Files
junior/lab2/lab2.ipynb
2019-04-15 00:29:22 +04:00

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626 KiB
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import scipy\n",
"import itertools"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1d"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## логика"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def swap_halves(a):\n",
" n = len(a)\n",
" assert n % 2 == 0\n",
" \n",
" m = n // 2\n",
" \n",
" b = a\n",
" b = np.r_[\n",
" b[m:],\n",
" b[:m],\n",
" ]\n",
" \n",
" return b\n",
"\n",
"def left_right_pad(a, m):\n",
" n = len(a)\n",
" \n",
" assert n % 2 == 0\n",
" assert m % 2 == 0\n",
" assert m >= n\n",
" \n",
" l = (m - n) // 2\n",
" r = l + n\n",
" \n",
" b = np.zeros(m, dtype=a.dtype)\n",
" b[l:r] = a\n",
" \n",
" return b\n",
"\n",
"def left_right_unpad(b, n):\n",
" m = len(b)\n",
" \n",
" assert n % 2 == 0\n",
" assert m % 2 == 0\n",
" assert m >= n\n",
" \n",
" l = (m - n) // 2\n",
" r = l + n\n",
" \n",
" return b[l:r]\n",
"\n",
"def ascomplex(a):\n",
" return np.array(a, dtype=np.complex)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def finite_fft(n, a_f, step_f, ys_f_shifted, m):\n",
" assert n % 2 == 0\n",
" assert m % 2 == 0\n",
"\n",
" fft_arg = ys_f_shifted\n",
" fft_arg = left_right_pad(fft_arg, m)\n",
" fft_arg = swap_halves(fft_arg)\n",
" \n",
" fft_res = np.fft.fft(fft_arg)\n",
" \n",
" ys_F = fft_res * step_f\n",
" ys_F = swap_halves(ys_F)\n",
" ys_F = left_right_unpad(ys_F, n)\n",
" \n",
" return ys_F"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def finite_integral(n, step_f, xs_f, ys_f, xs_F):\n",
" # first dimension - x\n",
" x_2d = np.broadcast_to(xs_f[:, np.newaxis], (n, n))\n",
" \n",
" # second dimension - u\n",
" u_2d = np.broadcast_to(xs_F[np.newaxis, :], (n, n))\n",
" \n",
" # exp values\n",
" A = np.exp((-2 * np.pi * 1j) * x_2d * u_2d)\n",
" \n",
" # scale rows by f(x)\n",
" A = A * np.broadcast_to(ys_f[:, np.newaxis], (n, n))\n",
"\n",
" int_weights = np.ones(n)\n",
" int_weights[0] = 1/2\n",
" int_weights[-1] = 1/2\n",
" int_weights *= step_f\n",
" \n",
" # scale rows by int_weights\n",
" A = A * np.broadcast_to(int_weights[:, np.newaxis], (n, n))\n",
"\n",
" ys_F = np.sum(A, axis=0)\n",
" \n",
" return ys_F"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def draw_1d(sp_n, sp_m, sp_c, xs, ys, s):\n",
" subplot(sp_n, sp_m, sp_c + 1)\n",
" plot(xs, np.abs(ys))\n",
" title(f'$\\\\left|{s}\\\\right|$')\n",
"\n",
" subplot(sp_n, sp_m, sp_c + 2)\n",
" plot(xs, np.angle(ys))\n",
" ylim(-np.pi * 1.1, np.pi * 1.1)\n",
" title(f'$\\\\angle {s}$')\n",
"\n",
" subplot(sp_n, sp_m, sp_c + 3)\n",
" plot(xs, np.real(ys))\n",
" title(f'$\\\\Re {s}$')\n",
"\n",
" subplot(sp_n, sp_m, sp_c + 4)\n",
" plot(xs, np.imag(ys))\n",
" title(f'$\\\\Im {s}$')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## примеры"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# gauss\n",
"\n",
"f = lambda x: np.exp(-x**2)\n",
"F = lambda x: np.sqrt(np.pi) * np.exp(-x**2 * np.pi**2)\n",
"\n",
"n = 1 << 10\n",
"m = 1 << 15\n",
"\n",
"a_f = 5"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# var 1\n",
"f = np.sinc\n",
"F = lambda x: (np.abs(x) <= 1/2) * 1\n",
"\n",
"n = 1 << 10\n",
"m = 1 << 15\n",
"\n",
"a_f = 5"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 1920x1920 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# prep\n",
"a_F = n ** 2 / (4 * a_f * m)\n",
"\n",
"step_f = 2 * a_f / (n - 1)\n",
"step_F = 2 * a_F / (n - 1)\n",
"\n",
"xs_f = np.linspace(-a_f, a_f, n)\n",
"xs_f_shifted = xs_f - step_f / 2\n",
"xs_F = np.linspace(-a_F, a_F, n)\n",
"\n",
"ys_f = ascomplex(f(xs_f))\n",
"ys_f_shifted = ascomplex(f(xs_f_shifted))\n",
"\n",
"# analytical\n",
"ys_F_analytical = ascomplex(F(xs_F))\n",
"\n",
"# fft\n",
"ys_F_fft = ascomplex(finite_fft(n, a_f, step_f, ys_f_shifted, m))\n",
"\n",
"# integral\n",
"ys_F_integral = ascomplex(finite_integral(n, step_f, xs_f, ys_f, xs_F))\n",
"\n",
"figsize(16, 16)\n",
"draw_1d(4, 4, 0, xs_f, ys_f, 'f')\n",
"draw_1d(4, 4, 4, xs_F, ys_F_analytical, 'F')\n",
"draw_1d(4, 4, 8, xs_F, ys_F_fft, 'F_{fft}')\n",
"draw_1d(4, 4, 12, xs_F, ys_F_integral, 'F_{integral}')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2d"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## логика"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def swap_halves_2d(a):\n",
" n = len(a)\n",
" assert n % 2 == 0\n",
" \n",
" m = n // 2\n",
" \n",
" b = a\n",
" b = np.r_[\n",
" b[m:, :],\n",
" b[:m, :],\n",
" ]\n",
" b = np.c_[\n",
" b[:, m:],\n",
" b[:, :m],\n",
" ]\n",
" \n",
" return b\n",
"\n",
"def left_right_pad_2d(a, m):\n",
" n = len(a)\n",
" \n",
" assert n % 2 == 0\n",
" assert m % 2 == 0\n",
" assert m >= n\n",
" \n",
" l = (m - n) // 2\n",
" r = l + n\n",
" \n",
" b = np.zeros((m, m), dtype=a.dtype)\n",
" b[l:r, l:r] = a\n",
" \n",
" return b\n",
"\n",
"def left_right_unpad_2d(b, n):\n",
" m = len(b)\n",
" \n",
" assert n % 2 == 0\n",
" assert m % 2 == 0\n",
" assert m >= n\n",
" \n",
" l = (m - n) // 2\n",
" r = l + n\n",
" \n",
" return b[l:r, l:r]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def finite_fft_2d(n, a_f, step_f, ys_f_shifted, m):\n",
" assert n % 2 == 0\n",
" assert m % 2 == 0\n",
"\n",
" fft_arg = ys_f_shifted\n",
" fft_arg = left_right_pad_2d(fft_arg, m)\n",
" fft_arg = swap_halves_2d(fft_arg)\n",
" \n",
" fft_res = np.fft.fft2(fft_arg)\n",
" ys_F = fft_res * step_f ** 2\n",
" ys_F = swap_halves_2d(ys_F)\n",
" ys_F = left_right_unpad_2d(ys_F, n)\n",
" \n",
" return ys_F"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def finite_integral_2d(n, step_f, xs_f, ys_f, xs_F):\n",
" shape = (n, n, n, n)\n",
" \n",
" # first dimension - x\n",
" x_4d = np.broadcast_to(xs_f[:, np.newaxis, np.newaxis, np.newaxis], shape)\n",
" # second dimension - y\n",
" y_4d = np.broadcast_to(xs_f[np.newaxis, :, np.newaxis, np.newaxis], shape)\n",
" \n",
" # third dimension - u\n",
" u_4d = np.broadcast_to(xs_F[np.newaxis, np.newaxis, :, np.newaxis], shape)\n",
" # forth dimension - v\n",
" v_4d = np.broadcast_to(xs_F[np.newaxis, np.newaxis, np.newaxis, :], shape)\n",
" \n",
" # exp values\n",
" A = np.exp((-2 * np.pi * 1j) * (x_4d * u_4d + y_4d * v_4d))\n",
" \n",
" # scale d1 and d2 by f(x, y)\n",
" A = A * np.broadcast_to(ys_f[:, :, np.newaxis, np.newaxis], shape)\n",
"\n",
" int_weights = np.ones(n)\n",
" int_weights[0] = 1/2\n",
" int_weights[-1] = 1/2\n",
" int_weights *= step_f\n",
" \n",
" # scale d1 by int_weights\n",
" A = A * np.broadcast_to(int_weights[:, np.newaxis, np.newaxis, np.newaxis], shape)\n",
" # scale d2 by int_weights\n",
" A = A * np.broadcast_to(int_weights[np.newaxis, :, np.newaxis, np.newaxis], shape)\n",
"\n",
" ys_F = A\n",
" ys_F = np.sum(ys_F, axis=0)\n",
" ys_F = np.sum(ys_F, axis=0)\n",
" \n",
" return ys_F"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def draw_2d(sp_n, sp_m, sp_c, xs, ys, s):\n",
" extent = [xs[0], xs[-1], xs[0], xs[-1]]\n",
" \n",
" subplot(sp_n, sp_m, sp_c + 1)\n",
" imshow(np.abs(ys), extent=extent)\n",
" colorbar()\n",
" title(f'$\\\\left|{s}\\\\right|$')\n",
"\n",
" subplot(sp_n, sp_m, sp_c + 2)\n",
" imshow(np.angle(ys), extent=extent, vmin=-np.pi, vmax=np.pi)\n",
" colorbar()\n",
" title(f'$\\\\angle {s}$')\n",
"\n",
" subplot(sp_n, sp_m, sp_c + 3)\n",
" imshow(np.real(ys), extent=extent)\n",
" colorbar()\n",
" title(f'$\\\\Re {s}$')\n",
"\n",
" subplot(sp_n, sp_m, sp_c + 4)\n",
" imshow(np.imag(ys), extent=extent)\n",
" colorbar()\n",
" title(f'$\\\\Im {s}$')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## примеры"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# gauss\n",
"\n",
"n = 1 << 6\n",
"m = 1 << 8\n",
"\n",
"a_f = 5\n",
"\n",
"f_2d = lambda a: np.exp(-(a[:, :, 0]**2 + a[:, :, 1]**2))\n",
"F_2d = lambda a: np.pi * np.exp(-(a[:, :, 0]**2 + a[:, :, 1]**2) * np.pi**2)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# var 1\n",
"\n",
"n = 1 << 6\n",
"m = 1 << 8\n",
"\n",
"a_f = 5\n",
"\n",
"f_2d = lambda a: np.sinc(a[:, :, 0]) * np.sinc(a[:, :, 1])\n",
"F_2d = lambda a: (np.abs(a[:, :, 0]) <= 1/2) * 1 * (np.abs(a[:, :, 1]) <= 1/2) * 1"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [],
"source": [
"# var 7\n",
"\n",
"n = 1 << 6\n",
"m = 1 << 8\n",
"\n",
"a_f = 5\n",
"\n",
"f_2d = lambda a: a[:, :, 0] ** 2 * a[:, :, 1] ** 2\n",
"F_2d = lambda a: (\n",
" (\n",
" 2 * (np.pi * a[:, :, 0] * a_f)**2 * np.sin(2 * (np.pi * a[:, :, 0] * a_f)) + \n",
" 2 * (np.pi * a[:, :, 0] * a_f) * np.cos(2 * (np.pi * a[:, :, 0] * a_f)) - \n",
" np.sin(2 * (np.pi * a[:, :, 0] * a_f))\n",
" ) / (2 * np.pi**3 * a[:, :, 0]**3)\n",
" *\n",
" (\n",
" 2 * (np.pi * a[:, :, 1] * a_f)**2 * np.sin(2 * (np.pi * a[:, :, 1] * a_f)) + \n",
" 2 * (np.pi * a[:, :, 1] * a_f) * np.cos(2 * (np.pi * a[:, :, 1] * a_f)) - \n",
" np.sin(2 * (np.pi * a[:, :, 1] * a_f))\n",
" ) / (2 * np.pi**3 * a[:, :, 1]**3)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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0iAkAACnyeFBUVBSwrKysTOXl5c2Wq6qqUk5OTsD8pnl79+5tcZtTp07Vf/7zHz3wwAOaPn26JKlDhw564YUXdN1114W6CwCAk/B8kDjoOAEAp1lh/nog6BtOAIBTDjEBACBFHA+WL1+uvLw826LmhklpcuLECdtQW03S09P9y1uSlpamXr16qbi4WNdff70/qfBNN92klStX6rLLLgt9PwAAjXg+SBh0nAAAAAAAAJzC8vLylJ+f3+b1MzIy5PF4AubX1tb6l7dk/Pjxeuutt/Tuu+8qJaVxeOeRI0cqPz9fd9xxhzZs2BBi6wEASDxmAoOk9cADD8jlcqlPnz4ObdEK8om0vliUCba+z/hEuj17fVaQ/4Jv36yv3vbx+epsH6/vhO1T7/3c9qnz1gT9mGXMOs1tmm0KfZ8iPUahnrNon3MnruNg5SOtLwqaxqsM54OIOR8PAKAVxIS4ScZ44Arjv2B8smyfWLc5xfzPcrX+Mf4LbL/5n31/6i2v8fHZPrU+++eE1xv0Y5Yx6zS3abbJbLEp0mMU6jUQqlCvmVhct6ckh+NBTk6OqqqqAuY3zcvNzW22XF1dnebOnatrrrnG32kiSampqRo6dKg2bdqkurq6sNoUT8kYEwCcong+SBinRcfJJ598ogcffFAdO3aMd1MAQPJZYQbBBEhaeYojHgBIOA7HhLffflvjx49Xfn6+OnbsqO7du2vkyJHatm1blHcssREPACQch+NBQUGBtm3bppqaGtv8prdFCgoKmi138OBBNTQ0yOsNHH+/vr5ePp+v2WWJjJgAIKHwnVHCOC06TkpLS3XZZZfp0ksvjXdTAECyvJIvjI8V/gOIx+PR5MmTlZubq4yMDBUWFmrlypVtKvvaa69pyJAh6tKli7KysjRgwAAtWrQo7LbEE/EAQMJxOCY8/PDDeuGFF3TllVfqySef1JgxY/T3v/9dF198sbZs2RLlnUtcxAMACcfheFBcXOzPTdLE4/Fo3rx5KiwsVLdu3SRJu3bt0tatW/3rdO3aVVlZWXrxxRdtb5YcO3ZMr7zyinr37t3qMF+JiJgAIKHE4TsjNC/pc5z8/e9/V2Vlpd577z3dfvvt8W4OAMjl88mC3qVVAAAgAElEQVQVxiuU4ZRpMnr0aFVWVurOO+9Uz549NX/+fA0bNkyrV6/W5Zdf3mK5l19+WUVFRRo4cKDKy8vlcrn03HPPqaSkRJ999pkmTJgQdpucRjwAkIicjgm//OUvtWTJErVv394/b9SoUerbt68eeughPfPMM2HVeyohHgBIRE7Hg8LCQo0YMUJ333239u/fr7y8PC1YsEA7d+7U3Llz/euVlJRo7dq1sqzGXzK73W6Vlpbq3nvv1WWXXaaSkhJ5vV7NnTtXn3zyySkXR4gJABJNPL4zQvOSuuPE6/Xq9ttv109/+lP17ds33s2JMidev4r2NoLVF2nPqL1+y6o3ltqnfd7aVmtry9i5VtB9CvaPVrDy5vJY9x47/VofrxE6YePGjVq6dKkqKipUWloqqfEBqE+fPpo0aZLWrVvXYtmZM2cqJydHq1atUlpamiRp7Nix6t27t+bPn3/KdJwkdzwAgLYbNGhQwLyePXsqPz9f//znP+PQImcRDyIXizwnJzPvwd1yR1Sf2V6fGmzTXvOe39i95vKmhN6G1p8JQj2m0T5GwcT6nCN+Fi5cqKlTp2rRokWqrq5Wv379tGLFCg0ePLjVcvfcc4/OP/98Pfnkk7r//vvl8XjUr18/VVZW6gc/+IFDrY8cMQEA0Jqk7jj5wx/+oI8//livvfZam8vs379fBw4csM3bsWNHtJsG4HRmWeEl7bLCe2itrKyU2+3WmDFj/PPS09N1yy23aMqUKdq9e7f/VXxTTU2NzjrrLH+niSS1a9dOXbp0Cast8RJOPJCICQAc4HBMaL4qS59++qny8/OjVmeiIh4ASFhxiAfp6emqqKhQRUVFi+usWbOm2fk33HCDbrjhhrC3nQj4zghAQkqA5wM0StqOk4MHD+q+++7T1KlTlZ2d3eZys2bN0v333x/DlgE47TUl7gqnXBjee+899erVS506dbLNHzBggCRp8+bNLXacXHHFFXr44Yc1depU3XzzzXK5XFqyZIk2bdqk5557Lqz2OC3ceCAREwA4IMKY0NyXNdnZ2eratWubq1q8eLH27NmjadOmhd6OUwjxAEBCc/gZ4XTHd0YAEhbxIGEkbcfJvffeq86dO4c8RuW4ceM0YsQI27wdO3aoqKgoms0DcDpz+Euyqqoq5eTkBMxvmrd3794WNzl16lT95z//0QMPPKDp06dLkjp06KAXXnhB1113Xci7EA/hxgOJmADAARHGhOb+PSorK1N5eXmbqtm6datuu+02DRw4UDfffHPo7TiFEA8AJDS+KHMU3xkBSFjEg4SRlB0n27dv1+zZs/XEE0/YvhCsra1VfX29du7cqU6dOqlz584BZbt27RrSL/QQieA5RFpnvoJm1mcfj9jlMsf+NZabYwO7go9n7LLs/yhZATlIjOVW68uD71OoeE0vIVmSfGGcmy+KhPol2YkTJ2xDbTVJT0/3L29JWlqaevXqpeLiYl1//fXyer2aPXu2brrpJq1cuVKXXXZZ6PvhoEjigdR6TBiw5Erl558bk3abVg9cHvNtDFkf24c9J/bhZLHeHyck2zFLhuu4yQcffCL1XRmdyiKMCcuXL1deXp5tUVt/Obtv3z5dc801OvPMM/3DOiarWMaDk8U6F0RKxPeGwSXaPgRbP1h7zeVe437d5zJzoJj395F/CeEynjvMvCkpVus5S4Idg0iPUaTrhyoZruOYiDAeoO34zghAQiMeJIyk7DjZs2ePfD6ffvGLX+gXv/hFwPLzzz9fd9xxh5544ok4tA4AIhPql2QZGRnyeDwB82tra/3LWzJ+/Hi99dZbevfdd5WS0viQP3LkSOXn5+uOO+7Qhg0bwtkFxxAPACS7vLy8sHKTHDlyREOHDtXhw4f1+uuvKzc3NwatSxzEAwBAE2ICAKAtkrLjpE+fPnrxxRcD5t977706evSonnzySX3961+PQ8sAQF+8dhnGL+2+eO0y1C/JcnJytGfPnoD5VVVVktTil2V1dXWaO3euJk2a5O80kaTU1FQNHTpUM2fOVF1dndq3bx/KXjiKeAAg4UUYE8JRW1ur4cOHa9u2bXrttdd00UUXhV3XqYJ4ACDhxSEenK6ICQASGvEgYSRlx0mXLl2aHcqm6dcCjD0JIK4cDoIFBQVavXq1ampqbAnim94WKSgoaLbcwYMH1dDQIK/XHGJOqq+vl8/na3ZZIiEeAEh4DscEr9erUaNGaf369XrppZc0cODAsOo51RAPACQ8vihzDDEBQEIjHiSMpOw4SQzBLvBQB56LxjiwwbYZbBtmzo9gf5Ah5iAJsn0roD7zC1szp0mqbdqdYh+OKMWVZiy3/2re1YYcJ5aR48Trq7NN+yyPsdyeS8Ky6o0ag+xTyMco0hwqkZ5zkxPXcajbjMMgkJYV5niV4bW1uLhYjz76qGbPnq3S0lJJksfj0bx581RYWKhu3bpJknbt2qXjx4+rd+/ekhrH783KytKLL76oadOm+d8sOXbsmF555RX17t271WG+AABt4HBMmDhxol5++WUNHz5chw4d0jPPPGNbftNNN4VVLxJDW3JHhJr7IfD+MjTB7l/NNpv5P4Ix124w7qfN9je47MvrXfb793rZpxtcDUZ9wX80YuZObGfZH7tT1b7V6RTL3Cv7MWpn5mYMIvCO3mdMt36OY30NmGJxHZ8SHI4HAIAERTxIGKdVx8maNWvi3QQAaAxmVhi/BAgzCBYWFmrEiBG6++67tX//fuXl5WnBggXauXOn5s6d61+vpKREa9eulfXFdtxut0pLS3XvvffqsssuU0lJibxer+bOnatPPvkk4Mu2UwnxAEDCcDgmbN68WZL0yiuv6JVXXglYfrp1nBAPACQMh+MBAhETACQE4kHCOK06TgDgdLVw4UJNnTpVixYtUnV1tfr166cVK1Zo8ODBrZa75557dP755+vJJ5/U/fffL4/Ho379+qmyslI/+MEPHGo9ACBa+FIIAAAAAIKj4wQAnOYL87XLcMp8IT09XRUVFaqoqGhxnZa+TLvhhht0ww03hL1tAEAr4hATAAAJiHgAAJCIBwmEjpOoCTV3g7l+pBd3c2MBR5oUKNj4wqHmvwiSryNIThGX8ZpaYLYOe31mjhMzp0mqu6Ntul2KkfPEKN8cr5GjpMFlz2lSbwyB7DPGSJZljplsF/kxMtcPNiZztM95MLG4buP9t9gGBEEAQBNiQlILNTdELHJBBCsTaq4IMz9G8O21nq/DFOoxCHaMzfZ6Zb//NnOaeFz2nIQNRs5CXxtynKQYOUi8xnOI2WTzGPmM8u4g9+ihHrNgzGMa+TkPtr7z13Gs/zbDQjwAAEjEgwRCxwkAOI1EXwCAJsQEAIBEPAAANCIeJAw6TgDAYZYvzDxfkb6MAwBIOMQEAIBEPAAANCIeJI7Q3qEFAAAAAAAAAABIYrxxcspyvs/LHNc11HFhneYyc6oEyw8SkIMl+DEOto65TXP9xD6C8Trn0c6jkoAYrxIA0ISYALQqWP4Lr8N31Fab7k3dwVeJomDHKNT8H4gT4gEAQCIeJBA6TgDAaZbC6w8iBgJA8iEmAAAk4gEAoBHxIGHQcQIATvMpvCCYhC/fAMBpj5gAAJCIBwCARsSDhEGOEwBwmhXBBwCQXIgJAACJeAAAaBSHeODxeDR58mTl5uYqIyNDhYWFWrlyZZvK7tmzRyNHjlRWVpY6deqk6667Tv/+978D1nO5XM1+HnroobDrjDXeOAEAAAAAAAAA4DQ0evRoVVZW6s4771TPnj01f/58DRs2TKtXr9bll1/eYrljx45pyJAhOnLkiKZMmaLU1FTNmDFD3/rWt7R582Z95Stfsa1/1VVXqaSkxDbvm9/8ZkR1xhIdJ3ET6c9CnH//KvLE4GabjaSJVuv7FGz75nLLarBNe32eIOW99ta5UltdX5K8Vr2xjbpWt2m2KdR9cgU5RoEiu05inww+Ftex2ebWk2XGg2W5ZPlCb5dlJd6+AAAiQ0xIbi7jPiTa91Zm0u9gScKjISXEQQvMYxCMeYyifbdott9tPBKnWmn29V329X2yL2/TNiz7c4W5zVCPqSlY8vdQrzvznEXavliIdcL7UK/baCAeAAAk5+PBxo0btXTpUlVUVKi0tFSSVFJSoj59+mjSpElat25di2VnzZql7du3a+PGjerfv78kaejQoerTp48ee+wxPfjgg7b1e/XqpZtuuqnV9oRaZywl3h0QACQ7XwQfAEByISYAACTiAQCgkcPxoLKyUm63W2PGjPHPS09P1y233KL169dr9+7drZbt37+/v4NDknr37q0rr7xSzz33XLNlTpw4odra2qjWGSt0nACA03yu8D8AgORCTAAASMQDAEAjh+PBe++9p169eqlTp062+QMGDJAkbd68uflm+nx6//33demllwYsGzBggD766CMdPXrUNn/+/Pnq2LGjMjIydNFFF2nJkiUR1xlLDNUFAE4L87VL8Ro+ACQfYgIAQCIeAAAaRRgPduzYEbAoOztbXbt2bbZYVVWVcnJyAuY3zdu7d2+z5Q4dOiSPxxO07AUXXCBJGjRokEaOHKnzzz9fe/fu1e9+9zvdeOONOnLkiH7+85+HVWes0XESNbHOBRHr+pvbhteYNv9oQ22TkYMkoP5I2d9J81n2174snz0fic9nX17visILWEYOEkv2bVqWuc/B3qMz6wu5QSEuj/Y5D7Y9J8RjmwAAAIFinTchFnkfnG9zaONMBNtnd0BeRXO5/ZE4Ten21Y37e18b2mfmBHEZ0+byFOOL74A2GxqMe/ZQc9uEep2citdtMPHIYQIAgBOKiooC5pWVlam8vLzZ9U+cOKG0tMAcbunp6f7lLZWT1Oayb775pm2dn/zkJ7rkkks0ZcoUjR49WhkZGSHXGWt0nACA08J9hZLX8AEg+RATAAAS8QAA0CjCeLB8+XLl5eXZFmVnZ7dYLCMjQx6PJ2B+Ux6SjIyMFstJCqusJLVv317jx4/Xz372M73zzju6/PLLI64z2ug4AQCnWa7wXqnnNXwASD7EBACARDwAADSKMB7k5eUpPz+/zcVycnK0Z8+egPlVVVWSpNzc3GbLde7cWWlpaf71QinbpFu3bpIah+iKVp3RRMcJADjM8ims8Sqt0EauAACcAogJAACJeAAAaOR0PCgoKNDq1atVU1NjSxC/YcMG//LmpKSkqG/fvtq0aVPAsg0bNqhHjx7KzMxsddv//ve/JX35Rkw06owmOk4QgmiPPWvWF+wfhVDzdRj/Yhi9tZar3lgehRwnAds0/9Uyp0Pdp0iPUajIDxITVorkC+N6szgfiWTjDX/T/g5nOrKtIesDxyiNttUDl8e0fif24WSx3h8nJNsxS4bruMnO40eiVxkxIamEmmsiVE7kgoj3PkR7H839aadU+3LLzEdiXz8ax8PcJ8uYNvOmmOvH+5hF2+lwHYeFeAAAkByPB8XFxXr00Uc1e/ZslZaWSmocKmvevHkqLCz0vxWya9cuHT9+XL1797aVveuuu7Rp0yZdeumlkqR//etfWrVqlb8uSTpw4EDAcGFHjx7VE088oS5duuiSSy4JuU4n0HECAAAAAAAAAMBpprCwUCNGjNDdd9+t/fv3Ky8vTwsWLNDOnTs1d+5c/3olJSVau3atrJM6aMaNG6c5c+bommuuUWlpqVJTU/X444/r7LPP1sSJE/3r/e53v9Py5cs1fPhwde/eXVVVVXr66ae1a9cuLVq0SO3btw+5TifQcQIATiPxIwCgCTEBACARDwAAjeIQDxYuXKipU6dq0aJFqq6uVr9+/bRixQoNHjy41XKZmZlas2aNJkyYoOnTp8vn8+mKK67QjBkzbG+Y/Nd//ZfWrVunp556SgcPHlTHjh01YMAAPf300/r2t78dVp1OoOMEABxmWS5ZYST6CqcMACCxERMAABLxAADQKB7xID09XRUVFaqoqGhxnTVr1jQ7/9xzz9Xzzz/fav1XXXWVrrrqqja3py11OoGOk6gJ9eIMddy5aNwMBdumuY1Qx9MLlr/DZUy5jcWtb8+yvMYcc9peX4or3T6dYp9u586wl3alGdPB/zy8VoMx7bFNN3hP2KZ9vlr7tGWfDrZPLpdxzExGThUroL5gOVOifc5NTlzHkW7TgTGCLVeY41WS+REAkg4x4bQSLO9CqHkTzFwZ4TBzepiCtTnFuH8083WYQs734Wp9H1OMLwncxv1zO2M61WhvqnF/3T7Fvrydy3yGCc5scYMx5nidz76P9cZzTr1xDOpkPHMY9/ihHiPznIWa1yXSc25y4jo2RftvMSqIBwAAiXiQQOg4AQCHWT6XrDBeoQynDAAgsRETAAAS8QAA0Ih4kDjC6L4CAAAAAAAAAABITrxxAgBOI/EjAKAJMQEAIBEPAACNiAcJg46TmDFf5jHHmTMv5lDHUA3nZSEz30XrdYY6TmzwPTDa7DK3l9p6caM5Zs4TM/+HmdOkfbtM23S6+0zbdKorw5i2l29OvZGjpN6y5zSpdR2xTdfZhyeW5au3TwfZp2DHyHLVGzPMs9L6NRD6OTevw9CusbYJdYzGYPsQ7G8z9kj8CABoQkxIbsHyKARbP9Q8C8FyTTRuI7JBB4Lnxwg1/4V9eYPLfj9pBdsnIy+h2zhkZvvMnCbpRk6TdLd9un2KvXy7NpzSBqMNdT77jIAzYOyimRMlYHUjp4nXyIESuL6Rt8Wo3swLY4r2OQ8mFtex03+L4SAeAAAk4kEioeMEAJxmpYSZ6IvRFQEg6RATAAAS8QAA0Ih4kDDoOAEAh1m+8JJ2Wc6/HAMAiDFiAgBAIh4AABoRDxIHXVEAAAAAAAAAAABf4I2TsIXa8xdpXoXW+7iay01hBYzDGmFeFWNs3MCuzNbzXQS2sfWcJwECXjlr/Ry4jPrcLnt+kHauNNt0e1cH23SqZV/elm2YYzCb2zTXb6ZGYzqyY+Qy2hN4xoPUF/ScBxPkHLXpug01j4op1P7hSPMPtUGY41WK8SoBIPkQE5DgguW3MIWaMy9SoebTMFvndhk5UIxbR3Pa3YbdM1KQBNxN1hu/Ig31iEWaQyRUoZ7zwJwnod6/n6aIBwAAiXiQQHjjBACc1jReZagfxqsEgORDTAAASHGJBx6PR5MnT1Zubq4yMjJUWFiolStXtrn8s88+q4EDB6pjx47KysrSoEGDtGrVqrDbAwAQzwcJhDdOAMBhls8V5niV/HoAAJINMQEAIMUnHowePVqVlZW688471bNnT82fP1/Dhg3T6tWrdfnll7datry8XNOmTVNxcbFGjx6t+vp6bdmyRXv27Am7PQAAng8SCR0nAAAAAAAAp5GNGzdq6dKlqqioUGlpqSSppKREffr00aRJk7Ru3boWy7711luaNm2aHnvsMU2YMMGpJgMA4Cg6TsIWLH+IKdJxaFvPJxKYF6I5EeZqCJrfovXlZhvN/Buh19/6/lhGfV6r3jbdYHmM9hjH1BX8nNVbta3WaW7TbFMgc58iO0bBrwuzPneI2wsmyDlq0zUZ27+dQDHIaWJuIczxKsMa4xIAkNCICUh0Zj6NYDlP2nZ/Fz1me4IxW+e17HPM/CNmCTMnSnMC62x9eahHzNxnb4xzngQ+x7V+zp3OwZIsnI4HlZWVcrvdGjNmjH9eenq6brnlFk2ZMkW7d+9Wt27dmi37xBNP6JxzztEdd9why7L0+eef64wzzgirHQAAO54PEgeDnwGA03yu8Mar5LVLAEg+xAQAgBRxPNixY4c++OAD22f//v0tbu69995Tr1691KlTJ9v8AQMGSJI2b97cYtm//e1v6t+/v37zm98oOztbmZmZysnJ0cyZM6NwIADgNMfzQcLgjRMAcJhlhTleJb8eAICkQ0wAAEiRx4OioqKAZWVlZSovL2+2XFVVlXJycgLmN83bu3dvs+Wqq6v12Wef6c0339SqVatUVlam7t27a968ebr99tuVmpqqsWPHhrwfAIBGPB8kjqR84+Ttt9/W+PHjlZ+fr44dO6p79+4aOXKktm3bFu+mAYD/tctwPggdMQFAIiMmOId4ACCRRRoPli9fri1bttg+48aNa3F7J06cUFpaWsD89PR0//LmHDt2TJJ08OBBPfXUUyotLdXIkSP16quv6qKLLtL06dMjPRQxRzwAkMh4PkgcSfnGycMPP6w333xTI0aMUL9+/bRv3z7NnDlTF198sd566y316dMnBlsNkpsi6PqhisW4sWZ+DJPZzxZqG4z6AzYQWo6UgOWW1zbt9X1um65rsNff4LXnJ3GntLdNu1zB+xUD8qj46mzTPjPnic9+82m2ObB+c3moxyi0c2TJ3F6k59zkxHjHwfIPhZYrB6e++MQEAEhMx44dU0VFhTZs2KCNGzequrpa8+bN0+jRo+PdtJiLRzzwxfg+w8w10ZZ8H2aZUIWavyLYMTDb3C5gdbc5IyRe4/7WY3yp4PMZ+Uis1nOatOWXh+YRCsh5YjxDmNNmm00pltmm1Da06uT1W9+LwHMW23t4J67jWP8tJoK8vDzl5+e3ef2MjAx5PJ6A+bW1tf7lLZWTpNTUVBUXF/vnp6SkaNSoUSorK9OuXbvUvXv3UJrvKJ4PAABtkZQdJ7/85S+1ZMkStW//5Rfho0aNUt++ffXQQw/pmWeeiWPrAJz2msafDKccQkZMAJDQHI4Jn332maZNm6bu3bvrG9/4htasWRNWPaci4gGAhOZwPMjJydGePXsC5ldVVUmScnNzmy3XuXNnpaenKysrS263vWOza9eukhqH80rkjhPiAYCExndGCSMpO04GDRoUMK9nz57Kz8/XP//5zzi0CAC+ZFkKc7zKGDTmNEBMAJDInI4JOTk5qqqq0jnnnKNNmzapf//+4VV0CiIeAEhkTseDgoICrV69WjU1NbYE8Rs2bPAvb05KSooKCgr09ttvq66uztb50JQXJTs7O7xGOYR4ACCR8Z1R4jhtuqIsy9Knn36qLl26xLspAE534Y5VyXiVUUNMAJAwHI4JaWlpOuecc6K8E6cu4gGAhOFwPCguLpbX69Xs2bP98zwej+bNm6fCwkJ169ZNkrRr1y5t3brVVnbUqFHyer1asGCBf15tba0WL16siy66qMW3VRIZ8QBAwuA7o4SRlG+cNGfx4sXas2ePpk2b1up6+/fv14EDB2zzduzYEcYWo93N50S3YbBttD7Wbuj1e1tdGjqjPiM/SIM3cPzW1oUzgnEwoe5ltI+RKdbnPNTtxULidblbPld4vx4IowyaF42YMGDJlcrPPzdmbTzZ6oHLY76NIeuLYlq/E/twsljvjxOS7Zglw3Xc5IMPPpH6roxKXZHGhObuU7Ozs/3DpaB10X5GiHUehZSgeR0iv1cw9yHa+xS4D/Zpd5R/29dg3K83yJ6T8ISxe5YDP9cMNT+HecxSYvwY7/w1YIr+dXwqcPoZobCwUCNGjNDdd9+t/fv3Ky8vTwsWLNDOnTs1d+5c/3olJSVau3at7W9j7Nixeuqpp3Tbbbdp27Zt6t69uxYtWqSPP/5Yr7zySljtiTfnvzMCgObxnVHiOC06TrZu3arbbrtNAwcO1M0339zqurNmzdL999/vUMsAAE4jJgBIJkVFgZ1FZWVlKi8vd74xpxjiAYDT3cKFCzV16lQtWrRI1dXV6tevn1asWKHBgwe3Wi4jI0OrVq3SpEmT9PTTT+vzzz9XQUGBXn31VX3nO99xqPXRQzwAADQn6TtO9u3bp2uuuUZnnnmmKisrA5KXmcaNG6cRI0bY5u3YsaPZh1IACIdlpciyQv81ZThlYEdMAJBoIo0Jy5cvV15enm1Zoo8tnwiIBwASTTyeEdLT01VRUaGKiooW11mzZk2z87t27ar58+eHve1EQTwAkGj4zihxJHXHyZEjRzR06FAdPnxYr7/+epvG2ezatStDGwCILcslhfMKJeNVRoSYACAhRRgT8vLylJ+fH+VGJTfiAYCExDOC44gHABIS8SBhJG3HSW1trYYPH65t27bptdde00UXXRTjLUZ6cQYbg9WsP5z8G5FtwxyL1wqoL9j27L/cCBjb12VejkZ9ln3aUoNRn718SkpH23Q7t326vTHtdqUZ06kKxmvVG9P2PCp13s9t0w3GtM9nnw62T3KZ592YtuzlA8+RmbMk1ufcFI/rOFSxHw/ZstSYuCuMcgiP8zEBANqGmOAsp+NB4L1T6yLNfRGOYLkgzH3whZjjLyXgfs/M12HmOHG3utzkDchh4jWW26c9Lvv9+gnXcdt0vbG8wbi/98p+/98ct+zPEe2M54xUyz6dYXWwTacZy82cJu2MYxQsL4x5js1jYi6P9jkPdl07cR2bYv23GQ7igbN4PgCQqIgHiSMpO068Xq9GjRql9evX66WXXtLAgQPj3SQA8CPRl7OICQASGTHBOcQDAImMeOAc4gGAREY8SBxJ2XEyceJEvfzyyxo+fLgOHTqkZ555xrb8pptuilPLAABOIyYAACTiAQCgEfEAANAWSdlxsnnzZknSK6+8oldeeSVgOUEQQDyR6MtZxAQAiSweMWHmzJk6fPiw9u7dK6nx38dPPvlEknT77bfrzDPPDLvuREY8AJDIeEZwDvEAQCKLRzzweDy67777tGjRIlVXV6tfv36aPn26rrrqqqBl9+zZowkTJuivf/2rfD6fhgwZohkzZqhHjx7+dXbv3q2nn35ar776qrZv3y63260+ffro3nvv1X//93/b6ps/f75+/OMfN7utqqoqnXPOOWHvZ6iSsuNkzZo1Dmwl2rkhIqu/efaxb62A/Bb2NrmM9YPl03AZ+xA4lp59e2abXSkZ9toDcpzY+Xx1xvaM+o2xg9u3sz/0d0zNtk2f4epim870dbJNp1rBc5zUu+xjHB9119imj7k/s01/Xn/ANu2pN3KSBNmnlJT2rbbHZ+Q4ke+Evf6AEsY5dblbX7Ag23cAACAASURBVB6Qd8a8zo3tm+fcvMbawAoYsznUnCexztsSBiu81y5J9BUeZ2ICAIQpDjHh0Ucf1ccff+yfXrZsmZYtWyap8cuiZO04cSIeOJ8bIvRnhGD3PmauCHMfGlzmM0Xr2hmbM/NxmDlN2pk5TwKeSexSjPrN9pr365+nHLNNH7Ps9+sn6g/by5s5Co2cJ822ycxpYuRWzGiXZa8zxf5ckuKz73Oa8VySah7DIMfIa5nXof2Y+4x7+Oif89bz1kTjOvYFPOsGWz+2f5th4RnBMTwfAEhocYgHo0ePVmVlpe6880717NlT8+fP17Bhw7R69WpdfvnlLZY7duyYhgwZoiNHjmjKlClKTU3VjBkz9K1vfUubN2/WV77yFUnSSy+9pIcfflhFRUW6+eab1dDQoIULF+qqq67S008/3WxHybRp03T++efb5mVlZQWsF0tJ2XECAInMslxhJvrioQgAkk08YsLOnTvDLgsAiA2eEQAAkvPxYOPGjVq6dKkqKipUWloqSSopKVGfPn00adIkrVu3rsWys2bN0vbt27Vx40b1799fkjR06FD16dNHjz32mB588EFJ0pAhQ7Rr1y516fLlj0V+9rOfqaCgQPfdd1+zHSdDhw7VpZdeGtY+RQvvdAKAwyzry0AY2ifeLQcARBsxAQAgEQ8AAI2cjgeVlZVyu90aM2aMf156erpuueUWrV+/Xrt37261bP/+/f2dJpLUu3dvXXnllXruuef88/Lz822dJpKUlpamYcOG6ZNPPtHRo0ebrf/o0aPyekN78zWa6DgBgNOAx+PR5MmTlZubq4yMDBUWFmrlypVtLv/ss89q4MCB6tixo7KysjRo0CCtWrUqhi0GAAAAAABAKHbs2KEPPvjA9tm/f3+L67/33nvq1auXOnWypzAYMGCApC/zQpl8Pp/ef//9Zt8KGTBggD766KMWO0Sa7Nu3Tx06dFCHDh0Clg0ZMkSdOnVShw4ddO2112r79u2t1hULDNUVJcHGOA3Mq2D2WbXeexZQf5BxbBs3EmIeFZc5bmtqq8sD6zdyngRszn65mTlNXEFynLhcZn4NcwV7+1KNHCodXWfZprN8ne3Tlv2PtH1Avo9AdUZOErfPvg9Win15nTGmsifgmNonzWMS7BgFXFXm+kYOlIC8MyGec8sYMzrk8RTbcB27zG0GLRHa+MOBf5uxZ/nCG68yrDEuvxDueJWSVF5ermnTpqm4uFijR49WfX29tmzZoj179oTdHgBAo3jEBMSPzxXkTsO47wmWGyKY5tYPLbNDYJutkGto/Z7abKOZr8MdZJ99QZcb+Tpkz1FS5zXuzxvsOU683iO26cCcfoFcxmO2z7LfM7uNe/SGdpn29YMcY/P+NdgxMu+5fUGfE+1CPec+8xwGuezN/Wn+um29ErNMsFw9wf4WU+Iw/BXxAAAgRR4PioqKApaVlZWpvLy82XJVVVXKyckJmN80b+/evc2WO3TokDweT9CyF1xwQbPld+zYoWXLlmnEiBFyu7+8X+zQoYNGjx7t7zh555139Pjjj2vQoEF699131a1bt2briwU6TgDAYZZSZFmhv/AX2OHaNpGMV/nWW29p2rRpeuyxxzRhwoSwtg8AaJnTMQEAkJiIBwAAKfJ4sHz5cuXl5dmWZWdnt1juxIkTSktLC5ifnp7uX95SOUlhlT1+/LhGjBihjIwMPfTQQ7ZlI0eO1MiRI/3TRUVF+s53vqPBgwfrgQce0B/+8IcW9yXa6DgBAIc5/Wuy1sarnDJlinbv3t1ij/0TTzyhc845R3fccYcsy9Lnn3+uM844I6x2AAAC8QtjAIBEPAAANIo0HuTl5Sk/P7/N5TIyMuTxeALm19bW+pe3VE5SyGW9Xq9++MMf6sMPP9Sf//xn5ebmBm3j5ZdfrsLCQr322mtB140mfpoAAE4LK8mXyz8UmlPjVUrS3/72N/Xv31+/+c1vlJ2drczMTOXk5GjmzJlROBAAgEhjAgAgSRAPAACS4/EgJydHVVVVAfOb5rXUsdG5c2elpaWFXPbWW2/VihUrNH/+fH37299uczu7deumQ4cOtXn9aOCNEzgo1PGQo7311rcfTuuClQm2zdiL9/YRC06NV1ldXa3PPvtMb775platWqWysjJ1795d8+bN0+23367U1FSNHTs2/B0BAAAAAABA3BQUFGj16tWqqamx/eB2w4YN/uXNSUlJUd++fbVp06aAZRs2bFCPHj2UmWnP4/arX/1K8+bN0xNPPKEf/ehHIbXz3//+d6tDjsUCb5wAgMMsS2H9esD6Iofl8uXLtWXLFttn3LhxLW4v3PEqjx1rTJZ68OBBPfXUUyotLdXIkSP16quv6qKLLtL06dMjPBIAgEhjAgAgORAPAACS8/GguLhYXq9Xs2fP9s/zeDyaN2+eCgsL/UO779q1S1u3bg0o+/bbb9s6T/71r39p1apVGjFihG3diooKPfroo5oyZYruuOOOFttz4MCBgHl/+tOf9M477+i73/1uWPsYLt44AQCHWVaY41Va8RmvMjU1VcXFxf75KSkpGjVqlMrKyrRr1y517969zW0BANhFGhMAAMmBeAAAkJyPB4WFhRoxYoTuvvtu7d+/X3l5eVqwYIF27typuXPn+tcrKSnR2rVrZZ3UQzNu3DjNmTNH11xzjUpLS5WamqrHH39cZ599tiZOnOhf78UXX9SkSZPUs2dPXXjhhXrmmWdsbbjqqqt09tlnS5IGDRqkb37zm7r00kt15pln6t1339XTTz+tbt26acqUKWHtY7joOAEAh/nHnwyjXDhycnK0Z8+egPltGa8yPT1dWVlZcrvdtmVdu3aV1DicFx0nABA+p2MCACAxEQ8AAFJ84sHChQs1depULVq0SNXV1erXr59WrFihwYMHt1ouMzNTa9as0YQJEzR9+nT5fD5dccUVmjFjhm1YrX/84x+SpO3bt+t//ud/AupZvXq1v+Nk1KhRevXVV/XXv/5Vx48fV05Ojm699VaVlZX513EKHSdRYinU96FCyz1h1u+ygpcP3ib7csvy2hebf2+WObKbvQ1Bt2e02eers2/OFSQHiRX4i3lb9Va9bdrjPWqb/jzloH39FPv2jlv2cfdSrfatbk+S6lPs+3DcZd/mcV91q20y22wK2Ocgp92yGowZrRcIPGdGe4Kdc/OaCajPZSyNxXVsMq/LxBuR0LJSZAUc27aVC0ck41UWFBTo7bffVl1dndq3//JvoikvitPjSwJAsnE6JsBZKeZ9SJB7n4D1DT7jvshc27xv8rbhPsqsM6BN5kO4y/4Iaeb0C7YPJq9Z3miOL+ChxCxvL2Duj9t45G1v2d+0zXCfZZt2uew/FqnzdrRvz3iGaY47xf4c0d59hm06PaWTfbnRJrPN5j4FnNcQ7/nNYx5MYHtaP+cB14wh8DoO/boNVqcp2n+LsUA8AABI8YkH6enpqqioUEVFRYvrrFmzptn55557rp5//vlW6y8vL28xL69p+vTpCTM0PBEWAJJcJONVjho1Sl6vVwsWLPDPq62t1eLFi/8/e/ceH0V974//Nbu5bMJNIgkkFfhqE4zl8ktVknrqQUBBCrYFDKhVKd7S87A9XgoGpfUAR0urQa09FI8WBKFaKpHSHsqj1oMB4cCDFAW0bZQCTbnFglyE3DbJzvz+iIl83rPZ2ZnNTiab15MHf3xm5jPzmcvueyafnc8bX/rSlzp8W4WIiIiIiIiIiKi74hsnREQuMwwNuouvXcYyXuV3vvMdLF++HN/97nexf/9+DBkyBGvWrME//vEP/M///I+j9hAR0efcjglERORNjAdERAQwHngJO06IiFxm6HCW6MveqAoKp+NVpqWl4e2330ZpaSlefvll1NXVoaCgAL///e9x4403Om8QEREB6JqYQERE3sN4QEREAOOBl7DjxDE5hqrM9RDf9dsf9TUaYhum/BWmpCe21m5Azb9hWr/tnZI5WtR8IMHmfyrlppZPlPJZJKur0zph5DpD5tdQc4aYj6n8Vou8TyGLPC9hGmQxP77nvGuu43h/NmNnwGGiL4sxviOJZbzKrKwsrFq1yvG2iYioY10REyh+NIvz4oc/4ny7Wly4z5Ft9nfyDZzcB5k/w4pVbotUkbcwyVBzmvTVLlLKIU19ZtGTYv8rhMyX4TfUx3CZE8TqOgmKZwyfze8Dq2MW73MuuXEdy89mZ38WOwPjARERAYwHXsKOEyIilxmGwyDI1y6JiBIOYwIREQGMB0RE1IrxwDuYHJ6IiIiIiIiIiIiIiOgzfOOEiMhl/PUAERG1YUwgIiKA8YCIiFoxHngHO04ckxej3Zd3Iue2sFq/1fjJrWuU67TapjrOq6bZG/fVnB9DLWvictO0VHVxixwjhiHzhaj5PuT6kv3qeMVpyRlKuZfvYqUcQG+1PtTxkMNpRpNSbkStUq7TTynlhubTav3QWaVstU+aJvKySDLHilifzDMT73PeNddxvD+bsTMMH3TD/gt/hoM6FD+V39qME+n9XNnWuJ1T476Nims2xHX9buzDheK9P25ItGOWCNdxm+r6TzttXYwJiUXmmjCXI583md9D5qKQZXmfZDc/CGDO9SDbnCTvF22Onx0S94ctoo1yfrOm3vNb7ZNfPGPInCZp4p4+3acu38uv7l96krp/KeKUJUfx0WsWTW4S5foW9bzVhdRjUK+r9+wN4pkjqKnlkOkeXyWvu2RDfaaQ10CSzMliMx+IvC7NeWzU+fIaiIbcJ3lduv1Z7AyMB0REBDAeeAk7ToiIXGbogKE7+PVA7LlJiYjIYxgTiIgIYDwgIqJWjAfewY4TIiKXGXD42qXNX3gSEZH3MSYQERHAeEBERK0YD7yD7/AQERERERERERERERF9hm+cOCbGVBW5JzSLcWANyHwdzWIJi/WbtmfuAzMMdaxb3WgUS6jvcPm0gFr2qWVN5CAxxDtgIb1OzFfHqvX5einllCQ1N0CyLw2RBEPn1XLzP9X6IqdJdmCEUr4s9P+U8pBUNX/IgIA6Tm2fZOt33M43q8fkk0a1d/dwg5pj5FCgWinXNP5ZKTe1nFTKKUlqXpZUf5+I7WnWG8T61DHYQ7palteRX5wjq3Ou6+o1pRv1okVqfXmNaZr5K8iQ41ibctvIz4q6vPmzETkvjCHGVDav3/6Yy1aY6IuIiNowJiQWmQ/EL++FxPLyblPmadBF7gpTvhAtJOZHznXR2gbRCpGqIUncOyXL/BiazHkScXUIimu1xZSvQ71frvOpOQNboM6XUgz1GSLJ6K+UZU6TnDS1nJ2mnoVBAbV9/VPV7acnyXtFs/oW9RieCarPHR83qvNrGtQ2HVdv6VEr7vFrtXNKuUkTFYQkqNvvpau5HdONdKWcLPPG2DznzYbMaaIe42ZxndrNawOYc9skGTJXjzrfKpeP+bOpTgmJNjVF8Vmzi/GAiIgAxgMvYccJEZHLdEOD7iCgOalDRETexphAREQA4wEREbViPPAOdpwQEbnN4a8HwCBIRJR4GBOIiAhgPCAiolaMB57BjhMiIpfxtUsiImrDmEBERADjARERtWI88A52nDikiXFefVqqmC8PrcwNoc6VOU/k+v0i/4d5e+YcJyFdHY/X0MV4vOIDJXOapCSp+TT8IndESOSCaGpRd6olpG4/ya/mz+iVnKmWNXU8Yjm2bZ3vlNjeJ0o5LVnNByJzmlydkaKUR12k5ky5tL+6/r691PGVwzlXp44P/PczFyvl98+q83FabdPZ5ONKuTl0WimbjpFPXb8co7rOOKOUdZHnJqSr4yHL68r+OVeKMMQ5h7gu5TXm96nXMRAmj4qhrjMkPjxyeZnTxOdTz7scwdiUCwhy/Z2f44SIiIgSk8xR4hflpDD37BeSuSFCMueJpmaTaNbUfBzNIn9IODI3hCz7jMg5TQI+db5fU9sYMtQ26rpabhAJMRo0NUderaHe4zeFIt+Tp/nVZ4i+mpr3sJdfbb/MaXJFP3X9uRlqzsGsTLU96X2tnxHqz6nPACdODlDKB06r9/iAuvynTWqbdXFM66De8ze0qGUpxa+u3yeuQ1OOEzHf7jmXKUqa5f29uI6bxHUcTa6eZKj3+D6IfJ3iWTdJfJbkdS21yDabMrsQERFRomPHCRGRy3TD2diTusy8SURE3R5jAhERAYwHRETUivHAO9hxQkTkMgMOX7vkL92IiBIOYwIREQGMB0RE1IrxwDvYcUJE5DKOV0lERG0YE4iICGA8ICKiVowH3sGOE4es8ij4RG4IK3qoUUwRuSFETpNkkS8kqm3o6jYMTc1XkeRX810E/P3U+aINLSL3RItpH1Qpos29NXWs34t0NUeJZPjUcWbPinMg838MSVXbK3OaFH1xv1LOHn5QKadeouYbCSd4VG1z1l++qC5wcJhSPNGg5hD5KKi2+Tz+oZTTfeqYzRfrAyO2R/OpY/UG/WpOk6BIcyOvK7vn3JxDRT3G8nMic5okiRwr4TSLFCMhNIglZB4V9bMo87hIuhjH2wip+2REMVa4XYahOXrtkkGQiCjxMCYkFnMeBfU+I0nkhhCpIKCL+xqYUkeoNWROk6Am75PMkg31fixV5IaQeVpSRH6LgF/kQBFNbtbV+s0i/4VhyDwt6v1lQ/NZpRxsUcuSzA0Z0tR7ufQktT2DAuoxkzlNcq/4m1Luc8VhpezLkfnzzPofV7fRt2qIukCVWjwTVM/J4Tq1HGpR96lR5C2sb1bzsEghcc+elqze8xviQjPlOLF5zuV13RCS8yNfx/KaCEt8NmTOE8mvRc7TIrMPaaa8iOoGo2ihbYwHREQEMB54SeTshERERERERERERERERD0I3zghInIZX7skIqI2jAlERAQwHhARUSvGA+/gGydERC5rC4JO/hMRUWJhTCAiIqBr4kEwGMS8efOQk5ODtLQ0FBUV4a233rK9ngkTJkDTNHzve99z3BYiImrF5wPv4BsnTmkyB4nM5aCOsWoY6jiuIYs+Kw3qWL1yfUkiV4QcgxUADKjJIZo1OWayHOdV5FHR1NwQKVp6xG3KNkpy/X30vkr5IkNdvxwbt95Q84PIcxBAb6U8IKCOQ3tp/1NK2ZTTZLy6v8G8qbCS+rc/qeuEus5LT6s5TAacUdsYCKpluU/pYp/7imMkz3pIV8cvPiuOuSTPme1zblq/aJEcS1huL0z+EUOced1QE7O0hNTPhgGRuMWUH0j9mtPk50BcaCHT58TUxJjpBhyNV6nHoS1ERNS1GBMSi8wPInOayLwK6l0NEDJk3gWRZ0HcuLSIfB4yH104Pk3mblDX6bPYhxSfyONiegxRL065z5Jsc3OoTimHQp9GrN8UUvMo6knq/qSI9vVPVbeXlanmB5E5TYxrrlDKDYP/v4jtAYCUI/vUdYqkJlmfqHkM+5/OVOuLZz2ZE6QpVKuUrY5Rs3hWbUmKfJ3IcybPsbwG5Blu0uV1rJbldRwSuTejuY79Yp/M17F4JjDlH7L3vdvswh+juiIezJ49G+Xl5XjooYeQl5eHVatWYfLkyaioqMC1114b1TrWr1+PnTt3Om8EEREp+HzgHXzjhIiIiIiIiIioB6msrMTatWvx4x//GGVlZSgpKcHbb7+NoUOHorS0NKp1NDY2Ys6cOZg3b16cW0tEROQ+dpwQEbnO6SuXfO2SiCjxMCYQERHgdjwoLy+H3+9HSUlJ+7RAIIB77rkHO3fuxJEjRyzX8fTTT0PXdcydO9dRG4iIKBw+H3hFwnacdNZYnUREnU03NMf/yRnGBCLyKrdjQk//Puzp+09E3uV2PNizZw+GDRuGvn3VIbQLCwsBAHv37o1Y//Dhw/jJT36Cp556Cmlp5iGYvY7xgIi8qiv+ZhTLd+KxY8cwc+ZMXHTRRejbty+++c1v4tChQ2GXXbFiBa644goEAgHk5eXhv/7rv2JeZzwlbI6TzhirMxKZ60HmTZBjrspxaeXycjxkmRvCav3hcpzIZaz4RS6IZC2glg11rF1Di7xPsl9OtifZUMspmhzlWZVsRM6hkgx1fp9ktX19e6ljAadeclopy5wmaUO+EXF7ANAgyqn7N0TcpmyTbLMk9zlgeYxErh3TNRD5urJ7zuU1Y0W2J9w1Ksc8Nl1X8rMhAoNcXuYfkuN662Js8HCfpc5mQIPh4JcATupQq3jHBCIip9yOCT39+9Dt/ddEHgWfRV4Fu2dV5jTURVneV7UuEzl/hlWbksQEv6ks81tEFhL56nSR38KAeq9mqq83RZwv83OkJ6nbS++r3q/7ctT7b5nTJH3QDRG3BwD1opz2DzUPotymbJM5b4xK7rPVMZLHVB5zSW7elJtHnHP5dxqr61hec7Icrn3yHl1e+1Zkm6w+i5E/FfERazw4cOCAaV5mZiaysrLC1qupqUF2drZpetu048ePR9zunDlz8OUvfxm33nqr3SZ7Qk+Ph0TkXV3xNyOn34m1tbUYN24cPv30U8yfPx/Jycl47rnncN1112Hv3r24+OLPcz+/+OKL+Ld/+zfcfPPN+P73v49t27bhgQceQH19vTLko511xltCdpy0jdVZVlbW/srorFmzMGLECJSWlmLHjh1d3EIi6sk+f43Sfj2yjzGBiLzMzZjQ078Pe/r+E5G3xRoPpk6dapq3YMECLFy4MGy9hoYGpKammqYHAoH2+R2pqKjAG2+8gV27dtlurxcwHhCRl7n9N6NYvhOXLVuGv/3tb6isrMTo0aMBAF/72tcwYsQIPPPMM1i8eDGA1pjygx/8AFOmTEF5eTkA4L777oOu63jiiSdQUlKC/v3721qnGxJyqK7OGKuTiIgSA2MCEVGrnv592NP3n4gS24YNG/DnP/9Z+X///fd3uHxaWhqCwaBpemNjY/v8cFpaWvDAAw/gzjvvbP+DVnfDeEBE9LlYvhPLy8sxevRoJR7k5+fj+uuvx+uvv94+raKiAqdOnTLFpe9+97uoq6vD73//e9vrdENCdpzEOlYnEVE8GQ7HquQbJ84wJhCRl7kZE3r692FP338i8rZY40Fubi6GDx+u/O9omC6gdUiumpoa0/S2aTk5OWHrrV69Gh999BG+853voLq6uv0/AJw/fx7V1dWor5cD1nkL4wEReZnbfzNy+p2o6zref/99XH311aZ5hYWFOHjwIM6fP9++DQCmZa+66ir4fL72+XbW6YaEHKorlrE6T5w4gZMnTyrTwo0VSkTklGE4e4XSMOLQmB6AMYGIvCzWmGBnTPtYx7Pv7hgPiMjL3H5GKCgoQEVFBc6dO6f8saxt+K2CgoKw9Q4fPozm5mZ89atfNc1bvXo1Vq9ejd/85jdhhw7zCsYDIvIyN58PAOffiadPn0YwGLSse/nll6OmpgZ+v9/UhpSUFFx88cXt27CzTjckZMdJLGN1Llu2DIsWLYpb24iI2n4N4KQe2ceYQEReFmtMsDOmfSzfh4mA8YCIvMztZ4Ti4mIsWbIEL730UvuY9sFgECtXrkRRUREGDx4MoLWjpL6+Hvn5+QCAW2+9NWynyrRp0zB58mTcd999KCoqctQmtzAeEJGXufl8ADj/TmybHk3dhoYGpKSkhF1PIBBQlot2nW5IyI4Tp2N1AsD999+PGTNmKNMOHDjg6V9LEFH3YsBhoi+w48QJxgQi8rJYY8KGDRuQm5urzMvMzAxbJ5bvw0TAeEBEXub2M0JRURFmzJiBxx57DCdOnEBubi5eeeUVVFdXY8WKFe3LzZo1C1u3boXx2U+Z8/Pz2ztRpEsvvbRbfC8yHhCRl7n5fAA4/05smx5N3bS0NDQ1NYVdT2Njo7JctOt0Q0J2nGRnZ+PYsWOm6VZjdQJAVlZWxHFAiYioe2FMIKJE1jamfTRi+T5MBIwHRESq1atX4/HHH8eaNWtw5swZjBo1Chs3bsSYMWO6umlxxXhARInMzvMB4Pw7MSMjA6mpqVHly8rOzkYoFMKJEyeU79CmpiacOnWqfTk763RDQiaHLygowP79+3Hu3DllutVYnUREbjCgQXfwn2+cOMOYQERe5mZM6Onfhz19/4nI27riGSEQCKCsrAw1NTVobGxEZWUlbrzxRmWZLVu2tL9tErH9hoGlS5c6boubGA+IyMvcjgdOvxN9Ph9GjhyJ3bt3m+bt2rULl112Gfr06aOsQy67e/du6LrePt/OOt2QkG+cRDtWZywM6GrZUMshoznifFMZ6o2IZrG8XL8Wpg9MLmMlZLQo5WajUd2G5os4X7YRiNzmZk0tNxmhCLWBZl/4V7ra50Odf75Zbe+5ut5KOXg0Qymn/u1PSjmaEfNkHblOuU3ZJtlmqVlT5zfq6jGSZ10eU/M1EPm6snvO5TVjRbYn3DVq9dmCxWdHLq/Lz6I4aubPorzyOp9hOHztkjlOHHEjJhAROeVmTOjp34ddsf/yj41Wdxl2czxr8CtlnyjDVAZ84l5Ilq3a1CImaKIcsrnPfiSr7dHUMa01i0dWvy/8eNltmkUD6lvU7dWfU+/X+x9X779TjuxTl4+4tfB1dLFOuU3ZJtlmSe6z1TGSx1Qec0luXp7TkPj+kdeE1XVsdQ1atQ8wX/tWZJt0i46AaDoKOhufEdzT0+MhEXmb2/HAac6rtrqPPvoodu/ejauvvhoA8NFHH+Htt99uXxcAjB8/HhkZGXjhhRcwefLk9ukvvPAC0tPTMWXKFNvrdENCdpxEO1YnEVFXYHJ4dzEmEJGXuRkTevr3YU/ffyLyNj4juIfxgIi8zO144DTnFdCa9+kXv/gFpkyZgrlz5yI5ORnPPvssBg4ciDlz5rQvl5aWhieeeALf/e53MWPGDNx4443Ytm0bfvnLX+JHP/oRMjIybK/TDQnZcQL03LE6icj7DMPZLwG64IdvCYMxgYi8yu2Y0NO/D3v6/hORd/EZwV2MB0TkVV0RD5x+J/bp0wdbtmzBww8/jCeffBK6Oyla8wAAIABJREFUrmPs2LF47rnnTAnp77//fiQnJ+OZZ57B7373OwwePBjPPfccHnzwQcfrjLeE7ThpG6uzrKysq5tCRERdjDGBiKhVT/8+7On7T0RErRgPiIg+F8134pYtW8JOv+SSS7Bu3bqotnPffffhvvvus1zOzjrjKWE7TuLOIo+CdZqEyAsYUHNZhHR1XNwWLWi1AVMd2WZzDhJ1nc2GmuVD5n5oEcubtifbI5Y/71eTDvn1yJdjvXZenSD2pxG1SvmTRrV39u9nLlbKWX/5olLOxkGlnLp/Q8T2AOacJjVinXKbsk2yzXKf5D6f09TxkKXzPvWYhloiXyfynNk+54Zcf+R8JKbtRZFJRtaRnw0z+dkUeVhED7zps2v6nHQ+A1F8RXRQj4iIEgtjQmKRuddaLH76Z747l/lB1CVkXsMkQ71/DolcFuH4DTV/hFynbIPchyZd5JcT65f5OWR+DClJtDnZ30ttj0XexhS/en8s82U0ifacCarbO3FygFLuWzVEKfdBlVJO+4f6zBCOzGlyXqxTblO2SbZZ7pPc52Z/v4jtkcdUHnNJnjNzzpXI8+U1I68pec3JazJJs/5WlNe++ToWzwSyzaKNMtOP3Af52Y4HxgMiIgIYD7yEHSdERC5j4kciImrDmEBERADjARERtWI88A52nBARuYyJH4mIqA1jAhERAYwHRETUivHAO9hxQkTkMgMaDDj49YCDOkRE5G2MCUREBDAeEBFRK8YD72DHiUMG1LF2dZmHwTQuqxhj1ZQPxGJ5mX9EpHnQNDkqKxDS1TqyzTKXQ0tIzTfRqH2qlP2aOvZsSIw3LNsoNYXqlHKt/xO1OT51p+S4tPX6GXV5sT91+imlfLhBbc/7Z0V+kIPDlOKlp9V8JH17ifwjYZyrU9cpc5rIbco21UFts9wnuc+nfOp5luMd1xnq8vKYS/KcNYbsnXN5zchrytDU5eU1GY5hyh9kkUfF8rMlqcfMEDlQTJ8TIiIioii1yFwO8t7IlElBFbLItSbv/ZKRoi4QxeDWfvEIKNcpczk06Wqb5B406+pDuik/hiHztKjLJxtqvo20pIvU9mqRH1kDvr7q8iL3RX2L2p6PG9X72wOnM9UVqilNkPVJf6Wc3tf6GaH+nPoMIHOayG3KNsk2y3Mm99lIjpwDUOZEkcdcnhN5zhpDYr7FOZfXjLymrK5jnxH5cxK2js3Plk/sszyCLfJZmSPHExER9TjsOCEicpkBZ69d8tcDRESJhzGBiIgAxgMiImrFeOAd7DghInKZbrT+d1KPiIgSC2MCEREBjAdERNSK8cA72HFCROQyA85+CcAYSESUeBgTiIgIYDwgIqJWjAfewY4ThwxD5uNQ8zBoIm+Cqb5FHgW5/pCu5pLQNXX9WpgxXU25Gww5cqvMDdGolJvELsg8KjIXhWyj/Mi2iHwbdc0n1e35Io8XHAydF9tX96eh+bRSPhSoVldw+v8pxRMNfZTygDPq2L99kiOPMQ0A55vVY/JJo/rFJnOaHPKrbWpoVNss90keoxa/eo6kZnEO5DGX50Ses6YWdX+szrm8Zgw5OrAY79i0fJjPiSGuS0PkVTFfx7K+zD8UcXFTm63W3xkMw+Frlw7qEBGRtzEmJBaZyyEkyuZnCIiyEbHsE+fdbp6HcMvIdco8g83y3kg0Wl6J8qFd5suQ0ox0dfU+NR9IS5J6zy6lGGlKWe5PXUhtf02DfARWnwHOBNX8H/1FPpL0JOt8ePUtas4SuU6Z06SmQeQtDKn3yHKfemlq3pXkpEDE9iRB5JHR0ztYspUpx4nIaWJ9ziPnrpT7kyKuYz2KP1OYcvWYrmPxLCo/W6KN8pMjr1r52Y4HxgMiIgIYD7zE+s6aiIiIiIiIiIiIiIioh+AbJ0RELjMM08s4UdcjIqLEwphAREQA4wEREbViPPAOdpwQEblMhwbdwXiVTuoQEZG3MSYQERHAeEBERK0YD7yDHSeOWeRhsMhhEm7UVDvrh8xfEmYL5nFYI29TN0T+Cd16/F5leYvcELqu5tsINqv7ENQijxxnOgZy/OXQWaVc0/hnpXw2+bhS/ih4sVIOBNXxjeWY0eE0o0kpN0LN01KHU0pZ5jSRbZb71NQil1fzvJgY8roJdrBg23z1mIZ0i/Wb6stzHvmak9eYFsX4i3avY/Nn0W7OEuvcNrEyDM3R2JMcr5KIKPEwJiSWFljkdrAYKVkuL/nhV9dnqOvTxfxoyHXK3BDNok0tNn/OGLK4F0s11PwbPl3uk9UxSRJldX/qdfWZ47hIy/hpk7r84Tq1PSk+tZwcxWDXzaLJTaJc36IeQ5nTRLZZ7lNvo69SDhmRc5bI6y7ZSO5gyVbNULev2zzn8v5dXlNyf5ykD5H7pFn8sUheh4aob84GKp5jXMpxwnhARESMB97BjhMiIpcx0RcREbVhTCAiIoDxgIiIWjEeeAeTwxMREREREREREREREX2GHSdERC4zYvjvVDAYxLx585CTk4O0tDQUFRXhrbfesr2eCRMmQNM0fO9734uhNURE1KYrYgIREXkP4wEREQGMB17Cobock5ej3TwKsa0/Ph8GsQ1T/gr5ypfdsW5FXha5fts7JXNbqPk8mlpOKuXmkJov5Dz+oa7OIsdKdE0SOUZErhvzMbXK1xGMWI6iQRbz43vOu+Y6jvdnM3Y6nL12GUuir9mzZ6O8vBwPPfQQ8vLysGrVKkyePBkVFRW49tpro1rH+vXrsXPnTsdtSDSFr12P4cMvcWVbFddsiPs2xu2cGtf1u7EPF4r3/rgh0Y5ZIlzHbf7yl6PASPudz+F0RUyg+JF5EMx5EWLLpeYznXe17O+E38XJNjeJe/hYyX3wiUfSVIv8G5JV7okGkZOwVleTnMj8HaEWkd+jE/LfyXwcMi+Lz5DnUeSyEccsTeaFQcBWe6yOWYvMa9PJOQCtroHOEO/PYjwwHhAREcB44CV844SIyGV6DP+dqKysxNq1a/HjH/8YZWVlKCkpwdtvv42hQ4eitLQ0qnU0NjZizpw5mDdvnsNWEBFROG7HBCIi8ibGAyIiAhgPvIQdJ0REbjNak3bZ/e/0FZ3y8nL4/X6UlJS0TwsEArjnnnuwc+dOHDlyxHIdTz/9NHRdx9y5c501goiIwnM5JhARkUcxHhAREcB44CHsOCEiSnB79uzBsGHD0LdvX2V6YWEhAGDv3r0R6x8+fBg/+clP8NRTTyEtLS1u7SQiIiIiIiIiIvIC5jhxTI4bZ7cPKnJuC6v1a1GMW2dYjuMq56tj6WqaX8yX+yjyeZjyY6hlTVxumpYqypEvR90i34dcX0pShlLulZyplNN9/dWy0UcpJxspEdsDAM2aOmZyvXZeLetnlHJds5p3palFzbtitU8+UZYMQ+aREcfMNEZ1fM9511zH8f5sxk43HI5X+VmdAwcOmOZlZmYiKysrbL2amhpkZ2ebprdNO378eMTtzpkzB1/+8pdx66232m0yERFZiDUmkLeY71tUVvkyZC4Mq3ulJMh7N/taLPLBhcR8XZO5I9R9kvsg83fIfBZyH5JtHoOQOOZBkWMwKO7Xa7VzSrkO6v16o67ObwrVqtvT1fWF4/epzxEp/t5KOeBTf8zSS1OfS3ob6nyZ0yQVah4Yv8UxktdlsymHiXqOO/ucy5wtkhvXsTwGdj+LUjTPMXYxHhAREcB44CXsOCEicpkBZ90xbXWmTjUnP16wYAEWLlwYtl5DQwNSU82dboFAoH1+RyoqKvDGG29g165dtttLRETWYo0JRESUGBgPiIgIYDzwEnacEBG5LNZfD2zYsAG5ubnKvMzMzHBVAABpaWkIBoOm6Y2Nje3zw2lpacEDDzyAO++8E6NHj7bdXiIissZflBEREcB4QERErRgPvIMdJ0RELjNgHhAs2noAkJubi+HDh0ddLzs7G8eOHTNNr6mpAQDk5OSErbd69Wp89NFHePHFF1FdXa3MO3/+PKqrq5GVlYX09PSo20JERKpYYwIRESUGxgMiIgIYD7yEHSedxO4Yp4ZpzNTIY7Ka1q9Z523QDJGPIsxalZLIb6GJsXNN2zTkx9hie6K+T4z9a5XjRH5rhEz5QNT2pvrVnCW9fBcr5Yv1gUq5r6H+8Tdgyvdh1qir5+2cpo5ffMqn7nOLv1EpN4fUnCgyJ4nMaSKPmWQY6vZCerNYQC3K68r2OReXpWG6JiJvr3OuY8l+HhV76+9+CgoKUFFRgXPnzikJ4tuG3yooKAhb7/Dhw2hubsZXv/pV07zVq1dj9erV+M1vfhN26DAiIiIy51GQuSJMxH2PzA3hs7ivkfc94ZbXxd2OXEbOl20OmXLmQcyX+S+SO1iylV/cu/nF/aFV/g55zOT+yPY2aeoQpQ0tao6T+uZP1PqhT9XNWew/YM7t2Ozvp64jWX2GSE4KqNsUzyU+qPPlMUm2uKeWeWB0cRla57mxd84hnuv8YnvyHDm5bmXOEsvrOMbPolXOEyIiIko87DghInKZYWgwHLxC6aQOABQXF2PJkiV46aWXMHfuXABAMBjEypUrUVRUhMGDBwNo7Sipr69Hfn4+AODWW28N26kybdo0TJ48Gffddx+KiooctYmIiFq5HROIiMibGA+IiAhgPPAS/myCiMhlegz/nSgqKsKMGTPw2GOPobS0FC+99BLGjx+P6upqPP300+3LzZo1C1dccUV7OT8/H1OnTjX9B4BLL70UU6dORXZ2tsNWERER4H5MICIib2I8ICIioPvEg7Nnz6KkpASZmZno1asXxo0bh/feey/q+lVVVZg0aRJ69+6NjIwM3HnnnTh58qSyzIcffojS0lIUFBSgT58+yM7OxpQpU7B7927T+hYuXAhN00z/A4GAadlo8Y0TIiKXdcWvB1avXo3HH38ca9aswZkzZzBq1Chs3LgRY8aMcbxOIiKKHX9RRkREAOMBERG16g7xQNd1TJkyBfv27cMjjzyCAQMGYNmyZRg7dizeffdd5OXlRax/9OhRjBkzBv369cPixYtRW1uLJUuW4IMPPkBlZSVSUlpTFSxfvhwrVqzAzTffjPvvvx+ffvopXnzxRXzlK1/BH/7wB9xwww2mdb/wwgvo3fvzVAp+v3Uqho6w44Rc1LUvOFmNS+ukdVZ1un4s3K7ePoVjwDy2dLT1nAoEAigrK0NZWVmHy2zZsiW6dhiJmAmGiKhrdEVMICIi72E8ICIioHvEg/LycuzYsQPr1q1DcXExAGDmzJkYNmwYFixYgNdeey1i/cWLF6Ourg7vvvsuhgwZAgAoLCzEhAkTsGrVKpSUlAAAbrvtNixcuFDpCLn77rtxxRVXYOHChWE7ToqLizFgwIBO2U/+VZWIiIiIiIiIiIiIiCyVl5dj4MCBmD59evu0zMxMzJw5E7/97W8RDAYj1n/jjTdw0003tXeaAMANN9yAYcOG4fXXX2+fdtVVVymdJgBw8cUX41//9V9RVVUVdt2GYeDcuXOd8qNfdpwQEbnMiOE/ERElFsYEIiICGA+IiKhVd4gHe/bswZVXXgmfT+1aKCwsRH19Pfbv399h3WPHjuHEiRO4+uqrTfMKCwuxZ88ey+1//PHHHb5Vctlll6Ffv37o06cP7rjjDvzzn/+0XF9HOFQXEZHLdEOD7mDsSSd1iIjI2xgTiIgIYDwgIqJWscaDAwcOmOZlZmYiKysr5ra1qampCZszNzs7GwBw/PhxjBw5ssO6Fy4r658+fRrBYBCpqalh62/btg07d+7ED3/4Q2V6//798b3vfQ/XXHMNUlNTsW3bNvz85z9HZWUldu/ejb59+9raR4AdJ53GEP16GrSI8wE9tvUb9up3tFa1qK7T0JrFfPmCkljeqm/TaFFri7LV60+GWN68gNqeZr1BKdcZZ5Sy5lOTA4V0df3JRrJFi4BmcYzO+85F3KZsk2yzJPfZMJ0DlTym8pib1m86Z/bOubn9cn0WX/RRXMeW15WJvC7VfbD+bMafAbvfAJ/XIyKixMKY0LP4LB6CrfLj6eLMW90/y+UB+/c+ss261rmDFsg2huT9ocX2rPZHHtMkqA/hKX51+IeQuH9u1tRnAt2IPPQEAPg0dRvJ/l4RtynbZHUdyH0OWRwDeUzDXReRaDYHqrC6ziW5P06+E632yXRMO+V5unMxHhARERB7PJg6dapp3oIFC7Bw4cKw9XRdR1NTU1TbSE1NhaZpaGhoCNuxEQgEAAANDQ2meW3a5lnVDzf/xIkT+Na3voVLL70UpaWlyrwHH3xQKd98880oLCzE7bffjmXLluHRRx+12DszdpwQEbnMMADDwa8HmJOdiCjxMCYQERHAeEBERK1ijQcbNmxAbm6uMi8zM7PDeu+88w7GjRsX1TaqqqqQn5+PtLS0sHlMGhsbAQBpaWkdrqNtnt36dXV1uOmmm3D+/Hls377dlPsknG9961uYM2cO/vd//5cdJ0REREREREREREREPVFubi6GDx8e9fL5+flYuXJlVMu2Da+VnZ3dPuTWhdqm5eTkWK6jo/oZGRmmt02ampowffp0vP/++3jzzTcxYsSIqNoLAIMHD8bp06ejXv5C7DghInKZDqdDEBARUaJhTCAiIoDxgIiIWrkdDwYNGoTZs2fbqlNQUIBt27ZB13UlQfyuXbuQnp6OYcOGdVj3C1/4AjIzM7F7927TvMrKShQUFCjTdF3HrFmzsHnzZrz++uu47rrrom6nYRiorq7Gl7/85ajrXIgdJ45FzlkS+9uyVuuPZpxZq/wTcm5ITJB5W6xymljk65DLi3wfIU1ejvbyaRhivOGmlk/VtYnxioN+NR/JWTEWsV+zznESMtScIKEW0YZQnVJuEWXZZqt9CukiB4lprF6RE8XyShTnVCwe6zk37Y+8xuJwHVvVt64d/3fdW1+7dFaPiIgSC2NCYpG51KxyVVjVt6J3wp9M7eaGSLJ57Vkdg5Dp/lDNQ6hb5KIIIXL+Dpm3sJeuDuvgEzlU0pL7KeWWJHE/LnMChuGHus0kmfPEUMtperqYL/KqiH1qlvtscU5MeWRMx1wV73Nuvubi/6d/tz+bTnRFPAgGg/iP//gPrFmzBmfOnMGoUaPw5JNPYsKECRHrrV+/Hr/+9a/xpz/9CR9//DEGDx6Mm266CY8//jguuugi5w0iIqJu8XxQXFyM8vJyrF+/HsXFxQCATz75BOvWrcPXv/515Y2RgwcPAgC++MUvtk+7+eab8corr+DIkSMYPHgwAGDz5s3Yv38/Hn74YWVb//7v/45f//rXePHFFzF9+vQO23Ty5EnTkGQvvPACTp48iUmTJjnaz4TsONm8eTNeffVVbN++HUePHsWgQYMwfvx4PPHEE+2vAxERdRUDGnQHD1+GCw9siYbxgIi8rjvEhJqaGjz//PPYtWsXdu/ejdraWlRUVGDs2LGutSFWjAdE5HVdEQ9mz56N8vJyPPTQQ8jLy8OqVaswefJkVFRU4Nprr+2wXklJCXJycnDHHXdgyJAh+OCDD7B06VJs2rQJ7733XsSx7b2AMYGIvKw7PB8UFxfjK1/5Cu666y789a9/xYABA7Bs2TKEQiEsWrRIWfb6668HAFRXV7dPmz9/PtatW4dx48bhwQcfRG1tLcrKyjBy5Ejcdddd7cv99Kc/xbJly3DNNdcgPT0dv/zlL5V1T5s2Db169QIADB06FLfccgtGjhyJQCCA7du3Y+3atSgoKMB3vvMdR/uZkB0n8+bNw+nTpzFjxgzk5eXh0KFDWLp0KTZu3Ii9e/di0KBBXd1EIurBdMP6l4Ed1SN7GA+IyOu6Q0z46KOP8NRTTyEvLw8jR47Ezp073dt4J2E8ICKvczseVFZWYu3atSgrK8PcuXMBALNmzcKIESNQWlqKHTt2dFi3vLzc1Hl+1VVX4dvf/jZeffVV3Hvvvc4a5RLGBCLysu7wfOD3+7Fp0yY88sgj+NnPfoaGhgaMHj0aq1atwuWXX25Zf/Dgwdi6dSu+//3v49FHH0VKSgqmTJmCZ555RnlbZe/evQCAnTt3hn0G+fvf/97ecXL77bdjx44deOONN9DY2IihQ4eitLQUP/jBD5Cenm6qG42E7Dh59tlnce211ypjrE2aNAnXXXcdli5diieffLILW0dERG5hPCAiit1VV12FU6dOISMjA+Xl5ZgxY0ZXN8k2xgMiIlV5eTn8fj9KSkrapwUCAdxzzz2YP3++MnyKFO6Nw2nTpuHb3/42qqqq4tXkTsOYQEQUu/79+2P58uVYvnx5xOUufNPkQsOHD8ebb74Zse6qVauwatWqqNrzi1/8Iqrl7EjIjpMxY8aEnZaRkRHHIB7vbj25/sjj0sZjG7HvocX6RH4Ouwyo9UP6p6Ks5jQJWg5P7CT/hhV7R1HuU+dfZvE+5/a2F59teE93GK8yUXRNPCAiil53iAl9+vRxb2Nx0lXxIN55Eazyk3QGuQ9+kYMkVnIfdHn/GyPZ3nQjPWLZOkdg7GK9LlrEPbQsxyre51xy4zqW3MhZYpfb8WDPnj0YNmwY+vbtq0wvLCwE0Por3446TsL5+OOPAQADBgxw1iAX8RmBiLysOzwf9BQJ2XESTm1tLWpra7tFECeixKY7HK/SSR0yYzwgIi9hTOg6jAdE5CWxxoMDBw6Y5mVmZiIrKytsvZqamrD5PNqmHT9+3FY7nnrqKfj9/vYkwd0NYwIReQWfD7yjx3Sc/PSnP0VTUxNuueWWiMudOHECJ0+eVKaFuwEhIooFfwnQdaKNBwBjAhG5I5aYYPcPZfQ5xgMi8ppY4sHUqVNN0xYsWICFCxeGXb6hoUEZR75NIBBonx+t1157DStWrEBpaSny8vKirucl/JsREXkJ/2bkDZ7vONF1HU1NTVEtm5qaCk0z96698847WLRoEWbOnInx48dHXMeyZcuwaNEiR20lIqL4cTseAIwJROR9dv9Q1hnfpV2N8YCIyGzDhg3Izc1VpmVmZna4fFpaGoLBoGl6Y2Nj+/xobNu2Dffccw9uvPFG/OhHP7LR4s7BvxkREVG8eL7j5J133sG4ceOiWraqqgr5+fnKtA8//BDTpk3DiBEjLJPVAMD9999vSnh54MCBsA+lkVk9ZNrtOuyMh1arbVptQ+b8sMrvIbcn1+8TcyNv3zzesBzLVx17V9OS1bk+9cbPp6WK+SmivnWOE8NQj0FIV2/YdCMo5qu/2jEMmWjFYp9sHyN5jqzOiRTrOZfcuI7tbtP9bnwd9rPjtNXrydyOB0DkmFD5rc04kd4vusbHaNxOuzHIvoprNsR1/W7sw4XivT9uSLRjlgjXcZvq+k+tF4pSrDHB7h/KYv0u9QKvxYML+bo4p0k0+Tms7iflPsS6T+YcJmpZtlmP8Y5H5uNIEvezyeIROFnc88uyX5PHw5rcg5D42WizeIYwlUWelxaxxlCMOU18Fs9hbl8DUjyu484Wj7wsscaD3NxcDB8+POp62dnZOHbsmGl6TU0NACAnJ8dyHfv27cM3vvENjBgxAuXl5UhKcv9PTN33b0ZEROHxb0be4fmOk/z8fKxcuTKqZeX4nEeOHMHEiRPRr18/bNq0KarElllZWRzagIjiSjda/zup15O5HQ8AxgQiir9YY4LdP5TF8l3qFYwHRJSI3H5GKCgoQEVFBc6dO6ckiN+1a1f7/EgOHjyISZMmISsrC5s2bULv3r2dNSRG/JsRESUa/s3IOzzfcTJo0CDMnj3bdr1Tp05h4sSJCAaD2Lx5s2cf/Iio5zHg7D2Xnh4DGQ+IKBG5HROcfpd6CeMBESUit+NBcXExlixZgpdeeglz584FAASDQaxcuRJFRUUYPHgwAODw4cOor69X3tT4+OOPMXHiRPh8Prz55psR33SMN8YEIko0/JuRd3i+48SJuro6TJ48GceOHUNFRUW3TU5GRInJMDTohv3hAwwHdXo6xgMi8jrGBHcwHhCR17kdD4qKijBjxgw89thjOHHiBHJzc/HKK6+guroaK1asaF9u1qxZ2Lp1K4wLhpybNGkSDh06hNLSUmzfvh3bt29vnzdw4EBMmDDBUZvcwphARF7G5wPvSMiOk9tvvx2VlZW4++67UVVVhaqqqvZ5vXv3jtPYk5Hzd5hHmpPL2+0XjGZ0XclqLFx7OUdk/g3D7vo1mb9DzUlipuYDMQx1e3J9fl8vpZySpL52G/CruQmStTRRDli0B2g2GkVZzWHSGFLHQG9qUY9BSD+vlK32yf4xkvMjnyNNnFMzec6t8s5ITq5bu6M0xpq3hX30iaRr4gERUeJ58sknAQB/+ctfAABr1qxp/0PZD3/4wy5rV7S6Kh50dm4IyUl+EKv8FrHWt8q5Z853oc5v0dT7ScNin/zikdZvyPnq/WuquL8O+NT9CfhFzhNx6yhznoRjymkidqExpK6jUVfLuqgvc5zomjo/JHKiSJo4Z0kWx8ic48TeObebp8aN6zjen8XuavXq1Xj88cexZs0anDlzBqNGjcLGjRsxZsyYiPX27dsHAHj66adN86677jrPd5zwGYGIiKKRkB0ne/fuBQC8/PLLePnll5V5Q4cOZRAkoi5lGOE6taKrR/YwHhCR13WXmPD4448r5Qu/U7tDxwnjARF5XVfEg0AggLKyMpSVlXW4zJYtW8Jss3s/mDAmEJGXdZfng54gITtOqquru7oJREQd0mH/PZq2emQP4wEReV13iQnd/Y9kjAdE5HXdJR4kAsYEIvIyxgPvSMiOEyIiL+OvB4iIqA1jAhERAYwHRETUivHAO9hx4pjdMVKt8irYra8KN6areXzhGPOqaKINhtwH2UaRr8MqD4xcv2TI+ZHPgSbW59fU/CBJWqpSTtHSlXKyoc6PZhtyDGa5Tbl8mDWKcmzHSBPtMZ9xi/VZnnMrFucoqus28nVlzW5elVjzD1kz4OyXAIyBRESJhzGBvM5uLgm7OVNiZTefhmydzFlnFPdFAAAgAElEQVQic5qk+NT5/ih2L2RKzipznqjz7R4xu/scK7vnXF4zuu37956J8YCIiADGAy9xkqmZiIiIiIiIiIiIiIgoIfGNEyIil+lG638n9YiIKLEwJhAREcB4QERErRgPvIMdJ0RELjPg7BVKxkAiosTDmEBERADjARERtWI88A52nDhmlT9EinUc2sj5RMx5IcKJ8SNkmd8i8nzZRpl/w/76I++PIdYXMpqVcosRFO0Rx1SzPmfNRmPEdcptyjaZyX2K7RhZXxdyfX6b27NicY6iuibj+9kxi3+oMeDslwAMgkREiYcxgbxO5tOwynkS3f1d55HtsSJbFxKZVK3yj5jSl4TRIjbSLG5H5TbtHjG5z6E45zwxP8dFPudu52BJFIwHREQEMB54CTtOiIhcZhit/53UIyKixMKYQEREAOMBERG1YjzwDiaHJyIiIiIiIiIiIiIi+gzfOCEicpkOZwOQcdADIqLEw5hAREQA4wEREbViPPAOdpzEjd1cFp29/tjXaXT6C0kyX4cYG1dT84FIhhGyNV/X1fwjTS2iNYY6wa+lirL1xyMk1hESOU5aQg0R22R3nyxT6Zhykti7TuyPSW33OnTja9wq/1DXhxLdcDZepZM6RETkbYwJiU0X9yU+i5s5ubxddvN9OGGV88RufgtZP0kcAl2LvE8+i6Qj8v62Wd5f6xGLaLLIeRJ+m6oWMXZGk65uRbbJ6p7ctM8Wzy1yebvXSWefcyvxuI7d/iw6wXhAREQA44GXsOOEiKgLMJ4REVEbxgQiIgIYD4iIqBXjgTew44SIyGX89QAREbVhTCAiIoDxgIiIWjEeeAeTwxMREREREREREREREX2Gb5x0mnh367nRbSi3ETn/RqzrNyCSjliMT2x9DESOE6NerR1S84+E9POifmf0I8o8LjJvjDym9vbJMOUwkexeJ/E+51bbc4P3utwNo/W/k3pERJRYGBN6ls7Om6BFlXEjNlZt1mO8f5T74IdfLcd4yFrkMwJkfhG13BCS+UBiP8byGMocJrJNVse8s4+RFO9zLrlxHUtdkcPECuMBEREBjAdewo4TIiKX6XCWor7r09oTEVFnY0wgIiKA8YCIiFoxHngHh+oiInKZYXw+ZqWd//z1ABFR4mFMICIigPGAiIhadZd4cPbsWZSUlCAzMxO9evXCuHHj8N5770Vdv6qqCpMmTULv3r2RkZGBO++8EydPnlSWqa6uhqZpYf+vXbvW0Trt4BsnREQuM+BsADE+ExERJR7GBCIiAhgPiIioVXeIB7quY8qUKdi3bx8eeeQRDBgwAMuWLcPYsWPx7rvvIi8vL2L9o0ePYsyYMejXrx8WL16M2tpaLFmyBB988AEqKyuRkpKiLH/bbbdh8uTJyrRrrrkmpnVGgx0nZIMcezbWj6TdsWytti/nixeqNLWsITnifEdkThOtWcyXbZYv0lntk5V4nyPelhO1KXztegwffokr26q4ZkPctzFu59S4rt+NfbhQvPfHDYl2zBLhOm7zl78cBUa+5cq2qHuJd96Ezsi3YaWr98HuPlrn41DnN4s8i7oWOd+IYco/Yj0Qhg/yucMXcb7PiJznpauPWWdLhOuYiIioJysvL8eOHTuwbt06FBcXAwBmzpyJYcOGYcGCBXjttdci1l+8eDHq6urw7rvvYsiQIQCAwsJCTJgwAatWrUJJSYmy/JVXXok77rijU9cZDQ7VRUTkMh3OXrvkeJVERImHMYGIiADGAyIiatUd4kF5eTkGDhyI6dOnt0/LzMzEzJkz8dvf/hbBYDBi/TfeeAM33XRTewcHANxwww0YNmwYXn/99bB16urq0NTU1KnrtMKOEyIit3029qTd//zhHBFRAmJMICIigPGAiIhadYN4sGfPHlx55ZXw+dSuhcLCQtTX12P//v0d1j127BhOnDiBq6++2jSvsLAQe/bsMU1ftGgRevfujUAggNGjR+OPf/xjzOuMBofqIiJymQ5nvwTgr8mIiBIPYwIREQGMB0RE1CrWeHDgwAHTvMzMTGRlZcXSLEVNTQ3GjBljmp6dnQ0AOH78OEaOHNlh3QuXlfVPnz6NYDCI1NRU+Hw+TJw4EdOmTcMXvvAFHDp0CM8++yy+9rWv4Xe/+x2mTJlie512sOOk09gdp9VuN2BnjANrtU2LHCGW7OXr0MTYvVYM0/pCoizGCtYCatmnlv2+VFFWkwT5NZEDJYyQoeYwCelNoqy+mqbrjWrZUMtW+6TZvA4M0/qscqh09jmX3LiOY91m/LvodcOAbsp3E109IiJKLIwJPYv5flZl915PcpI7wioXhFWbrVjtk2yzOT+IVX21fS3i/jckys0iB2GTpt6/N0Pcz4vlneQ48Rvqc0Uy1OeOFFGWh9wnHtuTxHOU1TEyn0OZt8Vb10A0Ys1hEu/PohOMB0REBMQeD6ZONed9XLBgARYuXBi+nq5HHALrQqmpqdA0DQ0NDWE7IQKB1r+9NjQ0dLiOtnlW9VNTUzFkyBC8+eabyjJ33nknvvSlL2HOnDntHSd21mkHO06IiIiIiIiIiIiIiLq5DRs2IDc3V5mWmZnZ4fLvvPMOxo0bF9W6q6qqkJ+fj7S0tLB5TBobW38gnpaW1uE62uY5rZ+RkYG77roLP/nJT3D06FFccsklMa+zI+w4ISJymdOhJ/lbMiKixMOYQEREAOMBERG1ijUe5ObmYvjw4VHXy8/Px8qVK6Natm0orOzs7PbhsS7UNi0nJ8dyHR3Vz8jIsHwzZPDgwQCA06dP45JLLumUdYbDjhMiIpcZBqA7iIJ8C5+IKPEwJhAREcB4QERErdyOB4MGDcLs2bNt1SkoKMC2bdug67qSIH7Xrl1IT0/HsGHDOqz7hS98AZmZmdi9e7dpXmVlJQoKCiy3f+jQIQCfv0nTGesMhx0nXUaOmWr36o4mF0XnpomT47zaH+vWos1a5Pmaoe6POVuHyKGiqZe3zGmS5FNf0UoWZSc5TprR8Rh+AGAYLWobDXlMVaaxdS2OEQx5zuXyMudJZLGfcyvxuI7dH4/YLuOzf07qERFRYmFMSGzxPk9OckPEKpocHxeS+T6s7tXk/afVPoZsHmPZ/hDU+/NmTR3iocVQyyGo9//h+KE+RyRp6jZ9hnpM9Bgfy62Okd27aXndxn7OO5/c51hznkjyGLiR84TxgIiIgO4RD4qLi1FeXo7169ejuLgYAPDJJ59g3bp1+PrXv6683XHw4EEAwBe/+MX2aTfffDNeeeUVHDlypP3tkc2bN2P//v14+OGH25c7efKkaZixY8eO4eWXX8aoUaOUZPDRrtMOdpwQEblMd/jrASd1iIjI2xgTiIgIYDwgIqJW3SEeFBcX4ytf+Qruuusu/PWvf8WAAQOwbNkyhEIhLFq0SFn2+uuvBwBUV1e3T5s/fz7WrVuHcePG4cEHH0RtbS3KysowcuRI3HXXXe3LlZaW4uDBg7j++uuRk5OD6upqvPjii6irq8Pzzz+vbCfaddrBjhMiIiIiIiIiIiIiIrLk9/uxadMmPPLII/jZz36GhoYGjB49GqtWrcLll19uWX/w4MHYunUrvv/97+PRRx9FSkoKpkyZgmeeeUZ5W2XixIn47//+b/z85z/HmTNncNFFF2HMmDH44Q9/iCuvvNLROu1gxwkRkcsMOBtIjz8mIyJKPIwJREQEMB4QEVGr7hIP+vfvj+XLl2P58uURl7vwTZMLDR8+HG+++WbEurfddhtuu+22qNsUzTrtYMcJEZHLDMOA4SBrl5M6RETkbYwJREQEMB4QEVErxgPviH/WNooTXfyPP0P88zoDuvrfUP9bLu/gv2mdYptWy3tN15xz969tt8k9tPPfqWAwiHnz5iEnJwdpaWkoKirCW2+9ZVlv/fr1uOWWW3DZZZchPT0dl19+OebMmYOzZ8/G0BoiImrTFTGBqDuxugN3mwaf5X+3ee0YkTOMB0REBDAeeAnfOCEicpkBZ78EiOWxd/bs2SgvL8dDDz2EvLw8rFq1CpMnT0ZFRQWuvfbaDuuVlJQgJycHd9xxB4YMGYIPPvgAS5cuxaZNm/Dee+8hLS0thlYREVFXxAQiIvIexgMiIgIYD7yEHSdERAmusrISa9euRVlZGebOnQsAmDVrFkaMGIHS0lLs2LGjw7rl5eUYO3asMu2qq67Ct7/9bbz66qu4995749l0IiIiIiIiIiIi13GoLiIil7Ul+rL73+mvB8rLy+H3+1FSUtI+LRAI4J577sHOnTtx5MiRDuvKThMAmDZtGgCgqqrKYYuIiKiN2zGBiIi8ifGAiIgAxgMv4RsnnUZenprN5WMVj5Hs5DplP5vdbarLG2J9Wpi8I+rykY+Zab7RrG7dCCrl5pBonVhe06z7FWWulJDeFHGbhtiG3X2yf4xiO0exn3O72+sMXf1ZtKYbBnQHr106qQMAe/bswbBhw9C3b19lemFhIQBg7969GDx4cNTr+/jjjwEAAwYMcNQeIiL6nNsxgdylWd6HxEbmr/BFsb1Yc174bP72zu4x6Oy8erK9fvEInIwU2QB1eS1ZzBYPEWFo8CvlJCPyNmWb7B7jzj5m8pzZbY9dXXEdx/uz6QTjARERAYwHXsKOEyIilxmf/XNSDwAOHDhgmpeZmYmsrKyw9WpqapCdnW2a3jbt+PHjttrx1FNPwe/3o7i42FY9IiIyizUmEBFRYmA8ICIigPHAS9hxQkTksrbXKJ3UA4CpU6ea5i1YsAALFy4MW6+hoQGpqamm6YFAoH1+tF577TWsWLECpaWlyMvLi7oeERGFF2tMICKixMB4QEREAOOBl7DjhIiom9mwYQNyc3OVaZmZmR0un5aWhmAwaJre2NjYPj8a27Ztwz333IMbb7wRP/rRj2y0mIiIurPNmzfj1Vdfxfbt23H06FEMGjQI48ePxxNPPBH2jUYiIiIiIqLurkd0nNx3331Yvnw5pkyZgo0bN7q01c5+PcqN162stmE9nq+99cucJ7ES6xP5REK6yEcC9Vf2LSF1LGJEkeMEhtwHeYxkmyLPN4v1GFnViPc5t7u9ePDeq4oGDEfjMre9dpmbm4vhw4dHXS87OxvHjh0zTa+pqQEA5OTkWK5j3759+MY3voERI0agvLwcSUndM3x0TTwgIupYrDHBDfPmzcPp06cxY8YM5OXl4dChQ1i6dCk2btyIvXv3YtCgQa61pbMkajyINe9DOG7nadHF/adVvgurfZbtTzLUe34fAkpZ5h+ROQ2d0ESOEJkzxGeobbQ65i2dfIysuJ0PJB7XcXfQHeJBokrUmEBE3RPjgXfEN8ubB+zevRurVq1qH5KGiKirtSX6cvLfiYKCAuzfvx/nzp1Tpu/atat9fiQHDx7EpEmTkJWVhU2bNqF3796O2tHVGA+IyIvcjglOPPvsszhw4ACeeuop3HvvvVi8eDE2btyIf/7zn1i6dKlr7egsjAdE5EVdEQ+CwSDmzZuHnJwcpKWloaioCG+99VZUdY8dO4aZM2fioosuQt++ffHNb34Thw4dctyWrsKYQERe0x2eD3qKhO44MQwDDzzwAGbNmoWBAwd2dXOIiAB8nujLyT8niouLEQqF8NJLL7VPCwaDWLlyJYqKijB48GAAwOHDh/Hhhx8qdT/++GNMnDgRPp8Pb775ZsQhwbyM8YCIvMrtmODEmDFj4PP5TNMyMjJQVVXlWjs6A+MBEXlVV8SD2bNn49lnn8Xtt9+O559/Hn6/H5MnT8b27dsj1qutrcW4ceOwdetWzJ8/H4sWLcKePXtw3XXX4dSpU47b4zbGBCLyou7wfNBTdM+xVqK0Zs0a/PnPf8b69euxefPmrm4OERGA1sHDnL126UxRURFmzJiBxx57DCdOnEBubi5eeeUVVFdXY8WKFe3LzZo1C1u3boVxwa8UJk2ahEOHDqG0tBTbt29XHqIGDhyICRMmOGyVuxgPiMir3I4JnaW2tha1tbUYMGBAF7fEHsYDIvIqt+NBZWUl1q5di7KyMsydOxdA6/PAiBEjUFpaih07dnRYd9myZfjb3/6GyspKjB49GgDwta99DSNGjMAzzzyDxYsXO2yVuxgTiMiLuuvzQSJK2I6T8+fPY968eZg/f363HHe5Z4h3HhiZX0SOT6z+ctKAmhNFM6zH8rXuzbUaEznWHCRE0Vm9ejUef/xxrFmzBmfOnMGoUaOwceNGjBkzJmK9ffv2AQCefvpp07zrrruuW3ScxCseVH5rM06k9+u09UUybufUuG+j4poNcV2/G/twoXjvjxsS7ZglwnXcprr+U1e2E40DBw6YpmVmZiIrKyuu2/3pT3+KpqYm3HLLLXHdTmdy4/nAKtdErNzI/eC1fYh1n+X++MQjsMwvYq4f+yANusUzgdU+xjrfLq9dA04kwj7EW3l5Ofx+P0pKStqnBQIB3HPPPZg/fz6OHDnS/mZ6uLqjR49u7zQBgPz8fFx//fV4/fXXu0XHCf9mREREVhK24+Q///M/kZaWhocffthWvRMnTuDkyZPKtHAPpERETulwlugrlge0QCCAsrIylJWVdbjMli1bTNOMBBgj02k8ABgTiCj+Yo0JU6eaO6QWLFiAhQsXhq+n62hqaopqG6mpqdA08x8f33nnHSxatAgzZ87E+PHjo290F2M8ICIvc/sZYc+ePRg2bBj69u2rTC8sLAQA7N27N2zHia7reP/993H33Xeb5hUWFuKPf/wjzp8/jz59+jhql1v4NyMi8qqu+JsRhef5jhMnD3f79+/H888/j1/96ldITU21tb1ly5Zh0aJFTppKRBQVp2NP9vTxKt2OBwBjAhHFX6wxYcOGDcjNzVXmRcpH9c4772DcuHFRbaOqqgr5+fnKtA8//BDTpk3DiBEjsHz5cput7hyMB0SUiGKNB3bfQKypqUF2drZpetu048ePh613+vRpBINBy7qXX355dDsQI/7NiIgSDf9m5B2e7zhx8nD34IMP4l/+5V9w8803297e/fffjxkzZijTDhw4EPbXfERETvDXA864HQ8AxgQiir9YY0Jubi6GDx8edb38/HysXLkyqmXlH8WOHDmCiRMnol+/fti0aVOX/ZqY8YCIEpHbbyA2NDSE7TQIBALt8zuqB8BR3Xjg34yIKNHwb0be4fmOE7sPd2+//Tb+8Ic/YP369aiurm6f19LSgoaGBlRXVyMjI8P0OmqbrKysuI8J3TmiGbM11g+M3XFhrbZntT6r8YPl2MBye+r6NS1ZzFXLPl9KxO1rmvV4xua8KWpZ19Vfvsg8Koahlq32yf4xkmI9R3bXZ8WN69h7DE2Hrlmdq/D1ejK34wHQnWICEXVXbseEQYMGYfbs2bbrnTp1ChMnTkQwGMTmzZvD/tLYLYwHXctu7gi7D/Hy15JW+UFkDhLNlNNELfvhV8pJcr54BpD1ndy9ymMQEs8QLXI+QhHrd/YxshLvc06tYo0Hdt9ATEtLQzAYNE1vbGxsn99RPQCO6sYD/2ZERImGfzPyDs93nNh9uDt8+DAAYPr06aZ5x44dw6WXXornnnsODz30UGc1kYiIXMB4QETUNerq6jB58mQcO3YMFRUVyMvL69L2MB4QEZnZfQMxOzsbx44dM02vqakBAOTk5IStl5GRgdTU1Pbl7NSNB8YEIiKKF893nNg1fvx4/OY3vzFNLykpwdChQ/GDH/wAI0eO7IKWERG10uHsl3j87YA9jAdE1B10h5hw++23o7KyEnfffTeqqqpQVVXVPq93796eH56E8YCIugO340FBQQEqKipw7tw55e2KXbt2tc8Px+fzYeTIkdi9e7dp3q5du3DZZZd5OjE8YwIReV13eD7oKRKu42TIkCEYMmSIafpDDz2EgQMHev7BjogSn/HZiJVO6lH0GA+IqDvoDjFh7969AICXX34ZL7/8sjJv6NChnv8+ZTwgou7A7XhQXFyMJUuW4KWXXsLcuXMBtA6/tXLlShQVFWHw4MEAWt/QqK+vR35+vlL30Ucfxe7du3H11VcDAD766CO8/fbb7evyKsYEIvK67vB80FMkXMeJd1iNA2u359Bu7olwdTo7B4n8QNrdnr2xdg3T9kOiLNcXOaeJ36eOu+rTkkRZrR+OLnKU6EZL5OXFITNM+2C1T3aPkdWXptvn3I3r2O423R+D2XCY6EuOZ01ERN1fd4gJF44BT97m5Lqwur+0m9/CLqt8HbpmsU8iX4jMYSLze8j9SdbU5f2anC9ypmjWx0M31DY3i7Jsg26ozwBW9/SxHqNYc55YMe2fxXUZj+u2O3I7HhQVFWHGjBl47LHHcOLECeTm5uKVV15BdXU1VqxY0b7crFmzsHXrVhgXXMf3338/fvGLX2DKlCmYO3cukpOT8eyzz2LgwIGYM2eOo/YQEVGr7vB80FP0mI4TPvARERHAeEBERK0YD4iop1u9ejUef/xxrFmzBmfOnMGoUaOwceNGjBkzJmK9Pn36YMuWLXj44Yfx5JNPQtd1jB07Fs8991zEhPRexphARERSj+k4ISLyCl0zoGv2X6G0/DUhERF1O4wJREQEdE08CAQCKCsrQ1lZWYfLbNmyJez0Sy65BOvWrXO8bSIiCo/PB97BjhMiIpfpn/1zUo+IiBILYwIREQGMB0RE1IrxwDvYcdJpEm+MVXN+C6v59j6g7o9LG3l/NE2Mf6xZ7X+Y8YdNnbvW6+hM8pja72uO7zn3plhzqNhnOAyCTPRFRJR4GBN6Fru5H6jz2b3bjcc2I2c1NM+n+PPCZ5PxgIiIAMYDL3H3r7pERASjPdWX3f/84woRUaJhTCAiIoDxgIiIWnWXeHD27FmUlJQgMzMTvXr1wrhx4/Dee+9FXb+qqgqTJk1C7969kZGRgTvvvBMnT55Ullm4cCE0Tevw///93/+1Lzt79uywy+Tn5zveR75xQkRERERERERERERElnRdx5QpU7Bv3z488sgjGDBgAJYtW4axY8fi3XffRV5eXsT6R48exZgxY9CvXz8sXrwYtbW1WLJkCT744ANUVlYiJSUFADB9+nTk5uaa6s+fPx+1tbUYPXq0Mj01NRXLly9XpvXr18/xfrLjhIjIZTp0Z4m++NolEVHCYUwgIiKA8YCIiFp1h3hQXl6OHTt2YN26dSguLgYAzJw5E8OGDcOCBQvw2muvRay/ePFi1NXV4d1338WQIUMAAIWFhZgwYQJWrVqFkpISAMCoUaMwatQope6RI0dw9OhR3Hvvve0dLG2SkpJwxx13dNZusuOk88jXoTo7b4LV+uPB7gfO3j7KV8g6O+eJIUYHNowWpawbYqQ6sbu6pi4fdhuGWkk3miNuU7aps9l/LU8u78Wb7nh/dtx/tZ2JvoiIqA1jQs/ihZwmdu+5ZZtlLoh48xmRt+ezGH1aflZ0sXyLuJ/XLNdnzTDUY9ZiKss2yW1E3oppnw1vfR/Yvc7NeRq74v686z+bjAdERAR0j3hQXl6OgQMHYvr06e3TMjMzMXPmTPzyl79EMBhEampqh/XfeOMN3HTTTe2dJgBwww03YNiwYXj99dfbO07C+dWvfgXDMHD77beHnR8KhVBXV4e+ffs62DMVc5wQEblOh4GQ7f/e7NgiIqLYMCYQERHw/7N353FVlvn/x98HVEDDLSChzDIkCnTMFLQcl/pmLlmUuGSN2WaT2i8ttywTs2wx08poNB13x5KUypomK7fSMButwWTQJhMVc0PFBLRz7t8fwMnjYTsLZ4HX8/E4j8d43fd139dtwnvu87mv+yIPAADFfD8Ptm/frnbt2ikgwLa0kJCQoDNnzig7O7vcvgcOHNDhw4fVvn17u20JCQnavn17hedetmyZmjdvri5duthtO3PmjBo2bKhGjRqpadOmGjFihE6fPl3Fq7LHjBMA8DB/eHoAAOAZZAIAQCIPAADFXM2DPXv22G0LDw9XRESEy2MrlZubW2bhIjIyUpJ08OBBtW7duty+5+97Yf/jx4+XO2Nl586d+uGHHzRu3DiZTCa7vuPGjVO7du1ksVj06aefKjU1Vd9//73Wr1+vOnUcL4NQOAEAAAAAAAAAwM8lJSXZtU2ePFkpKSll7m+xWHT27NkqHTsoKEgmk0kFBQVlFjaCg4MlSQUFBeUeo3RbZf3L2r5s2TJJKvM1XS+++KLNnwcNGqSYmBg9/fTTSktL06BBg8odU3konFSb6n5HanUcv7Jjuro2RMXrabh+RRcc74L1Ri6s1hpm2/VHzCbb6WWVvd9YkowLK8DGhdd04ZonF65xUlkF2dW/I1f/G1X3Wj3e4P0x8DQZAKAUmQB3cveagWVx91oQF465sjVLHHXheM12a55csL7GBeuRnKtkjZWquHDNjt8v+POF2x39O3b078zVdW6qmyf+Hfsi8gAAILmeB+np6YqOjrbZFh4eXm6/jRs3qnv37lU6x65duxQbG6uQkBAVFRXZbS8sLJQkhYSElHuM0m2O9jcMQ8uXL1d8fLzdgvHlGT16tCZNmqTPP/+cwgkA+AOj5H2VzvQDANQsZAIAQCIPAADFXM2D6OhoxcXFVblfbGysFixYUKV9S1+vFRkZaX3l1vlK26Kioio9Rnn9mzZtWuZsk6+//lq//PKL3cySioSEhOjiiy/W8ePHq9znfBROAMDDDCefHuCmCABqHjIBACCRBwCAYp7Og2bNmmno0KEO9Wnbtq02bdoki8Vis0B8RkaG6tevr5iYmHL7XnrppQoPD9e2bdvstm3dulVt27Yts9+yZctkMpk0ePDgKo8zPz9fR48erXDGTUXcOw8aAFApQ0bJEwSOfrz/mjEAgHuRCQAAiTwAABTzhzxITk7Wr7/+qlWrVlnbjh49qpUrV6pv3742M0Z++ukn/fTTTzb9+/XrpzVr1ignJ8fa9sUXXyg7O1v9+/e3O9+5c+e0cuVKde7cWZdffrnd9sLCQuXn59u1T506VYZhqHTrPXYAACAASURBVGfPnk5dJzNO4AB3/wBW9/Fsp7VduL6IoQsWPvLJ/7/p7UF5+/wAAAD+w9NrQVQHb1+Du9e3uPB6zur3cvYsZv+2bd9T3WuAePvfgDvUhGsAAMBXJScnq2PHjrr//vv1448/KiwsTKmpqTKbzZoyZYrNvjfffLMkae/evda2iRMnauXKlerevbsef/xxnT59WtOnT1fr1q11//33253vX//6l44dO1bmovCSdOjQIV133XW6++67FRsba+3zySefqGfPnrrjjjucuk4KJwDgYRaZZXHifZXO9AEA+DYyAQAgkQcAgGL+kAeBgYH65JNPNHbsWL3xxhsqKChQhw4dtHDhQl199dWV9m/evLk2bNigJ554QhMmTFC9evXUp08fzZgxo8z1TZYtW6a6deuWORtFkho3bqzbbrtNa9eu1aJFi2Q2mxUdHa1p06ZpzJgxNq8TcwSFEwDwsNJplM70AwDULGQCAEAiDwAAxfwlD5o0aaJ58+Zp3rx5Fe53/kyT88XFxelf//pXlc71j3/8o8LtjRs31pIlS6p0LEdQOKmCoqLSCdtM9wVqt+LfAX/8TnD2KBZZDMefBOCmyDeU/vc/UHjaY+fcuXN/tZ9j75mT1Xp8T1zD+ar7ejyhpv2d1YR/x6VKf/5dzQOJTPBnpf/9Cy2nvDwSAN5U+juAe4Tayxv3BwB8j7vuEcgD30HhpAr+WKjGEMUTADk5OWrXrp3T/f3l6QGUrTQTUnZv8dxJW6/13LmqS024Bk+raX9nNe165HoeSGSCPyvNgz3n1nl5JAB8AfcItZdX7g8A+CzyoOagcFIFXbt2VXp6upo3b17me9bcZc+ePUpKSlJ6erqio6Or7TyewvX4tpp0PZ66lqKiIuXk5Khr167Vdg74Pk9kQk36+ZS4Hl9Xk66HPIAncY/guJp0LRLX4+vIBHgKeeCcmnQ9NelaJK7HWeRBzUPhpAoaN26sO+64w2Pni46OVlxcnMfOV924Ht9Wk67HE9fi6pPFUunTA0y79FeezISa9PMpcT2+riZdj7/kgUQm+DPuEZxXk65F4np8nb9kAnngv8gD19Sk66lJ1yJxPc4gD2oWCicA4GEWwyKL4XigOdMHAODbyAQAgEQeAACKkQe+g8IJAHicc++rFE8PAEANRCYAACTyAABQjDzwFRROAMDDDMMiw3Bi2iVPDwBAjUMmAAAk8gAAUIw88B2BKSkpKd4eBP7QoEEDdevWTQ0aNPD2UNyC6/FtNel6/OFajhw5otTUVAXVuVgBJsfr1obxu86aj2v48OGKiIiohhHCl/jDv2lHcD2+rSZdj79cC5kAR/jLv+uqqEnXInE9vs4froc8gCP84d+0I2rS9dSka5G4Hm8gD3yPyTAMw9uDAIDaYOfOnYqPj1eDoKsUGBDscH+zpVC/Ff2kzMzMGrVAGwDURmQCAEAiDwAAxcgD38OrugDAwwzDcGoKJXVuAKh5yAQAgEQeAACKkQe+g8IJAHiYIbMMOfG+Sif6AAB8G5kAAJDIAwBAMfLAd1A4AQBPMyzOLdrFQl8AUPOQCQAAiTwAABQjD3xGgLcHAAAAAAAAAAAA4CuYcQIAHmbIkCEn3lcp3lcJADUNmQAAkMgDAEAx8sB3MOPEjzz88MMymUy67bbbvD0Up3zxxRd64IEHFBMTo/r166tly5Z66KGHlJub6+2hVaioqEjjx49XVFSUQkJClJiYqLVr13p7WE759ttvNXLkSMXFxalBgwa6/PLLNWDAAGVnZ3t7aG7xwgsvyGQyKT4+3ttDqZBhmJ3+ABJ54C3kgf/wlzyQyAS4hjzwDvLAf5AHqC3IA+8gD/wHeQBnMOPET2zbtk0LFy5UcHCwt4fitPHjx+v48ePq37+/WrVqpf/973+aPXu21qxZox07dqhZs2beHmKZhg4dqrS0NI0aNUqtWrXSwoUL1bt3b61bt06dO3f29vAc8vLLL+vrr79W//791aZNGx06dEizZ89Wu3bt9M033/hFgJRn//79mjZtmho0aODtoVTKkOHU+yp5egASeeBN5IF/8Kc8kMgEOI888B7ywD+QB6gtyAPvIQ/8A3kAZ5kMw+Bv1ccZhqEbb7xR11xzjb744gvFx8drzZo13h6WwzZu3KjOnTsrICDApq1r1656+umn9fzzz3txdGXbunWrEhMTNX36dI0ZM0aSVFhYqPj4eEVERGjz5s1eHqFjNm/erPbt26tevXrWtt27d6t169ZKTk7W0qVLvTg61wwaNEhHjhyR2WzW0aNHlZmZ6e0h2dm5c6fi4+NVt06EAkx1He5vMc7p3O+HlZmZqbi4uGoYIXwdeeA95IH/8Ic8kMgEuIY88B7ywH+QB6gNyAPvIQ/8B3kAZ/GqLj+wZMkSZWZm6oUXXvD2UFzSpUsXmxAsbWvatKl27drlpVFVLC0tTYGBgRo2bJi1LTg4WA8++KC2bNminJwcL47OcTfccINNCEpSq1atFBcX57P/Dapi48aNSktL06xZs7w9FKBakQfeQx74B/IAtQV54D3kgX8gD1BbkAfeQx74B/IArqBw4uPy8/M1fvx4TZw40WenJrri9OnTOn36tMLCwrw9lDJt375dMTExatiwoU17QkKCJGnHjh3eGJZbGYahX3/91Wf/G1TGbDbrscce00MPPaTWrVt7ezhVYhgWpz+ovcgD7yIPfJ8/5oFEJsBx5IF3kQe+jzxAbUEeeBd54PvIA7iKwomPe+655xQSEqLRo0d7eyjVYtasWTp79qwGDhzo7aGUKTc3V5GRkXbtpW0HDx709JDcbtmyZTpw4IDP/jeozN/+9jf98ssvmjp1qreH4gBDhiwOf8T7Kms18sC7yAPf5595IPlDJmzcuFG33367mjdvruDgYDVr1kw9e/bU119/7bEx4A/kgXeRB76PPEBtQR54F3ng+8gDuIrF4T3EYrHo7NmzVdo3KChIJpNJ2dnZev311/WPf/xDQUFB1TxCxzhzPRfauHGjpkyZogEDBuimm25y9xDdoqCgoMy/+9JF1woKCjw9JLfKysrSiBEj1KlTJ913333eHo7Djh07pmeffVaTJk1SeHi4t4dTZYZhlmT/M1G1fvB35AF54IvIA+/xh0zIzs5WQECA/vrXv6pZs2bKy8vT0qVL1aVLF3388cfq2bOnx8ZSk5AH5IEvIg+8xx/yANWDPCAPfBF54D3kge+gcOIhGzduVPfu3au0765duxQbG6vHH39cN9xwg/r161fNo3OcM9dzvqysLN15552Kj4/XvHnzqmOIbhESEqKioiK79sLCQut2f3Xo0CH16dNHjRo1sr6b098888wzatq0qR577DFvD8VBlpKPM/3g78gD8sDXkAfe5vuZ8NBDD+mhhx6yaRs+fLhatmypWbNmUThxEnlAHvga8sDbfD8PUD3IA/LA15AH3kYe+AoKJx4SGxurBQsWVGnfyMhIffnll/r000+1atUq7d2717rt999/V0FBgfbu3aumTZvavUvRUxy9nvPl5OSoR48eatSokT755BOFhoZWxxDdIjIyUgcOHLBrz83NlSRFRUV5ekhucfLkSfXq1UsnTpzQpk2b/PI6du/erblz52rWrFk2U2ALCwt17tw57d27Vw0bNlTTpk29OErAHnnwB/LA+8gDOKt+/foKDw/XiRMnvD0Uv0Ue/IE88D7yAPAe8uAP5IH3kQfAeQz4pAULFhgqfjlduZ+ZM2d6e5gOO3r0qBEbG2tEREQY2dnZ3h5OpcaMGWMEBgYaJ0+etGl/4YUXDEnGvn37vDQy5xUUFBh//vOfjfr16xubN2/29nCctm7dukp/Rh5//HFvD9NGZmamIckIMIUagQGNHf4EmEINSUZmZqa3LwUeRB74BvLAd/ljHhiGf2bCyZMnjSNHjhi7du0ynnrqKUOSMXHiRI+dv7YjD3wDeeC7yAPuEWoL8sA3kAe+izwgD9yFGSc+6qabbtLq1avt2ocNG6YWLVro6aefVuvWrb0wMuf99ttv6t27tw4cOKB169apVatW3h5SpZKTk/Xqq69q7ty5GjNmjCSpqKhICxYsUGJiopo3b+7lETrGbDZr4MCB2rJliz744AN16tTJ20NyWnx8fJk/I88884zy8/P1+uuv66qrrvLCyCpXvGiXE++rZNplrUQe+AbywHf5cx5IrmfCnj177LaFh4crIiLC1aHZGTBggP71r39JkurVq6dHHnlEkyZNcvt5UDbywDeQB76rtueBp5w4cULjxo3T6tWrdebMGSUkJGjGjBlq165dhf0sFosWL16sVatWafv27Tp+/LiuvPJKDRo0SGPGjLGuC4HKkQe+gTzwXeQB3MVkGIbh7UGg6q644grFx8drzZo13h6Kw5KSkvTBBx/ogQcesHvf5UUXXaSkpCQvjaxiAwYM0OrVqzV69GhFR0dr0aJF2rp1q7744gt16dLF28NzyKhRo/T666+rb9++GjBggN32e++91wujcq9u3brp6NGjyszM9PZQ7OzcuVPx8fEymUJkMjn+jlDDMMswCpSZmam4uLhqGCH8CXngeeSBf/HlPJDclwllmTx5slJSUsrc5sqCrTt27NCRI0eUk5OjRYsW6aqrrtIbb7yhiy66yOHxw33IA88jD/xLbckDT9wjWCwW/fnPf9b333+vsWPHKiwsTKmpqcrJydF3331X4Zfdp0+fVmhoqDp27KjbbrtNERER2rJlixYtWqQuXbroyy+/LHORcFQdeeB55IF/IQ/gMG9PeYFjWrRoYfTp08fbw3BKixYtyp0i16JFC28Pr1wFBQXGmDFjjGbNmhlBQUFGhw4djE8//dTbw3JK165dK5yqWBN07drViIuL8/YwylQ67dKkYCPAVN/hj0nBTk+7LCwsNMaNG2dERkYawcHBRkJCgvHZZ59Vqe/+/fuN/v37G40aNTJCQ0ON22+/3fjpp58cHgPcizzwPPLAv/hyHhiG+zIhPT3dyMzMtPn8+uuv5Z63Kq8uKP3s2rWr3OMUFRUZcXFxRr9+/arjrwcOIA88jzzwL7UlDzzxapZ3333XkGSsXLnS2nb48GGjcePGxt13311h36KiIuPrr7+2a58yZYohyVi7dq3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\n",
"text/plain": [
"<Figure size 1920x1920 with 32 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# prep\n",
"a_F = n ** 2 / (4 * a_f * m)\n",
"\n",
"step_f = 2 * a_f / (n - 1)\n",
"step_F = 2 * a_F / (n - 1)\n",
"\n",
"xs_f = np.linspace(-a_f, a_f, n)\n",
"xs_f_shifted = xs_f - step_f / 2\n",
"xs_F = np.linspace(-a_F, a_F, n)\n",
"\n",
"Xs_f = np.reshape(list(itertools.product(xs_f, xs_f)), (n, n, 2))\n",
"Xs_f_shifted = np.reshape(list(itertools.product(xs_f_shifted, xs_f_shifted)), (n, n, 2))\n",
"Xs_F = np.reshape(list(itertools.product(xs_F, xs_F)), (n, n, 2))\n",
"\n",
"ys_f = ascomplex(f_2d(Xs_f))\n",
"ys_f_shifted = ascomplex(f_2d(Xs_f_shifted))\n",
"\n",
"# analytical\n",
"ys_F_analytical = ascomplex(F_2d(Xs_F))\n",
"\n",
"# fft\n",
"ys_F_fft = ascomplex(finite_fft_2d(n, a_f, step_f, ys_f_shifted, m))\n",
"\n",
"# integral\n",
"ys_F_integral = ascomplex(finite_integral_2d(n, step_f, xs_f, ys_f, xs_F))\n",
"\n",
"figsize(16, 16)\n",
"draw_2d(4, 4, 0, xs_f, ys_f, 'f')\n",
"draw_2d(4, 4, 4, xs_F, ys_F_analytical, 'F')\n",
"draw_2d(4, 4, 8, xs_F, ys_F_fft, 'F_{fft}')\n",
"draw_2d(4, 4, 12, xs_F, ys_F_integral, 'F_{integral}')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}