{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fourier Transforms" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import scipy.fft as ft\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib.ticker as tck\n", "rng = np.random.default_rng()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Fourier transform (FT) of a quantity $t$ is defined as\n", "\n", "$$\n", "\\hat{f}(\\omega) = F(f(t)) = \\frac{1}{\\sqrt{2\\pi}} \\int_{-\\infty}^{\\infty} \\mathrm{d}t\\, f(t)\\, \\exp{ \\left(-i \\omega t \\right)}\n", ".\n", "$$\n", "\n", "In signal processing, taking the integral from $t = -\\infty$ to $t = \\infty$ is not practical. Together with a finite sample space $t$, the integral can be turned into a (discrete) sum, giving a Discrete Fourier Transform (DFT)\n", "\n", "$$\n", "F(t) = \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N-1} f(t_k)\\, \\exp{ \\left(-i \\omega t_k \\right)}\n", "\\label{eq:DFT} \\tag{1}\n", ",\n", "$$\n", "where the sum iterates over each sample $t_k$ up to the end ($k=N-1$) of the signal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Interdependence $\\Delta t$, $T$, $\\Delta f$, $f_{min}$, $f_{max}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The highest frequency $f_\\mathrm{max}$ (also known as the Nyquist frequency) that can be (reliably) measured within a signal is dependent only on the sampling rate ($1/\\Delta t$) of the signal with\n", "$$\n", " f_\\mathrm{max} = \\frac{1}{2} f_\\mathrm{sampling} = \\frac{1}{2} \\frac{1}{\\Delta t}\n", " .\n", "$$\n", "Higher frequencies will fall in between two adjacent samples. This means that these frequencies are then 'measured\\` with differing phases in such a way that they are 'folded' around the Nyquist frequency and appear as aliased frequencies below it.\n", "\n", "Likewise, the lowest frequency depends on the length of the signal $T$, such that over the whole signal one oscillation can be found\n", "$$\n", " f_\\mathrm{min} \\sim \\frac{1}{T}\n", " .\n", "$$\n", "Even lower frequencies will no longer be detected as a frequency. Instead, they will introduce a bias for the $0 Hz$ component in the spectrum." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FTs of ideal signals" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def ft_spectrum( signal, sample_rate, fft=None, freq=None, mask_bias=False):\n", " \"\"\"Return a FT of $signal$, with corresponding frequencies\"\"\"\n", " n_samples = len(signal)\n", " real_signal = np.isrealobj(signal)\n", " \n", " if fft is None:\n", " if real_signal:\n", " fft = ft.rfft\n", " freq = ft.rfftfreq\n", " else:\n", " fft = ft.fft\n", " freq = ft.fftfreq\n", "\n", " if freq is None:\n", " freq = ft.fftfreq\n", " \n", " spectrum = fft(signal) / sample_rate\n", " freqs = freq(n_samples, 1/sample_rate)\n", " \n", " if not mask_bias:\n", " return spectrum, freqs\n", " else:\n", " return spectrum[1:], freqs[1:]\n", "\n", " \n", "def plot_spectrum( ax, spectrum, freqs, plot_complex=False, plot_power=False, plot_amplitude=None):\n", " \"\"\" Plot a signal's spectrum on an Axis object\"\"\"\n", " plot_amplitude = plot_amplitude or (not plot_power and not plot_complex)\n", " alpha = 1\n", " \n", " ax.set_title(\"Spectrum\")\n", " ax.set_xlabel(\"f (Hz)\")\n", " ylabel = \"\"\n", " if plot_amplitude or plot_complex:\n", " ylabel = \"Amplitude\"\n", " if plot_power:\n", " if ylabel:\n", " ylabel += \"|\"\n", " ylabel += \"Power\"\n", " ax.set_ylabel(ylabel)\n", "\n", " if plot_complex:\n", " alpha = 0.5\n", " ax.plot(freqs, np.real(spectrum), '.-', label='Real', alpha=alpha)\n", " ax.plot(freqs, np.imag(spectrum), '.-', label='Imag', alpha=alpha)\n", "\n", " if plot_power:\n", " ax.plot(freqs, np.abs(spectrum)**2, '.-', label='Power', alpha=alpha)\n", " \n", " if plot_amplitude:\n", " ax.plot(freqs, np.abs(spectrum), '.-', label='Abs', alpha=alpha)\n", "\n", " ax.legend()\n", "\n", " return ax\n", "\n", "\n", "def plot_phase( ax, spectrum, freqs):\n", " ax.set_ylabel(\"Phase\")\n", " ax.set_xlabel(\"f (Hz)\")\n", "\n", " ax.plot(freqs, np.angle(spectrum), '.-')\n", " ax.set_ylim(-1*np.pi, np.pi)\n", " \n", " return ax\n", "\n", "\n", "def plot_combined_spectrum(spectrum, freqs, \n", " spectrum_kwargs={}, fig=None, gs=None):\n", " \"\"\"Plot both the frequencies and phase in one figure.\"\"\"\n", " \n", " # configure plotting layout\n", " if fig is None:\n", " fig = plt.figure(figsize=(8, 16))\n", "\n", " if gs is None:\n", " gs = gridspec.GridSpec(2, 1, figure=fig, height_ratios=[2,1])\n", "\n", " ax1 = fig.add_subplot(gs[:-1, -1])\n", " ax2 = fig.add_subplot(gs[-1, -1], sharex=ax1)\n", "\n", " axes = np.array([ax1, ax2])\n", " \n", " # plot the spectrum \n", " plot_spectrum(ax1, spectrum, freqs, **spectrum_kwargs)\n", " \n", " # plot the phase\n", " plot_phase(ax2, spectrum, freqs)\n", " \n", " return fig, axes\n", " \n", "\n", "def plot_signal( ax, signal, sample_rate = 1):\n", " ax.set_title(\"Signal\")\n", " ax.set_xlabel(\"t (s)\")\n", " ax.set_ylabel(\"A(t)\")\n", "\n", " ax.plot(np.arange(len(signal)) / sample_rate, signal)\n", " \n", " return ax\n", "\n", "\n", "def plot_signal_and_spectrum( signal, sample_rate, title=None,\n", " ft_kwargs = {}, spectrum_kwargs = {}):\n", " \"\"\"Plot a signal and its spectrum in one go.\"\"\"\n", " fig = plt.figure(figsize=(16, 4))\n", " \n", " if title:\n", " fig.suptitle(title)\n", "\n", " # setup plot layout\n", " gs0 = gridspec.GridSpec(1, 2, figure=fig)\n", " gs00 = gs0[0].subgridspec(1, 1)\n", " gs01 = gs0[1].subgridspec(2, 1)\n", " \n", " # plot the signal\n", " ax1 = fig.add_subplot(gs00[0, 0])\n", " plot_signal(ax1, signal)\n", " \n", " # plot spectrum\n", " signal_fft, freqs = ft_spectrum(signal, sample_rate, **ft_kwargs)\n", " _, (ax2, ax3) = plot_combined_spectrum(signal_fft, freqs, spectrum_kwargs = spectrum_kwargs, fig=fig, gs=gs01)\n", "\n", " # return the axes\n", " axes = np.array([ax1, ax2, ax3])\n", " \n", " return (fig, axes)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "sample_rate = 1/1e-3 # s\n", "n_samples = int(1e3)\n", "t = np.arange(n_samples) / sample_rate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FTs: constant signal\n", "\n", "A constant signal (also termed offset or bias) results in only a single component in the Fourier transform, at the zero frequency.\n", "\n", "Since often such a component is included in a signal (for example when a signal is not on average zero), it can help to mask out the zero frequency when plotting the spectrum.\n", "Doing this for a constant signal, we get a totally flat spectrum." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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WM+ubK7xmRUrSWyVVp31yP0PSB7dr02czsxGXjoD7bNoUNDe68pFDcOpbgbekj48jaf5pZmZjmBNes+J1LMlIkJtI5uT7uwFMaWBmNmQkLQf+ALxSUp2kDwDnAB+Q9AjwBHDaAM73PyTTrZyQni83P+mXgTMkPUbSPPSCobwOMzMrPG7SbGZmZmZmZkXJFV4zMzMzMzMrSmVZBzBUpk2bFnPnzs06DDMzKxKrVq3aFBGe33IQ/NlsZmZDaW8+m4sm4Z07dy4rV67MOgwzMysSkmqzjqHQ+bPZzMyG0t58NrtJs5mZmZmZmRUlJ7xmZmZmZhlZVbuFy+9ezaraLVmHYlaUiqZJs5mZmZlZIVlVu4WzrlpBc2s748tLuP6CRSyYMyXrsMyKihNeMzMzM7MMrFhTT0trOwDNre2sWFPvhNcGrKWlhbq6Onbu3Jl1KENm/PjxzJw5k/Ly8kGfywmvmZmZmVkGFs2vobREtLYH5aUlLJpfk3VIVoDq6uqYOHEic+fORVLW4QxaRFBfX09dXR3z5s0b9Pnch9fMzMzMLAML5kzhbUfsD8DS017t6q7tlZ07d1JTU1MUyS6AJGpqaoasYu2E18zMzJB0raSXJD3ew3ZJukzSakmPSjpqpGM0K0aTK5Mmm7OnVmUciRWyYkl2c4byepzwmpmZGcD3gZN62X4ycHD6sxi4YgRiMit6O3a1AdCY/mtmQ8sJr5mZmRERvwM297LLacAPIrECqJa0/8hEZ1a8mlpaAWhsccJrhe2nP/0pknj66acBuOeeezj11FMzjsoJr5mZmfXPDGBt3nJduq4TSYslrZS0cuPGjSMWnFmh2l3hbc04ErPBWb58OW94wxu44YYbsg6lEye8ZmZm1h/ddaiKPVZELIuIhRGxcPr06SMQlllha2pOEt4dza7w2shZVbuFy+9ezaraLUNyvpdffpnf//73XHPNNZ0S3m3btnH66adz2GGH8aEPfYj29nba2to477zzOPzww3nNa17DpZdeOiQx9MTTEpmZmVl/1AGz8pZnAuszisWsaOxoTiq7Tc2u8NrgLf35Ezy5fluv+2zf2cLTL2ynPaBEcOgrJjJxfM/z3R52wCQ+//ZX93rOW2+9lZNOOolDDjmEqVOn8uCDDwJw//338+STTzJnzhxOOukkbrnlFubNm8e6det4/PFkjMSGhoYBXuXAuMJrZmZm/XEb8P50tOZFwNaI2JB1UGaFrtEVXhth23a20p62z2mPZHmwli9fzplnngnAmWeeyfLlywE4+uijmT9/PqWlpZx11lncd999zJ8/nzVr1vCxj32MX//610yaNGnQz98bV3jNzMwMScuB44FpkuqAzwPlABHxXeB24BRgNdAInJ9NpGbFpbGjwuuE1wavr0osJM2Zz7l6BS2t7ZSXlfCtM183qDmg6+vr+e1vf8vjjz+OJNra2pDEKaecssf0QpKYMmUKjzzyCHfccQeXX345N910E9dee+1eP39fnPCamZkZEXFWH9sD+MgIhWM2ZuSmI9rhQatshCyYM4XrL1jEijX1LJpfM6hkF+Dmm2/m/e9/P1deeWXHuuOOO4777ruP+++/n2effZY5c+Zw4403snjxYjZt2kRFRQVnnHEGBx54IOedd94gr6h3TnjNzMzMzDIQER3TEXlaIhtJC+ZMGXSim7N8+XIuvvjiTuvOOOMMrrjiCo499lguvvhiHnvsMd70pjdx+umn89hjj3H++efT3t4OwJe+9KUhiaMnTnjNzMzMzDKwq7WdtrQzpaclskJ1zz337LHuwgsv5MILL+x2/yOPPLJjUKuR4EGrzMzMzMwykN9v14NWmQ0PJ7xmZmZmZhnYkTcVkQetMhseTnjNzMzMzDKQS3JL1Dn5NRuoZFzB4jGU1+OE18zMzMwsA7lmzFMnjHOF1/ba+PHjqa+vL5qkNyKor69n/PjxQ3I+D1plZmZmZpaB3EBV0/apYH1DU8bRWKGaOXMmdXV1bNy4MetQhsz48eOZOXPmkJzLCa+ZmZmZWQYa06ru9Inj+MvGlzOOxgpVeXk58+bNyzqMUctNms3MzMzMMpDrtzttn3G0tAXNre0ZR2RWfJzwmpmZmZllINdvd9o+FZ2WzWzoDFvCK+laSS9JeryH7ZJ0maTVkh6VdFSX7ZMkrZP07eGK0czMrNhIqpL0H5KuSpcPlnRq1nGZ2Z52dCS849Jlj9RsNtSGs8L7feCkXrafDByc/iwGruiy/f8A9w5LZGZmZsXre8Au4Nh0uQ74QnbhmFlPmvKaNAM0OuE1G3LDlvBGxO+Azb3schrwg0isAKol7Q8gaQGwH3DncMVnZmZWpA6MiK8ALQAR0QQo25DMrDs7mtsoLxWTK8uB3YNYmdnQybIP7wxgbd5yHTBDUgnwdeBf+zqBpMWSVkpaWUzDcJuZmQ1Cs6RKIAAkHUhS8TWzUaapuY2qijKqxpUCsGOXE16zoZZlwtvdt80BfBi4PSLWdrO9884RyyJiYUQsnD59+pAHaGZmVoA+D/wamCXpeuA3wKeyDcnMurNjVytVFaVUVSQzhTa1uEmz2VDLch7eOmBW3vJMYD1Jn6M3SvowsA9QIenliLg4gxjNzMwKSkTcJelBYBHJl8sfj4hNGYdlZt1obG6jqqKUCRWu8JoNlywT3tuAj0q6ATgG2BoRG4BzcjtIOg9Y6GTXzMysd11nOwA2pP/OljQ7Ih4c6ZjMrHeNza1UVZRRmSa8npZo9FhVu4UVa+pZNL+GBXOmZB2ODcKwJbySlgPHA9Mk1ZE0sSoHiIjvArcDpwCrgUbg/OGKxczMbAz4evrveGAh8AhJhfcI4I/AGzKKy8x6sKOjwluWLrtJ82iwqnYL7/7u/xIB48pLuP6CRU56C9iwJbwRcVYf2wP4SB/7fJ9keiMzMzPrRUS8GSBtObU4Ih5Llw8HLsoyNjPrXlNzG9P2qeio8HqU5tHhD3/ZRHskj1ta21mxpt4JbwHLctAqMzMzG3qH5pJdgIh4HHhthvGYWQ92NLdSNa6McWUllJbI8/COEofPmNzxuLyshEXzazKMxgYryz68ZmZmNvSeknQ18COS2Q/+Hngq25DMrDtNzW1MqChFElUVpR60apSYUzMh+XdqFd9472td3S1wTnjNzMyKy/nAPwEfT5d/B1yRXThm1pNkWqLkz/GqilIPWjVKbG1qAWBSZbmT3SLghNfMzKyIRMRO4NL0x8xGsaaWZNAqgAkVZR60apTIJby5f62wOeE1MzMrIpKeJWnK3ElEzM8gHDPrQXNrOy1t0ZHwVrrCO2o0NDZ3+tcKmxNeMzOz4rIw7/F44N3A1IxiMbMe5AaoyjVpdoV39NiWVna372qlvT0oKVHGEdlgeJRmMzOzIhIR9Xk/6yLim8Bbso7LzDrLTUGUX+H1tESjQ64pcwRs3+kvIQqdK7xmZmZFRNJReYslJBXfiRmFY2Y96KjwjksrvONKWdfghHc0aGjc3Xe3oamZyVXlGUZjg+WE18zMrLh8Pe9xK/As8J6MYjGzHnRUeMvTCm95GY27XE0cDfIHq/LAVYXPCa+ZmVlx+UBErMlfIWleVsGYWfdyc+5WjUtHaR5XSmOLK7yjgRPe4uI+vGZmZsXl5n6uM7MMNbUk1dwJHfPwltG4ywnvaNDQ1MLUCRXJ40YnvIXOFV4zM7MiIOlQ4NXAZEnvzNs0iWS0ZjMbRToqvOmgVVUVpTS3tdPS1k55qWtSWdrW1MLsqVVs3tHsCm8RcMJrZmZWHF4JnApUA2/PW78d+GAmEZlZj3Jz7uYGrcolvo3NbUyudMKbpa1NLRyy30QeXtvghLcIOOE1MzMrAhHxM+Bnko6NiD9kHY+Z9S43525u0KrcfLyNza1MrvSowFlqaGxh34njGF9e4oS3CPjrIzMzsyIg6VPpw7MlXdb1px/HnyTpGUmrJV3czfbzJG2U9HD6c8GQX4TZGNIxSnPeoFX56y0bza3tNLW0MbmynMmV5Wx1H96C5wqvmZlZcXgq/XflQA+UVApcDvwtUAc8IOm2iHiyy643RsRHBxemmUFSyS0tERVpf93KtNLrgauylavoTq5KE15XeAueE14zM7MiEBE/T/+9bi8OPxpYnZvOSNINwGlA14TXzIbIjl1tVFWUIgmACeN2N2m27GxtagZgcmU51ZUVNKTLVric8JqZmRUBST8HoqftEfGOXg6fAazNW64DjulmvzMkvQn4E/CJiFjbdQdJi4HFALNnz+5H5GZjU1NzW8eURNB50CrLTkeFt7KcSZXlrGtoyjgiGywnvGZmZsXha4M4Vt2s65o8/xxYHhG7JH0IuA54yx4HRSwDlgEsXLiwxwTcbKzb0dzakeRC/qBVTnizlEt4q6sqmFxZzlMbtmUckQ2WE14zM7MiEBH35h5LqgAOJUlan4mIvtrk1QGz8pZnAuu7nL8+b/Eq4D8HFbDZGNfU3NYxYBXsrvDucJPmTDU07q7wVleV09DoJs2FzqM0m5mZFRFJbwP+AlwGfBtYLenkPg57ADhY0rw0WT4TuK3LeffPW3wHuwfJMrO9sKO5laryPZs0N7nCm6n8Js2TK8vZ0dxGS1t7xlHZYLjCa2ZmVly+Drw5IlYDSDoQ+CXwq54OiIhWSR8F7gBKgWsj4glJlwArI+I24EJJ7wBagc3AecN7GWbFram5jSkTKjqWc4NWucKbrVzCO2l8Wcd8yNuaWqjZZ1yWYdkgOOE1MzMrLi/lkt3UGuClvg6KiNuB27us+1ze408Dnx6qIM3Guh3NbcyYsrtJ87iyEiRPS5S1hsYWJo4ro6y0hOqqJOFtcMJb0JzwmpmZFZcnJN0O3ETSh/fdJPPqvhMgIm7JMjgzSzTuau0YqApAEhMqyjxoVca2NbUwKa3s5v71XLyFzQmvmZlZcRkPvAgcly5vBKYCbydJgJ3wmo0CjS1tnUZpBqisKPU8vBlraGrpqOzmmjRvbXTCW8ic8JqZmRWRiDg/6xjMrG+Nu9o6VXgBJlSUusKbsa1NLR2JbrUrvEXBCa+ZmVkRkTQP+Bgwl7zP+Yh4R1YxmVlnLW3tNLe1M6FLhbeqoswV3oxtbWrh4H33AfIqvE54C5oTXjMzs+JyK3AN8HPAc2mYjUK5Km7lHgmvK7xZa2jc3aQ514e3wU2aC5oTXjMzs+KyMyIuyzoIM+tZbq7d3FREOVXjylxNzFBEdBq0qry0hH38mhQ8J7xmZmbF5VuSPg/cCezKrYyIB7MLyczy5eba7TpoVVV5KRsamrIIyYCdLUlT81xTZkiaNTvhLWzDlvBKuhY4lWQ+wMO72S7gW8ApQCNwXkQ8KOm1wBXAJKAN+GJE3DhccZqZmRWZ1wDvA97C7ibNkS6b2SiQq/B2HbSqapybNGepoakZgOrKio51kyrL2Zqut8I0nBXe7wPfBn7Qw/aTgYPTn2NIktxjSJLf90fEnyUdAKySdEdENAxjrGZmZsXidGB+RPgvNLNRaseuHiq8npYoU7lKbn6Ft9oV3oJXMlwnjojfAZt72eU04AeRWAFUS9o/Iv4UEX9Oz7EeeAmYPlxxmpmZFZlHgOqsgzCznjV2VHg7J7wTKspc4c1Qbr7d3KBV4CbNxSDLPrwzgLV5y3Xpug25FZKOBiqAv4xsaGZmZgVrP+BpSQ+wuw9vRMRpGcZkZnkae2jSXFlRyq7Wdtrag9ISZRHamNbQTYV3cmW5R2kucFkmvN39FkfHRml/4IfAuRHR7bQKkhYDiwFmz549HDGamZkVms/nPRbwBuCsjGIxs270NGjVhDQBbmxuZeL48j2Os+HVbZPmKld4C92wNWnuhzpgVt7yTGA9gKRJwC+Bz6bNnbsVEcsiYmFELJw+3a2ezczMIuJeYCvwNpLxNE4AvptlTGbWWc/TEiUJsJs1Z2NbLuHNa9I8qbKcXa3t7Gzxa1Kosqzw3gZ8VNINJINVbY2IDZIqgJ+S9O/9SYbxmZmZFQxJhwBnklRz64EbAUXEmzMNzMz20OO0ROlyblArG1kNjS2UCPbJa2qeq/ZubWphfHlpT4faKDac0xItB44HpkmqI2liVQ4QEd8FbieZkmg1ycjM56eHvgd4E1Aj6bx03XkR8fBwxWpmZiaiso8AACAASURBVFYEngb+B3h7RKwGkPSJbEMys+40NbdRIhhX1rmxZVVHk2ZXE7OwtamFSZXllOT1n84NYLW1qYX9Jo3PKjQbhGFLeCOi1/5CERHAR7pZ/yPgR8MVl5mZWZE6g6TCe7ekXwM30P14GWaWsR272qiqKEPq/Cuaq/A64c3G1qYWqis7953Or/BaYcqyD6+ZmZkNkYj4aUS8FzgUuAf4BLCfpCsknZhpcGbWSVNL6x7NmSG/wusmzVloaGrpNGAV7E54PVJz4XLCa2ZmVkQiYkdEXB8Rp5IMCPkwcHHGYZlZnqTC213C6wpvlnJNmvNVV1Z0bLPC5ITXzMysSEXE5oi4MiLeknUsZrZbY3PrHnPwQv60RE54s7CtqYXqqopO69ykufA54TUzMzMzG0GNzW1MGNdNhbdjWiI3ac5CQ2Mzkys7fxExcXwZEmxtbM4oKhssJ7xmZmZmZiNoR3Mbld1UeHdPS+QK70iLCLbtbN2jD29JiZg0vtwV3gLmhNfMzMzMbAQ1NbcyoZs+vOPLSpGS7TayXt7VSlt7dPTZzTe50glvIXPCa2ZmZmY2gnbsaqOym4S3pERUlpeyw314R1xuFOauFd7cugYnvAXLCa+ZmZmZ2QhqamnrGKCqq6qKMg9alYFcBbfrKM0A1VWu8BYyJ7xmZmZmZiNox67u5+GFpB+vB60aedvShLa6as+Ed5KbNBc0J7xmZmZmZiOkrT3Y1dre7bREkEt4XeEdabkmyz01ad7a6IS3UDnhNTMzMzMbIbnqrSu8o8vWXiq81WmFNyJGOiwbAk54zczMzMxGSK56W9XNPLwAE8aVeVqiDPQ1aFVre3gwsQLlhNfMzMzMbITkEt6eB60qpcmJ1Yjb2tRCeWkySnZXuSTY/XgLkxNeMzMzM7MRsmNX0ly5u2mJIBmleYebNI+4rU0tTK6sQNIe23LNnN2PtzA54TUzMzMzGyFNLa7wjkZbm5qZXNn9a5KbqqihqXkkQ7Ih4oTXzMzMzGyE9F3hLXWFNwNJhXfP/ruwu0nzNjdpLkhOeM3MzAxJJ0l6RtJqSRd3s32cpBvT7X+UNHfkozQrfLnq7YQeBq2qqihjZ0s7be0eEXgkbW1qobqqotttufXuw1uYnPCamZmNcZJKgcuBk4HDgLMkHdZltw8AWyLiIOBS4D9HNkqz4pAb6beqvOcmzbC76bONjIbGviu8De7DW5BKlyxZknUMQ2LZsmVLFi9enHUYZmZWJJYuXbphyZIly7KOYyQsXbp0EXBERPzXkiVL2pYuXToFOHTJkiX35e3zBeBbS5YsqVu6dOnTwHeWLl361d7+jsj/bL7/2Xp+srKOtghqJlTQ0tbOA89t5pZVu9eN9WXfk7FxT259qI6H127ljYdMY960ffb4vbnjyRd5sHYLrz5gEjOqK8fEPRkN75PLfvNnykvFQftO5IDqyk6vSXmp+K/f/pmdLW3MqK4cFdc8Vn+XrvvetfG5z3zqGwP5jOv+qyUzMzMbS2YAa/OW64BjetonIlolbQVqgE19nXxV7Rb+/ur7aW5rH6JwzQrfh3/0INd/cBEL5kzpWLeqdgvf//2zAHzkxw9lFdqY9dDzDZxz9Qquv6Dz6/Lg8w20Bzzw3BbOufqPGUZopROmzBjoMW7SbGZmZnvOwwFdOxD2Zx8kLZa0UtLKjRs3ArBiTT2t7e0dJzn+kOkcf8j0jhMKmDdtwphe9j0Ze/ekpa2dFWvqybdiTX1H392xeE+yfp8E0NLa/etSotFzzWP6dym3cgCc8JqZmVkdMCtveSawvqd9JJUBk4HNXU8UEcsiYmFELJw+fToAi+bXUFFWQqlgXHkJHzvhYD52wsGMK9+97oNvnD+ml31Pxt49KS8rYdH8mk6/P11/V8baPRkN75O9eV1G+3IxvW+IGPBobm7SbGZmZg8AB0uaB6wDzgTO7rLPbcC5wB+AdwG/jX7+4bFgzhSuv2ARK9bUs2h+TUdTwa7rXvmKiWN62fdkbN6Tvn5XxuI9GQ3vk4G+LqN9uVjeN8d8s6Hrl7F90l4kyaPSwoULY+XKlVmHYWZmRULSqohYmHUcI0XSKcA3gVLg2oj4oqRLgJURcZuk8cAPgdeRVHbPjIg1vZ3Tn81mZjaU9uaz2QmvmZlZN8ZawjscJG0Hnsk6jiIwjX4MDma98j0cPN/DwfM9HLxXRsTEgRzgJs1mZmY2XJ7xlwaDJ2ml7+Pg+B4Onu/h4PkeDp6kAVc4PWiVmZmZmZmZFSUnvGZmZmZmZlaU+mzSnA5ScSrwRuAAoAl4HPhlRDwxvOGZmZlZAVuWdQBFwvdx8HwPB8/3cPB8DwdvwPew10GrJC0B3g7cA6wCXgLGA4cAb04ffzIiHh14rEPLg1aZmdlQ8qBVZmZmha+vCu8DEbGkh23fkLQvMHtoQzIzMzMzMzMbvF778EbELwEkvbvrNknvjoiXIqLbsqqkayW9JOnxHrZL0mWSVkt6VNJRedvOlfTn9OfcgV2SmZmZmZmZWf8Hrfp0P9fl+z5wUi/bTwYOTn8WA1cASJoKfB44Bjga+LykKf2M08zMzEYBSSdJeib9YvvirOMpNJJmSbpb0lOSnpD08axjKlSSSiU9JOkXWcdSiCRVS7pZ0tPp+/HYrGMqRJI+kf4uPy5peTpOkvWiuwKqpKmS7koLo3f1J0/stUmzpJOBU4AZki7L2zQJaO3t2Ij4naS5vexyGvCDSDoRr0h/mfYHjgfuiojNaQx3kSTOy3u/lKHxuZ89zsbtu0biqczMbBgc/8rpvPf17m2TJUmlwOXA3wJ1wAOSbouIJ7ONrKC0koyT8qCkicAqSXf5Hu6VjwNPkfz9agP3LeDXEfEuSRVAVdYBFRpJM4ALgcMioknSTcCZJAVC69n3gW8DP8hbdzHwm4j4cvpl6sXAv/V2kr768K4nGazqHem/OduBTwww4K5mAGvzluvSdT2t34OkxSTVYWbPHpo/bp7f3Mj6hqYhOZeZmY28w2dMzjoES1porY6INQCSbiD5otvJWj9FxAZgQ/p4u6SnSP4e8j0cAEkzgbcBXwT+JeNwCo6kScCbgPMAIqIZaM4ypgJWBlRKaiH50mB9xvGMej0UUE8jKZACXEcyuPLeJ7wR8QjwiKTrI6JlbwLthbp7yl7W77kyYhnp0NQLFy7sebjpAfj++UcPxWnMzMzGsu6+vD4mo1gKXvoH3+uAP2YbSUH6JvApYGLWgRSo+cBG4HuSjiQpgH08InZkG1ZhiYh1kr4GPE8yxeudEXFnxmEVqv3SLwSJiA3pIMq96rUPr6SfS3p7D9vmS7pE0j/sXazUAbPylmeSfNPR03ozMzMrDP3+8tp6J2kf4L+Bf46IbVnHU0gknQq8FBGr+tzZelIGHAVcERGvA3aQNCG1AUj7mZ4GzAMOACZI+vtsoxo7+hq06oPAG4GnJT0g6fZ0AIU1wJXAqoi4di+f+zbg/elozYuArWm2fgdwoqQp6ZvjxHSdmZmZFQZ/eT0EJJWTJLvXR8QtWcdTgP4aeIek54AbgLdI+lG2IRWcOqAuInKtC24mSYBtYP4GeDYiNqatZm8B/irjmArVi+m4T6T/vtTXAX01aX6BpBnIp9LmNPsDjcBk4MyI+FlPx0paTtK+epqkOpKRl8vT834XuJ1kQKzV6TnPT7dtlvR/gAfSU12SG8DKzMzMCsIDwMGS5gHrSAZnOTvbkAqLJAHXAE9FxDeyjqcQRcSnSWcVkXQ8cFFEuKo2ABHxgqS1kl4ZEc8AJ+B+5HvjeWCRpCqSJs0nAN1O7Wp9ug04F/hy+m+P+WhOX4NW5asGTgfeAzxL8o1jjyLirD62B/CRHrZdC+xt5djMzMwyFBGtkj5K0kKrFLg2Ip7IOKxC89fA+4DHJD2crvtMRNyeYUw2Nn0MuD4doXkNaZHK+i8i/ijpZuBBkhHYHyIdh8h61kMB9cvATZI+QPJFwrv7PE+Sd/b4JIeQfCt7FlAP3Ejy7dicwV7AUFu4cGGsXOkvSszMbGhIWhURC7OOw8zMzPZeXxXep4H/Ad4eEashmTR52KMyMzMzMzMzG6S+Bq06A3gBuFvSVZJOoPuRF83MzMzMzMxGlV4T3oj4aUS8FziUZFLfTwD7SbpC0okjEJ+ZmZmZmZnZXunXoFXp5NLXk3RYn0rSOfhiwBMmm5mZWbemTZsWc+fOzToMMzMrEqtWrdoUEdMHcsxARmkGkmmDSObgvXKgx5qZmdnYMXfuXDygpJmZDRVJtQM9pq8+vGZmZmZmZmYFyQmvmZmZmZmZFSUnvGZmZmZmZlaUnPCamZmZmZlZUXLCa2ZmZmZmZkXJCa+ZmZmZmZkVJSe8ZmZmZmZmVpSc8JqZmZmZmVlRcsJrZmZmZmZmRckJr5mZmZmZmRUlJ7xmZmZmZmZWlJzwmpmZmZmZWVFywmtmZmZmZmZFyQmvmZmZ9YukWZLulvSUpCckfTzrmMzMzHpTlnUAZmZmVjBagU9GxIOSJgKrJN0VEU9mHZiZmVl3XOE1MzOzfomIDRHxYPp4O/AUMCPbqMzMzHrmhNfMzMwGTNJc4HXAH7usXyxppaSVGzduzCI0MzOzDk54zczMbEAk7QP8N/DPEbEtf1tELIuIhRGxcPr06dkEaGZmlnLCa2ZmZv0mqZwk2b0+Im7JOh4zM7PeOOE1MzOzfpEk4BrgqYj4RtbxmJmZ9cUJr5mZmfXXXwPvA94i6eH055SsgzIzM+uJpyUyMzOzfomI+wBlHYeZmVl/ucJrZmZmZmZmRckJr5mZmZmZmRWlYU14JZ0k6RlJqyVd3M32OZJ+I+lRSfdImpm37SuSnpD0lKTL0oEyzMzMzMzMzPpl2BJeSaXA5cDJwGHAWZIO67Lb14AfRMQRwCXAl9Jj/4pkYIwjgMOB1wPHDVesZmZmZmZmVnyGs8J7NLA6ItZERDNwA3Bal30OA36TPr47b3sA44EKYBxQDrw4jLGamZmZmZlZkRnOhHcGsDZvuS5dl+8R4Iz08enAREk1EfEHkgR4Q/pzR0Q8NYyxmpmZmZmZWZEZzoS3uz630WX5IuA4SQ+RNFleB7RKOgh4FTCTJEl+i6Q37fEE0mJJKyWt3Lhx49BGb2ZmZmZmZgVtOBPeOmBW3vJMYH3+DhGxPiLeGRGvA/49XbeVpNq7IiJejoiXgV8Bi7o+QUQsi4iFEbFw+vTpw3UdZmZmZmZmVoCGM+F9ADhY0jxJFcCZwG35O0iaJikXw6eBa9PHz5NUfssklZNUf92k2czMzMzMzPpt2BLeiGgFPgrcQZKs3hQRT0i6RNI70t2OB56R9CdgP+CL6fqbgb8Aj5H0830kIn4+XLGamZmZmZlZ8SkbzpNHxO3A7V3WfS7v8c0kyW3X49qAfxzO2MzMzMzMzKy4DWeTZjMzMzMzM7PMOOE1MzMzMzOzouSE18zMrEhJmiPpb9LHlZImZh2TmZnZSHLCa2ZmVoQkfZBknIwr01UzgVuzi8jMzGzkOeE1MzMrTh8B/hrYBhARfwb2zTQiMzOzEeaE18zMrDjtiojm3IKkMiAyjMfMzGzEOeE1MzMrTvdK+gxQKelvgZ8AntPezMzGFCe8ZmZmxeliYCPwGMnc9rcDn800IjMzsxFWlnUAZmZmNvQioh24CrhK0lRgZkS4SbOZmY0prvCamZkVIUn3SJqUJrsPA9+T9I2s4zIzMxtJTnjNzMyK0+SI2Aa8E/heRCwA/ibjmMzMzEaUE14zM7PiVCZpf+A9wC+G6qSSTpL0jKTVki4eqvOamZkNh9IlS5ZkHcOQWLZs2ZLFixdnHYaZmRWJpUuXbliyZMmyrOPYW0uXLt1E0of34Yi4StJ8YMGSJUtu2ttzSioFfg28FfgScNnSpUt/t2TJko3d7Z//2byqdgs/fWgdpSXigOrKbteN9WXfk7F5T7ryPRkd75OBvi6jfbkYrmFV7Rauufrq+NxnPjWg7jketMrMzKwIRcRPSKYiyi2vAc4Y5GmPBlan50LSDcBpwJO9HbSqdgtnX7WC5tZ2ykrFh447EIDv3vsXWtuCslJx2msP4GcPrx+zy74nY+uetLUHFWUlXH/BIhbMmdLpd+Wcq1awK/1dGUv3ZDS8T3p7Xc66agUtPbwuo325mN43pROmzBjoB5eKZcDGhQsXxsqVK7MOw8zMioSkVRGxMOs49pak8cAHgFcD43PrI+IfBnHOdwEnRcQF6fL7gGMi4qN5+ywGFgPMnj17QW1tLZffvZqv3/kM7cXxJ4fZkCgV/MuJr+Qjbz6oY93ld6/ma3c8g39VstPT6/LVO57JMCrL2XDdP7Nrw581kGPch9fMzKw4/RB4BUnz43uBmcD2QZ6zuz8yOv1tHhHLImJhRCycPn06AIvm11BRWkKJYFxZCd85+yi+c/ZRjCvbve6ivz1kTC/7noyde1JemvwalZaUsGh+TadfpkXzaygpSbaPpXsyGt4nuf/cysv2fF1ec8Dkjv8AR8M1j+XfJfaiWusmzWZmZsXpoIh4t6TTIuI6ST8G7hjkOeuAWXnLM4H1fR20YM4Urv/gIlasqWfR/JqOpoL7TR7fad2xB00b08u+J2Pjnhw5u5r3XXM/7zxqRqdms7nflZlTKhHw9fe8dszck9HwPrnrqRd5cdtOLj9nwR6vS/WEcgBOe+0BvO/YuaPimsfq79Ix32ro8zOnKzdpNjMz60YRNGm+PyKOlvQ74MPAC8D9ETF/EOcsA/4EnACsAx4Azo6IJ7rb35/NZt074ev3MG/aBK4+9/Wd1jc1t3H4kjv4p+MO5KK3vjKj6Mamf//pY/zysQ08/LkT99j280fW87HlD/Grj7+RV+0/KYPoLGdvPpvdpNnMzKw4LZM0BfgP4DaSgaW+MpgTRkQr8FGSSvFTwE09Jbtm1rMjZ1bzSN3WPVpnPrlhK23twREzJ2cU2dg1t2YCDY0tbG1s2WPb85sbAZhTUzXSYdkQcJNmMzOzIhQRV6cP7wX2uqrbzXlvB24fqvOZjUVHzqrmlofW8cK2new/efcUOI+s3QrAa2dVZxXamDU7TWZrN+/giKrO9/+5TTuYPnEcVRVOnQqRXzUzM7MiJGkcyTREc8n7vI+IS7KKycwSuQruI2sbOie8dQ28YtJ49p00vqdDbZjkqrfP1TdyxMzOCW/t5kbmurpbsNyk2czMrDj9jGSO3FZgR96PmWXsVftPoqxEPFK3tdP6R+u2ujlzRmZPTRLa5+v3/G+ytn4Hs6dOGOmQbIi4wmtmZlacZkbESVkHYWZ7Gl9eyqH7T+TRuoaOdVubWnh20w7etWBmhpGNXVUVZew7cRzP1Td2Wt/U3MaL23a5wlvAXOE1MzMrTv8r6TVZB2Fm3TtiZjWP1m2lvT0ZuOqxtNrrCm925tZM4PkuCW9uwKrZTngLlhNeMzOzIiLpMUmPAm8AHpT0jKRH89ab2Sjw2pnVbN/ZynNpE9pH0mrvETM8YFVWZtdUdbweObXp8twaN2kuVG7SbGZmVlxOzToAM+vbEbPSgavqGpg/fR8eWdvAvGkTmFxVnnFkY9fcmipu3r6LxubWjhGZa+s9JVGhc4XXzMysuLwInA78K3ASsC4ianM/2YZmZjkHTd+HyvLSjqmIPGBV9manVdxcM2ZIpimaXFlOdVVFVmHZIDnhNTMzKy7XAQuBx4CTga9nG46ZdaestITDZ0zi0boGXtq2kxe27dxjOhwbWbmBqWrz+vHW1je6ulvg3KTZzMysuBwWEa8BkHQNcH/G8ZhZD46YWc2PVtSyqnYLAEe6wpupOenUQ7V5/Xhr6xs5cpa/iChkrvCamZkVl5bcg4hozTIQM+vdkbOq2dXazk9W1VFaIl59gBPeLE2uKqe6qryjwtvS1s66hibmTHWFt5C5wmtmZlZcjpS0LX0soDJdFhARMSm70MwsX66ie/czL3HoKyZRWVGacUQ2Z2pVR8K7bksTbe3hJs0FblgrvJJOSqdDWC3p4m62z5H0m3S6hHskzczbNlvSnZKekvSkpLnDGauZmVkxiIjSiJiU/kyMiLK8x052zUaR2VOrqK4qJ8LNmUeL2TUTqN2cNGmu3ZwbodlTEhWyYUt4JZUCl5MMmHEYcJakw7rs9jXgBxFxBHAJ8KW8bT8AvhoRrwKOBl4arljNzMzMzEaapI7mstWVno5oNJhbU8W6LU00t7Z39OV1hbewDWeF92hgdUSsiYhm4AbgtC77HAb8Jn18d257mhiXRcRdABHxckQ0YmZmZmZWJFbVbuGJ9UkPhGv/97mOwassO7OnVtEesK6hidr6RsaXl7DvxHFZh2WDMJwJ7wxgbd5yXbou3yPAGenj04GJkmqAQ4AGSbdIekjSV9OKcSeSFktaKWnlxo0bh+ESzMzMzMyGx4o19bRHANDW1s6KNfUZR2Rzp+0eqbm2fgdzpk5AUsZR2WAMZ8Lb3TsjuixfBBwn6SHgOGAd0EoymNYb0+2vB+YD5+1xsohlEbEwIhZOnz59CEM3MzMzMxtei+bXUFFWQqmgvKyERfNrsg5pzMs1Ma+tb/QcvEViOEdprgNm5S3PBNbn7xAR64F3AkjaBzgjIrZKqgMeiog16bZbgUXANcMYr5mZmZnZiFkwZwrXX7CIFWvqWTS/hgVzpmQd0pg3feI4KstLeXbTDmo3N3L8K11UK3TDmfA+ABwsaR5J5fZM4Oz8HSRNAzZHRDvwaeDavGOnSJoeERuBtwArhzFWMzMzM7MRt2DOFCe6o4gk5tRU8cBzm2lubfcIzUVg2Jo0p5PdfxS4A3gKuCkinpB0iaR3pLsdDzwj6U/AfsAX02PbSJoz/0bSYyTNo68arljNzMzMzMwgGZU5N5iYmzQXvuGs8BIRtwO3d1n3ubzHNwM393DsXcARwxmfmZmZmZlZvvyq7lxXeAvecA5aZWZmZmZmVlBmpwNXlZWI/SePzzgaGywnvGZmZmZmZqlcVXfW1CrKSp0uFTq/gmZmZtYnSV+V9LSkRyX9VFJ11jGZmQ2H/H67q2q3ZBiJDQUnvGZmZtYfdwGHR8QRwJ9IZlcwMys6G7Y2AfDcph2cc/UKJ70FzgmvmZmZ9Ski7kxnYABYAczMMh4zs+HywHNbKBEE0NLazoo19VmHZIPghNfMzMwG6h+AX2UdhJnZcFg0v4aKshJKBeVlJSyaX5N1SDYIwzotkZmZmRUOSf8PeEU3m/49In6W7vPvQCtwfQ/nWAwsBpg9e/YwRWpmNnwWzJnC9RcsYsWaehbNr2HBnClZh2SD4ITXzMzMAIiIv+ltu6RzgVOBEyIiejjHMmAZwMKFC7vdx8xstFswZ4oT3SLhhNfMzMz6JOkk4N+A4yKiMet4zMzM+sN9eM3MzKw/vg1MBO6S9LCk72YdkJmZWV9c4TUzM7M+RcRBWcdgZmY2UK7wmpmZmZmZWVFywmtmZmZmZmZFyQmvmZmZmZmZFSUnvGZmZmZmZlaUnPCamZmZmZlZUXLCa2ZmZmZmZkXJCa+ZmZmZmZkVJSe8ZmZmZmZmVpSc8JrZ/2/n/mMlreo7jr8/2RVWFF3EXwhG2Upp1VTBjWK1RoUo0kZMalssClaSxthGqyYE9Q/jHyY2Gi1WXdOCFakRW4q6MU2FUoSmqVaQVVeXLUuhiq5d1EU3xqjUb/94znWHYebeO525d/Y+834lT+4855x5OM93z+X7nDtnjiRJktRLTnglSZIkSb3khFeSJEmS1EtOeCVJkiRJveSEV5IkSZLUS6mqefdhJpLcA/z3jC73SOB7M7pWnxmnlRmj1TFOq2OcVmdWcXpCVT1qBtdZWEkOAXvn3Y8e8Hd/esZwesZwesZweqdW1bGTvGHzWvVkvc3yoSTJzVW1fVbX6yvjtDJjtDrGaXWM0+oYpyPKXv8tpueYnp4xnJ4xnJ4xnF6Smyd9j0uaJUmSJEm95IRXkiRJktRLTnhH+6t5d2CDME4rM0arY5xWxzitjnE6cvhvMRvGcXrGcHrGcHrGcHoTx7A3m1ZJkiRJkjTIT3glSZIkSb3khHdAkrOT7E2yL8kl8+7Pekvy+CQ3JNmT5OtJ3tDKH5HkuiS3t5/HtfIkeX+L11eTnD5wrQtb+9uTXDive1orSTYluTXJZ9v5yUm+2O73k0mOauVHt/N9rf6JA9d4Syvfm+TF87mTtZNka5Krk9zWxtSzHUsPlOSN7fdtd5JPJNnieIIkH0lyIMnugbKZjZ8kz0jytfae9yfJ+t5h/y16Tp3WuJysyQ3nbE1mVD6fd582olH5ft59OtJN8iywHCe8TZJNwAeBlwBPBl6R5Mnz7dW6uw94c1X9OnAG8CctBpcA11fVKcD17Ry6WJ3Sjj8GdkA3EIG3A88Cngm8fTWDcYN5A7Bn4PzPgfe1GB0ELmrlFwEHq+pJwPtaO1pczwOeApwNfKiNwT65FPinqvo14Gl08XIsDUhyIvB6YHtVPRXYRDcuHE/wUbp7GTTL8bOjtV163/B/S1Mwp87EuJysyQ3nbE1mVD7XBJbJ91reR1n9s8BYTngPeyawr6r+q6p+BlwFnDvnPq2rqtpfVV9urw/R/Q/tRLo4XNGaXQG8rL0+F/hYdb4AbE1yAvBi4Lqq+kFVHQSuo0cPk0lOAn4buKydB3ghcHVrMhyjpdhdDZzZ2p8LXFVVP62qO4F9dGOwF5I8DHgecDlAVf2squ7FsTTKZuDBSTYDxwD7cTxRVTcBPxgqnsn4aXUPq6p/r24ji48NXEuzsfA5dVrL5GRNYDhnazLL5HNNbjjff2fO/TniTfgsMJYT3sNOBL41cH43C5xY2lLJ04AvAo+pqv3QJWDg0a3ZuJj1PZZ/AVwM/KKdHw/cW1X3tfPB+/1lLFr9D1v7vsdoG3AP8DdtGdllSR6CY+l+qurbwHuAb9JNdH8I3ILjaZxZjZ8T2+vhcs3OoozJdTGUkzWZ4Zyt78pDYAAABZJJREFUyYzL55rAqHxfVdfOt1cb1rhngbGc8B426vtbC7mFdZKHAv8A/FlV/Wi5piPKapnyDS/J7wAHquqWweIRTWuFut7GqNkMnA7sqKrTgB+z/JKThYxTW157LnAy8DjgIXRLQIct+nhayaRxWfR4rQdjPCMT5GQNGZOzNZlJ87lGGJXvk7xyvr1aHE54D7sbePzA+Uks4FKDJA+iS6wfr6prWvH/tCWAtJ8HWvm4mPU5ls8BXprkLrolei+k++vx1rZEBe5/v7+MRat/ON3SjD7HCLr7u7uqlj6NuJouYTqW7u8s4M6quqeqfg5cA/wmjqdxZjV+7m6vh8s1O4syJtfUmJys1XtAzk7yt/Pt0oYzLp9rMuPyvSY37llgLCe8h30JOCXd7qhH0X2RfOec+7Su2ncBLwf2VNV7B6p2Aku7m14IfGag/IK2Q+oZdMsz9gOfA16U5Lj2F60XtbINr6reUlUnVdUT6cbIv1TV+cANwMtbs+EYLcXu5a19tfLz0u26ezLdpjn/sU63seaq6rvAt5Kc2orOBL6BY2nYN4EzkhzTfv+W4uR4Gm0m46fVHUpyRov7BQPX0mwsfE6d1jI5Was0Jmf7qdoElsnnmsyofO/mX/8/454Fxqsqj3YA5wD/CdwBvG3e/ZnD/T+XbsnZV4Fd7TiH7juC1wO3t5+PaO1DtwvnHcDX6HaeW7rWa+g2ztkH/NG8722N4vV84LPt9Ta6CcY+4O+Bo1v5lna+r9VvG3j/21rs9gIvmff9rEF8ng7c3MbTp4HjHEsj4/QO4DZgN3AlcLTjqQA+Qfc9p5/TfcJw0SzHD7C9xfwO4ANA5n3PfTsWPafOIH4jc/K8+7VRj8Gc7TFx7B6Qz+fdp414jMr38+7TkX5M8iyw3JF2MUmSJEmSesUlzZIkSZKkXnLCK0mSJEnqJSe8kiRJkqRecsIrSZIkSeolJ7ySJEmSpF5ywitJkiRJ6iUnvFJPJNma5HXL1D84yY1JNi3T5p+THLc2PZQkaTEkeX2SPUk+PqLutCSXtdevTvKBofrPJ9m+zLWvSnLK7Hst9ZMTXqk/tgJjJ7zAa4Brqup/l2lz5QrXkCRJK3sdcE5VnT+i7q3AX05x7R3AxVO8X1ooTnil/ngX8CtJdiV594j684HPACQ5IclNre3uJL/V2uwEXrFO/ZUkqXeSfBjYBuxM8sahumOB36iqr6ziOi9teXpXkr1J7mxV/wqclWTzzDsv9ZC/KFJ/XAI8taqePlyR5ChgW1Xd1Yr+EPhcVb2zLXE+BqCqDiY5OsnxVfX99eq4JEl9UVWvTXI28IKq+t5Q9XZg91DZHyR57sD5k9p1dtL9IZokfwfc2Mp/kWQf8DTgljW4BalXnPBKi+GRwL0D518CPpLkQcCnq2rXQN0B4HGAE15JkmbrBOCeobJPVtWfLp0k+fxgZZKLgZ9U1QcHipdytRNeaQUuaZYWw0+ALUsnVXUT8Dzg28CVSS4YaLultZckSbN1v3y8kiRnAr8HvHaoylwtrZITXqk/DgHHjqqoqoPApiRbAJI8AThQVX8NXA6c3soDPBa4az06LEnSgtlDW7K8kparPwT8flUNT25/Ffj6jPsm9ZITXqkn2ndu/61tQjVq06prgaXvCD0f2JXkVuB3gUtb+TOAL1TVfWvdX0mSFk1V3QY8vG1etZJXA8cDn2obV/0jQJLH0C1x3r92PZX6I1U17z5IWgdJTgPeVFWvWqbNpcDOqrp+/XomSdLiaDs3H6qqy6Z4/4+q6vLZ9kzqJz/hlRZEVd0K3NB2ZR5nt5NdSZLW1A7gp1O8/17gihn1Reo9P+GVJEmSJPWSn/BKkiRJknrJCa8kSZIkqZec8EqSJEmSeskJryRJkiSpl5zwSpIkSZJ66f8Au0ERT2AziKoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "signal_constant = np.ones(int(n_samples))\n", "\n", "fig, axes = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal\")\n", "axes.flat[1].set_xlim(0,10);\n", "\n", "fig, axes = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal (masked zero)\", ft_kwargs={'mask_bias':True})\n", "axes.flat[1].set_xlim(0,10);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FTs: noise (normal distributed)\n", "\n", "A FT of normal distributed noise will not have easily identifiable peaks in the spectrum.\n", "Instead, the spectrum is on average a bit flat, with only low power in any individual peak." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "signal_normal_noise = rng.normal(size=n_samples)\n", "\n", "plot_signal_and_spectrum(signal_normal_noise, sample_rate, \"Noise (normal distributed)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FTs: sine wave" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = 1e2 # Hz\n", "if f > sample_rate/2:\n", " print(\"Sampling a frequency above the sample_rate/2 gives problems\")\n", "\n", "signal_sine = np.sin( 2*np.pi*f*t )\n", "\n", "if False:\n", " # aliased peak\n", " f_alias = (1.1* sample_rate/2)\n", " signal_sine += 1/2*np.sin( 2*np.pi* f_alias *t)\n", "\n", "fig, axes = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6))\n", "axes.flat[1].axvline(sample_rate/2, color='r', label='Nyquist Frequency');\n", "axes.flat[1].legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A sine wave will give very clear peaks at the frequency of the sine wave." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/software/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:30: RuntimeWarning: invalid value encountered in double_scalars\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.0 0.0 nan\n", "0.7853981633974483 0.7071067811865475 1.2337005501361697\n", "1.5707963267948966 1.0 2.4674011002723395\n", "2.356194490192345 0.7071067811865476 11.103304951225525\n", "3.141592653589793 1.2246467991473532e-16 6.580790147320947e+32\n", "3.9269908169872414 -0.7071067811865475 30.842513753404255\n", "4.71238898038469 -1.0 22.206609902451056\n", "5.497787143782138 -0.7071067811865477 60.45132695667229\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if True:\n", " sample_rate = 1/1e-3 # s\n", " n_samples = 1e\n", " t = np.arange(n_samples) / sample_rate\n", "\n", "f = 100 # Hz\n", "if f > sample_rate/2:\n", " print(\"Sampling a frequency above the sample_rate/2 gives problems\")\n", "\n", "offsets = np.linspace(0, 2*np.pi, 8, endpoint=False)\n", "\n", "signals_sine = np.sin( 2*np.pi*f*t )\n", "\n", "with_spectrum = True\n", "\n", "if with_spectrum:\n", " fig, axes = plt.subplots(2,1, sharex=True, figsize=(16,8))\n", "else:\n", " fig, ax = plt.subplots(figsize=(16,4))\n", " axes = np.array([None, ax])\n", " \n", "if with_spectrum:\n", " axes[0].set_ylabel(\"Amplitude\")\n", " axes[0].axvline(f, alpha=0.3, label='f = {:g}Hz'.format(f))\n", "\n", "axes[1].axvline(f, alpha=0.3, label='f = {:g}Hz'.format(f))\n", "axes[1].set_ylabel(\"Phase\")\n", "axes[1].set_xlabel(\"f\")\n", "axes[1].set_xlim( f-5, f+5)\n", "axes[1].set_ylim( -1*np.pi - 0.2, np.pi + 0.2)\n", "\n", "for phase in offsets:\n", " signal = np.sin( 2*np.pi*f*t + phase )\n", " \n", " ft_signal, freqs = ft_spectrum(signal, sample_rate)\n", " \n", " if with_spectrum:\n", " axes[0].plot(freqs, np.real(ft_signal), '.-', label='Re $\\\\varphi = {}\\\\pi$'.format(phase/np.pi))\n", " \n", " axes[1].plot(freqs, np.angle(ft_signal), '.-', label='$\\\\varphi = {}\\\\pi$'.format(phase/np.pi))\n", "if with_spectrum:\n", " axes[0].legend(loc='center right');\n", "axes[1].legend(loc='center right');\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a sine wave, the phase of the spectrum at it's frequency is $\\theta( \\varphi = 0 ) = - \\dfrac{\\pi}{2}$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FTs: step function" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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8+VymTy7MdDVyUvjd3BQW88I/H2ybWNTo6Iynu2oiIiLDlsk+u7OArSnl2vC+Pr/QzWwFQfaXOXPmjEnlRMazlX+u5q5nt5FjF/9Eejj3uCMU7KaRmUWBKuBI4Fp3X91reY/v5vxohPYuBbsiIrnu7rvv5n3vex/r16/n6KOP5tFHH+X73/8+v/3tbzNdtT4yGez29zO836vG7r4SWAmwbNmyQa8siwjE487c8ok89s9nZ7oqIjJOuXsXcJKZlQB3m9kSd38pZXmP7+a8aITOuL6iRURy3W233caZZ57J7bffzjXXXJPp6gwqnX12h1ILzE4pVwLbM1QXERER6Ye77wEeZfBxOMiLRuiKO10KeEVEskZVTSPXPrKRqprGUXm8pqYmnnzySW688UZuv/325P379u3j4osv5thjj+UTn/gE8Xicrq4urrjiCpYsWcLxxx/Pj370o1Gpw8HIZGb3XuDTZnY7cBqwV/11RUREMs/MpgId7r7HzCYAbwe+O9g2ebGgwVZHV5xoJJr+SoqIHMb+9b51vLx936Dr7G/t4JU39hN3iBgcfUQxxYUDz2d77MzJXH3hcYM+5j333MN5553H4sWLKSsr49lnnwXg6aef5uWXX2bu3Lmcd9553HXXXcyfP59t27bx0ktBo6A9e/Yc5FGOXDqnHroNeAo4ysxqzexjZvYJM/tEuMoDQDWwEbgB+Id01UVEREQOygzgETNbCzwD/MHdB+2MlRcJflJ0qN+uiEhW2NfaSaKxTdyD8kjddtttXHLJJQBccskl3HbbbQCceuqpLFiwgGg0yqWXXsoTTzzBggULqK6u5jOf+Qy/+93vmDx58oj3f7DSORrzpUMsd+BT6dq/yOFMjQhFZCTcfS1w8sFskxcNMrudXfoEEhFJt6EysBA0Yb78Z6vo6IyTF4vwn5ecPKLp4err63n44Yd56aWXMDO6urowMy644II+UwiZGaWlpbzwwgs89NBDXHvttfzyl7/kpptuOuT9H4pMNmMWERGRHJEXU2ZXRCSbLJ1byq1XLmdVdT3LF5SPeB70O++8k4985CNcf/31yfve+ta38sQTT/D000+zadMm5s6dyx133MGKFSuoq6sjPz+f97///SxcuJArrrhihEd08BTsiuQozTokImMpLxoEu5p+SEQkeyydWzriIDfhtttu46qrrupx3/vf/36uu+46Tj/9dK666ipefPFF3vKWt3DxxRfz4osv8tGPfpR4PPhe+Pa3vz0q9TgYCnZFRERkxBLNmDvUjFlEJCc9+uijfe777Gc/y2c/+9l+1z/xxBOTA1hlSianHhIREZEckcjsqhmziIhkCwW7IjnIlVgRkTGmYFdERLKNgl0REREZsfxksKurbSIi6eI5ltFI9/Eo2BXJUb2HgBcRSadYss+uMrsiIulQWFhIfX19zgS87k59fT2FhYVp24cGqBIREZERSzZj7lSwKyKSDpWVldTW1rJ79+5MV2XUFBYWUllZmbbHV7ArIiIiI5YMduO5kXEQEck2eXl5zJ8/P9PVGFfUjFkkB+mnpoiMtXxldkVEJMso2BUREZERy4upz66IiGQXBbsiOUrDU4mImU00s6+a2Q1heZGZvTsd+4pFgp8U7Qp2RUQkSyjYFRERyV3/A7QBp4flWuCb6diRph4SEZFso2BXREQkdy109+8BHQDu3kKaGn4kmjF3KrMrIiJZQsGuSA7KlfnXRGTE2s1sAuG4dWa2kCDTO+qSozEr2BURkSyhqYdERERy19XA74DZZnYrcAZwRTp2lJfss6uLbSIikh0U7IrkKo1QJXLYc/c/mNmzwHKCT4V/dPe6dOxLozGLiEi2UbArIiKSY8zslF537Qj/zzGzOe7+7GjvM9GMWX12RUQkWyjYFRERyT0/CP8XAsuAFwgyuycAq4EzR3uHsUiQ2VUzZhERyRYaoEpERCTHuPvZ7n42UAOc4u7L3H0pcDKwcbBtzWy2mT1iZuvNbJ2Z/eNw9mlm5EcjasYsIiJZQ5ldkRykvIqIhI529xcTBXd/ycxOGmKbTuDz7v6smRUDVWb2B3d/eaidxaJGR6eCXRERyQ4KdkVylManEhFgvZn9DPg/gutgfwOsH2wDd99B2MfX3feb2XpgFjBksJsXjdAZ1+U2ERHJDgp2RUREctdHgU8CiabIfwauG+7GZjaPoOnz6n6WrQBWAMyZMwcIgt12NWMWEZEsoWBXREQkR7l7K/Cj8O+gmFkR8Gvgc+6+r5/HXgmsBFi2bJkD5KsZs4iIZBEFuyIiIjnKzDbRTzd+d18wxHZ5BIHure5+13D3F9MAVSIikkUU7IrkInWZE5HAspTbhcAHgLLBNjAzA24E1rv7Dw9mZ3lRo0NTD4mISJbQ1EMiIiI5yt3rU/62uft/AG8bYrMzgA8DbzOz58O/C4azvzxldkVEJIsosyuSo4LkjIgczszslJRihCDTWzzYNu7+BIc4oHt+TMGuiIhkDwW7IiIiuesHKbc7gU3AB9O1s1hEzZhFRCR7KNgVERHJXR9z9+rUO8xsfrp2pqmHREQkm6S1z66ZnWdmG8xso5ld1c/yOWb2iJk9Z2Zrh9snSEQG5xqhSkQCdw7zvlGRH4vQqWBXRESyRNoyu2YWBa4F3gHUAs+Y2b3u/nLKal8Bfunu15nZscADwLx01UlERORwYGZHA8cBU8zsfSmLJhOMypwWwQBVutgmIiLZIZ3NmE8FNiaaT5nZ7cBFQGqw6wRfvABTgO1prI/IYUXDU4kc1o4C3g2UABem3L8f+Hi6dhpMPaTMroiIZId0BruzgK0p5VrgtF7rXAP83sw+A0wC3p7G+oiIiBwW3P03wG/M7HR3f2qs9htTn10REcki6Qx2+0ss9W7bdClws7v/wMxOB35uZkvcvcc3pZmtAFYAzJkzJy2VFRERyRVm9kV3/x5wmZld2nu5u382HfvNj0boVDNmERHJEukMdmuB2SnlSvo2U/4YcB6Auz9lZoVABbArdSV3XwmsBFi2bJm+RUWG4HqXiBzu1of/14zlTtWMWUREskk6g91ngEXhFAfbgEuAy3qtswU4B7jZzI4hGDRjdxrrJCIikvPc/b7w/y1jud9ggCoFuyIikh3SFuy6e6eZfRp4CIgCN7n7OjP7OrDG3e8FPg/cYGb/RNDE+Qp35aRERoNphCqRw5aZ3UffrkNJ7v6edOw3LxqhvVPBroiIZId0ZnZx9wcIphNKve9rKbdfBs5IZx1EREQOQ9/PxE6DZsy6Zi0iItkhrcGuiIiIjD13fyxx28zygaMJMr0b3L09XfvNi0bojCuzKyIi2UHBrkgOUmcAEQEws3cBPwVeJ5glYb6Z/b27P5iO/QV9dh13x9SXQkREMkzBroiISO76AXC2u28EMLOFwP1AWoLd/FgEgI4uJz+mYFdERDIrkukKiEh6WL9TXYvIYWZXItANVdNrer/RFIsEnzsakVlERLKBMrsiIiK5a52ZPQD8kqDP7geAZ8zsfQDuftdo7iwvGlxD79QgVSIikgUU7IqIiOSuQmAn8NawvBsoAy4kCH5HN9gNmzG3K7MrIiJZQMGuiIhIjnL3j47l/vKjasYsIiLZQ8GuSA5y1IRQRMDM5gOfAeaR8p3v7u9Jx/5ikcQAVQp2RUQk8xTsiuQozfohIsA9wI3AfcCwI1Azuwl4N8EAV0uGu11eymjMVTWNrKquZ/mCcpbOLT24WouIiIwCBbsiIiK5q9Xdf3wI290M/DfwvwezUaIZ89raPXzxzrV0xp3CvAi3XrlcAa+IiIw5TT0kIiKSu/7TzK42s9PN7JTE31AbufufgYaD3VliNObntuyhMx50p+jojLOquv5gH0pERGTElNkVERHJXccDHwbeRnczZg/LI2JmK4AVAHPmzAEgFga7x8woJmIQ96Bp8/IF5SPdnYiIyEFTsCuSg1zjU4lI4GJggbu3j/YDu/tKYCXAsmXLHCAvbMY8v6KIeeWTqK5r5rq/WaomzCIikhFqxiwiIpK7XgBKxmpn+WFmtzMepyMeJJLnlk0cq92LiIj0oMyuiIhI7poOvGJmzwBt4X3u7helY2eJPrsdXXH2HugAYG9LRzp2JSIiMiQFuyIiIrnr6pTbBpwJXDrURmZ2G3AWUGFmtcDV7n7jUNslgt3Wjjj72zoBBbsiIpI5CnZFRERylLs/ZmYnAZcBHwQ2AT8dxnZDBsT9SfTZbWhuT44doGBXREQyRcGuSA7S+FQihzczWwxcQpDFrQfuAMzdz07nfhOZ3bqmtuR9CnZFRCRTFOyKiIjknleAx4EL3X0jgJn9U7p3mhfrG+zuOaBgV0REMkOjMYvkKDPLdBVEJHPeD7wBPGJmN5jZOQR9dtMq0Yx5935ldkVEJPMU7IqIiOQYd7/b3T8EHA08CvwTMN3MrjOzc9O137xIIrPbPa1vItitqmnk2kc2UlXTmK7di4iI9KBmzCIiIjnK3ZuBW4FbzawM+ABwFfD7dOyvdzPm8kn57DnQQVVNI5esfIqOLqcwL8KtVy5n6dzSdFRBREQkSZldkRzkGqFKRHpx9wZ3v97d35aufSSaMdeFzZhnl01kX0sHq6rr6egKPpg6OuOsqq5PVxVERESSFOyKiIjIqEg0Y25u76IgFmH65AL2tnSwfEE5kbDHcCwaYfmC8gzWUkREDhcKdkVylIanEpGxFokYsTCqLZmYR8mEfPa0tLN0bikVRfkAfOm8o9SEWURExoSCXRERERk1sbAp85QJeUyZmMfelg7icacxnIKoqCAP0IBVIiKSfhqgSkREREZNXjRCa0c8CHYn5NHaEWf73pZkn93te1uoqmnk0pVP0a4Bq0REJI2U2RXJSRqhSkQyIz8a/LSYMiGfKROCLO4rO/Ynl+/Y08qq6nraw+C3XQNWiYhImijYFRERkVGTlwx287qD3Tf2AVAQi7B9bwvLF5RjiQGrIsGAVWrWLCIio03NmEVylGmEKhHJgB59dsNgd32Y2T2xsoQde1tZOreUooIY+1s7uXz5HIDueXhjEW79uJo1i4jIyCmzKyIiIqMm0Yy5ZGIeJRPDYPeNfRTEIhw7czI79rTQ0NzO/tZOANrCZsyJPr3tXUG5anMD333wFWV6RUTkkKU12DWz88xsg5ltNLOrBljng2b2spmtM7NfpLM+IiIikl79NWPeXNfMjCmFzCwppLm9i+e3BgFsNGK8vqspaNYcbh8xo3RiPpfcsIrrHnudy25YRVVNo5o5i4jIQUtbM2YziwLXAu8AaoFnzOxed385ZZ1FwJeBM9y90cympas+IocT1/hUIpIhebG+zZjjDjOmTGDGlAkAPP5aHQCnzS/j1Z37OW7mZMyCz67lC8ppPNDenentjPPrZ2u5s6qW9s44BbEIv/j4cgBWVdezfEF5sslzVU1jn/tEROTwlc4+u6cCG929GsDMbgcuAl5OWefjwLXu3gjg7rvSWB8RERFJs1gkzOxOzKO4MC8ZxM4oCTK7AE+8VkdBLMJbFk/lL6/X81R1PXGHSflRtu1pYfn8suTjRcwwoKMzDgwS/Lpz6Q2r6YzHyY8F0xlBz4BYwbCIyOElncHuLGBrSrkWOK3XOosBzOxJIApc4+6/6/1AZrYCWAEwZ86ctFRWJNdogCoRyYT8lGbM0YhRXBBjX2snM1Myu6/tauKYGZNZPL0IgHue2wbAe0+exa2rt1CQFwUgakbpxDzed/IsfrF6CxB8thlB0AvdUxdtqmuivSu4r6Mzzh3PbOHOqtqgTrEIX3v3cVxz3zo6u4YfDCs4FhEZ39IZ7Pb3U7t348oYsAg4C6gEHjezJe6+p8dG7iuBlQDLli1TA00REZEsldqMGYIM777WTmaUFDKtuICIBc2aF06dxMKpQbD70Lo3qCgq4NzjjuDW1Vv42ePVAPzN8jnc8lQNTe1dODAxL0p7PM75x8/g1jD4dYLm0E+8tjulDhFe391EPPzF0NEZ55drtiYD5EQw/Ks1QTBckBfha+86lq/du464ezI4/tf71tGREhy3d3ZRVdPI6QsrhhUcH2xZRERGVzqD3Vpgdkq5Etjezzqr3L0D2GRmGwiC32fSWC8REREZhJmdB/wnQaurn7n7d4a7bWKK+cMAACAASURBVGKAqpIw2C2ZkM9WWpg5ZQKxaIRpxYW8sa+VI6cVUVk6kfxYhNaOOH+1cAonzJoCwG/X7qCiKJ/Ll8/llqdq+M6DrwBw9XuO5Uu/fpHHNgS9nhZOncTru5tpaG5nTU0jUybE2NvSyXffdwLffnB9sk6xaIT2zq4e5Vd27E9ege/ojHPr6i10htFxR2ecu56rpa2f4NiBwryNfPVdx/LV37xE3KEwLwiOv/abl+iKexA8v/s4rrk3CJYT5dTgub9guise5+FXdvGOY48IguHNDTz+Wh1vXjw1GRw/9XrdsINt6NuPebyVRURGIp3B7jPAIjObD2wDLgEu67XOPcClwM1mVkHQrLk6jXUSERGRQQxngMnBJILdyYnMbvh/Rthfd0ZJEOwunFpENGIsqJjEK2/s5/hZUyidlM/ssglsbWjhtPnlLJpWRPmkfNbv2MeiaUVcfHIl3/jtem58YhOFeRFuW7GcM7/7CF++60U6upyfXL6Uj9z0ND97YhNv7GvjstPm8IvVW1g2t5S/VNdz6rxSnt7cyDuPm84fX96FEWSGzYyd+1pTnwP2NLcnyxEzntuyJxkct3XEufGJTcnMcVtnnP9btTkZLLcnMsld3U2t704Jnts749z3wrYe5V8+s4VfVdUSd7jpiU1cfeFxfO036+hy5yePvs41FwaZ5864kx/dyDXvOY6r732Jji4nPxrhmvcEwXV7V5z8aPDcVO9q4kt3rQWCptyfPutIfvjHV5Pl/+8di/nu7zbgYTb7qvOO5pv3r09mt//fBcfwr/e9nCx/9V3Hcs196+iKh9nvdx3L1anlMMBP9Jvu3XR8qIC/vwsAbR1dPP5aHW8/djpL55ayurqex17dzTnHBOU1mxt47NXdnHXUtOQFgj+/tpu3LJ6WDJ6feG03Zy6amgyen95UzzObG7MmoM90Gcb/RRE9J7n3HI2WtAW77t5pZp8GHiK4MnyTu68zs68Da9z93nDZuWb2MtAF/LO716erTiKHC7X1F5ERGM4AkwNqau0gL2qsrd3L0rmlxMMAcNe+No4+AibEgv64HWEgWDYxH4CJ+cH9s0smsrWhhRklhZgZi6cX8VR1A8fOnEx+LMKSWZNZVd3AKbNLmVZcyNlHTeWhdTs5YkohhXlR3nb0NP7w8k6KCqK896SZ7NrXyh/X7yIWMT551kImPVXDvS/sAOCzbzuSe9fuYHNdM3XN7Xx4+Vz+/OpuahsPsHF3M+8+/gjW1u5jx74WXtvVlGyC7cCmuubk4FvusGHn/mTwHHdYv31f8jmJO6zrVX5p+94e5ftf3JEMntu7nG/ev54u7557+FsPrO8OprvifPuBl3vMTfydB9d3B9ddcb56z4u88sb+5GO2dsT54R9f7VH+7oMbkvto7Yjzzfu799HaEecbv+1Vvr97n60dcb75wPoe5X974OVkHVo7wjp1dpe/97tXkgF+a0ecf3+oZ/n7v9/Qo/y5259ja2MLANc/9jpLZk1h7bbgebvu0dc5sXIKL9TuxYH/fngjJ84u4YWtwUWJH/9pIyfNLuH52j24w3/+6TU+cvpc/rR+V/IxYxFjWnEB2/e2JsszphT2WD6rdAI19QfCMswpm0h1XXd5fkURr+1qAiAagUXTitnwRtBqIBqBo6YXs35Hd/nYGZN5adu+ZPn4mVN4Ydte3IPyCbO66xyNwEmzS3huyx7iYfnk2aU8u6UxKBtBwF/TXV42r5RnNg9cftP8Mp7Z1EiXO1GDc487gs6486f1O4N9RoMLUK/taoKwfOTUIjbs3J8sL55WxPo3ustHTy/i5R37k9sfe8RkXtq+N1leMmMya7d1l4+fOYUXaoNjikWME2eX8Fx4TLGIcdLskuQxxiLGKXNKkscYi4THvHlPcAwReNO8lGOKwKnzynh6cyNd8aB82rxyVm9uSJaXzy9n1aaBy+cvmUFBLMI9z28nHndiUePoI4pZt30f7hCLGsekHGMsahyXcoyxqLEkPMZE+fjKKbywZS9xDx7vxMrEeXWiUePkyhKeTSkvnVPCmpo9xOP9l5fNDc9r3IlGjFPnlbF6c0OyfNr8MlZt6llenTxG47QFZayu7i4vX1DGquqU52RBBauq6+mKO5EI/NWCCp4Ky7Go8blzFvH05gae2FiffI6OnxW8HxPlEypLeH7rnmT5xMoSnkspB+e5u3zy7BKqUsqx0pkLGQXm42yOkmXLlvmaNWsyXQ2RrPZ3Nz/D7v1t3PeZMzNdFZGsZ2ZV7r4s0/XIFmb218B57n5lWP4wcJq7f3qgbRLfzVU1jXzwp0/R5Z5s2vvVsGlvn3IswtcuDJr+dsadglgkzGb2X05kLxPZzLyocfuK03lyYx0//MOrGEHf2w8snc3PV9Uky5edOoebntycLP/t6fO4/s9BI7LCvAgfO2Me1z7aXV7x5gX8+OGNyfIn37qQH/3xNQDyo8ap88t4YmNwXT4vaiyfX87jG+uS5dMXlPPncGqlWNT4q9RyxDjjyHIeezUoRyNw5pEVyTKQDJgPtZwIyEVExrMdt3yOth2vjXi41choVEZERERyxnAGmMTMVpjZGjNbs3t3MDjUqup6nO5+rw++tIPERfU+5a6gHA/LnUOUu+JBuSuM5OJxZ1V1PRHrDvg6OuNsrmvuUX5tV1OP8ss79iUPsKMzztpt+4hYd/m5rXt6lNfUNCbLXXHHzJLleNzB6FF2usveu+xO3LvLOD3KEWBu+cRk/QYq914/tXzGkRV8aFllz23KJg5ante7XJ495dFgQDRio/qYucQILsTo+emm56R/RjBK/nh6XhTsioiISKrhDDCJu69092Xuvmzq1KkALF9QTn4sQtSCEZHPXzIjreXlC8o5fWEFBXkp6xw/o2d5ydDlsazzYOX8vAgr3rIwWb+Byr3XTy1/7u2L+eCb5vTY5u/funDQ8ore5WHUYczKUePcY6d3H+MhlC87bQ7fuGjJqD5mLpUL8iJ8/aIlXHranKypU6bLek4GeS+9d2zeS4xS8+N0DlAlIiIi489wBpjs19K5pdx65fIeA44cdURxWsvAmO8z28u5+JyMxmA6o/2YuVYGeP8plVlVp0yX9Zxk7r102n/u6XOR9VCoz65IDvro/zxNXVO7+uyKDIP67PZlZhcA/0H3AJPfGmx9fTeLiMhoGq3vZmV2RUREpAd3fwB4YLjrV1VVNZnZhjRWaSxVAHVDrjU+5Mqx5MpxgI4lG+XKcUBuHctRo/EgCnZFcpSNp9EDRGS825Ar2XEzW6NjyS65chygY8lGuXIckHvHMhqPowGqREREREREJOco2BUREREREZGcM2QzZjMrBN4NvBmYCbQALwH3u/u69FZPRA7F+Bp2TkRywMpMV2AU6ViyT64cB+hYslGuHAfoWPoYdDRmM7sGuBB4FKgCdgGFwGLg7PD259197WhUZjg04qPI0K74n6dpaG7n3k9rNGaRoWg0ZhERkdw0VGb3GXe/ZoBlPzSzacCc0a2SiIwGjU8lIiIiIoezQfvsuvv9AGb2gd7LzOwD7r7L3ZVmFRERERERkawy3AGqvjzM+0RERCRHmdl5ZrbBzDaa2VX9LC8wszvC5avNbN7Y13JoZjbbzB4xs/Vmts7M/rGfdc4ys71m9nz497VM1HUoZrbZzF4M69gnAWGBH4fnZK2ZnZKJeg7FzI5Kea6fN7N9Zva5Xutk7Tkxs5vMbJeZvZRyX5mZ/cHMXgv/lw6w7d+G67xmZn87drXu3wDH8u9m9kr4GrrbzEoG2HbQ1+NYGuA4rjGzbSmvoQsG2HbQz7qxNsCx3JFyHJvN7PkBts2acxLWp9/P33S9XwYNds3sfDP7L2BW+EGZ+LsZ6DyE4xORMTBIV3wRkUNiZlHgWuB84FjgUjM7ttdqHwMa3f1I4EfAd8e2lsPWSTDmyDHAcuBT/RwLwOPuflL49/WxreJBOTusY399z88HFoV/K4DrxrRmw+TuGxLPNbAUOADc3c+q2XpObgbO63XfVcCf3H0R8Kew3IOZlQFXA6cBpwJXD/QjfwzdTN9j+QOwxN1PAF5l8KTXYK/HsXQzfY8D4Ecpr6EHei8c5mfdWLuZXsfi7h9Kec/8GrhrkO2z5ZzAwJ+/aXm/DJXZ3U4wMFVr+D/xdy/wzoM4KBERERnfTgU2unu1u7cDtwMX9VrnIuCW8PadwDlmlnVDCLj7Dnd/Nry9H1gPzMpsrdLmIuB/PbAKKDGzGZmu1BDOAV5395pMV2S43P3PQEOvu1PfD7cA7+1n03cCf3D3BndvJAgq+wvQxkx/x+Luv3f3RKJrFVA55hU7SAOck+EYzmfdmBrsWMLP2A8Ct41ppQ7RIJ+/aXm/DNVn9wV3vxk40t1vSfm7K9yBiGSr7Pt9KSLj2yxga0q5lr4BYnKd8IfxXqB8TGp3iMKm1icDq/tZfLqZvWBmD5rZcWNaseFz4PdmVmVmK/pZPpzzlm0uYeAf7uPhnCRMd/cdEPzAB6b1s854PD9/Bzw4wLKhXo/Z4NNhc+ybBsgKjrdz8mZgp7u/NsDyrD0nvT5/0/J+GaoZ831mduEAyxaY2dfN7O8GewwRERHJCf1dQevdaWI462QNMysiaP73OXff12vxs8Bcdz8R+C/gnrGu3zCd4e6nEDS5/JSZvaXX8vF2TvKB9wC/6mfxeDknB2O8nZ//R9AM9dYBVhnq9Zhp1wELgZOAHcAP+llnXJ0T4FIGz+pm5TkZ4vN3wM36uW/QczNUM+aPE1wteMXMnjGzB8IOxdXA9UCVu980zMqJiIjI+FULzE4pVxJ0d+p3HTOLAVM4tGaEaWdmeQQ/tG519z593dx9n7s3hbcfAPLMrGKMqzkkd98e/t9F0Mf11F6rDOe8ZZPzgWfdfWfvBePlnKTYmWgyHv7f1c864+b8hIMBvRu43L3/0UGG8XrMKHff6e5d7h4HbqD/+o2ncxID3gfcMdA62XhOBvj8Tcv7ZahmzG+4+xfdfSHwAeAbwOeAK4DX3P03Qx+OiIy1bL78KCLj1jPAIjObH2bfLiEYwyPVvUBidMy/Bh4e6EdxJoV93G4E1rv7DwdY54hEf2MzO5XgN1P92NVyaGY2ycyKE7eBc4GXeq12L/ARCywH9iaaCmapAbNU4+Gc9JL6fvhboL/fzQ8B55pZadik9tzwvqxiZucBXwLe4+4HBlhnOK/HjOrVX/1i+q/fcD7rssXbgVfcvba/hdl4Tgb5/E3L+yV2EHUrIXhRfBDYRBCNi4iIyGHA3TvN7NMEPyyiwE3uvs7Mvg6scfd7CX7A/NzMNhJkdC/JXI0HdQbwYeDFlOk6/gWYA+DuPyUI1j9pZp1AC3BJFgbu04G7w/gvBvzC3X9nZp+A5HE8AFwAbCQY4fijGarrkMxsIvAO4O9T7ks9lqw9J2Z2G3AWUGFmtQQjxn4H+KWZfQzYQpA4wsyWAZ9w9yvdvcHMvkEQYAF83d0z2hpigGP5MlAA/CF8va1y90+Y2UzgZ+5+AQO8HjNwCMCAx3GWmZ1EkBfYTPhaSz2OgT7rMnAISf0di7vfSD/927P5nIQG+vxNy/vFBvuMMLPFBE/ipQRXzu4AvuDucw/16EZq2bJlvmZNxqeIEslqH7npafa1dHDPp87IdFVEsp6ZVWXJdAwiIiIyiobK7L4CPA5c6O4bAczsn9JeKxEREREREZERGGqAqvcDbwCPmNkNZnYO/Y+CJSIiIiIiIpI1hhqg6m53/xBwNPAo8E/AdDO7zszOHYP6iYiIiIiIiBy0YQ1Q5e7NBPNp3WpmZQQdhq8Cfp/GuonIIcqS8TpE5DBRUVHh8+bNy3Q1Rs2B9i6a2jopKogxMT+a6er0cKC9i+rdTThgBgsqirKujpm2a38bO/e1JsvTJxcyrbgggzUaufF43sdjnYcjmz8fcklVVVWdu08d6eMczGjMAIQjXl0f/olIljJ1OBCRMTJv3jxyZfDIqppGPnT9U8TcicciXH/lcpbOLc10tZKufWQj339oAw5EDD517lF86uwjM12trJI4h51xJy9q3L7i9Kw6h4fi2kc28u8PbQAgOk7O+3is81Cqahq57IZVxLriWfn5kEvMrGY0HmeoPrsiIiIih41V1XV0xp24Q0dnnFXV2TWN6/IF5UQjwdXMWCTC8gXlGa5R9lk6t5SLTpoJwN+dMT8ngpHlC8oJTzux6Pg472+a1/2858XGR52H8tC6N2jrjGft54P0pWBXREREJLRk5pTk7Wz8gb50binnHjcdgH84e2FOBHLpkBcNfuJOKjjoRoxZaencUuZXTALgWxcvGRfnfU5ZUN8ZUwq5NUcyoDOnFALBaL3Z+PkgfeXGJ4CIiIjIKJhVOgGAI6YUcu1lp2TlD/RoJAjkigvzMlyT7FXf3A5AQ/g/F7R2xAGYVlyY4ZoMT11TGwCxqGXl++hQlE7KB+BN88v40nlH58xx5TJldkVERERCu/YHP9Cjlr0/0OvDICIRTEhfieeoPkeCXXdPnu/65vFx3ncnXqf7c+McAOwOPx9ml07M2s8H6Smtwa6ZnWdmG8xso5ldNch6f21mbmbL0lkfERERyayqmkaufWQjVTWNma5Kv+qa2sP/bQOObJ/pY0gGPQp2B5TI6ObKc9Tc3kVbZ5DZrW8aH8FjXRgYtnR00dzWmeHajI7ExbDdOfK6OhykrRmzmUWBa4F3ALXAM2Z2r7u/3Gu9YuCzwOp01UXkcKTBmEUkE6pqGllVXc/yBeV9Mh+JkUzbO+MU5EWysh9f4gd6W2ecprbOPk2Fq2oauWTlU3TFnfxYZo4hEeyMl6AnE3KtGXPidQnjJ9CqS3l91jW15UT/6URmd/f+8XEOJL2Z3VOBje5e7e7twO3ARf2s9w3ge0BrP8tERERknEgEgt9/aAOX/2xVn8znqup62jvjOAOPZJotWdPgdt9AaVV1PR1dmRutuSvuNBwIs885EsiNtrbOLva3BpnE/s7heJTadHm8XOTo+V7KjeBQwe7oGMvP+XReYpkFbE0p1wKnpa5gZicDs939t2b2hTTWRURERNIsEQhCdyCYmvVcvqAcM3Dvf/qUqppGLl25ivauOIWxCLd+fOyzpr1/oCdGwE3I9HQqjQfaSbSurtMP7n41NncAUDYpn8YD7cTjTiQyvts7JYL2vKiNm6bZqe+l3TnSbzcR5DY0t9EV9+Q0YDJ8VZsb+OvrnwJnTFr4pDOz29/ZT3Z+MbMI8CPg80M+kNkKM1tjZmt27949ilUUyU0DdDMTEUmr5QvKk1/+/QWzS+eWMrd8IgBX9TOSaRAsB/0S27vSlzUdLKtQ19ROfjhtTX/B5IwpwWjNEYP/+9hpGQvGZ5VMoL554H7Fh7PEc7RoWhFdcWdfa0eGazRyiWzuwqlFySbamW4FMZS6pjZmlUxI3s4Fu/a3khc14j5+BgrLNn9cvwt3Bm3hM5rSGezWArNTypXA9pRyMbAEeNTMNgPLgXv7G6TK3Ve6+zJ3XzZ16tQ0VllEREQO1SlzSohFg3D3m+/tfy7QhjDrNiE/2mdZIvMLEI1YWrKmiX7DP/h9/02t65raWDS9KHm7t9rGFgDiDpWlE0e9fkNJBD1HH1FMa0ecA+1dY16HbJfop7t4ejGQG02ZE6/FxdOLqdvflnwdD9RlIBvU7W/nqCMS52D8B4btnXEaD3SwaFpwTGrKfGimTylI3h6L1jHpDHafARaZ2XwzywcuAe5NLHT3ve5e4e7z3H0esAp4j7uvSWOdRA4bZmpaIyJja/f+tmQz5qJ+BqPZ39rB3pYg2E0EjamWzi1lQdhs+ANLK9OSNX1swy7aOuMD9rmt29/G4unFmPX/Y3bbnpaU2wdGvX5DSQY9ORREjLbuYLeoRznTRpKJrW9qY3JhjBlTCqlrbmdVdd2Q/d8zra6pjemTCymdmDduXqeDnaNEJvfYmZMBBbuHKj8aXOicmB8dkwH+0tZn1907zezTwENAFLjJ3deZ2deBNe5+7+CPICIiIuPJ1sYD/d5O6Bko9g12oXvQpUTQPNqmFRcmb/fOKgRzmbYzbXIBZRPz2d1PRrA25bhqG1tYOjct1RxQIrN7VErWcm75pME2OewkAqsjwwxcNvRxrapp5NIbVtHZFT+kUbzrmtupKCqgoqiA9s44J1SWJPu/RyNj33d8KJ1dcRoOtDO1KJ/yooJxMdduIlve1hmnIBbhF73GDNi1L3gdHTdzMndW5W6wO9iI+qNhc30zAAfau5KtaNIprWOAu/sDwAO97vvaAOuelc66iIiISHptbWjp93ZCbXjfpPxoj6AxYW9LB3sOBJnfmoY0ZU3DRi/TJxfwk8uX9vgxt6+lk/auOFOLCphaXNBvNmpbYwtTJuSxt6Wj3+x0utU1tRGLGAumBgFuNgRy2aahuZ1YxJKDi9VnQWY3MRI59D9421Dqm9qoKCqgvCgfgNmlE5k8IY89Bzr42zPmZd0UXg3hQGoVxQVUFOWPi8xuj3PU1fccJYLbY2aEmd1xcEwHq6qmkcsTAX+aBo+q3t2cvL25rpkTKktG9fF7S2czZhHJEEcDlojIoTGz2Wb2iJmtN7N1ZvaPw912axigHjmtqN/MbiLAXTavrN9AcUt9sHxyYSx5e7S9tnM/EAS2J8/u+SMr8eM1kUEbqM/uwqmTKJ+Un5Fgt76pnfKifKYWB/3ecqE/6mirb2qnbFI+ZZOCwDAbmjGfUDkleftQ+inWhee9vCg47xt3NSUvDLV1DK/f9lgOaJXI5A72Xso2yxeUEwm7gJn1HTMg8fkwp2wixQWxrMnsjuZ5XVVdT1vYPL49Tc3jN9c3Jy9EbaprHmLtkVOwKyIiIqk6gc+7+zEEg0d+ysyOHc6GWxsPMLW4gEXTitjST2Z2254WCvMinFg5hZ37WpNZlISahuCHzxlHVvDGvlZah/kj/mC8urMJgJaOrj7BauIH+dRBslG1ew5QWTqRWaUT+s1Op1t9cxvlkwqSgZwyu33VN7dTXlRAfizC5MJYVjxHqVPU/NvFxx90tqy+qS0IdsPz/lQYhEQjxoY39g+5/VgPaFXX58JR5i84DGXp3FJmlwWjRy+eVtTnHCWC24qw5Uc2BLtDDbh3sFIHCYz0E/CPVFfc2VJ/gLcunoqZgl0RGQENTyUih8Ldd7j7s+Ht/cB6YNZwtt3ScIDZpROYXTaR2sYW4vGerUxqG1uYVTKBytKJxB3e2NvaZ3uAMxdVAN2Z4tH02q79HDkt6Cf26s6eQUKfH+i9+hl2xZ0de1qpLJ1AZemEAfsdp9PuMMNXEItSXBgbtSa62T6NzcEILggEQWF5UUFWNGN+sXZv8nZieq3h6uwKRgEunxS8LgH+8noQ7J55ZAWv7tw/5BRUiSa66czYpep+LwWtEJraOtNy8Wo0tYYXwKIRY3P9Abp6fX7t2t9K6cQ88mMRKjIY7Ka+VxOZ2IEG3DtYp8wpYcqEPACWzJoy6k2Yt+9pob0rztFHFDNzygQ2K9gVERGRTDGzecDJwOp+lq0wszVmtmb37t1A0E93dtlEZpdOoL0z3qdPW21jC7NKJ1JZOiEs9wxmt9QfoKIoP9knrmaYTZmHG6g1NLdT19TOBcfPAODVXb2C3f3dP9Arigto6eiiua0zuXznvlY6486s0iBg39bYMubz3Cb6bgJMHaXmoaur6/nAT/8yatmhTKja3MC/3b+eqppGGprbk5nv8kn5yUG9MhnQr63dy6ySCRQXxnghJfAdjoYDYZPg4u6M/vod+yguiPGWxVNpPNAxZOY0NWNnpGdar1TJYDdsJQHZP6DT+h376Iw75xw9jZaOLl7f3dRj+e79bcnuA1OLCzLSZ7eqppFLV3Zn6CfkdYdyozFQ2ZaGAzQe6KC4IMbru5r6BPwjlcjkzquYxPyKScrsioiISGaYWRHwa+Bz7r6v93J3X+nuy9x92dSpU+noirNjbwtzyiZSWRbMP9s7M7ttT0uYFQ2W1/bKjNbUH2BO2UTmhtsPZ5CqR17ZyQd/+tSwArVEJnfp3FJmTCnktZ09f8zWNbUTjRilE/OTAWXqD/REs+fK0onMKplAWz8BfbrVN7Ung4fyURr457antxB3Ri07NNaqahr50MpVrHy8mktvWMXufW3JgZzKJuXT0NzOU6/X8aHrh/c6SYcXavdw0uwSjp81pUeWdziS/V8n5ZMfiyQzb4umF3F0OAXVazsHb8qcOurt5AkxTpmT3kGB6prayY9FKC6IJd9L2d5v98VtwXm5fHkwxPraXuepR7BbNHqZ3YO5CPPkxjrau7qnnHpuy57ksnOOmTbiTOzTmxoA+MhfzWV/Wyfrd/T56B+RxEjM8ysmMa9iIpvqmtN+wVDBrkgOGuNEg4jkGDPLIwh0b3X3u4azzY49rcQ9GCV2dhjMpvbbbW7rpKG5ncrSCRwxpRCzvnPtbmk4wNzySZRNyqeoIMaW+qGv+l//52q63IcVqCUCgsXTi1g0vbjfZsxlk/KJRCwZUKb+QE/Mq5toxgzB6Mxj5UB7Jy0dXclBisonFSSzliOReh5i0eybxmYoT71eR2eYgWrvjHOgoyulGXM+9c3t/OSR1+mM93ydjFWmt6G5ndrGFk6onMIJlSW88sY+2jqH36Q3Mb9r8ryHr83F04uTQeyGIYLdx1+tI+5w6amzaTzQwbrtoxvE9Fa3v42pRQWYWUqwm/nm5INZW7uXiqJ8zjyygkn5UV6s3dNj+e6m4JggyOzubx150+yqmkYuWTn8izDxlB94ZkZDczvlk/J5+zHTeH7rnhEHjs9sbmDKhDwuOy0I+BPB72jZVNfMxPwo04oLmFc+iX2tnTSGA62li4JdERERSTIzA24E1rv7D4e7XWL05cqy7kAwdfqhRP/WWSUTyI9FOGJyYY9mzG2dXWzfGzSDNjPmlE0cMrPb0t7Fum3d2Ze8IQK1V3c2UVwQAftvfQAAIABJREFU44jJhSyeVsTGXs306lKbCBf3zUYlpk5K9DuGvgF7OiUyfL0DuRE9ZlMbz2/dk8wIXXbanKybxmYohXnRPvelXhBoaG7j2S3dQUReNMiOXrpy9Ab2GczaMGg6vvL/Z++94+Q6zivRUzd39/TMNGaAQSIGAAOYSREMkCjJCpQsS6LktZxESuu1TGnt532rtXbfOskU7fV7a63eeq1dyWtLlOUE2rItWSJtZStYwWAYRjCBJIBBHAAz0xM73rB/VLh1q29Ph+kJAOv8fmTjzu25XbduVU+dOt93vgFct30A9SDCs6dbm0px8A0NTnKHc/TeLh3JY2Ofi0LWFsZrzfDt589iIGPjP9x2GT1+7mzH99EJzi1UxYbRcMpcWo946sQsrtk2ANMguGrbAJ6UvluiKMLZuSo29dM63fz7Ybnq7l/8y1HUA7oJ004u9XeeP4ctAx52FLIYyNh44sQsbrtiBG+5egtOz1aEOt0tHj5axE07C9g2mMG2wQwePtp7srtzKAdC4vJpRyaXHrvLhSa7GhoXKIh2qNLQ0OgOtwJ4L4A3EEIeZ/+9tdUv8ZDliwpZeLaJkX43UX7opBQCDFDCKKuiJ4plRBFECPOODdmW5Ye+8NgJzFcD/JtXURXiZ2++aEmi9sLZeVw60gdCCC4byaPqh4lQ63NSiDBXcM5JatSJYhnDfS4828Q2kXfcnOyqyuFyj3/w0iQAiJIz9SDE9GINDx2ZSn1/O9f85LdfhB9GeO++UVyzbQDfef5sT9u8Gsf3PXgMOcfEz71yVNx3keW5LtZ8hBGwWAvwi6/dDQB41cUb8AffPIRaQI19avUQf/DNQyvWxq8dnABADc6uYSWIPvGtF9r+/ceP09eTbLPFZKt3A1Td2zzg4buHzjb9/UeOTuPLT53G1dsGMNLv4ZKNOdz30LGOxkmnx8emS1io+hgbL4rNmX988vS6Gjfy8Q9fnMShM/OCmF+3fQAHT87if7HnNF/1UfVDHJqYx9h4UZDdP/ruS11/5pefPI1/eOq0MBQNI+DY9GLT9//VQ8fw+PEZvO2aLfit26/E1GINC1UfF2/K4bYrNsEgwP/35We7bs83nz2DI5OL2DJAv9su3pTDdw+dwxgjvN18v6jHz52eQxBGGBsvYucQJbv3fu9I0/f3AlbPrqShoaGhoaFx3iOKou+jC0P3h45MgxDgNFNnC1lHhIruHS3gh4yoFZkSmXVMPH58Rpz/1rNUaeJhga5t4OjUIh4+Oo2bdm7A2HgR33/hHF596UbsHS3gkaPT+O9ffx67h7P4yO1X4ZlT8/iHJ09jqM/Fqy4ext7RAv750Dk8dXIG+3bT42dOzWHnUA5j40UR/vnxbx7Ce165E3tHCzhZLMHPexgbL+I6Rkq+8tRpXLmlH3tHC3j29Bxsk4g297kmvvb0ady8awP9vOfP4aGj03j95ZsAAHd++gBqQQjHMnD326/C7zzwdGfH//A0an58/JH7DwIAPvb155FzLXzh0ZMAgPd+5iF85Pbk+/fftQ8A8O5PH4AvXfOeB55OHP/pD44CAH7tC0/iTVeM4IEnT+O/f/35pu//7QeeRn2Nj2t+CNeOj6t+CMsg2LO5HwahpOEPvvECBjMO/vLAOADAIMCbrtqMR8aL+Nbzk4mxG4LmQj58dFr0cxBGiX5fzvHnHjkOAHj/nz+Cu99Gq3h989mz+P6Lk7SP738a9TCEK/V53Q9hmwQ/ctkm/NNzZwAAH/jLR3D326/CQ0cpEfi9rz4H1zZx6AyNULjz3gOpfXQPO37oyBTue/AYjk6V4IcR7vj0Adz3/n2o+QHe85mHEEW0zb/51itwzwPPiOPfetuVuPv+p8Xx3ew4jOJ7vPtLBxPH3FyOtwkAvv/iJB4ZnxbvD8JItPEjXzoIXz6+/yD8oPnxPfcfRD1xTMeJes+eMk4aji0Dd99Ofz8C8MXHTuJnb9qBPs9GPYjwP75xCJ/89ov4pdddDAD47qFzOHBkCr/w6l0AgPsePIbPP3oCH37rFbj7/qcBQPTRh790MD5++1X48BefQhRBtPHDX3wKYQTYJsHVWwfw2PEZ/M3DJ/Clx0/h7rdfhd9ifeTZyev95YFx7BzOgQCIAPz+1w+hz6V53AcOT4s+/wjrI0/qQ/n4nvvp9418HgA+98hxXLGlH//y0hTqQYQ77n0QH7k97jPXMnDf+/ehWKrhrj97BAah9/iff3QP/ss/PAvCjn/9xy7HPfc/I77Pf+Otl2Niroozc1Xcee8BfPitV9Dv2IMT+OazZ3DV1gE8fnwGhL3fyA4Ot/q70w7Me+65pxfXWTV86lOfuucDH/jAWjdDQ2Nd4/OPnkAYRfjpGy9a66ZoaKx7/PZv//bpe+6551Nr3Y7zGX/wif99z8H+mxBFwANPnsKGnIu/GzuB2XId9z9xEhtyLn7/G4cQRcDXn5nAhpyLP/+XcZTroTj/u//4DMKIko6hnItPf+8wghC4//FTGMq5+L//6jH84MUpfOnxk/T4rx/DQjXAQtXHrZdshGVQAvHgYfoe2zTwH//2CfwLO/ZsE9949izOzlfxpSdO4pJNffjuoXN4fmIeX3riJDZkHTzw5GlMLtDzw30e/um5szheLIs2/tVDxzBf9cXxVw9OYGKuKo7//V8/hgePTONLj5+EH4Z44sQsItAQyKofUjOWTo7PJY+PTlICwY85oVDfH0YRdmzI4rFjdDOBX2O2XMfx6bI4nqvUcXKmIq4xmHOows6vWW9s0+EVPm63j0LpGKC7M1ypp4HpcR9FoNFOOzZk0edaePw4DSs2QJ23S7Ug0SdyHy3WfIxPKX3Crhm3aenjxHMKQpHLHin3oB4HEUT/pD13NBsHSh8dVfro2HTcvh0bsviXw1M4eHJO/GxyoYbTs5V43FTqiXGxWPNxTO6javJ4oeqLiAfeJvWej0ptrtSTx7wPOztO9uHRJn2qjhu1jwA6Ts7MVfGkNH8XqwHOzFXFNQEiUjPouPFxcibus3I9SPSJ+pzKNXqeP5eLpdrkah/5YYTHjhdRqoXifC0Icby4xDhL6SP1+0PtI34eTd5/ZCp+/44NWTx+bAYHT8XjZr7q45Q0bhZrgTAh5ONK7sNaEInImjACJubiUnRRFGHuia8Zd//qh34Py4QOY9bQuAChDao0NDRWEwtSeZ66H+IrB08LIxV+zHNjWx37AT32A3aeHdf9MPU4CCMcODyFaRbayw2Ivvo0DR2N2PGXnzpNj9lnfovlLPLj+588lTj+ysHTDfcUtTjm6b9VP8TX2OcDgG0Z+LGrt4j0En5sGCT12DLTj0127LD3OxZdxhFC6PvZB1gGLS2zc4iGhBP2GVdv608cX7WVHhuEHr/jum2J86+/fGPi+Eev2txwTw33yI4t08C+XRsazhtqHzQcp/eJYZDE5xFC8KNXbRbPwJb6xCSNx45F87lvv24rPJv9zDZw12t2J+7xlbuGE8evvjh5/MYrNiXu6bWXJs+n9Yl6vnUfoAHy77t28h4tM32cmKzP1HFmsThok40TnlrAP+PyLclxcqvSB6/bk+yDvTsLieNLN1GHaIM0jgv12DQNXLIp19BnDXOlxbFJkn3Af1/tE8tIjiu1j/g4uXlXIXEP1zP3an58+7XJ57p3RyFx/AY2TvjxW5S5c/1Fyeul3ZOM6cV6w/vVsW4qz5n3id3i+6TZsc3GCe8zS+qzfbuHsGs4l2gT90sQc+eSWJi1LQMjLPRbbrNrG6lhRLZlIKws9iSWWZNdDQ0NDQ0NjWWhz7WaLrwEcVMWcuoCXV2QqwstdQEvFnbMlOqVykJLXXxevY2GJTdbgPP3J86nLD6XIi2yV8JsmW4AZG0T++/ahztu2YGbdhbgmIY4fg1bDP7Re/bijlt24NaL6T38+lsvxx237BAL4v/8lj2445YdeN2ejcg68fXue/8+jG7IYqTfxU/fuB0Zh/bZB994KfaOFrCNkZh9uzdg/137cMUW2gcXb+rD/rv2YXuBLlZ/6XUXi2sOZm1cvW0A++/ahzddSRfol47Q97+N1Se+fHNevD/rmNg5lBXHvA7sXa/ZhZxLs+UKWVuc372Rho//+ftuxh237MD2wSxsk4jz+3ZvSJx/wx5KuG/ZNYTXXjaMCIBJCPKeJYzQbr9ui/j9/Xftw4fevCf1eO9oAXtHC4mfvYeVmXntZRux/659eO0e+kxu3kX77PWXjwAAbtpFf++d19MNga0DHvbftQ+vZERQ7hPXMlDI0Xv+iRvo+1996bA4f8OOAjbmXXF82UgeBgH2/8ItuOOWHbiokMW2QiYm6iYR95J2j//X6y4BAPz/P3Ut7rhlB95x3VYAwM/etAN33LID12wbwEh//Hn/692vAAC8/zW7sHe0gEKWhsDyvuEk5rYrR7D/rn247cqRRB/xubC9kMH+u/bh2m1xGaNPvPsGZB0TlkHwwTdeKj5zx4YsLmHjjo8zAPjx67ei6tMti0FpnGwdzCDvWuL48s15EMR9xDdqPvNzN+GOW3bgRka4P3jbpWJcAcAn77wBd9yyA++6YTsb67sTc+1Hr9rc0Ed7Rwt45W76XN9w+Sbsv2sfbmDfD//m1p103LxyJwYyFq7dTufK9ez8LWyu3X4tfQav2DHIxsF20Ud/8nM3YZT18ftu3SXu8S1Xb4bLUhDecf1W0cccBoBbLxluOg7excbaX7A+uoXNpT9+797EXPrkHbRPfvwV9DM++i46bn7mJhoN+Kc/T/v0nnfQkPtf/TH6/fPLr79EtHnvaAEjzKzrTWycvIGlb7xuDx0nb7k6Jvh/8DPXo+KHGN2QbZif775lhxjrALBtkM6tsDSTzDfoEjpnV0PjAgXpPOVOQ0NDoytkHRN/fNc+HDg8hX27h7B3tICZUg3/7WvP43ffeTV+6qaL8D//6RAGsw7+3391DfaOFjBbruGjX43Pf/3pCYyNF/Gn77sZe0cL8GwDH/qbJ/Dv33gJ7rhlB8bGp/H5R0/izlt2iOMvPHYS+++6BXtHCyjVKLl8zaUb8cHbLsX0Yg33fv8ILh3pw3/9iWvx/AR1v/3Aa3fjTVduxt7RAv7+sRM4OrmIP3rvjcJV9T37RvHO67fRhf+DRzFb8vHxd78C12wbwG/8/VO49ZJh/MqbLsPe0QK+8OgJHC+W8Id37sXe0QL+8DsvolIPRIkVwv7HTbOyjoUIkTju8+gyjBu1cMUt69Cfz1eompNn+Xh+GGH3xpz4/b2jBfz8rTtxzwPP4G8eOYGFKs13HmEGM7xPLtqQxd7RAv6F5U2HIW3D5x89gcGsjf/05j0gjKlv7HOxbTCDvaMFHGTOrkM5F3tHCzh8jrqm7mDXA6iyvjHvxsdM0T98blHUKXUsQ5znGwQ72WJ/sebDDyNR9zXjUGflK5i6yAnzwVOzwkH4Q2++DB/72vP4yP1PI+9Z+NhPXiccmTmh5VCP1Z9FUQRCgGu3D2DvaAHfeZ5+xqUjfdg7WhClV67YTPO2T0m1ofeOFvCNZ84k+jiKItSDEEFA75k7jr/92i3iM0f6PRRLNXFsmwbCCNjD7rnqh3jNpcP42Zt3JOZUs3viGzm7hulGQj+rw1tj0Q+TC1Xcsiu+xmuYGt2foRsT3PBsUz99jl96nOaC888dG59OfC4v4RVF9Gd/8v0joi21IMTDR6dx/UWD+CBzfgYokR3MOnG/s58/fnwG0yyP3zLicRKFEUyTxH1kmYiAWHVm4/WSTX2iDwHAMQ1EUSTqX+8ZoSozd7J22Tipsr6Zr9A5cm6+mujnPJubr9hREPn6APCLr71YODJvGchgU7+HvaMF/AXLDb96Kx1HPDz3spG8+D7kyLkWnp+Yh2cb+PW3XiE27q7eNoAvPzWBK7f049QsHWc/uXc7/vd3XoIfhLAtA//htssS818eB7wv+NzJsHu9lPVBls2lPaw28xBz9eabG0M5B4RAKLTXbqdzkpeS2zpIv1cKbEOLfz/deslwwpfhxp0bEt8fvJ/Hxov4yb3bBWmW7+FdN2zHgcNTeOCJUxjqcxL3tVxoZVdDQ0NDQ0Nj2dg7WsAvv/4SsUh5FVMtB3MOoijCTLmOV7NFEUAXkQCwlSkXtmVgWyEjzr+SKS8b2IKMkxm+WLUMAxv7XNy4k6oXGduEaRBcs52SEr4Qy7kW9o4WMDFXASHAf3zzHvEZV20dQMUPEyRGXkxuGcgin7Gxd7SARRaq/cYrNonzm/pd9Hu2ROQIrtzSL8JkDYPEq3rQBXY9iETINl9wz5briVfqTB2JvMczLJdtYraCzWyhzcFVt49+9TmhLHOSu8jI7wTLk+M5cePTJdT8EC+eXcAlG/sEcQCAgYwt2jHHXrmz8Qw75u3muXyVeih+v1yjn/nPh87hwcPTrD1xLVL+78n5GoIwwnSphiiKr1lmBmXq60ypjj/67mFsL2SoauyYGJ8qYd+uodTSQ+2CEII+xxKh+LzPOAni44jfIzdQOzNfRRBGOM1ISUWE2dMyMnMVH1U/EJso3L0XoOSf3y8Qk1Ju3lYs1VDIOQ1zqhlybIOA3wN/PTK5iEo9wMmZsiA0AJ0rjmWI58pfT7H8bf7KawHze+fHvO0TcxX4QYgTxTI824BnG/jeC5N46uRsIrSZ33NNueecQ821JhdqGM45Yo7xeyhL46ZSU5+L8sp+99h0CZMLNTFuakGY6OOJWXpvfE69dG4B5Rrto0tY1AFAv28cy8Ace/78Ne/Z4j0b8654vvyV943aV/Lzfn5iHs9NzOGykbwgugAwkqdz++x8RbTv5l0bcN/7k9EJzcDJLe+3UpNXtU18TFeY+RT/PvBsI/X9fE7wPq/Wk+erdf458fP77A+OolQLcLOU2iCDj/WNeTfx3HsBTXY1NDQ0NDQ0eg5OyibmKpgr+6jUQ2weiInaAFOfZKLHFSkAGOSqUzlJtHit2cmFqqilCjDS4lpYqCQX/GcZ0TszW8FwnysUIADYOuhhvuJjrlLHqRm6YOchnQDQ71lYqLKFHbuuvNh1LTOxiK36AbYMZER44e3XboUvmSjwBXdNWTzyhXRMdksolupiccpJ6pm5iggd5NheyGLnUBaz5TquYIpNvLj1xb0DwMQs7YsgjDA+tYjD5xZwsbTAB5Jkt+G1xIlfctHMiUUYUvJ77fYBLNYC1IIQV2zOo1wLmKlPvBCfWqyiyIguEC+YBams8WuH2DmUBQGt1XzV1n4cPDknyOV3D51bdpmSPk8eN8nnzV8rCvELwgjn5qs4zfo2JgzxQn1yoSZU/mFprLoq8QviTY9yLUDVD0WYbzvgih1/3vz18OQCNeiKIGqaAnSuFLI2ZlgeKFd2+YYPf20gucpxEEaYmKvg5EwJFxWyeMVFNFqiHkS4aTRJaijBj/umxjaZOIrlOsr1AEEYCXOjqh8iZBtDfIypz0cQfDaHjk2XhNET/xwg7uOJ2QqiKMLp2QpMg5pMPX2KKpAXb0rOhX7Pwlw5Hge2SQQBBJJkl9cQVjcIxLiox/f+7MQcnp+Yx+VsvnLwuX1mriq+t0aYctzOpkeGRYTwOVZWPrtcS5JQ0VaJ9MobR65lJn6fk9gFZW40jI8gTBz3exaeYcr4zTvTya78mfLmWS+gya6GhoaGhoZGzzHc58AglGhxsiYTNU525yQVcUAiu55twLEMQbD469QiW1wuxjVxOfpcS6gNfCF2Zq6CkC3KVVWUh+Wdnqng1GwZWwczCZWzz7Mk5aguPkNuo7yIrbJyL3xxOjqURc0PBdFrUH3Y76pK6sliWYS/8nuo1AMUS/WGexgbLwoF+IUzNMy4VOWkJ0mWz85XRJ89Ml7E5EJNhD5ypJFdTob4xoOq9JQVxUhexL9wdgF+GAmysciI2ORCVRAEQFJy1YV6LUDONUUxrG89dxZfePSE6NMgDHHg8BSWgz7XEu1aEMpuPfGqtgsATs2WhVKoqmQAMDlfbars8v4A4nFQLNVEHxeyybG9FLiyy1Vp/jq5UMMTzHl693DyOQ9mnAZl99xCFTU/FCG0KonhbZY3eE4UyzhRLGN7IYObdhYEUVGJmWPG9xyEEfwwgtQFgtSWarSerRr9wPtdVdzVza1j06VE7Wx1g2liroLZch1VP8R12wcQRcA3nqWh6Opc6Pds8Tlz5Trynp34ftiYd3FuoUrDpjtQdn/w4iQmF2rYs7k/8Xkj/XSMnJmLlV11c2spCGVXmUvq5pfYbKsn52+5FohrAHRTJu0exEaDILtNNkXYA341C5svZG0cX6IuOUDTGOQ51AtosquhcQEikuPmNDQ0NNYAlmlgY97FmbmY7MrKbr+i7M6V6+iXVFNCCAYztiBa/H2cIE3OV7FRUssAmmenLn79MMLUYi1VFeVk99RMGSdnKtg2mEmc50pxFEXiujyXD2hUdiv1QCwQAQi3ZDWUsqKE/XH1SA5jPskWhZvyLibmKrHSM5C8hwOHp4TzdRhFsE2CRbZ45QRutlxHpR5gYrYi8vG+ztyiL5accAH6XDjp5mp6uR6gUg/Es1DDFYVyVOeqbU24RnDSUq4FCMNI3PvUQg1TC3EeY4MKJb2Wa6EIBw9D+hdONkTj99Qtcq7VsIDnx3NC2U3eM8A2SZgKKkI3JVXq3HxM6Hl+JECJn/w+Pj6KpTqKTG0tdKDs5poouwBEjd6dw9nE7wxm47lVZK9RREOfxXNuCE9tJG4nGdndVsiIlIKhnIPDUikfgM4VlXjuGs7BY8+RG9aVakEinFkdF/MVHzU/FG1Qld4T02VRVijRdimMmavx3C3460+fgUGA0aFkH+U9Szz/+YqPfi9pdbSxz0XNDzFX8QXZrSjjQCWAw30uDrFNqSsUZXeTUHYrODNXRc4xE5trrZBlmx78+fO+i4+V5xkk21jxw6Syq+Q38zEebygq3wfqK/u8HRtovxZLddx574ElIzE8y9BkV0NDo01ofyoNDY01xuZ+DxNzFRFGK6uSOYfm2MoqoqzsAnRBLtRFpnhNztdYzcYqhvNJstuXQloACMK9eSD5/q3MyOnkTBmnZ8rYohDJPs+Cz0Jz+XXlxacrhWby/FVvSWVEDSOMw1crdRq26ZgGJuYqosbmjTsLmJitxhsGCmHft3soQfxyriWUHDn37dRMGZMLVewezmHrgIcfvEjV0Es2JhfcAxkb81UfQRiJvgfoZkRRkKD0MGb+evlIXpTHkUmMrIqeU5XdWnrIZbkeYKTfTZTbedcN2xtclpeDvGcJgtU0jDklTPn0bFk8lzi0Ww5jpsruYNYWGx8A4NqKssv6caZUE0ZGA5lOlF2LtT1WdnezHN3vvTCJTXk3EX4PUOVY5GKXahjKccV/uqFd6r3JRP25iTnMluvYXsiKnPGpxVoDqZFzdgXZ3ZjDfpaPyk2LFqq+UKaBRrJLz8dze65Cx2qpFmBT3hUGWRzqZ55bqArld9/FQzAIJfg7NmRF2C5Hf0ZSdiv1hj7kar28qdGYD8teWd9df9GA+P09Ctnt9yx4toGz81WcmW/cnGsFT1F21e+Bck1RYlNCreXNOv5vNW1BqOoiZ1dVsZuPl7q/dCSGZ5uJ74leQJNdDQ0NDQ0NjRXBSL+XUHY39SdzbAcyNuYqdfhBiMVagP5MUsUYyNhxzq4UxjxfpaGOfIHO0edZDSY9ADA+VcJMSgjwxrwLyyAYn1rE2fmqUHo5+OJ2rlIX10squ9RoiDrwRogipC4Wm+XqymHMPG93z+Y8gjDCI0enkXctXLopj6nFqghrVhfAaimdgYzdYFAFAAdPzSGMqDJ88aY+1IIQDjMFU/scoORWJrvFUh2zJTWMOSakURSJRfWeLf2iTf/uDZcCYIqdpDhOSfmsQEwG0vIMtw5mU0sItZPH2A5yjjxu6OfOKWHMMSGIF+6nZipSzm7YcP4cC2MeViIQHNOkobxKWHBxMd5QKOTaV3a5gzUPX1+s+bh8CzU/KtWChDkVRyFni88qLtZwJSvlM3Y0JqiNJCb53AEIt+rthQyePDEr3LZVUiOT3WoQiJ/x53j1VkoCF6t+YpyUawHqATV2A+jzmJc2shYqvnh2/B4eGS+K3NpakLyHKAKeYi7BO4dyuIipjmoIM0DnurzpoX4/cbJ7dr4ShzE3mHklCd91zOE455hiQ4uDEIKRfg8TsxWcnaskvi/bAVd2GzaOFPJbU56jnF+81GadvOEAxFEP6veZ+j13864NwrSvVSQGDWPWObsaGhoaGhoa5wE2D9CF28RcBRtyTqNy4lmYLfti0aQquwMZBzMlSobnKz7ynoV6EOHIORqmqJKIvGeLhdh8pS7I8JMnaN6iShRNg2DzgIdHj9HzDWSXqbgLFV+E7vXJZNc2EUXUgZcvHOV7dJrkvKnhoHOVuggdvpKVDXno6DS2FTLYPOAlFugqYQeSTthZxxIkt1TzYTH2wXM3R/KeMKXaPZxLuMECSeMwmezOlGqSG3NykRxFNBSXL4Y9icRcxe6nVEu666o5uxUlJ1YmvRnH6Cm5VdGXEv6+UPURhlGDssvvwTENPHN6FjU/hGkQqU8a71ENt5fD26Moit2YSzWhtnaSs+tYBhzTiMPXqwEGMg4uYhsZuzc2ErnBrIOZUg1+QMNw+bh7hKmxnm2kKHXJcTvS74pxub2QbYgykEmN7EDN79eVzOJ4KPZiNRnGXGEh9BzzFV/kzwP0OQmyy+6h5oeCvKoGVQAtd0QIJat8LqhGbQDN2eXzcr5SFyXAODYxsntkcrGhr0SqgkJ+sy7Lr64FqSG9I3lPhDF3quzyTQ+++RSHtacbVPG+Scw1iewSQhLRK61zdpOv/Pp7dxbajsTwLEO0v1fQZFdDQ0NDQ0NjRTDS72Gu4uPo5GLqwm2A5YdyUtUsjJmTYb4g5TVzlwpjnq/42DWcg0Ho4hZI5gxzbB3M4ClWDzYtZxegC2q15i0gKx+BWOD+DWWfAAAgAElEQVS5tqzs0oVjo7KbXHTKxJKrU/MVH9sLWUFunzwxC882GtQlFTnHRLkeL3J3sDxETvg3D3gJFUtdbMtkd65cF/c4U64LdV116QWoezInJXzRDch5hEGiBBHN2U0aVEVRnNMrhzFnllFaqB30uXLpIfoaRVQhbSg9xO55x1AWTxznRC/TkIcN0JDZcynh9rLizxVLgPY5D2PuxI0ZoCRKztnNOaZQdHenKbtZG34YCWV684CHDTkHx6ZLIAQY3ZBr6sLM7/HijX1gKdmiNnMzUuOYjWHM8lzJcRJY9QVpBygBK6tkV1Z2q74gXXs2x6V8eBmhmHgFIuf28eMz2Mic2ftcXsqsMfdLVnbnyinKbh+dm7wGL22vmgebJL8npmODprSQ3k39rjCo6pjs2vFcqwWheDaquZq62SZHLchu0wCLXlHeL/Laq8nNr4bIFf6cLbPtzSrPSeYJ9wKa7GpoXIDo4YaYhoaGRtfgRO2pE7PYnBKS18+cf7l60q/kxHGDKk4AOEl7doIuLlU35rxUKmih6mMwa2Nj3l1SFd02mBGqT2MYM13czlfogtoykqVH5DC/eGHXaFDVTBnji8i5cl2YVF2+OS9yH7cXMiKU8eDJWWzu9xJusGnIOGZC2R3Je8jYJg6epH020u8J06jnJ+Yb1CVOsjgB5+Yys6V6g7Ir5+KVJVIik1NeFqcskd2NeZepnjXRR+V6kFjgitDoVSS7shEZkCRWZSWMeddwTvxs51AOFZ+TdabgOSYm52uYnK82jFNHIrvyhkGxVMNMqY6sYzZEQbQCD8UOWf5qzrWEWhqmLAoGmXLMzZwKWUfkrG/Ku8i5sflaRSW97B55OSPXMsQ9NiM1rm1Ihkj01UlTdmt+g0GVPM5kcguwucnm/GDWwdZBeg/8u0Kec6NDOfE7mwc8jI0X8ZWD1Kjt098/0rDxk/dslOs0jHo+JWe3P2NRhf8UnVsDGbtxrivk98adhSVDekf6PRwvllH1Q6Ect4uMFMYsR1GUagFqfgifzXvVVbtZGDNAo1fUzbkGZbdFnV35O7EVPKXcUS+gya6GhoaGhsZ5DELIKCHkNvbvDCEk3+p3VgtcSZ2v+qmqar+q7GYbld1yPRD5cA3Kbl+jsluph6gHIRaqPvpcC5v7PUGyVCdjAGJxDCDVoArgC2offZ6VIJvcrbRSD8QCTyYpsoIXRZG0yEwuiOU+GM67GMnTdmwvZARBr/phW0pPzrESObs518JIv4tyPYBlEAzlHFG+KUKjuqSGMXOH2qJknlQPIgRhlDBroq7JLIzZblR2F2u+aNeODVmWs1vFdrbBUKmHiQU6N+yKoljtWSn0eRbCiLZhvppUDRsMqjjRk9TSXcM5KZSbPtPthQzGpxexWAsSZYeAZHi7XG+3WKI5u4OZzlRdgCqjpWq84VAs1fA15rj9+9841EDkCgrZHczaYrNn62CG1TtNVwL5Ky9ntL2QabkJ4zJlVw7blk27uMnWYjVI5NuXa6qyWxeKommQxDPKe5boO4O1R1aTN+VdMSc393s4cHhKbPwEQaPKypXgYqmGxVqQyNcHaJjvxryL59j30fZCpmmqAn/dO7phyZDeTXlXtKlTZTcrhTHLURTy3KRt40psY26vSnY924BaA5unLPB+V7/XakqdXXlToxU4Ye9l3q4muxoaFyi0GbOGxoUPQsj7AfwdgD9mP9oO4Itr16Ik5MVa0zDmSmzO1JCzyxbk48w9las1fHG5Ideo7ALMtKZCySn/3KxjihxcGXyBP9znNCz0eMgyX1CrZUDaV3bDhGpZrYcIpdqzs0oo93aWa7m9kMGGnCMWi2kbBiqyblLZzTqm6INNeReGQfAjl21qqi6pZHfLQAa2SRJhzPSekoqbTErkMGY5tJIvwHdsyKIWhDgyuSgMsmRlmF9PhEWvsLLLVcX5ah2LVV+Mq3nJmEx2riUEIjzcNol4XlU/DuXeXsjiDCsXpW7KyONGziXlbsyDHeTrcmQdK6GKnp6tCNLkpxA5XtpIVna3yWQ3kbObDD/mr1zZDaLGcHgVfC7Ug3jcJ8iuFMZcUpRdmajJyu6mvIsF6RkdnyrhmdP0u+Hj//RCQ5sdyxAbWpsHvCVzjIHYoO7UDA31ViNPALo5xce1THbVzZFKPVY5lwrpbfWduRS4Kqo6n5drPkr1uE8bHaPlMGZF2ZXKq8lRCOfmq0IpXqpElWMaMFJCxJvegx1HevQKmuxqaGhoaGicv/hlALcCmAOAKIpeALBpTVskQSZnaSHEAyyMebZJGDMnXuNTdEG+azgLgwDTizUUsjZsRTFI5NhWffS5tmjDSJMQYF5+aMtApuFcHMZcZwZZyfZxFbdal8yZEm6mcc6uWmpGPlZDublCM1/xQQgRocxpfagi68SlO2g4qxn3AXtdKreS1z+eKdUwx8pBDWQcTC/UMFepC7WrWk8S+IqfTk6zKaGV3DhpvuILN9xKLWlE1CwseiUgG5EtVH1BiOYqvtiIqQUhVbPrATzLFONm84AnnnmlHgi1e7vkcq0qu7Liz4lBv2ehuEgNqjpxYubIuSZzvKaff+WW/JJEjoerH04JY9464MGzzObOwow48jF7dHKxZf1UOaRfKLvS/M06UhhzQoUMG3N2GbndMuAlyO+zE3MIJYLP2wpAuI9zArl5wFtyHgDxXOC1lFVlF4AwHzMNgs39XqqDNS9LBqCBTKqQHZhHOnRjNliaRaXeGMYsH6u5tbGCH6Tm7KoKPwCR602vk57bXfPDjkKYgXiu6zBmDQ0NDQ0NDQCoRlEk6rcQQizQ6NR1gT7XEgQ0LYS437NRDyJRh7fBoIod8xIdG3IuNuToAlBVy4B4MTq1WEPND5GXlN1mC8etIow2aFis5xIkqN6gDHODnYRBVZOcXXmhKB9nHRNzFR+z5ToytomnTs7ihy9RFe7DXzyIsfGiILnthjFzda9UC5B1rPj38/HvN1OXPNuEaxk4OVNBGNFnMpi1cbxYQhTFbZBVTICS1bQwZt6HsrLLCS4Qk8IGZVdasGdWOIxZdgJOkN0yVQ3leqPcxGcLC3+PQojSWtV6TF4TZLeJG3PVD8SmBzdzm1rsTtnlz50/+6u2DixJ5OKc3QV6nIvDmF86t4jFmt/oLCwpfK5lCFUYaF0/lRPbmhS6LSu7pkGQsc3EPQDJcZFnBnTzFR+2STDU5ybyqm+9ZDhRj5l/Hn91ZWW3P974aaay8u+Tk0VKdvtTwsv5RsZwnwPPMVFJUUFrQTwunBbkT57jm/KdKbsA3TQo1fzEXCopYc1qbq1svtYYxpzM3eb7hadnY6Ot5q7dQcv7VeEqtYJ7AU12NTQuQKybla6GhsZK47uEkN8AkCGEvAnA3wJ4YI3blMDIEqokJ7fHi2XYJmlQFbj6xJXdfs8SRjhDfY2EoI+FHU/MxkoM/9xmqujZeUpUXjy70KBOOZYB1zJEeZM+r40w5hQDK1XZrdRjYyKeo3d6toKBjI0Dh6eEoRAPPx2RQi9bIetYqPohq12cDGNu5/cB+lyOTS+KfxeyNsbZhgO/Bs+p5SjXA7HQzyi1OgmhIdVyzi7H5n4PlkEaSszILryt1LDlgm/ITJfoJglX+c/MVRBFsdrG2+TZJs7O0hDlEzNl/PF3XxLnubJ7USG+x0ZlV1L8/ZjsAsCJYrnLnF2L5UUH4ngpIsc/42SxDNMgyLuWKP/07efO4ocvTgnTtDSDNdcy8epLN8JdQj2W4fB7DuSQ/+RzpfdASw9xclyW8uE35l2h5OY9W7glc6X31ouHEwTfMkiizq5jGWJ9xBX7pcAjTU4upeyyZ7sx78K1TJGXnIh6qIeo+AFskzSU+lLBx0Hes7ra5MnYJsq1MEFuK0pYs5pbW64H8FktYzWKIlF6qB6KXG8e2p1zTDQLd69qZVdDQ0NDQ0Njmfg1AOcAPAXg3wL4MoAPr2mLFPAw1jNzlYZzguxOlzCQsRvCjAczLGd3soS8a8EyDaHopim7nIzyhVifawlydmq2nBpm+eSJWRCkmzUBNG9vjqlH6mJXhDH7YapBVTMjIlkJ5urN8WIJ/RkrNY+Q9wo3iFoKvL+LpTqiiJJfvoA+fG6xZW4lwMkuJbf9LIz5FNtAaKbsykqsvMAlhCBrm02V3aE+ly7Q6wHKtWQO8Grl7HKyy8eoGDNsHHFltswIecY28dSpGfH7PDeW9gm9h22Ssqvmlst1djmR4P0ahFFHNXY5sg41qFpkGwrZFkTJMg3kmTHXIJt7ZxeqMAidC2EUiTzPBpfdeihyT+97f3v1UxOh2+yeVdUv51Jld6EaiM0sORd8OO+ylII6+lwLeeaivcDy6Q2DJAi+YyXLHc0s1vGPT54GAPzXLz/Xci7w+X6CK7spObuxsuuKzTp1bvBIDq8Nh+0+14JnGbBNo625qiLDSo/xudjnWg1lv1RCXpE2qtLDmGPyyjcbubI7nHdTQ7f5q9vh3PU02dXQ0GgXLYwRNTQ0LgBEURRGUfTpKIp+CsAHADwYReun+NjYeBHPnKKGMb/4l2MNizdet5ISvcaFJHdnnq/64t98sbVUGDMPK+1zLeE8/PCRYmpe4b7dQ4nQx0aTmuSCWoZQduvpYcxJ5TeZh8iP+WKZE341jxAAvsrKo/z2A8+0XABnmdEPd7DOuSZmy5Qkf++Fcy1zKwFKdjnRG8zSMGY+qrhSLxN2ICannt1oSJNx4gW3YxrYlHfF36ihHAv/rKfk7DLyu9JhzHyTZIKF02/MuzANIhQ9/owqdUpmXdvEvt3D8NimhGXEYc7VOg3x5b+zIec05JZz1VLOe5ZzNTutsQtIym41VnZbgZNq/nnyRothEPHMKw1kJhARDO3WT5XLLdVS5grAQ7EDlGp0rrmWgYofjwNqSOULp/U+Njc5+U37TFltPLtQbYiaWAr8O4mPg1Syy76HNva5yc0vxZBO7rOlMDZeRNUPMb1Ya2uuqqDKbiBqbW/IOSjVA5RrSYOqehDFz9dP9xwAuEFVnLPNv3f598NQzpH6OJnbXWPh7p22H9BuzBoaGhoaGhoACCHfIYT0E0I2AHgcwGcJIb+/1u3iOHB4ChELHExTTbmye2aumrqQzLsWOG8aFGQ3DhtMez8Qm6f0eRaOT5eWVG5bmdT0uRYWKnVqeKUou0KF8NNDM5sru7ECyO+jWKqL/pAJRFpY81LgJVwmFyjZzdgmphZrS/aBioGMLdTKgYydCKvlCqQcis37oFlN3JxrolzzUa75yLomLNMQRGtj3pUW6LEaVZaMiVZL2eWbJP0ezTXnxkRcfeeE3LOpqrmfqZp3334lOx+KWqVDLLfcII1OxZz01AIpjFkaz90ouzmHlt3i4bmtlF36OXbi8+S58OPXb43ddlkb/ZCWnOIuu50gMRdS3JgB+hwWWcpA1qVhvHII7sa8i8VagJlSHXnPQp9Lx+nkQrVhbgJ0U0Eu+7VzKLukaZcKPi5OFnmUQ/Mw5mPTJREZUK035uhX6mFbtZPludnOXFWRcUxmSEU/f0POoXMvoTQrhnnSRpOqPnuSK3elHmKIff8KZbfPTVV0uXLcac6ucGOuaWVXQ0NDQ0NDAxiIomgOwE8A+GwURXsB3LbGbRJoVdpDJriqORVA1SWurvCQZk4SF1Jy7mKFjuXYuTb27R5eUrkFWpvUcMMrlZAnlV0WwpvI2Y1zMxNKjxzGLCl6aYS/VR+q4CooJ7s518KrLm7dBzLkesfcoIojDmOmC3iu0HKDqjRimrFNmotZC5Bl5zkZG59aZA6yMbkt5OyEO/Nq5exyo7ScayHvxWSXb7BU/TiMGYjHzbXbBwDEecyuZeCpk7MAgMmFRoVONmvi40DOp+7WjRmIFf00pVPFoFB2Y3LN72nnUA5BGMGXzJXkNncanpq28aMS5qxrirzjPtcU4e2VejIKYmKuQsmuF29uNVN25T4eHcotubGlgucyzzEDrLTPOMsI7kNHpvHZHxwR9yjXoK50oOy2ijRphYxNoyR4fvxQzknU3c17FgurTkZRiLnmNCq7sbIfYCjHw5iZstvnNrgxRxHdGOHh7p22H0Ci/5aL1jNhGSCEvAXAxwGYAO6Nouj3lPMfAnAXAB805+h9URSNr2SbNDReFoigC+1qaLw8YBFCtgD4aQC/2auLtvr73S64UnTg8BT27R5qWFzKBDctjBmg+YQzpToGsjbGxov43CPHAAD3fv8Ibrtyc+KaGduEQZLK7q7h3JJtaIU+18ILZxfEv2W4duMCXlZG4jDmoEHZFWHMUjh2Wh+06kMVXNnlpCfrmB1fQ34ulOzGZGgTIxw8NJOTAe6am0ZMsw5Vbh3TQMYxMTZeFETyX//JQ9g+mEkYEW3IOsnSQyscxuzZBkyDJMLf854tcjU5ySrXKIlRnxO/Z56r6dlmqkLH+112Y+aGRZskA7WBTHd1dgH5ubcTxmwnXmXwsV1RQ/D9oKvwVDfFjVklfzmXRmLYpoENuSw820SZqeWEQBCtM3MV3LRzg4jkmJir4JptA42faRmoBrGKyfOMO/kOyHsW5qs+cg6NSFBxeHJBRE3EuduqshsKU69W6HSuqsg6Jk7NxOR1qM9B+UScTz+YtRMbAITELuMA4CnPlddb5kpt3qPh5dOLNDViuM9BPYgQhpEyTui4aWccJj8vLlXWK6wY2SWEmAA+CeBNAE4AeJgQcn8URc9Ib3sMwI1RFJUIIb8E4L8B+JmVapOGhoaGhsYFht8B8DUA34+i6GFCyG4ALyzngm3+/W4bSy0uZcOngZQQQQAYyDrAVAmDzKmYLyiDMEoQCNZ29LmWCCfk1+90gSujz7OEStqYsyvn6DUqu0kFT8nZrXNlVyY56YS/k/bznF3eZr7Y7OQavB2WQZB1TKHs5j1L5IJW2IKehhwHQh1KJ7u0HIptEmQdi4Vm03N1PxQh0LGy6+BEsbxqBlWEEOQcMzFu5LG5KS+5Mdcaa5HyDQ65NNG+3UPwbAN1P2xQ6GTF3zLoOBjKObAMAj+MUslnK8jKrm2StsJH+SZGIddIrgWBl4gQEBO3dpRjGWmh26qym3NMLFYDWCa9vsdUSh4xwOtc14MoUdaMhzWrcJg7clqpo3bRn7FxarbSUGObg0aOvIi6H8IwCMIgEkquYxqs7BCdG+1uECzn+4qr4aVaAMsg6PfshEHVYMZJbM71e7YIvwcaoyg8m9ZbrgUhooge5z0b1YUqso4pvl9kl22AjptaEKLQZRizfK3lYiWV3ZsBvBhF0WEAIIT8NYB3AhB/LKMo+rb0/gMA3rOC7dHQeFmBaGlXQ+OCRxRFfwtabogfHwbwrmVetuXf717BMg2aE1v1mxI9ni86mLVFSG8ageDg7slAe6GcrZB3LWHk0rz0UKzkyAt4wyCwTdLEjZkpLzkHhNDQv2bqdifIijDmWuK4E/BnwR2yeQj5YNYWxK5apyTVtU2qwNUoKUpTYbOOicmFKizTQNYxKRG0DNQD+hw35l1GamgfFbIOXjizENfZXWGyC9Bxw42Icszpl0MYVPmczDbmNYrzrFbpUgqdHNJrGnGu92DWxuRCrUs3ZqbsLlTbVtP4Jkba3FPLarnM7Ilv1AzlOgxjNpMh/QZBg1LKTbZs00DONZGxDVHuiZLd+L76pDBmIH2uc4OqZuS6HfDPTCPTQFKJ9WwD/+UfnhVpCv0ZC5MLtUQfrjQyLIqixDYIsk5Mfm2TIOeaCWO0/oyFM3PVpmW+eOkhvuHhWtTFe3KhKkzEgNhszSBAGMW1hTvdYHBMAwbprRvzSpLdbQCOS8cnANyyxPt/AcBX0k4QQj4A6jKJHTt29Kp9GhoaGhoa5zUIIR7o38+rAAiJMIqi9y3jsm39/e7V3+aBjI2Fqp+arwrEC/LBjNNWiB9flNom6cniUlZ0GksPJRd6jtnoRMxrb/LFpWWQhFtrxjFFKHAzwt8J1DDmdlx5VchkF0g+Azl0mzsPZ2zq2NrMoCrLTHNs08BwnyPMnfhz/PQ/H8bhyQWU61QNy7lmos7uapAErowCPIyZ9ptpEEE+yzW6SZHmWAuw3EwpT7GZQicTScuIy/AMZh1MLda62vTg7T87n56/mgZ+X2nkWo1aGMjYODtfFRs17eSfyki4MQfpJIgbVFmmgZxjCeLGw+Pl+1LVd15jO3EPpoGalELQaZuBOI9+qWfCnzMPXa8ypbQ/YzOyS8lvN/WTO4Wc55xxTHiOiSiiZcsytgnXMjFTrovNtsGMg+PT5aYbS65lIIyARVbLmJNdgD6D+PuApiH0s7QT/p3Y6dwlhIjNs15hJb890mSl1HIIhJD3ALgRwMfSzkdR9Kkoim6MoujGjRs39rCJGhoaGhoa5zX+AsBmAD8K4LsAtgOYX+Y12/r73au/zf2Z5uoSECu7aU7FaeAL4j7Xaqjb2w1k9SivLKgJoeGiFU4AUhZ2DlNGOLmlBjFxGLNnm8IQqhdkN+uoYczdK7v9KtnN2uIehRmTbcakpJYexhyXHvITYdX8OWYcUwqDNuK6u01KGa0EZCKVcyyxyZH3LHhOnL9aSamXKi/4KylkWEWaQZVrGbAMukHz+PGZpX49FXyT4+xcte1nXmR1m4usPJcM9TnzsdCtSinnKdeauDlnHVr3t+aHyLkWPCtJ3PKJuWgl5mOaG7NrJw2quLrcCVopuzLk3O2qH4p5RDdBOs9z7gZcyV2s0T7jhnBTizVkHJMqtVKpNN7G2XKd3YMSos9+n7t8u9KmQ59nx2W02D3zfuKbJO3kKavI2GZPDapWstdPALhIOt4O4JT6JkLIbaCmGu+IoqhxtmloaHSMKH1fSUND48LDJVEU/RaAxSiK/gzA2wBcs8xrtvX3u1foZ4ujZkRPqIxt5jHyRW/a4rcbyCQodUFtGbGKkaIcuYojbH/GZgQiVi1VJXU54EpuL8hurOxS5e/cfBXPnp4DEJsxuZaRICXqYpm3gZYeClLDnKmSE5s7CbLbxN15JdDHyG3OMWEYJEFy5PzVcso9upbBjH7CtkrM8PB2OX/16VOzOHRmHpV62FV9Va7sVv0Q2TaU3bHxIv7w2y8BAD7+rRcbPo/fc7keMCdyTmKCZZFdPheclD7qk9T1LFMl5TzoZJSFrWxENSk9FCw/ZxdId0pXkUhrkNzbRZ+twlhWlVy+uTTFwtu5Q3VNIbszJU52G5VdAJhl52Vlt9+zxD1VWI6ufM+1Jt+JLe+BfR/0CitJdh8GcCkhZBchxAHwswDul99ACHkFgD8GJbpnV7AtGhoaGhoaFyJ4/Z0ZQsjVAAYA7FzmNVv+/e4lVBVRxTwLn+MlPlqBk1NVhe0WCTUphex6timU2jSSo+YN9nt2IozZtQwpVHL5BJ0Tr6lFnrO7/DDm5xnBfW5iHj//pw8DiBfwnk1JCa+L2zSMuR5ggbnaquDlUspK6OVsub56ZJcRLb5ZIJRd1xZtmK/4CMKooU2EkFgxa0L4VTimIYx/CAEePjotznVTX1V+zml9rOLA4Sn4IR2DQUr9Zk5y5ln+u1B2hUrZ2XPh1+PkM40sy/fQ51psXIRi0yOx8eRaydDzVIMq3sdxqHin6ETZjdVw2kcDshpeDxqcjlcCXMmdXqwh65hic2lqMQ5jlg31+HcOV/mbhehz5de1TBEyLufsLlR96jvA5o3Y1OgiT9qzjfND2Y2iyAfw70BdIp8F8DdRFD1NCPkdQsg72Ns+BqAPwN8SQh4nhKzYH1MNjZcbehC9p6Ghsf7xKUJIAcBvgRLSZ0ArG3SNZn+/l9vQZlhK1RwbL+IvD9CKhL/7j8+2pXZxktIrZTeZF9hE2V0ijzFWduPFpRzW7FpmT5Vd6ixMTbVcyxClbToBb8ex6RLGxos4cGRaxLbX/RAmIcLBlebsGrTObj1duc2y9sxVfGRSyLfHjIh4DduMtGBX636uFOLQzCS5yXsWbJP240wTQsB/Vqk3d6RW4domakGsku7bPdxRPWUVcm52O3nareo387E8x0iOUOxYKZ/lKbvpIb3qPSTD2anZEh/OfZ4F1zLFdZvW2Q2SG0udop2cXQ6uctJw9lAQyUo9YGZuq2NQBdC5k3GkubRAyS8vJcTTKHiZq5kmYcxiHLBND6qwSzm7VvJ8Moy5e2W3cj6UHgKAKIq+DODLys/ulv69bgrfa2hoaGhonG+Iouhe9s/vAtjdw+s2/P1eKXATomNTJVyt1MqUSw35QdhQaigNYiHWAydmIDa+aWZ45UrKbTvKbt61cXauiiqrHWqbBHVWB/TIuUVsGcgsu81Zx6Qqapd9cHiS1hV+4vgM7rz3AO5++1VwpTI6BiFxmKJlwLdNTC3WBFlNa0/avzkytgk/jDBf8UUYM0DVptVSdnNSrjcgk136/D3LQLGUTggAOg4qHZjyOKYhSg85ptGT+qriXtrYIGj1eaqix4kbz/fsmOxKuZ01v7lBlbgH14RnG8zlO8CmvCtKi81V/MQ8n/Jr6cquaSy79JCcu90KnqTs1qSc3W7V8G7AN5OmFmu4auuAGBfzVR8Zx6QRBX4gag/HYcztK7s8pL3PtcV5sSnCrrdYpVEQ3ebs8r8LvcCKkl0NDQ0NDQ2NlQMhxAUtNbQT0t/0KIp+Z63a1AnGxov46sEJAMCv/M3jGBnwEovudkoNqVAVuuVCJj1phleuFdehTCfDsRuzbRJkHDNWPSwDjx6bwXeePwcAeN+fPYz9d+3rusYmB1/gdksUx8ZnQEBdyep+iGKpliBG//YvxsQ9eLaJMIqwOO2nluUBkFB7U8mupEYNZm1xXFysY8uA1/D+lUBeIbtC0WPPP+OYkvqVruzSEi3tKbt8E8Q04vzV5dRXtU1D5GO2k7Pb6vM4oZ9VlN2FakCjBjocWwmy28SNOevKhD2p7PIxwUuL8TSFPs/C1GItdXOr0aCqm5xdet3Hjs1gbLy45PPhfXnV1rYAACAASURBVDLPzJxyrgVTcl9vJ7x9ueBzvubTMmDy3MvYZtwn9bj0EEDnmmkQ2Ga6sivIrm0koh9i5bcufgbE4e/dqOmebYrP6wU02dXQ0NDQ0Dh/8SUAswDGAJx3Jo8HDk8hjJort92oXX0KaVkuWl2PhgU2V7uEksLy1+KwZ6oEy33AczWXT3ZpW+Wcxk6wb/dQQsnlfc/bRVXMQIQxh2G8OG1WZ1dtmwxODmdKlNx6Uhjz7o25ru6hUzRXdumra5mYXSqM2aL5pZU2SQ0PbzeN3rn05hy6sdKOstsKQrGrJBW7uXJsVNQJhCkXV3ZTiGefEsbMQ9hny3XhgK0+l6U2txzTTERVdNPPZ5hXwDefOYPvvXBuyc0oYeYkqaCuZWCh6sPvUuXsFIm5JhlU8XM8Z7cilR4CaBhz2uaYCFMuywZVsdodn2e53ewcJ/zdqOmebeLo1GLHv9cMmuxqaFyAiLQZs4bGywXboyh6y1o3olu0o9x2qnb12o1ZXVSrEG7MQZiac+vaBkqLPsvpNUXYM89b7Ea9bgVOcrsxpwJabzJ4PO+PKbsREIf4puViKgtuFYLclpJ5huU2VdJeoM9TyS4z5zozj7HxIjxbDmNOuwcDizUauqmWJkqDI8hub+pBA5QgFkv1rp+7DJXE8LEtStB00WYe5dAsjDkRis1ydgFmVMbO8eeTaxJuLkN1Hu6GeJ2cKQOIoxyW2oyyDAKDyGSXbm4tp886hTw25blEj5OGUoBUeqhUS92kUUsPyfWOHzk6jU15F0BMbsWmiFB2O5+/nm0Id+heQJNdDY0LFNqgSkPjZYEfEkKuiaLoqbVuSDdYbp5iGnjYaTulQtqBqvSpcC0TM6UaVWrZwk8GVXZjNcu1TZbDR81bVqIPeN5eN2WHOJbaZOCh27LREM+tTlN2E6GUTXJ2ARp66dmNoZerAVUh5MrSg4encee9B7B1wBOOtekKmCkW6O2Y8sRhzKQrEpYGvqnQi6iGhlxMjyu73ZMYahhF80XT5pOas8v7OYpi0hVEEUyD4KmTs9g7Wkg4A6d/nmxQ1Xmb33bNVuw/cAx+0HozihACzzZFH3m22XC80sgqc01NIWh02eZuzHVsyDkN10tTdrna/bWnz+DbLAVDXI89124jAAA6vzgZ7wU02dXQ0NDQ0DjPQAh5ClRssAD8PCHkMGgYMwEQRVF07Vq2rxMsJ08xDXzx++ixYsscu3ZgmQYc08DkQjX1elzlbFZOxbVjNcu14zDmih8b1vS6D3gYay8UvjS4toFSzUc9oKGZhrS7mragb2lQ5cT9JhtUAatPdrlieOjMPIBY0av6oVjQpxpU2QYmGAloy415BZRdnvOa7TJ8XYaaq8lJ0dwywlO5YVS13kzZlcsnWUmV0jYxNl7EE8dnEEbAnfcewP679omyQofOzOOmnRuS9yBUzO7bvHe0gPve3/5mlKrkupaxLOLXKbLKRpF6rJJXroin1Y8G0g2qTs3GarfPjK7inF0exsw2Rbp0Y+4lVr7XNTQ0NDQ0NHqNtwO4HcCPAbgEwJvZMf/5yxYnZkoAgG89exZ33nugrXJFS2FsvIhaEOKlc4up14vrVqabM3Fll9ecdC0DYQQsVturx9oNlpuz2wqeZUphjUZLJbYV2VVJjRqKuRrgZPfgyVmMjRfxqouH4dlxaZ6hXKzaNzOo4oSgvTBmk5bxaRLS2w24spvrZRgze868f+aXEZIrnMmD2JRLPe+YtE501lHHgZGoBVz3Q3z+0RP4wYv0Z+/9zIMpc5ORXUa8uu3nvaMF/PLrL2lrQ8q1TCWM2UyYO6005PmXbQhjjks1zVd8OJbRoASr4N9RsTpt4G3XbKVlzQjdDKTnk5si89WYHHd8Dz2e85rsamhoaGhonH84A+BfAfh/ALwFwMkoisb5f2vbtLXFqWJjjt1ycODwVKLGrHo9mrMbNK0d6srKr20klJKVMqzJCmV3Za7v2kZiQd+KnCZNcpobVAF0sS5fY7Vydo9N002S778wiTvvPQAA2H/XPnzozXuw/6592NTfmuwKRa9Ng6pqPWjqTNwNevncCaHh1XOS8ZhjGctS7OQc2mbOyDnXRM6xQAhpGAdqbWAWxgIgfW4KYsdCYrtxY+4Uiblh0/JJYmNoVUoPJfvMkCIHuEEVQDctXMtItCmtfWnKLle7P/TmPfjTn78JgFRn102Gu3dlUNVjBVyHMWtoXIDQ/lQaGhc8/gxAHcD3QNXdKwF8cE1btE7wI3s24VPfO9wzw6c0Z2IZCTKbplaZsfsyzdmNlZDNK1RWJ7tMg6pW8CwTs6V4QR9KrohdhTHb8gLdWJMw5iOTNEdX3iSR1TxPaaMKzzKEOWS7pYdqQQjLD1KNzbpBr53IXctocBaOQ3Q7fy48dLu6hJqddSxRdzo5LsyG/HYA+PyjJ5rOTU5uubJrmytvZuJZJk6zMF9vHSi7/LXqh4mc3bmKT5+p1Ka0cSuHs/O64ECcehGyXP056R6Xa8rVaVmrVtBkV0NDQ0ND4/zDlVEUXQMAhJDPAHhojduzbtBrw6dW1+NhzFy5VeFKahYnDAANDx0dyi6rbc0Qh7OunLLL1TLPNhIVANLIabsGVfR6aujl6gQhvvGKEXzm+0eaGhF5ShtVyM++nQW+y/JXLYP0THGMc3Z7s7z3bBNTC7SiGQ/JjQ2qulR2gxC1JlEQAGASglIQCgdsDj4m1Pz2peamHLLrWkZqnexeQ54bLqtrW6rRvOLVKD3EPQZqQSj6LOtQl+6MY0l9Uhc5xYQkTcAS98PeX64HyNhmQx8abPzK5DYRAdClQVUvocmuhsYFCgJtx6yhcQFD1GWIoshfjUXc+YReGz4t7UxsoFwPEIRRehizVGpoMOtILrf+iocxZ1bKoEpSMV3LTPy1aZa3bBoEQRilqs0qGZb7cbWU3VZGRGnEK3HeWpoMq+ARAdYKuDH3apOD55cD9J6Wq+wKZ/Ig3cxtbLyI4zMlRMyA6qM/EfvsNRsHrVzDAZo/2qs+boXk3DAS97lSOfoqPJuRXfE9wF5tOYzZF+TVs8ymBlU8hzqKmivT1IQrdul2LVPK7e6m9JAmuxoaGhoaGi93XEcImWP/JgAy7Ji7MfevXdNeXnAtU5TdSQ1jlupabur3xIKyFqQrwb3AihtUSYtR1zJgGDHdTVNuCSHIOqZYYDdcT+q3DMsz9GwDlXq66ddKYSnipKrPKlopvyocSdntlUsvL310eHIRl47kl309uV2uRUPwT892H5LrWAbmKn7TMOYDh6dEHlbdD/H06TlxrptxIOYeU3ZXA/J3AO0zM/XcSiLrWJir+OJ7IFZ4Y4OquXJdhM97ttG0pjUhdHxW6ukbFABTsxdoWS5O8M/N04iAbjYZeh3NoQ2qNDQ0NDQ0zjNEUWRGUdTP/stHUWRJ/9ZEdxXRKnxVVlJ4KOhS7+8Fciucs5tUq9orFUTddanCq8JTSg/J11ktN+ZW4O2yTZJ+D3ZnCl7CrKkH42BsvIgvPHoCAPDBv3ps2S7kQApxs0yh9HYTeu1aBso1H1GU/vs8P54bUO3bHZcS6oYAyQZVq2FOBajjwGzYMFgNyEpu4tgxRT8s1uJQcj62m41bPg6akfXEOLHppkgt4LWNuzGo0squhoZGC0SRtqjS0NDQWA3IzqFpapda6iO5+F0ZIscXuf986Bx2Ded6GtINNJIgWyISzcmuhXqQ/rfJMQ0YBAgjaYFumyiivmphzK0gCEE7C/42nivN9Q56FsZ84PAUAu5MHFCDreU+d05+TIPQXNAWY70VXMtcsgyQmh+/Z3OsTnel7EoGVbke5TG3QtoGAcdqRSmoJLeZSzdvW0bZYFLh2QZmy0uR4fjntLxakvx2Ck+XHtLQ0NDQ0NDQWB+QwxTTS3fEBi+q++lKKT2nZqgb7ANPnupJrWEVnp0k7GpYcxqiKILPjIdUEELEQluQSmfpBfhqQ21X4/nOld0wAkpsXCwXalme5bqQAzEZ4hs6y92ocazYvKkZwZdr2sobSd2MAz7X5iurp+wm+oiVHko7t5JQc3WzKTm7tH2GaCfQnIy3Unb5s7TSNkW6ydnt8SagJrsaGhcotF+NhoaGxsrDbVPZ5e9drurRDmbLdZa83ZtawyqSalVcKkjN3+UYGy9ifLqEuYrflHyroZSZFuRytcHb1VTdarHpoYKPiyCMeqLsclWU1wXuhZqvkqHlhuQ6poGFamxk1ArcWRjoLpyd/265HqyeQZW9xHxftZxdRnIVEpuRcnaBuH/isd2M7DZudiTOK+NjueOk16kLmuxqaGhoaGhoaHSJVovZxrBGSQFcocXvqy/dqOQ+Ll/lk+Gqyq6zNCE5cHhKONQ2I9+eEnrZKrRyteEJlbOZstuhG/MK5HLKqmgvoJKX5eabO5JTcbvkUxCxLuv6yp+9GuB9ZBoEtmm03AxbCahzaZFtMBw6s5DaHs9q3MxIu15TMmw23xTpRlHvtWu1ztnV0NDQ0NDQ0OgSrUiLoyy4V0PZ7XWtYRWecg+tiOm+3UPwLAP1JjVsgSVMddYJ2VVDQ1V0Sl5VxX89wlMVOyWHt1Ooc6HdNsxV/O6U3WWSrm4g1HDF/En+2UqjUqd1fZ8+OQsQgm8+exYAcNefPYxP/+sbpfY0GlilobWyS3/O+5hf1zHTIz1aQdfZ1dDQaAltT6WhoaGxOmjtxqyENSqq6Eqh17WGZcj34Ek5u0vVQt2/RA1b+XfV3N3148a8tMLI29vuAl8mX6ulOnYKlbC1Ij3tXg9on3zy59+tkiw+e5VUVddK7yvHMrAa9dDHxov44Ys0cuLOzzyId92wXZiW1v0Qjx2LUwgawpibma+JcPalDapUot/tOOm1kdf6nF0aGhoaGhoaGucBkkpt4yKtUdld/4peK6ihkLZp0HqxSyxSW4XYekp+qEp61xoi1LPJgt+zliYEKtw1UPw6RSNxY4S+y/Z2o2ZnWGmrboiiPDdX26DKVcbLaj3jA4enEErkNgISxmW3Xjwct1Uhua0Mqlo5kacR/G7Q6zmvlV0NDQ0NDQ0NjS7Rym1VdbBdjTDmlYZM1ISBkG0is4z7UdVhnmf43Ok53NLjnONu0ModulVeo4rzSdltRmY6RbdhzN2q+9183nKhGq21IpK9Bq9VXPdpysC7btiOd92wPRFV4VoGqn4YK/cijLlZzm6bym6PCL7O2dXQ0NDQ0NDQWCdoVUdTXXAvtyzHeoCs3PCQXdMkmFqoYWy82FX4dMY2makPwdh4Ed85dA4A8HOffahn7sLLQSvSopKcVkiG9K7PcSDClxvCU7skn+bSG0NpqAcB6n7Y1bhaiw2FtVZ2m+Xry33nCLKbVGxbK7ctwpwb7r37cdJFqm9TrM+tJA0NDQ0NDQ2N8wCtwpJVB1tO6Jq9/3yAqvSNjRcxW6pjfLrUdV3fcj2ASQgePTZDQzHDOBSz16WTukHL0kMdEsHzIZy918pup+7IY+NFPHt6HvPV5iWrlgKfZ+pnryQa81e7zznuFq1SBtRwdDWFoPH9LQyqFGLvLHOcEEKdrM2+oc1dXUDB+pxdGhoay0KkHao0NDS6ACHkY4SQ5wghTxJC/p4QMrjWbVrv6MSgSiwuWygl6x2espA/cHhKGCN2Q07Hxov44UtTqAUh7rz3AApZZ0VLJ3WDVu7QnSq7axFi2ylUYyJXUXo7Raf33E7JqqVACFm2Gt0p1PI7rWrYrgVU8tpq7MYKfysynLz3bsf12HgRVT+EmSts6+oCCtbn7NLQ0NDQ0NBYC3wDwNVRFF0L4BCAX1/j9qx7tDKoUnN26fs6MzNabxDhj6z9+3YPwVsGOaWkJlZyi6Ua9t+1Dx968551EcIMxBsUz56eS1UYO60He16Q3SaKbrfEsVPDKJ5/upxND2eZxKtTNDpYr76y2wpq2PHUQhUAcPjcQvr7Wyq76vhYnrIrNjV6FMqsc3Y1NC5QrIbFvYaGxoWFKIq+Lh0eAPCTa9WW8wWd1tml71s6R269Q13MLreu777dQ3Cs2FSHX2M9kFyOZ0/PAQAePlrEnfceaCDhnRpUqeHt6xGqgr/aBlW9qBftWgbmsXpuzM3KNK2nKA7eF45lYmy8iPsePAYA+E9/+yS2DmYb+rl1nd101+5u73nf7iF6rag3cYqa7GpoaGhoaGik4X0APrfWjVjv4As8gwBWiqtKGqlR8/rON6QRu+WQ016QmpXGY8eLIKB17HlIbcL0x+yMCJ5Pyq6n5GJ2XXqoC8Oo5W56xMRubQyqOg1vXw3I5PTA4SkEjFP6QeO4lt/fbCNH7ePlmnLtHS3gvvfvwy0fnznV1QUUaLKroaGhoaHxMgIh5JsA0ow/fjOKoi+x9/wmAB/A/iWu8wEAHwCAHTt2rEBLzw9YrMasbRqpETVppGa5Bi5rjZVwmF1vSq6KfbuH4dovJtRnGYZBYJkEJ4rltpyDu6k5u9poptT1QtldLaVzteda85De9aPsypttaVEVTd/fVNlN3mMvNhj2jhYQLExNdH0BCZrsamhcgND+VBoaGs0QRdFtS50nhPwcgLcDeGO0RBhZFEWfAvApALjxxhtf1l87rlJSSIZpEFgGgR9G0iLz/DaoWo8L+JVGK/V5bLwIP4jw/Jn51DBnFWm53OsNjSVllvfc14Lgq87Dq/V5qpnXeoriEAZSptFWVIXbtkFVb5TdXkOTXQ0NDQ0NDQ0AACHkLQB+FcCPRFFUWuv2nC9wbXPJnEDHMuDXgp4ZuKw1HNMAIesrNHM1sJT6LDsFp4U5qzgfwpjV2sLLJTHJ2sKrc8+rbVDlKX3UqobtWkDddGsVVeGJe2lmUKWOj/W1mbc+Z5eGhsayoe2pNDQ0usAnAOQBfIMQ8jgh5I/WukHnA1zLWFK5aVqv9Dwli7yky3pZzK4H7Ns9BM9q3zk4kb+6SsSvUzQqu70pPWQZBEZKfvtKwJFUzNVAM0X30Nn5rupPrwQ6DUc/NVsBABwvpu9/rvfvN63samhoaGhoaAAAoii6ZK3bcD5iqTBmIC1XN5nbdj7CJATj04tt5ae+HLB3tID972/fZCsRxrxOSIEKuY7ydRcN9qD00OqqrMDaGVQ9eWIWY+NFhCwT5PFjM22Ft68GOlG7x8aL+MS3XgAAfPQrz+P6ixpVYHVTZLU3GFphRVtBCHkLIeR5QsiLhJBfSznvEkI+x84/SAjZuZLt0dDQ0NDQ0NDoNcIQmC3Xmyo3aYqHZRBY62Qx2CnGxoso1QI8d5rmp64XxWqtsXe0gF9+/SVtkRlCSEzE1uk4eOksrbv6jWfO4M57D+DIuUUAyzCoMlc3fxZoDK1daTw3MQ8AOPDSFO689wC++NhJAEkX77VGJ2kUBw5PIQiZW3OY3v7G0lTLiwDoNVasFYQQE8AnAfwYgCsBvJsQcqXytl8AUGQ7yf8DwEdXqj0aGhoaGhoaGr3G2HgRx2dKODNXbUr8VCVloVIHIThvSeKBw1MgZH0t4M9HOJZBS1atU7J7jIWt8uf8DKs13HXpoTXIVe+0JNRy8cTxmUSJqgg0j7fd8PbVQCcKPXdrNgl9fku6NTept7vWWMkw5psBvBhF0WEAIIT8NYB3AnhGes87AdzD/v13AD5BCCFLuT/2AgdPzuJXPvf4Sn6Ehsaa4th0aV18oWpoaGhc6DhweAp81dLMmEh2Px0bL+L7L1K1ZL2ENXaKdsqVaLSGaxkIwvVBCNLwqouH8Ump3NKNOwv47A+P4tHxma7C19ckjHmVP3Pf7iG4djw33nXDdrzrhu3rqoZ0J5sObbk1M1L7vRfO4bKRPHLu8kpU9RorSXa3ATguHZ8AcEuz90RR5BNCZgEMAZiU39TrWn6ebeLSkb5lX0dDY73i0pE+vOO6bWvdDA0NDY0LHvt2D8GzlyZ+jmXQEkSmwcgxZcftuPauR7SzANZoDccy4Ifrt2qX+pynFqoAKKl56OhUxxs1a5HLudpkt9ncWE9zZHqxBgB4fmIeF23Itnx/K7fm49M0AuArT03gW8+dxcd+8loAwINHpnHjzg1rfu8rSXbTbNbUGd3Oe3pey++STX34wzv3LvcyGhoaGhoaGi9ztKd8GELluFBU0VYLYI3WWO9kF0g+5//5T9SoSA5f74rsrmJ461qU+VrPc+P/tHf3sXJU9xnHvw++2AbqYIPbxGCU4IQi0aoJjhVBSBANiACNcNOS1Akq0PRFFFCbRBUlRUJppEpN01TNKyixaRMLghOHFysyAhogVG1MweZCTG2HC7YTY4ONsbFD3YDxr3/MWXe83tkX332ZnX0+0urOnHNm7jlnzuzs2Tl7ZvXmXdwzvhWAa29fw+1/OvmRJRt3vspRggORtYsH1+0A4KH12/nPZ18a+OiVXnZ2twCn5NbnAlsL0myRNAYcD7zcwzyZmZmZdVWrD7dTx6Yc/KDvu6JWkw1jLndnN++cd8zm6w9PHPEXNWNHCanPE1SN9X9SrDI7ZMKpN7ozsqT+C7xjp0055HfLgx690svO7mPAaZJOBZ4HFgEfr0uzArgS+DFwGfBgr3+va2ZmZtZP+17bz/43Dhz8nWOZ7/xY/wzDnd28yX5RU5uBetoghjGXdBKwfqv/TXE3RpbUtwuA76/ZUprRKz3r7Kbf4F4H3AdMAW6NiKclfQ54PCJWAEuApZImyO7oLupVfszMzMz6bfXmXel5mwzthFTWG6/tP8De9MiqYWkTk/2iZtrYUX19JE2/n7Nbdr0aWVLfLso0eqWXd3aJiJXAyrqwm3LL/wt8pJd5MDMzMxuU/GN5yjCkz8ph9eZdTGz/xch9CSKJrbv39a2D/1KaVGv9C3uZO6v1ZEyjoB8jS8o0esVfc5iZmZn1SP45lWUY0mfl0OiRVVW3evMu9ux7nWd3vFr4TOpu/7/lq7cAcO1ta4b2udY2OT29s2tmZmY2yjwhlTXSi99Olt2q53YefORKP0Y5rHpuJweiu5Mx2fBxZ9fMzMysh8o0pM/KYRS/BGnnmdTd/n9VeMyXTY47u2ZmZmZmfTZqX4L0u4M/il8o2OE0bE/6kbQD2Nyl3c0GXurSvqrKddQe11N7XE/tcT211s06emtE/GqX9jWSJO0FNgw6H11SpfOvKmWpSjnAZSmjqpQDqlWW0yNixmR3MnR3drv5gUTS4xGxoFv7qyLXUXtcT+1xPbXH9dSa66h0NlTleFSpbVWlLFUpB7gsZVSVckD1ytKN/Xg2ZjMzMzMzM6scd3bNzMzMzMyscka9s/uNQWdgCLiO2uN6ao/rqT2up9ZcR+VSpePhspRPVcoBLksZVaUc4LIcZugmqDIzMzMzMzNrZdTv7JqZmZmZmVkFjWRnV9JFkjZImpB0w6Dz02+STpH0kKR1kp6W9Jcp/ARJD0h6Jv2dlcIl6cupvp6SND+3rytT+mckXTmoMvWKpCmSnpD0g7R+qqRHU3mXSZqawqel9YkU/7bcPj6TwjdI+uBgStI7kmZKWi5pfWpTZ7stHU7Sp9L5tlbSdyRNd3sCSbdK2i5pbS6sa+1H0rsl/SRt82VJ6m8Jq6XV9bNZ2y2ToutgXZrzJL0iaTy9bhpEXluRtCm18XE1mL202XlTJpJOz9X1uKQ9kj5Zl6a0x6ST97IG25bq+ldQli+k6/xTku6SNLNg26btsZ8KyvFZSc/n2tAlBduWqq9QUJZluXJskjResG1pjknKT0f9kAbbd3a+RMRIvYApwLPAPGAq8CRwxqDz1ec6mAPMT8szgJ8CZwD/ANyQwm8APp+WLwHuBQScBTyawk8Ankt/Z6XlWYMuX5fr6tPA7cAP0vp3gUVp+Rbgz9PyNcAtaXkRsCwtn5Ha2DTg1NT2pgy6XF2uo28Bf5KWpwIz3ZYOq6OTgY3AMbl2dJXbUwCcC8wH1ubCutZ+gP8Czk7b3AtcPOgyD+uLNq6fRW23bC8KroN1ac6rvfeX+QVsAmY3iW943pT5ldraC2TPwB6KY9LJe1nddqW7/hWU5UJgLC1/vlFZUlzT9liCcnwW+KsW25Wur9CoLHXxXwRuKvsxSfnpqB9St23H58so3tl9DzAREc9FxGvAHcDCAeepryJiW0SsSct7gXVkH8YXknVcSH9/Ny0vBL4dmVXATElzgA8CD0TEyxGxC3gAuKiPRekpSXOB3wEWp3UBHwCWpyT1dVSru+XA+Sn9QuCOiPhlRGwEJsjaYCVIehPZG/ASgIh4LSJ247bUyBhwjKQx4FhgG25PRMQjwMt1wV1pPynuTRHx48iukt/O7cs61871s6jtlkqT62AVFZ03ZXY+8GxEbB50RtrV4XtZXumuf43KEhH3R8T+tLoKmNv3jHWo4Ji0o3R9hWZlSe+xHwW+09dMHaEj6IfkdXy+jGJn92Tg57n1LVT3AtdSGmJ2JvAo8OaI2AZZQwR+LSUrqrOq1+U/A9cDB9L6icDu3Jt9vrwH6yLFv5LSV72O5gE7gH9RNtx7saTjcFs6REQ8D/wj8DOyTu4rwGrcnop0q/2cnJbrw+3ItNP+itpuadVdB+udLelJSfdK+o2+Zqx9AdwvabWkP2sQP4zvG4so/uA+DMekpui9LG8Yj88nyEYLNNKqPZbBdWk49q0FQ2WH7Zi8H3gxIp4piC/tMWmzH5LX8bEZxc5uo2+YR3JKakm/Anwf+GRE7GmWtEFYNAkfepI+BGyPiNX54AZJo0VcZesoGSMbVnNzRJwJvEo29KTISNZTupguJBt6fBJwHHBxg6Sj3p5a6bReRr2+uq2d+hyqOm9xHVxDNoz2ncBXgLv7nb82nRMR88neU66VdG5d/LAdk6nApcD3GkQPyzHpxLAdnxuB/cBtBUlatcdBuxl4O/Ausi+fv9ggzVAdE+BjNL+rW8pj0kE/5JDNGoQ1PTaj2NndApySW58LbB1QXgZG0tFkDey2iLgzBb9YG9qU/m5P4UV1VuW6PAe4UVyNMwAABeRJREFUVNImsuErHyC70zszDUOFQ8t7sC5S/PFkw02qXEeQlW9LRNTuiCwn6/y6LR3qAmBjROyIiNeBO4H34vZUpFvtZwuHDrWran31Szvtr6jtlk7BdfCgiNgTEb9IyyuBoyXN7nM2W4qIrenvduAuDv9pw7C9b1wMrImIF+sjhuWY5BS9l+UNzfFJkwF9CLg8/TTkMG20x4GKiBcj4o2IOAB8k8b5G6ZjMgb8HrCsKE0Zj0mH/ZC8jo/NKHZ2HwNOUzYL6lSyoTIrBpynvkpj+5cA6yLin3JRK4DarGZXAvfkwq9Q5izglTS84D7gQkmz0p2rC1PY0IuIz0TE3Ih4G1kbeTAiLgceAi5LyerrqFZ3l6X0kcIXKZuh9FTgNLIJcyohIl4Afi7p9BR0PvDfuC3V+xlwlqRj0/lXqye3p8a60n5S3F5JZ6V6vyK3L+tcO9fPorZbKk2ug/k0b6n93ljSe8g+M+3sXy5bk3ScpBm1ZbK2v7YuWdF5U1aFd6mG4ZjUKXovyxuK65+ki4C/Bi6NiP8pSNNOexyout+rf5jG+RumvsIFwPqI2NIosozH5Aj6IXmdny9Rglm5+v0im5nwp2Qzrd046PwMoPzvI7vl/xQwnl6XkP2u6ofAM+nvCSm9gK+l+voJsCC3r0+QTZIzAfzRoMvWo/o6j/+fjXkeWedigmyI1bQUPj2tT6T4ebntb0x1t4EKzgRLNhTo8dSe7iabHc9t6fB6+ltgPdlFZinZjMoj357IPtRuA14n+8b2j7vZfoAFqc6fBb4KaNBlHuZXo+sn8DmyD8BN226ZXhRfB68Grk5prgOeJpuJdRXw3kHnu0E55qX8PZnyWjsm+XIUnjdle5FN3rcTOD4XNhTHpMP3sgXA4ty2pbr+FZRlguy3krXzpTbr+knAymbtsWTlWJrOg6fIOldz6suR1kvVV2hUlhT+r7XzI5e2tMck5anTfsikzheljczMzMzMzMwqYxSHMZuZmZmZmVnFubNrZmZmZmZmlePOrpmZmZmZmVWOO7tmZmZmZmZWOe7smpmZmZmZWeW4s2tmZmZmZmaV486u2ZCRNFPSNU3ij5H0I0lTmqT5t/QwbjMzMzsCkv5C0jpJtzWIO1PS4rR8laSv1sU/LGlBk33fIem07ufabLS4s2s2fGYChZ1dsodt3xkRbzRJs7TFPszMzKy5a4BLIuLyBnF/A3xlEvu+Gbh+EtubGe7smg2jvwfeLmlc0hcaxF8O3AMgaY6kR1LatZLen9KsAD7Wp/yamZlViqRbgHnACkmfqoubAfxWRDzZxn4uTdfocUkbJG1MUf8OXCBprOuZNxshPoHMhs8NwG9GxLvqIyRNBeZFxKYU9HHgvoj4uzSs+ViAiNglaZqkEyNiZ78ybmZmVgURcbWki4DfjoiX6qIXAGvrwv5A0vty6+9I+1lB9gU0kr4L/CiFH5A0AbwTWN2DIpiNBHd2zaplNrA7t/4YcKuko4G7I2I8F7cdOAlwZ9fMzKx75gA76sKWRcR1tRVJD+cjJV0P7IuIr+WCa9dpd3bNjpCHMZtVyz5gem0lIh4BzgWeB5ZKuiKXdnpKb2ZmZt1zyLW4FUnnAx8Brq6L8nXabJLc2TUbPnuBGY0iImIXMEXSdABJbwW2R8Q3gSXA/BQu4C3Apn5k2MzMbISsIw1TbiVdp78OfDQi6ju2vw483eW8mY0Ud3bNhkz6je1/pAmnGk1QdT9Q+13QecC4pCeA3we+lMLfDayKiP29zq+ZmdkoiYj1wPFpoqpWrgJOBO5Kk1StBJD0ZrJhzdt6l1Oz6lNEDDoPZtZFks4EPh0Rf9gkzZeAFRHxw/7lzMzMbDSkGZr3RsTiSWy/JyKWdDdnZqPFd3bNKiYingAeSrMvF1nrjq6ZmVnP3Az8chLb7wa+1aW8mI0s39k1MzMzMzOzyvGdXTMzMzMzM6scd3bNzMzMzMysctzZNTMzMzMzs8pxZ9fMzMzMzMwqx51dMzMzMzMzq5z/A2sNvSA3VyrWAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t_0 = t[n_samples//4]\n", "signal_step = np.heaviside(t - t_0, 1)\n", "fig, axes = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), ft_kwargs={'mask_bias':True});\n", "axes.flat[1].set_xlim(0, 20);\n", "\n", "t_0 = t[n_samples//2]\n", "signal_step = np.heaviside(t - t_0, 1)\n", "fig, axes = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), ft_kwargs={'mask_bias':True});\n", "axes.flat[1].set_xlim(0, 20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FTs: delta peak\n", "\n", "All frequencies are accounted for with the same amplitude, but the phase will change depending on the position of the delta peak within the signal.\n", "\n", "Still, the individual phases are linearly related to their corresponding frequencies." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "for n in [4, 2, -4]:\n", " index_t0 = n_samples//n\n", "\n", " t_0 = t[index_t0]\n", " signal_step = np.zeros(n_samples)\n", " signal_step[index_t0] = 1\n", "\n", " fig, axes = plot_signal_and_spectrum(signal_step, sample_rate, ft_kwargs={'mask_bias':True}, spectrum_kwargs={'plot_complex':True, 'plot_amplitude':True});\n", " fig.suptitle(\"Delta function at ${}/{}$th of the sample\".format(np.sign(n), np.abs(n)))\n", " axes.flat[1].set_xlim(0, 20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### FTs: delta peak: group velocity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above plots, the phases follow" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Peculiarities $F^{-1}( F(A(t)) ) \\sim A(t)$" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t_0 = t[n_samples//4]\n", "signal_step = np.heaviside(t - t_0, 1)\n", "\n", "signal_fft = ft.rfft(signal_step) / sample_rate\n", "signal_ifft = ft.irfft(signal_fft, len(signal_fft))\n", "ft_freqs = ft.rfftfreq(n_samples, 1/sample_rate)\n", "\n", "\n", "alpha = 0.8\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,4))\n", "ax1.set_title(\"Spectrum\")\n", "ax1.set_xlabel(\"f (Hz)\")\n", "ax1.set_ylabel(\"Amplitude\")\n", "ax1.set_xlim(-1,20)\n", "ax1.plot(ft_freqs, np.real(signal_fft), '.-', label='Real', alpha=alpha)\n", "ax1.plot(ft_freqs, np.imag(signal_fft), '.-', label='Imag', alpha=alpha)\n", "ax1.plot(ft_freqs, np.abs(signal_fft), '.-', label='Abs', alpha=alpha)\n", "ax1.legend()\n", "\n", "# Signal and Inversed FFT\n", "ax2.set_title(\"Signal and Inversed FFT\")\n", "ax2.set_xlabel(\"t (s)\")\n", "ax2.set_ylabel(\"A(t)\")\n", "ax2.plot(np.arange(len(signal_step)) / sample_rate, signal_step, label=\"Original\")\n", "ax2.plot(np.arange(len(signal_ifft)) / sample_rate, np.abs(signal_ifft) - 2, label=\"Inversed FFT (offset -2)\")\n", "ax2.legend()\n", "\n", "plt.show();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DFT\n", "\n", "A naive implementation of a DFT is simple to setup by implementing Eq. (1)\n", "\n", "$$\n", "\\hat{f}(\\omega) = F(t) = \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N-1} f(t_k)\\, \\exp{ \\left(-i \\omega t_k \\right)}\n", ".\n", "$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def naive_DFT( signal ):\n", " \"\"\"\n", " Calculate DFT in a naive way, returns a complex DFT.\n", " \"\"\"\n", "\n", " N = np.size(signal)\n", "\n", " x_k = 2*np.pi/N*np.arange(N)\n", " ft = np.zeros(N, dtype=np.complex128)\n", " for j in range(N):\n", " ft[j] = np.dot(signal, np.exp(- 1j * j * x_k ))\n", "\n", " return ft" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DFT: Cooley and Tukey (or Divide and Conquer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A smarter DFT (Cooley and Tukey) can be implemented by splitting the sum in Eq. (1) into two parts: $k$ even and $k$ odd.\n", "\n", "With a uniform sample space $t$, the label $t_k$ can be rewritten to $t_k = k \\Delta t = $.\n", "\n", "This gives\n", "$$\n", "F(t) = \n", " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, t_{2k} \\right)}\n", " +\n", " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, t_{2k+1} \\right)}\n", " \\\\\n", " =\n", " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", " +\n", " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\\exp{ \\left(-i \\omega \\, \\Delta t \\right)}\n", " \\\\\n", " =\n", " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", " +\n", " \\frac{\\exp{ \\left(-i \\omega \\, \\Delta t \\right)} }{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", " \\\\\n", " =\n", " F(t_{even}) + F(t_{odd}) \\exp{ \\left(-i \\omega \\, \\Delta t \\right)}\n", "$$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def cooley_tukey_DFT( signal ):\n", " \"\"\"\n", " Calculate a DFT according to the Cooley and Tukey algorithm (radix-2)\n", " also known as Divide and Conquer.\n", " \n", " It divides the terms into 2 streams with odd and even index.\n", " \"\"\"\n", " radix = 2\n", "\n", " N = np.size(signal)\n", " \n", " if N <= radix:\n", " return naive_DFT(signal)\n", " \n", " if N % radix > 0:\n", " raise ValueError(\"Provide a signal with N%{radix} == 0 values.\".format(radix=radix))\n", " \n", " # divide and conquer\n", " DFT_even = cooley_tukey_DFT(signal[::radix])\n", " DFT_odd = cooley_tukey_DFT(signal[1::radix])\n", " \n", " phase_terms = np.exp( -2j * np.pi * np.arange(0, N) / N )\n", " \n", " return np.tile(DFT_even, 2) + np.tile(DFT_odd,2) * phase_terms\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dft_sample_rate = 1/1e-3 # s\n", "dft_n_samples = 2**10\n", "dft_t = np.arange(dft_n_samples) / dft_sample_rate\n", "\n", "f = 1e2 # Hz\n", "if f > dft_sample_rate/2:\n", " print(\"Sampling a frequency above the sample_rate/2 gives problems\")\n", "\n", "signal_sine = np.sin( 2*np.pi*f*dft_t )\n", "\n", "fig, axes = plot_signal_and_spectrum(signal_sine, dft_sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6), ft_kwargs={'fft': cooley_tukey_DFT})\n", "axes.flat[1].axvline(dft_sample_rate/2, color='r', label='Nyquist Frequency');" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }