{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting google trends in python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Google Trends](https://trends.google.com/trends/) show you the search-term frequency of a specific term relative to the total search-volume. \n", "\n", "As by now, their is [no official API interface to Google trends](https://en.wikipedia.org/wiki/Google_Trends#Google_Trends_API). Their are, however, some unofficial packages to access the Google Trends. One of them is [pytrends](https://github.com/GeneralMills/pytrends) which we will use here to get the relaitve search-term frequency.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pytrends is available from pypi. To install use pip from the commandline: ```pip install pytrends```. For the analysis we will use [pandas](http://pandas.pydata.org/) and [matplotlib](https://matplotlib.org/) which also need to be installed on your system." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we import the required packages:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from pytrends.request import TrendReq\n", "import pytrends\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Google Trends currently allows to ask for up to five keywords. \n", "Here, we want to compare the relative search term frequency of \"global warming\" and \"climate change\" for the last 5 years ([for further option see the pytrends readme](https://github.com/GeneralMills/pytrends)):" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "search_terms = [\"climate change\", \"global warming\"]\n", "timeframe = \"2012-01-01 2020-08-01\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To issue an request, we first have to init a TrendReq object:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "pytrends = TrendReq(hl='en-US', tz=360)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can than build the payload for the request and ask for the interest of these search-terms over time:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "pytrends = TrendReq(hl='en-US', tz=360)\n", "pytrends.build_payload(search_terms, \n", " timeframe=timeframe)\n", "trends = pytrends.interest_over_time()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pytrends returns a pandas dataframe, which we can inspect:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " climate change global warming isPartial\n", "date \n", "2020-04-01 45 23 False\n", "2020-05-01 41 21 False\n", "2020-06-01 33 17 False\n", "2020-07-01 25 13 False\n", "2020-08-01 28 14 False" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trends.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you see, is contains a column \"isPartial\" which is set to true if the data for a given month is not complete.\n", "After checking for completness we can delete this column:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "if all(trends.isPartial == False):\n", " del trends['isPartial']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now start plotting the data using standard matplotlib functionality:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "def plot_searchterms(df):\n", " \"\"\"Plots google trends\n", " \n", " Parameters\n", " ----------\n", " df: pandas dataframe\n", " As returned from pytrends, without the \"isPartial\" column\n", " \n", " Returns\n", " -------\n", " ax: axis handle\n", " \"\"\"\n", " fig = plt.figure(figsize = (15,8))\n", " ax = fig.add_subplot(111)\n", " df.plot(ax=ax)\n", " plt.ylabel('Relative search term frequency')\n", " plt.xlabel('Date')\n", " plt.ylim((0,120))\n", " plt.legend(loc='lower left')\n", " return ax" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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0LEsaPMTeoTtrzDgaiZSkPXv2aNWqVVq9erW8Xq/OOecczZ07V3l5eVq2bJkeeughPfbYY27GCgAAACDFmPZ2e6RR6pJESpIG50kHD0gNdTLt7bLS0rpeg6hylETecccdqq6u1plnnqk5c+ZowoQJEef/9V//Va+88oorAQIAAABIYT0s7xGUG1YX2XBEyitwP6YU5yiJvOKKKzR16lR5vT1fzigkAAAAgKhrDUsiMzK7nLby8mUCO0cOk0TGgKOayEGDBqmqqiri2J49e/T++++7EhQAAAAASJKaQ0mkdbSRSJrrxISjJPKpp57SoEGDIo5lZWXpqaeeciUoAAAAAJAUORLZU01kB1NPc51YcJREHj58WAUFkcPCBQUFOnTokCtBAQAAAICk0PIeUg9JJCORseYoiRw2bJg2bdoUcezDDz9USUmJK0EBAAAAgKROjXW6qYkkiYw5R411rr76aj388MM6//zzNWzYMO3fv18rV67UzTff7HZ8AAAAAFJZeBKZwUhkInA0Ejlt2jTdfffdam5u1nvvvafm5mbdddddmjZtmtvxAQAAAEhhJjyJzDpKTWQdNZGx4GgkUpLGjx+v8ePHuxkLAAAAAERqPcpIZHh31npGImPBURLp8/n0+uuvq6KiQs1hLXYlafbs2a4EBgAAAABHbawzKFvyeiWfz14nEq5zlEQuWLBAO3bs0JQpU5Sfn3/0F/TDli1b9OKLL6qiokJtbW0qLS3Vl770JZ1//vnBa+rr6/Xcc89p3bp1am1tVXl5uWbOnKnRo0e7GhsAAACAGGtpCm5a3TXWsSx7NPJQDSORMeIoidy4caMWLFignJwcV4PZsWOHHnjgAZWXl+umm25SZmam1q5dq8cff1w+n08XXXSRjDGaP3++qqqqdMMNNyg3N1cvv/yy7r//fs2fP19FRUWuxggAAAAghiJGIgd1f83gPDuJbKiX8bfL8qTFJrYU5aixTnFxsdra2tyORatXr5bf79fcuXM1bdo0TZ48WTfeeKMmTJigN954Q5K0fv16bdmyRbNnz9bZZ5+tU089VXPnzpXf79fSpUtdjxEAAABADEXURHYdiZQU6tBqjFRf535MKc5REnnuuefqoYce0ltvvaVNmzZF/BdNPp9PXq9XGRkZEcezs7NljJFkJ5EFBQWaNGlSxPkpU6Zo/fr1UY0HAAAAQJxFrBPZTU2kWCsy1hxNZ3311VclSYsXL444blmWFixYELVgvvjFL2r58uV6+umndeWVVyozM1Nr1qzRpk2bgg18Kisru619LCsr06pVq9Tc3Kys7lr/HsXcuXOD2/PmzVNxcfGxfyHoN6/X/tHkOcQPzyAx8Bzij2eQGHgO8cczSAyp+BwOGaPAhNbC4SOU1s3XXldSqsaO7XyPlOHi9ycVn0FnjpLIxx57zO04JEmjR4/Wvffeq4cffljLli2TJKWlpem73/2uzjrrLEl2U52hQ4d2eW1ubm7w/LEkkQAAAAASj4lorNP97/mevCHBbf+RQ67HlOocrxPp8/n0ySef6ODBg5oxY0ZwqY9oJmx79+7V//zP/6isrEzf/e53lZGRoXXr1mnhwoVKT0/XOeecE5zW2llPx52aN29exP6BAwf6dT/0T+CTHZ5D/PAMEgPPIf54BomB5xB/PIPEkIrPob0uVONY09Aoy+fvco3fE0prjuzepXoXvz+p8gxGjBjR4zlHSeTOnTs1b948paenq6amRjNmzNDmzZv1xhtv6Ac/+EHUAl28eLG8Xq/mzp0bHCY+5ZRTVF9fr2eeeUZnnXWWcnNz1dDQ0OW1gWOBEUkAAAAASSC8sU56RreXWHn5Cg4p1R1xPaRU56ixzsKFC3XNNdfokUceCSZ3EydO1JYtW6IazM6dOzVmzJjgewSMHz9edXV1OnLkiEaNGqVdu3Z1eW1lZaWKi4uZygoAAAAkk44ZkMrMkuXpIX3JDWusw1qRrnOURFZWVuqcc86JOJaVlaXW1taoBjNkyBBVVFTI5/NFHP/kk0+Unp6u3NxcTZ06VbW1tdq8eXPwfGNjo959911NnTo1qvEAAAAAiLPASGRPy3tIoSU+JBm6s7rOURI5dOhQbd++PeLYtm3bVFpaGtVgLr74YlVVVWnevHlat26dNm7cqKeeekqrV6/WRRddJK/Xq6lTp6q8vFyPPvqoVq9erQ0bNmj+/Pkyxujyyy+PajwAAAAA4qylozdrD011JEmD80LbJJGuc1QTec011+jnP/+5LrzwQvl8Pr388stavny5brrppqgGM336dN15551aunSpHn/8cbW1tWnYsGH69re/rQsvvFCS5PF4dMcdd2jRokV68skn1dbWpvLyct17770p3WYXAAAASDbGmNBIZG9J5KAcKc0rtfuoiYwBR0nklClTdOedd2rFihWaOHGiqqur9Z//+Z8aN25c1AM67bTTdNppp/V6TW5urm6++eaovzcAAACABOLzSe3t9nYvSaRlWfZo5KFaRiJjwPESH+PGjXMlaQQAAACAboV3Zu1tJFKym+scqpUa6mT87bI8ae7GlsIcJZHPP/98j+euueaaqAUDAAAAAEEtYUlkb411pFBdpDFSfZ2UN8S9uFKcoySypqYmYv/QoUPavHmzzjjjDFeCAgAAAIBgUx1J1lFGIq3BQyLXiiSJdI2jJLK7+sMNGzborbfeinpAAAAAACBJamkKbR9tOmt4h1bWinSVoyU+ujN58mStW7cumrEAAAAAQEjYSOTRk8jQWpE013GXo5HI/fv3R+y3tLTorbfeYkkNAAAAAO4Jb6yT4TyJNHWHZbkUEhwmkXPmzInYz8jI0HHHHadbbrnFlaAAAAAAIKKxTmbvjXWswflhNZGMRLqp391ZAQAAAMANJiKJHNT7xeE1kXVH3AkIkvpREwkAAAAArurDSKRyqYmMFUcjkd///vcd3exXv/pVv4IBAAAAgKC+NNbJi6yJhHscJZGXXHKJ3njjDV1yySUaOnSoqqur9be//U3nnnuujj/+eLdjBAAAAJCKwhrrWEdrrDMoR0rzSu0+RiJd5iiJfOONN3TXXXepsLAweOy0007Tz372M1122WWuBQcAAAAghTWHTWfN6j2JtCxLys2TDtdK9dREuslRTWRtba2yOj20rKws1dbWuhIUAAAAAPRpiQ8p1Fyn/oiMv92dmOBsJHLq1KmaN2+errrqKhUWFqqmpkZLlizRlClT3I4PAAAAQKrqS2MdKbRWpDFSQ33E2pGIHkdJ5He/+1298MILWrhwoWpra1VYWKjp06fr6quvdjs+AAAAACkqcomPo49EdlkrkiTSFY6SyIyMDF133XW67rrr3I4HAAAAAGx9TCIjkkbWinSNoyRSkt5//32tXr1ahw8f1h133KFPP/1UTU1NmjRpkpvxAQAAAEhVrX1Y4kOyG+sE1B2KfjyQ5LCxziuvvKKFCxdq+PDh+uijjyTZo5O///3vXQ0OAAAAQAoLjERaHsmbfvTrh4RWk/C/uVzG73cpsNTmKIn861//qv/6r//SFVdcIY/HfsnIkSO1Z88eV4MDAAAAkMICSWRmpr2Ex1FYnztDyh1s72z+p8yrL7kYXOpylEQ2NTWpuLg44pjP55PX63g2LAAAAAD0TTCJHOTocmtwvjzf+mFw3yz9vzJbP3QjspTmKIk86aSTtGTJkohjr7zyik4++WRXggIAAAAAtXTURDpZ3qODdcoUWRdfZe/4/fIvfFiGJjtR5SiJ/Na3vqV33nlHt9xyi5qbm3Xbbbdp7dq1mjlzptvxAQAAAEhBxhiptWMkMsNBU50w1leuk44/0d45VCP/0/8P9ZFRdNT5qH6/X7t379ZPf/pT7dy5U9XV1SoqKtL48eOD9ZEAAAAAEFWtrZLpWPWxDyORkmR5vfLc+CP5f/ofUkOdtOldmWUvh0Yo0S9HzQI9Ho/mz5+vjIwMjR8/XmeeeabKy8tJIAEAAAC4pzV8jUhnNZHhrMKh8nzrP4L75uXfymzbHI3IUp7jmsitW7e6HQsAAAAA2FrCk8i+jUQGWJOnyfrSv9k7fr/8TzwsU099ZH85aq86dOhQ/Z//8380depUFRUVRbTXveaaa1wLDgAAAECKCjTVkWRl9q0mMpx1xTdktn0kfbpFOnhA/qcfkWf23bKYWXnMHH3nWltbNW3aNFmWpdraWtXU1AT/AwAAAICoa2kKbfexsU44y+uV57s/krJz7QMfrJdZvrSfwaW2HkciX331VV188cWSpCuvvFKlpaUxCwoAAABAigufzpp17EmkJFlFdn2kf8F/S5LMy4tkTposa/Tx/bpvqupxJHLx4sXB7blz58YkGAAAAACQJLWGprP2ZyQywPrcGbIu/Iq9094u8/aKft8zVfU4EllaWqpFixZp1KhR8vl8WrGi+2/y+eef71pwAAAAAFKTiUJjnc6sC74SnMpq9u6Kyj1TUY9J5G233aY//vGPWr16tdrb2/Xmm292ex1JJAAAAICoi0gi+z8SKUkqKJKyBknNTdLeyujcMwX1mESOGDFC3/ve9yRJP/3pT3XPPffELCgAAAAAKc6FJNKyLKl0lFTxiXTwgExzo6ys7KjcO5U46s5KAgkAAAAgpsKSyP4s8dGZNXxUaGfv7qjdN5WwOAoAAACAxBPlxjpBw8uCm9RFHhuSSAAAAACJx4XGOlKnkch9fU8im//xhg79zz0yO7dHLaaBpseaSAAAAACIm4gkclD07lsaPhLZt+Y6pq1NRx55QKa5Udr2kTz3PybLk3rjcn1KIhsbG9Xc3BxxrLCwMKoBAQAAAIBbI5EaWip5vZLP1/cOrXt32gmkJO3bLX3wrvS5adGLbYBwlES+//77euKJJ1RdXd3l3PPPPx/1oAAAAACkNuNSTaSVliaVjJD27JSq98r42mR5053FtOuziH3/8iVKI4ns3uOPP66rrrpKZ511ljIyMtyOCQAAAECqa24KbUexO6skafgoO4n0+6X9e6WRo529rlMSqY8/kNnxqawxx0c3vgTnaAJvW1ubzjvvPGVlZcnj8UT8BwAAAABRFz4SGc3prJKssA6tfWmu03kkUpLMsiXRCGlAcZQFXnrppVq6dKmMMW7HAwAAAAChmsg0r+Pppo6Vhjq0mj3OkkhjTHAk0srNk7Jz7OPr35Sp7Vr2l8wcTWf9/Oc/rwcffFBLlizR4MGDI84tWLDAlcAAAAAApLBAEhnlUUjJHokMDo85XSuypkpqapAkpY8/UW2lZTKvviT5/TKv/VnW1TdEPc5E5SiJ/MUvfqETTzxRZ555JjWRAAAAANwXSCKj2FQnqHSkZFmSMc6X+Qibyuo9boJ8Z14gs3yJ1N4u8+bfZC67RlZWdvRjTUCOksiqqirNmzePGkgAAAAAsdHakURmRT+JtDIypaIS6cB+af9uGX+7LE9ar68xu7YHt71jJ8gqKJI17VyZtSulpkaZt5bLuuArUY81ETnKCqdOnapNmza5HQsAAAAAyPj9UmurvePGSKQkBZrrtLVKNUevaTS7KoLb6cdNkCRZF4aSRvP3P8m0t0c1xETlaCSyra1N8+fP10knnaT8/PyIc7Nnz3YlMAAAAACJxb/yLzLr35Lnim/ImjDRvTdysTNrgDV8lMwH6+2dvbukoaW9vyAwEpmRobQRZdLBQ7JGj5NOnCxteV+qqZJ5b42saWe7Em8icZRElpWVqays7OgXAgAAAEhK/nVvyvzu1/b2/z6rtLnz3HuzQD2kFP01IgPCO7TurZQ1eVqPl5rGeruxjiTv6ONlpYXSKM9FV8i/5X37uuVLZKaeJcuy3Ik5QRw1ifT7/dq/f79uuukmpadHubUuAAAAgIRnqvbILApblcHhshjHLAZJZJ86tHYzlTXo5NPtqbF7d0mfbZW2fSS5OUqbAI5aE+nxePT+++8nfTYNAAAAoCvT1ir/r+dLzU2hg431Mg117r1payiJtNyuiZRk9vXeoTWiqU6nJNLyeCJqI/3Ll0QpwMTlqLHOpZdeqj/84Q/y+XxuxwMAAAAggZgXnpZ2bu96omqve2/aEl4T6dJIZE6ulDfE3tm7S8aYni8OX95j7IQup63pX5QGd/SO2fAPmao9UYw08TiqiXdou2kAACAASURBVHz11Vd16NAh/eUvf1FeXl7EuV/96leuBAYAAAAgvsy7q2VW/tXe8XqlyWdI771tn6vaK+u4cnfeuCVs1NOlxjqS7NHII4ekxgb7z/yCbi+LXN7j+C7nrfQMWV/8ssyfFttrT/79j7Ku/Z5rYceboyTy1ltvdTsOAAAAAAnEVO2V/9lHg/vW1d+SBg+R6UgiYzcSOci1t7GGj5L5+AN7Z++ubpNI42sL1UyWDJdnUE739zrvyzKvviS1tcqsfk3mK9fJyhnsVuhx5SiJnDgxuQtDAQAAAISYtja7DrKp0T5w+pmyzrtU2vlpqBlNtXtJpIlorOPiSGRpWF3k3kpZJ07ues2+SilQ1ld2XI+3sgbnyzrzPJlVf5NaW2Ref0XWpV+LdsQJwVFNZFtbmxYvXqzZs2dr5syZkqSNGzfq1VdfdTU4AAAAALFnXvyNtPNTe6d4mDwzb7UbbYatpWjcHIkMa6wjtxrryB6JDOqhQ6vZGaqHtMrG9X6/C0INdszqv/cvuATmKIl89tlntWvXLs2ZMyfYpbWsrEzLli1zNTgAAAAAsWXee1tmxZ/tnTSvPDf9WFZ2riTZf+Z29EhxM4lsjsE6kZKzDq27wpPInkcipY6kdMx4e6d6n0xzY79DTESOksh33nlHc+bMUXl5eTCJLCwsVG1travBAQAAAIgdU71P/mfC6iC/OktW526kJcPtP+sOyzS5lCSFL/HhZhI5pFDK6qi57GkkMqypjkb1nkRKkjUilJhq7+7+RJewHCWRXq9Xfr8/4tiRI0c0eHByFooCAAAAqcb42uR/4iGpqcE+cOp0Wf9yWZfrrEASKblXFxmDJT4k2QNkgdHIQ7UyjQ0R540xoZHI3MFSQdHRbxo+utlDYjrQOUoip0+frgULFqiqqkqSdPDgQT311FOaMWOGq8EBAAAAiA3z0rNSxSf2TlGJPLNCpWwRhoYlkW5NaY1VYx1JVmlYXWTnKa0HD0iN9fZ22bjuvx+d7xdeZ7kvhZPIa6+9ViUlJbr99tvV2NioOXPmqKCgQF/96lfdjg8AAACAy8w/18r8/Y/2TppXnht/JCsnt/uLw0YiXWuu0xKbxjqSOo0cdkoi+1APGVTay/2ShKMlPrxer2bNmqVZs2YFp7E6ycIBAAAAJDZzYL/8z/wyuG9dNVPWuBN6vN4qGR5a5iMWSWSWu0mkNXxU6OvpNP00oh7SaRI5tFTyeu1lQVI5ibzhhhv0m9/8RpKUl5cXPP6d73xHTz75ZNSDeu+997R06VJt375dHo9Hw4cP1/XXX69JkyZJkurr6/Xcc89p3bp1am1tVXl5uWbOnKnRo0dHPRYAAAAgWQXrIAO1gJ87Q9YFl/f+orDprKZ6nztxtYbVRMZyJLLTdFazy/nyHsHr0tKkkhHSnp1S9V4ZX5ssb3p0Yk0QjpLI9vb2Lsd8Pl+XZjvRsHz5cj399NP60pe+pKuuukp+v18VFRVq6SiuNcZo/vz5qqqq0g033KDc3Fy9/PLLuv/++zV//nwVFTkodgUAAAAg87+LpM+22juFQ+W54bajzzjMHSwNyrEb8MSkJtLlJLJ4WNjIYacaxkAS6fVKw0Y6v+fwUXYS6fdL+/dKI5NrsKvXJPKee+6RZVlqa2vTvffeG3GupqZG5eXlUQ2mqqpKzzzzjK6//npdeumlweOnnnpqcHv9+vXasmWL7rnnnuDIZHl5uW655RYtXbpU3/rWt6IaEwAAAJCMzIZ/yCxfau+kpXXUQR599QXLsuy6yB3bpEM1Mi0tsqLd/CaWjXXS0uwEcfcOqXq/TFurrPQMe/mSwEjriDGyvI7G3+x7Di8LTZHdtyu1ksjzzz9fkrRt2zadd955weOWZSk/Pz+YxEXLypUr5fF4dOGFF/Z4zfr161VQUBDx3tnZ2ZoyZYrWr19PEgkAQIIxOz+VWbZE1rRzZX1uWrzDASDJ1FTJ/5uwOsh/+6as4090/HqrZLjMjm32zoF90sgx0Q0wkESmZ8jypEX33t2wSkfJ7N4hGb+0f480aqxUWRE677QeMiCs46vZu0vJ1k2m1yTyi1/8oiRpwoQJGjmyD8O3x2jLli0aMWKE3n77bb300kuqrq7W0KFDdemll+riiy+WJFVWVnZb+1hWVqZVq1apublZWcdQfDt37tzg9rx581RcXHzsXwj6zdvxSQ/PIX54BomB5xB/PIP+q33kXrV9+E/pw/dU/Mxf7U/9+4jnEH88g8QQjedgfD4dfOhO+TuWrsiYepaGfP3bsjyOFm6QJNWPGaeGdW9KkgY31ysryj8X1b42+SVZWYNi8jNXf/wJanh3tSRpcMNhZRUXq/GdKtV1nM896RRld8Th5Bm0TTxFtR3bmbXVyk+yvzeOxmRjkUBK9vqTBw8e1G9/+1t9/etfV2lpqdasWaOnn35afr9fX/7yl1VfX6+hQ4d2eW1urt2CuL6+/piSSAAA4I72jk/zTX2d/AdrlFZcEt+AgBRX/9zjatv6oSTJUzxM+bfe3acEUpLSwtZCbN+7O6rxSZJpbpIkWTH6vd47KjSS6uv4N6vts09C54+b0Lf7jRgjWZZkTPB+ycT5xN4YMMaoqalJt99+uz7/+c9LkiZNmqTq6mq9/PLLuuSSS2SM6fG1/TFv3ryI/QMHDvTrfuifwCc7PIf44RkkBp5D/PEM+se0tcl/+GBwv/aTLbKcLVMdgecQfzyDxNDf52DeXyf/0t/ZOx6P9O0fqra1Terj/cygUO1kw2fb1BTlnwvT3ChJ8nszYvIzZ3KHBLcbP92q5gMH1P7JR8Fjh3MLZHXE4fgZFJVIB/bLt3uHqquq+pyox9uIESN6PJdQX0lgNHHy5MkRxydPnqzDhw/r4MGDys3NVUNDQ5fXBo4F7gEAABLAwchfskzN/jgFAsDUH5H/6UeC+9a/fUPW+JOO7WZDS0P3rY5uh1bT3m53SpXc78waMGyEPXIou4bR+Hx2ox1JKh4mKzun7/cMLB3S2irVVEUp0MSQUElkWVlZr+c9Ho9GjRqlXbt2dTlXWVmp4uJiprICAJBIOiWRqqmOTxwAZP65VmroqPKbNEXWRf927DfLL5AyOrqmRnuZj1gu79HBysi0l/qQpH277Y6qvjZ7v69NdQL3DJvy22XpkAHO0XRWn8+n119/XRUVFWpubo44N3v27KgFc8YZZ2jFihXauHGjpk+fHjy+ceNGFRUVaciQIZo6dapef/11bd68WRMnTpQkNTY26t1339XZZ58dtVgAAED/mS5JZHJ9Gg8MJObD94Lbnkuu6tf0yuAyH5UVUu0BmbY2WenpUYhSkUlkhrvLe0QoHWUv6eFrk/nnP4KHrbJxx36/DmZvpazJydOd2lESuWDBAu3YsUNTpkxRfn6+a8GcdtppOvnkk/XEE0/oyJEjGjZsmNauXauNGzfq5ptvliRNnTpV5eXlevTRR3X99dcrJydHS5YskTFGl19+uWuxAQCAY1DbaTrrAaazAvFg2tulzRvtnaxB0jjny3n0KJBEGr9Usz8iaeqXsCTSyhoUnXs6YA0vk/lgvSTJvLMqdPyYRyLD1opMxZHIjRs3asGCBcrJOYa5wH1gWZZ+9KMf6Xe/+51eeOEF1dfXa+TIkZozZ05wlNHj8eiOO+7QokWL9OSTT6qtrU3l5eW69957aTkNAECiYSQSSAyffSw1dfQVOelzsrz9769pDR0eSpKq9kYviWyN00hk+PTTfZWh7WMdiRweKtUz4fdLAo5+eoqLi9XW1uZ2LJKk7Oxsfec739F3vvOdHq/Jzc0NjkwCAIDEZQ7WRB6oqZbx+wdcl0JgoDMf/jO4bU06PTo3LRkeun/VXlnRuavU0hLajlVjHXUaOQzIzpUKj22gysrJlfKGSEcOSXt3yRhjTwNOAj0mkZs2bQpun3vuuXrooYd0ySWXaMiQIRHXTZo0yb3oAADAwFbbqZFOu086fFAqKIpPPECKMptC9ZDWydFJIq2STiOR0dLSFNrOjNNIZEDZcf1L/IaX2UlkY4P9Z37Bsd8rgfSYRP7qV7/qcmzx4sUR+5ZlacGCBdGPCgAAJIfO01klu3aKJBKIGVN3WNqxzd4pHSWrqCQ6Nw4fiYzmMh8RI5ExrInMzrWTvLC1bY+1HjL4+uGjZD7+wN7Zuyv5k8jHHnsslnEAAIAkY1pbpPq6rscPVMkaPzEOEQGpyWzeIBl7zDBqU1klaUiR5E23l8KI4kikiVjiI4YjkZJd1xmWRB7r8h6h+4XVRe6tlHXi5P7dL0E4KkioqKjQgQORnyQeOHBAFRUVbsQEAACSQXg9ZFpaaJvmOkBsfRj9qayS7NrmoaX2Tk2V3QE2GiIa68R2DXhreOS69ce8vEfwfsm5VqSjJPLRRx9Ve6cfCp/Px1RWAADQs/B6yNHHh7ZJIoGYMX5/qKlOeoZUfnJ03yAwpbW9vWsN9LGKGImMbRIZUReZ5u2+TrJP90vODq2OksgDBw5o2LBhEcdKS0tVXR2lHxQAAJB0TFg9pDUhNH3VkEQCsVP5md3QRZLKT5YV5SUzrKGhusioTWkNXycyxklkxEjkiDJZ3vT+3XBIob0up5R6I5GFhYXavn17xLHt27eroCA5CkMBAIALwqezjhlvj4JI0gGSSCBWIrqyRrMeMqDTMh9REaclPiRJo8cF39M6of/1i5ZlhUYjD9XKNDb0+56JwNE6kZdeeqkeeughXX755Ro2bJj279+vP/3pT7ryyivdjg8AAAxUtWEjkYVDZYqGSvt2S7VVrBUJxEjE+pAnT4n6/V1Z5iOiJjK2jXWsnMHy3HafzGdbZZ19YXTuWTpK5rOt9s6+SmncCVG5bzw5SiIvuOAC5eTkaMWKFaqpqVFRUZG++c1vavr06W7Hl3A+rGrUe3sadN64PI3Ki3G3KAAABpDw6awqLJaKSuwk0ueTjhy0OzsCcI1papQ+/cjeKSqRSkdG/03cWOajOY41kbKn34dPwe+34Z06tKZCEun3+/XTn/5Ud911l84888xYxJSwXtl6UE+s3y+/kf669aDuPHekJpfmxDssAAASUyCJtDxSfqGsopLQiMWBKpJIwG1b3rcb3kiyTj7NnloZbYVD7e7L7e1RG4k0rfFNIqPNGj4q9G9fktRFHnUeicfjUVVVlYwxR7s0aRlj9NyGaj2+zk4gJamxza/7V1bqzYoj8Q0OAIBEFZjOml8gKy3NHgnpQHMdwH0R9ZBRXNojXMTf7ep9Mn5//28az+6sbkjCDq2OihG++tWvauHChaqurpbf74/4L9n5/EaPrt2nFz4MNQcoyUkPnnt49R4t/ag2XuEBAJCQTEuz1Fhv7xQW23+GJZE6sD/2QQEpxBgjE1gfMi1NcnOR+8CUVl+bdKim92udiGdjHTcUD5O8HRNAk2Qk0lFN5K9//WtJ0qpVq7qce/7556MbUQJpavProbd26909oS5KM08bqstOKNSCtXv1esco5NPvVammsU2zTi+Rx41pAgAADDTh9ZAF9rRVq3hYaEoXI5GAu/bvDv09O/5EWdnulWBZQzs11ykc2r8btjSFtgNdnQcwKy1NGjZS2r1Dqt4v09Yqa4B/XY6SyAULFrgdR8I51OzTAysrta3WHk73eqRbpw/XF4/LlyT9x4zhKsr26qXN9ijk0i0HVdvk021nDld6Gt3mAAApLrwza0HHL5RMZwViJmIq68TT3H2zTst8WP0d9QyMRGZmJU0XZ6t0lMzuHZLxS/v3SKPGxjukfnGURA4d2s9PEwaguX/boX31bZKkQV6P7jh3pE4dHvoEx7IsffO0EhVlp2vh+v0ykt7cUadDze2689yRyslIi1PkAADEX5fOrJKUN0TypttT3mqq4xMYkCKCU1klWZOiv7RHuKgv8xForBPj5T1c1blDayokkZK0fv16bd68WUeORDaSmT17dtSDSgSBBLIgK033nFemcYXdz8e+9IQCFQ7y6n9W71Gb3+iD/Y36yfKduue8USrKTo9lyAAAJI6IkciO6awejz0a2THNjrUiAXeY1hbp4032zuB8qew4d98w2st8hI1EJo3ho0LbSVAX6ehf7hdeeEFPPPGE/H6/1q5dq9zcXG3cuFHZ2dluxxdXI/MyNO9LY3pMIAPOHD1YP/2XMuVk2N/OikMt+sXbUVonBwCAgSiiJrI4tB2Y0uprk44cim1MQKr4ZLPU1irJ7srq+oc1RcPspXykfo9EGmNCNZFJlERaYSORSoIOrY5+olauXKm7775bs2bNktfr1axZszR37lxVVyfvVJQTigfp5xeN0bBcZ0WvE0uy9fOLxig/y57Guml/oxpa290MEQCAhBU5nTVUFmMVh3VopS4ScEV4PaROdrkeUpKVnh6atl61t39LA/p8UmAFiCRKIjVshNTRgNOkykhkQ0ODRo8eLUnyer3y+XwaP368Nm/e7Gpw8fTAv5QpL7NvdY2j8zP1+VG5wf1Pa5t7uRoAgCQWmM7q8Uj5Q0LHwxJKwzIfgCuC9ZCWJSsGSaSk0JTW1hbp8MFjv09rkq0R2cHKyLSX+pCkfbtl/AN7sMlREllaWqpdu+yMuaysTMuWLdOqVauUm5t7lFcOXJneYxv2H184KLi9jSQSAJCqDnasFTekUJYn7EPZwC9REiORgAtMTXWo5m708bIG58fkfa2hobpIVe879hu1hP3+nEyNdSSptKMu0tcmHRjY//45ypSuueYa1dXVSZKuvfZavfLKK/rtb3+rb37zm64GNxCNLwp9YrKthiQSAJB6THOj1NSxxnJ4PaQkq4jprICbIruynh67N+60zMcxC0sirSQaiZQ61UXuHdh1kY66s55+eugHcMKECXr00UddC2igG52fKa/Hks9vmM4KAEhN4Z1ZOy86HlYTaQb4J/FAIopXEhm1ZT5aknM6q6SIDq1m3y5Zn5sWx2D6x/GczcrKSr344ot66qmnJEl79uzRjh07XAtsoEpPs3RcgT30vq++TUdaBvZ8ZwBIdsbfLtPWFu8wkktgKqskdSzvEZRXIHk7PsNmJBKIKuPzSR9ttHcG5UjHnRC7Ny8Jn87anySyJbSdZElk5EjkwG6u4yiJXLNmje677z7V1tZq1apVkqSmpiYtWrTI1eAGqvFhS4IwGgkAicvUHZH/wf+U/z++LvPxB/EOJ2mY2rDu7Z2ns3o8UmHHaGTHWpEAomT7x1JTo7190udkpfWtSWS/FJcGN/s1nTW8sU5GciWRESORA3w6q6Mk8g9/+IPuvvtu3XjjjfJ0rDMzZswYVVRUuBnbgBVZF9kUx0gAAD0xfr/8v3lE2vmp1Noq88ar8Q4peRwMn85a3PV8cdhakXWHYxQUkPzMJx8Gt62TT43pe1uZmdKQjpkH/VjmwzSHT2dNrsY6VnaulF9g7+yt7N9SKHHmKIk8fPiwxowZE3HMsixZHWudIFL4SCQdWgEgMZnlS6QP1of2+9NNEJHCaiJVMLTL6YjmOizzAUSN2bEtuG2Ni+FU1oCSjtHIpgapvu7Y7hGxxMegnq8bqAIdWpsa+rcUSpw5SiLHjRsXnMYasHr1ao0fP96VoAa6svxMZaTZCTYdWgEg8ZhtH8n8b6eSjP5Mv0IE01tNpCSFJZGGukikELN/j/yv/cm9xeYDSWR6hjR8tDvv0YuIZT6q9hzbTVqSdyRSSp66SEfdWW+44Qb993//t1asWKGWlhY9+OCD2rNnj+6++2634xuQ0jyWxhVkacuBJh1o9OlQk09DBjn6VgMAXGbqj8i/8CEpUItnWZIxUmO9TEOdrJzB8Q0wGQSms6Z5pbwhXc+zzAdSiDFG+uRD+ZcvlTa+Ixkjk18oz8+flOWN3u+H5sjB0CyA0eNiWw8ZEL7MR/U+Wcef2Pd7JHFjHUmdOrRWyjrpc3EM5tg5+skdOXKkHnnkEb377ruaMmWKioqKNGXKFGVlJeGDjZIJRXYSKdlTWqeOzI1zRAAAY4z8v/ll6Bet48plDRshs/Z1e79qr3QcSWR/GGNC398hhXYjnU6s4pLQUgAs84EkZXw+mXdXyyxfGhohDDhca9djR3PK6Y5Pg5vW2AnRu28fRGWZj5ZQPxEr2RrryB6JDH6Pkn0kUpIyMzM1Y8YMSdL+/ftVV1dHEtmLyOY6JJEAkAjM8iXS++vsnewceW76cSiBlN1R0DquPD7BJYumxtAvgQXdNNWRpKJhwU1TQ00kkotprJd5c5nMa3+OaDIlyR6db/fZ1328Kap1i6YiLFEdE6eSs2gs8xE+EpmMuUaSdGh1VBP5yCOP6OOPP5YkrVy5Uj/84Q/1wx/+UCtWrHA1uIEssrlOanVoXbOzTre/UqEV2+m4ByBxmE+3RNRBem64zW7wUjIidBF1kf13tM6skt2dMC251or0v/2a2v/7hzLvro53KIgj/9uvyf/jb8m8+ExkAjlyjKxZc+SZOy94yGyN7rJCEU11xsYpiQyriTzmZT6SeYkPScovlAZl29vJnkRu2rRJxx9/vCTpz3/+s/7rv/5LP/vZz7RkyRJXgxvIRuRlKMtrf3u31TQP6Ba+fdHuN/rVO/u0rbZZT67fL3+KfN0AEptpqJN/4cNSe7skybrgclmnTre3wz85J4nsv4jOrN0nkZbHIxV1dG2tqR7w/480dYdlnvuVtGOb/C89G+9wEEfmf38b2Rhm0uny/OB+ee79f+U56wJpzPFSbseU+U8+kvH5ovO+xkgVn9g7mYOkYSN6f4FLrEHZoTro3Ttl2tr6fI+IdWYHJV93VsuypBEdTY8O18ps/bD3FyQoR0mkz+eT1+tVbW2t6uvrdeKJJ6qsrEyHDzPS1BOPZWl8od1R6mBzu2qaovOPRKL7qLpJh1vsX9Ia2vzaV9f3fzwAIJqCdZCBEa+xE2RdNTN0wdCwBbKPdfoVgszBoyeRkkLNddpapSOH3A3KZWblX+2vQ5JqqmT87fENCHFhmhvtWkdJGloqz30LlHbbfbImnhZcFs/yeKTySfY1LU12XWQ0HKoNLRcxZpwsTxya6nSwTpxsb7Q0SVs29um1pqlR2vK+vZM3JHJ6bBKxPv/F4Lb/D0/JBBq9DSCOksixY8fq5Zdf1osvvqjTTz9dklRbW6tBSfjpQDSNLwp9f1JlqY81uyLXBPrsUGp83QASl3ntj3ZHREkalCPPjT+S5U0Pnreyc6TcPHuHkcj+czKdVZJVHKqLdDKltf3AfvnrjhxzWKbuiExN9dEv7Ot9W1tkXv9r6IDfLx3hQ/aUFLbmqXVcuayR3S+xYZWfEtw2WzdF5713fBK6f7zqIQPvf/qZwW3z3po+vdZ8sF7qGJ21Tp0e12TYTdY5F4XWi9yxTeadVb2/IAE5SiK/973vaefOnWptbdW///u/S5K2bt2qs88+29XgBrqIusgUSCKNMV2TyNqWHq4GAPeZ6n0yL4amF3pmzZEVNvIYFPi0u+6w/Uk4jl34dNZeksi+rBVpNr6jAzdeqZoffEPmUE2v13b7+up98t/9PfnvulH+f7zR59f3eu+1r0t1nZLGY4gRSSAsiVT4hySdWCecHNw2H0cniYxoqhOnzqxBJ59ur1MpyWz4h0x7H0bmw5LO8GQ02VherzxfvSG4b15eJNM6sH5ndpRElpaW6rbbbtPs2bOVn58vSZo+fbquv/56V4Mb6CI6tNYmfxK5rbZZNY2R03Y/O5j8XzeAxGU2vRfshGh94eIefymxotFREJKOYTqrdNRlPvx/+YNkjPw11TJ//2PfY3r1f6XGeqm9XWbRgqgt9G78/u7jOUgSmYpMtbMkUiPGSIH1aD/Z3Lckq6f3ToSmOoH3zxoknXyavVN/RNq22dHrTGuLzKZ37Z3sHOmESS5FmCAmT5UCa0TWHrCXghlAHCWRODaluenKyehorlOb/M111uys63Lss4MD61MVAElm1/bgpjW1l9kzQ2muEzWBJNLrDU0T7oZVHJZE9rLMh9m7S/psa2h/1TK79swhU3dYZk1YN/nWFvl/PV+mJQr/f/rwvdA6bx01b5KOabQUSaB6X3Cz2xkPgXMej1TeMRoZhbpIu6lORxI5KCfy37M4sU47himtmzcEmxJZk8+IKDtIRpZlyXP1t4L/dphXXpIJ1LUOACSRLrIsKzilta6lXVUNydtkpvNU1tJc+y9+TZNPh5tTo6kQgMRjKitCO2XH9XxhSRTa0sP+ZTYwnbWg2P5luSeFzqazmrc7LSfW1CDz1nLnMb3+SqjpTcDuHTLPL3R8j574l4W61FvTzwudYCQyJZnw6ay9JJGSZJ0QxbrImip7xE+Sxo4PNvGJJ+tz06Q0u57RvLfGUeMYkyJTWcNZZcfJmvEv9k5Lk8wffxffgPqAJNJlqVIXuetwq/Z0dGI9sXiQThueEzzHaCSAeDDt7VIgiSwcKiswfawbLPMRJY31UqCup7eprJI0JGytyB6msxp/u8zalfZO+Ejf3//kaAqgaWuVWfmX4Os9378jVKv15jL5175+1Hv0eO+d20NdJItKZP3Lv4ZOkkSmpkASmZYmFRT1eqkVNlWz33WR4VNZ49xUJ8DKGSwFEuVDNRExdsf4fDKBBmgZmdLE01yOMHFYV1xnf82SzJvLZXbviHNEzpBEuixV6iLDRyHPHJ2r4wpCX3cFHVoBxEPVntAIVG+jkFLkSCQ1kccuvDPr0X6J9qSFGu/UVHVf8rF5o710gaSMUz+vjFOmBK/XP48+RS6i6c2pn5d1+gxZ//6d0Pnn/j+Zfce22Hd4/ZJ1wWVS4dDQOaazphzj94eSyMKhR+8qGlEX+WG/6iLDm+rEux4yXJ+mtG7dZH8IJUmTpsjKzHQxssRiDSmSdfFV9o7xy//C0/ENyCFHSWRbW5sWL16s2bNna+ZMe22tjRs36tVXX3U1uGQwIUWW+QhPIqePGqzjCkJ/+enQCiAezM6wesiycb1fnDPYyF6RmQAAIABJREFUbuQgMRLZH047swYEmo+0tUp1XdeKNG+/FtwedP6Xlf2Vrwf3/cuW9NprwBgTkeh5LrpCkmSd8yVZ086xD7Y02/WRfeyKaA7WyKzraMk/KEfW2Rfa9Z/ejpFVksjUc+Rg6EOro0xllTrqIid01EU2N0lh/171VXhTnbh3Zg1jnfr5UL3fe2/3/vf1n6k3lTWcddEV0pBCe+fDf4YaDCUwR0nks88+q127dmnOnDnBedZlZWVatmyZq8Elg+Jsr/Iz7U+jPq1tlj8Jm+vsq2sNTlk9riBTpYMzNGZIpjwdM4+YzgogLnZ9Fty0jjISaVlWqBnFodroNF1JQSY8iSwY2vOFHaxeOrSaxnqZDf+wdwblKPOMc5Rx2vTQ2mqfbZU+/ajnm28Ka3pzXLl0/En2e1qWrG/cIpWMsM9VVsg8/9RRY42IbcWfpY6RI+vci2RlZds/Q0M6Rl8P1iR9Mz10EtaZ1So+ehIpdZrSuvWDY3rbiKY6uXkRI+LxZg0plMadYO9U7ZX27Oz2OuP3y/xzrb2T5pV1ytQYRZg4rMwsWf/2jeC+/4XfRKVrr5scJZHvvPOO5syZo/Ly8mASWVhYqNraWleDSwaWZQWntDa0+bWvLvma66ytDBuFLLOnZmR6PRox2K472XWkRa3tRy+oBoBoMpWhJPKo01nVqS7ywL6eL0TP+jCdVVKntSKrI06Z9W8FR3asaefIysiU5fHIuvArwWvCG9t05l8e1vTmwisimo1Yg7LluenHUkf3R7PqVfkdLvZtmptkVnXMxEpLk3X+ZaGTgSSypVlivdGUEtlUp5flPcJENNc51rrI6r1SU4O9nSBNdcKFjyr2OKV1+8dSoCvpSZNlZed0f12Ss6afJ43umDWzZ6fMaucNxOLBURLp9Xrl79RV6ciRIxo8uOcmBQg5Pqy5zic1TXGMxB1rdtYHt88sC/1MBKa0+o2081Brl9cBgKsCI5GDsiPXJOwJy3z038G+TmfteZmP8K6s1ozzQ9tnnicNttes1oZ/dNtN1+zcLn200d4pKul2epw1epysa74des2ix2T27zlqyGb136VG+5d2a+rZssK+zojEmSmtqSV8eY/e1ogMN3KMlJ1rb287tvUizWefhN43QZrqhHNSFxkxlfW01JvKGmB5PPaSHx3Mkv8rk8AfRjlKIqdPn64FCxaoqsqeanLw4EE99dRTmjFjhqvBJYtkbq5T2+TTlgN2YjxicLpG52cEz9FcB0C8mMMHpSMdNXajxva+1EQAy3z0W0/TWVt8fq3fXa8jLZG/JFtFYb9shy3zYfbtlj7dYu+UjgxNiZNkpWfI+uKXOy40Mn//Y9c4OjW9sdK6b3JifeGS0PqhLU3y/3per1OZjb894v2sC6+IvCA8iaRDa2oJn73goCZS6rReZFNjxLq2ju1IzKY6AdbQ0tBMkMrPuvzbaowJJZeWZddRpjDrxMnS586wd+oOy7zyYnwD6oWjJPLaa69VSUmJbr/9djU2NmrOnDkqKCjQ1Vdf7XZ8SSGZl/n4x67Iqazh0yjCm+tspy4SQCzt6kNTncB1LPPRf4GRyPQMKTc0M+Xxdfv1wOuVuue1nZG1guHTWcNqIs2asFHIM8/vMkXPOu/Loamoq/8u0xD6f1Fk05tsu+lNDyzLkvXN2aFf+nd9Jv+d35H/j7+TOdK10Y/++Y9QB84TTpE15vjI80NCSSQdWlOLCauJlMOaSKn/S31ENNUZkzhNdcJFTGkN1D4G7Pos9HdqwkRZeUNiGFli8nx1VmiNzb//sctU/0TheDrrrFmz9Nvf/lYLFy7UokWLNGvWLHkDXcjQq6LsdBUOsr9X2w82q92fPMX2EUt7lEVObx4XNhL5WZKNwAJIbGZX3+ohJbHMRz8ZY0KjbwVFwcTPGKN/dNTOf3awRdUNvtCLhhQEf1kKjEQaf7vMmtDakNb087q8lzU4357WKkmtLTJvhLrFm5VhTW/O+ZKsrOxe47brI+cGk1LVHZb50+/ln/tt+Z99VGZ3qBlIeJ2lp/MopDpNZ2UkMrUERiKzc2Tl5Dp+mVUeVhe5tW9JpPG3Szs6PjDLL3RWhxwH1mmhmYum09I8TGXtyiodJesLl9g7ba0yLy+Kb0A9cJREzp8/X2vWrFFbW5vy8vISrmh3IAhMaW32Ge2uS476wLqWdn2w356rXZTtjZi2K0lDBnlVkGX/cvDZwZak7EwLIEFFdGZ1NhKpvCFS5v/P3nnHt1Hf///1OU3b8t7bjh3bSZyQBdlACIGGkQBNCqWlQIDSUiij3zI6gH5LgQQobYEf37JKKC0QZhIIBJJAJhlk2kns2I73tixbw9r3+f1xp7uTLcmSLclO0PPxyCM6+SSdxo33er3441ikEhk4RoNocZAozgl2GO0w2URdhdpeURuA84rk2161nVwgWlUhVjQnTXebOZQibSWl2z8Dddg50ZsdEtGbJVf5tekkvwjMI88AM+cDhL80cthBd38F9vG74fz742C3bnBvsXV5VkpJiASR30eo3Sb4mcLfeUgXOQXiXGTNCS4w9JfONsDK70/jsJVVICsXSM/mbtdVuVXppXOSkSBShFx9g2A7RffvAK0/PcZbNBS/gsjJkydj48aNuP322/Hiiy/i6NGjQ4R2IvjmXGxpPdhqhKuoOjc3FoyH5IJrLtLsYNFlPPeUaSNEiDA+ESqRDMNdwPiBm81Hbw+oPXLMCgid2HIlDfwGn/OGnANdLa02G1cFlHhDSgV1BkMycwCXFUB/L+iBXaB7tomiN7MWggRgd0DyJkD2y4fB/OX/QJZcLSYUAKDysJsNCFm6wvOcbWLo2lmpoR/sG38D++m7EfuQ8YbUniaAVlbA5Rc5mVswD7glwIaDNkjmIcehqI4LQgjIzLnCMj3CWffQjhbR9iO/GCR5/NiTjDVEEwdy5Y+EZXb9G+Nuv/criLzqqqvw1FNP4emnn0Z6ejrWrVuHO++8E2+88Uaot++cwT2IPDcUWt1bWT23bhRI5iIjfpERIkQIB9RqATpbuYXMXBCF0vcDpKTxF4CUHaIWGmEYpJU3SSVysKBczaBlN6/IlgaxvS0qGmT6XPiCuUxSjfzqE9BtEtGby4a2m/oDSc0Ac8MdYNa+AbLyFrf3AgDQxHlssQUAxCcK5urBVmel2z8D/XY76Ib/AhXfBfW5I4wSiagO8dPeQ4q71UcAfpENEmXW8VyJhOeWVul8pCcF5e87ZPFV4rx27UnAm0XKGOFXEOkiMzMTq1atwr333ov8/Hxs2bIlVNt1znGuKbSa7SyOtHHZ3jiVDJNTPc+cSBVa6yMKrREiRAgHrY0An7El/s5D8pCIzceIcVdmlVYi3ROndVqLe0ZdYvPBbvmYq0iCt89QqeCT0qmir1pLg2iz4En0JkBItAbM5deBefIVkNt/AxSWcPNuN/4CROl5u4hcIdqPBLmdVep7yu7Z5mPNCOGGSuw9Aq1EAiMX13EX1Rnd7z3kFBSLx4XqClCj3r2VNRJEDoEoFGB+eLOwzH745rjqkPFbGaejowN79uzBnj17YDAYMGfOHKxcuTKU23ZOEa+WIy1Gji6TA/U6KxwshZzxPFs6YHdCJWMg8/L38cDhNiPsfC/rBTkar9s6IVKJjBAhQpgJVFSHpRQWB4tohWyIzcf4PQqPQzy0s7KUorbX/dhvsrPoMNqRGctXiKU2HyePiM/ho5VVWIcQkKUrQF9/3u1+ZumKQLfe+2vI5SBzLgLmXOTfAxKSOXsZQz+o3Q6iUARnQzpaxdvHD4Aa9SCauICegjqdgMMOolIPv3IE/+kRuxb89oiUklPAzb8NmICak6Csk5sX9gF1OoAmXlQnKQUkLjHw1w0jXEvrPNBtmwCWBf16s1hJzcwFycgZ2w0cr8ycDxRPAmpPAd0doF9/NuIui2DjVyXykUcewUMPPYS2tjbcdNNN+Oc//4nbb78dZWVlod6+c4qipCgAgM1J0dzvflKllKKi04QnvmnGj9fX4IHPG2B3jq/eZym+VFmlZMYqoZRxl2ERhdYIESKEhQDsPcx2Fvd91oCbPqjFd63GiM3HaJBWIvkgsk1vg8UxVEOhRjIX6dbO6iItEyia5NfLktmL3AVtMrLFWcmxQKqQ2d8blKekTqebmT0cDtCDuwJ7Dr0O7O/uAPvATaBnqoOyXRE43Ow9/PSIlEIYGTDR5RdpApobhn2Mo7lBFLIqGJ/WHoORCufQzevF+yNVSK8QQsD86DZhmX72HqhRP4ZbJOJXEHn11Vfj1VdfxT333IMZM2aA8ce0OcIQ3Fpa+ROo3UnxTX0/Hvi8AX/Y2oyDrVyLaEOfFae6B8ZkO4fD5mSF7YySMzgvw7t8uowhKEjgqpHdAw4YrAGojkWIECHCCKAtDeJCju9K5Na6PjT2c90hX9T0RWw+RgH1MBMpHd+QegfXSZOKKUODSDJ/id9K8EQuB7l0ubi89BrPojdhIiQ2H9ouwOlwu4sG2NJKv9rIBfo2K+iuL4OzXRE4XDORhAAjFIchJdKW1uHnIh21VeJjx7GojhsTJ4nt3g7x9xwJIn1DCktALuA7IQZMoJ++N7YbxOP1KCudV5g7dy7kcjlYlh3yL4L/SMV1jncM4IMTWvx8Qx2e39uOMx5aPcfr7OTxjgEhs3x+tgYKme+TtdtcpG58vqcIESKcG1DWyc3GAUBCMkis93Y/J0uxsUonLFf3mEHjk0S/wEglMjBcthxKlWBZIK04/mCiaCJeI52TTEgSvSIBr96QviBLl4NcexPIqtUgiy4LfNuDSUIIFFo724be11jr5mHpC2oxg+6UeGkGIt4SwSeUUsBViUxM4eZiR4CbuI4ffpH2ulPiY8e5qI4LwshAps9xvzM5DfDXhul7DLnuZwAvEke/2QwqbW8fI7zORN5yyy1Yt24dAODHP/6x1yd4773xEQ2fDUiDyJ2NeqDR/e8FCSpckKPB+krupDNerUCkraxz84Y31JVmnxv6rJiWEROS7YoQIUIEdHUAVv7YOcw85L5mA7pMokiB3upEh8mJ9NQMoL0Z0HZxbYSjhOp1oHu3i9vlCUJAymeBTCgd9euNBZRlxSAyKUWoIkrPY3NzYvHO8R70WZyo67XCyVLIGMK18iWmiHNlZdMClvonjAzkilVBeS+jJgSVSNrZIi5k5nK/TwD0220gK28d/vF7tgrWJwC42areHq8enBECwGgQvRpH0MoqkFsARMVw7ay8X6SvuUh7rRhE4mypRIJraZVWwsnMeRH/eT8gyakgly4H/fwDwOkE++GbkP3q92O6TV6DyOeee064/eKLL4ZlY851NCoZMjQKdAzyS5yVFYMVk5IwLT0aDhb46GQvHCwdl5VIq4PFfj6IVMoIZmb6E0RGKpERIkQID1JRHV/zkJRSfHJq6LxaVY8Z6WmZ3EW60wn0dgPpIxDKkMD+cy1w+sSw69HPPwDz8DOjVhUdE4x6sT2Nb2V1shRn+GN+SrQcCVFyTExW42CrCRYHizaDDbnxfJIxOU0IIv0R1BnPkIRkCL1cwWpnlVQiyVXXg77+V06cZN83oNf+DETmPdigrBN068ah95+uBJl7cXC27/uM1N7DQ2u2vxBGBpRMAY4d4AL+lgYgz/OxgNptcLg8IlMzQGK8a1OMO8qmAVHRnCcmIq2sgUCWrQTd/RVg6AeO7getrnCrYIcbr32IKSlidurbb79FamrqkH/79+8Py0aeSyzI43Z0pYzg8uIEvHhVIR5dnIvzMmJACIFCRoTKXafRDv04myH8pl4Pg01sZY1SDD93kp+gEhQOIwqtESJECClSUZ0875XIqm4zTvNVMoVEXbq6xxxUmw9aV+VXAAkAcDjA/nMNqHl8zsP7RCeK6hA+iGzut8LGC8S5NAGKeYE5wL1KSaadz91IzXAT3zgrkVYig9TOSqVBZEk5MGUmt9CvA04e9f3gI/vEKq802PCjZTLC8IzW3kMKKZkiPq8Pqw9H0xkhaUPOElEdF0ShAFm4lFvIKQQmREQ6/YVERYOs+ImwzK5/nesCGSP8svj48MMPsXz5co/3X3XVVUHfqHOZm6anYl5eLNI1SsSpPGcOi5PUwhxJXa8FMzLHR/snSyk2VImZ++VlSX49LkrBIDNWiTaDDc39VtidFApZpHUhQoQIwcdfew/psezG81Kw7ghnT1HVbR5i8zEa2C8/EW6TH/wQZOJkz+t98jbQXM+1Gb71IvDz355dLV4elFml3TSucY7BnsmLJ3AiG2TpCpCyaUBy2tlvP5EYiplIfv5JFQXEJ4KZfwnYiu+419i7DWTqLK8PZb/aINwmN94pVjEjc5HBQRpEjqadFdxcpKuKTasrAC9WNXaJqM7Z1Mrqgqy8BeT8C4HMnDEVwTobIQuXgm7/FGhrAprOgO77GmT+kjHZFp9BZGUllwVhWVa47aKzsxNRUVGeHhZU/vKXv+DYsWO47rrrcMMNNwj3G41GvP322zh48CBsNhtKSkpw8803Iy8vL+TbNBoIIZiY7PtzK05WA7x1Tq3WPG6CyEOtJrTqOTnp0pQolKX6//0XJqrQZrDBwXLZ6QlJ4/ciobrHjE1VvWg32PHz89NRmhL63/l45F/7m7C3QYcflsVjdvbwbcsRIowLXIbsqiivVYF2gw37mo0AgHiVDFeWJGL7mX4099vQ1G+FOTcTwhFqFEEk7e7gqkAAoIkDufoGryb1THo22D/fD1jNoN/tBkqngly8bMSvHW6opBLpCqKklcZi/rwn1QZwq0QSAuSdG+IaRB0NqKMAizko7azUahGD9IxsEEJAz7uAEy8aMIIe3QdqMoLEDD1O07oqoK5KfOzshVxra/1poKsdVKd1V5ONEDjaLuHmiDwipeQWiq2epytBT58AJk4eklBy1J59ojpSCCMDCs+uCup4gchkYFbdCvbvfwIA0I//DTprIYjK87kllPgMIl9++WUAgM1mE24D3ME+ISEBq1evDunG7d69G42NjUPup5Ri7dq16Orqwq233gqNRoOPP/4Yf/rTn7B27VokJ5/dB0S3k+w4mov8RJK5XzEpMFPbCYlq7GniZinrdZZxF0Q6WYp9LQZsOKVDdY+oGvheRQ8eXZw7hls2NnSb7HhtH6f6V9VpwJ3np+MHE8e3kXGECFTfB/Txx6mcfK8Z7k1VvUK2f1lJAlRyBqUpUWjut4GlQI0yBa4pk9HYfNCtGwHKtRqRi6/wGkACAEnPAvnZr0BffZZ77HuvgU4oBTlbAqteaTsrJ4ojPX8V8cf8hCg5UqLl6Blw4IzOIojrnHMkpnBztX29oCw7umqLJJFB0rO4/xVKkAsuBP1ms+AZ6Snp4FYJv3QFCMNw1a760wD4ucg5F4182yK4t7Omji6IFPwijx8EzANgn3kEyC8GuewakJnzQeTcZbu9TlKJ9DI3GeHchZTPAqbMAE4c4Y4xR/eNyX7sM4h86aWXAHDCOnfffXdYNsiFyWTCunXrcPPNN+Mf//iH29++++47VFVV4dFHH0V5OeerU1JSgl/96lfYsGFDyIPbUJMbr4JSRmBzUjd59LGkrteCyk5uTiddo8DcnMCGuKUKrfV942cucsDuxLa6fmyq1qFzkOARAJwZR0F8OJHK77MUePlAJ7QDDtw4LeXsarGL8P2iZXhRHYPVia11/QC4WchlJVxypCwlSri/yqrCVJmME9YZYSWSmoycIiYAyBUgi68Y9jHMBReCra7krBgcdrD/XAvmD38FifLuxTtu0Lm3s9qdVJiBT9co3MY3ipPV6BkwwuakaO63oiBxfCUVg0JCEi/O5OBEh+IShn+MNzolUv58EAlwAkT0m80AuJZWDAoih1TC53G2KaSkHPSLD7n7qyuASBA5OlxBpFIFxI7ie+ZhrlgFtqEG0PdxdzTWgr76LGhSCsglV4PMvRjORn72OyP77Dg+RAg6zJLlYE8c4RZOHBmT/div1Fi4A0gAePvtt5Gbm4uFCxcO+dt3332HxMREIYAEgOjoaMyaNQvfffddODczJMgYggn8SVU74IDO7BjmEaFng0TF8OrSxIAzxwXSIDII4jqdRht6R/G5aAfs+NfhLtz2cR1eO9TlFkBmxymRFsPlV3QW57j4/MONp+TF+kotXtjXAQdLPTwiNLTorTDaxpe4VITxiz/zkFtq+mDlxV4WT4hDgprb16Xt+ad7rUAyX1Hobh+RzQfduUWw9CDzFoP4GUSQ628Dcgq4ha420H+/5ObbPF6h0pnIxBQ09VuFY0XxoM6T8dptE0xIQvBsPqSiOkjPFm8XTOTsPgCg/jRoe4v747xVwosnAXxl1Jd4S4ThoQ6HWIVPzQhKkpUUlYF5+jWQm+8BsiQjWr09oB/8C+zDtwEsd0wiZ+E8ZIQgUVIueBrTE4fHRGDHL2GdgYEBvP/++zh58iQMBoPbCU3a5hosqqqqsHPnTjzzzDMe/97S0uJx9jE3Nxc7d+6ExWKBWh1YZvOhhx4Sbq9Zs8ZNnXYsmJqjRxXfVtntUGJiin8iNqGgy2DFbr4VNVYlw/UXFCFa6V1O3BPJlCIhqgl9Zjsa+6xITk72ebCV8y0bnr6HrdXd+N8tZ6CUy/CP68oxOSOwqmijbgD3bj4Og9U9OJyVE48bZmZjbkEi/rbjDD48xlUgelkVJqZ8v1o5mwxi9WXV9Cy8f5S7iNl2ph8mJ4M/X1EW8G8gUDaf7MRfvqpHYpQC7948CxqVX4ercw5f+0IEd/q72uAKSRKnzoBi0Gdmd7LYXCuqt94yrwgpSVwWPymZIlbVBIPVidNaC+Q5+XB0tQEOB0i/DvK0DL+/A2q3o+ebz4SW2aRVt0AewPfnePgp9P7PbaCWAdCDu6CZPQ/Rl13j9+PDDaUUPX1asODmAVNy87C3slP4+3l5yW6f3cxCGd4+xl14t5j8/22fTfuCMTsXLlfGONYO1Si2ub+vR/xdl01x+12bll4N41v/DwCgPvotYqf+EgDAGvXo2buNW0mhRMoPfwomQbyO0BaVwVFzEuhqQyKhkPnpy3k2fQfhwNHeAi0fqKuycpEQzM/lmh+DrrgBtmMHMLDxXdiO8I4IDvHaRTNlOqIj38WYMB72BV35DNiOHgD0fUgw9UFRWBLW1/erEvnaa6+hvr4eK1euhNFoxOrVq5GSkoIrr7wy6BvkcDjwyiuv4Oqrr0ZWVpbHdYxGI2JihorNaDQa4e9nO5PSxQH5qs6xfT/vH2uDk88oryjPHFHwQAjBxFTuOzNYneg0jKwa2dg7gKe31cBJAbPdiUc/r4Le4n+l0Opw4o+fVQkBpJwh+MGkNPzrxun4xw+nYn5hEhhCMDFF/H3Vdpu8Pd05CaVU+M3Fq+W498JCPHp5iVB93teowz0fVkA3YAvZNjhYitf5mUyd2Y6DTX0he60I5w72el6RjGEg9zAntPV0N7Qm7nc7vyAR+UliGxhDCKZkxAHgjlHtaeLjnR3uFZ7hsOzZCpavTihnzYM8tyCgx8uz8xH7yweFZcNrfxPf2zjEXlUBlreQkOXkgxCCqi6D8PeyNHfBF+lyVdfZf772BCMJypza7lE9l7OtWbgty3Sf0VdfdLlQVbR887lQNTd/uQHUwiWioy663C2ABABl+Qzhts3VEhchYJySdndZuudr1tFACIFq+hwkPvo8kv/2b6gvvVqoPgGAwocqb4RzH+WMucJt2+F9YX99v1L7x48fx/PPP4/Y2FgwDIPzzz8fRUVFWLNmTdAtPjZs2ACbzYbrrrvO6zreWntG0/KzZs0at+Wenh4va4aHdIXYXnm8RYuenrHpeR+wO7HhOHeQlBFgcZ5qxJ9NTgyDg/ztQ3XtmJPrvYLoyuxIX8vqYPHIlkaY7WLJvl1vxeOfVeKRC7P9aiN5aX876rTcbGdWrAJPXJqH5GgFAAt6esS2qlSFGJhWtvSip+AcnNnxQrvBJrSQlqVroNVqMSuFwaMX5+Cpna2wOFhUdRlx+ztH8PgluciMVQZ9G3Y16NEhSTQcPNOJqd+vYrCAp30hwlCozQq2lRdiS8+G1mAADGIgQynF2weahOVlRZohn+mEeBlcp+HjyjS4RNOtLY2QTZ7u13dAKQX74dvCsuOiK0b23U2eCbLoMtBdXwJ2G3rX/A7MH57jlD/HGc733xRvz1+Cnp4eVLaKiZ8UmXXIZ5ChUaDDaEdNtwntnd1+2T6dTfsClYsjHMbmRgyMcJsppWBbGriF+ET0DpiBAbNkDQJMng5UHgbb24OeXduAsqlgN70nrGFddPmQz4zmikkSw6FvYZo806/tOZu+g3DA1lULt82aeFhD+bnExAPX3wFm2UrEnDwCJjUd/ZoEIPJdjAnjYV+gBWLl0XhwD8wXDT97HyjeCnqAn5VISimio7kTl1qthslkQkJCAjo6OoZ5ZGD09PTgo48+wvXXXw+73Q6TyQSTiasCuZZZloVGoxHul+K6z1WRPJvJilNCLee+nlqtZcxmYrbW9cPEB22L8uOQEq0Y5hHeGa24zmuHOtHIPy5Do0C0gvt89rcY8Wm1btjH72zQ48taUVDjwUXZfAA5lLwEJVxjn2d05+bMjjek85BlaWKgPz0zBk8tzUOimqtEdxjteGhLI+qCPNNEB/mRAkBVz/frO4gwAtqaAH4mxJOozrGOATTwx4/CRBWmpg8NxqR2PtUysXITUCWy6rgo8JNTCJRN8/+xgyA33AFk53MLna2gbwd/fGS00K424CjfZhcbDzL3YticrHCszopVIsZD94pLrdXBUmHd0WB1sFhf0YOPT2qFzpkxJVHS4jYar0ijHhjgr3e8VLqkHnF07zbQg7tFleLyWSBZHqzPiicDJDIXOWq6xbZt4sVSKNiQuEREX/UjqCOCSBEycwVfXtSeBLUMhPXl/Qoi8/PzcfLkSQBAWVkZXn/9dbz22mvIzMwc5pGB0dnZCbvLsUlfAAAgAElEQVTdjhdeeAG33nqr8A8ANm3ahFtvvRVNTU3IyclBc3PzkMe3tLQgJSUl4HnI8QhDCIqTuKBLZ3FCOwbiLk6WYlOVGJytmDS6ucxCiZhCfYCB2eAA8OELs3HPXPGA/eaRLjdF0cG06m14ab+Y9Lh9dhoKfSgCKmUMcuO4z7/NYIPVEf6B5bGiVvI5StuqAWBCkhprLs9HFl997Lc6sXZXK+zO4H0+p7rNQ4R96notQX2NCOce7qI6BUP+LhUHu2ZSksfOhZIUtZA8qraJxwdne+uQdb3hZux+2TWjEtogShWYOx8CVNy20P073N/nOIATb+GCNnLxFSAKJep1VvDaRZiY7Pk4W5wsFdfxfuz2B4PViUe3NeM/x3vw5pFu/Pf4OKjMJIrnSzqaIFKizEqkojoSyPQ5QBQ3gkGP7gf9/APhb4yXWVoSFQ3kFwmvMapt/D4TRHuPCBEChRACMoXvInA6uSRmGPEriLzzzjuRmsr1969evRpKpRImkynoqq0FBQV47LHHhvwDgEWLFuGxxx5DRkYGZs+ejd7eXiGwBTjxn0OHDmH27NlB3aaxxGXODLibMoeLfc0GdJm4ttpp6dGj9nbMjlVCybcsBaLQ6i0AnJ8XhytKOMVDBws8s7vNo5Knzcnimd1cGyYALMyPxeXFwysluiqnLEVQMuVnC1K1xLL0oVX9dI0Say7LEz6fDqMdn50evhLsL59ILvZjlNwhysFS1PV+f76DCCOgWRTMGVyJbOqz4nA7V81JjpJjYX6cx6eIVsiQF8/9rptNLIwK7sLc30okbW8GKniF8IQkkPOHqosHCsnMAVm2UnyN+mofa4cXajKA7hHFW1w2JtLzVbG3IFKq0DqK81uX0Y6Hv2wUhOgA4IMTWhxuG+NZS008IOMnhkahzupVmVUCUShBzl/ELdhtnLUIMGwlnJSKCveRauTIoD1iJVJQdI4QIYyQcrEVnYZ5vtmvIDI9PR0ZGVzVJy4uDr/4xS9w//33IycnJ6gbExMTgylTpgz5BwCpqamYMmUK1Go1Zs+ejZKSErzwwgvYs2cPjh49irVr14JSiuXLlwd1m8aSYJ1kRwKl1O1ifrRVSICzLnFdoHUa7X5ZNwwXAN46Mw1FSeJzvrivY0jr7+uHuoSgNTNWgV/N8U+GO9i2JGcDTkmwlhytQEqM53nHOLUcd10gVoLXV2gDEjjyRpvehgMtLlEfGVZOEWXyq3tGV60YKWeDvUIE35VIaXv0VaWJkPuwKHKz+sjizj+O9ha/fgdUWoW85GoQ+cjb/6WQCaXiwjiqRNIdXwA27nhB5i0GiY0H4J6IGmzv4aIoCDYf9ToLHvyyES16TixJ+r0+v7cd2oGh3r/hgjAM5xUJjK6d1a0S6X02icy/ZOh9w1TCSelUceF0JIgcEa4gMj4RRKXyvW6ECKGg7DzRsqfiUFivWbwGkdu3b/fr31jAMAwefvhhTJ06Fa+99hqeffZZMAyDxx577JySnXZv9wlvEFnVbcZpPnDNiVNiZtZQNdyRIJ2LbPQjMBsuAFTKGPx2YTai+PnRb5sN2HxaFHTY1aDHFzXcspwheHBhNqIV/qnLSttdA22/HWv6zA48uKUBv/60PiA/zTaDTQjYy9I1Pi9ASlKicGEBV9Ex2Vm8Wzn6dqiNVb2CLcIVJYluc2unusMfRLLrXgD7wE9BXTNfEcYllGUBQXwkCSROVGHSmR34pl4PAFDLCS4bpgvBbS4ylQ/erBaww1STqF4H+u3X3IJKDXLh5YG9CV/kiJ6X46WdlTrsoNs/E5bJpSuE23X8uYMh8Do2EKOUITuOS1I19VkDHhk43mHCI182CT6+GRoF/n5lAaZncMcMvdWJ5/a0je18pCuINA+MeFaJdkhaqTM8VyIBABNK3SuV/lTCpXOR4ySIZPdshfP+n8L5xANgv/0a1DF2iYDhoANGwMSLd6WMnypkr9mB+zbX477N9eg2Bf/zo5TiX4e7cMtHtdjbpA/68/tDl9GOuzadwR+2Nn3vvaRJdAwwoYxb0HYB0u6FEONVnXXXrl1+PcEllwzNfgWb9evXD7lPo9HgrrvuCvlrjyUZGgVilAxMNha1vZy4TjCMbP3hkyr3KiQTpNflLii42cYzOgumeBC3cLHtdLdfAWBmrBJ3z83AM7u5HeeNw10oS41CtIJxa4O9bVZaQC25hWdxJfKto92o5sVoNlX14uYZaX49rtaLqI43fjY9FfuaDbA5Kb44rcMVJQnIiRtZNlZvdWLbGe63oZQRLJuYgBilDEoZgc1JUd1jDus+QHt7QHd/BQBgP3gTzHkXhO21IwRITyfA2xkgt9DtT+9W9Aim95cWJUCj8p1EmiStRMaIF+XOjhYgzXv3Df36c4C/4CULLgWJCZ7AG4mN44RadD1ASwMoy3KVrjGEHtgJ9PPniamzQTK5z8biYNGs546XOXFKRCm8b2dxkhqtehucFGjos7oF8L7Y2aDH379tgyvuLEpS4dGLc5EQJcf9C7Jw3+YG6MwOnOgy492KHvzkPP88EIMNSUgWkmLQ9QKZI1DWdV0QMozPQIUQArJgCehHb3HLl1w1bCWcREUDeROAxlqgoxW0rxckYWw8qSmloJ++B7rxv9wdRj3oG8+DfrSOey8XXg4SE5gndMiRtLKS1PCI6vjD+ooe4ZrljcNdeGiRj+TDCDjUZhI61f5zrAfz8zyPB4SSjVW9aNXb0Kq34b2KHtw2a/wE8WMBKZ8JWsuN+NETh0F8JZyCiNcg0jWLGGHsIISgOEmNYx0DMFid6DLZka4Jvp3CYNoNNuxv5lsKVTJcXBi8A8QESWDW4GPOsKXPjKe31QrLwwWAC/PjUNk5gM9r+uBgKdbuakW0goGZv8qYnxeLZROHn4OUEq+WIzlKDq3ZgYY+C1hKgxZMh5IzvRZs54MxADjSbsLNM3w8QMJw85CDSY1RYHlZEj44oYWTAuuOdOP3F42szX1LjQ42Xo1jcWE84tXc4WlishonuszoNTvQM+BAakxwWgSHRSqY0NkKnKkGisrC89oRAkNSnSOSILKpz4ova7lElFJGcN3k4S+QMzQKxKlk0FudOM3EwwkCGSicHa1eg0hqs4J+s5nfAAbk0hCMVeQUcEGk1cL9NkPgSecvlFK31l2peMuZXgtcxT9v85AuipPV2NHAVTJqtRa/gsh3DrfgxT1ipn1GZgweXJQlJBgT1HL8ZkEmHt3WDJYC71dqMSUtGtMzg9NNExCDFVozAzs2UtYJuHwIU9KHDwovXQH09gAMA7J0hc91hceUTgVt5M619HQlyAUXBrSNwYA6naD/eZmzsxlMXy/oR2+BfvoeyIIlIJcuB0kbu9++G9J5yDApsw6HNBkLAHubDDjZNYDJacGxBnKyXBXSRYveBoPVidhhknPBRiq+t/m0DleUJIbEbuxsgZTPBP2Es5aiJ44AS64Oy+v6nco0GAzYuXMnNm7cCADo7e2FVhtR8wo1YzEXuWlQS6FSFryMd74kiKzsHMBXtX0e//1hcxUG+BYFfwPA1bPS3MRezuhEO5C7/ZyDHIzr+SwOig7D+G2rceFqM5E2cNXrrH7PBrnbe/hXSfnhlCTE87YfB1qMqOgcar8zHHYni88kNi3LJ3HtiPR0JUqjxTa3cLa00h53CyO6d1vAz2FxsDjYYoTe+v1utwk1VCKqI61EvnmkSwhorpuc5NXSRwohRAhmzFSG5hguw+1s9y6uQ/d9zVkxAMCMuUGvStidLA5nTUdzNN9RIH2/Y8GpY2L7cN4EQDJb5z4P6TsodDu/DaPQylKKf+w8gxd3NQj3LS6Mwx8uzhnSoTI1PQY3TOUCOArgr3vaAmrrDxpShdaRiOv09gjVbW+iOlKIQgHmJ78A8+Of+z2PKxXXwRiI61CrFezLT7kFkOSan4J54M/AVIlQos0K+vVmsH/4JZwvPQlaXxP2bR0M7ZYGkeOjEvaFJBnr4o3DXWCDNCf3ZW2fMIPsItx6BU6WulmvOVhg3ZEuH4/4HpA7AeBn0lF9HNRu871+kPArOjh58iTuu+8+7Nq1Cx98wElHd3R04NVXXw3pxkUAJkoVWsMwF2m2s9haJ1pp/KAksOrdcEQrZMiM5U5uHUY7Xtzf4fFfTTcXiAQSACplDB5cmC34awJcG+xvF2Z79Cnzh4KzbC7yYKsRxzuHzt4cbR8+sHOyVHiPKdFyJHkR1RlMtEKGG6eJGfc3DgV+wtrZoIfOwgVa52drkBOnArv5fbDP/A4lX70lrBfWk1X3oCDy4G5Qm/9tzZ1GGx74vAFP7GjB/3491JIoQvCgHiqRR9pNONTG/e4To+S4dnKyx8d6QiquUx3H+TQ6vCi00pZ60I3vCMuMnxUgf9BbnVhf2YM7PqnDE9YS/M/se6FVxo35XCT71SfCbbLUXbzFH2VWFxOSREuV4ZKk/z3Wg/eOiBXIlVOSce+8TK8iSSunJGMaPx/ZP1bzkQmS35xuBLYjHcPbe4yaMZyLpAY92Od+Dxw7wN3BMCC33Avmyh+BTDoPsl8/CuZ/X+LmixX8+YhS4Og+sGseBB10jA47kkQjGQf2HnYni818MpaAO48DXHJ4V8PoZxdNNqdH+5xwB5HN/dYhgfK3zUac6AqvR+J4gjAMyOTp3ILNBtScCMvr+hVEvvnmm7jvvvvw+9//HjIZdzFeXFyMurq6kG5chEHiOmGoRJ7WmmHld84FebFIUHvteB4xs7P8q3ApZYEHgFlxStw9R6wCrJ6ZNuyFjC8mnEVzkQ6W4s0j3cLy0qJ44fZhP4JI6YE50M9saVEC8uK5k/wZnVUQMvEHSik2uPmRJoL2doN++h4AoKSrSvhbVTjFdaRZZgAwm/wW2DnTa8FDWxrRymdsa7SWkAgcROBp4YMqpQpIy+Rarg6JmemfnpfillwajjKpuE48F0R68oqkVcfBrn0E6Od/vyVTQIonjeANuNOqt+H/DnTgto9r8Z9jPUKCxc4ocDyxeEyDSNraBFQe5hYSkkFmu4u3uJKdMgIUJPiej1bLRT/eFr0NZrtncZ3DbUZ8cIKr5BEAP5+djpump/pMLsoYgt/Mz0IC3yVR2TmA9yrD6x9J3NpZe72v6AV3e4/QtHCS6BiumgwAHS2g/cGza/IF7e4A+/SDQP1p7g6VGsw9fwSzYIn79mXmgrnpV2DWvA6y4kax2uJ0jrkYkFsQOw7aWXdIk7E5Gtx5vhjY/vto96j9rj84oRW6aqT+r1VhDiKlBRWXOBcwsgT2OcUYWH34FSF0d3dj6tSpbvfJ5XI4nZEWrVCTEi1HvEqGfqsTdb2hn8uTXqSX+xC9GQ03TU/FpNQony1+Go0G07LiEI/AD06LCuKQplHA7qSjfg9nk0Lrlpo+IWiZmKzGneenY1ejHhYHxdF2E5wshcyHtYE/svzekDEEt85Mw5++5qo1bx/txvy8WL8u3I91DAg+nEVJKpSnRYO+8QrndwYgwW5CBizogBr1OgusDhaqAAKCkUK1nUPv27sNGGZm6FiHCU/taBXmcV1U95jDN8/5PYIa9VzbHwDkFIAwMmyr7UNjP/ebKkxUYXFhvI9nGMrEZK5CxlKgOoG7wHa2t4BIhJ3YAztB//U3wMG3SeYVgfn5gyN/H5SismsAG07pcLDVu8dhXWwOFjfvHvHrjBa6VWJjsuQqELl4GTFgdwrHoLwElV/7aVGyGo39VrCUO8YOnt3SDtjxt73tQov+7fPycOUE/47rCVFy/GZBFh7d1gwKzopoSlo0zssI03ykRKSGjsTmw097j9FCSsvd5yJdnpMhgjbWgf3HnwA9r6QeGw/m14+CFEz0vo2x8SBX3QBaMBHs3//E3TnWSsU9fKJKLnf7rscCSik2nhITANeUJWFyWhSmpkejonMA3QMObKrSYWW5/x0ZUjqNNmzkk70yAtw/PwuPfNWIfosTp3ssw15fBBNpQWX1zDT863AXWvQ21PZasLNBj4sDPN6fK5DJM4TjJK08DKxaHfLX9CuIzMnJwdGjRzF9+nThvoqKCuTl5YVswyJwEEJQnKzGoTYTTHYWHQY7suJCNzwsbUuQtnQFE5WcwQIvZt8uXFYtPSPMcPmr8jccGbEKqOUEFgcd15VIo82JdyrELPttM9OgkDGYlhGDAy1GGHmFX1+fi/TALG2j9peZWRrMyIzBkXYTtGYHPjnVK8wl+cLNj7QsCWis5WbMJJQOtKIjughOygW7U4IkEuCT7g58mTkHh9PKMUdfi4UNu6E4eQxUpwVJ9Hwi/qa+Hy/saxdUI+MVQD9fgKzqMXs1uY8wMiiloK5WOHCtrAN2J/5zTKzI3zozLeCLG5WcQWGiGnW9FrSrk6BXRCNuwAhiNACxcWC//AT0/TfEB0yeAeaXD4GoA/9d2p0Ue5r02FjVK3i0ulDKCJZMiMeFBXF45KsmAFwQidpeUEO/4MsYLqheJ+6bqqghNiZurax+JqKKk9SCEFhtr3sQ6WQp/rqnDf18wnF2bgJump0LXa//Adm0jBhcPzUZ71ZohfnIv11RiMSo4HfZDMGtnTXwINK9Ehk6tUVSMhX0S75FuboC8BJEUkox8OUGWHZ9BadlFNWn5npOIAoA0jLB3Ps4SFqmf4/NnSBuzxjOBlPWCbgSjcnpY66WfLRjQEicFSepMTktCoQQrJ6Zhgc+bwAFV0m8tCgeCSP47f/7aLegcn1FSSKy45QoS4nC/hYjLA4WTf1Wr3Y+wUaa8C5JicKtM9Pw529ahO2clxsblkTzeIPEJQB5RUBTHdDWBNrbDZIUWmVqv35JN910E9asWYMZM2bAZrPhlVdewaFDh/Db3/42pBsXgaMoSS3M9tRozSELIllKhbaEGCXj1ibwfYUhBAUJalT1mKE1O9BvcQiqoeOJ9yu1MPAXWvNyYzGJvxCbmckFkQBwpM3kM4iUiuoUBViJdHHrzDQc21wPlgIfndBiaVG8TzGTxj4rjvCttsnRcszPiwX716eHrFfaeQo7CosAcNXyUAeR1GpBv9mOV2ZcA5bIcCCxFG9nLMKy1j24fO8uJFx5jfv6lOLjU71YJ2knnpmuxu1bn8NdU3/Fb/f3d14j2FCHHfS73ZxCaJPkQjKnEB+d6EWfMF8bM+KqU1lqFOr4i5XquHycrz0FdLaC3fy+ezVu7mKQm+/2W8jEhdHqxJbaPnxWrYN2kOhLolqGK0sTcfnERMTxqoep0XJ0DzhQr8mGkzBgmuuBydM9PXXIoF9vFiqvZOGlINHuownSizt/E1HS1vmaQSMb71b0oLKLOyclqmV47PKSEVU7flSeghNdZlR0DqDP4sRf97Th8UtyQ145IQoF135p6OfUWQPFVYlUqgAviaugMHESNxdJWVAv4jqUdYK+8yoMLhXiYFAwEcw9f+Qufv2ExCeKn2lzfVhtn9zo6xW7EMbBPKRbMnZSkvCZTEhSY/GEeGw/0w+zg8V/j/fgrjmBtd5W95ixq5Hzw9QoGVzPJ4ddQSTAnZfDEUTanWJC36WkPSsrBtMyonG8YwA9Aw5srOrFqvJzxzM+EEj5TNAmbtSQnjgCsuiykL6eX6F6SUkJnnnmGeTm5mLx4sVIS0vDk08+ieLi4pBuXAQOt7nIEIrrtOptMNm4EkppctRZYWcRDsa7X2SHwYZP+WF6OQPcPEPMPM2QyNofbvfeImd3smjo435bGRrFiOW68xNUWFrEXRBYndTjEL6UDZIT39WliZAf2w+c5gfCU9KBsmkAgNIeUYkvLEP8PZ2o12SBJeLnoFPF4b8TluGO3iK8fKBDaNtjKcXrh7rcAsglE+LxSP9OZGgbkW7mLh7re62wOUc3k/J9h5qMYD//AOwjd4C+/rx7AJmagZ5JF2AD73HLEOAWP/1RPeE2F8mL67BvPO8eQC5bCbL6voACyHaDDa8c7MDqj2vx1tFutwCyIEGFe+dl4tVrirCqPEUIIAHxPGCTKdAcnRb2uUhqHWRj4kFCPhBRHReFiSrIPIjrHG034f1Kbt9hCPDAgiy/xb4GI2MIHliQJahIH+8cwPsnwqQu72pz1PeBOvxXiKU2K9DLH1PSs0IaKJFojftcpN59LpLarGBfXiN+/6OFYUAuuAjM//wloABSwFWNNA+422yEE8nMPBnjecgGnUUQz0vhk7FSfnpeClT8TvZVXR+afNirDYby5zcX109NEa4PSiXdauGai2zsswoVUVey21Vxde0hH5zohW4s1JjHAWSKdC7ycMhfz++SSlJSElasEFXnGhsbsW7dOjzwwAMh2bAIIuGy+QhHK+vZyOC5yDHxG/PBW5I2kysHeSVlxCqRFatAm8GOGq0FeqvT7cLURWOfTWLcPbps4o3TUrCjQQ+Lg8W2un4syo9DumboRbbJxgoecWo5g0sLYsD+5U3h7+S6m7mWjKrjyDN1QE1YWCiDqm5z6LPPfBDpIitWiTYDFzTaGAW+qOnDlpo+zM7WgCEQsrEA8KPyZPw4mwV9iws2SvWN6IxKhoMCdVqLUCUOFnYnC4aQsM2jjAW0qw106ybQPVuBwQq5OQWcQuj5i/CfA92CONQPJiYgJ963sIsvSlPE/cAlriMo9hICcsMdYC65SlhHO2Afohgopdtkx6fVOhxoMWLwWrOyYnDNpCRMTY/2+rsuTorCt7x/b21sLgrD3MpHv90OGLlqBGZ6tjFxVW7lDEGen5+9UsYgP0GFMzor2gw2mGxOWJ1cG6vrc7q+PAXTRjnHmBQlxwPzs/D4dm4+8t3jPZicGhXQ81JKYXawQyxFfJKQzLVvUsoJMCX72V7W3cE9BiFUZpVASqaIc5HVJ0DO5wSTqMkA9oU/A3WcwBnLyKG84zdgp832+lzDwjABV+7dtjW3EPQkLxzS0gAE2VLHH9wsoMa4EikVpru6LHGIYnFytALXTk7CuxVasBT41+EuPHZJrl/PvafJIFwbZsYqsGxiovC34iQ1ZARw0vCJ3kmtgKSJqsJENZYUxWNrXT8sDhbvjKDiek4woRSIiuYSLCePgTqdILLQeXj6DCKtVis+/vhjNDQ0IDMzE6tWrYLBYMBbb72F48eP46KLLgrZhkUQSY5WIClKjl6zA2d0oRtglnrwBWum8FxAWolsGGeVyFPdA9jTxF3YxSoZ/MhDC8eMLA3aqnVgKXCs3YRFBUPn8rwdmEdCQpQcK6ck4e1jPaAAHts+vL3F0uJ4xOzdAuoy1i4qA5m9ADiuBAUgA0UJ9DiOBPRbnegw2kNqLEy7O9AgCSJ/syALqiO7selwM77OmAWbjNsuqQAKQzjVyGUliWBffVbwdyvtb8TOdC47eKrHHNQgskFnwe+3NsHupLhkQjyWlyWFdGZ6LKAV34F98QmAHVTFnTqbs9MomwZCCGq0ZnzDJyViFIxf87i+SItRIDFKDp3ZgdrYXDgJAxllAbkCzB2/AZk5HwAne//cnjZh5MBflDKCxYXxuLosEbl+BFzS/bIuNgeXNh8K7A2NAkop6LaNwjKz9Joh6xj4/RLgjpkKmf/nqOJkteDrW6O14P0TWmEOclp6NFaNUAxkMNMzY7CqPBnrK93nI/2ZEes1O/D0zlbUaM1YNjEBt81K9+s8TBJTxKRBn9b/IFIiqhMqZVYppHQq1x4OAKcrgPMXgmq7wP7tcYC3t6FKJZ698gnsqwZWx5iwYtIYiclIvGBp8xmQGXPDvw090krk2AWRvWYHdjZwM8VRckboBBrMtZOTsaW2HzqzA4fbTTjcZsTMYZTybU4Wbx0VO2xunpHmtl+r5AwmJKlRo7Wgw2hHn8UREkV/Kb7mrm+cloLdvJjgV3V9uLI0EfnDKESfaxC5nOvgOrIPMJuA+mrOxidE+Gxnff3113Ho0CHk5OSgoqICzz33HB5//HHk5ubipZdewu233x6yDYvgjusCwuKgaDWExkTUlW1iCFCSEp4B6bOB/ASV4GU2ntpZKaV4Y1CbicZDlXGmpHJ6xIvVh7uozui/++VlSYJH1XDICHBVrhJ003vCfcyq1VxFJr9IuK+kv1G4HfKWVkklkgFFXoISOfPn4s76T/HKvidxY/N2JKrFz1opI3h4UTaWlSSCnqkGPbCT+4M6CqX60G3328e6YbSxsDopPq/pw12bzuAvO1pwonMA9ByROme3bRIDSIUS5MLLwfzvS5D9+lGQSeeBEDJkX1hZnjzq2WVCCMr446BVpkRDTCYQHQPmgT8LAaR2wI7ffdUUUAAZr5bhx9NS8No1RbhrToZfASTg3iFQG5vDtR2GyVAarQ2iZ+GEUpCisiGrjEbduThJTFq+fKADlbzXbYJahgcWZAU1aXrD1BSUp3Gvp7M48de9w/tHtuiteGhLI6p7zGAp8NnpPjy9q9U/y4RESaAVwFwklXhEIiP0lUhMnAzwVXBaXQnaXA/2qQeFABKaOBxb/QT28UWvt452o9MYpt/fIEieVFxnjBRax4m9x+ZqndBFdFlxvFdLNLWcwU/PExNrbx7uHvZ3/2m1Dp18YmhyahTm5gwNOt3a/sPQ0io9zgzumuIqrlzCyVVx/T5Cwmj14fMse+zYMaxduxbx8fFYtmwZ7rrrLjz++OOYNGn0PlgRAqM4SS0IpNRqLX63CvmL0epEcz8vzR6vCqxd5xxHJWeQFatEi96GZj0316aUjb3y165GA07zwV9WrBLLShI9rleeHg05Q+BgKQ63mzy2gvo6MI8ElZzBHy7OwcYqnc8LLRkhWFgQi7Sv3wMd4H7f5PxFwkUqSUjmZor6elHacgyYfB4ArnUmlDLelu4utCUuAADkxMi47ztaAzJjLuIO7sLKui9w7SXTsDtlKqp7zFhalIDiZDUopWDXvy48D1l+I/K3fQq10wqLTBXUVtyWfisOtroHLxTAgRYjDrQYUZSkxoqyRCzIj/NqyD7eoQNGoOo4txCfBOaxv3tUJN3XYsRJvt4WLjMAACAASURBVJMiXaPAVaWe94VAKUsVW0jrF1yLiQungPAX9M39VvxpezO6B7jZmxglg+k+WiNlDMF5GdG4sCBuRMePWJUMGRoFOox2NGoyYacEqrYmID/02gS0UpytIbPme1ynVjvybgbp+q5qJgE3BxlsFVXXfOT9mxvQb3XiWMcAPjyhxY+8VK6rus144ptmGGzux7EDLUb8cVsz/nBxjscRAQGJQivV9cDvPVGizBqWdtZoDTdr2FQHtDeDXfsw4FJgTUkHc+/j2HDCCYAL8B0sxboj3XhwURgC3MGkZwFKJWeqPkZBJJXOYo5RJdJsd+KLGi6qZwhwVanvyvDiwnh8Wq1Dvc6Kxn4rtp3px2XFniuX/RaHMJMMAKtnpXk8b5WmRGETr8lQ1W3GnJzYIesEC6uDFeY5s2KVHgPmayYl4cuaPmjNDhzxs+J6rkGmzHS3+ljxk5C9ls+js8ViQXw8d8JOTk6GWq2OBJBjhPtcpBmXTAjuBfRpbaSV1RcTEtVo0dvAUqCpzzbqls/RYnOy+PdRMct2y4xUr4GCWs5gSloUjnUMQGd2oLHPigLJnKfVwQo+jdlxyqAlEAoT1bh33vCy7bSzDezXvGCDXAFy3c/cV8gvBvoOoKS3Trgr1EP8TQYH2CTuQr8wRQwMyPxLQA/uAgDI9m3HJb9e6L4vHt4rzA4hNQNk8RWQ1Z5Csb4ZlYnF6LM40WWyI10z+pbTjZI5mGsnJSFaweCz0zpBmbSu14K/7m3HugMtuJK04zJ5N2KIF2/W2DiQi34AonDfLpZyHqOtehsWF8Z7rHSHEnr8IMD7EZOZcz0GkHYnxboj4r7ws+mpQUvySI+FNQWzcHkGFxCc6hrAEztaYOQDi+RoOR5fnIu8ELdOFSer0WG0w8HI0RSTgeKmMyDhCCIl2WwyZZbHdUZTicyLV0HBENgllZEfTU0OmZ9jcrQC983PFHxt36noweS06CG+wvtbDHh2d5sw65obr8Q1k5LwysFOWJ0U1T1mPPxlIx5bnON1n3ZrZ9X1elzHE1TazprGdUU4WYodDXqkxsgxNT34nw0pLReUHYUAMq8IzL2PosEZhWMdDW7r72ky4FT3ACalhsFySbqdjAzIygcaagBtF6jJCBIT5kDBVYnUxIJEj41Owucnu4Tkxvy8WKR50B6QImM4AZo/buNGTN4+1o0uPmkzmBqtGQN27rkvLojzqrYs1c8IdSWyoc8K19i5t44ptZzBT6en4u/fcqMxr3zXiYV53rcrTaPAkgnxIRkRq+u1oKLThHm5sUE55/sLSU4DMnOB9mbOMi2EdlA+g0in04nKSne558HL5eXlwd+qCEMItUJrVURUxycFiSrs5LsS63WWMQ0iLQ4Wa3e1osvEVUDK06NxgYc2Eykzs2JwrIPLIB9uM7kFkQ19nNE3EPjFXzBgP3wTcPK2AZcuHzJfQgomgh47gFiHGdkKO1rtCjT2WTFgd4akYk4pRYNdDAYKpZ/J5OlAfBLQ3wtUHgbt6wXh1Rep3Q72gzeFVZmVt4DIFSAFxSg90ojKRO5iv6rbPOoTSr/Fga/ruTkYlYzgh1OSEauS4ZrJSdjZoMfGUzrBM0zrkOEt5GC9JRVL2g/iypbdyLB4uJitqwJ+/lsQQmB1cKJHG071ooVXoa3VWnD/gtDPZkmhh78VbpMZ8zyus76yB+0Gfv40JQoL8oKXCS9KUgtV/Mp2PYBk7Gs24Lk9YmCRH6/Co5fkIMWHlU2wKE5SYzcvtV8bm4PiMFRhqMUM1JzkFhJTgKyhghxOlgrCGkoZ8btF14VCRlCQqBIsPsrTo3F9iCX6Z2ZpsHJKMj44wYmNPLunDX+7okCY6fqiRod/HuwUjo2TU6Pw+4tyoFHJkJ+gwp+/bkG/1YlWvQ0PbWnEo4tzMcHT8VPqFRmIzYcriIyNFwKkL2r68Mp3XAXsoUVZmJ8XXN9ZUlIuzkUCwJQZYH7B+Z9u2CtWRkvTYlDdxXVBvHGoC2svzw+7zQbJLQRt4FW7W+qB0qlhe21qtQL6Pm4heWyqkE6W4r0jYqLhGj/nU6dlxOD8bA0OthrRb3EOq1KslBH8dLr3Od6UaDmSo+TQmh2o0VrgYGnIOl/8VX++uDAOn1ZzvrvtBvuw79FsZ4M238tSioOtRmw81SvYE20/o8ffrygI6z5CpswAbW8GKAU9eRRkTmg0bHyma+Pj4/Hyyy8L/zQajdvy//3f/4VkoyIMJV4tR1oMd3Kr14kSx8FCqqxVFqlEDsHN5iMAeexg02dx4A9bxRksOQPcNtNzm4mUGZlikHl40FzkSGT5gwU9XckNgAOAJg5k2coh65ACsdJSZucsQ1gaQqVifR/qo0RrCKk6L2FkIHMv5hYoC7p/h/A3+vWnotjCxMkAH/SQgokolcxzBqOK+nlNnxDELCmKFyTXlTIGlxYl4O9XFuDxqQpM150WHmORqfBZzkLcPedBrJ1yE07F5buphNLvdkO3/Uu8c7wbd3xSh5f2dwgBJAB822zwbwYsSFCrBXBJlMfEAiVDE5aDbSBu89JyNVKUMgZFSdy+36634t3jPVizq1X47MvTo/HkZXlhCSCBQcnEuNzwzINVV4hJnikzPH6+e5oMQgW8PC16RFn9xXx7emq0HA/MzwyL2vCN01IwmU+a6swOPL+3HU6W4j/HuvHyATGAnJcbiz8tyRUq8ROTo7Dm8nxk8JUfncWJ333VhGMdHmZjJTORVOfb8khYz6gXlXAlraxSIa8X93WgI9j6CGXTgCQueCfzLgFz9x9B1NHQDtixq5EXrVLK8Pw15ciK5d77aa1F8BAMK7ljOBcpFdUZA2VYANhT34uWfu4cODk1ym9fVgC4ZWYqouT+dWv8qDwZqTHej2+EEMHqw+akqNeFzkHATQDQR8KbIQS3z0qHv9pe3/AJ2dFgcbDYfFqHX206gyd3tAoBJMDZkrgSneFCavWBEFp9+KxEvvTSSyF74QiBU5QUhS6TATYnRXO/NWjGrk6W4nQPt+PHqWTIjA3PBdHZxASpzUcIvTp90W6w4U9fNwsHI7WcwSMXZnvOfg8iL14pZAtPdQ/AbGcRpeBOItID88QwViIpy4Jd/4awTFbc6LktSNKuV6KtxbZkrkW2qts8atl/j3R3uNl7SBMIAN/SuuUjAADduw30smsAowH00/XCOsyq28SL7bwilOqbhL+NtuXH5uROVgA3N7a8zEMG1WrBtPefxbSOVjTGpOOzGauwQ5ELOyVgCYN9qVOxL3UqSqKdWC5rR9b29dicvQA72rJg73DP2qrlDCwOTrznaLsJc3JDN/PixonD3MwTADL9giEy5b1mB/66V2IDMTUlJK34pSlRqOaPj+9UiEHAgrxY3D8/E4owzkdL55XrYnOAys9AWRaECd02uM1DSgQbhL9T6u73WjayedQrShIwNSMaqdEK4dgUamQMwW8WZuG+zQ0wWJ042m7CA583oEGSKLyyxLMSa2asEmsuz8efv25Bba8FZgeL//26GffMzXSf146KAVRqwGrhDOr9wW0ekjsWsZTitOTYYbKzeHZPG55amh+QEq4viDoKzGMvADotSHaecP/m032CeMvy8gzERylwy4w0PLmTq4T9+2gX5uZqwqoVQHILxSRY2IPIsbf3ePdw4FVIFzlxKrx0deGwavOxKplfQntlKVHYy6vEV/eYAwpoA8GVOGYIhr3+nZwWjZeunoA2vfdEyxuHu9Cit+GMzopOo21EHULdRivePtqNLTW6IXPTShkREo6H243IigujmnHJFEChBOw20BNHQnaeGHt1kAh+45aFDmIVprnfCjN/hihNiQp7W8rZQEKUXFDjrNdZwYZZ+bJGa8ZDWxqFADJBLcNTS/P89qwkhGBGFreugwUqOsWMuduBOZxB5L5vAN6XDJm5IIsu97geiY0HkrnKYGmjeEEbqrlIZ3cHGjVcoJpM7ENUPklWHlAwkVtoa+JmDj59l5PTBkDmXARSOFFcP0aD2KR4ZA9wc3v1Oisso6jofVOvRz9f9bkgRzPE6oRSCvqflwU1zfx4Fe6+4SK8du1E3DA1GfGSucbTAzI8a8jBA+c/gK1Zc2BnuAQSATAvV4Onl+bh/vniXOu3zeGrOLi3srqLuThZzkfQ9TlMS4/GqinBsYEYjKf2/qvLEvE/C7PCGkACQLRChmzewqUpJh1Wmz3kZuuCYTXDAJPOG/L3k11mYcQiL16JGSP00SWE85YMVwDpIiVagfsls9vSAPLm6am4Y7Z3K48EtRxPXJqHWZJj6/N727G1rk9YhxAitrTqtH6pJlNJEOmqRLb022Cyux83arQWt3ng4ei3OPDkjhY88mUj2r1UMUl0jFsAaXGwbuItK8/jPqsLcjSCym2XyYFNkhntsJCTL6rJhtszdRhl1u1n+vHrT+vxz4MdPoOYkVKjNeNYG1cZzoxVYHZ24POgydEKzMrW+PxX4uf1oPQYGSq/SLOdFTpjcuKUfh0nMmOVPt/fonyxHXxfs9HHM3nm/aNtWPmv7/DBCa1bADk5NQoPX5iNJy4V96MjAVpAjRaiVAGlfPeOvi9kiZZIEHkW4SauE8RqWGQe0j9cmS+zg/U6jB4KDrUa8YetTYJvWlasEmsvz/erAillZpZ4cXeYP6BJD8y5cSqo/WxxGS20uwP03VeFZWbVrb4NcflqZI6+DdH8aqd7zCEJ5ju6dLDIuOpjQbTn5yfzlwi32Q3/Bd3xObegUIJc+7Oh6+cXCxYlLOUuAkYCO6jq4ykDTfds5QJ0AFCquJkmlQoJUXL8eFoqXr2mCL+ak4EcD36SaqcVV7bsxkvm7XhoUTYmpUVjRmYMVHyl40CrMeit9J6gdjsnqgMAqihBldfF+soeVITQBkLK4Pb+W2ak4raZaWDGKNnm6hZgiYzzMm0JXRWGdrWJAiITSjkFz0F8UiX+HldMSjork5CzsjW4brK4L8kIcN+8TFw3JXnY9xOlYPC7i3KwRCKw9dbRbvdgkZ+bhsMutqn6QiKq46pESs/Tc3M1Qqvepmod9vmR3Okw2PDwl43YzysZP7XTP4uSbXX9goDUwrw4ZMRxvz9CCFbPShfUZj84oUWfxTH8ewsSRB0NpPLBf1szqCOM7YI+2lkdLMVr33Wisd+Kzac526Ung2y79PlpMUmxvCwpLK3fvpiQqBLmIEMlrnNGZxG1G4JU6ZybKx7PAk2Q9gzY8fcdZ4TzIUOARfmxeObyfDx1WT7m5cZiYrJaUG6u6ByAzRm+cRCAGz9wQUPU0hoJIs8ipEFkTRArkdKdPjIP6Z0C6VxkmPwit9X14YkdLbA4uANVaYoaay7LG1HbxXnpMYLfpcvqQ3pgLgrTPCR12MG+8oxQucP0uUC5Z8VHF4Sv/DGgKFVwv1eDjQ1JlrdBJz7n4FZWYXsuWATI+Qpl5SFRQXTpChBPZuIFxe4trd0j238Pt5mEoH9ishqTBiV9aGsj6Dv/FLfzJ78EyXQXQlHJGVxWnIAXrirEY4tzMDMzBnnxStxcrMSrh57DbbUbkbH/C9BdXwrrz+Iz3SYbK3j4hZSq44CZex0ybbabauzxDhPeq+BabkNlAyElOVqB2+fmYWJqDH67MAvXTh4+sAgl0o6UutickM6DubWySi5IXLTqbTjIW08lqGW4qCC4Qi/h5CfnpWLJhHgUJqrw6OJcLA5AAV3OENwzN0NQd+23iJZZAKfQKuCHuI6bMitvKSM9T19ZkoibZ4hz2//Y1+7Ts7FWa8GDXzaiTTKX1dhnxeuHfFcxnSzFxkFJAilFSWpcXMh95wN2Fu8e92/mM1iQ3ELuhtMBtLeE7XV92XtU95jdKsYUwP4WI363tQm/+aIRO+r7R5WIszhY7OFbR6MUjDBLPJYoZIxwfdplckA7EPyA3k27IUgdU/kJKmF8q6rbjF6z/0mQb87ohXbqebkavLKiCP+zMBslkmtohhDB9snqpDjZFVr12sFIlbRD5RcZCSLPIjSSecXGPgvsQcpquNoPGBIcYRXKsqBtTaD28A4ShxppD/6ZEA6PA1xL4vqKHvxjX4cQ5J2frcGfl+QhboQm6hqVDCV8Bq/TaEe7wR6SA/Nw0A/XcdLsAJCcBuaWe4a9KJeK65QOtAu3Q9HSWm8RD4uFmZ7nu0hMLHDeBe53xsaDLPuh5/ULJqJU3yAsV/WMLBAbXIWUfm7UagH7z7XiHOH8JWDmX+L1uRhCMDNLg8cuycULV03AdXMmQPPj1eLzvfsqKF/lmieZgwxHSys9IrayQqLKqjM78NwecQ4ylDYQUm6dk4c3b5yBhfljHyQVJ41VEDk00bOpqlf4Lq4sSQx7e28wkTMEv56Xib9dUej3mIAUQohbK29ll2Qfl4jr+KXQ6mpnJUSotknP0xOTo7C8LFFQ5TbZWDy7uw1259Dg5HCbEb/f2ii0fmdoFFDw2cQttX3Y2aD3uhkHWo2Cb2d5WpTH64OfTk+FUiY+X1N/GIXnXEEkwtzS6qrOMwynWCzhsKRtcVZWDBLUYoeNy3bp5xvq8NEJLQbsXiyXfPBtk0EYh7i4OCXs7d/eCLXVh5uFUJAS3oQQ4dxGAez389xGKcW2M6IYz8+mp3kVH5oh6QA70h7ellZkZAujQKg7BWr+/+ydd3Qc1dnGnzu72l2terV6lyxblovcewEbDLZppvceCAklAUNIgYSE2JSEEELoEEj46BhMsQHjAu4NXLFlq1qW1bu2zv3+mNkp0q60XcX3d47O0UizsyPt7sx9732f5/H/BPDgePcx3MYxgLDx8IsjWpvJJs1OZscY/NLOSF/5G/g/3AX+lad8PtZgIkexKlUeYIfW9Sda8V/FrO6ivCg8NCcVeh9fn5IeFzTlhdkdAb2v0H3bQL/+RNjQaMDddr9QkPVHRq70bcHpQ9L3gdBflFH5f5Q9wvUsL6doaQUAcuHVQouVMzJykN5VD6NNON8jDSaPW5tONJnwo7gKmBimVRV2AED/+28hFwoQNKZX3e7R8QGAmzYPZNZCYcNqAf/CKlBTNyalhkntStuq2mEPYEsr5e2gDsdebQhIsWDmYucpnt5SI7uABiEGYjCSHWuQOgpKI9KAAA2eqdUqOLMCQHgkkJmr+n2b2S4NpHQagnPznYeWn0kUK3ImVSv2ipiP/hxaKc8DdWIRGZcIEhKCdrNd6kDIjBZ0o4QQ/HJaMhKMwqTi0UaTKjsYEO4jj22QO1kK4gx44pxM3DxRXsV8bnstTrro6FBOWrmKQIg3hkht9TwFXt/jvkbTV4iiiAyWuQ7t7pKNdWITQLTqSV1loXDHlCS8fGEufjktCZmKDNnGLhve2FePP3xT5fG1dL2ieDlvdGIfewaXkfHy+MFhROZPHBPeGgJk+TGPd5riPupOWzgg/H01oqZ4bHIkUpxIQxwoJ5aCroskRHZptduFDh8/w4rIIYZy1v0fW09hzU/uhxc7Q6WHjPfDKuSBPaA7xNiD3VtA213Pcg41kiN00oxroB1aN5TJ/7cri+Nx55Qkv+ge1LrIDvWF2UXrpr+gDafBv/aMtE0uvg4kZ6RbjyVh4UCiMCNfULZb0uH4e8aTWq0o0wuFiYG3IrmPmwOKSuRWprQskJkLXe5KDEZwSakoEFta2812VWuZO6xWtJUtGanWwfDffwO6db2wodOBu30FiN67zzO54jYgNVPYqD0J+t/nEarlMC5JGCC3mOwql0i/c+ww0CG+/4smSIX5+wcb8aOYdRpl0OBXAdRBDmYMWg7pkcJntdqYiO7WNtDOAKwOlx4CLMJkGRk9oZez35dHmyXnwQU5UV53SAwncmMNMGiF9+QBhQZO1c7a3M89u7lR6iZw1sqqlJxE6DX49axUSR+5+kgzdlS3g1KK9w404Jmtp6Rw9smpYXjsbKGT5dz8aClP1WTj8cR3J3vptX5q6MZhcZIuJULXp3nLxaPjJOO53TWd2BesFZcgx3xQSkHffE5+fTLUEystJhuOi2OD9CgdEsJCEKLhcFZuNJ45LwuPLkhHiaKoONpowvZq9z+7dR1WaSIxKUKP8akD38rqQOmMfdjPk7udFrtUtGVE632eTFeSH2dAnCiH2H+6C+3m/leHlYX84n4K+ZhQrbQAUdFqRkMAWn37QqWLPOB/XSQrIocYC3KiMEfUnVAAL+2qw+t76rw2GFHOGBUmuFhFcRNqt4N/71X1D48d8OmYgwkNR6QZsPoum1sXG2+w2nmpuI8xaHB5sf80WDkxBilT8MfTXdKFOTNaH1B7dkkH2SUOLsZNAVl4oUfHIKK5jtHSiQzxrVrVakGHxX+vQ+upWjTphRtzJt/Wp3kK0WjA3fsoyOW3gLvvsb6NgSCa63gZ9VHfYcZmse3MGMJhYZ48eKA1laD/kzN7yVU/U7kregrR68Hd/gCgE97rdNsG0O+/DlpLq7KVlYitrPtPd+L/xHgNAuC+GSmIDaAOcrDjaOeihBPiaAIwgFYNOHroIS12Hp/1FzNzBqLliHQfbTXbUeVY4VOsRPbbzqoy1XFSRPbQQRcmhOJaRRj8M1tP4R/bTuGtH3p2sqRJg29CCO6aliTlXJY199ZHKlchlxXG9HktDA3hcPU4+Rxe3VMX0G4FiehYYZUcAKrK/GZc4wq6aS3ozs3Chj4U3EXXqn6vLJ5LerREE0IwPjkMf1iQjgdmyRFSHx9239VWmWe4eNTAmXs5I84YImWZH2/yn9zKcTwH/u6Y4giRDHbsVJ3F6gyzjcd3YmaqTsNhQX7/3TAlKfIETLBXI1E4FhDHJvTgHr9/RlgROcTQcAT3zkjGRYrWko8ON+HvW0451UP0x5F6ueVmpI8rkfT7r4TIA+XPjh706ZiDDaUuMlChuscaTaowc28KSMrbwa9fA/7LD0B5ucjScAQTxNVsi+L94i+Ngcvz+ehNoEwMvo+NB3fj3Z7/XVlybMZICBdxCvh1Vaz8pDzwytb1P2NIElPAnb0MJMINrVxWHkaKDq2AZ6247++TVxQW5UXDGCLeFMxmUQcprhhNn69yjvUWkpwOcvUd0jb93wuYzDVJbZRbqzoCMmCjlMrRHhwHMm4yWkw2PPX9KUkbvLwozivN2nBCba6THpBVGKWbX09TnU3lbVJb8eS0cCl2hAEUJzppaVVoIvttZ1XFe4jOrIprhbMs1AtGxWKS2GXSYeGx/oSik2Ws804WY4gGK2anSm3qXx5rkQbHpzss0kRRhF6DBW6YDC3IiZImWStazCrNWKAghMi6yK4OoClwxj60qkzlKE6uvRNEXCl2oNRDTkhxvXI7PSNC+sz81NDt1r2gpw7v3FGDp5XVQWG88N638RTHm/wn+VF7N/jf/NGTltbt1R2ScdLcvDiE6/ufzFS2tO4Jsi6SGMOA3EJho7FONUnlD1gROQThCMENJYm4ZWKi1Na3sbwNf9xQ5ZFQ285TyeU1JlSLRBfCYHegpi7Qj//b++cOTc0wITsIDq1KLc2YEd6tDtNP/w/07RdBP3gDdMt61e+UQm8HgbgwS+fyww7QdR8LGxwH7lY3dZA9UJnrtMnFmD9bWk8oDG+yI/peWfQUkpWPgvZKECrcgNw1Beqy2LH6gGAmpCHAkpGy2Q/9/F154iYpTViF9NPsNDdjAchMsSC1WhDx7O8wWnzZ6jqtgXn/l5cCjkH2yGKQ8Eh8eLARzaJrXlFiKK4ce+bpIHuiinsKgC6SNjUAJ8XPWEYOSJTiPUcpPlGsnlzIViFVjHGmi4yMFkxYAKCln3bWHvEedp7iqHifjjJopNVDJRwhuHtGCuKMWsXPgLumJuGK4niX14ScWANuKpGLkX9uq8Wpdgs+/alZmrRZnB/tVvughiO4UXGsF3aelorSQEIULa0B0webusD/e6UQ0QKAzF4Ebupc1T48pdJKpE5DUJTo+p7KEYJlhfJnSilVcMXh+m7J5Gh0QijSogefk/7IBKUu0n/35UCY6igpSjRKHVp7T3Wi2+p6FVWlSXWzkB8ZH4pQ8TP0Q21ncFbpFUi6SPi/pZUVkUOYpYWx+PWsFGkm8cfaLvzmq0q3bYrLW8wwi8sbhfEGnwaf9IsPgHbxwzVuiqypqi4H7Rg+ushgrETur/OtiKSH9oF+9q78g0P7VL93FgYeqJVI2lgP/tW/S9vk4utA8kZ5d7CMHClcemT1D9KP/WmuU94h3zyyEz0PcO6TtGyE8RakdQltY5UtZrcmfT47dFpqnZ6ZGSm5wNHGetCvVgs7aTTgbr8fxODfgQW58mdAmjjT39GOqfvWSL8LREsr3btFfu4J00EplezsOQLcO+PM1EH2JCtGL+ngSgPg0EoPyXbwygEIIAyyKkQHzrxYA0b3MVg+E8mLM0i5qgfqBF0k4TRAlFhsN/fdzqqK9xiRhspWs+TGWdhH+HukXoMHZqXCGMLBGMLh4blpWJjXv9nReQXRmCHqI7ttPFZuPomvSoV7uZYjOL/AuUO1M8Ynh0laSxtP8eR3NfjUjQLJJ9KzpG8DsiJPKeibz8tmR6mZIFfc2mu/E01mKcu5eISxX3nI/OwoKUNwW1V7nxEtgLp4OSt38GghlQRKF+koIrUcQUaU/70bNBzBVNHp2GKn2HPKeUtrY5cVP9QKEwVxoVpMTHfPTCxEQzBW9BTotPA46mVOtLeoikg/50WyInKIMyszEo8uSEeYaPNc1mzGirXlqHbDZru/Fhl36TWYXX4DyMhieYdh1NKaGa2XVn8D4dBqtVPpdYk2aJAa4VmbGG1pAv/yU4Ci1ZAeP6LaJyZUq1pRDfHhwkztdlCbzfmXxQz+pSeENiMAKJ7ksQ5SCTEYgaQ0AEByxQFE6IT3/NFGk9ea4J6UWYX/N0d5ZKY6yXv0AaLXAykZKBRbWoVW3L4nIuw8xbv75Pa2CxSrPvSj/wBWMc5j7mIQR7Hn53Pmfv0YkDcaADD1tFy8+7uIpJSCYoLZyAAAIABJREFU7lbqIaeitMmEhi5hUmxMotGljfqZhk7DSW6Pp4wJ6Kyr92+kkiraQ11E9nTsHMjMzMGIliNSfmurSXZVRYyoi+zqADX3ce9wtLOG6ICYOI/u04UJoXjloly8elFen0Y4SgghuGuqWh8pRUhkRyLaQ+3xvTNSME/h2/Dy7jq85qFvgyet8kRlruP/lUj63VeyWaDeIJiW6XrfL5WFh7OJ2p7otRwWFwhFCE+BT4641kYKOjzheqvXEKnoH2xkxxgk88GfGrr9InloM9txusORIKBHiCYw1xul5n9bpfMickNZm7RCPz8nyqMJTbWpYZB1kenZQIQ48fDTAVCL/8aurIj0I5S3g3/3Fdh/fin4918P2vOOGWHE44syJYepuk4bHlxX0W9e05E+xPqe0Gswm5QGMnKM/Pujw8dcJzSEQ7JY2FW1mr3SofZFaWO313pIytuFArK9hxalqR60h5mDUvSf5eWFmX/vVfB3XgL+joudf/38UsBRwEbHgbvxnl4Oj57iMNchlMdIozDr22XlVcHe3mKx86jmhBtJSlc99Ikj+nmE5wjmOgpdZD8tP1sq21HTKhSaypw2WnYUdLs4sAkNA1lyhd/P1QEJiwB33x+BkumIN7ciXzQHqmq1oKrFj6vxNVXybH9uIUh0HLZVyTfzaemDc+A0UCi7B04Yk4BTlX3s7T7Ubgc9LHYvGEKBXNlBubzZhH2iQ268UTtoB7MDjdOWVjfMdajVCjSIBjeJySAc5/F92hii8Tg7MEynEbua1D+/wItW5RANwd0zknHxaPmxHx9uwt/c8G2obDXjue2ncMW7x3Dv52VYf6K1f4OWEamAVpxcqi73+Hz7glaXgb79orRNrrkDJDnN6b57VXpI9zTb5+XHSJmdXx9vQYcLs76tVe3oFgv76ekRkiZ+sKHliGR809RtkyYAfaFUsWoXyCzrsUlGqeV058mOXu87SqlqNXh+jmeZwaqoj2DrIjlOngy0WoBjh/p+gAewItJPUIsZ/PMrhRU5ixl07Yfgt34btOfPjNZj5TmZyIgSCpx2C48nNp+E2eb6AuyY4dRygjW5N9CyY84Hs/mKIvKn4VNEArIu0sYLhaQ/UbWyJnrWykrXvCPnukVGgyg1G8d/Uu2rnKUu9GIVmtZUCjpH3g0HNo4T8iDdMZ/pD4W5TqFNNlHY66L9xBMqWszgiXBJzLY0goQEYNUrK0+l5+yrFbexy4oXd52Wth05bZRS8O/KLshkyWX++d/2AQnRgbv9AZD552Fqvfx53vbJV6B2/7jjOmtl3VIpr3Y6HPQYAvlx8udWaGkt98+By47KLsqF40C08udAqd1aWhgjSSkYapRF5H6xiCQxbji0NtQComYaojOr4xqhIYEdROfHhao0jSXJYcjwMo+PIwTXT0jErZNk34ZNLnwbqKgl/OO3VfjFmjKsK22FycbjRLMZz2w9hVtXn8B7BxrQ5qLAIlqtLJ+prwXt8s8AnZq6BdMyxwT5zLPBTZvvdN9Oi10q9hPDQtzuIIoO1WJutnDtNtko1pa2ON3vW0XxsmCQtrI6KPRzS2ug9ZAOdBoOk1KFQq/bxuOH2i7V7481mqSugpHxBqRFevbZGBGuk8yUShtNaDP5XmB7xJjA6CJZEekHaGc7+Kd/B+zbpv75W/8CdYR/B4GEsBA8vjATaeIbtbLVohqEKmnutqGuU2gRyI01eBXvIAxmX5G2lYNZEhEpX9hPlgcmx2yAUJvr+FcXqTTVKfZAD0kP/yAUkQBACLhbfgVSMl3+/fHDqv1HJYTiqrHxmJUZgYtGez7bLLUvA0KWWXaB86/80SA33QuSP9rj53CG0lxnYqPcpqtcsfKWslr5Rp2pCYxmgWTlI6WrAeFWYaBztKHbaZuXXdQTOQZOUzKiMdlR+O/ZKmT4AUBCEsj8JQE5154QTgNy5e2YViK/Bls7DeCf+zOo2ffPgeTKCoBMmIaqNosUQTMy3oA4I2tlVaIsKI770VyHHlToIRUDj6ZuGzaJMTOhWg4Lc93TA52J5MWGSrrIg6IuEooi0qVDa63CVCcpFS0mm2SmkhNr8Gs+njPOL4jBteMTMCMjAndOTfL5eEtGxuL+2SnSapvDt6Gxywqrncc3x1tw9+fl+MP6KuxWrOQp5yaau21464cG3PxRKf69oxYn23p3nZB0RSu/H1YjKaWg/31efj1SMkCuvN3l/j/WdkltjiUpYR51EF2gcNpf81Nzr9Xa+k6rVNDEG7UejQsGgpGK1XJ/mOuonVkD6yLfV4yVchXSHbdiZzg6wCggdXQECzJ6vOQp4U9d5JkbtOUnaGMd+L8/AtRWCz/Q6YTVkqMHAYtgv8899KSghwoC4XoNHpidil9/WQ6LneLr460Yk2jE/B5vemWLjNd6yL19D2ZJwRjQkxWCPu/oQWDCNO+eZ5ChNtfx30qk1U6lmbtog8Zt23za2qzSQZLzLwcZNQ5U4QJIT6hXIgkhuLzYO5dL2tYMuk1cZdcbwD30BIgxSKtEadmCyyHPI6NsL5ImLUBthxVH6rvR1G3zKTuw7LR8k8gJDZB7WmoWOI0GBW2V2BM3Cp1WHtVtll6a1Ld/bMAh8b0QF6bD788pgL2rDdRqBf/B69J+3CXXB2bF1AWEEKQvWYaMd/ej0hqC45HpqN/6JhKefBjcL38PEuHdzZXW18pZh2nZIInJ2LZfHmizVtbepEfpEcIBVl4oImnVZ345rqtoj89+aoajsWVRXhTCdIOzpW4wEKIRdJH7arvQYrLjZJsFKcp21mbnZjNqU50U1SDcF98CdyGEYHlRXP87esDMjEhE67X486ZqdFp4lDWbcf/aCvA8RbNJvboYG6rFkpExWJQXjfIWE1YfbpZy+yx2ii+OteDLYy2YlBqOS8fEyf8TRRFJq8pACop8Omf6/deg2zYIGzohN7evMZxSD9kzH7I/MqL0mJgSht01nWjqtuH7yjbMy5avoxvKWuG4G83PjhpU2ZDOUL5P/WF651iJ1GkI0gNgqqOkJCUcOg2BxU6xo7oDdp5CwxFY7Dw2iU7DIRzBrEzvOn9KUsLw6U+C9nVPTYeU+R4MSEQUkJELVJQCp6pAG+tA4nyPiWErkT5Aq8rAP/6AXECGR4L71Z/B/eL3wuoMAJysAH3nJdcHCQCZ0XrcNknWc/17Z20vox3lh9urdkarVaX7dDaYVZrrDKeoD+VKpDIE11eUesiiRPf0kJS3g3/laaBNbIMZWQyy9HIAAImOBRwXiYpSvxlv0G8/B2xCKwaZtTB4BSRkcxoAIKdPYlqyqBEEsN1Ho5fyFnmGOztAM54kJARIy5LMdYDeN9q9pzrx/kGh3Y0jwCPnFiDGKEwo0G8/A+prhR3zRgElMwJynv0xvVBepdgeXwSUHwP/0pNeH4/uVaxCiivoypng6ayI7EWIhiBLnNA6HRqHtlO1PhtZ0PY2oPyYsJGUChIv3Ecsdh5rjwmDH44IK0yMvinq0dJK+tBE0qYG8O+/Dvr5+9LPyIhUv5nfDTRFI4z468JMKYKkscumKiBzYvS4d0YyXrwgF5cUxSFCr0HxiDD8dl4anluajXPzoyXDFgpBs/bgugrUiKuSKlMxH1fkaXurWgd59c9AxHuO0/0plYxSNAQoTvJ8pVC5Gvnx4Sbpc9xTh+ftClgwiTZokRzhMGky9Smp6o/mbhsaRV1lTowh4M7coSGcpF1sM9txSMxR31HdgU6L8HdMTQ9HuJcTaEWJRul9vPdUp98MAd1F2Vnir9VIVkR6CT38A/hVDwKt4oxi/AhwK1aC5IwEMYSCu/0BwV0NAN28DrxjVitInJ0bJTmkmWwUqzbXqD7MqhlOL0x13BrMKmYDh5O5TmyoFolhws3wcH03Grr8U5wdqPO8lZV+/h5wWHTMjIgCd8t9gp28CHGEzNpsQOVxn8+Rms2gGz4XD86BnLXU52N6isNcB5RiukZ2tNtW7X1LK08pyrqFy2G0uQ3RiYHLIiSZeS5zLhu7rPjb9zXSzPMVxfEoSRPaBmlHG+hn70j7cpfeNGDOmConu6TxwjeHfwAtO+bV8VStrCXTcbrDghPiKn9WtF4ys2KoUbW0amOFMGkfoIf2yh0NClfW7VUdaLfIxh6JTrIKGWqKFZr2A3VdTttZaUUp+JeeAv+bW0HXfgh0iy2doWFAaqbq2jDKB/O7wUBGtB6rzslEpriaRABMSQvHn8/OwNOLszAvO8qpwVtapB53TEnCKxfm4upx8YgxCPc3ngLbqsWJprQsaX9fYz7o9g2A6F5JpswFN+OsPvevbrNIBjKjEkK9Mr0ZO8KILFF/WtZslnS0PzWYUNNulY6d4mZ30kDjmPCwU7Wm0VNUrawB1EMqmaZqaRXGFKp4FR8Keb2Ww2jxutBisqM8QFnjrlAXkXv72NN9WBHpBfz2jeCfeRQwiRf4jFxwD60Ccaw+QpgZI1fcIm3Tt/4F6lixDAKEEPxsSpLUElnRasZLoj7SaqfShzPeqEW8h1ojdwezJCJKWjVC9fDRRRJCMDdLuJBQABtO+CcHU6mHdCcfkv60H/ST/3OcFLib71PPdgNATqG8f4+oD2+g274FOsTXsWQaSILvuhmPUegi8+qPSS2s+2s7Xbrb9UddhxXdEG7+2R010gpMQMjKQ157FTjRQMOx2mDnKZ7eckrKGhuXZFS1ltE170iGJ2TKHJCckRgosqL1UiTA4YgMtIQIq9H0q489PhZtaZJdfBNTgJQMlcaVrUK6Jj+upy7Sx5w8F3pI5SDq7EFu7DFYyIsLlVYdDp7uAo1S5C1WnoD9id+Af+w+IT7CYU6l0YBMmwfuoSdg1xlwTLxPx4ZqEW8c+uqjeGMIVp2biRWzU/CvpTl4eG6a2y7kkQYtLhsTj0fPklcFHY6oxBgGOO5FNZWgNu9NS+j366XvybkX97v/HpUrq3ddOYSQXquRgH90eANBoZ9aWkub5MfmB6mInJwaLmXwbqtsR2OXVXJTjQnVYlySZ+3KPVG2O+8JsksrskcKE1SAMOnrxueEmvp+/VgR6SH8N2tAX34KsIv//KIJ4O7/M0hk70BeMvsckClzhA2zCfy/V/o1n6U/QkM4PDArRbqRfXW8FRvKWnGi2QSrqAL3JtrDk8GsFPVBKXBscORFCrqyN2B//nHQPVtBec8LD6XGdH1Zq89tZEo9ZJRBI5kjuYI2N4J/6SnJyY8svlSlX3JA8vxXRFKeVxnqcD5kPvoCUTi0cpWlkmunnULSz3iKUtua3VEjD0gCAMnMQ6jdgsyOUwCEmex2sx3vHGiQJhJiDBrcNyNFat+xnayUV4C1ISAXXxew83MHQog0Y0tBsDNFeO/R3d+DergaRhWGZKRkOgghqlZW5srqmrxeDq3eF5GU5+UWJ22I5LDd2GXFPjFgO9YPg6gzBYcuEgCaTXbUmAkQJk6INNYByu4cYxjI4kvAPf6yMBmYnIayZpMkbyhMCB02eZwGLYcZGZFer6plROmkOLND9V3otoodVg5dpM0KKLWlHkArTwDVZdLxVIY9LlAWAp7qIZXMzoyUJkR313TiRJMJm0Udnk5DMHMIxekU+slcJ5imOg6EVmphEr+x24aXd9fJ2ZDZkT631CrzIvfW+G4I6AlEowFGjRM2uruAHl4ZPREMpv7d5z6siPQAemifSt9Ips8Hd9fvhBB0JxBCQK69U5hdB0R95MvBOFWJrBgDblXoI5/fUaua3fJUD0kP/wC6fo2w4cZgVq2LHPiWVtrVCf6ZR0C//ADYsxX884+D/+0d4Nev6XfGRUlqpE76351ss+Boo2/ayNKmbpgd+ZD96CHpqSrwf71fbqUuKAJZdqWLE80SzJ4A4MQR34rd/bvkm3NuodwqG2xSswCNcLOl5cf6dFRzlxMKl90sUz0QGUDnyZQMIESnyot870AD3t0v6yDvm5miCvnu+M9z0moFWbjML4J4X1G1tObOFr7hedBvPnX7GJS3g274QtomJdPR1G2TZq+TI0KQ6WXMwJlAWqQOevEuftzHIhLV5bK2umCMZCSyURGwPc8Pg6gzCWVM04HTXUBsjzb5hCSQK28Dt/JVcBdfr4oB8dW3YLhCCJFyGG08sP+0OKGtMtfxThdJtypWIftpYwUAs43HQcXEn9IvwVNCNATnj5QXIx7fdBJdYoE8LT1iSBlZZUTpYRCdhB0FsadQSqVWWIOWC2orr7KlVRkz1dOg0hvSInVIMMpyqJ6RN4HGE10k3fKNbKLoAlZEugltbRYMTBx6kbMvALnxHiGjqA+IwSjoI8WsLbppLXhHrmKQWJgbhTmZsj7yy2NyFpEnK5G0rcf/4LxL+x/M5it0kQNsrkNbGsE/8ZCcpeigvhb07RfBr7gJ/AdvgDa7yPDqwVmKtq5vjrf2sWf/uNvKSo8dAv/XFUCT6FwZGw/ull8LM0xOIFqtnK3Y0gQ01Xt9jvw6uVVxoFYhAdmcBgBQX4vRYTwidMKlbO+pTpi8EPKXKW5yWTprQGf9iVYLpGejUFFErj7SLOkgLx8Tj7GK1R7LgT0w79gsbEREgSy+NGDn5gkF8QbEOFqJaTQ6dWJL6+Z1bme10e++Bk6K/4f0bCArH9ur2qX/xfT0iGGzAhMINBxBjjhD32iIRvOpWq+PpXJlFQcalFJ8M0Rb6gYDymv5gdNdIGcvAwyhQP5ocHf+Btxjz4NbsATE0Ps+rFzB8aZjaDhT4iS4naTnyDt4MZlCbTY581qjUecsu+BgXZfU1TU+2bNoD2ecmxctRcM4ItiAofe503AEC/OEc7bxFKu+O+lxsdTYbUOLaL6UF6sPqivt1PQI9Hy2/DhDLxd1byCEoCRF7p7aH+yoD0XHWl95kfRkJej/+l6FBFgR6RaUtwvOg45Z2sKxIJfe4PYFg2TkgFyu0Ee++S/QWu/aLbyBEII7po5ASoRa+6jTEGRFu9ciQHk7+JefBlpFI5ORxSDn9z+YJZHRQHK6sFFdDtoZ3OV7B/RUleCk68iQMoaBXHErUDBG3qmrE/TLD8A/dAv4V54G7ceIZmZGhNQq/F1Fm08uZAfq5AGDqyKS7tkK/m+/B7rE/2FqJrgHn1CHWDtBuWLobUsrrSiV268SkoAJU706jr+QzHUAaKqOY0qaMHNosVPs8aJFpLxJuJDr7BYku/mZ8AWSmYeRCodWB2NHGHHpGIUOkufR/tqz8uOWXQUSOjhywjhCMC1NuBnaKLB78gXCL0zdoN+t6/fx1NQF+vFb8vFEbfU2VSvr0GnhGiiULa3HbaGgXd5dY53lQ5Y2yQHb+XGGgFvsDzfy4wzSPeLA6S6Q6QugefYdaB74K8iEaSoTtJ44ikgtR5DjwwrXcGRcUpiUJSlpEnvEfHjMgd1AuzhhUjzJrbgipR6yxEs9pJJwvaaX5jguVIuxgzwb0hnXjU+QVmZPtVvx3HbP3KOPqUx1gjuJEhuq7TVx489CfsIA6iJJbII8Jq88DtrW0msfajaBf2ElYOmdydoTVkS6AV3zrrx6FRktBLn3cfF3Bpl7LsikWcKGuRv8kw+D//KDoBVVxhAhPzJE0YqUF2tw6obmjP5cQPtCamkdIF2kvHonrsLFxIN7YCW4s5ZCc/9fwD38FMiUuUL+IADY7aDbNoD/073gN33p8rhhOg2micVLp5XHDi/dQW08xWHRmTVKr0G6k7YN/tvPwf/7r4BV/FCPLAb3wOP9FpAAQBTmOvC2iFSsQpKzlnn8/vc7CnOd3i2tnr0O7WY76k3CzS2z8xS0gTTVcZCVhxGmJkRa5HONNmhw30xZB0kpBf3ifdgcuoXkdJDZiwJ/bh4wXaHT2ZqkmOH85tN+Rfv0iw/lQdu4KSCjxqHdbJecCeNCtUEzUxjKKF0LSyPSgArPXZhpV4ec+RsbDySlAVB3WPjiSnimEqLhpMFos8kuOW32R2OXFXWdwucnN9aAEA0bqikJ12tQIBYWtR1WnGq3ADHxgCNuquqEx9INfss30vf9ObI6cBQABMB4L6I9nLG0MFa1CjY/J2pItpDrNBzun5UqtbV+V9GOtaW9CxZnUEqxo1qeTAyWHlKJckyh5Qhme5kN6YyxSUbVJIivnhqeomppPdTbpZX+7wXgVJWw4Sg4XcCuTP1AD/8AukbhgHnLr0Ciepvo9AchBOS6u2TDjtYm0A/eEFoo335RCNsOMNkxBtw8UW4/HeemCJz+dKB/F9A+kMx1EHxdpPPVu1UgqbLDG8nKB3frr8A9/hLIORfL7lUA6LuvgbY2wxULFLOGSq2pJ5Q2mmQ9ZA+nOkop+A//I7QVONqIJ80Cd/cj7ucz+rgSSZvqQXd9J2wYw0BmuneDDSRKcx1aUYpxyUbpZrXrZAesdvdXhcsUesjsjlNAEIpIkpkPAmBcsxCJQSDoIB3toZTnQd99pfdKnYu25YGiKNGICL1wTjubeDSMEaN+mhpA92xx+TjaVC87uWo04JbfIBzjZAfEjwKmpYcP+mDtwUBeD4dWXmF+5S70yw9kze2YSSCEwGrnJWMPfw+iziR66SLdYDhFewQKpUHJnppO4b7pWI3saBfkG25C29uAH3cJG+GRQPHEfh9zusOCk+IqfV6cAZEG/7jnJkfopMk5jgDzc4bu5y41UoefT5VN6l7eVae63zrDxlP8c3st1ouu9xwZmHZu4f4jf++4z/mDMJ1G0jnXdVpxsr3/FT9/oiwi0aOlld/yDahjQkWnA3f7ij6PxYrIPuilATz/MhCHs5EXkFAjuHseBZQummYT6Po14B++XXALLT0U0FmJc/Ojcff0ZFw2Jg4Xjeo/MJq2tQitvP24gPaJomWUHg2eLtLl6l1PcwMREpsAbvkN4Fa9olo1pp/8z+VzjB1hlJzi9tV2otGLzEhXekhqs4G+9nfQLxQB1GcvA7n114Iu0E1IRBSQmCxsVJeBmj1zCKbfrAF48fWfc65T/U7QSU6XclhRXgqdhsOkVGFQ0WXl8aMHOoOezqxBiS1JTgX0Blx/fA0uPL0Nv5+fJrleUqsF9KUnQb/+RNo97NIbQNwY2AQbLUewSJxI4Snw+ajzpN/RdR+7vJbRj96UPpdkzrkg4soXa2X1nJQIHUK1wmjneEQa6P5dTmeXXUEbToN+Jb7XNBqQRYLeecfJDnQ4ArbTwhHux0HUmURPXaQ7KE11Rsaz1XhnTFDpIoVJYrUu0n1zHbpjk+S4T6bOBdH2f3/dq3RlTfGvY/FdU5OwvCgOD85JRVrk0G5lnpMViUWiPtLKC5nlrvSRJhuPv2ysxteKDogbJiQiISz4ubQjwnV4YFYqlhXG4NaJ/p9YVru0BjnqI79IMlykB/eCiuM7WlOpcmMlV96uWnBxBisiXeBUA7j0Cp+PSxKTobnnUXCP/BNk1kLJcAeUCm6hKx8E//j9AVuxI4RgQU4Urh6XAL2275ef8jz4V/4mu4Dmj3btAtrXcyp1kVVlPrfwUt4OfuOX4D/8j+uvV572evWOGIwgl98M6IWbN938FejJ3vo1QBCQz8sWZgp5KjgZesr+OkURKc5aU7MJ/D//BLpVdsYil94I7vJbQDjPP7ZSS6vdDlS4HwjPd3WCbl4rbGg0IAuWePzcgcBhTgMAaKoHbWvx2qVVOTOa1VEDxAe+iCScBsjIQaylHdcd/hATjEIhS7s6wP/9EXnllxBE3PYrhF91W8DPyVvOHxkj5WqtazGgKy1X2Kgoddq+TsuOgW7bIGyEhoEsFa4p3VZeGphF6DUoShx6OqCBgCMEuWJrX4suAo36KPDvvup2dBH96E0hFgEAmXceyAjBTXz9cWao4w8KFLrI/XVdbk0SH2mQr0kjmTOrU3JjDdLq0I+1XUL3iZe6SKpoZSUzFrj1GFU+pA/RHs4I02lw7fgETE0bHhNpt0wcIbls17Rb8PyO070+By0mG377dSV2i/9XDQHumZ6sys8MNtMzInDzxBEqp3R/MSFZHovuDbYuMkQHFIgys442of3bbAb/wipAjCEk0+aDzDy732OxItIF9PP3vdYAugNJzQB3/S/ArXxZKE7DFS0LZUfB/+ORoLS49gX94n3AMaMdHgnu1vu9bqdT5UU6tDfentd7r4O+9S/QL953/eUYpMLL1bvoOKG1FQAoD/69V13uqxxgfXPCs8xIG09xpF4oIiP1GqRHibNDn70rB39rtCC3/ArcoovcPm4vVC2tfWcDKen++lMhTwgAmTzHLQ1msFCa6+DYQZSkhEma3+3VHbDz7r0OjpVIQnlkdNYC8cGJzyCZcksuyktBmxrAr3pINjAK0YH72YMwLr4kKOfjLXHGEMzOEq5fXVYe6ydfJv1O6egLiO3Z770ibZPzLwOJEB6751SHlIs3NS18SOqABgqlZuhgVI4QJ/X9N308QoAePyKswgCAMVyaKG3utkl6rxiDxu+D5DOJEA0nta41d9v61UVa7TyOi27RiWFaxBmDvwozFNBwBBPE7g2zneJQfTdIhucxH7S6HHCY6KVlAcrVTBdY7VTqdgnTcZI+k+EcvVbILDeIHRObytvwlWKS6lS7BQ+uq5DMdAxaDr+bn+6XSI3BSk6sHlGKSZCq1uBlyAM9dJEH9oC+/QJQUyn8ICkN5OqfuWUeyopIF9BP3ha+8UID6AkkMgbcsqvArXxF0EwmpQq/sFhAt6zv+8EBhB49CLpabuPkbr7XtwKiQJkX6X1LK923DfRrNzU/hPi2erfoQsDxuh/cC3pgt9P90qL0KBB1SdVtFpWrWH8cbzLBZFPrISml8sCOcODu/gM4N+zG+0Lt0HrYrcdQuw1da96Vj7Fo4GI9nEFGy63l/PrPYAzRYLw42G0z23G4vv/cT6udly7eyd2NCA0zguiD1D6mNAfasQn8Xx+Q4y6M4eDu+yNIyfTgnIuPXKiYLf7UnAB7pKgb/3Gn2ol671bgmDiJFD9CtbLsVDtKAAAgAElEQVS9rVLuUJjOWlk9YpzC1OOLVEGXSlf/t8/sW6GglyfHyJLLQcKE//vG8lZFNuTQNPYYTChbWg/W9d3SerzJDJv4z2erkH0zoYcuEklpgCN2zc2VyJ7ZkO4MnH9q6Ea36MY+PimMfT7cIC1KjzumyF0+L+06jfJmE441dmPF2gqcEidXog0a/GVhxrCfuOIIkSZfrTzFE5trfHL49xRSpCgiv1oN+v3XwkaIDtztD7gtW2JFpCskDeByzzWAXkB0enCzFwmaSccpbF0v9SoHE9reCv6lJxT/g0tAxvimxyIjlXmR3rXq0sY68K89Ix9z8SXg7n7E9ddfX/Zp9Y7oDSAXXSNt8++9Bmp33iKmXI30xGBn/+nerayoPAE01gnfFxT5pMOVSM0A9OJF4cRPbq2WmrdtBO9YDR81ThXmPCgYO1k2qjp6ALSiFNPT5RYRd1paq1otkpFLVkeNfLwgoFxJpTs3A82O7M8EcA+uBMkbHbRz8ZXsGAPGioVMfZcN22eKbe+USpM+1GYF//7r0mO4S66XugOsdh47TwpFZKiWk47FcI/xyWFIE12dj0Zl4khkJtDaDLr2Q9cP2v297NacmAwyX9CzUkqx/rjcls9aWX1Haa6zvx9dJMuHdB+VLrKmU9AyOqQzdadATX3/r6nNJnctcRzI1DluPW8g9ZDDmXnZUVKEicVO8eeNJ/HbryvRahbGVSkROqw6JxO5A+DGOhBcPS4eKRHCdbui1YyXdp0O3pOPSJFNBDvlsRK58jYQRw63G7Aisi/yR4MsuyqoT0niEoHCscJGY53c2hYkKKVCoeZwNssbBXLBNX0/yA1IZIxCF3nC4ywzarOBf/EJwBFiPnYyyEXXgYwpcf0Vm+D7eU+bD2SIGq+aStDvvnK63+zMSKmVcnNFGyxuuoMqjRaKxdlqumer/PwT/LMSRTgNkFMgbLS3AvWn+tyfUorO1W9L29zCC/xyHv6EcBqQs5ZJ23Tdx5icFiE5qm2tau+3WFY7s9aABCPew0FissoJGACQlg3uoVUg/dhqD0YuLJRXI1fr80Edwv2t60Hb20C//RxwTErkFgITZ0r7/1DbJc3sT0oNg45FGngER4hKO/RJutC5QNd9BNrU0Gt/arWC/+AN+fGXXC+ZiRxvMqNCXJ3PizUgI3poG3sMBvLj1XmRfV2XDqtMdVgR2RcxoVopi7Ci1YzGLqvaXKe8tO8DHNwr538XTxLGKf1AKcVuRRbx+GG+YuZvbps0AhmibKeu0yp1Yo2MN2DlogyMCO8dcTZcMYZosGJ2inRt+Op4KzaUeefy7ymEkF4LZGTKXMGrxQPYndoVPmoAfYEoMoqC3tJafgzY77C6jvDr/0ClizzmmS6SfvQm4MjLi40Hd+PdbrWd+ArhOHCX3SSfx+r/gnb3nt0M12swRQxe77Dw2OlGZqSNpzjsTA+5V1lETvXp/JWQnJHS9/3qIn/YAZvjNUpOBxStD4MJMvMswCi6mu76DhGdTVLrWGOXDaVNfbcW93RmDepKJMepWlpROBbc/X8JWOt8oJmQIq+GHWux4sh0sQvAYgH9/D3QNe9I+3KX3az6/CpXjVkrq3fMzYqUNDbbE4pQa4gV/vcfv9lrX7p+DdAgznrnjwYUk1Xry5ihjr/RaTipIGzqtkmtez2hlEorkToNQXbMmbEi4wslKpfWTiAzV9rmX3oStI/cVHU2pHuGOt+caJXuG5lResQzzapH6LUc7p+dCr0io3xyajj+dFaG32JShhJZMQbconB/fX5HLarbgqOPVHUYjkgFufYOj8fVrIh0gc8aQB8gJdOl1kO6Z0ufuhZ/o3IpW3a1yzgMr1BFfbi/wkp/2Am67iNhg+OEwjY8eNlJZGQxMF4s5tpbVZEbSs7qYbDTH0o9ZFGiqIc8VSWHvGYX+GU11QHJHSVvnHCdF0ltNlXbITn/Mq80pcGAGEJB5pwrbPA86Ddr1C6tlX23tPZ2Zg3iSiQA7oKrgcw8kLOXgbv7DyDGoTur3Ws1LHEqIN6Q6NerpaxWMmWOakLDzlPsECddQjiCkhQ3808ZKvRaDosLogEAFARrsuYL32/9FrRCXpGh7W2CcZeIsqC32nlsEotILQdJs8PwHVXUhwtdZH2nDU3dQtREfpwBWqa16xfl9WJPTSfI9AVAouAwjLYW8E/8BvSgk0D1jjbgxx3CRlgEUDy53+eqbDHjhZ1yy+HFRQPnHDqUyYjS49ezUpAepcNFo2Lx0JzUftMChjOL8qIwO1MYt5hsQdRHjp0kOLAWjAH389+AGDyXkZy5r1o/+KoB9Om59QaQSWJot9kEutt1aLc/oVaLbOiiDQGZ4p4+wF2Isoh0UxdJm+rBv/Z3+RgXXQuSN6qPRwQG7pIbAHFFln61GtShWVQwPjkMMQZhn72nOqXBgCuC1coqoVyJLO2jiNz4JXBaMEMJKSjy+/vA35AFS+TXZvNaTI2XV877ammllEozypGWDsRY2kGCEO+hhOQWQvPbpwXzJzeyyQY787IjESV+BnbU23Bq/Dz1DtoQkIuvU/3oUH0X2kRNzISUMISGsNuStywuiJHa6tcnTUKHVpiM5N99Vfoc0E/fBroFWQCZNg8kS3YJ3nWyE+1iNuTk1AhEsmxIv6HURW6pbMeemo5eX1+faJH2Ya2s7jEyPhShYgGyr7YTvD4U3IMrgWxRvmHuBv/sH8Er4rIAUYduE7Mhp8zp173dZOOxcvNJyUF6QU4k5mWzlXpvmZIWgX8uycENJYlnvDERIQR3Tk1CSoTwHixvMeOV3b3HmH5/Xk4D7oZfQnP/X7yW0LC79SBF3dLav1W7X/hhh6Q5JBOmgYT5d0WARMUI7mkAUNm/LlLSQTpEv8WTQHyJufABkpQKMnexsGGzgn7Yu0VMyIyUg9c39tPbriwiHbPUdO82+TknTPP1tFWQsHBZl3qywqnpAO3sAF0jayHDb/xlUNqGfYHExIFMFgvd7i7E7P5WGoDVtFtR1Wrp9ZifGrqx6rsadFqFAXN2Rw0IACQEdyVyuKHTcDivQNAVUQCf5Z+j+j05e5mg+xYx23h8cLBJ2matrL4RbdBifo6wemiCBuvyxPvI0QPAvu2gp6pBN34h/CxEB3LRtarHK1tZz2KtrH6lIN4gFfh7T3Xi0W+re329s79R2p+Z6rhHiIZIRlydFh7HGk0gEVHgfvUYUDxJ2MluB331b+C/+ECeTFFE4JCZZ/U6bk9e2Hka1W3CvSQtUofbJwd3wpExvDGGaHD/rFTpGrG2tAWbyj3PHQ82rIgcrOSNllvrjh4ISmYkr9Bfkunu6QM8RdZF8sCxvqMmOv73ouweGB0H7sZ7BrStkiy9Qtbf7dgIWna01z49XVpdrYLZeCHXCpD1kLSxTghoB4DUTBBH3IsfkdoIKQ+UHev1e/r5u0CHULTrZyyArrC41z6DEWX8CP3mU0xPk9tCHXo7O0+xpbINK9ZW4IG1FdiiaHUd1VouWMNHs/YkX1mcHy0ZBXzTqEF7vuguHBUDsni5tF+72Y5H1ldJTocGLYfJqayV1VeWKQyOPk+dCSsRVhP5918H/+4rgOj4TRZeqGqXb+m2YZfokBtt0KjiExi+o9Nwbjt5hmo5jE5gDsXuonRp3XNKbJvXG8D9/GFVYDr98A3Qt18UsiEV91rJPM8F60+0Sq7rOg3BA7NTYTiD2y8ZgSEn1oCbJ8qTrM9tr0VNW+9J8MEE+xQMUgjHqQo52qMVw9/QlibgwB5hIyoWGD0+ME+k0kW6zos0796Cro/eEjY4Dtxt90uh5AMFCY8EOV8RpK5oEXOQEa2Xgr8rWy0ujV0EPaQwmCtKDAVHSA9DnQDlA6ryItUtrbTulGC4AQBaLcKvvSMw5xAASHo24IhCaazDlBa5wP++oh2fHmnCHZ+ewMrNNTiisNCP0HG4tHI9LqzaAMQmCi62DJ+IMmgxX1yRN9sp1p31M5ArbgW3YqWk+azvtOLBdRXSRIpOQ/DrmSmIYO2TPpMepcdEsVhpsmvw3Rixg6KuBnBk3UZGgyy+WPW4jeVtUjbk3KxIpscLAHdOScL14xOwvCjO5ddlY+Lwx7PS2WfBA0p65kWKEI0G5PpfgCy5QvoZ/fYz8E//Tt5n+oI+u20qW8349w55Ev/2ySOQyRyLGQHi3PxozMxw6CN5rPrupNtu/wPBmWeFNIQg0+cL+hWINvlLLg/YShzdvlHOhZw2L2CutKRgDBxlF92+EXxzo9P9Wg//ID/mwmtA8gdHZh6ZvwR0wxdCVEHpIWDPVmDiDNU+C3KipOLxue21kmOlktoO2Z1vjDM9ZIBC5kluofz/P6F2aOU/fEPWiCxYCm0AVkIDCbfwAvDi+yZp44fIGvdzlLcIcQUv99AXpETosKwwBvNj7QhZ96XwQ9bK6jeWFcZgbamg7/q8vAsXXXg+QsTYjvJmEx79tlrSDEfoNfjdvDSmAfMjF46KxW5xMP1p+hzM278GymEyueBqlYkCpRTfMlfWgBMdqsXFRUPTfXkwMyJch9RIHU62WVDaaEKbySY5fRJCQC64CnxMLOhb/xbGOe3ie53jQKbOdXlcs43HE5tPwizqIOdlRbI2b0ZAIYTgrmlJON5kQm2HFWXNZry8qw53TBkxKKVFbCVyEEMSkoCRYjthw2mhaAkAlFK1K6ubVtfeQKJjAUdx0toMunOz868OsRd8TAnIORe7PmCQISEh4C65XtrmP3gd1Kq2a5+tmMUvazZjc0V7r69jjfIK5ZhEI2hbM1AqtvcmJAEehL16RFKa1JKL40dAxdY2WnoIcBg4hUeAnH9pYJ4/kBSVyJrPsqOYHtbb1XjMCCMenpuK55ZmY3FBDPRNstMeCWK8x3AnLUqPyanC+6zZZMfmCqF1+MfaTjz0VaVUQCaGheCvizJYAelnikcYpfy88i7gwFSFljw1E2SW3OJn5yn+taNWMpnKjdUji0VLMIYYjpZWCmBfbW+9PzfnXHB3PgToFJO6RSXCmMQFL+46jUpRU58aqcPPpiQNyoE8Y3hhDNHggdmp0jhybWkLXth5Gna+79zrgYAVkYMcVUtroAx2KkqBmkrh+6x8kJSMwDyPCDlrqWT93xea5DRwN907+OIlSmYADofY+lrQbz9T/TpSr8HSkf2HFgPA2CQjMqL1oPt2CPmZEFpZA3WjIhwnu7R2dQCna0B5Hvy7r8r7LL0SxDj0tGmE40AWXiBtzz+0FpF6DTREmEF+enEW/nx2BqakRYBzRE80KLTGQXZmHe4o4z4+PtyETeVtePTbanSJZkY5MXqsOicTaZGsNczfEEJwoeL/vzp9DhCbAOhDwV1zh9S2bbbxeHzTSawrlVchLx7NVsoYQw91XqRz0z4yfiq4+x4TJDtaLbjzljvdDwA2lLXi6+MKHeSsFOYczQgaubEG3DpJ1kd+cawFKzefDE70hwewdtZBDpk4A/TtF4Soj13fg15xG4jBv7P26lXI/l3KfIWbdx5oyQzJCdYZMbGx0CQkobG1/7zFYEMIAXfZzeD/8msAAP3sHdAZC1TZlTeUJGJpYYyUA+kMDQFGhIeAEAL73sC3skrHzykEFfWv9PhhoPI44DAJSkqVcxeHIGTaPNCP3gTaWxG/bwNeeuQy0IRk1zf/BuVKJGtn9SdjEo3IidHjRLMZFS1mPPV9jfS78UlGrJiTCmMI030FipkZkXhjbz2aum3Y02DFyfv/gfQILYheKNrbTDY8trEaPzUIXREcAe6amoRZmSwbkjH0GDPCiBCOwMpT7KnpBE+pNFmohOQWgvvrS4DdDqJ3vuJe3WrG8wod5K2TRrDVeUbQOTc/BhpC8K8dteApsL26A7//pgq/nZc2aDTTbFplkEMMoSAlisxIhW7OH1CrFXTHZmFDqwWZMtuvx3cFiYwWYjNcfGlT0vvNbRpISHYByBRRS9HVCbrmnV77xBlDkBqpc/mVFKEDIUSIOjn8o/CgqFg53ypQ564w18GRH0E//I+0yS2/EUQ7dOeWSIgOZP75wgal0G34tO/Z43q5iJTckBl+gRCiWo10MC8rEr+dl84KyAAToiFYouiIWF3aJhWQpzssWLGuUiogDVqC381Lw1m50QNyrgyGr+i1HIpEf4EWkx3lYnu2M4g2xGUB2dJtw8rNJ6UJ4DlZkViYy3SQjIFhYV40Hp6bBr3oeH6koRsPrqtAXYe1n0cGB1ZEDgGUGkW6dX0fe3rBjzvlHMZxU0DCWE6bu5CLrwXEgHi64XPQ2pNeHYf+uAuwi4Y2E6YFvn03u0BqJ6bbNwJN9cLPC8cCYycH9rmDAJm3GAgRdC/0+29AO9td7svaWQPLrMxIxBnlSYlLRsfinhnJCNEwXVEwOCcvGgat8L/eWNaGlm4bTjSZsGJtBWraBa1XlEGDx87OQEnK0GthZzCUqFtaXXc6uaKmzYIV6yokHWRKhG7QGpowzhwmpYbjsbMzECmuPla3WfDAugqUNTt3/w8mrIgcChSMARwB3Ud+FPIE/QSvaGXlgtDKOpwgcYmyBs9uB//B614dhwaxlRUASKgR6Kl7JQTcpTcNi5sliYgCmT5f2LCYBTddVzhWIsMipPgJhv/QcgT3z0zB5NRw3D09GddNSBwW77GhQrheg7PF1UUrT/Hcjlo89FUlmk12AEByRAhWLspEfhwzNmIMfZTZpns8LCKPNnRjxboKyTk9xqDBQ6zlnjFIKIgPxcpFmRgRLixcNHfb8NC6SvxY6/lkiT9hReQQoHdmpH9WI2lbsyo3DEUlfjnumQRZvByIEFtd9m0H/cl19qUzqNksvwZhEUB+kZ/P0Dkkd5R6e/oCkIycoDx3MCBnywY79NvPwG/8svfXhs+B1iZhJ9bKGjBGJRrx23lpLDZigFg6MgaOyMcd1R1SPm1+nAF/XZSJ5IjeEUQMxlAkPVKHeLHz4XBdF7qsdrcet+tkB377dSXazML+qZE6rDwnExksD5IxiEiJ1GHVokzkxgrvy24bj0e/rcKm8rYBO6dBJX7atm0bvvvuO5w4cQKtra2Ij4/H1KlTcdFFFyE0VJ4p7ejowFtvvYWdO3fCYrGgoKAA119/PTIyAusqOpCQ6fNB1/wfAIBuWQ96/uU+z+jTbRsBPvDZkMMZEmoEueBq0Lf+BQDg330F3MNPu9+SenAPYBFaZ8i4KcHTI+aOBDaJ+Yg6PciF1wTneYMESU4TWnN/3ClEyYivj8v9WRHJGKYkRegwNS0CW6vktu6JKWF4YHYqDFo2j8wYPhBCUJIShnWlrbBT4N7Py7GsMBZn5Ua5fK9/VdoiGZcAQGF8KB6elya1DjIYg4noUC0eOzsDqzbXYO+pTth44Onva5AYFoLChOB3lAyqO8inn34KjuNw5ZVX4uGHH8aiRYuwbt06PPbYY+AdeXaUYtWqVdi3bx9uvPFG/OpXv4LNZsOjjz6KxkbnwfXDAZKYDOSPFjbqa+VMQS/plQ05PXDZkMMdMmuhnE9YeQJ027duP1bVyjphmr9PzSWkqETKiyRLrwCJGX62/tzi5QBx8xI3elxgT4bBGEAuKYqFQ4Z6dm4UHp6bxgpIxrBkZobsLlzbYcWLu07j5o9K8Z+9dWjsks1IKKX4v/0N+Od2uYCcmhaOP56VzgpIxqDGGKLBb+elYV628F6nAF7ZfRqUBj9HclCtRK5YsQKRkfIFYPTo0QgPD8dzzz2HQ4cOYcyYMdi1axeOHDmC3//+9xgzZgwAoKCgAD//+c+xevVq3HTTTQN1+gGHzDgL9NghAEIsB3EUld5QdQI4WSF8n5kHEqhw+zMAotGAu+wm8M88CgCgH70FOnGmS/c3B9RmBf1hp7ChNwCjxwf6VCVIVAy4h58CmptARo4J2vMGE5I3CtxDT4BWneh7v/hEoJAVkYzhS35cKJ48NwsdFjuKRxiZLpUxbBmfHIbfz0vDB4cacbCuGwDQYeHxwaEmfHy4CbMzI7GkMAZflbZibWmL9Lhz86Nx26QR0HDss8EY/Gg5grumJuNoQzdq2q042mjC5op2zMkKbkTToCoilQWkg9zcXABAU5OgXdq1axdiYmKkAhIAjEYjJk6ciF27dg3vInLiTCEz0mIB3b4RdkcR6Gzf2ASQuecChWOdDhjoFllXyVYhfYeMmQiMngAc2gu0NIKu+xhk6RV9P+jIfqC7U3o80QVXf0ESU4DElKA+Z7Ah2fkg2fkDfRoMxoCTE8ty7hhnBhNTwzExNRzHGrvxyZFmfFfRBp4CdgpsKG/Dhh4asmvGxWN5URybXGEMKUI0BDdMSMRfNgnJAG/uq8O09HDoNMHrMhlURaQzDh0SVt5SU1MBANXV1U61j+np6di0aRNMJhMMBs9vlitWrJC+X7lyJeLj470848DSOn0+TBvXAlaLHBDvBFp2FHT399Bm5cO47AoYZp0t5S5SqxX1OzYJO2q1iF98IbjIwZUPphW1gYP1dXCG9bb70HTf9QDPg679EDEXXA5NbILL/dsO70W3+H3k3EUwDLK/dSi+BsMR9joMPOw1GByw12HgGUqvQXw8MH1kOk63m/HBDzVYvb8WHRbZbEdDgBVn5+P80UNPEz+UXofhymB4Dc6Li8MXx9ux92Qb6jptWF9lwTWT0oL2/INaFNHU1IR3330XxcXF0opkR0cHwsJ6W/GHh4dLvx/OhF16AzgPTEBs5cfQ9o8/oeH2S9D5/hvg29tg3rMFtL0VAKCfNGvQFZBDlZDMXISetUTYMJvQ8b+XXO5L7XaYtzsK+RDoJs4IwhkyGAwGg3FmMSJCjztnZePDmyfjnrk5SI8ORXyYDquWFQ3JApLBcEAIwS/m5MCxhv7Gzio0d1mC9vyDdiXSZDJh1apV0Gg0uPPOO6WfuxKO+iooXblypWq7oaHBp+MFDH0Y8JcXwdn7sK7m7aB7toCu+xioKhN+1NyAjv++gI73XpcjKQBYJ80alH+rY2ZnMJ5bX9BzLgE2fQWYu2Fa/xksYybJGZ/K/arLQVubhY1R49DU1Q10dffabyAZqq/BcIO9DgMPew0GB+x1GHiG+mswP02H+WmZoJSCEPuQ/TuG+uswHBgsr0EcB8zPicT6E23ostjx3Iaj+NmUJL8dPyXFtexpUBaRFosFK1euxOnTp/Hoo48iLk52jgwPD0dnZ+9wTcfPHCuSwxlCCNBnFIQWZNp80KnzgJ/2g/9qtRB1AAAWM9BYJ3wfEcWyIf0MiYoBWXwJ6MdvAZSCf+aR/h9TMj3wJ8ZgMBgMBgMAmP6RMay4ZlwCvqtoh8VOsba0BeeNjEFGVOB9NgZdO6vNZsNTTz2F0tJSPPTQQ730j2lpaaiqqur1uOrqasTHx3ulhxyuEEJACsdC84vfgfvTvwSjnRA5WJpMnx+8XMIzCLLwAiDWzR75EB3IuKmBPSEGg8FgMBgMxrAkzhiCi0bHAgB4Cry+py4ozzuoKgie5/GPf/wDBw4cwIMPPoiCgoJe+0yaNAkbNmzAoUOHMHq0EHHR1dWF3bt3Y9asWcE+5SEDSUoDueZO0AuuAf3+K6CzA+S8Swf6tIYlRKcH94vfga7/DDCbXe+o4UCmzAGJCK4lM4PBYDAYDAZj+HDRqDisO9aCZpMdu2s6se9UJ8Yn9/aQ8SeDqoh85ZVXsG3bNlx88cXQ6/U4elR2H42Li0NcXBwmTZqEgoICPPvss7jmmmsQFhaGjz/+GJRSLFu2bADPfmhAIiJBzr1koE9j2EPSskGuu2ugT4PBYDAYDAaDMcwJDeFwzfgEPLutFgDw6p46/G1xVkCzTwdVEblv3z4AwIcffogPP/xQ9bvly5fjsssuA8dxePDBB/Gf//wHL7/8MqxWKwoKCvCHP/yBWR0zGAwGg8FgMBiMM4752VH49EgzylvMqGgx45sTrViUF7gEhkFVRD733HNu7RceHq5ybGUwGAwGg8FgMBiMMxUNR3BjSSL+sF7wjvnvD/WYlRkBY4gmIM836Ix1GAwGg8FgMBgMBoPhGeOTwzApRdBCtpjs+PBgU8CeixWRDAaDwWAwGAwGgzEMuKEkEQ4p5OojTajvtAbkeVgRyWAwGAwGg8FgMBjDgPQoPc4RtZAWO8VbP9QH5HlYEclgMBgMBoPBYDAYw4Qrx8bDGCKUeRvK2nCssdvvz8GKSAaDwWAwGAwGg8EYJkQZtLh0TJy0/dqeOlBK/focg8qddShht9thNptBKQUhgctgOVM5ffo0AMBsNg/wmQxvHO9fvV4PjSYw7l0MBoPBYDAYjOCyZGQMvjjagrpOKw7WdWNbdQemp0f47fisiPQCSim6u7sRFhbGCsgAodUKb01W2AQeSik6OzvZ+5nBYDAYDAZjmKDTcLhufAKe/L4GAPDG3jpMSglHiMY/Yz3WzuoFJpMJoaGhbMDNGBYQQhAaGgqTyTTQp8JgMBgMBoPB8BOzMiMwMt4AADjVbsUXx5r9dmxWRHoBz/NshYwxrNBoNOB5fqBPg8FgMBgMBoPhJwghuKlkhLT9zv4GtJvtfjk2KyIZDAaDwWAwGAwGYxhSmBCKWZmCFrLDwuOdAw1+OS4rIr2AtbEyhiPsfc1gMBgMBoMx/LhufAK0nDDO++JoM2raLD4fkxWRDAaDwWAwGAwGgzFMGRGuw7LCGACAjQfe2FfX72P6iwRhRSSDwWAwGAwGg8FgDGOWF8UhUi94umyr6sDB011O97PYeXx9vAV3f1be5/FYEclwi+XLl2P58uXS9pYtW5CamootW7YE9TwOHDiAp556Cs3N/nOXcgfH37tp06agPi+DwWAwGAwGg+ErYToNrhwbL22/sqcOvGK1sdVkwzv7G3DLx8fx7LZaVLT2ndXOikiGVxQXF+OTTz5BcXFxUJ/34MGDePrpp9HS0hLU52UwGAwGg8FgMIYy5+RFIy1SBwA43mTCpvI2VLWa8a/ttbjl4+P43zu65wIAACAASURBVI8NaDW5596qDeSJMoYvERERmDhx4kCfBoPBYDAYDAaDwXADDUdwY0ki/rShGgDw3PZaWOxq7SMBMCUtHBcUxvZ5LLYSyQAgrPDdfPPNKCoqQm5uLmbPno1nn33W5f7O2lmXL1+OCy+8EN9++y0WLlyI3NxcLFq0CHv27IHNZsPjjz+OCRMmoKioCPfccw+6utS92E8++STOOeccFBYWYtSoUbj44ouxe/du6ffvvPMO7rvvPgDArFmzkJqaitTUVFRVVQEAbDYbnn32WcyZMwfZ2dkoKSnBo48+CpPJ1O/fb7PZ8Nxzz2HevHnIyclBcXExrr76apSWlqr2M5lMePjhhzFmzBgUFxfjF7/4BVpbW1X7vPbaa1i6dCmKioowatQoLFmyBF9//bVqn6qqKqSmpuLNN9/EE088gQkTJmDUqFG4/vrrUVNTo9q3u7sbDz74IIqKilBQUICbb74ZO3fuRGpqKt555x3Vvlu3bsVll12GgoIC5OXl4aqrrsKRI0f6/fsZDAaDwWAwGMOfiSlhGJtkBABVAanXEJxXEI3nl+XgN3PTUDTC2Odx2EqkH7H/8W6grbX/HQNNZBQ0v3/G7d337t2L5cuXIzs7G4888giSk5NRVlaGw4cPe/zU5eXleOyxx/DLX/4SRqMRf/7zn3HjjTdi0aJFsNls+Nv/t3fncVFV/R/AP8OwC8iuCLghpCCKoIgiiuBWLo8bWjw9CqmPuZCaWi6puVCPCiYq7ktZD2LuppRBGQqKa7lkT4JWLAaCLMq+3d8f/JgcQWNz7szweb9evXLO3HvuOffLHfjOOffcTz5BYmIi1qxZA3Nzc3zwwQeyfdPT0zFt2jRYWVmhpKQEhw8fxrhx4xAVFQVHR0cMGjQIc+bMQVhYGHbs2AErKysAgKWlJQAgKCgI0dHRmDVrFtzc3JCUlIT169cjNTUVu3btemG7Z8yYgTNnzmDq1Knw8vJCSUkJEhISkJGRgU6dOsm2W758OQYNGoTw8HDcu3cPwcHB0NDQQFjYX+c7JSUF/v7+sLGxQUVFBaKjozF58mR8/vnn8PHxkTvuli1b0LNnT4SGhiIrKwurVq1CUFAQjhw5Itvmvffew6lTp/Duu++ie/fuiIuLQ1BQUI0+xMTE4K233oKvr6/sC4Dw8HCMHTsW0dHRsLa2rmsYiYiIiEgNSSQSTHG1xHtn/kBJhQBTPU0Mf8UEQzsZw/D/F96pCyaRTelxHpCXLXYr6m316tUwMTHBV199BT09PQBVI30NkZOTgxMnTqBdu3YAqpYHDgwMRHJysmzUzNvbG5cuXcKpU6fkksiQkBDZvyUSCXx8fODl5YXIyEisWrUKZmZmsnqdnJzQoUMH2faXLl3CyZMnsXHjRvj5+QEA+vfvD2NjYwQFBeH27dvo2rVrrW2Oi4tDVFQUVq1ahSlTpsjKhw0bVmPb3r17Y82aNQCAAQMG4N69ezhw4AA2btwoe87i8uXLZdtXVlaiX79+uH//fq1JpI2NDcLDw2Wvs7OzsXr1aqSnp6N169ZISkrCsWPHsGTJEsycOVPWr6KiIuzdu1eurhUrVsDDwwP79u2TlfXt2xd9+vTBjh07sGrVqlr7T0RERETNR3sTXWx4rT0eFZbD0UIfWtL6PyucSWRTMmopdguq1KMdRUVFuHLlCmbMmCFLIBujY8eOskQPAOzs7ABUJY5Ps7OzQ3R0NARBkCVf586dw6ZNm/DLL7/ILZzTtm3bvz3u2bNnoa2tjeHDh6O8vFxWPmDAAABVSebzkshz585BIpHA39//b4/j6+sr97pz584oKSlBZmambET05s2bCAkJwY0bN/Do0SPZc3aqz8Xf1QcAaWlpaN26NX788UcIgoARI0bIbTd8+HC5JPL+/fv4/fffERQUJNd/PT09uLm54dKlS3/bNyIiIiJqHmyMdGBjpNPg/ZlENqH6TCFVFrm5uaisrJRNDW2sli3lE1htbe3nlpeXl6OiogKampq4desWJk2ahAEDBiA0NBRWVlaQSqWYN28eSkpevMQwADx69AilpaWwt7ev9f0XPRIkJycHxsbGdUqijY2Na/QDgKyNaWlpmDhxIuzt7bF69WpYW1tDU1MT69evR2JiYr3re/iw6mGw5ubmcts9+/rRo0cAgPnz52P+/Pk1jsOprERERETUVJhENnPGxsbQ0NBAenq6qO04ffo0pFIpdu/eDS0tLWhqVv1o5uXl1UhAa2NiYgJdXV0cPXq01vdbtWr13H1NTU2Rm5uLoqKiRo/G/vDDD3j8+DG2b9+ONm3ayMqLiooaVF/16GZWVpbciGxWVpbcdiYmJgCAxYsXw8vLq0Y9WlpaDTo+EREREdGzuDprM6enpwd3d3ccOXKkwYlOUygqKoJUKpVNbQWA8+fPIy0tTW47HZ2qYfdnV1z19vZGcXExHj9+jO7du9f4r3Xr1s89dv/+/SEIAg4cONAk/QDkk7Z79+7hypUrDaqvR48ekEgkOHXqlFz5s6/t7Oxga2uLX3/9tdb+Ozo6Nuj4RERERETP4kgkYdmyZRg3bhxGjRqF6dOnw8rKCsnJyfj5559li8i8bAMHDsTu3bsxb948TJgwAX/88Qc2bNhQI/mrnq766aefws/PD1paWujSpQv69u2L0aNHY/r06Zg2bRp69OgBDQ0NpKSk4Pvvv8eSJUtqvScRADw9PfHaa69h5cqVePDgATw9PVFWVoZLly7B19cXffv2rXM/vLy8oKmpiTlz5mD69OnIyMhAaGgorK2tUVlZWe/z0qlTJ4wZMwbr169HZWUlunXrhvj4eERHRwMANDSqvgeSSCQIDg7GW2+9hbKyMowcORKmpqbIzMzE1atXYW1tjenTp9f7+EREREREz2ISSXBxccGJEyewfv16LFu2DKWlpbC2tsbEiRMV1gZvb2+sXr0aO3fuRFRUFDp37ozNmzfjk08+kdvOyckJ8+fPx3//+19ERESgsrISCQkJsLW1xebNm7F3715ERkZi8+bN0NbWho2NDby9vWFhYfHC42/btg3h4eE4dOgQdu/eDUNDQ7i4uOCNN96oVz9eeeUVbN68GSEhIQgMDES7du2wZMkSnD17FhcvXqz3eQGAdevWoUWLFti2bRtKS0vh6emJ4OBgTJ48GUZGRrLtfH19ceTIEWzatAkLFy5EcXExLCws4OrqilGjRjXo2EREREREz5II1UtHkpxnH/j+tMLCQujrv/gBnNQ41fdEPr3SKP1l27ZtCA4OxqVLl5ps0Zxnf66rF+959v5LUizGQXyMgXJgHMTHGCgHxkF8zSUGT6/v8SyORBIpuejoaPz6669wcnKChoYGLl26hB07dmDkyJFcdZWIiIiIFI5JJJGSMzAwwDfffIPw8HAUFhaidevWeOutt2p9lAcRERER0cvGJJJIyfXp06fGaqxERERERGLhIz6IiIiIiIiozphEEhERERERUZ0xiSQiIiIiIqI6YxJJREREREREdcYkkoiIiIiIiOqMSSQRERERERHVGZNIIiIiIiIiqjMmkVRnFy5cgLW1NS5cuFDvfa2trbF27doma0vv3r0xd+7cJqtPWaSkpMDa2hoHDx4UuylERERERLXSFLsBRPQXS0tLnDx5Eu3btxe7KUREREREtWISSdRESkpKoKOj06g6dHR04Obm1kQtIiIiIiJqepzOSgCA48ePo3///ujYsSN8fX3x7bffYvz48Rg/fvwL9xMEATt37oSXlxfat2+PHj16YOnSpXjy5Emt24aFhcHNzQ12dnYYO3Ysbt++LbdNbGws/vWvf8HZ2Rnt27eHj48Ptm/fjoqKinr1p6KiAl26dMHGjRtlZb/88gusra0xevRouW3d3NywZs0a2euQkBAMHToUnTt3RteuXeHn54dr167J7VM9tTcqKgoLFy6Es7MzXFxcAADjx4/H6NGjcfbsWQwePBh2dnYYMmQIrl+/jvLycnz88cfo0aMHnJycMHfuXBQWFsrqrW0669y5c+Hm5obbt29jzJgxsLOzg6enJ/bv31+j3+fOncOQIUPQsWNHeHp6IiIiAnPnzkXv3r3rdf6IiIiIiJ6HI5FNaG7Ub8gtrl+y8zIY60qx8bUOdd7+3LlzmD17NoYMGYLly5cjOzsbK1asQElJCTp27PjCff/zn/9gy5YtCAgIwODBg3H37l2sX78ed+7cwZEjR6Ch8df3FIcPH4a1tTWCg4NRUlKCkJAQTJw4EXFxcTAxMQEA/PHHH/D09MTUqVOho6ODH3/8ERs2bEB2djaWLFlS5z5JpVL07t0b8fHxsnsn4+Pjoauri59++gmFhYXQ19dHUlIS0tPT0bdvX9m+6enpmDZtGqysrFBYWIijR49i3LhxiIqKgqOjo9xxli1bhoEDB2LTpk0oKSmRlf/+++9Ys2YN3nnnHejr6yM4OBiBgYEYMmQIysvL8cknnyAxMRFr1qyBubk5Pvjggxf2Jz8/H7NmzcLUqVMxb948HDx4EIsXL5YllABw9+5dTJ48GS4uLti6dStKS0sRFhaGx48fy8WBiIiIiKgxmEQ2odziCuQUlYvdjHoLCQmBg4MD9uzZA4lEAgDo0qULhg0b9sIkMicnB7t27YKfnx+Cg4MBAN7e3jAzM8M777yDmJgYDBkyRLZ9cXExDhw4AH19fQCAq6sr+vXrh127duG9994DAEyaNAkAoKmpCUEQ0LNnT5SWlmLHjh1YtGhRvZKhvn37Yu3atbJpphcuXICfnx+OHDmCy5cvw9vbGxcuXICmpqbcSF1ISIjs3xUVFRg4cCAGDhyIyMhIrFq1Su4YLi4ucts/fW5OnDiBdu3aAagahQ0MDERycrJslNHb2xuXLl3CqVOn6pREfvTRR7KEsXfv3oiNjcWJEydkZWFhYTAwMEBERAT09PRk2/Xp0wcWFhZ1Pm9ERERERC/CJLIJGetKxW4CgPq1o6KiAjdv3sTs2bNlCSQAODs7o23bti/c9/r16ygpKcHYsWPlyv/xj3/g3XffxcWLF+WSSB8fH1kCCQC2trZwdXWVmyqakZGB0NBQxMbGIj09HeXlfyXlWVlZsLS0rHPf+vbti+LiYly9ehV9+vRBQkICNmzYgOTkZMTHx8Pb2xvx8fHo3r07WrRoIdvv3Llz2LRpE3755Rfk5ubKyms7H8OGDav12B07dpQlkABgZ2cHoCpxfJqdnR2io6MhCILc+X+Wnp6eLFkEqu6d7NChA9LS0mRl169fh4+PjyyBBIBWrVrBzc0NycnJz62biIiIiKg+mEQ2ofpMIVUW2dnZKCsrg7m5eY33ait7WnWC1apVK7lyTU1NmJiYyCVgAGodDTM3N8fdu3cBAJWVlQgMDERGRgYWLFgAe3t7aGlp4ZtvvqkxXbQunJycYGJiggsXLsDQ0BBPnjyBh4cHkpKS8PXXX0MQBFy8eBH+/v6yfW7duoVJkyZhwIABCA0NhaWlJaRSKRYsWFDr8Z/te7WWLVvKvdbW1n5ueXl5OSoqKqCp+fzL8dn9gKpE8uk2PXz4sNaYWVhYMIkkIiIioibDJLKZMzU1hZaWFrKysmq8l5WVBWtr6+fua2xsDKAqeXnllVdk5eXl5cjJyZHd51gtMzOz1mO0bt0aQNV9hDdu3MCmTZswceJEWV3R0dH17xgAiUSCPn36ID4+HgYGBnBycoKxsTE8PT2xbt06XLlyBY8ePZK7H/L06dOQSqXYvXs3tLS0ZOV5eXm1JnLKxNLSstY41nbeiYiIiIgaiqttNHNSqRTdunVDVFQUBEGQld+8efNvR69cXV2ho6ODkydPypWfPHkS5eXl8PDwkCv//vvva6xEev36ddkjLYqKigBAbkSurKwMx44da1jnUDWl9aeffkJMTIxsOmi3bt2gr6+P0NBQaGtro1evXrLti4qKIJVK5aaWxsXFyU0bVVaurq74/vvvZecRqJoefPXqVRFbRURERETqhiORhAULFuCNN97AlClT8M9//hPZ2dnYsGEDLC0tX3ifnomJCaZNm4YtW7ZAT08Pvr6+SExMxLp16+Du7o5BgwbJba+rq4s33ngDM2bMQElJCUJDQ2FgYIBp06YBAOzt7WFjY4N169ZBW1sbmpqa2LFjR6P65unpibKyMiQkJGDmzJkA/lq5NSYmBh4eHnL3EA4cOBC7d+/GvHnzMGHCBNy/fx9hYWGy0VJlNmfOHJw+fRr+/v54++23UVJSgrCwMJibm3N1ViIiIiJqMvzLktC/f39s2bIFiYmJmDp1KrZu3Yrly5fDwsICRkZGL9x30aJFWLFiBc6ePYvJkycjPDwc48ePx/79+2skLuPHj4evry+WLl2KefPmwczMDAcPHpRNe9XW1saePXtgYWGBoKAgLF68GL1798asWbMa3DcHBwdYWFjUWIG1elTy6amsQNXCN6tXr8aVK1cQEBCAgwcPYuPGjejQQfnvd3VwcMD+/fuRn5+Pt99+Gx9//DECAgLQrVs3GBoait08IiIiIlITEuHpOYwk8+DBg+e+V/2MQXX24MED9OvXD0FBQZg3b57Cj189pfXp1Vmp/goKCuDp6QlfX1+Ehoa+cNtnf66rF+mp7T5LUhzGQXyMgXJgHMTHGCgHxkF8zSUGbdq0ee57nM5KKCoqwsqVK+Hl5QVTU1MkJydj69at0NPTk1u5lJTfBx98gJ49e6JVq1bIyMjA7t27kZeXhylTpojdNCIiIiJSE0wiCVKpFJmZmfjggw+Qk5MDfX19uLu7Y8eOHc99hAUpp5KSEgQHByMrKwtaWlpwcXFBZGQkHB0dxW4aEREREakJJpEkuxeRVN/69evFbgIRERERqTkurENERERERER1xiSyAbgWEakj/lwTERERUV0wiWwg/sFN6oQ/z0RERERUV0wiG0BXVxcFBQX8w5vUgiAIKCgogK6urthNISIiIiIVwIV1GkAqlUJPTw+FhYUAAIlEInKL1I+Ojg6AqtVG6eWp/iJET08PUqlU5NYQERERkSpgEtlAUqkULVq0ELsZaqu5PMSViIiIiEjVcDorERERERER1ZnKjkRmZWXhs88+w82bNwEAzs7OCAgIkI1gERERERERUdNTyZHIkpISrFq1Cg8ePMCsWbMwe/Zs/Pnnn1i5ciWKi4vFbh4REREREZHaUsmRyO+++w4ZGRkICwtD69atAQDt2rXDO++8g5iYGIwYMULkFhIREREREaknlRyJvHr1KhwcHGQJJABYWlrilVdewZUrV0RsGRERERERkXpTyZHIlJQU9OrVq0a5ra0tLl682KA633//fdm/165dy3srRaapWfWjyTiIhzFQDoyD+BgD5cA4iI8xUA6Mg/gYAxVNIvPz82t9vIaBgQEKCgoaVXdaWhoAQFtbu1H1UNNgHMTHGCgHxkF8jIFyYBzExxgoB8ZBfM05Bio5nRUAJBJJjbLqB6c3xNq1a7F27VpYW1vLjUq+LIsWLWL9L/D++++/9Di87D4o4hgvs35FxABQ7XOkiPp5LYhfP68F5aif14L49fNaUI76eS2IXz+vBRVNIg0MDJCfn1+jvKCgoNYRSmU0aNAg1i8yRfSBcfh7qn6OGAPlOAbjoP71KwKvBeWg6ueIMVCOYzAOL7d+lUwibWxskJKSUqM8NTUVNjY2IrSo/pT5h0IZ6lcEfkAqB1U/R4yBchyDcVD/+hWB14JyUPVzxBgoxzEYh5dbv0RozBxQkZw+fRqff/45wsLC0KpVKwDAw4cPMWfOHPj7+2PkyJEit5CIiIiIiEg9qWQSWVxcjIULF0JbWxuvv/46JBIJDh48iKKiIoSEhEBXV1fsJhIREREREakllUwiASArKwuffvopbt26BUEQ0LVrVwQEBMDS0lLsphEREREREaktlU0iiYiIiIiISPFUcmEdIiIiIiIiEgeTSCIiIiIiIqozJpFERERERERUZ0wiiYiIiIiIqM6YRBIREREREVGdMYkkIiIiIiKiOmMSSURERERERHXGJJKIiIiIiIjqTFPsBjSVhIQExMXF4f79+8jLy4O5uTl69+6NMWPGQE9PT7Zdfn4+vvjiC1y5cgWlpaVwcHDA5MmT0bZtW7n6IiIicP/+fdy/fx/5+fmYOXMmvL295bZ58OABzpw5g59//hkZGRnQ09ODnZ0dJk6ciPbt2yug18pHjDgUFRVh27Zt+O2335CbmwupVIo2bdpg2LBh6N+/vyK6rVTEiMGz4uLisGnTJpiammL79u0vo5tKT6w4zJo1C5mZmTXKFyxYAHd39ybvpzIT81rIzs5GZGQkfvzxRxQUFMDExASenp7w9/d/mV1WSmLE4YcffsDWrVuf26adO3fC2Ni4SfupzMS6Fp48eYLDhw/j2rVryMnJgbGxMVxdXeHn5wcjI6OX3W2lI1YcHj9+jC+++ALXrl1DcXEx2rVrhwkTJsDFxeVld1npNGUM7t27h5iYGPzyyy/IysqCoaEhunTpgtdffx2WlpZyx62srMSJEycQExOD3NxctGnTBuPGjYOHh4fC+t7UpB9++OGHYjeiKWzbtg0tWrTA0KFDMXToUJiZmeGrr77CTz/9hIEDB0IikUAQBAQHB+PevXuYPHkyvL29cefOHXz11Vfo168f9PX1ZfWtX78ehoaG6NSpE/744w/06tWrRmIYHx+PS5cuYcCAARgxYgScnZ1x8+ZNHD16FD169ICJiYmCz4L4xIhDcXExbty4gQEDBmDIkCHo1asXcnNzcejQIejp6cHBwUHBZ0FcYsTgaQUFBVi7di309PQgkUgwYsQIBfRa+YgVh6ioKNjb2yMoKAg+Pj6y/zp27AhtbW0FngHxiRWDhw8fYunSpRAEAX5+fhgyZAjat2+PgoICdO3aVYFnQDmIEQdTU1O4u7vLXQM+Pj64cuUKbG1tm93nkhgxEAQBa9aswc8//4xx48Zh+PDhsLKywtdff40bN27Ax8cHEolEwWdCXGLEoaysDMuXL0dycjL8/f3h4+ODjIwMHDp0CF26dKmR7Ki7pozBqVOn8Pvvv8PX1xcjRoyAvb09Lly4gNOnT8PT01MuVpGRkTh27BhGjx6NUaNGobCwEBEREbCzs4OVlZVYp6NxBDWRl5dXo+yHH34Q/Pz8hFu3bgmCIAiXL1+Wey0IglBQUCAEBAQIe/bskdu3oqJCEARB+PPPPwU/Pz/h7NmztR6zsrJSrqy6vs2bNze2SypJjDg8z5IlS4R33323Ab1QbWLHYPv27cKaNWuELVu2CNOnT29kb1SXWHGYOXOmEBYW1kS9UG1ixWDNmjXCokWLhLKysibqiWoT+zOp2p07dwQ/Pz/h66+/bmBPVJcYMUhLSxP8/PyE6OhoufIzZ84Ifn5+QlpaWmO7pXLEiENsbKzg5+cn3L59W1ZWWVkpzJ8/X1i0aFFTdEulNGUMaqvr4cOHwoQJE4TIyEhZWW5urvDGG28IBw8elNt25cqVwvz58xvdJ7GozT2RtU2LsLOzA1A1rQgArl69ChMTE7lvgvX19eHm5oarV6/K7auh8fenxsjIqMa3aPr6+rCyspIds7kRIw7PY2hoCE1NtZmxXWdixuB///sfzp8/jylTpjSk6WpFma6F5kqMGKSnp+PGjRt49dVXm+XnT22U5VqIjY2FpqYmPD09G7S/KhMjBuXl5QAgN0UQAFq0aAGganpfcyNGHBITE6GtrQ1HR0dZmUQiQbdu3XDv3r1m9/dqU8agtrosLCxgZGQkd15v3LiB8vJyeHl5yW3r5eWF5ORkPHz4sHGdEola/1Vy584dAIC1tTUAIDU1tcZ8cgCwtbVFVlYWiouLG33M/Px8pKSkyI5JiouDIAioqKjAkydPEBMTgxs3buC1115reMPViCJiUF5ejp07d2LUqFFo3bp14xqsphR1LVy7dg1vvvkm/P39sXTpUly+fLnhjVYzLzsGv/76KwBAW1sbq1evhr+/PwIDA7FlyxY8efKkka1XH4r+/VxaWoqLFy/C1dUVhoaGjapLXbzsGNja2qJLly44cuQI7t27h+LiYiQlJeHw4cPo0aMHbGxsGt8JNfCy46ChoQGpVFpj0ENLSwsAkJyc3JBmq5WmjEFqairy8vLk8oCUlBRoaWnV+NvI1tZWto8qUtuvSbOzs/Hll1/C2dlZ9g1Dfn4+LCwsamxrYGAge19XV7dRx927dy8EQcDw4cMbVY+6UGQczpw5g7179wIApFIpAgICMGDAgEa0Xj0oKgYnTpxAWVkZRo8e3fhGqyFFxcHNzQ12dnawtLREXl4evvnmG4SEhGD27NnNcqGppykiBjk5OQCq7rvx8vLCmDFjkJ6ejoiICKSmpuKjjz5q9qPKYvx+vnz5MoqKiv52UbDmQhExkEgkWLx4MbZs2YLFixfLyl1dXfHuu+82sgfqQRFxaNOmDYqKipCamiqXuN+9e1dWX3PWlDGoqKjArl27YGRkBB8fH1l5fn4+9PX1ayTyT9enitQyiSwuLsa6desglUoxc+ZMWbkgCLVu/7zy+jp27Bji4uLw9ttvcyQGio9D3759YW9vjydPnuDq1avYu3cvNDQ0MHjw4EbVq8oUFYP09HQcPXoUCxcubHaLt9SFIq+Ft956S+61u7s7li5digMHDjTrJFJRMaieoufo6IipU6cCALp27Qp9fX1s3LgRN27cQI8ePRpUtzoQ6/dzbGwsjIyMmvW5r6bIGOzYsQOJiYmYNm0arK2tkZaWhi+//BKhoaF4//33m/UXKoqKQ79+/XDo0CGEh4djxowZMDY2lq0oCjTvWyWaOgZ79uzB3bt3sWjRIlmCWL1fbYtINdXnm1jU7ientLQUa9euRUZGBpYuXQozMzPZewYGBigoKKixT3XZ0wGvr2+//RYHDhzA66+/LvftQ3MlRhyMjIxgZ2cHFxcXTJ06Ff3798fnn38uuy+juVFkDPbtWSycUwAACLtJREFU24euXbvC3t4eBQUFKCgoQHl5OQRBQEFBAUpLSxvXGRUm1mdSNQ0NDXh4eODRo0eyUbLmRpExqJ4q2a1bN7ny6te//fZbvepTJ2JdCzk5Obh16xb69esHqVTa4HrUgSJjcP36dcTHx2P27NkYPHgwHB0dMXjwYAQFBeHHH3/EtWvXGtcZFabIOLRo0QLz58/HkydPsGDBAkydOhVnz56Fn58fADSrR908raljEBERge+++w4zZsxA9+7d5d6rru/ZpLEpf9eLQa1GIsvLyxEaGoqkpCQsW7asxnxmGxsb3Lx5s8Z+qampMDc3b/BUmXPnzmHPnj0YMWIExo4d26A61IlYcXiWnZ0dYmNjkZeXJ/fh0BwoOgapqanIzMxEYGBgjfcCAwPx2muvISAgoF51qgNluRaqf3E1t+X0AcXHoPoel+ed6+b6rb+Y18L58+dRWVnZ7KeyKjoG1ffaVU8RrNapUycAQFpaGnr16lWvOtWBGNdCly5dsHnzZqSnp6OyshJWVlY4efIktLW10bFjxwb3RVU1dQyOHj2K48ePIzAwsNYZP7a2tigrK0NGRobcTMXqeyFV9f5gtfltVllZiU2bNuH27dt47733an02YM+ePZGdnS27gRYACgsLce3aNfTs2bNBx718+TK2bt0KHx8fTJo0qcHtVxdixaE2d+7cga6uLlq2bNlkdaoCMWIwZ84crFixQu6/7t27w9DQECtWrMCwYcMa1SdVpCzXQkVFBRISEmBubt7svnEWIwb29vYwNjbGTz/9JFde/frZP6ibA7GvhdjYWLRr1+6Fz7dVd2LEoPrzJikpSa48MTERQNWzPJsbMa8FiUQCKysrWFtbo7S0FN999x369+/fZF9WqoqmjkFUVBQiIyPx+uuv49VXX631mC4uLtDU1MT58+flys+fPw9bW1uVfVan2oxE7tmzBwkJCRg7dix0dHRkNwwDgJmZGczMzNCzZ084ODhg8+bNePPNN9GiRQscP34cgiBg1KhRcvXduXMHjx8/Rm5uLgDg3r17sgvNw8NDtk1YWBjatWsHb29vuWNqaWmhQ4cOL7vbSkeMOERHRyMxMRHOzs4wMzPDkydPcPHiRSQkJMDf37/ZLbMvRgxq+xD+4YcfoKWlBScnp5fVVaUmRhzi4uJw9epV9OjRA2ZmZsjLy8OZM2dw//59zJkzR0E9Vx5ixEAqlcLf3x9bt27Fzp070bt3b6SnpyMyMhJOTk5yS8Y3F2LEodr9+/eRkpLS7L/kFSMG7u7uOHDgAMLDwzFu3Di0adMGDx48wKFDh2BmZgZ3d3cF9V55iHUtREREoGPHjjA0NER6ejpOnjwJTU1N+Pv7K6DXyqUpYxAfH4/PPvsMLi4u6Nq1q1xd+vr6shHGli1bYvjw4Th+/Dj09PTQoUMHXLhwAbdv38bChQsV1/kmJhFU/a7O/zdr1ixkZmbW+t748eMxYcIEAFUrIO3fvx9XrlxBWVkZHBwcMGnSpBrfUH744Ydy30A87csvv5T9//Dhw7VuY2FhgfDw8Ab2RnWJEYdff/0VR48exW+//Yb8/HwYGhrCxsYGw4cPh6ura9N1TkWIEYPahIeH49atW9i+fXvDOqLixIjD3bt3ceDAAaSmpiI/Px/a2tro1KkTRo4cCRcXl6brnIoQ81o4d+4cTpw4gT///BMGBgbw8PCAv79/s/vWHxA3Dvv27cO3336Lbdu2NbuR+KeJFYOsrCwcOnQIt2/fRm5uLoyNjeHs7IwJEyY0y5FIseKwdetW3Lx5E3l5eWjZsiXc3d0xYcIElb0XrzGaMgbh4eGIjY2ttS5HR0d8+OGHsteVlZU4duwYvvvuO+Tm5qJNmzYYP358jS++VInaJJFERERERET08qnNPZFERERERET08jGJJCIiIiIiojpjEklERERERER1xiSSiIiIiIiI6oxJJBEREREREdUZk0giIiIiIiKqMyaRREREREREVGeaYjeAiIhInc2aNQu5ubmQSqXQ0NCAjY0N+vfvj0GDBkFD48Xf5T58+BCzZ8/GgQMHIJVKFdRiIiKiF2MSSURE9JK9//776NatGwoLC3Hnzh3s27cPSUlJmDlzpthNIyIiqjcmkURERAqir6+Pnj17wtjYGEuXLsWIESOQlZWFyMhIZGRkQF9fHwMHDsSECRMAACtWrAAABAQEAACWLVsGBwcHfP/99/jqq6+Qm5uLTp064d///jcsLCzE6hYRETUzvCeSiIhIwTp16gRTU1P873//g46ODmbPno19+/Zh0aJFiI6OxuXLlwEAK1euBAB8+umn+Pzzz+Hg4IDLly/j2LFjmD9/Pnbv3o3OnTsjLCxMzO4QEVEzwySSiIhIBKampsjPz4eTkxPatm0LDQ0NtGvXDp6enrhz585z94uJicGYMWNgY2MDqVSKMWPG4Pfff0dmZqYCW09ERM0Zp7MSERGJIDs7GwYGBkhMTERERASSk5NRXl6O8vJyeHh4PHe/zMxM7Nu3D/v375eVCYKA7OxsTmklIiKFYBJJRESkYElJScjOzkbnzp2xfv16DB06FIsXL4a2tjY+/fRTPH78GAAgkUhq7Gtubo6xY8fCy8tL0c0mIiICwOmsREREClNYWIhr164hLCwMXl5eaNu2LYqKimBgYABtbW0kJSUhLi5Otr2RkREkEgkyMjJkZYMHD8bx48eRkpIiq/PixYsK7wsRETVfEkEQBLEbQUREpK6efk6kRCKBjY0NvLy8MGTIEGhoaCAhIQH79+9Hfn4+HB0dYWFhgYKCArzzzjsAgIMHD+Lbb79FRUUFlixZAgcHB5w7dw4nTpxAVlYW9PX14ezszMeFEBGRwjCJJCIiIiIiojrjdFYiIiIiIiKqMyaRREREREREVGdMIomIiIiIiKjOmEQSERERERFRnTGJJCIiIiIiojpjEklERERERER1xiSSiIiIiIiI6oxJJBEREREREdXZ/wGP+Bs+3Yri4AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('ggplot')\n", "ax = plot_searchterms(trends)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now annotate the times of the [UNFCCC Conference of Parties (COP)](https://en.wikipedia.org/wiki/United_Nations_Climate_Change_conference):" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "def annotate_range(ax, start, end, text, y=104, texty_offset=3):\n", " \"\"\" Annotate the month of the given date\n", "\n", " Note\n", " ----\n", " \n", " If the given date is within one month, the starting date gets extended to the previous\n", " month. This is necessary since the google trend data has a monthly granularity, any\n", " annotation shorter than a month would not appear.\n", " \n", " Parameters\n", " ----------\n", " \n", " ax: axis \n", " Handle to an exisiting axis\n", " start: str\n", " Date as string, must be parseable by pandas.to_datetime\n", " end: str\n", " Date as string, must be parseable by pandas.to_datetime\n", " text: str\n", " The text for the annotation\n", " y: float\n", " Where on the y axis the annotation should be placed\n", " texty_offset: float\n", " Relative offset of the text to the annotation marker\n", " \n", " \"\"\"\n", " start_date_orig = pd.to_datetime(start)\n", " end_date = pd.to_datetime(end)\n", "\n", " if start_date_orig.month == end_date.month:\n", " start_date = start_date_orig - pd.Timedelta(days=start_date_orig.day + 2)\n", " else:\n", " start_date = start_date_orig\n", "\n", " ax.annotate(\"\", \n", " xy=(pd.to_datetime(start_date), y), xycoords='data',\n", " xytext=(pd.to_datetime(end_date), y), textcoords='data',\n", " color='black',\n", " arrowprops=dict(\n", " edgecolor='black',\n", " shrinkA=0,\n", " shrinkB=0,\n", " linewidth=2,\n", " arrowstyle='|-|, widthA=0.5, widthB=0.5',\n", " )\n", " )\n", "\n", " ax.text( \n", " x=start_date,\n", " y=y+texty_offset, \n", " s=text,\n", " horizontalalignment='left',\n", " verticalalignment='bottom',\n", " rotation=45)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('seaborn-poster')\n", "ax = plot_searchterms(trends)\n", "\n", "annotate_range(ax, '2019-12-02','2019-12-13','COP25')\n", "annotate_range(ax, '2018-12-02','2018-12-15','COP24')\n", "annotate_range(ax, '2017-11-06','2017-11-17','COP23')\n", "annotate_range(ax, '2016-11-07','2016-11-18','COP22')\n", "annotate_range(ax, '2015-11-30','2015-12-12','COP21')\n", "annotate_range(ax, '2014-12-01','2014-12-12','COP20')\n", "annotate_range(ax, '2013-11-11','2013-11-23','COP19')\n", "annotate_range(ax, '2012-11-26','2012-12-07','COP18')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" }, "nikola": { "category": "", "date": "2020-08-13 16:57:18 UTC+01:00", "description": "", "link": "", "slug": "plotting-google-trends-search-terms-in-python", "tags": "", "title": "Plotting google trends (search terms) in Python", "type": "text" } }, "nbformat": 4, "nbformat_minor": 4 }