGVb98+RLtdhu7u7uWlanRaMzkeH3x4oUdeca1wCO+2F6u4Y2NDfOFUfOmtUcjkOnz5D7KTqdjvnRahAhknMPUGukv5j7EtbU1HBwczMQncH4xmp1Rwcy3rL5immUnk4lZctTn1263zdrCWAce+UWXAM3GGvBFEz2VAa41mk+ZMWlzc9PK2d/ft4AcCh0asa+KC/kXBRENTNL4CcZx6NrxigwAE2A5lhynLHecp1sNkN6kqmZWDaahiTDWMRpZGDK5all8j/7uy429i4MMvLbd0z/DiUdtbmtryxgy609fCoNoABjgcmGoD5Lv4UJWvxY37/L61dXVjAlFw7lpcuME1qi3JEksiXA+n0e1WjVNbXt7GwBweXlppyfQn0X/CiftvXv30Gg0LBjh4uIC9+/ftzMgNRiCDIYLpdls4vLyEltbWzZOZK5f/OIXUS6X8cUvfhHX19c4OjrCD37wAzshhOPHRMkEoIuLC2xvb9veUwAzJm41sedyOQMISrdqCiVjZP/5sSPAUlundkqJm3OHQVE8F5Q+JrZBg4FopuQcA2DSOBkN039xXnFbSKlUsryX6h9L09T8hYVCATs7OyZIUJrnnKBv7Pz8HKenpyiXy6hWqwBgWhGZLrVk7o8kIHINcI8prRj0xfOkEwpq1H62t7fx7rvvolQq4e///b+Phw8fYjKZWHJ++rCodTLIi/OJex5p+n3+/LnNe25V4jyg5UIF5uPjYwyHQ3M50F3CzEYMEKJGy3FSnynXJdc1eQrXMPsYuNEUr6+vbe4xoIbtIfAR+GlSp4WBc558gSZ0Jo44Pz830z/nOH2dHE+afhlYxbJpVgVgghujg+l2UZ7KOcyEANwyxDWl22IU7FRT5J/Ge3D81Ay7CN1qgPRAFfud9/hr/K4OYnUUKzh67VN9n0oKjt6mT9Dhd0rB+/v7WFlZMUmTUYbMmEPGqE5+9W1RA+b9ZCSUrjSUG4AxaQbGALA9iL1eD7VazSbiysrKDNhqxB8ZA7PTsA7r6+tmimHQBp39lPoJ4ltbW2i32yiXy7h3755phNR8Dw4OLGfo+fk5Dg4OjJHQvESJneYb7rXb2NjAkydPkMvlzCdJM9rOzg7ef/99nJ2d2XgxaxD9pIywZRAOmQw1TzXxAK8j65QpUdvx4f3e9KNlMQsPhRD6lDiWrIdqoBwXMiZGJGqUpvpxuS1GI6HJ6CikcA8bNS0mlaYg9ejRI2xvb89sDZlMJrbdpdFomKBxcHBg5lWa0DTlHvA69L9SqeDBgwczfcJtQtTI2WfUIKkZrays4OnTp/jyl7+M58+fo1ar4Ytf/CIajcbM+Zc0KZ+cnJhF4uLiwiKxWceTkxOsrq7iwYMHAGDtJ+NntCaBt1Kp4Pr6Gjs7O5ZAY2tryw6I1uPa2E/kBRwvZrYhL2DwCzW5XC5nv1FbZLAQcxVz+wfBlDyBJmGuX651WqsYpDSdTq2/yNc2Njawu7trlh/lhfQJM4sS5y9/1zVGHsB5TkGALhPdDUDf+Lvvvms+fV7n+qGwQj7NdaFWPI0l8VbBLLrVABmiEFCqpK+g523YypDUDMvJqR3LSeR9kmqi1PdzkvNZ+tXITCnJa8Ll1dWb8whzuZydEsGgDjI9Ti4yUE4+Ose5MBhMwzB4LgpqUTQ1MYqN2gWZrS5Umgl9W9vttkWUqq+Um9NpAgRgEifPnQSAnZ2dGeAdjUZ2vBXNT81mE0+ePMHh4SE++ugjAyKaTtm/BHimqCPDKBaLePz4MWq1Gra3ty2HKxmDmp6ZA5eJ1UejEQ4ODrC5uWnmTz/PqNnSPK3MgiCk84T1Ve2AWy3IhHy0M0GNUj/N4UwGr8FbanVgHXZ3dy0E3wcEpWlq+U7V5MtzQAFge3sbjx49MiGFGq9GLjItIAAzjXc6HVxdXVnUK02AFAyZfIB+O4I1fafU4PRkDibC2NzcNBPykydPUCqVbCuQmvoJHoeHh/aZCe7pd6U5l/EAT58+xfr6Oj7++GMUi0Xcv3/fxoX5cCmcUPjgOFBTpZCj+/i4/tV1wbWv/m61IBGYGSw1mdycobm3t2fBQufn5waYqnWphYrjxPfTRUIrDIVC1oFzUQPLNMiGFigK3hTyKbxTM2UZajGhhYM8lnyS7qa9vT0TOChEsY/Ix/kc1xb5ggZPqvKzKH0uANKDYpa2yN+9JO9BjROav3lVXu9XLSL2Lk54Mn+V0mim4ekUNF9QIyFza7fbMxvX1QxDEKCJVNtCBkmGQA0gn79JOH1ycmJASTCnRjAYDMzPRX8YFxQnJCXH4fDmIF76lfg796LxjEL6VK+urswkSMmSB+bSP8KsNJeXl0jT1MxtT58+tSOT0jTF+fm5ZZKhRrq5uWk+xGfPnqHX62FjY8MCOL7yla9gbW0N/+Af/AN8/PHHBgwALAMJpWguZI4dg0N0LnBukClR0GKZOg8o2VLK5/WVlRUzq9H0Ox6PZ9KjUVjgOJHR6DmZnJeMKKWGQ62LmgjNnPQJkRlSGFJTLgUnRk82m02rW6vVMl9xLpezKE9qWWn6epsN+48CH0+JoP+TbWd/dTodG3+mgmO/MNqY7oJ6vY5yuYyPP/4YR0dH2Nvbw6tXr3BycgIAZspcX1/HyckJqtUq3nnnnRkhkUEpJycnuH//vvk+q9Uqtra2LPKXggGZ8u7urq1PamoEDxLNnExVR+sHmfdkMrHxpeC7s7NjQW7n5+fmj2Q/UvDg2mQ0OAGcc4ZbvmiJ4DYVlsftNEwaTxOraqIUotQXuLp6k7SEQV3q+yNAEqw4N9RPmiSJBSICrw9roNDkg2u41riuCNo+GFJxQN1snldn0ecCIFVD9CZRIH5cVYzU7KV+Rt/hqm2qD4IDQUmGmh2ZGstgJg9G9VFTqFarFqEHYCZVFKVOb05gVotGo2FBPtRi+D463plZhhI1+47OdmopjHJT0xADdth2mmZZD+57BGDmlnK5jIODA8vnSk2Nbcnnb06KJ3PgGFBKPTw8tDLZz1tbW9jf37fkAzSLMnr25OTE/CzUhHjIMCXocrmML33pSwBupNWPPvrI0qjRj8PFTvOZmi43NzffmBvKRHQ+EsQYjMU5wvmh+2SpSVDToLZHCV2jrqldUzvVOUxpnXNNmTrrRMGH/d7r9dDpdEyDoDWi3+9bWkNu/WB2J0YB0w9WLpet/9S8fnp6iuPjY9y/f980D265YdCQmqRV09IgFa4l9gvnEU3r3W4XL168MF/Y2dkZ+v2+7bOsVquWso5JB1h39j23n/As0Xw+j69+9aumAVJg0QQKaZpadiXNVsSoWt2SQuFXrRtMKUgtWwWvNE1tfyrrwDyyBAsKDNw6pUDFhBJcy9RuNbJ7PB5bhCu1ePIf+gYVKCkEMpAnl8vZ8Vfks3Q5TCY3CfY5N1iO+hppXmX7mMRje3v7jQQQFB7If5UnK4/2GBGyMGbR5wIggdnkv1n+SK9iayfr7wQBPsd71EzKCaODoQBIRkgTByVUMsIkeR1YQBMSI/y4VYEbmZmOTU9UZ5lkYHw3FwKlW9aBv08mE9u0z9RO1WoVg8HAmHiz2US9XrfwbgI3bf/A64TMLJ/+Kpp5aJ5eWVnBu+++i+FwaAeoEmguLi5w7949M80wGwoj6HiY7r1799BsNmdOMtnf37ckAPl83oIiyCQvLi4seTq3lJycnLzhv3369KntD/zwww9xeXlp0jgZAzUeBrGoAOKFLQ0I0HeR6VNYIVhRG+ec4RikaWo+IgpDZLhp+jpJs5rRyFDJwDh/abngn34nw+I8TNPUxrnRaJipmmZWNZdTyyVzU7MZNVSWQxP1zs4OhsMhnj17ZqZA9ddy21Ov17OcnIxypVBCEy61qHw+j729PQAwSwVPrqF74enTp9je3kaxWMTz589xcnKC/f19PHv2DNPpTRo68gAezs2AsocPH6Jer9saIaNuNptm7eB+1EajYZouSffrbm1tWXAZ+348HuPVq1e2bunXZHsYvUpzLgAz3WrgD+cqLSW0MjAad2VlxQKhOFcorHJNc96oW4BjQgGTW4Toc+XeTKaIZGJ4nhpSq9VweXmJ8/NzE8bIe3O5nIGqJkKp1+s4ODjAo0ePsLm5aRYwzYSjFjnyROX5et1rlovQ5wYgVXrw/kEFOu+DVFOXdpwOHn9X8qq6aoz6vEaXqg+Kps7xeGxm1iS52fu4vb2NQqFgmWtYnjJSgiInMv8TgLl9g5oeQZPaApk7z17c3t42My/fR+2QddG9eVyk2k80y9KPxb1vk8nNPrp33nnHtFgNNiADJJOtVqtm7jw/PzdTKdvLd1cqFdy7d+8NnxbbTCa1tbVlJiaVQAEYE3j8+LElHH///ffxySefmMafJDfJFLg1hT4v+o1p4tG5qAFaBEz1jXAsaXqidk4fKIUn9hOZAueyRr7SrElw4jymFYB14H/VHFWY5L3cV3l2dgbgZoM682NyDDS4otFo4PT01E5Bub6+tgOJuVl9ZWXFcuASjFqtlmmpbPfFxYWNH7P5cB8h526r1UKn08HFxQUqlYpl8FldXcXp6alFS6ZpihcvXlgWpp2dHfOnf/zxx+Zb5jXmCqarAwDOz89Rq9Wwv7+Py8tL2zYBwHKd0tzIfapMQMDsRtPp1I6qo5ZI3yt9xxSk2D8afcntFBTQuBbV38usTbSW0FfnXTwUXOhKUZcJ97OqBkg/MgVsxk7QokVBimuL4K7WEK4j1Vg558mryavIP8vlMur1Oh49emRZrQjq1EpV2FS+ngWA6i5bhG49QCrw6TVd/L7DdMKQqOmoqVSZnJbjr5P4rGYModSvgM29VIwUpAbEgBw9lYBRpHyW/kjma+Xk42RvNpvGbDc3N2cWJBk1kwPr8U9nZ2eYTCZ25BHNM/RLceJR42Q51Ga1P+g37fV6pnFR4jw4OJhxltPnRj8nT1s4PDy0TcaUzkulkp0HSc2QKcooLSfJTZQmTwIh46B0z0wlTApPn9zq6qolGAduMqVQ22QGm2aziU8++QRra2vY3t42bZcno7PfVQBjW2k25ALXLR66uGm2JNOgOVG1P+B1xCz3KCr4kjmRGeq60DI4p3QfJ/tjMBjY5mzeS+ZLf3GS3KQCe/78uSWsLxQKJtwQECh8cayZYYXr7OLiwrS5R48e4fz8HJ988on52Bn9Sq2VGafIZGl+ppmSey1pLqY1RLPdPH/+/yPvzUIkT7Pz7ieW3DMjIiPXqqy9u2dpWcPIA2L61pYljPgwSBe+MNZgfDXIxli+EAJjJNuyjG5kg2VhjDC+EQIZfCMZZNl4AUtCYmzNjHqmt+mqrqrcl9hyz4yI7yL5nXzi1D+rq+XPH5TnhSQzI/7Lu5z3LM9Z3mchAAjI6ff7ofgQVQ4tohzs7e2FMgr0imV7fn6u3d3dqEvMQdlEYTebTVUqFW1sbATsTCk/eIRD8JxugZKBK2Z/fz8gUmgAFwgC361AV2bd5YKixJ4qlUqRE+vQJcpJdiOwlhyC7tWIEMBAtvv7+yNBfyiIXuQfPkYa0uLiYsRKeEwIaSjOd53ve7S9075Dsa/aXmsBeZO28DKYteh6DxPmJwvPDLdyPb9hjAgwiNOfBZzKs0hQ9/QEcgcpgs1z3X/JPWiOXmUFhgIMVSqVwuLBWoKwgWIgTHyZ+A4d7oVBANE45OsRug63ViqVkcot+BOLUgiAtTqdjqrVakTTUVyAKiuE63t+IL4q+uTRvORclcvlyKuDWW9tbY2Untvb2wulAw2W//GzkHO5s7MTqQL1er3Q+c/YMrzjwTVYxKyt19PFV4riRSg9TJF5doHnsH32S7qbwV0Jbq1w8oofVItlUCqVdHBwoFarFYyU/FQUkK2trSgyD0zYarVGfM/sF/yH1OKdmpqKXLr19fWwzjjL0ev1AgMPBldHIpFuwTFZ5+fn6nQ6gZYcHBxEgYhvf/vbcc4oFZnW19ejKlCtVosAERRGSbF3QIWIjL19+7bGxsZeOLwcfz6WIqkqIEpAi8PhcKScHWvm6BJrA8yK4IM+KZFHziD+P9YNWmI9gWXZnyjclHZkb7L34YGeUoZij/VHwBU5rJR4xOrvdDqhKHLIAbzNc0FZWwJ3EHrOd9lvmXdD21wLjWdX2Ku211pASqNRorRsRmcsWhqFTNFO3MHLtRDyTZFPbtnxv1/v4cXOREmqBw4F8qPIMoLy5ORkpPoJBEUFDCpUIJDdYQ7MiLbJPCBUITq0VoieoAeCI4BXOKhYUoRdo0GzYWH6bAJgV2Ck2dlZLSwsxOZDYJDG4mdGUv4OC4cNj0DOvjesKeka+p2bm9Ph4aF2dnZUqVRCq/dI248//ljvv/9+hM2zlvfu3QsLiehOfF8HBwdRvcVTU26iDxgOFrmnsnAdUClzRwQkn0O3Dq9Cnx5440IT1wE0WMQgnNkAFxJhCqxWKpUCPkToc6QV8OlwONT3vve9OJ4M/9SzZ89CqNXr9fB3I4SwVg8PD/Unf/InkWfLUWbsEaw2oH/fk/fu3Yu9R3SzdAX9tdvtgHE/+eSTOIMU+O7dd9/V7u6uFhYWVKlUggaBuNmX29vbAQn3er3I0VtbW4voV2iXcc/OzkbeIJYYQob1p0gICAQ/KJKu0JD+RfAZn5GWg8LL+zzaHKHEWiOIsjLFvbhUsOCJL0C5hhbhKSh3BDiRIwvNY3ETte/+ZFca2ZtYjozfLUQXhigECEv+5+8ien/V9loLSB+oCzcXRI5r83dmEi4cs+/SzXK/z5/pkKwLYxeGbAYEpteiJGo1a3owRoIgOE4mn6Tg/UZjx1fYbrcDdvUNAUNmk3m9Rs/VcquDfpNa4dCZW3QQ6PHxcYSxT0xMhE+M44CwiNCe8f9gTVWr1fDLEGiDAnB5eXVSCdbx7u5u+DfwC7ZarSigvL+/H9CspDhxAs2XFBWHcmq1mh49eqRqtaqPPvpohAETDcyhy1QNcWGVLTUseL6Dkbl1CY3gZ6HBwDxcHgWDNeMZRb6Y7CPPkJOjIECXKF6SIie0UqlE5CcBV7dv39b09LQ+/PDDSIegnuv3vve9OFsTZQclz/vW7/e1vb09QjMwYRgzQTSeX0eQ0ObmZuSnImBBRvDNAVGSK0lR/V6vF2dQVqvVCBxyvzb5wZIiV/LBgweam5vT+Ph4WEucqILFzJq6IoDfDmtOUliDnG6Cy4G0DBQEigjgN6Tgg9Oc+yJRPl2IYuldXl6Gz9OLW2BB+oEDfLe4uBgnl/BOIppxE6FM4XN09Ib9hdLFAQFY3jwT5RNaZ76cv/Kd7zM3jjwnsgg9eZX2WgvIV2nOJF4Vg2Yyb9K6XRi7IHamxEIhxNwngMXFAsP0YXIwBqxKju8hwIT7pVGfJD/4QrCQqIEoXW3E+fn5KP1GyLeH6jNHJCUzDvrmEYScKkIfIHDmBQHf6/VivESgAh/BKIbD4Ui9Te5nPmq1WjAshDl+MpgwlVju378fwSAUwkbok14DxPyFL3xBnU5HBwcHccI9+XUPHz5Us9nUcDiMHE+0e/4HbkRQoYlnRAIr0hEGZ07eEJJAazA/lBo0bdaEfvm8u5+XftBPD07jt/vzuZ9rgfWx/vGDzc/Ph3/v7OxMjx490urqqprNpt57772wgGCWBG8xHyiFu7u7EW3qSi4pB04jl5eXEUxGv/AhLi4uBiSK8FlbWwsBfHFxEXAwPurJyUktLS1FGgFxBECjXh0G/+La2lrQJdDpcDiMfYb/rFK5yk/d2dmJvgKjAukyz9AOCiH+ZHdbeIEHorXZQ/AUUBKUHhTWi4uLqJWKv59Idq4D6sQ9gj+Qw7mr1avj7TjFxIPEiK3AH8uh6vhap6amInDOjRUsRZQnKoeBkGDtuuvGEbmMILKvnH973MNnaf9XCEg2VNaIb9KaaUxehmmzBfkyMz2/04Wkw6+e20UiL8yBqhvSaNpJuVyOo2Z4Btox/7MxgCcgIpLt2QgEMLg2iHWGL2d2djb8RUAe+BggVPrQ7XYjFJ8ankCQ5CVKig3NfLERK5VKMB4YOMEOlKcjYMSVBqwEmOBwOIwUDt6JD3NyclLr6+s6OTkJjZwgBk6FKJVKevDgQWzCb3zjG5E6AsT04MEDnZyc6Pd///fDN0ctSYfbSqVS/B4bGxuxAOmXp3FwHWvodOlBNh6wBczseY1e+i4zARd0TpPQJTQnXQequR/LIWcsZVI/sCRJD1laWopSZMBwRCCCDHCMkzNHrCu3lNgrCB/y4/yEGxi2Q/UodPg08ZdxAPP09LRu3bqler0e/UYB2N3djUR5BDJRu0CNb7zxhhqNhtrtdiiJWFqLi4u6vLyMKO3bt2+H3zqftFKtViNiHUtJUrglgLmBzFFUUJbIEyTKFSWW9Kh6vT4CxUKLvV4v8jZRNomkbbVaKpfLgfaQA0v5SYRevV7X0tJSFCPwnFDoHJcQ/ADeQxlKlOpWqxWF9aFdcjmZE+e3zudc8Dnyk/k0MsBlwqu211pAFgXSZOEmvRjhmgXlyyzKLAj5rEi4Zl+na3AuwAmugVk3m83w//l4uA/i96Nl3HIECsNfAoQFI0IDh4nAZD1ke2pqKjYrcEyr1QpfAZAu2jvWGozr9u3bkUCOFohgRvi4JevaNlYrDJlTIAaDQWx+LyCA0GSclUplBH7lXqIqiWRFqKIgSIo18Jqt3/zmN7W7uxua9tjYmNbW1nT37t2IKgXyBm5lg7vv2enLgwwYPxudeXWfjqd/eFAOgUjQn88vY7sp8rrIF+8uCGgKaBJlDGh+amoqGL0XIGAd6/W65ubmdHZ2FgEyKysr0WeYK8KP8XrieLvdDuFEBDHM2lEV1g3FAeUDiLZarUYRdRd0lBiEUVNknzHgp0Pw83z26cTERMQAsA6Tk5NaXl5Wt9uNHEx89M+fP9fm5mbk6DLfVLxyRYlxYUnzbucjpGCwNr6fvKoQEDbKFEFss7Ozkd4CDzg8PFStVgvr/fDwMKBgCgwQVIXAh35AYjwlDMV8dnY2CutTnQcl0s8Mha7pL+lT2ehwt5bTN/Pj/Nlpnb0GX/2+EZCSRoQIAsjhIm9MmJvbPonZ6iwSjjSud60dyw7mS1oFBHR+fh7H1PA/uUT4KD0wAnhFUmyw4XCobrcb70ALprwam5aDRREs9Gtubi6iUCFSh4lhhBz1RFCOdF3Oi3qZCFyIm/Pa8HV44EG5XI6KGX6COPdm5o2Fx3MQlmzq7LNzS5hAnn6/H3BaTmTPVsr4+LjeeuutGMN3vvMd3blzZyT1ZG1tTR999FGkOaBRkyoAtAUclANJEF4IFiBfvoMRw9SBkGF8Lij9nox+uJD0vZEVQbcsuY45oW+lUikgN0qT+VpBbwsLC+F7AkK9fft2WEDO+C8vLyNhHCYJHE7h/t3d3ahqBETOGYwol+7PRVAxdyAI7lsjNYeo1sePH6vT6ehLX/pSFBnodrtx3Bk5vSgI7GN8oeyVi4uLKHV4+/btoKH19XU9efIk4H9JIXi94LrXV3Xf8vHxcZyewvtQXIBHEYRYvnNzc/F8nuP7F/pHAUORRShSoadUKkVRBSLJJcV+hR8h2PHnozy6zxz/KvsXhAKIHuHFfsWPiWLpCCAQsO8Bh1HdYHGh6O37RkA6xOgThDZexBhcEGb/YYZK+a7ILGdhPCjFq+j4Mz1HkWLL5EERuclmp6YijNt9dDyfDYXlMTk5Gcya/nS73dC80cY40YINTPFfNFX3dSBciWoEDh4MBgFdOQMlf6nRaITfAebtkcD8wDQdSuRz7vFoNZ9/tGKsUJgOn6FReoUY3sdzUByk61J+FKL+4R/+YS0sLARDIShkdXVVz58/17Nnz4JpI1B6vd5I3UuHRz1SFWsPODNHoTqzJ4cUvwuCqkiTdkUEyN1p1enfIV3m3SF73uVpA4zDrVX2DylJXlIM2F1SWG/4mlqtVtRz7XQ6YY3jF4cZQ/NYH6SO5BMuLi8vAwGp1WrqdrvqdrtxwgxpFwiF4XCox48fa2NjI+h1MLhK5n/y5ElcR+AV7yfK+fLyMnJqT09PtbGxIUkRuXt5eamPP/5Yu7u7ATOzT8rl8sgh2NAIaUkeXU4/4AnlcnmkUAVRwNABfnno0P2Y8EdoA55EkBn7xoUqyix1d9m7fmoQ0C8WO/ndROMDhbMHqBjm0dbQLDEB0A307PwUAYnwza4JN5KyoOSaIij2pvZaC0hptFBA1hqycIMBZRP9JhjVhWnRe936AoqCYGgQEuWXtre31e12I+iGih25Tith8GiMWDykY4yNjcXmhKFICouONAHgTreY3M8gXScQ57EgMJkb968B+/qmw99Qq9VGImzZtG7x0TeCUZzpZ6HKPNInNhawMkLchY90HT3sf8NYUQSwSGF85XJZi4uLGg6HWl9fD2uK3Mg33nhDz58/jxJazBdWQrVaHbH6chQetEdfEdQ+54wJq4U5Z50kvSAAYYZZKXT6R1njb7c2nZ5h0K7QcLoITJz1h56k63KMQNMe3UyfiD7Fj4xgQHCwru5rpiLT/Py89vb2VKlclznz02eAb7vdrra3twPiJY8WGqTW7OzsbByh9OTJk9gf0pXQX15eVqVydZA0qAt+Z+nq/EogTyr5HB8f6+nTp3ry5EkcdzUYDCIitVwuR1F9AmGwroBvPQ4BFAWr8fDwMCr04CPHfeHrDi1DH17uEIUb2ua9LrxxBeF2mJ+fDyWCAhvsWxR1ImSJQgZp8bgH3EI5JQy+hXLuLojsHnD6h259P2T+/r/TXnsBSXMmUCT0MpSaJ9snOvss8+S7D1DSiEZCkAAbA6iqXC6HtgZ85lYZzMajW/G/eX6jO6fxvZGf6LAsApCgF/crHR8fR/QcqQn8EMXH5gRm8khKF2BsTgTkwcFBaLBsHJi0R+UhVD36DivK5z/Pva9Pjphl/t1fwfWsI5vSo06ZX6Jn8TfBECgeTVh8s9mMwBFgY5gvFgRj4l3ZYnOadPqbmJgIwegQHAIwb3jXxKViH4u/K0OyvN/3B4Fkh4eHQVNESDOX0DSWJf4wrAGexR7AQndLCWFEShJ9cDSFqMilpaWAbykZB9S6srIS1XAODw/V6XTiXbu7u7p9+7bu378fwqjf748oMBzojK8doU4B/ImJiShpSKFzFNO5ubkIxun1etrd3dXz58/DZ8j6UUt2d3c3Ao2azWbA0PAE1hG+4coeAhehRFQr44CPsEY5iI+zWgm64SzW4XAYVjy5k/AfAqukax+zdH3+JDVfEaisn5eDgxecnZ3FcWDEMqDUUY0Haz3TO/sGHuiWp/OI/6/bay8gszDL0UxZOEqjAT1c79BqZsSZucD0eaZDnwghfCtADv1+P0ps4SCvVCpRxoxn4YhnQzjkhuWD9gecxcGzbHq0RxcOlM/y4A8PXHENzpk70IgzRlcMgM5g7owbBpVrLLpvEguDd3uQEZuB+3iXWz5ubWaayDCLKy3ut84WnqcgEOTjJ5tcXFyoXq/r4OAggq2AQYfD69McGIfTk2u9btmhVCGwoQ0PuXe4meaKXpEv3q+TiusJo737+hIQ5mPB8id/zftP5R0ComDMKBVc5woczJMADYQt6RJTU1NaXFzU+Ph4lC5rt9sjecIcj1Wr1eL5g8FgpHjD3NycFhYWtLOzo8PDQ7355pva2NhQuVzWrVu3guEiwHj+yclJQKcrKytRoYpC5NQBRpicnZ1pb29Ph4eHAdtWKpWI4m232+r1ehofH48qMyBLCGHKxQFXsxdRfh1FQEiQjwgi4ggKKJQLFvYoiBBBPswp+5ESdFyDyweEBD4A2gUtQaPOizAEoE2UQGgSVwklI7G43W2WBaQHMGUkxGn+f7e91gIy+xazGZ7h0mwd8r8LSb8nP5sF8vwfBKL7b9zfRW4QODyaVKVSieRZ6VpAlcvlqJKDAMcfJSmEL9Ac8NLKyorm5+cDanGYl+AfQq09nJ45g5khMB0+g0myMaVrqMaVCYQJ1+DDdCseQcEmZiOxnvSF+XY/He/Na+SwelZsMj2wzqyPKyAIYSIhYbLAWPigFhcX4wglLCvC6ymrtbq6Gu/EgnLmRf94P+MkklBSKBFcAwN0+mXcPPdVtGnfKw6l8izGxNzi2yqCs0AXEEqOgOAjm5ycjPl05Qcmz+kSRFQCxYKa7O7u6uDgIHzcHqxEJLYXl5CuK1U9evRIe3t7+uCDD+Ig5W63G6kizBk+/Eajof39fe3t7en8/Fxra2uxT/f397Wzs6NyuRx+1nK5rK2trcjDbDabYYliFW9vb6vdbo8IzIWFhTgsfHd3NwLvFhYWRqpOXV5eRuQwhQ4QVsCewLCsB4qv8yLQDqpxXV5eBmLiNI5bhzQQBDB7DFiWU0Uo/8c7EK7wA2rNEujmLgOELMaAIyEZBfE9QxASioHvfbconR+44njTs4vaay0gizSGrMnwWdHEc122TBwmukkIuyXi2DkCDM2J0yyOj4/jyB+YIdYHhMv5hSQAQ0ycIsBpCJLCwU4jqIBoMvp+dnYWxYix6PD5YN2i/TOnRcE1zCuFAdhILsTQ7BCSnprhFhCWHAJLug7IcJ+D30tjHd0qyjBrFox53RE2/O3vImABhkugChBVpVKJkmKPHz8OLR3Y7PLyUqurq3r48OFI6LkrLLzLLVzWxhkbVoGPochlAB1nyzE33ALu+4GOoV0CjkiSx0+GsPP5Z7wwROBpLCo/MQXUgDlxaxIaxTc4GFwVIiAfdW9vT4PBIA4kxk1AoAn0I0mrq6sRrCNdFQp/9uyZFhcX9QM/8ANqtVra3NzU0tJSWMooSxyP1W63tbOzE9V1qHqFcra0tBTj3Nra0vvvvx8ngFALlkpLfnDx+Ph45AXzrMvLS929e1etVkutVkuS4nr2DHmBHDLOeqNw8LfTGH5egl887xeBRPoLBSAIruOZWJus99nZWSi81DcGNctRpYyNQ7PhOY6SXF5enSPrKIAjP073vr8dbXF/Of30/Z7vcwTsVdprLSDdiiliiEWWhFuTtKxZODTG/1LxgcwsFrCma1OEPOMXoJi4M3wI24WrWzMkplNQe3p6OiIES6XrCFIgTp7p/hyItVQqjQgxGFW329XMzEwElxDOzhxNTU2NBFt4bVhptNi7w7dsFpg+88VcOmNHaBKR6iH8vk4+92xKX3Nfq7ym3lwrxppGcJILB+wLU3IfMLmYnrcHTVKk+tOaK1JZ68dCcl8q92T41JWalwnJDO36dQhHfFEIHt6JdQA98RlBGPTByyOiwbsSxVjpO3sC2qc8IqfPDIfDUAQnJiZGzhplH+CyWF5e1oMHDzQ2Nha+4729PU1MTOju3bvq9/v65JNPdHh4qJWVFR0fH2trayssorm5Oe3s7MSakvdJTic0C+y7u7urjz76SNVqVcvLy+ESoSpVv98P98rMzEyUhPPjpKBFBBbpLbVaTaurq4GwoEThd8d6RvGAjslX5PlEYoNMODJAhC95z9lSRDh7lDmC0/20RLtizTJPzh9yCcnB4Prcy0ajMRIV70LWDZHsMnG6drePox2+R/z6V22vtYAsag7TZTiIluEo15qKrssCNvuTpOtFpxGA0G63tbu7G+HqJNKXy+URqAgNHcKZn5+PoBY2pFt20rXvZ3JyciT38ODgIPoG3g9Ugk+QzeGwCxvJFQPm0OcGZsbz0AaZBw+nd0s0KyZ5/hmfz7MrK1nJyZZUpoGXbQS/xp8Ng8GSpKqQMxagwH6/H9AqNMFJ7kDvRYE1PgbW0kPXeRb3ZXg2B/lkK/KmxrtcgUJIw9z8VHesQlwIJycnqlQq4ZOVFFY1TBtrhihffHoeuMFzoDWEMRA9VhdMmlxcDx4iahSFam1tTaurq1EyEAFCBCbCkVNYyHP081C73W7AqCigVJI5Pj7W5uZmWIGPHz/W/v6+xsbGdO/evTjDtd/vR5AQqRjHx8cReEWhbhRUFEOqFFFyj2IEKGMIKJRT8hCxoKanp+MUH3gKbhsQAudR+DjpB/SEAo3ihh8UnsV19Il+uDKEyyIrsBQlAXVYWloKi9p5jtM/z3Qr0b/j3ZnG+R5LvUgpfJX22gvIrE14MIdbD85Q+Cy3bNb7851APIKVje+wHdGc9OXs7CySniFCjlMCjuIztHBPfEf4wFSka+gPf4RHo8KogKuAnIC9ELz4Jn2zurBy+IL5AApl88CUEc5OvNnKZo7dKsrjy+uRr8/EngVh0Wc3rbn7M2FU0rVGj9AA4iaqEz+ydB3Ygx+OPDWsGlemXKCBODiUyrXukyy6l/e6AuHadVFDO8/zDQ0xJoSjR6fy44ze+wyzRTHAKkTgMQ4KZZC3SGELDu1FWJICxTwh0KE9AsDwceG3e/bsmZ4/fx5HplWrVzV/b926pXa7rf39fY2Pj+sLX/iC1tbW9PHHH79A5whjkBmKIzAHDx8+DFRhcXFR9Xo9Ak6ApymCgCWHQonl6FVl4CME7+CSAXI9OTlRs9mM1KmTk5NIecFCZV+jLFNFa3p6WsvLy8GPhsNhRJTiLoEO3bUB9Am/4XQT/MXwwOFw+EIwIbyQNYe+4WusMd/x2U2onSNMKImORvADwpMVR3iMGzvfNxakD/ymliG2m6xF/85bXjAnDrQ0tFjpugQUZaeGw2HANGhQXmvQGQgEw9h4r0eLen/w/RBUUi6Xo5QWR0wBeeKsR3snIpN+QHAeuOOJ5y6oUBC8IIM/I0Og9M2Zvf+4MHUt9FWUmKwg3bTG9Mu1TreQM0xTrVZHzmY8PT3V/v5+BOoQdegQ0MzMTNTVJThFuo7k84ACf7dDjh6hyLU+Fz5fDndmq79o7rAUXdnxik4EY3n1Jc/PJV2BZ+N3dy0dfx4Ft6VrGI7anPi8eT7+dgJhBoNBRK56NaXhcBjF+il6MT4+rr29PW1tbcWJI51OR5VKRaurq5qYmND+/r56vZ56vV4oMBsbGxGsMz8/Hwf++ryDylB0/Pbt23ESzeLiYpyEgUBzn5q7PqanpyPyE7QGZQJa2djYUKl0dbYopdaod0z/FxYWosoMvIAoU2qslsvl8KUimAmg2traUrfbjcIFWHKssQsd319uiUHLrJ2ntUnX+bz40+krqMP5+XlY8KTrsDfhec5jc3PegiC+ScC6cMwGz6u2zyQgf+3Xfk2/9mu/pidPnkiSfuAHfkD/4B/8A/3lv/yXYyP8vb/39/Sbv/mbOjs704/92I/pX/7Lf6mVlZV4xtOnT/X1r39d/+W//BfNzs7qa1/7mn7pl37pBXP8VRoE4MwmC0yPcMzMNRODtyxQ/XnOzCEaL8BLqDsFkNGA2XxEjFH5hlPMHaqDeeF/wcJxPN41JsLGCboBgiI6j6O1PCkfBgtxMg6sUWfYDvexuWGczC+aOBYxTDBbnD7HWQFhXpl7GFCRsMub6qZn+ncO8bpAdF+OW3KlUknLy8tRdxXLGy0d3w7MVtKIRu8nnBAgg4Lhwg4NuwhmzalI3kdo4SYIyYWhIx/eWHv/Lo+TqEpXYDzIzQNuoBlHWxDCWH6sKxYltVH9vEfP28XVQOnAqakpbW9vB5NGyaSQNoUEyuVyKDUogwhQhDBnr9IXL1xw69YtTU9Pq16vx/iwiBCorAvl3kql0gi0SnF8t6JRGpnXwWAQQXx8RtF+InuJ4oUGyFMcDAZqNpsjBS+89JskzczMaHl5Wfv7+6EIkWPq+8KtXi/pVy6XI7XCrXrWGF6GckXAocdUXF5eql6vx3FerjD6vnaeUfSTXV/ef/hQjk3huTe5PG5qn0kq3blzR//0n/5TvfXWWxoOh/q3//bf6q/8lb+i//W//pd+4Ad+QH/37/5d/c7v/I5+67d+S/V6XX/rb/0t/cRP/IT+x//4H7HpfvzHf1yrq6v6/d//fW1ubuqnfuqnNDY2pn/yT/7JZ+mKpGu4L0+ONBpQUzShRYIx+374LLes0UNA+CpgBC7ogDK5nhqfWHUEHOA/cMYiaSQfDagEAYSQ5V2dTieIEp/C+fl5BB9MTk6OFAT2+clCwyt0eLQq1rMLW+A24EUPMGBDsT4O52bFxh30QG15XXlukWLDOmZlifvyhsw+aV9X5geoCuZO4AbMgXKBnU5H3W43ArXcyvV+O+rAnHpgTqY7oE9XDjJ07XPiNOwatCuKKFzn5+cBIcOY8Pf5nINY0HfoE3r09yLUKGlYqVTCf+Z+JSC/Tqejzc1NbW9vRwoC8wiEOzs7q3v37mk4HOr58+eRSgF9NRoNvfXWWyGI2F9zc3Phl6/ValpbW9PExIQ2Nzd1cHAQ1XgIcrm8vIzr8L3WajXt7u6qVCppZWUlFIfDw0NNT09rbW0t4GL81swZUC10DUyN1YbvmmA4oFoS6UmPkBTRxcDgOSAHRQdLjShk4FLmAoWL90jXyjOKD75I9jVKJPMNbXggIMF+8Apojz7Mz8+HkHe6LFJmnZ4z+pT3q7uWnO75zvfM/zEL8v/5f/6fkf9/8Rd/Ub/2a7+mP/zDP9SdO3f067/+6/qN3/gN/YW/8BckSf/m3/wbffGLX9Qf/uEf6qtf/ar+43/8j/rOd76j//Sf/pNWVlb05S9/Wf/oH/0j/ezP/qx+/ud/fqQ+5qs0N8XdB+NC0DVsGO2naRBFliYNpu3C1DVIfIpo1GhOBCxMTk6GnwOChSHh0yE82wtsZyFPNCz+D6xFggpIO0CTLJfLUbeUTUl0mQdXEICCAHbB5CH6TmhFc3p2dhYHJbMOMA3fhDT3M9KK0j58Dlifm5z3XOv35gAXF6R5nbGWS6WSms2mSqVSaO1o9QhInkMiObAic8NceuS1MzrG6WN7GS36uDLa4WvD/Pi4UYKAjimgj89aUqQ/OJQFHQI7k8AOXQGHuoVcqVTi+6Ojo2DiXE+pv62tLT1//lztdlvlclmdTkeHh4eamprS7du343iqXq+nzc1N7e7uamxsLKzJWq2mpaWlUFJ6vV5EV+Lvr1arETHZ6/Xi/M/p6enw6SFU1tbWVC6XIwq20+lEMXWC6qiR6rnDKFHz8/MhvIF3SRcikGt8fDyq10BrWJPStVIE/yAVyHOggfZdSUZ48QyUBPgEfj8UNIe6uY4gvLGxsTj8mfexvlhk7CNX+BgP17tizTXOQ91V4PvXkaKMBOV9noUsvN8Dd6TrAMpXaX9mH2S/39dv/dZv6ejoSO+8846+8Y1v6OLiQj/yIz8S13zhC1/QvXv39Ad/8Af66le/qj/4gz/QD/7gD45Arj/2Yz+mr3/963r33Xf1Qz/0Q4Xv8sRlSVHtxCMFfRGcqXjgR9YgiibUf9/EaB3b9gXmB8KCKaKlO15PhQs0NQQpDJmSTKRh4NvgHV6qi+jAPH4g0xwp6XAJhI3gJAwdqBXGxMbyIB2fW0+V8JDycvnase9waGbwzvjdqqXlzePaadG1jM2hFv/f1zcLFb5zoT45ORknD6DhE/Dk1jKoAcqG95dxEcXIvUB2Pic3CfFMu36tK4iMx61YVwRYL06CwYKUrpgof/sc+fyiiHE6BgnjMEAfG/TBcxwhODo60t7eXgRCDYfXdUWXlpaiUlSlUtHe3l7kCs7Pz8dBxwg9UqFKpasT6RcWFgKhqVarWlpa0mAwCMG4tbUVCewI6uFwqM9//vOan5/Xxx9/HLVXsWKr1aqePHkSKFGj0dD09HT4p70iDtHP0Ad0RGQpijTwcrvdjtN24CseEU7w0+LiYuxfUsnq9XooP0CjWK1cB214pLqf1YowdQXc+Qmwu6M7ji55IQv4QKl0FSxISsfc3FzQekZJbrIioX/6D21llw3fZ0SIuYRnf5qB5O0zC8hvf/vbeuedd4Kw/v2///d6++239Sd/8idBMN5WVla0tbUlSdra2hoRjnzPdze1X/qlX9Iv/MIvvPA5C4WgwMJxjRdtOUOn/gzXYLieCS3S6LPWIym0PKAIh5HcYoA5smmw1LCqKD1FGS1gV84drFQqUQwaBocmDkQHocIEXXh5LhUb2L9njAhChA1h5K75SS/mHbnjnGsc+2cuWBu3Pl3oOqzyKhbfy9pN6853WSHKQor1pvrKvXv3AgqTNAJF+0kn7sdDMeEaxu2adYbuc/8duchWtUOrzLNbclnAwQxZf7d+JI3QCL+5F2uDCEZoHihfUtBiqVQKqNSvb7fbYZURWMN9FxcXEak5GAz0/PnzUJCr1atqM8vLy0GTQN6gJrdu3dKtW7d0dnamTz75JEqm7e/vh/9/fX1dp6enunXrVhyxRGs2m6pWq7pz507ULkWY4WOcmZmJ46U4/xLe0W63tbW1pXK5HFAt9M4edN7BmMbGxtRut9Vut9VoNDQxMTGCNgFFX1xcFY0neheI309CccuPYiSSRpRVd0mhuLnyggLInveI9iKXhwss6J2IVficB6Q57d60l/M+YM84jykybPIznbe4Yv9p7TMLyM9//vP6kz/5E3U6Hf27f/fv9LWvfU3/7b/9t8/6mM/Ufu7nfk4/8zM/E/93u13dvXtX0ijOnK06WmY6XEPLEJx0HYGZLYsi6wZNHaEClEQOIgIL4UV/Jycno3QW+YREn3U6HQ0GgzhuplqtRqkpngWBAMWg1eEgR3smj42+YtliecP8iTRDIHqEIs/xxGHfXGww+sXzYag+/zT67kLV1y9Djg5v03LQiWuh2WLN65bX3gVMfp6n8jD+qakp3b17Vx999JE2NjZ0eXl1DmGj0dBwOIwkbZ7pfiMX9D5vjNt9tM4AssArUuJYD7fa8jj53ucIBuaKjlsM0MtwOBw5EzQriShhQHdYo1iH7XZbz549G7Fc2W+eJ4iF6UgEvnosKlIwUMIQmM+ePdPe3l6UBFxbW1OpVArkZX5+XktLS3r06FGkR+zv78fhwcCjw+EwYPPx8fGIvOQoLOaFfUoRdfqM1cRZmM64vRCFJC0sLGhycjKEoFs+RJwSzNdut0MpJhIVOkCoZQUaRdgjbBF+0BafMVfMK9c7UoWgJxKaQDPWHdQMRQb6uYkmHfnwfZzpO6Ma7q7J0Ksr7tlCfZX2mQXk+Pi43nzzTUnSV77yFf3xH/+x/vk//+f6q3/1rwbxuxW5vb0ddSlXV1f1R3/0RyPP297eju9ual7I2luGbaQXyxLRXINAgy5iwt6KFg3LhnvQvhF41Wo10jyoBoLTGkFD1QpKa+E7wXkPgQJb0Yi8A47NfXVt36P/nBkilNznySaAgbtvAuHrQTn+PLfE2KzMl68PfhEEBX12hlwEfb+MsG8KwnEBm/uYN5wLzwz53NSq1asz/t544w3dunVLi4uL2tvbC+HgQVbkR8JQWV9fU5iU/+9avo+D6zLk7H4aRy78e/+OH/dP+nFQuWycrwOBI+VyeaQEG0EaCEdPgRoMrvJFqTva6XRGimNQLAAhc3FxdQhxv98PwQE9dTod7e3txZFYRG2urKxoOBxqf38//MBY/Hfv3lWz2YyygM1mU8vLy5qZmdH+/r42Njb0ve99T71eTw8ePFClUonyd0Siz83NaXV1NfIrFxYWgobdQiLvGOWQfQMahLXOejabzeBH+EC9QLn7gcfGxiKiVpJ2dnaiVjOW8uzs7EhRB/b6cHiVclar1cI65R2kguBHZj+XSqWIhIdePHdRUqyv7yXeT0oP8RDQm9Ok703fy1lB9FgS3p95QxEPYa/ka15pr7/ylTc0iOArX/mKxsbG9J//83/WT/7kT0qS3n//fT19+lTvvPOOJOmdd97RL/7iL2pnZydO8P693/s91Wo1vf3225/53c7QHC5w7dwhA6ABGPZNEKpPbpHm7RYPvjAPi/ao1V6vF4SNNu6J19zDu4FwiDQlSRcLA8aDxodvgWhCNDWYCcISRiRdn0yeBaBf58QoKaJh2TBATsxVhkYzbAmBAqu+DFbhOvdp8Qxfe/cnuCJTJOzyxuEzF6qZplwhwkcLHbHpSXZfWVkZ8Y1TZ5d0A65zqAqN+ybIx1GRzBT8f8bNc73/3OvCEAUJJceFL2NF2GcozdcDBY5+jo+PBxMkwAcavbi40MHBgdbX14NmOQ2F/uFX8whYhDRpNtA1SMby8nLAkeXyVXBPo9HQnTt3IkdwdnY2fJ1UtkI5bLfbevLkiR4/fqy9vT0tLCxEkNv+/n5USvJDk1FUj46OYl9cXl7GqRyuEHs6BLVlmS/8kdCMK5anp6daXFxUqVQK1wpoFBBvv9/X/v5+WGo8K6MDfOa50FSw6fV6ka6CoPM97QqsR9ajiGca9v1NeT1fR5S67M7w/Qbd+m+/1oUkCiV04S4fV7Chsc8iHKXPKCB/7ud+Tn/5L/9l3bt3T71eT7/xG7+h//pf/6t+93d/V/V6XX/zb/5N/czP/ExUfvjbf/tv65133tFXv/pVSdKP/uiP6u2339Zf/+t/Xb/8y7+sra0t/f2///f10z/904UW4qc1Bu+M62XWQP7chWFm1kxkdvhKCsjSYTcWiMReovAcomKzUFbKIdL9/f24jmLG+CghLgoLu8aNUHPfI6H1+C65FmHoDnX37TBOF7DMJ8dyeSQaFiv3oSk7884WOpuHufU18eshZocUM4zIPS5gitADX++sgWa/300wK4wCQQNcRt+JlqQPQGqcl8e85rEWRQC7P9j7wFjdv+0KoI/B184tS2ecPM+fi1LiBSxYc/eTehQq6+ToAZYSghgrbX9/P6A/rKhSqRT7nyhXSrchLCiUTfBas9nUwsJCVLMZDK6q4HBEGX1lr6yvr+vw8DDqr9br9VA+cUs8ePBA8/PzkhSFxqnsg08Uvx7zDGqGYorFDY0QjAcs2u/341xFfJsIASwuIm6hMU798OLkCCtcIW6ZUf4NYer+TypqsVehEUeR3N9MJDmoj/NDng8dIyzHxq5KUBLAxN7hWVlJhRb9t7ciIQpd8l6UhJv2TZEy/CrtMwnInZ0d/dRP/ZQ2NzdVr9f1pS99Sb/7u7+rv/SX/pIk6Vd+5VdULpf1kz/5kyOFAmiVSkW//du/ra9//et65513NDMzo6997Wv6h//wH36WbkRj8CyaM4Js/Tk0xf8vWyhntM7UYPAOgXENm/zk5CT8GX4MDIQEDON+Dpg8m4bPZmdnozoLOXhYoDDharUa1guQCsytXq/H6QIwLkmRnuDwCFo52qoTIZsQDZH++FqgGTok6EI0CzMXgNlC8nUApnNfSZGFmC3/DKPedL0LFTZchmadBrImCk0QSJE3sQtjSS9o6jy3aAN7oJn3lffzncNWPgduhTq06tq3B2e4VcBzvCpKFs70FcbIvoDuST8iWIMI2Xa7HXCedJ3S40IDesffhZDC8pqfn1ez2Yz1mp6e1uHhYZw00e/3w41BXVaCb+7fvx+n5hCkw7uOj491//59nZ6eamNjQ2NjY7p//74WFxcDeaFeLwKYfUMeNBYb88ZedYbOOIfD4QjsSUGEcvk6/5C9iTIBH/A9enBwEHCzR6xL14n/Xh0KfgQdZUWWOfS97VHKBJsBM4MggH55QCCKcIZJ837MyIh/738joL3wiQt9xuD7xpGtV22fSUD++q//+ku/n5yc1K/+6q/qV3/1V2+85v79+/oP/+E/fJbXvrS5Nixdm/jZWnRfTrYcpBejWaVRoeoQHAzOLQqHPtHAiSpzOBQCIucJYTQ1NTVyxBWwB0nTMDL6SbAI/h4I0RkZG5H++CkNXrUFxoY2XSqVop9OjMyvn9TgUAfz4ASeIb8870VwCH13a8cRAl93X/vsY3DrNStMee2dVm6Cf52BuA8PZuLad/YN+nNZJ/qU31dkBTs64lHK3qBJnzP/3KFYj0hEuQM+c8UFS4axAcE7+uGWMFYjFXVg6AgTKrn4ySEoHZLi/ZICZaH8GnVPXbB7+Ts+g1bJYcSiIYKVIDQEGzVaOSAaxnt5eak333xTzWYzzoTE10wuJC4VfJDD4TD2B7xIuhJQVNXBKq5Wq5EjSmqHB9O5EkXh8lKpNBINimKLpUmRAtbGle/hcBipKJJGqjxh6eIKctpCcYAeoG+U5IzGzM7ORiCVpJEI9ux/fJnFmNGQbMRk9MUNF2jKlWDnLa/a/q+pxerarTPh/L9UvABF32VB6YzWmQ/h/EdHRyOHHXOUDP4cCIooVaLi0AY5QQKm4pp8zqMkpJ4TBfBJMA9YmWjuMHCvgOEFzp1xeJWdIisHyAQidA2O+eP+PNe+Xk68roBAxN5f1oZ1gbE7TJStsiJoJluoTie+vnnj+veufPAMFASEl29QrMBstdLHm1CNonHk/7NS4AhKZkhujUKzWLww7qOjo7gPq8hhMcbj1mJO10EhkxQpG6enp3r+/Ll6vV4okURwepQrwRz8TwDKysqKlpeXQzhg9fn5ilTTqdVqury8jKA5jskiKvPs7Ey7u7sql8s6ODiIvYiQmJubi0CfO3fuRJTt6emp3n33XXU6HS0tJXhFRAABAABJREFULWk4vHJRIDyp2SqNWmDsR/Yg0bYIF0/TqFar6vV6oTTzHK+kRcQqQsiVYPoJ5O0xBbhOUM663W4oePh3mXunZY+Q9dxuxokViZWPAcF3vsdf5gIponPnH773HZZGKaLqEp/7dY52FO2xm9prLSClFxkEC+JOW7ceYRTZouAZefIyA/VrYXpASghDmJDDrqRR4EvkXDvgFXISIV7gJfrtB6gC2QyH10E59NEjIkulUsC4RJUhTLEQPWmYaGHmzCGL4fC6vJTDhghFtyjdqigKnKJvLozcmvJNkX2YGYrJCksRXfj1vqYulP2e/Ix8D397NC4RmxlGYl0y/fhzb1Leiq5xa9DvcWHlsKsrFf4ZSACMO/sfYZAOgSJIeR6BId5XFCMUwcPDQx0dHUWAzvHx8Ujhas/BZb2Zz1Lpyl+/uLioxcVFNZvNsASd7gk0uby8KhE3OTkZQg1XApAux0i1Wq2Ym5mZmajGUy6Xtbm5qY2NjYgNYO+ur69re3s79gHBO4PBdeEE8iFJ+5iamoqqO1NTU5qbm4uC5yjU7Nvj4+M4/3Vvb29knOwvT+cijcihc4d02f+VylWhAPgPsC0BfFTbAh4mIAl6YX08mtYRLd47MzMTMLbTe4b/M33nPXeTkuj7gD7A07xfrpjz23ny942AzFoF2j2LA+FJGvkuw69Fz5VeZJweseeQEtorkCBRe2h7kqJEFEwHDZK+e51KNjvQB9YjmhGW3+zsrGZmZiLvymEwrFWux7cCQ+AZksKHgYbpfkF++F5SaKweWctzmKfhcDjyDoernUB9AxYJTMac19Df62vENZlGXiYcszAqUp54Bt952owLIrewpWur2gV8kUBnjDzTrT3vK4yNa/mdFTaaKyYZWuV7mCbF8qFFt4IYg/fNaQB6BWZk7I6ueCSvl0UkGIXroTegUfYKCidJ8Agq7qtUKlH+DSWUceNeaLfbcfKGdJVetri4GL5SrMtOpxNHT9XrdZ2enmpra0tnZ2dqNBqanJyMYgXn5+fa2dkZqa6D+4OgIhRVKuWA7MzMzIwooe7/B6oletWDf7CKCV6C7lhTrOHx8etjt1AY3HVBtR2i7qm85WkfCGbudQV5OLyKVkUx8T74vmTPZmW1aJ/RivahP5e9DqrgNOrWYxaSn6W99gLSGRRMIn/OtW6R5JYXzf1r/r0/O8MMGRJE83RGj4AslUpRyg1NL/sTPcjg6OhIc3NzKpfLI6etZz8HigGbAK0PwekJyFgDPh+uwSP0gb48elVSCF7u87xKD+bhmcxJFkjStfV703oVQZLcB+E7tOIC8SbLLa8/z+N7X3P+97l1y6xUus7v5HkwPB+/W9gZVs6aL8Io942/6Y8zkmyBul/S94hHLbLeCKQM+fpc0idXqqB5D3DykyUuLi5Ur9ejKg0nP5A3SQk15sEZtgebMD9+2gcKICk3kkbGNhgMIlkeXyHjIMrSrW7SrlZWVnT79u1QBoBk79y5M3KYOZYa9VdrtZpmZ2dDKFEEBCWg3+/r8PBQg8FA8/PzqtfrsZ9QqplLFN6tra2wPvnM3TaukLBOHK/FyUIoPa6MIqBBAhqNhi4vr08mgk+xx1DYuQ+fKlH5Hjn8Klag02lWQPNeyAomn3nMRd7L/gz4i6/1q7TXWkBKoxPsAlK6Ptcuw3cwrrwQ+Zn5M4cuXRDANHxzS9cQDIRJEESlUgmfDxoqfUeA0XeCBhCSEAUVKyhvh2CF+CFWhKL7jdCsYYpeycfnhWfA+LN1xZjYbAhF5tcZuvupuJ85y9qkWzdYPFwDcRdBig5B39RcA82WZhG842iDK0U8w+nPlZYi7Zdn+HdFSIcLXhSQrJhleuZef6crEy5wEVxudTi0nqu4gHQwv16FBcUgF53A0piamgqLCuUCnyNpFsPhMKBKLB6Oe6IYOYFt0D77A+gPIUV1HXIZcWMw95wjeXJyElDs3t5eCEwiuxuNhur1elieCFfmFOGDElypVGKcnmPMD+khg8EgcilRWhF+w+FVdSAPloNXYCnSJ9aauR8Oh5FTypwMh8MRZAClxAOhOIEECBa/ZqvVUqVSCf8qEDH7C8WEykYoTNCY0zp7K+83b5kPF/HmIh7uJQ2LFGPnT7TvKwHpDNMZN5uVzZ4ZqzPyIsZY1BxSk641f7RT96kMh8MRn6SHfgOXEKo+GAzi/ECHMUulkhqNRghJmBeWJQyDDUt4O34h/vajtvB7EMBDv3w+PX+K3/zt72PDMRf89ohWt5bc0oMBuwXq1i8NIs/wTBaELnCy5XVTexnUw7P4nS0z33COVrDWbtlnnyHvczpyoSRdh6znfjgU7QLbBTPvLHI9kJebn42lBo16v3kvTLdoDzDfoBUO7bPGlIUjcARBtLS0FMIHHzlnpGKNUWXKc3HxqUl6oeg6J+HMzc1FwEq329Xm5magJ0CYRKxubm7GvhwfH1en04mgu729vRCCs7OzcXYjcOhwONTu7q4WFxe1vLwccCuwKEoD5zI66nN4eBjvJD/y8vIyrM7hcBh5m+Rfsxa4cLAmqXrkVn6/3w9hTkoY9AHPQmmGBsfGrg4t6PV6AQNLCqueH2jDBbDv1byXMq/NSrcrx9mazIog43RLms+zRcpn31cWpMMFGX6CQTuj9Ov4DqGXLUvpRQg3WzvOpDwp2p3fDmex2K5hbm5uxgLPzc2pXq+rUqkE3OIBBGiDCE8XOrOzs1EhBwvUCwagOXpQDYIHK82LbxeFQuNLobn1UCqV4n4PznEIknmXrgNc/Fl5jXI//RoX2Mypr5l0vcle1twSKkISiqAbbxkC9Z+8SXlGhmy5Fiuf6/g++3PyfPlz/T5//nB4XTOTdYOxwVQRWqAT0DF9c+Hq9OGWqVsYvMeFP1bQcDiMAuEeLTkcDqNc2vT0dMC+BL14PVPuccuFsn4eGwAUCryJsAfapWHx4oejQMHY2FUB9LW1Nc3NzWl3d1czMzNaWFgIq5M85FKppFarFceASVcFwpvNZghCom59/judTnyHqwXFCRRIuiqzB6SJMkuMgtMOPk72IvwEJYjr/ZQkioGgqDSbzYgSBgquVCqRf+oKihsgrL+3lymg/r3TcKb37LdnHX2P8jn3FCm03zcC8ibtH206L5JDZVzDc7JJn7V2bx7MgsXjpaIIQEDbQpssl8thUUJcaIuTk5Nqt9tRZqtcvgobR6jxPxovApfQfDa6a9gQFczBfTP4F/GlYEkyNrcM2WgwMJ6BgoGQcQXCHeS5ekuRte7rUQRp5o3HM2DERfTg92QLNK+zb74sjKXrwKPs1y6CfL1f2dp1WvVnZWbgkcn0LftHmfMslP0+3kHAmAs8VySgOWn01BCEnK81lklWHP05Ph6CbJaXl0NYOc2yZ1D+JEWAmQe0AauiNHjtUN9fCEVJ4SP1sxvPz88jvWM4HEaO5czMTPgUGcv09HRAvdPT03Hw8urqqsbHx9Vut7W5ualKpaJ79+7FXvLYA2iHoh2lUincHryH4t6DwSAUBPiEdOUbBUKmRi0CGB7E3vfgGsaLqwd4lfe7YQD0Db1jtTsaNTc3F3PhAjm7Hhx9uMmi9P99n0GTvhfpI9fCV7CUPTc0Q7puFLE3X7W91gLStWuHl4qYBJvWnchZa8nPzjCdEwFpGeD3aMf9fj9weQ+KQRvnEFd8CzjeaRxai2YJg6pWrw6CBdLhB2HlR225xQBDw5foUYDMAwI1W33MTaVSGTkmxy0mNhsKifvh8lx6v7kmC66XWX1Z43Tt0OG/ou+zUM7/582cv3MmkK1Ctwaz0pXvy4gFz3f/Ht/7vPhYWDcXnjzf4U/mHqbtig/KkgfWeGQ2dIE1ISloz+nVhRHIhc/bYDCIoA+Y92AwCDp0Ac93w+H1iTPsK+bBr5EU0arQuXQNt3IwAEdIIZSPj48D7lxcXIz9iP8PVIQaq6zJ3t6eut1uHDP18ccf68MPP9TExIQePXoUgqpcLqvX66lcLmtpaSkKHrC/2NfApQsLCwFzMkaKvmPVVyqV8IMeHByo1WqFkk3JP9aB2sCUyYNegE2npqaCJiqVSkDfBP+AWg2Hw0g9QYHAss8uqiIjxfdRdjNkNM5/+98ZscsNmndl0e9zaPXP0l5rAVlkovO3O2fdB8bf0otHo/gziyAuJhsrKkN/JAADWY2Pj4ffAIbkuUREsRKdCiEjWNk09GV7eztSO2AwkuJ4K7QqoDRJI+kknnPGfDg0yW8EMsEHaGk0rFgCDbCknVH6vLoV589wGBwGfRO864LH14g1cJjUvy+yGvM1PLdIwy0SfP6b7+iLQ5u5uUab++jv5DkIyqK58wCp3FyBwXrP12dh78UAYMwIQ75z3yTPA7pjzTxYzBUCSSPRvwhSF3peiYj3uiIoKZRQoGICbQj2QejMzc2pVCrFqSGsC0n5tVpNi4uLkbLBMVVEfCJEKR9IihQVb549exbnVBJwhw+TNVhYWBhRNMh5BNo8Pz8PlwoKLWvf7XZVr9fVaDRGhD/uklarpd3dXd2+fXuEp0Cz/hkWNDwGhdeRpcPDw7DEvSoQtWGXlpYiX5K1daGU+Whuma8WIXw3KcBZIc/vytalv8eVbr5zXvZp7bUWkG4tZd9hnigWEcbgDCFrK/lv/wwBA1afI7dYeLRYrDigjUqlEqc7ZPjCoQAYxeXlpfb29kbKUREdi2DlUFVvLqTcopQU1UqA3QgkIECCMcE43HL0YAzmxCEp5seDbzxQw/vmliY+LN80vvGy4HGI0NcrW3Z5/Xy9nVZcSGWL0CsEOYOg/14ejPuKBKQLf78uQ6UZAWFemGM+c/jZ3+9MCAUG5ssY6AcwOyiH9xuYjvczD+QLejSkzxl5sowJRWs4vApco1CAC0csoTyXCBz8dgjgqakpDQaDOCAYAdTr9UbKn1Wr1YAE/bQdxsXJO4wDRfPw8FDD4XAkh/Hw8FCVylXN0/fffz/SrTqdTlhV5+fnWl5e1uLiomZnZ2P/Ml8EHyG0B4MrFwhWrFty7XY7BL7T/tzcnE5PT7Wzs6Ph8KrEXLlcjkjgTqejer0elnC73ZZ0jQDABxCMFAxh/kG36vV6FH+HXzkvzShc3ltF7aa96d/7XoRPZKSkaD+yZ1CavXGd9H0EsbIJ3EeTYbrMsFgAh1Bftrg5yMctLzfb+RyiBK7p9XojybwsJiWZqtVq+PbYqF4HdWFhYSRYAAiHknCSgmFRzcIjTX3snoOYk/zR6rkGyMs1MR+rQ2t85uNzLdMFpAs9n3e3mPgOoelrxrq5gPQNVASRestj4f/8mQsYAiRcI83QPgK8aE6KrEVfF0cibkJFEA5u2XpfM427zxFEAkGHhej7Bkifd2GhTUxMxHN8vDBS6J7x0h8PgHNfFeXP3MfJvsE6ciXBrSqfh5z+gvDGN8aewPXgZRd5T7vdDhrnPQg5YE0sOKJj6Qd5y44EUeuVEnhEwSL4EI5EoDcajYi2xXKlKMHp6am63a42NjbiLMter6dutxvQLcIQi9CLkxC1OjY2poWFhYjGJbjHFadyuRznNvb7/YB9V1ZWovRcthZdiGX49GXNoc+XfV/0eb7H3WbZIPBr6V9Gf16lvdYCUnrR18Rnrqk7E3MmlJn+Tc/35kwF7RW41Zl7tVod0T4vLy8jZB0GxgITnDAcDkdKyqGxcWwOOZSlUmnEZ8Ec+Fl0XrvVmatb3ViN7n8ELiNEn7679uVC0OfD56iI4TM3eU59jWCYMMC8bi4gXLi5sM+b2J+RW5FglK4ZcU6DcYFUdA+0lC3IIsvUFTr6XORDzYLVx+T9YQ5dwCMcsQ4QjlkpxLIgWAalzgUkdJddBdzPXvB0DL5DiGXBiNCkWDrIDPTqvjCC2fD7S4oUENZpd3d3RPn1dAgEKLAmlXymp6c1Pz8fx1tRUxR65wBprkXIUjWHwBsOcCaQBkHHfsIKr9froTAPh8MItiGYBvdFtVrVzs6O9vf3I9WCvTo+Pq7bt2/ryZMnUbuVFAusXVApfIq4e5zueRcW4sTERBz47LmxjhT5Pv4swjHvN+j+VazKoudwv6OBXO8/L+P7n9ZeawHpi5aZpn+PQCqVSrEB83PQRG56D62ImfNe0jD6/f6I9liv1yVdFy4ACkKAAmcQiQUjg2nhPyAiFuGH32B6elozMzMR8YY16No20BeCGeHo1pnDwC7I2KwIV4dQvbnfibnyuc6pAb4+0otRZu7Tc6Unr4czXC+FJV0LlJxWktc3W9sIFxgK4/VKSUUwav7coynpk4+LMbjWm2GsondlC5A58vJu/D47O4vo6HwSBOPEYjk4ONDR0ZGka982jJO+IwQRolht7C8inqXrwB0/GFi6RmZ8fG5pOtzrqRgeLT4YDEYYPsKj1Wppb29vJAmfNcC6u7i4iBJz9McFNPyi1+up378qVTc3N6dmsxkRno1GIwQtAkZSCEngXWITlpeXw6qrVqvx7Gr16pgv6sNScKBcvi5esLGxoUajEdYvsGyz2dT29nYcdYVly/p3Oh1dXl5GnVlq4c7MzMQcEjVbr9ejCLzvCadbWg5gfJWWhWN2K/j3WQDnd7lfG5rJ7hf2kEdgO0r1Ku21F5DSqIaRNXAIMMNC0vUxLjT3EXlz4cnCsZkkjRyKiqbLZxAqws2tEhzinMLO8TuuJUrXBdfdj4R2SIizMxdnFp6+AbPiumwluRXpwsp9Rk7IGdbIVmS2iByi5Fq+d8KF8bkQQWh7NGzWBDO07uuWYZdMQ7zTlR2H0Z0hO715/3xDFlmRecNnuNQ3sFt2RQwiz7GjAvTz9PQ0lDEsGaKkGcfFxdXJMtvb23r27FlYYAiDZrMZDBsh4jQDs5VeTA8hr5AcXc/zcwHpa+BjRVl05ejk5ERHR0cjiAq5j9ApJ2Hs7Ozo7OxMrVYrrF/yJvHDQwOlUimEBgcKs3+Oj4/VaDS0uroq6dpPubu7G1GfzAt0gHLcbDbD7UEcAXTlliPWLn5HFGZ8gPQpJ8VzwHO73Y40FpAqlOGDg4OYF5R4XDykpJDT6ak0btk5/RWhQH+W5m6Rm1q2Am+6HnrLvCxfyzq9anutBaQ06quSXoxKdE0kB0j4/zDTrM24j45nA1MB2cDMCSQAooJJ8ZuIVCyw8fFxNZvNOPKKQ5axCPf398PfhqCv1Woxdhjx1NRUbG5JI9oTViVQFtBVLkTs5a0YbxYeXuqLTYoS4gw6+wuy5ulWmgcqsR48y30LCMiMGNDckvS1yoiCX8+7+J39XIyLH/xVmf7Qtj2AyyNPXVMuiiQtgn+zAuDjzZp2/huL/+LiQq1WK6A1lDBPkO/1etra2tKzZ8+0sbGh09PTOHUenxawu/tiEbilUiloBwGJAEI4NhqNELQknuPHBn50ny7zgVKHAumHHhMAt7W1JUlaWFiIU2pQGIkiJUiGPMZ2ux1uCOk6+px90O/3QwElqKjZbGp2dlbn5+fqdrvqdDoql8u6e/euxsfHtb6+Huvjx085BE39VOYPGBPXCLVqpetoVVAmTwFhvtrttgaDgRYWFqKvKOPwhlqtpoODAx0fH+vevXvRD/JHKanHQdQ0R8mgrWwkvEorMmJeRs+55evy3mFuoTkME/aij8OF7au211pAeh3CrIW6n8xbtir8mrwQ/r/786TrQBXKTQ2Hwzguhob2C0G71tzvX1XR2dvb08nJie7evavZ2dkIJOCcvKyFZwvYhQgE7loSvg765bUi6RNCCysb6xPGj0XpQisrIA41M6fZb1EEtzrBe5h6vp7mMIqvnzvsb7rf6cQ/y1Yc1iPaKNA0c+hKGfPkCgMWew4kctpxq8/f7ULO++jfFVmmPvf0H2j14OAg6Kndbge0Vy5fFb7f2toKwYE//fLyMiI5UaaALLGyKIiBVUq/6ScWI0JyeXlZKysrqtfrmp6eHqkqwx4hTYlGPwm4wX0wPz+vqakpzc/Ph2LJWZOkQUhSrVYLvzyCdjgcRq1W/GxcPzU1peXlZU1MTKjVaqnVaml+fj6Ea7/fj1qq8/PzASU3m03t7+9rc3NT/f51gQGeT+AdiBG8AiUAyxoFazgcjtAdtEgKGQFB/I8FTElJfLrD4RVku7u7q42NDS0uLqper4efmOpduFB8jxTt2yIl03lB/i7fk/m0v6eo+XOy8eL9RXn3veAxCb6vvm+iWBGQQAmunQPLeFBJxrm5zoUmn2VoECaFhouFiEAhsZjTCegfSbjlcjm033q9HpqcdBVo0Gq1tLi4GBrp8fFxbFQaSc4USEZDhbE4BAnk6paXh/ZjZUjXeY0I7qwtIrywIniW3581Tv5nsxfNqRN69g3wXr8+r41bnNzDD74Jf95Na4+FjGLhJQMRkF6IwQUcSgaWcBZsRQqFw7C5ny50GZvPg1us+TMa1gQpPBsbG9rY2FCn0wnfOL5InkMaBG4CAsMQTERwTk5ORvCJ59wCEbLuQJm8Z2ZmRo1GQ4uLi5qfn9ft27d169YtLSwsxDjcb+70NhwOQ8BPTU2p2+0GekPd1l6vp1arpa2tLe3v70dxAp4FilMul8NaQ/CyV1lzLOxqtao7d+6oVLo6KxHrD+uz3W5Hgv7h4aF2dnZULpe1tramlZUVlUqlESV3ZWUl5ozoWGjA6Y7UMGgcoQ+9orAgBBHY8IRSqTTirmFNut1uQL4gT0C4LlCg1ZcJLt8/Tt95z/nfLlD/rLBt5h3SaMk5aAY+5tfwf95zL2uvvYB0AiqCpGCAOUDEBQDXF1kfrn1wH9bF8fFxJNsS0IBPBGgEB3+1Wo3oMOlKs6WSPsy1Wq3G2Y5U2AE2IWydzbq3txcBCLOzs7FpvewSVhZauCsKkoJBEmzBRnGLkXmjj8wpSgHPd58lz3BGzzOYW9+M0miqA9f43/l/XxfWyoN7oIfB4DoYiffR50wPMCqsLzR3L4bggsmT2h0WzFqv1z11a9vhq2wV8jwfe36uoxL0Q9JI4j35bRsbG9ra2gori72zvLwcB3Z7cQrGQu6f586dn58H3eKPpHYnwjQHXI2NjWl3d1fr6+uamZnRvXv3tLW1pTfeeEN37twZUTIdMmN+OGLq+Pg4qtTUajUNh1f5j/1+X81mM/YhfUCRRckB0uUMQ1wiQJbkDJ6enmp6eloPHz6MxHlJI7nNCBkqavV6PTWbTdXrdZ2dnen58+cB0e7t7WlraysE/urqagTF5EhdeIofkYWywfwjFEjexypG0aBSULPZ1NbWVkDVQJC1Wi0sR99DLkgyP70J2v80a9Gvc8FbBNkWQbLc43uPhnKKQoVrAbTHc2IxAL6vfJDOIJzJuHB0n5X7ynIkXRETdq0/PxvTXlJAUjAnLC1Pu4CpnJ2d6fDwMCxgLErpamN2Op0RHwxh2HNzc3HkDM/C/5jrVHruIZvSIU9n5PwN8bhm7XPhzX2+rqCQg4avBCbKPR4wxRiZP988CGTWwFNRXMAxHtcKHb7hve60z2vLPViSrtE7auCKVZ4bV9ToD9c7tOqKh2vSzqDohzMr+ufv5zMPCoKREm3pc8l8O3KBogcSwthBQfiM+UXIeEoB68bzmC/6CA0iPElef/78uTY2NnTnzh01Gg3Nz89rfn4+gkwcaq1UKnEyh9MCkDJ5wvPz85qYmFCv11O73dbBwUG8G0FOwBBze3x8rOPjY7XbbXW7XfX7/VBQe71e0Bj+PfYI7y6Xr/ISFxcXNTMzo9PTU+3t7cW8UuO01WrFuYsoKv3+db3VbrerXq8Xwg2+QXQq70UAInyBqSl6TgAQPGhxcTFQlVKpFPmW+exP6LnIciwSdlmQFn2W78swabYaixRj/zx/5vsYfknLAZjSaEnSV2mvtYB06DBr185Y3BeU8XKHE7Jm4oLBBQTMAmEFMwFauri4UK/XC+jJiZprT09Po/jvYHB9SjiMpt1uq1QqhSPfIwHx3QCnSBphvPkgVS8Q4EyX8SEEHJrIwTQ+tw7zZFgRjRyGBOHmoBWHZuiLB3n4JvAfmluhjNutUJ7hvtSiQC7Wk8AFhAFz4fdwvQdeuB/RYR3GmOfGlasiRpTH6fNOcx80DYsLv5avy9TUlO7cuaOZmZnwe09PT2tlZWXEIpmfnw/heHx8HKfBkFDvygvv5O9ms6m7d++q3W6P1CjOY0D4w8yfP3+ud999V8vLy7pz547u37+v27dva3Z2NmgddIPxVCoVtdtt7e/va2pqSktLSyF0cTvgj6vVajo+Po7jqfAHMle9Xk/7+/vq9XoBMbPfSqWSdnZ2AgEiihSr0ZUpTtjo9Xp67733dHJyokqlEmjQ3bt3o/oPqSbsy+FwGJadHxTtwoWj6RDSoEvZsmNe7t27F5VzGo1GXFOr1XT79u0R69zp6ibB5rTpSFS26rw/RbEeNxkj+R03vT9flz93JdbjA9wf+X0jIJlwZ6puHXkgil9bBB3khc0aPdeywSFSPkPzox9zc3M6OzvT/v5+aHpsdq+CA8TCojabzTjFw4OQvAi051zlcdJcILg1KekFoeHzg5ZJ/VZ+EGDuH8FHh8XJNXt7e+r1ehH9B5SE9k3VFLe8PGqUcaFYYIW6JZYVH1eKaFkR8DV3OBblgMATYFYfuwsc6Ih3+jP4n3VzhIH3ZgXBf25CNNzP6uPIQtbhq1qtpjfeeEOTk5NaWloKHxnPOj09DUgeBY69U6lcpSgMh0N9+OGHUf3Fa/CSKoAPezAYBDxLpCrKhislrDf+XQKJtra2tLOzozfeeEMPHjzQ0tLSyBqhQOJD6/V6UV0GC5Nn+kG+5BoTtDQYDMKnSq1Rz3lFAJJy0el0QvEAnmw0GlpYWIicx+Pj40j7IIUEhQlByNwfHBxofX1dpVIpzsPEX4iAdD7j5R5RPKHVi4uLcLGw/w4PD3V0dBT+RSxQIlapulPE3zKUn/dRRuWK3AOO6L1MIGaBlz9zevHrivY5fN/9rnm/0L5vgnSkUYvQN590zVScafj1PvE3QQNuXbp1AqRB8MFwOIyyUTBv4CKKKQ8Gg4BK0eqIUAVmwSolpQNm5DCaB4nQH7eGnDh8nAhDBKrPDc9xpz7P8YhOhznwXwJhkXdHagHF2ufn57WwsBAnAgAJI0z8/RlSdGs4C8HsU2WM/j3NLT1fXwQbDBLh6ApSbg7t5PfyGYqGC0be77moTldOn6xzEV16BHDR9yhEnCMKfLm8vKypqSmtrq5qa2tLu7u7Yf3UarUQABMTE1paWtLS0pIuLy+jygwRoawdtT8JaiGKEwHp/jmET/bj8vv8/Fy7u7uR53h4eKjPfe5zWlhYCMHsp0jUajXVajUdHh5qa2srrMSJiYkQjOVyeUSY0BeKJjBPpDBxdurk5KR6vV5ErRJkBIw7OTmpRqMRsQaONpE6gULRbDZjvoCYSbHAx4tiwg/fYYHTLxRmSdEXEBsgWQoCAJ0TtIISxAkljKsIunc6zzQPjWXacyHpPMcVzCLDxN+T+ZU/76a+wQs9UCcLdN6VAxBfpb3WAjJrLs5IPTiFz2D+bgnkH392/ox7JicnI0pOuoIwa7VabIKZmRm1Wq1IDG42m6HtwRxxsOcqOB5dCPTiaRhewisze/qCJumWkkdpuo8yp1ZgEQC7uWCBATgUe3l5GQyt3W6HIkCfLi4u4hQDF0RU/ICo/cc3IGvpsGkWJhkVcFrIylPe5J7C4MUJMqzswUr5e18D3uGQb7ZgUXgy3WXt2JUR/nfFpsjnDg3BPAeDQShjJP5//vOfV6fT0fr6eiSRo4ggIBcWFrS8vBz+NeA8aJDTZKj72el0tLOzM5Lm5NaTJ95DD3nNhsOraNXHjx+r2+2q2+3q3r17Wl1djShbUBgvEvDFL34xLLh2ux2/m81mzIOkOMmDdW+322EdcvQcQoz9TRk6h0epoMO97PNarRboyeXlpRqNhsrlcgRIYflOTk4GHRGdy/gR0F47F6HpvlMEHFHuKEbz8/MaDK4KFezs7ITCwL2OJDnNOZrj3/nvDJ2yNzJ9sx+z8M0C8iYo9WUC0fdT3kMO+WdhmBXRV22vtYDMC+PatTQaCcj1PjlFG/QmZpWtCoQafghgCwQxcA6J/5woQB/RxoGp8mKDm6M90xcECkya6yFE1wod+8cvJV37jjxQJ2uEMBYPSICBAlMhWGB63W43wuHZ1OR/Sdd+V5irFwlgvZhf+sQ48yblc4dbuR5B61ZnVn78GVgZHnnrQtp9X54aIY0WknCFwvvG9Sg69DevgbciJMPX2ZEMVxYcLuceAkNAO2C+JL2TQ8i5iuVyOSA5ogKHw2FEbeOvY/zHx8fa2dnR8+fPo26p+7LdF4Q1u7+/H1GXeQ+enp5qa2tLR0dH2t7e1sOHD3X79m01Go1AXFxhQ7jdu3cvrNqNjQ1tb2+HJUuE9vn5uZrNpubm5rSxsREl6XgmcyFdFR9oNpuxRnNzcyPnvDpkCxw6MTGh1dVV7ezsqN1uR6Q66BHrcnR0FPVdscbL5XIoIuwDaJ/vUJhRYIlRYH6xHh8/fhwKxJtvvqmpqSlJikClovay6E5HdxyBg9bd/+4t72XpxaPWiui+qOXrfV/7PsuC2JXKrAR8WnutBWSRhuBCIWsuWWt1oeD+LbdkYLSueXEfuV5EgwGVAo+SDOx+PuCaUun63EeShLFgCLhAO3SryceR4dFy+TrJ2P1c0nUZMLe+HP7w+aK/LigcpnDfn0OU/l4CHfA9Mg6CGzxtIm+cm/zFLqxcOXL/c7bkfGP6O/LmhuH5/c4UnIbyBvMNyBrSgGwz7MP4mc8MoXOtN2jDI2ShS19Df45H9mER0a/h8KpUGe/JcHNO+0GJmJ6eDguP9YTma7Watre3w79ZKpUC3kNALi8vBxyLjz4rpP1+Pw45Pj4+1snJidbW1sKqHRsbC9jzo48+Cp/ozMyMbt26penpaW1tben09DTQCuacVJa5uTm99dZb2t3dlaQIoKMgB75+FFTPeQTSJHgOZAkawHfJIceu/HLSjwtW/mdszi88QMkVMOIB8E1CH7g5SqVSrB00SAqJ01fmlb5vXAH3vcBey3EDrB33FQX4uZKX3V++1zJEmvcwLSMs2VXkgvRlAriovfYCkubaFt99mintk5+1oixUs+UJY0K75Dp8EtJ1GD0RkpSRgsGRh4VwYRPCMOmLW1pZIfDx+/c5xDlbiNmH6Q1LJ0fyuiD2+7Cu6/V6+CWBwnxugaN8DO5/cVjUNUL6xPe+9nmzZEHmz8tr64FB9IV3MS6fe4QF8/MyjdkZjispbuUBEwJ1OzN2WDdDXbzf19vH78oLdOBwNs8fDK4LhPuaghIwHwhHBPrs7KyazWYgJO12OwKx8Mu1Wq0oVEAFHGgARbLZbOr58+fa3t6O63ISN75NrDv2njP56elpnZycaGdnR5J0584dra6uRqFvP8+x1+uF7xXLbXFxMY6mo5IVJ2CwBjk3sdvtBuSKQkvMwPHxsVZWVjQ7OxtuB6xSkvtRpAgewmc/NzcX6S0IaSBlIljhddyHcsf6DAaDCI5rNpsjUdd8z3qzP32PF+0V9pSjHzdZh9znqJVHcKPMusvEhVh+L8/lM3cvuJLMvvKxveyZr9JeawHpzS0SaTSSyoXNTZPksJQzJLdMWGSqifhCuWByLd9D7iEKYEf8MyTqZ+ED0/b+FGlPDrky3uxbzMSSNStaFppcCxNAmJMaAZOlFuzJyUlsWiLyWB8awRJukQJPZSUFhpn77JvBNUXpRTjINVfGwlj5HOHt88nfvMO16Ty3bj264OJernNtnnG4X1jSCOSelRfX5m+CipgLt/Rd0ENDjMnXxi0X5oP5wVokoAV/XKPR0Pn5uXq9XlSD2t3djcIARIPCNNkjY2NjeuONN7SyshICbnd3N3yUjPfs7Ew7Ozvhr3v48KEePHigZrMZ6ScrKytqNpsBXW5vb6tWq2l5eTl8nw41Hx4eRtL/+fm5dnZ2otwckamehykpYFg/aYf5QdGA/ileAJoCnIwvEIWAdBjmBTcNkKivi9MwPkkCA4kal64UsaWlpZgj5hHayLzJlVanIZQlxpGtyLwfuM/dC76XfL+46yMbN7m//rdbms7vM9rk7g7fL5l/flp7rQUkiyGNaihAFzTXpD2C0yfU4QYXHL5Rwff7/etEXGqxAke5JUlQTr1eHzmXjyo7rom51eLElYmpyOp1eLgoJcLHlQWNE44Lw6xMOKOG0TFG/Bowh3a7rZmZGdXr9UK/Br4X5tP9ehkyZC3dMvJNyTyhGLiG7P31jZE3Ne9AsJODR189jxNBmJvDTlnrduXKv3fG44J0MBiMwOvZP+3CMY81C+3MNLjGhW8Wtg71cT++Yy+EcXJyEoLy/Pxc9Xpd9Xpd9+/f18nJSQQCURCAvEWqQ7FWpFqsrKxoc3NTH3/8cUSQ0l8sps3NTR0eHqrT6ej+/ftx6sXl5WX4tvGtMkasvoODg8g9xkK8uLjQwcHByDFdQJaSoui5+yKhh37/6jgpBDfrjCJBruPk5GQcdYU/9+LiIo6xQ7A5s8/7BsXKg8U8H5I8yVKpFO/jOC+EoCMHrpw6L2G+s2JdpJgXBaE5H8k07zzV38VzsrGRG8K2iDfzmSsa+fqMxLxKe60FpC+2w3JMGEThkNTLtG4Xkvx2zc0TytGA8UWwIBCel8EDGqnVaiNRfm6Z8b6scblg8L5l4e7XZU3N7/Ox5o3BdX6/3+NwBn5XQtEZC5agMxK/dzgcjkSMkjOWIVRJIzAO/UEJyJqhM3mHYvg8W43cj8JE4EO329Xp6WlURXHICO27qDmt8R5+u3ZcpCVDt56LlxUSxp7nyNfSaSE3RyPcCvB1cWaYn8HY+JxALOaR1AXWnujmu3fvxokh29vbEeDT6/XCSmU/AW1i9RCQMj09rdXVVS0vL2s4HEb+4ze/+U3Nzc3p/v37unXrlmZmZnR+fj5iCbbb7Sjv2Ol0wq+JQCVgZ25uTvv7+9ra2oq0JhQ/fOika7HvOT2EIDWsOA49zqkmHFu1t7cX0cP4MCkiMhgMwmeLz5PPc9AeAXFeknJsbEyNRiOKwtN3D6RxWsZ4eJlyl4WlC78i5T0LyOwacsjXFVXe4eiNP9/3TBGN+z5xms7K3017uKi91gLSJ9EFJN9Jo2HBrqlkYeKT6ZBYDlbp9/txbA25Y9J1tRqe7YEj3l8/2gctPUem5jFwbZGP1QWgj8XfTd+9X67dFUEXboEyB27lMZcwRRiBdFXNg83qZ9BJekE4ch/PxwpAQ6cPNN8g2ZJymvDo0KyRYgV5sBDCnbSF4XA4IgTQtota1vZdUNI8eCejFW51eISv0w2WgNNAUeAY78IqdyuxaC6KtHVHEJyB+ZyXSqUILOM5KE78PT4+HjVPa7Wabt26FX7JVqsVzz4+PlapdOWfJL0Ey52o1eXlZTWbzVgfhNn+/r46nc4LqS39fl9Pnz4diSAncIz3b29va3t7O07rgGaJFmUu2u229vb2wgVAKheHDBMYc3BwEGvvUDXpIxxeLCnO2MTi4d2zs7NRd9Yhe3IvpasjylDMUTA4BLpcLo8Ex8EXoGPWxl1S2Tp0NMv/d/rm/iIlKwu+oshRaL9I4XM+5M90RM1bVgrd2PHP/izttReQLhR8oYoEJS1rFdJo+TDuy9oUxOpl49AmYUg5Gtb74J87YTh04szVLSCHRXiuE4oLxWxxZoLK0EQRLp+ZoX/OhgZWZgwcvTM9PR21Jn1+HQ5HyeB/GOLZ2VkEcbgf1SNBi9bK/YuuJQJj53XM2mW/3w9mTBK957zR98ws0MyzICqay6z90m+gd4Qf/SXQCWudtSwSfPm9rqnT/yLU4Sah79flFCdo0AUo8+yFovHZnZ+fh0CBibs15muTI6Jp1Wo1ao6Wy2Xdv39fvV5POzs72tnZiSIVCCcU2OPjY21vb8dYgCbX1tb0/Plzra+va3Nzc2SNXUmGLlkPotSlK0GF/xCaAxHid7lcjuu8Fqx0JSQnJyfDb0q6Sr1eD7SK98JjiF0YDoeRGnJxcXXu58nJiebn57W6ujpSiMMFJC2jZNCQIxJZecoGRIZK+Z0FXpGVmf2TWVBmnpM/K7Iw8z7zPV60L1+lvdYCko3rmzhbkllLcVjNF8oX2zUW3gODdj/McHh9Hhs+OYoKu2YtjUJYToT+OQyrCA71ZxXBbQ4v3MSkpVFrp4hh36R5IRj533OvYGwwbj/NnDnnh+AINrnXziRaj3nxE0Y8tQFG5JvDNdK8kdxXIhULDOYX3zA+NEoCZuXEGUj+7Y135aAp5gXB6H5jmC6MnmuxKLISVbTWziiK/MCZsflnee19f2SrwX3GboX7O7HUsY4Zj0c5sm450AlrDrSFPMRS6eqEj1qtprW1tbAGKf7PXq1Wrw5XbrfbkVtZLl/VneUdROz2ej0NBtf5iqVSaaTqDVbu0tJSFMzAxcBeRDnwYD14h/trSRUZDK4iWTlZA36A5Y0AK5fLUZCDijrUYz45OdHu7q6mpqZ069Ytzc3NjdCrK8nOe9yqzIib88uXKVFujOT96Ps/84+bLLpsvLjlWPRO7oEHe6CjC2cXkp/FmnytBSSCyBeTxc1CiOvZhB50kbH5TFTlcjmCJrCUcmFr8suAnpyZ8Fz3sznhOzFl5uZ9KNKqXMC6hfEyy8Kfn6/xuXMidKgmO+epvsN1zAXzgH+PcmCtVusF3ySH8bpAmJ6eHlEEELoZTs6bIjNdH2dGHfL3VD6iHJlH5GUBCTSeS1zl+fbfNARBv399lBmKAFYQDMWVPugGKyWvId/7d64sZoHoCmKmEcaa/aq+t5h79gJCyevaogiwZ+gf1WkYqwtISYFS8B2QK1Gg5DMOh8OoM3pychLHvuEPbDab6vV6UfaRyNHJyUndu3dPvV4vCgaQc0m0LooY48Za63Q6khSWMb5XoqGxHjlCyyPLOUC61WpFigwKEIgFliZC2QMDsSI5k7LVaung4EC3b98Ot4/Xbs50yXg8CMtpNO97lB1XaDJ/yLTj9MVz3Opzw+EmgfUqwtEVz6wgIw/od9H4Pq299gISjQ0Cc/zbLUQ2sXR9OKoz1Aw5uQBwbR7HPLDIYHB9yrfDeQhKr9gvvehPy8IQIiqy6pwJZi0PYsyWKtffxADRNL3dJEBojKEoWoxCCN5PmDsCh0TpbHUcHR0FbMQY8KMgmD0YhrnKn3twT5H26/2hfzCwiYkJ1ev1Ef8oViDrjEXolVGgx7yhndkXWY/AidJo/VaCOjyKFsUkw8auHDlk5jSVm9N99jNK19Aiz0ZQEIWZkRfonWdB9255HRwcxDFtCFKP4nYFFb80NMB6kR7Es1kHIkQp9I1fk+R/SVpeXtbq6mrUWeWMSN+zVOJB0GL9kvPpJ4xUq1WdnJzo5OQkfKDME1W2CEACJmUcROIeHR2pWq1GBPD8/HwUJ3feQDAQ/+/u7mo4HEa5vNXVVX3uc59Ts9l8ga8VoWnse/cP+rUZFSly5xRZZVkxz0qZf5cF1U3XumJ7E8Llz/Xv2GdZGXjV9loLSLcosnbL3/x2rQUGiUB1iw4mlDc/zL1arUZtQxqav8N5GfIrWki/3i2q7NPKP0VaVRHxFBHEyzRA9895uoSPxeFrvnNrfHJyUvPz8yFgsIIuLy9D85Wko6MjbWxsaDgcxnmY5XI5wtXZ6NPT0yOHnnr/6MNwOAxBAzNya90Z9U3z5QzBi8fTV0cr3OIHIoae8vo4bThNsubu+2J8wHp+L9dn5cfXzsfG827S1G+iIfqQf/t+8PnK88d7WX+H6IbDYQTVIDik66O6XDCibFA8YG5uTuVyOfyNuDpo/X4/gmQQMKA+lMXz9xHZivV569atOAuSVKVutxtHYCGYe71e+KobjYYGg4H29/ejSIKkyMOcnJyMdBKsS5R6LF8Kq1MFqFwuh+DGZ+n0zJyAxvR6PS0vL+vevXtRocsVJKeFLCydbvI6Zn6T15s9lf2RLphdgMLXfB8XKZPQi7/PaTs3N4YcWfIxQh/ZIHmV9loLSLdKihiBf+b3uMbPda61oSl77iRntLGZfWG8L86oSTS+aVEcDoUo3OIo0qwZz8sW2j/PzJqWGaZbVH6NW7UubLjfI/HwwSI0GD/fXV5extFex8fHEe7eaDQCGqpUKnHCAb7MfIyUM4s8ZkcQ+NyrHuW5RxFwoUkoPZAbVgTzA2zjvhefE49ihJ64DtSB+UUx8hKBTqe+Bp+25vnarNUXIQMZpnUlic9cMcnz68935Ym55XuEkhfjPjk50cHBQfgsmXMvMjEYXPmtW61WQIycyME4gHe5l3xHDyRjb+IjB2Il4b7ZbGppaSkE7czMjObm5nRwcBAuAQ+mIsgIeBXrEhrB9QJNIuwGg0EEqM3NzYUCRCpHuVwO+Jh59kLjp6enarfbUReX8x3n5+dHrDZXZny9i9AN3zdZOPFdXm9/flaooMP8zpui0p2msiDzwKms4ObxZEXSebNf/32T5uGQqmvXUnHUqms1GQ7zCYRQnTFT0JhTO7jHrU/+hwmWSqVCIenM3S3gcrkcm8g1NyeOLPSLtLvcXAh4c43Px+NEhnDw5nPtwgA4lNqTrVYrCN77QI1Lyn5tbGxECH6j0QgGwRwgWInmdCvOfW68nzVkI/hm5f+sDDAfPr+M3fMTmSP6RNqC+wSr1WpYRE57nqztdMp7YbBemIDrQRX8+pc1Fx5udTrTIIgEGnMUIwvZrO17y4yWsSKwvHh5uXyV6+jCiwo60lUlGgTI1NRUXHtycqJer6eJiYkQdNARChV9xyrHokRpQzhXq9XwNbI/OUQZeLTZbIZVR5oGfaAGKpZptVqN3EoUOwLMmANSQ0BJWBf2BdBz5jucdUnfsEApJr+2thY5oD73mZ75v2g/+NplvunfQVc0FzRZ2XYazO+A12Wag/95H4t4E4KUd7LeHhjpimnuR7aaX9ZeawGJM156MWFaGs3/c0HKwvhEubXjuDzP4X7eCRPMzRkgDMgFHn1yK8h9IE7UGebIkEUecyZGCMmFhffTfxiza3n+Lo8upPkzM6MnFw+flfsMicAjVQbBBiPZ3d2Nk0H6/X5UBeHkAheOPNsjD7Nl6H4xxuMbrEgzJRWFYBPuc2FDNCWwmGu9LgCA5xyhcBjd6dAP13XhTz+LiidkLZqxOczMmvq4PdiK/ZCtae7Pa58Frn8O7dAvVx7oA2Phd61WU6/XU6fTCWZHX8glBKIfDK7PoCQ4BlrByhwOr6H7qampCPjynEOEGXu73++H0OPwZYQ0aRoHBwfa2dnR/v5+zA0n9jh9oBxzJiPvmJ6e1sLCQuRi0lfoxBUbIr7dpUH6CkUOlpaW4tB1aCqvua9NpnenmyyUslBx/pWfwbp6c7rOML37t53m2KNF1qbTtyNA0JajM9yb+53995/WXmsByWRkk9oZAL/d3+N4OIwhX8tmYoGA3WBaBOC4cHPNn98smmP/WCb0KWvqvsjOVLNW5JAXz/bffm0WFi6EvR/eF9/YTmA8m40IhOpzip8WC6VUuvJLzc3N6ejoKJgWzIrIR6BtGA4MCGE8OzurUqkUVipKiytDRXSCoPPvfQ58EwGFoq27BcgcAIk6WgADYx6wFPifyENHG+gH/0NzBJ74+aAoZUUBB1m4OyNzlCH7c7LCVeQ6uKk5reTPmQv6iiU+GAxGavQSvEI1mk6nE+8kIpRnkiZSq9XCLwx9DgaDkfMZJUXgDvmWk5OToexwliWRsIPBIHIN8XsDi6LoYt2jMAJzQhOuPEOb1WpVCwsLmpubi/dCC9VqVXt7ezo9PY18SHIfKXs4PT0dnxGVOz09Hb+pQgU/QWGABorWy/d5kaLtPKeIxrLlBp34M2/iY/SDufRn8rkL+KyE8Xzfm5725QaR0znvvQkFuam91gIyL2i2CvKiM/nO9KXrEzmk6/B7tzQ96hWfg1sx2Rpz7Tpj+iwgBO1+ToQs48iQiRM373Um7xagNBqBlgktE6/7cb3xmQc4SIroTkkj8A99ITIPawroajAYROj90tJSQGZAldKVECQvbTgcBoPAIoXxMI95zG5p+ab19WdDZZiduUBY+0b1QCyEmWveXsklKzKMkTl04eLRjzzHrWHoEQGZ0Q/mnOud7qEt5saRiAy7+//ZGvJrskJ2U3OadCvI0RhKpPl8AbNyXBwKjpd+cytduj6qyq0D1hG4F6GHj7NUKgV0CnwPTZDjCDrRbrfV6/VUKpVUr9ej2pIjH1SN6nQ6oSxDd0TiEvXK2ZIUXHdlmnxPhDq+T85XxWe6uroaghcacVpwpdGFUxZ03hBcRevoe8H5kAtHpxO/1unF+ZbT8cuMHJ6TlX3ud4syP9MbMPirttdaQLo145AaTKAIEsowWYaZHGqCoU5OToa2lvOyXPv3Z2eY1FvWkLC6uN5hY4SBX8szMmPPgtD7kjeJE1aRNeIMzcfD/WiPRZsPombeOJ0dJsRpJiRNo9VjtQMvoakTRk9ZL4RI1oYRXK74MB6nj2yRo41iOdIQgB5ezzP4DD8Y73GLoly+Ti1y2sg052vkCIWkERp0hMJbRgzoC/e7FebwcqYV1j37clh77mN9c2CZ98ctL9YYocccclyTB8HVarVQKLA6WTsEmnStlJXL5YDCgWB5Vr/f19ramiSFgKUPLiDx52Gt8bkfREDEKGvDMVLUYIVnoMSg6A4GgzjzUlIgI1tbW5IU0a/ux0YZokiFpEA0EIzNZjMKCUAf0nVVLo8cvkmRcXjzZcpO5hF+X5GSlencadQhe2jI6cYFnxs5rpRlYe2KCgKQ+9jDjjYUGQI3tddaQPpEeSkySSObyv0fXCuNMnT+dkgIRsAmZbPzTE8mhijcOoC5ZOHFs+mvM0nvZ17MrPUVaWbZquZzh4uzReDM8ibLIftAHUJ2TRIGzCaFIcB4aOPj45qdnY0DcXOuEhYGjJVowunp6ZhDP38wKwul0miAlG9kLENn/G7Be6kzNhg0AFzHs05OTgLmIkUFjZ8jjaanp6OfnrLCu/HLYpWy7lgLMzMzI368zCyytUrfXcP2wgQIQbeYinw99M9pJmv49KdIEeTZQH+8l/ln3lywzM3NaXZ2Vnfv3g3FhYhVYHzWhX1KUXNJUW4Oi833CsoXz5MUdDk7Oxtrf3Z2FikerH+z2VS5XI7852azGXMNY+bAbfyB0C/7w+F3GDmQs7snoLfj42PNzc0FelEqleJAaFKpGAdjc6UrW10+F76GRUr9q7QihcwFXnZn+HdFDb6RU30cGXT+6TweWnakJ/ejyGL+tPbaC0ifPD5z60gqTs7nb7fmiJZzhgVTIXEbQZMn3Tet94XfWYh5GkBmTjdBBJlwXUsEYnlV4ua+LBzzPLqF6IzZNxVMPVsnMCWsTfyN+FJmZ2fV6/UiZB4FpVwuh8/QlZHj42MdHR2NWID01Wu3ulXvfeU+h7J8/XmeV3NhDPQvjwcLply+ik7sdrtxziA1ODliibMTOQYp04srIdzj6UWuIDn9Ob37WLwYhsOyvk48y2mnyLrN8JUrkV6kwZU7twKgJZQZhAqfEyDjiiPvQuFA2UD4XV5eRu5iuXx9ALUHx3CdWxOSokybKx8IKwT6/Py8Li8vo5hAvV7X3t5eHHHlz5eu/YscfQWfuLi4UK/XiwPSx8fH1Ww2o6JPqVQKC5f5oHiGK+ySwo/rSkDROrqAdNpymnFemHka9/u+8ObCPAfnOD0XfeY0lK1TN0zcQIBeXQgWWYX5edk9lfncp7XXWkBmzSI3Np5bNb7wNBeQaLPZCkRo8gz36xRBFNkKdIuF74uEKffkxjscis2f36TB5+e5JevWdNHc5DE59OzWJEIyW7lAUm6BwyhJuD48PIxUCoeKKATBvF9cXAT0miPW2GyudKDMZBiIOXDkgB8Ec5HGSuK5a69HR0cRCclcEt5PP/k5OzvT8fFxHLEE1OyWFlYUZxZ60JdrzJlmsjLAmJ0ueAaQMLTuELwLYj7jee4bZ43oA2vhvmzoHkuQNSWX8ejoSO12WycnJ7GGWHTsMSw2BA2nWuCb29/fD8Ha7XajzBpl7/r9frwDgVapVEbml1SOPFcoMeQg4hbAj3h0dKRWq6WnT59qf39f+/v7QZ+Sgr7dwqdf0DlzTNDQ0dFRVOthnRx1cH+/W/ceMJORJf52gefWnCuVRTzA1zQrUc57bhKU/h7fs0XX573KNc7H3fBxwcn3rJ/Hc/izPosl+VoLyAydSaNBANK1HylDnDCkm7B6r5riuVw0ZwxOQCwMBOSCMlsANxGUE7Lfk4mz6Fqe7QzLNXKHIvKYbxKSGT5zZkxzK9L7TE3JyclJ9Xq9SLxHSHJaRaVS0enpqQ4PDyVpRJASsYr/SFKc3oDV6dAo/YHJZCXG4UUvneYb0AWRa9nAZHzuPiOEOeUIieLN1jSCwteDuarX62o2m5qenh6Z46KcMxfsjkRk6MytCppHLudo6iyA3UrwPYP1BJPn3pwz6lC1K4kEwLjFx1oPh1cHHBPEg6+33W6HJTkxMaHp6elImeh2u+GrXVpaCguT6GEq+ACVsrfr9boWFhYiihVrFOifvkKv+NYbjYbeeOMNvf3229rd3dXTp0+1u7ur3d3dOAzZlTUiZOkjYxgMBmo0Gjo6OtLW1lbcCzLiCs1gMAjo3iPpiQJ/mXWUrUhopIi/ZEusCD3yfZEVzaLmVqsLY94HnTsa5jzb94qPibgBj0Fgr7lC8WkQb1F7rQUkzNg1Cje3/Tv3waCJuZBCYPIMJpnFQzPNEAbvcIvGmRX9pD8QjweDcA/NiSdbCc7AbtIQiwQV92fs3lsW2A5JOHE58frcuyXC/czFzMxMaN2kP+DDdd8jliRrhHWWNyvr6aHenixeKl3XceV+NHGah+5nYVMqlWKNhsNhCFtSBxAsCAPyOt3nNj8/HwKceWPup6am4uQQhCqFEmZnZ19ABG5CPZgPpzkXih545kE2zuDc8nbhyFy6QpBpLlvqHpTkz3Cm6mlBvBc6YuxnZ2cxR26NDwaD+P/k5CRKuU1NTenk5CToBQjUj5dC2BIRioAmdQjlDYFzfHysnZ2diKZGoEGzlUpFCwsLETDz1ltv6a233tLp6an29vaiXB3pIMwdvkVKw2Epk+bB+FDGut1urPfe3l7A7tAVQsL5DOuTacbpm+tuEhzZ4uNdRQq08yWuuQkJ837Aq0BgHNnK9O/WpFusWSHM8HGeh/z/y9prLSDdYvLmC+NEw2LAMDyII+cvuRbDprq4uBg5gqlIO3eh5P3Ii0jLFptreEULWWRF+rthTM6QXJFwTSxDsNnaZXzZT+dWNy0LRzQ23oHfkaLPRP4hdCjGTPqIW57ur3PrDoECs/XKN/g7GRNM2Q9BzlYcgnY4HEZ6AP2hkg/jxJfkGizPRoDCUL1uL/MDZMffVG1xqzdrzJl28mdZ0NHXTEt532TtH2bkCpWvM++BUWVLyStcOTMEamVuHaIFISBSk/kmonl/f1+9Xk+9Xi8s7YuLizjKigL47Ot+vx/FwfEhko94dHSker2uqampyEH0AJ3Dw8MQQHNzc9Hv4fA6mR+htre3F9W1SqWrFJDZ2Vmtra3p3r17ury8VLvd1vr6unZ3d3VwcBBzR8SzRyyDgqA8gZigZCLIj46OYnwUTOA6V/ozb8p842XCokjg3iSEs9DLzQWcCzG3+qQXkZJsXLzMSs281xXoIv78Ku21FpDOQLKQvElQ4WPxUmYsHk5+CAtGB3zR6XQCJgIWdC3O/ThYEtnKlUY1mKy93eRXfRkxZ2uwiIlCJO4P5Tq3bHzOXBj7PLt254TnDDIzP6JWYSztdluXl5dxQkqr1Rqps4oAcSitXC6Hj6rRaIT2PjU1Fac3YMUQXOHH/hDS78dzsUldUKLFe11dLBOHvrA+YU6SRpAGKp74yRZcw5zwHX6nbIE7LHmTFVlkKTgtOT35PVl4ZY286F5naPz2NB1gaBQQFwAoE67AkQvogg2YlZSF4XAYkack9fucnp6eqtvtRp4pz8Da53xN4My9vb1YV4qfc52PDYRjZWVF5+fn4WPs9/tRV3Y4HMaZlcfHx3r8+LEmJiaCNjkAeXFxUZ1OR+12OwRlt9uNoKXBYKButxuF2IfDoY6OjjQYDKKYArTnSAx9zXmXrpw6XWTlmcazi5ADvs80eJMgpLl7AWXK0Y6b3D3ZqMl8sIg/8r8Hjvn7/f7PArW+1gLyJh9etiD536MGs1bBb4/I4wdLhCCTy8vLSORFENKcIDMh0g9nzv4+NrxflxUA1w79We4D5blZW+L5bokVWduMqWgzOIFznUO2zJlbGlxHybDFxcU46Z3k77m5ucg7g8HNzMyEVeUlwUqlq3D3+fn5YBysAX4YYDbO7SuXywGluRLCfOBjJu+SYB0UIac5mCs+R38mypP32aFUt9qwnl2p8qOd6Ldbhk67GS1wVIC1z/f5OnqfX3ZdRg9YA97h0bIZjs8MkvV0hc3fQZ+y7wir1Jm3p1CwZt4fBLenX1SrVS0vL8c6PHjwQJVKJaKPKRxA3iLvrVavar7iF6WPnn7T6/XU7XZVLpfjNA/o/c6dO6rX61paWtLDhw/1ySefaH9/X4PBIAoieI4nFaU8x5ZyeqVSSUdHRyFgmU/uBbFgXrOVloWjF3S/yboqEobOD+hjNkqykMt8xNc8W5+ZP3nfs5DMyrGX+JRGU+n+fysU8E//6T/Vz/3cz+nv/J2/o3/2z/6ZpCst/e/9vb+n3/zN39TZ2Zl+7Md+TP/yX/5LraysxH1Pnz7V17/+df2X//JfNDs7q6997Wv6pV/6pRcqOHxag4k7s3CGIY1ucD9jDubEhLFRucZzlsrlcghEz2Xzd7qGBRRLK7IgXRgVMT+p+PQJ1/Ac+szQRxGU4EyNdzuxefO5dGELs3BC9TlHWGa/Ie+rVCpqNpshALa3t8PqIqgFyxILyyMtgZqWlpa0srIycsAyKTqVSkWdTkePHz/WwcGBKpWKGo2GlpaWoug8+ZkOJXqkKcwWAcfmQ9DzHTTIb4dyYaBArx6BzBxlGDjTi2vazlAYM0KLe6BlV6iyMsXnTis+D67A8dvHmiF4PnOXhdOR07sLWVdK0PzdR060K1Y4ygPQvCM0WOHSdZUnLFYO8JauE+mZV87+JPWiVCpFsJjT/+npqZaXl7WwsKD19fWAdMvlshqNRqyxV2rhFJKdnR09fvxYi4uLunv3ru7evau33npL9+/fV7vd1s7Ojra2tqJ2LFHQvm/J78zKBzTin0EXrsz6567gMp8vExrQRYbkc9BiVqidR2b6c6WH7zKtFAnBLITpl/vAPeLVFTTv26u2P7OA/OM//mP9q3/1r/SlL31p5PO/+3f/rn7nd35Hv/Vbv6V6va6/9bf+ln7iJ35C/+N//A9JVxvzx3/8x7W6uqrf//3f1+bmpn7qp35KY2Nj+if/5J98pj4wCUVBFkUN5u5lvzz4gk0JseBP8lMqZmZmIucOIeCbjsZC0V4FmnCh41CAf3cTbFBEhC4APbevqE80j/ZisxdFOd6kjdJvGJ90DSPDZKenp7W0tBT9A15yyNo1c/qCMJmdndXy8nJYhGx+mOHx8bE++eQTfetb31K32w2f0Pn5uaampjQ/P6/FxcVYLxgSuXaE8bP5qO4yGAxCcA8GgxHY1YVcrtPr6UHMEYyJFAZHAJi7SqXyQrk7X29neChmMBrvV4ap/DnQDDRSFKHrQpD7/d2+/s6UXEh7n+nr+fl5nJDB6Rr4Cy8vL3VwcKC9vT2NjY1paWlJCwsLKpfL6vV6AdFT+hHYFcUHC571QHlhTzNe4HBo0P2Cua7r2tqa7ty5o8997nNqtVra29tTt9uNdV9ZWYl+O/OnCHu329Xu7q52dnZ0//593blzR48ePdLy8rImJye1vr4eBzmzFpSXo6gCShxICYqdC5osiHyfOargFryvH89wiD4r+UWKjwfR0FAE/T5X+HJQV1bY8/3+HFfci6zNTO98/3/cgjw8PNRf+2t/Tf/6X/9r/eN//I/j806no1//9V/Xb/zGb+gv/IW/IEn6N//m3+iLX/yi/vAP/1Bf/epX9R//43/Ud77zHf2n//SftLKyoi9/+cv6R//oH+lnf/Zn9fM///MjltenNR84WpIvvGvJEAJly2BEx8fHYaFUq1enCsAoJcWmm5mZCUHpDAsoxN9PnzIBOTRFn1hcr4qRNX5nNuT20DLTzfPifgmPXnSCcgKD8FwgMjfSi2ksPg6+52xNfHlYAM6wJyYm1Gg0gsAJPGCMWOsIzOFwGEn3CwsLWlhYiDmjv+QU7u/v6/3339f6+nr088mTJ5qamtLCwoKGw2GE62P5wJQoms3fs7Oz4cvMUKj73Nw6dD+kMyRfE+aMdYFeXVj6+rhwyQqUR//5GiIQMjPB2uKdvvbesvB3qzYrRbyLeczKqkNdvAelDUGJtUX/2L9bW1shEKemprSzs6OnT5/q5OQkciJJ2wDOJrKUnEifc+aOMxnZXxyijOWKv9ORheFwqJmZGX3uc5/TgwcPwpLEL1iv17W5ualerxdCstPp6OjoSOfn5+Hz7HQ66vV6unfvnhqNhr70pS/p1q1bevfdd/XJJ5+oVLoKQvMj3LCaWQ/6hfDMJe5KpdGSjBlx4xqUBheMWPc3CR235rLgpEHP+XunjZuUN+fpOeoa2uH6m3ylOfXsJrTsZe3PJCB/+qd/Wj/+4z+uH/mRHxkRkN/4xjd0cXGhH/mRH4nPvvCFL+jevXv6gz/4A331q1/VH/zBH+gHf/AHRyDXH/uxH9PXv/51vfvuu/qhH/qhF97nhawlhdbmTILmcJEzFH6YWII1XCPzaEU/y40qF0CvOarSzX7X3mmZSbgQ9zFkIVcEURZZjs4YffzSdTqJQ3QucPnOrTzuRTlwovO+Z+J0IgYydQ3XNVfeNT09rVu3buns7CxKtfX7fdXr9bDU3S+LP4eT2F3AlEolbW1t6Vvf+pY++OAD7e3taWJiIvIlx8fH42giP6xW0kjhbD+hw5mAW3Y+lzAnt74YnysX3lz5YG69ALw0mk7j65zXza1PVwxZI/fJsIaeW+eQW6ZPpzn/29eRPnsghiMdfO99pw+Tk5NxWDbWOeUHp6entby8rKWlpahgQ1Qr1h+BPS408ClSlJz+kHZBmgfvRwhR5o76qwSWQcd7e3s6OTmJwwt4L4E41WpVd+/e1cbGRuRDUvkJmNatQ5SDxcVFLS4uqtFo6Ktf/aoePHignZ0dtdvtQHRwBeWYCF/XbEUxJ762XAedQPuOIEDrN8GjWXB9mgD0NS9SxPy+zPMcefA96W6x3G5CEIsQj09rn1lA/uZv/qb+5//8n/rjP/7jF77b2trS+Pi4Go3GyOcrKytRnHdra2tEOPI93xW1X/qlX9Iv/MIvvPB5ZvLSqLbtzZk+EI5bBEAWLDxwKhsXeBCNUtKIkHS/R2YezuRoWUjSxyIG5AwqW6n+PFpRcQRn6g69+jUwTb5jM8Jg/B1O0G4luVYK3MXRPTAePzsRyHR1dTWi9g4PD0e0ZcZZq9V0584dLS4uBtLgvrP9/X19+9vf1je/+U3t7u5qOByGVSpdw+n7+/uRb8izUYJ8fAhn92/40Vr0P8PPbGaHh3zdfMNnwVSkbPEd6+/fu9LCux2az4FsPqa81hl6ozmSkenNaYn/3V1BP7KA9vcjjGq1mmq12kgRiGq1GiX62u12oA8oSFxTLpfD4idaGgXv9PRU+/v7EYSzv7+v4XAY1XXq9XoITAqXz87OhvCk4g5nObIO5+fnOjo6CtoBkl1bWwv/4sHBgTY3NyVd5TCy7qenp9rZ2VGtVlOz2VSv19PFxYXm5uZ069Ytzc7OhqBFELE/z87O1Ov1Yq/zkxUcpzdXmEql0oiy5QjTTYIxW3y+16ExV2S5N/O2LBy5HmWD7zOsT99A/vze3LLRkmn2/5iAfPbsmf7O3/k7+r3f+73I4fr/o/3cz/2cfuZnfib+73a7unv3buEi0rI2wmR7JCubGSFIgi4VOKjXSGK7l4BiQXNNTWd4WXMr0sZyvzMTKlpUf5fDs/4OCNf/d2HjsJn3y60VmB9CIGuHRQTvUCHBD1hXaKqsA9r9cHhVDBrhs7GxEZGHKDPVajWOyCJKDyuFoJwPPvhA3/rWt7SzsxMWIxaGdKUpt1otffTRRzo+PtbS0lKUfMvzi3WBUsS7/PBkmI4H6tAvonM9zcMFqW9ynuHr42vhlpwLsSz8XKBiYfCZp5i4YidpRHnyfrrAzQoSLVstWVm4KXWEOcCywnpnr+GjxIUxPj4e8PitW7eiiDnIEggEKREE7AyHVwn+a2trmpyc1O7urk5OTqJi0+XlpTqdThSlQABzduTx8XEIqYWFhVAwSOHAlz0YXEWj4n8kGKzRaOj27dt6+PChtre39ezZMz1+/DiKEuBjXVlZCSE7OTmper2uR48eqV6va2trS/1+f6Qo/9TUlObm5kJJcKHo65npg98uDB2G9DQJBBw0mq04PsvCM/Nh5y9Y00VImcc/eH+dRxVlLni/spKZrdvPIhylzyggv/GNb2hnZ0d//s//+fis3+/rv//3/65/8S/+hX73d39X5+fnarfbI1bk9va2VldXJUmrq6v6oz/6o5Hnbm9vx3dFDcGUm28218bRiFyTZqKAJdh0TC7VOLxoMPlRbHSCLdB4i5gKLVtU0s0OZ/p40+fOIJ1YsvWZ4QuvUONMFcgzE3Ju7sug/z7vubkQdgsdiwIC9XWZnp6ODUPlmeFwqL29vZGI1rm5Oa2urmp+fj7mAYXm/PxcT5480Te/+U09f/48mDqbyVNRzs7OtLGxoYODAy0uLur+/fsRJOHCmOhGnk8ovMNLDlVlmAvLhsAhfKmOWjhTKmI4rDFz75Z6Vp6cMfAOp3tfH9Y20xBrwt7x9XShl9c+70Hucx8oY/CfDGVj4eG329raCqGHUB8bG9Py8rIajUYoYZ436TRKoNXExETkpM7Pz4dlR5EBisqzZ/y0FyxTX+tWq6VWq6VGoxF5uPCE1dXVEN7EOEiKlKTl5WXdv39f6+vr6na7ury8jOIZHCKOYlcul7W2tqZms6lOpxM+UJQ3r6jjOcSsXd67Ho/gSl8OzEFAZmWb5/AO5xuu9GWBWcQ3nF5QLqEJ5jy7z3Jzfpefl/tWRLev0j6TgPyLf/Ev6tvf/vbIZ3/jb/wNfeELX9DP/uzP6u7duxobG9N//s//WT/5kz8pSXr//ff19OlTvfPOO5Kkd955R7/4i7+onZ0dLS8vS5J+7/d+T7VaTW+//fZn6jwD9kgot9icCWTric3kkW34H7GOh8PrwJCpqSnV63XV63VJV8cceYQcfgGsjww9SdfQZ9ayvTlRS58NN3e/AkzKBXJmns7YgXG4F6HiwpgxFWlxuZ9EF5Muk0/Q4L1sAiA2GB2MqFQqaW5uTktLS2o2myNJ6Fga6+vr+uCDD/T06dOAVEul0kgEaJ7j4+Nj7e3tSbqyPoDVgPyk61B0mJJbXvhAUEJcSGQ/DuOrVCphBWSh5swoz2n2H7kl6VajM0XW2i3KonVyoer/OyPks8xgMzriDM7H5AEyzB1RyShSCBmq4kxNTUXQzMnJiXZ2diIgBSuTIgHkuiIoqMDD+gCrEmOwvLyser2uVqulWq0WwoeI0fHx8cirhDecn59re3s7aGJiYiIKlFN3Fyt2ZWVlJH0ESxSf6NramtbW1tTr9Ub8lBQ3GA6v/YH9/lVRgsnJSW1sbETZu35/9Og1YOCcTlQUicpz2QtFn7Ou/ts/d9p25TwrSkU0xnuLfkvXRxe6wHXF0Wm/SBgyfug1j+EmI6WofSYBOTc3pz/35/7cyGczMzNaWFiIz//m3/yb+pmf+ZmIIvvbf/tv65133tFXv/pVSdKP/uiP6u2339Zf/+t/Xb/8y7+sra0t/f2///f10z/904VW4ssai5o/y5OWNZgcOELr9XpR2X9ycjKc85eXlyOpHTyTZziROSwlFePdfq0vnDM0bx467+MpghT8ndky4DdCKFudmYidkWbr5iYrku89TcN9B1iE0rU/DKLmcxgNcObMzEwcE4Xlzj07Ozv68MMP9fTp00gR8OCBXPPW2/HxcVgpS0tLunXrlur1uvr9fkQhUjHHNWGsQRAIz68lLcKFBNCy+1Wz0uN05fPI7zznrgBlKzHDnm758g5/btEaOnNyweZ7KMNzRUyM+QLihQYyvaBUEoXKml9cXKjdbqvVao3MPfOIkASehfaowkSt1VqtFsIXyB//N0LMay0zr5zOUSqVgiZKpVI82xWUnZ2dgFHxXTabTc3Pz0flJ6zLy8tLNZtN3b17N4pTEAl7dnamg4ODKCd369atoP/hcKhWqxXH701OTmpiYiKCmlgfh0R9DeGZ7jJwX3FW2IpaFkwuWIusNf+sSLn25n1mLdyadXrm75c1R5KyPHiV9v95JZ1f+ZVfUblc1k/+5E+OFAqgVSoV/fZv/7a+/vWv65133tHMzIy+9rWv6R/+w3/4Z3qfL2gOPPDvaRmG9EXzQAIWxYN10GrcIe5wRvY58tuFHn1zXJ+W788wBd9ngVbEaIuI9Cbid4GdGXG2QF2IFsG3fJaFH9CVW19eZos2NzcXjK9cvioth+U+OzsbzA0r8PHjx/rggw/iXED67FrsTZsIBtFqtUKIY+V5QES5XA4/pafjuFBwi5n5QCA6jQHlOdRaRK9OJ8xhfq/TR+4P73AhVgSr04/8LGl0P6AIOF26lSNdMzeH+tzlAXKTLexy+er0DM4FJZK5XC7r+Pg4oEist8FgoFarFfci2DyZHgShVLqqj4pAY50uLy/jLNKTk5OwILE+EbK+XryPUz4orO5+SeaVE0Y6nY729vbUbDajoADwKGNBKe92u+r1etrb29P+/r5OT0+jL1SbqlarcZoHljg+XObUA8nyz+Xl1cHOHtzmEcdZAXa+UIR2uUBznpB5zqu0IsFbZDAU8fD8PXTmiJmjHq/a/rcF5H/9r/915P/JyUn96q/+qn71V3/1xnvu37+v//Af/sP/7qsLI64c4nNtloZV46H3bBiI6/DwMPwChHAvLCyM5CSxCT0HUnoR9qV5P7jf+8Pn3pxI+d41sCLm77CGM9n8XL/+JriPOXVlAIGfmTrP8g3lawC0ilWIIHHLCUYHc61Wq1GcGgiJ/h0fH+vZs2d6/vy5SqWSHjx4oMnJyWB4n6atuqWGlXJ5eamjo6Oo9FOr1aIfrHVmpA4pOi1iDfl6DAaDSIaH6bmf2AMuvLnAYI79f18zt2T5v0jJ8c+KXBNuadBcuNE8+tHpxxUm4FC3qukv+Y5cj6DjXUS0tlotnZ6eRkqW+5cJrgFBYN6B9CcmJjQ7O6t6vR4RsZSd4xSQw8NDdbtdHR0dhWU4GAzCamPM1Wo1zoR0q3MwuKrKMxwOw9rt9/tRM/Xg4EC9Xi/SOh48eKDl5eUoOC5dRWl7uhD+2MHgupAGwUqlUinqwlJkwWvi5jQeTwkp2hdFCINfl10/9Dlfw7Oc5l+l+f7xfXTTHr5J6LqV7PzSee9nybV/rWuxOnzAhLhF4lZEDnbIi+1mPDDH5eWl6vW63njjDd29ezd8YK41unZyk1XIxnfhUaTJZEZX1LKFka24ImvEn1tEcH6NWxp+TxEs6Mw5KwBOnA49IpCYG57h5duGw2HkX5IqMjU1FRYIkYfPnz9XtVrVD//wD+v27dt67733wqdDn7O2edOcAqseHR1FAMfS0lKUpZudnY0+e+EAhIgzIUkjDMohVxcypCs4jJ1D9l1L95QTaCwH43iQBvczRm/MSxHiwTi8koznMkLHOVgjC1qQAgSow2xudUNDVMWRFIn1QN87OzsRXOXCtN/vR24j1lWv14v1IH0LwbKwsKD5+fmAXXNBiu3t7Ugzog4v/sjBYBA+SsbGaSBOt5w7CdqA//H8/FwHBwd69uyZvvvd72ppaUlf+MIXdP/+/Yim5p2NRkMHBwfa2tpSt9vVwcGB9vf3I2dyeXlZw+HVmZkXFxdx0gl+dOiPdfUqS670ZOjT6SUrwL6fX6aA+jNuEpCZz2Xfp/Nz+gJd+3fZSHAloEgh87iKV2mvtYCUXgwqYIJgSkUMIDe0fZzpMAF8AzAMJj3DR5mYsvlfJOwylCq9CB1IxZCFM8ei6/L8SDdrYvnaImjW73cLkvdm68Xv43OHXB1ug9E4A2acMEuHtVkTmNCtW7f0hS98Qc1mU4eHhwGHu9Au2qQ39bnf76vT6cQ76vW6VlZW4jpODvE+503nieTn5+cjyehc7xVnyB8j6Msrv0CHLhSYJ+93VnJ8LbNAzRCaCy2/xyFVZ44emMQz3bqnT75nXMkql8shfAeDQeQTuvLY7/cD5iTO4eHDh1HRxiNAd3Z2dHBwMJIPWSqVIsUHpezi4kL7+/sjdODlIxcXFzU1NRXWKgwW5RbByfxMTEyEUuXQrHS1v7vdbjBr/KO1Wk39fl/tdlt7e3t69uyZ7t+/rzfffFMPHz4MKFaSFhYWVK/X9fHHH2t9fT0i7D3XcmxsLKJxUdqmp6cjwtvpwiHzzH+cFlzpZSyMI7sMvLl1WsQbP0ujPxnZ8j3kCrZfl4W97xeg91dtr72AZAN41KUvbLbU3H8iKRgXfie0Q0rQ1et1DQaDiGBzjd3zkmgZZvB+en88ryxbZbm5lu3PLhJkLxMGRZ/7d9lyzELErcSbfAP5uc6cPd+UdciMlU0M44TpEE14enqqdrutw8PDKP4M05E0kncJrMvGds3Zrd08hlLpqmD19vZ2+IU6nY6WlpZGzjOk/CB+Sp8TGASWDNYhygJ9JN/TLS33qzmtsj4gF0UCkH64YPI94gIPQeLrBBOij04HrnQ4hM7YUFKZh3wWn383OTkZVg2Q9dHRkXq9XhQLJ+qUgC/exTmhzOUbb7yhTqczkk/JuY4Unzg6Oorybu6rm5ycDBifQgWcLENdVPIqiSb1QghjY2Phb6TWr1fiOjw8jPlE6Zmfn9fl5WUcfbW7u6tnz57pk08+0f379/Xo0SMtLi5GsGCtVlOj0dD6+nqMs1Kp6M6dO3rw4IE2Nze1u7urdrut2dnZkTl35a0IJs0KfBZ+7t4pQgmc9vKzHcnLBkTmU6yl8xwXis4LilCUl/krHd1zen6V9loLyKJFc60aTZzP2Rh5gSDySqUyEtXW7XbjbzRF/BYQovsk/f0uTCBChy8zROpjetk4eU6GQjMT83nJkK4TtL/Pfbp5HP67yGJ24Z1hN4ce3epy2Nb7lDVPfIPSVcj/9va2zs/P9eDBAy0tLalSqYSfrlqtxsGy1NIsmteiec4bB//O6empWq2Wdnd3tb29rTt37uju3bsaDAbBvNm4+LbwFyGkgGVdIfNUFWA6glQQ9Ky5H0nk8Cu/PUjIrcI87x6JSvP1Ze2h6QzV+nrxXoe1SG1w+vEUGYQpa+ZVqfA3OkyKYnN2dqajo6MITnEaoSTc/Pz8CMJDcXCOoRofH4+/Kfu2sLAQuYrHx8cRLUqaCWXtyKNEMUAQu/JXqVRG6jiDdpTL5YByh8PhiHWH66Db7eqjjz6Kcnif+9zntLi4GOOanp7W/Py8PvzwQ21ubuqTTz5Rv9/X2tqa5ubmouA76Ae0Bh+EV7HWRFb7figSfH6NQ+vQtfOL7Ot2txX0WIQw8f5Mk67QomxB5/m6LByd97BnPq2+bFF7rQWkD9Qnn+bQEddnTcK1WIJ1CCqo1Wo6OzuLyhbSNcTkGiGLm5NbHRKAgLKPiuscT8/EUiRs8/hpEG6eo2xt+juKYEi3GLP/McOqfr0zWn++WyVYYDBHLKWsveLDAfrGGmOe0eglRQAHB/BOTk6q2+0GZO61fF/W6LuPE4Z4cHAQ1VsuLi60srISBQa8NBnBEpwC4gns0A0/0IPPG9aNH9gNRO0Qk0NFmfFkxcT9MlnJ4d2uwefnIiyhb4KTEF70F+u3KNI7BybxThd2KA+lUknHx8eqVCpRVg5LAiXi4uIiTuDgjMbZ2dlQFFZWVnTr1q3wIVLjFYsLxdfP9GRuHUFC2cIKR5FxSNGLiGClwjNQrlEm8Jkyjw6nHx8f6+nTp8HQ3Q9+7969KJpCrdbJyUktLy9reXlZe3t7sQaORrD+Dlmyti4EHQlAkBQp026d+ncObfr9mZcVoTYZmcqQqfMnBGLuP83H7wYRqN33DcSaJ6bIdPZF9s+k0Zwsh8HcxwKT9kVEKykSYm6d5vtoLpAyw3Jryp+d//dn3ETwfq2PHUbnBA3joz/c6wLf59mFuUNozKuPD4YJEwVe9A3mFVd4JkoEx5NhEQJ3jY2NBVwLrDY5OamlpSWdnZ1paWlJ3W5XT58+jbV+GbySGYAzDt4BQz48PNTu7m4IY6qqAB0Cs6F0SYroS86XBFp0oVYulyMFwJWhjAggeEulUlghfJaVMlc8ELS+Tq7dZ5jM58H9bz6PfrKJV6HxQJHLy9E6tuwt5girBuF3dnamnZ0dtVqtEJIoIQjAubm5KD8HJO90C01wPcLz0aNHcZg2MKynjWBdggjMzc1pfn4+ol1RkhC8vEdSHKXGYcYzMzNaX1+PeXEYGCHLPJFzS2GDfr8fhQhqtZoWFxf18OFDrays6L333tPz58+1ubmpsbEx3b59W9VqNaBplMKspBbRdxZu/PbgKt8bzp8y73Fazd/n/52PeIyD99mRM0cvUFaywVAkyF0ZYw+8anvtBSRa+E2aL3/fJLQcgqI8FEUByFmiBFSlUgnIhQlHM3YL0DUfPnPLpIhoXmYVFlmBzgTye12zdd+XNwR8tiSK5q1I68tz7Na5j8HHLSnKZBG4gHCGSfhGcDgQ3+P5+XnUwXQfGZozuZJUOzk6OtLh4WEwsFeFWHzNWB8PKuFkB7T4RqMRJz0QyFMqXeXgYSFg9QELOnP0v4HkmM8M36MN851bf8C2bkH4PEEfQHD5dAmvLezauwvGnO6BAKJ+KTQjaaTCFPdi7QNtupUMXc/MzOjOnTuanJwMn3On0wnEh/J97o+kODn0g7WV3QbkLBIMgz/w8PAw3oNvmHlcXFzUzMyM+v1+WIMumD2AZmZmRicnJzHnuGWAdkkzIMWFYCLmFSVrb28vAoBmZ2ejLu3CwoJ+8Ad/UPPz83r33Xf17NkzjY2NqdFojMC6QL6ZtrJiyzihK/dv03y8WVnzfeu8Jzd4Q+aFRUoZ+431ycq6o1VFLQej+bWvErBIe60FZBHk5wyf//1vX2Dp2sGL5ra5uRmQ6vT0dGisBwcH6nQ6cYp9fo9rRN5eFnKfLa+Xje0mX5q3THRc61ZF1s5cIOVNkeEVZ5z+vV/vz/fP2BhY5F5I3McExIPfEQZESbGzs7M4LJnIQTR4rBIgcvpcr9cjZ8zn8mUta6Huf2FOEbxjY2PBYKvVq4NzvQg+ofvSNXyHQuFRgVwHM/DKOz6n/O0BC75ODle64OGdKB4e/JKFrj+P8cNEsZzoB2kSpEZk35NDyljUWGNYVPjEKOFIRZ1Go6HFxcWAclutlra2tkZ8bexhigEAx6LcAutyBJu7N7DAOReSVIxWqxXKFe/ifMnl5eXoP9V1qOXMWZJeXo74BtAUrNRyuRx+ThRv6MytaoLTTk5O1O12de/ePd2+fVuPHj3S+Pi4PvjgAz1//nzEt835mKwhsKLTsBsK7sN3CNx5VlbQ2K8u8DIs61ZiVsgzn6I51O/QKM/1wxnoA3sLOmOP5mtvUvZvaq+1gISxuKbvk+6M0C056XrD+ynmaC042dEiW61W5E1xz8rKSmiU7tvJ2le2oOiLQ17Zx5dbDsrwz/yZWeBmgvTvXCjyOcR4k9XIBmJMPu+5j64pwiR5R6l0fcQRWjHv8wAffzZzCjPDCnXo1P1sWCscIUQSNxV3spLiNFXUuM43L89xZjg7O6tyuRypA+fn5wF5uSWHMGL8WJZ+8oczKkkBUXphaqxGGvTHgcisBZYBCgSWoyMM+BRZZ9aavYSlxAHTjA1rHYGERedz7OkpKA1zc3PxHD9c++TkJPL6sMgoITg5Oam33norBBHwKD7G/f39YIzkLBI0BORZq9XCrykpCjewThQUODs7U7fb1f7+fkTAElDVaDRiPU9PT9Xr9XRycqLJyUnNzs4GGkUwEpYjaz09PR1F06EJfKqs6/z8/AuwK3O1t7enN954Q7dv39bk5GSUWpydndXCwkL4ZYHrgYypjcxauNDjx/cQe8xRHviFIxVZac7KWuY/zmM8v5d78z30xfvg78kQcjZeHK27yeosaq+1gGRC0WZ88A5BIjRdwKDJE/3lG9yPtHKBgSaKhjszMzMSdJCtVQRuhgNckBdZojSIxq0sX1zG6NpdkZaXYZDcbvKJel+9v7kx7860/XMfI4TsPiq3kJhzj4zEBzUzM6OZmZk4nNbnAaHjWvFwOIxkfJQbrsHi9LXxqLmixmZ2C8l9J4eHh3r27JkGg4Hu3LmjRqMRCePQE9fCXHzjOq15+gvCH0uEYCDW2dcBQZjTQNgHDsdilbkl6mOj3y4oPTgIgYLvj7nJtMB6DwaDEGx8j2LAfCDUyuWy6vW69vb2QgEBYh8bG4ujpEic7/ev8ldBGUAVSLOQFAKy1+vFPmf+/UQMhMH4+LiWlpa0tLSkXq8X1XCo9AMUjJIEL0EggUTRFyzCUqkUQp/qPXw/HA6jWhOKhMOlR0dHuri4iALrDx8+1NLSkt5++209f/5cx8fHqtVqqtfrOj09jf4wRvf7+750+JzvHd1wIchacR9rm5GZjFA5vfId+zgHNzq/AFVyWJfPPXXKFWrosMg99Vnaay0gs7meBU0mAEmByQPtDIfDIHIYCRYkDJZISZiJV85A8AJNZAvIYcdsIfEZ/7uQ4idbm0UWTxaaXOvCzi273Py9L+t7dvLTt5s2gn/nxAvBwwh5F88DVgKCZQ1InKYoM31yS3J6ejoiHJlrGBUWpVt+WHYoQEXjZo2z0Mrt4uJCOzs7qlarWltbCyFGfzIchQVC4BLW3XA4jI3PPMKUqBtKPU8XRIzLI7FdAUCYMc/8QL8wct6HxenHTVHGjeAXpy0v3u9CmnlzegSiJe2CyjmlUinGNjU1NeLSoK7p8+fPtbOzEzDq/Py8FhYWtLy8rHv37mkwGGh/f1/b29shVJlv5oB5gg5ANRCa7H0Usvn5+UAh6DPJ/1iGs7Oz2tvbU6/Xi7kkR5Y6rSANpC1NTEyM+CBdocBqdAWOyF6O6drf39fnPvc5vfXWW1pZWYlCCPPz8zo6OtLz588lXZd2ZF3dH5j5AkISRch5RxGfRbEr4jGMJad+QZeOpBShYr4PXVFz+sqoGO9lrL6nP6ugfO0FpP/tJrrDhTAQYCVg1cvLywgu4HoY9GAwCLiIMGsXIDA3YKEiDYm+ZGvDP8+WZR6XC8QiQQnB5Hkpgis/zTnt/bgpSpcx8rdj/kXvKpoPh5Rh1mwarBrXUlknynF5YAtCDwE0PT0dVg7Qlh98TB+q1Wpo10UCydMPEOa+yYoQA+ZlZmZGKysrmp+fH7H0YG4IdZglyhXFr1lrnufWJy6ATqcTgSrug3GaAFYE8sQK9YAMGCXWH8zaU0w8+IiANawRxo3/kbn2NXWrmPkfDocBq2LpkHrhe428VsqwraysaGVlJfygCKvnz58HxL24uKharaaFhYUoRs9JHu12Owp/SwqEAXrDAsWio9KOJ+0Tm+DwMMn8k5OT2trailrO/f5VbihW89zcXESxAg1DlyAKRGl7Ss3JyYmmpqZiTBRa98Ljjx490p07d+Iw6Fu3boUghacVpRYV8SCnJb7ztCH2vvML3ws8H8HpvI1xusICP/XmffI+ZgPC+YwjalnZ/bNYka+1gKRlpuxQAEyA77EcOUyVe2GUOPVLpauSTUTFAbkgUMvlcuRGIYhz/hcLBINwCMO17CJNyK/NC+tRXRk2zZBJ0VzxjtwcLsm4vY/Htdyb4Fie4TBHUT8cwnG/Bn1xRYT/XQFinlgjh224jzYzM/NClOXR0VGhhc/4EGAITI/yy9HTWBNLS0taWVmJwA8sJqxXzig8OjrS0dFRWI8XFxdRvJr/mUMgYYJMELD0GWYzHI6e/IHf0OEyh18R0p5U7ikmrhC4DxRUhevpQ/ZbDofXucbQGOtNkW2UHHJkiQzGUn327FkIK49cnZiYiCOjzs7OtLu7q+PjY7VaLR0eHkZh8pWVFS0vL+vo6EhbW1tRa/f4+HjEn43gIrCG/wnwQYmhnuvk5KTm5uZUq9VCsQM25TQOBBJ7GeGKtbq/vx8Ve1gfAoA4wQb6BlVxXjc2NqZer6fHjx9rYmJCjx49Ch9ktVpVo9GIaOGcOsQa8bejVRnO5LMiP2FGqPz5jsD4vqc5auPKIXTsvmtakaLKe5yf32TxFvG+m9r/FQJSelHjlhTE5L5KNqifgcYGrlSuD7SFWXNgMpX7nViwWLzChms5Dm+xeEAp9NktQcfZM2zg2pILriLLsMjCcU0rw27eMtzqPov8HlcwvOV+8ndRfyBm1sMLZDPfrBtM0cfgvrXJycmIEPV5dqiTI48Yo1uSN/XffyOki4R+qVRSs9nUvXv3tLy8HPV9nbbOz8/VbrcjEIVTRKrVq0Lbs7Oz6vf7YTU5LTNulDgY3k3RuQhHDiOG6QwGg/BtedI9DYTEo5aBrN0Sn52dHRF4rKVD0TmAg7XGWkVxoNh4vV4PHx++fpRaqhphCQ8GV+keWJW1Wi36xDharVaUkcPCW11d1d7eng4ODtRut0eYM3TlPlIg/0qlooODAz19+lS3bt1SrVbT0tJSVNlZWFgI+hwMBnry5ElEYkNvkkLQO+zNeAaDQShNnqaCwsCpHtlfenZ2pq2tLU1PT+vBgwdqNps6Pz+PsXa73RHlBZpmL/iecH6ZLTcXdqytu1J8nKyBBzFmt4/vY5TbDMe68HVjx/mYP9f3gtOeW56v2l5rAZmtIV/8DBWgxaGJujUgXUfXeRQfcBEpB2xSDmNFsIKx+wLBtKXRnJysUWVLLVtgrqUV5TP6GPyd+flZiN0EzbqVmPvjc521twxvZ3jD18uf4wzCN5OvJSH/vlF9Q/I3Wj55YA63cj8CEktkbm5OR0dHUd3E0QTeRX99E3o6CtdNTEzo4cOH+uIXv6jl5eUXFKHh8MqPtrW1pbOzM3U6nTgYFwFGqgDRllgbDrcNh8ORfD+ElPcRpc3hQkcHgERrtdoIGsLzWE98V9m/xLyS4oEy6ekErL8zMdaBSFMimWGSQOm9Xi/8lKS/kLqAwBoMBtrc3NSzZ88iypyCAlh2S0tLmpqair2CFby0tKRGo6HT01Pt7u6q0+mEsMG67Xa7KpVKI35tlIXNzc0Q2ES1ciTeW2+9peXlZT179kzvv/9+RJienp5GTiPCDat0MLg60sorFB0dHQWvQmnwiGHWGqWDk07Gxsb0xhtvqNls6o033ghFwIOpoBlXhItcLMxH5l3Ot5xXufDKiI7v14zUZP6AG8ItWfqe/ZouxF0mZB71Z2mvtYCUricErR5tllYuXx1wykni/BBOzoZmgoGjxsfHNT09HRCMpPA5HBwcRBABjCJrUJmhZgZRBEu6tl1kveR3OLPiWUWWjbesBfo8QpAZwshjkG522OdnZsHs4/b3ul+EjTkzMxP97fV6MX+uPSKkgNJ9XvCn8R7WFSvI0QTyGAmgwH/pSocLI88vhIk0m029+eabevDgQZwZ6GH+1JFdX1+PQItPPvlEx8fHWl1dDQFD6gKMHj8Zp5uwLsDNvvbQVqVSGTkg2BnXYDCIvgHZsh9YW/fpkBrAXOGPJZjNrU3GkJU+5o/9R4AL89hsNqNY+XA4jApDpGBQLQjLCd+opFACqN/Knp6ZmdG9e/f05ptvanFxUfPz8+EDhG6q1apu3boVvj0vho916WP34LfDw0NtbGxoaWkpikeMjY1peXlZzWZTX/nKV3Tv3j19+9vf1nvvvaednZ3Ilc2CmGdDy6StgCRw1il0ztw57QPvbm5uRj3ZW7du6c0339TW1pb29/dDAURYOiKTFWNHaFwg5v1+k0Xmwg1+yLg9tYhnIfDcj+jv4H4+z8q/K7UIZZTdIlTtVdprLSCzlkpz5udQDnlKRZo1VgqRax4I40VugTMcHnVty4klQw3ZKslQgG8+PisiBMZY1IosT96ZrdWivuX/87y6wOD7IuLL/tQsUF2J8BwrrielwxWQbIl7IA/PYw796DISxH2z8QwE7uzsbAQHUfT54OAgktndEvIAFSos9ft93b17V5/73OeiBqdv0n7/qmzYkydP1Gq1RopPACVKCh8aASNzc3PBJKnKwzxiXXqEIjSKIPK1ZvyVSmXkvFNSKyqVik5PT0cUD/fBAjn6HLtAZj49qtGVLqwCV2bdf4z1jGIzMzMTn5E3CcQ4Nzc3YoUCk+I/PDo60t7enra2tvT06VOtrq7qwYMHun37dhSZwNLGYhsOh+FSAT16/vy5dnd34x0E+IyPj0ccw8bGhvb29lSr1VQqlfTJJ5+oVqtFQv8P//APa21tTe+//76+973vaWdnJ0oRXlxcRLoZ1iPQ6nB4FTGLrxM3wmAwCNrmWi9bSH8rlYru3bunO3fu6Etf+pL+5E/+JCxRSaH4Q9fugvLUCm8ooK7oO4/w1C14kUPCfJcRLIdW3TJ0ZCrDo+7v9H7yTrd0P81wuKm91gLStR3/jEhUorfA9y8vL6NWIdAdwhAhyUIyqWh8MAfgHrS8rGF54I1Hd0ovVibJwsYJJy+4/3aG54JIGvUZZse2h3dnGJh5g2m5BeGEzBgdsivSMIv+Z4z8dq0Sxgvz5DOvd+nogD/bLXPfaJ6Xh4BEcOZSbtVqNU6Pv7i4ULPZ1MzMjNrttjqdTtAPjGdiYkJra2uanp6O4JCHDx9qdXV15L3SlYLV6/X05MkTPX36NIQChbLxjRHW3+12R9ZMUlhmpBow7wgxhINbyfyg4PEshALMmfFwQg3jBMqkxq0rMTBShKTPJf+7hQ490UfoDBiV+cKiQfB5AFe1elVmDb9kqVTS/Py8jo+PI+Cp0+nE9dS8JdF/Z2dH9+/fj3MfFxYWon4ufeG9s7OzYcHv7++PoE0oXXNzc+r3+1E2j7knHYWjrG7fvq2lpaWAYj/66CM9ffo07pmfnw/r1eFHeAuWOnSKJc4csxdABfBzb2xsaGxsTHfv3tWXv/xlnZyc6Jvf/GYIQOjQFVW3Jt13yvpmHuM8zwWY8wjf6y40He3xvcwP/CnzV1eK4V3Oy/weR7yym+BV2mstILP2AONAa0U4eloAqR74q1yQYWl42gAwDD5JGK1rxmzWfDq8W36+WPS9CHt3mDX7b/K1/iwXGM5As2DKvslsVXmULULT+wtE4jBxkQAvgntvEqLMEf4Vz3sjZD3PBxuCTYPlj1Al+GQ4HMY5fSRn+xhpeW2ADRcXFwOiJ3dtaWlJb775pr7whS+oXC7r93//9/X8+XM9ePAg6nvSLwQ8RxS12+0RBYyEd9IGqNdZqVTiYGZ+mB9XfhAW0GKlUgmGjyWJgPQcOOb98PBQg8FV9RhSOIAuPbgJ5cWDULC4hsNhCCPPZ4MBIiCzH4tIUYS4dJ0byj51ixjrs1araWpqKmiGwCbmlrkkcZ8grFarFZbfcDiMZ1GMfHl5eeRw6+npaS0tLQWaQGAPp3VkCx6FgTntdrs6PDzU9vZ2BG0tLCxoZWVFt2/f1rvvvqvt7W1JUqPRUKVSCV840Z2sn6SR3Fcvz0cFHqxwFJ39/X2Nj4+rXq9raWlJX/rSl3R0dKT33ntvRJnKgqparUbQFPPPuiFcnSdldIrmri72ODzDha/vY+czzkecJ9Jn5zfZHwmi5324iS+9rL3WAtIbA4cZePKth+aT10hxgFKpFKkbnhDNffgivaYm6R9sDASoB5IAwboV6Vp8hg7yZ5mZuLDLmpkTAQqCa4aZcH3O+F0Efeaw8Awh3/TcDLcWWb6+EXgucLj7zGjuo8QS9PB7hKqHwaO4sPb4siRF6PtN/S+VSsFoYMCXl5daWFjQm2++qfv374f18sEHH2h8fFx3794NqF5SVD4BWt3c3AzFCngQJjsYDOKwYAQK0Z7QIT/0pdfrhdULSlKtViOaU7o6lb5arYYV4ta6zxe0yxxxPdYoTJS1YZ4cKsXacyFMAA9KC9/D2GFmbrlAGygXCGXputyhR5u7JctYCaaj9BxBMnt7ezo9PQ3IEj/jxMREBNrcvn1bjUYjxtBsNuOUDtJEHHpHqENz7EPiFbBOCRgaGxvT/fv39eDBA7333nt69913tbOzEwoB8PfJyYn29vY0PT0d843idnl5GTyLXE0s34mJibBqx8fHtbm5qeHwqnTdO++8o/Pzc33yyScv7F9SbaRrRcUjX6Vry9DzgumbW/pA8M7zpBfdS1zryI8LXJ7Ls51OM0LnCjT7zHmPW8Gv2l5rAembhv9dyKBRedkmDkJ1/F26jg6EOKXr0Prx8fGo/s+ROWjMXqrLtRMWFYHrlmoRLOzNmTrM1PH0LICcwTgxOyRRBEe7tervdoHo78zPLvItumWX++n9dYGMZeIwCeuHFSNdO9w9cATtGkFLcALzTdAHis7t27d1enqqjz76KJgZvumcr8c4CBhqNpu6c+eO1tbWQlnCann06JFu3bo1crAxDPLDDz8M36MLerdWgH5REhBM0COR00BozIOfhcg+ODo6imOgpCvrxH3n0ihc5347UhYQKl4mj+Iavo4ok34yB7QFQ2OvYPUg4GBiWKc86/z8PHIBCb7BopudnR2xZOgftNNoNDQYDNRut0MRXlhYiIOIEZSHh4cjOc2Hh4d6/vx5QN7379+PMm4owxxefHBwoN3dXXW73UjYdwFP35gj9zNilZ2cnOj27dv68pe/rOXlZb377rv61re+pcPDwxgjypEH4SDQoQX2EHPo/uzT01Ntb2+HQsRZqT/8wz+sUqmkjz/+eMRq87V2xT2jPg6juv/Z+XAWRNCKK/45IjUbAG4NutuEve3+zszb6AewcRHi9SrttRaQzvTdZJcUVp50XXYNhgQcA/MBqsGfMBwOw+fi2hDVLChEjRYLHJR9j07A3mcXHG6h+SI7sTlTyxapa0uOvfM8h59pGe5yociG9iAkv68IRvFnZegjr1X+G23Uk+h5FlChj5/v8J/QX6wxoDi/9vDwUOfn5xH0MjY2poWFBa2trenw8FDf+c53RgoQwLxhKuVyWQsLC7p165YajYamp6cjUGJ7e1vD4VCrq6tRIxamtrOzo48//lgffvihDg4OQsAAlVFftlQqjcDCCFesL5gjTIjzCBGW1BZFiFGQHViYmsHHx8caDocxPmeA5XI5inMvLCxEMBuWvdOGIxjSdXS3pHBDIBD7/X4gM9PT03EtSitKAYoQz6QougdpocCwNz1wTlLsRyB3IPG5ubmIkj04OIjEfGiLAh8TExPq9Xra3NzU+vp6wOarq6taXl7W/Px8rFmz2Yzau8+ePYuUDCw5CpIzVqDr4XAYx1J99NFHunXrltbW1rS2tqZms6n//t//u9rtdijzXnZPUqwvEb/4IuFj8CrmEiu82WyqXq9rZWVF9+7dU7fbDeiYvYVy53TB3nZBmq07RyBQWDOq5QLQhV+2BjE2eJ4rTw7F0j+em/kLvMpdC26Nvmp7rQWkdM00b9JagDcIK5euowodGuI5aLzj4+OamZmJqv1sYASHb1jeDSOjIbDwJ2QNx4WZ9KJ/MAtaruH9aEe8ywmFOcmWJ+91IuKd2Qpm/vz5/tv76v11HxXf+fpk+JVN4Dl0jC9bwLybdyAoeb6nIlD/UlIw4s3NzdiUKEKTk5ORi4iGCg1Q+HlhYSHKf8FcYbZ8j+Am2ObDDz/U9773vRBYbHSYMTTnRaU9XxfLDuUOAQh8B00C90mKKjTl8tVRSsfHx6EMIHixiFD+YGDQ0+npaRQpYDzQPYLV/TjAwQh4PqNKj0eFTk9Ph2+OCEzmE+aMFef+QhrvcbjRDxlAYUDx4lQO4EasSoo1HB4eqtvtRv+4Fmu30+loe3tbi4uLunv3ru7evRslD+v1eig6Gxsb4S8nlcQFFlV7WO/BYBDHaVWrVa2ururtt9/W0tKSvvGNb+i9994LPzIKzsXF1Uki7kIgt5LvoRcCnfr9q/MrNzc3tbi4qGazqfHxcT148EDHx8dhtaKA+d4vEka+f12YevCNK7XQOnwM69oFoP+4MghfcHdSdjV5iTp3b8Hbgd5zYNGrttdaQLoz16MvWcCLi4uorUhzfwWMbTgcxkZEMLLxgI9wfsO4XMvB0uT5LAIWgMNObtnkhSrSsPwaF2z87RCF9GK4cxFR+UZwWNq1RG9o6tyfrWT6hCDjdyZMft8EdRRZ0j4Pnivmz6ahOSM8Zmdntby8HPlh5DnC6L/3ve+N+N2YeyI6STZfXFwMq9Hz1J4/f679/X3dvXs3/D6Xl1eH7z558kQffvihNjY2Rny57suGtmDIXkAfQUytX9YZvyFj9fMFh8Pr+qbQ5snJiT788MMos3d8fBxWjqMZVPGBiblAZ61dsXTlir0DM3Y3A33ldAvSNRBQ7ntmXd3fOj09HQK6XC5HCg57ulqtBqzKO8rlsnZ3d1WpVEKYYZlPTU2p2WxGH3nv7u5uIA2SwreLsCW/cHNzU3fu3FGz2dTs7KxWV1dVq9V069Yt7ezsaH19Xb1eb2Q/sn4e8Qtv+OSTT3RxcaH33ntPDx480Be/+EX96I/+qFZXV/Wd73xnJMiJfUVgEb5QeJ8rNh6AOBhcRePv7+9reXlZpdJVBP8Xv/hFHR0d6bvf/e5IyTf67XzDhVQWgO5Thxe50eDKtF9DP9nj0KzzPYd+aex9aNN5oKOB8HNPXyniOy9rr7WAZHO7xZKhS3yNtOHwKseOSSPCcX5+PrB9GA4EDSxHKDYLziZ2wpKu4QqvAJO1MU80zzAxAsxhziLrzbW9IvhTerHqTJ47+lU0h1znz3JopAjz5x63Kt3y4z6e5QJa0ki9SSx3F+gIG48i5j0e4HN2dhb5g/Pz85qamoqjh6iK5EEjQIpYlEQ2kqAPrcDMd3Z29OGHH+ro6EgPHjwIRt/tdvXkyRO9++67Wl9fDzrySjUIWNIosuDBt831MBGuATbzSEMEG8+DCVarVT158iSOhtrd3dVwONTdu3ejz9zHXgAqA74EKkRIeeAb/XHFzS0SIsL58YAYD0iCXoBTpWu41oX25eWl5ufno/YqdVWXlpYiZxTaPjg40MnJSeQtMq/MDQcu0w+ga2jV4fqLi4tIF9na2tLCwoJWV1e1trYWUaLAok+fPg3ECt86a0gZuaWlJZXLV0FC6+vrOjk50Xvvvaf9/X390A/9kH7oh35ICwsL+vDDD7W/v69+/ypXF75ydHQ0wkfYK9AaAshpZn9/X3t7e2HVzc7O6s0339TZ2ZnW19dH/ImeyyppJDgro1VFQtWNh+x/hEfSdw8EKoJX3V/uvJ3nwA/9GWQveAQ0fCTzrZe111pASqOJ8JjbCBcYB2HLLCjBHycnJ+p0OlGNHybJZHKUTr1eH/Fx+Y87jaVrC4uFceg1+yJprhEVQbF+nwsfT1/hOhdy/uP3+Y8LRubN/QX+XDSw7PDOG8cFt2uPPoaixtwTHOVJ6R61CLOmzz5uzz9EmcFyw7qAOVIom7FRsQQ/09zc3IgfGeGwu7ur73znO/r444/DOqH4+OPHj/Wnf/qn+uijj6LyCRAoDMxhfdaHz5kHhBxzfXl5GRV+6DvMw4PEsEpdweh2u5qbm1Oj0YiyekRzs6YEKbGPEFQEUPEuD4pyjZ3C6XkPoFhk2J/qQFi7CGksfM9T5eSNTqcTCgwWZLlc1v7+fvSFFBUsGqwn+uwVd4CBj4+PR+Yf+PPy8jIKEhDR7MKUqkh37twJHyUF0re2tiLICN8zPkWsPILGut2uNjY2tLOzo6dPn+rg4EBf/vKXtbq6qh/8wR/U+vp6BAVxxiWHI0Pnvk/pO/TMvJA2hfIFtEuZOkr5SRrJQWUfo5g6T/JgLN/vCDTne6wzNAXf9NxzR+RAE5y3sD5FPM35I/2Blt2i/74RkM4MWaQcRejMFD8EATwcaEswA6HyJAkTzEBlfUK0PfdJusa8HT7FH+Anu9N8gR1iKLKAM+TgAo9x0/IzeI/DHG6lFPkC+XFmVuRvelWYwjeXM8k8RtcS3c8Ec/Z6pFgcrD/M3LX+Uqk0cq4n4yPBv1Qq6fnz5yMRoaw5ik+OrOTkeAoHLC8vh2LV7Xa1u7ur58+fa29vLyw5z1dzRAAB6MqAQ1e+5l4wgZ/Ly+sTMIAYseRgiBQcIBDl3r17Gh8f1+PHjzUzM6M333wzhAbzzf3sGRgMPj5P/6C/MGbGQP+BVEEo+B5fGlGpWDgwZSw992e6GwPhSMDU7OxsJOezHig9WDBHR0fBoEGGoEVP00JJo7/whdPT0ygqcnh4GErXxcWF9vb2tLq6qs997nNaWlqKsnZ7e3va3NxUtVpVp9OJPhAxjMK9srKi3d1dtdttDYdDffe739Xh4aG+9KUv6fOf/7zeeustzc/P6+nTp3FsF4qAdC2MUDw4/xSfJ4dGVypXeble+H5ycjIOXP7TP/3TkfKMPJe9hcEBv/D9nZX/bEXyP75vBKDvbYdL/ZqMgCH8cuCQN/rpiuhnFY7Say4gpdHQfzYsDI4NCUEwQcAUnnvDJjg9PVWr1YoamNI1vNBut8NiQPNFSwLOwMpwRsNzYBbSaDSrL16GDpwQpRedzC68HHunZc3LoTw2jb/TtS+YhFtPw+Hwhdqz+T3ePMDI+5HhXIda8GkwFqBIgkayvxdFJr8fpYi5Z82AEYkmRDgQmMP4nX4QkDC527dva2VlJWiN+p3S1SkXFMVm4zMGNrz7lhyKzOsKXcPkmHu3mBmrV1xh/hA2+/v72tjY0K1bt3R2dqbt7W2trq6q0WiMwL+sM+tGv7CmZmdndXh4GAE4rCuMP/cLK4A1pW/ci+DNcKzTdLfbHYHaPLLXC0Ds7OyED5TAq729vVBoUS4cpkboT0xMxEkiDgcjCCVF2gtjWVpaCivu4OBA3/ve97S3t6fFxUXduXNHDx8+1MLCgnZ3d7W1tRV+Tn8W42o0GpqZmdHh4aEODw/1+PFjSVdRnRSg6Pf7mpyc1Mcff6yDg4MQgPAKIOlarRYBaicnJ+HzRCGDhuCb1WpVd+/e1fb2dhwtxv7K6BG05kou6+0GAn13dMMFIgqoW49FFqTzD+cVL1PQeYY0mhaCEP++sSCl0SN0YFYELhB4Ua1WQ0MF8vHSTl6HlQg/LE20LJzqDmdkp7Jj5xCW/zjTcF+O3+uCp8iihIiyFehQJ9fzOxM4mhz99ntvIjz64laCE57DzO5H8r77+PhxWNF9KVipHrxBP51ZMpcoQf5eh4igg37/qiYq95EygMLgFq4Lx8PDw4g65DPSE6iAQ04cjGVmZiZyCvEZOuRG/zxKt4i+P20upeuC3V431hEIoLlKpaLV1VX1+311u11NTEzo4OAgYL9SqRSWEvBztVoNWG9hYUGVSiWqyRDc4QgFa+TQq7sD6BdBdMDZCEOHOqEt5hCrNI9xYWEhDkRmjxLBSsCO7zlSQIbDK59pp9OJd9JXaJr9T9APrhgEA0ozNHJwcKCdnZ04wBiB9fTpU21uboYVt7u7O/IeP7vx4uJCW1tb+va3v63j42M9ePBA9Xo93DH40fGRuxV+dnamg4ODEf8k/K7b7YZw5Sg09txbb70V1il8kr4R5JQVeZS+oshTUDYXmASpuQtKuuanjihlAcl1zqeysHZkzY0R7skGxqe111pAut+OiafIdal0XZCcE9C73W4sPNqYM1xJ4WvEb0m7uLiIQgFEPbqlBWPwUmAwPYesnKBgQPjYpGsG4onGRePmuywkXeDlwCFJI8IsX8MznfhckPHjEJVrmzyf5oRYRJh8hvLAXBBEgOCDOWJ1oby4dY7yg/Y5Pj4elg7zD0Pf39+PKGXmg/4z/654nZ2daW9vTzs7O3FsEM+t1WrBlDqdTlhW9ANrCD9aqVQKRs6zvEBBbnn9i+bQ/bY09wUxt71eT5K0srKi/f39KISNr9R9gZOTk1HLGOHZ6XSCCSLg2WfMn+8D6bqG7E3npvZ6vfCn4vogTQYBgH8UK5n94UhDtVqNCjgUBfB0DyxG9qBD1ShbpNr4Hr68vK5YBJJERPvx8bG2trYi2pk9e3FxoSdPnkSk7p07dzQ3N6e33npLY2Nj+s53vhPPx19Yq9XiiLT19fWgvb29PfX7Vzmtjx490nA41NzcnL74xS/qe9/7XgTkgHxATyj709PTgZiAJpycnGhmZibQMuayXq/rjTfe0Pvvvx/R06yXpBG+Qf9dkIHmuOHgwo6qV+x7txx5tlt80L4/y2k8u2syqlXEHz/N+szttRaQMDOgAjRErA80ajQ2nLUejDMYXNVMpPgwz2XTUhx5MBhobm4uYA3peuEcdnSoDw2TzyAWiIQFRHhByNkapPFc9ws4ZMd3ThRcx+Z1QeUC3L/DOs1pFE7M7nfIROj+Cr8uKxNsBhe8CBegLGBP1hArg9Qbcukg/PHx8fANfvLJJ8GA6AO+G/rgG5HgAUkhtDiIluOK6D9CBEWK/Dny0EAhEDouuM/OztRqtUJIdjqdkWLYzCOQdqb5rHU7hMXc8y7GV61WdXR0NJInSX8vL69yOn09JyYmtL29HRVpgBJ7vZ7u37+vRqMx0m+H63BB+N5otVqRSF+pVMLSla5yVPv9vpaXl0P5HB8f187OjrrdbpySAa2QqgKNoGiwHhQR73Q6QTOlUil8yChW8AtJkWfa71/nmjrdHh0djUB8+HV5LsyZ8TUaDV1cXOi73/2u2u22FhcXtba2pjfeeEO9Xk8ffvhhPA8LlfzEi4uLkYL1h4eHWl9f19TUlBYXFwP5ePTokTY2NkbcCJVKJWItXGC7YgwKxNwRX3F+fq579+6p1+tpa2sr9gljpj+OLLil5ogOSowLRxd+fq/7f/15LsgcgXB+733EinVLF76Y4xNetb3WAlK6FgBApG6SOwRE5RHHxWGAh4eHoZ3CWIjy40gbiB8fp+Pl3heEiC+oC0kWiWd4c78TC+3ju2n8rtG5delE5JqW95XmQpPrEcSMFSblfUKY5vf7+/heuvYZ8yxfwyKlwGFXQucrlUpUEiGgh+hGSZHnR4NB+gahXy5c+N99dwcHB/rggw/0wQcfjFSAGRsbG7EqHAlAwNMPoquhC6Iim82mDg4O1Gq1ogwaAT1Yy1jOWVmRFLQKjbmQJNhIUvTh8vJS+/v7WlhYGPHJjo2NRfBHuVwOAbGxsaHd3V3NzMxElaCtrS2VSiV9/vOf1+zsbMw//QWKc6UEqBxacYgS9wc5fXfv3tXk5KRWVlZ0dHQUKRCO2OCTxWoDcvQkeUcApKt8x9nZ2VAMoMnp6emAKymUf3R0NAIz5jQVBDzKGHRM8A50gVX6+PFj7e/v6+DgQCsrK/r85z8fxdY/+eSTEdRlbm5Oq6urgVK4Qra/vx9R9cDlb775pjqdjlqtVtSfJfDq8vIy/LPwAtAAEJSTk5OoxMR6UEQAfykRwVj+rqA7j3GYFd7oFiYuMGiUfeJ8wJVqNzhcmff9Jo0erQWvch7k/Mt53au011pAwvTcKsNi5HvPtSGcu9VqhbV2dHQU0Kz7vPihlBgnrxNeDdQqvVjT1LUWoqg8IsxTFCAK6Vpo5bygooUt8lkVCUPXmJyI3Eq9SYjmayBamJJHxDr84QT9MgjX+w2z935KCibup3zgPwVCRZlgPQh0cGvOE+jZmP4uHwsM/vDwMBL+O51OCCOKEFA4goAcmAOWkkfFup8Rq5cxzc3NBZPGV0l/SSsAqvTITuYtowBuVTotOqxeqVzXSIVOCQTC39jpdKKsGTmSpdJVDc/FxUXdunVLFxdXh017UJDTuDNK1sbhXIRlpVKJfUn904cPH+r8/Fzb29sqlUrqdDoxTtbXD/z1+QKWdMXUI89BLLBCsQJdeHu0J8IRJt9oNDQcXp2YAZRJkXj6MTU1pampKXW7Xe3v74cF//DhQ927dy9o/v3339f29nbUzF1YWNDBwUEISBSzbrerjz76SG+++aaazWYUOPfCE753cAOg3EjXQgw3xcXF1VFsVBhqtVpRkg741pVGV/wzkiFdH6XmwtOLFqD858AZ528OodOcx3KPK4VFvIV356j77xsBySLg5JeuJo2K/cvLyxGlxibFCQ1EhqD0clossJ+BB7PL6R3OnGCurh1nIeGCw60oFtEDRjyHKGPsRdCoCybmwp+VrcSbhFgWxHzmghwLq+i53h/WKWtzDrVKGvEJwmD5wRfMM6rVaigs3W5Xw+Fw5Dy+9fX18F96f104eBQy15A+AGR6eHiovb29EByzs7MvJIVLUqvV0nA4DHSC6i0EQLiCAtwKg/KoUKKoOduQIApcBZLCMoC5uwXsBQUYq0f9IrxdOCGsYJSStLW1FVbb9PR0CD8ED6eTYC3XajXt7u6GJY+QhfZYc/YEFi70iX+y1WoFtLewsKC5uTk9evQolIexsbEo+k0/SqVSJNADv7ofnzn3SjHMFcFWKNguVFHWvK4ptIhVCaKEVUryPfEQKOxcL0l7e3u6vLzU/fv31Ww29ef//J+XJH3rW99Sq9XS6elp5FJSBAGf5+XldanEt99+W6urq9rc3NTk5KRWV1fj5JBaraZarSbpOkcSuqMxRwgZaIrfKysr8X727dTUVKAxKKtFSrbDpg7tZl4Br3RUyvlH5gUZUnWDwp/rcHCRP/OztNdaQNJ80KRwYAFUKlf1H4FYG42GarVaRJ8tLCzo8vKqsLRHkFWr1Tirzv0TaFpuEbLIDnVhjSAkPbdKuobH3E/ARsZCco3LBY40WuItM2DeB8yVIToXpDCwLGQzsWZfBOMp0sb8+UCvRevlGi+WnkO5vAuFxv0fbFJKggGnbW5ujliJMCrmRNKI4HSmQQADeWocwDscDuMkhJWVFTUajZgT5hjf9OzsbPiUXDB7EAsMGlrlN/6vXq8XlhvWI8KM31g3vJ/ITr7D/4jihRLBunS73REao1g6kCdHQuFjxbKCznZ2djQ9PR1Ftnu9XhRk5z7oH0YJHcKsJyYmwrcsXfngUUqIIG82m3r48KE+/PBDSVfwOfNDQBRW58TEROQusvYoGEDBw+EwlBKENVHFzOVwOIx0EadL5hyFBVeMF2fv9XpaWloa8YmzD6CX3d1dnZ2dqdFoaG1tTV/5yld0cnKi7373u6Eg1et1zc/Pa2NjI6xD0IdWq6Xnz59H8M/x8bFWV1cj99KFkRfIgPahNYerKTM4Pj4efsnV1dVwY7CeLnTy3vcAHDc02M/+2/kOPCEr5vAYFDTnR+wr3uF8p8gg4SejfZ/WXmsBibaAJiQphAxhzATbTExMjBzlQ8oG1SWIOAOygGmRT8XpH5jsMEK38HJwTF5U+spiwfTdUnTHtWPr/M1mcyLM8OBNvkD6Imnk3e5Az5qWCzknaASAWyuuDUoKpcGfI714tqNvEvdBuOKDdjscXvuK6TPM++TkJLRwhJ8LXejD++fBVUCcoAz8xkpaXl7WnTt3ND4+HhWY0NCp3epWsKd18D7G7do1Gx1BTBI9EZ70CUtKuo5OhZbcr86RbB4hCwyMnwp/mTNu+sGRYQScQI+sEfA0AT/Ly8taXV2N0m/ZF5X3rAtx3zdEXiIka7VaVJsZDAZ6/Pixzs/Po0wbzB1YNUevHx8fB51ICosPJYVAH/zKWEwoHKBKCIXM8EGhzs/PtbCwELTebrc1NjYWkCuWKc8ulUpRt7XVaumtt97SV77yFU1OTuqjjz6K49dIx0EoSwoFaWdnJ4pebG9va3NzU48ePQp/MrzG9wCCxnlBtVqNdB8i+IfDqxq0jUZDS0tL2tjYGLH4HCFjbvmOz7Kv0fc2fCsr/66AOWoEeuG80vkoVq0LWDcWoDGMkO8bAQlzdGHChoYxwWSovO+M8vDwUK1WS4PBIHB8tMnj4+M4uRwnNVoti8LnRdacNHrMi+PrLkQhKgJMWEi3vBzjd4HJ/1lDKmo8DwsMAnRChkn79dk6pR/Ms2t3/gz3Q7gPwOfJBYTPm2urzAuMCGbhTJ2oRGrsYn1Rao6iEERIolgxdx4MwzjoB/cuLPy/7Z15jKTXdd1PVfVea1ev0zOcISlRXExRq0WOZSOAxVhRBGcTAkNQHCUxEkihEjt2DNvZJCewaSSAgyRQFGSTAmQh7CByHFteZMpSYoeSLEaMSSrhInE4XHpmeq3q6m26q7780fi9OnX5NTm0I1FN1gMa3V31LW+57557z73vvRnNzc1pbm4uASMxmnK5nPZ6dSYB6s5BDavemQL6FxlGUaGkUZh4WCTFoDhQEA5MkWJEBlniBPDPz88ryzI1m82BXYUYE8aRsceYQuGyxnB+fl4LCwsD61ZpF+MOMAHuzMO8+DPeKGOGsn7sscckHa1xlI6MLXapYU0lYRNJ6UgovHrmc6VS0f7+vsbGxtI+zDMzM3r22WcTYJDEglJlvDB+AKKJiYmBjcIxtFgmgwyR+NJutzUycrTV3MbGhp588kktLS3pjjvuUKVS0e/93u9pZWVFi4uLOnXqlHZ2djQ6OpqMJelo2z1ke3p6Ws8884xWV1d14403JuOKPqCdLm9xntNPZBKzOcP09LTW1tZSAheUvctEnpHriToxTIRsuYxF0EKnoGc958Hf6bR5BFmnZ/2zl0OznmiAlDSw4TQdwdZcviH1xMSEWq1WOgmACTA9PZ2STlg3tbd3dKDq+vp6OkMSa5CdKlBykXtH4JxeLRT6W8pFIPUB9WB23vdO3Toox+IALA1uL+cHQhOPcovMBS/G7igOJAg316EcAU8vnsFK8XHzdqKMpT5g+pZtJLNISslXKLJyuZyuJ7GFxBnAFO/FT8+gjr1eL717dnY2sQ+Tk5Pa2toa2G3FrWa8sTzvib5w8HUalrq7DHAdVOHVq1dVrVYHNrpAzpEfCjLvVKektM9sq9VKYzU9Pa2trS1tbGyksfelG6xDxAhB9pk3a2trGh8f13XXXTcAmq4cnVbzfkYmiCGSOQklCgW6tLSU4myPP/74gJFBnxWLxQQglUolrX+mD+ljEmz4HyB+3etep2q1qocffjjt7+qntNB3IyMj6ffGxkY6Bo0QTK1WS6zU1NRUmoeA89bWVtq6LsuylMG7uLioxcVF3XLLLXr44YfV6XRUrVYH8gg8s3RjY0NPP/20br31Vp0+fVoXL15UuVzW0tJS+p6Dld1ocq8Lowz2ZWJiQrVaLa3BZJMDjFPk3MfSQZGxRjf6XHfdEvVU3lyJOR6ue3geOsRLdBg8YSzqm5cqJxogiTt54yUNZLL6eik8iyzLEjiw5oiO9OUCHHFEHKJarWp2dlblcllS/vFTvqSDyU9ChU9mFygUo3ujUv6axShw0VJ3MPQ6+fKBQqEwcEYfz/fYoAumf8dn0bv076i303bUA2omtovn+XsBScbp8PAwGSvb29uJBcCq5TfWcr1eT0DmGY5xr0oSNHwLrizLUhain2LPps6egh8nNF4kY0GfMC48i/VpHrem3YVCYUC5UkePQXpsLRofeLCk/PMdCvzg4CAZFgDf+vr6C2JEAIwbLRh7tGVvby/FDRcWFpJh6glKPIPiSloaTFKDTuOzvb09PfPMM5KkM2fOaGtrSxcuXEgyGeN97knjNbE/K7si8Tle7dWrVxM9zAberVYrrZ2mT6X+KSOTk5MpBopXjiHDDksuc/xPfS9dupROjuEYr1OnTuncuXMqlUp6/PHHU6x0e3s7AbN7tRx8fOutt6rb7Wp5eTnpKZZFocfcW4tsCYYCbNvY2FgC2Gq1mkIXXuhn5MR3VYqUJ+9AN3r4yT93JpA+jzkU0djks+iJRt1HnX0DmJcqJxogSd7wBd4AJZOBQWRrKQepdrudEhCgQchMlPoLx0nMcZB1IPWdUPy3Awufo8CdhnCrKFo3DiwucAyyf+YUqwMlykZSsorJHHSAdOrD6VSnMACqWB/eSXsBDhRVHug7iDhg8h2fu4KGjva4AiAR+8L7GUVL7Jn3eGyE+kHRMcal0tHWalBkeAB4WjFDkj5yeidSSb7Xp1vePsEZq8gyHB4eJtoMZeN7vTp9DOCgVNhjGKqZOiAPxeLRWjn6EKqXvsJbBjip8/7+vjY3NzU/P6+lpaW0NAP59ngjbXXWhHkIpYexwnixGQCbd7OYHeOSgmyy9dvs7GySE4+ZIcsYKiMjI+m0kLm5uSTLeNqjo6Pa399PcUQMb7am7PV6iXkiE5WDmclSpi82NjbSOG5tbaUzQ6Fcb731Vr3+9a9XoVDQhQsXkkzg0RWL/eVp4+PjaXu9m266KS1Nm56e1ute9zo9//zzKS+DMcSxwIOHHfA2YJSy7APmgsK4MZ89CYf+98/RhZ5bwFgh/xgsrhsASD7jPuYa98XnoD8wUHwTjjzW7bhyogHSrV3oQxQqn9HJfqo7ChcLi02HWd8ErUKBwiLBgbVOJPS4UotKGiFBmTDxqSOJJl5QbhT3TJxaxepy4eO9kRaNVjXvdYCk/vRdpDci/QZoOm3jXhgA6YuBHQQAx0jXMOm8Dk5be+Yp/Qgz4BNKUgJJxp1JubW1lUDGz+2MiUXEo9vtdkri8jRzjAkyKmmnA7cf7os8+aYHbnnzg8eIZUzd6Us8Qwd/X/fpYwoIAIR85h4O7YeCBpidKvWEHZdfgI42zM7OpiQZxhvKjb5Abjz2yLsrlcqAh8MuPru7u3ruuee0tLSk6667LtGYPr7MU9q7u7ub6FX60+cA17MR+8bGRprbfO/Kntgjax/pj0qlklgNvNFGo5GyQtvtdvIkS6VSWl9NIiGATDyw2+3qxhtv1MTEhJ5++um0JRzb4ZVKpcQAFItF/d//+3/1Xd/1XTpz5kzaNP3s2bOq1Wrp9BkP+dDfzoCUSqW0GT9rXjc2NlQsFlPSY9yL2oGKue6Z5lzr8ykCJXWiXlI/KY95Dwi6TkL/8b0n/7neQM/E+6+lnGiAbDabKSPPdwIhIC9pIKiMYmKCE0sipjM/P5+EnPhNlh2d4rG6upos6vn5+bTG0qmLmCHJ5KE4dUAcjWs8Fohg8B0UsXs6CJjTD14PFz5PxPH3UadIlaIMHKhRsp4J5mDknq5TZxgFvMd/HJT5HSkXp9zoC29nt9tNxx6xdtEpuiw7WijNPYA4XiBjRSKHJ5DwLo6OYncVH2Ouh+50pUtmNACBh+YUJiDhikbSgNzgffk4R+/SPSOnQTGs8DABBvY85R6oNF/L6B4jz/d4q3tuUGz7+/uq1WpaWFhIu+7QfjeSkGFvG4oM7xaPmN/EW3d3d7WwsKCDgwM98cQTiSmC/WHjhVKpNHBSy+HhYTpL8+DgQLOzswPrIRl/Yp/0le9vijyzkw/ro6E/oVY3NzeTp8g9yFGlUknnQMJAkMzFZgD02ZkzZ9TtdrW5uZkMIRLDMHA6nY6ef/55XbhwYWAbQDx6SQPeH2OZN3c9u5nzOv2YQN7vesl1jxu7jCtz35P1PB6IrkRvuSxwj3ub/nyfNzH8E+lWSmS+XqycaIBkDRmTdXx8PHkGgInvk0gw3S1jlCm7STAJfEL7ZgOsq9ra2kr0ine4U3pYNxEcPAGD4uCAtQ1AO20ahSQWp0o9iYjn5Qmx18G9LwTQf8fEHI9XOvXqFmKhUBjIkHTPiXbxPrcUscbdi4JSdE9GUlqcza45WOYoRa4dHx/Xzs5OmuwkYDgFz3vw0lh3x/M8rtVoNAa8PbJniVNKSjQlYIhHgwxgsLh8xKQuH0vkDHnAoKNf2KAAg2BkZCQtWyF25uvzUO4et0Jxu7dI/6Dc3GukbchVrVZLYQ48X+rtY0zfebzWGSDGAEO2VCqlAwhuvPFGSUcbGzDnS6VS2sZvd3c3ASX9gxH17LPPand3V4uLi2l7OZKLxsbGBoxk2o1ck63sNGexWEx7A+OlQ23Tj2TR7+/vq9ls6vrrr9fIyIiWl5eTcU/c/MKFCyoUCnrnO9+pG2+8UaVSSV/+8peVZVl6/uzsbAL00dFRXbx4UYuLi1paWtKzzz6rlZUV1et1zc/P68qVK8kgwstD97mOoo+J46MjAUkStqJ3iO7gmciFxwujt4mBncdSSf0wi+s19IrrDK6NBrf/73rsNUOx9nq9dLwQNEeWZSnxgB33oZFQDkxwFhaTVMD6KTrSj9WBGnFKzj0NT7CABvUBQrH7lmdOJ6IkHEB5PnVwoPISn+V0Ic9ybzaP0sgTpuPeIw1uYoyidu/Pk1GcLnNazu/3OtMWvAj6mHryDrxjJoR7gngVMALcx6T3BCWoScDSt+5CLpxiQ9FgfPlpCe5hE6eqVqtpWQJyx3gAEgCix1g9nkO9fQ2oZ+k6LY6h4CCDMQMT4duIlctlFYvFVEdihu5BUh+8S+pK3/vB1rRpbm5Om5ubKbTBnPIYEe9zOeK9ABqgQ84Aa5vHxsZ0+vTpRGmidLvdbtqnFWWKXDDHnnvuOT3//PMD9DDvY30n4RTAF8BnOYekVB9kj+Q3aGboa7xf2C12qGFTgcuXL6cdmzAKlpeX9eijj6pSqeiGG27QpUuX9NBDD6V9ZdlpiWceHBzo8uXLuu2223RwcHRc1vr6umZmZtJSFFgO5J06Mn8xKH1JixuZvgMShisGhTNoPhY8h7FGx7h+8Dip1N84heJ0qbMwPDPqW9dl6FGnW6+1nGiAZBJJSiBXLPY35KUj2egaAWcyYymTEdhqtRLQoqARCgQcRQVtx6Rgkh+XpSr11zhSdyxLBhovwi00CnEpf0ZUUk6N8jwHyhijjCDoVhYFIOX7497pAO6WodeFdqOM3BP1OIPX2eNpntHG/b5ZN/WC8gSMmKh4de5VA1QxrujjxmRkvKT++ixOxJA0sFE5i/3Jgp2bm0sWOkaWW9N+TBBgAVXK8/EOXfF7LNqVFn1XLBYHkrGId7Fuz9csklHpiol3AXpkg9JeB/UYV3dlCii6nEDb8yyPFTGnYB7K5bIajUba1J06LCws6PTp0wMJNxig7K7D8i30AbsicfYkBs/h4WFaDgQ1DpVJFinMhPcp2+pBRwLQh4eH6UxQjwGS3MdWjfT5+Ph4WidZLB5l1j711FOanJzUnXfeqbe+9a1aX1/XY489lvp6dnZWCwsLkpR2f7p69WpKdmq1WsmrLhaLaZkIBhZrip2upI2eBIa8jI2NDXiJ0uCxgz7GnqTm4SOMT+TKHQq/N28u+nXMHZcn2oa+cpYlz7l4qXKiAdLBDmua3+zRCcCVSqVkaeMl0lksFsaS98w94kkuTKTaEzPwjafdU0NAnFakAKYx09IBiUJdGWCnZnmOW0YInDS4/iyCXXxHFEqnRPjbaRMHFfdEscSZOPSrJ0Z4nfwZUFKR2nXDwNPtkQOnpn3JAOPORPRT5TFqPAbotDrfoSTwQPFEUNQ+8ViMDs2HscaSEizl6BFTV2csAHwoNcaWPnMv0Wn4OO5uBLAtGl4ZCSGSBnbgwVDhOdSP/vSENx9bTyKCdkR+jqPQaTPPRYkWCoXkKRUKhbTFH2dF8lmz2dTe3tHZhhjDAA4HPGM8k1DFd67ciRtOTk6qWq0OZLC63sAY9yOzRkdHU9YqCToLCwuJ3SJO3uv10kYBs7OzarfbaYcudt3x3Zw6nY5GR0dVr9d111136e6779b+/r6effbZFO9ELgDitbU1nT17Vs1mU8vLy8l4YjNyBz9OMnJDqdfrb6fHOnDqw1pwljl5zoOPnY8zYx91IDrDE5Sizot6i/e4YQ4oM38wRgj5eDkuNHVcOdEACfWEYACMDJArZnfNJQ0oylLp6JR11jdi9bHDCgoEQV1YWBiIK8VNzHkPCt0tI0npnQgUwMDnTrnlDaiDinshFN7n7eVzfwZ1ivSEW2gxkM/fToE4oBLbgFryOKHHmFzRe124zgHT6RsmhGel8jfec6/XS0YM4463iXLzfsdzgFpkkkO91ev11FaWBGVZlpI9PAkJ5Voul1OWI7IDHeuy4nS0U+QAC0DkMUDAhb7E2wDw6T/6zeXNQQ3DytdJIjd45ICAy1iMC0n9NavMCcbPtzlzOcSQiXHH3d3dJLdkGfNOjJPx8fF0JNXW1pZKpVJaIoGBi2ePgmfMYYOcwq3X62msvv71r6f9ZLMsS+CF/MesW/rF6edWq6WnnnpK7XZb8/PzKSOUbSs9vuwGFzFrlnKgP3Z2dnThwgWdOnVKb37zm/W93/u9+vznP58SzS5fvpy2vuRw7zNnzqjRaKQzUXu9nprNpsbGxtJ4x92jfA6yftB33wEwna71uevemjNBrlNc7jFaXYc4qFIvr1v83u91Xed7FTO//HnXWk40QLplggBjXdRqNTUajYG4AQWqq1QqJWsSj8MVLdSW7+nKJKxUKpqenk4JEVmWDezmAiggAK4EfcJRHxS/Zxv6WiOPbXq7ASRpcG9aF04XLoqDZwxw8x4UndRPOHCFjoeD5+7Up2/vRrv4zrMveSe/mWAei3Tv2IHEJxkeGWnvXMsibuKHhUIhKTkMINLvvU8xsOKEcssVuskTgKDc8dR8LSi0Ke1FNvz59JnTzG7weIICFrwnU7gscA319rADfeoL5qOX6B4g/ezyjRJF+bu3KikBSmQCGFvkwcMRniXpHjp1Y9s91iUDkMxHNgEgxuwA3G63kxHsmc6bm5vq9Xppv12ySz0pr1g8SqDBgyT2yIksAOz09HTav/SZZ57R+vq6Tp06lahaN6Y9mZC9djHYxsbGkoe7t7enlZUVXbhwQWfPntU73vEOFQoF3X///SluTj8VCoXkTVer1aTjiOXWajWtrq6m6z0W7DLuMoksQS17dq8boK47+MkDI5fN6FVKGpDvWHyP1mjUu5yhX/0ZHsq61nLiAZI4QqlUUq1W08zMzAvW0GBNkM7tmXnNZjMJqScxSErWJ0oPECT2xGbnrIkitkTdHEQiyPl6QQTMqQlXbAw2lIGDrcegeFe0Bvk+Uqzc695HzJyNMQAUFcLmcUFJAx69973TKA5s0TJ071jSwLpR9yJpg9SnlD3eQXGgJc6Ftd/r9dJOPNxPP2MMAHwAp/cHngsbSUhKSTSenelg63KRF6f2OHYEMwdrxt4nPd/7rkleAGv60pUbz6DuGG8xixPjwdfCdrvdAdqOMfD4pcsq3xeLxQSs7lHxXKdLXbYARPZZHhsbS1usXblyRZcuXVKpVErbtPk4kmNA8hbLg0iawZvDIAQo6RsScmgP3hjtASivv/56NRoNXbp0KVG3WZal5EEK8U8AnWxjDBRnIdrttp577jmdOXNGd9xxh1qtlh599NFEr169enVgP+Jqtap6va5nnnlGxWJRGxsbmp+f1/T0dJJvDz8w3sgf18DC4TXiVXss0eebe39xPrphfBx4IvN589zlx/MYIvvhQOm67zhW7rhyogFS6ifnMJAs4t/c3Ewp3sQNe71e8gQ5RJSsMzwerGG8DKl/aC/PZ6ISxykUCgkgsbAc4FB07vIjHJGWoA6Ai6dj+8A6SOXRqZ5oQYlxvxhsx6KOIIqQeRKGpAFBdBrQ647FBzj4bi9MLn+fK0ue7Z6z1N+b1ZcPxLrSh9zjwNTr9RLtRTsYZ8aBe/I8LJcNvAzfbcb73oGMPuBvFCtGiYO/j2s0cBxY47UObHiTAKzT+N4n3O9eapQXj3t7PTD2MD5dMfGcSKXRJ4yFA63HYvH+PcHCN+pAWSNnzWZT09PTWllZSctVfA0xiXj1ej3JqHuibLUH3cnaP+hIBxO+I4mK9YNkk+IBjo+Pa3l5OW1owEJ/3oGMemyXMUCvsZTo6tWrWl5e1oULF/TGN75Rd911l1ZXV1NyELHWQqGg1dXVdK7ks88+m9ZuVioVzczMaGNjI1G6Hu5wowaZgRkBUOk3WATXIYyls1W0D0MfWXBj2Oc8PxFAfV75vKYN8VqPyzuz4nT/S5UTDZBYm1hNHG5Lh3iyBmvWWJ+Fl+CKFEspBpihVLDoHFABThZa59GbkQsHTJwicOBiED1G4FYqysoVGIrKPWC/Rnrh9nNc6zER7nFQck/EwQnF1Ov1kneGInHPCZD3d7jHALhIL9wIHWuSvuBzz+T1tkdwRPEy1hgvKDr2zoTuQgY8Acbrz1hDMeFVEi+LSp8lJ3gPTpdG+jMaUMgg37kcMMYAulOYLkv8zVgR58PActbC+9bHgefiNXhfu5GDzDrdRh2Oo/tjP5C05ooWcANA8VSnp6cTHcozy+WypqenB2KvrHnFCwLMeCeHC6+vr6fM0l7vKDmPxBnazLtpEwcXXL16VaurqynuKCklQDHeUMMXLlxISVhsTefhDM9sPzg4SGeS4vleuXJF6+vrOnv2rO644w595StfkaR0zmWxWNTa2lpaA0nyELoM4wS5dEMt6g5+MEQ9zIK3DejFeKMXN3DdC4xGLNc64PozMWDi3HGGwo0zDjXIe8+1lJd1vPLHPvaxF7iqt9xyS/p+b29P99xzj2ZmZlSpVPS+971Ply9fHnjGxYsX9d73vldTU1Oan5/Xj//4j78sRPfCyQoEoUulUtpVx5NIsPQc8LCeADypvz0YsRdPAkFpepYeZ+bNzs4mK0/qD6qvo/PMK6cEUb4oMNrT6XQGQIH7PMEC8HALW3rhVnXxXbyPZzvl54Lmi3x5ru+mw/d+n7/Xk5DcayIjDsXmhcngYM77oMb5DuXu1/hEwNLnPvoNr8JpZZQAxgtKLe/eSElSZwdhxssTV/xd/mzGyOlV9+bcq4oWO4XPABDP9AWYGVeURpQR5MAXicOUxPi3x1z5wVDBaIh0q4Oxe2JOPTtVTCzRk+3K5XI63Hdqakqzs7Mp8YTlHGwXiXHmC+T9Xj/4mmU5IyNHuwyxjhIjCNksFo9i6CT2SEcZz41GI8WdWaoBPYzewMg4depU8vAxzkg6Ysw89ox8+zFay8vL2t3d1Zve9CYtLS2lJUzE0g8Pj44B63a7A0e8FQqFlEUL2LhB5fMCucXQcAD1NZCRvcqjMI8DJeTBmZuoc44D1+hUUHefO3nXvZzysj3I7/iO79Bv/dZv9R9g1Mvf+Bt/Q7/6q7+qX/zFX1S9XtdHPvIR/Zk/82f0u7/7u6lx733ve7W4uKj/+T//p5aXl/Xn//yf1+joqH72Z3/25VYlrU2keNIFEw1BbLfbqbOZZIVCYWAhsltAgCggRep1u91OZ//Nzc2lSeJWOe/Ey5IGKVEHII+ruVL2xCHq5XEpT5jAIozeogMmbWfLLDyp6LVIg/FGhNfjFbzLEzCw0qTBnTqYgG40YHRgUDjVi/XHGPJ+2uGBd7ckvW/dw3JqFaMCcHC6kYlK29x4cLmgvlEJUDdJKQZLH0Inu6VeKBSSMRa9hzgWbhVHSto9MdrpMVS8dE6eYFwA+hjXBdgBVa8/Cp33eeYp96LMHdyjXFLyPN04ZmxiAMXo8WI/NGB7e1vr6+up/1n/6IvgkWFAC4+XtgICvV4vgSW78cAeIOd+LBQhGwyLw8PDRKnW63WVy2WVy+UUDgJ82fWLc2kLhUJai0pGLIyYy/zOzo6Wl5c1OjqqW265RbfccosuXryY4rFcS5YvWfke1iG2yhIanAT6IeoC5pTrEc8eZwydEXip4h6je4ToATcQXIe4nvA2+X1e70jVflNP8xgZOToOJpZWq6V/82/+jf7jf/yP+t7v/V5J0ic/+Undeuut+uIXv6i77rpLv/mbv6mvfe1r+q3f+i0tLCzozW9+s/7BP/gH+omf+Al97GMfG4jtXEuZmppKcReUk5+f5h6EpIHFzChu0r+73e4AcLA+yK1grG8EjMyz6enpRLF65iYeQd7AOShKfRqKhCCUpitaV2L0FXEzQNdpBKeJeScFYfYYqNMkETydlqQ/PbM1xgd8kvhzqDvgGI/QcYGmbbQ7b6Nk6uXX0VaMED/VJdaVPvIlIR6/A6S9L5mc3q+uHKJn5gARqcdYjqOBIg3vXpo/m8+QYzInnS5m7Bysnabif5dXz+h1UCXm5kYalJtb727R5/VTVHbURdLA5gTUhWVYUt8gAfygzldXV9OyEYzO7e1t7e/va2NjI8mBL3NhzPBYfY2tt9Gzn6vV6kB4xfdkzbKjreEAdN+oHnD3DSFgVgA1wNv7B4P9mWee0eTkpM6cOaObb75ZFy5cSBscHB4eJnCv1WoD/QV9DO3LODD3kQUMWZdZByK+J0EoT26vpbhO9HHw+eEg5+9w/Yzed7BFV9CGmFT0UuVlA+QTTzyhpaUlTUxM6Pz587r33nt19uxZPfjggzo4ONDdd9+drr3lllt09uxZPfDAA7rrrrv0wAMP6I1vfGPa+UGS3v3ud+vDH/6wHn30Ub3lLW/JfSdrFilknBEoJqaAF4hyWFtbU7vdVqPRSBYZwWYUDGni7FaPZQ/tQpYdSUCTk5OJDmFjbLLqUFAeQ3Kg8v+dBqR40gNKAmGlXc6vS33gBiClwVgjCoo6MSEcNNzTpKBMnRp2BYm3HgUaBemekWc8YkBISp5HTPDxWBiWLmDMGLqX6JSrxyhI5MgzTriPevNuj2M4kHoGaKRzHACkPvjwt++S42Ph/UN7ogXuVHKskyt0B0yuR158YT/1dubH+4J3uufIGKHIIzPCfPI1gs480O6o6GN7orXPc/FUWJfnSXe+sTj1HBk5Wpi/urqaMi9Zl8oCePRAlmUDJ4wwZr4JBWDImPnuM2xSsL+/n3bEcTl1r5W544v1JaVEoc3NzdRHHnN1gOZZGOgXLlzQwsKCbr/9dl25ciXtBsb87XQ6actDCn0CAPsYoRMiE+Wy7p6d1N+Vh3ZHHYVMRGMuGu4Odl7iXOcd3BOBNII0RpzrgGstLwsg77zzTn3qU5/SzTffrOXlZf30T/+0vud7vkePPPKILl26pLGxsbSfI4Vd/aWjTYUdHPme744r9957r376p3/6BZ8TS+E8tLGxsRRjIL6TZVnawV866tBqtZoEolKpJAqWQZ6ZmUmUCQVqA2AYGxtLpxbMz8+r0WgM0KGRLnIh4/M8D88HHoXhwBm9IO53kHQaCqH3hCKuRelTH/7nHb6Gj+eRreiK06kp7pX6dCH/0zfueTolhHADILyr2+0OnLyBwnCDAOXl4+WeDkZBjEX4hANU3etDqeGZRCXhYwUw+ekP7p1HOXAlgVKI9LAbMW5geZyS78i2pu8BDmQfwIzvpg2SBoyZ6L3wLvcmqZsvf6C/+JtxyTMmPM7tc8LrhQwT42Me+H66yCnvq1arWlhYUK/XPz6KmCUAOTo6qsuXLycZbrfbaW3r2tpaWsKDJ5ZlWTLw3Ftlrlx//fWanJxMO/ogfwcHBylGCDV5eHiojY0NHR4eps0jPLuWdsR9e7e2tgY+u3Tpki5duqSzZ89qfn5eW1tbA2OHZzc9Pa2dnZ0EZiQG+ZrkPDoyypwboM4oYUx5OMSNIv8sMj0uf3lJQs6e0Hc+b5zOd+cEPYgXHNmqaykvCyDf8573pL/vuOMO3XnnnTp37px+4Rd+YeCg4f/f5ad+6qf0oz/6o+n/drut6667LmVkAWRMep9AbCxO7ICJwZ6Jvd7R0o+1tTWNj49raWlJp0+fTvTtzs5OikViOZdKpbQb/6lTp1Sr1ZKF5lSpexwuVJG6lPpekMdsEHAHDWhi9wSi4oV+pB4oXQ/8Q7dEqtDrwwRgklNvT0ZxZelUDROR9qMIfdlKpOscGFzAoY3wKh3suNZpYaeHoc6xuj0Jx5c9OBgCdPQZIJ9HZUYjx2lCp4AdHPjerXVXDPRjZCG8r3i2gzZ/0888x+k+z4jlOX6ft4WMVFgBvxaPRurvo9rtdlNWsPcXfURfuhEW+8YpPNpE9i3em9N6rtCRFe6r1Wppb1IOuy6Xy6rX62m519mzZ1Ocr16vJ8+NPUvxBEkEcnYEUCC22Ol0NDMzo2KxmLaic0OTdZssteh2u2q1Wsmgol2lUv+sx/Hx8eT9EuNEHkdHR9XpdPT0009rYWFBZ8+eTZueQ+tijHLgMfPXDUDa4f8zfi6z9Cuy6kYZBgEy4+Ma6Wv/zuVeGgwluTFFfX3+UdyA8DkIMxCdEwfolyp/qGUejUZDb3jDG/Tkk0/qj/7RP5q8OfciL1++nGKWi4uL+vKXvzzwDLJc8+KaFKiAWPyIIo8vusCxlgprENohy7Jk0Y2NjWlhYUHNZlOzs7PKsqN9GcfGxlLcwIGLAD1bLvV6vWQFIhyesBOB0WOFUl8RujcYsxUBJAAGoXABRHmhoOLuMsViMe1EgjJyMOa9Ul+QMTacevQ4Kdc6QLhHyefEAn25C8YM7fMYqCdXuBXKxKUPvC/dGIm/UWSxzV5nz+xk7KiXt9V/qI9bsSgcNzZQQFCA3E9dPAHCvSk3fqQ+Be2emmeZRkXE/PD+jTHrqKycSvfYUozpO1PAc6X+tnruOTh17lQzJVJfDuK+3yh/Q4F6O3g3RtDU1JTK5XLy4FqtlkZHRzUzM5MAqFqtqtlsam1tLS2pQF5brVYK7zhYo1s8Dn716tV0XFapVNLW1pZWV1cTBdvpdJL3ubm5qUqlotnZ2XQvyVXoGpau+dizxy9rsck4vnz5sp5++mk1m00tLi7qySefTP3Ejj9sTgAl7TsNOfOFbDrlGuU0LgvjujjHXB6jZ8qYO9i6bDij4vSwAzglsgg8z1cu+DrIl1P+UADZ6XT09a9/XT/4gz+ot73tbRodHdX999+v973vfZKkxx57TBcvXtT58+clSefPn9fP/MzP6MqVK2mt0Gc/+1nVajXddtttL/v9u7u76QgrHwjWRhUKR8faSNLp06eT4Er9bL12u61ut6vZ2VmNj49rZWVFvV4vASAJDigkYhI7OzvJ+uMcSYDalatn/UWKKSo+3pG3Dk3qH7IMWLoQOa2A8LiXCjgTx0Gh5ikpB0eEGMUu9U+tcFrWPTM89Szr7/eI5eqK0wGG9uGVutfpit2B1Sk9rFkmajQ6fGkLbfZ38R6AQBrMqHOPHgXBNdxHnTxD18HYY1PuyQGIeLVRmUSLGlAgBd8TpeI6T54PiHocEnmgHvRnntzQL/Snx1S51ylZV07eJqeQ3YhyY9ATuHiX047MbYxfsmtRgsg4yzWy7GgNaqvV0tbWlur1uhqNRkrYqdfraWeeRqOR3kPSDGPnxgdhCzeEer1eomxJBMJTZdNxSWlD87m5uTQGZNLDaBUKR6EgGCvocTxo6HP2HH7++edVr9e1tLSk559/PtGpsC6MkaS0uQmGn8sz84YxdC/QdQTy6EYdh1LjVfLj8szznAGj76KRyWfuDLhB6roPufV2ul6DcXo53qP0MgHyb/7Nv6nv//7v17lz5/T888/rox/9qEqlkt7//verXq/rh37oh/SjP/qjajabqtVq+mt/7a/p/PnzuuuuuyRJ3/d936fbbrtNP/iDP6h/+A//oS5duqS/83f+ju65555cD/GlCtQD2aOHh4eJOsXKozPZtYLd8x3w8GxWV1c1MTGh06dPp3VOWEWdTid5nliBxWIxnbUmDXq6KBNpcI2ZC5UrHyx2BMeXqjgooEg9Jhe9Kz8ZHeElRjs/Pz/QPw6Q9BVeqtT3zolVuOfEPZEWRujdI/QEFJ8gLrS00bdKi1amU4gec6PQn3l0pHvCPrGlwYlGXZhwXOvKwRWJe6AoNLxIEj7cCner3dsUx4LfrpgpsX2AkDMM7gFgxDjYcw+AE9/DmLmBFmWOvnDgdc+Rwvt8vKiTf+8y5DR93rMBfO7HcyG5izXKUn85GksfWPeIoUt8k51uAOB4HJRnYOOJIdf0C5mqnU5Hq6uraacldFClUlGr1dLKykoaL4CUJSAjIyNqNpsv8FgxkmGTaBc7AbGf7Nra2oAxQt84aDFuHsulLbTVGRyP8fn8weAuFAppl6MIinkepBtFXOdj6l5rHr1KnSJT4WCfZ2x+0yjWZ599Vu9///u1tramubk5ffd3f7e++MUvam5uTpL0j//xP1axWNT73vc+7e/v693vfrf++T//5+n+UqmkX/mVX9GHP/xhnT9/XuVyWR/84Af19//+33851UgFAMTTAUCmpqbSrv1Y68QPSNiJ8RrpyLKamZlRs9lMyoSgva8ry7IsZa5NTEyktU4oKFfcrlw8fof1j8KWBhWGn4/nCt0FxqlYwJH6ki7OZxxT433nChpBwsvDamU9mFuSAJgH6KmP1FeYDqbulTit6pPNvUypP4HcW+Zztybds/F3Os1MfWkHHkmkeB1cHUBR7gCSe6g80z1A6uRxTgcc6uZUIv3n76Z//LdfQ515BgZfzFh1r9j7EoYkGjwUZxnyFJErW2cD3PDIMzD8XbSd97CbDYYnRh9LstzoYUMAZB12Y3d3N3lmnO4xPT2tUqmUNuIgQSbGf8l0dQVO31NfPDToTklaWVmRdJQQU61W1el01Gq1tLOzk9ZMcq5koVBIXiVng2LEevywXC6nPkWWneIm3LG3t6fV1VXVajWdOnVqYNMT2scZlTzH44muE2ivy4uHGZyFQWdhiPFMN35dZ7mBFpN9nFXDs8Wbd/bJWQvqQL84A0QdnWXxul9LeVkAed99973o9xMTE/r4xz+uj3/848dec+7cOX3mM595Oa89tqCsWfYBzcPOEYAnu3FwjE2lUkmpzijy6elpLS4upqOK3BNigPEmy+VyOjUcMAWAscYQLAac/xFOFw5/B4qd9qFEHCDd+/XCZ/4MYq9YZniCeB3RApf6qfKRXqYtPjncM6S4Rc3EcgvUaSl/r//vSQK8F6Xhk55+9W35qKs/061OB2aoF594Tsv6OjDv+1hnB1eUNda1W+FuvbqyyBtnVyo82wHS+9sBW+pvvkAfeYmZsfyPEYBCYk7F9znNSp+4nLjRFz1zl4+84iALSHrGNEuLXFaQbY+1+1pkjJUsy1StViUprWHudrtp7TTGhaS0qxX18QQhKE4W+QOSe3t72tzc1KVLl5JeqFQqevbZZ1PSjqTERDE2jEGxeJQ/gVHKGEJds2bSPaNer5cYChKR0HGtViutgWSelsvlF7A67iE6++Hj6oZV/NsT9RgHlyWfxz52zppFOfPfHoOOOiGPvqVf3IlwQ/jllBO9FyvrIAuFQhJmBh3LkUyxTqeTdsRAmCWlDFQGljPPPK7EvdLRRgRYiKVSKcUZsCYLhUKqFwrvOGXl9AcKygXGLSGP0+At014v7r2yg4rvAerWt79f6gMJRoaktPmxe2kes3DQdIuR4hMHz5t+8OtQgv5M3huvp2/5H8DyOINf7wqdye/1i3Sr07GAHfXIm6zedw6sDg7uwbpij/V1JRKfT938f/cyva6uFFyW8GphMLDQ+d/7BRaBPo6efQRBNwi95Mk8deE7lzHqAjAxJ5zN8eUKeIF40CMjI2n/1cPDw3SCRqvVSn9Tfw9VwLqw/hljx1kWxtW/5z2l0tEWdu12W5cvX04bGBQKhcQ4MXfcEKCdzFee4+OA0eqUooM/7NX29nba+o4ELmhnsvoxjH0DCd7vtCYAFL1A6u76h3rGurl8unxJ/WQuZ1t8LuE1Ri/e50mcfxRn3lze8uTzxcqJBkjOfqtWq2o0GimdeWRkJGWpFYtF1Wq1tL3c4eFhAjDPAETwUAhYewgB8U6AMMsyra+va2VlReVyWc1mU9JgliPcvNRXEgiBC11UihSn6PhxmicCq1OA9Xo9tYGYlDQYTysUCsnz9V07SAiIdZX6maJuRcZrIp0Rr3WPAi/f2+yTxt9JBp633SlVv9/jfSiymArOdXmepMey4m4iTLDo4Xmmq/cLbfBxi2Pu9XIP1YEztt2LKyj6zr3+6K1yT6SsUEpQXL5jE/fG2JEbXB4XitRqHDcUHm3lPo+vAh7ukfh6NoxFjGIHfKdF2QgE2URvwLj4nqiTk5Oanp5OyzJQ5NQzMii9Xi8Z1tPT0xodHVWr1RpIwME75MBkmIUY0wQMiQ1KSmfOumy5HqBfut2j3XrI3s2ybODMSaej3RP2vkf2PSnJDSCfty6feYyRG5x+jwMV9/o897nsjJXHwCkOgv7MCJjUI4LmS5UTDZAk5FQqleTRwfOzkTmxAqwnMk673aMz7KAo8LTI8JL6Wzph0ZHxt76+nrxGNh6W+lw3Vq5bd54Kj5JwCz/GrXwyR8vL6Q3AhFIoFAbOL3RhjcsyeL/TIBF8fSchV268CwH2yeCJNlxHcS8uz6p08HEvkmeyg4onMUW6xe9zKtq9xFh/6uprzdzT8773euO10HfeDveq43gxzk49O2B7O/ih7k4/e3zQgYnxpx7Ioz/blZh7+YC9eytQlj6W/r8/j7rGcIHTxF7/aFA4iCMLFJLGiFM6k8AaTJ7DUghAdGpqKm0KsrW1lZ6FHhkfH9f+/r4uX76cYnmjo6O6dOmSer2eqtVqWoYBULNB+MjISDqblvCEnwKEkeUxN/q1XC5rcnIyGffoI4A0emaMl8uDA/Xu7q6azWY6qot5jFz72LreiRSmGynOEHjoid8uB8fR8nly42Dpy+SQWTfwPLzgxix98FLF58q1lhMNkAyu72TPTjeSEj1KkLzZbA54Rq1WKy0VqdVqaaHw6uqqDg8PUxyhWCym+AL3sQfr0tJSWuKB8ndqQRqkkiINFek0t559Uo2M9HcScWXEhPRANoIWPQCfSL5Y35M4XGFSt+jpIJw8x2NjUp/y5H2epIPCImbIs9xjdKWKogVMvE89KxLL0NdoecIPk9/r6CDm2cT+Dian0zvEh2h33sRzj8+9XFcMgLxTV/4sV1KudBjDaCE7QNJmz3x2hRINA7fivQ0oPDyYPOUWKTCXkTim3hYMQPeMofp8u0Xa4ve7t+sedhy3Uqk0EGrJsv62be12W5VKJTFHjL0vqmdjgc3NzQEZ5oBsDkwAfNrtdnofDA6napCQE/uRHX4w8pnD9IUbX57f4AaS1N+ykblCPXi3A62Pgz/PGQ/PKo6yHUs0cpj37gHG6/1zWBw3QN2YczmLAOd6ytkJZ1G8bq8ZgCSVGWsORc/EQ6hqtZpmZmZesFUVQgO/v7m5mRbWTk1NaXJyUhMTE2ktFJl0xWJRzWZTc3Nz6X3j4+Oq1WrpCCyPi7hFhGeI0LlClvo7zTDYbiHjacRlENKgBwF9JPVjZtyL14ySgX7EwozgHekNBNiF1mM1TovgJWOQjI+Ppz6IFEz0qB2YfA2c180nhFu71ClvIrhXnucRwRI40Pj4RQ+UvqX4uLoHyETNo0BRYNwf6VwHEB9vt5qjl4ksYCg40BxHMSFDUbF4rCsvAcqByT1k9zpcmUeQ9tAAHkoEX5cV6EKuiwwB4IZ3T3+w7V6xeLQ8a21tTZ1OJ8UcuZf2ks3abDZVqVS0sbGRslLpF9Y4euawpMRsEfohNorR4smDAALUr4MZdUGWXFa8X9ygxqB03UEfe6w5gqT3N985E0b/+9i7MRTZAa5xY8XBzPWFszluEOexKf4evyYabtwXAd3n/EuVEw2QWBwsa0C4fQlDt9tNAXsmq5/qzXoiqNj5+XnddNNNA8ApKVm1KysrKRWbOEGj0dDU1FT6DMBgkuKhsHespESDci3F6Rfq68oSBYF17QoPcPaki7x1Zr7uyb0uwAEr28FQGjxRwj0DF3rOwHPviXe65+q0tCtip0rjBKI4QLvn5dtwucfpNAzeK3Er3kNdfecg2hxjfnFye2zTNwlwT87fHw0j94SdbYgevAMQMuD9hUJ1A8i9D6fUeF7sS/f6AExnP6ivX+OGVFSO3M/Ye3uiAeNKkj5lHPkOmWRu0qcOhBhrUn+7PPZOJgRD2IS67+3tpY0FLl++nOqOPI2NjWl6elojIyNaX19Xu91OXpp0tP0legewxLD2eCKsDp5eqVQa2LiDfnHwAlzpIzfUnAXy/vGYrcsOdfD4tM+RKHOMr7M6cYypB3OF4oDnuoBro2dH2zw5J3qafn0sx8mwU8H+3bWUEw2QgIsrCreYsAA7nY7W19dfEKskvkic7fTp02o0Gpqbm0uTjwlGLIsTQ0ZGRlSv19VsNlPqtIMidXBFyOG5KCSy8PBOATba5lSDC7svz3CvqlKppOd4yrtvqcezoWC5xoHKwcIp3Oi9xFiYL99wS88VR5ZlqQ/cKqS4AndwjtakTx73ZB3o8ZDdyj48PNpq0JMJ/Bp/nwNDnufknqorNX9Wnjfr/cx4osQdRCJY+n2Rxsrb3SdSkbTFDYOovNzzjaDtMuBy7kCbR9u5jGKY+nj7+FMf35nJ2498OAOA/Pm99KPLL9vOZVmWABGvEo+OtYKsYXTGg2dwmLnU3+0H49DjaO7xMFdHRkY0PT2d9mJlz1eA07OLvT+jkUTbPQ4L2Pom+cw9p0qjPEc5iPJHqCTP+/O6OXOHrvJ57mEDZIQ6+Vxx7zHPOPRCHzjdHucg746sy7WUEw2QdCj0KgkWBNulPtWEtcfuGZJSHIH9Dev1uqSjXSlGR0dT2vTq6mpSQGxMjCfabrc1Pj6umZkZzczMqFKpDAg7goUSc+Du9foLnQE1F9RIDyAgLnzuUWCVejwN4YZCijEpf7fv4Uq/8lyyQPkbix2gRkA9BigpGRTs0ejfuSccPVXa614Y17jHEy1NJhj94jFQJpLTxdG75McNEAdAPE9/tysz9/IdeGgXn3s9vD60O25gcBxYOvC6xc53rhz9Xr8vetreN/E9AAXv45m0jf/9eVDsThXTtjxPAIMittnr48CLjPO9H4bMGNI3rE0sFArphA7qzbxuNBpp55vNzc2B8xs5xMD7OsuODmHnjEXaiBHBvCcpiHrOzc1pbm4uebQeJ0cGaKeDrFOuMF2MNaESlx03Lh1cPZThhlGcCxFYfNzcqDrOmI00ehx3+sPf4fV0II3F54cXZ1mcqn5NASQTtV6vJxoD6hJBwZrhb98wW+pPPHbrn5iYSOc8YpkRR9ja2kp0LFtUzc/Pa2lpKdGsCDRAgkJ1IcKL8piBAxRWqAtVBIp4YgLCw3pOF3IKity9QwdY+sOPhZI0sBUZ37H/Le1zpYliIAGCPS2dWol1c8UeQdC/kwaz59yD9Da6B8Rnrqi9XZHGccD1SRYndVTuWZa9AJzde3WvztsWFarTiq4UomHEc502oq9ivfOMCfcSoiJ1Bertc8/FDbHjnhljvbEujIeDIe1A3qXB2DFzw8eo1+uldYbE0iWlk3gATmKGxWIxnQjCRuZZNhj/hI3x5R5sCuAbE/CbOeHtIaMVcCQ/QVLadKTZbKa5RJ8y972/vO/pGwDTgTjKHHOAMYxzKM+Qcxlz4PM+d/mN30fPjXd4u9zgdaD2GKsbDLyDNrqnGhmfaAi48fFyyokGSE7x9ribL/hHoSMcpF0Dliiiw8PDdNzVyMhI2ricDDI2FwbIOp1Oomh2d3e1srKS9iAcHR1Vo9EYsBoj/esJBh6XZPFuTNhwRST1FTuxRATLNwTg+Qgf8ZAouE57OE2K0nHLHEudBCToKqdHiJegSNhkwZNs3IuKipI6oAh5tivfPG/KPQlpECiiEqdNvD/Pg8ujfPjOFZCPq/eTKyf6GYWWZ/UCktFjdXoyWuJOOR0eHg7EsiLz4PJE2/k7epNRkTAmrvjdQpf6a9i8H91TjF6mK8WonOlDr4tTa9GgwcB19gRvCoO21+sluXXjmGUV7KwDa3RwcJA8QjY8R6/QtqtXr6at4HZ2dtLaQ1+eQdzSWSUSAOlXlLwbQC4nLucwPp7Egy7AO+UHx8BZDtocKVz6MRbGNFLnLi98n2ekAWQue7TN9YfroRjSifVzgIxyw9/uIHi73Dm6lnKiAXJ8fFzVavUFIOQTH6qQpRkoeBJauHZ6elqNRkOTk5MDWz35WiaUIyeTs56Ka6+77jrNzMyoXC4na/bw8DDRm1KfoiKzDcCi/gh0pBzcy6AOxyW1IKx+UoMnx/jiZKm/3hNaj7aiRJm4noDC7iHdbjcdyAvgANxsDM36RY+hItBOJTJmDkgAHAlYTmE6oNMO7y8HkqiMXcnTd5GO9P990wTvY1dSeV4l90CFUSee755QZAMcCNwKdzmnL7y/HKC8XV6fPLBzTzQCrLMVMd7jmwswDi6X7qXwvOgd8Vk0eKKxALhjTOClsp4Qg5M6ceIHLAZzjGPspKO9U2kL4YPd3d0UCpGOjHGAk/pwMhDGtI8B4R7WV6OroEMBgei5+yHtvMdB0u/1DQbYOYz+5tnIFzrS5SDKncsWutONab8vMhyAt6TU/079ujz5vd4+l/8or25k0WcRHPPki/+ZwzGX4KXKiQZIgucIsSddoHw5qZslIVhylUplwKORjjqSRcONRiMp69HRUVWr1TRppD7NNTU1pcXFRZ07dy4lALFJAesriXUyUJwzh1JxQYGWdevPvapC4YjedJrFvSHeg3WIpcu1WLE8E6CWNCDMKHT3aDAEqAsnDdCHo6OjCbg57qfb7aYMXwcaEnYiGHlGr7fFrUwAFIOBEj0rB8LorfEsV7pMPN+yzT0eFINP8BgT5j73APjfvUEH1/h8l5Wo1FxWvL+8rihcDKwI4LTBlYWDrlv1MfbLe9x79We6scI1PJv30R42JohLayJDQHGF7f3tcuL14L2+ZhHAIr7ucwuQ6fWOTvXg3Xh509PTqV9hr9bW1hJAx1KpVFIi0MTERMpPcKPHWSZYAL5zQ8djaNzDOLCxgMtcBBX62oHOC2Pr48rY+vPoj+Nkivr6WDP2FGcT8pgH3psHkj7+0fDiM57lSYTIB3P1WsuJBshut6u1tbWkyNkVH4HZ2tpKgfeRkZEUfAcYsAJZJsJhwuxoAUBCv+zt7enKlSva399Pp4LPzMxodHRU29vbunz5crIcOXx5bGxMKysryUstlUpqtVpJaaLgoYYBToTK6S1ODInUU1Q8Tnu5tc+EQoBRDB4LdasdAZaOBG5nZycZCU7RQF1B8bJBw9WrV1Wv11Wr1VQsFpOXirJ1D9cnmU826u7p6p5c4Nd4ccuc7x2c+NsTqdyq9d/IgYOfgyNUvBsxfM79viNK9M6cUooA4KAblYNTWk6tOnh6BqJTvpEijQqJZ3AvnjrPywMi99Z5JvWLijmOX6S9vC4uky4PvV5/2RCGZfTqAZAsy9J+yoQyJicnU/JYrVbTxsZGYn6mpqZSsl69Xk+5AWQas0ZaOtrykvnDwemsgSyXywP5Bm54wVDR32x76Yo8hiUAQW9j3DKOayJj4gZZBC3vW/fU4ruoK+PmY8V7fK7Ga+L4u9xzfR7gMa7eJjcamCt+D/FfMOAPUk40QE5PT6cYF9mlUHndbjcl00iDu4zwG+ubbZ2gT3q9nra2ttLE5NlQhQTbJWl5eXmAellaWtLS0pIWFhbSAahMLjYBgKqE+mHQ8TjzBpzBpkBtoQTzFvT6shMHxji5RkZGEujxnpgEwT6V7IDjXib18gQVSWo0Gmo0GhoZGUlJOgi5K0hX9gCWpAFPjudTRwApFvdaaC/3uLLwd0fgcW/KFRU/zkS4d0gf+vcodgfsaBlHC93rmOcFugzgGUh9IGFc+cxBLSo5T96IfcLn9IMvwHdZ47nOBjj4IY/eZt4d6VUfR//bx86BhvnlMWP3fHl3sVhUpVKRdMQ8AVrtdjst3yoUClpeXk5GI+fBcrhBsVhMRjje6OnTp9NyEChc5IW+cZaBz/w3coxsOSNRLBbTsig3jgFFn0tRfvyHfozebhynCJL+TB+/OHcdcH1sXD5c3vjc3+cGnOsH+sI9QTe44nOc6YmbzWPAX2s50QBZKPRPFUcIa7WaGo2GpKO4AXTn1taWer1eOokDuuPq1ataX19Xp9NRo9HQzMxMojygQ5gseKabm5taWVlJ66dGRka0uLio66+/XktLS6rX66pWqwlomGiS0m76u7u7A59B+UJdAqqAaRR0wDGChHsxnuruwgZFwzXQnSh1z7JjOQqnEbgXBCVVKpW0ubmZ1pl2Op10kLXU3+bOvRCUmvTCxby0wT2omDzEtW70RMuX/nAlnUfLoMScWpIGY65YuygwvqOObjDgRfg6U/dGvS5ujORZ757iH71HPFNYBldaGBrutTud5/1PfWgnfYHSc6+F9sb4uNcN+fPxc+/A2+WxXR+fKLOMpVPJbgB5v1E3nh0BiNAMWac7OzsaHR3V9PS0dnd309IO4oaMmy/NAmTpY7JcGSeyYwFUjCZvH2PhfX94eJgy8T3M4YrfjTiSAZnXPg4x9uzzIPZtvO44tsKf49+7HEUwjQYV8pFnlEVwdvD398bwRwRl3uPv4J44z1+snGiA3NnZUbPZ1MLCQhJcMrlQ6kx4MsegOZlIOzs7KpVKqtVqKflma2srDRCUKxOLmANKh4Sfer2elnrMz88nysQB3OkNPF22m5KOLFtfu+VCgOXjVrELg9OnrsDYmB1LyikYT8EHGKE+SW7y8yWZ5LwLanVvb0+lUimdq+dKBArJPfG4yxDf5yk+PEEyhBk3JhnXeD8wCRxU42SmDU6Bxs9QUD6h+By6jf5xz8ENG//cJ7+vR0VenSb1dzmYuRJx+pwxd3qJvoS6d0XiS17ylKV70cibNOh5RoXsfZQXH8zzcvK8Be5xb9Db63VmLCS9wIgqlUppDaOkxADB3uzs7KRxJxGPs1OlIwNpdXU1hQqIO9JG7w9J6UQfmAXfscr7NfaJA2cEPvSA95/nBjgVzm83OKlrfDefu6Hj4+Jj6nLr4OWGHTLhBpIbhXleZyzRa43AGJ/phoW3L/avGwp+zbWUEw2QnOXYbrfTxNnd3VWr1Uo76ExOTibBhSaMqfPb29vq9XpaW1tTlmWamZlRtVpNdKpntJGxyaHMrL+sVqvKsiwpIzwNhIU1gQcHB2mZBwMN+OERI3ieRIFC84kSFSheJcrJAQ3r2zMp6QPfas49U8/6AuCxmvkOarnZbKrb7ardbqtQKCRK1T0E+o/6uodFnd0jQDF4exhn307Mn+ExQvcqoNCj4ojKQ+qDS6RVmXTcS58A9u7JHGelo+DIpCQJzMfU47vIkSdDueXsMU9XJNSX/vAsTmJyfq33iwOf9EKPwWWHfo+Kluu8L/JoOdrjXoW/2+k0N6AcsH1JE/PGQYN3szk84+kxWqcxMVwlDZzYUSgc5RFgOLKP63XXXad2u50MQ9ZXVqvV5EF6cU/cQc77njq5IeByB3Ay9shrHmPhhkj87QaPG1+Mk4+/j52DYwQ8/yxSt/F77xOXwSgnXtz4i33KczCmaKMblXmyelw50QB56tSpF9BPvqawXq8nJd3rHe20v7Ozk6g/uGhX3HgAk5OTCRTpVDw8JgOKkSN0fL1Us9lM73Hq1ClTt9KZDExyX76AkqEgoNCkKGboNFfsJAL4+in3Et2Cxdru9Y7WTTqd6juAxAlHDHJnZyd5k15X4qy9Xi8lDtFuTz/3BB4fTxRCpNL8yCPqE702T8un/Z6k5dawe2A+Niil6AU5WEl6AVC40onKkPf7pPbnOqhQP0+acMsY0GVZkcsLstXtdtP63Tzaztvh4x7f73JIm6MxkKcUaRdyEJ/pn3vxOkBp41liJHm9MNowNknSYFz29/dT/gBrdtmflTnNCR1ZlqleryeZLZVKWl9fV61W07lz5/Tcc8+p3W5rcXFRr3vd61JSIFnveW2hz/jfgcFB0mWaNrrMuUzHz/xZyBzzwWXegTrSjnnemN97HOPhho7LiNc9GkN53iQlgqp/Rt2ifoz3UX8P3VxrOdEACT3igXMUNpmUh4eHarfbAxluJMpgbUp9QIVOZWebXq+XslpZR1mr1dJuHE6FEoMjww16kUXzWIXSYIYiSt2XUECHIjxMBEkDHgsD7x5iTJLAywUEokD6UgFJaZMFpwkBTeJvCDbJG2xE4OAE/YpA0p4YOKdOKL9IFTrNRt/BAngGqHT8NnUoZGkwduLJT+6RUT+e73Es97Com9N/eCWRAqct/tyoyFD+KB43mrx9ETCcvo/tk5SAgri092m05L3/6A9/Zp5S836Pz3SPISq3vLH1fiNUElkBqW+A9HpH63hdiWZZlow8qHBkF8DEaJCk7e3tBIyFQiGd/wp9u7m5qa2trVQHdtDKsiwZhY1GQ51OJxnbGL1+XqgbWbFfkVVA3uXGx8dlL3qL8X8vkar08fY+97o4OMbxO84TizLgzIff78/Mk434O8pe3vXMc38eMkXM+zXjQWZZljLTsPiYLMViMWWEbm5uJhqQ5RxkHBIrYPKUy+Uk4PV6fSC2hjcGzYqCY49GJhDKkaxUSQMgGD0xSQMTiAlRKvU3VXcgJSOWE0xYqMx7AE4oJZaHRKuR5+EdMxGcvvEMQU4xQQCpm9OovAOvBa+ce4ix4tlA97mn7h5VjHlJg5t7A1b+XKk/KRw8oVnxzqGL3VJ3SsbpO1+O4xYyCqzb7b7gMGenfCOAMJ7U1emy6I15PNbvR0bco6ROlGKxfxAy+4uSbAUDQXsc+D2Bxt/rmYrez/4c90zdaHIjw5/FnCkWiwPMSTSo3NtFfjEQ3fiQlJZuuRHtDAZ97Ad7A57S0R7C9DtrGOmj/f19LS8vp2P0iK1DndPWPO+HMfPx9LGiXfQNm5bQdxFIXHZofzTg8qhGl6+8EoE7esN+v9fJAc0NVJ/Tx3mFtN/f58Dnz3Rmw40q9EQEcp/P6IprKScaIIkTtFqtlDxTKBTShMGKu/7669PnKAqnahBqPCI8J7aJcmXBRHAhhGIlJZwMN2gWABeFiHLynSecVsGjYoJKg7Eej+3h/VAfBIRnACLEWxAyj3FxP+9yUHBPKi6HgTZ2GgfhBDyl/oJwMmZpK4ubnfKlTg7k7jG4AmHSOYXjxfvS28qY+nvoH+4D1KL35kBNezEGMGygqlFOyI8rAacG8xQWCsG9afrAWQ9/HkogelLU09kFQJyxjcorenHxMy+8373PCJLeJvo4ggN9Qr9HLwu5Q57oH07iQIbd2ySm7gYbiXOehczcYsccDL9Op6Naraa5uTlJ/Uxalpcxl9EbGMt+mo6PMbLFOzH2vJ3ULQ/Q3Fhxet7lx6+PLIazHbwr0qkuC4zhi9GS0eBn7GK7oiGXV7w9EbyjV0nheXnhKTce0Bu+W9FLlRMNkJzUjTCTYs+GANAlnvLu8RcGs9VqpQSVsbExzc/PJzCYnJxMypOt6bA6Dw8P0yHLKPjZ2VlJfW+FDdARRDwmBzmn5BwQqDv1jIkz7n05ZYyAeKKB1F9u4UkIHrMhhpW3O4vUT2jyI8BIOHLQzbIs7b8KgNOHhUIhbedXKpUGvHnf5Qfl4oCAJY0VCNDCHkT6Bo8d5QlgE/d0itGpxBgDwvNAuUSaK1K8eOPuOXo8kvvc45L6nrG3wfs1KimnsFA89IMbBryPNavuNfGc+D9jwPMjUMdr+Tt6S15PNxiQbU9Iigqf+jOX6EfqBbPS7XbTkgr6DWYIHcB99Cf9wHPZAMCPSoPl4P+zZ89qeXk5bRTilKkDohtHfOYeIH1Be4ilcx3j6MkoXvdoCB5X3MjwcT7OG8wbM/rzOJCMrIEbNT6P8wwl/593RoPguLrltSEP6CPgx+teqpxogCS2ODIyko6hIbaDgG9sbCS6c2RkJO1wUSqVUrZrpVJRt9vfU5TJC2AQA2k2m5qYmNDm5mZ6N9YkO/Nvbm6m7aX43pUUAAd4xH0cnY7g+riOEIXsC7cBOpTKxMREUoS+MbJ7jr6ROwoqep4oMLa9450oXN8OTxo8+YOlEACG086jo6MDG5mjCCkO2O5RMPG4HmXL2jGpH/PgO6e9UETj4+OpD3gf/RLrQlsjFeneNV4zBhgxL+rK+yMVybsdMBkPafB0Ep/wfn+03inci2FBu11x+f3IQlTi1N29RL53yjVPGVN399h9oXak5CJA8kzvB8AGUEK2ABqXWeYhz/c1oegLZFoa3P6O7RG3t7eT3siyTM8++2yKOwLe1J1+5n83cJBNPynIPVin+akb4+jzIoJDnkES73F5Yuz4PIIh9fRxjsXl0GnRSJs6q0G9nPmJ8UKeFwHO6xaN9lic0WCMrgV488qJBsharZYW9m5tbWlrayuBg9RXbKVSaSBVe3NzUwcHB8lzpAMBr+Xl5eTtsT6SkwFQMr5jj8ceNjY2khJiFxl25WHZCOsjqaNPKBdYwBlP1JVNDOS7cvaYBd6T73fpGwhAJ6MkoIyKxWLa+BmwwFPDkyYWytIZ38YPCpk6oxDK5fKAtU7mLZnD7vm4BU5xmkzq09MO5n6tx1kprmjpE9/5xjNhI2UpDQIK7cKrpV/92e49ohjc6s47MgwjKN7jQMpzMTDyQBOmg/+dnsyzwun/qOgwCGKMyEv0fqPn495flmWJicDQyVNgTsvR3xh79JEvXXKvMNLkKGSMOPocuWf/VU4HwlC8evWqdnZ2dHh4qKWlJRWLRX3jG98YCC+4oi8Wiym+6/3hJRoSFDe+jvPI/d4XK27oHOf9XwtoHEev5nmA1/o8DwnF+ZnnXSI3sR15CTd+bwReX0t+LeVEA+TGxoZ2dnZ06dKlRElMTk4mpUmn4jXEbDiUeLfbTRMAhdXt9g8M5libqakpjY6OqlarqVAoJLqRNZHr6+uqVqsDawk3NjYkKcUnOEUE69QpOo9VAIBYvwCw07lOgfmC9ggsUNBuRQF6MRGCZwBenszBhCUZBdBGQQAOkbqkLuVyOVnc7CTEuGFwMD4eMwWM8fbIWt7f3091c7oNWtfb49S1pAHjAiuXcXSLN8Y3aBMKGyNAOpqQ7pW7RwYQuIfDPb4bEnWkb7jXs7ApGD0Onq6kvd5eD4y9aKFHGs8Bme+ix+h/R0vfgZG/eY/HX72+Hn+nztFrd8OUsaSNzBm2h0MukQtkCY+fZ2MEo0s4RJ32r62taXl5WaOjo5qdnVWr1Uq7cyHvHp9+MWCLXporf+7HgKSv/Bl5ABm9bgfZSLX62MQ6vBzwcHmMxhl18n6J8ut18Wd6fWOYJ7Y7siaxHX6tz4VrLScaIIn/4dGMj48netOtcQCw3W5rYmJCi4uLqlQqaaspvM88qml7ezuBJArOYxVQiGSySUobFxB/bDQaajabajabaSK6MvL4CoXvnEb0GKLHKaCDARDud0Xg4MlmBGT0QsUCNADf4eHhQF2pS6fTGbC8UUbS0ZIWsn3ZwgtQJXnB+5bMWI/XeZwPOooSNz7gb+5F8TpVjQfOtUxC4qeS0gHbLEvJU8wOkIwZ/5OYw+ewFdTTJ7F7hRQodDw8Byr3spzWwvjIU5QOal5PlI573PSBe6feB8gT/eugelzCBe/xuUT/IJt4c8gW10VQp24YVw4ctMu3VOR/5B8jkKVIDlD07/7+vqamplSpVNK8yLJMc3NzajQa2t3dVafT0XPPPadms5nWSbuxRIlKOM+Di5nfPj+9X93QjTS8P5PvIhDmeY7+XfT6Y729n/JkmL/zgIfnR/Yh0vSUPOOL9+cZHLFEIHU5crl+qed4OdEAybKMqamp5JU4UI2MjCSwHB8fT7FHEjvwNP3oJTzHw8PDtD0dcTbfeZ+YJpPLFTl7tdbrdZ09e3YgnZ8JTgwMD9ItMak/MZhInsgiDU4szyB1WsaBBuUI/czz+EGYsOBRYrTJPRpPKsIK73aPlsVI/dMNnPodHR1NGwlISmvUKpVK6otSqZQSjiQlq79YLCYA8raicL3vnXpjIjCe7IPrtG/0mCQl799jiU7VxeUKGC7ETJ1edmCNcSb34HgugOyTm75hHDFeGAdXwB7Hw2L390a6F1nybD/60ROkeM5xSjkqUJ4bgYxn93r9JDKMTQ8NUFw58j7vJ/f4YRGYkx62wMj1fnCjjOsrlYparVYy7jjCjqQezjiNCWUubz5HfCz8ewxt5meeB+d97Z6p97+3IYKIAysl0o8uN8d5eP6ZA3leCMHbGT1lH1N/brzPixseLm9eh+Oe66DtnvVrZrNyvJudnR1tbW1pZWVlYIlFs9lMmXtci8IDfADJer2u/f39tH0U92EdEtuEKh0dHU0ebK1WS57T1atX00GqCwsLajQaCTg4a5JB9zPcpL7QulXqG5J74ogvNOe9TFiKUyiFQiHRz8QSneKNtC2eru8NC6hKfaXGPZOTkwM7kLgCYeeSVquV2ndwcKB6vZ762OvOWAEarN1zCt3pV6hR7xv3yt1QQAmjaPFG8DIBPKjzSA050Pn/eEJOS0YDJu7ew/2AL7Lo6+B4l3vRKGCAgmd7idRoVMBxiYjXhXdBczNfkBN/TlTI0fPkcwcRZDYPPLnXFa5Tsc7yeIJZjKNDrdJ/yBihFPoM2S2Xy4kZgSWZmppSu93W9PR0Whe5ubmp7e3tlOHuSTmANUZMpB+dMvSlFnlAxd9uvHjs1fvU30Ed4pg4sEXjgDp4H/P+6O352DB2Phf8OS/mqUUgfjGv19vmhtJxxWXT55mk5BBdaznRACkp0XkoF+JcCGqn00mbj6MUfCsoFC0KAMqvXC4nxVQoFJJXkGVZ2mqu1Wqlcw+xuPEOOVVkamoqWaMImJ8s7uDn8cDNzc0BCjVak56sgODEXSJcKSIY7l1LGgBh6FK3mF1RY/nTN54E4wUFWCgU0jFCUF4otnq9nrKHmWg7OztJEZDI4zSgrw0rlQY3I6eesa+4F4+X8ec9eLiwCO6lSYMefbT6+Z6+8Ixi9/bpZ1fo7jmgtPhxBRfpTq5hrGNmbFQ0DpKu/Ogn+tDpXZ8PXo9Io1FX9655h/ebL19xqt4znt36j3QYlCn95QYKOsBj3chllmUpT8AzkzGi2Z+2VqulA9EPDg5Uq9VSghxnucIgeexzcnIyJfYwv6J3k5fkFZmESK8y7/MUvD/H2+zevT/TWQEHPsbY547LR6yvG1r+ndc5yl18VvQYebY0eH7riz3b+yyP1j2uvBgAv1g50QC5tbWlcrmsmZmZtM0bE7tSqaSFvihWgAAKBivQE196vV7KHOWkDvZ0LBSOjsZhC7tOp5POnIQCPDw8TIcEI1B+jiMZrIXCYEwRRUD8wz1Wj3HkUSAoGATHQR9BIk4KuCKMnozDEWAoTRTg4eFh2mYOz9C9HZSgKzGfgCgRpyCxyKG/19bWknLi+X7ArXsaPAtKVho8OJoSLVw+w7jws0LpI7wPlCBjGq3nGDdzy9zHgu/43EGFEp/rQAmIR3rJ+8NB30vM8Iv0F33hFrXLktfJE9/4DmDNk0n3ZpAh+hqlzA9tgwUhiQijzVmHuGdx9HbGx8cT0FFfwMKNw8PDoy0ofQ0t58oSL2eDD4Ac+To4ONDOzo4qlUryPJ1+d1DyEj1KjDP6wXMLSDRyStjZiAi6DqRuXOS9P9Kk3O/yEQGM4rIdma8I6MexCHnPzQM7N7y4xlk2vzfe73PyD1NONEC22+1E0bGw//DwMC2rmJyc1Pz8fMpG831Bi8Wi6vW6JiYm1Ol0tLm5qVarlU6hqFarmp2dVbPZHKA9JSVL0WNargCq1apmZmbUaDTS6eIA7cjISFL8DOrVq1eTxxgpYadZXgwcudY3K5f6a+GyLEtAzXeA8eho/7xLj3E5PQNNWigUUv9OTU0lSxxPGvBnXFBqxG4YJ7YBg8Y9ODhQo9FIp7yzMxFLZuIEQPHFxKZIZzGhiSnHGJ/H9qgrigiPmvFyL8k9aQdQ73eMhKisUKSuZDypjH5mgvNejAJA1J/n3gDf5SkRV85OO8f2+f1utTMHnOKOStl/jvMiPO4uDQK+x8GjV4zX7N/xHvoU0HeDDePQPY/JycmUoIeR5IlMyN7e3l5iVEhck5RYEXIaHGRitvKLzV3eGQE/yrxnfefJVPTieU70LCMz4H876EWPzq93Q89jsf7OCOB5HiGF+zGWIrDlGZTHPdv7knnNXJeOTyzLKycaIFFQrVYrxY845srPcXQhdaVN3AhhKBaLaSkHyT/VanXA0+DMyJ2dnWRZEo+TNLBhuQ82k9XX//nOLtCyxNPwZlxhS31rDSVBvVCc/C8NJj+wZpHv2u122iqL+kaK1mO1kpInIWkAUFG25XJ5INmDuCXCDyAyuaamprS3t6dWq5X6gWxjNor2GHChUBjYB1caPKrL42T0CXEl92ikPj3ly2ekwTRzJry33yc37ea5PnGh6HzvWqcHXRE7xejAyng4aCKnyHGkI2mD07nIi4N7HGc8NuYJJXpDDth5QBh/uyJzD8IBifaR2ET8OHpAfBcpQWQQUCoUCim73M8zpQ/IWB4bG0uGG88iTo6Rydylf+hrPmee+05WLiPImesgvke2Y3978ZAB7/bxo8/y6EsvDnx53+UBjINjHlBGoPJrokEQnxf7hL9pi/dNXntiiWCeR+PmXfdS5UQD5PT0dFKanU4nTZKZmRlNT08nYWUC4ZV0u920TVuhUNDc3NxA4Bzw2d7eTv/j0Y2NjWlubk6tVisBWZZlKe0bMGKBPrSN1E+y2d7e1srKikqlks6cOaPrrrsuHeRMGyIw5g0q9CbUsccxfRG21I+BQS+zxrNcLqdF9+4BkXnqMUqnEek/Ynd4vdTVJ8jW1lYyWKBYiTGurq6mrbugvLgGqo1nY5h4nMr3s8XDAig9Lkn9WSpAjJDv8mJgWJ7stkTbADAHomg1ExtnTABDV6J5HgOKhHF0cJT6iSVk99LXeTRTLNFLcSXn8s/3TusCsjwnAnP8zPuG/sKIc2PBP6ONGDjUhXrE+BQyzbhjJFF/ABDmyLPNYVMqlUpKvGH+tdvtJH+cxEPYpdvtpqOxnPZ078c39fCxcw81UoXR247ywXgQi3e5ifS/U7kukxFs+NwpcGej4jyOssT4eXEAygNayouBb3xvpH29be61+nfHealugF1LOdEAeeHChaRs2d+T+Bbp2SSmQIkRtN/a2koH1hI3hIrtdDrpOKv19XV1u90UO8Ri7PV6mpqaGkgUQQm02+00yTiNfHp6OsXVJicntbi4qLNnz+rmm29OySoADfHOSFNILzwY1Ck1X47glie7i6CMPP4al3HgtZLhiUJ2KtfjudQJ4wEPzpd/YJFzLctmNjc3kxcNcOPVM369Xi/1B8rQQZE4DR5jsVhMO/IwBiwF8XNAHbgcEKT+xKYP9vf3VavVNDY2pq2trWSM8Bs5I3bpy4Z8n+CpqakB7zHGlelX39fT6eBut5vAw08ycYDM8xBcdlyx+H0oX6cv84wGYmwAg4ObK0dX8O55x7iwGw4U+sjr5tS4G75cXyqVBo6r8uS67e1ttVqt5E13Op0BY7BUOtp2cm5uTvV6PVH8Ozs7KUvdk+Wcut/b2xtIxnKjln4ASH3TD8YJBiQaIxifMY4aqWrq4SUCresn6sP7mPux3yOFm/fsCJ78/3K9NO6J72O83Kh04yG+P4/J8Oe+XHCUTjhAEu9CmFh47jQL3g4WMmulADgEjyQUdrtZWVlRu91OZ0xWq1WVy2Vl2VFmHEqMDFrWSFEfz5w7c+ZMGuyFhQXddtttOnfuXPLQ1tbW0lmUrgxdcfnaPugHFAQg4fEbSQPUL/EpJptv7ebUKyAJnep0KcIGwDm9Qx9jaSOInmzkyys4Nox7EV4UCMBGUkar1UpjBlAVCkfrOkmoYsKMjY0ltsApUKm/vs+9TZSMKxKvKwoXIES+8G59M236kEnpG8lPTU1J6u8z62PIGGHN8w7qsru7m7xGHy+naKOS4TN/h1vjDmBuxACSyBQeq9cN2WbuAVJOS7uy8kSj2E/R60B2vc6MC33mxmOv1xtY50qIhedy4EC73X5BwhAsUafTSTHH8fHxFHM/ODhIz+Me+ps6OFuTx/i4J4mRgZGXBwzQzg7EPqboBQfO6HU5kMXxzvOukANnMni2G2nRkIn0aF7J8/xi38T6Y/Tm3R9lN+893ufR8HgppsXLiQbIs2fPqts9Wpu0ubk5MDHIRms2m6pWq4miQ+Ht7u6meKOkRPexSTGxOby7QqGQlndA0+CFsFZPUkoGgJqpVqvp/TfeeKPOnj2rarWqg4MDLS8vq9fraX5+Pik/j4tijeYtXXAAlQYFAe8OIYsCzuYHkaJw7p8sOqkfkMdziUqXHWl8I4BCoZD6EqoUpbe/v582KacuZAwWCgVVKpVEU01OTqbDbKFp6R+UNsqdOrNpBJ4/HiggjcHhyxpiQgqf+a5CGEPu/SEP7hl7PJIdWaS+0mecHJR5B89kbKkPxhfGhNfTvUf+hmLmOTHpAS+aelBvlDIJLx5jdiOt2+0ObN3oSt2VLfcATO4p8Xz3OiUNzAOXMeLofhoJRrAnfblxs76+nuSo3W6n3a0watnHGVYJsCfXgL5AHmBI6A/mYq/XP5+SMaQtDoL878W/dwPXDQvCKe6lcY3TtIwfc9lB2SnXaKhI/biwz4kI3i5jTntHY8vf4dceR9l6n1E8UdBZiAiYXrc8epr+jbka11JONEASJCf7cX5+PnlHlMPDQ62uriZqjg3IEUQmGxuJs8jflQWLi5vNpsrl8sA+ngAvGxqziBgKrFAopMzNzc3NBMKjo6NaXFzUHXfcobm5ufQelIlnohKTw4OJWVluZTIZAIdSqfSCmAheCLFYPyvP13Q69edLZXZ2dpLnRD2hrEl+8iUT3W43pd5LSuvJWD7jCg+DZW9vLy3Bof0kMa2vryewoB98of7W1la6n++gjiWlex1UUag+yZlYHsd1782VO//TJ2yq4NmiOzs7KQnL43n8j7cZgY1+Ozg4GNgHF4XGuKMonfaPS1QoKHaUBvdEKg/FFpOYMJr8WldKrvABE/rP5xbFk7FQiswH99L8PcViMWViFwqFZJxyzBWyubGxkWQIWdjb29P+/n6KP0LxU09ktNfrJWAGsOJSDurjXrL3ha9VzfMYjwMrZInx87me14duLPuz3ZDKA+hIm/r1rlecwvT7qFf0zvLYAv8+1sMB1NvrMu7PjEyCA6S/N7bv5ZQTDZB0aKVS0fT0dKJBCKZ7nBHvUdKARzM6OprWM1Wr1RSz8Mlcq9U0Pj6u6enpAaUjKXmDnU5HpVJJCwsLCTA2Nzc1MTGhlZUVPf7442kZxA033KDv/M7v1O23366ZmZmkCFG+HvNzwcKaZYJgMWJx026MhNHR0aSoIyUlvXBNmtM6PpGjtY9HRvIKcTNAFCNhZmZG+/v7arfbiaZjNyEMEqdj8W49nueLs31tK2100MXA2draStcz7h6zA/RirNdjXFzrZ2l6/I36SoOHWftaNvrewcUBgD7lOx9nkqiY4NB/AIWfIRjvdcoR8I1xMeQgeg/eRuoIS8K4OLgDOFFesdgBe9iHGD90D8u9VPo87o3r3gD5AyzDwOCF8maJFUl8ZFDDBHCeLPKOYYchgmdKG+k7p3vpB/rE+4bf7k16XzMGbmxERiDKnF+X5+EB6JEuda+d57qeoX4RxF1GvE1RZiMw5X3vshdp6vgM/qefo0car4+eo1/jTAzjd63lRAMkNAmdF3e1cOudTbmhVzY3N9MiYZJvPFNROqJ16vV6suJ3d3c1OTmper2uRqORFMTq6mpSJmtra2njAJYrtFotFYtFve51r9Nb3/pWve1tb9Pp06cTgLExAJSfgyATwgEeb9gBEwDypQfQRSgPBAOaCboIIfNkHzwZ4iUIKu+GZoZWhQbudDoJnLHSXRngUVMnknSg4/DqWA/py116vZ7a7ba63a4qlUryDtkZZXR0NK3RZBcj6uxKgslDHzpligJ3QImUNiCIosbD4FlOcWGc8XyUuRs40mBcEnraKa+JiYnkLUH/lUqlgQxkaFM3pqI3w7ucafAEFGSfevE9Ctm9Z2TRvQz6wBWdKyufX+6xYtwBpsy/w8PDtJxF6gNQBBuMUYC81+tpa2srzQVkuVAopPnm76MdDhbuWcdYsRskPMs9S8bX60yJ4+Gf07cOjtFjjf2KQebzzIEleo0OFrTDjTsAO1Lf0WvO+x3rFwGc5+R5ohFI8yhcfwa/47yO7+I57v1faznRAHl4eHQWIec7AhLlcjlNfuKJc3NzydNhIkDN+vZ0nvKPJba+vi5J6SxD6DLqAKUKLSQpxSd2dnZ06tQp3XDDDbrlllt05swZjY6OqtVqpYmJUvOJFTMEUbLQtdLgSe+AKRMKA8F3nIHuYoJHAGTiOLXL5wCdCy0egteHbF9PNIHa9PMkJaUECUkJBEncIenJJ3qr1UqbQ2DdAwysqex2uwMnhNCvKDISNugHsnkxsFAuvJfx5hn0Df3s3jaATb/Thyh5N2BcxqT+yfLIgO/65O2gHxl7vBuUg8f98JyjtS4NUrLRIo8Um9N4boBRjlOSAIN7nbw3xqNcHr1fiU9TaDN9A8htb2+nTfIxWHxj/L29vZRc55uK8GyP7RGWcOB0b80BiPZFpe+sS/SQIjXvtKb3s89r3uvvdg8wz4PjWmSHuRJpYJ6B7ETj0L3mPHCL4BSN0TzwiuCZZzD43MrzRiPQRS81rz+k/hrqayknGiDZjHx7ezsl0JRKpZS0Ix3RqdPT0wP0HkrPeX4oO6fLPG42NTWVNi2WjiY/C449/lWtVtNkHBkZ0ZkzZzQ3N6f5+XlJ0pUrV7S+vq5Go5GWDtTr9aTQUNhQc66Ufd2eZ1e6FS/14z4sK8DbQ7hIZGLXIASRd/FunsMEBEhZ+kCdUEhSfzNgjAb6holJn5FCj0KjjQBJpAVZV8gYu+fKvRyYzVl+rVYrUW1MUCa6W8u+sTp96jQmtCjerfc1nhwKCCVNchcK1xesk+ThBcXvmZDUl6UjvBfliby494dCxoOk3j7OKF73rBg7Cu9CKbnR4AaWPxOwRob8GdTXk1CcPgQMqRPKHHoamS+VSgnUpqamUvywUCjoypUriRHyPkXWkGUMaMbSjaLYZzBO7kE6S8A4Ol0er5E00Gf872MVPSLuc8PGZcafTf/F+GH05Pnt8uugEo0h7okeaASiSCH7d5EW9WdEg83LS32e93cEUTf2vF3Ro3+xcqIB8tKlS0mBkJGHNcdOGmSp+aJfhM53UXGQk5R2hUFhF4tH6yPZqadcLmt2djZRiVCwW1tbaW/GmZmZBFJ8JyktfIfiZMeVRqORnoWiBjjJ4qOOnt2KQPhJHZ7x59cCKBxYTN8R/ywUCgN1QNGxwToJQjwLTxdahjFgjagfojwyMpLifig+dhFCOcXEE/oLxeW7rZDUMj4+nsCTWPHExITW19cHEraYUA5a1A0FRlYtsU4MAE82QVHTX2xQj6eNh+vGDRsgAFzRGMuL//hyAJdNwI2QAeNHHM0NHmQrxszoA5RintJw8AK48rwBz7x2+ZD6iU2eSOVxWN/g2w0zgMO9J+hRvtvd3U0L/AEo5p+vlcU7J+7t9DP9IA1u4E5/ctCAZ6+i2N2gQF6pM22OlKR7az7e0dtzg8flgGcdR7lGEM4bL//ecw74zoE1vsdBOHrBXO/sg887r6tf+1KU53H0qs9FWigAAB2RSURBVD/Ln+eMEUapX+f1fqlyogHSEzxQrChxFvvjQS4uLqY4DlRWr9dLChYLlq3P2u22qtVqou7YqQcQKJfLA7Rjlh3FMqrV6oDFzsbHJP+w8PjSpUsql8tpa7qRkZG0gJmMTSYh3pjUT/RAITP4LGvwOCZZfXh+1J2s2+jlFYv9dZ0U9xxRLAARByA7CEsaGANP4CBeR1YwfcNEHhnp72mJsvclJO5ZoaR4Zlyv6l40S0R8beXo6NH5lBy2TVvZAYmxxevd3t5ORhV96jFTV+TuWfn5ne6FuedJX3A/z/ekK/oRJYoh4++LbADjCbUc6VNXxhEAnTlwDwZ580xn2uAKyQ0n/sdDdgXrMUXAgHuQPUmp/wEvB7Hl5eUkY9vb24lyZ59l4uyMPcYpGe7oD+rlhkRMJnIvi/5xgMnzrqLBF+U4Fs8FYGydUUFGfAwpkf6lfvwdZYh6UDdikc4yRI8sFjcavD7x2ghsyM9LlTz6NX7vnjrP9XyCl6JzjysnGiCJWXG6xsTEhM6cOaOZmZmkuJeWlnT69Gl1u920VpIJ62ndWOGe+INH1m63NTIykujVSqWiZrOZklHcG2VyHxwcHVmFFU8SgaQEuIVCQc1mU+fOndPh4aHW1tY0Pz+vRqORJjtxUoTNkyeko8GG0gVsoKYAZp/A0KNQsw6WJLy44ozLADBC4npI3zSgWCymDEGWkEBh93q95GXh0XtbADwUO/2aF6eR+grAPchisZgUKt4nNKqv/8uyLI0Jf6PkoWYBU6exPakFr4d2EseEUqbQL3h+Xif3ND3Zx5NovA9QkJ4EhDKjRPBy7809/giQGJwuz3jOrlx5Ll4sHhZjgtFAnYkbShqgYr0uyAGAEDNnWUbEsg1CB51OJ61xZE0j9eIsUfoCY6HRaKjZbCamIHoZnjXqjI4nr6CD6Bfk08HCATWCqMtz9Pa4j/9pq9OSDtCRHkc2IyC6kRbnkN/vTIZ/RjmO+oygG73ReG/ec/Oui8ZEpHcjSPo1tD+v3i9VTjRAIhik/0NxsRsOVOIzzzwzYIGyP6ovlEaZssMM6wP5n3tJAIFKwsMgGeLq1auJiqVOHMk1Pj6uVquljY2NBFLlcllXrlzR2NiYzp07p0ajkTbvnpubS5mYktIuQNDHxWJ/X9VarSZJydNiyYqk5DVGgIOmBFSIx6GwXXA9GYiJ6n3APdBgWPfUGaBhC796vf6CNaUAp8ekGGfq69Sze3vQwCw74T0od6xIABE6d3x8PCUL1ev1RKuNjY0lmp1rnQ5F2fo441mRbYpcQfOh6Gize2eArsdWPfnDLXzGAuNuf38/nbsZvTsfZ8bU6VS3sAFJNwSconIvluJAFZV3pIsBc2SfBDr6CC/JPUwSr7rdoz1QmbtkOAO8LO+JO1t5QgbjR9KOdBRKmZiYSAYd/eOK1wHOPWt/tnvf1MmNKvdiPLbvgOr1dCo29os/J9K8DlQOyHzOmHgCEXVxmYjPjJ5eBMIIZg5IESiPAzueGwE1Fh8b/yzPc/Xx83G91nKiAXJhYSFNFmJ87XZbGxsbiUrxXWNQcgcHB1pbW0uTmiQZJgcgKmngYGWPdRDbcQHHO8ObbTQaCYT39/f17LPPam1tLSUWcOBqo9FI77l48aLGx8d1+vTppEBoX7fbHYgnAZJc514PytBpIurqHhSGBN4XwOb7RQJMLENAUeCVeMZmvN6taRJNoFbxujxhBkPEYzkjIyPJs/VnxsSeer2ekjjwFDwTlz4HMKgzCs2TXfBkpf7uSN5m+pI2AyzU2ZNqfG9WB7gY/2NcHVzoH1dsPskdgKIXgsFDPeO1vNeXnUj93YFcoaG03VKnD7iWpTgYBCh2p0R5JlnZUNYxRACbwXmrGCzPP/98es7u7q42NzfT3MP48PZhBNE3xWIxJfnAvtRqNdVqteRJxmU70mAmrrMHbmC7LojKPVKUedRrvD7S4e71+3XR4/J353l9Doh59xz3d6yr1z/GLv35/rl/Fr3OWCKgRlA+7no3YjAYqVMe2L9YOdEAiUfAZGHy1mq1BFCLi4spg3V/f18rKyvJmgZYULS9Xi9RNB7Alo46HyudRBDikFCwKP56vZ4U+aVLl7S6uqpWq6VLly6p3W4nRV+tVtVsNnXmzBlJ0rPPPqvZ2Vldd9116VTzlZUVbWxsaGRkRAsLC2nnHrwmaErfiszXrdEup1eYeE4Z0XfEG12Bc60XqMU4SfA0fOcdFAPXAo5S/0QSxhPvB2VLPTh7zxUywHlwcKCZmRmNjY2lo8/YYs7jdCznwYMjOxSw9XVS5XI5eXSu/DGAYBeIpzqFmGWZdnZ2ErABih7Hxahwz9MNEDcG3KPCY5Y0YLCxu5FfzzgBBLxP6nvsbnm70vEkE6fxkC2UVvRqpP7pKTs7O0nuGFvPJsWgxMv37xlX9lheW1tLO2GtrKwkbxR5wQMFHD0Oi2GB0VwoFFLdkKe5ubm0S5N7fvSfG8nRg2aeOBXuoQmui3PI+9f7O8YMffz5nDZGcHFQZ0zdsPHv3Zhy8Ikec6SfeU8Ewwjc/vs4oIxg5YDt7fVneN3jvVEW3XBhvr+msljZ5eb06dNp8TiL+J2+8R0yZmZmND8/r2azqUajoVLpaPeXra2tRIf62kjik6zB6/WOzqBk70bAuFwuJ8WPF8r2ciQLMFFrtZre8IY36NSpUylRYHZ2VmfPntXY2Jg2Nja0vr6u7e1tlcvltM2ap7v79nMAU6TQsHYpKN9ImfHbvTIHWRQEE8hjWj6peAeKGyH2ZCHPRKWOHCHk4Edfkk2KEo1eFTS3x7rYpQejgaSaTqcz0De0j6Uv/F2tVpPM+PMBFZKkUGKAlnvdnpzi3pMrQkDQaUraSX/h8WA4MBZuWHjc05UhfQwIM/aMEXE76Gru99iqP9/vdQrWFTkMBMukCEF0u91kTDIPyETF0KW+rVYrgeyVK1e0sbGhLDsKV7A9nPcrHify0ev1N7aX+sBBHsHGxkYydkkmazabqtVq6UxIxtKpzAg+ed4M1+d5kpQ878mBzJ9N+wBSB8Y8oASwkQFP8sqrb14d3LiIHmpecZbhuOfGdxwHcvFdeaAZi/fZcfVDV7wcmvVEA2Sr1dL4+HjaDNwtmU6no93dXV2+fHkgCYANzCuVSlKcWZYl709SUlIec5L6p4dAw7DzTqlUSinkUKKdTicdqsz1HHlVrVY1PT2dgLDb7eqGG27Q/Py8Njc3deHCBe3s7KharWpxcVGNRiPRPoCje158xiSgrS9mZcbP3ZP2VH3PYEURYtl7whDXumeBsiOey9gUi8UUJ0LJAur0PYYIVDeUp3vDgBsHY7OtIEAPmKGgAStfE4qVz7Ogpz2+6GcvRm/Tk5fwxvnfd8Ohn9wbAWjdQ6YPSqVS2ruVfuV+kqt4V+yPSM/Rfw5+JLwQLuh2+5tQuFcT5wL9h8FSKBRSP3l8V+pnM7vhAZuDR4XX7AaSdLSmtdVqpZg+SXaXL18eoGl5F3sh01a8el8aRd28XcwBvFfkhJJHGfp30Qtyg9FjzT7v3DNzj5e2xIQbfz4Gicsa8uJMgFPmDnix7gBgHjC9GJAc59X5M/JAMd5zHFDm9XHeNQ7oeXouzxiIcdsXKycaIHd2dtLBw77FFpsEQHuQOMFu/7VaLZ03GM9+w+MgNucKBoEmDoi77tYrnwMyk5OTab9WYmVsOLC2tqZms6nZ2Vm1Wq2UTFSpVPT6179ep0+fVrlcTmcQsutP3iREibs3CY2Fxe9K1r1FrEy8bbc+I03IpKTwPxOUie5UnteFe9hrtFA42iEHypGkKPoUpe+JO3yO10YsmHWmUOHU0zdG8EX3JHThhXOvdKQw8SRYeO4JRSR74O0SdwNMaCefuffrDIDUz0gmG5XsaRgMbwvjQFs8Nk7dokETlRFGDt/zPJ4PSJLwQhvxQvlhZ6nJyckko36WaLFYTAYA9aGuzDmWMzFH/XDjvb09ra6uamVlJRmjfjqKFxgCX0JEX5GF7JnXyDb13d/f1/r6uiqVysBYRUMyenber/Q/88yNC6epj/MqKf599F49XuxUtRvNzDnmDX87kPiPt83r4BSnZz/H614K5PzZ/swI2i9W8sA87/nHeZ5eXqr/vZxogCS5BoqSGNXo6GjK/sR76HQ6qtVqqtfrafIQ31hfX9fKyooODo4O1W00GpKUllegnPGyRkdH1W63E+2BFysNbmpdKBSSp0mSCVYrC5x3dnb02GOPqdVqaWxsTDfffLNuvPFG1Wo1Xb16NR3Xw6YEKBMEFY8CQSPG5dYqxeNt7lE4ODp9CeBLg/GuaIXxXYxn8VzPwoPWY1kKytaPiur1emm9KuDkil9SUuoYOh7bBQTxIABVp8il/tmQPB/ZgfLd2dlJTIMrKa6lr1iWUigUkjfLchLuwaN0xeDxYI979Xq9lLzloMSG7A5STkXHGBhGmhtUKA36yL0x3kV8FQOSeYS84K0Rd4cqBRQBU+hVjEjobTz0LMtSdjngyIk4xExZz4xBgAfK0iSXL+Qp7nbE98xHDB2PC5J5TYneH/0YP+N39M5cruJYe92QJ7820qUAPUCOzHnGMc9FBwKs7j06QDrNz2d54ELb3FPzPoh/x/hpBLM8ivPFgPW4OKQDpj/HPWPqjT67VjD2cqIBcmlpSVevXk0xvlKppHq9rqmpKVWr1YH1Zmz9tby8PLAPI14JGZBsco2iRslhcfsOLniCbp2SBECaeblcTusat7a2dPnyZV25ciVdu76+rsPDQ9144426/vrrVa/XJUnLy8tqt9saHR3VDTfckDwbp5WI5+HdRmoFIESpMVEANISJazx2gaJDCJ1KROichkUhOrXnlqvTwFtbW6k/yRB1T9333oT+pk6+Zo041tWrV9Vut5OH7Z4wtGqn00nLIQAq4mvIAX2DZ+YKyI0Kj8XiIUCn+gYOACUGE/LkCTr0uWdY8zmbbRNPpQ8ZMzxpp36RjbGxsWQkUG/6xJWXU8Ueo6TNeJvIGwobL1fqn3OJAqffsyxLS554P3MIQIIWZderg4Ojg43b7XY6laVYLKYDslm+FPt4b29PY2NjajQaybjy+S8NJpY5xSn1j1nrdDqJIXJQ8+JhF5dz/98NEqfgpUHwiN6YP4fifU69owforI8zRchVTLhyIzd6xTG27V6319upVffWXsyjjKD2Yl5kHj2a13/UMxoegKTrSTdIrqWcaID0XUIYRKxbvJ1er5fWOq2vr6fdddgJxve+hC7Cy2BBM88n1sKkxap30OR+j0fiEZF4MD8/n7yavb09LS4u6syZM8qyTM8995wOD48Oep2bm9Ob3/zmBJoIvS/+B5hRbggJsTSUoMeOnHrFsvSEGYSLfoFuzLJsYO2aK1vfZQjwkQZPbkCBosx4BuBDmwAJEjdQXizpkY4mAHvZbm1tpaxkz0xlbIkJUz8MCrwQZIe/8WzcKPL9XJEtvES8R1eMrjTxDpHHYrG/PhTjwpcpMNZ4kkz+w8PD5IUBbE6lOoDzXjyqQqGfuQngIjfIlcfAXOEANnh+1G9lZSXtWOOHAHiWNSEPvBroQP4mVj85OTmwlSMePH3b6/WS9+hrjjHekFN2paKOklJsEcbI9/RlPBgj5N89L+SN/yOd6uPtSTS+fIk54Io9UrTueTpl7oV7Ykat/+1Gbh5YuXflQMd3vIf6ugfuYHSc5xeB88XA0vvB/6d+3n7kMcYjva7eB/47tutay4kESDrn+eefH0iqQIlJR0F+4o5+7t/8/LwqlYqyLEu00P7+/oCnyGbhTBiSP7IsSwvesYhdybOdXKvVSsqcExxQfOwTurm5mTL6CoWCnnvuOa2srKjT6WhkZESnTp1SvV5PdaSNbgmxjhIwR1nGvTld8bm3Fjc/l/oTz5X9zs5O8tCcbnZvESWNokXAPSaKgqIuxIqJHWGEsGQFEEEBsYGCpOQNQssxpmQ4updLnJkkEgAKT4CMS7JEe72eNjY2kmysra2lJBHiZihxvFr3cHkW4wIg0R76BZkCGPBa3bCBSoYa9BNMSJYi47bT6WhmZkaSBhKE2KSfo8Lq9Xoau7i1IOCBASUp7Qjlx5T5+sR6vZ7G1WlLwggc/Sb1EycODo42EQcgOY2DWCbbMkL9uqxhJExOTqY+9e/IIYBtAaR4Fn2YZ/TAOEQmxBPY+N5jmgCbhygw1tBZTm1GwHJAxNj0MAj383wMDZ/DzCXegQw4oONNe8jEadqoZwErNwwcICO4Rs8yFjcK8u6JABnv83fl1dXr6AwJxhZZ03nPzCsnEiDX1tYkSQ899NArW5FhGZZhGZZhOZFla2srsXPHlRMJkM1mU5J08eLFl2zgq6m0221dd911euaZZ9LWcq+F8lps92uxzdJrs92vxTZLr1y7s+wo431paeklrz2RAAn1U6/XX1MCRWFrrNdaeS22+7XYZum12e7XYpulV6bd1+pYvfy812EZlmEZlmEZltdAGQLksAzLsAzLsAxLTjmRADk+Pq6PfvSjaSnBa6UM2/3aafdrsc3Sa7Pdr8U2Syej3YXsWnJdh2VYhmVYhmVYXmPlRHqQwzIswzIswzIs3+wyBMhhGZZhGZZhGZacMgTIYRmWYRmWYRmWnDIEyGEZlmEZlmEZlpwyBMhhGZZhGZZhGZacciIB8uMf/7iuv/56TUxM6M4779SXv/zlV7pKf+Dy3//7f9f3f//3a2lpSYVCQb/0S7808H2WZfp7f+/v6dSpU5qcnNTdd9+tJ554YuCa9fV1feADH1CtVlOj0dAP/dAPpQ2dvx3Lvffeq+/8zu9UtVrV/Py8/tSf+lN67LHHBq7Z29vTPffco5mZGVUqFb3vfe/T5cuXB665ePGi3vve92pqakrz8/P68R//8YEz/b7dyic+8QndcccdaeeQ8+fP69d+7dfS96/GNsfycz/3cyoUCvqRH/mR9Nmrsd0f+9jHBo6kKhQKuuWWW9L3r8Y2U5577jn9uT/35zQzM6PJyUm98Y1v1Fe+8pX0/YnSadkJK/fdd182NjaW/dt/+2+zRx99NPvLf/kvZ41GI7t8+fIrXbU/UPnMZz6T/e2//bez//Jf/ksmKfv0pz898P3P/dzPZfV6PfulX/ql7H//7/+d/Yk/8SeyG264Idvd3U3X/LE/9seyN73pTdkXv/jF7H/8j/+Rvf71r8/e//73f4tbcu3l3e9+d/bJT34ye+SRR7KHHnoo++N//I9nZ8+ezTqdTrrmQx/6UHbddddl999/f/aVr3wlu+uuu7Lv+q7vSt8fHh5mt99+e3b33XdnX/3qV7PPfOYz2ezsbPZTP/VTr0STrqn88i//cvarv/qr2eOPP5499thj2d/6W38rGx0dzR555JEsy16dbfby5S9/Obv++uuzO+64I/vhH/7h9Pmrsd0f/ehHs+/4ju/IlpeX08/Kykr6/tXY5izLsvX19ezcuXPZX/gLfyH70pe+lH3jG9/IfuM3fiN78skn0zUnSaedOIB8xzvekd1zzz3p/263my0tLWX33nvvK1ir/z8lAmSv18sWFxezf/SP/lH6bHNzMxsfH8/+03/6T1mWZdnXvva1TFL2e7/3e+maX/u1X8sKhUL23HPPfcvq/ocpV65cySRlX/jCF7IsO2rj6Oho9ou/+Ivpmv/zf/5PJil74IEHsiw7MiyKxWJ26dKldM0nPvGJrFarZfv7+9/aBvwhyvT0dPav//W/ftW3eWtrK7vpppuyz372s9kf+SN/JAHkq7XdH/3oR7M3velNud+9WtucZVn2Ez/xE9l3f/d3H/v9SdNpJ4pivXr1qh588EHdfffd6bNisai7775bDzzwwCtYs29Oeeqpp3Tp0qWB9tbrdd15552pvQ888IAajYbe/va3p2vuvvtuFYtFfelLX/qW1/kPUjjnkVNaHnzwQR0cHAy0+5ZbbtHZs2cH2v3GN75RCwsL6Zp3v/vdarfbevTRR7+Ftf+DlW63q/vuu0/b29s6f/78q77N99xzj9773vcOtE96dY/1E088oaWlJd144436wAc+oIsXL0p6dbf5l3/5l/X2t79df/bP/lnNz8/rLW95i/7Vv/pX6fuTptNOFECurq6q2+0OCI0kLSws6NKlS69Qrb55hTa9WHsvXbqk+fn5ge9HRkbUbDZPRJ/0ej39yI/8iN75znfq9ttvl3TUprGxMTUajYFrY7vz+oXvvl3Lww8/rEqlovHxcX3oQx/Spz/9ad12222v6jbfd999+l//63/p3nvvfcF3r9Z233nnnfrUpz6lX//1X9cnPvEJPfXUU/qe7/kebW1tvWrbLEnf+MY39IlPfEI33XSTfuM3fkMf/vCH9df/+l/Xv/t3/07SydNpJ/K4q2F59ZR77rlHjzzyiH7nd37nla7Kt6TcfPPNeuihh9RqtfSf//N/1gc/+EF94QtfeKWr9U0rzzzzjH74h39Yn/3sZzUxMfFKV+dbVt7znvekv++44w7deeedOnfunH7hF35Bk5OTr2DNvrml1+vp7W9/u372Z39WkvSWt7xFjzzyiP7Fv/gX+uAHP/gK1+7llxPlQc7OzqpUKr0g2+vy5ctaXFx8hWr1zSu06cXau7i4qCtXrgx8f3h4qPX19W/7PvnIRz6iX/mVX9Fv//Zv68yZM+nzxcVFXb16VZubmwPXx3bn9QvffbuWsbExvf71r9fb3vY23XvvvXrTm96kf/JP/smrts0PPvigrly5ore+9a0aGRnRyMiIvvCFL+if/tN/qpGRES0sLLwq2x1Lo9HQG97wBj355JOv2rGWpFOnTum2224b+OzWW29N9PJJ02knCiDHxsb0tre9Tffff3/6rNfr6f7779f58+dfwZp9c8oNN9ygxcXFgfa222196UtfSu09f/68Njc39eCDD6ZrPve5z6nX6+nOO+/8ltf5WkqWZfrIRz6iT3/60/rc5z6nG264YeD7t73tbRodHR1o92OPPaaLFy8OtPvhhx8emEif/exnVavVXjBBv51Lr9fT/v7+q7bN73rXu/Twww/roYceSj9vf/vb9YEPfCD9/WpsdyydTkdf//rXderUqVftWEvSO9/5zhcs2Xr88cd17tw5SSdQp31LU4L+P5T77rsvGx8fzz71qU9lX/va17K/8lf+StZoNAayvU5S2drayr761a9mX/3qVzNJ2c///M9nX/3qV7Onn346y7KjlOhGo5H91//6X7Pf//3fz/7kn/yTuSnRb3nLW7IvfelL2e/8zu9kN91007f1Mo8Pf/jDWb1ezz7/+c8PpMHv7Oykaz70oQ9lZ8+ezT73uc9lX/nKV7Lz589n58+fT9+TBv993/d92UMPPZT9+q//ejY3N/dtnQb/kz/5k9kXvvCF7Kmnnsp+//d/P/vJn/zJrFAoZL/5m7+ZZdmrs815xbNYs+zV2e4f+7Efyz7/+c9nTz31VPa7v/u72d13353Nzs5mV65cybLs1dnmLDtayjMyMpL9zM/8TPbEE09k/+E//Idsamoq+/f//t+na06STjtxAJllWfbP/tk/y86ePZuNjY1l73jHO7IvfvGLr3SV/sDlt3/7tzNJL/j54Ac/mGXZUVr03/27fzdbWFjIxsfHs3e9613ZY489NvCMtbW17P3vf39WqVSyWq2W/cW/+Bezra2tV6A111by2isp++QnP5mu2d3dzf7qX/2r2fT0dDY1NZX96T/9p7Pl5eWB51y4cCF7z3vek01OTmazs7PZj/3Yj2UHBwff4tZce/lLf+kvZefOncvGxsayubm57F3velcCxyx7dbY5r0SAfDW2+wd+4AeyU6dOZWNjY9np06ezH/iBHxhYC/hqbDPlv/23/5bdfvvt2fj4eHbLLbdk//Jf/suB70+SThueBzkswzIswzIsw5JTTlQMcliGZViGZViG5VtVhgA5LMMyLMMyLMOSU4YAOSzDMizDMizDklOGADkswzIswzIsw5JThgA5LMMyLMMyLMOSU4YAOSzDMizDMizDklOGADkswzIswzIsw5JThgA5LMMyLMMyLMOSU4YAOSzDMizDMizDklOGADkswzIswzIsw5JThgA5LMMyLMMyLMOSU/4fhd2HwJetBQoAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(image, cmap=\"gray\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "24c2b6ed",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(600, 650)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image.shape"
]
},
{
"cell_type": "markdown",
"id": "2868f061",
"metadata": {},
"source": [
"Obraz (na razie: monochromatyczny) to macierz $A$ rozmiaru $n \\times d$ (o $nd$ współczynnikach)."
]
},
{
"cell_type": "markdown",
"id": "555ad0f9",
"metadata": {},
"source": [
"Rozkład SVD (z zadanym parametrem $r \\leq n, d$) polegał na wyznaczeniu macierzy $W$, $H$ rozmiarów $n \\times r$ i $r \\times d$ odpowiednio w taki sposób, żeby macierz $Z = WH$ (rozmiaru $n \\times d$, jak oryginalna macierz) była najlepszym przybliżeniem $A$:\n",
"\n",
"$$Z \\approx A.$$"
]
},
{
"cell_type": "markdown",
"id": "482e8ca8",
"metadata": {},
"source": [
"Kryterium tego przybliżenia: najmniejsza możliwa wartość\n",
"\n",
"$$\\sum_{(i,j)} (z_{i,j} - a_{i,j})^2,$$\n",
"\n",
"gdzie $z_{i,j}$ to współczynniki macierzy $Z$, a $a_{i,j}$ to współczynniki macierzy $A$."
]
},
{
"cell_type": "markdown",
"id": "1d5d1246",
"metadata": {},
"source": [
"Każdy $z_{i,j}$ jest postaci $w_{i,1}h_{1,j} + w_{i,2}h_{2,j} + \\ldots + w_{i,r}h_{r,j}.$ ($w_{i,j}$ i $h_{i,j}$ to współczyniki $W$ i $H$)."
]
},
{
"cell_type": "markdown",
"id": "807eeace",
"metadata": {},
"source": [
"Zatem zadanie to dobrać współczynniki macierzy $W$ i $H$ tak, aby\n",
"\n",
"$$f(W, H) = \\sum_{(i,j)} (w_{i,1}h_{1,j} + w_{i,2}h_{2,j} + \\ldots + w_{i,r}h_{r,j} - a_{i,j})^2$$\n",
"\n",
"było najmniejsze możliwe."
]
},
{
"cell_type": "markdown",
"id": "205f2f56",
"metadata": {},
"source": [
"Tutaj $f(W, H)$ oznacza funkcję, której parametrami (zmiennymi) są współczynniki z macierzy $W$, $H$.\n",
"\n",
"W sumie jest to $r(n + d)$ parametrów, o których można myśleć jako wektorze z $\\mathbb{R}^{r(n + d)}$. Wtedy o macierzach $W$ i $H$ można myśleć po prostu jako o sposobie organizacji tych parametrów w układ dwóch tablic."
]
},
{
"cell_type": "markdown",
"id": "de12b4e3",
"metadata": {},
"source": [
"Mamy zatem funkcję $r(n+d)$ zmiennych, i możemy ją optymalizować metodą gradientu.\n",
"\n",
"W kodzie macierz $A$ oznaczamy jako `image`. Funkcja optymalizowana:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "ad7b4a40",
"metadata": {},
"outputs": [],
"source": [
"def f(W, H, A):\n",
" return np.sum((W @ H - A) ** 2)"
]
},
{
"cell_type": "markdown",
"id": "d77cab48",
"metadata": {},
"source": [
"Gradient tej funkcji w danym punkcie to wektor $r(n+d)$, którego elementy odpowiadają elementom w macierzach $W, H$ - stąd o gradiencie też można myśleć jako o parze macierzy. Wzór na gradient:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "0905af9e",
"metadata": {},
"outputs": [],
"source": [
"def f_grad(W, H, A):\n",
" dW = 2 * (W @ H - A) @ H.T\n",
" dH = 2 * W.T @ (W @ H - A)\n",
" return dW, dH"
]
},
{
"cell_type": "markdown",
"id": "ef3c681f",
"metadata": {},
"source": [
"Ustalmy $r=10$ (czyli $10(600+650) = 12500$ parametrów). Zaczynamy od losowych macierzy:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "a2abc1c3",
"metadata": {},
"outputs": [],
"source": [
"r = 10\n",
"n, d = image.shape # = rozmiar A"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "17f12411",
"metadata": {},
"outputs": [],
"source": [
"W = np.random.rand(n, r) / r\n",
"H = np.random.rand(r, d) / r"
]
},
{
"cell_type": "markdown",
"id": "d1ad6aed",
"metadata": {},
"source": [
"Na razie obraz jest dość przypadkowy:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "0484075f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 163403.6797871734\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"strata (loss)\", f(W, H, image))\n",
"Z = (W @ H).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7c8d678b",
"metadata": {},
"source": [
"Ustalmy parametr $\\lambda = 0.001$."
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "55bff7f2",
"metadata": {},
"outputs": [],
"source": [
"lmb = 0.001"
]
},
{
"cell_type": "markdown",
"id": "6a19c040",
"metadata": {},
"source": [
"Wyznaczamy gradient:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "de781086",
"metadata": {},
"outputs": [],
"source": [
"dW, dH = f_grad(W, H, image)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "8b493397",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([[-49.65769407, -48.30251203, -50.57857029, ..., -50.2873536 ,\n",
" -49.55615652, -48.5011536 ],\n",
" [-49.22975087, -47.96630204, -50.23510861, ..., -49.90179522,\n",
" -49.18475487, -48.1471386 ],\n",
" [-49.15190764, -47.88047564, -50.08728376, ..., -49.80660509,\n",
" -49.03216583, -48.02714134],\n",
" ...,\n",
" [-33.9274248 , -33.33072212, -34.80867258, ..., -35.00498802,\n",
" -33.66060402, -33.41328337],\n",
" [-34.02126704, -33.52521523, -35.01095068, ..., -35.19141854,\n",
" -33.81887365, -33.58357014],\n",
" [-33.64284399, -33.19480989, -34.77359403, ..., -34.93580144,\n",
" -33.52509897, -33.32393305]]),\n",
" array([[-32.96552167, -32.84934647, -32.59671634, ..., -34.80970052,\n",
" -34.16966309, -34.58210806],\n",
" [-32.16561017, -31.9690501 , -31.85401228, ..., -34.09113593,\n",
" -33.4619513 , -33.95559722],\n",
" [-32.85344598, -32.68962417, -32.54337283, ..., -34.8186508 ,\n",
" -34.18443575, -34.56185396],\n",
" ...,\n",
" [-32.95741688, -32.74749385, -32.60517759, ..., -34.58254764,\n",
" -33.99748302, -34.38844452],\n",
" [-31.75978705, -31.5861445 , -31.40114387, ..., -33.53833843,\n",
" -32.88245293, -33.36808372],\n",
" [-32.56748294, -32.38599356, -32.24535248, ..., -34.26581981,\n",
" -33.56933779, -34.02412394]]))"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dW, dH"
]
},
{
"cell_type": "markdown",
"id": "27f8b41f",
"metadata": {},
"source": [
"Krok w stronę przeciwną do gradientu:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "20628724",
"metadata": {},
"outputs": [],
"source": [
"H -= lmb * dH\n",
"W -= lmb * dW"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "91f20156",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 137795.2996895578\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"strata (loss)\", f(W, H, image))\n",
"Z = (W @ H).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a3542147",
"metadata": {},
"source": [
"Teraz 10 kroków:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "f646673f",
"metadata": {},
"outputs": [],
"source": [
"for _ in range(10):\n",
" dW, dH = f_grad(W, H, image)\n",
" H -= lmb * dH\n",
" W -= lmb * dW"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "adfb0fbc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 8524.993016290948\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"strata (loss)\", f(W, H, image))\n",
"Z = (W @ H).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "aa11b9cd",
"metadata": {},
"source": [
"Jeszcze 100 kroków:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "f240b1ec",
"metadata": {},
"outputs": [],
"source": [
"for _ in range(100):\n",
" dW, dH = f_grad(W, H, image)\n",
" H -= lmb * dH\n",
" W -= lmb * dW"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "443d3224",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 2211.6450535691206\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"strata (loss)\", f(W, H, image))\n",
"Z = (W @ H).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e26135d4",
"metadata": {},
"source": [
"Jeszcze 1000?"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "6f2df593",
"metadata": {},
"outputs": [],
"source": [
"for _ in range(1000):\n",
" dW, dH = f_grad(W, H, image)\n",
" H -= lmb * dH\n",
" W -= lmb * dW"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "052d120a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 1319.9828049769685\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"strata (loss)\", f(W, H, image))\n",
"Z = (W @ H).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d74b0312",
"metadata": {},
"source": [
"MSE prawie to samo - plateau przybliżenia osiągnęliśmy już w poprzednim tysiącu kroków."
]
},
{
"cell_type": "markdown",
"id": "d3fcc3b7",
"metadata": {},
"source": [
"Teraz całość jako funkcja:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "d2a6efb3",
"metadata": {},
"outputs": [],
"source": [
"def gd_image(image, r=10, lmb=0.001, max_iter=2000, min_step=1e-3):\n",
" n, d = image.shape\n",
" W = np.random.rand(n, r) / r\n",
" H = np.random.rand(r, d) / r\n",
" for _ in range(max_iter):\n",
" dW, dH = f_grad(W, H, image)\n",
" W -= lmb * dW\n",
" H -= lmb * dH\n",
" total_norm = np.sqrt(np.sum(dW**2) + np.sum(dH**2))\n",
" if total_norm < min_step:\n",
" break\n",
" return W, H"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "72db7994",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 1319.9822780722156\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"W, H = gd_image(image)\n",
"print(\"strata (loss)\", f(W, H, image))\n",
"Z = (W @ H).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "a860cdfa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 400.3381734241866\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"W, H = gd_image(image, r=30)\n",
"print(\"strata (loss)\", f(W, H, image))\n",
"Z = (W @ H).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "fcce4465",
"metadata": {},
"source": [
"### Jak ten wynik ma się do `TruncatedSVD`?"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "e3af9485",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import TruncatedSVD"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "16d8ef54",
"metadata": {},
"outputs": [],
"source": [
"model = TruncatedSVD(n_components=30)\n",
"W_svd = model.fit_transform(image)\n",
"H_svd = model.components_"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "a4ae749d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"strata (loss) 399.21057299679063\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"strata (loss)\", f(W_svd, H_svd, image))\n",
"Z_svd = (W_svd @ H_svd).clip(0, 1)\n",
"plt.imshow(Z, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "84e80034",
"metadata": {},
"outputs": [],
"source": [
"def gd_image_iter(image, r=10, lmb=0.001, max_iter=2000, min_step=1e-3, yield_freq=20):\n",
" n, d = image.shape\n",
" W = np.random.rand(n, r) / r\n",
" H = np.random.rand(r, d) / r\n",
" for i in range(max_iter):\n",
" dW, dH = f_grad(W, H, image)\n",
" W -= lmb * dW\n",
" H -= lmb * dH\n",
" total_norm = np.sqrt(np.sum(dW**2) + np.sum(dH**2))\n",
" if i % yield_freq == 0:\n",
" yield W, H\n",
" if total_norm < min_step:\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "c165164a",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# można pominąć w wypadku braku PIL\n",
"import PIL\n",
"import IPython.display as display\n",
"\n",
"def show(image):\n",
" display.display(PIL.Image.fromarray(np.array(image)))\n",
" \n",
"def make_image(W, H):\n",
" return ((W @ H) * 255).clip(0, 255).astype(np.uint8)\n",
"\n",
"for W, H in gd_image_iter(image, r=30):\n",
" display.clear_output(wait=True)\n",
" show(make_image(W, H))"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "3664dae4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ys = []\n",
"for W, H in gd_image_iter(image, r=30, yield_freq=1):\n",
" ys.append(f(W, H, image))\n",
" \n",
"plt.plot(ys)\n",
"plt.title('strata vs. liczba iteracji')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "c1f65a81",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ys)\n",
"plt.yscale('log')\n",
"plt.title('strata vs. liczba iteracji (skala log)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0914054b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}