{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide" ] }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "import numpy as np\n", "\n", "import seaborn as sns\n", "sns.set()\n", "\n", "from utils import Manuscript\n", "ms = Manuscript('figures')" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "Run this Notebook from the command line with:\n", "\n", " jupyter nbconvert --execute Manuscript.ipynb --to notebook --output Manuscript.ipynb\n", " \n", "If it complains about `NoSuchKernel`, add your current environment to the kernelspec, e.g.:\n", "\n", " python -m ipykernel install --name myenv\n", " \n", "Make this manuscript into pure Markdown with:\n", "\n", " jupyter nbconvert Manuscript.ipynb --to markdown --output Manuscript.md \\\n", " --TagRemovePreprocessor.remove_input_tags={\\\"hidein\\\"} \\\n", " --TagRemovePreprocessor.remove_all_outputs_tags={\\\"hideout\\\"} \\\n", " --TagRemovePreprocessor.remove_cell_tags={\\\"hide\\\"} \n", "\n", "Then to convert to other formats:\n", "\n", " pandoc Manuscript.md -o Manuscript.pdf\n", "\n", "or\n", "\n", " pandoc Manuscript.md -o Manuscript.docx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GEOPHYSICAL TUTORIAL, June 2018\n", "\n", "# Time-frequency decomposition\n", "\n", "### by Matt Hall, Agile Scientific, matt@agilescientific.com" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider a waveform or signal _s_ as a function of time _t_. For example, a sine wave with some amplitude _a_ and at some frequency _f_ might be defined by:\n", "\n", "$$ s(t) = a \\sin(2 \\pi f t) $$\n", "\n", "We can implement this mathematical function as a subroutine, usually also called a _function_, in the Python programming language. Since computers live in a discrete world, we'll need to evaluate the function over some duration and at some sample rate:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def sine_wave(f, a, duration, sample_rate):\n", " t = np.arange(0, duration, 1/sample_rate)\n", " return a * np.sin(2 * np.pi * f * t), t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now call this function, passing it a frequency _f_ = 261.63 Hz. We'll ask for 0.25 seconds, with a sample rate of 10 kHz. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "s, t = sine_wave(f=261.63,\n", " a=1,\n", " duration=0.25,\n", " sample_rate=10e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This results in the following signal, commonly called a _time series_, which we visualize by plotting _s_ against time _t_:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(t, s)\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(-0.01, 1, \"↑ s\", fontsize=18, va='top')\n", "ax.text(0.252, -1, \"t →\", fontsize=18)\n", "ms.savefig(fig, 'mono')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I've plotted the resulting array as a line, but it's really a series of discrete points represented in Python as an array of numbers, beginning with these four:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "text/plain": [ "array([0. , 0.1636476 , 0.32288289, 0.47341253])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s[:4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the first 80 points:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(t[:80], s[:80], 'o')\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(-0.00035, 1, \"↑ s\", fontsize=18, va='top')\n", "ax.text(0.00815, -1, \"t →\", fontsize=18, ha='right')\n", "ms.savefig(fig, 'mono100')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When air vibrates at this frequency, we hear a middle C, or C4. You can hear the note for yourself in the Jupyter Notebook accompanying this article at https://github.com/seg/tutorials-2018 (the notebook also contains all the code for making the plots). The code to render the array `s` as audio is very short:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "hideout" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Audio\n", "fs = 10e3\n", "Audio(s, rate=fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This signal is only 0.25 seconds long and there is already a lot of wiggles. We'd love to have seismic at this frequency! Most seismic data is only played on the lower 20 to 30 keys of an 88-key piano — indeed the lowest key is A0, which at 27.5 Hz is above the peak frequency of many older surveys." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we wanted to know the frequency of this signal, we could assume that it's a pure tone and simply count the number of cycles per unit time. But natural signals are rarely monotones, so let's make a more interesting signal. We can use our function to make the C-major chord with 3 notes, C4, E4, and G4 by passing column vectors (by reshaping the arrays) for frequency `f` and amplitude `a`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f = np.array([261.6, 329.6, 392.0])\n", "a = np.array([1.5, 0.5, 1])\n", "s, t = sine_wave(f=f.reshape(3, 1),\n", " a=a.reshape(3, 1),\n", " duration=0.25,\n", " sample_rate=10e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a set of three sine curves 0.25 seconds long:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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EHcLwtvfE8KMh7Xw6gUajj3LOwFF7JD3jnru2M50h7cLv1lYLy8WwUnvbbWlt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HQkC4cuMoKCgoKCgoKCgoKLw7iESMbQgPP/wQ1q7twYYNDtuspoiRkWH867/ec0jB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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(15, 3), nrows=3, sharey=True)\n", "for ax, component, freq in zip(axs, s, f):\n", " ax.plot(t, component)\n", " ax.set_xlim(-0.02, 0.26)\n", " ax.tick_params(axis='both', which='major', labelsize=15)\n", " ax.text(-0.019, -1.3, f\"{freq} Hz\", fontsize=15, color='red')\n", " fig.canvas.draw()\n", " labels = ax.get_xticklabels()\n", " ax.set_xticklabels([])\n", "ax.set_xticklabels([l.get_text() for l in labels])\n", "ax.text(-0.019, 1.3, \"↑ s\", fontsize=18, va='top')\n", "ax.text(0.251, -1.3, \"t →\", fontsize=18)\n", "ms.savefig(fig, 'three')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The total signal is given by the sum of the three curves:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "s = np.sum(s, axis=0)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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D1guLEz2J5qHiUQqRxA1ED14K80e9ACmSQ2fYCBM9J8BI94h2SgO7bmiEtm2j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\naxFzNL177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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(t, s)\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(-0.011, 2.3, \"↑ s\", fontsize=18)\n", "ax.text(0.252, -2.5, \"t →\", fontsize=18)\n", "ms.savefig(fig, 'combo')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(s, rate=fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Fourier transform\n", "\n", "Although this mixed or _polytonic_ signal is just the sum of three pure tones, it is no longer a trivial matter to figure out the components. This is where the Fourier transform comes in.\n", "\n", "We won't go into how the Fourier transform works — for what it's worth, the best explanation I've seen recently is [the introductory video](https://www.youtube.com/watch?v=spUNpyF58BY) by Grant Sanderson (3Blue1Brown on YouTube). The point is that the transform describes signals as mixtures of periodic components. Let's try it out on our chord.\n", "\n", "First we _taper_ the signal by multiplying it by a _window_ function. Ideal pure tones have infinite duration, and the tapering helps prevent the edges of our finite signal from interfering with the Fourier transform. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "s = s * np.blackman(s.size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The window function (green) has a tapering effect on the signal:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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gc3vksK0nHlqmj5dPtjAypGLfziwOvdxEueZhe0dVwTCsMCZM+m0mzp3VfE5B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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(t, s)\n", "ax.fill_between(t, 0, np.amax(s)*np.blackman(s.size), color='C1', alpha=0.25)\n", "ax.fill_between(t, 0, np.amin(s)*np.blackman(s.size), color='C1', alpha=0.25)\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(-0.011, 2.3, \"↑ s\", fontsize=18)\n", "ax.text(0.252, -2.5, \"t →\", fontsize=18)\n", "ms.savefig(fig, 'taper')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the function _s_ is defined for a given moment in time _t_, we call this representation of the signal the time _domain_.\n", "\n", "NumPy's fast Fourier transform function `fft()` takes the signal _s_(_t_) and returns a new representation of the signal, _S_(_f_) (sometimes alternatively called $\\hat{s}(f)$). This new representation is called the frequency domain. It consists of an array of _Fourier coefficients_:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "S = np.fft.fft(s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A helper function, `fftfreq()`, returns the array of frequencies corresponding to the coefficients. The frequency sample interval is determined by the duration of the signal _s_: the longer the signal, the smaller the frequency sample interval. (Similarly, short sample intervals in time correspond to broad bandwidth in frequency.)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "freq = np.fft.fftfreq(s.size, d=1/10e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is an array of _Fourier coefficients_, most of which are zero. But at and near the frequencies in the chord, the coefficients are large. The result: a 'recipe' for the chord, in terms of sinusoidal monotones." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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QKpW4//77AQBNmzbF0KFD8dprr6GoqAj+/v5YvHgx4uLiMHDgQJe/SCIiIney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\n8PPzx5tvzreOZLpS8+a3YdS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We're only interested in the positive frequencies.\n", "x, y = freq[:S.size//2], np.abs(S[:S.size//2])\n", "\n", "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(x, y, 'o-', color='C1')\n", "ax.set_xlim(0, 500)\n", "for note in f:\n", " ax.axvline(note, c='red', lw=0.75)\n", " ax.text(note+5, 650, f\"{note} Hz\", color='red', size=16)\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(5, 650, \"↑ amplitude\", fontsize=18)\n", "ax.text(495, 100, \"freq [Hz] →\", fontsize=18, ha='right')\n", "ms.savefig(fig, '3fft')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is called the _spectrum_ of the signal _s_. It shows the magnitude of each frequency component." ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "### Some brief asides\n", "\n", "#### Negative frequencies\n", "\n", "The Fourier transform returns negative and positive frequencies:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(freq, abs(S), color='C1')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "It's a bit confusing because NumPy gives you the positive frequencies first. So if you plot the result of the FFT directly you see this:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(abs(S), color='C1')\n", "plt.axvline(S.size//2, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "The red line marks where the array switches over to negative frequencies.\n", "\n", "In general, for real-valued signals, we are only interested in the positive frequencies. However, if we discard them completely, the inverse Fourier transform will return a signal only half as long as the original signal, and with only half the amplitude. So we keep the negative frequencies, but make temporary `x` and `y` variables for plotting:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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Hi8WCLVu2IBAIwOVy4Wc/+9mYOdbe3j7q2FgYLtCJiCgyww25EBFRZAx0IiKT\nYKATEZkEA52IyCQY6EREJsFAJyIyCQY6EZFJ/D84rsdcdFpndgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y = freq[:S.size//2], np.abs(S[:S.size//2])\n", "\n", "plt.plot(x, y, color='C1')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "Because the sample rate is very high, at 10,000 Hz, the spectrum goes all the way up to the Nyquist frequency of 5000 Hz. If we want to see less of it, we can either slice into it to only show, say, 200 coefficients (the samples are 4 Hz apart so this would show us 800 Hz), or we can adjust the plot:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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WyjItyTVk4/lk1ZVwNLvwMl+Zdcwft9OmP25Vz3jFLgOZ+CugSAx98q6MQn/q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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, color='C1')\n", "plt.xlim(0, 800)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "#### Filtering in the frequency domain\n", "\n", "The frequency domain is a very useful view of a signal. Imagine you wanted to remove the 329.6 Hz tone from the signal. It's hard to see how you could do this from the mixed time-domain signal. But in the frequency domain, the solution seems clearer: we could make those coefficients equal to zero:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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ccQf33nsvS5cupbi4mNLSUqxWKyUlJcyYMYNAIEBZWVnEAYmIiMRbcDGG4uyR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\nBCgrK4t3mDIAPPbYY9TV1bF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Find the indices at the edge frequencies.\n", "start, = np.where(freq==300)\n", "end, = np.where(freq==356)\n", "\n", "# Zero out the coefficients in that range.\n", "# We need to remove the positive and negative sides.\n", "S[int(start):int(end)] = 0\n", "S[int(-end):int(-start)] = 0\n", "\n", "x, y = freq[:freq.size//2], np.abs(S[:freq.size//2])\n", "\n", "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(x, y, 'o-', color='C1')\n", "ax.set_xlim(0, 500)\n", "for note in f:\n", " ax.axvline(note, c='red', lw=0.75)\n", " ax.text(note+5, 675, f\"{note} Hz\", color='red')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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phhW0twTBMkxDpzy3mtWs6QQhH91tYTAMo1vLV93ExlCEOJdStgThIxsW7Ybi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s_filt = np.fft.ifft(S)\n", "\n", "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(t, s_filt.real)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "Let's make the signal from scratch with just the two frequencies, to check that we get the same result as we got from the frequency domain filtering." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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05heRadIfSiAQfrUgooxA+ABwdCyDi0f2ocjHsWrsBEZn/XPLvHIpikIq3oXu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = np.array([261.6, 392.0])\n", "a = np.array([1.5, 1.0])\n", "s, t = sine_wave(f=f.reshape(2, 1),\n", " a=a.reshape(2, 1),\n", " duration=0.25,\n", " sample_rate=10e3)\n", "\n", "s = np.sum(s, axis=0)\n", "\n", "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(t, (s * np.blackman(s.size)), lw=2.5)\n", "ax.plot(t, s_filt.real, '-', c='red', lw=0.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(s * np.blackman(s.size), s_filt.real, atol=0.001)" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "The signals are the same!" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "#### Compression algorithms\n", "\n", "Notice how the frequency domain representation of the signal is _sparse_ compared to the time domain representation. In other words, most of its components are very close to zero. This is why Fourier transforms, as well as other methods for casting signals to the frequency domain (e.g. the [discrete cosine transform](https://en.wikipedia.org/wiki/Discrete_cosine_transform), which is at the heart of [JPEG compression](https://en.wikipedia.org/wiki/JPEG)), are important in data compression. By representing the data in the frequency domain, many components can be thrown away without affecting the data." ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "#### Welch's method\n", "\n", "The Fourier transform yields the amplitude spectrum. Quite often we want the power spectral density, not the amplitude. This involves squaring the magnitude and dividing by the number of frequency bins... or something. Better to avoid the issue completely by just using SciPy's `welch()` function. It has the added bonus of returning the one-sided spectrum (i.e. no negative frequencies) by default. " ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.signal import welch\n", "\n", "f, Pxx = welch(s, fs=10e3, window='blackman', nperseg=2048, noverlap=0.9*2048)\n", "\n", "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(f, Pxx, 'o-', color='C1')\n", "ax.set_xlim(0, 500)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time-frequency representation\n", "\n", "We now know how to unweave polytonic signals, but let's introduce another complication — signals whose components change over time. Such signals are said to be _nonstationary_. For example, think of a monotonic signal whose tone changes at some moment (see the Notebook for the code that generates this signal):" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true, "tags": [ "hide" ] }, "outputs": [], "source": [ "f0, f1 = 261.6, 392\n", "s = np.ones_like(t)\n", "s[:t.size//2] *= sine_wave(f0, 1.5, t.max()/2, 10e3)[0]\n", "s[t.size//2:] *= sine_wave(f1, 1.0, t.max()/2, 10e3)[0]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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ZksH7/+RnjWtTNnYm8Kr33AKHDwzgXf/fTxt1X3vnSXjte2+GX37Wt8ELf+Fp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\nY3FxEY8++ii2bNkCwO9hHjlWY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(t, s)\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(-0.011, 1.2, \"↑ s\", fontsize=18)\n", "ax.text(0.252, -1.4, \"t →\", fontsize=18)\n", "ms.savefig(fig, 'consec')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compute the Fourier transform of this signal, just as before:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "s *= np.blackman(s.size)\n", "S = np.fft.fft(s)\n", "freq = np.fft.fftfreq(s.size, d=1/10e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot amplitude `S` against the frequency array `freq`:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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VSnh6lt9IHh4eUCqVBuUVFxfrj6lKVlZh1QcRWVlAgCfbJtktts/6k1mcDaWq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\nQJCIiIiIiMjBMBAkIiIiIiJyMP8Pne1HYGFVfT0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y = freq[:freq.size//2], np.abs(S[:freq.size//2])\n", "\n", "fig, ax = plt.subplots(figsize=(15, 2))\n", "ax.plot(x, y, 'o-', color='C1')\n", "ax.set_xlim(0, 500)\n", "for note in (f0, f1):\n", " ax.axvline(note, c='red', lw=0.75)\n", " ax.text(note+5, 325, f\"{note} Hz\", color='red', size=16)\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(5, 320, \"↑ amplitude\", fontsize=18)\n", "ax.text(495, 70, \"freq [Hz] →\", fontsize=18, ha='right')\n", "ms.savefig(fig, 'consecfft')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks very similar to the spectrum we made before, but without the middle frequency. The peaks are a bit more spread out because the duration of each waveform is half what it was (the general uncertainty principle spreads signals out in frequency as they become more compact in time).\n", "\n", "The point is that there's not much difference between the spectrum of two mixed signals, and the spectrum of two consecutive signals. If we care about the localization of signals in time (we do!), this is a problem. One solution is to turn to _time–frequency representations_. by attempting to break the signal down in time and frequency simultaneously, they offer a way to enjoy the advantages of both domains at the same time.\n", "\n", "Python's `matplotlib` plotting library offers a convenient way of making a time–frequency plot, also known as a _spectrogram_. In a single line of code, it produces a 2D image plot showing frequency against time. " ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "tags": [ "hideout" ] }, "outputs": [ { "data": { "image/png": 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we3OdaAbCIepgoiAQdf9hwVgCsVKFhRC1MlOCOCRLisQwkBRzHQT8eDdR20yk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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plt.specgram(s, Fs=1/10e3, NFFT=512, noverlap=480)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a bit more work, we can make a very rich view of our data:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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XJMhTKBTKbyNUsKBQKG8qsWTB0MS5lhcOTqJ/Io5sgcP9L/Q37EZAEAQBPcNi\n8OWf3bQVZhOD40NRQ2NLbBnTSxmsbvHAajHJF8AjOnfYCPkih0SmhE6phWLAY4ffbcP0krFuHUuJ\nPMJ+hxwiuZIWobFUAQGvXS5TCPuNCxbxdBEep7XKsh/02pHMllDm9e/wkawJZUmIPAlp5LDIqTks\njAVnqjksAHFS2qisQ+4QoiVY6LgkyN39OsdAg8wF+b3zLOxWc9Vn7bCZYTYxjcMrVdqaiv+2guV4\n3RKcytiVOywyms4OS8OxvCAgX+TgttcIFnYLGFSLHVmFw4I4J9S6cMjChl1cHzlzouY7FwQB2Xwl\naFQWBFRek4gqjPS+gPp3qXTI+HScDjmF+GLEseGWBBBGY/3yUs4IWTe9YFCxdER0G/ndNuSKHFiu\nft9Iy8KdTS5vURNLUnLpiFXOqlH7faYVQqCcx6EibLCcGEjqc9sQaiBuJjMl+D0VYUOrVIysDzle\nxzTyOJakTigbu/yw28yaQnQ8XYAgAGtavPC5rFjSOQZPLaYR9NrRHHBiajGjeewZmqqcQ85MJTRz\nY0ZnUrJD5LWTc7rHsh8+exqP7BnGD589rbkMIO5nD+8ewvB04/MYhUKhnItQwYJCobxpdA8s4vPf\nfwN3/uAADvdr22Vr4XnRFeG0m/H+d6xCtsChZ8iYy2IpWcByqogtq4PwOK1Y2+bD5ELGkOAxuZhB\nmRdkd8QG6QJ4eKZxWQcRFlqk1p6AGGAZSxYa5jlkCyxyRU52RgAVwaJRe1GeFxBPFxHyVVwOfo8N\nVotJ7gSgRzxTlCcEhKDXDkGo2Ly1SGaKYJhq4UC2g+uE8wHqGRZelw0Mox0UqDeWjC9xvGrnBoJy\nolY7FtAOcFQ+V+dykNuLNg6g9NQIDgzDwO2wyPkImmM1hAO9O/jyepOSEK2yDh13R62jQR7raDw2\nL4V9umre12Ri4LRbqlwl5O4+eR+vy6ba1YMENBLXhpw5UfP5FUpl8IJQWU7+ftWFCLI98uepsh9U\nlYTolHAoRR69Eg65LMNphdlkgsel7hCqddd4XTolHLlK+1pZOFB5zXSehYlh4HJYdLclLQt8FeeE\nmhiZVoiIRMBUe9+kwlkV9GmXhJCsEqVjQzMTQxrf3uSC027WdGKQ5YJeO5p8Dk1nAhFQgj47IkEn\nYqmCqnibLYhBoJ0RD7qaPcjkWU2H1/RSBgwjlq3kihyWNUSVwSkx5NliZpDMlDQF6+VUQXZ0DEwm\ndF0WD750Bi8emcJ//fy47rExV+DwkxcH8eKRKc1lKBQK5WxABQsKhaLLcqqAR14Zxt7jM4azHACx\nHd7DrwwBABgw+OmLZ1Tv9KlWx0unAAAgAElEQVQxMBlHPF3Ezi0tuPrCdgBA94AxwWJwQrzg27JK\nbNe3qSsAXhAwMtv47tKYlDdBBIvOiAcmhtGtdSaQwLXmUEV0aG1yQUBjlwQJx1QKFi1BUfhoNFZ0\nQghySCgAmBgGTT5Hwy4h+SKHYqksTwgI5N+N2pMmM+KEwmRi5Mfku6FGMywUwoHJxMDrNFLWoe6w\n0LuLTkhrOSwMlHXolWUon9cez9W5HABROGjksMjkWTCoL82QnQ46godm6KbsktAZKwsEGl1CdMfW\ntzQluByW6pKQfLUgIzonuLpOE7WvqfXZ1wo8arkZgOTEULRtJaUeat9lVvH96+0vsqPFYZGcG+ql\nRrIAJu3HJEuiltpWul6XFVxZqMtbEQQBmRwriyR+t3YJRyYnimcmhqnkcahsi7K8xUhJiNdtUzgs\n6o8ByuwaUkqm5rDIF8vgyjz8bhtsVjPcDgviGuUtiWwJNosJTrtFPO4lC6rnKnJMCnrsCPnsyBY4\nFEr1+y8JAQ15HWgOOFHmBTnYWEmlO5MDkSBxtakfM6PJAkJeu9y9RStAlJQQXn9JJwDtDKRBSawg\nx/3+CfVuVsWS2GobEB1ivSMx1eUA4KnXxrDn2Awe3j0knwvVyBc5fPuxXnz3iZO6AgiFQqH8uqCC\nBYXyNkAQBKSypYbtC2spsmV8/aEe7Do8iR/vGsQvDxu/89I9uIjlVBHXX9yJGy7rQibP4viw9sWS\nEnLn6OJNYbSGXOiIuHFqbNmQ4DEk2V43Scny5L9KS64WM0tiTXNXi3hRabWY0BJyYiaabSjWECdE\nS1AhWEgtQrUuTgmkdCPir4gOFYeF/lgiSoQUggUgCgeZPAuW0y7rkC/gvdUT/1ADCzYg7lOJbLGq\nHATQv6urJJUtwWY1wWEzVz3uc2t3c1COJcsq8TbooAAoMyzUHRZ6ZR1aggWZ7KrdvSewkvOjdix5\nPbWyBiVZqWzBxDBVjxsRS5QTaLWxevkZWmPlchJdd4a62AHUizSyK0FaJ/J+tbkKtW1StbY/VyNs\naOV1FNkyyrwgv56WsEHWkWRduHU+u6xiW/SCQWv3J4/DipyaSCMLTuI2VMpRqve3XG3pCOlkopaf\noWjtq+ewIC4rZamHaklIVtF1RM6wUHu9SiCp3SYKEWruAJJ/QY4vAa92rk4iIx6HGEmoLZTKqo46\nOQzVY0fIq90NiQi1Qa9dNw9IFjZ8jspyyfrluDKPRLqIsN8pnxPmNM4J88s5OO1mbF/XJC6n0S51\nVnr8motEQV+r9HBkNgmuzGNTp+gW1BI2eEHAIYUL8kDfvOpyAPDy0WkcH47i6OAS9hyb0VyuxJbx\nHw8ewx3fe72qRa3WsrQ1LIVC0YIKFhTKWxyuzONbj/Xir+96Df/yQHfDu8BKXuudw0I8j51bmuF1\nWfH062Oqd6TUILkR1+7owBXntwIADpzSvghSMjZLum2IF1lbVgXBlXnd8DPC5EIaNosJHVJbvzWt\nYmDblAGXxHwsC4apFh3am9xyPoUei9IFKHFGAGKLUkD74pRALnKVDgu3wwqX3aJZj00gF/tNNYKF\nkY4bZAJQ57AwEJxZKJVRYvm6sT6du6tKUpLdm6mZgPvdNuSLZV1xSllXr0TOC9ApZZEdFlo5FL+C\nw0JsL2rRLQnRGguI33Wj9qKkS4TaWPK85tiGXUL0QjfVS1GMZG/oOSzcDgtKHC9/z7XCiJYgUuew\nII6Imu+t1lWi9TmphXgCWiUcohODYZjK9msIFiZpGfKajbqOkHUVVLa5tozJq+Ekqjg29MtbyjyP\nXIGTnycCiGrpSK4Es4mBy67fbrbierJKGRqMbkkIyc0IeOzqjg15OfH4EvTYZUeYEp4XxXhyHApJ\nom9U5biZyFTyepqkEjo1sYSUqFQJESpOt4pYbJfFZjVhI5YqQIDYdpqcE+Zj9ecEQRCwlMwj4nei\ntUk8f80vqzvsiEB+8SaxM8r0kvpknzglrr+0CxazSbPN9lI8j1S2hEu3NMNiNuGMTstXZTeUQzqd\nUfb3zmFgMoFYqojHXh3RXI4r8/iXHx/F/733EF44OKG5HCCeV/b3zjbsyEShUN5aUMGCQvktgCvz\neHTvML7+UM+KsiAA4KEXB9E7EoPHacX4fBqP7R02NE4QBLzUPQWL2YSPvXcT3rWjA4VSGYf7Fw2N\nHZhMwO+2ob3Jhc6IB+1hN06PL+ve8QfEOz1jc2k0B53yBfVG6e7QUIPQMK7MYyaaRUfEI5cp+Nw2\n+FxWQ+GXc8s5RPxOWC2Vu/7tkvChlShPWEjkxVIMhUuiRbqbptVmj7CkUhICAE1+B6Ia9mYCETRq\nBQuSaaEnOsQVNd1KjARnEiEkUOOwsJhNuu0UAfE7TufYqg4hBJ8Bh0Y6WwKDysRMHitb23XGErGj\n5r09BkI39UQHj9OCjI47Q6ssQ/l6WmKiWLZQ3061aqyO06HWvUCouA4aiw61pShGsje0OowASkGC\nq1oHWWDQKDnJFaszLIwKGxVHBKe+nN1as5x6SQh5Xt5+FbEnV+DgdlpkMc7rVHdO1DkspG2uK2+p\nKZfRaqOrbEEqvi/JVql9PTFbhCyn67DIiS1ISWtYtfcly5F1Ezv22FRFS6XDgry3GAxafV5QZl0A\n0MzPSOVKEITK80GdlqrxdLEibEjHS7WyuXiqclzUc04QJ0bIWxE2oiolIUQ8afI7ZEFbzXWXyrEo\nsTwiAScCHhvsVrN2K9flHGxWE9qbXGjy2TXLFsn7dEbcaG9yYTaardsPAWBGOr+tafVidYsHM0tZ\nVdE4kSliJprFBeuasHV1EBMLac1j5pGBRTCMKNT0jS5rHmcO9M3L5+enXh/TFG65Mo+v/ewY7nt+\nAP/18HHV7SBMzKdxzzN9OHi68U2SlZS6UiiUswMVLCiU3xAsV8aLhyfx5P7RFbchu+/5Ablrxvef\n6sOJYWNdLzJ5Fk++OoKg145/u+1ydETc2H9izpD1cnIhg8V4HpdujsDntuGaC9vBAHjDQIvQ+eUc\nUtkSNq8KyBft560OosTxGG2QJbGwnEOuyGFdu09+bGOnWNbRKOV8LpZDmRfQJXXqIHQ2exBNFnTv\nYGfyLNI5Fq1NrqrHSWu7mQaCxeJyDmG/Q+7UAYgiAsM07tZBng8HqkWHsN+BIlvWdcUo7/IpCejU\nhxMqooO6YKFXEiLbq932uuf8bptuDkU2z6LMC3WiAWBMsEjlSnBLQYVKtCZySpTtHKvGOrXvHhP0\nBQsbMnlO8+JXHqtaHqGfB1Fky+DKgro7g0ywdUtCWFjMJtgs1Z/XStwZWtkbOd1yEnV3hvhYdYlG\nbetVMqb29StChFX1derWu245dTGACCBqHUwAUWTLFtiq70AreySbZ6vKYIhzora8Rc1hIY6vWa5Q\nLURo7S8V95C4L3s0utfIwgYRSlza+0E6x8pCoMVsgstuUS8xyYodcOySq0Qs7arv2FNbzuXTKONK\nZmoEC41jUu0xTA78rBE28kUOhVIZAan8rUkWLNRLQmxWE9wOi67wS4SNJp8DIZ8DDDQcFpJgEfY7\nYbeZEfTaVUv9lOcBhmHQEnJiYTmn2gFnIZ5Hc8AFhmHQEfEgmS2pCrXzyzmYTQwiASc6Ih6UOF51\nHcn5rT3sxpo2H8q8gMmFehGEOBXXtfvkrixqzkeeFzAxn0Z7kxtXnN8KAdB0bRyRboJceX4rSiyv\nmbPRPbgoO0smFzPoHVVfjuXKuOvxXhzsW8C9z5zGhI4zs2doCZ/55j589SfduscyQRAwMBHH0LS2\n84RCobx5nHOCxSOPPIIbbrgB27dvx0c+8hH09PSc7VWiUGRS2RJ2HZrEq8dnDAdIAuKE42s/68HD\nrwzj6dfH8S8/7sZig2wCQt/4Mg70zWNtmxd3fuximE0MfvzLQUPvv7dnBiW2jBsvWwW3w4oPXLEG\nAkSrZiPIxcBFG8MAxDtS6zp8GJpJNiwrIRkUW1YH5ce2rhH/Pj2uXkNLGJ0VLavr2iqCRdBrR9Br\nx/i8frcOUie7qqVGsJCCzmY0bLNAxaLbLllxCUZyKPJFDqkcK+dOECxmE5p8joaCRTSRh9dlhcNW\nfSe6ScfeTCB11EpnB6BwSeiJDlInj1qHhRGxI6nhsADESUi2oN5OEVDeZdUWLPQEj1S2pCp2GC3r\ncNotVcISADjtosX/VxcsrODK2h1KGo1VLlOLVktT5WO64Zf56jv+hEpZg/5YQDs4M6sj0lTEDrX1\nrp4k5wocrBaTLELJuSA1k4ha14arkbDhrHFi1IVzVrd8VetgQt5XEKq/P7ejPnuEhHh6FJ+Xlguk\n3mGhvh+Qkg63weW8DUpCSNYKybBwO0SRplaIKLFlFErlqoBarZaqxIlRWc4GluPrgkFrnRNa5Sip\nXLWwQZavnZSTYxg5DskOi5rXI68vOzF82qLscqqIoFcUDQIeOxhUxAklsVQBDAMEvGJXpoDXjqiK\nE4M8FpaO0WG/A/F0EVy52lUSTVSXBraGXChxfN17J7MlFNkyWqSAZ+ICVCszWVjOIxxwwmI2oVMS\n39XchjPSY51ht3zuVQv8JE6Ozogba9vEcku1gM655RyKbBlrWr1yADYJClXC8wKGZpJoa3Lh3VLQ\nqFbORt/YMgDgEzduBgD0nFEP4j46uITlVBGtIRcEAXipWz17q8iWcd/zA8gXyxiZSeHp18dVlwOA\nXYcn8R8P9eDffnoM+3tnNZcrlDg8sGsAd/2it6GzMl/kDOVjUSiUc0ywePLJJ/GlL30JN998M+66\n6y54vV586lOfwtQUbbFE+fUgCAJODEfx81eGsPvotOE8BkAMr/rCPQfxyJ5hPLBrEF++v7thOCDh\nkVeGMTaXwmVbm/HBq9YikSnhR8/1GwrBfGLfKBgAn7hxCzZ1BfDenV2Ip4t4vUEehCAIONA3D5vF\nhKu3twEAdmyMwOO04o2Tc7p2SgA4ORIDwwDnrQnJj124PgxBEJ/TY3CyulMHAGzuCoCB9l0WArlI\nIvkVhK5mDxKZku5Eltz9WdXsrXqcCBZTOmUhxHVS67CQLbw6rhS5pWnQVfdcJOBEIlPSbG3K8wKi\nyUJdOQgg3pEDoJtjEU0W4LCZ4bJXTwqNCBbEXh2oESwsZhN8LqtmKj9QHWBXS0CnrSGgHZoJKMo6\nNMZyZR7ZAleXX1E1Vs9hkWfr8isA0eLvcel368j+D0SHjEaOBNDYJaHV0tTI+5Lxau9bKWvQD85k\nADjt6mUdvFDfraIylogL9e9NBIecoiTEqhCRtNwG2s4J9eXIe7s0lqtkdCgEBqelrk2qWkmP22GB\nIACFYmX7CyUxxLNqOQ1RKZNjYbeZYZWcL8R9UydEaAgbdVkXBgUQORNDet5sMsGlsh/Iy9W0Hs7k\n6kWadK5U06JYvXwklS2BYSrrRrIsan/vssPCUy1Y1OZd1Dss1LN7EjV5PQG3+nIsJzraSPCwxWyC\nz2NT7Zi0nBJLTIjI1uRzIJ4u1Z1bSZkIcdCF/Q4IQv2xeUnhxACAZtIpqkbwXqjJS2rRCGjO5Flk\n8ixapec7dIT72WgWdqsZIb9DDp2eUTlfErGjs9kjd9MinU2UTEg3F1a3erG+wweLmcGgyrl/LpZF\nsVTGujYfVrV44LSb5euHWs5MJeCyW3D1hW3wuaw4MRxVvY45IV2ffPpD5yPks+P4ULROHAJEASST\nZ3HDzi743Da8fnJOVWTP5Fk89doY7DYzLGYTHt0zoilMP/TyEF49PoueoSi+9VivajtcQPxs/+77\nB/DFHx7Cvc+e1hUt9vfO4ntPnMQxDYGGUOZ5TMynDbVwp1B+2zhnBAtBEPDtb38bt956Kz7zmc/g\n2muvxd13341gMIgHHnjgbK8e5U0gW2ARSxYaTpxrGZ9P4d5n+vDVH3fj/hcGGqrYBK7M455nTuNb\nj/Xil4en8LOXzuDL9x2R72rokcqW8K1He1EolfHhd63H1dvbMBvN4u4nTjUUHeZiWew9PoP2sBuf\numkrbr5qLS7ZFMHQdBLdA/p5EGNzKYzOprB9fRNWS+GR7720C2YTg5e7p3VPclOLGczFcth5Xqs8\n2bBaTLhkcwSpHIvhGe3yikyexchsEus7/FUTne3rxeTyU9KdDjXk/AqPrSq80uWwoiPixthcSvXi\ngTA6m4LFzNSVdaxqaRyeSRwWpIyDQF5Lrz3pnHR3qq1GsLDbzAj57LoOC7WWpoRKDbS66BBPF1Hm\nBfnum5KwIYdFQSo9qb57biSHIp4uwmxiVCezfo9dNzizNsW/aixpp6ghOiRz2oKFv4HDQiuDAmjs\nsCBtH2uzL+TxTquq3V1+bwOChZbTQTfDgkxUNSzJjQI7Ae0cCp4XxEwFFdGArI9uhkVRvTsJUC86\n1I3VDd2sXu9MgYPVaqp7vtY5kStwMJsY2Kwm1deR37vGGWIxix1ptBwWypwNl6NeuFL7DtTyQ7Iq\nAoiWwJApsFUlQprOiZpymcYOC5u8TQyjIljUZF2QMbVdbtTaB3tdokil/M7FFqRCzXLqJVbJbHUr\nZC1HVZ0TQ8thUeP0qpSEVC8Xz1RyKQDxuO60W+oECzlwUyHihqQOJcrzLc8LSGSKVaV4IZ8dvCDU\nvWY0WYCJYeT3bpIEidrjutwtShI2yH9rr1FqO1JptcAmjgsiwrdrhECXeR7zyzm0h10wMQxaQy6Y\nTYxqGeTUYhY2q0nK2bAj4LGpOh9JmciaNh+sFjO6mr2YXszUZZXIjsp2H8wmEzZ2BrAQz9eJOcup\nApYSBWzqCsBsMmH7+jBSObbuekAQBPSPL8PvsaEj7MaODRHkihyGVMSS41Jp7c4tzbji/FZkC5xq\nJ7NjZ5ZQYnl84Io1uGGn2PHsgIrLIp0r4Y1T82hrcuHKC1oxv5zDwb76zDFBEHD/CwPI5FkEPDYc\n7FvQzAZ749Qc7nt+AN2DS/jO4ydxSqMMJpNn8W8/PYYv338Ed/7ggG5mV/fAIv79Z8fwo+dO64rV\nLMfjcP+CKAw1uM4VBGHF1/IUyko4ZwSLiYkJzMzM4N3vfrf8mNVqxXXXXYf9+/efxTV7a1PmeSzE\nc6JwsAJbWq7A4cCpeTz48hk8+PIZvH5yzrCqe2Yqgf948Bg++839uOPuN3D7d17DC4cmdCexhD3H\npvGVB7pxoG8Bo7Mp7Dsxiy/dd1jTGqjk57uHcej0AtZ3+PC3H70I77m0EwvxPL75WG9Dp8VDu4eQ\nybO49V3r8f53rMYn378FOzaGMTiVwKs92m29AODp18chCMDvXbNODnP8g3etB8MAzx2Y0BUddh+d\nBgBcf2mn/FjQa8eOjWHMRrOY0GkVRlqUXb2jo+rxHVKJR8+Q9mfWN7YMQYDcWo3Q2eyB12VF/8Sy\n5nrPxcT8iq2rgnWT6I2dAZQ4XrU2FhAtyNOLGXQ1e+W7joRVkugwuai+zYIgYHopi+aAs+5ucHvY\nBYbRbv0mrrd4cdZWUxICiNbcRKakuZ+otTQlkDIRtZR5QHmRquawkOqsNQSLfJFDrsjVtTQFxEmG\niWEa5FCIdwjVJqMBj12zPSBQmRAEVRwW8uRCw6GRqqlPVx2r0ekjrQj3q8Um1dCnNcQOcvdbbeIP\niBPBfJHTPBZl8ixsVhNsVnPdcyQwUastqq7o0NBhoV+WoTYpJeSKYsCi2ljxNa36ZR15VjU0k4wV\n10/jvfXamiocD1yZR7FUhk0RdqvliMgWKp06lMvVOSJUsjdICYfqckrhoKaDCaD+/al9b7majA3l\n33UiSI14phX4WVvG5NZ0TpBSD6m8hbRUrXvf6uXI35k8V3UdUPmtVQsbyufU3hfQdjvVlnNplXok\ns0Wp7bGlarl6h0W108vjtMJsYurEVrWQ4IDHVhfOKQduKo6pQa8DXFmoEjOT2RLKvCC3RwUqQZ7L\n6VrBIo+Qr+LEqAjR1ecEIkyQ5yN+9cBPIpCTUGetcOe5Zck1KD0f8jtgtZjqSkcW43lwZUEuLbGY\nTWgOOjFbU67AlXnMxbLoCHvkc0ZXsxeJTKluHxufT4NhKjcL1rR6UeaFunMwcVSulTKrSMD2SM0N\nFeLMJG3Kt6wW/1vrxphZyiKVY3HeavH6g5S0nqhxhfKCgN6RGHwuK9a2+3D5eS0AgKOD9cIBubG0\nc0szrr5QdKu+dHiybrmDfQso8wKuubAdH7xqHcwmBr88PFl3bB2dS2FkNoWLNoRx58cvgcVswuP7\nRurcGFyZxxP7xmC1mPAXHzgPZhODB3YNqro1f/riIEZnU1jb5kM6x+Lbj/WqnrtPjcXwvSdPYXAq\ngddPzuNrPzumel2TypbwlQeO4PtP9eFbj/XiPx/qqevQA4jXXbsOTeJ/f2s/Pv3/XsVPXtQuV56L\nZfHArgF8+7Fe7OmZ0XSflHkeJ4ajeKl7CmemErrXyPkih4n5tGG3M+W3F/WrkLPA+Pg4AGD16tVV\nj3d1dWFychLlchlmc/1FImFgfBnxeA4CBCj3bbKjk8cE6R9kEUH6P0H8P/kxQZCfhSDULCf/XVlO\nEIAyL6DM8zAxDFwOC1x2K5wOC5ySkk/CqIqlMrIFFqksi5QUlJTMlpDNi6FVbocFAa9dDnLyuyt3\nI8j4iYU0xufTmI1mMS/VClrMDJoDLnQ1e7Chw4/VrZ6qbgeEeLqIU2MxnBpdxunxZfmC0Gm34IJ1\nIVy9vR1b1wRVJzHpXAkvdU9j99HpuoPhgy8P4cadXbjxslXytiphuTJ+8eooXjwilvhs7PQj6LWj\nb2wZj+4ZwZH+RXz6g+cjrDJxEwQBzx6YwBP7RuFzWfHnH9iGrauDODywgAdeGMT3njyFT3/ofOzY\nGKkbCwB7j89g97FpdEbc+JuPXASHzSKWOghiT/Ef7xrEn3/gvLoJNgD0jsRw6PQC1rX78J5LuwCI\nVuo/vnEzBibjeHzfKHZubVGdiMwsZXD49AJWtXhkoQAQ74js3NKMw/2LODm6LDsXlGTyLA73L6Il\n5KoqywCAK85vQ/fgEt44NY81rb66sYIg4Ej/Ihw2My7d2oJUonKBsnV1EHabGT1norj1XRs0txkA\nLqgRLEwMI37u/YuYi+XkCxwl5AJi86pA3XMbOv3Y0zODoelEVagmYXIhgzIvqD5HcimmNMSOZFa8\naCIXPEqsFjOaA5ULMLVtnlvOweO0qn6PrSEXTo/HsbCcl50uStRamhJkh4WGk0etpSlB68KWQAI3\na/MrALEWP+C1Ia5iZQbEO4TJTEn1swYUdyqzJdVyADIBUHVJNCgJMeKwIA6OWvTKSQCxraLWxUtt\n2GAtpKY/m2dVS12yefXSCuVYzZIQecJb/1k2zrDQdmeYGEaaiOs7O7TW2+2wyGUdat9zrsCp/s7J\nWKBeVJDf24jDIs/KyylFSi0RJ1dT3qLVXlQuR7FXl3rU3oXOqayjsqNIwCOey2pdDsq/le9dG+JZ\n+3qEIltGiePVHRsqDgtvlfBCSkw0nBM1r1nrcqiUhCgcEU7ROZEvVtw4spupxmFBnmuTTg9aTgzl\na5BtLpTKVb9drZDdVLZUJWg2dliIv1cTw8DvsamUhFRnWJC/52I5sBwv73uVzh+V5WS3Wqoob6Na\nO2kyZjlVAKRASpbjkciUsEVxPtQSopcSBQS9dvm6LSw7LKqXW5RanRIxPOCxwWY1ycI5YUFajggW\nJoZBS9CJ+Xiu6jxISkQ6whVXY0fEg7lYDvF0URZi5pdJqHXleNDV7MHJ0RimFzNyZhXPC5hcSKMj\n7IZdEndJe/GJ+bRcSgKIDgurxSSXbZJS0NHZFC7d0iwvRwQLcl2xuUvKxZhK4IbLVsnLnZbyL7au\nFq+ZNnX5YbWYcHq82hU6NpdCKlvCVdvbYGJER2eTz4GTozFwZV4WBzN5Fv0Tcaxu9crn6A0dfpwa\niSKZKcrnCUEQsL93FmYTg3ee3wqfy4aLNoZxdHAJo3MprFeUuJIbUe+5tBPNASeu2t6GvT0zODq4\nhMu2tsjLvX5yDrFUAe+5tBOXb2vF5GIGuw5NYm/PTNU2D07Gcbh/EevaffjCH1+CJ/aN4rkDE3h0\n74ic9wGIx7r7nh+A2cTg7z9+CV7rncXe47N4ePcQPvn+rfJyXJnH9548hemlLN65rRXZAovekRju\nfuoU/vfvb6+ajzz26gheODgJt8MCt9OKPcdmMLWYwV//wYVVx8DugUX88NnTKEkOm+PDUXQPLOK2\nW7ZVHTeWEnn84Ok+2XkjfpdBfOqmrVU3ZvJFDs8eGMdLR6bBlXkwAC5Y34QPXLFGDoMFxHnHG6fm\nsadnBjNLWbgdFmxb24SrtrdhiyIUnucF9E/GcaR/ATPRLBiGwepmL7atC4nXzNJ+zAsCphczGJiI\nY2oxA14AWkJOrGn1Yl17xZHMlXksLOcwuZjBgvS78bttCAecaA25EAk4YDaZwHK8XLqVyZWQzrMo\nlspwOazwOC1wO6xiwLiZAcvyKHFiO3nx/FEGBOlGjdUMm9UEs9kEgRfACwJ4AYq/q+fGDAMwYOQ5\ns1AzD/5V8bltiETqr5F/HZwzgkUmI05C3O7qCyO32w2e55HP5+HxeNSGAgDuuOvcd2Ew+NX2BbNJ\nDH7yucULj1iqUL3jAbBaTSiXBYzMpHCgT3zcYmawusWL9R1+uJ1WRBN5jM6lquoXm3x2bF/fhDIv\nYHQ2hcP9izjcv4iw34Grt7fhwg1h+N02LCbyOHR6Aa/1zqHE8fC6rPjg1Wuxba14UugbXcbuY9N4\n8rUx7D0+g9+7Zj2uOL9VPrCNzaXwo+f6MRvNoiXkwqdu2ooN0kElk2fx0MtDONA3jy/ffwR//oHz\nsH19ZXLP8wIe2TOMF49Moclnx998dId8Ar78vFYEPXZ849ETuPvJU/jrD19YN7kfnIzjZy+egcdp\nxWd/f3tVsOGt796AsfkUDp5ewLa1IVx5QVvV2EKJw09+OQizicGfvG9L1YE64LHj5ivX4uevDOOJ\n/aP44xs2o5anXhuDAKeuv+wAACAASURBVOCDV6+rmyT/zuWrcbh/EbsOTagKFm+cnANX5nHdRe11\n4tH560LwOK04fHoBH3n3hrpuCePzaUSTBVy+rUU+0BKsFjMuWBtC9+ASZqUWoEp4QcCpsRj8Hltd\neCUgZloc7l9E/0RcdSLTTwI3FfkVhI3Sdz48ncSNl9U9LXcQUZtEhwNOOGxmTGqUdci1tRH140R7\n2I2eoSiS2VJdVwxWSk7f2FEvdgCVC7655ayqYKHW0pTQLF3k1NYhE+SWpipjXQ4rnHYLohpdZSoX\nzfWTa0B0P4zPp8ELQt0+lMqVwAtCXX4FgXxGyUxR3n4liUwJHqe1LrwSqIgOtZMG+b11RAePywoG\n2iUhlcmR+gTc57JhfD6tKkwRy7xeSQggTvzUBIt0nkWLirAEaAccEkiJgnpZR6OJf2PRoZFQoiZ2\nKB/PSnfxlbCcOKnWcmdoBV4ScgUONqtJdR9ROiPI+CrBQuUzEaRSBGW4LSPdIFDLnHBINeeV17Si\nUMpUTUhqsy6Uf2fzrPw7UBN+1HI2akM8q7YlXy9s1IoLQLVgIQgCMnkWXc2V44PZZILTrp45YTEz\ncChuGHidVswv58Dzgnz+IuOUzgnl/ksEi5SKm8mrkjFD3FC+Bk4MtbBdtcwaXhCQyrJV5wGHzQyb\nxVTnsEhmSrBZTXDaK9vsd9sxtVh9DEjUlIQA1cc4cqOEhBhXlXoo8oDI8Z+IxcGqkhBH1WsolyO5\nFOLf9aV+XJnHcrogXxeJ7+uA2cTUid0L8RzsNrP8OTKMeLNqMZ6v2mZSxqg8freGXJheyiKRKcmf\nxayiQwihI+xGN8TuIWS7KoGblXNspyReTC1VBIu5WBYllq86V64heRfzKQCi67NYKmN6KYP17X75\n97im1QuGQV03scGpBOw2s3xN0uR3IOx34MxUour81i8JE+dJId9WixmbOv3oG49XCQyk09pFG8Ly\nZ7hjYxgvH53G4GRCvrY9PhRFmRewUyGe7NzajOGZJLoHl3C9FBQ6sZDG9FIWl2yKyPv0tRe24+jg\nEvafmJUFi2SmiCP9i2hrcmGr9HndeFkXXu2ZwQuHJrFzSzMYhgFX5vHsGxOwWkz4ncvFG7m/c/lq\nvHp8Bs8dnMA1F7XDYRPF5odeHgIA/NF7NsHEMLjlqrU4PhTF3p4ZXLalWf5eHn5lCPF0EbdctRbr\n2n3oavZgZDaFfSfmcMG6JlyyWdzGx/aO4MxUApdujuB//e5WlHkB3/5FL3pHYnh83yj+4Lr1AIBf\nHp7ECwcn0RJy4c6PXQyX3YwfPdePw/2L+M+He3D7Ry6Cx2nF/hOzuH/XAGxWM267eRvWt/vw0O4h\n9AxF8dUfd+OvPnQBupo9ONi3gJ++NIh8sYydW5px0cYwDvTN49ToMr74o0O4+cq12L6+CafH43jm\n9TGkciyCXjsu2hjG5HwavSMx9I7EcP7aEHZubcbCch6v9c4ilWNhNjFY1eJBPF3Egb55HOibR0vI\nhQvWhpAtsOgbW0ZKOneTfWl4Oondx6ZhtZiwttULAcD0UlbXTR70io7VeLqo61pnpH1uJc723wYY\nAE//1y1vymufM4IFcULUXmBqPV7L70t3isliZHlG+j8GiufEBWr+Xb0MeQ1G/ltciGGgWEb6N8S7\nmWYTA5PJBJ4XQ+EyuRKy0sUYuSgzmRi47Fa4nBYEPGLng4DXjoDHAY/LimKpjFSuhFgij6VEHlHF\n/6YWs/C5bdi6JoQNXQFs7ApiTZsP7WE3bFYzypKiNzydQP/4MgYm4hibSWJEoVTaLCZcvLkZF29p\nxsWbm9HZ7JE/K0EQMDgRx4uHJrDv+Aye2D+GJ/aPVX3OzUEnbrl2PW54x+qqif/lF3biD9+/Fb/Y\nM4wn9w7jv5/vx0tHp3He2hBmljI4Jd2xv+nKtfjkTefBobgwjgD4+z+9DC8emsQPnujFNx/txYev\n34gPX78JiXQR9zxzEt39C+hs9uArt11R58CIRLxwexz45x8dwnceP4l/+csrsFlS16cW0vjuE6cA\nAH//yZ04b0O9A+POP7kMn/t/e/Hgy2dw2fZ2tCvuMtz9ixOIpQr48PUbcfG2trqxH7lxK147OY9X\ne2bwoXdtxFqFij4ynUD34BI2dgXwnsvX1O3DkYgXF22K4PiZJSQLZWzoqtyBEQQB+0/Ow2I24ebr\nNqpO7K67uBPPvj6GqVgeO89rrXru2YOiXfH6y1bL76Xkmku60D24hDOzaVx0XvV2nZmMI51j8d7L\nVqG5uV44uOriLtz/wgCGZ1P46PuqX1cQBAxNJ9Dkd2Dbpua6bQ6HPQj5HBiZSyEc9tQ9PyPdEbr0\n/DZEwvXCw7oOPwbGl+ELuOqEmPgpsQRm24aIqsK7cXUIPUNRZFkeG2uen5hPQRCAtZ0B1bGb14UB\nDCFdKKs+H00U0BJyoa21XvBwesSLvWSOVR2bliY7m9dHEFERBlqbXJiPZVU/r9KQeNG1pkN9vVvC\nbozMpmBz2hD0VgsiyYJo22yPeFTHdkrOnTJjUn0+lSuhOehSfW5NWTxul/j6fQ8ACqx4l2XdqpBq\nuYDPY0O2yKmO5Rnxe+5s86s+3xRwYWQ2BZfXWTfBn4hKTphwZZuVr9FMLNF2a91rs5xYthDyO9U/\nL2nyIZjUP68ix8NkYrCqs75UyhcQv/cSx6uOLUtnIq1tDvgciE4lVPcRss3NTW7VsWFpn7M66++M\nEEEsFFD/nluliYvJatH4nsvwujTuuFjEcwAnAF6feEy32yqv08QLYBigVK58JvkihzIvIOir/g58\nbhuy+er9pcCW4a252xPyOwHE4XQ7ZKGOlfbV1V2Vu2jkd2h1VMYLkijcofgO2qXjI2OufOeMVAPf\n1uyVH+uUQjl5hpEfS5fE30A4VPlsQyHxsRInVG0zVxYQ8juqtsXvsSFXrD4e5UscfG571XG7KejC\nmekknB6HfB4pSHc516wKydvc3FS/73OCuC+t6qhscwdx9Cm2WZC2uaPVJz+2ShJuWKHyG4tJwkar\n4vcXCIrvW2Ar33MyI17sR0LV+13Q50CmUH0cTeVKaPI5q7a5OeTC2FwKDndlm7NFDiYGWLe6CWZJ\nuGlv9gB9ACyV/S7PVY5N8rZ0iOdmFpVtKUnZBGs7g/Jj66XvOa/4HU9J57RV7f6qbWYYIJWvbMtc\nNAtBALoUnyEgBm/G0kX5MZ4XsJgooDPiqdrmVW1eTC9lYHHYZIFhKVmAy2HB+jVN8nFhXVcQ3YNL\nKPCVfWxJKmHZvrkFEUkM3LoujKdeG0NS8buKZcTrivM3NsuPbd8sADiNaKqyjicll8P5inNxKOSG\nzWLC9FJOfuzUSBSCAGxbH67a5tWtPowvZBAMuWExm5BIFzEXy+Hizc1obamcY7dvjOCV7inkOAFr\n233gyjzOTCfRHnZj8/rKtd5l57ehbzyO6eU8NqwVBYpTY3FYLSZce+kq+Xr0up2r8PLRaQxMJ3Gd\ndO3UOybeAXzvO9fI1yQ3XrEWD+8ewvGRGD76PtGZ8Ni+UQDATVevk7fl2iYPfvrSGRzuX8Rf3boD\nLocVu4/PoswLuOXaDfL3F4l4ccX2drzeO4u5ZBEXbozglwfHEUsVcPPV67BRWucIgA9duwEPvjiI\nA/1LuPU9m/BK9yQmFzO47pJOvOPCSvnv7R+7BHd8ex9+8uIZfPtvr8OJM0t4rXcO69r9+OTN58sC\n0Z1/shP/55v78MCuQWzf0oKhyQRePDKFzmYPPv8nl8ki9v/9s8vxN998Fc8fnIDHY4fFxODnrwwj\n5HPgq//flXJZ0hf+7HJ855HjePnIJP7tp8fQ0exBd/8CvC4bvvwXl2Oj5Iz5p/URPPjiAH7+0hl8\n+f4j8DhtSOdKcNjM+D9/uAPvuqQLDMPgA9duwEuHJ/Hfz/Th568M4+evDAMQBcyPv28Lbrl2vTwX\nOTUSxUMvDqJ3OCrnrLmdVvzedRtw8zXr0OR3yhknuw6M47UTs3hZcrsEPHa8751rcM2ODmxb2wSu\nzGNoKoEjp+dx+PQCzkwnwTBiyfCV29txwYYmbF4dgtnEYHIhjaHJBAYmljEbzYIv89i8OigG07b7\n0dUiut2XkwXML2cxLbkueF6AzWqCz22H322DT/qf3WZGtsAhnSshk2ORzpXAcjwcNjPsNovcPpoc\nuwslDsWS6F7jyrw0F2VgYqT/Sn8rLw2Io4KIM2S+22Cq3RC18uRfF+eMYOH1ij/wbDaLcLhydz2X\ny8FkMsHlqr+QV/LJ392GpSXtev7fGpwWtPrtQJtxS01SYfe3Atja6cfWTj9w1VoU2TIm5tMocWX4\n3Xa0h11Vd+Oj0eq71U1uK/7w3RvwwSvXoHtwEaOzKeSLHLwuG85bHcT2DU0wm0xIJ/NQ+7Tfd2kn\nLtsUxuP7RnHo9AKmpIyFzV0B3HLVWmxZHUQ6pT724vUhfOHjl+C7T5zEo7uH8OjuIfm5bWtDuO3m\nbRBYTvV77gw5cdvN2/C9J0/iiz94A7dcuRY2mxmPvzqKTJ7Fp27aija/Q3WsGcDHb9iEe54+jX+7\n7zDu/NjFsFnN6BlawvNvjKMj4sZ7drRr7l+3vms9vvHI/8/em4fLUZZ5/99ael9On/2cnCUn+0rC\nCQlZCJgYRQirCo4oMkEFUYFRXnDjB8zI9SJuiDMgyogz+o7LKCJukRkBkUUCKJuEBLKdnJx9733v\n+v1RS1dXV1VXJ9XhhNyf6/LCnH6ep56qrq6q51v3/b1fwb0/fxmf+1Cv8mDwg9+IQsmFm3rKjrPM\ntt4OvPzmOH76P3twzUUrlb+/0T+NwfEYNixvRTqRxnii/E1178JG/O6ZQ9j59EH0qEwmBUHAky8N\nwO3k0N0opSNo5t7T7APLMHj65UFsXV0qWDz5NyllZ05Qd59ZiGZgr+6fwMhouOR8GpyIIxzLYMOK\nVsN9XjAniBf2jmH3vrGyFIo9hybFt/aFgu622+u9eP3QFF5+faQsCuONPvGhOeBidfuGvOLl7vX9\nE+jQeE28Lvl5hLwO3b4eSRs5cGS67PNkOoeZWBqdzT7Dc8Tn5jE4FtX9fGAsAo5lIGSz+vP2OXFo\nKIK+I9PlC3DpLZSDKf+OAcArvWnd3zdZljp08Ih4Q3fxjG5fXooHOzIcxvh4qRCTzuYlI0det29B\nyokdnYjpfj4+nYDTwSIWSSKuk7Li9zgwFUnr9h2SPUxyed3PXbwU1dU/VRYZMjAsHi9WEDA+HkVz\nc6BkDFYSyAeGwmjTRK3Ib2idBscrlzbf5+lICj43b/i7cPIspiMp3b4T0pvSTCpjsM8s8gUBRwZn\nyqIkhmRDPIPflLLPw2HUuUpFQLlKAGdwfuWz0j6P6+9zNJ5BfdCl+5mcNz0VTmJS8o/Jab5Tr4vH\nTLR4Hsgh9DxbOh+Xg8PIZAJjYxHl+huJZ9AS8pS0kwM4+genkZUW6NORFBw8W5I2x0jmcYMjYbQE\nxAXvmDzHdPF3Ku//iOo7H5H+W1DdqzIpMSpgfCqh/K1/SIxE41G6Lx4Xj+lIUvmbnA7m5Eqvax4n\nh4mZVMk+z0TTaNbss0NanPcdmVL8eabCSbgcXMk+y9/8kaEwGn2iaDEqnav5jOq+K+WnD6muZ0Oj\n0jmWL55jeen3MDYZV/52eHBGmlPpPvvcPCZmivssv8l386X77Hfz6BuJYnQsApZhkC8UMBNNY1Fn\n6b1dvu4dODypRAOMTSUQ9DkxNVn8/Tk56dgMTKPJ75D2RRyHyRfPRYd0LewfChe/P+lawqO4z0xe\nPDaDo8Vjc6BfvM56NNeNkN+F4fHisXlDigwIaK6pDQEndvfFMTAoRhhMRVLIZPNo0PyuQtJb/df3\njWFJdz0KBQHDEzF0tfhLrjkB6Te+9+Ak2qVIj0ODYXhcnHQPykntxB/Lm31Tynb2Semefmfxe3FC\nAM8x2K+6N/5d8hRr8jtL5tjV4kffSARDwzNw8Bxe3CNWOmuvL/3+ulv86BuO4OXXRzC3LaB4SMxr\n85e065H8MZ59ZRB+B4v9A2Ek0zlsWN5a0m6u9Hy069UhrOgOYSKcRN+waGaufh5tCTjhdfF49u9D\neN/mHiTSObz0xhi6W/xwSPcMmeXzGvH6wUm8eXACPjePJ/42gDq/E12Npb+/TSva8PDTh7DzqQPY\nsKINv33qIDwuDqfMDZW0e2evKFj89H/2ot7D48eP7IWDZ7FldXvpeMtb8esnD+DBx/ehLeTGD36z\nGzzHYvvpXSXt6j08zl7XjUee78e/3P8s9g+G4eBZ/OM5SzA9VYyy9nAMLtu2ED985A18+mt/Qi5f\ngMvB4erzlyMWSUJ9t/r0e1fim//9Mn7+6JsARKH4sx9YDTZfet3+4DsXgIWAP/71CIYn4+hu9eOq\nC1YgpDm333NaJ9pDHuzcdRiT4RQ2rmjFRWfOR0vIU3LO9s5vwFeu3oA/vzyIkakE2hq82HxKO+r8\nrpK1SGvQhc9csgoHhyLoH4uizuvE8nmiKFtQXcOa/U585N2LcclZ88VoJQeH1gavsniflK4RLQEn\nzlvfjfPWdyNfKEAQoIkWFICCgHnNPsxr9uHs00r94rS0BJxY2qmfgktUZtYIFrJ3xZEjR0p8LI4c\nOYJ58+ZVjLAg9HE5OMWkqBo8Lh5nrpqDM1fNqbpvQ9CNj5+/HB85ewkmIykEvA5dgzw95rYFcNuV\n6/DHF45g30AYLgeHdUtbsH55a0k6hh6nLWnGJy5cgf/4w178TFJhOZbBFe9ZUpbqoWXD8jbsPjiF\nZ14bwVd/8iKWdNXjsRcHwHMsrjp/ua4XiMwp8xtx6sImvLx/Ai/sHcPpy1rx171jePXAJJZ2h5TQ\nRD2W99Sjs9mPv+4dx8Q7kkr0yCPPiW8ytvQaXwB72gLobBbTHCKJjBKGqE4HMZq33+PA4q467O2f\nwXQ0XRIm++qBSXAsU5ZaUzrvBvz55SH0jURLcjP1yplqWdhZhxf2jmH/QLhEsIgkMpgIp3DK/EbD\n37scDto/Gi0TLAbGY3DwrK6PBFDMz9VzPh9SDDf1+zYEJbMynUohZiVNZZpDHgyMx3VTM8ZnUiWG\nbFrkHOmJcLJMsJAXcI0Gqra6tGlPaRCOYsapZ5oJFMOl9dI6ZEO7kIGPhM/Ni8Z3JmVNg16n4fcc\n9DoxOB5HNpcvO4dlQ82AkYeFrxiKrhUszIwv1X/XS6+QUz2MUisqljVNZktC8LX4dMwRZczKmqr/\nrpfWoZRTtdC3fLvGHhQlfXVSQgoF0Q+h06Xvf+FyFL0nCgaRlFqTTOU4uBxl7fIFAZlsAS4nh1y+\ngFQmX/ZdFfe1GNKbSOXKTEWLKRzFdvqmm+XtTE03dbwutOlJfg9fkgZjdM76PA7k8gVln7M5cZ+1\n7eRzTn1uRRPlXix+JR0qU9IOqOxNEY3rVR2R2qmuAWGDVLCgz1mSEqKtEKJul5eq3vg9DkTiWQgo\nL8sse+iIQrIfgiBgJpZBp6Z6lHztU1dSmo6m4XKUlomuV7wpiu2KqSPFa2/A44CDZ5U0EKB4jdZW\ngWqqc+PAYAT5QgEcyyppH2XtQmJU0Hg4ic5mv6HBc7G0aRJLuusxEUkhlxfKroFyxRDZeFPOtRdT\nMYq/v5Z6D3iutFLIkbEYQn5nybnDcyzmNPowOB5X0o76RqKKL4SanrYgDgxFcGQsjvlzgjgkVwhp\nL72XL5gTxJOvDOHgUBhz2wJKOVTts6zsZ/Fm/wzevbYLrx0SX1rIqRYysln47j7RLPxlKTJx9cKm\nknY8x2LVgkbsen0U/aMxHBgKI18QcPryVmg5q7cDuw9O4s8vDyLocyKRzuG8NXPL7uObV7Xj188c\nwh+e61fKsp+3cW7ZdXpeexBLu0PYfWgKd/74RUxH07hgU09Z+qrXzeMDWxfiP/6wF1//6UsAgH94\n58KSlCOZi86ch78fmsRrh6bAsQyuvnBF2XcCAO84tQMsy+D3zx5GwOPA5WcvQadOu/ZGH/75ytOx\na/cIsrkCzlw9R/deyjIMPrhtEbZvmItkJofmkEfXEw8QK8/ppURr8XscOG9jT8V2gJhSbOTNpcbj\n4nU94PQwej4jjh+z5hvo6elBe3s7Hn30UeVv2WwWTzzxBDZu3PgWzow4WlxODnOafJbFChmf24GL\nz5yPmy7rxfWXrMJGlRdGJU5f1oo7r96Ay89ejMvetQhf+cQG00W/mivOWYoNy1txaDiKR57vh5Nn\ncf0lpyjlNM34h20LwXMsfrBzD37xp/34/u9eh4Nn8ZH3LDEV2xiGwTnru1AQBDwkhRTuHwjjlQOT\nWNRZp2sgqe67+ZR25AsCdr02ovz9qVeGlGNhhmxQKudyAmII+KHhCBZ3hQwrAwDFB4LX+0oduvcc\nNjbclJH3ad9AaY6quryZEXJOrFwyTSZfKGBoIoE5jT7Dc6VNUtCH9AQLnRxeNbJZ2ehUssyxWilp\nqlMhRKY55EEuXyir2JHO5BGJZ3QNN2WUfOeZ8kiEyUgKDAOEAvq/MeWBXKdSiLbMn5aQQXlAoOjM\nb+R/wUjGd3p9C4KAaCKrWyFERl5w6FUKkQ076wyuK7IngF7fSoKF2sPCqK+hYadJpY+CICCeyhqK\nHYB+BQv1thnAuFqHx9gDw8yws2TeOn31Ft+lczberlKdxGC7DMPA5xYX50XBQjO+hy+pYKIYaRoJ\nDNLxS6QN2knHSVuGVCvmyHNWe3PoChZ6QoROdRLFGFQjGmjHk/+tFhdihsJGqRCh50tR0k7anuyJ\nUdZOR9iIJDJw8myJibauN4WOia5SsUclbOh5WACiIBJLZpXqPIrHjaZkcrFSiHjt0hpuyhS9KcRx\n5Eo02mudnig7JQn46vt2SLmOFq/BU1Jkjvp6wEilS6dVgkVRiCi9xjfVuVEQBKUqiXx9194LtNd/\npUKIRiBvUQQL8XNZkGjVCBbt0r9l8V02BNTe+ziWRVuDVwxxl86Z6Wha1yOqs8WPTK6AsZkk8oUC\n+seiSqqymp52+f4dkdJHw6jzOcu8n+RngP2D4jPB3n4xfUO7uGyqc6Mh6MIbUiWJl/dPgGMZxX9C\nhmUYrJzXgJlYBvsGwnjmtRGwDIM1i0oFCwBYs1h8Lnrm78N48uUhsAyDTSvbytptPa0LAa8Df3iu\nHw/9+SCcPIt3S6bsahqCbpy9rgtj00n8+ulD8HsceI/KMFPNh89eAr/HgSNjMSyYE8T5m+bqtjtz\n9Rxccc4SLO0O4R/euRBnryvfLiCKwv/fFWvxmUtX446rN5T4cJSNuWoO7vzERtx8xVpdny4Zv8eB\nd63twrkb5hreR2WCPida672GYgVBVMOsibBgGAZXXXUVbr/9dtTV1WHNmjX4r//6L0xPT2PHjh1v\n9fSIE4g6vwvvXNNZuaEGB8/i6gtX4Jz13ZiOprGos043v16P1novPnnxCnz317vxh+dEseOTF63U\nLZGpZcPyNjz2t0Hsen0U9UEXXtgzBgbA+9+xoGJk0YaVbXjoyYP4nxeOYOuaTqQyOfxl9wgag+6y\nkqRaehc14aeP7cPf3hhTRJ2XpDcPpy3Rr7YiIwsWe/qmcMGmHgCiaLCnbxqNQbdiNKlHV4sfLgeH\nfQOlddFlwWJeu7FgMadJzGnV1n0Xy7IVyt6gqXHwYqm2QZ1KIYMTcbicnGGkAqBvVgaoSpo2GO+z\nUtp0JlnyRm7CpEKITKP0oDuhU9p0KiK6yhup/+oICy1K+T4D0SFoYpxp9AZUTZ3PiSNj5cc6kRJ9\nCIyqfADFN7rheKbsYTYaF0uL6lUiAoqRF1GdSiEVIyy8pYs7vb5GC3AHz8Ll4HTFjmQ6B0EwjnIQ\n58RjYDxfYggpE5eiAIwe/MyiO+S3/4ZREp5yQ8jidssrXqgxM91MVOgrbls0khak6nZF1yjpc7cU\nRZATw5SNIj7UJVAbgiqRRitEaOZbkEw8tYs1efyYSoiJJ7NwaUw89Y67fLzV+80wjBhBoxlPPYZ6\njtmc6ALvcnCG56x8LsWSWTTWuYslSD2lvyu/RoRLZ/PI5gplAkjAU37uRxOZshcOuhEWcllTzRy1\nFXvMIizkMesDLtMIC0AUNDqai9emOgNhY6aisCG1kyqIZLJ5xJLZMrNpB88i6HWUXEf1hA1AjHbb\nc3haiQ6bDKfAsUzZdVZ9XW8KeQzLW2urTMkVQrT3G1mYkD8fmSwtaSrjdTsQ9DowIqUFyBEUHTpi\n/ZwmHwbG45gKp5T7nN5iVhYxjozFkMmKVQx6dNKa5UohfcNRjMxNIBzP4PRl5V5X7U0+JSJidDqB\nwfE4Vi1oLCt1zjAMlnXX45nXRvDC3jH0j8awYl6DbrWjM1fNwbO7R/Hvv92NyUgapy5s0jVWPnVR\nExqDLsXbYN3SlrLzBhDfzr/vrPn44SNvIJsr4L1nzjO8p73vrPlIZ8VIlve9Y77h/aejyYc7rt6A\nkckEetoDumbFMltO7cCWUyu/jHM5OEsRDAQx25k1ggUAfPjDH0Y6ncaPfvQj/Od//ieWLVuGBx54\nAF1d+uohQdSC7taApagKLb2LmnHnJzbi0LBYC9toIaiFZRlcdcFyfO0nL+IPklnmRZvnWUrlCXqd\n2NLbgf994QgefuogZmIZZLIFnP2OropRKU0hDxZ21OH1vmmMzSTRXOfGU68OgWFgWB5WJuAVK4js\nHwwrD9aHhqNIpHNYp/MAooZjWcyfE8Sew9OIqcpEvnlkBgyAhR3GggXPsehu9ePwSLQkXeCI7F6u\nE8aopqPJh5GpRInokMsXMDKZQHdrwHTexVDaeMl3O6ZEWJinhABipZAlqnQZuUKINgxYjVICT1Mp\nJF8oYDqawQKT41V0rdcRO6LmggXPsQh4HZjWjbDQXwCoqfO5cCgvnhPqhaP8drSS2AHoVwpRpz/p\nEdR5AyxTqUpIcQFavdghf6a38LfSt/hWP1f24BtPmkdnFKMkjEUH4wojZn0rpYSYRHZUiM4AxEX9\n6JT4VhYoj7BQ24FBYwAAIABJREFUVxJxOTiVCGIuROiVKi2ZryQqpOQokArjAWJUhlZwcjs5sAyj\nH2Ghs+2SRb6REKGK1HE5uOI5a9BOjhapGGEhR2LolDQFir+JqCoSIxLPlpSwBMTrgsfFl/y+ooks\nfG6+bIEV8DpxWFWxxzDCQvV7FwUL+RqhSfXQlECVIyiMIizkSDA5si2kFTY0ERbTJtfE+oAbw5Oi\nAJvLC4jEM5jTWH6PVkqbRtNorfdiIiym/Gnvx9pKIWPTSTh4tkx8UQQLSdw2irCok8z65M8H5FKl\nOhERbQ1e7BsMI5vLK/fODp17Z0ezH9gzhsGJuNJO74XCPEmc2HdkRjnWS3SeX9obfXA5xZcV8/vF\ncZbopI+yDIM1i5vx55eH8Is/HQCAkrLwatYvb8Uzr43gu78WzTGNogiWdIfQ2exXqoltW6v/Uovn\nWHzsvOX47m92I+h14oPbFum2A8RUirYGL3IFAcvnGqfBOniupLyoGX6PAwtNImsJ4mRl1qSEyHz0\nox/FE088gVdeeQU/+9nP0Nvb+1ZPiSAsUx9wYc3iZstihUxbgxe37ViHD71rEW74wGpctHme5b7n\nb+pBc8iNPzzXj2d3j6C7xY93rrGWBrO1twMCRM+MN4/MoH80Znn+y+c2IJcXlDQQOS905bzKar6c\nFrJ/UEwLyebyODgUQVerv2JUy9y2APIFQXkgA4opIt0VBAv5TeqgytBpdDqJfEFAh0l0BlB8U6X1\nsRidEkuamokOxbdkpcKB0Vs1NU0hSbDQRFjMRMWypGZRIfUBFxiU5l7LTEfT8Hscpv4sIb9LERhK\ntm3wZlNNnUFKiVlJUxllAaMRHQRBQDSRMe0rL9giOlESUSm1wmgBLi/i9KIkogYLQjV+j8M0naSS\n2KFuKyNI6SSmYodbv6/6b5XKmupHZ5jP2+ng4OBZXZHGKH1DO++CICApVVcoTwkpTbMxElC0wole\nWoa8PfXnhuPppMnEklklGkVGjJzgNV4XOXhcXFnUk8/jKPHrMIywMEj1MGonjxM1EOO0UUNG57F8\n7svbE6uTFHRTOgNeR2mqh8FvMugVPSfkMoDheBqsFG1S0k7zey9GYmjbifcl+RpSKXIirBEitO0c\nPAu/x6GMI4u4DYHya2pD0IVMTqwAp5Qq1blu16tKm2ayeYTjGV1/gaJgIaYZjkwn0Fpfnusv3xvk\nlJChyQS8Lr7s+2MYBq0hj1LadGA8Bp5jyrwuAFGIEARR1Dg0LEU26kVOSPfLI2OxYjsdwWJBRx1c\nDg67+6awt984LZRlGazoacDodBK/f/YwgHK/CZm1kvDw4pvj4FhGKT+qZfm8BmWB31rvwcYV+qmw\nDMPg2vefgrNWt+PK7UuxwsSja+ncenzr2jPw5Y+dXvFZaEl3PVb0NJDPHkHUmFknWBDEyUqd34V3\nre3CygqpHFr8Hgf+zz+civXLW7H5lHZ85gOrLRsErV3agvZGL554aRD3PPR3ADDMr9Ry+nLxgeLp\nV4eRLxTwl9eG4XHxOGW+8YOAzKJO8WFGTgs5OBRBLl+wFFXSo+NjcXBQLDnVY5JOAkARJYZUYseQ\nSUismrYG8fNhlWAhCAKGJ+OSQZnxMW8OyXnIyZK/j1tICfG6eHhcnJI+IiM/NJuVkeI5FkG/E1Oa\nShyCIGA6mlbeBhpR53cilckrFR1kZBFCL6RW6at5G6r01cl31xI06CuXeDSLsNDLsZeJJbPwunnD\n34fTwRouwI1C7tX4vQ5ksgVksvmSvxd9JMwX70B5pEM6m0cuL5hGKpimhKSy4DkWTl5/n/06BpPq\nvuq56eF184o4UW1fWSiQj62e6aZ6rERaP81EFjkrChvKIr9U2NCKpEqKiTReNieGuesJN1rvkUQ6\nq7vPfrcDggCkJHGmUoRFJcHC2MNCk8KhMdOUhQbtglcUWRilnfwb1/utyYJFQRCQLxQQS2R1vV38\nGvEwEs8g4HOULcq1EVXK9UVzjdBeU4qChTZtxQmGAWakdooQoSMqh/zOomAhXVPrg3oRFi6ljZnQ\n3BAsthtT2pVvV051mwynMBPLIJ3Jl6VvAOI57HXxGJ6MI53NY2wqUVKOXk1LgxeZXAGTkRSGJuJo\nb/Tp3pfkBf4b/TM4NBxBW4NX90XBgg653TQODkVQ53fqLuB5jsXS7hCGJxN4ad8EmurcuiINAGxc\nIfpBTEZSmD8nqLvPgChkyKkM52/qMbzXsAyDz166Gp+6eCW+9JHTTAX4lpAHO85dZslMngQIgphd\nkGBBEG8DWuq9+MSFK/DR85aZhulrcfAsPn7+cnhdovndhWf0YGGHtXDEnrYgulv9eHnfBB5+6hBm\nYhlsWN5aZrSlx/w5QTCM6O4NAH+TyqCtnFdZ7JDf8OyXTDtz+QL6RqLoaPLr5q6qKUZYFAULuXRj\nZcGiPMIiksginsoZVheRaQi4wbGM8gArI1cYMTPsZBgGjUEPJsKpEsNP+eG6UefhWrvt6WhaebML\niAv/dDZfsWa21rxOplKVEEC9uCiN0JDNMM1SQuRFkjYlJGKw2FKjl2MvE0tk4DcROxiGEaMkTDws\nKkVYqNtq+x5NhIXiQWEmduhUq1D393t4wwdwt4sHw1RICTkKs9Bi38oijbzP2hmWR07op5mUtTP0\nsCg15zQSNpw8C55jlc9j0nHV+/7ENKCiMWg8WV51RG/bsaToxaK9Xh6tYGHkI+GXIycS5u3kc19u\nJ//G9c73gMep+H/IlTr0FpTa9KxwPKP7u9f+3qcMor+C/tJ2M4qwUbptlmUQ9DmVfVAqdehc70J+\nF5JpUZSdMGmn9gMaNxEi5L7jM0nF+FLPy6oh4AYDMSVEvqdoDTIB8XuZ2xbA6HQS+wfDEAB06aR5\nAECXJMj/de84MjljT6dF0j3+6b8PI5nOG/pGBX1OdDb7sbtvGuF4xvT+vFaViqFnUinTu7gJm1a2\nob3Ri4+cbZwmwTIM/umSVfjmp8+oGHHqcfFYu7SlaoN3giBOHGaVhwVBEMefee1BfOPTm5DK5KsS\nOwDgwjPm4Z6H/o7fP3sYDp7Fe0635jfjcfFY2l2PPYenMTgewwt7x+Bz86alVGXmNPkQ9DnxulSi\nrH80hkyuYKmMVVuDFzzH4rAqOkPOzTWqECLjdfMI+pwYVQkWwxNyOVTzviwrpoyMawSLkakE/B6H\n6VtoQAwfHhiPIS6V8wOKuc9aU0otDUEXDg1HEI1nlEXFVAXDTZmQqjyg+mF6JpaB18WbilNK+LZW\n7JAEDLMIizq/gWBhIZ2E51h4XXxZOonodJ8z9RoBxDfSWmEJMK7qoEZthKgWg8wWvDJGooPiQWEW\nYVEhJUTvjbEMyzCS6GBSYcQkrcPrFt/+akv2KgvtCtEZQPHYGkZYyJETBuktiv9H2lqEheL7YFCq\ntljBpFQ00BNufG5eSWvhOQbpbF432qCYZpJFMzyI6ZQWFduVRncYRUSUCRYGgpocOSHvc9FHovyc\n8HsdigfBjCJY6AgMPlkUzCAtRRPppYcp6VnxLJLpHDLZgn7qiCpyQhAEzETTuqkMdd7SCIvJSAoe\nF6crEIX8LgxJBstyNJre9S6kqqRkJiDLaSKlgkV5O/k+MjQRByf5VugJ2g6eRUPQjeGphCJYGEUb\nzG0LYM/haTzz92EAQFervmAxT7oH/uE5Md3CqGRjY50b9QGXEl1oVtXrzNXt+Omj+wAAm03Kw29c\n0YahyTii8SzO3aBf3QIQrzcfP3+54edq5KorBEEQFGFBEATcTr5qsQIQS4DtOHcpehc14Z8uWVVx\nMahmq1SZ5M4fv4hwLIN1S1tM0ypkWIbB8p56hOMZDI7H8fJ+MTrDSioKz7GY1x7AkfGYVLlBwIHB\nMOoDLksPRm31YqRDNieaBA5PyoJF5f1uDnkQTWSVfO5cvoCJmZThQ6qaprpyH4sxC/4XQPFBe0rj\ncA9YESxKzevU/c0WwYDKw+IoRIeA1wHGrG+FN2kBnxNRnXSSgiBULMXm8ziQyuSV71gmlhBNEM1E\nGjkEXptSYinCwkB0qORBof5MG+lQKAhlpqe6/d28YZUQB18eBaCdt5jqoBFaqpi3nIagV9ZUnIc4\nttHi3WvgYaENc5cjJxJK5IRx1IzP41DaxU3EF/WxL86v/PzUGn7GDHxJtEJEJJHRNbQ0EjYqRk7I\ngoWewOARhat8oViCWesjod6/aCJbLHFsFmGRzCg+EnppaPI2IokMkuk80tm8bslkl1MslSoLGxPh\nFBqD+te/kM+JbK6AZDqHqUgKQa9D9zyWq22MTiUxNpMAxzK6IrCc6jERTileRM06aQ/1ARc8Lh4D\n43ElfbDNQNDuavEjEs9gT98UAGPhW06D3LV7FAB0S4sCYqqlk2eVc2F5j74/BMMwOHOVKD743Lxp\nVbBtazrx3rPm46oLlusaZMqwLINLtyzER89bBpeFKEuCIIhqIMGCIIhj4qzVc3Dd+1dZio5Qc+qi\nJsxtDSCeysHj4rF9o/FbGS2nSMaef31jDC++OQEHz1oy+wTE/F1BAA4NRzA2nUQkkcWizjpLOatt\njV4IQrEyyBHJC6NSdAYANNeXlqebDKdQEATdN4la1AZtMuPTSTCAYa6wjDqnWmY6avzGUY38FlZd\n2jSVySGZzlnoK0dnaNNJpAWOzhteGY5l4fM4dFJCKosdgFhOMZrMlqTBVKoQIiMvXrXCQTSZqSh2\naEtIylSzeNeKDpUqdQBitQqOZcpEh0S6cl952/FUtiTlCJCMJiv01YoFxXlb2GdthEXZ56XHJJrI\nwuPiyhfvZZEY+vutRE5o0ih0IyKkCAsxMsdYcFLPURZedAUL1febzeWRzuhHYhQFC0mkiZeXFtVr\nF4lnwEBffPF7HUUBxET0K1YoySniaL2OEKH4YiQyplV/ArIQEc8oPjp6hpZqD4tK16amOjcmwknE\nUzmkM3lDs+M6VeTEZCRtmP5W9CaKY3w6icagW9fjRhYdhifjGJtOwuXgdI81wzDobPZhdDqB/tEY\nHDyrm2ICFIWIv74xDp5j0WVgGr1gTjFN0+fmMbdNv53LwWGjlI6xtDukWyFE5oIzerDj3KW46bJe\nU0GTZRlcsKlH8Z4gCIJ4K6CUEIIg3hJ4jsVNl52Kl/ZNYGFnXcWFt5rexU3wuHj85pk+AMDaJc1w\nOa291VnYUTQckx92ZRPQSshvtvpGouho9uPgUNj0QVON/DZufCaJ7taAad6ylkZNCTxAjLCoD7rK\natNraVC51suYve1UEwqUV/pQSv9ViMgpLkJKPSxmYml4XHzF76vO51S2JVNcbFUSHZwQBHEBq7wN\nthDloP48lswqiyaxOkm2os+JuiSlmmo8LLR9rYgdjFR5IaYRDaxsFxAX3bm8gEy2UPK9xJM5RfAy\nQl16tHTeUhpMhSoh6nmWp4SUiiExA9HIp5mDIkQYCAfyeVRMo9CLiCiaZMpCWUAn2kCOdIgls5D1\nHt2IDZWoohha6qVlqI5JoSAgmszqRmG5HJJIJYk5M7E0Aj6n7mI74HFgcDyOfKFgWIEDgOLvEk1k\nFIFTL9JBHWEhH0u9CIv6QPHaE/JL1w2d88nBc/C4OFGwiJlHf7WEPBhUVbcwEixkfwnZ0NmompIc\nHXdoOIpIImtY0jzodcDn5tE/GsVMLIPuVn3jS0C8T+wbCGNoIo65bQHDEuPLexrw8NOHAIjlvI2u\n5Y11bvQuasJL+ybwjlM7TE21P/SuRVg5rwHL5pq/QOBYFmetrmw+SRAEMRugCAuCIN4yvG4Hzjil\nvaymfCXcTh6XblkAQMzRvvjM+Zb7Lu2uB8+xePHNcbwklWI1Kq2mRV3dJJ3NY2AsjrmtfkupLHOa\nxH2Uy7HK+cPWUkKk0naSYJHN5TETTaOlQjoIoIqwUFUKUTwsKplu6kRYTFtMJ3E6OHhcfFlax0ws\nU+bqr0fQ50QinStJzZixUJ0EKAoa6tKmSvi/VcFC5YGRyRaQzRUqRmcYRVhYEQ6MyosqHhYVRYfy\ntA4rYof4eakhJFBNOol+ZEgslQXDiKaelfoWq4Ro51Vc5AtSpINfp0qL08GVmGRGEhm4HJyuKFYS\nOWESdaM2yVR8HypEJRSFEvNUD7lSjl5UgjoSI5YSRZCATjuGYcTICcUkM2NogqueYyQh+s/oVVOQ\nf5fTsTQmpWguPSEioPKwmIkb74ssJozPJBUBxCjSIeR3YSqSriiIyveK16U0CiMPH7ndqwcnxbno\nGGQCol8FyzB4Zb94L2g2iHhjGAY9bQFMRtLIFwTMNfCHAIBFXcWIiOUm95b5HUHF8PLsdebVua65\naAU+/6FevO8s83udg+dw2pIW03LCBEEQJxp0RSMI4oRkS28Hls2th9fNV+UO7nHxWLO4Cc/vGcPg\nRBxzWwOWUjoAoLPFB7eTw76BMA6PRFEQBMyfY62qivyA2ye9GTwkGX/2tOu/0VPTqPGwmAinIKCy\nfwUA5c2i2v/CzIROTZ3KdFPGqmABiIsYtWCRzeURS2YtRaTIaR/RREZZ5IQNyhhqkc8HUXQQv1vZ\n06LSwl/pq4oYsFLSVD12WTpJIgOPq9yHQI28QDb0sKggHPg9DoxMJUrML4ulRSukhOiYhSrpJBWO\nl2FKSFIs76ktYVmyXU/pPhtFWCRSWaQyYnlXoyotPjePhMpYUi+CQGxX9Nwwqpghzq0oHJj5rqgF\nG1lc04/skNJfklnFiFZvPDm9J5bMVvRsCflcGJqMK1V/jIQ8vyrKKBzLGKZUqa8Vk+EU3E5Ot/KS\nPJ+ZuColROc36XJwCPqcmAgnlWuYUVRXc8iD4ckEBsZEIdcwwkLynNjTNw3AOMJCFoL/9obocdTR\npH/N4TkWzfUexUy5xyDCAgCWdNdjt7RdM5G7d2EzWus9mIln8I5TjaMYWIbBjR88FfFkFk0VruUO\nnjP1kCAIgng7QxEWBEGcsLQ2eI+qlNlFm+cpRnYfeOdCy/04lsXCjjoMTybwp5cGAZg7rKup84k1\n7PtGRaGibzgCv8dhGKqsxufm4XZySoTF0IT1dJI6nxMuB4eRqaL/xeh0AvUBV0VzNJ5jUedzKgIH\nUL1gEUtkkcuLCzk5QsJqX6DUeHMmnoGDZyuWrw3oRFgUzQbNt60XYWFUgcGwb5lgka3Yl+dYeFxc\n2cI/atF7Q16IJ1Xml3EL1UnEvuWig5UKIUAxhUHPe6Oy2CF+nkyLlSa00oaD5+DkWcRSueJ3YDCm\nz+OQ0jLE9B2jRb4ikqRyiCWzhkJSscJFRpVGYSxExJNZQ1NQoBgxMBNNmxpfKiaZyawishmdOw1B\nF7K5AgalqC298YDiMZuJphFPZg1LCjepUs+mIilTHwlAFDZmYhlwLGN4jjWH3JiKpBXB1CjCQhZf\n5YgIo2tbq9SuX6ruZCTatjd5S65vZiLpMtU1fLFpxYw5CHod6Gz2Y/UCY88kl5PDlz+2Hl//5KaK\nRtQeF19RrCAIgjjZoQgLgiBOOtobffjaJzdBEFB16Oy6pS147dAUnnt9FB4XhxUmtem19LQF8NK+\nCRwZi2EinMLK+Q2WzD4ZhkFLyIORqQTyhQL6JdGj20KkAsMwaG3wYGRSfPuezRUwFUlbToNpDnlw\ncCiCfKEAjmVVFUYqCy11ficEiIvu+oBLidSwUpEmqCNYhGNp1PmcFY9ZUGXip/RVcu0rREl4y9M6\nzBaiJX11BAs5lcEoJF2Nz+3QFTuAKlJZpMgG9T5Yic4ASv0zYhZMMwF9DwtBEBBPZtFcoeRuuSmm\n/viJVLaiaWrQ68DQRByRRBb5gmAoZMrHIiFV9TD6TtXlLiOJjFj+1cR0M5bMIZXJSXPRM6B0gmMZ\nTKsFC6MUDq8DU5GUIrgZRUTIi/+DUtSW0bktp4UdHo1CMBlPFk9HpxKIxDOGni1etwMeF4/JcArh\neAZNdW7D32RznQcHBiPYNxCGz80biqSyl8ToVAJOnjVM9VBX3HDyrGF0HMeyWNhZh92HpsAyjKlg\nsW1tF17aP4HlcxtM0xPrfE587ZObwPOsaeQQIJYtreQvRBAEQViDrqYEQZyUeFz8UeX5bljRhrlS\n2PDFZ86vqoSb7IHxiyf2Ayh1f69ET3sQGelt6mFZsDAJX1bT1uBFJlfAVCSFsWkx0sJKdAYgviEt\nCAImJd8LOXTain9GUXQQ+xZLIFrwsPCWig6FgoBwPKNrAqgloDIPlDGrZlDSV4mwUPtfGJs4qnE6\nxEWKeuGfSOfEBXSFdBKgWK1DTSyZAc+xcFcwKS2+6ddJZakUnSHvs2rbRpU2yvrqRFikMnnkC0JF\nsYPn2JLfj96iV4ycyCnfgdGbfPlcGxyPlfy7fL5ShEUii1gyaygEyakL09E0IvEMAj799BblPE1k\nTIUtlmFQH3BhyoJgUR9wIZnOK6WLjc47WWA4OBSWxtP/bcjt3jwyI+6bgZFqKOACwwAHhmQBxPi3\n1hxyY3Aijlgya3otkaMHcvmCqWltj8oTorPFbygIqEtQL+oKmaZZXXTGPDTVuXHFOUsMjS8BoKPJ\nh7s+fQY+fv4ywzYyTgdXUawgCIIg7IUEC4IgiCpw8CxuvuI03HnNRrx7bVdVfXsXNwEAXjsoGsb1\nLmqy3HfBHPGB/sBQBP2jUdQHXBXLe8rI+dwjUwlFcGizUE4VKIZcy+VYx6aTCPmdlqqyyAseWaiY\nlisPVBFhoVR0SGQgCDA0FlQjLxijmpQQhqksOuhFSShpGRUW4HI4v3q7VqMzALGihmjwmS/pH/A6\nKkaVmM270j5ry4IC1sqSAvoRFla9M8Txi2309jDodSKZzimRPUb7Ip8vR8ZkwUJ/3nJK0NBkAvmC\nYPidhkoEi6yu4aY4nhOM1C4cz4DnGMOUJTnKaEbaF8PICSl6af9AWPq3/u9FFh4ODlWKsBDH23tY\n9F8wEht5jkV9wKWkfbWYXCPUnhBmUQnqKDAzgVUdAbGyQtTaR7cvw8LOuooGlAs76/C1T26yVA2D\nYRhL0W4EQRDE8YcEC4IgiCrhOdZShIGW1nqvUs++d1GT5QgJAJgvCRa7do9gJpZRojysIAsWw5MJ\nDE+K+e7WIywkwWI6iWwuj6lIynJVF3mhJeevy2+MzRZCMnUawcJqhRCg9K23TDieQdDrNH3TChQX\n6OrojKpEB02UhFmJTaNtx0qiJIyjAPT66m/bapWQcg8Lf6UqITrpJEp0hoV5e12qNjpfjSxu9Q2L\nUUVGi/w6rWBhcLzlc1KOSjDyaZD/PjKVQDqbN9wuz7EI+pyYjqYwGUmhIWCcHtEQdEMQxNQMjtVP\nMVHPUY6IMPI4kIUI2dvGqDR0c0ishJGRTEHNzHrV17XOZuOIiLltxevPwk7jSLGlqtSzU00EWgfP\n4tr3nYItp86pWDFjxbwGfOny05QKGwRBEMTbm1kpWMRiMWzduhWPPPLIWz0VgiAIW/nYectw8xWn\n4VPvXVlVv/YmH0J+J/ZJb11XLTQ2fdMiCyN9w1H0jVSXTiIvbsZmkhifEauTWBEcgKIoMjotRnXI\n6ShWqpsoERYJWbCwViEEEEUDBpoIi1imYjoIIFY28Li4Eu8Ms2oSettOpvOK0Wi1YgdQXPxnsnmk\ns3mL0RnlERaxpFhatJJw4NeJsFCqkxyFYaecWlJJ7AAAvzrCQmehX68RGIxMauXFu3x+GwlEcuTE\ngcFIST8tbicPj4tXxjM7d+oDLozPpBCJZwy9F9T7Mh1NozHoNkwtkCthpLN5OHlWKdOrRX0sGABt\njfpCooNnSz4z83NY2Fk0newxKd25dkkzOJYByzCmfjh+jwNf+PAa/OM5Syr65qxZ3IwrzllKJTkJ\ngiCIEmadYBGLxfCpT30KQ0NDb/VUCIIgbIdlGSyYUweOre7yyzKM8uaxzu/E+mWtlvu2NXrhcfHY\nNzCDA4NhhPxOS5U6gKIZ3tBEXBEerEZntErChixUjM0kEfQ6Klb5AIoL/LAUWSGnpBi9RVbDSm+v\nZaEhlTEv+6gl5C+GxQNq743K/bURB1ajHIDS8qLq/1YTnRHXpIT4PealRUv6lqR1WPOw4DkWTgdb\nmhJiUewAipVCAP2UEPk8HZAqYTQa+C/IlSuGJuIl/9Yip1vIlW/MBIaGgEspVWom0ql/D2ZVf9Sp\nHUbiAlCabjGnyWcYsRHyO+GVfktNIbepn87iLlGI4FjG9HewaWUb/B4HNqxsMz82QTdu+ce1+Oo1\nGysKeYu7QnjHqR2UckEQBEEcFbNKxn7++edx2223YXJy8q2eCkEQxKzjPad3oaPZh85mv6VFvwzL\nMFjRU4+/vjEOANi8qt1y34DXiZDfiSNjMSXc3siZX4vX7YDf48DoVAK5fAGT4RR62q1FdvAcC7/H\noUQ6VJNOAogRGrLRppJOYtHzoz7gwvBkAplsHk4Hh+loCh4Xb01okVNKklnU+V1KpQcrooPWh8Kq\ndwaginTQmG5a8TmRF726HhaWoiQciimm2FdOCbHgYeE2j7BoU4kBHhdn+B1ohSwjUc3r5lHndypC\nmFm0T0NQNJYESqtTaFH/HjpNohfUUU1mvyH1PsupYHowDINTFjTiuddHcdqSFsN2ALB9fTemIim8\ne525705bgxd3X78ZTY1+TE3FTdtWk9JGEARBEEfLrIqw+PSnP43Fixfj+9///ls9FYIgiFkHwzA4\nZX6j5egINe84tUP5/2etqmxCp6anLYjpaBov7B0DgKpyx1sbPJgIpzA+k0S+IKAlZC06AxDffk+E\nU8gXChivIp0EEMtcxlM5ZHMFTCjRGZVLiwKq0H1J8JiOpg2ND7VoIx1kg8V6C9EZimAhiQXRpPXo\nDG3ffKGAeCpnSShhWQZeF1/ifyF7hxiZV6oJep0Ix7MQBEGcg0X/C6BUENF7Ad+uikTobPabRhvI\n4ofPzZuKPHNU4kNXs7HAME8lrpn5OahFhXkmgpz6s9ULjFO6HDyL8zbOhd/jwNY1nYbtAGDHuUtx\nzUUrcNFvbGJ7AAAgAElEQVTmeabtmkIefObS1VjRU7kMM8sw4EyqbxAEQRDE8WRWRVj8+Mc/xuLF\nizEwMPBWT4UgCOJtxYp5Dbjpsl7k8gVTkzw9ls2tx8v7JzA4Hkd7o9dypAIAtNV7cWAwgpf2TYj/\nbrBuVjqn0YfDI1FMzKQwNpOE12W+EFXTFPIA/TMYn0kq0RnNFqMzZMFiJppGyOdCPJWzLNLIx0ap\njCIJFkalJNUEJHFAFgvk/wYsHG+tUCIbd1oRO8T+fElKSDiWgdfFw8FXrgZT53OibySKZDoPr5tH\nVJq330oaTImHRfnnanHOzGiWYRh0NvvxxpEZLOk290pY3lOPPYenEfQ6TKvd9C5qxm+e6UNns78k\n6kHLsu56LOgIIuh1YkGH8W/LwXP45yvXYWgirqRoGPH+dyzAe8+cX9Ek1uXgcHoV6WEEQRAEcaJx\nXASLbDaL/v5+w8+bmppQV1eHxYsXH9N2mpspPJEg9KDfBgEc/Xlw7ub5+Olj+wAA714/t6pxVi5q\nxjOvjeBPLw0CAE5d1ma5/+KeBjy7ewTRTB4T4RTmtgUs913QVY+nXx1GKi8glhbLhC6e11jWX2+8\n7nZx0ZljWEDyBWhv9lva9jzJtDCdF9DcHEAkmYXbyaG7s75iDv+CvBihkMwW0NwcQDo/LI1Zb2nb\nTp5FKif2TeREU8mWBp+lvnUBN/pHokrbSCKLxpDbUt+WRh9wYBKci0dzcwBJyfdhfncDGit4jrSq\n/Bo8bqfu9j59yWr8/plD+NC5y01Fp3+6bA1+9r9v4H1bF5rO+wNnL0UeDM7Z2INmkwiL5uYAHrj5\n3XA6OMWs04i7b9hq+rl6zNMstXzrofsGQRhDvw+COH4cF8FidHQU27dvN/z8i1/8Inbs2HHM2xkf\njx7zGATxdqO5OUC/DeKY+eLla3BwKILNK1qrOp/aQ5LJYTgFjmXQ6OUt96+TQvyffmkA2VwBDQGX\n5b5+pxjS/mbfFA5LFSYcEEr6G/025Btj/+AMmLwodngcrKVt8xBFh8PDYYyPRzE2lUDI78LERKzy\npHPitobHYxgfj2JgRBQduELB0rZ9HgfC0RTGx6M4eGQKAODiGEt9XTyLTDaPwaEZsCyDaCKDjiav\nxb6iENN3ZBouBhibjIMBkE1lMJ7JmXeWqqkAQDqd1d3eaQsbcdrCRiCXM52PmwV2nLMEQOXngQs3\nzgU054MeDIBsPo/xVMa03dsNum8QhDH0+yAIfWol5B0XwaKzsxNvvPHG8dgUQRAEUQMWdYawqNM8\njF2PrhY/5jT5MDQRx+qFTSVVISoxp0kMw3/yFTHSwKzMohZ1SdXxmSTcTk4xxKyEnL4xEUkpppVG\n5S+1yJUVpsIpZHN5xJJZ0zKSakRjTw5TUgUL+b/1FtJJANG7YTKSlvqmq+qrNfwEYLmqSlDyyZAN\nUsMx0ezTSiUcdcoHVZEgCIIgCELLrPKwIAiCIN5eMAyD6y9ZhV2vjWDrmo7KHVQ0hzwI+Z2KH8Si\nKrw3WiRzzqGJOMamk2hr9FpeEMuVSMamEooppFXDTq+Lh9vJYTKSKvpXVGGSWh9wK/2mo2m4HJxS\nxaMSdX4XBsbjSGVyithhVWiRhYOpaBqc5Jtg1atEFjYi8QwEQcBMPG3q+aC3XUC/rClBEARBECc3\nZANNEARB1JSWkAcXbp5nqWKFGoZhsHFFmzKGWYlHLU4Hh9YGL/YNhJHJFaqKznA7eYT8ToxMJTA8\nKZZ2bDcpa6mdc2OdG5ORtBLlUMn/QE19QDT5TGfymIqmUR9wWRZa5AoqEzMpTFUpljQGi6k7M1J1\nlDq/RcHCV4ywSGXyyGQLCFmMzlBvgwIsCIIgCILQQhEWBEEQxKzl4jPno7XBixU9DVWnDCzrDmF0\nKgEAWFKhKoOWjmY/dh+aQjo7A4+LQ8ji4h0QF/+D43EcGhY9KFrrrZdylSMORqcTiCWz6G61lk4C\nAM1SFMh4OInpKiMsFMEikoJX8g6xGmERVAkWithhsa86bYRSQgiCIAiC0EIRFgRBEMSsxcGzOGv1\nHMUbohq29HaAYxk01bmxZklzVX3lMqaxZBYL5tRVtZhubxQFiuf3jgEA5jRZi84AgCZJONjbPwMA\naAhY3+8mKcJiXIqw8Ll5uByVy5ICRe+NyUiq6H9hMUpCFlmmIyklfceq/wVBEARBEIQZszLCgkw6\nCYIgiGOluzWAr1y9AV63w/LCXWbVgkb87i99AIAV8xqq226L6JJ9eCQKlmEU81AryOLGX49G7JBE\nh4mZJKYiabSalADVok4JSaTEyh5mJUTVuBwcgl4HxsOpondGFWkwMrl8ASRzEARBEAShZlYKFgRB\nEARhB3LUQbUsmBPEOeu7MTgex1mr51TVd1FX0Rx0blsAbqf1W227JFDsHxRLsVYjWMgeFm8emUE6\nm1fMQ63gdYsVSiYjKbgcHDiWqSq6o7HOg/7RKEakFJxqtt3e6MXwZAIOnoI+CYIgCIIohQQLgiAI\ngtDAMAw+sHXhUfVtqvNg5bwGvHZoCu84tTqxo73BC5+bR1yKcqjGaNTn5hHwOtA/FgMAy+VUZZpD\nHgxNJMAyouDAstbTYFobPDg0HMHuQ1Piv6vw7fjSR05D30gUoZ/vQqKqGRMEQRAE8XaHXmcQBEEQ\nhM1c9/5TcOuOtVVHZ7Asg9Mkv42l3SH4PQ7LfRmGwcKOYnTH/A7rZWABYG5rALl8QaqqEqiqb1ez\nKI70jUThcXGoD1pP7vC5HVjRU13aDUEQBEEQJwcUYUEQBEEQNuPguapKqar54LZFmNsawGlLW6ru\nu355K17aNwGvi6+6MsqizhCeenUYALCws7q+Pe3Ffe1pC4Klih8EQRAEQdgACRYEQRAEMYtwO3ls\nXdN5VH3XLW0Bx7LoavWD56oLoly7tBm/euogCoKA05dVJ5Ys6qwDxzLIFwQlQoQgCIIgCOJYIcGC\nIAiCIN4mMAxz1IKB28nja5/cCADg2OrEDp5jceuOdXjzyEzVaTAEQRAEQRBGkGBBEARBEASA6oUK\nNV0t/qqNPgmCIAiCIMwg002CIAiCIAiCIAiCIGYdjCAIwls9CYIgCIIgCIIgCIIgCDUUYUEQBEEQ\nBEEQBEEQxKyDBAuCIAiCIAiCIAiCIGYdJFgQBEEQBEEQBEEQBDHrIMGCIAiCIAiCIAiCIIhZBwkW\nBEEQBEEQBEEQBEHMOkiwIAiCIAiCIAiCIAhi1kGCBUEQBEEQBEEQBEEQsw4SLAiCIAiCIAiCIAiC\nmHWQYEEQBEEQBEEQBEEQxKyDBAuCIAiCIAiCIAiCIGYdJFgQBEEQBEEQBEEQBDHrIMGCIAiCIAiC\nIAiCIIhZBwkWBEEQBEEQBEEQBEHMOqoWLB577DH09vaW/E0QBNx3333YsmULVq9ejSuvvBIHDhwo\naZPJZHDHHXfgjDPOQG9vL66//nqMjo6WtAmHw/jCF76A9evXY926dbj55psRi8WOYrcIgiAIgiAI\ngiAIgjiRYQRBEKw2fvHFF/Hxj38cgiDgpZdeUv5+zz334P7778eNN96Ijo4O3HfffRgdHcXOnTsR\nCAQAAF/84hfx+OOP4/Of/zy8Xi/uuusueDwePPTQQ+A4DgBwxRVXYGBgADfddBNSqRS+9rWvYdWq\nVfje975n824TBEEQBEEQBEEQBDGb4a00ymQy+OEPf4hvf/vb8Hq9yGazymexWAwPPPAArr32Wlxx\nxRUAgLVr12Lr1q148MEHceWVV6K/vx8PP/wwvvnNb2L79u0AgKVLl+Kcc87BY489hrPPPhu7du3C\nc889h5///OdYvXo1AKCtrQ07duzA7t27sWLFCrv3nSAIgiAIgiAIgiCIWYqllJAnn3wS999/Pz73\nuc/h8ssvL/nslVdeQSKRwLZt25S/1dXV4fTTT8dTTz0FANi1axcAYMuWLUqbnp4eLFq0SGnz7LPP\norGxURErAGD9+vXw+/1KG4IgCIIgCIIgCIIgTg4sCRannHIKHnvsMVxxxRVgGKbks76+PgBAV1dX\nyd87OzuVzw4dOoSmpiZ4vV7TNt3d3aWTY1l0dHQobQiCIAiCIAiCIAiCODmwlBLS2tpq+FksFoPT\n6YTT6Sz5u8/nUwwz4/E4fD5fWV+fz4eRkZGKbawYb8ZiKeTzhYrtiGPno5+919bxONZt63i1gGXs\nL6jj4MvP92OBZTndvy9d1Iq9+0Z1PzOjUMgf65TK4Dhn5UZVwHOz/9wpCPZel3jW3mMIAIzBuXPU\n2LzPtaDhsgWYF/TiUCRh25gLgtnKjaqg3mXvcfQ5LFtWWcbOM6fzhz/HkX/8gI0jiiRyTOVGVTCT\nsfd+0B+39ChWFYd+8Nox9V+ysAVv7B9T/q19WUXMDqqwoXvLEAT7nyXsHrPa+/SyRa3YY/JcVRBy\nxzql8jELGVvHy+dn/xwf+NYnbR2PqD11dd7KjY6CY75LCoJgeCOT/27URv13QRDAsuUPAUZ/15LP\nF5DJ2H9RJMrZ+eiLto5n98K9FrCM/Q+ULmedreNxrMPwsz8+8UbV4+UL9i6+AMDBe2web/afOwWb\nH6wcnL3HEAAYzubzuzD7BYs52+oBAH8Zm7JtzJTND2vtXnsfKENO+xc3vI3r2KbhAfTHx+0bUCKS\nsXexPZq0V+DbPWO/CPnKn/cd8xiPqsZgaiDaE8eOcAKIw0JNFu/2jnk09+k/PrHX8LO8zfcCAMjn\nU7aOl8unbR1PHNPeOdK6jpA55qfUQCCATCaDbDYLh6O4YIrH40qFEL/fj3g8XtY3kUiUtBkfL39Q\nSSQS8Pv9xzpNwlbsffg7ER6EavF2ye79NhqPAXtU22IZm9+6A2BsFn5OiHPH5gdKhrVfPANn8/kt\nnADfCwOAkf47S5n9RxHgGPtEkFp9F3af3qyN+1wr2GO8TjAMVzIGY/N9vxYImP3fi93U4h5ovwhi\n/z3LwnvM6qhyl1mGNX1GEmrwkqtg85gsY78YUIuXewQB2PA8NHfuXAiCgIGBgZK/DwwMYN68eQBE\ng82JiQmkUinTNkeOHCn5vFAoYHBwUGlDEARBEARBEARBEMTJwTELFr29vXC5XHj00UeVv4XDYTz/\n/PPYuHEjAGDjxo3I5/N4/PHHlTZ9fX3Yt29fSZvx8XG8+uqrSpvnnnsOsVhMaUMQBEEQBEEQBEEQ\nxMnBMcfu+Hw+XH755fj2t78NlmXR09OD7373u/D7/bj00ksBAN3d3TjnnHNwyy23IBaLIRgM4q67\n7sKSJUvwrne9CwCwYcMGrF69Gtdeey0+97nPIZfL4atf/Sq2bNmClStXHus0CYIgCIIgCIIgCII4\ngbAl2eiGG24Ay7L4wQ9+gEQigd7eXtx5552KPwUAfOUrX8FXvvIVfOMb30ChUMCmTZtw8803g+PE\nHDCGYXDffffh9ttvxy233AKn04lt27bhS1/6kh1TJGzE7pzJWngl2E0t8vLs3m/D74Vhjs7DogZe\nCfafO/bP0e78XduPYy1Sye02DzgRzBdqwGz3NmBnvw3BSXnq1OJ7Odb7S6Uc/dnICXB6nxAINh9J\noQY+G3b7OjNMdQNW8garhbeI3c8StTBDZQon4xWcOB5UffZfd911uO6660oH4XnceOONuPHGGw37\neb1e3H777bj99tsN2zQ2NuLuu++udkoEQRAEQRAEQRAEQbzNICmMIAiCIAiCIAiCIIhZBwkWBEEQ\nBEEQBEEQBEHMOqhgLlE1dvsG1CLXz3ZqMEe795sx+F4YhjP8zBz78xuPm2/HLBqzULD5OHI1yNS2\ne0xhdns5AKJth/y/2cqJ4DlxInAyHsdjvo5pvI8Yer910iBU6edQCdvvgaiBN1SV3lUMw5k+C9t9\nDMUx7d3nQi282WrgfUYQAEVYEARBEARBEARBEAQxCyHBQgdBEPCd7/wrtm/fhne9azMeeugXb+l8\nrr32amzevBabN6/F1VfvAADs3PlbbN68Fjt3/taw3+bNa3HttVdb3s7DDz+obGfz5rUYHh461qkT\nBEEQBEEQBEEQxFFBsTs6/OUvT+MnP/kRNm3ajDPP3ILVq099q6eEUCiE6667AaFQfc22cdppp+OW\nW76MP//5T3jyyT/VbDsEQRAEQRAEQRAEUYmTRrDYufO32L79AkttDxzYBwD4xCeuxYIFC2s5Lcu4\n3R685z3ba7qNrq5udHV1Y2DgiKlgcby8F2YTtcjLO15eIIwmF9k69u+z7Z4TbA2CxGy2X7D93KmF\n6YLdY9biezkBmO1eCbX4VuzcZwYAx9TC/8TeL8bu75mtwT4f6/2FRWmO/gnhNXUSIlTpvWAF2/1K\nanDq2O2LwVR5n2ZY1rQPixp4WNj8XdfkubZgr08ZQcicFHegF17YhTvu+Bf8/ve/sdQ+m80CALxe\nby2nRRAEQRAEQRAEQRCEAbP/1fYxMjQ0iC9/+VYAwL/927ewbNlyzJ9vHDVxySUXYGRkGABw6aUX\noq2tHQ8++FtccskFWLduPQqFAv74x0dQVxfCD37wY9TX1+O1117F97//Xeze/RoAYOXKU3DVVZ/E\n8uUrS8Z+/PFH8f/+3w9w+PBhdHR04JprrsMvf/lzZDJp3HPP/TU6AkU2b15r+Nm5556Pm2/+55rP\ngSAIgiAIgiAIgiCs8LYWLIaHh3DDDdfiwgvfi9/97te4/PIduOmmz+DrX/825s9foNvn+uv/Dx55\n5Pd48sk/4frrb0Bb2xzls0cf/R90dc3F9df/H0xNTaK+vh4vvLALN930GSxatBhXXXUNMpkMdu78\nLa699mp861v3YvXqXgDAH/7wO/zf//vPWLZsOT71qetw+PBh3HLL5xEK1WPOnI6j3sdkMoGZmRlL\nbW+55ctlf3vwwf/Gnj27sWnT5qOeA0EQBEEQBEEQBEHYzdtasHj55Rdx++13YtGiJdi587e49NIP\nYuPGM/D887sMBYuzztqCffvewJNP/glnnrkF7e1FwSKdTuP22+9ER0cnAKBQKODrX/8Kli1bgXvu\nuR8cJ+Zuvf/9/4Arr/wQ7r776/iP//gJ8vk8vvOdf8XcuT24997vw+l0AgDmzp2Lu+/+xjEJFt/6\n1tfxrW993VJbrQfG448/ij17duOyyz6CrVvfZXmbdue9nQi5sXb7TQAAbN5vltHPHWTAGn5mhv0Z\nmDU4jjXxc7B5PMHm85urwT7XYsxZDsMU/zdbORG+Fls9LGq0v7XwiJjtVJuTX96fKx3jBDgXT0YY\nu+8vNYCtycOEzeNVOcdKz1VCDZ4ZWZsPJCvkbR0PqNGzMkHgbS5YnHvu+WV/6+zsQmdn11GN19HR\nqYgVAPDmm29gaGgQF198CaLRaEnbM844E//93z/B2NgoxsbGMD09hY98ZIciVgDARRe9Hw88cGyp\nIB/60Eewbt0G3c8++9lPG/bbt+9N3HHHP6O39zRcc821xzQHgiAIgiAIgiAIgrCbt7VgYTf19Q0l\n/x4cHAAAfOc738Z3vvNt3T5jY6MYHR0FgLJICofDUSKAHA09PfOxbt36qvrMzMzgS1+6EYFAEF/+\n8leUyBCCIAiCIAiCIAiCmC2QYFEFrKZUX6EghlN9/OPXYMWKU3T7dHf3KIKFHuqIi+NBLpfDrbd+\nARMT4/i3f7u/TIQhCIIgCIIgCIIgiNkACRbHgOxv4fV6y6Ic9uzZjUgkApfLha4uMQWlv/9w2RhD\nQ4NHnaJyNPzrv34TL774V9x44xewcqW+yFKJo/FDMB9v9p+GtfDZsNsLxGg8huWObls1yDu1/Tie\nCEn+dqeJ1sS3w+YxT4CvpRbM9mxy7gTwcrDTE6NW2D3HmuzzsQ7KaMaY7Sf3yUot/CFshqnBUsN2\nX4wqz+9Kz1UCanCtFWz2sGByto4HACx3fF/CEicPdAs6BpYuXY7Gxib84hf/jUQiofw9Ho/h1lu/\niDvu+BdwHIeFCxejo6MTDz/8SySTSaXdn/70KCYmxo/bfH/3u4fx0EO/wPbtF+Diiy85btslCIIg\nCIIgCIIgiGqZ/a+2ZzE8z+Ozn70Jt976RXz0o5fjggsugtPpwm9/+yuMjAzj1ltvB8+Lh/jGG7+A\nm276DK655kqcd96FmJycxIMP/gwOh+O4zPXNN/fim9/8KhoaGrF+/Ub87/8+AkGl1no8Xpx11pbj\nMheCIAiCIAiCIAiCqAQJFsfIli3bcNdd9+BHP/oB/vM/HwDLMpg/fwHuvPMunHHGmUq7des24K67\n7sH3vncvvvvde9DS0oYvfek23Hffvx2Xee7fvw/ZbBZTU5O47bYvlX3e1tZOggVBEARBEARBEAQx\nayDBQoePfewT+NjHPlHytwcf/K1h+7VrT8fatadXHHfNmrX43vf+o+RvRytYbN9+AbZvv8C0zdNP\n/7Wq9lax24egFv4Qdo9pt28HADA2J/ozBhleDFjDz8yw22MDABi7x6yFn4Pd2H3q1MC3Q7A5if4E\n+FbAMuVp+sc+pr15yyebn0Otdtfun8wJkUvLH+MsOfbYxyBqTy2+ImH2e93Y7YtRrScGC87Uf01g\n7DcXEez2PRNq4C0i2G3aRRAidDciCIIgCIIgCIIgCGLWQREWJwipVBL/8z87EQrVY/36jTXZxpEj\n/Xj99ddw4MD+moxPEARBEARBEARBEFYhweIEYWZmBrfffiuWL19ZM8Hib397Ht/4xp01GZsgCIIg\nCIIgCIIgquGkESx+9audb/UUdDHzxpC55577j8NMgIsvvsRSuVPGJG/vaKiJP4TdHhY18HOwe0yj\n8ViGPaptCTbX/JYmY+94NfBzsB2b04Ht9psAYPv3MvszoMV8SPl/sxXyxDg5qMk5eKzXRpYpHeNE\n8As6ETgB/CFsv4DX4twp2Pt8wuSqe0ZiWM7Uk4utwfOT3b4Ygs3P8gDAMjnbxyQIYHY/qxEEQRAE\nQRAEQRAEcZJCggVBEARBEARBEARBELMOEiwIgiAIgiAIgiAIgph1nDQeFoR9HC/vhdmE3b4dAExr\neB/dgAb6I8Maf2YCI9RAz7Tbc+JE8LAo2DzHWuQD220ccAJ8LbVgtvsv1GJ+nI0+G3Z7dhTHtXu8\nE8CH4Jg9LEAeFjXB5uNYC08M2+9Ztfi92Px8wlfpD8EB4I2PEwvnsc1HBwE2e1jUwG2Ks3mOBCFD\nERYEQRAEQRAEQRAEQcw6SLAgCIIgCIIgCIIgCGLWYZtgkc/n8e///u9497vfjd7eXlx66aV49tln\nlc8FQcB9992HLVu2YPXq1bjyyitx4MCBkjEymQzuuOMOnHHGGejt7cX111+P0dFRu6ZIEARBEARB\nEARBEMQJgm1J9A888ADuvvtuXH/99Vi1ahV++ctf4qqrrsLPf/5zLF++HPfeey/uv/9+3Hjjjejo\n6MB9992HHTt2YOfOnQgEAgCA2267DY8//jg+//nPw+v14q677sLVV1+Nhx56CBzH2TVV4hix23uB\nYewP9GFsDh6qhc+GWQ3voxvQIJ+SMfnMdLxjmo0+dntO1CCvWpjtU6yFb4fdY+btHQ6A7UYELCN+\nN7PZd+JEsGix8/gxNo8nM5u/Y6A28xO4Y7sHCix7zGMQx4Na/GDs9TZgTghbgyrP9UreYKz9O80J\n9vpiCIL9cyzUwO+NIAAbBYtf/epXOP/883HNNdcAANavX4+//e1vePDBB3HDDTfggQcewLXXXosr\nrrgCALB27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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(15, 5), nrows=2, gridspec_kw={'height_ratios':[2, 5]})\n", "\n", "axs[0].plot(t, s)\n", "axs[0].set_xlim(0, 0.25)\n", "axs[0].tick_params(axis='both', which='major', labelsize=16)\n", "axs[0].set_xticklabels([])\n", "axs[0].text(0.002, 1.0, \"↑ s\", fontsize=18)\n", "axs[0].axvline(0.125, color='red', alpha=0.5, lw=1)\n", "\n", "*_, im = axs[1].specgram(s, Fs=10e3, NFFT=512, noverlap=0.9*512, cmap='YlGnBu_r', mode='magnitude', vmax=0)\n", "axs[1].tick_params(axis='both', which='major', labelsize=16)\n", "# cbar = plt.colorbar(im, aspect=10)\n", "# cbar.ax.tick_params(labelsize=12) \n", "axs[1].set_xlim(0, 0.25)\n", "axs[1].set_ylim(0, 1000)\n", "axs[1].grid(alpha=0.3)\n", "#axs[1].grid(False)\n", "axs[1].text(0.001, 880, \"↑ freq [Hz]\", fontsize=18)\n", "axs[1].text(0.246, 50, \"time [s] →\", fontsize=18, ha='right')\n", "axs[1].text(0.125, -80, \"0.125 s\", fontsize=18, ha='center', color='red', alpha=0.5)\n", "axs[1].axvline(0.125, color='red', alpha=0.5, lw=1)\n", "\n", "plt.tight_layout()\n", "ms.savefig(fig, 'consecspec')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot uses an algorithm called the short-time Fourier transform, or STFT. This simply makes a Fourier transform in a sliding window of length `NFFT`, with `noverlap` points overlapping on the previous window. We want `NFFT` to be long to get good frequency resolution, and we want `noverlap` to be large to get good time resolution.\n", "\n", "Notice that we cannot quite see the exact frequency of the components — they don't last long enough to pin them down. And there's a bit of uncertainty about the timing of the transition, because to get decent frequency resolution we need a longish segment of the signal (512 samples in this case) — so we lose timing information. But overall, this plot is an improvement over the spectrum alone: we can see that there are at least 2 strong signals, with frequencies of about 250 and 400 Hz, and that the change happens at about 0.125 s.\n", "\n", "A piece of piano music might resemble this kind of plot. Because piano keys can only play one note, piano music looks like a series of horizontal lines:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true, "tags": [ "hide" ] }, "outputs": [], "source": [ "s = np.loadtxt('signals/piano_22050Hz.txt')\n", "fs = 22050" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(s, rate=fs)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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dbLVsJG8nU9xLU9auGBfR9bpfdbTatPOkzBLI5IomA2r176x2R/fTipBfXIl/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07u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\nH0b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WPdN3WPa1H9C/CusXMisMpnGiOY01TxYyzkCYBMZCXoxFY4vnObKGWP5Ztj+cj8El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1uHqFlO/tw+nTWN71E74KiThbD/DKIvM5aBq+9NufPyn9FrX6a9dl50PoyFaUZZJHjNltTS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\nDquaPAP9eMD8L75Ns7NL/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leoVdcFMV8T9NBu1J+dc44kRtE1Y+xGvTRUVaMMfTRmePoR\n9ar0jbDVljGZGmbJCefDezhnqMZd1nY+ib3aIr+7gvKGbwWyATAf29KgTZ0JY8Q1IkFp4kBiiA8n\nzD96As5SuX5tEbGV5HKPw7kYk9317V4N0aczyA2uXcFsNQlakRzmezNYfTYTQ9udZmmmp9TCAHJ2\nkqKPZW6zveoCDQWYZsI28hGCup8IAvLeKW6jibnbEwR3OEefznxMpBidFawKlCrjMl0tFKZIZgTF\nuZgRHExIf3yf4eSxmIgCtbVt3HCGsSl5PqOys4vdauC63jjS98lqbWEOmBUAVOLIE48uJrmgpB5p\n1EdT1OlU2jUOxOCxFpVxeGqciRFyK5b2bVUWrCJvXolCDJitI//YGtV2UA7BZGTRByPCe32yl9cJ\ntutUq8JoyQ1MBkbMKc8TYZHUvJFeYQZ57wKaMXZbzCiJtMSF1iNhyFUDXOWSe6lavDb48Ql2u4W9\n1hbGU8FOOZuJEWNqZJ4+HwBwcPo9dq98TqLeMoO6SBhePKS9dhO70RAjsv0xaTYiXlnFrtRKNNRu\nNoSh4CPn9FBMN8uI0CQvTaiLNUgNpI31/oj9g2+z9dwXcRv10qyVTKKis8NjFIqo0yuZkiXDwkeN\nxv6ZW2+OrQ+9sVpFYhGx7lljYYRxoC4S9N5Y0Na2f8b+nlRixOT3YAKZIX9tk/XXZZ9yc92xVcup\nBjKWLcIA+HAUce9vh7DZoNvTmNxRrSrqDVUaUB/emxN+dx99kTD/6l0IlRhEJjn5x9ZgpYrz61a9\noRcsS6BaFbaG/fOHpF+4VsbACwtScXFuUe+f4yoB4TtnmINT1BsS4+oaMeHfPCH/5x9nY0MMUwvy\nyGhoGb47YvInf0l3/S6uVSH7lV0a2zJ2azVFFMlaPRg45o/GqGkue4jcCmp5PJXx0YkxNxbMV30+\nE9NFIPr+kSDCO01BpNfrssdKrRgcbzZ44cWI2y2Zq9rRgv2TWsWTScgPPnTU64puV+7dWmFbpCns\nfZQR/5+C/LtWTPbyOnE3IrvIiP7mCXa7ibndk/2Cknhwn7RKs7Ew5z09MfAv3iP7wlUxmKxHVDYq\npdlmYcAYaJhPxeizuEcCiVPXFwl2TWLN1SzH9qrokynmdlcQaM+EKJgmRZ+zW01UJ8YmhmB/jD6a\n4EItRvCelaFGKcGTIdlnd2TMgYxvJ31fPx7KHH80xl7vlswMnEQf5/eeEt3YLmNNOR2Tf/km+naH\nRl2YldbKXtCNMrmHwVzmwlq0MKmG0ixYTdIF+3FvJOMt0mIoGQXokylP7/0lu7tfWOxDIx9bWg8X\n8201wF71zFS/loQ/PoFQk7+4ujDO9Mg/xZx+idVQrEsoJaa/c4M6mZbrp6uF5K9usPKJDrtrsFYx\nBNqVy9wo0zwdBuzvGyrVwhBavlerCytp8OGE6Ft7EkncrcizPpsRPB5IbHNdzE713pj8JdkvFLHM\nbrVGraaYjQ3Rt/bY//afs/PJ38JuNNCPB4yf3KPxwou4K41y3uz/w98TBFVar7+GXa2hDyfsf+vf\nsN57mUq1i/nYKoRBuedW45TZn34TgMYvf0rYYW1hhgWhzCPmOBEWhjctLZms06yMJXZxIHPlKEUN\nU4IPznBphruxspjHQy1MtpqwAQrT3JXXumyvQje+FHEMnCYBT/Yt04M5vRtV4kjW6zhaGPSf7OXE\nX3uAW6uRv7Qu7M7DCdFfPsJeF6aFyi3qZCprYbHPQJjHzbbGGpidpKhJim3G6IHsS1ykCd88xHxi\nQ34X8WsRgUbvy7ple1VhKj24ENP0K81yHJhX1rHtijfj9qzykynRj47JHh0QXROjazVMyQ6Piesd\n7NW2bOgjaefL7HeV23JPrgZyDTz7g0kme6RATEjV8QSMw+TyO4be6GGvNHjw3/8hP6uWDItlLWtZ\ny1rWspa1rGUta1nLWtaylvULV0uGxc+RYQEQRy3Wn/9lQHRsJWKUGtRoLieMjUg0ewDjVDwjatEi\n2hS8vj0VZHV8SppPCIMKQVBFq4DczDgbfAA4WvVdatVV8lx8KAbjxxg7Z2vtddRzW6K361YX8XjG\nySntLBNt0dyUKLp+NGTSf0oUNYk7gnrhT8r6owe06tsElRpYMNmMWXLGJDkGoBr3qFZ6VBo9zPMr\nmDsrVNZj6g05F0tTQeCD+xeoSSany7776ZMpJIaTt/6ajRd/RZD23ZYgU5kVtD/UcopXj+TUtDiF\nnmTYbpX69TqdjuiqrRXt7GRs6X80I7jfF03pZpUgFJ8JgHRs5FQ2s/L+tbDUdOszeR2xIAJ2pfaM\ndtQ5Sq0uSDwUQJaLn0Jw4NkTW02qKxFhJLo2AHOSEL53Rv7OYy6G91jvvgQ3VqEuaC2VQE79q2GJ\nRpY5n5mVk/BGxJUrmmZL0Yrke+NcMRk7DvYN0Xf2MVfbC009UKkIeuNmEpUZPB6gDyZy4rs3Bita\nc/vcimjljBP/BoTZ4ZqxIN8VTa0uCHAllrZIMxgOLfaxRJaGrQVamk8t4QdnqItEGB5A8KNjBhcf\n0dl+TpDLwRy3LiyAy1FnrhEJw8SJ9pA4eDZSc5oRPB1BaoXV1KuW4yv2iLux8hn06ZTgwwvs/QPO\nBu/Tad6g2l0XZktHGB6lT4p/yMqznwo9uN4bgQNzp1deR839qf3As1Gm+SI+MdRy6hwFYC36IiE5\nO6baWcOt1hdReAVCBHIi7UAdj5nMjmh0duTRT4fM5uc4Zwl0RJpPWLnyoug+QdgWtUhOuHMrn+mS\nn0DhlaL3xgzO7tNZv71oS69Dt4MJk+SYOGpRqXehFuEijbndw15tU1mNaDR1iQKDoFezvRnRdw9Q\nJ1NhW1VD7NWWaGw7Ffks/TlqnDL4yVtMZocAgsas131sq/cmGKa4jXrpmaKSHHe7S6vlI8z8WJhO\nXakvt9bHR5/N0GczHwWmSmYQmaDlTKU9zI22oF5JTvD+ufS7rabMS6kR/xatsVdb2G71WUTbIR4e\nhTfA5X6qlaBz+2OCt48ZjB+jlGY4EbS03bhGe+O2oLaNSBgP7Yo888xgN5tUNyq024pKVZDjgmEx\nnVj6T1Oiv3taxkYHD/qcPn6Lldd+RVAS68ooODVKhUUCqKOJeBfc7ODaFdHbj1PRrFdDXDvG7LYI\nrzWp1VQZXSzDQGLvRkMr6FwmnhAqs6L99/G8rhLIOG7Fz0QUBg8HwoBYqwnyMkpLppz1Y74YJ+U8\n5/XsxTqlHw0EtfXPQ41S9LlnNWkYHt6XOF2gcu2qoITOiW688PHxc7trRmW/V6kRLbN/jtmv7C6i\nRf1nVZPMezsFuECjjPhj6I8GmJNzgutXpJ2akaB4Pi7Y7J1wePYWW2uvo1c68ryLWNJi6xUv/Ftc\nI5Y113fqwo+Caoj2LDU3yxeoawGj+thBfThm8t67NG8+J2xA42TN9zp4NUollu65FTb+4CoAn9ud\n80ovY6NmqQSOUap5MAp4ZxAxNYSCSwAAIABJREFUyTSpVYxzRawduVWcDMRbAqDXE638fC4RsONz\nQ60d0PRsp8txuFEI3ciWkcTDTHNyIX273VKsNSztyJJbxWEScHRkGRykEpvZjgiCRdeII2F6rPQU\n1+o5vYpBK3nPg2nIUV8ivZ11wuKwsLau/fiTMZXkwsKaTP2+5IfHEGnCT67R6WjiijAQstQ90yUL\n343ZzEnCtGcqTCeO4PtHqLkhe32TRifg1ZuON9YE8bzVMrRjy9wo9qYB7w9CTpKAYaZ5eqaIK4pm\nVaKCT0+s7GXqi0jI2dRxdGSxc8vKZkjdM0Wtk4jOIIB2zVENHOeJ5ukTGX9XNgPWm5ZqIN8r4p9P\n5wGjkdxH/8wQffeA8Mu7NJqLfcrkwYT4aw+EGbVeJ//Y2gLlH6eE75ySfXqbxtUacayYTizJRBaF\nsKrJp8JYsRsNaEYwTIn/1Qekv32b6m69ZJMk+zPcH7+J+v3XpN93K6hpTvBRX+anJMe8soHxzMnw\nkTCp8hfXCLqR9DW/3Qgjhckd/b5/psYK26gWiW/WwyFuXbwzgidDia7eajwz3lw1RKVGYknnRtiU\n1bBkLRZzUcGclAXFyTzW8CzVSiB7lYLJVjAoMrOIqrzk6RDsjTDffJdKdw3Xq8peqRVjd5oyV+XW\nRySLn0bB7CjW5q1f3+CXNlOe62SsVOT5Hc80P+lHvHsWUa/ItJ2m5TJGkjhOjgw6ULTbsrbmmWM0\ncrA3FqbCaq30vQhCSr+yRl0RRvJ+5+eWLHWsrGgqFVVG2KeZeL7M5xIbXKzVhfdXEXerklzWLOMI\nHg/FV+Vqy3teTUh/+xa9NZkn6w1Nqw710GKdoj9TnJxaJscpQSsqx8xk7NAfnKMPJovIeCB/dUN8\nHpJcPKbePQXjyN/YFia6seijqTAnNxolu2rnVszrWyl3WjkrFYt1cJJo7o8i9qYhU6O46Duy1FFv\nKNIU8WsD2m1Fs6Vxzv9O8mAmfkO7LSoVCEIZy0Eo++lqbdGfE+91E8WK1RVNEPo9vJM/eeaYziQa\nWl9KvLZWWGTzuYPDCcG9Pna9hsotwdunuFqI+dia+JAEmuBhH+0j7u1nt2k2hZ00TyR6PLh3jpoZ\nicxer6OrgXjePBmhjyfkL61Lf2xEqElG+ONj9L0L7J0e6lTig+3VFmpmyN97TPj8VfEbmYs3CoDT\nCvPKBh/9l7/Lz6olw2JZy1rWspa1rGUta1nLWtaylrWsZf3C1ZJh8XNkWNSrG6zsvLRAO9verXWY\ninaoFmGutxdO8JMMNc5KrbtrxosTV+tK5+rB8T1G06cANOvbBDom0BFay/tn+YTcJESBaP7DsE61\ntSZaVv9+bqMuKGEcoCYp4YcXZI8OCD55E5QqnZ2V16D3Rw8YT/dFB7zh3Y4j7wY7N+iLhP7+ewBU\nI3H7d1hqlVWoRWSf3sat1qmti4tvGIjObD7yTsMerbqcDqCHc9FmHQtCm3/zbQDiO9eYvPcutcoK\nfOGuaOOvNMqEDpXk2GZM80rMxoYm9ESS/tBxeGAI3zlFf3KdWk1JgkY/J/CeHcEPj6Ap+qvs09vo\nekgYQjrxmvyTqTg1ayVu1o1o4SUxyQi+84T8N++IfnWaE/74BNeMSm1pECB6Wc/4KJBhZvL89YXo\n7lxdTttdHAiKf56Uejrbq4iucm7K+1VHY9x/+hLrGwGrTUczsoIaGcXZTDMcOs7PLJWKoF/FqXhy\nPMcFivjv97h47y06X/486izBdStk//A+wW++Ks711zowzYi7EanXuFaqivQ8E2hqrUanI9rbQiN6\neGhQ3zogf35V3IC1Aq9ZVDNhseiTqde5WkEh+4n0gdyK3nUmLvfB2yfiwg2Y2963xTpBQmviamy9\nPh3jCLxPgTqW5ABzS/TZrhbiKqE8w6LtjRP35MG8ZEAQBeLQnYljPIA6m6KfjNg7/hY7u58T5KUe\niibQeywU9xYcTlCHE0n+8dcl84jI0YSz87dZ7byA2xCduquGgtgYC9O8TJMpxgLaj8kCcW7F/l4C\nVO5gkuIuxiTpBfXqOtTj8t5cM5IUj7hICkkF6WnH4hUxFj8YO56iw1iQWLwHjRJmBuml9gq1/BnN\nMa9soJ7rljrzwsMiSRzpuWefBAo1zWWuy6w4az8ayJw3FTdxt1ortc7WX5+6+IigRTdt1uq4lSq9\ntYB6Q1OrSdoMQOJRovHEcfZAvGZcsJjHgsfDErExu4IguKr0g0WygnhFkNmFL0CgpG+kRpgZCkHL\nGpEg2J6JFrx/Lh41W80SKS/aT8Tovo/5OR4oddIqF8dtSXoI5DklufycddjrbfK7K6xsRdTrglJn\nHiCaTn2qwf2+zBNPR7heFb03wtxZQe+NsDstmVMqAa4Vl74qrlMVTW7xXFqxeIAEmuD+hSAj05z0\ny9fY2g6oN1RpSD83MBw6Tp5mRD84El8dpcrEHe6doHpN3GqN/JUNYfNVF+zCgu1Rur17w4GSBYCk\nPemzGeZ9Wev0L9/BbIifhJobYbRMMpkjnRNWoh8fapIu+q5va2X9V7/W6qMJ+z/5Bs4Zdu7+6sKj\nphaVrDGg9EGxVtKW9OGE8N0zGfs+naNkNiTCVCs18HFQ3rOaSmqRuphxfPwD0mzE7ubncJfTA4wr\n10B5XS5Mv17VpyJIH4tWY4JAYa2TFKrBHH2RlD4hrlURVqb3MtGPB+y9+3XWey8zTwdk+RhrDUFQ\nYZocs/36b7P5n9wC4Leuz3hjPWOnYWiGEAeulOVbt/iTO1UMFS5vGp3/XhFsllvFzMAsV2RWEWlH\nK3bUA/dM0ynlx41bpP5YJ8NxahSTTDEz8r1IQahduT0KvUY/AAwwyRSniea9QcjXPxLW28ubhvVq\nTjNy1AJ3eWvFzCgGqWKYaUIlaG2s5d5rgaMeusJeC+v7P8AkV1zMNafzgEfjiAcPDfnTCVdebdFp\nqfJ9qoGlF1uuN3Ne7Mp6slW3NEJHLVz4CxQhE8apwsYMy7MBEvKZF+2bGsXcwiTTzK20ZyN0tCNH\npB2hFqsxtWhWir8a376jTDFMNfZS22q1sGMoKrtEeILFs9M/9XOBAq0c1t8HyL1kVhXhAf9klT/n\n5OvlNp8b70HBAl21vj08oaH8nNNc/uc8DTiYhpxPhfkSaMo9aKyFYZI7xdzIviXPF95i1ghDI45l\nKF8mMFmEDVSwBeY+YSMf+DVnb8TFX3yN1V/5EvmLa8QrMn8rvfD3UkcT8RXqxoKQj7wX05MhKjWy\nxhfzZiV4JhGIuUH7PSkgrDyASKOvNvn4Hc1nNxJe6uZsNwz1UMZxYZNXjNvcLp6RJ8qVz8hY6Vtz\no5gbRWplHM/9c6loR8OzeRuhoxK40oqqmMWMf6ZzI+O3GMeXw5wqvp96wltZxd8XWzVFoFwZZgXy\nNTXCptqfaj4cxjw4VnQ6iq26oRFaQuWfl1HkbvHayPfzoi/lbtH38P0iMYpprhknMBxY+mcy+D/x\n8ZDPXZnxci/nSs2W7auVjKvL82SxbbM/NY4z375Fm85yaRsJ2lEyjuPFPFHc76UVomzfWa6Y5DKH\nzXzfr/j5CxYWYbDYRhr37HjUQKAWH/Knx3cxJlO7GJtauUvjTj0TzFVez7/OL8dYf135HMqP4Uvf\nK/7uP9N/9cu/+o/flCXDYlnLWtaylrWsZS1rWcta1rKWtaxl/QLW8sBiWcta1rKWtaxlLWtZy1rW\nspa1rGX9wlX4f/8jy/p/Wr3WLexGQ+ID8ZStSMOWQ93slKZXapRCYtAnU46ffo+Na69DFAh19VAM\nmqZnT6nXruDaMZ3t5+iMbzCbLaIG241raJsznZ+SZs9KXSpRhzCooK+2haaswTbEpLEwFcraFfS1\nNmrPv7bgD1UCiDTt+i7drecl7q0dQyhSBXU0wV4McdfWaV1/Q8zaitdGATmIGZsFGwdY64hjxWDg\ncHND8C/eRH3mllCx5wZ9NATEpNDc7BB8NCB/eR3dT4jeeB7XrrD/v/1Ltr7y7wsduKAE9+foNaGS\n26GmvhbTbAhPqRlaUqtY60JcCTFXN0lThzFQVTCvhUKLBjFRiwL0Rg1yV5pAkYlJavBkQS3XoxR7\npVGa7ynnyL76PK5bodEJqGyEBLevEmihYyotEW7jiSM5zwnfPxcuG0h00VoN06lIHObeCJUKfd61\nK9KH1mqldEGNs9IUDq3IP7NDt63FiAw4nwckqchu0lR4WJ2OYrCXipHfNx7Ja3/tOvF3Dkl/7Tqt\n53o44zA7LaK/e4r+w08T/OiY/HO76Kcj1LUW9oenRN6IJ7vaIr7bIT2X9261xQBoJbYMM83VqwGj\n7g7jkRXDn+8dl/FcBQ/N3O2Jyc7xBBvF5D++z2n/bbZ+8w8I3jvFXuugDydkX76+4MX6SNNgb4S9\n2i4jePXeSGQkaYbZaBB9/0j61SwvjRBtuyIUdGPFJMuPAwLl5VFZGUUZHE3QT0dkU+mTwa0t3FaT\n7fVfY/LoPhdP7tNt3qRWXSX4+A5mpyVygXpE3ohRmw2h2INIXuYGFypcNmc2P5d/jwP5fI6SAko9\nxLQ7Eh0MPnJrTjI8JskGdHZegEYs9wa43KJshM4b1F0dMx4TGE8xj7VIGUCo5y0xS1NzU9LmXRxA\nLURNtND2Pf9P9ROZB5zIjvYf/x1hUGVj5VWINNmvXseu1giRuMXxQbqIXxulUI/K2L/8xVUAaleq\nzIaG/HZPzFE/6mNudkX25Wnx4YM+ZrspcbXbLaG8Wkf814+Y/95zpBmsVKHuTeMSo5h6GnmSOInS\nPJ2iH1yQf2YXNUlx3YrEkzpLdCQmsPZqG7vZlPsHdEXjpjlUApEBaYUepzgljnyuFqL7c/T+uZhV\n3u1JNCpgP38VpxAjNc9R1YO5GESezFDDucQdbjRwW0qiMT8SY6m9977O7o0vofpzxhePmSTHXLn6\nhswrWmHX64SNoLy/ft9dkt6IuZ7ZaaFGKRff+AYrr3+e7I1twvfPyV9ak2sdjMk+s40+npaSA/1k\niLnbQ41SzJ2eRAxWQ4nZQ6SL6a9dp9XRNJqKZujQJV1UE2iotgOy1VopV8ifW0HlljAOMD0xJtUn\n09IsFUC1Iuw0x3Wr6IORxAL2E8xaHX02wzZjkVRNM9yHh+jXRapgV2tiypWLzEmdS2xieP+inAvz\nl9YlGnStTnAwJnjk15OLBPPCCkornFLoowlqnNGq79DuXufph3/J9vrv4HZauFZMGC1osPO585IQ\nmXtcKFJAfe8Ck804OP0eq53nqd66KfeJQ5/IuLf7Z+jNlTLiW00y9g++zXr3JcLNdWw9lMjhYcrk\n8T0ad54nf14i9ex6nWpDU62K2WlhVpmmjvG5IXg6RI0z9JW67C3udEtjNmPB5BHuIhEYKgrotW5j\nbUq7fV3GdfHv9Qi7UiPyU0Yl8NRuJZTpaqDQKkKhUV5M4HD+vw7nDM5P6NY5jAPjXOH7WVJ8L8sa\nfBq6lx34flHKClxJSy+kD03nyCvy/5ffo5CRaJ79+dhTvUOdc7VhmOaKSMv9xHpBBS8qt7BWVeRW\n5tziZwqKu2YhNzAO/JJKLdOEyhJqqAaOzRc1+QsNYm2o+fkp1NIWZ/OAf/O0Tj2U9WqtKrJN+VwK\nTYBSwaJ9nfUtbLHOlTR++bxuQen2bW6dLZKIpU3U4s9lxYZSrpTdFM+lHTk2axbjVCnvudy+/2+q\nuJZj4St7+V3tpX9zbvHVXnptdoliby/LZfzfC0p50Sa5pZQPrWeWzaph2NJMjcJYhVLuGZq7sSIV\nyH1ftZfa5/KnLSQLQmdX5BoqoSKrQZoqstSRNGSsz3ordJ//j8gLuUUm83W9Aa2WotPRuJ02eeaN\nXvuGwMs79OFY9gurNUw9EvPHWlia1hoLJhQJj/NmxIXkzlUD9LcPGVzd8R7pMpZjLWM7+Cmpj8M9\ns7V6dsy6Z9q1+P7l51e8VyE7+ul+43yfcs6RO//ZL9H+L7ft5fFc9g/+cblLr8+cyE1auaMROtar\nCS/3FGkpWXhWPqShXMeK8QcLGUduF3KF1Mr7TDJNP9TEsWZjQ15wtZGyUhHpVTVwVLzEqJBg/XT7\nFnIvuZZ6Zp7Mf2qeLMZJ0Z6BWsyPRfv+tCQqt86PC1uOl+IeQaRe/IxnAz9b5vVPlXUiQ7k8Hi+3\n30+/3+UxCv94nFoHWTnunl0n7M/oJ5drybBY1rKWtaxlLWtZy1rWspa1rGUta1m/cLU03fw5mm7u\nXv8i5u6KxEhyiWGRWXQ/Ibh3wf63/5zdG1/CrdQWRl1F7JylROCZ5yjrBA2MAjlyE8ccb+iVMZ9c\ncDG8R25mz3yOQFdoN3apvfwxzK0ObDdptRRRLKhNlkpskftoQPBwKEexaYGUzsmPTlFKE/a6gvZ3\nKoIYxd50UylhJjRiXKQFZQSYZujhXCL9Pr3J5lZAGIqpURAIcnV+Zpkfz3G1iFp7YSWTPJ6gN+t0\nuprxyJL9198ieO0W+cvr1FsBs8MEvT/G3O5RawfMZotjyU5XM/pwzPrLLaJY2rReg9MzJ+91kaFa\nkZjXPZmgdxrYx2JEF91oEgSK2aMJVAKiv3lC+lu3qNR1eeqZ9jMCHwmoHw9xXTE7crUQNUwxd3vU\nt6usrmratUVs2GjoOH5nInFVr25QqymUPyJMZg4zEVM2fTYTpF8jx6qVQNDFwvUp0ILgesM/1U/Q\nx1M6//Edrq/LhyxOPoepxJrO5wsUK8slngxg9WMSWXh6Ysn+9oD8pTXidkgYKuZvnaLPE7LP7tDr\nKfqP57hqSG9DnlP/8RzVidnc0kzGjtU1TTWEwQQ6DRhOYTCwhAGMvn5A/spGGW0Y//H7ZL9+g+RP\n/5b4j36DuKEx714Ig6cZE3zUJ3zzgPz1LVwzJnzrkOxL16WdFVT+9/dxV4S95DoVVD8hePuU9Kt3\nUCtVnEdfXS1CVzR2Lv25iF/NUollZJoRHIxRw7mgsbnFjMeoj21L9FqSo08F9XBt6feFaR/WgWdB\n2K2GsG2KyNfER7D9WCJ+3XZbWDJ+7JOJiWvSP6HaWePi+H0ms0N2Nz+HvdERo73CbMs4Qb+PB+yf\n/gM7L34Ft1YXw8y5QZ3PePrwr4nCBsambL3yayXy71Zr2K7EsxJoyAT5L+LZ7EoVV4/knkYp6iKh\n/+gnAGXMaK2yQrtxjXB1RdhFSo77zQsrtO42yxi/IOCZWNM8dwSBYv5oDJnFbjdRpzO6zzXIDUzf\nPMOu1AgeD8hfXCsNMqMfHpO9vgmdCupgjN4bY251hWkRacxOi9XtiCurCwO2Iubz8SODezySOK5Q\nkf3t2wS/8ylcoAk/OJf5a00MUnU/EVaHd9CLvvmE/DPbhN/aw202Of7J33Dl+hs8vf/X7Hz81+nf\n/xG99h0IFebjG+TPr1DvyjMqkK8sh8l5Tvj2icTfecS+hEe1EsPXuSkNIdUoFdaPh9DVMJXnX5F5\nPvjSDut+zBVmcLOpfJ1MXGnAGX5nn+yVDYLHQ8y1Nq2NiNHAEn1rn/z5FYKHA/JPbJRQhz6eUL3b\nJghh/NG0NGys/KsPyD+1JayMz+6yvhNSrSq2WrZEX85TTZqKsa752mPMcytUb7cwRkwgqzXF/CyD\n//l7RJsb5K9ulNCNPp8JA+o7+7i1Gup0xv77f8XWZ34bc7UlhpaebWPX6hjPOFBaldHR7I+Z/vFf\nY0xC+9e/jPPMNLtawzViVD8pzThBYrJdHECoJZpaK8gt88dPqVZ6Ett8s0O426DVlkl5OilYLI5a\nTUkEdAbTo5TwB0dicNr0DK16JOvwJFsY4QIuVAvWUgF/W79mtiUuUaK6xSwYYzE3xCC4tlOj3ZYo\ny2JsTSeO0zMLbx5z8O/+mJ1P/BZmt+WZHSzgsWBxPZUKe1OdzsS4zxv8opXMHwOJlr7x+5sA/NrW\njE+sZFypWeJgYdInb+/KZekywlcYsM3NAiFzTsw250Y989FSo/AEIWqezVF8P/fGc8YtWBC5j1Ed\nZfK9wlSyEjyLkuceuU294eIkV0xzQUgLpG5qFGfzAOtgpy6TRjN0pFbxZBLy5Fxxc82yXjVlbGti\nBZWvhbZkbqT+nqZGMco040w/YwSZO4VWgmxbB4lVtCPL3VbGx7oyYK82De3IPfPICkQVFiiqxZsf\nmstGd/K+hWGfdao0yswtzC8ZB2olpoZFFaZ5oZZ/10qe0SiTNsusKs36ivczHkUNlCMO5KtxitQ8\na4RYPIviusXrQRgP8lwXnyfzKGtxX8XrzSXUuagCFbfeILMwM0ytKlHxfwpxnRrF0Szko30xxtza\nCqhX5BrjiexDnYNmSxNHi/VkNpO9k1YS42mtGGy63KIjLWwHP9aLyPT53D8/HzXs6kLX0uczXBwQ\n323T6WjCSEyqxxPH5MJIfPdAXqwPx+gzYYXZlZqMY2/KbntViXEuopQf9CHUmOeFxWjX6/SuVXhl\n1/BKL+VGy7BSsYVPOQAVLc/wshEryBY68+MtNQszzsJs8/KzLvrR4vks/n7ZMLUWOiL/7GZGMfam\nm7lV5TMVMuHCpDXSjoou/dgvsSVcabRdMFfEDFSVjJupUZwkAUezAKVkfAOMc0WSyBhreF/vZiRj\n2pbzhiZ3YuZdjLHUCDsmSyXydzSS9/vcx+GX1uZcbxpWqpZILdgHkVq0b9Es8uua/N/Qz2VAyeb4\nWe2bX2It/HRpJZ+zHIsWxpmYd6aXzEVD38ahXrBhwp8ar8V8oT2r7jJjbXG9xfi7zMgpftfIPTul\naL/w0pyzMB+9NC/69pgaRWbUMwyMy5U7xf/0pS/+7Db42U2zrGUta1nLWtaylrWsZS1rWcta1rKW\n9f9dLRkWPyeGRRQ22HjhVzA3Oth18bCgGoJ1omv23hUlWjtOBX3WWlgK1pURjUW5ecrZ4D3q1XXq\nvW1cu1Ki7WqUkk9HjKb7JTJ6uXavfpH8jS3c7S4rq5paTRGGYAzMEzk1nI4MapgSPBkSPOjLC4cJ\nbrMln7tAmjebglJ2qxLtFmhBiDK7OFZHYjfV2Qx9OCb9jVu88nLI3XZGM7JMcznxHmZyRjaYKx5+\nZ8T2JyUCdqtjmeaad943rK1rNlbkBPHhQ4M1cOdOQFU7jvtw/t+8T/uPni9Pi0/2csgMa9crbMuh\nM48OHOMfXND8RI8kccwvxKug1hZfjdyfqPPuOeqlFTY2NFkGp/cT1Cxj9eMtajVB5qfTBWMhjBSm\nOI0/S9HDOfW7LdpthdZKorPENoR5Lsho6uNM0wwmI4+yjjPUOCV8+xQ1TgUhD5REdeaW4PGQ/G5P\nUP/o0tEzoPsJ4VtHbPznd/n0VspOPSfScD7XnM41uROE6P4o5MljwxsvQCuS154kAW+963jlec1K\nxdBPNd9/19Fb0dzaFG3ewTTgyWN5Ds7CaCz3vr6+ON9sxI6jczg5yNm+FnJ8bFlf07RaiuHQ0e9b\n5icpuiv6zrU1jdYwT+Hi/pT4SpWNKwHGOPY/nKOMo3algnPSfkoh/huI9r7+xhpRpJhO5H1dMyKu\nKOybJ+S3u6xdr2At9N8eUrvTYnVVPqsxcLBvUA8GcLsj6KWG3IA1EncGHsHeGxN8NMCuC3qpB3Px\ntPjUJs77MwQfDSiy0vLnV7CbTQiV+IwM5yXbSJ9M2f/mn7H1G//BwkPiwjNpqqGwrwIlTI/3zzHJ\nFO07r91qYj2LRyU5apjK63z8pXlwwMXovnhLxAH2ahtzU6KF7VqduKFLplEyc9izRKKTI4k0Dg4m\nguxYh+onpWdHVG/L/FMJJG6yIID5WDX1uW3u3AzYredUAssk1xzOBKVPckElDg4MvHVC9MYGK6uC\nSO09NcQxXNkMyHPH/n2ZCzdfESZatSZ9ZvQ/3kP93i1qNcX/xd6bxViSnfedv3NiufuSe1Zl1t7V\n+6Je2OwmRYqLJFDS2BpZtqHBwBIIDTSYgccaGwRkm0+2AIvwWIQfPCAlQ4ZgYmBbEGRqZkiPYYrm\nJovm0lKz2Wt1LV1L7jfz7je2c848fBGRWdVNzzxYTQi4H1DIysiIGxFnv+f7L/0jC7Ghux7QamtG\nQ7EXu3A5wFm4cV06YXdB3nU0tJIJm6RUvniV+L+5j+ZKQJo43L97i+TDZ1lc9sRe7rYglaL/44+o\n/vUP463XCAOFMYLCcXkaya9rgjy9E8cOdiawLra1S8u6tBudjCUT42KD7s3wXz7ALlVxuUUzxkFV\ntEsAqMkY6t0cCHLlTBs1SUneuAHO4v2PP8bjD2jONVN8BYNEc3sq5Zzm9sj7e5bkTw9Y+MAK7bYi\nSeD26xFrFyo0morZ1LHzRoSreJy/X/pgNYRe3zH4V9eo//wFAPo9Q7Uh2b80ES2BM2c9ar6jN4Ba\nXd6/W7HsjzW7v3sN72fOMxsb/Jf2WfjJU1SrisNDS/aZl4j/2oOoxIjezCPL0q4CSPZj/O8fkF1e\nwHWrqFCjbo8IvrlF8rGLBAsBWkM0seVc5D2ySBAqprdmeLeGZI+vgrH4r/QgMWQPLaGPIoKv3yL9\nsbOiBXRVrk2f30BNEnZ/719x6sP/LYQeKs4EmRAb/G9vk33gDOFDXZZXNEsNRzsfI7VyjDPNwUTT\nO7SMr09Fy6hbFZvUWYb35hHpzh5h2KI/vEbn4qPSV3LUCjliRN8akvUH6MfOiB13U1AWapbiv3bI\n1ktfYv0nflaufXKV5WVNWMk5wnl7nM3EXtXMjKCscgSF7s0ERYFY6rpORdYUM9GDcrntYXG+92d7\nopt0roPdaPHQMzLOPb0UsV6Td9+ZaV7uh+wMpE31rkwJVqucPu3hB6IjU/ddmU1LjOIw0fT7gkpp\niRQUo5ET3SoBl1CtKWo1hTWOYZ6xnE4c3a4qES5HR5bRkaHe8qjWFDrXgvK0IF0OexaVc/7VLMX7\n8lXc02fEYreeW0zn6xm9Pcbcv4j3QJfFRU2zpcrMq38iozhMNb1Dx+G1Gd61Pnaxij3bodOROphM\nHdkoI/i+6LzYZojN9XkMfxQ2AAAgAElEQVQYxIKcysu3sFsv0EKLqz7vv5ByoSn9PtCwF2m+26ty\nZ8fi+YrDfI5bPx+WmiW1uqJTOdbrAehNZP3WqYiuTD8W6/I4ljLO0hwJkFh0JUcC5OPYxrmApaao\njkwSRZZJuSaxjFtBKOuWKBI0QvE7iAbD7CiV9+tWUR2xqc8ii3e1j5okZI+v4oUaM0rR4wR1SsbI\ndlvhB4okdgz6Mp4r41CHM0GWGYd35Qi1N8E8vV7OidL4cxtkT5W21/71Pvpan+ypddGUGcZ439+n\nt/MSS92HMY+tAJDdv0hjVTTNtBb0xGzmmE0dNkdIQj63TlPULDu2nI4Mem/C9Puv4HkhtdoK9sEl\nbDOUvpVbMTtfHyPmcttqvT3mzvf+PZvnP0T26ArmgUVaHU14Atk8mznSbZkjdG8q6zsoIUx2sVa2\nH1V6jh6T/fUwhld2UOtdbKHDFnrY9SaPPF3hkW5C07eMM831UcDtviJNYdC3uK/cIXtoCdetlGNM\nu6OpVI7nuMOeRXuwtChzQhwLSjkzlHPhbJyjZr9yUzS88lR+5UfXabcUmZHyLtrz+NCgoozKSliW\nfbwToXcm2PUGrhFK50hkfNPNgDCUec7uzfDujHBVH5vPvXhaxr8bfbLHVqls1Kg3NM46aa9TKxNl\nJjbYepyUOnvKyJpHTVJwDtepltbmKjbyXSzK8F4+EIvuh5doPSYIuIfOwIVmStVzDFPN9bHPrYNj\n9G78Sh+zWqexGlKpKJpNsccFKYcokjEMoNsVnaI4dkzGjjTLkVyJaLP539km/fELZf2GX75B+vwG\nldUKmRHr7WpVYTLH4OoUfTgjfHwJpWB2R+aE4FtbmPsWjpG2uRadOdUQ7cGqL1bgOWLbnmmJVTiU\n302wDrvRRE1Spi+8RO25HwFPo757C/u+85jNlugvDmPRlgJUP8aFGtfKtfgCDcbJ/UIP8vXB5I+/\nQ+vig6J9eGNbnjlo4lbrvPmFj/NO8UNDWCRJwk/91E/xd//u3y2POef4zGc+w4c+9CGeeOIJPv7x\nj3P16tW3XfeP/tE/4v3vfz9PPvkkf+tv/S12d3ff7cefxzzmMY95zGMe85jHPOYxj3nMYx5/jvFD\nQ1h8+tOf5rd+67f4uZ/7OT71qU8B8M/+2T/jt3/7t/nEJz7BxsYGn/nMZ9jd3eWLX/wirZZk4v/e\n3/t7fPnLX+bXfu3XqNfrfPrTn6ZWq/EHf/AHeJ73X7rlnyvCQuuAU49+BHOhU+4IE2jJxtwaoq8c\n4U41he96FJHu7TOZ7TKLe1ibvuNntuqbdJpnoVHJtSIsjFN6/VcwNsU5S5pNuVvDV+L08rOYj91P\n64EWna4mDIUTOxo5Dl4VXYXswSXZZR7EpbuBvjlEGYtdqZc7vaic+7o7QSUGu1yDWgBRhjIOc1F2\nIG2nIllZrWhuVnnvRcvTyzEXW4aFisVTBW1XlWrhBY8pMnerw9qCE5pvqSVGFQCDkmtW8MMK1eBR\nqugn+c5xIJxMOOZcGvfOHLHYKHLJAyonFIQDfcydBeHjTVLFYSwn9RPNfuxxe+iRpI7FlnC5DsaK\n8ciyua5YDMWxZG+mmU4cfi7d63uQpLK7miT5O1tHPJXMhR7GZO85Rber8HzZxR3sSjtRqWXhfJXH\nNw3vW415eCGjGzpCfULPgpwjyzGfDI7ViMlbjQBkREXc3KPYW5xfqjNb4SLG5hhYUyREZENbuMqa\nu/nIJ+uoiJM81uLckzxI70TdF3X0g/h98lzHnx8ZVSJ5rIN2YOmEruRPF2CVWSZ85MNEsx957EUe\n06krETRFGCub1JWqKrULnMuz6xPJQPiBolJRpDlZezxyqO0xwZ/cwVxawDyxSrOl8nqHyVGehV6q\nESyFJR8WIEshOkgI/uQO2eMruLUGni/HSYwgM4qMgRJESpGlbDYlq5Qk0DuwRDfGuLUGWoPtJ6hZ\nil2oldo6J0Ml4iTi3RyiX+tJJil3Wcm29nC//BzvfUTxxKL06W5oS8Xtov6LPlvU78k7lJxJdbfy\nfmzUXfzKgstZ1JHluF8Wj3xS6XuS89b9/N7ePTzYor1NM7mo7ucIivw5IyPHq56lmY8bxVg1yRT9\nRDNMNbFR5bn7keb2LUO1qlhcEvRQmcXLlbCL7HLRtou+ZzJxfjCjVPRFrg9wb2zj3n8Ru1InWK3y\now87nl5KON80dCqWYmYr1MBP8sVTe+/YeTd/NS5kkay6S4eguLbgwMdG+pF1ioYvCuxF/U3SfNzS\nx2Uj54tugFbimnCyvEvl/fzYMU82/12SiiQn6kA0A/LsvVX5vCBtQMr/WJ8gO/HO9/Lpi3O0kvMS\nq0qeuucdc5bbgWWhYmj69i6udGQUg8Rja+YxGjoyIxnIcd+UbkN+Pj1ac6zoLuNDjtaZ2dL5x1U9\n/KqWLNpMUCT+n9xmNN2i8SOPSd2+5xRLaz61mmTOej1LuhtR26iJ7sjI4X1nB5VZyZQWLkeAd3OA\n/t4OLDVxzQB7roM536He0GhPsrtx5FD9GG9rBFpx/i+vAXC5nVLN547IKl47CrjzT1/D/NxllpcF\nwVS05dnMcXhlCv/2T+W+T11EP7vGwoI4RqWpZPszI+uNNBE0Y6MpyDbPV6XjzWA3pbsuhZhmgj6s\n/OEVzHlxijKXuuI6cxhhcsezwv1JDWL0OGH21e/SuHCZ5PY2lc4Sk94tGmvniA528T/8KPa+BWo1\nhedDtSqV1Gopqr70i8nYsXMnY/S//x4LH/gQrhFiLnWpNiTzrHN0R6FbkKZgh+LYpaapPE/hhpMY\nCLSgMFbqnH+wwgOLKd3Qlu0f4M7U549fBtuLaJ+rUaspJlNHEjvikRE3scyQPbLC8kZQPrOzueNY\n5PC0aLtEEUR7sn7zXu+RPbGKa1VwoUdnWUYNPxBki9I5wmXocL1Isp3NAJfJBFevSz1HBwn+qwfy\nzK/2MD+yBsay/aV/y8aTHxM0Qj1A7U0x9y3gFqvirFTx0Ftj/FzHKX3fJnahit8JsAbYGuNdG+QZ\n7oRocED48EXILFvf+gKb6z/K7oG0q8CrsXD2cVkzBwK1cfUAFRtxO9rtsdN7gdPv+WkoHPBy94zs\nay/jf/ARzNk2fssX9MjQELywgxqnuHaIGqeYt3bxVhdFQ6qow5kgoONrNznov8zG5Y9gL4iWm6t4\nggAYxpIxbgR3iXaocYLen+HaIdmDSwSrVSpVhbXStv0X9yDQZBdkvax7s1IvS00zcS4LRIfHKSWT\nXDGIKQWZQeWTpiusbAA8jXlilQcue5yuZ7njj2OSaV7d9dj/v7ewG03C803Soi3nk4K3M8H7/j7p\n3j7e85dxjy5TqSiiyOFGKU4hej3Govemgn7Ly8rcv4Cr+KAgWK3KmDxIUbEBJcgAldnjrH3hQgbi\nlNSPpEy0wnWrmM0mVH3UYSR6U/VAnLq2J7ilKjZ3XioWYMEf3yZ7bkNQKmL9cteaptTTO4pRR4Iu\ncK0Q1wylzjTHz6MUzFKpB18LYssICih9YhWAc083WW9a6r5FAwexx0tvyP2aTUE8ZEbKNzOCLPG/\nJ33Bu94ne3od7utSqcj8kGX5+to41DRD9XLUXGqx7Ur5/ctVfYKNuozDVtwHJ2OHd+UQlRiy+5eo\ntjTZMXhI6qcXC4LJiO6hXW2AEgQHtaDU1XKhuGAV6IcivBvialY4RbpuVdBExpaIGN2LIM5wrYoI\nk+T9gNiIw5evcRUfV/VQkREUcqEHp1W5KCrbyDBGHU658p3/hXeKH4qt6SuvvMLnPvc5FhYWymPj\n8Zjf+Z3f4W/+zb/JL/7iLwLwzDPP8OEPf5jf//3f5+Mf/zg3b97k85//PL/5m7/JT//0TwPw4IMP\n8rGPfYw/+qM/4id/8id/GK8zj3nMYx7zmMc85jGPecxjHvOYxzz+K8e7TgnJsoy///f/Pr/8y7/M\n2tpaefzFF19kOp3y0Y9+tDzW6XR49tln+frXvw7AN7/5TQA+9KEPleecP3+ey5cvl+fMYx7zmMc8\n5jGPecxjHvOYxzzmMY+/+PGuIyz++T//56Rpyq/8yq/wH/7DfyiP37hxA4AzZ87cdf7m5iZf/vKX\nAbh+/TrLy8vU6/W3nVNc/8MKa9McZqRKvHJhSWrOC01EH8wgyXCtkECt4N8avI0OorVAYxZaF6lV\nlqAmsCgqXg6781mqPwFJjm/NHFkmsDJPH4vauPOL2LUGzZamXhEYtHUK3VEEjzc43KiRTSx0KjhP\n43JBONM7Ql9YQ00z9M5EoHBdoXrYHKopSkYG1wwxG01ckAOWM4syFu+tIW5jg1ZgWavJv27oqPmO\niqfQaJR6Z/qOK+gtzgIq/93lf8nhQ+74KJy02vnBlkAFUMw5JdcWt8mvv/dY8dPkFj6pFVrKMFUM\nksKqSDNMMh7pFjSG3AroeB9OrKCM4kJTES2qEsZcUDRMDn8v4M/TLCB+QMSjar6j7jlCTyBo9pxf\nvq+vLKdqhuWqlO1ixdLwNb6qoXWIlHJexkrdxQUpy/G4VI6Pu5N/c2875k7WhbN311n+d1eef6Is\n3dvL+mRV3UtMs3f9Tb3tGuvu/myb/zQ5FPykDZM7cU6S2+hNMvnZNY5VY7jQzEjssX0a3A1rv/e5\nCkpSUXcn6xEEUh7d3yH7YAdfCd0g1MdWXslZD/u4IMxO2keRP2OyWcU+fqmsPk8XMHZd7jIXdJ5Q\nQ9XLhbC02OM5p8gWIbmvQZRbiiW2hnU1odZYcM47hogCaeaTJiHZxSbx86cwGbjYCMQzWicMBUK/\nVrOcbQjNq9AYDLXQMfQJW6+iDZys3x9Uf/fWpXXqbfV972eevLakAvD29nJv/7437r23sUIRm6Sa\ncaaYZJZZJnSJwpossYpkWZUWX8UzJiWdpSjzYyvWk3SFzCkiUyVJqmTPtHH2DJ6vqNfgfCPj4W7C\n/Z2MU3VL03dUc8FAaUMKdVeu4XjEOjlGFn/5QeV1soyMk3K7t3x/YDm7488+aWt5b3m+Uznfdf09\n/fPue6rSNu4k9aWgnp0c782JOih+2nw8yMr/H5c/HNOGjmLN9XHA7YGU6WLDsVw1VD3H+UZGUlMn\n6Cca67y76vTkGHF8XM7LXHBXGVoLWeaRnF4me36ZunmipAk2m4pG6Ai1lMRSRxOda5ClIhLcbDim\nHzklluRWqGDeQg6lPVPHve8USgktxfMVgS90AK3zsTFzJCt1Zhs1lIZZ7oZ+x/NZrxkqntz3XCuD\n//VBjg4t+9/p47+0T/JTF2m0NL4HlVNVkp94BADva7dILi+yO/EgNUKBvTlA789EkPH9m9QuNqlW\nVSn8rXL+zNJyRQSxY5jmQnnp0+t41/q4bgV9GJVieZN//e/pnn8Ue1bEhQuRzdp7nkBdOSQ8cxpb\n9aleeoysEeK1T2PWGvg+TKcitDdZFKquMSJCHvhSTgvLHupXfwFzFIETeH5kfZJEi21zalGznI4Z\nZUJL2Juic6Flu1AtBRidp/AOIwb/9oscfPK/o1vz8ZWsrRYrButgrZbxgUc9dmYNBiNHv++Y9RKC\nP9ujcvUI+9CSiLsOYvoNmcOHos8rlNFbo/JeriP0D7Nax2wIJ1XlHLTJfxI4+uRr36b+0edEDD7v\nGN7NIeZ8B4xF5b+nhzPsuQ4s18kuydykzrZF/NI61n/+F7C5wKQaxiLG5xxMUmgEIogaaBH6Q4Sn\n8RQmp5xQD7CLVbSncI2A4OKCiM9nlo0HfxwGMWtnnpVGOU1zu+JYKFA7+xgTU9nYxC3X0KtnONW4\niPW10AuiDL0n1u3Bsw9gVusiLGghypfY2cPLIo6dGGhX0O2Q5MVrVMap0EJAbItDTfjwRTais6UV\nsat6IjZ/L/fO0yXtS+9OSbd2ybIpwfn3lvN2ECh8TxM/t0Y0EZqYU2BPN0t7Yn0wxX+zz9YL/xeb\nmx/E1XzSXo+9wxcB8L0ay92HQGkOB1dY2XgSe0pEq/E1DBPGsxrDQLOkDRaFr+DckiP4KxuMx46j\nQwt7Uyb/5v9hcVNEgs3lBTCWLJui2hXszDDNxwU9EhFxtT0Wge5IxDML/pvuiV21W6mTxE4s3MeJ\n0MtzuoFtV6RejMOuNURIFNBbI6Y3ruI98bBYU9cD1DRF70xEkH5vItSNQGNPt4QOUnzPyDmf6UfP\nCw0oylDGSluJjdAaivqaGZil7N9+AYCF9iX8bgd7qin2syD33RphBiNG0x2qlQUms108HTKN9ll+\n6K8BQgmcVhVNHzztWK0a3vOQZmes6fctu2+JmDhaiQUtItwOcPvGVzn10F/Bbk+IcqFe/9vbkFnc\nYg20wu4ckmYzqtUFONMuhZuzSwskE0uWaXxfKIVqmqFyUVH/1QOSbkUE4E/QBImN0Dx6Ma5VEVHR\nioe52C3rUm2NxX43t712y7V8bNFiPV/Qk7SSek0sem/CeOc6qZmVhg9KeWglY/KplffgFquoYSKU\nvoMZyZ1t9o9eYnPzg1KPOa/U1XyhAY1zXrwpZA7eOd7VDYurV6/y2c9+lt/93d8lDMO7/jYejwnD\n8G3HG40G4/EYgMlkQqPReNvnNhoNdnbe7pQxj3nMYx7zmMc85jGPecxjHvOYxzz+Ysa7tmFhreWT\nn/wkf/Wv/lWefPLJt/3dOVfuvN8bxfEfdM5/6dp3NXyxKC127nRVdgQdshuJBrdSlxRMzadZeZDW\n+GKR3pLPyEWlDvtv0Bu8zsrCY1SSLoQiXkI9wNZ9VKGa5hwe9WMbKGB8dJNGv47ni63OctVQ1S7P\nMPvsDB3ZN3fxnl7DZA5lnaAoAPuLz2BHiVjV9Ka4RlgK4OjDGeZCR6wdtcKuNtC9WSl2pGapCGSd\nbeN7x0JoRRmIoJ5DqwzlcvGsdyjG4lzjfnC2r8hkHR87zu7dmw2893jxe/FZ5h7UBRTIChF6G6aF\noKemn0hGDuAw8ZikusxytwJLM7Cl+FxiVCnMOUw0k0yV96j6x1l3EOG5aabfJiqYObDm7uxhYhWD\nqeKF64rT7zGcbxoyq7DOYlWGsxaFxiiFQoF751J2zuaoiXtzmwXawuLuzs+WCIq7j1I+373Z7JOZ\n75OZyJOZ3ZOh7vm84vOPURTqHTO4xX+LeivEPmMrdZgYxTgTdMz21OPWxOcg9qj7llZgBSFwQiAR\npOyzPMvr3N1IGBCRQV85MifCg9NMl5nY4rOqWiwAS/G/TBNZVQokKXU8vtm8GgrhOmtz0cYSKJNb\n5/rHIn8gAllpKid1OorVqqHuOTIrz3UUabIMfF9AMcbKveJYBNzGoyJNbQlr0vACXwQ0re+RWYfK\nNAsLmoafiijlCYFXKIQyxS7wBw3FBVrpnVBQ74S8uTfzfhJTcIx0UXkfvucad4y2AcnSH6Ow8gyR\ncneNUVmOvhnmwrp7keYw1kxysU59133vbSvH97JO2sg4U8xmUs6+R2k162kRzsoBSvh+8TwQxbCl\nPc40VDG850LFcm7sBEGjMO+IZinKsRD5fHvPfmcESnE9vHMfLMbbe/tf0d9OXn/vfZ1TKOXu+t26\nYwHRAjnxTu3iXjHWJO/PRf0WYctzjusgtW+fJ07+Lcs/b2oUTd9ytisPkFnFYexxMFZsf61H+6kF\nTq1qqp7N0THyOYWQZ5KIcBpIvZ5cr1hzXHeFdh7Iz8CHalPTrcm1i5WMQDtSq9ia+rz2cooKNWfO\neoQhJHnNuEFC8NI+yXtPsZALK1YquWBi5MSKM8ot0j2FXz0WkDSZ2KXGE0eayH3D0GMx10wLtWPi\nclHpnkG1QpKPnEPpQixTxIUrj0pGmkc7kKMk9PZIBHtvj8SC0KugdyZMGyHpQsBkLOuRwkbR5s87\n3k7wX9zDW6ziuhWxZx0nIvC2XMOFHq2f/hAGJBMIguYYiYVp//BNqqMO1coC5vE1XDsU4fPYYKYO\nAo1eqhLkYJckcaUwnrNSHm6WEbzSY/K9l2ieuU8E5qLcBtc59P6sbNyuVZFGPk5Ka0C7WBVx8ihD\nHUYsPv481gjSrmgv00zja8c004wzzV7PcbiTiVhjnIl1fN0X4XNf4xohWZ5l9TsBngIv1NhuBf/F\nPey1Hfyzq2KXrMAt1UQsvR6gPIXJ0Si1n/sgzjjUKJZnzCx2pYZ/vS8ojW5V0BbnO4IK5nhc0Vsj\nhl/5Y9offD+24wny5WCKvnoIdRHic80AF8jf1DAuhSHxFGqSCgKhEEQMtNhIVrxjAdU8A5+lU7w1\nETi05zuC3kgs6nBGUGvhZi5XT06hFqCOYpSvcLVAhDlztIJtBLhWWIpcpxlMjvI3OtfGD/I+exTh\nLT9KluSZ6CKqFmyMvnqE2lZwqYsztrQkNhstEagexOjdSTn5uG4Fv3WGYJKSNkJqNUWzJfbXSaIw\n1uLdGKCmGXatDr1jgUPXrZI8d5rVJ36JrB+hphn+WoON3grp7j7WZvitNq4esHTfj2LVsdgnqdhx\npokjMYpJpvFPWjP3LJPcmp5ulebH/xJJOTFasksLeNX7CasydlnriAeZCJAO4hIFAhwLjYL0v9Ti\njiLpt0qy5mqYwKs7qMUW3s4Et1jDNcUavRDOtGt1gqfWMS5HZhxGqEEkiIOKh9tsoXozEfufJOjE\nlAsAFRvUOCV56w6+V8E9dwG3WMUu1dCjBNWb4V05knLpVFGJIcnG+Rjsi3Dq9ljEaZsB+ILi0K0K\nnZ0qzmRUlh/E1XzazUdJTrx/sY7TTjHN1/f9vmVwfYZ/oy/WoeNEhFobQSnYufrUL5FVfbG9r1oY\nxJhHVqT9TBJU5tDri1QnKc5Xgm7P0Q7BCzvSv5aqmNBDdyqQWpyv0UeRCLAHGg5ngnbP61b3I/T+\nFHUUMX7tNRq1Ndwja1gbSt+MMrCO2ze+AsDmhQ9DbpOtKh4cyfc+ap4gY3IEzM72t1lffQaMYaFz\nX+5b7ZcL8vHBW1TSDkGrA40QfE24vsbG+pq0kULo1DrUOGFy6xrDyW0AFtr3UW0t84PiXduw+Nzn\nPsfW1ha/9Vu/RZYdy/A758iyjFarRZIkpGlKEBzDKCeTSekQ0mw2mUwmb/vs6XRanjOPecxjHvOY\nxzzmMY95zGMe85jHPP7ix7u2YfGlL32J3d1dnn322buOv/baa3z+85/nH/7Df4hzjtu3b3PhwoXy\n7yd/P3/+PAcHB0RRRLVaveucp59++t15kR8Q3eYFsT3yjv3kwlA4kq4aEreXyUYp+igSntbOBNM7\nkl3TVlhmDgqO18LiEywmBsYJw+FbjGfbLHUepFLtooAsmTCabqGVT7O+jtdpyW4h0Ghc4uj6n7Ho\n34/nSeZ/MZSM3KlaxrmmR+/sOgeRZn/fktUrgCAstAe19TqTscMtBcS3pqjE4N0Y4GoB+mhG+oEz\nsquWGKj6pQUWmcVc7OK/sEv/YrfcgTyMHbPMMTOKG2OP6yMPX5FnGwq7PHnOSu62uB959FPNINFk\nVrFSNbQDW2YopkaRFsgD5Nq6J5Z440zTi4Vn3PQdjdzGcJBqDmOPZmDLY8Yq+qlmdyTWr6fq5m32\ne8NUc2vbMdhO6Jw6piwN9jNUnOA8VXLV1p9ps9qWd+snmoN9S3/foHtjgq/eKrmS2cPLeIshnoZ4\nnHNkY4P/xiF2tY450wbA2x6LxVG3UqYK9dEMpxRPf6gh5WEUgwRGqWKWpVwd+VwbQTe0hdNQmZ2u\n+Y5AO2IjFrD9RLM1DdAK1muGpu8wDmZGkxhpk2GOGPEUpcZDkWH2laPiyc+ZUexFHrNMs1Qx1H1b\nWknemfoMU81yxdAKLFrBKNVszTwSq+gGlnZgSwvZ2CiiHCWR5HaGUW7L6GvHJNcRWaqJHWFioe47\nqtoRWXkOEBtf5yS7HQSyCZwVWcYYjg5Bv7CPGsRkT62jOiE297j1rvdRqcE1TmjDnLQaO9Oi05H3\nGw4dvNkr+7Gr+mIfmFqyx1aoNT3JXBwlBK8csPO1L3LqgR+TDFXVx67UyvuoRCxP1WEkmcpAo3oz\ntr75BU5/4C9j1xqS9dubonoz0veeRq/KbrynNaH2iDxLZhUHIzjYl0xO0k/x3zySPrPewHarwoG8\nNZSXs47pf/4e9UuXyUIPc74tfO1OBXUYkV6uE1lBH9SmHj3tmOT998rQ58bYpxtafOWIjCYyirov\nGgwgmexe5HFj4mMMXGrLxnUjsERGLGatU/j6ONWuEfvgyCpO17LSarPM6jup695EsVB31H1H5qTP\nFnVfb4hlbJJIvUficMZs6lg/pcs2FBlValDMIhgNi747kawR4HLUnLc9wZxuYk83UZER+9oLHeGJ\nF2GdZEDGKWiO7a4BvTcRNNqlBRk/+rFkb2s+g2eWuND02J4d26+OclvR1wc+W1OPpu/uKqfwhI3w\nOFP0YrHprXqOlarUf1W7u1BDcW4RWiLCcgmmYiy1UNoD70cevZnG8ygRPEU/G08clYroL4DofJiM\n0kY0SRytlmKxKrzeYaqZRILysUYy3cZANDtGKQDUaorFBUE/REYzjiDLpP4Ob8WE3YBOV3QVrJVs\nfWERXcj2zKYWNUpwjYBa08PzyZ/NEfiKZkvs6MKwdGXDz5E3y03H4k8tElnFcAo3+zB9+QhvZ0L6\n5DpeVWNmBu+tgfDiASx4rxzgqh72bBuVWPTrB7huTbL2mcV2xLJOjxNcxWf4IRE9sise6zVDJ7B0\nOgkXnlPMMscwtRxMNHduG/b+t8+y+isfJ/zJTbr1YzvgJJXym44M/ssH+Klk0VVqMd0qk5qPHsb4\n3z+AxKDee5rFR4Reu1Kz1HxBmEX2hF6HJ9oAONDbY+z2hNnFDnapfpztjAyu7uOHCu9yh/R8hzSV\nMi+u9a4cCroz0GS3RwyePQ1A/UxNbIHPVZitbDKdWNE9KDLWi1XU1hjla7LHVmTcyzu+mqS41GKX\na3TdAzDNcAtV0foK8ux9avF2JuArzEaLOH+t7OqR2JeebQuX/LUeftUnfe8pwudPkxbPHht0btFn\nzsp87BpB6Yes1qviTJcAACAASURBVBuSUU4Nqhex/8JXWNt8D3azJSgHLdnYWXZsJpxaTT/R7AwU\nhzsZwX++g96d4poB6ijCRhHu4opw8GvHy3NnJaFuZgY9y6Dqoy+uCw98oSqaHp5GH8xQBz1UPyZ7\nTsrZnGqijEPvTXChJxlz4zChd2znOYhxnUo5bhVIX7tSp/Hff4ws9CgEi+xKHbvRQm+NRdMsylAW\n1M5EMu3FWvYwIvmjF6g+fD+uEYhlZIFGqfqCUphl2I02eApN9xi56SlsPZ8P6z5qEBKkDZl/nZMM\n+WCKqoS41QZ2sXqMvglkHe570GjKuk6va6wNclQhmKHFpBbvlQPULMM8vCTvtlAF7ct9nlkXi82r\nfYbDt2g++YToLVQ8mRcPI/TtkZwLuLUGbrFC9vgqlZWQalVRrYruk67BQlMxXV1mMnaMRo7pxJaQ\nK8+Tf3oxIFuvYQ4T9MEUVQ8IHGAs5lxHMunGCVJmIoOdvj1CH0WMlwNqNY1FdK4mmWIwsEz2Evy3\nBnm9GtELyOsyu9CFhozrmRHUl1Kg6760m6VarsUnC3O7Upe5itymtOLJnGgcehTjXeuz/cp/ZP2Z\nn8QuVeXaAoqoVYk+dxUP5YBRjN4XO08mqVi7dj1cuyIaHVqJpsVRhN4VlMT0aIt6bY1wbU209Sap\nWOvWfEwrRHUr2NW66G9MEtTBjI3p+wC4vf11/KMaxiYstu+jevac9J+KB15F0A0Hs2P0yjiRMQmY\nrbaZtjR+prEO+Z5x6BjcjAi+u8Poyis4Z+ksXMC7eoQ90y7nBdsIULOstCql4uWe3vIdyjZD0ZhI\nDPHuFlE6oJuJhplJZ3hBDWstqh6grg9ge4Bq1rCbLYgy9JUj1HoDs96Q76B5PzDn2nCmRaWyTpaj\nL1SUSZnfGZMNB5xefpYkHTHYvUK1kmvXKI1zlkp7EbdYk7VLt4r1NWvdD0D+faf4bnr64gewKzKf\n1B54Ssbc1KKOIrKrd1Ao/OUlwJWWxLXKIt3WRRr1UzS6m2W5FG3kneJdcwn5B//gH/D7v//7d/07\nf/58aVv6Mz/zM1QqFb70pS+V1wwGA771rW/x/PPPA/D8889jjClFOEHEOq9cuVKeM495zGMe85jH\nPOYxj3nMYx7zmMc8/uKHcu4kE/zdjZ/92Z/loYce4lOf+hQA//gf/2P+5b/8l/ztv/23OX/+PJ/9\n7GfZ3d3lC1/4Qkn5+NVf/VW+8Y1v8Gu/9mu0220+/elPU6vV+IM/+AM8752dJ4rY3x+97djZp3/l\nv8q7rC4+QXD+NOZcu8yyuUaAzndfbWzRRzO8GwP0zaGkqiteqc4qJ52oCiNqwhSZm3pQprjj8SH7\nRy8B0KpvCsKiKqrIgOw03rfA8vuWOLfsWKoa1quGmu+IjXB4+4nmyiigP1HcvhITtuXaRkMRRdDt\nKsYTx+Tlgeyq1n20B9lUeIhraxrPh709i9mXlGXB6zMbLZbPVXh8w3CplRKccEcYpYo7U5+vvqRY\nWNQlp9fTMJs5htemNC/UabUUcQyHb8VsPlTFWtj+9oDKxRazsQELi+vyzP2Xh3QfaZMkjsmtGZuP\nN0hix/4LA1oPt9EaoggWlzQmc+x/8wib73T2PvdvWPzVX2Jx1WcytqRvSdYge0K4oSqz1NaF/2os\njA9Nyb10VR9SA/WARlOxsKBZbjrqviAIIqM4mGjGEyc711r0CUAyinHsmIwsemeC3p3gGoHsZAZa\nCOGZlWyOdcLNy3fUVT/GtSvc9/PrPL8Sca5pqHiOzEJsFfuR5tsHFV69Dp4vu+bn1qWgB7Hi5pcP\nOffRRdIUbn9/ykPvqVP3LW/egcHAsbik6W2lbF4KcQ62Xs/rtxVQrSpaLdm511rqcGfb4K4PsGfa\nrK17LHQU0xh2dwxLyzn/Xyt6B5bZTLI34Zdu4P/1y1Rriv6Rxe1Ocd0q3s0BKsowj67gci6s/0YP\nc7qFa4eoYYL/h6+Q/o0fYXndJ46Fi7265pEmjsNDS62m6OeoAv/lfbLHVlD9GP/VA8n0pBZ9Z0T2\n+Cp2tYHzVGG5gZqmJRlfjWKC7+7g2hVRve7NcCt17JkW2cPL1Bu61CKw1hFNhKMK4L3Wg1og40G7\nInzcPPPovd4j7fUIO4uM9q/TWrsgY0bOoy124fXOhMmV12l2zwjSohlKNitXTneBRqWW5P2bdC7L\n7nazpek2HO3Ali4m40yzt2cZDBwMYsJ/d43kI+fQ/Ug4z3lmzbvWl7a50RLkxZVD1N6U7D2ncKeb\ncBTx2HN1LrVSuqHUTaHnMTWK1wchV/7PPVRqyR5d5vSmh9aKO382hqpP81TI9Ds9Ws8u0e5oaQvA\nwdWI+il5hulWhJqmkiVdqcGtEdXLbVZXNVEk9bu8okuUxHBoOX3aI8sc2382xrszkkz2KCF7eAkv\n1LibI8k0n25KP8t38Ovn6igFkzuRHO9UUP0Y780jsqfWsIs1vLcG+C8flCrmyY+dBSBcr1KvK3SO\npksSx2gnwdubytg9zSAzqJlB5er7BTpDKleJ0vcgEuRU1RNeaiuk/eF1Ht2wnGumVD13l+5GP9F8\n7yjk5r++TfUjpxlfl/EyDBWDr+/hHl2W/nkrprlRodVS7O3laLK9iPb5GoP9DN2bUb3UIoocbn8m\n2fcHu4QVRRI70reE49s+LVnOwaGB1LK4ETLoW9T3D8gudCVr1A5RvhZkQS3AnMmzr3uSmdLPr6M1\ngtZzDrtQQx9M8a4eSVYccN+6jvvxB8VB62u3pP/9tcvU6zIfVSr5+Ht9ilqpoT1wL/Xw3jySMdLX\nZI8sl2rjO3/4e2w8+TGIDW6pJs+4N0VvjzGXF0VJXYM520b3Zmz/0ec59eM/B0D2I2ssr2jqdYXn\nyZg9GVuOdjO8twbYblX6TKBLpKHu52PkJJUsVmJkjs8FPdQslSx2U9Tu1SwVxfb7FqhelLXN6qpm\ntSE6SJVcH2eWafqppjfTHPYsg23Rl/Kq4mBRsGc9TzEbG9ShZD3xNCQGb7WK7+XoFaXwrh6hd6dk\njy6z/oCgsk4tuBLdZqziIPbYPoS9azFMU5Sx5TqlVKBPc2eEQxlD7EqdWsenUhFkTTRz2KMY760h\n+Aq7VMM2Q1rrYYlKa9agGUjbTIyiP1OMhpbpVJAySh3r+kgDPvFLbKQN3R6j+hFuOc8CekqyuhVx\nCSjHdK1kDAW6C5pGU1OpyJAbFno85O4/CYwnjuHAkm7PRMMrH5Nd1T/OYOYiLirOBLVSiKbk59n1\nJutnfLpt6bvtHFnYTzQ7e5bRNw+wZ9oyjsdG2kg/Rvcj1CjBnm5i1sUJwjUCeVjnRDthbyr1UpOF\niRrGMuaAcPIXquX7eksVWk1Fra5KvRznIIkdw6EjOkhE5ioQpxfdm+G/cShlslTDnm7iGqEgCULv\n2HQsylAjcYXwtsa4mz3U5mKJRrFLNZlva36JYvJ8hbOCqkoTRzRz8s67E/TBtHSCcPVA0qmplbnO\nEwEYlRjUMEHtTri9/XU2T31Assw1nxIa5BzZw8tUT9dotkRzxfek+SSxYzCwJFeG+K/2sGda2IXq\nsdMdiOPEJD3O+isliJdGgAs9cWcYJujrfXG/KBxG2hXJLP/JFfRHHqbycJfFJWlnNV/0nRKriJJ8\nrTt0zI7y/qQVquLhZpmMHUpcGbzXe7hWRTQvijINPfRRVPYH71oft1THPrHC2pouEYXGyHqu/315\nV3OhI+2oGJfy/qtf3IalpjjEaLDtCnaphmoEUtejVFAGqZH6Ka7tzQTJ88gydrVOpa5LTS7nRIMr\niZ3U7f5MtClyDQtX86XvTBL0/gzv1lDqoR1K/8qRAESZ3FOp0hlRxfIcLhfMcss1sksL1BcDaeN5\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3v4H6hWc587CMh5OJQ2s4eH1K42ytHJvVLMU1Ag7+6e+w8st/A297jNls490eYrtV/FcO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XZT3YJltNVsyDBg2Q82/A/YBAyZkF/4IBgQBOnF0INf/GAIMBpSNyW5W6IotkhRLI7FYrHme+tO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a time basis.\n", "t = np.linspace(0, s.size/fs, s.size)\n", "\n", "# Make the figure.\n", "fig, axs = plt.subplots(figsize=(15, 5), nrows=2, gridspec_kw={'height_ratios':[2, 5]})\n", "axs[0].plot(t, s)\n", "axs[0].set_xlim(0, 8.7)\n", "axs[0].set_xticklabels([])\n", "axs[0].tick_params(axis='both', which='major', labelsize=16)\n", "\n", "_ = axs[1].specgram(s, Fs=fs, NFFT=2048, noverlap=0.9*2048, cmap='YlGnBu_r', vmin=-20 )\n", "#plt.colorbar()\n", "axs[1].set_ylim(0, 1000)\n", "axs[1].set_xlim(0, 8.7)\n", "axs[1].grid(False)\n", "axs[1].text(8.65, -80, \"time →\", fontsize=18, ha='right')\n", "axs[1].text(0.1, 900, \"↑ freq [Hz]\", fontsize=18, color='white')\n", "axs[1].tick_params(axis='both', which='major', labelsize=16)\n", "\n", "plt.tight_layout()\n", "ms.savefig(fig, 'bach')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a strong similarity between this time–frequency decomposition and the musical staff notation:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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MkFAcg+peXNjMZvj0Ev15iDHGAr/10uo4a5pTw1QG1embMzSoTk/JycnYunUrAOCLL74w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\nB9mddf9vVsjtuqjvUuY1SNse7P31RFebLv1zdxfuqf1c1ym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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This image is public domain, from\n", "# https://commons.wikimedia.org/wiki/File:Bach-_Well-Tempered_Clavier,_Book_1_-_01_Prelude_No._1_in_C_major,_BWV_846.pdf\n", "img = mpimg.imread('src/Bach_WTC_2bars.png')\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "ax.set_axis_off()\n", "ax.imshow(img, aspect=1)\n", "plt.tight_layout()\n", "ms.savefig(fig, 'staff')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It turns out that most interesting signals — and perhaps all natural signals — are polytonic and nonstationary. For this reason, while the timeseries is often useful, a time–frequency decomposition can be very revealing. Here are some examples; in each case, frequency is on the vertical axis and time is on the horizontal axis. The colours indicate low (blue) to high (yellow) power (proportional to the square of the amplitude)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a human voice saying, \"SEG\". The sonorant vowel sounds have harmonics (horizontal stripes), while the sibilant sounds of the \"S\" and the first part of the \"G\" have noise-like spectral responses." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = np.loadtxt('signals/seg_44100Hz.txt')\n", "fs = 44100\n", "\n", "Audio(s, rate=fs)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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VFo0hkNds7SkpatERYF1QbsiBtA4eHxup2w2wiYQCI99dyhKSRu0oD6TwXaWD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\n+OOPT0YhADzqUY/CxsYGLr/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/ifASHYLP9fFioeq0V5NRUHlyef8RU8N0c63wek5nYRzu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cKwUC2Ej/vB79b1m+N5ILHqMmYZjUlan+zccrm2W5zz7ZCzaOcujycwjLsnvtMx4VBMfZ5elwjz\nAoH7mZFb58IMHeRN5hDvXZud4st6FBu+fTkYA7oKYpkUjIEZqnj33B7Wv3f2WuqPByW1YElXOKyP\ndoBx8CoBKPkWIc/Ll9jvtXumdP0PgJDGejAmcF1Ff9YW+qmvi9qXiGYGau/U86+ibmNJNc/0au1u\n/ykpl+5Va78a/9t32WghRpJq8645h0s47mSwjmUf1832uDeE6HtDXLC0cg2IVBtwwj1gz8onI1cc\n65eOhorQjFkjUZgQgml+6aC3Mn9FkTGppQBa65MIHWc5mbYOaB17pmMv4wZDwizMWW3EBFa9U0d1\neZHxYkB96Ix7QwFDHwKjFN7iIj/2L4bYB5/d/TSJM+FyKeRosAjovfR99SKW0q0DWmDX4uhnirTz\nULAFEujCcLYprX5WOZnSxUrfcDnh7hP+dwotheim2JWLGgqCW7AqqPqcSIjOkKivjIzKpEjlGFBb\nPl3YJERSOm5XfMcLiF982oEoWd98wfZgijw6UNTPIgntEASA8mXCut2ngOpchEWKit7v7tH5jJST\nqAeAgtdFgW5FOJ0bs2ljAfWeRg9IuF32OY2V/q71ISt6PcJMHj3mu+CxUjAISKjp/QbcbainM075\n1ur39PynOemF3yfmhWZjAV8F+7WqcwT08DtAmHvXFhKq9+YsYZe48JzhmbEf3r5AMoJ4w1HaGNF8\nhzqCSWAAv0POhgutYsWb8yP23e2yaVfKw74kzVIPaLf2UkkZs+QHwBnB9DKmufZeBoxCNqJkBacm\n1+bGI7l/9DANCpbJrrHPtfY1pN5GDvVZotRTGw51Z+kGcDFf1Sy1VOCcFdnR2qxGM2qzKYs9v8nP\nqbz/jHJ+1Tx3M7DtQ698/vt+PJvnIEitWQOHk5BQJnjR/C1NX1CQ4SNmePx2SnM+ITtPj78uAW8G\n7SOIWBBjbAElfXwG72GzyMc45sp5sKsK71JvzGtQa8FxfQFXh7cMIKWUE7ZyS94LJYNyyrQqla6s\niDG7nonYCtjlavVc356islcKFxqjviceYg+PsSDVDTmvyEUMJpfyZXWtqUesr8+eT6okJFsRwp2Z\nF9A/MVFoMXMLmAwjfURkUlNwQwcDvfbfWLaH1yUDaAaFrEc9b98AwGF9hKvDW6YK9Wz/+rXmc9c4\nz8/y2WpGyRkhnBHy3bjeKcx1BqQHfXOYxjqAAQ67ztmtMetT88RZXnk3iAAYIgVqrfb3imIEZOZt\nDqPBMISIUANQIkpYEMrWjm0CIrzXJvmKkit+s9MRrD63LBw5azUCrbSh8MamJkdUFuvl948C9BgS\nDutjrOuj0ZhARi6bBspJVxbmbXuGc77FeXuGmbxY0lWL0lum63IEza0vEZ0dNizI5Txdy1PZ6+Ss\nffac/fCGAoZrkpg6OQSuB8vlzAK25WfjA5qCxuxLKqzME8FWhZmCDnTvSKOsN5IG9EOyhxcQOJHG\nA7mibJJvoDWwfGgVC65B+XLKJSvrQ604r5CQAGQrrI/jN3BH1rCdYqMUxj7UgRhba2wgkMfTGt0A\n8Za729yKwY6envD0jPDqqee+NUYuKz+hXq817r1oMkBj6GibV/MI6rOc12ogVckq1zlkjZ43rDEC\ngup5ZPBmYZi5lYhooC2i9acVr/eeU3s+KCQ09nBKSD8tN7Mkq01o4WzAGI6qfTlLLc6aq4S+FgkH\nDDHisK1AfTIYMORBo9AdFe+tvWKTfYCDNFyMo/1ijx2Pn3pJ9W+WT1GBczavuK/lOQjliUWVrb1m\nuFgj5QKuPQzQezE9qc5WEErAkpchn+31XJcOhVI3IG9DTh3/XZXpWTF1TxwxLdnR5oqV5aEeY5Sx\njXHDEo/d40MylRVsrW33QE8tzH4g2HIhZN4ANgCWujW2xh72pApTIMA9WGHdmJbc2ShZ0TIFKywW\nXWKgICSEcKTndGXN5DWHbZmSRn3T0KvG7ldCHv62A9MOTOzykZoxwtYK3TdltpY/kgeiDPkqfG5B\n20QK3iWSBNSCEJKdI524hdo05G/NDSOcxzl4ejI/V0Iw+/vD4OXc8q0Vs2YgqG3QsVnTDbhe8aU9\nKPlap+n89LXQvSJGLmfrqVswzTPIYbpunVjuEef6xhUhXCOsI7C3/T8hutA8TP3cl4cBYGF8pXkb\nZuypCjQUJHsvn/fm6rs9WND2buW+79VJUfEQhN8ghOth3+t+tzp5mOs0poMsCeF4QKpr97YNMovW\nHYFDW6vub7v59uQtjcGy9wtAjSgRCKgIM4WenilzNDI/++guHZt1ud4ZGHdeJ3v43uPk3yteuRPq\nBXZxTWtSh4e0pez26uBtrhS6S3MtMnA0PLFu68M8h/qtccEyyZtkkGmOF+JASIcj0np92fFCa7+P\n9dLWYWNFT9cXPYZmOIiQUHDfX2conenswLhvZrrDzCBq7ZjOXL/eUMBQ814CTXBqP0vcEOthcLt6\nkgMeaLW8FMoZBEhIDNbPsTaQbghzcTfGUX2OFtf1Mc6cxycAbAVaQrlYBzuTV0WjbS4FtcV0e+WH\n45xZGLDXcGa5s83r4vh94vyW76yui/XtgiXcYuwbQAzkmakBXeFWFtIQAKQOHm2Sm+WueZjKm48o\nb3tkys5FJtMGHMJ5M0Uo1Dp6DTlMVAHWkBfWvZk2Egq0tETEObeCu7WTtrCnT0lr1ghojMCaGkmO\nPL/KImrguJDLIvR22HcaSFXiGe2T5lJqHxSsco5lLsNY2DMLKYrmuW6kPFoj72rp/d6KFXvv4aIE\nLFXQV4CT89si7f1SrySRg/jQNF67/ro/vRnP7v5xOJh2Fka3ZwfwQcI6N3rzWBaEbUFYE3CoqCt6\nvUsD5M2b2CZZc0GQQ7N4JiESeg6JyAB4XUhrgJ8PDAdahbI3ZvqsG4VsHyro1f2YXJtaXSRUIMWC\nRFZTLzv10I+1oEZR0HM4wQPEy5eE1qe4tnleJZSY2iuGJgVCsH4XDeUcwohE+b69ewteffp5mvOR\nKIaNaT6HSd8r+so2KAilbNgApFqkvhpY5vdx0bYoKND5MSCi+UzOA/UQyOjFi93Z5UDOEDrY3lNr\nQa4nhLoBGYjbQmWCgsgfXcu1IpQVKVcp2kzh37vLln/oa5jSFTxJSMllUKY436v/3AMnDjPUPWoK\nsxl6VHYIk6CAWJGxQvKmTaV1MFFSgwNk42olUDzRGcZ52+sAGubK9w6ePG/ogZRDCaQMa2ilD2We\nge6pZ6qPbm8DFsRlGZRcLzd4r3D/DXBmkq0TQKX/TvFS/vWoT43jUFEpl5dze7k+s88T5L2dz/fY\nbl8b5CLzLPg57f+P3iw/T6EW9KW3IEL+rQkt3hhn8kXXjj6LDdW1kTLl3D26+W7Q2VI8YIl7tuDB\n0KdnKxvnIUbdVA9kEOog2UhqaG+pPLSxcTLUG1wHL/wAsmQN1EY2FppBoBs1Rq+w7X8iE+LLO0kY\nFNo6bTmQEt0Tx6Pa0keEtZ1Pc0C+lyhnU51Ls3PHZD3JeTWcVByAeJBzPEQTcZcMxTPDBK+VS6By\nJosuXW8oYHh33yho3WExWBvJsjwLmdTv8+U3A+fUVZ0kCj/iHABdNIP1OQKlRuSiQraVqSgjDW1K\nV0jLFRBeaP2qdvAyeYIXbHb5zVajCfLa/l7KCVIHCBb25K+dRVh/f84BNE3AdYI2xha6ph6+Fh5Y\nYxi9MwoQ22ehBNRA2kpAywOMY5kH8sSFXAS8aXhmbuI7NbC3VqBG8fhEyDNylZzHVdompTWivAfo\nYZb3G5CaV1gt2KrI2tzJe0KtYo1TMBWbR66EDj712do9UtIG8hzHcopCOZY+XFaBbwhSULVZnEMW\nKzxyaQDEaYENzFuepV4NPIZTQT1nyaE8SegLzrkrLRDGSjN+pDSn7mfQE5Lsh4Jm6c4mmJnqXtdh\nCHHI3QkhIjlBul+vD9cdKmWz8OiYF4TzgpC2DqgmnhZrn1M6AOwshvy+GfHTYFTRQ81dHO7CoVEy\n/UnGMYwHi+QLFTHqZLLykqy4VKfQlkSzSktI44ZaI2IEFlwP3xst3g20tsMzxsb2TDKV71MFH3kz\nJXMMUTr1/rdx3/IdzvkW9+d/3g+W68FxfQGH9QmO6xMsy3UnPZCBRS4nK+J+bp6nLd8PFvABuFhf\nJMzO+lG3ofi8zA0b5KRQ+sDEaBMMJOfdGLy4jmRBgJfUlLWxdKGd6hlK6Yh1uRGiL5W9/ooRGOTs\nZBFq2FcRpZDzfjSvzpTb5xoL+FWsHI7etP5qZ+134ZQa7TMAQFpvUn9YjXLRKdGTa8hx3htqzAhA\n8kVKCRyx+hIQuodCDzXks5PzLtUbfdqe4nR+9UEGdHl+wrrcNDAy94AO4wzOw4zPlVW9hMieoOSS\nd8OTvDCh0TDE7Fl0xhD2xsp7e+6bvGdP0gMAz24f48uv/ieTEZfqhMa44rA8kvqU6RopOUZSHken\nRwKwPvZ+74HlkM/GZ6AMHpCj5XCft1uczq/itL02bXNqofUqR5h0SOfC5xvvapny2NP3ZjnpXheU\n58+vEKRGYKhd5nvjh8rGrdzjvD3b9VHXsUbwXEodmIHG3dw0WXJ39wLunn1pn9K0SyFB3+ehImyL\nsEzHDNSDnQE1HrA47/olI4fK68FJ48aM2+oNVzsnkq6jC97PS9cbChhum4SGegrmPgku/80+nwkJ\n2TxLukIK0RaRHqjew+dd9Dwxvj1w39vyPep2O2xaK8K6XBGdvXjXYosshA+xvLQWKKz1vN3ivD3F\nWQubujDRruzMy32w1dYvfH3GbiSd5SOE2Dehhnu2ovb932FeaNYGVb1oUX4/Vwm9vBdhGyyctHvj\n6tUCXAcUamIosJBKA13sXQSEgXQJqEuW4vRrIpbU1pxVGEVxtVwMwdCwVZkT+o4CQa7FCLRcRGlX\nRfPKaYiqevva92pK3du5Ug3ISQkM80aecyO+CQgS0C+Hux0saQ4qCbiGc0E9ZSltcdyAewWIGemc\nkLbaQU+M41qmEFgLGdY1rF7KHJHyipQPyHFFLAckB4BUERBW0sfDurxkfbND3ivixHymSrjcf0Ys\nCXFz9bWAwUvCBAAP5vUCg9Jlygx4H7p8FJdbNZMr3bo4vuOi977Nb9AxdwDXyzNrW3z4aGFFQpUT\ntagOcrCckOsdthARzqPxzTMsDocmAMSDKWIlHu3QvTq+BY+u33ER2Koi3i26LSStzTUbILxF2IN9\nVghTPOCwPMK6PhK5vZIBBBi8760hwxxU9p73FyCUipAX8eKVgpVyWC8BogEoulq0qAWn7akphz6H\nra9HUiC1cLa2G+jexAtMgVJE+/Zi3lqMqzDdqnLm2i7fGVM7NFSOvT4cZsdXCLGd2Uf7d88HFMIy\n8VxEhG2UEwD2obeLBwbRzWkLsW/jkzwRVc67cWJDA7d75qWLUerOpXiYkjTN8iG9p1XH1zMTs7eU\n3+/X1CBPHUhiT7EC2UERRkEtBQWNubicLEXHG+hsvtJhH2XC68TSgjQ/so2p895oQfeZMs6XGiHM\nA6n/83g42aZtTSECLefYxgjY9UvujwBqz1knT6GWQBNd7bUpkGXApFFn7FWbERTtdD2MY75bg87g\npc/vsuW0W0tswNs9N7RzPsQBzCP0khvyTO1rIPA5Gl12qQaXxprnoT3vsL6A4+FN4xreKlC7F/pf\nGqVh5edov2rfvZGV10435jXjZs7D89V4qnsZ7XmxjJEu/J6L+gZd/2Jg+NJLL+HHf/zH8Rd/8Rf2\n2V/+5V/iB3/wB3ff/dCHPoSPfOQjAIDT6YSPf/zj+MM//EM8e/YM73//+/EzP/MzePvb327f/+d/\n/mf84i/+Iv74j/8YpRR84AMfwE//9E/j8ePH9p0vfOEL+IVf+AW8/PLLOB6P+OAHP4gf/dEfxeEw\nFw58baXXppl6/cKBFsneu8XAaIhv5gOCL3LF6xXDhFaYbyPL4jRMjq5SNtTzs66MxkagwmCJD55m\nWeY+d6tCo9teJC79sD7ZJVDbfc6iNGVim3l7vAW1P7DXLFxa7puyjCpY0FDQlg9YD1TXUOv8QcZa\nmTXDuaC+6YD6VVfz0MgCydXLRZ5Z0Rg7Y883pBBLNI9iB4gEVIqGhkK+o15D9U42NtCidReJDdWe\nk+wcNBEAACAASURBVBszob5nVh9R29JCSLWmIkLzWl4tAvoa2NuVqJBFKADOhzxyPmFpnlBdllTU\nPmhNwzbG4HckAq9aJ/IqSf4hgcR6bmBRS1ZQ+6bUy1zOg6m2m3eEyW1UQTFrmuW49DIGo+GnTPd2\nDAtiXdCKQlKj9HtRwu94PwE9PEUPgGY4inHBMtnbD107jyFfrKQ7sHvZQlrHw0EPn5YDUoPmKo7W\n5Eu5mKogqFLuw8m8p3IGYtUoV0KClszQ/CudK70GsFIOAyhgL48/fHXMczkbS7TmaIvS+LCHZX4F\nas+BmOw6e9wuF2ZZrdyOyrmeV01P1n0NdFkZsCPMQmh71EKamgxp+cfx3PeY914plfwG9DGuvZB2\nzveIMWGjaJghty0sci5EIJUoBqMEyhXvnolUj0jajq32cW+kJsriV1Hgy58szbM1AyMD+NAIDNrf\nJcSW97pXbOVnGsJ0+bwHGkCkck3eiKDrfqit52u2AnujbJsH9RQLWOmA2RPSsIxSZVPymsbakZcY\n1Mc+j0r/qAfQ2mIdYitDzbut3Lbhl7W9pCtZ23pWcz+3AuTYQypnhiQiJxFj+N2owJJ85jXI6Syj\nPGmeqvbstek1M6MNABwPb8bN1dd0Jb8xbZa62Xgp26Yp4Wjzl7v3fXY9xAY88wrv7mfZT2swRqlN\nGePBPh9DJvs46ftYfvs5CIjNiFB3QNNfMa4IlcJE1SaEgNAiUSKWHjba1nmuPXyer+H8bdwCvLej\nEcgczNCjzyhlw6lsiPG+n/lmJBrZVGfXsC9CxLbd4v786k4m9HHrhoZtu7W8YhE+EvmU0gFLkigT\nb1Tr52IPA/a1BT2glc8W8VCHvbfQG3cEtJ6H9cI6wPOufxEw/NSnPoWf+Imf2H3+6U9/Gjc3N/it\n3/qt4fO3ve1t9vvP//zP44/+6I/wkY98BDc3N/jlX/5l/PAP/zB+93d/F6nVsPqRH/kRfP7zn8dH\nP/pR3N3d4WMf+xi+9KUv4dd//dcBCLj80Ic+hKurK3zsYx/DF77wBXz84x/H3d0dfu7nfu657T+u\nTwB0q8WlPEBvnZ9dtiiJ8MGjf7voPVM6aBbCIQCIgpXUEsYA0wRMD6fI5Qzk26EfvAhn7KPcT5/I\n7i8RKN2LCsByBlT4pHQQy1ReG2W8O1hyDx0cxqgJsSUeEfMBuGoge21j0Yqws4errklAcIHUN1RP\nGeXThaaA4G4Dnm3dE8b9ipDwzFlSQwvZrJC/h1g62MoVtcYGzvRh6J7MpuxVVfpSHMFOrsDdqQPM\nXHfATUMz65p24A0VTQFsIZ7+XgVwlcbiXHqIKbAvqaGA1YepKlgdPKZk6bYSHqJ4RhJuO6/kMYlH\n9UbaUU+NUfY+yzzdbQgNOJatJ+ozOKoouxpfnFvBa1L3QC4n1HyH8/YUd/evdAXEWfYUGIXG4hfi\nIt4CDfliEqe0IISAqGzGgydzsp6ge7HnIPBeZLpss+IDPQyUShEApNztDg+vHHWyiUulDFhBKXx4\nuZw4VVT5XQMb6HKDmCjXRp8TO8lGKb1IOssxjta4pNDaGNbGeLo9nRoAmGlOw9GGMakZ5ywhWOft\n6XyyJtclKzwrMf48MYIDJb9aohAVaZ6zhlmCQrwv5QyjAUZUGK2/M/x12VesbAyTXkytxSFiXR9j\nRTfAmsfWWcMl3LPPv3lvteB7Y3OVVl5WhkMQRT3FVUIonRGSz2MDrRFCkDarYcZAGs2AgH0YnFn8\nzWCRcd6emjfLK9isNO/mtskbC3PmuqjS8L2H3Z3DmvfKBiL1BKS4YonXg9yRv49Gah13C3u9FIII\nkNymsch9flnZHJ4ng2plA2pir8XSjcFq/G36yoydU8buYDLOK67iLxN2XS/vLuUJ6vyqrNxIvuo7\nWcayZ7mUzTzHta6osQB4hNmlSnWeeLg9sQ6vNxsHr0fRnHuAIp8FAzns4U3pCgnAWq9tn3G9vpzv\nsNWCWfmPYS0F5YqQfVzKVZMV3SDB79ZyDnxGDcYZjGeQypAcD32PxTnY13Xdz2enr5Hhk7/Tzzoy\n/FzIEWbwxG0c16CANp2DGvq6C3FFrS28P18jL4+6t5W80NpOMfoAsWzDuLPRVMciNvJHnhsGo1zH\nlGuthmbU8c/nPur+46ich67XBQxPpxN++7d/G7/yK7+Cm5sbnM/jpvj0pz+Nd7/73fiWb/mW6f2f\n+9zn8Hu/93v4pV/6JXzP93wPAOAbvuEb8N3f/d146aWX8IEPfAAvv/wy/vzP/xy/8zu/g2/+5m8G\nALzjHe/AD/3QD+Gv/uqv8N73vhe///u/j8997nN46aWX8I53vAMAcDwe8dGPfhQf/vCH8da3vvXB\nflzfNKA6x3pz5c4pKX3j3Q91UlhpmikqAyicgE0O1dBD1sBVCN0SWwNikYLwibyL+t7BA9n+HkJE\nZjBaYLHbFUVA3sTSxBbKCCCmJILTHfQ6PiWfZHPjNHpaGsFI0tCuSVx3SEu3nrv/fcinAZhaJd9P\nJqYPZmxF7g8ArlfUNx+7iGlkK8ZKmibesxYOaWApBFHmbJ04D58OdwOHAmjlvqEkUQtDrbkgIAGp\nAcziwIRrhz0bEA9aLpKPWIMRuRh4O12w9Kn3zt7RnusVCOtf7bUVTxnhbhNQOSuLIQugAccOFoN6\nODQ8lIAyAOCQ2hIJlmuArar2awcDK2QAkNJVt1TSgTATdt5KNjME+e+XmrHV++GZw0Hq9rEeymbp\nb0qWHOCSp8VslapILtQHVkJFOeoHSWrK5yVrt4WMoqJovnItYMsqh2zp/WOfJMSZ+2Z5cC0v0D+r\nL6U2FrV7mzxAtfc063ZEQW19KpHKKLScIL7Pv2c03PW1a2RbZcPW5E3MoyyrTVmSeoKPkOLaWELv\nMbuUYlzyiRwYBFqY6WmnHMi9PdRe59880RyuyyGY5BEcmJTTuFYNEDYjEXLzvDfGW/XwWAiz5vM1\ndlXNZ1SWTk2F0PBceUlXxlEg+fK1h27pmJe84ZxvgfNoVVdFhj1enIbQ1/KGWbkG8wwTIZIn09jl\n1wZAD3hmYJ0ZSXjfsuK+W9sNqGl4scy/KNlsdAglmuzzOZ+FjKKjF3Bp0z0HoLLGqoFyNdDoleJq\njL2L5lrFBZIP0Y12rDwPSuIDRHve0DwYtCfGKG8QCaF5y7EgqfH1dbQFNQ8GI5lWMoBFAEXIknQk\ntA9ayHv04oz7eFnOxnA864fOp+dnmJVtYY8mjxuD+YjFCFW8bNvLMwY9BJabZ3LQvGleXs/FLLsM\nxPz9M9m+q0cdaD4MeMzyu8e0LG+UGoBMEAcEt4FlzWxf6u+zvGLfd67Tqd8zA1HpxstzvsXd6Z+t\nbz4MleWbRKGMIbgaQRIh+7uAjAA0t759qn+PTqM9yAOaCkasr7UWJBx2hmIATb+WdeX1iEvX6wKG\nf/Inf4Lf+I3fwE/+5E/iy1/+8s4z+OlPfxrvec97Lt7/8ssvAwC+8zu/0z578cUX8e53vxuf+MQn\n8IEPfACf/OQn8dVf/dUGCgHg27/92/H48WN84hOfwHvf+1782Z/9Gb7xG7/RQCEAfNd3fRd+9md/\nFp/85Cfxvd/7vQ/249nTLwIgQYZxcY9euJ5vIV8ev9cVwTkjiwqiVNfufZgI/tcdkmkWv4CWrdv+\nnQRksMdxoOoPSPkKMS8o7ZAdhPDQZjqcLrA8eUtybf8pEQcgB1lCGRhJdxYdEp5mAQYEXNxl8QTe\nCqAIa0RdE8KhWdwbwcvg8Wp/80CvvKmxkl66Bq8XJARL26jPbsQyYRECDdVCSmnhp75ERhinoU9F\n+/4aOw7Ue7VmILOYltJBFjDmGsaWN3hI1nT7hfIUh1DSmSeLcxpzQTjD3h/OuZHxZGnfVoBSFLft\nx9G/HwpkM3AqQNwm67N2ZfaU7TkKwHJteSKvw8ql98l4OUNLXHBz9VY8efwuM5gMxCzNq8JWNXsm\nCWrxWJGy6RTK8cAf2S4How8Zb7Qwbs73OE8s3XwImrJwQZGVPRVMpgwlEOIK4DhVevSnWOut401e\nyTGR0jIcbL6/CsyKO7B2RqC4IFGI08zS7/NeKgpQyegWOYyUvHYkx1np1zBFADid347T+Ss2tsf1\nCarzEDzPUDYLqxVPSgdTGuK6tJzzXZFktMFWttnYP6s+JDGrIgqLjjB2X6CHXANmQLQcN0AMcxrO\nnKhmL7rct35PlJdLrH+eSI2t4KYkpXVqre/vPyCEgoSjzZ+OqeZ2buGZKag+TO5SjtwAzJp3jstS\nlLrh2f1b8PT2i5M2EfkZnf1Sk1V42MZ8oLpTYHeeCez3AwNguDHu9e96eKPmHOoYx7gg5VsBOudX\nJXSNQn1nAM+8DKm3a5+2sg3re2p0o/bZuLWQS6slWnsIMPdlCGmne7uRSQwGnjBsC7dmdPceXQAt\n/PgKh/qktXEv4ySf8G4AtOf8DKfzU7cXgoRMTtYty5es7JMEYjmXU6IpruHzoWc5fJ7gSz3M6oDw\n48HGEzG8B4Q0EnzxWvN90JBDfffzvLI8lqK7BSAtiEFCa9MsX1YjRZzXauhzYWPmuEcfDmvtOvQw\ntrT2C4R4Lrh0gSGnnX4vTZb1Ditg77qAjBMQkQZ56hlZd+dG7RhjyHl1qRaeaVnOkX34qM5Pb2o3\nsszO3g4+52G1er0uYPi+970PL730El544QX86q/+6u7vf/3Xf43D4YDv+77vw9/8zd/gne98Jz78\n4Q/j+7//+wEAn/nMZ/DWt74VNzc3w33vete78NnPfta+83Vf93XD32OM+Nqv/Vr7zmc/+1m8+OKL\nw3fe8pa34PHjx/adh65/+sr/89zvRLLoqisfgFg/q5JOPK/AK1AbuGQA5Ov6DBOsFhhVHAoEGPg8\nE7Vg6Peo9p/lqgzepRZeBCBmCHiLgLAEEhubWrFTz3kxRSWPm72UDaEuiIGAZegCZbCIg9pCC7UL\nvw01F5TTSHcPdA/Dko5Y1hvx/l0lhKtlBIpLRKCcPSVSQQyI77hH/NKznptDhDB9stpPDUm1xRB6\n7mP7mcmLuF888rDKbegLYheCyfmEGkKp4ZQ4FwN1g8f02HIqj6kDYw0dPedWYD73UFptlzGQjp5P\nq89YGZjWDkzZC8hhr5lKUKiC6vMhdU1a6Ff7jPNBlbX1nFFPZ5zyraN6HqnWh8c75X22t/TwFeEv\nIaoySw7YxEU8czydsdd8GsAh+sG9U25I2fDASw7he0TKW9H8ovP2FKfzV3B/fnUqX5SIg5WiGA4j\ns+qF8HdpK3sYSx8/10+fK8jKC1v5rQbkJNyLDx+vkOi4iVJ1aweltKvuDEjDXEG81SFExLr/jpJj\nKtGLFGN+tHvOYX2C4+HNOwOAzaEbR27/8wxn/TthDMdj4iwjLIn7PcGXAkCNEthKr126FdTM5DLY\ne88AxOWAWA9YAZO/M8/FTlGv5eJ6GsYitVSA2ms2Dn+fWNsvPYvHceZd05zYkk8oevZQX6T8xel1\nKJMPXT1cjdskXrrRA/owOd3rfFvbz6VuiKWVLHCKZQwJiEcAj0zxU6CrOUr7kOgw5GiqN1g9rhqG\nrn2MEKNFj+Y5dhlXeqkC9eyzoUXe1okwdI9aLlzYdmtIQZeOtV6DF4dyx/WeSx4ub+waDB3yi3xn\nIq9UR9M6dMN+H7w3/feUlhZ1cG2RFJdytyoqztvtTrZdDHe0+2gfZM4/7UaBmOS8U+JDzTPV9w57\nB3tjzyzcWn/mcjKv1ADAJzK9/2Mvl/V+NQRyoXmeuy3foTRP70M537pnEnkAZ54yBnxj3+bz1O+r\nu+/0Pd6Zs/mZHdCJBGFgdwm8rcv1kBYDjGuCSbTUM6mXYokFV0BiL2g2o7fm6BtATWOazSxtTK/X\nBQyZIMZff//3f49XXnkFf/u3f4sf+7Efw5ve9Cb8wR/8AX7qp34KIQR88IMfxNOnT/Ho0d5r8+jR\nI3zxi2Kte+g7r732GgDgtddee+53Hr44xnJ+1VpMiCAAxRgF56FGs3do8qlnbLKwExSgbMhBcwsu\nk+IAmACu0FnQNORIC7OTglFVsdgCwhIRSsKyrWM+hq9jwzkSum4WNMvzglQv1BnqHei/77qSesQP\nAwmtg+WVbPWcrkm8hEo208gbLMyU+8ylK1o+Tz2kkX1TCV+0HexNcwygVvBe8/Aa+2aI4hmM6bJO\nV7JgKyGsIW8gg0/1ADQDf1CgX0IL3awdgJ2CAMfmLQ3GhCfEFebJa2BZOhj24aJKWqM5iqHlDiJK\niY9QEVK1Ons1tLylDFFOTwJg83ZnpAnDYaVCK10BhwVYYKRBlodp+VUNGN5tCDFivZM9EPKJFBfP\nhrhX3AOCHWahkU5oqQU9MLYiZQXYIqw/NWHev8cUBc7d2U12H1e/jtkSq+NjbKdJPl3yI1yVtxgg\n5vHUe6a05mxManOtbTByHg2rIkVWFaFdbjEp77n2UFO+fNTAzJsQQkQp3Tuo8wNgUDR93pEqiwkr\n0KzerPB5T8suHNgpWUa37ryzh/UxDusTs8ZfVOgIANhclKawlzTMy+Bd4HWj7VMSjloRYgRKQN1K\nB4X+aMqlG/bYO0hewZBWMVz6ENSADjr5yspgWomQplr+akH3tklTJl4iD/woRMuTPczGkUu1zJj8\n7Nm6X5Tkyc81+toAuvW/pLE0yQjaOlhSVs7H1+/AV73w7p2i5NkBLYpI8wOxIWIxEjkLN51EIT0E\nWmvNyDUjl3soOVYHhXP272U9DhEEHLI3MhbuuQNq2bC5PKOZgaCPb683Z/NHxgV9jzeeaBsUEOyM\n332gTZHdsQM3z9vsCoh7A1IbV47m8B6oHXlQG9vT+VXcnV4Be6T3gLWXwuAwae73dB24tcB5f5xu\nVGsZxnIwQAyGHF3zZ9yXrwiQirdmVJhdM+KomfGOgdouN52MNeoFfF55jz42yYx13vgxzFkdS+dc\nes4lPozBSOzOtRnrp/1OBhcZn0AGir2xS+daoyGY32DQR2oH1/ouAMOZE0JECh3Qz4xpcib27zPg\nNE8kEdqct2cWwQF0w02f94dDkP/V5SpeeOEF/OZv/ibe8573GNnMd3zHd+Af/uEf8Gu/9mv44Ac/\nCM1l8Bd/XmtFnNRJ8p9fes7sXn/999/13+HxIyncKRst20KsaIeMemlqQUVGKdlR5O6vDgSPzUqg\nC1+UyUGI0fNtYkJAREKIRDRC/1dWSM0k0YCL5aIBgPP0ASNJSKM2n+pBqtQqmCxA/2J7phacNy9l\nHN/VvElGfpArwoyJVK3kAaNCZB679v4IIDUgeEioqzKRxgEIV+37ElC51kwI+Kb/4gXUN111hapS\nWwZaeBgARAsZTan9Ke5wFXSpzBxlAHWjoOcAGZsoBrbRqnOt49JeEs5FvIinVuLhrEpbUwDXCBwX\nA8rGzqrPmfWZw2ZBAN3yCsk7aKQ+6G2m/EpbT/odHSPNy7Qc2bgHVO0Z5jHM5A3JGg5Be67to8Ea\nCvECmnKkoSdtcgYAFA/41ve9C+vyiNoJAnX6s32gezOhKzNDCKyOAcQTaXlM7XawAKfcykT7eeZV\nbmPT54Xepw+Ga0szHJiVsGwo9SxewhamGBDaIZJMNoWQzCpZWn07y7VARi2ZBmYCFDQEEqrIB4SY\nDGin0JhgYwQQbUz6ODUlScPwJh5nOdhDa+vzL5apvF6k/cK29773vr0BQhqfNjZ+XPQ7PLcX363v\nZ3luLMRtTwSeRNj4WinAXYQIRnll+1G8wNWA1dgOiXxpBg0GifqcXG3dllp2a2Z2HvZRZI8z5aAh\nDutS1tDWz1msAK5JAXIzSmtJQZLOBVvcpRXUBlon+tzB4r8L9e8C4Fv+63eKTOBnu/UpVvgq+wO0\nXm28o+2xQH3oSmgd7rPfJwaV/hzePwIQU1jG+VQZTzJY5OG4n0y/KaUB0e3BPvQxHle89m8Yc563\nEKCC3vYC/d1ffn/qO+tQjzB3OUbjFEwmRDensH6OHudsz+pro/f/W7/p61BRSWdLJsuGtpWMKpTN\nNq8j0HPhzlHZsOk51a0hXVsGPk/IRZT8mXHm9V2a68lyjUOLJ/oynRPDnqpVZIMB7LFg++tvUV83\nIczcCz0kmwHwtG9N1+2yInTZ7WRHoLVa7R21y862NgCZm29937tQa25tDOO+pDGx57V1wbLRyxxp\ndRrPB13H9ExuH+unY9/6PmMZ1TkARJbXImdEqefdfn/e9a8GhtfX13j/+9+/+/z9738/PvGJT+Dp\n06d4/Pgxnj7ds789e/YMT55ILPjjx4/xj//4j9PvaLmKh57DJS0uXX/2f0ooKQtktkizRUjyXF5f\nWIpaMZRggCmkZwVCOXwgxUMnXjl2z1jVGleLE6qqgCtgVIXTg0HNE1MmSs0P49C/2XV5L8riNTKY\npnQou6WeAfr8Fh4Y7ltYpKdNB0ZPpZdT+q41SQmGK8mnq1dL9wDyZeBqJJbBKeOlv/lSB5IAgV9S\nuLUUxjEhHSKWBUgpICadN8EMpVSUAmybftae054d2HtZ0XP0ThnhfmvsoE2oRPSSFhMG05Cr3Kfh\npfcZodZei/BqkdqLh9Q9pwrwNIS4lZUYylto+xickBdR5quBNQL5BlTYSKDjzDmfkdqiz9IQ17sN\nuD0j3AoL6XZ+1upHOcbNWYz+oGw5yybQQZ2tIW/FLvj3/+E/0r8xWOm6xXf06g3rs8BCbFFGS/fg\nLVLPPtdl5HBCLpjLC6Y93/YRh/CyIYPuCVsFThtwzlJ/tOUsaL8szy1diTyxGpsELnOVEiTtGeft\nKU7bU2zbM5y2p68rfB7oofhi1e0WSrakGj273/TOguk9gz48bOal4MuHTVoe43aL/+OP/2/7u7R7\n2beNLM2764K1leV6XA4i1w+0NwLJoOzIYhqLo3moG2FTPWq9Q9pX5G0PLcy071NuEHYGDa3DyGy3\nPhdPFb/nGUX1JawI+znQceFwQ84P9TT9s6Ll++c83/vB778U4priij/+xN+iGyxGAg0f0s7MgNT7\nneLfyVO6Z617z3o4OHW6P4+8Hsb2PWMdBcjwO+ZMs2ef2zKwn9JaTek47FP2VnEO9sBqjp5PmNKx\nl6zgdQ506ylFBrWOzmXsJHXFz90stH8WXTDdu5P7rg5vwX/4078bZIZfNzNP1izCxGo9Ug61RLNQ\nLu4uj+4hIPT8y8CQOyP5J7d18CA28imfS633qrdcI1rO27PntjXGFWu6sXXBZTP4udZ/t3aH/L+L\nYxOIDGoB5/Rzv8dxmv+dz5YYV/z7P/mbqZwZPatebnJuXzcW6PM5/3DMh+zz1vs+hkXr2aSXr0Gp\n+1vXnZaz0ecPa2ESoeGvfzUw/MxnPoOXX34ZP/ADPzDUEry/v8fV1RVubm7w4osv4ktf+hLu7u5w\ndXVl3/n85z+Pb/u2bwMAvPjii/jUpz41PLuUgr/7u78zUpkXX3wRn//854fvvPLKK3jttdfw9V//\n9c9tayn7WHd23fv4aRaQPpldw7Q4EbzUbLkvEv9NBWQxLkTLwVNFUWtascJWCnBmz8D/x9679Nqy\nbGVi34iInHOtvfe55/K4YKnKqKySjIR4NACZS6OMeMg0aCPRc4MmElIJ0QAhXg2EQEimAaJFD4lf\n4BIG5KZpISE3jJFKWC6XAZu693LO3nutmRkx3BiPGBEZc+1DITfsU3l17lp7rpmZkRGREeMb4xvf\niA3XSef1rOwhg8GgBjn2KgaIgYSZRqogz2XUYwQLkHcygANf8vX+lPsCz2FToIaxbZWBg8ck6rBJ\nDEZVvoiwSiI1jBMsSkM3jN7S2DdZaJ7YNPfw+QA9HeBr6TTG6x0yrNK6OvBjUD07PImAUvTWjWAP\naPucfYcZaFtCvSRwK+B963XGbEztMIBZ61DTDwD41Qb+6CKgdxNQSCUhFx0uUy5llv23dRorh0gl\nVRZRHy0RQQbeYxmLGF3e9fNdv2vtTgTeGEAGZZYorW3w1gGxTMbTATxVkAHCtzv250+kXEB97+q4\nsah4zgA4ocLyz+IiPkrkD8aFPQOz1zv0Omn1Gfv+KRg8GJERCBCluyUqAAzGl7V7BrQpFaEaUgEd\nnYpKlm9pDp8I0FZ8ZHsPnRYsE2sG9OL42YBbxbZfsakTyCci0QhOT7L6Oj90HdjojT/7jSTa+lIh\n8ni0tqNB8gdnh5nTiCbv9UhpG2lLEdh5HwcDLFJGbQP19wY9Eb+GefD+9vX45N3/oev2FBWZ8i9m\nY8poUEbrm4EIUQIjgcEoB5Do6mu15xYSPBWASxOq/5FkDKyYof099z2iLy4AmABiGVPk/hhRTCrU\ndMVegQMDXTnW/vRnRNG8wQtauyG3y0DDk9un4bnPgJ3uGkJR0GKmNPlYp82NxpmyPI/HfC03nij5\n3vISNS0FA97noviQwCS10wiEioTGCUTdsJpznCMo8Dk40dVmZ8UqBwpV1DYPSqAj0krXZaVWQkhx\nXOK/E3oksNO7pW5p44pEx3B9t11S8ZqtMe+7toLadhQFjbluLm4j0ZFVZCoCYl2/4msYnmVFTfY2\nh34d+g+4S2eey/ZEAOxCV/q9VbtXDqq5Xd62YzH/9JlyLsjoOY1zbtk8h+IzjvvNec3zsmBR/CUE\nOJgrGg5Qs1xsdWRMa7Ksw5+dLhqPnC7Ytte4bh+h5McBJLtKb1VVz/rkY2FzvWzXExCzsfPh0H1k\nmG+hj05KqBHErxyTgNohKdj0UlMxcUVODb10yCjkdqLWOmBUKiczUpLxtzzXBgChT1cgGeiOp5VD\nxBSKZ6dTXHdXUfkPHf9kYPi3f/u3+KVf+iV84zd+I37kR35EbsyMP/qjP8L3fM/3gIjw5S9/GbVW\n/Omf/qmXq/jrv/5r/NVf/RV+6qd+CgDw5S9/Gb/3e7+Hv/iLv8B3fud3AgD+7M/+DJ9++im+/OUv\nAwC+7/u+D7/8y7+Mv/mbv3Fl0j/+4z/Gtm343u/93g+2VTjk/aWOvOCobheL6UaD0DxvVlQ78CSS\nfAAAIABJREFULsYeBYw1tCYxgBlQ9ehB2Pg1gkBHCEkrIAKjb/xmNE7FkanBDb1unIeoUVtsHgcD\nVAVoRqMzevFiZG8wctTQsYiZzHY5J7QDNwEJZpgMNV+oex7psgEXjRBe9edDAV+Lg6Ih8jfU1wuD\nbZ8fGnUDwBBaHwPAlpA0Imhs3DuMlwG/2SHBHlUgTZ3hkzINNns9GEcFjh3Yc0arCWxiLxEAzkqe\n02c+5vozJUjB1yK/y/0I9QCqRjVxq70YvdUxtCgUMzgLHaclJ68Pt6PaQSFrBNFojic6pEUG43gc\nIWqpIBHMQEnY+A2KlZ0IuSoeRTNFXuDkEInRSqfh2hGia9QYqW244DXAjIePvoQ33/B2vKZ5sqea\nW/InyRGYvaexFpnVPjuJ4Ewexrjhn4SeZlGSe0BRx54ygbP2fUrgCyTvdUtijBzTWhEPi1Q9dweS\nCZkcIYpkxqashVK/71z6oMvByzN2UYA5v7rfvqLubwewJ481elFTKg6SomEUlZwRjBjLy4ze224E\nsgoaPAFgHPVb7gJcoxUlW8ODJzpGEXvUhHVKltFhUS494mdOgJOHCUovTuBr+MzG32jy8V0AQlQZ\nkvc7RZUpDjuR0qELkBryLnXojiqRO7ZozBxpmwVHWi/wLs1cR0z7fYOhG96f2m5IaGCoUuB8X27n\neztzZ6SxzuMyA9VTtND+Ha7xybtHfOWTf7s0ulZGeKzhNjsjosG1ijSdlD7BWjMvfGcCjKaOaDnT\n0eCLNe38vVnl8p3SCiZFZjVq+bidnnd2kmzl0SXvI9AVEZxRh2EEUT1ycuqX4Jw4nT+zBUJ7TuyR\nsE7MYxA/66kHXbzn/fM34dN3//70/XjkdMVWHlHKq/vla8L1zU6M+4k9hztFFpEje7YOcHr90TP9\nd4pMtgOJMg48yzjTmGPb12uhH4rD777Qyz/m8Dqv+RFbeeVRq8jqiWOdVLnfxJfGa419YWDNxHLc\ndmSxKaMitUXs5rVCcoLX+aNzzm2/FtBwM82Zoc89vza8/+ZciHmh9jzxODmI1Ck6AvkRW/QIpuxJ\nAJBShmh3GAAIa63V+/WbhjXp/+2I4fd+7/fiu7/7u/GLv/iL+NrXvoYvfelL+MM//EP85V/+Jf7g\nD/4AAPAt3/It+NEf/VH8wi/8Aj799FN84QtfwG/91m/hW7/1W/HDP/zDAAT0fdd3fRd+6qd+Cj/7\nsz+L4zjw67/+6/iBH/gBfPu3fzsA4Md+7Mfwu7/7u/jJn/xJ/PRP/zT+7u/+Dr/xG7+BH//xH8eX\nvvSlD7b1qM/jAtN231yOhQz2bAzEw+oPnVSY+MBRD/GYh0nkVJBoDJpQgG3sNrgZIfImizql3EEi\ncDYajKNcVWnSDIvoaVajgQJlDZGyZuEmf8iVtw8alTNQS0BL0q5o1Nj1NOLBjwS6ZvEottc9+gQ4\nUOYtSWRvS5pLGARmDo1s3TpAdXrWNYOpjJEUi6JdFLFVlsjV8wFSGi6XhJoJh9fZE7BYvMRYB3mn\nblA7z+pUC0Acv88R7GmUsRrVNXxOaQ1OfS/nzlYVLEAhWij3ZQWDjcLJWgKCng/5GXIcHczbAxgV\nNORvWmUUn5/2+wQ4PPdQxXUsMgkGqDbph8oCHmeK8a0i2d+BteNhzr+Mx5yTlZMawuhUa3WctC9c\nwN/wanSc7FpK42ggFKm9G6b9HB2RxfoRraypWS/R2fzfRj1ttpgzgCaAjxfAcFbKJfQofQAQ7mAy\nWjD353QGwV4/HLUPgg+jOqDSZ9iiHArWQo2wbXvjEcIBUCu4OIKiom3gKWUvdSPvkElrj31mdJna\ndhzcJb55AoSzUR+v8tIRBRKM8jgD1jjWAAbjzp2BkSLcGmgncZKYUFh06kXHhs5xX8ciI+QEDAEm\nBlkuGaOLVLXpuX1NBLBlUCZstZzoh1FW3qKrR3sOlNIRNMx0tFmp1UFDexr6LXqyZ5BPlED5goQL\n8sJQi9f13xfjGqMuMQIyR+1M1OVepGZo9yQCFb87l35aGfvA2uCPUXKPDKVxDOe1xaIlEZjeyxsb\nfoJh8veJF8IucYl1DNHnSW07CMkpxrNx622NgHJq973Dzo9lDWKZEaGy2jzsa08UNYmUSBODskNK\navVokI1p5sv04KtjEcXjQ1PxK4j24W/9rBG4Dd8hAO3QkpN1mKcrca957Od5yNy0qL04YI4mtM85\n0kfT3O3Ps5hzEyC5lx6wWhulz4XueO9IlJFyBtBVjZ3p4Wt+rxk4MxdO/RLeAQeEpuId7PuV08re\nSQ/ocBcueqlvok6KRZ47G0UpoAmeVxiBqUQOD1jN1bHtycWtZrbKKlK8ApurcVwJec3HPxkY5pzx\nO7/zO/it3/ot/PZv/za++tWv4tu+7dvw+7//+/iO7/gO/96v/dqv4dd+7dfwm7/5m2it4fu///vx\n8z//88ha+ZSI8Lu/+7v41V/9VfzCL/wCLpcLfuiHfgg/93M/59d4fHzE7//+7+NXfuVX8DM/8zP4\n6KOP8BM/8RP41//6X3+mtm7lcfAuzmqhdpgH7LQxTBNqXohnLzijIaEMHi03BlmKIZFcXP67aK7Z\nJfeC4EUNP+BkIDp4tOLHLMb3kG9idecsWTZEF/2+EVDNeUetgW5qzMdrtwY8tT41V9ew60SqpwlW\nhMhPpNIaIOSr5hTaT40WWu4lO4DBGEE02qSCGH61gb9w7f0FjEZ3PA5Zcm5NI4HB9R7Zt0SC71MC\nWpKoY04CkFa0060AJdPdAOB8zsCQrZLXSBy6sjFwSNQoMURIQr97HIx6yLOQAkDOCbRBjO9Mncqq\nN6MKMFdRIj2agvEklNw4x+Z+s2LOUyf5XGUMUWsT0qH35NgUgNBdi34wU5kjGN1rz8uKTo14xNIt\nQbGXAHEMfHrrgjf+jrCDIylbUU6RPA6UTwKQYykBU461SWLv20AVHpt5yq8ldRIFxwqF+QwTcZqf\nU8/1kfFcnv7+zsa/ebHn9W1Y12zjMO9uKihQilAZ83DmDYfVi9sjrIdHVleRH2nHgVrl70LlXRuR\np43P25dBTN1zv/CI2np9Ka/xcPni8KwRRHyWfEi7fuNjiLTEyOYAoHJnkmDLnjbgjrvg/KCkHhki\n1ZoKHiOdV84MsUjh8KA0qpjqPPAcsZBXaIc9p1ClLih45WBsoPWGyFbs05XRf5pfFjEP0fR7AGrV\n1/M17brWjiFiuDJ83PjrTp3L9gaX8rpHKGuvF2dAxK6ZqEjETGvTWZ+dIjvheU8O5tB/q0jXPeNu\ncEAv7Bej6K7YTnYMxvYEpgfwNjnDAE2NQXGWx2c5TlHQCMwHwz+A5OndNrqcz7fQLnt+KcXx4DmZ\nVnc1Gt/2fQDgLM69eN+H69fh1cM3YRW1sXPteq0dqEoXJ/SIzBB0iPPSozkjAPNxqBGYHIOaar82\nhXXkgkQHwBeh+NocbFKcfd8/xfP+yV0l/Si2ItfugGWmnNrvdi1zApZ8BfIDMl2GOT6nW4kDkKe9\nYg0uT/NGwfdp/GPuX1B1/ZBzxz/TaGmrzwP4tHF/ev5GvHv6u9N5c23TlwSxbEysDebQSGlHpafT\nPkupIKOghHljzzv8nNbQGb/EfOCYw2kO4PoZ2cDEHyrq8f+j482/+G+9U3vx4U4NAeCd6HlJodj0\nXa+BT9aztPS8YA8UMqXMsZZkwCWIz1ikK1M3NK3kAdCpfEXA41CjLuaWGLVvFlux9zCK2KRggGC6\np0VVlJboBr+KmpzoftJB/W/RYLW/mXEcat2x5VRZXzxk8EcXtDcX8EcX8OsL0lXEYaypnlOnOYwe\ntSLgh//LL+GP/91XcbkApRC2rdMvPcVKH6EeLHbWIeArsj1jtC7lkToaBXHNFvMInmIYbv2azEDt\ntdxPoNPWtbtsQo1mptzPiUFaA5NHlWfho/WcwihY8dKbT2FuRMNVgRvH+ZLQx9hyKMNcieIzQm+V\nKJ1TTKNhm6b7Wcesjrh0GYAMYA3T0vaD/9V/jj/9n/73nkOpoLqDxL6Qym0VJOTSxYzuhXVjVGYG\nedafUzR7+ZkdTpPWd81A4uxkCe8X1+7Vj9GfVUmAlYDLPYNvNHTOXsooXx43o3ivuJlansZMxbFr\nWluiES8fzpGwM8Usgo17cuU/9K/+Jf7Nn/7Pbrh8FvrOS+DwDICSRy9ifbFIQezsCpwddB7lNgdH\n8ghjzOF2gGjzNzrv9uYA0HJ66rSfWXuthpvl7M51xlb1Olf1ymyuRaGKOTcpGpZWMmKOvgHdaI73\ntO/NhbeH6FQENJSA+Fox3DNvffCD/+pf4n/4H/8Xd1rY3n8c77z9caG0eqIlXbVm3GgEDvMgGKox\nEtLn2ZliGOeTmWYzCDc7I9Yp3PKjpGGYKJxdLswPPnpB9kPzuuZoSHS2RFEteaaRVbWKAkagt3Q+\nTDmDq6hgBIjel+E9NIpiFx7pwiYWeTVgYtHYMco2RWz4wI/819+K//5P/nwJCm3OzVFJO9/m/lkv\n4SwyEvt5Lv+wzKFzRkJMUZDPI2V1FrWZHQxxXs1zNM4tf5Y7xsFLeeMCgHbUKmWhViI1sdzELJAy\nO3ccQEf7e9HHc+Sv8THQz/u9zykBfUB63/w3P/jt+Dd/+hd9fLkrpb4UObx3zAI0c9u9CdNcGoBm\nmAPm/FhFjO8Bw3t7+9//r//d8vN/csTw/0uH1cTxlyAg+RUVQFA8QEynyXE2SEaPR2uHGsySUwEA\nSABxktwZkgWctbYbLpqLAgiQuzUMEpLA8I6R/ePWALOhV8YlYwRlM4AjyVnCsTA8hs4jAEnuWpIA\nL+BsiJ8KoE8Nt39G2iolgKpEs0oCWgZr9I1LElBTDqXJAW3PuHkEBx2U2DMDHbhozp8ANMa+E47K\njlnZQGFlVBNsiXTJpB780tOEor3PCsAQHsnA2Us+F9J2WwA1RiEjVXSmqJrOS/IpNOY0tsZoFdgP\nwrEzbjfgdkt9GKpSck0dNQAbp7CZ2EkLDoWIkLM6MjRqO9eSlOtBoo6NwZCIHRNAhcDPBCoNfEtd\n2MYNWhXfaRhBVjCOhwE4dSw5qD0BsGsBv9l8ftv8jcqQaa9ItxChs/45GnDAI3C28MYcrSiIQ1F1\n1KjPRt0FusFvj8HodN0YBTLjMJ67eM+lPt2G3Bqy9mPVHJoIEKU7RgqfH2FjitTMGfD1DfL+/M4K\niEp5xJYlL8fAR4zoxHyyVm+au7gPUZtoYA5RuOA1hoEtW+K4ot7JI2y6fmeniq6EGqQfiBK4jZ7g\n2A4RkthORvMqD7K2HRU7UDvAngFozLGVtZCk1mhJAJPuHTyAw05NTcOQJLogNWlHSxuK1oa0Yxkh\n0qhWNCzlNua9HyM8EeSYESXTWfr4Ut6E+40Gkvdx0vk4UaTmqNag4h0dNdYP8X2d6beA5pwX9ZaZ\nY6P6vDdnQgGQLxds0agKBmkc51g03lXI03TvKk6bCMrk/UoaRRjHYTaIV8ZwVAPdyqsuXFfScF9z\nEtT6hP14j+N4J4JfCiLi2MRoe4z2nx3jH44lzAAiCtpEcZQV+J4PcywQJXcoSJTwMgAae8d8fdZo\nVXf07aAa6gzGe6D69Sk/LsHdytFk+4ABNaA7wiIgFBZFL2Yejf/ZSRO1L+6tJVFQy8f2M+YK2toc\nQe4paheoida/w/iG/qtt77axzhdbX+c8dMtrRO1XKuogMgXT+C6dgNMdJ6HvW8ExsMqDl37OYVwL\nlnUnEXAAERJt/bknh2T8box0r6OVTdlfDZXOTpixXIcciUT4iTWie7Sx7vlL95wdIjFN7qXjcwUM\nH6/fMAygLyZ8Gzo0Gh9UxhC1fY7FxLCX1Yyquiu32j1OmxhI7YrCr+xPYvQdDdQIUDrfku4ZD9sE\nzWscjmVB8yhjroaylHXoxjPPmywgwCDSkhLEWMl63abWWKIh8qNpU32jBhRc2v0Ign5ClDDSq1S5\nkdUYpqcKOp78b1Za4kQtvQqa8uhbTgIMtRygKXeCNboYw4IrsQ7I45nOAyAApxtj5OAxBpPC3uFd\nujpO31dwxzuhkmJmYsdCllPY79WjkK2OEc8mQTBJOUokEVjScYiKtSYyExsWhG6Gw9QO1Rng9Rhb\nnzP9GhijjpA5Rtfs9TepkIjxXNvovJgdDvZ7VMe1cYwRtNixM7B8PkBv99GYVCDmEblQ2kMcGH29\nmAGM5V8NNNR0GRbfmBRu0aySH3qJGjNw4zE9xxB9nKOp2i/cNN/M+sLABmUgaWQjGHgOUuzrwRg3\nh1mP+nx2cYITINTfB0DIzYHfcbzDfrzHfnz6mcpiuNGMA60e3QhrZTBu5VnGHBFz6D3f/gHvn//e\nHXo2TiVdwRotmyNlpjbIbbFPtEmJNpVg+PTvRjDhdMTtClgdUnMSroRqzh1hD9nXLXOkEQRU6vdS\nuyJFWmmgT8d9rwtEjCUbZtpxSkULMi8876FfZlpXpDLH8RABlR6xRLHFu7/DeuH+b3vvp2iYOT/s\nHfQSD9pXXnZBy1Acx3s87V877f9OU6RROTLmQg7U4EsBl0A5B7qD9GBQy9iODVt9c6J3m0Ed5eoB\neBqKDOO4uDau+ryyJuWjF/SeoycWMTYQFkGhRR/H8iFneuwc1TrR1ILxPVPuhrkV8sXGXKyXD1lX\ntByYgcIYceEGQIRXLE+5pYLWDmTeepv5QD1G+idR8vcpGtFRRGygLtIawM9zKI6VzPUbqB1AAygJ\nkIyR7ntRWLtHqyHCGMTPPgSs7Zij3YNKdKA6x3nY0MHHHE1eRclG9XBZm18eY1ZWgd33QE0XJHoe\n+mGOgA4Okzv3F6dNCc6NTpGtXO9SbZ/3f473z/8hfEKBBShAEhrcmaP9RBI8sTQeK3t3714vH3Jf\npibrjJvq4xyJgH4GrEPf8Li+vKRO+rkChqamBfSXtaHXHzEqw+yhNs+XUTaQxLO0oiTk/CBGT72h\npZHCJVSSGw79fmkPoL2AttaFXIoAHDJjMB4nw5d6NMT+XkPR8Qh0zDjWjYsvyZVQeUvDZjsoSoYa\nW/7TjHKgG62rNno7GWgWopu83ZjO7Yl0QEti7GrEFpUkulOaPMutgjRiRS7mo31IArj53Q7+ZDQ2\nPR8sUmuBTuGaavGxTJgOhhQES2RRDWq9FkcKL9DBYzbwOkW7jOq7N9SVeqhTyILRGPMlw3VIxV9c\nFTQMvfV5FIqxWoV+TwNks9hJPGqnig4gyu4Rc/w0eqf4dTJMQ60+m1cxry4asmYEBuXQ2XDv060b\npfZvb/pXP8b+t/+XTrXzRid9td7sBoqSgRo1zGxzmOlGA52cEk7eOrZnx/gOBVrqAApp7MNBbORo\nXp7DjMG5r6Knvhvp59pHLsBCBaW8AvPHpzpT6z4PdHpTo+NDopZcl7Q6M7BR3iCli6/DBtiWyqb2\nXP585mUFTmBuYZTU9oTb/om/HfPGHjdeAXoEokefN/LTDMkx98fTEmbP0AQm3DFgubCE/k49K6qM\n7579+hI92QTKtiSvZKAj04EhehQjyTFi4XM+jNHJE117zpWrMs5Rs3lf0He30g21pSGKffAzcLz1\nNrxUn3Cl2uiqh6GNlWzO7/15QnTa3oWqKSNxjMwuMIdgnA9OBzaBJuuz1qTkSKt9Lw1r3YfyfWMu\n7r0yA3G+rmh00dFh/+7dL+/JkDeXCoBOu44UNe+zECluSdqYjO6WRnq635PSuY2h3TbOL+WUDg58\nX6NZn6WiHaOzao5sDfOVkkTP7Z+nPkso5TWu28cDMJujQzYvRA0Tw/x7Cay4U9Dzd+HfbWH8ba6u\nHCurmn82hpckUfkOLMtpfsT+cBs4rP8r0TRThmaWMjqDXYwxch7v45HbQBF+KR2rOzTMljokmjYM\ncAThHPrtw3XG/2OPVU7hykE0NHPRz7JuXId3zz6P+83qGnY0VocCH4PPcabKzqUqVgrKq3bPx+cK\nGM5IeR7ElfdlkPS9fRUmYx47fK5hlJLw/2ONJfckG80kqonG3CXb0JMBtbC5R/VGYIy2GS1togIi\nRlsaS5QokQA+retHe6DluBFuUZMAoqRD5MdssEK7rWEU99BcF6fecXPvW8kPwKVIBAnooCwKf2Tq\neZSWcxlAlgMmi+K94Gm3wvHYppci5spZJCtG/15w3huG9Qhc5Z6HGYHdlkFVI516kEarTnl/E6j0\nZ1RQyXN7WoieOWCfIn4WsTuaiORY3p+1Nd7vkjuAVcA71DqMxwrQDI4Ka2PzeeXR6wCA3QERgGLP\nE5g2X7/dImrfDu3CkOuiG8j75y/gHz793wZQZOe7cnCkKd0xTH1hpdTf5zhh4vSy5sbvRHVKgvRv\nUA/FEZ7Ro+dTOYsMjbqqQZoAJBW3YvVcktSlY2rqpb6iUXFPuhl2ttHNOTsv5U3Mxyym4Y/fDgeA\n1teDUYakuVIPE21xNAgN6M3RFbmmUH1Whpz8Mhqwl+0NHq9f7985UeYg76FQVIFM65ymlYCKPdd8\nEEmeSKxfycmcNRgj1nbk8P67krU6huIeApzWbivTgyrKv7hJVM0FaEJ5D+/bdq6pZ4bHS4ZYVKUt\n5ZULtHhELYx9IpmPTAVEx0ns5Qzmx3dvVkeM+Up3lVFDZMui/OYcqW13alYct9gP0enheVXthpYu\n2I/3oNt943uU0B+dWfcl8vn0d+uHOAfvGZP38tKGZ4xrnqmlz/RcA7R708j+W9zaERwLveSUlaiZ\nc6FScI45VToyoMwZyfD8z5VYzbmPFnTX4Cjqc9PmT7nbdwCQIiCkTr87O7N2VUG2+TM621Z7VO+P\nB+9zO1b5kLH947Oe8x6NWhvLZ6xAmo1ZrL/tc3t26k2iMEQJmRIyts5EwBrcN0Swqf2eCzJvPu/s\nvYjvWZy7kcY7XJsPJE7ST63fQ/pktk3We/bwrOE9iXvGw/Xr8frxPxvWQ28bMFB9oxNa2tgj7IkT\nEjdnocyAco7um1PoZXr1COxOQHOxRq7G8z8Bw3A83b4y/DtO7JQuuOYHPNDXnSZ7VC6yF1dC+nUo\nedGLW0syf+KElK/I5UEFZaQ2nxVfHxbhe9FBo81VlgUj5oX1Bxm9yPNn8XrhHKerzgbJTFEVyU33\nRntbc2h7yC/kW5W8xSptSLj4QuUGUlQhvXQ1UgeABvysZMWWVJ00qJRes9ci7GUjxn68fnHDq2++\nuE1uWCc85tCNdh2rR+i5iAwXlIl0zePQ7xQCJ21bbMAENuchYQNITY2wOdIbKas5iW5RBnLu4jN2\nmOiMUUjnIffn0LIFdKu9hITdd87NA2TTtujxs0ZqFfz7udpWofpCDN9L7oatKW0yC3U0itDcKvj5\n6LRlADAHAoIxYU4Df2AM8y5GyxIngBsyIOUrAFwvX8SbV/9sWBTjYumRKStCb4q5lr8VgBlHh4j2\n0eCIiYc5USyHN+YeWtRwb0J1vWnEobXu5LG+jM4SPZcscm204FtCeS5oxw27blCW22JGl4ij9KLA\nNDyIbG71CKJbQUBiLlg+eNNXwjPWr9bXwaMd7z0C/7F49SBRTgkpPwzn3xOHiV7qWFakpEds5c1g\nPK1k8Wt7Rm3PA+F2K6+wlde4lNcopSBSsTozpMFFi7bsaz+7urI6Xqi/WzialnAJAjIWGTbjJCjt\nusMgK9OkFzMVUPh8gN4fwLsbnvdPcBzvvA+isl1OF29zFCqaQbgpvo59ar9X7Mdb7Mdb4Fkoa1t+\nhW177WDR+snHMBWAL70dCxESM45W6ojz4TXUgihMfK6objg4HZgHo/ie0bQSNpILBJXTIJgzR7DG\nKHQGBQN+ppuPzzUac4N4UXQo33NO2RoDLKn+rrgc1xZzOJiT4bkiP11Q3r3G9vQWt/0ToX1rCZtI\nRY1gcDCezSl+0jBo4jxcgGU5/wx+bV3w31dROoT1JrBHBieiAfV2+BiYE4tIIqXxsDFeCcZ0BsE4\nhjESVtvN5+PQDshexxycC4sIKE/lRXzOIqktetPPCyiAPpmrumZW+SxG8ixg4pIPA3B5WbDlpdy4\n5TXCc62ccuN5Yx/Fa9sedC0fubMmqnOenInx2gGsx9xmG/8tSxpEpbNQ13wuTaDSo/21K52eHQXZ\nWSXRARv35JwugZE0xAgxq8qmIGwZrx3H8aX3ZHV8roDh4DWjNAz0yvNrR1z0o8qWD3I0TMLm59dp\nDTgIRATGAdSk1EeJdPlibHl1l9zrygFiTLduAPtCPyONSPNTAY2hNIGF6l+KcGgPoRGYNFrUoEaM\neRIDaJUrdoO4ry6SO2N11WjzfEoHfpuqr265A+WcRpVVF+mg0fhWIONedzLvoN6+77UwwZZ4tNaB\nlDU5Ko8S8azLocCq5/QBcKAmnpxzWyhNXU3jvwGAOQs+qNKmWhmhgsJJlMYK25cMBYc6rszgRt4+\nw3m9TfYMCY2L5B9WHu5blQ1jqVQOLi0nUyMQ9HQAT4fWxpsijpbvGWmzOn/Z5uiepfzErQK3DDyW\nDj5DHmGfksHA0XnmZSu0fUZ9ORlX6kW7bG/w8Pj1HWAa2LTr26MSOhCMOa2z2IVRt2eq9VALNMxh\nyFhxbJ6CPybJU+UtA488vkehrX6uRe7VZ4NMAGt+AxHSTrgeF/EUp+fBE3nUdwOd7p631dfFQPWh\n1sA4xPEQjIIeoR09xrMCNADkZJ7arI+ixkKI7AyFkOeo7QIEMkYjYK7rFI+G+6UXiHrem/gd4gY8\nepeHtk8GrQBwuPHtedCWFx3o++YMYFbHCavPIa88xhCnzN4EUBYx9rBB1tKkTrbHAn7TQPsDLrfX\nuOy1iyzF0ifRkREitXP+29y39uxzHwITzZQkTy4KAc0RXxFSufq/nWKq+XCfJc+VuaLW2+DVt7GQ\n/y7qX0rexkQZrx6+AV948y0ujCSLLTrQ1jHUi80Ld2c4VHMo7A6YXmI4rEQsVvT3+B55VO+itsHF\ncvInZ1N8NRTcRbVoX1ttbSlWJiuAQz2XagNfCnDNwENBftrw6vYRXj1XV0H2ts5sCnO8WvZAAAAg\nAElEQVSIzfZGWDvbccMcxR7H7WxXxb4xkH2vRIfcbozkzuuBjMPIkuhRoU4fXAEVU4GMlNBZRZOh\n/2lkcWybAcoxsrkC2XbvxrXnfx/v8HT7SljLoUIuF193I+iZyz8YVX6kG6ZlXw4OoRDptJqWfVxW\nOaai0nBPICXTJTjoXs4zB6A5gtKXG5Lk0UeHjfVVy8u9oPEhtkjbAbwf+tfEoaIzMvZLpOzODtLW\nNqS2I6dN6qYPglOzEA4tGQ85P6DkhMv20cTE6Syo+Ix2SE7oAea+VlqfRDXwnC4DTXl1fK6A4ZhQ\nKhM45gWZeMTsDVh7EEcvlBsMQVXutECbhH8UggFU9TKBHzLw+gK82sCvipewaEnBWR2jMzBFyK1H\nZMDwmnF0NLCVKQge6A4Yu3EZNwkYeDOvod3XPNuWL9g70n/lpMZe/Hzp2UR/DqD3VYKAwi2NUUKL\nsgZKpV2/HgJs7HkiOLzdgPfvAzUjAJ5VxFD+4wGMpQyUTYe2JME8Rf5W8gj+fM+r8t+xM/YDqIcA\nsCM4f2LZi1wIxQUzKXbp3YO5P7eB0Fx6pDMtgKm17ziUKXRAy1owWiMctYPgeBAJ4GwtobaCY78K\nIDTxGh1LF+axnMenA/Qk0Qt60ojYqv6gASRTPA2D43U4zfFQGdAIDTVFRpmAlsWRrsVyTw6PTYwq\nMZZ0Muw80JmgoH6ur0mmGhw60nMkXRRnErExKpY9KgHIBNpC5MiuW5IY9A9hSXYgzN17b+0O6r8S\nue3vp3kVmCVydSkFzI/YytEFX+r7sci9zclkkvJaXzZEXqQp6mVfUJz6JsUODrlpO1TIZPaUzl58\n+zmLDERDbKCW+fQZ1+kujHE2Mp5v/wzP+9c8p9K7ezIEEgoQwLHVS9vKYy8RoAJaJ9Bg8y8lUeYN\nUXaUGkRmoA4IAvIGftwA5k4Fj5dkdKPe3zmMUeUt+blUG9gYAbcGjgrANm84zLOmtjwgYjVDPUy+\nC9ytz6S5YS8IBllT9W87Nx73jJQY8ch8P0dnyKeJeb4hT3F1EAhbeY3r5ePuqCzmiFydEBxdgDsn\npU8T8pGRjwdwDpRkdIN6Cah5FK8YSjrM4CpE8ohYHAME9RTqnnlR+oxdUvPOaW/C1DDnmzmWbM83\n56w5LPQ+zElYJcbeeSjD/Ek2lMELOYyuaRLE9JKDO7Ux0ohjnmhYI8aSFJ3iOfRVtLuC448JQ1ki\nUqEiozwmyoBe+7J91Ncki8rauNv+4PO555vPFM2XSgTMa90MFMxwL/mK3B683E3O104RhK6t3FBV\n6Cquc8Z0uH90WrILqoSc+HvON2ltG97jVbRvVR88rt3mTIhz39Z5Y/zMZW5WR0zRcgC0UDaOzAdL\nIZnXoAgcWztw1He4V9x+ECIKDJp4z8hySSmj4AE5X8L9u0PN5v64np2VUiU63MdelPvT5LQbHVL2\nd3lPdiQqOOjd3fG143MFDOej5w8+4eHyMTbSTT8/doW0mEMkJ50TyRWpA1BazAVI3NXlEnShNaA0\nNcQUOR8K+CGDH7PW7NvAV1XutO8aMMzBiC5aUsGeSz3KvX7cAXqqnT6okZvBcWZgywyLQNljRs8x\nq623JebARcEWa2cUOTmUImUbhB3aP9RMgVQ87ZwIlANAMVpdjELVJvuIGVIJoJKQMrAVia49PgAf\nf5wQaaIr0BWjbBEU2TlW+zCbM9TsNurfS7Au6Be4NVLqqYCu1niuVQwrObG0O5rSQ6vi8wDaKvrz\nGNsXYCS9SGX4GAuo69epCgatBmR85iHHQbFHBIvmbKZrAq7JQamfo9fnm5bGOFLYqCUaa2q47oBw\nJEuYb84NZ0GkvQIEiTJWdseLb+CAGk1pAHn8uJ2N7SioFJ/dIoYGdG+GqtWoVmAs6ra2MAevthl2\nBihnGqkOMlVIdL5QnETjRGAAVUsnmEFv7bhV4Kli3z/V9ex58LzPkudWPw7bx8NEPFGtNJfGhXZa\nV8IzCqF1dPdMngW5Oi2wGw6ekzTlQABAotHL21il3fk2XHeg+HC8P4GSfAbglLPmz8dNaJoejZCN\nN1E55YWMSoWBtmQvoIlfpfAim1E/CzL53GZfZ/09cC47OgXbwGM8VgJRce3d44vP4aWlDkhzkn3A\n6mSGuY3WhghYV7c8i9HMQgcigZ+RDZTZe2D9Ze2yw37lvqeeai+WqXTDC0efF1qQflImjWqsKbZN\n0yc8onTaKCZnFkcBKKCfZiDZ1oFpTTg1ePFMw4LKsti7V1HWPrL9/ylJisolA5fqVGV3EDioCZub\n/pCyU2IL0NGAJ/g8GJxN5vTy9k1qySc2Be47yiBzZsvJI8WR1unzjg8txdAFpoy5YAyEoY4jbWLR\nxvcQ4bntXdAjAotyfUR+/bqDbwOD5jT0aCs6eDne4Xa8xVHf6zy9+fpmtOaY92fHqOh6myJ4eXi2\nbD/jHAaQW8/dLPkB+/HabdkPK70yBu2M6ZjVS0vqoNQjpwmIDsVOEYXktKOv9VHtVJ67TI5E+DuY\nAWwA5kjZDNIipXPes1j3sQg2YwkmZ7SEgE6iDKakdN/qYH/eO1IqMifsdW5NcqZ1bhpA3MpjB18D\nw6SXGTFF7jWI79FEV0KNfyWxlQ0c+vMOf+9rUCwV1GfB/bX0cwsMLdxtBoolBgPqZdDQP6HovOge\no5PUtG0y5pmkFLxwwQMZDQajpymFg68F/KqAX23ghzLk3AFwkBWBoQHCXCY8VgmNsmwM6gLmLYP2\nKjWxVjlskO/5O2DAzjZLTmMumdHjjPI6i9CoAU/PFZyqX5oqAwUeFfTzZ5VNnNsBCPCzGn9S/wme\nY5gLCdsmdyD3+nXCR2/Im76KEn7o6FFAqXVoIIkXXRkBo7yD5wVagCX170VbMoBOVIjHk2h5HWsb\nIDYDM4Adve5aGu/hz2HRy11yJGvFSH+0h1kdSpH1OoozkLXyGHo9vmSZLw8F9FEoeK+Rc1dJTZOD\ngQiumLo34FnAl9Gi3APseX13NkJmcchUifDRXpeDzqRA0HjHBibn6H/tQjmcm9YAbUIPn/ppoIDO\nIGF6X0ifiX3DwRCJ9Gf16GYHw21/xu3Q3J/9HxZlH8jpRZFSMiekmyfV1BE7BeZlqe3h2sEQqG2X\nFCLuFBrmKtuRC282p1eZ8TcYHEDYxDNKuoLK68ErPUcL2dfonkNjxoW1VzypdUnLiQAVBDeIoojG\niUmixjs1wFSY2ZyKQP+ptPPTYcZoY+mrg0GtdkGqmD5AGN+VeNiabev8rPI7f7dyj6gEA34QZ0pF\n8uWnvNS70a1IaVx54u6+rxlJiGEo0SA3RdNBTXcVPexzYqmOalGy4FiobcexvwMdKRhRI3gbQN3s\nKA7XnZ8pevDjdWYVwuW9/CJwm2NFubQoyVYekcsDSO0G3sZ0FQDdfpjy2CnaJsAYCbW1dsF+oJAC\n43aO50pIfzHjDiX66tFpd8p53cU61H2MQNGM+ijoImvCJnTXKNJlXWisqtCnKUYyK8vYVpbNMEZo\nDWBvAJBBvKHUK4rtQ3sXoLEoVHw3LGITS/Mc1QBBpGDKOSU/IA3gx+q0hiCDjDyK5g2mfJGcuEkA\n5x64kvbep2u2tmPnBhQg6zWoBfA1sTj6POr5bB4Z4/eypofyGrPq/0CXvnOcomnBoWh7AHMvPbeq\nF2ntJ0oAizgb0xi15HY4y6W/t50a647B6d6r97mXaOmpDVZq5GjP2I93uB8VZVFM5kP2nzbub32f\nfMkBYH2X3dFgjIoYVV0dnytg+MU3/wUADKFemzi1PqHVG/bj3d1BHzxbi0W/UwB2bO0RxBuIMzwX\nLha3di9p2FSsnlwUJtjRaaKAaMAQIDwPAWhHC5b/wWdhEYuqROPfSx6Qe6Q5bHaxrIFQ9nRRsk0D\n3eNAlTuoNAXVPRj1MVrYmSISDdoTKJRxGNU024A1CZCC8ltC2xJKYeTcgcoMCod9TiNv9dAIWLBN\nYtQtJbjwjA+LRtYsytamdzHmDcZi9APgs98z+Rqfg3gMK+6xuoPSvn6jXMgDzZJLOILTAexm6tOq\nsf/dooOtsdJH4dFlj0JNOaxeusMcEQEUAkpJrQx6d4De3kBvd5RPd4lU19bnWVH6pEXfjI4USmuQ\nz0m9/a5RwtshwhzPtZfymL25Kj4TC8/P7+fzJx/h6f/+m3HwjKoWa5IF1Uga5uP5EJrzTAGwa9vP\nyeiy9/Q0cNNSHQ2XaNw7OIQbzCaUkDRHZYzocaAXjUbLHN37rJtNPGp7BqN5DiEhnQRExsd6uY5U\n7MC4oZX8cFqTBzqMR/6ApKIqp7pcXFHKI0q63s2R8cvZhgoASUwxF4+wVIKWRBXWn80856Nx4UC8\nbKCLUv6CA5CMOm8KzDpnGAhrv/ZjXIBmp684ksHZjG7IL/7OTM6GmHeoAMCMp0wXFEo9yu0CJWmo\nv8n2fwZi6+TECIrEQ25jNMBjxHURfaKjoRwP4lDaK/bj3QCSeq24Duo7gF+nhNicP+p5Ht4FwJJ3\ncQbANhYebWvgoyu/zhRJB6+hnimb8NqCeZP2ivT8gO12+LODm0S7ZoE7W8PsGsYculXg6UA9nlwU\nw+uqKrDiS+65i0Zrt7myNyml4jnVLAi+AcRZc7PPY4ewZlOwAXy+SocrBVQc5YQNW33AZuu7r3/2\nfazn5LzO2n3nJS3Q8+U7YV8ZWF7dievnTXRumxsRJLl92EZVUAOF53VRFE+rOqAGNkQqgS2VejuO\nhnzI+lNBACXkMM/6paUtJkJmjI+ZumQ01qi6LLcK9bkXIN3z7sJabOufK0+XV9h8zQ6gPTBDYqmW\nFZXUARoXJJLUhNE252Gtt3Z4JC+0c1YjtTnFJDVVL9tHsGjj2AaNfnLrLEHE9SL5fQH42hSfrQa1\n9XjzOYo5X2+Ostqck8/u79ms+doAkPX7H1Id/1wBw3kSzrUL49FDzN1DMQ+WhIn7OWZk0P4Wz6kg\nPfUXzAzPlC/ivTI+v+YZYUsgU+WMBoKBSfKGicGg55tqp4NOXbBoV0PahEJutRvaJtjh9DbqBvxn\nCaGZymbCGVDaJhBA6VAPMXotmWXRtehJDt7HUOyeXM1PDSoVcNgvGbdLBl2SirKw5gSyCrMQnj5m\nvH/PnaGlds4Mqpgl6kYNQ1kG/54Js/BIvSQCWuqAdCtA2QjbpkDVu1dOMJvO9lWzmwwQGtW0xTVD\nZ+/K8R7b3+qomlorY98Bvoln00VSwuZKw0YKpTbGDcOAYfcI+1+rGArp6UD69Ab65Aa820FvdzFC\nlHLhOaLXYLSYUUl9jtMc6bCNG+gKjBFMcWjH0ZDahnR71KgijxsfgEt5g8v2kXtwTQzAaosmKqB9\nKjFjhvEcAZl/j0eM6oU8xFmOvXdxSPiPUY5oNA3jwcCU5+tRCPemX06bz0idKYPB07iKcA9SOG/e\nbChQW4LjLNJlLBqDD29Y8xFLARnd1QrCx00sKq3WdnMhhJ7/1oY+mZPvE7LkEw2geFToi/21KlER\nhcjmOmazQ8L3DouuuDp17oberpRgWC0znVtTmZ7lXh4dLHNUOaham/qt7Q1WSshKOLBHV3sOTlQw\nTeb4jOUNYvRsNrZDuoWPcVT+jec2cXSSXQc4R8d90U1C1XNH7bq+Zu//HhW3z+KcK/l6GvNTaRFL\n3YgRuAB6nAUx1Yms9Tb0Zc4XMCdRJTWDP9YwtvXWo72dYcG3vQtjaN6Qv38GGgJF3c6PoI6rpr7Y\n3NWIVubiz8EGjnQs4v0tN9lrkGqphHS9grgII8mcf+bUWuQ++zjMmgyRwjnNo5Mjvl26oxnjSjPm\nNDZ3eJyjzLp2VZu/AaSosMypZMEq2ruiAwPnNucHmCq02Z0cjPUo2GLrUq1PSG0SVQlCJKv8uUjD\nXwGSSOkv+VHepxyoryGq3fhAzVq/N20uzOLAMHx3Zm7Ed2+wn8N+0fvp8QSu5W/s/x4iof7cfe2+\nV9dwdELSRNV98PWduaHkK7bySua47YUBcA/Ry1l8Mo59BHEkpY+IJFf9JRrnoHBte9O9XM7c6w+v\nmDPDdWfH2H+iksqxlde+cbd2dWMi1803lxj+BSBegSZKegNX2F/EY3rpzpMyawJxKY8u320bLGXZ\nHGjKQznVCQxy+ez0UxWvUC+h09AMmKnohwmAuIqkLfxmpCjw8jZQMDrnTRnWLvhiTtEwMIn1qS7b\nUIx72OSp0/aMgmKgN6qzGi3yUF61bcRP8t2aE46gakqJsG2M52fGfmPwRrhcgJzJ8wQBdRQ2AVFN\nxWGOnT2fT0CgAC6nSlYW0G1RLwas/h89FlyvwPVK2C4CFEUQZoxC9v/YgWaMZHLr6qcR/M37TxwW\nU0y1nECniNY2ekwjwDRAaHUUY/kKaBQviP5EYYvBIGrchQ8eNzEQVpQxZjWgQlOCATgIzUSvL8Ln\nq4NEsZOuGZbE6+qi9vOLr0Df9DFyYxSvs1mHSIlfLsqrB0VSFzOI78WqvuMdw8aOQUUveiEnRcOV\nUIc8bvCUggGSfB0CoZrREah3Tp3TPL17tDYvEeLd2r+3ovAAcJA0bFzo9Qmjau5KnCEKLpQc1sZZ\nwEANnqQOByFNFLSkI94AyqM0d+8nVuADNGipoRXNm8ZcDb83n3MST2IigbLUDaVg7JF4pOhgMNX+\nXprCrgILcyD0aIHOwZTG1IQ5RSEeBgy8zEwFnnc83b6G2/4J9uNTz6Pp49vzBE/1ttqORDcxUgcF\nQ/K+WPWDzzEdS8s/8n0mOkDingD0NAp/phYcLckXQ6Ikl9BISxScGEun6NyFAlQV3CgPr8/gVtcp\nvoViJRHITHtepD4e9UnAtqlVRmVb6rUQY35cKpdQxmTaT7VNlAu2/AZbb9CwD3cQF+Zv3McvCXS5\nipZC7NcIxPcKeuKBgVHrM/b6XiKVOmeYm4CKJNGVrb7B5fYadNnO7V+sf4BE4GW9T0BqawcbAItm\nMbdh72JuoArgfZX56n+I6+d5LT1TewnH8R777dNhHvNi7kT1yMFBYCDmDkC0v7mdWW8O8m2ttjal\nQFd3pgOOYV4Ph76jORewO83EQbHX90vqaGRt3PZP3Cl3LxASHSwlX08gL+5Hc63J+Py2rlm6ywqo\n27sZUxyaipe5Q5Bv4TxCgoAkv1eIHJ7VQNnzMa+b5Ojl8tpzx0t+xPXysZ5/c8Adhc9WTEL/fd4P\nw3rYv/dSeQ+LxBY1j9PpO9FZGZVnAQxOPqfeB3bk3JbV8bkChu+f/95/j14AhlFnkntLXipE2ZOi\n7yWOjofJFbd2w42FWrBHL/QiBD8bNzYBsiYGQyWkT/XNgJ6fpN7Cgcah9NGB2lqVsnl4I0aPY+We\ny2VzKaGLc6wMlBjZSSrFnvRENPiqagA1lgXYsuRZPoSaj2akp06z8mineXM1/4NSp2si7lFKe7zZ\nYx2dUmn1/+yIdFBAnbG2fzbtu8riaTR6rYLfpyPjdotUVx5qDroITqCdWhtbFXBnJSSsVmJrAhZ7\nmJFHStnCMDSj0/PxWEV6SgoOhTQ6mpvc0+9jY2nXNFXDA2PZiltwAgTFUS/EvTJ4TB13Lk0RB4Go\nizUxjfPRvNEx/yV69gaPP/foYyKntXqO4E1+OhX1MK9qzy9w44PPHuwTLexCQO5CN8QCpod2R3qU\nrzXo7u/B66uGgRs3tUdz4rq1hU3RQOFEt5vVEleqnyvvOqMgJ4BZ3ndbl2ScN7lH6ptnVA/03EPt\nv3vAIdZyil7vuU3mLS35YTBMfN6x5dWMm6M8Lzu1pjsKzzXu4vofQXEUGVjdd5zCB5iLR2lKewAd\nBbSnngcVlBpj3atEomZHtegEMsdJE6dHUAMejjl/St9ZA4E5beD8CkkpxzEyauMV54fNicpj2YnB\nGLTnX3ihzYmQ8wUZEjFJFKKfzngO+8twAXuu8D0S5w0FAGAg0B22Sn+L0Y3YFjoKjuObUZ/fd3YA\ndcB5cjCQRfSmaGdhUE3Y6oatvRnUW/v71KOxdr0YHRocpEYlncdxzvVrVfqOwjywdq2YP0MUGUMZ\nkmXE1d+N0cD1d9KYJYFKvfHjKNqn9NBUkzvfVk6q1EKUNiiLcpjbnocY8sy59tzTCDycNugR4HOU\nz74LQKJE2xs4RXXes+b+W7BAgO5gkTpWNFyDKovabxB38jliYI9GBw3lMjpP7IgO1GmfSOmC0g7U\nfMXGb04g2Z79HkiQ798G8LISYoniP6aeCn1PpNKZXPNe3uOqDuKHjqH9U7vnqCRRkohavjhIjN+V\n3Pir7E16rRae0MaTyPLRD3f2xPZGgZfoSAUw7bXsn6321/PD2vvXlvM7MmtOIjzhP6IEMF7M4ZyP\nzxUwfPv+bz78JTe27ucl2E9GQwrqdYNyXb68mJz6ordl9k5AVETNW3TUZ9CeQO+6x2v2htnvMcRP\n87PFqMhKLOCU08T977Hu4BZEOvrNxejPuhASwJVBxPI98/oTdYBpoPCqwPBRxHhw0dpcKqW9yvtH\naLqJ0Zg656FRv3qM57lYXwJykhy++Ph37C3wFWg1o7UE5s3vPdcZtDzH2J33ji4cKPmBKTG4AMwi\nnCPA0EpGdDVRF3qxMYoCQQCw6SselNoMCM5rkU+dBV3Rc1QtEr0ChWqoOiXZNkavA5hGI497fU7P\naZ37KI6BGUhGhXs6lPoLr6k1GF6tgNom3vYCj6CAeTQyLFckFxRK7u2rbcdN83mO+uTUFWlW8k18\nppR4cwMosdpPM63OSuRs5dGFFNywQgZxQm4jxdPfdWixWwMTweiyKMW8HsTfPwQKT0CpJVQqSOm5\ne5Ynp1YftgSGREbkgw6mZq98bTdwfRqA6712D1G5MAaiAHhx51mk9sxAeSuvcN0+6lRUbiAcg5Ei\nc6gXZu51zUbBnmGqurFf3IFHZZMSKVt2g3+Y4uZQy4SU3yAl6uWDoHZfv8FIL14thCH6w9Pnqb7B\ndSpB4etFpCV/wAD3SFKIdqxSMoY9MV9RbHxzQ0FD5kunP0Z6+ASuUXF3Tlq/RwCwlVfneTONkwnJ\nlOurrkYZRaLC8HgXR/aO/ZExMBuoNlAtyEdDPtqwLsV3NzpMKBeP+OFQQauKvqbbWOxjrcRV8e1x\nruZhjsY2xOjBKuJx6m9duyQydUHGBaYQCgC17aDjHZgbcrvJ3I+lXAoBlXw9OwHuRCcg5cyjBqei\nxrkXBYiG68VxRjfS51qI8bt7lchZvJatTwYqZsfa4PCwtbtchpzRuPmT2UKidNbphZwAsyNDRKg7\nItDfd39PdQ9YOCHsWUt5NaxVK1s2ijmt9qtI0R83Z4m6OVDRPo55b3N/xXEh3Weh620XxVnX1TX1\n1ZKvGk2U+83tvH8NIApODrUH+cB+NEg5h4wo7mTRWJI3Vr9vNVZfqrcowNnAZ8mxhE4600XbufyH\nMX7usRHled52he+Z5vwBh91Lx+cKGN47aCpiai+XTLp2GpB4XqyDGMHgzBWfNwb3ZkHremmhVqDn\nO8wb21wXas6z6fVhGFGeNibbWuHUnB9Q+IpEFwAd6Lm30g6nO4WIi9xE6mQ9M1B1g4hKi9LggKb0\nI1N+tA020RAxNPoQWbTzVjWgopHCArDdxACRKWDq9VsmHDmBiHF7Bt6/Y9977gG48FiIkTv7zG0y\ndeQSAVS7yAsAjwrOgbF43XH+9P96FNEMUvLzYu6g0Vu9dEUDmLNfD1gDPqOtrpidjSVqyko5s6hg\nzDWMokD8ahPAbodFTGeD0wzsNt3MwGBtDkIH4xcYPaQB9NLRZJ4WycllpytfkAzw6YAxoUeXCZbs\n2T2+i9yXHn2omoNoFLExmuPGaIu1msbk91NULHj6Yr21kh+U1rZ1r562KSogz3W+rB32kyH0LKYG\n4qRtQDdMp2v9Y8Vm1qIx56R5AY0WuVGxFno+ASo3TNQTG1Xrhn4OAMPAaKwfFVUoI/X0Xh7OIFZi\neeKpANxk+i36+Fwrb/Po4Uw/9Ry6zfKhE3AtPY8sRkRyWAASQn4ZxtxBhs/hk5MFgNerixF4e29s\n/Mro5FvSthnirMH8twtKexzeHT7EYWIlUqykifVFrPNlc0TGeHcjXGfQAKrnOnUA+tjZe8mhHEsc\nDwMjAFyuy4bGDOwQERI18K1/7p2F097lILrWvkfG/S4TOGcZs5KUPZGRj03H4+x0OdoTuPaakCuA\n402aHDnef9GxTABrZLiG82b7Y+77uI44GKij0Igdc36xrD1N8iq5olLGfrwdKMd2r+HeEcy25Iwl\nX4PN4I9OiBCx6e3pa0IEKet7jfludog99XQy0qMWxbJcQr5ii2C/FeDQ+ccBzN2JNALwiNUAWEnX\nJeae/xj2A8th7WUVbh2kUVFQ0tX2refnSJa9Z61JuhSxCGsRJzRtR04btvK4dpoFARdxGo22su1n\nqxzf2VGxojvK9wsswhfH0PLiK3oqgSznaelAsuc+6tOwHw/MoHzxOXd3LsHmfZ6wAQ1pEaeaqqvc\nyuB0mOeqzCF9KSpQeYxnnhW+s9CzJwd1/37ojztOMzs+V8AwRvdWkwI0Gjjx8IX7M4SBY/HfaDTF\nY/bqxTbd83QO9/Kf/oezShoweR27AdwXn754ef1CNzwMnOjmGBUhR+eRezsdDJhtEQGgiu7wTNUw\nI8kERryMRTDoofeAAV5IO0OfxEihFY9/9Qr4whfIlUYNJyR//L5ZRQCWVNkzAjc7LA+xVXgJC0D1\nGArJ9VUhVdrR7+EArXfV+LNh2LyZAwhUkAjtEmOZUDqX6chqE5mojdBmacD28d6tMo6aUY+MWjt9\n1UC3R3jt5nO04pCotudd7s1VFN3QtLliFOVdDV/NrTpFDs0QDl5TVgcGlQTeOrgzMMv2u10rRkKe\nKujTW3gfRnGM/o7rOSR5cikVtPw4vNfxmL3y47XW1BkXvaGE2/E2iK5cMBfpBfoGPhg2OBs4AoSi\n9/fmdZPkNe1eyZc9nqvjXFtprkO4Kn0R6WgzG8OdY1HYtUFlx6tvvKaoaqUxMkdWGjwAACAASURB\nVFrPJwTJGNZjMIZPSfva//vxKZ5vXx2MSxureRw7MM2gVsCqUkqUvHaisy9C9M9KBkDZDyaYZfnc\nvs7SGCHUmwto0/WWzekCSL51XBMBmetQWqFTR2sHiSva+Wij9/dyosX7uzJ7thJAlw1b27DxG0RK\nW+w/c0TU+oTb/hb78empnErJj7hsH0kt4XJF2V6N+XYaucy7eOoPFqAcGTGm+IpL6nTMBVWjq3rj\nvFcGCrytUUM/xFc/oYNLczjZmBSSNY8A6vkHACefgwOtDeS2yfDerCJBgL9nMUJuBulJjXICovEe\n87pkf5Nc36uohQMY6LUzDT20afhp0RUFLDOwszHL+QGX7TW28hqlvFJ9ADk3M2OrPDog0vPA3lg5\nvSMTKz6fK0SqCq3bfqmAKKswTGA0BObIvI5Yv0TadW07cLyTGoM1lJjw8eh7jq+JcRymfnwJTEXb\nlalo7q5Fpm/Y+cCBBNAn0zUnu9ecW0mdOLgM8yLujXF/nOdVVWr+vcjUSj16njtJAe1K0CU6XJux\nZCYgSUTuRPS2UfNruPNJI929X7pDM6dN66/2lAYATs9t5bE7LDRauQKxEUMc9Rlc34d3ep22MO+p\nOV3A6ClktV2GeTgHsxoEnCM4buOzDilyH6CVfq6A4auHLw3/nhG0DFrDMXmjYrK4DZJfIywiK1oG\nEF72wB13r/KCz74A++fci2BMnIRqeuO6sEFuwK3BCrS2upbRdtn+e6pzvWPgeYYht3Cm6FHcUPVa\nVAz85WAwpe6xtU02dxlqA4spkwNAhKaZuAuZQ94jcOTKm2zNQgQrCmQ1LzEnYV+SAsyZVRs9Zikx\ntq13eEpnZdLiyqSMprTQvRH2HdhvjP3QeoKT0qkPJ4XPEqmQTQerQp3tZSTsiCqnVqKjHvfzKInk\nuUsGIn211ezg18Vsnmunllr+ov1em0cIOWEUTdKH8jIWRCImpM4D0mL2HQ1DqFnROJ2PSEGrQWhj\nr+6h96/edrSnp+E9ndUXBy+hqofNkYro4ete36Bkek+YY6EeF+9tecReL88opUaxsqNBjWVWanlX\nQbRN65RP4nM0g+iKxgUVaZGYvzpoUq279HUsiAScIoH1hko3jSQcvr565a5oROpmteULNrz+QGtG\nY8miUNFojWBZnH79/KTPMfdNvGb8t+erKG3M9gDPK42qigZKDAReVChMlXmFOsZgJnGG6Hu9dLYY\n0MhKP43K0eoUcydLJmVVSM1YL0mxm0iWvtC+uIS1O9L3It01vHceiQfWeYA+NtDvy7lJgWlLV2zl\nNWr7uiHiZ3PIKdSm2G2g7WXHdu8utE41VyPRHJ7en9p2H2IikKrBei5bpP7Za2FlnfTvDgTjvmuH\n5+KHPlMa6FGfcHj9OnkwY+9kKkJDtGf3CNNYJ28Ew/lsSwwU44zQ8qnDAthdKCZ/yDkd392Vc8oc\nVFaqwYz6GIFMSVaCWzgv10unUQLerpQKCoRuf+GPejumtceuEymSxqxaqjomAac5X3Apr0dqcxsZ\nG7aGD32RyqkdFpXio91d+2N75iBCjzKN0aaYs2caF/vx6Qe1LmIdvpjqhHTxCNMo8oWh32xe2HjL\nd7QtEyX5tKYvjdlpLk1g9bQPh3FdnW+OCyEfjQ6MFbvkbvQu7Jm1Po1Op6R0eHr0MTBas4t4sVGP\nAcYxXD+mM9gha9/ZuTqMhTmKqIDoBk5nNk1P0+jpGn0sAz3V9AbuKDjH43MFDGcPWZS5fclASmnD\nll+hba9R0gEo9Yv0f4Iiikb+x1DtYFgewUAL3HQL+Q+J17OR4It4O22Wvb7VuhDu7N24RwkwL8Vq\nURqKGGfdtLNMQQ4bOBMkR0IsINnckj4D9fMGg8TrEWXwQ+5qq9fSPexbcoBXD+Bw6fXWAYp0rLZR\nIo6fvjrwH/7Pvd9bgaJF1QzMpSQlLVqoM5iIT8NggMlrGx4joEsHY08SzUupRw0HZcagfmoiM0AH\ntVZqY85RtDbY4UzPypjtmvkg0ufkHhk1MHpvfYhAmM3Iea6gZ8kvpOeqZVCcyzBK60dnRWMQuPOb\n7PsmnqR9Y7L6dDTg6QCe2cut4Fb7PArlM7qnXuiUIIAuSYzAEOmgy4Z0vQ45U2zeeN9cOugYQGU0\nmsD+2QwYBjn/e06VeWAifTYY7qfBdCdLXwNmQ4epKTXIQGwsCn6fhjY2aaRvZpXWjwIlzCIeUUMt\nqdhXI131tqRizYbAQLsJ91pdf5VTPT/PvY3vun2M14/fPF4v7AurTbNHOMswRxykWYRQI108gRva\nhf/NW5LyRBmeOx1VfyMo8JJDgfJMKnzFaCMg6Q8z/hdp0yGfVtpPy7V4zrMDaQ47kYCdxCea6ukg\nUjVV+WdCQWIeDY4JpHo0dHZyWjTzaCjtAWVWt57fF3vuo55Ajxuhll9vKtonwJe6NRBpoxEIzu2z\nz5iArM5H27uOgrIXlNtDyJFT0Tsz1GOOHcOfKx8PSKTrFSY9AW2r5+iXdB6/uEGFf8eSDnQUNKXL\nD/VgByM05EUmk8mfIkE8Roqjwq6xDc7ReFmvbq3n+MUUmbhmRVvFIzxKIx+iapMTL4IwByMLUClj\nWQdgO4Of4agT22QF+iawYtHFVa2+eJjdmYMKqD2bnf8h8cNYAshYcS4GBkg5FW7Dthydpt7vE0iz\nf1sO+SrS+dJeGn/6edMaG0FSHNvYzy+t26sI59EOoD6fQWjcNwKII5DsqWjgCC4pI5VHZBbRojk4\ndO855+eNYzKnWTioa12BtXHv0xisKiqiMzpnhXJsToQD92tEzsfnChjux9vl59bJ98pNtLZjxzsB\neVkWmtxubsB0DwdpnuDaQLHBjpLzPpjcVML/LBoxt7X/oy/ENhE8YhB+j9L1Jw8VEsAVBKFY3NAX\n5+WLa7SqSbY+hun74tN521D6lBtPl2BIacFnNm+xRQqj3dNkO2T9felJjpSpygIkLVdxy6Ai9Q63\nQigbsG2dgik23hpVrexzA1RWxmJ2TNs5R5UhpVAvwr5TNmlHjA4aiIx7uOU7WjmLuV1psgH8c72W\nRULtqI28xqGD0wYvzTEfKQHbBtRMqGnrlDgVoWGjEJuRHKKDAHp9Naczh/ym1fiZoWWG6iXJVLD8\nK++A6Tyr2RVrWIVSFPX2hOPp7WnTWx3z3BeDRuf/RAVzIGNFflde0snQXoHAk0EnDTnVAzNQa7UY\n/bIacbP2szqJPGLXxIsZveVeciJsRIO3lSLdavTiziIw9yIHMyUueqDj4UqHunF37/PoAY3jEw2R\nwRPszr9YYFgiCO+fvoivfvJvQ/vWBkpcv7rym7THVVYX5YU4iC51pWVd465a2N5KDBmt1A5zjLRp\nH7J3woEMRqeIOVlyAh4a8GoDa+kZ3uugGjyUD4rvoIItfzdDPtRKQEVuG5Qfo9hIpGlGasJLh6lm\nR2pmfCeYpQzOPbVsE8tRhddYS9BzSieHxPO7L+LpK3/r8zfOA5t70Ygj897NNFR/BuuY6bNII7R+\nbAcqH7hpNFAecYx222ernD+i5CVenI6ZH0DmlIrtiW3yiJj0+SAmFEoozGJbKV+QIY7exOlEcZ1Z\nFX6diT5n/WvvF+MiRncofxOjjvN9ElUwH2Cl+yU0jYwqjR3qZKiAibsk7gDDxzLkJyfjsvM5r3tW\nlL1bV28CKfIdxkzlS0mEYa742K8Tf46D35lsKwffS+lREWSdas/GtTzakXHCcDvlCN6L5vkpCzr+\nvZ+raGR0tBIVdeJ3ZwTu7JFgnOaeq3HHiNkk/haBsu0lAPpzmxNhZgEFGyKCf7GLR9A594cdQ7R0\n9Wy6ZvRAj8xF5jY4Z5w1AAw5qPYuW+63XWMG2avjcwYM3w3/jp4M+XnfA9rajpvVKyw3p5dGUGjH\nS95s97oZJZUwyjSrkehXi15fy+2L19VNipCRsSED2IJwxYoKF/n+RzPRgH98vpGrRFlfTNcwgzLn\nB5R6RS4PIM4hl9E2KNnoadd/P1cBddH4oZCLY+BDFVGlvAUp+JTyC6UAORMev37D1+9Xp3dKHmC3\nXWI3CwjrUcFx7GYgJv+4VzEi1h6MdE4rO2F/s+taFLMASDmKB0mkjxlImpu4OvxeMQKogNRA54qp\nlguBkoBPURQnB4hDJFTbtxUADxnMosga72msKc8x3DXqZ8W7n2sXtEl0FoZRUEhRZZUApAQukE3e\npdoDEmecQWENjc+q7qnztJd/GAGG5+lY4XEz2O0d1OLV+/4WjSv24x2s1lVS1bStvMaGhkwm3X3H\ngLwHCmeZ+qMBtwY+pLi01b+6S42aQJw9s3wpYchHMu6xbqpWVyuqss0b26qYuFPQNT/EZcsBX4dm\nw7O1Y/z9LmOjGwZzfkg0bFaRT2vzSpY9UQYjoeHw55qdguZtLzOIVW9y5gO5SdkDqllAFDOICniT\ndcqUlTmUh8GWZbxtrA8V+Ao0RABKP83uDHO6tuUPDvNcr2f1Xx99aEcRm+cqzpy99cLnRjsdnCrS\nDitmfk8FcnVE4zHm0t+lPZpTjkico8koFNE7hgBW9bmnvXBwji7qCQ7t07nzvH8Nn7z790taX3Ru\nntTDAe+PWbre0k9MAGQu1XIvkjUv7oNqoYICYznYsR/vkNIneLr1qBAFo9baFB08y+dhy9PSNYKy\n5/2uwJRHr8AjpU77vOpn53e6v8++Llag0TGAby/2rrTy2aYyYMwsojdUb6e1Kp4nd6b+OTWgHaik\n5cPqezw9f8XXqdmYvjcnzCCPdPV5LVo5GV4yziOIHKJtvk6dmSt9nnSGRm3PYH4/jWEO4ziyH04A\nLubOGU0xOFdWa+6HomXxvLw4386p9QbghhrB6KJSwHCfqd1EqqAbnaWh7zj0ZyydYqkJQwSvPg3n\n2JoyC9IZ2y7axittgKGkSVnYCeboahm5ZeT2OBh3c7/OTgqxAV4hc8Nl+2jZzy8dnytgOG/8Hwqn\nxiPytPtnaRj86H1fhbntHJMzz+nS8wpmGogbhrJRt+Pmm5xRYobcjBQmlofWJs/GKQH9ZZ7x/Pw2\n2XN+wJYfpX6NUefsBWpB1twoGCyLL+9N63g14JaBZ4k8eV6J5uqQAUBT7SviWadr1gLPFAytDLok\nFI0Emtpo2QglA69eJbx5I4Awe76f0ESV5YXGhJuCtkjxXOXkufM75B8a5TMlDCI30s/yLovyZ1AX\nDVNPciYZKIRq56Z+3dACvfcZ5B2aq1hDzmILzEtzdMfcy3F8Nb8wAeJcpQF7xe8BQAoNiPTaowKH\nqTtozh/dalc5bRBxhljmxOa7FWc+GDhqr4doOVyVwEmVSc2QtfypiLQVYXutTn2n+M0GfPEV8sHI\ntwPYO93RWAOdX9zbNdPmUr5gg4KL4b0Wz6vkHOyePDN6u3N/7y1abnmEdj+juDX4s4mXMIPyFaU8\nnry2UcXvJdGKY46u6bn2jg4iC+E8e45Zoc82Q8n9aYBKpJvRMebonOsR3gN0/WC0toNJzhGp8W1p\nJESPaqSy9r63epQEExdgFiGg/XiPOu0Hre3CFjne+voXqbVG5dnKaxFgMUeCR7olf9ojiIlkXd5r\ncPzdeWwCEF/RTOCUgcygrOIm9yLwcyTecqyRQJuYk2R5v5lAN3IlRS+OfjCO4x2O4313GEQl0JAP\nM0Z3p2hXO8AkAJxoF/VJYDC65uNk9Fgke8oX64+3VgK3diIDaCnM3V3H/cC+v8Pz/g/LgaBmquPs\n9c5kvxeGgNyn10scRFXSJsXryyNyeRjTQwLAje/CnPscAeNQy5Rne+IOLTL05RDpecGRYt+Nv0eQ\nH3O07J3kVFw9kdG0P+5RHKWfvYacO3vOavDe/mCrrAqDz20fnEcDLdGiX4xWu3Or8YHn25fw9ulv\nT+teyVewCwPJvWX+VbH3uElaUXgXYt+/VGBc2hKidri/Hg7RJQswTPeL942/0+LaNpcsQBAVoc9K\n1UH0Kyhqr5gklETdGdTn86oUw11q7p0+OKupTt+JzovgBLE5AAApjWMjv5ztc7Nz7XsxkDKvg7PC\n+KpmrznXIpiPOgIlXQdcEffM/vw0vCvxmPtwrkP7ITGr1fG5AoYzcn5pcQGA2TttXhYHR7boRwMP\nCEnn6AarXLj/zAs5/Zi/0LTGWxKVrrQnXI5Lf18T9fpYMWE/UIDS0ZAGSt0YSRxB4nkjmvsoeg1N\nZt+9HvJlqeEEuOyxUWe7l9CQibW19T6rBE6tR045gZqKlJjSm/YNWM4RhU9Gq4RKEuVqlXAo3erp\nqeGTf2hIJmE+4iFwvEbrdM0VrTIK3AA8AMBwxZNdNlBFEwYBGaII1iQy547007XlMBVUi9DFnMEI\nao8Kp7taO+w+Yux0IR+/p/YTq3jCPI0Ne1U+PzsRIZFQeHmTgujISVQZj9YVR3tXSSRkb5Kr+G6X\nvMVnzVuc80btHKPD7XUsFG8PqTmuRPB3CEpnpYOB2wG+iZfYhBFsAyn5ilIfgEvpkektAba58AU5\nUjvvvFeWnB4NOpcGz1WAZb4CLcELaJrIhUeP5DmP/Z2LVgAYN5TgFMpN2AJzrS8zpk3Nz+TeIwCc\ngVrfZCm88xcQPZw23ehFN8NFNtSQ4xzyqiwykdIFiRuKivxEwy9Spoa3S9coQpNoVNgoKSU0lnsn\nbuC0nRxyUvPwEZfyugNDfkBKF0RZfEDWf6t55cZQMI6jCI2V2UFlmcuQeUrv9nMdT4uW29xW0OhO\nkrR4+Z0i3wbFUnJ130WpivkwQTDNz8atqtOm+vtwHO8EJEdKYRiHuU9iVGwGDvK6drBj78QswDSM\n0Yqypg4XN3Kc2qcF7e8IMLjTAtuoehvm+6uHL+GLb/7FEFlaAS9zfmz5cahVpyf0fdf6Pjg3bT8b\nlFIBUJOcas8hrdXZALODNQILPz8VZLo4CPU6elHQbnzoHonQPOujPqFyoKvNuXjUc38zuliLz1sA\nRZ+9Hbc+h/Sn0dhlqhfMMv5LEDBFiGKeWYwEWn/cqxM5AEIa54W8UtVzuHJ+QMmvTqBtBnzzz8GG\n+gxA0K4b52tvj0Si9vpe2W1rBoXVx7OUntimef5HwBHbGKNlAHQdCyWo7kQFV4Iww3e4U/ht/TBa\n9xztjkfMhYxpSnY4YA2RMd9DTFBniobHSO25GzttuT+b9Fkpj44VWjuQ2o7cNhxUgPqExKNDWK6j\nwjINnufv46wqp/b9IcJbb3g63g0pD5ZDGgV95rQGA5aYxtj6yNaO6nTavpbMjt/V8bkChq+u3+i/\n3/OuxRdnHJge5SvlUUDRJciQB3DWbFPoN5Ofafr3kGsEiaLYv5dKZ6GxCWJoGKXSjGczto3Op6Id\n9FSB5wO0N1GKm8Gqhc/iBreouRMNhNYOoB2gY1ok9TsDNzxRj4yaxHcUECF0EQbLOdRo4iDqEMRN\nmLRvnqWey836CnBZ8rcfVXzl76rKYHfQFYFO7AuJ+mmzQlQQMCDGYI3E1drBmQvgRFoYoBHP5OI5\nUiYjGCExImld4f/1+68cidwCsFWMbUCQXXreGs6IZSOOqIRYuiBPKYyzGit7LqVFIR382i8H+31o\nyP0Jm5vVL9ybRE1uFXiqXWRDjdVY9sSNq1A+xWhznJMReuFS/a2J+q52GlkknUhA59MB1BDxCmpv\nNoeZ1cjODA/Pln5/61s36I4GHPDagZb7172vfdOJOblD/60OM7aOt7jtb3FUKSBtMu9beewGYb54\nvyS6ILWCpMYeALDm7cl058GY8vkXDKmoxhwFHgaJ84UnunuIz/loMgXGXKlI04pgQKS6zzmAfX1m\nNQ7K0J6SHpZdGY0DMajGFyrmlOS0Ya4F6wZoa2hIoLaD6LkboM8pbNyb0OYfijhFLqK+jGv2cj1k\n3phC4EYq5JXcLyCNCotPzK8Na7us762rj+r7Q/OeEdd1FaKxSKAZbsfxDkd7Vor0fTZN1QLmGyWJ\ntnMC8YHESaKD7eggLVDsmBtaEgOIaB09GfJm8mVMsQBOwOZU3JubG0tDjvss7KbXe/ziN+HNl576\nojbbS74/k+9bA4AHdGFkBe3c14S9gZ8nwSXbC+26usfWaSxiaQdn36Ab4ikVpMnA49xQ0JD5AdjE\neeolUWzpZACcILmkGVu7YjMhn1DOanbKDOqjLOstH6NAi1HQGSzrxuWCBx38IbJ0Jzq2jhT1dyCC\nQrsmc0NGwcrQHaJrkT4/0/Yq49XDN+ILr//56Rp2ncGYH8ZkrXrqz0OyR8UomawjjFqfMYjSsRVo\nfymt55wbb3PC5kgsHWG5nREQRNAvdq2CzOCEkTIj7FFEOW9VYD0qatLg2Ptwndy+J87RSBdTCdGv\nGDmPgooHbripAN55zi5KNYQIp48TumPq2N95nVXbzxy0hXxZACBmpAS02tAorHsaUZZ9ZQSuc+Q2\n1qVkbqiQ/fNeilesnz47B4zV407YycFV8hVEj+eI63R8roDhbHxEQ8cHzAaNhhPPHkADN1FNDgCY\nQbWfzxEMhg1mWdzYjriZR2WTCBozOSAdVO3s1Mqg5yoCIW9FlVMWqAPEFWgdELoncwvgEgg0pU28\n1JbbMQHGlQfC+pi5Ae2QZzri39CRkNb9gqmRPhTZYLUp3qSmi6yiWDHq4Rs0TcIEqYrHPn1FePZM\nFFm2IOYeiKLuta85obqIxGJs1Liykg1231gQ3qICVJIYMUcDl4QaEZeBSDuPSO6rBn40Bv3ZItiK\nToAAupIZf9Z5CNejqW5aFK8g4BaVPuO50z1TjFQ81+6AUCN1HcULfdjamCdlhlUE6pB7RVEm7zv7\nOTtLEgEtq6GHPh8ACalquDXm3kVDyCJduN1A+wuCE2pIrYQbeqHvTnuKYGvLj6hlx8aPyPVBpf17\n7TVqLH14q+o9Flly874nKsi6Mda2o+ar5LmtKCZs98+gdAWnC8riXY1RsBn8zcDP+qrW2ynSMn4v\n1lMcPZUpZRDT4BX2nKoJEK7ocLYhzlG8lfhMbTuO4Il9//xV/MPbf7cEnveoXAB8Lswbsp2TqIDq\ne2GUtB2X9lpKUzTua5gVP6cm79yNOnXe1jG74czljk4kA3oWPdcSLZ4zOEeuFIQiQdbZBhRcUaY1\nPYKRyCCZczTnMWcWylStcZ+dBC8U8Jd5n43KqClpukAanYdxP7Y1sworJtszTyVqfD93ugbGtcj6\nSJkHBjTj+S6qUxLASUothSivDrxcK5HUUfWGitonwtyXPNHRMW0OqkRZ3k87ux0Aj30eo7VR/A2A\nzG8FMblpKZWj+d7fI5ptdMiY8EUhgERd3ctMhTlR6+6RTHfseARY1lV7L84F1hUABVrbcXRANdSj\nW4DHvp50EZsYSYmqyasjiiStomH78Ra34+04v+N6FmiR3mbVaDjnU4550X4NjgDts6QxnfOrHcCF\nNkr/C9vC2tr7bNzb7oJCXcv6d1nzRp/Cc40HcwNI3xPd22bQNbfFwV3YE2Q+Pfvzxrlj0bF4z9nZ\nGPeje307g6nepp4fDMg8uR1v8bx/Is5QdOdg1ugk59CPU1R5ZjrM88wcafORlIJrFFYdfbS0cDbo\nIeMzBmPsPLtm3xvH9eKlfQ74jwCGf/Inf4Kf+ZmfwZ//+Z/7Z8z/D3vvGmvbVpULfq33Meaca+29\nz+EcQKigeLxeoyUKhW9MWYUXihCjFf9oYmIMGPWHwWgIYhRQfCQoIgkxhkeixJ8aY0yM/uJxr1QE\nTIVEE5N7r1WBQgwEucLx7L3XmnOM3lv9aI/eep9jrYNl3R+3qH6yz3qN2ccYffTRe/ta+9rXGO96\n17vwB3/wB/j85z+Pb/qmb8Ib3/hGfPVXf7Ufczqd8La3vQ1/9md/hocPH+K7vuu78IY3vAHPeU6T\nDX/yySfxlre8BR/84AdRa8UrXvEK/PzP/zzu3r3rx3z605/Gr/3ar+EjH/kI9vs9vv/7vx8/8zM/\ng91u97TXftg/BiB4v2xBHMtDtBuTrzHCB2hIhsTbs9TeWIyfpbbpO4i0iNmUpKwDhU3L+ojey9rq\nwgHoFe/2lqOnEUsLhZncv5YWwPUqkv9mwEfRAqBdhwHWFH6G0p6YIRrccM8olUnFQAYQ0EVCh3Hd\nyoMxYyAAbTaPOtDohksFTgpw9ZppVMG0zToTeJ5EDv7OrhU1BhyMcQB0YsDZEWpRhbqKMdqoJ/Db\n8H9RNKUOi+lAIxIgrsISKfvfnVo6vLceCWQ0QObCEWggyNqU2s8eadNFrgK+2Id5wAkgNVhv5LEq\naGUimXtQML9UmWPXBXQkiWJEtVI7P5GuOkEO3sasMNgAYzR6TVk2yO6P6pkuajElYJ/6eWyRvnt7\n8DMvh4GVcUues1XP6XjjGurvaC/DPuW9b1zM9Uap9bP8Yu1TnCHh3Imwn+9hynsc9o919Lm4Wcjv\nz2tOxbEZpeZH2p4PB/f5hp6zF/KbvO/QR6QPyrDWG0Gh0Wt6o+88f3EEhGMB4J6GVVDWZfParGC3\nXc88XWA33+k9v0E0ZPTqmrPAqKan9f6G8SG1Hud84f2VNCNfJ3nflgpcBZCjX2PJiJaLmDomib9v\nwaHD0PdoSlL/c84CitbaU0qB9g6Ys8vSDkZxJf2amJGjcxJoojca7cexoKx9/UzPiVFveU7qGBwN\nuzBHCQlUUnO+ZBUhGymYdh96PV29XBXLGaP03dxZFeDNAJi83iRPBL6YfD/Lo7iNDLb+XNTxy7LW\nj+VydP8yhyLN6qyrGbnsegE5oAMedq2JMhDAYakT0gDWl3IC48HTRGNkdCcFZr1xrWM40MRdDRLb\nG1CkABMlJExIU1RvPKcBGwAsdcGyPsSqNMmnK9Owm+5gnu5iN9/BlC9c6K/dw3aEcPz7TXmbrOJj\n8T6jgb/V31gbsVheHVrJDR+LuF4FZ5WYUH0kb1xTt4z5LUN+C/R1OXOUMTIfRjX5cU/wfnXvsmjo\nVumQOHdGrQ1//sE5F8V8Yo56mz/nLL5aVxQ0Renx8+MeEcGfreW3loLQFIN+oQAAIABJREFUqKOP\nf2pl2+JcMLE6O36L8SJpCvuWW5xC/mC8rwDYa9hfPfrOOs44V1GOFP3mhN6OMFueb0ozplww8V6Z\nKueKqWP7FwHDj33sY/jZn/3Zs9//zu/8Dt7znvfgda97HZ73vOfhne98J171qlfhz//8z3HvnnB1\nf+mXfgkf+MAH8HM/93O4vLzE29/+dvzET/wE/viP/xg5y6L1Uz/1U/jUpz6FN7/5zbi+vsZb3/pW\nfO5zn8O73/1uAAIuf/RHfxSHwwFvfetb8elPfxpve9vbcH19jV/8xV982us3WlWijARRWFJN/7YR\nAdtAz1oENtEz697dZvyI6036dgNANyQa67DZsfEcQHRChY0xgAw7t0aIegppBU6rS5VTKAHQteip\ntdwJy4ux69EN0QxpATR0fm0RoGwl23l/8fcQD/Eui+LlxQy+O4Nd1t2iNdT3XW/oR9VJMSfQ5Yz5\nsbkDdUa7rFqmgWOkL6cmVBPEbGJdQSAE7yq8nETlASxWoZ7WCi84b8NAJOqoKZFPwThkXOEsxpHO\nWtaMUhJOJwh17Jjcg+7PJY5FUGtNIdeGa4/pY+PglfdakTb2oV+aUsuztkdSWUVkQkS0hrnhdN/h\nGTodC2KEai1DOtWWd6j9pvju+bPboCib0Z0gtL6Luc2/Uvv5bGOHcD3jXA3zLDoyKEsucDTeAQy0\n7NqJhDCHc8Soqd+T9J1ZVcluMSrH6NqY2+XGRzSKgE0D0DaoZX2IZX1wQ74LqQrrBaZ8iZkCDTBF\n6eyCWDLActaMNjOKSXTRmuglD7LrI0Vs9ND6FZoHXA0myglUV8lnyQek1P4Wx4JRu9s1EON5mptG\nrc7pZAqtKsoV5hPZu2Hrbw5rrqmJzklAns1hANHB7HMjvLRj7rWzCAZGQ9e6eY62fk/yM9s59B0j\nkneYV5vD1k0G5QOmPMjKR7rkEH2K+a9+X8rgiQAjzodIFX263NjY2u8n0JqQTtkdOZQS6LhKmkWM\nJtp7HAFiKeKAU8oaWSQyYQDycVzVUaj5g51yZzk6s2AsQ9CNyYYBZxRKSim859tzci3XTfAnvhve\n94LMM7iuoDShBgpcJ6LR9cre300Op+YcU1C43MdpfYC1XG1cp7R5kpIbu+kO5vluy+cca3xWtPq0\nYT0VOlDdXAPlnglE2R0VcTxiJGUEKBYZA7dSYhzfd0rICJGeAIyfzgC/ja1wm9L9rYAQDfx314R2\nXbH2blfyQAGsgRYrz2Zr+FlNbGdinOCiS/ng61+iCXkSlor3GfajLYA/sj2MpmzvzJYzROoRF1Qs\nAuzyHXWqStqXUVK9/2GexGs57J6Bi/3jzalZW45+UZq37WM2tknpzEILFSpvrStqOt3wXrRSUrGc\nXHRqed8umtT2uERJBN/me97fGIkFZF6bJspuurMpGLnVvihgeDqd8Pu///t4xzvegcvLSyxLQ6j3\n79/H7/7u7+I1r3kNfuRHfgQA8C3f8i347u/+bvzRH/0RXv3qV+OTn/wk/uRP/gS/9Vu/he/5nu8B\nAHzd130dXvnKV+L9738/XvGKV+AjH/kIPvrRj+IP//AP8aIXvQgA8NznPhevetWr8Ld/+7d4wQte\ngD/90z/FJz/5Sbz//e/Hc5/7XADAfr/Hm9/8ZvzkT/4knvWsZ+G2Zg+ycEXBIjx5y0caXrToYbIH\ndOYRG5TZLA/npnwGvQjdqIV2ElUTO/reSPWDGggu3qK/tL6DEEEn4BEKwLP3rwsjo6mgei5cKLgc\n+hZKChotDwAIjQ5L1OiBBprt+5iPYddtRvEIihNJlO9ikkjf3RnTjjBPPYDSoTwTiYkCMUTA/gDs\n9uTHW+snvm0UwbmeGhjMSQRjWuF7+VQDh4RaWj3AsjIseJhguXt6e7n1ly2XsZVQgquW1mDwhebD\nmQkpMeouo96RDnICcu7B7AiIBVjK9ZVVgGscF6I2hkDWz7TyGv1x/XjbPTCT/ssOwNmM4pD3yDaI\nsWmOIoo6N67FcJM5vfq84hgRYe4N5gi4FjknMUtE8+HSPTynrsYopRqwaz12UTMAQgU10amLGXzI\nkktmIkxGETfjBZB3MFJnt5wn8XdG+9M505WyGP9ZMxA/RliDOM6mERIdWOEZcF1dnOe0POhk6ONG\nKs42qfE657BRKp1MjrtAnXTTCuU2tmqlRXW5se6WtRjBXNarG4Glfd3yRHth5mFN9+sIre0L984M\nGTOK3RAy8Y8YlbMcLxOgMfp/rOG6uwUcxj0g5jKbY0OdJO50WCsYCaQrEAuya/Nxqw1RQ+/PqNim\nAHwUirMr7aEXF/Nahl1eIMlmAyBh56A/llFiVFTtM9ILYxQ5tpFG2Ksk9jU6zUEgc27BWq78OR6v\nHsP1U5/r5prPMZ2vozCLP3uL/g8Gts2ZGCkxQZ+lXH0RBaZbhAeMs3kZoyMx6ufvzVhXOD7mW2yc\n2DdR72gRR0GkU4ZIi0e5ts+d0wzMd5HyDuu6v1GIpNQTqNj55LpmCC3WN19d38eadaMIzThXRopf\nGxCx+5b1Aa6Pn++iilt9yHOQ/3KakdArQI7N8pJ7p0Zf3mRUUG3Or5sjO5tR0A064fjc4zVVLshp\nRU2tHnfre7v2rO+DededJ9rBVo/WAjH2/sXxjmv4lhhifD7WhwMa4OxepV7zzp2VOR/6aF2ct0OU\ncXRm5d0e0+FOJ9AU51CqWaJvIQIbI4zj+8p1RTXnojqAYo3PWPKiE3JzwbeBqhrEi2w+ypiEuTDe\nZ5j3Yz3DrfZFAcO/+Iu/wHve8x68/vWvxxe+8AW8973v9b/99V//NR4+fIiXvexl/rtHH30U3/Zt\n34YPfehDePWrX42PfOQjAICXvvSlfswTTzyBr/mar8GHPvQhvOIVr8CHP/xhPPOZz3RQCADf/u3f\njrt37+JDH/oQXvCCF+Av//Iv8fVf//UOCgHg5S9/Od74xjfiwx/+ML7v+77v1vuY88XZgh09d06f\nuiH3xCaRSS3bJEzqlYDVnbKIVUQQlpgeaD4kHXdex47GGcEikeytSTZ9EIOSGMiUuFEpcwLvNKcl\nQalGZpCHjV8pebTqz3oNPBfQTumBBg7jemdRuy2qIRE4m4FHwKRG+gh2x8ii52ygqfWZwb5UrJQl\nTyc1RmZjJ5JH3QwMRcB1eUl45BF9ccJ9jKDJL4vhKp82XGuBq5ym7tzhM6xO5aAG2kDcNhjcUiDt\n39VgEEY8HiKJW9fv0UrufyfHMLCn0B+FPums3/h5GxcDrhYpbdHXW0RwnLbLTagn5kfafDDAZsav\nKSgu9Rw4hcbdA0QDYkaV9fIPtQeD5sRYt8GgLf45N1GMlnMk0VTGKueaak8RjyqQ9s9scwNjBiDs\nPagBMMd/dl/BkcPxs5zkPInAJ6hyZXGQd7YhclAz69Yb6FqTsat7oFZc6Aa5VQTbVdDKNWo5AfRU\nZ9ycSZqTFHcWA+HiRgPBVf0SvHaWDEtxYY7b66Wdt6TPb1nuY1nuI2WlGuHc+I5UWNsLmkE+OxCQ\nguJNwbYT+4jrd4gw804cbzzrOjsnETEzpsZIUYyNSPxYpLluVcpXCA1b3ylde3klOItklRqLnXqp\nq/vWJlqz2Ms9vE+8PQe2SoLYGEXBIo/eGoUrCJVs7bUWadhqWwYks5heXI4gnLqIV2esUQIwtVcu\n5uFEyp4OM6d9F+XoIsxAixCbU9iiiICoBAcgMxrvNt/OnB56vhKAshzbR+e21DrbPbZn0Ym/jc5q\nXSv9q0VIbwBHetNtHYqR0tineyEZlvfptLmhcPxYF9XWDXZRjrV7hhG0rwq2o+qx3bvlqZmQSbL8\nzFEAhFeJVO4eQYy+2HnsnC3C1J5TjNTcluPWtyBEliah5FKgImrEbcoH0DS35xaZXvEdDmq2Md2g\nm2OpD2KcaWpwT2eUx9fbwTLvUhfJlPETx42JV91Gb4xlfwwQb49Q+L1FOVN7/nbN4/tUecWyXomN\nn66dzhr3mXY/Ia8+vE/ldMRy9VTbk1yojjwKCjRwaloabE7GMN4+hrWvHx6BsKnBbuUlOphH2wel\nnqT87QwwavN7DuropbQ9e5wjY/uigOE3fuM34v3vfz8eeeQR/PZv/3b3t0984hMAgK/4iq/ofv/l\nX/7l+MAHPgAA+PjHP45nPetZuLy8PDvGPv/xj38cz3/+87u/p5TwvOc9z4/5xCc+gSeeeKI75rHH\nHsPdu3f9mNvaEjyFgEz03TRhN9258TNbxWibR7xJLwuw083H5BuB80XS0EKklqpqpRsLse6VtWj3\nmFG4z523uc6NJ2hUIjqaKukKulolAvNgkWjMw5PQO1Qu16So53yBtN+DdpMLAehgtCiLncevj9v9\nxmbXmtSYzxpeGsJPUb1TjoGPk0WkWlmFXq2TqP3N6J4dYKoRGBmgY+/HhlkATwM/9pkxamg5gA4M\n9fh1YayZkEsDTf75icL1y/QoK3fY2KKURmU1J6mMY7vOZMdrLcbRftwINPZ/B1CZuuOsv8n6JcMk\nhFOVOo+lEJYFwKmN0boApbArtJ5FFW0uz+HvFk4NdLeRUsoa5WOPjrBHS8zQxfhzfMcAfUfau8bP\n2IOffUfocBZNPxXQJP2kkrHjDVXL0QCKlFWNAvGk33cy8eJVkegN+kmpgIHH6ArQwOSx+FcT1gAl\neY8sr9jWCxvXVZ09KqgxiolIFELoYlxF6IFqkoLn2PLEtn+2oSfKSHVBKhkrjh75K1ofzjYpM8xk\nMzuv9WobL1FyEBiNZzd4KYEDRcYcehGUUDD4Wv4heT/RyzpNF5jnu52n1aMYQ/6IiWGYx3qaLt2g\n6Aw3mx8VQDKPkP6L4E+VSvlyAg6TrPeWl2bjbnPYan96pPn8xfYoYXDAEHN7P8zJ0kXEdY4YMIyO\ni0FYzHJZSrl2EaTj8tStht+Yc3RWusINb9bPtIiJR2AVfMf8oAYqzLgJlL5IK76hhEp/oQJu5v0d\n7O48Q/fh9j4bmCfodjy+v6GxOjQ9DzSlVqs1hc8ZDTKIhaEIYLdnTgzkysjMmM1ZNraRssLh+/Yg\nPOJsaxUPUex2A/3a2dXEDP3VuAZugED/nPbdiZwBouBYgbxB5e/uI14XsJlPWssJlTJI38OzXO7w\nvp/NgwhsAWTMyNMeu52WM1NgLJcwfA1sCQe0Gzlv/dCdg5/WX7tfK0Ewqdo0DmrbGYMrRExbFJ+A\nBZhwgJXZqbVdv1xAy1Nzld5I9QYAJqSSkKqMU9ExjNHyUk6wqKfcQy/cYk3KmB38vbc8SwoOwujM\naGPX2AFRQwA434u2VTULSjnqmPdR2FbiYXaHUWy1nFB0DokK+FO+vowR2egg6q4xRg9rYx+MZTvi\nvXXMmBRFhjaigWDUunSRWDvm1qi4Hiv3nsGpdvNuq31RwDAKxIzt/v372O12Z+Ivd+7cwf379wEA\nDx48wJ075+Drzp07+MxnPvO0x1g/9+/ff9pjbmv73aPyja1V7jbE+YI3LOZnVi82PlMYOPYenNEL\ndiafHalk1ryuVWp5WLYwVrlempJsKIAcmwhkyo0MWTRMztxEaKwkgC3euwk73EFOc8dtZlTU4xEp\nFGLuFsitBTZuFDZuugmRecIr6wIXxlfHnwAx2E+lbWh5le93SRhYO8I8tWgfwqni90VBiwGwWoNN\nrzUEUxLwZb9ntndJ/67AzkBpSoQpA1lK82GXelBWWQq7C4ASEGVTJkbgzvb00VeQLJrY1u4x7a3a\n1xr+gM5ZvQkW2+caoO2AqVJnJyJMaXvhsLGL0VMbI3v27iPojFY4AHTD16J55whV5nRlgCRSy4ll\nniQGE5wmB9bcH8DfU3JBHQar0ERU4cWkwjc6N3k0quSj5xE7G4ApNWPfN220aLoZMl1UvuJsLY4P\nKa4lamiSXgbZdRcd+F2INu1SA5bm9Tej/7giLRPSIsCyhCiNUPiacR8jIVtRDfmm32xMNW4ruhYV\nRkVNtZxFPAzEARNy3t5w7XfuuQ95J1uRwpQCqBjyEWWYwwY5RFly2oF1fT6jjA75M/N0qd4bG3N0\nc4SmBOwhIHBOwJ0Z9e4OfGcG392BL6TUUZ6oG9aqTiUsFURFon5U23rnQjT6jgDyTqmjg9YqQlBV\n3osuOmh5rsYgIXjOO+bkc54qg5YMOlXwumBlicyuwbDpWxPesRyWM+NL9w0b61Hk4yb59M6YD84X\nd1jGHH0dexsn22dYb+0sP5MI9bEL1OfeafRXd2QieBvRL9xAswlis33bUjIsCjyn/vMlPC/do1lZ\nETSW6oktUt7julL0WXpNCr12dchyjDhFoRxfqxA9piJCVjfAXbyeCAijUI98qjm8BsV21nuQNTr1\nqSl2XXYPbhRDLNWiedxTRVr3SGWHaRAis9bl9xnVaMvOs2ZifvE+qcXGyMY/fvWTtT45bczLsJe4\nE2YpDeB2qQpW75nEibCyLApmt0VbtIbz7ybJRS8HoIZyEcEGjfULe9poH8mPbBDLfduk1qrzL6pD\nNzXRkLcYCssb6O6ik0HpVnJiyZ2FY5Q9CpDlwdlo93OmdMsVa13dUfB0pRpKAF/xfsHte6a68UmZ\nd7WuqGhzMlLi257XxtDp4B4Z7Z1hDL71ecR+IjDsWRL/svavLlcRVY/GFmu0bB0Tf8/MHioej4m/\nv6mfrc+O7du+4ytw93K2jvSr/dPr8O574OLNn4fWajNr2wzg0fgzg1G9h6KwRs2Qi0A0RA+7gsi2\nmUTjktC8SXMCB+PQaymZAEig7nX3RObRxLk3KlDgKBi5sWoAMhzBcA73FccXGz/HMVdQaxsx24am\nxq8ZUGmfMc/APCuAIXhuXi0N8NTCTmVkBr76zl1cPc4KuMgjczdM2S2nfAM+UA+OgaHwNwd2MDzM\nyBp5i3ur2HyEYyWsC7Bqvp8hgESSJ+gB6HidW1iNzs8d78XxmI2RC+W042wsU2rjGkEmII+91gYm\na2UH3davBcpNbIdtHupctMgebQGusweB9k6V+JmtBxWMNf0b2bsYHC8vfN6jUroFYVztQW6d2zb0\nDU98M7aGdSdSZEM01KLsbMByIqece2RBz+33Gt9DNwLQohtqgDBRcyDZOJuRqWuAbE69o0oMHzUQ\nUNVw0xyQKoIWjIpqnwHpJjYrlU3zYEDmzwSY0XJYFlS2fnpwLf+lZowGEQ3m4p+rqgS55ZkODwUm\nLCGbY/ZrA0Y1uoIXfN3juDo+B0ANe5Ak9AtVKsh5h2tNKSPR7F5hyjnUZU3N8N4QQXInwixg3tdu\nq8tqL24sH2Hvi3q6KIKS1CYxh+9tEskeYH3oXChQKmlt79LoVQOa80bBpAguLChaLqWpYRIoZWRS\nsR0tvmxU182WggHtIMUXV7v8c0ds3CtTOtu3Nx2s7lUJxxpY1K8v/LfP3N4M4v44ti1QGMFGCs8/\n7vVgXf/Cs+jWwo37tr7j1wjICstiu8p7yqhIyKAUagBHkNixkEKOdfw6jtXoZeSwHhdbn4c1KtGZ\nkq6t555SE9fnzh47P59H8Yp8LbyCrXRFrb72WF8SoRIvW7INGgoYdR0TGhKAlPDCF3yZjNWYq+LP\nXG+uhjHTc3WRYnMORHpPdFiutadzM8u8iO90AJXWT/ecur3N3mMdqlpQUVBr8bV0s3xDXPchNrSt\n0aKIyb4ftL2CHHDLrdNZf6C2DsOYMvYY22DCBqf/uzxLq51o0bExB1HO16/3o1BPv3dwOLuOp4Op\nfLbu/w/f+OX9Pdm1hTFhFHd09FFfG6vs49Y1Pq9Ded5YnxuH/dPuf9sIbONxfj/96d1IuvUK/tXA\n8N69ezidTliWBfM8++8fPHjgiqR3797FgwcPzj778OHD7ph//Md/3DzGylXc1k8saXFT+6uP/r18\nY2MSomCRKrCV7zDmD5jXzpG85QGoN1QMh6lFFGL9oyhZbh69KYH3qsppapz7LEYjoAtSsOht4bVo\nBdp1uWEYC4mbF9r6sM+bMRMXby+FwE0d0ksj1CZaE5UfB5GE1hf3X63pZtVR8Ix+o4qXTru6M4Pv\nzJgOCfs9YTeHyB8FXF7RhF805w0A/v3f/5M+G7hqtOytLZfQmg2F5f9FwZvx9uJ+beUsjGqasgC8\naZLAglXjADSgU4BlEfrpssrX4tfVn8MDBApuPXKp/adkTGT26bkyCQNxAU5HxvHIOC0yPtZ/SiJU\nM0/ANFu/5NFUwKKf8jm7zkUB7bJABJS2VA+DcUnHtQGVNSyKKTzA6PxYAiCKkcVAU+oMMY+U9RS5\nZnjJZ+lqxQc//Ek9NzoDMUYYOoN+KDHTvS+jw4iH+7BrsSiNXjdnUvXfBg7dMRNzLCMYjgaUe77b\nWHs5gVMVeuyxAKcVfFqaCmSgRsZcBgN2AJqXFRUjXc/nZNxcbwAAI50rfibSqOx8I2W/rwl5W8Hn\nQKNB7yHdyt1irjgt9/Hn7/vYrf3ZZ6JBYYDQImOi8naBab50Wj/2UxOPsVxCc97Z2pZTo85n6oRm\nutqpZ1EmjTTEd6mbF9QvUrFs0am0VAJLLwif90iH0f5jO6P+pQYqUAEcARybU3V8n0bKw4ajxd+3\nmEfFQQBnizbJoU873gzmMbKy5YBiRvofvxL//n/7v6Ktql9Te8+igFC8nwhiAtNBgEHoA2hRshAx\nimtT66eNy63CcGOpEXPg2vO0z+i+6vt9aJ09EdtNtgHQ05MDBbmLXtp4xPHZsgXinLW0mhhp9HPK\n5m7q6mKTcHu+MQoYxy08546OOtoieuwHP/zJ9qzju0To55p+NqbUbM59/yPUMcNO8TfbMTrqctqp\nINUEPmShmu+zpwt0DsCVm+K8pgphKWfr/SjaNLbIyBjpkpH2ualUO6zbo6hLVBfeal3ub9hMx1zU\nqII6ljMa7fXY93if4/dx34hME6KE9/+H/8Mje8y1pRcE8TVCQlJnWKSo+h7HtYuEmqLpmJI2lviQ\nKdPfU6SHPu2YIp09g82xvqWffzUw/Mqv/EowMz71qU/hq77qq/z38ecnnngCn/vc53B9fY3D4dAd\n883f/M1+zMc+1m/WtVb8wz/8g4vKPPHEE/jUpz7VHfP5z38e9+/f7859U1uXhwDaxIiJqLdNLmaV\nWA4TcStx3kFh3mGlI3KZkdedh9MpLnqZPDpGKkhg6w8BzdgbN8pghBNwvolvGNm0Vq8r58YA6+d1\nET3byNTYplNVY0LqINb1hKKLTQd+t/IW4pCG/jmRe8Tp1DbeRneR/khV+iwnpx4mPDxMeKA5lTRJ\nCQZjimw5+gDJgauMGwVRNqmM45jGpgaelLSAKoGyX8PqeyG3oRi62DoFcwO0EbAaC0vAITugmzJ7\n7qKBRg/8skT01gDqLO1VxmkoxUFhvWdgXRvQPi3A8ci4vmKUqyI5qg8XpOvVnQ2ck1AbzUC2eRuM\nti6iHo2OTABahItOxcEhtMSDS/ZHo8HAUQIAzdWq6MCYA1dmsDkihkZxDqihYY4PStTVH+3EYowW\ntRhde1XVxpYjkWiSPDSLEs0ZtNf6lZzEuDBaym1GrRnJW8ZxiDq4N16jjHFTYJLziWe21V8C+o0H\nepzJ4se1bsvQ2DIeTOjBRTlscdP+1np08Qj73ilMXS26DcO1a+ZdvUnwoQeOOe8w5Qscds/wjTzW\nRIyCAaNB0s5YVVmyuuT4vF4gHw8i4mL5n3HepNRqrk7J1zbsM3BgWeMm+LqWp2iT25zNkEJ8G6Og\nw2RlcTjUsZX6oqtc0y7JXrCUvuahtY7Kh2FBzd2cc0ZAEWBAZnTb52w9t/cJaAZ65yQMe2F0nLZH\n2KJvZzeO7l3gfwloLNz3ySwRKZL1yKklFPLkI4h1B00DJR4xmpMsrlMz6Fk9guZ0ZVunRuCqY86x\nz1hCyhwPduk6Bp5bGpuvmwEY6jPujtwCiFttTlrzV8dxzBO3Z+uBibB2TdyflAKAtYjmnPo5x+oQ\nWROYiuescwSX5lSx9Jz4XLQPtmuK6tAR1AL6s3yWzF7J50DT57A7IEsnfnNmS27kJzbnlealdbRr\nbo58+7iLmukxSX4nwoE6hmvr10WMQtBivC6nsG7kyo20RkCchgWLfz+Wy5APN5FG6YM7x2NsbWo2\nsGmiKGf1b339npB5dppsrSsKnyvc9j9Tf00bDk0HS3o/AgRLB64yCQgkUKdE7Haw2zwAahOzS1HV\ntBAqT92zaHvPeY3JMWcwXvfo+PSv4/McHLS352lK+1cDwxe/+MXY7/d43/vehx//8R8HIIXq/+qv\n/gqvec1rAAAveclLUErBBz7wAS9X8YlPfAJ/93d/1x3z7ne/G3/zN3+DF77whQCAj370o7h//z5e\n8pKXAAC+4zu+A7/8y7+Mz3zmM65M+r73vQ/zPONbv/Vbn/Za719JPmOc8KPKV5w07pUwvrN60QHz\n8DRp7LH2kuXxlFUjnCE3zx660G7Es0wqPENxkbQFztqWcai/b8fo17hBxshJpHwAvoiS05+SG3G0\nSLmA9VqknI/LkyJdX08gSqrKeuesPgpRapuq34MilkqtkPcyXHu8jqkHzTiTdJccL86EmhNKp7im\nGx8By+MrTl8Iha8ZTZhnKX0E1vK2cgLtGui0x2dRSdvsyiq5hClxU0VNLWeoFuB0YpTrCrpaxEAz\nwymTg17sc1NJ3XhXYy4kIMCxHIEjA5X5TLFUb6drBowNb8QSH3b980TY7djVUy2YJ8cIjbfWrAaN\nOidyFXs/E/hyFurv5Yxpbp8vK8Anq61ZtqX2WXNqZ9lCKJE6M9AcFJWBsrjx0eiZaAbC6LHl/mtn\nmI4gLDTS+YjwldL573wTr2Jsj8V7GU2NmMyYXjTqbp+Nz9yim9G7rgZ4l5+iOYO3GSOWwzEqkfUq\ndf26N242W7l2PkaDR7KXzc8671agNA+vlScoXS7LeeHjdo7cnf/pFf/6Zp74KIaym+7isHvs/F4D\n+I2iPbEItTzTCTkBlRNKbQtEqQumdY+UdyATm5mzfD/DnW9mWLtunjueAAAgAElEQVSBbWJIuu7y\nzFhPhLN9W5Gi45Xwd6NwI7JFrF97XzsnDWSO2XFn5YUAj5xsOf2M3m1zNObA27u0wN9Lc4ryRMAh\nNwdLpHwAvl91EURzFsbz2zV4nnI4rzuMyB2fyIS6kfdWn3WJ+rxH2rtlFO4BwHTrC+FmUOjrTxgv\nj8BBwPmBO3Egt6m3opqhMZFTR+m6tM/UMHbxmm3O6Gd9vnRRz415FsfTPZYb54rnSMb2CcfVYW7Y\neh+jbjkBqfqzImB7zbO1Ooy12wn+Qbtm8s1u016KznMO9zkyX6g0kDgATTu2CYqcutxbV7ukVjfT\nNRn8gcKBiHRbQWsCINoOAmazzHGbWzF6H1WFAxvHlDNd9Xkou2IiW9HJ55GmDYGY6iDzdKM4zE1t\nFI3pImNPwzjx6xpAzE2fuYn1d9Pn3L73CCSjsET3jsuT4e/1bF8y+z0KUEq+5fk9MVcFkDMw3zu/\nXsMLOqZruXZwd1MJpxvHe4stAwGL63rqznlb+1cDwzt37uCHf/iH8Y53vAMpJTzxxBN417vehbt3\n7+IHfuAHAADPf/7z8cpXvhJvetObcP/+fTzyyCN4+9vfjq/92q/Fy1/+cgAC+l70ohfhNa95DV7/\n+tdjXVf8xm/8Bl760pfiG77hGwAA3/u934t3vvOd+LEf+zH89E//ND772c/iN3/zN/GDP/iDePaz\nn/3013r4Mh+wTsrZPJIhmtctAiEKEeWXx5D02YsPqBfzdtUq7US+2sZUSYxjYt2goZ7LsBF5tAWb\n5+027WgcjN7Jkf5iXWiCez4dcPf0DNx1IwON+mHKiLsMnsSzyuMiinAtbvTinBJk92ELf6TQGL00\nqvjF6J4t6MZzJfVzWd/RS6o8Sb4Ibvk5YZqB3UyYZ6FWmgCM2z+rlWPoB9vzFlMz2gCZLvs9sF5m\nrEvCWvZd1G72aON53cFIHY1KqPJcoDUTBZyugwrqaF9Ee5A7gKibM8l589Tvf+6szjIuuCSxZZ61\nB/Pe+7TPEPWsSGZgWYFlYSynhNMpoS7Za6GhqNR+VX/ihT6f+EzVmPBootHgjgVsNGczamOLc8i+\nv7dD/bIgXmXGZVRljDm5G1783uADQAm8I38faEpIgyFbI/D0qEJq1OmRPljVWGTucjPZyl/otSUG\n0ljXTtkBvMoGl8oRBEKlqQOsMVfEhGhG+fUWLbxl3dpo0dtssuQRUEZK0Ohway9s79l0IwX/MnDI\nXpS+IueCVDNKPeK0PrgZCJshNBQLlqtK7V8E0wEkI5GuWUoHs7SAXfKcws2SFHEKJ3j+6siCcABo\n9NKTRKvTSaNRMTJvAKlKVJ8mteltT8kEWgcBpvjuRCA1vC8c8mB1ANtF2kXbZ83BN4fctykYOBGE\nAP042VofmTAGakc6RsxtG8RjLGIWBd1ayoYc10WPxr1y1Xd3pVaSJjbPK6OeYRBVa6O3LT5rAFyH\n62N0TixXLtWIxKZj2MY+gGJO8rw78JrDM45j7dOmwkRpPK3E1mHfa9FF/Ej3ZYb0LaBdwa+NrQE+\n68PUkG3fB5rDwdZ1BWGmlOvvXW51QLGXqD9v2czRUWDjxZA5uVYXE8Nh6p2EYcw8dSY+8sLKCrvT\nO1U27KI60ootPcff2doYYqZOr31wnGuBUut1RZcCLi1gQbsZ5DZTRrb7jqrVN9izY7H36DDr1sZY\nb9TKIYR8wK1C7SNV0nLKzx+XlLSY8h4WvRyvawRKY2mcrXV9LJWz1qPPqRquQ8pSzD2LBgA2xkce\niTg3x4SHSNmMEcstRyyzlMOoXMBUu/EcQWk3pnqO1AH6JkLTi7jFXP7/ysAQAF772tcipYTf+73f\nw8OHD/HiF78Yv/7rv+75gwDwlre8BW95y1vwtre9DbVWfOd3fife8IY3IGerxUN45zvfiV/91V/F\nm970Jux2O7zsZS/DL/zCL3gfFxcXeO9734tf+ZVfwete9zrcu3cPP/RDP4TXvva1X9R1zpeP9L+w\nF1kuoL2UXjYhDRt3AzcuCw4I+AMaqAF647YyUqxjGBfyqITmdJEAiOxaVJDGOOft97mBJKOTmaFo\n+SiWmxI31RAps83TN+FRPt2M1LX2nrcNDn4nxT0aG3oujht1GKdesAO+ubMu2nzI4P2kUb3Wnz8b\n4HzTzSR0rZwUaAUgRy1K13IDB3DHaCqe2rXTL1MP6MYmQEnz+JIqmRKQNNRlJSOimqlROBto06HL\njiXks/b5qtECPr+AMbXHhom77/uII4CupqGrow42HFd9TLWBUtZHN54nJwA7Ga+6S1gPCbXMcp/2\nrLeMG+A8mmaJ+0tQ3DX1XVP204uwnC4z/uqzL1G+UteAIiCTrlbgagWuFlDok9cgCa0GiL93Yz6R\nva/2/saN3IwAc87Ye4QKLCqCEPPNRoMzQaymCQBnYAdwGo5To5GVIkhqLMynC8xGGyytIDSAbpO0\nMgTXpyfRo5P/Z802+1JP6lU9iFPf6iZyRU4JxKSe7aosxbaJtQLntxcCj2p4W3Xr+qPl9zkfsJvu\nbHp2zdhBTSBeBeBi8s/nNCPlXVdvLKddU5qec1uvLifwheRHe75QBIVqbFopizyJUypPpOwDeO6y\nXB9cXKvWrDVTM9ZlVlXL0uWZdfPIIonXqzAXrlb5M5Eo7MXoio2XC5v0awsnyPsAQMJg4VwOxDYc\nH9Ow5sduA6g6Aytxj1irUGANnNo+vAkOAyAIiyEDDXSENA6o4SQGIfq9LtIVY1ma3I9NB8oN0C0l\njE+7182cv9jH+BxnMyLZDXp516u/85GRYgCF1JYQNeYEJIZs+AxaAfNWUrRvxmjb2KKtY/PkWHwc\n3fkbnWwxB9JufQCx8uw2fg94OoGXBom532YjRUeC9s/DUmCRci/hdbWI0N2chNVhINDsq52B+34e\noTSV1ZZbid6mG6mxJiRgDpzCjRbrF9iAu4Namw9FqcmZwJOC2pJBdXaHfWRctVxUtK+1oAkiQZ1a\nOF8z7Wd/HsMcUAeFORMtcmq1wcdap1tgMSkAI2qUflMdHemfo5JxbJIecQr6Rw2UxePlPBJRzXmH\nms9B12H3DFwenu3XcJPzMKpxd4A4OBb7++1VQyNtVPalHaahxqaNbayBaPmOMZJZ1i+ulu8X24h5\ntMj+v9v+7f/6+/JNZyUPPwM9uLNFYqS1RI/bSM2IQ3obd9+ikUDzcGZyb9GZaIGBQKUeznOLOJmz\nz4zzsiqN0XLCnjoiPVgkX/BUG4XNeP273BdcntOtwM0XVxMLWQJtyRPhIV5F25g8z2pYwOPiHSOY\ndv9q2Kc5udiKPz7dk4qqvMk1NUPhZV/7bLzvE/8EzBLJsc9v1UKMEa8I9uJ0iLUGJ4v02aNGA0u2\n1hjFdJcYu8QdsDsV6kRiTORlLYPzPkk0L6UegHoEcIj8xajfeOzWFJSvfFbv0c5v4DmOWfyctVEx\n2ADjanlPmjs5tigWJDmR2r86buI9UUKj9RYWlT+lqHqu32Acm1f7ZV//HLz/P322RdgsD+t6bX2Y\nwMFNwh4xuh6jf2YIRKPEIhwjMDSja/NBoH3WmlO1aPs9gjpkFCTjuuWVdbnBo9R1oJsu60Os5Qqn\n5X64iJvaeTRPhsm8uBlJAeGU9518+ZjDF4syS4Ho0tV8Wsv12fWkNGPOl14E2ig8/XD2Axyv8X/5\nn78O7/sP/1mHu+WMR5nzSC+SzwmIjaDQ6415RDB7rULsxYnFh/DzThxUUXhmix4a86XHdcqmY5w2\nkQEwvr9GIS8FrZ7tw0XzhFfQ1dKARZz3W1NAHX1drp6dzAxHGgxTixTGPTMc64BxNOjtfBtRwhtV\nVW1wdF9rFE7tN4ff6Xle9oLn4AN/8+m2h5m4ia0Ddg2JGmNln9VBG94/M/ZtHzz1+6HbGREUR/Az\ntqcDY3ECROAFnNktHcCy8Rqp6qPjOtolMXJmACk6siJIdkrpAOwroy+9Fa41RoajY22cC6PzwuwG\nE2exr11u79BHjLKrk4QeLvh3//1z8MH//VNt3K0fKzli13WmQq05orEWb+Ue5NvfDTB7Tji2N+at\nDXx41hSeWwPz4T71eK9pe1q9ZvWq6sIy/BpxyzsHQjFnMAqtNJppL1bGAxtui/65KSgT9qF4rr6f\nyWma5ogzAGlrdxTasXz42A9v3MsYaYz708v+p3+DD3zoE+3+UFs01PeHFkkdz7FFUR1z/kYHo+Xk\n+/gDvleP97YV3bUyTpLzfr5nAuT7se1jhITP/sffPJ9n+H8pYvjfTDuubcGxyGDI6TujmwDnHkCg\neXGsxcXNNqCcmvEYF2c7PjTfqNTwEwMwnS9CA3AdnUwGZmb92+EALJcTlnsZp8cPWK/EQ0amTBej\niIBGGItQWPW6usXcAGEwdMfiyE4DsYhfGG/sVJ5zSiIlbYbClEDBc847XYzV6553okZq3nQDhrE8\nRVmBWhOYE+ySEwHz3QkXj04t4haifR4szYMBdgP4MgOsrELhXE56/Oho0w4sR7FUYLVlMtQHTAQk\nMOZEoJ3ez0RdJM5EaMopAsBmU3mZiQTPRbTxiTTYCKJrFRBWy3bUz6Z9bDJWrMZrM2TtGiIotXFL\nmVCCGMKWAiwQpzkhs9COau0fhN+DOQBC8fcYMXSjEXBjg5ClDqLOaa+HVqpTiIyWypb7Yy0arnY5\njKY6ah7g2OLGzKxRAsg59UYYQNgr+hYehOvS2Ltk/ds/Yl+35B3SXEbO4mhOUvsrnQhp3XW09soF\nqLIR9ZTN7SidUXxaraqWV+FUUaPqb+Rw2/gRVNyGJ8lXBqEUzcnUnEnrY8KhXR8lV44ba1h5fcZo\ndGwl3wI4Lv+Mh8f/ogNrXlfuqbZ+ru16WZVXLOsDlLpgLhdILFFR7OQl5F2WiOGdWXJvD5M7pyx/\nFwjvo4GepaKUjRfF1sfBwZW0IwOR8XbjOlYLsO4yTrq20pxBhxV0PbU6elGNeh2Aja3tbTJIsJAZ\nktPFwEnnLNBFTnz9H+mVUwLvWL1naPS7TGd7D+u1ndX8sxp8NzX32nEHLqxverCAnjwi5t9TBISx\nCLuxcZYCXMsAE9Ab6jGHOtLcQ205Myrlo+cOjC2BiC5yYSkrTklPPWthSxwHNk7yrOS6CREBsryU\nN6tt2jgCcp8252I0NSXQTte4Kcn6ZdGpCI4ABYBaluqQm3N6dK4FwO5ASK9DUhEgQJ0qQEnYE6jA\nCs0pD/uEOQF1vreBh7yjY2SsBsej/84Gp80pz8G0a2b47xFTAGIea0x/GMF8B5Dh/XRlLiIgVLX4\nmBJR1xNWz0Nv4E3qaRtTT25WonkhhSAcb+u7rYejMmk3dx3MtWNHzY6t6GKsn9jl8mlkb0p7VC6Y\nePX9JFJbY0RtpLXG+7B7MYflnKvsMZR1PqvRFiONjJYmwMERKhMQY4ugseXQN5VvmSIrJgOqNj5B\nBdUAqKuhDs7KmN4xriHzdOlrhzlpcxTKCQD/pvalBQytGVBTsNJ536M1HSSYBTxRMNoCihi9W5Yg\nbj+7J43aoj16t+bktCErFRDTEQSUkJ++VuB0kvytFk1pyphADwT4FCXzxdCkRG1xil68YJR29JKQ\nSN5FPCwiCKAOHsbOi2gbyDx4ByO1KhxrdNGc1XaY+1IVdjM2JhHYGdh4/PGE565tpS+ljZ+BobIC\nNRgXW4AxJXLWlD8D/XxkSEjpJKmNxizUUAA4AXgAAm9QPv1OKAydlruI5wuP5uxYA2piH8hBMZJp\ntNU62fTu++ZKXbmMrSiktfH+lwUAuHsG432lBNBMDnZLlfzDWrm7p5QI+32/75hK67KgqZaat1cN\nMbixkYAdtciMefkzaTkYozMyuCQZjLkCJTe1WpsEY/R+VCRdm6NkpG2Lw4SFplcYlKzvMECREhqj\n6FOwTOI1WdPrsCi7eawZ+r6m2hTr2MR8oOtYRjbaUVXltChEkzJWldWORkGU83Z57lAsOJa38NuL\nCqU1ez9tHtVbKT/E3BnEAlpZNk1OYhBSdSMnUUbKGcC+6ys2yTUUL615XYnHgsNNXZro5oR/33zz\nTkACQ3KWTivo6nxfYEyolGUKaXc5Q6PghJqUrbGGF76drEXkdF2xNX+rjYGSdYG8M1drY488XGXe\nxigRB/ATol8uLGPru4GSBLhi6ITgWdKTB6qn5XOZces0UP2Z1gqeioNDL8Vk0Sej+xlAtAj5wr2A\nThiEbj2yPc6UVBlIz79C+vR9H+Ot5dmBErNU5qj6FtuYeAkEnOkJjBH6PqLQ529FylxOu0ZTnnb9\neAflzc2yUfEeIkPBAEl8rkdhCxQ10BncHDrhPZeuWsTHhKwA+DuQ1HHUUe/tukYbKZHkJO5Vpfko\n0XWKa2ypXbqAg27LVTQa/27aZFE4y2lQZjf7hc1ZZ3MSaNHmGOkz+28sP2QOg3BPOiCDV4aDUEzQ\naQCaHWT2qKUr7Ppghb9Ddl2ReqPvbVRKpVNBWjLSaY855Gfe1PpcNP0erZxQBCKlnvzYuMY2NshJ\n5kdpoGVrvlufRu/P+RAATS/o6LdqxeNtvx/AEaUJidVRaUs2pebgc7XP8zIRVj3ARaIygWhSv+5l\nt0baPNhy9ow1FbeEf2y8aznhxBWJjv7ux3ue8h7Ms6dadAJpgbYao5Ixz9Bos37fqX1/W/vSAoa2\n6ORAXVSPEBcGpdI8PyW8aDXU6Yn7cDKut3oPt/KD7HyZQFOjaWLXkoujh4wBFD1vHZQbAbH5thon\nXafiAqwANznFpTYvVzB8eT97iQGecwNpem6n1xyDwWv9nF0I95GQhHOKrFHijFZkhrANXYpgsQGY\nWhhrkgsbHVbyMymggtcO3E3AxdzW+ZzhOYOlkIPEGBFkfdRC6dRIWmX/vRd6t8gUN1Bj1FEXlEkt\nypkcbLZ9Mkb01lWBfOnBkuUcWa6i7BfcOTb9d4Nhs1ZybDHam1s+jfDX7hGaXVGrXOeqlNd14UAV\n3eongto2Xlt2b/cZm6qVW96lvgdMAKmoB8eBiq3zqrBHHnC99uIO4XZ5l3sDKwVD0ftr854sH9aE\ncSx/67o0A+Cm/JGUZPU1utLF3HJojcFgRkmsA+lAUZRcAfi99aqBNpFt0qJdi0V7MiFNe+zWnUcB\n13UfgGFv/NlLJ4IDK6i0GThKl4+Knudqoz0VteWTWLRkwjTtumPktmo7H5oHeqt2k53HrzGc3wyT\naPiM95rqsdtUU4gcGuD1vEJby+ckz5b1uRWZF/xgabmuhwlFv8+TRv8mckeUsRpy7iPytkatSp1f\nFsa6aMrAys2ALowSHArEjFS4CTfZPDVD24yd2DTyxLsMXLKDKgdfWjdU3g14dNCNco0mtsLcLarG\nS4GXgtF/ZHvkFi3RnosZ54sKdhzXlj9v+9KgIOsRAH/wYZGiBFyLk8kib/Y8Y76wO29G79jW9xpF\ntCOz/d0iPmtYM6IQSFwUbY2YBOQ44IkMp600lm696+0YdmVnasAlAcgZEx/EcM7NoXJWiiqWgQB6\nJegATOs4VmM01WirDGEznLJEX/cr6IHaZ+Z00xp9OJVGJQ7j7M6DtKKVc9DPM/roorGiGGeliHiX\nZE49XPTaAY/4jc/J7KHwrM7AOVkHaPdr89TUtbmqF1mi5c4KsLlfdRIVBsUQrjsN01mOqu9z6oQh\nzS8Xh1ACX1/jtDwllNJyDY4MCQf3041Ovxi92ipPEUtbyOd6ECNRsNIBQltLaQBuY1Syc6gEcBmb\nfCYOR7/fMKt4WalIyYAknc/1SVlEEeAHYy1GZtOSgAJUyJhspVhw2jc6aijRVMo1lnKFuiitV52v\n03TZUUyNumuU0bO9Cm3/7QRrbO/FCuKEZGNm0eL/muUq/ltq9NmH7fthYskc0E2k83LpAbZ5bljW\nFKNkqf3NF4wpSd0qVe7yhd0n3XihvWfNgZz9LeE8DzECzGED48BrJ+ZGXbViyxbBG8ONsWjtouA5\nFlg2z2MwPjvjNJEqrYmrmYy7SAQkpaIM+VOeh6PgebcDJgVGgEZKDTSUVhRehoY1H68BqasTcP9a\nby0poFO7xuiUYw7cmPNWFawh0gxtrCZyapfvSRzwd3iMlgs6KYgDJJJnBe9j3cBlafl4RuGM4jgt\nFxKBSkoOiGOxe0B/ViBh5zbnqDXZ+8gB5Ggr2rRIJOcyaq6PWRjDCHgJMu4WRQW4GyvrV7428FhZ\norlW4gGr0mUqx4feXxz07wXNo2sG8lob3SdGcux9CFFrMHtZifju+PHaLLdIclU0ZysY3K70q0an\nF7Q3Izrk0LKxF4KjhFDb9Th1O0yw6M024ZmQb4mlisdyoElGio9v+ubV1I1LKD4rGoLergfV5Qze\nWow+PiqrPSjRiSkdOtpLBHidMYC6WUpisyAwGjCMAPF4eg6uT5/vj3d6UAKRRDJrqai0yoYdvAgp\nZwGFY26h5Z8ZE2VkRliuldb/xPWKOmccA0V0ngGeCTOEdSDvec9aSFnWo3kirDtRPl5WQrkgnE4T\n6lKlnEGMqpvYBdDK5ES7Uuc5RTEoW9ON2mpiLw4Ow/sWoyXdc8bgrAh/HByLrpQqP+g7qT+GaF8H\nCmP0ZSIQZqV4hf04ApVhf+a7M/jRwxkd8othu8CuN4KzLS+bgQOnC7c9lGPusY27XXcKa0Z0Ksc0\nFY/wtn6dDutUQ+nbgeXl1B6DjgsRCYjNsgbWmPMZczP9JRied+eMRhetg82/iTR3U5wcUKcwm5hP\nFL2bszA59rkB28JxKWrjv6Umb/PN5zL3X4H++VW4YRHn2lm6zMZzopTEnjkTP7B3Zm2UTjXsDYhN\n6x5p3ctcWIqW76B+HgUHCof7JLR762iqpnS6FNRrKb1wfXoSV8f/8jTrM2mqwE4EYDSPzwq0b3+W\nsJvvYjffU5ZFy/luEWYROJOI9KK55H2R95x3qOkEyyk8q7kXUhRqXQFKZ4DzZoGb3pmX0w5G15TY\nC4MKgRY5R7m6QvnCP+vdaSTRcEFwjpgxlGiHxDsMUYp2DYY19NcTJWTeoeaLjlEQ2QIWgY97besw\n9c4da+qws+hkDeNsefTMFaVc+/lual9SwPCfvvAffaKXckKpx7Nj5ukO9rtHcdg9hsP+MeAQjLUx\n58+aW8GAJ3GbEVqbkgjFBT8mcquk8Sjl3QE2ICwMzaC03BWaUjdf2UJESxGPky4gbUNo1y6LiP48\nyt+bmIvlIy7iso65KBgXbes/bsy2aGcpw+EGsoHbnH1xN1A4BXGdWMDdQAURxZQ9GGVxVAo1xx+v\n6PL2IohjNVKS7lGYAKPuyjAZqBIqmEUBt1RJpc+m9lkr41SBVOgM4PmjTRAQnAnTDBdgGXB211iB\nU0GkEw/H1HYswA4kRbhIGCuTRhodKCpwNlGfMf/Qba5MAsK7eycH7REwlpUdcMeoLBugjHmr5miw\n841zdnR+xGaRjS11XPWemkHiIFAecPeZkRLqDoGsysC77CqTmKW2HQBB5der5LlUbkblloiBRe3j\nexCpVJ5bllUtj/qcr1IhFh+JtzLm/Z7k3TURl+hp7OsYmveQkNIOu0ly66aNGoOjh9Y2G6EW9Ub+\nViNqdNLmVW1KbXZNLSoI0NBvogmUE5JRV1NvFMTIpHvCNf/RIpI5S45J9Lba/chXFuCqiyKVhJKu\nHbSap33GXb0xeVZEGvXKetVzksL1Vsg+J3EWboGHlVEr41gTTparR/ZVp57nEDc1ZfubrUl7AsqU\nsExBzdkcBRHMYfs6jE7t76CyTbAW2b9QwEydw6Trz5wr0eiONzE6UY1RE3+Wh6CgdFgALyfUO3Pn\nsD2rm2dGufWDcM4B8NXHL1C//N4GoGCPwku0CuCs38+Sxy6Kk6nRF21NkUnVHEqlAimDM8u6Uadm\nE9RwvshisHmia50LFunvO3ph0dQF2Ol1TQDEQQZI6DLcfzfeo9PZxWNaXusoFrc5VjZfFATzont9\nIiBXrdUcPLkGfEM936i27HNQ++boELP5ENbPTtjJxrB7Dn1/zbEB8N0d+Bn7Np6jM2QLWG7ZO3Zd\ncR6UirzKP3dmjEwS22uCneR1pdVOjCCW1uLUcDxccDw9iXV9CKtrmwJlkJBwsX8mLvbPxBad2dQz\nO0aFUUcHoHXeGKWcsNJDMFdMXLAOFFDr1wBfzdulLDp2huWlxzMZqFYPv9VrjOcYSyud5UcGp6NH\nNEP+HgCs6xWW5QFc4br2eb83tbN8YDs2JRAnZEzI+QBwjH7enCsY76Hla4fz23ysTRnWaekgoaJj\nv+kcvS1aCHyJAcNn3Ps3ANC9GPJze0FtAiSaxGo9kSzeuQbvVgA6cRGQzlpNKFuUxu9jhMIWW4v8\nHSb9F5Kxx3O4wdg8mWeBk+ilXKM3cbDwo6cz0h6MejSAQKezmeEe6bVxwdaFkjpjmM6VT01t1SWn\ncwfAxUg7zyMcMXqs+ReVS6dJ/lmuJSWAWIYt9kca+Y0iNHE8R/FeN84InhMKNCA2lo8wGqmVnNgl\nxqQqpTGlYa2Ek/4zYFaM0hrWjVhWwwzGGIXzz1bG6dTongAwZcY0Sy7fOhN2O5JSGlCQmIGTDoKN\n26Kg2s49TxIBFTAr92NNoo6EdYHTTU8g1KWplK6aL2gS+xTnEQDnY5khEmidXdRwpIQCuqlaiDls\n8jl5LqzcXDNoqLBQ8cwIHgxSVoqJqUyaIeMTcSmNVkXUaqxpVNmUec/qcZqDZCIXfbI5hyRrFU0J\nXLPQoFgk5s/o7jY/1bFC+n1eL5HLBZy+NDYLowMe9Zv4wqN0kWrZaKG9QAGGTTkmx3c5GFxQuGw6\n5LZaUiW6KV906qMxSjmu4TF6yQP9qUILCK9HLOuV3P4NG31M3ifPsTSxHdk2S7lGPu5kbX24iAGw\nUyB/mMAXWrLizs7X87hwjQXNedgXOAKCOaFW0lqjDBOaYTbnCjvN2+scMruKNXa5f2eiA4Xhc+iM\nVmrU/5KAXISut1YpjTJRE0dywJU60NY1c4aaM2VUIvXIYiUgCacAACAASURBVPuew2d9H4lpCAjv\ngqc91B4I23to7506dXiXUf+7u1ivH+sdMtZ03XBQYOMWr3VkGozg/yzSFsaFB8Cy1b+dI4IySzux\nfXgxh48+h5nPlsTYZ5x3XTQ0hzGKQCusT+cOULRrCA5kLAXYsfx+J/fmdkkYr85BHDd1u7eS2lcD\nz130rFFtfX2Nc8raGuyhQUEUAOrjB5Tn3evHKNBQO6fbCFDjc3Ln/3B+2+ANmEYH36gETDivIWoD\nHmnczHKuXcY+PQP7+mg/X8z2MtDKSoO0PrRGVumcf2u/tmZg4svN9T6WBjKg0coh9SqlclkC+Ka0\n35qdPZiEgtKN9TnuAaDsX7f6Gq+P64o60C5LPfkeR0hY1oc4rQ/geeYhjSIC6yh4NtI7nSYbQG4E\n6mMb99vWWd+XtVYm46RBrlbCIgJtE5zJpkY65ivf0L6kgGG6cyHf2Lh78nhIELUaLDrQgEwuV/Ux\nCfa0E4s8ejmB4FWCPGAL+zofPgF5sGXZFBElaZiu1iaHPVBEI9WGNqIeYCCtLcrnhVQHxUb3SkVj\n1q+/noNB++eeTe42KRBabhTQFu+tmowTnS3exDdsZpAoUyExiusw1HbbckpGLDSfE3B9j3F9pYu9\njp2J17jjOoC2JHZ8OzfLMNRKruIZI402jVoksO/HcgHbsDQwGHMCxTlJ4XcCDJeTUEstl8/WjJRZ\n6bIG0nqRGIvSLSuEmnpiLEt4bIkxzyLoY/10U9Kj3DpmGZgn8rIZRtU1aqwB4TZeugfqNUiRe8bp\nBFQtzDtGBru5bJ0FI88BXLiwG6lc46Ydm53CaEspg6mK192EaOxYi+RFqufF5PRhv+dlBpu4xz4L\njdPeNzMYzTkSxZWC0WXODMNqnBJqVi/7nEQ4p9RG6VbnjZx3gdCZ1EBkvc85rP5bHg/A88AIQI6e\n8cEbeS7ZPZ8l3MeIn5WesKjjzXSk7VbrghVto7X+7Vzx3GPSfq0raiogTfavafU5PeUd5ukCW3Wq\nfKiC99cMBCnBsUeeDgK2xrqWsZUqipfXK/ifT3LsPnvES8Ci5JUiS43V2EN8VO54Du92rdyExWp0\nalSkCIpMTt9pEzhT1O2cILHFd8lYMGM5FyIFvArcHFTQWV9dZHyft0tU2M2bIyhEzbyFCBsxtBYq\nD4AkN/aLPFDNJ8sddRuHDFzO3X7QTpPaOj8Aajs3gDMg2LXK6Hb7DcFftr0T2FYEjU7keA4DO7lK\njWNj+UQANl5LHfbZGHUz0B4GwWtZnuR6eKNPd9SN52Y0oLbVYl+mgTBE9qT/BgiZpF+fEzZ/bL6E\nKOA4TzrHCNDsMnPM75q6HKstRYs+sGXtVLAd6Nn+Y+s5EVwpt6LPZx+ovX6uTPC3f6QH6nvrVNHg\nmLc8TRwyQNN5AAHoAhJejsSAoa3/UNGTRM58ifnirV7f1IGgMcJ3Y07gmPOLbYfcVg44D/WtoiPw\ntkjb2P9NEUW/Lq+hKGyScX+ILBaP+GFQwY792UOsENuCV1RKN+blb9VClM5MIbuVs4j59l35D78W\ns90IMX9zynuk9Vw4bqt9SQHD4z//E4AwkQb0b4ZMHGCjOo2TqdYVqZ4P7tbESzQh1UleyFzFs5zg\nHiFPhq4MURSUBUhUkYaForsIO2kz5rqaaWEBiVHCmCxNYyK7na+Gfp360YO+tqlQ80gFgxJVC+im\nCuTSEuc1UZwt93JuHm0GhBobcGqtjHrqL6UznCistwynhVICHjzKePLJBoLmCZhmnAEbp1MOYE2+\nqoDLHL6PzxcGBCUKmMIjq2h5exZJa/NiGzxOBFxmxu5AOO0I+wVYC3mNw1LgYji1MI4FSKqfMGJ8\nIs0DzITK7BRViyimk0QIc2KPgppATgpTohYB3GuRiIWNe7TZfB+OgFDBoOc7Xa9IJRisUHAX8+6m\n1KIZYwF7MzrUw0yzWtTRqx8jfV6kWCN9j+w75cFoMHB86PEhWRRAjV6rYWmlApJGc8ucGqjM1Bsz\n4TosL9XERc6i/RAjrOrz4yTGdDRQ2UDhtMpcOxWgLqDrIiDxWMIE6NkFI92N7cQMIAcjwj3aE1KR\nDY41cZI6I4DbRj2UujC6T84VU75AlCXv8xeBkWoaFePk0azIJFQgU5Y7oyzpmp7ShATxmI5tnu5i\nPz+qQ7ABiOx6uhyXlqfSQFAC9lMTnok5pJE6mWStM1VcPkjh+7RPmIe6rPHrZgDLIv+BskdDBMRK\nshCzvFMMcRJWak5CU/O1HL0YJdxwIGwZphYNh74bfNDyHE4LDMDPop9Gj7MF7yZKODbeC+bmrNyi\nBdq6UsLc1fvqolHWHExqlHsLRGCwtWPELq4jMTppz8LTSTbmmK0LMeKov++ijiFaaBE73++S5PCz\n/g2ZwAttr2EjoItjYF/XClp0vLoop3wfGQ0dE8Oo9+Z8ABB4rdtNx7jRgBHGLoAqO1ztEjIPrM2/\nrOqmZisNdNvN+45RQQOADxbQ56/6moSBHjuW5epeUruOaKvZ/ZhNZu/MWtEtOfZ8dV3mTPJZe8hA\nU4DPujnrPXRPOUQ4uzIzQZCJEcCZBywy0pyR6ND35c9DctasvEQBoVPatT6HWoD9cPdMk+5zYY2N\nQKeE4MwW6OryDkO08CZAiOGYbl0fFFDn6Q6mfNH1Q8HxSHThfUeAGGvxSkkOEfjp+tG8TQAuxNNy\nLje8RqHltEfOgbXSAfBelXQcA6lhvIJwtQnKx/YlBQz38z35xgYmrhkMIFCfjKvd1WnZMFgiem8q\neaXzuIzh4Jx2Yg1MLFbxHBYzlXnuPHeRDjrmXBgwc1W4DFdAs+TnqKxVS4u6+I0FRVUDqsHad/pB\nXAyNA29qYDaGuvi5NzWR1i9MzWt+yGdlAHgX8rZ2ucu/i6APULsiNQVQixKOyqGAgL95hucOumc4\nNQycAiiMzQBeStyOiccPx8YWweNaqal6buihP13f5+ASOFXq+jWQGcGpXYdRU01IJ45P9C7Zo40U\n2Ua1bdcjgLSBwFobzTVBDCaiNuY5A2VvgCk1cGMXORpCMmgy5+YMHFfwLrf6VwYkIx0NaMZGjIzb\nwzGgcypyL6NR6qHR4fl0kYs2Lp77SvJMUwLWrLldpyzKi3ZuvdacbS6SgvEwV9ToZ2bPvYyvW8o2\nNARoNLkohaoCSKXC1UcpjLMZS1Pq762jx2ledHQG2Ymt7ihnTOuMaWVRU1uvpFiyqqtZnp/Mjxo2\n0SGXkBKmvMeUG50o5va1x7FtVco6S/qZFUahGNMDWj/Jvdl+/ukS+92jDgp72e/zmlcptxpQrlhp\nkYu1yjZStG7bysCOmyPiIIqzUaQm1jJMqd1rTB/ptAZ0KHbh9RBDpadP2dpXVDV4WSBlikyB1NIJ\nDpNE2SKd1Cl2Q5TD7i1XMX6VSup5XBYl3KWWChCZLuO7PVLtIjCIPyPYzyOLAGJAExKQdB1ZK0So\nSaL/NtfZBjA4k7oawZVbBGgrShWuwT+LAHK1D65aGzACipHmHR+ogbkRxBi93cYsJ/CK5ogwkGYA\nkYQ273TfqbbafeM541gaEAzON7ctEonD1nL/XEgpdcDHaktirVIjetF3wcDhaGfEy3FRu9qXgugW\nPTQW0kyy2W/UlMVRSoO5sF6gUZ5RY+39YcgabcJhaxXxMHMkWNQ6q11ie4vVP4wOiQCiZEO2a2tz\nVe4lgyyVwb1AYVBYHQxEUndXHzKblT4EApwJEFIKrJRTWWWNruqA8/VsKDU0OtZadLB0jjZbV83h\nNoKLUq5d1OSmNC1/9pauteXcU2qnKWObIzHm5Ekfya9nVDc152IrTbENhDr7HZpXzqZBcrxxT4nj\n1T4b9o+ufmK/p40iafL7hI1hOmulypjM06XavTtMtwi1xetpe1tfA/Gm9iUFDDvqZwRTwWtHEKd5\nriH0XuMiDyBMljE0zixh415pSBNpQxFaTyw2EGYLfhGru6tRNtI4AV38pkbL2ee2cJJ4i7lyU6g6\nqVTylox+9FzGf8HeHvO/HIyGjUJoq3IsR/VO9Zbz5QS+t2sFn6Nyn9KpXKI9hYLzg5GUFXCkTA4M\nk3rsIj2UEvDoownPOqUuMjil2kfrqIE2p0IGBU9Tk44iLbb+j2DP+psImBPL+ciGgb2Psfn5AS8x\nocO62UbcE5VIrY6hgcLrQjiWhOtCeFjk57WSpsE1QyMnyRWUf+37nIb7ZvmcAdV4zQ3EChgVGqlS\nWdfsSrKRIeIBfNsrmVFr1ugvGuslcoejgWMbpNKeOVHLqbWoylqRnjoh/WNTJnZ62UgV3Us9LYso\n21y0n42+a0I+du0e0V0Ja8lBQKiBbytjYsq5MVok40Iu1DMGcRxI2Dkro9YZp8dmHI+XKNdFPN/3\nT27sRMqgK0xG0ag1OT21ix44AgmTTo2hfMrIpwPKdNEJ22yK02wUTN4q1LvlFRYHXMvtO6MsDRMo\nenC9L65KE5Z1mElmcTR8Skd1PfnfmjNvhykfME8XmNYLzPPdBsBNGMKo/2ZMGygM4jNpTu7MIuod\nW3kinVthvtkekLrb9KBK+8f+npQKrIl1jjBOnMBFakKaCIjMh9wMSdZ9wvaHaNB7Lr2s9Twln0v+\nd3XweVROqc6MLI7InOSJ2CJi1FnHhppDXhlYAWDIu2M4gIp5b2zBYBaDnS26Q+ijh1BjuzJo0n1x\nYi2Ozm1Ax+aRQXLHiuWz0aT3EJ6Nr1P2Po1CWiPV0943BkjrKDjo8Zy/xjCYpuaQsqB085/kzoHq\nc6OGORIcB+4wMCbHlZYwYX3Gl5Png/LlhOmQsJvJ2SSy3mUsK2M9MfgqS9kvA3rj+IVGzN348FLa\nmJizOzIsYr5jWPc7ymmMzhqI93mSGjXIUhCYgTXLfJ+T0LsfP4h5Z5+dc68mbFRljbh3AmVhr3Gg\ndraAh7FQu5JGm0xtL7IyGpHeK6+0g0G2PljfQ8h7RlNCLjNyvdOuI6Q38bBeds8GmjZlr1awQEbq\nZleD0wS8RoslABU/px27DucOwRYRipkAXPo52h5yLoRmUdAxNSDSWbfKXGxRW9f1CsflKYxtDAKN\nJThs/ExduxO9UQxwU2DJ8uBNFXyr5qGXUTLwG3IgR6Ge+JxuUku9rX1pAUMDhYEy6d5MA2gjnyfp\n/xJkkVbrmOIx1jTyloweYEqmiVrhd2uRdmk0LlvRKXgTg8ff8wstKdmMWqMiJOmDrJ+YkzUlcEqt\nwLfnO2144gwpMRqVYigk7uA6iACIVTK1vETmJp6ghlMba3iyu8m0p0Sd8W3UyCgsEyNZEQTGFu3a\nOQEXEztwMjA4lowwwHNdNLrmj5ZcuXOXBSiN5zMwZmDwoMcdskTvZv28Xx+ApZIEsDTyF0HWFuiz\na+7uwabBBtgUgEtYKis4ZFwXwmEVgGj/Vm4g1PoeQeEIoFfQmTNYxpI8wjpBrvtEqr6aCHllLAsh\nlVaOo6zNYGlGTDOwOqXS4MjweZV1gKBzUWmovM9OCWN93+qje9THDq0up5XAAFpkQQVCdrtGPY51\nKGMEtRa5/hbx62s61vAgIxAY80IB6QdAB5yVbNCBwl7NVj4874CLSxJA+viEdTlgWYBybB5kOkkp\ni06h0rzfjBvzX7qvNnn1d4nvYmeR2Ki4txRwWZW+UtDnJVan2kTvqnQZI42Tb4Du4b6lVha4QsoH\nNlEAOVcwbPQ8x+UpPLz+Rzcyni7/Mac9eG7GSEoT8nKQfZYhY6oF7d2gO0ziALu3Q727k+U9Jy1r\n0wzsyvDSOIvOq5RljXMHAtQpMTU/XHwU1ZSAq1HECevCWPYkub2HCcsyea1DKyFAkOfOVEUmPzPA\nScIpIbLHQ6QIQKBoyv4RlXrP6u5tUCFtWjkgtByzWA5pbfuXC6PsJ9AugzNk79DrqjvNKVwqcEoS\nRVoJjNKoeJ2hDt1olOI7gBeOx9tYKKC1aH9Uh7XDdMZ03RkbYFml7iROrayMRyeBnlqa6Iy6nnNj\nGtiaZA4EmTfUrU92C+KwIqf1HyvDUp14SsDdnayXdd/G2hxlB6FFcJUotNVRjiATa8u3RFLhL7OB\n4kB4ZJpl/PcZ1US4tND9HJTI7b7sXJZnvy7SFyfuqco6X0G9SA7Zo3TvG5rTAWj1RR/ZOwi1Mbd+\nXNhpyaDrIuO2FEkdsGgz0ObaON/MEWCRxlMBnWRcPQCRwuc0IsgaQZS6oHZDakNlAEjgqerOW+Vn\nYzHY74rOaF8b+8CG0z+NXrrVOmrxxt/VcLGIn5XmqCOVMoIr3QssraDWkzsM+8+QOwRl/W/lLDqF\n61iwPgCvmF/YCcYYxXVQXk0pYzff6UVnAPT5lgWEhMoJhFaCxPL5jGFibBMfY3tpBzyQsUMujFkX\n8q3cRbkHU1IV0ZnT8gCjFsqU966FMpalGutB3tS+pIDh8eEXHLHntANNM2iXgEm9qboKnSXpAg0I\nOU8O6N4i2ih0moe6SPa5CqBWMLF4WiyhCAhgLTVvdNyYR0qI/6x/t+iJXVNGW1is2aRUL5oDwml4\n402AZqkSbTytrUCvL1IQo2JrQYl8Qrs2865lTZpPhEoZyyJeU1rt9loJBomusBvq806A5Jzg4Cve\nfg0gK4Xo2VoJaxi6tEFXO2QBdEYtjWAsD7UBI4iziKJH7ohDJI1x1AGKINSihDFCGZv97ZoBVq9A\nDlFIA6oT0RnIlWBRDzpXhgPeXTag1xYHi2omHf+VgdOaglpqT0v1wvPBfnJDpYsI6CuRBYIZqFkW\nee9KQJmboNDmTDCiCIMh1Q9cOzaIcKQHJ6TPX7doooGgTKB9BheFDgwcMWskhpAKdyq4BgTLym6M\nuwjImN/jxiQjV4ArIVfJ9UzhnTRAWFa4wmScWza+AHfjGseti7DGfKcQ/ZeToc8xK3xOL49tpD25\n40nH2fpZCvgkIKsoFWgtR1hivNxEUEzLO6ehj6qicr8h96SuIKrBeOg9wDH5vnJRpbbtMhrXx+fi\nwdVn9KdGcc1p795q8ZzPoDS5IqrV6Mppp6gOMj+JhCmRSYwyzppXmj2SwakZ8rc5tcZmwCMyHmxO\nRFZBZcJqTjQSY6pXL2XUqmU0iqQleM1LNZIlEmfIw6JjuVEYa3veHJ2EFuVJaI7FEGUbSylV26Oi\numNl2VpVldqAWff0zCGUFC2ciryvdYgwGpg0h6pdo32l8HN0AAdQ0UfjevvQTl823pkIzPqxb457\nf/BzEmAe1421StQ0aUQvE2oinAaFUIsgWrRZSidxV9LJbi/mex+vGXR/QbpaQA81YqhKzA76zXbZ\nN4DPc8IS6MFilwRQdsjAnbm7f1/LzbF8khqelo/IVgtyn5EOGYeDKGWbEFpkYRyPjPVa6Z5Wm9Pz\nXIMTQvMN/ZlXAa0UqMKbqQbKtrD5URO5MrfP0cJK2Q/rKtBq0ZoCaHypNXoukdki134s6riozRAw\n20v3M9dtyOEatiZbBpA0aFBJ3gNdh0AVtMiee/7RAAi31E/NSNlgx0mUI7QhohdB4VZU8qbC91vH\n29pcSYAY8wpThTaVzi1Q6OcKzkZTRWWuKCB1wF53jspEE6pFQVPviIyRTxceqjIc9sRNJOZGUNgN\nBPeLjIkQMSHVjIR9CxqFcWau4LwHT/0+GMcMgDg8+dgcoCH/8f+nkob21IO/95DulA+Y8wWmk0ih\n0zzwuuzlsIeXGKj61RZ82wBtswmgsPOWxtpl8eUzj73R4aKHdlTzMi/XyG3fajd5dMZjbOFxoCvH\nRflvjwRY0W5bGEc0oP1xAMWuiKhGBu+D1H/Il0CpAoxI5M+J4LkAOQO8MGohFDWozWu47gjrjnDI\nWv6BQtmEzKhM2Gvky8pAyLCRD0EEgFZCwqiUs34fo3RAA2xeVqISjhV4MCyYMV8w0jEb+Gp9Rvqn\nU1oh91BqA4+1kAPDufZUVaPBrkw4auTTIoNyncEOMkMzNTALBZBAezRRbRTQ4FxiJIgx4rUOqwIa\n2f8bHiFodKQV6aZZAHvOqry6CCAqhbGu0l8YRMndUsGBRkFS43ak7MRmoMdKUDx5RPqnq/P5OyUw\nS45QYpZN9XrFMicsIS9lE4ACntNDRnuLiE4FddZMWAc6k3hxuakLWsRtoEWVyBowetncohce4DdQ\nGNTzOpqY5RK5bCy7Z1ouJyJNNABoQD3eZ3ScBW9x5bUHeYg5DgJUUtqJQ2nw+N6U++C5ExxkxnlF\nrLHYihvfAnA3m+SW5LTDbrqDeb7rHlff1JMWg/coWljXTYDGygtdzEKZNwqpGY05oRbGAlnHcmng\nwTzkttWIMwyYJ1X6rxqxyXa8AZPooNBodWn1QyOVEJA+6+WEus/gy7kBQzO0R+XqwgCKzEWz9GPU\nYw1jPVGbE0uV9f0U8gx9kjbH65iHR+ePXsYlOEW7N9A+E8VChrXAc848PYK6Puk5R6TP3Pfj4zXE\n87KKmnBOKDeogXcOqUAT9WMqI43vW7ye0ekbW9J7V4YOTwlLtDNmsS3MEdo52Ja2tqTj2gSqHjZB\nMBxLy/HLqeX7Hybft8nKSwWqpVMuZ7GSLW+cAXgd5bX2648CagI877seM46UXOGbOUQHTwX0cEFS\ncOUMiMhiGmmb2QBWas/f/hbmjz2b9Mx7mP7Pz5sHuTnL7DkSWvqMUjxNZd1F0CKlBGHsDQzaWFtE\nXJ+/aTV4ICDSR20OhvXWa0aPnsPosLPhUIqpOLIEcGw2HcOtiN/oqLtNcDGu37fluzUmScth9BSC\nIGRjBelbvuBAxxyup9WzLe1cHYOk5cFvAdCoem0RVhenAaljcxJ2Sun3NwCo9QRCwlqPyGXX3UcK\n4mrgYN/HgFEYVd97Ozpsr2TKYxRwY/+M+zGAs9zSrfYlBQwFLRck9S6v5RppecoTVbdazBH0MhVK\nfzA1LIQXu3muNhYlILj2w0sdufhGmYmiGgCE1kmioJbQc9nNOLNmm0wMWVuinJ3HjrupmSEUFjpX\nKvTFGOhKcpDUArSyHDwn0C4cr6UH+FRa0eehruGYS2F0qph/47mIWWmWdtvU59oBjIvMuDuxRrsY\n1yXJ5Xh9QLlZIj1nhlNBZf1vEbREtw/Z9H+z93axtm1VueDXex9jzLl+9j4/HEVF8FiUwVtaUv5E\nxUjiH0gsfTTxQQ0kakwKX4yRKKImxqAGSdAoYMTENzXG+HKNGkUNSQlW4o3mUqVlWRAvelW4IrD3\nWmvOMXrv9dDa13rrfc51Dg+8VFEjOWeuvdaYY/TRR/9pX2tf+1qsBuwAflYgALEGFP2ZADW7/Lzj\nGNl7DlopBWbG9tl90YDZZaq4nkqLeIae1uojD63NzmFY+3zH8Vz+blReHXwd7jvqD9kC4gYcj9WM\nV6szSe+6ixYG76ltHd7yjPzmiP53Zpt95hXyf/dkM+TGsi6HjPh4bX+n4bVruWL0DJvzg0eKaIpL\ng5ECaMF7rbviOsMXEvd5KzRya1BauXruA9uSkxj4NZg6ul3jbkO4WdXoU+O/i/BAJs8inVPZB4fS\nIgikm3Jz8raqt73rqVEQEIRSgwUAkBG7vGsDg04Q4T5vb6kZJR+FwnNCO6pmUKQgeYBy//tnaQgB\ny3SFi93THfWH+RongNAcXURsQ+Fp5/ACcwrVIWY0Xo7FFFB3E7ZdwnY5Y7cDplnKwLBszBjx4XDa\nMkBWFnMKDSBy/jhQKPmtLfJsaSYBmJYglOmrZM6EYvOstvE3qn2utTkWGGGKECop+8YienCy/s4B\nMYJLggXmODKKArQ9yByroYFyHk4DwAx5Ln6MvJCB44CC+Xr+/YD0Xx9bnpcZ3eeAwOJoshTa8QBR\n53QT9annnbmjI0v3zUrHMq/pKZKs01RCJ/Bi42QAqaG48j6+TIlvQwqiIns5mIEeoNr6VZozm3Ni\nzjL+c0UoLrJM5hVz8DgP+K7J1khR3r9S3MuScKA4i66JUdczHJwDg4DTv28ew3sPpJuOWLu6sbMJ\nmyT8+6Ebr11/pGDOK2wQB3quMm7HvYd9zHHJtddRTqvlBoS2l1gUlm2sQgPlNZzaaCfuZ0GHYSwg\nqn0Go5129VC6AaT/LAFTmTF5R989UT9pomzWYt2Us4BDvj/LWh42hLohKIDKygDhef77weXS+VQC\n7hXnnHaxtCibB7mkXvocRzJDRloqlbQbdTW0/HZIX5a6YYsHpLJgi4fuOUzwDADr5yLfWZ/Z9QbK\nqb0/Bwbba3J5hONeXAfRzNKncfj6k+dyRs8dn1bA8AVPvOzkd/d1zrnQLADkckQ8TgirgB8r4K6e\n4wC0RPx9anQc77UETheqkwageSB1g5E4DWSzSG4BG71AztMp/w7Dv+V3RsXzG5He2jbvQxbFMfV4\nSY5KVoXTApklQ9uL/C+sYpyYF9UoZ0UM3KOAQmjfYYrIs/wXpoh5BvIUsNQKzIGsCaORLlHy/iwK\n59ZnASxaaF3XwikA+1SwxNB1GSmU7e+NNioO6Uaj9MIw/C7vd8wUXXFe+tgLuozCMEeN5q1qzG2Z\nBp+cRyA8TUwFrY5COtJcG612zEUkeLRXNFBax8ML4TA6SiDL180yG/Kgp2U+OBQkkhk6OuqdGkMx\nBuQZ2BcBoTxqjchlMhpU3iRHJ29oNLZBth6l9ikBjs6GFFEvZ5Qn9928qltBOGzA7aa5KH3ubyjV\n8g+Dzhf5t2yynSACP0gNN4tdNwRPPxqNSUAMNWh7lbFgkYRBJAf7yfJgAO2CoJHPHBs1SSOrrBtZ\nGfGSQa41tCCF2TVCAEczNc+2d0LpZ3EbUC8q029qU9ohhIvm3T2T8C/ezxU+78Pkyp2X+axggtFT\nCS5bfmLnWdb77eYncLF7wfB9Ri5F8VQ2800MsxVmQCAl6asF0sfMB9oK6lGHQEmoO4jRfDnL5z4h\nLRG7Rehyu13AvATJZXWMB6C6tYHRdJe7Wpu/jsv3RKHDpA6nDOQoeWXYqqrd8ll1qGkQIUwSsaxL\nlDmXgVpnddQ0EGdjgRQ4b5gTwIx73LB/dVG9zc3bVQtjMgAAIABJREFUCvt+QDxdlLYicyrrvrc5\n41lBTgNAte2dAQglyveKzC+JVmr7KgSk3K6yz3nnSQoIc0Ld6Z7IqJyPmum+SUerRStPvW3OI+aA\ngmcmRXFayFxX8RXN3QxzlJQQAkffL44d0EWi2uA+Aa/mgKYwywh02TflVIVTHHSQPnTO6VqqCFkl\n9+5Jo8zqFIhBFUJ1wPp2sa7t7dbuuw5OA4L3zY87qPCec8Lfx8/2UVxG3+iMICvKORXgBWA8Y2Os\nMQR063yLRA4KpHQ4WlSvNocG7aRShZY+PoKbJ0a1DmjjcFRqdQA0EGD6+/rx4aOTLu0nlICUJ7Bk\nRS6r1fseS08AgK9pyAjZyAbxka5+7ygtT29wEOayYs23RjuVR4+IacEUd0L1T/JpzrwAhDhjqhMm\nB54aYDo2sZdybM7HknFzeAYfv/kQvJDMxJy9yHIRoq6NtMM8XXXRUQ/CSN+kwqoHjyntW/vL7kQp\ndgTK4Dvne7OXPeRUAl2fsj3st/bq73egfloBwxTFg90N6HAeBHbJuB5QjZE4t8i2ianefiffLAZD\nPQVR3lM4JlI7molJc5v35zkOP2Z4X9BjCNtA2oLEDgqNHqFFi+vlJB5F84IW8yAb7ZQLnt/sgGbQ\nUoyByexezpzWDdAoe2tBLcBxA9Yp4rhK/oSIdlRTdJxmEfphrgUv5aNUj7aAmy3Cq4X68hMUbplj\nTyfldc6CIwOeBJ/yN0DtHc2/oxG3TgF3KZioC8EhcGpHjUZgjBXzJC81Rgny8PnG3EejukINSx0M\nRk8FrP2ba3s3HAe8wmf35/r78yDApTEr7Sd1sCXyGyMtQxU8W21Ge3YV48gFZtRaHo73xhN80SCi\noAzP4QPp/AwvPIgq6fiQRfJd6tWMcDGbM8PGNTf8u03oq3OLcHfGWql9lMVHSuBAHl96Cl2eZI0J\nSC03kqIGVmTaGX01Bo0Ymq2AGoHMOeWNLnq3SVENBdg0AulzS2zQOcMo6LyOFSGpUa20+pgjYmlF\nj8fcPwDdJik00GNL/r+HOjp+r1N964QFQgc2x2jjVu5OrhuC0HxyWQe6Ul+Dq3hKlcs/SWmHuVyL\nE4HvfiviOKDhxTHIXLcUzEgMbq6XImJMJQMr10C1w7dVHCLbKoIhObcyJoBsTRZ0iE2UxLYnxf51\nYi6NXnMF8l3BZgCvNMcdGwa0vKwxqk2Bl4G2WckWGUOd3CP8XkOGi9srOhppQB8V1I4zameV8cef\nuxqCnK9Gfy0KEKvk+9cIU9MuAKDzs9vX0YMB5j0Oc936Cmh7qdEQ2z7ZicwV9wz+37nqnK3AFiUC\nEwJCFu0CAczKFpKFvDluyQgYWQExag4a15mT6WDq5SFXVOTGgjgX8dza+xLgkHsyQa2oW9vQTJ0U\nzoZBOQOaM4KqmXdid9Q1GEGheV0lAhzOiR2dpYyijb1SpB99dJDjzovw2ffkHQVA1iIuuuZkH0A7\n+7BWVOcE8XWmu0ii7xMfQTTH5pln8vTSrY09mwc8NYntyNQeq2vt56A+X9dXjLydWaNtfdQccgq4\nMEebOdkEPl3JHz0MpFkdv1YmyJexqLWIUmfolaNzWZHjHY7b46b86amggEXpuj3qTDmJTlU0aH65\nMkpCiChlwwYg5CO2wdFoYMsDLd2XUgJiLYghocQFY35fLisqKrZ8d+LAHI/nywscmTtCXU0I6aKB\nTle+YyDmd8enFTAcvc33caNHVSPzQoy5JazNt7jPZYgSekEXT6sZaXHRgbLd1K4zCZWMZ1Za9S4n\nyVQGeQ8fwajt3jUX21Sqp7fw2q7Gk5WRGCgqXaK80V3cM/jFa4yOjOOwVGkgBX1owC9Rc2yCK0Yf\nTKGUR96qOPSPuqcrFbRF1+S8rcKhTjTlzaS5ei4C1/IIYdFGgiOf6+cPRgTHWtoekBFkFfc36Zqq\ngjcAFqBc9teOJjbR3tNWgeMarY0eqHJdP/ksbd2i2uuJMqvatJ1QAqBlGRpNl8cxBwOh6wYcj0IN\npXqc5IvI+Z51Sapbzlpr7eCEMLTeGueHKBn2KqReityUBXOR6PNIOeX5UxQnx9UsBoirCeo9tkPn\ny++SG8fRqd/pi7R55Kl4vBQ98+fafy7SEnSu04OsxbfNcKQoxJKUWq2RBgApVWQnUtGNJKPwqVFT\n1EjhM7qIvuUQjmEmb9i7qOFYcoK5GL4+oM/zkEtSSa7VYPKb13j4iOR4Le9ZHQ0Df/Aec7rEMj+w\nc5nDSCA5tjPGPWJIQlVdJnNyYZea4VarJNceJCdPnBKxpQZo9PDuYsLt5Yx6MQEXkzi5XIkKQEFf\ntOGA3U56lbRRL3y0KdUMazvfrqP5i01RsUh+mdGMXUkTAikauqOg2Gi0kzHigGrn+fHREM6rgEFY\nDXZ+7XKo0Bm2UDzn918z3IuoGluuos/B8vc8kxuGGFCvF5RnLnoABzRa7KI1d126QwcQNd+5gqDF\nOWB17tQpSBFK7d/u++cO5sc5oNM5kACzJU4A6Lg/89Ptyz53sj8H3bpWZwA5NkfXmbWVtYl9WQmu\nJxWAiOsBgEY9dwkn0zPXpmOwFhmfNxug41RA4QDeJkXwbC/BDqNjFN3js5ltkgwg2xArQHlyj/JZ\n1327vCNvfHd+XXdO/er7lA4X5ngehblBIF/H6B2Pk0AE29PbYvKzB4Vu054i2p6C9sCltv2Ejkd7\nv2iAswI+ty0gYoo7IO5AZU5SNLcBHAJokcOolEwVZJEcIGnQhMU5UM+UkQina9Bz0Sbb3tAAIJkm\n96lOB13XffpA1BxzAIYBfE1EY5c8T56evoiT39znNOXvxpxIRkp9PUf2kYDh0IFoACg1d//un/n5\n2/1pBQzxGQ/MeykeMP4nfGrzWBAI+oXZc7k9MHSyziZAQGDnavTZQRqNGmJeDZDCEmERGuU09Z7g\nqkBDIi7JCQ4AJTvA6Kk7/lBgx9wOM8S1PUEjBnXBSTHgjjLnD09TjRCD1NsHNJiVqhPW3G1cXGib\nweA2sKpKerHdohvTpdkzNKYm6XrLE7yeKp5e2uQwsReu56SMVmgJrXZ/D7zuA4X3Cczw97yOB4id\nmAwGnI0GBEc652bRvtM6h/5VMyJHI5K5R/QZpEnG1rIASwxYYkVBxYZmnHqneyBuCvr8oXbRxG0V\n1bjDUT8PKsvOXBK+PBVe6ahwEQhXku/kh9dZh6/sH01QgwZYraBSmnXDEIEPAcDVgvrkXhwjTpAB\nDiSeBYc+utc5TmS8mjPEN7S4f/OB1OgOSg+m2uQoe8/noxhPKdqXgM0xFkjnUUptTY8KRi7n9vNF\nEs876aDOWxwy1JiKskZQnqk4I5+AcKvm4eXGPMqf++Mkr9ApyBEI2rk4A/TQAB+pMRQXIB2ooyN1\nm2ajNjFfBIABTynKfJQIYr5zRZU323SntMc8X2GZrhBCRKpJlggDGM3Q6bz4lWqtQF2zKRLW/SQ5\n1uuMmivy5QQgYp5r5/xiKZMUYeJNnhVhw6ycRt29yBQgFPxpAsoSse0jtqtZSmyMzhgXbbfFwi93\nNLCTRLRMnTC4+QG0tAGr26KNoSN1P0mdPBXlkZdRzICuW+4BpXeaUhTF97s6Y4JGQeuq16rtOeoU\nW31JJw5UPucBtuMz2qHo5zCfWdcuztvJVbfo6gKS9sj1xAmM2POznwhu7zuiAx66zoQ41jAMOuz6\nkj+dQrJ7nz69zNQz3fN1xz3f7b5HBxTX8WH96ujI43pYWj+HLE5r5Gplday+InMSR1uJoMkL/Dkx\nmE70b+zvM5G9+oI9youu23jzzA4PmB3YNFNgim19T70omHWlpkBYzvfdIAhG1gvXZ0ANErb5nnEy\nRdQJAFwNr9TmY2Mx5GaD6XzvIsx8tog2t1JLn/BrQahAzAVz0TF+lDlOOuZJkIX0yBAbcPfPEwNQ\nlfnht99aUEtTPGXOnL92SjvMWlrCq1h333H0VwJHue2pkimZIVKKQs6NmAAKxyh9NaaFBpu+ZFgf\njEwTn95wkr/uvy8TRqKT5YCSj9jynaS05rY3+j1O9urkWDPSbxLlzG6/3FCrV/V77uPTCxhqaNxE\nVA4ZeRODgGpCJjIT9kqtDG7i68zg5NJrdpOH1Mk5Nc9kagDoZHFKKjWsylZ1ScAx4bgkHOfTRQbw\nHmGJqtVUUVW9Mm9SxwZraPkB5l1ym0VHl+MGihZ6Ig2CbfUcfrjr+SOGM5tEQIkaPV01qgOYcYU5\nyobnvmOXL0DI4rRMequUWPMQVl+wKWsWi/wRpF2kgqu56GP2G0Jw1MtSgzLpQvdosm9W7FLFhavl\n56mZLAPB0g5dl8ALxMi1UqzKBq46hPri8ICAP35/iRX7e8Rv2uvqKZ+jGIzfk730PXM05bl8iY3W\nL+PB38UgC0idgB3EibHMwH4fUHJFrY0+R6NKnpfgtXaBumhjp9Ww9AAxF6iKadWaXBHlUPpkfI4r\n7+mFs0k8fUvnY1XhmJDLqdHAv7Pg8hyBJZloCA01ntyEQIBTtUmdH7qHm4EXpfg2oJgt0jYQlcFa\ngbo0h4uvg1erAoNNKILhdm0Ghwp5GIPhCn2UQY2RShouc3cK1ynnfajtJUUsiFWlv1PzcMqztpwG\nL1xwzoPpVeBOclOY02ecyWYIJ/8e1VtQypk8RO8trQUlH7WPj9i2Gwi1dTV1PO1xMy4KRKCsQr5b\nyoalPMSSH0jXEHCoGqkVtZ8Haps6FLiWz0qDJx2eNS2lhltzWvnDmAPoDc67ErBuAYdDc/4wGt8N\n47bdIC5AmRPKPskcVMdd9ewTvzcAIghVIzAVYA8br130xC1OgeCMzqGgeXO7hHqhNR49MHT7kc1l\nH41Rg5v7i75SUTAeCo1bBD86EGY6AKnVEU0B+wcRD55KJ/3N/m393/rRmloArFX8J+OXuQ7pz2Qt\nWF95gOVv6G/kwGhS1gZpw355C26RbEyR0LZ2peb70jq+wd7G8AwEuU49ubb/mc46AF0uq51rDjGg\nS1CnyEoMHcuoMsJ26AFUuNtQ7xR0bwXdRhua087WOkbzB6Gwk+1M+7teLygvuITbqE+dk50jcrR9\nYPYP+8J8bwoIO1EwL8Kj/VHnyd57Ewhsk72je3vwOqQgeaox1mw1S5VV3ei/IQCgyBjaXyLbo1Fg\nD7C1MwTM6/UXmedxDeY47PIQHf/9JB/8TE6hB3Zbdk47LfzOXESjq2qEr6UBHLvSDABsP5mnC80Z\nFCHJDqDp5L68eAZPPHy2n9Ts59Cf2+jJFX0u/HbitGzDte175+ijI4uRYjgTLs05+kkxHR1IthqO\nWhqknliq/fFpBQzDv91hDEXT62wvAQs2SIdPZY/A3QgwYNkuiDZQeBT1mHL20UvqCgCbR8aBRCsU\nvKdHVehGZZcARCC16MKJYemMX4kSJeQtag4X1PArBhQr1fQuvEWu7RlobyeeMtsVcda7WkNAHja0\naQLCThJ5g+vOjqWhanxCG20AcEnA5VRwORXsY8WcquUFjiBJHqP/28VUcZmqgiaJwll5ikHExV5h\nbeBnnD7mAB0AmPy7wqt4+naFoV19O1t0cWy//XuwH0YwyFfiX8c5hdHnO0Ko9/7Ng2Ze04vKeHXV\n6sDouMHWCitLkbcW2aSxWYvmF8Y+SkLm6DwF5F3QaEnAltOQn4jeQnFRyqjR/1qC5H4EiJfa0+QY\nbQBM8AV1MkrZfg+tuRU0z9UBtCy5XFts/cVxHZMYpE2BUt9TRjPujwJ6t9z2UxqFrFfmAbNEhLXk\nAfO/6IV2kRqLPMRGS+9UWe9UZErzeuAVIrMCb3qzcwVyQAwRUA+r37AIuAJin+A/KKV1447qcBbp\nWzoBGR9x7Makz21UADq2pY1t2Sy3LLWrAoJ4cOOEWvdmjPjyGgB03aJi3axpA7pWX83yH8vwqLx/\n2CXsFqjATMAyKwhU8Een1jLQ2JvvseUu+1I7546UZDwuM7Bpcfv22RvsdExwPMrvEmqdUQkeyimY\nyBnN2PSiT2yTcyZiLbb9Vds/IMb6hfRXuJqx3+GsGqu3ie13w2LPyJjkY8oaYDmUrL07Oox04oii\ntdbCnQMuL1oEv4vCFbP5+nvXNt9rCdhIc/QsHbJhZhdZnlt0DXBrntubUWpjJMyTtHFpzgNSjHkQ\noNLJ1keLtSlJnE8JwAwf0asnQK4USA6+RSfDybqj017WcZ8nrg4JRi7ZT3yhrFk6glDaM4CsZaUE\nrKus6fWQOwEce2jfCZ3XHKe/5zsdaJ/eRpkvE/YPvHHeTB1jqMR4Cny9DbSp+Ajngs6VSPGvY4sO\ntrXZUZSZK0kngrMP7fxhvgFokfHsBgCFf6h07YWZ1KEldqo4RTuHaYF8H1kiucGR8+uZOt+GgLW5\n04IYdg1A+U41YN3AH0HcOQEzU/IMEdN0aYBlBFa+vi3FXjrRlTihlgamSjnCVEbZPAVPt7fX+MSj\nDzWHZVwwTxdIuAB2Ojc5pksVMaxQENYJYSiHMUb4eDByyXQLE95xFFzuTSOrZuyfLkKq1+uOwDq9\nC2K8tH57ruPTChjKQpEQ54QY9pjMmxUbXdR5mAqL0/McepMI5Izrox5Buwdg9AN6csYcI09R4N8H\nGuk8u40z9psnj3ET8H9r5wjt1G+m3JRs8R6+73Fgn9cSkHM4e99ET6YDrz7QCrj1rdr6pedVMaJ2\notr3cC64nioupoLLVDUfsEXsttoUPS0ABJc7qBHDJVZcTsWVf2iiM1OUv+8019Azk4DaRc3GlFCC\nuZZ+Vh2Ya886fn/0QsfQhG92qYpAa+zBoNgOYiiuCsDOpKiqaF5TIQWgEUD5/iFLv/Eam7uGBbzP\nAFHBB6dlNPjzVgLWQbnVA1YPets4OI1K+uikB7nV/ccSIzSGthSQMrBGIKzAasnmaoSoNzxFUbPd\n7YIK2wRs9PopAGKOkeUIMXSj9Ld6OeHiIuDiMuDiImC/F8cDa2c2IaJoBrk31EKAlmJpVOcpwPrw\neCX1J9eVz8lNsc17H1knS8+ERbYF2zpjXYFt0/xNX4aAhmeVjg0piNc3AszREcGR2Dt+IDmcUvg6\niXXpjgB0hgMKMJNK6Kin3UbvNif+nmUoPJjcyk2XW9E8zpMAtnvyPc5FDWstgMtf9HmNZu0Czrta\ndAxNSGmP3fwAeLBDfbhDeXqP+tQFyhM7ATq7ZEwGLwbj/Yo8qH58qWNnHvKb/ViqZ+adnyfnyuhs\nFVq/NOJua2JQHIOk3HuQIeModGPWR/UlWh9758emIOzQjM+66TiJGjkNujcqKEz7iP2FOFWWuYEd\nDh0ClvaOGgvFHCSx5UfLOtJUnY8KDtdj7ER7AAHDBOq7neyxl5cBDx66dYd2dRbHU9T2kMpLaq+0\nWfM+N2DdErZ1UgXl5tjxc5/sAgLyWgjgI9ZN6fd0RiSh+s+L9tUCLLPm3Ae4fVCo/OvWHAF+b7Y2\nO/vB93fO1YTAaBN4yuzozFiccBvX+bsctQ1NNMlTml3AqJlM2p5zjq5cmnOj5IhSKjzbwuaVMi08\nIDaxsmEMRTd22A825kq1vib7mdeIAMLUf9+zPIrWBy65jbVOMG1TbYdcUdfcl15qk7jZhczbVKZZ\nmKKN/ZE9wxqPVIsPOTdBHV5XS8kE2pn8WZkO3UGbNIQ++u+Bn+pTmMNw3CtcRK3qtdjRHaDcguUS\nV1QrH8d1f4xsUSG01TFUEZWaDSRGLT3kUxXk1q3sUdacSH+PlgMve8bN3VP4xM0/ImlkcUqXkJIc\nETHuZK8z1W8+jwjkrNutRThLbSkJKc6YpstOgIcOTLJWxsjqfbUagbZHjfUafQF7S/NQ+u3mo///\nf8SwHeXZJ/pf+BW0nPkd+drkry995M8nXGvqlcuVyM0gq5LHU2sGSlRPanKewWgLABfPWnVDrxVF\nxVdm1JZ74oAXm8oNYwp9ftvGsg3ZR2rEOB6BoRc9YHdQJS+EgLwJiKOTynt1Ywzd4t+1TxdSOqey\nW8QBbshsSMCjEAEUbDViLRXT1qJuPvrFNiQVgJHootQv3CXgibniM/cFTMFcqWYHOg5bjiHLRjAC\nRrooQJ9A1TTIqixYFa+J8rf7mLa5NuAwHv57Ak6rfdeDwUNuYCvXvu3C9ujvX+waBG7ArSt670F1\nqRTkaRGMRQGmtBEApFiK1WpEQExVqK9Rlpmoz+cNWS5nnk4rz1c9a7nrrwYKFXiijUV+Wo02dViY\nt5oRcr150RbEcGowyFDT/KXLWXKDNxctpFdjbpsoBXNoGJZFFGfZLhP6UODavesUkLN8lzUu6bwg\nV7pUoOwVYOa+JiS0PycX5Wb/HjWqdMgBhwOwHqvmeyYcDhHlLptB0gn8OKXJVneOnQwT17ANkF5g\ny7uOZkzYUStQEyhsEPOEOK6rI9OCOVlbQc2bbeDG6LDc24SxBpTVsvJHBcgOMaCn3tV5usKcLk43\nR9uEgRiXDohOcQcsEjW2PWCfUK8X7B9EXF5FiyQzx9lT3MVpVW2dGmulzrGt2/elc7f1BN1awDnE\nsdKijLAxQUean5sd2FRjOESY6HWpElmrFZgqJIKYdR+ZVGwqAhuS5q77voQ4UOfWV8tFxE4j7ft9\nK9XhnVgEqOcABdMHqOzM8h6AUvmngOMSJPB9DJiPArY2bVeKGn1TxytLvfAclsbxEThzyEzAPAFh\nCWIShMYy2TS6tqaASSNnrexQ6xI6CVreaDxxGpxzuJ5zKNEZsFXgmLTk0RZaTvLw/RQbMGUawTjG\nuK7Lz+pYC23d9qWQALnOpnvHMQYcJiBPAXPmuuwBW7XnI7Di8iqgy9Ewi4wLvhPPvCCYZMTRT/w+\nmufEnMwG6SPCpozNgOQmY7z1XV9LmVFb1lAGglFzxRkQ3M9AyUHBYtR9KRmFv3PS2Q3RaMYKCinC\n53NL+YzrCmxLwrpLqIesau4D4AQs2mpli0hl9bVDO5VUFaQ5ZwunCMxNNd/Ubs8NZNvIi1LRafi1\n/2LeIxEw8v7Z1atV4AOgA4kjLdUUScfcPR5OLM3nK1YTd2nRt/3uKVztX2jXTknqDEoNywqj36I9\nH9sl7JMJqRaEGrs9RLpRf47RxmIqe9urPAU3U+nVAd0UF/MMpwR4gSCfo89PUwB3z3mu1Mh4fFoB\nw86wCaFPBtejk9bmpyuAHW6DFm5vRa+9bL0ZUb4cRAjmAapar6+ja5L/XgEUqDhUVYAoi03YKqR0\nYrWCqn4udhGF0EcVtlwtN2tb0YtaDAiPG7D/fpfHMagVZkZPzx1qVIv3s1o+zbyErp3eG8sFcIni\nDSZFkTTR8fI0uGZIpHCfKh7OFQ/mioup4uldwar5TYycbQVYvQonI1tVDLVCIOfu5Y2wrQTcbMBW\nYhcZszYFZ7iHBiR3agBeTBW7WDXa1KJ87V7tk/cd2zMeXGtzDY0BqPkCyYAssJaKfQqaMx46AOeB\n7y7J51nQaet4wEFB653776gRxM2B8HORDYuUFdj3jhmdceMNqbYhi/G4bcCUgS0B0ywG3rIDSk7O\nAGnODtKyLDcowvQz+GC+/EoIFahCvaS387glHI8RN6lqhKinQnnWz3jEULscyinREx2NWtp5susp\nyBTlXaXBxeDKq8iY26L8raojKOWKuAGF60yuZoCgFLB2osj5NyXTimZy1SNEmAoVOGTU3DyU1Vk2\nPm+E3lpbSO5ZIrpDwRw3U9aLimHrQFxABOmqWz7gnPIpvcgpLWDiv4wnXWtROgrTWATYe6vFONhj\nd3yAi8MLENeMkiuiNukOl+wBeX87IAahrJsDP2hJmxJwC+CxGtk7XbOu54KrCXgwFTzUtesiVdsi\nANELO5SAx2vAbQ643YCDrmni3KnmsCmxYilCb98S86BDy4l2n8dyGpXkXD116HDexq726ramFknM\nzcjuImZJ1vFSxHEhqsXesK+mntxFCqFRzsAooba/a08wReWc5X6LgkBvA3E4bpqXezxU3N3VLkoq\nQNCJ/0RYiSRGrKQvnN3gwFud2n7g2Q4EIwQidAwlVaWdUgPB/K6/vqwtsnbzfRxJ49eInQAp9x0F\nXaWilQRRQDWhdk4mrz9jjoOKzoFXgMbGgDoUp2IzgHshadDHQod0UEee9AHbJ+tz/+y1Sh9uDmQT\ncB113NiYOvN+TMzLP4/em+OTtOOj2kR3Vxk3H5EcZG6W0yL95J3cvGYPCNEpcfvxllLQMQHUGtXR\nnnqqrXvHdPrfV4bGH2mSvSQloCwJXU6/G0MW2b/ZoMWlZX/LVRySNeg+F3XPU8Ba3M+AgTYQxHvh\nwITz4LBS9dsNIl8CxYs0sd/mhBQukUbnYWnX7KKUbB8ZIhRT65qi4C1ERLSUhVpnlJi7tX9Keywq\naEPRMorGtE2xuk0/AqEiTnssdQeUh63fqhd/cXuWtuUcc2ak1KIcu8hhiNPJd8dn9Tn/8t0F0ZUK\neb7j0woYxv920yIEjAAuCvJUfrxQ5pcHPS3Ou27qbSzUvohXFDulz1ycydMLPX1BZqxe40489TUG\nMeAUaIqHsa0c9OqecIgBG6Sj496rvZlnSI3fCMjEJkgO8u8yXCSc82w5IQ7S9aBN85shFynSPDZu\nBoHGfrAN1W9QI5CQjbYHGvwkGOO5zaOu50LA1y4CfBADeoDqEAUclG7J6Fz7rnj9tQwQDjngNgOP\n14ib3MAr2yMU5QoUNQ4DDS9JVwMEyABCY72aK/YKIkNAZ5z7d1n12Y4Kbg9ZwNdKQy5ABXKqG3rt\neRl5fLzJf4/UwCRVdFJa7U7Bq0RdFVSeAearRR7kuqSTetoqP0X8NzSjTp/DL2vS7oCNuSgGqltk\nhWOBBi2jn9umIOoMfZMb6/4i4PpKohFbDrqpJ2xr6p0loyy7P9SqywAyX5hTDJxomJwx8LIZveL0\n2SKBXtWfe4+2UNTEoUODI6ZqOWvLLmBbAhbNm6VRVhVIFo2g5g3m2EGpSlkC6pJazUSq1t1lBMp6\n5wocNlPS27Yby8v2HkdTWaPnlhE8s/Jw4q1gNWUWAAAgAElEQVTtqC5DHqD9fI8UX4Vu4rX3jvpr\nyOYI5PVx/z0Ax/UZ3B4+Ck8lEg/1qZw5jxR3iGHCbtkQSY28nlGvFqR9xDTL+l6y1CasFTjk2EVo\nuLZR8GlWUHg5FexTYzlQnFnSW1tkZ4riCCGgvEhBGRDVmAY8l2yDQ+4p5HQ2cd5yDh1yNOfMuXql\ndBwBgKeVb0sPAEoOHcjiWL7v8HTpGANCag5COqUiGlC5WYNSRVudR7lvuwcjfKQNMlLHiH7JDQje\nPKx49Lg6B5RGhOKQ00tHaZVI6RhQ4X1tXxuMc6G5CsjxOcQxSSRyWYCwC9jNGm0Op6Bc+r71hax9\n0h5SOL0DaUp9u9iWLQM5AMcQMBVZ96finUzN4Qo0YDiqYzcnaNA1uqV7eHZPdmv1jToPfa1fQNoU\nSt/WSdfDmKQMUoYCRQX18pykvKojoAKYaheB5Fjkeno8VhwP8l+4UXGbhxeIH7mRyJZMTuRF/rvV\nnOExamfsEEYB7xVBcy/xXEQvtDEaor7jDLAMDZc2b1eNxxgdtfPV+x0OGeF2VbVXXetLVdEe1b2I\n6Espsb0UA/JKqk44J+gzVu6HpKQCBgiNRmo56rU1Eu5cgF4T93A0GNEMyliBjBN2iYmJ3aOOKqkD\nfXkkiz6q8zDFBbOqUMcwIaRJFcPiqRilB8++9IdFXwcqKD1fgO1RwYE4ay+i9eFYwqJ/ptNSTx1o\nDGkAnA0AP9fxKQOGH/3oR/HVX/3VJ7//5m/+ZvzCL/wCaq14xzvegd/8zd/ERz/6UXzZl30ZfuzH\nfgwvfelL7dzj8Yi3vOUt+I//8T/i5uYGr3zlK/HGN74RL3zhC+2cj33sY3jzm9+MP/mTP0EpBa9+\n9avxIz/yI7i+vj6598nBQsT6idtW/Ck4cQau6qbw5KOHHLwBCFr8Niyxr3U0SiUPnA2G6e3agNwv\nBVEm1WuVYYJa0WFAAR0c+NRrEHRyB2H5CkCfK9oEZl4j5mgiMV46n5sp0ACfNtU8Wdw8x8f0G+c5\nr9gY7ZS8m2YozbGnzOgjGxCcQrV8QlI6feDydgu43QIezBH/5XHS75/SNhmpE39AxUVqEUN095Xz\n+/WydJE6wLEnKs9RemptHuZDAbAGHEvE7VaxHKGArAE6giDfpwRwjBwc1DBYXcTS2ovW3hhOhqDc\nawEeopU54PfmczmOAE4l3dB9Nymwy7UihgDoMx/HSKIzMlp+oRrDqRqtcmyz92D3Qjc0+Br9yHuV\nxRkR1ENMJ4UXq6lNrc/TfMYBoNHvaWo5wEYtchs70DtIRkEI29sCuug8ACstQgNG1Fch9FjImrMu\nFeWCADKgzLI5k17EKMjtbcXxUUb4xBHx8VE291zbxj2nVgqGmzUFRYoaOlsF1twU4ZTeYjWfXEmI\nDhDSmveLCGCb06gcN+ZYxDhZceSkCnKmUmoXKydGQLcJDjUWqYzK5H4R2oCJEjzX0dGYuL4ra2S3\n6+mR89Rqm9KhsVeniweCV5M6YlLLK55JT6zAJ1Zx4Ngw1M8UgIsEXE3SJh+5auyC5kThp2cTcP3g\nWnKXSxfxz45Oz2jjKGbV5R1Xt+0o+Do39nn4CLv8XJthrCDzGJqjxEdnCArXo8ujpTHGi+p8pcPG\nnG7DmlJ13QhRHZmlarqEOnB0EfL5+GYLuv3Qz2evBUDb0fKAB8YO99IpVdMTaNHK0/WW71Lu3YvH\nyLV6ER+WslqBrnyRb39jMQSkeCrEI9dv0U4/XRjtm+bYOXi7fUvHAXOnPZj3fdq9F/Zxaf3V5bPq\nOpUB5BRwSBGPhrw84oli10GjzB8z4mEzcZZwlxEfr+2FxixjRUFAjUAJmloS3eDlx2D8BAVEKLXP\n7z6XW6iK18VU7F1gwb90bwP6TqvuHBeFi/6+4z2v524y+JxCwNm9q9a+TgUUUgQgwRULr4f+014g\nrD11U5JyDX10kfflPqHCZiithFyMkzQwaEBnik3Uqi6YygUmlp5bpWbhmIbgAVSMS79vhX4TlrzC\nPag9gkVL0V2oyNgFvRHOQGKgaM3AsaWS4ZgRyoLEqKiJ9jgVU7ZR2xBDy/0cqaAFgC/Zwdx4+105\navf3UUPbH58HEFoffFJnfRLH3/zN3wAA3vWud3Ug7cknnwQA/NIv/RJ+5Vd+BT/0Qz+EF73oRXj7\n29+O1772tfi93/s9PHjwAADwEz/xE3j3u9+NN7zhDbi8vMRb3/pWfN/3fR9+53d+B0k5ZD/wAz+A\nD33oQ/jJn/xJ3N3d4ed+7ufwkY98BO985zuft43rJz4GAB39iYcNHJVMR5QFphOeCS6hNonhK3k6\nASFsAuxoFIU2WaxshVMoq3NEXZwQDWWsz0QaefhWWyQkkk4R7PdwkTXSC7x0vr/GmNR9Duj5PIEe\nHDZhHG5mo8fKcsC4Kem4LAVKxaquvQQJEUuqOJyhHyZ63WNFUQCRAgAXOfQiMkkjaBQp2Lp50Rb2\nc6BxBEctKtiu0NbuM9aP/j4NkbbswBA/H68Bjwe+HY25Zoihu79vRwzNSWW0KjRjbsxH3CVgViBM\nIDjbdat9z0dVaViOQjiks/kcJq+oKIZB8xrTc+xze855373Rc95D7wFHP0bPelBLtbHoPc/Fkun1\neikCuxYFnLXmI6nQzYADtaec8issuncuTSOG5nTx0XSLqGcAWxWNlwkAqHoqOQnMdVoWUURlnhS9\n1wIkBUwejxCjJ+vm7g2IGMRpRFDBiZEi6lQRlkm8yUsCLibEdcGOYW9X2Lzr7M6j6zq/VqAkKXGx\nLerlnRHChJzvRPkOgFcCrbXf/CR3o9U3HEtUeHW31t+TSn1LJJPHbvcErvafCV+gmaqpo9ANJdF3\n8wPsl6cQry8lHQCQSMPHD7ipCw6HJJFcJxiy2wVczxXXc8sl3aeigjMK0BScFc0DH0WqFN+YSNZF\nUip6qph1vVj1OkfnMOqGc2hrHP/NY3Tmbfr9m61FEI9DBHCcW96IN8pkadFu5v8yQnQuB45KlSf7\nh7tul/qgTs/O8Pb5sj5vqrRRMQp8rBdXuP2nW/m3OYcBX5bgrGHfQmZt7yZA8M5cJ9Qx0uei1VEu\n2EptexMjN16pkkrmc+odwq6Mx+AzaX02llkgcOFzjAedznwWzmcOmNCDTwKwbrrrezOWE//gB874\noslsYomK201r72XELPtX9W0paKk/PsVFB3ydI4qrxZxGAOefPyjY4TPSee6BC9uadc3zY8CDNKf2\nLIyzArA2J9tZ0NZIZyOyTmfYqwq2B4c+V5DjygcYtnL+fjyYNjVGBPUagU5B9qOgEPu0+yjjBFH7\nh/axtZO1celkdG0goLxvHEQICM0VIc/yfsf9JNcW7HDtkz6NmMKlADs0UHROpZp/t7xE2t6XC+rT\nl/I+dkmA4YUrSUTqWKktxWzd2txmVNQ/t9/odbH0gjEdA8dHNTW//T5A91ysGl/vN2cXTf0kSlZ8\nyoDh3/7t3+KZZ57B137t15787dGjR3jXu96F17/+9fju7/5uAMBXfMVX4Ou//uvx27/923jd616H\nf/iHf8Dv/u7v4ud//ufxLd/yLQCAL/zCL8RrXvMa/PEf/zFe/epX473vfS/e97734bd+67fw8pe/\nHADwWZ/1WXjta1+L97///fiiL/qi52zjuVpaPORluCO1gWLF7ccwuVxMXGIhIBRdkJidfh8o1Guf\nFJB3i/24QY5utZqEr+6bci5iwTwPv8HyPBbq9QnW5Ozbo5GPr0Znn/9VTTErWb7UqbHBaM6Yc0JJ\n7ClVo/BInkCT9Ta2BcFqPI0u7pKUpPCULDGe5Lwnl4pZE4KM3mK0RjGm1gLcbIxq9Wv+ToFUUy9t\n7yEPUTQCSorTEHDFUDsQSSNsrae5j/epiBJ8MGLq8xZ3yecr1pM2Wo4Inx1yr3UDMABSvjf/c6bx\nqe3yhiPVE4OL5jbwKqI1Gbp+QwHjChwOVehVnay+F33oo9d+Pvjx1EU81UniS7oAQHWROC+vbkI1\n8vLEIRRbsj+vVaq0M28A7mprh1vrn692oVfTO6dWSSNqjGby+iFUhBxQogJIl6fVUU81vysEyCa2\nF5AXdqnlc8B5hfUFB3o4tVYY/43NiRFQmdQmMRsP1xGA1RrThWdcc6e0x5T2qPUBTGrbATy5fhMX\nYF3B4GhGLYonm2gFmsFL7zALE7toY9LC9TFOyEU8yMWLHfh8lJCkrdMF4rxTqXJ5rnDMCI+FV1ju\nEm6niNtdQlpEefPiImC9CLjbJxyLROQ+sUakyDHSBGJGNd8YWsTRr3H7VFTYpkUXy5k1wvpZ1x6Z\nj1wH+vxCoZK2n+nUITV5CuiWiJP13dnFfD1ZHYKS+6aKm9nNtQjb50whNYauFELOtUV6eGEa1BEg\nV7K6xlQFQgbmxkgiQRz33Sf3CE/vT/ZOKyWxVVBKHqHClHnOAAyCFIsWMO2ko1U0wbm6S6ZvcFbw\nSkvlhCmqMuh5EZKxvIhhnSAUy7jEk3XR44L79mfu0X7tIjXX7j2UqvD0UACdmmwI8SSPWtQ8Ww6i\nMRrYBwDC1Ers1LHxtL/ovR76r+6SrH+sb0hGFw0BFQgsT+xQnr4Y3lVzIJyLPssY1bFCgKAq0DL2\nZL2tCrxct7QOGH9F5wSNE4p/HYX+SVp/4JgOzYlg63GEsNfus/sZCWR0SyOoZiB4h4cPe/soIOz2\n/YDitBgBIdAEGgHdL8ppP3DgTeE8OqmtX0gjJZPFszrIZjE6qNb2Q4CBRDoBkW/bWj9dkpql6Wai\nRs6SRNA5a7VS12J1NnG3iZjP6kqEeKBYYVFQA6ocFQNQ9DWApVsaJZX72qjAatFPNS4S+6vweX1Z\nkIL7B8inGBi+7GUvO/u3v/qrv8LNzQ2+8Ru/0X73xBNP4Cu/8ivxnve8B6973evw3ve+FwDwdV/3\ndXbOs88+iy/4gi/Ae97zHrz61a/Gn//5n+MFL3iBgUIA+Kqv+ipcX1/jPe95z/MCw2W6AtCAoacg\ndXxiArgpNHqpH/jGGwkG8pSLaBuOAT/AoxEgb0JPuRMDkTQCTShpEsJKh7CoiYWqaT1KTmJOUXKy\n6Ok82bXReQrtmNr3Go0U3cYTgo5pHUNts9Cu8JtpFcW6kp1H2V1nmoE4WsLuqEVz8QBMqr7KayT1\nJi8uWkj1zF0SmlaXf6Z0S6AaKNJHxhwoCiO/JAh7vAV8YhU1uzv1mB913viah4uCRK/WRmBGQZmL\n1CiuRiVyOX4iHCFG4c323GqjO4143qdUyIhqClXTXCtmbS+vxeifKZTWehaMZm0HhyqHjzc8vUFZ\nXBu44nv/VXHXK2hDcIpCmwoxYF4AqhDamHL7US+iJODscKi409yaequLcq4ouXRFf2kMkCp9dwDu\nbmsz+lZnuMVGza4pmLiFeSJpbHoaT20P1ZQ7y1mKeFeqxrMDxrC0fprIE+8DNEfTLiEadSsAqKjV\ngd1DtgLRkbWsXI50W4tK8yr7CMvqfuZ/9uy9Ctq5ekq+7AOALo/DNjEI9TREVQHFAp+sf/J9AGOi\n/ZiH4VXZ2KZcVmzVJfuHaBFCkwSPrId1RNBSGUY/BeTcMmHKGaFMbU1OunbvtPbsHEUEY5IuWI9i\naG8rcDtHq8vaq2oSR/fRdkDWoRiAfz/GE5GQyeVzTQEWPTeHzLBOeMCYnSrpGOFvuYIU/WhiITY/\nozgjTkr8Vjk/UzCpNudMXKT/CW7m+ZSCTUBGUElKqQynZEJS3ol5EqWqDdT5KKe1PcDooQBwfQ08\neDCUHIAuZzEAi4zOMToGoNV3vNsQ1iwRrpsV4WZrxrvxNUOrdRkBzPqzrgMnEMGi+gJMV60pw1IX\nvuSFf+5RuCsCCJN3wqKjm/J7kncZDCTSwSVgMaAmIFbZm0MIjq0UMNn9A85Rbn3/811J29Vu4HlR\nwcMcUTGpXdXW1ZNwegqoUytkb054L4pCFDcFa4CxUXQDr+zrcyJ6BGiBY6EBZkBsk1Iq8hRR5ijs\nk01zth01v7p2hzP7h0XtCuSFrJCaeNynWAPR6svS2RERUgE29/x83ohTYcVSMQqziBiZA4Dck06C\nIJDnoaPQR0Btv+qVoLvb2B4w0DeDndAWrpF+xoHDe5XmTKyq5sk1PyAgFNbFnRBjRqdciuiAWdsv\nQgwNLOleW3VtN1A4J+vDoAwAvheCQu989X3n22kOSLePskwTa+na/hcE9Al7RcTU7LJlw4ajvVMP\nin36RUgJU3T04eewxYFPMTDc7Xb4ju/4Drz//e/HU089he/6ru/C93zP9+CDH/wgAODFL35x953P\n/dzPxbvf/W4AwAc+8AE888wzuLy8PDmH3//ABz6Al7zkJd3fY4x40YteZOc81xGSUoCAZmz5QTlG\nCUkXGAs802sZhG5q9Q8nKTtR1QgMpDQYfUWLlwZY0fvqAeEumWHBXD9utluMogAKaBhdd96SEaiZ\nMBqYHkmowWwBLjNCi25wETFWETdw3luAG7ZGcrT5KfYezLE2UHs/pKjChGaiW7vYTKoqNkXPYqAn\nDgYQAeJe6xvuFZQxqsdcvRga7SpXSXg/oK3/PnpIB9ykyfRURSX42VQohRLppHRdOZEWCrUoywIj\n1bFUIM8uWmhOpybawn978RyAFPampOrFJABY9HDn2kUhGQLZi4lAsT0TAd9tbqI6h9yUUCPECL1I\n8k48QPUMmgYmW06lj0Lc5YBdCtjrz/sk1FMCT/A9u/HgQbVRU5eAeQnY76vW7pqxbvNJ7bAQWiR7\nmsUgur4KePoFse0vW+wic1Q0NPqTp2BBvbmdZ7ZtXpUvmUmPFCLwL9GBT08D82OE7IBKL3hxtC83\nGAoKjlk2bjN0eH9/T/64NZodn8tAYnE35/l8oWtGPa5WY2osH+GLDFve4ZnCvK05sglu5U6juJt5\nSz2gO3fd5yvKy/b4n2OUoosmFw4p9Gu1pFBQg0iLSw5K6YooM2IodKIJuFpUdGZGvZiaMvWSzMHG\n97GuQqU8JKHA9xRTYK+1WnepdOUPeHiFR68oauUoTsrptHnTOWj0dbYyFpo/6BzG3g6jQ5IqlmSO\n+FQCaE5g9245ZA3Y9QIjMtYF3NRSbSE2+zCiG+utJlzVZ1RWSupz8Xhvy4MLECE3tt/NhzFnUNS6\nW7TLopMDFayqilCkAuN4cK6rgdzRyvThwzGbnVFDFuM66og9xyFOWu5jjqj7CceaUGpFmYLkjwGW\ng7euQFlL7zwGUELAgY4pzZGOqRqTwqKNTkDFDno91Xk8z7B7i4po6MZA5Rpa+gjiWTqrvwfQHGys\nu3pszq0WgXXfoz0FtPWUm34uwAYEc3RlR+l1G5a7f3zqCvFfb+xvxkwoACa14ZaEshNBmqYnEU+9\nMNomizTrtYJG6iySTGox13q2R/cXSzMC+mf1HHHSjBlh9tRWOhg5FtfWt9DccStRwa6l09LX8GY/\nlIKwRSAV1GOGrT5UqyqlLzPho1LOMYgIUwa1xSq05+4ONxxtsE0BqAGpXEiph6kHo929mYceZJ03\nkZYQMaV9A6i04bXear1egIsJ2EvEmc4/9nEtE8I+I+yF9htuVuB2M3GfetCSIKK6Zzn6JR9PAlLy\n2ifEacHMfSr0tRkt31H7pG4r1nyLdX2ENUvtRPmesGHm6QJV3CuSGsf+ex5AaMP3kzrreY5SCv7+\n7/8eFxcXeMMb3oDP/uzPxp/92Z/hrW99Kw6HA+Z5xrIsWJZeLvXq6gqPHj0CADx+/BhXV1cn1766\nusI///M/P+85vM5zHs5FxhA0i14yp4TJqVPamUFCL7lJmoPez71QDHbJSjZUCd8MHiwHDj2dJMAm\nsRRALciIKEVoeR0tmQumS7w+WWBzbUDXIpxuIJTazCYFujXJJAMKCqJsjECjP9S20JvxGcSDGEJF\nrKFTcqM66ViUe6yh5NXPPDCkRzypR5ziDaRO0kvO2oH8PqNjgAA9XzctnjG6+kNEU5YKPFwqLqYM\nFpHnK5tjX1piR2VBJxgDqDMv0B4IFgnkfkuamH+Gq7F2YenBIqN6h9yif/4Vs30jKGTOoJQ4iie5\nin3/SB89mGvnOGWOIdvnv3PO+JRcw9ZeKrwSJFKd1PIRBwn9cvY+ahieU0WsjHREoYk6YMfoNqlM\nV9cBTzwRnHc9uALP9Ja7fNicxBvs9jeCTeb6USZ9pHaxVqgXwzFnbGzfG41boZEGNaxiL64xvjiN\n2jA/C5C6ilIUGq74sRgwLLTcRr17sbkiHDLqpgaZ1sXCISEcJ8zHHeY1G31nLFbPDdcom8HdxEUZ\n5T062W/Nn/Cg0B7PgUOCTPOunqPE8Fw1QKzGoTc+AIQ5iZOw9MI0zL9o5S4iqgLStEWEVQq4g2tx\nrhZtiBGWY+hzUCnOQZXNUYXU6hmmFgEcbOVO1XdzTiOq/GbNfR5BYnAgsZufpReE2irpfDCRFC/p\n7wt3nzss908N3C4nzxmceYrIF5MoCM9APPhIYQOSHZDQhxEaXw880nQasSTgO3dU3TONFWfPXVv0\nz5dl8vusbjJliiISMkZYFsn9q0uyvMZTdUX3cgETPun39SobpYJBVAG52AowR5QcsKICqsBcqGp+\nsyLyeoApa9Yliep6lEFTgqx/mf2R21juhEqSrrpFIo7eSYzY+jIQ3Ad1Dkcglmr/jlHXwBCVpdGA\nGZ3tPhvDFOP3k+Qecwy5+rLW58CJorpMgPZe6iTR3kqqPBrAtPxE6PXX3MCrpz1vQEgK8DRiJp+q\nVOkBoubfBR0L1anC16NGmejITwF1ntCxSvxz8Fmh0yiGjmqMpDmo6rDgXDBGzEGjjPy8CwjYpC+2\nxiIRgRS9TwzADuJJXZSKy9B8rW0P2bTQPfMpdbzHXBF9FJQ2IwcJ1Ny0eo36zGbswjFXFFjlbI7J\nkTIaU8shT3ERm1z+OMw7NKDrNUN8dJSRZ/H6y/tLUeaSB9pcEzzbxrFuWhqG/Gyg0Imh+dITXY1C\nK3Ya+nYDbSGvFWGKWMqMZX5g9FR5VFVXJbCnMXcuavMcx6cEGFJx9HM+53PweZ/3eQCAr/7qr8bN\nzQ1+9Vd/Fd///d+PcA9S9fLs587xv6+1InoXuzvn3O/H4yu/4kW4vpx0VSzITMIsG2ptu14IMrPt\nvqWg1qwvtSqNZkFKC9K8tMLHSzT0Y5FB/1LbDdpk4Kc8SBt0tXYbIxYFlC101tEEOkA4dqNdU08d\nBkeXkOz/8ypTwyFRxWZ8h9g/CtzPQf8QzjSNbU9RlB6nGbhMRRw1mk9D6lWfGuCMJWccbQWoUXJN\nllhR6wNMIWI/CeV0UbGVMf+a3S/zrrUyKPgMw/mypzhVTPYL2nw+6TP9fgpV18N64nDMel1x8umz\n1WYkMoLm36DsJdVefQdS9HpiW0jEivtqgIDBEBjlJABrfVJqMCPiee89XIffr5D+WTUSac7p2nI6\nqVi6Zj5zsGuT0e2xhtFi9ftV92pUNMASWhHlEIGXPbx2BmR7jycPhHadoqkX0OnDKZ1SA2X+HRr4\nzsCWm5qeT4EhnWtWRdMTUOkAJYGuF3GwOaefvs08L2eYUUKvZVAZRJvvNEK4eW9qMByLGBOH7dRr\n7439AH3wYfPhw1ij3IsDFChWoZ9CGtyoqVXWYkZp9Xfys7ywQt6MdqgAyIQUJoSQdLON+rc2uyoK\nasn4H77gIQ63T6HWjFK5tlfUkuUuNVv7ACCGiJh2mNMFdssTqJcaMbxe5PNyEo7onJoyo9Il5T9G\n86sKz+h6BgY7mnBWAJfrYMytjNCiyez6ocufy9Fu1D60qD4dVtlAJ3As0eqIrmu1nPJ1hZU66Row\nLvjGEcRpY3U/Yd0177xuNNQWYLNbxJ5uSseKv2XhfC7P3Ue+iXT2/IenHuB4V1rUxEfN/XF+G2zP\n6y/u+0DBT1BQ0ZWNGp09pD+qAEldJFKBXerKbgDqAJPEbzX8Nb+JYDRFAy0dxTLglDLpB4saot6h\n5vd67uNnu4Zj8Tn6nfUErQ6gAvLqeaehjZNRtflkjbN+1u9Gl7eqmgU+ssnz/bqaM/A/PnON8tnX\nMNoq10u/1hFI0C7y45/Pes6mM/ZFkfWVQILnx2BpS3b90Q7T5zo3HziX/Dyio8eEfG5WgKU57tq6\nLhE+UQAIiJjSTmjOSwL2Sp2cAmrUsVPRKKnFPZ8HgX7+j3ur65/q+4mn0KGizpXgmDNCx8y2Lo+1\nbeVT7XZPUz0xxtwA5R7IuZcivuTzn5ZzXDTWWIQKzkJR4Kegu8srZt9wYcrSbqG+stC87D1+zMcQ\nEcOsrBvZz3phH+4OZ57BHyfrESffPeedOT4lwDClhFe84hUnv3/lK1+J3/iN38DFxQWOxyPWdcU8\nz/b3x48fmyLp9fU1Hj9+fHKNm5ub7pwPf/jDZ8/5ZMpVvPfP/28AbUB1KFu9D9Ccv7pL7edOeIYr\nZAbiLRDvNOQPk7A9m0d07uCEoueF+T3MBaqwXKm6JDFAqFblF3dPixgoo/QEhqMfuNDIZmyD33u+\nBj6+9FXf9HOb7vh3H11ZFi8u028uIQhNZT8BD+eCh3PBE0vGw7ngwVxxqXRNz5LwdboILPw+SyW/\nZ/YFHzv+KwoqwlRVsEGBA9q6y+O+Nc13s8cSEqgNhr1X9yW2dw6wCDCnNiOIa+n3FgK2OQEz7rdH\neppquz+d1XcKmihH73MK/dHRaWvrW/mbCtvEPn+RhiyBojqpu3WHIJY5nget93jIAY+2gJutKR8y\nquipuxHo6niFILkuxwLc5YhHWo5kXcXj74JG8DWsuGECsln+r//ybzaNPaXZaHhsP2hAKzuzNEDZ\nvYczHgCe4+u59fXaYMYLI+q8DO9FhdHDsZWtWNcGLjm/5FpD1LE05VUyDeihN3EDzbukjgwjnLjd\nEB8dEf79gPjRO4SPHRA+fgBujli3G5Sa4dU6/Vrh80y8sqc89zmH3qDMNsh3n1OQG9XlTEmaRYg1\nr8JTSsf8x1I2/NGf/Z8tSsmIoW3am55ITR0AACAASURBVHl4eQ+CwquLF6I+eYH6zCXKMxcoT+1R\nHywIF5MJhLCm2jIDu51EEa+ngsupla3wedJkSsyxMSKS61LaGVT+PdIhVtoz+pzDMUrYoo59pL2e\n5P+eitLodiTiUbVF7HyEjuPOf45H53zLbU6M3/PzdnQUU+3Uoorcz3zuLw/ugz7PrF3IvP/184/4\n4//jXx31s9oibEahVxxlpIsGrC7mJ3ljfOhxf9eSMba/B8i+OykY3CtNcTdZvnOnTLmVjh7YtXuk\noTpxO28TWBfV1sYTmoYJ9MjPYejC8bD35sC7Fw/jOVxD+f4JYjieJNLYUlVobtWKXjSMC7N52zRn\nfYaVEqKKNIvet/HXIuJHrYlZCvBH/9dHTuo9+5z1E/EaoE8d4Po3Hj7qSWddrUbVBmDvuTJaup8Q\nltipYY/OATJcSkGXEmH04FWBy+2G+IkjwscPCI9Wyck/ZhlDfD6NmNV064BvOO/hJiDMbnx7hwrH\nyeihLsM4JTDknsTv8TrjnPbHeI6O5a5eYkH7PHcdto8pZFEptKXiT/7TP2mKwFCKjmsAI60UnqGC\n7nED1gxf1N6zYNqes5lSqDBwWtSvlYJy+9q58lDeiPHvieNKgalnO3o9ADn+57Pd+ykBhv/yL/+C\nP/3TP8WrXvUqPP300/b7w0GS/p944gnUWvGhD30In//5n29/9/9+9tln8ZGPfAR3d3fY7/fdOV/+\n5V9u5/zlX/5ld+9SCv7xH/8R3/Zt3/a87YzXff4iO7T6hZCgUPP+6pL6hQCwid7l6KgFazLTHOwj\n6jjD5auq9Ff37nU4b5FdkzSLsT2MjHRevlOFN9tQaaSqAW000HjqDfQLOB0g9x3NCHZzLgnlbrcA\nF5cBl3PF9VQ6AQbmDS5RooSXSoe8ngUQXs0th3CKVVU++9eRQVDU8uMA4LMuMh7OWY0wiRaqyJiJ\nw4xGGCOQjNZlNaKiAxl+kw2JRn8DF6Mjp2r/eMAxBl+oNDiF1j5LG4BELtQnBs/tYeQl19qVrGDb\neZ/sn6sIeGS9x1sVJlsd1XUXpe8fzhXXs0RxF22Ts5OcQ1SMVorr8LoEhYzupcAizgXXMyzyS+P0\nhEo6UEh3uWKJETcp4G5qBrIE0ysWzdlqaoxyfOZVwUueaMyAaPfo56Ov18bxdU6gY9uAsvZGrVfS\npbic0YpztShkiEApWoRaHYNLrLh0gkV3+4i7TQSRWLutZNZ7a8W3O5XAItfdVpaskNxkM0g1t6Xm\ngpwiskfCWYzXGgJwMaFgj3AxITy5A9aCtD2J6RwV9Z6NP/B/9LT7TTxLjcS0FSST9265IvLVPtrH\n5Pxtu8FWDihZSk3Y+4wJVqLCqdJ52o54YycrYOyPnlba6izKGFHFOipheWM6ibDMbh8MEM6LGKd0\nUPHxj2Q26M9cBxdd2pfYvkNRq+YQqyclYk7s+eCi7G7sqyZGBy69EqrMPxUgSdXAZKnAtmuOG3Pg\nuLXMgztG2OlooApwyU7VmmiTIAs4W+qB4K0TRtLPRGl+Uv48bZNA0DN3OGBL/514uUP6Lx8fO1Ao\niKxhp5FOOwj4fMTEeSU7yqN9B71xKh5Fac/NBtS1dwJ6w9xvJp5CCTSjOqLPSYN+ZWhTHTf4+9qr\n97LzG8VE5zM6UFGD9G8tIgIWvIPbA26fVuMUP83GCQFbUuEvqGPbGeDhZkM6ZoRcLO/PVCMvZxwv\nZqxLxHHVCLzbsy3NgDRLlsY4ZsRpL+Ng3JDZTgXnzAulY4AOd3O8D+DcggPu3RHoc8x3gQTtD4qL\nxdhUYIFmXzVw61R/qSDtcBcAyY18cgc8WJrN6t9xajew97Vmq3tr88UfLlLY2YS8lAOFBqIozuJB\npAfEnqHmgaefOxx7pEkOAm7mMPB1eEn9zQ44uusDkOcLw5wuBShRHARVVIcrCKIDUCNQkzGJRHVV\nrltL6aivFGBrQO8KYXlup2mn1p2P2LYbE6fxwj50jk5ph6T5hea0jVLUKJW522OLLwd15viUAMPj\n8Ygf//Efx+3tLV772tfa7//gD/4Azz77LF71qlfhx3/8x/FHf/RH+N7v/V4AUqj+L/7iL/D6178e\nAPCKV7wCOWe8+93vtnIVH/zgB/F3f/d33TnvfOc78dd//df4ki/5EgDA+973Pjx69OhsxPLkWAd5\nNfsxAFE42AgiGlPjUPSeC6B7h53HR0IcCEopDQSVPsxlk6zCh0a6mkUekKrHMgzrCgDLK/L5Svz5\nnJx13mDeNot+uPWhVllgqvub0TT8EXoKnRjDcjMCUd9GCtPUKpSkW23YPgF7AFENoOaAC7jZxGj5\nxCpgkOqjLARN+hXLTAK9EeQpkRVSEgJZJP1JPV2L5BUyWsQIHKNv46OrTXFiiKnda4swo14E0mPk\nbHWgbXTyssbgHCTHMoVg92j3qgioCCFz+LhXc7rpA61tKQCI1WrXLajYInDU761Vo3Da9jkGHErF\nIYtB+nCuyBMw1/PRNWKGOQBFVVEvpoqysG/6dln+ZWU9txZVPCjIX8v4naGfHWhjjuLmIp4E1VOs\neHqX8aLL7SQ64h0BZgwPyo0Eg6uW16DByzHCOTgvKu+uK2sCjRGgJHmfLOtCR8gSW0F0A4UlACg4\nZBHLsVzFSkeB5Pf4gtq1AthaCY+cK/KxIDxWL/GhUTTDoJxs+Tbrmbwn9SYjBNRpWDR0Iw2BNy3t\nb+N5MkgBVI3CVPH0l2jXiXU+NUL0GilXzDljSztRFmXuxrBRiqpbQQ3NwxpCNC+pzOUM1Gx5jPTO\nmhiBX8hClE1WRQnqgwXl6T3KM5eoT+1xeRlwcSkF7nc7YZVKSYkWDeQYjJC5zfWOjgaVvTBQR1Et\nL6xFCjyimCIR1RSYmYfYCTlx2wJ0LEu0/U6VkX1Be453oM0Xn/MtgoxV5kKGCN/QdsrOjiqtbAoj\n3YcDGqXtbmu5cNwP/WsmU2XYd4z+TCN9L6qVVV64UQADQaJ33mqjw5qbpLwqB8YXP4X4kds+OjDH\nplZcqxYKr2f3QvmEUyB3fy/oI4nmGWzRDKPKMS9JSwiU9WDODxqWSQtvh91iUaW6T6ZqHlLopfS3\n0p71uTYvRkgTDYqgTKKIQBYUDWKdi6HoPG7J883GqbUJquTaqJP63LZLjVoMCgzt/W+y8Hm1x0Ch\nkwB57lykferUDymj5oKNkR1GV1nPdRWq37noXt2lPoKWXE6fGBPteRkl5hrJ5/EAnnZRrmIfcoPM\n2u+Teg5DNWdTyOLkLbniOES7m42i/3M5vd08Cj5nMVjQAkATYuLpBoL03ltAQAZKFMpSLM2ph3Yd\nT8E0sMbbE1zxvS9FAPxo/9K5wOvxuTJt5Wrz1AwwBi9CaRH1MeVJrxFoIPCIYgOGpO/S5d+ZKNyk\nzob9BHrrDNhrqgX0vbcahpqTT/XaXUKaLpHyRWvP2YgLf9aX4cR4Qpw1X7f1pS/PMTou6QDtjuD7\nJlq/xDp1Ghznjk8JMHzxi1+Mb/3Wb8Xb3vY2hBDw0pe+FL//+7+PP/zDP8Qv/dIv4erqCt/5nd+J\nt73tbYgx4tlnn8U73vEOXF9f49u//dsBAC95yUvwmte8Bm9605vw6NEjPHz4EG9961vxspe9DN/0\nTd8EQPIWX/7yl+P1r389fviHfxjbtuFnf/Zn8XVf93X44i/+4udtZzkc7v2bVwo6J6zAUhbBezYS\nJ4Wok9rgh9YNiyqZHwLqHIAZqOckzWikMWStNFbPjTdPlw70UmKXnwTAvJpFkQ3V4ViD8HhES3jn\nc/uFzC+kFa1WzkClqLsktuJQ8FtqFMnks0hlkXYcV+BwEEngjyfJv1nmiP0idbo8zWqKLYJYKpC1\ny0oFStLJAqfQqZEoUiaPpUWf/sOTM/7u4zsztnxJCSqJ7hSQxWHuAs0D753ZbItX9RzrEbJWII8I\nn0vUurXdhxP1PLhjvcQRbHr65zqsuYw4sK4jy2hwnfOKpIzwPd5aKQ0K5UwRZqAyiuuppSyJwULb\n7Ac+F3EFz5/MGVC0HQEXqVqkMQYgZhGvkRqCfRR4BJjsy6ibyxJrl57rI4ceFB6LCN94ah4djh4Y\nrjqGCQqPqxi92dULpBhNqUCZgVRaXhhzDAFlas8qUqKG//VUcaFRdAMMOeBmCricKj4+RTzeBxwO\nwcCoOTqL5DLyPusGLekB1Mdrk9A/5maYzBE1uU6jQae5KOF2s3wUM6gpY8mNqotmDD+PRxdSRYsg\nxgBAhKz4cqxe4ujVdV5jKVo/oaSdRfhO6jI5ERofNawoiKr4BkDzFrVGIiJCHQR0aLwuSYDh5Yz6\ncEF9Yod6vWC/B/YXCggXajbU3nEiOM5APUD14zY+T8ayfu9O59NtBrjmjU4NXz5Guk/Ey3zUnNHK\nQw64y1Go3Dm0HK/axmdMECjiBLt82Rv/WmuFGTAxSX+VCZiLsES2HHTvmXE4TMh3BeF2BW5WUe87\nouXnaHSgUfh0zKTIOkOmDFzn1PYslGYIrrmN9Y5mqtfaT6gkJBXI+1ySgLTHGWE7NJDmAQ3HL8cD\naaZ0BM8QgBPcnEK3WPd0Qx0TCGi19vzcKQWzp3xwXsBFBmnI0qnMyGFJAqgY8Uuh3ddH+8zjjPZ8\ner5EscQh0pWDMDDAQYCufaFAcpunCtSEsGbUNaikP7pcLANHSzQnuPHqC/rSOvQ3kbpuCpKTqEhe\nSC0YirEAgNWgzHotVYzsCsQzSsdNxdFhagjOYVbb89oag1aU3tNoztCWu6CA2+qr5oJaKSKOIX1O\nT6222wb9sniJOtxBBhipvDGdNoe2maedyu+lrbaM1gYYTdl0c1Fg4OxmXNVxFYLkw9Tazq2jw8ZT\nor0DMZ0Zu9Xdj6yNCqAE8cD6B03azTHK93m+gsPuWrxeaPa82fbM+eWcC5D2sn96z7y0I8ZTZOX7\n9NzhQ9s+islFNgWEMGOqE8w361Iq2mXUsQlYWpo/dyzrdN/xKStX8dM//dP45V/+Zfz6r/86Pvzh\nD+OlL30pfvEXf9FqF/7gD/4gYoz4tV/7Ndzc3OBLv/RL8TM/8zOWPwgAb37zm/HmN78Zb3nLW1BK\nwdd8zdfgjW98I5ImwoQQ8Pa3vx0/9VM/hTe96U1YlgXf+I3fiB/90R/9pNoY42SdQc7tfep2cj9R\n5io5Azgg5IhwdB7maREv1eK8Cgwfxba4dnQJv6haw9wg1AWS1GHSBrAWCe3T+weJQByWhIPWNZvn\naoXm23clB2tVqoFdQz1e1pTiJotf5MXFLe2v6tgJAVuQ8hZBIwClBIRNFgHKmneLjk2IagtWjCJ7\nLYZyxG4HpZqKct+FE56hkcPu8p8NLPUGU6kCdD5ySOYFZ2Rmr2CJoLCBpXDCCCHA8sXtWfvvZmsC\nKl4xkN+lkTeCy3MO3Bj6gvXnwGhjLZ2WhTg6lUEaoXzWfWpqpaPwThOkUKroXC0KyL44Zrn+460V\n1/Z959s05ntynZ1Ci3xITckGhHzOqM+L9JEQ7wAsHijjfOQP6NvwGfuEf7yZUBygbkqojR4HtDyq\nkptzg8DLy/ZbZJ6O42NFzjoncnVRegLIAGHKB2xT0PElxcsvp2LpRFsB9lsUkAEImAkB2xqsvpzl\nrlcCxMYMqLUN3no5i4iFDoqOysXxlavktVxMSt1S+tYxo7Jor1dHpaHKNYORyDP7XjXwGPooBb/n\noiVWGkNrDfr12Sg5uMdDyvs5B58/+J3j+hk4rp9o0uVxkii85kTWIveJcQJEW13yM/1E1OjqukYc\nDmIIlVyxzgHrLMJCe517U0SXW+ijiQBOcgH5u62IY6Yoc8Df3uzY0BwMz7c+tjzDYvOFRwwtv3EI\netm5XGc4T4ruHqXvZrleBMLMmoXAfg+sW1BadMThsEO5dWIYLNydiym9dikUI5PG0xVYoPuwNW+Q\nzzs8oSrAfl+XBFxO4pHfJAoR1oKaSovkqefCDEbWOV7c56JCHQQH3E+ZU6YFxauPPobQopT71Eqf\nEGQAcg2N4htdkRTN2OqastbaSepLW+B7yuiw1wNo+z3nJwGiK69zNmcTrT/lPmgGvwJBW0vuNgXd\n2haN+AiVMDZQVypqjuhK69CDREBF7QWKg6Sg0RZlUMSAWtTQB0wUpNKZQACWVPyF0WiX01mLywel\nWu1WOnAXPCV2aeOCbC/WzMWhjXGUKs+g7y7uE3aL7A9MR3guH5vlEZZmawEtJWisWWmvyNlmCUF0\nDOyVMic02LM3tkqjrFaL+JduLI001BPNjOLGfoE4Y5zDr3NajOPqmHUPqm3B0XlowRQPrDl3am1z\nrri6veOaYOM9wISbligOG647OwcQldIeDtnoyOGYm4K4F5eyWsBkNDjjgY7SAGFy1QrLi/KAuPaB\nqxG/nCsL4ktz8PAK388lqBVqs9j/P3/891/+NjMwzgkeWCfrEYZOjnER0YW4iNw5PWmzG6CzTvZd\napuFzzk02obzvvlF1ytRZJGQD7er0MEerQiHTcEhGoXCaCW6MTBhnmhn8Pq0Gj366ivaQF7dhObf\n6Tnk8/G5/DPxei4hH0AzTjmJNUncOyyptOUjkEy29uDYPNRBvNNMMt+l85S8ECr+p6dfgL/+6H+T\npgAdVYvn+nITI8UT8Gmdp/RJAiFGKvlfPpP/4+XjT4w4//OQG+fv6Q9e39MdR2BEQMwSIB6k+mt4\n4Zex3b7vWvtbW/s29YDMX9PfI3sD0/2NP4/tGNs25jmdW+f5vhgN/opnnsZffPjfLMJCmX4fMfGf\njHy35H5SSJWm6b5HBbwYm2PGaHbauBBkbO/3AZeXAQ8vKp7ZZTyxiODSpYojRcj7u91EqOfja8Tj\nTaI8I+XPv0fSCo9H4O6u4va24uZxRXmk68cxN48BGQr00vMi3qA7ug3+4ICho4X58KVR60fA6De4\nNlC6Drc6sbyeGg7tHrDNr57xlI4lL1iGyJL7Xe7ia77hS/AHf/K/GxMkad3FGBd0yf0sdbFEEQO5\nXlAfLigvENEZPLXHhUYLyZrwxd8ZfVM2nq03XnSGCqX8N8tW7JIANdLLz9n6PMaUc7FBZYw/3hpl\nVMRkQuc4a/OlX4/8a7IIuzmgZIwdDhXHg4yz46FaYXcowIIWiGaNRzJcLIiyAfXIAtGigmsULe/R\nCUFVOntGDUJoNEHNQ+so0H6ccd/j9XUcf8OXfg7e/Z/+qU0ogGi4NyRdZxt48LlRo+PXgcPg2miR\n9+yAIWuneXE5bXvIOvcY7Tps7RoaOau7JJFPrbnWidP5Pb4tnjrnqrWxO9cfo73i9vyT3Dlel5uo\n728PFs7V7ZvCeRopQSTfh36NTvS6E2BfL+T5627q80oUkNtadpflui7vsaaAb/iyF+Hd//mfLVJ4\n78E+iA5E8N2zTSN4zs22MpAEdDUqwy6ZcA73D9+ttiyaIDP3lCbw0/nf3CN4x6YX+5Hv40TdlCkp\njChuKxoVnCIrjLoO4+TEg+XGv72LQ+4AldCEq6zvbMwS0ZVbcBRTuR/UGRBVEfr+PEXmJreACKwD\nqC/ibflv+KqX4N3/+b+i7oSq3RW416i52crskxvZY6HOLsthJRWWnR1hz2WqrOw7dmcu/X7oP0u/\ntxX99GJvHTDUFAmW9DCHqoLFv/vf/pezw/xTFjH8f8MRltk8FIm1DEMEMlAgCDznOxRVpfMdTcW7\n5MGhJpIaUNwlYDdZQUzsJ2DJwJQQuPDRe8X5E9siE7zHigM8l1ar51LrkzA8rAOtqsqFyRA/x2Ee\nmf+HvDeNtW3LzoO+Oedae59zbvPua8p22S7buCpFlQoHTJxgEgeLQGwcQwQqJH4gZFkmAssgFGOE\nUSA2KBIq/iQQEFKwcYgTJbEQthVFcTA/CG6EhRscnMaNjJ247EpVvVdVr+495+y91pqDH2N8Y445\n9zq3nD9I0VvSvafbq5vNGOMbzTeYvhCAnawVaS2QWGfEwuNVkOqKdI8mPCkE+C5Rr5iQcNDMnkwo\nwKGR3jDlAVC5cDoB9/fVC6thGy7dLfpuAu3n9PgAee0Kj14pePok4dHjjGeHioMNaQRBh7FxNDTS\nd4v0ICDicRHxC78fj+bFF+QM4zdoRhU97BGspQGk0XCLkb/Y+5B1P057n3qjTtkDFSi1lNrcPV97\n3z5KNgLCaMwyykHCnuzXSaa4dnoLbknZUdeWhrkGAoDokqKn0rOZsqZnlpK6PphxrEfa8phiqddM\nruhyAt5+nPHJF9nOEY+u8blGxflgaQAVC73eGRAb48lyxFo/T7Qa3KCzqjkSbtfsTvJz7esMyQzJ\n9ilTArIRHbX6r/Z59od8XjS6yJ5093MBJgt9EhRS2R3KbnYCThswb0CxdFLo1ktMAWANSPT2jvUe\n0TMclfoYbrVrN1SOC1DpyryCGXhhseJyogheQzogweSTmy/Ea6+sbXOP+VrjwqQiz2qQyqTG3PGg\n6aOHQ7KeeuF9gu27Aqg5AKyafA9fFWsbloCpaDrxdWmR9Zh1AOhw5gREkbbr5JHQqcRkyhbJZmLt\nrGU8bGuLlO+5i5UBse9xeDqJpofer83QC8zXyQznOhdUOkADcEqC/VYYMQ0zJ6STvqBHcCza7dEp\nNkC3thBdlIxCLhKhxJf0MEyYPMuYuYiQL2HtJUtIjspg1AsRdHXvCDVEZdJ1UzYbEwB57dNiI3EH\n9x3gwMyX71Yh95v3FuwMc4Ix7iEaxmPKbiTsieQ7TMejXk9GyBO9EhQijJiMgDCyyPLeADD3fZ6l\nClBES31hMgfmeGIbA8AicFnX3XFxp3gHMEdAYkQoWLYmU1JC/qJnyL/2mRYNNueDX5PPF8l3OMZ0\nRgAAFk+HbwA5NLLneowRWbvPOmcsMUIbbKyu5IdfbT/FXrad6BU6JtGPfahHlL0osIT5O23IEfyw\nPQoBD8cih+em84TPCHjaK68NUVKa+vwWd6c3cTp/Bms9QaSqs64cMU83mMs1pukaU7nyWlpP5Y73\nSEnn4K7aftn6qBvrZydjHo0scQk+Jgn2/bkCaVP8lMO4sCZ/sayaO2sDcrd41oNHNj3VNDXlX4aW\nJ3Gec1tXEte72+PqWMqiAG8qVw3kjbosHtTDMfoYavL3jncUMDzfKftYbJw85SNSucYRrwBoYdqx\n4fEYSdT+W+H3qZ9gL0S+6GsYNrYd9DzFlJnOk79ViHlZ6FXtvRBBOA9eQT/Cc114t0KUUkyBdkXb\n9HTR60LDjQIuKL9IGiCmOCWl5kWWFvmrAlVSBmyiXBIu5PFI8MLqNGWPMF6FCCB7DzY2y3Z6jEwR\nzNCorhJTC3eGz4exr9/h79MQPZMQycpJXLqPUbZ4TAnN6qsJZyF3QvbhnlKLkF6VismATwfIYlpp\nbZ5GoPcucupzgtcURfDLZ2UktI3jZS1evBeB1rqJk7U0AIaWcuEPlTyazDQYJXQRT6+JGYhAA4Yx\nPYZrJ6Yvc719cqr46G9srV53lZYeNEbTgbZ2h/qRHpSo5082wbpqE2+2JhnBqqaSmgG+CrY14XzM\nePuQu36dOr6tNceJ6ah2HTL9xug4bA7ut4TTqunjNdYUXk/ehJvp70ejQs+5eaO3DTjnogY4Kc1P\nW+uBZelQbjhQ6ZiDp+tN5ZFEad6HOCDc4xYN0J5a6259Nxi9c0Ua7kMijByu6R5WzpOl0JQEHCbg\nZnavrTPVmXyTrbG2JWTk6aBzPpdmaOSkzevn5GMYfWWMFMZUbpJoxRYVY1P7tSZ8tmrKdrZ9zTRs\nS75ATn0EUasDlLDpZHv/ds24tZrd+y13LKRN/qFr/8B2ANFx40ElXx8hikBjM5AUyaEgSfZ0UHAP\nrVXnifU5VfpIGptwL6FNACNxhwKZ0QhKmG5J8pktA1PVvy+lRTNCXRQ2QZpUSIpkfymNtgUziKBp\ntQbeU27rnHrP17H97GliYb25fIAagnyfUB8orK8jwFsMVJNUhKmj3GvREVOyyqfSwAcWcz1S1vM6\nY8Rks2dPcDtAxxW6aBNaauZoXwh0LE2fSQ3yEXbdtXpqXTevUeZndQQKWX5Lau2yLMNJzIQScwYp\nM2RqYy/8XFW5XAU4m4yOESaOH6OYsPcD2rwcJ60h9mhwau0JgBDFDPZejJLth9q7SLUT84RIZZps\nfZhMaWC09HWG9r5duoA5vGoG6pZ6UDA4RHyP7tQ6Phgg5VxGPSLWa9XrRyyKWyukVneiJbP33L6k\n838yYka7cS4Jj14ccTy/gnW9w7rdd/J/q2fUZcWyvkA6tYbwJR+8lKtL+Yrz7nslNUDJCGMO8xdT\nWD2VNDV9YlFH9jBv0cJN+0MaKNSMBWYF0Ii1gzXr6B2Iftj9UwcWw985B/YeKTxvZLX1Uo24Diin\npB+Xl5ih7yxgeHuvPRCZPlTyAbm0CKDm5wIZhwZ2ONAhBBwNE5IoSE5qeE1meBxyK0YHetaoMTRT\nMqke1VNVMqarjIPVaORUUKV0qWkOrNDWnzf43aPw5r347NabSPsF9dEMWEEz2UyrpfsIiSg8Rxru\nPbwQjhSY9EgZBTN7GcYUCDpvyLAYnTlVCrbtiLpdEniwR9hx0le6XTNu1yYPAeBd1xN+/flsunif\nJXDKwHWuTgjBdC7VD81wYzppm0Z9SA5HsIUuaONbn7JWp6jnkiXVCGA27fFH9kC2gFhD2hejhSTo\n4XsA6KIBjFAw4rSXIjoeL0vvHMHywcanAqhZFDwmpRqfAOSsNQy4TmE+DTzW7PV7MTrHNbibRlOB\nZQCBGsAKv6vNsHUlasqtPjujfvxO2eliClVC89xeHZzAYEx5BgawF/aZUp+r4pUaOheVhGR1xjJn\n1JSxZcF5SahV+xS+KNSdCUBqe28DlqV6jaIIvH5kngicNTrZUl7FozleW0yjnft/zhbhMnliMmVd\noSymrC80gpDEuhhAo0BB5mlqF5WxMfXtOnRGowUWAVKmtcgyOqZ+sg6w5INTck/lqDI7NvayRTIW\n2fMaSipT2iIUA/mm6GVbsW73shlQwwAAIABJREFUYEmBZ4rgoAqYZBdPjjg8Lnj0OOHJk4TrmQ6a\n5kzJCR0QjOCQ/QrnoPi3YchiXTNJsqYwhBUKAu/WhJNoyvHzJeH5mvFiybg3J8EoC+Ke4rTMs63p\nKfnfak2hb5x43aqI6gTfgICXT8QMlrhv+NjqtBF3yHgkeqvGAJ4AGKiM5QsjWzdZLE2HSNEBE9vv\nUlvphPj+t+9Z58MBeDxDXr12T72Tpyy1rxtyBwOad58AxGSJxFTocc0/tB9S8qiTA7qKEOWTBuRo\n5MHGH1kXztSu6YAaAAqQNgM4BMrh3btUSEbKQp++LiuIR4yyxCgTPXaDzZFMmDk4HVIB4U6A3LWF\n0OisGgIpJ8g9GiApqdVDTuE8k9uS1GHgc4Ngo9v8+TiZjbJ90WOsb7/q9+6YNQUXbR40mpkawGdU\nkSDZjPG0VUhwfnj/wNGBAPR2lOmfvlVFQk0JKHCFyYQGluO0Uobkw7itWaP8ZwHuVm//4YA51kzG\nNNng3UxbbRwVHjHkYKCxoIY2En4NPgjfo2Skg4JEuZmAZ0eU7RHKWnEcI/ToAUx0PEoAdnjoe6Bj\nTPX52xl/EPzzXZcKlA3ppHOcAjGSs+We7CsjlOaAIJuwZx1arV/Kk+0dwJvXj0aGTxyarnQjKPw9\nmOHtxTgG4fqe8WJr3iKML8GF7yxgeHP1LgBAJJvZtnus6y1i2mgzRLSxpJIQFLhrPNsEMXqQrHgZ\nQErFIxVOPDMK1wmeriDXk5M+vKyZaW9v9Sl3BFg8qlHcR6PalfJwrREs8LrJUjq0oXHBumSs26ye\n4piSE080wMl6kmki+UAyQ1Z/N02t7obAKx59eiP/aOmU4VnJakmj535rLQW2TXtnvX0NfPzT6sEv\nRRvGHos1nE6C46TEH16jWFqKZjTOYlpXfM7IQDpmC/HzGe38mVG5xM+KNaJPKKkRz5w2QWxgree0\nesi9RtjsUxafg0QxsTdivP8WQJ/L5GHsqctbSUl7yVhneW+gVsl4GpBkfWNMe43nx2bbQA9M48/8\nPL+nwXuuGhHZrPaJEcrzmSCpaPP2g+63KBFpHKVD7hqUs80KAI+esFajNRLOBkxzh4XcVgoKW/dV\nm8+6AadVgFOfUhv3ZWwdw+umJCiWZs3rU393AG9Dnz4U9qpsFeuWsRaNboqgM4S9aW/w9jur45Qh\nObunWGgMMhrBlD566Efms5j2khNSVaa1kg/YQhuK1chn2GwedcGW7rFuB5R85wCx5BmxuD4ySlOm\n62sXSNU0HGyiXl0bcNKAr9sJ1aKWOn/WvkLMICkGVI4FR6sTff264tlcjVX2cn3HgwyjavdpOmmT\nL5dA8BjkUYwo3q1a50cW4bcX3Xe3a/ao/pQENwVACXsVzWm0V2fIdWd2D9aSdK1lIK0AjDgsJcE2\ncVxx0TKJteExat6ImBK2TbAsGXUpmglzKMB5g8TaQK41b2VgoMUyC8b94g8Dm6cCtQjXijRlLZM4\nrWpseUpm1XVw1vRLmbM6PqBRK4LNVAVdeCUYzkLLfUwZVC/WZY1iDuczvS2CRAAogOSMlMWAdrKo\nBQcUgzGevL2E8wsQX6EMvdlsd3jEJLQ2GKMPHvFtj39hpA/O4ESw6ospGLZAbwiTcCa3FLoItL1l\nSLQzDHwI55nEP6w9DfXSIiGds/PaBnZbAuMnR9TXr10xxhRlZVYNWVRBuTooZG2jpUonA4ay2ViW\nZKz1oU6SEXByQxwLckneVzoel/Za8iFxm43RRdDeU31QzcHf6YDjBBzDHHIdRCOHkdtQSwdLGce5\nyXw/qv2Xsz9f8Ki3FyiqM7Hp3sRmBDFWezu2EhGggcwSXjiH+0bgFOc96j9G41nj646cAK4SkN97\ni/zR5y3t1LLTuig670FdR8/2lIEkyPnYO3J4g/j8cXLdWVo7pykdnBfcJ4GErV8n7fNRF8ZjyHna\nPd5RwBCADzBzcx8aIva9kuhasOZjF8KTDEaHoo1WHx1QnxzUCL2ekIuCIV/P5tVhuhy9/wRUJC7g\nMQI8XoeNkKcQOZpCvdkY9XlZXYlGG8VZRKugRQRWASxdaiqWiuPj1Ask/705jyZLe5sPGt1jjy8+\nN5+TdXX3mxo9TG/i++ZsoNLSsywXoTPE4haRCgOJgucvxCNL2Z7neEy4vp5wc4QRf9SuZs9TwsAp\nblHGLo00Nb3D9L/G/tfPQZvLy79Rb+n9Wj1hegA4E0iNIMrHIlyj2LrwaGmCv0v/nn10NIJPRkL0\n/q2GaZEGkPkOTIclbT6Absz6NNyHDen4bg9FMh8ahzjetiLxj79W8PzZoft8TIVt1xwMTlyu7+6v\nKdb8wSPF8YhtBbjvyC7KPRevt/t9bnuN9ugYiWV0R1sEFJyXrJ5i1tdsSt+OpfrJySZQiS0sZZ2A\nMKbXZvsvA5DkERJ/RgkD6Kk9YVeGTIuGnu1PJWHaJkzlCrU+2lWGOhONZW1PKfJrpOTu/qWKbTth\nPb+As7pVjRR6tNLKB3KaUNY71O2Mq/Q6cJyQHmudzba2xy8mf2Mtc3RmcH4YUTzk1p+VzpoDHTgG\nENm78LqI9TTV62wiuC6aNvpk1hYvb5jMPJmDKTIDR2Zfyn0nXgrgMD5v7qfGiD+NwKYmnM/wPp4A\nnW6q40ppuK1PLU++1rea7PcJtZYLhsUx4Bz1ZkyD1/kl8EzmFNEWHNgaA3dskZAsPRRZGkHcVeki\nX5IECaURU5DRd4wyBC8l69rcDjQl2lH/uyf/MmLVHYGsA4WRC1EQwuuwjosN3gfiOVdMIq13Xffs\nqQ1uTn0NW6wvGATfeKUGSob5YPoua6PGFMYUxmFs9WApbzJlJJkMNARwZ0qJdWasB4wMnJ41EsmI\nGD1mlDISJF1NmF6ZnUCMooXgqiuBiMR8gbF1r9aPYxJ9ZPSNldKyP6Y5OVkV7xszR5gxtZs15vtW\nfE4upjsD1VIpZYxYRm/7ji0nMmuwg6nJbFjPqD/rOKXNkUc/92pQgeakMJ3hjKZbGF8Cpb2DEbVx\nIU76vcTP0Wm5CoRlEEsFSm3gkLfJNkEl6Cq/Fiyt1tZwV8vMcVRgeIGsLqJ99oSrNGBL3pO6eBkb\nnZQetIrZjtkEbmnPSBBctzM2Odvtmi5lp4XPdbyjgOH8RZ/fJtQWChuntl5FWTUbPZTHyXv3YUxr\nIbFKFFIhZ1/BTPOoEvDF7zMFUeq9P0C/X2PwiDI7GvJK4pUApB4AGsjajDBgM+OR6XdA70zjQfuO\nDIzrClRGAwBXcmmythVBkEbFrgBYOsZRRmNo2MW+hyKyG8XMBag1oRZgm/QahyzIkmIA4gGjwWqu\nBJCzlqHc3wte3CYcDglvTgllKj4PMYOGhkjOvfG/10aDgHCvnodHH8F9CIi0z/Y/i49xPBSEt16S\njMY+FL2I7xHTUEcgxvHXr+K/1+isRunWpcsq68aPY/fbOeJ5cX3v1XLG4zJC2wPfCPZfPW549/Xq\nQHCpja3xFhbRWRpgkwqP3EejN879haNg5xn5nDFiQ2IgbUkQ3xWhzhCdIT+2GBgPEUAOCeuq6YHT\nDMxn4FSAZZrUkB+j/DxxVUOZZBdi9YTpHPqQbei9ujHlR9A86AA8pSWmE/GlopHGULUkaIOmglzn\n9lx7C2UEl57upNdKfJ6wUagctX68Yl3vvB1GtXRWOA24jT9WoJ6xbHeYlltM9wePpq6rYF0l9MJU\nazcSQY2OHnWK6PeM8MPwOZ9U28C0vqN03nAEEwBkwQQFgMesvUG3AlSIOWzY+zBZ+xfBKgmbsDZR\nfJ1yXfKcdWfvj467u1jDbIopp9o7KcQYTO25JwA1J2SbWhX9yWVgdGpslr5KwOiYKjhTpzIsXzPc\nz2fgvAhWsSihJEilEJ8am6VFa+rnPwLuX9kxhoNcplEsBBbDZx3g6dfYf3i8XnetuKbDBwmmvDaP\nnALJImsHZd9URs4ZxyMdr5fRJk+5r9htIxUBxkWfbXNEkSVzL8gRe+LF6+j4QmVKmv0147XpIG8Z\nFfBMJV4/1o37cNnnR1vKMyeEafiCbc1eF+sOOE6XOeGnOeHRI+CVV7Jla9mz5fauHL91yw7U9qbw\nwvYINgjHyMfC3iFl0wHBFhTzAWQRlAxsJSmOWQVbNltoU6dezN6lrclgQyzLoe23rEX78Z7NpouM\n00CLfMZ6u5SgvUQtNflmajwQIarb7Q0KEp8UgigODBpAHDcLx5X3GFN6a/+5i4kYrzfUG8tYt8tL\nJUCeHCCvXTeWU4/yAZ7SvVakcwJkaxFDzoOnbV5Gd3brkM0RgjUhy4QNyjbqWTOBKOaipKIeUbZQ\nUmGbhY7RkSfloSjieLyjgKG8cmxeCNImn8PEAnDqWjbRjUxLXHSrAKkGhtmChM3640DzuG2xL0Dv\nOWF66eBliulmFKAPHQ1UUijqc0UFq2QfFctimz8qmKj5owAI/RNTpresecnc82bClZ7JbfRYhHSL\nrWSsVoNSpoRpEmdpFKkqcE3wR6VBoeaGgJ6BFQlb1We8t3qs9s6tvopg9u4pcHcnnWKrQi+24P6+\nGXJjRHdUWL3MSUCIN3eAyIT86E29WI/SIkas5bkgaRmUTyRmIdCmkUQFsaiM6Z7v8uj/Niq2/WeF\nR2Kb9799xhV+SagJXR7/Q+D38j6CyCaqjpWEmJFNcBqJM1pfPzNUSwPLZVJH+htXM37x7QOZ0LEs\nGlnjmC+LuBERjSStw21p0aXo15gWzX6DU4waOZBmhAa7dOHFIi6MpGOIhAMEsi3C3wxXU8iMWFjU\nf1mVMfL+XrDeV6Tb1WsF3VseUp8AekOhtVMlK1BjqpDA5WbXC6o+MLEEcPFvBIOMIiyNHS0xxYDp\ndQYcdCDDAhrSjPZ6PD10kG1ala5GCJ1kxuo/Cq66iGTJsyrg+cbqRLWeiUZzFemAPiPiU6grvGbP\n1NJ6d/JfS/Nu/UFjJsJ56zdkdJI/nii7GuFWGy6NKnLdrBZB7MYDeo+TAci7QGIzZiAA4lPeouy4\niDbG6H4fhe9Txduc6FcC0taPNXeZIwDcQROzTjzjhOcaC7KmlBdvM8Ml444ek6FvvCvji6u209A5\nb195TnTiRVnDg465nOH1+tEg53sy2tMiP+LvFm3ovYMgIkZn5wneK1PHo2IujXgtzk1ku6bj8n7T\n6Oq6ttKLUZ5Tl/H9osNPDIB1rRBq/8xj9MzHN4wZnefcN9z3Y6bIS6PJqTnSfcydMbuBszjW/o4Z\nePI04/Vz8vKWKdfums0x16LtL8H2PpZkv+aa9FZHFSiiWTWTOcZL1QybEOzdJYLysS26nmnE0y6k\nTcB50+eRfiwYC4lOvoRdGxVA78yjjRcWCZ0jEifcHph2Z0c2xYgynd0xwkiblARBVYCipC+6Oirc\nCM19+rP33Y6bz55ZYis2UjaHFFZOqNDBGR2QrJnkfGdLIy9JU9U5PvTiDSnSgOpXETQbmvpzq0hF\nNNCCGTMAbTdx8Khh34piatwo5Yobpxv3UmeUWjGvrY6/ytbVPv7/0uD+H4UjvVjsGzOirCffLmV5\nPOiJBlxSJPMgCNMubHF2/X64abg4bPGn3M6VOSt4snQINgQuuff2jJtaxARLVo+lOwuoAE1ApCSo\nU8Z2yBd/p8cspugAvYdrq0BNGTWbp4hryVzO9Ha5obpUpfSm8NgMQFfBNhdss0UYUwCCCUAHpNoc\nRM8h7Dr8/ahgaTCnDEw5YT5oY+WnT61ecwB3qvB7z5+vlWAYRG/rqAxcKRkg8ky7is4zE42MaAS4\n0K4NHHagkIZ/DlFmro3CVg7JajovazfH9M/V0l23YHTx3TgnsQ9b1x8p67znooaekx5JW6ejQ6OP\nisqFYeRjmZu3u0zojCwR7V0dQWlsf7GaI4BGCo8W6VNQ99ah4qMfq+49Xtf+HCrbkoE87feHkqoN\nxzeruRIxsphskXCLoFTQQ9vS7tYBEI5e721KuAvZAxxbTx8Ke59Rdh9ntH3h7QTOBgo/e9aWL/er\nyjFOWFSmYcHHaCBBohxNPqRkrvfayAsiWAsRvY6h1B7O8W5JgCSkbfIav7oqI2lMe2E9BFP7x96z\nkcEuKk42+m1ZCVSGoWdtSDcdmwCT+W6arjEdHqkX+dkV5DX9d/Mo49EN8OxQ8cqh4qZIl6bNeuDZ\nwYtF7sJ46P7UapEysJO6zRDS0DMu003bPdp1CQTOm4I8RgOX0AOT119qSz09bS3tdC81Xc9r65vX\n4e8jIFyGsoUx0n1pxOvRIpDwmkX+fEni0y66xfvNCedj6ox5neceROQE3BwFz657WelZEsOzjdkU\n/pxM1Y8ss+E6fi7gMnitLfuCddZxDGMWBtCAk/bBrDoOWTDb10MAyvG5WypxA4QLAaJFfe8nHaNt\n6x1iEeB6VkS4dpWEOlnm35y8J2zUlfE9RtnnjNP2c01t/mOP2YfAeEyrjyU4MZ3/ZTW/nL8M4JW5\n4vOuti7CH9fAuA6Ay72A4e9c97drxmkFzuek7V1M79IBfjgAh1m/UndzfAlCWXpAAM57xKwzOkHj\nGABi11GHybomq8FPpj8n1G1yncIIcYzCAvCU79jD18kOo1HTDUTYCAne4kTt1QJMql8ebKHG/SMA\nmX9xZYEKTh4/v+PoJMJOgkYo5QyxBnAJUENaqFxN2hpufKeob4vVAE8JcsUx2Flg3Ah85hA5VbI2\n9PpzykjlgElmTPURGDWJhGpRX9XtjFQz0pLDLfsHSSljmm7QMZaOAng43lHAMCQe9wMUjZexsW0I\nk7vmZn7/lJ1yWQ6apy5sghly/WMxcvc4Ie10moF5UuILRiXYMJmRu2gYAk1wXxLQpJCamfw8oCnH\nLpUhAELmtG+rYFmSGvO8bEWnXVk7WUJuv0hBrdmNbx70zI0OJX/iAAoZbQMs69cIOsY01RiZy0k9\nqEADgCkZ8c2hAWfel2AsBjwiyEtm6Ecj/aFomj9/UFYxUhiNPd4/RnykNsMFO5G8UQn6WNrzRTbE\nye/ZrzX9OWGC1lnWrErdFXxtHmA+27LCI1JAMxqi93JU+g8dBOGtWTy61JqcJURBcZEqFh0BvE5c\n1z5O4XdUXjkL0sIemQGMJu1Bx7pTpmMdDlb3Mcx3LwYkGBEyfM72XAbWrHu6mod5z0nH9zidxPe6\nz1tu3vU+EpH83OYwEtS1bdFpTpDrjGW6Qn10aGQYnXdCL5KCR9hZ02IIDEpnn+wUb09B9zY/S+UT\nyQI42CKtXui8IU0VOFfd8ysgqUKMEVTTYThRgxZLGRmTAtagNKtsgGxY5WS33Nd+AlFlmY42xmz8\nq0RjJB1jb1q5niGPZ8jTI+rTI64eZdzcJDybK149bnjtUPFkrs4yGomgXiz5wTTgnJoD50DAlxsB\n1ZQ1wngMAJPnAVpTeLe1tRCva1Nk/REFsFRTbU1mwC2cMyVBnuIar34NoMkJpqWetwa8CHiiIXse\ngOG4dzwYLH3t7bL0zg+dH3WcrJMBnK31Ve2BdANWOQkOqe3hmMF1GQ1tYKB7X8CfPZ7rABL7wKOq\nqA0A4vK+jOjFZ49ZBXSoccxEABRo6UQFzmFu+Lyalt6eZ2wlxKhhrCudsuCG73O4eJX9d7N3WQ10\ndI4zk1WU6zN6p+ClY1Sw1dSyS8JLRUbOlNJFuTJB0VTQgeOY4h9bSL2sHn0s83Q8EzkMovMjgG06\nH0Yc4aLRnnf2Xqc6ZpN2yMDjqeLxvOHRpICfoC72Pb23qL6XcEQHStZo8UOlIatYyUROuC8JJSek\nbCCQYNNsxTauzTnMea8VqJNoGmvQO3yf8WCAQTO5Zs3Os7pfb2dDMBfYcMeLRVuqC17Qg0JioEU9\nCcnqSP05ghEnc1Gbu4aeqFtgMgaAJwfUN24u2Ex9jdoiFg7MFtJjaSNvAUNsAkzQ2uUk5hRFuwaf\nlbqZzluPaCakWoxJvY/2eS0+bVgEh6gXswZdTNKsCBJ3jncWMKRVI4DSzaKFdbfL2gEAbQAdHdh/\nDC9zwOfcmMZiLxqTMBIAg9eBWd3d4ZACG2kTiFz8q6W6UbAyasZGtnrNNskyWOnZ7snP8vNjVMjX\n54ZAV07PUnLafABduqVHy8Dn641b3q8DoIEKvSOZKejY7fi+60bvo717alFOBdD9Imc0agR+Meqq\nRkhL52FkiQClf69LxeZjGwRprEXbi9jV8Ex637QLFsZnj1+TkRSR8KJPX6ShlS+fM7X6yFGRRCVG\nZcJr7Xm1gd5BtucwHA+meXpEeng+zybMfdQzPuPeGOlz9Qb4XpTt6SsJr70WIkO5eVoPB1PQU8Wj\nuTpTLVuWtPv19X7+lcyuIWLo7xZ+Hgmg+jFt9YZ8yvbO0kVk6FGX0INuJCoAgGlKyFkghwwRXROd\nHFkq0mmDnIG0rN7UOO0RFEzG/GcPItwM9LgKWmoOFaRN+AU9eEkQChAAyEfTWzQOMHgGAK8NZxrQ\nuWcT3bazp4cyqigiXduLnIu1xThrSk4qzQMr1Yv9JVUUAOmckKYNWCfIquMSnXMZMHZRBXPcR1a6\ng5L0a05Ars0YZUSxna8AUNtbwGoMrdbQvjfVgsnIaChjYhppXHuV0WxpYHVjaim/l8u9G9mIKQP4\nudNG4qnL+mm+OwD/DKOQp60nvyFJFw3SvYiaA08CxGDwe5QujkEa34PL55KJlX+7zoKnh9pdK54f\nQRR/tyeHeDA6SZF84TRCG9M94p+UVLajtDGNskABg6UuQ5/vIMCSEubSv8MI1keZxWtG4rqXjec4\nrntHbI300Hy2tilkGu+j7eNYRd3Jg/uGvXwPGTiWoNOGedRxkCY7qwLbtiaB25V8BSnonQa2o+w/\nh3UcI5ucQ86j9zc13TbNzdd2yIKbSXXN9VRxMzVg2+ZZr7nWhFNYO7Gn8CTRKZC6Z21fm+2TskYo\np4m6MSHyPPTz2dshfD/qtJc5ywGz5+zcFUXt5dh3zMqX5mkIUDAiac5jsRt39xujdDl5OmdnU5Hc\naAzUbBWyZW/Bpr3JWxZeFwiiE9QWlPfJtObzsgmQRKOIMPbq8AgdGdXoHam46LsJa2zvxDkEirUg\n1RpYVHdAX06tlQfgIBTM2BFRArqX1Bq+o4ChHE3abgJMSclnEhyVC0hNDR9gHEpj/rqZtb3EzXzB\nAOa0v0ToufWhGXvMEPgwF5zF9EwDCIE/qxXTH1K2QuTa0i/2QFeMMIpcbvaUgLSJX+OiHmtqNVO8\n9zoIZwrmRrxB4bkvyHlOM5BzlzJDYMjnc3vR7v8yEBJBk7+/GUXHY8LVlQnL7RKEiiRLbW0MYazd\ni/W81fL/u/QezkFuzxyjhF0EL/ej0QPF5i0eWWKjgOM8S4UbDnEuWqSgPeTIcPowYUo752Fmz/Zu\nbW7adfy9cXk0Jb8PMuO1W2qWgrJjaSCRz1PRUuQu65x6Y4T9IL/gieBLX5cuckOjhD3nrsplQ/Lo\ngV0qlAERqozvazNuU7L2Azv1hkAPCum9r+j30pzb+RX22a0ZIqsAleQ0U0I9sIYxEk2lISKemkMk\nsNttK7AeCtZD0Re7mhprGyOIcQEQ4NnfYuNmT/eJwI2Nvx2poxdIg1ITJzoAnMiL9YZ2blq1LxjO\nG9JcUJYJZb0CarUU0RVjyik9rIwgHqbHOM5P7JX0vPPywgGloCIlZUg9zE9wVV8FSka6mZFuV5zv\nKu7uMt66zjiUggrgdq2tp+hgLE0ZOJqMpIMjkvVxiDdR4/SUgBdr8nTRR7Pg0SR4OgswcV8AV5NY\nf/SiEU4YjXmwnsRSZkU2bLJiFbESG428LTTWO7DYt8qZsiCLnpMnNViPQRAS4I4tfWjEnqoCyher\nttp4vpJ9+mFG5ng8KH8+h1FKecMIp6bLEpSq3KCRq3xz4nqvA7locos/bzXURIbI0aV+TBegx0GH\nKOg9AKilJ12L0cT2DL3MyDVhzYLVUmwBAAWaFeLzoOBGKO9Dm4MxoskjPaAX2geGZ0STMyOY7qLF\nsHTgHd3D7+NYOwgzeR+j0+poSThnwblm3Xtb6p5534nXdG0URZ89ZXzqfj/DAGgR3HhOjGr342fj\nUi8jXXSAbpllHQW3WXBY8oVe5jhwfTFayJRfOlIrtKaf+yGSDq6rNAbsUNPKZ4rtMdRPN9iSgq7U\nRQRe6sJSo7Gtkg/JGEXjhvRDH6Zmq6WOqI+OSWa5kF2YYGzM5gN6nMNLRUJIA3gpp1bvGBlWCezv\nVi07Y51jST6nCqpEz71fjazNdB1f3OoOu/YW3WJqxnFHxBPOF6tJSiG6ifFfHGxPd0vNsSpo5VwW\nra3rGWs9OSnNQ8c7Cxi+ft1+8FAwerfInpf8qigd9M2sxtNVMTbOFq2NLFsjc1qf5qnHmB8/RoA6\ntsvBQxWjIXspfGVKjhtiykUEXGEY9FVTqGGwtIxpEFBRaDfAcVlTsectPNOAt/vRaM47snjPMzgl\ndM+07yHvn3OtCc+uK15/bJ5BSaG2LgVSgtQJSRbDA4xuBiEpcHBZObdV52pBm+87EyaNKTR1c7pX\nT9Lt8azPiBwilTZ4ZTLDZAZqsbmQhEOugfb+Mq0msiMCLcuPAHakzs8JXR0PYDVPYg4tCbVLYqDJ\n52LfalN5LhdzNRoJSjbTR864dpRhsdXPcK5Hb/wqCqoaMYUxj0r/fF4ftLY1thc9iMbJmB7HMd6S\njgfP4XOcd+7rEdydXnOAGe9mEJA9dQ3rLx6RHCM+MyOIozKv9HCPPUnNuyo5IWX7G9NiYo0Gv1+l\npd/z+9g42Zv+BnDmKS5ATOVPVayZeNJrlAykrSlWW3iMamJRRUeKb7Kv8fB6w9zSaxISSjliKtcQ\nCGpd/W9VJtTUyGhij8S0VeB+RXr7hPyJgrfKYyxLwotHGb9xLJr+7HpZLuTWVW5RgRuLBLJdRZyv\nuLZp3UxZ21Y8ngVPZsGzQ8XTWQIwrMjp/CDVVAWnMVskU8HZ3aoMo+et38uMKEamUjpgOqeKyX/2\nf2WLjai3lqopr+etZ2vusfMjAAAgAElEQVS+2IMOyHpm1wZe2p4awcNDbTfiNfZAAgC8WDPeXrLq\nvHoJDEc9Fq+hjLS9Mw9A0OvJs0fGrIeLKC2aThjr6xoAsfS/3HT6KWlq4LTug7gYMYp2A8dmL0vj\noeeKehbYz2Z5CECNTt9439GJFjMimC2lbLXSsdUCzSmrdjHXU+rf12WeASMqcvPs5gz8jlzx0d/Y\n/P2ceI/GdTRKgB7lh0hWBFX+lT8MC5OBAxKsMesoD5GxdnqNt7xgH02pkfEp66jgdDKW3qFlES8k\nWrCMPGcvC4qlPJxTkvl1/XFJZjiAtLxnlP7DHL7A7Hv2fowOSTL7RiP4gTm6kIs1ADLf5NWxQHr7\njPyx5+3zO5PhbKlcH07MU1sKKB2rGbrYQ1/ErodnTPXkYj4kuIvf7yX993y88b3jc3HDzfoeeSs4\n1GN7tgeOdxQwrE+PnVTzxQb00pKTFVtRHBrFtROBDIQpI4HLVgMQqy3iswcGY2+/mBsvolToU03I\nW0JOCeeUsClm8HsB+0I5HmOK3kMHc9qpFF7GqMghA9DqIbmG62WKWwd+AkOcCqPkf2uCVQBPt2wP\nHUlSPPssKAkez5eMt+9TR3iybu37C+KR4D0D4IyhpHdWmno914VTN8jJhT4jwJ6i2jnzG3X4Q3KU\nKZciLfpDJ0RMQ/7snC3KmXedCzHCF42uscdhrNE4lJ7aHmhGAtsMjX3RGN3aS5UcyRWiPOf8jaQB\nY0qUG2hhPbZ+lw1AR6DNNVcFeHUFfunXBZe04cnZXqc5u2Nn1AeM4I6tldpaTt36I2nCg4ZjThf9\nS8d7cs+x7pdrl/uKintv7XDdOLNj18vLdlOnWKUpY8+cgNaAoCIhe2p9SgmywptwY4XVUKAZHNG7\naffolvquwg33Xmr3N1fg9g6yaURwq4ulh7IPYTVg15jbSCijt8122Wo/Tyhl0tTRoUdiTkUH+FyB\nuwXpswXpakI63uNFvoIIcF5aFkisB55s3x+LprtdbQl3q+C5R6VbqvIoj6MDB9D99Okz8PY54bdu\nszmzxSOPYxSfwwWgA3wkmaGjMe6t9vm+VjAyWfJvnnWRev3VM4X2tYhjHdbLUhUjCJH4r/a/5/LY\nzYoJe9HlQWXKnK7V26fAW7dJa9FzAygOJEPkhbqg3U/CXu512LYp4zFJ0WJtdHzGGLEp0/i8e+UL\n7UX7celJSSR8PtoHcZyo86YCjDVlcYyVgTq0owjz3xzP6WK8IykcAdqox+hAZ4aOrh1xGUfG6PMZ\nkHPVaJHXXu0ozhrS/MigSdkCTVV3xkuyz5eMervi/LayyTtx3lKR6egKhnRkvhQ38nUgQqBdZSwH\nzOVueO6cUEvGmS1UHqix0zBd9WtKgt7zUJybgvYFEDKPNiVpc1b5EQxsgrSswN2qDPo5YeGt4+YM\noCeTYZSieWjVIsmicnxPm6eutn0UAvbOHUljPEqGzAkw+S2mo7ytC5lGMQB46tsYleNzjEGgIEyS\nPy+vEz7oxi7aV2tqr/Ns9zivWNZbbHVxoZWsfn0qV8Bx1v6pV1Y/ZljDn6WiOVwjCOU9UwOUMsF1\nY+IeYdYO34vA9GDANKaa7hzvKGCY37rXb/Y8OEDblET1mzVZrSxOzcCi4eEtp0YdznyUkhs7pBFo\nbLkJXYT0TUDXw11Sg7KEaGMEb65gg4E4GtSMRtJLFhkQowBvkcz9e10wz4X7LktvmI7gkMPKnPCW\nrhaIQrZ2jhrC2rqiTBz6Nh+xmeti6RBCdypvbsKYY04AFhXd3WNrcG9AkEKzDopUp18eZGllo1v/\nPD1ZsXnusJ62KWsrD9IvU4ByrfE6Lmx65er3FozWQQCf4uCzV/LJ05f3SHFGo2xkeO28ymZAjMDH\nt1EAZnHeycapbSCgwjtaJjYmucR61caK1utIGibi64LsaNFA6vY2Baop9tPxjPtfe976NllvJBSr\nCbiaII9m7w1GY6UH9P3c9D9z/7S1q023d4ypQtKml/cA3et9OhWo5zHci4ZYJPbhWpfYbHr0bsZ3\nuAhjSO9Ai95aetHHcygL/SVSb61euNRhHmFpXtaxRpHXZFrpXIBjQcKMqV5jqgbctg3rdg/2aiKz\naCqTpwUhJZTrG8xPn/WAc/TI8qAReVSmCLGMETkWdcYMgD6yEYtYRCkDpynjNgPPPZp/WddVPKrU\n0r8fSveOw8uvvQOn6Y6RQCVOLwFQZKq8cOwE58LIipiTApppysamDU8JfMiZmFNb2/GgI0Rqc+40\nIHcJahg1YdQl6jN/R/QRqG1Lnf7ytMiqraVWSa2uf+3Zj/lsADyqMhW9SE72t5DhEVsQKTuxtP1o\ng5dLwjyT+Ape2z7OU3z/BvSk+9k/X5u+8mU92OIcPxHrh2dM4XEuYm/heFCnREbs0Zm62HpZFo1Y\nRTnkEzhnTLNAjD09zWqs5gQgK+iYzDGckmCdMuqW+6jfuF9rIAXhy5reTZOxvpsuo92RM/D49Qmv\n3s0+XhFcrSuweZZEG0wGD9LB1r7pMR/DB+Ygjv/Yh7Ebf9l3HEdAnhKcX4Hyfzk3IJ3Om7NQS0la\nGjX55Lss71pQ8CY8CmxCRGXoWiGlH9uOSdTswITagFhkBd12BmNKXnMoBX1QxmyoOMdYq2ZwAJBN\nGsbJCIaxCkUxYZS61ktJ0U/SZ379lSvcnlbc3a+QY8FHvv3348Nf++V477/xF8I4JP88QTCArj5Q\nCMrOG6b1GvMwphKdCXRO0Cak7ltD9s0WxnCYm8Tx45hI6JMYDY5iZXGMUrLmcs+oseMdBQwxhV6E\nQI/+R88FFxcNejdcNh1PQS9tTUhsV5ofVQqQpiGlNKztGB2LRxVgRQBnCEKqNueF00jPLVUFYPpO\nozdmvzkeFFBTViavm0kLoK9LizIRf522jNst4e1zxvOUcJLkgp2eUoLNpsySR0oUKDRFLGG8Yl0k\nn4tKdDlLi3KItJSLQ0Ip2cGf13AGoDOOZw4CNOeEIoDM6DyxozcaQIh89sDWHTCMHu8I84eA3O7x\nktCtX2uI9ACqlKRkNfqKFo8XZ4hTRUDFExvfZ3Cpt4b1FXBAsaZkHrMeyPTvd9l2YqxpjSCHhDw4\ntA3gAHUA4XE8x4iYP4951w+HSzY0rjc6MdaFf9BNICkhzcaCRuFOIW39Nj2NuAIs2SpTY6kd97J/\nFmhrxZ8hWVpw2zetpliNqi4yOjhdYjSiWHuSPaeFzkUKXnbtmwVYvRhB4Z5yjseQ6+beSjeGshoK\nlYNkwmK1IvyYWkqgR3nJNUzFzpzJKqjbGXVIBc15MsKYCZCsg5MB0DNsXtSxlhCAt7mosiJvQBJj\nWiipLdRuAgcj0xQqZi0lwPUMeXqAPDtCnhyRHs04HJXx+Hhse4yn+vyF9VkB3G4Jdel7oI2pfGNt\nKoAuJfVYVGZ30bka2QuzN6CPtW8ZuGBuzOjTnWMtawR2cU9xz4uoHK8m20WU0GJcm3Es2FN0ypft\nFThGe8dDS1XT56VLoY9swi7fbAy22mctvPvJhi8/t1obAmmmbp83YFmow8Rru1JqkX5m/uw5WHm9\npRvLhh5y1vZUc4aXcFwC/MuMCxvVi3EhuL5MQ23OwYfbYO0TkLitYu8dZRLBuM5li3wzQsy+kgqw\ns4Nl16NMtw3OXGIWfZ9kz5X8/aLeHlmq90BUc26mC5lKxtubm4xnr+Zu7dIRvy6C0ynhfC6alrnA\nldE0K5HL8aj6qJiD2tdfbYCNWR/eVivRGdrbiSS8i+Ogz2QyOGKNoKtqTZgqM1+A9ZCxrrmJtDAm\nOnYJyKJRLi4kB2zolXEy2c+sEGm/h4FArYuzc4qy9WO2KJ85IkXQR3L3PBZ8jgSkZYOsCcDWR/4I\nwFgnuCcgRJT1etOvHl0Uvo/K96/9XV+EP/ltvxf/8h//67i7fw5U4C/+yC/iJ3/mo0jPz23QunpF\nmOcOkJSB0lhNhWOdE4S1kwbMZOICTP34RsckHaGzgbgq/ed4E3r/4sJnBDEQZHpfxxLSVkcH7nC8\no4BhfTTrNzQGudiJoB8y0j3E1//dSySC5yTP2ZvlbhVIq9L7xmiNCiXB2IA7Mq4BOt/nmnBPkFib\nUM0ZkMk8VLGOoVgPnMOlQuGjtn5QFddW88K0pnjfnCqqZKxT4PXLqRNq09zSYffq5+KRQ+y6hs+1\neoJkjXaTywwaE2zqOyphPm/FZc2HiJ039wXVKqi13hCrUrg3hd977+j1rxuUICB4wDsg6BcfDExf\nP9IJvj1nTQQd0auYPAUOQ01FPOdyjVEB0Gm1IoBDAAdjcYvGzEVK2/CM0QPf0kjTRZ1kfMcILseU\nN64RjxDsAM69GszOY5p6g8GJVTZgm4DtULBdF+DxAfLGdeegQMmBTba1iyEBkdZw4CLNjNPMsR0N\nEv1d8rXyEIBmZqQMio1e4Dh/UgU1OFRGwN418jbwTHNgy5P2XiobxJrLp5gmtfcCo7EwHE1Rc82j\nmyQp2FeA3B8Ep1tFWg+Y6HzjZ7hIOmtNPI2UaaMC8T6GOU/IabLTsgPFulmfRKlY7j+L+898ErC+\nUDpKirhjD8Nclb8/lQSZqxkXOmZSg5yqgi28Y2R5lrQ3T5dGbMnAaqmIxeY+7r2cgLzFmuGCkWTj\nvCkZUjPE+96ZOQOHQ8bhABwnGLhs69rrvpM6E85IgfwMwKQEaHWDN3tWQxaeTeBjwPc2PwKDArH2\nOYJURkt/O8RY1b9vv4vyK0Zd9yKpsUbwaPeLgFijpslttNnNhtZjNNbj851GcDqmw3f1yZxX9Hp/\nfN9YQ90A+3698jhG8Z56yMW6iuCzAeZLwNnuY+81PHf82p4DPs73W/J+fsuSurVJAJYMdPTRMBt7\ni/xwjTn2Cum7QNtjXeaKRS3XRYxopLpxwV7Wbx0q/sHHqkb+gqM7OqxJ5OKZLylhSxlrEpPXglIT\nSoi+jiUszFbinlyTgdNVmgM7lCgBl+Jz76D8J0nMulzWBKJaTz/KXEGf3kqwESfwZQc3mH02MQIR\nQYuEjJNwj669w/BinQkS9QtwkYoLwNpR8OSw4exnmQwgXRdnN43n/5MfeBdeedT3avm5X34TP/eL\nn0CaiwaKCObYa5F2nGe4NN3kKbsxnS8lfe8VAIIC4Fh13uCGJ3yNjkCuAp3z1TOgpNV+Us/y3JxV\nlyX0i2rneEcBw5sPPbt0FD/konzJsWecR29UTL8DmkJpoNCUdG7KJZJelB1mu+jpjEdG+zyFdYwK\njaQj/Mxs4MoCJxegzkkDDtXrS1iTAvRKPhoXeo1egcffAz2woLeaNP86XkOj6CB/Rta6UalFEhKR\nhC95ZcOHtBu5KyqSeTxfE87nhOUsnvpC4zoCFaadjg3UL4FcAsC5Tr4GxlTAKPSBS1DD6Oqe9zMC\nwNgqJDa4P+QYFaiXxpKtjzF17XOtG4Bj3EcY9ppZ7xlC0bm1IXqF29i2SPPlWPD9u7Ef9kmcQ8D2\nWlFP6vEIXN/0UJdzFNvHTNZsmLVhkQI9GmnnqmxwMcV7BGl7IHfs4ZhoHJTglKjiOCuuR4Tczz3Z\nHqO1jHZfRAEE2uvJCFy6PkzApXcghJXppVXvq3jtiz4Q7AXCw43eAn4uJa13iEadfT7FxWJGjPd2\nygJMGWkrmHC05wU8zdQtMnGv8rbdY1nvUOsZta5Y1jss6wsHkyUfkIvVI+aDep8mFdBeX34z+T9c\nTUr8YOUCjORyqNhC5KHebePcRUd5c/606EmrZefa31fqcahZh1yChi9FQQ7XNeX2uKZPLB0IxEWj\n3RJlH9Bk5HKGr/O9ZtwsZZgPOn4EqGQCngUGLvQdIxBy8BbrIzmGIGBrLW5Gsq8Inld7x6MU/D+/\nVTrWxiqi0cGwbPeiOyonEg4FHZPx2EuOEUgCpLNlZwA6fiWcv/fMXesO9Bl/cS3FbfsyRxv1zHi0\nZdXvVxnWrq8Dd2xnd3BzffAZ9mqk6dwerxdFxr0/MxAJs+I5kbiF91YgZ73zzgLcrUinDem0Ii9D\nyiRLPOaM9fXHuPvYPW6Z5hcNcRrYrM327ImkwStkVFHQmIf94HwEp02ZIZmxAQtKHKwF0KHgcGA6\nqnRR3dHhAiAQ1cBrm4HkdbDbrLXP6yJYckZd4KRhY+kLW64lEThLP9NLYwP4cfGFdE3/OTrGR8DD\nz9ji2AU1o1Od37Lsgdd0QQQjKdN7jL0HLwaO34dFnW7VPsyfOiG9dY/04oz02ZPfO4ijdgmxd3jI\nmUl9xIPvxc+xXCIeUY9NWdM/S1aG06hb49jEbLKYieMeZ8CjHth0vPbGZDjeUcCQbQuiRyqmL/CI\ngnBPeMU1Hr07o0c0Aq6HjqjM5sGbSqP9IbY1AoCjgYFjaUBvjka9PW/ZeZbtgj1Sus9FFsrxs2Vg\nuVRAyZoVZb/r2O0s9YXNhw87KVMPjdEIbuLf9g7alK8dN3z+9RoMH+0VdrUlXJWM25Jwf0w4n9Wr\nSKAY62n8fQ188RgBII2F+DXWy+1F3+qw1mjYs90G/xaP6JSIToYp0cGw462W1IH1KMunBwBiBOjx\neUdDjQAx1iMxBUejF1UjeGtfE8h36b4G8Oz1QwG0xZqiuBe97rACPeNs+8z1dcLTpz0RUYz4basA\nnveYUCdgldzVLVVgSI/q+3HG9FeCsziH7X2bMcPfc766KOEOruLB38daxlrRanlsE3QkCNwYJalB\nUhLSpoYway4b22ijCsfZ6MLdwNmaEjLDwtNxWcvAvUkFRmUq+vBRQQk9pEHh+2HpqwI00Bk/Q4PB\nI6A1KEYdSE1HrdBsp+ypptraYgULxhMycspBgYeJs+iC3Ey4uk64vk64eZRwM/dNqVt/s+RrRMKa\no10DqP6RTNAET23ric3ss2E/j2sgrq9JM1+7aNZDgOP5kh0MepR9p5Zcx7AZol43H56Dzo6+tk6v\nxWMqoqD6JJgPCedDwv2UdzNPWjqipUYvseavJw6LTOD6fH1aYIymbGv11PnPXgk+85neQotjWtsS\nasvRDHfej/WB05QvGK1HYLSs0pGexbFkqwCx1jN9r982EUy/bymRDxO/8D1jPfbLQWEYgzGq4w8A\noGTnUZgPITU+OEj4zuczcD4royjurFdqFXhj86vJSVToTL9gwvQ2Ok0g1pJxYqpcKOuI/Vm9zYEA\nyCZnRirgRT+TXiw6/na9C0KY2SJOpiBJMBfLaYrPvc5hSoJTTUhLRbpd9B7nTeXrlLRm+XqCPDni\nLBMOR4DOZR/2wTZIGUiruF5UcdjkxiS6l8sELEWf4YysAFXsfc+BoTRG8ggAozcLACNYMvf12swc\ncFAo0nQGrynSSriiECOoIVfDSlbq2shfovxlBI0OQP6O4NSVaVzIaECJtXuhbu8j/+Hvx4e/7v0A\ngL/xP/7r+Kmf/y187//yC/jId/xz+PAf/B143zd+HwDgI3/0a/AV73sD/+l/8xP4T/7t34MPvvc1\nfOLNW/zpP/sz+Cs/8sv4D/7I78aHv/EDmOeMn/jpj+K7/+sfx6eenz2N831f+gzf/k2/C1/9O9+N\necr427/6Jv7bv/Tz+LGf/c1+jCPANQB74SjdmRccZo8EduMTv+fa/RzRQuAdBgzf/LWTNaHPSJZS\nM80Jh7kZ8rF2KNY2xcMNsmF+mrJoBBpMreDcXnjdUp+WwjqSsrW0jL30EW8xEJkkhzz/8YiRvBjR\niYECjzoOgGAkMHAP7Y53lBFG9mob01mjY+Vlh6etDKBwz0FF8BPrZJTq/4Af+82r3WiUKk/BZgZN\njKwQmLBOu08v7T2y/GqtscGGsSQe4vEQcybTCMd00OiZj0eMMF6OWWu9QdDK9/Fr5v1rjlE7Py/D\nU8Vi65PxfI4t2dAWo8s+nQT1fkO6X534JcVFVxLqoWhv0OsJMqknXutvGrkB0EcmPvdY9M7BvSN6\nZd3AGuyGseaX9SK1iqftRCOY7U3Gzd4b+tLdZ4yCA/16vACIfGmSypzNK36/tVoKpktF4EYmvrkA\nRvYggF1HPdo4b0jW6L0DhSPTmb4GtvUO22nxOkF9nwmlHDFPN8BBqTm1PpEU3GZEECTaJpaEHlRG\nEDh+H8di9DbkDFxlABMKjq3tZ624evQGHr/yxW4wsDaRaaVSV6TF0lGz7U8CRZusCESYNaGvRRmc\ncN9R12nPQL66769NnExob6/bI8OmyNdFt06G9c201HNOOOSE807tW3MWwVtQpEw+BtVfYyp3rQhg\nrE/7IyNnmYBclFBkJtnL1tdVxX1JZ0wVoE76zGw7wMgWoyCUnRJ+TzB6Ds+kwEm68fTzQgQKQP9c\ntgldxixoTJg0qlNCZXrXnC1yLAaOpKsV6+7rz9ynk28VwCo+HhwTr49mdJ5znaBGud07Et1p5CjZ\nXGoEKNb+sw/vHtiNh8scOskyLhW/rUPJTd7Vqi2bWM6xrFaPZ/3e0mnr+6POGdgUbK2YAAgm0XXE\niK2v7bgxCGTI95ATcIdmSDOCssMoCuCS/XLPYBLouNe8+3ev8beLpbCmPVBgxESA4ISD9sObi+pB\na8Eg2e51vyJVwXkpPreNqbrpJa8pFNNDVXDyB7bhCXtjWYC6VCTTv/7PopdYLJUUaHpizgoAycRP\ncpk4VnVgf40MoaTzrfBMlBT1UIw02j6q18mfQ9eW4CLyGK7neo1AZ1SgXAdx7pPW36WkjkYA+Es/\n+it4/OSIr/9nvxR/4nv/L/zSb3wax6vJnQfyimWlzAXvev0G/8N/8Qfxl/+3X8EP/vj/i2/+xg/g\nv/yPvxZ/+Ovfj8ePZvx3f+Hn8N4veYZ/61/9EO7OG77zT/4YUDLe/4+9ir/8X/0hfOLTd/jvf+gX\nsGyCf+X3fSm+57v/RfzRP/UT+Ks/8Wu97uJ7AZZaZUKYbUIkyIGcIYesOvaQvb+66tq0v7Y5Ri85\n3lHAcPo7n2yLs2Ssc8Z6LLiLxtLLKIODZwWAL1D3pky5Y6kiwyVPj0Qm3qA0AEoFqFmLmEuLisQ0\nRnoOY30iI4YjSHMg6OCpgcoI7Mb6hriWLtI+Q8onz+cRU5IWUw6RXW7veAi8PHTENN69z46ECety\nSRs+sjde2pS9R7ZMlx7ZXENKTPDIrnwuOgbMWGhpn3qNAoSoUl8DyrGkATmmt7axax7j2PaDUQeC\nQH42njcu71r18zEo7ONSAcniIJcpjzES4alaVdNzpQo2S4tJabgp7xHWRDpvrmS2KfueROoj+u6U\nGb2atmc5xpHhlLc+nQQvbuVi3lPSFJ4DjBkPIU03yGiCwtUIks6LesLPJwXAuFVvcM8EZ7LlaoIc\nitYrTj177p4BKzUSfbTnbUOWAGvjsh00FUkV+erNbKmotfcggLypgi5aaxDc2+41xz3pvy3FNNQB\nXiiTqiCq8l8kj3FMZIYFPZsxpFCtca/ADV/WvQBhLcaN/pBsoFwWBZep7HxQpE0qu7JLRhqil6oD\nGhmRXGn6qNxMkOPUEWdR5tEwc6eUZyAYmdbWjPEU1havs5kRHZ1U/kiDLKLcL2HtECyJSOc08amS\nvcFrLNlueNoD0TGWBShy6VCLy6FdQ9y5FYczG/uul+JYJAuLRd6yDNE+6kyNtEbiDk1xNYO3otV7\njV7alECvXic7olc3J3+vkpuOqtWIm4Ih3XqSqZ5Psxph21xQa8ayiDNt9zVvIaV8a3t7HLzRz9GI\noogebTxL9vMlCOvo2BrnnuyYkR05AphceiekA9QNqKndT+WE+F7cSkKtGTmL8yoAlj65A0YchFRp\nUblDcYCyHgvWwNBIh1c+rW0s4lwzFTRyRGyikcIIgOj5MBstMX3T5pDsl3I1XdZEAyoLTS4xDTQB\n/g7roWCd9XqRPEcEPSP02YBxTkBNkGyTUNUpJ4DJZ41GTlPy4MVYT7/Vy/Rcpn93fQbPG7KBcpy3\nNg/M9giGTypqAAjfD9DnLRnILezvOoHEL9twvej5N3naevXlPipgLPOd/J1Mbx6C3Dc9IYxqjkeF\nRwJjD93IIsuJE5PvmDJ+9jc/g7/7sc/i6wH89V/6OD761h3+wO98t64LQNeE6Jp/9ckR3/1nfxrf\n/yO/BNSKj37iBb73j/0BfNl7XsHXfesP4mxR0g++/w18ze/+Ym1FAeC7vvWr8dbb9/jD3/FXcXfW\ncfxzf+Vv48//51+H/+ybvwo/+uO/hsW9c6LPx+L0SOJjbdg9Ijg6e0vGv/+HPoC/+H/+Oj754tzG\njQ7kmEL8Mm853mHAUKLQWVekO4mOlgDu6FG3Qd/zRoyGKWCGYAJmFXCRalcouEYkQ+9ATrgrCdMk\nmKZWbwQ0pULjMKVW33B1BdRjQp0SrtCAHUEhU/wcCJmBkJMZFzmZgc8C/oSHa/b6x7bvdGylpSKN\nEZQ9APY5HBZxSB1gvyxdc1SIOQEwg+p4NGPHAUZ75tgYnOAdaMBd33UnVacq+UQrcu+jgH798LP3\nrDIDiEeniE2JkxUUwbkwh/FgFM/BSxiDvajDOKbxqDICx+Ted44b78UaJRIYNWZDsbqfhJVpRZtg\nngBcJ2xzxnpzQN0OD0e/4p6icAdQ+cB7Dpv4EhbzqRlYixosTO3KOTnQ9vGucZ4Fy6rvvWXt51QF\nqCUo+trWdwSFbkTSCxsdSCU8n+iaWWCOiqz3a0AWzbDOCUVaOmyTAcN7++KCeXdnBTHuZQ0yLji0\n3PO6aHoNG9dfgEIReK+mol+FnuIbAbYDJrnRSNNL9nSqoulgrckPFxsk4TKVdJxb++c1HZ4qauuG\nB5Wmy9VgiLhL335v8s4VcEKLVvIrGbk2sajHinqqOJ8LjotgnRLuU8I0EGkx1TgabhEcjlPojo69\n3qh8dr4f0DlC1LHRRxfG649OyU42DYL9IcDQrtU/Fp1puo4vI3UNUPYpjTw/Rr00JU/auHQpoK1u\ny587Q+dwdAQQNAI9sVMAjd6POOgXQJ1+OQvWeUK9mTQFj/Ipt2ukYWxarbH0Y8s5HWrUNOqB5kCK\nBvMQ5fKfGSVbMtHh/fQAACAASURBVOqccToWkw0qb0tu+oxpnFXrOrr+f8ki7zIXrBZloG7iu5Dx\nU+tBLGoZn72aY2rObpcAAbAvmzqbBqeSRzNI/Jd1X2rUCQ0Uj9EtAgIDGDIbQAfUVksJqagcTFLU\nSQQAJaQzljSMcwVq0lTS28V/d1FfFwk9gBZZCzWCYqmnAjiQzGO6pNfrBX1HMHQokJsZ2Gas+WCR\nZy2hmA/pIk1Z7S1yJCScz6Lfs6ZwkyZLpd23AYRBGHk6fYUw4kaSKX6GAEyC05BTmwCZSog6MnoV\n5DrtZ0tn7ZiyRcdVtox0LBA654IwSRWQLYxjSA31ceW8RbAa1q6u/a3JeANr6W5FOq3duMjNrO9l\nQPFHfuUTqG9cI20Vv/pCY7V/4xc+hhOJLQH8/U/d4Z/+wOehPrvCq49m/DP/xBfgf/prfxdXxwnX\n3KAAfvQnfx1/7I/8HnzF+9/Az/zyJ90hqXsjeXajp9DGlh1A0+OrrqVUK/7mr7yJP/+tvxff9Kd/\nHB//zL1/rhG+VXjk9SXHOwoYpqX6RpGULJWKAip1AqvzRMWD5wPupbrIn+b38VxjM0pT3qkhaakC\nfUGxXoC2ZWuc3AgyrkLx/mEnrdOjfdMlGQiga+ZuNXY9AzrKDMr9HxrkBmXuYxq+7wBR7WtpeIw6\n+iFjxj9T2hSN3vKY1ijSattiH8fTSXB3J905HcWzNDAWDaYqgNAACU2C/blyk3WMAkU/QRyrvfTL\nWi/HcZp4Xrpo5LxrjKUIdqnIexDPz42pzTENl4bpHkkBI2Z0TlMOZVGSRmUEbO89JcGVzZPW9O5P\nbKwJ3Dax1KM+KtB52WlkhUGLRhmPcY1udIZsGkm5uxOvQaGhJgnqrT5kY5pshqnIwGjrER39TCkJ\nh4OgzhPk0XT5LHye+Puq9xSRi4ghAI8Qj82dtS5ka8YdjR1O6ACuxCc/9YOSDaDQWF2r1w5G777X\nEDrzmg+KNzj2d8omU20zumFlQLP1ZRo3ku5/B3I+CGjgr1aPSLa5z62VBVMvSmrK1QCiM7CFiKMc\nJ8jjOWwi7B/J6jWKfYagdNmwbRnLmlAWAZCw2dRHwolY40WQ6OuOkSAzaLLX5eyPrQqI3NK6Sptj\nyQkb32HUQdEZwHuaIZZoTA3vzPtspfVhdRATr53VANRefDoOPJ26C1XQ2zMtpRFAV6s31mm1KKeY\noZKQNgAwcGnvvmvjZEE3sbb2k+tWK02zHoJ0zPAg9X91sJfY8aYfrnz5OypXoTHqoGfrDdhsY3so\n6hjJWSNGYs/vRE+12/cAwBY72GZLw3yJHq3wtDq/DqBricOUAcm5019eqzfWoiWoAAspeXEssgD1\naPV4JQPzBhz0vg7SmWU1Os/tPRxcVPNOTBUXTnzWARqwjWnqslY18s3ZJWs43+w2V84GYsQiPGnZ\nIIuWO7B5ukehuF0ygDXDCT4qGrDhWhu81GKgQOIep66xgIIcikY1c/LIMzOgeCnqdzrgqSO8X+Q5\nzJe9L+3ZVEXXmg50s3sNgElGzyIaiWeGQIhQ3voCoKxAAzFLRToFABNBHNDPKWB/04yXFManc/51\nEYb2c9cI3g2ny+87wphNkJ6rQyB/7DnSm7fIX35SHQggf/pe32XRCXjz4y90D1VgO+h5b755CxiB\nDTJQ16pZZ1vFl3zeYwDAN33DB/BN3/AB7B1f+MYj/Ozf+bjVIm1NT3uUVf+pnrQx8xTerenZTfDj\nv/op/Mx738APfvvX4j/6yP+On/q53/L39K8xUvzA8Y4ChtuXPL38ZQSKgf3Hi45H5RoX2l7YK266\nHFD/pM1s6fWJxBpjXzOPcjTd2rzKdumpwNpMaE+ro7GaxnNYQ8L6xEh9DeAi3XSdGmnCugLFvI7O\nEPkPEfWj3J0n7fFTcnJyBQd3BlTG/k8PH2L3Taginh5LeZOTGahWPlWrjmMVoC7AskSDvxlvMSIb\nhXAEGZEUJaaaxikfQSEQUhKLesKnoik4l4yDvf3KI879Q3UhjGbtRT4TjVs7FluOFMhsq4OsDIF6\ni+R2C9Cc5ExB5sFWKgSYexkKpnu6+c0AagHqxHNTePbknve6tcizzlPq2PweAoYcjxgpcQ84FT2B\njz2jANhKtvojdZDkCtRwD9ZeVlHDd7I02TK1Fi4Xc1Klq4+iQ0BEwbqItq2pTKOrXONt/HI2rzwA\n78PXptAm6SF0Ey7GM6KFz9S4FLIlribtSUggGlOPTKmMTa/HyZBJlE1kE6S1QGJKajSY42XokSei\nNnDIthR6G2URxWzpNUyliU17o/UU5TWfM46ZnePZJHuWddyYBrDWFZY+qGnTebW6YsuaiNFkuVuR\n7lbk04oUa0AZSYrGst8P3jSaab+SxQGh96YCPBrhRr/VLwEBVMZj9DLRSOc141raBOm8NGDJsTR9\nKZOul9PNhHLIOBhpVgktl1TWjnIJvnei7ovZzYx6tbrdkDEz7U9Vc0629PyYwgs0OU4dTFKrKTgZ\n6VxnL9JagRKigXH49GvycwF4HWPNGTVL6G1WLVXMfmFgIJaf8Pm3Q8F2LKp3qeR4mDHPPnpss8Bn\n2FbNTkhxg9Ww1vw6BhiMOMedYNFzzIiZewrjHoJHl71FUlYdt+VJ27zMWVlQ4t4H2v4bIiFSEhIy\n5GB/GwhS2r1T2w88N8Hr1uRY1PFHMBLBtQPz4EBjXVlOavyEhuDCdNBx8ica65rCKhRDO0DKn3mc\nDwHSAgVDc4EsG2StuDtNuL8vmGfxtHGg12vOekqddt6QSRJGh9+iHip9frR3yENZQQ7PvdXdiGAX\nCOGv26IHw47+CUGX4ZHi+D8UOeA/EpVxXvcceQ/pkniMIDKCJG50QMsoni/KSnqy9/j4LdKU/ef6\n5p2OVwp6mNhhPFZBsVv/uR/9Jfzo//2bO88O/PLf/xTker4Yow99yTP8mT/+LzzwUuEa8RsB5rng\n9Vev8X0f+Qb8m//uD+Pnfv63vNevOlg3yMuKjPEOA4ZynDpvkUcFh0geN+FDJBvR6IvrCu3Snpqy\nx+TWg8HY3LZR4ztY8msaDXdqNYGxVUQk2lKbt6e43iOP4fOOB9sNkECGzX7vt4xzbWPwMjDDa2e0\ntEMS68yhNUc8lzVqi1GKn3lfY4GMNRJuWOQGEsqk3sppSl6vW4oqzRYBDXLRSILaJnjA+4x9EBLX\nRPz60Lk5EfwIWKq5ABe1Pd1Y1sZoGCN6Izjfs9N13cmF8SWhrcXIYBrXRQ5rbbI1qPdqaXN9i4rL\n/lr+Hvb7EUDGyAGbJeeDON8BmQk3q+2L70+924Bz+H0wsHifwwE43mjTX0+TMgOB7QeUYTBd1P89\nhINKbutxZDhmxDGmVMdI6OZkmOLyJqbu+Vo3x7zkDJHWsLhbBNHLC7QC9b2IYXde2KzewNc87nMG\nztnqFRn+CoNA0OFCj5ONzriQ6KXswB+a95wGKGtDgpYvODRgmCd/Vq9dHJcb32lMvSEIPGRVxBE0\n9ZPWPSM2hLSy1sogyhLWw1Xp92dK8F65smagVKRNjauURT0Pc2oGV3wfDsEmQNUGz1LFAzbibTW0\n/kTi3HbvnS7m/ILMJNbW07u/GAPtBiAaxlUaUM0auclWG388NoACNHAnAtS1T2ctBUib7tUyPDJB\n2fkMrKsCcb4KdTSdi6NDhudTT3dDYY46ZqAcjwk3j1oaZUpNV6wWDY6AFGjvFrNZon7wfe8OR0Cu\nCkSKvwNthMhqyelvgNRkxAZr55Q97ZXnka2ZskdloWBZWA6QcM4Z2+Gg8tHkHRk1We/MawDwGvzl\nDCzThO1qQlzQY9/XkZGUempZBNtasG3Zx2Jclj4nXC82Z+4IFwPFvx1vNA9XZsnTTAFAMO9fI6dW\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EyCAQGQTIQBjrW0FBqRhKxYhRglJlKCh7XiAyerdMkYGAVgCCDHHvXInYnktmnr5nCAG9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\nT5+O/fv3I47jqud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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "*_, im = ax.specgram(s, Fs=fs, NFFT=512, noverlap=333, cmap='YlGnBu_r', vmin=-40, interpolation='bicubic')\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.text(0.64, 500, \"time →\", fontsize=18, ha='right', color='white')\n", "ax.text(0.01, 19000, \"↑ freq [Hz]\", fontsize=18, color='white')\n", "plt.grid(alpha=0.3)\n", "ms.savefig(fig, 'voice')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This spectrogram shows a 5-second series of bat chirps. I've indicated 18 kHz, the approximate limit of adult human hearing, with an orange line, and if you listen to the audio of this signal in the Notebook, you can verify that the chirps are barely audible at normal playback speed; only by slowing the clip down can they be clearly heard. " ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = np.loadtxt('signals/bat_96000Hz.txt')\n", "fs = 96e3\n", "\n", "Audio(s, rate=fs/4) # Slow it down 4x" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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v/RQPoMeMx+/Nkr2dqwD9paCUswDOyBJ4aLYHpYHTCM7RCUOrZyMlbt3uKSll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Rdw6t5t4VQ8VFEKIvobgWvRWagaU7A+uftGBWLicLclzMJ6hsU42egUChmeAMBahZ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e37OOf8Hnvvtddjjv4xxjfm3L9zLlz/Wd0l+XH2bz/Wmo8xx/jGN74xAqP7Nro3hfRy5oI3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\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mgrQ6JVDlOqXVbb+44d+5shcA9moxYdiNgfiFpLI+T315MsaDoT60SxSWAW29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\n0HjtYgUYGUANHizafkk0kY6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pdE5E/B+nVZ2a2tnx95OzW+K52P3m98bdE/Suo0rnAUiI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81/z2WvxImlBv/xy1/D13b3sNLQ4Z7O0xo+F7ykksVh5dH1VEXKstjCByAcHhGPJianL8Hw0lAt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\nPZcLh0HuQ+J2uKZEd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QRaazRNcxDDSkhISEhISEhISEhIeNHhBZUsyl7FkydP7vv85MmT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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "*_, im = ax.specgram(s, Fs=fs, cmap='YlGnBu_r', vmin=-40, interpolation='bicubic')\n", "ax.axhline(18e3, color='orange')\n", "ax.text(4.98, 17e3, '18 kHz', color='orange', ha='right', va='top', size=16)\n", "ax.text(4.98, 1500, \"time →\", fontsize=18, ha='right', color='white')\n", "ax.text(0.04, 41000, \"↑ freq [Hz]\", fontsize=18, color='white')\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "plt.grid(alpha=0.3)\n", "ms.savefig(fig, 'bat')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, here's a volcanic 'scream' — a harmonic tremor preceeding an explosive eruption at Mt Redoubt, Alaska, in March 2009. It sounds incredible in audio, but the spectrogram is interesting too. In contrast to the bat chirp, this 15-minute-long time series has to be sped up in order to hear it." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "tags": [ "hide" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = np.loadtxt('signals/tremor_100Hz.txt')\n", "fs = 100\n", "\n", "Audio(s, rate=fs*40) # Speed it up 40x. " ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "tags": [ "hidein" ] }, "outputs": [ { "data": { "image/png": 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GjaNKZ9JLt3Cobpr78uahJZbiDSSHDikz7YoSUVnTssAXBvaDxM9lJkmtRo0T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\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6cDExGG67pP33c+65i3OLLBe0LfMGQyAlsyhOUSyxBmxbfTY80a0sB0ESdeN1XYEsB6Qj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "*_, im = ax.specgram(s, Fs=fs, cmap='YlGnBu_r', vmin=10, interpolation='bicubic')\n", "ax.set_ylim(0, 46)\n", "ax.text(890, 2, \"time →\", fontsize=18, ha='right', color='black')\n", "ax.text(5, 40, \"↑ freq [Hz]\", fontsize=18, color='white')\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "plt.grid(alpha=0.3)\n", "ms.savefig(fig, 'tremor')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Continue exploring\n", "\n", "All of the figures in this notebook can be reproduced by the code in the Jupyter Notebook accompanying this article at https://github.com/seg/tutorials-2018. You can even run the code on the cloud and play with it in your browser. You can't break anything — don't worry!\n", "\n", "You'll also find more signals in the repository, synthetic and natural, from heartbeats and mysterious underwater chirps to gravitational waves and seismic traces. Not only that, there's a notebook showing you how to use another algorithm — the continuous wavelet transform — to get a different kind of time–frequency analysis.\n", "\n", "Happy decomposition!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Acknowledgments\n", "\n", "The piano recording from BWV846 by Bach is licensed CC-BY by Kimiko Ishizaka on welltemperedclavier.org. The bat chirp data is licensed CC-BY-NC by freesound.org user klankschap. Thank you to Alicia Hotovec-Ellis for her help with the Mt Redoubt data, recorded by the USGS Alaska Volcano Observatory." ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide" ] }, "source": [ "----\n", "\n", "© Matt Hall, Agile Scientific, licensed CC-BY-SA" ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "geocomp", "language": "python", "name": "geocomp" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }