{ "cells": [ { "cell_type": "markdown", "id": "03c9fc8f-6656-421f-a778-4cc13704907e", "metadata": {}, "source": [ "# Tutorial Step 4: Working in the frequency domain" ] }, { "cell_type": "markdown", "id": "2478f69b-b7ec-49f3-8537-b527baa95d0f", "metadata": {}, "source": [ "Working in the time domain is often not convenient so it's important to be familiar with the frequency domain.\n", "The [frequency domain](https://en.wikipedia.org/wiki/Frequency_domain) is a representation of time-series which represents how the signal is distributed within different frequency bands over a range of frequencies (so called the \"spectrum\" of a signal).\n", "Working in the frequency domain is more convenient for common operations such as filtering or signal identification.\n", "It's possible to transform a signal from the time domain into the frequency domain and vice-versa." ] }, { "cell_type": "markdown", "id": "7af4e886-1f28-4354-9184-c7a1a03daec0", "metadata": {}, "source": [ "<div class=\"alert alert-block alert-warning\">\n", "<div><b>⚠ Warning</b></div>\n", " Uncomment the following cell if running in Google Colab.\n", " If you use other running methods, it should not be necessary.\n", "</div>" ] }, { "cell_type": "code", "execution_count": 1, "id": "c2098fb2-f481-448a-827e-94592b4a0c7a", "metadata": {}, "outputs": [], "source": [ "#! wget http://gwosc.org/archive/data/O3b_4KHZ_R1/1263534080/H-H1_GWOSC_O3b_4KHZ_R1-1264312320-4096.hdf5" ] }, { "cell_type": "markdown", "id": "32a68847-a58b-44cb-bdad-9f06d0818327", "metadata": {}, "source": [ "Before going further, let's go back to our previous example (there is nothing new in the code below):" ] }, { "cell_type": "code", "execution_count": 2, "id": "e228825e-43c4-460e-ab52-74c28fd5ce22", "metadata": {}, "outputs": [], "source": [ "#----------------------\n", "# Import needed modules\n", "#----------------------\n", "import numpy as np\n", "import matplotlib.pylab as plt\n", "import matplotlib.mlab as mlab\n", "import h5py\n", "\n", "#----------\n", "# Open file\n", "#----------\n", "fileName = 'H-H1_GWOSC_O3b_4KHZ_R1-1264312320-4096.hdf5'\n", "dataFile = h5py.File(fileName, 'r')\n", "\n", "#-------------------------------------\n", "# Read the strain and some information\n", "#-------------------------------------\n", "strain = dataFile['strain']['Strain']\n", "ts = dataFile['strain']['Strain'].attrs['Xspacing']\n", "meta = dataFile['meta']\n", "gpsStart = meta['GPSstart'][()]\n", "duration = meta['Duration'][()]\n", "gpsEnd = gpsStart + duration\n", "time = np.arange(gpsStart, gpsEnd, ts)\n", "\n", "#-----------------------------\n", "# Extract a part of the signal\n", "#-----------------------------\n", "length = 16 # Length in second\n", "startTime = 1264316116.0\n", "numsamples = int(length / ts)\n", "startIndex = np.min(np.nonzero(startTime < time))\n", "time_seg = time[startIndex:(startIndex+numsamples)]\n", "strain_seg = strain[startIndex:(startIndex+numsamples)]" ] }, { "cell_type": "markdown", "id": "8a17bf43-71db-4116-8319-380346ecc831", "metadata": {}, "source": [ "An important concept when working in frequency domain, is the notion of [sampling frequency](https://en.wikipedia.org/wiki/Sampling_(signal_processing)).\n", "This is simply the inverse of the time between 2 samples.\n", "We will store this in a variable called `fs`." ] }, { "cell_type": "code", "execution_count": 3, "id": "793c242b-42ec-4755-a125-f68e1591491f", "metadata": {}, "outputs": [], "source": [ "# Sampling frequency\n", "fs = int(1.0 / ts)" ] }, { "cell_type": "markdown", "id": "04f58b03-1025-41fc-a367-e7a674bfd630", "metadata": {}, "source": [ "## FFT with Blackman Window" ] }, { "cell_type": "markdown", "id": "8dadf624-d153-4c8d-926f-c463dd720629", "metadata": {}, "source": [ "A Fast Fourier Transform, or FFT, is one method to transform the data into the frequency domain.\n", "An important concept when computing the FFT is [windowing](https://en.wikipedia.org/wiki/Window_function).\n", "This refers to using a function (called the window function) to smoothly force the data to zero at the time boundaries, and so reduce edge effects in the FFT.\n", "Different window functions have different properties.\n", "Here, we will use the [Blackman Window](https://en.wikipedia.org/wiki/Window_function#Blackman_window)." ] }, { "cell_type": "markdown", "id": "667e4506-c461-44f6-9c33-57193b61088d", "metadata": {}, "source": [ "The noise spectrum of current instruments is seen to have the most power at low frequencies ($f < 50 Hz$), due mainly to seismic noise.\n", "The most sensitive band, often called \"The Bucket\", is roughly 100 - 300 Hz." ] }, { "cell_type": "code", "execution_count": 4, "id": "a2c52eed-6135-4709-8834-9590e93013eb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Strain / Hz')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#------------------------------------------\n", "# Apply a Blackman Window, and plot the FFT\n", "#------------------------------------------\n", "window = np.blackman(strain_seg.size)\n", "windowed_strain = strain_seg * window\n", "freq_domain = np.fft.rfft(windowed_strain) / fs\n", "freq = np.fft.rfftfreq(len(windowed_strain)) * fs \n", "plt.loglog(freq, abs(freq_domain))\n", "plt.axis([10, fs/2.0, 1e-25, 1e-19])\n", "plt.grid('on')\n", "plt.xlabel('Freq (Hz)')\n", "plt.ylabel('Strain / Hz')" ] }, { "cell_type": "markdown", "id": "8c6aafb7-30de-4645-a870-23126c098f8a", "metadata": {}, "source": [ "## Power Spectral Density (PSD) and Amplitude Spectral Density (ASD)" ] }, { "cell_type": "markdown", "id": "80040b5e-9d86-4e41-af0b-5f24ffe41777", "metadata": {}, "source": [ "The Power Spectral Density is another representation of how the power in the data is distributed in frequency space.\n", "Matplotlib's [`psd`](https://matplotlib.org/stable/api/mlab_api.html#matplotlib.mlab.psd) method uses Welch's method to estimate the PSD.\n", "The method divides the data into segments with `NFFT` samples, computes a periodogram of each segment (similar to the FFT plotted above), and then takes the time average of the periodograms.\n", "This averaging over several segments reduces the variance in the result, which is why the PSD looks \"thinner\" than the FFT." ] }, { "cell_type": "code", "execution_count": 5, "id": "88bc709a-db16-4e40-9eb9-2456d97452ac", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'PSD')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#-----------\n", "# Make a PSD\n", "#-----------\n", "Pxx, freqs = mlab.psd(strain_seg, Fs=fs, NFFT=fs)\n", "plt.loglog(freqs, Pxx)\n", "plt.axis([10, 2000, 1e-50, 1e-38])\n", "plt.grid('on')\n", "plt.xlabel('Freq (Hz)')\n", "plt.ylabel('PSD')" ] }, { "cell_type": "markdown", "id": "8d24e759-ecf5-472d-983e-b6fc53eecb48", "metadata": {}, "source": [ "A variation is to use the square root of the PSD.\n", "This is is called the Amplitude Spectral Density (ASD) and is done to give units that can be more easily compared with the time domain data or FFT.\n", "More information about the ASD of the instruments can be seen on the page of each dataset, generally in a section called \"Instrumental Spectral Lines\" (see [here](https://gwosc.org/O3/o3speclines/) for O3b)." ] }, { "cell_type": "code", "execution_count": 6, "id": "46d094f4-b071-4379-a78e-b13946e9918d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'ASD (Strain / Hz$^{1/2})$')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#-------------\n", "# Plot the ASD\n", "#-------------\n", "plt.loglog(freqs, np.sqrt(Pxx))\n", "plt.axis([10, 2000, 1e-25, 1e-19])\n", "plt.grid('on')\n", "plt.xlabel('Freq (Hz)')\n", "plt.ylabel('ASD (Strain / Hz$^{1/2})$')" ] }, { "cell_type": "markdown", "id": "e5c5d7fc-0518-4148-aa46-573921f55ff5", "metadata": {}, "source": [ "## Spectrogram" ] }, { "cell_type": "markdown", "id": "9d92a3a5-7494-4465-9577-37be7b9ffef2", "metadata": {}, "source": [ "Working in the frequency domain is important but we lose all notion of when an event can occur.\n", "Intuitively, we would like to study how the distribution of frequency varies across time.\n", "Spectrograms are a way to show this." ] }, { "cell_type": "code", "execution_count": 7, "id": "cdb6674c-9112-450d-871e-e221311b8fe0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Freq (Hz)')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZPV/U/ywEmc7TkmixEYQ7785oEeeFaK3buiIglgHYcv8v0D63157XUF/YQUTzOaVvoot37w4JyruLykr8aGCHcp14zYddSQziQ+Xbfo1xJz7svDT4qtE2tFUJbKgBm2YorFfdq3ZIist2qZ7Z0BihSk6mnXm/cpiQwzbTcEmamw1JODnX6qT8mwA2TOmeaW6wlREzMJdlovP1qmEN+vObXKDRv1DfbC0+rZYOeoTqneiJYADwuqSIxxhX8wLBngsh1eSFzv2g/EenxwS8cP8CLyPpq5lTgGjF41pvn+AfvPvP44UXXsArXvGKXbJ9VuUQvfDCCwCAV73qVQCAD3/4w/joRz+Kr//6r/dnrq+v8ft//+/H+9//fvypP/Wn8MEPfhCn0yk88/mf//l4wxvegPe///34hm/4Bvzcz/0cnnvuOQdDAPA1X/M1eO655/D+979/Cohubm5wc3Pjf7/44osAmotUjjaj7UcIm4V8AJqUzNC0CGKejYwFTAzNDLIBNti2E7wvSw9xpa2UjMTFkpa1VyJbBTRj2NC21bkjkDeuUIy/2wM9T6iQkhTZKC4tow7LB9EOfraknmlrWlgZtJWRp5C9WNgZvw/DQ3/jwQz0IqDQIDC4HleSBzhNfMznYT2xF8h4ydzUQVgwEDkTn5JyMoUQwlHLHDxuvFxJcenS59DDSkSuiVC2v0d+kY73UlsZEKHnkmTQNkKcrFyZ0L3N1ZLhY5kpPAbgAWjnsmOszLxfvr5XtLy/3I++Djd9mxhNACu0GHb0kI7Nua11/16n7WkRQBXl1PLK9HaMz8DL+ZGA8wO9PWuC5mXQcdAyeNmlh1yqBPnnhh17DRS+nuuBgGWJ82zh7yyDTNHzOgV6/k/pyblLC/dcMhrsh6zoO5m2Yd9sVO0BoT1gMAUHvB5m4GBSn3vF2Ius1L+8uxJGJxm5hLwLkYD1RpbJqGfGq0Y4zqlq72V+T+vW5ESSm663UlrDes9cos8aQKSq+M7v/E78K//Kv4I3vOENAICPfvSjAIDXvOY14dnXvOY1+D//z//Tn7m6usLnfd7nbZ6x9z/60Y/i+eef37T5/PPP+zO5fO/3fi/e9a53bT5fTorlHnDdGKOWZJFhKKCZolTRzcLx9WKKQjFRrr0NY4qE0AOYIIQOdH0iMrSWWWkLSMCM97LXIGzrDYpPwufjPY3nwoTxynRR5XBZ70YAo1vNQGPdWQ9Z/7iOmPVdB3AIipc9R2mbtjU+A8YzDw+XsgLI4VnqqEqz1nm8QUBmpZyAg70zwObEEg6W/HivTFzY3I9GF7IemXdAfJzeHTvmWIojelFSH0MuKSdwBw8GQvLr1ItJ47noiZi8m61oWcd7fmaUnQNERyVcmv9sCU+tYWxpCArVTL+blQQUZn3LAGa6TmlcFgaXSV/GeLb92XoHmszYyjyBYOyyNcOp5m3yM9kAmrPaNxBYkr/LzJiMP5MhU8MO6IBSoxwwYLcqsKb6EmCYpQyMPBvZ0KkZOUyb8R7yPHWeqhuX11jrxTY2JNk3428IWohWJkCvA5NKqQOb9jLtZt6lyTrbpGt0r15ZgHrQ2JfT3Tob+CwCRP/Ov/Pv4B/8g3+A/+l/+p823+WzA1T1zvME8jOz5y/V893f/d34zu/8Tv/7xRdfbCdVr/DE0k04Jy2cXVd6WIgIi7/0w/qWG0W5rVhu6xCsdvjiwQ5hHKjcUT3lFwXP0tq23rPXxmPJB2C9BnQh9NXBlyvDUxxT7nfe/j92VIkLBbdIVglxYfaGsFdKuhJ3l/YpurU3fSRXue+6uxpzw1btDGCFcbHg30xgfMn6yQo4ClZSbCaclJ5f+/t5h9GMdTiBO3u4kqJmPrSkx8OTxlvSz8PxXI9rwfnatgNj0Me8VF5nEsYMlBjs1fhMoEehTQETMOL1+5gxlMJOGHFaRMN5XlpaX3JeSQZZMTcHQanvhjVYadC6pq5AtB19Eb9IoDHMoUR6LUSbkEszFEOoa+IB9fdnQI88wRuvQkXn8fkuT/M8GIAf3kqgXmEYd7Sml9uRKOw5IhweDQcDdllnoSYaZ+Yzy7fZzo/678ZD9dD6Z/LUvec7QCeXzVe9nbWDsFyPy4pJ/XtGk/A8KxAtUJnz5F6fiZ8C79v7tF54h6v1o9g8LqO/A4hK3818fx0IDBnudOhOAQdRub46ciXFvIl9TddD1yNmePT37ptD9FkBiP7sn/2z+Kmf+in87M/+bNgZ9trXvhZA8/C87nWv889/67d+y71Gr33ta3F7e4uPf/zjwUv0W7/1W/jar/1af+Y3f/M3N+1+7GMf23ifrFxfX+P6+nrz+e0r+jkcVIIbdiW+zGifftqxOBvhzruUsmCqFCbhBZIKW2ZDSA/36FAKGj1JvDi0LQgXhJybQQrDFnc4TOuAsM3cAEA1ILQqaheuoc+dlnLWqaBrAFQgZQCfkNNTYl1TVy0p5WBB9XGpCdOJ4JopLgCWluL1ucJhxTTNG2gWZC1oK/E+i1aMDti4hW3esvBXAdarNienl0lQ8OG9yU9BPxytH743PD0Cd9FNQIN5rrZeBAl0n1l+5YxmeFA+SrZwJZiURJ6JotGFkqep+3vzMg1ncP2ZxtykWUsEQkJCegdLOXRjIJzHYMAkex5V4VvLBQiASDAUmlY4IGQ6GkifzYvTgOZFTRkaSXMYjmiNUYXTKVNJtM3xcmsAvYYT8terAjkK6qHJJ5NnQJd7dy0THrMDJMuj1Cj/eiJ2G5b6i3HOtmvaFTV7+2CvS6DtIMhOMb0xSe5WH5DRblS2kUfMs847OzKCfoajQhTtwN6JfPDNB+bxviTjZu3ltnwi9+k1W3+yKtTDfoM2m9zC1QQzyZI7ymcUEKkq/uyf/bP4yZ/8Sfy9v/f38EVf9EXh+y/6oi/Ca1/7Wvz0T/80vuIrvgIAcHt7i5/5mZ/B933f9wEAvuqrvgrH4xE//dM/jbe97W0AgI985CP4pV/6JXz/938/AOBNb3oTXnjhBfzCL/wCvvqrvxoA8PM///N44YUXHDTdt9w+K1iuB5HNvVhOGixKm5zm0cEWbJAFGmLhZiEZ0qVD95rSkNEOTzIp5LnlLV7H5uMJ+NoWer+Ok1o5AbOBKsp9SWPuqQgB0HkfFqIVMXZ018MXpI91oX8kmIT6xx4YlZYboKB2iHYwsu7QawYmplY5993mOe368mTNNGf+7Hl4x4YQ74Dzqm9lPcb2jC9cUMwstNk871ly/DwrUP8vVaZ5zpJGJGWyuapCAVmFQsq9SubtHA7UyIug9rQfNFmJRwycs0dnD/jOwG8Y44SQGy9PJlxSFMsNcHhJcfyk4vipiuVJ2wVqZyPdvrzg1M9FWq8HreoZKCczBsjCtvHOPADAFojt9Tv105ThJrTH853XRdmbM8H5GeDWQlS6RA/c7B0waADEdkH1d/w07SQ3pXbv6K20begnGe/1tbRekWfD5E4HrnzmGwPsEBUgGW00uSQnNoZul6lSgZq8iwFwEoAJuaYmQ3JIlecrr8FgkIivi6iX4HI9rL/ZJgT6OR03Nz77c7LG9uqbCjAdvFFOzfvIx46st5cE3CifUUD0Z/7Mn8Hf/Jt/E3/7b/9tPPvss57P89xzz+Hx48cQEXzHd3wHvud7vgdf/MVfjC/+4i/G93zP9+CZZ57Bt3zLt/iz3/Zt34Z3vvOdePWrX41XvepV+K7v+i582Zd9Gf7wH/7DAIAv/dIvxTd+4zfi7W9/O374h38YQNt2/5a3vOVeO8y4lBOQD73U0hbVvQUC+iK6sr/iBG8WC5W2VXHSsSyEZwy2U/asvNn3HH7wqouQ2zIpPOuLDq+YuTZnCYdTC10nix1RECj1yfpS7HftXTAgZQrYQBm1tcnZSDHvS3TysdLzUkc//F0SMjOLXfu27m2Fk+YqPUGCWM3oSkpuE2JjsJlyhQL/7uWRTbyV1kY9AhwSAnbWBIOUSkAl03mHFIE3+uGa9vxGcPN3Bs7yeiMQywdm+tgmfZnm+ySFwWBCOg+sjxq4Pb1cILUEEKgF5P6n9aFoCb9HA/syBxST8QewuWM1Z9DjfZl59db4L9y3dgGQKxDzjfi7HeAAkyvH1qnMb8MrQn0vPWR3APBI4thm613oewcUdxwGm77LOME/31HygY7kybf+u2FdTE5EcOopDRPQM5OpgWbYvgMBUBFPFZFhwIybENLYduixaZefn4GeLq9ZHuSxcV1ezJFQBPUKgb/X28ty1MpnFBD9lb/yVwAAf+AP/IHw+V//638df+JP/AkAwL/37/17eOmll/Cn//Sf9oMZ//v//r8Pl7T9pb/0l3A4HPC2t73ND2Z897vf7WcQAcB73vMevOMd7/DdaG9961vxQz/0Q0/d5/MzgHIkTe5iOt24NC8ianZHZossKbdQZLTnz6TvN0VN+Uh0C28f27bFwtHGeKEEwTJra2YRWf0utHRO4732LuRzTPuQBeSic7rNykzY9fHWKwIcMyGeaLn5fqaw66jf202gZgY47ULPdup3JtrOuNKY/HGyIjegIYCe1NYOqOD2NvPFvFPpmVTXpp3MowmwhrHRAC7yyJ7Cnq31nXEFHmEaEqDNlnnu6JSmuPCZ806UMdOS6nYapvW38YbcJ+wLbNr3MVvbe0rvrjrvKtO51Nj25NldHtl8Pu/Tvca2J7tnFe/1i/o3/f6S7rHXHExvK8+66lKfxpjT2puBzr36Jh2MMnDahU1Zb+5+pjX3WXQO0WdzsXOIvvRPfw+W634OEQmrEL+074i5gpCkHBxz97s71pQjJeDeC2wAkcl3FiaX7DWYxWv33ZbzwuGNoDxy3zYKD9F6ZXpw2CML5D3aMH0JjFwKh9j4QxiNLZqktDbj3uvTPWi3G4ZLVvnF9xXB3R0ExgxM03g3ljImY87AMrUTrNq9HYphkJMxcD7MBDDnz1nRPI3yjA3fo1+55M/yOtoBX/n3EG6in2FuJsA188e0zMaR29mp996GQJ30fdLHmYd36pk2OWD8ltICZp6qu8qeoRfqzeO+BBw0pwzA5ywaVBP+tDmjed0o+CRfNmAty6wEsuZhtvjZ2IiCQePsEc7JzKmPuV6Z9b3gfrzKhfu4B3wm9VzSZ+vNE/zqD/y5z61ziD4XyvkxNh4iYH9xepJ1UiTlZP/iHVGekHzVEmFz8uO+VbsjmBLQyGCDd4QhMWwIdfCYEqALng8GhyXVwQKSQ0Rdkefx+DjPwOEUP29fpvbSXGgPK2wWIgmCLCw9b2ACfDZjwfjbr6mQWB+XjVs4hS/Ysgq5UYKYHEvthjIBVd5Nyy3KQlAGD4Q8ChuHCSQgAhXi4eU0Lt0E4GENz82wbdCJboGGSYgGjwGNTbTrHv67vy+JNzbkmX02EdK++eBMCfYGUmbAx94TonnqO/NbSPCcKBTr/yb8PJE1HPL1+lJde16CbMlrSVPB4GAHRG1kDvXfQ+t9zPfySNq4gbGbl/psY56Cqdnfsz7y48m77wAgr032gNLaXK/SesG8HWhbe3v93IBVe0wQQqAbj3EGQ3v1TehidA4pGFZ/53/Z4YEMhDznMeVrBhDL4H4iuzN/GO9o4oNpnlOqM9AMac1dKA+A6CnLzBM0f5CYZ6J49QCsB+D8jM1Yep0YcQMWZm1Lr14w4/27rbg8jqxgJm3breahjf6ueytyW93bY3dfBYtGJvSd1T35LB9Q6F623heucxcMaeyDKV+mSe6DW4Z5LmbK9x5j2tQx8RDsuoz7uP0QuYmi5PdndY7DOWPfNn3t838+AufZtp/c57r9eGpE7NDOvqsT3uD+730uzPuZ5xnc2HwCQOfv/bDEpN+z/lt9vG2e6tjjR1fUiLzI6wWI43BjhxUlYt0GyjY702ydULu7oMq+TmPehHfzOO8qF+be21gmz96h/KdVsnw2Ayi1p8eoWKf13EPZsscrb7BwA8gM1Il+2RhDiW9msuBO78wlOqX1HtbRxGOjBdDrYWf5JdxM3woUWoMM9PdCllMQzfzJX7Hhf0IwMss9Q2YPgOgpSzGvCJWLiyUJqA1ooGe4voz8Y6VUx31LVpwYCybs0roQC8oW5azM3LXT73KfsmDaAQubMAovUvtMMM41OmzraBXROJRe7Rb3xoq3/u1YJlkABRrPQqqzLjF9TXFTf73f9oxs84C23oA0f4rNQZrogtV++hsmDHdCcOZV1GSNbfqyA75mAMB/7Ci70IdMo1TPJmST+ug833OqxhcpTyHRYspz5n3boxWFEfPxEL5RIoGpTCf2MJh1PwvvBl6Z1cceSeYF8/pmjwiHUZIyyuB8knYS6Jdlz8zTNjV6MPq0CwB2ACl7DPZocm/AZnXOFHjoh27a8VzNfGQKyb5yQ2ObyJBg6GRZmLtSx/NTQyTR3ufwjBEOTH1sP+l08c4PtkN4nD+HYaDvrL9M8F0wnR7a837psv3MynpPpPMAiJ6y3LxKUR41as8QsJ+tIzHBcrPoiWEueZn4dwEoN0acKYZC1rhw9uriPhS0U0b3ABGwlTDArrKLykj3x8alHyVQzuJCOexW2bEg3Oo4SxDy7ok6AHrQeCDirM8Yn0tY+GPsbo1Z/4gG2QpzhcHCMc/Lhva6PXp/j8Z6R1JsoNUdUp4FC1/1oON15u2NO1+2icTBzT9JhJ+NqYWopIfh2k9XDAzcJwAm8EZWhjPFJVZfp/0yof2sr4p2LMBZhtIgHtktojH0lRPaM+2IJt7+DqjklwbvM7+lNRhkynhPVkA63ZdbCRcia0FXdhrCn6Hk/mGs47LKJqzudS3td8zmiehh689lxHlO+5k9p0WDB4ZpEryw95VXistrcHc+jQCxLunjKjed/ztvOdiwwy0PGgB1BgUbY9tAGPcxyx1B5P0kcwI5doCj0Riz9W71zNSKy0u9rAcnNNuj//iM5DaA+uR+aPcBED1l0aNCj4242v8biWaCfFjbEMg8a7+DhdiZ20561nTr8K5SMMDW3wtHrpvVehwJsLzY8u6zDAACqLPXCpqZWICx5TqOHekdFIVCUKVvOS29YgYUDNhosbUFny5wTW1d9FwkD4raGLyZuxdSoAGBt0A39hxYs0v7pd1pJqMtAidN6UroBtMhAD3nqy6cZnQPhDAaAKISzvCZeQaDa4kEcRBOuT2Vbcg3KyR7dGkH8dWDQh6PvmWemU4zezxI+Iu9r9jwwXDFpT5zI1n4FwBHHaE0pYd2gPu2s6kLRo+0dpXHowmMeqhEolfPKqX7rraDkO2f0lmwGxLFhtWBqAGYagCSqt3wQe+7LmjHAxSNydHmbTJgZCAl04dp0f9bl76OjkC7s0VjH/pzSR87bdsaN/nSbh1U5rFcgiImJevrWXaPL9jIYatvBioKsF4r1kcgg0r9u2FwMRMIGePbNdj+VmwWjBsY812DBjQlv6rhRxinAyHWaSQXFNgA2OElu6z85qH1Hbns60iHlwoddN+jPACipyxyEsiyP4G7xmLQkvQReQaUhcIESGmfYVeQeSEmVNw+gzN52MVA31siMU5NMQaXqi2YQs0ZGCqklLm7VTwXRaxf/TkDTNMk6KUJ3SmA2inaV62dhRRIwYrG6lJWNBHAqg4aSRU/CdjIGITSTPlNaCErgLO0blRAumdPCqCqqAAKBKraLrPEaFB6Hzv5xrhK8irxa1mx7CpmRg2AVm1A1N31Jv0Ihcz0apfyAQs5z0k8ud2HJkNBhbq08cBxTssIeoTqQw85TYQeg8ZAp/RcXkszxWx9RKdzqnMPO49QSQeH+dwgW0/cz7BuJRg/3NZGCboSkMGn1MkQks50LP2Mn6OGK/SCsmNrnsCPraWLe5YZePDaDwsXW7pmephxpwh1hhBp4t8Q+vHfJYEUooXYeGn83J/+XZWEbnR7HZO9YxfFTg2WnSJ5/XHfK4a38kxRAwMolAoRwpwWGjtFjzDz4CaiAXouf6Uk16h/wxs1ZLuWGnlAJjLL6jREk+g4/TnpY/hofQBEn55SdBMov2gV7igkf4csDOGHJXMAxiJgiwCgRRKBjn9mwtjCPYk39tyZzsyseG19auuvCtoN3YwcRB2gBBnOwo+YfJzgLpE2qUzlhwuzOC5RCQsqL+DZO1HJJIAVBIw0K5nfk0k76DQ8KqSfpDvuW+sPWPhkIoCMXhtLDUMpbHC2ytZN7i+NNvw9C8GekrteQaceU/iRwoGhr6kpF3YHdTC5eXBvonkeZkXoIRuzKfcZJspjtmdMNk/u55pbpYA5F4IlnJ7ZyIM8nkLAIfWNnweGQg7v5+cn77qOObNMoGtDUg5RAF6bHCIZSs1OV7/P/O+NjwyKNjeyqW9aFBsvwxYMaZyD7NbI/Gc8kBSvi3iTI+m1JuN6m/naE+sX9027nASAapd2z+T9pfGnfpi38mj9ngiKWRG4wYeedzPVCRPZeGdX83c8ZxXb3FgBJNzHpj7OjX6j/vv7O2WzLNf7MNgDIHrqcvjtguUUg+iXJsbLrjRLj4V8pO3Ebl6dKdH8+SVm3lE+vk32BIQLBHO7wn+MfvtYsnCXdF1FqsuFzf3498K4JNJyRscdxRUtHXtGhtUoGFo24tVtZzicpDM2kKFoWWFn0HZJCAniPE6Em+VdjNwXdSBn1xDwxYgb4GShu7vGm8ftGsI+T31MIDZ/xmMMSbH35Y9Lz7mw3vat9G3EfrTEGFYCPYMP+IqQfAJ2nmP/2OaZvLd3joFoYB7LyDt0vU+id25v6qlKSd9+CnU6dTzQcbNeEs3yAC4Bpp0yXUfGw27AyTYnZW/tKNEr0SN4pIxe/Oql9b87gPkDYS73gPbeECYyNMqO5AWyqlm/XALnCbyE9bejY6ZFNr9sZdzk+Sm/hfW31aszmbne3LGjpZcHQPSU5fApYAn+5LiIprinK76s8ELyLsazUfG2n5s2spDb+Y7r3ZSNYL2slB28cx+pnxuhuwfmkmLY0oO/BHmqEK1TTe9iMu5LZUaTCwrb+0rP+sKlOD/fCO8u/jP8Ykmgjd8F+MStPW2Pm76kmLKi72NVgZ85NBPOomjbVe9RYkghKcrEM5ttyZmG1P4l/t4FDcyHREPu04Ze3LcdwGB3WDFosDkDhSNC/x08TMm2P2YKaY/PdIRD+o3wokBdpJ/zBKzX0u61S5L8YniNFP14AUPW0GfBm5YV6GQ8m/Z3wNImNEPrKO+q2pN/l2TtpmRZmfue6ttukVd/1j1mJfJA0NGz9hhcJSCylXHDOPB3JgAmyh1q6y5D4BIYSfwZQpEXZNWshHbq9vPw+4weeUNM6h8QIyVhlye1d9+Tqh8A0VOWw0sREIUthYXOkGAmysBG4eGJcqvbXQX9cEYcen0TAZKtkXapXVNo5awj7JFBCCkILb2NI+J9SUAAGdmFfqnwgp9tTZ+d3O0HMyod7FUV7o4+DNpsim4XwBQghk4O5ZYtHSWwZ397nflfXqTWF2oH0gGIndczUcou9LKAl3ggH/eHx+K/VkBro6Hx2lyRqH/mNM7gdqePQykgeEP4EmLvz4T2M9reVaSiXdZ4Rr8dXf3ARNvyy94tD2HQPAuNLwvpjYIlxQeJ+VFaJCqfxAeuQCYgIdAlfDDkiJjeVfS8DG3b7RnY0XsbS93qS+sdgHu7XFb0m9UHWJYgB9wJMvNaG+9MAIwZRx6i59Ocqd/5jrYpnXR8pUyDLAMDkByf3cuTmNaet9F5Ww7Waaq3/yzn+F7Ymk5jNiBtQFYPND863p2BfhX03MpIh4tlBjo3fUzzQu+Gn7Mxa3x+14jPICXLziRvfXwXQRACLRSjLS1d/pWos3TvLL9UHgDRU5bzI8STqoEgfMPHxgwzpYxu4V1JeB7AWNQ1gS+7DsEAwjKer/ReVUGBksLrwp2VHkYdlW+Yz4yKIaitLYBCCnlRsZDMYQMaYwBYJJBGEnd7Uakf+R3rw3KrTcCvQyH56cv9fIzZbgr/SZaKcH+ykMwhG4n1zOZa+xkz1T0zW6UsFSPRG+Mz8JkwOto0RVJZqHZaFaCBoksApgzAYO9FN3Qc953K3YAsPT+9QsQVL6aWJgOUmYerXgM3jwR7oQdvfgYaJ/qszqrZgM/40B542naC3mFPw9o8hawU3Ks4kSN6EKwHYH0c+8Lg1c4Osv47uAIif5QhJ1QAWbbJ3Rs5gDFnUuBgLdADY3yRWO1fPdLf3CdBlEdML+NdHWvapsP7Z58zEOJ1aH0vcBnAPOf5cwba6CLfjdHGfcyAnr/zMcn83UyfzgdSqV8sQy4Am42HBYNW/AyLKX5v1p+N58vqYlqdO78xwC0Yl2jLoL/XmQ2mDGB5LDJoMQO1IbRYxmPWxwoCqnet01QeANFTlnoFiN1SnwVDEpQuAM9o7ndepItEJZUU0tQbkgWIWY5W7wKs14AcGihiJbSLxHu9wFagBTc+o+3OkPUqCubM5NlNGtqcjStZGBu6spKXBjLard+yAWVZuAd6ZsCTgIh71xTNU+U0krH46T1vb0nrjgWibq1JBkQbYLY2ntncdbcAuBLUDsqNh4zWFQ0MVSAcrCYVzXv4RKM7uXsk117n2q/vuGhZ6+hjOxsm9jFahhqJskTFvxHgXbBqmdB3wh/cXi6zsBF/t8kb4ccZd12iRQZQqW8AKV4Dv6QwNms+A6I72vT67Xle30xDetfm1w6yC3Xu9d8AHdFso6gn4CYUWkrerMkwWis2zxvDYyJfhOtNIUcflgJYx3uZd3TS943cYTlWEO7p2xhbExpynaG/mUSTObu3JzWvvzvAwDR8qJ3vz5N2+9/1SCA31zUBcxxBybvd9nLdrE5RhDOxIGjJ4DsAketk+t43wvEAiJ6yZODinwPD3d0/KLbIJ14U/zmb2L02EnO5UuneBFbobrF3pVQoQdSUvJaRTOueFBZAO0W6wnVwlcGGKclzZEQHUnbCcRrjRiAZHc16O28ZnduNnUwKJime4MGSWEf0bMj2PQ6LIo0jfbarlJlOdFFk6P9BcD6mOi2kanePHWJCraxtHvP9S0Owy1RYigLlFtsj7hOwZOVUzgT22bp2+krjq+x5LPO5sXDzJpTJRkYS9hvvQAZHWbHyXOwpjRk4yO/mQs9uPCwFkO7ZXWkO/NXcF3tPIi02coKeC11JwHpWZgaXTsZtFrt5GkYuS9ecwfO4VXjZY9MawjAqeI47ULwLVGUPotPvKe+34jIDBxsPp31VhtExK3fOp/WL5Z3RgNqf6oS0LqSORwMLp75n7zr3M7cRdAwSX7DnMReu1/6kNaGLRv0iAERcP2rql9o4Em3YKObiIeEeDi5kpJXbCwqNygMgetoyE0rGABPLQ/o7zYXagUjfaaVkaWzcgjtCwQVSRsbM9NK9J9rrLoJzUELifeRttrtgI/ett+dhnjqe8XHtcdYdws77Rc/b1QZynLyShMbF7/Nzk3kUGgsLtRBSIPe709DDIVEJhRwLup4h0PkSTSZgMXhoIOECxou33fMY8jsrv9ukkRYZpwnzxa9oz9W15faUU+uDe9OsyaobfvJ8JVbyTIMZyLyPLEsAhD+feV723vW2ExgB4N4wy8Epfl9SO2bCw5iHlPtF83UxxHyHkXCpz6Pzrf6mFHo+YfeKWA5LveqewCPgJ36r7CpQFfi9btW3eMvgpwmNRYlXkuINXp5T/M7WO182PTMuOIyvs3XLnt2+O469OgCG8cjA3mjVed+8ITw3Usc6LzeT9T7bacjzSXRz2lCdm9Advb/xpPV21iN8XZlMCsZWTXNB/zhdwQwt4+MMnGfeVGR5MwMsZgiUjnR0HAPjBjy9F/QI0551VgLGuvT7QR/BU0SsrDeXhOwoD4Don7RkJc6CbgHOlAznp6aZ0LLdR3aI4Z7gZybhJFayGhRot0PPZvRSvT1EYWXjygcCYwdgYGeTmOLwscUt714HMTqEPBt2dceJhAJ7GygH5z7gkQVCuGIBqe/sJeJqyToMbv6kaCHthG2ZLFb2atjcKoPkXszbk/svpHQ9SZ7pmH42WpFSzjkAxl9K3kMdddQjoHZzNwZBgnUtNkhAVdzrMbxRHWiTomGXOIDgOs8eBach82MKcex64Gj9ZG/EzGLf9IGt4eQF9HOAQMdPdN72fKB+3LGds1K4j0yPM70DW0PDUytG54kFPFuH+XMAWE2RKOBncfGYD4hXNwAN1NW+FtnYyV24n6FtOi/yq9WxoQeCUcUeAvNMhbqtXuqLryFfE0ysef9tfdROL6eV1bHHpwYA2djo7/m5Xf1nAF9dHjUjApB1GMh3rYtNIdrauCyHx+VNH4M/b13O4Az0t9Gljy8bbsrXzvRxSwFQh6cnu85EQbtXs7DudDvEPmQ5NzoZdafLl65vDciZJ90mvD4czPjpKfUA91S41XeO6L59iXguCVnFjP4lMyQDh8T0WQnuWo9p7jf5N3cVXhgBxIzvTTlu4ufUHoNFlx0OTOhYMo00AS3kjYs7918wB3HWf1Ms2eK1ds+x+8LChHIsMrhoB7o1AeqWP4OAO+jsQO9I4a8OFO2AvGHhUfIrAURPVuxfssUVAKmBHgPRZHlfDDmR0mnClUAsmlfEn2M+7iGiesQUjEzpYYJRMAdzKTcg8EvZjm3bQPzdwpXlBCw38Bw/FbRE5quWj6e+a02dJ9ZOy2aljsb2cpycRpM/QljJxkjjCndwlcmcVQQPBZD4g+/I83YEsraDOKf0mZU+pk040GVCrGBqUHV+0gJIB+9yAKqtzc4nRofDLQKYDt6XHJ5jPsveV5PF2QBSwI7kDnxP9Uzz9zXNQf/MgHA1uX6GA9yZ17bdCK8t/NjXreYGWR+wx4zkzl5Yd2oICNGBvNYA3Eu1PBkeRk+vMNB+lI232OlnbTC/UR9y6HEaEbA+2jy7N95k3DA6RJqccRoUxINk7YoZoMnye5QHQPSUZbkZtA2u32wJgxYL4Axs78WE6/jeRsEk5O45ONmK2GGwUPaAVAYTeSFmYEIeHgcdCpRVICdgsQVFO7+myYjcL/M40Jhzsh4nJmdBEEJH1fqD6CFKY8seBy09LJBBIM91UkKcM8UJ9OZ6b7k+Yzcf99lBsvdR/PN6ZXUwU2HMYVI0dqdb65/MgUgW+vxZb1fo9yhkBUIIaY/vua++HX+qRNPjDCqzpUnzxd4Ary/P16VSx5wdXlIsT4DDTaNdXdruT+m7ulbpSs2uhmFAmQyMmbdq1n/m+80N3VkO8M/apz+D2DraY69US06XOU1SPzZKXifP7oK97eTv5s71Tvr3mR7a1/ESx0WvTvswMyA3700+08RL3OccPtzM7wxwMMjIAKWHMpcn2o6RMNlIilzZu0v1ZY920CH5hHkgyFre3Rp+Tgxd85bhkY1RxjvBg6Uud0TRrifqsqDM9Nnkd85RmhkQDv67UehzYPxp41iovj39ds/yAIiestQjtrksgdGidsmWB+yRvuDrFbaLihbTbHJ3hQRZhYzSyyrhlGILmQQknmPek/aC0DXlSJ858Dk0tz0mYwt0SK7V0WBUym4ppPBcU2oNgOXdWCYQ6gHQa6Ipj2UCCMQXeJKRJECq5V4QCKydvnoaYITfAwg8MMC17zeAM/Yp0E6lXS2Q+0986GFJf2/nxGyy3ty71J/xsdrY7SJOANBxEe8mfwDj7xwODl6UCYDJZ2FlWuwCHkUD4IlWDrJ6WCbwcAFOLxPcPgtsTpzm0FLx6kLdXKRKCAHxhoKs1FyYWz1Z6RrwynRimUB0DuGbTI/Qycu033gKQb9Pvht1yWaDQg59eBN5vun74E3gcLcyDyZaJtC4AfFAAO4b8Jhpkulhc6VxTHsAK6xn9qj23ZUDZIwweBtX80rOvC+b8dnPPu/1qr3DXlNPrThiXKBrVSXZMeZa2ho5z2mlpS2TRvfJtUH9uzUZuvsGHIJMCoVDhym9opwx8ojI2LVc0wI0Y0ApxH2+H0p6AERPWdwCsCLbu6iGW1s7mpWoCAF3pXqCMsa7u0oSFxjIFbZGISRoFxAu6HdppfHIfAxDUFOnR5X9I/HVMBZFTzAt/md71ZTTecvIDDaCpWeNmXAxmqAvzD42KYCSR4TH4u/RuJr3wS7a3C76mUAL9Od5MBp2EOhJp3sW0l7JwLGPL9z1xAredvFxDJ0EYVNQA1lmRcigQwsGSOe+Gz0s9AKMXA9T2kVH/+JwRruTMvViJiHpzxBYyMBrwzvZq2e/Gn7t3Y13tAHV3OtZsUpoattPo+Gi7Vyjg6BSSM/rKr2N1Mdh5cvWUwyiPxsDNa7LTZiT3p0CEtk+63ScACt/ZCZ3qJ7fiWU+86SN4zTi9w70U/iIAdtuPmaqx9oKa6ZQh/pDszEHzxHzqyl+l9FxwwOA4YEWCQAmePwVIfUiADf2pnWAuFcYRAxZG2V9PCpEww8fPzqP3krLf7IcqKqw/KeQjD0BqrFjiW4zD3PlV7MQhidQb4zImcwHgIfb7j895dH/DSx2BowAKOIhrBwecEbPYENI8GjiBVdaGsJK7iI9C+0gASkmE55xm3NwdS663f3ShStb0FNLJ4V6vG5M6uPdEkmguNXRmdrej/dAxfZ8DMDILVJWUOJCxC06+9fB6CwEp4J42By3xZeu2thMyFEduXjIaaZYw+LV8M6WjtvE9ND3AugR7RRd6vvGG5GbZCHE5OugzntF/bc8lI31Xbv3kYGlCdBklXtblPQ9kuTbZAjRdMM3pKcyfQOIpZACv18PJHjtndm8WPtG54T1PLdkwgue05NCPdbHUqXnAmmoVAuwXl0Q2JP+7T3DY2FjhNeEyYJNDojlF+0BOuOFrIRSu/6V583IAAnALh9ynSw7s9ILwMXa5ocUmy3cmPAE12c0iah3Qu5eR1ml5R/Z+pRcV6pPAenhSzFgQwZh5kkfF8tiB0cZNc9Qx+S5/mxhPp3laB00HtaraBsoSrvcV44WFmNmG/1lA5/Hl/uvqd857LvnbGA6N8XYn68jbNeMxlG/nnZolMoDIHrKsj4CQCdVu9WCwbQA7qVcw5kwycLT0lCTAxQMwdm8EEkxs8VCTB6Fj0QheMnbQKif79uySrV0vJGROAEPtvRt/ObezWG9QI+z+G3TDuT6zoH2Wa9wRRcwGjrhIR8ZAjcsh9nakNEPT5jmkuZpGtowNzUv+o0woPosl2UV2qk1b4/76UmzM4+gtZnG5X1GqpOBXg6JkIdh6n0RoEJROrX4BnflfuwpUFZqpYf3jolOiVaySgSJlpdxg3alx2nQ0U8r74mgzENMM14jQSGZEkIq3ZMiGq/1mIIV4m1ZAbkF+K4+VkIOZDPZZvNWNOUfRSS0McImZeadYQ9v4JeKHqadIZ/JXNOcTddOnXwPmjOXPRjeydk6snVbaZccrSUfwoQHwxBqnBf2NBjY9lK7Z1oiLw45oCOSwOuy6NiVSbQ0z3npx1iEMBBt/a9d9rtx5xVnBELjTPwrqu10/1XGFS4WujPaq0BFnc+djqWF34pIOzMs66w9fiP9JPRClo0BLO3Jzdl6JL6yKjaybkafSXkARE9Z2GvjQGUZi2ZzrscKyEmQLSG2aFmB2nstTipR8Zr1cdCG4nmRBkDU2W4CmMKpn30M6xUCyJsV30EnACBbhrX2KGfDQgCiA2C1saeFrfD7joJnqfdPS8uBGlaX0Jgkep28w+knF/JmzOLkDm4SeATlh/B9PsEr47kUtOj3+rEHevrzwfOR3+dQJYFmPiwz02JPZrakxVZJOLPE6KCCiiZtLOTkbR6B9ZgEcgaNszEDCKDelLGNXWgs1KYAATxqaddanF9Omw0YlOezXQjE2s4tC2V5F5m3M8FsnZECNcDvnjQDNdaPddzFtty0382rUA/NSGgnhXdDI4HBDaDlPtrv3FPmK56DrGBkkBYYfUKNhph7We3ZJJOCFznz6Wz+J8dsoI45MZrUK/U5DXVpasbmcgESRL0sD2z9207OJHeEvcsdZG6cM8kb7zxgfMhGX0EDbRLpogXQq57agLTWec4KZsvMnwnD7HqHk61DKLpu8+ogQ0eU0ta8MO1Nt3TeIPYYvCB6sf+B9p3ufjxKXzTBwCzbeiUMNDJc8BjTZNU8cTvlARA9ZWFAFP5mTxDg+Q5+nkxKsvR4q6AtZAYHxix1MLMrSFNQiuF6d2aPibPAqGNzbgPgTBcOLJPRx5C/wEl5Fc2Lk+vDaNfqd28B1efu2KULAJWerKd9G6XEPpqgSRaIVKFLckdfvJ3j+Jfd1/wzrBWz2pIytxBVPrI+vD8DAAyyaJGaUoAd9NcTBbeVb+tqNOSLOKlRs8LWrdLwOpiGJJjGSeZEChOeVdpx/rz91ZL0T3FnieU2+M4Z4m/tno2mMGhOk7KzMXhRNPBy1LnUSmOyd9r6al6PnQgC7JiDSVUTEKJjfBJ5ytf8qdHL3yUAZ14Pp1WnU70ieVBSfevoYwAqAeAMTR7DekTbvUIKzbwbNaz3Nk7fLDCj48STEh4LQEQhaKd2B4DML/Yx2F2OQekaMMggFp0OGZTx99wXo+8iDQRypw34GoCrw2fs8sg8QXk9mdxng3ZWNp/v82g2Pq2xPcPUjQDO2ZyNjXXF2knaPy+3MaKQZUjmQ6YBf8fgMDgMCiCH5jWTHoILhqoZnxyec30Q+8L9mAEivd3SdVYeANFTlvPLFPXRIPSeMjQvCA7j3qk9E70x8BA2s8RRa8tuhi8K8DkwujSv0Wru90L9q0PZhYRMIC7ABGZ84SOBnpmwzaAtJ4JisjBIiIXb0qlTQVmfiU7WbE+uOz+O78/i797PbC1Nwg1Z0HG5GMLP7+gOj5SWkChduW6UA7WRlbIrnrToA/iaCCnfbr5GHmi8qu3S4mSFZiURBnZFbUj8ir0opiRaPwTaNxsI9XGP1t6PHDJj4c5ClPk0Cc+QB9eNAQNoedyY9I2BhqzoF1ymjtt8SPPgSgdydpBlUEI2T309+Od2PEfifVdcGDxgOVgj/KxtvQMBiDk9bH3mNWgVZ7o7bYXmlL7vHpTlLOH9kC6QjS2M9jksa1/aPAfvRe5XH18oBdDgStx7MdFEGi/6lv/++fDA6/Z95o3gYoaHG5VDWcZz1k96z8GuG68S3ss09N7M1p719gjEeBd1w72m0SM8k5nZUGegnotvALF+hPpMJrNQIrIdR0fd4FZsjG7jq+GVJR6xuaQOsZfzPuUBED1lOXxCsFCCVkjm5LwY+w46btW+a5GyUiRlEtz82SXb32/90OExMCXg1oGMI+6pOKNmS8eU55kEoQ6GrEfF+jICPmL9joltYkpDunBYsN3JMqNF+tvzMEgZhhDibKuq0XPShgKUUD00TXBNs6B2egxBcikUAWSgpOEz9jYgP6YMAJNAWIYnIbiHuf8u0MhC6haZOk3iJGyEbPpc8ncJJG28hCY4s6Fg/WYQwspw06H0exZ63IcM3Iw+k4PaZuD8TpnZwQ2qUPhEkUi5eaXRoLfdlWYAdGsHFBqmLKxLO5Nq0EExA7/mCTCvqYdM0OiwXttuSPVjBbwf5IXaG5MkWiswBS0ebrX4ENOXlJR5n5yeF8CXvZvBvrU3ANJgEAevJ9l4yEf+Fnxr+q73bcr74jIvl1kf9+pr/CdDrnMImp/bNLL3xaQY3wMeXswvztbUtL29Jvbe6XNa2JDxdahRzmJ8vl6jH0sjsX7jUeZVkiubjTkA9OGk6k9P4YMZXdiWloegx+RqJlQNRNyzcYF2tCGKEWcWBQhQaHpHrK4uSJWYz2LpLbTRQ0u3MpJO1ZSpuEAAJQEOYatDSTsqp7AHeYHUpKOgHedrCpgI4ILC4zE7tLG/BUD3fK1XE4UhiqmQVAN1QiCAnpOUuxW7Qw2Mr91yoRCoA8QFbZdW54WgeCn0iAzaZqUqyinNmSkg6Tx31HHHkgMiOpqABa8B4XPvf9gVJq40WAH5XLPC4G2uRi8StGEOeSKYiP3nRjFo65ucE5/S8yM0jY1H8SIYnRUjTQXstOnNqcSZH5gvl/g1e+AsxBXmzNaMJB4g8Ji9zJvxMK3svW7ssLJgqzrkyCl9VtFvDZdN390IcnmCcX9bP3i0yY+erH7d1ma9Uj8E0PqfZdYg1nYuQPRCX1chf8jATY2eDUgHvMajfO5O9zZpUZTSeYwBke2oMhk4AzK5r+apDLlpJKM9ZJNkvfHAQWP4yOdUtjxASeI5ZCk2vhD+mnQ+0XuTm2g8RnIyg3Nw1TP6ZF2n8Xk9dMfABCQC2LC9f1itY/QMixR+USn/9jaGKx/uMvs0lZtXK8oj4sggrFNCmYWnWOAh8oSk37Jr0oEIxBVeSOA2xaTtOH4/nI5QNbtHoQjKo3kcdOR6UI6IVrSkuhXAxP0LAJsF7Ep0gsh1/NyNlfNz9Ln0weh05WzfMzCULU07WEwF4yyoQtXpmLPssdAFWB9pC4GGhQjPCZIzsJwIPHZBW402E+C28XCwELQQjQl/B5m9vs53Tr8MNow/OphbbqR5DpKHy71NGfQY/SuAU+Jd4zvrm9VnBgLz1F3yqAvNdZGWJ5RoH4CGJeLae4sMYJ5DX3Eoo3S6F1L8l19AmD/L68+L2SzUeS/m9QajaPJsno+gkIMndvShHvqO2AkYMVuknAHYJgvj4R1QZkCnHV8g/p3nsbF3xfjZ8tk2dcpGIU9DM4j12dh4hx1/7rJsAWCer7V7odDygEIupwAV0naplg44PMeF+ptAhgNM8qq7CUrgJxq89NM8cVkRsFwWbQBJ+n2JZKiEcVMI1IluHmbzjJ0k8gcZaJvDeBnEXAI+TAuFh7JzNMF5w0EgkTTs4tMIfh1w0u5XYGza6cZTAPyl8/2VbnIX65Od9ZjKAyD6Jym0cJuAviD1STm1rcLiLm2zhkc4Cr711HeTGSPnEJF5lqoOa6iOniiakpNFMRP6nlR90JR4rEPo9tOIfYeRKVBSQhuauKIhSUcKJVj4oIXFblUMwV/Mu8FnLy3dU3LVQwCmfFU6cNDQD7dadrxKmvqxOSiPhXceswEQ24VB71gIQ6uE9jYWtOUUsOA6dE8WAyJb6LXn39qx9qH/EuloIGsF0aF3nzwvIdRmgrVvFfdLOK3v/E5Wbg6yiEeYtqYUnH4DYMx2q2xAQ2Bw45uo0IcxEAXrUAo6zkJi5banlGX8OrNqNmFQBjDnmAc3y8HgSl0WuAcjhcgs+flgCv+eZQY0vE2NY5P5c5u6aN0aUA1gmQE9Br+YV1oLNdUVJQRzj8IdYwP6fJ/HZEkPca7dgxU8RAkc8Jg3icfMVwTQeU0MT2oH6csgnt9R6IbyAJZjq756CEJFIWggrR6kyfBJCDEDZ9EeraiAPNIoh/29tI7uIm0Aa/S+iodnlyfiF1KbPrNwddW+U7WTsRkUAulMpPaF0d7lxPgHekYnGyXMA+f6rBBtHg5m/PSUciNY6Jh/F4J58W4URhTwYsmPabHx+7l4iMoOdyvwkJZWtDCVNsvC5HdQTgQGcnElZW0ZI828PSYsKgEUXl8BEFkDEgSQ5B157ILmy0y7sKhHQK91o7Dz+1OzhoFB70sgcVK8TuOrbT35kDl734SpeuIMfce8wd1LwJFPH1agnS4u2lZpmgJRtCMUaLycX+ahCxeWGuZ+Q6aZYLS70dYBpnYBYhLMLtzZk9nH1m7G1g6yw6IISbbpqwFSJrLN8vV2Q2UpcS3kGxEf+Tphr5s9mkFQbku3P0OOQzd2gnGy018OvbglTyEW9YcIRPt4CCBmBVooVDxbKjPZkEE2K6E+Bp0YOFK17Xbs4GQDiohPwiYQW88ESr3JyTpyGezHnyQ+MO82zXMYa9jggTFGkykY/bBnLEQevxi847It5xeZV5qAUhiPCrB2IBS+H+E4bow94MLj4xDomkDbsQGseqXQ4wBt0lxmJItlEJ7naVGKTiiqX/yqOD+TNj3YWuYxdhqXFYB7r2y+JepT011kZKjTcSLT7NnE3xt675QHQPS0ZSP4OZ8GY7XtKAr0R1qekG4l0AyFU33DZazjWaXfF2x3Z7Ai6QrJO3JBYYc+pG4q13mfMlESQ4jLUBq2a4YWFLvixWJPs7rvW7Iu0PGjhdTE3bkZwOjE07ahQe47gwN62BLd2ztUrwkHzw+Q6Xy2JrJ2aj8LW1Sdru51PNaxQy1ofISxiTZv4+xUWxtf724iSBp/pknP1ahZKduYHI2Pz7V7qDa7jzKNE5Ca8m9fA35Oyznt7FGEfI7gkj9S/taR1iH3Nw9Jh3LSu7Zic7GxKHqOl4Tvpr/DwMigU95FZNb5RjZRgusGfO2Mb+rZVQl8vlkgtOt1eSLRACophL9oWv80/xQGhwj0jL7GJMrhFJaplBbgwGfG304YhFBs8ASyvJ4MdVY2mz84vC1JRlSZho9sbIP/1YGE9iqN90I+scl8CmX7ejMwdJJwPpSP3+6sW7qMzHK516POYwhAKuRQdq9p6ekF5TzAp+2+rfYee3oM8HJ9vP78n8S5nCS+z8oDIHrKcn62oj5qXBLiw0kQu7v+RKEKdtVazHsmVHXiOfIFQ0yQ20ePO0OjC9I6y8o3F40/XVe5coqD2+QxdcHtwo52p23KjDfDAkr90jH0TJOpK5f6uqd8dNIPt+4oAdqEkytIjmkrvZf7YPSw4iEiif1S/j0B1cUSPSfAgZ53+ZmTL3tIaiiUHl7p36vQuFyxJUEy6Z8po7JSArTxt2Dcsm0n6y4S6GL0lUKK09peZRyvwLzjik275yzOnTvm0vlLfJ/bhoYWiihAVY1TNnkn8EfvR+APnwOiKSL9pvw4X2I9tA4styXkS1hSeaVE5s0OupIbGeMO3qT8nZ0Hg8SLBjqzt09JWa+zsU7WC3m+6tWOdz3Plf3ac9MC7YhHx05UkgG93+pXZ/Ck2nv294X1yfWZxu/eIK9xR7YFYyXR3XjUlH1YF4Jx3hHvPktGk635TfOZt7oHxtdzjS9p0XbY6pL4xOb53KIkvGmgmgfTUy+oPQZ7TJ8uA9YrbadMTHiROz54R8nANF1Igtjmvmr0zj14iD49pZwEZelIGHAh4fFnc7WjK/Yr3U62CZdFCeB0DdVBhRqTB6swCSOry5UJfBdFdtXOPE6bxcX9FBMiiO7JWWHhn0MslGCXT3DdOMcY8CjGWAuRIQSNY45C66LQeEcdQdFtxoYApCwEh5UUXS4stIUW6mwbqVIP6IfnH7jVS19azo5GQacC3xmDnvel1I7lqkgHFZb3tdkRaIqug+iNm9zozyCvDAsUAFSB9ZqEEU+RKROMuYF0f5YBZc4/63Npu+BC4jRAIZauPKgtNziyBR3on+aOcvH8YFLv/HguDa0VW19nNOBAPIUFqFfGjPZ8o68dwulgj+lLx194lysgPTmaE0uz3MlHLARlyUotj4PHJxhGwFKR+betBwm7tHzO2ODrbStZ8W7N7yylUAKYSsTv8yaF+Xjo90bTCBoADL5igGNfcwjL5hAILJPF3qXQzBT4ZtmaSvCyJeSwAaLuEdFQPZD0TJchmzwoIKQ6SKav8JzBczJFG6+N/D+NvGjXK4VwmumliYeLAOA0d5HXNPVdRZr8O0rzdCtiMraF/XJ4d5qzty0PgOgpy/pIoY8idweBeR/XnAKW69MOj1L4lgMDFioR/fp7AM6CEjQTJrtOIrKeLlQXxl2AMYBY2vNNsOnWGrZ68vbipcWlV9410MGGuWPFEqQniopIQAtnLNDwEi0a8wyo1WOLm3MKfGyKYGUwyOwLGHvuaQY+1Gd3YTEYMvqcJOz2cOzbrb56AHCtwZUvJ0BuLUmxu5Ol0WC9apV7YrpZPxXDu2axFtMYQlNB+QZMcJVeF7Mcg8ZEqxHukwDmAkDLQlpta+zI+doA5tK8H7vgN39lAvVIc2K/clIvt9W9nG7de44FebNs/FQnC/aQU1VagnM9KnCF7sXwxew7n9YrBPpeKr7T00IXNZ0epX0tWQdzmMjWLPNjfw+Zhsa3RrsNoO8vFD7sziaDzmUyPiiU3HrUHiYlRusghQ04nxe7hDrkSUrIbymnCNx9nZt3V6jjnE+lO+PGZMxKAIDaEgZQkt4LdB5kC3I277zsbZgxw7mlNgz32DEDZBmXQ3EZCPl7w8u2UVd5rfcOVJZts12j3I57um1sGLvCbFOHR0mky1TSF2ryujGVJh3jrG6HgW7Oyxj0YaP6PuUBEP2TlM4EbnmkpGRPzrXdBiSYZB0LQNYyZfQ7rQ8Nr4x3D2h5RVxmPDNbULbuOuOHuK8piaBBNa43G9upbHcHzCxXotf0kDwCN9OFaGRypYchIH0MCEpuKDeZAlhboGFKAghsc7YRrJMytqL2xVtGNX4GyrEChwHOVAE9CuojidYObGx9TlxoGcJqPFVu+z/f/i9jR9Uxef362JoliG00Nc3D5nNt/22OQxBSxvSeg9eztNuoq0/Hdq7jrCAbDU6P/K5/l5SW8a8LSR305LVprnc6/sDb1TgXgVRd8Gttgj6vpdCW8aB5dtn7Qmwa87dGg2EduSxobYajNErqh7+c+i/tAUUP2XAoxQDAkla7r/U2blDITAE/LNG83a6w7T0HluLKXxdpa8/WRAdSqgKcBXoWlJuyOWpgeJPaB+z1DaGltJbYkNmAmw7qQjY4KdgNf9t8sqFGYWstaGeVoe+vIqPKQlUOpHVWJ8l+k939hgKkpHvjK/fOdDlnvOjenOy5q7G9AfhlAFTjoSADrHL628ZmZxAdIikD3eikc9c9R0W9JhlnJXuBKtXHsofa+JxIqv7Zn/1Z/MAP/AA++MEP4iMf+Qh+8id/En/kj/wR/152kN/3f//349/9d/9dAMAf+AN/AD/zMz8Tvv/mb/5m/MRP/IT//fGPfxzveMc78FM/9VMAgLe+9a34wR/8Qbzyla986j6XG0FJu8xMWNRStwumoFndLHRX8bXrwoDn2x+VDdO55ZAA0VAkpCD6Dw+hGAAjPDMO3ZMIHAqcwRXxb++PKQ9evJyUZ+EB7yOfO0HD6sJid1eSCbUTJRd3QTFcq7RApMW1cTBaaz+VulOVPT/qctP7IXzatylRe968K5pAQBYK9qflPLjQpZeSog7KFjYPEgSdC8bbyU4QAhPrI8X6OLYVQKViWJ1INM/LbqZAbcwEFNnrxLlBWwsV4zgJ5nsDeZkHgDRfWz7cgBfEOd147+jdwKOpvY2RIPVyaDSvidQO5154neYZe5RCVSH83HjOlaHlbfBxGULvnIS8cMTjQEMqiYRSer6agZaZRa3xp3Tv53IjWF4Sv8BWFO7JXB8BqIJ6PcZm4M8OH3UgKK0PtQpUCtQOMjI+sTlZtCX7+8QYfVtOGxun7pHpnqORs9TBEhksJSlrB4HWh8Qm04MUvY+A7wC2ebZ/Km0n2UrzYKBo0o7mBaTbZ3qH+vdNZgjsdKT+N/GAKKD5+AcGFAdt7zJo6eOVW1tUqe2wVnTQJ5zFNzrgvJ83nMzkULY4+Xmii/cxHztymhFsWz6jgOiTn/wkvvzLvxx/8k/+SXzTN33T5vuPfOQj4e//7r/77/Bt3/Ztm2ff/va34z/+j/9j//vx48fh+2/5lm/Br//6r+N973sfAODbv/3b8a3f+q1473vf+9R9Lieg2DkRZmnbbohjAj5cstAVhV4p1uOFicqKxCY6Wzrp2Rxlw2JW0uQCQ0VLkD0BcjM4cXi4ZDCupAZYUXjjgB4V5xzyAPXdFJgrHR05HSaUg3tdm6WDHkJgpdCtrkAE8qJJBZabsSA9VMUHk6XwVwRkk4WYEayD4AlwMCGQLPygjPuZJNEtrMPqY9BU2ljsrCkPVQCwc4mQPA0+LwJXhmr97HS0XVMBvCsa31oODI+hC0BXxotGAcWKgoGS9i3FtJ3Zu9gtWgDRGCJloZ6jwMRC4xE6ldzo6dc2TM8hQjzIj6eHYhaBi20uDFyOFzxZHROgCnR5cdBgsPgcBEA6NFc7S6uvAZ28k/NYTFcVYD1okBMjrKTDUJuBcVZc/jfJHKIv0MHP43YeGO9o451iwAAppnDXRRtg4rZy/xh4FgWOaiQefa/SeP5cWlj6JJBVh2fm0O/quyL+tqG5l4HAVf9pa1POO8nwl0qSG7L5nfnbeBCebBwKe23usenBjS8D2n1X58yLnXe9Ov9qiZ5RJLnNrO/yFCH0pbROpqQz3vXdYhfmk7xAA+Tae9TPCX/62O5RPqOA6M1vfjPe/OY3737/2te+Nvz9t//238bXfd3X4ff+3t8bPn/mmWc2z1r55V/+Zbzvfe/DBz7wAbzxjW8EAPy1v/bX8KY3vQkf+tCH8CVf8iVP1ef1Gu0STADm8TAGsEMR2x/00mwuPG7aONqjAbY4+ScVvyGe6+XFUImx/bsmYC/ujspAjgVsRuJI1lH+eof37DwjDahsUi8fckltqGDcP2Z1ZpBmL2lauDt9FFP6Vlfp5zg56EtKb/Y7W1J9YdtlkTAg4SGRMTcjv0XctW5Vu4CxHURl0ENFIQu6h2Uoz01ogK0/AxMsSEBza7xQ5UIYkXknC+30Tqg3AiUV9DvthpKf7nYLHWigoOXdWcX8PWiuaT4NVB5GtwLfm6INAl5HSHLXUyXb9WkgdtF4vhIwQhB1a5WrNJw6hHt8V3u9/I7TNXu/Og8oen0pD075HZYbMxlCdPVzvlL/fbfYkehJgM7ZYBUHwX6WjYWJJ7tsbc04yLTvO6ARA3OmcEtLttUricYn8ZOcBLglZEDztZnr2kJ8svbHL+wcDMXACO/6k/G8eaOCwUJeYN+8wl6xvutMZIS20ec3zCc7bbh/vDaMT5ZGd6EEel0FOJWW7nADD7n7mu2eUTvjLMjesKaSTJmBHiDquTPR0byclmNmUQ1WawVj7jbGUWdBXtOfCyGzpym/+Zu/ib/zd/4OfvRHf3Tz3Xve8x782I/9GF7zmtfgzW9+M/7CX/gLePbZZwEAP/dzP4fnnnvOwRAAfM3XfA2ee+45vP/9798FRDc3N7i5ufG/X3zxxfaLLZxeROF3RIXFIcmlbQLWiinLFYCWIVeFnu3x86BczyUwSrB4TdDkuHBfiGY9716uyucTwerVwdQmcAGyxO+HvkO8fSJ80MNA7RLGlKhtytyseRL8Y3dUwSZcYkmMpmiC0KW1acMVNI8YqK9Tsyq9p5wYNN5xLJAFKY0LQqFWFzBJ0OW+1y4gXUjr6I5veSWhtFds7nqdDqhYvlh4qFC/9ugRPpP559wnGpeBo+ZZkaE87FEFoGUzZ84bx4mHtnuMfIcU7Vpr7+rcC8eCPIOhbrWW25nlirHtmHPvmFdNIZqScaVsZBvrzN3/awTS7h09wC1yMa+ZSgcbbQ42YV0DvB7GmADLyXzZPWGbB4jnTZdDzavMO8ySwg51JF7pMi0MmEOwVfqp75POSpebqW5l46PXqyxrDWiZrNXerl8MK6ELnHwcSDhJSlZ3TVvdSYGzV+xQx3wCbZzm/bSuE1kCfzLQ7qByA8JNppd+kraUoZds7ooC18CaL5nl8XC7d4n/HX7bpA/Q7x4t2Ks79wEY47BcN6pfNS3+nfI5A4h+9Ed/FM8++yz+6B/9o+HzP/bH/hi+6Iu+CK997WvxS7/0S/ju7/5u/C//y/+Cn/7pnwYAfPSjH8Xzzz+/qe/555/HRz/60d32vvd7vxfvete7tl8wQwJRqJc4wUER8+SvLTGwPGlx93I7dhHVIzz/oz6qwPU6QBEAoKJtPZSNByCAqSTIlS2c5A4f3gRbuMa8GEfgp/GzF0L41X7+jCdFLrTYTDHdlnkIo7R38WiEX7KluvFK9TYhlNNj2JRzPUgYb0BeFioOEuLQWSjExZZow/I4/eJ/M+jxPrJCVkjRrugQPIi6CnQtzaKbhGI3dZkiTFYXj8u9JmXqIHJabPL6Ev221uGkrkST8NGi7gXcKHPzdM6Udm2Amr8MyaicgNz5rSrNAQtY57Gkwe1z41Pb1WYugD2l0d9pXrH+QR4b0EHbfD5ZOYQ+W3WViE3eTTFPoPGAhYBuKYzYhxo2gdwnp8zG3jthQ+NxuWfG5ArGPAQPqb2y0EaDZQAVp73tAu1yTGit8tERG4PqoNE45eJgk3bx6ZiL5mkkr5/NSeJxFbSQ6KECR0U5rpClh+60J9vbumUPLsk4uVkCDcUATABZkwWQ5L2PRzQYw/792jc1TACWA/UkN70pA3eMEIt/Gfm+ksw5J5nfgfvm2iijBR1LEqMa2jzmRhuk9ybGmDxJR6nvlM8ZQPRf/pf/Jf7YH/tjePToUfj87W9/u//+hje8AV/8xV+M3/f7fh/+5//5f8ZXfuVXApgIcaDF5ve26wH47u/+bnznd36n//3iiy/i9a9/fd9WGwXC9KwHoCmdE2mz8UqL8T9TsT6bhKcxfrdaQiqFfd7d06PCUbF2QRGY3wSh54HQu2b5u8BNin6HwZp8My1JX4TFpPHzDpD0CtuQwk7x3XI0xlGnhSyHoBDpyuHc/pWb0iy8Pm7PKbhq/cChNve7jfdcRg6IKQwTEuZ927j5NdBcswVYAUGivaDt5rEPUg7JAEC93i4R1KxjDicwmTd7b62Po93mTZl8l3/vYwiJ/5q+68qoV+3D3lwz4x2MP2ceJwfDSAfUCYBSh1D0xuAKkseQd0SFkpU98zhb1mkTgoceaVeg169jjUkt0SrndcFAkfg6kyJ4sHISN/XVctBaWwpPmpbkvVA0b0RXQiE0lsnD/Jwt+bAGw0uRntQuh3AHICK+ogqltPUU5o/ny+In0ufYFHLPZeE63YvDXvqJwsZatnNtfHzUyHNMkyz7umdfulwp5jarBQoZYamzyQMJNNkYVD1HUg/q83end8bkOMs1mgvTB37WXQZElAeEPPcy+dy9jmg7pifh87s8PtONDVY4B4n7lyMNfWzmDQzLf7NrdV4+JwDR//g//o/40Ic+hL/1t/7Wnc9+5Vd+JY7HI/7RP/pH+Mqv/Eq89rWvxW/+5m9unvvYxz6G17zmNbv1XF9f4/r6evuFJb/1olIplkrPKRwVu0I2AWnekCNGfsCMH7pQ8N1AXeAIWX7mJldFY/AquyExi0N74QUwY3QWOrlk74rHAGL/ozdtACVx/zoikKuT9wCyVIL29z6Yi9msYgsn1KXtWjFgtwndKfxyVF5EupD7nJoOoVHyDASB6/HqTpPSQVJS2FLNUi+bM4883NoVb0j8FjQgd5UETJXhNaoShR2PL+V37BVTAtoBeN0AACAn2nq9XdiWU1S6Bkj9jryg6Ih+5hmz90iQu1AHvVMAKTUpZXTPqAzg4H3v9LEchc53rqxtDLRzjc9O8RPmOdRV0K9F0ZHfYYO29nPyro9/R47srTOjgdE9aAx7TyIYZXr5o4wAxryO5iWCQ0rsDaHsvvU75CfVvkT6Tk/PW7NE30XdIPH1qxhGAAM965d5DLIxYPTp7fsK3AmLAZ031k4uAz+cNsDhYvuMaTUrNu5VUFHGujVeFIwNCBYDs7H2nbK+cYTrDPO8s3B5bZ6bHJBT6SfJj/WiXV65sZJ42POL0uYFN8QqOrFGe8FoziCKc51Cf3WeFjAdM9UXDIskp42/c37f/5NyiH7kR34EX/VVX4Uv//Ivv/PZ/+1/+99wOp3wute9DgDwpje9CS+88AJ+4Rd+AV/91V8NAPj5n/95vPDCC/jar/3ap+6LPlqhj1I8cgYmVKDHvjAsnsu7LNj9yYyS4y0a3bhjJ82EUTxRG0PoGRg4ix8Q6GdjUEKk7zAKTKlbAW5tORjQ+fizzDCvh0zCQFWh5+JeHU8+dhogeid62xtX+KKjYQcO48VBx0EXnDmWRgqe54uaDePNIIXrDkrNvtcIemwLN9Eml5nodfoVTdMlqNK2LOOcZCcLrRYrCk6FmXXagFmntdHXxj/kfFQQOsBL8LLZ1Bjve24Jt0eV1tG/4Q3Zgi+wYul9FqHwhsrUm8Zbv/1UbLUxo4VtHuncnX+pzJLSbY0ftIE2MwgA6mekIx96CQWFRiMYcs+LPW90tfaWGvJR1PpnuVqzfhKfMw/dqVKY5uHjdraR12PrpoywcA4JN0+tbDwYDjz5oMfc/mxMC9GCWaeUlpBdbN40vkuKd7RDP2dE6fw2/ToZRfZ72yiRzgNL62U63lTP6Dt66LNivY7P5LOvdu+2TCwi9sysZHmH1PcMspSMt7XEeb7EaJkehfWj/ZPt3FzyQFH5jAKiT3ziE/jVX/1V//vDH/4wfvEXfxGvetWr8M/+s/8sgBaq+q//6/8a/+l/+p9u3v/f//f/He95z3vwr//r/zp+z+/5PfiH//Af4p3vfCe+4iu+Av/yv/wvAwC+9Eu/FN/4jd+It7/97fjhH/5hAG3b/Vve8pan3mEGoLlCDzF71/NzVjOBMJiClEiwGPcmz0IevMWS63NGzeAFURgna8a2K+sVCV1G6NmdXDEYlTL9PWxgSZYGxKZjC5TrXYknAQMNGElRyONz83wJHQvfvUfV3bxJoNwFbnhXR6ffRiETLac3iltfmVZ7wikptulngyRDCZsi2ivcD5Xh3co8gN43s/5Yye5ImjsVHT+48QJOnhO0XIpjjULVFLudk2O5ZM5Xk7N1bDzGZ5vNCX2OTwKtZeMhFV4r9g9tnvW6Nq9Xms8ATgUt7IEOKNYyrO+sTGYeBWvT1kghbwjQL3gG0k1qaEdMEJhjgN55ns/QcdZY2v1selWD9e9eVOvLIhF0nZs3QexQzzNg16vY8QTNcKpb/p8peaPhom2rPIEeMU93ISPJXhfpV3No87QUDPnHazWHENmomK2jzru6jnF7fw4VOMJBKoCW82O5Pl1pc10eGqVwcvO8wK/U2RxhoSDwmpCGaAqNxoU1y+5wrzMfh0FjdSNnsxsSLv9qlmNM0/D5WA/hp71OusoNr1yXop+xN64UMiM87J4DIk/NZEztnSDfxPRAVev2k72M/lg+o4Do7//9v4+v+7qv878tZ+eP//E/jne/+90AgJ/4iZ+AquLf/rf/7c37V1dX+Lt/9+/iP//P/3N84hOfwOtf/3r8G//Gv4G/8Bf+ApZlxLXe85734B3veAe+/uu/HkA7mPGHfuiHfkd9lqKecwJFXzTw3V98aqa71A868n8AWM6J8gJhrWEC+JKCvB/gbfWRu95j7pPHwDs3uvANhxqS0OVcGllqrEgnXixFUCSbhM6joh4r5LoBTvN+bHdopP66J4IWvilhCmPMgMMQFBeUvKJJIwNQxzbeQhaqVoGeC/QsHq7aCKAZvX1BCza7L1iRulC1OaF+AYRUqfDOEW6TleCszCxA2fn9wvu7ysl2Pz3CCI3kfnp/I9gwCz+AZqVkVc8fkG19+W9fbmMOfD75gUlVZu3qJKLuipn+5jYNAIWuufLq88vfuzcFKeyqzQuxCqSqyx0/hLKvDz0X7OZPMA8sCpXawoGPgJzo3HIXR3ir5eoB9VyA275V266Y6YDdz/qysC8ryP53CMsw2YzGO12fheeVgcE9jBIOEcmhgr3W0ObF0yoNPCaPtS5dnvZLRG05u+efPKqc1yin0i5HPUX5V68Ueq3Qqwo5Vpepxhse+s0A4Y41NN1FWIfXtlBY0sOfV32uKb/S1nMRm//RWK2CWsvY7MHyLwNW+1MAOzQyH3sBwA2IEU3QO+mhRg//fVRXj/fbZSa6uePhoczKiy++iOeeew7/3I/8ByjPtMRuBdwNPXYOJCHeFRq7hYGh3LMwvBh26s95PoV95t9PPrtPuTe4sufT2FjxaWJaK+SqFwNGLMRNcHahyyE/7V6qjQvd+p4skeD5ovMvwvEFK9XH/QwhQKpzz/ULRK/BSYZnqvdr9+JXB5TjPBBTNLp2gHUuwTsQEgoPuonzA9iC0T4vu16sPavb3uOfXIyuJLSYn9XDOUlAUshv5mnQSf88tFJaO5KUqLIgpPrqmtbmXUCJ1tDmgkghcHDQyKfa+WCW7G40pfNuQh4L5xdl3s65LxZu0PTObH5mIJn4zXdA2eOWG8S5OwDRP9JeVVqYdm3Ay/NLuMxkS+LFkMDN/J1zfuy9GejdCyEC27XH3g6jMdO3f+e5mhJD07XLpDHm3hd+KHtUaMz7Yc7EV7yOmK+Q6Mb5b/a1jWUiH4cMwGae/WyfBOhaP3VKEwMiwWDFWJNBb4UOXuiHwOlwp+7MZWLs1Zee4Nf+P+/CCy+8gFe84hWTl1r5nMgh+mwqYc73Ytb0MJ+EutlRY8hXrGZ69a7QxERp7yIhZrosPLMlxfXfoSgtBrzT6rZ/tuB60lt4j8J1OlMMR/VTardtbD+dbiBkT4oacKEt6NJeDEfJM51Ngds/+6qMM2GUrcl79NNywnRdovAkoclWnqiMAw3N/Z8Huwte6qANgag7lTIQ5sfHou0BrR3ICYbgcwHe6rYx+EXGkuhrbRGY3QxLBahtmwHfaxZA2B4zktILZ3r1k3B9C3IHPSGpPfMBeQadViE3BwO4y6jT+hHyWCwPosJzuzb9zoCgz1sAq1mh2E+uznMMNeyAEmBY+LeL5/Fx/6uDOcSQpU8OfH3fr4yx7m7aMB7H6AdEIUcdshPGFx2k5C3ttm5p5xeHLAPP2JLotK0rAZ6Z0dTrhdTBV5b71HeSmWxpIWEMj9lmQ8GQsaoIHrqwu9i6arrFDUXEQyzNO75QX4n0o1OJ9sa7HO3offSbAYLXGhGk2lq3tWTPsiFpDSnLSuJ9A+an0td3lh80RqMfzbUDKeL/GMXYLw+A6CnL+okjdCXOzMAke3guuP3QXY1ZAW28SmQVakW0QFWSJbCToMsCuJeL7liKxyKdsMxj3r2bK+cZGLOWSvRIxJ0Bht6XbH34K2StBMsViC5ciznboiv9IL8DATOjI1kme14665NHrZbquwU385y9Jbk9njdgHDqnZSRAkoeobUfvneG5NiXPZw31utQudj1W6LGieI6OtqZm3sUc+mTFax62M4VATaHks2SudBzpQ94e54GJl6jRjz7uSqnWEj0EfR1ZAnchy9vzOfq5MJ5UayGdggZgr9A2PvC8BE8g5t6v3jaA4f08bQ8XrQv6RZUVdklm3FVFwCgjOvYgJznRcpV0exBh8H5SH81TuSjW0v6FwyPtGTuSIpcEHKYyRybPW7+4JGXG9NUELl3GFXTARR5DdECl0kCs5RlOjNV2BlDsg6VAFJNNHZDUWlBPBdpPbvbrcAwYLNq0J3tMBMCxtrV2NTkU0+hAfDv6EohDMgkD0HAeVgJJ2UsvaGtajF9n7fO/PEf9PV/TRZsxloWwzfsyBhmuAyG+2Hp1ez8ZFAVidFQlmKyL1F+XI9JlJIKOuXDCTigPgOhpS/dUeNkTBoAnAetJ3BPQ3kFk8lmSYm2u6E3x0BpcoXk/sqKxVyrciqo1JgdOf+/1tesiuhC97Aei97BR9P5VUPid3fv3doyAW632rAJaS3veLAdWmnzNBxcWrAzmeCF1YeDWh1k/HehYmMBdtCvlCZnwtubJxR/u1+m0lIIBYvirDAg6LRQCHNohnC0BlnmO3jGgB4RTlMuttIs2O63rEajn7gnQnqRufbQ5yH2RDr5mU095NE6DMAiqc/K5qsDF68zTml+TBmAEREcT7v16BZHOD1afK65xSJ4lSFeVfop5GXmA1r8eDrawUqE+qwrquQ84K7XS8kB8V48pcmAYCEJKG9h6lkIeXFpHPl/291Docb3I2IDACi/TOntSuL1A/AnP8nem7PJ7tlb3REd6b8iCDo6Oqe++JskAkqaoqz2gtOZz/5l+oQ+AlNpAkfelooi2ZPLueXJeVQzPUUisRz87Sj00aZ4K92LZ8StV4uBy37Jx2NtUfkEGTdR+z8CSvLRev8urujX6Eq+EP/f4aE9+cKkCDjyG8CfJ02mxPrO85pxRWy+WerEK3XnYm7/9f9jBjJ8txUGHlQtxVVbISparC9LuEuTFm5PyfMusLcLz2AnCbvnary6oV8MaNiYKFlcO5+SwmH8OmCt4avnpjsBlZZKSXz3XwHOIuieHBPHq4bkEEIHtgtH0fR6X0fBAW4/Jve7CLIMlNaBVoDUBhKN2Qb0vcIOHSDDAcA5zAETDVF8HZ3I92abNc8rvSjszqPYkzSB0OY9JBTiP/jqAW8Y4xtZ1m3vmbDjPeJJtGbxf60gy13MJfBpc6Ha4oRVT4n7YIM8nYui2K0MI4r1Wif5mIddzAU6CdTLXkf7S6Fikgd8CrBNQ7x5BLgasvT6j1VD0Gw+iDXOyU4ggI8aDwAYccRsQ2EF2Qp5lo2+TN+iJtTQvZgBNcnfG4BOwcDkAKF9f48/P++i0SgoXRgc+R4uNwqWdK2a8E64rsWoVUZbNlDUvNZMLtaBOkL+IYjmoa0qT65xDpByNyaEvxTDgRCEH9XpHnyXyvoE66yuBdKah9oR28MnjnRxmCPh5T7xrs9Cazbt6vfL4ieWsbXJlvY8YOwmTrrjTMOUwW68vnFtU4ryp0O7VCVgXTD5/CJl9mooJdCBsH83Z96oCFUEtslFevuUQ8NyicEWFwC1/rYgMdmgu2fWZnf4ZCOIt6FYv9X3zTgBDnbH7oikej92ClOCtATxMVW+W+Vkn3CUWXP2QtnIYyZ65+7ntepYWZ7Ybkc8kEA49JKYKHC0ZB2Mc5nnJuUxEA87ZYHoEC/WOUtXO2yjbsF+BW2mz8NzGEtcmZcOOlxzKXCr0CpSkHYGUdPrNvD5N6BWvOrSdQPEl/igoqIeWWNQOuxt0dBB1qB6mQO/TurYQBWo6g8YEvCKGM3dKCG0R8N0k5M+KYGz1ds+tOP3HHX4T3jbAUxQoNdTZaKbhsxYmU8gBwGzHWgBtO566OuFhUspS6pi2/aXYhmfhZcsNNFnUwbQsGnNwtO2ywlq650OGJyIru6yP9uZB4MDdNlmMd3qdNqcse2beLVFYrNbzcliE9bApDnUkm09ybWan6ktRyPU694owMKa6mC9rqtM80hcPEExAwz0mJzoqoc9ZPQqqGUBXXa7mnecMrnq/ecfmBqRv+rMdt+UT+kcMfGwtAV0PEXiUBMB3yLA5y47mK2xwshOzbQ5vHjxEn5aiNwu0NOL6VIhiL3IzLbZwj3UwgSs8RDe6WYa28FJy4KUmvX/G6D22ngVr6AP1cRyapgMkoTG55+kw05mlQ9vPw/ZdU/oGzCS1ZSGKUkNbrWvibQar0BR9pTwWqrd9XTwvJ8S0S4Uctgs4e238sLib0pImT9I8LFUG+Or3t8lVRTnSUbPdC9AAijSvAodSHKRN5i8IVBlCdZYjYTxl29OTcN9NfSclrx1wbTwdnCBtrwEektKJ691Am7vzU/t6Ln3NDCktRbFc1aZoegij9cPy54qfOs6hmGnOSWis/2BlJ+mnf06KdWdewrMs7Ps8s+XdGpbAV5x0P82xEPhzvpNpTWupW9AKzBPebZ1t7p4bz2ZA3/gGKXnX1lkbRz1tFTlEUa4q1Tvq51CUtbeuBet5wXrbPRxpbKEwfU1usLek0woE5HzHmSWuKTDbieW5eLfiXlL7em/7vPVFIfsGEXul0sfNmwb3XDYaI5wwv92EgCg3uRwr6rGiPjuhmY391PKhaOBbPrf3XP+kesxjY3KFjP8871w2fM/dT/I40Mr6PgNkOhwFYQNLAF+tr97eJaBJ5QEQPWWR6xVyfY8zDXxlSUTJXlFKtu4csAHdOwjdkTAQ6mDBUyzsIQqx7ZSIfeH8opCMKOreq8rC2trOgroDkbDl/dDONhkv0oJYY1ta+niKohZLFun0Y2HHtO1jRwHq4xV4hj5jN7ODuikptwDRwwUsPRlcYPO7eOhAUM8yvhEDe4rlUEM9WstwwU9CRDyn/t4KKAY9PHG2v+N5Mdlizm73iVIUd1PrGFsCH5vwhPbw2GZOdIBcGwPTOtdrdPAQyRKf55AvKYwGhjEuclXv/jgHx05h523y3N3MF+z5InBu/dFaHKSxd848xRAN+ShuQOiY81HhUIqxU+igdkfWhDWLyDtGr+w5slCZHztBmI53QLGngpQmb72f9wkubxodBagFFZEHgFZHObTzwfiwRN9hSOcd7ealEC1U2w7PoXgnJoAmMtm4Jkq5cJsTuTE1IkN/Rpvbd4e89+eBGIZieqQ8OHvKZM1m+/+lwssrG7rQIaM18ZXlk3ZgWhaKhvCYeV2LgWKj8fBWspEtEgGzqmBdxQ0gJV0x5MEkRMvj2/t5R3kARE9ZytLcjwC2ygEYPA5JMVd6XrRtP4cJPcSFRfXasp6dW+RAy0JAnVlVpO+W2BG23E9SSuOwrDEm6WZTSIjjmHCqc8SCe9tZsLDw8dhwAi99AbXxac9tkH4YGo8ZMY/lPsLT+q8MRFhSq3s1YohDQv2S5kuNljXOC+8SZMtxtusjb9d3mjM/dBotz5zdAp+5qDUpBM97MFey0cDmhF3QyXs1CxNaKLCeS3NP5w0APalRy6Dn1EjIQCoZCmJ0LTpOV84KxyzGWX2e4Fo3ycf+vrWBOK9NSZWNzPXnmG3S98p99HcAcAjLaSHdAMhgc7LeQeNkJUjALG9znubPWV4jYrte79oOC2VgbV6TeK9ezEcRMoA8hHE6bI+i0EQ8AhjjcETTqxM5G+qi342HgzHTf+Q5s/77dxrWJhssmQnU3s9duSBbbG1tNr5Upfy+1uHNpcZWN/+tvc5DDWuj1YntnYYdpDTDWLz+zYYZD4lSfaLOGw2wDFkWwHLRxgNd5tlGhBahKKE+WRRLP+R2WSpKDzOva8G6LqirtNSLU/G72NrxHho2KQSjr/c/e6zD7RIXygMgesqy3hyghchmjJYR9aywa/IkkBsB1qZc3FIzK+2qolytWLoLPodPNrk7fQHWM8VOU2gm/LxPkdbuJqznngTALnC8ON7c/sxbY4AgWbUOknrOCVtuYbGt4kqI+xvPfKGfE8EZduispGRtLAbAMvBiL1ZyNbcWmrdjndGE69qlIzVFpJOJJ6JB6A6lGBTZ2CihPYSSZmcDmfKj3KmsBdpOGj5sBRHszLxHOQyAiWCVlI+ngspnrVgbRUce1k4YeQpoMAkjz7wKXMFMad8DgO96+zbPKb0iXX/12dT0HNFuE9pAnKZxYWlTDOVKw25OG3utJeSQbOZt0l+mu4W6RdqFyooe4rSSEoW3HvIB3HFbhjHJfej5PiEnxoHNlq5sCKhtojDdyAecHuwoCg3vZlAa6ubf7ft+H2O5KVjsNGqFn0Zdryv0qqJcr21dAf24BRtHHgBanadGTze+TAZ38Ov5XVK9v+M07QiIzFDIoa825+IGU7xHTkaEwXg5AOM+BzavgHucTK42YwyuQ7S2fMjaPUKltAmta8F67nmodgo6nxVnF0PbJgDWqysAbXwcwrAv3e+k6gdA9JRFXlogtL0kZMMnZbL7mbkeSTkMvlMUUwiURyECPyK9nklYMJMbMy5JmbiLXEJej+/4OdiCqr7N3AXTeWxL9jCFvdfPmNkkuM48ZzvfG42CYJXI5FVHstzZrIysVFwoDhLDwlfZc3BXycoH8NyccmiCvyxtblQFtbaE4HouzX3NB+xNvF/cRlbITg+Bz4eBA87bqmfBWg/bpGoTVK6ANQi5qYuZwUkhflY0nunnsLCQaduLEa5wGb78Qf+NZ7QL49IVUFnq6OPufGjjPU+Ex/Z5xdj5w3MntpYQeUYUZUFYKwB5vm67ZXpKikHRlRzdjweM62eua8sNPKbztiSCkAj2Bo0080AKaxBJRvhtEqKZhznV50VhvNGbK4qlA1uRc2pLXHFN2+prs+okcdXmwEKWiO+ibhOMG9DFSLwN3/V3eBu1rf3JjkczYKq0M6CUAZHR6LZAbyJ4273nkcdeJzTWtka0tJ2/QsEEvp9P1wLVyHtyqFEjJxmBmubVyrnnbW6pFXWP6ZuUZ5iPoqg9fKFACMdzHpekdQMF6rlscuc33k2rpxNFzw0MVYm803YLAugAMqx3ZgvLs6XvNifMTwkzLw+A6CmLhQEAuHC33VEm4IHGxOu5BMGKGi+yjEfKdwGZlFOwRAUoPRdFrlLSaRcszbMh7ZRVq5CZ0cIXGG2E9llnFLtk05B+BHHTwwvNspwp4BlI9C/0TqbVLpAHoRAsTQApHKVj6zl7LzzkN6GP9Y8V6I6u5kUq6MqrmEUfB+PWZg4tkSDlz9rHJjRjJ8ZBmqmuYNHSeP1FQGYC1ces8TRZAeQqKnVr0bbWw3b5PekXq/Y14V7OR2vLN6DdZEY7BbCeR66Q3wd3nqwXqzMfR9F3HImdOt3PXjIF1O7IU7+bicMnpIqGoqpkQNhRGfbPQM9BN3c9tTqBxTw0ExLbvGzktBLII15sXhegFAspjDW6rgWreUZtV1CfRwfTywDT0/kOfev9yF4ys/A93Iq4ZnwQk8JKWNLn3Fc2qKRVOMv5m4W4rI+1lhZiuV3iFSIka2WpKFcjxFxX6bsax4GamzSAzZjiIae2g+tO7651l71NVeArqmgA7oFcCRS7cdTrmQHV3UN3vT/Sz+wC1ixbRP2Q2WHsY6OTNldzmLwnXnQ90WVA3MU3vEeZhwSSeNRkkvrayN5Wy20NVx65EZ8nZl4eANHTlmONW0E9URVuvQNwr4Yr3jqOcW+5On3CjUlt4myHeD+R1y1yAXBQrH0XzuGo3ZtUUWtp56vUEl3DVrcJhOM63d49Ky6QpG6sIOUFbRa5teUWSAOKwUsxW6D9Xa3FweDGubkTYpBONz4HxKvke6WMjormATNrdW876qxdAh8txj3G7Unms/vWulAJwNeqIgDiO5OMvla3CxoSEILmPbTdQGxx9TBQoLMpEvvJPMBzSeHCMGx+n4qf+XKl0HDiN9IZWtKuJunvbA4O9Ar7z360BH8UgOOZQsa9f3pVodcT3rbxraMPkcY7i8GEaUHI5xgGAvEyGn12oZB5afdAOOc5MRg1/dKPbAihUQMupnCC9ysNPwF369P0TrK0U8tp1NdrPrHeQSodmeFjJmU321nHIc7cFwuDs6K3kG1Z1PApvYO004wGrMBA1gRge/5NA8/SDtRkfnAZiPiZ1WvzYbJAxjouXfkziI2XoNK4vI/wvE3OvWznac3DuWPNKTzXSgC74iYYiCAa0ZU17MWqdkXSscvvhRqqApw6Lwb+INIk+vk1JWUNYVUA5HXs+pCBlMlE45U07hnIryJuYGx49X4pRA+A6KnLuW+9BoZg1HaAn5D3iHdiydrAULjMFAjCMM/4zHHgygxNKfOp064IGQRZIW+HnRDs7QNTpnMBedrZwTDTI9IbXwEl7RkU5USghHCfIFiHQXlyjk6w8HcKWQdhyzVZOr7VvHdUCRhMxzwNgfbSF/+d/aJ+5APSgDYfebdSDrGEpF0DqsDYDWLjUQQgFO6wEgMoxefbaW0VsiJnoGe7X+yQPAPb1iXrU42ANYQHFdgQawefTPPR7ioO9sZPTxS2MIh5egrTo1uaftwA9ZNpcprw9qJxN1/vuxzyQGdjJPCiY24u0sp5cQARe/epQ8U2Pv+dlVvvX56HolMPOdDpWCy3TyMIBAE8JH4xKz/JHTtJfu35MjWH6ote3gGsGCdO9/GNg0DzeLUf6qrOH7ZrN4NHB/bSqxDFWpaNEbEB4T4uU/zY7GzUDqJWCwffdTYQjTX8tHb7uPRQoS/rcjF5wttYiQ6IclF5zNaG86iC7zID0N55smC9XcIhp2FtMn93WWh3Svohw9Yl0zMTMjTPaA3rCABwPN1NMzwAoqcu5WUnlGc6bDbhubbQQUhEJAGpV7WHqtICns9pTMCk4jtPutCoeYHNmMs+l64IZDweE5YrFooLNw/IglrTQYDolnOFb/kWa08wtjqb5Xhfj1SJCtsTyc1iJO/HJrkx02F8s9OYgQuE07uDEpnl23gbOixPAHb9yuZ0blj/MQRI/3vspLFxIUy4dvd5rRMLGiSgEmBzC3WpI0zl/Wj1VxX4AYzGU+wl4jpt/syzRm2Fm9NTjs7MqddCL2i70ibJ3fvKWAeo5XwO+m5Y53cjANn5w7fR+xq2dmTbnnnAEkC4V/J0GuMmbLDxxI7PXNHwzjnKA7GcNs+n4pyZKQHoM/aI3NV3e81AUW/bPadcrQxQn/PgdF22Sj7zHxdTylm/McjNqQazsfIc+/wqCUd6vs8Dk1EorMTX6vCBpYEH3Os1OcRSWu6OroAuFZASE53Z85VB7p5sVYyjKJLHmuWzLmigg2iyd1jtOBpBtwn9ljepnR4GvpifGMB7hdIXANXFRmdfG/EIi7TlfvZe4uHNLsed8gCInrLU2wVYUvKgoF+wyMIxLRJgq7B3ZI7LvjyHIb+BgE9murtAiB1q1eta+yF5J+43N57Ob9HA4Dpc98SgAlpAVO46BJITqseWdR3hC+qXAw7Pv5grp9Au98uG2ussSZmZMPe8Cvai8ALO49kr5NWJXpKtoAs07uPxPufQC/GAZi8F9y0r7NA3DGuZBUwBZFk3Z9AwKNO1tAP7LglqC1lUjPg+XxosGKcTFwBLHTxH/JGTZmM/Oggg4W/vsnfVh2z9CURH9EZuAKL0nSxoHgtP7GiAGGXfyg9nxqQ+zhRGM1gq5DhJCqf+QgVrF/h23o/00H7UP3RujZ3eXYeh5F4/WgNxDvsPAl8WNtdMq15XOa5YDmMTQtuB1jwetZQ2593ImR1FEcYp/CHRSuGnV4tdFcNnc6X8M94EIwLgqm4ADHsJ9YY2L9gc9TBh2zoe15nJjRxyrz0ncHZciZ0Lpael9Tl/P5kH+0583WJa8oGkntxt64PAhgMvM1byjjzjEdYxDvAkpCf4zjQ7R+lAhhMbiixPO415zeZDTr2vSX5vB07DvoehBDwAoqcvpwIc+oqyHBDbfbSsHuKwmLElvWUvy0XAMptoTYrcFoJ9V4yTJkKMree0AEKy5CoY8bw7ivRj71lp87iSu9g+42fyLgWtghWyBS9qgMc+vES8UWGLqo/cHGt/6YutFLp2Ahju8EpJ6uRJiQm3LPybUtEcKulj9bN8Lh7LnxY85wKxYCKPQThfBOheFBq/CoaHw2gvA8Tak9kCdSEoXfhJ24V0WD0nolbBqu2sEPSwatiBZkqDLXbpCf1Lu41VkUAzC8WK5knqtGmWrDSg1IfkdLIrP9Z2fYsBfgjaKeKFlOFUsBI/dcAmNwXLjaCcMK6EKYp61fIs6nVPqnXlooO8Eo9DqN7QhG8d0Mrma99pYw+GhUH8wWuD1ns2CtybzefTVEDsyAWjy9K9s3kBOxge4MvCgZe82iHnzqrq7xbLn0prMHtVcx825YgxXqOD0zfd+q7U/9J3PKbLXWsV1NIudq2ljLXhRoKdqj/Ar4U4a6ezruTJ6G3Joliu15Ds7jsbT0v0nAKbncC79xpmEJkBStgthkZzChejz72HAs/9HsfsfbF8VJNzbqiq9yGsafeca7ySqXvmXAZMPPJ+TtESz1qrVZzWXgvLTZ3wzb10xgMgevpy1XYWAIhAA30xaFaI3euRcYYtfPrb3uN70djVvK7d0jyVbpXJZrHN7oiandcDkDKwTixKglVDKIKFTd5dEIoJxuwyvlRcUMGFYV6IQjSMFyPO6oNbr1UTeBGgLopyrBBppr4p+fO54HR7wPpkgTxZIDct6dDea0q10dqtLEXfEQXKFRvzUvudajrZ6RTGMjvlrX/sF7La4CwfZfLKRiFYcS8KME55lSjojgq/0LfTPoQx01zaacMVGFuagbCrxw9DZMs7JO9iA0gkC/fSc1B6kqcI/BA3FYGWCl3q2G1la8JAeYnrFMA4VJLy/Pw7aWHus90vxjR1I0hDiNlpT4ZAclh2QFyhUmIfl3HyLyvXsHaJHuGAxQzOre0+r0q0zx5FNX6m9ywvEqvEz7oi3YaBZFj4l/IMw++DhmVGQ2S+j/I0V6kY86nnBSHvywCAAYuwe7TTHMZT3JcOCKQnJhe0sJCNXwb4HTl+FM42Lxx5PbAoFLWFw5fRjwI0D0pPFs8AUADnC2tPtSXbN31g6zrJ8mOd0tjKTHSanGX55nSntTT0gfak714je/qAzYYRa2N2bAZIfsTz1mzc7b1l6V57OsXdd1qLNE9bJVkAbHf37pQHQPSU5eplN1ieGcRt3oSRlOrxzanS6x+YwibFz8mvuiiKKp1DJL2eHtY51uYGTq5XtziqQHRnV08OiVi/DPyQsAihCgxG9gO3LPclI/HeZrgoXlKdE7A0PZU35brMckumIRH7dWMtKHQVrHVBPRWcsoeoLxw9VuhCeQOKYWlVQTGh2xWLHhX6zDqSMGXQ3sMkp3beCSf2qll/HJe34ZU26DDLNnWsrIj24SqWDbDUdpEoNCo1E0a10Zvz4My7UheFrCVYk57TBURFQ/lgm3OlCgC6P45p3wS8RK8lj1s6X5264KPvRLoxkPjK+HbrORWIJZemkE3gVV4jtG61h5o3npnJu+6ZmR2K2cM59WpFOWpQAp5aYWs48/8sl4OMtLyF245K0FMBzmjetKH/W1hJ0L0R8YgCBkMMRKoZZufS6luHN60doFeBo7qXIMrFVp/2+bdxbLzCSXlOk5P70Sblpm2ft6OUdAHqEaiPK/S6Qg7ruGmAxrGeFz8CYnSw8+/VPFFb0fPx1tR3NPDbsFziu9qOBrjXpifmqVKG3LSqzgK9XYCToNyWNmYVoLSjJvRKgUcr5FCxHFbnqfXcT4E2j9R98ms6oGtHOkTPuh/3stJGBKORyRACUk48TaCeaIQzUG9L27vAsq637wf19nPMDMgVVSgKtHuhvfv14WDGT09R2aBbKdVzXPwxHcmNla0WIFgse6fr1ipAXcYWdFOuJljNHWrKFWYNzvrclLnY9n/tz5bouVgOIxGX75GptynxkRjczpcI9OlKWeoQEMMbNUnY0/wzDYKVWY4FK/qhZKlepkVwyTcaYBXoKSrCi0XRLLt+Oiq/44cTMuC18SiGdSVo3g4DJAVhu3I+kHK3BKuUlKeDCmzBkHVtRuMAMhF/5zElD8DGyvNnB1gSSTm9DBZMydpr7u6WTh9SeIouOEvwlnhOw9WKcqzhvJ7NmKnPFhbdHFNBVW94lcHRDJBSaDJvg5elQttBRXPPLgNNa1UUBfDdVaFfPaQYtvMDjb+Mn5YVh8Ogx7oWrEv7V08L9CAjvFhaCMVoeCAFWms7OXhd2TOdeOaqQq+IfsSb7B0cIWT7WWOaQQ+v1VNT9HaFSCgbcNv+6VXFeg2svBYFbmyYR293g0IGBjNQ7AMkwBbmRSj9IH1Pcj+vrZAXSOfnaLEwczOUc0i+5Yqh3eWYitF+PRWspzJAvefIRb73/nVAzFfdcE7lxgtqXkwLn3P/Lepg4C4Yrdo6yWvCvxs0ZfoO+bgZrnvp0PWxbr67uzwAoqcsp5sDil3dYfpmItwBpMWg9EJ6nr7a8x61X5J2sdhtf2+6Y6cjdF0UuNK2sEhYhUTV5LoeuTd1bqlxDoOPEXERkWDaEoXGbIszWwt9nB6qIAF7sewpXcXwQFAIgYFlEFZcX098lNrPlOrzpkVarkrt93ct4sLHDhkst+3cD7/mp1guSkG9bmdL4ZCEnf3MnrTaT4RNYC7kOCWBzDtOvO9mTR6aMsFVhVwlC1pjPocGj53EhMpAL7XX42BcmWDDT/zejP4etuRiIT07QXyTEwZ3p+eEfBH0xNgtuNsToO5NmnlbZSiScN5KBxVuRXsHRp1aF+CsbgDlsGWmxz4YBXBuxky9XXDmMKH12ZLa7W9B41+0aSylbVs2GpSe2L0cqtOT6cQhDc7BsdyhcLJ+J1kzpipEF2gd4ZBapd3Mbt6msyV+YxgRBa5gp3zCQMTlqTTaTryOo16NdJx5WkHPsefD5srCkHZGGPOcyecqPTFfRn1F/dT/cOdeyiXUcGu9emi6HX4KaisBPdYhZlDM1p+i31fWj5LhR9La5FPw2TO0AbBcN+s6QQ8jJ4dABpyT+rQKVu1eWqtuBpR7qVk+7ZQHQPSURe16BiuC5jnoPzcuQWOCUElbEB6e4e+IyX07M0iRaxkJkbaoOO5rCaSz3Oi0EFTQmLn3v04EjFtUsunp1hlFH+ykxEyLahOQWmV7SeFOCED7AKYHEdJwN4UVzZUGoSoAjXU7hpDnxI1w2Mn6zvMuaEnBqk3YeGP9nbNA6wEr71ahHAsAwXMXzkGZCTtb/EyLLqj1ug4lYP2YhbgwxrkJuVpb2aINIByjHbYKe13CCdD8zkEHH5viYb6d5BypAqsW6AGo6xCMxiM8d2MuJc5d8HioK10G1SMvuv8yWRPjYNZl0LjX3fi39rAlsPH6rmV7x1wBwrlJNmcezolHHnhy7m1LDC8nePK9dVf6uTvcPT0C63VBfVxxVkBrS2a9eE6VDB41b9QmzwxdcRq9bA2tEg7KDDwcvNEYZ7sZX9BVQ3slnOe0thDhZueUPzwRluzVzbK9is+FnR8UxmGAmUBZeMZAUz+YzpO7uweLr7Opa8FqYTkLSxqI7QnpitL4yjzPQDulvLTG9/IsM63YEzY1PLOBDkBgNx/IXC8JWt7fUrEcaxhbMBRS2DrwQdahNLdM3wCa+wYKB5brTCFuywMgespy+P8eUR51+F960uzVOMbd73jpk8M5DQErucWdGMGeWUtLlAO/hGFlGeix7DPzoJi7swtJFpDlSWmeipFvDV0U9YihiJKXxOO/vEDY6smgvD/neIaUa/AEZVetnasyucR1VhwU9YUfDn4D0TVb8ui0ovDG6LsGYZDlnIAALs2ZbXXmk7n9vR7WUNrmnN3o0gGyWVhaFKgKVYXKCkl6o64CvS1RQAJDeeStsbxz6omg3KLlWSj80sn1CqiPKupVxWq5JMBw0fd4fSbK5gC0PqZSYv7QzMW+eW2Pr6wdB766aQ+183mrKApNAzz5HebtUomp0rrM7wk2oQv3pFlIaRJi5h03TF8p6/Ao+Phl4K2sKAI9pSf7DtpJ6blRANZjoisrei4EurRKO0SvZ1zz9ShYMfLnuhG2HhXrcsD5WH0XVMhjm3kQbWy5CLoxp/GQ0z5fzRs4zk0b9MLwCNbilSvQ87SoPwm8T4uQzBPES6UNxK7kseH6HFBHUMV1zo6AqOeWj+rHtPsAep8XujbK2rKUC7FE5DQg9tLnIYZG+mch1HtZBo/XBfVYgUeUw7hpAy3sSs4EN+j2jpGxdUMJ6NbeJhIya5DWzcM5RJ+mcn7VGeUxXX6YBIyuph373xYqo/nw3A8TkPZse6EfWCYjV+gSX/KC6wItXAi6AFJW6HGFPhacc/zfxoDQ7SjITuTmB9y6l5OgrAjho7o0BatXLVk0gKzcJgvmrsS0n6exusSPr2V3vdMACN40WRRa+zO2S6nTF0DzLNi2WKvb6anUr23Xc1Hse7Gk1H5YZTq4UzHO+/DQQP+qSEvSrtr0qlaUZXSkLAo8XsGXnLji5sRGFtaKFh67bvJ2tW2y0o9P6DpETgW6DrqGLeuWwN6/a3zW+DfkkcFA4paviNL9uwGYc3jLn9IGgkxWboSbg5oY9o0g3OjATN7mwC1c75T91N35N8XqniNgrJeNF2us8HZjeVoTRisSHRIse436wMbVE89nhzqG82DsO5tn2+qejiEI+XUTQNl2R1Fo2fq+dkVo99IRfWWmvPq6n4IzC+ue+78VIwp2aMcdrFcV9XpFPcT5vlgCHwygKqUl6Nr2bs4/C7txuSoCXiazeV3vHhHS+TMnuyvgO6OmJ+TP6iJ6qUj3EqV39t4LQC0BrLKVZfw1gCnNxepdGu+yNyl4mDW9JGg5rLwsu9cca78jkWSjeZItr84iIcGL6k4BWr/nh6TqT0uR2wJZeh5FV7bDApS4tdetkajc1cITGKcyl56oW2vTNI13ih8C5+/PLHITZGdAtWBdk0enC1zLtZgClGyd166QzN3Ou6qKQh8p8LJ+jD5Zy8EDZMmFd6EKo5kdkV8oUVtJOSprH6YJ9RtIwnwrDMTAoyO8+wrVZGH6vJSuzCftWf1sMQLtp131kTGvzWdFu4n7SfEbwf1cEvIGOhh3txyGheUoQjyXbCipBHwYCFg9fUcHn7kyaCE97wPQc7p8LCsT8myYB7OUOrVgSwqFjC21pSvjEtnA5mVNntYO4MTOXMkJ+fxuon/wMOa1RvPvXzHNbdegTQeBHU7qtbF5gjdv0/Y6d/LmLCRRJH1Hc4r0HvOteS1z/8m7zSEuX/uKsVX/UjEw1AFOA2i9DkEz1Pqp9uB+2sWpe54sW+OngpVPqzawTgrdxjxyaTBy63pdmslnzTBAN0CY1vaYe+JhpauR6ClLeah8x2IG5wwgjd79UENJmwY8Af0cE9A3nq+Z6LU2zFgHPdtTKOyMuU0OkSAaokbm4FGd8/DsjDZgrA9uxj16191I5n5bGwb6gZED2tuxcwE9p+34AIg+LUWPtYXHcrGTRn2WMX4mT4ZNZrP+C0QVtivQFH9ZtJ2zkBdrF6wchnOdY2G4vNDquBF5i9BJgLjQ7vWL9PBN++mud6u+tj+0WseobnN1+ooZfdnkuHj4cGmH3xWFyDg2wGk2o4Ud+lVA3gZgvS3AkwXLp3qYqJ8VpAualflIUR9VyKN1c1aOgBe9uuDyW6WTW/jOkkCCfzz73AVJV3Y9JBqOUjSAc0azynNXOpDZczNnkDKAQ91Yr17lJFxq/RTrJ43BPFYeZswhB4UnaEfvKcI8cCml+s48m5eq/fyZWQjRtn1f9Xu2iimTCVizXztAafSVeZL/VMnYv21YVC2/71DHdScdrG5CyczjtSEC5Tas/WIJvDUAAD+120+jjl7QXe8XyyZes9SenX81En6ltXHu275P4wLrS0UELR1AAC1CVn5rx89H6sZbaK97sPw0atPpYvVpZFEbp4eSt+dsQfraXovLYecrOtU7K3k3cjg9hfLqNmvFPHN2qTQw8mk6AYIHGUDpbbDhbLup7ATwehxbzN1IsSM+bgrKTUGx09UF/ZgHbbsCjSd5CbuXMfFe92Ap5wx2mtu5R7xjNp5/Z4n1KZdHUliUf7f54Y0UZqRUbaCeqzND0bfiY1yuOzOGJuUBED1tscXnf5MlkxB12ImTFLpZZ+r/Ud1m1S6Wk8L1wQV2+5CE+05bF12uRYcQKZHxwm3x5CGSauAngiB3Wy7EmJwYi6EALoKDbLUL0yICAz8jiQ4uq1WAq56WUxT1URNqjm2WkbjriepW5UzZZRMy68fkBvdzb8iLorYVnpTr8CLoxuqansnEfTTBmPvLgDgBn2loRZtwaT0fh9Hl8e0mImQAHt4BPI8ufDkA1+aU8LOMw/UoeZeVWrw4tf0o12s7cyWvv65E15sFqy5xrYWfifftu82VPDSGCUlCepNKfDaBQgAjvGlXTlzaKOGHKJIBYx4Rq7jYBo+17XYMSpbnn/rHNM5yTGI7ppgDjcmLa4p9fIftNv1LRcwTCQcCVmotLX/uTEcl+FiaXJJ+lEbA7wayLEfK+t+BvKct0LiLavNWlbZrdC8HZcNvZMSE6zRs/tmTLn3tyJBhRgM+nLNq202laxlyHnCPWDzUU30stbRjVdbHFavpBV5LLkfGWKLxksZcBo8EmdTBfjm28474wNKNp81oZce62LlYBnCt2W5Q65KMXRsHrRffhbiMNAPICpFxjtxDDtGnqSzP8OWuaeGzFW7JYmniAEPUGFZjyM3QofinyhkQmALrzyuGJQ5gSCYqM4EkbUEJnzvBVdg24SoIBzBa/VnA8ssVUNDWTbNwbEtyyvdodNzu+AnW0yZhr4MOad4rRbf+efFJA2pSbLFj3K9jFk04PwpbIX7Bo2DD3SiR0UkHTJZvw/S105KVBUIHlXYujF0JY/TwAww5gbe3NQ2zmMelANkCBeChhKBk+DsD2lUgma9AbEr0rd3Vb6flxjBRSkTN9fWzVcJnE1d7KH3ewvbaBKqzhzZfYeEKYyEe4ZCwW6cA7CRcGrd7C1xxdLoT+NqEGyRZ4V2Zq2kdXmc2ebUn81q+jx19YONk2cJnHJmLwP4iDTULsftzndfqKlgNZPJcJDAFEFBbFIerFcsydqD5uUYW7mHe72vXdoNVG39vg4EN7HiIPp8qTQ6ixnE2svQ8QjMKOv0VgJ0NFt4wOWJHdJBByLcCLMuQZb4rzDxLbJwSD2zOUsMAkmJ81ufKrn0Khx6ajunh0tWNhDLGRfqHQ0veERdt8RqfjaEQiYip9xloUYibBfVmAUcymU58n51qbUcsLAX1WBAOeWU90BPXN33sh6o67Tr/8YXHwFgy0512k/IAiJ6y1HMZyapcMr+RPt2AB3RQdKwo12u4Iyok7Pnv/R2LhfOhWrnsTfxUiQhwEugtgHrY5F+Mi/nsgklF8FzMEkjJAtlYxX3nXE05IAyYpgmHZGUEGprwE0Et8JBe1zMo/URvtobjts62iKchK6ZFb1dO/RRcO0+o50R4Irndb3XQ4MUwC6eQUlBtd4EBGB448w4s/fTeQ3tvWdqdPsBQ+IrSrzbogyUwNvdyte8KK+Q+zsBXwEbhKRQiAj8c0BS30aD2pEcDRHYu09q8UiGMYQrV3O6cLGkgig6r5O7PSgCWOTeDAUpJwMCOEpsYHlr72TcWyuX1rmP8m7VGypLb4zNkpmvGqracMq8v9T9q7K1S8q+ob12pW33sXSxJjE3Bso1LCNQyqDKA4ePq+ZWlbaooWNGuVxnnGoloPwS274ZTBoUm80jOpP5sj8PoAGiFX/fhYM9kEG3V3xhAaDy08jEAvY1yUOB4jkGBZGi4bAIgpeJwHLv8NvRibDomej/v0doqO7s8OXeHw6MM9s92lxt8nfGlqwE8kPEz8+QD/bupPkl/21Ksglqkg9JeRRWczwvq7dJCexaaHK/G8VvhnbR8FAU9K4Jw/RWAh5DZp6vo7QK12+5JOIaYNtpnReHJhOFW77XFqBXdmDkUn1gOv1jSqRW/x4x3j9jXFs+228JZeAWBxQsPY0fHihEWA3qcGS3OvEhzxxbAdr+oK0AzSfq7K3nEeHcA4LuZ1IEPmoXiiL9ZE4W2WQqMFrpJ5uRwVD2VuHjNxX+omxOgx31w3YIiIeWx8U4rD7N1Ab9e13HRItXp4RnF8Lb092ptglhR4hk/M8XIAmAVrKcGjM/0uXRgU67O8V0OXaQ8LQOTNR1I6ZZV0XZsRPCkwL0DmzOPoMMy2+v/HjBbSPELps/Xcwn5KBfzrTJA4T6YcGdPDEDJ4thcyhy8cEkxDA+mxvUn9s8IjgFEslJPhsJs/AACkMsXM+dx+pSpQKuO62IYIPZwkRww8jIohBMO9mRPSp8zyzPjkI4Y/YGo1GV8dj4tOJ/G4t2cd8P9MJoG2tMAPdwVAVo7okS2slj656f2Y3PW2g493Uvb5ZGYLFbbSED0Ii8QJ3Z7vg+t+ebBSbzYxzg9ksTzYkboaJzjY/k50ox0plU3uPG4+qGl03GGfuQQ/wT0Z+/4BkSlOauAaqHQlWIIVbS7HYtC1zrq7t5bA0nl3OuWtmsaR7TT2K9qv5MydrLpVQlXiNR8LctOeQBET1s6wwMYgrL2iRrHX2CjMGaKw0ABLQC/C61O3NP8rvXFP8Nw1fOj9gyfkWPCypSdbXHkXQrsIbJnswIK4+tfLgo9jsdC/yiUY/0S9IXXhYveLCPebfXy+UoU1gO6gODdKmjv1rOgPlmAU7v8MOySO6hb47hed3cf5TGIzBWTVm3b3TsYit4Dy61oC3Iv59StHiMK/W2hPn9WScnlemiONofTnYaQkZXkUhk08QRJGzwLOOubFVsLKSk981lWev4nW9osjE05BPbeJpwGhd09crtHR0zCF1oasLHkS1M053M7hLDeNv5h3vEw2rFuvA2B/vHTABzi8wNwbXYp+nrZ1s/jFKYlABRBOdTmqVu2fKKKeLgserscOuwePN/ttXZPX5Eg0wIAWKoD/qo9sffUPOrN6Oprahnrz29c75WKkfpQG1tM+Hy67bsDgJbvQ3TsPGCekrIOb0lLdgcdBtpoHui99tOzUaKRSXPRPpcIhmu/y3GTj0c/PTwGlyk7UGVKg22uIDx1wEFK95ZVFY/StnDvAME+Jongu0yOhEE3iNnwhxkHB4mGGMl6Ee07RYXW+6jHNhm0VxshtMv6KhhHklD+ZwZ21sfZjff19ACIPi3l+JhyiICpu/di6YtcLb6b737xBMpuwRLIcYvErD9G4qQYPJmZ+miCoWYBI9puOT+mxZgtgSxAZfI7LSi+myvvYNg7Y4ZBhN8M21eEnnreRLLiOLHQQ22iWPodbaFa7m5akIFWs7c6CKnm1k0C168ZOOdrPeC7ZvxMptzEDrjZ5GHhgpL3gdnvRD+mvSWTpyGK9pOjg5cNnosix2Zp5i3jM/DiYCyDZbTPFCYAIy3DjpRc56xkxdxpG0I7gnFrOmc893fbYXgLzun0S6398teyRqVMoN4PRbS+U4L01Htkgpy8UcG6zmO2ZOAF43yXPp91lbZLLxxqJwGklkONx2wYfU0RzmhsyG2BmXTDW5LyM2bFd2IaRjgoVDpQyfQoPdH/3HNEbP4MYGX5MfNgoM93AaTU6UGgdV3aPJ96bk/i1dbxPgeO4u3f2II+KkVcdz6ukdy72R2FQXedrV0DEnkH16IA7MDaisNx9W3361qwytJUQUE/dkK93zC6ne24ik5Da9+MNw5b23qxsC+vYVtbgpHaYNVq/4/vH3TwZ+8iyO/pVUPWVgFwVX0Xpb1v8j3Ps891Le1By0ky2fKQVP1pKhx+wVg3tltgKDtSFuZdyYqPPTDEQN6OCVmrkoVeEPo6wJCkemaFGC8zPD2U3qFfKzFxlRgONCF+UNQZMDNaZAY1IOWerDHmzcFeJIi0NsuHrbF8eeTS3dfWh1r7eSCwLdY0rpCjRUCVAcYOfduRDPPv9mjZ6pwomJQjFp4wkMwAy+hCYwiH4lkI0PJ+SDnpguE1c+uL6tTuubuJ74VdX1lJ0rsMwsNhaUWDd8MUG/KZIQSiZ0dL7AnctoR0eO901AeFX6MS1qb1wUD9hB83RUffm2KvW7DBfavbRGpvO7gnpG9rj2yP8C7CPFtaGnqIJSfka20hY60aFEb7nmQKFzZ00ld84v7G29B5pBxqnJsEfJWBuIwdr5Xfmay5+xzKKNJpsAC4isaY1n5v2m0JnlMDIs2LhX7fnY6jEqrsX7ItGHyVk7SAyIOJxgAGEKU10tZ5m791LagEwkW0ewN1sy7mBOlGjd23lg1fBntVSC9JB0wdoGZezc0GoNJ5JH/B/CdEHNNl/q/3ezwxjpHxRnrqRN+kkiMe8tKDh+jTUtbTAiX3my8ORtxWPCymFA4x4U9/57XBC90BFhzNh7wGFqgkaL0Gs54m12JMd3CxjGHXcF5ontCmUbj3fuAs0NMyFigpGhDwsfdCrkpuzxSuKeFUlC27NHYRulOKnyeX8kZxkXUXHEYGOGb04Pf5KwIGsXPx9831CkYrttQmFjTvcNHaBWYPUygDn34m1IZ6NF45TDwA5Emb5hRMxhKs0AzsyAOKpQ4Qgfh+/vuScdFASFpX9JknpNp4id82oB7Sw5cCPWtTalnx7tHBAKLt8NrwAa0n66IpgiwHbLx9SzKHnAKJ0nu+BdnWtBRU1LCluiwrtmchTOjWGwo5MycCPv3ZEAYnxTY9jqK/oyLQZfU2vDnjNUsWDkozreMMHgHYIesbrynTi9/pGyOC59Sep12GIe+pKKDabthYAb9k29a+pN9ze+RZ9MJ6YmaoaktEVrsjL8jmO2R3KvHIhrp9YMd7PirgZxFSHqZXcNARLCHEvNBp7Ewm0mv1tMz7kdc5y9cO+DiRWtfJOCflARA9Zam3C+BJ1TQJWUmKKZnhag5AhN3X+fTUS4o3gKwJcNpTDKYIVhnXYtjXAj8524tKtCIvLZBZscXAuz36+NpWYRZm2AcowFCqbJXY6yaEZ8LH2pnNjQOOurX+szucgZ4i0oPb7nkI4ZwcEy5WL5OIk2ZNqVhzl4CICQugJcUbIKJ69dAZyT40UMzhTKvOhCfTzr+jPoTOY9czswnNUAjA6d/b9WTYTt9NUi+XSwK690Gpur2EVC9X63TsdtYNTtLyruxiyE538fVOfejhxbCDx4S/recJfw+AiHEEhHmHtQEroyFvQQ8AOYdhu5FWnxxQOZ+maMvbOVQ/1G94j7Zkda+3KgpKjxortm6iIb9sR6ztstX+uNqHvY8hbMdzzWs10/gSuKHjDjbrjz3avc7dG9nRx2iMVAFdl+ghtp+ikKOGfgSwgQECHVQab3UQEcZBazSAXJINAVRqY/wAIhHf29Y1+pd3Ylk/fZcz04Tma7NTMuu/PGdW3+x4mS77wo4wp5XNAfGHYMhMOki2T9xc7gCb8OVe+YwCop/92Z/FD/zAD+CDH/wgPvKRj+Anf/In8Uf+yB/x7//En/gT+NEf/dHwzhvf+EZ84AMf8L9vbm7wXd/1XfjxH/9xvPTSS/hDf+gP4S//5b+ML/iCL/BnPv7xj+Md73gHfuqnfgoA8Na3vhU/+IM/iFe+8pVP3Wf51AIxv7Qgbl9catz9kBcGI3tzGdtpuHsu1Ax6KAeBrcNd5cTlLnfqZrBmRWhUiJd4ywR5BlHkhuXv/Hj/c9/SfgbKGX5uRu1J2vWoqMeu6C153eg5AYEK7Vaw9YUEGnnNgmK3dTUDZTwus+6y94usZE96tDFTGM764cqwbzUXdLf7pYXdlVKe/828HYZFxHfneZ6VDUv7oW+3Pfk1J6AvFEpjJd+tMAMZdjBmqxPNM2FApY7Pm2JqnsC2CzEJO+Nx+93JT59lDyqH7iaeFiia12xDJwIU/LEo5NguXN0AQR1KYxpaykDlKYuf+s7Vdk+sf9rXOdPd2lrPC9a1hYHKSwXlpt03CAC6AGs/HuJ8VT0xPDY275cnA3eA2Srs4HFtwJE9bXzJsJKHoI1RxgnQfur0HbKprzHmxU3f2ZNoAwnrDxt+C+dNcR7ivWiS+NDIwuH93i/7fOY17S69nTba2Gc5My1ppsCubwlyuvPnJiwKeD3VdJW9woCHE+z7O2FtLiTcXc5Zuxhy+VL+GXmx2qadaHgM4EXk6fOpZ8Hm/jabhz25eI/yGQVEn/zkJ/HlX/7l+JN/8k/im77pm6bPfOM3fiP++l//6/731dVV+P47vuM78N73vhc/8RM/gVe/+tV45zvfibe85S344Ac/iKV7cr7lW74Fv/7rv473ve99AIBv//Zvx7d+67five9971P3WV++Qh+PHId8f46BH01M2NyK/YwORVR2XHJoaQ/gZDndmVIRgcGd4/EFFH9OEz6tTEIstqRtMWl+r9fn9xqle3fs1mxdFEHpsRJMCrF5tmrIFwKaNbKe+eh6Sxhu79djO8FVj6VZ4AsJmi4kpG/9t49tbLoKlM1f0APoykHSMW+C7YnHXilasuctb/9vfZXad4NxnpMpmYOG/IJLhYXgLgi4qtsk9CRcXeiJDcr4vt08XkodOVp+Cia2CdKlVdo2VM54O43JQU/cBTMrAZS5p6d4wruHSEhZj10r1J7RqxivdWXekbNESm2LJjC1N0dZabKOzfPFOtTqX2NuhHucRaFX7a5BPqxSBe1IjCcFeGLJzBGc+7p2RdnCNciKnsd2FS/ojFvrY9+laFt3Ukbifg6LseWf52WXByZgxtYNhWGYhk4URb89wPoB8t4m2vNp2WsC9f1YETa8vBhwt6tnMr0Ec3mvgnWSO8fvAUjHopAMngBOTT9HhQnkBTms85zBbig6rrN/QnRwQdqBUoiQlAi+QO8UtNC6FRqPr+eNYUpzYGVmEE3KZxQQvfnNb8ab3/zmi89cX1/jta997fS7F154AT/yIz+Cv/E3/gb+8B/+wwCAH/uxH8PrX/96/A//w/+Ab/iGb8Av//Iv433vex8+8IEP4I1vfCMA4K/9tb+GN73pTfjQhz6EL/mSL3mqPh8fnVAem4eoCQ3bsjvumYFbkbWW/nMADu3Mo2WFFjqOnblUMXZfdN0SGFK2C3Wv8CIzwGZ95CURFselkI0gHBefb4jWA0jAjw6yu3d7uBrRprcfXNG5DmrP+q61eLsi2kIii2K9juDLE2YJTPk7vW+S+mhbbyvThju3BzhIyDHtx7s7SrXTwsYWmpr0NdBiI/h7kqedPH5OHg72cLEQ7Aph6Tk4fNrwXrED/1QVRXXw+cw7mQfm49oqhr0xj3YntLWxJ0XCipCTMz2n2EMbAvRzm7xm8k6EnAia3/ucwm4Jsf7uhOes3816lq3ymhS/yNY80kSfu3bACs9Besfvd7tnPwCE+7dK9iBaWMQ8AZvOjD5YyTtV/XOMz+NzcL4qJdJjt1hIEnEubX5crq/FrxKxvDZf54IQBh99RpSnHDLr72wOFExreg6I7ilP++e7oS9R95TZjQJ5HmRnXpi/s8zPNLRxrau0HYCo8ONmeB5mFr6g33FXgUdMiN6vlITtp6Mfb3Cf8lmfQ/T3/t7fw/PPP49XvvKV+P2///fjP/lP/hM8//zzAIAPfvCDOJ1O+Pqv/3p//vM///Pxhje8Ae9///vxDd/wDfi5n/s5PPfccw6GAOBrvuZr8Nxzz+H973//LiC6ubnBzc0g4osvvggA+LIv+A0cXza8VEUUBYpDWbH03wHgpAXnuuC2LniyHnGuBatuUWo6lBwV/cJKYqyq0haKKA6lYpGKQ99iau/be/Z86J8oDrLiUCoOks4KgeBcW1/PvX9VBae64KXTEZ+6PeL2fMDptLigORwqDocV14cV14czjsvq7SxScbWsuCpnby+Mb6IY7bQLG3d+pmoJz8zq4895QdaEGAsGHa/K2fvNOTV5TgDgrAW36wEvnY+4WQ841bKhMxDxqdOkVBzL6nNmbZQ+F4dS+9/beakqOGv0AhxkDf0uUJ//cy24rQfnN6aP7tDX6pFEh4NULKXiqqx4dDjhIG0cALCqoGrBubfB9dp87c2n83Wam4XoYWPkwvWPvlfi8bp5J7xHPHS7HvBkPeDJ+YibdcF5XVC7AfPk9ojbJwfU2wPkyYJy2/KG6lFRH1csz5zximc/hc975iU8e7zxPjAtMw9FOkU5wGMI79SCsy5tLmvx9entoPFW4N3EX/yZ/X7w9sbatLnMssD6oSo4a+vHbA3nspQmo66XM67KGVfL6rLA+Nv4Nc9noCP1nXmZ6VghuF2Xti7XBbfr0jwqXiect5nHF1EclxXXyxmPllPoY26Ti8mC27r4vNhzgQ/uDR3hMmn23mweA41IdhSpPpe367KRBVUFp3XBzfmA2/OCcwd2ANq2/qXi8dUJjw5nXC9NtltbrENM3wFNFpzrEtb8XcXk2u264FQXnNYlvHco1Xl7STpLiX/sM6PFsaxhLo12p0/e4sP3mIfPakD05je/Gf/Wv/Vv4Qu/8Avx4Q9/GP/hf/gf4g/+wT+ID37wg7i+vsZHP/pRXF1d4fM+7/PCe695zWvw0Y9+FADw0Y9+1AEUl+eff96fmZXv/d7vxbve9a7N56+++iSursdtLazYFozFtKIpppfWIw6l4nZdfAGzIrwq5wCk2veDuQE44+XCYOjUhZj95AV6kIrrcnbhZP28qUd8cr3Cb9dr3NYFL52PWPviWErF4+MJr3z0koMbFrZWd+6jgcOjLRpEAWO0ycUWlCna+ywqLqxcbYHe1iYQbtclgNFDqXi0nPDM4RaPlxOOLnCG4FkQFc1NPeCT52v89nKNT5yucbMesNbigux6OeOZwy0eLSdcl9XrsrHY2LgsrpwqjrR4qxYH1Df1gKpnH1+mb37vEg0zX9k7Zy246QLeBCjT6dFywssPt3jZcoNjPz76pK1vN53Hb+uBBJT2MbcYP89NgeJqObtQPVJf9vh+VQJaCdzM+G2mRJnnTJm2/scxm6C+OTd6nNYFaxfCDdhWPDqc8Gg549HhhKty9r5mwyjPi61N5oOF1mcbxxr6edIFZ13CnG4V43Y+ra0zARhTZted/seybgy4GzngXKq/V0RRDhreK1KxiAZQfKqL87nNi8mbtsbWDe+8tF513lmCvMpGJvPOeCbKFVsrt3VxkMWga+20OK2LO46Wvm5fcfUEzx1fwsuXGxxo19W5Fqwozi82NpMvJy0+fu6jKWbuL8sABg8+ng3vsD7Y6oFRd53Kq5M2vr5ZD12GyMYAmRpGk/7bd/ZZlusrio/pVCOwsbmarYmTFu+j8aq9Y7rR1zXJAnvnyXrAWUd7B2lr8/HS1uV1N3gB4PaWb1jbL5/VgOibv/mb/fc3vOEN+H2/7/fhC7/wC/F3/s7fwR/9o3909z1VhZCbTbI/cfJMLt/93d+N7/zO7/S/X3zxRbz+9a/HzXqAro1sxgBP1sNG8ZqnxBTKs4ebqXV9qgtua1xQh7LiujOBWcq8KGeC1cqxrDjSecirCp6sR/zj28fNu3E++HsNfWuw5sphbume67h2wgWrC/HqlgnQhKspSi62OOx5q+9cF7y0HvHSenRaslI+SMXVcsZVWZ2GADrtlmCtVUjwAh2k4uXHm2C5GZ2rltYutoAuL+CzLiiieLScUER3FY0tYqPHTafFk/WAJ+sRp57zYZbqVVlxKCuuSvSIsABjAVPRc3SkNoFyh2crjHkimGxsB6k41AVXdQ2C89DfOdUFL+qjqWAyIDXzmIV+9HarthNrq5ZwEeRCiVIFivOmhliXtWP1WFiaDQUu0/UiFctywkrb0M91waPlhNsuqNnqdZ7Vgk+crgFcj3Uhq1umWaHkvgAIhpApyBPdTzP3Jm29ZpU8iAMQDw+j1XG7Fpyl4sl6mHpfzgSiTI6ZF+qZw21TVEslA0JxQlcipa1HG/Kw6JvSqyI49cMvDXQ2wFVxkH6CMeK8AnHOTv2dPCdMmyKKq2VFU9Pq43nSZZFO3qvGy1KxdtlpfWRDc7TT1kQzfE4+jwx4TAbO5r0ggp6ztv49WQ/u5bJxH0vF48MJjw/DgDuUFSvIQzYxuAxoH0rzgDGfcR8NyHi/OvDJPGx656YuGw/iJSB1UxdUPW7AOc+XGe2HZesJO2nBaS0bMPiywy2ePT7ZOAuGMRz1z+l0u5mHWfmsBkS5vO51r8MXfuEX4h/9o38EAHjta1+L29tbfPzjHw9eot/6rd/C137t1/ozv/mbv7mp62Mf+xhe85rX7LZ1fX2N6+vri/0paAxwLCtWvd0ILytN8Tbl2xbfgk+crvGJ22sPSa1r8zYs3WX5sqtbPHt1g2cOtxs3LhCtQius1L0I8Ghp4Y5nDrfB3cwW1KkuONeDhzOEmJVdlkUUpSquyhlnLbjSM26TYLeyUUAKAAteQgx7nLXgyfmIl/q/Uw8RAGbFtUV9fTi723bQQfHM4RbPYOZSrhvvm/XRQWkXdGcg0MNCFXuF2zprA64mNBi0WT+eOdx2+m/rzGG/HG5i6zRabZEHLoVtsqW26QOGwve5JF7l8EAef67PXN1X5eyAb8/LmYvxDAt868ulsFMei/XpUNZAjz3Lm/u3LGccVPBoOW36YKFMA4DGLwBwowf89mnflX9VVveONSA3+tHoetyAKPaOWZ32XQxTEmjeCTEX0QY2KUTn7Qk2oHxGp7MW1K5orH9mwLBydXpN+heUYInreXwfgVdVAboRUHR4XHLds3ZrAncgT8RaCz51vsK5Fry0HDe8POMXK2ctKCoBuHOqBNMjh/u2NNbukX0S2hkh5OEJPtctAG51M68CJyybtiyF4xO31/jk7RVuzgvO/Z6vZam4OpzxsqsTXt51z9VGlnXQKVsZB/T125vM8p9BOAPw07p4OBYYuucgNYQSgWGwGk0yaMvtjnXzOZBU/bTl//q//i/82q/9Gl73utcBAL7qq74Kx+MRP/3TP423ve1tAICPfOQj+KVf+iV8//d/PwDgTW96E1544QX8wi/8Ar76q78aAPDzP//zeOGFFxw0PU15vJxxNbkfaGYJXCrPP/oEgLnVCuyHyf5pl732P51lNrb1uGViLjMAeFed9y2XaMBhzn9a7c3KDLT9Tt67b5kBrPs8/0+7H7+TtnK5i4f/ac3VXjv3FbZPWwoUB29y7xa8WX/upt8M+Dxtsf5dl7v7dt8Q+B4AMQfewT04/3RofpdcedpywAosze85815w+achW37H8vuZ/a8u0fYSvfJ7vxPebfX8zsaUvYvtZ2t7KZ8DIbNPfOIT+NVf/VX/+8Mf/jB+8Rd/Ea961avwqle9Cv/Rf/Qf4Zu+6Zvwute9Dv/H//F/4M/9uT+H3/N7fg/+zX/z3wQAPPfcc/i2b/s2vPOd78SrX/1qvOpVr8J3fdd34cu+7Mt819mXfumX4hu/8Rvx9re/HT/8wz8MoG27f8tb3vLUO8wAdHSa8g16nJbjoIZgHy+nlr9TTm4JeT7KueWjWO6O9BDK9eGMlx9u8LLDLR4vtyG0VCHNraplw4DMrHctqpyXwXlHo77IYP455W2w58HqzPlA1jdz4wIxZ6a5z4u7YzmnYC8cZe8Z7e2dS/kSVjjfwVzhnJthfeXx1h4yM4vkvoI05x5s6dGs8uMkidj6tffZLBfLcglyXeda8FK9CrxqY845Zke5W4Bx/Xt5YtFrIYGfrJ8L0dESP0fextarkN9btbQ8m1o838bfofy+TF9PMO28x5b2LFfD+rCXo5Wt05lnKXv9ci4hr6dLxUK9nzof8anzleezVRVPEn7mcIuXH29c/gDwXCTO2+CSFcpdxcbFybt5h5GNL6+Z+PleTlTcTMB5gWfyInNb2fOVN2zY7zzO/E6el+sUqr9ZD/jkeuVe7du6UI7Z2r3BJ7zscOO0r9ry6Ux2cx6RrUELVS1yt9eDvXYzecS5fU/Ox+DZNc/t4+XU5eMa6j4h5j5aMbmZdQV7+yznh+fMcoXMi2hl5ulxD1LKt/K2UmjO1outiU+crvHC7aPm/TqNMP76qc+BXWZ//+//fXzd132d/205O3/8j/9x/JW/8lfwv/6v/yv+q//qv8I//sf/GK973evwdV/3dfhbf+tv4dlnn/V3/tJf+ks4HA5429ve5gczvvvd7/YziADgPe95D97xjnf4brS3vvWt+KEf+qHfUZ+zoG7MdcYrsXX7HmXFdVcwx3L2HImTLvjU4QqfWq/w0lVLLMxJovbeoVRXOGsHYi9b7s7kZ9ckMJTnzLXOAv4uzwG7sw3ksQI1RWXvZ8VlCZXNXTrm6Lqc8bLDzVShc8LgRoEepCf1lek4s7JrY6hucT5eTlRfpMNKissFj4PBddNHpvugsXjugynf0Qcd/CFrGNulwnPD9K1obTypRwcINv6X1iN++3SN3759hE+ernC7DiH++HjCs1c3eMXxCV55fMl3DWYFwgBs0epzn/tv+SeNhgXZ41OgGz6xMNcJC1ZFAEZN4J7xqJxw3X9ygu5JF3yqXuFJPeKmKs51cQVxTIBzkdr6J62NA+pFRZnBHoO1S4DU3mfgxTkpTAvOw+M2mb6L1DDmJ7Xl3H1ivcZL69EVjeUfPl5u8fLlxvnLaDzjj9bX6vLmUTn5HNlcGg/n8Vv+Hyc029gdbFMy9oZeu8bWup2zXrLssz41YLxMjUUu23meJy1zP0wBG0/HNR0Bbn5nkep0vyodqEjLy4O09m3OrnsycJZzedyzecjr7LrzFcs4AAS+tnKsqiAnilj9N9LzchShvUcdWD17eIKXLzd4Zrl1WmU+tVCz8cXj5YSXdT59VFgWlyE/dkKMWV6e6oKb6wNuepvMB6dP3uJDm1q2RVTvOp3ioQAtqfq5557D2/7u/9u33S8dbT9eTnim3OKZ5TaAgyLVQVDeCfKkHnGjBxdOJlwZEGQlOVOEueSt/bMF3PqwBQwzq3Zm8Zolkz1f1vchEAYIXCG4qUdfIDe1MWzoa2qfwZeBRFY4QxiUjUei0Vy9X/xZ6GOnsVkZDCw2tEwC6Z+kZEWZvUcGOK/LueWpMV9Bvc8L8YQBg0+tV3hpvfLdJTbuLAT3PAEOwJOiyV6UQwD8MZmyPTPxHNHGgOwJYjCbt2IfpVm0j8oJ1wSIqhbPN+I5M2H8yfM1Xuye2E+dr7D2hO3Fd9DR7suUp7CgBoPEwPwnz9e+AcBA/UFWPFrOePb4BK84PMEzyy2u5ex9sb4NBbrlpUv8m0HWpbL3ffay8RwZTw0gkrefl01el43nph7852zeuF0bLyvzTZ4T5gYGy8SjRH4zYGzewryrMO/UG/SYbzTIwIbX36kD27ZLMcqxsftzDuj2PKCz3Ww2L2wgZ53ABkcGjUYPG397RsKOvFvyFNrmlUfLyT2LNm7r32zHY3FdsJUF3LcZf2ewn+fzST1uaDXmbt/4zDL19hO3+LE/+ON44YUX8IpXvAJ75XMqh+izoTxZj1h7UmHpKL9qwbk0JuMEwT2vgZWq0p4pwAHb9xojLPcSggwMGL3nbYq8gysnN+YQGe+4OnbhzkLE2rWun9F2ot2g7WLBulWuDMqOUj0E+Nvna7x4+wifuL3GS6cDzmsb92GpuD6c8fh4wssOt34ezqVi/bMwhCX5ZmFriqpCMK4JhyvNwq5kCBaBK3KbH/u5J9D2toybYLI5scRCoFtwS3O9v+xw61tIx/h0oyStH9YXE1KcYGzlpPMLE7NVbXNju+R4d0mRcS7JVT9m4NLRC5fCMIPf5mFDAAGUnNZlKnCNBmM84tY3jjd4tJy9/5Y4/3/fXHkowG8P7+Cx7RiL4NFCK0UUL++HvfFW6WP3BnxqvcITibssebwB1GtU2jYXNz0B9snadoeegxKK5xDxmi1Sw5ljrPSz95nBwUkXnGQJHjwrM0OLPy+ieLycpnLK+PKM4cW1tcJWfJMNLbzyqfOVj9nSCdp5QWdfF21b9f28qgdZUVDagX6b+dh+VlVwowfc4BBSYGx9W+iLk+sBeBhwtoU+g68ZrxepwdSyte4hfiwuP7OxHOSVCEo/HLWq4KgD2Jwlyg4+cuK274b9vy+AEAaP9pntAM7HyOSQNRunRuNc7vL4GZ9kmVp1/xy28yc/B0Jmn4vlVz72GiyfbE5FE55LP9DKhBOzUVZaXPZO/eUD9GZP5PrtuaqCtcfx/bqt/tlaS7sJvaaTYXsf8rH7pbQdb8dlxdWhx3rTbhCRrULOfTeGtM/Xfjqtxf/V+rgWnM+lnVzKR80XRTm0U5IPh7Wdlpxomy/ttHAYH8YWnsdYyHunG+cwCtM7F9/mTIf7WTE6KNGh/WzP1Sqoa4Fd9gsAUoBS2gWch077MruV+kKZnWi7FJ3yqAKDR2o8EFSBzjedd2xTkoyTlTP92+ntXfiXEZ60fnDJ9OSD8zKf23wxALBcklMtOPcD+Ti3xMY3owl/xuOyfkinE/MZACxFN7yVxzMzX/Z4Z61ta3Gtxc882uunFTvl2efEvqe1uyxtzQ7+nx9QaP3NayKH3cOBp/fwUtn6t/Vk76+1nw20dpm0jtwjBfx6EL/xXju/9fuwTBZsbwYQp4uPq4/HaLHsnCI++j0+s7ysWsVvHOB3lNrSTkO7xmZZqq+B3Bebh/uW6SnviPqH+dTob/3iueK5sLUenvV5kXYha//O+94vBOZT1Z3GtmZ2ZDGwXQN7fDSbE/7Ox8F19TkyPcenZtdPPZm2k8sDIHrK8ql//Ajlpp8ZboLI7oxR+KWkfrmh3TBN97/w9QSZgfyahXx3Dc98YHACM1ZP1nZKx7RPbxGfMOXkZux8LYktmBB07YJscykp0yp/7v3fdgNFsS4FdVGcD4vfmwZsj633Y9qrYD0vqDcLcFNQbvpdVtqHWvo9WnZZqSBeHmr3OhWNtJU4dz7kfCfP7MJSq39WJrJxlQWn/t70uKwZkOPbw/lIfowxiV87kfqv7b29S0sBzPsxG06+xFLHGEXp76TIsfQ5OVTIwehP47xAP1aem1u4vQ930IPbSkDJ29GorL0d4pNAJ+OXfoWFXXXD11g0I6Xb1LyeeC3ldZvHmMulNTWTE8ZrdE+YXd3h96OdS7gx3uXbsaIcGwAr/SwZ1Qb06yqo9l4wxBDXRO7nBrQAerMAa1Pkp73LR1N9m0uB8zz39b65QyyvdZbRBNh8bqjs7mcyHtybsz05zLxaEl2It8PdbBVtvirGJcrWxKHf33es7d46u/eLwCC4LtD4ZdkCSr4Qdu+icqP7PWXIbiE+5TlqHUn9Z1B1WnJN0/IAiJ62nApwmOSP9EWnzLCbS/D6DxVaoMkL5GAjMnq4fLTUjVKe3VUGdHf1qbRFy7eZg/pbQBcSUl/XdqPwqmhemwy0JmVYFF2Z2EKT/pKED4IicQHLAsju3TkL9KUW6hFTVnYpp11IyQBGATlUaFHU64pwyWztNFjR6FFbR1TQImcHhdYmhHw+RfqClgaoiM7KQqPfPP1UJbMTK/Jk8Tqd+GJdV66a7ilSBMV5KtAbAPXg9yo1hYBw6zcr9Xh/VOpnFkw+HgINCYxML3O1cRkt7HcHILIFWZeKjHH7PK/i0RKbZz1W6FHHOFLJYCg0ITQWVpod/MzAY7sgdYmbkFO9bADpWoCTQM62buFz5oDeQKSNu/cnAI6kMIJijqPqX+XB9p8drDINvA0dnsQ2Dvj8Se+vy0LjL76s17pW6eJUU+gqrU9Wx3UFureI6bhriPkzEn8CjafWBCZ6W2oXWB+q38XWZFryGBGYCPIsFzYOsqG7x9IBRHUZL4O+e+usgUU4EApl7TStpV0svdN0KDLkgxw6OLMuaAdCpwK5LSjnPlbRPu+gS5RTnZ0P/POJUZL74TJncl9c+6nxJ+AXf99VHgDRUxa5FYidQ8QgKCNgW/B7FuhO8Vu6V7OqAL9c0hZqtnqAIVg6YxkDiEoTHKpQtBumPY+eF2+qzxfhSaC3h4nsnLzj3+38RKOJ3xTPwsCsoHSTtQlIV3BkKYtKW3BVoKf+O/fP6ha0xUxEttD1xh1Ni3Sj1EhR+7vGCiVacCYs6rn0G9eb0BCzsGX806y4vJ/pd+k1V+1gtX0e8FIXXGIG0UympM9UO4aYKEnxfu2EGvqt2mrENyC3SlPi/ZZ5J10hITkD4XncfQxiz/eb0i/Syj6onUYFDTgQCPTb3ft8qQKSKp2BpEtXmwoIGCbBXmsZnpaZFb1XFoUuK/RR+tzoHJQrAfMuK+wiaO6LzhjnUglhH6pKAdQGWtTGNAMGG68M3YxeZfC/KffuUXLjTQERgR5s3Y5LY4PXugBadcrHSGvEPX0uZ8XBFyADZJY4VwaE28WnAiwTQ2FWGLC5Bzf1j4zB2Rr19/3DBLCIvyFoht2hzX/oInvqgS2tZp8VablU0mjWbnogebgoIBV6UKz3je7ntS9wQCrd8LfLt3NoVDvPWWis1UdAO3uj7snqD4DoKYs+rtDHNOPGhEASCG1CzIUvGKGe5k4m4WjCxIRHB1HlOsZkq8WtV3ajyxAmSgLbGEsUS/d06BX10/ti70YhEl2gEYh0dBaFsY25oC1CsyZMIHMIgmnGpS/4qXzpylA5T7ULsqZ0zZrs03DQZv13t7BdSeJ9AI3bxmTrKi2mu24Kn3kDms5pSbraw0EwS5cAHRRd6EfQ4HQ0EDDb1Kadh9id3zs+7VNQnjwADGAdhMgEAPI7QMvxmgElBfRayH2N7bsTwHkp/Bsez/PVH9hTJDkEEOvqHkjqR6/43rkegTaXeMW8cPZ37vukvRn2czmwlqaoKj1MSkarEJ1a/WXRoGg4DyaH7HxsrJDzXHavQTAIrW0DG+uEgYu26eAxn0vz5t1Ku1R3pTW9COq19jw9Wh/U17vKuK1doR3M4Uzg3byIB0G9qlCR5jVmz6/KkMWzFITMl/axhb3ymD3Uu5XD/q4ZurzWU2hrI6MuhecKhlBLawM6ZJOXigZkV5uzVC17exhVkKHoALbTvtYevTgX4DwAqZbmTdJjxXJVPcwMUHi5dkNzpY6UBmRnoc6ZcTMrD4DoactOGMxNHqZ7j7srgDULEbNQF4Uc65gwaZNXRHveDgI6rlWgi3iukYfYzgV6W7Ceer5MD4tp6VbCUSFXK8qxovQbjH1hd6G1WdwFkEONgm46bvpYMcIaZ1OIEmPhh4rSQzP+3iSR0sm1g+61L2pdBXoYi5mVNdBos1Jm3kbpAshgKAutEYq7YGpQ2LI9qk2plq50Fg2WmZr0zQLG+uB5TFuA9jTFQUEA4Bi0Kh2wWXvdOxZyo3LOBuAWraY1YbRrIY154vpFz5Vo8LZEq7Bs+NR5jgFfr2e4+M3arHHdeFjSKuv82q34u7wNkdDtn0zWEedsFAMP1A9oD0tDxhgmoDD3Qw41SHFJ71zKP3M6WPc5b5H7T2HwuGba/JdlJNwGWWWbOAy4MdCyNnq4Ohhpi0IfKeo1PDw+vuwGxJlyQgQj5JvC5w40zNjS1I8OGJsRRxghhJD7Z/aeaMMTPYQXSGXt9KTk4DETQJba15hEWlIfs6fNjMocXhTy8qnGjRIbI4absjbyejZjzdb0hPaBv/nZIsHLHzznXZ8Je/SkQkw2Huqgm3Wlv19PBfXMfez68aCQ43kbCtOoG6dh0gvlARA9bTGFYsUVSg2MkN2/ACixjbR2F0BayXJQoC5o3g8h5qjd9d4FjDJjrt1LchaUMwgQdc+StHBZBaCLhD5Ok4G7p8oUW3ZP99ejILPhZ6GantFVsJ45qxfz3/n1KYhRsog1Ch96dgqA+Dn7M39vXrv+e87t4n60kBnCwnc3finNY1UxFVBjkAh1+lfZe6ejP9xPcxebghLKe9Ba2oWqAIDOk8ZvPYQly3gXALCgh6rWNobZuK2OLG+ML7X5Ru972tlumFLa/JRjdcAENBBRb1uybXlSUE45V6iFWfSgqOZpM8HuSqH9ztHiEeqhIU0AdOwrhoLIY7CIYhXUU1aGcX2M6iQoqUYfjQnwKVQ1pfPM+3ywsE/PBelJ3UoG0mY9TX4X6XQpDQAFDwY/t9TE48zfNrZEM26PeT6vwWRAsLHVUhbNKFHkdccJuM7fHHrpno1NIR4MozKQZJqVPOMOlCyn86410fug0ncAUlK+7XJbOecqy+9uqAS9BKAcyBDLxWVcCs9hADNbi9zNjbzXRiOroxagdBbwTTBF2zlqKd/Z5sGMda7bdreV0hL4l2XIuLZDbvBwC+219+pp5mLflgdA9LSFkzpJIRsSNtemavtMi26tUF5JWWmbJawCTdphs3hTXdrb16WFZkTR3L1m+R90CEKMEJztSJBzB3sU+tJFGoInRXlxVwG7Tmd5U3tu3AwUeHwcWw/euWFdTwVkAXkGkqAmOgf6olleIyGcNSLTfKsctfZbu0krhdCGgU57xzwYlmfm9aAt5p5YKuadAWICtCVWSxRwrXmBrgv1A9HTw3SvbbCqBes6CVvBaB/HzUmNgqGsPSR8Mle4Ccj+z5MzyTOqfcz9nZbsPt7TRVGz1S69O1WAoqiPK+oj6iLv8jyk3V0VY/dT5+GwpmzNsHLt9PI1E5QABq9YLor1nfILDXRGoD1khM8JACUPgE8X6BleQ1k7h+94zbR364qR92X0N8+YryOq8wL41c5DSvE6rTb/PSGcgWqBJ7XzfIahWhd4+WVA7l+0+dCu9NYsX4z+vGkDCEn6nnRPfKqHJr9r9zDueeo2myuyjPbn+po5jE0xDpROpSclC8pJRlLyAahXFfVagOsVhwUeNVALPxWFHsWP7XDA3BOdNx5VlqlMjwAEK8rkGC1NtA1t9X953Wpfg5US4fe8wVbnnkfYjJUqZbML9S7636c8AKKnLIcXF5RbUjRmEZS+0Nmy6SBlk0FvcqOHVABa512ZucNj5rbkn1zfdQUeNwZsC2Z8XQh8+bkTSTnrMhjVx9HBkseOuU1TbEERYyjADViyMWMClnYUcabBzJreeU9XgZ4n2y13BBvS2LPFKmR9lryAe9/Udqy5ciQFmvOwSv/cPub+F4VcKXBMlnUXWpvQXvbCZcFVLwgIA0W1VehV9R04cmo7R2JyNFCvFOujClyvWK56En9/oPQ8MhbSnr/R575IBAZ1UehSWyL6cWuh/v/Y+9dgW5erLhz+dc851947EE9IICdGwmvAYHGxqEQkBF8NlhBAY0RUQEQhpVFLq6hAIoqFShQNmAL+LzdBpUQB5ZO3WBSCJeAlRiURrCgqSAhQJqiQOpHknL3WfHq8H3qM0b8xup+11zomfznhdNXea605n6cvo0eP+xjtrS1w6gSgtOjWMQZUx1gur9aCUoF2LpBaY0ae7YWgC6WTKZHG5XMr2keFWiPK6EuFNw8EXbkRq4k7Eom6WbJsr3y89LfNjVxHbPETIAT2tnPFREcWv1vJEFf6eMnanwuXvOYKlHtn1KcOiyUAL9dh9caCpdsaW6G5SfyeYTcE5USTjFmfC4rFDekaR7xeG/ua2xaVC6hQY5bzUWoAHhvjFhtSnsVityqGdc6EomOF3OvwbITfvX4YyOIrczhBbV0Ar0aLNIxAqo8fvRMYgl9uxfYKLqzYPFh5nwSYpvWMWEnVIWLmJO1rMVoQp9Na8ZIph0erx5IBXZBuJ0G7K5CLBly0GEcmhE9MJ9gjcU17UiC6ZTs/7Yx6b1QNnghjYibYCsr92oMDTaskASqmdtP7ZBWJWl+ZiYLo8w2Qbmgf9IKFBaUSo24PejDkcb7M07PdODDSmmWDqdZtsQMWN7BZZpWlX3IzN0TRI1Dg69kNwFWixSZbWxIBZmJAZsHIWQptK70uhVrEON4KFT3W4zSYyU0CazvMNTbAAEhwl1KCuwZQ2FxV4LGi8Sq8ZoyyAocFfmkZALHfASdkbFofa9Z9sQDucwnzKIKR1q3uI8sIk0MXfuRem+dRBTj3go4BGGbNM/iTZc+Y/IaBj7z2empdwPEXiJFnd46dCRNE077Y1xOGkyWzHGIczqRhrqyEvIfWX0Vn+inuqwvmagEwnDNBWOO3rP4Skgbt8SOJDkz1kAh+RddUDkno1FTxUFNoBRftZyz5GuEkCWheEsOszIeCrZklM553AMOlQ7DejQmz+RlNCJYvmkcjhcTeUSHR8CHs44qB8liZDicXWihNsQIU0+3WYdNK6bByIUOhTGUNBjx6v+18mGJRTUA193gtzV319dCFhlACQecTUvVJMe541d2LJcjLJeBdgPkCDvP6E1wK3PpaiIeUAmxbDxXZqmA7SP/bcNXootYqY8udnNXCfDWUOBcIH7uZqPOkQHTLVt9zQLUbews0FVQ36JTiiFLL52RBe4YJks3ySjw70RWEQmJ87pcdDgk+aJx5EhhEuM+DF40YNKsE14Qhiy/q9ZI2lNrQjsPUea21hAhZacq5JGVcKcNwV9HOnPN67O+g3QAotfQaRaiDKdk6Lej7aP7pIVSEYpQ3TC1dMvJMSDIRBD3DhIsIsgUydkFD54jSXReloKAO6wyIKRtxoYDK0rowVDaFuzG3WnosWx2p8p4hxQJFCvZky1XeHjGYbGXJzL1vzHtbCrrFLMHXkheCsKH97dbZQlEloozv0tjD2mTIqK4BFqSNmVTNjKkAzMXMZ+bUuqDNZ5SHtfWsmEmLcVjB3WAu00AHxu9NOuMVnT/Qz6/YOcrCXhb0DCYuhABxU0mYASKNo/iVWC/rOgE3Clh9+IJRhwjd+sUxm0sBkeDMrqCVYNmILjLztizW5GbucWk9CwrHhoo6YruyRdyEvbytrbiMBMTYw0FP+0tNrUbjQgxaGlk+OYOu43e3HJlHwIKwmS70fR74jQ3dusV0m9uKx6xaXnM6X75Xpej213TjgSpKx75fXgaB+uo0hCx3ZgW8qqhXRM+AhUa0bk8KRLdslhIIwDemqHlSzoSwqtlbVkmtI15iZF+oRMu1aejdbolJvussVZH5XaBuCe6r9IOgoZMo+tfobzDHUKzPCMhBUI7bYHI8FekVoQOuKROstaEcEAWKltJVzYzbOiKLwrI00JVDxS0lhSur6tyD2d0yVmhpQFKEmdAlBjoInV59IsXjrYJfW8rEMKwOkRG2/k4P9GtnLYGfszryRGmORa2LpuUEJn/o7s1R/wqwWi4eH5CZlzJWJy4H/dDQpSkTYaao74c6W446ZQhDZjFMy1pa1qQMRmHzIjj6mdohvBMONoGUfre2aF0Yx6uVhs/wANSSO5vTFzP35z1GopHg7pytn9t6HNXAWUNfZVE6XPIEjMDrv7oNy107obsMVNDishJjzDLW4vM0AIv60WkfglCgwtJyD/VnluasX37U9iJbo2we2XWeXDM5fsvWJluFmEXT5hTisPSf9i9Hxc/EWAu6EFt8j2iOFV3BOJDkAgzafiArCsG1W4kb/N4KosdTfRzFhQ2lW9SxIxSvWhn97ZVssDGm9ziGyOehe86p7A/C09RvnndRHLZEH054aCeB3BG0OxvKRRvWMeYRVCMqjMGWWZ5bAeTU0I4lbGY73EyDfVIgumWTD9wg98yhifVBBAZRRkVDgxwqiiKcB5xeamVPlWaN+cgBbnkSRlpgTdxZCMgIbMjvjKvfZeXBr1ddkCsWzGrFt1w4UIJk6ffXAqcT+9YAOR/jYWJTeI4ZsLVQDBSPVcmf7dYe1XrrwRjfHIS+bgU49sGtplFYlVvfAGl0qeWKoVCXAEZQNWuTbbybTe38bj7YcujCx5bdiCSsrjV2rPcp4xE3C4rUfQnXzxQE8/TE5JvWErmOUKa5ubbOGW0g3BWC84TPmfETY1WTi0znZfVukpL35i/x91g7anxfUNTtqbjJVgodzhWTZDnbtexuFVI1xql24c+FFJPhtgKRA7arxGhXa7azx1ZCjmcqQCj8qu8ULZJYr4yxoa+x9jPUToJ2Ry0mB+3HhCsOPmcctmB3KvWQ4b2q7bSOxyO83fRnUiBwVppW60RDB32ka5kNBxXHp1gttbiGAO7rBBkd06o1l0MLcaOe8JDwarzLf4/9MmVlCidIghINpee9jjOf49M4KcBpF6ILP+xZ8jzwHh4BXJQBpyCQw7MeC1krQ/yjTZx1FjMW5Mxug+WKdhx3L1QJ7UmB6Lbt3CXeqe0xO0Evj05hR1ajpxMZjGDVArcGSEMvFscB2Y6UmDMm7Bk7BEifA4OBFUK8Kih3tk7MWorBMLzSNfjHN+R91zLmfDicSMmkRXmgMhAzY3RNk8Zth9k0DCAIKUvNluYsJhBlbc6I56TlQV1pNDbPj11lfNDVF273QJnJvF/4eujCKlsQV83gBtISCxaaKGKJhew2pVglWfXHblp0AWC2ctBP3oP8mDIgYeuAMc+9+5fYJXVIe2D7ciTcsW6lBFwbc6Zx4xdxDfnxhnH+WNg15mRuB9Q1HPMZTYK+ZxBJQdsE7VggZ5nTqsn8WYweGSNRGlJMOLC5WwKIxSxVQFhzXp2Lgm5RFh2+mpbf19FOXWkya1W+TiMEuTLu81ki+Nr3HQ5tOqJhl2h/OCNJrrVw2GdluIBrT5awQGfuP9S0Adzd14UKrKuOr+I/jdQtBBdBUQGpdAvnAlauSCTheRUAHZZt1haHk7rOz8XdS5z9B1eEt2iNB6a9GB+KJ+3kZ0Idqq3MyQsO2xQsXgUozQvaji9mazzfYWl0WDSedt/Uu25PCkS3baaZWyOEBaKwEBhkJrC1V47eLiQcgFAbxVwloh039H8Hi3uI/WHFLNDfH1kH9hkR0Wzd8nUpk7RYlcVhnAQwNnGnJsC6+BtpGHJO2UUZdnmOth+mJekcooBEE2INv2Fo+kBnECeKDdCYsALENNBznWGW95fHXv0OqLDWb9SWQxmuNhNcjGjloPZVKxbL1gXcehQcT1sgFm2raNJG/E54X3+sLDACdwevCmZmc71reBb7xgReSsj24buW3CJl+5AFaraMQPvUfS8HDYKvbVdgv1UaLjND/sxwgLV5a6akJOHRLKf9DNLcTTA4jIwl1OYabqkNh4o56UFKvzfs8tCvhDmXESMhFDfBQho6fylqBa5U2f0BYOg1nC4su6d5XAeAIdR71tVwe3jRV8yp37utDHxyQZG/3nHDtmIuHyjOJeHRcI2VgarM/1ywnRoancHR92KKShfLAcGKtayYTvMt03PicGqWds+WemDcrXjs9+6FC15dcIxxkh1Pe0FDF34yTYXyGgs0B+hqnJFFN1uBEC1muo4uY5alIgb0MypuBUo0pmksUDgvGLwpnTE5CIoojfb6KOhr5oQZsn7Jo08GVb9vmglA1jyeoFPqQHQXgoJ/XqEUKj4n+mwp4/fVHDLN3/Ulq4sOwLrasI2RBDsz61r8U6UCWHM80Dw5k+GmqRsTICyXJoDFBKzq7hgjLBKLeNmh0ZRKsf9sXDvgBwRC5/XZXPsbU2dNbLo7qBFDY66jWrq5FYoJrhVoR+kZWnd6iqjFlngdnKuK8ugBOB/10kX4PvqFmAXq5kuwMIHQ5l577MrB/lFQOKB32HEsB1vWVoIqCZwh5XqmaQrX4qCRBgwkHuP5tQz3u3W0WrabweqE7n65kIGPbA25ImIJjID7iwJgQ0UFiCmH2C8XYovjwVLQZkaaP7c1nGOsm1QMF/Ox9f1KTHF5N1oQJDW9m9fs3yVYNy02eALkuAWB/DZy342aBUZrRg8XKpyC5x22mtGkQiq7QfwC1/u1F5PdMEIMcr0pKuvR+8W8Lz4ZuBJX8lU9+azn94BRsZ/HYGXEaAsJDZUvfm1FYwa1DAELIvYe1R3zcYnOeC05FzihVc4F9bTFMgpSXNFBplXQfbHsxVVLOFb0HbdkpmfY1Z37CYHybLnL8E68KSpLFJ5g7nt2IZq7uCNWjFTJPEyTGxwx25MxRO+TZvfRWBOSoMNh84Aw+F1bjmNMPE/NfaHhziDTQHO2B2uhzORVIGsZAQE3MfZS58mfrHPPdWtGv8DWKrZtIGvwrWcJnpByN9BvJZBVQb3TUO5t0zu713p4TARma4PtUcVcyt9M3oKFgEii2mShwCAIi3WJlJ4kl78i4tq2Q2TCAs+eu5EFgw88m+YB96cboQRlv0iA3w4cOd7DxmrQKw0UeO7upP3PLhFb86JJ7YGUYnEFtC6/cHWVRRTiHqh/s2Kam6kBRc1IHLw/gu6vgWuAMeB1jXj+pgCs6iS5sNpBVfLZXYwVEgwMNx9PC/MnIXnVnaSfQGROGQe0WKtsB1jl5Km/1XsmSLnVbM7EkqKJHoXfw7hy5UiKmJULuKrh4leURE9PdDUQW/UyjH2OlA1XhkUYAohd7sr4bWeudcGnhSwzjGtKrH9j5EoDZCsQC8ZbwY/2TVyIUgvcwSpVd6tvQR+r8Rx537ML3XiQWWqy8OLC1c5+csHSjAOGR9e16743RaCgjyNIV4hkerymz+4tIHcazjdLM3tSILptSy6zYowBGEhtX1jK4F3M5n9GRM5OI4ZtCD5qe8APFce6hAPFWTDAiDs6dLNrMIPaeLADQn+bz5eyXMYhhzOuENxrczdCtYp90TkHeLjvurupagH4jhpLNy0VEJEhWBozqSbgSCQIKVjTs1MuK8pjFcdHK+plslKc1EpxobERnGau2uqq+nVYormppBNMuSxahbb6ZZW+nwUxlsbQIlvG+DvbJ7f2KH5UgWz951br0vzPQeGFXnfCw9cb2LMqdHafPOG3E6B4JsK7gemO71bXKASLl5DlkYW3In2/Q1o1ouDCWq25eis/MBiE13ExlwO5yqayEfbcotanx8o09H25iinS+bLjqboxEGPNssabhRt2xezwmF0Bu9gY/FkbfbHbQ+AJIPU9tVv2KLvLyjGI4bG5fc3teezxRdXODJQWHQA5FQSLjK6Lr80IbtmD9HkeRS8ORjjvDFu28oREiFKiVTXBzq2cpbvEUFqs5YTer18rYUoGdVQsfIGt4HZeSfkoLJgBbuUQzhhkvGwFGyoa5/S0jq/FjiYJQtGyRgIT42rGOYZL5hOCXjfN1pNorVm/HH+sX1LuQxVrt+DT2VD4xnAThgdGZf9UZ8uLYtq+XI4z2C5Xh3ZuTwpEt2wXd69wuNeBa+bK7VwhVyYI2IYrNrrAkAlQ36o5lR3INxHv0bXJ1KPvhiq5NpZgVJzmd4mQ2O/iGg1lmOhtxMbA5ahz059hbUYUsxZBhCBazKTHRW12ea1AqWdiogwoEroygbE+a4FsSoCN0AM9xfOiYXtIYkq+WeasgN6537htcLKMjsaFEm29JBxw9WgXlmt3m7F7kePFQuwHAGmA32XFg9Uxj2GRoBe3EVQaoM+MrmZiSfBk5pTX15/2vvi6Gi5gaW4Du7oh7411ky2LoRyAWlr6reToLmkrdJpdqpVqVHGhUyP+vD4bPq0hAoQZCOGU8Mtp/gZjc9ckixALYPaooKN5U4/XsF4k/LqmLa2wO2ue5syCQi3DRX7YcKCzu20jyP+cg7uJjiw1dqMpbSHgrnDOGLsFAjOdtP06qeCDDldXPK4qwAVXxWgLxuW6ZuEgi46fU4IX40ez/cugNKHSCdkD4E80YrxPZ9Is+TtWfAAhQDrgKTArQPZeoCvKp6x44RVcSPF7/05dOXUB5ybNrDFlHCUR3fvaYyRDyIHBI8BvB+mZDzDfAqLgVwSFK+3zezdsTwpEt2zNpF3AN7DUfthwKJFomgRuJfJ5U/UQxBovN6SC1oxX+oFqzqCG1EwBe5fd1GzBlJ7ef2rASc3TKozZ1R8Wn8Hl5K9z3TEhv0mF5/DKav3OObppfSxdXNuy+3/YhN7UhC4nBM08EKtEBJkwC7vYdB7BT21wUA3IrGhW4NC1oIPWjDlpXMlJfE3hWgbJGX4EYyYaRtA2zRDZy0BbCBsWdN3xpfk8PGPMGDLjqWl+RqyzIIUuvDXO/mOXrwDT7e8FEY78mbsdFEbQfTK3c74X6yBop9KznFQ7jRZQCWsKbsJzpVonBKvguhsMlBl4sAoDI7g7VW8f0yhxfFtuq6gHjEvfU+baeDhJc2y9yhmUJpglt8GURp7961IgTdBw6HF9NHchAXSJcPnoEi6ZO38pQOYmJabPG14WaNX0frdYsExz34dh1XWBSuMh53pZVJFtUrgQsjIl0wl9Z1rXak1sTT2Q0FPTngIjFofmsWqTMLfKHCWBIwR5q7FEDhu2OxH3OTknJNKEwdMiV9ZKc4Vqv6UqrDPMHPHL3lJjaypcbz2GKAvMNlY9tmH5BdDKk2n375N29c67qI/d7X8Qkhuih5uRifgEQUlAGUSrIGIMTZcZR8qUCMX6jsM83e8wQiKi45+/Z8G/KuBJq6NGnSGaad4LjTenewrQrTznqtYoE75KzGA4yJTS2btdH74QA5AP/kEg9wTbPe5ID4b63Nm9JTBCVyCoCGmgBYAFO2ZBBLoOE2J8P6ULvCZcnNWlYEHVUjoMpagLLBEnhWXWrEKqagiEpl+tSroyDF8Dw8E+y0ySXYk2hqVwG4zT+50PJ46ex3QgY1jA7DPrJ9QzWb9rFk0eS06tWyTDXmMoBMYISXjvro/eYRbmduOLrD+3Ho2+TJDluikG62ExG9cQANB0YA245cBdYODSLeKwGE4lMRi7SBNFuvv5sAWaJIzDGIKad6F/BwXIBK+SAn4RGWCYnsX2bSrEnvPlrjIsN+xyVTwbDH2mCWUFl5L2Kc/R6Jl+727RjWPTknDA81i5j/jfg1qBCmbigdi2L23rV9+0y0OvTZf5gQZGl1NzpWTQyh2hZa+xYG44Qzjk8Wxb6V6PDOvVeu1cu/s8j7n3O+H8yip9SArJLdoQKhWfF8VXV+1Jgei2zQQEawUwLV+M6dlXTlgb/CoAKDJeDGEpE5/l7wBC7EWWqJmoNK20bNRFTbteBt2Q0AiIaYxWKZWsE0KXRLLVSTa1PLEfWucY5l+wtqzkdTUEjWzEr/T+y2b/MIxpSizENUZMmhETVQ+YNMtLugYigDy7SgQj0DCvuQxrVPsA6owFBverJ2Zo/edmuHMSwDKupknuNGYMvoYy8EaLyo3npV8tcUECmr1j1h6zpNykWXxZysLxtcqI01nCObmrgiXNCHaGRVPBLtNvFupyW+GswsPfKZg1eb/ZXdL8uxCwtUOcouNPGfvPggzvp3brwrkpWmb9oqmvSlj4FQ6Kc9IqmiIYV4nnQpy+Tkr/t6zSMX/aM4IZV24PqfUm5AHDYmPfaVKJpezfNK7R8brGc+vjq6tMsmBjzNWD9cfcTXkLrlhj7mpRrafm9wO6wCi8l2m+HBdFc/eaOVL6vugkvTyBzSGn3ZPwnS9W5bYsmZGaFMqezXumOOMp90Q7PTPwXNZu8IKJPggLk0ZzgwvuGkJmuK08xp/k/TRLm6GJ7acF39PetEefDKp+n7TDB16hPsVsjpS9swgO9IJf6pPP6ZKmNe5leN205awvuUouOtYAWHtiwYGFCcA1brvTy1K4RXoNlK0csDUZsR03mf825jcQPDEbbvadxYjkYUhYwlWJrhmT39q4n0sAD/ZsGkdULlTYA+JeMsMIwF7MlYUwDtjU7zjWhv3ly5o2ZpkxL0OK97G+d2MayF2VBd9Q2ZoFd/18Kr4oOv5hMHODk7kKPZOSYVW760WaWkcOUVAJY5Dljl13U3XgzGDCwqH7nL4vhO+0H/bdyEhpU1D4SDvG7B6j/sOHAncPicGJ17xY/xD2dKN4v0zRglpsXKhGFKxYCLHP22JfCvwcrVxOneFFY1lcKwLe8ByDtm+fM3jq+N0r0ZMVLtYyA1nhEHBnJdh6QHwpPSuMA4VpnnJVQoHZgFfBJZjGsWmYUCh628AqE9hxSoDkNrXWy6AUH8zjFi/rcP8bIz/2i2At0LqULqwCA3dMOAuKta0PSTASRMtzCu4W9UyIX5y62MdjgyvnDsf0nO0b400+A6Dvcit2fmTuG3Bhzj9impQ8KQB6facbtCcFolu27bEjpBDYmCgxYlRRf3wDSkUprV9BATrsFahlmwUBYC3dA7N0719gaM9MmEwyJ0vP5D5aCXT6gGwFmxywbTVqpwLUY0tpkdp2/M52Z5kLMeY/9vfGn12zL4N4F6z92naWF9rRqIuBeJhYk3uM7mLLB5vfSXB0AQeYtUSeXg46LiM2SUpFK923JgUKDxn4dC6ApGwloGv+DJdJYBKvW+TNTeGIDAAY5T+ym3AhiIVG7tQwGgvg5wI5a6kBEk72Kn4vLSg+tmjl2vSOnQMPUB/vlFoGA84EOgiocX1TSn2CwfK6DRKQ5qB1wg06Ly4crbKSbM+u+kW9gXGxeyK4tNM5QBwvC0+zkLdmTvbdHMQt+1yEFAth17TPXSacCrAyC5MQPEt2Y4459oSQFe2JsJ+TM6TP0SQfW7MFP2+9hpcfGXazsvBVxAXRnjm6Exez+rCg30x/kUK7XHbqlp3t8oBtmea46rPDqWR6qRWgd+/V0zlKclmjqIXtNO/bUviyV8u8X0H5tEK32V1JitqqzeVNdM3C+KZ7+GQdovdNqxcb6p1hfgs1clqJuySAXFVsVzVdgDoYwqh/Yf0hWg1WhDkTd/vsqGbdSRqPxJsDPKc4CrdwqbDEVgNmBgWd0au2EqYSDqCdFCrkSOmqBif/eZ0V4FzgTgM9MBaPZCZtD4QWtb4ZPLlvsyw96Hb0rFSQBW6aohHpJFQYY702NZpgHmHGwLEXCGYsEBs8VGA7HEYxzdb0Et77B+Cqot6vqBpcb3hkApYQXnkpf8rgirEUZfyciPgQGLMVUMy90erYc/++/8txIsLwzYyUi1bmttIudY4cdFzSXu+mrO8Qfr9pvI7sp1WwaRbcm1mJNxbg+fCqEFgxGHbGpY02jQS9QVvMopBoFWvfPqG0F4k5TUHrRrsKrVvHEiT6mPdUoDE8i8ORnyVBsxd9HDgwXND2d5ay6PdC1ii2pnEBQKatBd3Sw66ZKp3vLgRcV8C2+Tumczn269rmx4wUD5ujxa8e0xyTzBq6K3ZdiCR+NfjCSkn3x8TDpeepqhchPO90iiKfbIw9N7i5CatlPe9OhwYXlCMAjeEL79Qng6rfJ63WETgtSNIrHwwWNhbuFy+Olwe4BpFDqjXFDIWU1GSN8NoM5v+10gDe52B0QfI34uxp3LQ2+2VPS85xPAYbIz5TMURQYPoWspmus774eKIuhXZIKZjd/18u4hUW2/mAdv8AkZGl1d1DvT8XAI5yM+3ECOpWUC4tBkrnZnFOrNHbYWdiIFinpvPvRKQnV5DCSTQeoaU6RC7wHgTtXkO7Q/CbYiwUfsowVsTfrX2WYUeBoHKA34nEVqTQqGYNjNE7fnQNj5mG18GS6i5Qh4UJsbkcAsHOYSsDfn63VxZ+077Mwh7/bcIYwTHFNvg0VvIauThj2Q5MZz3UaWELRaAtg3lY+YFw1CT/LPM55nNLax5nsv/iQeYAenFFgVeotteMRlG15GWdJ9rP66ruW6xh2+qAla1nZanPtIj3WRD3N+OOYMSmNYoPZUGKx6UxykVSTI0fmDubaYThzuLKjFC4M8d9mUKYavL0+7xGdrFf/yMY50TLEFjl/L4vold91JhgwXRMg7tRCR+uU+IVviWdpWJ01iycFzHJZirLsGexDc32aGS3WXuyDtH7qJ3fc0K1a9Kt5UPILRMW2mi/Tyv7+fnwMm41UUxCCGCzIGhhwqmExQ+UBZuR6b0TzDIOJEjCN5eVlIiYvqzMGWguXHOJBaKGce2BuW6gB+1CL4g8wq0bQNSgXbi0eaivXkwITMJpa4BcHQcBC5o3gIvWzdT+DkYBscsKPEbvGHEzOOf1qW9dLhD2nINcCwmwHkTuwX/EsO2nfp54gu4xEWiGsV04CWLAvE0mmHEWosePyXiPrAnCxNgIk/VzFOApLVhtis8/ClEDjpQ1wgxj00uQW4kxAPysuQvtNQ7YNAF2x+XH1gubY64/4/PNMTgZlt53SX9j1uTDT2LQTDeMcRBzFa/JJINxqTDdzj0w193PG41jOKoMcASkFLeMjjOI/WYoaeU5LHmB4/nMBcxrc0A4QBTu/F3Cdx6TXGqjFtf43gSGXUvQwhK1PF9AxGnyqpRW+j1xfAYZB4xGZzJYMIRt/0zi+LbPPl3xdXEdKKtG3et61WgR1rkL0BW7NuolubuRhKd+/9fIdPVSGpSBiwK97kL5xinypWVBRCnYRDOAr3oMlGcUFvSYTbM0HxN+kJIYXOiCLmDb5AsG8vj5RDy3DutEr63dMCHkSYHoto1N4bYxpCX7Zay77+s+2qV9FwKxoE6yGtjdWC44FCtwheHGsEMJBCnaXWLMmE8NONHzMMY1hIWefYTY34IxlE0D/87Q+j9wC0u7EGx3BO1uL0RYTi3CC+oj3zHJyrniynzXzDDIpO2Vu83FUxM82BrFpnBrxiQ4wNSapchPE6O5sIXLGLae3ayaBOGCYNA3QEc59s79K5u7/gxB95St4aULEhNaxQYsiygqrKb7vtK7MJM1Z1gqrEPAOK15yjxKEsKUQcSNasmEthJ0eE8uU4JCEkaE+1A4dpfrFoQN1ngla7zZ4sB7trJQAP38XFa/u62cgaIJS3IE2hFod1qnBYc2r7OVfQ3XYBWYtQy3GdEIt/iWHugealgJXAgtjH88lypuVTBcj264GgUNU8CMNtIcQ9p9Yl7mFp8sW2ZJNWtsi/3ZPXJFBTd3YzIsASzdSjaG/cr4u5U1XuXfgbGWGmGfrXrx/keMeCXFnU0F3LYdsF1W4P5hUYNrrNtqZ000hObo/KAV4H6B3O+hHOMmhB3c7oxCXV8VQEOrRvdSplpV3mYkPLvcV+da111A/RSjVW2GMdEXhxng2WXFfxL6Pvakheh908ykyK2iE7NM3XckYKtRUuqQtEPsiwknW43CAxPbfEDtEC7qNkxFvKyxKdYIIhMtY7ZHFdqsv6YZDUacbC6F3uvnBnJZxxzryFzLtYGMCYfD5QMW4ISgJPjnJpycyyxksQDF62qCft2H7lErdPgtuwJTKrCXBSgYbjGGP49rz2xUUPCMyXTdTkbIJcQhWQn8KcZMaC42nzWNGa2gE+ACuKiX8KNZKv5GMCWXzS5etW6tWMKef9Jc+j+6Jyy70/jZ0FcigNNgi3adNinQ2J1DnAOvhVzT8xrSO1YEMk+pAnKnYbsDTMm/BuO9Qnh7azYhNX9h9OEMoGms2x7jJ7ztVg0STlKckDN4d9shfF/MImVDVOlIu5H7gsd1F6csrVh7t9M7fTlKUPj8masKuexnXnRd46qhUana1rAXbG1rrRabswIhv5OFKafT481+L9vINmX09vN8rri6quM9c4tCYXaiOw8Nhu6KJziTUjgVbw3vxbjBIEQXIMe8WRuZcmNtfB9juC5l0aYxdoQej//0z8e6gtCn73hRTxmP888HtScFov/TxgeO3TbsZ940iNS+MgJ4bL1Wi7sQLNMhCS3cLBvFtB/+eoFY04HPjIEI/hA0MAkbRYjxlkFoJF9TwMJbK1H78HTsElI6OWagHucKv0YwpnRac5+ogBEpmv2TyLzUXbJMWS7j3XC7u8ERPXNwAnKB19zpdVzG7dfnqwPkPeP6k3rZD63UXmEZQjTfulY6Wg4YGYk2lPLdzISmQn+8x613KlfoF6pm6sBM0N1pLeylaH2UgSM0TsYphYfHJB0iHC1lWfgaCIL9Co8DAcxjHaQXraPgepsj1ztaBt+umGFSXqa2Iq6CTrwBqmRPz1J80dK15PRiJy2c5n3tPMzyVzEyDZk7UJ9TkHa2EPg8ClkqE4MivMkWEfvnbvKxLX1+GzpNqDyJLszwlTZhDfZudj0WCYqNmNUWGFb3y+MSjFMpEmBUKz9ZRqldqtrLjrSrCrk8+F2PDkcTNuzqizrmbcJQsNDqelsx9xd24zyvdcdnK5sXdiXaYnSSLMz1KLNiau78rUDM95esjbNlDEHIm6GcPgpzj+/aPCAyjJQZD47ZxDbm3CvQS1Dw5byYz6I9KRDdtjUMX3PR/0q3M3MwpYiYpREAScz2qvtL1UdsfTJxZo2c3mfmFxVEQgB/GCMuJpmaPah0WdiwM8a9rDVbev97zMsPogdw6zNCqZBbgaA6cruAeGioRyMcg9MXG+QQ4ciMbrdWjMGONW2dw1xgUeGhRM0sRd6vH0rMGrRrMwIpNpYe0IN0l8ihoNzVg86wTxlcHCTPBMPXovNx61Cavwdllrg3WSPWjYnEiQMbzVVzVVHu671H5wGDbg4feBQshOYWqHqnlM7fLVFX3XIGcgkPzRXDnWnwVwI4BdomwipAFCr8uRjkLCRc50rVFlxfapqDvWeuxT1rpgppPDYXWOR73/reJEFz0XLWUNNb3/sVLmXEBerYOd7H3gv3wZEbS1ywwRwjZzCoorV11nOLsTrF35UTPIZlLHNH+LJ+3MORAFzmPXHc4xgym8ZWurvpfsXh0YLDZcfhIuaqFGx3Be2u1iXT2MUgZIje5ab0S0Rx42IDTik+0WjKuQJXAzaWoOCuN1nDHhn2Fd3DYEVOiTZywcwFpFDqBjksMhe1757GX3YzYH0OthOO8wnvbQ/ZTZv2KyQZlAFHt4ytFJ1rlP4p8F4KRAQ4ole0byUE60t5sjDj+6SVDzij3POSzkOiv6qQ+zvJiAupmq/liGmsY8Njpoo4ApUVAo3H5qaI2k3NaY5sHXCE1R9KXPbiVCarDRM2ZfJZXrsWyRUOTbXK3JaMhIUwVhqI2MbS/cqoOfaLmQkxBQmBMfBq2ZVdXyoYND2IOFI8k63t2IPFg+ziwuSMGyycsEsV6HD3IEYu6GhrPOifSWP3u4YTgthfhk/NgrztM+9fgKIxbAxmEuS9VcAyxWQr2Bb402NfUg0uYhY4p/035p6EPRf0tuL4YH32+9eG1a66sgK0reLcDl55l7V8j8fQatuh7o2fSed0Yf3XpTt3mAJCHH3pzqb9nIpm6tf12DpfaqULHCzgmou+RhrilXxLr3tlwf3WadkKyiWARpl8Bf1ewAu78xBzwcGVBUswXDEWYOvIn2hOdkkGgPHBiM9NsUCiVkczsVo7COTehvM9LcZv8AViSEOah8dHjRF1XD1TtQMpU6pVOj6vO2cgFn+PjgnN0SxBnjnM611ZQKnj6c40EK5QP+M7+oxfo/in4cqMY01WNhfoRBVMcUtiKCKbLwwGhnJeSXimzoXnn+cQ9ke/2oldyu1JgeiW7XhxRr1z7lqDFDWdqgZ9v/Z7rIwYWKriATG1V5moE3lgOuyrVgrG3WLUXNLmtEcPqNNx9R4cvoJjuNHgWkQoSyHocQgsXDPTEiSXXgl1MVgb3raK9ugR5T1HHN9dcHy09NIQAsgB2O4KtrvAdq9pthkJCizUzHJSP/gLE6rPNzd3C6Fbg/ihrBFTP3LshGDbYQBFCnAZJ+j7TunnHC8GJp7MWy2TZuFyCvcuCf2rxX+faoXonBtLZUiEaVEeYqxdsFm13JUVw5kdEcIgwBDO7bm/snCE0Weec2HGUIB6TAvjblvB1mIBTg/KtOzAulhTK5DLw+jVhI3DcDVk9xxU4A7aqQmWFvBJGZZO9AN9MNwf8TfhCpIVzJjJl05bqgqC3t8BqAeB3NmCQhViwVZzdIsTwW91EPkjw2kOrnZaUebnw5LSOQ+/DyFK8ngGjxWjZGtfcjtNsSwy9m9lCbQ92V336ncbjPZydadhqGav6zEBfrgtS6CJS0uyLdXxpv8U9Ua0qxoyj72RIBKUZCtDwmMYrMwi5pbHPsfidLRANotVon2zvk4C06x2K1gb3rMRYhFCYRY1p91p/Q9qTwpEt2zb+dAr7wLDSqLBbq00LzImynQnf7LuXWWTHzBrP0DUwrQF8zpAiKeE1RzGhkDM2KW7LLi6K4CpwKLY2izOI0vwTFhYwNLP7c4ei3URnWO9e4ZcbLh6asVVrkWUTa5+gFVQ40tHrS184X69yLlCHuum8nqpbgV9vdfT6HsmCwFzMO+0IVagLVkoZCu9WON5XGTpsD/0cazfokJid7FhmNcDw4ATTimHmXFo+YKurdE8K+FdrVqvj6QswZxGbmtjhsyEcEFHpuSB3JwQRkEIQBBiPLPS32v++boGzdAoXctVzT7HbwGAX43DAt+OS2pW8zEYBbtKBRD0e6j61lR/hpMCQvICudG6lZb7jGdnnsMg+lOxyoV1sQcyd5fsVgVbrUvG289p/6yICWSlWzgZR2w/yBVrtClcY6E4PMU86rpxJKwROsucwVrSv4XVZoIP97nXmk5k8QwLu5OAtXdmrhmKv58KhTLdzNMp6kZfuZz03XJo2VAyxd/wxbXNky6S9dHwauWmsp8cF7aYC79Taq9PhNqzF5fkIcOMFM+par0JPnmOktaQ91NKF8ZaB0zQr54IdYj++T//53jd616HN73pTXj729+Ov//3/z4+8zM/EwBwdXWFL//yL8f3fM/34Cd/8ifx0EMP4VM+5VPwVV/1VXj2s5/tfXzyJ38yfuiHfij0+zmf8zn47u/+bv/7ne98J77oi74I/+gf/SMAwMte9jJ8wzd8A572tKfdftI/fwd4d69qVwDXhD398aJFxDdhgwgREKX5vfPVFhvOgaHhlmKNKQjp+tq5uXNELysMjMpoURm/A0MQ6YdDB1m1XCUXgBSLERqfDUsI/W7NuhA4Uy+DqqS4B7iGhIO6ZQC00lDVXQSzIJz61SLbRRljGkiN2CaNbDfzyfdtfM7MvRwFUrqlQS5ojmqBqGYxI4tCOxa0c+1C2ZYyADMR4EZlF9ZaMr2bLREniotKa52vZcDAOd4/e9eIMRH5aS6pFcKl626w3q8xg4g/GkgrraBU9No8hoemSZNl1l7cr0S9wtP0cOtCkTRyRxmTIetdSCiw8Sehh57dc0MUE45TPwmH3fIY1sJW37K/dnaJsNWgwFOn5TQsv3bOgM7QymkLVjF7N8R62FAeRwYUqVNcYzFF0q3c1t81cOySqv8aYGC0pcj8HaBCWd1/n4b2j1bxVvYg708+E6uzJLpwnUtwYZkXwS5LNoWKh0xWkIJuUWpXFbisPcuVrfyGU8FqluafWrfKVLJMp4f2LOt7Qg/DBASTsC7Ml8FmoT7jlSk+6XJXXO1x2dj+rwpE7373u/FxH/dxePnLX47f/bt/d/juPe95D9785jfjz/7ZP4uP+7iPwzvf+U688pWvxMte9jL88A//cHj2Fa94Bf7CX/gL/ve9e/fC95/3eZ+Hn/3Zn8X3fu/3AgD+yB/5I/gDf+AP4PWvf/2t59zubcA9xa5EmDJD8RoW5wOsiJY3ci1ln/JUnZkax5zEKzI07dGCWbP1hRhYiLPwz0pA1lJsfvzZmFso2HeddkZEJxSFo6wTI7rtCI/BCbDKFhF9SQvQd+YkwHZI7igPml7Mz902OgGbrv23s6bBW2iGnJp+mveTNbhhKSkuuLllbyUgTIKZEr0qMw7QUnIAYx8TQ5DOjBc7Akoxi8D8VTbP+xJ1nRmPcyBkZUIuZb6NfeVCM6GGhTq3JqJrqTS+hHICad2igkiChVkNOXONpxHvyBvnyKuRm7sFcSwA2GMkQpZHbytXptCaq3gmn8E1VMg3/L7ufHLjQH+ed9MA+Md6/FzPHu1zFrWAhuQAXVcPcu94LYqruSq11E5jpMXPgrWA4DHmldZksD8s4EiwX5YvEESh394RAyh9VxBdwtmSwudT1xPHo1+dNpYRy9aoQjQAv4vvAMihYkuCh1nH62HzGDmgw6DVrqB7fTGDAQm/yyxmCnlgS30My0DYx1AyxPBzZcHJ8Hdr5U7Iww7qrizIdiWJKyRUQ+wJcbnrZ3zGZ+AzPuMzlt899NBD+P7v//7w2Td8wzfgEz7hE/DTP/3T+LAP+zD//ClPeQqe9axnLfv5sR/7MXzv934v3vjGN+KFL3whAOCv//W/jhe96EX4L//lv+DX/tpfu3zv/v37uH//vv/9rne9q/+it6RbmxgFIUGxA7ojGbuf+pxufycJmIkxgCl1ODTVhsWYRmYoStym6ZbiBIw/58Dc/lgftJHwNAQImwPNZYHMRl/C3Ohw9sDOfSFLMl5vivhkEi1hHvHnFN9yGCXjp7iBYK7tc3btWQNPpcBjLET04sO8XvP/7wXC57n6eBj75fBVBmOWkWzdKhp7hBVukjCUcKPvS4K77aEJeyzYYeyjZ8/4mgmORAQHjnfcaqzxZ6a1I7QBSLFdyvzPdVYEVs2+NqvMhlh/C+jxZQd1GR9qnycz6Mw4c8tKjGaC1cseN+f3yFWgnQTbBdDuNcjdrQth1dxRcKuTX49i3R8FgqYZfiXQiWLunwKNK0uTXIGIGaTiHlu4pApwR7DdQWREGXfdzTj2w87MVOcnv5+FDY4/Y3i00oPhJvrW99POxrS2vHf8TKbRzuRVYM0wS6793FgACWOsniUhVzS2MQuNHm9KFm2P0QF6bJAMWIG6cAuNfloONm7CUxdO5mSODXV4IS5rLBCp5VdMKPYaVJkX7FifprlkGsyu62uthBh006x3ZhF+f7zc9ZFHHkEpZXJ1fdd3fRe+8zu/Ew8//DA+4zM+A3/+z/95PPWpTwUA/Ot//a/x0EMPuTAEAJ/4iZ+Ihx56CG94wxt2BaLXvva1eM1rXjN9fvHfL1DvXvQ/Crw0eUhBBoZJ1RAkp7/y4bbPtM+e+k0EwV4LJvmBKOGiQBPqb6IVFtU89MAJHTb3we4dfEXIHhPTJxI0HkNqm1fuK0j3Y21SCnBQgmdIr3FYFidi9MIKmU2ZCuk9vhtoBRXTrO2qk2IEsAoCwxOECspOyPiRqxqrfbsrpAQ3ynD59O92TfK5bk3eW0o9cpIn3JE9J1GTY2CEPZ7HkquK7f6CMBmcc2yBElXDjXFXEvp+XVXIYxX1sqKctT+yNvSsvCGEeZ/Z5QwgXt5bZ1eVBVgu3KNBqCfXLmfwlUsyvRvTtnlx8KYxWsXBcHeaPXIQNBQ0wmGv5QVo/RSry6PjHRvKBe0d5u0z2PK67BqI8L2es16fhvAScEWk3qfUdMsOOwDtqJmUx8G013hawjzArr7cVguxvfD9VcZq8CVrGcfciQG00D/ui+qlxVIUZexRFsJXdLSMX+zerD1r1PQZz5vwogAjm4phaV86nGfri5wrtqvRt4+nQnS90lsFNLZeVGEeNx7A8cr4GA6CLdFNAN0SeUeAi9aTMxZtWZJByGthcCF6lO/+m4o7Es0sWlupnHtdN4+h1K6t0K2cjOdqZ3tJN6k9YQSixx57DH/6T/9pfN7nfR5+xa/4Ff757//9vx/Pfe5z8axnPQtvectb8GVf9mX40R/9UbcuveMd78Azn/nMqb9nPvOZeMc73rE73pd92ZfhS77kS/zvd73rXXjOc56Dy2dsqPfIIaumOdOC/FJdFSjc5BkOKZLUL/FQZbebj1XiAcYsDGVCASAGeGcpnQ/whjFJR1h4XZbxTiT+SwZMc/R52mct3Q3E3ecDVcW19Xau80WhNuaRJ0JzvKxzIPpeszVbeuhBpvn42sLfZNVYBZZWwNSpaR7GZHkO+ZEVkdFx8/ynrBl/pzhDRCLIsDL8SeiwxZZU/8kFJRIc4vUW6JdAqgvUM52kYBN0Abbq+SjaoaCfpavSYxWuEAUDOzOUuhvWfZJguTVQhosxN4BNjOJrSQA3wYnupouZgSCXq50XfVcFZik0F3YfZoGYGbc1FwIw9qwA12UnrfB0GStUlLHVWKJABJA7QPvAgvM1CQ9Z2DALYi0xQyq4WCzgeiUkLA9mieM4XOBWPQi7z4FSSrRMOC+VIbgS8+/vAMv7snQKwULKZ8kuMr2qwzVDwpiX3Zjofn9IiiAEyHuWoXiM51JoO1NRTP28qDJYzFKOMVYXcIDGcYPGH1onSZWqzLtifxTIqcNTeN9NeDloCYu0hatacMX/m+nYnsvdYC6nEW/pLoN0fwABAABJREFUsFcFqJ2LlwgpTYVTg7la0ji7tZzfjwSiq6srfO7nfi5aa/jmb/7m8N0rXvEK//1jP/Zj8bznPQ8f//Efjze/+c14wQteAKAfltxEZPm5tTt37uDOnTvT5+WqoBwHEewXk7YRd5CzIojghH5WhFD7HM/E70LtH5WMxTr2YMiB7KZ5A2VYNszsOrUdkeE67W5hQWEmMcVnNDqMmRE5AUswUGtT0aq2gdDxAWDYm0aiVqNi1iNbD2lCowBgJJRLsBjzqQiamog485WShA0jaIuYGIfFFi/aNEIW6hoRkRzxQyN2BEg4NgltwNIVWAA0jcZKFhjJe5QY6LR/4VktlNYKWqkOKxT0++0OneBtK+FuMXdzjY276XQegeEtmEmwwpZFvwlPC+LVLuhMVvJ7K+sAMPCo7H2W6cPe79pBjvMQOyOD8LNrZ+onjEVCrGvsusRNXXqXw7VnTL6d0AsY3ukFRmGXdBpKC0biBRdLon2aYM/CQqaZK9qoyoZsHeHLGSbRDDrMZ3ovZMSEU57jnqVe+/RzYfMyunds3aqdx6J4Gn+nARBKerHLdQG3jLY73a9o1tX+Hq3b50wCQhXgJJATMN1JloUDmwqfuT1c2WGNfsk2MO/PA9o0VLb+2nNL5Y3ot+5NOY47OqbRJ+vSg+cHPAEEoqurK3z2Z3823vrWt+Kf/bN/FqxDq/aCF7wAp9MJP/7jP44XvOAFeNaznoWf+7mfm577n//zf+Lhhx++9XzcHGfNtSd7IErpFvBYAwNF0p4SgzLzPmWnmYbuwZtAxDBj8kDQ/NzUehRUvqkYGJYTmWunBJ+99bd3eHKzeUAG0htBU8FNKM1c6vA/49gD+lzwMU3sXFCuqgd1mr+93+0jqu4M4aYLLhbfkuauAax+KSnN0TMVslZrgpQSK5msFFDtKTLkEdRL9V3SnslJkiuLf7f10HtGMPShwEezgGF/uxBdhqZNzARVIHoBXY9hUfw4V686zoJlr5FEDIhisUIT9GwXnh9b0rJQZbjPgs1WgDP6BalWQsGMTgegGR5oGQXheawELm7F8HQwlCJFK/gtcJ5cG+uYiAR3pOfSXgZ4sBWV95/OA1uOoPOUPM894ZKFvySwBAtDkZE+bTjqX6mywQKhauhZmRk0TUZdMW4s9DGsxh/p7/7O5HbOvxuttTE4PopdqnbmLBnCrM9M+84FcnkcCkCh/ivUonMD68MBQG29iOZdIPMJy0bONKlfz1PCXY623uD+3HrGbbA8+V7LnMGarcQGNwvVSG6spqVFcFV7lfmr4VL1orQnQbnYvASKYPA5MT5neM5CGwv1Om8P/DZF0nHJ3k0WQW4rVFsU+l21X9ICkQlDP/7jP44f+IEfwDOe8YwHvvMf/+N/xNXVFX7lr/yVAIAXvehFeOSRR/Bv/+2/xSd8wicAAP7Nv/k3eOSRR/BJn/RJt59UrlsTNLMCzo/yqsh+QMemlNKFFByxTjE2pGB3DxOxjMyU9RCyLEj4kssj0Eq8YJLiK9jEGOIojCHq2bTKoziOwzMREnYp2AFQ+HnKeIatYGTlLeAuh22+HNNgpwUyH9h0L/x6jnwQN1q3HcqCcQCrEqZqMQSI1j6TM1iIPWhK/ioGh4SzsGesJRkTSmsIY2eYuCBAczuMD4SfVWtauV9RtlFSuwrcemUM09wU7Shod7SQ5t1+5UElgdwznZJFhy2Ie/E+xbJcKNi9nbsmvh0KyokqmReMfWFFwRl9GS6F5LbZM3569pSdKZs6C0IrgYiFrwD/QdRD/EhRBcf6A6JgnM4lB/+LCddaod3d5A4PYjTGVH1fMOJZdC5SgFaBcgakFhTLfrCpG83bbM/KGKsgxlM5gOlntiY4LYv7Fd+hDxRvLDi95LiYQ+nxIxcS3ZU8t5XbmuYiJrgLjee0YOxZV2LQlQDN8go0xM8tr0s7tT/3kA/Qs67nQkY/u0kZZgmytdH8YfGVi/dWBValSheyiyB8bWuxuDK7ZNbhq49tvUYXHZoojBkukFDpiS32iuHnptmNfA+ewf7UUE4N9dSvMxHpF47LWfmAJSGYAvfozUSd/6sC0S/+4i/iJ37iJ/zvt771rfiRH/kRPP3pT8ezn/1s/J7f83vw5je/Gf/4H/9jbNvmMT9Pf/rTcXFxgf/23/4bvuu7vgu/7bf9NnzwB38w/tN/+k941atehec///n4jb/xNwIAPuqjPgqf/umfjle84hX41m/9VgA97f6lL33pbkD1da1cbCgXgy1P0fB0GZ4JD0449hpjnknF7gJDFCgK/bPXq3EweDXqWkegczOByLCW3UeK0F7q3w+2hIMZgQDXjuppi4HOFuvTaA360iCethb9W6jfVVPmEzIVBHpnGvyCxelWZ4KTg9gsRwfpFqsD1HyHQUTyAc5NCpwalE4Y+IoFwBQXq6Ysk7fEtbvL2mMDyITujFK1xXi31FiDBd9zIcJVttCk1RqT9DkRUxDpzNXAcNHivVgsc7JQJvBb772SrJdKKNMem1k/nIskjG+tBMGyFzglaya3icF0Lu8xaAYLYFhJLKBdmZ0J/B5w6nf8RSElxJUUGi4JsUEosvpZNK5PvWIwGuPlBcESahcjK/BUiFVhSOHehQMtRVEAVL7d/Tr608+SFWH1shgKj1Fxn/Bn91zQfjDu5b0qWF6nMF0d4Y9oJ+pO7nU2dF/5jBjuMY2z1826sJo3Eoh0j6UgFpW0ZsLpuWLjfclKJJ1pi88BwxIYNF9jUbkOVKnxvVBAlSfFCpPjWYkxTjYPm8Np80QVQGmS1S6ymnbm1rNYUrPALuiAK7TbYRwm+zxbqFyQMro5hMR+bZKglapjkpuzYAqRCLSgGK3S4cX26WYxREVEFhjy/077wR/8QfyW3/Jbps+/4Au+AF/xFV+B5z73ucv3fuAHfgCf/MmfjJ/5mZ/B53/+5+Mtb3kLfvEXfxHPec5z8Nt/+2/Hn//zfx5Pf/rT/flf+IVfmAozfuM3fuOtCjO+613vwkMPPYQP/cavQL13t39I5lhzJ5QbwF0qPD4EJ82eUsuDI+WVpjba4SiKkEetCmpIwYS6it/2Hczyrbh7LEjr183RNHxmsjdpJvBUEmAUVqHkej4ggqg9k8svxwaYS4cJUHjfGO3Chx6Y9Ta0CGMmnvVDMSlOYCgmKd9lZtlR5TRrjG0jWPL69nCH+9yJTdsNrN5rzFzyO7ZfZKnaq6PkREuKp4ZL3k99p/cz+gtFRU1oyGvZm+fe58n0vrwmhN1zN4EX4U6+C8qvOrG+WOghQXRK5V+1gtnqlN19Wbild4OQm2CRK0tbdxyHGCwOq/nzPFa/K55aMPC4q0oGnDL8gcAoM5yc2fL547ayjgeLUxJuhATg/F5uJf1udMSRX19WwcDuycuZwLvwXc3T+iXr6BTETVai/nea9647uD94TahscsMRPc2ClIVksGKUXfmrvtnTkBV8S/RxQY8mEzwMtMbsaisSaYutI8GoPfoYfvZPfAUeeeSRa8Nu/q8KRE+k5gLR179mCERAQPRdTZj+Dr9ni4n1l+N2lPH6s6EY22L7eCxlPqtU2zAm/+SuVmbVbK3ixj5oLhhn6dF2QzcVH+vvETFkzZsYHfcHINyc7geOhBSrEl08c0MGLOy2dTbHssB5MQRVgOavBdRCCv0KlgGIO/CztRKBoYfWxBMIRGGv1tOqLcvw6/wsXoAv0J1u0aZ5TEUeZWhxHJ8V7vuifjh+LfRnGTzsakuWranw3k57YCVsm3cWXq5jXkjPpb9X8S0Br1d7DdqbLMwxgyKBPzBrd0HQuHnegmU9pNLgVrF2If5PjgRjOtMubGWQXGN5mQLwAUwWPoJZsLAxDhjOH+Y5TNemZKs7W014zizcZLyivlZn6kHFSq/F0YVQMylM9lzGR2vsZs1WmzwG8yXFGbN08jOzx+N6QWRatz1uQjGfsVV/hZQY6281Dx8Hs7JioDIX/SLztT36GH72i//cAwWiX9IxRL8kW3A3FCVCArXQ37yxmXEn4C3cKmxMnojensl+OsBBy0yTpMM0addEZJYaTVkzp3gTNkZgs71bADliILoxOw2o5vL0ImWkWl4e1pYqfX8KdjfGIeimXCih1EA9KeqScnP8MAd70TOzjhwAlH5/lZxaJPYKr6VgWehnZhq2L9nPz4xoQbR2XaqmxVlw+qFNe7Nqhd2RqfldVVT/hcdzVyvfs6TzbB4QSTFhhLMr/J0YTz4nhpMMp/wsVAhHCa6tsEbL0vRwB2JAhX6x822P8Lp5/q1Azl1Ad3eJ4bfVVzrALYiO3wFmY0GWoSfD/AN33BhusiXLpm9wMoGSA+iNlgC9ZNPR3KO9xlA7CdqdnjVbLjRJgRiaJTjspfNPe5Fd8ZlxmXJEVvDMdId7qDjuy/1rymhcJ5AUzPGfkyJCv+4Kwn2+S9q4Y11cXqLM4xm9zwIRhTUI0bRpPKcz4vNbWfy48KVl0HFV7VViRHAFb6UroEJ4wGMbzQ0dLH4vJc0bdCYINtm6OI6D00WuI2flbjzr0eE4LWvZnhSIbtsMoYGxKWoutlLnJrN4MDMLJEBCWMyanzI1udOCkJL3VPaYMBA1TjqcVoHU5tFEhQM74GEAI6SJEcIIGNV/SK/tmmtzULo9Qy6bgnE4etXdAjlsUdATDGuPZT/lIF0SapYE2wtpyvhMnzfX5a4mPK2PKen69M3MXvupBT0Xloigaa7MUPg9LGBrYwgLx8uppHc0aDvlD0srGk9QcLivBd4oVZgZqJzELwi+FgZbdZxy5u1f6lnI1aMLYi2tzAAMf4hIdvgsBKG0vmA59RfpZ2ZCjKfMTKV4qQTRQOdwHQs9Gy5YTmP65wIVGnp2ZbnU+BLpsGgn9HsTK9EeYLjdS+1xSwXxzBwFclFIW9cvOU7l2IIQIwqCfpG1RGZudKGt90zUSivZbS3FXSVyJPqnMA6WA4PvVY9tqY8NK1dpPU6sF42EW7eC8ihKF0ggdJirZVoMxwj+Y41ps8zSZ9f0VBrLXjM6lCxSlkiT+wzZsMwn7IyYC6txbJd0xRLoPMjh1WmKiHgfuXCnj7vVfsk0r22nlQLg1IALIFtfd916JkQFBQ7BI9BDQBCF3+xqY+GrFsgmvcArC3D5TDFtX8SrrdqTAtEtW7lfUaoFTkOrzFrK9whm7uejdnxs6Q4fMY27PymZ2SlR4srMANzFwCboWDAvmV2BIYnrZ82K8PnziPWN+DCC+gHCe4bY4VJEgwlpeNdazag7/jm5jtLz4e9r3JWs0U9Wlr0+k/D0QH+9wWIRk5THmARa0oJDEUITCqhKsm+LCZQnQb3YcDhQmrze7N7OdV0Mb7VeG5NiNkK9o7sbcBfYPhBzhl+Cg2wjoQBIQrn9WiODnhhJlTnz8hqX2XVuMRujj5cZUBmwcYZGAikJ06vreWQrgZFEhtMZ0tj48eWwbpX5vVU79eBXeQrWewf0SuJX9IHNV6vzhhgLFkTt/GS3/rl2hhMG2cGjon9wlX4gCKorF2Hol/EBcIVTpoqknXluH1CwfUCeAwaeJMtjp3MyBDdWmvj5lUA0/xEF8AV9y7Q+wMTeL0nJYeE00I7hbvLYJO6PFadAuzS4ni2dDg8MuKex4kLimkX5UndZ6vimTKmFNFyqavCpApwa5E60RHPIQbjZwHlRofgvFsJH4ocr5aDxDDa8nJvJQ08KRLdt8tQz5N7Z/+bMJ9kKtu0QNqIUaCxF1J7lCERNnpBDEaLdP2A6UMkMHYNce5/B72rvb0P4cQ2jqFao/+yiWZsD17iYCAkwDkkAEFzLt/u+xucYqdsN8S4cDWaWI2IGho3HQk5uq3kYvIzOsKZGsRce33Kd4Kbz18nMTEz3q1xpnRyrF1bg6f1+ce0e0c1CQgGktJnAF3g8VWd0tNfouFaPLd4WDhZCkqDrcNixejBOZe1v1R/QU8Hdlx+FValAMQ0+W3sCsaYOXbBdB34vhQolsH7/kqXfG+7X/dpXAJbWpVBTxfo09CkYwfhHiklx+JcwtzHOApb2Jwckr1zF2QpqfVj2HGnkxeGIuXI+72FhxKBnkvs2BskbDaM58Jq0ptNg5DT3Y1taOldt1GySKEjZ/FYuOpvSgs4W7OCOzTtnbKb5i7nqbT2sHLFFJLfFkRnjzs+GTNNsESkCtyaGa1Mojo+SbEINvFWCy2Ke1h8EykcKtjN9t6MQOlwsq9dw70HN95ngkYQetwBm3kBCbhC+2rXqnLdbCUQigh/6oR/Cv/gX/wI/9VM/hfe85z34kA/5EDz/+c/Hp3zKp+A5z3nObbp7YrZHD9CCLgDmsx8aE6yMCCt/MTBMzxTlb8glB3SmahlqFiPiTIQOLhEDC6YsVwV1gx9SqaWbmO9o7Y6g1WJkcwHdipGZVP6dhDGvvpxMvO00Uk7z1QxTcOB12n92560sRAu3k2QGnv4ORS3z8HvTKX0cubthu3MNdc/rqYiHuoznLEsoZw3a/MzV2bbx4rS23JZaIYCiMSImHD2AQYW5+ObyurqgsUwoAH2UNGSPU8oZKSa8iHSTPcc9sGuikYXUBqmCcndzGAe+Jul9Wp+gdKbHC7A5soDFafKiZ7QVyCFZfm2uN+AH43nMsOXJs9XMpkiZi+WS7nsCPG4IJ4wMRodjmmcei/GTG5dXYAGAha+V1cY2wywe2UrOzMyEryykWF9BaIuud8EQLM2VOVLy0/rsMzsjixicDh4xJKHxiQ45/Yvw6EoAojKQ5hGsqmYdspi0y9Lv8hKDLUYlexPoSRBgBacAKEU63QDB3ekg7alNi5X0gkGXLTTE6UBZ4kcxeJyB6haf0d+4JoTovguWCmPrN81zXNdBg9ocHV9vc9h6u5FA9Oijj+Lrvu7r8M3f/M34+Z//eXzcx30cftWv+lW4d+8efuInfgL/4B/8A7ziFa/AS17yEvy5P/fn8Imf+Im3nsgTpp2k/wMmqTUgSfaBmqZsjRjTA/fNzqvyhH7otLLwismmkqZeHRXJ7bE4iKMQ4Dz/yaXAa7c1qSBUQzG8zijkUEZNDdPOF8g+XD1lKSyMn2UcIPsb6TmFWWkaVG1rXKVi656Mu34KER+d90n6jeSHdGmpMWTrb0FgJvefC3IlXAZqsRdy7DWAyrEky12KneI1W5q+Zc4oMyk6x2U5/MQM/U8VKLJlhocTs+Yk8zekjOD1LITt8Hhk2BlRs+cbtOIsxQ6YtnvuWYNlhafGmBlngdlNyNQaUUjyz1vHNSnoAfYVgSl7IsS5DDnKxjZrVI6NWQn1K5rAcLH1VQmp3wUATvq4aBHWRV/LLeC92qNJ2Upo67KAfvuc0sgLVci37MJ2rqMKuuEk7081hijBm7S01thPFQJYiehCe0HTOyVX7qzJesr4oWP72ojWT8H1ir/9nCGONcERcywqrcEIfhFAas+8lKPF+hF+5+BzXU+BuUYFRYvIis3NkiRMkGU6R31JaZjOTLYe23cWD3ZCoiESYLaKyXQXPXk73MK7stBd12wfWglWWXfnP6DdSCD6yI/8SLzwhS/Et3zLt+DTPu3TcDqdpmfe9ra34e/8nb+Dz/mcz8GXf/mXhzvG3q9aIBaDYefg13LACBYEHEmCpsOaVWACeLCb6Jw22FxapiEybU8Bk+EeLhV8dmvJHDQNnefBa8hMvgpwLNguZCasnFrPBOHaVvwQLv3kyQphRDCYhfWC19s2U3xMNhvax0gp73SE9nZbwRHOvMJnAFBoP4jO+b7cr5DHDpPm7Q9yn+Q24Mwxm58TWmMUkBkX2d1aMK714MJwDiBEwujaJ4YbkQMpgaEhay2tciDLXWN8jEJW77cAmmEUSh4YIS2iwoAhPzwGYSraWaEF/jDiXxYoEut5dTiVq34rvAeZy+jPrDD9RnjFW8MHFZK8wrnCvp5HX+ZO7rCHB693d9x4Fyiu3UgrLiCydYCTPHjLlq5PDIbEMJ3gsfw0vQvEkg1qzdzYqsNWGnWreGvoJTEyfalU0DBZWIz+uhWwdWXR62VxrKTNqUSYTVxXKDAZ89cQE9DT91nhcCBF4YDpu/MPsm5Zl6W2jgumrPI4rYS4nSIq/JQIrxDQbspu5j3AoHG5/hnjTF4Xg25SBvnZnezADF6bIweSc2kUL2wpoZL8sC7XOTHjsZs5w25Uh+gtb3kLPvZjP/ZGHV5eXuJtb3sbnve8593o+SdKszpEz/mav+h1iPLFkiUxjD1mDcEIfE1R9C4wMELeRJs0ws+uOBvbGBtrFNrf8n6r6+aRzbhmRTK6YZkDOT7kQU12fk/BtMsaNAsMjhfhrmHSf6c9yoyd+2UiVqOmk4mMv2vvWHyWusB42l47JROSghjHwmNJWt8KDntEK7vNDBZuWVrEvrDlK7c98yaPk4UXYgQTLqZYhBuPd9Nm26PWGlj5f7UqmDvSrHChfkp264T1Yl8IFL1mwpQVLqVxFL9yAhf9Kgiu4eJuHithwHDI1oHM4J3uGDMcjHoZU/YA/FgVIgx9IAlZkpg4WzYW8wQQhOJRiwpLPPUzYmvzdcTNudYNfl0z4TLw9EzTI/0IdbSMqQtl4xqNzLhv+AOs444QlYDdQGJuWVkN3+2s14SMww6tfdD7+RnjFzl9fkWf6PdJuXe+hFErLsf+Gb4Z/tC+t0cfw8++8r1Uh+imwhAAXFxcvN8JQ6GZBgegTBHuMmlKAMZmGuNrdFiSO62YimNyEBEmv1vJtGwmJoIhnPC9TVUDeov03TZiAhCyijI9GYhqGtdUAEvNuAdjGNoPrXNYkKLQZn71cka0RJhWbRfnHlswAXe4q7k3wdTW8UBCx4SD4brSaCTNj94398cUH+PC4MzwC8EwMqfB9ITHI8JZDq3zAz70OwUil6UG8vwW/vUlY/I5ksC3dFdcI7QwA7BG1qjlHVwFPbPqTqP4FiKoe8JtXjvi87mml/3zchSHpnsjwFa7i4VLIXDjoE2H1XhU9JnhIrfLcu1BDAGLlQeFc3cRsftqBWP4+/kOQjkX4OowblWnc2ZxiF7+wmC1qcvxMlm+CqhoYxuxR8m9OFmDs0Cc8UatjrnIYj9XSleUFrKihrM9eBiwNtzx+lsSY6PacM1NcT2m+OWzazgvZFWyViUpOcM91yrQUD2L2K4uKn4ZqY0tg8ZpHTtXyni4Nq5SsUKabkEsCIko3SqJuZXF56yw0nfh3ryCoMTvutzDWIkQ87PO18pMq5KFlt111xn3l5mtxwackCyeV/PLi3brLLMP//APx4tf/GJ8y7d8C+7cueOf/6//9b/wCZ/wCfjJn/zJ23b5hGrhtnsG+FZ62jNvnh8qzNJ6INLG0PR7NXO2zNSsZeZVMO6YOWE3ZZkrzQJQYUY7IMYhZu4hmuLj6MFw69Y5riHML89bXWbtIgkT9rv74ovWUJHrTwPBcve5lYDKRInnKXCBt1u7ePFpvswI2I2RAyUBDxbu9/Ms5liT1q3rEQHk6hAFTR7brHGhcCAmDfS6IEtg4IvPQP828VOMYPPyjVmQcDP24Jo9Iytbv2+IpE6bmxPjMWhwqWXme92Qgs5Q9Bocv6HbLgLFUMxr6UGn7fIAeeyA+ljt9ZfOGMIBZ0Tq7yBYTkIoMOOQ4Yz+XkzQbwVyhYj3HMtmeF6V+R0wAokPY3yR0umBjasLDLWcskBUAKmtX5J6FyGuBMCwhlO5kN05WmMXOeFjFpJF47IcRIdeABV3KOKxGJxHPwG82S0WLmolWlZ6TI2vyTrh9do72WVjOHBQ3JHeh8VyWt2pbrUQyCkJU8wPOORhRaPZjbx1Ibflmjy67mI4fqaxCEDjWArtC7qbMvES4bit1ZkiUjcfQh5s8ZkKQ2F+5p4jzwUraNlKvqqQv2z2jP35ID6i7dYC0U/91E/heDziN/2m34R/+A//od8qv20b3va2t922uydc8+wBENOEhCj5kBVRZCYUejCkiFqEUjYX+0cP1B+bA3OQdqEDnvfekMgOkxFIP6BGkEpMXzfhxAIEjVCbJeqKGI3JUAcN4qZ7uHwO5mY7J83VGI1Zv1yTMipI61pYMnyAINiUYXJdWF/EgjZZa9NMjsNjFfU+cLhPhQiPwHZHsN0B2l3SlHMLe8JjzCbo6aqBjCN7rrsk3OaUWhccrH8AkOr7P1m/uO/0d74TLgiYPOeSvtvr0+Gy+N7OhcZEzJVwMRgpuYlWBNQ12nOF1ALUXltnssygn4uGCg487QGi0vn/RkvTfbHLT8NCA27RspwBUcFAXjcLsPadW5KI+Ge4klUoxnjo9wcV2lhgTpZfh5W7bdDLR7AQeECvDVVlWG9ZadqsFs1geCGcgGLbHCa2PKNFe+aABUotGwvlbHm8pq9gtckWIj04wnDNbStojx7jUaK+3Fqh63L6azTQ1n7gTCvB4dhGORBz4SYXOceiLuM/c8tnM+MgCUvZSuRwaCld3xrjFLvcBWhXB+BSMx4v46XBctJrYk7S3cV7LjqiBdMdeSsaZNlptK6b3uF5a4GolILv/d7vxatf/Wp8/Md/PP7BP/gH+A2/4TfctpsnbJN7G+SecUkM5quZLs6A7GAcRO/SiohiCD6Vf1dmV45typZorfbsjKtuAhZFVkduC5quO8hsDMeJOwlIupZYa4iEoGoDYSCgacp8uTGbgk2TxHgeRVMtM5NnmPFniRG5+8SeWblK7O8KFeZkvM8WiuRugBTIHeD8AWW2eqT3guBrbU+AQWRa3p9+XxdB66EOFOOHzkNa6cxfCERMsDLRsl8PWraB4csu3JXrjubMQZahwCLPEfGd0NRa4NlHKTsmCIi3aM5YU7VtFHhxw6XA2QDcP/Q/kwBmwd/CfTGOF0maayLS6ZwVd9nQ2szVcTSGMqwDcS8jk++CquJzHUHVk8DMAqKosLkV4D7hFjoP8Qr5pw1bZk4seDIQRcc292qGPcY7QmPtlXYQSMDHpWX9Ji7y2OmIRclu8FqGxY0Du5muXBe3mOeRz0x+R6zYIK3Bwha20kuhlILC191AYWZeAB7C6PtNz58J/IxX9n6BV+0O9ZV4bUBUdNMeu7Bi1p4qXtx1JzSK1lKG8GO/38YibIxXeN764I0SeB6HQCQi+MAP/ED8vb/39/BlX/ZlePGLX4y/9tf+Gj71Uz/1tl09IVs9bqinLhA5gTGLh/veiXkBYOuy/Y1KCM403IlKRTu0fjBU2hBLO14hfxFkgcBKZcSDlw6iIFpsDJlL6ZkNVucimbVNsLEy9P6NmpnrZdVYJkXsCtUIWk9dv2jhqocQfJlij3bjFHyxCfn52cysWQhcdidDsz2muiAFy0BnAFE4CJ8XF0JjjZwOT6v66kU2i3TXawVaad2E3Ujysr3NRDow30Fw3V8PXKOtJyEnC3kGry2msjqDYqKl8wuukkVc1dDckBgv1P1Dk7DpMY7w/PaadfMgDZrPTe437Jn9HOdbwudQJSgWG7TsQ3Mvhvgcho25zkoZGYsa11PO0RLrsYGWcVPs3Or7B63DU4GQ22P4nYUXYA725WZzQ1m8iHkf+NzRdpZ8lhlvTegKVnJSFgrcAmEV/K22jiuKV9Wt1ivFJBZ8xVBwUmC6z9GEh2m9mIWzQvM+IijBIuguTvUGFKu5q8pmkdIrn0tXerMVdc6w1a+Mbpinwj+fpwxAb02oXTCzchXsmTTh2upoOa4b/GSOtXJg0gykDOHQ3fXxvan472q/gDU+rnAwfJ4A8L4SiApB+rWvfS0+5mM+Bq94xSvw+37f77ttV0/I1i4PwEGld/ZNW/zOARinH/Fn/t075d+V8RRAELUE1kxx0QaimGaqKeaWRi/0TggeZEkfUJ/4Yl6E0LtzB61XCcigjUqkjVEKUK4q0ARyVSDlEPtl87W1CphvbXkn1Z5Jm7WwleVmr7Wi6cxDgGJXpBM8clX1yZHAlBvHhPj8tO9W4rUL/P1e8KLGh0wMLxCUTsxCcUApmvrd74eDLZMtHpzGmgSRIF0TIZT8mQs94/dcVXq6QwkYFbgr+hU4ae7mOigCyioShyMLuj6fBVMec0QQEuNkxqFcMpclkR7C2mSiL+hWINFaLfSOz/XcJxV6rgK5m67AMVewFl88WIo64MJEs1hHsirsWYQdv0kZWp77PWFJCm0sf0bucS3SarATC/C2ODiD9yrtO+PjVtFCpeQS3fim3Kmw0Y7oVlEOugZ2aq1RkK4JZysLkeKO4z5/LwCuCuTqsNbfTIjl583Vd5XKDVS6m21xYfNSSfAv9wU5AHqHGL3LtMBKNqy6yGNxKAfHkxHNlDIqe/s8DPYm7HOclgvFiCUxeI52du2ra4SokonNTntcFiJun//5n4+P+IiPwO/6Xb/rtl09MZuly3NjhHJZiRDrkBC5Fc8S8mA4Q9SbCLKZt9rhNATSar5uPGFT/qLmEVhYWjVJP69renDlrtboMXpPbsV+WWhdE0gj4HwAKJ6KhY4R1wSUDBQy6871VviPyHTzdQnhRidiWq5hp4MqBXF/crzMHoxz0ziWKbML8Pn1cv3pa7O+mBvG5h2YYUmuA9oHnn8WanIM0YPakiCXIbybhVKZcseBChwb2qEEK5atY1VpXIgYL2MKNO4l9zelnjs8UmB3ZkCm2bLAld21ad6TYLZyn/rftL5G67UhqB85oCdf0JqNgRRzj2ctn+bp+B3iQCSu29BozzWzxAnpStkJw+qb2zUMzAS0eDnqNc8KNIOVsrEEQO3CWNtqFyw2iXeuuawoyg3TPjLz3Wv8Fdf32ShlvGBcZsoCOFtvD4DUKPB4TbE6LMlhWKGaXXwmHH8wWznN+m2K3SKUw+nfImRgsk5XUTeZvsO0RffFS1I4vOH18eRev2ooWNMoaadc1VgRHiSk8tmkcIas/L9XCzNya232BL7oRS/Cj/7oj+I//+f/fNvunthNkT3cpKwI5KZflYTlQESTGFK4lXna7IR4FufhdVrgYwlKv/NmaZ1SBpkFGz7wHB+ic7x1/Q5F0FxkDMAIcO2+IEhD0IWLoGdGXkUsd7fd0Vx0LTBwG3fvTrI97b7AmB0RmFbRmmV16AEioW3pAuK2Ehxtr1uCo8FeY8xy5etgUuYsr0kgyOPd7ODvMpc8d8fDEoUl0gqnujtM9HM9KifQMdi9FBM++8ER6Vrlg1yWIio0WuG6PdeYQIvo8fz7z6kYpSkXJ+nuL9LmiwqNfkmtsPSygCfD+kaHaKeRECL2nwoaU40f26dFHNBYx2II7UfOC4vDDljjpHaazYX7MSHb8Mv7ofWwpSTge53xHrpvdwXtbhrbxswuweQ+d1oOoqMowKpIaD6P9HkhmiGgMxSy7vLeYI07tIYuGHGYQS9P0K4Oo+I38ZFJMLBpkSU234fZCp2joDyXQQeyMEK4OOGBnSXFAf96tf82v6ZjtL7VXd7PcOa5ib6uNMQcKw/C2UV7r13u+vDDD+Phhx9+b3X3S7flzCkg1u8JsR6DKeRaIe6asc0nwapeafzNmTQMwM2IXnfiYnGAnPkusGEpHCRCexMLQIoDyJklI623hQNajlZ4LnVn6bLsT/b5EQwP12QiTHPUH4vliBFUXgsQTeiWEWeCq85BzOrC5lpnRog/bSI7MA1xJgsXUn8orVcwGEVyfXSTe9eQ6xkxo+MoaKeeKScXLVZ4tXGua46HJTISq4sStD/t+yDhmpNczyRfTBuaBuTbkEyQ3ZLlcFQh6ZBqAzWMmk0bzdv6BMaeMpxNmNdzWwk2TVTx0NpdgQFktykxjHAlzp6wsXIHs4afrUru2gDYxRcsUYu4NajitLquxOYbfpp2n84EFK/kKF5U0qpje8yjnWvrLyyxMzC27jp8cpFTg1ORePbozHGczeoaCPC/vFYHHdNvxJiZtE9T/S6xc1xIUei0fVISskWELac0J6nFk2VEY43sjsmirxULCi8Y9JYC6+thCD2+ZBlxjZ6I0Ion7JRLzTRkWHnANaFLFvQOApCVizPWbmxhFo1fPeiVJRyj6LF9g+YNWEm4rJnpQdneyy6z5z//+SF+aK+9+c1vvmmXT8wWIux3Un4BQDCqUWtcj2vDALwMvx20Apdu+0WWQ9CIRJd+5e8bhi/W0oTtIBrhshokRp/48Cd/bNDQOBMBhPyKgMFy4IQYkC350M1ydDAzMK3JDrbCNWi8ng0Wt+LaW5tNUODDpGO5wEZF3IppP51b9Mw50MEPgZ7ZBUrCFLttlgLoYECC/Tn6PBlH+P2U6THSUoG2x0Ad12jfnfktcA30fBD2IsfM/DOfiy74SAjILqoE+EfJleZBsQxHggPjrjijnOdaqgpldyL+DNcX4Y+5viywVETvlTPgIgruOQuKmQPDGfk5hHcmGgJolhlgRQXtbPuZNkGkKvHXmDZpSne24XIIWYM0v3DzOO9znrsG7Irfkcb99TNUD1qgUPvcttrP/2MH1Ecr6n2t1q1nqx3Qa7odSSDNLQsntM/5DjHZNKja9iVZCkshepvXTHGB/Py+VXKeav8CQGlqjSd3X8BhmQSpYm6mIEgpLirN7sdZBR+Lm7O+7Wf6XVoXNRswrM+G81eEVzpPKeiJPkeBPGXDRsprENomRQDhpoZcCsSebaaUPKiZldAF2PG5N/OGcJit7SXxohHT9+BhgVsIRJ/5mZ855iuC1772tfhjf+yP4elPf/pNu3i/aL1oGEHXiK4iue+FSfJVdrMU3MQXBoATGlkxLtDvjCCWraOxOKzFtSNCufNJ8Al92nudMZgqEubpAhTGHUJpbXl+njVzOTSoVW2I6ZMUVIgUi3U9I09E35pZLrS0QdX93LaKbau9Dst7Kg73garFztpR0C6A7W7rRdkuOi4ME/+85skakb83Bsp7kgSf7FLwopgWPGrxZ4Cnb8tRM/kOWxRUdfwQO+PTkX0cu84VlQU2XYNUjCKQxlBAdX5WQqzDJMWRUb/hOZufEU8O3AWG0mG4U6ngnRHLjB4qvDFDk9VY+m6sEm7f61yNK6jgFCwsxiSLMjwPIB3CVzlXlPsFB/1XtDaQHIDtrmC7Jz1+6IReoqNosHxpykPqWB6d7yFsJiHNzkuOb8nnnZk5/d4sRhEYmj3ghSxxHk7ysuk8EOfgVnCLJ+SQAnuIXVG2NlPcjIEKZeQZ/lWitxmXSFEDQHWZejB/oDPsKvZ1wAUDv7z6GN2tFhPlgm4WKgq0RAR9YfOya1N8T6RXFTmgE/s676lntm6cBVxCDbmqAnPRfWoqEUgR9154mQRTOgIvMNiSNbWMkiStVbSrCrk8xGuqDNcUZpPFnZWjlVWV4YbxGqR0+iHV5w4A0m4WSnCju8xW7alPfSp+9Ed/FB/+4R/+eF5/wjW7y+xD/3+v8bvMnFBYICIHqAFws7ExFfs4MJ4FQ1/xniywLH3rHXH45vSuQUsMNisJ8TiOwgg1W0TyDd17LUv2K4YzMc9IdIP2pGt6YNDsYaxrV4tjixMGrwrCxrkCV7VXKH6soF6iMzFlWu2EfoXBnaGdT3DnWBoAfJmpxQr53PfmYYQz3AZujykB21LmDjr8XPj1IHTaa2B/T+oODFkrzMKLrTn36Sb0uDdT29MWb0D8xmfj4QDLlZaZx8uxeo5z2Mdhe24lCP6ftNWamcHxPGzcXHfMXnOX2RwLVPycSZy7xPd6P/QOndPdu9H4bF63NqY7K0sbDbeLC7kxgzVBOPQ3b1RgyLthDQkPHMewowykz1Zu0GkiSII2PUOu0RAyQPsVskBXZ3vVeE/toxVdpufdql8oBhN9Hn6BbsYJKx2xV8TXLZ0ggai/H661sq84dCHTuLBn8b326GP4mT/5Z987d5k92aixq8KaxkNIJs5MRMyyoYgvW40XpIasn/RTf8+ZayyJu2bbKO1dUh/2TNLKgibmnxtxSRk3uYX+dXwbmy04wNACEuO1VwE63P4FIjOeTJ9FLQNAd3ktmqTnjZjYd/R9ab2Gy/keUO6OiYVKw3x4i3VSHIbhEkZ7rhXIGZC2KKVgv9qUOJbpKuFHwdCiTwDf+TMEG/EK54Gw2R5mRhiErx6oWYQiO1aE1sYrNieGh/4U2hvW6EkQCcIXr3t1JtK5CC5ny06sMSblRi33bXC8jhuvGJ29kpkT91kj3vvrmRGObxYCBYZQ8dgBHlitY02adz5ndkazsGx98087jgVz1h/Q6dhV6bfTc02bsjgz3FSRmegOzzO3lRDC7nWGfxpLEu6E9Qq69SrAoQyBnxNmzKpLgcJT5W4OSOZ1+HlZrKEAOLWJ1nqBzlYglwe/O9LmXtqoH1dIaJuuaeHzSW67OfOSYRnxQlCWcY7LbM30mcHLM+LMHVhpfpXeFemJSA1xXxRvPBHlIEOP2fq1O9DMtBADdf99lGX2y75NQb/0k37vBKcMoUVNvQAGQlhhNcZJjt2xA5nHAgbiM3E81+myWI6v6LUvtBOfy846DQnJ3OqP6phTdpHOsZiGxjgY3A4qQOwNbutU4lKu1HVwWVCuaG0aYN64gCQz6IqelXaUqFlttTNq3cd8v44d0rAsfaYXM7MHixMzJ/pHmVJnQ0fZH84aFeJzwbdf42sdNujMn/GOmEIorLaYyhirREvhgrAuteEVngqGdYiJls7NYxg0zsWEr2C9PDXI3ZlY51YIIOMcLIRiJb5h9c680ONtbtpcqC/Janr9XN3S2ZLVhq0CLeLirmXX5nFMFlVbrk0nWXrCugUIGYnGyG0vmZkzfpX51Hp84YFS2o1GnPuVDYHBVhn3wa0siDTH+eLiMiyPhfq0efrifXK7cZ6+H+e4B9O6kuDClqjgRpQE62z5Eoz4oAQPo89eLTzDg4UvE5JFBRT9OmYbYvRhCgnBSRSW/QJjGmeqy0Tv1bR+avG+Pf4C/k63lCM+YOeppHdUIZmUh7yPSjfdPUjvc2Z3qPt0TXtSILplK5cV5aCnPjBfGYfVYN/6AwLMSMIBxowQJjcsXGkTAwC9YwjJ7hRAgwmLX68xzMkD05al8HldnLpJg66ZKwZhyRoXqI+Veytr1mYSrgJcAOcDUC6AQlYbv/+MAt0njXw6cLomhVu+9iAECGZNLQTh0nuZMa2AkzVXi3XIgiXjlfYbujOmRZqh08GCHk/ABNH65J+pvyUj5MbZkiDiqyUBhNeXcLtUja1TFBCpg+haJmVF30ctJlhPPb6Lp2gw5KrgIiABqwRBMjIvibFuDT1G56rH5sym/D4X17B5IjrvcK55/1nbJfgGN9xOy66eLiTV+Rl3HWj6dGVrMeB6s5T5nDkOJPywvQ3jF7dU1vtVsxeV/1d0heREbmRzYZiV5FyAq4JKFj9BGdahU4/ns7Fzhl6+p8/P4LkMehHWlJpZh9gKwc9WQbmQeU9MgGXaumpbieUcGIAsnNk6OKORaQXBq1zW0Eew+PG7RdZ7hvFuDhGYrDmscPuYGsNV6QUTWoN7kd5zgZ/6vq7RGca5zguw+WaLtn4nGGub3ju1bj2nj9vFeX520W4sEH391399+Pt8PuPbv/3b8cEf/MHh8y/6oi+6aZdPzKZaAUCbxUIDB4ZB9hHEGcogYstnpvE1Q6sQklstCiW45VxQ+XqAgq5JVIxbjrUvOYxg68L+WAztDEgCWJhjWptpMFPwHWAmWmeU3ncZKdKZaSgh8Is4Eyz6FSg93Tfcs2UwuepB3LF6qsQDzkS4DI2PtUkrjgauMqwTYrN2yFiiZ5wurj5XXAgeDNOAV+ZkC8ysQGmR0QXLXBaIDFdL+o7x0CdA49nPqwLfNSbK9ne26Kg1JDOMcmjA3VnYYbdZuzqi0bp47vn+OYDgpPsR1s/Mx6Se1mFV9ICYu6EAfQ9NadDgzikd21pdwJgXFRau82SYOmMixcTxtM8xCPsONGOgh1E/CFFYynExxQVSnUyhsUBwLSANHB4DuW0F2wMEuiFAGI3pQkAzBQRKg1IMyFIQWriTfT6C4f7PShC/a89qZlWgtfwOu77sa3dx0twEI6PtSq3XdPmvFcWUJHyFfcnJKG41LF5ckmFVtMyKu4tW7GTJP8Y+TAo0/wzP2+INtun7cwG2pKAFOAJTCYi90hHsLmNLnik9yVviza3st7DsXr2Xg6qf+9znPrizUvCTP/mTNxr4idY8qPr/+QsjqPpBjRlvJqQrU+4D+7vmOztAMiPepOnsMJoc19P7W42V+ln58FNQGwpGptixoR6pEKEJQ1c1xo8YYTkKcGqop4aDBhbagWkqjHiF1b35MJxUkzHzdRZEvAAkC1nEJDijUIB+j9JlBS5rv8Pt3Nc+rA05CBDxgK8E5j0GTK7RcXeedmOuwxPNn5dusNhj1ittMgcly+KdVdD0ykpo6zKmoHF1IfPLxyuLeLE0Nv++F5fE88ntQYwh405eR57Ham6r8fhvFoiysEFC0YQHq7nw2ERblvPgM0L7GG46t8fZrZth6rVz0v1hijv9PsO4NktQkDutx82cWnSP8q+TAkHB8vzsDWjjzFgpcJevj9Bz247oNbssYywoXA84E4V+5699f3iRO8UoQc8u4i6z8BqsaVZcVpMySrZircCUFfuDrGkBwx8Y7lutQ2XX7lih26Z3zOFcQkaexw9lq9OKDlx3fvV3Vygoy9CeaY89hp/+01/+3guqfutb33rTR9+vW71fUZWTC0nFy+rSRKin4LWmtSc0/dK/JZeNFdR6kLAkFn/CLgwmTAXj4K5MpHRYfCQ2j+pcTHpv5zIuUrQCXjrO5MZiAsAawFbdfx2yyDyA0V5TOJ1r/6qVUcPGYkb2Dg2PaftBqxR9JtCzoo8tmIkz7dhZJzytDOtPGbhhQkq/0Hab42nOFM9E67b+V9kxQGeScpHmaPiWXH6e5UguP7aYZUIozHxrshza5wZ36zO7L3wuLQpMxIjlnHC/0HhHisMyRpgzfrg/qqfiuHOdMEFWAYOVN8apHCNnYy5c2nxNT8nMxPa7JVhRB9Mpv45J8vnOi6v0M+O/wbhIxPEgNAw30DL+iFuBXhEj8Y427nb1jtFExwv9keG6ONOlYHJjhiQVy8x8UFNBQ45U5HYlXALAuTq9cBieokCypknRHbSER7YSsiIQMjahFiijQIWEIoWNzVsQ4lNl2mcSIGzpHB8ZXiKamOGiNL+vvaJJgxxqsOiVKnqX3EKgtp9UkoGV9ylz1+GBYWVkqxLxAq49tLphY9WejCG6Zav3CyrdDSQH9FTnkx2U9IITlnyw6efS1VCwnREOaCHhKlfQNf+6eCwFjcdMgRkNMIhuILA0903nsgMPOTW045r4hIBwmNuhSxwrOg4gVoPm+W0FuOpXRA9aKdECx+5KFTa9oF3DiHsIaZsYfbimZjBZMIAlEPrzfsHvEfD6TaZdnhrqcWhPkIJWO0ykVs+oADBcn1TnhCtmy0FQDmWURSDhxRlNHVr+YH4FOKo1bcWkgIhv/BkTfvusllGE7iZwwqwYxC9H/2ViTDJcvYweHnuhB48TCiyI8yihYra/G4gz/WpcxQRJ+96EC3djyi6MWJO38kRDA46DTTF01ir6VQ07VmQJ55YEGNass/tW1xCEXpr/Cg+C2yMLGnYGGR4LoSJUSg5CQyGXEcZZzG4lYJyzlVBsZ9xr1/AcFQRpjcvKxhaTo8qKcLySZrKOPmXQMoKtC0xHILuPfH+MxtjCpK9dsgST98XeK4BAxn11GsMaMMSEtuNaEJnOrOHMli5btfWiRAMAg/hcgSsA0l24fs+kKcisdPk6MOic4Zd3SOsmvhpiigRxT0Tfs2uqOKH3fDMCdSOB6Lu/+7vxuZ/7uTfq8Gd+5mfw0z/90/iNv/E33uj5J1rb7jXIPU5F0B/SmdduRcySf18QEiAEDXoV0QZHLDn1qxfqxTb870An9IKRHVVFD84gLs4QSFsP5fWZyNg8C4DSgn/XmhBuW385SyFnSnn9npxuy1aercPT4zZszkf0DC4ejw7WRKyrQO7IIIZ5XeifB03+mvn7Aa8S+zB4F4wMM3Y/GeFswGZ+byMaFijK7hKDa+0xLlKHpmfmfBcAa4KjoGfNoMR9sX4DIR4wGMSqzDAxqwEwv6drzPW3/F0eH3o+lkwhrX2Fh6tYD2UOOLYuVMqCQblrNgZkB1dFnoM9xzE/1ifG/CV9sTToLXDNh3L4YoZH0YsteL38dRCQJH8dhTyzbrIlhd1YBle1zrH7oq+zjA6nvSF6AqIRZJVeZdb5BajZAuB7PTNet2bsWcwMbnyfVWDKdF507j22qsflherSQK/cXCXuC9Ocac/gcOs0I723cjkBcW41lVNxmlTXFsv8kbqLiiCm5AOa7QWvEg4NaC+FYK3nYmkdtHlnK5ZeoMzlYIBFH6uJNyivo4/rKGMyXfbN9CrR9tXdaABQ2nvx6o6/+lf/Kr7iK74CL3/5y/Gyl70MH/VRHxW+f+SRR/Cv/tW/wnd+53fin/7Tf4pv+7Zvu9HgT8Tm8SDA2Ayti4AqIzNGQC6RMsdEsL8TqXaQaQDHSIz9UAsg54otEzwmPCZ08XlsRtSK/+0E0i0pxaVsOQhw0eN9etBy0/e6b7hnWFQKctPBqqaNHlJqfbbo8JrNgiGImhLDBFiXPFi1BpStDusQW1gszubUUE7ku24Fgup7snQDhX/zwRvMlBmk7ifDgQnMNQRSFvWErlv2iuiIiBLVOqpbD0PVELYtBbrKMO2TMMUWP7bO9fdKFFLsff5p32Xmn2HMi8xCsVkO/LsFd7Ch7IqN+4zfsX8n3Aw2F26HMBUEahLKdgWcvH4BIBTUyxYAXq81OhuisJ+sOshCEc8jzcEWqYqFK075dTsHjI8PikEUzAqOrW0xZ1i9sirDehEEmsWC7LOgUMkYX9d3bZxcbnpOB6lZCC8Pip3zedCZNovl6sxkeGRLHBQ29kwKIViuawF3aT2xxi09ivelFo9F91sUZAzdxywBpj7PgrmmkX7nxUELgvLs8aGcnWvNYstY6YTNDQNWKxxiWJhSBFhFlwEKh+O1VNPbjQSiH/qhH8I//sf/GN/wDd+AP/Nn/gw+4AM+AA8//DDu3r2Ld77znXjHO96BD/mQD8HLX/5yvOUtb8Ezn/nMGw3+RGzH/31Averqh9QuabeLBkFDuRjMS0xYuKoo9yvqZSpaZneLcf0ca6QJT2m42kSFovmLQogKDcItPWf9PFKM7VGPc2G/LEj4CibK7j5rZk6+pEA5Q0TTxo4NSJVVRx+L+TqRlfkzIywrwmkHOx+aCsihrV0DGtBrFw56ar0KclJrF5i2ZFFwoGHJ0JfVcIPp137PXA3hfjxe27KFAz8AIkbVsuWDBa4sS5QhFHndpp2aHeFTFujMrRDmKEGIoUlGgpvW4+/u7JsznzSXJSO0NVYtYpkUjNzcKrkKLF2dQ56fj78j8Fkgf1aMShmCKK/R+tLzO7vcxev+5Ky74JbJwccEswUA5nXx+sjl7c8XOK2a5sFuu8yQVoKY/dzDHbOUXNZ4ZQbgFYwnC6LN70DZrSz3NMzKJCur5j6igHFx/ECyXhDeWimBJY5giR+rysw+ngtg9PmewKmdbnfgY+ULuIfrl2AFqEJMv4/BBg4wj1EYy0YC+8rduhJS7fmqllD6vggcf7zQqlnazSV2lHk8G7ODYJDtGwSVA7eIIXrpS1+Kl770pfj5n/95/Mt/+S/xUz/1U3j00UfxwR/8wXj+85+P5z//+aj1FmlwT9DWTtLjhQBnJkVUQGgFW83IJZA7DdsFiOljIFQ+UMDQPlfuEA7KtEOVmC5nRnXEKT1bQkq3KmWBJDN9nuNW0OSAxtq/YNwzkwhruPfJKcgYa3IR2LNt/AwEQYlOqHHCB9YsQJZNcQ3DA0AVXGuv4ZLvdoPBkNbC6xaZ529ry+tlWHIf06T4nRIIhZdKCEIQv0pMYc/dqv35pZ4nQbsYE/HrQM4V5bERBBrK5Ott5jnGwt4DmbzDe1UX6DCwf2UEkSqfDVfFLITpZQalMf1VwDUTfu4PWASF5/3WcTYbLgoCfQ/47OpuHITmN+NVbiGbJhfDE4IPr6sAqKVb/irVjAHWDNfnBxLME41AeoenygIPxabZcyELzQUwgq3F9tD8Q8X37BIhWAXXiwXvojNJKf7HwG92pTDMdb8nOZBhJflzfdhoQaaPousq40NhnDVUWKEDM3L+UbAOIi6Y6Z/Re9/Tef7CP+1zi1G8Xx3fsnE3NOJLwXJjjYP3eT48LtF3oNP4ctWLdtYruMGgCEZ9q+MovGvufA/gPop6CwSzmXaxhgfwBWu3Dqp+xjOegd/5O3/nbV97v2ntXgM4hgiAaxOtYFlEba8xMcgMwxhOHmdFtAwhXOKHYhYGkaL02EhYZWhPdL2I19Y5V+ByMK+gQZ86LJhxFWDXXL8rDJkZXzu4Fma5mXsLxG8yYaNWWgHOQHWzSHrWiAPxDAB68aEM37uli/J62AKQBNWlFYs17BUOiDFKnYCDjJjZAm9KzmTy9RR/79rrLZiZuAABdSlSn4C6XlIGCb9vBJg/t/ILDp/B/PJ9ST6cFEBkuH11LYVha4WLspm/AGa+n5qdQcZHm/MVUPIlnOZe5HPAcFsxKD6HGf/tGQ4gZobKygK4P2XGV2UORqX787xKO40V62thStPOlwYHYaNgKEcGW0qb9stMRbrQZtcvhDn29fqlpWwVA9ZWG3qvb5NEmJBVPQRjC+ZsSGLK3QIEL2YbtkwZsRxMsGHBgPZ/inNS2LFVwubKCt90XgjWiJ/5pJAEN1iGMY/fxyu8NlNWCsbFuZr96jR3z3plsNKq49WUny6joB2AdrdB7vTkkcOx9fAKKeNyV1Uucq0tOQoaupXU+pRqQpEWSDW+ZstzfqO0MdBU/v0WfETbk1lmt2zlsqAcBoH3zTq15d1BE9vhA3quav7dyYoA4qbyeG761O9Me2OzsLnu2kHHKiqJK+FxpLMb5Ss8GHsrKJcFh8fqkOCbCgYXgvM9QXtKA452AERTySvaBrRz7cLUQjiILhFmRvZv5QpcbAYz5YNMNUuKChMrd5tNKXRn7j4jFmyyD0IKUKzQFwsiueZKKcMtWcswtfteIpQ2sH1rm5Y1OPc9qMz0jEC7BYbwTV1eolq8qIAx1ZHJLqs9qwK3c4U8qNjrStjLnwtG1g4w4keMGegagwYNIDCGFLvTXZ9dmA/1c1pJ9VhqGMvcg14TK7mdRjYTzdUtOli7CgUzqtp4ISg8wcTGWTA2/50/57458Jtc1pbZ6C5hg4nF//GYyvDKVce3WAsMno0pB0HRbD+3iOqz4jUr0jwzXqnrTXTC0gS+oWy5Y1cL00O3AsmEc5N7012PZbilGOcOJvDQdRlMpxaBwtfujX1QENes5VBQh2XLFUzDjaOVOIklJ3zPrktEyOe5IdZXspsLKtCgVsUibo1dtiAdFj9PbbUvJoADaK2gWLaZzd2Plrgy5p43if/8GErpSo5VFNU5jUQXwpsl7WH479C11J4UiG7Z5AM2yD3FroyE56Qls4m5RM1MpMSMMPL1B8k+uRTaCb1mhjHSvM9mGrZpCfrhqAK5UPMjq10F41CSr79YFoourcc5Fc9SWBoYpKBtBe3+IRQphBQVCoYA5ozhRkBPP21S9pkJP5kwFcx+fqaV3G8Z/7wqbGKSpnWt/Pw2ngkrPsaD4g1MAG2DZrKFQ466JW28BukCKh6rIxZIx7KYNHNXTbR61XwuwFRlllySU/q/xpxN6f8JzpNFkNOjiTmJMSiLZ9qlYWWk9dqeqTKQ03KdGNP+AvD5chyZCY8mOIQMwNVagN01h3uwRPfe43rSu45rbS6kmQOa/UvL6Epje5wV9WEMyBiUJ3mkPpVGbBf8YVxzoXMX3eVps4yusNsyu92tnhnN3y4rdSbe6Gqa2oslBoWljPGAEpkkT+3YmX8Hh3WIEeNkggbD0ywQV7bmZCGnu/ocVIY3rcDj5RIsubaO30VYC6R1JUYs9MSEsoI+xqnFmkeNkmLYBY0Oezlp8kg+R4m2id3ll9yUE/XgM8xCTIHSiery59QKXGBiGuchHHsCSyZghne61hi0bmsrA/+sXe30n9r/VYHon//zf47Xve51eNOb3oS3v/3t+Pt//+/jMz/zM/17EcFrXvMa/LW/9tfwzne+Ey984QvxTd/0TfiYj/kYf+b+/ft49atfjb/7d/8uHn30UfzW3/pb8c3f/M340A/9UH/mne98J77oi74I/+gf/SMAwMte9jJ8wzd8A572tKfdftKakQUgSaX6c2E+lQb4Ba9A1zYOzaGfA2OHdrrD5Hc0oUn7Z6HBhBt2DxiDMGZGTE0EkLvDCzFpeGaaBnDWIHOIHi4e69AJQxF0zfM+3R1FjMHTQd08De9DjiRIOWEdgkQIBCTmNxXLXAhFUyNYMIyd0JXSDxz5+cNFsmbtyU55Ay3B0V2Z5wJpxBj8YIOCM/t6WyvjyoBL9GrVTMQbIFWZyGqhe2bk1T4znpgWjfFZSNXOQmcO6k39uSWO57AI9lym74Z5F7fWyFWNAosLQbQ/ac1yVbFdUV+TlSC9l5kBjwU4rkVZQddR43UwYR5kxfPXDMaqUNizLlRpEcKcPTeEcI39o33x29ElpTmbkKGp2IzD7L4KaekEew88tuzFCi2TMWDv8WdbBS6r3o/WXTA+/6ogtqSTU5vPrY3HRyxYoIkZGiwOWklZBalC3QUL4M6euLKi++KCSqDBmJsJX7aGVRo/vy+I/EXvxzRrbxAA+XfuhpUtjqmyuRjN3Cm1Ios+pzXx9yagNPV2kKDkSo4q1Ku6Uv47zYGtcxysH+6z83ACfc9dmZGG9PZeTLt/X7V3v/vd+LiP+zi8/OUvx+/+3b97+v6v/JW/gq/92q/Ft3/7t+MjP/Ij8ZVf+ZX41E/9VPyX//Jf8NSnPhUA8MpXvhKvf/3r8d3f/d14xjOegVe96lV46Utfije96U04HDqj/rzP+zz87M/+LL73e78XAPBH/sgfwR/4A38Ar3/962895w985rtxeMrwHbgc5NL1ICLNtE0pLuj0Z/pzVf/latRWf86eAYDmh7anTVqf3NrqkGmzeawaj73Xw+qsC81p/m53KlNrrQekt62n84v5+gGgdpfG8dBwPG796g6aU2s9ldl+5ra69+dBc7T96b+Lw7rxHEnwrGqdOOgca5VJyOWfNrZn7Jk5Wr+3e9Nq7YUcuT+fR6vYFE7hvSI4hPnHtY65xLWOn/N1HwbbFQ7n3yN8ywTjUoBa2/i53oLdVhfjABH3A19LZy/uwYBFhKGePYV/oP3Yx3t7du9M83k2vGo6v60VbK1O5/S6tHrHnQRn/zvRCCvQmfec121rONQkPC7WC3S42xpaxmGFYVEBhGnZ1iq2reOw6LoB5eOHjvOHQ5vgaM9Mc0Pc67yftTYcFvuywgdeG/d9E3j0z/e/zzTA13TNQeA9Wo+3xkeGQx6vf5CfX58hwGSzGX9uOsc8xop2rPjQ6rwzzmUY2hk71Bb6295zHz977cy0j5veZfa+bqWUYCESETz72c/GK1/5SvypP/WnAHRr0MMPP4yv/uqvxh/9o38UjzzyCD7kQz4E3/Ed34HP+ZzPAQD89//+3/Gc5zwH3/M934NP+7RPw4/92I/hoz/6o/HGN74RL3zhCwEAb3zjG/GiF70I//k//2f82l/7a5fzuX//Pu7fv+9/v+td78JznvMc/Mk3/Dbc+cBYo35bxbxoO5SZsKzaJvXGz96mXTe327TrhK3dsW/sE7v5WLeZx4PGv36c/XevY+Pb44DT42l786uKQ4cHECYAqJBr12LPcL/rMW9HQg7XXFL2oL4e9P11fT+o3XYdj6e9L874bdt7iyYAj48u+DweJ3140Lh73912vNzPdTQhPPeAM/V4aMR1Y193Nm/TmGbUpQq83x4Pffg/oQM3eYb7v/+LV/h//r+vf+/dZWbtS77kS2787Nd+7dfetntvb33rW/GOd7wDL3nJS/yzO3fu4MUvfjHe8IY34I/+0T+KN73pTbi6ugrPPPvZz8bHfuzH4g1veAM+7dM+Df/6X/9rPPTQQy4MAcAnfuIn4qGHHsIb3vCGXYHota99LV7zmtdMnz/j+G7cPb5/hV5tt9bTr283JRy3ncdt+72O8F8v1NyScFJf701mE8YgInoTYvF4Ge8eIbyuv9sST+7rvUHMD2n89xaDWPX9ZBvt/4Ru3OQsP57+r+v3NmfzNvTh9nbOB8/nJoLme0OA3zvXtz3T1/W1199taNTemb7p+Xzs9KCMkN5uzdn//b//93jzm9+M8/nswsR//a//FYfDAS94wQv8uXKdDfAG7R3veAcA4OGHHw6fP/zww3jb297mz1xcXOCDPuiDpmfs/Xe84x3LQpHPfOYz/ZlV+7Iv+7Ig/JmF6Iff9f/Babu41VremwT68Qob1/d5+716kOvippaH6f2d93iOtxUOHtRPhulN9iu/01DclLs3v/eWBeK6/bIxHs9Yqz2pQXh578z/fQGTYcl6YgowD8K5x4Ojt+nv8fbJ/TweOvJ4hYlr+3wvWZj5+b3znvu8Drf3aNhN5raH1/nz/xP8f5AQtIcfBhuGCc+nQvzd6+a75x5bPc9zvcmar959+cBngMchEP2O3/E78NSnPhV/62/9LRdE3vnOd+LlL385ftNv+k141ateddsur21ZsBKRBwpb+ZnV8w/q586dO7hz5870+Rt/7CNQ793VTjB+WgCeD4qRiaBXX6yCoDkWxT/fyyyxPnPm2jUtXKTIqawAPO3ymC4e1Xk0i22h7LOpmqsg+qIzTHzu4gF+fhM7B4rSXMM4q7EEI/BOYRKCzKX0+7yuKup9Dd604LuiXVh6cqWgTIcxRjbJTRsHddrf3t8ItLbLRaWhlya4qj1A+mqkxobrRVLxyEL95sB626tlmXyf5wPmflOCasGZfplmIfjKCLZOQZHX4neqI1MWa5uyo9KZyMVMS96PvIbV0giHQ1yGwZZuVfdMzBqDkj2V/0F9XtfoDC0rj2sK+epKklXAbSjwd5t94bOWcGSC797SEvg9aSSncK/OdBnvL2s56fxDXxk/uLxFjiFS2DqMLaaFMxGvwyOMKXqpB7vSiGtwce2lg0yg2o/DK6E20/iO1s4wVrh5KY8qHgPUpKCday9FcVV6UVUOyNfElXwZspXHMPhLpi1FJnoEhUcoVcG4T8Hulu0Z1mbj8RoL8b0FDdxr7T2PPfAZ4HEIRF/zNV+D7/u+7wtWmQ/6oA/CV37lV+IlL3nJe00getazngWgW3h+5a/8lf75//gf/8OtRs961rNweXmJd77znWE+/+N//A980id9kj/zcz/3c1P///N//s/J+nSjxodtJRxwawU4AyIV28YCwDVFCo0gUWqytzrum7JU50BbV0gpkUFOJeh1Lk16VscKKW1siCKgWMovESeDh45R7JoQJa6W+dL09nEvbgdEQpuJLsNkgr0dkp0KtAdBu7cBd0vMMdB+lqnzgp5Wn1OFlMnv3m81jR+Zl1zNQ9n3cmyQfBLt/XOFXKWPPYtiXc28lAFvzsxxJp4Kq/llj37lSsSfJaORgaOcXQRgXMx4KGOfmUEbozlFAdzr41wmZmLvZaHT2taZmE8vnAmsmfXe+SOGnK+j4HvIigqBfh2PlI4fVsCyERcHCXQGT24LQQPAYCQm+HCGl6+BxrfPigwBg1HUsjFzlqz2UzfKALW+C9AUP9pF0/R1AqPhkdV4ygfRzlr+PO+Jf10cbzuuJ3j4hbCGlwN+IeuR19YKYPXXWgkCgJfEsHeKdqhnvXB1aMZVFw7GmqUVreVUe/ac1m4rSv/aEWgXCsfT4pwRvCKsMowSfMPP4mvwytwpANrhfwLktEVByr6D4SwNtRJiHcZ1wJbObQk0HZHmU2mLoJQyPHht9l6VtDcDdksBF0C7fzNR59YC0bve9S783M/9XEh9B7oQ8r//9/++bXe77bnPfS6e9axn4fu///vx/Oc/HwBweXmJH/qhH8JXf/VXAwB+/a//9TidTvj+7/9+fPZnfzYA4O1vfzve8pa34K/8lb8CAHjRi16ERx55BP/23/5bfMInfAIA4N/8m3+DRx55xIWmx92M4Ngh2kPYcxdlhd8zprC4pNClcCLA/b0dwr5ixnsZCUVm4gQM5NE8e9kqFQesXnQQwCjU5vewJcHAiNOx19awzzuTxFy3JglC0dqj8CiCmdgmBsEtWWj8M2KCbgW3rzWNk4uZMZNvJwEuADk04CShCOByfBNGr/SS2TOVp1dBZKSk8jx1Utcx8nOXeoLQysLCav+rQC56rZkxTzjc/fegjQmKVxGPBMsIZsgKXDUmnrb4oszUzo2k58xK50OXWGCTxvNp5Z/2HT3vaJSE885ErdgTwQSIazOCrLW4+Fb1jNexUOgOrjqDASFkaiaMHwY8WLi1tHXbOqnF5xgEeKF/07qsfpX+nvHHHjXlyuGksDu1YaGztQvcUjJZwnO/Dg/9t1OlvwR4DZh29N0fg61jk/IBkHJUgnDVrTAVHcDF6dFU/TocDQHuANsdCWfT52Bp91Zl2Wkvpr4cPpZOXvgdDKEZcEGvyFAoRj07OK8YJU4UN7Kg4qBIdN2UhKMAmsU1XduSrUAr2g6MEjEkpNotD9N9gseFQIdOd2Y725CPmI9cS6up3Vog+l2/63fh5S9/Ob7ma74Gn/iJnwigZ239yT/5J/FZn/VZt+rrF3/xF/ETP/ET/vdb3/pW/MiP/Aie/vSn48M+7MPwyle+En/5L/9lPO95z8Pznvc8/OW//JfxlKc8BZ/3eZ8HAHjooYfwh/7QH8KrXvUqPOMZz8DTn/50vPrVr8av+3W/Dp/yKZ8CAPioj/oofPqnfzpe8YpX4Fu/9VsB9LT7l770pbsB1dc2RsDbNBZcDBmqXkVQgJjCCGdGsQ8yayemwLUm+NZhEUE5IJg6vddCJtWDpgQrx2h6pkSqFjQrg9CrFiamPVu9B5qbW4k2ItQHdGIkGMUdWZisArf2OKyI+HJFXgDTgb3xRqTf+YcQI5P0uM1HCnBZZtrL9T54QmYBupO6y0Qw1B9B18aTmT+4QJsgEFCFv98gvTBre/8PAo0+JyawHTseRaEIQ2Pnu6qua6UMS1spg2AqUaxWn+aMbn0RwO5Q8grdxujRv2vkEuFipYFpcQVxgrH3Y3dS2d5bkTuqN1XoPT8LBwn9GbOSViLxv87SZrA0hk9NGJf4qwoVbiXWGrpJu26fVoKtzS0zvGICFKarO4pArUcyuwgNTu4aheOVu1i0KGO2ptldhHkhwvNrQwAwS2m4bsemY0rKZdUrKRTnlFa1k6DdEchFgxyLV+P3qt7nOi6ZdWEDwZIfavbsuIT9TJvrM4c1GO1jWDEvAIbbNNFHUSstfQQrtGoWrCi0oV+nYQUwWUkz97DNu4z3hmUVwDWxaNNVLKZESIEnvFt/XIvMxtzU1XdZcbhUHqOvBUumhRuwMnyDdmuB6Fu+5Vvw6le/Gp//+Z+Pq6tuyz8ej/hDf+gP4XWve92t+vrhH/5h/Jbf8lv8bwti/oIv+AJ8+7d/O770S78Ujz76KP74H//jXpjx+77v+7wGEQB83dd9HY7HIz77sz/bCzN++7d/u9cgAoDv+q7vwhd90Rd5NtrLXvYyfOM3fuNtlw4AuPiFA+pdve1eEcDvuTKGERClROk7tPHBcrvy8wtezuO4lhcKUuEa7aPPrd8jI0ODkY54cjaGgmEhKv2nbAWlkqsqCSfLKqnGCBpQNtIAjYAcMYrCUXxRcDcwI2FNcSW8rBoLW6aBgD+DXgMRLUB+txtX+aU1FSl+r1QwLByIGNsBdWEPyKbdOFcjAqQJSYlCCBM0KYPgGTyiT3WXLqz20S9SVPhIwYgpMGZi8U90uasLUhSnxTAOFbsNDsos2qn7oLaMv6lidtXKs3KAFgBEEPABALXA79PalOCyQGQ/+cxqocxyVXF4TC+e1Hu9pCqTPHXXh5za7D41hklDcQxFqNBtsPC7xwTC9X8a7bNVR+d3jg240Hgltx71avF+D+G2j1dhDxqN4y7VEh5fdETWhtr3u2C4SE3o8SrLtKXGzLcyrAy5Tdat/pwLIMx3zdKhhReDhcvoITNY8LFp2E5ASxfQulXO5pmsHx6+cBqb7VWUr2IVeVYuvCiprW1PMAO8WG07iVehX8U2mvXdFubW7nSXGTDOSjthxFBiwGh5Sa4V82SXpVB/Nrdj6+fOpZRBM+cCojrOsUXhxeAPxGKUAErdIMcC3GnYchiF4lsoggrq5wbtcdcheve7343/9t/+G0QEv+bX/Bp8wAd8wOPp5gnT3vWud+Ghhx7Ch331V6LeveufB4IWLAQYmHYdhPN3fOhNq90ba8VYlmOwILH4noUE8ylYBdqrqgdUPzMt4iB0DQf1xWbhrNGw8MJz0fGD5kRCQ7joMQgihUzDO0LRdbEL+m/3DqPr4Bt+NwK92G8VinAkl4IJnWx6zxadvRgLI0wW2EsCUbi0MbslWYgyrVb7dfdAwGF9jwJLJ5cZBxhnZsKwjTLZvEbsfO9jgYgxhiWAxuLLRwMz5LWkPgdxx6Qp6xKnuZu7bbqKBRhn8rBj9TiXiKth7gnnDJ9oz0zgdUGbrGJThXyb8mrtK3DYeCsL9J777Lp9scQAq3zNlarNnRbGu+lEdz7fsb74eG1Bf24yzkrZIhxYnguDZV5XpjPWODnBcDJ2Gc7lRK9W7jS2lvGehrNC7+ztsc+xxBhEs+Bh9OPnJb+b4Dfc1kR7VnTHrGLZQu59psKve3FHANqjj+Fn/8RXvPfrEFl7+9vfjre//e34zb/5N+PevXs3yv56f2jt7gbc2+YvhBlaGUzVsgqSZaCZ9qZR/mwqlyIDUbKLAoOQh+GTIBKR0ojszv4EhCVuUAE5NbRj6RTzOiLOr5MWNoiAfZYYfVpbJ5RJBbJYFlufvzNcR3JYECABIBQzZQSB3XxsTWPry/0UgG4xU6c2ZRH1OBqyqCER3a0AUgctXhEfY2wTPEr8m9+p3ZXJcTEu1BzT9QuHmDEYbn5nmOVAZgtYNq0v79tJgFO6I4oJMjOUFbFb7icGQ/G5WBbXgp8xIWXYGhG/GkS8UKCpu+GOpK0brPlMsGDAN8mzJdMeURhFa4h0/JDR/SQ88tj208Yr0q/AAV11YoKX0pfcR4xDHPOfrp1IMs+utWbVxAJidcFngC/u9HVsBYIaP1vhB8OD6cs0bvp9wdSn7EBXPCI8wng2Ps2bhRRv5EYWQONAx4SKWs762iJtdAHK4I++V27FrKXHXuY1YvAIv68MNC7DoCDEpk7XxTgNKEOAlTILbBPvKWrlRHBVSSkp2QeDzvpeYuypjWfnfGU9snksBH231C/itxjWoV2tEGlutxaIfv7nfx6f/dmfjR/4gR9AKQU//uM/jg//8A/HH/7DfxhPe9rT8DVf8zW37fIJ1crdDeWu2TOLZxawVUefpLfm8lGFH2HiyYcUmLQPd5GYpUC6cFJQugk9pfmHVGzVUHtfNBmJAhlAAs9FP/jB520XCp4ryv1EZCq57fIBsHH3YrDy2v2zsg+PTEiNkugYprXyRbWlMpyJ6DYlIGr7Z6tBMSbTeqp8m4TOvJb0d1jz4sVJJexjT5lwSmiMIPsFrknbC9q4vudC+UHWZfyZMS3m4s9kvLWxPf5mELuSmdBeY0GCianBga2BbM1hS0SKIQIkXjnCAo4LPWVSSJbrf1DTvgQ7LlAbO7s8zKJxEFQrzVDoupit9BTpDdEqlq3RgMYM0jNFotsG9LwkoYFjUhjnaN9Xe+m/GW0gwSIraTGmarydY7v8IlxLpihwAaVcVXdj9oujoa7WHsQsd7obsRwp6JfnaHFrNp7H3VVM+K9rn1xfrY8J/WnxYiLoCu7VmGehuEC3rJsl1+CRFbTaAu4Pa4hgOp9O9wimKifYeQqWTiH6rRafYOkxgd9ccIYvFcCpQQ4F252IA/17id6BBzXDs6CwMA8p/Vxv6pYt6V0+YwlWwSJmYLq82Tm+tUD0xV/8xTidTvjpn/5pfNRHfZR//jmf8zn44i/+4vd7gUiuKuSYLRiApQIuNR1jRtYHEWL/mdtq/6rQjc0YkjSgtTIshgKOyEMjLGN+fnAGE5U6a5mGtHK/KLGP3/mN3hjjAQMhpdkE0poWGku/6FF96FaTp/TD2S40duPC4pKGkMUm3EJanAffmmsvH1I6kAHstqbaxw37ST+7pWEQ/13r3HVuD3ZVcT9NAvHn+BwPejyhW6ugRFSMKgJL3DGXgbnnAuFnxsjA0J9M6Ep6jnEZ6TN05tYtxxK/z80YoVmP2O0kSaDf0nhNCV43IY7PLQX72HpdFT0b4db3c1dnpXVL4lQiADLD07T/DfNlp5lY5zXbFtlYlhEmgiZqddRspqlO1Vn7tbido0COdVgFp7HKvJ8cS7NiXJJ/Fo+JYVzsihjh47FoDFTCQfvbLHMMKx9iwDjcYE5C06A58JjNopc+SsEQiPVZ2QwflN4SrONaO02cLGNEq3gaPnezHj1aHReLwxjAUbAtYiidWXOMVkW39pgAsrKcimAXp27TbO7ngqoxS05bSiHaonPkeCCFRxCU+PybtyOHedg5ZAXZ6InoWAeEjGSnB7xWxikN3p5CMtgaSDCS882AdWuB6Pu+7/vwT/7JPwm3yQPA8573PK8g/f7cynsOKDICtt08OMUPYTBddGTzRkhUMjMpi/4CE2JRf/wp6qpZKrQrIp39x/pzaJklBoOuMnSKDAzKjJLHpb+LqSuL5+QIbAfBdlfGGbSfraA+VlAeXawvL5dhwGu0L40w5biHsDZ6Rz/fvd39uqZEoGfXFd+2MRbtgzXTIE+Cbc+6Yp2YoAVEgu/7qdaGVrwQ2z5zlV4fJQflI8q101SyucktRH0MEzZGZ2kNvCYVNCYGSkHJOV6JYywCETU57KoXoruWJB4E7pB6kFXIGfZiTewm8Of7OyFNXs+uKG70OlB1lLEwQfqy4nC/B3cXFahFLSLt7hAE3CJiDMFc8mwdrYOZlaOEYrFeAwrVBfewtqN0g41miTrt4bPClraCIOgXGgtCmaRWekGb2AHR/kN/JdW0WjUBcL/6r8UsPAaHFqYBs9xM55BoZraymZKFY7dIucuyxYKw9arOBWE9S3I15hCWpkxXVqB9XyS4opYC7gpWtQuHcpQeFjocHq5PWPC/sIU+jefN9rD1Z6VK2Ddfh/GQwn8XWmOauo0vJa7D8MYCwjlKfmFR34XDot1aIHr3u9+NpzzlKdPn/+t//a9lZef3tyZ3G+TuwqSTcXESNvLzolq7xHcJQUqu78LBZ9X6TAOvqD4fLpub/S0AB1DI9Iv+uWcGzYILI+CSj0t83lqh7xZusWWQuTKemMkUBR9/l03XB+nuxTuaYaf7FNK0V6nkFhN2aiFuw+NyqKZGXtukMfPnbM2z/gAPtnxQEHHw/ZtgoPyna77F529ZM5ZBFszkCzeMEWJZWTLT/ANemSYp6P3z3uo8cxHRouNNFXjdRTYYRq6JFQOMQe+V+DPPfWnmT+vhj1Psi8dzBAWD+gUcb+RoRVCXB0OFN+3A9vlOw/neYl8y7FuqyXJsGne0IAmluyIanyVfW5lfMHwzRob0UzC7KdSlJKfxfukSThfIqj6TBssVuXcr1oOeS3MN/cHGVb66WF56IfZVZH7e565zZJeZupbaodP3RbSp9p0JrE78XOZ1ZVoaLNOEZ1LCd14ZvwzMEPT5yrH1uLZV9jHvQW5ZsLFmpTnymc7nmfkEB4rfLMSnN3NzWr2lG7RydTOJ6NYC0W/+zb8Zf/tv/238xb/4F/tApaC1hte97nUhhf79tuXgV2BGIEOWGq+pCEYiPdhc2ArASGc+1xHNbzy+ou/YQT8y0/3eHPRnYUJisTVOyEjYIGIjmk7aLH2eAweFxhMaA8r4jHBmHMwajU09H5gAXnE+mA1Lk1tQn3Hh5EpheKVauQ1htSqqEo3DsHlLngfzIE29lfMBArIS8lQTIZniAxbvGKD4egfTngozdIJHgIH9fd2ZN0GCMqv6HpUhPJn2b2ZyM6/LLJD6dBbjh7TdSuvH2CuuleVTFEAcD8sQomrxdRteBsJa1mOtuF/AU2DEqbQyw3FlNTAhlSt+61imYY+qx/padq3eplHwtM/HrUAFaB3Hg1UljbWXdTcVX7R2jaAhUO2/RCFQSlvASnHnfgUepfxuVmIsOF2/6lYOWcNJEK/EyNOn81pWtDCv31zWdjXOisatssX8LFXgksY0WFBig49nfdlZ3soctybpp843eAsyDTGLKmJ9uZHs0rprMSg5SIUlF3Bj2qfrH5a28bcppcYnPLbRvrR10zj78Xo7f6/2z/DP6mDl51Jfknn2Tru1QPS6170On/zJn4wf/uEfxuXlJb70S78U//E//kf8wi/8Av7Vv/pXt+3uid+MGGN9lwsAPcipkF9Jv1ugX0U3ZxpxN6QyKZrTo3mTNdsquOLyeDZX4iddMJP5WoACNynnK0QmbdgIImn0UzBzFb/KwVxzppUXO6CZaNiXDK8JbjRPJTwx7ZW2xOjdGahNr8SodZjOmZAcG+QCczE2uncs3GPFe3Md4+PPmdDmwywEt5IecLjvjCX9IdEMsY4TBUtGp92ICUkhgH3AxGruLJlricI+iNiWq+SCUbxuTOR5bznGhZgwC0VL14GA3IeZ0djYJAithHOOReBSCAvC7C7GDAs7l6wAMT6uTPo1rTn4dPTXgCslaMZm9fO4JG4J32IMC8dbSbJAZ46ifbGgGr6Pc5rGA60LOleIZwoNodHOPWa8ggpM11mWhP4GfdY6/gjRRo5Zs/sCl/crMuxtHQVTRqHoOcJV1YSTCqs55W5FCrFYxjXmlo9so892eXwZNN6IosVbSV9T0Tl4P/6rYE0naNeZJjNsGlAuK3A/TYUsQT0zdghLrqBtAT08Pi0IgUyjLc6wDgLvRRu5Npr22R5bKLCLdmuB6KM/+qPxH/7Df8Bf/at/FYfDAe9+97vxWZ/1WfgTf+JPhDvH3m/bigFZEPFK4l8xPWcAgxBOzYp48VdKwN3qZMxEBQrZKmkLMgQCi0fQlMmoqXXi3i0mMghhnnOe4qRJlGGJMg2Cs7RQQnVhVI1hwCBewgQ/j7PSGll7EyCHsqCgx+FcLOC7Z1lZMGQnHgdA0DMtOqGPDHFZgDMLQC3BzQTYlcaL9K4JbmYtSFlV61oyFhQgQzO/IwGsc+FAmn7Rvy1ANbvnjub+oNovpfQK5yojT0HVvJ5gRtcPdbwlATZX3LXAymuTBcO2v4vxj9g4Fijj3WqfaX7hUlIMeQ2t9P4443DFe3gJK/ph7yVr9bwG7gidUd8vOD5acHi04HAfnrzQjsD5nmC7J2j3qHyD4ygxMKIr5argcIl+d9cVPGZGDsB2AWx3e0ygqHt6XmABzjTZLDis6O11bSVkaIBtqN2FjpehBlfGA6OdRsfMJWWZjbnYqihTJgHcBYl8dt2Cg/kMskvKaA9bXTM8VkdB6bBsmuHMvIfGL2bFyn2Z0LjsO/O5gSchBCTxiMJKmdJLL1+wig1bjW1nsppwPOIkofFOojFSrswCs/C5024lEF1dXeElL3kJvvVbvxWvec1rbvPq+0+7rMCBNCsjElnKVQSxjAyWwqFZEp4pZNdYcNtDcmX8nciWgOjl2DB5ckzj9Z+IiGqEzjJ4kh86mJiX1gH4IQsuH8uKoPn5VR8NkHNFs3vTSKjp8EmHStDN00yYkGFNay6I1VMflIWTGeUGQHaCcE2wYMJERGa3UNuegCnoBDZnkRgBocw0m3IRdCtik355cBnvcuFFvsDV7+1SfAtBuOfqQb89w08FTGUUbgpnOCphClVhF3LPcNcm6eCmQgYv2t7j9yd4RhiuGHkYJ/+EwpMtUtfNk+eh4y0zlgITGjgyrqoo493cVrAhS062KoV7otLZkFPDuRZsd435ws9LODPmltI+/X0KmO0B4YJ2D9O+D0YOujKDkNjcNUtloIQfPLYrkGyJDXSgjt+5j2Mb8UzWoYUnXGpVcr0TDtpN06tRxC61tRAFhu/5kATcsVehenRYiJ7rbbHXFrDNoLiOtqwsj1kQWdJhDDrGbrjs2i6jzyk72udBP/fcYejnqkybSgvd43nc/NzND4cSA6XXTuPq+TdptxKITqcT3vKWt/yyKMC418pVQTnyAej/5DQOHGDMTAaTYXqgzK5snfAKEIL0AhLbPxvHNJrsLuFDw9o6jFlKRC4mnOce/9CZhoR5mMnX52TCxkFSIC7GGBqPIW0cAAnEEGo9uAaPJkaDeEs7EN1UB4JJ7sOILwkOQ2NZjL06hEbglJDEejfYZ+jFAhpXA9n6yloTo731r5kwBWbX12ZF/KSRG5Sbaslyv060S+40bHfnV0KzPu1dziRiPDiILs2Ce2mBKd7HA1KZ2Ga3KWe6sADAhDQLImLP9YyaSUjx3yOTKVsB9LbycI1CRb9GwRilxr9MOLfSdrM7zJZmZ9o+bDQXIu4rpmXv+9qB4e7jooKJhqACLRdzTHQkjMN0aM9lluYVzslhzmjrWX9qBqIzHVoSNIwmygGdhmSYVCCkYnNbMGoTfOXYszm3zOSV5pVzBa54rCRUGA7kNeyAyfrYfXb6vdNMUWtmeGahaBWlsZbR6NcuieLwseNwu2gag0Pzt8t4J/qyM+80590YSudbbYy1Z5ku9LNQP9aMv9i4XF6hil7lE2tQtRq03t12a5fZH/yDfxDf9m3fhq/6qq+67avvF60YkdFmvuHiBJseroBcaD2K0AnioVoQ0CXRCQwhf6fERgmiseFQMdqJsGJ6U2FMCYxnHoEQW2Qg3pgcsOl9UoPO9a/8As50APhd+0l8YJhC1xrvVFxPv5v65b8f4NZbpuFaHAXHU3CfdojPacjrmDwxk6XlIO9nGXdylUPfSS5d39PoMaofpzEs4DcEypu10oMidUnE5Nud5pciRlguiKOBljRU31oL+PX6S2Th8sJ0SDipOF8VcBXILslpTrwnFvwdYlZoDzkoOQtfG+FFUeJ7Idju0J1qK6Fn5/PrGLJkIdXme13V3bx4OtNeANXH0bHINZF/LoOpzY0kdd5rjls8tjTe2P/pPYWxSHFrsH8lcIujl6SweTSuLA5nen6pbxHglCp0m7Am2veq2j0QlRi2ELdFNmd4n17jOCtWCPmc5+wtwwmOW1M4eoDzuU731tk0eQ1hPsZLiI4Ieo0mOUBLYpRB283qWzqNl0kIERKSdtzx2UJE7098KwgyGBuQ8ctc4cx/LIFBBj9yZVzgz0uChWW8hdZ28/1Cu7VAdHl5ib/xN/4Gvv/7vx8f//EfP91h9rVf+7W37fKJ1dKh7+egxA/py7nQGz2qfZVFzuFuBogxdZ5PlqL5azuIFm9CfvzCB/sYXTtiJvM9LbOI31gfaSDNwfrjw7bIMrPv1plHvSbR8oJX5+qZei3BFuBezMW5RXeUHAVSSi9UySncidhNZmgjGObHRnrehAMiQG7ZOhijcSB6Oqw0CfsJIQJqBCo1OfWA8EmYo/3dtZZsBdiSnX+P+dt3HO/DfesaXTi082DrtNg77lPxcRIqdi1jCLFv06mZGJtS0Cadurrlcewnx5bALmcORLev2V27hlu6H5JhHGCVPssMk2HYyrrwqMLV3aDsjuJ1osS4HemM1qoCs0vVXA0uYLEAxW5S+9j2VLC2Rl3XcgYixy5WdCGqCuSU+jP8QB9TtgPi4aVng3XRxrS/VTiycJ+DDPwi2PuaTECxvda4SxSgHEkwky78efkNyhAe84847e0gQG1ONwKJY6Ezt5WnQApk0yklpc/6qWe1oGwYBNet7TKu/kmJL06DG8Gdhdhzwiu9gd5vUTBcZQ9FiHnUuSjs8uW07hWoZcLV4FLNRThXsFu0WwtEb3nLW/CCF7wAAPBf/+t/Dd/9cnCl1fsFlTIhnKmdQBlGO0hvrWCO9XBmCtegp5uNlZFn64YRs+Kpv0TAjMhZF+pWWW1VYEIU1+LMnVsmPKvv+G+bF/vCC0J5fTtsQZkk5m9Wj4nYGdGemB/9ZAuaHlImoKFKsT3PsPfDJVEINIagRfR6Ab3iIS9GZNoRsWJ2nut51mjZHx4YaAomXzKM3NL8veV+lvu5EqKsnxLn5/MQj7nYvT96b7wsYPmzaT68NsYtfi3DizdPtVLh7DPuM8M+zHFnQatCNz73OdV6vrZBxjtQWtCKx/qYRuya8oLR+LoXLiDZijILxNvbSXCY3PHWXKDnqvUDN7LLejf1HZ1+dWs2sCRG4WG4MDeUjKjIhEuN+eZ0ZrxbgVg9GiG8rWm9RSfcZviZtao0QDZ05UnqbEnhM2m/swJj9EHg1hBT0sLaWPDNLlqz1uRaZQQ3OXX3bl9y5AvXehu2EjOjVwJiG30Z35ELQVsqEBj4Z2cwuci5ppcnsdxtow+eC+P3dN7KHKP13r7L7Cd/8ifx3Oc+Fz/wAz9w01fe/xsJHOHaAT4EfJCsSRkupaP5xncYJWf8pCwEx287XMw0pznYgZGZ4Tjyjk9LGYLLdPu8BeKubu/W/pbxPEaUAb0YVbxwoNDh3kP0EaQ4mIYTk0VBs10jG8sG9IxoPIGcxO+EmxnsTOTlUIBzhVS9CHeTSHBZYEvCSM5iIZ62JlgkuIQ7vYDh5rPyBtm1wfjBQDLLHAmq9pwH/WZTubuYEuMIwFoJO7SmPWEjz9EYYFYigBH4bZWDOUFBEK0XDK/JDUTzs1/zuch4uqexszC10qDpklkPWj8BqC1WdFarrdxt2BY0xNd41grJPocHwLfQP9cIMD/L58T3v7obdghlMu4Ps8zRViBXtdcCu6RgfXQc7Zclwy0tU3YYz9WmEW7HTWfR5nlZe6Vq6m55P5517kIO5j0TREFFxysb+h2OAoBvLTBeoCUZfG27hEjH1DHqZa8gX8+gkh7oytShQI6lC0cs2KgAux/AnX7y5ztuL6yUHHvNcLvF94LlNxsEVEBxdywW79pPX5esLy82/sN0KZwLGvdxtBsLRM973vPw9re/Hc985jMB9LvLvv7rvx4PP/zw4xr4idraHQHu6KFngnBqg4GaNOyad840koGQgvU9NYtm1gW/d8m/4IcWn1nTAxRUKybuRHRdwDJ8S/EXlsJazwgajQsZgjlWhYL5wt1DPF8VlIKGxePzZ4I5Q40OhJAlLcA3xwhl0LuGRJfyMoPhObGv27JWNvuq+EWOe1d+ZOOJAK7N5v6C0DmWGV4urQe99gD4VJdmuVY4ARKUcA9efEbgNU3yuyuC726pxYRNkEKJ8zErz4HOEeD3jslVZSkl/lA3gVtaE3BGXa8ILw9A5uUyQ5QSl5cFDfrZz6cxE3tGNC4KQwhDcdwb8XYy9+3mIOzH6Ng6+LzwfuX9OfSH5ZCZYVpT2lMBluEfFmeSa/LAtPwiGuRPDI+FWM9Aw9xWTJzc5iFpQPhfmVCy6wNpEKcDSG5C3TOIW/679UKGkNTImsNxOHtWFxtvQc8sRrI9Zcyf18XXDHVaMK4+kQoUqwRv4xr9dWWA6Ie1lbBTVL4zxcKUfD0nZStduL2k+C59px3prsm6mMfZEhSKj4XarV/liIErDscBm2ipK+Few3yNj/2chN8VP1y0GwtE2ez9Pd/zPXjta19709ffb1q7twH3KEBLGV3ZY67YYdpsLmRk5bRS7lfQGcJlRX2s4nBZUK6UAWpgol+AekEE1hCqoResSgjkpkmOJ8KYlz8fMj70p7mCSovfGWFgjSET7xz/YsILaf8AYirwqc13IrGvfnKlDCEyMnIZcN4jXiuKmhlT8EX2Q1iO0GBGhAO6ZL7Z1WNuvVaAWiBFOUyl+AYnhAm+9p0/QwSB8W9irMo0t/5zohsU/5Srpg/iaUwtwZiCJBlOYa9k/k6khv76PWwV5bIOgmw4UoF2KMM1UECxWDLGsj3Qn25t3YbFJlhEJP70KVb0/UhB936FyIn2wnCvebdjfowfQN+XS9tzghHNdayF8NaIf257sXoKFpiwxbBn5YEtANqXWAxiis2QM8XNZMaLDie5kz5k3DyXiLtmsUyB8F4ewixO4U44DKv7gdzNIPiszrpNKxf1tGer6KW16bUcNH0Thmv0rgEcNxrcpi4cM43r74aLhFeNYV+gFqrdnMAbzBeBRsuxdT5zb0UwQXOOczSBfzshulEVp8tV39O9iUYrPgi3McJU+GHCIW/b+yjL7Jd942JoemiCaym3PcuPaSHJDNytLxW4jznw0YooPqWh/Yq2m/qdqwbbhYNdwEEwXeM4tNVQZ8bih3KhrRXzzetafa93twX3hR02JQhixGcvJgXKHEGEgYm4pHfynFbz5Rb6q8GvDUQG6FYA9LFdi+M9s++Yueo4UqBXiJjLpPX6NEAMQ7HlroiFM3jaFzM1UxYLgFG4Uy164f0y3ltVbRaL98guIs6qS+65EfgNZGF4ZYG5zk1Y6F05AO0u4WTRd4sMoSZkga7x0WP/DOYUvxCZk/a9wqcFLi3Ry/bTBZoHvCDpd/9nsWkm1aU+GIY7bbonbrkApU3+mSBYsIBRw8rPDMX42ZrZMpoF5qwQTvMYwpC77E+tuzfvwe+DW177M7mCEqyyBTEx8GVbxOdMeGD9pEDhKT7xwLGEg4F7Zmm20qpQFOpb2Rk7F73qKYUu0LkI56kghndwYddWQqXnekX7aYKmXQTNCpmv8xqXWLXfTTvo58DmzJX/nVaGrFjdb1XC2wVIAWJYYaIBAMZdlg9oNxaISilT0PQvhyDqqaXqsABG4cNW5vu5uDG4iDmGA9wwNFdzl9jjDW5q7FVvAZf/3YaaxrT+VWvaLiQ+E4QnrC1B1xHaSfBOBD+3uqhYm33HQDyk5NaL6agytAW/Nyj1fRtfsh7C5V1VPsHFa5b5cNDU9Ry/x4KA/W2ESQkkgC6w0PM2pFQZZ03nd7i/zhRqJ/E4qOAmYjzLhNqWViVklpgQK8AgMCzEWuxbFsqKaAaPSTqEc0KEvfXvHsSLfDwn9MTgmAFRfJ2tqSCt0X4aDJJLtReaxIhFsvgGGTjpaxVgfaZ3mDUW8zdmxYIY90fJDROskpAyNYXL6p0QLyaKe4JwNU2wvlhczKH0M5yFgKLp87kZnCyY1j6ztbM1BJisWQNfKH7rXH3vSoYrnz0fp8wWA59b+pD/3lOkbBks1ND7vl92jOw/Ftoc5xSX9LomYYXE+vOsNXqf51S7cDCdJM6G5a8moYX3Y9TsagWzgJsvgva1Mb6Pn0VUUNNafDn2yH62U5yYW2YdPcZ3Djal0UGZ8njetLYbtlu5zL7wC7/Qb7R/7LHH8Mf+2B+b0u7/3t/7e7eawBOuXVXgyIyLpFqWcK/rQ4m4S8GEsOaKkNMOc7WmJvYxj0jco5kxIcpqcs6gtBn9qoT89jWl5IdDx0QpE3hDYjfjxwPVb1MfGmcgIpZZt5ceXcrIjuG5YzGPrEkmYuFCixMZgi8LqZThZ3V8UOF1fHIw9gzvHtFw7dUMXNGY90nUup+1a90/m2eMm6L9t/ovBfH9c4VwfaWdYGAA7qZ1Rml4soJxbrYnpzbWakzT3HPZ2sCuU8Zhw1tZEH8TOtXymN1HFrsxW2Son6tx1g0XsoXL12RrsY/SeXG8MRwuhj9Wm2lRAd01+RaVLToXZs0c8E0/Ge4obq0ZDL1PUqRC0HqF35woAXhNqTzOblbaXssWFILHsCzJXGHe3LCHHrIQjkvR4RcK0bjIFGNc0FlnnOF5kAU0rM8FgLp8b+mSV/wuV8WtL2wsccsLB2OvWoAHjbeYX1+7ESl6h3+2VCbC/ilu5pC9IMyl8ZbCl7171OyzPHdbk63DuryJxY/XbnTAYGylJbTL9tjNRJ0bC0Rf8AVfEP7+/M///Ju++v7VFkGYLswsTOnL1FPzydPHEzOn+BJvWRBJAozFAwW/MSNPdvlcZz0xZHTNZIGUFn+UY4hYy8lDODFxatp/GOLnAGiBw0EOSQfS5z1ojxmNBbxbVhrf+Kxjhcyj7A5kQmBTPSxSWGnNnDY9FeBbNZtvjqcCBlHNxKIgEHVfD8YzofS/vbP63RFwh/gIRmBmtr5IAZp0AmQf32TN9m5Oi2XmyEGq3Bq6xafRd/bOVjAVnTz0d+QElSATGgdGuDin3AgfxAtH9oc509GrW6sAyRaWdoIGn3JWGzBl6BiBBwZusKBKcBplOKg/i63g2EBbo0iHSTc90ZkoKCaQnWxp8/4shXf+e2VxWcEzw9YZNFDOdSRrsAX0qLeqX0hXOkhh8H7sV3exc/9xbstq/3nuwHTeSoYBCxtGe1hAGi/2IO2T9NIiLJiZwHRWhj62xQOcu6CYEJho+xwrJmPP6RXvOJ9nnydcKGWI2LqXFfAZj1fn1sIKbA6Kwx7C0TCtWU4sIC74Y0EMC6BwgCKRFsyejHW7sUD0N//m37zpo+/f7dSGZksMfMlcC4ZmfkNeAWDEcnhMh7jEzOmGsofo3EibLS35eA3xuWgjm2p3giT5/dlHvbjfiubo5u/MfK1VYOlvnAiwMmQUZdwIvuZSpN/grqpjMKvy/HkdArrPC57+alp8OwLtjhJkii8ZfdD6bRkG/yz0GFHYszZQ5XMWvgr152u2Ls21cRKK24jjDeHnAQKArsnS2bc7Gf4YVajvmzDa+7QMojCPKhMsplR473tk0XhjK2cS8OTQBhPPzdZpikxmVDm7SzA0zYXbVCwWImcm6bq3u0BrAKygqO2hZVWZhe46yykwCvxd1RgjstijHlhOH7HAlBldPrOGqyvLbh7OMkADfOkjZr75vKU948kOQa9018plBVrF4T5GAH3pbpXtole9bnfQrR/ZKmkWzBlS8LiwMHcTehBjYOi8FP5M5+9wNAGAwdzMTRthH6xHHJDvTLss3E40P04gKUCv3m04NXAt47AnqgjGGTLXl1vhZMCj2YRpHhVd8SVewbjqbzDgDYfPWijS6iUZ2TYrs6XVs0SkfVkhUZ+PvmfnqF9nIj5HHPvl29sd6gdAe/R9VKn6l3srp4ZySuJmjhmwzwwxs9XDn1kNoD+NQKrkXyA9sI4DR+3QlvRu1nSMKK8G9DkWyFX6nAjr5FuvZSBnlsH0vzCaIXw4UB2OLuz5Ba5lEtwmAl3oUByZkJBQsWpMmPh3e12oMGTu4gFwzhqaX0dhwk0losN7QtaG3i0Row0oQaKztWuAIzPkyT2IIAAUrYbLKdJ+Bci59KsDjIDKIDwsNLMmL7X0e8rOJmxE5lfM9bmyfhWZLVljIfNnyhDKVXSbmmASAniZsDYZsWfZrWRTLjxpfVfT4YUFQcVLFwRJWHJh9KJB1HohSZkp8gA8bRQPYRq8Ta0SfdH9ExbK/b2Ow5y44AJdU97XRi0hxg85SMjW8rF9Sgshaa858y+DlnFfdg7yWa/oFpTa0O4guO6mC5tDMUqhjoGJfqyaYAjo1IXPw84ZMAt2TANW/V83Jv8L7yz6sjlWFbJk0Af7G6SMTMNZfa6d6YS40aV7m35XmFerYk2TFH2fr1fy8EJ7qmAoQEmAnIa3Ka3iTUk+0s0Zvzve+Ze9nZ/MMvt/p2VhaOWP3TMz7322FaDVTpxCMFCJAoMdDmbgPJ6+47FKi/gin3KynHAgJdwiImNsC/TLrpS9dRlBUyYlbRGYyVYUGe+ZebwcGypp0U01kHauVCiPmKH2E0y1JsRRLE3OIFpm4jBs/fcahSla69TsELs2Rv0gEuQ5yy7hADC0/+Ct1L/9ugmmOrbuzvSKEvpgqVONbUlABTE9GvA7g+ROn3MIhPf9XMCxlRlvjSlniw0QGFbJgshBA339XWLmEL/TKKzH4MZ3R+V6JjwXLD4/LhhlwSiVkS27W403vBvd0DE81onT7lOsTXBzL+YVFmqwWlwfkdPSfR4hznC19iQUpDmWMFc974qPUyA20w6PSZEI4xPcRR2aALgq/V9ue4LI8kzqeKc2u6bZkspnX/Gr3zPYwl2D0z2D2cK+F/wPesasLbbVOp7HVVkizZ7CF+CUFk3r4LhAp7mVBGKzIFlj11QWYAQxBjSPW9BjK1klz/R0qTQhCp7cX+ZZNiEL8UghJeXRVdXKuT0pEN2yyVWFeFB1IfdFiTV0jPCstGsiJFOl4g2oVwX1ClprA8Fk3C4E2wU0XbvNqeArjZE12g3RkkVEcAroXJh3PTDTD0hZW572mke5zUxyIpDoY4tUiHRBRbKpNmtHJFhkZmdEpgdjM7xoKjmeY3zhc42Ev/heh7ivYKWgn9nao/1MAZ7kX9+tSG1Mx9aNsZfF9qXQGJqdw0JzURiPmh6JEVLfUwva/aJQ6Io4hvfTTyN0OX5OSz+4JTD3u9QaafIkrJlrVBSHRfczyLYN/Ry2qnFLY7ntJMAF+jUKWhcru7QtiHeyGAPuag1nhgWLVbP95sU5ngBlG64eP8sXDXJPgsA/gouLnw1m8jGYGWuGs2qC4dKzZAN14zhjtX21uatyFcp6XNeydY7dxSREMIi8lfAY7OHgYtarMabLXyd3dxmKQ7D8Flcw3OK6ir0EhvUpw9BcjgwSpsuZFl8HN1ZKJD5b1ELtFdIZp+znpvSC4OWWShZu2V2VzyG3ldfCLHuGD/yd8p/pTkM+9qlPLy0i/UEvUJveu649KRDdtklCcjPZqxtN96I329SsaTatqmsMmsz1cihoVdAutLfV4bbHz7TZ1ZijxBLudohOvb5P6M4OvB1ckqrFzN0Wp1P1p9C7OufZnYNZ4+Lx9tyIFd2fvGoNwFWFXBGMTVs7NJQT1e+QgraZ/7pq2ioJHZw9ZURD5y7uCkQkPqumexFT1xGKLPbDjvk+LykxroVM127RI8Lv3ZnrpKCX8d+r8gsjsDYegsAZ3PVCwhMHnzOMOYsMfa7uZrtKVhsinJGZwwOgvWotKxAaeCwXBnu6GNbW4MRdhkCWAownfLS1MGwysDiA1AprgoE0YCFV+piXdfL47FsiaJ8C01388++up+IhnszeO8AtjOXYUI9kUd0Kmhx6nM59LXApAEpB00xJudOAQ0M9aaakjFpUYJe9zd2SCKqsr9KwGBC25pRrhC+yogwlQteqymK5Gvhj5CfcF2iVj224NiwhQ7koKJSc1+9VO4yzfI0lFrVnb4lekePnXUpwPbsFxqbCrKOkzyzGzEIKVFh3i8e5x1YFS2aOBwIGPVbhka1A5gY3QXAIqw+gc7Sfs9XJpE3G70gnzOMxJQL5+tMZtZ/VsleJJtGZl3zWxejLTOdw/2YS0ZMC0W2bFsICQFI9BmG2RsTTmWtNh80OwkEiYrEWRIfezM6hurQNZ/EVWx2HXrog047oAhunhBcd64Bw030UmOhnXp8PjFn653fQBYxgyuTbtu1xE+iUwWcNKl+KCcCtb1JKTHN3zYKCG7lPJcCLWffWMAsTCp+QyUSMMgTbLg54sfEL9Yk0jlm+KoAT0A5tMI0bEywMorEgYKtVm7WgPlbX94SdVIu2uQDEtOAMTuqAx9DyaJwAr9JfNjcqwZBxLTCQQkKvPScUuGnnkddo+3KtFSnBkGGT+nMcMmsfgzf8LjtfpKbnGsxYbazsZmNhxIQgcoUDQNmA1goEDYIDthYvOgXQK8zfbZAL3UMTYA+dPgBR8InuEIITWT/Z4hTcPYX6D4qD7n1SIHz17O4wfC5dCShVLRusZBSiIUn4lEMvgLq0XtB6CtVKcnypgNQU9Jveny4sLUMom7KMV+cyW30EI0tVeURXupPVMcy/xJ+VYuCywLOiEYK4X/y7nUfzhJwHHXTlx5MGJCrkbsWn8y/wvicXuZ/rMWZUEkjYIcu/L914Ll+kDaDdMM3sSYHolq2Ym8saIzloc1CA1gvqiVVpzsi7F38DDH8uXwUARiAETJCDwIrQiRFLIWGMEFvMTJ7XZtqeIWNwtRGBZG0m1Xdxs/y5zoKFwQtEvAxoyU8esRzritm2Da2gXR3imngOVL8o3D9H2lgez+GAMUa37HF2VH/A00e1dk6oy+TEAv0yy7B/gJQ276f+vazZdE0zJhYuPmTEpHE4E85cqjhUyEYVn8sARzEX0JaEANPismCQ1uLwtLEK/J62sQC4q1AM5t6njMDSQnOws2dCLisX9t4EKH3frUopvdtw5CDdYpldqAs4XtfCuk144O/N/ZnHsJ8Wq8VrNtecMfIkHJRW+lUgV0PJKTKEKBPu+R2YJUeFF0lrzZW7x2Wr0ZXpM9nT/G0N+lM4iyjTC7auFgClqbCFgdME30Ln01x3/a5JjFjEwxD6erXnLnjaHZHTHFtaQBCuI9yHG15CF9Mczwav0X8pZQiSvH4TNGzuumZ2gQZeUjDuIrPsYYppC3eBhXpfZRZUuNlzrpgTHebQgxUMuREeF6cni4OU+YbN7SDd45GtiytF0PrYS+BI7UmB6JZN7m2QeymFjwSi6TZ03hwK7uV061h9GS7dT378FeP0gaD+YAzimuegbqfdtaU/ViZXAJCGXjpfpBOrg0SLjgeIzn0GjWQ1uJrGA/E5GDEYWXc2D/cbm9vPqT/6eyeB3MXCZ08wb0SQ9Tm7RmzxOK2F+jCLXZatTCCy/axp77JWRgN6LAoWLT9vA7b005oyeQ8GJffigKN0t8hqf3JznFpkcJG1wYmxwsaYkJhLc+UWWrm5jKHsSYbBGiEzM2OXKTdzefNQxtTyHPR5hmEhxufrypqtE+remdD8vJKvCYOMAhQ7smRQdsYu2NSKUdV9KyjnGi8ftWkUq9E15ljIesuCZrPK5xfdnWZxU87XwvoUHkxzPOEhNUk/bY4sgGUcX22/MWSInzkYiI2BEvw8KDjHVJ0J/kkQ2Y/FqpOl1BM2sjttgLpbj7JivfodGNbIMyCN43r030np3AI0Pt9GxW4NPzglX78rTqMpE7H/Cc9staBre5H3jOkaf9d3J65pKyhXtcfLknLU4QOtjE4wBYblLqX/i+JacOOze/GxJ4Oq3zftsgKHHaGCZRcz63GVXxZkT1pk7GRaaGSGS9OqQDsx5k1jGyOwg2uE2jSgq4F8rqEaP2J3BUnvkVBJmIoLSabV6DMTAV9piXvuCxWyZrh2IUm2EvknE91sjsU4nNM1BcQkJ5MsZ8Tw/CX/S9l6afsMHDDLEZlb3Jd/hBYf6+5M2ze+o6heVg2sT/Nc8EeLpei1PWS4KQqGC0oAkTrdVzZlNDk8gInYMTzIbM5anOOf8QPDOXYXV8z7vWJ4Bm9jWhRQO7Ih0RmX11XRsbR4pMV9TGNlAp5bsFKBGG3/Q4LU3J/JMYNTgTwWjqxD/SzMQsa+l6uCgFgWK2RMwawe5t5qJnASvudzl2I9zPpZzoiWO3dldloiogqQnT2K+zHraHARr8YzKx0w7zlbfvhLi5fSOJFwBsl1GJIQSmLmZKGdUO0QhYpi6zrnPcGI7zMhSuBxnC5AmtvG1pKtFn4kCE577q2GmBTBwtepoVgqvKKZbKVfhmuWoD1PxIEEY8WV7g5TTwPtiV9ovCegB0WKcC7FlHpcYOuXMm8N2IjnWbyYwbhe1rifB4Ecq6+/JQVjCHFjwfz7de1JgeiWzU2y1hKT9Of47B+TNuZEXMYN7rZhTV1snEYehKKEOP6xUWPMRNUQTBBiXJYWjBVjmBCf1rrCsyUBxILIEePyfhHXuzcJg4ER4pWVIh/eLIDtzX/PCmGvqOC5nObuS4shCqImqThQjNgBaKWhHJWx63thr3YCUl14CIRpXOS7nPveXrKbKo3lmXwcc2IM6Chdq+V6MS58wd1VPj9eWxCoy4i1u0gylD1jrpyaNreW2Y1mc9h4/onorpiTZRRWgZSKqTzCdY1hx7/b3wCiD2tM9UGI1q1uCw34oIwi13KxP3O/5go5yvKMTFd3CP0MzxdlfIYzRJ8e0IprInMTxpEDgNIGfESFkzMGPnqf0OKWiH3bPttZZj3X6Qvhtq2xjvfanXSezP3PQjnTqpw5KmWER5irNscUOVzGvO0zEdH4udoTday5slfm/SnAJKzSwgXpeRtzIdz0scpchsXfm93ck7U+nYfudehr63Sd8FGGADoqeveO/fqTU+seBbvfEgDucJG9/fakQHTL5sKDtR2XhwBB686XTnrNFDNlkjstZFkQ0dnN0AHcZ9yOGHE49l0RreS7IOB7Lhs+LCnmxLVdnudefythKjdjlvw3z0PXky09bN2Ysl9Mq2plxBDZVNmSNTE9jAOftQobY2X+v8b1tSvokfXJ0r8BhDo+gxj370pTQsAZY7RsJ9bGPIwhmb+/ogfOrnzvDDv7nQUfDt5NzHCylqm7dRK+sin9MP4Ol/UyU1gJ6cxfC6ZKzwDUfS1xPYwbmyYi2FUbBsNiQh2G5dT6LFDrGgKRH9/Pc3WtdREzyPFK+dyGOdvgBg86F34+8zkCZoNrct/NjI+IFM1hWLop7qtgXKfBVcl93omOcdfW/dKatnjHXmU6ibQGxQnJNXRCBzM44rrjHKUAIc5v6m9nnOmsd5pfoJe4Ou2O52GyvJirqLYJVk5/W3eNhqKHHJN5lBGvaUMyTiVhablGxbfi/+D45hapbcRi5TPH9MMs5O6WNPfowoozZS6qq93uhPP4Px3Ma93poowe7AQeTO1JgeiWrVyVrrEDgXBawGG4W4VuPV4XrCLiYT+vI1iKlO1YulUpfRdiDuighushuM+CYDWYDr0z9+Sq4oPI8QYAWIteMYx9AUzWhxEKiw0afLmYnzFWZvDqKukMrERGxVajzHhpbvnWaRxkXbQxzHWx3gz31TscK5TNvgWdAMFQgxhnFr5WgcL6XBf+JK4PUJ2wzPMzWr2q/QIMfkSCV1z7Yq0FsTYXE2ob56oGLT8QT4tNWpnAJRLQGHRagqZvriGr+RUqIqsboR3KYCbjyEOG6BRh1foVJoUtZgajKknIGnhl91cNa4DC1C58dVcgxWzog/OdgaPfay8O3mPkYUH047RIc7bJ8nnmbl3AI6ZvtCK424BlfFeeUaHMoR26Ypab5XJWsMgxZkQbA43gPikGp2w1uBfd6u7CapqD/WQUYgFmdbZX9JLe6+UQZL03ipejvgBmOsHd7vze7xZrXfC92LpQhL4nBUXpb+v8ZMHrhPqT/IW6eVdZ2lnYlwaUraI+VnF8FKj3KSv2UHqtvjuCdqo9u9oShR59MsvsfdI8Bdk/wPDvOtIVlabtYCQJ2F7PgZfcp6QDCgxmcryFu0bgcSx2R1eIvyiIwWskGPmhNgLOh1gs3oBqbaiA6FcyMLH2mKqq8yhu3RB7z/zZQUghwpTNvHbYM+zod874Cv35ngwh1rIvyrmiXJplSbuy2JyLbo7lm+j9MK/Sox/U9vYxxUM4/6zo8SPHtDe0+En+IldVOVfgfmLYGbYMX3uPA3MJf61GUpbLPBg37WeoEu5Bp1Bhpg4YmiVCSq8XY5bPA81D52B3fgX3nT2yIvC6xnZHsD2lDasUP2dumOv2ssTf5dBi5mR+Jr8rtu6IN8LP2HPZXaVuCFc8clvRFV/b/ufLG8uNHizOX9nqiOtiV5Dt/5EFujzekDLj5dYy9oQFAbbQZiutuukmt6SMczklADCNc1cVCRYmAHrANQlUZPkKoHQLbVxXISHEY0pt6hXdynZHgAvp10OphUsaxQJtizpEplicBKU2DMGhDJzZFsJe0X0B8RKymlajfU7/gLaNArmhnIPCf3gPCB66D1OBRV2bK69TjOTQAFmY8rpWRfq9dkeJxZDV8122gjru5QEub8YwnxSIbtuOzWt1MKMR85knUbg0SlcGIkNZNdu3Ckx5A9e5ozKhYK6oglQrQChWhcG8/FDIeKfI6C9YnHLczoJ4umvGTeidqBgtKaULZsI+dMteyKZh0hYmhg0AZolbtGXuha1xG3Oyzz1gEwhxQnY+S9Oimq3POxD2rOkaUczWKLY68Tp8bsqMN0Awp6bbJYnB/Qcaa3I7SZzLCcHS5a4jL3jH/WEIqxXE8Hehu5wXw8NdoAdBpfiiVpoGmy8y0JhJAgMvSRA1wX9ZwZiZvJ4HKWUoKscxD1j5hKuuRHhRO3vPLDcp1qO0Api1KZ2zvZYtCuzq8QBlDagOaMOu+xxIbl3sCXOrs2L4sbgLLNxynvsrANRt5n/zdzwmB7UXdPpQ0nNj0PUcgYHXtJ9L6672I8UYrlyfQclnOdM0RBrYY5gW+M+u7CsSohSd5Shod9K6swtUrHCvFnq8rDg8WlHvFxwutSyFClHbXRXqDz1mxoppNo0rwmZB6AOHUQSF76KkdZpSvJ0SbbN5WrzdfY7J6M/VpLwBcEXbM/ZynKrBgdPijUlsJfIYPQNmgS3ch00149xNDiG1X/IC0a/+1b8ab3vb26bP//gf/+P4pm/6JnzhF34h/tbf+lvhuxe+8IV44xvf6H/fv38fr371q/F3/+7fxaOPPorf+lt/K775m78ZH/qhH3rr+ZSLhmJprgL1m0LdM5IOQBJg9PPrB0AQACYpnON2shlUMCEQI4QLHGGsNE9wn4MIlpDu2Z+Xk8R37R11A+CKB4tN/L4sIwYYlpuVOyjNy+CRYxSKlHk9mTmHPcnwlX5h6QZ1EYzvijKncjkYrTM0r1vDggjmfScGClYvAwGWQawuEggpINm0TRd6C/qJznvMbZpH30M5FOAO0KZYLCLw7DIpKQU3B4IyLnKAq11IuwFSigvHfg2LB4KW2JfUoeXTtk3HiYS24CJMbuSAHyrIGBDLue/x4bKgaEowpBN3uz6nUZ0Xt3BZYGlBWLe7cQrB6UFCgOJi2dSyS9lMnbGi3/iuwtEovoiRNRhw7QaNztBuW+DTVGnYmikIfo4GbZwyUad+EyNmy9XyvJdBO1jB43kX2EsTfoX++XmLHwrrKuub5AtGTNhJqKAjrSOfP2s29qZCENM4dJyTA7DdleBStQBiAKEOmZjlTt2xbm0tWhRV51qyW4/po08s7fESd1N9qLC2BaytL6HnwzyIrjj92C8twMosx7q52JTDLXbaL3mB6N/9u3+HbRsq8lve8hZ86qd+Kn7v7/29/tmnf/qn42/+zb/pf19cXIQ+XvnKV+L1r389vvu7vxvPeMYz8KpXvQovfelL8aY3vQmHw83qE3hLPDT6fAcxvvb96xohVcmEzkygRiDPZcmUccKtJWMf2+c4NAsP4rZDf1ATr8ZzgNI9ca6QM1AuNcWfrhe5cQDmecwBwGzGF5pryiKTnKmTz4GZhPXqgsNl8SJpti5jepY6q5MYRHaVcmpN8s8yDn5+zoRNdrU5PEhey9YBykqRC5pLYLgEW6SxtihUYCwxvqP43PcZPb11hd8Z15TICjMTgwHv9f2DlgGwbmheiSF4hfAkEAEYWW0cUG5j5ngxbkycSWiTKsAd4Hwh6awjuvxWAbDSnylSYrwLv7vLMAomPFFLAI6IOGBa9zEF2xpemQuRLWb6PeNVn59ZaBEDvG3uvob0mTJwrydzJjgWjpmS8RPcH63fGKN97rFzAyldGTRhs+ywSEm/T4kBNAcOPmY4umJJbqrcr+Gr0x7al1UqvM4jKLXeF8FBSChtiOEOZ5IPj+ixMhcCueiB2lK4r+JWRDkCIcI+4f0D2QUJnEsLPq+DBV+ALONpIKb52dOwJ5RPNCs+5y7a9Hq7SLUDd9oveYHoQz7kQ8LfX/VVX4WP+IiPwItf/GL/7M6dO3jWs561fP+RRx7Bt33bt+E7vuM78Cmf8ikAgO/8zu/Ec57zHPzTf/pP8Wmf9mnL9+7fv4/79+/73+9617v6L//7BJxP/nkSpGPzgyJJ47GfhChIn2mf0grdpJzGKQP/Jvxh65AyDK5YCiDULAEfeu2su1d6EHcwd/uh0M/MfWNE7QDInYbtAn64PRB4FR+QrBKTaT4wel5jet6BMWCwdJfUET+yW6eSDx6Py4yQOVSwVJXQj88vB6Wym+SoxD270xbzCkHOlzWYwu1+JRzKgnDBiTXTrQc2xlefx4wvcZL9vWIusYTTg+HAYb2r/4kFU6qmyzd0uzVtCEZh3gYvIJ5BwosgiJYBS2OYfQqEf14UbsRR+Fmq+jOn+tNcwxw0JqJelpE9aK9WoFkqscawhbkAHuAr5zgUjq0/fyeRpuv2LVvQVi3hk19We9h6LZnciMHvXYfDQ4e7udyasTgTRea/rV+mATwVi2PK33Gs0KIFwZbplEQZY9CpMV9pfW5stfFyDyyoelA11FVPtPXQzzXH1fV31H1boJXk67xvBX7P5liQSWjwPRGFA1fdD4pHAaSUcUUPW+GyFdbOib27A9eJrvBjDvP0HdF2COY7IvfaKtB+0X7JC0TcLi8v8Z3f+Z34ki/5kh6vo+0Hf/AH8cxnPhNPe9rT8OIXvxh/6S/9JTzzmc8EALzpTW/C1dUVXvKSl/jzz372s/GxH/uxeMMb3rArEL32ta/Fa17zmunzKe0emA5YSLPdCqpWi+Vz7UG6SuwGMhgBGJldkaChI96FwIu6MWKxBprw0CxMkg52nLy+TxxToD7nPI9VBdo8FxCj40f9vUSg83x0nKpCx6TJ7OH5Shiy4Y4q5HFWRzbL27z4IBYMwREYDJaEoakeErdCE1aiMQhIJiRE8Hn+aS2olPnmc+0CbJkQAAPOoQ9Ea1+y3AWNNjC0Aa9YEE1hUlX4WQkCPL6tOVnM2DI276OMsdg6uhejsHLL2Pp4TiakWPArBaB7EciLXkxTUGGVJ13Is0J4zPBsry0InltBL053JJj7EvlswM3+eV+znLqryT+oGfx5n43JW0B7Xbjx/WqiNJFmHdhnCL9P9X2gn50R6HuYh7tpBZ51l9tyzYKZeNA8V7it1pkQLI7/P3v/Emtrc9SHw7961lp7n/d1bAdMbL8IxyIRZIA9iCAysZIQLoGgECmAMEomoDBACkFCthUJEJ9AIiAYhEifQqRIyNzEZUIuCCkKHkAUISaeBHITAyDkLxwr/LHf2H7P3nutrm/QVdW/qu5nnX1ILBm+09I5e++1nqcv1d1Vv65bI2vTqtbU15n7jgqtrzAJl34KzdXK3G8o3R3XxwFCgn8lPnKNHo3Gde7O08nJ3ORSu2lFLu2UPdnH3/Ne5nUlTkMgRSOydszzgxEQ6okxF+uHAnNSYlpgH5SV8scKEP2rf/Wv8NGPfhTf/M3fHJ999Vd/Nb7hG74Bb3/72/Hbv/3b+J7v+R582Zd9GT70oQ/h9vYWH/7wh3Fzc4PP+IzPSHW95S1vwYc//OHdtr7zO78T733ve+PvV199FW9729uA29b/AWORpwRvg/BqTFDdiW5VFMOsBBTGWTYH/PfENbPg9D55B+hzYcHm77pA3GOefgJOXJcGuFdW4OYxZUM2e/lpxvqeQjoDzCz6z4Kafa2Ent/4Wa8TAyjZmNON68txZjPc9oBweu7gy0yMfsP0ni8BARa3/Yeq3NPahxkC4ejsdcwCQwfYUIzrTVpep9H2eeuJFPdMOvV5L7J4BxhaIB7klSUj5POwXRAAODl2H4FGEUtJ88hRktcK79t6K7kzbo+eYy3WBrRLP/W3U7/3reZ3mXz4gLTPJtMM06T6EEXUI0U81v5Z1CinKGhHMXOKjmjER5RIfLgCj65FxhjX5JPFP3085rCuPC/mMKtNAnBMIBll2dU+OR/j9V0PELTfe18k10PAJx+GvEkJPxYt9V2NfOW6UT4HZn82fqbuNccIp4bLCdlERGBju3Mwi+A76tGwJ7rQu3UfJd26NqkBQ4NqGidld4jKnwKEEL9Mj+yNSweNS//lsq2tyMmESi0oTFuqM13ZLM3zcn6cMPpjBYh+7Md+DF/91V+Nz/7sz47PvvEbvzF+f8c73oEv+qIvwtvf/nb80i/9Er7u675uty5VnU8hVG5vb3F7ezt9vn3siO3OyOabw9Goa21WZTrG+e+YmYEgM04pz1ZNxqre1LZ97dE9vGk9GqINhhtmCEbaK7txNYd4nd4XXXyWotMysEm5O2LMfdG7CSEd5xOzw0xjB1BSGAns75q59lqp0Vux6azvR+0JVTf0PFGqsanjRBnDFRvTQgrY8HRT4AhcNqTTKY87mAZ/rp3BaYTyYQhqSoefLoLcSA3OYdz2XpxMXUMng+mGT1h1hrc1XHM5XbuQEtJPprhdHOjcZGbmpeSrsufcTf2YcoQZXcIMtdmHlIRvOv1TP9AE21OZt/UCGPSrMywpnwuVlRmosg7vx02zW8upDw896mi7c6dr++4gkK1HlHZtFkV6ensVQER7uux/FWLB41wryiZcr5v4B99FtaLjdMrnUH3OL3atsH8Ra6W8/8GPaGDsn0Mg3A+l031aK1bBPIhM5qEhrAcPftX52sT/dtpi2pe2a7qHSAFndYWbhGAAw02MLw1+qqH1or0T7cv4O2kDsX/YEsShZekSYNqeuJA8+lg0vkkGFgUEdakHeo+146xMzntq+1z+2ACi3/3d38UHP/hB/MIv/MLV51555RW8/e1vx2/91m8BAN761rfi/v4ef/iHf5i0RB/5yEfw7ne/+7n7ITynwAAbsagKs4iNuu1P+Eo744ssXqDPNS+EBMykLCJnwM4UWPniqvW9DeiL+wJsD1sSoHBfldp//7my2domWiapZPDEDHJpN3xkEXtxkxmorph/FRSrNpmeTLSt5xFR9+e/pj1b1cljhoEmm0c9YJ7regLiuhZ1hvaIs+46R6bcP2glzB8uHPIaSckSOdqqd74zIvdXi/e0awY8HJhP56JmkkHcSu7vx4Ww5y3u2wqfNmeQZmrZiO7KwtWjGnmfnvr4NcdgzLTkvz3Zp6VESOZRIQEn+fP4tXmSUIm/2Xcj1p8DPb+nzYUU0NfzqeFyELQbwfl1OU9UgJBDmRdFCGlx0x6tj94OZiCyB9pM04OGKxd0oqdRMEdXPgREHpxKJ+dh7I/jXyW6jv4lP596gNgrh97HizvPTyzij8B7HGiLuxlk4JCSgzqLFtvrB6PGxrydgAnv22cUZZ6/Mgs7zexS2Ck61+XPRcpaJjpHY4NOq9x56dDKgKo5M+t/K7KJnE3VqT7A7n9csFl/391D/OO7isjX5Y8NIPrABz6AN7/5zfhbf+tvXX3uD/7gD/B7v/d7eOWVVwAAX/iFX4jT6YRf/uVfxnve8x4AwO///u/jN3/zN/HDP/zDz92PdsCgWmhSdEayrtYIOzRi9rqQkO4A6ydyf48d2zh5IUB3tVBeh5XcZcSmMuzGnMEYGBezroSrCf5IDMiM/0AMyH1OTLjGCbg6aU+n9eEQFFoDS26Z7rji8VQA4+CsCh9vt4yb5yzuuOLPmAmpzLRdmQ29zQkIkjBZqeT9HQcTm2afXy3vrE7ztVTT6eq75LBOeVKKj8SyrULncV8TykmYGFHqQ/45NDBUv5tonRk6yggthKxN04KcbsB7QqkJ0vQF2NAMAJzmTeZxhSCz78Q0a3t0YiACDF8KlHek96VxxKC/Xw840Y6BJkEXJqv1qDKHGyvRzt/31yJsG8v39ooeuw9UjeNhTbBn4hZI0oYsNS8qkcqk9kFXQtersH0yae02AojV8b4OTMeLkf1Z63ojXhZmWh37blPzIdJp34bfZ2kzck7Z+vbDZyTf5Kt3Fnxw4gcEutP+Uv6MxmTPJO39ipa1FBmop5b7w/zPNfLBdn2PYWorddvNwby/nP7Me+NAJ6END1r/SbrtvrWGD3zgA/imb/omHI+jyx//+Mfxvd/7vfj6r/96vPLKK/id3/kdfNd3fRc+67M+C1/7tV8LAHjjG9+Ib/mWb8H73vc+vOlNb8JnfuZn4v3vfz/e+c53RtTZcxUOFwcWSHksBM4VE+pYf2kD9AFdMC8XNFLeIDcZBRNf+SIsiwudriURwRJxz8IfwKZoK8HLC1LRfR1E4sQo523cEUUJKeOG96pGr4IGSBuqnqpiZH6qOlodziwK8NCDxtUXLJyGlo2FnqTmR1udKcXdOzXUGRhOk1TPqICe23lneelhLQGUKGkZPZ/U7sm/RcdY0zLNQnx5+NyRH9H+FdNzesdJs3fa9WpWvkdAF2xmStT6jtfFrzQzHdo+dLV8TI2Zi2F3rk19jn8zgFn1/+rt7tfKJOBmQTqZoJ3xe9bjpPmFrQXMNIm9W9Yb93vV92vfr8ZM0aviOb0IVCSNXgFzkerBgRO3cbD8PmQCjUOYab3ip/cn9ql0zWKaz53xEo2nbPwHmTR3YaoJ37RtMuk4tl+2l9omxqIGItXmk/mV7/HD0Mim/ivMXEuf8djYf8t5axuRjhzE4mb/FoeIMjeV1j6Oy1innpaBTYWcmmGSSzLzJ+7/nK28ALq67h9R/lgAog9+8IP47//9v+Pv//2/nz4/HA74jd/4DfzkT/4kPvrRj+KVV17Bl37pl+Lnf/7n8frXvz6e+5Ef+REcj0e85z3vicSMP/7jP/78OYgAHD65YfMkhb7ANx2ApQoW7Zub8xqOTYG8SfxFtif7Zy6oLY8O2pYTgjl4YodabyPswZhPLWkRIQ9AANkWqlR/h7L4el2hTdIcmcHtOfhRM3ukfEfO4OtGPPXonrZry9dJgCVtQo34iXDhygj7Dcta6eGFfRSW/aD+8JgdiNBnkSZ/daXKAT0BoPuAROTXgqmzbHK6boLpyL7qZ/l76QOXQIAO4cxCuWWhHGuEgaALO9NwRr6QvfmMumSa2wqy+nqX/J7voYPGHWfq/wXzNzppWcc+Bup/Z94yIkMnx3zrX/hR+F7CMGezNtlPz+lkK3n41P4ks3kJLFiZ7Di0xxZnujPPWfkGMl1qKdrB9LyHkKfDIiixYQYNsR/ZHFsFrmC+y85oLyYoB2/sWuveuu0LOrQOnrXlw4X1AWJ+bcT/xEDX4U4g50NeI85fNgy54N137b8LdCKZB1/gqNADdWTPZMZa07stJV9koIEKLH0tkRM+eG9A95XP1c1jQf/QbrH2yfjXpbrkkiyYDl1Oq+Lb6rxRT8QX16ww/d5ONS/Fuog+OpD//7/Lq6++ije+8Y34nP/v92F76Un/0Df2w3DMi81BYGc6qZGwcCTuxQXG0lmVN1JDtnETQx5XFyCEfkQcULJH9dPUWebEah5xwMxfRht1HFEc1Se0vxKy9HsVdPVxr4sjO6axU4VmJusRX9KzDadweWdcJfpFbLNt/SSUGEkVGFVDtDKxPKtUFfDqO2CmVZg+hzCPV4LJYKZjEYj8eVqjkp/v72j+zBmZ+6RU4FOF2KIfU/3edtV++pjjtC6ogYjT4ULGvMWafBb44vXNJmba0+kaguos7M/VPeF1175551dr2J9jIchf1/XGwqVm6+V58Z8chODrPvytWnJIDT7hoK0Ch6D9M/Y5zyeov5V/1Agu0Hs+N/U9qv9q9NuC9hFwwA7+QNFk9npTShU3yfP68EPW4goi1pSEGde7kQCRjn6SSTvx2vgpad8nOqz2dKIl5iIY2sNrbjfl3XT4qfXSuk7D2vOj9XXtgRSVd7u5tZrMvFQQDaC99hT/4x9+Lz72sY/hDW94w+6w/lhoiD6dipwaxBJdKTHp7U5wfE2mTKKXG4WegHbIjn9aEbYXFrzOAPykv9q8ZRNUgba8ddm/dkfKQwdfl7364gUfmAZnjduOvYvV52EPHxQmCFjdlWn631PUnRYAQiCJhKMK+iW7phkLGeDhqruCXNLfET5/a3cRubocoGy9lNsjGCRFmbETO7URnJG5xTVB6X0NgWzv+dpgJ2mnDgHjZdSPry2mvdWVsuT6yfIw6KE3inZsa3Dg48H6u7gnS2UtUG2sPs7wFdoRhrXMKQTqA+VlX18buuMmC3rXPpztVF4SRCZQUQ8ywFDl1876XnHNgCAJ/2h35c+0Al9WR5h1yhCBMiXuB8JOzEqBCKv6CTj437KahJ0pdZou02UABjS2+R2fG2jZLwgN20Z+kmpgD8eVdkOHr8/Bxrs31tIHkcHPUx4wXy8l6gsqQ1NCCWujTueZNXWEX3zqaJaicx0IjdQQtN9Z01a16r5uVlpwPkjw37EvCq/ysVFU3bROTaPNFoNuYhRb6nUxUammXR/zWYa2bXRjjDcOs1bvbgbeXF4Aoucser9BD0TcTdFebmgvAQ9/eizyq3XwBmB0HMxAxsKv/NyjhXY5TfnpxfI9LPthp11ZnEz4EtCo2AWah6gmcEMbqPbLtWKUeG96h5lKfd/V7twnBg28OQ4KfaJoT+Y5uerrsWOKSs8yaCMQ1q8ksYsRuexE8g1wuw0fhWcVY/CxDkigBCM4+p16GoIrzXUNJzcapsiU+ErRXnpE3xi47z6DmP/IunvFp6CC/MiTk3z4XEiOPRV5o8isEABRS32V8S/7nIGiC5ge/Udrl+fZTZtGG3b0rKaNLLCJF7QBsvmGdNc6O/iaAK4LvNgbq3HVxbgePoCxZlTWy4Bol2hPYI412tMdjwuMCFlwOHpnCkC4CFS23v6Z5iuARQdsniwx9V0wh/eTWXgA1NIf/szmM8ASbE5YO0LrMO13kTlFQdVyHYrmCLDs6NRXX4oqXRP1AGyftCuUii9nO2K0uVE7Pl67Ub4PaLyHTcjsS3Rgtwzm0T735lAd4gUdyMVxWgvP57rqvDT0vQTJDuhecesTJnTAnvKu7ZQXgOh5C9n5p7IS5DvPRbHNPE2oCw8S9ElIVPNRLITynn8kuk6+SFFOWUWt1lWZT+Pe5wiBzkJt8oGKcReBloAF9sFICLdMvMlk+MgiIHpLrjOaLPM4rt8QJLMkMPwFnGnxXTorIOVYxXyn1PyWJlPE3phYgOj4mUxYHh1o8yIWVRcO6IrxJbCeA+43a+ecDq4VeygZb7fhfBmJAUnwpUuBvZhZZrvbsD31O+bGuhoCA8NpmASqMjiUIfMGEMTwzeB5uCKQ41ev6yL9HsH7DYenEqHmgAmZU/d183vwxubzOZI8p+xXs1MiXH1DDq13QBy+TAN8oVnVNSdMVErjY5OMGnghd4vlpZ6T1gDgnFPi6xuyHF42d+X+RQ6cI/o9YIeW1nrcVl8PbBv6dSUH6eHY3C6v36qZ533dBGn9B02Qx+HrOAFRFtr9X9LQOv89avCLSQ74uJifeZ8d7CfHac8irwMowEDEQXC5NZZZeCmnegD5/qUM3Kso5gA5yK4BlW9PtAf0tpH2nZ7hvbFX6nfuhL3I7r4H7HctMqW8AETPWeR+g5iGyP1/xFF/WcjhP+Qe9PbZStWZTsl7iea4NF5dVtJeWQnlOhgSIJuObKbOzChSpG7YOLWeh/DtdclI9OeMQ0qbtS/+HIO85KxKG3gP/JRNI9OGW7S1LWh1bd9QSoQUMSNq45bJN2M5Nu5zZX7xHTLjeFYRGsdhPl0789vuFtooX6eyWG+bmQaaZFBHgkhPissBaQ0nB/9Vcr2JyWnU1bS3K3R/nqZ+Dvqymvy5r+7gyic6j4UbX8U678CygS7PFAwTlSfh5H56dNyzNMgLgZLyKMXnV4CcOw67JrmOjQBFfOmCsgQhbAaSNjeZunYD6MDXLkO+3OpwdI12ZNRbp38vGpKBs6JnJvV3nBdFktBFqDbRrXeB6j8M0AZg3Aj/sEHc35BlLPNvorV/JmrmtrJv2Rw1UhxIzE1oWlJ/aT5ZeNP67UBTkNc3zTfzTEtbULOcp/f2CsuLlfN0LUr/+LDpZcX7BJHMUc6yD95rmzGvi3E4L1iB3xo8s1NeAKLnLHVemUlPF/0J1r4jjXKjeEh+CEULw49wfAJKriZ3Z2u3DSuyanovqgqYHc58gZXTUconVH1LgHH65yEbQ41b5NmZ2YRCv3wUI9mf17ehZw6n8Ub/eRw7SD/NiWJcBspRawrbMOgqY09R7+2RL0ICej6f9q7edgHv8zndOUVal3FL+zbX5xoPN3s8K+jRGaypw1M6B1tr7QjTULQUgeH0GJm7534CKInvbP1aqoRZAFvSSNNe+NCSea5qIkA0SHPWJ16lA4fm/fJpqTexe1+4rhiP/eQ1wCYnH5vvW4/IKbRe/S48x94vGoOcte9tI2TsYY4CrYeVakJKNKH26tJPgrjQV8tn5bvpolVgdo73svXM1zgIJPwHRx9UgO1sAEPy58H7SoLIHqWK5b5IB5Yqw2lsdc9H3TwGkdi3lQ9P0a2kLcnLnDthPMAS07ajzGZOzghPy9/D9XtCwQKk3J1gpSl2QV/fCfqO/SaCcfegjVEuJGNILoV5uqzBIado7NXJeQrJJ23wFLnrdW35MxpvOuyu1hDNhVy6XOn0HevY5WM7yZyI9XF46AUget7C90pFWWzQbqbozKN/TcLJfRCOAJriwu+6cHKzh2uMTQ/dVcbMQL1jsEUts+BS9FD9eJDfGcxn0pRUdbp/3hDOw37Rno8ZG9AOdmJ8uQj5FWjwwn2gfROh6fcDBIgBgHYwh3WPymNTld3JUzdCBS9+W/yK9sFYfWP6reMl5FrN8TElviTG7FFRPp9Oe1VBc1+J5OwJms/cf1UAJ8Hltrd3WQiTeKf6P9BzugHjehGMdVDWVDpt1UgQX4u6lr1TrhAWxkU7Oj+TqxKeSj8lTwBh7kg4hZ+RNQAeRXmQAc6DARcGz1LN1r6c0U/gPg4CV3EIKltORTHlbXJ6x/zLPPhnlcp4/CfTO77HDITs+VWzQ6Pt4eKFtRjLUUhcDxHj2vrnQPbn6BqMwTtGPivEHIiDmMrHWPOyR6a6FhuGFlcAdv5mzYkKRnLP0Dp2IbuMaKqHNqOT2p7nhINJo9HKnBCI2ly+kJD3Q5yvWW8zcqMFP7IDhWn1eqACgIOieSfpADDlejK6ri60HQdV+93pFCZ1jL3ioMbn2fg3H/7T1ShH6svqIMxFlfKGifkSIc2NqPFJpQqepZm18gIQPWe5PGnQlwjCJwFSdmhlSm08WwWN1ndKOG06QbJzrPdh811ndXFXViG6tTSvyIfi7/Q+pRwzALB10JOYwqreM61SZ5Lhr0SCJsaPiWHoUXE5KC5P8rN8EvQ7iaK6AvZ4Y+WEYpQrhIFRPZFHXUR/f2/rfe5mkTlNPvsfrYROnLr8FZrniRHzelKkceXTdImaEQzTywr4sk/BpawDGk89FSY/Fq6T/eAqKOKfojOv0uK8S/2Nqy/8pZgDX1/s3NVBc3tC4eLRPgl4X0etC/VYPxRwAEH31TibubxhCC8gHIl9bV9NPMqgxAex4tcLobD2UZT5T+cJEhwhjX0GRX6iXlRf90PZF6FVWK1TXwecX0mRtSgLTaxryKes6TvD3jWhgNZqddan8e3Wf02OXkmvMDI2JxKP/cb8ITRY6KbnSwFRHqnKvnhUZ78cnPYp874bHfwk3rkyKFpzCcN6++HcTXWW9ebmPbUDmQJoKtigaDLGLgpsdwL5JBC32qPPVTt1TXe79USQo/960H63n9Py/2J5AYiet5RNH+rDPQe1o0KPrTt0XtvcXjzMkupObfspwG3QK3+J6XNjzsXEhQbgvMUN4+7E6iWdmv2fL+YwQ63uaMPQpOz5blTGzuYNd9qzd9NmJIG3y8D582qecGFtJ32+ysSfWZrsvEGV4cSYwIiaNmzmrkoMMIMlGWOvAseEyOZXHuiYh13GhFLvXqkMmcL148SOMp9Hbq/UV7U1gn7DtgEl2TjyC3E3WbpjL/pWfu7139v19lZ0SK9omGRjEhjs+Uke3Xep38Rue7j4NuhJ0Q5AY/OR1+Ha03tGp7SGV8EGjykhRBbgZ3rU5inUO/zlGPO05trQ2iTNRt3TK5+flQYFmAIywhTvmghOKFjrXHzsfeV7r3y/LrVzmTAJ7PdKF8/Z58lraw+w8rorWp+gMXfh6hpFZJx2urE2Z6I9mbDiqifwnFESUT7scj4kljGCkV7kpmWtNZn0/DJwB18jzx36PYQHu8Nws3sLR4RD9jcFbF0VWm/oQRmu9eeUHg6u+fBGIDCAoK/JqPMaQxnlBSB6znL4xAHbZXb2mNe5MREDI3K0iAl0Aek5jOKWYD85uSbJmVOJZtINEK93j+mtNADuCMyblMGPJ4KMOkbfAeQFlezJ6P4p3AV3Pub7kGRs1GG3LiQzp1pl1GAbLiXCKyaM9LPSgBl1OKR00KmH/vdILcDAVrKdXBCRWuEYmcDSFQbIzqNpbgbR1OvwP5r10xhWOOMa8EoZyV072BAO8DW1QdKGtH1hEleTcMfsnZrckrucwIkzcG2Qo9WPUmLNlzGzn4K3zYzOnb/FvvC5Xc2z94f96lwz5PutfCY2LdJcQFGmdh9ide53GodZtJgbtjHXbkJi8PDMRIQ8DyAgY8KBNaW9Hhn7jLTSPG8R0szFgH7P0p4F1K4TtB9efN1V3lJ/cjEB3HMl0fqJ+aX+pjEU8OVr2gX9vQSITXPNP+H8yPmqDh4VawrZ78uL7/XYY9vEgpdFASGV0YSjfOyHsq8q/YMWEvylA/dMn5R3iYCNmzkN9eW+n6UrWc/bbLKsRaifthaBDaps8ejt623D5dQ1RfGl73UGNkwPL402H8tKPlBZO4kH+E/gBSD6VJXLn7pAXyInIhamK2Eo6KHVlwNUtjHbSauUBY2a8G+nwnwWbVpDg2FLrPb8PGk0riWrSwnyGAxJftZDdONkYvKpAwcPj6b3WKjJok5FAiZTqf4oQNZsuCByWci28tKPxFwcVFi7avQMG3TVXtg8TyfN1LH9r3JdBFqqnxa1H0xdrG+wCJcGTNEqPsZw0h6MMACT+7Jwf+3jZd56p2f9jk58ycQpDh6ln/aSidLrLEItPpYBjArIlRVhN8rwe2yZEfqa9ygh+5qHsbyrr/TnWlZkHosebawV3Eh+Lj7jNcbAHhg0LbmLAtObfwsO2ttkPsHr1Ovkve/P1rFvnD+HPwcdSPZCv+33UG0ggbml2ZR/9/Ud+1PnAxAFjqzMVW4iutzkz6eoL34vQFBZo5VPhH+MIA5Um2XRadqB7uQWQPX6HjcHf05TEfdLbjqDEAZnUuhh85DIEOtqAIeJdwqgN4rLbcvvNEp78ckNhzvEgbwdgHbbr99otzo0SMAANnekYX4c/lgWMXAlCuiDxAE6lqvxhulgskm/YeCInmiTNWPnx6llXwCi/5NyTYAD+STXP6EvHfgAoeJ+VnGhubo00E+Eftri+d+cQ1I3YnHNzDhAka+nRTikikKO6He0saSsAGgPfO2prncE5dwB2M3X23CatUzKXWCYgDpq9+tZqdE9ImISisTE4ncE01jdBzed3kF/V+1Vei9rLMZ7uSvJTOQpDfwGbNmpzz9jJi+wC3HLmFf05jlczYkJBjTExak8tnE9Ab0Yp12ZM+iGOt2+t4riZO9AiekinQm3C3qI9gNyJCL3u2pFCDgwrXi8KsWLmM3ZLPT5dPqsVANlrlPhthJIQDfl0TKIa1s8pDvRF9DjpWuntzJm7kuihRZQxo2NsSvnTUt9r3ts7JN0QxQJ7ORQzbRxrbbTgDSgKbEnt1YBKPLfGuCH+uv+RYLZ1MZ7yH0svd8cuRi8eEEUbttMS+1J63cyEqAIE2I1W5tJSez3tHCc16x8QxM/fYR8sfG3257Lqd0KzmzKZNP5dMccN21rcdGXiQXuzFfSjtF8RZWmMV9GPNb0G7H3H4fQXgCi5yzHVw/Y7g9jkraFJoK+m1R4wNjwrip0gVlVnTVz7UWg5WqGOAi72hT2MwknGYxnx7EX+fEuxHhBMrgRDOFyfMRmq2MuvjvhE8Nhm9Us5qbFqkkRRbtBD9V2pu6MzxVytHn5PjI5NcihQYwxTT4u3gb3f1Vsfmr0VHxNgGdS1x/pwlq21zf0++U8si7ek6zG5xOlIk6rohj0BWY/hGvMPz6zB1ilHUAEY80fAGyUeI21Xgy4uV7yeciEskcoDYG64Lz4iTz3Wy7AoQm0+O34QWGEGD9izPC173WYYBIdETgPHqqNbkYEuvP2CeNqF2A/jYLU3104+iTTjz1tpT/AgM76OdaD9PUwmSVpbh4jJ4QOFK59ZrMk96MKqGsHHMnz7HX11BLW1509pwK6lmTBp3bau1oqUA1hCtq4KIl0ZYB0f10wOUD7IQ2WpiLdg0dBGSPxZOmHN3DJCCFA1JnmM4ABRmqR1aG7zn2AHwM+LEfYdLeilUWI6UHTesz8E89f6mHcXQa2ljV4DA6NLqD1KE9faIg+JeX8hgu2l+rRBBNjAjCDIUbELrgPzlh85khgbZRITEfkDWdnrWaMfoP0YhF5+zXBGwjorPpeTQDOmAOUbTOzrurnUqdnc1b+HN6W5vqmugswQ98cE+h8ROnAh7ixb9rk8Fvowad/34hmc3c/rXShpnffAQR/VgGzt+Mn/MMFl9sdIUgmsKqZ8Z9JzawEajagmlWXOU68MCNctNPrnhlOZOdlYe91L+apXm9RE7X5CT/l/vFDhNO3LkMDhh1UksAgoTHlCUudovYdUD65cksJC86IsASB17Kn3f+G8ruEVsS1F5vawaOsOVunWk/Kvj4qH1DM/nG0IMW/B1J9HXxQwlhfPwYO5IJIwTHl0FnR0+nP2hkCDtNe4HdxBfDQM89Vgn+PNTxdNswVH/q6VruTjF4a+4zzEPnUmVmpt3dImCpC0EsovFsEkk8pdcd5ix4BRYnYNNO4NBn73fnnygRnP30O0vUobKpk/hhN0d91Gwkw7Xmnh19EfGVsUQcAdbPYjX/fho+e+41R/rnoywM3vl9eAKLnLS4QvThT0TVjmlSpUn/qrM5riAyt6RtndM5z04LRtPCYuafFWk7XvSsuURblWSBD6bn0ed4wQ3DpvoZCMWy9CYjYs5zG37+jtiOYwUEUa5YYGJiw4IgaAOGPoqfWBRA5wl8bv0LgkSGy2d+VORBjjL6r+WwIENlmmfc6kGDaFmbEQk03mC+NztrFs0DOlpH3tRztMRKakZaujHEC/DwudmANGvfxTQnXCIiklAgsnA30pPQIvkTr4SJAT29nW5hRXAPZqrD1eq9ojnZTBtgaSxo/N/UtI65kqiZ31H4S7RMIdfqtBE+Zm3RNzwLkLbNlx74AJt+MFZ1o3+uh59NKjuRA7KsVzkzAp2AeB7fRJn/JFS7n7BGCr3bI+caeCoPmO71bBT3n5DoYP0i8d1zRIyVQIt1OwCHmrWtc5ILuGkA01gOgN9r/Oc9ywOygjEx7Th4Rv2jW1yrLp7EnEykdYPvhYiflwGwWK/uNn916Hrnljljxz/hOLKGmLxR6xtmlzxe/84jyAhA9bznLOPkBBdjQcxTa3W8LlwFGNnThc7IICw/JV0RIoTx4QjlaeG728JPVIW/OPfX07kaPd9fv5Uyl/Hz5uarLv6+mL48+a5LDu/295Um9CNXaD3RGld4K89WVjVCbaYLtrFDdoGdnDAerrtCoAkVFB0U3OqquAIKni1Tj8rCNaEIGDkyX2u+iNVv2iYsLFzMthsOyM2PPgF6czBMAuybwtLRlWpw9p2VxAexmPUGn30l7iorjcN6NUG1fNzUdhXrCPSzMxQP09urymuMM6fGKa4w2TcKpD8j7zQ7lCFCrYg7vSUWYfy5NXAJzCgcqTxHXnBIY8Rwvfr9f+Oj4MxyBSHSKeax7QzA0t5UXFB8XDtMOgHvsZsNUFDktCQGsJbilvgRt6ly6mpDpKmPOWIM7XQBbCztpF3P8+gJapfcw+TKFlpJM08qpr72fVtfyAMeRU7D6bhv0lqxHgrymCAA5jSKZ7T36z3N/Vjeg3fQccu2J9qz7K+3vyjzrbfthZUXTwh98zbiJ2W+oZw2tklzzNvii6kmOQMecVd7j3WKrC4B2eYYMtPICED1nSWH3knNfTOnpjUv7addDeWPC/dnCLPyUf3npSkfq/PoidibEzzCD4bJkRvRMDYflOl1IrZD4QmjGCZRCLUOz4DkzDm5imWnT1dDbpNmIW8It4iapKXhTsFxw59B6EkYGKix0w68kaCGJLsu744DBZNl/y4FQMFVMaf49lFZl4Xy8IG/0vaELSXO8rnO+unIlptjClhO92tCk7Qm1VXgug4oKHKX1CDnWRIjQdNm/EXUo46BQ78+z73naRx/6Pms3OvI2cWHzUfVVsP2rLfc/nfhj7umdi40tv5RosXvRZN07rnncMBzouQRtH8HsSWMq561rDD0poriAwjq/lfOx44KGThMQ3/EuJfrmYYEEYTLb+Pf8k4ex2M/xLJv1wb5XyMJzcVCpGg+JO8d0RNf5fHsgwUWCh+wCqdz54X/EzQVQXQh4AHH7AMpe4iz+rgXy+dz6v8sTxfllB2dcZ6/LzXuVHtGv8nwcWOueZ74dByqLhD1vaMZbpGnw79gLqzs7q1kv+qdBqym4ZSI2/dWeZcvt5QUget7idnxgyERj3rKKvjBGAjhype/cWXVP2kn53YGUneQ4eoQTnoXp7llqwmBaWz7FuXCqQi1JbAxhr6VOaztpDmTUozc6wpNrf4C0QRNAEYVuJWGczwfPy2qctX8rx1KmsY9fynv1dMq/E2NMn7v5qDA7z38i13bhQtCP70ogums8MExxIov+7rYhXk3+jqe9ymWdo30AB5CGdPLj/sAoxPCkma+ca0BypQPQaX7H5zRo7MMms6FchuamRoBmYUGCuqxT9SOod6HusTbXvTx41LLSOF4EcncY19YYaPa7+NpNP+Hrsc1JV2Ot0vyT0E2mW2s+otYu/GGmy/LvAIaav6sJ97hvXM01HsivrbS0AO3JYqIFBqAnAFiT57q5GNVM6301MK7cJpDcJ2ItMI3Dv5Lq2tOqLujyzGK08IzOk7wAzQmNJ1wGzk6Pwc83N82dkQHzhgi57xf5EjgOEDra6S5m2oH8sUE36SY6HyfPYY0Iq8CojhkYPKNGL3LQAMmmlBPvSnkBiJ6zXF4uV3cAj2N2XFiTQ9FWqzoTv3W1sC9SFzpsM36gE7Q35RmzOZlf9IX268rEw2r2xUCrn0OkBQiwxWTYBjnq5hcaa2GsnKkaosMME5tczJRZ6tyLctoroiPixX27mDGS6SiYSGF2S/NRgDcs18pSnb/bR3pvsXAmYVzB3sq3hFUcjDV01NdP2ySArgnLVVt7wpSLA0dzrg4bgbcVvg2jbdeKLRO8bTCfDHTNB/VjXB+DHX82oiP3w+ew0tH91WT0PaYn1rXMtKDvqjZPVLpf261CT7TenLYRbWh9XM5pacfWoR50gM8YMzKoJC1o0m7xOq7rjEsRkmlc7DzPCT8TTcpwqq+N98N4aeT4cU1J9N1BDwFdFLCwWo9Bj0J71lqk8HP73A+rPNdNoGeJmwHgKSkKplseAkLzQqDQ96Zrnh28eNeNZ4q9x/vG89xNLNHp6DJkqbX29YZBF7H/ztQG0zXoQiZhli/NOlxp7+Ctro1rfMx5AJm0AdBdntfLC0D0nEWS7wsteA6D9qI7v4ezL5aOvbtp8rm40GAk4UDp0DUpUdzeG34j9J33eVPg0OiKBRnmlzjVkJDgxaqY5OM0ZgwgxGYj+BCsD3qcme586WgGTOknt+31kjBf3Uw/zC0SjtGQvMFTe0bj6fPVeTjGXNqtG7syVvtM7HO/ONPDctVDkpmOZopKTEGHMMlgj/uogzkJyrwwrXcELo8RhWa13srI9/ZIIqS9f/FfJYPnDWinNg4MJX1BMEoyi3kupE7MAiauFZ+XMKPYvDSBbputGUQG93jHBVIBE27yODwVHO7GqR3StUCX255Wot1ourx46eD8KNCPGGuYThnUaM7cnt7jUsm1arquZ+970+BBwppA44d++/z2YPzRu+n3m9FN7f1zC4Ywrdn5ZdZeUNtXHM1Xmj7WuKd++vivkHtkg6biPM73YSPgEGBDZxOiP7Now3lA/E79EzrAdW3yALucyJYPEJEr6bZNe2mAJWC79OzcauNqFoUoflFr9FtnuvF65cMqrbvde/98WsMaw7LM+n9SwMPyndSnelpelxeA6DlLABXg+mZzIbDn/GUOuOpZVR/DzKITBTUDY1MFCtf5+bpp4nuMzZ8cBx20+cId9SVfmNKXdNqh5nrmbZ19S/ZAg/YxiUo+0VdgVNrhOkPgBe8vQoB/vSLk54epuJrZ8tNs7ggvfcxxUeFNGxeF+hy5gL3GqBVQyDCLPpT758gEEIB65xToDsE8Hr+9fTuTQNbuu9SOXU3eI1mUHPkJRBmtkqZrtW6iE/avpoBIcz/6GD5MdvpPYz50wHDhaJuQvIt2n4V7aC/ImYCUzacLDNe2jrwseU+mw0wAUs1O0irQW8HlLLi8jpyWvS3nKytfrNTnBT/YK3taMT6J+9w5PfznwqSqvI5534Pe2+u49H1RN2On9xy1NkVisbClg4UIAqh6Jxk8xPo3bc125w7IZv6Vvpfaqe+liL4U7zaDowyUWHuU5iw0ORL3t013Bm4y58sSqnOlaV3xdKdhTWGhA/T0MbWcDwnIPJXLplCR7rJwFMR9jvR9GmvUYZuu+hdF5xdF6Wqr6tYQ/Vz0MegBm2Oam4c9zUIuLwDR85ab1v95SROAjHY9IiYWpX1lp5tdLVBxOE2MyE9MdLoOdbI7eFcNQHStbChF9x9ycwM7LAuyqe2kQ6C4U2yNOqHmJtx1De/Z2n1mNNzE+K9Uysx9ZQp0+hVnzwEqTBBV5FSBG9BPSLcKPFFTqNE7rFqfHAep6srYyC9mmSncfWl2NFjLkxmoDR7Wsc9hS3eIaaaH6NyXCkgJTC9V77GuSk6bGHNf9+ImpyIrXWuS/GWEBE8D5GGbBZQ/x6a2JsA9IJdtynnkyVYjWOJI43TaXRbzUkGga558L6lEODbYt8vX/3Ektpvy4NQDBDuZlz2Y+APRkDMNaxxOMi39EFIjvPoe6h8E8HWaXltzi/WWksTGbfdEKzP3jAgjq6ICA15z3kaYAXf2EvfFaN+votA1r71YtC8l/VRg8O8Sor65NpLbswrDX+kJaTOp38H3KeEuRLuDN3RoNHkdYPE7MIIabh7BUy/l7xWPi3HYzw3Rl+v3NdK71/jHqmx9glJE2zU5AgxTXgHTL0xmn6IinzhAOJmflJ/TC7DIjTUe5tDj5QKnDSoXWDi+aSTYyfIkpoVQtFsMW68L8WZ5aAqTHPliMO+1DdAzuvmNNj2X8O+JTiJHIqSHx3ijLz7E2ExYJgGcEn/5cxRq6yfvSHZ33oZgXmkqgCw8/RdXx7vAoJPllHQt+j/6JJQErZ/KmNnSvASj3nIHKkNiwWJ00m1FXyFzWRHyJliz5kKRJtXASmI+rJ1gAcqnbWacLCwdTO9pP4kZh1yL06VCy+l7aSr1PxeRYiqgaCEah/b1KZaHRY/AriNXFQoqXeihfO5jZmBADF/Ugh0WB4hKn+V1N26y8Tnz9XYaICoeV8QJftLmREZ4HdpK2PPhDFz6SGt7WnPV5Ct1fWBEVjEtY8+PK1rgpDONawjnSgsnKzdFDtKcSysJa781nV50TYQUnx7vo7IWk9s1OslD4ZnWFwfSiTc6yPN9lGipo7/+V7gtWB/vZThq87xUYJj2bQEpbdTlWm32dYuD8DaDPZ/jSVvZ0Pt23kaCzuDRyDfX0x4M4rhcAL1XtY7Md2gunFfy/ZsKHTcoxOMvosw+JWW727D5XQ+iazWul5Vm4hElo3PfKADQJ16PQLulOm3jxiWXnKOIhRYwTi9p4w+79tRFY1C9dftoK4xnkX9kXZmQQNZ00kw/F6WLR4nxAhhaNIseiupM0I4cUBiAzzefm2EK428n89s4IUVSeHr87dyZoG98NdpfbkxLdEBXRfPpzztWo2mcse6F2+6ZKDJJaWLUhP2g2VT49CYYQMAZeWrfgbRMToqRpyddtzI6u7vUOQqExh2gkp1luRanT9UcMcOuGooQGOXzEJYkIOtp3bVl55XA0AH6r6zZZVEkpi4EHJ7rUswqCGlOPd9U+FFwH7l9Ts+hQ6OXEgA6S2u0d5y1kLPy5VahN60IPKu/RqMSuNql4bQXeN9y/4amdzujXzBKfp7t0JP/JZPqAaOP6DTsoBhzPqf6O/flovtz5jwq2LD0vebBKYIOQoEBfEK7RHUueASfYyazqjcf2sNt5vnMgk66UkDntv0dNcvAhvWasr3R/TYF2WrhzxrhHewWjWosZ48O9Dn37nsbKWs69SX4eRnUCw3Rp6YcnhKwF7ELRLsgFWA4zMWmAaUm75MybMYmhFYqRpUZuDhzKqd6oLdxONMH/Bq1oRsLkGiK6nsER05CGJmxogh4Le+x9mgS7pqfjTpts0ETo+CLbrdqwrDxthtN4xQHmczsd4DIdj8GGrz95H5fVK8BgrhmITlFFs5R586Fw5LsC3DhQrAKcqAzA9OKgUxV6nS3BHqhHfD6mAFz9IjNrbAvgvds62u+19vmRIpJw8WCdzVOIpPTY09ILjROU2jxY0HK6nkWFqKReTyaUEQempT0gLWjOyklVr54/PozwRDvCYU5HBNtDSSJX5zLWbNLX4a2I69HPSkuJa2B9zXtnTSuvlfkKanBjddMmganE9/pxQfJum5ov4dCoTEQ0R2wlAewPUgXijI2TNxzt7qw1OlE459paG228v2Kj4mtI9dgJBBOAKGYe3yc4QTdcrWdrgV9xecYaxLE/6zPfhcmmPRsVl35FzkAY3I47z0PvhP8cbmPZYztylU98ShbV1hu1r3m64tyWwVpVrlBFuUFIHrO8vB6xfYSLTxWIxa/ndAc7dlxCxNcOhVrORGET8cCyPgCTIu1a7UOrwmOnxQc7oHtoX/VTsDlBji/rLg8AdqTliIElmYb8i3wyIuaf2RXoO3a/mX4FJB/wfQOMNfrEXk7KeAn84Od/reVE3FE+HXg0/yeKxrbqg9JvRtmoEdI5ZhfmdbCcqzEBXub+QEG4Js7BHu1DmAAuhQTyIydflr/hIWMM397b4PYgWyDqs60Xq4BhDBIGiz3O7oXHO625JwemogjIsP7MqO507J8Flof0F5yc81mdJz2kgJHzDnEklmS/XTEzD2D7lWLFafndCjpY2kTkCb6rfYLX6NwGYIyDX2lfXHwYIKxvDBXApj5p1HaDvvcAfh9d0zu+X4wzPhHjMgl90Ek08ak0XOaucmb++rf8WfMG7cO5rp/DrXDWqrwj5vBi89n5KligLVKSkpArzHvWfBhNuckc5kJ7Mkni82fDv7OjmYE5ZGJjg6EwkGbtEexjuNVamvitXV/CXgveYXeP48OTHeSWT/6PyHtLMbaP7Xc5t46pDa9XU4GGgl6BZBjw8ZA+/wCEH1Kit60rhoGkjDrp3KMyaTFtcrdwafFq6ryCnyiI7RehTYBJxUEgCNwOSnaS4KHN5R8Fb5YD7RpqI8qOp+CqV+JBov+LQfD7/KzRJNoRjMBlqYSKUKm9DH58/jPo+Jy0pH/kcaSxlTH4H9XJ/LJ1vSMYps+fBHYCde/F4xoMdamBd+V9PeouwuGy2lnQQnm7LQEelJOGF8OJHzic6PBppZfZaOINvo5mXXC/0mHgBAAaikXbgTtdYUeRJNUv/eNhFfN/zMYr9G00kLNYZW/8KzQxLRHW/1FhQmz8P+TsWcY0GMIz37HHOaw5OKQGkLSzYsBvgYQcJ5ThbVI99lIfmIb6D17ls1OTtPKq1igi71L2ZBDs3BUNLSeK4lpH/5KWOY/S/NX+cyR5svbsmdXGeZ3BTlr7ihSDMC46+thRJhF4Mux07HdKNpLOvrvNHSTKms27Lvqlxn0cHAYWfWpu9fAl/FzN88r0UOMJsnE6XIADkRoLXMR5ENJmpeF4NH17yoKnBSXE5OdaMKHLYt+75nppffrQvuNZYTQ2iv9mAJlfC8r4Be98qFRd+2CubwARP+HJUBDMAjnEogN3B0E+8dJ2NdNAwxGUlWC/nwsMGQBuknPA+FMrclobLPw4JsFTqnrxBG6Mx/VfBWISjg9snO3L0o+zYf92OuNzU17jU4ErB7NBzzNm5mYcbY7LwZU97QxBna2rfWyX0dqg5mWz6+NSU/lctR6onf6jQ+TVp+jeJiJbA8uDEdVzFTrdTGjrtKeM06ve1oI9ljxB2vs6L7wMUrrsnze6TT8OQAkM4oynRjsOCNMRa6Py/dEyxE6HXTJ8K9IYI0+m5iuRN6j3SicVJ/GoaRVJl4F9bX2QNl83Q8kNJlZUEZ3uD461PSrRxb0IgGb+lgBkX/lDr2utaP1EwexAqIAQC8AHmR2zr1mXnQhRkI8AKJrjdi3S0e742C3Q/MaVbcJ1BZ1U2ATo1eAFwxe47yFgJgKRYAZMVyBLpRryem+XTASMlYBLaPf6v2Nfmo6uDJA1CaQi4YP0lj7VIdSI0zn2o4/q4s+Jrnlv7OM8THoAFo2V92fCX0dF745ovUkPssHRUn8JR2Cee35phEAZ9NY080R7YECoa6UF4DoeYvdgh5Fke9UqcwH9J1/FOYhjcSHlcGsT2uDia0uzYw7hYJxktA3vxEhNaI26bfLn4nxsvbDNweKfDdn2vMNxmkf5b30t2QmyKfu5QsTdlgL+7CFI9vDnW+R410SiFVLwcRvVsUlb8RwKuWOsUx8EBzOY1Mz0Msar/FuoxBo9cSCwYAtAkaBXbPBPUU8xXdzuDWvJzcJcsbb8X4BNtzeKvV9Ahf0udG81URzfLJ2Ffslo6wkNKmdXU0m+hpQRQj/FRblsYxqa8d5bEQ8f8SBV/ILtKpNgLYbHaa2GhljwiHPZfHR4jV8GBE6zS/hXAEt7i+bNXitMBlEh2PxNO75I3XzoYOE2Is0Dh6nfRd7cnLqleHLWPZmAGX3YZEZuPWrSmgqyYwp992fcNdfswA+ld6OvlzikGzNy1mwPd3ywXXjvcS8jFIqbC4XBj1cHNR9Nmm6K3ivv/NnrjlSgagOlk38lsc0QJJtfv7M/ZXcDOsHXaY9Ay3p9fSqfP3RdwZS9aDAbamrjqN0c7m2rd+h1XvIfVRTCnhEWzrE3T9Oi/8CED1veRDgyJIQefK2utIxThDxjDHxC/rmaZoXiw4hnwoxjMnTP/mAjLYhY+NGGGi1r1uf9FRCTIOh0mauC519ARaMcbxYygJYjL/LBmDnu2JeYuHvvEhtPMl+HiYEap+AI/drJOKz0G/Aop905GMqY6m0n0LeuRkanzQBHtAj5aq/kjM81tq4qdW0LynTqwHVFsIEaa5DxV/B3qqPPq6g7/y8O14mrZi/n8C8n/K132fUAJwElwIO2KF0Mht4O/X6mVCTe6cGb3bmCc8lU6/18L2xs4aTEGd6wIDBhuz/EX1CmO96VRpmo8j/420pDPjKFO4e+4vTSvh3Pt6ITpJoO9VVtIs9+/mOszWNM/3E2EN8MXC6NsXNTcWczFpf1mqlBKKVl3n9izvOlpco+9qxz7oFmzsPAq95X4qZbdLhM/je4APsZ+YJS3vEmg7zl8/JxaKxyGeJ/XN0a/N4ub1Kf69byufGw1IOOZWelFIMHMDmOxZBIelCdumm+Ron75+bGDlPmD9/kJyva6WB2jt81H3GfLLyFQsc6ocSslCImTiB7iMpyGkl6qF9p7wARM9Z/NSw/jL+WzNWXuC2CZVt5V7q86yaNNSf1P3aN3Y3lSFOC6mohP02X91h/ViG5xoYCh+E3I9xG/hi86jsL/T6uyIAXSB+MlN5duLNLhxkoRYajwB7acg5NLyOjQWQj801Ee5Q7fW5cGFNmpslhfriAg9ITDBtbi/BACVFd+mEVOhvO92rAdjdUkCCh1NvD4LtfoBLToLX/N6vYIwIx3I9tLn/E9OkhZyc4skMlIQo0d8FWQD30h4LQcn0kMI0RYyht3F/VDvY+q8ApuynFOXjGsjqDxSCnOYXZU+mta4B0IXBnNFED9bXw86eUQBnQUQTmSBkIJ6BWwUR9ouDmoiGJEFeH06flc9L/zoQLAn0iA57Wj9+ZowLIxlim/e7m9sd8NclyIq9MOf5uqr+lc8o8dSK3e8IfLnfsL0mPYjltc6z0GCBGv32+X5JahuHLG5n2lKFh/D3TQDLbaWxTvPY4hAEmdeBrf1nEwA0B4aoNi2HAYz1qP4hEl+f9rtFvY6INm9EYnyeH6qeqdutaU2Zdt6/uqbqWK6UF4DoOctmggUYGy6dDmPR+Rs6m7ek/pzBS/kgCXF5mMPMw5xgwiT8fH2RXgrgwBDi4Xd0LCcX529V4+MRQQ9i+XjyohV/TsfQqq+BVuHKoCIq6I+0BohHW/AJ1Jh7O2Jco7Ci7cR0F4K8kHvWWqEzAbsgsgO+BYPfKyuGtqkBBDV/hiwofawrp+1n5W9ZOR22U6eV3CL3nR3SK6gM0KBjDL0D8GR+wehIKzmYeLlh/gK7vd3uqjK/Ak/g1k5il5kakOXOhBDiz5z/av6bvsep9Xljepiz8kjcSRowAwDLg4z/dI1V1baGc7d9Ji5ADEwthN5uiT20AD3cpndLF6xjUV/aA0J/K1Lm60mRXH/WsrMeh6atopf958Ocxt+xqco1wGlsksdY6o19Pe3/8fyUJXyhnQOQHbsJLOpBcXlZ0W4F59cL7WFqC8B2N/Y0rzNiff1xQeR6YjPieBkjEvLaLdGPXXNhapv5i495zqqPoT2ywxZyFyc69K3RgZxe0DVMxbrCuePoYwL1yDyfZGTfLyP5L56+8CH6lJewC6ODjekkNJlrHgFTaVMvE/a5zdYjFeg1FMGj4oIbA4wckN8JIOFcaNHH6jjjdn1zWO27RGIztZXvDsqYKAzaNVGREI6ZcZwIMcLrhetDF6x3mXtG8q5VPo1kXuTNaxuJ83qwEJAxn7qxbQMxbykkuKqrJrpix6eKaDX10V+dhQvfgN41OjoEnjuiPtBpzdeFp4c4Yl6vLhgmQEQ08TaIIUtdx0QnPQANahoR20Tb8JfRkwKn1rUpMEb8YKfvO/IdAIaG60SJSVcaACaX98l9gdgUK0PYtkOlR5mrBEr7HmAzUoCADehRaWS6KD4/y/sCG8JEMd3gfoBdaDo0oCu/wokGlUfVV2w+heeV6VaFk79TDzg+BsXaiZ/G6d1JW8R5DPMr9wPiww+/44koF36BKSEoa7soImz4T0poTROOqXWaqZMf4ouLEz/ivu+Zs0MLTu86K2qAumaaImdTBFlxuJ540or+XGxdLTVSan83GrMv5TAtYpgrFweyOGCPYYXZKwFmX3vO+2k+BRgm8kX/s3KixWMtRUbslxeA6DmL31kVRcvPUuJSPT8p+ud7KugaMVMYdc3SmUCPCb4AGfANQcKV+yqAbhI3FbPNdWnu4eL+BO5HYY7l0gB56Ld3izFx1wAEEyenN2a6U4bWZxXt/RdFODCm02U4lJc5caG1IwxF3MFxvlU9V8Q/e/vh72MMKTRp96YRMSd6iAZN3ASjJHiZ2SXTmM9zW5yg1LRMQp1zgnjYNtU/mJ1FqqipqGMNYPgwRSh6BjdxAWo5FSb6lM/CQbqYHZIwa+YbJBhMWNDDodGv3fA+pqg78gVKtOccKdIdvj0beXvS5pBsXfxeAUX6uz8Y4c513Lyu1Tn+9eImo419JRSRJ0sOsEzMOrS7Xn9E6Kw6Y9+lY3wndpguGNA6HeuVQbTP+hq2OUKZ+hXocl5WnV8BWn95fezS3j+ztZMuSqZ++nUmkWYh5sLWG2ufWbCGtk9i74UmovCPIcy1ZGgeP8WuJckayQWf9teqNtq/Czo4nyPewybVmvSw8NiktfGknpeFn5nXV9eUADgAjS0MQs97kliilQMdvZllD9Mk+Az1MQqDW2tzygn3GCUElReA6DnL9sZ7bC9PEnb8aj/jE+2MPZ2sqp0+TaqGjbdvbn5R7JHhSPpstkrrd+/hRT0i/s/6ICPrp6tMmzH2esu5AjgvTghii3W6jTr1JfdEG6BNoJdt3APFppkAPjocqv07AWTTrsTyz4h2Gr8/gopW30Y+K9fecj8WVUG7CM7nLcKG52MS5o1rTFVW39n3ha/ZXJnSjvqncBp2Ol64H848iIbVtLccp17983rx6SvjGlll/YPyfTyX90SI9sVaBOwwX81LNo8iiiOtb3bI9vX9uDFp9NH3Syq2FkLA8Ve0JtiZ1a+jKb7AMUcC4Li1aT81A5B1f/J+lk1jvaj2d1rboBdBO2/DJETdTTEezPN25stfnPaY85Kt92ObolTpvVJ47GkdrPpDdWjbpjUii/E8mp96PqQmcQNH1Om0Jc1G7L+HrSezPGMAMANsrZqngdiXmyUa3HbWVvrT1lmYuJrEulpmkWd+xMByz9eq7onKG/2zZ/HakAdDLvB3ab9HffavAXrZ1nWi1AVAWvH23ymf1oDoe7/3e/F93/d96bO3vOUt+PCHPwwAUFV83/d9H/7Fv/gX+MM//EO8613vwj/7Z/8MX/AFXxDP393d4f3vfz9+9md/Fq+99hq+/Mu/HD/6oz+Kz/mcz/kj9eltb/5/cXzdbfy9ieIgDcetYRPF9gjR0CA4tw2XtuGs/acXEcXNdsFha7jZLjhuF2yiaMbgmvZ3zm1LzNOZw1Y2yyYa/dpMJ+zPNBXctyMeLgfctwMubetMFJ3RHraG03bBzeGCY0l93nRDg8Tz+bv5s436530Z4xpjeij9OGydtk7jo7QYRzOVivejttt0MIJm22tDZ1Y+X0e5JHqc9YD7ywGXQmN/h/vxmHLWPhafa++jz0sd14omqhL99zEcrP9MW/9u0HzQydfcQzvE2vPia81/bjQ2fnc1r7V9HhvPc6XvQzvg7nwMoNJpoTgdLmnNOT28LwASLcZ3kuYb6HO22bzxPAPAuR1w1g0Pl8NyD/Jc7+3rhnm98Xy1NLYxz8ftkt+hNcc0vsZbtp31d20vbUxf4i2j74fduV6tNf/b+1XXDdP34XJY9uO4Ndxs59QP5i17a66Wa2uOedzD5ZDk/+nQadF/ntP4vC/AvOZ4vfF3B2u7rjmvy/nsucz1Y9ZbLVWOeH9WvMrX3GN4i++bxFd8/stc+1z5nvZ59rOWy5HbwznRZDXP1+TGs+YZ6Hv6vh1wd+nzfaE6L5+4w+89k6Kf5oAIAL7gC74AH/zgB+Pvw2EYlX/4h38Y/+Sf/BP8+I//OD7/8z8f3//934+/8Tf+Bv7bf/tveP3rXw8A+I7v+A784i/+In7u534Ob3rTm/C+970PX/M1X4MPfehDqa7HlqfnI47nTjYBcHs84/bQ8PLxHk8ODziVSVoxrvt2xCfON3j1/gkezgc8PR9xaYJNgOPhAhyB1x0ueHJ8wEuHhxC+TQUPuvWFREx3TyCOPtRF1aIOr3fTLVlZRRSn7YI/dbrDy8d73G6dgQH9tO3M86Ed0kJeCSvvwwbFcbsEjZw253bAXTvik+cTPnm+sZe3eO8gDTfGsG62y8S0VsX7wWOMfojiKB3sORBxJvGJ8w3ObcNTm5cHy5NzOjQ8OZ5xe3PGy8d7vO54/0xQ1FRw1454ejnik+cb3J+HgNpEcXvsTOLJ4QFPDmfcbufoO9P43GYgNZiCLtdY7kcf2/1lXu+bzfOTQx/XS4cH3PZL8YyhGGin/qzGWet0+vqcez/u2gFPL2OenYGykHxyOOPJ8WGibyvM+1nF2z5Yf5iJv3Y54eMPt3hNT/jE/Zibw9Zwezrj5dMDXnc840+d7vDS4eGZbZ11w53N89PLEY1A53boa/ZmO/d5PpxxlBbjeWgHnI9dQJ3bmKOtCLRD2cdV6+Vj87m+b8cE6g+81g5n3GxnnKSl9fagW8zzHihi+vr6q3va6fuJhxt8/O4Wr92fupYUwPHYcHt6wOtv7/GG26fRHx/THjBbrX2m1WGxJ+7bER+7fxL9+OTdCefzwfpxwcu3D/hTt3d43elumusAQ+VQ9WBgmmnsxQGe8yufMx/XsfV3DmVPx3sGVFdz7f3xPvkcnduGs2Y+zH1g3u39v2uHOBRw/xkIVblS59r78aAbPnm+wSfPN71fhc8cpR+0fE+z/PF59nXfIAF2xqF18IE6z/7ZuR3wv8+3+MT5Bh997Qk+8dotHu6PPaUFgPbaUzymfNoDouPxiLe+9a3T56qKf/pP/ym++7u/G1/3dV8HAPiJn/gJvOUtb8HP/MzP4Fu/9VvxsY99DD/2Yz+Gn/qpn8JXfMVXAAB++qd/Gm9729vwwQ9+EF/1VV+12+7d3R3u7u7i71dffRUA8HA5ojkgKoL53LaYRC8rgNI3U6/DBcHB7DoH6aaWu0vfaB/fbpfonBcuo+t6mgYwoXDWegB9E7/udA+c1m30TX9I9Tmzqhux9ofb4pNTpZMLxZeP91P/fdPeX26n/BjPOs3UU4T37YwNTy95+Z/bAU8vR9xdjri7HPBw2dCMWVwEeGgbXjuf7Nk+17VNnien0307DuFIzKbT8ISHywEfL+OoJ+/VGGrx+fC54dMfn/xuD2fcHjKdjtsFZwMKd+042ilrp2rlzm3b1Wy4lqfONQC8fLzHy8f7DKa9/7rho3cv7WpA61zzPKd9ga4dWNHp/nLEa+dT11IZeFH09Xq+HPCwNTzdjp3Z6vbMg4av0bNu0xp1gePaiu281vb0/VE1sYJ77Sdf/uyxp3ymvbd51g3tcsJDqdO1DCtA9EfZ08et4U1PPoHPuP1kaANqffeXA/7g/Lq0Tldlpe3j/YdywBu073v60rauOTm0MNF1c2Pntw7Qn/L9E1SyJm1bapJFFA9NcSdHbA9jDrgOX69PFiC7qXSeRHyJNbSXlrXyXlflgV0Ds+H+QmvOAEQFIat5Xv0ea8l4RZU/AEIp4P0GBp+4bwc8vTtOe2N1gGbN6M12xlk2ouNh6pv/7Xv9yemMTYD7m3OspsvpDo8pn/aA6Ld+67fw2Z/92bi9vcW73vUu/MAP/AD+3J/7c/jt3/5tfPjDH8ZXfuVXxrO3t7f4ki/5Evzar/0avvVbvxUf+tCH8PDwkJ757M/+bLzjHe/Ar/3ar10FRD/4gz84mesA9GRy4aDWk8u99nCE+6ns+castBqq3f7sdlF+ty/yXIeUzcWlMiu3a9c6uJ5pcZau87u7Pj+l8JhqG17HamxMh7rYD8a4Npn7UWm4KrOvijOOLGgrDTcBsLlWAXjt/oRP3t2M52Amf+lM6bBp9JX719+X6Ct/p9pP50wv9/M4iGLb2jTujei46ns30c30X/3t9Rw2H8MMXlbgS9XMgJcuEFoT6juwbW3Zf6fVJrMPlgIBTi5tNn/5z9W+4HqfVRqts4v5zgB9LpsKzpcNn9ATXns44aPbS6l9LnVPe511nsfzeSzPU1Z7tTnwRQYpgr5nfE5XNFnvIwm67+2l3vYQXLx2/O9aZ+UJPJ66l7jeOtd1DdX+d+3rmhdU4e7lfNnwv9sNPnF/g/9XXp7q7O/mv2NcQKwd1eGjFcDH1n7tf+2D08hp73XHe4t3vD6m0bV1tVo/Kzpxnav6+PkVL9vjjas69+jr/dgbF++v9aGp/317Osd3F/r9Wvm0BkTvete78JM/+ZP4/M//fPzP//k/8f3f//1497vfjf/0n/5T+BG95S1vSe+85S1vwe/+7u8CAD784Q/j5uYGn/EZnzE94+/vle/8zu/Ee9/73vj71Vdfxdve9jZ89P95A7aXnuSHBeTxqfnz+J5Xj+R7eaqjMCd+W4RjL52xuW0pz3veII8IKtEUURW956HHcQVBTZIn6E53ouM9BTSuAtkixDvqjyi5Up8SLRaXTnLK/RpSXS+8zF+uf89XouhML6erIv3klAFpOincfWSu1eGw2MocW189OWG658fJYRdL6o2WzMxI6weKFGkxJXp7TBGE8+aUfJEf8+5zHzxnTQ3tpbU/JSzcxphS9mV3nI88OJIk5XQbdy2rbvO+XK2HSi8fm89brZf773sA5sDqodhNlvSYoqYWfZ+Sc+6NVzFC9Ws26prVu+yzaT0+q3hbfs1QSqZJa59DwNO+pN/91brHvHhOG8rnFNPCe+KmQY5Dw6O+bs5bXo9C/az73f/eiJf5kButb75yRQcN0kWs6u1gRD0S/450Df6zJn11fmm53SLFgqejOGDkIeJybU2tis8HRbTFOuDEnXXtOD08WeJFZjax4L+RGJfrTO/QPlnxj/r7ak2x7Nzh638iTGZf/dVfHb+/853vxF/+y38Zf/7P/3n8xE/8BL74i78YACDFnVxVp89qecwzt7e3uL29nT6Xhw1ytFXuROdcMsxkFJmx84T7xqqfi92kreaVb2HCIUD9DhfL2hy854gIx41weLGQfL4rqeS4CLBRk1xJ+dsXnnMnY0T9WEQM1xNGXpBTvAvQQ8IFsvU5iMobsFmOmcMdcp4ZG1O7EUssKAMcWD8TUHJaaREWROeY+xC0TP/CYHj8XpfnVfEhhGBCD1ddMV0XpIXpaiQ21LS5xYSQvFYEK6htejbGQf2f5N1qyYdQozDbAr5CMDmIByItxGbzHOkErEMJYBOdIys2J5pbFcvdc7WQoN5cmPD9S04Dzmfi/bOUB5iy5NKYPVw4AQCk60qUiW97dAL1ToNIXbAeC0+Y55mK5bIjbCA2BiwAVwg732cy3QMljWjEwpevo6C6ghbelKVHiPw4ZWzzJb0Y4DDWB9HQ27ELbTe71FYFULtctt0r9Lj1efAlF2us17VcV4XG/KJyP5xWl0EvaXkunHYpWazAEsXatRnGk6MdUSAulc5yIg5HiwScnipCI+O0Gtl4k+2XOgc1VD3xjDjkXtl7xiPiBvnK7+hnkosrEF5lIrexVzjXW0onYIDND/0sJp4+Dup8WgOiWl73utfhne98J37rt34Lf+fv/B0AXQv0yiuvxDMf+chHQmv01re+Fff39/jDP/zDpCX6yEc+gne/+91/tE7Q5a4J9VetBwBPBqaW52IuV1j+AvmrbTi98cXFz49/zGzi961v0BTLGoxQZ+3A6oSXOzj3uXXAeHjar4c43OWcJZ6F+HILtBuk1PXtpqHdAOfX+/ApiZ0LsnoCHWTMP22YPQ+Tzv0PQVmEWhLiOv42MISmwMPWu8HA0oV3ySMUffIcQATKgvlsGBe7buOd6a4qLs4MFnWmIuWd1c/aVyBpRlgLwW2pADj1C36nrLaa362gX5rg8LRXkpqup+E9YElMXM+btdNzDW33A0y7kI/cXZa4TiE93Lwp9CL5bq+0TuxqgUpTsfXZNBE5BM02BHUCuBeaM6rP5RoDtviOD1urslj7IxFmaYsAQb9hfPwd4cqKrgniGPvgKxhJBafvaG4eU+rzoo5K+tyr+Zds8M08ALVr0BdtBd+o67vyOD+8nS3hp+eqakS6yBNmGeqdVCZwO4DRBIgSaN4KeZtAHmDAUtLciYNKA1lx0DWAFWuRxr0rPbxvZwK+nMjULiHWGx33sSU+Jz3RbUkUylPHReMUirEWSn9qHRP/orWZFA17uZA4txHzpI3yuxGfaJcrAI/KHytAdHd3h//yX/4L/upf/av43M/9XLz1rW/FL//yL+Mv/sW/CAC4v7/Hr/7qr+KHfuiHAABf+IVfiNPphF/+5V/Ge97zHgDA7//+7+M3f/M38cM//MN/tE6c+2QAsJwToARcOiH/XdW787wi7IYQkBkA2F1BzkCTqaTmsOAT76VnXvV7bZLpptk4qtYkkhpqT/pW0qpnIemCANDbhvPezcaLMadU+dSm80Z6cF0Z94m/uqDf76ObadOsryZ04RmRWY3r8+UZaC+jr3HyPDVcOFu297OA4shpY5tX4+oUr88Y4IGeczowTRcCL9GwCKFHmZWu8Qb6PrXBQj4+w3wvFhDqdW1qZlqjvdi6crNppf1Zugb2vtwwztqLow6TstFKj4rL6y5oLxeaBS4owIrBmmtOH3qa/0gyeKT1wWDJ52pvjlzwlcA/3WBZtIHK4NM7vvADIOnI1lwS79XLNqP4XLlATmZBT+xKHWBNowtmb0dGl9zcs8oEPgE9r2LPjI/FIQHjdwfcKe6BcB6ADETs5yRAE4gun/s9faeGy0uCJDMrP9H856rsCXim6zAHjv6HNjg0raAEogK56WxbNmT67+1x0q42GXW6DBk3wrd+uN+I6L4GPXEtr2OrI2ncHQAeYRo73XXziMvKy/50XuJfTDysumUIOg8J+sn8XtHEqpYNuVM+rQHR+9//fvztv/238Wf/7J/FRz7yEXz/938/Xn31VXzTN30TRATf8R3fgR/4gR/A533e5+HzPu/z8AM/8AN4+eWX8ff+3t8DALzxjW/Et3zLt+B973sf3vSmN+EzP/Mz8f73vx/vfOc7I+rseYveNuitHyNsgd9vI+X6iu5l4YrC1MFr09flVnF5omgvGYJnUORCldWrG+zqBVsEx2Y2cXQNlQB4GNwkmQB8AW2YBUcMGrazypiCMQ6mmt5Z/k53dtWNoWLeopL7IdoBmycO5OqugQfTvrSN5qUyddv80X70R7t6u3DC4UdUaeEX3WIAuvgOwKHlA7sDLzdjrO6PWs2FMdXtAsgD+p12/k7RhvBpfphFdPTJ+0ECOdaUyuhMFUT+mcA4tWQGthAKaxDg7WAA7IVGqY9NB0hxnwSviwEYmzCMeUuMbU+CcEOCrEUlgQGaQPW+LoCAZx3XQac4YFSA9bBB7jYcXhMc7uzi3SLoJ8tI/Zy+aweFHs28fIBpH+sYkfrsWiH3X9nuMe6Ys7XS6xO7Cmfsz/AhWh3Egp6YaQSshWes+TYfinw9rXzW9oo6oTEOHfkEkfs32ZkxgymgAC2N7iWtrq2jmmCyHoIDfNAF1qGpssMAMACKlsPrqr8OGtpto4M1xn5RQM4b8IA1HcVAk/9Ne7oConHQoT6xFp+feZ7CFphUrO6D/cryJEz8En8DgLz2J+Aus//xP/4H/u7f/bv4X//rf+HP/Jk/gy/+4i/Gr//6r+Ptb387AOAf/aN/hNdeew3/4B/8g0jM+O/+3b+LHEQA8CM/8iM4Ho94z3veE4kZf/zHf/yPlIMIwLilm8vW1Zpy0Mdt0ni9nrr7wg2nYz55l8Un8L0uY3O6kNWNBP4QECo93b8yE/KFutr0DZDLvup0Wao/UvFLih21Alwm2JKQkVxXOvHyot8TTt5u8SkYgvMRQhIYquySgt6ZT9x9xA6TIbg0aw55g5u2JDF/9ye4z/5iAEIjqRtweZ2a8F0MeprL3uftXtaX5Lqq2c1KS9+Pytl32vLPbL67oMjPu+9JPKu0txi4+JSG4NLhV8ef+7Mb+weWu6jqMb+VuWQQaHOt2JBUBzrAa/JPKzI2N+T9o7XvP0/9/q3zjfQM4sVEmkjO4/Q6rs2Xl2LSyYcZo9JBcDlpz3JNY7u63flw4XuMeVEjxqUZCOz291l8xgDacs37R/VQmnybdurd4xvAzK94/pgfqQDnDjRi79ra6oddvy5m1syo+R82PyRRleP6HGR50GQ4YvOVKq5RvcHgn1WO+NzmDbJvxgo6LLScvv7Y5Mt0YXpVml8BzAAGj5b8fDLl/18solevyH1RvLz66qt44xvfiLf/wPdje9KjzOLUfSgL1ktdFF5c8NeoAhesESWCfafTWlZ+MEBe2IHwxfpfgFBRTY5BllIW5DVeHK8QA5/uLvKy54Du41r8vavVSs+Wyq4INWdA04nmWW3wqZWFKzNwXg/Xim/64swcXXHH00KnFOFCF2CKMc5wWr+zk6gz6gPQTqYFOCKZWpTV9MQId9eOEn3rZZVGU/X77Kq2xLVlrjktprbUlz0QFsRArNNw7icQ689Xk9LkbH1spI2yNcORR5PwxbpvRfBc7fv0Tolq3BOS/B6b6VfCrkZKrgBWBQGrwsKWNLhhBnYBz2tYHfyimAoR9Iv++O9AWoe7PORTUa6BpVrCDEvji32mWV48hr4AzUvhzxcZ4Ot+aHjTAc0vAC4BMrvRubzWeL5oP3nkXwLoPgaeL/aFS7zCqiVt9f6eLsRv3SLj2lQHnYOPjTsKY9wA2mtP8T/e+//Bxz72MbzhDW/YJfWntYbo07G0AwbVZCxw9n+J4oJxxzHWN8jlVtebTtF9MLwIsmD1RebMhzYjqzTVVPXBTNgwTABgYqpeT1VRez+OvR/qtCDT1fISQK4rjZPMNS0L+rGxzVxSI9+YznuFT/7+kd3wDtIisBBFA7bzti/AmIFbP4NxVXt4emennwvti2s7dMvrQ1fPc1+q/XxT6K2i3QLn2owu5lhpOoPWAk48IiIF6FEfgo6YBZ7NxThlZnq4oNCjjbTMsbR5T/C+YN8i909TKc6vcFAxwMWk0fMmzqQhYqDqvke8TqtvFAvsFSBSCW3gVfB4VLTFDelR31lmM0zdd4WGMT9eNnRTGDTzGDWAei843Bdz2jYE0OWJQm9adk5n8xbzQNHhqLy1vAQYUBg9YqnbemGwNJWyvgNEu/+ZAzieg0qj+p1gqnd5eCPg1g4trSmv2/fYdKP9nj8e75sUUTX6FzxyodULUOZaFmsvgRHiJeJbrtLRD2agy8S5GOCLfc1d5XXL9KgBAyueVte1oPt8HQSXJ/37eM2d3ZtAnmZLQ3v6J8Bk9ulYDveCzcwfan4tehBC/ZKFwkrjQUw8why9FO0AT7gK7MJAADKckeNG43MOp4XCnIhNfXpjDGi14epmc63CvYxwZtdi8a31ftL3oTlzf0BovuKE5OaeI51urUE9BITYpb0LotRP//ksUBSVaNF4FFpwhA759LCPTUSDsDDcAN0KSED/zMFXuuGd27gI0LarJ/ZdzYyPyV8iQMegeMovYkJBTSj3YAEkR0oXehMAR/85gz36MwAzkDL5V41q0Sw5OEuOyc7AAxjQ2vE5c0H6sGXMYE7c7VT674La83Mpk1EKzYnMDPRoX4sAekG/wLOYTYPpG+0j541KXx8wh+4miKhIG3eAVRgwhjF69ztZpdI46HBypX3W6eN8Ajmk/aC2pzuv6O8RODsqLkB38o2seIMux9cE+CRNtHeJzLFj7fhYFsWfPypw4/XLmLMKlHx9+zxJEcC10PodvI8mufLp1e+2x3Yd2g8wh23ar06TAxGt9qu0EYNq4+cERrS32W7opdXQeRF7W76v0mOa+5Ga2ufNuc9XxsWbs5HM4jxsQF43G9as3U140usT9HWxPSCiTZ2HXO4eIRvwAhA9d9mejqCPzkhGzomUI8cYfMpXwQL02AWGHm1HV2dEayCp+X0Rs0YK6GH9hy6Mm5BQM0AUyB3Im3cnLwk134uBIB+4wsZ0L9AH2mg83osBIuf91o92QqRrnzbYYtVP6tv6+07Zt0wRmK2btXRlgDRAVEe+lWom5N+rBowd/wSYohC9S5tmn5pwitYRFuvvuL+VC2ifXB3/Ruh1r0/Vclsd/DMhgevmH183Y05FQY7rGQDJrsTAWKvH9URc9eESmEZz/J2iHtlc0sZLinJjPb9XNaqb7ZsT5qzMTENafwpJoEgcvHmfjX59v0kCADjY/F4Ek3nA/chqdKYDPQNuvp+YTmES4fpYW0ZaKhWNPdw2QI+DWJGI9bAYOxCAvgYZuKZsc55DB6Ceb8y6SjjP6/fsztMSYDDAxTVLppmOMcXX81pKBwgHohV4LNwJeC8tTZalL1NC1NqV6nPEz3g7vq9BtPc+cX+oI5NmfVEyWSTaV8GUky2/OP8tRJPl+OpXgnJA6Ad5Bna6AXrSEtEmw9xd+8L7qoxTD4rzCcDr8jy3p9W2vS4vANFzlvMbFO2Jb0b7cGVyuvQ8PIfXBMfXgMNTYHvoz7QTcH4iOL9OcX5Z0Z6Q2pjNcL5m6mZDacsXKS8Q65K2/rlcOtMUkDMrLch21K59qk50tS0udcOInUzFq5mZTwiUC3qUQ2lHKx1d+HAEUq2P++LCzrRRu4kqz9nuDht6gNXIvmvfWWSXOzlP2WQ51w2daETRfcXuZdnHvVByADbeDTiX8TGTJiYpDm5MUPsUdKYklm4AxsQxpFQACBfkOqvebR0F6StjXwm1Ojeg5yqWIqEQ/ff1KeiA/zAEdqqbgUN1SjaN4iTQgAwcan/88zIoHb9O4+X2HRzAcadreQ46DiW8v5aBDZqaSt6e7MO3E3E1+TgR3TT2Q6EJjSMLth1eYHNyuVl0gOeT5yz5SeoAuAawcBZs91tOtCmAiphj8tjTqTnVDCBgv4sBo2p24rH5YS8cUjB8ny5lMzgdWAO0AkD8LIMeZ+xaX9ljtFi3YesxrxJvB1My3sFaJNYl1zn5bdU20zIr7TFvd8BkNBA7+AzFJ+3PFY+wLyZZ4H0sPo2Tg/6CjK29AESfktJeugAveZYrxOZJZgr0v/XQkxDqETi/NEwAoZ42wSSW9ybl40nq9dFWclYMwSmxCVjr4Mmg4yR7NjDg2Vl9A5ivQlsBr/q7l52FzD4p9WSVN1R++aq1a0uiKF5NeT08qZrawNVf7REcutlGtHb0AFyOCzv/qhRhKiFEGfXkepIAXrkiyUggFpt6AoLEOJUEu429mm1y/WP+g8FRvW5+GeNSiJl+oVTlqv3oB3PT0j4xyEE4GjP5tEWXw4mcfvcqBAhTC4+HwcsGS/bZMPlGOfDVxI7TmLybLqxD6HJgQ4xpXjQR4daGGj9V7OPCwKKjKzMo29WKlT21LKvPjZjsk/bokJoFAIfRyn10JlOm86rCG/cS7qV6NzUNkwxTvR80DHCG1tVBUPhGyahTxp5dClBHBRfYQvB3ZepPtp1aWzNTy+uD6oi6VuBSx+ersPx0CErtzL+PQycdLtwMzl2rGE/QNeek0Vmdj9ftL5yxvSHJf071VR7mezCuQyq08THZoXRTkmfeThmj3D/OA/8FIHreEmpN/xtTVEEU6T425xskhsf+IcuQdxUDLwur7Qo50IJScxTOqnJkwbgCPs5UZNSVT+JlZzhzKYwtTmlmu0hmIH5+cWSfIr9S/2cmogrgiMKoy9iS8Fxw/7oRV0JI0UNiHzbI3WC+nX/qiNK6UbSblk1cQccybwFspJtD9hzhQ0ulubsrp05OC3AhugjCR0Uv0gEwaxP36OTrZkM4vzJQCt81dxT1NRhzTXNX6tzPNIzhr+XqckEwx3aEJTjMICVpZ0rFI5ggUfB6EaqTE8rFvytg1McZfUP4m7jjdI2M8dxBkUsMth/OgLRtEhqzZnQI673IwD2AGFqBcOzFAjiU1BBprOu5BAmvtKdd2+gApABBoPe/a+ILgblLPi/0DgC04+O0AcMUiXAz4KtMGiXoDMC36EeeF5nXCGgfeK4e5mnGd1f8L2liN5oDWosMAIXXg8938II8SaspG6bI8q1r3YMfZHnGbhzLrO9lGoOH+sGnuBoMcxkxHecdDpZq9ByXumzOLzREn5Ky3W3YZKCNsCe7/b0K5FVxZlOBkBd2tG31PYwNwoyOhELyAwEgmyZmF2g7wpw7Q+B7oNgBuh0x+7EESr/uDMyCS1Qic/FSmCyEi8tSFgrcjQAPK6aswWsGAelH0DM2nEV1kYYpgU1zFL4A3bHerxRwjd9Ns6td2gg/di1PBcsg+psJj5mgHhQN0k9tzumCEYrxCc3Cf9PBsI5rei5LoWuik9EofD2q8DqQACJari7DTGuD+hx9cI1NaIlsrH5aDfqsACet/7oeq9Atw3x08XZoXFOVC5qHKfbQI/0S0KhO5ixMPDUH70+vcxv/IheVjO/StTQEsLrTaXc8DV9DGY7VepBRrw/I98lKs+MD5J9gGq3pJaLRbv9g/OTw9CVBVwQGYg3UNBX8zHJ+3D+KxpWwoKWCeO5SRIFCgMF0X94AAJEnSURBVIuSGQ/pAfZ3uzrqol5UaOJT8+OP7LuvOT5U1XEYL2MwqhvQwDJmvT/77zL6HFX0+QotXDn87mmDp9QF1FY1I0+5A3fKC0D0nKUzJ/pbAHbQnU7ZzpRYCPiEea6VJRNHYhKZuSwc6IjhLOtaFBfwugE4AXtm1gSwYsFR37lOgUVbGUBMmghbwDURoZ+KwiF7LGbfkCN53g6PTNkmR3PRZ3qsn8R7uoPI5Fu1IlWL5v/sqo0mBJrseblI/+hyyJqUGqbNoKE54KPPBVAHEWd0IVXXFdOP/94MoCzXjiT1+2NLnC6Z7r7WDUQ+BqAIECdPfycJIT+hbzAQDkSu8P4ytrNCL9s+wCHz5ATOCVSmu54W2eJ7ZKZOF9DKRaCcUbisxfiTxwVEYANrYHofdX/NmZC+3GSBx1FXS01EEhhjzA7+m6LvNymOrMAAotF/yZqBA2YBFW0SKAutmGtgMDQAomGaYe01MOa+X5tC35mw3u76JdAcxRo+fCf3ySNhGXu001BXC2fBUBQLh2XN4013qlVwUzXavB+qqccB6IE0UZMMKPUFCJKxNna00OE76R9XXsfPm49bOhTSuNI+qv1bBS9EH2XQwAvxvMjsjvG+Vo0T9xNUV8yLxqEiUrTEmOk0caW8AETPWdoTBV5iCYvkLzMYjDH8hu6sXJ0bW95wXMRPZVZNAiHGjFNIuzvnWnK9y83jE38NsKZIQm/Rx3Qw2bQ76ZIDMZAFvoOleM9D0KUs8gMA1bEfku8F9UXp70QwLD68UmizpUs6C6OfaLZZNMkROTKpAfKwYXsKyHnLjqDh4D2crv0Q1K+aQDfJMANZOVyzDb0AyNUAl3hntR54bZHzZSyHo/aLIOu9b+78ereNENfLGHOYHNzMVU61qzI0E7pAGgak6jRbv7cLprw17dgzyPtFll3AarSFDbgcdM48bj4xK62NPWLaO10IygUDb7Zn77ppVNzMCCJJGVgEBRgwY+DOZmixUP2laZr+7p22qKjepaGBu1acF1GQwWQSqUDN2vW93jYAR4FUh6XFllVel80HMOpsTxqaReNNfIIc2oUi8nyOptxotFZHhvb8TizFNtoRsY6qaZSJxnGFhfue8drxLOwX9LsWtfDUBsiDYLqfiGm1mmc28SdkPJ7X8UunUZhjiSZBD11rYAhwJABfQRnRKkUyn8s+870W64rq3OPBPo8cvODd87moKS8A4O6FD9GnpIR6Gxgbxh0pfUFQ6SpGAhrAWAwlhHR85yAFadF5HhHcd+fS7WyCmU++Z8HWJNAx+3PwaTkPajFQQUSQaH2obk4WVixcXVERgMhOf8du6uH7xJKg56Z8gXsOGm/ITxyR2XioeNXp6KHb7MvC46uMnMelC1MgOwKz0BNAt9bTLlzs+oM9fFY0ajDQsXJuFe0MUs+Am8bEmYxpJ2r25cScSzv5GZ2+i1w93LeaVXfBmHWzfmz0WRlHOplPp12s/06FViFXbhdVTrhwBf5MwHqk4ebpJlzbYHTsh4selddOyLeBe3EzdJ03lXwKpv0wTIHkQ2SJDdut3TvF+bl8P5hQmU4eKz8+Exhyv+UDFwNBFkSPMUlxKb4eq0OT9yP6s6jG9yjKsHhfSTP9IO2z+OmHE67QVGBpjbgAvfRI25TocerQghwMOtJnmGm/BChAQj0GrgKEEx3ChMj8vI2oViH/M4hpxY6Dp6Z9WgEBr4/QFPN6cpoDcddZfIjBpzyh7YGYDtfPBHSN2KVH9B48qadrgT2rtPd/J0VH0I1ptaHLXE5jws/GsI1vPtLk+QIQPWeRB4EcaaHYz72EW7tTXJF3vEAbx7hGUnceFReLBEoOMHtCpnamSg5XtzMjY0bFakuqJxxpy6nLBfbeWP37qsaN5w6aacYAMalqOw30hBHlQoDUmTRr0gCJcXHyuuVJRApI4Y0YamFidA0Rzu9M15nbCMcvjLXBchtxHwd4nBIYMgj0K198zpxW/h4Bwfm0W4S2g7SGvBYE0E2GxoR8S5K2TromJtHOx+wgMpE2r5kYA8/fBDRAZtPZ3ypOtOQjVwsDX/c1kTPCpyaea4IWIXra/cAqmPS1UPqIZp5dNL7Qrtit5dVZOdVlYA2KMOtJSZjZ17DllNp0mFRpPQZ9ihlj6a/kfY95KJvhWuBIJnB6lcFX2rvc3lQHshZKSh9jvw3UvTIhOg2G2dQjaQcDnLSt1zRmBXw5oI1AFOS9FtHAHM2p6P246YA7FQeafiUM71fvlvMrXj4NONwBeDrkRN8TyD6gda6p3uiJIvwZt0KPzi/t0uBV2gMOQimyqEmDHgTttoPSaM60oMlvjvuyyydk5mne1Qosn7O8AETPWQ6f3LA1Wgm2ed0ZcQImfmrgz2IiBUsGVNC9h8mOkEM6lfnrQu0XoRAb3x5OpzgWkiHgEKpfz1eSAIAA7tCrhc+N+gyUsHAFzPyDzPSulOzrQSrXoL0zeavPaKWeZXezhIRE2+lyQlCdK3AEooET3M1swDjFk9DwahRdoPVHM5BOfiUn80vi9j39Am/uZtmNDwJ92IbZTApdib4TW+DxubAzbQlWZjhay6FpwFiDKWswurCOBIUqWStJEWRTfhSeSwaqXu8uE9RoY5m+oJqC0WnTbvrpWl7SJOQTszUTdbzKDHfKU/SMUtjA/FdZeG7+IdraOaBbVZrNg7pwsvddI7oH9oFZQ1AFUNBrYaquwMtpxYuNwPnunlsFVwiGmwEB8GUf6XPuZ6xfxeTjKcjm5LRuN2SzHvHmGskVwOGM5Lqgx+7z1W5Mu3hcJG3kn8DYg6vM40bDyxMdUadVjlRTIJDmRxQ9avkRxfloc9oskOv2IMCD5HcO5LdTb73f0K9pOZIcQ9mrK54LChphErKmtcxfWF0KrfQyj2NVXgCi5yyXJwplH6I6qRNPKxssXuNdSd/VOhhYic73b3HZQcTqzKo49Ua9wFIzA0FnWkC25zOAYtBDDARA3wgkuPy0Erc9Hxb9LR91Zib9lG5gKJ1o7PTsnQ5eTX44jR3sHOyxCZEjnYK5CCK0HTBQpdS/PH/JlMpkJIfqcAIN4SZx5YMDpjBxHhQ4mH9TykFjyMcEXsh6ovvQONXFWObK+25tXp44t6chOr2YwXkVJJwS6LjGe7edZHKrkgQzYl4SQEAHBWgaAm8X7HJxGh8d6FRBONpLr1VB7J+HFqWvyY2EGjPqxmDPB+DNlP0rpnUE+TjF+vB3zXQ35lHH2Fgzw2s6TMzFGdvfXfEg+zdwo2Z6lJ8BTvy6kAVYakcLvKBUA3CeYj4u22R+lGSKj69kCObQiPgzmnlVOqT52DbfWkyQXoGD0CjO8/xQSiRm8CcNwINkoc708c94iKyN97n2vV4BuFdb+Y6O/vn9Zvx5+KHey8jfZvVF+pATzU+0xwu+9EMwQHbVPofmC+kQL5vQwVuXda4knU4ntp0+cVnJmkV5AYies0R+lGBosu8NvycYyLwyXZlBG4oZU2JYxQFwqN3pWgDe2KxKbnldjzpKf7WPc/PbqutmVmcGs/nC1bXtoNPJUBSQ+w1KJopRKdN19AOwerfccT+psU9NCAxySk7qXW5nIYTGQMpnDRBLgxBOscbMxj1Q5gPiDF4BPQtEtmASwcgdS2ykESmn4RAMPNmVThu9oP6jaNL8tSaJgUc/XIAC8EzVU6naK24T6FEpTD+n2bNO9Okz6ie/48N3vx0GsYv1u5u5tq7vlNCUvkz7WRM9VM0hlddA1Ie4R2kjQeP33LUTsFFoe3x39FNtFm4KHQKl+u4sitjcA0r+NwQQw3dl4Ucji/xFRCtfOxEwYPahlGiTgF6PohVsD4qtDf+XPmYFjsAG6eHavK4Y9BT+Mvpatie9L4opxUUytbbFewQqw+5FayCZSb0ed0o2TUX0h0HlqgRyor9R+DCVse51BripglyvH55lm7cetN9Lt9IqMW9nANN56nxPX1R6Qbec8Dtep/Oc5Z62e0DtqhvW+EYI/154fSWU1++uBbwGXiRm/NQUKRPbwwUF0M6EQpMDpMmfikUOXY663vSP7EtvxnZIA4azMm0UfmGTpQPv9GxZvPyzAYNZlM0RpgQ2tVl9fFLYzsjj9kU89ZmAljFs8Ct+K/pKCPKmbeOLGn7+aNo7TcSYejgNGBOwHEusnuXrE2IMDG5s6lzITu2VIrzZnXmV/gkJE2/H1fmRbG7HvFtBQ+SaYqbmVVc/p9zRFB2XaShdo1MARQB2aD7Z8hgOO/WuCo+Hx6r9F5W+Z9mHSwVmlgQkTq5jLw0HXWQHXXv3ctNP2DEm7ksp1o0s9KpGh9YxZ0uuZizhn0rzdaUfmbzD0bveL8bCehxweI0joommyqUfTHAgKc5AiniF70sVk7klrYcCQ1AW0BH0aIKtKBDGPW3aI972NB1cUqM++P63X/sT//xqHQcNfkAiflU1cMkUSGtgaIVKH/f6+YxxrDQsoa2rY5RupIr2VvwnnPRTI/FTuF5g0LzIBE/q2oMaBAf3WYLR8IgR1MCpL3wO9g5aQJEr1u+HZxGwlxeA6DlLu1XgSWF4HGGhtuCcge2cuPwm+e0BoSVytW9XWZoH/qlNi2+5GOoCZTATfaDTDgDPus1RWgnBH9AzL1enalAfmA6gtgIYDQmqzRjjpTuE9vT7O/2mcaWszVXA7RU6ycfJZWfz5HGNfkx7nhyWu2DonNcZ93a3ZZ8P63s7dft6T1NAAq+RtoGiThhsTJpHA09umvFLMid6pUGO+jzJZppPwfJ3N/cd7vI6BWxtnBSXG8lh4UT/2oXofxtjnkCWrbsUcSKa95GsJmfR9p7WUYBIqmkamloHm0qnQISIvqSXfD6rBhFIfm7TOnYt2gURGTY6QXPva8IeSFGjvM+aAA9bON5Pztjso3XFAX1ZHidTHvdOEWzVR8cBgvspsvYgQBkLXkWOuEz8b4x5Za7cLQTKEm9SGfv60K864/GG7x5pxyfNB/Phesi5AHFhs8+x1zupx3LbQdsrn6loBkX8jPVp4svXygKA8DyIwpzMMXKWkd/Udl7wFihk6xXEQYEH5PPBWtOwlChasdY03TGzlfICED1vaZgZ5AassXgvsal8oyqyU+etcwB/ode0PQB4yCqRsF0DGbwIwkcnTrbxHrVt9XBbuohe8HqXAMTADYdvBhNzTdmGuFg2NobTgUw3UTV9f1W1Sn3SDeP0wDk/QluDEVpNyTRHbiAQSOzfNRY0dFKbHE51RGp1Gz+gq7vRqI60gR3YUKZqB2GhETtJFnpAaFW0YU5XwrQp87Zn2pgKT/OmwI3dHv2YUs0Rq2JjAwOKWDzPKOptjIgaZoyTFsuBK4+5+oiwWW/RV/6Zoh3ZdOBjb/1qlAC5CegtwK3Tw5m/UpSWA7IaxRmHLYTWAx567HR0uWmawKUF1LQ54d8iZc1UwEnmlPhMiL41wijeLfPKQMiBYz2s8OPEx1LUGgNF8otyk2WY0A+IXFQ9xFuyzw2Pzf9melQTu9En9lNGGkG+xCsAu/9Qgj+yFl8uArkXbHc9NH15QL4piWStaQZsNd1D5a95XIsxsnzZM1fW+fH3ZfAYpUOwHxC2u23U7dvd9uflieJMt9OHxnQVDemaZc6m3dxRXoKfy1ac51+YzD415fS/N2wGUnhS4+SVmN3eLueZKhvrygKU1leSAAk4pFw7m/vMzJt+CrcGMWh7dxJkKznlpp3wSUAI8xHtBvLbKe/7adn7EICIfu7RoDLlJpQcjcZs7V9eari8XPpQ/TLK4SPqVsRFuP4s55EJoRBgVIbwXZXad2cQxeHQUdEGHZdbutALUGDrTvSZMgjAxERTFCLTgoTTWN86Oz4WEMvMkwFAAoQyaNb/zh33aLeeUgCkQrd/FPI7O5KONAkpisXHXde2MVaPDHSaXhMAEeqeQtfLQ276Osr+Vn4W+NLREeXnaWJFAbgWqICU8ui8/1YAyZz+txA0ZV8U4RnaPPOP0iOlWrDH0hUQfJDkd5lPXCndOq1o5oQ9ZeE+Ss8ddRbIWROfSz5A5Is1gEvmYYrRv+DvKx/EpAGyfeg+jecBylI/is9MzIf29X0+COQJv2RdPwOnB+k2b+qfm5b0ZPco2gDYPWHyP2N6CJBNwoMeiddSf7g4zw8+uGFpctUbHWsoXtag4/I6HljfL1v+3PmM85fSqaUMfqQm9AUges5yflmxPRmbYpf52/fL3z0t+sr0VZ+nTaOuji+hmQoDVbzBPBmb+2UQ42dnT/ENGidNlmrYP0EbCODLKKeyswaX+YfUaKc2Fj5tuYNfyaQc5okzMV2rr930k8flCSe8s9OFqYs96RlrekSMWbGZkOfKu8abXjq9t7P5vpDqhn0DpvQLDqQ2TEAkC16isZvZyKHTyIae+LI4ki/9hHJ96hqqAvZEMKLdmIFGPTZnNfJRMbSHDRBLcrk2Gzj9zBRy6O9E7h8X8i5o7XSY1paWn95FMcdiFmZJ4iGDUupjyh3F43ZymjlxKjt74WpupOjHwtF8Ma65bmrbBfnO2plyChHY0oNpSE/A0tFwxQNCU4V0uNJLP7iFo/mDDEBkmoTmWdi1AA6vl/cMl7hLa+Yj4aDOWlny+dpYG+XaC8/15LzR+HqPuMJIfLhZI5LXhu8NhUJsr0Sy0j1QWdeU8+xNh4nOWbCU951OXm8FFP78NnyCejZ+IhXjBF5n9WDDtOX8ZqvD854c8/0OrA/q1ocpaGC1F8og6lUsonVMJkde3GX2qSk9fJZmx0+ZDxhqe4wN0xY5EYAhMAKkPALAhpWAF1hUaN8364sAuUEEeElv+mI8U+UoQITV9r4xjughy+wXw3VOnR8D8HtyktmjhKYL18OLnOuWzqxwoyHjgg4cvaXoJjSRVIefalNuAIy2VpdEdvNY1nBF31q+gLOTcwCspFFgJlCcoIWFAo2LackJ1IJeW6+vXbpj9yopX/c3kbHgjEGp9OinKaeJA0fzeWMGH0JwETarUAKGzpirIDB0Qmtj1K3JPyCB0yazwN7hd6J2L5P5y6ViWic9zklCdw82e236fFbTajwqeYzA0KL43WikVXBQrEcdjvB+6Im2ELQbZkKfzz4+U62MBjcJzVms4ViLSNFzCTs68CGtSBq7a1BpK4U55CUYIxnP87qXxDfHOmE/p+CX9TLkAjgA1C07AYVgOwcAt4rzphmg87jST6bl+tk4IBz3XSimkgAJFj6Bmk21bBot2t1Ji+j1VqyxWtO2Hse8UN82QFX6Wlwcsq5eVs6FXQbY9NXoOxm8ezrYpXUwR9MO0Incn8dZzF4Aouct7vcBICaCN2ZVra4ymvIkBQPjRopAGo2Pf5MZAgVgoLwHWrTUTjjX9QfSJhIXVJrHiGYO0r4YXRsV46LNkRayAudtgA1SXU/qdRa8m51cy8kkmXQKo95N+uX0CxBEX/lHLNAWQozpBx+GO63vnJxWQCM2NzM0AHZZknXU6F0EtN4oLicKn63jXJUAE8jaDa+7mvv8OcurE0LIyaKatUd1vBVMQ4yxWrJMjuDy9gKkYAY9z1sYpOyVK0Aq1fOY5oSc1ScA66HnmDVBYsC+Xl3gwpCxlC8L1gow/WntykO+fib3lceagVk4uDJPI7+75INih7Nml7E20gAkn8HVDfRWd9IC0X7mYBQFjVE6v5kiEVc889rYRQO4JU0LiF8nUMFoj2hHk73UACH/PgEKrJ9Lf/v+8ZQvKsn3aOPrZ+xRZVom2THmLb7zZla51Hw9uXbxTgbw9/r8Ut1j5oHVb5TdIZRolAIppMx/MtXrGFs9WAed6Kf/udI0LsoLQPR/UmwxsbNlvYRTLpYBuGiPNJk27H1nZs5AFj4uSfgXgb9Uy6dNOQsuNSE0XRKpgG4C8c8MFLHvQPTZNugE3iI03ccmi+/Hu/1SRljuo0Hjxgn0vHu0uZE+78K2CuTlRly8n/yY9k5bdbMd0DOxerQPh6EnkFU2rl2QCnKo9rbkQYD7Mv9GDzc3hDN88WWYci7FoHfGELlq6F1u72RmvWOWCTlfD9KXyqr/yqRs7ImBJ4IuPqO1XoV50nBME5qFz2Re8nGUfVE1L/w5a2a4HT3I8G9iemAkoOviUyNyChgCOQnTAFF8WzyCtl2AyLhGYQXAaq4kbysdWMbnfq+aPNF5L/twC89JNKVLa+MZ15QTId2/ZaMrSfzgCPNJilD9w6DHlNG59DF4wmPy1nD/WAD7WK+iKo0fSn+mq0D43rHaRyB3vgIUjkQFzSFFMvO77YmiPSmDrGuVe8+Hy8o7gGmOFRhamQ3DvM5T7ffzPUiZGMxzgTJXiYfMz06aXSWgxfuQgWgxI169J43KC0D0nOX4cbpDSlw4yQA3KbOnI1OJTQdgOOmxViOEhYxN70kb+RFLvpic8rydCKfVbKu1esfvSL9HNmX2L2LQsNFrvsh8wVXhqzK0EDqigZJK9ZCZuN/7c1mofqvpLvyIom+dFmo3mfeLdkcm1sOdYLtHMNBufugRGx65wUxXpbejAMR9vQBwssM4MSmR1U0Qocq+Aka8mEZGb+ucOIiTdQJAa7+bsCoAmJsMQpLQmJ41c8qSOYoxlFOb/AqWp2FV00DJvr+P6NzHoqH0brOA34qgCQ3F0X+nPmEHbKzKUmAu+gjeG7MA6mtvrcqf3i/vSn0QGHlcTvww1aNYX1ypzmcWwonpUftHSypMVTS2yXQ9rYf89yrLucLnM2uk3EzYTtqTNkox0RHY6RrEsgf3wFocWLOQzCcQVNLvF/fBehjAB5WUZR2nNsV+iTU69trk92Xz2H1gTCtGXcn7ceY5Wr5K+6D6HlUAVtfvAWjHBry0Q5fyTgKI5q8Ve9z7oWJzI3l/snwp4xq0l5EoFIAHPXiAk9DaeeFD9Kkq5AcSwPTSJ1/PeVITqKjJ5BxIeASR0t/+rm/+Sb+96JcKwlnbF7QxzOhodZAmQRPZnu0Vd6jl5GmZ0QRS8I4thUq9ukTIqTk/WP4O5ilxN44zjnpqd8ZaNVDtCDTL47RnNdnOmO/5WQlHIAPD0lcVDP8t3nwsQIrGIWknZNBq3FmXmZOEwB2OqnImZrf5mBV6soCUSv/F2OK+J1Kfi4N4Z5yrHCjiyBTrNbkpJq0lm3Ur87xoaI4iOoYFi4/To3QAUqtjME8CQxHiz4JmBdB4gfhpuPopyKjTnd4nzYw7+icTKNIalMrgfZwc2ePgwP2HzJeC/Wl2LyX1VBJhKlmAIv7J9OX0Bc9CCD4m9pGcDmLUt8LH2rFX4nc1cp39YIK8N5XoQ3tJ6HvMUzIOkQdk/zmfF/btqyBxRb/Nu9CdqDvflfx+BVjetzbMkSNcfFEKSFE/7G0UTclmqDYOnwDsoIjYu+HKoYgbEthvzcfV4nolcpSP/ku/SqXwkWmf+eHL6dL6vtZNIK3r3rzPh3t0q4BfawRb97faD61PGnBUiGl49CKdV9mENT+oWh+3C8aaIXq0p49zInoBiJ6z+GYFcPVUEQxpL5MvMACK58jxTePaGjeb0ddh3igbtd+JRRFOCZRVwUYV2qlaLohTF0DPpugRpUoxnMKrgNGiTaHvVhmW1dtLSQ8H+OFQ9/BtcMZJJqQEVOuYuTF12spQu6L2dUxsMssoQljHowc7mahlVgUJLh53EfBu2kvC0JvexvgSCDbTTJM+ZtZEqGm/PBHklACQo4uSGtpynftai7acYVuCvArGnQkXcJMA3t4eqU7YqhBsPXquwbR6tLaIsacs29aeMp2NhmJ2qeF/MgPV1bUYvn70pBEu/EcqBr58fjcHeXw5tINpX8v0lfowHfBsBFJoPeY2NfGeyS9m5c/hgtpM1mFuM3mmljHYk8UugWCYP5nGC42Sj4l4gQo48jvzSi105DnjxwQBVKeLgWm83Q9ORr1gfl7WVGjyCxjlvvmQ/d2q2Sh0mu7/i/4zX5bQrIaW+Dz2rtBjAdBvNINRB8sP0v3/iJY+TZcbALdtQYfR3zlNy9xf8TQDdwtTJtFzVRSI1AFRtjGHchaoblCSkZzXLw4nz2ivLTs1lxeA6DlLnMi8bIjQ0eWpwAVe3eRVSIagLDO5la9YKBB6jxw5Z8mCV9Bt8iclj336zq+rd+ZRi4MHf8Hfcw2OO+H5+wYYwvRU6lw6twky42FbvjvOkR09v0vtlzq5n+nzmCsFG8KTE+LW0nzGjfAWabWx8DU/K7/nqjoLr8yPfUwuccZng74EbE4k+ayNxCQTkDLhRycupk9ECPJkk6myXvkBzq3F69sZ+iK5nq9POfpcLkBFBVFqgOtgaxWSTJbcdppRFgquzSwgcLsXyGtb2mfDX4XMMpLrTSYF3h++5IpWabP1cbjrmsJk1jv1W9D11swOTuIAqogUEAFEPLO4mwLL2OAARwGpG62N/gnt2yB3AV+BOKpQdBpfA7e8PzV/Pr7nzwdohRjwir91mD4JiAS9FcAiICL6XOdQAD20Yip+xF5yPsUJAkVHxuWHLRyZ0yHN0jU0P5BUYV33Oveb/JnG48ZnF/sFwOi/uz1Umri8qJ87WCV+KvZfyBle8yv62fcBaM1nNHxOgbEv2A+O2ul+kOYn6mDL++UaJpafLDs1dydpReuB6/wCEH1KyvlPUR4il1Nt+DeQzYEYNZ9SkcHQnkrec3SUqJ8pcoOK1uf984XJKwoJyvRxOplgnNaDyZBK1evmzS723a5OmBvTbNY4ZFrhIj3rdcMIwFqMIQ8adirfMDFqanb6LLQSi0rFTjJHt4oNxsB0YNDHF4hW8xeHW28uQNUYxE0n4sXTAkyAojM01z4MwWKO8FsR2NemQUfbbIroflNmnlqEuSfnTy0kTmNmzjRrDWIe/CQf71JbdRy+bglIh/DyZ/iw4uCTh1CFE/P51gcWVw1E95XaphFvwOWoaDeC88vF+ZWEDAv43gcBmlL6DZ14waSlNSEhDT2HVD14ZHLn8dq/reyJ3pbM+YvincGvlgcn5PogAI50hQKDLed9D1vnmXSFi3IutHo4qovsMTKuArziMxOmKAdj9uXIZm/8KPwMtfe3dX8evfR++lr1A/P2QAjC1xXzez5AHDpYbjfdVBTaXR6nEiDkz9nE6XMlo/8pi7i94xGPeKD9xnuR+UBXtdIBApguYpXBs/TQpsP/6hLl2OOkjVxdvJvWP9Wn0ARgvc7I4M+gG1jnDFuUF4DoOUt76QK85Cl0JRbYxCwc2JwUOLZuA93K7GEtq4dadVjx1YHBeeumFl9Qzh8P6Gndj9ptroesU3a/hem6B+9Ebb/1awjUTEtT5loQY+c6fZOwyngJxGZuFn0jyJ9C4GtFzLCODZKYeO4/a0viEskKAFLfaRNysysGz+PGTOM40BaNAvxUR+pwwIU8KPElMTRp0FNv73JtTmv7F+l3XN33k62cZWDYAOFIDC1pBdhRPwCHxslQiB5qa8fHF6c8RT8luibl3hhzAgAIsN2cO/mJ+0b79Sg3ea7VQZczXJYlV0L3l9/4eGkNp2gajPnMQA99z3j+pBodKBlMJSF/HGazpTaNnrdB9XHHOi4v8LxJoZOZN3B22svYbw4ofT/RfHpm7/AL4XGHMB1jVj/YHBVyatiODZvzPO1BC2pArkVuGhntGT1nALQgjo/T+i5b/8claJTqk96Hhr5erx3eSvSc3jboE/WbZNJ3YlpRof2iTaAPW75nzi0NdEjYngrkqYw9ITCTJQXtJDniZFms5uWYXV4o5OR7pvQjDiUETsUPwBggq4LNyhudD6dExL4GDNjYYSD5wW3mx3TTYv0IAaKYNwJv47v1uPXCaGu/vABEz1uc2QFJi+KqU1aTt5PtaTv1pE2amPaVTe5/2ppC82SCgGBcfBih3ocOhuSQGXkIa/pIAUClM6RYYBV0qDHKKuXncQQT9j5s2j39YTzc27kIcNmmd4cALgzX6/YTI3/mNGqLqxJciBcgoucN0iRuWvZTUlfd2mWlthknJ9G9sXuHXK3uw5BOA7GfAYQdcJ436LYBF/TTZh2r/x1tO7PU+CK6YfQXG3c475oAwqULDL1IZ6zEHNXS/6c74eoYmdE4EidQnACtT69ggFHt++JyVLRbwYXTK9iz4R9EGs3wyXAhy3Tg31f+TNxvLr42NsThQUhg8364ei+kt9UI3D7IcBK1OQlN8epqFxWaYxa8NO4CzEIYkMxK73lVLLT8NC8KPRbac9MXAS6HfOARZIG3aC9tZ3t+Oyi2zXgBA6ImaJsBkVrS2uI1R41M88zCG4mMALAt9jEn7FRep9yPKvTjZeS59+e5O74nbO50u/RDq4PAekBiUP/YfkR/Fu8w/+BTn4Nb72Psa08HwTzGCvvDkgmRgbcfUhi8aOs8LlKLXMZ8hnaItGa9rU4HbVvXll2Iz4RGuDtay6YE3G1tObjl+Ty/AESfknJ4bcNWw438ZLPRuvQ9ct+ZC+638Z2Of5zd1d+bczO45DIQxnk4fM1fBHpvktSZsHeN1eA1R44igbwoCxzAn+1l5B1jPyy/CtVvLb65ikkh2trt06Iup+tqs+0Ut5fLBdjuBXrZhj36WaUyLBZcDg5Ya+YNmpMzzHQ239wseYg+r2562cm3okZj9jvYPDGg531xp1kzlehZ0C6a7gmbopmKfxH7ejRKXeDveT6pyS8pgA8yjTdN45vKRSAPBUirVenRLy1/xwSsmsDQxHk0J7dzMZrxPnP68zzQnq4+gWkZP8wSzc0QHEmW5jSYeu/cavmviig7HpafC3qM/mP4PLK50rWVJ9JYpnUn6Qc3d8HQZEZxfkOO/om3lLpS0Z3fAQTvK10L0L9aVzFXsibw6rMa3ZVo5TmiaE9wn/bAjQMY5hHApEnmpJ5TAkt+z9YAu1hMZaVVcnkhmQ87feQsXctFe6LKmDjUEI9bpigg2rQDwt9KnA+fBfIJGfzD9qxHwTX7N53yF/MpT1ee13N5AYiet6zAA5y5zQssNs4DvUNMNYSDf6VdIHMY/KRJsZ+5A7S+GImYzTccdJU4dVE1pkXEDJ9PAvbsuJCV3lFC/ZRwbdDHmL87wLrWqo1TtbijYnNGhohucYYc4fcuBEnlGnvYLYbVaX1BfyJh/5oTzCVwM2iRgZIU5sa/XkFULDjr0tHBaNN+33Rkh/bi6841lyoRmZR4pF+1Mjc1SpMYuwvGFAYfGlC7+wqaARvsOQvt7SG1iBDjiITjxJL0/hTJxsUE2wyIjB5Nxhr17zy6iIR8F7hCTpiy3Ls1gsXNCDliqb60+J2BFNNpBTY8bNmESUoBUARDuu8ureOZRr3/EiaSejVDRJn5XYkUracHRbtIT63VYE75VKevX0XdGIM+zwAbK9m8KrsHlELbhL8V3V8moV4Q/yX+Rmu4Ap/cnlXEIe00Ls+Tw2114CK5PR6Y82Crw/sRdy66z0wAERmax6PVLXTNiR+CKCpPgQBR052N3FeZ11Q46bPPktdnnG4cwsbLKgqcbL2yCZtMhSlxLmyN+WFp6Z7AD9vHfICrfby/woepvABEz1nCrwMYBI9T1c6Gi816Zde7OjkA0g56jzo1LYp0N1pZYIAxwDsB7mSuenFi1G1stK4FKO8UJ+GhJbPnb32V1qYWn7chKOUEtHJtwJ6TeVx7QtFIwVAqQyvMOoGQleBaAp8/Won6ovHRHzFw2S+VzBOzu1oU4XcU9dfXF4JaaK7qUlyO02jQPImmhDxGaNMeLNyWfRGApAG63HgHaD5dmFctS4C5uVO7wnUCreN5NUG0m8W6CNBop0nHSNkVL5oPwcJV8UWhFH4cQJAOA6GRRKdhU3QAtGOu1Lgbi/aP/yMhuaSLj9Gc88WijliDyIBXzGeIBahfGuw5wVKd1i1RAXdaRdN8rA5iEXpPhJ2yUVeeyj/9tQPGgYm0WKPeAjSm+oiu/rzlz8FZIHsqurqPGKhWjVTrNPKUH2k9Ow+gg1DQiJ7xrmrMo3W48j8DsnHJ7GrsXv/CbCn1kIfBx/REtE3fa4xzamap9VVccfHbLaz12uqh3oGg712ny9MXgOhTUtpN67kbvKw2PDBAhodFrsASF5ZqVQ1aGeTE2NFPhXba5GdTkj8HS/695oWTo92678TYS9YfX3hRbxGuKhkApFMQujq/kKoCk+V9Ou5vwqeuamIRtdOxAJ5b6QKMS12ZWU9NUB8xwNSijysBOSVA8326aU5Y5nNqPid4cE1KjjYcAx9tMGMUFl4YbYVjskeZVDougBKA5Vg98yuKoOlCxvp8bxE1SnWT0FL/28GlA2Y3DzldnB6WYTyFMxdapO5LqZ8FJdPjpOBEkX59BN+CPhMLCfSMtY+RXI9l/NYvM430DQz0yJwmxKjhGpkzEc1pZ/s5pczw4vv5YnlmrG9sBpzyn8Va0iQ4AYxonkAQheYMGNt8t17sw4mGOtdBIGpt8SbJn76QBKIYJERp6G4KvviZD9X1UftWfTx9Dg6a8/EQcJkykluTPadX4fncXweL8RIS31wlad09yPg4yl4ZF/2WtegmOHYpQHm3zkuY50ZDqY8X9IheNpGTebxeND342NgXfDCdouSYp8Q82UpxhBiaaZhG8PnLC0D0nMXV1+OD8a8y5DzBddcAK2YzXdqqkhe7gxGun+us9fg7rkYsAMYFdvPIKgZ3K2BmYAGe9OuhaAfifcldFIzTsdvXS3jmcky4Ml5vLzZ73gLB5Kdj3KDJfMyJ7V4+z+Hia8aEMgf2n1/quQoHk24SxGk1uNq3TuvuDG5zSvluks8R9WWYKylSxNXRDipd+Jf8HbxG5SLG54hJWwSY+LUl/OpiSMN/RymcWQfY3gThAiNlO9X9xcUAHQMU2SSydUeKiKCJObr6uNP+QvKlSU16/Yf0ZxKe7Yg5dUTT8GtLGouqpaqMv17HIzDzjQSYCpOm1aFH7WbASlszh4oFE+RrD5A0WNP9bkQ3LmyG2zuwXRXi7DO44Ifxt3pFsjabNtIquZ+KAp7IdqX1FTdfHfI8ep3JjFXABqCh9YtB8ZiqAzofkBfgph4ikzivIJD6IT5GTGTHsyBBTdPiJtPN04EQWOomcjNz+++cBNjpeiKQAv+cgBD3z3PmXWwtsi+W39dYDpjZHD9A6eBxJl9e15Ipub12wWPKpzUg+sEf/EH8wi/8Av7rf/2veOmll/Dud78bP/RDP4S/8Bf+Qjzzzd/8zfiJn/iJ9N673vUu/Pqv/3r8fXd3h/e///342Z/9Wbz22mv48i//cvzoj/4oPudzPue5+7Q9CLYDLQQMRiaR2ReDmVbHTACez4HV0MkvxpH76k6k5y2+WF3wHelkEsAAwx8igI3MTISZtdV1qU5tRJepuBBt/VS7AiNT9/XK9yaERGQtyGnc6TWm8cJfYjLP2QlEgVB7z4nSkEETkHN86FbomwFiqPm9I+xwSr47Pnnui4WbmSasVWI6eThrnLqepySgZ+8eDWyuJJ5rry7zGg6fmNqFNvbKpB1yEFdA22pd9t8HE06XrYZwZTCUMxAnLclqjbKJmefT++VCnvZZN7pYww0Q0pJ4nVNuIBe4B3S/sZobyPfgofQFLthy8Edoy46KdtvsujkdtLcIucOdLDXaE2jg75juzyg9bcgQ8EJ9ZF4zzbPPPWtc7Uunt27o4Hyh9Vj1XVwrWUFP6ct00FWiuVLlYmaqLfPPaNvXI/HhrmkVHO62cfdiArjmSGzuC4/auZUXPrY41nT/PqYFkHyOXDHj/VyaCa815cEMB0VjZ3GmGwcAAbZu8oBYnsU1WnYAje/+JFzd8au/+qv4tm/7Nvylv/SXcD6f8d3f/d34yq/8Svzn//yf8brXvS6e+5t/82/iAx/4QPx9c5OlxHd8x3fgF3/xF/FzP/dzeNOb3oT3ve99+Jqv+Rp86EMfwuHwOO9zL0lDxJulouBArErhqvadgyUL/cY9ADYlVROWjnYiko1Rub+nVD/o9yI8krbcBXkFbQKzNAmmpI5xupZ1JNaeuewicZEjpyjgvvl7a3VyrjNC8CuzWzCv0TXJqRLMdwJAXH+i5tOETUyNXhEG5kFL55CT2Sb6s6AJCFy08WW/zmW+DZzppL4Wyk3nlW65MZB5ZoyJs1SzM2IIIfN54RPXEFpYr2/F0LIk+mOYIyugEPToEQeJBbTtXpvgdKyCq5ZVpM0K8PBBhrMXw+mh43S9aHO+5w8jIgiLMdnJXJkmvOatLjdVPTb6L9qsZiN7LvXbI4tO2v2ZWACxg2517AXVuZGQ93caxl1VThYKlGg3Bg74QEj09zU0urq4/6se2gShuZm0ugnAzNWkokSmx6AQQdeeWD4nrWk7GASWYBRsduH0EZCXqD3m2UXDFd/zTy/JH2xmiVV+OAH4/rO0Xty52zVwVKfXp35PXOVH1TlaMHhEOUQGQE4zTr+XdcVR2ur5i2gNBGB7JEj7tAZE//bf/tv09wc+8AG8+c1vxoc+9CH8tb/21+Lz29tbvPWtb13W8bGPfQw/9mM/hp/6qZ/CV3zFVwAAfvqnfxpve9vb8MEPfhBf9VVf9XydqoLbwyzN3pkYNLBesIpxYlRXS/bfu6q/M0fPFRNtmVCK6BxjdlcvA7WqoX4Baq4z6j16qGX5LkxmpS0SeClaxRf5jooXYiaiqtmoQrKAuolZSX8nTGIiiIzODOpsQElIKUUKmekJsLEe0XNZbJlRx7vwOufPJyA6fT8z4pVae2xw9DuKGFCQsOj3fW1DOB3ozqkb8jthJmyCNGsichulg/knD6sCIPpiCku2PkY/OcJsEnBOB/uFBXIBiPz8UotJ+2VKU6DUhvffVfJ2BYef1sNN4Ra43JqvkJv8KkFW62Gn9OtKECfh+YoFxN6GSqyXAK7V/GJrU9QFFJAzSxoNtrwvdqPF3KflqNAToNLm+Ur7wj66ANtd9+c43NklnpR4tB2l0/IBPXjDXX4uwObO+uScnoQcXfWgNr5+PQoDkUFP17aDAZ0P08G3m9edHqbd9Ezayb/S11WYM1HQgc3NebG46aOhaTENl/a+VHNaqtd/LzIo7VPFmPMFoIuual4auglEtZ8bNkz7RdV8qSLRYqlwagAB2reLDPCyomP1l13Viy4X40AtAmmaDm/NnetLtm9tKyfBuXxaA6JaPvaxjwEAPvMzPzN9/iu/8it485vfjD/9p/80vuRLvgT/+B//Y7z5zW8GAHzoQx/Cw8MDvvIrvzKe/+zP/my84x3vwK/92q/tAqK7uzvc3d3F36+++ioA4PKkQV8qTtX+M/EdoRDXBThAASz0QaDq9DCyoxmDL3pyyszr7bNWppwmY/HTaXISFF4P/04OdBl8EbCxYblfSAV01PEM6NK4NfszrcoOA4n8GUm4DlARfh32bCMANIWAG3NNQp76ebWU71emHVZETRoP0ifLeTDrZFpyBuPCxQGQj9vHWkBKYu41TT6BbZ7n5SG74MTV2BPg9p+PoF0HqJIixoTWml+dw1fMdA1aj1pspz7upQlDaF1tQa7+3ZEEuYzvt3uBnA+zIy6b0/xjcu6enETjVdt3e8RQoBK/RtQEuaqvGm9lAw8eLh7tiYMLB0yLiWQeUMY8HYrsl8ttT3T6wPzPAxAMjCS+cxG0B8F2xNCQmsDTzXkH4jLn1T4S7RmQ+8cG/DaFnqTfGFD3i/MiMklqgGAJ35pItHlwOuqopxyAl7nWvF3XSKeNUR7NeHTQn/hsmI8XV7vIBfCrdwTZcTrqNmzjRZq9c1F7F2un/C2PdQ/4d97RN6MfnON6og3WbwyXATYJ18568T6J7eULXVvj43fH+m28K3d/AkxmXFQV733ve/FX/spfwTve8Y74/Ku/+qvxDd/wDXj729+O3/7t38b3fM/34Mu+7MvwoQ99CLe3t/jwhz+Mm5sbfMZnfEaq7y1veQs+/OEP77b3gz/4g/i+7/u+R3QMSyY4TuX7gGh1+namxBdOxppgYMDMi/oQbYPAgJ14IyfMZeyIcYO4jFMV94/b3/MPcFMR6vOLsbEanzaUQOLdeqKBbaxgdDbmSVjvag1GZUKaqDhpUJLCDdbWRaD3h2QGYEdkPSCNrbc102e6s85z/Djd4hSf6SxhjjRmzadvy1dzcS3bzrSkfqCfQtVOVZmJEOgsjD1FJC0rLszRJ09c26k9Q/kELActptPuyrnb/ZVqcZDqp/miZRTta367lyHMRU3L4CYbZNNj0KQ/k/AF+TGlS2Gjvd7H6eo3RU8n0CQAS6xNAvvhk+V7N67OQQnHdkFvbW/lKxnAOO0zp00zR1aioyGmaf8N06nzijKuOs69IuX3IvzENr8eu5ZCj8i+QNWkw/4lYc7BMvlf6nvxxZKHjZtI9HBQ0Px5GkOO0Br8y9fOpPHg/cyNuVlyx+eOy2Spb3avV+wxGfPrOYjsPfb5oV7nc53x09AwsqmerAUMviC+BzH8XqkBlb7PEuCu9KgHFc8xV2Wn8++dtAwuR2ppf9LC7v/hP/yH+I//8T/iP/yH/5A+/8Zv/Mb4/R3veAe+6Iu+CG9/+9vxS7/0S/i6r/u63fpUdT5JUfnO7/xOvPe9742/X331VbztbW9DtivlBTQBE7fnH3USzOOZ8jcnSJsSakk/GZ2MgcdxZgCfanuP8QqgJzsp01FuyWAAMlOMCAAhJqzEIB+d0dnGB/U0XuvCpg9xJn52ICGozGLStKXvMirjDdSOXWDPGikSYBcJPuMCO0AMvdN/UqdtILE+VtovlaWCxP222lGBgwxGxGPcWW9h3iyAIvyt+C4qFhpMr2A+vgYwwuCZ2W1A+JGVemq9NOT5eynfOSMs7y8BJ2s7D53rx7CUgIkK6o3wKjYvD5ITpyrG3Llww/g9tKnVBOe8e6+fBNQSDXgRJKeVNXOP56hNHtNe2L1cBLgTHB4Eh6dSIhTNcTf8t6juWPcEKLy9krwwKbG2fvJvrsW4gpZYIy0s9JxegrV/Dq2ZdF9ZBVqLz5NgR++f8juKrilaaIMZzCZNifuGngG0ktGZkih2cw6NOUBRaY/XnNPQl7zz53uKuHL6b6OfzdJcRPcdbDjo47ak89h6RZIo7I65Ar5i3JLWUoxZkOkl9D3JlORDa7Jsu2D4rblWrSHoNOSSVWH3H7rbgB6JXT5SPv2xAETf/u3fjn/zb/4N/v2///fPjAx75ZVX8Pa3vx2/9Vu/BQB461vfivv7e/zhH/5h0hJ95CMfwbvf/e7dem5vb3F7e/vMvqmg+5qMT/oPYnST+YM25hzSuWaEgr45t7M5/T5IXly+sBeOrKDFWE0WfFt40tq4SvPYnSxrHo7YjEob2Devg0BnoK7GDca5ZRU70YRP996PBMDc32I15momXglkMzlejhi5cJiLK0aejtVJbYFglho0o7kCpt0o3xsdV7dVp8tdI+Ta3vFU+HRB5GBoQtoL2TUpLMeh5ScwfGmeCg5PgcNd17YEqTz6xcxBwYTdl+lITrNsiqVx82lSQvrOYB42pqXPhgND5XoGOOjrMuwUMcfhWE++JdU0E+CA6NQBOpJmIfbXBnLG3ykzAqbkeEV4axZ0XEdgfSnzzAcc2tMKALf9GsF2zLeFR/X1cONgYRt/qms5pz4VTfE25mBlfu6vVERXxqiINGKJXk0GCDcBGmlATFMUdRzJt2R1l9w0DOqorYfp4LEal3YwARLe6bBmGac9a3Ldm75/mqfg8Ll1XzXjBW7q8rsQ5UH6fYmXxb6pGlwbCvcr7ZfYv7q8ZT7xLB9Xot2gm9MA6hGURMPK+0tdaRwlv1vwRyCt16vaycdZzD69AZGq4tu//dvxL//lv8Sv/Mqv4HM/93Of+c4f/MEf4Pd+7/fwyiuvAAC+8Au/EKfTCb/8y7+M97znPQCA3//938dv/uZv4od/+Iefu0+8xqKfWMxI0vRsa9TPDtn0btUohTMzQIzSH+7AKE7Dovl7Z5Zk7omB0M/VlQkqCtnEhLQmkALzz1ienuh0MjYk5+2ouxZrJ1zvXkO/ob2GA1Mbk3nAqybBr9aO29bVfQLc1kxALzRjdc7CCZDoFXMtcxTOhnFtCufdUYnkaBraF6eFz2F/JqmTG0Wfmd8McwQ2f4bAAFDTKFQaraLF9Dhu89YjcHky/K0ir5EDB2JaTovtATi+JpC2ET2Gucrz3UT3R6/6Z5XTOXBg4Ounaj9RXjDT44CuyWIQSPvI91/gqq0Lz+GYriF4w7xR0yF4/8ivLpW6L/xjFgYE6KomLcxzGM95e6meMMeN8a7ai2tcdNQb/IHpVGgV+3XR71FJn4eDJ9m8N1O9m18OwOXUHdPbje0PjworcxnzKd0Rf4PYhdmFCfucbf7OeK9GTiVe6ppb1vIzzwy/OlLVOzg4CzbWtozhIwIiynrjyC8y1I1pGP+N/XKU5GcTAC3mUntfG/NVzCXmTkd2fAYqSQuIrNGzvoih1DDVcpHykQ4+MLtrkPzzKFYyJe75tvavZ2DF7S018tcxcJRPa0D0bd/2bfiZn/kZ/Ot//a/x+te/Pnx+3vjGN+Kll17Cxz/+cXzv934vvv7rvx6vvPIKfud3fgff9V3fhc/6rM/C137t18az3/It34L3ve99eNOb3oTP/MzPxPvf/368853vjKiz5ymH1yhduNM7zEdCggtx+jzcj4gJAINJ09UY6lohR+icL0b6gogJrloFYGxS27cVNEQUnM5hq11G1tXsdQL1xF6fyZXRONPmns1zaolXum8QzDylZsqQsedPWk6aGn2qF7iGMGFhUMEZQPmHhPpKw3ItUqWFq8PN3MXz304AnuSEYEHgyadACbQosEmOMDEwvd1LPkX7nFdBBAynaX7GpqCrkjtzjczHxOCh5qxNQtnbUzFT60lzm1XYsuOm3VXWbmfGOgQOo16nhf1eFlxa+ztCOJi0Ur02xnAgLV1JYIA/PwsOl3XW9bS+SHOShGWhv0fyTSYnp318MPoS2k/f6+MRMoshR+uRmXMZkbcqDgIPGHcGEggMoP9AoJNJvyHvM4z9c35ZQ/jxSxzYcPCrXwpt48JP0lJx0MAk7FzIivMrWq8NPfcZPx8NYuZvDtQX/G1PuOZ1UYAlCWuQuSfqPJTxFUDqyTSnsli/47u673T45rgPDq+Per+f7NS7KpWARKduRel3nCfnutBmg9bQoFus62r+jyi3Mp+KsB4o8wEAbXWfyKJ8WgOif/7P/zkA4K//9b+ePv/ABz6Ab/7mb8bhcMBv/MZv4Cd/8ifx0Y9+FK+88gq+9Eu/FD//8z+P17/+9fH8j/zIj+B4POI973lPJGb88R//8efOQQSYCeDGNigzxeKUKiq43CjQgAtF+ziT2y7oF5nekcOkdKZ0uQHkBmg36P5C9TQkHXwNrZD1jbQxjyrJjJUFTUSiHAE9tBjbKsQ/MVwyX6VEc27OOWiPFhKyRUebg5kpCbW1o6127YkO35YAKjIAlG802fp3vOmqBmnMKTEzAg1+qooIlMSIffwGLvOErenPp9OqVXAhcNS096MtjjR0FOina2Oe1acgolJsntI62TIjjm9k/JVOaWZOi/B0a89pGuH/ZppMwtKZXNkvKT9UNXu4VinMiD5h/bO9LNChlWFAqgM8BmhgB+MA7jR1tE5lCcowAHo9nQrTH6GRTDSO9ZiFmB483L18F3Mz2p9Asgs3zGUyrfgYLvYi3W8VptyDhWQfuOFc31DmjfXFqTsAAK1HMcH1Is77vDLSZldNGTD2StpnDkYrDey9OBTWvZ4QcgFtDgYfvJK5LxMNoh/bui9OAgd7XjVrQ4jPJR8+u/g6+KW7NHDSRt7WFBVc6dFuNJvi/bk29sZ039pe0b5/+VAaX6V1j6W5MhyyvXNhQpS8bx9TtOw9X5eL+9pWRXSK035RVuXVV1/FG9/4RvzZH/x+bE+ePO4lRr288BpCaG3ldnd3po0bwUs009IuDIQgmLQHzGwX4b7p/VoILCxT9nM7e6uIOFpmGIvHuK/8UvqOhNoCnC3HHY0/oxT6TQxtBaLUhThG3hrKnRLawCPi6oypLPCTujBkDYB/x/4hZV0lHyMyNwAkEPZoTHQbJKE2GJg3gdwLtrutr+GHYU7zxHvqWqmaYoHGPAGi4sg/xkxMf3Xti2KYHAlgJ+dnXv+uWq8Z4Qm8rG6SX0UDJRPXgr5X11TdH6uvGMAT/XS1Bpgm/JPeq/s69lG934rogW2hjSK6Vz+4a+OrPKxqGUdSTAT4VFv3eiJ/oOJUnfavf0b9T5obp0XtnIy6AGTeMtE2b9wBRAodWAvFGvwKsLyZFY9efKY8J9Xfxw5Gfs3PRsmE23HkK6v5eq5rYnktlw7VQ6Y/74e085jXoIWOZ5h+wTdZBm65zgBuXk+AXnJDoX3Rnj7F73zPd+NjH/sY3vCGNywI3MuntYbo07EcP2l2YyAxz5RgqpSUDwYYi2wzFTXnxvDSurlkVGITflK0o0BPbWaETbtQqNoGPo0XQTJd9MdMC6CFvtj8lTEszWLNvqLrLlYmBRdYYRZb0Gvvb2d0bGsQ6gczYNKkRFTewnm68p9gVO5vQnTUYzcPXF7SSg7awAWsOgOsKuPoADHo0qFIP7B1EMGd7GtNxilakU7rSShUAbt3EmsOWIpgEKA9aWi3wIwAxhiXmoxwtpT43IWhmxWGtgHRrvK8cp1A1wKOP5GCGbgyf97NQBUQCcx/ysyi1FaKanMtrfeLry4gwas+F5YFPUeA5jXD69Q1Tu6MmyxFwXMswWsFxmR6HZ1Hnv+NxlP3FHVPPNrSNCWMQWqdLhBdSzYyCiMCM7rvmQzNRs1UTTnTZt9LDdCSAj18r1WBLT1vldrVJwJJ63EcsGSAoTw1/b2l7UhXPwBFmEL9A1GMiDXif9EkA8+654OuM1+MO9werD0GXy5WTsDFo8wCONifltYh3mFAWjXMguH3d6D59pfDR87mUvt6F3MPkYtmuVH4TyIrzWVff+XZra8j/sz37SoRazv+CbjL7NOxXJ4o9MmYiClsfbFv2uB+iCgbY/wbMCfXIwGZHM388kXPxMoOurardNNZbZn+GL+mKxs8HXoReH678YodgDcDv1OFIJfEtOizDRa9YukQJH+fToAonwN5o3njMn5fyWsAw1SE0e89EygL8rqxV/dYpaRnK8FDzGOFwJLWqyTEm81yQ3gwyIupYJW2hwOj9ztCVW9bvxXeGYm3W0DMRMcqTGuenYnZzZrMYODSX0+AE8iAkYQh0295P5sz+VqhZ/tm85wBou5v1EGIHsp4XON0APTQZhzhdGqCXedPIaFn87Jd5nfCbMRmM+R6orTxkh9uNh6X0+jQ9/SU2NCrs/XLwl1sHQR/cJLbGmezZOylAyDu63Hj9fcXU/g+H1qM/gBCszCFkquERqMe2pKQJG2J88cRJTXo0e8c0x3zkQyA5vtA8rwscwpFW6MPfS9IH6/ThV+lwIzEGwOIGPh1raBK0GjlgD7W6li3QTPWLBV+Ja3fA7YEo85MhOryAbAMtM/U1pOvjSmXlu9z5p9Gr+SOUVLIVC2bH0oE6OlZDEQpJWbEn7TEjJ8upV87MRZ/RJI9bEkIBROPhZwnHECyySfh4oLM61Zg3Bsma23UFZOQKPUtARFiOGUDuFDqpjxJQi2icqpmwzdWhEaPDaKmvUq+G8xDDtrD0/133hxuBuIsy0LPOiNcmVFIePJJbqX6FdF8AvIxwJjF2frPYdrAYDwlT0gnyQBSK9W7A5sMYJEZzAaoDE3b7uW/BObacdAolWeYDqecPPGF/xvvX69pUXT0u5uKxzpIJlM/JXs3tjFnivFMqnflL+HglU/mtUvbbMbcZfzWB3c+F6wA+sLUwEJ0wzQvA0g8jqJD8yjpZ7Rl+X/ON8hmQha8DcCDjCkl4RI/QZ/7vl2sNzcJ891RadzRafvV63AfQs86TFoxaRny5/Ux1nnMUTKFLehoe7Dmy9HWmwdHIfp+TWkZoosREJNMTpYbIPYn+wbaACQEfObD4dB+Y/XxRc8++DrPan5Yh6HJlEAJ43Vx3xxuazP0A0vquOX1g6OiYLbs7zhdOi70f6G5/ZwOTzSPnddKAm3O+1oBqv0yXvNfdB7ihyOPYAXQdYF88KidW5cXgOg5S4Q/9r+AJqEKDWdbfl4wFlNsWJvwk004CxpXgZ7JUbUAB7YbezeEF4n7cygCtLgttobE6xFolcEQWEgnhWqSqjuATi0T+MJ43k1/tUSWWaqYtTY9jPXKyp6EEzER+k5IUDr47K8YvS/IpzGudlPoTWlM8s+kyq+aiOqrYgw2hZ8rgIdumg2wSmsg5eBI9+eNelP4tI+/kYlwAQ4m2rLw8VMga8zKFSjMdAOU8VUVOmjU0BmgXLtHLXelJwH0awWST8EQPgkYOWniu1HfyJ1EV1mYXE6RlQ1pmScZUEgYSsApCILmrYDK1A7tu/HutfUu4weBAQYM0+Fi6/wkonDYxEKaYhZm4wQhMY8BYkNjYe9zX/gkT+CRaaEbIKKIpKY+fqvS+zvAlwHYo2YQRAIbpAFdlkrePedjUHv+fdlrflhTwTjARlLBYor1O/w2c6q2dTKZgVvppDdfta0H50Xlcd8TKQJ3MBdf+9Pt9PwepyKg8Xbw2xJvkYslh3xA3IgQ4NH8CMNniaIGrxbmL/VxNVpu6IFHC168tHA+orwARM9Z5GGDHGf1W/chKHuKgcMEHhAMKDEl+06aCV/ZWcglwkjNLn+5mK22+g6AFgkzSAVpbIpQM41JOwIpZEzzRkvRZEpNlIUcjNuZKKN31lYFE0ZhhGtNW25gkL4KmcHENTbU5GguQ+hPTKaYzfKX8/tiEjZloWVH50YCSmRcEeFTS46lA0Sp+Z0hTpOTjwvT0NZBvUKkMpkus2QxZgcJGViOtZrXrp/u9Njb0xM6l/F6N8Tli7xEE+129ksIPAd3vF+ofQlaWXePi/nM3U9/G8ywE/gYM5sA2TyUiJnAyTyGqbQBSpKfmbOFCkq5nbLuUhs+5LPkd2x+Rj91PN4Qa7We6iQAVFk7rQDHRf/5AMZ9WeZlaoBcegXOm+I7AfTcAxeS1trq4Azimr5jPkx98LUbfmvEI9CfVabtXp1Mcht/0HGQmOiIxJ9FYYdpe2d1GW/pw9T+KjT9hMVlwfSQ8wZOR0D7LJlH7Vex/sV88nrxtuJh+jt4v47vuS3mqZIP/a3yaKOV++M5meCyrAk21sQBf/Ku7vh0KduDYDuMiUsMazVxl3lxrU6FExKvzEQFbpPP+VQkfvgdV2kPpEVHiw+5P9x2Hyj5LLH5yAXuAZZQUDFLtgXvLww+ASJ+Y7Vu90BKIcGQXOgbxZ1B6c4bQWESPOaYE7kCADDmzz8K1S+ATYdfAn0Pd9J104hXz7b8pQ+Mcw/qsvfTgGw/Zg/6VJNPFPax4PrIpFS1ZsG8Y60S07I+c/Qa6BEAI38K928DrakytySMspAfTHt3bphkwHoNpwcxhBfPr2toz+hJ5RIgRcrODdJuXDO1uYYtjReAoAcbiD+jNE6ga8XCfjEqZC1nMr8IIhx7JPNbjPdCn3nVrgE8ZTJ58lA2cTI99Kjdsf6wAOekXd5TDNSDoIRWFcOnBkia7spHkpalrP0BpBe+fy6kN0w+YVPElXdzo7sGFweqvrd15FBy4HXGWFuUViJMZpZSIuaMQQM5Ojvqzwdkb5sFCQbIBY2bx5RkCa2lhelXUP8e2cJ160El59flgJOo095NAL3uX+YD2ufeM5XXg9p0+E2dtOXp2kVg6tNeeQGInrO02wY8YXiPyZkMAAI5X5gxjBOICuxKg0UjviBdOJnPjNcpZwyHMV8AG7IKtPQj1JolsRqf1FxIx3vQ0Fz0SBahDYrnC9Hl4S044zOjXXyslV4rYao2J4cejdUZ26LiJHBrH11I9b/DwhQqk3VdCQiJjotD94a0GrczLKJvYsi1//ZHEhA1PNrADguZFd6Y1gGImSi1znNdNRhXzUA6tF7Ud68/3bPkzXl/SAAlDUAShIu5AcA3oKdmyT/LaaXHLrT0LGinsl+YVjbW3sdB7xpgMSWmnPrQmYLGgPP36aDij6iBBtYiencOCj1LaFSHJov653WG38aaboABADOt44SsffaqHVBPKhNMgnWXFv4aJfVML5If03bv9W6jjfK4t+EZ1ZtFHyWfFNcyKEbEY23L/VSCxzl/K2sPNFcxb2VPKLo5WTDlc5KGyYcv1efZ3SNHi1V/b9GadewMQgtoYG0ntzW0doXPVZmkmPKwLU31wDjAV1BccZoUcOOyb8/+JfOznLJhYzD9QkP0qSnb3YbNHRgMpeMgw6bNzN3Deuv9Oq5RsLuZasIwh+JpfSuGfdpDhT2CxE6t7Ubjn58Yog+eQp/yxXSt0mAYsSG8tP7OxLn4tG/vct8zI8D0c0paxos5tBWFVsYQprBUb2/P9MXggGg5aQYS7Xv/Jx7OTGEak49jwzXmM+3tZ+zT0B7Vz1fvBUPLAtmFbpCcwaFi+KydYSHSBNx9bZgmgIVrYqrMBF1IP1D+EaeZyHCaJidKr0/pzqnk27C4ZFYU2ReI788DgzH/nYjGTLyaH3zphv/IEGq13on21S/Dv/bkcx4cUOqa+srdLT8DHJ4U5yeY/ECCXg5Sgu+MnC7T5ag0zHnhC/kslgi08F2UlO9GN4xcVO4s7NpJB75FKxmt7QhQFcS1RgMkEi8SrmCmW/CEeExSMtAUnWusQY/A+YSMAoPnFF6HAZyGVnqzdTo0OsMR215qREf3wWFH4ZNpj06gewEtw7+RoGZhD0IXRjG0yzTm2JsIx3h3UViuDzD9Qfu/7CPBmGNOWOp1HJwmGhfXukKctYtTwISOcaw0j6GxJz/VVh/aKS8A0XOW4yd6Sn8AQ31+7K4A8BOIz7lNStuQN1spCRxQFEhSkWJ+P5z97NQS7z8gO80K0G77vUFXNSULxL28OHWjSDcK3UwXd4ZDIfcjm1dGLoy+6LczOeXRJk23cB+ymjYY9Up9DYTjYhJ27lxc7hCbTKD11EzAIhWFmTbQNVL8QMynZKBHY5i0AATywgGTT5qtzA0z8U2xvNiVx1CBo/kiVQVKp9+od6JtmISzUPM+6cFIe8ztp3wr1J9kvqin14NCToLm97ytSumfOjDwOWfB67xeAK0+G/H5XOcEwBfANJmkvC9mitLTDELYN+pRuXWsnyE8mozbSvyd1fpQ6USx/TmZaFmLUQFK9RWiLkbVt53PUHWdTg2Qe+lmphgzlibaAHubDk1KAaquvEiJOwXdRLJKf+LjaegaLDL7QgC9UZyfzAOb/PGCIOMfm3v7hbM6EiJyNKofWk/owMZAR/T/qGgHoD25sr5BY1iVaczzfIrviQv6AYPvBtyApnbA9X1KIHYCqYnPFY0M05hoNvl38aEnTIuC7U5wfE1weA04PO1aOpcFlyfA+SW7C+9WhxsA7aUejESO/C9MZp+a0m4VuM0rVs7A8cE2mn8VJ1dQhBeBlgA9MjGZXmkHWv0N+t8FHWtKgLRIa0SN1wdMPDUvopk/0kJGWtzKApeYx3SPEmmjIDJOIBt6dAkMLLhjd7lfJ/wFjorLDYqWQq8LbKN150g0KBqnyuhHEoJVy2LjTMyxnL5UkBzrRdEFgl+HUECPn0Knk2YBe9mRXAFL8OeakspARdHbjO4VJrYCqeTXkwTlBAg03u8AWGZfDwINjRyq9zTfUe8OwPCi0ulRk+RNJlgHCm4ajDB/Y/5OX9KYxByojL1VQbbtlX5Z5TYFAUjQAgPIgIVhP+Ur07gIrRXYWNFFYWDe9xA/a8PASVfTPdpaJNpc/a6wPWJ25MlU4tep8FoNMEegYhqb8h+9yjb4B5sDXWvRLJjAb2PvY12s1wKiBiAQpHYNKG3nhRp2d90qPSL2iX22mab+ZKZ6LACOogNEb8D518oHium42OsMzqZil7hylxWAHPqY5QS0ckjgg5gooBff69SXctBl8/iISLb6LFpXWQb6/vT9ct4SwPXfVYDLbQeRXl8ckI/94Lndyz7YkSEjl/6Zi/ICED1nOb+k2CwjcUfbffOiqgSVzAK2yFLSKnf4OmYw4z/rqTCeaVYNhbaz+pb9Op5VFEg+G5PqenqDNnBsRBmv0CmgPdH15l51wr94eR1imX5XBll2Mt4s60RVh+9ouGKeHIgWBt+Oiu7Jp0gRY4oEZqNbVXi6KcjbdTMbC1ADmaxCTyn0oz2MKBBrLGkBikAL8xP79Hgf7ZmldFpp9aKPxYQlGk7r3fE4a/XCNHAwGtoemLQXqf+SwT5flMz9rN0XdN+2Gnnp/TgpWsNaMKffF6tdaT/TY3qj/VC0EkSrPnJfa6GLKqX2zwXlQuit/PB6n2nd0Bof/GN2xI62gH0/raOZHVbtqtCh6hFCnunD/EZlgFQS1qIFoLpmGiAGiAweduioCam6lrhoc/wddlYmbQ6ADJR9vcH6YuumZ88vdN7R9odJ9TH+MgmorRl2upWggumm8BsKuo9lacv3KL/qe4HWTpDe+eZpBj2s0ZaH4uvkJKT64nPrw0ouHS4A7oRoILkPbmKka6/0kUjnBSB63nLUMAFo7BwyF/nmcAFw6c56epZ5F/iDXFyNKwi7avpuVYhhTuGYvpCrAzTVOTRR1G/eAAtBHhdtLu4UevQ9Z9x360u19a4YfBQ1Vep0LKwAIP9s7heysHnvhegGs/OzYBGsHNaO8/g+zEfB0DHoaFqZkCGeq8oAQ/K/qT5Vh8J8gKx5tCSS0UUHyv5OBcymFUnZXY2pdjCk2Vm/L3s0W/cb0MNgvY+y00f4viFBRmUPEDOIYmGugnHNhrWZuLga0OKTumJ915N/79qjMJ0iCyGRGTQAWCzD5y9JqMV/o2++VuI28ryGVXUCcST/e7Tjym+KAZT788U6dU2a5juzgBCecT2JfdYPLsZ3KkGcbsU8qoZGxLW6Hr3HdEn0Hv2IhH0PGMDe2/IILk96yJVEX0a/g1bclmkWfe92rZXtCV4ETsfVXXdk0lOeu2v8EcQDgxiLUoAXa5/qc5MW32XCRry9HoIUw3fPxpYz8XfAA/Y5dVDj75DmNEXWnUCpXZyOAml01QePe6M1wXvQ11FyQ3B5/AwiW3kBiJ6zHD++dfUqMDa+TzolpxPxExUWDqm2ETZApQF1810rq3l1ENKAuJahon5/tAAAPwnVFPrhxHrvgh6EltDt9cYswUJIQVEFwG4UFRf3sbkActmSCVGBEMojyoKAyp5N2/sWm0NnGj+L5tUOvhfJ5CYsdlIsoGdoMIgJqgyhwcksMb6PbtTTnoVji5RBeL2V7yu6n5P7IBQz4UjU1maw5J1w0x/RT08N7SCz/xH1nyOgdte+jtcGmLS2GkLAdLBHdXqmXhfapc8hKKtZz/rvt45fJpVfBl5jTBiAs4w5GDGQaejv8e87+5j7NuocfnP+3UhQiKRZTPvZJNZ0hQj/K+CJwSyvYUQ4uGbBpdLbMfOQz58fwuISa76sNwSvO2vn9Tie2RFiavuFBG84j5tZD8SiOw3QtepNRv/tnY3N+74ON3RfSec9rrEksJfu+0r7nfkVuTakw0XmmfA7JU1jxQA4ordWfpIrHkv0SM7i3kfff+7fugBNgNOY6Oe8ZWG6Y7nCbFMB4+eagQ3JxXYEBSXZ2nF/Uk80nLTPmm41mMBr0AXxRT0k7JUXgOg5C0exTMi0CkpGqatFdwFkZdu65k+x+szVkfcSN65vlKm6mw4MjR+537bBmoQfBQvc5LR4APxIEF12EKDDXDXlPCqbIJHAN44DIjcreYQGBoPpq18tt0c+gawuTu25f4xFR46OHRrzEbqNn8P8+YzNxPJhL8zZmZos3gs1O/fP6qr9bp3JhanKT2s2R+mW+SO1R6DTncqjj8aI7OpLF2tGJsmMLAGEBRh1ZsqmwiToKTN0NYsxWKjtxKGD6ypcWepP84U4wDRIuujvcLr2d+MKgGM5Jdt7KQ9SrWcFeBwcUtvxta8PX7PGM8Iczzl5yPm/HaXPs1dZwUMFlUDs1+Hw+whBIUaLk8zRYkyPkq08aGBaz3bo8wAnhQMGv1MtfKpozVE0HoDYP0sNp192vGFcohp97EBoC0f3yoisTyQNuX9TRJ7P50prHWC/8HCjk9wL5LKlSENfp3HwWzje9zGW+eT17rxGzFph/jNNkLU5DkQc5O75XtatRdpDOHD0vkQEnU4axGvRhJPforNbOzi2TdBuuqZoBRCntC7O49LB1ADReTXIubwARM9ZLi816EtF/VIYYxQGQhXVlzwzGTTQiZDeY8aZoqAcBBy607cegUsBMwmNsw3dGK9fFZGGRY6nk2B2sKcCXEyUhnBZjIveW9Ek2imakAo6Kx3VgIRfm8J9TxvFT46pI4uyEv48LjYnjK+nqLvR/8HocSlteh1uruKjFanXa3bXxpolFkI+J2yK8K+kg1aVzmCYQS61hEyLS1mrpf+VkgpEXe2E0Dr0/DGC42vA4bUNx6fo+WRaB0c9dUR3omw36NEj0b/+73Lr5hvqiJR+U+bdJX1sv3TyaABBf2d7EMjT7mhbQ/x73zSuIxi+JUrLpS56IlIlVmXi5kfC/lZ+QBhLSXpCVAG2O4FyXjJusmIke6SdtCdflJitAeQcyPrcOyk3HWB6pZVcFOc5q4i83bxRrWucPIN/il40Dc/KB4pNUiNppo9J4bmG6gFNWcAueFxE7fKYtdCoCnm1+8GEgJHS97DDgH0Y9TT0SC2iaQAl39PsZxj3AhLAVeLVLismnkvRvsXXMBaJA1MaM8uspMX3A7Xz4zgwdxPm4U5weE1wuAO2BxvbBlxuutP05YmlijlyW8iBOU4P4wPNkoemHG/G83SzlAQ6CNn2TCalvABEz1nyXWYYpwRnvum04AJuxkmAC39j8BUB+zsVVPkm87+BwbjUhCoxz2AKJti2SP05mEjPW7RjKvH66fd0DcQFkFb004rBa6swkgF+EuhJppQdDluKnyTdlq9RmX9fBGL0n8bA/XYGyRERPkcKjAsg7W8yIfpYOAS6f0zP1FJNM9EPW0d+6WW9UsPbOwDt2AYtXANwt428V3VdFQYZtHf/pW30NxjgIp8QA+zmQJtO+Rkcj+47kHh4fUVTyiTBIAyNt67/SpKq7Uh5u5AvFHYAzsn1nE7Rj7L3mF7UnxjBNc1uHmYaV2QnLs8l3z9PwRFtYZzMWagR3dM8+BjiHc0aYazp6ikE3PR1YOdjGfUkwcsgqiE0gcN0ZEEQyWFc4zuohMlO9Qoxa3cDm2ZB3tMvYGiOKo8w3sgtxcHC9sQqSinOWFLe874oMnh0elWzP4NiBxzESxWaQFH4xbjZ63bwwtQ2a3VYG8V9bH186T3WCkedo34VpCzQGFUPDbu/duiA53KrMy+2NgVm2juPbniurMY+iLz/XVYVf7Yu7yTMxQNYPk6mvABE/7eKric7AZLpHVo7kj/3hTJFHVTzUH3dPk+WOO+DqS7j4xAEY0PMUVUEKpzhkAZoSifvoMYZZAF3oQVaqb15Q3IJYbQgoiI5E8fH0Y8ipBRxSWhoWYRoqRgnoAk49H/Nd02gAwI29DEzwPAfcobm5rkm4duQEj6q7XUDm2zVCxW7wDQ/A1SlLjnQdqBHvg0JaJPgrAJDBdAbjUsUcz+Q5jaflE1jcswfZ6Y9a9pisGU/RPJIB3rVH8XNwWziMoFxOSouphqqdFwBm9THVVnsP5+LSVvFYyj7yN+btCW2HmP/HGBOy4NhMA9IgQUkwKoWRawKz2Wj5csO3ulh+q6dtJseGzCuEsGyP/5daJwLHdXTb/hdfH5b/GPLM+ZnFYbvmpUUds+HujMBSXh3hOqQ0aRroo5YAsupD9fG4H26jMNH8DIxPqoyTKNHopXS+1wYkMLuHeNT2qQVQgEcC79W45vJTMhzb33eHoocJP65Z55bikbn36t9eYVPhB9WiZiVp9XBcF1eAKLnLClTtZUQUpWaO0wwOaiV72o0UKg2zdywPaAnrHoKu2eJhT8iSqA3VL8j81f03dESCW0gktpBye+EhAlnMA41i2I4KZ6BgzvDKULN2W7M7GH3rjmdwq+F7x4L2vZ2xNvi/rvD8koA8Umnakxdvcr7xNuiZJMMGqp/VGKYvuHrqXvPNODzP21ghGq83xbfSuQURh/qtR7StX3Dvj6IyMnOtru+jgYNMW6l9iSXDGAtQic51Hr7D1Y35XHhtTb5KdCeqMB+83Xg2q4ynxlwUVu27kPTslgLHgk65LhLE3ruWTK5AfKw9ZxGnp05rW+71fu25TvErO5wVF4VWw/Lr0Qj505MqbUrTbK5mITFlINVxn6d/HBYYPGaZeBudwPmSE+N7kdVtK0rcIq+sR8im7NXALHSiPkq9T/9RJljX89Fo6CebsJz8wTyKD5h9ryIDTnx1rK+Vdbgl0udas+x5O4Ypb74vZrd9+ol81HVYu/2yZ/hNcAl7tLMY9OLYLvfRr4vAkU535ckBUAyby5M9aGhZs2vAHqQ0OJ3MEfCIsy0yCYzrQJgXV4Aov+bZbHQOAHb/Nh6ZQ5Ng6SMt2oC7+EIPLxubFL4+iMb+lIorIoLPzO3DEiPrLWgPkz1en9tw3p0mgM2UXOqbMZNVNDaNswEruGpiRmN6QyBhySsIYgs1RMTVxMarOHycvAQ88Wm3ysCuLdJeJ3Qpt+NAvESIIA5NkyYmvMvL5Ur9Y2IQqToP49ImkxNML+yTdFuZJ7XJIQwlkA1AekYR/et6Oa5g10JkzLeGshSiyTKfg1dwLdTRT3UTvk7mWkXvmnSALkXKN0DtXvw8HXloI18roK2lJvGBWLssYPi8rLizBF5sqBXmlDEfCfzxuq9KyVC08Xm0Q8rrF2ksS/9iMQapm5hA4WmG01CEyHU9/EzmzdpPN4WR3lubRAx+ASZd70fgmGy5txS3oZo1zpuBBwcKPlc8V6zfRsPtyJ4vZ/OW9ietKdBLKUevMZ9Wuu1M6WiEGSAWsCBkmYwrfuY68LfgGFW4p+CvH89oi1pW3WAeda2NhgYluTLxRqgy5OGy0uFVuyeQP5psQ5DAVBApSeEbMgmROk8L/zmJPfB6wrZ4gf8ywtA9KkpJmSjpEVHzI0XK4DiWNI/2lMhVjNVsckC+XqIbh7R0JbAQjtF0DONPmwmvOgONAyg4bkgpkVpzspqOSEmTFX63rtqDrInDcHFG8B/CvUjBJT3g+pNpzSFReYBcFPRZVwj0jdHedkjzYpQl4tA7rcBvhiEktPmUqAUGnTh2k8t0/UtK0bltPNn3FmeBagzD2dYtX8l7Fft9m0HIq61qBqQzijKXLqgqVEbihIOvA2TAgGMdjJHXWV6DLBxLXx6AjbVF4L7aEKSc1VdM+0OH48RDp7airkvtlsShO2U5yuZQOupNvxA9rWcIJDQv9Pxfh1vLRWAbD3aLDnJXytXhPoUuRNf2KvahSBrUQTImjkW6pV3pX1sQMXa0gPRijVYCZtI5Bna/G5Gz/dldbSUmsPp3vnRdCs8F/YhswHzHZD9Dr0xlmEuw0inMu0zJL+wOMStzPhMa1tHqQQoI/rG8+Yv4zTid2xs6bAIGJiRGOOUh6hJD4NfLSp7zrXH8ZkDrGJy973kJvvYiyA6VNcJP9jftljnIVPNxSDuCH2QYa3fzNk69ikx8D0eVMoLQPR/ozDCZyQOmJoZs5YCmKM1VmWHSebTmQ7VcxPoWdOr3nZz0DMJIUDuJbJ/1kZC/vB7zq+YkctgEpcbpNwScSq0i2n5Bulk9nCTx0ZjcOFUTVikzvdcItFtZ1YH2hi+qXy+jshOm86wyUaexq4Yp5yiYQFA1wxIfNbD/3UI0CpEic5JeBhx9ahpshWaTWYLUAFxwCTzOlkJY3+pDbqnfmwDMDvTDYCx8CdJjD80KDaO0L5IAsXCbep4xWnIPlA4yNxPWHsFse6xwQy0aQy+hj2EmJlqLVXol4OS8gm6+m1EP0p/7Zl0oSWZcaLvoSHMa8APFu0E6E2LwxEf0ljjkzuz83vQyUEk8bIGyBldM1eE/OSnRfUGsFzRlvYc00dvWo9K4n3k43JhWf0dCTDj0oUoj3Hy8aO9oQdBu8HQUJT1nQ7ATLOqlQkaDr6S0nqwRtIjq3w+7cDabvsehAe/+BgtN1gN6Ikkr5dFBn931D8TcCfeF1F1MoYc5nPTHDFgDc2/8z0d273PNXIUK5W48qnuA/dt3RRx/ZLTMeau98VlbWQG9z3BY7+vqGtdXgCi5yztSQPYzuuL/6CQ4mOhZ4FiG4KbJpNPMNNpoW40/9jR8QXYLkOYpAdXGKvI2/iYGF0Ie9CzqZ8YB2nrW9uQxwFkQchjiFwlnYEe7OQV7YV/kIzNAAdYGJmx/cRjDIaFQ/zt9POx22kh7P/OIJvtXiKMMLMqpruuMQBgppLkgB4DmWnvZo5g2GTWS35Tjd6pTISZvyCAXjrETeuodGbHRyXG+yDJVyxeKUCqf85gZzF49fXqH0v+ekO/a+vEz4PMDUhrsydis1NpSeImnvzvASlfj25aLgYuoKkKeF92JnDCREq8NOXcaWXOaJ8sc+UAoWUZFWq0mXKx6IjK4fxRUdz/4piFE2tewIcBoGv7zt3Xw32/BujU0GroAkTFAUIkAUgP1NjuMz9xU3e6CJqE664Dug7aTgePTfrcEw38ndhbycfP6uBIPeJzkRzStIA16SvTswtujT27PR3aKvE1vgGXmx71dXnS+hUvbBYmUFT7mKKz8lYZIEUBXA4ziHQ6Fu1RrFXd8rCcbMfi9xogMv8N+JrG+oocAcJJ30323gaBJiXaD60XrddVCZ8poTHljORjDVsizaZhqvfYwRd5iD5VxRlnFNsoDVBeyX6CPwvkvmgwALInr0M6J/Unt7tYREPVjBlkMcCqzCdO65gzpO7k1hknY8SK9wsY0fgaE8mgQRD5Ji5PSpI8pcVd/Vu4v4rYJBwS3pMUIhhTOwrabQ/31BuBHlvvHzMlt4lXAACMkyPPARelOSJaTMzEQJ4RwX7Ogi45R/vrlLYhPt/GnMyOuzTHFVCr/bfyRdhAYaqSl3cCh2MyRFzQuUDXaX0Menv37H2a5wmzuQ/cCcRNyfnyoOmwoJv2W+Q3hZ4El4YusNO4icaguWDg6fU57djPgw85ol3AlDD+WKcBbLJ2Lmny+AvXjm7oQQPVl+lMAp3kv0JC87hKHhnJ8PxkHHQY7UdoewC5BY+IAYyBcN4mFfQs4a5hHLIw2hPNh5/gGWMwQ6NgtGiW3kRvMGk4PPt4KgshzgAD1MeU6yzm1v6uh4bYFrS+BbgczB9P811gPgag8yacD6MejoatfMd9X9xloJjWdwH2XvF3rPHEQx2M1ehc5mGN5sfGpUftkWbqe4YA3EH7AYd5D8vAB+mHYD+sACED21GG1gnGF90s5vmVIpEspZpwq0Ldu8Z32AH9RabqT1FxVX//AwRCJKHm8P8ojCxK84n3ihB1Dtv3+CzAQFsAB+tDs0igsOdTncvfL5IWD2spdANJNEf/3vc+plX0WQcjyFdVwLZkmLgQGzLe41DPKshJGA+tmG3SW+2OfO60yfT1LL+f2ODh6wnoHRV6aoPOzpzJT2fS+Dyr8PPeH3fapSR+bvvvoEyntpZmSq9zT2jVSD0XfgwoqgbAy7bTIPkoXM0JszAJ1+pC0McpmUCWr/uNGB47q1ShjVLvRidUXo9hvsvrg7Wtkz+bJ36rkXWmXdLDBZdbGu8z1ghHt/Xn897M2jbaLwD0Jg10PMPA12kEhBCC+rgk7enwFTquaTnV5yzAf98ANIrq3OzrlenL56zWyd+vSoAkGT/98/iehF3s2/HdUjnqGkYpn7vwZNPMCoj4vnUNtWsSy56f3rGG5ALgXoZ5jIGUZ9kOmlknPULrYGtiy3UCGO4SDrp57pABZdDP5UjJmI1NO1uOftA4rvEe3ycbuqUERgc7qfd9NvtiYRNsB3SwWgCfismSIxIvGMC5gETm35rpW4OD9soLQPS8xZBplCuLRLeeu0PVT5bICxZpX0f9e3ZtBxAhPFn9GCaWsTB3fR+8YVEoNuCInvmeFqU6cHA1emKeOveby4phB+dBAJA4t/CppfrFGINx36K20KblcdlPMyfkftHPvT76CdJB2wqQ8E+QQKu+A864HZj4OAsAni7MdDp43h26LHaEyNsYhXwKWmfWffNLCAZNUm2HXivNEcp39T1iPklbaMA18jnRfLJmqGaRbgeFHoXuNjIBFYBJ89wBA4iFNmVEv/RTt2TtqAkzU1gSw6ehmekkst1ekIEBax5QvluSeGcd+u/er5UWIIGuhC7H+Pkrr+sA6E0zsFLq4ve5HQYaKxM/A3rkZ2tuGgDZz4f32bXiEyNGt/pK6QIwAEm+Q7EMcwXKaCsu7zp0MMZmX/vRNZn0Tqi40OmxY37Wo+JiV3NM+ZIqX6Lx1vGnwuuP34u0HPOhVY8aKTqiPeMhiR9TG8kVogI++1yKb1Fovg7dsb0BocHlXHWs3UmAp0bk+dh8bvjviznb3yOinL1c7l74EH1Kir50gb50efaDfsIDZqakAM5bYuK7DJUXgjEkPbb8PTNqX9R+EWcFAbVOMT+ODX2j1o3lf5LKMeUJuQa8XBsQf++MEYhTPkQHY+PiZjIMoRt1OgNkEMX3EJ0aPOruWonw1tZ/anEY5otYXbsRwNH9YbYGORa/AXtfFbOWRctPehZN+jS2efN72Lvck13PfUpOFqHhpiBeH+HUWSfYnp1MLzTunUsnh8lmrPl6ys/1wUzIGuAoIh5vFO2mAZ6nqgo0IN+iYIxbjzISx/kJdMdM7PWpXWFxFdzzvDgtWfjR2NjJn80QQuOeEoge+im4r5+sVc39mNdNAM5W50XHAYn3fRUgPjdSaGUmwyUdEj3snQM6MHcarcok2IWYYxlf7V/lSbtgYlRw9fqU1E7ZV+X5ZYZjEsADSI6Nk82joy4BKIdR4cUOZP1nbS8OHgsCM1jlNjF8DNOeYFBTTd3mxBymP6Y99zWasD9M05R6Tv3Vk+Jy6PtmmEeJd1RwyW0K+39KRL5q0ayrGP84AXidpvlsTx+nInoBiJ6zyKlBTuwMhCHAmPn796uFHOYcV51K2LC74xoQDp0o9Skguu2f4HxDHXiVwBhyeY/eTe8rhvMaX9lgm7mZ4NLb1gHAqUFEu7A3Z/LIWVGYde/SGhntMR92aHRaJju7D4k3avhy6DDNLerOf0uZMwIiDl5rtmRBd+Z7ELtQVYDDITM83ugJjNLn9W8BIM2yZTOzk55K4fIMACA2HleH0LgmJ2JBqOpXAk1FIa5pWRQHTGlcJkzGlRg0V7Ykp7aIWU/jXhXTcu4h3XUIv6Qfu6CpCJLcbJkv+13RgYRseWn1Jdt26csn8u73EJ3L5iAadoD9m/5TDv0BbdIPWx5SzXlmaF5GfiDrqQtJE1BCe9HXW4Bj4gXsMzXlAvPB808fAJBNPVx4bticDaITH7bcLBoacmSHa+47mRDHuid6uFnX+sc8J3WxTnDpe/3pAGAA1QJEVCAP2+DVxL5T/yqPXK2n9I6GX1pU6PP5gC4TmD8zHa85O3Np6M76i4NTBLv49T1Oz63zzeYHAb9jU6wjsccGL/Acwn1d9Da0rJ89jtEOj1FivABEz1+IWXKpDNxP+OmE7sWYSL/VuHzJmog7u3C1+A6ku868U+70fGyQ6kPUuvCMPs3cOv8tY1NcTrNQiA1zVMixQVz70hT/v/bOPciOouz/3+6ZOWd3k90lWUzWBQMBIsQkcos3AqIFBgEJVERuEpBUiZQICdFUuMqlio1AgQgpwOhP/lEuv/IFxFvJloaESBkwAcOtuGhMAgRXLm+y7ObsmZnu94/p7unpmbO7YHZPzHk+VZvszpmZfvrpp5/n6cvMETEHG/SSpzAG1bsiJMxmYGF/E7s9ClXOJxesgdQRqA5b2ANsx8Wk2hTI0tmKmKWO2gpAxhlpH54bnaR11st25rFfS7+ZmZSQpTqzne5Iv57A0r9+/Jvp/SvmaRqWvvNGbwjVyXRuo7NEZvRnP2kFGLsqmo2BZMk93XeSaF27T8xYbWIe/dWVMsFYmieg7Cl2SBXQJYOMgczjXTUCU+YVBGYGJk2Y7c3YuZF5UX31ZzrJLKq3Ps2eNbVG3FK/sFHfV+/r0W2WeaIotev8W7aL359kZLTsUJqlM2aeLJNe9nv1Mtea360TipJRK7HRm5kz+604km0B+nUeWnd2e7mJj7YD8/j2EIHXVX/RzJLRoUyTOWbpxQwKkd2gq/ZSwUMy666f6nTLzvjL5F7mDdd6v5bVpQq/KNnVe9HgWZ/DnD1a1vvlmD2DKNNBkXnKLqc7lsx4597PJlN92uebNmNmL1oqF9LXOHBr1sYkMCz1r1pEZVMysJI5t246Ebf8QManWvtNddyBp+KPF6d7ljKzfY7tRzRDNDr0BUCknhW2ApdrrAx6/wFLN2LbIxP9nhN3uhDWJjp7CQtWYlLYUZGUEXmZjldzilQnCXHyttjkpY3KWTBpNpYmT2mpJQzraRsIAIMcGPCSlzeqejFVt3i8QNxu1UsHrWqyzusN8PQFkcqx6sdATWBgTh2AfLAGsssGas8JUyMgHvPso5mA6YjmMWzP2uWhg6YdMNMGcAIp0iCgdAa9/8ilKDANAbMT2Mi5nKlkqSmZdbBlt9fxmZ2gq6QYTN2z1kvXzI1cgQr+ltIExeJK1Ei0VPBiJvGwokmmPDdYA3p4X5RbSmY/TZP2P7M8rWcsYfXbIEnque67ZrbXSs7s4KvFEiyfLGlMgujWSZpHvAtx66SDE0OxTekg6CbbdrLEhl8qLsQkhJYcVkJhEgBPpssrpvysP7NuV4wdCK1gmHlXD5DObOmgaNkDgDSRcxOPmIFXOLwKgzeoHmEHADVDIQIGEbB0ozmQJqh64OeJfPsAWVcsARnyZLZkMCmPRckiv37oRZYSf8oCkc7q6Zl1kzhbCtPJh5Ila6fS6ErGyA7SMomOk3y5wrttUbhkq/43yQnLXW5eBWIftGfWQ56uNHBA+BIoIXk9gYqfmZUGwdRX1LCsonXCVmWQkju+0f7d+oTeQzQ6ZJcBkBhrSYAHAp4fw1NGLgRDHHmIIw4ZJj/FU6tWB7YcGfPUzItOZmRiHCLiZkpcj7xMALcdhhuE9J9OPwEDBBeQJYY498SB5SD0NKu5kQrKdifUMngS3BdgngTXIzXJIESy3BNHHLF+qsPWgb4+49CQOkndGVw4IL3smoKUMkkQOZJNkdYTbXq5QQYy++K64dDJrnOueQGf/SiwTsDsNnE3MJr61XBYtnOyg4ZVz6xNJYFRKhmlVZZxtlZyYG5jb5Z0HaKbhNuymVk7kQ+6Q+yD0cvL+vu4TOWUvPYIP1NeDZirIyVwMjPJkg3a2rla92Oq7VnGhqX58u9kL5idVHKImEFUveySlEwHNoV7IrQ+7H6eFTXfrkCaFLhPi6kExCyb6bYo0pV0vsS1VmZizwzZybTeFyLT/SjJaxqScjKP/dtLVXbddF0Kysyco2X3dMJT4At0shSxbF3UbGDurcxMAuUYohxDAAhtHbj92fWV5h9HbMveMtdKBvjqTbytqtp2szDrdlZZOrVg9r1zhbp6ZRCSpQMd3b9HeG36u3su8nuZrDpmBluFurFuLQEZM8iIm20UZjlNJ5yeBCvF4H6SDOmESCr/kBuUuPIX1UEWnDeyfIgSog+K1xaCt6RrPYxJMC7geRJcBQbGJDhn8DwBEXCIsrXHSKGn9xJnM0w0tj5nDOljn7CcnbUUwVwnr8tzEworEZEcYGAwX9ZoB3IdOBxjz8mnOgzzJDxPgHsC3JrOjGMGwXmSVMY8nea314kLkpOhRrj2Buzc9K86Ji15bQem2yotKH9OtjC3Y6rTtDmU8+vUrlM1Xw+lkhSpR4TuxnqTNDHoWS+TTGldMSdxsByV66illMmL9QKRq4duM84TW9Z6ETFHHPMkAahy8+QMgCT4BxIIBLgv4KmlUyCpVxzz1BG6y7RWHWy96+QkMxBQ95NqYIHQWqpw2sHcXqZJA6yN9cwKsoxJk7BzT2RswSTvMkmCdBFJe3Hj2PVrHdITdJ+WabvZDV9UZ11vNxEFTDuZ5W5nsMJU/2KezOUNmZkuK8GSAkkyEbPM3sXUDyT6yTx1ZT/JppIgXQeznKPsgBUEnqKJtEyfHipgW/dgui46CXC/DsnxH26iXFPHwvKPVvn6nTuu/WrfyNSAUC9nAyoB0MlJzPJ1qTVrqpf6tP07+mGSZfu7OsY9CQGB5Kt7bEeDXJJrPrJ9RCYxAxhPbEr/aITq03HkQUQMIuYZX2BijtWP9KBM8tg89GD0zLTfSQfOJmap9pCCJX3e1qNeXlMzSmbGTLeltnmR1T2jJbPRgXMBbr5YMDG4xHiUczLGkPzveWLo97c4pM44dcrp9CkAv0bDWkZYc5SBbNKgHb6euZHuBjurjpmOozos444hq3prGWw5kiQRkFKoEUBeLjcAmWute2SqbDpuqnudR+hRhtZl5l199kyFQyp7vjwjo5tQWA44N3tkn69k0pViKvBIyQCv4J72aD0X8Qpw2sS2xw9igxpPJTooR8Oea5cjleMWXO1jsWcHtCNUchYt6RTZrwwYZBOyOhzmmhHBZPLdTVo4pO2ZJBtOklsGZEveBrRcqR1nk4iacrpJuJKp4JT8PTJ9TRUnk+Al1WvkpfnXShL1uwL18q4O0PbSP3eWLyIGRBwSMpuMqmuZnajXkLVQVwKQsnj2vEhXnMtkn2TBvTnP+55MmxT4neTCogQsO0th2zDjEtxP/I7nCzMQTnSfzH4LwXPX5fa2uANJNRCw5bd9nOcJeJZOYskQRR6iiCflxYnMmRksXqM9LL25CMGsPqGvS64NShF4UzqAsH2prWv7XpLx9N1G+kle26dJlphhrO/FIKJkEJSb0WbJ02WIkxnBuGA1pHBAO0L/QAnRB6SpOYTXnARtziR8T6DkRyh5McpeBJ+nCYuQDLHgEEimN4XlyLnVQPbvkeAIY0/9nxi6kCwJcurH4xIeF5nrbGqFPvf8WMlXjZLyhEqONG7ioDtbOgsms50XgMcFfE8g8GJ4LJHTvp/WQzzCAM2ZNPfxuQCHzDvKYa63ScrmRs9aB/pcpsrzefLkXC0dZ+4nOEKlxzD2ktkRpSvOk3v5noDvxUkZUANPdW0s0gAxErQduZIxVQfOBbhuIytB17rU9eRMpveSeRvVMurPbPmEU7j9mbZPjwsEjh5NnXXfkKkT56qddXtzR/+iQD/Dtc9Q6PsV3beoDN3OYewhVG2t+wtjyayozwU8Lk1ba1jB/YCkD7p2MBQ6CCXncxO8YvutvAzgfmxG+NmBSRpw3RxbWrZQNGBxf9d1DrwYJT9O7JxnB2xFuhVq1tZuf21PnMHYjlfQ/4bq+/rcwj6vynL9DgMyfd22UyNrge/W9ukxkbVtqexD2YlbtyKYul/AE136TGRnK634Yctiy+H6RSkZIpnYSCTSfTaxiith7JlkSg9CmUrMPE8YWy4aFNp6zSwpF9TNU/7I+ISCuGf7KFNn1VbGzh370H7abTPbr8RWLIsHBrG1WP0ZKCH6gBw+6XWUxievj+VMoswjlHmIZi9EEw8RsBicCYTCRyg9DAofg+r3SKZLbbzAfLi1QZAzCc/ZSakbXx93g0UovcQQwHOOqOi6UHqoCh+DcSJjVXiZzuYzkSR5TCDg6Ug5FB4GhYdKHKAa+4hkmrQ1eSGavAjj/EE0eyHKPMrVo0h2LbOug31ewOLkhyf/a2LJEUov0a1Ifnfr6wZVXZ5dppA6IRKZ6zJlOfLZbTlS3Da3y7N1omWLhIdQcgjJczrhTAUM654CDKHwEElu/rfLttuSQ2bsTVjnChUq7Xvrc92AYSOc3dWiIDXXAck9FwACHsNXbe1zYdpBl5W2V962a+nRlGttIrCDnT7u3lPLZ9chlgyR8LAzDlAVHiJLx5xJlHiEJi9KfIIXZXSc+AVp/rdlSW3Yg0AatAMmwJkw1+g6JrbBjX/R1xl9QBobAZAJQhm9Obaj65ixBRWQtT1p/QvJ4HOBEo/R7IVo9qrKF0aZa4vazLXtSCYJsrZnzqSxBVtXbvvanxkfwWJ4SmcAjG4rIsDOOMCgCAp0lfendh3S37nps3Z7eiwZqGk9DVq+3+27tq41PhOZOKLroeXXMWRQBEZnuv+XeISAxYmfteSIJU/jjtK1roP2D4kN80x7c6YGno5v0fYUMAGfxzVtyoVDwld+uyimFWH7WrdP2D6Ps+JJAVHgY6rvh3huBPI2VEJ011134ZZbbsG2bdswY8YM3H777TjmmGM+0D3mTngBLa1JMEwMUKDEYgQsMUy7wZOG5YiNs9FONjmWBHTffA4AHiQCFpl7ek7gKkJIjooMUJEB+kUZFRFkkgMgmxB5duIFNSKHGLYcLZ/53TlfJyj9oowBUcaAKCGUHmLJ4TGBMg/RxCK08EE08dCUqQ03RuIYhRW8AqWHJhZiHB/M6NjWbyx55rrk86zejb7Uee5xXadEJyJT36r0EEofFZnotir9TPJYUu2v26xIDruD6rqGMnFarq3o891rU8dvlVcYNPJt6crlEjuOWp9v68S+R5F+tW6r0lPyZ9u0IhI7HYjLGJQ+QpHU3U5C7YGFlsOub8n6TH+uZTTHnPoXtYm2mdjYn6t7nplR0P0k1buo2da1bM79zNXtUHXQ9YgzSVreho1912if2LEzXd9auG3olun6E11OVdl2aGyBmTroRE/rUxOqfqZ9R0UE5rMmHqKFV9HCB9HCB40duD5T31frSvetqvQKdePqxPVHtk51HUvGTiPTbiE8VEQJ/aKk/F/ZyK+TtDJP/VigvuDNtt8Si3M2YMcAN6FwfaBpT6ue7nHjy1ScCNU3vOo2aWJVpcs407ZFOtLXabld+e3ytJ9zdRqrvub60yYWZvqaLUeRHdt2oGXR9Acx/h+Gp2ESogcffBCLFy/GXXfdhTlz5uDHP/4xTjzxRLz44ouYMmXKiO8zNXgb4wM7YCdZcwAJjyXfSTlSdHPZJq6X+D3G1O/2zIB2KHoErxMsgRgSQkqEkIilzNw7lkAIhlByM1IwDgEs7VBmtMzRL0t4JxqPf0XteDtsRV/UhMHYh89jtPkVfLS0HV3Be+gK3kMH34nACVC6LjYey2xhgOdsHrHPd+vtgSFQu5d1vUNZRYgYoRQIVZ21FKEEqpIjVB2tat3dg0xlVMlE4tSSadgAEk0sbQMbN0RpXQ9KoCI9VFQAiMFUB40RMIEmFqOJSVN/LasrZ+beVhvVwp7dSspLy7JtUeta18fWbwyp7EQtDTn1jaX6H9klB5GxIWdJwdKnm0TFkpn6FiVh2VkBbUsSJZa4UG1H6TnZOtrUsqkY0thMKIufai/CLt+dI7TvlU1aklkWW0/680C1WxOLEbB8nynCLdeud2z1g9iqV6z6f7/0MSDK6JclVFTSAaRBLWARAsQmmNiBWCcuJlGGNG0dmIQuxdZDGgTtNnCWX5Dtj0B2FsszZRXrP71vFq0LVyYtl1C6sfvbgCjjf0UL3onG4914HN6Pm1ARAQIWo4VXMdF/Hx9hfWjlIVp5BSUIVMFR4QHGiTJ2iBBNIjQJUcBitHo70cYr2IsPoJVX0cTSeUsdO2yf4xkb4eDgCJgHbusMEqGsQkAglEkMcCmy63gIu+cAApaNQfZ93Niir0nkLSjLKqcquWn/UHJUpI8dogl9ohn9ooRQpSMBi9DmVdDKd2IvvhOtPDTxVZfnyqf1ZcdIbn26ozqyHs5kzZdp7Fl85jOfwRFHHIG7777bHJs+fTpOO+00LF++fNjrd+zYgfb2dvzy2Y9jXGva9DrzLyEdrQDIBNyizl0LLxOgYYwguV6dg2yAs5t6qKAWFgQ07aRj87s1sqgx+rBHYiUIkwzZAbCW0/ogQWs4QkhUpERFMpWIpLKH0jOzZkWOv4mF5sd29JxJBBAoMVEzQBUFQp3cuEnDUO1ZK9EAsskGMPw+l6RuaSKik4ec7M5tbBl0ULCDtk7uKjLIzcLVmg3xrFG7PVrPypo/VtRngLTfeKZ+Q9fJdeJFuLovWt4bCrcv20E1lB6qNcN1Fq2bRE8yV3cj7wjl031Zy+DOUCcznOlMp267zAyFahs9KtdJUhMPUUKc6y+2zX0Y3FG+ZqjkMDcwyeg/P9Nq68K21xBebqZezyZVZAmDIsjMdCf6iBHwCE0sWeYqseKHDrIzPdLMcrfwQTSxECVrCbBWv7WTbzcB0IMYOwEeTkfm94IENZE529eKrh/p/k99fzfGAOmg+3/jcegTTeiLm42v0UnnXl4/2nglmQ204qtOwF2bs5NLN/b09QlM/0Qvtm/fjra2tpryNsQMUbVaxfr163H55Zdnjs+dOxdPPvlk4TWDg4MYHBw0f2/fvh0AcP+WwxCMS7L+7Hq3yK15A/aIx11KY2YvSn7vRTE+EyjxCC1eNVmisfb11FoOMcYoeVKW5RD03puqCBBKhqrwTQfRa83VONn7FIvhO4HHkzXt8f4gxnkhWvxkaUyv03MkutIBgGVmlWznkJ8WTmTK7kOQaomuInxUpZ8EbGu/SSSSOus9CoBegwZ8a7+KaSMlo6/2KxUtV2o927JLmU8SNLWWIuxEJ5Z64312H49eTnL3YGibCZ39HmmZRXtsBMqqzmUemQ2hepnT1lUoPHMfgcQuIrUR3ZVRqA24dpmeeoLMV3uBfGdvXBHaPor2v9jtpfdapI7bCSoFQblIR26/0PUBYOzI1b0Ax844WWoYiEqoCh9hbG/Ih9l74e5v0HuA0v0P6T4IH+lePd+a5rf3DdXaK+HujRKSoSoCI6fe62TOcRJsKWHkttvLbgO7XbTP0QMxva8qQrrXTYBl2tGHGLJNAzMble2H2iZc2d02FWAYiEuoxCX0xwEqIlC2ms46Fe07SvXlIxbZBwcEGCK1oTeWyVNjpl2sjf8+FxkbZCzx0z6PzUMg+jOfxWYPn9ExBISxs3yfTpaxkn04JbUfs5aePMfmRjKIKl5yLfZh6fJnuodSqM3bofBQVXtSbd3rfWYlFqm9RGp/HxLbqQrf+Jeih47cPqMHtGUeo8RD48tsffh6X5eli8r7EYBeDDf/0xAJ0dtvv404jjF58uTM8cmTJ+Ott94qvGb58uW4/vrrc8f/Z97/HxUZCYIgCIIYPfr6+tDe3l7z84ZIiDTMWa6RUuaOaa644gosWbLE/C2EwLvvvouOjo6a1+xp7NixAx/72MewdevWIacZ90Qate5Ub6p3I0D1bqx6SynR19eHrq6uIc9riIRo7733hud5udmg3t7e3KyRplwuo1wuZ47ttddeoyXibk1bW1tDdR6bRq071buxoHo3Fo1Y76FmhjQjeajhv55SqYQjjzwSPT09meM9PT046qij6iQVQRAEQRC7Cw0xQwQAS5YswYIFCzB79mx87nOfw8qVK7FlyxZcdNFF9RaNIAiCIIg60zAJ0Zlnnol33nkHN9xwA7Zt24aZM2fid7/7Hfbbb796i7bbUi6Xce211+aWDhuBRq071Zvq3QhQvRur3iOlYd5DRBAEQRAEUYuG2ENEEARBEAQxFJQQEQRBEATR8FBCRBAEQRBEw0MJEUEQBEEQDQ8lRESO5cuX41Of+hRaW1sxadIknHbaaXj55ZfrLdaYs3z5cjDGsHjx4nqLMuq88cYbOPfcc9HR0YGWlhYcdthhWL9+fb3FGlWiKMLVV1+NqVOnorm5GQcccABuuOEGCPHhvqR0d2bNmjU45ZRT0NXVBcYYHnnkkcznUkpcd9116OrqQnNzM77whS/ghRdeqI+wu5Ch6h2GIZYtW4ZZs2Zh3Lhx6OrqwnnnnYc333yzfgLvIoZrb5tvfetbYIzh9ttvHzP5dlcoISJyrF69GhdffDH+8pe/oKenB1EUYe7cuejv76+3aGPG008/jZUrV+KTn/xkvUUZdd577z3MmTMHQRDg97//PV588UXceuute/yb2W+66Sbcc889WLFiBV566SXcfPPNuOWWW3DnnXfWW7RdTn9/Pw499FCsWLGi8PObb74Zt912G1asWIGnn34anZ2d+NKXvoS+vr4xlnTXMlS9BwYGsGHDBlxzzTXYsGEDHnroIbzyyiuYN29eHSTdtQzX3ppHHnkE69atG/YrLRoGSRDD0NvbKwHI1atX11uUMaGvr09OmzZN9vT0yGOPPVYuWrSo3iKNKsuWLZNHH310vcUYc04++WS5cOHCzLH58+fLc889t04SjQ0A5MMPP2z+FkLIzs5O+YMf/MAcq1Qqsr29Xd5zzz11kHB0cOtdxFNPPSUByM2bN4+NUGNArXq//vrrcp999pHPP/+83G+//eQPf/jDMZdtd4NmiIhh2b59OwBg4sSJdZZkbLj44otx8skn4/jjj6+3KGPCo48+itmzZ+NrX/saJk2ahMMPPxw/+clP6i3WqHP00Ufjj3/8I1555RUAwN/+9jesXbsWJ510Up0lG1s2bdqEt956C3PnzjXHyuUyjj32WDz55JN1lGzs2b59Oxhje/zsqBACCxYswNKlSzFjxox6i7Pb0DBvqiY+HFJKLFmyBEcffTRmzpxZb3FGnQceeAAbNmzA008/XW9Rxox//OMfuPvuu7FkyRJceeWVeOqpp3DppZeiXC7jvPPOq7d4o8ayZcuwfft2HHLIIfA8D3Ec48Ybb8TZZ59db9HGFP2l1+4XXU+ePBmbN2+uh0h1oVKp4PLLL8c555yzx3/x6U033QTf93HppZfWW5TdCkqIiCH5zne+g40bN2Lt2rX1FmXU2bp1KxYtWoTHHnsMTU1N9RZnzBBCYPbs2eju7gYAHH744XjhhRdw991379EJ0YMPPoif//znuO+++zBjxgw8++yzWLx4Mbq6unD++efXW7wxhzGW+VtKmTu2pxKGIc466ywIIXDXXXfVW5xRZf369fjRj36EDRs2NEz7jhRaMiNqcskll+DRRx/FqlWrsO+++9ZbnFFn/fr16O3txZFHHgnf9+H7PlavXo077rgDvu8jjuN6izgqfPSjH8UnPvGJzLHp06djy5YtdZJobFi6dCkuv/xynHXWWZg1axYWLFiAyy67DMuXL6+3aGNKZ2cngHSmSNPb25ubNdoTCcMQZ5xxBjZt2oSenp49fnboiSeeQG9vL6ZMmWL83ObNm/Hd734X+++/f73Fqys0Q0TkkFLikksuwcMPP4zHH38cU6dOrbdIY8Jxxx2H5557LnPsggsuwCGHHIJly5bB87w6STa6zJkzJ/dahVdeeWWP/+LjgYEBcJ4dE3qet0c+dj8UU6dORWdnJ3p6enD44YcDAKrVKlavXo2bbrqpztKNLjoZevXVV7Fq1Sp0dHTUW6RRZ8GCBbn9kSeccAIWLFiACy64oE5S7R5QQkTkuPjii3HffffhV7/6FVpbW83Isb29Hc3NzXWWbvRobW3N7ZMaN24cOjo69uj9U5dddhmOOuoodHd344wzzsBTTz2FlStXYuXKlfUWbVQ55ZRTcOONN2LKlCmYMWMGnnnmGdx2221YuHBhvUXb5bz//vt47bXXzN+bNm3Cs88+i4kTJ2LKlClYvHgxuru7MW3aNEybNg3d3d1oaWnBOeecU0ep/3OGqndXVxdOP/10bNiwAb/5zW8Qx7HxdRMnTkSpVKqX2P8xw7W3m/gFQYDOzk4cfPDBYy3q7kWdn3IjdkMAFP7ce++99RZtzGmEx+6llPLXv/61nDlzpiyXy/KQQw6RK1eurLdIo86OHTvkokWL5JQpU2RTU5M84IAD5FVXXSUHBwfrLdouZ9WqVYV9+vzzz5dSJo/eX3vttbKzs1OWy2X5+c9/Xj733HP1FXoXMFS9N23aVNPXrVq1qt6i/0cM194u9Nh9ApNSyjHKvQiCIAiCIHZLaFM1QRAEQRANDyVEBEEQBEE0PJQQEQRBEATR8FBCRBAEQRBEw0MJEUEQBEEQDQ8lRARBEARBNDyUEBEEQRAE0fBQQkQQBEEQRMNDCRFBEP+1XHfddTjssMPqVv4111yDCy+8cETnfu9738Oll146yhIRBPFhoTdVEwSxW8IYG/Lz888/HytWrMDg4GBdvpTzX//6F6ZNm4aNGzeO6FvCe3t7ceCBB2Ljxo0N84XJBPHfBCVEBEHslugv2gSABx98EN///vfx8ssvm2PNzc1ob2+vh2gAgO7ubqxevRp/+MMfRnzNV7/6VRx00EF7/LfIE8R/I7RkRhDEbklnZ6f5aW9vB2Msd8xdMvvGN76B0047Dd3d3Zg8eTL22msvXH/99YiiCEuXLsXEiROx77774mc/+1mmrDfeeANnnnkmJkyYgI6ODpx66qn45z//OaR8DzzwAObNm5c59stf/hKzZs1Cc3MzOjo6cPzxx6O/v998Pm/ePNx///3/sW4Igtj1UEJEEMQexZ/+9Ce8+eabWLNmDW677TZcd911+MpXvoIJEyZg3bp1uOiii3DRRRdh69atAICBgQF88YtfxPjx47FmzRqsXbsW48ePx5e//GVUq9XCMt577z08//zzmD17tjm2bds2nH322Vi4cCFeeuklPP7445g/fz7sSfhPf/rT2Lp1KzZv3jy6SiAI4gNDCRFBEHsUEydOxB133IGDDz4YCxcuxMEHH4yBgQFceeWVmDZtGq644gqUSiX8+c9/BpDM9HDO8dOf/hSzZs3C9OnTce+992LLli14/PHHC8vYvHkzpJTo6uoyx7Zt24YoijB//nzsv//+mDVrFr797W9j/Pjx5px99tkHAIadfSIIYuzx6y0AQRDErmTGjBngPB3rTZ48GTNnzjR/e56Hjo4O9Pb2AgDWr1+P1157Da2trZn7VCoV/P3vfy8sY+fOnQCApqYmc+zQQw/Fcccdh1mzZuGEE07A3Llzcfrpp2PChAnmnObmZgDJrBRBELsXlBARBLFHEQRB5m/GWOExIQQAQAiBI488Er/4xS9y9/rIRz5SWMbee+8NIFk60+d4noeenh48+eSTeOyxx3DnnXfiqquuwrp168xTZe++++6Q9yUIon7QkhlBEA3NEUccgVdffRWTJk3CQQcdlPmp9RTbgQceiLa2Nrz44ouZ44wxzJkzB9dffz2eeeYZlEolPPzww+bz559/HkEQYMaMGaNaJ4IgPjiUEBEE0dB8/etfx957741TTz0VTzzxBDZt2oTVq1dj0aJFeP311wuv4Zzj+OOPx9q1a82xdevWobu7G3/961+xZcsWPPTQQ/j3v/+N6dOnm3OeeOIJHHPMMWbpjCCI3QdKiAiCaGhaWlqwZs0aTJkyBfPnz8f06dOxcOFC7Ny5E21tbTWvu/DCC/HAAw+Ypbe2tjasWbMGJ510Ej7+8Y/j6quvxq233ooTTzzRXHP//ffjm9/85qjXiSCIDw69mJEgCOJDIKXEZz/7WSxevBhnn332sOf/9re/xdKlS7Fx40b4Pm3fJIjdDZohIgiC+BAwxrBy5UpEUTSi8/v7+3HvvfdSMkQQuyk0Q0QQBEEQRMNDM0QEQRAEQTQ8lBARBEEQBNHwUEJEEARBEETDQwkRQRAEQRANDyVEBEEQBEE0PJQQEQRBEATR8FBCRBAEQRBEw0MJEUEQBEEQDQ8lRARBEARBNDz/B9rE/rk1WqusAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#-------------------\n", "# Make a spectrogram\n", "#-------------------\n", "NFFT = 1024\n", "short_window = np.blackman(NFFT)\n", "spec_power, freqs, bins, im = plt.specgram(\n", " strain_seg, NFFT=NFFT, Fs=fs,\n", " window=short_window\n", ")\n", "plt.xlabel('Time (s)')\n", "plt.ylabel('Freq (Hz)')" ] }, { "cell_type": "markdown", "id": "a549e6f0-b283-40c7-bbeb-68009d8981a9", "metadata": {}, "source": [ "Mainly, this spectrogram shows what we already knew from the PSD: there is a lot more power at very low frequencies than high frequencies." ] }, { "cell_type": "markdown", "id": "315664cd-98b7-48c2-a698-919a9d617281", "metadata": {}, "source": [ "## What's next?" ] }, { "cell_type": "markdown", "id": "6e6cb90e-cfd6-4f55-9d04-85a350881c8a", "metadata": {}, "source": [ "A lot of methods used in the LVK pipelines are based on the frequency domain so it's important to be familiar about those ideas." ] }, { "cell_type": "markdown", "id": "9772f8a6-d0d8-4771-8059-2557375679ee", "metadata": {}, "source": [ "In the [next step](<05 - GWpy Examples.ipynb>), you will learn to use a python package to ease interaction with GWOSC data." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }