{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## The Hilbert and Hilbert-Huang Transform\n", "\n", "### Paul Anzel DATEDATEDATE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A problem with the Fourier transform (and related techniques) is that they're *stationary* methods--specifically, they assume that nothing actually changes in time, it's all just waves perpetually going in to and out of phase. A Fourier series of a music file will tell you that there's a lot of $A \\flat$'s and middle $C$'s, but nothing about when they happen, and it assumes that, like some demented fool, you've decided to play \"The Boys are Back in Town\" over and over on to infinity--and that you've been playing that song since time immemorial. You can ignore this fact in practice, but it is a weird conceptual issue. \n", "\n", "Or, for a simpler case, assume that you've briefly turned on and off a light-switch. The Fourier transform assumes that the light is always emitting various frequencies, from before you were born until well past the collapse of civilization (and perhaps the demolishing of the light) but it *just so happens* that at all of these times the various frequencies were cancelling each other out until the magic moment that the light is turned on." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/anzelp/anaconda/envs/py35/lib/python3.5/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", " warnings.warn(self.msg_depr % (key, alt_key))\n" ] } ], "source": [ "import numpy as np\n", "import scipy as sp\n", "from scipy.fftpack import fft, fftfreq, fftshift\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn as sns\n", "sns.set_style(\"white\")\n", "\n", "from scipy.signal import hilbert, savgol_filter" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/anzelp/anaconda/envs/py35/lib/python3.5/site-packages/numpy/core/numeric.py:482: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return array(a, dtype, copy=False, order=order)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dmK1uK2ekJUO9rZxehZmBmYgyUiIVZgZmc9iSkbUsBeaNGzdiyJAhAID+/fuj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\n2rUoKyvDL3/5S0yYMMHx71tGDBw4EFOnTg2db2hoQEtLC3r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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_light = np.arange(-5, 5, 0.05)\n", "\n", "# This is a bump function, so we have a nice turn off-and-on\n", "_f = lambda x: np.exp(-1.0/(1.0-x*x))\n", "f = lambda x: np.piecewise(x, [np.abs(x) < 1, np.abs(x) >= 1], [_f, 0.0])\n", "\n", "y_light = np.cos(x_light*6*np.pi)\n", "y_light = y_light*f(x_light)\n", "y_fft = fft(y_light)\n", "x_fft = fftfreq(len(x_light), 0.05)\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12,6))\n", "axes[0].plot(x_light, y_light, color='k')\n", "axes[0].set_title('Lightbulb', fontsize=20)\n", "axes[0].set_xlabel('Time', fontsize=20)\n", "axes[1].plot(fftshift(x_fft), fftshift(y_fft), color='r')\n", "axes[1].set_xlabel('Freq', fontsize=20)\n", "axes[1].set_title('FFT', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is weird. You'd think that, maybe if you filtered the light just right, you could cancel this out (you can't without breaking causality$^*$ but that's another issue) and see the light turning off and on.\n", "\n", "There are various ways to deal with this; the most common is to window your signal (multiply it by a function that goes to 0 around some point $t$) and take transforms of the signal at different points in time (much like the song visualizers you might see in Winamp and iTunes), giving a *spectrogram*. Other technique include wavelet analysis and using the Wigner distribution function.\n", "\n", "A final way, and our technique of interest here, is to take a Hilbert transform.\n", "\n", "$^*$And this causality leads to the [Kramers-Kronig relations](https://en.wikipedia.org/wiki/Kramers%E2%80%93Kronig_relations), which is another Hilbert transform." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Definition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Hilbert transform of a function $f(t)$ is the transformation\n", "\n", "$$ \\mathcal{H}(f)(t) = \\frac{1}{\\pi} PV \\int_{-\\infty}^{\\infty} \\frac{f(\\tau)}{t - \\tau} d\\tau $$ \n", "\n", "...so you're convolving your function $f(t)$ with the kernel $K(t) = 1/(\\pi t$).\n", "\n", "The *PV* in the above equation means Principal Value, which basically is telling you that for the part where $\\tau$ is near $t$, you take an integral with $\\tau$ going to $t - \\epsilon$ and $t + \\epsilon$ with the limit $\\epsilon \\rightarrow 0$. If you wanted to actually solve this for selected functions, you'd probably be using complex analysis with the Residue Theorem and talk about test functions going to 0 at infinity.\n", "\n", "That is a problem for the mathematicians, and is not something we need to bother with. We can get some basic understanding by looking at tables of transforms [e.g. at Wikipedia](https://en.wikipedia.org/wiki/Hilbert_transform#Table_of_selected_Hilbert_transforms), and most critically understanding that the transform of a cosine gives a sine (at the same frequency) and the transform of a sine gives a negative cosine (same frequency).\n", "\n", "Plus, we're going to be dealing with numeric data. So you're going to have some convolution kernel like\n", "\n", "$$[..., -1/5, -1/4 -1/3, -1/2, -1, 0, 1, 1/2, 1/3, 1/4, 1/5, ...]/\\pi$$\n", "\n", "and you can ignore any weirdness about the $1/t$ blowup and stuff out at infinity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a Hilbert transform of a function, one will then often create a function $\\tilde{f}(t) = f(t) + i\\mathcal{H}(f)(t)$, which is called the __analytic signal__." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Okay, why do we care?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The cosine $\\leftrightarrow$ sine bit of the Hilbert Transform and how we make the analytic signal looks a lot like using the Euler identity $\\cos(\\theta) + i\\sin(\\theta) = e^{i \\theta}$. So we can think about this as writing our Analytic Signal as $\\tilde{f}(t) = A(t)e^{i \\theta(t) t}$. Then $A(t)$ gives us the __envelope__ of our signal (our signal is oscillating between the envelope) and $\\frac{d}{dt}\\theta(t)$ is our __instantaneous frequency__ (Specifically, angular frequency. Divide by $2\\pi$ if you want normal frequency).$^*$ These are useful things to deal with.\n", "\n", "$^*$Actually, this requres the time-scale that $A(t)$ changes at to be much slower than $e^{i \\theta(t) t}$. This is based on something called the Bedrosian Theorem and some refinements to the basic ideas above are discussed [on page 6 here](http://www.msri.org/people/members/2008cc/Projects/Project_5B_Ice_Core_EMD/HuangWu_EMD_RevGeo_2008.pdf). But, for now, the above explanation is good enough." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: Chirp signal" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MCjNO8JC70t/fj3nz5iESiYgCXS/B00Rragr+Fy1aZKW0WQ7Pnj3C9ejsFKle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71KZNGzz11FO455578OKLL+LZZ5/FjBkz0LBhQwwZMgS//vWvvV+ubN68GbfccgueffZZVFZW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\nR9fTbI+0xC0pc//e1YzqG2Q98MADeOaZZ9CsWTOrbunSpbj99tt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MhXcC5WWGzDS5IKgX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MM+eXBxoYSDoIzjtWyr3u8T9CX3uCxIsPvVBgsDhsFUseKnMgAlIIeMmQlOQLA4AQU6PvDY\nqlSeAJvK8TqQUrVvqXhcjf1K24SZEwqYaNjxfDtOLdvHq6d8S58MWCrBqs+SKW0iUX1prfG9+7+H\nT938KTy+8nFsOXVLfPngL+Pj+3xcQEckalgDBTxmeNA/OQN0a1BblsEHkqKftg89mI+CBQcLSR8P\nJor62MM+mf7T2RImvnWsNOT0PlZxXFQs51gV35d8mDFgUcQess4rPT2NA5YECNX1s95LCnhyhscq\nYqgiUOH4Z9eH8ar5+9LtE0D8iuAyJXZduEP4MLDi17Nt6ghcRUAHUGhp/hj6JQEekaielqxYglN+\ndgruePwOTB6ejDPedgbOeNsZmD55etNdE4lEGDDgiX1bPXptUoPvfNCp40PWc8BSx6dy3812Fdig\nMirVsk41Y8XOvxcrHywqQAm3eIDXLjWNDsrKNgHMMtgx2KF/AilyM6ri3HULPa5tOl6VmFon4mlq\nl8/ucJmVFLAA/raKT4ML6sKsEQ9D/VO/2xOJxrr++MIfccbPz8B3ln4HAHDU647CV+Z+Ba/e/NUN\n90wkGp8aF4sWDME8hb5/8gb9iijrWHLT0oqBLDkNi4QW16ezWQt0coEr2X/yOIg+e/1LAQeZAfLb\nV2FbVc+JGytnGhkHMxwgVYGkGKzkwhfVL76uinqHM2np8n8VjZ77qVcANDQPJbGfJJBUycyozLiJ\nfmomZqeu3xLgEYnypLXGt+/9Nk678TQ8//Lz2GObPbDo0EU4YPYBTXdNJBIRGjDg0Rhq4DvN9kCf\nH5BHB9qV/KyBfA/uz6FgB1QfwcMOym1EYAfJ4wp8FHPcdv+I5/1UBryiLAAwt1/F4gDtbfe46oFO\nBdhJlSvrPaDUWwax8KNeI/U+oRrKueLqyQBBO1KreNc1f08NN1WsOuzwU9w4YGFBKQZJcEGpn2oJ\n8ohEST387MP46E8+ip///ueYPmk6LvuLy/DRvT+K4aHhprsmEo1/1RwTDRTwKNWCUv2dRZ6CFXsA\nbSCHG6S74EGCQ2x1txhYeb6pNjmwgVdWxlL2ueAgJg1DITgx0+Zi57cEHbu+HjTVhRnAAqOgngMd\noh3vvBJvhP3ixVLM9LkioasrZ3cK2VeY15VRky6vw+5aikNH1QxLpN4DIaANVbrTiVbnWEYXkkb7\nXXGlrf9FIpGrDa0NuOSuS3DmrWfixXUv4vDXHo5vzPsGtp+xfdNdE4lECQ0W8KD/GZ66wJGClaI8\nyxc0JMUALOWLhK/dF7ue9EcIO+E2BTEEhGQsaBA+1yiEIm7FNidmZZCJwwwS9RzswDsG3t9rSxVH\nRX8mVKcub0hsv8O0+vfJC8GnatsGECLT26IgxMBIWT+6dYAFT+j0helvPyWoIxLRWvbkMhz/4+Nx\n14q7sOXULXHlEVfiPW94T+0lckUiUX81UMAzpHTf7+FhIQKAu9oYY8fAhv8NfMyfBIxiOxj8p/19\nUALRNgsSJKSAsPN8Algk2iOm//lQmOyXSrRBgo77PqZABYl6G2TI+sg5S8EOrLgmvgr7WBpV+2PL\n41O+evUJ1Wyk+DGFMONBTxJ0aKgwS0YrenocCzPcNLVYn7g6tw1o73TknvyqPso2FewRiQo9/eLT\nOPu2s/GNu7+B9a31eO/u78XFh1yMraZt1XTXRKKNUuNk0YKmMjzpTEy7rEeQ0/mPA538GDyQwYMl\nvx27Hy5gULATB5FkRsaJwdhZU9NiEEOCUhSoKMjwAKiKjQMqaZsc2LFFxwiVnCrXI1X5NPbOVtN7\nunhR5W4APdmww001o6CGi6tKKNGw7yGiYKZKe26btX4lVvUpzq2wjkgEAHhp/UtYdOcinPOLc7Dy\n5ZV4zczX4OJDLsbhOx/edNdEIlENCfA4YADUA5QQlJy6BKQEbauwLy6URfoZOwarXeq+HRsminbM\nMefBDpWhUoyv3QYLM9F7dIrpbURcy9aHgwBAAAeWgrqyny7oBDGV7+v3hQYVCogQ1CvnnPr1tnrx\nCUrFqF3fyVikBtaxanaVNgJKgM7UMW224ftGoYQBoBq+7fY7V7r2F1ngY/ZTwjuijV0t3cL37vse\nPn3Lp/HY849h5iYzsejQRfjYn38Mk4YnNd09kWijV91ppAMFPEppDDWwaIHZrgA4GaBkYjGZIjIW\nDUuVYnn9p2LZUFXUhQP8MINRggVxT0+QdXH6QGd9TGwCWIIpbmF8N4Pi2bOgY/kov46wV5qJw8Vg\n7FPgZb2xHHhBMdPb4Pq2z0J1cT5xAKF3YtDTTTu68z8/lSwNQmlgCbM6gDXVrRIk1QMk99PbHwnw\niDZWaa1x08M34dM//zTu/uPdmDQ8CQvfshCf3v/T2GzKZk13TyQSdamBAp5mlqXOAwkq+2LXVwWT\nyvHKAX6kPhLP3qeyNn6/fNgLYMRr1xnkk9PTLBggQMVpx1uQoA4IRaetWecpCkRZMOS+Z6RttC13\nSMuVw9m3a/jPi4rWhqJss8p0Nf+u2kIMZsJ7eQAmk+L4+RmfSFaHAZZ2O6qEOTouA1aJuP2UAI9o\nY5PWGv+2/N9w9u1n447H7wAAHPOGY3DOQedg9mazm+2cSCTqmQYLeBpYtABIAEc2kCAfcry4lI/d\nrzjopPtqwwWgO3budLkijrIcqwIHBTuBnfLByZ/i1j0IkVPJinOl/NhVYci3iWd/qsWiISdu596+\n5396FPilAWz5Nkn4YCCnLshU9WtDQjcrtLmAAdiLFlSDnWS99tqw60kIcmP2U60+tycCVqxcgat/\nczV+8dgv8Njzj2Hi8ES8cZs34tCdDsX8XeZjk4mbNN3FcakCdD53++dw5+N3AgDetcu7cNYBZ2Gv\nbfdquHcikYiTLFrQhRyIKM9jCkTAAo5jY8WpFDsDdEKA8kHH9XP7YOqdAbSyy/x+GuiwIYqHHfpe\nnMogpFy/cOpaBJLKY4qDR3Fu+Hp3Ghwbw7KJ1jvnO2Fj2XlFZJkOSmIKgSgFH/4gvA7QdLMfAxpE\n6vJAiIcZwLoHx6tjQYiAKwqEgvqGHjyah8eiXujpF5/G/7n1/+Dyuy/HBr3Bqbvnj/fgqnuvwrSJ\n0/CxP/8YPvHmT2C7Gdv1tP21G9biqdVPYeLwRGw+ZXNMHJ7Y0/iDrJuW34TP3vpZ3LXiLgDAkbse\nibPefhb+bNs/a7hnIpFotDRQwKMayfBoYtCYAyDtMteGA4y4nROLgRy2TRXpL+uricFyOBXM7ocN\nFi7s+NmXEITCOvp+ngCSmDplnasw0xO/P8fdt+NUhxjWNgeIOjtcPex9Ih48G11hP/Q20tb/7lYa\ndHwoqVNH2mq/PzY4ZN7LQ9QBysvqxIAlvw5QZaYkrI9BUFjXbzXR5saoG357Az784w/jT6v/hG1H\ntsUH9vgA/up1f4U9X7EnVr68Ejc/fDNuXH4jvr/s+7jwjgux6K5F+OAeH8RJ+56EPV6xR+X2Hn72\nYdz88M349f/8GsufXY7lzyzHH1b+AS1t7pndZto22GXLXbDnNnvidVu9Dnu+Yk/M3mw2tp62NYbU\nUDT+M2uewcPPPownVj2BJ1Y9gVVrV2HdhnWYOnEqtpy6JfZ+5d7YafOdGn9mzYNPP4jTbjwNi3+3\nGADwl7v+Jc464Czs+Yo9G+2XSCTK17hYtGAILQyhv4sWFApAIQNuSKiwgC0KQnbMJOSEbbX90qBj\ntxVeI/S9NrDKQthxgSEHhFwgcUGIhRULdoL+KDB+sb66+ynY4MCkbkwfiKJxnHOEUgEIefv5kGNE\n2xTvpgUalmEuzNQBIF3QR8SHXKWtdOPr4iBEAw0idSSwsDE757SiX4i3oy0BntHUug3r8Pc3/z0u\nuvMiTBqehC8f/GWc/KaTMWXClNJmy6lb4j1veA/e84b34NK/uBRX3XsVLrnrEvzjf/0j/vG//hF7\nbbsXjtvzOByz+zGYuclMsp0nVz+JJSuW4Ce//QluevgmPPzsw079K6e/Em/d4a3YatpWWLNuDZ5Z\n8wxWvLACv3jsF/j3R//dsZ00PAk7zNgBszabhVdOfyXWt9Zj3YZ1+N81/4snVz+JR597FKvXrU4e\n+xabbIF9t9sXh77mULx39/diy6lb1jiD9bTy5ZU4+7azccmvLsH61nq849XvwAVzL5CMjki0EWnA\ngAeNTGmDsl8qAIsy9kkQgmdbF3IABqrCfvjHU7TlQ05hzAGE39eqIBRkbYg6p22FoK60UeYaCWxU\nCG8cQKRAAx3bLCAi4rI+iqqzlpyu0FcQ2918ekIIIcAnat/FttaV/FxoybuXB/AeKMqCUDqzA8Sm\nt8Xu8SEgCIiu7NZPNfN108ah5c8sx/uvez/ufPxO7LLFLvjBgh9g9212j/pMnTgVH9/n4/ibvf8G\nP/ntT/Dte7+Nn/72pzhx8Yk4cfGJ2HHzHfHama/F9MnT0dItPLn6Sfzumd/hiVVPlDE2m7IZjtz1\nSMzdcS72f9X+2GnmTpg6cSrZ3gsvv4AHn34Q9z15H5Y9uQyPrXwMjz3f/rnl97cE9jMmz8Brt3gt\nXjn9ldh55s54xcgrsO30bTF90nRMHJ6IF9e9iMdXPo5frfgV7lpxFxb/bjEW/24x/u7f/g7zd5mP\nhW9ZiDdv/+buTmxEWmv86L9/hJMWn4QnVj2BHTffERe98yLM32V+49kmkUjUXw0W8DS0aEGhGHhA\nuYPLopwEksLH3i8Hr1wbdLzSh/mmn++D144Ky4rY3JSyIhgFHgW02O3FYMedakaDFQc7yIhX9GHI\n6YuByyzAKc/TKNmTsNPGHRd8TGUMbsptVUBDAT3mfanzaQphRFWCnux6BnLyYEczyzinYIYGD1NH\nQEyx7cTk6tr+zuIEifb88rZ/+03t92/D4vhFvdVV916FE//viVi9bjXe/fp348ojrsT0ydOz/YeH\nhnHkrkfiyF2PxBOrnsDVS6/G9Q9dj7v/eHeQvZm5yUwc9OqDsN/2+2HuTnPx1h3eiuGh4ax2pk+e\njn222wf7bLdPUPfS+pfwp1V/wsThiRhWw9h8k80rP5fmf174H1xz/zW4+jdX49r/vhbX/ve1OHD2\ngTjv4POw73b7VoqV09bHf/pxXP/Q9ZgyYQq+cOAX8Mm3fNLJpolEorGncbFogUIzixa0xUFNCCnt\nMssPnh8DN0k/x6Ya5Dh+dpkXg4KJKiBkgMZtMw47dtaCmcZG+sThCZG6ov/tNszHo1fgkm0bnKvR\nAy7dIRwVXHk6CT9UnXYqbJRyfWKgEsJTUabjdomyOgsT1PUr6trtc1PR0kAD30YT9l7MfquJNsea\nHnz6Qbzjunfgvbu/FwvfshDTJk1jbZc9uQwf+clHcMfjd2BYDeNrh30NJ+57Ylftv2LkFVj41oVY\n+NaF0FrjiVVP4PmXn8eQGsI207bBplM27So+pykTpmDWZrO6ivHK6a/Eafudhk+8+RO4/dHbcc5/\nnIObHr4J+/3jfjj9Lafji+/4YjaccWrpFq6850osvGkhVr68EgfMOgDfPOKbeO0Wr+0qrkgkGtsa\nLOBR2rkvpS9tAgggIbCKQU1Nf799Fm4y/f0yx5g/p+4zYiJZFDukasekQYiAnAg8Ae3Mnj+gTwMX\nAUZenX1+YvDCw5ALShyMUGXFe5AFLVZfuPjktndBlNDTPmRT5hhqYiuspWEjH3pImw7x1IWmEFp0\neWzlfT0VgAawpqVlQosPLPBtSQgKQcdpm/XrP4C0+tzeWNRh/3wY1o+sx9m3n42zbz8bp77pVHz+\nwM+XGZuWbuGOP9yBY350DP6w8g8AgO2mb4efvventRYciEkphW2nb4ttp2/b07ijLaUU5syegzmz\n5+C2R27D8T8+Huf953l4Zs0zuPyIy2vHXfrEUpy0+CT8x2P/gRmTZ+DyeZfjw3t9OLnogkgkGjsa\nFxmephYt4E6dvYx02p6HElOu/YJKcOOWR/pk9TscMNvfNdtxvFcSmCLZFETgKQoudXzMMFfBuqeH\n8EEZW5lt79zzIGLihnaK9Im1EW2vAkwVG3aZDy9KmayEV9N5jYNPURFeHdWhx4BB2Gb2q7NSW/p+\nHds/hCDF+hSfDrN6GwVBYXYG4OCJyurQ09io6W39Bh7J8FTXxXddjIvvupit/8AeH8A3j/hm5elf\nG4vmzJ6Dez56Dw78zoG44p4rcOwex+Jtr3pbpRjPrHkGn73ls/jG3d9AS7dw5K5H4uuHfb3nS3mL\nRKKxqwEDniYfPEop/eefAxDABqYwbrzdeNzA1wOz1PHYg2wDG9ZPBmwE2R/Op1J5HZ94v4rjDI7d\nejXbBmIKoKDsYbVjylRlaMlrhyhTfll7EpuGBz8UCcGuhGNQGUJSr9re1zX9Q7jyV2krwExT9QTQ\n0H4eRHGwk7zHh4EWHZaZthg4sk9Gv9T/X7/jVrtuuStufP+NeNWmr2q6KwOvTadsiosOuQgHfudA\nXHXvVdnAs6G1Ad+855v4zC2fwTNrnsEuW+yCSw67BO/c6Z2j3GORSDTWNHjA09BfXBoSCIiJOyD3\nO1LXJgNqgkrjU6s9Zdq1sz0kTBQ/JCDVABRFxO7UDVlwMlQbnHQyK0O/Un6hDwUg5tyl2vD9qsOO\nW1JwjSr5poCfPEWpqFR3sONlXLJ844BkYIFfoY0FmgA+bB9m+prj58FMWRfLBoXT1KhMkT+1rd+S\nDE++nl74NLaYugXu+9N9uO2R2/Dg0w9ip5k74aBXH4Tdt9ldplFV1P6v2h9bTd0KN/z2BrR0K3r+\nVq9djWvuvwaL7lqE+568D9MnTccFcy/ASW86STJpItE417iY0lYMchtpONitNmQMxfvnv1W6zABU\nkbHXQTkFM6aO65wuB/XlfhGjBoj4y0oPdRHLLx/yoMUFBj8r0/ngBBkT21e7trYNCVXasSZhJtpe\nyidcgCFUYamhFaB06mo20MMBiy1/WlsAMxpenQ5tqNeyzRzY0Qyc+FATliMo54EGTjw/E0Pdd6Ms\nH8beq0PQDxX0oV+SZanztcXULQAAu2+ze3J5aVFaw0PDmLfzvHLp7SN2OSKwWfbkMlx+9+X47tLv\nlgs1fHCPD+Lcg1qEbhMAACAASURBVM4dc/cxiUSi/mqggKe5ZanDNnv3PSfxnWnN4KFbL85Vbrak\nNyBSDOwdH26lNat8qKI9DRAdEHBAxYUgG2ko+EF5DKGN+1pAnWXHgE7yNQI79qu2Xp3aCPG4CKuZ\nOvMaLdNxO7au7F4+GOWADsi6WDaIqGOgxe1HepoabBvOT/u25G+PUZVkePJ08I4HN92FcakT9z0R\n/3zfP+PoHxyNI3c9EjvP3BnPv/w8/t8z/w/LnlxWLgKx7ci2OOVNp+Aje38E28/YvuFei0Sivqrm\nn6nBAh60MDSIf3ATXeq+x72DvHhfCjBwgSNs3wy7SEDxGnJsAqjxy+OQMsSU14Mg00kb2uzu0+Di\nZXVIUCGAhnzVgHITsCFIMb4OmKVhxxYFPqmpbn7mBlYMriwNNJoEEMAHJM34+z5mChsA70Gi8QeQ\ngikP7Yv7Z6h7a7oAmk4dgvIYWAnwDKI+/GcfbroL41J7bbsXfvTuH+HE/3sivr/s+07dNtO2wV/u\n+pd43+7vw/xd5mPi8MSGeikSicaiBgt4Gn7w6HiXGcrooJy6r8Y4ceCT+ZqZkYnBzpDKi29PjwsB\nJwNuinJl6oM655WudyFJWxYxODLKhx0L6gigCcEn9fkKoaeQCz0mlsmQ8OATbDv2ESgqXnWY/TGL\nE7gPIXVteKhp94EHJL8MJcxwU9vsaXB0HQU0bMwGfhU20eZoSmuNz33uc3jooYcwadIkfOlLX8IO\nO+xQ1l911VX44Q9/iJkzZwIAPv/5z2P27NnJuHKfyOhp3s7zcPhrD8fDzz6Mx1c+jpFJI3jNzNeM\n2vOFRCLRxqGBAp72gHXw/uIOXo/yRPZbme+jC0iwrbmpaU69YvwpKOkiUzNE+dlwxEGQ028bFvzv\nzD2QsJ7fE0JGCEZ2rDK2ouroV7JO+TY87Phb2vmfU7xWWzb14IUGGQMuvp32fCh716ZYj46HGQMt\ngJcFsup8AMoBEGdKm12vw1jlJ4e7lye4j4dvq18abxmem2++GWvXrsU111yDpUuX4txzz8Vll11W\n1i9btgznn38+dtttt0pxJ0+Y3OuuiiwppbDTzJ2w08ydmu6KSCQaMI2LRQsGJcPj96DbIQB7REWF\nvX51xuHnniG/3/Z0s6zyEiJMZgfWgNyHDGdVNRh4ocpJmKHKFQM/FtS4mSE/S+VCjpvFsev8aWc6\ntHfqOjUeoPjZHFOnmVjmPQjKKDvvOIoybZUbPPACaHKHuZ7CTI+/7cNOEpACMKKyNq4tCU3FDwE7\niNRpJy5flxdPefFigKQcv3yoEuDpVnfffTf2339/AMAee+yB+++/36lftmwZLr/8cjz11FOYM2cO\nPvrRj2bFnTwswCMSiURjSYMFPGgmw1MHcPJ76Q5+tVsVlhKNV+qf9ZwQPpILGmS5MwDnprR1fpQ7\n4CczOhmwkwtRQ0772rJ1+2fOlQ0nJvNjn0sztAwzO3YpFYeCGyozQ0KPc+78ONy9P1SOx8eYYplq\n7kpQ5VZYx8BNoo6zTYERBRZR0OnYBWVejBxAcvuXmqrWeSCpV05PU/OnytE+DigRfej+65ZqGm/A\ns2rVKkyfPr3cnzBhAlqtFoaG2kseH3744Xjf+96HkZERnHDCCbj99ttxwAEHJONKhkckEomakT2T\npooGC3iUxpBqYmHU/PnyZliciBd40H45zSonXlxa8cMkMvPBgIY/ZY0q90FlyG4jkvFJQg3Ce3aG\nHH945cbWZHvs43ahxS7jygOoUG45BTFceQAtyrWloIbbzoMdZNXYcsClhAk+E2QG79rx50AjadPZ\nSdqgABdigQJN+1AwAbI89IlnbrxYDLSU8EICEp3VsQGpn2r1ub3R1sjICFavXl3u27ADAB/84Acx\nMjICADjggAPwwAMP5AGPZHhEIpFoTGmwgAfAcJ/bLIdrib/zecDBTCcinHPiZUNOph0AAwUOPPhA\nQU0ViwMJXV60B2faHFcWK0+v/lZgoYIioI8GBfqZNiHshOVVpK34GhqqyMKpAkcMTNlATZXHkNsd\nsHsgwsKAVUbamJ7QAKPoNrUNA3Zb2olNw1D7jPFthgASZF8SAAIOTLgMjPbi2n5lVjWvbRakGJjq\np1oNtDma2muvvXDrrbfi0EMPxb333oudd965rFu1ahXmzZuHxYsXY8qUKbjzzjtx9NFHZ8Wt+w2j\nSCQSiZrRgAHP4C1akO4Nn82xTDJjUTb0N/Q62EjHM4DgAQ3C7A0FQCZTQ2dlqt7H40CO0z8Cgqgf\nD3Yc6IGbeSmO32xzmRJuIJM3wHHhhtvu9LEADAd8iqloplXteNstuX0r7olxAEMzcOPZ+3aubTGw\n9yCKsnPAhJqWVsTy+2LsYdnQ/TZtuRkWt5yDjSArAx9oQgDJbqNr+An700+19Ph69OjcuXPxn//5\nn3jPe94DADj33HNxww03YM2aNViwYAFOO+00HHvssZg8eTL2228/vP3tb8+Ku27DutHstkgkEokY\njYtFC4aVxvAALloQVmZATlZtNTvShnjfuVguoOSATgbQOPbcimsewDhQY8dhQCeAINWJ3cYBDoKo\n05MLQWWdCu18UThS1NjYZUOMU+eAjxn0+7EMCIV1JBSQUGGs01DRKSttlGerE22FGR5qlTYKhmJ9\nagNaOjtDw4wFJAGExOCnaJOHqF7AT3E129mqfmq8ZXiUUjj77LOdsle/+tXl9vz58zF//vzKcUcm\njXTdN5FIJBL1TwMFPEPQGO77n/i24q2aQYAuRqi1Y0XsggLz/X7lWIwMuNCZm6Asas+DkZuZ8e0p\nSNGeDwM6Vnwqu2Ne7WMOB3E+2gRgpNz62Bn15QMQv6+dntoZHwM4VNv2u+1CBeACAwkn4GEInk0c\nhkJACW11fGU0u//ROAXo+PBlQ0oadFpQnRiZoONlWgogINvj4Ef7/nGwsmPnZhZ7pRaG0kYi7L7N\n7k13QSQSiTZKjYtFCxrL8GjnxZL/3XwXMJNjF7yH2vo//QbntGmDRTEMG0qASwhBHLxoAl7i2Z4Q\najRRrpzyIasMTiwbeqhjD0vCDJBtSGeJcmRDjf1NPXVFFa1oy7nM5liLJdDvr7lGYiDjAEQGWCTj\n6EQbpY1i2+DiBLYkMKVAJw4jCMpi8BMDFEXfQ8T2oTok9VPjbdGC0dB+2+/XdBdEIpFIVFFdAc/S\npUtxwQUX4Oqrr3bKb7nlFlx22WWYMGECjjrqKCxYsCArXhMZnvZYhfsjXw10SBuisHosFZTUiVUN\nWuIwUz1WzMf8DHU6aqDMzRYVQ39V7nfgp4zlglCoBAxlwA6Xc/HLzXl38ceP4WKta0ds+FRW1sYz\nKfVgKA9AVKI+r51KUFYJdMIyRCCjNvxQ7aCAiNyMFB2jX9ogGZ6kZMECkUgkak59v4fnyiuvxPXX\nX49p06Y55evXr8d5552Ha6+9FpMnT8YxxxyDgw46CDNnzkzGHAIa+nNbHyaSdqrbWCHsUGPgnFgh\nZLQtikwMlLUNlAtI5IFOLjhFsjpkXay8fW5UCQAGJ+x8SOzDUQV0UqKgpyhvD12VV+Y1DUB7NWFG\nqNgJrwkbPExZPgzx9apskvQt/FL1gQ2R/UmBDjjYoAGmnXkxCNzqlOVmWKrDT3VIQme7zBAFK8X1\nT61+NygSiUQiUR9UG3hmzZqFSy+9FKeffrpTvnz5csyaNat8tsHee++NJUuW4JBDDknGHJRFC2yR\nvdEZNrmxkjaUV2cglBiVh8Bjvi8up7Rx2RykQQdUuRMzDUFlXzjQKftB/0DZGR07+xOeHJWxUw10\nQmsOetp1NpC5PnR0//6tMKtjAxG5ShvsgXYOhBAwwoAM7a+I9hP+TB/deqqN6lPE/CxPy7oS7ft7\nynt1akFSb8v6qZaWDE9Kdb9dFIlEIlFzqg08c+fOxYoVK4Jy/8nW06ZNwwsvvJAVs/0cnuaBJ9kD\nNYqQE3HQzhb9Rzfenp9JoWEG2RkdPyaX7YkBEg00COpcmCngCb69ZcePS+oCTp6n/R5w75JmauMg\nRMNvURNmQgqPAoQUWR/ARWGnTV0rsHFBhbXRbky+3tghUt9up8g4hdmb4gppFbEIqDFLQdtZFd7O\nbcPa7hx/8QWEvaCBA0ydvjrtAZ1Yabt+aryt0jYakiltIpFI1JwGZtGCkZERrFq1qtxfvXo1ZsyY\nkeU7DB1/8GjO1+Jd+FSGky5sWDuVYQPl1OQPijzQsIbdHACZ+tC3rGfq0vBE9SkEIZB17mM63diK\nvy2rplRkLyYeUajaOgNcXf5PwYoLIxb4BKDhgQ9Tb2dHYvXJKXIsbLkgRfeNmy7mZXt8ePCgxs/e\nUJCUih0vszM3xXHnT3WzAbBf2iAZnqQkwyMSiURjT10DT/EwwkI77bQTHn30UaxcuRJTpkzBkiVL\ncPzxx2fFGobGcO7fkjp/cwifruAkx0Zn2FRuSyN3cGzbBBADd/pZAB8WyNj+NiDBto+CTrreieVl\nfdp1/rLUyuuzWbwgV/m2vRvk8O9b7B2lkSsEBh1kVUJg0EEdBRoI6mOgFIJWAGGdgG4myOqHDn2c\nPgTH5UMFBRA8/IRT1+LgUQ9qGNDx+xwp66dklTaRSCQSDbIae/BokVqyn159xhln4LjjjoPWGgsW\nLMDWW2+dFau9Slv/1RsIYWyyMjZ12tPlADI3jgENAkCKfeVDhgcl5PLSFviUWRkmI6R8X9M3u/12\nmSLa9319G34B57gGc6Cnia1wr61WeQO8BT+wB+thxsSBDwZmbIgIfMjYRHZG0+U+ZNkx6H5FAIEB\nHWpKWn2oSUOV378WG5fyCfvXT8mUtgzJKRKJRKIxp66AZ7vttsM111wDAJg3b15ZPmfOHMyZM6dy\nvCHV/hkkaXYnWezUjhpUVcxaubCgHUihQKXtkwNCHtg4bWnnfpsAkjp98PvnxClBiFmW2oGlPP4f\nzS/P+x27PbgurjUfIDQBFVaWpxMwdZ+ODySmvvD3gSvPt7gSKrWbypgk4If3qRjXqm/lxq2UAeqv\nJMOTlkxpE4lEorGnwXrwKJrJ8PhiBxkqwyY3VlCvow69AiZuSpldV8KI8us8mGGyOY49ATLw2432\npegrnfkxfVFk7BT8cao70Kzjl+cTWmmr2Jk2Bu3Ch/YAx/7RCMusH0ShgwCYMq5f5sFQzbjtLE0u\nLITAQS1akAIOrt65z6dmDLufLQbS+im5hyctWbRAJBKJGlTNX8EDBTxDqsI9PL2Uju7muNSwC1Cn\nLeb4ewk8xSuVjTFwQdQV2ypS58ESWQc/o8PEI2MU24ppS5Xb2orLiTtnKsMmJ05ok7DU9doLpq9B\nlwNqwF60wM6uxO7l4SBIgZpi1m5Dlf2ngYX2jUGS2x9zLCQ0+IDBQkU1WGpl2WeCUea0tqZWaev3\nFDqRSCQSifqhgQKexjI8nb/xvR3Yxh10ZK92WwmbEBzMlDa7PAYwCGwsWCFtiMyNouJwNkQ2p2yv\nQBwOwMLBm3++7CFlDH66GXj6T9Nx6iKBY22GwFP8aA8sCKixoCp+P04MWKrATLrO9KXIxBTnR9F+\n1iIEVbI81ezR8Ylnjah4rYr2NBj1H0A2NPTo57EkmdImEolEzamxRQt6qWE08xyeUQGdQirDxrOo\n1FbFATOVXTHbphzwASaehXHLY5kjum26b8W2cvtp2Zj6sJ+2fOgz5abETIMLz1wMevhyBmSzINgv\nD2u1t20Gyz7k2PvVszoArOfPuPfqmGfH1AOdamBlA1k9mGlZ9jH4YLNCEd+qYJRnz1wUoyS5hyct\nmdImEolEY08DBTxK6cSiBVUnGtX1ITwqDlK7s2EGylRhRaDisjRACC+hnVWm2q2x9cU2CTAEZCWz\nPm3kSPdROXUFLHBXgSLLlFWmHdvcKyiw07QvXRaHG6qshJlyQM1ndvJgR2X65cBODFoyy52YNQGi\nRpaHnc5Wdepax74VaYtrtx+/9cznQAbzKUmGRyQSicaeBgp4hjs/vOp83VnFJzLQjPyN6wX0lIPr\niGEv2nFgocy66LAOPJAEdf5rCSW6xzHNFLaonzJwUuKPdWqVdZa07Qf3/CnnCPKvIx+U/G/pcyDH\ntwn3fftiEM1kc3Qky0MATavTKAUdpk4F09B051y3CD/d8WtZ70C4aloOOKUhIQQSCzh6ADo0uJh9\ncilqD4KCRQo0vd1PyaIFIpFIJBpk1c2yDxbwFIsW+KPOQjnlVXyYr+zjQ89YaQ9sVAS6umyHhYmg\nTJMwEvVhMi91bB0f0lbxPuV77GV1iji6bWnDTwg51L7BH7ueBpN82LFbj0NOmPdx+sECTbgkdcvy\nbRGww0EQnYXJhRMagNKZIGXdZ2RDCwcs8WxLdNGCYDW3ClkcbbXvt5MRl25D9X1K2waZ0paUZHhE\nIpFo7GmggKd88Cj396RqeY6PVZ8HDmkrXf6XsOmqlepApbztOhDSN3vQGaB8e3O0bdjroEiHWEze\nRlnbNtoY+dCTK3uwWg903OuAtNMFYim0rCNtFdDTcWrBA6ESMlJT36hMkGcPG0zcbI8Z8OeAjnLi\nxSCo2OcAJgksVe7zsWCGryPaTIKOey580CmzYs4nN/f6q+pTfNUhGZ6UBHhEIpGoOY2TRQuafw5P\namigM6w0EIewaIScFizLSmDVGd53AR91fNxy91LtFnJiPkABO+3Sclvp8tzZCGOWRggzOW6P6RoH\nThjY0cH/lE0ChjSV7SnAhZrGRk1hiz2XR5VZoKKdViaAOHXaLjN1xY3xpp0MCAqgyQcYqxzeKmkO\nzPDZIRdmlHUu+IwOVxdOifP9XECz7fw6V3V+0ef7SIYnQ3KKRCKRaMxpoICnqefwdAcX/OC0Xjtp\nK8eCOV8+6FDmqYxM3MZE4jI5tF/4nbVZXpr2ye+jG0db7WmnXDngo7QNPQZ3XBjK/W6dO/Np2OFA\np4Aczg/wMzjhNDYDNPwqbeH0Nj8b5NV5QNOK1NHlPDSF9/b4MOVnTlxwcKHBzwjl1tnlsSxSrC4G\nM3kQ1E/JKm0ikUgkGo8aLODB4E2oSMFFDu5kgZAOSirF4G38UnsSFz/dzN6m4UaXBbSvP7EsBis6\nak/52taxvpvMjgs+BXYp6Pb9PQz00IrjD3XfBQU79rUTltGg49abOgMLPuyEEOTcwwMOaOxyAkZY\nHwJyvHJ6uhsPR8ECCFmZFjrLQ2aEEnXkNDhmYQNu6hoFM7H7iey6fqpYclzES6a0iUQiUXMaH4sW\nILVK22gqB10o6/px4jClQ5tK/bBiFGxCTEvjtl3I0RF/boqa9sroqXRmWzuxyP5ZoJPqf7GtYXwK\n8NGWXYFaWmkSegp7EHFtUe+DJvZ8cKGyOqWlzrcPISW9EluV8hZZ54FQBuz45cGUttLezwIZyOLu\nw6EyNEEWJjLdjF5ogJ7qRsFRuOoan+2Jw5Lbh36qJau0JSXP4RGJRKKxp4ECnqamtLnqFjS8AWkk\nEF1FDZOr9sWL4U39MsN8v7zIoJgcB20TwpCx6fwfwJEmfCkbyyKYHhfz9S0KmffTQIwBBwNFqpPp\n8QHHQE/OtLYY+HDwon1bHWZ8WNtOTXvg7N+zo8vyllOegBoSgriMiz3op8tbfh0DQAEwMPFz77UJ\n79fhn8HjwxKVMeJWaaPuC3KhjIet+D1AKvwdYl/gXHkdn0653MOTlmR4RCKRqDmNk0UL2gsXNKkU\nbuQPeDtb0WlwfJRkO6xB0INAPFAU/4ffK0chx7kHRzM+plf+5DWnDxlZqLCOjuXikwstNvbYmSB7\neps99S08mwz+aOfFgRK3XId2HmzxvmG5DztxeAmnt4UQ5MMIFQcOjND33eRkdRio4eLYgONMlQsz\nKWW/InBSN1YblKhjcAGKnroWrvjWIiAu+CRyH+rYL4wKPq2Bm1QsEolEIlH3GijgGVLtn35LW/RA\nNR/7ItUMP3l/P44KSnLa8WIQz+vJjdGuM71x7Vwg8ftaWjsvLlq4bfhxInWqaF95tvQ2te/XxceB\ndq6ngA4FEkZyXknYYdop4aRdYJelfek2w3tdfEDxMylenQMvNtTUzd5Q4OICTE5WJ8yq2PFDkHDh\nATzsOLHjsENlYlqa6HdwTijYQRCrvThBGCt2/YqakUxpE4lEorGngQKepmT/ASuHm9ZIIzZbhAOD\n0I6KQw3swyEODTE0NnFDJIMXxpKGBzpbQnn06s++37d2jkIR9WYimrLqbEjzj147fj4wWOUlOETg\nInhVJSy7gGIis+Xa9Ne1VZaP9nzRuTS15Wv6xE6dKvtKgAhCiLDtw8G7a98iY1j2QQx/4O+Dhh8j\ntA+mtPnHzNyLQx1HeWVZ58aI+0SaOrpGW3HcLxC00ijmmLZnjnau7k5asbQtbyiTwfWgSaa0iUQi\nUXMaF1PaBkFmwNHedyYZadsmKIZfS2AUY2nHCkspiKEhiGrVj8qBjtmi+kVndnJimr6E081slGmP\n8QpnCnpgWWuvrz74FFa2rw0SIeiEr1Hg0QYyaKAKy23IcevMOSDhR8PxcQDI6mt+JoWBCAtSOOjI\nno7mT+MK+mdnWOL2ToaHiME9CNTPsCCws99DV3SdZxdJISqrTpfbnWu6BJ2OYQd6invIyuD2Khp9\nkuSURCKRSDQeNVDAY75v7b+4P/POUF55AFQUe0WEhfW/saDarAtB8Vj0WaXqo1kfEnbqv2ck9Fgb\nRSYjBKViy0ec8MyGAONOI9OeHw887e/taT8FCq5KMNFUbPcotBPL9I+sc9ppb6WnhlGAQYFDAS1U\njNA+D4AqZG5Y6DJlrB27zHMIOOZ8xjM/3cm6fq3Mjn3lAxpQCkp3SgpS0u3+Bb9cRlncVFmRkUxp\nE4lEouYkGZ4uFc/a2HYqtPMGCeWgnY1HZVK6gyB6glsYLwdyyB4ysNNrRPWhh8Ie+5iUc95C+PHB\noD2gdeOEYEGAkibKnFeTVaLtw6xT4OtBjhuXOxZV2gXgELn3JivDkgQg1z64OZ/pB3Uvjd9m7L4d\nssyPxwBgh6ThfGWQWJnM/qxp26+j8nqzp6gVFcEHulNfZnM6mUAFqDIVZGeB+ju4lqF8WjKlTSQS\nicaeBhB4+D8m/jf9VaOlfYxFPgC51qUdBUG2kf1FLhnJjciDi2/NgVCefz7otEu7/dNvvusmpq+V\nGzYChBkf0xv3XOVDCwUhxp6NR/oUg+uwLwWUOWWaapuCHNNTAzlubHvwH9x7UwKBBzyZS0Fr2CuS\npeEif4npHmScOuejeGhmmOlh4Iotg7Ptvxe2yhlpiP3mKiBGw8nyWNPZ2vuANf+tk/nR/fjFV9oP\nSYYnLeEdkUgkGnMaKOCpMpGkzt+clE84dawuALlb2t9SxiSIGwTuDQjFRLaQAJ1YWzyMcdkqGwPi\n4GOjTwx+7DIedsKsTrmtibLi23jKJ4AjG1oIqNHGjoUnuy0d2to+LDQ4AERlU7zMUObUuHpx09mf\nKnHJY9YAOm2C6rffnnNdmOxPKCofa+/5WZ0QcgqeUQ7k2NCDzsUeoajR+MXnmArwiEQikWiAVfNL\np4ECnqZFTdcK//xrxtau5eJygyZrCB95I53YOgYd6ef4VIccYzQaX3AapgmxKAAfFCY8/BR+IYzw\n9+nQ4OJDiIK/6EE0HixQCWLTK8KZ2DEY8mCKXZktLCMXMHDgICwLHzaaihvPFiXvx7FikHGJqXy+\nPwK4cfftbx5CgOzU+dPdyGlqYG1UuV8sw6GhLcgp69tvonH2QahPkuRFWjKlTSQSicaeBg54mvhT\nEhu/5EGQicJlMOKx0yAUWHkNaWcj809yOHMtapgTM51Fi9sUUBLPlLV33PMRQh6dpeHgIgdcLOjR\npq9JexaiVFie7LO/8psZ+OcuNJCV1Uk+Tyee/WEXKohkenKgip7SZp9Lt/8gj8d+DzkIsuEnIS+r\nY6DdWp7ayewYH7MaoQ85GkoppL+66LFkSltSsmiBSCQSNadxsmhBM39IfITJ+QLXVzgdLqcmFZ+b\nyBZ6q2CDbyfvLOdDTrW4aegpbIqtNBiaHeXV9QJ24kBCQIsTV/OxonG5vigGoBJTwkh4cAGk9MkC\nlXj2JVaWXACB7H9oByeufW44Gxp2yqtGu35UBiilkn0KhinfIVXenlMCUWf6mtYe9EDDuZenj8o/\n0o1XkuERiUSisacBA56mpIi97iGo7Ve9JtZeHgy5eznZm7RdToR85UCPbetvUe+Ya1ENdura2ftl\nuQNQESBCCDrRfmjejoYSGnZaQVkEVCoAiJmmlpHV0V7miLSjszM+lNlZHHh24XvA+HpDffscG4Ug\nZFf5j82xFzRot9A20h2Y4TI7ZeiSnPonGcqLRCKRaDxqoIBHobk/uPzgxt8LLWMwVBd3uoOhWMu9\nUS+iO4PDLny5M8LDgwpAw96uChrlfgV4yW4/iKnouDp/ZTYy2xKBEh82Ug8x9cuqwJILZbwdvLag\n/XNTvMc+/NCwUzj62R0fgjj5+RizX4CNqVedhQzs6Wy6WJHN9lZ+1NGXPIcnLZnSJhKJRM2p7u/g\ngQKeJpU/7Yy6q4e2rgNCdm0cbOIDk26HLf3+k57T37qZpBA2tLtf1nvZGE34kvEibdmxmXjkvqbr\ng75YA/VuoISfakYBlN1OGl7CdhJQllUWAR0AxfQ0p8x5D2gQcu2NXd6nrvAAyqdHWVke1SnTMNCD\nTlkbcDrenSlu1h1AfdNQn9sbi5IpbSKRSDT2NLaAx/47kzuir+PDuNuiQ6VyLPlAFGu7qE0D1fj6\ntrbq0eTAiVuv4Q+Mk8BDQowKfKC5NinICf1z2oxldareaxM++DN/mhrtn26bfHApk2XKBR1zzkKY\nKeu1a1uo8Alk8Yn2ypU2mGJmpXUARlv373QMNMxiBuX/5X08QOq3QK8lQ/m0BHhEIpGoOY2LRQtU\n5xvRTOM6DSSly4GG5UOMtPNvuue9UkDEx8nrw+BgT/974Axcy8GzqWNhpkMnQbbH9wsARtFxo+Ck\nsuyMDd0ngwFJagAAIABJREFUwJ8CRgEQnYFJ3kNDxCQfQJpoxwaWEGziffczT3bWxbwfDOiUcGT7\nxWDHzejA80t+6hwYsqez6faqax3oKXI4bR8fcDpQpEyv+iWZ0iYSiUSi8aiBAp5BkCoHGk5hKXKZ\n2BpARLvFpsvFvbsDo7SaGAZ126aBGO0MdGOwEwUOyyYZL4hFABEJOdXtCpusldmo5abZDEw621IV\nXvx26vsXx03BSgboAB4k+Xbua0zB/TvlwgRFhPJOnc5S0yYT5IBRATiNMocAT0qS4RGJRKLmNC4y\nPCk1MKONiEecaAeIEi0VVTZXJTpGV1ddoiAfkNKt1Y8zWjGoOAV4OPvQzuDWhxPXzh0A2+ARxCjK\nHBvPn2jPB5ywPSZGUeYty1xvClsIF1kLIGgvFpuVSYOX37/UYgrmvWKAR3v7jh3AZYTKfRKWLAWZ\nXydn05neVuCO/WrBjfNgUf8XQ6fONgk6EVFVn2KWnYzl05JzJBKJRGNOAwU8Cvl/S0ZpRpujOgNx\nZf0f64SJrbNmyQQdYqbaUaZeFGIv6FG2/OFaFXXvk0eKfjakXaa9QbZxocHCL/fus9G2fQgxbhwi\ni1PGidTZx0H0J3dqWbgsdR6E8FkZHpyovrQ6n3TTF8ou3hfz9oaQY731pW1ZRmR1yFhWnVHFhQtK\nrjFT24roGp0FDYoeav+TZM2NC7tQTRV8VNbRbdySDI9IJBKNPQ0U8DTz1Rn/B75Kb6oOExSxlWzD\nJ580V3kByM1IjzRjy7eXex6q26U9vC/cLRgwN5I7kKAjdZZNWBfL/HBZHQ5kVKQtwocBpjyIicNE\n+vk58UxPtaxO/b6kIIcDF/v8ZvuUZUxmV7ubpshkfNortRVRO2Uo13FrW6uiBVWQWdheHzTegEdr\njc997nN46KGHMGnSJHzpS1/CDjvsUNbfcsstuOyyyzBhwgQcddRRWLBgQYO9FYlEIlFK42JZ6ioZ\nnl62Wu1PPG1dp9/9gCSnPesmaCcCC0J2vioffpL9yK6nLYNSosCHD7/Mzci4ixS4QGSaSNdTMTiY\nMv2I+gOApsq9zJT2lnsGIlmSBISAWG66wnQ4P1tDL11dJcMUwo/7truf4QBYynPsozzjG8SPiMi0\nctDTLtFQzupv2vLq7BfTyxrAj/E2pe3mm2/G2rVrcc0112Dp0qU499xzcdlllwEA1q9fj/POOw/X\nXnstJk+ejGOOOQYHHXQQZs6cGY0pz+ERiUSisaeBAp6mVO3PV91BSOjV7Z/NesBE5G+sjtiLNNHw\nEwefxEy7TNgJreKQQy4lgeI7dxcUdDmwtq0okMmBHWNHw45r40FNGSNi57Sjwn4x9/D4oJB+Lk8+\n2BTT0BBkdfJgpRcZovBS8O/RMefRKwpti21N2cZjlJslWSm3yIKe0ktZ2R1tX6V+bDKvNKoa6jti\nja7uvvtu7L///gCAPfbYA/fff39Zt3z5csyaNQsjIyMAgL333htLlizBIYccEo0pU9pEIpGoOW0U\nixYMiuqdanowVV3kkKuGN5O/IeCHA59eDo2yQCcLcnxQ8bI91sA0AKFy8G234NupAHaCKXGJjIz7\nsFDehoxN9qFu5iTxvJ3aq7dVWbqas3FjwfNzLgcCbpx6tP3DMguWmGs9+xpXKBcpsFs00OPGK3pT\n3Ofj3txHwU9/NN6G8qtWrcL06dPL/QkTJqDVamFoaCiomzZtGl544YVkTAEekUgkGnsaKOBpZkpb\nXKPxfWd3x5j2jvXZH8K5AzAafjjw4aCHy/LEAYXul1tMt0dhkgM5hZUDIsQ0Nh2uzAan3gcPAlq8\nm+JzMjp+NoeELCdGmBEK7+HhIIaHjgJ+gDrLRfNA1NLKOiaVv1BBpL34+89PSdNWfXlZEP7x64z5\nDKriiwADUO69bQZ8irLga5CyoOpdcb1Sv9sbXY2MjGD16tXlfgE7Rd2qVavKutWrV2PGjBnJmC+u\nf7H3HRWJRCJRlractmUtv6Ee96NLqYH7cf/1LvJoKnVEdi+o/rh2wYtj2e2x5MGOhllO2rXT3p5r\nZ6KbBQpskLD2CZix26Bhx6u3bFpoA0Sr2A8G+D4omP2W49/Z121wsGMae2Xd6F9kRZRj34K9b/1Y\nZTagxMCm8NNOPNDtacvH8tNWXzVR1tII++kdo0a4Xx6Dc379ttz3qy3Xn75O23YpKej2Azytj5r7\nGXTfff/3QmHT1M940l577YXbb78dAHDvvfdi5513Lut22mknPProo1i5ciXWrl2LJUuWYM8990zG\n3NDaMGr9/f/bO7uYu46r7v/H+QQ/qUpFgpCI7L5RLdG0RDi5aIWSpmottQIqaG3JSUkIjmguAOlt\noJSogriF1BECCQQYIVEpaUFEEECVIm6IoEayioiMYnBocwFVyw2V6XtB7XyY+Mx7sffMrLVmzezZ\n53nO2fucrn/i59l7PtbM/nrO+u01M8dkMplMdf3fd/3fperNKsIzf+0dqoy3tHtHJFhIbQf3Jr0z\np62wwWsk2sN7Uo70tPVHgR1P93PLskbJQY1QMxjZqdVvj8zkMDOQF/P7qEpsm+YX2szyK5ESUS7M\nlYFcDW3Z7+6pLF3dHVcOTanugG21HqA+QZ79Kqgc/dEk73XNWslWggdHpwcplnz4v9DC+jS3CPtu\ndeTIEZw9exbHjx8HAJw6dQrPPfccXn31VRw7dgyPPfYYTpw4Ae89jh07hltuuWXiHptMJpOppmvc\nNUvVmxXwzHFI2260t+9Kd39mxIA1kjYEPgRpnAY9elu0TMu5GIKdVtABPRofyjpRqt/vv/yRQ4UE\nncI/lr887Oh5NdBxZdtLAkptYQKPEUPmihAzXC9EwYA+ijXwpaOdskFhS0mv2/bM1aAnWNctkb67\nUmt7+1dkSNu2AJlzDp/+9KdZ2lvf+ta4fe+99+Lee+8dZXNvZy+aTCaTaR2aFfBsm+boOwTXK8BP\nDXxy6OnycugZH+Xh2DUMM34wT7HF5uTokR3f56Q8vnhBGXYKoJLZzsulSfghqpO26ZLLWV4PcHGb\nlFEBYdlFBwbqxS8O9QOLHizdp6HIj9T0T1pLD/J+0ydoHnJKL01cXgsJm0wmk2nW2izgkS/pV1FH\neh5j66yqX8vUUY6FR3Di1x4y8ElQxFEi5XmyD5bbLg1QeF+0Us15NZgB2AIFZVgpwU7aTsPQ+n2y\naMGC2a9EZaLdEkS11iURmghOffREKbMqIJJl6BC62JcQyamCjYSfdG+uW3vR6lygpqZN6KPJZDKZ\nTGM1K+DR396KAssY3ePymVOwjn4tU0cpz4HBF/JK0AF0UZPhOnlbctshTJ7heQmcuD2OX2odz9ui\nTnuMlng6oV0CBIQzL8DCF9JZvRKspLQFaBRnAGZGtbkbQOH5CzhAQAv6ehFgIL/fp6X9Qp8k+FTK\n7EqV6tm8muLenjZrMplMJpNpxdos4JmJlu3jHJyeEjTU8rq384V0ZbtaztN0HW6SU1vPy23FnJjG\nHfocHmKEhi3NvAx0jKmn92dB6sVharJezW4z6KwXUIbrDfSnEuUpP1OFp7SQnMcnq6sMFFWahzP2\nb8Yc/laYdNkcHpPJZNo8zQx4tvujhB7blA5NDiMlyAnbXpSX2+WIELejlXEV+wRuMjv5EgzcJoGB\nDC6Wi8zQaFE76Oy2L7lNGaGCl8swLwkx2XE5Al95VCemM0DjQ9WAtOBBuKYyWhTTWZn+OnqyzYCw\nuwU8Ss9S+4IDQImDvLqptuCKxdS+DIHaVH8Ht/nv717J5vCYTCbT5mlmwGMfuOtScKtUCPEDICRs\nqOl+qB7ddnpfIuAI8BF2tOgOUJpPs1dQMgw6IULD56oocFW12QpkexnBUeqMis4Mta/ZGW4f5Hjp\nDVCGHiLn86RkolSpmsLq+iyF1xGmyu3SRUWmkMWWTCaTybR9mhXwLODjEKOpNP3H/d71IF+zwJNt\n5NsEdNpgRYGdwktxHVRoWpqHUy4rl1jQ4ckTR3gIIhbEgfY1MGmMvrRGiUJecT7RaAjaS/ggkBHP\nC10EQQOSVYBVXgfkd34HVESWsy5GddgD49XkIUDSnl7Pf7D2Sk9741HtuaZqd5O03eMQTCaTaTs1\nK+ABuMM8SfthQ3pFFedk2XZW9b0btWE6KmwQZ0yHES2NQIcCORrMFAHI03KK/ayOE/UV8MJ4+JBp\nfOhaK+iMgyC29HS1rZZ+D4EOTwtfPAqlX8WoTuMwOM0OirY1GCrb5nIDQ9tyyW9lYjcNtQsRBapU\nqg+NSwYkU/HyPrYz/YsXU1HGOyaTybRxmhXwBIduFpIdIc7Jrp2RFXgzrW+hKUbQSIjML6eRn761\njpI2WNfl7Yn6GgDRcmzSfwlAtChEMa8HIeK860tPLxuxKefRSNQia0cHFJSObxBQQr3QZj+PZmR0\naAiQwhwgVEErT8tE7iU6s4vcHmLXyRKZ+N3H22FmndpirNCyyn0We6L39prJZzZ/f00mk8lk2kPN\nDHg2Y7DArsFn2YOsLBw1xqQEHQ1K8nxt4YAxkJMPWWtrX8CMiObU2q9Gbgp53EkfkacACF8KuwV0\nGkDM58eCrP2WCApPg3oslX4KkIEHjxap7dcAqb9HGobBDcdTyhNmsnUBC89UIQZEyvDngeW7VFIH\nHJ5ahaB1/0HchD/AE2szPqVMJpPJRDUr4FkAGzWHh37sLQM/6Y30Eg22qPB6eRgW9AUE6nBRsUle\nV6vzfmq/sz7nb9Rl38PPYaDhSz8Hp70FNGqgo+WxCE0RZlpAa6hfwxGbcKxD8KG1mdUbHIaW2kal\nP6ot390zbJU29gy4bFN/pipIUczSH7YETOUFDdRVvFwdpuRdPZVLba68yWQymbZRswKeOUR4loWY\nUG8dI1DK77fb3my3wEbc9g1lSnkqYDnm1rVBzoj2fXId63AyDmiyxQVKMFVsR4eWNFSsdXhcLeqS\nl8uGoWV1lShLLFOzzdPCEtLDfUogk5epwxeI7ew5ozcOlbZEWl4xFk1meJ1gxos6tKTPUmikRvxt\nE/N0JETVBsqZptX0n1Imk8lkGquZAc+8PuLXCTEtGp4YrTtiNKf1N1AClgbwaIYk7talF+MFEBrd\nTwIWA0AzCpBIOv1+mtFD10YMaYvteAW+RHnE/Xp73XLZWuRFAIgc9jYQ1QHQ2x0ArT5tdPsE37nK\n83tYLVZMWZyAVGTPnBd1WJCoDYJUAHJ57yUArUta9MnEZcBjMplMm6d5AY8HFmtepm3w4330ClD6\n0rS7VcnFK5VFoXwTSDSCTgYfFdAp/iadLILQQN0SeLWACwMW0AUBRgBKQ/piVPn2NjJg0SImLfN0\nSBoayiTIa4jqVPtYgTTlutE5Pgq3iLugUIBl9yCUPbSu8MwlJJDD61zWRI4tFID4PB3P+mDYYTKZ\nTCbT3mlewIN2p34v26TSh8rwcnVnJDkuLU5LK0y1lhsCoyHQ4fDQAB7LQE6h3l63tQygsGWi9wB0\nKPDkQ9fGAlCezpeV1uu3gM7yZXh7Q2WGh9gNl6H3SrxDyU3EYKj0QEMUyB4arz5w+gpvPTRlpiU0\ncQDixR37blSvfFGqyWQymUym5TQz4Jl+Fk9LhGYQPnxDOQJFLUfcUq7VVgYHvpAOX0hH72M2RmKy\neiPKV/un/XaxnaGhX7uBl93ZIcBCIGEQsEqgoUZV0rnQ69EFCMpgMX6IW4IvDJyXrH1lyJ0KTZlK\nTxkHoa5oPjdH+5vj4jmkVfOSYaAaT+/PHm3epZiOl+VSb5PdUrin9c/j2DplQjQJqYtSmEwmk2nW\nmhnwtH+er7IXoQ9DU5135Rq00AtKb4PVosJ9ysvsPYAkIJLwk9JlnbFthN/jo00lZ74pwqIAQgvQ\njI/eaA6/BKPCHKRCv/W5M3WIqEeDAqCUzxMKdYLtZJf3RwerOrSpCoSRJ3J5UU5Z1ECDIBePIyW4\nrJQOQK6/MT1pKi+nw4+MHBUBSfRjbB1teKhJ19Qv5Uwmk8k0XrMCnqmWpa68H95VfiizVL6v5BcN\n6h/EAXbKcDAME8Nw1PW0DiBl+7xO3p92MErHVIaXlK4uQ924AtoQGDVHmLyoq5QNtgC5rDUHiSqw\naO0PzK9BqX9FsCLpo6I6oY/KORVtUfmQQmkiiE+S0TJIlo85XkBQelmQ7DgJXxUAouUc/R6pBviR\n9kquds0FX6aOyWQymUzbpFkBj/d+kuECEVwKINECPrsfCKJbUIep+UJ+wd+j9SmIcFiR0EDgpQo6\n9LcnDmprneCsizZrZckxdJs6ILWBShkQImRkYLS7yFB5AYPxUaGFBhGkbAk+SmDBojWiHuK+gJTC\n3KFa5AdKn1rhK0qJziSRG4STBbtrCMKwqvEpcHkZGQFKw9dSO+FI5N8OFX6y7oXjLcazTBPKhrSZ\nTCbT5mlewINp3zp6X3Cfdul1tAFRfuS1OTnqG2Cv5ImG6ffUhN9leAFxZrUyQyAy1IYOOrWyGYzV\n2iLO8qLgRC8DRmF4GTK7y0Vvkt120Cn2uToHpz93Sr0StJQiRnthB839DrYFAvj0y0E+vHKYmhdz\nctwgAPHhZD5WCccTfobnJaaG+9RVAIkcq+sPLp+2Q6M+65Eh1rBsSJvJZDJtnmYFPN1HybQfJiqc\n+EoeADhXzhtQDWqWUWYvM+4FVBQAyCdHzhfKlcs7nqf99pW25W9Rtg47LvaFAQ0KkFEFh/GRIbrM\ntQowTQDU2yIRjzwqtARYiONE4ZxAno8KoGgRpGJ7hfOs2S3ZCe3xO6dLl7tKAtnjAOScE6XzWTyO\n3OMcfvp8kHwgrroWhsgl0KHIRFDJJ3ALdg0/TCaTyWTavWYFPHOZw1N2kwqOCBmXX4oQlfKWAaV2\nSNLmIUho4O+nO6cTJC2UD+UEePiSXcUGs1uOHCUoaoEcx/oh4acaJdkTACpDTTmqVOrXsmCW6kOp\nr6Y1LhIwZp4OkB9rHgkK8DPcx9IQtyh1DCq9yWTIpPJke5KvDJXjAETgx4UeVuDHk+fP0XxaI3TD\nxfJQVoVbtdbd3kbKTpLJZDJtnGYFPFMtS12Gjj16vyoPaUWvbXMQ8izdi9QszdPoj2N5OSC5Ahjp\n22BAUrLd//YuT2PbBITUPoThZqFMI6j09jSo0FdfGwdALAok0uL2SNii3xvUMnwNrFxysKV9bWga\nRPu8XuonvQ67jQ7xfX7t01fV9EtmKKDSDkAkX8CPI+2GXpOmEb+bpwF+RkV9/Gq+xLgqv/YWTSaT\nyWRauZYCHu89Tp48iZdffhnXX389nnjiCdx6660x/6mnnsKzzz6Lt7zlLQCAz3zmMzh48OCwXUz3\n8iy060Sqnl6GpDI8KY1pcuGXU4uVojtaOh8yk7aD88WdTi2/EGHxeRoHFE8c5wLUaNvMydXK0miA\ntJkDnHSUw++FkqYPVStBkYCXZlDJHfz4xaFsVbdK9KfY1zGg0x75UW0p5w/y+D29JiXbefvlqA4/\nFn43Ob4LTx7CYQBKCxMk6PDMZhv8uNBPAj68ly62w8EnoY8+3G19murv7yZp6mHXJpPJZBqvpYDn\n+eefx5UrV/DMM8/g/PnzOHXqFE6fPh3zX3rpJfzmb/4m3v72t4+yu/Ddv3Uqc4dcO8isEoY8dasG\nKrUPcVOAwudzdBI0cChKjm7qYRFkilCkRZZQ6YOok9ktRIsyWNEBohhtGYwK6VASoWUJm/oXj46H\nMno+NdDQojPDZZQ6DWDF91vKSNCi90WAn3Tt+ag28kR6kV4DIE/yHEnHOPihMEWjPglzQlXyMsP3\nEaEB8DHNR7ZKm8lkMm2elgKec+fO4e677wYA3HHHHbhw4QLLf+mll/BHf/RHuHjxIu6991587GMf\na7I7xZC2DEI8c5uSXCOwVFSK2uhliR/mRVpDJ0oQVBqSxtJ5s91VUefTKFGgIugMQZEWoSHpXk/P\n2iDD4corqLVBxGD94uIBon410lOuH8t6ZVlstd/0PFJIrURiGsrQ88qviavvN5Wh92FbGSYGIZVX\nEuRhcE6bPdNbD8+/UxYhIO135RJIsTwQYPGAJ/1ykFHj7hhdv0QkhSIQO+uSufImk8lk2kYtBTyX\nLl3CTTfdlIxcey0WiwX27dsHAPjRH/1RfPSjH8XOzg5+7ud+DmfOnMF73vOeJttTfOA2gQxxuCUI\ntdr0ubu2nKjzBmTD7vM3zxyAOqdSBxz6BaIcSkS6Vt7LvMI2OZd6H/ptr6UXwEhZPps6y/xLQFEB\noHoUJkZxRsCKbEP94tAmoOpBqmGhAg6oJRgqQ8xegA69tll/WPukvkeh/WSP3z1dvZTkSZI2/A3s\ngaHwIyMvpBCDn7TtyNA0CkXBWv98+NQdr6BMfF59fwbZy5V1x3gspmQymUym7dNSwLOzs4PLly/H\nfQo7APDTP/3T2NnZAQC85z3vwb/92781Ac9UixZ0bXeSLlL94z8NH2qBoL1WdK5UAPJZOelUdqXE\nXJ6YKp3UkK6ABQGYKvCoULJL2FEjT20RHH0Y2TiAWShANFyXwFMEETGHZ6DfOigpoEHu0TJo6GAh\nlw6vrZo2ynbWVg2i8mNDX47+yp5gT9Jb4Cd7ZlL7rh/2Ccfn4TD1Cwy0gE9asIBbSuDjxReerk/T\n/PXdLNkcHpPJZNo87Rsukuvw4cM4c+YMAODFF1/EoUOHYt6lS5fwYz/2Y3j11Vfhvcc//uM/4vbb\nb2+yu5jgnxf/ZJpWLu2n/xZ0z3f/Fj5t7/a/CCEt/3z6l5zdTqkvsp7PbcCzY18Uy5XP4YKUk+l6\nORoBoZEZx+osSLkFKbcg5RYefL8HjLhN2vSyvqe2HKnL07Xoz3DdkOZImykt1W9N29en7cvtizJe\n2OnOd6rnie10TEpffTj2VI/ajvue7EPug9nxpE8MSL2SRoCxu9dFery3SH0GfvRfssFBVZQXNkDq\ng9xL8Ep6LE+fSxfTQ7lOTsCdaU6yOTwmk8m0eVoqwnPkyBGcPXsWx48fBwCcOnUKzz33HF599VUc\nO3YMjz76KB544AHccMMNePe734177rmnyW500tco2Zx8s1oaQNNShqV5WY8sSevK9Vpsa++uWRnS\nNnfC6HZ4+07zZETFRXte1lPqZG//C3X4cCteLnMms74rfex36nNwhiMx8UtEveO2SJmhCFCCgoG6\nA1GiRXCYPRgw0Lq1IWU0uiYjLfS8sQhPvNYyWkTPOT0eeQ0qkSCtXtNx9P2Ia1KTu5/88aBfJOqQ\nopj0y0PTs86/F8fFNvI5N+EcOHi20EC0Gc6L79OdB30W6YA21yWQ9DBANJ0Pl9beNplMJpPJtKSW\nAh7nHD796U+ztLe+9a1x+0Mf+hA+9KEPjbZ7FftwFdN+wEv/Qr5n1d67yhEzxTKlfb9EHTmip6UO\nFJBgTq4CN0iOZw5LCqQIKFFtZ7Zknd62r/SHtu/1/rRAQiv80PQFccKrK6u12KssaLDMogl0SFl+\n7UiEIas3ACMNEJOAKIcq2R9WT9jl9Xh/goINHTyi0T4jokrMd7H/OviEEW4eYSU4ASNw3UID3SlH\nmm8j/oB4DXpMmywb0mYymUybp1l98ehVvw9vTDBcIIMEN5Cv7Y8EpWxaAXPnGmyMgST2ErwOG7RM\nCTZoWjmK0zUct4kDzW25gba1PkoY0sssFFhZZrW15SIzCbIAkCFiy9prqSuvDT0nBQDx9NzR8yoh\nhl7LFqjibfN69BqOgyo1vpkop4/KpL45+GgzFHegURsXhygF8HGkhEMCsrDAAYOe7uRE6IlpGIYb\nD4goj2kTZEPaTCaTafM0L+CBw9U1t7kn8DISkLR25Heq71kbop0iJBTBRYBE5qTWoalahjm0lTKx\n3YEy4A58/FJPyJXRVgU/ewEwY4CIwwY/DwMAwsCi32bXVoef8iIFOVTxCFzLUDkNzPJjQJ+WfoXo\nTYAfCjAEfECHq9GITx/ZYd+JI6I9ffs16AmJGbyIKE/quDnOmyiL8JhMJtPmaVbAs/AOV9c8WXev\nozvl8j4mjB2G1t5G3T4DEOLwxrQMJloiKS3gQqMDDWVE/1SwKfYxjxh4uAx+4nbmYOtgQssxW9FZ\nz+t37ZD6XthS+kIhIg7J02yxdA5n2XloiOowG+KYVBskrTRUjl5rCVVFG+T4S/CT7oDwK8APAZ9w\noODgE630NsMcmQ5SOixKS02TNHIeStDjffj7kWAmlqsCkUwAO1KTyWQymUy706yAp5vDs15lcOBr\n+eIt7Sh4cQ32yb6jOKKXVetXwAiowQN1hvUyY8AlplUWGhjTNm2nHZrGRlK0tDERHC2NwlMZqHYT\n/QHrHzkPyqIErVEdapeebw4kBTjK2lIiQ7voL/rtDmRIpCZO5imADwDv6IC1UMeL4Wx9q74CPfBk\n7k5SgJ6cYbiNNvnhIiaTyWQymQY1L+Dx+3B1gs94HWK8ku/4vh8ZrWmAGGpbDnSrwVEGY0r5aJY6\np/KNO8kvgUtojQNJX8/TtD2K4gwOjwuOOE9bxLzdQs1u0rq+0qjOOCBqTxsTJcmvuwIYhcgQhxRa\npwZHPKpDr3XNRjpnqe9RnmCFC0gBFXy6315dgS0sYBAgJhqM5dGv+kbjRN2iBdrcnb5CPNuxlzkF\nmTZRxqEmk8m0cZoV8CwmiPBIUEgREgE3LDXtpP3MHcv2necpalkSommCnb5pfQ6QZ/0cggeWJuBB\nAhB3eFugicNQTKva1PonYS3Vy+sMgc74NHgBL0vZ0yCJt9FSTgIQ1H16LSgYVgBDRloADEZ1lDlD\nuQ0BTBK6qu3S40F4WNJVD88WBZlgjy1h3bfet02HpwWIAYv29NDkc+jpCvrYDQ9H2kaMJoGWZ/vG\nQJsom8NjMplMm6dZAc9VuAkiPCKK4mQuVQmOcjuxrqP7Osyw/bjcrszj8FLqo8Se+Ga5d604GJBe\nSadX5oc0r6SVoMQraVod6TzX6jCbqS8153o01ICDQ3LGRRpktCalAbWozrg0eD5vpwZP/BysIKrj\niT2GxqTdAAAgAElEQVRxTZqjSU3zjAT8kGNjN04RfMiz5ntQcQFKOqfV9e3woXEdxLjuVFShJ0KR\n99nfjaJ6wslAx8jHZDKZTKaVaVbAs4DD1Qk+9fNoCU+gb3TZiBdZl+17AhtZ7byeKJxDTHL0qhBW\n7J+AksLcGp7GozLFaFBIU8FFiQ4py15n7UZ7BfBSjkdvd0RkBXIRgDyKUgITDLbTGtUZgCySBvTD\n9rJhYwqYyCWqC5BCo2wSjvj11dsoQcow/DQCGKjCF4n2qWQYmRrd8XTYGom2CEiiixe0QU9ID0CV\nR3k8aZE/k/yITPOXRXhMJpNp8zQr4Onm8EwMPGL52OJy0RE8dEgBHHvrS0FIlk2sI6M7pC8KYMnS\ntD/a4gh1EKFv9FN+KK/BTg1cwj4FF5ZW6scAiEUbPrfB6xUiOpAAI6MhQxGY0J86wOjzXUoAs2Rf\n2PnS96H2A6z/4fo0R4YkPLHj0Ooo8FOAp2KEh/Srq9E7nj28dNDR4wZ5ecCjO33NGMERMMJWYEvQ\nE9qgX0gq/mjE9rL9rGwhzbQxMuAxmUymzdO8gAf7JorwEGgRwOW0cgw+JHaQsrx4zKEQU4MmBlte\n9FO2R4wy8BHlMsgQzmz3W0KJdIyTjbLNvIzWDrcpHGtpgznqeflYT0JAAS6QpUmA0aI3OtTo9spQ\npNvMoajcx2WjOvR8ynaEvXgt61Ed2sbgsLpd94uqpxg5R8cDcHTomusjMDnMeKcNcePl4MGWm+6a\ndPG7dWJZ79kKbTrXWFTHZDKZTKZ1a1bAM8X38AAELJwCEsQ5ieW8LCeiQtE5imb1cp6XyEAlixAV\nyqVd1mosRxvNojJdWRVeiPMKVkeUz4aTadDEoz1qxEjCjLIyXNjXbObtliMrehRFwJAKSgk4UKxP\n7BShRkBVtT8DkJRBgw4m7LwMgYmAjFpUh9rU6ywHT/RekfcZSBSHLy2doj1dOcfKOXgyTA3dSmsA\nH6bWQ09qKH3HDoOZDHroRpL23T1aOSoLAM1X8d4ymUwm08ZoVsBzFQ5XsW+Stqn/xIFCifhEPkpO\nESvFGINCjjYHiAKV+BmzBCiFn463Q8zycp6/V1YBwvPeVCHD0zIDURzFbi3So7cp6kjHWulHPYKS\nystoiebQs2iNWr9Utww6qLXdAElQ2tYhgveVQgQ9RpC2ZPuDdZaGp3YQkvcByJLUHUy4dHOQaAz6\n4w/A0T0P9EGnXxrKoYdDVF4mHhB5qNMwuHIkp8g6AxBkMplMJpNpOc0LePw+XPUTAk/vLOXRlFCG\nefoMcxjgsMiMBKZkQ2/HKyvF0XYIIHmtVO/WZdEh1vXmuTJd2TxfhwzNbiHSE+0OwRCQR5AqdTIY\n4lEe0DQNGGJZWW6ZutKhb4EvCU9lcNP6w6JkKpjk+fQ67yk8SRAqwAy7jo02ZeRGX5wgDVdL3xIa\n8AXxe3RK0NP1V4ee3ipKq7QFdokMsyTMrJt/tom3Xn/9dXziE5/At771Lezs7ODJJ5/E93zP97Ay\nTzzxBP75n/8Z+/fvBwCcPn0aOzs7Vbs2h8dkMpk2T7MCnu57eNYPPCxS40t5PVLEyEyQjL440M/D\nLILjKOB4sk0sxCpKZCfWF3Zp+0CkFM2BoQ6l3NegATKf9Dw5sA11Boeocae3ySZzrPs+0TxwCKF1\n6hGd0BcNfoStUhuKTWB8VKcERKAQJfskYUONuhDbjfNquH0Nnqj91qiOcqwVuOoiMD2CBJrwNNrT\n1UX/HTlsAQI4MgzN6dDTl4mpAnq65uiCB11bXrbFvnyUficPByb2B8O0Z/qzP/szHDp0CD//8z+P\nv/mbv8Hp06fxqU99ipV56aWX8LnPfQ5vfvObm+3akDaTyWTaPM0KeKaJ8CS3AwCJ8HR5WYQmgxER\noXEKJKUsASIyQuRF+070BdE3KkZ9SEc4GiSNgRsGEcJJhsynNipwM9SHahsjASsBRCXaIpzrdtho\nAx1k9aWjL6CoAFlZH7X0DHQkbLWADun3khGYOmhpIDQEWgTsnAR7EuHph6JF0AnPmwt40pepQQ/Q\nLV5Cv5TUp2erywd7myB29TSZkBWg8GNO9W517tw5/OzP/iwA4J577sHp06dZvvceX//61/Frv/Zr\nuHjxIo4ePYqPfOQjU3TVZDKZTCvWrIBnAUywSptADy8iPqykJxEeBVaA+BaZ1QnbTrZH4ae3mgFV\nqOv0dPYz0QCzScJWuwER2mO6HxxVtl9rY3Qf8jbVfZ/nDw0BK4HKGAAarK+B0hiAGlkuXoclYEKL\n2lD7elQnwE/eH3puII8jgy9+fsK1l/bjd+/E58n3CwiE1nrQIRGXDi5ctJbN0enL+1Sj+1tQieww\nQAKP8sTOiz9nTWBkGq1nn30WTz/9NEv73u/93jg8bf/+/bh06RLLf+WVV/DAAw/gZ37mZ/DGG2/g\nwQcfxDvf+U4cOnSo2pYNaTOZTKbN06yAZz5zeAowQxz7HFgcic6I9PAzG2bmks8W3TqWk9J9IT0C\nWPipAFF46z0IIl2NQbDod3YDIsV+qJBV2PcD+WgBg2GAaS3XBEQZONTrN5Uj560MExUQYnbFdkP+\n8sPbhkAstw9it3tcu7k6HfT09lyAnt5CmJfTA0uEHvnT99suzvIBm89DtsMDEKcGgYNL2qb1kgxy\n9lZHjx7F0aNHWdov/MIv4PLlywCAy5cv46abbmL53/Vd34UHHngAN9xwA2644Qa8613vwle/+tVB\n4Ik3oslkMpk2RvMCnonm8IA4MnwOD3VwQIaLifQ+1aUZ1eSnV4aZURvoHbdCBKcY2en3vJYewI2n\n00MbBTdjyzfAUEwbWJBgd32QEQgBCWF7BQCjDUuTfZJwkAPL2KjOaqIqexfVUc4rtT84fK4r21Un\nz1ocbxYad4V89MtQBygKbaZIT/oZmnFsPk+K4oC15Qv5fCicfApNq9Thw4dx5swZvPOd78SZM2dw\n1113sfyvfe1r+PjHP44vfvGLeOONN3Du3Dl8+MMfnqi3JpPJZFql5gU8fh/eqER4qAPf6jYM1Umu\nWkpIbpcY0kaAhsOEj8NrcqAJb6KVdARniEKLsOFluif1lHTWZjpi+uaZtqhCg5f5vIdj4YY627Kn\nen80GJLtizqFPo+BEgka0qkfhA9Qp30c6GDAZh2+8nbA6mnngPcBMn8U6PDjrucv0VeyHeUp+PRQ\nA9eDiwc8X4o6X5yAQE9fP4KJB1+JjUBNaNKL4XFh2KiPXaLYRPuN+LciPjwW6lmJ7rvvPnzyk5/E\n/fffj+uvvx6//du/DQB46qmncODAAbz3ve/FT/zET+DYsWO47rrr8JM/+ZO47bbbJu61yWQymVah\nWQHPAg6LST79CWTEiAmP0gA02iLSeweu2yZpoSwJG+lD1RRQcqWoT5+qDo9LZJV6rw2nEWAwMKdm\nmSgL6WIRnjKY8cNlYp8aI0M5LLRBScyXjnkGG+2gA9J+HWD0iEcdyjRgKOQ3LjQwlM/7Q66Bby/b\nEtWh5yU+ZwFAfPgyUQoQYbuPd/ZQVIOerm8eCHN0ejvhTKRIjUNahU3jlQQ6NK+Za0hB46Dd6cYb\nb8Tv/u7vZukPPfRQ3D5x4gROnDgxyq7N4TGZTKbN06yA56p3M5jDo0RvgkskoCbCRxzyIn/26d6J\nehKeJBB1jlsGM5CRHVqv/0mGuMU08m3wGIAbGTUZhhsJLEqkhvWUO7NaH1qiQ6q9sK/NUcngpR0q\ncngaAB1goP5Q5KkOX6y/or4GDEP5sg1tOy+bH7u8/u1LUefHUivbJbj+Bg/kEYmkB5sEHl1EprPd\nDWlDghk2ZA0cdDxIJCcAEYUYDkQ8jzy/bIjdCPgxzVK2LLXJZDJtnuYFPNiHN9Y8h4dHVpwADQ89\nUiOHnVHICfX6lOgEeVbPkQ/NfCECBZoYdPm8XnwrrESFfMQo0sOuNAOLRhgCuCNN7RXrN8HTEiDU\n7+hlZJShMkSrBkDFuTOpvVJbQAvoUBgZiv5Uyopy1cUDimWH4IaDkwqOheFrQ7ZK0ShZNt3igTI4\nkCSwCaDRr+wWtpEiOOH5pXkMdAJPgbyMgBblEZEdYj8DHCMek8lkMpnWqtkBz7ojPBmMOCWC05cJ\nYNPlEOhwPC3V8/ocHKeDib4QQRqqpkV8Yj0xxM1FZy/3raiDG/drsILkeNLyHKDay2ftSedbtUna\nay0/CCWak03yZISCOPdDUKXbXEf7yrELuNLn7lBbok1fsDvUbmZLHGcGTaSedk76/NhhMnRNrsyW\nhqaR50AFG8S8bp5OiOiEc9IdY5yjExirL0fn78SuSPhhG/LVg2nTZEPaTCaTafM0K+BZwK39e3hC\nLCVFQ0RUB8m5Su4nrRnq0LS8DmvL07RSlIbX6ZhHpJE6DLLisZRXhapGb/q6VaCh5YWjuhfl8+jN\ncuXVqAHN8wI8FECQNqrDtogjL6NHGRywftWiT1q/CsfVAC/FfK+dh5Iteuz0XGq2SmWVepWy2RNA\nh64pixDo0BMgJ0V34oIEHmmeDqnf9QkJdPpIUmQYcv7pXUpXaAvt5XViEMq0IbIhbSaTybR5mhXw\nTDGHJ0VEJKQAwYUBQCDF8Tq9g8TBJjlkgMiPkRqlDoGamC/mBw1GdojjxMAoHhE72i5tTDQGgBYd\nKsKIgBvN3tIwRMpr9ooOdQke0AogCgxkADMMOrQMh6W2/udANR4yhsrm/W0pS69RPUJUjepI0Il9\nJs+dhJ6Y13cwgx7+JaOhnuvz2DwdDzaHJ/QmPaGhnS5yxCM5IKVSvVSH7qQyJpPJZDKZ9l7zAp4J\nvoeHww2i3+EE3IQhM6lOcJ5ofZLveP1gL/ljIiqUzQ8K/XGkPrHoRP2QH+FFDJWLQ3LKcMNrcWdf\n5qvwQfo7CDb9jyxNIF3ZtpIv22uNnmRRGh2KaJ/3zm6/PQA6g3YFaC0DN6PhReQPDUlj58639F8H\nuRhege8In8zlic9kLOJV6AFdhrq/fnwuUA86BEw8KRPspoWvkxgQkb5YJGc7ZEPaTCaTafM0K+CB\nd8whX0uT/c/u29jFy2HyOziC8V2so/n0Z/eB6IhT6RDeQpN84uwFZyy27VJ+sCLfMTtP8h3P1/oT\nJysUIMTHHy7LS+WpAzpgqzuQYVtIjrKWx+z6YVvBKQ/lctCg/WyDGG5LcfpJ/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Kqgku0L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\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.signal import chirp\n", "\n", "x_chirp = np.linspace(-5, 15, 1000)\n", "dx = x_chirp[1]-x_chirp[0]\n", "# chirp_index = np.logical_and(x_chirp > 0, x_chirp <= 10)\n", "y_chirp = chirp(x_chirp, 0.5, 10, 1.5, method='linear')\n", "y_chirp[x_chirp <= 0] = np.cos(4*x_chirp[x_chirp <= 0])\n", "y_chirp[x_chirp >= 10] = np.cos(10*x_chirp[x_chirp >= 10]+np.pi/8)\n", "fft_chirp = fft(y_chirp)\n", "fftfreqs = fftfreq(len(x_chirp), dx)\n", "\n", "ya_chirp = hilbert(y_chirp)\n", "\n", "phase_chirp = np.angle(ya_chirp)\n", "phase_chirp = np.unwrap(phase_chirp)\n", "instant_freq = savgol_filter(phase_chirp, 3, 1, deriv=1, delta=dx, mode='mirror')/(2*np.pi)\n", "\n", "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 14))\n", "axes[0,0].plot(x_chirp, y_chirp, color='k')\n", "axes[0,0].plot(x_chirp, np.imag(ya_chirp), color='r')\n", "axes[0,0].set_title('Signal', fontsize=20)\n", "axes[0,1].semilogy(fftfreqs[:200], np.abs(fft_chirp[:200]))\n", "axes[0,1].set_title('FFT', fontsize=20)\n", "axes[1,1].plot(x_chirp, instant_freq, color='g')\n", "axes[1,1].set_title('Instantaneous Frequency', fontsize=20)\n", "\n", "axes[1,0].specgram(y_chirp, Fs=(1.0/dx), xextent=[-5, 15],cmap=plt.cm.viridis)\n", "axes[1,0].set_ylim([0.0, 2.5])\n", "axes[1,0].set_title('Spectrogram', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Fourier Transform clearly shows our frequencies going between 0.6 and 1.6, but doesn't tell us when. The spectrogram shows us the time at which we're at different frequencies, but is fuzzy. The Hilbert Transform, on the other hand, really clearly shows the frequencies at different times, though it has some issues at the boundaries (which could be addressed by mirroring the signal at the end points)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: Decaying signal" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OfJ12M9EO+VlUq1UqlUqgaBdcP4vR1QWAOjnpPKaqKkNDQy33LwiCIBx5Ok60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RKJIJPJoK+vzwrZBkWM3fRj3rx5VsLavHnzPMPqs2bNsmZwB6HHVio2e/ZsrF69GjNnzizPqL7w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\n8hoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_decay = np.linspace(-5, 20, 1000)\n", "y_decay = np.exp(-0.5*x_decay)*np.sin(5*x_decay)\n", "y_decay[x_decay < 0] = np.sin(5*x_decay[x_decay < 0])\n", "\n", "ya_decay = hilbert(y_decay)\n", "envelope = np.abs(ya_decay)\n", "\n", "plt.figure(figsize=(8,8))\n", "plt.plot(x_decay, y_decay, color='k')\n", "plt.plot(x_decay, np.imag(ya_decay), color='r')\n", "plt.fill_between(x_decay, -envelope, envelope, color='k', alpha=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again some weirdness at the boundaries (scipy calculates the signal by treating it as periodic, rather than giving the option to mirror) but the decay envelope starting at $t = 0$ is very clear. Since this weirdness-at-the-boundaries is getting to me, let's write our own function to do the mirroring." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def mirror_hilbert(x, reflect_x=True):\n", " # x should be a (N,) array, but in case you didn't do that\n", " x = x.ravel()\n", " N = len(x)\n", " if reflect_x:\n", " ref_term = -1\n", " else:\n", " ref_term = 1\n", " mirror_x = np.empty(3*N)\n", " mirror_x[:N] = ref_term*x[::-1]\n", " mirror_x[N:(2*N)] = x\n", " mirror_x[(2*N):] = ref_term*x[::-1]\n", " y = hilbert(mirror_x)\n", " ret_y = y[N:(2*N)]\n", " return ret_y" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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a0XSiXSNUIWMuIVkhmqZpaJ58rfMawxbRqsEe0xTAemfLId6GoKalq2ejUbOB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\nw8LYhmFA0zSl0Z1RQ81Sj1jTmrZxhU1EC/OG/a9tO3NITruTRyyrpg9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ya_decay2 = mirror_hilbert(y_decay, reflect_x=True)\n", "envelope2 = np.abs(ya_decay2)\n", "\n", "plt.figure(figsize=(8,8))\n", "plt.plot(x_decay, y_decay, color='k')\n", "plt.plot(x_decay, np.imag(ya_decay2), color='r')\n", "plt.fill_between(x_decay, -envelope2, envelope2, color='k', alpha=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is significantly cleaner. Note that I set the signal to be reflected in the y-axis for this example, as this more cleanly matches what the signal is doing at $t=-5$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: Lightbulb" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/anzelp/anaconda/envs/py35/lib/python3.5/site-packages/numpy/core/numeric.py:482: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return array(a, dtype, copy=False, order=order)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PCxYswDfffIN7771X3UrGvz852PHTXte6dWsMGjQI+fn5mDNnjmEJs1aNGjUw\nY8YM1KlTB3PnzsWePXswYMAAzJkzR9dfXLduXfXf4Ouvv8bnn3+OK6+8EnPnzkXt2rUrfL6CIODq\nq69GTk4O/vzzT8yZMwelpaX4v//7v4jutUoULaH+P1TZ20bj/kQUGaH+Lhr9nxfK/4sDBw7Eo48+\nim+++QYLFixA/fr1kZOTg3/84x+623br1g1z5sxR/w+eM2cOioqKMHz4cHz00Ue6c4Zgax49ejQa\nNGiABQsWhNQTWpn3oUicswLexMprr72G9PR0zJs3D3v37sX48eMNEx/jx4/HoEGDcObMGcyePRt/\n/vkn3n33XcMPvStzDIM9d//n2aRJE8ybNw+33347tm3bhtmzZ6O0tBSjRo3CM888E3D/9u3bo2bN\nmqhfv35YyRyrEWSOHwyZLMvo1KkTGjZsiFmzZsV6OdVi69atGDx4MIYMGYJRo0bFejmWdubMGYii\naDjVdtKkSXj//ffx2WefGW5DQ0RERJRoHn74YaxduxZr1qwxrNwyi3379qF79+54+OGH8cgjj8R6\nOTEXVgZVlmWMGTMGWVlZGDx4sDq8xt/o0aMxceLEKi0wnnz22Wc4evQo+vfvH+ulkAVt2bIF7dq1\nC9iL69SpU1i4cCFq165dpX3ViIiIqmLKlCnIysrC3//+d8yfPz/WyyGyjJycHNjtdvTt2zfWS4kL\nYfWgrl69Gi6XC7m5ufjhhx8wfvx45OTk6G6Tm5uLX3/91ZSjr/098cQTOHDgAHbv3o0rr7xSbVAn\niqT27dujQYMGeP/997Fz5040adIEZ8+exerVq3HmzBlMmDBBnU5HRERUnbZu3Yrvv/8eubm5KC4u\nxkcffRTrJRGZmsvlQt++feFyufDHH3+gX79+6uDPRBdWgLp9+3Z1j8zMzMyAEc/ff/89fvrpJ2Rl\nZWHfvn1VX2WM1a1bF+vXr0dmZiYmTJgAu90e6yVVK/Y9VY+0tDTk5uZi2rRpWLduHTZv3oy0tDRc\nd911GDp0qCU+7CEiInPauHEjmjRpgmHDhqGoqAhPPfVUrJdEBKDyW+nFi+TkZCQnJ+Pw4cPo3r07\nnn322VgvKW6E1YP6/PPP469//asapHbu3BmrV6+GzWbDiRMn8MwzzyAnJwfLli3D/v37MWLEiKCP\n53Q6sXPnTlxwwQUJF/wRUflEUcSJEydw7bXXBgzuMiO+1xGRETO8173wwgv4888/MXnyZPzxxx94\n6KGHsGKtS6o+AAAgAElEQVTFCsPb8r2OiIyE+l4XVgY1PT0dRUVF6veSJKnbX6xYsQJnzpzB/fff\nr+5Tefnll6N3797lPt7OnTsxcODAcJZCRAlgzpw5lphqx/c6Igomnt/rzj33XFxxxRVwOBxo3Lgx\nUlJScOrUKZx33nkBt+V7HREFU9F7XVgBasuWLbFu3Tp069YNO3bsQJMmTdTrsrOzkZ2dDQBYuHAh\n9u/fHzQ4BaDuxzhnzhxcdNFF4SyJiCzo6NGjGDhwYNA9W82E73VEZMQM73XXX389Zs2ahbvvvhvH\njh2D0+lEnTp1DG/L9zoiMhLqe11YAWrXrl2xadMmdU/I8ePHY+nSpSgpKQlrwq1S/nHRRRepm/IS\nESmsUiLG9zoiCiae3+tuueUWbNu2Df369VN3cyiv94/vdUQUTEXvdWEFqIIgYNy4cbrLGjduHHC7\nPn36hPPwRERERBRnnnzyyVgvgYgSQFj7oBIRERERERFFGgNUIiIiIiIiigsMUImIiIiIiCguMEAl\nIiIiIiKiuMAAlYiIiIiIiOICA1QiIiIiIiKKCwxQiYiIiIiIKC4wQCUiIiIiIqK4wACV4srp06cx\nf/58SJIU66UQEREREVE1Y4BKceX1119Hv379sG7dulgvhYiIiIiIqhkDVIob+/btw5EjRwAAu3fv\nRl5eXoxXRERERERE1YkBKsWF06dP48SJE2ppryzL+O233yCKYoxXRkRERERE1YUBKsWcLMs4ePAg\nHA4HPB4PAEAURdjtduzbty/GqyMiIiIiourCAJViLi8vD6WlpQCgBqjK36dOnWIWlYjCU1oK5OfH\nehXmdOYM4HbHehVERJSAGKBSzB09ehQOhwMA1GBUCVDtdjsOHz4cs7URkYndeSdw/fWxXoX5SBKQ\nkQEMHRrrlRARUQJigEoxVVpaisLCQvV7/wyqIAg4depUTNZGRCZ36JD3D1WOKALHjvHYERFRTDBA\npZg6duwYkpKS1O+VDKq2rNfpdKK4uLja10ZEJifL3j9UOcox47EjIqIYYIBKMZXv1x+mBKaS241a\nmzdDKC1FUlISTpw4EYvlEZGZMUANDwNUIiKKIQaoFDPSO+/AsXKl7jKltLfVli1oMnw4Grz9NgDg\n7Nmz1b4+IjI5BqjhYYBKREQxxACVYkYYORINZszQXaZkUC87eBAAkP7f/wIAioqKOM2XiCqHAWp4\nGKASEVEMMUCl2JBlCG43BL9tDJQMapJv2xmpRg0AgMPh4LAkIqocSfL+ocpRjhmPHRERxQADVIoN\nZUqv72+FkiVN8gWuUmoqAMBms6GgoKAaF0hEpscManiYQSUiohhigEoxITqdAAIDVDWD6nIBKMug\nAtBtR0NEVCEGqOFhgEpERDHEAJVi4mxeHoDyA9RkvwwqABQXF0NiyRkRhYoBVngYoBIRUQwxQKWY\nKDx9GkD5Jb7Jvsu1GVRBEJhFJaLQMdAKD48bERHFEANUigmnL9CsTAbV4XBwuxmKW3l5ebjllluw\nf//+WC+FFAy0wsPjRkREMcQAlWKitJwANSCDmpKiu97p610liicejwdjxoxBDU3Gn+IAA63w8LgR\nEVEMMUClaieKItwlJQAAwW9vU3WKbzm9piW++xHFkwkTJmDAgAG48MILY70U0uJ2KeHhcSMiohhi\ngErVrqCgADZfIFpeia/K7xP8kpISyPxUn+LIggULULduXbRr146vzXjDTGB4eNyIEookydi26xic\npZ6KbxxHRFHCtl3HUOoWK74xmQoDVKp2+fn5SBIEAOWX+Cr8M6yyLLPMl+LKggULsGnTJmRnZ2P3\n7t14+umnkeebUk0xxkArPDxuRAnl199PY9y0zbj35ZWQJPP83r/00RaMm7YZ67cfivVSKMIcsV4A\nJZ7S0lI1MK0wg+pXYqYMSkrVDE8iiqXZs2erX2dnZ+PFF19E3bp1Y7giUjHQCg+PG1FCKSzxDqYs\nKHbjq80HcHvbxjFeUcV+2nsS23cfBwCcKWDiwmqYQaVqV1JSAiglvpKkC0JFUdS9KP0zqIIgMINK\ncUvwVQZQDBUUADNnAqWl+kDr558B9rAHV1gI7NqlP25FRd7jyWNHlBAOHi2I9RJC8vvRfPXrlGR7\nDFdC0cAAlaqdNoMK6LOoHo8HtTS3FQyGdDBApXg1c+ZMNG4c/588W9q8ecCQIcBXX5UFWocPA9de\nC7zySmzXFu+efRZo1gzw7VMNWQYWLfIez6VLY7s2Iooa7fwEs8xS0K6S89yshwEqVSuPxwOPxxNy\ngGr0rlNaWhrFFRKRqRUXe/8uKSkLUJWeYPYGB5eXB3g8gLLftCzrjycRWZI22DNJfApJt1CTLJpC\nFlYPqizLGDt2LPbs2YPk5GS88soraNiwoXr9V199halTp8Jms+GOO+7A4MGDI7ZgMrfCwkLYbLZy\nA1RRFFFbc3tmUImoUpT3DFkO3C7FLGdesaIcH+1x87+MiCxH1gxGkkzyPqldponmOlGIwsqgrl69\nGi6XC7m5uRg5ciTGjx+vXidJEiZOnIgZM2YgNzcXc+fOxZkzZyK2YDK3vLw8/N///R92/fSTelll\nMqgfffQRcnJymEUlImPagEr5WullZ5AVnHJ8lOOlDfJNctJKRJWnDfDM8qtuxrJkCl1YGdTt27ej\nffv2AIDMzEzs3LlTvc5ms2H58uWw2WzIy8uDLMtISkqKzGrJ9NavX4+vv/4aNb/+Gr19l2kHIQVk\nUP2GJOXk5AAA3njjDVxwwQVRXi0RmY42oPLP/vEkJjij48UMKlECMF+wp31LMsmSqRLCyqAWFhai\nVq2yPJfD4YCkeaXYbDasWrUKvXr1wg033IC0tLSqr5QswWbzvuS0n4xUtgcV8E0CJiLyp51Aa1Sy\nSuUzKonmljNElifpymXN8bvODKq1hRWgpqeno6ioSP1ekiQ18FB07doVGzduhMvlwqJFi6q2SrKM\n5ORkAIA2p64EqJIkQZblcjOo2t5Tl8sVzWUSkVkFC1B5EhNcsAwqjx2RZemDvRgupBJ0U3xNsmYK\nXVgBasuWLbFhwwYAwI4dO9CkSRP1usLCQmRnZ6sBRGpqKvcGJJXSO2qUQRV9wWiq9jpNxkPby8we\nVCIyZDTgR9tTSeUzOl7MPhNZnvat0SzZSFm/6NgthKIirB7Url27YtOmTcjKygIAjB8/HkuXLkVJ\nSQn69++Pnj17YtCgQUhKSsJVV12FXr16RXTRZE4ulwseXzBqlEFVrtNtt6w5KTqrbH0AwO12R2uZ\nRGRm2oyf/9AfBlnBGR0vZlCJLM+MGVRtKTIzqNYTVoAqCALGjRunu0y7OX3//v3Rv3//qq2MLKew\nsFD9OlgGVZvWFwwC1JoAxEOHIGdmMjtPRHos8Q0fS3yJEpI5e1C1X5tjzRS6sAJUonAUKxu+I3gG\nVVd3blDiewDA+T16wOV0IjklJTqLJSJzCjaBlhnU4IINSeKxI7IuE2ZQtXu3mmTJVAlh9aAShcPl\ncqlZUqMMqlGAqh2SpGRQz/d9n3/8eLSWSkRmxQxq+JhBJUpIkgmzkdpVmmXNFDoGqFRtSktL1e2I\njDKoSvAaSg8qAJTm5UVjmURkZhySFD4OSSJKSKbvQWUTquUwQKVqU14GVTkZMsygljPFFwDE/Pxo\nLJOIzIz7oIaP+6ASJSRtgGrGHlSyHgaoVG1cLldIGdSKSnwVHr/viYgMA1RmUENjdLwYoBJZnhkH\nDumD6hguhKKCASpVC0mS4PF4Kt2Dqn3X9A9QRQaoRORPm/3zzwgygxqc0fHikCQiy9P3oMZuHZWh\nLes1S1BNoWOAStWitLQUgiCoAWqoPajaDKp/ia9UUBCVtRKRiWkDKmZQKydYDyqPHZFlmbEHVcuM\na6bgGKBStSgsLITD4VBLfEPdBzXYkCQUFvJTMyLSC7ZFCt8vggs2xZcZVCLL0r4zmqUH1YyThyl0\nDFCpWjidzgozqBVtM5PvNxRJKC6Gy+WKynqJyKQ4JCl8HJJElJD0GVRz/K6bcbAThY4BKlULt9sN\nAEGHJCkBannbzCjXK5JcLhSwzJeItLgPavi4DypRQpIl85X46oJSk6yZQscAlapFaWkpAAQt8a1o\nmxnJL/vhcDrhdDojv1giMq9g5anMoAYXLIPKY0dkWWYs8dUu0yxrptAxQKVqoWRQQxmSVF4Pqn+A\naisuVh+XiAgAhyRVBYckESUkM2YjzT7YiYJjgErVwj9AjUQG1eZ0MkAlIj2jbWYYoIbGP0DlNjNE\nCcGM2UgTxtRUCQxQqVqE0oNa0TYz/gGqvaSEQ5KISI9DksLHIUlECUkX7JnkV13SZVBNsmgKGQNU\nijq3262+eQTLoAYr8ZVlOeANiCW+RBSAQ5LCxyFJRAnJjBNxdVlfyRxrptAxQKWoKy0thc3mfakZ\nZlB9gWmwEl+jT8dY4ktEAbRZQKOSVSqfUUk0s89Elmf2bWbIehigUtQVFRXBbvcW7lY6g+q7zL+8\nFwDsxcUQRdHwOiJKUMygho8ZVKKEZMoSX8l8WV8KHQNUijqXywVBEAAEn+JrtA+qkkE1CkJtJSUA\nyrawISJigFoFDFApBHl5ebjllluwf//+WC+FIsTs/ZwmXDJVgAEqRZ22DLey+6CiggDVbrejxBeo\nEhEZBlcs8Q2NUYkvp/iShsfjwZgxY1CjRo1YL4UiyJQZVJMH1RQcA1SKOu2k3VD2QU1S+lVttoAM\nqja7ygCViAIYBVTMoIbGaOoxM6ikMWHCBAwYMAAXXnhhrJdCESTDfOWyZgyqKXQMUCnqKptBTfL1\nq8oOhzpAyeh+dl9gqtyPiMhwqA/3QQ2Nf8aZQ5JIY8GCBahbty7atWvHjJXF6IM9c/zbagNpswTV\nFDoGqBR12gAylH1Q1Qyq3R5Q4uufQQXAvVCJqEywDCqDrOC4DyoFsWDBAmzatAnZ2dnYvXs3nn76\naeTl5cV6WRQBsmbgkFl+02Xt27lZFk0hc1R8E6KqcbvdIU3xVQJZh3Jbux1JfgGq9n42ZlCJyB9L\nfMPHIUkUxOzZs9Wvs7Oz8eKLL6Ju3boxXBFFiva3WzbJ53hmLEum0DGDSlElSZIalAKh9aA6tBlU\nvxJfXQbV7QY8Hu6FSkRljLKlzKCGJlgGlceONJTJ/GQNZiyXZQ+qtTGDSlHl8Xh0/QzBelCNSnwF\n332N7gd4+1A9SUkgIgIQ2Eep/ZpnMcEZ9aAyg0oGZs6cGeslUASZvQdVZo2v5TCDSlHldDrV8l5A\nn0FVOkcDhiRppvgGy6ACgFBaygwqEZXx3ypF+7VJTrxihkOSiBKSLpFgkrdJ7Zr51m49DFApqkp8\nW8EotJlQp69ESJnU61/iK9rtAdvM+GdQBUmC5PtDRMQhSVXgf5y4zQxRQtD/epvjd127ZsksUTWF\njAEqRZXb7db1qmin+KoBql8G1e6/D6osq5+U+WdQIUmQZZlZVCLy4pCk8HFIElFC0rdixXAhlWCW\nUmQKDwNUiir/CbvqpF6UH6A6fJeLSuZVM2gpIIMqirDb7XA6nVFYPRGZjlGJLzOooeGQJKKEZMYe\nVF0G1SRrptAxQKWo8s9sajOobgCy3R4YoPoyqB7f34IvSwoY9KBKEgNUIipjFFCxBzU0wXpQeeyI\nLEsyYT+nGddMoWOASlFVXoDqAOABIDscgdvMKBlUX4AaLIMKUYQgCHC5XP7XEFEiCrbNDM9iggtW\n4ssMKpFlmTEbacasL4WOASpFlX+Jr3aKr3+Aqk7q9QWoklICrMmgptj1OVRliJL/zyGiBGW0zQxL\nfENjdJzYg0pkedptWszym84MqrUxQKWo8g8ctRlUN4wDVOVFqWZQRVG9zj9ABQNUItJiiW/4ggX3\nPHZElmXKbKQJs74UuoCKyVDIsoyxY8diz549SE5OxiuvvIKGDRuq1y9duhQzZ86Ew+FAkyZNMHbs\n2Eitl0zG4/GUuw+qfwbVv89UGZKkbCUDACkOB6Ap51UyqJziS0QAgu+DygxqcDx2RAlJ1mzTIptk\nyxZ9BtUca6bQhZVBXb16NVwuF3JzczFy5EiMHz9eva60tBSTJk3C7NmzMXfuXBQUFGDdunURWzCZ\nhyzLakCq0PaSuuALUH2XlZtB1QaozKASkT9ZBnr3Bt5/v+JtZnbsAB58ECgtrf51xqPCQuCf/wR2\n7ar42L3xBnDXXdW/RiKKKm14Z5L4VBeUMj61nrAC1O3bt6N9+/YAgMzMTOzcuVO9Ljk5Gbm5uUhO\nTgbgDRxSUlIisFQyG6OgUZIkCPBmST0AZJtNPQEqL0AVtCW+Dn3SXwlu/QNhIkogRUXA4sXAkiUV\nD0n65BNg8mTghx+qf53xaMsWYOpUYP784AGqJAELFwK5udW/RiKKKjNmI/VlybFbB0VHWAFqYWEh\natWqpX7vcDjUAEIQBJx33nkAgFmzZqGkpARt27aNwFLJbDwHDuCczZt1l4miqNaVu2UZsNnUMl3l\nTdEGQIJ+SFJ5GVQOSSKiCqfOaoMs5cMsvmd4KcdBFCsO7rV/iMgydMFe7JZRKdqgmj2o1hNWgJqe\nno6ioiL1e0mSYLOVPZQsy5gwYQK+/fZbvPvuu1VfJZmSIzsbV48YgVpbtqiXSZKEJN/XHgCyIKjv\njEoWVA1Qy+5Utn+qze8lywwqEWkDq4oG/XCir57RsStvwBQHJhFZkpogEMyVQRUE7x+ynrAC1JYt\nW2LDhg0AgB07dqBJkya661944QW43W7k5OSopb6UeOy//AIAuPCzz9TLJElSM6guANCU+GozqCKC\nZ1BFzXXKfRmkEiUo7SCfigb9cF9PPaPgvbxjZ3Q9EZme8rZoswmmeWuUZRkCvJWbklkaZylkYU3x\n7dq1KzZt2oSsrCwAwPjx47F06VKUlJTgmmuuwYIFC3D99dcjOzsbgiBg8ODB6NKlS0QXTvHPedNN\nSFu5Eudu2ABbSQmk1FRdia/o+/hL8L0zantQJZQFoRBFNXhNVgJUux12j0d3kuk/MZiIEkRFJb5G\nWUAGWV5GwXt52WcG90SWVJZBFUyWQRV8X5tjzRS6sAJUQRAwbtw43WWNGzdWv/7FlzmjBKfp8aqx\nbx+Kr7kGoiiq28h4ZFk3JEl9g5RlSPCV/8KbJVWyo0oG1WOzIRllQ5JsNhucTicHchEloorKVFni\nWz4eO6KEp/Rw2u3mCVAlWS4LUGO8Foq8sEp8iUIhawJU7VYyyotOArwZVIMpvhK8Zb6+K8oyqL4e\nVI9mj1QAsNvtcDqdUXomRBTXjMpQyxuSxCBLr6IA1OjYMftMZCllJb420wR7sizDJpirb5ZCxwCV\nosftVr/UbgejDDpSt5nxL/GVZX0PqiiqGVT1vpo9UgFvVp+TfIkSlFEZqlEfJctUA1VU4stjR2R5\nZizxlWRAsHmnJLEF1XoYoFL0aAJUaDKoDl9wqWZQfdcpb4oC9NvMQJYDM6jKHql+PahElIAqypAy\nC1i+cI4dA1QiS1FiUrvNRMGeb0iSTQAni1sQA1SKHpdL/VJb4qsMOlL7TA0yqNptZgRRDNhmxq1k\nUDUnmZziS5Sg2EcZPh47ooSnneIrmyRClXxDkgRmUC2JASpFjyZgVDKdHo9HzaCKQNAhSUbbzDCD\nSkQBjMpQWaYamnDKo/lhIJGlqOdfJsqgKj2oAntQLSmsKb5EIQmhxFc22GZGgDd4FTX3LTeDygCV\niCoq4WWJb/kqGjBV0fVEZHrqFF9vvWxsFxMi/TYzMV4MRRwDVIoKSZIgGAxJkiQJdt8bigTjDKoQ\nJIOa5LtMCVAFzUkmA1SiBFVRmarRPqgMsryMjl15+6Dy2BFZkhLfmakHVdlmRoDMDKoFscSXokIU\nRQgG28yIohjQgxqwzYwvQNVuMxOQQdUEr9qfSUQJKNRtZhhkBTIq8eWAKaKEoi3x1QZ7q7YcxJL/\n/BarZels/OEw5q35FaIvgvZmUAHAPEE1hY4ZVIoKt9sNm8Gn8NoMqgjjIUlKBlUMIYMKZlCJqDJB\nFntQ9SoT3PPYEVmSbkiS7A1Yv9i4D1MX7QQAtLjqQjSsVytm6yt2ujFh5jYAwInTJRjWL9PXgypA\nFmSYpSyZQscMKkXF+PHjcebkSfV7JZsqSRKSysmgykq5hm8fVPXtxiCD6vHLoB49ehT9+/fH2rVr\no/vEiPx4PB489dRTGDhwIP7xj3/wNRgL4UyiZRbQi1N8iRKekjX19qB6f90XrturXr9s0/6YrEux\nbtsf6tfLvz2AYqfbd87o7UPlW5L1MEClqHj55Zcha7eZMZjiq24zAwCyDEmSYLPZyjKoyn21Q5J8\nt3cp9/NdPnfuXBw8eBC9e/eO6vMi8rdkyRLUqVMHc+bMwdSpU/HSSy/FekmJp6IyVA76KV9FwbvR\nsWNwT2Qp2gwq4E0QOF0iLrkgHefVroE12/5AYYm7/AeIIkmSsXTTfjjsAq65vC4AwOWWyraZAaf4\nWhEDVIqaJO03mhJfh3ZIkibQVDKoNkkqd0iScl//HlSHw1ut7tIExUTV4fbbb8djjz0GwPf6drBz\notpxm5nwaQNQHjuihCQFZFBluEUJNVLs6NH+cpSUevDF1/tisrZNP/6JQ8cL0bFlA1xwbioAwO2R\nNNvMCCzwtSCeSVHUaF9c2hJfe5I3dFV7UFEWhBplUGGQQXX7ZVCTfI/JAJWqW2qq9z/MwsJCPPbY\nY3jiiSdivKIEZJRBZYlvaEIt8WX2mciy1AyqoAlQPRKS7Db8rV1jLFi3F4s37MXNmfXR4MJ0HMkr\nws+/5WHP76dhEwScWysF6WlJSE12wG4XUOqW4HKLcLnLf59VtogRALhFCWcLSlFc6sGFddLQ7Mrz\n0bTxeSgodmHOil2wCcA/ujTB52v+BwBwi6J3zYIAG6f4WhIDVIoabQZVyXSKooiklBQAgRlUSZK8\nb1i+HlRRc1/lzUfJoCphqDIdWAlQ+SZFsXDkyBEMHz4cgwYNQvfu3WO9nMTDICt84QT3PHZElqKd\n4gsAHlGGJMlIctiRmuLA4O5N8d7nP+DRN9cjNcWBguLoJgNyV+1BaoodsuwtNe7Z4XLUPz8dDodv\nDokmgypxiq8lMUClqNEFqJp9UJPK6UGVZdk4gypJ6hYyDr8eVP8SX6LqdvLkSQwdOhSjR49GmzZt\nYr2cxFRRiS+DrPJVNKW3omNLRKan/Grbla38PL7qNF9A2O2my1AjxYGF6/aixOVB5l/Ox7WX10XT\nxnVhtws4k1+KQqcbzlIPRElGcpIdKUl2JDlsUE7zjH6ewm7zZmFTku04dLwQ3+8+jh/2ngAgoHOr\nhvh7pyt163F7vD2odps3gxrwgGR6PKuniFPKcZO1F2r2QdVuM+PfZ2qz2cp6UH13NcygKu94SuDK\nAJViZPLkycjPz0dOTg7ee+89CIKAadOmITk5ueI7U2RUlAU06rNkgOpVUQ8qs89Eluc/xVcpzXXY\ny0bV3NKyAW5p2cDw/pdeFLm11D8/HTdcbfyASb71uEUlg2rzJjSYQrUcntVTxBUXFwdM3xI0Aarh\nFF/NkCS1xFdznZpB9T2eWuLLEyWKseeeew7PPfdcrJeR2LjNTPiClfVqv2b2mciy/Kf4KgGqkrGM\nFw5NBlXdZgZs77IiBqgUcYWFhfoJvigLJCVJUjOoEsr2OhUq2GZGzaD6LlO7H3yPy+FIRAmsom1k\nGGSVzyhgr6h/l8E9kaUoU3zVANWvxDdeJOl6UOELUAVW+FpQfL3yyBIKCgrUAFXyZUu1Jb6GPaia\nIUlKgKot8Q3IoCqlwb7L3e7Y7M9FRHHAqI+yvL08WeKrpxwb36R13WXar7nNDJHl+Zf4xl2AarcD\nUEp8vZOAbQIzqFYUX688sgRtBtXjm66rHZJk1IOqG5Lk60HVbjOj9kf4Lir1/a1kZhmgEiUwoxLf\n8oIsZgH1jI5HRceOASqRpQRkUJUe1DgLUB0O31aDHgmS0hbGDKolxdcrjyyhoKBAzXSKvuFFgm8v\nU1mWDXtQ/fdBFQEon+cr1wFlGVQ1HGWASkShbpXCQT+Bwinx5bEjshT/fVBdbl+Jrz2+woQkhy+D\nqtlmxmYDZDBCtZr4euWRJeTn55dlUJXpupog06gHVTskScmgSprr1Pv6Lir1vZsaZVDZj0qUYCoq\nQ2UPavlCDVC5zQyRZSnBnlLU5vLEa4lvWQ+q5CvxFQSBb+cWFF+vPLKEs2fPqgGqW5NB9d/L1D+D\nKoqifkiSJghVA1TfZU7lhxkEqIWFhdF5YkQUnyozxZd9lHpKsBlKgMrgnsiSZBmAIGgyqPFZ4qvu\ngyp63+ttgsApvhYVX688sgRtgOrxNbQrJb4A9D2oyp18GVTlBanrQdUEqDbfm5BLCV4NhiQxQCVK\nMBVNmuUk2vJVlEGtaEIyEZme5MugQsmgxumQpLJtZkRIMgDBm0VleGo93GaGIu7MmTNqgOrSBKhq\nBlXTg6pM+VW2mVEmtOl6UDXBrc33t38GVVvWywCVKMFUVOLLQT/lq2hIEkt8iaxPnYjrt81M3PWg\nareZUYJqgRlUC4qvVx5ZQn5+ftkwI1/Aqc2COoL0oGr7U7XbzChvPqFkUM+cORPpp0RE8ayiDCkD\n1PKFus0MM6hEliXJMnyxHoCyIUlxV+JrLyvxVXpQwW1mLCm+XnlkCdptZtQMqsejZlB1QahmmxlJ\nknTZVY/m03rlvkqA6gwyJOns2bPReFpEFK9C7UHVfs0soFewqcfarxncE1mWLMsQbIJv2xZtia89\n2N2qXVmJr5JBVfZBjfHCKOIYoFLE6QJUpYTXNwQJAOy+y0SUZVCVQUjKW6G2B1Xw7ZEKaEp8/U5C\nGaASJbCKhiCV11NJ4U3x5bEjshQZ8G7Z4h+gxnmJr+DrQZUYoFoOe1Ap4nQBqpIh1Q5J8l2ny6D6\n7ZGqG6BkkEEtDVLie/r06Qg/IyKKa0ZlqOX1VDJA1QunxJfZZyJLkSVlyxbv96XxOsXXrs2gKn2z\nLKa2GHIAACAASURBVPG1ovh65ZElFBYWqp98lCoZVE2AatSDqgxJshuU+Op6UH2PURokg5qfnx+F\nZ0VEcasyJb4MUPVCzaCWd2yJyPTKelC952duZUhSvAWomm1mlAwqWOJrSfH1yiNLKCoqUjOoTmWf\nU00WNNg2M0pgW9E2M07f90oPKqf4EiUwoyFJ5QWoSqaQWUCvygSoRtcTkSVoM6jxvs2Mx1M2JMnG\nKb6WFF+vPLIEwxJfTZBZ2SFJum1mfCdRzKASkcpom5lQ9vWk0PdBLa9kmohMT5Jl/TYz7jjdZsY3\neFNZn80XVDNAtZ74euWRJRQXF5dlUH1/G2VQdVvJ+IJQ5QUpQjMkyS+DKgEoVTKoBj2oRUVFkX5K\nRBTPKipDZQ9q+SoKQCsKYInI9MoGDnm/d3nitAfVtx5lfcqQJIan1hNfrzyyBJfLpZbqGgWohvug\n+ib1ajOoRiW+giRBBODyPZbRNjOlpaWRfkpEFM9C3QdV+zWDLK9QjxcDVCLLkmUlG+m/zUx8hQlJ\nmm1mAKhBtbd4hmGqlYT1ypNlGWPGjEFWVhYGDx6MP/74I+A2JSUlGDBgAPbv31/lRZK5uFwuNYNa\nolyozYL6LhJRVuKrZEm1wat2SJJ6X0mCKAhle6QyQCUioxLfioYksUzVK9QeVJb4ElmWfwZVHZIU\nZyW+SkZXCaC1ZcmMT60lrFfe6tWr4XK5kJubi5EjR2L8+PG663fu3IlBgwYZBq5kfW63G+nJyQDK\nAlRdia8mS+o/JMmo/Ncog+o2KPFNS0sDoB+YREQJwCiDqj1b0X7NDKqeUcBudOy029Dw2BFZinfg\nUNk+qKXxmkH1BczK+pT1AmCZr8WE9crbvn072rdvDwDIzMzEzp07dde73W7k5OTg8ssvr/oKyVQk\nSfIGi0neHKrTYNCRdlKv2oOqbDOjmfDr0Zxo+mdQ3doTUnhfc6mpqQAYoBIlHKMe1PIwQNULdW9T\nTvElsi5ZmeLrX+JrD3avamezCbDbBE0GFZoMKkNUKwkrQC0sLEStWrXU7x0OhxpAAECLFi1Qr149\nvlgSkMfjgcfjQZqSQdUEqIZDkvym/BoOUNLsgypIEiRoelB9f7tcrrIMKkt8iRKLNmsaaoDKMlWv\nUANU9qASWZYyxbdsmxlfQiHOSnwBb1ZXWZ92zYw5rCWsV156erpuUqokSbDZ4u9FTNXP4/HoMqhF\nmsyG4T6oyhuKMiRJE6CKmuuU+9okCR5NBlXpTxVFEWlpaTgHwOq1a4HHHov6cyWiOFGZ/kilVJVB\nlpdyvLQlvEa01zO4J7KUsh5UXwbVE58lvoA3aHb7TfEF2INqNWG98lq2bIkNGzYAAHbs2IEmTZpE\ndFFkXk6nEx6PBzV8e1WVaHpF/YckSQBkvyFJdoMAVZdBlWXIggC3ZiiKMiApLS0NNyoLmTQpas+R\niOJMeVvKBLstA1SvUI8HM6hEliXJysAh7/duZR/UOAxQtRlUmyaDKjFCtRRHxTcJ1LVrV2zatAlZ\nWVkAgPHjx2Pp0qUoKSlB//791dsJmuZlSgylpaUQRREpvoy6UxQh2+26AFXpaNBlSaWyNxvAtw+q\n5jolgypIEiRNgCqIoi5AvTi6T4+I4lFlAlT2oOqxxJeIZFm3zUy8DkkCvGsqKPae9zGDal1hBaiC\nIGDcuHG6yxo3bhxwu5kzZ4a3KjKtkhLv3N5kX4BaKoqQbTbAoAdVRFkGVTLYI1X0K/8FfBlUAG5N\n8KoEqCkpKWikbIhFRIkjnBJflql6KcFmRSW+3GaGyLIkGRAgaLaZ8Z2TxWkPalmJrwBB8J7zsQfV\nWuLvlUem5nQ6AQDJvnc5NYOqKdPVlviqn8P7To7sBtdp90EVZBmiIEA5PdJmUJOSkvAX5ZO09PSI\nPzciilPMoIYv1KFRzKASWZbSg6pUsXlEGXabAJst/iohHXYbPKLvfJL7oFpWWBlUovKU+iboagNU\n2O0QPJ6yQUe+22qDUNkvuypDs82MJkCFJKlZV1kQAElSt5VJTk7GFcpj162L+BqOTkQRV1wMHDsW\nfoB66BCQlATUqxe9Ncarw4cBmy38Et/ffgMuuQSoUSN6a6S44vF48Oyzz+Lw4cNwu9148MEH0blz\n51gviyJAhq9UVhOPxmN5L+C3LgGc4mtR8fnqI9NSSnyT/DKo2iBT14Pq+9o/QJUEAR7t1jKafVDV\nANVmgyBJ8Piyrw6HA1cYbSpPRNY0YgRw9dVAfn7ZZaEGWqIIdOkC9OkTvfXFs27dgF69wgtQjx8H\nrroKeOGF6K2P4s6SJUtQp04dzJkzB1OnTsVLL70U6yVRhPhnUIF4DlDL0g/avlmGp9bCDCpFlFLi\nqwaoHk/AkCTlLU+EpsRXCV41Aap6nSyXZVBluWzvVN/jKiW+tQUB9ZQAtbg48k+OiOLLkSOA0wmc\nPVt2WWUyqCdOAL73j4Rz9CiQng6ce673+8oEqCdPer8/ciR666O4c/vtt6Nbt24AvNsLOhw8hbQK\nSVL6OcsC1HjsPwX0gbOgyaBKEkNUK+G7C0WU2oPq+77Y7QaSk8vdZsa/xNehKd9VSnz9e1CVtyDZ\nV56mlPhe7PsbAAQGqETW52spgOZ3v8L+SO22Kh5P2WMkmtJSb3luqNvMaK9Xjrf2uJPlpaamAgAK\nCwvx2GOP4YknnojxiihyZNgEwGaCEl9t4KzLoDI+tZT4fPWRaRn1oJaXQdUNSargOkkbrGpLfDUZ\n1FTNOmylpRzkQWR1VQmUJMmbBUzUIMvl8j7/cN4nlWOWqMF9Ajty5AiGDBmCPn36oHv37rFeDkWI\nsg+qYIoSX78Mqu9rmUW+lsIMKkWUEqAm+b4vdruD96D6PvKS/IckafY61ZX4+vWg6raZsfm9mZaU\nADVrRvYJElH8MMqghkoUEzeDKsve5+3xhLdlDAPUhHTy5EkMHToUo0ePRps2bWK9HIogpQdV0GVQ\n43PUpEMXoHKKr1XF58cjZFpKgKp88uFGWabTqAdVCTbhN+FX1vSgareoEbQ9qIIAQROg1rD7vZmy\nzJfI2phBDY92L9iqZFAT8dglsMmTJyM/Px85OTnIzs7G4MGD1RYbMjfZIIPqsMffFjMAkGT370FV\nAlRGqFbCDCpFlDokyfe9G4Bks8FeTomvkkGVfdcl+bKg2h5UyLK6RY0gy97MKQJ7UJMFvzdTBqhE\n1qZk8MIZdKT0oIqicnYW2bXFM+W4eTws8aWQPffcc3juuedivQyKgrIpvmWXxWsGVVvi6+1B9Z1H\nMj61FGZQKWJEUVSDRf8MKirqQfXfI1UQ1OBVm0GFKJa7zUyyf4kvA1Qia6tKia8S1Mpy4m1LpRy3\ncDOoyrFjgEpkCUY9qPE6xddh15f4qlN8GaFaSny++siURFFUg8Uk3xuFG95gU7eXqe86EWUZVBj0\noKrXSZI+g6psReMrHS43g1pUFPHnSERxpCqlptr7JFqZovJ8q9qDmmjHjciqZO8UX22Aao/TEl/t\nuvQlvrFaEUUDA1SKGLfbrQaoSgbVg7JAUvTPkiJwmxltgKrdZkbWBKv+Q5LUDKrv8nxlQcygEllb\nJDKo2sdJFFXNoLLEl8hSJBkQIOg6HcyWQWUPqrXE56uPTKm0tLQsQNVmUH0lvsqbhzJxTYI3i+r9\nRj/hVxYE3XWSJMFms+kyqEqJrxL4Kj+TASpRgqhKDyozqFXvQU2040ZkUUZTfON1SJLDb0gSp/ha\nEwNUihiXy6WW8WoDVNk/g6psLQNNBtW/P9VvSJIkSd5Pyvx6UKF5XLvvcc/6HkMsLIzK8ySiOBGp\nEt9EywRqn29VgvtEO25EFiVDv2ULANjjNIOqLfG1afpmmUG1lvh89ZEpeTweNYNq1/SZSr5Mp5pB\n9d3eqAfVZtCDqvSv2n1DkCTNpF9tb6syOVgJUKWCgsg/SSKKH1Up8WWA6lWVY5dox43IosoyqGXB\nX1KcBqiB28x4v2Z4ai3x+eojUxJFUd2T1C7L8CilvL7Mp+gLXo0yqIYlvkrw6sugavtTgcDeVodf\nBtWdrxb7EpHVSFJZ9i+cLKD2PolWqqp9vlU5dol23IgsStkHVbvNTPwOSfLfZsZ3TigxRLUSBqgU\nMR6PRw1QHbIMUZPpBKAGoYb7oCpBpqZ8VzskSZIkOJRtZLSBqmaPVLvv9mqJ71nlKyKynKoGmMyg\nejGDSpTQtPNBzLHNjHaKL4ckWVV8vvrIlLQBql2S1ABVLckNIYNqtA+qkkFN8gt4ld5Wte/Vd1+1\nxJfbzBBZV6SCrHDvb2ZVfe7Kfdzu8IYsEVHcUBKPgUOS4jNE8B+SpCyZ4am1xOerj0zJ7XYHDVAF\nv21mdD2oSoCqvDtqhyT5ZVBlbaCq6UH1L/HlPqhEFhbJADXRMoGRPHbhlAgTUdxQMo/+PahmKPHV\nDnZiAtVaGKBSxIiiqA5JskkSRE0PKlCWQRWMpvj6TeKVBQGS35Akh18GVRm+pA5m8ivx5TYzRBYW\nqT5KILEDVB47ooQmqxlUfQ+q2lYVZxyaRdoEQLBxiq8Vxeerj0zJv8RXyZwqASqU4NV3e20PqqAM\nSdL0l0rKnqe+El//DKokCICmxFcJbpXRSDIDVCLrYolv+CJV4gswQCUyOTWDCn0G1eGIzxBBuy5B\nEMpKfBmfWkp8vvrIlHTbzIgiRLt3Jq9S6otK7oMqSRKg6TN1aMp/AV8PqqbEVwlQzygLYoBKZF3a\nwMj3vlMp2vskWpAVyWOXaME9kcWo1Wo2vyFJtvgs8dVmdrVlyRIjVEthgEoRIfqCSCWDatP2oPre\nPJQeVOUtTwTg8e9BVR7QZoMsy95sqSxDlmX1TUmbmRUkSd2+JqDElz2oRNYVycAokQPUeHosIqp+\nvtMwm2YiLqDv9YwnDgen+CaC+Hz1kel4PB7IslwWoIpiQImvUsZrOMVX6UHVlvgqGdRg28wAkHwB\nqsMvQBVKSiL+PIkoBrZvB5xO/WWRDIz8g11ZBvbtM3/NmCR5n4e/SAb3/o9VXAzs2BG5xyeiqNJm\nHs2wzYzdf4ovhyRZUny++sh0SktLYbfbdUOSyu1B1QSoAVN8NUOSZP8eVE1pr+5xldJh32MU+O5v\nYwaVyPx++glo1QqYNEl/eTQzqGvWAFdcASxYELmfEQszZ3qfx5Yt+sujmUF99VWgRQtg//7I/Qwi\nihpZk0HVDUmK0ym+2hJf7ZqZQbUWBqgUEU6nE3a7Xc2gCh5PWQ+qXwZVmeJrtM2MXROEKhnU8raZ\n8d9fVelBdQMoTUmBrahI7U8lIpM6dMj7959/6i+PZgb14EHv3wcORO5nxIISJP7+u/7yaAb3yr+T\n/78XEcUlJawL3GYmPkOEwBJfZlCtKD5ffWQ6brcbgiDoS3z9AlR1mxnffQwzqL7r1BJfX5+pJEm6\n8l+g7E1V3aLG9xhuAM6UFDgKC9WMLhGZVL5vLndhof7yaGYBlZ+l/GyzUtZfUKC/PJrBvVWOHVGC\n0O6DajNDia8ugwpND2qMFkRREZ+vPjIdl+8kRRug+pfi2gx6UAMyqL7Hk/2GJGkDVPhlUNX+Vd/f\nbgAlycmwFxWhmJN8icxNG6CuXQvce693H85oZAGXLgW2brVOkKU9dhs3AitXer+PdHDvdAKDBgHf\nfmudY0eUICRJCVCFsgwC4rjEV7suTvG1LEesF0DWUOo74XG73WqQ6V/iq/SgCsF6UJUHNBqS5LfN\njLpFjabvFdAEqCdPoqigAOeee24knyoRVSdtkDVjhrevctiwyGcB3W7g73/39rt26KD/2WalPXbD\nhnlLfU+fjnxw/+23wJw5wDnnMEAlMin/HtS4LfG163tQOcXXmuLz1Uemo2RORVFEku8y2T9A9dsH\n1agHVbsPasCQJP8eVL/HVUp8PfAGqIIsw3NG3RWViMxIG2QpX//+e+SzgIcOeQO3vDzrBFnaY5eX\nB5w9C5w6FfngXulxLSiwzrEjShBq5tGvBzXJBAGqIAgQoG/7ImtgBpUiQlviqwSoag+q73v/fVB1\nGVQleFUe0GBIUkCJr3/gqy3xdXhf2uKpUxF6hkQUE//f3r3HOVXe6wJ/1lqZZGYShosgdxEvAyIV\nD4y7lepUad146Sm9DBVQqZZaL9VquYjWVnD3IMquVltB3dtdQErFOqW10p56tLWjKB6VXTleNihs\nVLRVQakwQWYmyTp/vOtdedfKSjKTSWYlK8/38+EzM0km82bNkKwnv9/7vmrIsv5f4623gH79ivcz\nOjvTCyIFKWR5hfs33yx+BVUuKhWkY0dUJZyr+KqLJJVni686Ll0DV/ENqPJ8e4QqSiqVcgTUiGzB\ntQKqO0jK1XzzLZIkK6jufVDdFVSvFt+4dSLbtW9fkR8tEfWpvqqgypB14EBmyKq0Ex85Xjn+jz9O\nP6a33ip+BTXXsSOisqYukqTk07JdJCmjgmolVJObNgRKef71UUXp6OhAzd690Lq60NXVhboaUUM1\n3RVUr0WS5J24FkmSVVLHNjPuOajuFl+lgioDaootvkSV4b/+y7lf5003ATfckA468Xj682KHrI6O\ndAW1vV0EOkD8vO99D2hsFHNU5fXl1pmxbx8gF4SLx4ExY8Txk8frvffSt33zzeIfO7XFV+4/feAA\ncM01wK23pm+7eTPwxhvF+9lE1GvpDl/N0eJbvoskqQE13ZVnssk3UBhQqdc6fv97NM2YgZE//Sm6\nurpQawVTU7bZyn1QZQVVzi1FjgqqUi3VXKv4mq7KrL2/qjIHtd26jXbgANs+iMrVoUPA6tViAbVv\nfAM46yzxhlNnJ7BiBXDPPc4Kqtwu5e23i9umqrb4AsDf/y4+HjgAPPsssHMn8Oqr4rLZs4HJk8U4\nb7oJ+OtfizeOnnjuOeB//S8x9hNPBL71LXH51q3Anj1i4SJ57NQ9SUvZ4qtWUP/xD2DlSvF7TKXE\n7/oLXwCuuEJ8z+rVxR0HERVEzkHVdGcFtVwXSVJbfNV9UFM81QuUguagmqaJpUuXYseOHQiHw1i2\nbBlGjx5tX//nP/8Zq1atQigUwte+9jXMnDmzaAOmMrN/PxouuggAMOCpp5CIRBCT1ctcc1B1HUgm\n0wHV+qjOQQVgt/iapmm3+LorqLLFV62gyoCqHzyIw4cPo66urogPmigt3/Mh5bByJXDddUA0Cmzf\nLgLo7t1ipdmODvFPtum3t6ermKWooH7wQfprGegOHACsjhC8+CIwaRLQ1ibG+b//N/CjHwGvvQa0\nthZvLN21ZInYNubkk8XY29rS4wTEZTLQlzKgHj6crqB+8IH9ZiPeekuE+P37RdU0HhfHeft24Be/\nEIG6sxO47LLijYWIekydg+qooOrlGVBr3BVUzkENpIL++p544gl0dnZiw4YNWLBgAZYvX25fl0gk\ncOutt2LNmjVYt24dHnroIXxUbu1QVDy//CX0w4cBAJ1Dh4oKqhVQZQU1Yd1UrXRmq6BmtPhaATWZ\nTKZbfK3rZGXWlME3mRRzVwEctG4TPnwYH374YTEfMZFDrudDgjj7+cY3gNtvz7zu2WfFx82b02Hq\ntddEdVD67/8WHxOJdPvovn0i+BSLu4IqX7MOHkwH1xdfFKFLjlPuKfqf/5l5f+vXA6eemm4Vzmbv\n3vzXNzUBv/2t83LTTP9cOY6//U2MWwbU3bvTZ57qa3CxA+o776TfLFB/J7t2pT9/7jnxe5XjlFVn\n+ftX/cu/iCorEfUJNdip28yEQuXZ4mtkbDNjnQsynwZKQQF169atOP300wEAkyZNwiuvvGJft2vX\nLowZMwaxWAw1NTWYMmUKXnjhheKMlsqO+cADdjuu0d7ubPHNVkE1zXTIzLHNDGC1+pomTNPMWMVX\nPhfZc1uTSaSsUHzAum2ovR37i3kiS+SS6/kwMFIpUSkDxEf1TOD//T8RUP7yF9H+Kud9f/SRmFe6\nbZvYu3T5chFURowANmwQ9yHnnMqQBYggs2VL+uts88h37izaw0M8LoKWm2mmQ/HWrcDLL6evk2OW\nFd/XXgN+/GNxP3fdJR7r738PTJsGXHKJuC/TBB5+GHjlFeDBB4EjjwQefVSEzUceSf/Mr38d+J//\nE9i4Ufzcu+8WQf2OO0Q18p130pVl9di9/LK4PZAO0m7FnoOabU6p+nvbsiUdUE0TeOIJ8bn8/f/H\nfwAjR4pwfdttwL33isf76qvpkP/BB8DMmeK4fvJJuuVa3qf8+/zkE56pEvVA1gpqmbb4hlwtvlzF\nN5gKavFtb29HP2WJ/1AohFQqBV3XM66LRqM4mO2FssReuusu7N+0SXxhVdZkL4Dp+pjvMvv7Xffl\ndRkA5/U9uMw0zcLvv4Dxy/syrT4JE2LxIvm5qY7F+lzTddQeOoRjd+3C1OefxweTJ2PAu+/CaG9H\nIpFAnauC6l4kSTNNO9TKgKq5Aqra4uveZsZ0VVDVbWZMwwC6uuwKqtHejv+7eTO23XYbGnftwtC/\n/138fOV+TOux2Y9R+Tzr9crlGbfL9jtw/T7U36P6ueP3lOd+enK9OrnEdF3m/jrnbVyXaeEwxi9b\nhqEnn4xqlOv5MKtVq4BYLPPyfC+wdXWi1TUeB446SsyVTCSAhgYgHBbBZdgwoL5ehKDjjxff9957\n4gT+058Gnn5a/J8580zRbvnRR8DYsWILl3vvFdVOQASdCROAKVNEO+n77wPLlgHz5wMTJwK33AL8\n+tciPH3pSyKA7NwJHHEEMGQI8K//KsLCeeeJ+/vwQ+Dyy8WYL7pIPA4513PHjvRjdFdQsynmYju7\ndtnPI1lt25YOf4BzzFdeKUI3AGzaBMg3ZX/0I3GMAeDcc4GXXhLHbfRocZwA8fWuXaJaesst4vf3\n8MPiOhnCn3oKmDsXeOYZYMEC4PzzvcexeTPw+uu5H8fBg+njXgzd+T089xxw9NHpr+WYd+wAfv5z\n4NJLxd/+t76VXuxp/nwR2hsagO9/X7zZ0doqft7gwcCf/iTaw886C1i8WLxRsGKFuOzYY4EbbxQB\nePt2YOpU0a798MPAd74jjsGePeJ+GhtFYK6vBz7zGTHWaFT8HlIp8Ts46SQRlPftA0aNEv+XDhwA\nIhFg6ND0tkexmPib7+gQX3d1if+r/fuLx9TVlW6BVg0YAJxzTq9+DUSFyraKr6GWU8uIobtbfFlB\nDaKCAmosFkNcvqsMOE7GYrEY2uUiCQDi8TgaGhp6OczC1F1/PU6W76pSSRwCcNHLL2PD4MHo196O\nTgC1kQiAzICKblRQNetrNcjZ4dW9D6r7fpNJ+2d+bN3PGy++iJrVq3GhddMURKiyW4mpKP4CYOjv\nf+/3MHyR6/kwq3/9VxEs+9qqVenPV6/2vs0PfpD+/De/cV536aXijGDLFhFwAfH/8Xe/S99m5Urx\ncfBgcXL+6KPp67ZtE8GsvR349re9f35bW3pOo5doVNxvviDWE7t3i48NDdm3R+nqAn75S+/rNmwQ\n4xoxIj0XFEiHU0BURQHAMEQ42rNHfC3DuGGIIKaS39/VJcLphAkiMD30kPc4HnjA+3Kpf38RtOTj\nLQYZUOvr0+HS7eWXs7czf+tb4ntDIfH3IcmKck0NcP316cvlbXRdBNIVK8TXmib+PgFRif3KV9Lf\no7ZIf/e72R/Lvfdmv67U5OMl6mN2N5q7ghoqzwqqrgRnMWbxOSuowVJQQJ08eTKefPJJnH322Xjp\npZfQ2NhoX3fsscfirbfewoEDB1BbW4sXXngB8+bNK9qAe6Lh6aex9fHHxaI8sr0KcH7d3cssmnIb\n+79IEb5PvSzneD3uryeX5R1bvs8hqp2pcBj7TzoJf4jH8X9uuQXvd3RgQDyOuGkiNniweCiugCq3\nl9GVOagJ+W6ydZ17Dqps8QWAGvksJFuHvSqo1s/cZy2mknz9dcwBcHDECLz+ve/hHyeeCFMuemI9\nJjOVsh+f/ThTKWgQ81s1QARo5fpst7c/un6/nsfe428h7/cqHzX16+5+r/r9rq+7dRuP2xuRCE6V\nK4hWoVzPh1k98EC6guamvoWtMk0RAOrrRSX17beB4cPF5wcPisrNiBGimnPokKj67NolTvCHDxf/\nT55+WiyqEw6LttKTThIVoOeeE1XW888XAXPwYFHlfPVVEbimThWBaulSEXJra8V9DRoETJ8OfPaz\nYtyrVgHz5onw2toKfPnL6e9/7jnx/+gb3wAGDgR++EPxuAYOTM9dlI8LEJWxxx/PPA7jxzsrmcV0\nwgnOrW6kCRNEZfeNN8Txl22kMiwDwMUXi0WUZPD+p38Cnn9eVOJuuEG8IfBP/yQWBTr9dPE7+uY3\nRQVx4EDgz38GfvYz8dguv1yEso8/Bk45JV2R/eEPgT/8AVi3Tnwtf35trZhXKkO7HK/b+PHej683\n5PPB+PHe83Hl7/FvfxO/308+EZfL37tpisrxyy8D998vHsvEiSJkfvGL4vh8+cviWN5/vwi0dXWi\nWvy734k3FD7/eXH/ixaJN3+iUTGWM88Exo0Tx/7QIRFgH3xQVHOnTBGV5JdfFpXTf/xDVGlPP12M\n6b33xP+ZY44Rle/+/UUb8t/+Jv4GGhrEsX//fdHNEI+Ln1FXJyqrBw+K0B2LifvWdfG1YWT+H29o\nEP9HiXyQSqUrqLoaUMt0kSSVrlRQuYpvsBQUUM866yw888wzmDVrFgBg+fLl2LRpEz755BPMnDkT\nN9xwA775zW/CNE3MnDkTRx55ZFEH3V3Dm5owvKnJl59dDY4GcMzHH+MHt9yC/akUtGQSEQCx2loA\nsOeg2nUi2UJnmoBhQNO0dIuvDJnWTU1Xiy+AjDmoGdvXJBJATQ10XccH1hyrM62PNQsXYsr3vlfE\nR08keD0f5nX66aJVsBROOSX9ubvt+jOfSX/+uc+lP584Mf35nXemPx8zRrSmSt/5Tvrk+ktfSl/+\nxz+K/6dnnikC69Ch4v/prbeKrUUWLRJzC597ToTgk04C1q4VLclf+5oIHoAIGps2iZbj66/3Xivm\nRwAAIABJREFUDqiNjaULqMcf7x3grr5aLHy0ebN4Hhs1SgT2004Tt//HP8RtRo0S7aYDB6ZbcWfP\nFlU7tXL305+KKvTKlSJYnnuu+F39x3+kb/Pii+LrJUtE6Nd14KtfBY47TgTU0aPFv2efFS2tck7m\nF78INDeLVtfuPr5iaGz0DqhLl4oQ+N574m9BVtTPP1/83idMEC3Sf/mL+Lq5GbjwQuCqq8Q2OkOG\niBbnvXtF2B82TLTPnnSS+Ke6+OL036esWAPAzTenP1+yJP35xIkiQEvq37qqL6YveM2BJuoDsvKo\nK9VIwLmdS7liBTW4CgqomqbhZvUJH8DYsWPtz8844wycccYZvRoYVYb+/fsjGo3iI6tdsT+AaDgs\nrrQqle55ppo1z1bX9cwWX3nH6jYzVgDNFlCRTELXddHiaxior6/HB0prdxKAMXt2ER81UZrX82Fg\nZavuqmFXrQR95jOikqRpIlhs2SICtKaJQPL+++kW1yFDgDPOEAF12TJRrfIi59WWQrb7HjpUtPF+\n/vOigrdpkwioxx8vgvrHH4tKHSBacWtqROVt3TpnkJfmzRP/gHQ11G3FCvHzzj1XHKtQSFS+m5pE\nJfXoo0V1+tlnxc9qaRFzglevFosz9eTxFcNxx3lfPnasCKmXXy7C8+OPizmcU6eKxaPGjBGPbdo0\n8YbGP/8z8D/+hwipatfMsGHi8+nTs48h298nEWWVbvF1VVDLdJEkla6MmfE0WAoKqESq4cOH4wOr\nLa8/gFiWOajuRZJ0XUeXa+5pxiJJSouvO6DKOai6NedPSySQikQQjUbRLtvIADz1qU/hTHlyQ0R9\nS/6//cxnnBXckSPFP7ka7dixomr2uc+JEKauvq3ODT3qKBEA5Z6oxaQGODlfExDheeTI9JzQ114T\n4fC440T1T3XCCenPL7wQBRs0SFRfAdE+q/qXfxEf331XfDzmGBECly5Nj9frcZQqoA4cKNrCJfX3\nNXiwaHs++WRg8mTgJz8Rx/H440XLs6TrovosMWwS9QlZJ9A0TakSVEZABTR7yKygBksl/PVRmRs5\nciT2WvvqqRXUrAE1lQKsgJqxzYxcJMmrxVf+QI8KqmEY0BIJmKEQ6uvrEY/H8d8TJuBJAC+orV5E\nVF5OOEGEkfHjxdw9OS1jwABRWQPE3FppwACxPUspqAFO/Zlq4AOAE08UH9XWaD/Inz9hgvNydbzq\n4yhVQB02TIRS988cOFC8maBpYgXpmhrxew6FSlvNJaJuU1fxVSuoldDiq+uAZi2aZHoskE2ViwGV\nem306NGQ29H3B1BvBVTNavFNeLT4ygqq/XySrYKqaXZ11d5mxrW/qp5KOQJqNBpFPB7H/TNmYBqA\nEer2BkRUXkaPFnt53nKL83JNSwcttW24X790u2cx1dU5w5z6M90B9corxWJF06YVfxw9MWOGmNN5\nySXOy9Xxqo/j2GNLM46hQ8Xvxf0z3ccNEHOcH388+yJhRNSnZJ3APQe1pgIqqOrKwyabfAOFLb7U\na0cddRTkxgz9AdRZwVRWUO2AqgZV2eIrFzhyV1DVfTxdiyRpOeagwpqDmkgk8K7V/jaqVIvREFFx\nfOEL3pcPGSJWWlWDY0NDaQLq0KHp/SqB9M80DFG1VdXVlce+lbou5nW6eVVQNU08DnXV5GLJVkH1\nCqhjxoh/RFQWUnaPb3pFXMC5nUu50rR0iy9X8Q2W8n97hMreqFGjnBVUV0BVK52ACKOmtUiSXUF1\nLZKkWVVSKBXUkHuRJOV+3RVUAHjzzTcBiBZkIqpAspXXHVCHDi3+zxo6VGwfIrdWkD9z8OD0ZZUi\nGhUhGkg/joYGEVIHDiz+z8sWUH1awZ+Iuk9dxVdt8dUqYB64us0M56AGS4W96lI5GjlypB1QGwDU\ny3ljrlV8TXXPU8NwVlBlG6/da5J9mxnNtX2NxoBKFEyyAqcG1FK1+B55pAhwslU1VxWwEriPnQyQ\npQio7hbfSj92RFVEXSSpAjKpgwYNstDLfBosDKjUa+4Kaq0VUO05qNZ1ujoH1V1BdbUBm92Yg5qy\nvtZTKRiaJiqz1iJJAPDOO+9gwIAB9tdEVGFk0DnqqPRlpaqgDhqUvn8gvc1NKX5WXxg6VLQny/HL\nx+VuVy6UWlV2V1BlC686/5WIypK9SBIqo2qq0vT0gt+soAYL56BSr6kV1P4A6qyAasqAqrT26rou\nKqLZ5qDKO1UDapY5qOriSxH5Mw3DrqCmUimMUCsvRFRZrr1WbKGi7rMai5WmgiorizJoDRsG3HOP\n/yv1Fmr5crFXq3w8ssJZrAqqYdjdLRg2zFlBPfdcsRgS958mKnvpCmrl7e6kQWOLb0AxoFKvDRky\nBIdCISCREBVUq8LpXsVXN02xmFEqJeaWaprd/pttkaSUOmHf1f4rF0nSkklElK1tZEAFxArDRFSh\nRo0SK+Z2dIivo1FnVbCYZGVRBrpYDLj88uL/nL7y+c+Lj089JT4Wu4IaCqX3olVbfMNhsV3QNdcU\n5+cQUUmlT62cc1ArgQlTCag+D4aKii2+1Gu6riNiLYahBlR7Dqp1O7WCahoGDMNI74OqtJgAzkWS\nALEHaki2lLm3mTFNRGTFVWnxBTj/lCgQwmERiNTqZrG5K6ixWPF/hh/k4yj2HFTDSH8+bJj4OhoN\nznEjqhIpJdlVWD5FMmnaY+YqvsHCgEpF0WBt5dIAIJKvgmqadgW1S2n/lbcBlHmmVvDUofyxyoBq\nPyulEJbvoLkCKiuoRAGgaSJgyW1g1IBarBV2ZXCTiyWVYjEhPwweLD7KFXWL9bhCSgOWXAxpwADn\nXFQiKnvZVvGtBCnTZItvQLHFl4pi+FFHofP551EPICxPGK2AKkMo1AqqrsMwDCQ6O8V1rgqqfEtM\ntvrqyD4HVU8m7Z+pzkEFWEElCoyf/CQdfuTHSZOA115Lz4UsxNFHA2++CUyZIr5etgyYMwc44oje\njLZ8HHUU8Oij6ccn5/Medxywc2fh92sYYjGkt95Kh9Uf/9hZWSWisidjnaZpyklYZUgmTYRrrPNF\nn8dCxcWASkUxevRoHAJEQJUXulp8dSuges5BVaqsQLrFVz7h6BBtvuILK6DKL10tvmpAHWVVdomo\nws2dm/5c04B4XDzH9O+fngtZiEcfFQFr/Hjx9ejR4l+QfPGL6c+nTgVefRU4cAA49dTC7zMUAl5/\nHUgm05fNmlX4/RGRL+xVfDVUXAU1mTKhgRXUIGKLLxXFqFGjEAcQ0zTocmVea+GiLqV9V52Dquu6\nY4VfeRsgXTlVK6j2E6f1br0afLO1+LKCShRQ9fUioPa2YtfQkA6n1WLChN7PFTUMMTe4rq44YyIi\nX5hWA4qmaRW3zUzKNKFZScbkJNRAYUClohg1ahQOAYhqGjQroOpWQE0oCyGpFVRd17MukiRPOh0t\nvtZVmquCqqVSrKASVatQLxuBevv9lYrHjYggVsIFAL0Ct5lJpZQ5qD6PhYqLAZWKYuTIkaLF1zSh\nJazoKFt8ZftuKgXD2jvPdO+DmqXFN+U1B9W6TgZUwzQdFVQZUCORCAYGZaETIvLW2wpqtc6Z5HEj\nIiir31ZYOAWAZCplDzvFFt9AYUClopAV1DoloGquCqpurbampVKAFVDd+6Bq7hZf6/4956Aq3xv2\n2GZm+PDhFdeuQkQ9xEpgYXjciAjOVXxTFdYmKxryuA9qEDGgUlEMHz4cnYaBGgB6RweAzDmommmK\nCqpp2hXURA8qqPYfq2sOqruCWl9fj/79+6OxsbFEj5aIykZvg1K1VgJZQSUipIOdVpEBNQXdqkMw\noAYL3wKlogiHwzjxlFOA556D0d4OIL0PqrpIklpB1TQNJkS11K6gyjv0mIMqA6p7DqoOOAKqrutY\ns2YNxo0bV6JHS0Rlo7dBqVorgaygEhGUVXwhVsWtJMkU90ENKlZQqWjqrA3h7YDqbvFNpRCSe6Rq\nGgzDQEqGVdd2M+5tZgwAIfccVOu2ISgB1bpu+PDhXCCJqBqwgloYVlCJCM4K6qCGWgDAhLGDfBxR\nfjOajwUAnHTcYHthJwbUYOFboFQ81uJEMqCipkYshKRUUA0lSIp2ErFgkrvFV1ZOPVt83YskAahR\nKqgAkEwmEYlESvAgiaissIJaGFZQiQjKHFQdiNbV4Jc/Ogf1tTU+jyq3eV86ETM/fzz6xyJ48b/e\nB8AW36DhKwwVjWYtTiQDqhkKwTAMxyJJnhVUw8heQfXYBzVnBdU6adI0DSGeQBEFHyuohWEFlYig\nrOJrTbLqVx/2bSzdpWka+sci1ufiMq7iGyxs8aWi0a2N3+2AahjZK6jWHNRUKiVCqCugmlaQdVRQ\nXeHVUUG1PpcBVbcWYSKigOtNUNI0e1XwqsMKKhFBXcXX54EUiKv4BlOVvjJTKRj9+gEA9HgcQLqC\nqgbUmgLnoOro5hxU66TJ4Lv7RNVBBqWeBCZ522p+nlAfO48dUdWyt0Gt0G357FV8wYQaJAyoVDR2\nBfXwYQDpFXWTSviskcHTmoMKWKv4uuag6h7bzMinTs06QfKagypPmtjeS1QlZFAqJGRV8/OE+th5\n7Iiqlr2Kb2XmU2hgBTWIGFCpaDSrgirJCmqnUkG1/+A0Ld2C66qgOsKrdXMdIojK2wPOCqpXiy8R\nVQFWUAvDCioRATDFKVrFVlA163TPrLAtcig3vgVKRaNbq/imL9BFi28yKb4EEJYVVGWOqFpB1UwT\nphJevfZB1a0TpC7rewxktviygkpUJVhBLYyui5KJafLYUbeYpomlS5dix44dCIfDWLZsGUaPHu33\nsKiXZGtsxc9B9XkcVFwsM1HxWKv4AkAqFLKrpOoqvt2poMJaQAkArDf2clZQDaTfaeEcVKIqwwpq\n4XoT7qv92FWhJ554Ap2dndiwYQMWLFiA5cuX+z0kKoJUehKqr+MolBw1V/ENFgZUKh4loKpBUS6S\nZLjmoKpVUnvuaSrlCK+eFdQa0dDbpbT42gGVc1CJqgsrqIXrTbiv9mNXhbZu3YrTTz8dADBp0iS8\n8sorPo+IioGr+FI54isMFU+2gJoQyxllq6BmtPgq4VVWUA0o76Z4VFDlrl2soBJVGVZQC8cKKvVA\ne3s7+ilrTYRCIaRSqT5d82HD4zvw3Ct/x8xpjfjx+q1IJFP5v4m6pVLnoOrWuH/1xOv41ROv+zya\n4Pjy547FvC9N9O3nM6BS8ShzUFNWWNV1HZ3KHNQata1XPhm6W3w1Ld3i67EPqj0H1arMhpAOrwyo\nRFWGFdTCycdfU5P7dl7fU+3HrgrFYjHErW3kAPR5OAWAHW/tx653PsYru/YhkUxh7IgG1Nf24O+X\nPNVFQjj5+CF+D6MgY0c24LMnjcA/2jv8HkqgjB3R4OvP5ysMFY9SQe0YNQoAHHNQDQCGbMWwFlCS\nn8uACtN0LKCkzkHVXVvJqNvMyPDKgEpUZVhBLZx8/D05Djx2VWvy5Ml48skncfbZZ+Oll15CY2Nj\nn49BngckrYmTV7ZMwvgxg/p8HFQ+asMhXP+NU/weBhUZAyoVj0dANQwDn1gVVANAyKOCmjEHVV0k\nqZsVVDn1QM5BZUAlqhKsoBaOc1CpB8466yw888wzmDVrFgD4skiSfJ9atvbqFdqWSkS58RWGikcN\nqNbS84Zh2C2+WSuo7jmo6hY01v05KqhWgFUrqJIZCiGZTCISiRT70RFROWIFtXDy8RfS4lvtx64K\naZqGm2++2dcx6LqzgsqAShRMBU0e6OjowHe/+11ccMEFuOyyy7B//37P23300UeYPn06Ojs7ezVI\nqhBKQD1sBVRd15GwKp06gJB8MVHmmZqaZi8TLreZ8WzxlW3A1vVqBbVGafFNJpMIh+WySUQUaKyg\nFq6QsMmASj6yW3yT1pvazKdEgVRQQH3wwQfR2NiI9evXY8aMGVi1alXGbTZv3ox58+bhww8/7PUg\nqUJkafHt9GjxVVfqhVJBhWmKwOqxD6q9EJIVUNUKqnz/X85BrelJRYCIKhcrqIVjuKcKIwNpUr7x\nXal7oxBRTgUF1K1bt6K5uRkA0NzcjC1btmTcxjAMrFmzBv379+/dCKlyKFVLNaCmrNCptvg6tplR\nV/G15qB67oPqqqDK4BuC2GMV4BxUoqrDkFW43qziy+dY8oF7kaRK3RqFiHLL++rc2tqKtWvXOi4b\nPHgwYrEYACAajaK9vT3j+0499VQA6Q2AqbqkrL8PXdeRTCbFnNNk0m7xdc8zle+UyDmoOSuoVrhV\nK6jyVMkMhaAr901EAecVNjUtc9d29TKGLMEr3Hf32FV7uCdfaK4WXxZQiYIp7ytMS0sLWlpaHJdd\nffXV9l5Y8XjcsXGzG9/dqi6JK6/E3w8ftr82DEME1JoaR0CF0uJr6rpdHdVM03GdV0DNWUENhRDi\niRNR9fAKWboOWM8PnpcxZAleQb27x67awz35Qr73LNe24DkmUTAVVGaaPHky2traAABtbW1oamrK\neltWUKuLeeed2DNvnv21XcnUdTEHVd7OVUF1tPgq7b8yoDr2OrW+N2WaSFmtwyEloLK9l6iKeIVN\nrw4K9TKGLCFbuHfzOnbVHu7JF3Z3laygsoRKFEgFBdTZs2fjjTfewJw5c/Dwww/jqquuAgCsWbMG\nTz75pOO2fHeruhiG4fidy7CYkgFVtvharbiAaw6qq8U3qc5BlXcqA2oqBVPXMyqobO8lqiJeIcsr\neKqXMWQJXnNQ8x07edtqD/fki8w5qH6OhohKpaBX59raWtx1110Zl1988cUZl/3pT38q5EdQhXLP\n/7T3OrUCao2yl6m6EJL9He5FkuT9wqOCmkqJ4JtMOiqoNdV+0klUTbpbQfUKqNUesuTjd7f4uqmX\nFbIoFVGRyFOIRNJaxZcJlSiQWGqiolNbbNUqqWMxI6XSamqaYw6qo4JqXa4D9l6psgVYraCGrPko\nbPElqjKsoBbO6zh099jxeZZ8IFt67W1mGFCJAokBlYpOXaTIXSWVFVTTMNLtv8o+qNnmoDpW8bUW\nUbIrqHC2+DKgElWRfCFL6drI+J5qf66Qj9+rxVc98fdq8a32cE++4DYzRNWBAZWKTm3xlWFVLmbk\nWUG1QiYgAqq6gJIjoMoFt6wAa1qLJIWQXiQJhsFVfImqSb6FfpSF2mysoArZVvFVP7o/92oLJuoj\nMo/a28zwLJYokPhfm4ouV4tvSKlmqBVUO3yapvM6eT9QAqoVYJPJZLqCqrT4cpEkoiqSr4Iqnw/Y\nppopV3u0VyhVb1vt4Z58ka6gssWXKMh4Jk9F59Xia28HY12eMQfVulzOQZXfJ3fjU+egyutNZZsZ\ng3NQiapTdyuoDKiZcrX45guo1X7syBdyDmoiyRZfoiBjQKWiUwOiWiV1B1R1fipg/TEmk84KqrpI\nUpYKqtxmxjQMQNPY4ktUTbwCU3crqNX+XJFrBeRsLb48duQjLWMOqp+jIaJSYUClossVUA35aqIE\n1JR1mQErhCqLJKmr+NqLJCmr+KoVVNMwkEwmUaNWA4go2PKt4utVEWQVUMh17LIFfh478pE8hUjJ\nbWZ0JlSiIOJboFR0XnNQMyqo6kJI1sewrgNW0HQvkmQA0K02XllBlQE1ZF1nhkJIpVKIRCKlfYBE\nVD5kYFLfmMq3qA+rgEKu+bvZ9kblsSMfyTmnCauCyjmoRMHECioVXU9bfGUFNSS3m1ErqNbtveag\nqhVUNaCygkpURfJVUDkHNbtCFkmSz6/VfuzIF/Y+qFYFlfmUKJgYUKnoulNBVVt85RzUsGFASyaz\nL5KkzEE1DAOpVApJOQfVCqiapnGRJKJq0t1VfFkFzNTdOahe7b7VfuzIF/Y2M6ygEgUaAyoVXTgc\nRspqx1W3i8m2D6qsoNbIEyIlZNpLySO9zYyp69A0LbOCat0nAypRFeEqvoXLdezyLZJU7ceOfKG7\nF0niHFSiQGJApaILh8NIJkXtUw2oOpxzUOV1soIakRVVjzmojn1QrRCqzkGVFVSu4EtUZVhBLVyu\nY5evxbfajx35wl7FN8l9UImCjK8wVHRqBdVu1ZWr7Vq3ke248jogHVAdFVSPbWZkpTSVStn3i2QS\nZihk/zwiqhL5FvVhBTW7QiqoXsebqI+490FlAZUomBhQqegMpX1XVjSTgHMOqkcFNWx9dMxBVQOq\n/F61girv06qgsr2XqMrkq6ByFd/suruKL48dlQl3INVYQSUKJJabqOhyBVTdVQUF0hXUOqW1zGuR\nJHWbGVlBTbjmoLLFl6jKyJbTcDh9Wb59UGtrxcdq35JKPn71OOQLqPI487mWfOAOpMynRMHEVxgq\nCRkU7YBqmhnbzOSqoHotkqSZpritUkFNWtfpiQQSbPElqj5nnQVccQVw3nnA4sXisnwtvk1NwI9+\nBMyZ03fjLEdXXgkMHw5MmJC+LF+L71e/Crz5JtDc3CdDJFKpgVTXWEElCiqezVNJyIAp9yRNWJeH\n5EJHHhVUGVCz7oNqmvaJkvxe+367urhIElE1GjIEWLUKGD06fVm+RZJqaoAf/AA45pi+GWO5Gj8e\nuOEG7zmm2QLqMccAK1cCAwb0zRiJFIbS48twShRcPJunkpAVTrWCCgA1ylYx9j6o1vdElBNJdwXV\ngFJBRToAy/vVTJMBlfpce3s7Fi5ciHg8jq6uLlx//fU4+eST/R5WdcoWqLwqqOy0cMoXUOVlVgcL\nkV/UUMqAShRcPJunkjAMA11dXekKqgyoVuB0bCWTa5Ek6/7cFVR5fZesyIofyhZf6lOrV6/G1KlT\nMXfuXOzevRsLFizAxo0b/R5Wdcq2LQoDan5egT5faCXygRpKuYIvUXAxoFJJuOegugOqGiYzWnyz\nreJrmjBdATWhBFRWUKmvXXLJJQhbi8YkEglEqn3RHT+p1ZR8Lb6svDh5HbtsFVQiH6mhVGdCJQos\nns1TScgWXHdADXlVUK3vybvNjFcFVfmZDKhUSq2trVi7dq3jsuXLl2PixInYu3cvrrvuOtx4440+\njY7Y4tsL3T1ePG7kM51zUImqAs/mqSTyVVDVEOpu8XUskuQOqNZt5AtTl6zIAkgZBitYVDItLS1o\naWnJuHzHjh1YuHAhFi9ejKamJh9GRgDyz5nMFmDJ+9jl26qHyAds8SWqDgyoVBIZq/haQdKuoCpb\nwsgW34isoCpb0DgCaiplt/jK69U5qCnDQJ26FyJRie3cuRPXXnst7rzzTowbN87v4VQ3rzZVNaCy\ngppdTxZJIvKRGkpZQSUKLgZUKgl3i2+Xq8UXHhXUmu5UUN3bzLgqqDIQE/WFO+64A52dnVi2bBlM\n00RDQwNWrlzp97CqU74KqhpQeWLr5NhcMsc+qAz25DNHBZUlVKLAYkClkgiFQjBNM93iKyuoSbEu\nr2MOqhVC1TmoMuDK73MvkiSv71QCKkIh+3KivrBq1Sq/h0CSV8hii2/3dLeCyuNGPlNDqc43mogC\ni682VBLhcBjJZNKuaHZawdTeB9Vjmxm79pmtgppK2SdI7vsFALOmhtvMEFUrrzDKFt/uyVctZQWV\nyoSzxde/cRBRafHVhkoiEokglUrZFVQ7oHptM2N9j5w9qobXbNvMyIB6WAmoGtt7iaqbO4xqmveq\ntDyzdeI2M1Qh1BZfzkElCi4GVCoJGUxlkOywgqS6zYx8cfFaxdfd4mvAOQdV7j3ZmUikfygDKlF1\nc4dRXWeLb3dwFV+qEJyDSlQd+GpDJeHeZkYGSXWbGTuEyi1olBNJWUFNuFfxle3AsoLKgEpEkjug\nssW3e9Tjket48biRz5xzUH0cCBGVFF9tqCQ0qwpqbzNjXW4vkhQKpVfitUKo3MFU3SM12xxUWUFV\n4il0bjFDVN1yzUFlBTU79XjlmoPKlkryGbeZIaoOfJWmkgmFQnYFVa61ayjbzLj3OrWXlNZ1aNZC\nSeoqvlDmoHoFVI0Blai6ucMVt5npHmV6hWegZ4svlQlHiy//HxMFFl9tqGQMw7ADqlzKyFC2mXFX\nUGWDrgyhuq7bwda9D6qszKaXSOIiSURVjy2+hVGDPQMqlTHdMQfVx4EQUUnxvzeVjFpB9Qqo7nmm\n6jYzADIrqKmUfR0rqESUwWsVX7b45udVcfZa2ZcVK/KZc7o0/x6Jgoqv0lQyngFVLmqUI6CqFVQ1\noGqpVMY2M2oFVY9EQERVzN3iq+vcZqY7srX4usM9gz35jNvMEFWHUP6bZOro6MCiRYvw4YcfIhaL\n4dZbb8XAgQMdt1mzZg3+8Ic/QNM0NDc34zvf+U5RBkyVQ10kKaOCqiyE1OWuoFqXG4aRd5sZR4sv\nAypRdcvV4ssKanZegV4eO9Nkiy+VDbXF1+AyvkSBVdCrzYMPPojGxkasX78eM2bMwKpVqxzX79mz\nB5s2bcKvfvUrPPTQQ9i8eTNef/31ogyYKodXBVXv6gLgavG1QmiNFVTVCqq9iq+mAR4V1MPKz6up\nrS3ZYyGiCtDdRZIYtJyytfi6jx2PG/lMLZqygEoUXAW92mzduhXNzc0AgObmZmzZssVx/YgRI3D/\n/ffbXycSCURY3ao6XhVU3aPFt8sKqHY5X5mDKgOqoWlimxnXHNQ/qj+vrq4kj4OIKkSuOagMqNl5\nLZLkVX1mIiCfqfugssWXKLjytvi2trZi7dq1jssGDx6MWCwGAIhGo2hvb3dcbxgGBgwYAAC47bbb\nMGHCBIwZM6ZYY6YKUVNT07MKqvxGpcW3y2oJDgHQEgmY1v3JgPqK8vOMfftK8jiIqEJ0t8WXJ7ZO\nXqHU69gx2JPPnNvM+DgQIiqpvAG1paUFLS0tjsuuvvpqxONxAEA8Hke/fv0yvq+zsxM33HAD+vXr\nh6VLlxZntFRRIpGI/WIiA6pmVUShzkGVFVSPFt+EWkFVAmqNsqXMvSNH4vJ334U+eXJJHw8Rlblc\nLb6cg5qderxytUfzuJHP1FCqM6ESBVZBrzaTJ09GW1sbAKCtrQ1NTU0Zt7niiitwwgnFOPq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DF1B1QjEumLoRFRpeMiSYXjsaMyJ7eX4Sq+RMHFVx3yTSwWy7hMraAeddRRAICTJk8GABhcIImI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\nIioL/x/3wIA4G9s5zwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ya_light = hilbert(y_light)\n", "\n", "light_phase = np.unwrap(np.angle(ya_light), discont=5)\n", "envelope = np.abs(ya_light)\n", "instant_freq = savgol_filter(light_phase, 3, 1, deriv=1, delta=x_light[1]-x_light[0], mode='mirror')/(2*np.pi)\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(16, 6))\n", "axes[0].plot(x_light, y_light, color='k')\n", "axes[0].plot(x_light, np.imag(ya_light), color='r')\n", "axes[0].fill_between(x_light, -envelope, envelope, color='k', alpha=0.2)\n", "axes[0].set_title('Analytic response of light bulb', fontsize=20)\n", "axes[1].plot(fftshift(x_fft), fftshift(y_fft), color='r')\n", "axes[1].set_title('FFT', fontsize=20)\n", "axes[2].plot(x_light, instant_freq)\n", "axes[2].set_title('Hilbert Frequency', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Note:\n", "\n", "Scipy has two Hilbert transform functions, [`scipy.fftpack.hilbert`](https://docs.scipy.org/doc/scipy-0.16.1/reference/generated/scipy.fftpack.hilbert.html) and [`scipy.signal.hilbert`](https://docs.scipy.org/doc/scipy-0.16.1/reference/generated/scipy.signal.hilbert.html). It looks like the signal one is a bit more useful than the fftpack one." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Properties of the Hilbert Transform and Analytic Signal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $\\mathcal{H}(\\mathcal{H}(f(t)) = -f(t)$, up to a constant factor (and we'll get there in a bit...).\n", "- In Fourier space, the Hilbert transform multiplies the Fourier transform by $i \\times \\text{sgn}(\\nu)$. The transform to the analytic signal multiplies the Fourier transform by $2*\\Theta(t)$ where $\\Theta$ is the Heaviside function (0 at $t<0$, 1 at $t>0$). This means that we've basically cut out all of the negative frequency components of a signal.\n", "- The instantaneous frequency **BEATS** the Gabor limit $\\sigma_t \\sigma_{\\nu} \\geq 1/4\\pi$. If I was trying to use a spectrogram to figure out what frequency is happening right at the moment, I'd have to balance the width of the window--too wide and it's hard to tell exactly when something is happening, too narrow and I can't really distinguish between frequencies. We don't have that problem with the Hilbert transform.\n", "- The Hilbert transform is scale invariant--if we have a function $f_b(t) = f(bt)$, its Hilbert transform $\\mathcal{H}(f_b)(t) = \\mathcal{H}(f)(bt)$. Hence, I can blithely apply the Hilbert transforms (as above) and not have to worry about the $\\Delta x$ spacing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We run into some difficulties..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"up to a constant factor\" I mentioned in the first property ends up giving us some real headaches. For example, let's look at the function $f(t) = a + \\sin(\\pi t)$, where we adjust the constant factor $a$ (so we're looking at different reference values)." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#### $a = 0$ (the case that works)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZfvXqr7Cvdh/u//X9+Pj6jw1fj1sPKWsoxf5inTp1Qrdu3QBAMniiIfF27Qpf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\n/RsCN8t0Fscrfg5tPKGuUEzPHMFkIZ7iiIqi2O+GQgiHEWxr6/M7Sx3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vJcdwgB1R18en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\n/fSnUTV1K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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_test = np.linspace(-10, 10, 600)\n", "y_test = np.sin(np.pi*x_test) + 0.0\n", "ya_test = mirror_hilbert(y_test)\n", "dx = x_test[1]-x_test[0]\n", "\n", "envelope = np.abs(ya_test)\n", "phaseterm = np.unwrap(np.angle(ya_test))\n", "instant_freq0 = savgol_filter(phaseterm, 3, 1, deriv=1, delta=dx, mode='mirror')\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(11,5))\n", "\n", "axes[0].plot(x_test, np.real(ya_test), color='k', label='signal')\n", "axes[0].plot(x_test, np.imag(ya_test), color='r', label='HT')\n", "axes[0].fill_between(x_test, -envelope, envelope, color='k', alpha=0.2)\n", "axes[0].legend(fontsize=14)\n", "axes[0].set_title('Signal', fontsize=14)\n", "axes[1].plot(x_test, phaseterm, color='g')\n", "axes[1].set_title('Phase', fontsize=14)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#### $a = 0.5$ (the functions are offset slightly)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rq5N6aiYCQRAkvVBD6XQ6YTabE2oSHA6HNDDL9UpKSnD8+HFwHJfQtHBzc7P0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RzKjNLeyA1CoZAaiuOHDi19psnxcbkcxFQK3R4FF1Byu+TBgy35vDp4QO+IvlAohJRS5CR2dloL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\nIpLyf/P0z1KGw1osAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_test = np.linspace(-10, 10, 600)\n", "y_test = np.sin(np.pi*x_test) + 0.5\n", "ya_test = mirror_hilbert(y_test, reflect_x=False)\n", "# Needed to be set to false here due to constant term\n", "dx = x_test[1]-x_test[0]\n", "\n", "envelope = np.abs(ya_test)\n", "phaseterm = np.unwrap(np.angle(ya_test))\n", "instant_freq03 = savgol_filter(phaseterm, 3, 1, deriv=1, delta=dx, mode='mirror')\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(11,5))\n", "\n", "axes[0].plot(x_test, np.real(ya_test), color='k', label='signal')\n", "axes[0].plot(x_test, np.imag(ya_test), color='r', label='HT')\n", "axes[0].fill_between(x_test, -envelope, envelope, color='k', alpha=0.2)\n", "axes[0].legend(fontsize=14)\n", "axes[0].set_title('Signal', fontsize=14)\n", "axes[1].plot(x_test, phaseterm, color='g')\n", "axes[1].set_title('Phase', fontsize=14)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#### $a = 1.2$ (we don't even hit 0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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19SEUCiEWiykWkzGZve69qDXVYn7NfHgCHjYwncEoIm91vIUfvfEjxdPDE+kZ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ZsAIJySZtkkw7F5AoSDBa/ttLFUXxIiVCx4a801NJ2mMgInoojxKJqiNXeseEIEVcRUXlETiuj1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\nZBiGYRiGYWz5f1yufEUYytPNAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_test = np.linspace(-10, 10, 600)\n", "y_test = np.sin(np.pi*x_test) + 1.2\n", "ya_test = mirror_hilbert(y_test, reflect_x=False)\n", "dx = x_test[1]-x_test[0]\n", "\n", "envelope = np.abs(ya_test)\n", "phaseterm = np.unwrap(np.angle(ya_test))\n", "instant_freq12 = savgol_filter(phaseterm, 3, 1, deriv=1, delta=dx, mode='mirror')\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(11,5))\n", "\n", "axes[0].plot(x_test, np.real(ya_test), color='k', label='signal')\n", "axes[0].plot(x_test, np.imag(ya_test), color='r', label='HT')\n", "axes[0].fill_between(x_test, -envelope, envelope, color='k', alpha=0.2)\n", "axes[0].legend(fontsize=14)\n", "axes[0].set_title('Signal', fontsize=14)\n", "axes[1].plot(x_test, phaseterm, color='g')\n", "axes[1].set_title('Phase', fontsize=14)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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c7jGmYI8awzAMwzCMSmGhxjAMwzAMo1JYqDEMwzAMw6gUFmoMwzAMwzAqhYUa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\nEEIIIYRR/j+8BYNdloDmTwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plt.plot(x_test[30:-30], instant_freq0[30:-30], 'k', label='a = 0.0')\n", "plt.plot(x_test[30:-30], instant_freq03[30:-30], 'r', label='a = 0.5')\n", "plt.plot(x_test[30:-30], instant_freq12[30:-30], 'b', label='a = 1.2')\n", "plt.legend(bbox_to_anchor=(1.3, 1.05), fontsize=14)\n", "plt.tick_params(labelsize=14)\n", "plt.title(r'Hilbert frequencies for $sin(\\pi t) + a$', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Additionally, if we have two dominant frequencies superimposed, we also see odd behavior\n", "\n", "$y = \\sin(\\pi x/2) + 0.5 \\cos(\\pi x)$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cOnWKyZMn0759e/r27Wu1VoFAIBAIBIIHFc8zPJGR1OzSher+/pzZtAl95co2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\nuJ94NBqF3+/Hvn37IEkSfve732HJkiV2y2oI3/rWt+S7Kjt27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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_test2 = np.sin(np.pi*x_test/2) + 0.5*np.cos(np.pi*x_test)\n", "ya_test2 = hilbert(y_test2)\n", "# Signal is purely periodic, so not using mirror_hilbert\n", "\n", "envelope = np.abs(ya_test2)\n", "phaseterm = np.unwrap(np.angle(ya_test2))\n", "instant_freq2 = savgol_filter(phaseterm, 3, 1, deriv=1, delta=dx, mode='mirror')\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(14,5))\n", "\n", "axes[0].plot(x_test, np.real(ya_test2), color='k', label='signal')\n", "axes[0].plot(x_test, np.imag(ya_test2), color='r', label='HT')\n", "axes[0].fill_between(x_test, -envelope, envelope, color='k', alpha=0.2)\n", "# axes[0].plot(x_test, envelope, color='k', alpha=0.6, linestyle=':', label='envelope')\n", "# axes[0].plot(x_test, -envelope, color='k', alpha=0.6, linestyle=':')\n", "axes[0].legend(fontsize=14)\n", "axes[0].set_title('Signal', fontsize=20)\n", "axes[1].plot(x_test, phaseterm, color='g')\n", "axes[1].set_title('Phase', fontsize=20)\n", "axes[2].plot(x_test, instant_freq2, color='k')\n", "axes[2].set_title('Frequency', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Hilbert-Huang Transform" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "These problems were addressed by Norden Huang in [this paper](http://rspa.royalsocietypublishing.org/content/454/1971/903). The fundamental problem is that the Hilbert Transform works well provided you've got a signal that is centered around 0, and with zero crossings between the minima and maxima.\n", "\n", "So, we try and decompose our input signal into a collection of functions, called __Intrinsic Mode Functions__ (or IMFs) that *are* Hilbert-able.\n", "\n", "The procedure works as follows:\n", "- Take your signal, and compute two cubic splines--one that hits all the local maxima and one that hits all the local minima. These are our \"signal envelope\".\n", "- Take the mean of these two splines and subtract it from the signal.\n", "- The remaining signal is not necessarily Hilbert-able, but is closer to being so; we've centered the signal around 0 and the old minima and maxima should alternate on either side of 0, but our subtraction of the envelope mean may have caused new minima or maxima to occur.\n", "- From this signal, repeat the splines-and-subtract-mean process again and again. There's a couple of different stopping rules in the literature, but basically you'll stop when either the signal does not change appreciably from one iteration to another (Cauchy stoppage rules) or the number of zero-crossings and extrema are within a value of 1 and stay the same after *S* iterations (S stoppage). Both rules are explained more [here](http://www.msri.org/people/members/2008cc/Projects/Project_5B_Ice_Core_EMD/HuangWu_EMD_RevGeo_2008.pdf).\n", "- The signal you're left with is the first IMF, and gives good results under a Hilbert Transform.\n", "- Subtract the first IMF from the data, and then repeat the whole splines-mean-repeat process to get the second IMF, third IMF, and so on.\n", "- You'll stop getting IMFs when your remaining signal is either constant, monotonic or has at most one extremum. This is the residue, and is often thought of as the general trend.\n", "\n", "This whole process is called the __Emperical Mode Decomposition__." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's see this in action!\n", "\n", "[One application](https://web.cs.dal.ca/~tt/CSCI690611/papers/plugin-huan_asmbi_2003.pdf) proposed by Huang and others is in financial data, which we know is definitely non-stationary and probably a poor candidate for simple Fourier analysis.\n", "\n", "I've been sticking most of my IRA money into Vanguard Index Funds since 2013, so it's probably best for me to learn something about what's happening to it." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/anzelp/anaconda/envs/py35/lib/python3.5/site-packages/pandas/io/data.py:35: FutureWarning: \n", "The pandas.io.data module is moved to a separate package (pandas-datareader) and will be removed from pandas in a future version.\n", "After installing the pandas-datareader package (https://github.com/pydata/pandas-datareader), you can change the import ``from pandas.io import data, wb`` to ``from pandas_datareader import data, wb``.\n", " FutureWarning)\n" ] } ], "source": [ "import pandas.io.data as web\n", "import datetime as dt\n", "\n", "start = dt.datetime(2013, 5, 1)\n", "end = dt.datetime(2016, 5, 1)\n", "\n", "vti = web.DataReader(\"VTI\", \"google\", start, end)\n", "# Blah blah blah pandas wants me to install pandas_datareader, this still works for now...\n", "vti = vti['Close'] # I'll just keep opening prices" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Date\n", "2013-05-01 81.42\n", "2013-05-02 82.27\n", "2013-05-03 83.04\n", "2013-05-06 83.36\n", "2013-05-07 83.82\n", "Name: Close, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vti.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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g4cKFCo+pX7++YD0rKwtlZWU6mR9RM6kRgqEyFBQUyCllY2NjAEBhYWF1TIkgCEJnSKVS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\n/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vti.plot(color='k', linewidth=2, fontsize=15)\n", "plt.title(\"Tracking VTI\", fontsize=20)\n", "plt.xlabel(\"Date\", fontsize=20)\n", "plt.ylabel(\"Price at close ($)\", fontsize=20)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 81.42 82.27 83.04 83.36 83.82]\n" ] } ], "source": [ "X0 = np.array(vti)\n", "print(X0[:5])\n", "dummy_t = np.arange(len(X0)) # So I don't have to futz with dates\n", "vti_dates = vti.index" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "minima = sp.signal.argrelmin(X0)\n", "maxima = sp.signal.argrelmax(X0)\n", "\n", "minima_x = X0[minima]\n", "minima_t = dummy_t[minima]\n", "\n", "maxima_x = X0[maxima]\n", "maxima_t = dummy_t[maxima]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+ddLJ7La2tjx58oQHDx5w5MgR1q9fj5WVFT169KB+/fo4ODgYJ2ohhMiPBgzg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\nFkIIIWyEFG0hhBDCRkjRFkIIIWzE/we+wLzGKs97KwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boundary_N = -50\n", "restricted_t = dummy_t[boundary_N]\n", "bnd_max_t = maxima_t > restricted_t\n", "boundary_max_t = maxima_t[bnd_max_t]\n", "boundary_max_x = maxima_x[bnd_max_t]\n", "\n", "bnd_min_t = minima_t > restricted_t\n", "boundary_min_t = minima_t[bnd_min_t]\n", "boundary_min_x = minima_x[bnd_min_t]\n", "\n", "plt.plot(dummy_t[boundary_N:], X0[boundary_N:], color='k', label='VTI')\n", "plt.plot(boundary_max_t, boundary_max_x, linewidth=0, marker='o', color='r', label='maxima')\n", "plt.plot(boundary_min_t, boundary_min_x, linewidth=0, marker='d', color='b', label='minima')\n", "plt.legend(fontsize=16, loc=4)\n", "plt.title('Upper range of the data', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But wait! How do we deal with the boundaries here? The minima and maxima functions don't point to the boundaries (which is good, those aren't necessarily minima or maxima) but if we want to do a cubic spline, we need a point at the boundary or outside of the data range in order to extend the spline. Some [potential options taken](http://www.worldscientific.com/doi/abs/10.1142/S1793536909000047) (free pdf [here](ftp://eos.atmos.washington.edu/pub/dennis/552_Class/Wu_Huang_EEMD_2005.pdf)) have been:\n", "- Only really look at the data far away from the boundaries. However, as we'll see in a bit, once you've gotten rid of some high-frequency components of your data, your extrema will be pretty close to the center and this might not be a great approach. Plus, we're probably interested data by the boundaries (I want to know what my retirement portfolio is going to do next! I can't just lop off the last two months...).\n", "- Mirror the data at the boundaries. We'd imagine that by reflecting the data we get a \"similar data process\" right by the boundary. However, this artifically introduces an extrema at the boundary point (well, you could get rid of this one, but that may be a judgement call), and the other extrema is at the exact same height as its previous image, which isn't necessarily justifiable.\n", "- Mirror and invert the data at the boundaries (and possibly translate it to match). We don't have the extrema showing up right at the boundary, but we're again making some pretty big assumptions about the location of extrema\n", "\n", "And, as we can see with our simple Hilbert transforms above, it was tricky enough to pick a mirror or mirror-and-invert approach uniformly without having to fuss a little bit with our data and make a judgement call.\n", "\n", "- Try and infer upcoming data using techniques like Fourier analysis, GARCH, Neural Networks, etc. But at this point you're doing an entirely different (and complicated) analysis, and some models (e.g. Fourier, ARMA...) assume stationarity--which is not necessarily justifiable.\n", "\n", "In the end, the strategy suggested in Wu and Huang's 2009 Ensemble Empirical Mode Decomposition paper (link above) is as follows:\n", "1. For both the minima and maxima, take the last two points (same type of extrema) before the boundary and draw a line between them.\n", " - This isn't explicitly stated, but if you have only one minima or maxima you'll probably want to just extend a flat line in both directions.\n", "2. Look and see where these lines hit the boundary.\n", "3. If the data rises rises above the maxima line at the boundary (or below the minima line), use that as the boundary maxima (/minima). Otherwise use the point where the line hits the boundary as the maxima (/minima)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_IMF_extrema(t, x):\n", " noneoutput = (None, None, None, None)\n", " minima = sp.signal.argrelmin(x)\n", " maxima = sp.signal.argrelmax(x)\n", " if isinstance(minima, tuple):\n", " minima = minima[0]\n", " if isinstance(maxima, tuple):\n", " maxima = maxima[0]\n", "\n", " if not len(minima):\n", " print('No minima present')\n", " return noneoutput\n", " if not len(maxima):\n", " print('No maxima present')\n", " return noneoutput\n", "\n", " if len(minima) == 1:\n", " trial_xmin_start = x[minima]\n", " trial_xmin_end = x[minima]\n", " else:\n", " xmin_1 = x[minima][0]\n", " xmin_2 = x[minima][1]\n", " tmin_1 = t[minima][0]\n", " tmin_2 = t[minima][1]\n", " min_start_slope = (xmin_2 - xmin_1)/(tmin_2 - tmin_1)\n", " # x - x0 = m(t - t0)\n", " # x = m(t - t0) + x0\n", " trial_xmin_start = min_start_slope*(t[0] - tmin_1) + xmin_1\n", "\n", " xmin_n1 = x[minima][-1]\n", " xmin_n2 = x[minima][-2]\n", " tmin_n1 = t[minima][-1]\n", " tmin_n2 = t[minima][-2]\n", " min_end_slope = (xmin_n2 - xmin_n1)/(tmin_n2 - tmin_n1)\n", " trial_xmin_end = min_end_slope*(t[-1] - tmin_n1) + xmin_n1\n", " \n", " if len(maxima) == 1:\n", " trial_xmax_start = x[maxima]\n", " trial_xmax_end = x[maxima]\n", " else:\n", " xmax_1 = x[maxima][0]\n", " xmax_2 = x[maxima][1]\n", " tmax_1 = t[maxima][0]\n", " tmax_2 = t[maxima][1]\n", " max_start_slope = (xmax_2 - xmax_1)/(tmax_2 - tmax_1)\n", " trial_xmax_start = max_start_slope*(t[0] - tmax_1) + xmax_1\n", "\n", " xmax_n1 = x[maxima][-1]\n", " xmax_n2 = x[maxima][-2]\n", " tmax_n1 = t[maxima][-1]\n", " tmax_n2 = t[maxima][-2]\n", " max_end_slope = (xmax_n2 - xmax_n1)/(tmax_n2 - tmax_n1)\n", " trial_xmax_end = max_end_slope*(t[-1] - tmax_n1) + xmax_n1\n", "\n", " xmin_start = x[0] if x[0] < trial_xmin_start else trial_xmin_start\n", " xmax_start = x[0] if x[0] > trial_xmax_start else trial_xmax_start\n", " xmin_end = x[-1] if x[-1] < trial_xmin_end else trial_xmin_end\n", " xmax_end = x[-1] if x[-1] > trial_xmax_end else trial_xmax_end\n", " \n", " minima_x = np.array([xmin_start] + list(x[minima]) + [xmin_end])\n", " minima_t = np.array([t[0]] + list(t[minima]) + [t[-1]])\n", " maxima_x = np.array([xmax_start] + list(x[maxima]) + [xmax_end])\n", " maxima_t = np.array([t[0]] + list(t[maxima]) + [t[-1]])\n", " return minima_x, minima_t, maxima_x, maxima_t" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "minima_x, minima_t, maxima_x, maxima_t = get_IMF_extrema(dummy_t, X0)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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T05N27drx66+/cuvWLVxcXEp9T0VReP7559memkrrt94ibf164i5c4N2zZ7FT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\nv2PHDmJjY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boundary_N = -50\n", "restricted_t = dummy_t[boundary_N]\n", "bnd_max_t = maxima_t > restricted_t\n", "boundary_max_t = maxima_t[bnd_max_t]\n", "boundary_max_x = maxima_x[bnd_max_t]\n", "\n", "bnd_min_t = minima_t > restricted_t\n", "boundary_min_t = minima_t[bnd_min_t]\n", "boundary_min_x = minima_x[bnd_min_t]\n", "\n", "boundary2_N = 50\n", "restricted_t2 = dummy_t[boundary2_N]\n", "bnd_max_t2 = maxima_t < restricted_t2\n", "boundary_max_t2 = maxima_t[bnd_max_t2]\n", "boundary_max_x2 = maxima_x[bnd_max_t2]\n", "\n", "bnd_min_t2 = minima_t < restricted_t2\n", "boundary_min_t2 = minima_t[bnd_min_t2]\n", "boundary_min_x2 = minima_x[bnd_min_t2]\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n", "ax[0].plot(dummy_t[:boundary2_N], X0[:boundary2_N], color='k', label='VTI')\n", "ax[0].plot(boundary_max_t2, boundary_max_x2, linewidth=0, marker='o', color='r', label='maxima')\n", "ax[0].plot(boundary_min_t2, boundary_min_x2, linewidth=0, marker='d', color='b', label='minima')\n", "ax[0].legend(fontsize=16, loc=1)\n", "ax[0].set_title('Lower range of the data', fontsize=20)\n", "\n", "ax[1].plot(dummy_t[boundary_N:], X0[boundary_N:], color='k', label='VTI')\n", "ax[1].plot(boundary_max_t, boundary_max_x, linewidth=0, marker='o', color='r', label='maxima')\n", "ax[1].plot(boundary_min_t, boundary_min_x, linewidth=0, marker='d', color='b', label='minima')\n", "ax[1].legend(fontsize=16, loc=4)\n", "ax[1].set_title('Upper range of the data', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can proceed fitting splines to our extrema to get envelopes, and then subtract the envelope mean out." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fb1ucreavN2uLYj2zO+fMo3Jrz5o1CxMmTND+zQZbRYoU0fX1V199tWbJX3/9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\nOcusrlA0spIlS2Ls2LGuXMvj8YRcmNl9wkUwlnO4xDlaVnU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "min_spline = sp.interpolate.interp1d(minima_t, minima_x, kind='cubic')\n", "max_spline = sp.interpolate.interp1d(maxima_t, maxima_x, kind='cubic')\n", "\n", "m1 = (max_spline(dummy_t) + min_spline(dummy_t))/2\n", "h1 = X0 - m1\n", "\n", "plt.plot(dummy_t, h1, color='k')\n", "plt.title(\"Prototype first IMF\", fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is much better, but we should subtract out the envelope mean a few more times to see the signal settle in place." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def HHT_IMF_prototype(t, x, Niter=5, verbose=False):\n", " N = len(t)\n", " out_x = np.zeros((N, Niter))\n", " for idx in range(Niter):\n", " if verbose:\n", " print('Running %d of %d' % (idx + 1, Niter))\n", " \n", " minima_x, minima_t, maxima_x, maxima_t = get_IMF_extrema(t, x)\n", " if minima_x is None:\n", " raise ValueError('Signal given should be your residue.')\n", " \n", " if len(minima_t) != 3:\n", " min_spline = sp.interpolate.interp1d(minima_t, minima_x, kind='cubic')\n", " else:\n", " # You need 4 points for a cubic spline, so use quadratic\n", " min_spline = sp.interpolate.interp1d(minima_t, minima_x, kind='quadratic')\n", " \n", " if len(maxima_t) != 3:\n", " max_spline = sp.interpolate.interp1d(maxima_t, maxima_x, kind='cubic')\n", " else:\n", " max_spline = sp.interpolate.interp1d(maxima_t, maxima_x, kind='quadratic')\n", "\n", " env_mean = (min_spline(t) + max_spline(t))/2\n", " x = x - env_mean\n", " out_x[:, idx] = x\n", " return out_x" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running 1 of 5\n", "Running 2 of 5\n", "Running 3 of 5\n", "Running 4 of 5\n", "Running 5 of 5\n" ] } ], "source": [ "h1_series = HHT_IMF_prototype(dummy_t, h1, Niter=5, verbose=True)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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41q2jqzBklnq95jXtaOVcy3UQnjjGbJN0/6/fA0fQ3mJGngzxFCOM7e3YfsIf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\nyck4dfEknCbHm+ZSmzCmM033TbbJSdd5lUJHRsaJLg4Wa8t4q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SbZ6nP88sUXFO3bh0ed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ETA888/z7/+9S8KCwu5/PLL6datmxyHGvT+++/z3nvvYbFYOHToEKtXr+bNN99k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\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i3LhnnlS1OG9pe7awsIBZO1dRjEIazmJSFS12O3rCnS9rFNuMG8dM4Acgom5dWsfG0r0E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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=5, ncols=1, figsize=(14,14))\n", "axes[0].plot(dummy_t, h1_series[:,0], color='r', label='new')\n", "axes[0].plot(dummy_t, h1, color='k', label='old')\n", "axes[0].legend(fontsize=15, loc=4)\n", "axes[0].set_ylabel(r\"$h_{1,1}$\", fontsize=15)\n", "axes[1].plot(dummy_t, h1_series[:,1], color='r', label='new')\n", "axes[1].plot(dummy_t, h1_series[:,0], color='k', label='old')\n", "axes[1].legend(fontsize=15, loc=4)\n", "axes[1].set_ylabel(r\"$h_{1,2}$\", fontsize=15)\n", "axes[2].plot(dummy_t, h1_series[:,2], color='r', label='new')\n", "axes[2].plot(dummy_t, h1_series[:,1], color='k', label='old')\n", "axes[2].legend(fontsize=15, loc=4)\n", "axes[2].set_ylabel(r\"$h_{1,3}$\", fontsize=15)\n", "axes[3].plot(dummy_t, h1_series[:,3], color='r', label='new')\n", "axes[3].plot(dummy_t, h1_series[:,2], color='k', label='old')\n", "axes[3].legend(fontsize=15, loc=4)\n", "axes[3].set_ylabel(r\"$h_{1,4}$\", fontsize=15)\n", "axes[4].plot(dummy_t, h1_series[:,4], color='r', label='new')\n", "axes[4].plot(dummy_t, h1_series[:,3], color='k', label='old')\n", "axes[4].legend(fontsize=15, loc=4)\n", "axes[4].set_ylabel(r\"$h_{1,5}$\", fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By the 5th iteration, it looks like the signal is pretty static, so we'll say that we've settled on the first IMF ($h_{1,5}$)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7Ds45p9F+c3IydUCibup30f/9HwCFBgMB5YhlLC1lzpw5TJo0Cb/fz5I77wTAo0sGA+qJ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EAAAB\nOElEQVT8eDQaDf369bOvLV2WqVOnsmTJEjQaDTExMQQGBhITE8Orr77Ke++9R1hYGFlZWSV+XqXl\nF3/jjTcwGAwsXboURVEIDAzknXfe4YUXXmDWrFlYLBZ69+5dale7M7jbPVVV7nhPVYe73VOzZs1i\n3rx5fPrpp/j6+lb4f9uRu91TL774IosXL0an0xEaGsrixYvLrb873lORkZHce++9jBs3Dp1Ox6hR\no4iMjCz3c7jbPfXwww+zYMECJkyYgE6nc7su6xrPZZ2SksLcuXNZvXp1Tb5NjTlw4AAbN26sdItP\n1Dy5p4SzyT0l3EGNJgb5/vvveeihh254YIkQNnJPCWeTe0q4C1ntSQghhHADkjpTCCGEcAMSkIUQ\nQgg3IAFZCCGEcAMSkIUQQgg3IAFZCCGEcAP/H1xCKe9iz88IAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IMF1 = h1_series[:,-1]\n", "X1 = X0 - IMF1\n", "\n", "plt.plot(vti_dates, X0, color='k', label='VTI')\n", "plt.plot(vti_dates, X1, color='r', label='VTI - IMF1')\n", "plt.legend(fontsize=15, loc=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the remaining signal has much of the high-frequency stuff filtered out.\n", "\n", "Repeating this again..." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running 1 of 6\n", "Running 2 of 6\n", "Running 3 of 6\n", "Running 4 of 6\n", "Running 5 of 6\n", "Running 6 of 6\n" ] } ], "source": [ "h2_series = HHT_IMF_prototype(dummy_t, X1, Niter=6, verbose=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QQ538ly41/ozXXkPuzb/+ZS3Mz0xgEfm+MMRGVseO1l8TE0M0fDiMRrP+uXat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hc5eC6sTGHE9RBGoL/oBpfTDDVEWlpjRKy6uprffvuN8O7d6aPXw5Qp+AsRkWuDwCwsLKTKYDAJ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\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gORk12TtL2C8Fsm6tkwKZKi4rGqXyCvUqs2gLM6pCzuk2TUm3XrqeeVlZZMp9s18SR09e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ro3OTmePGmdOyV6ZCZYEtjoSVhvfT0RIMfrpUDO6zbtmde8+SZrCgp46aGHEt47xLunC885hxKP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DVTU0EAmkR0VR1cERwEDab+hc7W7n7GBXaE4nO99/n2YfZFkKVf/8y184Yfp0zvjTnw6bDt9o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\nRUL9hA0cjYpS5a7eXpoNg2O2jN4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hqfDtlGB5RPbujDA17D0wqnqe0CpwAGGPh6w8u6wE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\npGObFOLMDQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=6, ncols=1, figsize=(14,18))\n", "axes[0].plot(dummy_t, h2_series[:,0], color='r')\n", "axes[0].set_ylabel(r\"$h_{2,0}$\", fontsize=15)\n", "axes[1].plot(dummy_t, h2_series[:,1], color='r', label='new')\n", "axes[1].plot(dummy_t, h2_series[:,0], color='k', label='old')\n", "axes[1].legend(fontsize=15)\n", "axes[1].set_ylabel(r\"$h_{2,1}$\", fontsize=15)\n", "axes[2].plot(dummy_t, h2_series[:,2], color='r', label='new')\n", "axes[2].plot(dummy_t, h2_series[:,1], color='k', label='old')\n", "axes[2].legend(fontsize=15)\n", "axes[2].set_ylabel(r\"$h_{2,2}$\", fontsize=15)\n", "axes[3].plot(dummy_t, h2_series[:,3], color='r', label='new')\n", "axes[3].plot(dummy_t, h2_series[:,2], color='k', label='old')\n", "axes[3].legend(fontsize=15)\n", "axes[3].set_ylabel(r\"$h_{2,3}$\", fontsize=15)\n", "axes[4].plot(dummy_t, h2_series[:,4], color='r', label='new')\n", "axes[4].plot(dummy_t, h2_series[:,3], color='k', label='old')\n", "axes[4].legend(fontsize=15)\n", "axes[4].set_ylabel(r\"$h_{2,4}$\", fontsize=15)\n", "axes[5].plot(dummy_t, h2_series[:,5], color='r', label='new')\n", "axes[5].plot(dummy_t, h2_series[:,4], color='k', label='old')\n", "axes[5].legend(fontsize=15)\n", "axes[5].set_ylabel(r\"$h_{2,5}$\", fontsize=15)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PABMnTsQIJCxfTu9PPuEM8Nmtt9J7xQqCk5OpOHGCGyMjuQX4/PHH4a23UOVLL5qqIGcD\n1+BcSw60Wj2+9zFVovmqHOvSBTvAypUux8sSE4kFDIO1iWuCgoIoKioiKzeXXzt2JGL7dtYDk4E3\ngc9xTqmrtESEXFhYSJ8+fejbt69H46dNm0br1q01v29BBFkQBB8mZtcuegLFt90GSjOHqrwQGIgJ\n4I47oLIScJYxDU5OJjc+nuHAISUScwAr9+/nP2fP8jVgHeicHO6oTIkPGDBAu647/2trPQR58uTJ\nJCQk8N5777k9b2rblv2A3759LuvIN504AYDhhhtc3jcrK4uKigpCQ0MJtFrZfs895AN3A9OAj4Gu\nSn1zSwiyWnrlaYT873//G0DrGy2IIAuC4MOEKaVJZqWHsDs2WK0st1phxw5Q1lEfUM4dffhhTgKn\nTp3Sxu/YsUPbbq9Mgf/666+sWrWKPkonJnAvyO2rTJnXhslk4qOPPmLOnDluz4eHh3MSMNlskJ3N\nnj17eH7uXP5QXEy62QxKX2VwRsj5SolUkOISVtGxI/HATcBRnM0trlQi/JaYsj5w4IC2XZ8s77rW\n4y8mRJAFQfBZWivC4tetW41jAgMDeUcpHzrz0UcMxTl967jmGsq7dwdcBVmf/BSjlB/FxMQwfvx4\n9PzlL38hLi6ODz74QDvWoUOHRnwaV8LCwkhStiuOH2fAgAH89sYbWIAf+vUDXU/5IJ1Vp8ViASAk\nJIRU4DtAjcEHBwYCLRMh6/+O1T7OniCCfA4RZEEQfJYoJWOaKglRegwGA+uAPKDtRx+hrsgaHn2U\nAEXUkpKStPGbN2/Wttu1a1fjdXv37s2pU6e49dZbtWOq85c3CA8P1wR5wf/8DwD9lP08XaQOrlPl\nqjirPt2Adp0BSjlUSwhymlKaBs7ZhXw3pifgLNXasGGDti8mJucQQRYEwaukpaXRo0ePGv2l60Pb\nsjKyjEao0sxBT0pKCjbgb8q+A/hh1CgYPVqrQ9Ybg5SVlTF37lwKCwu187Xh7+/P7bffzp/+9KdG\nfJLqhIWFcUrZzt27F4C+OI1E/KskRrmLkC+55BLt2EdK1N83PBxomSlr1fls+vTpQM210J8vXsxd\no0bhp+yrZWqCCLIgCF7mjjvu4OjRozz77LONu5DDQbuKCjICAuoei1OQewIxwNEpU8Bg0CLkqlx9\n9dX1StBavHgxb731lsfjPUEfIavxfx/gGBCiuIWpROkcylRx1tdMBypT8/7KTEBLRJ1pqan0NZsZ\npDxMuBPkwmPHGHvnnRwAkoGJSFKXHhFkQRC8xqZNm/j+++8BtD6+DSYvj2AgS4kIa+KFF17Qto8A\npZxbG64pAr788ssbd29eQC/InXEmZYUD+zgXBasMHKhZhWjnIiIi8PPzc55r1w6iozFu2wa49+5u\nUnJz+dvBg+wtLeX3y5cD7gX50D33EG23s8tgIBx4HVjw3HO8/fbbzXu/PooIsiAIXkPfFjBTsals\nKOXKD3pOLdPV4Oxr/MYbb7gcq0uQw5Wp3ZYkLCyMs0A6cHlQkNZVageuU9QAgxRHMnAV68LCQrZs\n2QIGA4wYgSE9nU40vyDbH3iA8UpUHrNtG5G4CrLdbueuOXMI//FHbMBXDzzAUiAW6A+8+OKLzXq/\nzcnmzZu16fy6EEEWBMFrrFixAqvVSu/evT2uR62JkuPHAciv0nvYHYFKdrGKWp5U05S1L6A+FGwC\nIoqL+UI5vo7qEbLebEMv1maz+dxDx4gRAFxhMjWrIB8/fpzMpUvJAr6Mj8dgt3MZkJiYqI1JTEyk\nfPFiugGfAH966CHWK+eGcuF6bycnJzN8+HCGDx9OZWUl77zzTq3jRZAFQaiRffv28cwzz1CpGG4c\nOnSI44pQ6nE4HHz++eccO3aMcePGERsbS1FRkdbooSGUKT/ohR5Es+Yq/YnV7Gl9hKyW11yqNKRo\naVRBfhg4PXAgDoOBX3D2Tq4qyPoHjhofMhRbz5EGQ7MK8mN33UXb4mK2ATlKedpQk4kVK1awevVq\nAE4nJ/MsUAzsnTSJ9u3bc+UjjwDOftYXKqqdqSMpiR/mzeODv/+91vEiyIIg1MgVV1zBs88+y7ff\nfsvJkyeJj4+nW5Wa4DNnzhAVFcWMGTMAeOyxx7TyoMaU35xW1kNLqyQ4uaOqIKtCrBevWbNm8e9/\n/5vvvvuuwffkTVSRTQSS336bz//xD8bjzBKvKsh6kpOT3Z+49FIICGCYw9Gsgqzmeh8F7Er9cVfl\nAW7cuHEA3D9hArFA0tChvP7VVwD0nzoVO6CmpjXm4c1X2b59O6NwJupd/9Zb/LuO8SLIgiC4JSkp\niby8PAB27drl0nhBL7R79uzh7Nmz2v7QoUO9Ish5ivPToJtvrnOsPoLUT+nqI+SOHTsyZcqUerlt\nNSV6Q4yePXtCmzaokuROkP/6178CMGrUKPcXNJuhc2di7PZmFeQeysPQKcDasyeYzXSvMqZtSQkA\nRcraPkBAaCinOCfIF2IP523btvEIEADkAx3rGC+CLAiCW1588UVigPeBa998k9t05/bpWgbqmwM8\n+uijwDkjiyLFQas+bNiwgXvvvZdgpYNTR2VttDb0EfLGjRu1bb2w9erVq9730lyEhYW5RPNVk7oA\nnnjiCU6ePMk111xT84VCQwlp5gg5NCcHcJqTtI+NhW7d6B8QgAVo27YtAJ2UsZfoGm4EBgZyBGgH\nhAEHDx5stntuDhwOBwe2bmUcsAeY4MFr/OoeIgjCxUZ5eTlLlixhKXAlQHY2I4AzwI84o+Lhyppl\namoqAN9//70mFo0RZDUCvAtnp6Wgek5Z60VYH4XqI3xf4cyZM5pndk2fQcVgMNCpU6faLxgSghlA\nZ4TS1IQpgnwKiIyMhJtvxn/BAua1b897SmTc2WAAh4PWumxxs9nMYeA6nFGy3gv7QuDEiRNckpuL\nGVgN7MS5HFEbEiELglCNH374gcisLK4EjkRFobo8TzOZANi9e7c2Vi3p0E8FN0aQVToAKXjWYUk/\nZV1VzPbt28c///lPBuvaGfoKUVFRWgJaXYLsESEhzms1oyC3UiwyT4Ezv0BpivG7oiKys7OpqKig\no9rNSvdAERgYyCFlezBccG0Yt23bxmXK9j0ffsjAkSNJqvUVIsiCILjhh2XL+EjZPjh2LGtwZsiO\nsVjw8/Pjq6++0jKvVetDvc9zYwTZZDIxGOc05h6qJ2y5ozYx69OnD/fdd5/PNzHQT1lXLePyGKVE\nrDkEefv27cyYMYPwvDwKgcScHOfffZcuMGYMl+blEYMzj6ATUGY0Og1MFMxmMyuASiAByMrKApxT\nvTlK1H0+s23bNoYo2+YrrmDjxo2k1mHVKoIsCEI1rlq7lsuA8ltvxTF1KpU4p9w6FRURUFFBZmYm\nixcvBs6ZUPj7+zv7+m7axODdu+nIuaSuLVu2aFPbKtu3b8dgMHD77bfzv//7v9rxbt26oTZbXBEY\n6JGQ1hYhny/oHyoa/PCgRMiWZlhDfuaZZ/j8889pU1TEKcCiX/ceOxaA3kBeXh6dgMygIDCekxyz\n2UwaziWQYUCwEiE/88wzREREuOQCAJQo09/nA3v37uXLTz9lFOCIiADFd/xsHQ+XIsiCILjicHBZ\nWhrZgN/779OjZ08AtgFGh4M/9HP2JFKTcNTGDf7+/vDEEzBiBGM+/ZSfgOK8PGw2G8OGDSM2Ntbl\nbVS7xA8++IDnnnuO7OxsAEKCg5kMFALrPYwU9Y0WzldB9kqThWacsm7Xrh1hOO0+T1HFFU0pjesG\nFKSnEwWcrdIpS33oUJtbjlLKuRYuXAjAypUrtbFJSUlYLBYefvhhr3+OpuDKK6/kpowM2gOGWbOc\nTmrUbQMrgiwIgisHD9K+rIxfLBYMAQF07doVo9HIduX0w0qmrJoJrEbI5sREWLgQunUjr1Mn54/x\n0qU1RjYRSqtAFbUOtU1ODt2A/wKnlUzrujCbzRw6dIgff/wRP7/zM1d1+PDhjB49muWKF3SDUCPk\nigov3VXNVFRUaE0xkqgS1Xft6vwDKD16FIBs5d6qskb5s6OyvOFwVE99UqPll19+ubG33SwUZGXx\nBFDi7w9K5QHAgTpK7s7Pb64gCE2G/dtvMQJbo6K4EafYde7cmb2KQ1eIEsmoHYVUQQ7cutV5gT//\nGVN8PFx+OYPWrGH9unVu36dVq1Yu+zabjSNHjuB/4gQAW+p53z179nTW856nBAUFsVZpo9hglDVk\nq92Ow+Fo0nXzoqIiVEPPxKondYJsV/5/5ur6N+vJBEoMBqLLyrAr9w2uAn8+PWSVl5fTF4gG7LNn\ng65KoDg6GmppjSkRsiAILux89lkqgaO6bk09evTgCGA3mbAeOwacm6rW1pBVQR45kuCRIznVpw9X\nAGUrVrh9n6pTyzabjTlz5qAWJ1X7kRfqRolCQ3BGsE1JUVERU5XtlVVPtmpFYWAgXQGT8iCXHRlZ\n47UyAgOJw3Xa/nwV5OLiYuKVbaOuSxdUfwitigiyIAjnOHOGgaWlbAKCOp7zFRoyZAgVBgO2oUMJ\nOnCAoVSPkI2bNkF4OChR6tGEBOzAyK+/xuTmrcqqrHPabDYsFotmxfj0Bx9ckO5NTYpOkJvaHMSQ\nm8t1ODPhj7sRzLOtWtEFCFYe4LIVkxB35ISEEAkUnjnjNkJu6ocLb1JUVKQJMvHxLufq6jImgiwI\ngpPsbBzXXYcJqnnuPvLII+zatQurknDzDK6CPNVgwHDyJFx3nZZJaxo0iPeB9llZzFCuo18fVNeW\nR44cCTgFOTo6WhPk/hMn0r17VRNGoVaUKevmEOQhaWkEAN2ffNLFOlUlNSYGf6D71q3kAgW6kqeq\n5CmRY8nRo24FuTH17E3N9u3bWadbltFHyFUFWSJkQRA8Y8ECDLt28R7wBvD4449rpywWC/3794dR\noygdNoxrAYuScOUoLeVvDgf4+cGzz2qviYyM5HVle6Typyri+m31R8pmsxEZGUlnnA5d+EDP4vMO\nJUIOpekFuZvic26ZNIkwN+vDiYpVabnJxBTAvxaDl8LWrZ1jjx93eWhLS0tj1apV3slAbyKGDBnC\nmDFjtIcGNUIusFigyjS9vq+1OzwS5D179pCQkAA4O43MmDGD2267jWd1//gWLFjA5MmTmTlzJjNn\nzmyUqbwgCM1MZSV89hmV4eHcA8ycNataVydt6OjRAMRkZgLQOyfHue57xx1auQs4BfkITuMHNdWq\nQJfQokbI6jSezWbDXllJJ8B8HidntSjNOGUdpWbP12Dnmda7N9cBIyorWQ3kusmY37x5M9999x22\nqCgAPlmwQDtnMBiYOnUq11xzDf/5z3+8fPfe5/vvvweg5OxZOgMZbixf62r9WedK+aJFi1i+fLnm\nvLNw4UIefPBBBg8ezNNPP81PP/3EuHHjOHDgAIsXL65zjlwQBN/jtd/9jnnp6bxvMFAOtFYiFncY\nBgwAoIPirNRDffhWWu2ptG7dmlLglMFALyXqSUlJoY3yQ+UuQg7JyCAIyNMllAn1oBkFuV15OcUG\nA0E1TMOazWa+1+27S8waOnQoAB98+SUAAWfOaOfsdjs7tm3jFiDthx8w4Xy4q6ysxGRyl5XQ/Oij\n+RkzZrBgwQJGBwRgBDJjYqjvt7jOCDkuLo4333xT2z9w4IDmCTtq1Cg2bdqEw+EgKSmJp556iunT\np7Ns2bJ63oYgCC1FamoqfkqP2iUOB0ajkcsuu6zG8X7Kv/9o5cezl7q+V8UrOjAwEKvVyiGHgygg\nAudsm4oqyPoIuX1aGgAV/fs3+nNdlChryKGgWZs2FTGVlaSbzZrpRVWq2n8+9thjNV7ruPLwEKc7\nVlpaygvdurEM2AQkA63wrfVk/UxwWVkZf/7znzEfcjp053asq9lideqMkMePH+9iead/IrBarRQU\nFGCz2UhISGD27NlUVFQwc+ZM+vbtKwkZgnAe8Parr3IvYAsJYVVmJpUGg4uvclX8OncmB+icl8f6\n9euJLykhx2ikVVxctbGRkZEcKiriBpzT1vqmFCUlJQwArt+8mQqgIjub/idPAlA5bJg3P+LFgzKT\naaWJM5MLCogAjgUGUlMPLb0V6OjRo2udPW3drx+Vn31WTZDHKtpzMCCA+LIyxuIUwVDlwaOl+fzz\nz6sdC1SflQiMAAAgAElEQVSMUAoaMMtT76Quo86LtKioiNDQUCwWCwkJCZjNZqxWK8OGDePw4cP1\nvhlBEJqXosJCer76Ku0A/z/8AZPZXKsYAxiMRn7FaYu478MP6VRRwd4aIqXWrVuj/hL0BHbt2qWd\nC8zLYyMw7McfeR6485FHGJ6czAnAJILcMPz8KDeZmlyQK5QHp7Nu+jar6OvM29WSYQ0w76GHSAU6\n6fTFXlhIz/x8thsMtPnsMwCGg0/lJ915550u+9FAhy1bKALKmkOQ4+Pj2bZtGwDr169n0KBBJCYm\nMn36dBxKY+wdO3bQu3fvet+MIAjNy8p587itrIzU6Gj8/v53j1/3o/LnnR9/DMCvVXyKVSIjI7UW\ne71wRsjqLNuwxESswMnx43kVsFksrGnfnrGA+Tz1o/YFyvz8CKZpBblMcd/KquH/O7i2zaxLkP38\n/Mi0WIi227Wa9Q6pqfg7HGzy96eN0iO7M741Za36d/dSMso/BCxFRTwCBNbgTFYb9Rbk+fPn89pr\nrzFt2jQqKiq49tpr6dKlCxMnTmTq1KnMnDmTSZMm0UWSMgTB56lQMkPD3n0Xaol2qvIJkA/4VVRQ\nCPxQQ2JPZGSkS4Scn5/PqVOnABik9FE+fddd3A88dc89LOjVi99oRPtBgbKAgCaNkFeuXMkDk539\nuHJr8KeGc17nAG1rMQVRORMYiB8Qo+yPVpqXbLZaITKSMn9/OuFbEXJISAi9evXi9ttvpxdwNXC4\nfXvewrM+3lXxyI8sJiaGJUuWANCpUyc+Vp6K9dx+++3cfvvt9b4BQRBajl7Z2ZQBwVdeWa/XZeGc\nsv5w7lyeWbyYshrEvHXr1uQAZ4D+/v5QXs7u3bu5JC+Pvjk5bDMaCVTKZl566SXMZjNGo/G8skr0\nNcr8/bECmU0gyFu3bmXChAn8RdnPqyUKrE+EDPCbxQI5OUwATgJDf/uNrQEBbA4LA4OBvFatuCQj\ng80+Isg2m43s7GwGDRqENSAAtYHoig4dIC2tQYIsxiCCcJHiKCqid2kph63WekXHAFdddRUZwPFu\n3dhTWenaek9HpGKMcAiIKS93ljR99RVccQVG4LOoKJe1xtLSUpdkIKH+lDdhhKw6Uqn5w5m1LC3U\nV5BXxMRQADyL0wkO4CGLhUDlu2lr1YpWgE1p09nS5Ofn0xH42759/M8DDzAd2A6sUL6/QfX8NwUi\nyIJw3mG3271yneJff8UfSFRMGerDfffdBzgFtLy8vEZBVuuZf8H5Y/MP4NqvvsJRVsZUYFePHtWa\nTMh0deMoDwggCKjQuaJ5i2Sl01dHwA6k11IPXF9BLgwO5nmgDTAUOGW1srO8XPt+lCvLIuVKaVxL\nkJmZyQsvvEBiYiLFOTmsAC5NTycnJoY3geuBw4p3t0TIgnAB8d1333Ho0CGXY7Nnz8ZqtXrF9OG0\nsn6c3aFDvV+rRrE2mw273V5jZrYaIT8H5Hfpwv8A7YqLSRkxgq+A6OjoaoIs5kKNo1z5f+NoguSn\n3377DYDOfn6cAYpqicL1guTJGrK/vz9v6/Y3hYdjs9m0SNMUHQ1AYWLL9AE7cOAA/fr1Y/78+Sy8\n5RbaTZlCH2BDfDxfPfEE9+JsJXlayY0QQRaEC4Tjx49z0003ER8fT05Ojnb8ww8/pKSkxMVgo76U\nlJQwefJkfnrlFQCKld619UEVZDXBpq4IuQQ48vzzZBmNZAFXr12L2Wzm9ttvrybIcW7qmQXPqVAF\nuQnWWk+fPo3Z35/2lZUk4+pNXhX9lG0bNzaSVQkICCAPuAv4CVgcGorD4dC+Hxble1GklFw1N4sW\nLSI9PZ22wGt79mA5cIBPgP+OG4fBWF1KZcpaEM5zVq1axYgRI1x8pB9++OFq4zZv3tzg99i/fz9f\nffUV/YFywNCAEkVPBTlEl4Vr6tqVKQMGEAccM5lYv34948ePF0H2Mqog48UIubS0lKNHj5Kbm0sn\niwV/h6NeglzT90OPOsvyf8B44Ijie65GmmGK0ZRDmTZvbtSOVjOCgrAAiXPmkAD4h4dz7bXXVhsv\nEbIgnMecPHmSqVOnsmnTJpfjH3zwAXv27HFxyTuquAE1hKKiIqxAP+AwEO7BdGJV1HXeugRZ/6MU\nFBREULt2FOFsHKDac1Z9bccGWA4K56hU/t94K0I+fvw4kZGR9OjRg6NHjzJOMYDZS+2CXF+/6arL\nHqoAqg91gUotchedc2RzkqV4t1+rPPCcUjo3BQUF0aFDB1atWgVAVFQUw4cPb1ByotQWCIIPkJKS\nQufOThPCG264waW7jcPhYMCAAZohD8AxJXGkIRQXFzMTp73il0BDDG7VHxu1e1NNghysM46wWCza\n1GVtGcASITcOVZANHkTIFRUV5OfnExERUeOYTz/91KX295ayMgC+AIKU7dpe68l0NVT/DqndwLRZ\nlvh4Mvz9GZqfj6OyEkMzN5jIysoiwN+fS202MoBE5f3Vh87x48dTWVnp4mZZXyRCFgQf4KefftK2\ny8vLuemmm1zO9wRSnn+eP+FsHNCYCNlWVMQ8oNxg4MS4cUycOLHe12iIIAcFBbntm1sVEeTGUaFm\nqXvQQ3j+/Pm0bt261ge8/fv3a9uRwCibjeL4eEo6dOCtt96q9fozZsxg/PjxHt13TYmB2nfIYGBf\ndDRtgNy1az26pjfJysqiX3g4kSUlbATSleYq+qn5xogxiCALgk/w888/a9uPPPIIn332GR9//DFT\npkxhGs463olff81bwGog9eRJyuqITmrCfOQIPYGkIUP45McfG7TW5ekactUp6+BarBZVRJAbh11Z\nk/ckQn5FSex7//33axyjPnTFxcVxLc5p1aDZs0lOTmbEiBGNvl+VmgRZn4eQolhUFn3zjdfe11Oy\nsrKYpUzXrwfS09OBhq0V14QIsiC0MA6HgzVr1tC6dWsqKyu58sorsVqt3HbbbVgyM3kfyAPuMRj4\nGhgM/Mvh4FSVkihP8VPW4PIbkF2tUlWQa/ox1dcUWyyWGn+8vvvuO227QwPKsIRzVCqCbLTZ6hyr\nlqXl5ubWOKagoACTyUS7du3O9fdVemJ7E5vufi+99FJtWy/IxcoDQEAzR8gVFRWE5+Yy5+xZ8q1W\n3getLbEnD5meIoIsCC3M7t27SUlJYezYsa5TXvn53L1nDxZgHvCWw8Fs4GRMDL8HAmrpL1sbAcqT\nfYUHZg01ERoaip+fH0lJSUDNEbJB1wHKaDTWKMh9+/bVtsUYpHE4VEH2YMpanWUx1NDTGJyOVCEh\nIYSHh59rj9gEsxh79+4F4Oabb3b5DugFuU18PLuA1ocOQVO2l1Sw2WwsW7aMtLQ07gXMdju/3Xsv\nxSYTISEh3HnnnYwZM8Zr7yeCLAgtSGpqqhYNjB079tyJkhIYOpRhubn8DKju8fkGAzv+/nfSgTYb\nNkADXLssSvaqIza2wfcdEBBAfHx8nWvIValpnNhleg+7sqbpSYSsCnJt2dIFBQWEhIRgsVjOCXIT\nzGK88MILjB49mv/7v/9z+T7oI9C4uDiSAFNlJSjfvaZk2bJlTJkyhbi4OAbjdCfr/b//S2ZmJunp\n6bzzzjsyZS0ILYXD4eCNN95oVJaznjVr1mjbLoK8dCkcPkzFtGn88MADqAVPYWFhdOvThx8Ba2Eh\nNKDveJDqBdzIH9X+/ftr254Kck2lMK0UW8RJkyY16p4EcKiCXFJCTk4OCxYsIC8vz+3Y+gpyRyDT\nZIImmMW46qqrWLt2LW3btqWyslI7PkgpLwJnSVy+sl2szPQ0JdnKvxUDMBA427o1WK20atWqQcYf\ndSGCLAj14ODBg8ydO5d58+Z55Xr79u0DnI5WPXv2PHfijTfAYMBv4UL+/sormljn5ubSoUMHflHH\nValZ9oTg3FwqAVMjImSAAbp1xNoEOTU1VfNArikL1Ww2U1lZyZdfftmoexLAHhoKQEBBARMnTuTJ\nJ5/U1jurjVVmWNQSI3eoghwWEkIHILmW6W1voU5f33nnnVo5IDhrfNVHi9efe67J70N9YOmOs7oh\ns4kTDkWQBaEeqD61P/30k2Zc0Bh27twJwIkTJ5zreKWl8OSTsG0b3HgjKK0Jn9P9+ISFhbFL3dGV\npHhKaH4+pwFLLb1sPcFTQW7fvr2WqFWbWYTRaGx02YgAJTHOjsKhGRla7frx48erjdMbzdQUIavN\nQ0JDQ4kxmTADJ3XRa1Px6quvMmHCBF5++WWX4waDQYuQ8xRf7aZE/Xu5TNkv0D80NwHy7ReEepCR\nkQE4sy6/+uort2PmzZvH0KFDPWqkvnPnTrp27XquPvf662HBAujY0fmnwogRI3jttdf49ttvMZlM\nqBPVGRs21O8D2O2EFxWRQuObOHhzylrwHo7wcLKAsMxMLbrc7+bBTR8V1yTIao5ASEgIHZRo+qRO\nyJuKmTNn8p///Mft+qwqyN0a4DBXX9S/lyHKfnkTZJfrEUEWhHrw448/attLliypdj49PZ3XX3+d\nrVu3cuDAgVqvVVhYSHZ29jnf6r174eefYdQoZ+Tbp4/L+Llz53LjjTcCzh+l00BpfZtM5OTgZ7dz\nmnONHxqK/vU1lT1VZcKECURERPDuu+826r2FmvHz8+MYEJ6djUkRz/3797usy4JrmVFNgpyf75S/\nkJAQ2isdxpKa4J7rw8x77gHA3ATtJauiF+RywKRbz24KxDpTEDzE4XDw4YcfAs4fqLVr13L69Gmi\nlbZwALt2aZPJWjRdE2cUpx+tNd2//+38c+5c8GA6+TAwuqICbDaopVG8C5mZAGT7+Xm1vMjTCDky\nMlLzBBaaBj8/P44DwyoriVRE12azcfz4cXr06KGNK9aVRdW0hqyPkEcrfbP/pxnWbmvD2r49AH5N\n0F6yKqWlpfgDA4B9QITy3k2FRMiC4CHFxcV0Am4Fnp0wgUCHg8NVspyPHDmibdclyKrTjybIy5Y5\nhfW66zy6nyMo/4DrYaOZqjwwnPHyOqC9AeVXQtOgRsgAMbooWG3ZefToUY4fP+4SIdtsNrfmIHpB\nVuvX+ymzNC2FScnINzWxIK9Zs4ZDhw5xBxAIbIJaPb+9gQiyINRAbm4u77zzDj///DP2khLKX3uN\nvcAnwANLlpAGGLdtY+HChRgMBkaNGqVlE8M5wa0JNUJu164dHDrk/O/aa8GDusZ3332XnerO6tUe\nf6ZvlKnidC+vAxY1Q7QieIYaIQN00EW+qiD36NGDbt26YbPZiANCcGb7t2rVSvtOqjz55JOAYs6h\nmMDQwt24/JWlEj8PjE8ayurVq7nyyitJWbWKfwJngb/R9IIsU9aCUAOvv/46Tz31FAD7hg2jz+bN\nFAPfDxxIXFgYPdauJW7+fNQ2EBs2bGCDLsnqySefJDMzk3/+859ur/+bkiUaHR0Nr7/uPHjLLR7d\n2+WXX85jwNtGI6ZPPoEHH/TodR0Uw4XaY3fPMZvNlJaWiiD7EAEBAecEuawMo9GI3W6vJramjRs5\nCqQAfYFinC1A2+qSpdatWwco5hxJSRAaCo1MBmws/ordp78HxicNobi4mDlz5gDwR8AM/HrXXTx1\n6aX4+TWtZEqELAg1oJaMdATit2zBFhtLZ2D9tddy8N57eQ7oBHwDXFnltY8//jjBwcEsX768xuur\n09vDDx6Et9+GXr3AQ2OMwMBAsoDd7drBrl1w8KBHrwtRIqZ5f/mLR+PrQjVHEEH2HSwWizZl3am8\nHIuSX1BZWalNU3cDuj/6KAFAZ+BaZby+Laa+LKq4qMgpyD7Q+CNAEWRzLbXTjWHdunWcOnUKgJtx\n+sj3fuIJ/vjHPzbJ++kRQRYEN5SVlfHrr78CcBdgdDg4MnkyZ3C6SoWFhfFX4CdgLM4OTJnAGuAh\n4Lm//IX+/ftz6tQpcnJy3L6HKsixn3wCwcGwYoVH09VwzmrypbQ054FahN/ldYpjU0iXLnWM9AxV\nkIubcPpQqB8Wi4UcoNxopHVlpSbIFRUVWkLds4B/QQFvK6+5SvlTv65coLOmjDh61GlV2a9f03+A\nOjAr/ZWbKsv6xIkTAPQBLgH+C5gbWbPvKSLIguCGX375haysLKZMmMAcINdk4j5FoMPCwggNDaUC\nGA8MB740mcgBxgAvAYaXXtJ+/O644w6373HkyBFGREdjTEyEcePgkks8vj9VkPcq+/mK41ddBCo/\nsn5eyhZVP9tVV11Vx0ihuVAfkmz+/gQ7HG4FeQCQC9yPs5xnoPJafba13vgmQY2c//CHpr15D1DX\nkAMb2H60LhITEwFndAywnObzWhdBFgQ3ZGRkEAK8uH8/bYC3KytZv20bAwYMYNy4cS4GF5uBh2Ji\n6A7cN2UKREXB88+TcJNzdVl94tZTUFBAamoqk9X1uHHj6nV/asnSaWU/dccOj14XVFSEHfBvRKcn\nPU8//TSHDh3i1ltv9cr1hMajCnCRnx+hbgQ5AOeU9QGgDMjp2JHLTCba4hohq+L96Ny5BH7zjTOZ\n68qqizPNjyEggGLAotRFexu1g9ktJhPlOCNkT+vsG4sIsiC4ITc3l0eBTklJfIlzig+czlqdO3dm\n4MCBTJ8+HX9/f7Zs2aKtt+VZrc4Eq/x87lOSaOLj46td/6hSqjRa/VGppyCrT+w5QClgVhtG1EFE\nQQGZNN42U8VoNNKzZ89a2/cJzYsqwIVGI6G6fVWQu+PM5lVta45cfjmmykrm4V6Q+xYWOqerp00D\nH3FaKzAYCGqi9otnzpzhNoOBSysrWY1zDbm5LF1FkAVBYfXq1axWSojysrNJAMqDgkjAKXpwrm+s\n0Wjks88+o6ysjMsuu0wTZIPBAH/6E/TsifVf/2Ih5wzq9Rw5cgQDEH/6tLPrUvfu9bpXfbZnOhDi\ngU0nmZlEFRWxk3M/0sKFh9lsdno+GwyEAFZlNkUV5N7KOFWQM66/HltoKHcDFbpaZHXKOlb9/vbu\nja9QbDQS1ESe2qbUVN51OMgD7muSd6gZEWRBAFasWMG4ceMYN24c+/fvp83u3XQAssaPR11Ve//9\n92t8vYsgh4bC+vXYY2O5FzC4yQb94IMPGABYioqc0XEjIswzBgPhJSV190beuhVwTrGLIF+4GAwG\nAgMDyVO+D62Uh7eqglzYsSPLly9n0vTppIweTTgQqmtCoUbIbdUM+nrkODQ1RUYjQU1kRtMrPR0L\n8AxwFJg6dWqTvI87RJCFi57s7GxmzJih7R84cIB+27cDUDRtmnZ8XH2mldu0wf673xEM9Dl92uVU\nUVERG376idfUA9df38A7d5IbFIQ/QB2WlPveew+ALeBV20zB97BYLGQrghWp2Jp+//33PPnkk5og\nZ0dHc9NNN2E0GilRsu6D1Kx9zglyK7VKQNcGsaUpNhqxOhzgZYObkpISeigP0Gpj06uvvtqr71Eb\nIsjCRc/BgwfJz8/X+hEHf/EF/U+eZB8QePnl2rgoxcvXHS4RsoJhyhQARuh+5MDZH/hp4HJwrstN\nntyo+89VxDVh3Lga3cHy8/M5rZRGba1yn8KFh8ViIUtZY22tW/8MxNlKMBuw677PlUqbzxDd90ed\nsg45cwaCgqCJfZzrg81kcoqXl8vtMjIyGADYcXpXQ+O7otUHEWThokd1MBozZgwJwISvv6bEaOR+\noLViQgC1lz48+6wz7WvWrFnaMdOwYSQDw8+eBd06cmpKCtOBErMZ3n+/wdPVjz/+OE899RS5yvRz\nxt69REdH06FDh2q+xGczMrgMp/91qVIWI1y4WCwW0pTvXCvd1O5CIBb4CAhXPKEB7EqEHK4rdVIj\nZHNyMnTt2qhlFW9jU3ModLXS3iDjzBkGAGdbtaKNYoKidWNrBkSQhYseVZAHXnIJLwElJhMT2rbl\ncPv2BAYGcuDAAXbUUVY0Z84cSkpKuOKKK84dNBj41mQipLISli7VDpetWUMnILl/f8+7NLlhwYIF\nPPvss+QrZiJqz6mUlBR++OEHl7EFp04RDpxp3ZpVq1Y1+D2F8wOLxUKmsh2uRMqjcdYdHwIeB3r1\n6qWN9+/YkUIgQrfskZWVRTvAWFwMzShKnlCiCrInyYz1IPfwYVoB2bGxbNq0iVWrVrn0/W5qxMta\nuOhRBfm6deuIAl5t04aN6ekMHz4ccF+25A53EfRngYH8sbgY86xZ4OcH06bRXhHEjAkTqF9utXsK\nlRImfWVx1SnpopQUAILj4rh05EgvvKvgy1gsFtRYVxVktVL8LuAvL77I/fffr43v0rUrx4DuOTnO\ndVmDgbNnz9LfYnG29/QxQbap7T69HCGXKN3bymNjiY6Odmmt2hxIhCxc9OSkp7MS6LByJYeBR9LT\nsdvtjBgxotHXPmaxMDsuzhkJ3303PPggfbdu5QRgHzWq0dcHKAoNBc5FyFC9btKmrmO3cGMAoXnQ\nC3KYUus+EGf5Xk7Pnjz88MMupXNBQUGcbdUKi91OhdL0JCsri/7q8oaPCXJpEwmy4+RJAAzKmnpz\nI4IsXPR027eP64CSkSO5Cqd70T333MNf//rXRl87ICCAbX5+8OSTkJMD//gHJf7+zAVaKRaAjcWm\niGxtglyqJOsYvPSegm9jsVi0jl6tSkoIwNnRaR8QUkMLwULFvS17yxbAKci9VNH2MUEuUQTZ4WVB\ntig9zCtjY716XU8RQRYueoYrtZcVr72Gmg89Y8YMr/jX+vv7U15eDo88AkuWwEcfcffEifwXZ5MK\nb1DRqhV2XAW56pR1hZKs46dLUhMuXCwWC0r3YloXFjIAZxvBzYC1hgYmpUoSU/6OHRQXF2Oz2eiq\nlhX5mCCXKVaWlVWSFxtLqOJ4V+HLgrxnzx4SEhIASE5OZsaMGdx2221aZinA0qVLmTx5MtOmTWPt\n2rVNcrOC4HXy8xmQmck2wDpwoHa4s5dqLgMCApxOXQYD/P73JI4cyQf//jfgvXIKs9VKFtBGd6yq\nIBuVLk/GJm6wLvgGFouFQuAs0Do/n2HK8doE2dSjBwDlhw5pWfpdioudnch0PZJ9AU2Q8/O9et0w\n5XO3VIRcZ1LXokWLWL58ufY/ceHChTz44IMMHjyYp59+mp9++okBAwbw8ccf8/XXX1NSUsL06dMZ\nOXIk/uo8vyD4Kps34wesN5sZYjDw1VdfsWPHDpcm7Y0hICCA/Px8xo4dS0JCAmvWrNHO1fTDWF8C\nAwM5A+irRO1VXIxMytSeSSLkiwLViS0RuDQvT+vXvRkYVsP3zqxYY/qfOkVJSQm/B6ILC+F3v/Op\nkieAMmX2yu7lCDk8N5ezgCkszKvX9ZQ6I+S4uDjefPNNbf/AgQMMHjwYgFGjRvHrr7+yd+9eBg0a\nhJ+fH8HBwXTq1Enr9SoIPs2GDQDsUxKjJk2axHPPPec144yAgACKiopYu3Ytd9xxB99//712zlvv\noa4XRgDqI3C5rhNOfn4+B5TP6VeLuYlw4aAK8jrAz27nZuAkcIJz7RmrEtS5M9lA+2PHqEhO5m84\neyqzcGHz3HQ9KFfMcOzejJDT02mbk8NuaLFgsk5BHj9+vEurOYfOqsxqtVJYWEhRUREhuu4xQUFB\nLs2tBcFnWb0aO3CsTZs6hzaEqm3bzp49y5QpU7Seq95CTeBR43p9Q4s33ngDdbU6wMemHoWmQRXk\n94HTbdtyAnhKOVfTzExE69b8FQiy2YibPp1OwPb4eJ+yzFQpVyJkryZ1KbX7zdlusSr1TurSZ28W\nFRURGhpKcHAwhboCbfW4IPg0a9bApk38BJiaKPvY3ZP2H//4Ry7xolH/4MGDOaw8NA9RjukFubS0\nVAT5IkMV5MPAe3ffTVfgE+VcjYIcEcFrQGJEBGYlKz+xnl3Imgs1QsabEfJ//+v8Ax+OkKsSHx/P\ntm3bAFi/fj2DBg2ib9++7Nixg7KyMgoKCkhMTGxWuzFBaAj2J54AnK5FTeXG4y5TO8RLvYhVbrjh\nBp748UcAxirH9IJssVg0QbY0s9GB0DLou3mZqvQwvvTSS92+JiIiAjuwpGNHAE4DSR6a4jQ3Fcrn\nc3hLkCsqYNUqzlqtHOI8EuT58+fz2muvMW3aNCoqKrj22muJjIwkISGBGTNmMGvWLB588MEWC/kF\nwRNO79mDcdMmfgR2AGPHjq3rJQ0iwk1Wc01reI3Bf+RIHEFBmiDr15BVQc4DLF5+GBB8k5oE+e23\n32bSpEluX2O1WvH392e5vz+bn3uOKwA/H/2+FIeFUQGYFBOTRpOcDDk5HFKSHltKkD2yzoyJiWHJ\nkiUAdOrUiY8//rjamKlTpzZr30hBaAxr3n2XGUBaVBTrv/ySkU1kJ9nGzdq0t7KrXQgIwD5sGH1+\n/pk2VI+QI4AcIFQqHy4K9IKsd+SaPHlyjcmEBoOBsLAw8gsKSO3ZkxP4bt9so9nMSeCSU6e8c0Gl\nTj9bCSTPmwhZEC4EDCdOADD6jju44oorqjlbeYunn36aqVOnurRubIoIGYArncUtI3EVZIfDQSuc\ngixtFy8OaoqQ65q5DA0NJT8/nxKlJ7Cv9s328/PjGOCXnQ3eKH1SBDlX+bsSQRaEZiQoNRWAwL59\nm/R9oqKiWLp0KV2U9nbQdIKsGjt0wFWQy4uLCcHZA1e4OGioIIeEhFBQUIDNZgN8V5D9/f05qu4c\nO9bo65UqXu85IsiC0LykpaVh278fgHClpr6pufvuu7XtJpmyBs1NqR2ua8gGxaWrrKneV/A5qk5Z\nt1N8qj0R5MLCQoqLiwHfFmRNhr0gyGu//BKAdQcOaNdvCUSQhYuOxYsX0w2wAYG6yLUpGTNmjLbd\nZP/YlR/dtrhGyCZFkPvqezULFzRVI+QTJ05w+vTpahnXVQkNDcXhcJCl9EX21TXkgICAcxHy0aO1\nDfWIPGUJS+2QpV93b05EkIWLjvXr1tENyI6IgCZaO65KVHM4ZCkRclVB9lPME+wtZAcoND9VI+Sg\noCAtSq4NtSQvQ+l65I0GK01BUFDQuQjZC4LcVnlIPovz76ulci1EkIWLisLCQg6tX08oEOOlfsSe\n0FxAZasAACAASURBVCxlgCEh2M1m2oKWlAM6QZZeyBcNtdUh14Zq6LRp0ybAe01WvI3VauU3oNLf\nv9GCXFxcjCknB4AsoKKiovE32EBaJi4XhBbi559/pp+6vtrM5jUPPfRQ0z55GwzYIyNpl5qqJeUA\n+KsuetLp6aKhoYKsRsh79uwhKirKZwU5KCgIO1AcHk5IWlqd42ujX79+vKc4k7V04qMIsuCzbNy4\nkZ07dzJv3jyvXfP7FSt4Xt1p5rr5l156qcnfw9G2LVGpqRQXFWnHAhRBNnip/7Lg+9RUh1wXesvj\nqKgony2TUxMj0202KCwk7cgReihVBvXlxIkTROIsC6z03i02CJmyFpqVQ4cOsWTJEpcs4Jq44oor\nuO+++0hOTvba+0d88w0DAHtCAgwZUuf48w1DdDRmzrVbBDArGbMGiZAvGhobIYPvrh/DudLBlMJC\nQoB/vf9+o67XmnMJXS2JCLLQrNxxxx1Mnz6dnj17snbtWo9ec0ApRagvdrudvXv3ah3KHA4HszMy\nsBmNGP/2twZd09cxKV7VZp1ZgirIRumFfNHgDUH2ZftjNUJWnaxbu7nXDRs20Lt3b6Kioli3bp3b\n66i5FpGIIAsXGRs3btSSRRITE/nHP/4BwO7du/nll19cxubrTOMPHz7coPf75ptv6N+/P/fee6/z\nmmlpdAEOR0RA+/YNuqavY1Ayaa26CDlQ+dExiSBfNHhjyvp8iJDVX4kIN5/x22+/5eDBg2RmZrJ1\n61a310lPTycECMCZ0DVixAhuueWWJrlnTxBBFpqNb775hj7AmehofgW6HTkCwMCBA7n88st54403\ntLFnzpzRthvaW1vtSvbWW28BkLN5MwDZzVGC1FIopU/BujXkCOXvz8+DshfhwkAfFV+IU9ZVI+RW\nbj6jfllMXwao5/Tp06iNV88Cv/zyC8uWLfPindYPEWSh2SgpKeFlIOr0aYYDTx075tLPdO7cudp2\nnmJmAbhkDNeH06dPu+yXKgJdqLSXuyBRBDlEmaampITuWVnsAYIv0FkBoXYaGiH78pR11Qg5sLS0\n2hhPBVmdN8ry5g02EBFkodkw5udzJVDSty9vRkURardj+/RTlzHqem+ubg20oYJ88uRJbdtut8PO\nnQCU9+vXoOudFyiCHKbWIW/ahNluZ4vV6rOuS0LTciFGyG3btiUsLAz1sd2olvbpaEiE3NKIIAvN\nRkxaGn5A2ahRvKQ4AaX9/e8uY86qXVe8IMindK3ZcnJysB48SBkQ3oyGIM2OktQVqfwYlX//PQAn\nL7mkxW5JaFkuxKSu4OBgjhw5QmhMDFC3IJe6iaDBNULOqcffU1Mhgiw0G7HKurB98GCGTZvGRuCS\npCRidGP27NkDuE5Z612n9CQnJ/Pqq686o1+FtLQ0EhIS2LJlCykpKdrxX9auJTI1lX1Al/h4r30m\nnyM2FoB2OkGuAIoGDWrBmxJakgsxqQucUfJVkyYBYNLlTKjUFSHffffdLFiwQBNkmw/MIIkgC81G\nJyX6NQ0Zwvz58/kY5xfwJyBWGaOWJ3gSId90003cf//9TJ48mdzcXDp37kxMTAyffPIJjz/+uItQ\nvzJlCoHAZiAmJsbt9S4ILBZyAwLo4HBQVFhIwOHD7Ac69O7d0ncmtBAX4pS1ij04GIANK1ZUO1eX\nIL/99tsA2pR1iXKtlkQEWWhyKisr+cszzxCXkUEGYO7aFavVynvAp9HR9OT/27vv8Ciq9YHj302y\nm0oIIQktFKmhC0GKFGnBgCJdQAj8ABWwIAoauIAoCF7Aq3BBRYWrUpQIqCCKNMECSBOklxBagBRS\nSM8mu/P7Y2fXhPRlQxbyfp6Hh90pZ87AJO+cmXPeA9+oWYHMATk+/p8kdunp6SiKYnm/bHZSnULx\n+++/58cff8z1zvja1au4Au4ODgwBzP0mN2Lfj+JsIaFCBWoBcUeP4qTXcwlocI/ThAr7UZKAnDMI\n3w8/J4q5RZ+UxDl11IZZcR5ZA5YW8r/+8x9bV6/EJCCLUrd582ZOv/02/kYjPwJanQ53d3cUYLqj\nI38AHWJiWFq1KoH79pG1fDmRORLGp6en06lTJ5re0cozt3TdgIpffsmfwIlKlfgT+CM8nDQgxWjk\nG8AZeBHYfQ/Ot6xdaNQIF8B1vilJ6FUkIJdnBoN1CSHvhxYyakD2JO+rrZwBeffu3dwoIOe1uYXc\nskeP0qhhiUgua1Hqjh46xBxADyx0dmaMRmMZtnAtMpKpwB9OTrxoHqY0cSKT3d3Z6+xMhF5Peno6\n+/bty1Oum5sbDYDfgSo7dpgWJiSQCdwAtgHVatTg3PXrzAeOlfJ52osLwcE8um8fvmqHrivY76w9\novQVJ01tfu63gHznk4Cc533t2jU6d+7MRXXe45xa+fnBrVt2MfmKtJBFqXM4coSGwBrgvPpDYh7Y\nD3AAOB0Wxslp0xgMHKlalVapqfyVlUVjF5d8O3WlpaVx7do1pmKa//eLSpXwBa5GROAC1AWCgV+m\nTuVpyk8wBqj40EN8luN7pI+PDHkqxwoa8lOU++GRtUad49szn3V33ohERETk+u7j48NDNWpQPykJ\nWrQAdU7ksiQBWZQ6nytXANPjYnNHK61Wa+n96eDgQP3gYJrOn88OT096Z2UxA/A0GhlP/p26VqxY\ngUNqKiOAS8C4hAQSHB2pcUfSjyYPco/qAlSpUoWwHN9vqEOhRPlkbQv5fgrIFcl7nkWdd0ZGBp3c\n3dFkZMCjj5ZWFUtEArIodTXU4U5/3bHc/Ni6QYMGuLm5odFo8Pb2JjYujv8AaS4uDM/MJDXHECgw\n3fEvWrSIgc7OuANfAEagevXquR5b+fv74+Liku8xH2R+fn4cANZ060YXjcbyWE+ULzNnzgSgbdu2\nJdqvd+/egOnnyd45urmRgamFrNfryczMZM2aNWRnZ5Ol16PNMeTL19c3176ZmZkEmjt7dex47ypd\nCAnIolQpikL95GTSgDuniDBPINGyZUvLMvM4yEzgSocO+BqN1M/RGcNgMLBmzRoiIyOZVKcOAN+r\n62rWrJmr/DNnzuQag/nDDz9w5swZW5yWXauiZusKc3fnd0XJ9XpAlB9z587FYDDkCURF+f777zl0\n6BDDhw8vpZrZjlarJYl/AvKMGTMICQnhxYkTWfrXX0RmZ2PuqpVzjLXRaCQrK4uHzeOX7aSFLJ26\nRKl6olMnNhsMnPPywpiYmO8QjIdyZJGqqD6CAjD06we7dzMQ+EVdlpWVxbfffssQoNWlSyT7+HBc\nHd9s7kk8d+5cYmNj8fDwoEOHDrz33nv07t273Dy+9vHxQaPRWN6ZedjB+EpRNhwcSt7m0ul0tGnT\nphRqY3s5A/INvd4yVeupFSswn8FPQFcgI0dANg+DapqcbJr5rXbte1jrgkkLWZSa9PR0vPbtwwlw\nHzCAS5cuce3aNcv6V155BYBu3bpZluUMyH5DhpDq6sr/AeYHSnq9nmq7d/MNoHF25rg6tSKYAjGY\nHtUtWbIEAI1Gw5QpU8pNMAZTZiYfHx9Lj1JpIYsHlZOTkyUgZ2VlUalSJQA6qevDtFp0wGDIlccg\nIyMDLeCTmQkBAaDR3NuKF0ACsig1F999lw8wvd+tM20aderUoVqODkbvv/8+R48e5fHHH7csyxmQ\nfatV4/f/+z90wI+AN5CamsqEtDSyNRr44w9avf46ixYtIjIyMs8j6/LMy8vL0gqQgCweVFqtlttA\nBUCfno6XlxcA5pdgCzUajEAguXubZ2ZmWhKCUMJH+qVJArIotps3bxY/ycD58zSZO5cKwJnnnoOG\nDfNs4uDgwMMPP5xrWc6ArNFo4KmnmImpF+VoIOXYMQKB476+0KIFbm5uTJ069cFOh2mFCxcuWD7L\nI2vxoDI/sgZQkpIsATkASAWOZWWh9/enMbl7XWdkZGAJwxKQxf1AURRCQ0PZvXs327dvp3r16ixe\nvLjI/U6fPs07jRrhAIwF/BctKvYx7+zZWbt2bVYAGcAbQJXQUAAO1q9f7DLLO2khiweVg4MDlqz3\nCQmWTpx1gMuAUVFwadoUP0CbI59BZmamBGRxfzl//jwLFy6ke/fu/Pvf/wZg5cqVhe6TnZ3N6NGj\neRxTT+kt5G71FqV169YAVK1aFYBatWoRD3wIVAU8T5zgGHBSJksoVPv27S2fJSCLB5XBYCBW/eyU\nkIBer6ciUAlTfgIA1Cx1VXPkM0hPT5eALOyTXq8nNDSU8PDwXMtv3LjBa8BXwP7dpizQdz5ivtN7\n773H34cP0wJTdqz/FhHA7xQcHMyyZcvYs2cP8E8weR3oB2x/4w3aAq4lCPLl0aZNmyyfJW2meFBV\nrVrVEpAd4+PR6/WYJxq1/DZTr//qOSaYiImJodo/hZR+RYtJhj0JPvvsMxYuXMiGDRu4ePEiSUlJ\ndO3alUcqVOATdRsFGFmMsj766CPaurjgnJHB30CPxx4rUV00Gg0vvvhinuUKsBnoVq0aWch70aL4\n+flZPudsLQvxINHpdAwePx4++QSnxET0FSsyQl33nXkjNSD75+jUdf36dSwvx+yo/4kEZGGZBcU8\nbvW7777j6NGj9MyxzTNAJPDrHVmzcjIajdy8eZOVnp6QkcFWYIgNErbrdDpLD0nztIzyGLZo+/fv\n58yZM9LhTTzQDOrvGF1iIopWy2BME6r8jnrjrgbkWjk6dUVGRlLP/MWOMpLJI+ty7ObNm7zZoAEN\n/vMfxgMO6li82FjTQ6D+mIYsNQJSa9TgDcBRTcKRn4SEBJpnZxMUH88hTBm0SvL+uCDnzp2zZPNK\nSEgApIVcHO3bt2fMmDFlXQ0hSlWGmlio7okTBFy6hCewFtNTNR8fH1DX1zYaLWORIyMjqQEoGg2o\nme3sgQTkcuyXL75gZng4/5eZyXJgkrMzmZmZrFy5krHAo8AuYMPx47iPMD0IqhQXV2B50dHRzFE/\nT1P/tiZT0J3q1KlDv379gH9ayBKQhRAA2Q89xGbA/8oVgk6eBGCnum7u3LlQsSK3tVrq8s/c0OZH\n1oqvr13M8mQmAbkcq7lmDTrgj3btSHJwYEFGBrs++IDbZ8+yDIgHniP3Y5/KiYkFlhcTE0MnILZy\nZT4+d44TJ07YrK5a9YcmWp2owtsO5i4VQpS9mjVrskBNyRugPsEzZ6wfOdLU8yXKzY2HAL069Cny\n2jWqAxo7e51jVUDW6/VMmTKFoUOHMm7cOK5evcqZM2fo0qULo0aNYtSoUWzdutXWdRW2lJhIhzNn\nuAA8smsXn3bogA6o/9FHPAu4Am9hehfj7u7+z9CBfOYmNrt15QpeQLqvLw0bNqRZs2Y2q655Krio\nqChAArIQwqRRo0Z8cuwYh3I8NYu6Y5tIT0+cAYM6WiTp2jXceUAC8vr163F3dycsLIyZM2fy9ttv\nc/LkScaOHcuqVatYtWqVZQovYZ+yT5xAqyj86eeHs7s70e3asRtoeO0acwC9RsMGdVt3d3dLxwef\nQuYYTVOzQxlKYf5dc0C+efMmAJUrV7b5MYQQ96dmzZpxuE8fAN5Xl40ePdqyfm/jxgA4fPQRGRkZ\nVFH7othThy6wspd1eHg4Xbp0AUwz9URERHD69GkiIiLYuXMntWvXZsaMGeVi7tn71c1ff6UmoKgp\nLevUrUsQMAV4CTjYtSs31btJV1dXy1g9n0JSZ+ovmYbiO5RCTmlzr2rzO2RpIQshcopp0oRGmBKC\n3Lx5M9dNe0qLFhzZvp3W27dz9cABFppX9O9fBjUtmFUt5MaNG1sSNxw7dozo6GiaN29OaGgoa9as\noWbNmixdutSW9RQ2lqIG24rq5OWjRo0isG1bFgK1gPSxYy3bOjg4gLc3WRoNVYzGAss0qMOnXNR5\nim2pQoUKls8ajcaSs1YIIcDU1+U8kIUpYYg2R2etqtWqsRLQGI14TZpEZ+B0w4ZgZ09yrQrIgwYN\nwt3dnREjRrBr1y6aNWtGr169LFPcBQUFcfbsndPRC7uRlUWNffuIBfyHDAFMAW/FihWWTVq0aJF7\nH42GeJ2OKoqSaxqznNKvXjWVVQqZoXIG5CpVquQ7r7IQovzK+TviTlWrVuWQ+rni8eOkAUdGjbon\n9SoJqwLyiRMn6NChA2vXruXxxx/H39+fcePGcfz4ccCUkKCp5Bq2Xzt34pmRwXdaLS1zTETevHlz\nFi1axNSpU6mdz4TdCc7OVAWycmS8saxLSCBZTSziVgot5JzDnNqqrXohhDArbChk1apVyTnmYyfg\ndWejww5Y9Q65du3aLFmyhOXLl+Pp6cm8efO4desWc+bMQavV4uvry5w5c4ouSJSJtC++wA04Gxho\nmR3FbOrUqQXud9vFBZekJFJiYtDd8Z44Li6uVJO157z7lVSQQog7FZa9r2rVqmQCvzZpQuczZ1ih\nKLzt73/vKldMVgXkSpUq8fnnn+da5uvry9dff22TSonSlXHoEBqgahEdGk6dOmXq0KW6rX7OjoyE\nOwJyamoqluzJEpCFEPdYcnJygevMs8ctqVuX/z30ED/8+CMr7GzIE0gu63Ln2LFjVL90iWtA127d\nCt3W3CfALEm9AzWqnbdySk1NxRcwajQ4lEIP6JyPo9rkeMwuhBAArVq1AmDcuHF51lWqVAmdTsf1\nmBjAlGjIx8fnntavOCQglzMTx4xhP3ACeEyde7i4YtW81JoTJ2DQoFzrUlNTqQmku7nhXgodrjw9\nPS2fC+u8IYQon5o2bcr169dzzXRmptFoqFq1KlFRUbi7u+Pl5WWTtL62Zn81EjZlNBrZuHEjt9SU\ncs0rVTItr1Ejz/vjokSoj3i0f/6ZZ535kXV6KQVLd3d35s6dy+bNm0ulfCHE/a969eoF/l4zB+SM\njAxLoiF7IwH5AWIwGJgwYUKuoDV79mwGDx7Mm2++CUB9Z2cAWquTNZREsrc3VwGXQ4fgjqFPqYmJ\neAP6HC1ZW5s5cyZ9+/YttfKFEA+uqlWrotfriY6Oxln9PWhvJCA/QI4fP84nn3zC8OHDuXDhAuHh\n4bzzzjsAHD58GIAK6uQQjlYMTdI5O/Mb4BQfD+fO5VpnVN/NZKktcCGEsCfmjl1paWkSkEXpWrdu\nHd999x19gR/T0tC1aEHsc89Z1pvnEfZMSgKsC8harZbfzF9+/TXXOkUNyAbJMS2EsEPmgAzY7SNr\n6dT1ADh//jzDhw+nPbAfMACOGRnU3rOHnpgGwd9Qe0ZXUocGOKmTdpeETqfjiPnLmTOW5YqiEKdm\nZlPssOeiEEIEBgZaPhc2RKosSQv5AXDlyhV8gGXq97RNmzCP1B2FaXKItLQ0FEXBOzUVAF29eiU+\njk6nI0b9fDs83DLz0oIFCzj4448AVLHhlItCCGErOWcgTElJKcOaFEwC8n1KURQGDBjAvHnziL1w\ngcNAIJA9ahQVnnqKyOrVuQY8AVRXhwFkZGTgk5HBbcDRine9Op2OW+rnAz/+SHV16rKtW7dasnR5\nWNHyFkKI0qbVannppZcAyM7OLuPa5E8C8n0qLi6O77//npkzZ+L144/UBi737YuTmkHtobp12QJ4\nA0PU9yWpKSlUyczkupXj77RaLRlACpAzF1dqaip1zUMNqlSx8oyEEKJ0mYdESUAWNhUZGWn57Ld7\nN0Yg6cUXQQ22zZs352MgA5hx6RL1gYwrV6hgMBBRwvHHZv5q7tdYcgfktLQ0OgE4OUEJk40IIcS9\nYp4lTgKysKnr168D4Ae0Tk9nL1ChYUPL+gEDBnACGA94ZGczCzizYQMAf+czW1NxdOzYEcgdkBVF\nQZOSwsPZ2fDII1BIgnchhChL5oBsMBjKuCb5k4B8nzK3kPtj+k/cSO70kuYehauAOE9PRgG1FywA\nYK+Vx6xVqxY+Pj7EAs5ABSApKYmmt2+buus/9piVJQshROmTR9aiVERGRuIEPK/e8X1H7oDsnWOC\nh5Nqz+eGwIfAViuPqdFoaNKkCbHqdx/g1q1btE1LMy3o2tXKkoUQovSZA7K9tpBlHPJ9KjIykkVA\noMFAGHAVU6ernHbv3o1er+fYnj247tvHeeAVoGXLllYft3Hjxtz6zZQexBdT57JW5rvNRx+1ulwh\nhChtjqUw8Y0tSQv5PnX70iUmAberVCHvZGMmXbt2pVevXlClCu2AEGDgkCEcPHjQ6uNOnDjR0kL2\nBaKioqgG3NZqQWZhEkLYsZJOqHOvSUC+T/lFROAApPfrR2oR21bOkc6yW7dud5U2rmXLlqCOa66K\nqXNZVSDR1dXqMoUQ4l6oVasWkHeud3shAfk+1VjNTe395JNFbvtYjs5W5p7SdyNVnRe5GhB95Qre\nQLKb212XK4QQpWn48OEsXryYbdu2lXVV8mXf7XdRoIfT0jACus6d+eabb3IlTr9TzZo1+eCDD3Bz\nc6NFixZ3fexXFiyAgQOpDlwMDwcg1cPjrssVQojS5OjoyCuvvFLW1SiQBGQ717RpUxo1asS3335r\nWZadkUEbo5HL7u7U9fJiyJAhRZYzefJkm9WpgdqbujoQfvUqYJorWQghhPUkINuxzMxMTp8+zenT\np3MtT9m3Dy8g3MeHumVRMS8vDG5u1ElL4091FqlUmeVJCCHuirxDtmNRUVGWz5GRkbz44ot88skn\nfDl+PAAXyypvtEaDoW5d6gMV4uIASFc7egkhhLCOtJDt2M3Ll5mJKT1mrzZtOBMdjQv/ZNoKi4xk\nYhnVzaFRI9xPnmRYRgYAGWrvRSGEENaRFrKdSvz7b/z69WMu8DLwYXQ0HsAHQGtgJTD6nXfKrH6O\nI0cCUBeIA7LViSeEEEJYR1rIdipi6FBa377NSiAA6AYkAo7AGY2GkMREdDlSZd5rmv79meXhwdsp\nKSwDGsikEkIIcVekhWyHUm/fptGFC0QASf/5Dz2BdzEFY4BlWm2ZBmOzb6pXxwN4C3CXgCyEEHdF\nArIdGtSwIe5GI/tdXQls04YM4F/AF337Mh740k7Sv3l5eZGufnaTxCBCCHFXJCDboVoxMYBpWFPb\ntm3p1asXa9as4WTDhnwKKGVbPYuKasYuIYQQd88+mlrCQlEUAtTPVytUwMXFxZLm7ejRo2VXsXxo\nNBrL51atWpVhTYQQ4v4nLWQ7k5CQQCP1c7SXV77b5AyEZUlRTG31tm3b4iOJQYQQ4q5IQLYjP//8\nM5UrV6YREAM8oQ4tslfmgGwvNwhCCHE/k4BsRw4dOoQOeAhIqlqVCRMmlHWVCmUOyA4OchkJIcTd\nknfIdiQ+Pp4GmIY31e/TB+y85ens7AyAi4tLGddECCHuf9K0sSNxcXE8Zf6Sz7zFY8eOBWD58uX3\nrlKF+Pjjj+nRowcrV64s66oIIcR9T1rIdiQ+Lo5QQHF2RjNoUJ71TZo0wWg02s0721q1arFz586y\nroYQQjwQrArIer2e6dOnExkZiYeHB7NnzwZg2rRpODg40KBBA8syUXzekZE0BZQnnoACxvjaSzAW\nQghhW1YF5PXr1+Pu7k5YWBiXL1/m7bffRqfT8dprr9GmTRtmz57Nzp076dmzp63r+0BrevMmAJrB\ng8u4JkIIIe41q94hh4eH06VLFwDq1KlDREQEp0+fpk2bNgB06dKF/fv3266W5YRXcrLpQ4MGZVsR\nIYQQ95xVAblx48bs2bMHgGPHjhEdHY3RaLSsd3d3J9kcXMqx9PR0oqKiirWt0Wiksjq3MDVqlGKt\nhBBC2COrAvKgQYNwd3dnxIgR7Nq1i6ZNm+Lo6GhZn5qaiqcdzEZU1saMGUO1atWIjIwsctvk5GSq\nAQaNBvz8Sr9yQggh7IpVAfnEiRN06NCBtWvX8vjjj1OrVi0aN27MwYMHAfjtt98IDAy0aUXvR2Fh\nYQBs3LixyG3j4uKoAdx2dYUcNzdCCCHKB6s6ddWuXZslS5awfPlyPD09mTdvHqmpqcyaNYusrCzq\n1atHcHCwret633FyciI7O5sbN24UuW38rVu0AG56euJd+lUTQghhZ6wKyJUqVeLzzz/PtczX15fV\nq1fbpFIPChcXF1JSUoiLiyty27SrV9EBaZUqlX7FhBBC2B3J1FWKXF1dAbh161aR2yrqe+Z0b2kf\nCyFEeSQBuRQ5OZkeQBQnIDuovbEzZRpDIYQolyQgl6K0tDSgeAHZUQ3IWdLDWgghyiUJyKVEURRS\nUlIAuHr1aq5x2ncyGAzs+PJL02cJyEIIUS5JQC4ler0eg8HAQ0DT9HQunTtX4LZbt27FkgpEkoII\nIUS5JAG5lKSkpNAFOAccAqp16QIFDH9av369BGQhhCjnJCCXkpiYGGYAWuAA4HbrFixalGe7tLQ0\nvv32W6oDSYCzdOoSQohySQLyHeLj49m1axfHjh27q3Kiw8PpClz29qYzkOzsDOvWgaLk2u6PP/4g\nJSWFGsB1/hkqJYQQonyRgJzDrVu3aNSoET179qRNmzbExMRYXZZm1y50QFy7dji5uvK7mxtERcEd\n75KjoqJwAXyAG0hAFkKI8koCcg6HDh2yDFEyGAxcu3bNuoIMBhqtXw9Aaq9eNG7cmE0JCQBEfP45\nffr04eLFi4Aph/Xj6m5H1eMKIYQofyQg55CWlkYFYLG7O7eBih98YF1BH39M1Rs3+BKo1b8/LVq0\n4Dd11eGFC9m6dSu9evUCTK3yZ9R1J5o3p2HDhnd3EkIIIe5LEpBzSE1NZQvwSmoqnkDdr76C6OgS\nl2NcvRo98FGdOtSpU4fg4GDOAmeAQUAzICIigsuXL5Ny8yZ9gcyHHuLLv/9Gq9Xa8IyEEELcLyQg\n56C5epUuwBkfH6YDDoqC8sMPJSojIy0Nw7FjnAUCe/cGoLf696uAI7BY3bZhw4ZUO3cOVyCrf3/Q\naGxzIkIIIe47EpBzqH7kCABnW7Viq7rs5IoVfPTRR6SnpxerjBkjRqDV6zkBBAUFAeDp6ckbb7zB\nNuA3oAdQCcjKyqJyfDwA2kceseWpCCGEuM9IQM6h9okTAGQ9/jgngVtAjQMHmPbii8yZM6dYNUhH\niQAAIABJREFUZZz5/nsATgPdunWzLF+wYAETJ060vEsOVP/2uX0bACd5dyyEEOVauQ7IFy5cYNCg\nQZw/fx6Sk6lz+TJHAf8OHTAA7wPewMtApDo9YlEC1L/PAl5eXrnWDR06lCPq5zbq316xsQA4SkAW\nQohyzamsK1BWMjIyCAwMJDk5GUdHR1Z0746nwcAWoH+FCgAsA153cOBVo5FpOl2RZRoMBktAfnnp\n0jzrO3XqxEj1szkgN87O5gpQWz2mEEKI8qnctpAXLFhAcnIyADfWr8dh4kQMGg1hgLu7O7t27eKL\njRvxePJJfICMK1eKLDMxMZEAwAB0ffbZPOsdHR1ZtWsX14HOQDWgKnDaqdzeFwkhhFCV24D8xRdf\nUKFCBRyBlYAzMFhROIUpIHfv3p2BAweiVR8l64rxyDo+Pp5GwK0KFcDFJd9tunXvjlNwMH7AJ+qy\ng8VofQshhHiwlcuAnJaaSvvLl/lfpUpsBhphCsrfA02aNMEv55zEdesC4Ku2pgtz+9IlqgBxvr6F\nblclNBSAvpha07+4u1txFkIIIR4k5TIgpy5bxtfA4KtX6YNpesTv27ZFo9GwePFiNDnHA9erB0CV\ntLQiy80+dQqA5GrVCt+wa1f44Qe+qFCBMcBVCchCCFHulbuArNfrSZ43j0xgxZAh3N67l+sbN7L1\nzz+JjIy0jB22UFvI/hkZRZbt8scfAKSpQbxQTz7JQn9/VgPOzs4lPAshhBAPmnLXm+ij2bOZnJzM\nDiC5QwcqPvoo/dV11atXz7tDrVoYAP+srMILzsig/rZtJADGgQOLVRd3tWWsk3fIQghR7pWrFrKi\nKDguXw7AD4C/v3/RO+l0xOh01C5qFqavvsIjNZVPgLotWhSrPm5ubgCSv1oIIUT5Csh/bttGSGIi\nsZg6cTVp0qRY+910c6MGkF1Yx66dOwFY5eREzZo1i1WuOSDLlItCCCHKVUA+OHUqXpgycKUBDRo0\nKNZ+sWrSjsxz5wre6PRpUgGlbl2cijmu2ByQs7Ozi7W9EEKIB1e5Csiu168DEPLZZ/z000/Ffnd7\nq2JFALLOnuX69es88sgjbNu27Z8NDAaUs2c5A9QvQQpM86NqCchCCCHKVacuv8xMAJoEB9OkOO+P\nVYmVKgFgDA9nm17P4cOHCQ4OJiEhwZSv+tIlNJmZnKb4rW4wZe4CCchCCCHsuIUcHh7OV199ZdMy\nq+n1ZAMUNU74Drd9fADQnD+fa5KJ+fPnmz6cOWP6i5IFZPOj7ayienALIYR44NldQFYUhU2bNtGg\nQQNGjBhR7FmWiqOqwUC8Vgtqy7S4EmrU4BZQ4aefuH7hgmX5KTURCKdPm/4C6tevX+xyK1euDICr\nq2uJ6iOEEOLBY3cBee/evfTv39/yPTEx0SblGrKz8QMSrEjCUb1uXT4GnG7fpulff1mWZ6jJQrKO\nHwfgkosLrVu3Lna5b775Jv3792fevHklrpMQQogHi929Q46Kisr1PSkpySblZsTG4g4kWdEabdKk\nCaOB6Y6OdDp9Gq1Wi9FoNAXkmBiyf/yRLKDf5MmWVm9xeHl58d1335W4PkIIIR48dtdCNgfgdg0a\n4ILtAnKmOn1ikhV5o1u0aEE08KfBQAvAKSsLFxcXstPSYPBgXG/fZi7wSIcONqmrEEKI8sfuArLD\nxYucBP68cIFrgMOxYxw6dIiffvrprsrNUt9Fp3p4lHjfatWqUbduXY5geqTQEnBxceGJ6Gj4/XdO\nNm7Mv4GK6vAoIYQQoqTsKiAbDAZ85s+nKXDZ2xsf4OFPPmHQwIEMHjwYRVGsLjtbHYOc4elp1f5d\nunThiPo5EFNAfkRtvW9o0wYwPYIWQgghrGFXAfnsnj30AfYDKyZO5HvA7/JlmkdGkp6ezq+//mp1\n2cYbNwBIt7IV27lzZ0tAbge463R0SEuDWrW4aDQCEpCFEEJYz6pOXdnZ2YSGhnL9+nWcnJyYO3cu\nGRkZjB8/njp16gAwfPhwevfuXbJyd+zAAfgOqOvvz0Kgt/p9NNCtW7d8W8np6emMGTOGV199lXbt\n2uVb9vWjR6kJGNQxxSXVpUsXngWuAwOBxJQUvBSF1KAgbsfEABKQhRD5GzVqFJmZmYSFheW7fvTo\n0bi6urJnz54Cy6hRowa7du1i6dKl/PDDD2zfvr2UaivKilUt5F9//RWj0ci6det44YUX+OCDDzh5\n8iRjx45l1apVrFq1qsTBGEC7dy8Ae4C2bduyH+iFKe/0Cgq+e1ixYgVhYWG0b9++wLKTzp8HoGMx\np0a8U7169VCA/wHuwMuxsRiAwJUrSUxMRKPRUEHNeS2EEDkNHDiQ48eP55tXISoqioMHD9K7d2/2\n7t3L3r17Wb9+PRqNhuXLl1uWbdiwAQCNRoNGo7nXpyDuAasCcp06dTAYDCiKQnJyMlqtllOnTrF7\n925GjhzJjBkzSEtLK1mh2dlUO3GCJOAvoHnz5nh4ePAbEIYpCBY0N1NxemK7qTM1NejcuWT1Umk0\nGm7fvs2U+HhYtIhvfXx4CjgHHD16lNq1a+PgYFdvAIQQdiI4OBg3N7d8O6du3ryZypUr8+STT1K5\ncmUqV66Mt7c3iqLg6elpWVZJTeErHlxWRRB3d3ciIyMJDg7mzTffJCQkhJYtWxIaGsqaNWuoWbMm\nS5cuLVmhX35Jpdu3+Qo4fPQoWq2WsLAwPDw8cFFbvgWl3DAn6CiMZ1oamYCDt3fJ6pWzDE9P3CpV\ngqlTGQ+Yf7RSUlJ4/vnnrS5XCPFgc3FxoXfv3mzZsiXPus2bN/PUU09ZctuL8suqd8hffPEFnTt3\n5tVXXyU6OppRo0bx1VdfWZJiBAUF8c477xS/QL0eZs9G7+jIHIOBP9Se0H369CE5ORnlwAFo3552\nau7nixcv8r///Y+4uDjef/99MtVJI5wLycLlpdcT7+RENRs96rl165bls4uLiwRkIe6x119/nfXr\n15fJsYcMGcKiRYtKtM/AgQPZuHEj4eHhlhS7p06d4uLFiyxZsqQ0qinuM1a1kCtWrIiHOp63QoUK\nZGVlMWHCBI6rKST3799P06ZNi1/gqVNw/Tq/1azJTbXMnDQtWpANNMvORlEUXn/9debPn88nn3zC\nnj17LC1kFxeXfIs3Ggz4GY0kFrD+bo0cObJEGbqEEOVP69atqVWrVq5W8qZNm2jRogX16tUrw5oJ\ne2FVC3n06NH861//YsSIEWRnZzN16lQeeugh5syZg1arxdfXlzlz5hS/wIgIAMLVFq7nnWOFXV2J\ncnOjSVoaHy5bxhU16xbAyZMniY+PBwoOyBH79lEfSLVyDHJ+nn76ab755huaNWvG9OnTbVauEKJ4\nFi1aVOJWalkbNGgQGzZsYPLkyRiNRn766ScmTZpU1tUSdsKqgOzm5sbixYvzLP/666+tq8XFiwBE\nKAo6nS7fR8/XK1akXVoacydNIibH8tDQUMtnX1/ffIs/t2wZ9QGs7NCVnzVr1rB8+XLpaCGEKLZ+\n/fqxZMkSjh8/TkJCAqmpqfTp06esqyXshH10C1ZbyOezswscOnRFDbZDcyyrCxwAXlK/F9S5y+mX\nXwCo98ILNqisiVarlWAshCiRKlWq0LFjR7Zu3crWrVsJCgqyvP4Twi4CslFtIe++cqXAgDw/Lo4U\nIBQwt59nAm2BpcDTQGpqap79om7coPWtW8TqdFSyYQtZCCGsMWDAAHbu3Mnu3bsZNGhQWVdH2BG7\nCMhX9+whCtB6eTF+/Ph8t+n/7LN8BNQAhgCODg70VNclA58DupSUPPud/fprfIHrzZuDDKYXQpSx\nHj16kJSUhKenZ4GZBQFJ/lEOlfl8yFl6PTWyszkKTJ8+nSlTpuS73YwZM0ho2xaeeIL2wMUqVah5\n8yYbgQvANKBhPo+sNYcOAZCuTgAhhBBlSafTceDAgUK3qVGjBmfOnMl33UsvvcRLL72U7zpxfyvz\nFnLshQvoMOWIdnNzK3A7rVaLX/fuZGNKENJX7VH9O6Bp3BiAetnZefZzP3vWtH8hd6JCCCFEWSvz\ngJyg3gXeBDp16lT4xi4uHNdq6QBMv3SJDOBHoMuzzwJQV1EwGAy5dvG5do10wKtDB1tXXQghhLCZ\nMg/IyWoP64CuXWnevHmR2+/Q6SyfRwDhALVqAeAPZGVl/bNxZiY1EhI4DtSoXdtmdRZCCCFsrcwD\ncsbVqwBUbtasWNsv0+n4Evhfjx58qy5zrFEDg0aTNyBfuYJWUbio0+Hq6mrTegshhBC2VOYB2RgV\nBYBHgwbF2v52djb/BxzPEcBdPTxIcHHBH9Dr9f9sfP06AEk2zNAlhBBClIYyD8gO6iQN3sVsIZtb\nwFqt1rLM2dmZeDc3agD6HD2tD37/PQD6AjJ4CSGEEPaizAOyuYXspfaULkp+AdloNJLo7o4OyL55\nEwCDwcDG//4XABdJ3C6EEMLOlXlA9s3MJNvBAQc/v2Jtb+5FrdVqWbduHUOGDKFhw4bcNmf4ioxE\nr9ezbds2aqj7BKu9sIUQQgh7VeYBuQmQ9fDDUMLJuXU6HUOHDuWbb77BwcGB2+p7YiUykhdffJEn\nnnjCEpBryZAnIYQQdq7MA7Ij4NqrV7G3HzlyJAAdO3bMtTylYkUAHCIjWbFiBWBKs2l0cgIfH5vU\nVQghrDFq1CiGDh1a6PoJEyYwffp0AgICaNy4MQEBAXn+9OjRA4ClS5fSqwS/N/Nz/fp1AgIC+Ouv\nvwA4ePAgAQEBtGjRgpR80hDHxsbSuHFjmuXo71NQfRs3bszChQvzlPHjjz/edb3NQkJCmDVrluV7\n9+7dCQgIYN26dflu/+yzzxIQEMAPP/wA/HO++f3pkKMRt2/fPoYNG0br1q3p3r07CxcuJDMz0ybn\ncKcyT50JwGOPFXvTlStX8sYbb+QZs5yqzrzkqL5D1gAPAVSvDg5lft8hhCjHBg4cyPTp04mMjMTf\n3z/XuqioKA4dOsSyZcto164dU6dOBeDGjRs8/fTTfPzxx5bfdw7q7zKNRmOTXNf5laEoCr/88gtP\nPfVUruU///xzvmU88sgjLFmyBEVRci2/c6jp7t27mTFjBlWqVLnLWhdMq9Wybds2hg0blmv57du3\nOXDgQJ7z1Wg0fPfdd3mm7jVvd/bsWcaPH8/zzz/PwoULuXbtGjNnziQpKYl33nnH5vUv80ilaDTw\n6KPF3l6n0+WbQMQSkNVOYj2AKoBD9+62qKYQQlgtODgYNzc3fvrppzzrNm/eTOXKlenatSseHh5U\nrlyZypUr4+3tjaIoeHp6WpbZesrXO4MoQIcOHdi2bVue5Vu3bqVNPnMCaLVavL29LXU0/zGnQs7M\nzGTWrFlMmjSJOnXq2LT++dX90KFDJCYm5lq+fft2WrZsme8+lSpVylN3b29vADZu3EiTJk14+eWX\nqVWrFh07dmTy5Mls3rw5T1ZIWyjzgBzl7Q02GCec6e2NAXCNiMDd3Z3nzSsKmD1KCCHuFRcXF3r3\n7s2WLVvyrNu8eTNPPfUUjiXsR1MaNBoNwcHB7N27l7S0NMvy6OhoTp48Sc+ePQvZO39xcXFcvnyZ\nsLAwq/YviVatWuHj48OOHTtyLf/555/p06dPvjcghRk6dChvvvlmrmUajYasrCzS09Pvur53KvNH\n1mnqu9+75ejqylbgyfBweleoQH/A2Lw5DjKphBAPptdfh/Xry+bYQ4bAokUl2mXgwIFs3LiR8PBw\n6tevD8CpU6e4ePEiS5YsKY1aWqV9+/a4uLiwZ88e+vTpA5gC2qOPPoqnFY2n6tWrs3r1agB++eUX\nm9b1ThqNhl69erF9+3aGDBkCQHx8PIcPH2bRokXMmTOnROWZ/5/MsrOz+eKLL3j44Yfx8PCwWb3N\nyryFbDQPV7pLWq0W8yX9YXIyWsChf3+ZA1kIYRdat25NrVq1crWSN23aRIsWLahnR7kSHB0d6dmz\nZ67H1lu3brUE5zsdOHCAVq1a5fozbty4e1XdPB5//HH2799PcnIyADt27KB169aWx9A5KYpCcHBw\nrrq3bt2ayMjIPNsajUZCQ0O5ePFirs5ktlTmLWTFRmktb926xU7gNKahVAC0bm2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IMF2 = h2_series[:,-1]\n", "X2 = X1 - IMF2\n", "\n", "plt.plot(vti_dates, X0, color='k', label='VTI')\n", "plt.plot(vti_dates, X2, color='r', label='VTI - IMF1 - IMF2')\n", "plt.legend(fontsize=15, loc=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I want to automate this process more, so I'll now use the S stoppage rule (number of extrema and zero-crossings within one of each other, number of extrema and zero crossings does not change for 5 iterations)." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def calculate_next_IMF(X_i, S_finish=5, maxiter=50, extra_verbose=False):\n", " print(\"Calulating h_i0\")\n", " t = np.arange(len(X_i))\n", " S_accum = 0\n", " h_i = HHT_IMF_prototype(t, X_i, Niter=1).ravel()\n", "\n", " # Find number of maxima and zero crossings\n", " minima = sp.signal.argrelmin(h_i)\n", " if isinstance(minima, tuple):\n", " minima = minima[0]\n", " maxima = sp.signal.argrelmax(h_i)[0]\n", " if isinstance(maxima, tuple):\n", " maxima = maxima[0]\n", " # argrel doesn't pick points on the boundaries, fortunately\n", " zerocrossdown = np.logical_and(h_i[:-1] >= 0, h_i[1:] < 0)\n", " zerocrossup = np.logical_and(h_i[:-1] <= 0, h_i[1:] > 0)\n", " \n", " numextrema = len(minima) + len(maxima)\n", " numzeros = sum(zerocrossdown) + sum(zerocrossup)\n", " old_numextrema = numextrema\n", " old_numzeros = numzeros\n", " \n", " idx = 1\n", " while S_accum < S_finish:\n", " print(\"Beginning iter %s\" % idx)\n", " \n", " h_i = HHT_IMF_prototype(t, h_i, Niter=1, verbose=extra_verbose).ravel()\n", " \n", " minima = sp.signal.argrelmin(h_i)\n", " if isinstance(minima, tuple):\n", " minima = minima[0]\n", " maxima = sp.signal.argrelmax(h_i)\n", " if isinstance(maxima, tuple):\n", " maxima = maxima[0]\n", " zerocrossdown = np.logical_and(h_i[:-1] >= 0, h_i[1:] < 0)\n", " zerocrossup = np.logical_and(h_i[:-1] <= 0, h_i[1:] > 0)\n", " \n", " numextrema = len(minima) + len(maxima)\n", " numzeros = sum(zerocrossdown) + sum(zerocrossup)\n", " \n", " test1 = np.abs(numextrema - numzeros) <= 1\n", " test2 = numextrema == old_numextrema\n", " test3 = numzeros == old_numzeros\n", " \n", " old_numextrema = numextrema\n", " old_numzeros = numzeros\n", " \n", " if test1 and test2 and test3:\n", " print(\"Passed S\")\n", " S_accum += 1\n", " else:\n", " print(\"Failed S\")\n", " S_accum = 0\n", " if idx == maxiter:\n", " print(\"Reached maxiter\")\n", " break\n", " idx += 1\n", " return h_i, idx" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calulating h_i0\n", "Beginning iter 1\n", "Failed S\n", "Beginning iter 2\n", "Failed S\n", "Beginning iter 3\n", "Failed S\n", "Beginning iter 4\n", "Failed S\n", "Beginning iter 5\n", "Passed S\n", "Beginning iter 6\n", "Failed S\n", "Beginning iter 7\n", "Passed S\n", "Beginning iter 8\n", "Passed S\n", "Beginning iter 9\n", "Passed S\n", "Beginning iter 10\n", "Failed S\n", "Beginning iter 11\n", "Failed S\n", "Beginning iter 12\n", "Failed S\n", "Beginning iter 13\n", "Failed S\n", "Beginning iter 14\n", "Failed S\n", "Beginning iter 15\n", "Failed S\n", "Beginning iter 16\n", "Failed S\n", "Beginning iter 17\n", "Failed S\n", "Beginning iter 18\n", "Failed S\n", "Beginning iter 19\n", "Passed S\n", "Beginning iter 20\n", "Failed S\n", "Beginning iter 21\n", "Failed S\n", "Beginning iter 22\n", "Passed S\n", "Beginning iter 23\n", "Passed S\n", "Beginning iter 24\n", "Passed S\n", "Beginning iter 25\n", "Passed S\n", "Beginning iter 26\n", "Passed S\n", "Calulating h_i0\n", "Beginning iter 1\n", "Failed S\n", "Beginning iter 2\n", "Failed S\n", "Beginning iter 3\n", "Failed S\n", "Beginning iter 4\n", "Failed S\n", "Beginning iter 5\n", "Failed S\n", "Beginning iter 6\n", "Failed S\n", "Beginning iter 7\n", "Failed S\n", "Beginning iter 8\n", "Passed S\n", "Beginning iter 9\n", "Passed S\n", "Beginning iter 10\n", "Failed S\n", "Beginning iter 11\n", "Failed S\n", "Beginning iter 12\n", "Failed S\n", "Beginning iter 13\n", "Passed S\n", "Beginning iter 14\n", "Passed S\n", "Beginning iter 15\n", "Passed S\n", "Beginning iter 16\n", "Failed S\n", "Beginning iter 17\n", "Passed S\n", "Beginning iter 18\n", "Passed S\n", "Beginning iter 19\n", "Passed S\n", "Beginning iter 20\n", "Passed S\n", "Beginning iter 21\n", "Passed S\n" ] } ], "source": [ "# Redoing the calc of IMF1 and 2 above, since it's difficult to check IMF1 by eye\n", "# to ensure we're stopping appropriately.\n", "IMF1, _ = calculate_next_IMF(X0)\n", "X1 = X0 - IMF1\n", "IMF2, _ = calculate_next_IMF(X1)\n", "X1 = X0 - IMF1" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calulating h_i0\n", "Beginning iter 1\n", "Failed S\n", "Beginning iter 2\n", "Failed S\n", "Beginning iter 3\n", "Failed S\n", "Beginning iter 4\n", "Failed S\n", "Beginning iter 5\n", "Failed S\n", "Beginning iter 6\n", "Failed S\n", "Beginning iter 7\n", "Failed S\n", "Beginning iter 8\n", "Passed S\n", "Beginning iter 9\n", "Failed S\n", "Beginning iter 10\n", "Failed S\n", "Beginning iter 11\n", "Failed S\n", "Beginning iter 12\n", "Failed S\n", "Beginning iter 13\n", "Failed S\n", "Beginning iter 14\n", "Failed S\n", "Beginning iter 15\n", "Failed S\n", "Beginning iter 16\n", "Failed S\n", "Beginning iter 17\n", "Failed S\n", "Beginning iter 18\n", "Failed S\n", "Beginning iter 19\n", "Failed S\n", "Beginning iter 20\n", "Failed S\n", "Beginning iter 21\n", "Failed S\n", "Beginning iter 22\n", "Failed S\n", "Beginning iter 23\n", "Failed S\n", "Beginning iter 24\n", "Failed S\n", "Beginning iter 25\n", "Failed S\n", "Beginning iter 26\n", "Passed S\n", "Beginning iter 27\n", "Failed S\n", "Beginning iter 28\n", "Failed S\n", "Beginning iter 29\n", "Passed S\n", "Beginning iter 30\n", "Passed S\n", "Beginning iter 31\n", "Failed S\n", "Beginning iter 32\n", "Failed S\n", "Beginning iter 33\n", "Failed S\n", "Beginning iter 34\n", "Passed S\n", "Beginning iter 35\n", "Passed S\n", "Beginning iter 36\n", "Passed S\n", "Beginning iter 37\n", "Passed S\n", "Beginning iter 38\n", "Failed S\n", "Beginning iter 39\n", "Failed S\n", "Beginning iter 40\n", "Passed S\n", "Beginning iter 41\n", "Passed S\n", "Beginning iter 42\n", "Passed S\n", "Beginning iter 43\n", "Passed S\n", "Beginning iter 44\n", "Passed S\n" ] } ], "source": [ "IMF3, _ = calculate_next_IMF(X2)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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V8eKLLwIAnnnmGel2LBnJfuxsNlv0uhcbuZwkNuqORO+rBoHbtl10XEPglQER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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dummy_t, IMF3, color='k')\n", "plt.title(\"IMF3\", fontsize=20)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calulating h_i0\n", "Beginning iter 1\n", "Failed S\n", "Beginning iter 2\n", "Passed S\n", "Beginning iter 3\n", "Passed S\n", "Beginning iter 4\n", "Passed S\n", "Beginning iter 5\n", "Passed S\n", "Beginning iter 6\n", "Passed S\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GypUrUVBQgLVr16KpqUnothFCCLGBWq1GbW2tYF3aTGJiIioqKqDX6wW9rr28MZyltrxo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\nwhkAAJshnAEAsBnCGQAAmyGcAQCwmf8Bh193JPQzLEkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X3 = X2 - IMF3\n", "IMF4, _ = calculate_next_IMF(X3)\n", "plt.plot(dummy_t, IMF4, color='k')\n", "plt.title(\"IMF4\", fontsize=20)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calulating h_i0\n", "Beginning iter 1\n", "Failed S\n", "Beginning iter 2\n", "Passed S\n", "Beginning iter 3\n", "Passed S\n", "Beginning iter 4\n", "Passed S\n", "Beginning iter 5\n", "Passed S\n", "Beginning iter 6\n", "Passed S\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iPBmTc8uWLW0cyQOOPmObyZmIiHKVlZWFnTt3olKlSggJCbF1OADYciYiokLu4MGDSElJ\nwfPPP2/rUEzYciYiokJNa13aAFC6dGk4Ozuz5UxERIXTtm3boNfr0axZM1uHYuLk5ISyZcuy5UxE\nRIVPUlISDhw4gHr16sHX19fW4TykTJkySEhIcMi1zkzORET0RLt27UJOTo6murSNgoODISK4du2a\nrUNRHJMzERE9kRbHm42Cg4MBAFevXrVxJMpjciYioifatm0bPD09Ub9+fVuH8ghjco6Pj7dxJMpj\nciYiose6cuUKYmNj0bRpU7i6uto6nEeULl0aAFvORERUiGzfvh2ANru0AXZrExFRIaTl8WaAyZmI\niAoZg8GA7du3IygoCFWqVLF1OI9VvHhxODs7MzkTEVHhcOLECSQmJuL555+HTqezdTiP5eTkhKCg\nICZnIiIqHLTepW0UHByMv/76Czk5ObYORVFMzkRE9AjjZDAtHXbxOMHBwcjJyUFCQoKtQ1EUkzMR\nET0kIyMDu3fvRvXq1VGyZElbh5Mr43IqR1vrzORMREQPiYmJQUZGhua7tAHHnbHN5ExERA8xjjdr\nvUsbYHImIqJCYvv27XB1dUXjxo1tHUqejMn5ypUrNo5EWUzORERkcuvWLRw5cgTPPfccPD09bR1O\nnoKCggDA4U6mYnImIiKTn3/+GSJiF+PNAEwT1q5fv27jSJTF5ExERCb2sr7ZqEiRIvD19WVyJiIi\nxyQi2L59O/z8/FCrVi1bh5NvJUuWZHImIiLHdOHCBcTFxaF58+ZwcnKydTj5VrJkSdy8eRNZWVm2\nDkUxTM5ERATAfnYF+zfjuPONGzdsHIlymJyJiAiA9s9vfhJjcnakGdvO5tyUnZ2NcePGIT4+HllZ\nWYiOjkbz5s2Vjo2IiKwkJycHO3bsQGhoKMqXL2/rcAqkVKlSABxrxrZZyXn9+vXw8/PDzJkzkZSU\nhI4dOzI5ExHZsSNHjuDOnTuIiorS7BGRT+KIy6nMSs5t2rRB69atATw4kNvZ2axiiIhII+xpy85/\nY3L+f+7u7gCA1NRUDB06FMOGDVM0KCIisq7t27dDp9PZZS+oIyZnsyeEXbt2DX369EGnTp3wwgsv\nKBkTESngjz/+wNatW5Genm7rUEjj0tPTERMTg2eeeQYBAQG2DqfAHDE5m9VyvnnzJvr164eJEyfi\n2WefVTomIqs6dOgQ9u7dC09PT0RGRiI0NNTWIVlERDBmzBh8+OGHAIBy5cph69atqFixoo0jI63a\ns2cPMjMz7bJLGwACAgLg5OTkUMnZrJbz/PnzkZycjLlz56JXr17o3bs3MjMzlY6NSFV37txBly5d\nUK9ePQwfPhxvvvkmwsLCMHHiRIiIrcMz26JFi/Dhhx8iPDwcr7/+Oi5evIgOHTrwZ5SeyJ7HmwFA\nr9ejRIkSDrWUCmIFV65ckbCwMLly5Yo1qiPK0927d6VOnToCQCIiImT58uXyxRdfSEhIiACQ6Oho\nMRgMtg6zwJKTkyUwMFC8vLwkLi5ORESio6MFgHzyySc2jo60qkaNGuLm5ibp6em2DsVstWrVEg8P\nD8383Fqa97gJCRU6IoLXXnsNhw8fxmuvvYadO3eie/fuiI6OxuHDh1GzZk3MmzcPCxcutHWoBbZo\n0SIkJiZi5MiRCAkJAQB88MEHcHd3x6effors7GwbR0hak5CQgOPHj6NRo0amyb72qGTJkkhPT0dq\naqqtQ1EEkzMVOkuXLsXatWsRERGBBQsWQK//+8cgICAAP/74I3x9ffHWW2/h0qVLNoy0YEQECxcu\nhLOzM6Kjo02vFytWDH379sWlS5fwww8/2DBC0qIdO3YAsL9dwf7N0SaFMTlToZKSkoLRo0fDw8MD\nS5cufezm/iEhIZg9ezbu3buH//znPzaI0jxHjhzB8ePH0b59e5QoUeKh99566y0AwJIlS2wRGmmY\nvY83GznaFp5MzlSozJw5EwkJCRgzZoyp2/dxXnnlFdSpUwfLly/HkSNHrBih+VasWAEA6Nu37yPv\nVa5cGdWrV8fWrVuRkpJi5chIq+T/j4j09/dHzZo1bR2ORYoXLw4ASExMtHEkymBypkIjOTkZn332\nGYoXL46RI0fmeq1er8eUKVMAAB999JE1wrPYTz/9BHd39yd2T3bu3BmZmZnYuHGjlSMjrTp37hyu\nXLmCFi1a2NURkY8TGBgIgMmZyO58+eWXSE5OxtChQ+Hh4ZHn9S1btkT16tWxatUqXL582QoRmu/i\nxYs4ffo0WrRo8cRJPV26dAEA/Pjjj9YMjTTMUbq0gb9bzo5ybCSTMxUKmZmZ+OSTT+Dp6YkBAwbk\n6x6dTodhw4YhJycHX331lcoRWuann34CALRt2/aJ11SrVg1BQUH45Zdf7HodNynHXs9vfhy2nIns\n0Pfff4/4+Hj0798ffn5++b7vpZdegre3NxYtWoScnBwVI7SMccat8UCax9HpdGjatCkSEhJw5swZ\na4VGGpWdnY0dO3agfPnydndE5OMwORPZIWPLd9CgQQW6z9PTEy+99BKuXLliSoBaIyLYvXs3ypYt\nm+fWo82aNQMA/PLLL1aIjLTs8OHDSE5OdohWMwDTnuBMzkR24sKFC9i5cyeaNm1q1v7Sffr0AQCs\nXLlS6dAUcfr0ady6dQuNGzfO89qmTZsCYHImYOvWrQAco0sbAFxdXeHr68sxZyJ78fXXXwMA+vXr\nZ9b9DRs2RIkSJbBu3TpNdm3v3r0bAPKVnCtUqIBSpUph//79aodFGrd582Y4OTnZ/eYj/xQYGMiW\nM5E9yMnJwaJFi+Dj42OarVxQer0eHTt2xM2bN7F3716FI7Tcnj17AAARERF5XqvT6VC3bl3Ex8c7\nzGYNVHC3b9/GgQMH8Oyzz8LX19fW4SgmMDAQN2/ehMFgsHUoFmNyJoe2e/du/PXXX+jWrZtF+wZ3\n7twZADS5/eXBgwfh5+eH8PDwfF1ft25dAA/GHKlw2r59OwwGQ64TCO1R8eLFkZOTg7t379o6FIsx\nOZNDM44Td+/e3aJymjZtCh8fH/zwww+aWoZ0+/ZtnD9/HnXq1IFOp8vXPcbkfOjQITVDIw3bvHkz\ngNxn99sj44xtRxh3dsjkfO/ePSxbtgz9+/dH165dMX78eMTGxto6LLKy7OxsrFmzBiVKlMjXeGxu\nXF1d0a5dO1y+fBnHjx9XKELLGVu/xoSbH7Vr1wbA5FxYiQg2b96MgIAA1KpVy9bhKMqRllM5XHL+\n6aefEB4ejldeeQVfffUVVq9ejalTp6JKlSoYMWIEsrKybB2iRVJSUnDu3DmH6LZR244dO3Dz5k1E\nRUUpsjVhmzZtAPw9y1ULjAm2IMk5ICAA5cqVw+HDhzXVC0DWcfLkSVy7dg2tWrV66EQ2R8DkrFFT\npkxBu3btkJCQgBEjRuDYsWOIj4/HqlWrEBYWho8//hhdunSxywR96dIldOvWDQEBAQgLC0OxYsXQ\npk0b9gjkYtWqVQCAbt26KVKecVarvSdnAKhTpw5u3rxpV0dikjK2bNkCwPG6tAEHO/xCrODKlSsS\nFhYmV65cUa2OadOmCQAJCQmRY8eOPfJ+cnKytGzZUgDIa6+9plocatiyZYt4e3sLAHnqqafktdde\nk/r16wsA8fDwkJ9//tnWIWrO/fv3xc/PT0qXLi05OTmKlfvMM8+Iq6urpKWlKVamJYKCgiQoKKjA\n982cOVMAyKpVq1SI6vFOnDgho0aNkujoaFm7dq0YDAar1U1/a968uQCQhIQEW4eiuK1btwoAef/9\n920disV5zyGS88KFCwWAlClTRi5duvTE61JTU6VOnToCQL755htVYlHali1bxMXFRdzc3OTrr782\n/UIzGAyyYsUKcXV1FXd3d/ntt99sHKm2bNq0SQDI0KFDFS13zJgxAkA2bdqkaLnmiI+PFwDSoUOH\nAt+7Y8cOASBjxoxRIbJHzZ07V5ycnASA6c8LL7wgd+7csUr99EBKSoq4uLhI7dq1bR2KKo4ePSoA\nZMiQIbYOxeK8Z/fd2kePHsXAgQPh7++P7du3o2zZsk+81tPTE6tWrYKPjw/eeustxMfHWzHSgouN\njUXXrl2h1+uxadMmvPrqq6YZuTqdDt26dcOqVatw7949dO3aFUlJSTaOWDvWr18P4O8lUEqJjIwE\n8HfXoC2Z26UNwHR277FjxxSN6XG2b9+OQYMGISAgAD/88AMOHjyIli1bYuPGjWjfvj3S09NVj4Ee\n+OWXX5CVleWQXdqAY40523XLOTk5WSpWrCgA5Keffsr3fV9++aUAkK5duyoaj5KysrKkdu3aAkC+\n/fbbXK8dO3asAJC33nrLStFpm8FgkNKlS4u/v79kZWUpWnZGRoa4u7vLU089pWi55pg0aVKBv/f/\nKSQkREqUKKFwVA9LSkqSEiVKiIuLixw8eND0enZ2tnTr1k0ASP/+/VWNgf42cOBAASB79uyxdSiq\nuH//vgCQFi1a2DqUwt2tPXjwYAEgo0aNKtB9OTk58txzz2mme/JxpkyZIgCkV69eeV6bkZEhYWFh\notfr5ejRo1aI7lFXr16VDz74QKKioqR///6yYcMGRcd6C+Lw4cMCQHr37q1K+c8//7wAkMTERFXK\nz68uXboIALl69apZ93fs2FEAyF9//aVwZH8zfoB43BhgRkaG1KxZUwDIunXrVIuBHjAYDBISEiI+\nPj6SmZlp63BU4+PjI9WrV7d1GIU3Oe/fv190Op1UrlxZMjIyCnz/iRMnRK/XS/Xq1W2WRJ7k7Nmz\n4urqKqVKlZLbt2/n654tW7YIAHnuueesPtHmyy+/FA8Pj4fGEwFI48aNVZ0E+CQTJ04UALJ69WpV\nyp88ebIAkDVr1qhSfn5VrFhR/P39zf56v/feewJANm7cqHBkD9y5c0eKFi0qAQEBkpKS8thrTp06\nJS4uLhISEqKZSXaO6vjx4wJAunfvbutQVFWxYkUpWbKkrcMonGPOWVlZeOONNyAimD9/Ptzc3Apc\nRvXq1dGrVy+cPHkSy5cvVyFK840dOxaZmZmYPXt2vs8ejoyMRKdOnbBv3z7873//UznCv82aNQv9\n+/eHu7s75s2bh8uXL+PXX39Fhw4dsHv3bjRs2NDqy3XWr18PV1dX0/iw0po0aQIA2Llzpyrl50dq\naiouXLiAp59+Ot87g/3bM888A+DBvA01LF26FMnJyRg+fDi8vLwee03VqlUxbNgwXLp0CbNmzVIl\nDnpgw4YNAID27dvbOBJ1BQQE4ObNm/a/hl/RjwpPoHTL+aOPPhIA0q9fP4vKuXjxori4uEj58uXl\n/v37isRmqZiYGAEgDRo0KHCL6NSpU6LT6aRmzZpW6Q343//+JzqdTkqXLi2xsbEPvWcwGEwtzPDw\ncElOTlY9HhGRuLg4ASCtW7dWrY6MjAwpUqSIPP3006rVkZdff/3V4tnoly5dUm3uhcFgkOrVq4uz\ns7Ncv34912uTk5MlICBAfHx8OHtbRfXr1xcnJ6d898bZq7Zt2woAq/3OeZJC13K+desWJk+eDD8/\nP8ycOdOiskJDQ/Hmm2/izz//1EzreezYsQCADz/8sMAtoqpVq6JHjx44duwY1q5dq0Z4JomJiejT\npw/c3Nywfv16hIWFPfS+TqfDO++8g2HDhiE2Nhb9+/dXNR4jY+ugQ4cOqtXh5uaGBg0a4OTJk7h9\n+7Zq9eTGuIXo008/bXYZZcqUgb+/vyot599++w0nT55Ehw4dUKJEiVyv9fb2xujRo5GUlIRPP/1U\n8VgISEhIwMGDB9GoUaN898bZq2LFigF4kCvsmd0l58mTJyMpKQkTJkyAv7+/xeWNHj0azs7OmDFj\nhs2PGdu3bx/27NmDF154AQ0bNjSrjHfffRd6vR7vv/++qs8zYsQI3Lp1C9OmTct1f94ZM2bgueee\nw8qVK1X/wAD8vYSqXbt2qtbTpEkTiIjpuEZrO3HiBADLkrNOp0PNmjVx/vx5pKSkKBUagL8PHOnd\nu3e+rh84cCACAwPxySef4M6dO4rGQg+2NRYRh+/SBpicbeL8+fOYO3cuypcvj4EDBypSZpkyZdCz\nZ0+cPn3aqmO1j/PRRx8BePCBwVyVKlVCjx49cPLkSdWe5/jx41i6dClq1aqFIUOG5Hqti4sLFi5c\nCFdXVwzF4iZyAAAgAElEQVQePBhpaWmqxAQASUlJ2LlzJ2rXro3g4GDV6gH+HnfetWuXqvU8yYkT\nJ6DX6/HUU09ZVI5x3FnJwzxEBKtXr4a3t3e+x/09PT0xatQoJCcnY86cOYrFoqaUlBTMmzcPPXv2\nxIsvvohx48bhwoULtg7rsQrLeDMAU6PN3pOzXY05R0VFqbLl4KlTpwSAPPvsszbbUvDs2bOi0+mk\nbt26FsdgfJ569eqp8jzG9akFWV/7zjvvCACZMmWK4vEYrVixQgDIpEmTVKvD6N69e+Lm5ibPPPOM\n6nX9m8FgEB8fH6lcubLFZS1dulQAyH//+18FInvAuJStR48eBbovOTlZfH19JTAwUNLT0xWLR0Qk\nISFB/vjjD8WWEK1atUoCAwMfWaGg1+tlypQpmloBcu/ePfHw8JCwsDBbh2IVc+fOFQDy3Xff2TSO\nQrOUav/+/aom0BdffFEAyK5duxQvOz+io6MFgKxcuVKR8jp37iwAZOvWrYqUZxQbG2uadFaQr8Pd\nu3elWLFiUrRoUbl586aiMRn16NFDAFhtrXfjxo1Fp9NZfRKTcdLbSy+9ZHFZv//+u+L7zU+YMMHs\npWzjx48XADJnzhxFYrlz54688sorpuQZFBQkc+fONft3iMFgMK3ddnd3l3fffVfOnTsniYmJ8t13\n30lwcLBp+0it7B2+ceNGASAjRoywdShWsXLlSsU/cJrDJsnZYDDIxIkTpVu3btKrVy+5fPmyqkEa\nDAZp0qSJAJDdu3ebVUZe9u7dKwCkU6dOqpSfmxs3bkiRIkWkXLlyiu1o9dtvvwkAadKkiSLlGb36\n6qtm917MmjVLAMjo0aMVjUlEJDMzU3x9faVs2bJW+6Vo7A0wd4cuc61fv16xXoisrCxxc3OTWrVq\nKRDZA7Vr1xYXFxdJSkoq8L0JCQlSpEgRCQ0Ntfhn4ebNm1K1alUBIDVr1pTevXuLp6enqVVvTit6\n1KhRAkBCQ0Pl9OnTj7x/48YNqVatmgCQ2bNnWxS/Ut58800BIDt37rR1KFaxfft2q/Wg5cYmyXnr\n1q0yduxYERE5duyYDBgwINfrLQ1y8+bNAkDatm1r1v35YTAYpHbt2qLX6+XixYuq1fM47777rgCQ\nzz77TNFy27Rpo+hWfXFxceLs7Czh4eGSnZ1d4Pvv3bsnpUqVEm9vb7l7964iMRn9/PPPAkAGDx6s\naLm5MW78YvxZsBbjErUNGzYoUl6dOnXE1dVVkS7f69evCwBp1qyZ2WUMGDDA4m7JrKwsadiwoQCQ\nQYMGmRJ9fHy8aXfA7t27F+j7eM6cOQJAqlSpIvHx8U+87urVqxIYGChubm5y8uRJs59BCdnZ2VK8\neHEJDAw062fWHhkPv7D1dsY2Sc7Tpk17qLUQERGR6/WWBJmTkyO1atUSAI89ClJJS5YsEQAycuRI\nVev5p7S0NAkICBA/Pz9JTU1VtGxjb4BSa36N26UuWrTI7DKmTp0qAOSjjz5SJCajoUOHCgDZtm2b\nouXmJjk5WfR6vTRs2NBqdYqIdO3aVQDkegJbQfTv318AyPHjxy0ua9GiRQJAPvzwQ7PLuHDhguj1\neqlRo4bZvSDG77OuXbs+Mv6bmpoqjRo1Mu2VkJ86Nm/eLE5OThIYGCh//vlnntcbezfM2a9ASTt3\n7hQA8sYbb9gsBmszrt/v2bOnTeOwSXIeP378Q93LzZo1y3UChCVBGscPXn75ZXNCLZCMjAwpUaKE\n+Pr6Kp4on8Q4eWH8+PGqlN+0aVMBIIcPH7aonOvXr5u6Gy1pYd26dUs8PDykTJkyinXhGwwGCQ0N\nlaJFi1p9M5natWuLq6ur4hOYchMeHi6+vr6K/dI3tggXL15scVnGyYK///67ReV0797d7L3vT548\nKS4uLlKyZEm5devWY69JSkoyHSwzYcKEPMsrWrSouLm5yb59+/Idh3Hex4oVKwoUv5KMH6iVnnui\nZampqapvRJQfNms5//OHJq9xTXODzMrKkrCwMHF2dpZz586ZE2qBGbuYv/jiC9Xrys7OlooVK4qr\nq2ueuyiZa9u2bYqMpY8ePVoAyNy5cy2OadCgQYpOfjtx4oTN9gweNmyYVcfz0tLSRK/XS+PGjRUr\nc9++fQJA3n77bYvKycrKUmzc/8iRIwJAmjZtWqD7MjMzTUl3/fr1uV57/fp1qVChQq7f15cvXzZN\n8lq+fHmBYjl//ry4urpKSEiI3Lt3r0D3KiEnJ0dKlSol/v7+Dn3Qxb8ZDAZxc3OTunXr2jQOmyTn\nLVu2mMbZjh49mueRb+YGaTzaMTo62pwwzXLt2jVxcXGRKlWqqN4dtWbNGgEgr7/+ump1GAwGqVev\nnkWtmVu3bomXl5eUKlVKkV8yp0+fFgDSsmVLi8sSEfnggw9stnRi7dq1AkAmT55slfoOHjyo+Nh6\nSkqK6HS6AifCfzMmeaW6UFu1aiUA5Ndff833Pcbx+D59+uTr+vPnz0vx4sVFp9M9MlwTHx9vmlA2\nc+bMgoRuMnLkSAEgn376qVn3W8K4FfCrr75q9bptLSgoSCpUqGDTGGw+W7tbt255jsGYE2R6erqU\nLl1a3N3dc518oQbj0gu1u4IaNGggAB4761NJxvEvc8dgjKcXKTlObBzzy8/4XV7q1q0rzs7ONtmX\n+caNGwJAIiMjrVLfV199JQDkyy+/VLRcJbrKjUuMlDoNbMeOHQXq9Tl27Ji4uLhIUFBQgb4XDh8+\nLL6+vgJABgwYIGfOnJHly5ebWszDhg0z+/8lMTFRPDw8pHTp0madnmcJY6+OtVcTaEG1atXE19fX\npjE47Dpn4+EWaiy7yYuxddKuXTvV6jBO1mrfvr1qdRgZDAZ5+umnRa/XF3h4IDk5Wfz8/MTf3/+J\nx/6ZwzhxKK/xvrzEx8cLYNvD1StXrixeXl6KjaHnZsiQIQJADhw4oGi5xrFiS1YqNGzYUPR6vWIH\nKxgMBqlbt67odDo5depUrtdmZGRIjRo1BDDvCMw//vhDwsPDH9pQxMnJSaZPn25xD9qIESMEgMyf\nP9+icgoiOztbgoKCxMfHx+ofCrTAuPTWGj+TT+KQyTkxMVF8fX3Fx8fniRM61Pbss8+KTqdTbazb\neNC9Wuu2/824e1ZBu9BnzpypyprB1NRU8fb2luDgYIuWeHzxxRc2X1P6xhtvCAA5dOiQ6nU1adJE\ndDqd4hMWp0+fLgBk7dq1Zt2flJQkTk5OUr9+fUXjWrdunQCQNm3a5HqdMQFaMkR0//59WbBggfTu\n3VtGjhyp2M/+X3/9JW5uboruY5AX41rfvIYcHZVxMt6NGzdsFoNDJueBAwcKAPn4449VjuzJli9f\nLoBlR/I9iXGXLbW213yc7OxsCQsLExcXl3wvwTEe5Ve0aFFVjpkzbo5gTkvHqFmzZgIgz41w1GTc\nAlPt71eDwSB+fn6qbMNo3Etg4sSJZt3/448/KtIT8m8Gg0FatGghAOSHH3547DWbNm0SABIWFma1\nVRYFZfxeV6rLPy99+/YVwHY7HtqacXmg2kOGuXG45Hzy5EnR6/USFhZm0zOWMzMzJSgoSLy8vBTf\nMMP4g/r9998rWm5eFi9ebFr7mR/GyTXvv/++KvEcOnTIopnk165ds8k6438zbqep9u5yly9fFgAS\nFRWleNnGzUPMHWYxzsBXoyfo1KlT4ubmJv7+/o98CDty5Ih4e3uLq6urxcsF1WScBGmN79W0tDTx\n8vKSkJAQTe3xbU1jx44VALJ3716bxeBQydlgMMjzzz+vmUkM06ZNs3hDhX8zrhcuX7681XfsycnJ\nMU1Cy6u1euvWLfHx8ZFixYqpdmi5wWCQGjVqiLOzs1lLyT7//HObd2kblSlTRgIDA1XtCdmwYYOq\nH5ZKlSolZcqUMeveSpUqiZeXl2pLdoz7AVSqVEnOnTsnOTk5snz5cvH29hZA+cNw1GDcse/gwYOq\n1mPs9Rs3bpyq9WiZcTgur+V0anKo5GzcoSuv8SVruX37tnh6ekpwcLBiv3SMn+iU2ti/oI4fPy5O\nTk5Srly5XPc+No6jKr2T17/997//NXupivHgiatXr6oQWcH07NlT9W4045KxdevWqVK+MXkU9GCS\nixcvCgB58cUXVYlL5MEHuf/85z+miVrFihUTAOLm5mbTTT4KYuvWrQIU/LSugnrhhRcEgPzxxx+q\n1qNlCxcuFADyzTff2CwGh0nO169fF39/f/H09LT63ta5eeuttwSAfPvttxaXdefOHfH29pYSJUrY\nZFMCo3Hjxpm6Rx/X0jNu+ffUU0+pvnnB7du3xc3NTcLCwgrU6rx8+bLodLo8t461lnnz5qk+I9e4\nbWdcXJwq5Ru/L7Zv316g+xYsWCCAdU4BWr58uTRs2FAqVaokffv2ldjYWNXrVIrBYJCnnnpKnJ2d\nVftAGR8fL05OTlK7dm1VyrcXxjkQajcucmNpctZDAwwGA/r374/bt29j+vTpCA0NtXVIJm+//Tb0\nej1mzZoFEbGorDlz5iAlJQUjRoxAkSJFFIqw4CZNmoSIiAisXr0ab731FgwGg+m9uLg4vPTSS3B2\ndsaXX34JFxcXVWPx8/NDVFQUzp49i7179+b7vm+++QYigj59+qgYXf5FREQAAPbs2aNaHcePH4ev\nry/Kli2rSvk1a9YEABw5cqRA923btg0AEBkZqXhM/9a9e3fs3bsXZ8+exTfffIOwsDDV61SKTqfD\n22+/jezsbHz++eeq1LFw4ULk5OSgf//+qpRvL4oVKwYAuHXrlo0jsYCiHxWeIK9PEMZN6lu0aKHJ\nCQxRUVECQHbs2GF2GampqRIQECC+vr6qjeEWRGJioulou2bNmsmPP/4o3377rRQvXlwA5U/Iyo1x\ns4nevXvn6/qcnBwJCQkRT09PTfxfijxoFRUrVkxCQkJUKT81NVV0Op2i23b+m3HCWYcOHfJ9T3Z2\ntvj5+Vn1qE57lp6ertpBN9nZ2VKmTBnx8vLSzM+Frfzxxx+K7lZnDrvv1t6wYYPo9XoJDg626Zq0\n3Pz6668WbzdpnKCg9FITSyQmJkr79u0f2Xjhs88+s+ov2pycHKlQoYK4u7vna2a8ceyuX79+Vogu\n/zp06CCAcqdF/ZPxe3DIkCGKl/1PoaGh4u/vn+8PycYNe9TcgtbRTJgwQQDl9+//3//+Z/OEpBXX\nrl0r0MoUNdh1t/b69esRFRUFNzc3rF69GoGBgbYM54nq16+P5s2bY9u2bQXqejW6e/cupk2bBl9f\nXwwbNkyFCM0TEBCAdevWISYmBu+99x6mTp2KU6dOYciQIdDpdFaLQ6/Xo1+/frh37x4WL16c5/UL\nFiwAALz++utqh1YgjRs3BqBO1/bx48cBADVq1FC87H+KiIjA7du3cfr06Xxdv2nTJgDW6dJ2FAMH\nDoSrqys++eSTh4aULDVnzhwAwJtvvqlYmfbKz88PAHDnzh0bR2IBhT8sPJbxE8TixYslOztbLl++\nbJpo5e7ubhfHmRk3kTfncADjLNMZM2aoEJljSEhIMB1JmdsuSufOnRO9Xi81a9bUXDeqsRX55ptv\nKl62cWMetXchMx42k9/Tx2rVqiUuLi6K7wXg6F599VWLdmT7t5MnTwoAzUyQ1AJ3d3epU6eOzeq3\nq25tZ2dn0el0pi7UChUqyJEjR6wRgiKMS00K8mHizz//FHd3dwkKCpK0tDQVo7N/AwYMEACybNmy\nJ15jXOKlxeUzWVlZ4unpKVWrVlW8bOO+1WqfGx0bGysApEuXLnlee+XKFYuHewor45ho/fr1FfmQ\nadwRTK1ldvaoVKlSNj2Zyq6Sc+/evSUiIkLat28v8+bNs7sN2Y8ePSp6vV7Cw8PzFbvBYDAde6fE\nUixHd+HCBXFxcZFy5co9dqnZqVOnxNnZWSpVqmT1DVzyy7iJTmJiomJl5uTkiLe3t1SpUkWxMp/E\nYDBIuXLlpGjRonkuo5szZ44AkM8//1z1uByRcY6CpVtsxsfHi4uLi4SHh2tyQq2tVK1aVfz9/W1W\nv12NOU+ZMgW7d+/G+vXr8eabb8LNzc2a1VusZs2aGDRoEGJjYzFr1qw8r1+xYgW2bNmCyMhI9OjR\nwwoR2rfy5ctj8ODBuHjxIj766KOH3jMYDBg8eDCys7Px8ccfw8nJyUZR5s447mzO3IQniYuLQ0pK\niurjzcCD5T5t27ZFcnIy9u3bl+u169atAwC8+OKLqsfliMaMGQMAmDFjhkXlTJ06FVlZWRg5ciT0\nek2sjtUEPz8/3L17V9FxfatS+MPCY1n6CUJL7t69KyVKlJAiRYrIsWPHnnjd+fPnxcfHR9zd3eX8\n+fNWjNC+3b59W4KCgkSv1z80fDBmzBirHbFpiV9++UUAyPDhwxUrc+3atQJApk+frliZudm4caMA\nkFGjRj3xmrt374qLi4vUqlXLKjE5qoiICIvmEhh7mypWrKj6hkH2pl27dgLAZvMh7Krl7Ah8fHzw\n5ZdfIiMjA126dMGNGzceuebGjRto3749kpKSMG/ePFSoUMEGkdonPz8/rFmzBk5OTmjfvj2GDBmC\nzp07Y8aMGahUqVK+ZnPbUv369eHi4qLojO1jx44BUH+mtlHTpk3h6emJNWvWPHHjnVWrViErKwtR\nUVFWiclRTZo0CcCDVvST/q9z8+677yIrKwuTJ09WfcMge+Pr6wvAjmdsK/pR4QkcqeVsNH78eAEg\nVapUeegg+GPHjknlypUVbz0VNps3b5aSJUuaJg/Wr19ftW0rldagQQNxcnKSlJQURcozTkS05j4A\nvXr1yvVUn4YNG4pOp7PpUZ2OonXr1gJAtmzZUqD79u7dKwCkZs2aHGt+jCFDhggAOXr0qE3qZ8vZ\nRiZPnozhw4fj9OnTqFGjBho3boznnnsONWvWxJkzZzBq1KhHxk0p/1q1aoWLFy9iz549OHLkCPbv\n34+QkBBbh5UvjRs3Rk5ODn799VeLyxIRHDp0CCEhIVbdB6BXr14AgCVLljzyXmxsLGJiYtC8eXOU\nKVPGajE5qunTp0On02HEiBHIzMzM1z0ZGRl4/fXXodPpMHfuXI41P4a9r3XmV9RMOp0Os2bNwrp1\n61CjRg3s2bMH+/fvR6NGjbBx40bMnDnTqht5OKIiRYqgUaNGeOaZZ+zq/9K4z/bu3bstLuvSpUu4\nefMm6tata3FZBdG8eXMEBwdj2bJlSExMfOi9Dz/8EAA3u1BKjRo18MYbb+D333/H9OnT83XPpEmT\ncObMGQwaNAgNGjRQOUL7xORcyL344os4fPgw0tLSkJmZiT179qBNmza2DotsqGHDhtDpdNi5c6fF\nZR06dAgArJ6cnZycMHr0aKSlpZmSMQBcvnwZS5YsQXh4ODp37mzVmBzZjBkzULp0abz//vt5fqhb\nt24dpk+fjnLlymHq1KlWitD+MDkTAMDDw4MTMgjAg4ko9erVw/79+5GcnGxRWbZKzgDQv39/lC5d\nGp999hmOHz+OnJwcDBgwAFlZWRg/frxml7PZIx8fHyxfvhw6nQ5dunTByZMnH3vdzz//jO7du8Pd\n3R0//PADvL29rRyp/bD3CWFMzkQqaN26NbKzs/Hzzz9bVM6hQ4eg0+lQu3ZthSLLvyJFimDu3Lm4\nf/8+mjVrhueeew4bN25Ey5Yt8corr1g9HkcXERGBL774Ajdv3kSTJk2wYsUK0xrdjIwMzJw5E23a\ntIHBYMCaNWusNnvfXhlbznfv3rVxJOZhciZSQevWrQEAmzdvNrsMg8GA3377DeHh4ShatKhSoRXI\niy++iIULFyIrKwsHDx5E69atsXLlSruaA2BPXn/9dSxZsgQZGRl4+eWXERoaioiICAQFBWHMmDHw\n9/fH5s2bOXSWD+zWJqJH1K1bF35+fti8ebNZ61cB4MyZM0hJSbFJl/Y/vfbaa0hMTERCQgI2bdpk\n+qVH6ujVqxeOHz+Ovn37Ii0tDXv37oWPjw/GjBmDkydPolmzZrYO0S7Ye3J2tnUARI7IyckJkZGR\nWLlyJc6cOYMqVaoUuAzjRiaNGjVSOrwCK1KkCIoUKWLrMAqNSpUq4ZtvvgEA5OTkcHzfDBxzJqLH\nMnZtb9iwwaz7jcnZuDSLCicmZvN4enrC2dmZyZmIHtauXTs4OTlhzZo1Bb5XRLBr1y4EBASgcuXK\nKkRH5Nh0Op3p8At7xORMpJKAgAA0a9YMBw8exKVLlwp076VLl3D16lVERERw8hWRmfz8/NhyJqJH\nGQ+GKGjrefv27QCAJk2aKB4TUWFhTM7mTsq0JSZnIhV16tQJer0eq1evLtB9mzZtAgAumSGygK+v\nL7KyspCenm7rUAqMyZlIRcWLF0eTJk2wf/9+xMXF5euezMxMbNu2DRUqVEClSpXUDZDIgdnzciqz\nknNqaiqio6PRq1cvdO/e3XTeLBE9qnfv3gBgWhqTl5iYGKSkpKBNmzYcbyaygD3vEmZWcv7mm2/w\n3HPPYenSpZg2bRref/99peMichhdu3aFt7c3vv76a+Tk5OR5/ffffw8AaN++vdqhETm0QtdyfvXV\nV9G9e3cAQHZ2Ntzc3BQNisiReHp64uWXX8bVq1exfv36XK/NzMzEypUrUbJkSTRv3txKERI5Jnve\niCTP5Lx69Wq0b9/+oT9xcXFwdXVFYmIiRo8ejREjRlgjViK79fbbbwN4cDRgbjNHN27ciNu3b+Pl\nl1+GszM38COyhI+PDwAgKSnJxpEUXJ4//VFRUablIP8UGxuLkSNHYsyYMahTp44qwRE5iipVquDF\nF1/E+vXrsWPHDrRo0eKx182ePRsA0KdPH2uGR+SQ7Dk5m9Wtff78ebz99tv46KOPNLHvL5E9mDBh\nAgBg+PDhyM7OfuT9ffv2YefOnWjVqhWPAyRSQKFLzh9//DEyMzMxZcoU9OrVC4MGDVI6LiKHU6dO\nHbz66qs4ceIEZs2a9dB72dnZpuGh8ePH2yI8IodjHHO2x+Rs1qDW3LlzlY6DqFCYPn06tmzZgnHj\nxpm6ugFg0qRJ+PXXX/Hyyy/zoAsihdhzy5kzToisqHjx4li9ejWaNWuGjh07olevXrh79y7Wr1+P\nkJAQzJkzx9YhEjkMJmciyrcGDRogJiYG3bt3x5IlSwAA9evXx/Lly03rMonIckzORFQgtWvXxpkz\nZ3DixAm4ubmhSpUq3A2MSGEeHh5wcnJiciai/HNycsIzzzxj6zCIHJZOp4OPj49dJmcefEFERA6L\nyZmIiEhjmJyJiIg0xtfXF6mpqY/d+EfLmJyJiMhhGWdsJycn2ziSgmFyJiIih2Wvy6mYnImIyGEx\nORMREWkMkzMREZHGMDkTERFpDJMzERGRxjA5ExERaQyTMxERkcb4+voCYHImIiLSDLaciYiINIbJ\nmYiISGOMyfnu3bs2jqRgmJyJiMhhubu7w9nZmS1nIiIirdDpdHZ5bCSTMxEROTQmZyIiIo1hciYi\nItIYHx8fpKWlIScnx9ah5BuTMxEROTRvb28AQGpqqo0jyT8mZyIicmhFixYFACQnJ9s4kvxjciYi\nIodmTM4pKSk2jiT/mJyJiMihGbu12XImIiLSCHZrExERaYyx5VxourUvXLiAOnXqIDMzU6l4iIiI\nFFWoWs6pqamYOXMm3NzclIyHiIhIUYUqOU+cOBHDhw9HkSJFlIyHiIhIUfbYre2c1wWrV6/G4sWL\nH3otKCgIbdu2RXh4OEREteCIiIgsZY8t5zyTc1RUFKKioh56rVWrVli9ejW+//573Lx5E/369cPS\npUtVC5KIiMhcDpmcH2fLli2mvzdv3hxff/21YgEREREpyR67tS1eSqXT6di1TUREmlVoWs7/9PPP\nPysRBxERkSq8vLwA2Fdy5iYkRETk0PR6Pby8vApXtzYREZHWFS1alC1nIiIiLWFyJiIi0hhvb292\naxMREWlJ0aJFkZGRYTdnQTA5ExGRwzMup7KX1jOTMxEROTx724iEyZmIiByevW1EwuRMREQOz9hy\nZnImIiLSCI45ExERaQy7tYmIiDSG3dpEREQaw5YzERGRxnDMmYiISGPYrU1ERKQx7NYmIiLSGGPL\nOTU11caR5A+TMxEROTwvLy8AHHMmIiLSDE9PTwBsORMREWmGXq+Hp6cnkzMREZGWeHl5MTkTERFp\nCZMzERGRxnh5eXFCGBERkZZ4e3sjNTUVImLrUPLE5ExERIWCl5cXRAT37t2zdSh5YnImIqJCwbjW\n2R7GnZmciYioULCnjUiYnImIqFCwpy08mZyJiKhQYLc2ERGRxthTcnY25yaDwYBp06bh1KlTyMzM\nxJAhQ9CkSROlYyMiIlKMwyfndevWIScnB9999x0SEhKwZcsWpeMiIiJSlHHM2R4mhJmVnPfu3YtK\nlSrhzTffBAC88847igZFRESkNIdqOa9evRqLFy9+6DV/f3+4ublh/vz5OHToEP7zn//g22+/VS1I\nIiIiSzlUco6KikJUVNRDrw0fPhzNmjUDANStWxdxcXGqBEdERKQUe0rOZs3Wrl27Nnbt2gUAOHPm\nDIKCghQNioiISGkOP+bctWtXvPfee+jWrRsAYNKkSYoGRUREpDR7ajmblZxdXV0xdepUpWMhIiJS\njT0lZ25CQkREhQKTMxERkcZ4eHhAp9MxORMREWmFXq+Hp6enXUwIY3ImIqJCw8vLiy1nIiIiLWFy\nJiIi0hhvb28mZyIiIi0xtpxFxNah5IrJmYiICg0vLy+ICNLT020dSq6YnImIqNCwl7XOTM5ERFRo\nGPfXZnImIiLSCLaciYiINMaYnLW+EQmTMxERFRpsORMREWkMx5yJiIg0hi1nIiIijWFyJiIi0hhO\nCCMiItIYtpyJiIg0hhPCiIiINIYtZyIiIo3hmDMREZHGsOVMRESkMR4eHtDpdEzOREREWqHT6eDl\n5cXkTEREpCU+Pj7IyMiwdRi5crZ1AERERNY0e/Zs6PXabpsyORMRUaHSuXNnW4eQJ21/dCAiIiqE\nmHr2XncAAAdBSURBVJyJiIg0hsmZiIhIY5iciYiINMasCWGpqakYNmwY0tPT4ebmhg8//BDFihVT\nOjYiIqJCyayW89q1axEeHo5ly5ahTZs2+Oqrr5SOi4iIqNAyKzmHhYWZdldJTU2Fi4uLokEREREV\nZnl2a69evRqLFy9+6LWJEyciJiYGbdu2RVJSEr777rtcy8jJyQEAXL9+3YJQiYiI7IMx3xnzX0Hp\nREQKetOQIUMQERGBl156CbGxsRg1ahTWr1//xOsPHz6Mnj17mhUgERGRvVq2bBnq1KlT4PvMmhDm\n4+NjOnbL398faWlpuV5frVo1LFu2DIGBgXBycjKnSiIiIruRk5ODxMREVKtWzaz7zWo537hxA++8\n8w7S09ORnZ2NoUOHokGDBmYFQERERA8zKzkTERGRergJCRERkcYwORMREWkMkzMREZHGqHqes4jg\nvffeQ2xsLFxdXTFlyhSUKVNGzSpVdfz4cXz00UdYunQpLl++jLFjx0Kv16NSpUp49913AQCrVq3C\nypUr4eLigujoaDRt2tS2QedDdnY2xo0bh/j4eGRlZSE6OhoVK1Z0mOczGAx45513cPHiRej1ekya\nNAmurq4O83xGt27dQpcuXfDNN9/AycnJoZ6vc+fOphUiwcHBiI6OdpjnW7BgAXbs2IGsrCz06NED\ndevWdZhn++GHH7B27VrodDrcv38fZ86cwbJlyzB16lSHeL7s7GyMGTMG8fHxcHZ2xuTJk5X72RMV\nbd26VcaOHSsiIseOHZMBAwaoWZ2qvvzyS2nXrp1069ZNRESio6Pl0KFDIiIyceJE2bZtmyQmJkq7\ndu0kKytLUlJSpF27dpKZmWnLsPNlzZo1MnXqVBERSUpKkqZNmzrU823btk3GjRsnIiIHDhyQAQMG\nONTziYhkZWXJoEGDpFWrVvLnn3861PPdv39fOnXq9NBrjvJ8Bw4ckOjoaBERSUtLk//+978O82z/\nNmnSJFm1apVDPd/27dvl7bffFhGRmJgYGTJkiGLPp2q39m+//YaIiAgAQI0aNfD777+rWZ2qQkJC\nMGfOHNO/T506ZVpY3rhxY+zbtw8nTpxA7dq14ezsDC8vL4SGhiI2NtZWIedbmzZtMHToUAAP1uY5\nOTnhjz/+cJjne/755zF58mQAwF9//QUfHx+Hej4AmDFjBl5++WUUL14cIuJQz3fmzBmkp6ejX79+\n6Nu3L44fP+4wz7d3716EhYVh4MCBGDBgAJo2beowz/ZPJ0+exPnz59G1a1eH+t0ZGhqKnJwciAhS\nUlLg7Oys2NdP1W7t1NRUeHt7/12ZszMMBgP0evsb6m7ZsiXi4+NN/5Z/rEDz9PREamoq0tLSHnpe\nDw8PpKSkWDVOc7i7uwN48PUaOnQohg0bhhkzZpjet/fnAwC9Xo+xY8di+/btmD17NmJiYkzv2fvz\nrV27FsWKFUPDhg0xb948AA+68o3s/fmKFCmCfv36oWvXroiLi0P//v0d5ufvzp07+OuvvzB//nxc\nuXIFAwYMcKivndGCBQswZMiQR1639+fz9PTE1atX0bp1a9y9exfz5s3D4cOHH3rf3OdTNTl7eXk9\ntHuYvSbmx/nnc6SlpaFo0aLw8vIyHQjyz9ftwbVr1zB48GC88soraNu2LT788EPTe47wfAAwffp0\n3Lp1C1FRUbh//77pdXt/PuOYXkxMDGJjYzFmzBjcuXPH9L69P19oaChCQkJMf/f19cUff/xhet+e\nn8/X1xcVKlSAs7MzypUrBzc3NyQkJJjet+dnM0pJSUFcXBzq1q0LwLF+dy5atAgREREYNmwYEhIS\n0KtXL2RlZZnet+T5VM2UtWrVwq5duwAAx44dQ1hYmJrVWVXVqlVx6NAhAMDu3btRu3ZtVK9eHb/9\n9hsyMzORkpKCP//8E5UqVbJxpHm7efMm+vXrh1GjRqFTp04AgCpVqjjM861btw4LFiwAALi5uUGv\n16NatWo4ePAgAPt/vm+//RZLly7F0qVLUblyZcycORMREREO8/Vbs2YNpk+fDgBISEhAamoqGjZs\n6BBfv9q1a2PPnj0AHjzbvXv38OyzzzrEsxkdOnQIzz77rOnfjvS75Z9bWXt7eyM7OxtVq1ZV5Oun\nasu5ZcuWiImJQffu3QEA06ZNU7M6qxozZgwmTJiArKwsVKhQAa1bt4ZOp0OvXr3Qo0cPiAiGDx8O\nV1dXW4eap/nz5yM5ORlz587FnDlzoNPpMH78eHzwwQcO8XyRkZH4z/+1c8emGsJQAEYvTmBvZ+sS\nDpFKBZewUTKAw7mDi6R41fvhh1e+IoRzNgg38BXh5jxj27YopUTOOcZxjJxzE+f7S0v3M6UU53nG\nsizRdV3c9x193zcxv3me43meSCl9tluGYWjibL/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X4 = X3 - IMF4\n", "IMF5, _ = calculate_next_IMF(X4)\n", "plt.plot(dummy_t, IMF5, color='k')\n", "plt.title(\"IMF5\", fontsize=20)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(array([695]),)\n", "(array([519]),)\n", "(756,)\n" ] }, { "data": { "image/png": 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sWQBMmTKFjIwMw2mkoKm0RQqZiIgITp8+TbFixdi/fz9eXrd8EYkYFBkZSeXKlcnKytL0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\nXb58mbNnz/Lhhx/y448/0rdvX7f6+V0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X5 = X4 - IMF5\n", "plt.plot(dummy_t, X5, color='k')\n", "\n", "print(sp.signal.argrelmin(X5))\n", "print(sp.signal.argrelmax(X5))\n", "plt.plot(dummy_t, X5, 'k')\n", "plt.plot(dummy_t[[519, 695]], X5[[519, 695]], linewidth=0, marker='o', color='r')\n", "print(X5.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have just two extrema left, so the next IMF will be our last one." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calulating h_i0\n", "Beginning iter 1\n", "Failed S\n", "Beginning iter 2\n", "Failed S\n", "Beginning iter 3\n", "Failed S\n", "Beginning iter 4\n", "Failed S\n", "Beginning iter 5\n", "Passed S\n", "Beginning iter 6\n", "Passed S\n", "Beginning iter 7\n", "Passed S\n", "Beginning iter 8\n", "Passed S\n", "Beginning iter 9\n", "Passed S\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PD4cOHYKHh4fZxi9VqhS2b9+OQoUK4eOPP8bp06fNNrYp7dmzB7///jvq1KmD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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IMF6, _ = calculate_next_IMF(X5)\n", "plt.plot(dummy_t, IMF6, color='k')\n", "plt.title(\"IMF6\", fontsize=20)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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88MEHgCKAqst82LBhZGZmEhMTQ2JiIsnJydp6d3Z2tsU5rQWi5VW0GzRowOrV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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "residue = X5 - IMF6\n", "plt.plot(dummy_t, X0, color='k', label=\"VTI\")\n", "plt.plot(dummy_t, residue, color='r', label=\"residue\")\n", "plt.legend(fontsize=15, loc=4)\n", "plt.title(\"Residue and original VTI\", fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting everything:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SpEmYPn06Fi9enOm1aPvelSxZUrnNyckJK1euhL+/P6pXr47jx4+jZcuWan0sUqQITE1N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CKCQqFA\nUlISjh07hsTERBQtWhRt2rRB27Zt4e3tDQsLC5FfBWNMk4gIZ8+exbp16xAaGopSpUrh7NmzqFq1\nqtihFXppaWlo3749zp07h4kTJ2Lx4sVqtfelnEHtJMnZ2RmnT58WRi4TEhIwaNAgPHz4ECVKlMDr\n16/RqFEjBAYGolixYgXqY+7cuThw4ACqVKkCIoJEIkFISAhMTEw+eC4nSYwxQ5KZmYnIyEhcunQJ\nhw4dQnR0NCQSCezt7VG2bFmUL18ebm5uaN++PapUqfLByFlmZibevHmDZ8+e4dChQ1i3bh3u3r0r\nfL9BgwYICgqCq6urrl+aQUtJScGkSZMQHByMsmXLYsmSJfjmm28+OUuXmZmJwMBABAUFCT9/V1dX\nHDhwgGf2GCskiAjDhw/HmjVrAACVKlXCtm3b4OLiInJkX4/Xr1+jRYsWuHXrFo4ePYp27doVuK0v\n5gykJgcHB3r58qXw/5MnTyYPDw9KSEggIqKnT5/S999/T9OmTVO3qzyJi4ujGjVqUFxcnE76Y4yx\ngoqKiiInJycCQABIIpFQnz596ObNmwVuU6FQUHR0NIWHh1Pfvn0JAMlkMpo9ezYlJiZqMPrC6fHj\nx+Tl5UXm5uYEgOrXr0/Pnz/PVxtPnz6lAQMGCNenpKRoKVrGmC75+fkRAGrQoAEdOXKE5HK52CF9\nlY4dO0YAaPz48Wq186WcQeNJUuvWrens2bO5nnP58mVq3Lixul3lCSdJjDF9l56eTsuWLSNTU1MC\nQCNGjKDjx49TUlKSxvs6fvw4lS9fXkjCXFxcPviMZu+9ffuWHB0dCQBVrVqVZs2aRe/evStQWwqF\ngoYOHUoAqHv37pSamqrhaBljurRkyRICQDVq1BAmApg4MjIyyNzcnJycnNRq50s5g9o7niQSSSoR\nVpMAACAASURBVK6KPkWKFPngwKwSJUpALper2xVjjBm0q1evokOHDihRogTGjh2LYsWKYd++fVi5\nciXc3NxgZWWl8T7d3NwQHR2NefPmoXXr1rh69Srat2+PI0eOaLwvQ0ZEGDlyJG7fvo3x48fj7t27\nCAgIKPAycalUiqCgILRt2xa7du2CnZ0dZsyYodODEBlj6lEoFNi7dy88PT0xYcIElC1bFocOHYKN\njY3YoX3VTE1N4ebmhlu3biEuLk5r/ahd3Y6I4O/vDycnJ1SpUgV169ZFREQEZs+eDeD9Gyw4OBi1\natVSO9ivjVKpxLNnz/Du3TukpqYiLS0Nqampwn9nZGSgVKlSsLOzg5OTU4H/mDPGtO/AgQPo1asX\nUlNTUbt2bbi7u2PChAkoX7681vsuWbIk/Pz84Ofnh8jISPTq1QtdunTBtm3b0LVrV633bwjWr1+P\nP//8E02aNMGCBQs0Us7b2NgYu3btwoIFCxAYGIjZs2cjMTERgYGBGoiYMaZN2dnZ6N27N3bt2gUA\ncHJywqZNm1C5cmVxA2MAAHd3d+zbtw+HDx/G0KFDtdKH2oUbIiIicOfOHdy9exf37t3D27dvIZFI\ncO7cORQvXhwtW7ZEWloa1q5dizp16mgq7k8y1MINaWlpiI2NRVxcHB4+fIhTp07h5MmTePPmTZ7b\nsLS0RJkyZeDm5gZPT0+0bt2aq1oVUHZ2Nq5du4aHDx/i8ePHuH//Pp49e5YrWc3OzkaxYsVgZWUF\nS0tLWFlZoX79+nB3d4ejo6PYL4HpCSLC2rVr4e3tDWNjY0RERKBHjx6ixnT8+HF07doV2dnZ8PT0\nxMCBA9GuXbuv8pwfhUKBrVu3YujQoTAyMsK1a9dgb2+v8X5SUlLQuHFj3Lx5E6dOnUKrVq003oeY\niAivXr3C/fv3hUqAxsbGsLOzQ9myZb/K9xYzXEqlEgMGDEB4eDhat26NhQsXwsXFhd/HeiQ2NhaO\njo7o1asXtmzZUqA2tF7d7r/i4+Nx7949NG/eHACwceNGtGnTBhUrVtRkN59kKElSYmIiYmNjER0d\njY0bN+LixYv47z9FpUqV0KRJE1hbW6No0aIwNzdH0aJFhf82NTVFQkICHj16hJs3byI+Ph5PnjwR\nSgJXrFgRrq6ucHR0hJeXF5ycnMR4qQYjIyMD//zzDzZu3IiIiAi8fv36o88zMTFB0aJFYWxsjOTk\nZKSnp3/wHGdnZ9SrVw/Vq1fHDz/8gOrVq2s7fKZnXr16hUWLFmHHjh24c+cOrK2tERkZiWbNmokd\nGgDg5MmTGDZsGO7fvw8A+Omnn7BgwQKRo9Kt69evo0+fPrh58yaMjIywadMm9OzZU2v9nT9/Hs2a\nNUO1atUQHR0tHJRuiIgIp06dQnh4OG7duoVbt2598jOzTJkyaNWqFapWrYoqVaqgR48eKFWqlI4j\nZixviAg+Pj5YuXIlmjRpgiNHjnApfz1ERLC3t8e7d++QmJhYoEkBrSdJ6enpevVBr+9J0tmzZzF3\n7lzs379f+JpUKkWzZs1Qp04dVK5cGRUqVICrqyuqVKmS71ELhUKBU6dOISIiAlu3bsW7d++EPry8\nvDBr1iytjJIaqvT0dCxfvhzBwcF48OCBkKja2tqie/fucHJyQqVKlWBvb49KlSqhaNGiMDLKvUo1\nKysLycnJSExMxLlz57Bz504cOnRIGE1V/exnzJhRaM9RyMrKwqNHj3Dv3j3cvXsXsbGxePLkSa4z\nfiwsLFChQgVUrFgRFStWRPXq1VGnTp1COTIXHx+Pdu3a4caNGzA3N0fHjh0xd+5cODg4iB1aLkSE\nc+fOYciQIYiNjUVISIjWli3oG7lcDhcXF0RHR2PQoEHw9/dHlSpVtN7vhAkTsHTpUvj5+WHevHla\n708b7t+/D29vbxw/fhwAIJPJULVqVTg4OKB69eowNzcHESEzMxMPHz7E2bNn8fz5c+F6MzMzDBw4\nED/99FOh/Uxkhic+Ph5Lly7Fpk2b8OjRI9StWxcnTpz4YJ890x/e3t5YvXo1zp8/j8aNG+f7eq2X\nAHd0dMxV3Y6I6OLFi5SZmalu0wKlUkkBAQHk6elJ/fv3pydPnnzyufpW3S41NZXCwsLI19eXmjVr\nJpT6bdasGfn6+lJwcLDWYlUqlfTs2TPasmUL1a5dmwCQkZERNWrUiEaOHEnXr1/XSr/6TqlU0v37\n9ykwMJDKlStHAKhYsWLUqlUr8vb2psjISMrOzlarj+zsbLp//z6Fh4eTs7MzASCpVEq1a9emQYMG\n0cWLFzX0asSjVCrp0KFD1KlTJzIyMhLe2/l5VKpUicaOHUurV6+mkydPUlZWltgvS23//vuvUCFt\n7NixlJaWJnZIX3T37l2ytrYmIyMjOnHihNjh6MTvv/9OAGjw4ME67TclJYXs7OzI2NiYlixZotG/\nldqUkpJCq1atop49ewrl0Tt06EB//fUXZWRkfPZapVJJjx49otOnT9PixYvJ3t5e+Aywt7cnDw8P\nunTpko5eCWMfevLkCVWtWpUAkIWFBQ0YMIDi4+PFDot9wdatWwkAzZ49u0DX67wEOBFR/fr1P5vI\n5Nfhw4fJz8+PiIiuXbtGo0aN+uRz9SVJksvlFBoaKpTeVT06dOhAp0+f1nk8CoWCwsLCyMXFhYyN\njYWEyd/f/4t/4AqL7OxsWrhwIZUqVUr49yhSpAhNnTqVXr9+rbV+FQoFbdq0iVq0aEFFixYV+nZ2\ndqZVq1bR27dvtda3piUlJVFQUBCNGDGCatasKbyW+vXr0+DBg+mXX36hTZs2UVRUFCUlJVFqaiql\npqZSSkoKPXv2jM6fP09bt26lJUuWUL9+/cjS0jLX74e9vT0FBwcbzI1jTsnJybRp0yaqUaMGAaBJ\nkyaRUqkUO6w8O3nyJBkbG1OJEiVo2bJlBvW+zK+4uDiysLAga2trUc6OOnr0KFlZWQmlxm/fvq3z\nGPLj5cuX5OLiIvyeVq5cmcLDwwv8/pbL5RQREUHu7u7C57FUKqUJEyZQcnKyhqP/OmRkZFBUVBRt\n376dNm3aRGFhYbRu3ToKCQmhkJAQ2rZtGx07doxu3bpFCoVC7HD1yqNHj4TE3c/Pj8v1G5DExEQC\nQG5ubgW6XpQkqV69ehpNkubNm0f79u0T/r9ly5affK6YSVJycjKFhobS6NGjhZFkMzMzmjJlCp0+\nfZpevXql85g+JiMjg3bt2kUVK1YkAOTg4EABAQF06NChQjGS/zFRUVHUsGFDAkAlS5YkT09PWrhw\nIT179kynccjlcjp06BB16dJFOCNHIpGQs7MzrVmzhtLT03UaT14plUqKiIggW1tb4UbJ2NiYfvjh\nB7p8+XKB283IyKC//vqLQkNDafjw4WRiYiIkSz4+PrR27VqDOIgzNDSUihQpIvxspkyZYlAJksr6\n9euFQRQLCwvav3+/2CFpRa9evQgABQcHixZDYmIi/fjjjwSAWrZsqZfvF6VSSTExMVSrVi0CQAMG\nDKA7d+5oNFalUknHjh2jatWqEQAqV64cDRkyhEJDQ0WdhU1OTqZDhw7RihUraMKECdStWzeqVasW\nValShZycnKh+/frUtGlT8vDwoJkzZ9KqVasoMjJSJ4MLqgEZb29vat++PVWtWpVkMlmeZ/CtrKzI\n3d2dAgICaP/+/fTmzRutx6yPkpOTadu2bVS5cmUCQDNmzBA7JFYAdevWJVNT0wIlt4UiSZo2bVqu\n2Rc3N7dPjoSIkSQpFArasGGDsHRLNUszcOBA0We0Pufdu3c0ZswYkkqlQtwuLi56P6qZV7du3aLB\ngwcLI/sAaODAgR+8X8Xy5MkTmjp1KrVp00ZIDiwsLOinn36iqKgotZf8qUupVFJUVBQFBgaSm5ub\nkPTPnDmToqKitDID+fTpU/Lx8RF+HgCoSpUqdOrUKY33pSmrVq0iAGRtbU3+/v70zz//iB2SWuLj\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J0nPFxcVi27ZtokePHi+tAK6rqyusrKxEixYtRKtWrUTHjh2Fr6+vaNu2rWjRooVs/ZLS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=8, ncols=1, figsize=(14,22))\n", "axes[0].plot(vti_dates, X0, color='r')\n", "axes[0].set_ylabel(\"Original\", fontsize=15)\n", "axes[0].set_title(\"EMD of VTI stock over 4 years\", fontsize=20)\n", "axes[1].plot(vti_dates, IMF1, color='k')\n", "axes[1].set_ylabel(r\"IMF1\", fontsize=15)\n", "\n", "axes[2].plot(vti_dates, IMF2, color='k')\n", "axes[2].set_ylabel(r\"IMF2\", fontsize=15)\n", "\n", "axes[3].plot(vti_dates, IMF3, color='k')\n", "axes[3].set_ylabel(r\"IMF3\", fontsize=15)\n", "\n", "axes[4].plot(vti_dates, IMF4, color='k')\n", "axes[4].set_ylabel(r\"IMF4\", fontsize=15)\n", "\n", "axes[5].plot(vti_dates, IMF5, color='k')\n", "axes[5].set_ylabel(r\"IMF5\", fontsize=15)\n", "\n", "axes[6].plot(vti_dates, IMF6, color='k')\n", "axes[6].set_ylabel(r\"IMF6\", fontsize=15)\n", "\n", "axes[7].plot(vti_dates, residue, color='b')\n", "axes[7].set_ylabel(r\"Residue\", fontsize=15)\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "At this point the performance of VTI stock has been broken into 6 Hilbert-able frequency components.\n", "\n", "Getting the frequency components..." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/9zhJUHLiyE7pLnrVKXmmTZuGKVOmuN0kwiOC/ZRpJgQ5J07EyZw4o0GcSJCO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\nhp9V5VH7XWat0mxfMnXp8MMPR79+/UwN+GKxmG0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9sFO6tQSG7Boyq8R9+OGH+Mtf/oLZ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\nH36m2IydUjbglrVVz07JDzLcUuLatWuXcG2z9tfW1qouMQAkXmtpzM7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ZxsRRXF4WOWWb\nOwsjqhOnvd8mVm7r1q1qm02WNztlEAT48pe/HH/XaDTUBSbtmNzuuOMOLC0t4ZxzzomzIGpyShMT\nF4ahU0ptSmziw8SRdbvdIRNnAHF5mLhR1Injcsp+v6+OVUXllGQk0QOKZaeUVqacslKpoF6vG0Gc\nZOLyyilTY8Zf/zXwilcASDN+fLsyYuJ85JTHIhNHxuWUPudZTzkl70OZmbhoe2LipJxSlpfwafv8\n/DwOHz4cM73cxysqp9TmC8mOAn7ZKSWIo4VVV7xbXhDHx1otpwSwAeJ+ocwlSyuTiXOBOL46SB3c\nl4mjwU+LiQOGcpgsckqXk5Z15SiLZWXiXCuFWeWU5LRI2v2WW27Box71KLz3ve91XsNLXvISrKys\n4OMf/3jqN17sOy8Tl8e4nPLzn/98/D13esuWU/I6cTLGwNSnywRxZLzNY2NjI5FTlsHE2eSUZNVq\nNc4WSH/bzBTj4COn3LVrF3bu3AkgndREa582Ftx4440AgMc97nHYtm0bAHdiE9kWk2Ntiokjs03E\noQCGvV4PISWPYA6bb2KTI8XEAVAllUXllMQ60TmAfMW+Ry2npPthktGVKadMzNFra8Bb3wp86ENA\nGKpzirawQDYKECdj4or0M9onj9RPM5O/pckp5Tvny8TZ+oHLbHJKIF3KyTsmjuSUtL9DTunjT5GU\n8pd+6ZfiY5CVLadcWlrC9u3b8bznPS+xXRY5Zb8/iImjEhijkFNKEMePmQfE+dgGiDvCZmKcisgp\nfZg4raNUKpW4Q2dl4shJkG01rdD7yCldSTTWg4njMh7befIwcdwZk2Zixx566CEAMCZZ8LWVlRXU\narX4n3YuoHwmjsspX/CCF+AV0Qoyvy8mOaUpsYmUU2pMHDF0cnVtPZk4vjDRbDYzMXEJEFeQiTt0\n6BAuuugi/PjHP05sa5JTcuPbcEnlKIp983PRc+cgzvTuaP34pptuAgA85jGPSYA46i82OSWxJibH\n2sXE2cyHiePjMpkpsYnMTknOlOu9KcLEEcDSkpsUlVPSMW0grgw5ZRYz1Ykj572InJLa4w3ivvY1\ngBb6ooLNEjDbFhZsMXHyfIBeJ47eaR8mLo/J/ctk4qRxEHe0ySmBdO4BV504AEkmLtq/Eo0TRRKb\nUFKT0047DUDyuZSdnXLfvn1YWFjAtddeG89bpuMDbiaOt8PUn0bJxNnyHXA/e4OJOwZsFHJK2eHo\nbxcTp4G4rEycHNSkc+fDxNE/08u+HkwcOf2yDT7ZKbVnqmXfszFxpsFDc9ZcZpp8pATWB8SZQEJe\nOaUGCk2At91uO2PibNkpte/LAHHaNpzp1NhLGxM36pi4K664AldffXWcqCMLE8e34SBuVCUGqC20\nSGQCIy5HnhYPtm/fHqsCDhw44FVigO6pdHS0a8jKxEHcDx4TV2dsG7VFPiMbE5clsUkZTNzCwgL+\n/d//HRdffHHcjqJySlIiaCBOs7zXVwYTZ3PefeWU1L99QFwQBABTM6DdVucU08IbYC/2nZWJ84mJ\nywNsbInaspovE6fJKbOCON927tu3D9/85jfV9rmYOJOckszExGkgLivbSUycDcSVVSeO980f/vCH\n8eesMXHLy8veTFxWEBeGoZWJ4/1ncXHRSQhsyCmPEXNptI+UnDJvTByf4IAkiLM5NlrCjKOBiQOA\nH//4x7jjjjus53HJKbMmNnGBOHmfbeYL4nzklFkTN0iT2SltII4fnycOkCaZOE1OyWPlymTibr75\nZlSrVXz4wx9OfL+ysoIgCBLMEWdeCcT5MnG+IM6HiaPYJXKQXUyc6XuKLeNtNpmpj0kQJ99zCeI0\nJk5KVbQJl493JHvsdrteMXHc4dbekUJMnJbYJHrWHMSZwK2LiaO/6b6ZHOoscwwtqNB7RmPD4uIi\nfv3Xfx0f//jH43IQReWUGhOntZ8sq5wyjzzclJ2yDDklPScfEFcPAiC6z9FOTjml/I7LnH1AXJvJ\n8NYrJs7kz+Qx35g4TU6pmZadN2t2yhNOOAFPe9rTMD8/n2ofl2jT3/x8JjmliYlbFYlNisgpJRPH\n99ESm2QZC2wgjr9/JiZOq4Pb7w/idiUTV5ackuIKfZg4QC9Fxc+/AeKOEXMxcWXKKYn9yMPEaeCK\nGzlZNibO5tjYnHlpdD2yxECeCcJkHMQ9+tGPxmmnnWasecfbBPjLKbm8TtqombjV1dX4mdnklDQx\nj0JOKY9Hpn3HGQVXTJwpsYn2fVEQRzWYSBZKRkXHuSRCA3HawkgROWWRmDitLb5yStfETIHkWWPi\nyKivktNhugbADeLo/16vh16vZ5RT8r5BbdGca76dDxP3ne98Z3iN4njd1VUE0fEaFiaOzIeJazQa\nTjljlv7CkwQBupyS5N5lySl9EpuYHGefxcMsZspOWYacMgsT97jFRYCX32i3rYlNtIW3rHJKMi6n\nzBITl8dGycSRURvzZqfkJXOyyCnvu++++DPPGk4m5ZTUX/MycavkV9JCkUFO6XOPCcQ97GEPS+1j\nk1PmiYnLCuJMJQZMMfOaZWXiXDU55T01xcVtMHHHmLko+/Vm4uSLpq0k2Jg4CeL48bnjb1sRlY61\niYkrUysvjTM6ZL4gzpeJs8kpTZmT8oA4zfIycWUkNqnVarGkQWMuNEeYx/bY5JS9Xs8pp9SYOFeM\npslM94PfX5ucUnsfRl0nTrbVJqd8Tr+Pj/z4x4BYNczKxAH6WEZ/m0oMSCZOc2jkBGliQoDhs+eZ\neH3llIAup+bb+TBxv/zLv4yLLrpocD5ZcoGNnz5ySjlOSAdHZnQtg4mjfmmLidu/f3+iXXmZOGqX\nLSaO25GUUxJY7vf7eP7zn48XvehF8XYaE5dXTkn7PY3iaqICw8TEmWLibEycTU6pObBaiYFjmYkr\nKqeUIM6XifvGN76RaJstsclTAFwaZZr2ZeKCILDGxBUpMXDPPfdgZmYmlqePQk5J+/N3Tnv/ALOc\nko+RtGjH22Fj4oqCOM1/pnFzA8T9gphptadITFzeEgO+iU2yxMRJtozMB8S5YuLki1WmpJIzN2Q2\nEGeSXtiYOM7MSDPFCI1CTrneJQamp6dTTqg2cGpMnEtOya/HJKf0YX2zgjhp/P7ydvrIKbWYuBQT\n52C0bc9DjjG2FfPP93o4a2kJuPrq1DZZmDjaxgTibCUGAD1xkkmq4svEmZICyH3KZuJoWyDNxGUF\ncfK+LTGWlkAcOZWyXdzyMHH0PnE5JfUJAnFF5ZRkviDOxMS5Fg+zmCs7ZRiGuP766/GlL30pAWTK\nllM+ZX4emJ4Gfv3XAQB//Ad/4JRT2pg4GmPlPTExcXli4jT767/+a3z0ox81/r4eTBxZVjkl+Ts8\nizUHDq5rl9lkZfv4mPJtAL97zz3Arbd6M3EAVCbOVWLABVrCMMQ999yD3bt3q3MlvSNcIbWeckru\nL5AKhO4VnwO0a+VjRRY5pctHoeMS6N0Acb8gZqNygdEwcQsLC+oLpcXEaYlNssTE8ZfPV07pYuK0\nFT7tuouYCcRlTWxClpWJO9oTm8hjZgFxfMJzJTYJwxDXXXddHEvnYuIA5GLiygZxXK6qsWNjY2Po\ndrtxf8rExIVhnPzC1B6fMcME4tRris7HtymDifOVU9LEaGJfsjJx1Wo1fod8mDgfEMfBoG2so2MC\nQF+WGGAgLA8Tx9P8k2POQRy3okwcPTPOxBGIoyy6ReWUZEWyU7oAtdzGZS4mjvrjysoK7r///rhd\ncq7VriGLnHKy2wV27gQiVcP/99nPAjCPZdp90Ip9yyQ42j0dGxvzLjHgYuLe8Y534K1vfavxeteT\niStTTsmP69MeFxMX2+pqbiZuhb5X5JSuMZTb/v37sby8jFNPPVVVDfHFfBovypJTaseW55eAqlKp\nxPfKxcSRlSGn1BYayf8xZajcAHHHmLkGijJj4jQmTq4O5mXiTDFxEsSRZU1sItsCjI6JC8MwQbuT\nlR0TF4ZHJrFJt9tFt9uNn1kWOSUwBPt5pDEHDx70BnFhGOLaa6/FueeeiwsvvBCAu2gxABWsjSom\nzoeJM8XE0Xby/E4QBxgllUVi4qz7iPMHQZCpxAC1zeSQueSUGojLwsTRveRyyjUmKdIWJ/ikTN9r\nizgmJs4GiuPnbWPiov99mDgNxHEmjmwUTJwG4sqSU5Jt3749/lymnLKsxCY8cy4fV2655RYAupxS\nO28WEFfv94FGA6DyG+LY8lwuJk4mj7KBuKmpKbXEwNjYWMwm+oK4breLPXv2GOe0MkGcSyKZVU5J\niU34nEaMrE9bfUBcykcIw1SdOJOaIEtMXBY5JWWm3L17t7pArbFlWcYCKdXNysTRe8l9ASmfXw85\nJT+mBHGyBjAZJ1I2QNwxYKaBgq+k+A5atE+RmDgfJi6LnJK/cDbH3yWn1FZbRwXi6LjSMa3X64WL\nfcvrcMkpR8HE8fT3QDY5JaCDOB8naGVlBWtra4lVSw0s8UmB6nvdfvvtAPTEJiY5JT/2qLJTmkC4\nSU5JRo6OJmHSCmP3pFNnSG5SJCZOvvsJi87P9+VM3KjllLaaPpKJK0tOSe8J/80lp9Tuvw3ESSaO\ngzgtsYk8prwvR4KJo7FhYWEh7vNSTpmXifve976H17/+9TjvvPPi72ySyPWWU7ajOLRut6s677fe\nemv8twbi5AKKj5yStq2H4QDARfuYQJytT2pySh5DKfej47daLZWJm5ycNF6byUhyR8BAWplySpMz\nTm1cbzmlBHE2OSVrTKbslHWkQVzgqBPnuseU1MQlpwTygTi5QGCKiTOVGHCN9/x/GxNXVE6pjU0k\nN9bqavLtfJk49/Lpho3UXKtUvlmOaFttNccXxPkycTY5pezsHGzYYuL4oKfJKWVbtHOG+qwiAAAg\nAElEQVTJ656bm8Py8jJ27tyZaq/NpJNCliexiY2JWy85pTReiJqfy5eJ0/qkTx+VNeLoWIBZTinv\nT5lyylExcWEYYnV1NcXE9fv9uE9Jx0qTUxpj4oBCTJx0aPPKKfMwcaZFK1OJAb4vb6tsZ1Y5Za1W\ni98D02IROQscBLgSm5gk4NJMTFzIHBS6o7bslFLKxB2D9WbieO0jeteLMnHnnHMOzjnnHGubj7Sc\nkpzDRqMRf6b7QEwcf/d5O+S758vEBQBqYTgAcALEmRKbaH1SA3EuJm7z5s0IgkCNidNAnMvHoT5y\n11134YwzzjD+zq8/r5nGH37/gyDILKc0gbgymLhUnw1D1MS9Nzn8AV1f1B5fOaWLeSIQZ5JTamy1\ntjhvsqIxcfJcHMT5JjYpQ07Jj0nHJRBnYuK4H7TBxB0D5mLissgpaZ9/+Zd/iRkMfg7SqufJTqnJ\nHLnJ1Tsy35g4LZaEnycLE/epT30KX/7yl3HZZZfhiU98Ym45ahlySjIX0yDNNAnkkVNKkyDOh4mj\nbJJAfjmlLC8A6NfJnQ55f3zklL6JTfjKp2lRwdV3tN/lirYm2ZITn1NOWSITZ9pWe57xWZXslNPT\n06lVTZtpY5mvnNL2PLIwcbxvaHJKbvwdo3uTJSZOXgO3uI9LJo6B8yxyyn6/j3a7nUqUYEtskpVJ\n58cFdDmldLqyOG6+Ngo5ZRaTJQY4iKPj0X0gJs4lp8wK4uJR0IOJsy2A5JFTkh+Rh4mzgbg777xT\nvd5RMnGyPUEQoNVqlZKd0qetLhDH2SDWEG8mrkr9K9p+mXwrR4mBLHJK7VptTFzRmDhTdkotiR6d\ni8fE5ZFTup7jV7/6VXzmM58B4GbiOJmi2QYTtw42OzuL97///fjWt76F2dlZTE9P4ylPeQpe85rX\nZGZ9TJR9ERAHAE960pNSE2mtVsPk5CQOHz6sAhX+cmlyShsTt23bNgBpJztPTFwRJi4Mwzi189ln\nn419+/bhvvvuw65du1JtNpkNxPno9o82Jk7eP5p4ZEycCcQ1Go1EkWUTE+dyBGWhbzoWYGbiNBCX\nl4mT4K4MJk57DhIk83bK90pjvjUQl5JTjjAmjrdlDZFzeOBA6riVSgXHHXccHnzwwcIxca5FDlty\nBgnifJg4n8QmnIkjy5Kd0vYM4rbbmDhFTqkt8tH1LQlgv7a2hk6nY5RTatfgYzY5Jf22srKCMAxL\nS2zCzQbissop+Ta+ZmPiKEaKrpszcVL1orXXNztlY7hDDOJo5rXJKU3Scy2xCT8fNwJxfN8wDLG4\nuIiJiQkrE6cZZ+Jsv5vak8VM+/L7MjY2pjJxmpUpp9SyU/Z6PZ2J88xOWRFMHMkpEbXbVGLAdY8p\ncRHFqkqpvC2xSVEmzpTYRCssTs9BLtrxdvjIKV2g9vzzz48/u2LieIJBzbKCuA0mLqPNzs7iwgsv\nxGc+8xmcdtppuPTSS3H22Wfj2muvxW//9m/j51EdD19zrfZIh9XX+CTAO8XmzZtx+PDhVOAnnUv7\nTO2yMXEXXXQRXvnKVyYK2QL+MXGanDJPTNyByNkEEH+midTX6N7kzU6pAQyTkzrKxCYmZ0fGxLnk\nlFxKCQwXFrJKKn3llPxeyX6oMb5Z5ZR8YDb1aV8Qpz0HCeK0xCY2Jk4rMdDXmLgwBFgMFD+Xrd3y\nfnkxcSKTFp2H4uLyxsTROU3ZKX1AnNzPxMQ9HUD93/89Ph93KrR3RWPiXIlNsjJxkMXP2TmzMnGL\noi8QqDPJKctm4ricstfroR0Vn+btLMNM45opftwmp7QBQpOZQJysSQUAe/bsweLiYmrBzsSC+4K4\nPEycdh/yyinpuJXKIHX78vIy+v1+ZiaOz/frAeJ8mTgZE6dtCwwTm5iyUxZl4iSDCwDodlNztouJ\n61N2Svo9mqN4/HUWOSWNg9RfOdkQhmHpckqfmDhfOeWoEpuQ+cbElcXEbYC4jPb+978f+/btwxve\n8AZceeWVeN3rXocPfvCDeNe73oWDBw/iL//yLzMdz6S7zsPE8e04APEFcUWYuEajgQ984AN43OMe\nl/hexsSZVkT5pOZi4kwrfN1uF/fee2/8N6V3JkmLr5UZE0dmYuJML2kZTJzp2FnllBLEaQsLPk6Q\nJqfUnF7+3PPExLnklOvNxGmOYlYmjmLiOjRBLC8D/+t/AZOTwG23pY5rex7yHbQxcfFRIhAnj0tx\ncaMq9k1mA6eS9TKBuK8BGLvgAgBJR8Ilp+TH15xrDsQ1+blmRjllThDX7XZjEEdjOgdxrn5RhImr\n1+toNptYWFhIgFwCL7ydZZi8Fh8wWqac0sbEaf30tttuK11OGTNxzaYzO6WNibPJKfn5uPFyD/V6\nHZ1OJ+57WWPi+G/rIac0LSLxdmlyStP7bGLiypJTmkCcHG99mbhYvyFAXFY5pfQfucpCHiuPnFKC\n1KwxcTY5ZZ6YuCx9zsXEbYC4I2xf+9rXsHXrVlx66aWJ75/3vOfhlFNOwXXXXZfpeC6nJS+I4ytD\nvEMTiPOVU5K5mDiTlVFigL6Xn7UBT2NCywJxvtkp15uJu+yyy6x1dkxyyjKZuKJySu25m+SULpOM\nmzbhAOVkp/Rh4rj5MHE2OWWXmMjlZeB97xt8/va3M7ebt8XGxMVXIEAc7fuqV70Kr33ta+PVeZsV\nkVO6GC5fOSUZf7ezJDZxySmpXd5MHAM9ARA7V8BwFV3LTimvo9frxY40OZQaiONWFhMHDCSVXE4J\nDORCv6hyShoTOYNFdeKk3XLLLd5yyswxcRkSm2h9Mk+dOP6ukzqFpGFZs1Pyfn3XXXep246CiTP1\nxyAIjHJKE4irVCqJObLM7JQ7duxI99lOx/iM+XUAQIWeAckpwxD9QcMB5K8TR/2TJwujfeScSPNv\nFlaeWN6iiU24nLJIdsoymDjqC/T+uOSUQbBRYqB06/f7ePnLX45XvepV6u+NRgOdTscoudNMOv++\nEhFpcl/uKEsmbm1tLZ7gTXJK7pDI42RZvZSMYBY5pYuJ0+SUGojLKqekgYHfG/rbxID5MnFy5c80\nmZgGD8nEra2t4R//8R/xlre8JXUMk7NTFhNXtpxSfsedeLI8TJxJC18GE6eBOPpOJjbhJhMguJg4\nSkXfJWDI45+iArX8OFmcUrliHrclDBGns2EyZb7NC17wArz3ve/1Oo9NTukbE2dy0n3klGyHhCOh\nZYCTkiAym5ySjkkxo1mZuBqQqMfHmTgaO21MHDkF9H4RqOMS5FEwccDAeedySjr/esopAXP/kPua\n/vax1dXVONFTv99XmTh+7FtvvbVUOWUYhkkmziGnvOvgXcC07l9oIM5XTgkMFzap77li4uT5eX9Z\nWVnBvn37Utc7isQmMhuuZOI0OaW0fr+Pu+++G9u2bUu8Y2Uwce95z3uwZ88ebN261SqnJDOVSZFM\nXD8MsQrEMdVFmDjOVHGyQY6bnInzBSZAUvnkA+IkoOPn4nPPesop+TG56oRyU2i2wcSN0CqVCi6+\n+GJcdNFFqd/uvPNO3HXXXTjllFNSzr/NfOSUPg6Z3EYDcdVqNR6A5+bmALjllFrbsqyq/vM//3Oq\nHdrxbXJKOr/8LAfIUTNxmzdvRqfTUZ07E4jT2CX+v0tOqV0jfS/lo9JcIM5V7JtWmU1MHDefPpqn\nxEAeECcZNwni1puJ0xw7eXy+jRoTRyCOABtPbMIYP592mxZFUmwFr/kYOWlZwKG0InLKLDFxTiZu\nbS0F4sg0xi0vE2djfzQmToI4XmKAziOPyZ1wAm009q8nEzc5OZli4kYlp7RZVjml7+/c1tbW4neb\nYv+ANIjbvXs3gMEi4siyUypMnBzLzv7o2cDv+zNxLjmlBHEmJk5KgDWTzrEmqfSJTfM1Od7I+08x\ncaurq84F9htuuAF79+7Fs5/97ASI44xsXhDXarWwY8eOuE0Jy8DEVclfiOaUXq83iIsryMR1Op1U\nsjNqu6wVTGOCXMhwGc9BYIqJ63Q66oK3PJeUz/PvbEycj5xS9guZyZu3CRjcKxuI437QBohbJwvD\nEG9/+9sRhiFe+MIXZtrX9bL4yinlNuNsdV4ycYAO4jRnkwOBPEzck570JLz0pS8FkIyJk2aTUxZl\n4vbs2WOkrjUzgTjSMh8S6dZlW7RrlIOBCTzI7U1MHDAYzKhei2am52RKbCLPRU6gxsRprKrLKaSY\nOFd2Sn6v5P3Jk9hEk37Q8U19Ok9MHG3LnTqTyZg4l5ySSgz06b3mTBwDcWXExMXGz7G8DFhiWn3M\nBuJMdeIk6NWuy4eJ42AJS0uJd5vHxNHxZVKTLCBOLrzZQFzInnF1cOJhu+h79n6aQByXU9L7RX/7\nJDYpysSRnFLGxB3tcso8zPXq6mo8v0omjl/nzp07MT4+HjNxPnJKGqPKSmwin7e8TmJwut1ufE6X\nnLLMmDj5rmrJTai/0XhaJhMnjeSUQBKMaPfu85//PADgt37rt+J3LAgC1Go1dby677778MIXvjCx\n8GrKTqn1FbahCuI0/61OLFjUr/r9/qBWnAPE+TBxkgDwkVNmWcwxMXEyOyXdewniTPeQs4dyPyD5\nzHzklHyeftvb3oZnPetZqW2k/0xhTZptMHFHwN785jfj+uuvx6Mf/Whccsklmfb1YeLygDhbdkrA\nn4nTNL1ZJ2RtNcPkNPPObopVMU0uJhAHDILLfc0E4sg50kBcVibO5Qz7gLi1tTUriJNtIPOVU2qF\nvulaNADnkmPkkVPKvqYxcdJccspRMXF0Huko2Jg438QmxMT1aJWPM3HKCr/PmGECcXFbZBkDlv0w\nD4jTYrvonL7ZKbUxxAfE1TnLvLTklFOasr+6in1Tu2zScb4tL/Zdk3+LRQ0biONMHJV7oUUTn8Qm\nRZm48fFx9Hq9xH37v01OKRnPWq2GRzziEbjtttu85ZRBEMRhGSbr9+0lBvi9XumuJPaT56d25pVT\n0r62mDgfEEdzjI2JqzMgktdMi0ZSTgkgVbKDWxiG+PznP4+JiQmcd955MfCjPqDJKV/5ylfi05/+\nNF796lenro0+a4seKX/Lg4kjqxETxwDwahDEYzsvMaDN32EY4vbbb089NwnibDFxXE5ZFMRNTk6m\n5JR076WcMi8Tx99FHzkltefZz3423vzmNyf8JZP/vHnz5o0SA0eD9Xo9/PEf/zE++9nPYteuXfjA\nBz7glaWNm2lA4iDKZ4KVx5Gp/YF8TBxZXiaOzkvtcDFxmpzSxcRxVuPee+/FSSedlDp+FknlLxoT\n5wJxJjmlDcTJZylBnNavCcTRfaRj0fYaQ6TJKaVllVNqTnEZII7uq3QUbDFx2qTN0z6TEYjr07Pg\nAIv1iSIxcVYmDgAWFo6YnPIlL3kJAOAv/uIv4u+yyClrnNkQTJy2WGRahS+biYNg4gKLnLKnPGct\nOyWNf1TLyUdOye+ZzXmlcwFIsZlAcsV8vbJTchu1nDIMQ285ZbVaxdTUFFZWVtDtdr3klATiXDFx\nvkzcodXhXGWafyWIkwoC+T5RWRFAl1PKuc5HTvmIRzwCgM7E0TbrxcRpIE7ObzfddBPuuusuPOc5\nz8HY2Fg8L9H/mu9CPhefM0wgjrcv9e5mYOJqgonr9XoqEydLDNDnD37wg3jEIx6BD3zgA4nzZWHi\nuJwyyzjAE8lR35yamjKCOBsTp312SSV95ZQmGTI37j+TnHJtbU3NsbAB4tbJVldX8YpXvAJf+MIX\nsHv3blx11VWJwc3XXLrrrEzcM5/5TBx33HGqzIuDOKqhlqXYd14mzraKLv/W5JT83PyzHNyXlpbw\n4IMPxhMCADz84Q8HMHoQl5eJy5vYBBgMHsQ8agOIb0xcViaOFhZsk7PWZw8fPoyJiQmnrIhWMk0g\nTltg4CYZNymn5Ocsk4mj+2qTkGVh4vhqPGWnDOlZcEebPTeb7JDMtCiSWqSRzjyTf4xKTmli4p74\nxCei3W7j5S9/eeq4PkxcTcgpTSUGbrvtNvzVX/1VKq6D7plPYpNMTJyIiQs8mTjedvqN3leKpeEg\nTl6HNPr+a1/7GiYmJvC3f/u3xrbbQJyJiTva5ZS+RvNqq9WK+7MpO2WlUkmAbB85pQ+ISzFxlhID\nB1cPxp9NCwsE4trtNur1emoMkW387//9v8efJYjLmtiE+sfu3btRrVatcsr1YuJoXrSBuM997nMA\nBlJKvo8EcbytWlknU3ZKq5wyCxNnklNGdUZNiU2orddccw0A4Kqrrkocl/oKP7+WOZsfS7JjLuNM\nHB1zeno6BeJMckoTm+nLxPH9fJg4LdTDFBNHRdI15dgGiFsHO3z4MC655BJ861vfwllnnYVPfOIT\n8UPJanJA0uSU/HvXcSqVCprNZmEmTr5sZTBxtpg4TU7pYuLofwJx99xzDwDglFNOibd9/OMfDyBb\nhsoyQRyZaWLLKqfkx15bW4sdNZJQcTM5O77Fvnmcg7wWrd+6mLh2u50CmyaWltgMk5ySX5eJiXNl\np/SRU7piAzStvo+cUjJxvnLK0JOJszk6GuOpfZ+SU5bAxOWVUwLpbLFZmLiGkFOamLhXv/rVeP3r\nX48vfvGLiXZkZeJsC1Z8W87E1ZBk4niJAcBfTnnyyScDAPbv3w/ALKfU3tdPfOITAIB3vetdqTaT\n5QFx68HEmVQrLlZUO5bJuMNGz9nExFUqFeciqcZWTUxMqHMMWb/vHxPHQZwPE6ctBsr36dRTT40/\n+8TEmfocMBz/ms0mTjnlFKucchRMnNaHfOSUn/3sZ9FsNvHMZz4zbj//XxuHtVjpUTNxdZHYpN/v\nY7lSGYw7DIjJmDia1yj0gVQ0ZDY5Jc2DtPhL40VXqW9nM01OOTU1hW63GzOH/X5fZeJsckrJxN18\n883Yu3dv6vy+ckpZmkMz6T8/4QlPAAD84Ac/SG3Lt9sAcSOwdruNyy+/HD/5yU/w5Cc/GVdddRW2\nbNmS+3imVSpbLIjtOJVKBWNjY04mrnBM3Ne/Hmesc5ktu5o8H2dHTDFxUk5JIIOAGgdxp59+ehxc\n7msuEEexJtxMckoTE+crp5TPXcoptefoMpOcsigT5wJx2iDOnzvvGyYmzjZQkkkmjt6F9WbibHJK\nCRK1lUIO4igBRkiAugATR2ZzJAEAUT8/TG1jIC5vTFxeOaXNfJg4CeJcMXF79uxJHJ9MA3H0nKSc\n0vYM4vNJOaWMkYM/iCM2hOSUpLYwySm5abI+k9lAHL8/R6LYt6n/uGT8WUEc1QKTckoTE0d/y8/a\nfd+5cyceeOABY03SBBOXEcTJ6wbSIE7eE77fRz/60URbssbESeNj5fbt2+P5jNsomTgy/vx95JR3\n3nknHvnIR8ZzIyUzsckppSIEGH1MXFWRUy4zpYULxFEeAOnzaNkppZyS11KkY/rUeSUzgTg6B/1G\nx0wsemaQU77lLW+J1QuAHhNn63N8TJBm8p/POeccAMD3v//91D4bTNyI7T3veQ9uvPFGPO5xj8NH\nPvKRRDrRPGZi4sh8J5mymThbTFzrlluApz8dOPdcx9UhPi9vh3Z8fp0uJk5OLjTQ/PSnPwWQBHET\nExOJ4HIfo0GnTCbOJN/IysRJOeXs7KzxnKZjl5HYxNVvtfbI1Ts6ltw/CILYEbbJKV1MnE9MnIkR\nzQPi6LMNoPvIKbWYOAJqMYjjzk5GJk6aEcRFLO/9NFmzRRvn5LJ3L3DGGcC//mv8VRE5pWYmJq7X\n62F+fj5+N4DsiU3kKrxNTnn48GE0Go3EKrw3EyfllOxvHyZOi4k74YQTEqxUluyURUEct1HJKW22\nXnLKsbGxeFHCxsSZHEmbnHLXrl3o9Xp44IEH1DYkmDhHsW8pp/Rh4kwg7i1veQte9rKXJfbVYuJs\ni0MmJq5arcbHMm1TBogzMXG8f/jIKeVcFgQBms2mVU7pYuK63a7KxKXeHRFfSdtbY+LYItkK7bu4\nqMopgyBIyBcBHcS55JS0uE7jhabEsZkEcY1GI/ZZNBDny8RJP0BamXJKfkzuFzz+8Y9HEAT44Q9/\naDy/L4jLloXj/3KbnZ3FJz/5SQRBgN27d+Pv//7v1e0uv/xya3pxbqaYuLxMHA1CZTNxvBPWKTbm\nppu8rtEkmdO24ffAFBMnmTgaaP7rv/4LQBLEjY2N4fTTT8eNN96IBx98MLHiYrKicsoymThXYhN6\njj7yObKiiU20mB8fOaXGxNnklBoT12w28elvfxvftVyfS07pw8T5rMABeuFRHyZOyik1Ji4BGOi5\nt1pApQLworgFYuL4c0vtE4Gg+xsNnLm6mk1O+bGPAbfeCjzjGQB7B0zg31ViwGaSiev3+3jWs56F\npaUl/PjHPwYANPl7pJQYkGZy4DQmbn5+HtPT04O2Xn01frvbxQ0OJi5+3qxdNQAVR0wctVUycTwm\nbvPmzYk6RFmYOB9zgbiJiQksLi5iYWFh3bNTmr5zgVNtvze96U1otVr4kz/5k/g7m5xS3udKpWJk\nVGxAh+ave++9NzGXkZnklPRdXiau2+2m/ZarrsKWKExBm6u0mDjaNisTx/sy709llhiQzL9NTrks\n5eTC5ILkueeeG0tNtcU0Gs9tckqNKUz1WVYbjczk8BOI49kpl+nYS0uoR75Th7F7rVYrxcRpNWSz\ngri1tbVEUjOXyZi4ZrMZ37tOpxP/5pPYRAN0rjEpq5zSxcRxX2NiYgLT09NxOAy3rEzcBojLYDfe\neGPccahGiGaXXXaZN4hzDUi+II6DhbGxMScTJyVm/FyAQ07JHZm77waioqaua9Cyq8m/NcfaxMRJ\nEHf//fcDSIK4Xq8XD8q2YHFuRbNTaoDOlLHLBOJMK0D87/n5+VRGRG6umLi8iU1McjEXiOt0OqnV\nKhNLS0AxFRNXq2Fbu41nA+gZwIcrsUmZ2Sn5YgndP5+YOBsTp8kpydmv1OvA+LgRxGWNiZPPLPFe\nEhNHY0SWxCY7d6a+0koMFJFTagtMAGIWg0uzssopTfEw2hhy8ODBQexIGAIXXYSPAHiURToODJ9/\ngnkDUOF/C4dOGz+1mLiJiQlMTU0lQBxZGUwctcME4qanp7G4uIjFxcX4OtcrJi6rg2+7zo997GNO\nEOeSU0pQJz9rTNCuXbsA6EkPaFutxICanXItW3bKmZmZ4Rg1Pw9ceikeoxyX79vv9+O+Ro47B3FZ\nmDggvdg3SiZOa5ePnJK3h+wrX/lKanzX5JQ+MXFWOWU0lvHxVG6TYuKYnHKVMXG1KJa+0+nE4wQn\nAUz+iRYTRyBVxsTR90WYuPn5eUxNTcX3jksztRID0nfIy8RlkVNmiYkDBuOkFpqzAeJGaOeddx5+\n9rOflXpM6fDLSdRXHiXllL1eLx4MNRBHxgdLHznlYwBs+z//Z/jDbbc5QZwWEyfNJqek7+W1Sjkl\nGQdxPCuYK0kF3wdID9J5mDgyU4mBInJKLrcpIqfMW2KAm4+cMisTF4ZKYhMlJa+0Mpi4PHJKejY+\ncUCSidOcPQ3EBbXaAMRFSSv4b3xfH2ZFOr0p5ouYOHoPsjBxrAA5b9uo5JRyfOh0OlhaWoqdDRsT\nV61WU9fFV+H5uCzllGEYYn5+Hrt3704A64rGeoQh8PrXA4997LC/icQmFU85ZbyPAHH1eh2NRiMx\nzmepE1eGnHJmZgb3338/FhcX43CDMuWUpmuRYJ5/n4eJC8MwBdq5w0ZySp6dsgw5JWfiNDMxcUWy\nU66ursbvCv02+fWvJ85rYuKAodxOA3G2uVEDcXKxr0wQJ8cbbSGAzr3I6mJqIM4U380/Z5FTmhKb\naDFxtA0HcVrfrka/d2Vik8EFqiUGWq1WzKyafCYtOyXtL5k4HhPnRW780z8BBw/GIK7f72Pv3r14\n/OMfH+/fbrdzyyldTBwfK3zklLbEJiYmDhj4rbfffntqn6wgbiMm7gibaUCyrejYjkNMHJAuPqyB\nOBMTF68Us070y7fcgusBbLrhhuEBPNgtn5g4m5zSNMFKJg4YZGkcHx+P/+4w6UFWEDfKEgO+ckrZ\nP/g18OQLZcgpiyQ28ZFT2mLiZN8wySnHGGgyyQBdiU2yZKd0OQyywCj/X3uHfJi4IAgSNXKiDQe/\n1euAjMMtEBNnXXxQYuJ8nHwAyXEh+mwD/z7ZKU2mMXHkOJBz2RAgzlRiYLiJn5xyZWUFnU5nwMTd\nfHP8/ZQS24OlJeB//2/gf/5PI4irFoyJo3eVy5bGxsbU+2hj4mzmAnF07vXOTvn4hQWc9uCDqe1t\nIM4lzbSBOCmn1OrEmZxxm5zSxcT1+/lKDPT6enZocpbl+LxJZM6zgbgDBw5gbGwsMfb69CkTiONG\nf5Oz3u/3gWuvBRQH2GWumDgARjmli4njZouJ09pDn73klIyJk+eT+1BplT5T26zSuyoSm9D1tVqt\nONGJlrCNfC+XnJL8MLom78Qmb3oT8Cd/glqthk6ng7m5OXQ6HezYsSPev91up/qFr5zSxcSR+cop\nbYlNyDS/lhQLcvF8A8QdY2Zi4siyxsQREwcMnVf+m0wX75vYZNOHP4zLvvlNpNYaMoI4FxPH2RFT\ndkr6W2PiZAwBZ+J8Hdsy5ZRkJjllESbOBeJMDr0EcTRYFElswq/J1J4sTByxRLJP1rhzbXASZGIT\nmjzLZuK0WCwgW0yciZGlCSw2AobExHErEBNnBU0PPYQVAA/Re5glsQlve1SQPisT5zJtlRNAQuJG\nIK7Jj+shpzTFw0gHk1JvT09PA1FiJQCYYdvFx2bxDxqIqwKo8L9F37Rlp+z1elhYWFBBXJY6cXmZ\nOD6PtFotNJvNRHbK9WDiPnL77Xjjl7/sta/pb25hGKaK8WbNTmkqMWCTU+Zl4poAXgPg3Cg2HABW\nusN6h/3QHRPHFzQqbMGsBjeI4/NEHiZOjQUGUoxL/dAh4HnPA/70T/E3f/M3cVkMHzOpJPj9N8kp\npdnS5dvklPz65CKgb3ZKeQ2umLhEnTiFiePZKen619bWEj4BjYlabJ/GxBELT68TVtYAACAASURB\nVGCw1+u5mbh+H7jvPqDdjvslKY527NiRYOKoHdReeS+LMnF8m7xyShcTB6T9Se4TbIC4Y8Ck4ywn\n0TwgjjoTz5ZHx6nX63Gnp7/JbDFx49dcg24Q4GPyxBlAnOaEyPNpckptAOWrRBqI+9SnPoWJiQlc\neumlueWUcpCme3e0JDbxBXHyGCsrKykHo1qtZkpsojFx3PIwcVLGIOWUzWYTAb/3oqgoWZl14mzv\nnenZ2OSUGhNnijUxxsQVZOL4fbYycbOzmKtUsEDvahY5JR8Xomdmi4kzTZZ5mDiSUwJDEDfmkFNK\n82XiCMTNzMwAd9wRf79FY+JYtkwtJq6GZFHyPHXiaJHOR07pWnQxmYuJq9VqcXKT9U5sopm2OKpt\no30nn/d6ZKecnJzEzMyMEcSFYZgsMRCNd3UAbwLwgm98A4gcXw7c+rDHxKUyLrJr3wx9rqLnPj8/\nn1ggLiKn1JJoAEPQMD47O5AmHzyIt771rXjnO9+ZapfJTEwcN185pY2J08Zhug4O4nzklEWYOJJT\nJkCcgYlzgTi6H1rRcnoXAB3E8eQ/Vtu3bwBSO504FIhyHXAQt7a2Fh/TJ7FJlpg4sqxyShcTZwJx\nMi5ug4k7xsw0wEkQlUVOqTFx/CXnE7wvExcsL2O10UCqqoWSclua5qBlkVPS99xcTNzv/M7vYGFh\nAbt37y4NxAGDFe4ixb7lyut6gDj52+rqakpiVavVjjgTx9utySkbjUYMCAAgjILp88opORNn6o82\n51Y6G1nklBxgawO1lFMG1M4SmDjeFtlvJRN3oFLBEvXRvHJKESQvgQSfrHyZavmbiYkjkJWVifMF\ncTQBz8zMJIqjb9WSOGlMHNvOxMRpMcUmEGdi4lzPqygTJz9PTk6OvE4cN+5Oy/VwHzmlyUxMnG92\nyjxySmAwj/385z83LmAmSgxE976GARtX7feBD30oddxeqCcWI9afJHLxGOUB4mhMXV1dNYK4onJK\nmZ2yRQmLVlcT77qPUZtkdkqNiXPJKbMycWQmEMfj0mS/Sdz5aH/JNKlMXLQtlRjo9XpYo2MvLsaS\nQSmnBNIgjj5rII4/b1L6kJySPyMniLvvProZ8f29L/pOMnF88UQuEEqfV2PlsjBxPnJKXyaOvjOB\nOO4bboC4Y8BGIae0MXGAGcTZmLhgZQXtahXz8sQjlFP6MnETExPxtlpK5vUAcZp2nH82MXGml9S0\nApQlsYm2D/0tVxGzMnHyWcq+q8nm+v1+6rz8ubvklLVaLS5ADSCW97nklKbEJkWZOBeIs8kpfZg4\nTU7pAnFFY+LitoYhsLSEhSDAIn2XJTslb3s0Dmn3lMYm0yKHj0kmjtdbipk4AeIk6LCBON4eq5yS\njYUqE8dBXPR/IGLiauzvisLEkcmYuNXVVaytrWWSU2qfywJxkokrU06ptZlHeh9n2cd0XSYmjs8z\nQPbslHnklMAgLm5paSku2M4tJadkTFzM0H3oQ8DaGkKwMdnCxNF18XeBg7gp2EEcgNKYOJecshW9\nc1hdRRiGau1Gk7mY4SxyyqwxcWQcdPpmp0x4Illi4hQ5ZRwTF83vVCZCMnGrEUgennZwLBOIkzFx\nnInjyX8AAF/8IvAf/5G6N6A40H4fjaidFBtqA3FSuVJWYhMfOaUtsQk/phYTB2wwcce8yc5RppzS\nh4kzZaeULEKwuoq1Wq0wiNPOxf/mDpkrJo4GDXIagGFQOLejgYkzZacswsRRWmfJqJCZ5JQacNCk\nbouLi6hWq6nVM5I62uSU8lime2pj4qScslqteoE4KZcwySk5cBwliOPmy8RZ5ZQyrqDEmLjYonu2\nFgRoB8HAUcwrp4yOpfVpCeKyyCm1MQNIZgwlkFV3MHHSZHbK4WVZmDj22zaNiWNyyrHIEZIgrtrr\noUdOhhgHbdkpaUyicdAkpzRZlvt+NMopefUpCeJsckqb0kVjX0eVnVLO+7QYqSU36fdFYpMgQL9S\nSYK4hx4Crr46JaeU1w2YYxt533QxcQCMMXE+8wSPiXPJKTcRsM0B4qRvoS0a5c1Oyc3GtOaRUybe\nnoIxcWtMTknXwZk47j9qTJws2UNtkXJKKxN3ySXAhRem/UfW35vR9XEQpyU2aTQaaDabqdrI6yWn\ntCU28YmJ2wBxx7iZGBwy35V1TU5ZBhMX/10CE6c5IXIbTTtsYuL4gEzXtB5MXLvdTjiK1B7ts4mJ\nc614+2SnJDv++OMzgzg5gKVAAwaO4eTkpCo1zCqn1Fbv6Fi0r4uJq1arqpxSmimxifx+VEycPKaL\nifMBcSSnrNTrsXyKnXi4XcGYuLgt0YTYpr8nJ/MnNhFySk3CmfX9kL+ZQBxNkFV+PzzklGQ0lrpi\n4lJMXLdrZeLGaFshp6x1u+hG56wIh9OWnZKusywmzma+II6Pk6MGcZyJ2ya2zyunpH24c1hWYhPT\ne8qZOEBPbhKGYZKJA9CrVNDCwKGb3bIFqFSA970vOSZbmDj+OYucku/rw8RJy8PEjZfIxMn7kUVO\n6cPEaeOGDcSZ5JSJEd8A4uR1AECVQJyWnZIxcbLEAJAGcS4mToI4KxO3vDwok3PNNYl2x3JKAM3o\nmugdMMXENRoNtFqtWMZJ11mUiePb+MTE+daJo3bNzMwA2ABxx7z5MnGuyTUvE+eKiYv/X17Gaq2G\nlLijZCbOxI7YmLhKZZh1swwQR4OUCcQB6YxCLjA+CiaO7LjjjssE4uQqFZ1Pbjc7O4tt26RLZE5s\nYgNxPkwc7/vExKVAHBvwgmgSMk2uPkzcessp5XulnZuuwcjEycmnpJi4xD7RRLwWPWts3lyYidPu\nKbGtid9uvhnVWg2/hXyJTbjzFYM43m5FTmmyVquV6NvSYbQxcSngwEBcM7q/KTllr4dO5KzamDg+\nPwRBEINJV0ycCcTR/aPrK4OJA4ZqgTLllFmZOG1faXmYOBkTl4eJM4FnW5mBfr+POLURpXGvVuPv\nDmzZAlxwAfCjHyGcHfY5XyaubDmlDxNXq9W8Y+LGaQ6InkURJk5rV5nZKel8/FiFmTiDnFLr21UP\nJm495ZTNZnMg1afjfuQjyQaz/j4Z+bG33347ms0mZmZmjHJKCeJsMXF5mDibH2Bj4qqHDuEvATTZ\n/ZUxcTR287ZTmzdA3DFgJieqiJyybCaugQETkJeJ0+Rr0jRpVBYm7uSTT8bMzAyOP/741LY+lDg3\nGxPnSgsrP7uYuKIgbmxsDBMTE9b+obF58rwysUkYhpidncVxx6VdIhMTZzuni4nT5JSy3/rKKan/\ny+e+Xkycj4TMxnoD6Zi4Mpk4bhorBiDBxIVhGDNxPgwZgNwxcf1+H3jvewEAf+dou4mJ4yCOJkgJ\n4nyZOAJxZD5MXA/JxCZb3vc+4PTTgU9+Mv5uLLq/AduuBqDe66ETOSo+TBww6Cuy2HJWOaVkncoC\ncTGIPsrllDbjTFyW7JRcIgjoMXEuOaXGxPX7fcRRseQoVyoxiOtXq8BrXjM47l13DfcL/Zi4uI3s\nHfaRU46KiZNyygkG4sIwnUHUZiYmjt9/WgQ3JTciy5Kd0peJ84qJy8DExYlNeEwcsWEkNY9AHF2f\nb2ITU4kBW2KTRqORKKuCf/1XgPdxxsRNR2PIvn37sGPHDgRBkAnEmRZQ8sTE5U1sMvO61+GPALz4\nBz/IHBMXBBslBo4JMzFxZHlAnOx4RUBcEATxhLFarSLZ3TCSYt+aY+1i4q688kr8x3/8hzrR+ASn\nciMnRRukTUycCYzTZxMTZ3pJTcBT/r1t2zYjqMoip5SJTQ4ePIhut6uCuFEzcXQOdTWN33dDdkoJ\n4shsTJypPxaRUxZh4sbGxpJynhKZOK+YOMbEARjKKX1BXIaYuNSKZwTOF3zOAzcTF4bh0AlqNtUS\nAzYQR+cYXJalxED0295aDdtYf566+uqBo7J7d7wfySk5E1fFAMR1o3GHWmRLbAIkF2AmJiaAO+/E\nc178YvxmfMluOSXdvzJAXL1eX3cmzpbYxCan5NuYvrMxcTLeR45Xvtkp5feSidu7dy/2798f7yOZ\nuB5j4vq1GvDkJw8+rw7fhR7M/YcswcR5gDi+76hi4qSccpMAcXmYOBOLxuWU0orIKfm7myc7ZVEm\nrsvklIcaDWBsLGa9TExcFjmljInjYDjFxNH1VyqD+eRjHxs2mDFxM6w/nXTSSQBgBHFjY2PeckqZ\n4ExaXjmlxsTVouRzW5eWUn7tRkzcL4hJJ0pONrbAa+04XIefFcRpziaAGMS1q1WkuvIIslPKFQsT\nE8cngJ07d+Kss85Sj112TBxgl1Nqjr+8lrLklFu3bs0M4jQ5pWTiHoqkXzYmLguIy8PEyeduYuKk\n0eShXSM/Z1lMnLzPcjXVFhNn+n3btm1YWFgYOtU2Jk5ZHLG1O2tMXMzE9XqoCwfLaBnllIl2e4I4\nXyau1+sNQdzUVIqJs8mixsbGvOSUMRNXq2G2Wh0wcWGICoDq/PzAqb75ZuADHwAwlFPWREHlWr+P\nbq2GPoBALACZYopTjvTf/A1qKyv4dPRdHibOZlmYuEOHDnmvKPuadizOxKUF4OZ9bfOrC8S5mLgi\ncsrjjz8ejUYjZuKe8Yxn4IILLgAwBHGdWm3gCCMpp+zXaoPFiiBAyMb009qreBzLaExmeo5HS3ZK\nzvxMAmhSHy0xJk6TU3IrKqf0AXE2OaXGxJnkgrQPwOSUbOGyUq0Cp54K3H03gDQTZ0psQu+9lthE\nxsTR+0HnTCQ2oTnkqU8dyPQ/9rHBQuTa2qBOXGRTrB7qjh07hvsjCeKofi+PhZY+jgboypZTqjFx\ntHCshG5slBj4BTETsCgip6TOSS+dDcS55B5BEMSTw2p03MU3vAG4+OLBly4Q97Wv4ZJ3vxs7YJYD\n8b/5qjofaOUgaotnkrYeIM7FxLnkM75tzsLEmfYxZafkK6A2EEdMnM2KMnEaUEyBOENMnImJ0+rE\nmWStWUAcnS9Pdkr5mYzu+2yU0TAGcbWaVU5ZNCYubks0MSUSmwBoEoOURU7pSGzC5ZRhGMYMqw7R\nk1YDsH15OXG9MrGJC8SVwcRNTU0NxsJGAwdqNTQBtNbWsA3Rs9u+fXh+6CCuDqAWhjGI00oMaOMG\nv5aJiQkg6jvkUnPZk4uJo+uzOcZZQFy73S5VSsmNO+CjkFNqwFaLibNlp8wrp6xUKnGtOAC4//77\nceONN8bz4yYAbeZE96vVODNlv1YDggBotRIg7g8OzOF1N9yAirhuExNXyVAnDvCLiZOWNbHJSfyH\n1VWE0RjuO7drvgU3ziBxKyqnzArirHJKhYkzjWG1Tgdrg4PE11CtVgeqgAMHgMOHU0wcySBlTJyU\nU2oqrn6/H4M4vliaSGxC1z81Bbz4xcD99wNf+crgf2YaiLMlNun1enHbjpbEJiGFcDC/VsbEbTBx\nx7iZmDiyPCBOMnGyQ2dNbEJMHBWJXPmDPwBe97rBly4Q95znYOuDD+L3xTVklVNK4wO3y0lYbxCn\nPau8iU20eDZuxMQB+oRkOoYrsQmBh/Vk4rgjQwAjNaDy+x71vaxyyrKZOJpYssgpbauowPC+E5hO\nMHEWOWWRmLjEfWQlBmImDiw1/jrIKZcd5wmCAFcD+MR3voNNLPaHGzFxca+bmgI6HTQMIEhao9FI\n3BeNiZuamhocY20NaDQwG/WzzaurOIE2JBAXjb3EJnAQRy5Lt1odMHGifbaYOLKJiQmAJSOijIku\nRYcELLY4I99i32Rlg7ijQU6pZaes1+ulySkB4IQTTsC+fftAcV8rKyuYnZ1FGIYYRxLEhew8fXoW\n4+MJELez30Wj38cWcZ3G7JTdLrB1K4DyYuLyMHF8nE2AOAB1A0NuMpPPIOcZDaDJtmcp9u0L4jQ5\nZSqxScaYuBUofhVJu+++O46/LiqnBIYgrtVqJb5LSA5psbheB1760sHnz30uEQ8HAFOMEZUgTouJ\nA4bxeJK40JQXZcfEqYXMLUwc1TfeAHHHuJli4uSK/XozcZqccpXLw2h11zV4Ri96A9nllL5M3NEA\n4kxyShMTV7acUp7Xtk8WOaUpO6XWb22xVqaMn4XklNFzMoE4k5yS39tRgDgfOaUvE0fPgSSTrsQm\nRWLiCFABSDBxYRgOwYdvEgHPxCYkp0z8Fr1b43CDuP8RfZ644w51mxQTF61+jrF7ZlrFptVk3rc1\nJo5WVDkTBwCTy8vYThueEME56pvR+WssjiMF4jyZuBSIY8Xg6V3Qrs8WE1cUxMn4qDJNA3F5s1P6\nMHE+ckpisGxMXBY5JZBk+KkN9957r87EsXscg7hWC/3+UF3RjTY5Hub+k1jUbbdjVtckp/SJifMF\ncT514k4W529mBHE+TByQllSWycT5FPuWfcWn2LfWlxvLyzgIO4jLKqd0MXErKyspJk5NbFKrAVTX\nd2FhGA8X9fvNbBzLA+LyJjYhK0VOGd3TmqL6CYIA09PTQxD3xjcCp50Wx0lvgLhjxGwDHOAvj3LF\nxPEOSyCOr7oBbiaOQFylUhmCOJdTF21XR9pR56bJKX2ZuKNZTkmWVU7JB0BuJjmlbAM/dtlySunY\nakZt+c53voMzzjgDL41W3OTEp4F3+j7FxFUGiU06dM8M8VkuOSW/X0VAHN1XOp+csG1yyrxMHKrV\nwkycLSYuNq1OHIoxcT5yyn6/D+zdOzil/QxJM1yvKqcE0GLby3GQbGxsLAUYtGLfVO8H7TbQbMYg\nbvPq6hDEERMXjYdUPqCuMHGdCMT5yilTjjR7L+Tq8HoxcdyhXw8mjtyn1WrVWifOZLbfXXLKdrsd\nO5e+TJzPfEDj1draWuw4m0Bcj52Hg7iwz5zw6PRxn4xMY+ICAJVuN2Z1jwY5ZYKJi3wYglpZmTi6\nZhOIlg553pg42o/PrXnklHmZuGYE4vi5qtXqcDyanTXWiXPJKWV2StpGi4lTE5vU6/EiPzqdIYg7\n9VQAwOYMTBw9r5WVlfh9N82xvkwc3yZvYpNKFBowsbam+hoJEPfOdwJ33YXNERDdAHHHiMnOoWnj\ngdEwcSZpGz8/gFRMXIKJ8wRxDZgD8/k5NRBnYuKOpJzy/vvvx/nnn4+vf/3rcXt428g0iSDfZpRM\nnA3EaSwVn2goqxyvN0XmI6dst9t429vehnPPPRe33XYbvve97wGwF/vm7dbOsSkIgG4XC9T3DEyc\nKftUHibO1md8Y+LKYOISIG6dY+K4nDIXE5eh2HfQ6cTnnkC+xCbJZnSwsLCQAnGSidOMHAOTnLLb\n7WJhYSHNxEX9c/PKShrEUVxmvz8o7s2OFzNxlYqRidOunbd/cnIyAeLGorZowMcWE+cD4kzJYY4E\niKNRZa7ZxFYg4fTa5JRZE5vw+Bcup9QYT1tMnI+ckhxWnqjn3nvvRYABS91mx+6ze0xxOFJOaWLi\n+JhMjGL8TauFTrN51CQ2iZm4hz8cwJCJ8y0zYFLvyP7hk9zEJztllpi4brfrl9jEl4nrdtFYW8M8\nlMVxijdbWiolO6UtJo4WOgCFieOKLpJTPuxhAIZ14oB0YhMtJg4YAE/tGedl4kxhLdwoG6fWH4Jo\nsX/SB8RFVmMLpRsg7hgw0wBXBMT5Zqc0sSL8vIWZuOgcLiaOvrOxI9x8GTtgNCDuyiuvxFe/+lU8\n/elPTx1bcwgkiHMxcS4QRw5mHiZOk1PSQE6mrbbx49qcHgB41atehT/7sz/Djh07EhNilsQmEhhO\nRZ8PO0AcmXaN8px0z+Rz8OkzJhAn+2WRmDhKK+4L4orGxMVtpZg4krUSE+eb2MQzJk7KKeuM9Zj0\nOQ8dx3K9s7OzqAGDUscERnlqf4uckvo6d+hXVlbw9re/HT/72c8AIMnENRqYJyZOA3HExPV6GMKc\ngWWRU3KzMXEXPu1pANz3UTJxtiyVR6Ockkap2ehd3OrY1/Q3N3lPALOcsiHAMpBm4rLKKemYvF7Z\nvffeG7NPfnLK4XvBQRw3TU4ZcwrNJtbGxo4+Ju600wbNKxgTV0ROaWPibHLKrDFxuZm4CBxQbV8b\niOPtcoE4LTulFhPHF0IzMXERiJtQQJyPnFLzC/PExPFjuJg4rtrgRkzceLcbJwri201PT2NpaQk/\n+MEP4u9ojt1g4o4RM8XEkbkC0uVxsjBxJoeanxdAok5c/FsOJs4WE0fH5YNlWUycLxAm8wFxZNpK\njQmYa6uTLiZOtpmumTJI+cTEaceQ5200Gmi326nVZ211ycTEcfvRj36ETZs24aabbsLWrUOXKmti\nE26bM4K4IkyczwpcnuyUZJmZOLpGh5yySExcYp/IWY2lq0XklB7Fvul4dbafS06ZaINlkp2dnR0s\nIjHnhTNxJmfMJKd8//vfjz/90z+NF3AkEzcf9c/J1dVhrBZtw0AcXR8541JOmTsmjoG4K/7ojxLX\n5GLiyNni0i5pR4uckhuBuLno/nIReF45pSkmjuK3aBxcW1tT5ZTVarWQnJKOuRhl4QUGII76iUlO\nmWDiMLyuW+uDc9pi4khOyUFc2wLi+L7xewB/Jo6zuj514k5GVFohijEtKyYuj5yy7DpxJjmliYmT\n/Sn1XkSZc4mJS8xLBOKWl+ProH7uW+xbY+JoH68SA7XaEMS12wMmbnoaiBbFJqJ5dWJiIl4g8AFx\nJkkqmYmJk32BM3GuxCZqUpNeLwZxwFDFIpk4AHjuc58bf9diJSTqnQ5ONJ45ujbH7xs2YuMAS5N9\nFGHissopnTFxvE0ZmTgCcdq5yIh9MUkeuHEWpWw5pSkJB5AGcXQvXTFxJBmj34rIKSuVSjzJcBAn\nt80ip2w2m4mBPisTpzlKmzZtwszMTOIYWRObaEyclFOazJTYRAOO6yWn1Jg47V04/vjBenlWOaVc\nAf7mN78ZM0Zktpi4FBMX6NkpnZZTTslB3DiAqocsFAAqLLaMjJ4LMXG9IIidF18mLn1ZnfiZUAZX\nycQdiMa8zSsr8dgZO03k7DMQtxK1k7btVCrooRwQhwcfTG2vmcY6mRzjIw3iyDQ5JTFx28R2Ljml\n7fgSxPGYW5JTmpi4InJKmp8lExeDOC6nNDBx/O35TtRGW0xciolrNNAeGzPKKbkRWwKYmbiicsqT\nABzavBmInPaiTJy0OJZMccqzMHF55JS2xCa5mDgB4lxMnEyVL2PifOSU1FelnFItMVCvA5XK4F+n\nMygxcPLJsc84HpXs4P3KJyYur5xSI1B85ZRqUhMG4IDh3MafFc0dc9FcAiRB3Cv+9m/xbeOZB7YB\n4o6wdbtddTDIC+K01YMiMXFBkK4TlwnEscQmvV4PjdVVXA9gJool42aSU2oAgQOO9ZRTUmFJMgJ1\nruyU1M4y5JTVajWeZGxySr4PN01OyQdHwFwSgF+H9ky40f3jIM6HiTOdI6ucUvYLWSfOh4krIqf0\njYnT+u/MzAyq1WoMGCo5Y+Ke9rSn4cwzz1Tbr7GdsRnqxJVRYkC+H1xO2RDAfNyTPa8o8j8CwnNz\ncwMQZ2DiXHLK5GW1UxO2BHGL9Tq6AKZWV4cgjjKtUR9kIG41Ol7MxFXMMXHauMHf5RSIi5LEkNmY\nuDAMEyDOFGfkAnH1ev3IySmj+2vKUGnqtzamTsop6flXq9X4no1STsmZuHvuuUcHcZyJo/FxfBwh\nu9wbGoPtj4N5EYCYuHjEjuSUTQA1ZSykYuQTExOpa9eYOGlZ5JRjlQq2Azg8OQlEz2BUTJxcvNR8\nkLLqxPHFVpOcMjHiR0CJbyNrFAJIgDjelmq1OhyPlpbi599utwcsLIs78wVx1BaK3zTViUsxcYMD\nDUDc0tJgnqGwh14PL33pS3HppZcmrpPaZoqJ0/xCHzkl7ZdHTqkycSL5XV0p0k5MXJP1CQ7ipkW8\nnGYbIO4IGw+K1gaKMpg4KZ9rNpuo1+veiU3IEVlhwA7V6mAFxRPENaM27ti3D08G8PA/+qOUBMok\npzRd76iYOLpvpkGas3EaE6eBOGIbfOWUpsGDQJzGxJmkuT7ZKbOAOFOSBNMkl4eJI4DBjzkZbbPo\nCeLkpKYxcaMAcbbFBV8mrlKpYOvWrZnllEVi4hJtkUwclRjwBXEWJk4ueCRAnBhPWg62lawqmLjt\nAM6M3lMCcVxO2WDtcyU24dbv91MT9vT09OAZ9HqD8a5SwUNBkGTiaOGH5JTdbhwTt1IQxFG/rtVq\nycQBQIqJM70rtCjGf88C4vg4MT4+vq6JTcIwHDJxGeWUtvtiYuKoX3AJmSk7Zd5i34AeE3fw4EFd\nTsmOHcspWy302Wv6QPQYpExZK/adkFNG/b2hsN0vf/nL8dSnPhXXX3994ntiKfm1yc9ANhA3GdWP\nPDwxkRvEubJTxkxcvY6/AvAbhnbzY2iWRU7JS9SYEpsk3qDoPvBtVFWVQU5pY+IqlYoRxPlkp+Qg\nTpNTppi4wZeD77rdwXd0XzsdXHnllXjjG98Yn4faxpk4vrBehInT5kJfOaXKxLHyMcCQiQuCYPAM\n77svBnHTbLsxBezZbAPEHWHjUgxN9uEbE8eBj+x4vV4vMeAEwaA+hXRGnHLKCktsAgxePheIi7bd\nhMFLkljNu+EGsWlSTnk0MnFAEsTRZ185ZVlMXKvVQqPRwOTkpJHyN62EanJKCeJcMXHacaXR/eP9\nLAsTJ+/j5uh8kokzGZfp8faMmonzkVO6mDhgEBdXlIkjc8VCyfbFMXEVPbGJ09ptgBx5R0ycSU4J\nAOOe76wEcV8A8NGoAHgcE8fklBzEmYLSW62W+r18d2ZmZoaOSVQEeh8GJQZizp4meXL2+/2UnDJ2\nzgnECWfElJ2S+nXMhihMnHYdsh/Ivp6Xidu0adMRYeI6QRAnlTGBuKKJTfiqO13XysqKMTulSfLm\nI6fUmDhguKi6xu65GhMn5JSdIES7UkllfdWeYyKxCYE44ZQCwM6dO/GNb3wDZ511VuJ735g4Pla6\n6sRNRMzGwcnJeFGEXOei2Smlnbmygv8XwL+w77IwcTY5pawTR8+ZZ6dMoCgMJQAAIABJREFULQbw\ngxtAXKovRyyOWidOAXHtdtsK4rLIKa2JTTQmjjKw8mQnyvyeN7GJzQ8gk4sOvnJKIxMn5iRSmVQq\nFeBJTwJOOQXHRfMCB3HjvguldD1eW23YyKzdbicCgqWVwcR1u91Uh73iiitSGZhMnV5l4gA/EBe9\nvJNRG1t8xWx+PrGplFO6YuJ8E5uMEsQRE5dVTpkaaNpt4P3vBy68EDj1VCeIe/Ob34y9e/cmHGAT\niJPZAMMw9JZTajFx2vnKYOI01pIfcyI63wINmA4mjo5P7Vzv7JQ2OaWLiQMGIO6nP/0pOp1OLiaO\n35fFxcU4ONwUE5cwqhdG7Yz2bWVh4sbGBsexxMRJOSUxfWGziWBtDWOejKIEcTsBnLy8jG0wMHHM\nQTjxRD10fGxsLM5GyE2Ckunp6eE42GigUqlgFsBju11sAdBn0iLOxMVySgHiiImDhYnjxkEcAJWJ\nI3MxcdxMjrEWMyxBXKPRiJMljZqJAwZyfQ7iZK04ua80Xyau3W5jU9SHuIPnw8SVIacEhv1kjTnR\nocbEjY8jHFYnQBiEWK1W43GUTGPi4hG70Yj7p8bEmYwydwLlZaccP3AAAHBo06YhExdtUzQ7pQT5\nJ4u+X6ackt61arWaYuI03yfFxC0uAmIOlyBOMnG8LYnEJktLqEf+J8kpXTFx2gKvFhNnZOJoMYD2\nr9djiahk4qRxP4X7KK7EJlmYuKxyShcT18eALUvExN1yCwDg+Oj4HAG0MjJxGyDuCFq/30e321Xl\nlEUSm0gHVIu7e8lLXpI6hokxoEljJQ8TFw38m6P2JORSYmWP5JS+TNyo5ZQ+II4Gj6xMXArEveEN\nwBVXAN/9LvDpTxtXgGjwv+CCC+LvsoA4E/OUR06ZB8TZin3z71Q5ZXQdcWITRa4j7UgycTY5pfau\nSaMMlXNzc7mYOH5P9+3bl0gBTud1MXGyTpx3YpN2ezAhN5vWEgMpOSWBuK1bETzwABq2cY8996qI\niaMp9TFgiU2Y80Lj0GkApvbt805sAqTT78/MzMTXiCg2hdzu4wCEfLGMxXvQ01gWcsqVfj9XTFw8\nLvFnJJg4GyMr+4IJxB06dAjj4+NWEAcMQOWBAwfWBcQ1AHSDAPPRubLKKTXTQBxXMfD32ycmLquc\nUiY2OfHEE7F37954UbXNjm2SU/KrDhFipVbDRKfjjIlTmbgMIC4PE2dLbFKr1dCMkj8cZCBujG3j\nYy6fge7LieIdL1NOSe3VQJwpsUniTGEILC9bE5sAsMsp6/XBXMKyU2aVU/rGxPHEJkYmjoO4HExc\nlsQmLiaOzEdOSTGx6lwRvS9zGIxHDQWcbVVA3LiSfdRmG3LKI2iuDID8/6IxcbYBhyxTTBwwDEi1\nWdSRiYnjMiYJ4khC5xsTd6TklJw5pWfoiokDkk5zatK+4grayNpmTQppAnESVPDPJiaOBttRySlN\nTJx0tGRfAIDJ6Lm4in1z0+IGOEA29bUsII5Pwvx/XybOJqcEBhkqK5yJ88xOKUGcZj5MXBiGw4Qg\nWRKbNBoJEOcjp4xBXJQspGnrY8yprFlAnC0m7nMAgvPOg3Y1Jpklj1ECdCaOtjgeAsSx7JRxTFz0\nfmyO+ssDc3NGOaUNxPkwcdwkoPMFcQcOHMCWLVsS35lAHDA6OSUZxcT5gLg8TBwH7WWBuCxySupv\nD48KXFNv6hjklHHSsfHxRExcH/0BEyeu01UnbpWSkylySpOVCeJoEZpA3PymTYlYe20fk7mYOLKT\nIjDC00qUxcTx9ppAnFVOCQALC6n3ysbEpRbHSVou5JR5E5toMXGcxUqUGNBi4khO2Wgka8cJo76a\nNbGJxsr5MHEuOWXiuqRF78tc9Gc9un/8OUUpsVQQ5yun3ABxR9BkB9BWDE0xLtJcTJzPaqgrJo5A\nXCYmLpoApwD0u10riJNyShsTlyWxiQ8lzs0F4i6++OLUtiY5JRk5qnQdxsQmEeNhanMWEKdNoqZ7\ndqSYOK3tnInjtomYOCGntJnGxPF7e6Ri4nzllMAAxOWpE2cCcVlj4qIDAxMTGPOdYDqdwWRMkkro\nz5rklHQ8Gh/6UW1BK4hbHmrFJBNHju7Z0EEclSQ4DQDuvx+bWYpnMhOIW2bnBSImjoG4IAiwQIsD\n0Jk4LqeUMXH37tuXqcQAvbMEnhLvhciQVoaccm5uLlH7EUiOlVTDkkBc2UwcWSomrlJBGwPHW2an\ndMXE2eZXExMnswMCaWexTDnl6aefDmDYt3l2SiMTxy43DCImDvaYuAQTx+WUOUGcr5zSVieuXq+j\nsX8/gIiJi66RZpM8TNzLAez41rcSv9N92RHd8z3R99r8loWJM8X59Xq9xPzhJacEgIUF93tlk1MC\nKRAnmbiiJQY4AEqUGNCYOBq/HXLKIAjQarUwNzfnjInLmthEi4lz+Y4kt3cxcQBj4ticNhXdi81s\nt1a3m2nhawPEHUFL6IQjK0NOWSYTl0hskicmLurIdQBjhw/nklNqliexiesekrlA3HOf+1xce+21\nAHQmziRZ0ia2IAgA3q7IQSyDidNWAU33zATitHtgGtjKiomj7+XEOSGZOA85pU1GoS0YyP1sII5+\nk0ycT//1TWwCREycp5zSh4mzxcTF7ZLZKQFg8+Zsckpi4qIxQHsP+/0+Tuj1MPaZzwAY1m8LI5BQ\nty28MDDFmbgaEDs9JKesI4obioBON8ryR6zE9igJCjeTnDILEwcIEFepANWqWieuFV3rnoiJg3BG\nTIlNqD0pEFerDeJnlH2AfHLKTqeDw4cPZ2LiRi2npBiubtSfH0K6TpzrWJodaTmlBHG7du1CvV4f\nSgjZ8foaiBsfT8opo5i45uCi4u81Jo6XGIiZOLF4YbNRyCkbDz2EHoBDY2O5QRzPTvlXAB71D/+g\ntms6GrPoaWh9KG9iE97erHLKuJSEAuJSi4UisUlq7o9AHD3/Xq+XSU7J53Upp+SJTVJySsnE8fvo\nkFMCwK/92q/h5ptvxk9+8pO4Ha7EJj5ySm0udPkBieuSFvm3tDxIc1uVLaxN0gIc223TBog7dkxj\n4sjKiokj5zgrE8c70SYA/WZzsDrMJ70MIA4AJubmnEycJqc0MXEr0f4mZ4ssr5zSds9+8zd/M7Gt\nSU5JZo2J4/ch+jxqECePwVP3AoOBWs14BTMTJy1vdkp+r6b27MEp0bYTnQ5Qq8VOhW9iE3nuUTFx\n8n6XycT5yilN78zc3Byk+SQ24Y4iJifjlP9eTFyjAezYMYjLYvIfyVr/489/jslXvQq/iWFik34E\nEryZOCb/5aPBmQDaS0sDJo7FxPUOH04UPTaBOO06eaKJOL21YOISqSjk+NRooMJLDAgHYA1wxsRx\nM4K4qanBPXK8p/S9D4ibj1b3fUAcxWBKFqKoSRBHcspONH/MYn3klHwMNWWn9C32bQNxnN3YuXOn\nv5xSlBggJg4AAr4AoiQ2iZcdmk2sEGDKyMTRfS8jsUm9Xkd9/37sBdAdNHrQ9mibrExcHYMFnNb8\nPLB/f+r+b6LC12zfLEycS07JVRtqdso77gCuvjo+Fj3dNVoQYiDOOBbPz6PTaKADRU4JDGrFMSYu\nPlfEihbJTmmSUxqZODIHEwcAL37xiwEAd9xxR3xMHhOXN7EJ7bf5Jz/B74ttTfNkHiauyhL6jUf9\nbJzttnkDxB07ZmPiyHzkHoCZieMrTy6zMXH9sbE4fiU2F4gLwwSImzxwIFHUUIuJ85VJhmEYDxg8\nnbVmWUEcBR3bHFW6V3xFjeyBBx7At7/97bidfB8VxPGV/XVi4lxyyna7bVxpNMniijJxZCSnDHs9\n/Nab34x7o+/Hu11gehphEAwWFDKCuLKZuDxySn6NWhu5EYjbv3//cKB2yClNTJzJkTYycVE/XOVM\n3ORkMruszSixya/8ygBE3HCDsd/sivrcLjAmLoqJsyY2UZi4RqMBnnO3AeAMICWn3H388TiBbZeF\niVvWHGBfJo62YXLKZQHiVoFMMXEEKlMgbnp6MAZH42zAnyXyMXEHogyBNjkltWPbtgEfdtCjYG0W\nsyU26ff7WMTASecjjUtOqVkeJk6ybSZJlylMwpbYpNFo4KSTThoyca7EJjMzaTkljUlsztHklDvo\nixNPxEp0bbWMTBxdX1lMXPXQIcwiGj8EE+dbYoDON87HwxtvjD8GQQD0erFzTffaNr9pJp+vnEf4\n3EzHScgpzzwTuOgi4O67E0xch95xBuKMi4Xz82hvGnI8qpySJTbh7W42m0YQZ8tOaaoTVyYT9/zn\nPz+WbFM7XHJKDdDJeZeu9Zzf/31cAWBicTG+py4mzpadMgZxRA4wENc4fBjVajUB4qZF4iGXbYC4\nI2i2mLiymDgfVolMYwyAwSpBODYWx6/E1mgMtcyadTqJDHKT8/OlZafs9/uJmiQ2y8PEuUBvEASo\n1+sqEwcAv/Irv5La3iin5JOjYOK0ZCVy8MkC4kygRZNTagl3bOczrVT6xsRJwLtdHG9TpwNMTSEI\ngsFqrMcKv5bYRGPi5KDp8975lhjgtp5MHG877wO2mLjY5ucHrCeL48TkJBq9HqqWNsdGMXG/+quD\nv6+7ziinJGthCOKIiWt4yinrzEmQ0+ljgCETR/FaQYD//Nzn4m227NmTmEgBv8Qmj33sYwcfaFxr\nNhEEQSYQZ2LiaOzk/VUDI+Q4qSBu0ODUPtJ8Y+KI0fVh4gjEzYtSMkVNA3GU2KTf74NmJO6Ay32l\n2RaCiiQ2yVrsm5uUUzYaDWzevHlYG80gpwyoP516qiqnBMwgjsbIXfTFrl255ZR0faaFA8A/Jq5W\nq6Gyuopl6CAuKxOXWIy68cZku+bnY8fYBuJ8YuJ8mDgCziSnTMzNhw4NfLroTw3EGVkbBuKMcspu\nF03F76PyKr7ZKX2ZODU7JfczOIgzPNOJiYk4O3fMHDsSm/C5mLL4uuSUzSjRS6VSMfqOxMTZ6sQR\niKO5rcJUMcH8PKanp4d5J+p1THe7qGyAuGPDNCZOWtGYOFd8l3YuQGHiWq00Ezc1NXBeTIN7NPmt\nRpP55vn5RH0mXzmlZsTEjY+Pe8fElQnigME9lTFxsi1eTBy/f9FnU9xZ0cQmvkwcySk185VTFmHi\nKpUKdotjjrfbwPT0EMR5xMRpA/l6MXF0TFPCIPmdNCOIy8HEaSDOGhM3Pw/MzCDg9yVivGVihJT1\n+4M21evAf/tvg++uu84opyTbjqFzFYM4TyauHk2YnIlbPfVUAAMQVwcQVquDmLRWawBsKHPjySej\n0u/jieLwPiDuZS972eCDjYkbF/CwXkcQgbgQGMqDI4tBnFgMkJJj2R5VTgkk4uLWg4mjzwTiZEmG\noqbJKanYdxiGMYgjt8om6cuS2ISO45vYxMbEZZFTchA3OTk5TGxiYOJip3j37txMXAziTjklllPm\nYeK0fsXNV07ZqtUQ9HqFQVzMxAkQRxYEAcCcbFugRpHslPQu9/v9GMCqIC46VszEkepIAXGJBQQA\nOHRIZeISIA7JeCwfJs6nxECr1VKZuDrPaK7JKRsNp5wSGJbIojbkiYlTmTg2DoyxWO5ccsrIvz1A\nl0Z9nSsTDhxIgLgDExOohSFmNuSUx4b5MHGaw6yZiYkrKqcEopg4jYk76aTB/3v2QLWogy/v3Alg\nAOKaFiZOyildTNzi4uLQcbFYHhBnG6DJ6vV6Sk4p7zN/ntxpvueee+LvbUzckZJT2kBcVjll1pg4\nYHBfHsaPBaDZ68XsAmfifEBcpVJJTXac2VhvOaW2Ki+NHOUEiKtUCjNxZNaYuAjE0bEApArsGo3O\nVa8DW7YAZ50FXH89amEyM2vi2ACeCeCchx4CTjoJ/QjA+pYYGFtZQQVJJm717LMBAI/FYKILRVY2\nULKXaFX3KeLwrsQmf/iHf4jf/d3fHXxpiYlTmbjeoMTAWqOBrugfPjFxvE/Rs/Vh4orGxPkwcWQE\n4sq21PsUxcR1o/lDgrjBJtnklPw+0X2Q73UZTJxNTilj4ur1eoKJ43LKvgbiJibSMXEeTByBuO7Y\nGLBlC5Ypo+qImTibnHIiOt4KSmLieN+WTJwC4vIycTY5JVdsVKvVWBmSmJs7nQQT16VanyzGWFN8\nbOp2gTBUmbh4+2hcGhMLzUB2EGdj4vr9QbHvRjQ2xuNTTjklAJx//vnYtm1bHErjklP6LCT1+/1E\nNt8Wy6qcK7FJND/JxCb83cO+fWg2m0MQFz3f4zaYuGPDbEyclF3ljYkrKqcMAHNMnCeI62zdigUA\nUwcPejFxWWLiRgXifJk4Kad0DexhGOK73/0uLr/88vg7jYkj0JcXxPH+kkdOaYuJM+nEfeSU8v7w\nRQqZ2OQ0tl1cXl2RU/LzjgvWg+6VDN6mgXkUTJyPnNKHiavVatiyZUsM4nqDjXNlpzRdh8rEheGQ\nieOOP036ljYDSMtlfvVXgaUlnBilCE/0U9auxwADsHrVVehHz9HKxImJeQpRkDtdy4kn4qGJCTyB\nziVBHJUVeO5zAeggzsbEXX755cPfWbFvycRBA3GdDiYBtJvNQdZMZhQTB+F0mbJTksVjITm0gomT\n+0gmzkdO6cPEkY0KxJHF40W/jwrScsqm2A7wl1Pyv8lRywPi+BjA5yofOaUWE+fDxPXZ4kPiqAFi\nEMfZWQ7I6TmeAmB1+3YgCLBKSUREVlabmZi4PCCu2+1iImp3DOJyJjah843xvn3rrbFfIpm4SnSO\nvDFxciHVlImyWq3ijjvuwB133JGcN1ZWEkxcj4E4W0zcZHRsDuJScx0bz8noGATiuLTVlp3SJadc\nW1sbbm9j4jwSmww2q+MLX/gCrrrqqvh8gDmxyX333QdgKKXUrNfrAdF2ANBkTJxLTukTExfLKbm/\nd9ttqFYqMRsagzhjK9O2AeKOoGWpE7feTBx9rochqhiCuDxMXNhs4l4A04cOWZm4PDFxrqQm/Dhl\ngzjOxGkgTjKrxDRef/31ybYpTBygDx6+IM7kwGdh4rLExPnKKU1MnHS0KpVKgomLh17GxAXK8/yW\nqPtDx9dknEdCTinbpZ2b23HHHYeHHnoI1TBEn45jkVMWjYmLmeFOJwZxsUUTVS4QB+D/+fCH8RZx\nzmlx/k887GHA05+OMDqXNSZOgLgtSMop65OTePD44+OCqnF7CMSRU3r66VjcsiUzE5foy/Tetlrp\nmDglOyXJKdfqdcj15jVgkLhHLAaYslOSGZk4g5ySm7Z4pq1eE4jzYeIk0CvLpASyFrW7W0BOKc2H\nidOyU0oJF99m8+ZhNai8ckoTE8dBXI+BZy6nRAUqE/f/s/fm0ZZV1b3wb5/+nnP7qlt9j1SDNEVV\nSSNIa8DkKTaAPhNDgBifJhK7JF94+t77vpgvhoHRqM9EhyK235CgweahMfgEEYJ0UjRSRVEFVVQD\n1dxbt7/nnm5/f6w115l77bX2Xvuccyl4484x7rin2Wfvtfdee635W7/fnHPp0qXqdTabRXFmBgOQ\nIA5A3fcxjtZBXFSfTcrEdSwmjrLvFgpAo4GVXOKmZfK1SSpbkVPSb/iiSTqdxrZt2zAyMoLh4eHA\n/cD0dICJM4E40/zRQ6xZVGITUlYYmDhTTFxUYhNdTmlKbKLYKp2Js8XExcS8n3/++bj88ssBiPEn\nk8lYmbh9+0R6tFWrVln312g0AiCuy0FOGZnYRP6e5JQhJm7ZMmB0FEvQzE55XI4R8yDuVWKmau+d\nSGzSSSYuSyClqwu+77fExBGIK8zOom9qShWftMkpXWLiCMQlYeLiriFZEhCnF/vmv9NXzun8+DYh\nOSVPm94hEJckJo4GpaQxcUDYQTTJKXWmLEpOyYdb5YhHMHF//ud/jq1bt4KbDcRx+Qrfjn8PdF5O\nmYSJAwSIGx4eRgqSnREnE9zIwsTZ2NiomDgAqkisTU4ZXdADVhAHAP8DQJo5SQtYu74J4Fsyjs2n\nAsNRz6wcP4/L4wwiKKfM9vRgREq5ASBDEy2BOHrWSiWMrFyJIbDFAgiJThQTF1jkIGmnXIEOuLsR\nMXGzuVwTnEvTE5vEySnJkiY2scXEkTQpSk7pwsTpQK9TpoO4tPxftTBxfNtWmLhOySmp5AL/rYuc\nMmlMnMfGbf/U1zZ3ngKmaPyxgLhMJoMVL7wAABhfvx6A6BtjaF1O6crE8fpk3Gq1Gkoxcsok2Sk9\nz1Msy7GNGwEAaySI8zxPMfQ8QU6n5JQmEJfJZPCLX/wCR44cwZNPPomHHnqouaOZGdGPqP20EDA5\nGc3EEeCSY48xsQmN5wamulU5JQdxJjml3AHkiUPuqHm+DolNbNbV1WVNbPL2t78dAPDhD3/Y+FtA\n3qNDh9R7iokzySmnp6fh+34wscmhQ8Af/zFw9KjYSPq3kwCmMhn0yz6qynu8TkRhn1SpoAihwJiU\n9yuJhmEexJ1Ac6kT5xJ4DcxdTJzKFtcKEycHYwJxANBTLit6uR0mrlKpoFKpnHA5JQ1oNMDxgU1f\nOTeBuFQqFSwxwK4JT4TC99kOE9cJOaVrTJxJTqk7f7Sv5ceOYasMMCfAu4Jtt4he8MQmGogzOWgm\nOSUdlzsY+m+TgDhbse+ohRNb/Klug4ODIpkC0HT25zAmzvO8AIgLyCldmTh9kl69OvD14nvuUa8X\nyn37H/84/ghAjeLmCMQ5MHHH5L0dRLBOXKanB5MnNUW5WZI1lkoCdE1MiPfFImYlo89hh01OSRO3\nMxOng7hcDqnZWRQhmLiG9izaEpvYQNwdd9yBCy64QGVsa5eJo1XlKDmlDtBMff3lAnEZknlZYuKi\n5JS2+XUu5JSciXORU5pi4np6eprZKS0gjrerUWBQNgVMkTqAzTl8TM5ms1gtWYvjMqa00WhgHEB6\nMlD9MNJaSWxC/a7MYl2BIIjrBBOXTqcViDu6aRMADcTJhQpy520grp+eL4PZmDibnDKVSmFoaAin\nnnpq8LnR5JQ+yQEnJiIXuxUTJ8c1o5wygonL5/OoVCqRcsooEMeLfZOc0srEtSCnNFlXV5c1scl1\n112Hffv2NWOYDdZoNAJjpU1OeezYMZRKJbz73e8Oyik//nHga18DrrlGbCi/KwM4VCphmYzbViBu\n2zYAwDo5F0wDmCIQF+Pvc5sHcSfQ9Ji4WDnl5CRw++2BDDpkc8XE5RiIa5mJKxQUiANEoGcjl3MG\ncSYL1UaKMJtDftdddwWkjWStMHE0eHF5J5+8OBOnx2cFmLhaTQ1eJ1pOmRTE6WaSU+qOHe3rb370\nI7zjJz/B6fQ5EABxqqYXl1M6gDglC9bO5eVg4kxyShMTF9XPVdY7wElO2W5MHIAQiFOWlImja+55\nwMc+pr7OHznSzBJHx5cOrnJqE4C4YXmcAQTllF5XFypypR0AcjRW0H+KiYsAcVFmBHEGJq52yinB\nH8rEJoDITKmLhvoWLUoE4t72trfhl7/8ZZPl1rNTWhKb2GLiokCcLbEJPQOve10zx+diKceLu45J\nLcTEzYGckpuLnNKWnZLPI63KKfliETFxNQB1tm2W3SvehsB5p4Bp+o45q3z7TCaD1Xv3ogJgVD47\nCsRNTRl9D5O5JDap1+u46667ADSlp9lsNgDifN9HtVpFSZ5ru4lNKPtjTj6vx9avBzIZrGEJLQjE\nkVdj672cWdVNZ+L0RV5dTmk1TU7ZYCAuap7RQRwdM3C8GBAHiBgzsqSJTbgCqlKpNEGcKxPnUEKI\nW6FQsMopPc+LlFIC8vlmvpgtO+WOHTsAALfddlswsQn1h5//XPyX124GwMHubuQaDaxCmInjIG5a\nzk1JhOjzIO4EWmI55bXXAu98J3DrraF92Zi4dksM5IldyOfDTNzQkHjgYkAccrkAiHsJMk7EUU7J\nJ2H6bEKuorcD4i677DKce64eCdMaExdK840ETJwuU2EZKvWaOa4gzgTc+Gt9H9QHXWLiXOWUdJ68\nf+sxjDqAeaPc/0CtBn50JfjhckrtfrbDxOntcImj7FRMXJQjSe22MnH5fOdj4hzklLzNExPaoqku\npwSAT38at954IwDgl3fcgWXLRDnhHI13kvVSTq08VjZKTkkgziKnRFcXMlISBgA5AjnUH0dGxDml\nUioBgAsTRxboUzTWSSaOcxZ1TeLLnZbZbDaU2GTNhg0iIYUjiAuZpcRA1G94f4mSU46MjKC7uzs0\nNmQyGUxMTOCBBx5QnxWLRfzmN7/B888/b29rCxYVEzcXcspOMXFJ5ZT6mJXL5dDd3Y0CxOo+/21J\nzj8zWrt8BEGcSU7JLVsuY8mLL+JhNBOkNBqigLpXqzWzsMaYi5zytttuw3PPPQegeU3JESdTfVK+\nV0xcG4lN0uk0csSS9PQAp5yC1WNjgiVhTNwB+RsTEzcwMIAo0+ePOCYuYLxPaEwcDCDOBAK7SU4Z\nVSdOPudcsk79jxZepplv4lJiwCmxSRQT51hiwGTExJnklC7WaDQCvljeIqfkz2iAiSNmtlYTYzdj\n4g7K+7AeaCqvtmwBPA9rZ2ZQggRxxMQ5hv4A8yDuhFqUnJIs4DD/5CfiwyeeCG1nY+KSyClN7ECG\nmLh8Hr6vlRhIpYClS5sg7t//HTjpJGDPHvHewsS9KPcHTTahM3GmwUkHcS6JTeZKTskTm0xNTSGb\nzQYAi/7gk5NqBXE0Mcj3VDuGWytM3MzMjOpbtmvLmTjf9yPLLLjKKU1MnO5E6bLJ35HbDGnOgs7E\n1YFEJQZsTJxNkkLMaVSfoe9MIM62upqUiTOCOL7vTMaJieOLAVExcSY5pTIDiPN9QaJt2cJ2YgJx\nACqM7ToiM1USiEM+H5APN2SfyUc9s7KPcDklz06JQgH9jDHK0wILMUMjI4qVIyaOr4DGgbgAkGFy\nSp2J83XZFftdOZMJMnGZDP7hs5/FyRs2GBObkMWCuFRKsZtcrh3FxLnIKYeHh60yye7u7lC/P/PM\nM7FkyRLj9q1aSPrswMTZfusip3SJiaMxICombmDHDuCRRwK/dZE3jHU+AAAgAElEQVRT8vfFYhFd\nEGCNG4G4owiO7Q2fPd8WJo6b98ADSDUauJe1iUAcgKD0P8JcEpsMs9hYDuI4E0fjVqeYOJL1EYir\nFgrA5s0o1Os4mTY6dgy+5+FF+dZUNP7nxLZYTL+/Oojjz1toruAxgTImjrZI5fNizJqYCC1ARjFx\nUXJKDuJ0Jo7HsnE5JdUT1H+XKLFJXLHvhEwcxcS5hDOYLIqJs429ASaOPxtHjqg5YRZNELcBbAFl\nwQJg9WqsnplRTNyMvF/zcspXiZlKDNiYON/3mys0hgncxMQllVOa2AFa5WxkMmg0GmHnYfly4MUX\nxcrDDTcAzz0H/NVfie9oMGYxcYAAcX4+31JMXCeZOLKDBw/iIGMTaZCKM15iYHp6GqVSKXB9XJi4\ngJySYhMYE2eKZ2tFTkmBuLZVKg7iTCtt3Ogc40CxCcTplkqlwP1/AnSLNIDPQRwxcZSdshU5ZRwT\nB0SnFgaiY+J0KYf+umNMXDqtGBu+31Zj4gAkSmwyPi7+P/UU+9AC4qqlEhpoAqVGo9FkW/P5YHsy\nGVQBZB3klEcZiMvn82rVHl1dgbgVldiEnInRUZV0pNKunJIlNvE8D1UAX163Dm+D4f5yEJfNBhOb\n5PPYunUrhhYvFvfV941MXKTVauLa09joUGKAjw1xMXFzlXUyqelMnC2xSZScMm7fQHtyykCJgcsu\nUxKqJHJKsmw2i1KpZGTiHpD7/UDEeUQxcV/+8pfx+te/HusOCP7JCuIc4+JMTFwqlQq0hz+blPqd\nHHEymotCTFyLIG56eloUopZjVC2bBTZvBiDqSRITVy2V1EJMHsHr+NnPfhZbAqtWYeML6UB0YpPQ\n3KNlq+aJTdIk24tj4uT1MBX71uWUOQNA4YvR9Jpnp7RlmY6rEwegybDF1YnrYEyci+kgrku+jspO\nGWDi+DM1PAyUy0pRckDeh42A2K5UEgttp5yCBZUK+gBMAajkcpj1PAzOM3GvDtMLBZpWDAMOOn1P\nnhMzExOXNLGJydkkOZOfy4WZOECAuFpNrDycLNeyHn+cTlD8LxTwEvvJSzCDOJucUt8G6CyIe9Ob\n3oSzzjoroF9vhYkrlUrBoHJDTJzv+3YmjlJDW5g426AdB+IAYGxsDCeffDIuvfRS4z6SgLikiU3i\nsnidyd53Q1yrhbLvTEgJkgJxcrJvV04ZFxNH20QF5etySr7qGgfSTM+ayei+pAH4NhBnYeL0+BOT\ntZvYhMLKAmYBcalsFsfRBHGzs7NNyZtk4uhYvu+jDLc6ccfkcSgmjjNxAwMDmKBzoz7AwVkMiLPd\np3Q6HbxvGhMHAP/fihX4oandGojzPa+ZeZTaRv3HAuJimbhMBiCVgkNiExcmrlKpYHJycs4Slria\nTU5pS2zCt201sclXv/pVFT/dipwyUAq4XHaSU5qYuFKppJg4/ttDS5bAA/ATBE2XU07QbzQw9r73\nvQ/3338/0vffj4bn4X72Xbsgjs/nJib4xhtvVPJEXU5JYyylBmqXiZuZmUGxWERGbl/XQBwAYHgY\nlZ4eEJTU5ZQucZS6z2GSU1oZI+4XTU/D87wmE5fNiueaMXFR2SmrUXJKkqwb5Ph8AUuPzTTFy9Pv\n+JxIn1UqFdTrdTsT18HEJrVaTfnV7cgp6wD65DwYJacMlBjgIO7YMfFeXkfFxHmeeIbIb5WJdQCx\nQJFKpzGSSmEB9/djbB7EnUCLYuLIAg4zOTSGGDR6oD3P6ygTlyZ2IYqJA0R6VeqYe/aIDshWp/lZ\nvQipt2+DietEYhOyp556CocOHcIx6ZG2ktiEQFxLTByn1wFrTFy7IG7Pnj3qHF1AXJKYuCg55XRE\namrP8xQTN9XVBRLHDsm+MyyviYmJc8lOSddGPxcXJi5OThkVExcnp9RX7G0WYOJoO75vDcS1GxMH\nIJGckrIpB0xfaWVtG0YTxE1MTIRAHGcmZuDGxBGIG5TtCsgp+/ubDiidK1tlpjHLhYmLqnfIE5vo\nz0eoX7LfzmQyQr5MH1Db6B4zVtcZxFWrQSbOIbGJS0ycrdD3y222xCb1NuSUuvHfHD9+HH/yJ3+C\nq6++WhyvhcQmrPIX8NxzLcspKTtlObS1ue2B/XpNJs4oi5yZAR56CIeXLcME+20nmThTO0+mxV+E\n5ZTkJBd1OaUWE+daYmBmZibAxNUzGUAmHjoZgAcAw8Oo9fUFSgzw9rpYW0wc94simLiouYti4qpy\nEdQop5TPuQnEmZg4Lqc0LYqS0eIX7YvuZ2ImroXEJkCTDWxHTvkEgO6JCWBqKlJOGSgxwJ+pp58G\nduxAQ4K0cjqNw7kc1vt+k4kDQiDO8zyMpFKCiXNk4+ZB3Am0qGLfeuyMNzXV7PwHDkA3GxPXbmIT\nJyYOEMDy+PHm5y+9FJBTchsF0OjpEQ8M03+7xMTRZ+OSjUxS7DuKVQGAF2R9nKh4MG4ZCWwbjYaR\nidMffHJSS+Pjqh5VKpVqToxzyMSNa+xtO3JK1+tJvyfW1LavMwEMFwoY7u9HDyQTJyeyEbnqr5yg\nCDllVFvjmDgbi9cKiIuSU5o+a1tOmTA7ZZKYOL69SU5pBHE2Jk4DcePj41YQBwhHNTI7JdWJS6dR\n9zwMQtwTLqcslUqqwLGaZA1MnEtMHHeqQwscLLFJ7POhxcQBMsYTaI6V9Hy2AuIsTFzUb1yYOFtm\nypfbrExcG3LKqO91lseViaOMiwCwnO/g2Wed5JSmxCYrV65EMZUKMXFWhlWLiZv1fVQBeCYw9uCD\nQKWC/WvWBPbZaDSaMZ4JQZwed2xaQOLnrIM4es1LDPi+3xYTRyCuBrkwJp+TIuR1qVZR6+s7cUyc\nQU5JW6RzOQHipqbQqNVwGYCPHzsGaAvsPdUqkM+r2GLALqfMGuaPKDllFBMndltQ+/I8TzGrzjFx\nbTBxQBPEtcPEPUkfygWXxHLKr3wF8H3UqOwLgH2FAlYCQrVGII5lLp6WbR5OpdBNYM/B5kHcCTQT\nE0emr9gXRkaaXxpAHB8oObXtlMZWOyZ/rZi4bDaaidNB3O7dAccGAH4jJ4dnAdSHZE36l5pCSxs7\nwgdQulbH5bE6WSfuhRdeUPIPVyYOEIPa9PQ0isViLBP3x5UKLnnPe/Az9hl27RLO29q14kMWUNtJ\nJo5bVLFv6pedrhNncv7SIyNYCeC5/n7MZrPIA/CqVSwol9EAMCzlk+ouy5XFpEzcXMbEmZg4m5yy\nHSbORU7ZbkxcUjllEhCXTqcxDOF49SAaxPm+j3EApUrFLiuRC0CVVArlQgGDEM+igmgyzm6drHel\nHNAETJwNxFmZOFYg3LpAwPYzk82amTgLiCOLBXHZbIiJA+yOP5dbxTFxrzgQRzJ4C4jj27Yip9St\nlWLfy/gOnn1WjRl6TbQoOWU+n4cHIN9ohGLibO3V5ZQN3xesmslBvPdeAMD+desCH7eS2IQnteDg\nwdRmfs5dXV2YnZ1V39H1CckpSSYvP7eBuDvvvBN79+5VbSmXywLEVatNNpONayk59tX7+0Mg7oxb\nbsGP4Abi+EI6/5+YiZNyyhATByBXqeBnAK4dHQV4gXAApVotoKRIKqfkIM6U2MQFxNHnIRAXxcTl\ncm0lNgE6w8SpEO/du1tLbPLYY2KfV1wBQFz/F/j50wIbY+J2y30P07U8fNip3fMg7gRaFBNHph4q\nDuLGxkJxcbozSixOq0yccn7lfhvS2XBm4p59VoERTz7UX77oInz0D/8QhwHUFsnyzS++qH5CDqMu\nneTXhAaUUVmcMwmIu/3227FgwQLs27fPuN2+ffsSXS/aZmpqSjBsBiaOT1Rpz8NfyAHsbACnAUg1\nGiIrxKmnNh9sed06ycQd04KXWoqJGxkBvvEN0BCmszs2OeU111yDG264Ab/61a+gW1ZmxHiutxez\nFP9VLmPhzAxehIgZIpvN5QAZi1QD4Pl+QHLgwmjx84/KTsm3sZktsUmUnNLUVmcmzkFO6cLEcbPK\nKdNpoLvbKqckSxQTJ5k4QDBecSBuJ4BStSqk2iaTE+gsgOlCAQOQLDp9T06wluDDxMTVu7pQRRDE\n6WMAd2yi5JSxTBw7/ox0bJW7Qm2OYeIijZg4WT6BM3EuMXE2EEdM3CtVTlnV5JQmGZyLA67/RjeT\nnJL6hj6H0n50Jo6SetDimul4eU3BUigUVJ93BnG+BuIIkJkYNQniDsrFRPptvV5vgrg77gCuu864\nkMzNxsSZ2qYzcUATvNH/LrmNSmziefCz2UgQ95nPfAZvfvOb8Wd/9meBfRWLRaRrteY1TKdR9Tx0\noQniGgMDKgNoCUCmXMbau+7CWwBkefZIi/GQFroOQBDEOcXE2Zg4ADnejl27Atexu1oNyeFDC5by\nWmfYtaPtORCj15yJ0xcY+DnQ+EGfE4gLlRiIqxN3gpi4ei6HZ+nDPXuc5JQhJg4Azj4bYLXp9hoW\nD8GS+9wi2zxM+2cER5TNg7gTaC7ZKel/TmNSoNXeUQ+o5wHf+Q6+0GggLQNKgdYTm7TFxMlBxpMP\nV9XzMEHUPIE45qBFySk7wcTNzMxgZGQEt956q9HBeuGFFxKBOBqQOaA0DZp0bqdNT2MlgJq8Hu8A\nMHDkiLhOZ5zRdO7mgInTQZyLnDLEEJ95JnDttdgoBxdXOWWhUMDnP/95nKIXPQaQkeUydvf2oiK3\nz0xPY3BmBgcAVNi5Vtk9UVelVot0uPTJk4ySlnSCiSPZVKvZKZ1j4jrExEXFxCkmbmAA0FkK2T+7\n2HkklVPSUtQg4uWUajX0SSVuCZocX6qpFKaJiatUmhkvqf/qCT5Mk6nnYRhNEJfL5ZQcCOwzshCI\n0+rEARFMHMmmIWLigDmSU3qeOHcWE8fNFhNnk1O+0pg4Ml1OSa1uR07ZKSaur68P69evx9vOOqu5\nAwbiaO4w3VcdxOVZMjC9xICt7T58ZFOyr8aBuO3bgfXrUdbm1AATd+utwNe/Dlx5ZUQLguoXPsbG\nMXFWECe3VUwcAMSAuK985SsAgJ/85CdoNBoKTBATN8vaUEmnhcJA9vHGggUgb6YfwPLf/lbF0fXy\nBXWL2Zg4U5240PivySk5E5cpFBSIC4BJSiYnrateb457CDJxupwyw3yMqJg4l+yUYrdtMHFtyCn1\nmLikII6YuHo+jz304Z49oXnJKbEJAFx1lXrp+74ZxAH4wtln488A7JP7ngdxryJzqROnEjMQ80ap\nbWWRTDLqZL2HDgHveQ/e32jgzNHR9ksMsMQmRiZOFu3FgQMiZTdJAhkTR4NFwKkkOSVj4qLklGTt\nMHH6cXRLCuJoG94W3lZ95fyNciX7mfe9D4Ao/LiAVjQ3b26CODkwdIKJ65W1ouKYOF4XxiinnJoC\nZMxglxxcXeWUUZYmENfTgzLVBjt4ENlGIwTi6nJ/KrEJEABxJsfWBuIoaUk7II6c2t7e3sC2c5ad\nskNMXFRMHIAmiNPbFiGnDHSnCBBH0ZHdCIM43h7f95txCTYQJ/tpBcBMPo88gPTsbJOJo3uugzgD\nE+d5HkbQjIkrUmFwZiaJkbKZGXERMpnQ8xi6v7SAhSYTNycgDhDOgkN2Su7kxcXEnWgmjkzJKUnm\nRSCOHFHDtnHPor69yZJmp3zmmWdwIV/A2r3bCcR5nhd2plkBYdeYuGzaAcQ1GkJpsWhRiOkMgDiy\nhx8W873FTHLKVpg4AgAFua1i4gD46bS12Lfv+0pGCQDPPPNMAMRlJBNHVkmlAiDOHxhQIG4AwGpW\nm9cFxM0ZE8fklAV+zo89FlwAaDQCC0pRiU3iQFw7ckonJk6PiUulxF+LckpKepdUTsmZOAXiDHJK\n/qyFEpuwsR1XXhm4J8/xa8b81l+fdBL+Sb5OpVI4Rr9hvnGUzYO4E2hJ6sTlCcTRip6FiSuw1YBi\nB5g4WuX0bUxcsSgo4WeeERPBpk3iMxYTR3JK7oTUE8gp+XXRmbgkxb75e5NznlROSQMZSWKKxaLV\ncfZ8HxcPD2MEwKFLL0UVwFowEDdHTBw5C23LKe+4Q70sGkAcEHYkXJLDpJ99FuMADufzionrknLX\n/YByyACgxlIpu4I4aqN+PzvBxB04cACLFy9GLpcLgbgk2Sld5ZRJY+L0BQVTW0JMHBAAcbQvAEY5\nJdXrDdSztmSnTKfTCsTZYuLoWE4gjskpp2Tb1i9c2GTibCCOr4gysDYCmeESzecmERMnnQidiQsZ\nm+intTihEIhjfaklENfd7VQnziWxySuNiaP2d8u+PSWvZUV+75KdEoZt4ixJdkpltKC5cSOwfz/6\n5X0e1YCQ3j66F9lsVuyPMXGucspMSvYFBuK86elgiZbxcRF7qsVRAQYQVyyKbR94wHhMfu5RiU1s\nMXGAgYmTbeUgjjNxel89fPhwIN7w0UcfVVmSu7q6kJIxcZyJ6wKQkn283t+vVAMLAaxiY1AvK1Ju\nM52JM0nvnZi46WkEslMyOWU3B3uPPabCHNQopcX02hKbpAxyyk4kNqHPY5k4HcQBYvx6meWU9Xod\nmJlBPZ/HNICpnh6jnNIE4hQTt2QJMDQEnHtuk9CQv3mRX7Pzz1cv+TiSTqehxC3zTNwr36KYON3Z\nyzmCuAwbzLo6Uew7jokDhKRSsjQYHARe8xrBxMmHl+SUAYATAeJcmLhW5JT8PDsppyQQF8XE5R95\nBEOVCv4VojbNC5Agbv9+sfHppxtB3NTUFL74xS8GAqGTgDiqv9OKnDIwUH/zm+plUfaxTjBx3ugo\nhiEC7in+rSBXUA8AmOUxhhY5pdpXBBNnumbtZKf0fR8HDhzAihUrQtvqIM60OKKv2NssAOJoO35d\ns1nFSPH9thoT1wWI/TEmzgTi6DiUeJSFQTgxcSEQl8uFnss9AGbT6Xg5pedhSo6h17/97dhy2mlq\nnwDEhAoAF1wQOA8AakWUmLi0bNu3vvUt9XmziTGJTeRFiGXiSIUAAeIgjxtoM/WfTjBxlsQm3Pi4\n+2qLiSvJ/jYu+w8t9rjKKU2xgp1i4pSR9E32zd6jR+F5XoiJ040c4oI2N0SVGAichyanDMS3cbCg\nZaTlFshOCQAf+pD4b4hxJjPJKfXrbFqspfMkx1+BONkXR8GYuEzGKqckFo7G58nJSbVPqhMXkFNq\nTFyDMXG/C6BrchLHV68G0B4TR/0kkonjz93YmDWxySJ+/0ZH0SefT56dlywqsUmaXTuVSC9hnTi9\nxIC+P76f0PzAxsOAxPJlTmxCTFyNFlgWLgT27UOOvrv4YuCGGwJzVCixSakksrz+4AcAguNBzffx\nG2rTddepz3VfQXlq8yDulW8BFC9NH8zVygiBuLPPFv8tcsosGwBK1WoiUGKagBQTl8uZmTigGRcH\niEng5JNFh5aMSkqudlPmRwCoWeSUrjFxNGi3CuJMTu2RI0dUOvwkckoO4mxxad133gkAuE1+/jxE\n7bOh3buB1asFlaFN1LT/D37wg/j85z/vDOIeeughfOpTnwJgB3H6PuhY1pi4++5TL0uyj9lWp8hc\nmDiMj2NMtn2WmDi5QKEzcfUYJs5ktmvW09OD8fFxNbEnZeJGRkZQLpeNIK7RaMQyba0wccbEJoOD\nQtYkj22SzwAIMLpRMXF99N4kp5STJGfiiNwK3IIIEEcOpElOqSc2aQA41N8P7NhhntBnZ1EB0AAw\nLSfeYrmMk6WzpRyC974X+OEPgS99SR1LGZNT8qQr5513XuhwsYlNaGWbsRBGMzBx6o52KjulzsT5\nvtWJFodpOpXE+sxqCRxeqUwcgbhJWfJFB3F827mSU9I8FMvEnXqq+G7PHvT29kbKKYGmb6D6ngMT\nF7ivfgO5NCXL0Vg1XvrFUBvSysRdf73on2xO0I3LKWnxVz830yKHNSZudhZ+JmNl4nQQ97ycQ6gG\nXbVaDcbEaXLKqmTiPJadkkAceTe7L78cANDDY/8t1lZ2Sg7ijhwJyCmzLCZuqRaDtUTWD+Z1MiPl\nlATiDIuA+ljneZ6znFJPbEJmZeLkHBr4LJs9MUycjIkDgLGFC4FGAyvqdVF37557gG99Cw02F5XL\nZaTTaeEn12oCxK1dG5RVonn9r+rrE9nALNcolUrNM3GvJqPaXX0yjTpfMdSZuAKBuJNOEg6WjYlj\nE28xYYkBk2NJiU3q0tkwPhgrVzZfL18umDhAZF2EmYlDT49wMLTEJq4xcWQuIE5vM0npTPacBMet\nJjbR2Q/FxD36KGZSKdwtP6e7ly2XRTwcYGTiyH75y186g7hPf/rT+OpXvwrAHcR5nodcLmeOiavV\nhPMg+6mJiQNakFM2GsDERAjEFST4t8XEAebEJlFySv18zz77bFSrVTz44IMAkoO4A1IG68LEces4\nE7dwoUBQ0rFoNyaun+5hjJySjkN+ROAyRZQYiJNTchAHAAf7+wWLsXs3QlapqCQWU3JcyE5MNJ0g\nnunxiiuaskrOxPX1qZc86YrpPsXWibPIKaNi4srynrqCOCfZHxX7BoRT4ftAuRwJ/PSVehoLuL1S\n68T1yP42IRcBq1pMXCtyShcQx5/xEmN09e0ANJk4CeIouYmrnNLExLnKKfWYOAXdLCBO32cIxJ10\nkpD/P/RQoM4rN76QwRd/W01sUiiXlWY7CRNnAnHFfB6pej1wDWeJiSM2a+VKVAF13rVsFvu3bQMQ\nVDvZLI6Ji6wTx89ldBSpWk0xcSkmp1wsmbiH5Ri2SKp6TCAOMMyFcrziIM4UE0eJu6hkle/7ieSU\nZKE6cdQODuJoXG1BTtluYhO/UgFqNdQp74JMQLWyUsFKmifHxpBnsZazs7PiuLSaqfmj+vWfTKcB\nTcmgM3FH6RmZB3GvfCMGh5JPcAvFxE1MiIeX6ont3RtY/jbJKUtMTtlqTBzVEIlk4k46qfl6zRrB\nxAGKZaOYOM7EAQCWLm05Jk6dYweZOCAZiDMxcbY4pPTx4xjN5VCXnz/Dd3TGGeK/hYkDgJ07d8aC\nOPp+hMk9bDFxpgGOHLeQnJIme5kut0sDcSsALBgZSS6nHB+H5/sKxJGcMifro+wHMMvlCG0kNtHP\n9wIprduzZ4/xeyAa7CcBcZ1i4qwgDgjk+tcZbWqTbiYQZ2LiokAczV0uIE6XU46NjUVmpwSAA+RU\nmiSVs7OoyPZNynEhMz5ujclTxpk4dp4cxJElklNqTJw1Jo4FENbleBeSU3YqsYkWD+jCxNlA3MjI\nCHp7e53Gxrm0uZBT6paUiSsyRpcsJKdMpURMHBACcXFyyiRM3NKlS5ufw4cHD57vOYM4E2M2zT/w\nPBHTMzsLPPKIsd16nyUmrlUQl5+ZgdffHxyzMhlrYhMTE0cxcd3y2eVyymoqhRyAlBxHl59+Om65\n5RYhXwTw0tq1mJW+RtYBxHWEiZPPbm5sTI0PXibTZOIIxMkxbLGckziIIzPKKakshoGJ05OTZDIZ\n1Go1a23jRHJKWmSi+95hOWWriU08+WzVOBMHYOXsLFayCa77KZU3GeVyOVgjzuKP0nxs8zNUG6Qi\npAHMg7hXg42NjaFYLKoH2zTZ0E3vGh9vruCuXSsGc1YM0MTElVjwbNI6cToTRyUGjKsbxLwBAsTx\n92gycSEnZOlSkd5OPqy68xnHxHmeF6DubeYSE0f3gJz6TiU2UYB0dBSTcvt6vY5f8x1ZQBxvtwuI\no2Pz1d1CoYBCoRDLxAFhEKeutQbiSrKP0fH2A7jx1ltDg24sEyev2yjEPa6we9sARJ04NsF3Mibu\nDW94Q+C9qV9HgX0dxPFtG434EgOmz0xG9yADS3ZKA4jTGW3APSYuUk4pJzf+xBlBnAVEJZVTAg4g\njtoh25YhJi6VagIh3TgTx5gHAnG2iC++Os0dFQDJmDhtdTaJnNIZxOlJXaamjLFfZLqM3QTijh8/\nrpj9E2n6uVNik0m56JJUTsm/t73nZgJx9Noqp5ydFf1u3Tpx/yWIGx8fj7yvSWPibr75Zqxfvz5w\nHikvBQ9NEKcqzCaQUx4BUPnjPwZuu01sR+OnRVLJ5ZSUrdeWWMeU2ESPictNTwMDA8ExokUmrkc+\nG/wazpJU/9Ah4Yjn87j++uvRJee6Y8uXA56HKbTHxGWZDxDLxMkwldzoqAKryGTUM72Etlu7Fjj5\nZCwygLhIOWU6DWSz8ByYuGKxiMnJSWsNWdvYaJRT8kUmcdDm6xOY2IRiRImJG5fgcsXsLFazzXp/\n+1v1ulwuB8sLRDBxNiUb9zV930fN9zGeycyDuFeDjY+Po6+vL/Cg6QOb53koASiOj4sJAGj+Z3Fx\nJhDX3Wh0LLEJySmNkyAHbXJA4ZZmMXGB/S9dKthECUZtckrAzMTpddls5pKd8iTJJhIT5xLPFSen\npNd5AKmZGYyzoOZH+Y4sckodSLYC4tLpNPr6+kKTnA3Ezc7OhgdqkvLKSaWLgbjXst8Xngnwi84g\nTjFx7HwnCwXUoCU26WBM3KJFi7CRVsXRGTklXX+9xIDJrM4eIGLAbrwROHxYxCPIjyNBHMuYRosh\nNlY4SUxcYHvPw7F8HuvQmpwyMrGJjMMKySlJumcBcbMSmExRjUFi4nS5IzfOxMn96zFxZDYm7j0v\nviic8QMHxMnPzloTm5hs7JZbcDXbJgrEmTL9Wce9RkP8cTklAExOWp1oaqsup9Rj4iYnJ52yAb9c\npsspJ2W/JxDHi33HxcQ5yVSl0bhsGkMjmbh8Xozxq1YFasVRWIWpfeQQq75HqfdhZuIuuuiiwO8b\nvlDPpPwU4GnSSHbcuMQmAFD5x38E3vlO8SHFjFqSm/A+OzMzoxzspEzczMyMKB1SqQD9/cEF2AgQ\n9/zzz2PRokUqVKVWqykQ1y3vXyA7pWyvd+hQSO4GACPLlsH3fUyjPSaOJzaJZeLkfJs9frw5PqTT\niomj2PRrPvQhYOtWFGZmsA5mJo6OKXbB+m1PD1KsH5hAXKFQwNDQEI4dO2YFcVwR5cTE2XwD2v4E\nxMSlZJ/TmbgV5TLWsO16n35avZ6dne0oE0fbjWUyWqB5RC46dRAAACAASURBVLudtpq3ObGxsTGj\nlJJbKpWCWlejFTZKXcri4kxyyu56vW05ZVpLbGJ8MLiccmhIgDNK3Z3PI6UFOSujGnMyLs4mp7Qx\ncS5SSr4f/l53sGjFLgkTF5fYhJwukmdNMj18GcBe2nDNGvE/gokDmtnikoC4VCqlJjLTb7hZY+Jo\nxba/H+jtDYC4t7Dflx57LLC/2Gsor9u43NcUG/wn5IDM5ZS8TpzCDDGOrXWiRJCNm8uYuMRM3P/8\nn8Df/z3w2tcim8moCVyBON7WFpg4fr308+vTYuL0tj3X24uVELEjlUpznk0aE8eZuGo6DXieUd45\n1tUlnCoLiKvKMWOCg7hKxe4kAEYmzvM8jNE1sAAk3p+vIUnND3/YrJelXTMrEweg9ta34ntoAgzV\nWkOJAc/zFNMbC+L0eBPGxAFu2SlTqRQWLlyIw4cPB7afmppyHnPn0kJyynpdjCGy/1AcLRWPiANo\nnZBTmvZlBHGAAHGHDqFPzv1jY2Oxckq1X2KoEA+IACanlExcvV53llNyJi50PsuWicVkS5kBzh4T\niHNh4kxySiU+1kAcZ+I4a9xoNLBv3z6sWbNGzWGBmDjZNj07JQB4U1NqYYfb6IIFYrEInWHiOIiL\nZeLGxoJMnARxZN0rVgBbtwIAtiKYnZLfS+NcuGwZPMb4nDs6CnzkI8iz8bO7uxsLFy7E8PCwWtjR\nQRyvqxmb2ERn4gDgLdKTIKl5JpNYTqnHxLUqp2xIP222VAL6+7GsXG4ycaecgu59+0B3IAkTlwTE\nzSYAoPMg7gSaCxMXAHEbNoj/ESAuzWqj9EQNFAYzsQNUCJJKDBidBw5EPU/8ETsnZVK8jer8SLsv\n4+KSZKcE3EEcOUH83HRn8TWyva0kNokDcbSuN6EVzTwdwI+/9rWmwxbDxBE4iwJxvu+r9tB3poUC\nFzllCMT19gL9/SgwEMdS2oRAnB60HzICcfJ+TLLBnwAdH8xqFjml0YE5ehR46CG7ZAXNuLjQb6W1\nCuKi5JRkkUwcJfsZHkYvW4X19e1Wr+54TFx/FBMHYI90IIqrV2NyezPZSDtMHIFzajc/ppdKiWQQ\nzz0XLIILBBKb0AJJemwsGRPHzpNyvfFRJVb2euRIkwWVzp8+3kXd/xBbZ4iJA8J90QriyAGk/SRg\n4vizsnHjRkxNTeGgzHhH8TCvRBDXU6spSXaj0YCXTmMSYqGAbK7llGSR2Smp30mHl5YSosB5aB5i\nTJypvaZ7rJg4iomjbdoBcYAYf0ZGtIdfGJdTTk9PKyfflYnjckoriLNkpzx06BCq1SrWrFmjrh+P\niSvJtunFvpWx+fK+G2/ElwAcWrdOMXEuIC6OieNySisTJ+eWjIWJUzYwEABxznJKQIC40VEF/D6z\ncyfwj/+IASoZBQHihoaG0Gg08JIEfJypAzrAxN1xhzhvAoMnkomjdnoesHo1hsrlpjrjzW+G5/uQ\nhb4SM3E2P0Pfrpqg7fMg7gRZtVpFuVy2MnF8xX4DfUhMnKOcssf3O8bERcbEAcD+/UENL0kqx8eN\nciAAIRBnk1O2y8QB4TSuIQairw+LFy9W0hYX0KvLKW3Fvk1MHABMAJjlA3IME+cC4qanpwPp5G1M\nnOn88vl8dExcTw8wOIgSrVg1Gmpwa3geurdvD+zvnHPOCR0jYBLETcj7PsEmBgJxfKJtWOSUZIEB\n8h3vAM4/XxUmjwNxrTBxCxcuVBOWzsTZnhM9YVGo3UDgORrasaM5gfN9TkyIWowdjonrpfes2DV/\n/naz8WryuhvY/tlOLCBucHBQASUO4mrMKdbllJ7nifHO98UYw43JKSdI4kZySlcmjp0nJW9wAXEz\n1FdffFE4soCSYelMnMn0hRdltF/qr2wsdMpOqWfmdEhsYopFJqnxjh07ADQdo8gx1/eBhx82OvWd\nNM/zcA6AM3/7W+DIEXTX66DlIoo74SDORU6pmwuIa0lOCSjZbV7r66a26IDKxsTZfu9DxMSlwEAc\nfcnllNSHDSyUFWxofYubSU5pS2zC90v+EJX6CYA4LSYO6bQxsQnFw61du9bMxMnj6dkpWSPUy8Nb\nt+IDaC6gTSPoY9msk0xc9vjxSCYO/f3Ali0AwiCOm3FBUx5jtdaGbpaBsVQqYaGcZ2jxUo8J5kyc\nU3ZK3R+V8XnKOpDYpF0Q53kesGABivU6FgHw+/uVjJg8m07ExOn3v9FoBBcV4trtvOW8ddRokLIx\ncWSpVAqb6A0xcatXi1UCExMnB5iJVKotJk6PiYss9g2IVaPFi5vvL7xQveSrcoH9ayCuUCgocKu3\nx8TEJYnP4OfPV8HI8vk8VlN9KbjFxJkKj+ur25yJo4LE3KHmgKtVEMevr85+dUROSZN9Tw+wYQPy\n1SpWyeNJCIEn161DdngYrwHwkY98BPV6Hct5/UCTEYiTE3ODndeUHJD5WlxciQFl998vAu6rVQxG\nxISuWrUKq2SyliQgzvd97N+/X7Fw+rZtF/tmZTcGn3rKDOK6u8VEZwFxUUxckpg43Sl8cGgIfwmg\nfumlmHp6L9s/24j6tPYMnXLKKahDOEJcTsmZOL09nuephDpgq8MAVHZKQBT8ngSQGhuLl1PyVWS2\nHQHMokOcbZmcll27mkycBHFJmbhA/41h4mLllDYmLiKxCV13LrciELdz5075cwcQd/vtwFlnAX/1\nV/ZtOmCe5+F7AH7/pz8FFi9Gb72OMTRXsdMaE+cS79YKE2eyyMQmGojLUeZnw7xPFrrPMTFxujX8\nRkBO2Wg0MGli4o7K6lQLFrgzcQQmOIir1YCdO5GTv42SU5qeD4oTpHksTk4JiKRPJhBnk1N2yfPg\nUCzgNOsgCc17NAUZExfTp+KyUyZh4rIjI8E5oFQKJEdCXx/Q14fRoSFshp2Js8kpAWBlOh1grkvP\nPqteExMHNEGcKxNnrRMX51+1kdiE7nOoDIzBrr32WvWaQBzViSMQBwCvAeD39QFyYfpc+ZtqtRoJ\n4siSxsTNM3GvAqPVAp2JM8kpzwQwWygI8AaIyWDZskg55bFcDr0A6nJAaJWJUyBOMnEuiUQAAFde\nqV5aHRYNxG3cuBG+76vV304ycfzhqbOsndxWsnp3SUAcpfQ3ySmBZqKESQOIC7SDBrk25JSuIK4l\nOWVPD3D66QCEFLRer2MhRHbJZ+WEcz7C8lWrybaSnDIQf2OoLchj4iLllDfdpH7TF7OI8e53vxur\nVq2ySk5N/WR8fBxTU1ORII7fuzg5ZeB73xfPw7ZtQF8f+p98Ug3SvukcLHJK15i4EIij7Sxyyqrn\n4dMAqv/yL5hcezrbP9sJTb5a/6VFlwkIJq5cLltBXGCcIBDHmbhKBWg01Gp6o9HACBzllHpmSWhM\nnIUZ4a+zdN0ee6wJLlmSFMCdiQsY3WMDiOPPiHUcJgdQz04ZIaeMYuISgbj77xf/qaj6HFl6ZgbL\nARzr6wMuvhg1QCWKMoE4IFpOmTSxCY0leuIXff+hOnHU7yJAXKzcM2lMHMkpGROn+DfOxB09Khgd\nNu/FgjgTE3fllcCmTbj8zjsBiEXKcrnsLKckEEcLoy4gLosgiKPyAjYmrkseL8DE8XvF5gJ9gV2V\nWihzjUjYdCaO/psSm8QxcRnJxKkz9Lzmte/tVWPGVG8vBtGMBY2tE8eOsZKH7QAo/vrXCjiWSqUQ\niIti4nhMnFFOaWLidGtDThk6XoTdeuut+Pa3vy3aqsspAQXisgAa/f3AokWYHhrCFraPKDmlS0yc\nnp0SkHHijjYP4k6Q2Zg4MvosOzuLkwEckSlula1bJ5wa2dHVQCs74q5SCTkA/RIgtV1iIB1R7Ntk\ny5YBn/wk8E//FB8TJ5mH175W5Dp84oknxLE7FBOn76tWq4Wcp0ajEdhfEhDnmtjExMQFQEImI/4s\nTBxNbFEgjsfD0XcdjYljII6YuGEAu+W9DCbujzG5+jtmAHEzcpIIXCvZnkg55dNPAz/+sfqsNyKx\nCQB86lOfwt69e40Dflr2ed3B0+PhgGZmT19KmG3PW2xik+Fh8UyvXAmcfz669u8H8Zlp06TU0yMm\nvBgmrmaQpphAXG+jIQCEXI22ObheqYTJ//b3gc/UrixySrIJALSsEAfiPM8T1wIIMnGyT06yvj8C\nIDU6moyJo/PxvCYTZ/lZIHaH4vPGx4HPfU687gQTR9dsDpg4wMzY6KA/nU6rNPUE4lQ8UdSYS1n9\npqft23TA8nJO27VqFfCLX+C8LVvwEQRB6SSasti5klPO6DGa2r46KadUFlNiwEVOaWTijh1T9bpc\nGDMATSBB+zl6FPjRjwAAg3I8on4TJaeMY+IGml+GYuKAMIgzMXG1Wk21heBHIDslPzfGxOnnrHo2\nOe0W44ld+H8O4mKZuMFBIJ9XMXGB5URqI1tsmy0WkQKg9FBanThrghoAyz0vAOKyv/0t/hHAPwC4\n4nOfwxp5nWwgziUmLjETV6s5Z2g0tcnFh+PbkYotwMQxeXFDLoaX+/rAl8WTMHFxMXHUT+aZuFeB\ncRDHTZ88+vbtQwoSxHFbu1ZM8NKxCcgpMxk8LVfo+yWr1TU2BnzqU5GrG6YJKF2viyxO8hjOTBwA\nfOITwAc+YI+J6+8XA42clE899VQAzcLUcxUTZ2LiGo1GdDFfg/EBmdrD20rHWCPfH2f18shCznWh\n8LIwcTY5pe/7YTkCZ+JOOw2ABHH1OhYAOAbgxQULUCuVFBPnZLIkwZ60oag26zNkDZfEJv/wD+Lz\nN70JQBPE2Zg4z/Os7dUnYjITiOvu7sbU1JSxLmOixCYkpVy6FJAxexfLrzImEOd5go0zMHGmvqib\nEcT196vrH5UMY3Lh2sB36hARIO5b3/oWjpVKWAYBlvJo3lcriDMxcXL1f5oB1uMAUpOTAkS4JjZh\n5hoTl4NMbnDaaeI4VFqjxZi4gEUwcU6JTSJi4qJiknS5ValUwqpVq5IxcQljWFq1vHxGhuXiFB2V\nMxtTEDK7PKJBElkrcsqygY3hdfTUc12riftokVPGHS/wvUOxb266nLIuM3kCaI7rjYYYP6TPYJJT\nGsdJnYm74w71VVECJvJzisWidSxxllMa6sQBTRBH+yMmbvXq1UYmriCPx3lUW0wcbyvJKQHELlTQ\n+K/HxPHEJrFMXC4HLFqE9PAwMmBzHmAGcbJfqVLvLtkppV+5jIV94KtfRWPTJnwQwEcBLHn6aWyQ\n8sp25JSJmTggUXxtK0wc0LweKQniqlpMHFlD9s1aPo8imuDJlYlziYlTIG6eiXvlGw1uvb29xpg4\n+qxfriodWbo0uANKbiIHLAXiZmaAYhEVma2oJFmtzZ/5DPBf/ytw883WNtli4igXUyImjhlNACE5\nELFxGogztaddJo7/zhQT5/t+ALglAXFkXV1dRibuNIjA6BflIBDJkDAQ10piEx3EUZ043WxMHNCU\n+hpj4latQjmfx+kACvU6ChAgruF5mDrtNKwHUHQI/AYg6qEtWYIJA+NFQ18SOSUAUbdowQLgmmsA\nAP3yu6TphvlvXEBcT0+PSBogn2sbiItl4uS+sXx5GMRZwAcWLOhYTFyp0Qg5MbbVc30x2gXEvec9\n78E5110HANgIycQxhtUIfGKYOOo7yjmdmope6fU8YOdOkVlSfeRhFmK1uxjYNOz0K7dp40bg3e9u\nftEJJi4GxMXK/mxyShkTZzKdiaO2bdq0CYcOHVLyYSAomwoZH3vmENDpIM4k++NF5fk2Joti4mwM\nPdBk4rhDe+aZZ6rXav4isKeBuKy8RlFMYRQT16qcUjFxNK6PjYmHVzJxulkTmukxcbffLv5nMoqp\nprnEtU4c+UM0j83MzNjllPI+0ChDc+nevXuxdOlSFAqFQHZKdb/kcU114mQj1EurnLJFJo4nNoll\n4iSIy4yMhEEclWeSvhMAVOSzuYQ+cJFTyv0s832VNh/LlqHxgx+Aa3oG5X20MXH8OXFKbBLnX9H3\nCcaRVkGcSlQk/ZYabxsDcTtlwjGqI0cjYSdj4qif1OaZuJfPDh8+jG3btuGb3/xmot/ZmDjd+iRI\ne0kHcVRmQGaoDMgpSyUsfeMbMQ5glXzIizJVNB55xHosk2OpmLgIOtjF9KQFaj9Ll4pi3/U6hoaG\nsGjRosBvADsTlySxCQd8tVot5Ji3C+IKhUKg4DMg74nv41QA9XXrlLP6cjJx6XQ6Wk45OqpWd+l8\nyGEzyik9D0cWL8Z6AIvliuEwxPWryAGvKyZeAIBYydy3D9i0KdA3aInh2TVr1DmRxSU28TxPOObL\nlqnBt882UTpYUiYOaN6jOPmylYmjjLPr1gFbtqDR1dUEcYZYLgBiBX10VK3gthMTV2w0mo4/IuSU\nnhdKShcCcbZn6JRTAABnQLBaJF8hRkhvI4pF4TAy0EUHn2KsV0DcFvf8bthgdFqnEGTiuNGYpUDc\nwADw4Q83N2gxJi4SxLHV+rbklAmyU1K/p7i4Z555xo2JozT1QDiTaActp4E4MhuISxRzpr3XnVVA\ngob77sPCffsABJ1HyuIXOBYtakUkNgn9xtY+xsSZvjfJKT14SCOtQFzF88TzwWWQQEhOycGxcfzk\ncspjx4C77xaJbc48EwXJVFG/cZVTknLEKbGJfMZpFiZJ5fDwsIrhMjFxJGO1Zqd0kVO2yMTxxCax\nTFw2CyxahNTMjMhvwLe5/nrxn13PWQnilKeoySmNTNzixUA6jSUcxPX0ILN+PTYBoPzNPfLZtoG4\ngNTcJbFJHBNH3yeIi8tms2bmL8aU6swkp2Qg7t8eeghHjx5FVX5Ps2Qn68TNM3Evs01PT+OGG25Q\nA1US44lNopi43ueewyyAo2xyAAC9VpyawGZmgFIJZ27bhocAbKjX0Q+gRmCRZb7TzcbEEa/SKhNH\n+w45LIAAcfW6YhI4G9dJJo4DPhMT146ckrdFd5wHp6bQD6AqwQp9zrcJ2MvExKVSKbHit3mzcJJX\nrcLr5WQeYuIeeURsI7OPHlmyBGkAZ8tBjzigunROCi4D786dYgLauDHQN/4awM777sNheawA4LUw\ncepc63Wxqjw0pBzqftPqo6PZJG9JQVwiJk4Wm8e6dUAuh9nNm1VMZdbGxNHYIBPsxDFx/LguII5b\nQE4ZB+JsE7UEcefJt7Py2bHKKQExmVIWSHbwKXauAbfKcQIno+NMw87EGUHc5s3AZZeJ1xoTR9c8\njokLGPVTrcSAM4iLkVOazMbE8TIDiUEcv1cdtqzc93EtWQYHoTqII7PFxNlAnC4b+wSAd33oQ8Ab\n3oCPfO97WIwwA0Cm5i8CcXpiE9bXbUxhKF7ewsTZzs/3RUwcz07peZ7IaEhlBYjFj5BTRoK4yUkh\npazXgauvBgYHkalW0YXkckpASCppHD1+/DiGaBzR5ZSyj9MdIhBXqVTUfTOBuJwcn7jXNsbn+w7I\nKW1MHM0LSZg4QACzwHLv7/8+8Ld/G5CwRjFx1pi4dBpYsgRL6vUAiAOAFwHcByF3L0jfwMQ+6+aU\n2MSViWsjuUnLTBz/HYuJG4HoRwTiaCTsZJ24eRD3MtrBgwfxnve8RyXhSGpxTJzneUC1ip69e/EU\ngLr+oNvklFNTQG8vNm3ahIdlRzgbQI6c+8cftw5AtsQmFXSGiTPGdNBKh3QATCCOT1YcXCUBcXxb\nU0zchg0bEjNxfCCj/etxSKcePgwAqG7enBjE6WxOq4lNrHLKO+8UbBgA7N+Pj/z611iJ5uppLpcT\nzNDOncCll6qV5CNLxDRxgRz0Dsvzrstr4ATiKJPd1q0BENcA0GAFZwPMJk9Oo140mbgS9euhIRUr\nQA73XDBxvISCK4gjs2anJCbupJMAAA2eMTWKiQOUMxbHxHHj22QhV7U1htvmLNK8VZSujTqEJTul\nMg3EVQ0gLmQ6iJPj5zTr+4mYOM3oHkwhXk7JY3QAAN//PvDUUwo46X03KplGq3LKWBBH5x+R2CQq\nJg5AIEOlE4jjC0jaYlInLSP3TbUk40Ac38ZkUXMaH+MLAP4bAK/RAC66CNlGA+9DmJXYt28fvvvd\n7+I1r3mN+MDGxDnIKcnaiokjOaXHnvdNm4Ddu0W/0Ji40D5c5JQkpbzqKuX4DsJNTqnvm0Dc7Ows\ndu7cieUk4e3rM4I4uvoE4qrVqnLg9cQmnuepOm9TrA37ORA3MHEhOeWOHcC//itwyy3AAw+ELo2J\niUun04FyQE5MnLwnBWhMXCoFfPzjwOtfrz6imDgO4rgZ5ZQAsGwZFtfrUNCVnb8PoL50KdL79wcA\nkomhNn0XklP6vltMHH2fUJbNj52UiaMi7lUm7+dM3HG5LcXMzQUTR/eoNg/i5ta+/vWv44orrsCu\nXbtw7rnnxv/AYE514p55BulqFdthWLFdulRMCtLp830fGUgmrr8fmUwGRyTQuwBAjlbbymXg3/7N\n2CbTqnOmVusIE6enyFZGq15Sn08ZKuk3ZPS7ToE4up7XX389vve97+Fd73pXW3JKGxN3jpQVzf7e\n7xlBXEhO2dMjrkW1OqdMnO/7wBe/KN488ABw663INhr4H9CYOJkqGv/pP6nfHpM6+kvkZHiQzpey\nrpEjGWW/+IX4f+mlRqmtMaMp+94E4oo0kC5aFAJxnYyJO3ToEHp7ewPsbo+c+AhoJ8lOuW50FPjG\nNwQQ2L5dPBMkzWOOlSuIazUmTp1NQiauT0ZPODNxQ0MYy2axUb6tyuNFMnGDg8KBpYyAHWbiyKYB\nFGNYEeXs0HPV3d2MUUEEy2bYX2g8bBfE6XLKiMQmvL2mulWJQRxn4rTFpE5aZnQU4whncJsLOSUH\nca+DWOTYe9FFwI9+hGp3Nz4C4O8+9rHAb1etWoV3vetdzQ/akFO2HRMn5ZQ8Js7zPGDrVtG3Hn+8\nCeJaZeL27hXj+eteB6xZoxzfQYTllNxsixz9/f2YmJjA448/jlqthsX5vAAkhUJgjGjI68mZOAJH\nNH/rTFxXVxc8knqyc3yRj62GmDgyNcb8l/8iyim8970iiZb2rOtzPYE4/nksEyfllGRxcKYin001\nervUiQOA5cuRB7Ca3mt18vxVq4AXX8QyBmhcQVxI3kiTxCuYiQvIKU86CU+sWIFjAB6E6LME4pIy\ncTb/mfsK8yDuZbJvfvObWLFiBb7zne/giiuuiA82NxhPbMItMBg/9hgA4DEYHIJUSgy6UhLRaDSa\naU+lc5GSqzRXQa4eyhVwfO97xjaF4nR8H10zMziOOYyJ00BcHBOXSqVUp+9ETNyCBQtw5ZVXIpVK\ntSWnpIB/PSZuw7Fj2AGgsXatGxN36qmqYOpcxsT1PfYY8L//N3D55aKA5R/+IQ4NDOBaAIMy9igA\n4n7v99Rvh2V8Jl3Rg5CThLwGTiDuvvtE3cM1a4xSWxMTl2LfxTJxfX2A5ykpYidB3Pj4eAgYJ5VT\n0j3LAvjLu+8Grr1WZDt84QXg5JNF8g0EQVzOItuyMXE6K0xmi4kzgTi+vf7blkEcgAPs+jmBOHIg\niI2T4+fUy8jEhUCc4bni20UxcYBFYt7p7JRdXaIvGRKb0HF7enowOTkZWqlfvHgx+vr6WmPiOgHi\nZmZEtllK3vD448BPf4rM8eMqDpefB2c2ksopdTOBOGKORzZtAnp6kP2bv8EAgP/8058GYpNCZkls\n4lLse9OmTQCAM844Q3wwOQnf86CPsFYQ54vEJhQTp46zbZv4/8gjTTmlxsQ5g7hvfasppQQCTByX\nU/J9RrWZMlTec889AIABzxMZcxEcsygmjjNxxMbR3KwnNunq6lION5dTBhJJxBT7Vvba1wJnny18\nF5ZghCyTyYRAnDMTl8mI55aBuLg8jbP6/KBlp7SCRrkARYtq+vmnpOLk5H6lQYiUU0YycXEqDbIW\nEpsA7YE4YuICiU0yGXzhTW/CEIAnIe5jJBNnm6MxHxP3irJPfvKT+MEPftAcWFswpzpx27cDgJmJ\nA8RELTteo9EIBAADwPpzz8UzQLP+x5VXili6H/+4uaLNLOSwjI8j3WjgKKJXElzMGhMXwcSZYuKA\n5sPZCSaOH6PTTFyjWkWxVsNhBNmlSBC3ebP4v317aHAnR6oTTNypt90mXnzyk7Qhfvr61yMN4A9l\nOuFctQrccw9wxhnNDIEAqoUC9rB9HUAQxMXKKctl4TjIWlRRTBy/PqexvqGGdvZ9iQbSoSHhDPf2\nqoWNTsopp6amQgsISeWU9NnbAfSVy8Dv/i5w3XXCEfrsZ9V2KTaJG+vEAYmZOA4ujCAuIrCff04g\nrlfmhUwC4l5isQY1ebxYOSXQBHHExLGkHAEmLiGII5uGdAotMYS333473iKzhtpAnCsTZxwTHevE\nWU2XU3qeWB02JDYh6+/vx9jYWGil3vM8bNiwAc8++6yar5yZuE7IKX/8Y+Av/kI4mbt2AZdcArz5\nzcgMD6s4XMAspyRnu6RtYzMbE8cd0rPk/1EJrHDDDcDFF4uFrocftu/cgYmzAZpPfOIT+Od//md8\n8YtfFPd2+3Y0NmywnpOJieN14uDJbTiIszBxZLEgju77W98q/stnewGCckqXxCaAWFgFgLvuugsA\nUKxUlLIiwMRpMXGVSgUV2f9p/k6lUkICZwFx+kIAgIAMUVdJjfCGbtsm7j/QlMEzS6fTSmlTLpeR\nz+fdmTga65MwcXrmWO29VU4pQdoSyILiGkBLy/uxks0LUUwc951CMXFxSa/IWkhsAgRBnGudOF1O\nWdNk8XqN4YqNiSsWm+O2ZjRHuYK4ehzI5e133nLelJ133nktM1JkcYlNAABPPgkAeByWSSifVxOE\niYnbsmULAmrtTZuEkzg5CfzsZ6HdheJ05OB+DPYB19VIshPajwbi+vr6sFICBhMT53meejiTgDg+\n6PCYuLkEcZ6cLGhN2sQu/R5juAA0Qdxjj1nZo3ZB3GUAFu3aBVxxhZDASNu5cSMeAnDpyAjWAuh7\n5BHRv5iUko73OHtPcsqaq5ySsgzKCcrkzJoc4UXMVkPS4gAAIABJREFUyYiVUwJAb69iTVyK3etm\nA3GTk5OhvkdyyrjslDoT92b64qabgK99DfiXfwHe0CyZnlq8uPlj2+qcgYl7OeSUdLmtTFzEM3SM\nrfrXWGFxZyaO6sSxcw0sS7WY2ERPXKCf/1VXXYW3XHiheGNYsee/cWXiAtZpOSUg7mcEE9ff3y/q\nh8kxmI+JAwMDqNVqSiZsHXMrFbEwSL/tBBPHM1yef75QnTQa8Gq1wJykgzgup+xBvJzSNbHJmRDx\nv1Xqu5kM8Cd/Il7ffbf9PNoAcV1dXXj/+98vxvAHHwRmZlCTiwjOMXHwkPLkfaHdn3yy6L+PPhpi\n4pzllHr/X7NG/GdMXJSc0nbOS2TM9b333ot0KoXM5KRamA5ksDXExBGI01U11WoV09PTVhAHCLms\nf9NNAMUyam3zfR97eUOXLWvmJtjDlzWFcSaO1Bt8Xotk4mjsTMDEcRBX9TyAxZZHyimZFHzS85QK\nhMyTAHolmxeiQBy/pqHslEmZuIQgrpWYOMXEyWPVtN/pICvExOXzwMGDgSQo3Ph84JrYZF5O+Sqw\niYkJpNPp0KQYGNgmJtDIZDCJ1pi40047DQ/xTrNxY1PyYJBUhpg4CeKOAvZVI0fT0+/bQBzQlFSa\nYuKA1pg4W504W0raVkFcYACTjuY4zOzSF77wBWwm0EZ22mliEN2+PQAEuDORJLFJOp1GsVgM/OYv\n6cXf/E3wfPJ5fFm+/msAfd/5jnijgTjP8/AT9p6C7GuuckqZ7IUmKHLeed83AV4uWVITGgNxC8gZ\nIeDDQFyn5JT1eh0zMzNWJs4UExfFxJ0NYDqXE9Icg2WWLGm+cQRxdD07AeJMv6FjtCOnPM5KptTk\nGGAtMQDY5ZSsn7TDxNFx9DpQJjmlGqs6yMR9gj686CL6EnInANrITgk4MXGAOXESjTuxII46AzH2\nnQBxPJPy0aOBJA5cTknGnVT65VqEFwF1i1qYpDG+H8AaCFVMmvdrYmJcQJyWnZLXiXNpCx2jxhZ5\nyOLklCly9VJym1QK2LJFJOiQydFaTmwCCAeW+pxcNOxFa3JKAnGVSgVbN22CV6sFQJyNieNySn1B\nlpi4YrGonm0+Xvi+j0cA4C//Eiajtj7PP1y2TCWgimPixsfH0dPTE5BTdpqJm+ntBY04o11dQCrl\nJqdkCbrG2f15+OGHBRsqQdwSBpBMcso//dM/BQC1CK8fK5vNJmfiXgY5pQptICaOZcHm3wNijNGZ\nuGXDw8KnIYWGwaKUbEYQN8/EvfJtcnJSsXAmOSUAoFqFz1LShkwDcYpvkQNeoVDAERpkACFf27pV\nrJj96EdNrb40GxPHQVy7MXFWOSXVrAHwsY99DB/84AfVYNAJJo4P6jwmrlNMnCkmLitX88md0UGc\nMTV1T49YCdy+HWnWth42YSZl4jzPC8TFnQlgZNEiIZPUzueHEJPF+wB03XuvmKjOPjt0vB+EW95M\nbBK3ekZMnARb3HkH7HJKsD6oM3GLAJz26KMizo7YRQbiFrCgbFczgThaWW5VTsknhgEIqfPzCxda\nZRg8Ji4WxEmAY2Li+PskMXH62MTv0+Qk4Hk+uiXv4ZydEsA4K8/QYCCuHTllO0wcWVQKcXUfed1E\ng7XCxP2/AA7u399cgKD+kLROnC6nBAJMnMmJJhA3IuOrTWnB6btYEEcOYSfklFTbtL9fOMt33qmc\n5igmLp1O4zG5i/8LwJXf/nbbckoaKbdDG3+XLBEKl/vua1573RIwcZF2992A56F+/vmhNltBnJRT\npj1ieNmXW7eKhbFf/Uq0Td5bZyauv78p2eOKAflc9KI1OeVStsBzLklXDSAuCRNXq9Ui5ZRkelt0\nlVSgVzsycb7vY2JiAr29vYF5zYmJY+O/VU4vzc/lQJF5xw1MWVR2SrIJ9vG2bdvwxje+UV37xZaC\n3mRf/OIXUa/XA34NHStFgHKOmbi2YuKqVdGf5T03ySnr9TpmKSeD/Gz1M8+IF5dfbtw/nw+cQdw8\nE/fKN3qodQsMbNUqfHkzjYO8jYlj8rklb3xjc/tSSXTQt71NOCL/8R+B3fEBLJPJBOSU7TJxrolN\nAODSSy/FF77wBaRqNRB8MDFxSRKbuDBxnZZTpuVkYWPirI7Y5s3A8eMYZPUH2wFxQLOUxSBErMKI\nXndQns8wgPfmcvjvACa+/nXgN78JgQfP8zAM4OpMBufLz3zfb4I4clpslkBOWa/XcTmA8VNOEck/\nEAZxALAZIpMqrr226cD39iIL4P/567/GH/zBH0S3yWBRIE53ZpMW+/Y8D8TB7rWsgAMIro63wcQB\nzfOwxcSpHuYgpyQmrtTVQAaURltu5MDENRYtAkVQ1RmIo2OEHDy6DhS/I4HUDFvZnmsmTpkjExdn\noX7Pj9VqnTiTnFIycbbltygQRyvuiUFcJ5i4gwcFmH3+eREf3t8PvOUtAKJBXCqVwjjbzYYdO1Bg\nz4ZuLolN1sjPd8HgBF98segvtrg4C4jjTFzsfS2XRRbhM85Qsi2XmDglp9SZOKAZFweI50tzXmNB\nnOc17zdXDMi5qgfN8TKqTpy+7yVsX1sJJDnExJkSmwBiLC6Xy6hWqwEQxxd9bCBal1MGbOlSwTxn\nMpFM3MzMDOr1Onp7e92YuGq1+fwWCup6rqfEdBFGIGycZ1hEfHZK/fcBk9d+ARvPbXJKfd8q3kxn\n1l5BiU2ojaXpaaCvL3SfdZClM3Erfvtb8eKyy6zHiIqJM2annGfiXvnGM9xZE5vEMXH5vOjkckDQ\nmTgA+Pubb8beW24RK4VkBOwozbs03sFKpZJyCo/CAXjEmB4Tp8wA4sgyN9yAXwPYSo4bOsPE2YKK\nOy2nzGgxcYlAHIClJDuEG4ibnp7GrAagdBD3FZkOeznJgAzn841KBZ8EgHe8I7jCqh3vh54HWe1N\nyCldmThNTmkC+Hz16t8BPP6lLzXrciFcJ071fQ56ZN/67x/+cMdi4mhlWV9AiIqJszFxxJEfYc9r\nyHg8ow3EFYtistdi4mxys07IKQHhC3WXgDQoA5v8wmGiLnV342lqA1tlpzaFnFpyNIideeklAMCE\n10zi0k52SjLlxEyE3RlXOaVtNV83HcQFtutUdkpA3M96HXmY2RsXEOcsp6RV/U6BuMWLxXxGffKP\n/gi1/n78B8J9Ul+Y4/Hgyx56CID9usUxcSRqOwwDiLvkEvHfJqmka0PXjkCcQ4kBZQ88IMDgxRcb\n/QUbCFFySq8J4pRxEGdY1COzgjigeU5cXseYOJJTmurE2ZhqzsSdRtI8k5zSkJ1ST2xCrynek0Bc\nLZ+Hj/BCgM2M31MCrTVrIpk4OrYzE1epBMcvOU+mY8Y0z/NUOaiUYUyxMnF9ffBlu4wgTl77AfZR\nVHZKbiEQx2vgRVmbiU08z3MOoUin01gMYGB8HNiyJTQe82tYq9UCTFwXgIU7d4rFFb6QwayVmLj5\nxCavAiM5pW6BwcJFTgkAlYqVievu7saa668Hzjuv+bs3vEEMPhqI4x2sWCx2lIlLEhOnfvONbwAA\nNo6NdTQmjssp55KJy0hJVktMHIAl0lEF3EAcOWHcdBD3BgnKugyZVfWVK9s1MEodAfcSAwY5pUti\nEzKTnFJP6gMgsm+5WBIQ10p2SrnGjGELGJAbNl9bCnbD84QT5sjEJQFxttVzQPim3T0GEGcCEpoV\ni0X83xCxl3yVXW+TMpJfHjggyjDcey9wzjko25i4FhObqJ4i+4w1Ji6XC2VxI9PHSBc5ZWi7TmWn\nBJSjXdSAPb0ekNffFBPH5ZS5XM6+GEKqAQJc7copfV/ExDGWAACweTOee/BB3I2wA67PUVcD+DP5\nMwJxJnNJbEIg7ggMTjAluokDcTSGRxT7thrtm4E4U3tNckoPssQAEGTieKgFA3HOTBw7l4D8OEJO\n6dJmzsStp5iwiJg4AnGVSsXIxHEQVywWgelp1OR9dY2X5Pfof33608C3v91MgLJunfCVtIUfYuII\nyPb09ATGOCcmDmjGxTk49gTistoYGhkT53nwpVy92wRE5PjQx/YZldiEm5IqtsrEtZjYJJfLORMO\nqVQK59AbVveZfs9r+dbrdcyyxCYXAkhXq1YpJdl8TNz/geb7vpGJC8kpE4A4ExNntN5eUY9s+/aA\nY8g7WDGTEXXEAByCfdXM1VxLDChjjNIge90qE2eTU85ldsq4mLg4ELeY1Z7hgN8G4o7zFN/atvT7\nwr594guZptp2PoD9GpiSjnAmLhcH4ui8JGtmYiToGLZrpcspE4G4n/1MLGrs2hXZTBOoaCUmjhtn\n4tbKz0YMJSACRnEhTz1l34aBOFNMHBAGcfo2LkwcrewDwjctdXthEDc2JibpiJo5pVIJPwdwE4Jx\nE4CFievtFe06cAC49Vbh5MvMgDRudqJOnM7EWeWUEcA7ifNgHBPFl+J/p7JTgt1fzVyYuImJCRX3\nazQCKt3dQu536FAgEVFiGxkRc4AO4mBfWNCZhoMA/gnAweXLMfT00xg0/Na0P75PGhMjQdzChcDp\np4vwBC3OHEDTuafnSpNT8uNZ7+vdd4s+wZInuMgpfV+WGDAxcakU8O53Cyb/uutC+3ICcdQneMki\nJqekfTgnNhkbQ3HHDixauBAbNmwQ5QWASCaOyyltTNyMbB8xcXUNhCSRU04uXw5weT6BYUoQI83E\nxDnVibMwcVYlBmvrd+XrRyQj7iSnBJD6u79D9cILcfZXvxresbz2JQaoXjYmrkU5pauUEhDXX0G3\nc84J9YUqO+96vY5Z2fZeAAq6RYA4vkg0X2Lg/zAzMXFkOogzDjL0IM3OotFoQE13LkkcTj9dDLxM\ny8072OLPfQ7Yvh1PnHkmDmAOY+IoTk93tH/zG/VyzeRk4Pzz+TwymYzzQAKEQVynmThjYhM5cRAT\n55rwAEuXAkNDWETSMSRj4jjAoO8uvvhibNq0CSXa5/r10I1fz1QqZZUjmPqA7/topNMoAyhExcT5\nvnB2BgYUu2LqGzqA0hkRnYkzsdBWEPfNb4o2bNhglM2RRTFxSWLiTGyO53lYC6ACYCxuMYKy8hGD\nabKFC8W5zM46x8S5gDib1Nv3pZyyJ4W058v9yw1GR8XEHwFmOCCga8Wfj5CD53miv7zwAnDLLaKN\n73xn4DdlfrwWE5voTBy3ABNnKS8AtB4TF8fEibcxY4dNTgmgSwOMLnJK00KV0TiIu+ACIZl+9FH7\n9nFG45QBxJHZ5ML69d+5aRNSjQbeDHc5JRktGhKIOwpLpttLLhEA7te/Dn9HY4zGxCWSUz71lBiv\nLHVlrXJKsGLfQJCJA0Sh7tFR4Pd/39qGSBD3t38r/t90U/Ozri40Uilw78YpscnMjJDjbtuGX33w\ng7jtttuajG5ETFxUsW8gOJcrEOfIxOltNW5nSW5CTFxiOWUbTNxnIeoZ/kzO705ySgB473uRvece\npLVM1ADUte9i87orE6cyP+oxbnOc2MS1Rhy18RwADc8DzjpLfU7XTgdx0/IYCyFAXL1QCCrdDBYF\noPn9UDFxSdrvvOW8Wa1VdiqKiQMgOrwrE1ev4w0A6osXBwozW+2008T/J55QH1E73gSg+8tfBtav\nx89kIHknQJxRDpRKiclNj6GQhc4BYPXUlFrV9TwPN954I26++eZE1/1ExMQRiEvMxHkesHkzekdG\nFMOUBMTxTIy07Uc/+lE8/fTTSO3eLa63IdbN9fyjHKFRxIC43buFI37JJWpl0UVOGcXEJZZTcobo\nfe+zMgZ07T5JBdFhl1NS4D59z++R6XoRE7dPbGw8vrKbbwauukqAF5uxDJWtMnHK6WKLSzbWY3ZW\ngLbubiCdIdZUbkQgLsI4INCZOKu0bMUKUVh4/37hdMp7QOcxy8emOWDi1OuJiUgmznWMJLBt2Yn4\nrzle5FDEMnEGOWUcE0eyIVOJAbEbBxBXKgFXXile/+u/2rePMyovwDLnkekgxianJNspmey3Ww4V\nJ0/M5/NYBGASIvGN8dpHlRrQ5ZSZDJDJGBObGK3REPOjpRi33t7QZ/Ca2Sn1n6bToWclkZzynHPE\n+MljrD0PtWLRCOIi27x7t5Jlrh8ZwRlnnNEsJO5YYsDExPEFNRUTJ0FIXEycVSXFjfwtppyh40Yx\ncZElBkxMnEOyLAB4WLwJfBfHxEWaHOtyk5PqGK4L6LTdYYqDd2Xi2kxskoiJazTwOgCHBgeBnp5I\nJq5Wq6GSTmMcwDYAmwBMve51Vmk9EBznbb4AmVponc9O+fLZ29/+duzYsQPXXHNN4t/qRZgBQ3ZK\n2ZnjQNzi8XEsAVB7/esjV8CVEYiTBcUB0ZmWAPgGZPre225Tg127ckqKiTMOhGvXAs88E0zR/Lgo\nJ70LQE+thiLVAAPw1re+FR/+8IcTHX/Lli3qdadi4vjkYJJT5jQmzhnEAUpCR2VHo0AcvaeBcpAV\nnQxsW68Dzz4rWDjDsV1BnI2JA4DjALpmZkLfK7vrLvH/d34nsL+oxCa6RcbEcfBgA3G0Mr5uHfDd\n7wJf+pKxqQclG/D9739f1d+zySlTqVTAyY2TU6aHh7EIwDNwmFQHBoDbbw+VhAgYy1CZTqdRrVYT\nx8QZgbA0fSWa++zpDO1fbuAA4kxMXKScEgiyMu99r/qeQFyZX0dLkHmcxcbENRqxIM4I/AymJ6Ax\nMnHyotKzSU7qXDBxvF1kziCOYuK6u0WWtmIR+P73oyWVIyNNJ123CCYuDsTp4+OxBQswvmwZLkMz\n4YNutpg4z/OQy+WwCEJKyY8TsAsuEPfMBOJ0OSUAdHW5Z6ccGxPXcWAg8HGcNNFH8zMup3Sdw51A\nnMXqxSI4V+0kp+QZHkk6TkxcRImBImNMQkxctYrXl8ug0bhUKACzsyE5ZaAdls+sQJvmWy0mPSom\nzsrE1etijOHPLyXrSuDYc8UHtb3lhfh0Gli6FN5zz2HBggXIZrPO+3j/+98PAHgD1TZ0ZeJaTGzC\nY+JcrbhnD4oAnpNgWe+XOhNXr9dxBCLTNwDMGOo26hZ17U0gLm9b3DPYPIg7gUZySpM8AkC8nJI6\n6uwsTpFJSOoxtK6y008X/xmI8zwPH4PU/990k4rNAuZQTgkIKrpcBh57rPnZ9u3ws1l8W74d3Ls3\n/LsEduGFF+KnP/0pgM7FxNEED8SDOH4sJxAndfYUeh4F4jYeP45TALzwwgsAIkDc/v2CQjHEwwGd\nYeKOAyiUy3bn7ec/F/8ZiKOVKhMTZ7pWOogDEsbEEQK5804hPf7oR5ufMbv66qvV6/tkdlebnBII\nAru4xCZ5mZb4Ucv3iY2BuJ6eHkxOToYWXtph4nSHmavn0hm6VxAgYnq6LSbOCuKuukowyG96k8qs\nx8F+gIk7/3wkMRsTF7KjR4WTZWCyyZLKKfU2yC/Ff/k9rTDPRC2QAPZi3xApsU3zSBSIa0lOWSwC\nv/u7IuZ0xw7z9rt2icW7iy4yf58AxJFFycXGVqxAEUAXK9vC9xcJ4qScMhLE9feLOfXBB8Njn87E\nASEQp59bwAjoShBn9RdgBh3WOnEWSySntFi9VEoup+RyRB3EGeSUdTlHdcm2herE+T5wySX40rPP\n4t1yt70kkXdk4vS2BtpLZgFxUdkprUycialKyMTZLFJOGWdnnQUcPIjTBgaiY2M1u/jii/HEE0/g\n29+WnlxSJq5FOWUiECfVaHu0Uj90PSuMXCDf8SjbrkrZaS3GmTjTc2SSvO4fGgKuvhpHHOaxeRB3\nAs2FiYuUU9IqaaWC10qmquGwKgBAxF0NDgbklCnPw5UQ8j/vAx9otgPtM3GRQfwEPO+9V/yvVES7\nTjkFD8pNBikhByASODzxhHJwXO1cmXnItgqWVE7Jf2MCcUXpMByDOc4r0lxB3K5dGHzzm3E/uy9W\nEEeAfePGyHPRX+tmY+J838cI5Gq3yQmu1URG1LVrm3EEMMcGxQFea0wcd5To9Qc/KAAsmahSLRjJ\nq64SCwhykYDb1Vdfjbskc3jPPffIn5rllOJwzWPbQNz1e/cC552HXsn+/eb/Z+/Mw6Sorvf/qe7Z\nd4ZdZJfFFWQxgqKiaDRiUGNUFNeQRSVGk7h8EzUxUbOamLjFJC4JaqJGTTTiRhRwI24IiAiCgsi+\nzQzM1jPd/fvj1K2+VV1rTw9gfrzPw9NDd3V1dXXVvfc973vOIffAiA3KQmuSuEQiQYtZZEFdy2vM\nc+CVE1eNeV61SdrNAmUYhk14sdkplS26g0qcKyZPltYCzz5rU5JdlTiXnE8/qO8ZqMT52Pyc+3L+\n7YTvmOjoE6cWJ02m3SySnVIVNvEgKnlR4nQSB9KeBLwtlb/9rZzjRYtc7718KnHpdJpm8zuWubQ+\nCLIndisqogishZuzKq+Frl1l7nK+7syJA08lzhUOS2HYnLhUWs7Hqk8MNq4zlekQSlwkO6UHkpqd\nMh6PU1hY6GmntPatlLi+fSX/d9MmXyVOFTYp00icUk0KCwvlGjKDb8qHo670docyqMY1J0LZKQOU\nuEiFTfxIXAeVuJztlGBVbbz1q1/l7rvvjvTWgw8+mH79+sl/dlFOXCQSZ7q+VpiB0KDCJqlUCj07\nvSBE/76w594aWwoK4NFH2bKXxO3Z8FPiItkpW1s5cOtWmWRUJbsgGIZYKleutKwwFatWMRB4BiyC\n6CRxHc2Jy3y8NhCq/KhHHpH/L1ggSc7jxqG0OUXiipua4AtfEGtZz55wySWhyZxaLLa3t+dFiYPM\nYOFW2KRs505a43F2koOd0kHiXKtTJpOS0wXUpNNWuoNbThwAqsy2lrzr9l0guhKn2ynlDxeb1Ntv\nyyJfU+EgYytz+4ywhU2qgdbiYvtEd+ihmb9/9rPM3zt2iDoRi2XyGXSSp2HcuHEUFhYyd+5cwNtO\n6XzOy0755XXr4PXX+fvr+3Ekr/Aqp+ddiVPXirKAqt/y8MOlkLKXElcN7IzHXa22XnbKLBKnFl0B\nFTdzUuJcoF8nyVhMcnMuuyycpdwFgX3iQpC4zihsomxCgSTOR4lz2ikVysrKbNdrh3Li1D1w8smy\nEHv8cffttaJNljrv9noOJM6Zr5NOp2lSFfY82o34kahu5vmwmtN7kTgtvcGGHTvk99QtfFHslB5K\nnNvxu9kpP15p8PHKAfJkDtN3rkpcAVJ0RA/YuFm5s5S4KVPk8f33M8TIHE/ccuKUEpdIJOxKnBb4\nVWkJXcwFeatLkKnDdsqtW21Pq4qyyk7pLGziuqZyu387oMTlxU4JkvsIHNrSwtSpUwM29kFYJU6N\nNS7KuR9yIXEl773HNmCdY073slOmUikr2LcRKA4o8hJFiXOSPSPEb7WXxO1G+ClxpFLyL0xhk2XL\n6N7SwjwgFkUqP+QQsRy8/TYANR9I+92XXDbNd06cDb16yaT/zjuSC2dGz9Ljx7MZ2FRcbJG4A158\nUSJ2Rx4px/6HP7g22vQ6BsixOuWCBTBtWtZA7VTi9O9X0dhInTaYRCJxAweSNgx/Je7nPweTXACo\ncjaeSpyqnDZ2rOtHdiQnDjJ2SsCdxKnFmmo2r+3PS4nzUmUsEmcWy6kGEs6S9r16yaTRp08mQACy\n4FTnM4DElZeXM3bsWN59910aGhp8lbggO2UtUNPWBhMn8odBP+M1jmQbP8iPEuewU0KmUqbzt/TK\niasCGh3jR5CdsrwcYoXqviIrcu6FnHLiPKAWKDHV+/KOOwLf40QYJQ7IkIs8KnGu2wbYKXPJiStP\nu/eJMwzDpsblZKdUiy21TXW1BOfee89qzG7DZs2Q5CRx7e3S3LpPH9fcw6Brwm3savEhcUGkqKuD\nxHkqxV4kTo03+udEsVM6LIXOY3Qeb9br6RikzPFoFylxKfOaq8LegNnzmNNpuVb69MlU473tNpnf\nhg611kE2O6X5nJudsrCwUApomVDeE0XiEubaK4qd0nNMqqqS4KGLnVJX4iorK4OVOFUUTA9E9Okj\n+w9qRaPB7TfukJ1yzBg5Brfqq1EQVolT87NP9Wg3RCZxa9ZQuHo1rwNJj2vBWdgklUpZ+XCbtM/0\nQ9j1c5ZiF2L+20vidiP8qlPG1URhTki+OXGm5WsuEaMsX/6yPF5xBSxaRKWZv6DfpvlU4jwXLACq\nMMx3vgM33ADxOIbZRPWjigrK6+roCfRavlwu7KeftvpE+ZZe16CTuMjVKb//fXjoIUv5oqEBLriA\nMebv4kbiyhsbqdMUTWduku8NXVxMY1UVpgkhm8S9+ir86EdSsW/GDACGmK+7kri//U0WS8OGZSKH\nDnS0sImNxLk0HufFF+W3c3jI/VoMhM2JqwFa3QbTggJRNbdvzyi2O3ZkFIMAEgdwzDHHkEwmee21\n1zqUE2dlIo4axSeNKqeqvNOVuHrNQqaPMZ5KnA+U7cimxBWa13V7ukMkzjnW6M95QX9PPsiwFff1\nqk6plDif0vf6ceRsp/QgcTnZKbVm324wDMMWUMyLnRIyFQtfeSV7+y1bxEnRp4/0I9WJ0fz5Mn5M\nnuy7iPFagDuvg3Q6TZP5/co8mpD75cR1NfdXbCoiAwcOdD8gPyXOGfQpKaHA/K1C2ykj5sQpOyUY\nNhIXFh0icea1UkXmXveyUxqGIZbaDRvEtnfQQbLB00/LOX3oIes9ri0GNMXEVthEU+IGAkVApWkx\nd5I4t+PTn/PdzjBkTnWxU3rlxHkqcc5gCMi+5861u0lcEHT8HbJTlpeL++mdd7Kv7ygIq8Sp+yUi\niYtU2OTJJyUQDrxIds64nxKn5oklBFfq7IgSR4jfai+J241w9onTBwqLxIXJiTNJ3Dwi3qCTJsGF\nF0oEbMQIes2axQ7ALRW9U3PiQBLhy8pksDL9wGqB/ZF5Qx8GdP/4Y7GB1tRkbAY5kLjISpxq4vrE\nE9Jj7Lrr4K9/5efmosC5wOkCFKRSbHf0XoPw57Kxupre5t86iev1n//Ib5dOw4MPWlYHlQWUReIe\nflhUxJoauOsuz88LmxPnd9yeStzOnRJdHz3lrxqyAAAgAElEQVQ6q4+h27UR1U5ZBrR7HXNNjZwr\nNSHs3BmJxB1tBhPmzp2bU06cgiJxTQMOYONGdd1V5p3EOZU4/bw2Nze75sQZSHNeJ4nzWsTYcuIK\nzYVJIhk6J66wsNC6x/zslGFgKXEdIHHW9wR2GIZ3n7iISpwfoihxanHSESWuzKM6Jdjz4vJip4RM\nY2rNLWBh82apunf88ULozLwUAP79b3mcPNn1o7zUYQVfEufxu/qRuC7m51145ZUsWbKEQVo+rw1+\nJM7ZV7C0lHg6TQH5tVPanjPtlAVxg57dze8dGxY6MKLQERJXiV2p8FTi3nhDnhw/XgKNavz84x+t\nIkZgb0OicuLU3rMKm5hK3PKaGuJIakKlef8kHOOT13gTyk4JriSuoKCAVCplBdGchU1clTi3+wik\nboBPMSWv486bnRJkndHaai9AFxW7SIkLTIdZuVLyds310Itkr7HVuXMWNkkmk1wO/AG4lHDjfdSc\nuL12ys8J/OyUMbXQCpMTt349ScNgMTncoPfdB7NmwZgxpIqK+Amgf9IuyYkDIXDXXitk7t134fRM\nrtByc0A7DyhIJDJ2i4gkLhaLCQEIkROXZTlQls14XKrj3X47gFW6WEUbTzzxRADUcKsrcZHslEBj\nVRWliMqkFuYDgf1uvlnyKx59FI4+2ipUclhJCfF43BYc6PH666JyVlaKEudTSUlfsOWqxFnTmJPE\nzZsnUTiHlVLtz0uJ8yK81pXU3k46laKYjL0mC+o+q6uTRbFupzQbjvuRuPHjx1NQUMCcOXNyyolT\nx67yMj6pOFh7V1WHyIcFrbCJU4nT0djY6KrEVSKTQZMHiVNw2iltJK6lLbQSBxlS4LRTBi5qHceX\nTxIHsFMjcVlKnBoHQubE5VuJs1WnTCSyFW8/EuezUO2wnfLjj+U+09Xw0aPl/6pglX6M9fVC4tR4\noFsq//1vGd88xio/JUp/XYeVE+eixAXZKfczAyQlvXpxgF8RgyA7pQ7zPJWSHSDJgqOwifMYncfr\nfK642KDfvuY+Yid6H7/jGDqixKXN7+u0U7odv2EYEhgFmduLiuCnP4Vbb804dEzYAj3xOEnsfeJs\nhU1MErfYbDcyDCgzlWw3O6XfvRo4JikSpwfizbFUBdOcdsrQSlxIBI2VHbJTglXcpEOWyrBKXGfb\nKd95Rx5PPJGGn/6Upbi34AF3JW4jcAla0NoHuShx1nN77ZR7MLrZlTi1GLHslHqVGgLslEBzPE6K\nHEiWYQhxeust5syaxa89NuvUnDiF668XQjl4sO3p5eaAdpJ6Qr0ekcSp4whTndKGrVth40bJ27v9\ndtvAUptMYhiGNXg8+uij3HLLLRkSl2tOHELiAPYhQ+KOBWLJJNx8c6ap7sEHQ0kJJ3XpwqWXXmr7\nTgPvv1+uoeefl0WVD/TvX+KTrOu16PHNiXPpD6cQRolzfr7NTmlG91JeJE4tfurqrGayVqSzpEQi\n3KoZqQsqKioYM2YMb7/9NpvNXJ5c7JQqo2XlTj2iquhTB1FaKv+2bbOulSASB5nzq0YiLzulV2GT\n8nKImzlxqdZoJE4FPtyUOP2z/KBfJ3lRNIFVBQXwySewfLltnxXNzUJIRo8O3SfOD6EKm5hjhaud\n8mtfkwCOXmgjwE7ppcR1yE5ZXy8tA8aMsS86iopk4bd4sZ1sqp6f3bvDccfJ32p8+OQTWLJEnvco\nZZ6LEtdaWUkjUKn1G3Vu4/X/i1WlTUdOWhbcSFx7uxTpcgZ9HCSuM+yUrQl5vaQ4Rq8e5g0bmwBZ\nHb/dka+cOK/CJlkkrrg4U4zq2mul9YsDNhIHtOLe7LsEhGz07Mkqc50wDCgz526lxAUp/qHslCAk\nrr3d1qpGzQHbtm2jpKTE1l/Ns0+cPrB2AG5KXIfslGA5fizVNBfsKTlxSk28+moSZi873aECmXOn\nB250G2wU+K35bBZoJ9nbq8TtwTgw206pw5kT52unBJqV/NqBhUyLSqrV4Mzj6mhOXJSCBQqbi4tp\nrqjAmgZVFLwDJC5IibNh2TJ53H9/qYb54x/LgPaFL9C9vZ0RAwda36eyspLJkydbJG57B5S4nRqJ\nU9eKVZJEqZEgi4cxY+i5cSO/v/lma1IwgJLPPoMDD5SKngHQBz6/ZF2/a8BaIjlJ0YsvysJFP25t\nf85IZ5QWA/EoJM6t3He3blkFa5zYb7/9SCaTfPzxxxQXF7vaJYPslOr6XbnJHpVvb/f31IdGdTU0\nNGQpcfpv6aXEqSX8Tsdxey2YbXbKIqXEJfKixOVip0yn03lT4v5SUSER9dtus20zcsUKIUwB1dmi\nKnGu2zpaDLhWp/zwQ7Eltrdn3qds3yHslDrCKHFuzhEgE9XWbG8WlKVSz4vTSVyvXpID9corcm6f\neUZe87BSQm4kLg18BFRt2mRTS/T9eX1WLKRF2JXEffaZPDp6UHmRONdjUZ/vkkOv4Pa7rt+gqnUa\nxK1FYSlQmbWtjnzYKZUSp9spnbZV9XdBS4vYaceMsV+3LnCOETuBGnOOSCQSlmrSb/58GdMvuogd\n5nrhMKDczGltc1E1gxbYvmOSIvha8FLNw9u3b7fG5MA+cfrAGhFhCULOStzgwTJX5kOJ6yQSFzon\n7r335HHEiKy1hoI6d7fddhujzQC47uIKiyhKnHO7vXbKPRh9+/W1XWhOJU7ZKdWg5munRJQ4tZ9c\nofpK6fDLTYqCwMImPkgDW/v3zzzRQRKn34heOXE2qARpldD+ox9JNMqMTL12331Zn2GRuDwocb3J\nEITDgFRxcSb5W2H8eFnwvfmm9Tm9gXgiAfvtRxiEJXF+StxH6onlyzMvrl8v0fUJE+xltk24WSej\nFDYxzInB006pJuz6evecg65dZWHpM0mrPMONGze6Willl/5KnEXi1qlzK9Vg29r8SxSHRlWVjcQp\nG8+DDz7IsaY1rbGx0TUnTi3PvapTKrgXNjFzTSPaKf2UuCh2SvWevNhSgefLymDAAHjgASq0wNZo\nVVTprLNCHVMQ1OSei53SMIyMuqW/f80aWWi5Nfv2UZt0guaVE9fVkctq4a235NGt6q1qZ6L1I7Uq\nUypic9BBQj7Xr5diFiCuBw8EkTiv8Wk5UJhIZIrTOF53+79hGFlKmCe0lj8W/mt2OnUSXI3EZX2e\nEyqPz0HiPI/XxIYNphJXYlBgmOORkSSd7uX/PRz7zOneCmGnVGNP2fvvy3XuEuBzwjlGvAX0aW2l\nN3YlbsCsWXKvfvObtPXtSxtwOlCxaBHU1JA0jylQYTMRSLRVQF4jHWoO0ElcUF5+R+yUOtzG7Q7n\nxBmGFDdZvTpy6X8LKsARUAzE+v6asumJtjbrHg2VE5dKyX05aBDU1tp+E8geC6qrq5lhFo/LVYkL\ne+73Fjb5HOGQEYf4vh6qsIk2UbfEYh1exLiROIV85cRFibBDZjDaqgpQQIbEqWIOEUhcQUGBbQD1\nijrboEicalipYCYal+l5KuY+1TTZkZy4HeZE2AdZ8FYZBgcDzQcckO0pV371N96wPseibg57qhc6\nqsSl02m2Ak1lZaISKLz2mjyqanUOuFkng4IHbiQu5RVh1HPi3JS4rl1FzfCJ+nXRFnC5kjj1iSvX\nqPMsxRzyTeKchU0qKys50mwaqpS4CiCtRYOVJ8BJ4hS87JSixCkS1553JS4MIcp3TlzSMKRKbnMz\nE5YsAaR9x+B16yQHVeVReiCKEue5iFT7+M53IJl0t1Mq9VjdN8mk2BGd93t5OcTjVLqMv+ozvZQ4\nncR1U+OtE34kbsAAedTKvWeRODWufvqp2JwGD84UHHJB0DXhpsQBmQDTRx/ZXncqRPp7DMMIf027\nKXGKxCkrmkKUnLgdO2QB7VjYB+XEbdgoz5UWG8Rj5n0dayeVcqiCDuRTiQtjpyxXBD8HEvey+fxE\nYNGiRVx//fWMAqo//FACAQMGUNW1Kz8E/gZs+973YPbsLIUjKL8y8DdSJE4rnKPIQWNjozUmBypx\nXoVNQsBPicuLnRJgiFkDO2RbpyyoNWZAbzViMTkHYZS4s88WQrZtG/369WPatGmce+653tsvXCik\n75hjzI/KtvGD/Xy6VTbX3+uHICVOXzfsbTHwOUaWEqekXXNiCMyJywOJ62mSkv005SafShwERBw9\nkE6n2aITKEXiCgvFi94BO2UoJU4tQHQ1EDwbUuZLias3icNQc9vjS0ooAJrdmnUrEvf669Z3spZy\nOZA4v5w4r8ImCtu6d5dCB2oxY/Yh9Goy7qfEhcmJs5Q4r99Pt1O65RxolR0tfPyxrb+VTuK8coOC\nmn1XAAnDYOUnMbp2TQOmtSdfJK66GpqbqTIXTfqEoI65sbGRCQ0NbANO2749W4kLaae05cQV5V+J\nC4t8KXFOpZevfQ2qqzlm8WIM4Gz1YohGt7nmxDlelMeWFnjhhazqlLFUKmOzU+//7DOJSjurJxoG\ndO1KjU91Sq+cOH1M8FXievRwJ17qOTcSp+47NbavWiXEtHdvwiCSndJU4gC7S4AQylZYJU4RXieJ\ni8ez85Gj5MQ1NMiC1pEyEZQTt3mLUuJixI0MiUune/h+Def+O6LEhbFTlilrm5rDfOAkcaqn7UTg\nhRdeAKTgBACXXgpIgOJXwDlA21VXwejR4cmZhlBKnEbi9DnAqcR5VqfsJCVOfWbW50WFInGOQEho\nuPXB80JlZTCJmzdPKobX1cG//008HmfmzJlM9rFj87JJ/U0SF6TEQea3dJK4oPYCCn5rvtGjR1uk\nc291ys8TPMYLq7BJDjlxHSVxxx57LA8//DCvuPT16agS57xRwsJS4syJPlFaao9S9ejRocImoaLm\nXkqcOg6H5K+TuG3m72cYRmRCfNTXv04TMHmffWD9er5lvq/FGdUFUQUHDYJXXqHYXNypvnG70k4J\nsLV7d1EFVC6hInGjRrnuz82THsVOGYuSE+dm51CLU6VstLUJ8R061NokjBLnlROn2ykb40WsWgWD\nBqUAM8k+kaecOHOh4Mxc0klcS0MDd69ZQyFw1tat2TlxAXZK9Zw9J868t1tNJS4eD7UImTJlCied\ndJJ1PvX7Y1crcToMw5AFxMSJVDU3UwOcASRjsUwxIR/kWp3SVYkD2Lkzy05ZpAeO1Nzw8cfy6Ba0\n6daNLo6xV88DUkpcERDTjiNQidu0SQja2LHuUeOKCgm06SROz4mDzLj63nvyXbwUPxO52imtkIxL\ncRMvJa6iuVlygCorg9URpxKXSEil5YMPzi7S4kbiauGyJZexYL2jhHtDg62Qjh/p1LF1q5kTV6TZ\nKWPtpFL+JM65z1zuLcMMCoSpTln6wQei2IYooe8kcQuBnYWFKI9HDULWWvv0gS9+UZ7TAkrOec3r\nGrK+h3at+RJtNfYHkDh9XtuVOXF5sVNCZi2RK4kLq8RBOBKnr1VvvRXefz94v3PmyKPpDNKJNbiT\ndbVNe3u7bZ0Sph9dmJy466+/Hthrp/xcwxmlUjlxRpgWA+SHxBmGwdSpU+nVq5ftOf3zO6rE5bKf\ndDpNfbdubAF29nBMQD16yOJbT+73QUFBgWdOnCc+/VRUDmdif4ASl4jFaNIaGUdV4gYNHUrpF75A\n93XrYJ99mNTayvtAws22BGK92rmT4Wbvk/3V8/vv7769A/qkk6udEmCNyh2cPh0OOECa+Q4Z4qnO\nuJ2XKHbKWJCd0o3E6YOvk8SpnlU7dliRQ733niuJS6Wo1M6Zl51yRay/JpbIBJVXOyVQ7ThXOonr\noiWlD2xtJW6eO7VEbPIgwl5KnN1OaSpx1dWhbCAzZsxg1qxZ1u+/p7QYsP42iXsNMAjY3KVLVo/D\noH35wTdPWP977dosO2WJqrIKGSVOWZzcSFzXrlQnkxgelqFqsyflaqD2mmus1wNz4vyslAr9+skY\nqo7Ty06pCqQ4i4A44KdEgZxX/VpQ21m1Wh1VW/1+r9PmzJFx4cYbg69pJ4lbtEgWrW5FpdzslF+E\n1c2rufjJC+3b7tjhWg01yE65dbs8V1xkt1OGVeLUfnMqGmQebxg7Zbyuzrdlhw7nOiIFLO3Rg8FA\nP+BCoAzYetZZ1gLYjcR55fo60RE7pf693QqbfO6qU0JGifu//5MKoiHXXRaUEpcvErdihTwedpjc\nbyNGiALr0koEkODyvHlCRk1bfFBhE/C2U4ZV4oIItPqsrLXhXhK3ByNAiVPqgq8Spy1Em/JA4vyQ\nj5w4yF2JIxbjBOA10yJhoUcPWRwEVBdU8FPiXJFKSZ6Jyu3Q4aHExWIxegINJSWkHc9DeBIHYKiS\ny8XF3NK/P6MAw6P0NpddBuPH03POHE4FDgDaa2oCF0XWZ2nHk4sSp/DhoYfK+XrzTVExv/QluPNO\nz/2FsVM6F9l6nzgrJy6oT1x9vXsJdqedUi+hbBK6QDvllCkce+aZ/BroD5Rt3w4zZ9rKv1cAH8Uk\nkjloUJq8kzjze1a4TEa1bW3cDIy//35AmpuWptPMMK1lYZU4vbBJLCaCZrzYtJooJS6EldINe5Sd\nEqzv0c38t9PnntCRqxJngyI6AJ9+mlWdskQPHDlJnFsz6m7diAE1HnbKrsXFPAr0Asr+9jfreT3S\n7Bp1ViTOrTKlQr9+0tpDFWJxkjhlU1eKfQeVuFgsZjtWRUSsZZ3LAs9NiTsFGLVsmeSzXX657zEB\n2STOKx8O3JU48+1l7yyyu0scSpzbMbuRuG1bTTtlsd1OGaTEualPkZU483iddkrn8ZcDRjIZesxw\ny5tdZtpvJwLKRNeoKeY6iSvUnDHqGKxjzrOdUp8nlEvDjQx0phKnIy92ymHDwMyv5he/gDvuiPZ+\npcSFtVM2NdlbqDixYoVMRK+8IpVthwyBu+/2vl8XLJB1gGmlBG8lTkdHSFyQEqe20Y9hr53y8wDH\n/ebMibPslCFz4pq0hW9eD9MrQhARuRAYBXVeFgANffrYX1QWDJ8+Xzr8cuIATjjhBC688MLME6oS\nk1uTVy8lziRxdVq0KRclDoCrrpL+eevW8dJ++9Hmcszal4N77yVVVMR9SC5dYsiQUKqIE7nkxFn2\nm3hcfOcvvyzk+plnXPvDOffn1gzei/SngXQsZrdThsmJcyNxTiVONZ4FayHma6fcuROefZaCxka+\nB6wCDj/jDGlUe8cddiXOEJVExBIhcQUFAbk2YWEuJEoSCdtvFAMm3nQTPwBIpbi1a1e+AnxQUsLk\n9esZj3dOnIJbYZOKCrm0LBKXaJcJMg8kbnfaKS2Y30OZkRu9gicOuBJCF/gqcfp4tmZNlp2yWFfi\n1D78lDiTGHVxU+IaGzn0uus4Un/B/PzARYoiXn5KnCJpylKpSJy672pq5G+1AI6oxLnZKZ35zX4k\nzumCAUgnk/wOaDfHVMIsfL1IXAglTidx5W3ae1tbZX+OZuFux6yeV9i6LdNioCCm7JTRqlPmGrw1\nQipx1kgRcsxws1yvMPMuj0Na8CwFYpo1s8Zn33mzUwaQuD1Jict1DQcIYXr6aWmzBHDddXardBCi\nKnHgX6Fy5UoJEhUVSbB48WIJIP/rX/bcVAWHlRK81xr6ecpXTlxYJW5vYZP/AajCJr52Su0C6mwS\nl++cuLADiXO7rPdFbDMQpMQ9//zz3G+qFUDGY+0s6Q+eJK6gsZFipDKlzSKbC4kbNAh+8hOorc2K\n5rli+HDWnnOO1Vi6PWQ+nBNRlThwRCoHDJBoV4jBOhclDiAdj4sSF5QTp1enjErizCbEvnbKN96A\nZJK6iy/GoRPDDTdQvH07hUhT2k/S2SQuHs8viTN27LDl53VZsIDKTz/lceBXl1/OH7p0YQdwk7nQ\n+QUZEue0U3otmBsbM8Fii8Q1J2TC3YUkblcocSozcmdIEhf2OHyVuG9/G046Sf7WSFyruQgq0Rc2\n6v0ffyz3m1thEPMa1/PirM89/3wq3n2XR4Gb1IvvvguEWKQsXCi2JKfNXYdefRJE8a6ttfeK0i3f\nEZU4J2KxmI3EZdkpXUicE+ULFjAQeHf//d0DeG5wI3HV1aJeOOFipywwD7msDWnJAhlS4FDivPLL\ndGwz7ZRFhTqJqyeZ7J+1rde+nfN+XUsdr6x+hdb27J6yOmKlpbSSnRPnJHFWgoJXD0Lnfl0s11t6\n9WILcJ75efPB6hcH7iTOzzrp9VxHlDi3wia+SlwOJC5MTlxe1og1NdJm6f775XhnzMiMQUGIosTp\nDho3NDZKWxJ9jVNYCFOmyO8wb172exxFTSCz3tgVSpzXfOZF4vYqcXsywipxfiROG5w6i8Qp7C47\nJQREwSKSOGdOXOD38SNxHnbKQtM2tF27wXNW4jSceuqpTJo0yaoi6oVNU6einOQ7zzwz0mcoRM2J\ni2JL8dpflMImYJK4ZJKYuWjy7BNXWCiToheJ0+2Ua9fKYvPLX5bF2+zZ0Nzsr8SpFgrHHsvdwMnA\nR3fdJVaThgaG3nsvakpenRar25AhMdSy0jByIz1Z0Ca9Km3R1+0lqeH2G6A+kbCu/QWlpcytreVI\nYJq5rVd1SgXdTplF4urM+2AX2inVMeW9sAlkkbjOUuJcF4e1tTBrlqhYa9dmKePFboVNVq6EgQPd\n8yjMa7yrYxwtAnj6aZLDh3Mu8LZ6YfFi+RxzDBuo8lx1JJOyiHJW7XXCSeI2b84masOHZ/4OqcQp\nuNkpnSQunU7TgjlGuCwKnfvoYkbsF4bMJwbsJG7bNqmCOXas+++h2Q3V8RWbh2ykyfTVUzlBudgp\nt2eey9gpN5BM9vN1qOn7dM6T1790PUc9cBSTZk7yfW88Hmc7YkP26xMXVYlzC/QUFhczR9umaMIE\nhmnE2a1JfZCa60QuOXFudkp9XvOtTtlBO6XbMaZSqY5ZKZ244AJRtJ5+WipEhkEUJc6lgboNXoWc\nzJ6oltVbx2uvieXSkYMZi8WyqlO65cQ5m32HKWwC4dfPWdvtJXF7MALWuU4lznWQ0aol7iolrqN2\nyqj76WwlzndQSyZFlgc4xKWvn5cSZyo6dUVFHVfiNFxwwQW8+OKLruXrdaS6dOEwYACQdJa2DomO\nFDaJCr/CJn7RT6XEKTtl2u+81NTI4i2osInKhxs/XuwZzc1S8VMj5GXOxfyqVQAUjxgBwCyg+Ygj\n4FvfgpEj2Wf2bE40N/0s1Z/SUujd2wCE7Le3261SOUNbSOhKXNWiRSTLy/kvmT5xIOf27r59SZKZ\nCIIKm0DGTqkuf4vE1eePxP3/pMS5HYOF2lrYvj3rfix2KnHbtkmQwqudiEmaarXPS6fTHAjQ1oZx\n1FG0A5+oF03CVVBQwKZNm/jggw+y97lpk4yRTou7E2qeWr1a8ou3bs0majqJC1Di9OPXHxUMw8ha\nXKltEmVloZS4ItNOui5kPrG8SSNxb74pf7tZKcG6tmrIkDjDfHtDMbIATad9lbggO+W2bWY+mxHT\nlLiNQDFr13p/DT8lbnX9agBe/fRVUmnvYEssFmMFkh9c4chP1P/OB4krKiqyWg0AnPvQQ7bv4Jca\nEETOOtNO6dknLh63z08dgNNOmdc1omHAH/4gqtrVV4d7TxQlTl0TXiROFTVxuo0OPlgeVSBEoblZ\n1gAuAal4PB66T5webM53TtxeJe5zhDTZE48tkVgtaM2bObCwyf+vSpyaZCOSuFDf5/e/F0vMGWdE\nKmwSN3M+tmm/j05MOkqIgxCPx/kQqTSXa+TNb+JzJVTp8BUFvfbnZqf0295J4jztlCAqVRg7pbJS\njh8Pxx0nf5tR+eXLl3PJJZcwbdo0bFgn/d5KBg60jrugoEAmY7OgywPmpg2pLnTrBrFYhsS1tIQj\nB4FQCwlNiesGlK5aRWLUKJLYSRzAJ8XFPK7tIuURNNEXzOm0w05ZIucy2WAGM3IkcW75LlFy4jpy\nP4UhcY0hLU5RlLjAxWFNDTQ2Uuq4toudhU382guAZ07cSDXfjBpFZWUlVnaLlufSvXt39/FAMYGg\nyoKKxD33nPRLSybh1FPt20yYkNmX1trDDbnaKQHadBKXTsONN3JMc3PWvuLmYrwlZDEbIDMft7b6\nFzWBLBKXTCdpMj+qvle1LFDffz9nO2VbGzTsyIynGSVO5ia/Xs1OCx5k5sn61oyK+cn2T7LfbCIe\nj7MMKAC61SvHgY+dsoMk7mV9I5d+hZdccgk33nij9f8wdlTndvmwU/oqcem0BDq6dw+VC+V3rG45\ncZ2SNzx0qPT30/vC+iFKi4EgJc4rB7h/f5mcTDeBBZUu4VJl102J09HR6pQ558TtJXF7Lgz8F0sx\nNWD4kTgNbXSwdKwH8kU8Oi0nzq1Rsw+UnTJQiVu2DH7wAxlQzZL9WfAqbGIey7bCwrwqcWGhXwe5\nkrjdYafUr3HnZ/gpcUZQYROQRYIXiSsqkiTqLVuExBUUSLW9I44QImbaEYcMGcJdd93FcF01ACFx\nNTUY5eWW1dJSS8ePZ8thh6GG+qZ0uVajQCanxkb/iUD6ykkxMF9o94JS4lS5ibS5mHQqcalUCi0D\nMPh+AwyjjHTahcTlSYmLouiqhWFnFjax2i+EJHFRlDgIGFtV/zazoImCTYlLpfyLmoC1cOnqWEQf\nov4/ciTV1dXUAemKinDFCszgRaAS16uX3G9LlshY+ac/wfe/b9/msMPk/lyzxtU6qCPICudVnRIc\nStzq1fDjH/PApk1Z+yhoaKCBAHXfCV2J8ytqAtkkrqWOlHnZ1FebY+8jj2RIQWW2Wu9np3zmGcAM\nFBvoOXES7FQihh9cSVxLhsQt2bzE872KxAF0NedDN+JkjRQRc+L0uUJ91mXANI8c8Lvuuosbbrgh\n63n9GvKbtwLnt9JSmSsCSJz6DnphE2u8+PhjCYwcaSsxlDfk3U6poHJwwxSXi9LsO4jEeSlxsZik\nvyxbZieWPiROV+LcyLpXYZOofeLC5sRZJHwvidtz4VTiwD5QxJVi5ZcTp6Gqvf3/TyXOWZQiAKGV\nuCuukKjRXXd552gUFcmC39liQClxjiufR6gAACAASURBVF5hu4rE6QN1Z5C4oMImUeG2mPUjE1lK\nnEnMPHPiQBZNyWRmQnASvq5dZQJ9911pSl5aKguno46SBZlZ4MSJVatg+NIn+HflVIBsEgc0a0pF\nc7pCW4+1Ao1s3+5/HTz1lLjQrr0208LOFcpavHGjtWhQJuC4WQK+sbHRNlmlUine0XYR9NvKvVhu\nfldz32UyIbfXd0yJ64idMp3OoZeVy35sfzu+R1g7ZVglzhkgc4W5kIlpi0NwUeL82guAq50SpLcW\nAIMHWwUg0n37hiNxYZW4WExyw/r2lVLg06e7b1ddHSryHETiDMO9OiWYSlxrq4ztTruVhoKGBrYR\ncYzWSdzChaJAes0dDhJX2JixeNYXtEtz8EceySyMtcJKglKamjLkWb9f0mkz4GNknrNInCEtz997\nz/tr+Nkp61oyx7lkkzeJi8ViFomr0VwynWGnNAyDeEEBdwGfuhX1cYGbmtshO6VhyPi7apVV5MMt\nJw4yhCGrQvbcufJ49NGhvoPXsep/d6qdUkGd8/Xrg7dtaZF7PExwJKwS5zbmDRkiPex037BaI2bd\nS3YlTiFMTtyBBx4Y8CUEubYYCKPI7iVxewiC7JSeA8iXvgTA+nh8j1biOi0nTt2QIUlcQUEBbW1t\n/krctm2yaB87VqyU3gcnapxDiYv9f6rE5Wqn9CtsouCqxKkWAyaJC8yJg0x5czcSt2WLKHXjx2ee\nv/VWmXQuuUQ89Q788mftLEsN5ay1twLuJC5hXqOtFNGeLnIE1bdb7bO8oBfZeucd7+30dhtq0WBm\nB1A0ejSGYdDU1JSlxPms5zxsR/Id1RqluFLGqNYGM8oaMqruxJ7SYsD6zC72qqFh7ZRRlTjf8UDL\nC9GvqSI9cPS3v8EPfyh/B9gpnUrcPum0RMW7ds1U8evXTxZOQY121QIpSIkDUbNXrBDFrYMIY6d0\nKnEKbeo3rK+3RUTSDnKbE4lT6kIiIfNRL59S/uXlpGIxi8TEdRKXaIDJk+V8/fWv8qRWWCuVgmTy\nXyxa9DeWLcMGwzB45RWYPx8mHZ/Jics0+94ItKnio64IslOWFUow4/3N73vuIx6Ps9z8u9JUbDvL\nTgmyuAb3IiZuyLudEkRBW7fOUoj0AlhOJc61QnYHSZwbnIS8U5W4MCSutVXukzD3lR+JW78eXn1V\nyJrbuKwCS/oxqYnWQ4mLaqf8wQ9+wE033ZS1rRP6bxA5Jy7E77WXxO0ueFzDkXLiAB59FB59lH+W\nle3RLQY6TYkrKJAJICSJGzBgAIlEgpVmFMf1+8yaJarNaacF79CFxBlm5HFLPG4b+D9PSlzUnLgo\nrzvhdl4i5cSZ7wvMiYMMiXPaIPRiCjqJO/RQUWVXrgSXAXveHLkvmlKltLZmIq42EmdORjuQ19R8\nPnDgQKqq2n1JXDot4oXC+97rpox6qClxBwPJ0lKMgQMpLy/PyolLpVLsBM4AxhFWZbUrcaU1snht\naTevtf+VZt8VFbSb+2wHWkPmR0XJiYNwdkrq6mz3ss1Oee21mb/dcncBqqtpB7o4xtE+6bSQMMPg\nggsu4OKLLyamqk2uWeN57EDGThmkxIEs3DqhWIP+qOBVnRIgoRZ8W7fa5ChbrmAiQby5mYDYSjbU\n96uvl8VqF5/WIYZBS0mJpcTFWjJKayKZoOWr5tyjIjgaiZs1C9LpiaTTBdxzT+Y7Kvzyl/L4jW+a\n1xX2PnEFBctZuFCECj84SVwqnaKhtYGRvUZSWlDqq8TF43FWIvdN+WefmV/Zx07ZQSVOoXuUQjSE\nTwMItZ3qPWba74PslK5KXG0thFR3nPAbdzrNcg4ZErdhQ/C2LS3h8uHA3t/ViV/9Svb1ve/5H5Ma\noyC0nVLBTYnTSdx3v/td228cBpFz4vYqcXsuvAqbKIQmceXl8NWvkuqgnSgI+cqJUxGzvClxIDdl\nSBI31mxKO3/+fNtx2aB6iZgqpy8qKrLslMaWLSSAeseg+nlS4vwqYAYpcVGRLztlYE4c+CtxCuPG\n2V+78UZRJ375S9vCtqkJlizPLEzfecddiWszlThF4pQSt3LlSg49dAD19d4Lqg0bpGbPJLOity+J\nA1HjTBLXHdgfaB06FGKxLBKnL9IeR/orOeG2YHbaKRWJa8YkOZ/DZt+uCyDDoN78kpuBdMj7VT+O\nMCTON7DlQeJsSpwedPBaIBkG9QUFdNXzTpNJeoKlpE2fPp177703uyWAF8LaKfOMIBXFMLyrU7Yo\nYrV6NfznP9brPfXfwIz852ynVBbIgPugtbTUInFGi131bDhmXOYGU4UaTKgCugC33Qa//S2kUvL9\nli6N88wzks47enTmHiqMmeNdDAoLF9Lc7G3N9rJT7kzsJJVOUVtaywHdD+DDLR+STLlfu7FYjDak\n2mnJ6tXW884AkhU6c7G4ee1XvddtjOjlp35qCAoEuG0XOCYpEmeuH7xInGuv2tWr5d+ECaEsxWGx\nx9kplRIXBl5K3MaNUhWzb1+48MLwx9SBwiZuOXFhz2WHlLi9OXGfP6gLSPWJC7RTmuisKEu+lbhc\nyGAgQVAkLgSJUCRunRmhcf0+r78uK2233nBOuJG4nTvZASQdlo/PkxLn9749xk4ZpTplEIlTi9+y\nMmlerKOiQohce7tULDWhrU0AaQsVhcQZhmGtXdyCjZAhbePGyVrunXcCioD17AmbN1NVXs43gUKg\nwQxGlJWVuebE6QgKmrjZKUtrhbztDhKXLyXOC/Xmj7U9xLEo5NVOqRYydXXWNVUIFKoqb5BZFP37\n376fV1dQYLNTdm1rkwWA0w6ptwTww7p1onDn0Jg4H8ilOqVF4mbOtPWL661HUUxpPGcSp3LA/JQ4\n7CSOhH0OqTcS8H//J/854QTba8oKOXToDHr1gu9+FxYv/joAt98u49g112iuHnQ7JRQXS19LPc13\n6VL4zW/sU5lTiVNFTaqLqzmwx4G0JltZud29zKW6tpcB8e3bYds217GkN6YN3mVh7bdfrzEiqIeq\ngtux+OXEqW18MWyYWGjnzIF02kbi9L979uzJypUraTWLfMTj8bxYKYMcAJ1mp1TEWRGmujo4/3wh\nUnfcYd82ihLnReJuvVVSG6691psQutkpfXLiggqbuLUYyGW+8RpPPJW4vSRuz4VTiYsBg5qaGD5n\nDt8ighJnotOkcm3/0PGcuKh2ytBKXCKRRabcMGrUKNeb08K2bfDhh1JVLMyA17Wr2Cn1fKmmJpqw\n/2a6uvR5UOL83hdkucuVxOWkxLW0ZHLiOqLEfeMbMHWq/PZumDpVfuuHH7aCBWZ7OI5FIvorVsDX\nv/51Lr30Ultz8IQHiYPMfOJlqdR7zZ9+umz3j394f0169oRUihOff56fIuRjh1nO3U+JUwhnpxQS\nZylxeSJxzoBRWHSaEkemmEmc8Nd1rnZKV2g5ceqezFqCqDE1oDR/XUGB2NfM7buraIAzaBFFidvF\nKhx0zE7ZrO7Lxx6Tx0suAaC3Pi91lMSFVOISpaViTE4kSLc1ARA3l2SNbY1SHXn7dttCOJ0WEmcY\nq6mufpM335QWpqtWTQZ+wxNPFDJ8OJx8MlYfN8PQ7ZRQXCz+7Iceyjjgpk8XZ9qRR0IikRn7bSSu\nVSNx3cXy9/4md2uAcp5YKXtm8p4zJ24fINW9e2j1KV9KnH4MUbfzvCYMQ9S4jRth6VIbcdPHphNP\nPJGGhgbeMptRx2KxTsmH04+1U+2U/ftLWsuiRdIf8dBDJUiyYYPVYsdCa2t4EldeLvO0XvWyvV1U\nuN694eKLvd8b0U6ZS2GTzlDinPveq8TtyXCMA7cnEjy6dClHPvQQdwNVZgRhd5O4zsqJy7sSB6Es\nlZWVlRxwwAFZx2VB5SAccUS4g3Pzgzc10YJ8Vzclblf0iXN+ZlgMNBth9vap8tVZLQb8lDg3NPbv\nDzt20NW0OEbKiXOSuC98QQiaS48hQCJ+J54ok4LJrBSJOx4JaX/0EUyZMoU777zTdg7azIVjg1ms\nXidxKoVDn2t0KMvTgQfCZZfJOuH2272/pipucvCcOawCjgbS5mLSKyfOD+52SiE2FomrkOstX0pc\nFFVX2dA7pbAJ0G5eU1GyuTqlsImmxHmSuIDPrY+bFMGMbA9WgSdnHl0YEtfcLPsJU9QkzwgicYbh\nXZ3SUuLa2+XYp0wBoNaFxEVRX4GclDiAgsZG0u1C4roUyu+9M6G169CsoVu2yO4NYzHpdJp99xVX\naGnpRuBKEgmDadPkUkhrLQYK4xk7ZUHBNs49V4axgw+GX/860x5z4UK4994RQLYSpypT1pTUWCQu\nbIVKli3LShlJp1L0BpIRiJdb4KMjdkrrWAKUuNBj0rHHyuPLL1PmUc325JNPBqCpSX7zWCwm647q\nahgxItTxu8EteLRL7JTl5dKSZ/58mUdXr4YbboCTTpKgqJooQZS4sHZKw5C+kgsXZqwqH34oBZdO\nPNGfDLrZKVUbqpAtBpyvg91OmUuAPOj8Z80Fe0ncngvnhXJ4MklTLMbaYcMAKDMnWsO8UHMlcRs2\nwM9+JmXKO4KOqkfOPnFh4Rz4PZU4iJwXpx+XhRdekMfjjw93gG6DRXMzzYZh+667Kycu6qC9YMEC\nFi9e7GtLcbU2diAnzhko0M+V22eqv7eaZfP7LJGFRKicOHUf5VJk4YtflMfnnwek7D/AEbxGSXGK\njz7yeF9xMQ8A97gocSqesMRlLbRundQtUv2PBw+WCPv8+fD22x6fdeGFcPjhrB83jrHAYjLXQHl5\nOW1tbSRMBSYXO6XArsSpubSZUpl0tPydKNiddkov9azdHB+KQhxL0L6cCBXU0eyUaqzKWoKo3zDg\n+Lar+8MkGccom9KJJ9o33Hdf2ZcfiYtS1CTPcJI4J/yqU7boVqozzsg0Qdf3ZX639UQco9VnKlk9\nIJjRYt4nZRs2ULxD3tOlWH7dHa3ulUFVVfVYbKX1vbp1g4MOuhNIUVCQ5uyzZRv9Hso0+5aHv/5V\nnOE7d8JVV8lzM2eKiDJ79gDgXG87ZUk1B/WQVIOgXnGqQiXLl2edy/LWVoqBlGqNEgL5tlMGrS0i\n2SnBlhfntcifOHGiRfAMw8BobBQbx+jR4dw/OaLT7JRgzyN/8UVJPzADJJx7bqbxdhQlDmRsSiYz\n+auqPLM593uirExsnu+/n0mzWb9ein+5VDANq8R1dk6cc7u9StyeDMd4sU86zZriYtbuvz8ApSry\nUFJCLBbLKSdu2TKp6PyDH8DZZ2cChJEOcw/IiYOAAVRNzF79RBzQSZz1fVIpCUc++aSUDwxbCtvp\nBwdoarJI3O7OiYv6GdXV1RwUkAvodQ3sajvlNvN3LGptJYVBMh4iJ07Bj/B54Zhj5PE1ySlZbq5Q\nBvEx++8PH3zgndt2EfAvR3VKyKRduhUsufFGETxuvDFzuN/+tjx6qnGHHQZvvMGyW27BjDvaSBzA\nTtN27EbivOBW2MTKiTMFuBZK5MvlaYyAcNdSR8cm5+fof28xx5YlIY8lynHkWtjEU4kLOL4NimSs\nWgVbtnDYjh0sjsWy2xIUFgqRW7zYu81A2EbfnYAwdsohQ4ZY/9cDTK16LzqdxOm/gUleA8yk2XAG\nhgKUuDpThj/w4Ydpi0lOXm2R/Lo7E+6pAR9/LI+x2Crb8927vwPsy/z5TdbPqZS4mBGzKXESJJOx\nZPZsEUYmTpS19qOPQllZG3A7qZThqsRVF1fTr7ofFUUVgSTuUzU4uNgpa0wlOJWjEue2JsjVThm0\nvgqtxA0aJG4O09Fz/vnnc91119k2KSkp4bjjjgPMuVpZ+DWHUC4IUuI6NeVm+nTpqTp/PpjfjYsu\nkgrfr78uAdCmpmiFTSATYHr2WXlU0cvRo4PfO2GCjFMq8rFunQSdXH6/ICWuI4VNdATlxCnszYn7\nHMCWE9cgRquNhYWWxaJUJV2bJC6MEqdfCAsWiL99zRoRqpqb4e67ox+nm0qSCzqSExeoxKnVpKPU\nvxd0Elf1wgsy6PbqJRbKDRskKzzsIt9pp2xrg7a2PUaJ6wx4KXF+r/sh18ImrbW1pEeM5O+cRX9W\nc8U9X7PUsSzkg8T17SuL1jfeYEdDmhdegCGFq9ina4Kzzo7R2gp//3v22zLHnq3E7b+/jNNOErds\nGdx7Lwwfbi/ANWmS5M///e/+l7uzpDVkSJyqEBtFibMvdux2yngcCkmIEhexxLeOoAWaGwzDyAuJ\n88IrY8fyfWAqnafERe0TZ5E4dQ2HtFOuVRHwjz+G++6jKJ3mQS8L8vTpEhS79Vb315UtuQO/d64I\nY6e8/vrrOf/8863nrG0KCmSh3a+fVPU0XRy2JugaiYs0ljkXpwFKXJ2pQPVYvJgdxfI5XYqE+AWR\nOMP4xOUeWc/w4Zn/WTlxGBTEMzlxOo44Qtxvzz0na9v99oPDD18PdGHTphrXnLiakhoMw2B4t+Es\n37rcVxFtUG1PXOyU+SJx+m+Ua5+4oOdCz2+GIR7VzZuhro6//OUv/PSnP83aTFkqY7GYVJUBmQzy\njF1ipwQhoHPnip1SoagIHn8cZsyQIPdtt8nzUZS4MWPkHn3uOVHU1Lk6+GD/90Emv3DuXFmXbdzo\n6Rxwq065V4nbC1/YBj6zj8qmwkJaFIlTIf3i4lAkLp22txi47DJxF/7xjxJ4LSwMLF7mi92VExdk\nnQEyJM70mAfhkEMOobCwkGKg6803y/lPJGS1/PzzIl2GhVOJMyemZvM3291KXGcgSInLdX9+dkod\n6rytWVPKcdv/wVT+zmf0ZcXa3px9dmZNa4Nzcs+FxIHYRjZu5F9/2kRzM5xrPISxT2/OP1/IzH33\neR8vLjlxJSUy//33v2DmuQOSUpBMihVaX2fHYhLUTCRE+fNCpfYhThKnI2xhEx3ptL06JUBprFVI\nnE8uZRBysVOCS0WvHOBFvFLxOLdCpJ5hUZU43wBZWZlcAG52SmUjD6nErVUk46mn4Cc/oTEW4yGv\n++C735X8yl//2l5YQEHl03nk/TixbZtc3xs2ZNyfucItn0lHLBajrKyM73//+1mvG4YBzzwjvbxi\nMSgvJ2EY9j5xn35K2jBY6/JZvigrs/8GAUpcvWb9W9XLJJMBSpwSFeLxVVlFQpzQ76ECI0PinN+p\nZ0+7iDhokJC1zz7r7mmnBOha2lV62rW34IZ4PE5pWZk0ZF65Mutza835Op0HEvfJJ5+waNGinNcV\nQS0G/LbJgplXbssFc0CRuHg8njcSFxQ86lQ7pRcMQ6wkVVXw4x/Lc1GUuHhcqrOuXSs5B6tWyQUb\nZtzRSdzGjUICPZwDYfvEtbe3d2i+2Uvi/odgDQjKwgdsKCyk1bnQKimxRZu9oEvljY0yYX7hC/D1\nr0vE/IgjxE6scjvDIl9KXK45cRAiCqZu6JBKXHFxMSNHjuRIoGD9erj8cvHB3X9/VjnnQDiVOHNi\nanUocbDrSFyUwSWdDm76Gmb/+W4xEJybVcrVV4/i5U8H8yWeYQWDOWrUMt58U/I9suCMiufaeNhM\nXH/4Xvmdpyb+AiNG0Lu35HG/9VbG/p8NIXG6nRKkb2l7O3zlKxLAbWuTgMuwYZm0Ah1+eXTWJ/ko\ncWaGVyg7pdtiR9kpdTJaarQIiYtoZ9KRi51SHxvzdT95LYbyrcQ5x1aPjYQMuNkpVYP6kErcOhUB\nf/FFaGzkhv79afB6T0UF/OhHMqa6KAmoFgchGqAvXiwKz2GHyXBZWipDbo4xHwt+ChDYr13btirB\nVDZiezxuz4n79FMStbW0E/GaMgz7zR2gxO3o1g019K7aR37L2mJ/Evfee7KujcXWuJI4G+nQCptY\nSlyIrzNokDQeX7u2h2dhE/1RPe9EPB6X3K+uXaGlhSJHULO7aetOqebyIeBF4gYMGMDBYdQZB/Rx\nze+3jjS/DRggjz4kbt9992XcuHFi//xfUOL8UFsrpU/NKtKRlDjIWCqfeUZUckWSg3DAAfLZc+cG\n5vC6KXE63JS4XOaDqCRur51yD0Zy22Ypx3rEEWB6pjcVFtLqvMBzyIl7801ZFOoFFk88USbNf/0r\nt+P9X1LiQLzqX1JRmSOPDP2+LDgLm5gR6hZzUNiTlbjXX5f5prZWrOs//KHkSVx1lXelfeh8O6Wb\nEpe9MJ7B5s0lfO/KJE8Un8FgPua8r/yX4mIREX79a3vXB0pK7BHAwkLSaXGMLVrkLja44vTT2Wz0\n4IWlfRlT8xFD+chKZlcVj++/3/6WzLHL9eYUq048UdbJa9ZIJ4N33pFLeeJEd3HlQCkM50vivJW4\n7kj3pmdJpYKVOPffOju3rzTdJCQuQH3wg05qoqi6nZkTlwuJ048jjJ0ycFFQU2OzU1pKnCJxIQub\nNBQUYHVGu+kmXvKxniWTiKVy8GCxc9huJjL/D7Egu/xyuc8uukjS0Hr3lpzOa68NfKsrwtgp9Ud9\nG7dzXBePZ+yUiQR89hktptUx8hit3xQB90K6sJDHgFUTJlBXalplfZS4N94QEjd5MsRi7pE3t+/s\nlhPnB53E6aqD3mJAf1TPK7z6qvCXk08+mcmTJ1suiPJkksdSKekhBvQwg65pRXpCIFe13olOs1NC\nKBIH8NRTT/HKK68IiaupsSoL54owOXG7XIlTuOKKTO2CqG0UVGD9/vuFCIa9XmIxydP79NNM+VUP\nEqcasIP7WOHMiYvFYnm77tye36vEfQ7Qvnih3T8MrCkspNUpE0fIiVM/vFl3wUbipk6VOf6uu2Sx\nGBb5zonLtdm383hsiKjEAcyYMYPvTpok/znkkNDvy0JFhXy+InEmkdRJnHNA7ewWA0GL2XRaWg8d\nfbS4FLp3h3/+E265RZ7/9a8lb9jLfrs77JQ2i1vKAC6jpKSd638UZ9WIQ2gAavaVvM90Wojo0KHS\nL/dXvzJTeMzI+JuM5YTTK6iqknllxAgZ2//85xAH27Mnjx35O5IUcE7dXfKcSeJOPlnO5cyZmaCj\n/dj7AklXx+H//Z+Quf/8B266SZ476ij3QwhD4kpLS60JW31+cXEFMBMYAHyRpqZTcyxsInZKmy00\n1SwkLmROihtyrU5pLVY7gcR1dF9+CJ0nXFMTTokL+lzD4NfxuLAn0zKebU2U1mmlpXD6WYUsOPQi\nuZiXL7fvK6QS9+670vv4+OPFavzYY6JWDx0Kv/yl2IWjDhtBJM55HQSpKHXxONXKkvDQQ9DeTn2u\nqohO4gLuBcMwOAeYf+mltCEDhp8Sp1KKrrhCHoPslF594oJQXp4EVrBuXQ+SSZfCJqadUj2q59Np\nWV9MmCAiyLe+9VduvfVW65z0bm3ldJABct48ejQ10Q6knX0KfZBr8SMndredEqBbt2706d5dKlPu\nv3/w/dtBdHYvYV9UVUkVnRdekFyfKOjVS3LgzOI4oUkcZAjjzJny6GGndFtj++XERTmPuShx1ppx\nL4nbc9FeEJfQpIZF5eVWTpyFHOyUisSNH595vV8/sWa9+67cA2ef7V14zGv/kD8lLiwiKXERSBwg\nEkxJiXh9coVhSGjZYads0TzW6jt0tEJnWARF2669VhS3Ll1kXF25UuaRefOkJcsDD8iEPGVK5lrS\n4aXEdaadUsfy5UOB/hx33Hqqq2Hu2WdzAJAqKeGiiyT5/5prhFf//Odw9dUyD4yum83pPM54XufF\nl+L07w+nnCJ9vsvKRDFYvTr4eB+NnY1hpDnrjqMkcductIuKJEq+ZQse7Qb2pbR0O261JGKxTKnv\nZ56RtbGKMTjRpYtccn4kzjAMS40TJR+effYU4Itgdm9qbj45p8ImisTpnQRKacpUpwzAc89Jrvt5\n50nun7q11XUQJeodZoLsCHaFEheozHfpAq2tlJnbe+bEma/v3CkE6eqr4S9/yQQUDMPgVwUFwpwM\nw3VM/dOfpJduW5u4/Ef944dczL2kP1hq31ApcQEkTtVF+d73Ms917y5ruT59hEtOmxZt6A6aE9xU\nCD/UqfFyzRrJ2yksZPVXvmLbR2io67+yEtcb3QXpdJqEIW0/upotBpwk7tNPZagZOVLWpYbj9wuy\nU0ZR4uT192hqKmX9ejk3zsIm+mN9Sz1btojKqtbnzc0SmAIsMjuqXlPsfvQjejU2sgYwIuQnZwd6\nerFq1b7Mm4d3USsfhB1rIs1visR59pzRsGKF3L8drEzpPC63e2C32SkVDj00fOsmJ0aNyvwdwX5r\nkbh335VHj+CMmxLnfB0yzb47m8RFsVOGG2V2Az7083NFxHC9ZNMegmRZKfzpPiFyRx3F+7EYbWQa\ngFowC5uEtVOmUmK7GDIkW51/+GH429/EyvLII6JOPP+8/1yjLq6OFg/o1Jy4HOyUpNMS2Rk+vOO9\nWXr1kpOeTGZy4nzslJ0Nv8+pq4Pf/U6I/CuvSCVxENeUShM55BAh/cceKxPzmWfCl78s/zeM4O+R\nK4kLo8Q1NMCrrx4OwCmnrAH60lZUxFpt29paIW9f/7oEQxcuFKXxv68O5V0Ooj+reOCl/hwzMXOc\n48bJrXjbbfDb33ofazot+xs2zGCfy07Lel21DPjgg8y8LMceA/pQWvox0M1138ccI3PO3LlC6PwK\n/x1wgKh2O3bYFTEdVVVV1NXVEYvF+OUv4b//PRh4B2kB/jatrUeSTPpPAe6EvYLycvv8UoqpxAWQ\nuJYWCSDp67nJkyVfKpfqlDo6W4nLJQfCD5HslIDKsKoF2srKMg2tNSUunZbz+8wzmbf/5CcZMuVl\nPQT5Ta65Rn7CpUslSHDl13dy/+qLmf7Cnxg/VXujUuJ87JTvvy/zzIEHZqca9+8v1ci/+lWZl5Yt\nk+I+YYbisEpcWDvlRnUeL7pI2NIPfkCLefPlTOJC5Arq+26hBVJQXSiEZ0fCHmG9/Xb5ma+4Qsbg\nbAXVhcTpdspYhsSFwwLgDD74QCzo8Xic+pZ6CmIFlBbId1N2yv8uqueCS8WSPmGCBA4uvVSCNQsX\nwgjznIxWxdpqa2HOHGqB94DanYDkewAAIABJREFUCOdY/batrWkeeGA4sIo77yzmzjvl9W99S85V\nEH/2On9e20WyU9bWZnqUBaGD+XBr1kjQpUcP6NXL/+bZrUpcR6HnO4Zt/wSymKmulsHNMCTR3AVh\nC5vkosTp6IzCJnssiTv11FPzolQYhsEHfmXcdhPai81TP2EC/POfnHrBBZSm06TicXZittONx6Gg\nwCb1/vGPf2ThwoXcqUYtE+rCWrJErtfTsteXlJZK3s7550sRhaeekknbq4o05N9O2SlKXA52SrZv\nF8LVr1+k43FF796Sl7JlS4bEaZEdpxKnsDuUuH/8Q1q1fOMbGQLnhokTZfH3i19IU9jf/17Gv+OO\ngzFjypEiHQ3W9lnFAyLAGSjQn8vs3+D++yW6u3FjX+BZBgywKzfO9yhietxxkifXPOkrrPnPMgaw\niqKJCdu255wjqam//71MiNdc4x4E27pViLCX1VEvOnLGGfp36QkUUlbm3ZA+FoOXXxYlMSh3+8AD\nhcR98EGWK9uCKm6STsf4+c+hqqqFhobJQCPwHOn0FSQShwLrrPd4XZP6gjmVqsziaqVD+pL8qIC2\nk0/FL67+9NMyPl16KRx+uIxFf/2rN4nbHUrcrs6JC2WnBGrMc9IVSFRWUqj2rSlxL78sBO7YY8WW\n+/DDcM89ci2OGFHra8H74x/l2r75ZrEX77MP/PZnLZxwTgX3zRnEeH1jHyVu8WL4zW/EOplMyhji\ndhr23VcCFmefLarfrFmijAch33bKt8rKOH/bNjmYAQPghz8k/eqrntv7Qt0YLtfipk1CbObPl+mn\npkZu8mQqyRZjC2yC8gKzl6OmxKVS4o7o0QOrkbf6Xk7YbOeanTIeyzT7DndPSancBQvKzK8jdkrV\nXgAydso/3F/Hli1iW7/ySlm2TJ8u3/Vvf4MRPWW7gxrM+eKee4S9A7OAMTmQuAcf3JcnnhgIrGbi\nxI2MH38Y//ynEBoQW2eY3QaRs7CBgCwcfLAUEGpo8A9sLVokjwG9Wd2wbZsE/lTbiZqa44FpwIOu\nStznmsTp52fkyPDvi8clz+HhhyUC6xF0ilLYJKqimcsc9T+hxAEMGzaM/TtQsWfp0qUsUz7aPQzt\nRdqpnzKFbbEYfZALaDsmiTMvOJ3EzZw5k1dffZXf/va3FGkV9tQNOmeO/N9rkQkSpZo5UxZ/v/mN\nXNs33OBfTCufzb6jToydosSZbR3o2zfSsbhCL25iLm4UifNT4nZHTtyDD8rjuecG7+f664XMvPaa\n5Jo9+6xMjjAQqAcWA/cALdTXF2mCQL6VuBgXX9yNl14Svj5p0lxmzz6ddPpJ236CPre0W7kUInFB\nUZEsJE8/XSxeb70lhNd5KlVq0NCh7p+hSFx23Eius9JSbxIHsvBw9l52g54X50XilJ1y8eJC6upg\n0qQNzJ5t2n55HbiCtrZRQEa2CWenLM9S/0qH9YOPoLlbX18S98QT8vitb0nw+fLLZbEHHS9a0NmF\nTXLZlx/c8ntcYQ7MKsOqFmirrMxcnOb7P1sf5/LL5amf/UyI8bhxEhD43vegru5IYLbrsb7+uswB\nVVWSE6dw3Jld6Xfupzzy6eHctlOz0HoocTt3ysJy2zbhQ7fcImsoLxQVSRHMJ58UsnfyycHrlrDE\nPqyd8u2KCpJAHETGKSvLvWiGmoscgbRVq+T3UO31BF8ELmFdYh1tRhusg9KCUgwMG4n74AOJD55/\nfqY2k5edUoeXnTII8p1fIx5P8uab8oMrO6VS3yCjxK3fVs9554DZ0QGAL31JBJDf/Q7GTz+ILwOl\nqpnyKadgTJ/OB48/zu3bt/OjyPd4GY880pfq6hbq6w/mlFNu5MorD+Pqq2Xd84c/yDV08cXiwnPb\nfdicOIXIQcqDDhIS9/779rwWJ957Tx6jEBPklj/nHCFwX/uauK5+85sC4H7gFWs7/XsGVeDc3Zg/\nX3p5r10rAtpUXfkfM0Yep04NRWxsOPdcIXE+lZPdmn3r58qtsEkuCOvy+J9Q4gAmTZrEjBkzcn7/\nHXfcseeSuEL7IK8G5XQ6ndE3zAlSz4lTF1hdXR09zApakCFxL78s/zdrLXiiqkqUuJNPFvvYAw/I\nZPqd79i3y7cSFxWdlhOnqrtESKr2hBocNmywiGTCJydOYVeTuFWrJNh89NHhBciiIrmWJk6UvP/Z\ns+Gxx7Zy333vAhOBOwCpSPbWW21Ad158UVb4o0dL0RAva8u2bZLuo463vb0LMIS2Np3EHQ/cwksv\nlXLssWLVmTnzdWbPzvQmCr3gCmhMPHasWOe/8hVZVD75pPytQ6U5DBnivo++feU7vfGGBEcy1ieJ\nqtTUfOp/jCGhavG8806mKqYTSombM0cWcGPHNjDbWsO/CUB7+yiXd2bgZafMInGmINPc7B14TqVk\nXbPvvrLGMQwhGc8+KypFaFLjcXx7ip0y70qcWeWwOpWiGCgHNldVZVanySQLOYQvfbGGdRtkDNcd\nR1OmCInbvn2C68J/+XKxS6s8OL2oYixucFG3f3Pj5kv561/SXHqZ+ZkeSty998p9ffXVQiTD/CQj\nRkjw5IknRAlXhTs2bJD7fdQo91SafNkpd8Tj3FVSwrcvu0y8vQHb+yKT4Gl76uKLhcBdc01mTJk4\nsYXGxltZvOUaeWK9fF5FUYWNxM2bJ496YDZUTpz2nF7YJNx3aqJfv7V8+GFfoBuqT1zX6l48+KBU\nwJ69vAbGQXnXeqsFmEJpqahwZ5wBp905iT8wna/zZ7YBXYqK4E9/4qp160jMmhXpvpVtv0BzcwHH\nH/8JTz21w/o+VVVSjOuIIyTYeNddcu289FJ2jRk3O6WfEhe5+vKIEfL46qv+JG7BAgkCR6xM+Ze/\nSCrMiSeKsBmPQ1PTIm67bRRwJYaxIus9eyqJW79eWvS+8IL9+S1bJHcfkPzfbdvsidhhcdJJUrFt\nwgTPTXQlTsFtblEkLkqVz47kxH2uC5uMHTuWfTu4wO7Tpw9jFIPfw5As8L4ILBJnht3ccuLqlL/c\nhChccebOlXyDAQOCj2HIEBlDfv5z+f8VV7gXslD7V8eisHatWGZefjkjbHlBv+jzrsTlYqdUJC7f\nSpzDTrk7lDiv/f7+9/LotegPQkGBTBrXXLMVOAEYBlwMXEqfPi/QrVsjcDz/+MfhfPObEjyrqRE7\n49//ntlPfb2Qwq5dZVxdunQEcBU7diwA/sugQaVMmXIQcie8AIzh+OOb+cc/hABEjaJaCCBxapM/\n/1nWYDffnF05TylxXiTOMCQKvWaN3FvynAFMQSpTvhvuWAMwapQslEzXlyumTZvGtGnTeO65EuJx\nmDBBb8q7mlhsM8nkeCDTeiHITplKGaTTZdl2So3EeWHBArGjnnBChn+MGyePb7yxe5U4L+SiykUl\ne8lk0v89phJXlUpZlSnbKiosotDeDqfwNOs3Gtx6a3ZO5+DBotzW1x9GKuW0PxqcdZb8Lvfck2nJ\npOMbh75FOTv50Y/SbN9uPumhxM2cKePEVVdFC5jfcYesY7/3PTjrLFFoDzlEijCdcIIUjbSOOM92\nSsMwuK7oYB4c+Wt+9StRcnbuzDFPWgUgtPlu1iyZI08+WebasWPl31e+8hZQyryV5kk1SVzXsq6s\naVhDKp0imZQAK4jC6TwH+nd0Pq+UuJgRk/k3RQQlDg444CPSaQOYRjqWprGtkcVv1XDeeSJYfrhQ\nmNHp59QxaFD2fk46SSqT1la1cQl3s5Z92Ig+lkQPDMtvK2W3999/S9b7991XxK9HH5Xz/e67WOq0\nGzrNTnnKKRIBVVXC3LB1q0wUEVS4piZRPKdPlzFXETiACRPWAmuAr9HSUmY7VnUP7Gl2ykWL4NRT\nhcAdd5wIZs89J4V3f/hDR+ufLl0gQhEcC4YhFXd8qpDH43HrHHmtJ+LxOOvWraO+vn6X5cSFGUT3\nrF9Uw8yZMzn11FOt/zc0NPhsLUin0zygRjzgtNNOY6YqLbqHod1x5l2VOBO6nVJX4hTU+5qbB1s+\n6bAoL5fo4GOPyf/vvTf7uCB7wP3kEyk2dOaZkn/Rv79EgN3aFzzzDDz77InAn4CHSKfv5M47M4WZ\n/BBKiSspkRs1FztlPpU4FxIH2fYehV0ZFVu/XnJe9tnHnleRCzID0ceIfeNuDjnkNn72s6eBPlx8\n8Rz+9CfJuxswQCKhU6fKID16tAzQc+bImPzaa/DPf54F/BIoBf5JVVWaRMIAVgKPACN54IHtlkIQ\nZgHjCk259sPQoZKysWCBqEQ6FDHz60qh8lF/8hNZnP7iF/2BI4G5lJS4N/GNiqIisVEuXkxmYe3A\ntGnTuP76mbz9tsGkSbDPPsW210tKHiWd7gFc6vk5znOaSmU3+pZ9yWNLC55QkVa9yIUKUr/xhn2s\n2dU5cR21UOrIpU9cGBJXnUpZlSnbNCXuuaajWEM/vnlhgu9+190+NmUKpFLFiLItkDyZ4bz3niyk\nvvY194/f54AaruMmtmyNqZamrkrcqlWiDB97rNzj63esZ/HGxaGCLL17i4rSq5cswG+/XdKJpk+X\nOWraNKloqldUzqU6pdt53rz5GzQ0zOe880RBvOQSuPLKcUCP6NeCS+N1FSRVjwrjxq0APuPTxCpI\nx2CDgWEYHNX/KLY0bWHxxsXMnCnW7qlTs23WoXPiMJ0NJokL+51GjlxMYWEKuJV7H74QgIK2Wn71\nK7G+ffCukLh0cb3nPsaOhVsu+YwkBdzNJehr8tzUTgMJIMKwYVtd319ZKeP3v/4l4/SDD2byxqy9\neMwhXohsp6ytFXl56VLv5rwLF8pjSBKXSomL5tZbxSL93HN2R43wm98CFSxaJFUZ91Q75UsvSSB3\nxAhRdadOFZfG1KnwxS9KkdgdOySodPvtEhx6+ulMz+58I0zrirFjx7JixQo++eSTTq9OaY1hn2cS\n58QFF1xAfb33YPHBBx9wxhln8Itf/GIXHlXuaMfbMmSRuIQUX9DtlApOEgdQXy/WqCArpRsmTpRJ\n4qGH3MusO5W473xH7CHf+Y4UhOjXT5SeQYNkwXDDDXLjTZ8uDpX58w8DpgPnkE5/ixkzRM2oqJAb\n+eyzsxfMzu+nzkUWDEPUuChKnKpHnE8lbsMGa3HTVlCw25Q4HS0tQsyPPVZOzw03CAHoCNwtdup7\nrmP8+JVMny5Rwvffl3ls5EgZuJcsEYXuxz8WC90LL8AJJzwHnE5R0UHAaSxd2srs2R8ChwJnAwsD\nPtP7uGwIocQpmG20uOmmTCA1nZZFav/+merubvjyl2Xx8q9/iR3kiSd6AlvhgPN4r+d7zFs9L+ci\nMDqOO06O6ZFH7M/Pni25SDfeKOsIEPW1XNmOTZSW/g6oA36IyrgKVuLcSZxS5uw5P3a88ILcqscd\nl3lOCppITpZbi4Eg5IvEee2zo0qcPZIvZPXJJ2WYiGqnrNSVuMpKi639uVGSR75xUZvbu4GMhS+V\nOs/2fCIhF8iZZ/p8/qBBXMlvGbZPA3fdZSpDLn3iVL7jl09v5eZ5NzP494M55A+HcNWLV/l/PxNj\nxki7k2XLJFiyapW0PHjpJcmfvPNOuV4SCbudMIqd0onnnoONG7+NYazl9tvlt/nmN+GzzyqAm3Mn\ncaY8smiRqOUnnZRdu6KoKA3G8Rj7LIDN+0PbE6TTcPwgIdrPLn+RH/9YDDnOZU2onDiNJBmGEVmJ\nKy9v5ic/WQa8Sl1agk9TJvbl+9+XANI+tXJdbm3yz/M996sJurOJ33M5H9E163eLco7ff/8AYAKH\nHrqZqqpW3/erloiplBRdcfuOYZW4SC0GFK67Tga3006TSeOII6RZokLEfLjZsyVnbPJkua6cdQ/k\nuP4IbGbhwmOyWkjlUo/gv/+VIlR/+Yu3oBgVixYJUVP9I59+Woi2fmiXXCIWy/feEyX1/PNlXu3T\nRwpifec74pR57DF/90dYKKeYX2XkefPmcc8999CnTx/2y7EtVeScuBC2zc8Nifvwww8577zz2LrV\nPmA0Nzfz85//nDPPPJMlS5Ywwcf3uiehPZ3tv81S4kwSp9sp3ZQ4IVjDWL36POJx+yIpLGIxWVgn\nEvL+G26QReiOHaXaZ8hxvvKK3HhHHSXWnZ/+FD78UManoUMl1+6nP5Ub7957JRr2jW88COwH9CEe\nH8Vdd0m+6YEHysT9yCNiQ7vlFutrW5+nf29PlJfblbj//Edkp4MOkpFPRzot9fW7dYvWONILup3S\nHDlbCwtJxpIkihPWd9j1JK6IY44RIr1ihTx6RdujwG2x7BepHD5cbC2bNsnpeeMNyb8sKJBB/Igj\n3gSeJJWScKm16PBAzkpcBBJ3yCHiiHnjjczls3atfIdR/mlkFBbKYvC228RGeu+9S2HEvnDmOpZ3\nXc7RDxzNYX8+jKeWPRX6eNwwfboQ8iuukEXVN74h5/P448WK8uMfC2k+5RSJTDtJXCxWRzz+S6Te\n4dWAd0RQneNkUmw6ThKnXOuvv+5+rFu3iuqqlFiFykop5PbWW5BKZU+ku8pOGYa45ZITB6JazJgh\nRW/GjxdiffzxkE5LNCWsEleVTGaUuOpqiMVYTy/+nTieUbzDoSO9x8hRo6C8fDkwmRVmukxbWxWt\nrdOprQ2oCjl4MMUk+NcZD9Kli7Tu+M86s+BYcUbdffxxmUceLZjMdS9fR1mhXCt3vHkHW5q2+HxA\nBiUlMoeMHJkxOBx2mJC6qVNlnnn88XAkTsFvAa7UsfLyc5gxQxTJO++Evn13ABdSVxexeb2S6I84\ngnRaFYKSc+aEYRjQ9UPShY2U1Q0FTmXOnFqOGygT+B9nv8jq1bKIdsYao9gpoypx+j1/xBFbgKOZ\nfK548Scc1N/arrKokoqiCtbt8JdHyv4fe+cdFtW5ve17zwxtqFLEggoCNmxBscVeMMbeozGWxBJj\nYjTnJB5LjmnGNI3dRGOJPYoajSW22AsiNuwiXVBQemfK98fLwADDzICacr7fc11zDczs8u49+y1r\nrWc9q5oDs5lHBg4s4mdycytnxKWkwG+/dQdymDz5hlnOnqFDhWN53briUq76MEXJN0WxNAo/P7Gw\n6dNHWBrnzokJWJfkqKN1mGnE/fijeJ8zpziDpCyygCXk5SnZuLFykbi9e8Wc0rOnoLuvXCkMqg4d\n4LvvTNYwNwqVStwClUqU/Tl8WNye0kO3TCZ+sytXxC1ctUoYbV27ivl4yRJxH4YNE+ODod+2ItB3\nqJX3XFpYWDBx4kSio6M5pfsNzcD/tzlxpTFv3jwePHjA6NGjSSp09548eZLevXuzfv163NzcWLp0\nKatWrfqLW2oe1BgeNMoz4oxF4mJiNMBhCgoc+eGHyjMER44UOQkREcIIGzAAPvxwMPBSiUjcf/4j\ntteXjrayEmV2btwQi90jR0RH27JFhMt9fBIQ9Lh4JCmMyZOF9+XSJbGwDwkRk/bs2cJpNX9+cXqB\nWUnFtrYlI3GLFwuj6uZNsXJaubL4u/Bwwfvs0qXiSkeG4OoqjvPoEaSkUCCDa/XTyR6fzZVOV9B4\nGlb21L+WjAwxYGU+H7ZdIb4mOFgsGiMjhVfbzPqzRmEqWmN44hM2lCFKuyEqgzkGb4Vz4sykU+ow\ndqx437dPvOvG7YAA0/vWrCm8hcOHg2+jJ9AjF/KhZUJLBjUcRGh8KP239ef38N8r1CZ9VKsmJvaG\nDcWzs3q18NZ27Som4mPHxOe7d+uC1SVnfnHflgJxwDSg7Mqg7GJRJJaXzonT+c4OHxbD1sWLIvon\njDNBKy0oKKU4Voi2bUVgJy5OWHeVpVM+i1PEnONUJhKXm9uH9u2FYRATI8bUTp2EQXvjRnvAfHVK\nO7W6KBKnKozErWcsahRMYLVhHqUePDw2AQratBGF5CMjt6DVOjFrlgm9gELJ1fqJp9mzRwx1Q299\nQrqVW9E5o6PFGjUgMJJTcUdp69GWB1MfsDBwIXnqPLaGbTV+jSZgZSXmJEkS80rpSJQ+zKVThoYK\noSc7u3PI5WFFn8vlMHjwA0DB2bMmPDalMWMGbNhA/qIVTJok+metWoYVOiVJgkL/X2PXAkDFvHme\njB5UHRIbE6k5haNLbnHR7FIwRafUfS+TZMVGXAW6iKDbimczz1oY4bUdi/l7kiTh4eBBXLqJhHg3\nN6awnJ78zi16ExAgZ8UKKCgoFm4zBx99BJmZtsAnVKuWadYYocvPzMsTTq3yFJRNGTgVplPqMGSI\n8Hg/fiwGZBALn9u3xSDt6GiWHHF8vHCqN29efpm04vavQiZT8cknEBFhWaL9xq9RzFn9+4vl0+HD\nwgf+88/C6XT2rLiXfn7lM0RN4fvvxZrvjTfEeUyheXNhqE2YINgxx44JtkdoqGBujR0r1py6IvOV\nhX4kTofyI7zyEsrwFUGFc+LM6Bv/GCNu0KBBLFq0iNjYWEaNGsX777/PpEmTSExMZPz48Rw4cIAe\nla0G/xdApVWV+F9/UiqKJ+UJuoCpnLh33pEDtfH1Xcf48ZVvk0wmPC1JSYJmMns25OdbABuKBr+H\nD904d05Ezdq0KXsMSRIBsO7dBZVsxAgxARvLE5Ek4ckPDhZ1ZnJyRIddvLgCkTh9OmVGRvEIdOiQ\nWAS9804xT/SPP8R7164VvUWGIZeLrPyEBEhJYeRgCPVPAHvQyrSo+qnIzM8s04Fzc2UEBcGYMWJB\n7u8vgnoVcPIYQV9gGg0bijpczyP1T4fyInE6VHQxbajEgLH8wdLPxIuIxIF4hhUKobIWHq5HF+tn\n/jHUGjWr768WNUPOgU+aDzuH7eT8W+exkFkwbs84s6MU+se8/vg60anRjB1bbPxfvSoiFUePishK\n165iEtQxMkpH4sTEng1sRxhw/iYNdLVaWG+ljThd0PuPPwTDrnVr4Ul9+WXRNT75RHRRQ6UtdHlx\nERFCoa0i6pT6eNHCJhVvRx1SU79HqRSOgJQUYVAHBYkI5NmzfYF3UKnMEzaxLygoisSpHB3RSHLW\n8BY2ZDOCrSYdUm5uJ4AvsbERi6H8/DpYWW1i+nQTF1S7tnCS3bxJhw6i9EiK2pF1MqGQlJVVTFfz\n7ClWd2Obj8XR2pGhfqIe2O8PKu+s0MHbWxhDFy4ABDwTnTIiQkRHAdzcNpb5vn37h0ACp04FMGlS\nBZxrcjnaUW/Q/zUbVq8WeeNnzhimsEuSBDXE315WtsAEsrPlHD0KLmk9wCKX5XvPGRy2zKFT6teJ\n06dTVsQxouuL6TLhWtY34gA8HDx4mvOUnAIjnDYLCxRLvmcXg6jFau7fF4vuCxd+BJzM6mMZGbpa\necnAwgo5esaOFY/wjz+K3+PUKfPXFc9Epyx5IOG9cXMTA2PPniLpc9kysyrcr10rDNBJk8xZ1yfS\nqdMukpLg9derIRhQpg3Vb78VDpLGjYVzIzlZUB9HjxbLqYQEioqqDxgg1n89ewpjbMQIQW00djuD\ngwXDy82trPhSRVClilgrvfKKYHp16CDm5g0bKk/5NBSJe154pkjc/xKdEqBHjx78+OOPJCYmcvjw\nYZo2bcqePXv497//jY2BoqN/Z5SmU+qg1WrJK/4HMJ4Tl5UFf/whAy7j7b3jubTNxUV0zi++gI4d\n7wONuX37TeA1fv5ZJBVPmlSxY5qzwKpdW9Stu3tXLPxmzACVqrl5BoKjoxgUnzwR3L28PJGIEBgo\nXHggwgPwXIy4y5fF+Hv8eGHAtFo1SEggPjOBnY3ALl2JtECixv0aYAcrQlaUugeWjB/vy9ChYvBx\ndRWDZU6OuPf/+pfx/CJjyMoCV9c9WFtr2b69uALD80J5UbHKDn6Gom7GnpdKR0r0tdPNgIODEFS4\nf1/kb+7cKaihulpwpnA+9jwBqwPYGLERMoHg4ja29mjN510+51HmI7pv6M7OWzsJTw4vWngZwq7b\nu+i/rT+u37rS7IdmeC72ZP7p+YBYJDZrJgqyl3cbFKXCsMWe9pDCT8oq+ZZe7BQUeAGGncf79gk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4lCEcHZs3VL+CZOnYqiU6dLZGb25caN6kAQI0bkMH26oETXrl2+YfAsmDZNGHB795oo/6EH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\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JA2AGJjYBAOuj37YnQpyFcE4KAG9iYhMAsC7KKe2NEGcBjMQBMBMTmwCA9RDi7I0QZwGc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\n5+fL19dXDRo0UL169TR+/Hjdd999GjB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jX331FWtpaen1fTS9HrsSMw9496pPpVJJmfCI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\nmaJ03Q0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IMF_hil = mirror_hilbert(IMF1, reflect_x=False)\n", "\n", "env1 = np.abs(IMF_hil)\n", "phase = np.unwrap(np.angle(IMF_hil))\n", "# phase = savgol_filter(phase, 7, 3, deriv=0, mode='mirror')\n", "freq1 = 7*savgol_filter(phase, 5, 3, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "# delta = 1 day. I'm going to multiply by 7 to get weekly freqs for something a bit\n", "# more human readable\n", "\n", "# The Hilbert signal we're getting here jumps below 0 at some times still. For this,\n", "# we clip below min_freq_thresh\n", "# min_freq_thresh = 0.005\n", "# Trying to clean out more weird bits, I'm use one final SG filter to clean out neg signals\n", "# freq1 = savgol_filter(freq1, 7, 3, deriv=0, mode='mirror')\n", "# freq1[freq1 < min_freq_thresh] = min_freq_thresh\n", "\n", "IMF_hil = mirror_hilbert(IMF2, reflect_x=False)\n", "\n", "env2 = np.abs(IMF_hil)\n", "phase = np.unwrap(np.angle(IMF_hil))\n", "# phase = savgol_filter(phase, 7, 3, deriv=0, mode='mirror')\n", "freq2 = 7*savgol_filter(phase, 5, 3, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "# freq2 = savgol_filter(freq2, 5, 3, deriv=0, mode='mirror')\n", "# freq2[freq2 < min_freq_thresh] = min_freq_thresh\n", "\n", "IMF_hil = mirror_hilbert(IMF3, reflect_x=False)\n", "\n", "env3 = np.abs(IMF_hil)\n", "phase = np.unwrap(np.angle(IMF_hil))\n", "# phase = savgol_filter(phase, 7, 3, deriv=0, mode='mirror')\n", "freq3 = 7*savgol_filter(phase, 5, 3, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "# freq3 = savgol_filter(freq3, 5, 3, deriv=0, mode='mirror')\n", "# freq3[freq3 < min_freq_thresh] = min_freq_thresh\n", "\n", "IMF_hil = mirror_hilbert(IMF4, reflect_x=False)\n", "\n", "env4 = np.abs(IMF_hil)\n", "phase = np.unwrap(np.angle(IMF_hil))\n", "# phase = savgol_filter(phase, 7, 3, deriv=0, mode='mirror')\n", "freq4 = 7*savgol_filter(phase, 5, 3, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "# freq4 = savgol_filter(freq4, 5, 3, deriv=0, mode='mirror')\n", "# freq4[freq4 < min_freq_thresh] = min_freq_thresh\n", "\n", "IMF_hil = mirror_hilbert(IMF5, reflect_x=False)\n", "\n", "env5 = np.abs(IMF_hil)\n", "phase = np.unwrap(np.angle(IMF_hil))\n", "# phase = savgol_filter(phase, 7, 3, deriv=0, mode='mirror')\n", "freq5 = 7*savgol_filter(phase, 5, 3, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "# freq5 = savgol_filter(freq5, 5, 3, deriv=0, mode='mirror')\n", "# freq5[freq5 < min_freq_thresh] = min_freq_thresh\n", "\n", "IMF_hil = mirror_hilbert(IMF6, reflect_x=False)\n", "\n", "env6 = np.abs(IMF_hil)\n", "phase = np.unwrap(np.angle(IMF_hil))\n", "freq6 = 7*savgol_filter(phase, 5, 3, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(14, 14))\n", "axes.plot(vti_dates, freq1, color='k', label='IMF1')\n", "axes.plot(vti_dates, freq2, color='r', label='IMF2')\n", "axes.plot(vti_dates, freq3, color='b', label='IMF3')\n", "axes.plot(vti_dates, freq4, color='g', label='IMF4')\n", "axes.plot(vti_dates, freq5, color='m', label='IMF5')\n", "axes.plot(vti_dates, freq5, color='y', label='IMF6')\n", "axes.set_xlabel(\"Date\", fontsize=20)\n", "axes.set_ylabel(\"Frequency [1/wk]\", fontsize=20)\n", "axes.set_title(\"HT frequencies of EMD\", fontsize=20)\n", "axes.tick_params(labelsize=20)\n", "axes.legend(fontsize=16, loc=4)\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Well, that's disappointing--we seem to have some nice-ish looking parts, but then we also have violent spikes in the frequencies. These signals aren't so Hilbertable after all! :(" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A footnote comes back to haunt us...\n", "\n", "I mentioned in a footnote far above (when introducing the analytic signal) that our inferring the instantaneous frequency from $\\tilde{f}(t) = A(t)e^{i \\theta(t) t}$ only works properly if the frequency content of $A(t)$ and $e^{i \\theta(t) t}$ have no overlap (due to the Bedrosian Theorem). So what happens when we try and plot the inferred envelope with the signal?" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AfASeTqeFH/wQQyAQYCrFjo4OBAIBjYjsTOhA/1pojOOm521HRwdqamrQ1dXF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EAAAg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\nexGPx3HCC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dummy_t, IMF3, color='k')\n", "plt.fill_between(dummy_t, -env3, env3, color='k', alpha=0.2)\n", "plt.title('IMF3 and its envelope', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No bueno. We can easily see the envelope is bouncing around with the same frequency as the IMF itself.\n", "\n", "To get around this issue, some further work is to be done on our IMFs. Since we need the frequency content of envelope to be disjoint from the frequency content of the oscillating signal, we will first try and munge our signal into something that's normalized (a constant envelope of size 1), compute the instantaneous frequency from there, and then back out to get the envelope.\n", "\n", "The process goes as follows:\n", "1. Take the absolute value of the IMF, and find all its maxima.\n", "2. Fit a cubic spline to the maxima (we'll call it $e_1$).\n", "3. Divide the IMF by $e_1$. The signal should mostly oscillate between -1 and 1, but there may be some bits that exceed this (if the spline happened to go beneath a signal).\n", "4. Repeat the process above (getting splines $e_2, e_3, ..., e_n$ until all of the signal lies between -1 and 1. This generally only takes a few tries.\n", "\n", "After this whole process, your envelope $A(t)$ is the product $e_1 \\times ... \\times e_n$ and the frequency signal is the IMF divided by $A$. Analogous to radio signals, we call the envelope the AM (amplitude modulation) signal and the frequency signal the FM signal." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "absIMF3 = np.abs(IMF3)\n", "_, _, maxima_x, maxima_t = get_IMF_extrema(dummy_t, absIMF3)\n", "e1fn = sp.interpolate.interp1d(maxima_t, maxima_x, kind='cubic')\n", "e1 = e1fn(dummy_t)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uGlTXrl3LtpOAwgfM9sAACB0aEGEbnDgELhKWbYJF/U0FDoG73AfVNUyawGlg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dummy_t, IMF3/e1, color='k')\n", "plt.title('IMF3 after first normalization', fontsize=20)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def split_IMF_to_AM_FM(dummy_t, IMF, max_iter=10, verbose=True):\n", " IMForiginal = np.copy(IMF)\n", " N = len(dummy_t)\n", " en_array = np.ones((N, max_iter))\n", " \n", " for idx in range(max_iter):\n", " if verbose:\n", " print('Running normalization %d' % (idx + 1))\n", " IMFabs = np.abs(IMF)\n", " _, _, maxima_x, maxima_t = get_IMF_extrema(dummy_t, IMFabs)\n", " en_fn = sp.interpolate.interp1d(maxima_t, maxima_x, kind='cubic')\n", " e_n = en_fn(dummy_t)\n", " IMF = IMF/e_n\n", " en_array[:, idx] = e_n\n", " if all(np.abs(IMF) <= 1 + 1E-9):\n", " # Added tolerance value, otherwise it doesn't stop\n", " maximf = np.max(IMF)\n", " IMF = IMF/maximf\n", " break\n", " if idx == max_iter - 1:\n", " print('Reached max_iter')\n", " FM = IMF\n", " AM = np.prod(en_array, axis=1)\n", " return AM, FM" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running normalization 1\n", "Running normalization 2\n", "Running normalization 3\n" ] } ], "source": [ "AM, FM = split_IMF_to_AM_FM(dummy_t, IMF3)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bmXxmTJ+8vLwYOnQomzdvpnfv3rRr1w4LCwsOHjzI33//zfDhw5UMQAVhqL0a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xL1SuwWKiW5lnaLapVkmoclwTpttAn0fZIV7xlPch1h9yOP4AwAI1u2AJK7lm0f+QieBxB+7bVT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n", "\n", "ax[0].plot(dummy_t, env3, color='k', label='Naive Hilbert envelope')\n", "ax[0].plot(dummy_t, AM, color='r', label='AM envelope')\n", "ax[0].legend(fontsize=16, loc=2)\n", "ax[0].set_title(\"IMF3 envelope after normalization\", fontsize=20)\n", "\n", "ax[1].plot(dummy_t, IMF3, color='k', label='IMF')\n", "ax[1].fill_between(dummy_t, -AM, AM, color='k', alpha=0.2)\n", "ax[1].set_title(\"IMF3 and AM envelope\", fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is much better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Two methods of getting instantaneous frequency\n", "\n", "(For a deeper look Huang et al.'s paper \"On Instantaneous Frequency\" ([link](http://www.worldscientific.com/doi/abs/10.1142/S1793536909000096)))\n", "\n", "Now that we have a normalized FM signal, we have a few different methods available to us to process it.\n", "\n", "First, we can finally use the Hilbert Transform on the normalized signal, confident now that the envelope won't look like a phase component to the transform. This technique is called the __Normalized Hilbert Transform (NHT)__. However, we still have some of the problems we saw at the beginning of boundaries still being a bit weird (and since we're integrating over the whole signal, this affects everything.\n", "\n", "A different technique, called __Direct Quadrature (DQ)__ avoids this, and is currently the technique most in use. If we assume that our normalized signal has some form $F(t) = \\cos(\\phi(t))$ (for some unknown $\\phi(t)$), we assume there's some complementary signal $G(t) = \\sin(\\phi(t))$. Now, the trick is just to find $\\phi$. You could take the arccosine of $F$, but it ends up being easier if you take\n", "\n", "$$\\phi(t) = \\arctan \\left( \\frac{G}{F}\\right) = \\arctan \\left( \\frac{\\sqrt{1 - F^2}}{F}\\right)$$\n", "\n", "and then upwrap $\\phi$ as necessary.\n", "\n", "I realize that, after a long process of dealing with Hilbert Transforms, we've arrived at an algorithm that actually doesn't have a Hilbert Transform in it. I hope we can all appreciate the irony in this situation.\n", "\n", "With that said, for the sake of quick illustration I'll use the NHT instead of DQ to get the frequency content of VTI." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": true }, "outputs": [], "source": [ "NHT = mirror_hilbert(FM)\n", "\n", "phaseterm = np.unwrap(np.angle(NHT))\n", "instant_freq_FM = 7*savgol_filter(phaseterm, 3, 1, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "\n", "IMF_hil = mirror_hilbert(IMF3, reflect_x=False)\n", "phase = np.unwrap(np.angle(IMF_hil))\n", "instant_freq_HT = 7*savgol_filter(phase, 5, 3, deriv=1, delta=1, mode='mirror')/(2*np.pi)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oEbVq1dKqwdramuXLl9OqVSv++ecfQkJCOHToEL6+vqxcuTLb0wCze36zey/M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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dummy_t, instant_freq_HT, color='k', label='HT frequency')\n", "plt.plot(dummy_t, instant_freq_FM, color='r', label='NHT frequency')\n", "plt.ylabel('Frequency [1/wk]', fontsize=20)\n", "plt.legend(fontsize=16)\n", "plt.title('Instantaneous frequency of IMF3 from the HT and NHT', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the NHT's frequency is much better behaved, without the sudden spikes. If we used Direct Quadrature, this would be even better." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running normalization 1\n", "Running normalization 2\n", "Running normalization 3\n", "Running normalization 4\n", "Running normalization 1\n", "Running normalization 2\n", "Running normalization 3\n", "Running normalization 1\n", "Running normalization 2\n", "Running normalization 3\n", "Running normalization 1\n", "Running normalization 2\n", "Running normalization 3\n", "Running normalization 1\n", "Running normalization 2\n", "Running normalization 3\n", "Running normalization 1\n", "Running normalization 2\n" ] } ], "source": [ "AM1, FM = split_IMF_to_AM_FM(dummy_t, IMF1)\n", "NHT = mirror_hilbert(FM)\n", "phaseterm = np.unwrap(np.angle(NHT))\n", "instant_freq_FM1 = 7*savgol_filter(phaseterm, 3, 1, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "\n", "AM2, FM = split_IMF_to_AM_FM(dummy_t, IMF2)\n", "NHT = mirror_hilbert(FM)\n", "phaseterm = np.unwrap(np.angle(NHT))\n", "instant_freq_FM2 = 7*savgol_filter(phaseterm, 3, 1, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "\n", "AM3, FM = split_IMF_to_AM_FM(dummy_t, IMF3)\n", "NHT = mirror_hilbert(FM)\n", "phaseterm = np.unwrap(np.angle(NHT))\n", "instant_freq_FM3 = 7*savgol_filter(phaseterm, 3, 1, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "\n", "AM4, FM = split_IMF_to_AM_FM(dummy_t, IMF4)\n", "NHT = mirror_hilbert(FM)\n", "phaseterm = np.unwrap(np.angle(NHT))\n", "instant_freq_FM4 = 7*savgol_filter(phaseterm, 3, 1, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "\n", "AM5, FM = split_IMF_to_AM_FM(dummy_t, IMF5)\n", "NHT = mirror_hilbert(FM)\n", "phaseterm = np.unwrap(np.angle(NHT))\n", "instant_freq_FM5 = 7*savgol_filter(phaseterm, 3, 1, deriv=1, delta=1, mode='mirror')/(2*np.pi)\n", "\n", "AM6, FM = split_IMF_to_AM_FM(dummy_t, IMF6)\n", "NHT = mirror_hilbert(FM)\n", "phaseterm = np.unwrap(np.angle(NHT))\n", "instant_freq_FM6 = 7*savgol_filter(phaseterm, 3, 1, deriv=1, delta=1, mode='mirror')/(2*np.pi)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/9zhJUHLiyE7pLnrVKXmmTZuGKVOmuN0kwiOC/ZRpJgQ5J07EyZw4o0GcSJCO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\nhp9V5VH7XWat0mxfMnXp8MMPR79+/UwN+GKxmG0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9sFO6tQSG7Boyq8R9+OGH+Mtf/oLZ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\nH36m2IydUjbglrVVz07JDzLcUuLatWuXcG2z9tfW1qouMQAkXmtpzM7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ZxsRRXF4WOWWb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tQuEZs4dSqKzp0vkpX1MtevVwWCGDkyl3ffFZTomjXLdwyeBjNmCAdu714T7T/0YGiuEr8m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\nvfUmfvGL21CU1p5PJ6ra2dMg0/+raieK0ve/qnZjJkTm/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j76aNauXcvatWs5/fTTOfHE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CCWMXF2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\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ntDdCnAEYiQNgBdaJAwDz0W/bEyHOAMxOCcBKrBMHAOZhJM7eCHEGYSQOgD9RTgkA5iLE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\nd8ZWZuXKleTl5UWbN2+mgoICcbtCoaD09HS6du1agzVE7t69S76+vjR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(14, 14))\n", "axes.plot(vti_dates, freq1, color='k', label='IMF1')\n", "axes.plot(vti_dates, freq2, color='r', label='IMF2')\n", "axes.plot(vti_dates, freq3, color='b', label='IMF3')\n", "axes.plot(vti_dates, freq4, color='g', label='IMF4')\n", "axes.plot(vti_dates, freq5, color='m', label='IMF5')\n", "axes.plot(vti_dates, freq6, color='y', label='IMF6')\n", "axes.set_xlabel(\"Date\", fontsize=20)\n", "axes.set_ylabel(\"Frequency [1/wk]\", fontsize=20)\n", "axes.set_title(\"HT frequencies of EMD\", fontsize=20)\n", "axes.tick_params(labelsize=20)\n", "axes.legend(fontsize=16, loc=4)\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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a67pTPenTpw8Ab0QcDWTt8P7772PNmjUOlEaZ3bt34/3338dtt93m2jmOVIzW\nTSVSXcTRBIaZ32G0/SsqKjJfOJcRRRxvWp4I1YOMjIwkl0QZEnE0duSQSnuwiGN00RJxo0ePRkZG\nhumQSjMdrV8bIz3MhFPS5tXt2rVztUx28FLEaTlxVsNp/C7iKioqsGHDhmQXwxBaM+BVVVXIyspC\nt27dAHgj4tLS7HVl5JL169fPoRIlwpvvuofYvppNcpPKIi4jI0OawND7HWa3GACAQCBgsYTuIbb/\nYp/EtED3Wc+ZTRbUH1x++eUIBAIs4mzCIo7RJBQKoba2VlXEFRUVYdiwYfjmm2+wd+9eQ8d8+eWX\nEQwGsWnTJkOfl4dK+bVxkmMmsQk5T8XFxa6WyQ7i/jNu34Mj0YkbM2YM+vTp47u91ZScOK09EKur\nq9G2bVspFMsLEWe3PnoxkGcR5x7iHpZmJ3nENTmpsv5aKZzSDRHnx+shJjY5dOhQEkviT5Taaz9B\n/cEJJ5yA0047DUuXLvV8D9rWBIs4RhO1pCYinTt3BmA8a9S1116LaDSKl19+2dDn5aFSqRIHbyac\nktYU6n0umYiznm6LOC0nzmo6eb+LONr36KWXXkpuQaAcnmZ0EFhVVYW2bdsiLy8PeXl5nog4u/eT\nRVxqY0fEifferwNfOdSWmRFxIlrPi5/7IICdOKP4tS7v2rULGRkZ6NChA0aMGIFwOIwlS5Yku1gp\nC4s4RhMjIi47OxuAsYGUOJCWpyJXQy7i/DgAV8JMOCW5S36eWfSLE2d15jzZIm727NkoKipSdawp\n/NAPeyHqDQi1rl91dTUKCgoAtGS3YxHXwtq1awEAWVlZrp/rSEPcsNuOiEu1KA+rTpzWRJjVxFFe\nId5fP/eXycLvTtyuXbvQuXNnpKWlYfjw4QCAhQsXJrlUqQuLOAtUVlbigQcewPDhw3HyySdj5MiR\nmDFjhqOpUlesWIERI0ZIa6WSBW2E2qZNG9XP0KDEyEBKXPOzatUqQ2WQizitUC4/YcaJo8/6daE2\nhdUSyXTirM6cJ1vEXXnllaisrMSrr76q+D7VET/sKSheczPhlJFIBHV1dWjbti2AljWe5eXlrg8o\n7LYJbou4+vp6fPrppwAOT3odyUSj0bhJIbuITpzZNvRIEXEiWu2f351JUcSJfRITjx/vXTgcxt69\ne9G1a1cALSGVAAwvxWESYRFnkrq6OowbNw6zZ89Gr169cOWVVyI/Px9Tp07FpEmTHDvPeeedhwUL\nFiQ9HbVtG7/qAAAgAElEQVTYWahhRsSJg601a9YYCo1s7U5cNBqVrkN9fb0vRap8xtMvTpwZki3i\nCKWwY3FQ64dwJvH6mAmnpN9GIq6kpAShUEiaDHILu/fT7XVRixcvluqxH+5vsrn66qvRrl07bN++\n3ZHjsRPn3Jo4v+/bxVsMaOPnxCZ79uxBNBpFly5dABweO/pxzJMqsIgzyTPPPINt27bh//7v//Dk\nk09i8uTJeP311zFy5EgsWbIE//vf/xw5D83GJzs7FD1cWiFAZkSc2JE0NzcbSuKQqiLOqBMn74j8\nGCIinzV3s4NobGyU1lXR3yJWZ4qNbvb99NNPY/jw4Y4PZmj7CCURV1VVJV1Tq4P8F154wbHN4vWe\nMT0RR+GUFIbtpOuihJNOnBtOKO11GQwGEQqFfD9QdpvZs2cDAL788ktHjufUmjg/DnyVcDM7pd+d\nONFpTcXMom7j53DKnTt3AoDkxJE5kCpjOj/CIs4ku3fvRqdOnTBu3Li410eOHIlYLIZvvvnGkfPQ\nwN6J/Y+0mD59OsaPH6/6Pj1cTjlx1LCQOF2/fr3ud1pDOKXWwFB+3fwo4uQLyN3sICiU8phjjgHg\n/Zq4OXPmYOHChY4vmidhoyTiRJFjRcRFIhH89re/xfnnn+/IvbEaTqnkxAHuiDixHji5Js7pEK1Y\nLIb3338fxcXFOPfccwFYT87T2nAqK50dJ661ZKc0MzFg1Ilz6nrU1tbi0UcfdaRvE4/BTpw6fqzL\nu3btAnBYxIlO3EsvvYSRI0eiS5cuuOyyy5JWxlSDRZxJHn30USxevDhhXyLKLujUPl/UkLot4mbP\nno3nnntONdzJ6XBK4sQTTwQArFu3TvezqerEGQ2nlA+IvRRxf/3rX/H444/rfs5LJ45EXPfu3QEk\n3m+rs69ih6814KGEO05PFmg5cbTZO2BNxIkD19WrV1soXTxKz5iRmXwqhxciTrxOTjpxTou41atX\nY9euXbjggguktcUcUtmCWRE3e/ZsrFixQvM4R4ITZyU7pdHEJm64W3feeSduvfVWR5aciJNr7MQl\n4mcnjsY21C8Eg0GkpaWhqakJN954Iz744APs3r3bsYiSIwEWcTapqKjA7Nmz8fjjj6Nz58646KKL\nHD2+2yKOGvPdu3crvk+DNafDKU866SQA1kRcKjpxWoM2+XXzcpb+kUcewR/+8Afdz8ldKTcHO7Qe\nzk0nTkvEUTIhp+sZCRulQabciTPbAYvC34lMX0pr4tTeF/EynFJ8ppx04pzes4hCKUeNGoWcnBwA\nLOIIM9e6oaEBV155JQYOHKh5HL+KuA8//BDvvfeeI4Nrr9bEOSUEvvvuu7j/W6WpqQn19fVSJA87\ncer4UcQpjSczMzOl+zp48GCcddZZHKlgAhZxNvjnP/+Js846C/fffz/y8/Px/PPPS7PtTpFsEee0\nE0cNS9euXZGfn9+qnThRBGh1NnKx4EeRSoNwqgdeOnFuJDZRG/BEo1HXRJxWOKXoxMViMdPnFkW2\nEyJEL7GJH8IpxRBlPztx8+bNQ3p6Os477zwWcT9B18FMXdVq91Mhscnvf/97XHzxxbjggguwbds2\nW8fyKjulU1CbLY9gMgtNVnXo0AEAizgl/JzYREnEZWVlSf1GTk4OsrOzEQ6H2WU1CIs4G3Tr1g3j\nx4/HiBEjcOjQIVx++eVxKfSdICMjw9HjyfFaxBFpaWno06cPNm/erNsQp6qIE8up9Rvlv8crEWdk\nUE6QSKBw4WQ6cU5sMaAmBCsrK6XjO13PjDpxgHk3VnTinEiaoXR+v4VTiiLOz2viduzYga5du6Ko\nqIhF3E/QZKcZESe2UfLnPhWcOLrn8+fPx4gRI2wdy83EJm44cXTM9PR0W8eRizge6B/m0KFD2Lt3\nr6/DKZUS5WVmZkoiLjs7W2oj2Y0zBos4G1xyySW45ZZb8K9//QtPPPEEDh06hNtuu83Rc9ht9PRI\nVjglAPTp0wfNzc26IRatIZxSq8zJcuLEDlBv43USce3btwfgjYgz4sQ5LeLE6+ClE0cip1OnTgDM\nD/KdXieiF06p58R5EU6ZKk5cKBSS2kgeoLRgV8TJw7vF62lHxLk58A2Hw+jXrx/OOOMMbNmyxda5\nnHDi1M7vxvWg/sLueIbue8eOHQGwEycyZswY/OxnP5P+9qOIU0qUl5WVJT2z2dnZ0j6aR/pEl1FY\nxDnEkCFDMGjQIGzZskVKo+oErTWcMhAIGE5uIg/BSEUnTmuQSZ/Ly8vT/ayTiB2gnoijQbgXThyF\nU1IGKy0nTo2qqqqE7SuSLeJoAK8VTkn755jtwJx24pzcJw5IHHQ7gZNOnHjNnF4T19TUJLWffnLi\n6uvr8be//U163ryERJyZJE7i8yjvr8T7Z3azb/G7brZrkUgEwWAQubm5ts9lN7FJNBpV/bwb21+4\nFU7JTtxhvv/+exw8eNCX4o1QWxNH7SE7ceZhEWeCSCSCpUuX4osvvlB8n2bRncwu2FrDKQHjGSrl\njVJrdeJoYONHEUeDcBqUu+3EpaWloV27dsjKyrLkxA0aNAi9evWS1rcB6mviGhsbMXnyZHz33Xeu\nijhajK/k9JBItirinHbi9DpQvXDKVE5s4oUT5wcRN3XqVNx5550YO3as5+cm4WGmXojPI6UqJ8Q2\nwa/hlOFwGMFg0NKWAHLsJjYB1J8ZN5w4p8IpqZ3jNXGJVFRU+FrAAepr4gh24szDIs4kEyZMwOTJ\nkxUflg0bNiAQCEgDMSdw04mLxWLSQyXvFAm3winNOHFGOx+/YVTE0e+h9OPJEHF6s/Hl5eXIz8+X\n7rWbnUVlZSUKCwuRnp6OYDCYMNgxMsigtanbt2+XXlNz4mbMmIGpU6di2LBhroo4rWtGTpzVcEqv\nnTijiU3y8vKQmZmZUlsMOL3Zt54T19jYmJQkBBS2vHbtWs/PTc+iGYfWiIhr27atr0Vcenq6JGS8\nFnFy1PpRN5w4p8IpObGJMs3NzaiurkYsFvO1kFNz4ghRxLETZwwWcSZIT0/H8OHDUVFRgRkzZsS9\n9+qrr2LdunUYMmQIiouLHTunmyJObMS9duJI7LZt29ZQhkqRVBFxRhObyJ04rzoms05ccXGxFA7j\n5mCnsbFRGuympaUlnMvMIEMMrRIHOUrhczt27Ii7Dl7Ws/LychQWFkp1INlOnNVwSnlik0AggJKS\nEldEnNjJO+nEOVm3I5EIIpGIqhMXiUSQk5OD4cOHO3ZOo1Cbnoz2lNo8q2vi5Pua0vNcUlKCqqoq\nUwNZr0QchVMmS8T5wYmzG04pd+I4nLIFcRIv1USc3InjcEpzuLvgqhUyefJkrFixAo899hiWLVuG\n448/Hhs2bMDSpUvRrVs33HfffY6ez00RJz4k+/btQyQSSZgpc2tNHNAywOvTpw9WrFiBUCikeo7W\nHk7pBydOLwS4srISPXv29EzE0WyckogzM8hQC6cUB1BiJ5IsJ668vBwlJSWWw+28yE4pYnRNHNAy\nsFZz+u0gltFJJ85JJ0LefsrvL923xYsXO3ZOo1C9T0Z7Ss+iVREnv0f0d3FxMbZt24aGhgZp7Zke\nXiQ2iUajiMVicSLOjgCxm50SMObE+S2ckp04ZUjc+lnAAerZKYns7Gypv+dwSmOwE2eSjh07Ys6c\nORgzZgw2b96MmTNn4ocffsB1112HN998U8re5xReibhIJKIYUudmOCUAHHfccQiHw6pOoBKp4sT5\nfU2c1qBITnNzM7KyspIi4tQGbEYQ67TamjixExFFn5siTv7vgwcPxok4s7OQXjtxWuGUOTk5cWt5\nS0pK4rZucIpUcOLkgxa5iBPrm9ckU8TRORsaGgzXC6MiDjC3Ls6LxCb0G50Kp6S2zIyIk6PWxrjh\nbjmdnZKduHjESAc9Ibdjxw7Ht8Iyilp2SoKdOPOwE2eBkpISTJkyxZNzeSXigJaQSlqTQ7gZTgkc\ndp+0Zl1S1Ykzmp2S3ktmdkojIi4YDPrCiTMzU0zrfgD13yvWbTedOBEx2UVtbS2am5vRrl073zhx\neiJO7RxVVVVxLhxwOLnJoUOHHJ3kcsuJc7Juywct8vUeemHMbkJlSsbsvfgs1tbWorCwUPc74j1W\naxNEEXf00UcbKosX4ZRUPrXEJpFIBE1NTYbdQ9HZSiUnjjf7dgczThztv5qM595IOCWVi504Y7AT\n53PsNnpaKIk4OWZEnJGZE3nDQYNWrWQCrSGxiZHNvpMZTqk18I/FYohEIsjIyPBcxKWnp9sKp1Rz\n4pIh4sSyis8KzaLaCaesqKhwJExLqXxKqJ2jurpaykxJuJWh0q3slG6EU1IbKR/A+8GJSwbis2U0\nG6gRJ66oqAiAOSfOCxFH51BbE3f11VfjpJNOMnw8UcRZfe6NrIlzCiezUwaDQUn0s4hrQRRxRsWZ\nGwls9ODEJs7DIu4Ihh4SmtVSEnFuh1NaGbSmmhOXk5Pjy3BKoyJOHIDQfXNrsNPc3CwlewCsJzYh\nQWzEiUvGmjixvlNmSrtOHLlcXjhxWiJOzYlzWsQ56cS5FVInd+LkA+5kijitiTm3EZ9Fo+vinAin\nrKysxJdffin9TRNURLJE3Lp167Bt2zbTA/BUceKczE5ZVFQkhWtzOGULauGUWvfPbBZXJ+BwSudh\nEedz3LS86SE57rjjACSKuFgsJiUqcGOfOMCYiEtlJy4QCOiKOD84cVqdoTgAISfOrXpJddJuYhMS\nm+JaMbXfK7rd4ufdrGdOOnFNTU2or6+XRJzTa+II8VorzYA3NzejoaEhKSIuVdbEyQfwdsMpp06d\nivnz51v6rl+cOCdEHN0zPRF35plnYtCgQdi0aZPicdxq1/ScM8qia3QCxk0R5/fslMXFxZKIYyeu\nBbVwSq22zMn9jI1C261Q/wyoO3EcTmkMFnE+xwsRd+yxxwJIFHE33ngj3nvvPQDOZ6ekh5jWAJgR\nccnYU8kKlHEzMzPTlBOXjC0GjDhxXoRTGhFxRmaK6Tjid9V+r/y3kwjxKpySnLiSkhJLHRh1xk46\ncWL5lK6x0oCRJny8CqdMheyUak6cE+GUDQ0NmDx5Ms4//3xL3/fKiZs/fz4uvfTSuAkSp0Wc3IkT\ntxYRIfG2d+9eAIn1OFlOHIlOoxMwVkScHDWnw40wOyfCKWOxWIITxyKuBbVwSq3xo9oz4iZNTU0J\nk0fsxNmDRdwRDD0kPXv2BBAv4j755BM89dRT0t9as7ZW9huyE06ZKiKOGqzMzMyUXhNHn/MisYlZ\nJ06JSCQildmKiOvSpQsAd++DkhPXrl07SxkDqQNPdjil0vYCgDcizm6HnywnjkQcJTUyg93f7JWI\ne+ihhzB37lxccMEFAFp+u3iNvQynJKh9UXP0nEYUcfJ1kdFo1BMRl0wnjq6rHSeutrYW4XBY2q80\nEAhwOOVPqLWtfnPixIReBDtx9mAR53OcdOLkDR4NAgoLC1FSUiKJuFAohIkTJ8Z9VqvDDwQCyMzM\nNL1PHGAtsUmqiDirTpzfthhQCqd0W8QZXROn9HyIjb/42XA4LHUQWs6LWyLOSGITKzPMcifOi3BK\npXPIN/om3BZxhYWFvg2nlDtx8gE8XRMj2Rnl2B3kiNtAuEm3bt0AAF999RWi0WhC3XYqsUkgEJCu\no1ER55UTpxROSa/V1tZKz5bR515JxBmdvKE23MiaOKdwwomjdo6S12RkZLAT9xNqTpxWfU6WEycf\nS8ozVXJiE3OwiPM5Tom4p556ChkZGVi5cqX0muh6dO7cWRJx06ZNw/r166WEJ4D+VgdZWVmeJTZJ\nNRGXkZHh+zVxfgmnpHpgNJxSCbHxlztxVN/k4k7EaxEnJjYxOqv+pz/9Cc888wwA75w4ET+EU1Jd\nKSws9KUTF4vF8NVXXwFIdOLofDR5ZcWh0Jr48hNi/dm6dWvCwNuKE6fUJqSnp0t1z28iTimckl4T\ny+qFE0e/3S0n7v3338f333+vWl6rUDtHbmtGRsYR6cQp3RMxVNmoiDt06JDnGSqVwinlTpzV5F5m\neOONN6T+M9VhEXeEcMsttwAAXn/9dek1uYirqalBTU0N/vOf/yAQCOCBBx6QPisuRFUiOzvbUjil\n2po4LbclVUScGE5pxInzq4hzI5zyyy+/xPr16xNedyKxiViX5CKOOgytcMrOnTsDcDexiVhGJSdO\na3ASjUYxbdo0TJgwAYAzTlwkEsHLL78sDQbEgbVeOGVzczOeffZZaeAmd+Jo0OWmExcKhWzVSTfW\nxM2ZMwe33norAPU1cSTErNyzVBFx4vVcvXp1wrY1ToVTmhFx1P/4YU2c6Ih4IeJokOxGdsoDBw5g\n1KhRUrI0wolwSrkTFwwGjzgnbsiQIbjqqqsSXqe21cxYafz48QgGg6irq3O2kBoYWRPnhRM3duxY\nqf9MdVjE+Ryns0OJM2HigJkGgAcPHkQ4HEYwGESvXr0MHz8nJ8fQzIlaOKX8u1oD9VQRcUbDKVPF\niXNSxA0aNAgnnnhiwutOJDbREnEZGRlIT09Pypo4I+GUNCDTGpzIB+9OOHEvvvgirr32WowbNw4A\nsGfPHs3yi8/nc889h+uvvx6/+c1vAHgv4mhQZ0d0u+HELV++XPq32po4qqvJEHFebfYr/rbVq1dL\ndZvqBYm4UCiE7du3S2W78MIL8dBDD0nfdVLE0W+XX3cvs1PSa145cYReIjI77paaIHDLiXNKxIXD\nYXzyySe+F4XLli3DnDlzEvomK4lNiB9++MHZQmpgxonjcEpjsIjzOW4uLBYHzGJcfSwWQyAQQLt2\n7Qwf36yI0wunlDemRkME/ITRxCap4sRlZGRI982peilvqJVEnLxseoMMrXDKjIwMBINBTeela9eu\nALxLbHLw4EHk5eUhKyvLkBMnX0NEM9T0vBoZhK1evRp/+tOfpHv73XffAQA+++wzAPEiTi+ckjL+\nEfJwymAwiIKCAtdEHIlGO52+G3uFidfBj06cVyJOzYmjMFuqz5dccgl69OiBLVu2oK6uDv/9739x\nxx13SN81IuKoLhjdAysZTpx8DZvoxJldExcIBCyHUxrJTmm2jqhF7DixT5ySE+dUOOXjjz+Oc845\nB3fffbcjx3OL5uZmNDY24ttvv5VeC4VCqm62kfpsd9sHM5hx4rxIbOJ30W4EFnFHCEqNKDXiWVlZ\n0uvRaBTRaBRpaWmuiDhCL5xSfLhagxMXiURUhRLNiCZzs2+z+8TRPbAycBbvpzyk0unEJqngxDU0\nNEjZCY04cXIRR7OwRUVFCAaDhpy4n//855g2bRpeeOGFuLLFYjE0NDTg0KFD6NSpU8J7hFg+eVnl\nThzQMmB3Q8Q5NXPrRjilKOJooCIfwJMQs3LOVAmnFNuPNWvWqDpxH3zwAQBg1apVcXWKnmEjIi4Y\nDCIvL8+wE5eM7JROOHHUR9sRcW44cWo4sU+cm07c119/DSB+uYlVqqursX//ftvHkSNuTP/FF19I\nr4tZJs0kNiG8EnGxWMyQiPNy+4hUaUO1YBHnc5yaLaXjiA8sPSSZmZnS66ITRzOlRsjJyTH0QBjN\nTikPp0xFJ05MbAKoN0rUmebm5iIQCHg2O2Q2O6U8scmaNWuQk5ODe++919R5xXsrzigCiYlN0tPT\nHV0TZ0TEUViiVyKOwpcB2HLiiouLkZ6ebmgQRmFPSqE05MLR2kCl8ovnkJ9PS8Q56f6QiKNBgFMi\nLlWcOLsz1V6HU/bv3x/ff/+9VF+pf5G7CA0NDXHP3q5duwAYE3FAyxpJvzpxSpt9Ww2npOOYDafU\nE3F2nDi1fsQNJ87JxCYdO3YEAOzbt8/2sdq3b4+jjjrK9nHkiOMCUcTJk5rojZX08hu4Bd0reXZK\nsU54sQegeE1YxDGu43RHK4o4pY6F9vBJS0szlYI6Jycnbn8uNayGU4qkgoiLRqMIh8NSOCWgLgqo\nM83OztZdP+ckdhObzJ8/HwBw3333WT7v1q1b494zuyZOCSPhlGoiThQFbt4Hsb6LIs6sExcKhSw5\ncTTIoBljsWOXizi9cEr5QEoeTgm0CMxQKORoiAyJOCcWwrsh4ig8GlDOThmNRqUyHwnhlAMGDEAs\nFsOqVasAJDpxRENDQ1z937x5MwDjIq6goEA3fbramji3txhwMrGJWRHnRXZKtTK44cQ5mdiERJwT\n67Conjr9fIn1XxRxWhEOSvVZPq7zKsMn1Te5Ezd06FAMGzYMn332WdzSHrfKJfZBXiZ1cQsWcT7E\nzc5VnPVQC5MjJw4AZs2ahTlz5ugeVy0sUg+jiU1SzYkTM7CRiFPrcEThorcdgZPYTWyitQG8FuLv\nk18Tp7NTir+rublZGkSphc+dccYZljavN4KWE0cdq1knrra2FocOHUJGRgby8vIMO3FaM8+01Yhc\nxNlx4vSeASt1vqGhATk5Ob4VcSJKTpxcyJslVWaRRScOOBy6VlhYiEAgoCvitmzZAsDYFgNAi4jz\nW2ITp8Mp7ThxeolN7IQT64k4v+4TZybqyChOr+kSf+uuXbuwc+dOANpOnFJ9lm8XlWwRd8IJJ2DB\nggX42c9+BgCOO3ENDQ1xbaXav1MVFnE+xO4+LVqIM2Fqs4PkxAHAlVdeibKyMt3jGt3bQ+7Ekfjb\nuXNnwoBb/E5rEHF6TpyRTJZOYnefOKsiTmstnhNOnFo4JYklrXDKX/ziF7r3ywnUwinNOnF1dXWo\nqKhAUVERAoFAwm9Tg0QcOXHi82U3nFLJiZMPXEXuvPNOZGVlYceOHbrlFnHLiXNqTZx4vZSyU4oD\nCJo8M4OTTpybbSpd21NOOQUAsGLFCgAt7V2bNm0SwoPr6urinj36nVpOnNhnZWVlScsClMqh9ZoX\n4ZROJTax68SpPS92xh9q5XcinFKMOACcDad0Y12Y0U3sjSK/tkuXLgUQL+LkKNVn+W/1avmGOM7R\nwshEphkuu+wynH322dLfYrup5sStWbPG06yddmAR50PcfKj0winlTpxRzG7QKA+nXLZsGR588EHp\nfa1r4FUYkB3EWSdqlNREQWNjo7Qu0Y8iTi2ckgYDds6r5sTZSWyiFE4Zi8V0RdyJJ56IyZMnIxgM\nIhAIeLYmjhxCwNiATMmJE0OMjHR+HTp0AKDsxNkNp6QEPSJaIu5vf/sbAODTTz/VLbeI38MpRWjg\nIg7g5SLMrHh0UsS52eZEIhGkpaWhb9++CAQCkhOXmZmJ/Px8yYmjPqGyslJxosdoOKXaNihi/fBT\nOKVXTpzRcEo3nTi7+8Tl5ubGJQlyaqzkxpjC6VA9qv/dunUDcDikUh5OqTc5Y2Ryww1EN1oLIxOZ\nZli+fHnc5vPifVFrQ4cNG4ZrrrnGkfO7DYs4H6KVmdEuojgTOxYxsYk4q2kUs04cIc7MTZ06Vfp3\nawyn1HLiqGPyo4gTG1+qP245cfLEJk5t9i26iWpr4p544gnk5OQgEAi4EtZqJrGJUSeupqZGcuIA\nGHbi6HxKa+IonJKydJoJp6SQTjlaIo4wW5/8LuLE60XtqZoTJy+DEZwMBXJzY/twOIz09HTk5ubG\n7T2akZERJ+KoDzl06JArIk5sF/yQndKviU3cXBNn14mjySrA2XBKETsOmni93HLiBg0ahIyMDEnE\nkRNH9UBvrCR/zSsnzmgdoIgSJ8oVCoVw4MCBuHppxImrqKjA6tWrbZ/fC1jE+RA3RZzS4EvJibMq\n4vQGFvJwSpHTTz9d+neq7xMnOnF6Io4Go4A/RZy4TxzVi1gsphsWoYbdNXFWwinF36C2Jk7sXJSy\nYjqJfD0UiTezTty+ffsQiURMO3FycSte0z179iAQCCRkWFMTceI9VFoPBxgTcWbqUygUQnNzM3Jz\nc3UHpUbQylZqFfF60f0WB/DJFnFi+dwUcZFIRKrXffv2lV6ncEolESe2EW44cfJjE15mp3Q7sYl8\n7GDFiXNKxNFx7Ii4qqqquFBtauucGCOJx7CzFYp4Td0Scfn5+SgtLcWGDRsAJCZ80Rsrmd131SnM\nCHmn9gDcu3cvAKiKOK029NChQ5qhqn6BRZwPcfOhUprhVHLizIZTmk1sIh5/7NixANQHiam4T5yZ\nxCZyJy4ZWwxo1TmnE5toOXE0M0b7pllx4pTCKeUiTmnQLnYuSue1ixtbDNDidrNOnPy3iYOPPXv2\noGPHjoozu4R4D8WOUCmUksoFaAskM+KJ3IuCggLfOnEiVDYnnTglZ8lu+dxArN/9+vWTXs/KykJ+\nfj4aGhoQiUSk++ilEyeKK/F1pxGjXuRr4txw4pqbm9GmTRtMnDgx4bt6iU3sjD/0+i474ZSNjY3S\nOAM43FY6MemiNOFiBdHZcSucMjMzE9nZ2dJ9ItFJyVn0Epto9aduYkbEOeWy0tIA8TcauUd03Sip\nkp9hEedD3HTilNwXMcTDrhNnNpwSAF577TXk5eXFbVopnw1MNSdObHCNrInzsxPnZWITIyLOymbf\nfhZx4po42sDXaDgliTizTpz8GtKALhaLYffu3ejUqVPCRI7aJItYHjGtvogREWdm8JQKIk68Xued\ndx4AbRFnZ02clTJ75cRROCUQL+LOPPNMSfTX1tZK96CiosIRESf/jNaaOGqjk7HZtxuJTfbv34/6\n+no8/fTT0mv0m/X2VXTDiSOsirhYLIbGxsa4PsfpBBiEHYdb/K5bTpy8DyO3iEScWIfNhlPW1NRg\n06ZNjpabMCvinLivJOLEREdGnDgWcYwtvBJx4iykXSfOanZKoqioKE7EaT3AqSDilMIp1QZKohOX\nk5ODuro6T5K32E1s4sR55YMWEnE045qWlpYg4vUad6UtBsQOUG1NnNsiToQGUDRpIi721uvAxMEB\nZXS048Q1NjZK5WlsbERDQwM6d+4sPaN6iU2cEnFGRVgsFnNVxDkdTjl9+nRpUsKME7dp0yY89thj\nqm2B+H0rs9bicd10/9XCKQcOHCiJuJqaGql9LC8vV4wSEPsHrS0GjDhx8mNTG91aNvtW6mvEkMZg\nMPb7VKcAACAASURBVOiKE2c0uYpZmpubEYvF4pJpOZkAQyyXX0ScPGOtlohr06aNVIe1JrxjsZim\nE3fyySejtLTUVkipGmbDKZ104sTzG1kTR3z33Xe2y2CVPXv2GOrTWMT5EDc7VD0njmYs3HLiCCUR\nJ85ItiYnTu/aiE5ccXExIpFIwt5JbmB3nzirHbJWGKfciRMdYqWyaoVTZmVlWV4T55UTp5SxS68D\nc9qJq6+vT+gsOnXqlFBuNSEtdoRmRZzZMKZf/epXGDp0aEo5cWJbp5WdUn7fTjvtNPz5z3/GwoUL\nFY8vft/urLWbk0aiE9ejRw+UlZXh0UcfRVpamlRfampqpPu3f/9+xTZi//79OProowFoO3FKbQag\nndjEbRGn1tc2Nzdbuo9Kv1f8rlb/EQgEkJ2d7emaOLvI10oDzu4n5oaIsxtOec455+C6666T/qbf\nmZmZiWAwKPXB5eXlcQlf9EScHPGebdu2DYC9dYFqmNlmwulwSuDw7zSSnTLZTtyOHTvQuXNnQ9t7\nsYjzIXayQ+mh58RFo1FbTpzRxCZyCgsLUVVVJT3orUnEibPNSjQ1NUmdEzkq4qyzW9gNp3TivEac\nOPn5jCY2ycvLSxBxNIgSj6EkpNx24qiM8nAu+rfWYKi6ulr6txNOXENDQ8KAzqtwSrG9MCLili9f\njo8//hirVq0C4G8RR4jXUWmzb3pffs/puh44cEDxuOI9szJ41ls74xTimri0tDTMmTMHt9xyCwDE\ntY10/5qbm6WsqfT9aDSKAwcOSJMLTic2SVY4pXxTcqecOLGvoX35xHucnZ2t2lfbGX/oDbyt1jMl\nEWc2K6dR7Ig4USDYdeK+/vprLFu2TPqbxhQ0EQm01IPKykoUFhYqRk7I67NS/Va6Z2J/5BTJDKcE\nDtcTI0I72SLu22+/BQDMmzdP97Ms4nyI1+GUTjhxdhKbAC2DUDFMSmsgmgoiTgyn1BJx4XAYkUhE\nCqekGTUvsiLZDae0ExpDKDlx2dnZmgMyo1sMiCJOHKz5aU2cFSdOnCUlEWc1OyWg7MSJG32bCac0\nm9hEdN+NtB10Xd544w0A/hZxSteN6rOYnZIyeqo9g2qva2V5NVs+N9tUMZxSDtUXeXsnbvweDodR\nWVmJcDhsyIkzk9hEbKfF151GnDAV3VgnRJzSsyU+kwMHDsSOHTvinOFOnTph9+7dir/XqX3ilI5j\n9frSfUolJ86uiAuFQnETdvJoEqDlGofDYWRmZiqKOCNJ4ZTqnJ0somr4MZxS714nS8SZicRiEedD\n7GRH0kMtnNIpJ85KYhMg0YFqTU4cDdKUHkx55+SlE0dlDAQChsMpxY7CLRFHoZSAvhOnFU6p5MTR\nmji/hFOKApnQm4VUCnUx68SJn2loaFAMp5QPCpScODEpCmDeiRMHsUZEGF2v5cuXA0iNNXHytpTu\nkVzEqd1ztfLYdeKUyuoGYjilHBJxcreRwoSBlt//448/AoC07YUVEac0OUptcmFhoeJ3nEItnJIm\nMej8VhKbKD1b8r5G/DsQCKB79+6ora1VbEvsOHFqW4/YRQyRJ9TCZq3gNxEXiUQQiURURZzoQsr3\n9dVKbKLUlii1HW48B8nITkl7ngLmwimJgwcPxk00eoWZusMizoc4mToaUG9Y1fau8SI7pZITByiL\nODmpIOJogCWGU4oNMiHvnMhR8ULE0b3Kz883tMWAPJzSCRGnFE6pJ+KMJjbJzc31VXZKETtOXEVF\nBdq1axf3mtNOnNFwSvm5xHsn4rQTRzgl4sRyuRlOCTgn4lqDE0eiXy7i5E4cibiOHTsiLS3Ntogj\nqE12W8QpRb2Ew2FpEoOeZztOnFh2uYjLzc2Nu989evQAcHgNlPzYhNMizslwSrUspHbxw5o4erZr\na2ul+ypODIvtaSQSkbIaA86EUzp9TcVjerlPnF44pRG3OBluHDtxKY7TIk6csTWyxYCbThwhPz51\nokrhlKnsxOmFU6o5cV6EU1Jj1qZNG0+zU2olNqmvr7ftxDU0NCAQCCAnJ0dVxIki1GsnLjs7O0HE\nGV0TR7P3PXv2jHvdzpq4+vr6hDVxeuGUdD3l22FQOyBHKfkCEP9MWBVxeinTjeBVOCUAKTsqPX/U\nPqjdc7XXje7zaKR8Xq2JkyN34kjQik5cOByW1sh16NBBen4J6h+sOHFeizj5hClNYtgRcUpiRt7X\niPc3EAhIIm779u2qZbWC1gSdvBxmUBJxfnTinFoTJz7bdBy1cEpy4qyKOKX7nWwR54QTV1dXp5j5\nVU/EyUmGiDOTWIZFnA9xeuNV+cbC8n8rbTFg1okzOhuuNbCh84v/p++kqojTS2ySbCcuGAwiOzvb\nUmITq4NAPSdO3NDVypo4yvYpijWlUBR5Eh2vnLjc3NyExCZGnbjKykrEYjF06tRJyqgHHBZxYtYy\nLfTCKUtKSgyFU8rLqbYgXs2Jk5dDj+bm5rj75JQTZ3R9qBnMhlOqnVdtUGlXxIm42aYaCac8ePAg\ngMMOkVzEaTlxVHZqK9REnFK74aSI27x5Mz755BPF99TCKWmQSXt8OeXEyQWEvA91womrq6tLCDUT\ny+/kfqdKa+KcmFAk3AintLMsRpxUo3GDkoijcErx+dIaK6VSOKXdNm3v3r1xfyuFUyr9Tj84cTSp\nJdZ3NVjE+RCvnDilEA8aAJp14rT2lBJRG9jIZxNbSzhlVlaWpTVxXjhxDQ0NyMnJ0XVvjCQ2MdNh\nq62Ji0ajpp04JRoaGpCdnS19Vy7i5K6Q105cTk6ObjilWgdGM3QlJSUoKCgA0BLCSILOyH5sgHY4\nZX5+PgKBgKFwSrmIU3NcnNpiIBQKoX///pLQd0rEVVdXS2s+vQinVEpsonbP1cKyWkM4pVzEde/e\nHUDixCOJOHLitMKhzYRTkogiEWenv73xxhtxwQUXaCYCCgaDiolN7DhxVL+0nDggvu+l66wk4oyW\n4YorrsCpp56q+t0jPZzSqWgVmmiQbzEAxC9/0U1sctllyLr77oRz+TWc0q4TJ4ZSAspOnJaI69Kl\nC4DkiDhqD9UShYmwiPMhyQintOvEWRV9hHw2kZ049524+vp65Obm6oo4cQBiJn23GmoiTswqSVh1\n4kic0nfVQlHE/3sdTimKS3liE7UOTBRxNPCkZA/icfQ6YfF9eThlaWmpYrlF6B7IxbtZESffdFyv\nzLFYDPn5+bjkkkvQvn17FBUVOSLiDh06hMLCwoRQPTuotd1m18SpibhU2mJAbeAmXxPXrVs3xe9b\nEXHyuua2E/fjjz+ivr5e8V4ohVNS1k3gsBNnJbFJIBBIaK/shFMaceJisRiWLFmCrVu3qm494oaI\n83tiEz2Xxyjis011VGmLAbrGuolNysuBOXOQ8cEHCefyazgltfdWIREn38LFqNDu3r070tPTk+rE\nqS1PEGER50Oczk6p58SlpaXZduIIo06cHC0nTv4dNwccTqEk4pQSm6SCE2cknNLMAFrNQZBv9A0o\nD8iMOHE5OTlxZfWDiCNorV44HDbtxFG9KC4ulkIXxfVxamvP5Mj3iRPvH4k4rXBK6mCNhlOqiUsz\nTpx4D5977jls3LgRmZmZjoi4yspKFBUVKSbNsIrRcEq9NXFGnDit+/3RRx/h3HPPxbPPPqv6GbfD\nKY2uiSsoKJDaQPH7Tjtxbog4CmFU2kRbL5zSjBMXi8USQujk9VYvnDI/Px8lJSW6TpxaX7tz506p\n7GrjCzeyU6ZSOKVTTpxWOCV9Lj09XXtN3Jo1AIA0hclhP4o4J/YApMyUtC2J2XDKzMxMdOvWDVu3\nbrVcBqvQJL5SWyKHRZwPEQcjTggW8XhyJ07chJVes+PEWQ2n1HLi5MeVD0DHjh2LpUuXmiqv24jh\nlBkZGcjKyjLkxHm5xYCVcEq1LQaMNDby4wHxjbSWiDOb2EQMpxRFnDycSfy/l04c0HLvzSY2EZ04\nEnRiEhKjTpxWOGWfPn0AJD6j8msdiURsr4mTP8taiIOYnJwcybV2IrEJOXFO3ne1ts5sYhO74ZQP\nPfQQlixZgpdfflmxfPJ/O42ZcMrs7Ow4Zxk4nNgkLS0NxcXFuiJOzaFRy05J9UnpO2ag9l2pLVTb\nk9VKYhMqo9heyR1kJSdOXh+7d++O7du3G1o3JWfNT6IAUF9zz+GU7oRTiuu66XO6iU1WrwYABA4d\nShj0+zGc0ok9AMmJO+aYYwCYD6cMBALIy8tzPEeFEaisRs7NIs6HOO3EaW0xQI2BfIsBu+GRZtFz\n4tRE3MyZM/HGG2/grLPOsnV+pxGdOKBlsGJkTVxmZiby8vKOmHBKPSdOaUBmNJxSLKsolpK1Jo6g\n9VyiiDOa2ISEmyjiSMwAxp04eUIRqq8XXXQRbrzxxrjPqg28wuFwQjmHDBmi+Fkn1sSJgxiRtLQ0\nZGZmmppIEGlsbERTUxOKioocDacktJy4rKwsSYSqPYN2nTgSCvLr40SI+vr167FhwwbV95VcIxH5\nZt9qIu7HH39E+/btpXBEK06cUrtRVVWFgoICR1wdIyJOnp3SSmIT+r3iRKvciaOynHnmmQnfp/rY\no0cPNDU1SZk/5WUF1J/91T+JAsAbEaeU2MSP4ZROiTilxCZKWwwohVNqOXGBWAyFsnMpbRfjh8Qm\ngDMijkK0RRFHYwy9xCZu9AdGoHOyiEtRnF4TJ1ZCuYhT6visOHGEUnn/+9//4l//+lfc+2bXxKn9\nnmRsxGgEcZ84oGXdixEnDmhx49wOp4zFYnFOnN194pxYE0eDVb3slFqCk36XmhPnhzVx4nYcamvi\n6DmUQ05ccXGx1KmLIs6KE0d7EQ0ZMgTvvvuuNLDWCqcEWu4dleGmm25CdXU1evXqpXg+J9bEqYk4\nIH7bBrPQhIlbTpwcUcTl5ubqhg4ppSqniAlCa7BDQkFrcGqln2lsbMSJJ54oObdKiGGESuTm5sb1\nBbm5uaoirkOHDgASB1Z2EptUV1ejbdu2cUmQrBAOh6X6p5TkSS+xiRURJ3fi5OGUmZmZ6Nu3L4DE\niVBAPUOlWSdObW2m25t9+zGc0qk1cXpOnDycUnTi5NtvAJCcOACI32H08HHF+5hsJ86JcMo9e/Yg\nEAhIkSpiOCWtxdW6R7TW1I1roQeVq6mpSbdNYhHnQ5wOpxQroVo4pVNOnFJ5L7zwQtx8882Knyf0\nslOqzRp7ZXXv2rUrIduRFuI+cYBxJw5oGZS77cRR45CTkyOFd6lhJDul1TVxYiNtNI201kxxKBSS\nfpdYp/wk4pTCKeVOHKDcgYnhlKNHjwYAnH322dL7VtbE0SBBPtDWC6dsbm6Oy5imlUnLCSdOXNgv\nx46Io4kgL9fEUXZKcsIB9ZlwJSdO7vZo3W+6v/Lj2HXi3nnnHd3PKNVvkbS0tDjnvaCgIEHE0X5P\nJOLk98iOEycXcVafeVFoG10TR4lNcnNzpYkdI8JHKZxSKbEJZZkFEhObAIczgcpFnBEnTi2cUiy/\nkpjlcEpjmA2n1FwTF4kAa9dKr8lFHN1vP4k4p5y4jh07SnVGdOKor1L6nWK77WZEjhZiufQyf7OI\n8yFOh1OqiTjRiZNv9u32mjg5cidOqyNRWkcj7pnlNNu2bUPXrl3RuXNnbNy40dB35OGUWVlZig+j\nmhNXVVXl6gwQXTcz4ZRaTpyZxlYtnFJp0Ks0uBKvo7xu0PXUSmxiZE2cG6nmCRqwaa2JA5QH5mII\n5axZs7B8+XIMHjxYet9KdkoaJKitZzMSTqn2XcLJNXFKz7pTTpyX4ZQNDQ2qTpw4oFIScfK2RE3E\nxWIx15y4559/Xvf7YhihGqL4VxJxtN+T6MQ5kdgkGo2ipqbGEREnTtCZDacsLCw05TwYceLkIg5I\nvEdqGSrF8ivd11AoFNcPJmtN3JEWTim2f6bCKbduBYRylcjO5WcRZ8eJ27t3L44++uiEZ6u+vl7T\niRPHIXb6gxUrVuDTTz+19F3xnHrLBFjE+RCvwinVEpvYyU6phdLiasKuE2dkU0SriBvP7tq1y9B3\n5OGUajM6ak4c4G6oKNUxCqeUizIRNSdOxEw9VQunJLREnNI6LBH6XbTZN33XT/vEGXXilH6n6MS1\nadMGp512Wtz7XjpxYjilVREnz3iphVvhlHInzu1wSjGxCTnhQPzvF3+LERGn9kw0NDQoZmWTl8/s\nb96+fTsWLlwo/a020NALpwQSRRxlkyMoAqJjx44AnBFxQPxElttOnFpik9raWrRp08bUoFVNxMlD\npGmgCij3vWrhlHoiZuPGjXHlNCPirJJKm31Tn++0E6e0xYChxCbkmp54IgD1cErxPiZbxGn1gUZp\nbGxMmCSLRCJoamqS2hy9e2QnMmPMmDG44oorLH2XRVyK47SIEyuh2MgqJTZx0olramrCtddeK/2t\nFNJBWN0nThQjbqGWQlkLeTil2uBQzYkD3M1QSR2VGM6l1qCpJTaxmt1Oz4kTkXfUcrdG/h2xPphd\nEydPFOB0xj46nl5iEz0nLi8vL66+iFhZE6fmxBlZE+ekE6fXoXq1Js7LLQbUnDixnttx4siFo2Mq\nrpeB+X5m1apVcX8rbZ8ilsuoE9e2bVvFNXGAfSdOHt1Bv1ltPZEZ9Jw4UcyKzyglfbHrxIn1NhaL\nGQqnpKx9chEn1jelekGhlNRPmVkT19rDKY2ut9LDyhYDRMJz/VPmV/TrByC1nDirIi4Wi0kmhfhs\n0b1124nbt28ftm/fbrkusYhLcZxe52UmsYmTa+LefvvtuLTWWm6PmX3ilJw4v4o4O06cm8lN5E4c\noN5wK4VTKi2UN4oocJXCZrWcOL1G0Ug4pfz3Ku1j5fY+cYB6YhM9J05MZCLHTHZK6ijVnDjCSDil\nXjizn0Wc6MR5FU7Z1NSEUCikKuLE36LUiRt14uTiSi1k1exvlp9PT8RpOXG02TmgHE5JOB1OSdDa\nF/nrZhBFnF5iE/FZiEajCAQCjoRTiskQwuFwgoiT/7acnBwcddRRmiJOCRJxFAWgtiaO/m1nsoDw\nc2KTH3/8ETfddBP27dsXF6pnZxJQabNvpSUBYjil0kRENBoF6FidOgFoceLGjRuHCRMmAFBOZ5/s\n7JR2E5vQucRrZUXEWR0HLF++3FK5CRZxKY6bTpxeYhO7TpwWoohTC6dUcuKA5IZTWhFx4j5xwGFR\noLaGSyy/F06cGRFHvyUjI0N1xtqKE5ebm2tZxFGZ1Zw4reyUSmvi5B1LsveJA9QTm1AmOyXMOHGU\nUMJOOKVdJ85MSJ8REWelvUxGdkolJ1xNxCmJAnom6R4ZceKA+AGqncE13QsaDKmJOCPhlKJosyLi\n5Ik+1Bwaedst/mavwinFNXHhcBixWAxpaWmmwsf0nDgSlPI1cYT4Wrdu3RKWCNTX1ye0r+RsAIdF\n3MCBAwHoh1M64er4eU3cLbfcgunTp+MPf/iDlL7e7ppqrXBKtTVxquGUVB9/ytLYDi1jjNtuuy3u\nGK3JiVPaFzYcDsdtY2TkHlFEjtn2kUSc1fG7eP1ZxKUgXok4LSfOiS0GxJh8eTnUwinNOnHioN0t\n1MJFtJA7cWqiQy72AG+cOL1BpAgNUPLz8x0Np8zJyUFzc3PCd42IOBIgZsMp5dnhAO9EHKGU2MSI\nExcKhVBbW+uYExcMBpGdnW04sYkba+LMOHHyZ0qEnh+9TF5KJCM7JSE6cWpr4rScOHoOjIo4tVA5\nq04c1UU74ZSdfnIIgJY2pqSkRPq8GGGht8UAPe9mwylFJ87tcEp5YhOaMHXSiaP2Wm1NnEhubi6a\nm5ul70ajUTQ0NCS0r8OGDZP62LVr1+Loo4+W7puaiKM6qtWXG8VtJ05EzLprBEq8s2/fPtTV1Ulr\nLL0Mp9RMbCITcSU/fV5e5/y0Js5uYhOlLT1EJ07rHsnDKQHzdeyrr76KO5ZZlIwKNVjE+RAvwymV\nthigEA8zKM0CyR9WI+GUVtfE+c2JUwqnBNQ3yU6mE6fn3tTU1CAYDCIrK0tVxJlBdOLoWID2mjgq\nm9gIK6EUThmJRBQ3+06WE2dUxMk7MHGjbzWMDgZpLU5ubq6uE+dmdkonnTjAWtvpthMnb0vF62wk\nnFJJmMpFnNFwSjWXwaoTR3XRjhNH+zgBLfUkLS1NSmIiPuf0mt4WA2oDLzUnrjWIOD0nTi2pGPVP\ndG3kk2TE4sWLpbJVVVWhffv20jOntybOCREnX2MOOLsmTm0y0Ox3aZ2r3XbEaDiloS0GqC3p2BGx\n9HS0Q8u1kwslPzlxdhObiP29kojLy8szJOKs1LFYLGbbieNwyhQnGeGU8sG5E+GU8gdQK5xSy4kD\nUjeckhpKPRGXLCfOSDhlTU0N2rRpkzDYserEUccj3xtJqW7IB2RyEWclnNJPIk5ts2/AmogzOhil\nwWNubq5UV82GU1ZWVvpqTRxgTcQlY00cYUTEiU4JYdaJozrjtBOnJ+KMrIkTnTiCQipFJ659+/YA\nnEtsQgQCAduJTYzuEycmMRFFnJPZKdVEHKEk4qjM8jVD8meesvtlZWUpPnNKa+LspImXH0t89p0M\npySovpkJqaRrRNfBSydOb4uBWCx22InLzka4bVuUIL4eHonhlEbvkZXJnW3bttkeu7GIS3G82mJA\naZ84q04cIZZXPoOs9SDoOXFqx6Fr5VboG6DeSWkRCoWQmZkpXUe1xkApsYmXTpwYTqkl4iiDnBNb\nDND1pIGCvJM3E04pR2mtn9qaOK/CKb/44gv885//lP4WE5uYCaek7QW0wimN7tcYiUSQlpYWN0g2\nGk5JdWHdunW+2mIAsOfEFRQUeLYmjlALZ5Y7AUqhtfR9+fufffYZvv/+ewCHRRwJJafXxBkVcVoD\nN9GJIy6//HL8+te/lia38vLypGfeqcQmSmvi3EpsouTEhcNhxxKbiE6cGE6ptU8ccFjEUZnFNUNK\nNDc3S32b0jMnlt/I0gijKLWTbiQ2oefJioijZ1bL5TGKkhOnVIeUthhQTWySnY1wYaGqE5eqiU1q\na2sT1nUaDadU6nPshlNSKKV4LLOwiEtx9G6aWeROnCiUlBKb2HHixEor/x203k78PGHViZPPUrmB\nVSdOdCfMOHF+S2xSW1urKOKsDgLpnpEYoQZXK5zSqBNnJDulfMDmtoi744478Mc//lEaUFtNbCLu\nEaeGUREnhlMSRsMp+/btCwBYvXq1r7YYAKw7cbRXl1/WxMkHkXJhQG2SXMSFw2GcffbZOO644wAk\niji1zINm6zrVTSfCKeX7wgHAn//8Z7z++uvSvSYXDnBunzgvwynF5Cvis0B9LU2myNcwKqHmxCmF\nUxJ64ZRqIk6pfY1Go4ZEnLjOTiyHFZSefTfCKel32xFxdp245uZmvPTSSwAOJ0GiPc7oNUvhlFlZ\nCLdti2IA6QoTB6nqxA0YMABdu3aNc8PVJm3FSWC1qAu74ZRiZkpObHKE4kSjJyKvgNTYqCU2sbMm\nTkTLiTOTnVJ+DcS/qcNyImRDDatr4ozE7ydriwGlxCZmnTirdbO6uhq5ubnSb9YKp7Sa2EQrnFJp\nOwslEad0fLPEYjF88803AA7XUauJTag+OOHEieGUhNo+ceJvAYA+ffogLS0Na9asaTVr4goLC6Vy\nJiucUrzf4oAESOzI5U4cXVe11P8klPyY2ITKRmveROjaiNsQuBFO6XZ2SjH5itKauKysLBxzzDHY\ntGmT7rnUnDg74ZRUn/TCKan+ZGVlSf2b2po4t0WcG+GU1K/obbOghJGkGUZ48MEHJSedJklqa2sV\nnTi9cMo4Jy4rC80FBUgHkBsKJbQ74ngtlUTcd999ByBeeCtt6WElnNJKHVu+fDnS0tKkiTQriOfT\nG9uyiPMhdsJclJBXQKrsaolNgPhGwQx64ZR6IUZmE5vQoM1vThyFnBBmnLiCggIEAgFfOHGhUAih\nUEjq1NVEgpl6Wl1djbZt26qGTGiJODFkRe936a2JE+uamoizO0D44YcfpNl1o4lN1O6HESfOaLmV\nwimN7hOXk5ODXr16Yc2aNZoZI0Xczk6plGTBKJWVlZKI8yKcUp7YRJ5cAjgsCuQz7oSaiJM/S1T3\nSCg5HU5pVMRpOXG5ubnYvHkz1q1bl/Ae1Rsx0yIJbdFJFz9rJ5wyWYlNAKB3797Yu3evrhun58SZ\nCaeUZ3XVC6ek9804cU6MYbScuNYWTikK+Xbt2gFoeb6U3FxTWwxkZSFUUAAAyG9qSoj4EMubbBFn\nNJxSTXg6lZ3SrBMXi8WwcuVK9O7dG23atEmo+1u3bsWGDRt0jyOWSy/jMou4IwB5Bayvr0csdnhH\neyDRKXIiO6WWiFNz4syGU9K//Sbi5OGUajM6Sk5cWloaCgsLfbHZt7i9AJUNsBdOSSJOPtvmZDil\nESfOCxH37bffSv+mY+klNlHLFurkmjgr4ZTiMfv27Yuqqippo2AnnDj5wJpobGyMS6LipBMXjUZR\nVVUlhTAnI5ySfo/YXtJgme61nhNHgxb5ujq5iHMqnNLJ7JQA0KtXL8XJCfo9oohTCocGzDlx4ve9\nzk6plNgEAEpLSwFA140zk9iEMOvEqUU66Ik4sX902okTQwYB/4VTOuXEifskkoirqalRdHOV1sRp\nJTZp/qlOtGlqkr6jtJwh2SLOqBNHLhygnBnVqeyURu/lgQMHUFdXh+OPPx6BQCChvh977LHo06eP\n7nHU8lgowSLOhzjtxNHDQw9GXV1d3KyO+H96EJxYE2cmnFLPiVM7jtcizsw+cUb2tKEOUO4uFBUV\nuerEGd0nTj4gcCqcUsmJczKc0siaOC9EHIVSimVVSmyiFCZkJTul2XBKrcQmauGUgUBAWhe3cuVK\nxe/KMeLEqZX7+uuvxwknnCDdeydFXHV1NWKxWFLDKZUGLDR5QiJOzYmj+6c0+bV//35JxNHAUC1p\nVjITm2ghT4IkHkv+m606cU5np7SS2AQ4LOLWr1+veS67WwyIyLNT6jlx9Du9XhMnRg0RboZTmXQh\nqwAAIABJREFUmhFx8jGIXREn1nXRidNbEycvj/RvYU1c6Kew5Lyf2oFgMCiV26oT9/DDD+OWW27R\n/ZwVEac33hKfFfGzak6c2+GUO/4/e+8eZVlVnYt/59Q5p86pflY/hMZ+0M1TWgFFg68o4SFqHBiN\nSmKu4iVBMT6i1xHjuImORB03kmiMKPALIT4wyvBylVzUa0ABFQmKgEBD4NK0NN1Av6q7qqu63ufx\n+2Pvuc/c88y19lr7UVXtrTlGjz51zn6svffaa61vfd/81q5dAIBNmzapIM41Fpm4ozzyAG48qELQ\nQHxiYqJnhpQ6Pqr8ReTEcWMTGTYmzianpM9F5cTdfvvt+NrXvhb9nbeckhg7CZpXrVo1Z0ycbZ04\nGhBQx5LVnZJmwzgTlwXE2a6L1ynOeM0XE0fXpxmb+DBxeYA4klPamDhZbn4OAnF0fXmBOPl7s9nE\nTTfdhP379+PZZ581nistiKOJEs7EFS2nlCBOsiFAd7BMzzrJ2ESTU+7Zswejo6MxO3gTcCsqJ86V\niTNFFhAn65IEcTx8c2Dvv/9+/Nu//Vv0t4+xiWk5n7POOgtA4GZriyQmTpNT5mVswnPiktaJo3Lm\n8T7Nzs72vPcLRU4pnWSzgjh+bj5JkpQT5ySnZEwcELSlGojzKfvnP/95XHvttYnbpZFTJo23hoaG\neo4P6CCu1WoVLqd86qmnAAAbN27M5PDOn+EiE3cURlFMHAdxcoY0KxNHoTFxGzZsAGCXU8oZDxso\nmwsm7rHHHsNrX/tanHfeebEO2kdO6crE8e0oBgcHMTk5mbtTKcV8ySnpXnImTt5TFxDnIqfkdYoz\nXguFiUvKiTMxcQQ4tHAdjPrIKWX5AeD000+PrgFInxNnY9mBIEmc6sy+ffsA5AviaI24InPi0jBx\nNFimZ22SU1Jd0uSUe/fuxeHDh7F8+fJEcO/bz3CTHr5gvGm7tCBOglUgPROXp5zyIx/5CC6++OLo\nb1c5pTQ24eU988wzsWzZMvzkJz+xnjsNE8cjD2OT+ZBTmkBckXLKO+64Ax/5yEes5ZYS5aw5cfx4\nPnJKeS0AA3F9fUClgumwH+dMXJacuKGhIezfv99pnFKEnFIumSW/zyqnzMLE8WPZyi3DpiDQYhHE\nLfDI09iEBuLj4+M9nSs1AlRh8syJo8beJqfMysTlDeLe85734JZbbonlFficx8TEae6U2kLlNKik\nQWbe4epOmbeckgZ7NjklD3nf0jBx8yWn5DljgA7ifHLiDh06FLtvWrjKwjRjE5OcUubElUolbN68\nOfYMXJk4OZCW5ZR/33bbbdHnvXv3Gs+VJxOXdz6IbOv482s0GpnklElM3OHDhyOjJCB/Jq5arWL5\n8uWFyyl5PU0CcaaBl01O6fu+Dw0NYWZmJsZ+0T1OyomTqhf6u1Kp4BWveAUef/xxHDhwwHjutDlx\neRibcDkl7cvfOQ5AigZxcyGnPPfcc/EP//APePjhh437SNYuKxNH9/BLX/oSTjnlFABdYxNi3LyX\nGCAn0bBODIT9JGfi0uTEkUkHXwLBFEUYm5hAnKucUitznkycqb5L9pYH1Rt6vxZB3FEYecspNSZO\nylzyyonjoYG4JImRKSfONOAwubJljbGxMSxZsgQf/vCHY9+7gDgCDa7ulBoT56oJTxuuTJwriHOt\nsxzEZZFTmpi4hQTiHnroodjfmrGJDxM3OTkZYyS0yNPYhEKTU5bLZWzdujX6Lg9jEyoXjx/96EfR\nZwJxNnfKrExcnjlxRcopXUDc/v37MTo6ihWhI52tfGlz4iqVihXE5SWn5BNdsi7R86J31pWJo0gD\n4ijXkLNfJhMavl25XDaCOABYv349APvkXRITV6Scko7d39/fk0/H9wd0EJc25ltOaRvESyYuLznl\nxRdfHC2tQXJKumZXOWVkbEKAO3yuGohLw8RxR9kkNm4umbgs7pQ8fOsYLTq+YcOGzCCO2rzFnLij\nMBaCnDKLnpdCOi/yhsHXnZLHXDBxzWYT1Wo1GtxR2M7zk5/8BPfdd1+0DQdnNndKjYkrYpaRhysT\nxwcEgFmu5wvili1b5iSnlPehKHdKOcjMY4BA+WLyGvr7+1EqlTA1NaV2bCYmTrK7WmRZJ85HTgl0\nF/0GkkGc6ZpsTNz4+Djuvvvu6O8i5JRJOXFf+9rXcNddd3kdk2K+5ZTPPPMMJiYmjEwcj4XKxMm1\nFfmx8jI2AdwZbAoO4trtNsbHx42Am7aT5dP6Wg3Qa8cCepk4uqaxsTFUKpWonZGhnY/qV5LSgcsp\ntXe6KCZOMzaZS3dK26R23iCOA2kas5GcUo7XtHXiesZHDMRFcsrw+rLKKbmxCG+j2u02Lr30Unz/\n+9/vOWaexib8PfGVU5om7LLIKenZSQWXDB8QlzS2TTc9thiFRt4gTpNTJhmb5OlOSR1wEUxckSCu\nUqn05B/ZznPOOecA6AIVVyZOs4zPc5ZRi8nJSZRKJdRqNS8mjg92sjJxNOCmhtUmp8xibOIC4mR9\nz+P+Uz7cqaeeikceeSTWOdTrdUxOTvawCICZiZudnY0NZrVwzYnLKqcE4iAua04czVry+/2zn/0M\nMzMz2Lp1Kx555JFC5JRaThwHB+9617ti5fQJVxAnB2RAMHlSr9cjkG0yNpHulLzOPPHEEwDgJKdM\ny8QRiCOnVTnQzgriKGz5xXm4U/oYm7Tb7ahdJAAHdFlTk7GJCcTxdz8tiOPXPDY21pMPZ5JTpjU2\nmWsQNzs729Pmz6U7pWk81Gw2e55VHjlx1EdIJo6uWcopE41NyISm0UALQIM5/WYxNuEgjre9Tz/9\nNL7yla9gYmICv/u7vwugGGMT/nuSsQmXU9L4QAOJWeSU9DxoAiUNE0fnWmTiFiOKuWDifOWUeTBx\nPg4+vkEDEh8mjoI6cVd3Sk1OmecsoxaTk5NoNBqx2aa5zonjs4yAn5ySBq8+ckqSMsl7ywdYpvOm\niQcffBC1Wi2yDudlrdfrmJqair7jgwQTa6VJimS4MgpZ5ZSAHxOX5E6pDcgoH+5tb3sbAH3BXwot\nP0fGxMREzAoe6GXiqBydTic3KXMSiDPJKZcuXapK1vi2Njnl448/DgBOxia+9ZwbBdFAk5t7UGSV\nU1IsJDnlkSNHovvYarWi605i4vg7zgeQaUGcNvFD5SHlhPbcXeSULsYmcszQ6XRi4Oc3SU5pAh7a\nuot5MHFLlixBqVRKZOJ8c+JanQ4OQQdxaXLiTHJKun+aW+l8yymr1Wo0mZv0jHwnCqanpyP3UBuI\ns/VTvkzcIohbgDGXcsq8mDiKJCaOwnedOI2J48fLO3fMxMS5nIfPxlDYmDhNTlk0EzcxMRF1WLYk\nYhuI45GGiZODP1cQx50nNTklraPDwRofBMi6RtJCHlnvf7PZxLZt27B169bovHQsmmWdmpqKfUdh\nYuKKllO6rhNHkQeIo2NqwPXHP/4xarUa3vjGN8b2ScvEXXjhhTjxxBNjuYoaEwcE9ydrm2J6Brz8\nNjnlkiVLjIN602Lf/P7RkgxzwcQB+jIDPgM3W9hAnGw30sgpfd53klJSGaj9otxD7Rgy7zYPECfl\nlHTuI0eO9CgnXI1NkpQOPCdOPofJyUl0Op1o37yZuPlwp5TnkqEtRZAHiKP32sTEpZVTttttDAFo\nhOAzS07coUOHInUEEG97aTJVY8rmwtjEJqeke+viTulbx2jJKNrfFC5ySho3L4K4ozCKklPS7Jom\np8yLidNAnIuxSRp3Stk55MlaZWHi6LqT3CnJ0Ulj4orOiSMmjp/LJycurZySLzEgmTgtNBA3MDBg\nrJ/8uiQTR4MAecwiQNzjjz+O6elpnHnmmeq70Wg0YkycBuKyMHFp5JRJTJws69q1a3HMMccAyM7E\n0bn5/R4eHsaaNWsisweKtCDu0Ucfxb59+/DqV786yrUjEMdz4qiceYE4WVdPOOGEWLmpnZByyqVL\nl/YMsilcmDgKDuK08gHZc+KAhQ/i+L0xySld7gO/zlarFbWRdB9cQZzmBO0C4iR7Tcej85CcUh47\nD2MTzsTRfaP7KvOB5grE+dbdHTt24DWveQ22b9/e85sviNMG49Q/ZWXigO695O6UgLucUhqbtNtt\njAOosPc3bU4cOVNSaExcWhDnysSZcuJsckq6tz4gzoeJ4+O5LMYm1DcvyimPwsgDuPGgl4c6GU1O\nmVdOHA8J4lqtlnFgY2PiZJi2yVNSmSYnjsJVTimNX3jMRU6cC4ibCzklfefCxEmHRlkGzlbxOjU7\nO9vDOttAnK/RgQzKhzvjjDN6OlfOxNnklGmYOJfcHhrAuq4TZ5JTAsCLX/xi1Gq1xFy9NCCOzisn\nUrRJjyQQ1263MTw8jNWrV2NsbAxveMMbMDMzE8kpi2DiKGRbd8YZZ0Sfy+VyNGBJI6e0GZtQcHdK\nU71Iy8SROyWw8EGcbLv5fj7vO2fieH4c3WetHZUgrq+vrxAmbmpqCjMzM7HF0QF/OaXJOIqDOCB4\n/tIVk+qDlLtmCTIa45F2ovMd73gHfvjDH+ITn/hE9F2SnNIHxOWRE0dAg56ji5xSXgsAtFutQE7J\nJtKbAMqs3U0rpyQpJa1lx9veIuSU//7v/45SqYR77703+i6JidPklElMHA/fOjYzMxP1T3m5Uy4y\ncUdhFG1s4rLEQB7ulD5yyqxMHDC/II6XRZNTao0BDczmIyeON2bztcRA2pw4jYn70Ic+hCuvvDJm\nriAH5BoTR3UrbyaOEr5pUWx5fdLYJImJoxytPHLieA5RFjklAFx99dX40Y9+lLj0gaucUoI4ytnk\n4DUNiBsZGUG73cYrX/lKvO1tb4ukQCMjI+jr64sGS/w9LUpOyUEc0JvE32q1MDMzY8yXA9yMTShM\nOXFHExPHgagriLNN8klQ42NskpecUstty2psQmVzlVNq7pQ8n1iGBHEcjBbNxOXhINxut/Hzn/8c\nQFwBQuWiPPGsTFy5XE59rZItWrZsmZOcUp10ozpPOXGtVgDiwjqUxdiE+rgXvehFAOITTUXIKf/k\nT/4EAHDllVdG3yUZm8y3nDIPY5NFd8qjPPLMiaOBShE5cVnllEk5cTzob9fE9TRBYEDOaJpeKH5u\nVyZOWwPJtn2ekVVOaXomScFBHB1LyimTQNyxxx7bc94vfOELAIATTzxRBXEmOaXGhGnn9Q26b4OD\ngyqw8mXi6HMeOXEcxGWRUwLBoqYbN260lglIZ2xCIA4IgJsmU6ZIAnEHDx4EEMwa08TMnj17MDw8\njJUrV6osTlFySjLAoCiVSrHBFP3PF1ROY2xCUWROXKVS6WHUeWQFcf/xH/+Bb37zmzj//POj7+S7\nKd8hV2OTvHLi6F23gTjJ9heVE2cCcTySmDgy1QB66wXPiQPiTJwJxGWdlCYFTx45cYcOHYrKoC3g\nXSqVMDAwoOa6aUGD8fXr10drhNHyNmn6jtnZ2R4nzmXLlmFsbCxSTwDuIK5E9YjJKSMmLrynzWYT\nnU7cGdjlnhKIO/PMM3HrrbcWLqd85plnAMTl6D7GJrOzsz3pFtp18nY7jbEJPbusOXGLIO4ojqLk\nlHyJAZM7pabTdwkTiKMBChAfNPu6U84XEyfLaToHL6+rsYmNiSsyJ252dhbNZtNZTskH+3kuMUDH\nkkwcjyQmTu5jYuJMIE5jwvg2ad9F/mw1OWWj0UCz2VTfN+15UJ3KIyeOA6esckrXyMLEAXHgZgNx\npgVnCcStXr06yuPbs2cPpqamYvcgz5w4Cu1+PfbYY7H7Wq1Wo2fMByC+xib0/5IlS6JBdRHrxPH2\nsUgm7mUvexle9rKXxb6T1yLfYdOEgEndkTUnjqsVTLlQtpy4Ipg4zZ3SxsRxEGfLOXZh4mRuYNY+\nzORKm6aP5O/0U089hZGREaxcuTJ2bzQQl8SobN68OQJxVJ/SXLdmLLN8+XIcPHgwthyJlhNHEVM8\nUXsoQBwAoNWKrcfmC+IeeeQRbNy4EWvXrgVQjJxSa4O5OippnbhKpRLre7iaxbROHA/fydyZmZnY\nklF5yCkXc+KOwpgPOWUROXFELdtAAkVWd0qgGBAHAAcOHMDIyAhKpZITE2czNlkITBw1IK5ySr7m\n0HzlxJHDZLPZtA4yfEFcUUwcrwPaAJqeOT0LjYnjz8Nmr8/DBcRxGVdWOaVruDJxpjaCT3SkkVMO\nDQ0BCEDcunXrAATujXJtM5lHmSVs9+uUU06Jlp4A4rImDuKSjE1Mcsrjjjsu2rYoJo7qy1zIKXnI\na3HJibOxcL4gTubEETu1bNky4+DdlhPna2ziw8RRSNBKoblTcgDhkhNXtJzS1PalaaNlPaAy83uz\nZMmSVCBOli1N36GNCQhUcjbXdYkBkk1yOWXUqrG2j9g4iiQQNzIygmeffRannXaaqhbIysRJiTl/\nH/jnJCauWq3GCIp2O75eYxFySpecuBtvvBEf+9jH1N95n8gn90yxCOIWYBTFxDUaDfT19TmtE+cL\n4igkE8dBXBYmTjtP0SCOOo01a9ZgxYoVsSRgbXsKm5ySX9d85cTxtdQAs6U9gJhdNS+XvPc+TFy1\nWkV/f7/RndIkp6SOwWZsooE4ucSAxsTlDeK0OsAZAyoLbZe0xIBNSuhbbt5JZJVTukZWJo6/I9o9\nSFonjjNxBOL27NnTA+LmQk6pRa1W65FTcibOV07JQRxnvbXyAely4ui+HY0gju/H900jp6T2a+nS\npUaJVtFLDLjkxFHkKafs6+tLlFMWDeJ8+kibwgdIL6fMC8TJNBegyxilyomjes/a1+hNYH0iARyK\npHtKUsqtW7eqE2h0X/IyNtm3b1/0mw+I43JK2o+PD5JAXBo5pcsSA7fddhuuuOKKqF/iwcckvF8w\nxSKIW+CRJxNH8qm5XGKgVqupnaoJxLkwcbTdXOTE8eB2vNr2FK5yyvli4iQYMi0uDSC2cKwsV1o5\nJTF79XodlUrFKqfkjShf6DtvOWVRTJxJTikHjfx9KJqJ8zU2KVJOSWXxkVNq94A667xAXJFLDGih\nySmr1arV2IQ6eb6PiYmTZZKRBsQdTUycNumkzbi7tGM2OaVJolW0sQl9piUzpJzSdG38fO12O3L/\nNdVZAnFpmbg0oQEbILucEuitQ0A6OeWGDRti36cFcSaA3mq1YnXIVU4ZGZtoII5NVKcFcUUzcfS8\n+LH5Zxd3Sjof7ZcE4nj4TBR0Oh3Mzs46LTFAockqebvgAuIWc+IWYOQtp5TyqSKNTXhoIC7J2MTk\nTimDZqZ45MXEUTk1EOeTE8cHnr7ulEXmxJmYOBOIO/7446O/85BT0qCvVCpFSdtAsjslB58uckop\njZMgrtVqFQ7iuJySH0t2Dvz8WZg4XzmljYmbCzllEhNH94UbKZjaJjKL0cIVxOXpTknhCuJ85ZSa\nVJ3+X5RT2hmgLDlxJmMTm5ySy7iojEXmxLnKKTnTS/2Cj5ySM3H8PtA18/+147lEnnJKU/vD7w2N\nkVzeD7pnS5cuxdve9jZs2bIlKptruagf4pPEsk2SIM5VThkxccyXwATifJh5DuJ27doFQM+Jy8vY\nhAM3k7TS5E7pC+LSMnFy8t6l3dcYXz4m6e/vX2TijsZIO1i67rrrsGnTpmg2joK/PKT3TpJTpplt\nl2WnNTP4gDVJTkkV2JbDQNsVJac0zfzZQNzR5E7pCuKazSampqZyl1PSoA9AahBnOq8LE8cb5rmQ\nU9qYOLrn88HEkeZezu7KKFJOKXPi5P2WTJw24UFhA3EEMFasWBGT8c6FnNIl+IyrZmyiySlrtVrP\njLVk4srlslEel1VOOV8gTrJmLiDO9ZhpcuI4E2fLiZMTNXPpTukip+QLfZsYPPrswsRROReSnDLp\nnSYQB8RBSRKIazQa+Na3voW//du/jcrmWv8uvvhi1Gq1aC04oPfZusgp1bIKOSUtMUC/pWXiCLht\n2bLFysTlJaf0ZeI0OSXtlyYnzuVZynGfabKJB70zPHifWKvVFnPijsZIO0N62WWXYdeuXbjpppti\n37vIKfNi4pJy4uT2FElM3FzKKbOCuDzcKYvMiZNgyDTAlssL8HKlkVN2Oh0VxGmDP+18vkyczInT\nwN1cyCkpbAnTSUwct523hYssjF8zH7QkGZskfW+LtEwcBd1H2/XbQByfmaWcRDLKWWhySi4FsjFx\n/f39PfeVyrxixQo0Go0oHy4J3PsOrnnO8HwxcVRX5pqJM8kpKSfOVU5ZhLEJTeC6rhPH65dpksy2\nn5YTt5DdKZOYOMC84LcWckKUwgfEffvb3wYQmC+ZWNZOpxObCJDGH6acuMjYhLWvJmMTHxBH5+3v\n71edgfNeJ87X2GQ+5JRyPCfbfe1cSUzcYk7cURppQRxVOKK6KWxyyryYOJs7pYsELyknTsYiE5c+\nXJk4udA3L5fs3F3q6fj4ODqdTgzE1Wq16N4VxcTxAbw8ZlYQt3//fpx99tm44447Yt/PzMygXC7H\nZC7aJIYrE+e7xICt3BI4Uj3Q5JRlAPWwzhchp3TNieODRlO4gDjOOjabzUKZOIq0ckqeE2di4mjw\nJkFctVrFKaecEhkuFMnE9ff3o1qtYnR0FHfeeSfe8573RPX1aJFTZjE24ZNdPsYmdP7UTFypBIhj\nmJYY4OHDxBF4kPGb4k5pklMC8QG2CxMny+b7TnFArAH02dlZo5ySg7hY2OSUGYxNNMn3XMkpfZg4\nFzml1jYA2eWU8nj8GJs2bQKwCOIWQ8Rpp50GAHj00Udj30s55fT0tOrUA+TrTkkLK2ogzoeJk8el\nY9lA3Fe/+lWUSqWee+ESaUBcUk6cLxO3EHLiNBDHBzu+HTJfXoCCD3rS5MS5gDi6z0WAuGuuuQb3\n3HMPzj333Nj30mpYXp8Eca5MXN5ySqDX4IbHPwK4+cc/BnbsKFROqQFXDuJcHL/6+/sTQRydx8TE\nzdUSAzKS5JSasYm2Vhff9/vf/z6++93vAtDvW9acOLpvpVKwVtzo6CjOPfdcXHvttfj6178OYG5A\nnHyHtdlz2/X5Gpto7pSNRiOa9Xdl4rTPPiDut//6r4FTTwVuucVriQEe1J7Y5JTa9Wg5cS5MXBoQ\nZ+qP06hVXN0pgbkHcc1m0wriZmZmrDlxaggmzian5NeYBsQVIafUjE1MrFwaJg7QJ3gA/yUGkuSU\ndIzXvOY1+NCHPgRAB3G+xiaLIG4BRtrO9cQTTwTQy8TxTo4aKBpQF+VO2el0MDU1hXq9rg6Ifd0p\nZSSBuHe/+90AgjxB3yhSTsmva6G4UybJKfPKiSNQyEGcNugxgTi+vp2tfqYBcUn10RQmUEVMCY+Y\nzEXUB1cmLm9jEwBWOeUH6I9f/arnHD6RRk7Jz0Xvku26bEycHEBUKhXMzMyg0+lkZuKmpqawf//+\nnu/Tyil9jE3omiQT19fXh+OOOw7Pfe5z1TLJyMLEAYhAHA1m77nnHgBHBxNn2scUXE5JOXHEfLka\nm5gAnQ+IW/Hkk8DjjwOvfS0uvusuAPacOK0+8vfSpHTQroez90W7Uxa12DePJDllUSCOt1dcwm2S\neEsQJ6XxMkop3SmTys6ZLm2JARsT50IQ2NaJMzFxJmMTAmMyJ85Uf7LmxJkmb2VaE2DPiSMQt5gT\ndxRGWhBHL+STTz6pzqrwykMdEVVkqnB5uVPyxWg1YxMZ8oVyyYmTA0Je2clhy3W9Fx4mEJdlnTib\nO6UNxBWREyc7Hqk/p+C5HrJcaXLiTEyczG3h4SunBOKJy0C3cymCiTOBKm29GG0SQwORWZg4n5w4\nOo9NThnFihWFyim190PLibMFgTitnBoTR+9B1py4yy67DKeeeqpxe1cQR+2j6zpxXNImQZzpWZre\nWfq8a9cuvPSlL41AmClMIO6ss84CANx3330A5gfEuQ7u0w7WNDklARdXY5M8mLi+6WlgyxZgwwac\ns20bAPsSAxSmCSMfJo6OrzFxC1lO6epOCWQHcbb9KPbu3Rt9TmLi+GcTKymjRNeb4E7pmxPXbDaj\n90Zj4kzrxLm2A5SGkORO6WJsQsczMXG2+pOnO6VGptjklIvGJgXG0NAQPvGJT+Ccc87B85//fLzy\nla/En//5n2P37t25HD/tYIm/eE8//XT0mVcKAjc0QJdSorzcKeklrtfrsRfBNDstQUsaOSWfCSoC\nxLkycXTtruvE2YxN5DU2m01cccUV2Llzp9O1aOHKxNly4vKUU5oMCuT5XOSUQC+7bGPitLwUuY0t\nTCCOjCf49XB5oM3YJA8mzlZuCVxtcsooWCeapm0wTUrYmDhNTmmLer1uZNCkkRNfUy7rEgM7d+7E\n8PBwT9vgK6cEEEk8gaC+crkbD16/THJKHkkMLd33T37yk/jFL36BN7/5zdbycmMToOsye8wxxwDo\nqkEWijtlUk6c6/s+NTXVY2s+NjbmBOJM7FsaY5MKgHKzCRx/PLB1KwCgDn85JZ8w4iCO76ddD28z\nqM7N1xIDWdwpXeWUFF/+8pexLQTMQDKIS6pPe/bsiT63Wi1nECffJyMT52hskkZOSfv6MHE+7QCv\nW1nWiQP8QFxeckp5PN7v2sankolLemcWQZxnDA0N4S1veQtuvPFGnHDCCbjkkktw+umn43vf+x7e\n+ta3RtareYVPo8cr48MPPxx9lsYmQLexlw1EXu6U9ELLnDhTJDFxMpJAHF3n0NCQ13UA5oGQbaZf\nk0lmMTYxzQB961vfwsc+9jGcc845ztcjwzUnLm85ZVJOHIUG4qTcx2SBDaSTUxYB4kzaeP6dJqcs\nOifOWU7JQcnkZCYmDojP2lMkMXE+ckptRphCGpskMXE+II4mO2T4yimBoN7w9qdcLqNarVqZOH5f\nJVilcGXiXILYQl5f6vV6JKEHum3MQnantB3TFJyFA4J6deTIkZic0tXYRPvsCuIiyDAwEPwDMBCW\nr1zurv+YJKdMal87nV5jk4GBgWg/ycRVq9XoPVyIcsq07pSdTge7d+/GH//xH+P000/EZVXvAAAg\nAElEQVSPvs8K4lyYOK2uyPeJG2jxKNmWGMhobEJtTFJOHM8J82kH+KS5rzulNDPTJu1cQJxPHUuS\nU2rjcJd14pJicbFvz7jyyiuxb98+fOxjH8Mll1wSfX/zzTfjox/9KD7zmc/g6quvznSOtJ0rr2jb\ntm3D6173OgB2OaUcwOSVE8cBiouxiS8Tx2cICVxxEEcv91NPPeV1HYAZxK1cuTKSnXCJId8H6Dbs\nWYxNTA0MgdI01yXL52pskreckoPCvr6+aIBhmymWTBw3Q0kL4lqt7It92+SUso60220nJk57Hq5L\nDKQxNnnd616H6enpGLgGADzzTPczW/w2LUuv5T/mycRpDCaFBDfValVl4tLIKWmyw5YgnxQaE0fl\nkpIaApiaQ2BaOaXPpAzdSz6opvNR20LHWKg5cXI/V/mbXEbhyJEjaLfbUZtmquN558RFgvKBASDc\nZwDAoampaFkJujbbddFAVTJxNjklb9eo7nU6HYyPj2PJkiU99z8rE5dkbJJnTpxNTsnrNkVWEMfX\n9CW3XEBXB/DPWeSUUYkyrBPHjY20/orfq1arFUm+fUFcEhNnMjbR5JRUv2W6he0ZpWHifOSUWk4c\nHxO43K9FJs4zbrvtNqxevToG4ADgoosuwsaNG/Gzn/0s8zkWgpwya04cl1NqL4LJnTINE6ctzklg\nJw0zauo0BgcHAaBnMXW+D9Bt/F3llD45cUlMjEvkIaeU4CkLEyePlySnbDQaC4aJM/1uklNS2Jg4\nLUfRdYkBn5w42vbP/uzPcMcdd/TcgxJrQ8A65bQgTmMpJKA0dZYunZlMhuehLTEg5TVA3Nqa3/9f\n/epXuPfee9XzmkAchQ8TNzs72yMF6u/vV2eibcYm1vxGJXwApywflQGIt8HT09MLFsSllVNKJk7K\nFzU5pazjvIzycyoQFwII+k5zEwbMz5gG2DSgTDI24XJL3m9LEMcn2mQZfCJPOWUWd0ptTDQxMRGx\n5VrZkuoTL89cySnzWOybM3Fa283vHT2/NHLKtDlxmpxSThj6yCl9cuKS5JR8HJ7ExLm0x4tMnEe0\n221cfvnlxtwRsgOVUpM0USqVjOyErXwUmrUrnwGQxib0e145cVxOqeXEybAxcdp9kCDu0KFD0Tmn\npqaigdXY2JjqFGgLGxMHBCBu/fr16j6AnYnj15WGibPmLTlGXksM+IYNxHHTG5ecOBpw+DBxstPJ\nA8SZBlsmOWVWJq6IdeKMxwrfIQC5ySnTMnFyey1MBj38O87Eyf3kMfgA4Z3vfCcmJyfxxBNP9Byb\n3pMkyZ4tNDklfVer1dRBjI+xiVYmGxNnC60u0vk4iBsbG1swIE6GnFDxBXHEjsp12XgfSqG1MbmC\nuPA50HccZFFoE0gUxKZR++rLxFGZxsfHMTg42DMhW5ScMg8mzlVOCeh1+MCBAxgcHEztbiwdFZPk\nlCYQ5yOnjM7YjC/27dMeaCCO7yNBXKPR8B4Xm+SUvu6UgN7GJ+Vp5y2n1Ji4JGOTRRCXc5TLZbzj\nHe9Qf9uxYwd+/etfY+PGjZkAHD1wmrX2GQhogz7+fZKcks/o5pUT5yun1Jg4flyKdrvrTimZuIMH\nD8a2HR4ejhLuXSIJxA0PD/fso0kJisiJm0sQl5QTlycTZ2okTSDOxdiE9pUsVp5MnMnoRnOn5KAk\nLRNXhJzSGNyun4G4Ipg4VxBnC7m2EA/N2ITChYkbHx/vkdLRcalezpWcUrqgpTU2sb2/tvpjA3F8\ngDU6OjonIE6+w75yStM+WlAdWLVqFfbu3RupMmxMXNLAPI2xiQbiSNDH2wgtJ04G9fsmYxP5zmpM\nHMkx169fn7ucci5y4ihsTJysw4cPH8b27dtx3nnn9ZynaCYub3fKLEycxrzye0dtElenuITJ2EQy\ncZROo8kpNdDr406Zh5wyLYhzZeIW5ZQ5RKfTwac+9Sl0Oh1cfPHFuRwzzUDJxMTxSkENsImJS3t+\nFzklL592fD7IyyKnPHDgQGxbTf5oCxcmzrQPoLtT2pYYKIqJu/nmm7Fly5ZY8jTgL6cscomBJOfS\nJBCnnXsu5ZQaiKNcO/lctfpvMzbJwsS55DQlTtRwEMc6mzxz4lxBnNOMpAMTx41N5H78ewniOp2O\napji4n7rK6eU7U8aOaUccLq6U7qUVc5y87IuVCYuSU7pa2yyatWq2N8cxMl2NGlgzt9Duo9eII4Z\nm8hju8opeU6cnCRzYeJmZ2cxMTFRSE5ckUycVi5XEPercO1MWlaDh2t9MjFxppw4k7GJj5wy6rEy\nGpvQvrK/ovU3u6fpsmk+iqgkJq7T6aDZbEaT0Zr6TLKF/LNpEiAtEyfbZfk8eL9L4/CkdeIWQdwc\nxcc//nH8/Oc/xwte8AK8853vzHQs2dDONRNH4cvEUWhyStPAXwYf5MkBlE1OSS8EnVMyZRpzZous\nOXF5MHGmGSCfwdAb3/hGPPnkk/jyl78c+953nbiilxiQx3MBcRQ2OaXM0ylisW9tsCWthnmH7iKn\nnCsmLvEd56AlBzmlNsC1ySmB3ueSVk7ZarVisrkkJo6bDFBoIO4Ik5zmLafkTJyW2F/EOnEuZdcG\n1VpOXFFMnHw3TSDONhFoklMmPTMCbbIv4Oumtdtt3Hbbbbjzzjtj5XDJiSuVSolrQyXlxPFnb8vH\npSAmN4uc8siRI+h0OoUam2jABcgnJ47XIROIk/eNcmRf/OIX95wnTU41b3N85ZSmtrw8hzlxtL+c\n2MoDxGlMHP1mA3G29t4nJy7pftx22234whe+AKB3Ul7LibMxcbzsi3LKgqPVauGv/uqvcNNNN2HT\npk246qqrvOVud955J6rVKl760pcC8JPgyOCVkYM4rfKY3CkpinCnNOU98fOb3Cll2Jg46mjXrFmD\noaGh3ECcLxNXhDtlmpDHcGXi5mqJAXluHybOJyeuaCaONP+mGTltIKWByCxMnEu550tOaWPiTEsM\n+EQSE8evNyknTmPiaKDD6wpfXiAvOaV81i5MXF7ulD7GJkczEye/85VTEogzGZtceumlqFQq2LFj\nhxeIA3rlszJ6QFx47zUQR2GTU0pjkyVLlsSkcfKe8Ek0uia6D0kgLk1obqj83GmYOHpOPnJKuS0t\naK8xca6TAmnllMQe0/GNOXFCTtlqtYwgjpfVBcQReJJ9uAQmXBLpA+KS1omzgTjZr2SVUybVscsv\nvxxPPPEE+vr68IpXvAKAXU5Zr9dRKpVyYeIWQVzKmJqawgc/+EH89Kc/xebNm/HVr34Va9eu9T7O\nq171KgC9HZJrI8BDS+zk3/vIKdPmxFFwtkdrbLXKmZaJM4G4448/vhAQ55oTl8Wd0tRBmXKwbCGP\nwaWu/FyanJJ3avI60sopXeSZ2u/UOVADaDr3fIG48fFxrFy5sidniZczLRM3OzuL5QCWKDbXPBay\nnNKXiUsrpzS5U5rYN1c5JRDUJW4nbmPiKHzklC5MnJYTJye/0rpTJl0LoLtTzmdOnARxLoN7Kad0\nfd9d5JTtduDUODw8jJmZGXXSJAuIa7fbVhCnySldmDgup+T1Wr6z/P2i505t+3wwcWly4iqVSkz2\np8kp5QBbA3GDg4PYvHlzz3nS5MSZjE1Mn7l7o4+ckoM43tfwsrr0e3PJxNH7QM+NH5faYwmIAV1+\n6sPEuU4U7N69GwDwve99L6oPNhBXKpWiXD4ZvL1YlFMWFKOjo3jnO9+Jn/70p9i6dSu+8Y1veBln\nuEQaOaWJidPklJq9dhYmjsLGxCVJ8GxMXFoQB+SXE+crp+QzhxrjJGVRPEw0vuvaVTzkvZucnER/\nf39PAyfPRZbRvC64JMqbYmxsLNbJ83MnySlbrRYmJyfVfLgsIE5Omsjr9AVx/HxpjU205zEzM4Nv\nA3j5f/tvgKVMc2FskjZccuKkBM6nHUqSU2pgje/Hv7eBOB58sCsjjZzSZGzCZ8qLdKd0qT+/aUxc\nFhAn5ZQE4igvdteuXVYHWl5uikajoc7QU7Ra+mLf9J0mp+TXK4Pqj0mubpoE5NfhysSlaUNMExNp\n5JSm90OTU9omaMjU5KyzzjKqioB8jE1M9cYl/WUu5JTyOcj19NIam2jrxC1btiz6TO2gLxNHn/OU\nUw4ODuLkk0/Ga1/7WuM2sh1oNBpWELeYE1dQzMzM4N3vfje2bduGs88+G9dff33UoOcRWSRLppw4\nTU5JkTcTlwTi5PayLDSwbjabVjbSB8TNtZxyYmIC1WpVvZ+SiavVauq9NjUweTBxckbMBOJMM2c0\nUOHh0jlrjXhS3eBlm5iYiJ617f2YSyaOz5hTpy+ZEg0QujBx8n3eBGBgzx7ggQeM5ck1J64AOWVW\nJi5tTpyUUyaxcnKJARcQl5ecUjM2od+Ao0dOOV9MnAuI02R0ch8tXOSUfDD+5JNPesspV69e3eOw\nzCPJ2CRJTmlj4iiH3WZswp+xjYmj684qpzTV6SzulHQsm5xSSqX5tvfffz8AXUoJpGfikhb7tgE6\nVzmlydjEV05pAnEaE9dut9FsNr3llDInbtmyZT1MHD2vvHLieLjWsampqR5FlYmJo2MmMXGLIK6g\n+NznPocHHngAL3zhC/HP//zP6posWSKLnLLdbscsfyk0OSVF3jlxFFxOqeXEaUEdoJydN8kp6brm\nGsRpx+P3e3p62qnDsa2bkgeIMw1MeD3hZdNkM1r5SqVSKjkld7SiSKobJhDHzyv3kzNtJhDH65oJ\nxCVdF38eEsRlZeKksUkEf//9343lcSl3KjnlHC32nWXAl7TEQBYmjkJ2unnlxHE5pQRJVI+oHkum\nV3OndAFxWllNf/PQ3Ck1kLaQmbisckoTiKOJSLpHv/71r71B3Jo1azA6OmqUVCYZm/jKKXlOnDZJ\n5sPELV26tOdddmXiDh48iKeffrrn+zzllLLuanJKYnZsII5MTXxBnLz+rHJKfj6VEaTzF8jE0ftj\nk1NSm5ZGTtnpdKJ3Yfny5dEkiUtOXFY5pWsd8wFxdMx6vd7DWgKLxiaFxtDQEL75zW+iVCph8+bN\nuPbaa9Xt3v3ud3tVVh5ZQVytVsPk5KQzE2cCcb5MHIXGxNGgwySZo6AOkCcymzqy+WDiVqxYAUBn\n4iRr4tLhyDwdHqZBreYgeeDAAWzZsqXnGDRo1joObUbPFcRpSeEu9ZTr6OW5TXVDgjhivReqsQk/\nn2wDOp1OdFwbE6dJOGZnZxEd7ZZbgP/+39XyuDAKznJKzjpNTOQip5TvsysT5xJ5MHFZ5JSJOXHX\nXQfcfXfwv7iuJDkl0J0c0OSUC4WJ41G0O6VpcJRFTplUxw8fPoxKpRLJJ01ySjp3GiZuzZo1AAJQ\ns27dup4y9IC48Lg2d0rbtXF3SjnJ2+n0rhO3fv366LPGxMk2yBXEXXLJJXjooYewa9eu2Pd5yilN\nTByvC5VKBbVaLQbiZNnJ1ERzpuRl49d+++2347zzzsMPf/hDnH/++T1lL0JOmTYnLiltQ45d+AQd\ngTh6F5rNpjV1xBS8T+BMHBC0w0nulGT+AthBnEkd4iqn7HQ6VhBHoYE4be1RXyZuEcR5xAMPPBBV\nlO985zvG7d71rnelBnEUaeWUlUoF5XJZzYmTJhVA8XLKRqMRNYZJckpqCORAxMTEzTWIq1QqWLZs\nWaKccmZmJmZ+QNdG5aZotVrGwY2p8ZBM3Ec/+lFcf/31ePbZZyOQSeHKxJkGvz4gziVsTJwriKMB\nhIuxCe0r8z85cMwTxNG2NjklHdfGxFFCteyUIibuP/4DOHwYEM+bH2chyil9mTgO4v7wD/8QX/jC\nF/CpT33KePwkEOfCxNncKYF0csooPvc54LHHgM9/HmAOrYCbnFLmgmjGJj7rxPlOwlC4griimTiq\nKy5MnAzJTPkwcStWrIiuR+aR8Zw4IGDitEkT2wCcQNzQ0FAqEGdi4kzvL8+JW716dc82VP5LL70U\n69evx4c//OGe6+A5cfw+8P2T4rHHHsPu3bt7+kVTnc7iTmmaPKXrHhgYsDJxZGpCYwwZWn365Cc/\nCQD49Kc/rYI4XyZO1iGZS95ut7s5cZ6LfduMdSjdRUo+aX9il5YvX46RkRHMzs46L5HDg5dNA3F0\nTAJPkokzTdrJPLnXv/71ePOb34zPfOYz0fUB7sYmshwybExcHsYmiyDOI84//3w8+uijhZ5DNrRp\n5JQ8IRToMi8aiEslp7z++qDzeMtberan8poW+7Zdj2TiXEEczZxJELdp0yYA+RmbAIGkMgnE8Xw+\nirQgzsbENZtN/PKXv8TExAT27t3bA+JMs8s+TJwEo3TcNDlxs7OzPTO9SYMnCeJkeeabieOdHd2/\nrMYmdA1yljbq/ppN4PbbgTe9qac82mRKtVqN1bP5klNqxiauTNzZZ5+daFHtY2ySxMTJdeJcQJyM\nWFs+Ngb83/8b/DA62gPiktwp6Tf+P2fiAMRkfL7ulD7vs82dEggGWmNjYws+J06TGLrkxC1fvtwI\nKGROHJdTmiZJ5bPhTJwWJhCnGZtQ2OSUNGFUKpV6Jtl4TtzSpUvxN3/zN7Hf6VzUJyaBOFu9OnDg\nAIDAIIovQ5PExOWREyfLpYE4Hnv37sVJJ51kfK+0smnvjRwPJOXEJQETfv52u90jp2y1kpcY6Ovr\nU8GFLLOUU0smTgNxvsYmQTGb0f7EeHOJJo1pZX9pYjDl+GD79u244oorIhDHw4WJM7mMy3Zq0djk\n/5HIIqekisutWYH4rES1WjXOoDoxcbOzwCWXAG99K8AqtqxsWdaJS5oto2vilZ3Pahw+fBi1Wg1L\nly7F0qVLc2PigADEJeXEccaFXxvQ29D4gjj+XCcnJ7F9+3YAOttoOkbWnLi0ckrXnDiNiZuYmEC7\n3e7J2cgLxMn6mIaJo/snmQptQsYmp6TrloC9BqBNHcUtt6jlke1Go9HAmWeeGdtGtjHGCN+n6VKp\nsMW+JUshf+fPJWkWl7NoMlzXiUuSU/rkxMWu4YEHAPpdkdDw82rrxAFmEMdzKNO6U/qwrLbFvoFu\nvthCBnFyP/qX9L6TOYP2vtK5eR1Oa2wCBEycFq0Wc6es150X+zbVT5owknlOtJ+Nuadr4nJK2tYH\nxE1PT0fHkM6cpjqdRk6ZlBPnysTZ8tl52TSJIt/PhYkz1RUbExfVR5ucUhibcGWTDcRpz0OTUxIQ\n5yAsjZySmLi+vr4IKPF20pQTlwR+Tf2fLxMnl2yicDE2kZOFfLtFEHeURhbJElVcniMB9M5KaIt1\nAo5M3LZt3c+hQ5NWfg7itBfBBOJcmTjZuXAQNzIyErFSg4ODuYO40dHRnpdadiQuOXFZQdzu3buj\njk9jB02zy65M3MzMTK5yyiw5cdSh+rhT0r5UL4rOiaP7Zxq4ttvt1Excu9lEFcDU1q3A4GBgbqLc\nf+2ZP/zwwz3l0M7ZEzQpUqkAR45kllNqTBxn02W5fetXnkxc7nLKMIcGgAribHJKF2MTukYTa5Gk\n7PBh4rTBqGTi+vr6jipjE/o/6X2nttPExMnvDx06hEOHDvX85pITZwNxEZ/R3x+5U5LGQZNT8tDa\nGhpMShAH2OXXtL1NTunyHnPW0QTi8pBTmt4PCg7i5GRQVhCnMXFFySnptxKdn8kpo6syyClNDJHt\nOkxySto+TU4cgbPJyclIhcFVCUk5cby+aqylC4hzGQckMXEUmpyS78/LTtstgrijMIpg4iRY4JI2\nbybunnu6n2+7LfooO1buRuQjpzTlxMngYK9cLqO/vx9TU1M4ePBgTFqYN4gbHBxEp9PpSUiVA0fT\nTK0riDMBK36ebQxQayDOVIfyYOIS83+USMqJo3ABcfy8STlxRYI4LqekbWVHrMkp5SyySeLEThT8\n32gAL3858NRTgAW4256HMxMXdrxDtRowPAy4gj9DaEwclaXKBhn8N59z2dwpXZk4PvurMXqplxjg\nIC4c8GplzyKntKkYXHPiXOpPUk5ctVrFsmXL5p2J43XNpX3S2jUZ1Hba5JQynnjiidg28nNmEBcO\nBuk7k5zSdG2835X7djqdWD+r7QtkZ+JISgn0grg85ZSmsYUsl5T9yfvXbretSiEbiDMxcSZjE9/P\n/PySiZNySj7xRdfHmbhOp4Pdu3fHrt2ViaMxWFomjurS+Ph4tLYtB50+OXE+TByPLHJKCltOHN+f\nl522WwRxR3FkzYmTcsrcmDjOvu3cadyeV0QNxPkwcYAORCQTNzIygvPOOw+HDx/GW9/6VgBd5iyN\n5MLExAG9oCkJxJnkFaaOwIWJe+ihh6LPRTBxeS8xoDFxmpyShwsTN58gzoWJs82Gc3ZOXgN/HqXw\nPJ3+/oCJAwAlH8tFPuXLxA1Vq0C7jT7LAsQuYWPikoxNXMLH2KSInDirnDKBibO5U5rklNzYhMqs\nzZJHZYAZxGkDblMkgbhKpYLly5fPGxPnwtBoTJyW6yuD+lIfEEeSd18mzpYTFw2Fa7XgHxB9lySn\n1Ji4drsda581Jk57hpKJ4y6d9Ox9QZzMM01aYiBvd0r+Oy+3LPtcMXFJuV20jTQ2AZBqiQEO4q67\n7jps3Lgx5sRuytszySnTGpsQiDty5Ah27tyJjRs3qkxcrVbrmfT0yYmT4SunTJsTlwTiXI1NFkHc\nAosskiWquJqckldiDuK8mbiwQwIQzM4bys8rrOuAWDJxXLduA3GklR4ZGcGDDz6I9773vfj0pz8N\noHc9H5dwAXGS3ZMDx7mQU3IQ55sTlwTiaAZ2rnLifOWU/LxJII5CA3EmVqoIOSW/Nj4AMc1w8zpV\nDs9TqtUAYtIVEMfZV9Mz8cmJmwIwQvm0IfgogonT5JS+5/KRU/J6qH3mYKqvr88pJ05GdJ8nJgJX\nSooEOWXSOnGmnLhWq4XDhw+jXq/3vGdJk4Ky3fZl4uQgiTNxlG+WV8h3My85pQuIo/fVlhMnvyMm\nztS/moxNnJm4vj60y+XoO01Oya9fY/0pNPCSZ06cKfi1+ubEpWHiZE4chZwIoNDeh7Q5cSYQ52ts\nYpNT0vn7FDmlC4ijSaxvf/vbAIB/+Zd/sV4Hn6CTTFxaYxOqS9u3b8f4+DhOPvlkY+5wpVLpIS7y\nyInLwsSZiA2eE8f3l9uVy2W8ePduxK2EemMRxM1j2JKt08gpbUycr5zS2Onu2AGsXRt8ZsDBlsSp\nsS2+TJx2rbyy0zW9//3vx1VXXRWdk0Ccj6QySU4J9DJf8iV3AQVpQNxcySm1gRo/rqnjHB4e7lns\nk8ogB9L83ElySpqd9TE2cQFxeTJxSXJKHprEkgef2QS6TBw4iFOYMc7w5cHETQMYDe9nNXwGTgPy\nTgf4wQ9irpZpmDifSGLiTINVk5xSA3Fp5JRLn3giuB+0lqOFidPklEZjk2oVOPdc/FEIEJvNJkZG\nRqI2iof2zDQmzoXVSHKnlExcniwcYO5rfI1N5PHyZuLIHVmTU9omTF2MTWoAOqVS5EzZrlZVOaVN\nsUChPUdXYxNTThx/14uSU+aZEyfLpYG4rExcWmMTF1bONKkQ5cR5GJtQjtn09LQ63kmSU2o5cWmY\nOGJ1f/WrXwEATj75ZJWJq1arPXl8WXLieGRh4ihMckqe88eDb/fBH/8Y70wo4yKIm8ewgbgsTJyW\nE+crp1Qr+PQ08PTTwGmnBbk5Cojj56TjJA3UeVlMOXFJcspPfvKT+NKXvoQrr7wyduy8QVyecso0\nOXH8uT711FPR5yxySm3w6wLiNCZu1apV0YLcPLQOjI5FZSxKTkkhQVyr1co1J85FTimNTeRnfg0a\nE4d6HQg7tyQ5pansPkzcNHqZOKf42c+A178eOOOM7jV4MnFp5ZRaLpuNiUuSU6YFcRRLaWmB3/md\n4P+cjE3qpRJwxx34/XDZm1arheHh4aiN0iIpJ47OnSUnjpi4ZrOJ8fHxwkGcrM++TBw/rguI03Li\nIuaDfX/SSScB0OWUtgH4wMAA6vV6MhPX3w9QG1+pRHJK7X77MnF8G5ecONd14tKAuCQ5ZZ45cSYm\nTit72py4IuSUUnpH2/UpOXGasYnMiQMCcEJsWhKI05g4AmHtdjuVsQnVJQ7itJy4arWKgYGBGBiS\nY6usTFweckrXnDjb+6bFIoibx7BVjCxMXB5ySnXwtHNnd0Z5cNAqp0zKidPCxMS5gLgLLrgA73vf\n+3rKXRSISyunlPKJLEwcAKwNWdH5YOJMA0I50OXHc8mJ85VTyjCBONl4z0dOnGQLtHPTvhoTV3Jk\n4nLJiZuexlSphMPhddR85JSUz7N9O8CYCBMTx805KPLOieP1wWeJAf677HBdmLglJKW0gDjbeU3G\nJv2i3rgwcUl1Qrt3MpLcKYmJA4J2cq5AnAsTZ8sRK5fdjE1cmbjBwUGsXr06aptdJ0xLpRLWrFlj\nzYmLQByVK4GJs7UHJkaV9nPJiaP3Ig85pcyJS3JczSMnTh6ziJw47b2Rk7pZ3Cm180c5cQY5JZ/4\n4nJKIHim2nhHuw4tJ44W5m6325ly4pKYuFqthkajEVMAmVJGAPP4gCJvOWXanLhFEHcUhNa4aZ2N\nz/E0Js4mp/Ri4n796+D/E07oAXEuckpT3hMvS7vdNrI2PGwsCg8T6LKFaeaPH8+XidPYSDmw1Pa3\n5cQBwEte8hK1PLZjuBib+IK4pDA9U35fbCCOZtnykFPyc86FnFILXyYuAnGNRm5MnKuc8jDJKUMg\n7QSseKcXzrIXzcSZ3Ck1KW+SsYmrnLJnnbg/+zPg8stj17Zk+/bgmZ11VrChoztl0jpxdVFnDx8+\njFarpTJxru6UPnJKFxA3MjKyIECc3Ff7roicuM2bN/dsI7fT+q81a9YkyilLbEDsI6f0YeJcc+KA\n+Bq0hTJxExPAsccCn/60OjFki6R14rTrot+zgjgXJq6wnDgPYxOS+XEmTq5ZKsvI23bJxLVarUwg\nbv/+/QB6mTjeDg0MDMRAnJwg19r7ouWUNrM/vr3N2MQlFkHcPIbWYeYhp9SYOEAMZv0AACAASURB\nVJOc0tTgq+ffsSP4nzNxhll9zdgkxiwYcuL4bFQSE+dCO5ty2GwxlzlxWdwpAeD5z38+6vW6ClJN\ncso8mDgT62CKJCbO1EjKhsxFThlJSTxy4mR9LFpOmTSIq1arsWP3hXUyiYlzYb195JQxJs5i4tET\nrOwIO1e6H1ouVpr8FhkmJk6yfYDfEgOuckp0OsBXvgJcdx0wMRHt0zc2BjznOV1XUUdjE5OcMhoQ\nsftYQ5fNcGXitOeQVk4pB0w0Cz82NrYgQJyNiaPIOyeO3wf5W5LqZc2aNRgbG1NVDRoT16nVUssp\nTRMa5wD4k4cfRjusE7acOCA+OVwEiIvO9YtfAPv2AR//uNMz45GUE2czNsmLiZNqHP45LzllDxPH\nlA4mEKfJKbW66bpOHB2HM3E+xiYEAoEgTWP16tWxyS6ZE8fllDYmLiknLi0TR+DXdDzZ1y0ycb8B\nYWPissgpk5g4/nJ4uVNKJq7T6RmQaBVWY1u0kEycSfIAxJk42yAhjZzSxqS4MnEu+v00OXHyPCee\neCLq9bra2ZvqkAT1WkOVRU6phU9OnMbEUeTtTjlfcsqkCZPly5djdHS02x4QiMshJ85ZTjk1hRmw\nnDgfYxMO4sLOVavTReTEyXdEY9aTmLhmsxk57vX396sgrtVqxQYOpeFhYGwsYCFDCRAAlGdmggF3\nyE7ZmDivJQbYvVmDriW9KxPHoygmDnCfUXYN2a7lKafMmhMnB44moGuTwgFdcxNNUqmCOMnEzc4C\nv//7OO3uu3uuV4aJibsDwEVPPollDz9sLKdpXJFFTplobPL447Hz+Mgpk8YWJjmlFmlz4uQEOy9b\n3sYmZbo+TU5pMDbhIE67ty5MXKPRiEnkszBxQMDC8f21nLjp6elYH7zQc+JcjE1cYhHEzWPkDeK4\nsQnPMZKDdj47aGoInJg4IJJU2iqsq5ySGgKtkUjKiTNFUSAuKSfOlYnLKqc86aSTevKnKFyZOKA3\nB8sG4sgAwAfEZc2Jo6CGLw9jk7mSU5rquvaZYuXKlWi1WpFEJFpioF7PnBPnxMR1OsD0NKaVnDin\nUJg47Z5KlqwIEKfNvrvkxO0I27tKpRLdMz5rKnN3+nbt6v7xi1907/PsbGBIU68HRhS80/7c54Df\n+i2s/OUvAdgX+5bGJnw4tAZd2ZHGxGmRlYmzAWFTH5NHyHbNB8TxOi/3SzI24cdwzVnig1ZfOSWg\nO1SSnBJ8QFyrxUHcnXcC3/kOTgrXddVAK/j24nOM1QnrvC0nDiieiYvO/5//GfxfrXrLKU05cXnL\nKbW+l65Dm/ij37PkxKlySmFs0m63Y8YmvM3UQJy2VqaLscnAwEBs8j6LsQnQNQnSmDjKiaMy0zkX\nipzSBOIWjU1+A8JWMdLIKaniysGMBAuZmLjly4HVqxNBnCan5NerXV9/f3/s5dTklHzQPx8gziSn\n9GXiKE8nLYgjMGkDca45cVReXybOJ1xy4ih+05g4Hq5MnGR8qTMu9/db14kzMXHagN3axrRaQKdT\nOBNnk1OmBXFyosOHiaPPIyMj2LNnT1QOjYmzgrh77ukOmomJK5UCIMc77a98BfjlL/Gcf/7nqOzy\nXTEZm/Dh0FoA+/btA+DOxOUpp5xLJs5VTqkxvtrkqKuxidanAWZwVqlUMoM4Zyauvz8up/zf/xsA\nUBMDRMCeE6c9q75w8iaJiZMgju5XEohrt9s4ePAg1q1bB8DB2CRkBnHCCd59UVJO3FzIKU1MnGkC\nO0kWKLfhv0VMnJYTl7DEgARxpExIWux7cnISjUYj9h4WwcTJnDigm49nyvvn5c5bTmlaYoBi0djk\nNzBsTFwaYxPOxAHdztYG4px1+p1OAOK2bAkGIwYQJ6+tr09fJ06LwcFBdDqdqOPS5Ap8IOhS2dMY\nm9gG4UuXLkW5XE6dEyc7Nl8QRw3o8573PKxevRrr1q1DX19fD4jkx9BYTK3Rz2OJAVO45MRpx0jK\nidP2mUsQp+XEyWMmMXHa79LaOZJTcmMTS06cHHRoM6rWToIAQ6mEqVIJ6O+PcuK8QZyFiZNySvke\npWXidu3ahZ07d0Z/89+BZCbu0dC2n5cR8ANxAFBCyMTRgFuCuJA96wvvrZYTZ1wnjp17DYC9e/cC\ncM+J4+EjpzS501HIXLCiQZyclLDNntsY/CRAwN9rV7mb6R4VwcTVENS3Cgdx4QSKjZlPYuJqYd+p\nldPExHFmJqkNHRkZQavVwvHHHw/AISeOltapVLzllKacOIq8QZx2z/Ni4lxy4vrabaBcDv6F54ta\nn+npaEKCcuJKpVIMXPDykezPRU45MDAQa++z5sQRiDMZm0hpoinvn392AXF5MHHUT/vmxLm2m8nC\n38UoJDgI4ZFXThzgBuJ4WDuWffuCwdgJJ9BBgv/Fws5Z5JSUB0CyII2Jq1QqmJ2d9WbifIxNbCCu\nXC5jxYoVmd0pkzoTU04cPdMbbrgB4+Pj0YAiq5yyUqnMa06cq5wyz3Xi+DUUycQl5cSZ5JRAd/0l\nMjaJMXEJi33LfAy6ficmLgQrswA6ALB6NWoK82cMTybOJKf0CZ7PRgstE+PNz8/PJz/TMZ588slY\nOVyYuErI3OG444Ann8TA+HgXaGkgbnKy69wZgriZmZloECuZOGlsUmX3Zy2AXSGI+3+ViZN5aRoT\nlyUnTsvzpr8pJIgzMXH8s8nYBDCAuGYTdSDGxJXCzzUA6/bvj4AOB3Gm8yWBuGoKEOcjpyQp5fr1\n6wHEJ8YAwaR3OsCzzwY/TE4a+z5TJK0Tp12Xqey+OXEUJhDH+8Dc5JTtdsTCUXkiyBC2Q+ShUK1W\nUS6XY+BCc6V0kVMee+yxsTEPlz66ho2Jk8YmeTJxFFmZuFKphP8CYN1JJwE/+IGznHKRiTtK4oYb\nbnBi4nyCu1MCcTklf+FcQFzP+cnUZMuW4H+StRlAHFV619kMoBfESckDEAdDLtrher1udG80hc2d\nEggGSfJ4UsKVJKe0AUVte162SqWCTZs24bTTTovKaZNTyoGbiYnLAuKSwsed0gZwFrKc0uXZusop\nTUwcarXuBMp11wG0kLQ4lrwvvJy+TFyn0wFWrZoTJi4POSUHYCRReh2AP73//qhcSUycfO5aTtyY\ncOssUVt47rkAgA179yLq1qmD5yDu6aejfTmI27ZtG0466aREOSUHcQ105ZRp3Cllu50VxM0lE2eS\nwqWRU+bNxPFBq2mSVHsPqS/UQFyZrouzGgzEncrahBrLvzzprrtwhXJd6uQGay/6w75OlVpa5JS+\nIO7YY48FkJDTOjrazSmdmkK1WnVa21A9FpLrkK3cPnJKkypCyi193Cn5ZwmOYnJKAeKiaajwPhKI\na7fbViZOGrPY1onLW0554oknxs4pjU2SmDhtosLULvFn5TIOsIG4v6I/vvzlnrHGorHJUR47duyw\nVow8mTi5HlkqJo5MTYiJU0AcH3Dxl8iViVu1ahWAXiYOQM8MlSsTBwSDmrzklHQ8ycTJ2RQbKDhy\n5Aguuugi6zlsOXESCCXlxGmDGXleXxAn62VaJo6DctMxeFld1omT68FRyBk4Wx3KIqfMy9gEYEwc\nH7ixzg3ve19sP1NOnAY2rQCJgTgAAYgbH0c5aT+xP4B0OXH33ouq67nCoOd7xx13RN8NDQ2htH07\n/g+Ac598Enjwwdi2ts8UrkxciTrjV78aALBx797IbEJl4nbv7u47OooSgO3bt2N4eBgvetGL0N01\nLqekMnAQV0FXTmlj4kwhmTjbzPNCZeJccuJsDH6SsQmfNHSVu2WVU2o5cbEJHSp7WEf6AZz0n/8Z\nuBG++MWozs6iEl7r71x/PT4KYDkxxqyc8nOJOaj200SSUk4+0DaBuKS+gYAqgTiTI3NfXx/Ayx6C\nOMnc2cKUE0dRVE4cHx9kkVPyZ8CfW71eVyc/a61WDOxHkzT9/VE7VKkES1J1Oh0nJk6bkKXnTTm9\neRibNBoNlEolPPe5z43GrKbFvovKicsipwSCybXwYpxz4haNTY6imMucOP7C8VlSHqmYOCHp4jO6\nUt6SZGziKqek47tqh/MGcStXrsT4+HisMfYBcddffz1+9KMfWc9hA3EaELLJKaVkQytfViYuz5w4\nW+K9i5xy48aNPfvxa8mLiZM5nmnllC7GJhV6NnydOCCQFynltoE4HyZulrYP300330NYmTg5uO6x\ncr7xRuAlL8FnkA7E7WEDvT179qDM8tsohzeJiUN47g0bNriDOGoDbCCODZ7AcuhKnQ6WAng4NG04\nixYGh1lO2cfuYwV2Jo4iiYnTzBdkmNaJispSMBNnYjn4uyVzpTQmTgN/tnZMy/Omv2XZ6Hs+aPUx\nEbPJKSt8QieMUjirfzKA5zzzTMAGh/LE5QA6rC1Yf999seNpA9wS6y9tII6D9TRMXLPZjJg4Mjax\nMnEkpQSAqSnUajUvEGdKY5DlyhvEcbbF19jEZcKgv79fTUOot1oAexejCTw2mcSZuCxyylarFVsj\nLisTVyqVcMEFF+BNb3pT9N1c58RllVNGIK5e986JWwRxR0FoFSOtnJIamb6+XnfKQpg4arAFE8dz\n4rQcBVsnaQNxFGmYuJUrV2JkZMQZELuAOCCeZyfXabPJKbXrkWHKiWuyBTr5tjYmTpNvZGHitCUG\nksJ0vKScOFlWFzklzeiaQByfXTPVIVM+oXZNFCY5ZRomTsopY0xcpQKElssQHQAvt0lO6cPEzTI5\nJQCsStpP7A+gh4nj95QkPLFBz803AwAuTj5LLDQWbc+ePehw2eOhQwC6bY38XC53c3g3btyIer0e\nu48aiKOBSQTiNm4EtmzBxn377HJKAnHPeQ4AYCW6bZ2NiZuZmQkGbeweV9AdDKRZJ07WXZqZ12Kh\nMnGrb70V+F//KzqnzdgkS05cWjklH+SZ9qGwyik1Ji489lvpi9/7PSBsQ1YAqDFmba2QYKv266xv\nq1tAHLVTgNs6cbxO3XLLLahWq7j66qsBmOWUNiauVqv1tMO2SMqJo7qggbwsOXEcaPoycXSs5QDW\nPvNM9L2tDtHfA81mD4jr6+uLtUM2EGeTU2rGJsSESSYujbEJENSRL37xi9HfpsW+k5i4+VpioNH9\nwzsnzrXdXARx8xRyppx/D/jLKfl+SUxcqpy4nTuBchnYsCH420NOqUnmXOSUfJCQVU7Zbrd7clhM\nkQTitA7WlYmTz2Iu5JTazF8eTBwPVzmlb04clY22jQbMFiBhksRo8l4ToHFh4uTgwcTEaWVzZeJI\nThlj4oAgF279+hibw4/lwsR5ySnDOr86aT+xP4BEJo4Dp3a7HQGtYddzhWECcVBA3Mtf/nLceuut\nuP/++yPmVh7npJNOiiambDlxxDqVpqYC595aDTj1VCydmkIED7mccnY2WMKB5JQveAGAYLBN8cIX\nvjD6rDFxtVotdo/pLS2VSjEABfY94M7EAea6r0mjFwKI2/j3fw+8+91AWKeS5JQy8gZxUk7JB3nW\nvhbBIHhgYMCZiSuHTEQE4i66KAbilrLj9FnytzUmrjE8jDKSQZwLE8eDwNsDDzwAAFi7di3K5bIK\n4qKJHs7EtVpoeMopTTlxFKa+Q9vWh4mTYE2Whz7b5JSfBfCmT34S+MQnYtcgy87P31CYuHK5bARx\nMifO19iEQFQeOXFa2Bb7BtyYuDRLDNjaBTqnFcQdPrxobPKbFnmDOD4450wcnSczEzc8HHQK1HA5\nGJuklVOSLMjGxNlYFBnU0Rxms5G2SAJxxxxzDIAu2AT85JRJOThyex5p5JR5M3Euckqt3NrxfHLi\nSCPPQ5shlfvReSWAcpFT2t4/2TH5yCmTBnFGJo46wVIJ2Lw5GNSwQVnexiaRnJIxcU6RkolrtVoR\n0DqMAkAcWxLlggsuiIElCqqjJ554Yg9g0Ji4GIhrNIJnE36ngrjgQF0AHoK4NeH9Of7446MJLUA3\nNpEgjq58xYoV6nN1dac0DTZ5uDBx/f39iQYCaUMDcf0AKocPB893586e9sxVTpk1J86ViUti4oGg\nP9Ry4jQQ1xce+7kARo45JnBIZSBuCeur+gToUfsjxsSV220cC/052kAc3S8TEycH9GvXrlVNumIT\nn8TEhez10koll5w4FzmljLQgLm1O3Gb64tpr1TLK89cQ5s0yEBeNywSI03LipqennZk4Kgs562bK\nibv8cuAP/kD9KWmx74W0Tlyp00F01pGRRWOT37QwgTgKXzklH5xzJk5rFFKBuMOHg4W+KQxMnE1O\nmSTBIxAn14kz5cS5JoBSw+HqYuUK4ghsAr0gzsQCSRDny8SRO6U8tm2dOBcmjpKbKbKCON7oXX/9\n9bj11luj85iu0zRbTvvwRtIEVi677LKeY8vrKJVKkSQ0S04c3SMql4+c0ubACShMHJWDy1E2bgTa\n7djsNB+k5mFsEskpC2LiqJ2IAbww/3aF67nC0Orqnj174ouihwDR5TjkiJaUExcDcdQuhgPaCMRx\nOSUQDKB27w7A8XHHBduG9ZxLKQHd2MQE4kz5cElySo2JywLiOCNYNIhrhyAjivvuM4I4LZeWT+64\nMHG2nDj5mQ9auZTMBcStWbMmyhe78cYb8b3vfS84rpzQQZeJA4Am1UEO4nyZuHAwfjAs8wZDObPk\nxJlAnMbERWWkti7MzfcFcaa+vWg5pSsTZ1vsO3pq4aSUvAbZVq6gv9l4T5NT0rJNWXLiqIykTkid\nE7d7dwBSf/AD9WfXxb4lccHLSuBJ1metbfSRU0qp6DJeL4eHCzM2WVwnbp6CDyB5yMYkDROngThe\niWVeEYWVHRgdBcK1l8KDBP9bQJyUr9nynoCunFICNu07Hzkl7eOqnU8Ccc8JZwFtIM6VifPNiZud\nnY11lrTtfDBxMnhdpdy9q666Cu9///uj7205cbLcvGxyX20w9tu//du45ppr1OvSzmsDcXROF4OH\ner2O0dHRXI1NJBPXI6cEgDCHBPv2Re+mS06cExNH68RR2QrKiZNyyvLMTLQA9jGu5wrDxMSVeOfq\nYHBEdSVJTmlk4oBo4GRk4iYnAybuxBOBELD/48wMzgYwI0CclFNGbLwC4rR8OEC/jxoTp03kyNDa\nBm3AtGzZMhw6dGhOmLjj+Ab33+/ExMnjlctuxiY+ckoePjlxQHD/xsfH0el08IEPfABLly7FG97w\nBt3YhB27SZ+5nNKTiSMQt2vJEqyenjaCOD5w9V3sm+9L8lFtQjI2cblnT8B0b9oE/PznWBoCkE7H\nbTmSZrOJcrlsHF8V5U5pmlCT4I720+pXdLcmJoBWywriSqUSlpdKgfFVTnJKFyaO2kTTYt+JIO7r\nXw/KbADmppw4zmppfbqWVy/rM41Z0zBx0lgGABq8/WRM3KKxyW9QuIA432NJY5NYUnAYpmMbZwfb\n7QDEMemEyZ2SgtPZ2uBNK0Oj0YheRsDd2CRpkCCNXpLC5GBFockppbFJVhBnY+Jk52FaJ04DcUW6\nU0oQ993vfhcf/OAHe8oqz0vXmSSL1MrCz7tlyxYjA2oCcSZAYwLRPKhjosbYJycuaSZ+YGAAlUql\nK6ekesA7QRoEsQ7PJSfOh4mbVpg4p/Bg4nhnWWftyWoEUi7X0OrWnj17ogEpACcmjo5DckoTEydz\n4so+IG7v3qDt3LgxalfXdzr4bwB+K1zYtrtrnImLBmJKTpzNmRJIzonzkVOaZOH0rhXFxEkg1ul0\nsI5vEDJxrsYm/LhpcuJM73JWJo62bzabGBsbi1g5jYnjExVt+hze/+Xo5sQNw42Jo359V9jPr7eU\nkyILE0dunIlyymefDaSU4fu1JCy7zwQtMcW8PElySm2bPOSUXLGUJKeMwZ/hYSsTWCqVsIKel0lO\nOTMDtNvOxiZJOXFAF8Q1Gg27sckllwB/+qcAb2M6HeCrXw0+G0BcUk7cxMSEOi7Unqe8f9HyC2wM\n7srEacsLVHk9VuSUdC8IxHECxFRmLRZB3DxFkTlxSUwcxdq1a2N/G5m4I0eCF4zLKVO4UybJKQHE\nckFs68T55MTR/XAFcRrw5eHCxMl98wJxPsYmFBoTlxXEyUGQ/PvnP/85/uAP/gD1ej3WuZuYOJuc\nMurE+KDF4jKn7avJOG11iDO+pshLTmn6feXKld114qge8PtH98MA4nLJiStldKcsl72YuAZrT8oA\nBj0W8pXrJh177LG9IM6RiSuVStiyZUvPtU5PT+PgwYO48MILcddddwEwMHFJcsrHHw/+37AhAHJh\n9AF4iTBgoneGACTdszRMnKn91Zi4LHJKgIFbxxll15DOsRoTVy6VvOWU85UTZ3qfaN+pqSlMTExg\ndHQU09PTKhMXWwuM6mB4/5ciAHGTS5ZgCH5M3O6wHm9A8qDSF8RxUEuTD1Y5ZacTMHHr1kXv0UB4\nH10llXSsuWbibHJKnlNtc6eMifWGhqJtTP3McvrbxMQBwPR0BOJkTlzSOnH8+qmMGhOnyilvuAG4\n5poAzNG9uftuYPt2Kmj3exZJOXGTk5PqRLXWj0v5o80cLg2Iq/F9hofRFuUqlUro7+/H1NQUfvCD\nH6BcLuPuu+9eZOKOlkjKifMFcaacOBMgmZycxNNPP62eU37G6GjwP2fiqKPwkFMmMXFA3O47ryUG\n0jJxRRibZHWnlPvTMTSAzO3CKYoyNgHiz+lDH/oQJicnccMNN0Tr/wDZ3CmjsoyOYsMnPoEX9JSs\nN5KYuLzklED3fstjJhmbmOrvihUrIiauamPiGDuUNxPXpG3S5sStXBm1ERq7KZm4hmD2V3rYh0sQ\nt27dumCduPCYzXLZiYnbtGkTzjjjjOi5Sibu2muvxa233opfh7l7EViZnu4qFJKYOAJxGzcCQj65\n8p57Yn+Xy4FZlY2JS5MTl5aJGxkZQaPRMII4es6UU7ht2zb1OGlDY1GiFmbdOmBoCBsNII73q74g\nziUnTsopXdwpTe8/DXhHqf9FkC8etQUGENem84R1cDmCnLjR1asxhV4mTmVUw8H4Ux5MnO8SAxzg\nEpOiySmjPm9sLGAIjzsueo+WeIK46elpVfqWlO+mjcPS5sRJOSVnXG1MXAxyHDjQM0GpyikB8xID\nADA1FQHnJCbORU7Jc+KMxibtdteM65vfBP7rfw0AG7FwVF7lmbrkxGljHHJ55alEUtrJJ4XoHrrK\nKRNB3MxMtAQNf48ajQYmJyfxF3/xFwCAv//7v18EcUdT5CmnNLlTmpi4er3eU4mNs4Pk6shBXKUS\nDCgNSwyY3CmTQCkHcdxBaiHlxK1cuRKVSiVaVLjT6eTuTmmS80nXJb6trE/a7LpJTlkVVs0u68Tx\nkM917969WLVqFS666KJYA+eyTpyMHiD253+OVTffjGvgzsRp57XVoTRMnIuckiKJiQOQiokzvWtp\nmbgZ2j6tO+WKFT1yShcmrhPO6jdSyikJxE1PT6M9Ooo2gNEVK4BQkmaLm2++GbfddhuA7sQUz4l7\n7nOfG21brVYDJ0YApWbTXU5JM84bNsSBOQDcckvAOrDo7++PgbhSqRQD72mYuKScOBOIO3DgQI+K\ng9d1KsMFF1wAwN0V2DU0EPcc+vG1rwUAnMlYDb6tbXLU1djExsS5Gpu45MTRvnw90qGhIVVOyT93\nBIg7EUCl2cToqlWYQph3ykI1NglB3LONBlrlsjEnTisvXVNSThzfnpgUExNXqVS6zpQKE+fatxOI\no5Byyvlg4mhSgBubJMopGRNnGkMsc2HipqZQrVbRbrejpRyyGJskMXGVSqXbbr385cDZZwd5cH/3\nd8B3vhMA9Fe9KvhdAXEuOXHaGIdUU6SiAnpBXN5yyprYpyImM4Ggn5qamoq1Lb7GJosgbp6i0+mo\nA8S0xia+TJwWxtlB6oTl+kMDA8YlBtIYmwDucsr5ZOLK5TLOPPNM3Hvvvdi5c2ckReBhys3KKqeU\nrkv8GLI+aQMzExNXr9cxPT0dXUfWnLjJycloX97AueTEJcopb7oJAECejGlBXFYmzjUnLgsTNzEx\ngZmZGfTRvfWQU+bBxEXGJvU6mrWaOxM3PR1M9GzYEAy+xsedmLgBAnHhepT9FhAtQ7IetHhwe3QU\n4wAOrV4dmMCwQbEWK1eujNohCeJmZmZi9XnZsmUoldh6QALErekWKP4/Z+IA4BvfAM46Czj//GBN\nzh07YmWq1WrRbHaanLg83Sk1EMffa7rvF154IQDg1FNPVY+TNjQQF3FAr341AOB0NoHJt02SU9r6\n27leYoDAxjCTAA8NDSUzcYINJsXC4dWrMYmQiWPXqU4qhuz1eF8fxleudAJx/H5zyb2LnJKDONmP\nRXJKcqbMIKeUTNx8yCklE0c+BjTpzttDfiwpp6Rjm5i4CLqZcuKACMQBwT3MysTZcuJqtVpQRprw\nXrsWuPHG4PN99wEHDwauo9SGWkAcz4nr6+uLMXHa+I1UU6SiAsxMHI8sTFxV7FMRk5mADuIWmbij\nKOYyJ84FxBnZAY2JA3pAnCknztXYBHCXU7bbbecZi7xBHAB84AMfQLvdxr/+679GgytNIy7/liAs\njZzSFXBockrTPavX6+h0OlbdOy9bUk7c5ORk1Ei6MHEuIK5arQZSjJBNeUac1wfEkQTVBGiKyolz\ndacE4ssMREsM8OtIaWziw8Q12cB2eulSPzllrQaccUYwYHz4YSsTR/dqIMyf66xfDwCoZ2TiAKB8\n5AjGABwkN89HHnE+pjbYm2BtHknIIhAnlhiIpqRMTByBuLe/Hbj3XuAtbwn+DpfkoKjVatGgJUtO\nHA+NiUuSU46Pj2NyctIK4ui+r127Fo888gh+8pOfqGVKG1YQF87inx4aNdj2TSun9AFxecgpORN3\n4MCBRBAXMXHh4P154fejg4OYAlDqxN3/bEzcRLmMsRUrsA5mK/P3vve9wXme97zoOz5+cZFT2pi4\nSE5JTByTUzbCZ+cK4mJgAvE6xKNIYxONiSMZKf2tlUWCOA1MUZhAnCanBvSASwAAIABJREFU5Dm3\nNH4slUrei30D9iUG+qX8v16PFB5RrnKjoU5OUvA1M2dnZ6NnmeRO+fa3vx1AMG6jMOXEpWHiuCEf\nBYG4Tnh/YyBu1y7gzjutIG7R2GSBhyknLq2ckj94zZ3Spt+m8MqJA4IBC8thyVtOmbROXFHGJi4g\n7rTTTgMQdLAkpZSJ3TxMoCwNiCuKiQO6uX1JIE4rm6mTszFx2kyXlYnbuzf6vobijE2y5MS5GJsY\npcssOIir0r3VJFSGnDiTnNKHiYvklAhAnJeckkAcADz4oBMTt8QXxLXbkXEKn8DiIK5vagpHAAyH\n67H5gDigt16PszbvpptuQqlUQpRp4SqnHBkByuVojbgoXvOa4H8B4qSc0jcnTrsW7XMSE0cOiS5M\nHBC0k1zClEfIAXi73UbU8m7cCGzciOfPzFiZOH7tJhD32c9+FldddVX0N287OQCx5cS5uFMmGZv0\ngLjuBt2NWT5aRzBxFIdXrUK0rDCT/6tM3MQEZhBM4oytWIE+AA0Dg3311VdjZmYmNoHA23UXOaUt\nJ87GxPmCuKScOPq+yHXiNCZucHAQDz30EB555BFj/x7jjQ4c6FFZeRmbUDslQFypVIoklVnllBoT\nR+cEEDxDKgetY9hodCcqE5i4aKkVIJGJu+SSS/Dss8/ij/7oj6LvfHLiTHWYrs0mp2yGQDUG4jZt\nAl71KqypVBaZuKM1+ABSC185ZR5MnFdOHBDMNjvIKfsefBCvh51toeBySg1AaHLKpGtLw8RRY+Zy\nTAI+PGlWlskEZKPthoeBD3wACE0AbMDMBDi0/Dkqo/xOY+KA9CBO6+TSMnEy6PtqtRotBA2ImUkU\nI6csaokBXlabnBIIBnG+OXF5MXGzbJvpJUuwHOjm5NhCgriHHnLKiSMmrh3mnSWCuL/4i2AyKawX\nNJDs7++PQFz/zAyOAJgMFwj2ZeJk3aaByle+8hW86EUvssopo++lnBIAjjkmkJzy2LwZOOEE4Pbb\nA4AahpRTlkqlQtwpk5g4E4jjdV3+lnfIetTpdLAEobV+Xx9wwglY02rF7Mu1Oi/vhQRxn//85/G5\nz30u+pu3FSZJvKuc0iUnjkAfzynct29ft93jTAK75x2qg2I9WMqJAxBNfMiyRJ+PHMERBPdoNGyH\nBizOrprSAegd56SRU9qYOLqjviBOKw8wfzlxX/7yl7Fq1SqMjo4axw79ADo0PlKYOBc5pZYTR/uT\nnBLoyvzSyinlOnHT09O9IK6/P5jIajQCKSWQyMTRPX/00Ufx+OOPRxPn9G6ZmLhSqRQzWAPMOXF8\nnyQ5JbXJNjllKyQmqmyykWJVtYrJyUksm53FpxHkgC+CuKMkkpg4Xzml1sHYjE20SJUTd+RINNjg\ncsqIiet00H/JJfgugPVsJs9XTplHTpzvWjIux+QgzoWJkwYeUYP98pcDX/oS8I//GNue1xETaDVJ\n/3yYOLlmCbfvlaE1bLZOLmtOHJ1HgjjJxGmRFsS5AP8ilxgAhJxSy4mzyCltxiZOTBxb7DvKkwwH\nWlWXAROBuK1bg47awsQRiKsA2Lx/P1CpoBPKDBNz4j772eD/228H0F2bjJi4CoCBdhujAGZPOinY\n9uGHk8sfBm/TKIiJozoVA3EGFqSHiQOiRb574pRTAic+NtDmTJxNTpnWndLV2MSFiXPpa7KESU4Z\n5YJRPfV0p5TGJu12G5PsGfAJsFKpFD1/m7GJycHTR07Jc+L27dvXZWR428yfB92HchmzDLAcXrmy\nC+KSmLgQxAHA4fCdGqCBtkOYJufUvg+OxiYKE1fPyMS5yim1PibPdeIuvPBCPPLII7j88stx6aWX\nqmXpBwAyVWIgzlSOtDlxALyZOCmnbDQaPXLKmlSOUBkGBpxBHEmZn376aczMzOCKK66Ivq/X60Ym\nToskJo6Oy3+TQeMlK4gLgXdVLLUDBCBudnYW/2PfPvwlgLc++OCiscnREkXKKfMwNomd3ySnXL8+\nsIYNJW58n2jG5+GHUd6xA2UA79q+HZ12G/8FQJXZ8/NIMjah72wDcBm+TFwk33A8Js3GpGHiomt8\n7LHg/7DT9QFxPnJKVyauZ10X5VpsLBXf15WJo5B1n36r1WpWEGeTLRbBxKWRU/oamwABExe9CRoT\n57nEgFMbI9eJA9CiQasPiGs0gJNPDpg4BjApuJzyMgDHjI4Cl12GdtgO9LvmxIVlosEggbgw4wxP\nAaivWQMcf3wqJo4HgTg+A97DxLEJneBCFBDHBlexoG0YgHA1NknrTqnJKbVJLxcQV3RoA/AlYDJC\nAgQKE2ebUJFMXKfTieU/yrYiUpo4yilN7LtPTpyRiVuzpvuZ1b1mWJcmli9Hs1p1l1NyJi4jiLMp\njiic5JTExB17bNQO0t11AXHtduDAaMuJM8kp+TYUNhBHx5F9Al0Pn+ym+rNq1Spcc801+OIXvxg7\nFpdTlgYHg/aBgThTP7OUyssmlGw5cc1m04mJc10nzklOGWzc/S4BxAGBRHvr1q2455578K53vSv6\nfmBgwLjEgBYu7pT0zzQOsII4Gn+FE2u1cNs+9j6sDO/bqWHb/oI9e7AiBMKLIG6BR95MXJKcMhcm\nToI4kiexgXWPnPKWWwAAowBePjSEV99zD74O4EUXXdQFhyyKWCcuTU5cUgPA77EmpzSBAlVOyetB\n+DJr4MYEwHzklKZ7Ro0QDRRtIK6kDMbTMnEmhpIHnadarQJPPhl9TyWzDdAk+Ofn5c/CxMQVBeJ8\nmLiRkRFUOx20g4N2N5ijxb4pmpSg7fIezcx0B5lnnAGMjmJ12DlJBrdcLqPvyBH8DYDJahX467+O\nJGF1V3fKEPDwunbMMccgbKHwJML13LZuDRwqPQakSSAOgDEnLgoNxEllAwUbYFFwYxMNxNXC55TW\nnZIG2/x3HyaO2on1YS5jkWFi4iIQF94/6Q4n99XklBLYaiBOgjdXOaU8l/aZhwbi9u7dq4M4Bt47\nrB9q0VpzIcjT5JRcQcKNTQjEERPXoLwlhzCBONMkgrOxydq1AYAjEBc+TxeVDb0/Wk4chY+c0jam\nkoYYpr7ZZaxRLpe77Gt/fwDYWU6cSU4ZtUAOSwzw/YDsTJzV2ITLKYH4hJcDiLvvvvuwbds2nEFS\n/WjXhnGJAS2ksYmWE0fHScPE1Qxyyjp7n1dSzn54zucePoy/+5//E8CisclREXnmxCUZm+SSEycH\nHQLEqXLKcPbs4+Eur73zzu7+d93VUwYfY5Mi3Sl9mDh6keVipzysOXGsQ01aGJn/FjsGejuKLMYm\nvkxc2py4POWUNhA3F0sMmOSUWrgM4mIgDuHC2/waFTmlS06cj7GJxsRVXUEc1Z2ws10XAgCNiRu8\n9lqsBfC9rVuB5zwnAnHOTFzI7PPJiFqthtPDAcKvEb6fW7cG2zuycVJiB3Rnm1UmTrhTRkETYBzc\nmZg4ZjpAQXJKeq4yJ64aPve07pSdTu+SN75yyr179+LRRx/VrynHMDFxbQHiagp4sMkpNSau2WxG\n744vEyfllDz4Pqb3kAaZHMQ9/fTTupySm4qx9rYWTjiMrl2LTqejyilXsMnZSqUSqGsmJyM55UhY\nT+cKxBmXGNi/HyCTHAHiXJg4mqC0rRNHkTUnTvbJ8pqoTrmMNfr6+uLAfe3aRHdKAFhG5bXJKX/2\nM1Xmq4E4W06cZOLkEgOxnDhNTknBQZwBmJN7poy8mDgZfX19qUBchSbRQ1UJMXENJo8m85k6l3B2\nOujHIhN3VESecsqFwMRxEBfN+IQV9v8A+NmqVd31rvhxWZjklBRzlROXFcR5GZswtzvbwshJTJwc\ndGWRU1KHl3dOnJz9SiWnDPMCXJi4GIsnzmurQwuBiaPB1aFDh1AF0JL13CKntOXE+TJxkdSO5JQu\n75EG4kKgJevNSa0Wll93HXYD+MEppwTf+zJxoaRb1uOt4XF+DcbEAc55cRqIc5JTVquY4u0XtWus\nffOVUwKI1qQsl8vd514qoRo6ymmDCR42Ji4LiAMC5nOpZCALCAniSq0W6rAzcVoboYE4/j39T2yc\nbDslmOPfAb1ySh5pc+L27NmjM3EsWuyctbDso+HkqCan7AFxtEYcgnswVq9jBkA9fPYu4SKn5HWR\nVCzExElGuFKpBO8DTY7QhFJKEJckpywaxNG75Qriepi4I0dQCq/HxMQt6XQwA8TAfqSQCttZ/MM/\nYDl7PjY5pQsTx0GcMSdOMnEmEOeY59jd1Y+Jc3GnpOOkklOG+8zaQByC3MXVYt8zHcpPsQji5im0\nmU/6HjDIKYeHg1kyJeYkJy6BiZPl6evri0Dc4VIJ/7RxI2LNuSOI4w2o5npVhDvlnDJxHMQJB6Ms\nOXH0t8bCJBmbuDBxsnN2YeL485XHSpJTNoAguf3kk4Pji3P6grisTNxcLTFw8ODBLhPHYw4W+26y\nchITV3EFcXTPQxB37L59sfPT57ePj6M0M4OPAJiido+YOE8QRzP6VI9PDJ9BxMQ9//nB9h5MnEtO\nXI+cEsCRsF50+vq6DByXOyaBODbQ5pLwaIJsdDRwt1yyBLVSycjCURkBe06cfJ99Qdxchewba2F9\nlCCupoA4W5qCbNckiHORU9qMTbRzyc88NDllp9PRmTgWLeW9Hl++PM7EsQmCHhAX9veU7NDqdPA0\ngP45YOKkDJHqZbWvL5i0oHcjRU4c79OS5JQuk95zxcSVy+UucK/VovzHgbBemsq6tNPBEVG3orbj\nnHOA3/s9AMAga885iOMLagPucsparYZKpRK7B7SmG4DenDhPOaUpisiJo+OkMjahSfSwXa7SJAID\nccsArOvZEzgbiyBuwUdSTlxPp/vEE8Es7vvepx6Pzz5o7pS+IK6HiRsY6LXD3rAhyNGxySnDCjvW\n14cdjQZueN3r8P/x44qoVquRwxw1kiY5ZVHGJr4gjmb4lrFBWWoQJ5g43vj75sTR/RkfH++R+uVh\nbJKUE6eBOC6XldeZJKdcS/fphBPQrlad3CldQZw8pwsTx3Ms+LlkvUxi4pKMTYaGhlBDHFCFJ6aC\n9Bxf3hde932YuOk0TFynE0w20T0/7jhg1SocEwItAiJUltXh53vA7mFYZ6xySsZAIgSIsh5vaDYx\nCWAvwvfz1FMD6ZmHuYmsX1Y5JQdxVC+WL+/K3VxAHB2DDbS5miCSUw4PB31CtYp1a9bgL//yL43X\n4OJO6crE8TZ6PkLm5JJbag+IU8CD9n7IdzIJxPnIKbMwcXKJAQI6SUyc9sZMLluGTqfjxsSFIG4M\n3XHKMwBqhw7F87ctwdt1Xzkl7cf/p/XgONMNdA195lpO2d/fH7tvMgqXUwJYGj5DGxM3rqhaovoW\nuvUuY+85z4kD4mtiusopiVWl76gtVhf7BnJl4jjwTMvEycjKxFFOXD89L9auL+10QC3pYQDPhJPc\nZwOREVhSLIK4eYok16aeCvjLXwb//9M/GY8H9DJxaeWUPTlxWoNVrQaLqybJKZcvRyeczbjv1FPx\nDX5cJYityUtOWYSxSVo5pTTw4PIVABGII1ckTU7py8QB3cY4KSfOxdjEJKeUockpZcfnkhNHZT6G\n7tOWLUC1GnVsLjlx2tIGc8XE8dDcKZOYuEQ5pUNOnJZb6cTEKSAukYmje0b3vFQCzjgDg4cOYSmA\n17/+9TgllPO02+0od+MwK1vbhYnj61aFubcSxB0zPo6dADoIDRwGBoL68/DD/z97bx5lR3Wdi391\n5+7bg3pUa0BoRkJICJCYzGSbQJhNHDxgAjgP21mJ8RRsXpL3bDxkvcROHGfFicdnbPAQjB1jByzb\n+IGNbbCEMQZJCBCaEZrVrW519719p98f5+y6u06dU3Wq7m0Nv9V7rV739r11q05VnTpnf+f79t4C\nbJJVq1qVg42cEoA/Jg51EFczJTOJycS5csrBQQEK02n0dHbive99r35/CI+xjsLE9fX1RZb7N9PU\nc/ExcVRiQDO/NiKnbCaIM/2GmyqnnENlN2gDBcSthog9H1m40P1s4403AgB2y890TBwH5BzEHUG9\nXxwC4FSroki9hekUM6qZ5JSAV24IAK10jZoE4tw+ZJDQBYG4d7/73diwYUNDIC5KYhOtnBJAXt5D\nY2ITDRPnLq4D7oJSB3vOORMH1BesADsmDqgDchXEWckpc7mGmDje5rDrqoZ20D3J7dmDP4JdYpNx\nTUItMoodL1HtUgJxbPExX62CetE/A/g/b3sbjqbTOA+AXVqTKRB3XC0SE6cGyitmiolrWmIT04A1\nf75woMbGPL/xyCm7ujwPggvdDCCO2Jpm14mbbBAXxMQFZqfUyClpHzo5ZVQmDgCG5cQ8WUwcYCen\nDGIoyUxMXD9NKPPno5bJWCU2iSunjBITR5NWFDmlDRNHzhXJKaPGxJlAnBUTJ/epk1Mmw54j+p5f\ncymplGJGvPLKK25bKCZjmLWTgI81iNu/H5iY8PbjwUG0FgrYCtEHXadj6VKRnZI7pLffLsYyzu7B\nPiZOK6fUOfC8L0QAcSoTlyAmrqtLgOWQe9JMJu54SikB/7lkCcTRIhorBK0CMp2cUgVxJiYuTkyc\nafHUZhFHlVMSiDPJKT/8wANY+0d/hAsuvND9bOPb3gYHQCGfNyY24e33MHFsLHFzuVpmdW1UTqkC\nBl3MKVCvjxgHxP0SwFn/8A+ebbic8r0QwJjaSu2dMWMGFjKgrLMwEMdVG2H+i0dOyUDcNHltVDAi\nG4x8tYqjmgVR935LEJfXLALqQJxaYsBU95CXiwDqQCewxABZg0wcb7Pt4j4Z3aOLb7sNPwPQwuq6\nxZJT0r3P5YCZM9Etn+MUe/by5bKHiUskk9jc3Y0FAFK2z5rVVlPWdLOVU7oWMklzhqUZxb49HXx4\n2JwOm+Litm/3tN8jp5QgjlioOCCOTLfC1+zEJm4gtcU+bWPidGn5AbOckvZhw8SFFfsG6iAujIlT\nQZxO96/WwAHsE5uoZmIoXbv1VnxIXp9emb4Y8+ejppFTHq+YOJpEm53YJJlMor293czERZBTxmXi\nJlB//sqyn6XCJleViQNcEHemsmm1WkV7tYpaWxuqrG1Ip1FCCIg7fNj7/2uv4ZxzzgEAXHzxxW45\nCjepCdkpp4jXV18Vr089Bdx/P7BzJ/CHP3h2GTuxCYAJOn+T3DeCnFKNiWsFRPY2AnEhY5tNdsow\nJq5YLGJkZOTEA3HUTkVOmYOYS4aHhwPllGQmEEdOqDp20v1X2Tf+3sR8RomJo+OeIvutiYl7y1ve\ngp/97GfalPF0Pjo5JbdUKuXOy8Oox+5PNoija6kuuNJrK52HEhNHqdmjxsQlq1VcBGD6unWAzPrK\nrWPvXvwbhMSb2ho0z6jWTCauVqtpY+LuuOEGXHbZZfjiF7/oa1e2VkMK0II4lYnLs7FDlVPqJPm6\nIuP8HFQ5pQ/EqXLKJsbEAfZMnFbxw6WOrF5bI3LKaiYDrFiBaSMj6AKQZM9eS6XiMnHD8lgvy/uS\nfuaZwPaTTYG442TqpBm6YkgOrMGazcS52xcK4mEKYuIAYOtWn5wy4zjA0aNAV5e7mmED4shJ4A+G\nLibuRCkxQCt8QXJKLo/0rQIHMHGNlBjg/4cxcbrEJslkUnsdTHJKExOnXSlU9tVx8CAWvfQSADa4\nHjwI3H8//kZekz5KsMOYODq253fM4oI4x3ECB28gXokBnZwyqP9OmzYtnImzSGwSmYmT17rAHFHr\nmDhLEEeApKNaRU2OL9yBHkMIiFPHj927cccdd+C73/0uvvrVr3pAnCdrItUye/VVAbDuvrv+3VNP\neXap61NWJQYgJJzypPTtj8nEAUAHXRdLJs5tkwFU2DBxJ0JSEyCAiSNnkIG4wcFBPPXUU9o+b5JT\nRo2JMz3LyWQSfX19uPTSS/GZz3zGcw5RYuLICMSFJTbhpl4rnZySW7OZODUmjhvvi7S9uiAZysTJ\nfdgs0HImrnVkBAnIsey553x9oeO114z7sQFxptg+siggrlQqeeWU8vnrTyTw+OOPY7FM9MWtVe7/\nqPK5R04pw1byTH2gMnHcbOWUKhMXSU55DJk41SqVCvDkk+7/bdIva7TEQC2bdee/FVBAXKnkZeIS\nCbwk50JbEBdOz0zZpJgOxHEQ5ANxjNZGuexLMsInmGYwce72pvICZAqIozbXajV00vkpckoXjhpA\n3N13341Vq1ZhlkwlzwECHxx1tL7OJiMmjq6VLRNHn6kgrlqtGpk4dfCIm9gE8DNxNnLKsKB8WyYu\nCAhR2+/83OcAAHeDTZIKK9JDjHB3t4eJIwsCcTrmkSd80d2vZDJpxcQ1KqcMcgo6Ozuxa9cuZABf\nfEOQnFK9HzpZbqAzcuAAMG2aBzhaZ6fUgbilS1FNJHAma8fY2BhqtRraqlXUOjqA3bujgTh6VhYt\nAjZvBnbvRjKZxE033SQ+l7G6RiZu1y7gkUeAX/0KOPts4Pe/FyDuAx8IPD1bJo7O1DGBONO4pakT\nR88SLRx4QFw67R1DNBYnO6XqGO+XJSJONBBnyk5JdyKVSmnn1UYTm+ikmeocmkgk8Itf/MJ3DkHS\nezJ1/J05cyaA8MQmOqPzDWPiksmkJzslj4kDIBbWLMwUE2fqfyqIo3GX+nuexm8DiIsqp2zn5RLW\nrnXfuiBu1y73MxvFh2qqkoPmBPLxOLi1WWDXySnVe8Hb5YI4GzllCIhLp9MolUpWiU0Af0wcMXGT\nndgkKhOnWrVaBV580f0/z8CgNRO3aZNImvWnf4p0pSLUJcmkZxEzyRZQWopFHxNHIC61bh1sbIqJ\nO45mGtwAzUDBQZxmIDUlNonLxLkPKLEfFiCOzoPawh0NDmCqACr5fH3fii1fvhwf+MAHtIMlByyU\ntSsowJifSzNBnOM4bk0bm5g4+swKxDGHQ+d8m5g4NQMhP04cOWUYiLONiRtjwNS0LzJPpAEDcQ6A\n3iNHRH9zHECCON1xdW1Sz3fGjBkoFApu0gDd/dIVnuXWSJ04m5gYoJ7cJA2govbJgGLfNjFxoSBO\nOuuqnDIWE5fLYWj6dKyAuJeAzJpaqaCtWnXHFxXEBdaJ4yAOAHbv9n4vx6RtCGDi7rkHSCSA++4T\nmXaZ8wbYJ8vRxcTV6Lem/mkajzR14uhY5Ih2RmTibGLiwuSUJwoTp44/rpxSw8QB3vsU1OfDEpuo\ni2i6xTOTtFK16dOna3/DTR1/aVHTI60LMSMTZwBxpVKpDuIk4GgWE6eW6+DvaQ5X5zLq73m6Rqqc\nUu47CMSp+8pms65UDgCwdq1fTrlzp/t+AfSLlEFmklNyiaxt5vBFixbh7TJBDZdTBoG4vLwuNnLK\nlhAQR+8njYlrkpyyKUwc81U4iLNi4spl4PTTgZtuAoaGkK5UUIBUZOhA3Ny56Nu+HXI2cpm4oVQK\n2wEk16+3avcUiDtOFian9E26HMTJdNrcTHLKhpk4Alom6Y9GTknn5TJx3d2emDgAqLS1GZk41fgA\nygfHwcFBJJPJ0AKzk1Hsm/Zrm50SgO8aAPL+chBXq7mDl7oCFIWJUwcd28QmPDtlFBCnm+CoH44G\nsASJRALT2f8LoWfiFgLIlMtuf4saE6eeL61qvyrjouIwcaYSA5VKxZXPmtplk9gEqDs3aQBVdTuS\niMaMiTMet1YTDoKShdCNiQt7juh7Zcw5dMopaAMwT/4/NjaGVhm7QTG3vE/tB9BZKGizRsodiFcC\ncRTjRiZB3K0f/Sjuuuuu+ucE4n7zG+CZZ4ArrhBFwNvafIwWP391DA2TUz45dy4A4Midd3rbtVqm\nS6CxU7WA7JTU59y04BFj4kyOKLED/FgnKogLlVNSoXi5PY9NCyoxYCunVLNSxgFx/f39vvNRzQTi\nMoCoPWgxR6kxcWFyykKh4JNTxomJs0lARtf3yiuvxPLlywH4ZYg0H7kxcSoTFwLi1qxZg3Q6jR/+\n8IeemLg2voDMQBxdrzYZ4w8Ap6F5MXF0T3k4iM2C8R233ir+yWYBKtMTUHy9RT67ahCOB8RJOWUL\n6wtqTBx/H8TERYqJm8Q6cUCDTBwDcW1sP1Yg7kc/qn9x8CDS5TJceLx4MUrJZB3EZTLAHXcgNTGB\nt8lNiImrVqsYAeAYnlHVpkDccTI+adL//DUwJk7KWriZEps0zMRRR+KUN7euLrGKzuSUdF6ciVMf\nhGo+HwridI4Hl2kMDQ2hq6srdFCdDCaO9lsqlayZOB4XSOZh4mhwlgNJMpmMHRNnAnHNZOJsY+Ku\nueYaAMA//uM/+vaVTCZxFvt/EdgkyaQNq+gNgbiI2SlNIG63ZG+azcSZ+k9UJi6Xy8GB0L37mDjJ\nSJrklLGZuKEhAZx6ez2r5xV5P62ZOCUOcVDKGCkubnR0FO3ULsk4cgd6J6RcSrNoBaA+NlFMiI6J\n6+vDXR//OG6klWygDuIee0y8Xn+9eM3nA0GcGvcQJqd8sb8fHQBG3/lOb7sefVTINs86C1oLqBPn\nk1N2d+uZuBdf9DCAUZg4WpQ4WUAcySmDmDgbOWXUmDjdYpYv06PBOIizjYnjTFzNgoXjFianfOih\nh/DmN78ZZ599tjsvjzTAxPE5iV97Xf/jpTFMckoTiEuGgDiac/7lX/7Fw8Tl5XxYyuWAzZvRJn/v\nOA4wPo78jh3uPk5R2nusQRyA+hifzYpznzYtWE6phq5AMxd2dgKOgxzrC1GYOFNcZ2h2SlVOefbZ\n9Ua2tGgXJ21MBXHNZOKs5JRcxbFnD3qHhrADst+kUtjT1YVlAJJHj4qx6tZbUXMcX0xctVpFgP7E\nZ1Mg7jiZLgaBPgdC5JQaZiOMibMZKLSrzuqqif9HwrHeuhWQE0WYnBIAKh0ddWfRoj26mLjBwUFX\nbhZkkwXi0um0J7FJKwO6seSUJJMwgLgoTJy6bZzEJo3KKakfLl26FBMTE/jIRz6i3RcbwutyyloN\nePll93MXxM2bRzsXTpoliFO/U5k4k3Q3bkwc7z9h2SmDJptsNuuErlLqAAAgAElEQVTWQqrq+mQ2\nG5mJUx1an9EKryKnLJGcMk52SgBDEsRRmYHR0VG0Ux+Sz7FbYkCCOAAia6TOaMKdN09IIjmIq1SA\nHTv0bFdLC/AXfyHe9/YCBPA0II5bEIjTySkB4UQ56nXu7ATOP994nMhMXDrtBXGPPSbKKHzoQ+5H\nNtkp6dqfbCDORk4ZNEY0mtgkDhPHAZqNnDKVSqFbKlqigDjbxCY33HADvve97/kSm/hAXAD7w03H\nxKnZOnX3xCSnNBX7DgNxdO9aWlq8ckp5jvskgFjIM90+/zycSgWkA+lH85g4eo6jyCkB1IEP3ffe\n3kAQ5zJxqq/Bj5dIAJ2dyCkZsYFwJi6VSmnvG1CfD+n7UDklX8xqoE6cKqdslInLR2Xi+DP1058i\nU6ngl6j38109PcgByG7dKlQfp5yCwzKbMlBn4iqVCuw8VWFTIO44mUlOSRaY2ERDs5pi4hqWU9Kx\nFOfEY/PnA+Pj6FdAXLsGxJGV+/pE1jaLSSFITtkldd1BNhmJTQC/nLKFXSOTnDIQxJFzxIp46oBZ\nFCaOrs/xZOIAfakC2hfnI+ZCDv779nnYZ6rXw+WUAJComouEA+FM3EE5EZqYUxsmTienNIE43WdB\nTkEmk3FBnI+JExtYFfuOlNiEgTidnNK6Tpwy5owODAAQ9xgQDlYbLSoYmDgA4SCuvR0YGPDKKXfv\nFhJDk2Tx858HHn5YBKLLdiGf946ziMbEVdNpj8QtSgyNxwKyU5IjysdWHxP33HPiVSYL4qZrE2XN\nPVmZuBy1U6kTZ5vYRN2vCcRFjYlrCZozmdmAuGw2i2Qyie7ubmQAOJZJTdRFnbDEJgA8iU0AcT32\nA6hMmyaS/1iYCuK4vJxMN26rC64+EKfExNmCuNbWVo+ckgov75MAYpEEcY7jCIk1gDVyHwTiyJrF\nxIXK2rmpiqiuLm+dTMUosUkgEwcA06YhYymnpHtSKpV8/qSOiaN77i62UJ9VQVwiAXzwg2Lhqa+v\naXLKWEwcW8Rrl3XdbGLiWlpavH75D34AAF4Qx31VOVYdvO46AEAJwDg71hSIOwmsoZg4zQDMJ5im\nyinDmDgAkEHavfCu6PLVYhXAlEhOokqgmAXJKUdHR1EsFq1AXFQmzqZOHO2Xg7igotb0mRbEkayU\nnCPGxPE2mwZ9XZ042paYyjjFvk0gTpXNAuEgzmQE4kZzOYzk82ij/RMLJ9vvA3Fy3wl2fYLYBhOI\n4+1Qje6vydSYuChMnEmKohoHcVomTgFx3BGNzcTRCq8EcS57TnEoMZm4cdm/KSZudHQU7dRGTUyc\nC92UZCOuEYhrbRUSyddeq0sIZTycEcQlk8A119TZb6DOxBkcNtUp52NEC4Cq4lhHWbn3WECdOJeJ\nIwkhgbhqtV7KgPcTCYCD5JQkc1MdzZMFxIUxcbpnMUhOqc7FUWLi+L2eTbJdsmLRV0yeH0c1ztbR\n+97eXmQRHcSRhSU2ASAW0LJZFJ16JsUagMLZZ4t6sGrsqcZUEKfL5BkE4uiaUn9vod8pTFxC2U41\nDuI4E0dxvQdOPx0AsFgCIsdxXKBKIG46mp/YJLKcksAFgbjWVnEP2Xipy07JQZx27u/qQoYBF1s5\npeof6WLi1M8zKjjjffiznwVeeEHc1waZuBG5+NsIE7cTQPfBg0CppJVTjo+PixhTExP3wgsAgCfY\nb3ZyX1WOVaOXX47DgMt0T8kpTyKzBXGunchMnHS0O2s1oFZDlVaLmaOhJvUoE4izrMeiyikPSW1+\nFDnlZCc2iQ3iXnhBrMwsWCA+lANJI0wcvVdBXBgTFyWxiTqwmeSUQZYZG8MCAK/296OYyfhB3AUX\niPZBZvs79VRxLNm2lHI9VQtj4tRz4mbLxGUyGc9A7wkeN1gcJs4op4wYE2fNxEmAo8opE3GyUwJA\nLofdqDNxo6OjyFJb8nmXEaJjutAtjIlrbQVmzRKTPgFQAnEkv7WxtjYB4JiDa8vEtUIWddVYZBAX\nwMSRs9qmJjYB6tedr9D/13952qBzokkuZMPEJZNJq4WzyTRjdkqKSVZAXJgULkxOqRb7DoqJ28Fi\nqXzHuuwyQK68cxs0MCp8/KX3p59+OloSiUjlBYD6NQhLbILhYeD554FVq1wZMJ1fkRLysFpaJtOB\nOFN2Shsmzj1bFcTJtpnmdgJx+XxeC+JGe3uBuXOxSLIuAIBnnkE1m8VTACYgmDhTe23On7/ysjux\nQBwtVBBQMoBxAnHDQXJKAJg2DelCAfSJrZxSndtNII7Pg25/Ns0P9Q3F63GMiVsHIFmpAJs3++SU\nhw4dQmtrK2655RYziAOwp6cHh1DvNzu5ryqZuGxnJ94EQKatmWLiTiYLA3GBiU00A7ApJu6YMHFy\nUu+sVvEPe/ei4/zz0QbGxHV3+x6EMqVYDmDiyHRMHIG4ZjNxJpBj2i+PieMrpyY5Za1cxvJvfxvv\noc9KJZGEYPny+gAt768tE6crMWCSUzaDibPNTmnDxLVKsLarrw8T6TTc/J4E4ljs0Ghra915ITkN\nWxjQTa68Pg+3vr4+zz2Kw8QdOHAAiUQC7e3tHsAXlYkLA3F0Fau6Sc/AxDUrJk6bnTImE5dMJrEd\nIlFAEsLBylIbczmPbCWSnJJAHFBnCcKYOJ3R82eIi1MTTahyyoqBiYtsNjFxKhMHRAZxZO7qrwUT\n19PTE9k5araZ5JSOITslfxaC5JRhMXE2csqlS5cCAD7E4hHlzoRM74kn3Djwz33uc1iwYAFWrFih\nPU9VTgkAX/va19DX2RlbThnKxD35pGB3Lr3U/R1dj9KSJWKbLVtCj8uvDcnvbOSUppi4nMrEJRJA\nImHNxKkxcalSCRMAaokEcN556JiYwHwAzsQEsGEDCqedhjJEhlyVibMBcarP0UiJAQBmEMdiuDyq\ngQAQp8opAbi1yuIycSYZsZaJo7HLtMirbmdpzYyJe5o+3LjRx8S9IFm2b3/724EgbquMAad+M5JO\nw10qYNf5VwAedT+eYuJOKgtKbNJITFxTi31HZOIuGBtDcts23AU/E6eVU0Zk4ujBpFimZsTEcSlR\nlIFVZeLCgtUTiQTec+AATv/Rj/BFiLTx3Xv3CufrzDPrzpucbEyJTaLExLW3t8NxHFdiYAKpPLFJ\ntVpFuVxuWrHvIHNBXE9PnYkDfEwcABR4hlQNExc0uar3I5FIYMaMGcbvgXAmbtOmTZg3bx5yCgBp\nZmITzsTVdH2yrc1Tb9EUExeLiVPklGUCzjGZuEQigW0QmTZPgWDiMtRGDYg7BKCYTJpBHI8TIeka\nLQo1CcRFiolTvm+mnNLHxJVKwglqba07Q3TdiVVoaRGsCoKZOLruYUzc8PBwaE3OY2E+OSX1bYOc\n0uSAm+SUjSQ2ueGGG/Dss8/in/7pn7yNHhwUTmmxKBLuAHj/+9+PV155xcNccOP9je5JZ2cnEhMT\n1kycDzhBxm6aQNwTUgB2ySXus+9eD4odDZizyXgW6bGxMfcc48ops2yccC2dduX0UWPiUqUSxqkN\n550HADgPQPKFF4ByGUUps9yP5iY2aVhOqYI4w1jVKq/LkTAQJ/0n8qKCYuLUxCbcYjFxYSDuOMXE\nVVMpPEsfbtjgIyD4dQ4CcVtOOcXzf6VSwQ/oHxm3rEr0CTBWIswZUyDuOFoQkxFVTnlcmTgJ4mZU\nqxiQ7bgLwGxWKNyXndIiJo6MD6DULgIlzchOefvtt2PlypUeMBcVxGWz2VDHPJlI4E9YWYWLAfTR\n+a9c6VuBV+WUUUoM8PPo6OjwySmDslNymaDOTExcnJi4VllGYEd3NybSaSQB4aS8/LLoV7T6Cy+I\nq1kycWqbuXFJpYmJM4G4Q4cO4cCBA1gi2xfExIW1J6jdnuyUuoWY6dPFRC4ncx4TZ0psEiUmjm9f\nSSRQgUV2SsNKazKZBLl/0yEcLL7Czlc86ZiH8vloTBw9T9u2CRCpxiUFWQiIM8XEuUyc0t9jgzhN\nsW+ViWsrlYQD5jhmJm7FChFvOzISyvZy6T09t6pEbXx83DpZx2SajokrA3DougWAOB0Tpy6shIE4\nerZ146DjOFi5cqX/evMyGax0SpDlcjl3P56xdGLCqtA3tYfOxX2OMxmznPKJJwRLcOGFvtjnGo2X\nFnM2X+gjENeQnJKuMe9/6TScECaOZ1xVmTj3CnAQJ2uTFs8QOXT3AWgDkDRIrE3WFBB3110AleVR\nQRy9MiaOm8vEaRbydEwceVE6Ji6dTiORSDQcE+cuctO4Ypp/jmF2Sl4Wipi4SiaDjfShZOLigLit\ncu6hfl6tVvEhAMXzzgP+5V/qv2PmMnFTIO7EN9XJCk1swh/WACYukUi4+vNjxsTJ1Zwz5cNZ6e9H\nHsCMo0dFOu1k0kdJV0hOacHE6eSU9UPbyyl1uvnR0VE888wz2LBhA/bu3RsbxKkPo+73Z1YqmFUu\noyCTOFwO4AzqA2eeWV9dlQODKqeMUmKAOxwE4q6++mq85z3v0e7DcRxks1kUCgXPiqXOdM4LEC8m\nLrdlC8YB7OvowAQlzhgdBV55RdT/otp50DNxkwnigkoMvPTSSwBgBeImlYmj50g6iTZyyigxcR7m\nAsAggIySwdFnAXJKWsLohIyJM8gpyQ61tgpQqXNW6LNczi+n3LdPZJ2MIqmh7IYRmTjUaiImzsCO\nRAZxmYwAwOw6q9kp20olt1ive51pfBsaEuBu2TLxP0tEoXOiW1tbMTY2FsrEjY+PG1mjY2k6EDcK\n1Es5yPbTjMXPOUxWyr+Lw8QZLQaIcxzHvd6uA1ytivscMyYOkLGbOiZubAxYt07U7ZLOrYfR7+kR\n/TICE6eCOLVNdJ7q71QQlzGAuDAmjqxarWpBXK1WAyTrNg9AUjLXJVl8nOJy2/bubWpMXKicslAQ\nyT4++lGxKMMXrPirQU5JTJxNTBwQDOIoz4KtnDKUiSMVgek6HsNi31u2bMGtspA6xcSVs1m8BqCQ\nywEbNmgTm5AVCgU4jiPuK/fLly3DmJxPOIgbAjD40EPAn/0ZgCkQd1IbZ33of/7qGyjGx+uB2yFy\nSkAMFlHrxDXKxJ0lnYiRd70L6+s7co/PmbhqPi/OJ6ackqyRmLiNGzeira0NGzeKdZdNmzY1DcTp\nHPOr5CSyXtalumLuXMw9ckQMZsuX+5g4Vc4Xh4mjmK3h4WGsWbMmcIDL5XIoFovWIK4p2SlHRnAY\nQKVWQ1FOcK1bt4qBfvFiT5H5Cls1cxOb2DhQ0N+PMDllEBO3adMmAPUYmKhyylgxcTpQHADiTHJK\nq5i4lhZ3tZff18OAJ5uZ1gLklEEgjstWPEwcoM9QOTYm2plI+OWUo6P11Wpbo+0NIDWVSmmzimYo\n7kVZ6IodEweIsZHFQatyyvzEhLt4pmXiOjrcJEDYtStQTpnP5zE+Ph4YE1cul1EqlU5IJi5bqQgQ\nR89RIoFSItF0OaVNTJzRYoA4QNwbQMNixKwTB0gQp2Pi1q4V+7/kEs9v3XknnQZmzIgF4vKascSG\niXPnIuqLfJ7NZEKZOLJKpWIGcXJeaYdk4jIZlBYvBgD8Tv6+d9s2tG/ZguWhZ+4/f/5qzcRt2SLi\nKCcmgO98J3JMXE7DxAXFxBGI08kpM5kMcrmc+xyEMXGhMXHlsjmpidhQvDbIxNnIKfv6+rBaJuwh\nEEexzYdmzABeeQUtLOGWul/y/RzHqT9Ta9YA3/ym79nTXX81zpqSe+kLGuhtCsQdJ4uU2KRSEVp6\nWnkNKTEA1EFcXDmlu30EJm4mDajz5+MtAJ6eMwe4+2533z5KetasyIlN1AfTRk5pion73ve+5/k/\nLogrFou+h1H3+z8eH0fBcbDlootwFMDcchnOc88BCxeKwVkjpxweHsZDDz3kAf1xmLgjTMap2wcg\nBm4bJk6V2QDxY+ISo6MYkfsqyuPlKR5OTqRkC1avrv9DrJ0lE6f7jjNxuu+DmLgXpSMWlYnTfXZC\nMnFSSsklULVaTYC4o0eFg2EySybOk9hEyimNIE4nqSQQB/jllGNj8UGcgYlzHMd1bniihiwpEJoV\nEwf4QByXU+YBpGq1OohTY+IGB8V3FJNhYOLIKP26WveQ933K0HgiMHEqY9ZSqeAovNe5nEpFllMG\ngbhPfOITWLNmjWe7YwHiqL+5YzFloo0RE+c6k9msnomjeDiZ1IR+43E+Z80C9uzxpLbXmYmJixoT\n5zJxBF55/0ungVIJjuOEgrhyueyNiZuYqIO4ZBKFZBLtABKvvAKcdporXV8rf3/Ogw/i0g98AI9D\nxmyHWMN14jZvrr//+teDQdzddwNKDGZruYxiIoEy6tfZVGIAqMfE6Zi4zs5O9Pb2uiVGdHXiuP9j\nzcSZrEEmrshyCtiY57mXckoAODwwAFQqmFssep5xVU6Z4/L3TAb44z8GNJJq3f3m2eSB+vM2xcSd\nJGYqIAgoExUNuCQts2DiCGA0LKeMwMSRFWfMwIsAvvDGNwIf/rC7bzW9PmbOBA4d0tbOAcwOKX84\nG2HiKDkK2QsvvBDpeqVSKZRKJTsm7uWXsbhUwhPZLErZLF4B0PPqq8LhOvNMsY2GiQOAG2+8EQ8+\n+KARYAbViUskEujo6PCdu4mJCwRxtRowNGSUU6pmxcSNjWFE7ouYuDw5OQqIS/H6VBQTZxlw3uyY\nOGLiosbE6eSUYUwcDfHajHQKiOP3JoyJMx734EEPiOO/OwQICVMQGxeBiXOfGk1iEwA4RBJHHYgb\nH/fKi6ZNE4ClVhPOTVTAEQLigLqzwscHcjDLhoWuZoA4zsS5I56JiRsaEteC2EnJYpqcaHJ+RuV5\nB4G4E4mJ4yUGRuF9hsvJZCATp5NYmsa11157DR/72Mfw/e9/H0BwnTijxQRx5OC5TrIqq7M0HxOn\nA3G//KV4vegiAPX+4nE+Z84U/Yyfj8bo2pBM11ZOaYyJI5+Hz/fpNJxSCel0OhoTxxKbkI0lk+gC\n4IyMAL297j3dCGAIQG50FJV0Gj0A8mFKBJhBnHWJAVrIbG8Hnn5a/GWzdXk43f9Dh4DPfAb4279F\nniW4aimXMSa3VZmgqHLKzs5O9Pf34+DBg27SM9U/WrhwofveKrFJEIijfcdk4nTHDjLPvRodRVme\n+yGp1FlYLAbGxHlAnGZ8DATR8F5rWqyfAnEngYUxcZ4BjwZuYuJCEpsAjTNx7nsa7IMmbyVjWUk6\ngOr+KiprQqvnBnmGSfoSF8SpMXFUpoBs06ZNka4XAeXx8fFwEPfQQwCANbkcarUaXuHfGUAcHyg3\nbtwYqcQA7w8dMgYvsH1AeEzc+98PdHWhV7J6YUxcaF2+chmJQgFHoYA4GW+G007zbs/Og1gpJ2Z2\nSqCxmLgXX3wRfX196JELK1wKaMPERZFT0nSXtABxpoUP68QmY2PijxXBVuWUAITzYDIDiJsxY4YH\nxB05csQI4tzjhckpuTM7e7Zg4iYmBFPQZBBHcaPi1Orn5jJxkyGnlPsg569YLJpBXKkkrv3Ro8I5\nU5g4E4gjqRvJkHRySp6q/XibB4jVashpmLhSOh3IxLm/1+xXXWwc4eV92D4igTiKM124ULwPen6Y\n0THigjjdeFDNZvVyymeeEYmkpJ+hKi4SiUS9lilnigLaTdfONjulOpe5c9HoqJgflZg4lEpuYh7V\nOLDzgDjHgVOrYYy1YTyVgptLsKvL7ecViNj1h+++G9uuvhoA0Gmo66c7fxMTFxoTR9f3rrvE69Gj\nXmUB3f/168UYUSphBavf11KpYJxlCOWvURObEIgrl8sYGhrS1ok7jc3VJjmlRxIctEjuOL7SOTZm\nk5dAZ7RdbWICKJXqTJwEcfPHx2OBOJOcUm0Xv16EC6pTIO7EN1sQV6vV6gNuAIgLi4mLysS5HZWO\nFcTEJZOugz3uOChLjblah8v3IJATHaKxV1dN+X4byU65f/9+z/9R5ZQ0kI2NjYUPID/+MSoAfprJ\noFarwTMFhjBxgJiQ4pQYIDmlapGZuD17gH/7NwDALMlgNgzipNOoMnE5ctjZ6h4AbyA0K/ZqA+J0\n5xuXiSsUCti2bZsbD0e/n4zEJtls1nVGEzoHOkZMXKCckpUXoG1UOSUA4PBh/2/JDCmkly5d6gFx\nQ0NDdRAXV07JndmZM0U2RnKQo4K4kMQmqpySLCOfF1OduNhMXKXiW9CZmJhAN21DII7Ljyier73d\nx8SZTE0IcKLLKT1z46FDSAIYhvc6l1Op0MQmJjllkBSZbxcJxBH4WrVKvNJCVYjRfXf7W0wQBzBn\nMpMRjjRv95EjolSJUpKDjyPJZNJNAgJZK8tkOhDXkJzy6NG6/0PGQJyOiRtiBbw5iKOMuK6cEgLE\nubNdVxfmzJmDL3/5y/jQhz6EZwDsW7QIozKjdmfQ2Kecf+yYOBqH3/3u+nOuA3EymyYArPjNb9yi\n6C3lMsbltQyKybIpMdDZ2Yk+OR/s379fy8T1sARkDcspxcaRQRxPBKQeO8hoO0eOtWU5/h2W/sG8\nsTGtfwPAu4BvCeLCmLgpOeVJYpFi4mjgnjZNOLIWTByxRHGZONdsmDjAdbgPJRKoGLS/PjmlGsei\nmIlV4Pu1AXG0vQritm/f7vl/7969Ljtny8QBAqyoMXG+a7l7Nw4nkzgEcT7/xb9buVK8BoC4UqkU\nysQFySlVM8XEGRObfOpT7tu8nAxNJQbe+MY34tOf/jSuv/563zE8xkBcpVJxs1MCEExQW5t3e+6M\nUZrvSWbi1OcUADZv3oxqtepKKWnbKCAuChPnTt2a+xgnJi6QidOAOP47KxBH4F2Z6DOZjI+Jc0cV\nycSpJQaGguSUPCYOqCd+osWZqIBDU3uJWxgTVzYsdMUGcYArqeQxcT4mjteX5LEzbW11iSnC5ZRB\nTNyJKKes1WrAT38KAPg1/CAuTE4ZFBMXxKIGlRgwGs2jNNZbSiq5/A6AtzaihWkT2qjxdUAd6LPa\nVqpsNZFINAziuEWRU6aPHvVKKYFQELeVakXCGxOXlvvmIG6Mz/fyOO9617uwUt6vWq2GUTkmdliA\nuLBi36EgjhZjuruBCy8U7/n9IkBHIG7FCrSOjuJm+XWOgTiuEAGiM3HTpk1DvwSwBw4c0II4bpyl\ni5XYRGwcGcQBZhYwyNznWT6jxMSNt7cDvb2YL8dU3eKnjZySbArE/f/QrOWUfODW1KPg+2oWE+c7\ndhATB7iTUyeLxVHllFXV4bZk4rhxJq6jo8PqQaUUsCqIU+WUANxMlVFAHOCn8n2O26FDGEql3Gvw\nO4jVPZx2Wn3FXCn2zfcflGk0LDtlVCbOXf3kIO7++9237bJPmEoMzJ49Gx/+8IfDV8LkBE9MXEEF\ncWS33y5ezz+/fiwaeC0lazpHuqenx51wTEwc4F9pV5OaAMFyyrD2hCU2ISib1IG4nh6RnVGJiWsW\nE0f7InOfmBhySgCYkH3cx8QZslOWUykBVFUQNzEhjsOBPjm2dA5RQZzy/AFmOSV3VIiJU2PiGpZT\nAu4zoo2JI2aClyZREyCcckpoTJwqp9QxcSesnPK//xsA8N+wA3FBz5otiKPtrrzySgDAm970pvBG\nU58i1YUliPOpSBqIiXNjc6i/cD+Cnq85c3y/88znNOatX48go/GP+lQjckoHQHJkJDIT98or9aAF\nj5xSng/3osb5WMXAIu9rBOIakVNalxg4elQAmUwGWLRIfMaVQ3T/9+4Vr5/9LKqJBN4LIAsgCaBo\nkFPaxMSl02lcBOAq1OWUogl6Jg4Avva1r+FNb3oTZtHiPLzP22QzcYCZBQwydzv5PBCIcxwHOPVU\ndJPSQllgBKLJKU0xcZwAcOWUlm0HpkDccTNTnTgyrZyypUX8hTFxmzfjnsOHkZqYaA4Tl0iEP3Ry\nBa9dlV+wfWuzUwKRmTjarw0LR0bMJDf+P8XWbdiwwdf2oH2SqSDOcz8rFWBoCEcUNvJnd98NPPdc\nXSYYIqeMUmIgTE5pYuIA/4o8CgXhTErJRJuScpvON7J8TDqobkwcnxj4hP2lLwn50QUX1D+T/TEs\nJu7HP/4xVq1ahdtuu833neM4LhtnYuIAP4Orlheg39P1qFarRqYtDhMXCOKSSQG4FCZOdUStmThK\n9iNBdCwmLgDEPSUXSfrSaSs5peM4YmzZudObEVMFK/w9gbio2SmV5889PnsfGBPX7OyUgI+J08bE\n8XbTdSFwO3u2kMkND/tAHFkUJu5EklMmymVgzRrsyeWwEd7rXEmlkIXIJKgDcY0wcbTdHXfcgWef\nfRaf+MQnwhtNfSoiiKMxyJWmNyEmzmXiuB9hYOJqNSUrcnu7qCP3i18ADz5oPC5do7hySs7EdQJw\narXITNxmFrdHIC6ZTCIptw1j4njbarUaxuXnPIGIyRqWU46O1p9hikPkxu9/MglccgkOzJ6N0wFX\nuVFQmDgtE9Tailo67ZNTOuUyvg/guwA6OzpcOeVeCRp1IO6d73wnfvCDH3jORxsTF5bYBBDfH2sm\nToL8MgdxXV3IVavIwH8dAdFPc7mcmJtixsSpIG4qsclJZDoZRqCckkCcJrOUp4MsW4Y/GxrCtWNj\nzWHicjlvPJLOZPHCj06bpl1xUBObAAhl4sISm9gkNSFLpVJ4+umnce2112JQrqRxx5ZqhTQLxHnY\nm6EhoFbDsIyxcifTdNqbKlop9m1i4mzklHETmwDAsJykXBBHK48StKgg7lMA3vKTn7j7sXZaDTFx\nADxFvpHJ+DJVuvUHQ0DcVVddhaefftrYV4JAXFQmbrJKDBCIS5kWLaZPD42J072PExPn8m9KPKnH\nAkDcnPnzgXwenY6D4eHh0MQmAERtqmJRxO2QkdxIx8QREI0KOOj5MzBxopmixR6ZEDFxkwjiArNT\nmuSUgCe5SZickhxuGgd4TOuJJKek52Xurl3A8DCekmOFJ7GJvF5ZmBeY1M9U+WDY8R3HwcqVK+2c\nxWJRzKEDA2KB5Bgxcbq+5ybg4fUQLeSU7nnef7/oX+98J2rJu7sAACAASURBVCDnS9VoW5pLGomJ\n8/V3snQaqFSQMWSn1DFxWZbUxQPiLJg4YtrThmzauvOPDeKOHq2PbeyeuMbv/7x5QDqNkoyfplmi\nmLKQUzoOap2dPiYOP/kJ+gG0AeiuVFwm7jXpq9n4k+qxPEzcJMkp+SKTTYkj3kaHwkRogViCOEDE\nDKrXkSyXy9XnDA2IIzPJKbniyWXipkDciW98hYv+569GOWUIE9d28KAbk9LfQLFv1wqF8Hg4AFiw\nAAvmzsW9bW3Gehi+yXRgQHwZMbEJ7TcKE0cP9COPPIKvfOUrALwP4xlnnAEAWC9lIo2COI8jIKVn\nR6Sckp+Lxyxj4iYzsQmgAXHEusgMVHmmEe8F8HcAzt24EQmSdtgak1NWKhUMc+ZElc6oJvuAbUyc\nyZYsWYJcLqdlGExM3Msvv4xcLoc5THo0mSUGrEDc8DBQKFglNokSE8e3B4At9IY5SD4LAHEAgGnT\n0Cn32QKIVUdZSFvLxFH/5VkCyQENYuLiyil16dfhZeL4NTGBOP67yEYgToJzq5i4QsF/XVhyE1NM\nUpTslCcSE7dMxjz9JgDE5WBObKJ+ZkpsoprtCr/HCgWxSOA4In5861Yvs2wwX0wcX9CNYB45JfUt\nvihCtQQVwOCTUwIiLo5ql918M3Rmyk6p7hvQgzhaQPAk8tHJKQG0akDcmjVr8PDDD7v/U0xchhU6\nt2HiuFUTCYwByFiAOLpWQSUGAuvEcRCnJvgCvGObXOAsybGpX35MTFwYE6QFcffd537fNTLiMnFN\nA3GTJKfki0y2Y5XLxNE4ztvGQBxX2nDL8RCngBIDpvs9Jac8SS1WYpOWltCYuA62Qr6gUmlcTklM\nnI0lEp7zUuWUvJ0AxIPa3x9bThmFiWuniQv64t9dXV2YPn06tm3b5mu7yTySKiWxiec8JQgaSaeD\npTohIC4KExc3sQkQAOIGBoCuLrRJEFepVPAW/vu1ojRqXDnlIHfIOROnM4plM8k4/9f/EpnWDA45\n2b/+679iw4YNgSBOXXk7evQoOjo6fIsUxLKWZO0isjA5ZVh2SgJxGROwZclNbDLsRWXiyGq1GrYD\nohAu1THSmSE7pWt9feitVOBAONkllijCGsSpskGgcSbOQk5JWdgGWVxMGBMXy2i8uukm4He/C2bi\nwmLiANdJt5FTnix14pZt3Qp0dOAPsn94QJx8DloQLqckiyqnjGTFYr1/UebRsOy9aK6ckqxCzwzL\n3ujGVtHCKvutdrz40z8FLr5YxMZpyrCoIC6fz1sxcTTn0PmGMnEAWlIpD4j7j//4D1xzzTUoFov4\n9Kc/Lc7ZwMSR2cgpa7UahgFkQuYU+p2asZifn1VMHN2nZcuAb3zDy3oGgDg5G7jKlkA5JQCnq8sF\ncfl8XihvZKwpAHQMDsZm4o51YhM+j9uOVSoTV5FtU5m4USXBCZkJxJnklOq8qwVxU0zciW8mEEfm\nAXEWTBztK8dW1xZUKnjkkUcA2D10WqfOloljvzfJKfl37rFmzhRMnGbSNMnQ4oA4vm1bW5uWqeAx\nTrbFvskC5ZSSiRtWQFwYE8f3H1RiQFdCIW5iE6A+8fpAXHc30N+PNunsVSoVnM5+3xITxJGc0pOd\nMoyJC8tO+Z3vANu26bMaMmtvb8cCXcwBzKUp3BVdZi0tLW5hWwBGEKf7zJaJy5qArZxgsW+fx/GK\nxcRpYuI8DiCA0YEBEaNocnTDmLglS9BSreIUCBBXltvpslM6jlMHNDwWZTKYuBA5peM4mC2ZrWHW\nlkmRU/K2v/vdHibOV2JAJ6fkMXGAy8QFySlPpuyUpwPoHR4GrrwSJQ27TQsDxMTZyCknHcRR/wph\nfLk1U05J51SmvsGZuH37xPOjxJGSYshxHH8/puRTfD/S4pYYoL5HoKxYLFoxcVz6e88996CjowO/\n+tWv8I53vANAuJxynM+HTPGggrgR2IE4ugax5JTlsugb/F7ceqsAc2S0cAe4ChmK5XJBnE1MHCDq\n4kFIjzs6OkSsY7GItfLr3L596JX3mkBcVKkicPIwcRUlJg4AlgP40xkzMK7UjAOk36R5LnWJTXTP\nkQ7EVaaYuBPfwpg4z43mTFxnp3eylkYDQo6tri11HOx+9VUkk8lIqfg9NjoaKUGAVn6BABA3a5Y4\nRkCwsImJiyKnVEGc+iBWq1WcwqQkkyGnDAVxSkxcM0oMxEls4mPiKBNhdzdw2mloHRvDTHkMNpWg\nZd06/XmZTCkx4HGcwkAcOf66+JXXXhNyJaC+whzDTEycyrQBAgwWCgUUNAC80cQm9PQZQRxj4kzs\ndSQmLpn0ODLq2DQ6a5ZYxSfAp5qhxIBrMk356fCDOPW59IA4WyauiXJKE4jjlpmMEgPc1q9HSl57\nYuJKiUR9cU2X2CRGTByBuJSUtp7Icsrr6J/rrkOtVvNdYxOIa2Zik0hWKNTvE89mF2I+1UgTEpto\nmbh9+7zAAPUFnGq1qp8PaYzg+5EWt8QAX6ygVxsmjoOi8fFxzJ8/H6tXr/bE2AWBuBJvmyYukIM4\nm5g4ugaxQJxubFMtmxVxjJ/+NPD2t4tzkP2K5JRWMXEQTBwgYuk6OzuFlNJx8I/EUO3ahXQ6ja6u\nLuzZs0ff5oBrUG9yFqhWxeLfMchOGZmJIxCnkVN+CaKMydBvfuObo1paWur+a2en+7kuJk533XSJ\nTWpTTNzJYUGJTTwonlO1xBqwGih8XznqTEuXorNWwyv33Yff/e53rqY5yHyTU60mHCcmRQwyPugD\n3gfYWBiV2qVxCHUTEI+Ji8LEdTNQkE6nfe248MILPexKU0GcQU7pc+6SSTG4hcgpo8TERWHijIlN\nOBMnM0RegDqIqwB4cc4cZLZtw4DuvEymMHEexymECXXI8detsv/mN/UNGwBxJibOBOKAuszOxOTq\nYuJ8z93Ro4DMgMmZuBwvu8DNAOLCmDjtfTp0SNxnlrxB/d3IvHniA1mjy2dhTJxkvE+HkLtRDIKu\nxACA4Jg47uhMQnZK1XQgLj0ZcsqbbwY+9jHgqquAchl5KZMnp3acJ5sKklMGMHFkakxcIpHwlWQ5\n0Zi4awEhObr66kggTicv5PsF7OvERTLOxNE1tGB0fHG5DZQYIHNj4gh8VasiUZEGxImvq3rgGhHE\nqe2ILKc0MHEtShwdT4HPr5+roJDXkIO4P0ybhk0AKo88YkxO4copi0VxzUIsJcEloI+JM4I43dim\ns9mzgQ9/2AUOKhNHypawmDgO4rpbWoAnnwQuuADfoOyeO3YAAPr7+92yTLaLObzfpGU2UQB2cspq\n1VuQ3sIaYeKSSkwcZ+LIOr/8ZX1iE/K7Nb4yv/6650iX2GSKiTsJzJaJ88TEtbbWQdyWLeDmMnEU\nq/G+9wEA5q9b5xasDDNfBxsbEw9SBBDH22LFxJGzQeeo2Z/6WaNySl4E/Y1vfCOee+45XHHFFZ6H\nSZXL6cwaxMnkBMOZTDCIEzsyZqcMKxY5zlZ2w+SUPjCNACbOAOIqlQqmAzgA4GXpLF5qOi+dSWf7\nEDSOU0i8SI0xcb7r+etf1zecBCZOJ6cMAnG662Fk4g4cEM7UsmXAxo1eENcAE6fLTmkMqGf9Ref4\nv3r55QJAfP7z+vaEgTjJxC2FZOJYrT5tTJxOTqkrMTDJ2Sk5E5cG3Ix+OfncNVVOmc0C99wj4o4A\ntEhZcLFYRBvgzeTK5ZSqA5jPC0ckAhOXTCZ9JVlOJBCXSCSwDMC+adOAnh4rEEd23OSUOibOAsR9\n5CMfAQD8/d//vfiggWLfPiaOZJCHDwtnWQFx9LtIIO7b3wbuvtuVGDdDTtlL36vzvdy2lcWLAt7E\nUnwMD4qJ297WJkIDZO0/3XUAxIIjAG9mT4Mlk0ljse/AmDhbEKdYOWZMHN3HLgBzRkfF4v2ZZ6J9\n3jwBaBmII+tkjFOQ8brFjuPU53UbJg6wihvlxoFbVKCZCMhO6e7zwQcxRymtkcvl6guMytwJhIM4\nnZyyNgXiTnyzjYkD4GXiKFORkh2O9pWlAfXmm0VyiAcftF7N8HUw6piWIA4Il1P6pFz0oGlAHN9n\nM+WU5XK5DnpzOaxYsQKO4zQE4gITm8h7tae11SMbDANxtkwcsYw82QJNHul02pPUhWyEsxruoS1A\n3KpVqCYSLogbALAPwGZZ8+8y/xmZTSa02Y369Xo9gKPnngvIWAaTBTJxHMRJ+UccaxYTp5NTGpm4\nRx4Rz0KtBvz2ty6IGweQME18GhBnExOn7X8jIz7nQV1gGp8xA7jmGmDtWuDpp/37CANxCxeikki4\ncsqKLYizZeLigrhUSrDhFnLK/wOIwsgf/SgWvPQStqAuZ1KtITmljHdpkYBxYmICLYA3fjRITgm4\nBb9N7VBBXCKR8IE4KznlkSMidkdRiTTbnHIZXQCGJaCsVqu+cyvKZyqOnFKdb1RrWkychZzyda97\nHarVKq699lrxQTNKDKhMnFxkNDFxlUrFDsSNj4tx+9Ofxpnf/jYAb7HvOHLKvXv3YgZdL5WJk9ez\nVc6H9BsdExcmpzTdb52cEoB3LDJYbDllTBCnJjaZUECcSU7JC37PIB9i2TKxUHfqqW5cOVdz6RaG\ndUbH8iQ1AeyYOCCypJIvMtkuOPmyUxrKTXwNQGVgAEu++lXcxn7vYeI0II7M9BxNJTY5SS0SE8dX\n30KYuOzgoOhIHR0ig9S+fcAvf2nVpkZBHK206QYnlYlzjZwNJcaP9qf7rFEmjgMi7mxz4KaCMp1Z\nM3GbNwOtrRhkTgcQjYkrFovGlTQ6t8OsADPPSppKpdwB7ctf/jL+7u/+DtddJ6NKKhU3QYUxscn2\n7eK1txfI53Fg5kycA6C9UkEHBIjb1deHSmtrNCZu927UcjkMoR4T9wsA2//v//Voy7VGA6/qjI2M\nAH/4g6gtBhzTmDigCUzc739ff//88y6IC1z3ZSCO9hcUE6c6tOwLb1Y0pW2e63znneLDf/s3f3vC\nJupMBoemTcMyAK2oB5IbY+JoYrRl4ui848RvsefPPT57PyCz9/01ffjJT6KUTuPNgC+OoSE5JZnM\nPJeRq+ETExNoBVDi/S9ITgmI/jEygozSJ5rOxP3TP4kaYldfHfk0o1haMkhH5XilY+Im5LOrZqcM\nGpsmjYmr1bxMXAQ5JWCIj28mE2cAcfQ7aybuhz90v+qQ2VAJWMWRU5ZKJezcuROz6FwNTFyLbNvE\nxIR771QmrlQqoVwuh4I4tX+o188dgWKCuKbKKRVTmbgJxvrxV9/xGIjro+zmlERlzhwhsR8d9TBx\ntiCOjpVRmTVbJi4iiGuEiUvKtlU4E8fO+QsA9n/zmyi1tuIf2O+jyCltYuKmSgycJMbBDv3PX42J\nTQjEGZi4zOHD9cH4rW8Vrw88YNWmZoA43pZG5ZRkqkMaJyaOOx9cTqlNgQs7Jo478sbslLWauFeL\nFiGhgAKtQ5HNunIu3rZCoWAc9Ds7O+E4jgfEqSCVBt0lS5bgU5/6lPi8VgPOPVes9r/4op6JGxoC\nHnsMWLHCHdD2zJ2LLIDXywF2H4BKIoHxlSuxFEDeduB97TU4ksELlZmqZir2vXatkAD/yZ+I7ZoQ\nExdFTkn3wJS9K5SJe+aZ+vvnnnNLDASCOFohVUCciYkzLiIUCuLaGZg4zzlcfrnoNw884C/8HVZi\nAMCh6dNBMH1MOhE6Jg5AdCZO/V0UY8+fao7jIJVKYc+ePahIhgwA1rz97XhObTPMjmEkW7AAcBxk\nZOmTSrGILBQQF1TsG3BBQ6tBzqaLiUulUp6Mf1ZMHIH2l16KdIpRLSUXSkYCQFyJMXF8bGlGYpNU\npQLcdhvwxjeaM7RyK5fFdjGyU/qsgZg4F8SpTBw9v8xhBWIkNvn6192vskrGSls5JWfidu7ciWq1\nij7qV6ryRl7PFsbEqfMevVL/NdWJ4+ds+t/DxAUkYiMLYuK4UsLnd9kkNtGYT04ZITslAHQDmP7M\nM4KBW75cfHfqqeJ1xw4PE2crp6RjuUDFYm4A0BQQp/pkJjMxcY7jAKecgq9ecAHOBfA7AMUFC3Bk\n/nwMAKAlykbllGpMXKVSmQJxx9L27duHVatW4T5WHNHGwpg4T4kBcs47O8XkPDCgZeIyADJDQ/Vg\n9ksuEdt+73ti8OcJHzTWbDllUGITn5wygIlTJ9w4cko+GHM5ZSMgzoqJ27NHnNuiRWYgy80gpxwf\nHw9MbDJt2jQtE6eCOE87t20TzM/mzcDdd+sTmzz0kFg9owUBAPvmzgUAXCuPsQ/iHpXkIN9qM/CW\nSgJ0zJrlY2CsnF5WJ85jJKX84z8WfUsFGBFMV+ybGMNmyind98WiYBHPOANYsgRYtw6ZPXvCQVw6\nLaTTjTJxBIzY884dL4/Dk0gAf/VXYpL9yle8+7GQzAzNnOm+H2cgTltiwLbYt+rYmhLBBFkIEwcA\nAwMDSFLG1u98B5tXrNDuqikgrqUFOPVUpKREkeI2Svza6uSU3AGUII5YKdXI8eFyKxXEnUgxcToQ\np/bliQbklBzEqaC1FcBpH/6wyOD32GPAs8+GN5j6Uww5pc+aUCeuls+L55eAFvVl5XkJTWxCjvzQ\nkJDGP/oocN55wOLFyChMla2cksfEbZV9vhsQY4A6nsjrmZO/15XhoVfqv5yJ48vGYaz5ySCnpJhc\n8oqIieMgAjDLKd8GIL9lC3DLLfU6rQTidu6MxcTRsdz5MkpiE6AhOaUtY+72FWLiFN/vySVLQEED\nlUoFBXnuFKEeJqeciok7gW1sbAx33nmnWwQwqgVlp/SAuN27hXyMHqKFC0WwKevg1WoVrltEIC6Z\nBK67ToDAyy4DLrrIU8RRNZ+z0aCcMoiJc+0YJTbh+2qWnDKIiXPv7YsvitfFi+1AXHu7uO6lkqdt\nvAaZbiDo7u42yimB+qDrccKeeqr+/r//Gz3yfntA3He/K75/S72s977588VHsj1Uia0qHYsWm2Dk\nvXvF6vTMmS6IiyQ/IwmEysTRQsWFF4praRGAbjIdE0eO7aQkNnnsMfEcXHEF8D//JzA+jtR734sO\nAKHrvtOnuyCOrqcumQl/72uXxnkISgSB224T237hC95sbRYgbnTOHPd9Qca66LJThiY2MTFxmqB0\nKwsAca6Nj4u4u8svB972Nq2jzK0hEAcAixcjuW8f2gEkCcSZYuLoGmmYuJaQxCZkyWQS/f392LNn\nj9vfrUAcgQGgvvA4CUYgbjhITqmAODLTnMJfg0DctwF0rl0LyDEQDz8c3mBidmPKKT1G86Qly6B7\nfuE4AoBR7CiPeVbMWk75zW+KMeD224G+PqSHh8GvdBw55TbJPreXSvpnmZg42TaSTAL18ZfaTUxc\nI3JKAA3LKY9FTJz7vyKnDIuJO5v+v+aa+nc0Tu/Y0ZCc0gfijgETZ2uqnNLDxMF7vSqVCopyPqKr\n4WHilAVQbpFi4qZA3OTb7t27ccstt+D555+P9XsTE0fm6QC7d4sYH3rYFywQA6aMkwBEB3GTX/M0\n2ESLUwKCX/0qsE0eiwniYiU2CQDCKqsQB8Rddtll7vtmySn5QEYP4telpOTtsnYLqH+sWGEH4hYv\nFk7w1q2eto2NjZkHfQgQxxObmOSUHrD55JPi9dZbgVoNc6QMikBc6/i4WF09++x6Qh0AR/v7wfmt\nLZD9Wd7LnJIIRGsyZoKYuNCEL4o5pFtXQdyOHYJ97u6uA+KYRteOMxIU49H0EgNjY8C//qv44IYb\nxD15/evh/PSnSAFYG7ZyOX06MDgIFIuhcspQJs5GTgmIVcc3vEGMT6zv2ay2jlOZAgBFyQA0nNiE\nT+Dd3fXxMoopckotYyqTjJCDYwJxTYmJA9zkJovAQBwfn8gJGBsT4/ypp3rSpLtySuidaNXxSSQS\nWLVqFQqFAjZu3Ch3PSZ3ZQnidu40b9egJYmJk+etA3FF+b8pJk6dUwA9S5dnYDgL4BoA4wsXAr/9\nrQBDjz0W3mDqT81g4rZvF896xLg83zU44wzg5ZcFG0f3Tcl+GymxyTe+Ic7vrW8FenuRqFbBdTJx\n5JTExGXHx/V1Qy2YOMcRJYlood0E4kxmTGyiKXCuWsMxcRFLpFQUEGcdEyf9KPdo3N9rkpzSPeYx\nTGxiayoTp4I4fr2q1arLxNHVMDFxZHGYuCkQN8n29a9/Hddffz1efvllXCBTrke1MDmlO7BVq6J4\nsYwdAqDNUFmtVvUgTtZkck2RYXLzMYMBwZo6U2PiIiU2CWDi1JXU6dOnY2BgwFrzDAArVqzAvffe\nC6B5cko+kFFbbrvtNlSrVSyg2MXnnqMG2IE4ul+bNnmAwMjIiHklDQLEFQoFd8XcxMS516xcBr7/\nfTGAf/CDAIDpEsQVpdPR++tfi+2YlBIAEskknmT/E4irSGcwazPwbtggXpcs8TAwQMSYONU5GRys\nr9q2tTXExFHWz4OshiEBumYmNuk/cgQ4/3xRd+3ii4HXvU44iF/8ouuo/MWPfxzcWIqD3b8/VE5p\nZOIIJIUwcR6jZ4ADLIuJujR/PuiOT2hAnOf4OiZOxzjx9xZ1MbWmMHG+tgB1ECeLAoeBuGYwcQBw\nGoC0EnzvthkQLPTQkGByuTE5pc5yuZynjclkEueeey4AYN26dQAEE5fJZIJrpHEQx0F9k81l4gJA\n3FHZ96YhHMQFySk5iFsKEQczdtZZon8tWiTkz2FgnfpTo0zc0JBYpDrzTOufmOZQXHKJ8C2efNKK\nidPedxpnf/pTUdfyhhvEZ/J5JnFmJpNBKpWKJadMAUiNjwcycTmW2ERl4ui9KSZObYtqan/ZR19Y\nZD3WgbgUi1ObLDklIGoojsn52LbEgGs6EBdTTknn5t6PE5iJS+nGVviZuIK8PmEgTientE1sMiWn\nnGS77777MHv2bHzrW9/C9ddfH2vF1TYmrqNYFE4RB3GaDJXWII4nTlDMB+JixsTpwIYaXxQlJo72\nS59961vfwjMB52GymTIOh4O4RuSUOhCnthvPPy8mb01MnNYYiOMP/MTEhFto08TEAfXEGupkdtNN\nN+G6667DDMra+LOfCfnd298unILeXvSuXw/udvdQMeebbvIcK5FI4Ofs/23wgjgrJo6yMJ59djw5\npa5OHCAcHZqUCMTFZEQonfyrxBqizsTFlVPqmLg7fv5zYP16EWP26KN1BmnxYiFVvP12tL7hDcGN\nVcoMNIuJ08XEefq3jiWzAHEt3d3YRptL58CY2CSVEm3i9ajWrxeMK3d0Uqk6mxAnHg6wiolz4yzl\nNT8WckoAWAwgJfufVk5JjuUf/ZH39xI05Gr67JSO4/hiSVavXg3AC+JCV7knE8TVasDHPw78+Z+7\nTFwQiBuRz2cP9DFx9DvAHsRR5GORktqsXCkYmTDW0cTERQVx69fLhuhjMHVmXIS55BLx+sQTRhDH\nxxEtE9feLs5J1vvEbbeJVwXEccc6ipxy69atmE7jrA7Eye+CmDh6r4uJU+WUQVJb2mY7/fM3fyPG\n6XTav2gijWd4pdp1PDfAZGWnBIDDLS2oyf3ayild48edOVOwvgoTZwviCrKPu77SJCc2aYiJk20L\nk1OOyevjAXEBcsowJo4vCJP/PMXETbJ98pOfxEMPPYQzI6yIqabGrJgcpV6aAEKYOKOckiUQwKWX\nipW8tWuNbfKYJuNOkMWSU8bITtnR0eECsijG5XHNkFOaQJzHZGZKpFLm5C7cDCAOqIMJExMH1EGc\nClLf8Y534Ec/+lF9n9/4hni97TbB+rztbcgdOoS/kPs7A0B+7VrRZ5j0jY6/hv1Pw2yFnEWbmLhn\nnxVO97JlPhBnJafU1IlLl0pikqAJv71dOH8BfSvIdCAujInTZafUAQG6h/0A5lB81ec/X3f0yN75\nTuDee8OlgQzEJRKJeEycJrEJECL1pm0542kxUbe2tuJJAIMASrLtRjklIO4pAYO9e4Ucd/Vq0Xe5\n0bgQUYrkWjYrVos118h9T06vqfi6tGbLKRcDSMv7WObjE3/vOELiyi0kJs5xHI+jnUwmsWzZMrS0\ntOBpKcMfGxsLX+VuNoir1YDPflaA0ne8QxQ/v/detMq418MBdeKGZd/rhTmxiWphIE4GJnhBHCDY\nuCBTmbi4ckomzbc1IxN3wQViTHniCXHfUinfcx+a2MRxvGUJCBgaQFxUOeW2bdtwOvkyOvmeHCtp\nxDQxcclkMjQmTm2HatSHdvAPu7tFux59VNvfVSZuskFcgd2/Q62tvr5ulFNmMqhx8MOPm04L33Pn\nTvT09LjXyFZO+Yr0URfLhSjrxCY0dxwHJi5ITlmpVDAur48nJm54WIzDbP5W+5PpOeJ9lfpZLWy+\n5+233nLKXHvd617X8OqqCuJUo5sdCOIUJm45IGoVEVMHiIH2Jz8Bfv5z4H//b/HZ5z5nbJPHGiwx\nYCWntMxOqX4Wx3jx5smSU3qsVhPXkGXfA0JA3Lx5YiB44QVfXNUuKeMKY+I2bdrkSke1MpjBQVHT\nZ8kS4QgDwEc/inI+j48B6IQsZgwAf/3Xvp87joOtEEH+n3RPlTFxYSCuVhOrykuXAtlsrJg4Lqck\ny5GzxJk4ILakMgjERWHidEbneCl9EMa0hZnCxAUlNonKxKm/8xhtG5GJy+fz+EuIxYKkdJQ5+NSC\nOAJPFN9LfZcbSX6YBDaS8XT9MPRFAivymZt0OeUppwDZLJZAxLUBCohLJOpAbtUqP7g0xMSRqSCO\nslOec8452LBhA0ZHR+2YOH7NmwHifv1rMf78/OfAd77jAvP09u0YATAqHT0di/KmO+4AUGfiyILk\nlLrEJjomrhQVxKlMXFw5ZQwQR+aLAWxvF7HOTz8tFkS6u/0LIqgzA8ZMfzTudHbWxwIJ4oip4CBO\n3bf6OY2rBw4cwOHDh3EaKUd0C8kaEKdT2CSTSfdYBOKqiQTKrA02ckpAyRL8rneJRC4A8MILvt/q\nQBxfKGg2iKtks27M3mEG4kLllAAcznSq/t6ppwK7A+EFuwAAIABJREFUdyNZq6FX3ts2y7a99tpr\nADQgbpKYOBu/TTVX8kmsqbIP3j85iHP7NyAW6w2LetR3TM8R76tuduYpJu7Et2q16kmYYGLiemig\n5yCuq0v88Zi4UgmrABTnzfOvWl15pahp84Y3iEQnDz5YTyyhtMljEWPiqP022SmjMHG030aNVvls\n5JRRQZxWfjk6KgCLvH5WIC6VEvKpF19EUvnelon74Ac/iMcff9x3fq5997vCsSAWDgD6+nDgXe9C\nL4AdAK4FULz4YuDaa30/p+O/A8BH5WeemLgwEHfkiLjfUm/fSEwcl1PmaGW7SSBulnzmdu/e7X4W\nJ7FJEBN3EX1Bq9hxTSOnjM3ExZFT6pi4EBB3FMBrqD9rqtPhOVZ3txiPKhU7EBe3tEQAiHPfK4kg\nJl1OmUgAixZhEerJB0qqE0TtVqWU7Ds1UyN/zwEaOTWrV69GtVrFs88+i/Hx8eBV7lJJAHkaN5uR\nnVImVQEg4kRZUq4dAKj1OhB32TXXoJxM+pg4k0Qf0Cc24ddlBYR0fII+IxBHcc8mMzFxUUHcc8+J\nZ0oNkQiwINCKSy4R941AnOa3gTFxQH3c4T6CnBfpkyhyymQyCcdx8JKMz15Iz7MliNMpbHxz/NiY\nz1EPk1P6QDAgwhBOP128DwFxExMTSKfTHibOCKpigjjHcUBPnVOrRQJxHkmletyZM8W4e/AgZs2a\nhe7u7uDYWI25IG6SE5vEMTf5ikFOqS6GjkmflUDczIceEnPCn/+5Z7+2MXEq0wdgiok7GaxWq+EA\nackRUU4JCDZu61bxcAHoP3wYHQAKQRJPxwE+8AHxm89/3ve1D8Q9/bQYKLk8M8Bs5JTNqBMX17ic\nMoyJayQmzjVFnmYF4gAxSY+Ooku5JgTigpi4AwcO4EnKOgkDiPvP/xR94ZZbPB+P/o//ge0QTFwB\nwPg//7N2dda0Klu1ZeIodkdK3+LExOnklD4mThevFcFaWlrQ09MTSU4ZNSZuFYCK44hV8UYsRkyc\nDYjj26vnAEB/jen+B0xE3LGja0n9WtsXaKV4aKgO4lat8u/4fe8Trx//uPHYgUbPvcbBNskpw5i4\nptipp6Id9UK+ZXV8ov91IM5QJ84kp6Tnmyc3GRsbC2biqO9QIoRmMHE0Tvy//ydYubPOcsHGLnjn\nTF9fdhwU8nljTJyOndPJKROJBFpaWtAPYADA82x7DAyIBCdRmbg4cspqta5eiMA2BMZ58YWjAGmw\nUU4J1McKPh7Kz2gUiSKndBwH6XTaLTw/l8BlAIjLyP0EySnrPxFMHIG4MJWPDvS7mWHPOANYtky8\nDwFxR44cwbRp0yZVTuk4DjbL95VEwgfighKjeRJBqYs1bIz/0pe+hAceeMC6TTRmrKQFj0lm4uKY\nh4lLJt14NLr3ap3YQmsrKhByyjYAfffeKxYuFNVSHDkl3aOpmLiTwKrVqks1A+bEJkYQt2CB6OCS\nJZgja0QVw6QWN98sVqu//GUf++UBcXv2CPnGxRdHLixqU+zbNWLidCBucBDvhlhVUo8Rx7icstkl\nBrQgTsn2FwnEAejnMSaoBwkHgbgnnngCI8yh1q6Ybdwo+o8CzrOdnXgrgC9AFP5MGVZ8dQNRJDkl\n9XsplYkjp6SVqkAQ1yATBwg2jjNxJjllNpv1BLKHZad0HAdJACsB7Ovp8aaEj2MRYuKaKqcMSv8f\nEJfGZWoE4nROtEdOCQgA9bvfAXPn6pOXnH++cJpJ5hTVFJYkkIk7VnJKwGU3pLjMxyQgnxfjtC5b\nMoG4AKZQjYkD4EluUigU7ECczNjZFBBH4wSPf5b754C0VvMX+waAcQ2IC+rPpv7X2trqxsMtvPFG\nLCPH3XEEG7dtW3DKebXYdxw55datYr6OIaUEDEzS615Xfz8w4PtNaGITQO+UB4A4tU26z/nYOovG\nlwAQR0c2Lc7agLiwBRd+/R7+5CeBBx4QAG7JErEB1YNlxkHc4OCgPYgbHRV9K8ac8E4A/wXgP886\ny+ePGWPiAG9so3qv2Rh/7rnn4vLLL7duz/PPP4+HH34YixYtEh9McmITejb/8i//0vo3bkHyctlT\nf9EE4sq1Gg5BMHF3QmbL/dCHjHVJORMXlthkSk55Elm1WsUelqbWBOJ6gpg4wI2LmydB3MRZZwUf\nOJcD7rhDTLJK4W8PiHv0UfF65ZVW50MWWU5JA5VGTpm66ip8CcDF+/adkHJKDtwCQZzCxPkydKom\nwVMvY2q5Bckp16xZ4/ncx8SNjIhsYjxukp3DOgB/CeCHMF8DE4gry3uZicnEkVklNiH2hjlcWXKK\neGIToKFacTNmzMDw8LAbGG+SUzqO47JxQHiduEQi4cY4vcon0LhGsiNDTFwjJQYC5ZQ6oHzkiLj2\nAUwcB3E6OaXvWLQi/4c/iNgrnZSyvkMtg2xlNnLKw4fFMUKSpzQVxMmFCSOI++xngfvu8yfGAerZ\nKeF1Vk1ySroP8+fPR3d3N5544gkAIUkDJgPE0ThBcVGAAOkADqHej01SuEJrq6hVVippmTiTnFIH\n4qg0/bLrrvMe5JxzxCuxwzqjcYmucRwmLmY8XGBceU9P/bkyxD4DAXXiAD2Ik8+FCuLUdtiAuAF6\nxnQgTm6Xkf2gESYuipzy6IwZwFveIjbo7BTXURYm50YgrlKpYHh4GF1dXfYxcfl85FqAjuPgVQBv\nBjCYzxsTm2jvpQbEu9bAPLpw4UJcw4uH2yY2oT7AanbaWGdnJ0qlEv793//d+jd0/fOFAtDW5vM1\nVRBXrVZxAMBCAHcBqHZ1CYWbYuqzZxMTR8eaklOeBFYqlbBvn1t1xChZ6isWxUChOgzkhMu4uHkH\nDmAcQNlGL3/zzeL1O9/xfOwBcZRePgKIs5FT+hzIREJMbioTV6vBefZZAECXofhuVIuS2MRGTsnb\not1eAXFW2SkBV2fPQZxpUiKjwueHlVgU37aUDGf+fN8+1HNQgQqZkYkjZzFs9Uxh4igmLpKckkAc\nZ+KaHBMnmijaSAsuJiYOgAfEmbJT8s/kej72sPo7sS2bFc/RyIg2Ji5SYpM42Sn5BD80pM8mx4zX\nJovExNG4FATiGjFysCVoNzJxPT0uUJz0mDjAvZ7ESZXV/nfjjcCb36z/bUiJAQBaJs5xHKxYscLt\n+1ZMXG+vuIbNYuJaW70O/Gc+g6PveQ/+CuEOOCUgSLO+GTWxCYE49wlVF1wuvFC8yoyZWlMThMWJ\niWsQxAGG/vn44yLxmaHebWhMHDHe739//bMG5JSAd+zso35uKafUzeu+hVoG4rjZgjjfdgsWCBCn\nqIwIxA3L3AKR5JQRpZRquxzHiSanDFpIbMI86pqtnJLGoxiZpcOSiqmWSCTQD6D36FHgnHN899kE\n4lIAugFMvO992v5pGxOnTWwyBeJOfNu/f792UPXFxE1M+Fk4wMvEjY1h9uAgfg8gaVMAe9kykfb+\n8cfdVNoAA1iAqCM2Y4bQfVsaX7kDLLNTAgKgqgOEDGwGhKS0GUxcs0sMcNNub2DiQkHc4sVAIoFu\nBvIH2EpZEBOnmm9A27pVvBqYOLJ0Om1sn2lVlpi40MQmITFxVk4vOZqsX2SjgLjRUW/dMYOZQJwO\n4JqYOB0QSCQSkKHeOGi4d5FN1jjTxcTx69vUYt+6xCZHjoSCOC7h04E4nxGI+9nPxOtkgTibREuH\nDnkSQRyTmDhVTmmxyOSaISYOqLddx8QB3j5tBeLa2sS12bvXvn0m27NHzEHKosHIxz6GfQgHccNS\nbtv/+99bjS0mls4D4tQFFwI/LA7ZZ+pzFUdOSclTIpY1CgUhK1YYF2qt5JQ33ijuk8wGCsA9T1p2\nJtY9qpyyr6+vrq4IklPGYOKqlnLKsDg5AGJBdGKivjipHJcWViOBuLglUpiZEpuEyilVa4KixTXb\nxCYBYTbNtmQyCVdYzCTGqj8L1LPK87RZzp13avdrGxOnS2wSWlKI2RSIO042rkgpdINJC4B2tdA3\nGWfifv97JGs1rIPZwfbZeeeJbG+bN7sf0UO+EhCSpSuuiCxLMjFxgSxUf78/mxwLFJ5eKDQ1sUmz\n5JTctO1SYoysQVw2C8yfjy7mCPG6eEFMnGo+EEdMnAbEceAWdP66dtdqNVTTaZRgAeJIesJAHB8o\nre4xlRhg4KSDWEgCvEGTz9VXi3gGWbbBZASeCcSZ5JTicPZySsdxIKMEcCik3pi1SRCni4kDwuVn\npoKlVnJK+m2tJkCcWkBWY+TcqXJKbXwkgaZdu8SYRDK2ZpuSaMkHwCsVAf7ZPTsmMXGqnDIGiAuS\nU+qYOPHTFu02PuNj3fnni/ukiROytnJZzAlcSilNt8Ktu8bPX3QRJgAs/sEPUFPmpChyyvb2djeh\njA/E9faKOn6//a2PiXFNZbjjyCnXrxd9Lkj2FmBhCTx0xpnJQL9iYMDrJxiYOLUdYSBu9uzZ9QzZ\nliAuLCYul0wClYq1nJK31fg8k6qFFkil0RxwUJbemDZtmr2cchKYuEA5ZZAapJkgzpaJO4YgLpFI\n1LNEX3SRlZySImDHAWRCFmHDYuKmEpucANaMSVrnKLnQTQfiBgaEw7FlC7BuHQBgLQyrLDqjlWym\n5b/xxhuxcOFC3PvWt4oPIsbD2cgptUzcwICIM+H6Z1YDb4BNdo1ca11MXKNM3G9/+1v88Ic/1H8Z\nl4kDgKVL0TI6CnIVOYjTDQSZTMat3cIZtShySsdx3N8Gnb9JTgnHwQiAXJCOfWJCMMDz57sOSbPk\nlNN37hQOKwWb62qYAaKv/epXwL59QoIWsCIeV04ZltiEmLgJAEcsAI+VMSaOx8RRW9wJwuD04uhR\n4YyFJDIKlFOOjgpn1qIYrMrE6bJTusfiTsaiRZHKnkQyxXnwgbgDBwRQZSvXYWNSM+WU5MKX4jBx\nGmBPbdNlpxQ/bdG+9xkHcddfL97/6Ef2bVRt/36hEuFJTZQ2hzngoz09+E8AHbt3Y4ZcFAxipkwg\n7p577sGlFKbAs/iRXXihABu8JAI3lYmLI6fcv1/EG0bsS7rzjWIU4269OAwALS2oOU5sOSV93tPT\nYwXiUhGYuFZiV+Rvw8Ct1fWbN0+8KnFxdNxDMhGSFRNXq8UGcaa2W4E43fUla6ac0jaxyTFm4i4C\nUE4kgNWrQ+WUlUrFHYd3wDy+6xabdNeeJ8ibklMeB7vxxhuxadMm3HrrrbF+T06zbnJ1cwfqQJzj\niFXAoSFg7VoAAsRZD7YaENfV1YXNmzfjTCraqktXHWA0SNvIKT0dnxwizsaxGngDjIlrxKLIKW1i\n4gDgvPPOw/XktKjWCIibI0Lp6c6HMXFAXVJ5IcVpIEBOqQFxAGKDOED04SEALUEg7te/FhPztde6\nDkkjckrKTtkKoHvPHpGqn86ZHH+WQAgA8Mtfismyp0f0f0pLr7HJklM6ABYD2IJoA3agtbRo5ZQq\niKvV9Nn8MDLiC6iPLKckiWoDTJy2L1A9JqCe1nsyLAzEETuuYUQmVU6pXM9RA/OuNcbEcQtLbAJ4\nF4QCmThyttraBMudSDQG4nRJTaTZgjjHcUCFdJY+9hiA4PnR1P9e//rXY3YmI/q6DsjSeGuSVKpM\nXDIpnFhbJq5SEc9mkKNtMN3z23Qmzv9D1PL52NkpqbxAV1dXHcTpFoXkuJFitdjCYuJaKD5Mmd/D\n5JSBTBwBeyWbdBiI04KqQkEsXjSRieOJNXzHIyMfUzfvTwYTZyunjBETF9VSxSLOBrC1q0ssQFjE\nxJFOLGiEU8cp02LI6tWrcdNNN7nbAJiSU55MRgWFdUzcbHoodSAOEBPK2BiwcydKjoPtiADilsuk\nyevXez+v1UQGuIUL9Sm8A0xd+bHKTgnUHSIeRyEZo18A6CqVkNE4VVFtMuWUWgsBcYEmnRdyYcKY\nOPGTGcjlcjhfZnADDHLK/n7jJEHgNQ4TV6vVcAQhTNzDD4tXVkQ8DohTmbjlEIDOUzuM4kaZZBhA\nfeHi/vsFIPjKV4R8WGMqiIsjp9Qycbt3oxvARkR4ZsMslwPGx10QR9eT2spXZI1ySgPDZXRicjnh\nsJOjSqnWLZg4AnFBMXHusXjMxrEAcRrnwQPiGLg4ljFxgMzMGCX9eEBiEx0TZ5JTWjNxfX0C2Dz5\npGAu45iuvIA0tZ8EgbinARxasABznnsOpyLYKefzl+/e7d9vlpxRHI0JxGliTYk1tzK6thbPlMni\nyCnpd4GJTUy/04A4tR3a8eQnP0GfvF7d3d11EKcbl4iJYyAujInLSxBRkvfCZiGAvjfOT7SgoiTz\nicXExawRp7YrSE6pvZcLF4q5meUicG0yQFyYf3UMmbjMH/6AFIAXDWENOhD3MQC3APjbCMcxPUfE\n9vNjTTFxJ5HNUFYa+SDnfhME4sbHgdFRFClGyPbmt7UJNmb9egHcyPbtEytKERKacOMMgFWdOKAO\n4lgiD2zZAsyYgXXy3y5WqyuuRZFTmjIzRrK42SkB10mc6f5b7yeme/yFL3wBP/7xj11ZpW/bUgnY\nsUMbD0fWiJySmLhsqVSXTaj28MOi77FCs43ExBET57pXlOIcENd9+nQ/iKP7csopwGWXifeG/kXX\nfa903uNkp+RG55aSiQqeQWMLEx4zJDaxZuI0Mh4dQPG013FcBhBAJBAXlNgkEABRQenJsICYOAB1\nhogxcSYQp/19XGNM3E5EBP7HWk4JCEllrQY88oh9O7lFZOJ014O2e+XKK5Go1fAX8N4Pk5zS57BX\nqwKMmkDcaacJR96UoVKX9ZU/M2EWJCkMsUbklHwcibrQZGLiAkHciy8CV12Fn0uGsruzU3zW16dn\nJiSIS8pxjdeJc0FcpYJTWYx2q1yEK0mQYCunDPyMYqIsQFxoTFwDIE61SDFxAHDNNaL+pmqmsIQ4\nRpmrTyAQl5WLui/I+xjExFGYQhHAtwAELcfbyin5tlNyypPQiGGJHBMH1EHc2BiKJC+LMtguXy4Y\nCA6eNmwQrzFAnCqnjM3ETUwAO3cCCxeCeMKuV1/1/y6iRSn23RTnK26xbyAaE1erAbUazjrrLLz+\n9a/3AAgPE7drl5DmTCKIc0vekuPB7eWXBaC64gpPPatGYuIS8jduaLEqM1u0SABXXvaAWJbW1rqT\nqEouQZu0oqOjo2lMHL1PSgn0M2gyE1epIC1j4uh6WsfEaZi4UDklHZcc0ghyylmzZiGfz7tOXqCc\nEqinMzekQ2+KxZBTHmsmbhcijk8WJQY4QDMxcfmgjHk6EAcESyrvv18UTdaZksGWWxQ5JQDsOO88\njLe14Q4AyYBFCWP/O3JELErp4uHED0Wf3LpVn5WT5gF+/SRrbmVNAHFhnwX9tpkgzrON+ox/97sA\nRNxnEsDyoSHRD970Jv1BCMTJuZwzcclkUixaLl6MhzZuxA3yJyT1L2uYuMDzsWHiDOV9eGKT48nE\nBcopg0yXgTiunYAgLi3n4hfknKXeZ77AzGWwQHA5g0ZA3JSc8iSxbDbrxjHFBnHlMnDk/2PvusOj\nqrbvujOT3kkg9N679CpFsCAKKkVEBRHlib2837OgKKIiqICgiIKCooAFBCkioiAooBQR6SBFIKEk\nQBLSk/v7Y98zc+bOuXVmksH31vfxDZl6586555y119p7X0KBMjgs2R5Yz5nt2z33MXulTRIH6Nsp\nheXNmVWKLYDHjlH0s149KJQSFRR7jSRJwLx5wN13A199ZanCF58TZ2SnDAj8yYlTNi8iEuf1G2/f\nTi0J7rrLfZcmiWNlqhs10vxYf3Pi3CTu0iXfJwislOz9LNspmfKsLK5u6qauFNWgAY0lvnKYBRIH\nUIXKQBU2aZeRAXTogLDp05GHIChx8FQhZNcaGw+8EufzmaWltGDq2ClF38f9uTaUuHfffRe7du1y\nW3h1q1MCwHvvUfGAEMuJ0/r9tMiFLXCkOB0WN2Lh4YDTiWiTdkotJS5ej0SwDR47f40a0by0Zo3H\nQsXjr79oDr/9drEipeolycMqiSsJC0NagwZIARCnrBciZUqTxLHAhF4eIrNUbt7s+1hODhEOPvBj\nxU5ZTkoce53lwiYAEBPjbjFg2k7JFQhrAaAlq1B9++3iz1ApcXxOnMvlon2EMu93ZC9Rfv9iVUDC\nip3SBxp2SnV1yqSkJGMSx+eWWoT6+NX7MV07pR4CaadkJM5sn7hgk7iiIri2bcMBABc1jklU2ITB\nDInjX2uWxFnpdPc/EleOqFKlimYUV5IkVJJllALaNg420DMykGdHievVi25ZA13Aky9ks4S3lp1S\nNx+MWeBYdSeuDP5+kGRdQbG7SSUlwJNPUhR30CCyhJqMEFlp9h0QsHwQJbcwUEqc+5hPnABuuIGK\nwHz6qftxzcbgSnK/20IoQK5CcKppBQ6grcQBgLvzmojEMWvVDTf4vJ9lO6XyvViLAU0ljtlD+FYC\nbGGIjvZsxnVIXJUqVXDu3DkUFRX5XdjkwUOHgG3bUHLjjegLIBMBJHGqUvJ6SpzPb6ixeTCtxLFg\nCtvwmiBx8fHxqMepwro5cQBt2kR2n0BCJwKsReIYgmqnjI7GXuXY9sHiPC9JQEyMD4njj8+MEhen\nVxFUpCD06EEBE65djBvvvef5/7p1vo8HUImTZRnZSnAniduIatkpfUgc25zrqct6Tb9FuaZlZKdk\n0FWSNMCTAMsb/9hYOEBtkkzZKbOyKBdfQR8A9XfupOusRw/xZ7hcgMMBpzIn+yhx3JzPenIyEmfV\nTql7/qKiaG5SkTgWnDqrFGzj7ZTBUOLUx60ubGJop9RCedgpXS56TjBJ3M6dwKpVkLKzsRbeQU5A\nv7CJ5zCN6RZ//rWuIzWJi+I+wwj/I3HliKpVqwoXJIB+1AhJQpEkeVWL8wJbYGXZbae0NNl27UqL\ny/Llnk3Yli1UtU/HcqcF23bKBg3ogmUqICNx9eujQJJwMirKrcRVPHiQbAu33EJ5VenpPqV9teBw\nOOBwODTtlLp5cEVFpGRp5XqJcOYMbWYVhcQSiUtJQYnD4SZxycnJ3rlDublkM+ELByiTrFCJKywE\nvv2WiEuHDpofe1Q5l4101DrRcfvYKdWNtEtLqRVGkyY+G2C1EmcGksOBYnhy4jSVOJHSxpS4qChT\nShzLiztz5oxffeIkUKVVtGuH0qVLwbZ7ugqHFWgocexYdAtBCHrEASY3MSIlzkbbBFGLgTKHUZ+4\nXbuI6HHWujKxUwJ4qFUrDAEwBzbIYWwsonWOz4wSZ5nEsUDgtm2+z+fnbLXlUpbJYZCSIgwGiGxK\nRhvwHGVeSFQIkdnCJqaVuPbtKbAkKm4iKhlfxnZKu4VN7G78Ja5XnCk75ZYttEYoVb6nAIi4fBkY\nMkTfWhYeDofATulyuXRJnFk7pV4OJfckGhsqEsdcLczFwdspDXPibDT7NrJT2iZxLhfNizprpGmY\nLWwC0DkIFoljlawVq+4qeK+PgP8kTrR2Gilx7LPSlSIrl3WC6Qz/I3HlCJESx08mYQCK9SZcboHN\nVwaHZZvN8OGUMzRkCBV3OHqUGoHbiCDr2Sl1C5uEhVEJ8T//pJwt1iS2Xj1IkoS/oqMRkZeHagAq\ns5y90aOB3r3p/+pG4TpwuVyadkrdxe2dd4DWrYE6deh8mYGqohk7H+xC1f08hwO5cXFuEidJkptM\nOB0O4N57KZJ0333A2LH0JIX88gTD6XTSpuj++0mxGzxYdwJlSlNdjRYE/PdQgxU2AeCrxB0+TAuU\nQOFV58SZslNKEkogsFOqN1qiyqe5uTTmwsI8JE6Uy6KAr1Dpj52yIoDw0lKgZk2v71hRK9fGKpRN\nQ7TkXZ3SVGETUfEFDsGwU6phmBNXFlBVp+Q/Pyk7m6q39erlVSJbj8QF8vjl8HB8ASAHNjZiAiVO\ny06ppcSZslPyZIVVihWROBZ8SkwkEsdHnvfvJzvlNdcI1yG1wmBGictS5oUkZXyKNu2ahU3M5HnG\nxFCO+fbt3oXCALESFxlJgTUzEfcA5cTZKWxiO4+KI3F8LqWmErdpE905ZAh28e+jZaVkiIyEQ8lz\n82kxwJG4BqAgWphyXZutTik6buHzkpJ8cuLYtZOeng5JoqbxwcyJUyNgOXEA0KcPXZd//OHfQZlV\n4oDgkjguiCS7XFgP7arhosImDGZJnBGBVitxBUp++8F77zX8Klasl2WK/WwjHwA0Zs1/QwzqypSA\n98Rmh8RZtj1Mm0ab/xUrPLYFrnKgVZi1U/pMhC1bkp3i22+BDz8kRaVpUzeJ65WRgeYAEpQCJ2jT\nxkOm+MIsBnC5XJp2Sl2wjcjJk6RgDhxIG/9nn6VjUaOkhDYqDRq477JUnRLA5fh4VOXIUNWqVXHi\nxAnEffopsGgRHcfMmcC779ITDh8GWrf2mlhcLhcwcSIwfz5Fi995x9TXtUrifJQ4NYnbsYNuBeeK\nKXEMZje+vBLnLg5sVoljm9aKFUnpNqHE8STOSInjH2ffpya7o2ZNr3MYaBIXCe/FRp0TJ1QuRGXQ\nYXITKCpscqWTOIES15DNN9de6/WSsiJxovnUNGJjES1QOEV2SltK3PHjXq4DAJRX7XJ52eTcOH+e\nNr4DBlCO87ZtHofA99/TrUafUnWw0JKdkiu4ZNlOadSbLzmZNqklJR6SL8t0bak35ey85ud75iIt\nBDgnzoqd0u7GX1LGilqJ0yRxzIbapQsWJCWh1YULKKxZE+FcuxwhatWC69AhSNBW4o7ExaFedjZq\nAHAp13WJSZJk+vxVqECFu2TZHXhgSlx2drbbSinqExcSLQaMMHIkBVvmzwfefNP66xmskjgVMQ4Y\nuGrU8uDByFu4UFOJe+CBB3DfffcB8FXi9M4l/3sYXUdqEudwOGhfYuK6C1kSN3DgwIAsgJIkYa/I\nkx8CqFKliltqFy2u4QBK9M4BN/nnqRYi04iIAJYupY0Js4IYRb80YMZOKSxsAhDB+PhjYOhQspnM\nm+feUB1RvmdzAPGnTlFENDVV3CTcAGFhYfZ2fxjcAAAgAElEQVRI3OHDpNy89BIRN0aGUlPFJC4z\nk6KsAiXOComrDLhVppo1a2LXli1ImDaNJvkvvqDJUNUPjScQ8StXAi+8QGXZv/nG0KZx5513YsGC\nBejYsaPmc0yROLWdcudOur3qKuH78cUszECSJBSDlDiAzlGJywWnugy6lhLHrh2nkzZnqkatPHgS\nx+yUVpQ4Bp7EBUWJM5kTJ1Ti/LVTlpS4iywBsGWnDAkSp2OnbMRInAa5ECGQx8+PKdtKHLcB0bJT\nWs6JKyykuUft4IiIoOIme/d6bW4BUIArJYWqWM6bR0Ut1CSuTx/hx9nJiWNKXCKnxJkmcWYrrrKK\nuwUFHhKXn0/XhshOyR4PIoljsGuntLxOss+wQuKKi8lO2bw5kJSEf+/fj9+++Qbte/c2dgS1aAFp\n1y7UhXfBMl6J25WSgnrZ2WgIwKXMc+qcOL8KmwC0hqiaskdyAY1EZeyIWgx4XcsBInH8337bKQFq\nP5CcDCxYAEyaZFyYRAtmC5sAtFfhc9kDCSYGtGxJe7mFCzVz4kaPHo2ioiKMHTvWUmETBjtKnPt5\nJq7VkCVxAOXlNGnSxPbr9+3bhwOi5oUhgqpVq7r7T4ly4qwqcZIk2ds0xMRQ0Yn+/YGaNW33YdKz\nUxo2ur7tNuCRR2jzNHQo2TuV9zyifM+2AGLT04FOnWhwM4JkUYkrKioSNgUFgJUrV4ptQ4cOkZXy\nmWeIGCxeTAVhtPrXsWPyg8TlKMfB9NqXX34ZY2vVgmPKFOCppzwqE6vWpxAlnsQlvPMObRhWrfJu\nmKyBefPmYfbs2V6bOjWM+sQB8FXiWDS+dWuf19qxUwLeSlwFAAXR0YhWvzY1lcaKlhIHCPMZeFRW\niCBP4uwUNgk6iVM2DRHKOVErcZ999hnGjRsnVuIMNg+GdkqANqQBUuI0PyvYYDZblY3HAaDBiRNU\nhEmVL1pWOXGmrd8iKIUmIlQkTmSntKzEHTxIG9imTX0fa9aMSNzJk54CVqWlFDSpX5+Ch5GRROJe\neYUCAT/+SI9prEMiEqfXJ06WZeRHRSEbQILAThkwJY4FdgoKPMGyEyfoVp3bwl8zRmAkzsY1ZZqE\naLzWdk6cgMRpIWzPHpqTu3UDAFSqVAmVTNjIALiraLcAkMcpcWEAFWmrUgV/KQSqIQCnQuLUOXGA\n+JoyrcQxgn/xopvE8dcOI3FlZafklTh23H7ZKVnqzdtvk1vqppvsHZhVJS431zcAFAgwEjdnDhzK\ndc2vO4DKSq88x25OnJEKqkXipCtZiQOAPn364KGHHrL9+pkzZ4Y0iTPMiZNl0yQuTynaYRuJiR5f\nuh/glThRs2/NibBKFSpWsn27j+XvVGQkisPCMLCoCI7SUiqOAdhS4ozslP369fN9UWYm/WP9qe65\nh+wFUVHaJI4dE0ecrJI4WXltCyXJtWHDhmjINgd8hcnatckWqPQ7YROLBMB17Bjlaog2WAI4nU7D\nRVdvnLl/CbU9cdcu2pQJotm2WgwIcuIKYmLgc+RhYRTxV5M43naZlESbLY3Fgm/4zX67JMGGzojE\nabUMCTSJi5LEzb6ff/55jBs3zpYSB+iQEt4adukSqZs2EvNFLQbKBVwuBvv+VwGIyc8n0qER8Q62\nndIvJU7ZFKqrnonslFpKXKzWxpI5XUStH5o1I8fAn396SNzFi0T6UlLoXHfpQpVzL1+mnJvsbNow\nasCsEue1iZUkHAdQnwsuaVlLA6LEMbD9h7pQFDuvZoqblFOfOMD+xt+KEhf+6690h0LiLKFFC7oB\nsInLiat24ABZdh96CGeUgmm3AXDs2AFERUFWfiujwiY8dNcndm1wlbJFSlx59onzy04J0J7n7bdJ\nOS8rEgfQNaK3Jzl0iPL1rBwTI3HVqwPwrpAtGgsiGyxgvsWAWSXOp+CeiWs1ZAubtG/fHtWVE2wX\n1apVQzuWXB2C0CNxTIkrMkviEMCmwTYhqTaPIiWOf64PvviCFr3kZK/nlQDIrFwZ7m/L8sxsKnGW\n7ZSsxxhfsVOSaAJgk4EaOkqcpqVUheZK7s30p5/23Ml6+vEFQiSJ1MkTJ4C0NLfyUg2AVFDgsVsG\nCHpK3HF2B1/8JT2dzodAhWPvZzVng7dTyrKMeABFaislQ2qq9xgRKXGFhZpRcd5OyXr+pChtI3gY\nkTj3FkwVUecXe7/AKXH8RvSySlXSVeLs2ikBD4lLSLAVORVVpyxzJQ4Qkjh3FpzASqlF4vjHAgG/\ncuKUDVGMYBMNmFPiND9zzx66FQWK2H18jrtyDbkrfDLF7fRpYO1a+r+OZdWOnZLNTZH5+YiHeDyr\nlQv3Y2aVOCskzooSx4hngFoMmIU/OXGMhMTABIljbY38IHEt4Z0TV5cRw2HDcFaZb3sDkC5dAqZM\n8VE4rNgphde0oJcaf+2woF9ZtRjgPysgdkqA1u9mzci1ZbY9hhpWq1MCxsVNWrcmWzbfC9YIJ0+S\n5VnZnzmdTk07JeB9Lu20GLBrpzSjxIUsifvkk08wUCn/CQBZXEKyFmRZxrx589x/33LLLfjkk0+C\ncXgBAd9iQA1JkuCCeTtlHpc0W16wQuKEcDg8CyH3ngCQwReBqV2bbuPj6fkWSBzLidOyUwrBfNlq\ne0/16vTZLLrEw4QSZwSXEsRIZZOGLJNFpFo13z5VLIdt61Y3iXOXVAkwiRONWbbIZQHIj4jwJnGs\nyXirVsL3E9nozMBtpywpQQSAEq2FITmZNkIlJfSvoMCXxAGalsqkpCRERES4SZzD4XBHVnkY5cTF\neZ5o/OXsQKPFwCElVxKgjY6uEhcIO6UN2xcQIjlxAF1ff/8NXLrk/vy+APXsvOYan6dfKXZKwFuJ\n4zeuZpQ4TegpcWyuZrZCwKd/prsX3KlTlA8nSZ4epgL4Q+IAgM3iQc2JYzBS4qzYKW2QuKIiB4B6\nloNk7Hl2c+LYeIuXJM3+q+x4wnbsoDFQs6bwebqoXh1ISEALSXJXpwwHUOO33+j9OnVCQVQU9gI4\nAQAbNgAPPuhzDICxnVLveSISZzYnLhjNvvWUONskTpJo/isooIrYAwZ4j3UzsKPEGZE41jJowwZz\nx1BaSoGnunXd7SvUxdUA7/PpjxKnVSdC9Fw7OXEhS+LUGDFiBC6JGggr2Lt3LwYNGoTXX3+9DI/K\nPlJTU1GBs3TZyonjNqK5CA0lDhAnQ5tS4jQgy7I3iatTh70JbQR0ilKooW4xYGpxYiROrQxXr07E\nSlTZkJE4Toljn2WqxQDgWdRYhOnYMVK1RBW7OBLHJhY3dSsDJQ7wjN2LiYlE4tjCx/LhNEic5fOi\ngClxrNmrJoljJO3iRY99yQKJkyQJlStXdpO45ORk4TlwuVzuhVtUnTLoJI4VNlE2bOz3yOc2ipcv\nX9avTmnHTqlW4mwUNQFCJCcOoGb0xcUeVQhAIwAXEhI8xMMEQspOqWyIok3YKbWUOE3s2UMEQ9CY\n222h5AsUqJU4Zi8+fZreq1EjXdVLtDm1SuJEY1lE4lylpVRZNzHR2CIsInH79tFGUd13lV0zZu2U\nLpd35U+TeOmlKgAOY8eO61FaSuejLOyU7FwlhYW5P09LiXOcP0/jxM61IklAixaoL8uQ8vNRXFyM\nGwCE5eVRbr3Dgfj4eLSHsh527eo+Fv4YtOY200qcwE4pyokDPKpPMO2U/N8BaTHA0L073X70EVWr\nXLHC2uutkDhVkSkh+IJlb7wBjBlD9QL0ihnu20frFLePEilxPEQ2WCA0cuKuGBK3f/9+3HXXXchQ\nbdjz8vIwadIkDBkyBHv27EF3NshCHN9//z0cSjESQEziwmFBiZOkclfiAG3p2C6JYxO/UIkDSGWx\nUIbWlp1S5Z92g20+RHlxTB30IycOjRvTBoA1QWc5i6Ix3r49LWhbtrgJRFmSOH6Ry0pMpMWIkSKm\nxOnYKQHzNlMGlhPnUBaGEq2KVyxYkpnpidpZIHEAWSrT09Nx9uxZoZWSgalxItXETY+UBXrz5s04\nePCg5ntZhrLJiwsPR1ZWlnuc8a1McnJyUKmoCC2Li0mV9DzAvoDXW1qyU+bk0L8AKnHlgv796XbF\nCvd3TQKQp0FoyspOGYicuGjBJhqgoAObN/g50dDqyypTNmsm3oRXqkR5qTyJUytxbB49fpyuUbXL\nQAW7ShzTAmtAPJ5F46/10aO0URw50phksI0p26gWFVGxqebNfRwmlgubxMdbJjkXLwJff03k4ddf\nB2DFiqcBCNRSDfhT2ISNt0TVPKgmcZEApKIi23MGAKBFCzgBVM/JQUlJCdy1tZUq240aNUIugCLu\nJVbHEP9cIUwqcYBJEmcjp5iHqLCJ3zlxgG/7KatON6vVKQF9Esf2FgARt/ffpxYIL72k/ZrNm+m2\nSxf3Xay4GiC2U5ZVTtw/Wol75ZVXcOTIEdx99904pywCGzZswI033oh58+ahYsWKmDFjBt5///1y\nPlJzYEniuoVNYD4nLlSUOK2og92Jg52f8zyJ4wtBVKhAURWuIaMebNkpGYljUWUGNjGLrL4CJc4y\niYuIICK3ezcVBpg2je4X5Q4kJFD+yZYtiFYUa7edkutVFwgYkbhL7LwcPkwq5ebNtMjx5FvwfmZt\npgxuJY6ROK3oXgBIXLVq1VBcXIzMzEy/SFye0+nu/dKpUyc0CORvo2waqiQmIj8/31359ssvv0RV\nRSXJTUvDqhMnsOb8eeoxyBAIOyULXFzpdso2bYhIrFpFFR0BRAHI0yA0ZWWnDEROnJYSB5By4IRF\nJe7QIZp7tQonORxE0vjcYbUSxxQ8tiHj5kwR7JA4AFA+1d1TUj3GRIVNerAA2tixuscEwFeJ27OH\nlDbWOoGH1cImNqyU337L/jcd9er9inPn6gH4EYWF1q+pQJE4HrIswz1T+EniAKDO5csoLShAfwCX\nq1Rxt7MR9Qm2WvAlkEocs+5p9okLCzOnVOkcf1DslABdm3zxt5UrPdezGQSaxLFUgY8/Jsv2vn20\nHh0+rP0a1kqLFaqDd2ETBn9JHIOVnDh1YZN/lBJ36623Ytq0afj7779x55134tFHH8WYMWNw9uxZ\njB49GqtWrUJfC/17QgWaShxgKScuNwSUOM1oAuwrcQCdkxx+EeNfyzboOhtwHrbslCdP0mZEHSHW\nm2TOnKGJmFucLJM4gBao7Gy63bGDoouCXmsAqEVDfj5qfvABAFLi5Lg4b9IbABgtAieY3fWee4i4\nHTtGE7/G62ydF3hy4pgSV6q1MPAkzSaJa8sVkrFK4tyPAcgzEzSwC4VkpCpj7i/FhluxYkUMGzYM\nABA7dy7i2SLEW2EMlDjAhJ2SkTg/7ZR8dcpyIXEOB/VFOncOtc+dc/dptKrEBdNOaTcnjidx6uOt\nHhmJwwCin3rKfV9UVBSmTp2KdevWid9XLx+OoUYNCuawogZaShzrJRlgEsdIGbu6EyEey7xyIcsy\nWgKol5YGXHeduUCYmsQp1YKFJM6OEmcRHkfZN+jdew4aN/4BQEXs2GHCIgtxYQfTUMZbBRUZUStx\ngSRxDfLyUOnECcQCyGjb1r1P0GtTFTA7pR9KnPvcyjKlTvABawtQH5eaxAXETgkAixYB06d7WoIs\nXGj+tYWFZA02cwxmSByzU9asSfNM48a05zh6VPs1LKjMzVkiJY6HVmETM82+/cqJ+yeROADo27cv\nZs+ejbNnz+K7775Dy5YtsWzZMjz11FPmvPshCK0NgFMZKGaVuMuiYgXlBNuFTQRg6p4M6vPy7Xvv\neT+BV1lMICwszKuKlWkSV7myb/SIEQFGDHicPUubEcFCaImsXHcd3davT5vuhQu1L+xRo4DmzZG8\nfDlaAagHQKpf316ugQ6MlLhDTZvSQrR3L1lQ338fmD9f8/34KBdgfoOaAyCmpAQuZdMUUCVu8GDg\n//7P/WdnLmonJHGyDOTkoHZEBOIBhOXnu9VhLyUumCRO+U6pygaKkTiHw4EKYWH4EEC199/HJYcD\naU4n2XPZJtKEEmdop2QL6pWuxAFuS2WLEyfcJC7fhhIXMnZKpsRxd6mP7+XcXNQGELZmjddLH3vs\nMfTu3Vv8vnqVKRlq1KDr4/Rp+lutxFWqRASIWYsN+lnatVOyHpZJEI9n9fhzl78w2+ZITeJYhUQr\nJK6oyDvHW5ZtkzhPdyWqDFq9OpHkjRsNmosrECkRpqHMI7247y6yUwaExCm94hoWFKCaosBc5Kz7\ntQT9Bu2qufx9XmDzpkZ1Sp7EJSUl4eTJk757kLQ02je0aaPxRc1DT4nzO9gfF0cB43vvpXSPjz82\n/9qiIvMqoxkSJ0hbQd26tJazgkQ8MjOpUm7Hju6iJoC4xUAgC5vYzYn7R9kpGTp37oz58+cjISEB\n6enpIUNc7EJkMQA8JE5XieMmht8jI0NOiQtEYRP+eYcA5KsXeNaOwCSJq1+/PgoLC7FXCVMayuFF\nRZTPIaqcpTXJyDJNLqpjtUXiRo6k9z94kNQBPbhcwJtvQpJlLISyYQtwPhxgTOJKnU5g9Wpg6VLa\nSdx3n29OiOD9rNopj0oSwmQZ8cpEbkjieCWOD/qoSdz588CXXwJTp7qJSfv27d1PF5K44cOBuDh8\n/euvuASgUv36NGYOHfK1UwYLykYoRTkPeYpVS5IkDFuyBPcAuFi/PgampuKbmBjaQH71Fb1Wg8SZ\n2sQEyE7Jtxgod/TpA4SHo+Xx42CzrJYSp4eQIXHK7xqrZadcuxa3Kmqs49Qp8703GYkzUuIAT16c\nWolzOoGGDT3Pt6HEGTX7Vitx/OuFJK60FLcBuBAbS4VuzEBE4mJixOdGy045ejSdFxYQuXyZ1hMb\n19T+/UB0dCmAU5BlGZUrHwCQh59+sj6O7Y63pLKwUyYmIt3lQuOiIlRXqiLncG4Vp9OJlStXYuPG\njT7HYrY6Jf9cXSXOoE8cAPTq1Qtnz57F70rBL/c+accOurVJ4owKmwTETskjNRW4/npg2zb9QiI8\nCgutkzhRkJyBrTm8S4o5gURqHFPHuaAsYC0nzmxhEx7/lS0GOnTooPlv9OjRyM3Nxblz5zBgwACv\nxzqyKn1XGNSyvkOJ0uhmejVrBnz4IXD0KDIQGjlxgFi2VxNMq3ZKTSsX26CbrFDZValOxSZ0Q+J7\n9CgpKuoS0YA2ibt8mRZn1WaEnQ+rVRgRHW1eTbv2Wly++mq4DSQ6VhK7MCJxkiRRJcqBA4lYmnw/\nq0oc6wqTpBSWMbRTZmZ6Nlg8qVSTOLYxLS6mxqYAYmJisHDhQtx7770YMWKE9/uXlADLlgEVKuBY\nhw44mpgIuUoViqwqPf4coJ5JQVXilGh9kur3cWVlofahQ/gNwHfjx+OIy4VP4uPptxk/nhbJnBza\nWKqOz5Kdkm08A1CdstyVuNhYoEsX1MjIACtnZEeJCyT8yolTxkaMyE6Zmwv8618oBrCMPcg2lEbY\nu5c2sKoG9l5Qk7jz5+n64wMG/DxlQOIA76IbZpU4VtuaKXHq5/Hjz3nuHJIBnKhc2StirwuexGVn\n0zzStq349aLKe7LsUTXYZtNme4HCQor71alTqLy1DKezEMBP2L8/wi2K6sEvO6XG2qhW4rR6Z1rF\n4ehoVJFl1D10CMcBlKhSCPr164duXC65VvBcC7p7EMB0nzgAuFbp/3pGISA+JI7vAWsTeoVNArpP\nvPtuujVb4KSw0Fw+HGBeiVOlraBuXboVkThBPhwgzonjoaXEmbVT/lcWNomNjdX9l5KSgipVqiAl\nJcXr/hg/q/qUNbRy4kwpcZLkzjsqLS0tdyWOwUxOnFloRZfcsGinZCSOVTk1PGfM4iMicVp2SpHE\nD/u2Qau4+Nxznj8eeCDg76913HY33nbJ7V/K85KUHYkpO6WoxLGaxP35p+exOXOorwyA22+/HXPm\nzEEj9Vg4fJjGQP/+qL11K+pcuADp1ClaKJYsQcLevWCzUp7ZBcwOlIUsTqW2RG3ZAkmWsRxAVn4+\nSktLcTo8nCwxR44Azz5Lmw+dsta6dkq2WfmnFDZhUKrRsmyo/Cs5J075TeJVm2hJkoCXXwb++gtf\nVK+OeexBVtDDCH//TZFvveMRkbiUFO/X8MUnTJI4q1a4EgCFERHunDj178UrF5FKwYR0Cy0lvKpT\n7thBpExkpQQ8pIwvisVyAgHP+bdJ4p57joT2Dh08dk36vlTt5LvvLL2d9fU7LIxILadMBc1OCeCs\nMmbCAPwG8wqJVUsuf58XBIVNtJQ4de0G9x5k+3a6DZASF7ScOB4330y/3aJF5p5vR4kzInGpqd5z\niZ4SxypTqto0BbM6ZbALmwQxLOwffvjhh/I+hDKBXzlxHEpKSkJOiQtknzjNKJhFO2Xz5s0RHx/v\nbh5vONkzEsfbfRi0JhlBZUrAvuJkGc2aoT+ASwA2GpTrtgNTSpwFqG10Zl9/RHleBYXElZqxU1oh\nca1bU4+7zZvd/YWEYH3w+IIzkgRMmQJ064b6s2e72wuUhRLnvHwZlStXdlenjPztNwDADwAG5+R4\n7GcTJ1J1senT6fUsgsnBVBW3f2JOHOC2+zFDslUSxz8WCPhlp1TGRqyIuHz0EZCaivBXX0XPtWsp\nqs5Xk9RCXh6Rf4McNqGdUm3zbtnS8//atQ0/micEZvvEAUBBdDSSFDVez04ZqeRWWSJxvBKnV9QE\n8FwjPIn76SfP/1mlThskbs0aapnVoAHw2GOZ+OgjfmyucT9n5Ej99/ErJw4gdYrLSwqanRJAYvfu\n7oqEvwGoZTDPWrVT2ilsopUTl5qaitatW+P333+HJEme99uxg3LJba7Z/HEFNSeOR2QkrZM//USp\nJ0ZBykCSOJa2ouREusFIHOuvy2PbNgoYqfpQGuXEaRU2aaujmvKv/1+zbwBLlixBpoV+YFcKDJU4\nk+9TWloaciQukH3iNCdQi3ZKp9OJTqomj7rYto1uA6DElRWJc7lcWAlgU1DeXZvEMdhV4iznxCmv\nS1BIs2Gzby0lLi6OisUwErdpE6lLzzxDf69apX8gf/xBt+pm5l27ArfcgoQ//8Rdyl1BJXHh4bSo\nXrqEOmwhAxCmqAq7QH3i3JveqCiyb7FrgNuAMIg2MT4IcHXKcm/2zaBs4P1R4gIJv0gcU+JUdsoY\nthFq3Rq33XUXHp08mR4U9b5UQ2Oe8wEjcdu2AQMGkFqhzjEeOJCsyzt3ipuGq2BVifMicRBvynn7\nWaQSxT9rl8SxoiZa6R0iJU4JtgCgwFFpqWUSd+YMOdzCwkgciYnxnCP6vvtQtWoxvvvOu02kCH7Z\nKQGgVi2qTKxRETWQJK7Z7e7ucPgcxuu61r7L6Hn8fV5gewFBdUqHw+FuKcXALJXu4zx7lgInAShq\nwo4xKC0GRKhcmQgVy3XVgxUSZ9TsOzub5Gb1/KOlxOXlUTsqQX0DXokTQaTETZkyBePGjTP8Gv4U\nNslLWYc9L+m//xVD4p599ll069YNgwcPxjvvvIM9LG/lSoUSDdTyZjuUH9OsEhfqdkp/+8Rp/e3e\noIsqEWmgK6eq6B7Xxo1UDbJxY2+7D4NNJc6q4mQVYcG07EF7EfDXTmmV3J4BkOtwwMEWKa3FIT7e\nQ9JEJM7hIOJx4QItpH/+CfToQW0RwsKAb76hRUoLTGEQKQivvQbZ4cAk5c/8YJI4gDZDAhJXkJqK\nyyAS51UIokMH4PXX6f9arStg0k7JrER+KnF8i4FyhaLyG5E4LQTaTsnPVZbfVyEBPBWQZRm12MaF\nqbCVKlFeZCBJXHIyEf0tW4Dly4Hu3Ukq4uF0AiNGUFTfBGyTuKgoJACQBBs2fn52KetJtpX0DJ7E\n7dhB51LdW5RBi8QlJtJ5OHWKiJzS89MsibvvPlp+Xn+d+ICIhHTrlo/MTG/XuBFsbfzr16dzoYwl\nXTuljeqbPFJ79ULGVVfhSQDHYOywEe27jK4p3fXN4aBgIFfhmJG4xMREn9f4kDhmpfWDxBkVNgmK\nnRLwXP9sPtBDIKtTsnVXHfRJSKDgvprEsd+Gubc4WKlOyZ43fPhwROgUbAtETlxOpSXIFpjAvI5d\n/+HQwcyZMzFo0CBkZmZixowZGDRoELp164Zx48Zh7dq1yNWrYBOKmDwZ+P13dFUidj5KnEUS919r\np2RRf5skTnOyz82lErrMbiR6nhGJM1DigoXyIHGGid86sJsrKDkcOMXlHZRoTagOB5H9zExPryr1\nQpKURJM8Sxa57jrKc7jpJspP0euFk5ZGt6L+Po0a4TyXUB9UJQ6gzVBWlpvEJQBwpqejULGveSlx\nDE8+SZbQDz/0eTtTdkp1Lp1NJY631YaSnZJdxbnR4tLsV4SdMiICBZLkky9Zhx0zI3EOB43jQJI4\nSaLcmebNqWLthg3m+q7pvqU9EleozNlRhYWQS0qwAEDV1asBqAqbKOSqQKOYjRA8iTt7lnIqtX5/\nNYm7fJkaF7dpA9xxB923cKH2RlWAY8co3tSlC/Doo3SfqDDRVVdRAJmZTLTgtxLHLLNHjvi8Hzue\nQClxCAtD4m+/4S3lT7NB44DZKQFqs7F/v7tthCRJiIiI8LJSMnTt2hVRUVGe8+pnZUr1cekVNgl4\nsJ/ZP5mdXg+BtFOyRt+iuaRuXSJx/HzH3FrMvcXBTk6c0TURkMImJnDFkLg+ffpgwoQJWLduHVav\nXo2nn34ajRs3xooVK/Dwww+jY8eOGDVqFD620rOiPLFkCdC3L25ctw7NEBg7ZXkrcerkzEDaKTVf\nxyZ/CySuY8eO7nOlec4mTKBJ4vHHfZJg3TCyUwaqOqVFmE3qtotA58T5Q25PcsRNszol4CFxIiWO\nPX7hAiWLAFQ6GSDFIDKSxoFWM/C0NCIuGhu+Am4DdkGg5mRlma/obgiVEsdq/pUqdmAfJY6hVSth\nhUFTdko1ifuH5cQx5GmoMleEnRJAjtPpq8Sxa45TblGtGo1po1YPZkkcACxeTMGQgQNN5XkYwU5h\nEwAoVK6/6Px8pKanYziAJm++CUClxGMk0yUAACAASURBVGVlUUsCK2sqm1MuX6Z/esEMVgmWKW0s\nEFSzJtC7N429L77wbFT530cAWfaktt5zj6eVqOj6bdmSAllGJI6Hrb1FvXp0q+SqsePg/+/OTFLl\nKNkBf4xmlTgrdkrD67lDB6pozHKkQT3q6gva/ERGRuKRRx7BbbfdRncEsDIlQ5nZKdn1b5bEBao6\nJRtXIhJXqxYFU3iLJ0vHEpA4UXXKQJE49jq912gVNjGDK4bE8ahTpw5GjBiBOXPm4JdffsGjjz6K\nyMhI/PLLL3jttdfK+/DM4eJFd9PTRvCdRJidUrc6JYdQUuIC3ewb0NkQxcXRpoAthiYQGxuLVkr+\nkvBiKSmhqoSVK1PlNi1YVOLKqjpleStxZWWnlCTJi8RpKnEATdwXLnhaDIhIXH4+hbJr1vTkQNap\nA7zwAv2mfNVPHmlpYhVOQSFHBs6rSFx+PqXNVK4M9O1L7fX8QkICkJeHuoqNi5E4h5L8LVTiTED3\n9w0CiWMoVxLH2W4uQ3t86ZG4kFHiAFx2OhGn2kTXZudaTeKKi40jC2zTZobEBRgOh8Mrcm6mTxwA\n5CljMyE/H7VOnBA+nylxmbA4/tj4YBtHvetAktyqOQDvNcPlAgYPpvuYOm5A4mbNAqZNo7gh4wU8\n+LHZuHExwsOBtWt929R5H2LglTg1iUsBIDM7ewBhNieOPxa/lTjWS5TLbdyyZQuWLl0qfPqkSZPw\nCSvNv2MHEffq1YXPNQOzhU2CkhMHGNspZTmwdkoW4BD1wmVzEj+H6ZA4p9PpY6fkISpsYvY8WsmJ\nU3+eGVxxJK6oqAjbt2/H7NmzMXr0aHTv3h1vv/02srOzkZKSghvMNuYMBbRoAQBoCG0lrsjkW4WC\nEscQTDulz+scDloMLShxAHD//fejc+fOqCyqBLVlC0nvN9/sUdtEcLloQlJPMmwyU0Xyy6qwSbDH\ngdZxlzeJk/UWh6QkInCM7ItIHEC7muuu81YLnnySrDLvvedbta+ggBYHPRLH9SzKUI2nt94iB07V\nqsD33wP9+4srI5uGYtOqq4y9psrd4UquEVPirJxjw/t4EhcZqdvYXQ8iJa5cwV2/56A9LvWuh5DJ\niYOixKnOa1VG4vhkf6bIGjUTEzXaLSPYtVPmKdd5Ym4uavMXGlcYTJZluPwhcWYL/PAkTq1qskId\n+fn0PB2l6sIFmqKSk2np4p8qOgfh4ZQpcOQIdRnRgt8kTqXEiYhTMkAHHOA1y4rVTX2f6HlG9wHw\nkDhW1AbUHy5abw8BkOJ97BgFDgM0X4hIXNBy4szaKbVSGbQQGUnnQytViilxbJzxYC4onsQxO6VG\nTlwo2Cn54zGLkG0xoMbbb7+N3377Dbt370ZBQQFNAMnJ6N69Ozp27IgOHTqgnujHDFXUrw989hnQ\nooWQxFktbBJKSpzITulPYRPDylCJiZZJ3JgxYzBmzBjxg99SLx3ceKPxG0VH+04yly6RQqiydJQV\niQu2ehHo6pRqhdIKvJQ4vcWBRd/YQqNF4gAicTzCw4GxY4GHHqKm3g8+6HmMvZ8NEldQALz9NgXs\n9+0DFiygj/n8c+A//9H+KrpQov/VYmPhdDrRVDmn4a1aweFwuJU4s3OFKTsRbzP0I7cl5OyU3GKv\nR+IYQjonDqTExQDuUuCyLKNyaSmRD35jw0jcqVP6OTpW7JQBhl0Sl6sQq7rnz6Mhi+QDwLlz7nPq\nKCyEs6AAF2CTxLGNoxkSd/w4/V99Lrt1o8jO6dN0Tekcx/LlxPVeeMFXsBPlxEmShLfeIsI3Zw4V\n0TVqN2Brb1GlCtlGdeyUyYBQGfEXl/V6i3EwslPyzzOckxo2pN+UrzJqBhkZROT8vI6MCpsEPSfO\nKOijlcqgBUmiMXT4MKl4/PfLzyey3LChp7AWDxGJM6nEeT5ev7CJFbXXqnr3j1Ti3n33XWzbtg1O\npxMjR47EypUr8fPPP2PatGkYNmzYlUXgAOoh1agRSiQJDQFUWb4cGDECDiUp1mphk1BQ4qzYKe3Y\nuTSRmGjJTmmIn36iCaNHD+PnxsT4KnF5ecKJpcz6xAUZoWSnPMEtCLKRnRLwbJbUC0mTJp7/X3ON\n7+sHDKDbZcu879craqKgiMuN5Jt9L15Mh3PffcT5hw6ldIF584zTkTShbBxdly6hRo0aaAqgNDUV\nUoUKiI2NxeXLl20pRLokPTzccz792JCJqlOW6zUSHo5shXSf13nalZQTB8BdBl2WZVQpLSWywJ9n\nnsTp4cwZep2VMvwBAk/irPSJy1PGZ98DB+AsLYV71Th50n1OIxWPod9KnFFAIyGBlDhZ9iVxDgdF\neJxO36ASh/x8MggAYhslg3osRkYCX35J08XDD3tc5jxEm1hLkCQKVh85AihzjheJKy1FBQCyQBmx\nizlz5qB79+5oLKom7XVovjlxftspHQ6gXTvgwAFr+5EABUPMFjYJihIXGem2zWrCqhIHUIQhPd23\n59sPP1A15JtvFr/OBolTK3HqxwFrShyDLMumc+IY/pEkbuTIkWjcuDFyc3Mxb9483HnnnXjkkUfw\n6aef4sCBA+V9eNbhdAJhYTifkoJWAKovXgx8/DH6vvsuIsDlxJl8u1BQ4hgCaac0pcSxxTAQVR9Z\no9ZWrcypCv8jcW7Y3bT6Q+LOhIejhFU1NLJTAtpK3NixwNSpwPvviyPo1auTpfKXX7zHmQkSx+fE\n8d9t+nRa9x96iP6uUAEYNozslStWaH8VXTAyumsXOlWtitoAShXbdmxsrHZhEw2IIvlCsPHux4Ys\n5JQ4AJcUldGlcyxllRPnr53yMnu9ssF0yjIqlZb6FrSxQuJSUsSVe4MMu4VNmJ0yvLQUWbGxmMwe\nOHXKPf6i7JI4NqdYsVPKMq0foo38bbfRxpOxNBUKC4FBg0hRu/VWEiXU0CMhdetST7mcHE9vci3Y\n3lvUq0dBg3PnfM5ldHExwgC/5gw17r33Xvz000+GeeFWrZOmCpsAnubuVqrGaBRC8xdlZqd0OIis\nHzqk34rHqhIHUDsSgNo98WB5hgMHil9nkcRZaTFQFnbKf2Rhk6effhpLly7Fli1bMH36dFx//fU4\nfPgwXn75ZQwcOBCdOnXCww8/jAULFpT3oZqD8mOeqFULsQCilQWz+t69WAQuJ+4KVOLMVKe0+p6G\nShzg3XPHLrZuJSLHJg8jREdbJnFlsUE9efIkMkw2QLeKUFHiAKAEQJYyKZuyU2opcWFhwGOPkSym\nhU6d6LfmGyyZIHEID8cLgLvhN0Auqh07qAhmrVqe+//v/+h20iT99VATbBOxcSMmK1W7XEqInpE4\nK4VNTEeilWveHyWObzGg/vzyQpaS71dN51j05qhQslNmsdcrBbUqFBXBCfhH4srBSgnYt1Pmc8Rq\nS/v2cGfFnTzpfj5P4iyBKXFsPTAKArI2A5cuaasx8fGa+WKjRgErV5JQ99ln4o8wIis9e9Lt+vX6\nr7W98VcVN+GvkTi2qS8nJZc/HqPqlPxzdK9pQXETQwRZiQu6nRKgCpEKWdcE249Y6QnI2vNs2uS5\nr6SEPMSpqdqVwxmJ44ut6OTEiZp9i8a/lcImIhL3v8ImABISEnDttddi/PjxWLVqFX7++WeMHz8e\n0dHRWLt2LV555ZXyPkRzUH7M4/wO7o47kF63LgYCiFcW0CtJiVPbKfkB68/EYbiBZAtzICyVK1fS\nLSsxb4TkZApl8n4UDRKnPgfB3KBWq1YNFYKQawAEnsTZzYljn3NByTkr0evpZJQTZwZswdiyxXMf\nI3E6fZwkScLLABZwx/zjj/SY0vPVjWbNqDXd5s0kDFoWl5s1o7H38ceoMX8+2VwUK6gdJY7BSA0v\nLVCsMgFW4sobexWb/nrYK2wSSPhL4jJUSlEqI97qsWuGxOXn03xbTiSOL0QAWFBRIiKQBiDf5cLW\n1q3hjtOfP+8+p9HKXG47J47BSIlj5+7ECeCPP2hOMnn9HDoEfPopVaRfulS7lpCRktSjB8Wvpk71\nbYUZUBJ3+LCPqyZeIXFSAJU4qzAKBPDPM7W+sSAaV9zEEGVM4oKyT2S/M1PjFi70jSwwu6WV1KeW\nLYn08Urc5s2ksN18s3ZBHD0lTnBdipQ4Hv62GAhmYZMrjsQBQG5uLjZs2IBJkyZh1KhRmDBhAk6f\nPo34+Hhcb3bzXd5QBsVRfkA3b44zyt9RiqpkpTpleZM4BpFsz//fysJo2k4JWC5u4oP8fOrfFxUF\n9Opl7jWiykwGShxDeasMdhFKSpwsy9jUrx/uBlCsF/lmdkoWJbdD4jp3plsBiTtcWBOffQYsWuRp\n+cOgXlxlmfJRAGoJpcZbbwEVK1LFuWbNPM81hbAwUhObN6fedj//7FYJWU5cSUmJZSUO0CYlr70G\nxBRfxFAsQm6c/Y1IKNopt7ZqhesBPGniWIJtp/SXxGUyi5kyZmuwHBWlHYUb0dG00VGV4PdCORY1\nATzrgt44EREYh8OBuwBM6d4d+VFRcHsVMjLc5zROmSPOaLyvJtRzvpESx/pbvf46FW8YPtzT4M0A\nrPPAE0+I6zqooXWuKlQAXn2Vls477vCe2nj4ZacE3CSOh1uJKwcSJ1LPzVpydcdEtWq0JygHJU4N\nrcImQdknspY8mzdT6dM77gDuust7X2SHxDmd1L3+4EEPIfv6a7q95Rbt1yUm0hrPV5POzKRrUmD/\nttLs22xhE4b/VadU8Ouvv2LLli3YvHkzdu/e7U5+b9SoEUaPHo2rr74abdq0CRkiYwhlAOTHxmIl\ngBsBoHVrFGzeDACIyMkB8D87pSU7pV0St2cPRY0+/5wW0/vvN7cyAh4bXXo6+eKKi0k++S8jcTzK\nsrCJLMs4V7kyPgEwSO91alXSDolr0oQqkCjXKADg9GmUwIG+99XCseOeu6dPpyKWoktywQISfLt2\nJa6lRv36FMh95RVg/nxqGbVzJ6B0CTAG6/qrQkxMDGRZRkFBgS0lTrS4TZsGPPssAEThcwxFxor2\nGHcLRfitDu9QJHGQJKwxfErZ2Cn9zYnLZGNe2VhdxZqEdezo++T27amR2J49FElQI8RInNk+cZIk\nYR2AiqmpqCPLQhKXqKy9pwDUs3KeIyMpiMLIsZESx0jcsmVE3p55xtTHFBdT8aPERP19LGCOhDz1\nFE2Hjz5Kitzixb7Ps7230LFTJijnSSpHOyVDQAqb0IO0Tvz4I+WAmVlnyqiwSdBy4gDghhvou//7\n3/Q3qxj+5pu0GBQWUrI3IO7rpodu3ahi+KZNNOCXLqV1WBQBZZAkUvF27aLgfGQkkTgNd5LD4XD/\nxsHIiftfYRMAd999N959910cPHgQvXr1woQJE7BhwwYsW7YMTzzxBNq1a3flEDjAa3d3K4Adr74K\nXH89CpXNf4RSQcyMEhfUCIsFsIEYSCUOMBEFY32qTJYV9sKCBbSTfvVVKpE7cqTmJlgIpsQxWx3b\nGP2DSZzouMvTTnn8eCqA+Vi8uKG2/TAQJM7ppA3vgQMea0ZaGtZEDMCx4w5cfz0VlEtKog1Rx44k\nir3+eh2QluPC5cuV8OCDtAZ98ok20aldG/jgA0/Q8dVXrR+uGrFcPzc7Shx/X14e5eQ8/jiltOxH\nI1yD77Hur7ro1YvqArHq6WYRcs2+4bsx0ntOqFenzFCRuHZ5ecgHyJOnxr/+RbcaRTW8mlOXA6wq\ncaL7ZC0Sp6wjpzTeV+egvImbWRIHUF84/m8dfPcd/YR33mkcazSjpANUobJNG4pjMltlQOyUNWoQ\nsRXYKZNZCoKOFT1YEOXEmbbkGoEP7JoBsy3r5VXbQJnmxFWt6qnqfPfdZA9OTATeeIPyA267DZg9\nmx63Wkme1SfYtIny0f/6C+jXz7gfaceOFFDZtYv+zsjQVH1F+diix3kSZzQ3+JMT948obHKY6y0C\nAKNGjcK8efOwdetWzJgxA4MHD0ZqOS0gAYFygUmShEIAGe3aAZKEAiWvJ9IGidP64devp6J6ZQVm\n1wpEJE+9WAvBem9ZJXGyTK0eAJI8zp4FPvqIojZmoZ6wGYkTvEd5k+xAQUTILS1yGu9nVYkrLU3B\n8eMvYsaMOwHcjc8+a4znn9d4srpZrh0SB3jy4ljOQ1oaFobfDQB46SXaDO3aRWvM9u3Uh2np0koA\n3gCwFFu3PoLsbOCdd+DT00mEG26gPfaXX1IvOX/gD4njf9/0dBe6dKFLpW1bcg41wkGsRV9sePgL\nDB0K7N5N67aVISFqMVDe8JfEhZSdko35tDTg+HE0LizEzvBw8Wbo5ptpYzZ/PuX8qsHm2rg4y8cR\nCNi1U6rvy4VS1TYjw/1YotL387TG++qCJ25GNsEaNTzzEMnZpvDNN3Q7dKj5wzK2DZIZJTaWAk/q\nucb22uV00kQnsFO6SZy6sE4Zwqydkn+u4ZhgpJQFdo1w7Bj55/l+mzZQrjlxAEUlv/+eZOIaNWhh\nYJbioUPp+zVvbq2wCUCugLAwyoszqkrJgzkMtm6lfVlenq4SB2i3t1EXNjFzDv/rc+L69++Pnj17\n4tlnn8Xq1asxZswYdOrUyWshu6KhkBr1BoCRuHCFxBWbWET0pNrTpym9i7XbCCZ4JU59LP7kxAEG\nEyib/KySuH37KGJ0yy0UPbIziTIS91+kxGn9lv7mxJmNcAEUYMvN/QYXLgxAlSpnAQxEpUq5eOMN\njXY1gSZxmzcDmZkoOXMO3+b3RJUqnsJkNWpQi4Djx0m0W7ToTwBrAfRHRkZD3HYbRdHNQJKAceOI\nDD3xhM2KlQp4EhdhFMVUgd8Iz5qVjN9/B0aPpuBo7drKsQK4umkGFi0iC+j27cCqVeY/g4+Ghoqd\n0gqJUyPQJC6RIwh23jcrLIyCgtu3A8OHwwFgMdd83gsuFzBmDFWc+/RT38eVfqaWAl4BBCNxenOG\nVk6cGkUJCV5KXFJuLoqjo3FZ4311wX4jl8uY4DqdZD8bP15sWRVAlumaSkrSLszHw0qQrVEjYO5c\nWkaHDQPoiib4tfGvUoXOr+oYUlhOXIgocXqw5DRh38eo+TVADUGPH/dMon5APVepc+KCaqcEyJV0\nzTUee0n9+hTNW7eOksXPnjXuZSFCVBRZI3fv9lSpNFP7gi8yc+EC/V+DxBmtPWolzoooEeycuJAl\ncZ9++iluvfVWHD58GE8++SS6dOmCwYMHY/r06di+fbum7HnFwIDERVgobCJS4rKyyN/OSggDtOkK\nRCs1LfAkTj3Ig2qnZORLiaCaBpPZzRYxEUFd2ESHxJVldcpgQmSTDWRhEzP46COgtLQpkpKW4+GH\n5wNYhhEjDqCoCHjhBU9aihuRkR7FFvCfxG3YAKxfj21oh/NFiejXz9saKUlAzZrUu6levXwAgwF8\niIoV92LGDGv5YgMGAH36UFpA69ak9rEiqlbAk7gokzmfot/yt9+iEBsLzJrF7eGHD6dbpfjLk0/S\nn8wOagYhmRPHwehYgp0T17JlS/f/bW3EHA78DVDBkp9/xu8REViuF7gaPZrIyLvv+j6mM8+VBewq\ncaL5qjghwas6ZWJuLvKVPC3Lvx9THuLizF3kEycCL75o+u337qWf77rrzLXnsxpkGzIEuPFGWhoL\nCyu67/fLgqcoL9GqPVtyYSFV365Y0fc1QYadnDit1/qABXbNkLj0dMoXCwCJU0Or2XeZ1k6oUcOT\nuxYd7b0GW0HNmlQB/Ndfyb9vZFUGyJ6cmEjEUadHHGC8B1EXNrGixP3X5sS1bdsWjzzyCD7//HNs\n3rwZU6ZMQYMGDbBkyRIMHz4cHTp0wEMPPYTFixfj77//Lu/DtQ7OTgl4LjSWExemWA3MkDjRABkx\ngiL3J05QsaCePWnjd9ddwBdfUM760aMab2gTZpU4O+8ZFDslaxLPKivZwRWsxB0/TgRh0CAi/DNm\nUE2XwYMpcKZ1ygNN4tgEyQrimHn9nDkAUIzU1GlwOGhx6t49DY0bky2ofn1K58nJ4bg9r8YZNIPV\nRHIyJa5v2AAMGoRV6AeANj5aoO9zCcC9uOaaly2nPkgSiSEDBtAmbuZMoH9/+r2sgCdx0SYXU9+N\ncAUcORKOzp1Vm8i5c8kW1KoVAKBdO9rH/vST+eMLRRIXSjlxSdz4tTOfSpKE4QCVNjxwALdWqaJf\nOIvlufzxh2cTxOCnEifLVPthzRpPi0ErYC0G/LVTAgqJy8qCo6QE8aCqiQWKFdIvJS4IYMp2v37m\nnm+HhHTpQre5uU3d9/ml3igkLkZF4ioWFiKN3tz+e/sJo2tUbwxpwoqd8tgxug2CElfmdspgomZN\nur10yVweAkDjqkMHKlZ36BDdZyInzowSZ9dOaaVPnNn144rwJiYkJKBfv37op8xchw4dwsaNG/Hz\nzz/j1VdfRWFhIWrWrIlu3bqhW7du6OWPslJWUCZ59Y9XoFoU80wsIuoBUlBAUfvGjUl9Tk6mQkFd\nu1LSMktcrlaNxnagg6mBtFMCFpS48iBxCQmUU2JCiQsVEifLlOryyCPklgKAr77yfs6XX5L9fN48\n369i9FsG20558CDZ7V2uHxEWdt49PlwuCevWUcn7OXOABx6gfy4XbXpuxr3oh/cRhTyEFbgQ7SKC\nlJEB/P47EQ+jquAAKAry3nvAkiVYdW4gwiDjmmu0j9kMETBCpUqkauXl0XcfNAh47jlyAZs6ZthT\n4hg8mxja4XXtqnpCRIRX13Knk57z7bfme0KHemETo+cEOyeOxyUbPTElScJWSQLuuQcAIMPE92vc\nmJjWkSPeUWyd3F/x8VKhy4sXaaqcNQvYto0eq1yZlNunnrL2XS5duoSpU6e6/xY9BzBeP4oV4uXK\nygKrd3exSRNg507rvx+7xoKgdly+TA4ESSIlzgqs5Cy3a8c+r4n7PrMb/7NnqS7YVVfRHAXAo8QV\nF6MPAHnDBkhXX42UwkLskCTU0Hy34EFkpwxYThyL0un1WWQIIIlT4x9F4vg2KGZJHEAk7rvvaCEC\nbOfE2SFxDHbslE6nE7JsLrp1Bf6aQIMGDTBq1CjMnTsXv/76K2bPno2ePXtiy5YtGDt2bHkfnjmo\nfky1nZIh10ZO3LZtFCjt29cTeEhMJCV61SrqQ5WSQnPMAw/Yi4SKoGentFse21RhE7t2ygMHiKGo\n+yRZgSTRpH0FKXGPPebex+Gjjyi9a9Ei4OOPyUbzxx+0Af/8c3rewYPerzcqbGKXxKnfUwssRSc8\n/Aufz61alRSqo0ep4FvPnsTRly8HRp96CVWRhiRcRGychKgoT1ufPn2AunU9G0tdNGsGzJiB45v+\nxraiVrj6akk3VzsQJI4hKgq4+mra9GZnUwVLswiMnbIbAAGJE+Dqq+mW79Oqh1Bs9u2PEqf3GrtY\ns2YNBg0ahA4s38Mi1MdoeHyskpw60ZQpcSbG0W+/ka24a1dSrO+9l9LyBg+mNhz5+ZQatn69yS8B\nGr9nz57Fs0pBkHqCincil4DoviLFzuc8fhw3Ka89pzAZy78fO78BJnGyTHPxvn10zlgvYyPYmZ9Z\nsdLsbE//E6NNa0EBMHkyOdhefdXj5gDgJnHxxcVYAtBk+847CJNlnNR6QxOQZWqDuXAhBbj27jX/\nWrMkzvNZFgp3Va9Ot3p9FhnKUImz04c1ZGCXxLHiJsuW0a2BEsfbKUVzv53CJnZz4koLzXWJviKU\nOD1ERETg6quvxtXKjiE92NU7AgWtnDhVwQEz2pJaiVujNDZimyiGmBiqdnfDDRTB79KFFJmuXaki\nlb8oCztlQJW4w4dpk+JvZKpyZdqVlJaGPIk7d45SXOrXp0JSTDxRJ8mvXUvpTYsX07+rrqIxc889\nQFyc57hFmyKrsDI2tm8n4hITA4SHr4YsJwjHRuXKHsUZICK6ctCH+HY3VUJzXH8dMjLofDRqRAG7\n+fOpmvG//gX83/8ZV3xeuJiO20qVuEBhzBhKp5k2jRRVMyl+gbFTdoXTKaNjR+Oxy+afn37iovI6\nMIqGljf8cRAECtdeey2uvfZaW68V5QEZgmvW7AUdO+XixTR/REdTus/cuZSLPXYsuaISE+k6a6q4\n9UaMoOtv7FgKNHLDVBNz587F9u3bUb9+fdSrVw9Nmzb1eY4RgWH35TYhxSl26lSMBHAuOhqXGjb0\neb4psE1ggO2UkyeTAaBbN2q9ZRZ2nBLJyUCLFsCePS0ARAAo0M2j+uUXKtR09CgJHaNHkxPirbco\nkMZIXJPsbMQBFDV++GEAwPdOJ24z/3XcKCqiftJfful9/7//TefKCGZ/V1tBShYdVF8zIrA+LDZJ\nXFERpUKcPw9Uq5YI0mVKISpsEgq9hG3DHyUO8PTiE7VTgbkAotPpRFZWllCkEMFfElfCCv8Y4Ion\ncWpUZoUmQh0aJK7E4UAOALaO5ZnY4PJKXFERTaDx8UTWtJCcTEWD6talyFn79haaCZs4njK1U9rJ\nicvJISmDRc38QZUqNJtmZoY8ifv0U1pDH3zQy/3mg6goinIuXUoR1TVrqCfY888Dw4ZJAPoCWB8Q\nJc5MwZeiIhqnEyfS8b/6KvDmm3kAzHkJGzYEGnbfjsd330t3rPadqPv1I4Vr2jRSKDdscKd4+eC7\n76geQXQ0ldLXQyCVOIbERMpffOstKtTVuzeR0ZgYskOJIvX+2imLi50A2qFJk0LExRlXt2zXjlyW\n335Ll6ZR8dd/Yk5ceR8/D/44mcOBboEffqCWTgcOUP+/555T6nJoKXEa89wPPygbdw6VK1OARIt7\ntm9PfRWnT6fgiaiOiho9e/ZET75ql8H3FSlxDLkKAQxftw45ACZ17Ig+qpx10wgCiUtPp2JNVasS\nabFSk0l0DsygTx9g9+4IAF0B/KC5+czNpZpGf//tWR+SkshWuXw5qbDtlSqdbZQKgfLAgZC++QYl\nJSVYaZNUzJxJ56JLF/r8vDxyuE+ZQvuYO+4w9z5m7ZSWCpsAFCX96SdPo2ktMCVObzHWwQMPUJCE\n0BbATwAoeiYqbBKqVkpZpl7g+/JWiQAAIABJREFUGzZQUKBePSra6kb9+hRslyTjDvc8KlUi0scK\nQDRpInwar8RprT0tW7bEzp07AQAVNGyZPPjX2ylsUsJacBggNH/R/wZoFDYBqAQCgxUlzuFw4Pvv\nydl3113Gm6bq1SlydewYBSj+8x//Spjr2Sn9aTFg2k5phcQx+2MgGmzyFSpDuDqlLBM5cbk8xQT1\nEBNDEdYVK+h0vfYakYcPPpAAfAfgGEpKenHvHxw7pSwTUXrxRTrVa9cCzzzj+UzLCecaGDSIckSn\nTqUcngED6FaNH36gxwAiuUbzebB+5wkTSEX/8UfaPLHKctWqkapx7pz38/1R4gAgI6M2gEi0bWtu\ncYmIoPFz6BARZJZ/qQVRw9XyJkGhZqc0C1mmQMOECTQWKHVMdJwSbr3VU/30xAkaSyNGkIqG2rVp\n46SugqWhxL3wAt2uWkV5pps3kwpuJB5OnkzK3HvvkdJucv+iC70AE39ffs2aQHw8ZIcDtwM4Eh9v\nP4jArrEAVVwsLCSlvbCQfhe7rXGtkhDP70UGUzZH5+VRQG/WLGDSJApyHTtGBO6ttzy1o1hWyxtv\nAHIcKXGtL14EAJT85z/AypV4sU4dnLdBKoqKiKzFxlLPvLFjKfi2ciUVU7rvPqpGrwez5Mx2kLJ+\nfboIjarH+dEjbtMmInBNm1KgtUWLiyDSfYOmnTJUSdzjj9P3eOABajf34osqe3XFipTrkZlp3kvM\nwKTZ0aOVyJQvzKw93333HW5RCGS4hUgKr8SZVUIdDgdKfUpsixGySlyOqMGoScSa8WOUN1RKHIMs\ny7gEgLW/NJMTxw8QVqBCHQ3VwiuvAD160MUzeTJtZFm/K6vQs1P60+xb728A9nLiWPnfQPSo4StU\n6uSKlLcS9+uvnrZ4VvcYKSnA009T8YFNm4Devd+BLI9Bfv43APbi8OE/cOBAAgCHqe9VUkKtW5KT\nje2UH39Mi/XVV5O1nRWAUxN8w8810VQ2PJxyBjMySPWbMMHbvlRaSpbS0lI6FqvOtkD+5jExFOw9\nepQUlIMHqXDEwoW0yVq4EHj9dVLsAP9y4mRZxpkz9QEA7drlAzDXsHXWLGp38sUXROR+/FFbpAj1\nnDij54SKEnfmDOUkqXMR69S5E8B6L/UhL+96fP01pY7MmEGc7eabaSO1YwcwdGgEBid3RWN1BWhB\nsOrPP0m9v+46fReICOHh5BLo3p3G67//TYGSoUPpveycRqONunvecDqBzz5DXm4uVg4Zgpv8UYIn\nTaJg4muvWT9gAaZMoWunfXsi1lYh+r5m0Ls34HJlobh4MIAn4HA4sH49cNNN3r3fHQ5SUV9+2fv1\nfftSa6/PPwdizvfEbLgQWUrJ93LDhkCFClhdoQIkZnOzgN27aam9917vAFrDhlSI67bbyP7fpQuN\nJVFPTlFOnBEskziAIlga6o+7RxzXOsQKJkyg2w8+oO+ak3MIo0e3B/AogB+FhU1C0U65aROp8DVq\neJTcwYNJld+6lbv2mzfXfR9NDBpE1lYdl57Iyq9GSkoKvvrqK3zxxRcBz4ljz2ef7XQ6UVpoLpIV\nsiSuXbt2thZASZKw10qGa3lBdTHxkwkL/pcAMPMzepIxXfj6axqrrEywGVx7LZG5YcPIYmmFxJ06\nReTg0iXg7NnmANagpKTEp5mwv3ZK3UmWbSTKW4lLSwtpO+Urr9Ctko5gCy4XFQtxuR5HUdE8uFzj\nUVzcG3//3VR5/zS8+24uvvqKImvNm1MdkFatPDagjAxqzbd7N71Xhw4VATQBcCuACvjxR6BNG3Jw\nzZlDRCA6mm759jCm8iV5mCBxDM8/T1HODz4gWwcrXLJpE6kVo0aZ6zeqPq5A/+YOB1lP6tXzlB1/\n7jmypI0fT7lz7dvTpsaOEsdw8SJw5AgVNWnXzpxXH6BODp99RhbYpUtJCdbKv/0n2inLOvItyzQ2\nN26kNhQPPkgb3UGDgGPHRgDweBULChrh/PnJCA+nzW/jxnT/unU0bhYtImXtJfyISRfG4SlZ9uyo\nBEocy08aNcresbduTWvJ3Lm0+f/4Y/r33HMUULEKIzul1xi78UaUKFKxX+OvQgVhc3RZBpYsIWXy\n/Hkiu6dOUY7bp5+Kg2qnTxMXrFSJ3Ad2qkhnF2YDfYHNtTfDWeIEugIlsnE/zvBwICXlR6SnDwDw\nPA4dqoaJE2l5+/e/aT6JiyN+IqgpA4eDlOD+/YGPfqiFTHyBpbgFOQAiFXul3SDHb7/RrajZ+a23\n0hwzezbN1Rs3kuNI7bwVBc/NKnGm0KIF3W7ZQlEREdLSSHK2kQ+3YQONid69PXu9evUuA/gRQF+c\nP79HSOJCTYn7+28i2pJE1zz7TYcOpdzar74yl09tCNEg5WDUYoBBkiQMGTLE1Efyr7dK4kiJu8Kr\nU44bN85NBGrWrIl27dqZ+tdWI3Ex5KD8wKKIECNxpaAy0EZgA+T8+abIyCClxeq1yvoxfv+9+dfc\nfz9NkLfeSurEpk0vAdiHnJyXUVzcysua6U9hE0O1xeGgFc4KiQuGEmdgpyxPErdzJ6lZXbv6Lmh2\nQN9lG2Jj7wKQjObNn0aPHgcBlGLHjtpYvZoUrHvuodziJk3I9tKuHXHe3btp47J+PTB58t0A9gKY\nCOAJ9O5NZK1tWyJuTZrQ5k5QuyCgdkoe4eE0vrOzPb2ZAM/+zGzOhanjCjDCwig6zgq7TJlCt/aV\nuEjcd18lXLpUHcAMVK1aavQyL7hclMMSHQ08+yxtYkUIRRLHw25QsaxQUECKyKpVpIQsW0aBhg4d\nKBghyy4A32LMGAm33QacO/cVZDkOH3/sIXAA/U6ffEK/04IFQJWoi/h3ySS88uxlz5wucBwsX05j\nz2xwQ4QmTciCd/w4EZ46dYjI7Ntn/b2M7JRqBKLnpQiZmXROBg2iOXH+fFp+qlWjjXi7dhR0YUsH\nQFVyhw6lJW3iRPNtRHjkF+dj0LJBQFcgPSEdpyqcAvoCD33/kKnX16z5CSih4yW88caN+PtvGl+T\nJ1PAt39//b1xaiop7z3aZGEZBmIV+uEUzFeE1AIjcVrB5pEjaexs3kzbrKee0k4TCZqdsmdP8pPz\ni4ca+/fTrcUWR3/84VFlecGXjuttAMC2bV3cxxmKJK64mHLPmzSha/uhh7xJ+csv07ZuwgSyzwYb\nombfgZq7Zdm42bf68ygnzlywNDR+UQHuvPNOfPDBB4iMjERJSQlmzZqFTz75xNS/Kwl6OXFm2xHT\nAKmDHTuoTJ5RoQURKlWixWT9ek8hHz388gttDBo2JIXn5ZeBihV3A6iGwsKxOHduNVq1IjvXhAnA\n5MlJAO4E0MrCN/OF5oUVE2PNTsmUuECQOF6JY8dggsSVBTIyKJrepw/9/fzz9qxJarDvQr9HPipU\n2IyRI38BUBUTJy5BejpFQt97j6paHj1KhGz3biJnEybQ6Zo9G2jT5iCA9wE8A6C/W+V66CGKyu/c\nSWqeGsFU4gBP3htbhwsLydpUpYo1IhxMJU4P119P6sbChUSCY7i8C2s5cR/g118jUavWFgCP2TqW\nqlXpNz9/nvIfRAj1PnF2lLiywqJF5OAaP54syh9+6B3Iu+46oFGjqQDiMXeuA0uWAJJUiJSUZzSr\nqyYkUO7sD4PfQw2cwLhJsbj7biW3UdUn7sgRuk579YJuuw2zkCTa1L3xBrnOrFRk9LyHthLH7gei\nMWVKdXTqBPzrXxEAHsPFi7UCRuJkmWx/331Hv8HGjeSwO3+e7M/PPUdFQB58kOa4n3/2pDRs2kRW\nUrvK5hu/vIFt6duA3cB1u65D7z97A6eAxfsW4+v9Xxu+PiLiLICOAJ7CddftwezZZKm3gthYYOaL\nGZBQiufxst8k7tIlCkbGxorXBB4dOwIDB1JF402bvB8za6e0TeJiYmiR2LUL+Osv8XMYieMjKAb4\n8kuqGn38OJF7304jywEcw+7drZGTE+Y+dsBeTlxxMa0f8+YFrhVVaSldC48/Tjz3o4/ITsmjQQPa\nN+zeTfvSxx/3/Q0DCZES5y9Edko9O6uaxF3O+gcUNmnfvj0mTpyIkydP4rUAecxDDXpKHH+/Htau\njQSwCxkZdXDHHfaVlrvuolyl+fONn8ui+3PmUHR93DigZ8+XAcQjLOxWREevxv79NOmPHw/MmpUA\n4BMAvyM/fw+eeIKidOvXk83k4YdpQcvM9P4cU4VNAJo0rShxLOE40EpcVhb9X7CTKWslrqiIxgLL\nV5g0yXoOlxa8SRy/yMmoVi0Lqamk+o0ZQ+PpyBEqnHDxIjlMnn+eHMX33w/ce+/3AMYAmASHYzXm\nzgVWr6YcnVGjaKLXgqUJl4WzWfa9AVq3puGxeDEtmPPnUx7f7bcHpZdvwCFJFO0EKHK+b18MmIO+\npCTep/CJCLm5CQCGoUmTAnTu/B5Y+Wo7ePRR2pwuWEC/rxpm8hLKGv6SuLIgoZs2EdnKzASeeII2\nPqKiuzVqrAJQE1u2FCE9Hahc+SokJHxh+P4NmkfgV3RAhwYXsGABWaN/PtuAWKLLBVn2VJS0olCb\nwYABtKGbO5cq0loBr0Ro2yknY9GiSti6FViwwAVgKn75ZSaWLq3n9R52sW4d9TDr0YMKb3TrRmQ7\nKoquz4kTqbbFI4/QktStG1nIOnem165caW2uOZJ5BJM2TUL3j7pj/PrxSIlKAVYAESURiM6PBpYD\nUa4oDF8yHI9/+zhmbJ2BL/d+iZ9P/IwzOd7RW/ruewC8ieHDd7htb1bRvF0kbsci7EQbLMbd7vvt\nXB/PP0+k95lnzBUAfeIJun3rLe/7RfsuPSXO6D4hhg2j29deI+ZeqnIwMBKnlTOnQno65fc5HGRN\nf+450XGVApiJ4uJwfP019USzmxNXWkqq5h13kKOmVi0KDFrpTSrC6tVUHKx3bzoFI0eKx9XMmXT9\n791L61iPHmTlNSqQZQfBaG9jJyeOoajIhbH/usLtlAw33ngjrrnmGixduhSHDh0q78MJOAJB4iZN\nSgEQhl695mDBAvsbzOHDaZ/76qseoUqEkyfJOtO2LS063rgMYAUqV34IaWm08V2xAvjqqwwAYwEs\ngCxXx9SpdBH36kXK4cyZ9Ll16tDfixdTFNNUYRPAl8TJMvku1KWx2WMbNxL5CkSLgUqVaBZKS/OU\nMxT4X8xUYQwkZsygYgN33EF5XP/5T2BUOMBz7JIkmbK81qlD0TeRiy9QjeANXytJtBIaVQzjnj5v\nHikbzz9PhDMiQltJ0jtO0f9FKCwpREmpcc6KWfToQQGWv/4COnd2AcgDcBHDh9+A1FQq4qJU/hbi\n6NHOAJwYOjQbTmexqe+gBZeLgj4uF43Jjz7yHvNm8xLKEoEgcRs3UpJ+//5ESPr1M9dCygwuXvQQ\npzVrSLHSSvOl4zyL1q1LlSqHJm2xNWqgMs5g4wOf4dlnSQW45s9pWB52G5YsldC5M22SK1Qga30g\n4XSSEl6zJm1aWfVLMzAqbJKZmQrgAdStm4/sbGDXriIAdyEi4jzmzWsGoI9f42/lSlITAKoOqrUu\np6aSErF4MSlHU6fS8tS7t/Z8nVWQhVm/zcKdS+5E2/fbIu61ONSaVguNZjbCM+uewc8nfkbHah0x\nt99coIA7B2eA+TfOR5gjDNO2TsMj3z6CwV8MRrePuqHaW9XQY14P3LX0LkzdPBXFYZ5NpF8ukpQU\nTMQ4xCEL8zALX35JbS2skridO4F33iH34ZNPmntN164UOFq2jHgUg1VyZstiO2gQ7QPmzCHLUt26\n3tGr33+nW6UnoRFmziTL9JQpNE60j38uwsIKMGdORQB1LdspS0spgHDLLZQ+0KIF/V+SaI65/35y\n0NjdrzBV/a239AusxcRQAOTSJZoDKlYkZT41lZxF//d/ZJX1qmJpE8GojGwnJ47h2LE4FOX/g/rE\nTZw4EYcOHUJ8IHwaIQZRgq2gqrkm0tKAY8fCAaxCo0bbIUmjbR9LcjIFjcaOpVLlDzxAGw/1puDL\nL+lCV1dsZd+FyfbJyZ5F7MyZYgCzAMxCdPTrmDFjN/78k5Kj4+LIGrFjB0Vclyyhf2y8m1LiYmNp\nlmZ9WaZNozCc00k+Pr6awv79FM4bNiwwrCYsjMo3pqd7ymUJSJw6ClZQIGHVKlIkFy4ku8J//kMb\na38P68gRUkhTUuhU2KhgrAtRoZpAtBiwSuIsf67FGt19+5Jn//nnqVLWo4969x21cpyiYywpLcHk\nnydjxaEVOHbxGE5nn0a4MxzNKzXHiz1exA0NboDL4d80PWECqYorVwIffbQVQAI6dSrByZMVMH06\n5T9NmuRbcKSoCNi/vw+APNx4Yw6mTvU/ytCyJZG3Bx4glfWrr2ihdrlCPydOC3p5VllZw9xNzwGa\npg4fBq65hvZwJkVhTUyaRMUBxo8XBdT0j9P0JrpBAwBA+F/78coMsnANHBiBAQWfg3VqHjyYgnBK\nzYqAon59IjW9epGr4J57YKrfr54V7uLFWti69Q4ADjz8cBpiY+ugaVMJwAK0aBGDHTveRWnpeygu\n1slp0sHjj9O8GxZGm9WrrjJ+zZAh9E+EgxkHseXkFpy4dAKHMw9jyb4lVLQEQIQzAvUq1MP53PNo\nnNIYT3Z+Ejc1ugkp0SnIUpwh/Dm4vt71OProUfx59k+k5aQhLTsNp7NP49sj3+Kn4z8BABb8sQDo\nBqAugFPA6kur0SStCdpUaWP9ZISFoW7PWvh8/RDchKW4885wTJsGZGe3gySdMP02jz5K+4533tF3\nZ/CQJFJvhgyhTf/HH3uPUTt2StOIiaGBu2YNeTqXLKEN1YYNtHHbtInKsZqopl5aSgHxhAQzVUov\n4vrrV+Gbb24B8DUKCqiRnBk7ZVoaqW1//EF/t29Ph8/mqT17SCX+f/bOOz6qanv73+mZSSOF9Aah\nQ+i9RikSBALSpVyxYAMLoojlXtFrQxQRvKJURem9g/TepYbeSYE0UieTycx5/9iZZJJMkkkD/L0+\n+ZzPlJyyz5lz9t5rrWc965VXREpNq1aiTc2a2SceeeKEmO907158DdbC0OkErfj6dTE3WrxYGJk7\ndoj///CDGMOKo4Xbg6pkgZQnJy45WY1K8TcvMWANNzc3Whcl//6fgvWNk1nM97awd6/l3Z5Kybl6\n5RWxzyVLhMfF1VU80EFB+essXy46x8I1F63pKyXViVMobtnk+UdECG/riRNiQvLii+Do2ACVKqr0\nSV3XriLxZ8kSEZ9fnksTMpvFiVy9KhL0QHSiUDkKHxb4+gpejCXvqlQ6pYwhQ9w5elR80mjERHb8\neNFhPvdcxZrz3/8Kr928eZVWsqgAbNEpLaiIEVdWVLYIgS24uoqBorworl1R8VGM3TSWXTd3oZAp\nCHQNpEtwFzKNmRyPOU7fJX1x17ozPGw4X3f7Gq2qHPJ0iGd1wACxzJ8vZvo//niCBg3c+eEHkdM6\nZowQKbAIHIGIQqanewI/4u4eUWnXecQIESEcNUoYlvPmieM/jkZcRfIZs7NrkZDwMdWriwlYq1bC\nqfLBB8JZ9sMPhQralhGxsWIf/v725SqVmxpmydnJVX2OjIQ13i+zLu0JakwaSq9eQk22KmGJxL3w\nglA7LUwls4Xic+K+Ye/e8Qgi0nLCw+ta/Q+cnS/Tq9d1NmyoxZEjZZc137s3X7Rh2bLyK6NbMO3Q\nNN7Z9g6SlcyZn7Mf73V4jyENh1DTrSYKue0wX3H9s5vWjU7BnQqs+3X3rzHkGLibepeVF1byxYov\nSPFJAX/4I/4Pls5Zys5RO4tsZxdWriStZUucbrTgyWfOsGqVEplsFs7OF+3aPDFR2EPh4WKoLwue\neUYYGWvWCH/E9OkQFlY2OmW5x5mwsHylys2bRRj+v/8VyjVarYjS2YHduwUD6oUXilcptW5Xs2an\ncHEJ548/wti9W4TqS6NTms0ieHjmjDCIxo4VkUzr023YUEREe/fOV48F4XCfOrV0loolCjdhQmln\nXBQ6Hfzyi1hSUoTT/8gR4Tx69lkxf4qMtI9mWxhVwQKpSE5cQoIDGuXfXNjk2LFjxFgUBMuJmJgY\njlmkjB5T2PKOWtvfpRlxFnsE9lRKDRCZTHg6Ll8WD2RKigjjW3D1qvDAPPFEyUGNwhPzskzUW7QQ\nE8jUVEhI+C5XVc3SvmIerFdeET3JjBmiyvHhw8LLdeWK6LmnTMnnU1ji7xUw4gQdxOoLHx/R4Lg4\n0duoioq3FLwGz3P0qJquXUXSe1KSyGXR6YTHcdmycjeNuDiRd1S/vv31AssKayOuzLTGYvZV1m0r\netxHgetO1xmxagStZ7em0f8asevmLiLrRhL/bjw33rzB7ud2c/Slo5x8+SRjW41Fo9Aw4+gMuv7W\nlfsZ9yutHTqdDgcH4Z3euVM896NHC2/nvXvCB/L++6BUZgGfV8hIt4XAQDEZd3QUUc60tP97wiYZ\nGc8Dav73P+Gg8vQU30+aJAL2n34qqK7Z9ldsyEN6umBM6PWCYlio5naJKC36UASOjiIhxqp0T6R8\nPXP9Puajj6regLNgwABxnr//bh+Vy9YE/M8/vYEJODrG0KfPTGAwCoWswPpms5n+/S8Bmaxe3YXn\nn7ebgU1mpsgDBhFxrqgBd/juYd798128nbyZGTGTzcM3c/6189x66xYfdf6I2h61izXgrM8J7Pu9\nNUoR1Xuvw3s0O9UMvgJmwSt+ryBJEgOXDyQ6NbrsJ+Luzry6dXnABRYuzGbNGpAkFRkZM+0SzDh4\nULyWZ8hWKETQa/JkMUQ/+yxcvCgeGHvVKa3XLXef9NRTwuOydauwSqdMsZtKadEgKEnkpnC7Jk2K\nB45x7Vprbt4snU759dfiOg8cKOaAHTvaZgSFhgobdOtWQQGePl34sMePF8yA4nLW9u0T85qwMBGJ\nqwhcXcUc9P33BdVSLhftrl5dGKCHDpVtf49PTtx44Fni4zWoFH9zI27UqFGsWrWqQvtYtWoVoyx8\nvscUpRlxpWHPHnBwMAEnKlX9sHZt4S329hZG3OXLYuLw3nvi/7Y6k8LqOtYoa97TkCEiEmc01ich\nYQaZmaXwJ4KChBvm5ElhyEmScNmFhgoDD4QLSZKEEefrm0cTKg1mszC0vvxS0DI6dhTUU1dX0Ymk\nppJv0V69Wqw8W/41CQWm4exsZv580aHpdIIiNG+eoFUOGSLobYVzoe3B9OliH6+/XvZSE/aiJDpl\nWVHenDgLHncjTiaTCc7DINjruZc/zv7B6Xunae3fmrVD17J6yGrctAV5dU19mjKj1wxuvHmDZ8Oe\n5dDdQzSZ1YRFZxdVijFnXWKgRQvhHL59WzwuPj7iPk9OhnbtFgGx5aMTlQJfX9Gf3L8vJhCPe7Hv\nshhxaWmQlTUApTKmCGPB2VnkFAcGiiho585lM+ROnMiPLLRtK4zvspxLudQBGzQQ3iFLAmVWVvkK\nl1UArq6i5NbFi6KbLw3i3Iawa1cke/f2Aeby9df1gDRatvyUoKCLRdaXyWSYzWZcXbOAfnh5JTN/\nvqB+nT5d8vEkSdC9Ll4Ujrg2bcp5orlINaQyfNVwzJKZJQOW8Hrr1+lZqycNqjcoM8W6PM4umUwG\nRiAOunt057unvuN+xn1Grx2NWSr7wGR9/0VGgqvrWkymZrz7bulG+YED4rVDhzIfFhDj67//LZ4Z\nsxk+/9wHsN/ArRQnlqUyukol5iqvvWbXZidOCFGw8HD76//KZDI0GjnwMyCMrZKMuJMnRXQ7IEDM\n90o7RUdHIZI2eLAQ5dm1S/TnFgdVp07CSbVtm0iR6dFD9HOSJKLUlTlUd+wo5sEvvyymXsuWiWOt\nKV2ANQ+2cuIqirLmxIEO+Bb4g61b3VEr7BM2eWzplJIkkZCQwMWL9oXbbSHeHvm1RwxbA6v1T1dS\n5xIfL5yjrVtncPRoTqVE4qyh0QiDYOhQMSC5uwtPfatWtssYWN+0JdEp7e0Ev/8eFi48hl7fi9m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AI8PAStqm/ffKHdipyLJEmkGdLQN9Jzrc01Lh+/jLvWnfaB7anrUZd6nvVo5NWIln4tcde6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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(14, 14))\n", "axes.plot(vti_dates, instant_freq_FM1, color='k', label='IMF1')\n", "axes.plot(vti_dates, instant_freq_FM2, color='r', label='IMF2')\n", "axes.plot(vti_dates, instant_freq_FM3, color='b', label='IMF3')\n", "axes.plot(vti_dates, instant_freq_FM4, color='g', label='IMF4')\n", "axes.plot(vti_dates, instant_freq_FM5, color='m', label='IMF5')\n", "axes.plot(vti_dates, instant_freq_FM6, color='y', label='IMF6')\n", "axes.set_xlabel(\"Date\", fontsize=20)\n", "axes.set_ylabel(\"Frequency [1/wk]\", fontsize=20)\n", "axes.set_title(\"NHT frequencies of EMD\", fontsize=20)\n", "axes.tick_params(labelsize=20)\n", "axes.legend(fontsize=16, loc=4)\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the first IMF still has instability, it's much better (and we should probably impute points and use DQ to clean it up further). Meanwhile, the rest of the instantaneous frequencies look much better. Now, plotting in log-y (without IMF1)." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OqhP344/a39bWOs9xVI8xD9RTmYqK1MjzqarS8lUZvr7WrAHWrwfOP59EHAAc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/RyM0NlpftgT4JT+V6yKXn6IkTG73KPPTivzJ7N/7OQuNWrgaef5pSVrU2a9C+PhBInQXY+BNZ+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5V9rnqOJqwdVnLn59K0romAuQFk/JxB+nfpKHWu2ZMsEAjcT9D8IAAaPms45nl/mPgHAFbm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JGRkVRU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\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(14, 14))\n", "# axes.plot(vti_dates, instant_freq_FM1, color='k', label='IMF1')\n", "axes.semilogy(vti_dates, instant_freq_FM2, color='r', label='IMF2')\n", "axes.semilogy(vti_dates, instant_freq_FM3, color='b', label='IMF3')\n", "axes.semilogy(vti_dates, instant_freq_FM4, color='g', label='IMF4')\n", "axes.semilogy(vti_dates, instant_freq_FM5, color='m', label='IMF5')\n", "axes.semilogy(vti_dates, instant_freq_FM6, color='y', label='IMF6')\n", "axes.set_xlabel(\"Date\", fontsize=20)\n", "axes.set_ylabel(\"Frequency [1/wk]\", fontsize=20)\n", "axes.set_title(\"NHT frequencies of EMD\", fontsize=20)\n", "axes.tick_params(labelsize=20)\n", "axes.legend(fontsize=16, loc=4)\n", "axes.set_ylim([1E-2, 0.3*1E1])\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can pretty clearly see that IMF2 corresponds to approximately weekly variation, IMF3 to monthly, IMF5 about year-long, and a few other signals beside." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VUV6+C2tFGgXFCaRmfIalYtthx6zPh58PwNp8KKmqACpoF9SOG7sNpHNYZ8K8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L0bhVOc0wgO1MqgaGvj+zdWkfFnWBJ0CUEL/gQZxeJv/eOP/X6gP/pIZCBec415p+zo6CBSEkjd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BL6cdDWJtakuLGg3U5TTg51fj+bN23i85//fChXrC1ObkA8mNkpZfXJ/fv3hxfg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\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HY6vVqv79+7vcfuTIkbJarZozZ44kKS8vT1ar1elPfHy8ZsyY4dh32LBhVbbp27dvnR5f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\nCGxtbVFKce3aNf7yl7/g6enJ/Pnz8fDwQCnF2bN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(14, 14))\n", "axes.semilogy(vti_dates, AM1, color='k', label='IMF1')\n", "axes.semilogy(vti_dates, AM2, color='r', label='IMF2')\n", "axes.semilogy(vti_dates, AM3, color='b', label='IMF3')\n", "axes.semilogy(vti_dates, AM4, color='g', label='IMF4')\n", "axes.semilogy(vti_dates, AM5, color='m', label='IMF5')\n", "axes.semilogy(vti_dates, AM6, color='y', label='IMF6')\n", "axes.set_xlabel(\"Date\", fontsize=20)\n", "axes.set_ylabel(\"Amplitude [$]\", fontsize=20)\n", "axes.set_title(\"AM amplitudes of EMD\", fontsize=20)\n", "axes.tick_params(labelsize=20)\n", "axes.legend(fontsize=16, loc=4)\n", "# axes.set_ylim([1E-2, 0.3*1E1])\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do we learn? Well, some initial things I see:\n", "- The [great stock sell-off around September 2015](https://en.wikipedia.org/wiki/2015_stock_market_selloff) is pretty clear in the highest-frequency IMF (IMF1). There's also some high-frequency action around May 2014, though I'm not finding any direct noise ([rapid-fire mergers and acquisitions](https://en.wikipedia.org/wiki/2015_stock_market_selloff)?).\n", "- Outside of the above events, just by eyeing the amplitudes of the IMFs the high-frequency stuff is generally of less importance than the lower-frequency IMFs. But hey, we are looking at the broad markets, here.\n", "- We can especially see the broad motions of VTI in the residue, with it peaking around summer of 2015." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Further notes:\n", "\n", "- Another major extension is the Ensemble Empirical Mode Decomposition (EEMD). For this technique, you add white-noise to the signal before you begin the EMD. Do this multiple times, and then average the IMFs together to cancel out the noise effects. This is especially useful if you have intermittant frequency signals, since those will play havoc with your IMFs.\n", "- While using an arctangent for Direct Quadrature improves computational stability versus arccosine, it still may have trouble at the highest frequencies as the extrema may not map cleanly onto the data points. The authors recommends a 3-point-medium filter on the data, which seems to be unstandard terminology which I'm not seeing in the literature but which I assume means we might want to try and impute potential points using a LOESS strategy (e.g. with polynomials via Savitsky Golay).\n", "- Once you've gotten your instantaneous frequencies and envelopes, you can calculate the marginal Hilbert spectrum as\n", "$$H(\\omega) = \\int IMF(\\omega, t) dt$$\n", " (IMF is zero unless we're at $\\omega$, at which point you add the value of its envelope amplitude) to get the frequency content of the signal. This lets you know, as you add IMFs together, what frequencies you're including.\n", "- There are [Python](https://pyhht.readthedocs.org/en/latest/) and [R](https://cran.r-project.org/web/packages/hht/index.html) packages to do the EMD for you.\n", "- The EMD technique is currently under patent. For commercial use, you'll need to speak with NASA's Office of Technology Tranfer (patent numbers: 9013490, 8144331, 8913844, reference number GSC-TOPS-63)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }