{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import scipy\n", "\n", "from math import gcd\n", "\n", "import scikits.samplerate as sk_samplerate\n", "import scipy.signal as scipy_signal\n", "import resampy\n", "\n", "from scipy.signal.fir_filter_design import firwin" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Q = 48000\n", "P = 44100\n", "\n", "offset = 2000\n", "instfreq = np.exp(np.linspace(np.log(offset+100), np.log(offset+23900), 96000))-offset\n", "deltaphase = 2*np.pi*instfreq/Q\n", "cphase = np.cumsum(deltaphase)\n", "sig = np.sin(cphase)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sample Rate Conversion: It's all about the filter\n", "\n", "*by Joachim Thiemann, 2.5.2017, joachim.thiemann@uni-oldenburg.de*\n", "\n", "My [previous post](http://signalsprocessed.blogspot.de/2016/08/audio-resampling-in-python.html) comparing various sample rate conversion (SRC) methods in Python was quite well received, and I have gotten some emails and comments on it. In a comment, Prof. Christian Muenker from the Munich University of Applied Sciences pointed me to another method that I had not been aware of: `scipy.signal.resample_poly` (it appeared in scipy 0.18.0). \"Great!\" I thought. A polyphase resampling method that is in scipy (and thus likely to already be installed by anyone who works on audio processing in python)!\n", "\n", "As it turns out, it's a good polyphase filtering implementation - but the default filter it uses is plain unusable (for any sample rate conversion use-case I can think of, anyways). Below is the sweep as used in my previous resampling post, resampled by `scipy.signal.resample_poly`; that's some ugly aliasing." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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dRlOicrszttwdOAEYJgN39X40iFg9KbC+19KvoTUIS2iE9ZNg+U3pO+1VZHfX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q80arvZ/IYlf2CFfbTVyREm0lezCEA9crtC0u9y7K9fwCfVNDr7sTqJeIvIjIjN9J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fte1tGHeA94WJ+QQ99g087YNhOOm7H0AwFk5H/vE/bHDU67AY+0J0jnlsSsmD1aJz1IPtpc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,3))\n", "plt.specgram(scipy_signal.resample_poly(sig, P, Q)*30, scale='dB', Fs=P, NFFT=256)\n", "plt.colorbar()\n", "_=plt.axis((0,2,0,Q/2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To understand why - and to see how we can stick within scipy and still make a good SRC - let's look at some up- and downsampling theory.\n", "\n", "## Resampling by a rational factor\n", "\n", "Pretty much every resampling algorithm relies on the original and target sampling rate being relating to each other by a fractional number. (So, no resampling by $\\pi$!) Let's say we have data sampled at rate $Q$, and want to have it at rate $P$; so we want to _upsample_ by $M = P/gcd(P, Q)$ and _downsample_ by $N = Q/gcd(P, Q)$ so $\\frac{M}{N} = \\frac{P}{Q}$. In the typical example where $P = 48000$ Hz and $Q = 44100$ Hz, we get $M=160$ and $Q=147.$\n", "\n", "Upsampling by a factor $M$ can conceptually be viewed as simply inserting $M-1$ zero-value samples inbetween the actual original samples; this creates alias copies of the signal in frequency domain which are removed using an antialias lowpass filter. (This can be efficiently implemented using a _polyphase filter_, so the extra zeros are never actually put in there.) Since the (normalized) frequency domain got compressed by a factor of $M$. the filter needs to remove all frequencies higher than $\\frac{1}{2M}$ (note that many implementations normalize to the Nyquist _frequency_, not the Nyquist _rate_, thus this might end up being written as $\\frac{1}{M}$).\n", "\n", "![Upsampling Diagram](https://jthiem.bitbucket.io/project-files/upsampling.svg)\n", "\n", "Similarly, downsampling is simply the process of using only every $N$th sample, but **before** we do that, we need to ensure the bandwith of the signal does not exceed $1/N$ of the original _possible_ bandwidth, that is, we filter at $\\frac{1}{2N}$ of $Q$.\n", "\n", "![Downsampling Diagram](https://jthiem.bitbucket.io/project-files/downsampling.svg)\n", "\n", "If we now consider resampling, we note we have two LP filters in series; these can be combined into a single LP filter whose cutoff frequency is determined by the _minimum_ of $\\frac{1}{2M}$ or $\\frac{1}{2N}$. The quality of the resampler is completely determined by this one filter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filter Design\n", "\n", "There are many (MANY!) ways to design filters; but for sample rate conversion there is only really one commonly used method, and that is to use a linear-phase FIR filter using a windowed sinc function. There are numerous reasons for this, mostly that they are stable and can be efficiently implemented in polyphase structures.\n", "\n", "The sinc function computed at the correct frequency provides an ideal filter - if it were infinite. To be causal and computable, it needs to be finite, so we cut it off at some point. This determines the order. However, cutting it off degrades the \"perfect\"-ness of the filter: it will no longer block all frequencies above its cutoff and/or no longer pass the desired frequencies without modification. So, let's talk tradeoffs.\n", "\n", "### Filter order: lenght of window\n", "\n", "The first know we can tweak is the order of the filter, or the length of the impulse response: the longer, the closer to ideal you can get, but in exchange the filtering needs more computational power, and in a real-time application, the delay of the SRC increases. This can become quite significant, but remember: the filter runs at rate $M\\cdot Q$! In our example, that is 7.056 MHz; so even with a filter of several thousand taps, the delay is in the order of milliseconds. So, go big or go home! Kaiser gave a formula for estimating the order based on the desired stopband attenuation $A_s$ and transition bandwidth $\\Delta\\omega$, giving $N \\approx \\frac{A_s - 7.95}{14.36\\Delta\\omega/2\\pi}$; picking randomly $\\Delta\\omega = 0.01$ and $A_s = 60dB$ we find that the filter should be about 2277 samples long.\n", "\n", "### The Window function\n", "\n", "Next, we look at the window. Remember: if you don't choose one, you still have made a choice (we just give it a fancy name, like \"boxcar\" or \"rectangular window\"). Applying a window will smooth the frequency response of the filter, which removes ripples in the passband but widen it at the same time. Let's look at the effects of some windows on a filter of 1024 taps with cutoff frequency of 0.1." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.5/dist-packages/matplotlib/axes/_axes.py:6833: RuntimeWarning: divide by zero encountered in log10\n", " Z = 20. * np.log10(spec)\n" ] }, { "data": { "image/png": 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V3SoyoO4Alr26jKbeTZkRMoOWi1qy7MwycvNQ+NwkOjqaokWLkpiYyKxZsywdjhBCZJty\nzuXo1+l3Okz7h1UDO7Ah0Joyu3cS1rIp81beIb76pxA8Cxb1AqO5A7Bpkwx3zSOkfcxe0qEUIoe4\nGXeTrzZ/xQcbPsDJ1onJTSbzv0b/o3Sh0k/1uMWdivNz3Z+Z02IOxfIX49ut39JzbU+u3rn6VI8r\nntxPP/1EzZo1qVOnDhUqVLB0OEIIke1cHVz5onU/uk/dzuaBnTlQ1ppKa9dy4PsFbItujD40H5Z+\nAHKhNE+R9jF7yaQ8QuQAey7v4cvNX3Iz7iY9KvWgR0APbNJbT+spSNbJ/HniT4buG4qtlS0/1vqR\nRiUfWsUnT0nt4XZheTIpz5OTNlLkRjGJMYyd2R/v2cvxu5jMpSI2VKwaTtGXe8NB8yMdsmxIlpD2\nMWeyRPsodyiFsKBknczEwxN5Z8075LfJz5wWc+gd2NsinUkAgzLQoUIH5rWYh2d+Tz7e9DGDdw8m\nKVmeFxBCCJHz5bPJx2ddB1N/8WZWvl6DfNGJXF/lxqZxM7m9f8p/a1EKIbKMdCiFsJDYpFg+3fQp\nI/aP4KWSLzG3xVwquOSMYRk+BX2Y2WwmnXw7MfPYTHqt68XNuJuWDksIIYTIkML5XPnsh2nknz+H\nLVXdKHzEluAzRpZ5JVg6NCFyHelQCmEBEbERdFvVjY0XN/Jl9S/5tf6v5LPJZ+mw7mNjZcPXNb6m\nf+3+7L+ynzdWvsGFWxcsHZYQQgiRYQFlAuk5czOHvu5GMopSe28wsUtjIm5csXRoQuQa0qEUIpuF\nRoXy5so3ORN1ht8b/s5bfm9l6eytWe3Vsq8yuclkbifc5q2/3+JY5DFLhySEEEJkmFKK17t8gb+b\nMxf8jNTZeYl9LRvx1+rplg5NiFxBOpRCZKPTN07TZVUXYpNimdJkCs+XeN7SIWVIoHsgU5tNxc7K\njq6ru7Ln8h5LhySEEEJkikuMLc3Ih7FRFM4xRnw+H8iAvu2Jjo+2dGhCPNOkQylENjlx/QTdVnfD\noAxMaTqFim6WWwT4cZQqWIrpzabj4ehB73W9pVMphBDi2bJpE/x1AP8Wb+P/4mWuuDvRZv5hZnZu\nyP7zMuOxEI9LOpRCZINjkcfotrobtla2TGk6hVIFS1k6pMfikc+DSU0m4Znfkz7r+7D/yn5Lh5Qn\nhIaG4u/vb+kwhBAid2j8A44ly/NSk5scbVibhsF3uNDtbcasHUGyTrZ0dCITpH3MGaRDKcRTFhoV\nSq91vXC0cWRq06mULFDS0iE9EVcHVyY2mUgRxyK8t+49gq8GWzok8ZQlJcmyMUKIXGDIENPLxgFe\nm4Ah7jptX7Ii/LOvKXlF4f9/Y/l8XCei4qMsHal4Rkj7aCIdSiGeoisxV+i5tidaa8a/OB4vJy9L\nh5Ql3BzcmNRkEm4ObvRe35vTN05bOqRcLykpiU6dOuHr60vbtm25c+cO69evp0qVKgQEBNCtWzfi\n4+OJioqifPnynDhxAoDXX3+dCRMmALBq1SqqVq1K5cqVadSoEQC7d++mVq1aVKlShdq1a98rN3Xq\nVFq1asULL7xwL68QQjzTli//bx1KjwCo+zEcmscLjbwpMG46hmQH3hoVTN8BzTl145RlYxUZJu2j\n5VlbOgAhcquo+Ch6ru1JVEIUk5pMwqegj6VDylLuju5MeGkCnVZ24r317zHr5Vm4O7pbOqyn6++v\n4fLhrK3TIwCaDUo324kTJ5g0aRJ16tShW7duDBs2jHHjxrF+/XrKlSvH22+/zZgxY/j444/5448/\n6NKlCx999BE3btygR48eXLt2jR49erB582Z8fHy4fv06ABUqVGDLli1YW1uzbt06vv32WxYuXAjA\n/v37OXToEC4uLll7zkIIkRPU+wwO/wkrPqP0e9so9Ndy9rz9Fj3+/Jex0e1o9vEQGpdsbOkonw3S\nPuZpcodSiKcg0ZjIRxs/4kL0BUY+P5KKrtkzAU+SMZnb8UkkJCWjtX7qxyuWvxijG43mVvwteq/r\nze2E20/9mHlV8eLFqVOnDgBvvvkm69evx8fHh3LlygHQuXNnNm/eDMCLL75IQEAAffr0YeLEiQDs\n3LmT+vXr4+NjurBxtxGMioqiXbt2+Pv788knn3D06NF7x3zxxRelsRRC5F42DvDyUIg8BdtG4lqi\nGA2WLeFCmYq883c8WwZ8xNgDY7OlPRWPT9pHy5M7lEJkMa01P+38iX1X9jGo3iBqFK2RpfUbkzXH\nwm+xJ/Q6x8OjORcZw/nIGKJiE4lL/G8yASuDonB+OzydHSjh4oi/Z0GqlChExWIFsLO2yrJ4fF19\nGd5wOH3W9+HTTZ8yuvForA259FdLBq6UPi0PrlVaqFAhIiMjU82bnJzMsWPHcHR05MaNG3h5pT3U\n+vvvv+f5559n0aJFhIaG0rBhw3tp+fLly5LYhRAixyrbGPxaw9ZhUPUtHJw8aLpwNmu7vk/HzVv4\nO2YkP/T6l751+ubeti0rSPuYp8kdSiGy2LSj01h0ehE9K/WkeanmWVJnbIKRvw+H02f2fgJ/XEOL\n/23lx2UhrDt2heRkTd0yhelcy5tPG5XmuxdK8kWjUvRqUIq6Zd2wsVLsOBPJT8tDaDN6O4E/rqXn\njL0s2BdGVGxilsRX27M2fWv1ZUf4DobuHZoldYr7XbhwgR07dgAwe/ZsgoKCCA0N5fRp0/OrM2bM\noEGDBgAMHz4cX19fZs+eTdeuXUlMTOS5555j8+bNnDt3DuDekJ6oqCg8PT0B03MhQgiR5zTuB8ZE\n2DQQAIOtLS/NGMuFRq1ptk/jNmoBfdb04U7iHYuGKVIn7aPlyaUWIbLQPxf/Ydi+YTTxbkLvwN5P\nXN+pK9FM2xHKov2XiEkw4prPlpZ+halvuEG566HYnztNwomLJF4Mw3j9Ojrxvw6isrXFUKAAtl5e\n2JYsQYKXN+c8yrAJV1afusHqo1ewtzHQolIx3qhZgirFCz10lS8zXi37KidunGDmsZn4uvrSqnSr\nJz5/8Z/y5cszatQounXrhp+fHyNHjuS5556jXbt2JCUlUb16dXr16sWJEyeYOHEiu3fvxsnJifr1\n6/Pzzz/z448/Mn78eNq0aUNycjLu7u6sXbuWL7/8ks6dO/Pzzz/TvHnWXAARQogcadOm1Pe7lILq\n3WH3eHiuNxQujzIYeOmPgWz8wp4Xl8+DqVvpGt+FsU3G4WzvnK1hi0eT9tHyVG4eFx4UFKT37pWF\nakX2uBh9kQ7LOuDl5MX0ZtOxt7Z/7Lr2X7jB8LUn2XIqAltrA23LFaBN7DncD+/izrZt6NhYAKwL\nF8amZAlsvYpj7eaKcnDAYG+PTkjAePs2xqgoEi+GkXD+PEmXLwOgbGxwrFGDm9XrsjhfGeaduk1M\ngpEa3i582Kgsdcq4PnbHMjE5kV5rexF8NZipTacSUDjgsX8GOcWxY8fw9fW1dBjiAal9L0qpfVrr\nIAuF9MyRNlKIFGIiYEQglGkE7afd2621ZutX/XFbOpe1gVZsaF+aic1Ms5znddI+5kyWaB/lDqUQ\nWSDeGM9nmz5DKcWwhsMeuzN5/PItfl11gg3Hr+LqaMPPpZKoc2wz8UPWoRMSiC9ShEKvvoJjjZo4\nVAnEpkiRDNeddP06sQcOcGfPXqI3bsBm22DaGQy83aABBwIb8WvEbd6ctIugks5838KPysULZTp+\nG4MNQxoM4fUVr/Pxpo/5s+WfuNjLQ+tCCCFygCFDTNvPP384LZ8b1OgBW4fDtRNQuDxgej6v7uC+\nbE7WvLh8Hkars3TRnZnYdBIe+TyyMXghcq4MPUOplGqqlDqhlDqtlPo6lXQ7pdQ8c/oupZR3irRv\nzPtPKKWapNg/WSl1VSl15IG65imlgs2vUKVUsHm/t1IqNkXa2Mc9aSGy2sBdAzl2/RgD6w18rLUm\no+MS6b8shOYjt7L3XCSDPW4wP3gc1YZ9TcKWzRRq2xbvP+dTZtNGPPr2pUDTJpnqTAJYu7jg1KgR\nRb7+itKrVuGzZDGu3buTcPAgFYZ/x4ytwxlV+DIXIm7TetQ2vvjzINei4zN9Ls72zgxvOJwbcTf4\nv63/R7JOTr+QEEII8bSlXIcyNbX6mGZ+3XL/XABKKer/9gOXm7Sh6b4kqq8Oo8uqLly6fekpByzE\nsyHdDqVSygoYBTQD/IDXlVJ+D2TrDtzQWpcBhgODzWX9gI5ARaApMNpcH8BU8777aK07aK0DtdaB\nwELgrxTJZ+6maa17Zfw0hXh6Fp9ezMJTC+kR0IP6XvUzXX79sSs0GvoPU7af4+NCN1h4YCyVxg5A\nR0fj0f9Hym7+B4++3+MQEPBEzzimpJTCvnx53D/7lDKbNlLst18x2NlRasIQZm0dxo8Fwll8IIzG\nw/5hSfClTE+Z7uvqy5fVv2Trpa1MOzot/QJCCCGEpeVzg6BuprUpr5+9L0kpRcPhP3G1ViPab06g\n4pardF/dnSsxVywUrBA5R0buUNYATmutz2qtE4C5QOsH8rQG7v7VuABopEx/+bYG5mqt47XW54DT\n5vrQWm8Grqd1UHP59sCcTJyPENnqbNRZBuwcQE2PmvQJ7JOpsncSkvjmr8N0n7aXsklRLLu8hMaT\nf0bF3qHY4EGU/nslzu3bY3B0fErRmxhsbSnYsiU+fy3Ec+QIrOzsqDF9KMvOzaGWusFHc4PpNXMf\nkbczd7eyQ/kOvFjyRUbuH0nw1eCnFL0QQgiRhWq9D8oAu8Y/lKQMBuqPH85Vv2p0XR1Hif1X6LG2\nB9fj0vxzVog8ISMdSk/gYorPYeZ9qebRWicBUYBrBsumpR5wRWt9KsU+H6XUAaXUP0qpeqkVUkq9\nq5Taq5Tae+3atQweSojMSzQm8vXmr7G3tmdgvYFYGTK+tuORS1E0H7mV+btD+S35MN8v7I/NwX0U\n/uxTSq1YTsHWrVHW2fuIszIYKPDSS/gs+guPfj9gOHuaj+b9xLi4nWwJCTcNxw3NeKOplKJf7X4U\nyVeELzd/SVR81FOMXgghhMgCBYpCxVfhwEyIj34oWdnYUHfGOCI8y9BnUSJ2xy7Sc21PbiXcskCw\nQuQMOXkdyte5/+5kOFBCa10F+BSYrZQq8GAhrfV4rXWQ1jqocOHC2RSqyIv+CP6DY9eP0a92Pwo7\nZvzf2pLgS7Qdu50CEf+y+MQM/JdOI1+9epT6+2/cevTAYGv7FKNOn7KywrljR0qvXkXBV1+hxKoF\nLDg4jtK3LtFx/E4mbjmb4SGwBWwLMKTBEK7ducaAXQOecuRCCCFEFqjZCxKiITj1QXJW+fJRc+5U\nbhdw5ZN5isjzp+i9rjexSbHZHKgQOUNGOpSXgOIpPnuZ96WaRyllDRQEIjNY9iHmOtoA8+7uMw+b\njTS/3wecAcplIH4hstzu8N1MOTKFtuXa0qhEowyVSTIm89PyED6aG8ybt0IYtOo3bP+9QLFfB+P1\nx/+wKeL+lKPOHKtChSj2888UHzcWm+hbfLf8N76I2svPy0P4eF4wcYnGDNXj7+ZPr8q9+Pvc36w6\nt+opR507hYaG4u/vb+kwhBDi2bZpU9prUabkFQSe1WDXWEjjAqqDmwu+k8bhYNR8Nic/x/89yDdb\nvsGYnLG2UWQNaR9zhox0KPcAZZVSPkopW0yT7Cx9IM9SoLP5fVtggzbdwlgKdDTPAusDlAV2Z+CY\njYHjWuuwuzuUUoXvTuijlCplrutsGuWFeGqi4qP4duu3lCxQki+CvshQmTsJSfSYvpfp/5zkj39X\n8drqiTgGBFBq6VIKtmqVZZPtPA35GzSg1LKlOD3/PPXXz2Ha+b9Yu+csb03axfWYhAzV0T2gO5Xc\nKvHTzp+4eufqU45YCCGEeELVe8D1M3BhR5pZXCpWwHnQYLwjr/PB4qKsP7+OYfuGZWOQQuQM6XYo\nzc9Evg+sBo4B87XWR5VS/ZVSrczZJgGuSqnTmIajfm0uexSYD4QAq4A+WmsjgFJqDrADKK+UClNK\ndU9x2I48PBlPfeCQeRmRBUAvrbU8BS2y3a97fiUiNoJB9QbhaJP+hDkRt+N5ffxOjhw8xdxDkyi9\nex2uPXpQYsrkHHdXMi1WhQrhOXIE7l99hfvh3czZP4brISd4dfQ2zkXEpFve2mDNgLoDSDAm0Hd7\n30zPGivDHswyAAAgAElEQVTAaDTSo0cPKlasyEsvvURsbCwTJkygevXqVK5cmddee407d+4A0KVL\nFz788ENq165NqVKlWLBgAQCbNm2iYcOGtG3blgoVKtCpUyf5LoQQeceQIf+tRZkev1Zgmx+CZz0y\nm3fzl0jo9h41Tl/krW2lmB4yndnHZmdBsCKjpH20vAzN+qG1XgmsfGBf3xTv44B2aZQdADz08JTW\n+vVHHK9LKvsWYlpGRAiL2RK2haVnltIjoAcV3Sqmm/9C5B3enrwLx/OnmbJ/OjbxsRQbPRqnF57P\nhmizllIK165dcAjwJ+zjT/jfttH88lwX2o01MvOdGlTweOiR5vt4F/Tm06BP+WXXL/x58k/al2+f\nTZFnncG7B3P8+vEsrbOCSwW+qvFVuvlOnTrFnDlzmDBhAu3bt2fhwoW0adOGHj16APDdd98xadIk\nPvjgAwDCw8PZunUrx48fp1WrVrRt2xaAAwcOcPToUYoVK0adOnXYtm0bdevWzdJzEkKIHOnuGpSf\nf55+Xtt8UPEVOLoYmv1q+pyGwC/eZ1vIMZpv2USYTwUG7xmMl5PXYy0l9qyS9jFvy8mT8giRo0Qn\nRPPjjh8pXbA0vSqnvwxqaEQMHcbvoNSpAwzZMho7OxtKzp79THYmU3IMCsJn/jzsi3nwf5vGUP/c\nLjqO38mhsJvplu1YviO1itZi6N6hXI65nA3R5h4+Pj4EBgYCUK1aNUJDQzly5Aj16tUjICCAWbNm\ncfTo0Xv5X3nlFQwGA35+fly58t86aTVq1MDLywuDwUBgYCChoaHZfSpCCPFsCOwECbfh2LJHZlNK\nUeuPX7lVuBgd512gfFIJvtr8Fedvnc+mQPM2aR8tL3vXJRDiGTZs3zCuxV5jeMPh2Fo9eibWcxEx\nvD5+J8+d2Ma7e+bh4OeH1+hR2Lg/G0Nc02NTrBglZ88m7MMP6bFtJm6xUbwxQTO1a3WCvF3SLKeU\nom+tvrRZ2oafdv7EHy/8kaOfH31QRq6UPi12dnb33ltZWREbG0uXLl1YvHgxlStXZurUqWxKMdlE\nyvwph+08WE9SUtLTDVwIIZ5VJWqBsw8cnAOVOz4yq1X+/PhPHM3Z19rRfmoiI3oa+GjDR8xuPjtD\nj8c866R9zNvkDqUQGbAzfCcLTi6gs19nAgoHPDLvmWu36TBuBw1DNtJz1xzyP/ccJadPyzWdybus\nnJwoMW4cBVq15NX9y+h+/G+6Tt6d7p1KLycv3g98n81hm1kVKrO+Pono6GiKFi1KYmIis2Y9+jkf\nIYQQmaSUaU3Kc1vgTvrTdjiVL0f+b/6PilfP89qacpy7dY7vt30vz+JZgLSP2Us6lEKkIzYpln7b\n++FdwJvegb0fmffi9Tu8MWEnzQ+vpvPeheRv3AivsWMwOObOq5PK1pZigwZRqH17mh5czbtHlvL2\npF2cuPzwYtApdfLthL+rP4N2D+JmXPpDZUXqfvrpJ2rWrEmdOnWoUKGCpcMRQojcx7claCOczNgF\n0NKd2nOrwUs03rWLlyMbs+b8GqYenfp0YxQPkfYxe6ncfNUkKChI792719JhiGfciP0jmHh4IlOa\nTCHIIyjNfBG342k3dgcNdy6h/ZFVFGjRgmIDf0HZ2GRjtJahtebKwIHcmD6DjeXqMKV6e+a/Vwcf\nt7QnMThx/QQdl3fk5VIvM6DuQ/N25RjHjh3D19fX0mGIB6T2vSil9mmt0/6fVNxH2kghMkBrGO4P\nRSvB6w8uQJA64+3b7Gv8MtGJycz51p+9MTuZ0nQKVdyrPOVgs5e0jzmTJdpHuUMpxCOcvXmWqUen\n0qp0q0d2JqPjEuk8eTc1dq+k/ZFVFHz1VYoNHpQnOpNgejayyDff4NqjB8+f3Mbre/+i0/gdXLkV\nl2aZ8i7l6erflaVnlrL90vZsjFYIIYTIIKXAtwWcXg/xtzNUxCp/fsoOH4JHzHWqTonF3dGDrzZ/\nxa2EW085WCEsQzqUQqRBa83Pu37G0dqRz4I+SzNfXKKRd6btpfS2VXQ5tIwCLzej6M8/oayssjFa\ny1NKUfjTT3Dp/DbNTvxDsz1L6TplD7fj036ovWflnpRwKsEvu38hwZiQjdEKIYTIczKzDmVKvi3B\nGA+n12a4iHOtGqiOb/L86d3UO1KPa3eu0X9Hf3meUuRK0qEUIg3Lzy5nz+U9fFztY1zsU5+5VGvN\nN38dxumf1bx38C/yv/ACxQYPznOdybuUUrh//TUF275G22Nr8d+yhN6z9pNoTE41v52VHd/U/Ibz\nt84zPWR6NkcrhBAiT1m+/L+1KDOjRC1wcIZT6zJVzPfbz4kuVpKGi5fRrFAHVoeuZvHpxZk/vhA5\nnHQohUhFVHwUQ/YOoVLhSrxW9rU0843aeJqLq9bxSfCf5KtdG8/hw/LMMNe0KKUo+uOPFHj5Zboe\nWYH9muV8v/hImldl63rW5YXiLzD+0HjCb4dnc7RCCCFEOgxWUKohnFlveqYyg5StLb5DB+ESf4ui\nE05RpXB1Bu4eSFh02FMLVQhLkA6lEKkYuX8kN+Nv8v1z32NQqf9vsuJQOIvmb6Dvvpk4VKiA1/9G\nYkixhlFepqysKDZ4EPnq1OGjQws5uWIdE7acTTP/lzW+RGvNb3t/y8YohRBCiAwq/QJEh8O145kq\n5lQlEKu2HWl8ajveB4IwKAM/bP+BZJ36yB0hnkXSoRTiASGRIfx58k/eqPAGFVxSn2r64MWbDJqy\ngYG7p+Dg6kLxsWMw5Et7RtO8SNnY4DnidxzKluWHvTOYN3cDm09eSzWvZ35P3gl4h7Xn17L9X5mg\nRwghRA5T6nnT9syGTBct983nxLoWod6iubRy78buy7v588SfWRygEJYjHUohUtBaM3j3YJztndNc\nc/JqdBwfTdhMvx0TKWAwUmLCeGzc3bM50meDVf78FB83FoeCBfh512T6TtrI+ciYVPN28e9CCacS\nDNw1UCboeUBsbCwNGjTAaDQSGhpKw4YNAZg6dSrvv/9+hutZunQpgwYNypKYvL29083TsGFDypcv\nT2BgIIGBgVy9ejXVfAMHDqRMmTKUL1+e1atXA5CQkED9+vVJSkp7Uqe8Rin1m1LquFLqkFJqkVKq\nUIq0b5RSp5VSJ5RSTSwZpxC5UqHi4FoGzv6T6aIGR0dKDRqA1+1rGCaeoIbHcwzdN5RLty89hUDz\nFmkfcwbpUAqRwprza9h/dT/vV3kfJ1unh9ITjcl8OHMvvTZNpFhMJMVHjcKuTBkLRPrssPHwoMT4\nsRRKTuCrf8bz/qTtxKQy86udlR1f1/ia0FuhzDw20wKR5lyTJ0+mTZs2WD3hZE+tWrXi66+/fqI6\nMtuAzZo1i+DgYIKDg3FP5cJLSEgIc+fO5ejRo6xatYrevXtjNBqxtbWlUaNGzJs374nizWXWAv5a\n60rASeAbAKWUH9ARqAg0BUYrpfLmzGBCPMqmTabX4ypZGy7uguTMD1ctVK8OiQ0a0fTQGkpffhmD\nMtBvez+Z9fUJSfuYM0iHUgizuKQ4hu0dRjnncrQp0ybVPL+uOk6l5dOpfPUURfv1I1/NGtkc5bPJ\n3teX4iOGU/JWOC1XT+Tz+cGpNqL1vOrRwKsBEw5NIDI20gKR5kyzZs2idevWAFhZWeHi8vCswytW\nrKBWrVpERESwbNkyatasSZUqVWjcuDFXrlwB7r9i++eff+Lv70/lypWpX78+AEajkS+++ILq1atT\nqVIlxo0bB8CmTZuoV68erVq1ws/PD4DChQtnybktWbKEjh07Ymdnh4+PD2XKlGH37t0AvPLKK8ya\nNStLjpMbaK3XaK3v/sWyE/Ayv28NzNVax2utzwGnAfnlJERWK1Eb4m7CtWOPVdz3x+8wWFnhPm0O\nHUr3ZGf4TlaFrsriIPMWaR9zBmtLByBETjEjZAb/xvzLpDqTsDI8fKVr5eFwzs2az2dntuD81lsU\nei31TqdIXf769Sny6SfUGzKUU4vmMNnHle51fR7K91nQZ7RZ0obRwaP5vtb3Fog0bZd/+YX4Y5mb\nkCE9dr4V8Pj22zTTExISOHv27L0hNMWLF+evv/66L8+iRYsYNmwYK1euxNnZmbp167Jz506UUkyc\nOJFff/2VoUOH3lemf//+rF69Gk9PT27evAnApEmTKFiwIHv27CE+Pp46derw0ksvAbB//36OHDmC\nj4/pO9uzZ0+Gzq9r165YWVnx2muv8d1336GUui/90qVLPPfcc/c+e3l5cemSaRiYv79/ho+TB3UD\n7l6e9sTUwbwrzLxPCJHS3TUoP//88cqXMP+uurADilTMdHEbDw9c3n2XOqP+x+RFjfGr68eve36l\nrmfdVEdFPUukfczb7aPcoRQCuHrnKhMOT6BRiUbUKPrwhf3TV28zbuxSPjy4EPsaNSjy5RcWiPLZ\n59K9O07NmtE15G/WTPmL4Is3H8rjU9CH9uXbs+DUAk7fOG2BKHOWiIgIChUqlGb6hg0bGDx4MCtW\nrMDZ2RmAsLAwmjRpQkBAAL/99htHjx59qFydOnXo0qULEyZMwGg0ArBmzRqmT59OYGAgNWvWJDIy\nklOnTgFQo0aNe41lRs2aNYvDhw+zZcsWtmzZwowZMzJV3srKCltbW6KjozNV7lmmlFqnlDqSyqt1\nijz/ByQBmb48rZR6Vym1Vym199q11CfJEiLXetx1KO9y9ganonB+x2NXUaznO8S7F6Pxulk0KNCd\nyNhIRgePfvyY8jBpH3NO+yh3KIUARuwfQVJyEp9V++yhtLhEI99M3MiX26dg5+5O8RG/5/m1Jh+X\nUopiA34m9sxZvtw9i/5jPJny3WsUdLz/5/le5fdYdnYZQ/YNYWzjsRaK9mGPulL6tDg4OBAXF5dm\neunSpTl79iwnT54kKCgIgA8++IBPP/2UVq1asWnTJvr16/dQubFjx7Jr1y5WrFhBtWrV2LdvH1pr\n/ve//9Gkyf1zumzatIl8jzGLsaen6SaZk5MTb7zxBrt37+btt99+KM/FixfvfQ4LC7tXDiA+Ph57\ne/tMH/tZpbVu/Kh0pVQXoAXQSP83bvwSUDxFNi/zvtTqHw+MBwgKCpKHt4TIDKWgeA0Ie/w7QwZb\nW0r1+w673r3ZO3Etr3Wozuxjs2ht60EF39fALn8WBpx9pH3MnNzWPsodSpHnHY04ytIzS3nT702K\nFyj+UPrA5Udos3IczsY4So4ZhbX5Kpd4PAZHR0qOHoWDgy091o3jmzm7H3qespB9IXpW6sm2S9vY\nemmrhSLNGZydnTEajWk2miVLlmThwoW8/fbb9660RkVF3Wt0pk2blmq5M2fOULNmTfr370/hwoW5\nePEiTZo0YcyYMSQmJgJw8uRJYmJSn5U3pQoVHl5eJykpiYiICAASExNZvnw5/v7+D+Vr1aoVc+fO\nJT4+nnPnznHq1Clq1DCNEoiMjMTNzQ0buYADgFKqKfAl0EprfSdF0lKgo1LKTinlA5QFdlsiRiFy\nvWJV4OZ5uHP9satwqlIamxL5aHdwCR/u/ItCxiQG7voZ/VtpWPYxRF/OwoBzL2kfc077KB1Kkadp\nrRm6bygu9i68G/DuQ+lrjl7GOHUSgRFnKNbvB+xT+cUgMs/Wy5MSw4ZSMvoKZeePZ8q20IfyvF7h\ndYo7FWfIniEkJeecqbEt4aWXXmLr1rQ71hUqVGDWrFm0a9eOM2fO0K9fP9q1a0e1atVwc3NLtcwX\nX3xBQEAA/v7+1K5dm8qVK/POO+/g5+dH1apV8ff3p2fPnunOWhcREZHqBEvx8fE0adKESpUqERgY\niKenJz169ABM07P37dsXgIoVK9K+fXv8/Pxo2rQpo0aNujdb38aNG2nevHmGfkZ5xB+AE7BWKRWs\nlBoLoLU+CswHQoBVQB+ttdFyYQqRixUNNG3DDz5e+Qs7UePq4ekXjjHeijlHW/C273vst7dng28j\nODATRj8HJ/7OuphzMWkfcwitda59VatWTQvxKFvCtmj/qf56Vsish9LCb8bqN3uN0EfK++oLX35l\ngehyvyvDhuuQ8hX0O2/218fCox5KXxe6TvtP9dfzjs+zQHQmISEhFjv2Xfv27dNvvvmmpcNI1bJl\ny/SIESOeSt2vvvqqPnHiRKppqX0vwF6dA9qeZ+UlbaTIcxo0ML2eREyk1j8U0HrL8MyX/feg1j8V\n0XpkVa0jz+iTvfrofX6V9FcT1utWi1rp5n811wlXQrQeW0/rfoW03jv1yWJ9yqR9fLS81D7KHUqR\nZyXrZIbvG45Xfi/alWt3X5oxWfPdpA302T4DK29vPH/oa6Eoc7fCH7yPTdVq9D6wgF/GrCI+6f6b\nKi+UeIGq7lUZc3AMdxLvpFFL7le1alWef/75e5MD5CQtWrTgww8/zPJ6ExISeOWVVyhXrlyW1y2E\nyKOedB1KAEcXKFQCwoMzVy72JsztBA7O0GUluJSi5FefY6eTcF04i/al3+P8rfP8GXkAuq6C0o1g\n2Ydw5K/0687DpH3MGaRDKfKsFWdXcPLGST6s+iE2VvePQR+34SQvLRyFE4n4/DESg6OjhaLM3ZS1\nNSWHD8XG0YGOf4/h9+WH709Xio+rfUxEbASzjuWc9ZYsoVu3bk+8cPOzxNbW9qEJCoQQIkcoGgj/\nZrJDuXEA3AqDDjPAqQgAtt7e5GvTlqahO9m33kgNjxqMPTiWaIzQYSaUqAWLej3+8No8QtpHy5MO\npciTEowJ/HHgD3xdfGniff+MXSH/3iJ81GgCIs/i+eOP2JUpY6Eo8wabIkXwHjoEn1uXsRn7O9vP\nRNyXXsW9Cg29GjL5yGRuxj28zEh2MI0WETmFfB9CiMcyZMh/a1E+CY8AuHEOEtKflAWAK0dhz0QI\n6g5eQfcleX7QB2Vlhdfff/KyZw9uxN9g8pHJYGMPHWaBoyv82RXibz953E+B/D7OWSz1fWSoQ6mU\naqqUOqGUOq2U+jqVdDul1Dxz+i6llHeKtG/M+08opZqk2D9ZKXVVKXXkgbr6KaUumSccCFZKvZxe\nXUJk1rwT8/g35l8+qfYJBvXf/wYJScmM+N9fdDi+DvuXm1PoldaPqEVklfz16lKwe3eahe5i1pDp\nRMUm3pf+YdUPiUmMYdKRSdkem729PZGRkdJo5hBaayIjI3PMVOlCiGfIk65DeZebeahhZAbXSt46\nHGzywQv/91CSTRF3Cr7Whhcv7mXNqms09W7KrGOzuB53HfK5wmsT4PpZ2PjLk8edxaR9zFks2T6m\nuw6lUsoKGAW8CIQBe5RSS7XWISmydQduaK3LKKU6AoOBDkopP6AjUBEoBqxTSpXTptnnpmKasW56\nKocdrrW+7xJSOnUJkWHRCdGMPzSeWkVrUatYrfvSRq88RPs1E9FuhSnx4w8WijBvKvrRh9zYvJW3\nts1m0MwqDOzx/L20ss5laVm6JbOPzaaTbyc88nlkW1xeXl6EhYUhi8DnHPb29nh5eVk6DCFEXlW4\nvGl77SQUrfzovDcvmp6DfO490/OTqfDo+S63FiykzPpFlGzcm9Whq5l2dBqfVPsEvOtCtS6wawxU\n7pD+8bKRtI85j6Xax3Q7lEAN4LTW+iyAUmou0BrT9OR3tQb6md8vAP5QSinz/rla63jgnFLqtLm+\nHVrrzSnvZGZAmnVlog4hmHJkCjfjb/JxtY/v23/w4k0YNRyPO9fxGTcdKycnC0WYNylbW8r8PpRT\nr7TBd+ZI1tb25cWK/3Ucewf25u9zfzPm4Bh+rP1jtsVlY2ODj49Pth1PCCFEDudSCpQBIk6mn3ff\nFNO2Zq80s9gUK0bBNq/SZOEihq+9QtMaTZlzfA6dK3bGxd4FGv8AIUtg7Q/w9uIsOoknJ+2juCsj\nQ149gYspPoeZ96WaR2udBEQBrhksm5r3lVKHzMNi717OyVBdSql3lVJ7lVJ75YqJeNC1O9eYETKD\nZj7N8HP1u7c/LtHItF+n0uT8bgp0645jUNAjahFPi13p0hT54nOqXznO+sFjiLrz39BXz/yedCjf\ngcWnF3M26qwFoxRCCJGnWduBsw9EnHh0Pq1NdydLNYBCxR+Z1b3nu1iTTLmNi6nl2pF4YzxTj0w1\nJTo4Q73P4OxGOPtP1pyDEFkoJ07KMwYoDQQC4cDQzBTWWo/XWgdprYMKFy78NOITz7BJRyaRmJzI\nB4Ef3Ld/zIKddNg0g8Qy5fH66IM0Sovs4PbWm+jqz9Fh3yJGTl13X1qPSj1wsHbgf/v/Z6HohBBC\nCEzPUUacenSe8IOmyXsqvppudbZeXji1asXL53examMkzXyaMffE3P8mo6v+DjgVgy1ZMKmQEFks\nIx3KS0DKyype5n2p5lFKWQMFgcgMlr2P1vqK1tqotU4GJmAa1prROIRI0+WYy8w/MZ9XyrxC8QL/\n/VM6cP46bmN/w5Ekyo8cjrK1tWCUQilF2aGDMdjbU2n6MP4JCb+X5mLvQme/zqy7sI6jkUctGKUQ\nQohnTlasQ3lX4XKmSXmMSWnnOboIDNZQoUWGqnTv8Q62xkRc1y+njls7YpNimXdininRxh6e6wXn\nNssyIiLHyUiHcg9QVinlo5SyxTQxztIH8iwFOpvftwU2aNOUT0uBjuZZYH2AssDuRx1MKVU0xcdX\ngbuzwGa6LiFSmnBoAhrNu5Xevbcv0ZjMooHjCLpyArfPPsOulDwLkBPYuLtT/Of+lLsZxrb+Q4mO\n+2/o65t+b1LAtgBjgsdYMEIhhBB5mmtZMCZA1IW085xZb1pL0tElQ1XalS6Nfb16tDy3neXb46nr\nWZfZx2cTlxRnylC1M9jmhx2jsuAEhMg66XYozc9Evg+sBo4B87XWR5VS/ZVSrczZJgGu5olyPgW+\nNpc9CszHNIHPKqDP3VlZlVJzME2oU14pFaaU6m6u61el1GGl1CHgeeCT9OoSIj2Xbl/ir9N/8VrZ\n1yiWv9i9/VOX7qHl1vnE+VXC4+03LRiheJBLs6YYGzamxcFVjJ2y5t5+J1snOlfszD9h/3Ak4sgj\nahBCCCFSyKp1KAGcvU3bG+dTT4+9AZePgHe9TFXr3r0bheJvo9eu4oWi7bked52lZ8z3cRwKQeWO\ncHSxqf6nJSYCLh82nVty8tM7jsg1MvQMpdZ6pda6nNa6tNZ6gHlfX631UvP7OK11O611Ga11jbsz\nwprTBpjLldda/51i/+ta66JaaxuttZfWepJ5/1ta6wCtdSWtdSutdXh6dQmRnvGHxmPAwDsB79zb\nd/babexG/IodyVQc/ivKkBMfKc7bKgzsjzFfPspN+52dp67c29/JtxMF7QoyKliu0gohhMigrFqH\nEsC5pGl7M407lBd2Ahq862SqWseaNbEuX57Xzm5mx+FCVHStyPSQ6RiTzfdQqrwFxng4vODxY0+N\nMQn2TILRteC30jC2LoyoBEPLwapv4Na/WXs8kavIX9Ai17t46yJLTi+hXfl299Yv1Fozd8B4ql8O\noeCHH2FbsqSFoxSpsXZ2pni/Hyh3M4xN/X8nIcl0pTSfTT66VuzK1ktbCb4abOEohRBC5DlOxUzP\nR95M4w5l6FawsgPPzM0ar5TCvVtXSty6wqW1m2hTuhPnb53nnzDz7K5FK0ORADgw8wlPIIWoMJjU\nGFZ8CjYO8OJP0G4atPgdStaBXePgjxpZe0yRq0iHUuR6Yw+NxdpgTXf/7vf2LVp3kMbrZ3K7rB8l\n3uliueBEutxavExcrQa8vG8ZM+dturf/9Qqv42Lvwujg0ZYLTgghRN5kZQ0FPNMe8nphB3gFmSbT\nyaQCzZqBswtNzmzjwsUyuDu4M//EfFOiUlC5A4QHw/VzT3ACZtfPwYRGEHEa2k6Bd9ZDnQ+h4isQ\n1BXaT4MP9kKxQFjSB9Z8b1oORYgUpEMpcrWzUWdZfnY5Hct3pLCjaRmZq7fiiBk0APvkJAJGDJGh\nrs+AgN9+JsnOAedRvxJ69RYAjjaOdK3YlR3hO9h/Zb+FIxRCCJHnFCoBt1JZcCDZCFdCoGjgY1Wr\nbG1xbdeWmldCWL3hMK+UeY1t/27j4i3zcuy+LU3b4084fDf2Jsx4xTSEtvsa8G9j6rA+yKUUvL0E\ngrrD9pGw4ecnO67IdeQvaZGrjT04FjsrO7r6d723b+6gSQRdOoJdz97Yy6yuzwRrNzfcvvmWCtfP\ns6zvMLT56miHCh1wtXeVu5RCCCGyn1PR1DuUN0IhKRbcfR+76kLt26OA545twSGuFlbKivknzXcp\nnb3BoxKEPLjoQiZoDcs+Mg13fWM+FPF7dH6DFTQfapppdssQCJ7z+McWuY50KEWudebmGVadW8Ub\nFd7A1cEVgB0HzhK0Yio3S5SlXJ8eFo5QZEbxdq9wo3JN6m1eyN9r9wHgYO1A94Du7Lq8iz2X91g4\nQiGEEDlaVq5DCVCgGERffngm1GvHTdsn6FDaenmSv149ml/cw6KdN3mhxAssOr3ovyVEfFtB2G64\nffXxDnB8OYQshue/heI10s8PpruXzYdBybqm5y2vnXy8Y4tcRzqUItcaf2g89tb2dK5oWiI1ISmZ\nkB9/oUDCnf9n777Do6zSh49/z5T03gghgQAJJSH0IqBUpYkCCgouCvZdy+66q7ur6+vq/tS1u9a1\nK2IBRVFUFBWQJqKhdwihpBDSe5857x/PDBlCIHXmmZDzua65nslT74CS3HPOuW8SnvsPwmjUOUKl\nOYQQDH7+P2A0UvLE4xSWVwMwp9ccwr3DVcVXRVEUxbUCorRelOV5Z+7P3q9tw3u36vbB8+YSWF5E\n0PZfGBJ8OUVVRaw6tko7GDdR2x5d3/wb11bB9w9CeF8Y9afmXWs0wdVvgckTvvqjaiuiACqhVC5Q\nx4uP892x75jbey7BXsEAfPbeV4w6sImKGdcQ2C9R5wiVlvCK6ozptjvon7mfT59+V9tn8uLmpJvZ\nemoryVnJOkeoKIqiuK227EMJWkIJUFKvpUbOAQiMAU//Vt3eb8wYjJ07M/3EFrYdDCU2IJYvUr7Q\nDpwsvhMAACAASURBVHYeAF5BcGRt82+8fbE2LXfyo1qC2FwBnbVKsCc2w44Pm3+9csFRCaVyQXpr\n91uYDWZuSLwBgMycIsJef46iwDCGPHSfztEprZF4x83kd+lBwudvs+dgOgBXx19NiFcIb+x6Q+fo\nFEVRFLfVln0oQVtDCdq0V0fZ+1s13dVOGI0Ez5pJ/+xD/LxlP5d1nUbyqWQySjO0NY3dx0DqT82r\numq1wOZXtHYmPSe2PLhB8yF6OKx9HGoqWn6fpirNgbTfIGMbVBY7/3lKs6iEUrngZJRm8PWRr5nd\nazZh3mEAfP//niG6JJtODz2EwcdH5wiV1hBGI72eepyg6lKSH3wMKSVeJi8WJi5k88nN7MrZpXeI\niqIoSkfgq1WPpyynbp/VCrmHWz3d1S7wyisxSMnFR5ORJYMB+PqILSnuMQ6K0yHvSNNveOg7yE+F\nkXc2XNG1qYSAS/+ljc7+9lbL73M+UsLuZfD6WHgmTuuV+eZ4eLIbLJ7Vsum+ilOohFK54Lyz+x2E\nECxMXAjA5nXbGLT+C7IGX0z3yy/TNzilTYQPGUD+pJkM272O75b+AMA1va8h0DOQN3e9qXN0iqIo\nSofgq31ofUZCWZqlteEIbpsq8h6xsXgPGsTlWTv4amsFwzoN46vUr7Rq591GayelbWn6DbctBv8o\nrahPa8VerCW1P78MtdWtv5+j8nz4cA58drM2Anrpw3Ddp3DthzD6z5B9ABZdAct/D1WlbftspdlU\nQqlcUE6VnWJ5ynJmxs0k0jeSqhoLpx5+hFqTmWHPqr5JF5KRjz5AsV8Qhv8+SXFJOb5mX+b3nc9P\n6T9xIP+A3uEpiqIoFzoPXzD7QFlu3b5CW6/IoK5t9pjAmTPplJ+JOHSA/sETOF58nF25uyCsF3gG\nQEYT6weU50PKD5B0dcvWTjZk5N1aEr3387a5H2iVa9+dBkfXwdSn4I5f4OJ7oNck6DtdGxn94zYY\n+3fYuQTeu1z73hTdqIRSuaC8t/c9rNLKTf1uAmDls2/T++Qham7+A36dO+kcndKWTP5++Nz7d7oW\nZrLqkf8CcF3f6/Az+6lRSkVRFMU1fMPOHKEssiWUgdFt9oiAqVPAw4PJ6VvJyuyFp9GTr458BQYD\nRA2C9CYmlPu+BGstJM1ps9iImwhhveGX/7XN/Woq4ON5WtGg3y2DEbdr32d9Zm+t5cm8Jdqa1cUz\nobqsbWJQmk0llMoFI7cil2WHljG9x3Si/aPJysgh8uM3yYyKY8TdN+sdnuIEA+bO4HjfYcR/u4SU\nPSkEeAQwr888fjj+A6mFqXqHpyiKoriTtu5DCdo6yjNGKE9o28CYNnuEMSAA/4kTmJC5gx925jE2\nejzfHfuOGmsNRA+FU3uhurzxG+37EkLjILJ/m8WGEDDsZji5A7L2tP5+qx7QRlyvfhN6jG38/N5T\n4NrFkLVbm/7anAJFSptRCaVywXh/3/tUW6u5JekWADb+83ECqsro8ejDiIY+3VIuCAOf+jcAux94\nBCkl8xPm42Xy4q3dTioSoCiKoih2vuFnjlAWZ2jtPDz92vQxgdOn411RSrcT+4k0DqeoqkhrldVl\nKEgLnNx5/hvUVMDxnyF+UuuK8TSk32wwmGDnx627T+pPkPwOXHQn9L2i6df1mgyXPgL7V8C291sX\ng9Ii6rds5YJQWFnI0gNLmRw7mdjAWHavT6bPL6s4NnoS3UcN0Ts8xYki42PJumIefQ4ls/7jbwjx\nCmFOrzmsPLqStJI0vcNTFEVR3EVb96EE8AmF8ry6r0tPgV/bL7HxHT0a4ePDZdl72J8ahbfJm9Un\nVkMXrfJrownlic1asaCeE9o8NnxDIX4y7P5Ua0vSElYLfPt3rZjRhAebf/3Iu7Q2KqsegKKMlsXQ\nHKf2wk9PwNL58NG1sPI+OPgdWGqc/2w3pBJK5YLwwf4PKK8t59akW7FaraQ//G/KPX24+PEW/KOk\ntDvjH/ozOQHhWF94horyShYkLsAojLyz5x29Q1MURVHcRVv3oQTwCjyzL2JpDvhFtO0zAIOXF/7j\nxzPy5B427s9neKdRrD6xGqtvuDYimnvw/Dc4shaMHtBtVJvHBkDSbC2ZTvu1ZdfvXAI5B7Rqrh4t\naO9mMMCVL2kJ3epHWhZDUxSfhI+vg/+NgnVPatVmizJgx0fw8bXwynA4tMp5z3dTKqFU2r3S6lI+\n2v8RE7tOJD44nvX/+4DYzMMUXHcLgZ3C9A5PcQFPH28877mPyKJTrHn0BSJ8IpgVP4svUr4gqyyr\n8RsoiqIoSkt4BUJ1CVhqta/Lsuv6U7Yx/ymT8SwrISE7hQDrYHIrctmRsxPC+2iJzfmk/gQxI7TK\ntM4QdykYzHBwZfOvtVpg/VNagaGEGS2PITgWRt0Fu5ZCxraW3+dc0pO1RPLIGm0U9b4jcHcy/GEj\n/O0oXLNYS9o/uga+f1DrSdpBqIRSafc+PfQpJTUl3Jp0K+UFRXi+9QonImKZ+Ndb9Q5NcaER864g\nJW4QUSs+4lTqCa3Sr4RFexfpHZqiKIpyofIK0rZVtlFKJ41QAvhdcgnCx5vL8/eTcqwrHgYPfjj+\nA0T0gZz95y5IU1OhTdGMGeGUuADwCoDul8DBb5t/7eEftKquo/7Y+vWdF9+j/Z2sb+OpzRlbYdGV\n2gcIv98AY+4Dn5C64yYPSLgSbl8Pw26Bn1+Cr+7uMEWCVEKptGvVlmoW71vMiMgRJIYlsv6f/yGg\nooTg+/+JyWTUOzzFxfo8+hAGq5Vt9z9ClF8UU7tP5bPDn1FYWah3aIqiKMqFyCtQ21YWaYlbdYnT\nRigNXl74jxvHsPRdbDtSzKDwoWzI2KCNUFYUnFlt1tGpvVrhnqiBTonrtN7TIO8w5KY077otr4F/\nVPMK8ZyLpz9c9Ac4+I32fbeF4kytlYlvKNz0HYTFn/tckydMe0ZLOLd/oK2z7ABUQqm0a1+nfk1O\nRQ43Jd1Exva9RK/9in0DxzJ86sV6h6boIH5gHw5NmEXszp85+O1abux3IxW1FXx8sJWV5xRFURSl\nIacTykIozdbeO2mEEsB/8hQ8S4tIyD2Kv0ziePFx0vxCtYM555j2mrld20YNclpcQF3Bn2Prm35N\nUQakroUhC8Bobps4ht8GZh/Y8nrr7yUlfHkXVJXAdZ+Af2Tj1wgB4/8JA+fDuie0EVhXqKmAAyth\n9b/hm7/CT0/C0fV107GdSCWUSrtlsVp4d8+79A3py0WRF3HggYcoN3ky7DFViKcjm/DIvWT7hnDq\nsceI84tlbPRYPt7/MRW1FXqHpiiKoujJGX0oHUcoKwq0994h5z6/lfwuuRjh4cGkosOcSO8KwIYa\nW5XZcyaUO8AnDAK6OC0uAEJ6gF8kHNvU9Gv2faFtk+a0XRw+IdDvKti9TEsEW2PHR3BktdaWJKJv\n068TAi5/FiIS4Ms7oTy/dXGcj9UKv74J/+0PS+bBphdgz2fw0+Ow6Ap4eajznm2jEkql3VqbtpZj\nxce4qd9N7P3wc6KO7uPIjOuJ7enkfzAVtxYaGkDewjsIz83gt+df56Z+N1FQVcDyw8v1Dk1RFEW5\n0DgmlPZ1lPZ9TmDw8cFnxAhGZO9ne6qRLr4xbMzbDR7+kHu44YtO7tCmu7Z1/8n6hIDY0XBsY9PX\nDu75HCL7Q2jPto1lyI1QU6a1Mmmp6nJY839ar89htzT/erMXzHpdm4q89rGWx3E+VaVaddmV90J4\nb5j/GTyQCX8/BvdnwOx3waNte6I2pEkJpRBiihDioBAiRQjxjwaOewohltqObxFCxDocu9+2/6AQ\nYrLD/neEENlCiD317vW0EOKAEGKXEGK5ECLItj9WCFEhhNhhe73W0m9aaf+klLyz5x1i/GMYHz6K\n0hef51hwFy6//w96h6a4gWm/v5Y90QmYPnibBENXBoYPZNHeRdRYO2Z/KEVRFAXn9KF0TCgri2z7\nAtr2GfX4jR2LX3YmkSU5RHoM5Les36gK7gqFx88+ubYasvdD5wFOjem02IuhNAvyUxs/tygDMpIh\ncVbbx9FlCIT3hV2tSCh/fR1KTsKk/9PakrRE5/4w9CZIfgdO7Wt5LA2pLofFsyDlR5j6NCz4Squ2\na/LUjnv6aSO1t69r2+c2oNE/HSGEEXgFmAokAPOEEAn1TrsZKJBSxgHPA0/ark0A5gKJwBTgVdv9\nAN6z7avvB6CflLI/cAi43+HYESnlQNvr9037FpULUfKpZHbn7mZh4kK2P/MaQSX5VP3+zwT4eukd\nmuIGvMwmgu/7Gx411fz60BPcnHQzmWWZrDrW8XpDKc4lhIgQQswSQtwphLhJCDFcCKFm/yiKO3JK\nH0pb8lhZXNeP0okjlAB+48YCMKXkCAW5Pam0VJIcEAoFDSSUhSe0gjyh5ykk05a6jda2JzY3fm7q\nT9q21+TzntYiQmiJ6onNUNKC9mG1VfDL/7R1oa3t3Tn+AW2UcF0bFuixWmH57ZD+mzYKOeK2c49A\nG5xfpLIpP/SGAylSylQpZTWwBKjfJGYGYK/NvwyYKIQQtv1LpJRVUsqjQIrtfkgp1wNnTSiWUn4v\npbSvHv0FiG7m96R0AG/vfpsQrxAmeQ/Ha9mHbOs+mMvnT9M7LMWNTJw0nN8GTCD0p5X0yw+lZ2BP\n3t3zLrKDlPBWnEsIMV4IsQr4Bu0D185oH7o+COwWQjwihHDuMIWiKPoz+2jbmoq6EUpP5/6v7xEd\njUdcT8bkH2R/ahgmg4lfPYzaCGX9n3EFR7VtSA+nxnRaaLyWPJ3c2fi5qT9pFXEj6o9TtZGEGYCE\n/V81/9q9y6H0FIy8s/Vx+ITA8Fth3wrIOdT6+wEkvw37V2ijp4kz2+aerdCUhLILkObwdbptX4Pn\n2JLBIiC0ideez02AY0Ob7kKI7UKIdUKISxq6QAhxmxAiWQiRnJOT04xHKe3FgfwDbMrcxPUJ17Pn\n4WcwWC1E3ncvZqMaFFDqCCEY+tB9lJq82ffgo9yYuJBDBYfYmLFR79CUC8M04FYp5TAp5W1Sygel\nlPdKKa8EBgDbgcv0DVFRFKczmsFghpryujWUTk4oAfzHjSMidR/GilqivXuRbC3VYqjfOiTfnlB2\nd3pMgDY1tFM/OLnr/OdJCUfXQfexzlvbGdEHwnrDvi+bf+2vb0BYL+g5sW1iuegOMHnBzy+2/l4F\nx+GHh7TR05F3tf5+bcBtfwMXQvwTqAU+tO06CXSVUg4C/gJ81NCnv1LKN6SUQ6WUQ8PDndMHSNHX\nO3vewdfsy+SyvoT+vJrNgyczYbyTeysp7VJSQld2X3YN4Yd30W+vkU4+nXh7z9t6h6VcAKSU90kp\nT5zjWK2U8gsp5WeujktRFB2YfepGKD38wGhy+iN9R49GWCwMKz6OsTqOfVU5lAsBxRlnnpifCmZf\np/XGbFDnAZC1G6yWc5+Tc0AbAewxzrmx9JoMaVuguqzp1+QdgYytMOj6tkt2fcMgabZWfdU+Nbql\nVj+iJeRXvuT8QktN1JSEMgOIcfg62ravwXOEECYgEMhr4rVnEUIsBKYDv5O2+Wm2abN5tvdbgSNA\nrybEr1xA0krSWHVsFXPiZ5P2yNPke/oz7MF7EG7yP5Tifibf/3vS/DuR+9SzLOz1O7ae2srOnCZM\nxVGURgghxgoh+tveXyOEeFkIcY8QwlPv2BRFcSEPH62iaGWx09dP2nkPHozw9GRqdTonMiOplVZ2\nenpoRWQcFRzVpru68vekzv21P4/zFeZJ+1XbtnZ9YmN6jANLNRxvwppOuz2fAQL6Xd22sQy5URtF\nbk3l2cztWnyj7oJA91kV2JSE8jcgXgjRXQjhgVZkZ0W9c1YAC2zvZwNrbIngCmCurQpsdyAe+PV8\nDxNCTAH+BlwppSx32B9uL+gjhOhhu1cTSkgpF5JFexdhFEamHoog+OhBtk2ay+A+7vM/lOJ+YsID\nOT73VgLyT9F/TQkBHgG8s/sdvcNS2jkhxCvAo8BbQogPgOuAPcBgQP0HpijuyBl9KAHM3rYRykKX\nTHcFMHh64j14EH0yD5Cf3wUDBrZ6eZ2dUOanQkisS2I6LbK/tj3fOsqTO7U/q2AnT8XtOhKMHpC6\ntunX7P5UKy4U2MZt6LoM1qYDb/+g5ffY8Cx4BcGoP7ZdXG2g0YTStibyLmAVsB/4REq5VwjxbyHE\nlbbT3gZChRApaNNR/2G7di/wCbAP+A64U0ppARBCfAxsBnoLIdKFEDfb7vUy4A/8UK89yBhglxBi\nB1rhn99LKZ3YJVRxN3kVeXyR8gUzo6dS/uIbHAnswvR7W9AXSOlw5vxhDts6J2B99z1u6DyDNWlr\nSC1Un0cprTJeSnkJ2s+mqcDVUsrXgBuA/rpGpiiKa9mnvFaVgKe/yx7rO3IUXmlHCa6oJtTcnWRv\nLyh2SCitVm29nbOTtvrC+2jrSrN2n/uckzu0qbEtbcfRVB4+EDOirqJsY/JTIfcQJFzZ+LnNJYQ2\n7TVzm1Z9t7kKjsGBb2DojU5vTdNcTfpblFKulFL2klL2lFI+Ztv3kJRyhe19pZRyjpQyTko5XEqZ\n6nDtY7brekspv3XYP09K2VlKaZZSRksp37btj5NSxtRvDyKl/ExKmWjbN1hK2YKSTUp79uH+D6m2\nVDN1kxnfojyOz7ud7p3c638oxT0F+XhQ+/u7MdZUMXj5SbyMXry79129w1Lat0rQfv4Bx+0fltpm\n56iGp4rijpzRhxJsI5TlUFupvXcR35EXATC9NgNLRQ92e3pQVZxed0JJJliqXFeQx87koU2zzT3c\n8HFLDWTtcWFvzEvg1N66Krznc2SNtm2rYjz19bUlqvvqT/Zsgl/fBGGAYbe2bUxtwG2L8iiKo/Ka\ncpYeXMp0/5F4Ll3O5ugBzL3FCZ8eKResa6+6hLV9xuDz/Spu8BzL16lfk1OuKkErLRYhhPiLEOKv\nDu/tX6uKcIrijpzRhxLqprzWVLg0ofRKSMAQEMDo4mNknepMtRDsL3EY+SqylS0J7OqymE4Li4e8\ncySUOQe0RDdqkGtiiR4CSMjc0fi5KWsgqCuE9nROLKE9ITKp+ZVnLbWw6xPoNaXtp+K2AZVQKu3C\nl0e+pLi6mGnfVoHFgrz9LkL9VN0Lpem8zEai/3QXpSZvhn98FIullo8OfKR3WEr79Sba8gw/h/f2\nr9/SMS5FUVzN7GMboawCk+t+NxFGIz7DhhF9fB/V5Vo9ib3VDm1DSk9pW78Il8V0WlgvbfqopYEJ\nG/a1la4aoYwarG0zt53/PEsNHF2vteNwZhGjPtMh/Tcob8bKvWProSwb+l/jvLhaQSWUituzWC0s\n3reYyeU9CN2whe8TJnDdjJF6h6W0QzPGJPDDiCsJ2LePmwqSWHpwKeU15Y1fqCj1SCkfOd/Lmc8W\nQvxVCCGFEGG2r4UQ4kUhRIoQYpcQYrAzn68oSj32EcraSq3XoAv5DB6MMSuT8EojwVYTuy0OP9Ps\nCaV/pEtjAiA0Dqy1Da8VzD2srbEM6eGaWHxCtGdlbD3/eVm7obpE643pTD3GARKObWj6NbuXaUWM\n4ic7KajWUQml4vZ+SvuJtOITzPy6gnxPf2L/dCfeHka9w1LaIaNBMPqeWznhH8Ho5emUVxSzPGW5\n3mEp7ZAtgTvny4nPjQEmAY6/pU1Fq3weD9wG/M9Zz1cUpQH2ojw6JJTeg7Vpo1cYcoio8mWvwaH3\nY+kpEEbwCXVpTAAEd9O2hcfPPpafqh03uPB3uS5DIKOREUp7whk91PmxePg1vVCQ1QIHV0LvaWB2\n7X9fTaUSSsXtLdq3iKnHgwk9ksb3I2Ywa7RqP6q03LiEzmycOBe/7BxuOBzF4n2LsZyv+bKiNGyr\n7eWF1irksO01EPBw4nOfR2utJR32zQDel5pfgCAhRGcnxqAoiiPHojwuTii9EhMRHh6MKE/HuyyA\nY2YjxWXZ2sGSLPANd23iZhdkSygLjp19zN4b05WiBkNxBpRmn/uczO3an1dgjHNjMZoh9mJIXde0\n8zN3QEUBxF/m3LhaQSWUilvblbOLXSe3cdUPNRz378SYPy7EaHBhc17lgiOEYPYdc9kR1pNx3+eS\nn5vO6hOr9Q5LaWeklIuklIvQWoSMk1K+JKV8CZiIllS2OSHEDCBDSlm/uVsXIM3h63TbvobucZsQ\nIlkIkZyTo4pSKR2MM/tQVrt+DSWAwcMDr6QkuqQfxlyprZXcd3KLdrD0FPh3cmk8pwVEadNaC+qN\nUEoJ+cdc38okoq+2zTl47nMytmqjh85cP2nXfSzkH6krnHQ+KT8CAnqMd3pYLaUSSsWtLdq7iOm7\nPAjMLWLd+GuZkBild0jKBWBA12AOzrwR77IKrt/qx3t730Pr9qAozRYMOPYv8rPtaxEhxI9CiD0N\nvGYADwAPtSZYKeUbUsqhUsqh4eGqGK2itAmzD9RWuLxtiJ3P4EEYUg7iWa6tlTyUs0c7UJ4HPmEu\njwfQRkUDo8+e8lqWq61TdPUIZZhtdlvuoYaPVxZryWaXIa6JJ3qYtm2sUBBoCWWXweCrw9TlJlIJ\npeK20kvS2XToB2att7AjrCczb5+DcMWnRkqHsHDhFNZ0HcK4n0vJPLKL7dnb9Q5JaZ+eALYLId4T\nQiwCtgGPt/RmUspLpZT96r+AVKA7sFMIcQyIBrYJISKBDMBxjla0bZ+iKI6c1YfS6DDL3cUjlADe\ngwZDbS2JVk9Cay0cKkzRDlQUgneLP99qvcBoKM48c1/BUW3r6t6YAVFg9j13b8yTOwFZVxHW2SL7\ngcGkTbM9n+oybeTUjUcnQSWUihv7YP8HzNxsxae8mu3TrmdET50+ZVMuSLFhvhRddzMWq+CGDUYW\n7V2kd0hKOySlfBcYASwHPgdG2qbCtvVzdkspI6SUsVLKWLRprYOllFnACuAGW7XXi4AiKeXJto5B\nUdo9Z/WhNJjq3rt4DSWA9yBtln2v8lJ61VRzsMQ2A76iALyDXB7Paf6doaTeP0X5toTS1VNehYCw\nuHOPUNr326fGOpvZW3tWY4WCMneAtEDMcNfE1UIqoVTcUlFVET8lL2Pab5I10YO5YcEUvUNSLkC3\nXDWSr3uNYeTuao79uobjxQ1Uo1OUBgghYu3vpZRZUsovba8s23EhhIh2UTgr0UYwU9B6Yt7houcq\nigJnFr3RIaE0BQdj7taVyIJc4qtrSK3IxlJbA5U6j1AGdNYKAzkuKclPBURdFVhXCut17hHKvBRt\n6rK/C+uZRQ3WRijPt+QmI1nbumoqbguphFJxS8sOLWPmmnKkVZB21Q306xKod0jKBSgiwAuvG26i\nyMOH69dYWbz3fb1DUtqPp4UQnwkhbhBCJAohIoQQXYUQE4QQ/wdsApz2UbdtpDLX9l5KKe+UUvaU\nUiZJKZOd9VxFURqg8wglgHdiP7xOHCe+uoZqLJzIPwDSCl46j1BaqrW1nHZFadp+HaYGE9YLik5o\nBZTqy0uB0J5gcGFq1GWwlvTnp577nPRkrWKur3vP0lMJpeJ2aiw1rFuziEv2SFbEjeG2OaP1Dkm5\ngN06pT/LkqaSeMLKse8+I78yX++QlHZASjkH+H9Ab+AVYAPwJXALcBCYIKX8Qb8IFUVxGeE4QqlD\nooTWPsSSdYpexTUAHM7ZpR3Qc4TSPtrnOO21JAv8I/WJJyxe2+Y1MEqZexhC41wbT2R/bXtq77nP\nydjm/L6YbUAllIrb+e7ot1z+bS6lnp7UXHs9PcL99A5JuYAF+pjpceN80v2DufbHKj7Z97HeISnt\nhJRyn5Tyn1LKcVLK3lLKQVLK66SUH0gpK/WOT1EUF3Ec1dKhyitoCSVAaI6W0Kbk29YEukVCeapu\nn54Jpb2ybP3emLXVWjVaVyeU9uflpTR8vDQbitOhi0ooFaVZpJRsWv4K/Y9JlvaZwh+mO6Wdm6Kc\nYeGYOD4dPJvoPEj/6D2qLFV6h6QoiqK0NWf1oTxjyqteI5QJAFgLfQioMXIwz1b8Rs+iPPZpmo5T\nXkuzwE+n3piBtmLYReln7i84qk0PDo13bTxeAeAXee6EMueAtu2U4LqYWkgllIpb2ZKxmfErTnDS\n34+w6+bROVCfT/qUjsXHw8ToG2axO6Izl68p5Zvdn+odkqIoitJeCH2L8gAY/f3x6NaN6kIPwmuM\nHCvL0g54Na8GhcVqYW/uXtanr2dP7h5qrbUtD8onRNuW52rbWtt6Sr1GKL2DtdYh9RNKe0Ln6hFK\n0KbhnqtQkL3yrKsT3RZQCaXiVn575ym65sBHSTP5/aUuKt2sKMC8Ed34cvh8gsoh8/VXsUqr3iEp\niqIobclZfSjPqPKq3wfhnn36UFMAnWsgq8ZWD8DDt0nXSilZcWQFk5ZNYu43c7lz9Z3M+2YeEz6Z\nwGs7X6OytgWz+D0DtWTbPkJZlq1t9RqhFELrjVl44sz99qI4oT1cH1NoXMNrOkFLNM2+Wg9NN6cS\nSsVtpJzcy+AVBzkQEUTSvDmE+Ho0fpGitBEPk4Gr5k1iXWwsF28oYNP2FXqHpLQDtvYg84UQD9m+\n7iqEcO+GYYrSUbmkD6V+v7t4xsdTU2ghrtpKuaiiyCC0VhiNkFLybPKz/HPjP4n0jeTJS57ko2kf\n8fSYp+kf3p9XdrzCnK/mkFJwjqmZ52IwgE+oQ0KZo239Ipr5nbWhoBit0qyj4kzw8NOnIm5YvNYv\ntCzv7GO5h7XjQrg+rmZSCaXiNra98C9CSmHpoGu5eYwOnxIpHd7MQV1YO+omDBJO/vc5vcNR2odX\ngZHAPNvXJWhVXxVF6SiEw6/TBrNuYXj20qZGJuRplV5PmMxNSig/2P8Bi/YtYl6feSyetphpPaaR\nFJ7ElO5TeHniy7xx2RuU1pRyw7c3sD17e/OC8gmFMtuU14oCbesd0rx7tCX/zmcWCQIoztBGAfVI\n3EIbqTwb5v7TXUEllIqbyE4/RNzKvWzuHsJlc2bg52lq/CJFaWNGg+Cmqy/hq4Q4En/NYe9mwrgC\nZwAAIABJREFUJ3ySrVxoRkgp7wQqAaSUBYCaXqEoHYnjlFeDfr+/ePXqBUDXXAsAx82mRhPKwwWH\n+e/W/zIuZhz3D78fgzg7NRgZNZIPp31IqHcod/x4BwfyDzQ9KJ9QKLdNvz2dUOpYedavkzZSarXU\n7SvO1G9aadg5Kr1Wl2s9M8N6uT6mFlAJpeIWdj7xAOZa+HLwPH43oqve4Sgd2KSETuwceStlXnDy\nySeRUuodkuLeaoQQRkACCCHCAbUAV1E6Esck0jG5dDFzTAzCbCAwzwISjnt4ndnSpAEvbHsBL5MX\nD498GHGeEboovyjenPQmvmZf7l5zNwWVBU0LyiekbsqruySU0lKX5IItoeyiTzyBMYCAwnrTcPOP\naFs9CgW1gEooFd0VHdpH59V7+T4xhN/NmoGXWb9/jBVFCMGfrxzFJ4Pi6HIgl7Qf1FpK5bxeBJYD\nEUKIx4CNwOP6hqQoiks5Vnk16jflVRiNeEYGYCmQBNSaOGE+/2SJfXn7WJe+jgWJCwj1Dm30/pG+\nkbww4QXyK/K5f+P9TfvA1SsQqoq196cTSh1bmdjXb9oLBFkttt6YnfWJx2jWqt7WrzxrLxQU0j6W\ngKmEUtHd/kcfoMoMPw65lqsG6fQJkaI4GBUXRsZFt5IVBJlPPYG0WBq/SOmQpJQfAn8D/gOcBGZK\nKVXfGUVxR67oQ6njlFcAz86BVBUYCJEmsozn/4D+/X3v42/2Z16feec9z1FiaCJ/HfpXNmVsYsWR\nJnzg6hkAVSXa+4pCrWqpTr06gboKs6W2dZTl+dqIpV6VZ0EbHS2ul1AWZWjboPYxa08llIquSn/9\nlcBfD7J8aBB3T5uNyaj+k1Tcwz+mjWHx8B4EphdyatkSvcNR3IwQIsT+ArKBj4GPgFO2fYqidBSO\n00p1Tig9OgdjqTQQVSU4dZ7prhW1Faw5sYbJ3Sfj7+HfrGfM7TOXQRGDeOq3p8ityD3/yZ7+UF0K\nVqs2QqnndFeoG6EstY1Q2ntk+jY+Qus0gdFnj1AWZ2gtaPT+82qiJv32LoSYIoQ4KIRIEUL8o4Hj\nnkKIpbbjW4QQsQ7H7rftPyiEmOyw/x0hRLYQYk+9e4UIIX4QQhy2bYNt+4UQ4kXbvXYJIQa39JtW\n3IO0Wkl59CHy/OG3QVcxNUmn6QaK0oABMUFUDVnIoSjI+u9/sZaX6x2S4l62Asm2bQ5wCDhse79V\nx7gURTkXZ/WhdJzyquMaSgCPzlpi1DvfSq5JUFhW3eB569PXU1FbwdTYqc1+hkEYeHjUw1TUVvD8\n1ufPf7KnLVmtLtVGKPVOkHzDta29hYm9Aq1PmD7xgC2hzADHKcRF6RDYpV20DIEmJJS2YgOvAFOB\nBGCeECKh3mk3AwVSyjjgeeBJ27UJwFwgEZgCvGq7H8B7tn31/QNYLaWMB1bbvsb2/Hjb6zbgf037\nFhV3Vfztt3geOs7Ho/24f/L1510Mrih6eHjKFN4bHY1nQSk5772rdziKG5FSdpdS9gB+BK6QUoZJ\nKUOB6cD3+kanKEqDXNGHUse2IQAeUVrCFJtfQ5UBdp7MavC8VcdWEeYdxpBOQ1r0nB6BPZjXZx5f\np37NkcIj5z7R00/bVpVAZaG2plJPnv7aBwAVhdrXp0codUwo/TpBbUXdWlPQEkq9CgW1QFNGKIcD\nKVLKVCllNbAEmFHvnBnAItv7ZcBEoWUHM4AlUsoqKeVRIMV2P6SU64F8zuZ4r0XATIf970vNL0CQ\nEEINabVT1upq0p9+kmMRcDjxcsbG6zh3XVHOIb6TP34J17GllyDnjTeozW1kao/SEV0kpVxp/0JK\n+S0wSsd4FEVxNTdpGwLg0UWb0tkpXxuZ3JF5/KxzrNLKlpNbGBM9BmMrRlRvSboFb5M3L29/+dwn\n2Ucoq0q0UUoP3xY/r00IoRUFqrQllO4wQnm6UJDD7xglJy+4hLIL4FjLNt22r8FzpJS1QBEQ2sRr\n6+skpTxpe58F2DONJt1LCHGbECJZCJGck5PTyKMUvRR8+BGGrBwWj/XkXxNvUaOTitt6bPIcPhgd\nhqyuJuel8/zQVDqqTCHEg0KIWNvrn0Cm3kEpiuJCwn0SSoOPPyafWgLyagE4kJN21jlHCo9QXF3M\n4IjWrR4L9gpmQcICfjzxI3vz9jZ8kmeAtq0q0Xor6p1QAngF1VWctbc08dFx6bt9Gq59XaeU2pRc\nv3D9Ymomt66AIrV6xM1qAielfENKOVRKOTQ8vP38RXQklqIisl99hR3dBblxlzK6R7TeISnKOXUN\n8SOqx9X8OFBQ8OmnVKWm6h2S4l7mAeForUOWAxG2fYqidBRu0ocSAJMXnv4WPAq1X5+PFp4865Tt\n2dsBGNyp9eVIrk+4Hl+zLx/s+6DhE06PUBZDdRl4+LT6ma3mHVQ35bUsV0swdWz3Ureu05ZQVhWD\npRp8I/SLqZma8jFKBhDj8HW0bV9D56QLIUxAIJDXxGvrOyWE6CylPGmb0prdjDja3rf/gKzdTn9M\nR5K7Jg9ZUsrHc4y8XrUD3r1c75AU5bxetliYPcrI+D21ZP9xDjFXR+od0oUlMgmmPqF3FC0ipcwH\n/qR3HIqi6MixmqreM65Mnnj411Jx3BukJLci+6xTtp7aSrh3ONF+rf9A38/Dj1lxs1hycAl/GfIX\nwn3qDeY4TnmtKdPahujNO1hrFwJQWaRvX0xwmPJqm1lZatv6tp+BsaaMUP4GxAshugshPNCK7NRv\nPLMCWGB7PxtYYxtdXAHMtVWB7Y5WUOfXRp7neK8FwJcO+2+wVXu9CChymBqrtBPVhTXkbytiQz9B\nTIAn3c069iJSlCYKMBoZb/Tms5EGSlPKKU+r0DskxU0IIdYKIdbUf+kdl6IoDXBWH0qh86ikI6Mn\nZr9arDUGIitMlNbmUVlzZi/lHdk7GBQxqM2WG83rMw+L1cInhz45++AZayjL3WOE0sthDWVVSV2M\nerGv37QnkvbEsh1NeW10hFJKWSuEuAtYBRiBd6SUe4UQ/waSpZQrgLeBxUKIFLRCO3Nt1+4VQnwC\n7ANqgTullBYAIcTHwDggTAiRDvxLSvk28ATwiRDiZuA4cI0tlJXANLTCPuXAjW3xB9CodvqpubvK\nufc+akQmH42Fhye9CT1U9xelfbiu8BSzTJOZug28docR++ASxHl6fCkdxr0O772Aq9F+3imK0lHo\nvG7yDCZPzL5aAtmjxEy6TxHpBeXERWhJU1FVEZllmcztM7fNHtk1oCtjosfwycFPuC3pNsyO00c9\nbFVeKwrAWuMeayi9g+vWUFaVgKfOlWeNJvAOcWhlYhtVbkcjlE36P8BWwW5lvX0PObyvBOac49rH\ngMca2N/gGhMpZR4wsYH9ErizKfEq7qli9x6Kv/6aFSO8MYTEM14lk0o70i2oE/EhE/jwkh+5a+Vu\nir/9lsDL1XTtjk5KWb/n5CYhRGMzcRRF0YO9B+W9957/vObSe92kI5MXZh8toexaYkIElHIsty6h\ntLf4iAuKa9PHXtP7Gtalr2NDxgYmdJ3gEI9tJpo9gXOLKa9B2lRXKaGqCALcoJaHPSaoSyzbUUKp\nPl5XXEJKSfbTT1Pm48WKUdX8edgteoekKM32yNg72JBkJS08gJznnsda3XDDaKXjEEKEOLzChBCT\n0eoIKIribpzVh9Kdprw6jFBGlRkQxjKO5ZWdPpxSmAJAfHB8mz52VNQoQrxC+OrIV2ceMNZLKN1h\nyquHL0gr1FS4x5RX0Ppz2hNK+5+Vt46VZ5tJJZSKS5SuW0f5r7/y8XBvzL5duCL+rEFoRXF7fcLi\n6OE/nHfH1VKTkUHBBx/qHZKiv61Asm27GfgrcLOuESmK4lpuNkJp9LQiDJKwEoHBVM7xvPLTh48W\nHcXb5E0nn7bt/20ymJjWfRo/pf9EUVVR3QGjCYQBKmxFcNxhhNIeQ025eyaUlUVg8gaTh74xNYNK\nKBWnk7W1ZD/zDLnBIaweXsxtAxZiEOo/PaV9+tvI29gTV82erlHkvvYalsJCvUNS9NVXStlDStld\nShkvpZyEVsxOUZSOwq0SSk+EAJOPhcAiCxiqSM2r+zmVXpJOjH+MU/p/T+8xnVprLWvT1p55wOjp\nMELpBgmlfZS0ugwqi8ErQN94oF5C6SYxNYP6rV5xusLly6lOOcI7I/wwmwO5tu8svUNSlBYbGTWC\nzt49eXtsNZaSUnJfe13vkBR9/dzAvs0uj0JRFP24VVEeLwDMPhZ8i7Spr8cK6lqHpJWktUm7kIYk\nhCYQ6RvJ6uOr68Xk4V5TXs22GCrytUJBbjNCaUv8K4u0r9sRlVAqTmUtLyf3xZc43rkryQMzmJ8w\nFy/bP3aK0h4JIfjjkFvIiC5kY+/e5H/4IdXp6XqHpbiYECJSCDEE8BZCDBJCDLa9xgFu8BuToigu\n42ZrKAHMvhY8C7V1/tll+VitEikl6aXpRPs7J6EUQjCx60R+zvyZ8pq6abYYPaHcjYry2EdJS05p\nW083GA30cijKU1WsEkpFcZT33nvU5uTw6ohAjAYP5idcp3dIitJqk7tPJsgjnEWjKrEKAznPPa93\nSIrrTQaeAaKB54Bnba+/AA/oGJeiKOfirD6U7jTl1dayw+xjwVBchdEisYpScsuqyKvMo8pSRRe/\nLk57/MSuE6m2VrMxY2PdTpNn3eib2dtpz24y+whlaZa2dZcRytpKqKnUEkt3SHKbQSWUitPU5uaS\n99bb7OyRxNE+KVzR4wpCvUP1DktRWs1sMHNT0vUUd0pjRd/BFK9cScXu3XqHpbiQlHKRlHI8sFBK\nOd7hdaWU8nO941MUxYXcKaG0Tb81+9YiJISUgDCVc6qoilPl2ohcJ9+2LcjjaFDEIPzMfvyc6bAa\nwOgB1aV17/Vmn3ZbamvP4Q7rOu0jklXFtjWUaoRSUQDIefllrFVVvDYkGEQNN/ZboHdIitJmZvea\njZfRh6XDKqn2DyL7yafQ2uUqHYEQYr7tbawQ4i/1X7oGpyhKw555pq4XZVtypymvBm2E0uRtBSC4\nFIShkpNFFeSW5wIQ7u28/oYmg4nhkcPZnLm57meivRclaFVf9WafdmsfNTV6nvtcV7EnkJVFtjWU\naoRSUahKTaXw02Ws6z2Kgh67ubjLJfQI6qF3WIrSZvw9/JnT+2osYXt5v+9oypOTKV2zRu+wFNex\nf6TtB/g38FIUxd04qw+lW41QarGYvLSCPEFlEgyVZBVXklOhjcg5M6EEGBk1ksyyTE6UnNB2OI5K\nukMBI/u0W3uhIHdoz2GfhltT3i7XULrB36pyIcp+9jksZk/eSgrBaihhYaIanVQuPPP7zufD/R/x\nbf8y5h7rQvYzz+I3ZgzCbNY7NMXJpJSv27aP6B2Loig6c4ckyc7WDsQ+QhlSZsAUVsXJokoCvLWE\nMsw77PTptQUFFK9ciTAa8Z88GQICST5eQGllLd3DfekZ7tfsEEZFjQLg58yf6RbQ7cwRSnf4s7JP\ncbUnlO4wQmlPciuLtLWU7rCusxnc4G9VudCUJydTuno1ywdNh9ht9Anuw/DI4XqHpShtLsoviknd\nLuMHuY6X4mdy/6bFFC5bRvC8eXqHpriIECIcuBWIxeFnqpTyJr1iUhTFxdxpyquN0cMKQhBeYcLb\nq4asokqqAnMI9gzGbCvcU3X4MMcX3oglLw+Ak8+/wLNjbmG1MfL0fYZ3D+HRmf3o1anpCU6MfwyR\nvpFsO7WNeX3mueEIpb1tiBuOUJbnn/l1O+EGf6vKhURKyamnn6YqKJSPe4VjNJzkhsS7ndJAV1Hc\nwYLEBXx37Du29C4mO7MvxpdfIeCKKzH6ucEif8UVvgQ2AD8CFp1jURRFD+405dVGGMAY6ENYucDb\ns4aTRRVYK/JOF0e0VleT/ud7wCCI/WwZ6UWVnPjTPfxh1SvMfuFdouK68evRfP637gjTX9zIc9cO\nYHr/qKY9WwgGhg9kR84ObYdju7hmJpQl1SV8fvhzNqRvIKs8Cz+zH/3C+nFFzysYED6gWfc6zewN\nCIcRSndIKOtPw21fLfbUGkqlTZV89x2VO3fxXp/JBMYmE+ETwZTYKXqHpShO0y+sH4MjBhMYuYUn\nYi/FkpdH3ttv6R2W4jo+Usq/Syk/kVJ+Zn/pHZSiKC7kph+amwL9CCoDs7marKJKiqqLCPTU1uYV\nLf+C6iNH6Pzvf+PZN4F7t1fy9Ljb8TVIEj94if7Rgdw6pgff3zOGATGB3P3xdr7YntHkZw+MGEhW\nWRZZZVktnvK6IX0DVyy/gmeSn6GwqpA+IX0I8AhgxZEVzF85n7vX3E1OeU6T73eaENoIoDtOebXH\n5A7tVZpBJZRKm5HV1WQ/9zwlUd34OiaCUsN+rutz3empFYpyoVqYuJAKmcuxbkWkJI0k/933qDl1\nSu+wFNf4WggxTe8gFEVpAmf1oXRTpiA/AsskRlMlJ4sqKaoqItAjECkl+e+/j1dSEn7jxrFyz0l2\nphVy69yxdLr3Xso2baJs/XoAwvw8WXzzCIbHhnDfsp38kprXpGcPjBgIwI7sHS2a8vpN6jfcveZu\nQr1D+WjaRyy7chnPjH2GNya9wU/X/MSfBv+JzZmbmf3VbPbk7mneHwyA2UtbrwhuMuXVnlDaprya\n3CDJbQaVUCptpmDJEmrS0ngxbgpd47bhbfJmdq/ZeoelKE43NmYssQGxRMRs4bHO45AWCzkvvqh3\nWIpr/AktqawQQhQLIUqEEMV6B6UoimL098W33IoUlVTVWimqKibAM4Cq/fupPnKEoKuvRgjBmxuO\n0j3Ml1mDuhB87TWYo6LIffV/p9t+eJmNvHH9ULqG+HDb+8mkF5Q3+uxewb3wNnmzPXt7vbYhjQ8y\n7MzZyYObHmRwp8G8P/V9ksKTzjjuY/bhlqRbWHL5ErxN3ty06iYtcW0Og1krfgNuMkJpX0Npn/Kq\nRiiVDshSXEzuq//jVHx/NkeEky+2cFX8VaenVijKhcwgDFyfcD35tUco61zG1kGXUvT5cioPHtQ7\nNMXJpJT+UkqDlNJbShlg+7p9NRBTlI7CWX0o3ZQxwBfvshpqqQCguLqYAI8AStauBSHwnzyJlOwS\ndqYV8rsRXTEYBMJsJuSWm6nYuZOKrVtP3yvQx8w7C4dhlXDP0h3UWqznfbbZYKZvSF/25u09c4Sy\nkQJG5TXl3LfuPiJ9Inl+3PP4ms9djyAuOI7FUxcT7h3OXWvu4ljRscb/UOwcR0rdYTTQvmby9JRX\ntYZS6YDy3ngDS2Eh/+l6KYl99yKRzO87v/ELFeUCcUXPKwjyDKJbj2SeCBuJ9PMj++mO84tLRyWE\nGNzAq6cQQhW9UxR346w+lG7KGOCHR0UtltoyoJYqSyUBHgGU/bwZr8RETMHBfL3rJELAlQPrCu4E\nzZyJwceHwuXLz7hft1Bf/m9mIr8dK+DVn440+vw+IX04VHAICyYqC0yU53hiKS097zVv7X6Lk2Un\nefySx5s0KBHuE85rl72GAQP3/HQPFbUVjV4DnFlIya2K8tinvKoRSqWDqU5LI3/R+xweNIajweHk\niJ+Y2HUi0f7ReoemKC7jbfLm2t7XcqLyNzzCq/lh8OWUbdxI6aZNeoemONerwC/Am7bXL8CnwEEh\nxCQ9A1MUpWMzBmg9JD3LqxBGLdEKNPhQsWsXPiO0dm5rD+YwIDqICP+6ETGDjw/+kyZRsup7rJWV\nZ9xz1qBorhgQxUtrDpOSXXLe5/cO6c3wbWUcfmwNR1dFcHx1KIdGXETGvfdRk5V11vk55Tks2ruI\n6T2mMyhiUJO/zxj/GP5zyX9IKUzhueTnmnaR4wilOySUBqM29fZ02xA1Qql0MNnPPoc0Gvm/TmO5\naMARSmtKWJC4QO+wFMXl5vaZq03z6bODlwMGYunUmeynn0FaVDeJC1gmMEhKOURKOQQYCKQClwFP\n6RqZoigdmilQm33vVVp9OqEMyyiHmhq8k/pTVFHDrvRCxvYKP+vawJkzsJaWUrp27VnH/nVFAj4e\nJh74fA9Wq2zw2VJK+izaxJ3fWKkM9iTqogJiJpQRsnAhJT/+yNHZc6jYvfuMa5YcXEKNtYY7BtzR\n7O91dJfRzO87n6UHl2rrNhtzRkLpJsUjzd4ObUPUCKXSgZRv20bJd9/x89CpVAYGc0r8wMDwgS3v\nDaQo7ViYdxjTe07nYNlawsIESwdMp+rAAYpWfKV3aIrz9JJS7rV/IaXcB/SRUqbqGJOiKHroMlTv\nCM5gDNRGKH0rrAiTNtU08JjWZsOrXyLbTxQgJQzvHnLWtT7DhmEMDqa0gaq4YX6ePDCtD78ey2fZ\n1vQGn52/aBFi2UpWDjOw8bYeBMZW4BcDnf7+N7ov+xSDlxdpt9xK1dGjAFTUVvDJwU8YHzOemICY\nFn2/dw+6m0jfSB795VEs1kY+yLUnlEZP92n7ckZC6QbrOptBJZRKi0mrlVNPPIk1NIyngoYyaXgu\nmWUZanRS6dBuSLiBKksVQ5L2s9i7F1Vxvcl54YWzpg0pF4y9Qoj/CSHG2l6vAvuEEJ5Ajd7BKYri\nIv9IgxtX6h3FGYyB2hpE/3KJr7c2Qul1LBuDnx/mLl3YdqIQg4ABMUFnXSuMRnxHjaJ04yak9ewC\nPHOGxDAsNpjHv91Pfln1GceqUlLIfvoZ/C+7jA2zenLQYit8bVu36BkXR9d33wGjkfQ77sRaWcm6\ntHUUVhXyu76/a/H362P24S9D/sKhgkN8ldrIB7n2NZQtSNyklPx6NJ//98Uernp1E1P+u57r397C\nS6sPk1nYxDWcDTF7g7Wm7n0LWa2SimoLlnOMHjuDSiiVFiv+5hsqd+3is8FXEBjiT6b8jmi/aMbH\njNc7NEXRTc+gnlzc5WJ2l6ykR4Qnr/a5nNqsLPIXva93aIpzLARSgD/bXqm2fTWA+sdQUdyJM/tQ\negW43aiSwd82QlkFvt5VAJgysvHo3h0hBPsyi+gZ7oefZ8M1xHwvuRhLXh5VBw6cfW+D4LFZSZRU\n1vL0qrqK5lJKsh57DIOfH5H/foT40N4crrGNujlMLfWIiaHLM09TffQoOS++xKpjqwjzDmNIpyGt\n+p4nx04mKSyJV3a8Qo3lPJ/pnR6hbN76ydScUq57cwvXvL6Zz7alYzYaiAnxIbe0mmd/OMTYp9fy\nxLcHqKptwVIXe+sQqKv62kQWq+Tzbelc9+Yv9Ht4FX0f+o7Ef33HNa9vZulvJ5ofSzM1KaEUQkwR\nQhwUQqQIIf7RwHFPIcRS2/EtQohYh2P32/YfFEJMbuyeQogNQogdtlemEOIL2/5xQogih2MPteYb\nV1rHWlFB9rPPUdUjnnd9+jJ7VA178naxIHEBRsP5S0IryoVuQeIC8ivzGTckne9NURQOuoi8N96g\nNj9f79CUNialrJBSPiulnGV7PSOlLJdSWqWU5y9nqCiK4kRGXy2h9K4CDw/bLJm0TDxiYwE4eKqE\n3pH+57zeb/RoAEo3bGzweK9O/iwcFcuS306wK70QgPJff6N88y+E33UXpuBgugV042RNqTZdw3Bm\n4uo7ahRB11xD/nvvcWTnOi7temmrf4cUQnDHwDvIKsvi69TzVPS1x9KMDwFW7z/FlS9vYn9WMY9c\nmUjyg5ey9PaRvHnDUL790yVs+Nt4Zg7swmvrjjD3jV/IKalqXvCOSWQzRigPnyrhipc28pdPdnKy\nqJJrhsbwtym9+d2IbhSUVfP3z3Y3fpNWarSsuRDCCLyCVmAgHfhNCLHCtk7E7magQEoZJ4SYCzwJ\nXCuESADmAolAFPCjEKKX7ZoG7ymlvMTh2Z8BXzo8Z4OUcnpLv1ml7eQvWkRtVhavXj6Pnp0COF77\nCcGewcyIm6F3aIqiuxGRI+gT0odthV8ypNt9PG6ZyFO7fiP35VeIfOj/6R2e0oaEEPHAf4AE4PRv\nA1LKHk563t3AnYAF+EZK+Tfb/vvRfhZbgD9KKVc54/mK0q7Ze1Dee6++cbiIfYTSpwpM5grMNRKy\ncvCI7UZZVS1p+RVcM+Tc6xVN4eF4xsdRvm3rOc/586XxfLkjk4e+3MvnfxhFwQeLMQYFETRnNgBd\nA7piRZJpMtGtgWQx/M9/Iv+rL5m1tpJ+c9umMPboqNH0DenLu7veZsIxP8rWraM2OxtTaBi+Iy/C\nf/JkDPbR0iaOUK7am8WdH24jISqA1+YPISro7IQvJsSHp+cMYGLfCO5ZupP5b21hyW0XEezbxFHQ\n07GIJse18XAuty9OxtvDyMvXDeLypM4IhzWhUkpW78/msiebFkJLNWWEcjiQIqVMlVJWA0uA+lnD\nDGCR7f0yYKLQvpsZwBIpZZWU8ijatKDhTbmnECIAmAB80bJvTXGW2pwcct94k8Iho/je3IUFY71Y\nn7GeeX3n4d3OqlIpijMIIbgh4QaOFB1h+kXF7DYGc2LUJAo++eR0AQLlgvEu8D+gFm2K6/vAB854\nkBBiPNrPygFSykTgGdt+xw9vpwCv2j4MVhTFUQfrQynMHlg9PfCpkghTBWG2pYweMTGk5pQBEN/J\n77z38Orfn8qdu5Cy4fV4/l5mHpjWhx1phXy5aislq9cQdM01GLy0z9e6+ncF4ITZdNYIJYApJIQD\nk3tx0UFJQqFvS7/VMwghuMV3Ere/dITMu/9IyQ8/YsnNo3T9ejL/9neOTJlK6THb6GETErfd6UX8\n8ePt9OsSyIe3jGgwmXQ0pV9n3lowlKN5Zfzhw63UWs5eg9pw4La0zOzdpEJBycfyueX934gJ8eGr\nuy9mev+oM5JJ0P4sLk3o1LTnt0JTEsouQJrD1+m2fQ2eI6WsBYqA0PNc25R7zgRWSymLHfaNFELs\nFEJ8K4RIbELsihNkv/ACsrqax6InMrRbMAcrvsLb5M283vP0Dk1R3MaU7lOI8IlgU85nTEuK5OHg\nkeDhQfbTz+gdmtK2vKWUqwEhpTwupXwYuNxJz/oD8ISUsgpASplt23+uD28VRenIhBFwZNJDAAAg\nAElEQVT8vPGpAgxlhJRoSaEpohMn8ssB6Bpy/iTOO6k/lsJCatLSznnOrEFdGNotmJ2LPgGrleBr\nrzl9zN6TXEsoG27P8dmASmrMBoo/XNKc7+6cyrdto9vf3yC01MCPNybRa9NGun/+GfEbNxDz9lsY\nfHxIW5pJwWEfMJ0/oSyprOH3H2wlzM+TtxYMxd+raS1GRseF8fisJH5JzeeF1YebFrg9GWzCNNxT\nxZX8/oOtRAV688EtI+gcqO+AjjsX5ZkHfOzw9Tagm5RyAPAS5xi5FELcJoRIFkIk5+TkuCDMjqXy\nwAGKPvuc42MuZ48I5PYJIXxz9Buuir+KIK+zq4QpSkdlNpj5Xd/fseXkFmZfZCDH5Mu2S2ZSumbN\n/2fvvMPjqM63fZ+d7Vr1bhVLstzkXqk2HdMdwIRm4Ac4ENNLEkoSOgFCgNAJvfdQQ03go1eDe7cl\n2ZZt9bravnu+P2Z3pbW6LCwbnfu69kI6M3Pm3UUgPfO8hdZvvhns8BQDh1cIYQDWCyEuEkIcD3T/\nyL//jAJmhXsVfC6EmBFe781DWkD9jlQohhQGI8TZsfkgJFpJadGXjZkZVDTogjI3pXshYps0EQD3\n0mVdniOE4Ma545i8aQl1ecWYctr+95NqTcVusLDFaOrUoWzwNLDcV0bdrBKa3n2XYGNjX99lDL4t\nW6hYeAHG1FSW3HoKj2evpdpbF43Tsd9+FP77dRwj46n8KYnGNd03z7n1vdVsb3Jz/2lTSHP0renS\nvGm5nDg1l4c/28iayuaeL4ikBGvd30dKyZWvLqXVG+RfZ0zrc1y/BL0RlFuB9gnWueG1Ts8RQhiB\nRKCum2u73VMIkYb+dPW9yJqUsjnS4EBK+T5gCp8Xg5TyUSnldCnl9PT0joNaFf1HSknV7XcgEhK4\nPnEv5ozLZGnzf5BSckbJGYMdnkKx2zFv1DzsRjv/2/Ya8/cezs3WiTAsh6rbbkMGAoMdnmJguBSw\nA5cA04AzgH7PThJC/E8IsaKT11z0vgcpwN7AH4FXxY75TT2gfkcqFEMIg4ZwxGH3gF+2ktKs/9lv\nysykosFNos1EQg+Om2XkSITVint514ISYJTmYXTDFt6NH8nq7W3iSQhBvi0t7FB2zMT/ufpnAJJP\nPw3p8dD03nsdzvEHQ3yzsZanvi7jgU/X88L3m1ixtalDGq4MBNh66WVIIO/Rf3HUPmcRkiE+LP8w\n9mOxWsk9uQh7hpfK/zbiXr6i0/f08+YGXv5xC7+bVcTU/ORu339X/OXosSTYTPzlzRVdpg1HiaS8\n9tCY6M3FW/lqQy3XHj2WkZldN1XalfRGUP4IjBRCFAohzOh1Gu/scM47tP0CnQd8KvVP7R3glHAX\n2EJgJPBDL/acB/xHShkd3CaEyIr84hRCzAzHXte3t6vYGZyffYbru+/46cATqRUWLjg4h9fWvcac\ngjnkODp9GK5QDGkSzAmcMPIEPij7gJP3jsdktfL23vPwrt9AwyuvDHZ4igFASvmjlNIppayQUp4t\npTxBSvndTux3qJRyfCevt9Gdxzekzg9ACEijdw9+FQrFUMNgxOCIx+aT+GQLqS0CHA495bPBRV4P\n7iSAMBqxlpTgWbGy2/Ocn34KwIrCKVz3dqx4yrNlssVojBkbEmFp9VJMBhMlex+NZWQxze9/ED1W\n1ezhhndWMvPW/3HaY99z47ur+MfH6/jzmys45v6vOOyeL/hoZWX0/IYXX8SzahXZN1yPOT+f/IR8\nxqeO573SjiJVmIzk7lePZjey7ZqrCfliZ2lKKbnlP6tIj7dwySEje/ycuiI5zswfDh/NT+V1fPHJ\nj7gWLcJXXt65uIwIym5K4F2+AH97fw1T8pM4fWZ+v+MaaHrs8iqlDAghLgI+AjTgSSnlSiHETcAi\nKeU7wBPAc0KIDUA9ukAkfN6rwCr0hgUXSimDAJ3t2e62pwC37xDKPGChECIAuIFTZI9SXzFQSJ+P\n6jv+jsgbzs2GMfx2eh4/1r+HK+Di7PFnD3Z4CsVuy/yS+by05iX+s+kVfn/g8dz5oZ+jJ02j9r77\nSTz6aLQklSq+JyKE2PHBagxSyuN+gdu+hd745/+FO6abgVr0B7IvCiHuRu+oHnl4q1Ao2vNLzaDc\nXREGNIcDuxfcwRaSnAJS9eS+yiYPeSn2HjbQsRQX0/Lxx92e4/pxEcasLM44+QCufmM5by/Zxm+m\n6GZDflwW/89kJBjU2FEqrW9cT1FiEWbNTMJRR1Fz7324K7byrzWtPPL5RgJByRHjszhu0jCm5CeT\naDNR4/Ty1foaHv+yjPOf+4mTp+dx/UG51Nx3P3GzZhF/xBHR/Y8sPJI7F91JWVMZhYmFbTc2GNEs\nkuxjctny0kbqHnuM9AsvjB7+dE01P29u5LYTJhDXxZzO3hDyejnk5/cp+O/TJL/dxKbwunFYNimn\nzyd5/ukYLOGU1YiQ7Cbx5NlvN1Hr9PKvM6ZiMPQpQeUXpVc1lFLK96WUo6SUI6SUt4bXrguLSaSU\nHinlSVLKYinlTCllabtrbw1fN1pK+UF3e7Y7dqCU8sMd1h6QUo6TUk6SUu4tpVRFSLuQ+udfwFde\nzjv7nYQwmrjwoHxeWP0C+w7blzEpYwY7PIVityXHkcORhUfy2rrXOHF6ClmJNu4vOZZgSws1Dzw4\n2OEp+s8+6E7gl+jdVu/a4fVL8CRQJIRYgd4d/aywW7kSiDy8/ZB2D28VCsUQxmDEGJ+AzQsSSbxb\nEnAkAlDr9Pa69s5cVEiwsbHbWcqun3/GPnUKv52ex6TcRG55b3V0DmO2PZOAENQbOsqOjY0bGZE0\nAoCEo44C4MEbH+Wf/1vPYSVZfHrlgTxw2lQOH5dFerwFs9FATpKNk2fk88Gls7jooGJeWbSFF6+5\nm5DTScYfrozpdDqnYA4An2z+pMNnA+AYk0r84YdT/8STBGpro4f/9XkpOUk25k3L7dVn1Bm+igrK\n582j/t57MRaP5O4pv6Xlpn+QddONmIcPp/rOOyk/6bf4NoVlZg8pr25fkH99vpEDRqUzbXhKv+P6\nJdidm/IodhMCNTXUPvggwRl785Ani/MPKOL7mv9R667lnPHnDHZ4CsVuz9njz8YdcPNW6atccfgo\nPnY7aDr0GBpeegnv+l52f1PsbmQB1wLjgXvR5yrXSik/l1J+/kvcUErpk1LOD6fATpVSftruWKcP\nbxUKRTv+8Y+2WZRDAYOGMc6BLZzN6fBAIC6eYEhS3+oj3dG7WYeWEbrg85WWdnrcv20bgcpKbFN0\n1+z2EyfS4vFz+StLCIYkmXZ9bEWVITax0Olzsr11O8VJxUgpebdWoyI+g5z1y3jgtCncf+oU8lO7\ndlGNmoE/zBnNrUeMYPx3H7B1zDSso0fHnJMZl8nYlLF8UfHFDp9N2HXULKRfdhkhr5faRx8F9NrJ\nH8rrOXf/QkxaR6nk9Dl5asVTnPnBmRz06kHMeX0OF35yIW9teAt/0K9/VhVbKT/1VPxV1eQ9+i8m\nvvA0i8bux5PeLJJ/+1uGP/UUuQ8/RKCqivJTT8O7YUO7lNfO5dk7S7fS4PJzwYEjuvxMBgslKBU9\nUn3PPwl5vdwz+hgyEyycu/9wnl75NCWpJczMUp3pFYqeGJU8igNyD+CF1S9w1IQUxmTFc2Pa/hji\n4qi67faeC/UVux1SyqCU8kMp5VnoTXI2AJ+FyzkUCsXuyJCZQxl26AxGjDY75nAPuDhPCL/dQYPL\nR0hCam8dysIiALxdCErXz4sBsE2dAsDY7ARuOG4cX22o5d7/rSMjIih3yNDc2LQRgGx7ARe/tJgr\nX1vKluKJTG4o46jRqb1+t8c0ryPR5+Le1Bn8Z9m2DscPyDuApTVLafS06yAbcQGNFixFhSQeeyyN\nr/+bYHMzL32/mTizxskz8jrs9UXFFxz95tHc/dPdeINeZuXMYmrmVEobS/nr13/l2LeO5buN/48t\n55+P9PoY/vxzOGbPxmrSOHlGPh+vqmR7kxuA+IMOYvjLL4FmYPM55xJwhRNLOqmhlFLy7LebGJMV\nz8zC3cudBCUoFT3gXr6cpjfeoP6I4/nEaeWPc8bwQ9VXlDeXc/b4szsMUFUoFJ2zYMICGr2NvF36\nFlcfOYbVLgMbjzqV1m++wfn/Phvs8BT9INxw7gTgeeBC4D7gzcGNSqFQKMIIDaPNjikIIiRxeEJ4\nbXHUOvVU1N6mvJqGZSMsFnylZZ0edy9ZgrDbY9zBU2bkcdK0XO77dANfrNWFUpUIxVy3sVEXlLe8\nUceHKyr545zRnHjeieD14lq0qNdvs+mttzDm5KBNnsIN76yi2eOPOT47ZzYhGeLLrV+2LUZmYmq6\nS5ty1plIl4uql17hveXbOXbSsA61k6+ve52LPrmIDHsGLx39Eq8c8wo37XcTt826jfdPeJ+HD30Y\nk8HED3++EG/pRnLu/SfWUaNiPpOQhP8s3R5dsxQWkv/YYwSbm9n6ehkyRKcO5bKKJlZua2b+3sN3\ny7+9laBUdIkMhai65Va01FSuS9iL8TkJHD95GE+ueJJcRy6H5h862CEqFHsMkzMmMzVjKk+vfJp9\ni5PYvziNvzIaY2ERVXfc3qHDnGL3RgjxLPAtMBW4UUo5Q0p5s5RSdVdVKBSDS0RwGDQMVisAdi9Y\nAxK3NY7aFv33TVovU16FwYC5sBBvWecOpXfdOqyjRiGMbQJMCMFtJ0zg6AnZPPJ5HSYpqQjpVqmU\nkqVbGnn022+QISMOYyavL9yXCw8qJn6vmQiTidave9cqxb99O63ffkfS3LncfPwk6lq9/PO/saUk\n49LGkWRJ4rvt7RpwR1Jejbqoto4di33mTGqeewGXN8BJ02Pdyc+3fM7N393Mfjn78eyRzzI+bXzs\nZyQE++fsz7NZV3HYEsm7MwXP2ZfEnFOQFsfE3ETe3cFFtY4ZQ9Zf/4qrrIWGDXGd1lC+u3QbJk1w\n7KRhvfpcdjVKUCq6pOmdd3AvXcryo+ez0QV/PqqEJbWLWVa7jLPGnYWxkwG1CoWia86dcC6VrZV8\nUPYB1x41lnpviE8POQ3/ps00PPfcYIen6Bvz0bupXgp8I4RoDr9ahBC9mGCtUCgUvxRtglJYdEGZ\n4tSX3FYHda26Q9nblFcAS1Ehvo1dCMqyUsxFRR3WjZqB+0+dwvkHlZAWDLKyuZW9//YJk2/6L3Mf\n/JqK1k2kWnJ575LZTM7TO54b7HasEybgXry4V3G1fPIpSEnCMccwITeRk6bl8vz3m6huiU4exCAM\nTMucxk9VP7VdGK2hbBPVSSeegLm2ikMC25ma39aBvcZVw7VfXcvo5NHcdcBd2Iydj1uRUtJ4z/0Y\ns7JoPes4HlryEG+sfyPmnGMnDmNZRRPlta0x64knHE9ccRI1y+Lxt8aWwYRCkveXb2f2yHQSbd3P\nDR0slKBUdErQ2Ur1XXdhHDee6935HF6SyT4jUnl8+eOkWFOYWzx3sENUKPY4ZuXMYmTySJ5c8SRj\nsh2cMiOPO+uTEfvuT+1DD8d0mFPs3kgpDVLK+PArod0rXkqZMNjxKRSKIYxoq6EUVl00prToIsVl\nttHs0Z3CBFvvjQFTXj7+7duRwdgG0sHmZoI1tViKCju9zmAQLDx0HCnBINKuse+IVI6emM2d8yZS\nmOVjclYRFmOsI2ebOBHPypXIXmTuOL/8AlN+fvT+FxxYTCAY4omvYtNzp2dOZ6tzK9ud4XTTdjWU\nEeSsA/FoZk6sXxGTVnrr97fiDXq5Y/Yd2E1dNwlyfvIJnmXLSL/4Iq478Bb2HbYvt353K6vrVkfP\nOWpiNgD/XVUVc60QgqzjRhAKCup+9MQcW7ylgW1NHo6ZlN3j59EZDS+/3K/r+oISlIpOqfvXIwRr\nanln9ql4gnDNUWNZVbeKr7Z+xRklZ3T5dEahUHSNEIJzx59LaVMpn235jCsPH43NpPHY+GMJ+XxU\n33PPYIeoUCgUv14++2yIzKIMiyHRlvKaHHYonWYbzoigtPbe7TJlZ0MwSKCmJmY90vnVXNRN51GD\nkZRgCK8Z7j55Mn87fgLzpuVS5drOMEfHFE7bpIlInw/P2nXdxhTyeHB9/wOO2bOjawVpcRw1IZsX\nv9uM29cmfqdnTQdgUdWiaExAjEP5+WYn32SPp2D5t0i/Xoe5pHoJn2z+hPMmnhc7x7IT6p9+BlNO\nDolz52I0GLlt1m0kWZO4+sur8QV1cZyTZGNkhoMv1td0uN6cFkdSkYuG5W7829rSYj9dU41mEBwy\nNrPb+3dG63ffU3nTzX2+rq8oQanogK+8nLqnn4E5R/NgpYUz9ymgMC2Ox5c/TrwpnpNHnzzYISoU\neyxzCuaQ48jhieVPkBpn5uJDivl3tUbrMfNo+vcbuJcs6XkThUKhUCi6YuRh+j8NRoRFd+ASwxmW\nzZqVFo8fo0FgMfZeBphydOHXXugAeMNpsF05lAAIQYqEehmILjV5m3AH3GTHdXTdbBMnAuBetrTb\nmFw//oj0eHDMnhWzfvpew2nxBvhoZWV0bWTSSOLN8W1pr50Iyv+uqmJ50RSEsyX6u/iBxQ+QYk1h\n/tj53cbiWbsW16JFJJ92WrSWNMWawg373EBpUymPL388eu6skel8X1YfI3j1mDTSSloAqHvq6ejy\nV+trmZyX1KcHAADBlha2XXsN5ryO3WoHGiUoFR2ouv0ODCYT9xYdRrzVxCWHFFPaWMr/Nv2PU8ac\nQrw5frBDVCj2WIwGI2ePO5tltctYVLWIs/YtYHiqnesT90LLzGT7TTd1SClSKBQKxQAwVOZQznsS\nLv4ZNGPUoXR49JTXVjSc3gAOq7FP3UJN2brw82/bHrPuKytFmEyYcnO7vT4lZKBe+qNjsra36vt0\n5lAahw1DS0vDs2xZt3u6fvgRjEbsM2bErO9VmEJeio1XF22JrmkGjYnpE1lRu0Jf2KEpj5SSbzfW\nkbj/vmA04vziC1bVreL7yu85Z/w53aa6gp5WKqxWkk48IWZ9Vu4sjio8iieWPxFNt509Kg1fIMQP\n5fWxmwiBKS5Ewmg7TW++Sai1lUaXj2Vbm9i/OK3b+3dGzf33E6isYtgdt/f52r6iBKUiBufnn+P8\n7DMaTzqTD7cHuPSQkSTZzTyx4gmsRitnlJwx2CEqFHs8c4vnkmJN4YnlT2Axavz5qLGsbAyw9vhz\n8K5aTcMrrwx2iAqFQvHrY6jMoTTZIFVPQRURQamPPsQpNZyeAA5L3xortgnKjg6luWB4TIfXzki1\nJuEjRKtft0qrXHoNYaa9YxqnEALbuHF4Vq3qdk/3smVYR4/GYIstwzIYBPOm5vHNxjqqmtvqEUtS\nStjYuBFv0NvBoVxX5aSu1ce0kjzs06bh/Oxz/r3u31g0C78p/k23cchAgJaPPib+4IPQkpI6HL9s\n6mUAPLDkAQD2KkzFrBn4ZsMOfRPC40KSpyYQcjppevc/fLOxDilh1si+CUrf5s00vPQySSeeiG3y\n5D5d2x+UoFRECXk8VN5yK6bCQq4VJRSlxzF/7+FUtFTwXul7zBs1j2Rr8mCHqVDs8UQezny97WtW\n163msJJM9h2Ryl+bMjHP3Iuaf95LoK5usMNUKBQKxR5OxKGMjwhKNFq8fReUhrg4DA4Hgdodaii3\nbMaUP7zH61MO/DMAdR79d1udW/9nmq1zoWQuHoGvfBMyEOj0uAwG8axYgW3SxE6PzxmvC9VP11RH\n18amjiUgA6xvWN+hKc+3G3Vxt09RKo4DDsC7fj3fLH2XOQVzSLQkdvveXD/+SLC+nvgjjuj0eLYj\nm9PHns67G9+lrKkMm1lj7LAEFm9pjD1R6DHZcmxYRo+m6c03+a60DrtZY1JeR6HaHbUPPoQwGkm7\n6KI+XddflKBURKl79DH8W7bww9xz2djo44Zjx2E2GnhqxVMYhIGzSs4a7BAVil8NJ48+GYfJwePL\nH0cIwXXHltDsCfDW7NMIud1U33X3YIeoUCgUij2cyNgQh1tPNW0K6Q5lX+vxAIypqQR36EYeqKyK\nupfdkRg2JJq9+lSliLBMsaV0er6laATS78dfUdHpcV9pKaHWVqwTOheUozPjyUmy8cnqdoIyZSwA\nq+pWtXModUH5XWk9uck28lLs2GfOBCC/rLVHdxKg+YMPEXZ7THOgHTlr3FmYDCaeWfkMAFPyklhe\n0UQgGGo7KexQCk0j4eijcS9dyqZVpUzIScSk9V6y+auraXr/fZLmzcOUmdHr63YGJSgVQLgRz2OP\nYZ5zJLdsi+Pwkkxmj0qn2lXNmxveZG7xXDLj+t5dSqFQdE68OZ5Tx5zKfzf9l42NGxmTlcCpM/N5\nqDSA4aRTaXrjDVw/924Ol0KhUCgUnWEIjw2JpLw2hzRavH4c1r7PEtfS0wjUtAnKoNNJyOnElJ3V\n47WR/hstvnDTGXcd8aZ4LFrnszAtI/S5lt7SzmdfupctB+jSoRRCcOjYDL7aUIPHr/clyHHkkGBO\nYHX9atDCglozIaVk0aZ6Zhbq4tY6ZjR+i8bE7WamZkzt9n1JKXF+8QWO/fePusGdkWpL5TfFv+Gd\nje9Q69ab7Lj9QdZVOdsFbYj+M+FI3e3M+unLPruTjS+/DIEAKfNP79N1O4MSlAqklFTecivCYuGx\ncccQCEn+cnQJAM+sfIaQDHHO+HMGOUqF4tfHGSVnYDVaeXTZowBccdgo7GaNO9L3xZiVReXNN3eZ\n7qNQKBQKRU9EayjDpYRuYehXDSWAMS09Zl5yYLveZMaY1QtBadIFZbO/zaFMtaV2eb55hF4D6utC\nUHpWrsDgcGAuKOhyjwPHZODxh1hU3gDoInNs6thYh9JooarZS63Tx8QcPbU1aIANwwSTKy1oBq2r\n7fX4yssJVFYSt+8+3Z4H+u98f8jPWxveYnJYJC5pn/YauZfQMOflIUeXsE/FUibmdp9y2x4ZDNL4\n+r9xzJ6NeXjPqcgDhRKUClo++pjWr77CNX8BL5e6+f3sIvJT7TR6Gnlt3WscWXgkefG/fMthhWKo\nkWxN5pTRp/Bh+YeUN5WT6rBw+aGj+HSTk+2nnYd39WoaXlYNehQKhWJAGDJzKNswhMeGxLvBZzTg\nlyLa5bWvGNPSYgSlv1Ify2HqjaDcwaGsddeSYu083RVAi4/HmJ4eHUuyI97SMswjihCGrqXMtOHJ\nCAE/bWqIrhUnFVPWVIaMuIGamRVbmwAYHxaUi6sXs3JYkOSKZoLO1m7fl+v77wGw77VXt+cBFCQW\nMD1zOv9e92/yUqwk2U0sbS8o2zmUANtKpjGysYKJDtnj3tF4Fv1EoLqaxLnH9fqagUAJyiFO0NlK\n1W23YRkzhr/I0QxLtLLwwGIAnl/9PO6Am3PHnzvIUSoUv17OHHcmZoOZx5Y/pn+/z3DGZMVzdW06\n1r33pubee2N+gSsUCoVC0VsiDqUpCH6Thj8QwuULYjN177x1hjEtjVBLCyGPbncGqvX6RGNmzyVR\nOwrKek99tw4lgLmoCG/pxk6P+crKsBR0M/sSSLCaGJ0Zz6JNbeM5hicMxx1wUxPyht+UhRXbmhAC\nSoYlALCochHrcgyIkMSzvPvRJa3ffY8xK6tbp7Q980bNo8JZwaKqRYzNSmBtVUvbwYigDDuVizNG\nY0CSuKp386m9QS/rX3uSoNXE21nb+GzLZ9Guur80SlAOcWoffJBAVRVL5p3PyqpW/nx0CTazhtPn\n5MU1L3JI/iEUJxcPdpgKxa+WNFsa80bN473S99jSsgWjZuDm34xnW7OXDw46nZDHQ/WdQ2BumkKh\nUPzSDJU5lO0QlrYaRb/RgD8k8QdDmI19lwBait5YJ9iou2qBel2oGVO6dhoj2Iw2jMIYFZQtvhYS\nzAndXmMZUYSvrLzDeqi1lUBVFebCgh7vO214Mos3NxIM6S7f8AQ9DXSTX3cl0Sys2NrEiHQHdrPu\n2i6pWYIYo6fcetet63JvKSWuH34gbq+ZvZ7peUj+IdiNdj4o+4DiDAcba5zR2Zw7OpTfGDNwW+No\n/frrbvcMhoI8s/IZ5rx6GN5PPuebogB/X34vF396MQe9ehB3/HBHr2LbGZSgHMJ41q6j/tlnsR1/\nIjeVGtinKJWjJuhpCy+ueZEWXwu/m/C7QY5Sofj1c/b4s9GExhPLnwBgRkEKJ07N5Z51PgynzKfp\n7bdp/e67QY5SoVAo9nCGyhzKdgghCIW1jt+k4Q+G8Acl5j50DY2gJYRrDJt0MRasq0fYbBjs9l7F\nEW+O75OgNOXkEmpuJtjSErPu27QJAHMPDiXogtLpDbAu7AQWJujXlPvCgtJoZsXWZsaH3cmQDLGs\nZhnFhdPQUlPxdCMoA5WVBOvrsU7svDFQZ1iNVg7IO4BPNn9CQZqFFk+AGmfYLW0nKKWUbKxzUT1y\nAq1ff90mOnfA6XNy/n/P5x+L/sFsZw4JbjjmzBv46pSveHLOkxw2/DBeXPNir+PrL0pQDlFkKETl\nzTehxcfz5NgjafEEuP64EoQQOH1Onln5DAfkHsC4tHGDHapC8asnw57BCSNP4O0Nb7PNqQ+NvvrI\nMVhNGrel7IMpP4/K628g5PUOcqQKhUKh2NOQYUEZMGm4fHrH0345lEk7CMqGeozJvZ9PHm+Op9nX\njDfoxRv0RtNgu8KUMwwA/7ZtMeu+8nKAXjuUAIs3665qZlwmFs1CeUDvrtpMPJXNHsZm64JyY+NG\nnH4nkzMmYxk5Eu/6DV3u7Vm1CgDr2JIe42jPnII5NHobCVjWA7ChOtzptZ2grG/10ewJEJowhUB1\nNYEdPgMAl9/F7z7+HT9V/cRN+97Exb5ZIAQZBxxGoiWRGVkzuHX/W3n56Jf7FF9/UIJyiNL4+uu4\nF/1E69kLeXZVI+fuX8iYLP0/phfXvEizr5mFkxYOcpQKxdDh3AnngoAnVzwJQHq8hT8cPprPNjWz\n+cxL8G3aRO0jjwxylAqFQqHY0wi1E5S+gD730KT1LkWzPVpirKAM1NWjpXZfByOeWOcAACAASURB\nVNmeiEMZcSl7FJTDwoJy69aYdW9EUPaii2lesh2HxciaSr27rEEYyE/IZ5NBwsJvKQ3o6bqFaXGA\nnu4KMCl9ki4oN2xAhkKd7u1ZtRqEwDpmdI9xtGf/nP2xGW2Uu34AYGNNuM4x2uXVQGmtvhY/dRIA\n7mWxtZxSSm745gZW1q3krgPv4viRx9P6zTdYS0o6iPyxqWP7FF9/UIJyCOKvrqb6zn9gmzGDq1rz\nyUmycdmhIwGi7uSBuQcqd1Kh2IVkxWXxm+Lf8Mb6N6hqrQLg9L3yKclO4NrNNuzHHEvdY4/jXb9+\nkCNVKBQKxZ6EjKa8tnV27V/KazgtNOJQ1tdH6yp7g8PkwOlz4vTpjlzvBeUODmVZOcZh2d3OfYxg\nMAhGZ8WzentzdK0goYBNLZshs4RNdbpwKwgLyjV1a4g3x5Mfn49l1Eiky9VB0EbwrFqFubCwVym/\n7bFoFmZmzWRJ7ffYzRobd3QoDRplYZGZN30SwmzGvTRWUL5X9h4flH/AJVMv4eD8gwk6W3EvWULc\nfvv1KZaBQgnKIUjVrX9Der18dswC1lW3csNx46KFyC+sfoFmXzO/n/z7QY5SoRh6LJiwACklT618\nCiDaoKey2cPrM09AczjYft31XT4tVSgUCoViR6RBV5TBdp1dTf1IeTUk6rMTg026OAs0NGBM7rkh\nTwSr0Yo36O21Q6mlpiLMZvyV22PW/Zs3Y87v/YzFsdnxrNneEq1DHJ4wnIqWCgKhAGW1rQgB+Sm6\nKCxtKqUosQghBNaRutnS1YNcz+rVWEv6lu4aYd9h+1LhrCA/w8XGmh0EJYLS2lZMmiAvIxHr2LEx\nDmWTt4k7f7yTiWkTOXvc2XosK1ZAMIh9xvR+xbOzKEE5xGj55BNaPvoI0zm/4/YVrRxekslhJXq7\n5xZfC8+uelZ3J1OVO6lQ7GpyHDkcO+JYXl/3OjWuGkCv/zh5eh4PLakncP4luBcvpvHV1wY5UoVC\nodgDGYJzKKF9DWWbQ2nqh0NpiLOD0dhWQ9nYiNaHGkqr0Yo74O61oBRC6LMva2pi1v1VVb2afRmh\nON1Bi7et+U12XDYBGaDWXUt5bSvDEm1Yw2K7rKmMwkS9cY+5OCwoN3QcXRJoaCBQWYl17Jhex9Ge\n/XP2B8CetJGycHorok3wl9Y4GZ4ah2YQWCdNxLNqFdLvB+CZlc/Q4Gngr/v8FS2cJutZsRwA6/jx\n/YpnZ+nVT5MQ4gghxFohxAYhxNWdHLcIIV4JH/9eCFHQ7tg14fW1Qog5Pe0phHhaCFEmhFgSfk0O\nrwshxH3h85cJIabuzBsfigSdTipvuhnL6NHcFj8NgxDccFybcHxx9YvKnVQoBpkFExYQCAWitZQA\n1xw1hmS7iWucudj22ovqu+7CH57/pVAoFApFd4TCIy1kO1fS0g+HUgiBlpBAsLkJGQgg3W4M8Y5e\nX2/Vwg6lPywoTd0LSgBjejrBdrOYZTBIoKYGY1bPsy8jFKXrMZaG00iz47IBqGytpKzOxfBU3Z1s\n8jZR56mLCkrNEYeWmop/y+YOe/q3bAHAXNhzp9nOyE/IJ9eRi8e4mqpmjz7WpN3okbLa1mhdp23C\nBKTHg7esjCZvEy+ueZHDhh/GmJQ2MetevgJTbm6fmiQNJD3+NAkhNOBB4EigBDhVCLGjv3su0CCl\nLAbuAe4IX1sCnAKMA44AHhJCaL3Y849SysnhV2Sa55HAyPDrPODh/rzhoUzN3XcTqK6m/P8u4X/r\n67nisFEMS7IB7dzJPOVOKhSDSX5CPseNOI5X1r5CZWslAEl2M9cdO46lW5v5+rgFSK+XqttuG+RI\nFQqFYg9jCM6hhDaHMpL6Cv1zKEGvoww1NxNy6mmamqMPgtJoxRPw9NqhBNDSYx3KQG0dBIN9ciiL\n0nVhFhGUWXH6tZWtlWyqa43WT5Y3l+vnJxZFrzXn5eHbUtFhT99mXVCacnN7HceOTM2cSl1gPf5g\niJoWbzTlVQrB1kY3ucn63+iWEfpMTF9pKa+te41WfyvnTTwvZi/P8uVYJwyOOwm9cyhnAhuklKVS\nSh/wMjB3h3PmAs+Ev34dOEToEz7nAi9LKb1SyjJgQ3i/3uy5I3OBZ6XOd0CSECK7F/ErANfPP9Pw\n4ks4Tj2Na1dLxmYn8H/7FkSPR9xJ1dlVoRh8fj/p90gkjy57NLp27MRsDhqdzq1LnZjOXkDLBx/S\n8umngxilQqFQ7GEMwTmUAKHIX/uGtj/7+ysoDXY7oVYXQacuzgxxvReUNqMNT9BDq1+/1m7quZmN\nMT2dQE2bQxmo0h+0GjN671AOS7RhMRoor4t1KEsbK2h0+SlM1QVlWVMZQNShBDDl5eHf3IlDWRF2\nKPPyeh3HjkxKn4Qr2Igw1bO10R3t8hoIhnD5ggxL1AWluaAA0FNv31j/BjOyZjA6pa2zbKCuDv+2\nbdgm9H4e5kDTm5+mHGBLu+8rwmudniOlDABNQGo31/a0563htNZ7hBCWPsSBEOI8IcQiIcSimh1y\nrocqIZ+P7X+9DuOwbB4bNYfqFg+3nTABY/h/Ju3dyZLU/hUXKxSKgWOYYxjzRs7jzfVvsqVF/9+e\nEIJbjp8AwK3x07CMGc32668n2Ng4mKEqFAqFYncnkkop2v7s788cSgBhtxFyuwm16g6loY8OpTvg\nxhvUaxmtWs9dWo1paQQbG5E+H6DXTwIYMzN6fV+DQZCTbGNrgxsAh9mBw+RgY73uPOaFG/KUNZVh\nNBjJcbTJC3NeHv7Kyuj9I/i2bEFLT8Ngs/U6jh2ZnDEZAM22iW2N7ui/H3d4VmhWov75GOx2TMOG\nUbn6J7a0bOH44uNj9vGsWg2AddzgZRjujk15rgHGADOAFOCqvlwspXxUSjldSjk9PT39l4hvj6Pu\nkUfwbdxIw3lX8OySahbMKmJyXlL0+HOrnlPupEKxm/G7ib9DM2g8srRt9mROko0/HD6aTzc0sO6s\nywg2NFJ12+2DGKVCoVAodneiDqXWPuW173MoAQw2uy4onRFBGdfrayMCstnbjEEYMBqMPVwBxjT9\nb/lAfT0Awbr68Hpan+LOSbJR0eCKfp9mS6OqVTeessPCrbypnPz4/Ji4TMOyIRTq2BhoSwXm3P67\nkwAjEkcQZ3Kg2TdR2eRpE5T+YExcAOYRI2hZt5o4UxyHDj80Zh9feC6nZUQRg0VvBOVWoP0nlhte\n6/QcIYQRSATqurm2yz2llNvDaa1e4Cn09NjexqHYAffKldT+61HijjmWKzfbKUi1c/mho6LH6z31\nPLPyGQ4bfphyJxWK3YgMewanjjmV/5T+h9LG0uj6WfsWMCkviT+v8BP3f+fQ9PbbtAzBroUKhUKh\n6B0y4lC2S3ntzxxKAIPNRsjtItii10Fq8T3XQUawGnWB1ORrwqJZEKJnUaslRUaVhDvLNuiCsi/d\nZQFyk+1UhB1KgFRbKnWeOqDNCdzeup1hjmEx1xkz9XrLiDMawVexBVNe/+snATSDxsS0CRhtW6h1\neqNdXqOCMqnN/TQXFRJX2cjs7FnYjLGuqK+8HEOc3kBosOjNT9OPwEghRKEQwozeZOedHc55Bzgr\n/PU84FOpD3t5Bzgl3AW2EL2hzg/d7RmpiwzXYP4GWNHuHmeGu73uDTRJKWMH0yhiCPl8bL/6Goyp\nqbwwYx5b6t3cceJEbOa2tsSPL38cT9DDRVMuGsRIFQpFZ5w9/mysmpWHlj4UXdMMgjtOnECT28+9\n2bOwjBpF5XXXE2xu7mYnhUKhUAxVIk15YgRlP1NeDTYb0uUmFKmh7EvKa9ihbPQ2YtEsPZytoyUm\nAhBs1AVloKEBQ1wcBrO5L2GTm2yjrtUXTSdNs6XR7KtHMwjSHHosVa6qaMOeCJHU2kBlZXRN+nwE\ntlfutEMJMCZ1DAZLFVXNrVGH0uPXZ02nO9o+o9oMK2Y/HGyZ0GEPX3k55oKCXgn0X4oef5rCNZEX\nAR8Bq4FXpZQrhRA3CSGOC5/2BJAqhNgAXAFcHb52JfAqsAr4ELhQShnsas/wXi8IIZYDy4E04Jbw\n+vtAKXpjn8eAC3bqnQ8Bah94EO/69Tgv/iOPLqnhzH2Gs1dR29OLytZKXlnzCseNOC6mo5VCodg9\nSLGmML9kPh+Vf8Sa+jXR9TFZCVx0cDH/Xl5F+blXEKiro+r2OwYxUoVCodgDGKpzKMPdXcVANOWJ\nsxNyudpSXvvQlCfiUDZ7mzFrvROEWlJYUDbp/QKC9Q1oKSl9CRloSx+tbPYAkGpNxRVsIiPegmYQ\neINe6j31ZNpjm/1Eusn6K9scSv+2bSAlpp1oyBNhZNJIEEEqWjdHa119gRAJVmOM6F9i1xsTTXZ1\nLOeLCMrBpFc/TVLK96WUo6SUI6SUt4bXrpNSvhP+2iOlPElKWSylnCmlLG137a3h60ZLKT/obs/w\n+sFSyglSyvFSyvlSSmd4XUopLwyfP0FKuWigPoRfI+5ly6h7/HEcxx/PlZsdDEu08acjYoevPrz0\nYSSSCyYpba5Q7K6cNe4s4s3xPLj4wZj1Cw8qZnxOAn9c5sN+5v/R9MYbOL/4YpCiVCgUCsXuSihi\nXGk7LyiFLbYpj9aXGkpjm0PZm4Y80M6hjKS81tf3Od0VICNev191WFCm2dII4CI9Qc/aq27VZzvv\n6FAa4uMRdnu0uyyEBSVgyolNj+0Po5L1MrRqT3m0y6snECLVEevgfhlaC4CltilmPeT14t+2bc8Q\nlIo9i5DXy7arr8GYkcFL00+gtKaV20+cgMPSVmRc1lTGWxve4uTRJ5PtUNNXFIrdlQRzAmePO5vP\nKj5jac3S6LpJM3DXSZNp8QS4M3N/zCNGsP2666N1LQqFQqHYgSE+h1K0E5GWfqe82pFeL8HmFhAC\nYe959EcEm6bX/jV6G3vvUIYFZSgsKAONDRj7IygTdIFW49Q7zKba9Iy9RIcuMCtdumDcUVAKITCm\np8WOLqnVvzYOQPPPwsRCBAaagxXRlFdfIERqXNvn4wl4+NG/gZBmwL91W8z1/s2bQUolKBUDT819\n9+ErLaXxwj/x8KIqTtsrn1kjY3/oH1j8ABbNwoIJCwYpSoVC0VtOH3s6KdYU/vnTP9HL03VGZ8Vz\n+WGj+M+aOtafczmBmhqqbrmlm50UCoViCDNE51B21pSn3ymv4TEZwYYGhM3Wp7q99imvvXUohc2G\nMJnaOZQN/XIoI/WI1c26oEy26HvEWfXv69x6g540a8fuscaUVALhZkBAVFwOhKA0a2YSjcPwGioI\noX+W3kCIlHaCclXdKvwiSCg9OeqORvBt2qTvowSlYiBx/byY+iefwn7iPC7baKEgNY6/HD025pxV\ndav4eNPHnFlyZvQJjUKh2H2xm+wsnLSQRVWL+HLrlzHHzptdxJT8JK5aEcR69gKa3n6H5g8/HKRI\nFQqFQrG7ERkbEltD2c+xIfawoGxsxGAy9enaiKAMyECvHUohBIakxOjM5VBzc9S17AtJdhMmTVDd\nogvIeLPendZq1R3Keo8uGJOtHcWqlpISHVcCukMprFYMcb1P9+2ODEsBBksVnmCboGyf8hrJTrLl\n5ncUlJv1WdXm/J2v59wZlKD8FRF0trLtqqswZWfz4OijqGz2cPdvJ2E3x875ue/n+0i0JHLWuLO6\n2EmhUOxunDjqRIYnDOfuRXcTCAWi65pBcNdJk/AGgtycNBPrxAlsv/6GDi3OFQqFQjE06Szltb9d\nXoWtTVAKS+86tUbvaWgTkRFx2Ru0hESCjU3IUIiQy9UvISeEIN1hoSYsKI3oe5hM+vcN3gYEgiRL\nUodrjSnJsQ5lbS3GtLQB66qabS/AYK6n0avH4gsEY1Jel9UsIy8+D3tOPv523WYBAlVVCLsdQ0LC\ngMTSX5Sg/BVRdcst+Ldupfz3V/HqqnouOqiYKfmxT1q+3fYtX2/7mgXjF0SfzigUit0fk8HEpVMv\nZWPTRt7ZGDu5qSjdwTVHjuXTDQ18d8olSJ+P7ddciwyFBilahUKhUOwuDGzKq14z2R9BaYiZg9n7\nsR8GR5zeWdblCn/f+86y7UmLt1DXqou2YEAXxkZT2KF015NkSUIzaB2u05JTCDY0Rn+nBmprMKZ1\nTI3tL7nx+QCUuRsAkOiOaoRlNcuYmD4RY0Y6gdramNIXf1UVpoyMQR0ZAkpQ/mpofv99mt56C+vZ\nC7hyNUzKS+Kig4tjzgmGgty16C6GxQ3j1LGnDlKkCoWivxyafygT0yfy4OIHcQfcMcfO3Gc4h4zJ\n4PqfWgj9/hJav/mGhuefH6RIFQqFQrG7EE15be9Q9ldQtkt5FX2cBamJNrHW2xpK0EVszKiSPnSW\nbU+izUST2w+Azxe+v6aL1AZvQ6fprgDG1BQIBAiF5z0Ha+vQ0gauZKwgISwoPW0uaLxVzy5s8jZR\n7a5mTPIYXcT6/dEGRaA7lMas2EZCg4ESlL8C/Nu2sf2GG7FOmsS18TPwBULc89tJHZ4+vbPxHdY2\nrOWyaZf1eqCsQqHYfRBCcOW0K6l2V/P8quc7HPv7vIkk2U1c3DIc2+wDqP7HXXjXrx+kaBUKhWI3\nY4jOoYx4V4Z2fxcaDP1ztIRJF5EhpxNh6ZugNIh+OpR2e3hUSav+fT9rFxNtJppcuqBs9QhkyIgU\nuqCs99R3KSgjcy8D9bqDGGxq6lcdZ1eMSB4OwGZvxKEUxFt1h7KsqQyAoqSiaBOgQE1N9Fp/VSWm\nzIwBi6W/KEG5hyODQbZddTUEAnw0dyHfljdx09xxFKXHpgO4/C7uX3w/E9MmckTBEYMUrUKh2Fmm\nZk7loLyDeGLFE9EmAhFSHRbuOXkypXUunt7vNAwOB1v/+CdCPt8gRatQKBSKwSaaIKl1TOfsK8Kk\nO2chtxuDuW/mRL8dSnusQ6n1M+U1yd7mUDa5/cigDb/URWqDp4EUa0rncSfpdZXBJr0xULC5GS1h\n4ARlTkIqMmhjm78xuhZxKCOCsiChAC2cZhsZWyJDIQI1tRgzMgcslv6iBOUeTt0TT+L68Ueaz7+M\nO5Y7OWFqDidN79jp6ZmVz1DjruGPM/446HnWCoVi57hs2mV4Ah4eWfpIh2P7Faex8IARPL26hYoF\nl+Nds4bqv985CFEqFArFbsYQnUMpworSbDYyJT+JZ86Z2f+9IqJUyj6nvPbbobTZCLlcBKMpr/0U\nlDYzjW4/UkpaPH5k0I4npO/Z4mshwdx5YxtDnH6/kNNJyOdDejxoiQPXBCfRZiLkT6Im2DZHOjI7\nvqy5DJPBxDDHMIxpsQ5lqKUF/H6MA5h+21+UoNyDcS9bRs1992E+9HAWVmdRlBbHzXPHdziv2lXN\nUyuf4rDhhzE5Y/IgRKpQKAaSosQiThh5Aq+tfY3SxtIOxy8/bBST85K4dFM82m9PpeH552n+738H\nIVKFQqHYjRiicygjaJqBNy/YjwNG7cT8RK1tckBfm/LEOJR96PJqsNuRLldbyms/BWWizUQwJHF6\nAzi9AWTIhiugizin30mcqfNUWi0+LChbWqL1iwPZVdVu1sCfTH1Y3ALRlNfypnKGJwzHaDBiTI84\nlPrMzEC9nqXUn7mcA40SlHsowcZGtl52OcaMDP425jhavAEePH0qcRZjh3MfWPwA/pCfy6dePgiR\nKhSKX4KLplyEzWjj7z/+PabjG+jd++4/dQqaJrg8cX/M48ax/c9/wVexdZCiVSgUCsWgY9j5P/sj\nKa/AztVQGvrgUMaFayhbwg5lf2sow51TG11+WrwBDNKCN+ghGAriDrhxmDsXqoZ4fSpCsMVJMNyY\nZyBTXoUQmEimMZx+C5DQLuW1IKFAj8PhAE0jGBa1wQa95lJL7jxVd1eiBOUeiJSSbdf+GX9NDZ+d\ncimfVHi48bhxjMnq+LRkbf1a3trwFqeNOY28hMEdeqpQKAaOFGsKCycv5OttX/NFxRcdjuel2Ln3\nlCmsqnXz9CELIBRi65VXIP3+QYhWoVAoFINOJyMx+opoV4dp2Ikur0ZDRwOky3vabCAlgXrdmeuv\noEyy6YKyye3H6QmgCQsuvwunXxeqDlMXgtKhC8qQ00mwKSwoB7ApD4BJpuIRPlrDZWnxVhP+kJ+K\nlgoKEwsBXXhqiYlttZwRQZmiHEpFP6h/6mmcn35K3enncWupxikz8jh5RkexKKXkth9uI9GSyHkT\nzxuESBUKxS/JKWNOoTCxkL//+Hf8wY5C8YBR6Vxx6Cie2xxk7RmX4Fm6jOp//nMQIlUoFArFYBGp\noRT9HBUSg7GdQ9nHpjzt51C2dyt7vM6uz74MVOu1g9pOdHmFsKD0BjAJK+6Am1a/7gx2KSjj7CAE\nQWcLwWbdHRzIGkoAi9BdxkqjhgGwmgxsc24jIAPkh8eK6PdNjDqUkZRXo0p5VfQV1+LFVN99N8w+\niPNaRzAlP4kb547rtNHOB2Uf8FPVT1wy9RISLQP7JEWhUAw+JoOJP834E5tbNvPC6hc6PefCg4o5\nZEwGV1Sl4j/meOqfeJKWIdg2/9eAEGKyEOI7IcQSIcQiIcTM8LoQQtwnhNgghFgmhJg62LEqFIrd\nDzkATRmFcWBqKPviUBrsuoAMNjSApvW5GVAEu1m/p8sXpMUTwKxZcAfcUYeyqxpKIQQGh4NQizM6\ni1IbwBpKAJtB7yRbp2kYNYEQgsrWSgCy47Kj52kJCYTCLmmwPuJQqpRXRR8INDSw9Yor0TIzuSzv\naBxWE4/Mn4bF2DGFodXfyl2L7mJc6jhOKD5hEKJVKBS7gv1z9md27mweWfYIte7aDscNBsHdJ08m\nJ9nG+fGzMIwczbarrsa3ZcsgRKvYSf4O3CilnAxcF/4e4EhgZPh1HvDw4ISnUOzmDNE5lBHEQIwN\nMQ5MDWV7cdnjdTYboPcPESZTn+7ZHptZv6fLF8DpCWAx2HrlUAIY4h2EWloItrSEv4/vdxydEafp\ngrJW0zCGndwqVxUAWXFZbXEkJcbUUAqbDYO19w2OfimUoNxDkMEg2/50FcHaWh47+HeUegQPz59G\nZkLnP0T/WvYvqt3VXLvXtWgDkDOvUCh2X/44/Y94g17u+/m+To8n2kw8cdZ0nNLATdPPQIZCVFx8\nCSG3exdHqthJJBB5LJ4IbAt/PRd4Vup8ByQJIbI720ChUAxhBqApDwNUQ9mnlNc4PeU12NjYb3cS\nwt1UAbcvSIs3gNVowxP00OLTRWKcuetUWs0RT9DpRHo8ekxhkTtQOEx62mqdpmEw6E5yxKHMtLfN\nmWyf8hpsaR5wp7S/KEG5h1Dzz3tp/fJLvjn6bF5rcXDLb8YzbXjnOdOlTaU8t+o5ji8+nonpE3dx\npAqFYldTkFjA/LHzeXPDmyypXtLpOcUZ8Tx0+lS+89p49cjz8a5dy/brru/QIVaxW3MZcKcQYgvw\nD+Ca8HoO0N5yrgivKRSK9gzROZQRBtyh7GsNZTsR2aeU14hD2dw8IILS5Qvi9PqxGfV9I9k98aau\nXUdDfLw+NsStC0oxwK6gw5iAQQrqNENUUFa1VpFkSYoZsaIlJkUFZcjZ2u8RKgONEpR7AM0ffEDd\nY4+xddYR3MQoLjhwBCfPyO/0XCklt39/OzbNxqVTL93FkSoUisFi4aSFZNozuem7m/CHOu/kOmtk\nOjceN44nfVksn3MKze++S8Nzz+3iSBXdIYT4nxBiRSevucBC4HIpZR5wOfBEP/Y/L1x/uagmPBxb\noRgyDPE5lAMyNmSAaij74lBG7hlyuxDmnU95dfuDOD0B7GFBWe2qBrquoQS9MVDI7dZjsFoRA+H2\ntsNuMWIJWajVNLRwrWuVqyrGnQTdoQy1tCADAUJOJwZH/xoUDTRKUO7meNasYdu1f8Y9ahy/Tz6Q\n4yYN4w+Hj+7y/E82f8K327/lwikXkmpL3YWRKhSKwcRusnPNXtewvmE9L6zqvEEPwPy9h3POfoVc\nZZlC/eS9qbrj77T+8MMujFTRHVLKQ6WU4zt5vQ2cBbwRPvU1YGb4661A+1bfueG1zvZ/VEo5XUo5\nPT19J4abKxSKPY+BEJTtXM6+uoXtG0j2pYYSoy4iZasLg6n/DqVZM6AZBC5fAG8ghFXTBWWdWx9H\nYjN1ncYqLGak14t0e36RmkWbWcMSsFCnaWhhh7LeU9/hb/nIyJSQ203I6USLUw6logcCDQ1UXHgR\nQXscC4tPYmpRBneeNDFqhe9Ii6+F276/jdHJozl59Mm7OFqFQjHYHJx3MAfmHshDSx9iu3N7l+f9\n+eixHDYum9/lHIMvI5utl1+Bf2un+kOxe7ENOCD89cHA+vDX7wBnhru97g00SSm7/gFQKBRDChEu\nbRiIlFfaNcXpa1Oe9vSlv4cwhR1K1845lEII7CYNly+ILxCKCsgmr55CatG6dlwNFishr4eQx6PP\nxRxgbCYNU9BMk8EQdSjrPfWkWGM7uEZGqIRcbkIulfKq6AHp97P1iivwVVdz7eT5JORm8eiZnXd0\njXDvz/dS66nlhn1v6FNuukKh+HUghOCavfSyur/98Lcuz9MMgvtOncKk0TlcOu40/G4PWxZeQNDp\n3FWhKvrH74C7hBBLgb+hd3QFeB8oBTYAjwEXDE54CoVit6YLQ6IvtBelhj6mvLanLw5lTJrtTjiU\nAFazhtMTIBCSUYeyyacLSpOha7EqLBak10fI7fplHEqThhYw0tyuhrLeU0+yNbZfisGuxxxytRJU\nNZSK7pBSUnnzLbi+/Y5HpsyjsWAULyzYiyR71/8RLa5ezCtrX+G0MacxPm38LoxWoVDsTgxzDGPh\npIV8tuUzPt38aZfnWU0aj545jfjRI7lx2nw8Gzay9corkcHgLoxW0ReklF9JKadJKSdJKfeSUv4U\nXpdSygullCOklBOklIsGO1aFQrH7IQai63+7tNmdaZDTJ4dyJ9Jsd8Ru1mh0630G7O0cSpPB1G1d\nZ0zK6y/hUJo1jEGT7lAaBO6AG3fA3dGhDN9bhlNeVQ2lokvqn3yKxldfbkEoAAAAIABJREFU5Z2S\nQ/lx7H68sGAvMroYDwLgC/q44ZsbGBY3jIunXLwLI1UoFLsj80vmMzJ5JH/7/m84fV27jvFWE0+f\nPYPaMZN5bMoJtH7+BVV33LELI1UoFIpdiJpDufN7CBFNe+1rl9f29KeGUr/nzglKm0mj0eUDwG7U\n00cbvY2Yte731VNevb9symvIRIvBgBDQ4GkA6CAoI/cOuVy6oIzbgwSlEOIIIcRaIcQGIcTVnRy3\nCCFeCR//XghR0O7YNeH1tUKIOT3tKYR4Iby+QgjxpBDCFF4/UAjRJIRYEn5dtzNvfHel+aOPqb7z\nTr4fPoXXpxzLCwv2IjfZ3u01T6x4gtKmUv6y91+wm7o/V6FQ/PoxGUxcv8/11LhruOunu7o9N9Vh\n4cUFe7N0ysH8Z+RsGp59joaXXtpFkSoUCoVilzFAnUkjwnSnaij7kvJqaj+qZAAcSpfuUFrD6bOt\n/lbMhu731VNevb9cyqtZY3twGEEh+Cn14KigTLbsmPKq/50fqK0DKdH2lJRXIYQGPAgcCZQApwoh\nSnY47VygQUpZDNwD3BG+tgQ4BRgHHAE8JITQetjzBWAMMAGwAQva3edLKeXk8Oum/rzh3Rn30qVU\n/PFPrE8t4LF95/PieftQlN79D8rGxo08tuwxjiw8klm5s3ZRpAqFYndnUvokzio5i9fXvc63277t\n9tysRCsvn7c3Hx9wCouyS9h+8604v/xyF0WqUCgUu4ghPoeSgWjKQ1tN4+DUUPa/KQ+A3WykISwo\nbUZdRLr8Lkxa9/sKixmCQULOVoTtl6mhbAxkAFCeWEKDNywoO9RQhgVleOyTYQ/q8joT2CClLJVS\n+oCXgbk7nDMXeCb89evAIULvDTwXeFlK6ZVSlqE3DJjZ3Z5SyvfD9SAS+AG9/fmvHt/mzZSdv5Bq\nk4OHDv09L1x4ACMzux6wCuAP+bn2q2txmBxcNeOqXRSpQqHYU7hg8gUUJBRw/TfXd5v6CpCRYOXF\n8/fl1SPOozw+k00XX4J72bJdFKlCoVDsAob4HMr2Yzt2ap+IQ7mraiiNA+dQ2sxtKa/WcCqtL+Tr\ntsMr6CmvAMGmJgy2gc8GNGoCGQqn0hpc0d/Z8eZYLRCpoQzU1urf70EprznAlnbfV4TXOj1HShkA\nmoDUbq7tcc9wqusZwIftlvcRQiwVQnwghBjXWbB74tBmf3U1a+f/Hy0uHw8fcSFPXH44BWk9/4A8\nvvzx/9/enYdHWZ19HP/ek0nIwr4jW8DiXgTrUqv1dQdFQSsVtC1QRGyLtYhSoNSFqm+1Wq1Ui+KC\nYrUIVJG3alVUKhYBBUVZFJFNFgUjmwFClvP+Mc+EScwkmS0zk/w+18XFzDPPc+aeMyfJ3HM2VhWs\n4uZTb9aekyLyLdn+bG4//Xa+3Pcl9y69t8bz2zRpxBOjzuTpH13Pdl8ua4dfTdG69XUQqYiIJJpl\nxGkHAC/Bi2UOZXUL4FQWz4Sykd9HSVlgG5XskN7O2gx5BSjdtSshQ14zzHCl3oI7vv3sLd4LQOPM\nij2QwR7K0l27vLhiq494SeVFef4GvOWcC467WgZ0dc4dD/wVmFPVRem2aXPJrl0sv2IoxQUFPDXg\nNzw44Ud0bF7zZN+VBSuZunwq/br349yu59ZBpCKSjo5vczxDjhnCrDWzahz6CoE5lVNH92XuT8ez\nt7iMlT8ZysEvvqiDSEVEJBHMeTcy4jSHMphQxpDM+C2C5DZ078sY9qEE8IdsnZIdsthPTYvylL/W\nkpKEDHn1+UISSttH4cFCABpnVUoovR7K8oQyxgQ7XmrTsrYAnUPud/KOVXmOmfmBZkBBNddWW6aZ\n3QK0AcYEjznn9jjnvvFuvwRkmlnrWsSfsg7sLWThoGFkbf2clweN4Z6br6R145q/7SkqLWLigom0\nzG7JhJMn1EGkIpLORvUaRX7TfG76703lGzhXJ6+Rn7t/048FV03E7d3D4h//jD07CuogUhERSZS4\nbBvCoSGvvjTcNiQjZGGinJA9LWuaQxnaKxkc/hpPGWa4Mi8eO8je4r0YVr4SbZBVSihjeQ/iqTYJ\n5btADzPrZmZZBBbZmVvpnLnAUO/2QOANbw7kXGCwtwpsN6AHgXmRYcs0sxFAH+AK51xZ8AnMrL03\nLxMzO9mLPW0/4WzZsYeXB/6cVhvX8P6Q65nw+yFkZ9buh2vyssl8tvszJp02iWaNmiU4UhFJd9n+\nbO48404KDhRw68JbCfx6rp4/w8dvfz2AddfdQrOCbbx92U/5dL16KkVE0pXFaZVXMoM9lHW0KE9G\nBnjzP2NdlCdsD2VNQ15DhveGrjobLxk+AxeIwfkOUlhcSOPMxt+a92o+H5aTQ+nuwJfDsbwH8VRj\ny/LmRF4LvAKsBmY651aa2R/MrL932mNAKzNbS6BXcbx37UpgJrCKwFzIUc650nBlemU9BLQD3qm0\nPchAYIWZLQcmA4NdbT4VpaD/rNzKG1eM4KiNH/H1yOsZOuEqfL7aTZResHkB01dNZ9CRgzi94+kJ\njlRE6otjWx3Ldb2vY96meTz36XO1usbM+PHISyn63W103rGJFT8dzgsL19QqIRURSTnahzJO5dRt\nQgkhK8vG2kOZcejzdm5IWTUtylNheG+c6jGUz3eoh9JZEXsP7v3WcNfyc3NyUm7Ia61SbG+I6UuV\njt0ccvsA8OMw194B3FGbMr3jVcbknHsAeKA28aaqwqIS7vzXR3R94H85bdsK/KPH8sNfDK/19dv3\nbWfi2xM5osURjD1pbAIjFZH6aOixQ/nv1v9y17t3cUK7E+jWrFutrjvpp5eyITeTHhPHsWrsaEaP\n+D23Xn4iLfJS4w+ZiIjUQrzmUMZhlVdfpL2lmZlQXBxzAhXaQ5kb0tsZyZDXeCXm34qrLBBDqQv0\nUOZlVr1Ap2VlUVZYWH47FaTyojz1ysK1X9Hvvvl0ffCPnLZtBS3Hj6dHBMlkaVkpExZM4EDpAe7+\nn7tr/CZFRKQyn/m447Q7aJTRiHFvjaOotKjW1+b/6CI63XM3x329kR889r9cfM88Xvpom3orRSR9\nNPB9KH1xmkMZHPIaS29hRIvyhIh9DmVoQnnos3QkQ16JVz2G8JkBGbiyDEop4pvib761ZUh5LH4/\nZfv2BW5nKqFsELbs2s+vnl7Kz6YuZMT8xzlt60e0+90E2g0bWvPFIR796FGWfLGE353yO7o3656g\naEWkvmuX144//OAPrP56NXcuuTOia5v3u5COd/2R7xasY9x/HuaGJxYy5PElfLaj+j0uRURSQgPf\nhzJeiZBl+ANzGmOYzxjJtiEAlJYGnjvGBCq0hzIny48RuF/rVV4Bi1NPb6jyRNdlUeIO8M3Bb8L3\nUGZkHKoP9VDWbzv2FnHHi6s458/zeXvFZqatm8X3NrxP2/HjaDlkSERlvbP1Hf62/G/0696PAYcP\nSFDEItJQnNXlLK467ipmr5nN858+H9G1zfr3p+Of7uI7X37G9FXTWbt2C33ue4vx//yQzTv3JShi\nERGJVnDbkHglQub3Y1lZ31owJhKRrPIK4MoC63TGuihP6CqvWRk+/L5AT2lNI/8q7D2ZgB7K4Fvj\nyrI4WHagfFGeKmWG7ssZW33ES/yXKWrg1n9VyFPvbOSZJRs5WFLG5Uc2Z/jLD1C6cjntJ02ixaDL\nIypv897NjH1rLN2bdefm798c0w+viEjQtb2vZUXBCm5fdDtHtjySY1odU+trm118Mb68PLaMvp4n\nfdN47opxPL5sC/9ctpkf9e7EkB905djDtAK1iEhKieO2IbGuLhrpojwUFwPgy8ut4cQanjckp26U\nGUgoi8uKyfRVn5gFFwWCxPRQ+rzP964si+KyAxwoPUC2v+rtSYKLIkF6bRsiNdi9v5jn39/MTx9d\nzFn3zGf6Oxu48LgOzBt2HCPn3EPpqpV0vO/eiJPJ/SX7Gf3maMpcGfefdT+5mbH9EImIBPl9fv50\nxp9okd2CMfPH1Gp/ylBNzj6bzg8/RNm2rQycfhtv/KQHg07qzAvLt9Bv8ttcNmUhTy/eyFff1H6e\npoiIJI4vXovJ+P0VVz2NQsQJpceXG2tCWamH0pvLWdOQV0KSuET0UPqDcZVlUVxWxMHSg2HndVZI\nblNk2xD1UEahsKiE5Zt38f6mXSxaV8A7nxVQUubo2DyHG88/gstP7EzzXdvZdPXVlGzfQecpU2h8\n+mkRPYdzjlsX3sqanWt48JwH6dK0S4JejYg0VC2zW3Lfmfcx9N9DuWH+DUw5d0qNK92Fyjv1VLpO\ne5xNI69h38ifM3HK3xh7/rnMWvo5zyzexMTnV3DTnBWcmN+S73dvxUn5LejZsTnNclNjiI6ISEMS\n8bzFMMzvx5cVWyITHGoaqVgTytA5lP4MX/nQ2xrnUIb0SiakhzI45NVlcrDsQCChDBeT/1BCmypz\nKJVQVmPH3iL+/Oon7C8uZf/BUnZ8U8TnX++v8I17j7aNGfHD7px/bDt6dWqOz2fse+89Nlz7a3CO\nLo8/Rm7v3hE/95TlU3hp/Utc1/s6ftjph/F8WSIi5b7b5rtM+sEkfvf277h98e3ceuqtEQ2tzzn+\nePKfeZrPR17Dxp8N4bC7/8SI887jqtO78fEXe3n5o228/vF2HnjjU8q8eTwtcjPp0iqPVnlZ5GZl\nkJfl55r/6U73NmHmi4iIxEMD3oMyniwjI+ZEJtrkNvYeysDft+CfuWAcNa3yWmHvyYTMofQC8uZQ\nHiw9GPYLXvNnlseUiC1MoqGEshrFpWW88fF2crIyyMnMoGVeFucc1ZYurXI55rCm9O7cnOa5FRvg\n7hdeYOvvbyKrY0c6P/wQWV27Rvy8c9bOYcryKQw4fAAjvjsiXi9HRKRKFx9+MRv3bOThDx+mS5Mu\nXPXdqyK6vtHhh5P/7Aw+HzWKLdf9huLf/paWw4ZydIemHN2hKWPOP5JvikpYtnEnH3+xhw0F+9hY\nUMj2vQfYV1RK4cESrjxFozBERBLJ4tRD6T+sA85bZTRa0Q55tTj1UAa/Ni11gdfRyF99j2to4paQ\nVV5D5lAWle7lYFk1Q17jsA9ovCmhrMZhzXNYMvHcWp3rysrYMXkyBQ89TO4pp9Bp8v1kNIt8UYp3\ntr7DpIWTOKXDKdxy6i1ahEdE6sSoXqPYtGcTf1n2Fzo27kjfbn0jut7fujVdn3ySrePGs/2uuzi4\nfj3tfj+xfMGAxo38nHFEG844ok0iwhcRqVlwD8obb0xuHEkSryGv7SdOBG/V1Wglbw5lsIcy8H9J\nWQlQ8yqvluAeSl9ID+X+0kIg/DDc4BzKVEootShPHJTs3Mnn1/yCgoceptnAy+jyyNSoksmVBSsZ\nM38M+c3yue/M+yKayyQiEgsz47bTb+OEticw4e0JLNi8IOIyfNnZdLzvXlpdfTW7Zs5k489+RvEX\nXyQgWhGRKDTwfSjj1UkR3DYkFpFuGxLky616b8baCvZQBvO30jKvh7KGhJK66qF0fvaXeAlluGG4\n/mAPZerkCUooY7R/xUo2XDaQfYsW0f7WW+hw221R/ZCt2bmGa167hqZZTZly7hSaZDVJQLQiIuE1\nymjEA+c8QI/mPRgzfwxLv1wacRnm89H2hjF0vP9+Dn66lvU/uozCRYsSEK2IiNSGORe8ldQ4QkXd\nQxnrtiFeMmheXZS41OihLJ9D6XwUlR4AquuhDCSSsS6MFE9KKKPknGPnjBlsvOIKnHN0ffrvtBg8\nOKpvf9bvXs/Vr15NI18jHu3zKO3z2icgYhGRmjXJasKUc6fQPq89175+LSu/WhlVOU37nE/+7Flk\nNG/OpuFX8dWUKTHPuRERkehZKiWU0fZQ5uTE9Lz+SovyBHsow+35WC7RPZTlq89m4Ah8ARA2oUzB\nOZRKKKNQ8vXXbB51LV/cOonck0+m23P/JKdnz6jKWr97PSNeDSy880ifR+jcpHM8QxURiVirnFY8\ncv4jNM1qyohXR/DB9g+iKqdR9+7kz5xJ0wsuYMf9k9k4dCjFW7bEOVoREanOruZej1aK7FkIMSzK\nE+OqppVXeQ0mb6nUQxkUNqHM1BzKtPfNW2+xrv8AChcsoO34cXR+ZCr+Fi2iKmt1wWqG/XsYJWUl\nPHL+I3Rv1j3O0YqIRKd9Xnue6PsErXJaMfK1kSzetjiqcjIa53HYPXdz2F13UrT6Y9Zdcim7X3wx\nztGKiEg4/xjcnskX+7BOqTMCLtqEMlaH5lBW7K2NZA4lidiHsnwOZUhCGXYOpRLKtFW6ezfbbrqJ\nz0deg79FC/Jnz6bVsGGYL7oqXPblMoa/MpysjCye7PskR7Q4Is4Ri4jEpkPjDjzR9wk6Nu7Ir+b9\nijc3vRlVOWZGswED6DbneRodfjhbb7iRzb++juLt2+McsYhINebPb5B7Ue7Ly+Dt43wpNeQ1WbsY\nZFTaNiSoxh7KkHgTsffjoSGvh/KKsPtQZiihTDvOOfa8/DKf9buIXc89T8urhpM/exbZR0afAL64\n7kWufvVqWue0Znrf6eQ3y49fwCIicdQ6pzXT+kzjiBZH8Js3f8P0ldNx5Qs8RCarc2e6/v0p2tww\nJjDao99F7Jw1K+ryRESk9uK1bUgydHpoCu1uvinmcjLC9FDWOIcyVJSdSdWpcshruH0ovR7KVBrC\nnL4tqw4Uf7mdzb/8FVuuH0Nm27Z0mzWTdmPHRv0GlrkyJi+bzPgF4+nZpidPXfAUHRp3iHPUIiLx\n1Ty7OY/1eYxzupzD3e/dzW2LbqO4rDiqsszvp/XVV9P9hTlkH300X9x0M5uGDOXghg3xDVpEpLJ7\n7jm0F2UDlEo9lJFqcuaZtLzyypjLqbwoT1C4+YpVSWgPZS3mUJZvG5IdQRKcYEooq2NwYNUq2o4b\nR/7MZ8k+5pioiyrYX8Co10fxyEePcFmPy5h63lSaZzePY7AiIomTm5nLn8/8M8OPG86sNbMY9u9h\nbP1ma9TlZeXn0+WJabT/wySK1q/HxbhJtohIjbQPZbJDSLoMr3excl1kZyS5h9IOrfIaVNO2IdYo\ndYa8+pMdQCrLbNuWw+e9hi/GMcqLti1iwoIJ7Cnaw8RTJjLoyEH6oRaRtOMzH9d/73qObnU0kxZO\nYuD/DeS2H9zGOV3Piao88/locfnlNLvkkph/z4qISPV86kcKWZSn4vEaF+UJEZzDGE/BHLU2i/IE\ne0h9jdRDmTZi+ZCz9+Bebl90OyNfHUmTrCY80+8ZBh8V3V6VIiKpom9+X2ZeNJPOTTozev5ofvuf\n3/LV/q+iLk/JpIhI4unzZ+i2IRGu8hoiIftQ2reHvIZdlCe4bYjmUNZvzjn+vf7f9J/Tn1lrZnHl\n0Vcyo98Mjmx5ZLJDExGJi85NO/P3C/7OqF6jmLdpH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(15,5))\n", "\n", "for w in {'boxcar', 'hann', 'hamm', ('kaiser', 5.0)}:\n", " axs[0].plot(firwin(1024, 1e-99, window=w), label=w)\n", " axs[1].magnitude_spectrum(firwin(1024, .1, window=w), scale='dB', \n", " pad_to=2**16, window=mpl.mlab.window_none, label=w)\n", "axs[1].vlines(.1, -100, 2, colors='r', linestyles='dashed')\n", "axs[1].axis((0.09, 0.11, -100, 2)), axs[0].legend(), axs[1].legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We note the following: There is always some energy above the cutoff frequency. Some of it is in the main lobe (left of the first notch), and then in the side lobes. The 'boxcar' window has the notch nearest to the desired cutoff frequency, but it also has very large side lobes; it also has some passband ripple! All the other windows widen the main lobe by roughly the same amount, but have varying side lobe attenuations. DSP folk like the Kaiser window; the parameter (here, I picked $\\beta=5.0$) allows us to approximate various (named) windows, even up to a Gaussian window, but it has other properties that are nice, too. I refer you to the literature." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The cutoff frequency\n", "\n", "So, windowing (always implied if having a finite length impulse resonse) widens the main lobe. So, why not, to reduce aliasing, drop the cutoff frequency of the LPF? Good idea! How much though is a design decision, affecting how much of the (usable) signal is retained vs. how much aliasing you are willing to tolerate.\n", "\n", "My argument is that - if possible - the cutoff should fall exactly on the first notch (\"null\"). That way, the maximum aliasing is given by the sidelobe attenuation, and we are guranteed to have no energy exactly at Nyquist; in the rest of the specrum, aliasing noise might get masked by the real signal (in an audio context anyways). \n", "Unfortunately, while the location of the first null of the window itself is known (at $\\frac{1}{L}\\sqrt{1+(\\frac{\\beta}{\\pi})^2}$, for a window of length $L$) this is _not_ the case once you multiply it with the sinc function. If there is a closed-form solution, I do not know it; instead $\\frac{1}{L}\\sqrt{1+(\\frac{\\beta}{\\pi})^2}$ seems to give us the max of the first sidelobe.\n", "\n", "This is actually a useful thing, since now we have a range where we can numerically search for the minimum!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code\n", "\n", "So, here is my implementation of the above discussion. I still use `scipy.signal.resample` but compute a better filter. The function gives you 2 configurable parameters: $\\beta$ and $L$, with reasonable defaults for audio processing (in other words, pulled out of my ...)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def resample_poly_filter(up, down, beta=5.0, L=16001):\n", " \n", " # *** this block STOLEN FROM scipy.signal.resample_poly ***\n", " # Determine our up and down factors\n", " # Use a rational approximation to save computation time on really long\n", " # signals\n", " g_ = gcd(up, down)\n", " up //= g_\n", " down //= g_\n", " max_rate = max(up, down)\n", "\n", " sfact = np.sqrt(1+(beta/np.pi)**2)\n", " \n", " # generate first filter attempt: with 6dB attenuation at f_c.\n", " filt = firwin(L, 1/max_rate, window=('kaiser', beta))\n", " \n", " N_FFT = 2**19\n", " NBINS = N_FFT/2+1\n", " paddedfilt = np.zeros(N_FFT)\n", " paddedfilt[:L] = filt\n", " ffilt = np.fft.rfft(paddedfilt)\n", " \n", " # now find the minimum between f_c and f_c+sqrt(1+(beta/pi)^2)/L\n", " bot = int(np.floor(NBINS/max_rate))\n", " top = int(np.ceil(NBINS*(1/max_rate + 2*sfact/L)))\n", " firstnull = (np.argmin(np.abs(ffilt[bot:top])) + bot)/NBINS\n", " \n", " # generate the proper shifted filter\n", " filt2 = firwin(L, -firstnull+2/max_rate, window=('kaiser', beta))\n", " \n", " return filt2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sanity test: Upsample an impulse and make sure that the first null is at the right place ($F_s/2P$)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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rjousBVnknJND7gW5p/yZmkjhnjDhrjARXwRlVVizrdjz7NKoMkkmIrGvw1hX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\nSO5f7Wbvx0e3pCQu1BZi20X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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pw = 18\n", "impulse = np.zeros(2**pw)\n", "impulse[2**(pw-1)] = 1\n", "\n", "Fs = 48000\n", "US = 50\n", "filt1 = resample_poly_filter(US, 1, L=10001, beta=5.0)\n", "us = scipy_signal.resample_poly(impulse, US, 1, window=filt1)\n", "\n", "plt.figure(figsize=(17,3))\n", "plt.magnitude_spectrum(us, c='m', Fs=Fs, scale='dB', label='resample_poly_audio', \n", " window=mpl.mlab.window_none)\n", "plt.axis((Fs/(2*US)-50, Fs/(2*US)+50, -120, 40))\n", "_=plt.vlines(Fs/(2*US), -120, 3, colors='r', linestyles='dashed');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK! Let's try our sweep again:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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odQMyjINNuVkSmheM/lgV+GjGtIyH5VJUa83r0ZyAi8/MQCPn9qda9gFbg+ak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\n7u0dMVbCjnNRSUukH5aS42KKkW81WbeRsWtuElJ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k3iWkTe2nu0NVTCuJa4UnQuMJ15M8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pWYy26e/HKS+kR1mCklWIsppH0iMdK+8++nlDm0EQLyz6+V6VnhWvYW0j0orvIWqyam/pz7Zf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ZNLEEKM6rilH9LikGUsh314rWjO+h6n1XBhQyp4WRXlRVDdFNUGVpL0zbtZciLMtCTeJcnW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\nalhZuWTrIjk/mx20XTGB5ZdaqvUMV4ff88YDmF+wZ+/yi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,3))\n", "wfilt = resample_poly_filter(P, Q, L=2**16+1)\n", "plt.specgram(scipy_signal.resample_poly(sig, P, Q, window=wfilt)*30, scale='dB', Fs=P, NFFT=256)\n", "plt.colorbar()\n", "_=plt.axis((0,2,0,Q/2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And compare to resampy (which uses a *fixed* 64k sample hand-tuned window, hence the choice of $L$ above):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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xpek7zCl1agmOTLzOQXQO+oByL1U7EinbxmnYpGA00wrS/hM8Rc3M1KcsmDsW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\nnEPdR8OOjklO7czrQ8BxPoEQkUxpniTKRLO75X7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gfuwxdwHjzAfjXCJy5jk7AR5nM/JI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\nvfCAsHE8lEEr15G2JDXMaElGkyy261l/6RCnxfPm/LtuKCpM+GyepSP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FhV/mRpjTpXGx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CG+Bswduyl9Yock2mdjCJBEk8NNyifdkSCKx82AbZe/1R3pQsH+rMP15oAbk8f1zoPDnj7e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\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os0T0S0T0t4nofVvPRSL6pP6bBApwpfH8A0R0a2vc/uDWc7+fiP6R/vv97+yWP35xhbH8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\nKk6mmGKKKaaYYooppphiisci/n+kVNqweCIoXAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,3))\n", "plt.specgram(resampy.resample(sig, Q, P)*30, scale='dB', Fs=P, NFFT=256)\n", "plt.colorbar()\n", "_=plt.axis((0,2,0,Q/2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I daresay my method works pretty well! One quick test with a more radical downsampling, to 16k (ratio 1/3), with default parameters:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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VX2dcBGNE3jx7pb2+f9qYVd0+LaZWL62KgPIkazsWzfUlwmBcWRZh48qimaO9pWZesuAw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\nDkwqAKlSpUqVKlWqVKlSpcqByf8Pxg9TlUn0S84AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "P2 = 16000\n", "plt.figure(figsize=(15,3))\n", "wfilt = resample_poly_filter(P2, Q)\n", "plt.specgram(scipy_signal.resample_poly(sig, P2, Q, window=wfilt)*30, scale='dB', Fs=P2, NFFT=256)\n", "plt.colorbar()\n", "_=plt.axis((0,2,0,P2/2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yeah, I can live with that.\n", "\n", "## Conclusion\n", "\n", "Sample rate conversion is tricky business, but with a bit of fiddling, you can get good results in python - now also using nothing but `scipy` as required package (and my little precomputation function).\n", "\n", "While I haven't looked at the (extensive) literature if the method presented here has already been done before (after all, working on this is not my day job... I'm supposed to be writing a paper right now!) it makes sense _to me_, and I'd love to get some feedback on it. Please leave a comment on [my blog](https://signalsprocessed.blogspot.de)!" ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }