{ "cells": [ { "cell_type": "markdown", "id": "4a897f80-1726-4517-ae7b-e57fb891c91e", "metadata": {}, "source": [ "### Technical Analysis on Notebooks\n", "\n", "For technical analysis on the Blueshift Jupyter notebook interface, we start as usual by selecting the dataset" ] }, { "cell_type": "code", "execution_count": 1, "id": "c1d6de26-687c-4908-a4da-12fb3b5a082b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "from blueshift.research import symbol, use_dataset, history\n", "\n", "plt.style.use('dark_background') # set the dark mode\n", "use_dataset('nse') # select one of the names from the output of \"list_datasets\"\n", "\n", "asset = symbol(\"ITC\")\n", "px = history(asset, [\"high\",\"low\",\"close\"], 200, \"1d\", dt=\"2020-11-30 10:30:00\")\n", "\n", "px.close.plot()" ] }, { "cell_type": "markdown", "id": "b3094020-990f-4780-80c0-f81403be9d81", "metadata": {}, "source": [ "Now let's add some technical analysis to the price chart. We first import some built-in functions from the Blueshift library for the Bollinger Bands and Super Trends indicators." ] }, { "cell_type": "code", "execution_count": 9, "id": "1c8a6abb-fd31-4a47-86c8-2591f952388a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from blueshift.library.technicals.indicators import SUPER_TREND, BBANDS\n", "\n", "bb_upper, bb_mid, bb_lower = BBANDS(px)\n", "st_upper, st_lower, signal = SUPER_TREND(px)\n", "\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12, 5))\n", "\n", "axes[0].plot(px.index, px.close)\n", "axes[0].plot(bb_upper.index, bb_upper, color='green')\n", "axes[0].plot(bb_lower.index, bb_lower, color='red')\n", "\n", "axes[1].plot(px.index, px.close)\n", "axes[1].plot(st_upper.index, st_upper, color='green')\n", "axes[1].plot(st_lower.index, st_lower, color='red')" ] }, { "cell_type": "markdown", "id": "3e8f9fe0-b753-4a8d-aee2-5e7de7b4cd5a", "metadata": {}, "source": [ "Note that, we are using the indicators CAPITAL lettered functions. This gives us a timeseries. In strategy, in most cases we will require the last computation. In such cases, we use the lowecase versions. \n", "\n", "Apart from built-in indicators, you can also import the ``talib`` library. In adiition, some advanced functionalities are also available. Below shows a couple of examples - namely change point detection and perceptually important points (PIPs). The function ``find_trends`` determines the recent trends in the price series (based on either price level or change in variance). This is usefull to detect a change in price trends. The function ``find_imp_points`` takes in a price series and automatically detect a series of maximas and minimas that would be identified as highs and lows by a human." ] }, { "cell_type": "code", "execution_count": 2, "id": "eea33056-6149-4d5a-809a-b0374b96858d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\prodi\\AppData\\Local\\Temp\\ipykernel_8312\\2882286688.py:5: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " mins, maxes, points= find_imp_points(px.close, R=1.01)\n" ] }, { "data": { "image/png": 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9+/cHnFu7di0NDQ2cfPLJ2rEhQ4bQt29fVq1aBcCqVasYPXo06enp2jVz5syhqqqKrVu3dvDXCC52bS5dFN6FKMbblj4wfrzWjn587vmwAuUrCG3panZ979oNQPAdtzr3Vrx3v3ZMddyiKyEInac7k/LdmZAHJaF3uH4UAMOGQVpalz6dIIQUtYquEhPEIF1NyKuaD7165wU1UW4wGrWZ9Lpq70y6t2vO7A3Sf/gBvv8eTCa45pqgPbUghIx2BemLFi3i0ksv5ec//zk2m43MzEwyMzMxe//Qq6urWbx4MY888gizZ89mwoQJvPTSS6xcuZLVq1cD8Omnn7J161ZeffVVxowZw9y5c7nvvvtYtGgRDQ0Nwf8NO4BaiYuTNWxCNOMB/acGrpz9iNaOfvKgy3xB+jHa0g1tEH5Ss+sHNm3B1ejEkphIcmbwUtx9RivzpAc2b9GOOeq8lfQmM+m5w4dw6o1Xa45eEISjE+1JeXtNDXZXEvmHlJVRU6eG2CBB6ELyRgYG6cGcS1d9fVnBIaqKSwDIGjwgaI+fPWQQBqOR2soqqo8oj++obe7rH39c+X7ttdDN2pSCEHTaFaRff/31JCcn89VXX1FUVKR9XXjhhdo1t9xyCx988AFLly7l66+/pqioiHPPPVc773a7WbBgAS6Xi1WrVvHvf/+bV155hT/96U/B+606iV1bwyZBuhDdZA7oT4zZp/La1va3Keeewf2rP2f4CTOOel2ct5pdU1HJkf35QHBb3rUgfZMvSLerlXS/LH5a7zxm3Pczvst9iyl3nRG05xeEaKUnJOVVX789X9mzPOPob2eCENH0GdU0SG+bwntieq9jCimb/VahHtq1Gwiur+87RhGa9E/Iq77ev2K/dCkUFevJyYHrb+8btOcXhFDQriBdp9O1+PXyyy9r1zgcDm688UbS0tKIj4/nvPPOayYcc+DAAebPn4/VaiUjI4Pf/e53uFyu4PxGQcDX7i4zrUJ0oyq9qu3iTdeotMaQqyZz3ydnM/bWk456nbbDvKaGwzuD67gTeqWRkp2F2+Xi4Jbt2vGmc2o6nY4LHv4/3tv+BDZHOasb3mfsuSe3+JiCICj0hKS8GqTvOqx8mJe5dCGayRup7Bl0u91A2yrpfceO4u4v3ueX//jrUa9T293ra2o4vGMXADnBTMirQfom/6655qNt+lgLG8uV96Db7ogjKTMdQYhUOrUnPVqRSrrQU+jtddp7flwPgN5gOHYbuxWWrHsQm6Ocd3965KgK8OrfUL2thkPeID0nSHPpama9aM8+GurrteP+a1kA+o4fzbfVS3A4leMOZx3Vk0uDYoMgRCs9ISmvrlzdX6IEE5Mng9EYSosEoWtI652HJTGRRoeD0vyDQNs652ZffgkAo0+eddTrzJqoWy2HvCuNgxmk9x2t+Pv8zb4xGUcLlfSzbv8N+7gCpzuGvITt3L7o4qDZIAjdjQTpLSBButBTUIVkVGE3aEN2fT40OJWg2OGsP6oCvJpd74pKep/RzTPr0NxxZ5zeh82HvsLjUaoHbo+LffaNHd8DLwhCVFDv7ZqrbOhDWRnExcG4caG1SRC6AjUhf2jHbuq9wmtt6ZwzWdo2t+7f7h5sXx+XmEh6vz4AHPAL0rVNLt6EfGxcHONPm0OdK5XPvlVGWM45eUeb9HMEIRyRIL0F6rV2d1GHFqIXQ0yM5kT3b9iEs7EROMac2khghBLoAnhwwwhaDXjNCarj9mXX0/v1wRgb22n7WxKNg8B2d12Cnk3mL2kuUa/r+B54QRCiAvVDfmx8Al6tO2l5F6ISNSFfsHU7DXZlzXBb1N2bCrC2htkvIX9kfz7OxkbM8VZScrI6aLEP1deX7D9AfXW1drzpaNuok2YSG2em9EABf7zlAABDEj9n0LDETtsgCKFAgvQWcGiVdPkEL0Qv2YMHYoyJobaikopDRTTWK4671Uq6FTiD5mrvHloMePUGg1bNttfUUH2khNrKKgxGI5kD+3XKdp1er33o8G9/A5/jjrXEYb00iQaXvWWjg7AHXhCEyEXb5BIfz8qVyjEJ0oVoRNWfOfjTVhqO5ev9aOsatThvQr7eVoPb6aJ4zz4AcoYO7oi5AfT1Bun5TRPyTUbbxp82F4B1yz5l3TrIrxyOQe/k2us6sUdWEEKIBOktoFbSW1vBljN0MH9a/h7TLjinO80ShKCiOW2v6JrmuFvJrhvPjUVn1rdYlG4p4DVZfVG7+jd1WJtL71wbXOaAfpitVuy1tdqHARW73+7UrKwBjMqZxTDXNG213ClDrmDu8IUY98Z2eg+8IAiRiyYSm2BtNUg3xsYeU9laEMIZnV5P7vAhgOLvG+1qkN5615w5IZ741JQ2B+laJd2r83BoR/Ba3jXRuFYS8iaLBUtSIkOnTwFg/bJPAfhyizJHf+mFVQSheU8Quh2RSGkBu+3oM+kn/OJC9jVuZOPoL+AnIPTrXgWh3aiV6INbtgFoLXAtzqnpIDUpm6zcgWQl9tcOV5eW8f2SdyEdqFWuU4vWama9od6O26m0xx/auZtBkyd22nGr8+gFW7bjcbvRAU8BvYAjW3cw8ekXGFNRyYWWEcQUxVL+2hLyK+FGYNofzyY5M4Otf/6Ogq3bW38SQRCiGjWgMMfH88MP4HRC796QlwcFBRCXmMBtS1+l4nAxT/3ymhBbKwgdI6NfH8xWK466eor37tcS8kdrd7/x5WdJ7JVGXGKCdiw2zqz9bFM0kVhvd0qwEvIAfUY1X7UKviDdYDQyYf48DDFGCrfv5Mg+Zd3ryo39OG9yOr1SS7joInjllU6bIgjdigTpLaDOvMSnpjQ7Z4iJod+MMTy28lfYXTVK+28+SoAiCBGEKiSjBumNR5tT88CJGZcyeeqCgMOlBwr4fsW7LT6+/4yaymHvXHrng3Sv0/5pq2oemcBZgLGgEJ5ZHHC9E3jXe52ttIzkzAwS03uRmN6Lhvp6re1VEISegxpQmK1W6upg/Xo47jilmv7mmzBmzokkZ2WSnJVJUmY6VcUlIbZYENpPnrdrrnDbDjxut19CvuV291598sge3HwLi8liaT1IT/CtWwU4rO5Kb+Fx2kNa7zysKck0Ohwc8q52U/Hf6jLt/LMBWP/RZ9qxyiOVbCg7j5lZz3LTTRKkC5GHtLu3gNqmkzN0UDOBq6HHT+HDXYs0dWuZaxUikRizicyBSkW8Wbt7K46779hRzY4dTVTGfyWLSrCy61qQ7pdZvw6wAe4m17qBauB6731baTkAl/ztHu7+4n3+umo5D63/hnu//oibXn0ea0pyp2wTBCEyUBPyhhgj8akpWsv7jBnK93GnnqJdq3bvCEKk0adp15w3uG1ttK3fuDEtHo89Sut7XNN2d6+v79W3NzHmo4jRHoO+YxRfX7h9Jy6nM+Ccx+PBXqt8vsgaNACADR8t187bysrZXHEWDY0GJk2Csy/pR1rvPOISE9HpJfwRwh95lbZAWUEh1aVlGGNjyRsxLOBc8kmZbD70laZujZ6jqlsLQjiSM3QwBqOR6pJSqo8o1aGGo8ypxSUmkjmgX7PjRxOeiYv3CcmoFO3Zi9vlIj41hYS01A7ZHhtn1rLz/qJxJcC1NH9T03uPqzUwW2kZECgMaTAasaYk02/caEbOntkhuwRBiCwa7Q6Kdu8FlCSk/1x6Qloqg46boF3bV4J0IcKYMQNefx3OPaMci7FMS8j7RGJbC9JHt3j8aOvYmra715RVUF1ahl6vJ2tQx6vpvlWrLc+Vqi3vAPvWb6LicJF231Zaht2VzM6a0wD426KB3LlsCfd99wkPrPmCcfNO7rBdgtAdSJDeCvs3bAag/3i/Nysr/OhZRjOlqVbUrQUhXBkz50QADv60TTumZtdbanfvO7blD6gmS1yrGWnVaTtqfZX0RruD0gMFgNLyrjcauG7xU1zy4J/bbHveiGHoDQYqi49oCQaVN4H/GY24vUJPLr2et4AlftdUl5UF/Mw9Jy7gzyedwZp3PgAga1B/BEHoGezbsAlQAhM1SB83DibMnYLeYMDtUhLyqniVIEQKZ58NF14Il077F9cOW8BLf/uSv/wFhuQeRIez1Zn0lrrmoPXOuRizCUOMMj1rt/mPt6mdc74gvb07y7UgvYmyu4p/kO7f6g6KZg7AurILABic+CUxjfsVm00mxp02p122CEJ3I0F6K+xf73PcGvOh0e2g2TqnVtStBSEcyR0+hBMuvRCAVUve1Y4fbQVbv7HK30Fl8ZFm51rLxqsOvem89yG/lvch0yYzaPJEJpw+F72xbQrKvsx6y077Wo+HBkscHqDOaNTa3FXUdndQ9q7aSsuoLill/0YlMZc1UIJ0Qegp5KsJ+XFjKCiAgwfBaITJU5X3o90/rAN8yUFBiBT+/W/45+sDKKpXOkLHjm7kj3+EJ//4GdcNP53f/OxdLrsMMjN9P2OOt2qt401prZKuJuTdLlfAnHhTDZqL//on/vzVMhIz0ttkvyEmhtxhygq3puvXVNR2d7fLxcZPPw84p/r6UvtgCmrHode5qV52Mc9dfTMgvl4IfyRIbwX1A3tfb3CCDqiBkZnHM3f4QhJ+SmXOUGWVU+yaONiGrHMSIoJ5112J3mBg/Uefse2bldpxdSZ9+gXncOmDfw4QTlQz62q12R//VWuBx5UgXd1lqqJm17OHDCJniG+HqiUpsU32a/PorTjtIpeL92+5gbq0VH6TlEhTqSe13R3goJ+6e/FuZZVbZisfUARBiD72eRPyeSOHYYiJ8VXTRyjz6vvWbaS+2obJEtdq8CII4cjuA8kU5S7iv3te4me/vYBf/hJeew0qq2MwG2xMGbqZf/0Liopg7Vq47z4455LeGPRuyg8dbvZ4x/T1tYG+/pCfrzcYjUw68zTiEuIZOfv4NtmfO2wwxthYasorKC841OI16nPuWv0jNWUVAef8ff26MqUwcc01UHFQSR6k9c5tpjslCOGEBOmtULB1B40OBwlpqfTqkwceMC6P5YrjH2TeiCtxftrImNiTmDfiSobYj1P6aZfRrMguCOFGWp88AFYvfS/guDqTntG/L+NPn8v/vf8GliRFYEUNjDd99kWzx2s1u25V1V4DK+m+IH1gQBu9NSmpTfb39bad5m9ufffhrW/9j7ED+vFiSWmzcwFB+hZfu3/RXiVIT87M0ETvBEGIbkoPFGArKyfGZCJvxFAtSB8xUOkaspWWa+8T0vIuRBLHnTUfa0oyh3bu5p0nlvLqq/Dzn8OJFx7Pa3ue5/sjV1BQqVSTJ0yAP/wB/vvsdq4bfjoLet/FiOQPsRh9/tLUigaN+RgJ+Zyhg8gb6dN3cjY0tMl+X6t7675eXbe2+u33m52zlfm65n4qHE9+PvTqBfNPKaeuqhq9wUBG/75tskUQQoEE6a3gamykwCuy0X+8onQZ71V9djU6qa+2ae22ovoqRBIJ3gq5vwMDmq1WiUtMYPbll5A1aABmqxV7TS1Fu/fxzMIbWXLvg1QWFQOtB+nHyq5nDuzPwInjteOW5GMH6YnpvUjOysTtcml/ny1RsHU7e7xtqk2p9mt3L9i6Q7ttt9Vo7fxZA6QNThB6CvkbfS3vapA+OOcg4KamokJrtRXxOCGSSMlW+ti3rvgWt9OlHbfX2jlcP5qVR67mzYL/8uy2D7nzb0N57TWotVswG2xMHb6FU/Pu49phC7hk4OVMz3iOiePqaGniw9RKQr54735cjU4siYkBmxIsiW3rmvMl5FvumgP48NGnefTCK9j4yefNzvm33lceKWfRIuX2r38NRbuVanqmtLxHPenpcP31MLplPcSwRoL0o6AKyvT1zqVbU5MBqKlQWmrUdlu1yigI4Y7eaNBWjNWUB7aGqZV0f3KGDtJ0GfI3/YTH7Wb3mrV8v+Rd7N7g29TKWhZVPb1pdr3iUBH2mlqMMTHEJSZox61tCNIHTVbUlg/t2B3ggNuDrdRXXT+0fWfAuWKv0nOmVzwuvV8fFi76e6tCOoIgRD771itBer/xY9iwAerqwGqqJSX2ADXlFZqytPh6IZKI925QaZqQb2ySkK9zpeIe+WcuuUTH4+uW8tqe53jsmVTWrVdChMy4HUzN+BdP3/0FR44oLfO//CVkZCg/b24lIe9qbOTIfqXSPf3Cc7XjbUnIw7H1Z0D5fFGwtfWEvUpV8RFeeEH52x43DlKc3wAyl94TOPFEWLQIXnop1Ja0HwnSj8J+P0EZgPgUpQKpBjdqu23vUcNl56IQEViTkwFFZKW2sirgXEtBb3rfPppoXP7GnwKvr/PuWm0lSFeD96bZdYCCbTuaHWtLdn34zOkAbP/u+2Ne2xoN9Xae/tUNLLri+ma2Fe1RWt7V2dPJ5yxgxAkzOP7n53f4+YTwIi4xAZ1OxEMEH6qv7zduNE4nrFmjHM+1bqK2olJLyGcM6NeqwrUghBuqrkzNMbrmAHr1ySNn6GDMicnsLxvEb2+qYuIEN5mZ8Ngbc9leeQq2WhOpqXDRRfDyy1BcDD/+CL+59hA5lo001tuaPa7a8m70U3VvS0I+NTebXn3ycDmdrerPtIU9P64H4KtXXqeiAl59VTl+8uivAd82F5PFwm/eeIkFt97Y4ecSwpPjvRII334bWjs6gkSWR0F13FmDBhCXmKC94dVWVAJQvGcf9tpazFZrizukBSHcUHeT11ZW4XG7A8411ju024d27AIgJSeLARPHAbC/SZCuZs3NrXxoba3dHeDdvz3Cmnc/YM/a9VqW/1jZdZ1ez9DpUwDY/u2qo157LPb8sI69Xuftj7pHdsi0yQDavFp6396dej4hPEjNy+G+7z7liiceCrUpQhhRsHU7zoYGEtJSSeudx/ffK0mcHMtmbGUV1JRXUFZwCL1eT59RUk0XIgPV39va0DWnNxiYMH8eoMyAq6sHjxyBj7/py7KCv3DF365n+nT4y18UoTmAiRPhygv3ctGAa3no0j/w+uuBVfb8FqrgbRGJHXb8NED5HN5Sor+tvHjz7Tx28UJ2eBP7Tz6pHJ85sZCEmMOa8nz/iWPpPWIY084/u8PPJYQXKdlZ9OrbO6KDdGOoDQhnaisqKdl/gPR+feg7dpSv3d37hudxuynYsp1BkyfSZ/RIirytsoIQrsQ3mUfXAU8BvYDKDZsY/fQLgCKolj1kEBkHCqhPSeaLO39L/qYmQXq9EnzHHks4rra5gz28cw9v3PVXAM66/Tec8IsLsSYf3XH3HjkMa0oy9dW2ZlX9YLHtm5U4GxvJGtifjP59yezfD4BefSRIjwaOO2s+GwqW827NozACaF2PSOhBOBsaOLhlO/3Hj6H/+DGs21wNVJMdtxm7TakOHti8hbS8HPqMHsmu1T+G1mBBaAOtV9J9XXONdgdH9uWTO3wIExYoQbq63Ui73juyFmOOZ9UqWLUK/vQnZXXbvHlw2fV9mT6xnHizjQsvVHazgxLIf/zJUrb99xDVsdOxpvVi1IkntCtI72xC3m6r4eBPvjf6LVtg+XI45RQYk7wEW97NZPTvqyXkzfFWEtJSm40ICJHHHz99h1h9DWOGzgHgu+9CbFAHkCD9GOzbsIn0fn3oN240Bq9iRk15pXb+wOYtSpA+ZgRr3mmuLikI4YSaWVedtgfIBM4CjLv2wC5FTGUawNcrcRv07D7xBIr27sduqwl4LLVC3lr759Eq6f7UVilt95ZjqLur1e2d3/+gZfmDjd1Ww67vf2D4zOmMP30uqXk5AMQlxBOfltJsxYsQWVTVlvDVutewN9bAGUA+0PEijRBF7N+wmf7jx9Bv3Gi2frIdqCbNnE9KCpSXK9XF8afNoc8YqaQL4Y/eaNDaypvqzzTafV1zFYeLKMk/QO7wIST2SgMgf0OThLx3tK2pSGxxMbzyChxJmsdc6y8o/uYprKVvcNppMGmSUmWfONENfEd5+XesWpeKIdlGtf9i9hYwxsYyeMokgIA1scHiiSeUIH1U0rusLr2aMXNOJDnbZ1Ovvr0lSI9wYuPMAGRbfsJggD174HDzrYJhj7S7HwUd8LOX/sP83/6BG/MPctmGzUx7+gXO/exL7gbeAC5d8i643aL6KkQEWmbdz2lfB9gAd5Nr3UCD1crnf/xdi5Vrn+PuXJBe552NP1a7e1peLgCF23Ye9brOsumzFQCc9KtLMRh9ecz0vn269HmFrmdH6moanN4qklnH4L9M0todhZ7Nfq9QbL9xo2nUp1FmVyprU6cq59VOor5jRERSCH/iU5WEvMvppK6qOuCcfyW9urSMkvyDAeebdc0dKyFvseDByKZtyfzpT3DccUqV/bLL4PXXoaICUlOV1Wen5t3HPQtu4ocf4N57Ydo0aCrp1Gf0CGLjzFQVl3B4554O/f5H48MPYe9esJrrGZ78MWNOOVHrmgPx9dGA+rk017IRgO++i0wdGgnSj4IHiCs6wuDPv2L+ex9x/opvmfbMYn65fiP3AOcCcSVloNeTNWgAsa3skBSEcCGhBbXXEuBamr8Z6IHld91OfVqqps/gj+NY6u5HaXf3Rw3SjyUmk5jeC4DqkpKjXtdZtnz5Na5GJ8bY2IDj6dLyHtmMhIrEw7g93i4MnYdd1T+SdZao+wo+DZrswQNJ79uHw/WKYOaMGcr5wm07cTY2kpCWSkpOVqjMFIQ2keCnoeTxeALO+VfSa8rKKdl/QLtfvHd/s6D+WAl5dZOLv68/ckSpsl98sbICa8YM+Mfj8RTXDwWUSvtdd8HKlVBSEqgYr1a1i/ft78ivfkzcbt9s+rjUN8kdPljT3gFI7ye+PtJRE0q5FiX5mj7zFubdcFUoTeoQEqQfg1/V1dEQZ8bTRA3YDVQDVzU0UFl8BL3BQN7IYSGxURDairqSpWn725vAx0mJuL0jHU7g86xMdnp3mzadUQPfnFp796Q3pdb7geBYc2qJGUqQXnWk9KjXdZbayiq2fdN8eEkcdwRjBRagZF4D0LEl/lvlvNCjqSmv0CqKI2cfz6E6JUifriyUwNnQoAlqSuecEO60tn4NCAjalde9L0hvuWvu2JV0aN3Xu1xKMP6HP7j5z55/8ez2D1h4lZE33vBV2f0V4//75A9Mz3iOzJj1zarsweKll6CmBtLj9tHbujbgnFTSIx9zvBW9rpEsiyJcWOw8jjGnzA6tUR1AgvRjcAR4+YJz0DXJROpRqo8l+HY4iuqrEO7EpwUKx/lze680GixxeFASULcmKJGLKqDYFLvXcU8590xO+MVFAedi48zovQF/m9vdjxGkJ2mV9K4N0gF++N9H2m3136qXOO7IZT5gAnSgc8OiD+CNN+HuLz3c+UU9d/eFu0EbY1qkXCr0MNSW96EzpnKoTlm9OnkyqFMvB7xrV/uMkSBdCG8SWknIN8VWVk5JfoF2X/0b8EcN0lvrFm1tT3qzx6mtw9XopM6Zxtvvp3LRRb4q+333+RTjh/YrZ2rGv/jzZS9RUgJTphz1YTtEVZWSFAAYn7Yk4Jxsc4l8TBYLGeadxOgd1DuTKHf0Jb1vn4ARxkhAgvQ2sESvZ9fJswKqjG8B6p+1usOxz2gJ0oXwJiFVFY5r7rg379nH38aNoTQmhmuATbv28vZf/86rv7urWbsc+PakG2KMnHX7r7X1aODLrLvd7hb3r/ujttYlZaRz7QtPMmTacc2uMcTEYE1JBronSN/2ta+Svuv7HwBx3BGLDqgBtsEIjmfOiF8xRteX87bruOcruPsruGcr3APaGFMGLRTdhahn33pfgFLu6EN1bSwWC4wdqxzTEvJSSRfCnKabXFpj9+q11FdXU1ZQiMvp1PaK+6MG32l5OVz1zKPNxj1MLbS7t4YmFOsdb1Or7HfdpbTAZ2XB8x+dy46qk7HVxpCYCNu3H/NhO8RTTynfByZ8Q2LMIe14Wu9cdF1Vwhe6BZPVqs2jF9aNAXQYYoz0irDPcfIqbANrP/iE926+Vqsy2oDr/c7ne7PrfSW7LoQ5R6ukA/z5m5VkNDbylvf+d68vbXXdUNOsuX81XW2La6irbzHA96fWW0kHGDxlEhf/9U/N2uoS0xXVWWdDQ7N5ua7A5XTyz+tv5atXXuPTZ18EoFefPHQ6qa9GHB5gGbAEJiWcxryRV7H54adptFpbHWO6voWHEaKfQO0NPZt3KO+Xast7vjchnzd8KHqjoZutE4S249vk0nIl/aGzLuaFG27TRtkW33Abz155E6UHCppdqybkAYYdP5V51wfO9h6r3d0ftXPut2+9wqUP/rnZ+eJi2Fwylw8P3ses86YzYYJS9e4Ktm+HTz4Bnc7DuLS3WP32+zgbGogxmUjOyuiaJxW6BZPVQq5VCdLVriiArEEDQmVSh5AgvQ1UFhVz1y+u5pHpUyg3m7kapc1dpWDLdtwuF8lZmZq4lSCEIy2pu3cUV5M1aMOOn0rmgH5Ay0IyrdG00p6Y3os5V1+h3dcbDCSlpwNdP4/uz/ZvVvHew09QeqAAZ2Oj13EffXWMEN6oHybr01JZ/qc7jjrGJPQ8ivfs49vX3tLur/lREY9Ug/TS/IPUVVUTYzaRI1sBhDDG5+tbTsgX790f0DFWvHc/e9duaPFae5Pge/zpc0jwrmsDP39f0/ZKuvI4cxkz96Rm16j6MxVF5WxuLocTVJ54Qvk+NO4tvnj2SS1JIXPpkY3ZaiHHKxpXWDtOO541MLKEYiVIbyP11Tb+8Mnn9LLbeavJuYb6eop27wWkDU4IX8wJ8RhjYoDgBOkHNv5Eo8PB5s+/YtPyFQDM/MWFQPsy6y0x85LzWRxvZWlMDJ9fcgH/nT6ZaU+/wIznXur2uWGP203ZwUJAxOMiHf8OjZ3zTmb77OO1MaZGAseYhJ7JO/f/g8cvuZI373mA999Q/u5VhXfwm0sXXy+EMQla11znfb0qEqtijIlhxsXnafc1kdi6tlTSAzvhzrztJmLMJgCsKcmk5eVqxa6qLt7kAvDRR7BzJyRYGzn/bBulBxTxyPR+EqRHMoMGurAYK3G6Yym2D9WOZ0qQ3jNR2+D6jpG5dCE8UUVfXI1OnA0NnX68yuIj3HX8PF757R/4+tXXAZi04DSsyUmYvOvX2huk52/awrZvVmKMjWXswP6c6XQy+5XXmPbMYqY9s5jT3/0gJHPDqvptL1nDFtEEjFHodDxx/NRWx5iEnsuBTVtYvfQ9Vn/vxumE3r0hL897TvP1si9dCF+sKb4VbJ3F5XTy4/sfsXPVGv59x90ATD//HC24NrfD38fGmbXbVUdKSMnO4qRf/QKA6xY/xZ0fvUWMSXnc6pKyTtt+LDwe3zq2m25CE8kVDZrIZsKoSgAO14/E7YmhulR5LUm7ew/lwCbJrgvhTYx373djg+MYV7adRrsDt8vFvnUbObhlGzFmE9MuOAdzvBIMtaXdHeCz51+iuqSU//zfPfzvocdxOp2sefxBGi2WsJgbLtnvza5LC1xEo36YrK2sovRAAV+u+Jblf7oDW3IS1yBt7kIgdXWwYYNyu+lcugjFCuGMGkAfS7i1rbx25708d/Wv2fDxcsoKDmFNSWbiGacRYzZpm1za0u7uzzsPPALAiVdcypg5J5I9eKB2rraiEldjY1BsPxYvvwzV1TB8OPRPWgcQcQJjQiCjhyqjkYW1iurnZm+3Z68+eRi8HaWRgATpQULNrueNHCaqkELImHr+2cy+/JIWzxlNSpDuagi+49MB027/E/N/+wf+4HBw44ECpj39Aqe+9b82tad//OTz/PmkMyg7WEDJ/gN88+83qU9L5fN7/i8s5obVSrq0u0c2aiV90WXX8rczLmT3mnVc+vcnSKqsajbGJAigKE+DL0g/6G13z+jfl7jEhBBZJQhHxxirBCKNQeia88fjdvPNf94E4IRLL8QcHw+0bZMLwHsPP8Getet58hfXsHn5Cnat/pEYs4mf3393wHVV3bDFRcVmU/amA5x9kvL3LZX0yGbkgCIANmxNZt/6TXz18mtUHSnh0M7d2qagSECiySBRvHc/9tpazFZrxM08CNGBTqdj4C/Hs3boR8ROar7PtKucNiht58YDBQxavoLZL7/GFZu3Mu2ZxZz9yecdak//7LkXqS4tY+e8k9nhNzfs1OlCMjdcmq9U0qXdPbJRg3R7bS0etxtnQwNVxVI/F1qnaZBeW1lFiff9oM8oqaYLoWHCgnnc+MpzrYoVG72dc05H8P39mnfex15TS+aAfoz1Cr+1dbStaPdenr78em0f+7sPPobL6dQq/yq15ZVBtflYqOvYZs+oJjn2IKk52RFVcRV8ZGVBVmoFHo+Od/+9j6d+eQ1lBYXce/KZPHbhFVQfiRyfL0F6kPC43Rz8aRsAfaUNTggB+iQjSzc9jM1RTuMcO1gDz8fEKk6wK5w2KNXteqMhKO3pjto63v7r33HU1/Mbi0WbG64zGEIyN6x+KE/NzcZgNIbAAqGzGGJiNOHEjgoaCj0PNUgfPx68epha51wfWbsqhIjJZy2g//gxDJ56XIvn1bnuYOjPNMVRW8f3S/8HwNzrFirH2iAa1xJFu/aw6s13AGV8TqW7V6Dt3g0ffgh6PYxKeB29wUBaXk632iAEB1Xos9Q+kPLS7hmZ6CokSA8iovoqhBL36S4anEq7mSfGA/MDz6vt7l3htEFpP7/OYAxae/rm5Su4c8rJfLzsUx4YO5qqhHiucrtDMjdcXVKKo64Og9FIqjjuiERdEwTgqAvOnKYQ/Rw8CAUFYDTCpEnKsQMyly6EGLUzLtZsbvG8WgXuKn//7X+X4Ha5sCYnAZ1LfH686J/89OXXfPTkc9R696gXbN0eFDvbw+OPK9/H9FpGjL5WFN4jlOOPV74X1o1tt05CuCFBehCR7LoQMkaCZ4gbt8e7u1wPjFCOq3Rlu7vKv+vr+aZfH6093RWk9vR7v11Fiq2GN93uTtvYUUrzlf2p0vIemfjWBNXjCeHrSIg8mra853uFYvtKQl4IEWoQ3rRNXCXGm5Rv7KLOuYpDRWz89AvtfmeC9PpqGy/dfAdfvfIaj5x/GSte/i/v/O3RYJjZLj77DLZtA3OMnZHJy0gXXx+R+AfpHe3wCBckSA8i+ZuUID1rYH9t3ZUgdDlWYAHNB7493uPeAqKxi9vdVS4oOKS1p9cajVGz1qqpeJzeYGj1A5IQfpi8vcqONm4cEASV775TvqtB+qEdu3A2NGh7nQWhuzHEKGNXalu7P3qjQVNc76pKOsCHjz2t3Q5WV0llUTHv//3JoKyO6wjqOrbxaUtI758XEhuEjhMfr4wmgaLsbo/w0TYJ0oOIrbSMisNF6A0G8kYMDbU5Qk9hPmCiuXS6znvc2/Ye08Xt7ipFTic3xMRQEWfmGl30rLVS59LVNWy/euph/rT8PVKys0JpltBGzGolPcKdttD9+FfSdTpwNTZSuG0nAH3HSjVd6H60Snpc8yBd1Z+BrvX3FYeK+OqV1wBYteTdLnue7uSVV8BWYyTFdJATptUAYDSZGDR5Ijpda/tphHBhyhQwGKDSnkGNMyPi/b0E6UFGbYlNyuxe0Quhh6IDaoBtELc+kbnDFzJ3+ELS9/eGFcpxapTr1Hb3rg7SAV4sryCt3s7rXbDuLVSU7PdW0vv0JjUvh+HHT8OSlMj0C88JsWVCWzB5Z9LtEd7+JnQ/GzYoO9PT0mDIEOXYgZ+Ulvfc4ZKQF7ofVQSzpUq66usBnF3sg997+AkWXXE9Hzy6qEufp7uorYXXliYCMG/iKgDm/+Y6rlv8FLMu+3koTRPagH+rO4BDZtIFf2rKywFISEsNsSVCj8ADLAOWQNKWXswbcSXzRlxJbtFQJUhf4j3v8bW7d9WMWrRTcsBbSe/XmzGnnKgdP+7sBaL4HgGYLVJJFzqG0wk//KDcVlveKw4pe3gTe6WFyCqhJ3O0dndNJLaxsVv0N/b+uB67rabLn6e7eOwRBx6PjsFp6xkzwcKE0+cCMOPi89DpJWwKZ9Qg/XD9OCDyk/LyagsytvIKAOJTU0JsidDTUJ02tCwm09Xq7tFOyX4lSE/OymTiGadqxxPSUhl18qxQmSW0gsFoZOBxE7R9wZpwXIRn1oXQ0FQ8zuZNyIuvF0LB0YTjukt/JlrZtqmWHWWTAbj7wVztbzw1J5thM6aG0jThKBiNMNX736NW0hsifJOLBOlBpkaCdCFEqE4bjt4CJ0F6x6ivrtbEbHKGDMLtdrPhk88B6DNKVjGFG7Muu5jrX1zELW/+i7wRw7R290hXexVCQ9MgvabM6+ula04IAWq7e0sr2MTXd57P1k0DYMGJB4nV12j/llPOOzOUZgktoNPrmXnphcz/+VDi46GyUkeZoz8N9XbcLleozesUEqQHmZoyya4LocF4jCA9xltRlOx6x1Fb3gF2rFzN4Z27gcAd3EJ4oK7KyxrYn5v/808mn70AIOLVXoXQsEoZT2XECEhJkYS8EFqO1u7eXSKx0cx3ayyU2gcQa7AzMuUDvnt9KQDpfWUtW7gxYOI4zr7jN/z6b0qH49pN8YAeexRscpEgPciI4xZCRUAlPa6F7LrXmXflnvRox+V0arffe+hx7N7WaQnSww9LkiL+U1ZwCIPRSPbggYDMpAsdo6wMtm9Xbk+dCjY1IZ+SLKrPQrfTlnZ30Z/pOCX7C1hfdj4AYxJfZ9NnywEwJ8SH0iyhBZIy0wHItWwCQNf3AiA6fL0E6UFGZtJ7NoOnTOLSB/8ckv//gJn0o7S7uyRI7zCrl74PwEdPPc+Rffl+Qbo47nDDkqwE6R88uohXf3cXdVXVAFSXlIbSLCGCUVveZ8yA2spKAPQGg5YQEoTuQlN3l3b3LqGsoJBtlfOwOxNIsxYzfXwxIAn5cMSSmAh4yDKtA+CI6zighwbpM2fO5L333qOwsBCPx8NZZ50VcD4jI4OXXnqJwsJCamtr+eijjxg0aFDANSaTiaeeeorS0lJsNhtvvfUWGRnRsbJMraSLunvPZODlE/if+3FyzhmsHbMkJTL5nDOIT+vawD2g3b3F7LrSAifZ9Y6z9v2PuHv26Sx/7iUA7DWKoq05IdBxD50xlZQc2Z8eShTHDXWVVWz4eDkPnf1z/nvnvXz/1ruhNUyIWPzn0t1OF7WVVYDMpfdEcocP4U/L39PGaLoT/20iR1V3lyC9w+xctYb8rQdZ9o3yWW7hL5W/dbPVKgrvYYY1OYnk2AISzVU4HPDBa3sBKNqzN8SWdZ52v9KsVisbN27khhtuaPH8u+++y4ABAzjrrLMYP348+fn5LF++HIt3/Q3Ao48+yhlnnMH555/PrFmzyMnJ4e233+74bxFGqGIysXFmYuPiQmyN0J0YU2NZUfZfbI5y9uZuACv0Hz+GP376Lhfeeyfn/eF3Xfr8/u3uLYnJqM5cHHfnUP/GAeq9a2f8K+kDJo3n6mcf5aK//LHbbRN8WJOTALQKuq20jLXvf0RDvT2UZkUMkpBvjhqkT56sKAnLeFvPZeIZp5GUmc6Yub51nEmZ6Zx1x2+6PHA3HCMhL/oznae+2sYjF1zGrVesw+WCk2Y7STXtA3ybQgAmnXk60y88N1RmCiiFsBxvq/uaNfCfPz7EX087jzf/dH+ILes87Q7SP/74Y+666y7efffdZucGDx7MtGnTuO666/jxxx/ZuXMn1113HXFxcVx88cUAJCYmsnDhQm699Va+/PJL1q1bxxVXXMGMGTOYMmVKp3+hUNNQX4/DK/nf1ZVTIbwwnR9Hg0v5v3fpG2E+zLvhKkyWODYULGep/e/oR3ddBrat7e7OhsYus6Gn4fAKk8T5BelDph7HhoLlvFp8F4joe8hQW5DVIF1oH5KQb8727VBRAVYrjBnjm0tPkCC9xzFggrLiKTG9FwCZA/rx+w+XcMKlF/Kzu+8ICOSCzTE3uYj+TNDIz4f//U+5PTb5NcDn7+MSE7nwL3/gvD/+joReaaEyscdjSU4i17IRgG+/VY6VFxwK0BCKVIIaMZi8bwx2u69S4fF4cDgcHO/dMD9x4kRiY2NZvny5ds2OHTvIz89n2rRpLT5ubGwsCQkJAV/hjGTXeyAjoTa7CrdHWffgwQMj4HDsHmz2cpase5CahnI4QwddNNJkNLa13d3RNQb0QOptSpBuivd9IMsc1c/7/10BZ9Jl/99C68TGxWmv97qqqhBbE5lIQr45Ho9P5X36dD9fLwn5HoXJYiF32BAAkjIU0apxp83RAmaD0cigyRO77PmN/gn5Fn29zKQHk8cfV76PTP0Uk75aG2/rN3YUem/re2pudqjM6/FYEhPJtQYG6dFCUIP07du3k5+fzwMPPEBycjIxMTHcfvvt9O7dm+xs5QWclZWFw+GgqskHp+LiYrKyWp7h/P3vf091dbX2VVhYGEyzg442ly5Bes/ACrTU3eaBj/P/yes/3oejURGw8MS4Yb7vkr5jR3HiFZcEZcbpWC1wMqcWfLSZdO+cms6g5wfPMhqcSkcFsQT8fwvdg1pFdzY0SHt7F9CTE/L+c+m+hLzMpPck+o4did5gAJRijCEmhsQmldSh07suEXVMXy/t7kHl669h40aINTgYlfK+Nt7Wb/wY7ZqUbNGgCRXpmTpSTQcAXxI1WghqkO50Ojn33HMZMmQIFRUV1NXVceKJJ7Js2TLcbneHH/eBBx4gMTFR+8rNzQ2i1cFHKuk9jPlAcz8JOmhw1bG9eBUelNe/R6dU2BmpXHLC3y7kxyEf0fv8YZ0241jt7jGx6ky6tLsHC7t3Jh0U1dfkkzPZWvyt1lGBnoD/b6F7UIN0VdhLCC49OSHvH6Rra9ikkt6j6D9+bMD9xF5pWrvz1q++A2DItMkB1/QeOZzrFj9F75HDO/38x2p3F/2Z4KNW08elvYUl0VtJHzdaO5+SnRkKswRgWB/FT2zfZaKi4hgXRxhBH5Bdt24d48ePJykpiezsbE477TTS0tLYu9ertldUhMlkIikpKeDnMjMzKSoqavExGxoasNlsAV/hTI3muCW7HvXogBowF8Qzd/hCTh58GXOHL2Tu8IVYtiSh0xma/4wHWAAxfcwsWfcgNkc5hUN2dbot+tjq7t4WOGl3Dxoup5NGu/LvGdvLTPWUUpQXhR/e/29pe+8+morGCcGlJyfk16wBpxP69oU4DgHSNdfT6D+hSZCe0YvEdCVIX7fsU1yNTtL79iY1L0e75jevv8igyRO5+P4/dfr5/dvdDUZjgNo7iP5MV/Daa1Bjt5IUW8Spp9SiNxroM8onOpOSI+3uoWJwliLo9/2amGNcGXl0mYpVdXU1paWlDBo0iEmTJvE/r/LC2rVraWho4OSTT9auHTJkCH379mVVlPQp2GQNW8/BAyyDSfZTmTfiSvpXj+WkAb9g7vCFxOaYvRc0QQeYwH2xU2uLdumdnW6LPraYjHcmXbLrQcVeW4vH48E+uw63wUmz/3Pv/7e0vXcfcSIa1+X01IR8ba3S+gowJEdpsZR2956D3mig75hRgK9rMikjncReioBcyf4D7N+0GWheTQeIS+z8CIe/r4fmSXnRnwk+djt8uUnZv33x2YXkDh1CbJxvi05yllTSQ4HeYKBvyjYAvv6q4wnicKVDK9jGjh3L2LFKJrF///6MHTuW3r17A/Czn/2MWbNm0b9/f84880w+++wz3n33XT777DNACd4XL17MI488wuzZs5kwYQIvvfQSK1euZPXq1UH81UKHrbQU8Kl+CtFP/wnjANi3diNVR0rw4CE5IZNRObOYlHQ6rIAhDZOZO3whIzwzoBBccU5fW3STNviO4N/u3tIKNplT6xrstho8eIh1mRmaOpW5wxcyIX4ec4cvZJT+BFgBbANqaFZkF7oGa5JU0ruLnpiQV1veRwwsAaTdvSeRN3wosXFmaisq2fPjekAJ0NTXQHVpGTtXrgFgqDdI9w/mSvYf6LQNzYL0Jkn5GNGf6RI+/n40bo+BiSNLOfksJeaxeze8SLt7aEjNsJIRtx2AL5dHn/5Mu4P0SZMmsWHDBjZs2AAoK1Y2bNjAvffeC0B2djavvvoq27dv54knnuDVV1/V1F5VbrnlFj744AOWLl3K119/TVFREeeeGz17BisOFwMiJNGT6O8VENm3fiNVJSXodXoWDLmBy6b+leGu6bACdF/pmTfiSuYetxBayt90si26zWIy0gIXVOpratDr9IyqO4GrTnyEOUOvIGaViXkjrmRm3oVKkL4EWEaLjRVC8JH1a51HEvKtowbpY0co8/bJmRnodJKB6wkMUBPy65WEPED24IEYjEbcbjc1ZeXs8Abpg6dMQm8waErwoKzp7Sz+7e7QUiXdu4JNEvJBpbDQwK7qWQBcdlEZAD998TUgn/dDxfGzzBh0Lqodvdi/L/oq6cZjXxLIV199dVRn9OSTT/Lkk08e9TEcDgc33ngjN954Y3ufPiKoOKS08qXkyB9tTyAtL5ekjHScdju/W7+J8f94Cvfx05jsdGJYtYacTT8xABi1ag0D/vw3rjilolWhOa0t+s3222E8ppiMGqRLC1wwsdcomfRhM6cCcGjHbor37AfEcYcKS7I3SBfhuA4zadIkVqxYod1/9NFHAfjXv/7FFVdcQXZ2No888giZmZkcPnyYV155hb/85S8Bj3HLLbfgdrtZunQpJpOJTz75hOuvv747f40uQQ3Sx4xq5JtttRhjrcSnpmhCckL00n+CNyG/bhM6vfJZOG/EUABqKypxu1wUbN1OXVU1lqREeo8aTm+/2WWTpfP705u3uwd2zqkz6S6ppAcVe00N68suYGjSF8wYsZmtOyvZ8NFyJp1xGnGJCZjjrdrnAaF78C4TYV/5UKA0pLZ0Be0O0oVjo1bSE9JSMZpMItQV5agiMge37mC2282kn7Zh2LxVO68uG3K63Wzcs4/4MweR2dCPseN9baAHNm9h+7ffQzpQixKwt7PqGqDufpR2d8muBxdV4X3wlEkA7N+wicrDSqIuOTMDnV6PpxNiWkL70Srp1VJJ7yiSkG+dAwegsBBycyGhYRVV5lNIycmSID3K0el0mrL73nUb6NVX6SrJGToYAFupUl31uN3s/P4Hxs07maHTJpPer4/2GCZrFwTpTZLyoj/TNdTX1HCobgwHyvrQJ+0AI5PeZfcPa6mtrMKanERydhZFu/aE2swexZTjlNf4rkN9ge9Ca0wX0GXCcT2Z+upqHHXKXuzkzPQQWyN0NVqr+4ZNXAfUGY14mny4dQPVwF+HDua88b/j1+e8yLwRV2pf48yndLot2t9x+8/AqUi7e9egzqSpFZL9GzZTVVKKy+nEEGPUVvMI3Yc6ky4r2ISuQq2mZ+h/BCBZumainvR+fbCmJNNQb6dw206qiksCzleXlGm3d65URjqGzphK37G+VV3BCNKP1e4eI/ozXYKjRqmgbKn9BQBjkt7E3eigUh1xFfG4bsVggPGjFHHRbXtzjnF1ZCJBehfha3mXtQzRzoCJ4wDYu3YjJcDdA/uh8wRG2XrgWmD1+k0AmCxxgCIyo9wPhuMOzK6rQbl2X9rdg4YOWAS8AZz90XKmPf2C9nXhNyt53e1m9j1/A7dbq+oK3YfMpAtdjRqk5yYqysKpEqRHPaqvz9/0Ey6nk+qSwPba6lLffXUuvd+40aT5rWLrinb3pkKxBknIdwn13lb2nbY51DlTSLFWcM45UFmkBOlJWRmhNK/HMXo0WC0uHC4rO/dH545bCdK7iIoiyaz1BKwpyWT07wsoFVSAx3bs5qfpk3EblB3pTuAtlCL54Z27A1oi1773ERCsFriWs+sjZh3Pr554SAviJbveeTxAJnAucNHK1Ux7ZrH2dUdNLecCcSWloNcTFx+dziNUXPDnOzntpmuOeo22gk0q6UIXoQbpg7LzAQ/Jou4c9ait7vu8yfaygkIt0Q5gK/X59sqiYor37tfuF27bCXTVTLqvkq7T6UR/potQR9tcHhObys8C4Oaboa5aqebGJcSHzLZopelr3R91Hv1Q3WhqK2u6yaLuRYL0LkJtfxHHHd2oTvvwrj3Ue+dfPR4Pv8/KpMEShwew6XSoUkkej4edq5QMe+mBAvZvVAL7LplTM5sxmkxceO+djDxxpnZcsuvB4TrAhjLK4I862vDG5T8HwBwvjjtYZPTvi2lyHN/mLMEyLbBDQafXawkza7J3BZvMpAtdxPr1yu7kRKuDlNgDsoKpB6Dqz+xbtwEAt9PFt/9Zop23+QXsADtW+rYY/PDeMkAZRdN7E/gdpVm7u3cmfci0yfz1+88ZPnM6IPozwcZe4wsEN5afS2MjzJwJOYnKHLr4+uBy8f1/4p4vP2hVhHvGDOV7Yd3YqE3IS5DeRVQcFoX3noBP6XVjwPFPln3Kkqsvx5aUyDUeD/6Ta6vffh+X08nX/34DR62iXRCcdvfmjnvy2fOJTw3c4dso2fWgUIIywtD0TVQdbSjVK2fMkl0PGnHZCSxZ9yA2RzmOU+q1dYWjT57Fb996hTvee51Zv7wYS6ISwNdWSpAudA2NjfDDD8rtHMtmUrJltC2aScpMJy0vB7fLRf7GLdrxlW++rd32D+IAbV+6q9HJ+mWfasdjveNuHaU14bgFt9ygjdKB7EkPNv7K7QfznSzx5mfmHafoUkglPbhMOuM0LEmJzP/1dQHHTVYLU88/i1mzlc+8h+rGRO1om6i7dxFakJ4lQXo0k5qrzJod2rk74Hij3cFljz7doqr3nh/Wcft4pbKtrmbpikq62Wphtreaq+J2uXA7XZ1+LkHhTeCqjF6cVFaB3uXCCbyLMtpwudehm6XdPWhUTiymwansGXYbXCRclsqVsx7RViAB9Bs/Rhv9iFbHLYQH333nraRZNpOcPfPYPyBELKr4W+GOXZowMEB9tY3//N/djD55Nhs//SLgZ3asWs2adz7g8K491JRX4GxowBgbi9li0VqnO0KzID3OzJBpk8kdPiTguATpwaXe7/9s/4ZNLH8Hfv5zmD1xN3t2l4uvDyI6va/80WfMSEDpQplx0Xmc+KtfkJ1eS3bW/3C6DBTVjaC26r1QmdqlSJDeRajt7n3GjOCM227ioyeekzfMKETNWvs7bZW2rN1yNFEG7wxNHffEM04lLS834Ji0ugefu/r05vh6OyZbDTbQRhvUqopk14PESKhKK9E2H3hwY8sopzTxIL1q8yjYuoNBx00gw7vuqNHukPWXQpeizqXnWDZhTU7CZLVo3VFCdJHg7UgrO1jY7Ny6Dz9l3YefNjvudrp4409/1e476uoxxsZ2OinfTH/GZOKkX/2i2XXS7h5c1M9roGgQrV4Na9bA5MluxqT+jx/jB4fQuujCmpKk3U7Ly+Xkqy5j5iUXkJCWCkCuVXnzLajoh9NjjtqEvLS7dxGHd+3FXluLyWJh9mU/Z861vwq1SUIXEBunBOkNdfYO/bwa3HeFcNz0C84FAlvxJVEUfDbt2sP/fn0tlVYLV4M22qBm3WVOLQhYgQW0sJpQx2ur7uOv55zD16+8BkCvPnkA1FZF54yaED6sWqV8TzPvx6Sv5q5P32XYzGmhNUroEtQW9Yb6+g4/hjbe1kl/33STy4CJ4xg8dRLuJoUB8ffBpaHerv2bquKBjz+unBub+jaWxOarb4WOkZAWuLr29JuvJSEtldKDBfzvocfJtSifawtqlA4XmUkX2kV9dTUPnH4+7zzwCAAnXn4J2UMGhtgqIdiYNMfdseqJo05x+MaYmKOqWLYFo7G54qujrp5lTzyrHWuUymLQqauq5qL7/k5qbR1v+R23S7t78JgPmFB23wXgwYmDupk2aisUJ62uHozWzLoQPpSWwk5FtJsM4wbiEhO46C9/JC5R1i5GG76EfCeC9LrgaNA0/awwcrYic73uw08CfLwE6cHng0cW8cWLr3Joxy4AliyBI6UxxMeUMmXo1hBbFz2oFXOVisNFvHnPAzx45kV8+9oScizeDQs6JSkarf5egvQupKa8gm//u4RNn32JIcbI+Xf/PmDOQoh8OltJ93f45k63wDUP8lcvfS9gXl6naxblCF2EOnMo7e6dRAfUANtgfNwc5g5fSG7xEFiB8rVNOW+rKA/4sWjNrAvhhdryvmvp7ynavZeEtFTOvO2m0BolBB1TGFXSm3bNqXz54r8DdrfLutXg881/3uTDR5/W7jc2wqtvJANwwtDPQ2RV9JHQS6mk7/z+B/5+3i94YP4FrF76Hm6ni+REF73M+wBl/RpEr0isRIzdwDsPPEK9rYa+Y0Yy46JzQ22OEERi45T2JkcHK+lul4uGeiXAD5bjdjmdyndHAwuefI6XbTVMe/oFpj39AnNeX8rdwN3AG8AiWihOCkFBnUmXdvdO4gGWAUvghD4XMW/ElSRuSfcF6UuU83VNnHS0ZtaF8EIN0qdOcbPknr/hdruZfM4CBk2eGFrDhKCiJuQdnamkB0mDpmnXHMCWFd9StHsvVcW+XTKNUknvFl562YTLbaRP8k6OOy7U1kQHaiW9uqSUwzt342r06SlNVzYMUu7oQ70rBbfb3WyzQrQgQXo3UF1SqmXeTrv5WpIzM0JskRAstDm1DlbSIXhz6eqcmhqcrP94OSn19ZwLTHtmMdOeWcyM5//FPcA9wLlABi2M+QpBod7b7m6K77zegKCQ6M2u15SVNztnt9VoCSqQmXShe/juO+X7lClw8KfNrHrzHQB+9qc7MHpXYwmRj6+S3nFfbw9aJV3x9Y12X2v7ly++CkBV8RHtmFTSu4cD++rZUXUKADffHGJjooSEXkqQbitt7uuPV6Y7KKwdBygbFtoi1ByJSJDeTXz/1rvsW78Js9XKuX/8XajNEYKE1u4ejBY4S+dml1XH/fWrr7Np+Qo+evI5rgNsgKdJm7sbqManRC4EH63dXSrpQSM+TXXcZc3OeTweav1a3Oulki50A9u2QWUlWK0wdix8+NjTVBYfIb1vb+Zcc0WozROChNY118Iml7YSrIS82jWnrvrdt26jJmRW7ZfAlJn07sFeU8O6sgsBuOACyMwMsUFRgFpJbykhrwXpdWOA6O6akyC9m/B4PCy55wGcjY2MnH08OUNlVUOkE2M2ofdqDHSqBU4Tk4nrlD2q4972zSpevuX3VBYfoQS4FtB5Auvleu/xkqYPIgQNaXcPLnGJiVq3iK28osVraisqtdvR7LiF8MHj8am8T5umJF3fuf8fgCIYmzVoQAitE4JFrLdFvTOV9GCru69f9ilL/vw3Xr71Tu2c/3ugBOndQ6PdwWHbIAprRxMbC9deG2qLIh91Jr26LDAhbzajjRQU1o0Folt/RoL0bqR4735tHZYE6ZGPWkUHaLSHj+P2n90BeBPYevw03AYDAI3AWyijvELXoam7J4i6ezBISFP2FNdVVzd7jav4f0CNViEZIfxQ59LVWcmfvviaLSu+xRBjZML8eaEzTAgaaiW9oVOVdCWZ32l199gY7fG+f+t/2Pyqjf7aHM6Glt8nheBjr6lhfdkFgBKke5eMCB2ktUr6pEnKv215tYWqhlxA+UwQrUiQ3s0U790PQNbA/qE1ROg0auXbUVePx9Pxye7gtcCpQbqz2bmnT5lNgyUOD0r7u7S5dz3annSrBOnBQM2sN51R06EIIL4BzHnjbU0k8bL1m0QgUegWmgbpADu++x6AzIH9ut8goV20ZemJKZiV9M4Kx6m+3tk8CPfX4nC7XJ16HqHt1NfUsLt6NkVHjGRlwfnnh9qiyEYTjmvi79VW90070lC9eq1U0oVgUbR7LwCZEqRHPMGYR4fgOW5N3b2FKuO/HnuaZ0+bQ4nRyDVIm3t3oLa76w2GTv/fCj6nbWuSWfcAmShCiOd8+oUmknj9/nwRSBS6hTVrwOWCfv0gJ0c5VrRHWRGUNVDa3cOdm26C9evh97+HgQNbvia8ZtKVIN3ZQkK+YMu2Tj220DHstlrcGHn93WwAfv3rEBsUweiNBuJTlc65ppV0NUj/cUOCdiyaR9skSO9m1Eq6ZNcjn9gg7E2FYO5O9TrulrLrlVXc8uY7ZDqdvNWpZxHaSqPdoXU1yK70zqM57Rbm0VWBxKb6riKQKHQHNTWwSdHtYto05XuxN0hPzcsRlfcw57zzYNw4uP9+2L0b1q6FO+6AAX75FV9SPvSjbUdLyJcXHuapX17DQ2f/vFPPIbQPNSn/3hf9sduVuempU0NsVIQSn6L4epfTGVAl1+lgxgzl9qrVRu24BOlC0FAdd1perpaZFSITUxCcNoDdm103d8Jx6w0GTcSupXZ3ITSojvuu5f/jzNsltd4ZtD3Ftc0rWapAYlOHJgKJQnehrmJTP0TWlFdQW1GJXq8ns3/f0BkmHJNzzoGFC+GTT8DphAkT4G9/gz174Icf4PbbISNZSQ52qpLu3ZNuDla7eyvaHPvWb9I+awrdg+rrUwZN5t0PlSqvrGPrGJbkJEAJvv1Xq40cCcnJYLPBuh99r30J0oWgUVtRqbVrZojjjmhitZn0jjtt8AUdienpHX4MNbMOrTtuofup9zpugIkiINUpYsxKNbLR4Wjx/JvA55npIpAohISW5tLVlnfpnAtvysvhxRfh1FMhKwuuugo++0wZYZg0CR58EK4beyk/H/Arrl1YSZ8+HXue7mh3F0JDvU1JwMy46DxqBz8EwM9+5ht/EdpOrOrr7YG+fuZM5fuqVVBd5quwS5AuBBWt5X2AzKVHMsFofwPY88M6AMadejLJmRkdegzVaQM4JUgPG+xexw1Ku3ZaXm4IrYlsYkwtO25//tg7VwQShZCgBukTJihrgsDXOSe+PnIoK4MXXoC5c5WA/dpr4csVetwePVmWbdx/r538fPj+e7j1Vujdu+2PrbbupublEJeYcIyrW+do7e5CaLD7JeSr9OP4YX08MTGyjq0jaL6+SUJenUf/9luoLa/UjssKNiGoHPEG6en9O5iOFcICU5Bm0nevWcvuH9ZhjI3llGuu6NBjGP2CdLdTFF3DhfjU5ID7fceNCo0hUcCxKukAu4pKWP6nO7AlJ4lAotCt5OfDoUMQE6NUX8FPPG6QBOmRSGkpPPccnPWzZJ7f/j7LC3/Ll1+C2w1TpsA//gEHDiijDr/5DeTlHf3xDm3fxeFdezBbrcy+rOMz44ZjtLsL3Y+6clVl2WrlTeCaa0AkKdpHTCuVdP8g3VFXh7OhAZBKuhBk1BeUKD5HNlolva5zQTrAp88sBmDsvJM69PNqZl190xLCg+SszID7fcdIkN5RYr3lyaNV0ssKCvnt2+8zKDlJBBKFbqdpy3vpgQIAUnKyQ2SREAxi4+Koc6Wy5uBpnHSS0sJ8ww3w1VdKwD59Ojz6KBw8qAQQN9/ccpuzx+Ph46eeB2DmpRd0uJpuPMq6VSE0NPVLhe7TOHAAMjLgootCZFSE0lIlvXdv6NNH0YxYvVo5tmv1j1SXlHJkX34ozOwWJEgPAQ12pT1a/dApRCbaTHonK+kAB39S1qZYEhMxx7d/r7ZvRk0y6+HEF4tfAeDg1u0A9B0rQXpHiTHFAtBoP/p4yc5VayjZf6A7TBKEAJoG6Q3eGWTx9ZFN000uxcXw9NMwezbk5ior3L7+Wrl2xgx4/HElYP/6a7jxRqVtXuWnL76mvPAwJouFnCGDOmSPwehNyou/DxuaJlx6jx7DokXKbRGQax8tdc2pVfR160CVgVp8w23cN+/cTutChTMSpIcANeOmvhCFyMTkVecPRiW9ob5em1dLzs46xtXNkcx6ePLpsy/y2EW/4l+//j8AcoYMInf4kBBbFZm0pd1dEEJJsyDdm1CKkU0uEY26ycXRgq8vKoKnnoJZs5SA/eablWq6Xq8IXT35JBQWwooVcP31kJkJpQc712Eh7e7hx3evvUVZQSHvPfwEjQ4H1pRk3vkkh7o6RadC3fogHJsYtWvOT+/Jv9VdxePxRP3fgATpIcAXpIvjjmRiveMKnRWOU6k4VARASgeCdBGSCU8a7Q4ObtlGZVExu1b/iMFo5LoXnpKKegdoi3CcIISS9evBbof0dBg0yPdalUp6ZNO0kt4ahw4pQfnMmcp8+m9+oyhR6/VKEL9okXLNTaf8nTGpb9NvSGKH7JGkfPhRcbiI+0/7GV+98prWGTnrmt/y39eUMEuq6W2npXb3loL0noAE6SFA2t2jA3XPfbBabSqL1CA98xhXNsdg9DptpzjtcOWlX9/B3rUbiEtM4JrnH2fgpPGhNimiMEolXQhzGhqUvdqgVNPVBG6MKEdFNB3RnyksVNrep09XZmlvvVVRhNfrYWS/A5yS8zBvPPgGy5fD1VdDr15tt0fToJGkfFjy0ZPP0VBvZ/jM6RxOvgOAc889trCgoNC0ay45GUZ56xrffRcio0KEBOkhoFFrgRPHHcmYglxJL1cr6TnS7h6NOGrr+Od1t7Bz1RpMFgtXPfMoQ6dPCbVZEYNU0oVIQG15nzHD9yEzxmxCp9OF0CqhM3R2k8vBg4qw3LRp0LcvPP6vYRTVDUev93DyyYqC/OHD8OmncOWVkJZ29MeTdvfwZu/aDfzzuluw19ZiHXomO4uGYjQq4w7CsWnq66dNU5JbO3fCkSOhtKz7kSA9BGhzapJdj1jiEhM0gbeGIFXSKw53vt1dMuvhTUO9ncU3/o4tK74lxmziF3+/D6O8D7QJTd1dKulCGOM/l+4vcigaNJFL7FFm0tvLgQPw5NMW/rv3RR76/Eluvx3WrgWjEebMgX/+U5lz/+QTWLgQUlObP4Yk5cOfvWs38OyVN1NXXc02h7Ja9+qrQRpoj03TSnpPbXUHCdJDgsypRTZ5I4Zx9xfva1VQR5Aq6ZWHi4GOBumSWY8UnA0NvHzL76kpryAuIZ6sgf1CbVJEoDruhmOouwtCKFm1Svk+ahRYTP5Buvj7SGTItOMYM2c2EET9GW9C3pM8mocfhkmTYOBA+L//U9SrjUaYOxdeeEEJ2Jctg8svV9p+wU+DRsbbwpqDP23l6StuYFP+SKoasklLg0suCbVV4Y9awFR9vQTpQreitbuL045ITvzVpQFdEB1tgWtK54TjJLMeSbicTg7v2gNA9uCBIbYmMpB2dyESKCmBXbuU21Om+AnFSsdMxJGSk8WVTz/CkGmTgeDpz1QVHcHtdhNjMhGflgLA3r3w4IMwcSIMHgx33gkbN0JMDJx2Grz0krL67cNlMCrtY0z6aknKRwCHd+5mw6dfsaHsZwBcc02IDYoAtK45u4PYWJis/PlJkC50Dw1qJV3WskQcSZnpjD55VsCxYKxgA192PSE9TduD2laMou4ecahBetYgCdLbQkuKr4IQjvi3vGtCseLvI44ZF54X4IuDVUl3OZ1Ul5QCkJLdfA3b7t3wwAMwbhwMGQJ/+IMSsMfGwumnwal593HtsPm8+V8bv/gFJHZMJF7oJg7v3MNPFQt4Z/WpnH56qK0Jf/zb3SdOVEYEjhzxJT97EhKkh4BGUXyNWKace2azADpYlfSa8goa7Q70ej1JWRnt+ll1D6+0AkcORbv3ApA9eECILYkMVMftlEq6EOYEzKX7iccJkUOM2cSU884MOBYs/RnwH287+jaXXbvg/vuVgH3YMLj3r7GU2gdg0Ds5/TQ3r7yiBDD/+5/SSp2QEDQThSBRtHsPDnci66qvobQ01NaEP0a/rrme3OoOEqSHBHHakYu6NmvLCt87RjDEZFQ6Kh6nrYgJUqZf6HrUIF0q6cdGp9djjI0FpJIuhD9qkD5lCrjstYBo0EQaI2YdjyUpMaDFvbGhIWiPX3HoMNA+X79jB/zjiSRe2f0fXtz2CnffDVu3gskEZ54J//63ErC/8w5cfLGIlIULh72+PiU7C3NCfIitCX+0hLzDF6T3tNVrKhKkhwC12mkwGtvd1iyEDp1OR+7woQB8+eKr2vF6my1oz6EG6antXMOmtlI2SiU9YlCD9KTMdOKkX/Go+HcdSZAuhDtbtkBVlVLVTI3dDYgGTaTRe+RwANZ+8Il2rFfv4C261hLyHfT1RVU53HsvjBypiBT++c+wfbsSmJ99tjLDLs2a4YHdVkNlkdI5kTVQOueOhervnQ47M2Yox775JoQGhRAJ0kNAo1+1M0bm1CKG1Nwc4hLiaXQ4yN+8hcU3/o7X77qPmrKKoD2H2gKX3N5KuvcDoCNIrfdC1+OoraO8UKmmSMv70fHvOhLhOCHc8Xh8Ku99krYB0jkXaeR5E/IHN29l/UefAbD2w0+O9iPtokJtd29vkO719f5jdlu2wD33wPDhMGYM/OUvyu71qqqgmSt0EhGKbTtqkJ6XUUlaGtTVwfr1ITYqREgZNwS4nE5cTicGo5EYkwm7rSbUJgltIHf4EEB5s3U7XWz9KvhDMuXS7t6jOLxrD6m52eQMHcTetRtCbU7Y4i8a5/F4QmyNIByblSvh1FOhb+ouDtql3T3SyB2h+PuCbTv48YOP+OCRRVo1NBho21yyguvrN29WvoTwomjXXobPnE72EAnSj4XaLTJ2eBkA338PPXXboFTSQ4TasimOO3JQW90Lt+3ssueo7Gh2XW13lyA9oijcrryWcocNDbEl4Y2/2qsgRALqXHr/DKWCJu3ukUNqbjaWxEScjY0U79mH2+kKaoAOnW93D5ZgrdA9HNqpSJPnDB0cYkvCHzUpP36U0grSU1vdQYL0kKHtTpV294hBbX8r2Lajy55DE5PJOrria1Okkh6ZFHpfS2qXhtAysiNdiDTWrAGXC9ITK7AaS4iNk3b3SEFNyB/etQdXF5Xw1CDdkpSIyWJp889pvl70ZyIKtbiTM3QQOr2EXkdD9fcTxyqimz1VNA4kSA8ZajAVK3NqEYMaSHVlJV113MnZmeh0ujb/nPo6kux6ZFGwVQnSswYOwBATE2JrwheppAuRhs3mazvOsfwklfQIQk3IF27tuoS8o7aOuupqoH3VdDXZIwn5yOLI/gM01NsxWSyk9+0danPCmhiziXjjEfr2bsTl8ul79EQkSA8Rqgp3tDrurEEDmHnJBegNhlCbEhSSMtNJSEvF5XRqAiBdQVVxCW63mxiTCWtqcpt/TrLrkUllUTG1FZUYYowiHncU1LEgqaQLkYTa8p5t2RywoUAIb3JHdH3XHPjm0pOPsSvdH1/XnCTkIwmP282hHUrLu9qpIbRMjMlEjmUTABs2QE0Plu2SID1ERPuu9FE3ncCGUcvJOjs6RDLUmeHivftxdmE1z+V0Ul1SCkBKdnabf07a3SOXAq3lXRx3axhNUkkXIg81SM+1bIpa/Zneo0bwu3f+w7Djp4balKChVdK7OkjvgFCs+PrIRfX1eeLrW0Wn0xFjNpFr3QjAt8HXZ44oJEgPEWrFMyodtxW+qXoTm6Oc4hH7wBpqgzpPntbq3rVOG/xUX9vRAhcTJ+3ukYoqHieOu3W0dneppAsRhBqkZ5h3YE2Ijq6ypow6cSZZgwYw7tRTQm1KUEhM76V1zR3a2XVdc+Dz9ant8fXqe6EE6RGHOj4hGjStYzTFApBrkSAdOhCkz5w5k/fee4/CwkI8Hg9nnXVWwHmr1cqTTz7JwYMHqaurY8uWLVxzzTUB15hMJp566ilKS0ux2Wy89dZbZGRkdO43iTAa69VKehQG6fOhwa04EJfeCfNDbE8Q0NrfunBGTaVSza63QzxOsuuRS9GuvQD0kjm1VhHhuO5HfH3n2bcPyirjMOidDO1fGWpzuoS4xAQArCnJoTUkSKgdTUf25Xdp1xz4bXPpQCXdIQn5iMO3zUWC9NaIMZmI1dfSy6wkyHqyaBx0IEi3Wq1s3LiRG264ocXzjzzyCKeeeiqXXnopw4cP57HHHuOpp57ijDPO0K559NFHOeOMMzj//POZNWsWOTk5vP322x3/LSKQqK2kjwRGgAe3cl/ngRHe4xGM1v62vetE41Q6sppFVrBFLupqn+TMnhO8tBcRjut+xNcHh807UwEY3v9wiC3pGszxSqtcfGpKiC0JDnndmJAv14Ri2+/rJSEfeZQeKAC8iv7Wtiv69yRizCayLZvR69zs3QuHo/Nts80Y2/sDH3/8MR9//HGr56dPn87LL7/MV199BcA///lPrrnmGiZPnsz7779PYmIiCxcu5Oc//zlffvklAFdccQXbt29nypQprF69utljxsbGYvITXUlISGiv2WGHMxpn0q3AAsAD+AuTe7zH9wO13W9WZ7GmJJPsrWof2r6ry5+vvAPt7mqyR7LrkUdlcQmgiBMKLRMjM+ndTih8fTSyaVsSsycXMrR3YahN6RLivJ/H4lOiJEgP89E2kwjHRSyOujrqq23EJSaQlJHOkX35oTYp7IgxmbRW9568H10l6DPpK1eu5MwzzyQnJweA2bNnM2TIED799FMAJk6cSGxsLMuXL9d+ZseOHeTn5zNt2rQWH/P3v/891dXV2ldhYeQ7OzULGlVB+nzARGCAjve+iYhte1dbk47sy8dRV9flz6e1wGWJmExPoOqIEqSbLBatKiUEIuru4UdX+PrY2FgSEhICviKddZvjARiUHZ0fyOMSlN8vWirpart7Vyu7A1R4y4SJ6b0wGNtWM4uRSnpEU1l8BIDkLOmca4kYs4lcr7J7T59Hhy4I0m+66Sa2bt1KYWEhDQ0NfPzxx9xwww18402JZGVl4XA4qKqqCvi54uJisloJSh544AESExO1r9zc3GCb3e1EXbu7DqgBtkHcugTmDl/I3OELmZZxDqxQjlND8wA+AlDb37ojsw6dbHeXFWwRh9PhoLZSeT9Mkpb3FpF29/CjK3x9NCbkN/1kwumOISGulsGDQ21N8DF7g/TYOLPmhyIVa0qyNh/eHV1zteWVNDoc6PV6ktoYtImvj2yqvUn5pAzpnGsJizWWLMsWQIJ06EC7+7G46aabmDp1KmeccQb5+fmccMIJLFq0iEOHDvH555936DEbGhpoaGgIsqWhRa0IxUS4U9PwAMuUm2kjcpg34koAbGXlrFrxTujsCgK53TiPDr4g3ZKUiMliOWb13hgbq+2jlxa4yKSq+AjW5CTGzDkR4/x5fPr0C7iczlCbFTaIcFz40RW+/oEHHuCRRx7R7ickJER8oF5na6C4fhi51s1Mmwa7uj7261ZU4ThQqunlhZE7RKp2zZXsP9AtXXMej4fKw8Wk9+tDSlYm5QWHjvkzsic9svGNt0lCviXGjnUTo3dQ64hn+/YevCDdS1Ar6Wazmfvvv59bb72VDz74gM2bN7No0SLeeOMNbrvtNgCKioowmUwkJSUF/GxmZiZFRUXBNCes0fakm6Ko3d1LnF+LojU5CZ0uAsvnfqiOu2Bb9wTpjto66qqrAUjOPrbCu/+GgAbJrkckasv7qTdcxSlXXRY164yChW8Fm7y+w4Gu8vUNDQ3YbLaAr0inwW7ncN1oAKZPD7ExXYD/iI41wufSNdG4buqaA//Ouew2Xa92X0q7e2RS5W13n7jgVO5f/QUTF5waYovCi8mTlNf13tJBIbYkPAhqkB4TE0NsbCxutzvguMvlQq9Xnmrt2rU0NDRw8skna+eHDBlC3759WbVqVTDNCWtUFe6oaXf3Q21/A9AbDKT1zo24NriEXmkYY2Mxx1tJ967G6q52d2ifoIzJ+2/rbGzE7XR1qV1C16DOqankDI3CvthOIMJx4YX4+rbTaHdwKEqDdL3BgNnqC9IjfS5dTch3q69XNWjaON7mU3eXSnokoibkM/r3xWSJY/z8uSG2KLyYNFZRl95T1D/EloQH7W53t1qtDBrky3D079+fsWPHUl5ezsGDB1mxYgUPP/ww9fX15OfnM2vWLH75y19y6623AlBdXc3ixYt55JFHKC8vp7q6mieffJKVK1f2GLVX8FU8o0o4zktcfHzA/d9/uISDW7bx2EW/CpFF7SM5M4O7lv+PI/vyWXLvgwCUFx6mrqq622yoPFxM7rAhbdqfGmuR9rdIp8rbAqeSPWRgiCwJT2JMsYC0u3cn4uuDQ6PdzqG6MQCMHAlJSdBkTD9iaSp0OXbuiaT3683Xr7weIovaz5g5J5KY3otv/7vETzSue7rmwK+SnnXsrjnwb3eX98JIpFlCfrBUjP2ZMFp5c9xR0DfEloQH7Q7SJ02axIoVK7T7jz76KAD/+te/uOKKK7jooot44IEH+M9//kNqair5+fn84Q9/4Nlnn9V+5pZbbsHtdrN06VJMJhOffPIJ119/fed/mwhCbduMtApzWzAnxjc71nvkcIwmk7Z6LpwZNGUSoGQ6+4wcDnTfPLqK5rjbEKSriR5pf4tcmgfp4rj9UbU7pJLefYivDw4Ndjt1rlQq7DmkmA8xdSp88kmorQoOcU3U9487S1nhUrxnPzu++z4UJrWbyx65H1Dm0MO9aw6kkh7pVDUJ0pMy07EkJXZrEShcGTIEUpIacbpj2VMgwnrQgSD9q6++OuqMcXFxMb/61dErpg6HgxtvvJEbb7yxvU8fNWjCcVE+k+5PUkY6ZQcLutma9lNd4guYRp8yG+jeGTVon+PWMut14rQjlaaOO7FXGvGpKdSUV4TIovBChOO6H/H1wUF9zR6uH0OK+RAzZkRRkN5CQh4gKb1XN1vSeab+7Cyg+7vmKg4pQnttSciDT4NGgvTIpLKopNmx7MED2fPj+hBYE14cf7zyvah+BPV1MroJXbCCTWgbDV7HPWjyRM6587ecdvO1WJOTjvFTkUFcQiuOOzMyMmM6vUG73W+cMktYuLWbg/Qi75xaW9rdvUG6BDCRizqnBmiq7tmDpeVdRWbShUhFfV9W59JbWREfkZjjW/b11pTI+ywzZs6JQAgS8l5fn5yd2SaR3VjZkx7R1Fc3TwBJ55yCGqQX1I4TX+9FgvQQ4a9SfPzFP+OUqy5jynlnhdCi4NGa446UvZAGY/MGk2533N529+Q27E6V9rfIR+2cANixUpnXFcftQ01EOaRbRIgw1A+b6lz6CSfGMefqX4TSpKDRWkI+MUJ8vbq61J/ubHUHqCo6gtvtJsZkOqbwniEmRvt8Iptcoocc8fWAL0g/VDdGik5eJEgPEWUFhbjdbpx++98T09NCaFHwaLUFLkIct8EY6LirS8uwlZZ1qw3q87VFLTdW2t8iHkddHY9eeAV/P+9SDm7eCoh4nD+SiBIiFbfLhdvloszRH4fLQqyhnjnnRceHcnW0zdXoDDgeKb5eHwYJeZfTSU1ZOQCJxxgT8NcwkvfCyOWTRf+k9EAB7zzwCCAJeYDMTBg8GNxupetIxjcVJEgPEeWFh/nb/Au458QFvPfwEwBYkhJDbFVwUB33li+/CTgeKe3uhpiYgPvdnVkHtFnkGJOpmYJuU7SZdMk8RjQFW7dzeOceDu/aA0i7uz8miwWQD6ZCZPLlS//hpy9Xsmmr4huH5oW/NktbUEVibWWBSexI8fXGmOZBenePtgHYvEF6fFrqUa+LlXWrUcGnz77IA/PPZ7tXXDFr0AB0+p4djs2YoXzPL86gwR2PQ3w9IEF6SCkrKKS+2kaddx+LJcpm0r97fSmPXng57//9SSBysutN2927O7MOyhyjvVbZFxmfmoI53spv3niJOdc2F2qSKmN0cWinEqRnDRzQYjtmT0TmMIVIZtnjz/DizbfzxWfKe/SA9L0htig4qAn5bd+sYuvX32mK7pHq66uOlGgBc3eiJuUTvEF6Wu88bWe7P771a+Lro4Gyg4U01NuJjTOTlpcTanNCysyZyvddh5TVa1JJV5AgPQxQlUQtidFRSVdn0uuqbRRs3UFZQSEQOdn1po47FJl1gJoyn+OedObplCUW8H3fd2FE4HUxEsBEFeUFhTjq6okxm+jVJy/U5oQFMpMuRAPffq20hfdO2tqi9kmkoXZ51VZUsviG23jjbmWdWWKvXm0SQQs1Tdvdu3vVqopWSfeOt925bAm3LnmZhF6BI5BqsrJRdqRHBR63m6I9SsKup7e8q/Poe44o/w7yeVZBgvQwQAvSo6bdXQnS7TU1gE+5OlKy63q/Frjaikr2rtsYEjvU7Hp8agoNhnqWrHsQm6MczgD8OuBNapAuQjJRgcfjoWi34rizpOVdEUvy/k1KBUmIZL5eUY/HoyMp9jD9hhx9jCkSUCvp9TbF19tKy3G7XBhijG3SUwk1zRLy20ITpPsn5P27p7IHDwi4TvRnoo/D3s65niweFx8P48crt/eXDwXAUV8XQovCBwnSw4DaSqXdPRpWsOl0Okze7Hq9zQb4gvRIya6rc2qbP/+K++adQ21FZUjsULPr1rQUdqb+QIPT65hNwHzfddICF30c3rkb6NmOW0V9fYO8xoXIprrKw5G6fgCcMCvm6BdHAKpIrOrr3S6X5rcioXPOX3/mh/8t49v/LgmJHTXlvkq6vzhc0005Pl8vCfloQfX1PbmSPmUKGAywfz/Ue5S2/4Y6eY2DBOlhQZ13b6I5IT7ixSNM8Vb03t/BblNmqiMtu662wDXU14fUGaofdupyKqlMKcbt8QrF6FFa3kcqdzXHLW9qUcPhXarjlkq62inibGgQsSQh4tlXqnwYnx4F+9KbVtIBqoojp3NO3eRSW1nF63/8i9a91t3YtEp6SkBSsqlOkejPRB+H1CC9B3fNqa3u334rr/GmRHZEGCXUVylZaL1e3+qO8UhBbXVvtDu09XIRl133Bukup/MYV3YtNeUV2OzlbEtaBZ4mJz3AAsAKqbnZANRWhOYDhhB81Ba4nuy4VWItUj0SooddhX0AmDQh8ueKtdE2/yBdHW/LzAiJTe1BHaMJta/3zaSnBlTSE5vMpKsaABLARA9F3m0uvfrkBSRoehKBQbpadJLXOEiQHha4nE7sNUrV2Zoc2XPpapKhvqYm4HgkzaWHS5BuKytj6fqHcOoaoOmUgA6l7f0MHf3GjQZgz9oN3Wyh0FWoa9jS8nIxWS0htia0yDiHEE1s3ZcFwMghNZhMobNjxAi47LLOPYY5QW13byFIjyBf7w55Ql5dwRZYSU/MCNyb3nuUohpbvC+/+4wTupTayirtbyariQZBT8BohKlTldv+lXRZwaYgQXqYEC3icXGJSvubf2YdoFqdS48Ex+2dU3M1hjhIL68gwZzGAMt4BtsnMXf4QuYOX0h/21hYAWyDxLg09DFGKouPUJp/MKT2CsGjrqqayuIjAGQP6tnVdLWSLsruQjRw4KCB2sZUYmI8TJwYGhuGDYP16+H555VgvaPExQfOpINfu3skdM15fb2zsTGkdqjt7vGpKQFJ2aT0wH/DwVMmAbB7zdruM07ocnqyeNzYsYpwXEUFbN0qnXNNifwdIFFCXVU1qbnZkR+kq5n1alvA8aojpUCEOO4wqaTXllVw+dj7mPbaPbj37Uev6Aty4CcL275Rbp80KIHEun/w8OiRoTNU6BIO79pDcmYGWUMGsn/j5lCbEzJkRk2IJuqqbByqG83gpK+YPh1Wrux+G7Zvh48+grPOgsWLYcYMcLvb9xj+IrEttrtHQkJeq6SHVuui1jsLbzAaSc7K1I4npPva3RMz0sno3xe3y8WeH9d3u41C13F4526GHT+1R4rHqa3u330HHo9/u7uou4ME6WFDXZUSgTUVCok0WhKSgUgTk/E67lBX0svKQacjpa6OwTt2Y9i+CwB/vSHX3nz29OvLrh/XhcZIocs4vHM3w4+f1iOz6/6YLEplSTLrQjRQV1kVEKSHihtugBNPVFpNb7gBnnyyfT/vLxLr7+8jqmsuTBLyLqeTuqpqLEmJmsYMQFK6r9190OQJABRs29GsU1GIbNTxtp6oQeM/j240mbT3FPH3CtLuHiZo7e6JkVFJz+jfl5OvugxjbGzAcVXYxB7BM+l6r+JrqB13TXkF6HR8+ec7sZtNeJqsr3MDjfFWlt95G7u+/zE0RgpdxmFRfQX8ZtQksy5EAXXV1RyqU3REZswInR2FhXD77crt+++HPn3a9/P+IrEuv3bxyPL13iA9xAl58InHpeXlasfivXvTDUYjx52l7F3ds0YS8tGGpvDeA7e5+AfpJovfulW7BOkgQXrYEGkz6UOvmsKaAe8z7JrAPTLqTHqzSnoEOe5wya7XV9twNjZSn5bK29f+Cp0nUOJdDyy/63Zef/FVKouKQ2Ok0GX05Oy6P7IbWIgm6qqqOWIfSqPLQEYGDAzhn/fzz8NXXykzoc891/I1ucOGcP/qz5l5yQUBx31dc01G27xdc3EJ8WGvVm1U1d1DPJMOaOvf0vJytGN6vZ7k7Ewue+R+hkw9DmdDA+uWfRoqE4Uu4si+fFyNTiyJiSRHwFaEYDFwIGRlgcMBP/7oP9pmx9Pe+ZsoRYL0MKHW2+5ujYR2dyusbnwfm6OcXRk/gNV3SptJb+a4FRGsSAjSjWEiHAc+x33w/HPYdfIs3Aalyu82GNh5ymz+tnYD3/z7jVCaKHQRR/YqjjsuMSFgTrGnYbKIursQPdRWVuPymCio6A8Q0pZ3jweuugrsdjj1VLj00ubXDDxuAiaLhZOu/CV6r/+BlpXdQel4UY+FuwaNPkwS8uCrpKf6BekAC5/6OyNPnEmj3cGLN93OoR27QmGe0IW4Ghs5sl9R7O9Jc+lqFf2HH5RAXTa5NEeC9DAhoirp86HRo+x4bXQ7MF3oi9K17Hp1y5X0uMSEgD2g4Ug4Oe66SiV5Y06IZ/ldt9NgicMDNFgs/Npk4rvXl4bWQKHLcDmdFO/bD/Qsx90UqaQL0YTq6wtqFLHPUAbpALt2wZ//rNx+7DFoIihOjFnZE5fYK02bi4bWE/IQOZ1z4dI1B1BbUQnQrJKaNbA/jrp6Xrjht+xYuToElgndgdY514Na3v1b3cE/IS++XkWC9DCh3uu448I9SB8JjAAPSiuK2+PC0adWOU7rM+mO2jrstcou+HAXlDHEhI/jVj/QAdSnpbL8T3dQl5bKPUMH8fGHn4TQMqE7KOpBLe96o4FJZ55OSnZWwHGtBU5m0oUoQH1PL24YD4Q+SAf4+9+VlWxpaUqg7k+s2ZdUnzB/nnZbTcjbbbXNHk8Vj0sK89bdcNmTDr7XhX+3AoC9tpZ/XneLrF2LcjQNmh6UkPdXdgdfQl70Z3xIkB4m1FYqb9DWpDBud7cCCwBP0xM65bi1dXV3gGp1DVu4B+nh5LibrLL73XvL6Ge18KCsYOkRqIIyOT0gu37cmadz8V/v4o73Xg84rjluya4LUYC6yaXUrey8HjUKQq0X63TClVeCywU//zmcfrrvnP9c+eiTZ2M0KZX1qKika3vSw8DX+yXkAfZv3MzOVWt47qqb2bduY4isErqLQz1IKFan0/HbV/7KsGHK/aZBulTSfUiQHiZERLv7fMAE6Jqe8CjH54M58SiOW13DFuZzamol3RkGYjL1TRx3ReFhSg8UhMgaobvpSdn13qNHsKFgOX9dfi6M8B2XmXQhmrDbanC7XNQ509i3T49eD1OmhNoqWLcO/vEP5fazz4I3305MnEm7xhxvZcQJSuk/rpWZdIggXx9G7e5Ng/SfPv+K567+NQc2bw2RRUJ3ovr6jP59teRRtJKclcnME5SOka3bDFQo0kvi61tAgvQwQduTHq5Bug6oAbYBK+DEAZcyd/hCjkuez9zhC8llCNSAOV7ZaWyvbsFxR0p2PZwq6U0ct2QYexbqnFp6vz5R77iLD+9jyboHsTnK0Z2l0wQpfe3u4riFyMfj8VDv7ZD6cYPiL8Oh5R3gnntg927o3RseeEA5pra7qzarLe+qcJw9oivpXiFW8fVCN5KYCMcdF3isqriEuupqDEYjmQP6hcSu7iLGbCLXqnSHbN7le48QX98cCdLDBPUN2pwQj04fhv8tHmAZsARYAaeOupp5I66ELz3MG3El18x5AsOnRiwJSpKhvibyg/SwyK5XN3Xc8ubVk6gqLqGuqmc47h2pq2lwKq9vT6xH6dxBFF+F6EP19xu3KeNtodyX7k99PVx9tXL7hhsUu9S/P3X11/CZ04hLTPAbbWs+kx4pvj6sRGKbBenyfheNGAzw5pvw9ddw0UWB5w7v7BkaNLFxceRaNgGQXz404DjIa9+fMIwGeyZqMKbX67U2snBFbzRoa8q2fr2S6pJSrMlJDJ0xtdW1LBCJjtsVYkuaO26Zy+15HOoJLe8j4Yg5H7fH+zenQ2l5HwmxovgqRBnq+/rWvcpqxalTIVxy819+CS+8oNx+4QWwWBXD8jf+xOFdezDGxjL65Nl+vv4oo21h7uvDad2q2k2p4pBqYlQSEwN1dWA2w2uvwV13+c71lPG2pBQTGXHbASgz+DKU4uubEyZuQXA7XdhrlIx02La8e4kx+WbUGmpqmXzrncz/7R+4P87M8c//i2lPv8Bt5eXcDbwBLEL5zB0pu9J9jjv0M+n+Qbrb5cLpcITQGiEUqArvOUOj1HG3JkjpUY47YxoA+dAqRA+13oDscEU21dXK/PeoUSE2yo/bboPDh2HYMDhj8hcANNjtrPNuFJkwf65WTLAfJSGf0Cu1mVp5OBFOlfT6JiKxUk2MTux2+NnPlI0KAPfeC6++CiZTzxGKnTjRhUHnoqaxF5Y+vlkfn7q7vPZVJEgPI2orw3wu3Yv6h+R2uWhsbES3Zz+DP/+Ksz5ezrRnFjPtmcXc5XRxD3AukIHyebupmEzWoAEsXPR38kYMbelpQobeqHyoCI/sui9Il+xiz+TAT9sAGDBxXKvXGGNju8maLqA1QUqdcvyLolcB+dAqRA++8bYkvv9eORYuc+kAVVVKuzvAnFGf0cu8i0a7nfXLPgNg4HETyOjXF2i5kl5TXoGr0YneYCA+LRVQBLHMYdYlGF6jbU2DdPH30YrbDb/7nTJa4nTCpZfC8uXgKFGqy3kjhqHTNVNojhomT1BWrBXUjiMhLY1k76pGbSZdfL2GBOlhhNrybkkO4zVs+IRkGuyKE7nMZsNhNuFp8qbiBqqB6733fdn1NHR6PZPOOI2GAfWUXlAQoOYcasLKcQcE6fLG1RPZtfpHQHHcLSXwJiyYx4Nrv2LsvJO727TO4ydIOdZ0MnOHL9S+JiWdDjv0JJjTcHvc8voXogb1fT0uKZGVK5Vj4RSkA7zzDixdCga9i7k5D+BqqKficBF7125Ar9dryfaW9qR73G6qS30rV3v17c0d773O5Y880K2/w7EIJ1/vamwM2A8t73fRzz//CaeeCpWVys7wt17cidW1FWtKMjlDBze7XqfXc+KvLqXfuDHdb2wQmTBGSUgdqlN+j1OuvQIAk0UR0pQElQ8J0sOI+khYwwbEeLNdjXal9boEeHT6FHSewH5VPXCt9zyArawcl9OJwWgkPjUFY2osS9Y9iJ1aOANNzTnUhJPjlkq6UH2khKLde9Hr9QyaMqnZ+fTT+3DPB/MxTYpr4afDHD9ByqlpZzJvxJXEfm/mhN4XcfEpd3HFjAc4d9xt6HV6Gurk9S9EB+r7ujU5KWyDdIAbb4T6RgtZlm384rxDgE9ATqWlSjr4kvLJmelkDRwAQP8JY8Kq/V1dtxoOo20g/r4n8vnnMG0a7N0LAwfCL4bdQG/rDwyZPrnZtWPnnsSCW27grNt/HQJLg4NeD2OGKTvX9pUPw+12M+1nZ3PqjVdrlXT/ZFVPR4L0MEJrd08M7yC9pZaUx3ftYdfJs3B7HXAj8BaKGLyKx+3GVlYOQGJGL9YbPtPUnNU96y0xZNpxWjtMd6Cuugq3tSySWe+57Fz1A6D8LfgTlxXPV+WvYXOUsz5medgkujqCKhqzb8MmXrzpdzQ6HIw68QRtd6qjXhy3EB3U+SXkV69W2l8HDoTMzBAb1oSiIli+7yoAfntTKf37w6ZPvwgYBWtJJBYCx9usKUp3oDE2lvS+vbvY6rYTTgl5CPT3Eqj0HLZvhylT4LvvwGKyc26/W7ji8uavyRGzFJG1+LSU7jYxaIweDdY4Jw6XhU+X7mbpfQ8DMOeaKxg2YyogCSp/JEgPI/yz6+GM1u7u94d0ZP8BXrnwXBoscXgAG742d39Ux60frSO/4SefmrMeTc3ZnwETx3HN80/w27dfDfav0Sqq43aGaCZdhyK29wbw+/p6pjz5HNOefoGT//NmMzE+oWewc9UaAAY3qaTHXmChwaUkb5w0tJroigS0Vre6evau3cCrv7sLt8u3YUEq6UK0UOenP1NdDZs3K8enTQuhUa2wtfpsDtRMxBLn4bnnlGLCjpWrtfPHqqQnZaRjTU7Wjh9Nufr8u/+PX/7jr91WbVd9vTsM9GdAKuk9mdJSOPlkWPquBYPOxS9mvs7DfzegTpHq9HotiI2LDy9th/Zw/PHK98N1o7HXOfh+ybt89ORzAMQlKmsdpSDlQ4L0MEKbSQ/3dndzYLu7yldffcfyP91BpdXKNfja3P2pOlKCzV7OoSF7mp/0qjn7VwOHTp/ChoLlPPT1xSSckBqsX+GoaI47RNl1D5CJIrp3DzDj+X8x7ZnFnPbOB83E+ISeQdGevQAkpfttRhgJValHtESXB3eLia5IQVN29TroLV9+w1v3Pggo1bpGu3xoFaKDuiajbeHa8q7T6Ygxm1l+6A7q62HOHLj8cl/Lu6vR2exzgEq1N0hPzEgnPjVZO95akB6flsLUn53F2LknMfC4CUH9PVrDEEbrVqFJkC4K1z0OhwN+dk4dK/ZfDMBtv3WxdClYLNBn9AisKckAmOKtESsst3kzfPbDKHZVz9Ze48uf/xff/OdN7RpJUPkwhtoAwUddZWQE6aa4QOE4lW//uwRbaRl7zCZstc3FZACqjhxh6fqHcOtbCIC9as7MB7x/r6YMqzK33liDcVYMrAVafuigoam7h7AF7jrgJCCJwExaUzE+oWegOq0YswmdXo8nzq0ktNARkK5RE1376fK/k2CjtrX7fzhd/fb7lB8qoqG+Ho9H0lJCdNBSkH7ddTBjxtF+qvuJMSvrVisbenPvX4w8cL+TRx6BMeNXsGv1j5TsP9Dqz/pX0v3fonJaCdL9j486cSa7vv8hCL/B0TGE0bpV8BVqXI3OsGnBF7qfZRsWUGcYyimZf+acczx8/TU88s5Y7bxeryfWEoejNvJGIr7+GhZ/chaTz15AQ/3T2vH/PfgYeoOBQZMnkr9xcwgtDC8kSA8jfI47PNvd4xITuODPd2LwtqI1bUnxeDxs+OTzoz5G1ZESEoan0dswnGFDfb19R/bls+Hj5ZCOElx4Y4/Nlq9oqFGex2VwBQTwXYUmJhNCJ1mCIrr3RpPjTcX4hJ6B/99ajNlEw/x6JaHVtJ+ihURXe9DpdKDT4XG7O25sB/HtSA384NEdH9YFoTtR96Srvl6tpE+cqOxLdrRcnO5WUrKzsCT7CgZ/f9jJeefCpEnwyMMNXHDBTUf9eW0mPSMdp18QnDV4QIvXZw327YYedfIs3v3bo12emDOEQULeH1U8WPQ3ejYN9Xa2V83jvw++zaN3b2LiRFg0fBnvH5pLiX0IoLS8R2KQDr7RNv996B6Ph7f/+vdQmRS2SJAeRjTNrocbE+bPwz3MydsbHsZZ0AD29rfbVBeX8vPxd1OUuI+sgf214+VJh9nwf8sDrtWN1rHHtla7H9DOu6Wjv8WxMRjDI7v+JnABcLZej8HtxqXT8Y7HEyDGJ/QMGu0O3G63kkGPM9NQU09mY3/GjjsJW2kZCb3SaLQ7+PKlfzdLdLUVvcHArUtextnYyOMX/apbK9c67+8F0uYpRD+qrzdZ4jDGxrJ3bwPFxYpw3IQJsGpVaO2LjYvj1iUva59FGurtOJ1w5ZXw449w/vlw1lnwv/+1/hiVfsJx/om31JxszAnx2JsIzmX7BenJmRn0Hj2CA5u60NED+jAVjpN2356NmpTfsieDKVPgo48NDB1SwYX9r+V/e+7iYMOJmBPiofhIh5+j98jhDJ56HCv+9Z8A7ZfuwOfrIzPJ0J3ITHoYEe5Bevb4gSxZ9yA2RzlL1j1IdV1Zux9DbYFTA3TVeafmZmOO9xtGt+LXzutHC3PrwSYcKukq1wH22Bg8QH1srLS592DUmWxTnAWWwSXj72HeiCsxr41n3ogrOW3MNbACZaXCMtotWtCrTx7FcftYvPe3xHbzOjfVaUNgdl0QohFHTa32wVgVSwqnufR+40YFfA5R33s2boSHHlKOPf00HK3pT/X1JouFtLzcgHP+AXlrx/qNG90R09tFOPl68AvS5T2wR6MmaWLj4ti3D264by75NZOINdRz3uA/MD7t9cDPyx3g3D/exvzfXNdsY0x3oG5yEV9/bCRIDyPq1Ba45PAM0n+K+1pbmeZw1rGm8f12P0bF4WLlhtvNSfc9zOm/+T3jH3qMaU+/wANWK3eDomCeAk995kHnPko7bxdhVOfUwsBxlwCPzJhKXVoqDx43XtrcezDaXHqcmcSMdHKHD8HtditjIigiSGf/3y1c+8KTGE2mdj9+r+F5WhKu4RR7t65zU9vfXE4nzoaG7ntiQQgBHo+n2TaXv/9dEWZ7/vlQWqYwYOL4gPsOv3Gbe++FHTsgJ8cXsLeE0+FoVngo3rsfaD6XrtPrtV3qGz/9AoC03JxO/Q5tIZzWrYIvSHeIunWPRq2kq8nr3hNn8c7+R/nwmyHodR5OzH6ch+6rYPy8WZr4YXvQ6fVkD1KSYinZ2cEzvI2Y4pq3uwstI0F6GKE5tMREdPrw+q9JmJXK9rJVmpK02+PikH5Xu5WkywsPKcGGToe1tIxRq3/kxFffYNozi/lN8RHuQVE0P7cQ+tgszBm5kBEczwjPDOYOX8iAmnGwDaihS3aQ+a9+cTWGh+Lrvd9+z/jBA3ng+x9DbYoQQvwd9/DjlVUsBzdvpeJQkZZQSpiVyn9K7qbfxaPa/filYwq0JJwnxt2t69xiWxCNE4RopiXxuOXLoZWNZt3KgInjAu77K7g7HHCVsjqdq6+GWbNaf5yS/IMB93etVnxYU4X3Xn3yFK2Neju7vH4utTuC9BCvW23KrtU/smPlar577a1QmyKEEP9KuiEmhiHTjsONkWuu8bB09dl4PDrOn1/A20vsnHvbL9v9+Gl5OZooZEKv7tma5I9PJFba3Y9FeEWCPRxV2RMgLiGM9iBaoW5mNZ1pPVd3f7/udjPuwUeZ9sxiKvNycen1zbpy3UC1Bzb88THmjbiShE0pZBUMZN6IK5mcvKDD7bxtQW1/g/DJrjsdDnZ9/0NYVPaF0KE6blNcHMNPUGSgt36j9Mg6auuw2cu1Svj+vj+1rxI+Eo6Y87UkHHq6dZ2b5rRlFlPoIYSrUKwhJoY+o0cEHGu6yeWbb+CZZ5Tb//wnmM20SNEu36pVV6OTfes2ApA9JLC1fcAERbm6aPdeSg8WAJCa131Berj4VntNLc9f8xt+ePfDUJsihBAtIW8xM3DSOEwWC1VHSijctosPvp/KewceoNFtpl/Cap6+ewV9+7bv8bMG+cQbE9N7BdP0NiHt7m1HgvQwwu10Ue8VU7Ekh5Hjng9uo4ujKkkfA//d36cufY9pzyzmuJf/S6zT2awgrgfuHToYy7jR1NtqWP/RcsoLDwFd77j9W4ecYbKWRRDAF8DGJSZoc2Tbvv4OgLpqG0vXP6RVwl26xrZXwjX9hyZ0g/6Dik/tVTLrQs8gXDVo+owaTkyTcZmmm1wA7rgDCgpg8GC4556WH+uwX5BeW1nJoR27AGX+3H/P8/QLzwNg0/IvKSsoBLqp3d3r78MlIS8I4N81F8fwmUpCfvs3ipqkvaaGPbZZvLH3GWoae9HLvJfVq2Hy5LY/fqafaHNoKunS7t5WJEgPM8LOceuAGhiaMoW5wxcyZ+gVzB2+kLnDF9K7bHi7Ws+vA2wolXJ/PPjCfyfw7cD+xP3jrwCsefcDGurrKStQgvSudtz+Qbo4biGcUB33sOOnYbJYqC4p5dB25UPvpkNfsPnQV1olPGATwrGYj3edWxO6Qf9BRZ29k1lMoacQdr7eS9N5dIDG+uY74Ww2Zbc7wG9/C+Ob/xiHdu7WbtdUVFJ6oIBGhwOTxUJqbg4Go5Exc04kb8RQGu0OVi99j8qiYlxOJzFmEwm90oL2e7WEJhwXJu3uggDg0NrdzQw/QVGS3Pq10jWnFvKO2Ifx3z2LOVI/mMxMWLFC2brQFrL9K+m9QldJbyn5JwQiK9jCjLrqatLICR/H7YHEH9O56sFHcbtc7Fu/iYGTFG9c+foRDr6zrc0P1drubx3QYDYTY7fjTExg8+KnSE9LxdnQwHf/VWaz1Ep6YkY6hpiYLluPpq5kcbtc3bqCShCOhVpJHzpjCgA7Vq5RXqNW+KzwJZrtXFMr4ftRVrK1hDcJZzpgYdZpF2uHD+/aw+blKzq8zq29xHoz6zKTLvQU1F3p1jATilXn0SuLj5CcmQE0b3dX+eADeP11uOgiWLxYqeb557b9290b7Q7cLhfFe/aTN2IoVz/3GMlZGRhjYwFY9+EnWuKisugIaXk5pOXlYitt/xaZtuJrd5euOSF8UIPXnMGDSO/bG2djI7u+/wFQRiJUapwZvLHvWUZV/owTp1fw5ptw553wwANHf/xMvyC9uyvpMWYTeq/mlvj7YyOV9DCjrtLruMNoTk2dFyvcsYtSPyGYxlYc99F4E3gvJga3V6DNqdPxFvDsOQuoTUvljSt/yYoV3/LWvQ/x8LmXaq1vtRWV2Gtr0ev1pORkdfp3ao1wUnYXBH9Ux63OkFUWeTclzIdGj4MOjaN4gGUw7PA05o24Uvs6Puf8dq1z6zN6BL9d+ioDJrVQTmsDJm1GTdrdhZ6BGpDGhUtCHkU4VV19tunTL7XjR6t43XwzlJUplfRbbw08V+v9PAOQkKYEAwe3Kon9Xn3yMMbGUldVzdavv+Oz517Sri1XO+e6eLxN25MulXQhjFAT8lnetYRH9uVrvtHuraSrNLotPPzauTz6qHL//vvhpZfA+1G2GXqDgYx+fbT7HelWGT5zeodHT2PjfOtdW0v+CT6kkh5mhGML3MAJYznpvoepWb+J/OQkBhQfAcC8dTtHULpqS4EbaVux7crGRg4kxGOy1VBnNHB9o5OS197iN3o9nkcWtfpz5YWHyRkyiLS83IBkQTARpy2EK6rjVrPQddXVWiU8TzeU4cMCFyxXHC7mh+8+aFMlPMs7o1Z6oIBeffJIbKfjnnTm6Ryx7OfwmbuhDtjarh/3U3uVzLrQM1AT8pbE8PH1OUMHYY63Ul9tY9fqHznhFxcCgeruTSkpUYLzl19WZtPffht2725+XWK68p7y6dOLKTtYSMWhIg7+tE1LxPvT3Ro0Lmd4bHIRBPAlxVS/qMYFoMykN2XwtGnceslidu6EJ5+Eyy+Hfv3gvPOgvDzwWjU51mh3EGM2YYyJwZKUGPAcRyNvxDCufPofHN61h7+fe2m7fzeTn2icx910+FVoSrsr6TNnzuS9996jsLAQj8fDWWedFXDe4/G0+HXbbbdp16SkpPDvf/+bqqoqKioqeOGFF7Bau3EpbxgTjkF6/4njsJaWMXXnbi5Zs5Zpzyxm2jOLuT7/oLIuDcig7d2wJcDfxo2hOjGBa3Q6bff3sf5gy1VBmS503AajUuGXSroQbjStZjmqbCzywBvL4OHPkrlnBdyzAq54Ygt//LSBV5fVsXT9AHRtqISrQjLqiqT2ZtfNWVaWrHuQercNzqTdYnOx3r2pou4ePoiv71qa7kkPB9R59H3rN1FdUqodP1bF65VX4NNPIS5OUXv304Rj5ZvvAGiV8uqSUr588d9s+Hh5iwE64NOg6eogPSa81N0FAaChLvDvze63l7Her929sqiYhno7fceMZMq5Z/DsszB/PlRVwezZsGqVIuzoj+rri/bs1Tpd2qPwnj14gPf7QDL6t1NWHr/RNplHbxPtDtKtVisbN27khhtuaPF8VlZWwNcVV1yB2+1m6dKl2jX/+c9/GDlyJHPmzGHBggWccMIJPP/88x3/LaIILUgPE8dtSUoke8gglt91OzW65qJvbqAauL6dj/vnb1aSXG3j9Ya2z4KVFR4GunZ/qjhtIVxpGsDWVtu0jQkXfrtKS55d9N33zFz8KoM/X8GI3rkkZ/vGQ9L79SF32JBmj62uZFGD9LiEeG2PaltY0/ihpizfEbE5aXcPP8TXdy3hmJBX59H3rl1PTZmvBHe0SrrKNddAba0SHFx5pe/4u397lKd+eQ1fvPhqm+1Qg/duq6TLJhchjGgawNZV+4J0/3b3A5u38tGTzwFwxm03k5iRzv+3d9/xUVXp/8A/0zIpJCEEktBBUBFYEUQQV6o/LF+w6+raFRWwrm2V3bXrouKKiwgrwoq6FhSUJkVpIl1pinQIEAIJIQmZlMnU8/vjzr1Tk8wkM5N7k8/79ZoXk5k7Nyc3TJ455zznOd9/D1xyCXDkCHDOOcCmTcDQod5zybG+4GCuMhAXyaB8Rru2yv3eI4bWcmRojPWRibiTvmzZMjz//POYP39+yOcLCwv9btdeey1Wr16N3NxcAECPHj1w1VVX4f7778eWLVuwfv16PProo7j11lvRtm3bkOdsTtQWuLt61qPnninDWBH8H0YPqRhcUeALYyA+M+nckoXUKTBwWysqatwxwQ2g2pyI1S8+h5teeBaAtP/xIx//B4999qFfXQeDyYTWnToAAI7s+FX5QB524O4FHLT84t1jXYeI9lhPz26DHM/oPLdkUQ/G+tiq8hSOU8uAPOCtP3No6w5UlJ5RHvfd9aQmR44A//iHdH/SJED+FbscDuRu/xXuCFLK5XT3eO3mwkF5UpPAAXmrbyfdJ93dUnQaP332FY7++juSUlvgpn88AwDYvRsY/9JIHCnuhlatpCyXu++WXiMvbSs8dBjlnoG4SJa3+X526D1iSGQ/GLi0LVIxLRyXlZWFUaNGYdasWcpjgwYNQmlpKbZu3ao8tmLFCrjdbgwcODDkeRISEpCamup3a6qUTrpK1qmd1e8CAEDutp34CsB3Kcneom8A5kKqLRUPxcfjMZMuVdvgHumkNqECt7xjQqjBs8dSkmBpkYIel16MC6++Cl369EaLVhkwJiSg/zX/pxzbpksnGIxGWMsrUFZYBMtpaXQ9LTOMwJ0C4GogaA/GMPdY1+l0ePzzWeg9XAr2DNzaxFgfObXF+uyzuiAloyXs1mrk794Hp92uPGdOSQ7rHFOmAJs3A+npwPs1l5epk5zunpbVRqn+HgvspJMaBQ3I+8ye+1Z3txQVQ7jdmPPC63A6HOg1fDAuuOIyAMAFN92PhQUzsf63HkhIAGbPBl5/HcjpJqWoFxzMVXZOiGgm3Sczr/P5vSJKlb/gisswdsYUAByQD1dMO+l33303ysvL8c033yiP5eTk4NSpU37HuVwulJSUICcndNXuCRMmwGKxKLf8/NDrmJoCeY1Iskq2ZfFNfwOAR4xG2JOTIABU6HQRp7k3RHxn0llIhtQlKHB7Rte/ArAyq03Q4NmsomJ8P/2/AIDrnv0LLhx9pfLa/tdcpdz3jqxLM6Dlp6XR9dQ2YQTuUQASgHpVlgeQmNoC6VltlK8dtrrTakl9GOsjJ3fSE5ISYTSHv7QkVuT16Ed37grqtMqzX3Vxu6VUd4cDuP56qXBVfcRrNxd5UJ6Zc6QmwbHeW9TNt8NuKZJyWAsP5WLFjNkAgOsmPIkOPXugTZdOcIpErKn4N/75hvTZ4G9/A+4b9l8YddUoOHQYliK5kx7+Nmzy+1FOV+81bHDYr/1/Y+9V7ie2YG2ScMS0k37ffffhs88+g62BH7wmTpyItLQ05da+ffsotVB9rCpKd09ISkL786T1q4d/2QEAOGopx4oXnkVVZiuMNxnjkuYuKzkhzaQnpaUiKS02MywcWSe1Ch5d96bAvdClkzJ45lsjYs3HnyF/z34kp6dh4I3XKMe37thBWcriXaN2GABQdkp6V8t7JNfIU1k+rbg1Lj9vDAa0uhrniT/i8vPGoIdrELBHej5wkt1Xss9Wky6nE8d+i7AsPKkCY33kqisqlTijhnh/Vv8LAHgH5H3JH+bDsWuXd5/mqVOBjIz6tackHjVoPPHeyd1cSEUCs+aqakx3974vV838BCcPHEJqZiuMmTpJeTwpNQ1f/zgcd90F2O1Aj4w1uKnzeJjdBUrWnO9AeW10ej0yPAOsvyxcCgDoNSL8TrpvkcyTBw6F/brmLGad9EsvvRQ9evTAzJkz/R4vKChAVpb/hz+DwYBWrVqhoKAg5LnsdjvKy8v9bk1VlUU9nfQuF/SGwWhESf5JnPFsuyaEwO1v/RsdExIiKvoWDY5qm1LoIlaz6dyCjdTKbvV2gNwuF2yV3sIruWfOYMULz6K8ZTrGwlsjwu10Yc6Lr/sNOh3eugMAlP2QvdVepZn00pPS3+GWbbNrb5Bnj/U+ZZfhip7341z7QIhVblzR837cPPS5sPZYT/FkDJWcOIl/XHI5juz4tfbvSarDWF9/aqpBI2fNHfL8fQCAGWP/gl8WLsWKD2dHdK7XX5fWxebkAG+/Xb/2xCVzzsQaNKQ+wTPp3o65o9qmLMeUO9mANMg95/nX4Xa5lBT0Sk9difNHDsennwJjJ/SF1ZmGdi32YtMmoLVZ6ii3zKkj1nuktcmEwWSEy+HE+i+lAqFnD+wf9nIYnWf72O1Lf8DyaTPrOJqAGHbSx4wZg19++QW//ur/oWvjxo3IyMhAv379lMdGjBgBvV6PzZs3x6o5mlHps3eq3pO+2ljk9LfDPkEbkIpVyB/k4y3Wo+tGVncnlfIN3NUVlRDC2/s9uf8QXli1Fj2yWmNuwOvy9+zHmtmfS8cdOIQjO38DAKS1lgK5byEZADhTIA3IhRu45fS30hMFOLh5K6orK9EyOwsdevao87UpLVsCkP7ucUsWbWKsrz+1dNJbtW+LltlZcDocOPbb78rj+zZsxhd/f8WvonQ47HYp7d3tBu67D7jsssjbFOvdXPRG7+crxntSk8AtD30LxwHAlm8X4+CWrSg8fMTv8bzf9+DHT75Uvt78zUIA3nXkJ6z98MXhmThR3AqdOwOz39mKLi02IqOuAXmPDE81yDOFp1B4KBenco/CaDLhvEsHhfV6uf7Gon+9h9NH88J6TXNXry3Y+vTpgz59pFTJrl27ok+fPujYsaNyTGpqKm6++eagkXUA2Lt3L5YuXYoPP/wQF110ES655BJMnToVX375JU6ePNmAH6Vp8H0zJqW2aMSWeCu7H962o1Hb4as4xqPrem7JQirlmwJX5bNGTbZ96Q84uT90CtnyaTOxYNK/8eU/XlVS5KRRcRMyO0opxQUHpZn0M54BuIxwO+meDwClJwvgtNuxb73UAQun8qtc2brKMzhJ6sFYH3vKXumN3EmXB+SP/743rO3WwrFxo7d43IwZQHJ4k22KWM+kGz3r0QFmzpG6uJ0uv+LF1oCMonmvvoXpYx4JWTtp+bQPcWTHb8jdthO7Vv8EQIr1gLS07Yy9I8Y+PwyrVwOpLdy4rvPTGNrjx7AmBZUBec9nhF2r1wIAeoUR6xNbpCiZK5Vngj+/UGgRd9L79++PHTt2YMeOHQCAyZMnY8eOHXjllVeUY2699VbodDp88cUXIc9x++23Y+/evVi5ciWWLFmCdevW4cEHH6zfT9DEuF0upTBEUiMGboPJhM7nS3soBc6kNyZlJr1DbNYqck06qZXvTLM1wpktl8OBtZ98ieO79ylLRtLatEZWV09ld0u58njpyUIANc+kZ3XtjL7/d7nydSvPvqmlJ/wDdzid9BR20lWLsT721DKTHlggNlr+9jfg2DHgrLMAn/82YSnO82zDFqNYr/fZVo6D8qQ2fvHeEv6yH0e1De/d+SCm3j0OZwqkWJ6amQmdTqcsbTvw6wlccQXw0UeAXufGZR0mY9p/EqCvo0cYFOtXSbH+vMGX1LlNozwgb6uywskCsWGLuJP+448/QqfTBd3uvddbte/DDz9ESkoKLCFmewCgtLQUt99+O9LS0tCyZUuMGTMGlZWVIY9tjpT9UxsxcHfsdR5MZjPKi0tQdORYo7UjkDKT3j42++xyn3RSq/oG7UC+nfScbp6icZ716ABwptAT2Ntkhgy8d779Gu5482WcM+giGBMSkNPdky7vSb3bs3YDXE4n2p7drc4P2PIuFpVlHFlXG8b62FPLXum++6NHU0UFMHasdP8vfwH69w//tfJe6a1iNJPu+7eNg/KkNv6Zc/WL9+XFJXC73TCYjEjLao02naQsqMKDh+FwSEtRlu+7HQAw9n4rFiwAWvgk8PYeMRRvbluLP1w2FIC0XSvgfW8e+/V3WE4XIym1Bbpd1A+1kZe2yX/zKDwxre5O9eNNgWu8wO0dWd/RaG0IRd4/NWYz6Z4UOBe3YCOV8Q3aDeuke/dGze4uF407rDxfWXIGDpsNer0e6dn+VV9TW2ei3TndAQDdLroQHXr2gDEhAeXFJSjOO660Td4NouewS2tti/w3jjPp1BypYSY9tXUm2nTpBLfbjSPbo1+4cdky4H//AwwGYNYswCfLvFbKbi6pLZAUg73kmTVHamb37CPutNvrPfPsdrqU4nHd+veFwWSEtbxCKQQNAAs2XIJFx/6Japseo0cD69YB8oqmi2+6BkaTCRddNxoA0LXv+QCg1K0QQuD3NVJKfV2Zc3KR2CqmukeEnXQVUkPgzuraGQBwfPe+RmtDKCWeTnpGuxylUmQ0ebdkYfobNT4dgPcBzAHwzJkyDJo2E4OmzcTohUvwoufx91HrLmdByj0VYc3JSehyvlThvfCgdyZdCFFj8bhu/fsq97v2Ox9d+0lBOzfgw/2BLb8AADr0PLfWtsgziJXspFMzpMT6GHRCwyUvazu5/yCqK2KT5fDEE0BREXD++cAzz4T3Gke1TdkOMhbr0r2V3TkgT+ojD8rXdxZdZjklxfuzL74IAFB4ONfv+TMnC3HAMhxPvHU5Tp4E+vQBNm8GBgzUK3WpulzwB6S2zkTrTh2kwbydu5TX7/lxPQD/zwahKLGeM+kRqX0RATUK+QNr94EXYuviZY3SBnlLhYbM2MVC2akiOB0OGE0mpGe1UdbcRIvBJBXPYLo7qYEAkA3gWgBGhwOYPkt57mYATgDzUesuZwodgKkAWlurkTN5GkzmBAwCgG07YFqzDo8AOA3gEQBnCgrRpnPHoG3YfFPaOvXqCYdnW7jAGbhCT/q8vAauJspMOgM3NUNyrJe3TGoMyZ73YFlhUR1H1t/p01K6+2efAS+8AMybB+wLY/y/JP8k0rPaoFWHdji+e29U28QBeVIzeXlbQz+DW06fRnucg3MGDQDgPyAPAKWe7TBP2Xpj4MBlWLxYGkxbs1rgh6KfcdAyDCkt0zHwhqsBAAUHD/vt9pC/Zz8AoE1nqb5NTZkpzJqrH86kq9C2774HAAy4bjSueOj+RmmDOTkJAGCzVtVxZHwJt1spWhGLtWp6psCRyowHUA7AHfC4G4AFwENhnkfu8N8AYMh/P8Wg6bOU26P5J3ADgCzPcfLgV8ts/056d59OuinRjB6XXgwAyN2+0++4goNS+nx21y7Q6Wqe50/J8IyulzJwU/Mj13HoOfSPGHD91Y3SBnlA3hbjWgGffw4sWQKYzcCHHwK1/FlQxHI3F9afITWTZ9IDK7tHSp5Jb5mdBcC//gzgv+VqXh5w6aXS+zQpSeCaThNwUetPAQgMv+8OAMED8mcKT8FaXgGDyYjWnTuiJsyaqx920lVoz9r1+Ob1twEAl48fg8F33BLW63R6Pcb/933cNvHFBrfBG7jV1UkHYrs1C9epkdoUARiH4D/Wes/jkcx/hdvhlyu8++6fKlWD7wy3241Dv3irQDuqbcpouqz4+Ak4bDYkJCXWus8xAzc1Z4d/2Y7V//0fAODmF5/F+ZePCPu1HXqei0tuuaHBbVAG5KusdRzZcOPGAeXlwODB0v26yLu5xKLCOwfkSc2iN5Ne7Pf18T3+KSzylqstc6ROfHk5cM01wKrfpHoyg3Om4fL2/0RyiwQAwQPygDeFPqf7WTW2I4Wxvl7YSVep9V/Ow5Ip/wEAjH7yYaXTXJu0NpmoaFuCRXgP6Nmw72/2bGpqj0PgjlSxvA1bLR/+60spHMd9U0lFvgIwD4DLU4fBqdNhLoCvIzxPuB1+eS1oepa3cJy85ix/7378smAJAGm/9sWTpwZ90BVuN07lHgUApfp7KEx3p+Zu8eT3sfHr+dAbDLj9jZeUejB1ueHvz+DGfzyDTn9oWLBXBuSrYj8gn5cHTJgg3X/zTaBDh9qPlwfkW8VgNxcOyJOaeWfSI9tuNZAcywHpPX7UZz054J1Jz2ibozwmdAZstr6MVSeehMutQ++Mxbih8xPQ2QpxYPPWoO8hp9Dn1LK8jdut1g876Sq28sOPlfXXiS1S6jxe10KHr7e9iXJbCXA1gLpfUiO5k17NmXQiVRgPwJ6UCAGgUq8PO8090FcANnQ/C26DVH/BCQR1+CuKSwEAKa1aKo91GyCluh/6eRu2zF+MSTfcgVcuuwbrPp8b8vt416WHHl03JZphSjQD4Og6NW/zXpuEY7t2w2gyoXOf3mG9JilV2iupodu3ybE+Xllz06YBGzYAqanA9Om1Hyvv5hKLmXQjB+RJxaI1k17uM5N+6JftcAXUYJCfT05Pg94ofSbo2Os8mJOTsf7QSFx7rQ5V1SZ0arEVo9JuRFa6/8w84E2hr60GDQvH1Q876SonXFJiql5vqPPYqsEW2J2emW8zgFH1/77y6Lo9DqPrkYrpTDo76aRSRQDevLAvytPTMN5giCjNPdB/Lh8Be3ISBKT098AOf2Wp1ElvkZGhPNa9v9RJP7hlGwCg4MAhOKpr3hqmQB5dr2EmXZ5FdzmcqlxWQxQvwu1G+ekSAIA+zF1L5A/UCYmJDfreSic9TllzQgD33w/YbMDo0cCtt9Z8rLKbS9vo7+aiNzHWk3oV50mTUXJGWn2VedakA8D+DVuCnq8qs8DtknY4kPcy7+aJ9Yd+2Y7vFrtx8QAHjh0DzjnbhU2bpHXrvuQaNLWmu7NwXL2wk65ybrf05tEZ6vhV9QLsXarhFp7tRPSQUt571e/7KuvUVPjhOaYz6XLgZsVXUqGX165HepkFX9jtDTrP7rx8rHjhWVRltsKDCF7XXuHZWzUloyUAIC2rjbSXsssVck1aKPLe69lnhe6kc2SdyEv+oKwz1D0gDwB6z3Ems7lB37cx6s/s2QO8/rp0f8oUIDMz9HFlRafhtNthMBmVwlfRwgF5UrO1n83BlDsewIavvmnQecqLfDrpG4M76UIIJZOthSdzrrucNfeLNCD/22/AwIHAzz8DrVsDK1YAd9zhPYc8k966UwdlyWigZM8+6ZXcJz0i7KSrnFuZSa/lV5UCYDSC92ESnscjTHs3GI0wJkhFIqrVOJN+XJpJT2vTWkmXjRY1F8wjipZti5fhtU0/o3NSEkIlq1eUnAEgpdQaTCZ0v8i7Hr06zDVy8kx69lldQs6CcY0akZfcSQ93Jl3uZDY0BjbWTi5vvCF9+G/TBnjnndDHCLdbKR4X7d1cEpKkDASHZ+0vkZq4nS4c3bkLbqerQec5U3gKO5atwNbFy5TdJAJVegblW2RkwGA0ossF5wPwZs0BQEEBMHQoMHeutEPDp58CL78sPWc5VQSrpRwGoxFtunQK+T3kWfrKM2ca9PM0N+ykq5xwezrptY2uj4KU3h64pYkO9Up7T0j2FqlTY+E4q8WirNNp1S66BWUSU6QRDXbSqSkTQmDzvIXKFkeBqsvLlRmmlIyWSvqbb9CuS0n+CTiqbTAlmkMuTTn74osA+Be2IWquvLE+zHT3aM2kx3lNuszhkNLe3W7grruAK64IfVysKrzHs2AeUWP69Jnn8fmEl2t83jdzrmPvnjAnJ6GipFSpKyOzWoE//QmYOFH6+oUXpK0VzWbvbHrbECnvLTIzlEExDspHhp10lZM/KNfYSdcBqACwB0jb3RqXnzcGl583Bmm7WwNrpMdRgeAOfC0SPcHLUW1TRvfVxju6HqPAzU46NWN+KXAZLdHtIm/RuLDP4XYrI/eB69LTstpg8O1/AgCs/yJ04Tmi5sTt6aTrwqg/A0RxJr0RY96WLcC//y3d/+ADICVE1p88kNiqQ3QH5JXiuBWx3R+eSO0qSjw1aFpl+KS6b4cQgem5Uk2Jv/0NuPdeaaDtz38GVq0Cqgp+AwBkh6hBM/LBewEAR3/9ne+3CLGTrnJCCdw1/KoEgCUAvgZa7WuLK3rejyt63o/WhztKnfSvPc8Hv9dqpIUR5mJlXXqUA7fnZ1djmj9RPMkpcB3OOxdtOneMaD26TF6XnhNQ4f2K8WOQkJSI3G078fuadVFpL5GWyQPihjivSU+I4z7poTz/PHDkCNC5s3eduq9YzaTLO+ao+XMOUTwo6e6tMsIekJ89G7j8cqCkBLjkEuC1uz9CK3NuUKzP7NAeg26+HgDw3bvTot72po6ddJVzR5ACJ1d7BRoWuL1BW73BK1Yz6YnJTHcnAryj6+dfMQIAcHz3vohHwQsPHQHgP5Oe1bUzBlw/GgCweDKDNhHgWzguwjXpDeyke5d4Nc4MV2Ul8OCD0v1HHwUuvtj/+eIY7ZXOrDkiiRzr07PboKuyHj14P/RAa9ZI79cDB4C2WZX481kPYPBA/8JwVz02FgaTEXvWbYwoE48k7KSrnLeYTN2j63LQBhoWuBM1ELyUmfRYBW6m5FAzJ4+un3fpIACRpbrLCuUK7z77p/7f4+OhNxiwa9WPOLLj14Y3lKgJiGS7VcBnJr3BheMaP3Puhx+Ajz8G9Hpg5kzAU7cWgHcbtqivSZfT3VX8OYcoHpRYP/gSmBLNKC8uqbHIXKADB4BBg4D1G40wGypxz8A3Mf4h737rfa8aCbfbje8mvx+j1jdtxroPocakFJMx1h24fdetNyRwJyTFd9/U+ijJlwJ3rNakM92dmiMdgKkAWgMQC75DJ59Abf5uOe4EcBrAIwhvBY1c4T2ra2fo9Hp0/kMv/OGyoXC7XFjy7/9Eu/lEmqWsSQ93Jt3U8Jl0g8mknKex4/2TTwJXXgn06gU89xzwyivS48WeWJ+a2QoJSUmwW6PTzsbOICBSC7lwXGpmKwCRD8gXFwMjhjnxc95lOD9rJaa9D3Q7CziUMQ4AsHXRMpzcfyiqbW4u2ElXOXn7hXC2ZfHrpDcgcGshDazYM7re7pzuuOOtV/DLwiXYu25Tg8/LwE3NmQCQDeBaAMZ1mwCf99QgAE4A8xF+iYuS/BOwW6uRkJSIzA7tMPrJhwEAP8//LuyReqLmIJI16b41akyeqsn1IWfNAY2/k0tJCfDYY8CcOcDf/y5t9bR7N1BdXoGqMguS09Pwh8uG4viefUFVp+tDC59ziOJBTneXRVp7BgDsdmDG0hvx5yu74Y/ZM/DUU8BBy1wsOnwOlr//YbSa2uww3V3lvKPrYcykG6Mzk56ogcJxpScKlGvT96qRuHPSaw0+p95gUK4bAzc1V+MBlANwBzzuBmAB8FAE5xJCKEtTLrz6KnTt1weOahuWTZsZlbYSNRUigpn0aC1tk+vPqGUnl6++AhYulNLdZ86U0t8B7/K22ya+iMf+F50P/PLnHKa7U3MX2Ek/smNXvc5TmHsUm4vuxT9nDYfDZUL3tJ9wbZs7kawviEYzmyV20lXOuyY9/oFbzZ10p93u96FCrtTaEGafWQV20qm5KgIwDsHBQe95PNJdzYvzjgMAzv9/wwAA+zf9DAv3Rify44qg/kz0suakuFmtosyxhx4CLBZpnevDUuKNUigWkGK9wWRq8Pcxp7BILBHgXZMOAE6HAyf3H6zXeeT6EUcc12DukfdR5WyJs9qfxubNQN++0Whp88NOusqJSKq7R2lNutxZbez0t7oYfQJ13u97Gnw+uZCMw2ZT9qcnao6+ArCsZTrcnr8pTp0OcyHt6BgpeWlKTndpa5ZTuUej00iiJsRbOC7CnVwakjWngqJxgfLzgWefle7/859Ap07STL8vkzkhxCsj4013V88ABVFjqDxTptwvOX6i3p9/T+dJGS/dLuqLk9Y/YNr6f+L334H27YGffgKuuSYqzW1W2ElXObccuCNNd2/I6HqSNtLAFvtUizQmNDxoK/umqvznJoqHp1u2hD05CQJAhU4XUZq7DsD7AOYAuHbJDxg0baZyu3bJ95jjeV4Xg3YTaZHbHf4WbIYozaTLWXNqG5D/4ANg7VqgRQvp/oHNP/s9H414b2a6OxEA72Qg4F1aUh9y1pz8N2n/HhsuuQRYvhxISQG+/RYYMKBhbW1uWDhO5ZS9U8PZgq0ZFY4DgNX//R/ydu3B+FlT/WbV68usgbX4RPFy8FQRVrw8AcPfmIwHS0ojSnP3K0D3+x7AJ9OlPgXoiJq6yAbkfZa2RSFrTm2xXgjggQeAnTuliu9ffLEMc5434JZX/w4AUYn3LBJLFGz/pp/rPqgGctac7NSRo7BYgFGjgPfeA5KSgC1bGtrC5oUz6Sonj65HnO6eFIV0d6u6Anco8ocLQ0IUOunJ6vzAQtQYbFVVuGfKB2hvNOBrEXl3OpoF6IiaOu/StjgOyCerd7vV/fu927C9845A7vrFqK6QOtSGaMykqzDVn6ixfPjQk/jxky+w7vP6LGqTVJdX+KXOFx05BgBwuaRaE2PGNLiZzQ476SoX2Tq16BSOM8uF4zTQWXU67ACim/6mhZ+bKB6K846jrLB+Rd6iXYCOqClze9aBRrwmPRpZcyrtqE6aBOzYAWRmAv/+t1QwFmj4mnRjQoJ3f3jGeyLs/WkjFk6aomz7XF/Fed50ebmTLnMHjthTndhJV7lItmAzRCtwq3h0PZDT7gAAmKK4Jl1NlW6JtOwrAPMAuDwdD5deX+8CdERNmTuCLdiiViRW5dljTidw//3STNyf/wx0S1sHADA2MHPOdzcYLXzOIdIK3zXtp46wSGxDsZOucvKadEM469QMUVqnpvLA7ctpi+JMuoZ+biKtGA/AZjZDALAmJDDNnSgEZU16OPVnop01p9KZdADYuhV45x3p/qhzP0CCvhJGU8PivW+qu+D0HlHUyDPptqqqemfhkRc76SqnFI6LdHQ9Kilw6h9hltPforImnenuRFFXBOD9y4ejKrMVJg3oxzR3ohCEUn8mwp1cEs3Q6eq3T4JWYt6LLwIHDwItk4pxafa0Bsd7rfzcRFojF48rOpLXyC1pGthJVzk5BS7i0fVoVHytUn/at9Mhpbvr9Xq/Dy71kShvyaLiWQUiLXr5x/UYPngQ3vh5W2M3hUiVvNXdIxuQBwBjPddoa6V4mtUKPPigdP+CzG8wsH91g87HTjpRbPy+ei32rd+ENbM/a+ymNAnspKtcZIXjorR3apKGCsd5ZtIBNDwFLoX7pBPFQuWZMvw8/zvYrQ37cE3UVMlZc2HFeoP/7rn1jfdayppbvRrYePBSAMBrz+WiAR9xlO3XWH+GKLoqz5RhxrgnsH3pD43dlCaBnXSVk7dgi1e6u06v91mnpv7ALReOAxpe8VX5wFLBwE1ERPETWZHYgE56PTPntFaHZe6ma1DhyETXTlb84x/1Pw9n0olIC9hJVzlvClw4heMaXvE1ISlRua+FACbcbrgc0tY1Dd07lenuRETUGCKaSQ9Y2lXvmXQNFI7zVV5hwuqTTwEAnn0W+MMf6ncedtKJSAvYSVc5JXBHOLpe//Q3KQ3M5XT6pZKrmXev9AYWk0lmujsREcWfXGU8nNoqgbu91HsmXWOdVafDjgOW4VizuS1MJmDWLCCMj0ZB1L4/PBERwE666ol6jq7XN2gnajB4ySnvRhMrvhIRkfZEsgVb4KB9fQflEzQ2ky5vufruJ/1w5gxw0UXAY49Ffh5lTTqXthGRirGTrnLedWp1/6oMUViTrqWicTJ5xr8hxfIA3046AzcREcVPRNutBq5Jr3e6u3YKxwHeAfmyynQ8/bT02GuvAV27RnYeDsgTkRawk65y9R1d1xsMMNRjZllL1V5lcuCO2t6pGvrZiYhI++QiseFkzRkC16TXO3NOXuKljYFpeUDekGDCrFnAqlVAcjLwwQeRnUeJ9VbGeiJSL3bSVU5ZpxZh4TigfoFba9VeAW/gNjawcJxcNM/OwE1ERHEkGpLunphYw5G1n0P+jGDXyMC00yENyMuZAw8+KO2hPnIkcM894Z/HnKStNH8iap7YSVc5l0uqXK4PJ93d1PAUOHmEWStBG/DppDdwTbqc6q+ln52IiLTPHUHhuGgMyMvr0QGgWiOD8vKadDnWHzoEvPCC9Nw77wDZ2eGdxzsgXx31NhIRRQs76SrnHV2PbJ90ILLA3TInG1c8dD8yO7YHANiqtJH+BvgUjmvATLreaFACv42Bm4iI4iiSLdiC9kmPcEC+TZdOaNEqA4A0O+3yzFCrnW+6u2zyZOCXX4CMDOC998I7T0KyPBmhjcEJImqe2ElXOW/huNhWfP3jazdiQ8dv0O66bgC0tS5b2YLNXP9OujyLDjDdnYiI4iuywnH1j/VdLjgfzy2ag2e+/QyAtjLH5HR33wF5lwu4/37A6QRuvhm49tq6z8OZdCLSAnbSVS6S0fV6d9JTgJWFn6DcVoKvt72J8uoSba1JtzV8n3SzJ/XP5XBqZlaBiIiahgZtwRZB1twFV14GwJsyXq2RonGA704u/gPyO3cCb70l3Z82DUhPr/08ytI2DsgTkYqxk65y3sJx9ViTHm7gHgXYnVKwsjmrMG/7JG110pV90hs+k86gTURE8SbcEcykNyBrLrBTrs1YHzwg/8orwL59QLt23g57TZSZ9CrOpBORerGTrnJup2cm3WCs48h6Bu5eAHoCbiF9H7dw4bcTa3BU/B5xWxuLt7p7/WfSmf5GRESNRZ5JN4SxtK0hW7DZKvw76ZpKd7fJa9KDB+RtNuCBB6T7Dz4IDB1a83nkQXluwUZEasZOusp516SHMZMeaQpcCoDRAETgEzrsSV0vPa8Bcnp6NNakcyadiIjiTc6a04WztK0BheMC681oaRsypf5MDQPyP/0ETJ8u3f/wQ6Cmnenk5W1aGqAgouYn4k764MGDsXDhQuTn50MIgWtDVOno0aMHFixYgDNnzqCiogJbtmxBx44dlefNZjOmTp2K06dPo7y8HHPnzkVWVlbDfpImyu2OZE16hIF7FAAzAF3gEwJOvVN6XgOim+7OmXQiIoovl1x/JpyZ9AakuweeX1NFYj2x3pRQ88/73HNAfj5w9tnASy+FPkbeV56D8kSkZhF30lNSUrBz5048/PDDIZ8/66yzsG7dOuzduxfDhg3D+eefj1dffRXV1d7Oz+TJk3H11Vfj5ptvxtChQ9GuXTt888039f8pmjBlC7ZwqrubIphJ1wGoALAHwBrgkuwbcPl5Y5Rbekkb6fmgDrz6OGw2ANEpHKelWQUioljhgHx8iYiKxNaz/gyCtyrV1pr0upe2WSzA+PHS/aeeAvr29X/elGhWrjEH5YlIzepe6Bxg2bJlWLZsWY3Pv/7661iyZAmeffZZ5bHDhw8r99PS0jBmzBjcdtttWL16NQDg3nvvxd69ezFw4EBs3rw50iY1ae4IUuAMnsDtcjphMBprH10XAJZ4v+x//1Xo3LO38nXe1D0o++lUvdocb6G2ZYkUZ9KJiLzkAfn//ve/+Pbbb4OelwfkZ82ahRdffBEWiwW9evUKGpAfNWoUbr75ZpSVlWHq1Kn45ptvcOmll8bzR9GESJa2BW3BVlNedwiBBWa1NDDtXZNe+4D8okXAnDnALbcAM2cCAwZIW7UBAdutVjPeE5F6RXVNuk6nw6hRo7B//34sW7YMhYWF2LRpk98I/IUXXoiEhASsWLFCeWzfvn04evQoBg0aFPK8CQkJSE1N9bs1F3LhuHCKyciz7XLQjSQFLnAQQEsFVVz2aOyTzvQ3IiLZsmXL8Pzzz2P+/Pkhn/cdkN+xYwcOHz6MRYsWoaioCIB3QP7JJ5/E6tWrsW3bNtx777344x//iIEDB4Y8Z7OO9RFkzRk8a9KrPUXgGjSTrqVOegQD8o89BpSUAP36STPqMmU9urVaqQNARKRGUe2kZ2VlITU1Fc899xyWLVuGyy+/HN9++y2++eYbDBkyBACQk5MDm82GsrIyv9cWFhYiJycn5HknTJgAi8Wi3PLz86PZbFVz12NbFiVwJ4U/uh6YPmbT1N6pNW/LEi7OpBMRhSdWA/LNOdbLW7CFtbRNHpCvjHxAPjjWa6iTLu+THkYn/dQp4IknpPsvvQR07y7dZ5FYItKKqHbS5XU+CxYswLvvvoudO3fizTffxOLFizFu3Lh6n3fixIlIS0tTbu3bt49Wk1VPWZOuDyNwGxsSuANH17UTwBw2eZ0aZ9KJiGItVgPyzTnWu5yRrEn3DMh7BtMjivUm7cZ6eUC+rnR32SefAN9/DyQlSdXedTput0pE2hHxmvTanD59Gg6HA7t37/Z7fM+ePcoatIKCApjNZqSnp/sF7+zsbBQUFIQ8r91uh90zgtrcyOvU9OFsweZJgVM66WGkwOkATAUw+K13UfGHXsrjT546DRuAngBOA3gEIXZqU4m6tmUJhzk5GYC2PrAQETWGwAF5ANi5cycuueQSjBs3DmvXrq3XeZtzrI9sC7aAAfkI0t2D1qRraiZdLhIb/oD82LHArl3AsGHA/fcDq3dyJp2ItCGqnXSHw4Gff/4Z5557rt/j55xzDo4ePQoA2Lp1K+x2Oy677DKlovs555yDzp07Y+PGjdFsTpPg9lQ7CStwKylw4Y+uCwDZAHpu2ALDuk3K43IyohPAfKi3gw4ALns0CsdxJp2IKByxGpBvzuRYbzDW/bEsaEC+QVlzWuqky7E+/AH5I0eAf/wDmDwZmDQJuG4MK7sTkTZE3ElPSUlBd3lxD4CuXbuiT58+KCkpQV5eHiZNmoQ5c+Zg7dq1WL16Na688kpcffXVGDZsGADAYrFg1qxZeOedd1BSUgKLxYL33nsPGzZsYGX3ENwR7J3qTYGLLHCPBzAqOQn6yirohLc77gZgAfBQRC2OP++2LKzuTkQUaxyQj75IdnLxFomtT+G4gDXpmuqky2vSw/95AWDKFODWW4GBA4EXnjqC7RCa+rmJqHmKuJPev39/rFmzRvl68uTJAIDZs2fj3nvvxfz58zFu3DhMmDABU6ZMwb59+3DjjTdi/fr1ymueeOIJuN1uzJs3D2azGcuXL8dDD6m9K9g4vOnu4VR8rV8KXBGApc/+Bdc//7rf43oA4zzPq1l9RtcDcSadiMiLA/LxpdSfCWdpm1IkNvKZdINJy4XjIluTLnO7pVT3bduA4YOKUHFsFX63RtbRJyKKt4g76T/++CN0Ol2tx3z00Uf46KOPanzeZrPhkUcewSOPPBLpt292hCuCYjLytiz1KCZz4KqROLBmHbqtWQe9ywUHgAUAvo64xfHn4Ew6EVFUcUA+vpSsuUiKxNZju9WmUN1dr9dDbzQoW9SGY9cuYOJE4IUXgBHt/oXvxNhYNZOIKCqiuiadok9JgYtgdF0J3JGkwJnNWPH8X9Fxy1aYyytQDvWnucuUfdIbsAWbd+9UzqQTEXFAPr4i2W7VuyZdGpBPiGS7VU1Xd/cWFTSaEmB3Rtb2118H7r4/HZ3bleKWS5fgg2g3kIgoiqK6BRtFnzuSLdjkTnpFZDPpcsC3ZrbCd08/htLkJIyF+tPcZUq6u7nhM+la+sBCRERNgxLrI6k/U+GdBTeGGe99Z9KrKytRfro4kmY2KjnWA4CpHvHebgemzBkOIXQY3vdXXHZZNFtHRBRd7KSrnJICZww/BS7SwnG+aeK3/vNfyKyyYm6kDW1E0SkcxzXpRETUOOQt2CLZJ10uHAdEMCjvyTj7+pU38fb1d2gq5gm3Gy6nEwBgqGe8P1TYBTtKbgQAzJgBeHZfJSJSHXbSVS6SNelKClyE6e6+I+suDe5R612T3pDCcUx3JyKixiEPyAN1z6bLA/KOahtcDqnTGmm8P1NQiNKT2tsKz9nAeG9OSsK6wnE4VZKCs84CXnklmq0jIooedtJVLpI16d590iObSZdHpF0OJ4RQ847ooSn7pJuiMZPOwnFERBRfvp30urZhkwfk3S4XHDYbgMgz51w+qeNaoixvq2cNmoSkRDjcKXj7v/0AAH/+M9CiRdSaR0QUNeykq1y4a9J1Op3POrXI9k41mqSA73RoNWiHN7Lea9ilGPWX8coHHF8JLBxHRESNRI71QN3bsMmx3uXbSQ873ktxUvvxvuZBeVOiGecNviTkNUnw5Lev3ZSBsWOBP/wBqKiITVuJiBqC1d1VTrjDS3f3nWmXK76Gn/4mz6RrNWjXXTjuykcfxMgH7wUAHPttN35b+aPynMFk8lkqwE46ERHFl5w1B4SR7u553u10wVEd2Uy6vCbdqfWZ9BrifWaH9rh/2r+Q1bUzfvjgIyybOsPveSVrrsqKGfNi21YioobgTLrKucIsHKc3eMdbIi0c5w3a2luPDgBOh7wFW+ig3SIzQ+mgA0D78871e15ejw5wJp2IiOJP1GNNusvpjHwmPUHj8b6OmfSbXnwWWV07AwDOuvCCoOdZf4aItIKddJUTYaa7G3w68fKadIPRGFZVeM2nv9mkoG0wGUPu65uclub3dbtzuvt9bfaMrDsdDridLhAREcWT30x6JGvSI5xJ137mnDwoH3p5W+uOHZT7Od26Bj3P+jNEpBXspKtcuIXjfGfS5U46EF7glkfWtV5IBgidAicHZVnbc/076S0yWwHgyDoRETUO4dNJrzve+6S7e2bSE8KcSTdovgaNJ929hpl034yClIyWSMtq4/e8PJNuY7wnIpVjJ13l3GFuweY7k263WpXOfTgpcHKw02rQtld7R8TNITY9lYOy5XQxAKBVu7ZITJXKuZ7Vvy/un/YvAMCp3KOxbioREVFI8h7gdWbOGXxn0qX4F37hOE+81+igvPzzBg6+y7zp7NJx7TyD8nqDAVc/9SgyO7QDAFSUlMa6qUREDcJOusrJo+vhFpKR90yVU8DDmUk3aHyNmnC7YS2XyrMmpaUGPW9KlIK55dRplOSfBCClvA+561aM+3AKUjNb4cT+g/h8AjdMJSKixhF2vPddkx5BurtOp1Nm0l0ajfe1xXoAMHt2ajm6cxcAoN05Z6NFZgbGfjgFw+65DQDww4yPUHL8RBxaS0RUf6zurnLyGum6grbvGjUAcNhsSEhKDC/d3bO2S+7ga1FVmQVJqS1CBm55xN1RXY0ThYVo1b4tHp49XXl+6+Jl+PrlN5QPO0RERPGmbLlaR7p7yH3Sw5hJN/ikiGt1Jt1qKQcQXGsG8L8GR3b+hrMv7o9RfxmPS/98E9Kz26C6shJf/uM1/LZiTbyaS0RUb+ykq5zbswWbro50d+++qVJHO5LAbdR4dXfAN3CH6KQnyoVirMjfsx+9hw8BIA1KLHjrXaz/kvuwEBFR4/LG+wi2YLOFP5NuNHk/8ml1eVtVmQVA6Jl0351ajuz8Tbmfnt0GBYdy8fETE7isjYg0g510lQt3ZF1Of1Nm0pUUuNDrtnzJo+taHVkHfDrp6cGj68oatWob1n85Dy1aZaCiuAS/rfoRJ/cfims7iYiIQlFq0IRZOM4VYXV332JrWq3uXmWROum1Dcg7qm04uGUb9m/6GUlpqTi4eSu+nz6LxWGJSFPYSVc5ZY1amCPrcsp6ZDPpnjVqGg3agDdwJ4VKgUuSroHdakVl6Rl88/rbcW0bERFRXbxbroY5KB/hPulNKWsuKeSAvCdrrroaTpsNHzzwWFzbRkQUTSwcp3JK+lsEa9QA1Gt0Xavpb4BvJ73mFDjfKvBERERqIu/KojeGV4PGdybdGE6RWLmTruVYX1bzTLrJZ2kbEZHWsZOucnLhuLTWmXhx1SIMv/f2kMcpa9R8CscB4RaTaTqj67WvSWcnnYiI1EmO39c8/RhGjruvxuO8a9IjnEn3xHpXE1jaFnJA3lPZnUVgiagpYCdd5eSRdQA4bNuBzV0XAT2Djwtek+7ZSzRE4L76qUfx1wVfKOu35X1TtVzdvdbALVd3ZyediIhUSl7eds6gAbh8/BhlxjyQ76B8bVlz7Xucgzvffg2ZHTsA8Mma03Anvaq2WO/5vGPjTDoRNQHspKucXDiuvLoEX297E1VuC3A1gBT/4wyBa9JrSYEz9kvA9N0PI+eas6SvPWvStTyTXlVb4TjOpBMRkcq5PJlzgLQu3ZySHPI4pQaN06ks45LjnK+BN16DC664DEPvuhWAT9acQ8OxXk53r61ILDvpRNQEsJOucsLtghAC87a/BbvTE3jMAEb5Hxd2unsKsDT3Pyi3lSCv214gpWlUd699WxauUyMiInUTPplzAGBODt1JN/hkzjlrSXeXX9/ton4AvIXjtJ01J8X6xJSUoLX78pp0h5Xp7kSkfeykq5zb5caO4yvx24kf4RaeUXY9pJT3Xt7jDKYwC8eNAuwuqbPqhB0Y5V2npuXRde+a9FDV3b0VX4mIiNRIjt+yGmfS5UKxztrT3eUB6pxuXZGa2cob6zWcNWctr1DuJ6X6D8pzQJ6ImhJ20lXOmeDA3O1vAtD5PyEAjIaS9u67bypQw0x6LwA9Abdwe07hBnoCBebD0mubwOh6rdXdme5OREQq5Q6YSZcLofnS6XTKFm1ul8sb60N00uUBagDo1r8vDCbtZ80Jt1vpqAfGe2VpGwfkiagJYCdd5axDyj1p7sL/CR380t71Bs/IeuA+6XLgToHUqQ84DQSww7gC5dUlmh5dV4rJpNZc3d3BwE1ERCoVTrq7PCAPSGvSa6vu7rtOvduAC5vETDpQ87p0eVCDA/JE1BSELh1K6qADdJVAr3ZDkZPWVXl45cyPpVnvNgAqpeOC1qQHpsCNgtSpD5iQh05Ke5+3fRIy7e1j+uPEkhy0zclJMJhMcPnsA8sUOCIiUju3MyDdPVQn3Wcddl3V3X077t0v6ofDv2wHoO2sOaDmLVeVnVw4IE9ETQA76WomANPKRNz9yut+D2/asQCWotN+j8lr0kOmu+sAVADYA5itKRh6563K66yWchw9uQupia00vSbdVlEJt9sNvV6P5LRUlBeXKM+ZlOruLCZDRETq5HYHdtKD0919t2VzOV21z6QneV+f1bUzMtq1BaDt+jOA75arATPp3MmFiJoQdtJVLrCQDBB6nVqtM+kCwBLpuPSurXFFz/thq7LCaDLBYDLi+O596NDzXMxd9FZsfog4EEKgurwCyelpSAropHMmnYiI1E7eclUWqnCcb7p7XTPpcqfVabfDmJCAc/840PO1dtekA0CVpwZN8Ew6t2AjoqaDa9JVLlQnPbGWwO1yBqxJDxhdl7+2lpfj2K7dAIAOPc8FoP3RdW/grmF0nSlwRESkUsFr0kMMyMvbr7ndEG63EuuNtaS7H/p5GwCg6wXnA4DfcjAtkmN9UsCadPnn5Uw6ETUF7KSrXODIOgAkhFinZpBn0p0B6e4BgVvpsFZZlcAt0/zoeg17pbO6OxERqV3goHyoWK8UifUcKw8+h+rQy1lku9duAOBdFqf1WF/zmnTGeiJqOpjurnKBI+sAYE4KMboe5j7pCUlJgNuNq6fOwNBftqOl01tAJmnvfhRC2oL9NIBHEFwMXs2UwN0yXXlMbzQoH0xYTIaIiNQqnH3SDcaAAflqb60VY0KCX+V2uR7L3vWb4Ha5lIw7rVd3V2J9YHV37uRCRE0IO+kqFyrdPWTgDlqTLgUp331SAU/Q1umQUlyKgSWlME6fpTw3yPOvE8B8aKuDDkBZh56a2Up5zLdwjr2K69SIiEidAvdJDzkgHzCTLmfNAVK6t9wBN5rNyn7q5UXFOL5nHzr17gkAcGo83b2iuBQA0KJVht/jrD9DRE0J0901IChwh6r4apL2P5XXmtU8k24GdDp89ucbUQ4gcJ7eDcAC4KFoNDzOyouKAQBpbTKVx+SRdZfTqazXJyIiUhsRwUy6HM/cTpdy3zfeJ/jUo3HYbDj083bla62vSbeclna3SWvd2u9xeVLCXs2dXIhI+9hJ14Bw1qkZE6ROujxCXtOadDn9rTjBhHEI/g+gBzAOQFGDWx1/lmKpk57a2qeTnsQtWYiISP2CB+RDxfoEAP4p66HivW9ld7fLhYM/b1We0/qa9PLTnqy51q38HudMOhE1Jeyka4AIY1sWo2cmXQ6+NVV3991H9CsAyzNawi2vUwMwF8DXUWx7PCkz6T6ddO8e6QzaRESkXoGFYkNtt6oMyPt0tJXMOZ94L79WHqDO3bZTmXHX+pp0S5E0k96iVQZ0eu/HWG7BRkRNCTvpGuB2B6TA1ZLuLgffWgvHAXB4Avd9VVWwJyVBAKjQ6zWZ5i6znJbT3b0pcPKaPgfT34iISMXCKRwnz6T7pqyHmklXtiPz1KexVVbh+O59ALQ/k15RekYphOe7Lt07CcF4T0Tax066BgSOrteWAueqYybdlOQfuE/Y7Jh0cX9YUlMxFtpMc5eVezrpfoXjkjmTTkRE6hfUSQ9ROM47k+6dDXfapPt+M+lypXOfpV5bvl2E6spKHNn5W/Qa3QiE242KEql4XFrI5W2M90SkfazurgGB27CF7qQHrEn3zBwbTSbo9HrlHKG2KHlhxRq8EP1mx52cApeUlgqj2QynzeZNd+eWLEREpGJBsT5U4TiTvCY9RLq730x6cOzbNHcBNs9bCCG0tndLMEtRMdLatEZqm0xgr5RNKG8xxy3YiKgpYCddAwIDd6h1aoaA0XW/bVnMZmVk2Ru4m046mA7AVACtKyrRbsp/YDAa8VqCCVabDW3z8jHsqb+jwGbDVGhvWzkiImoewiscFzyTLnfE/WbSayia2hQ66IBc4f1cpcK733ar7KQTURPATroGyKPDssSQheP8R9fl9DdACtxyJ11Zs9WE9gwXALIBXAvA+OHHALx7vuPgYbhzj6Cid0920ImISLWCd3IJle7uifWh1qR74jvg7aQ31VnlwC1XEzxL+ZwOB9xOV42vIyLSCq5J1wC90X8spfaKr1LnXAgReluWpKaZ/j0eqHHfd3tKCv5z+WXxbxQREVGYAjvper1eidkyOdb7FY4LM929KQnccrXf/10OAKgur2i0NhERRRM76Rogb68mq3Xv1JCj6z6BWxldbzrp7oBU8K6mfd8X/eUhLPj62/g3ioiIKEyB260CwYPygVlzQOhYH6pwXFPiu+XqiDF3YfSTjwAA1n46pzGbRUQUNeyka4DB5D+TXts6tbpG1xOa8Oj6VwA2ndNd2ffdbTDg90sH4eFPvkDRkWON2zgiIqJaBK5JBwBzcorf16HWpNc6k95EO+lyodjzBl+CUX8ZDwBY9v6HWDnz48ZsFhFR1LCTrkGh9kkPObruCdwJPuvU5JH2pjq6/vaAfrAnS/u+25IScePhI+ygExGR6gWmuwPB8d7bSa9jJj256Q7IA4DFs+Wq/DN/9+40/PCf/zZmk4iIooqddA0KZ006UEPg9lRAbar7iO4vOIUVLzyLioyWeMhkwr4TJxu7SURERHUK3MkFCO6kG0zydqshYn2IrLmmWjiu9GShcn/BW//GqlmfNmJriIiiL+JO+uDBg7Fw4ULk5+dDCIFrr73W7/mPPvoIQgi/29KlS/2OycjIwP/+9z+UlZWhtLQUM2fOREqKf0oX1cxkNkNv9K/4rgTuEDPpxpDp7k1rTbps16q1eGbhEuS43Zhdeqaxm0NEpEmM9fHn8plJryqzAAjeK12uP+MKe5/0phnrLaeK8NmElzDz4aex9tMvG7s5RERRF3EnPSUlBTt37sTDDz9c4zFLly5FTk6Ocvvzn//s9/xnn32GXr16YeTIkRg9ejSGDBmCGTNmRN76ZixwXbp3TXrtM+lKunsTHV0Xbjf2/rRR+YBDRESRY6yPP9/CcRUlpQCAhMBYH2pAvhkWjgOAbYuXY8/a9Y3dDCKimIh4n/Rly5Zh2bJltR5js9lQWFgY8rkePXrgqquuQv/+/bF161YAwKOPPoolS5bg6aefxsmTwenJCQkJMPuMEKempkba7CbDabfDmJAAc3IyrJZy5XGlunsdo+tNdQs2IiKKnsaI9c2dzuCdN6ksPQN07YzEgE66IcTSNmctsd7WRJe2ERE1dTFZkz5s2DAUFhZi7969mDZtGlq1aqU8N2jQIJSWlipBGwBWrFgBt9uNgQMHhjzfhAkTYLFYlFt+fn4smq0Jtiop4Na4Tq2ONeneiq8M3EREVH/RjvUJCQlITU31uzUnvtutVniWawVtwRZiu1V50D2c7Va7dwfS0qLXZiIiio2od9KXLVuGu+66C5dddhmeffZZDB06FEuXLoVeL32rnJwcnDp1yu81LpcLJSUlyMnJCXnOiRMnIi0tTbm1b98+2s3WDFtlFYAQKXC1VXz1jK4bzWbl9+CwNs11akREFHuxiPXNfUDet9ZMzWvSwywS6xmQ17krceWVwJQpwIED0u2662LSfCIiiqKI093rMmfOHOX+rl278Ouvv+Lw4cMYNmwYVq1aVa9z2u122H0CUnNmq5I66Yk1FZOpZZ/0BJ8ALgd1IiKiSMUi1k+cOBHvvPOO8nVqamqz6qj7zqTLA/LB9WfkWO9UHguM9d26AZf94Sf07fwJHpq7BT6hH3Y70KlTTJpPRERRFPVOeqDc3FwUFRWhe/fuWLVqFQoKCpCVleV3jMFgQKtWrVBQUBDr5mia0+GA3ZPuHpwCV3cxGXlk3Wm3h9yPlYiIqD6iEeub+4C8wej9SCYPyAftkx5iaZteVKFLi4248I+L8eR+4OyzAeAL5fljx4ClS4ElS4BVq4CKitj9DEREFB0x76S3b98emZmZSpGYjRs3IiMjA/369cO2bdsAACNGjIBer8fmzZtj3RxN0AGYCqA1gN0ABk2bCUDqpJcVnMLZn3yBDodycSsA4XmN0SSvU/NJgQsYXTexaBwREcUAY33D6UN10mvImstpdQaPPgpcdRUwfMRGJJo3KMfY7cDx8t447hiKV8YtxcoFh+PQeiIiiqaIO+kpKSno3r278nXXrl3Rp08flJSUoKSkBC+++CLmzZuHgoICdOvWDW+99RYOHjyI5cuXAwD27t2LpUuX4sMPP8S4ceNgMpkwdepUfPnll6z26iEAZAO4FsCfAGD6LL/n3QY9TuTkKB10nU4Hg0n6VdY2ky531gMLyRAREflirI8/o8n7kUzJmkuSZtITE4Fhw4Dbhi5E37PfxZPTjvu8UsBiz8aek73xxl9WYuVK4KlFbyI1sxV+3117hX4iIlKniDvp/fv3x5o1a5SvJ0+eDACYPXs2xo8fj/PPPx933303WrZsiRMnTuD777/H888/75fCdvvtt2Pq1KlYuXIl3G435s2bh8cee6zhP00TMh7ACADp8K/u5wZgT0nBlD9eDHz1DQBvZXcgoJhMwEx6qJR4IiKiQIz18ec7k15dWYWWCXm4asAvuOU7YPhwQOqvrwUAOBw6/PSTwJIlwPb9XTHqn5+h9GQh5s9fCSB0WjwREWlHxJ30H3/8ETqdrsbnr7zyyjrPUVpaittvvz3Sb92sFAEYB2BOwON6ACue/yusuUeVx+TONxC4T7r/tiyhissREREFYqyPP6PJhBbGU7iozf9w47Q16NxhKXCO9/m8POBY9RCcTvg//POh+diyZBMAILsbMAo6v33SlXjPQXkiIk2KyT7pFB1fAZgHwG2QtmVx6fVY3/0s7L/y//kVjpODMRBQ3d2T7p6QGDiTzpF1IiIiNdEbjXALI/pmfo3OHaxwCQMOnjoPzzwD9O4tVWX/ZscYHCofirIzQnldqC3YDIz3RESaxk66yo0HYE9OggBgS0rCu5cMAOC/LUtNaW2B6e4GpbgcR9aJiIjUxGA0osrVCusLH8DYJzph+p7l+Gjbq3j7beD33z3HhNon3erJmvPEer3RoOxXz3hPRKRN7KSrXBGAz++8FVWZrfDWRX1xyjN47lvx1ZAQuvMtj64bA2bSmf5GRESkLvs3SFXvVx+8CQu/M8HuTlEKx8mUjLgQWXN6gwEGk0nZ7QXg8jYiIq2K+RZs1HAPzf4cE3ufh0NrN2DA9aMBAOYk33T30J3voMJxJhaOIyIiUqOVsz5FaUEh9m/cAr1nmVtiSorfMfLytlBFYgEp5V2eRZeOY7wnItIidtI1wFZVhYNbtkr3K6W9U/3XpIfufCvr1AKruzu4Ro2IiEhNXA4Hfp7/HQAgpWU6AE+n22CA2+UC4B1sdzmc3tc5nXC7XNAbDH7F49wul/I6IiLSFqa7a4zNs3eqb7q7MrIe0PkOLCajpMVzZJ2IiEi1qj0D8gCQkJSo3A81kw74x3tut0pEpH3spGuMvUoK3KELx4Wb7s6ZdCIiIrVyORzKbLn/oHzd8b6mgXsiItIOdtI1xiZ30kPNpAd0vu2efdITEhP9jvNNkyMiIiL1sVlDDMrXkTmXkJjImXQioiaAnXSNUdLdfQrHGWqYSbdVVErHtkiBTqfjPulEREQaIdegkTvpcqwHguN9tSfeJ7ZIUaq7s7I7EZF2sZOuMbUWjgsYWa+ylAMA9Ho9zC1SvJ15Bm4iIiJVkwfl5Xgvx3oguJNeZbEAAJLSUjmTTkTUBLCTrjFyurvBaITRXPv+5y6HQwnyyX6BmzPpREREahY4ky6nugOAKyCOWz2D8snpaTUugSMiIu1gJ11j7NZq5b5ZHl03yWvUgkfNreU+gdvE6u5ERERaYA/YzcXgs/2aEMLvWLmTnpSWCoNJ2l2XWXNERNrFTrrGCLfbuy7d00k31JLa5g3cad4ZdwZuIiIiVfMWjvNPdw9Vtb2qTEp3l7LmPGvSOSBPRKRZ7KRrkN3qP7ruDcg1B+4kn8DNmXQiIiJ1C0p3r6FILOCtQZOUnsbtVomImgB20jVI2YYtSe6k11wQzuopJiOtU6t5FJ6IiIjUIzBrzruNas1Zc8lpaTDUchwREWkDO+kapIyuB8yk1za6npyW6l3Pxpl0IiIiVfPu5hIwIB8q1pexujsRUVPCTroG2QO3Zakltc0vcDMFjoiISBPsVTUNyAfHcCVrLs2nujtn0omINIuddA2qrvJfp2aoZZ2abwqcN93dGY9mEhERUT15Y31g4bjaZ9KV6u4ckCci0ix20jUocFuW2taa+23LUkuBOSIiIlKP4C3Yap5Jr7Jwu1UioqaEnXQNsgWNrstFYoJnyL3bsqTVOgpPRERE6qEUjgsoEhuqrowyIJ/aAglJiQA4k05EpGXGxm4ARc5bTCYgBa6O0XUhRI3HERERkXpEUiRW7qQDQIvMDAChB+6JiEgbOJOuQd5tWereO1UuJuO/To0z6URERGomZ80FDciHWNrmdrlQXVEJAEjLzKzxOCIi0gZ20jXIHtBJN9RS8dV/WxauUyMiItICZSbd00mvrUgsAFR5BuVT22TWehwREakfO+kaZKuSRssDC8eFu07NxTXpREREqma3BhSJrWMbVWuZFO/TWmfWehwREakfO+ka5E139y8cF7K6e3mFcr9FRkaNxxEREZF6KEVik/zXpNe01lyeSW+R2Uo6jjPpRESaxU66BgUWjktJTwcAWMsrg451u1xKR51r0omIiLRBjvUGkxHGhAQkp6cBAKorKkIeL2fOKTPuHJAnItIsdtI1SJ5JT0xOAQC0zMkCAJwpKAx5vG/VV4ApcERERGpnt1Yr983JSXXGerkGjczJ6u5ERJrFTroG2X0qvpoSzUjJaAkAOFNwKuTxwZ10zqQTERGpmdvlUjrqCclJaJmTDSD8WO/igDwRkWaxk65B1T4VX9OzpZF1W5VV2W4tUFXA4ywcR0REpH7KuvSUlLpn0gNiPQfkiYi0i510DVK2YEtJRoYysh46aAMhUuAYuImIiFRPrvCemJKiDMrXNJNexaVtRERNBjvpGmSzyjPpyWjZtu5OelC6O4vJEBERqZ5cPC6zY3sYTSa43W6UFRWFPJZL24iImg520jVIDtoAkNW1M4CaR9YB/8Dtdrvhdrpi1zgiIiKKCrlQbE63LgCA8qLiGmN4cOE4dtKJiLSKnXQNclTb4HZJQTq7axcAdaS7+6xT476pRERE2iAPymed1QUAUFpQUOOxgXVpWH+GiEi72EnXKHl0PbtbVwC1z6T7rlPjyDoREZE2yIXjvAPy4cV6gGvSiYi0jJ10jZKLx7Xu1AFA+GvSGbSJiIi0Qe6kt+nSCQCLxBIRNRfspGuUHLhl4QZupr8RERFpgzwgL6ttJt1WUQm32618zUF5IiLtYiddo4I76bUVjvN20jmyTkREpA22oE56zQPyQghUl1coX3N5GxGRdrGTrlG+gdtSdFrZSzWUKqa7ExERaY7vbi4AcPpYXq3H+2bOcVCeiEi72EnXKN8UuMLDR2o9lkGbiIhIe3yz5twuF4qO1NFJt3B5GxFRU2Bs7AZQ+HQApgJoDcA4fzHa/r4HANB+125kA+gJ4DSARwAIn9fJ69T0ej2DNhERkUb4dtJL8k/WmQ1n9RuUZ+YcEZFWsZOuIQJANoBrARhXrAFWrAEADPI87wQwH/4ddMC7Ti05PY1r1IiIiDTCd2nbqdyjdR7vv7yN8Z6ISKvYSdeY8QBGAEiH/1oFNwALgId8HvOdec+cNhPJ6Wk4O+842nier2nmnYiIiBqf3Wcmva6lbYD/lqvMnCMi0i520jWmCMA4AHMCHtd7Hi/yecxv5v3zr5XHr/b8W9PMOxERETU+38Jxp8LopMs1aJjqTkSkbREXjhs8eDAWLlyI/Px8CCFw7bXX1njs9OnTIYTA448/7vd4RkYG/ve//6GsrAylpaWYOXMmUlJSIm99M/UVgC09z4XbYAAAOADMBfB1iGPHAyiHNNPuK9TMOxEREcBYrxa+6e6FuUfqPF6eSWeqOxGRtkXcSU9JScHOnTvx8MMP13rcddddh4svvhj5+flBz3322Wfo1asXRo4cidGjR2PIkCGYMWNGpE1p1j750w2wJydBQOqE19TZlmfeA3/RoWbeiYiIAMZ6tXA5ncr9SNakM9WdiEj7RH1vQghx7bXXBj3erl07kZeXJ3r27Clyc3PF448/rjzXo0cPIYQQF154ofLYFVdcIVwul2jbtm1Y3zc1NVUIIURqamq92671W87Z3cTXLz4nTicmipvCOH7juWcLl8EgBCDsgPhaBT8Db7zxxltTujXV2MRY33g3vdEgnpr3qRjz/tthHd97xFDxr982ihdWLGz0tvPGG2+8NcVbvGJT1Nek63Q6fPrpp5g0aRJ2794d9PygQYNQWlqKrVu3Ko+tWLECbrcbAwcOxPz584Nek5CQALPZrHydmpoa7WZrTsGBQ7j55TfCPv7dSy/G7BMnYS6vqHXmnYiIqC6M9fHhdrrwrxvvDPv4qrIyAIDDZotVk4iIKA4iTnevy7PPPgun04kpU6aEfD4nJwenTp3ye8zlcqGkpAQ5OTkhXzNhwgRYLBblFiqtjmq3Zs06fHLLDSgyGjAWTHMnIqL6Y6xXp6O//o6d36/CmtmfN3ZTiIioAaI6k96vXz88/vjj6NevXzRPi4kTJ+Kdd95Rvk5NTWXwjlDhoVyMPZSLsY3dECIi0jTGevVyORz45Km/N3YziIiogaI6kz548GBkZWXh2LFjcDgccDgc6NKlC/71r38hNzcXAFBQUICsrCy/1xkMBrRq1QoFBQUhz2u321FeXu53IyIiovhjrCciIoqtqM6kf/rpp1ixYoXfY8uXL8enn36Kjz76CACwceNGZGRkoF+/fti2bRsAYMSIEdDr9di8eXM0m0NERERRxlhPREQUWxF30lNSUtC9e3fl665du6JPnz4oKSlBXl4eSkpK/I53OBwoKCjA/v37AQB79+7F0qVL8eGHH2LcuHEwmUyYOnUqvvzyS5w8ebKBPw4RERE1FGM9ERFR44qoHPzQoUNFKB999FHI4wO3ZQEgMjIyxGeffSYsFos4c+aMmDVrlkhJSVFd6XveeOONN954C/fWlGITYz1vvPHGG2+8Bd/iFZt0njuakpqaCovFgrS0NK5ZIyIiVWBsii5eTyIiUpt4xaaob8FGRERERERERPXDTjoRERERERGRSrCTTkRERERERKQS7KQTERERERERqQQ76UREREREREQqwU46ERERERERkUqwk05ERERERESkEuykExEREREREakEO+lEREREREREKmFs7AY0RGpqamM3gYiICABjUqzwuhIRkVrEKyZpspMuX5z8/PxGbgkREZG/1NRUlJeXN3YzNI+xnoiI1CrWsV4HQMTs7DHUrl27Gi9Mamoq8vPz0b59e1V9UFJru3ypuY1qbptM7W1Ue/sAtrGh1Nw2mdrb2JD2paam4sSJEzFqWfPDWB8bam+j2tsHqLuNam6bjG1sOLW3D1B3G9Ue6zU5kw4grAtTXl6uuv8QgHrb5UvNbVRz22Rqb6Pa2wewjQ2l5rbJ1N7G+rRPzT+PFjHWx5ba26j29gHqbqOa2yZjGxtO7e0D1N1GtcZ6Fo4jIiIiIiIiUgl20omIiIiIiIhUokl20m02G1566SXYbLbGbooftbbLl5rbqOa2ydTeRrW3D2AbG0rNbZOpvY1qbx9J1Pp7Umu7fKm9jWpvH6DuNqq5bTK2seHU3j5A3W1Uc9sADReOIyIiIiIiImpqmuRMOhEREREREZEWsZNOREREREREpBLspBMRERERERGpBDvpRERERERERCrBTjoRERERERGRSsStk/7cc89hy5YtsFgsKCwsxLfffotzzjnH7xiz2YypU6fi9OnTKC8vx9y5c5GVlaU8f/755+Pzzz/HsWPHUFVVhd27d+Oxxx4L+l5Dhw7F1q1bUV1djQMHDuDuu+8Oq10VFRWwWq2wWq344Ycf0L17d6VdH3/8MaxWK1wuF5xOJ3Jzc/HSSy/BZDLFpF2+VqxYAZvNBrfbDZvNhu+//97v2i1YsABHjx6Fw+GAy+WC3W7H4sWLY37tfK/h8ePH4XK54Ha7UVhYiJEjR/od4/u7dTqdEEJg+PDhcWlfONcwNzcXQgi/22+//RaXayj/H6yurobT6YTT6cT69euV/3++16+srEw5prS0FN9++22jX7+hQ4cGXTv5dvnll8f8+oXTRgA4++yzsXDhQlRVVSnv4x9//FFV75OBAwfi2LFjyjGHDx9G165d49K+66+/Hvv374fD4YAQAsXFxUF/p81mM6ZPnw6r1Qq32w2Hw4FFixbF7X1y4MAB5e+cEALXXHON3zFmsxmrVq2C3W6H2+2GEMLvfRTr67d8+XKcPn0aQgj06dPH7/mMjAxMmTIFe/fuRVVVFY4ePYp///vfSEtLq/PcWsJYz1jPWN/wa7ho0SLl75jNZsOSJUtU0b7a4n3//v1j3j6Asb6h7VN7rAeATz/9FGfOnFHi+KpVq4LiyPjx45XrLITAggUL4ta+eMZ7EY/b0qVLxd133y169uwpzj//fLF48WJx5MgRkZycrBwzbdo0cfToUTF8+HDRr18/sWHDBrFu3Trl+XvvvVe8++67YsiQIaJr167i9ttvF5WVleLhhx9WjunSpYuoqKgQb7/9tujRo4d4+OGHhcPhEJdffnmt7frXv/4lysrKxM8//yzy8/PFokWLxKFDh4TZbBbTpk0ThYWFYunSpeKhhx4SW7duFbt37xYFBQVi0qRJMWmXfPvrX/8q7Ha7ePfdd8V1110nVq1aJSorK8XRo0eVa/eXv/xFzJs3Txw/flw88sgjYseOHcJiscT82sm3vXv3Kue68cYbxcmTJ4XdbhcZGRlBv9u5c+eKn376SQghxPbt2+PSvnCuYW5urti8ebPIy8sTN9xwgxg5cqTYtGlTXK7h0qVLxZw5c0RZWZl47LHHxI8//igqKyvF4cOHhdlsVq7fqVOnRFlZmXj99dfFtm3bxNatW8XNN9/c6NfPZDKJ7OxsMXv2bOX6ffPNN8Jqtcbt/2A4v+N9+/aJI0eOiBMnTog77rhDzJkzRzidTrF582ZVvE/atm0rrFarsFgs4q677hJ33HGHKCsrE0VFRXFp3x133CH2798vZs2aJYQQ4uabbw76Oz1t2jRhsVhEQUGBGDt2rNi5c6coKyuL2/vkgw8+EFOmTBEvvviiEEKI/Pz8oBhSUlIiZsyYIaZMmSKEEGLjxo1xu37PP/+8GDNmjBBCiD59+vg936tXLzF37lwxevRocdZZZ4nhw4eLffv2ia+//rrW82rtxljPWM9Y37BruGzZMuF0OsU777wjrrvuOrF9+3axZ88eVbTPZDL5xfqRI0eKgoICYbVaVfM7ZqzXdqwHIHbu3CnmzZsnnn/+eSGEEGvXrg2KI+vWrROlpaVixowZQgghNm/eHLf2xTHexy94+95at24thBBi8ODBAoBIS0sTNptN3Hjjjcox5557rhBCiIEDB9Z4nqlTp4qVK1cqX7/xxhvit99+8zvmiy++EEuXLq21PSdOnBBPPfWU0q4rr7xSWK1Wcc8999TYrilTpohDhw7FpV3y12lpacJqtdZ67a6++mrhcrnifu3kr7t27SqEEOLFF1/0a99rr70mdu/eLc477zwha4z2hbqGR44cEQ6Ho9H///m+N6qrq8Utt9yiXL/Tp0+L++67r1HbFs7/QaPRKAoLC8W7776rmjZmZmYKIYSw2+3K77hFixaN+v8w8H3y2GOPCbfbLW666SblmKuvvloIIfz+X8aqffKtc+fOStDx/Tst/459r6H8/zBe1zCwjbX9HRw6dGijti0waIe63XTTTaK6uloYDIawzq3FG2M9Y71a4gCgrlgf6hpmZGQIt9st3n//fVW2L/D/oNFoFKdPn1bN75ixvmnG+mHDhtX4t1CO9f37929y8b7R1qSnp6cDAEpKSgAAF154IRISErBixQrlmH379uHo0aMYNGhQreeRzwEAgwYN8jsHACxfvrzWc3Tt2hVt27bFihUrlHbl5eVh8+bNGD16dI3tOvfcc/2+dyzbJbNYLNi5cyeA0NcuIyMDt99+OzZs2BD3ayfT66X/VnIKody+e+65B3feeSeqqqoAACdOnGiU9oW6hmazGUajETNmzMC2bdvw9NNP4+DBg41yDeX/g7/++isGDRqkXL/MzEy43W5s27YNq1evhtVqxfXXXx/XtgF1/x+85pprkJmZiUmTJjXa/8HANhYXF+PYsWMwmUzYsGEDDAYDxo4di8LCQuTl5anifdK9e3fodDr88MMPyjG7d+8GANxwww0xbV9t5wakayj/jk0mk3J++W9hSUlJzK9hTWqLIQDi8vutr/T0dFgsFrhcrqifWy0Y6xnrGetrbmPgNbz11luh0+mwa9cubNu2DSdOnMDkyZMb7RrW9DuWj7nmmmvQsmVLHD9+XBW/Y8b6phnrW7RoobQPCB1HDhw4EJf3cX3VJ943Siddp9Ph3Xffxbp16/D7778DAHJycmCz2VBWVuZ3bGFhIXJyckKeZ9CgQbjlllswY8YM5bGcnBwUFhYGnSM9PR2JiYkhzyOf/9SpU37tKiwsRLt27UK268yZMxg6dCg++OCDmLfL93U6nQ4dO3ZEUVGR37VzOp3Iz89HSUkJOnXqhGuvvTau105+nfy7LSoqgslkUo5xu92YPn06tm7dqry2pKQk7u2T2xh4DVesWAG73Y5hw4bhgw8+wN/+9je89dZbcb+Gvu+N3Nxc5OTkICcnBw6HAwDw0ksv4bXXXsPo0aNRVVWFRx99FBkZGY1+/Xzfv2PGjMHy5cuRn5/fKP8Ha2rjW2+9BbfbjePHj6O6uhpPPvkkrrzySpw8eVIV75O8vDwIIfDAAw/AZDKhZcuWeOONNwAA7du3j2n7Qgn8Oy3/Pwz8e1hYWIjq6uqYX8PAtgHA9u3b64whp06dimvbwpWZmYnnn3/e73s3NYz1kbWLsT567ZPbqNZYL7cv8Bqed955AIBnn31WifWlpaVo06YNunTp0ujtC3z/yvH+xIkTqvkdM9Y3nVgve+aZZ1QTR+qjvvG+UTrp77//Pnr37o1bb7213ufo1asXFixYgJdfftlvNKout912G8rLy5XbpZdeqjw3ceLEsNrVrl07nHvuudi7dy9mzpwZ83b5ev/995Geno6NGzf6Pe5yudC3b1+MHDkSLpcLn3zySY3fK5ZtlH+3mzZtUh674oorAEjXNxyNcQ2XLFmiFJD54IMP8NRTT+HRRx9VOgPxamNd743XX38d33zzDbZt24bDhw8DAG6++ea4tM23jaH+DwJSgLniiiswa9asWr9XY7TxnnvugRACgwcPxoABAzB//nwsWrRICZzxbGOo98nx48fhdDrx1FNPoaqqCgUFBcjNzYXdbocQIq7tA4AJEyao8u80ALz66qsApA+yamtbOFJTU/Hdd99h9+7deOmllyJ+vVYw1kfWLl+M9Q1rn9xGtcZ6uX2B11Buh2+sv/feewEAPXr0aPT2+Qon3jPWM9ZHo43du3dXdftq05B4b4z4uzXQe++9h9GjR2PIkCHIz89XHi8oKIDZbEZ6errfyEh2djYKCgr8znHeeedh5cqVmDFjBl5//XW/5woKCpCdne33WHZ2NsrKylBdXY2FCxdi8+bNynP5+flo27YtACnADBo0SGlXdna2kmIkt6tt27ZYvXo1nE4nPv7447i0S74G8rXbtWsXcnNzg67dqVOncODAAezZswfHjx/HyZMn43btsrOz8fe//1353c6ePVvpRHbr1g16vR42m83v3L169YLValXVNZR/z5s3b4bJZEK7du3idg0nT56MP/7xj8p7Izs7Gzt27EBBQYESXOSUKADIyspCUVEROnXqpJrrN378eBQXF2PhwoV+r4vH9autjSNGjEDfvn1hMBjw+++/o6ysDA8//DBGjhyJLl26qOJ9Iv+ee/ToAbPZjMrKSggh8PTTT+PIkSMxbV8oQ4YM8ft76Pv/0PfvdHZ2NhITE2N+DWXvvfceRowYAUCaEfU9Z6gYkpWVFbe2haNFixZYtmwZysvLcf3118PpdEb0eq1grI+8XYz18buGjRnra7uG8r/Hjh1TXitXeZfTphuzfb7X795771Xi/TvvvMNYz1gf9Ta+/PLLAID777+/xjgSeO6mFu/DXsDe0Nt7770njh8/Lrp37x70nFwE4IYbblAeO+ecc4KKAPTs2VMUFBSIN998M+T3eOONN8Svv/7q99hnn31WaxGA9957TzidTvHPf/5TeSw1NdWvmMwNN9wg2rVrJ/bt2ycWLVoUl3YBUgGKJ598Url2F1xwgbBareKWW26p8dp17NgxZIGHWLbxp59+Un638rWT29izZ09ht9vF448/Lnr16iVGjhyptO/qq69W5TW87bbbhNPpjNs1rKioEGfOnFHeG77XUG6bzWZTCsfJ743i4mLxwAMPqOb6yVWQ4/n+DaeNo0ePFk6nM+hvzKFDh1TzPgn1N3DChAlCCCEuu+yymLdPvs2ePTvovenbPrvdrrRR/h3H6xrKv1+5UIxvsZbA61dT4bhYX7/aCsmkpqaKDRs2iNWrV4ukpKSwzqfFG2M9Yz1jff2uYfv27YMKx/Xs2VMIIfz+36ohTh06dEhMmjSJsb4B11B+DWN96L/XJ0+eDBlPfa+hHOsvvPDCphjv6/WiiG/vv/++KC0tFUOGDBHZ2dnKLTExUTlm2rRp4siRI2LYsGGiX79+Yv369WL9+vXK87169RKFhYXik08+8TtH69atlWPkcvpvvvmmOPfcc8X48eNrLacvt2v69OmitLRU3HnnnWLo0KFiwYIFftuy5OXliby8PLFp0ybx888/iy1btijfPxbtkm9//etfhdVqFeXl5eKee+4RS5YsEUeOHBGdOnUSiYmJYsCAAeLhhx8Wc+bMEXl5eeKJJ54Q27dvF1VVVWLDhg0xvXbybcOGDcLlconnnntODB06VGljenp6yN/tqFGjhBBC7NixIy7tq+saXnzxxeLxxx8Xc+bMEcePHxevvfaaKC4uFoWFhTH//yf/H6yqqhIWi0X5/7dkyZKgLdjKysrEqVOnlK2BCgoKREFBgWjZsmWjXj/5uAULFgghhLjrrrvi9v4Nt42ZmZmiqKhIHDp0SOTn54s77rhDfPzxx8LlcvltD9TY75O1a9cq28ZMnDhROJ1Ocfjw4bi0LyMjQ8yZM0eUl5cLIYR44IEHxIgRI0Tv3r2V37O8LcvJkyfFgw8+KHbs2CHKysri9j45c+aMuO+++8Rtt92mtHHAgAEiOztbaV9eXp4YM2aMeOWVV4QQQvz666+iT58+IiMjI+bXr0+fPuKqq64SQgjxpz/9SfTp00dpW2pqqti4caPYuXOnOOuss/y+v16vr/XcWrox1jPWM9Y37Bru3LlTOBwO8fTTT4vrr79eFBQUCJvNJlq2bKmK9k2bNk0UFBQIIYS44YYbGOvrcQ0Z62tv48yZM4XFYhHPPPOMXxs7d+6sHDN79myRn58v3nrrLSXW79ixQ9nqronE+/gE7prcfffdyjFms1lMnTpVFBcXi4qKCjFv3jzlBwag7I0bKDc31+97DR06VGzbtk1UV1eLgwcP+n2PcNu1a9cucfbZZyvtWrFiRY3HxqJd4V673r17i5UrV4rTp08Lh8MhnE6nsNvt4rvvvov5tavv77ayslIIIcSIESPi0r662ti3b1+xceNGUVpaqlxDm80mvv3227hcw5r89a9/9bt+06ZNE1VVVcLtdgu73S7WrFkjevbs2ejXTz7miy++ECdOnIjr+zeSNl544YXi+++/F1arVbjdbuF0OsW6detU9T759NNP/dondxDi0b677767zjaazWYxffp0pY0Oh0MsXry4Ud8nQni3tjGbzWLz5s01/gyNcf3ktvnO7Afy/eCh9VtNGOsbdu0Y67Uf68O9hikpKWLbtm3C5XIJt9stCgoKxJAhQ1TTPrPZLPbt2yfsdjtjfT2vIWN9/a7ht99+qxzz6quv1vozNIV4r/PcISIiIiIiIqJG1mj7pBMRERERERGRP3bSiYiIiIiIiFSCnXQiIiIiIiIilWAnnYiIiIiIiEgl2EknIiIiIiIiUgl20omIiIiIiIhUgp10IiIiIiIiIpVgJ52IiIiIiIhIJdhJJyIiIiIiIlIJdtKJiIiIiIiIVIKddCIiIiIiIiKV+P8tX1VvDh1RMAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from blueshift.library.statistical import find_trends, find_imp_points\n", "\n", "lines = find_trends(px.close)\n", "\n", "mins, maxes, points= find_imp_points(px.close, R=1.01)\n", "highs = points[points.sign==1]\n", "lows = points[points.sign==-1]\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12, 5))\n", "\n", "axes[0].plot(px.index, px.close)\n", "axes[0].plot(highs.index, highs.value, linestyle='None', marker=6, color='green')\n", "axes[0].plot(lows.index, lows.value, linestyle='None', marker=7, color='red')\n", "\n", "axes[1].plot(px.index, px.close)\n", "for item in lines:\n", " line = item.line\n", " axes[1].plot(line.index, line, color=\"yellow\")" ] }, { "cell_type": "markdown", "id": "747fe420-9ba4-4e66-849f-e9139f27d32b", "metadata": {}, "source": [ "For more built-in functions, check the documentation on the Blueshift library." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }