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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "remove-cell"
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   "source": [
    "import sys\n",
    "import os\n",
    "if not any(path.endswith('textbook') for path in sys.path):\n",
    "    sys.path.append(os.path.abspath('../../..'))\n",
    "from textbook_utils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "runners = pd.read_csv('data/cherryBlossomMen.csv')\n",
    "runners_over_17 = runners[runners[\"age\"] > 17]\n",
    "runners_over_17 = runners_over_17[runners_over_17[\"age\"] < 76]\n",
    "\n",
    "dogs = pd.read_csv('data/akc.csv').dropna()\n",
    "sfh_all = pd.read_csv('data/sfhousing.csv', on_bad_lines='skip')\n",
    "\n",
    "# DAWN\n",
    "colspecs = [(0,6), (14,29), (33,35), (35, 37), (37, 39), (1213, 1214)]\n",
    "varNames = [\"id\", \"wt\", \"age\", \"sex\", \"race\",\"type\"]\n",
    "dawn = pd.read_fwf('data/DAWN-Data.txt', colspecs=colspecs, header=None, index_col=0,\n",
    "                   names = varNames)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "user_expressions": []
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   "source": [
    "(sec:viz_data_design)=\n",
    "# Incorporating the Data Design\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "user_expressions": []
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   "source": [
    "When we create a visualization, it's important to consider the data scope, especially the data design\n",
    "(see {numref}`Chapter %s <ch:data_scope>`).\n",
    "Considering the question of how the data were collected can impact our plot choice and the comparisons we portray.\n",
    "These considerations include the time and place where the data were collected and the design used to select a sample.\n",
    "We look at a few examples of how the data scope can inform the visualizations we make."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "user_expressions": []
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   "source": [
    "## Data Collected Over Time \n",
    "\n",
    "When data are collected over time, we typically make a line plot that puts timestamps on the x-axis and a feature of interest on the y-axis to look for trends in time.\n",
    "As an example, let's revisit the data on San Francisco housing prices. \n",
    "These data were collected from 2003 through 2008 and show the crash in 2008/2009 of the [US housing bubble](https://en.wikipedia.org/wiki/2000s_United_States_housing_bubble).\n",
    "Since time is a key aspect of the scope of these data, let's visualize sale price as a time series. Our earlier explorations showed that sale price\n",
    "is highly skewed, so let's work with percentiles rather than averages. We plot the median price (this is a form of smoothing we saw earlier in this chapter):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
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       "      <th>percentile</th>\n",
       "      <th>price</th>\n",
       "      <th>rel_price</th>\n",
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       "          date  percentile     price  rel_price\n",
       "0   2003-04-30          10  255000.0       1.00\n",
       "1   2003-04-30          30  340000.0       1.00\n",
       "2   2003-04-30          50  421000.0       1.00\n",
       "..         ...         ...       ...        ...\n",
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       "338 2008-11-30          70  515000.0       0.96\n",
       "339 2008-11-30          90  841500.0       1.07\n",
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   "source": [
    "def parse_dates(sfh):\n",
    "    dates = pd.to_datetime(sfh['date'])\n",
    "    return sfh.assign(date=dates).set_index('date')\n",
    "\n",
    "percs = [10, 30, 50, 70, 90]\n",
    "\n",
    "def find_percentiles(series):\n",
    "    prices = np.percentile(series, percs, method='lower')\n",
    "    return pd.Series(prices, index=percs)\n",
    "\n",
    "monthly_percentiles = (sfh_all\n",
    " .pipe(parse_dates)\n",
    " .resample('M', group_keys=True)\n",
    " ['price']\n",
    " .apply(find_percentiles)\n",
    " .reset_index()\n",
    " .rename(columns={'level_1': 'percentile'})\n",
    ")\n",
    "\n",
    "rel_prices = (monthly_percentiles\n",
    " .groupby('percentile')\n",
    " ['price']\n",
    " .transform(lambda s: s / s.iloc[0])\n",
    ")\n",
    "\n",
    "rel_percentiles = monthly_percentiles.assign(rel_price=rel_prices)\n",
    "rel_percentiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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    "sfh_labels={'price':\"Sale price (USD)\", 'date':\"\"}\n",
    "medians = rel_percentiles.query('percentile == 50')\n",
    "fig = px.line(medians, x='date', y='price',\n",
    "              title='Median sale price',\n",
    "              labels=sfh_labels,\n",
    "              width=500, height=250)\n",
    "margin(fig, t=30)"
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    "This plot shows the rise in prices from 2003 to 2007 and the fall in 2008.\n",
    "But we can show more information by plotting a few additional percentiles instead of just the median. Let's draw separate lines for the 10th, 30th, 50th (median), 70th, and 90th percentile sale prices. When we examine prices over time, we typically need to adjust for inflation so that the comparisons are on the same footing. In addition to adjusting for inflation, let's plot the prices \n",
    "relative to the starting price in 2003 for each of the percentiles.\n",
    "This means that all the lines start at y = 1 in 2003.\n",
    "(A value of 1.5 for the 90th percentile in 2006 indicates that the sale price is 1.5 times the 90th percentile in 2003.)\n",
    "This normalization lets us see how the housing crash affected home owners in the different parts of the market."
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DiCHFqhGEgRRSJCWoVJcgSAg/dechjUdEp6JHgiYEAVUY2LlzZ6z8CqSfMoIgoftcFUGgzncLXa/pnBLCkj9nBBgBRiCtIcAEQVpbcZ4vI8AIaIQAnYqS67qUmE/xYoqJp9h4ykNAsffSKTe5DFevXl00JYKBjMpt27YZnAeBdCJHMdJSQj864aO5UG6ExBAEkqs7neIpJqQjjwuKQSbiJK4BRSehZmZmsZI+kjsyJUMjA5PCAsj4pf7oenKHVqwmQeEelJxMSvoWN9khlY2j2OSEqkOoo4cmaxyXICCvCoqVJiOb4vWlMpK0T2iehDm5h8cn8REEFPrSqlUr4cIvufZrQhDQeJKHBREEpJ8klDiT3LpprxB+pCOFMlBiO0WhPUSnteSdQTjGDUegRJ2Up0KqXEHXEh5EHlA8OcXAqxJ9EQTq3hMS5lQCkgxkRYmrq2RsUwgJndRTiUMS8pShkBx6n3Ag7LRFEKg7Dyn8gU7tqXSjJNK9pE6SQsr5QXMmgo7IUhIinSjUivqXwhfUub/oWmmvxK3qQflJKGyCEjtStQhFoWSlFHYh3QP0/aPunDT6h8CNGQFGgBFIAwgwQZAGFpmnyAgwAolHQKo6ILmv0t+UUV+qA0/v02k7ufXSKRoZC+QCT0YqPfBTvDq5tpMYmgeBdHpJBiEZ2GTI0AO9lAsgMQSBv7+/iGeXyjWSke/j4yNOpu3t7ZWWOZROGgkzak9kARkoFFJAhj3pScnYKMkbkQzVqlUTBi2RLxSSQKfSRCJQG4pDJiOW+iI9KL5eKsemLPRAcWeoo4cma6yszCGFchChQWEdpCvtG3LDpwoX5OVABlB8oljmkK6lpIFUHYAMMBIiHYjQItGUIJC8YehawpyMfcq3QSfLw4cPF2UOycBr27at6J88Z8ijgNb21q1bwtinvUOZ5en0mtaIYsbJ+H3y5IlI0Ekn1OTdQRUwSCSvB1UJNCUs9EUQqHtP0P4mMod+UzgRJRgk0opwUaarZNyS4U65QIgAI48SIgmkxIM0V20RBOrOg5IdEplD9zwZ95QHgcgeIuRI1CEIpL1DoVW0T4gcoJwKUqiQRBCoc39J35MLFy4Ue5n2EuW/IFyJxKTvKdKVypzSa8KRvJVo71HuCao4o+mcEv/fga9kBBgBRiB1IsAEQepcV54VI8AIaAkBKs1G7u50whdX6PSQXIazZs0qPiKDlcpvURy4JGQQ0EM3GVrqEASUVI4MvbjxvMqmo068v3RqTaeDdKKmKGRcUkm7R48eyd8mTwlyrSdDnAw/KoWoyrWdkv+RC79kUFBHlFme8jMo5iEgQ5GMFjqFlsIFCNdixYqJ8ak9GSaKQgY2nUJKJ650QkinlISPJGSUkBFDxgEJZVmn1xSzLQkRNnQdlfZTJeroockaKyMIyFWfTuDph4xLSYhoor0UX4UGaqdY5pD+logcwpbishVP7VWtuxRSQJUe6PRXErqG9gklc5SESACKn5e8CuLDiPYN7X0y/okkU8Sf+iJjmvqWMuyTRwmVCiWRiChVaxN3z1Db+BJ9KruHiNgjg1Nx7yjDQd17gsYnwonuaWnfSkkelelK+4ZybCgmBJXKhhKZJQkZxtSnYklU+kzKQUBEg6o8FVI/msyDiCCqECAZ9KQXEVmkS4cOHUSojyS05wjHuF46ErEhtaP1ppwmmzZtknucqHN/SfucxibiVbpHpOSkNC+qZBK3GgkRUpQLhr4TSTSZk8ovBf6QEWAEGIE0iAATBGlw0XnKjAAjoDkC9IBPJ+z0gEwl3KgEoXQSGrc3eoglI5uIAzLeDFmofN27d+8QGhoqXL2JENCWkDFMNcnp5I+wUJUckMYkg41OC0moVJ+5ublSVWgtyJih/qjKgbIcEWRM07xsbW3llRDUnZc6eiR1jcnbgfYIkR60R6QQD1U6KhI1ZCjS9bQHEyqHqe68pXakE4UW0JrRybgyobUlt25aIxo/7hpIa0QGHs0vbulKqfRfXDdwTXXVRXtN7wnaC7Seqr4TJD2JGKF9SXgRcaUYKqPtuWgyD6kt/Sbvkfj0ev36tUgaqmzd6LuR7suEvkfUub8IC8KKvg9oHxJpoSi0v+i7hfSl/UVeR3FF3TlpG3fujxFgBBiBlI4AEwQpfQVZf0aAEWAEGIE0gYAqT46UBgCFUhDJIXmRpDT905K+FKZDoUNE8lASUPKQIi8R8qBiYQQYAUaAEUh9CDBBkPrWlGfECDACjAAjkAoRSE0EgWRcKrr8p8IlSxVTksIbpMlQ/gyqzBJflZJUMWmeBCPACDACaRgBJgjS8OLz1BkBRoARYARSDgLkVk1x2Xny5JFXyUg52sfWlEIPyM1eyi+RUueRFvSmEIoLFy4gKCgIuXPnFskned3SwsrzHBkBRiCtIsAEQVpdeZ43I8AIMAKMACPACDACjAAjwAgwAowAI6CAABMEvB0YAUaAEWAEGAFGgBFgBBgBRoARYAQYAUYATBDwJmAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAEmCHgPMAKMACPACDACjAAjwAgwAowAI8AIMAKMAJgg4E3ACDACjAAjwAgwAowAI8AIMAKMACPACDACTBDwHmAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAEwQcCbgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBJgg4D3ACDACjAAjwAgwAowAI8AIMAKMACPACDAChABXMeB9wAgwAowAI8AIMAKMACPACDACjAAjwAgwAkwQ8B5gBBgBRoARYAQYAUaAEWAEGAFGgBFgBBgB9iDgPcAIMAKMACPACDACjAAjwAgwAowAI8AIMAJpOcSgSJEicHd3501gwAh8/foVVlZWMDExMWAtWbXUgoCPjw+yZcuGdOnSpZYp8TwMFIHg4GCxzywsLAxUQ1YrtSAQExMDPz8/8d3GwgjoGgF/f3/xvWZqaqrrobh/RoAR0CECaTYHARMEOtxVWuqaCQItAcndqIUAEwRqwcSNtIAAEwRaAJG7UAsBJgjUgokbaQkBJgi0BCR3wwgkMwJMECTzAvDw8SPABAHvDn0iwASBPtFO22MxQZC211+fs2eCQJ9o81hMEPAeYARSBwJMEKSOdUyVs2CCIFUuq8FOigkCg12aVKcYEwSpbkkNdkJMEBjs0qRKxZggSJXLypNKgwgwQZAGFz2lTJkJgpSyUqlDTyYIUsc6poRZMEGQElYpdejIBEHqWMeUMgsmCFLKSrGejIBqBJgg4B1isAgwQWCwS5MqFWOCIFUuq0FOigkCg1yWVKkUEwSpclkNdlJMEBjs0rBijIBGCDBBoBFc3FifCDBBoE+0eSwmCHgP6AsBJgj0hTSPwwQB7wF9IsAEgT7R5rEYAd0hwASB7rDlnpOIABMESQSQL9cIASYINIKLGycBASYIkgAeX6oRAkwQaAQXN04iAkwQJBFAvlxrCAQFBeHGjRuiPyorbGZmhuLFiyNLlixaG0OfHYWGhuL48eMoXbo0ihYtivDwcPTs2RPDhw9H3bp1ta4KEwRah5Q71BYCTBBoC0nuRx0EmCBQByVuow0EmCDQBorchzoIMEGgDkrcRlsIMEGgLSS5n6Qi8PTpU7Ru3fqXbkaOHIkRI0YktXudXr98+XJs375dTnDQYB8/fhREwOTJk9G3b18QYVC2bFksWLBA6TyTqiATBElFkK/XGQJMEOgMWu5YCQJMEPC20BcCTBDoC2kehwkC3gP6RIAJAn2izWOpQkAiCDZu3IhatWrB19cXS5YswZ49e/Dff//p5NRdWyuybNky7NixIxZBQN/l3759Q8aMGZEhQwYmCLQFdtx+ihQpAnd3d111z/1qAQEmCLQAInehNgJMEKgNFTdMIgJMECQRQL5cbQSYIFAbKm6oBQSYINACiNyFVhBQJAhq164t+qT/veXLlxceBORJ8PbtW/z777+4fv26MLrphH7ixIkiDCEsLAx9+vTB0KFD8f79e1y6dAk2NjaYO3eu6IeM+PPnz+PLly8oVaqUcPdv2rQpoqOjsXXrVkFEvHr1Cg4ODhg2bBgcHR2FDvfv38c///wj2u/evRuPHz9GgwYN0K9fP9HPxYsXMWHCBJANVKFCBXFNmzZt0LZtW/Tu3VuEFNB8lHkQqJqPpqCyB4GmiHF7vSHABIHeoOaBADBBwNtAXwgwQaAvpHkcJgh4D+gTASYI9Ik2j6UKAWUEwefPn4VxTQZ4q1athGdBpUqV0KVLF2GQr1mzRhjpGzZsAOUwkAx0IgyqVq0qCILp06ejY8eOePToEbp164YyZcoIoz4kJERcN3/+fHH63717dxECcOzYMRw9ehQuLi4oV66caNu/f3+hOoUK5MuXD+TlQH3v27dPkApz5szB5cuXMWPGDNGOcicUK1YsVkhBXILA29tb5Xw03S1MEGiKGLfXGwJMEOgNah6ICQLeA3pEgAkCPYKdxodigkD3GyDQ04+yoME6X8pMfqZNhJgg0Caa3FdSEJAIgsWLFwtDn7wAFi5ciLt37+L06dPYtWsXnJ2dcfXqVVhYWIihyLAno5w8CkxNTcV1RAJMmTJF/E1C15JXAfXbokULuYpkoBsbG6NatWr4/fffMXDgQPFZVFSUICGIVKB+JILg0KFDwvBX7PPKlSvInj278E6IG2IQlxCI+zd5Jaiaj62trUZwMkGgEVzcWJ8IMEGgT7R5LPYg4D2gLwSYINAX0jwOEwS62wORIRG4t+YCnu66gZyV7dF0dU8x2Nfnn2FuawHzbFa6G9xAe2aCwEAXJg2qpSxJYd68ecXpPBnxPXr0EDH+JUqUkKNDXgNeXl44cOCAONkngiAuEUAJBMmAp2vjVkS4efOm8Bygcaysft7/pAuFEaxdu1ZOEFDIQs6cOcXYDx8+RPv27eHq6io8EhJDECQ0n5IlS2q0C5gg0AgubqxPBJgg0CfaPBYTBLwH9IUAEwT6QprHYYJAN3vgxd7buLvyPML9Q8QARdqUR60ZsozpBzqsQuB7f5TtVxtlB9bRjQIG2isTBAa6MGlQLYkgII+AihUripP5zJkzy5Fo164d0qdPL2L64wrlKaDSiMoIAqoaQIY+GfXm5uaxLiWj38nJCX/++acgGBSFxpbCESjEQJEgkHRNCkGQ0Hysra012gVMEGgEFzfWJwJMEOgTbR6LCQLeA/pCgAkCfSHN4zBBoN094H3XE27/HoP/S2/RsV3ZvKj2hyNsS+QSf38PCseV6Qfgee450puZoOPRUTC3tdSuEgbcGxMEBrw4aUw1ZTkIFCH4448/cO3aNZw6dSqWof/jxw9BDkg5COJ6EJART4kMKd9AnTo/CUBKTvjhwwc0bNgQf/31F7p27RoLcalfKcRAFUFABMTq1atFQkNJEgoxSGg+mi4/EwSaIsbt9YYAEwR6g5oH4hwEvAf0iAATBHoEO40PxQSBdjZAiHcgbi44gbenn4oOM9pZo9KoRijUvIzSAT7ffoug9/7Cs4CEro8MDodNITvtKGSgvTBBYKALkwbVSoggkD6vV6+eqDJgaWmJZ8+eiRKImzdvFvkElHkQUKnBJk2agE7kKc8AeScQ0UC5DRYtWiTyE1Cegr///lvkHqDyikQKEOkwfvx4pSEGcT0IiBignAVUYYFCA+haClugpIfkwdC6detfqhgkNB9F7wl1tgMTBOqgxG2SBQEmCJIF9jQ7KHsQpNml1/vEmSDQO+RpdkAmCLSz9B7HHuHiZFekNzVGqT41UKZfbRibmajdOV375sRjFG1XERVHNESGTLFdk9XuyMAbMkFg4AuUhtSTDGYy9mvWrKl05mS4z5w5U+QdkIS8AlasWCHKFVKoQVwPAmr35MkTTJ48GTSGJFQZYcCAASACgZIhUhJESShXAYUdNG/eXE4QUJWCHDlyiCaSrlTFoHTp0mJs8gg4ePCg+JwIjEGDBokQBYkgoDKMin9TO1XziRsOkdBWYIIgIYT482RDgAmCZIM+TQ7MBEHS8P4bAAAgAElEQVSaXPZkmTQTBMkCe5oclAmCxC/7x+seyFWtoLyD20tOo3jXqrDIrlksL3VwY/4JPN1xXfRlamWGcoPqoWSPaolXzkCvZILAQBeG1VKJABn1FFJgZ2cnr1agDmR0jXQdeRwoClUvoOdKMzOzX5IZqtM3taHSiRRakDVrVuFFoK4kdj6K/TNBoC7a3E7vCDBBoHfI0/SATBCk6eXX6+SZINAr3Gl6MCYINF9+Sjzo9s8xvD31BPXmdoR9U82yf8c3YvDHANxZfhYexx+JJlQWsfqUFshV9ScJobm2hnUFEwSGtR6sDSOQWAQMliCgf2qU0IEyTKor9NBFTA5lqjQyMlJ5WZEiReDu7q5u19wuGRBggiAZQE/DQzJBkIYXX89TZ4JAz4Cn4eGYINB88W8tPInH29xgljkjakxtifwNZbXKtSVUBvHG/OP4fMdTdEl5CqpP/E0kNUzpwgRBSl9B1p8RkCFgkAQBEQNTp04VClKSh4Tk/Pnzoq7l27dvRdMjR47AwcFB5WVMECSEavJ/zgRB8q9BWtKACYK0tNrJO1cmCJIX/7Q0OhME6q3298AwmFrL8gJEhkTg8ZZrKN23JozNTeUdXD74CA+ueCAoIAwh38IQLH7CZb8DwhARFomBs5qj4wj1Sht6XXqJS1P2icoHdWa3RaEWZdVT1oBbMUFgwIvDqjECGiBgcATB8ePHQTUryTjs1KlTggTBuXPnROIG+qEakJSlkeI9EkrGwASBBrskmZoyQZBMwKfRYZkgSKMLnwzTZoIgGUBPo0MyQaB64aPCI3Fn2Rm8PHAPHQ6OgHk2q3gvWD3pMPatvqKywykbu6FeO9WG/vLxB3DnvDvyFsmGAvkzo0weS1Qe0TBV7FAmCFLFMvIkGAHD8yCgZAyBgYEiS2OGDBlUEgTkadCyZUsUK1ZMtNdEmCDQBK3kacsEQfLgnlZHZYIgra68/ufNBIH+MU+rIzJB8OvKh4d8h/uDD3i6/x6CLjxF+sgo0ajWzDYo0rpcvFvl4RUPvHr4ERaZzGCZyRxWNuawkP82g4W1mVrbbGqnTbhx6rm8rW1Oa0zf1hPFK+UDJUb8EROD3DUKq9WXoTVigsDQVoT1YQQSh4DBeRBI05g+fTooA6SqEAMyIKtWrYqGDRsiMjJSZHqsUaOGKDNBXgSqhAmCxG0YfV7FBIE+0eaxmCDgPaAvBJgg0BfSPA4TBID3O39cOfwYL+9/wKuHH/DF/QuqZTVBzoyyHFffvsfArF4JDF7VJdEb5sK5m7h94zFMM5hi5Ngeop+wsAh07zBevM6Y0RzbXeaJ16EhYXDI1RLG6UyQ84c9LNLJvBaG/NkMoa7XRYhD9cnNUaxT5UTrk1wXMkGQXMjzuIyAdhFI0QSBVDeyc+fOqFWrlvA8oFwELVq0wOzZs+VIde3a9RfUbt++jWvXrmkXTe5NqwjQgw2V9dCktIdWFeDO0hQCtN8SSm6apgDhyeoMAfJ+I9HGdxuVViIynYURiA+BtP7ddu+8B+YP3CfgKWZtjDKZTWBMFcOMjJClgQMqDK8FM4ufuQYS2klvPD7g0QN3tGpbTzT99i0YtSv1ll/20N1V/rpMkfYq3+/ctQkKWhXH4XU3RbsmVXIiq08ATCwzoMG2nuJ3ShJ+bktJq2VYumbLls2wFErj2qQKguDGjRvyGpMuLi7C6+DevXvyh68vX778sszkafD8+U8XrzS+Dwxy+gEBAbC0tETc2qIGqSwrleIR8PX1ha2trVaMthQPBk9ApwhQbWMiBzJmzKjTcbhzRoAMNjrVpe+2tCrf/EKwbuox5Pb8hCjvbwKGXDUKofqU5rDIkUklLB8/+CBXbjt5m+oVusLL87P4+8HLA7C1lV3/x5iFsM1qg/TpjTBuYl95+xtuDxETHSP+rl4r/vCF22df4p8BuxHyLRyDBlVDrS4VkK1MnhS3ZFR/nb7XTExSfkWGFAd+CldYk6p1KXyqKUL9FE0Q0BdRpUqVQKRAuXKyL95du3bhzz//xIsXL1SeBnKIgeHvTw4xMPw1Sk0acohBalpNw54LhxgY9vqkJu04xODnaj7ddQMP/7uMKuOboqBjafkHRAL4fgmAfcHcsLK2EO/PnrEGh/afh5fnJ1y8sQ1FHfKL9zu3GQt//0AUdSiAP6Y4IW/+nOL9s6uu4PnF179sHcdx9VGwSr4Et9TVS3fRr8uf+K1GYyzeO0rePjo8EqdH7kTZ/nWQs4p9gv1oq4HH8Uf49sZXlGC0zGWjdrccYqA2VNyQERDef/EdgtLhNh2SJpR0X1cwGhxBEB0dDfqZOXOmAG7WrFkCPHL9DQoKQo8ePTBw4EA0b95cYOLk5ARy11y+fDn8/PwwevRo5MqVCytWrFCJGRMEutpS2uuXCQLtYck9JYwAEwQJY8QttIMAEwTawZF7SRiBtEwQhH8NwaujD1GqZ3U8vP8S7i/fwve9H5q1q4v8BXIJ8Lq2Gw/KH0Cya98C1GtQRbzu32sajh66KLwCVv33J+rUq6QU7KAvIdg5Zj9eXvFQ+nmfNZ1QulmxBBfq2OFLcOopK+/9z4Ix6NO/rXhNpMaNucfF6yrjm6Fkj2oJ9pXUBj4PvHDMaRN+RMWg4G+lUXfOzzCJhPpmgiAhhPhzRkCGwLt370QOvQsXLiB37txyWDw9PdG/f3+8fftWvNexY0dhE+vbK8fgCALJA0BxA1FeAQKIXM4rV64syiB2795dNPHy8sLw4cNB+QhIqlWrhkWLFiGhWBYmCAz/FmWCwPDXKDVpyARBalpNw54LEwSGvT6pSbu0ShAEfgnE6YFbEPjGDzWnt8KCgwdx+MB5sbRrNk5H63aysoLjRs7DyaOXYZstM/6cNRQNG8sM8Pde3rC0yggbm/jLHj6/8Ao7xx5AyNdQWGa1QLu/HGGROXbYUE4HO1hkUS+UaM/O4/jrz9U4cno1Ctj/NBgerL+EuyvPCb2oykLNaa2QzthIJ9s06IM/DnVZi+9B4bAtlhPVJjrCrpzMA+LuqnP4+vyz8L7IX78Y0pv9GkbABIFOloU7TWUIkE17//59Mau4BEG/fv2E58DcuXPx6dMntGvXThAErVu31isKBkcQJHb23t7egl3JkiWLWl0wQaAWTMnaiAmCZIU/zQ3OBEGaW/JkmzATBMkGfZobOC0QBK8ffoRdXhtYZc6ILz5fsWn9frzdfguVM+SATaFscFzfB7tcT8Lt6n3Y2tqgY9dmqFCpRKL3QnRkDI78ewaXNlyXGe017dFjWXtY2qpHBKgaOPBbMKwzWf7S5N3557gwyRUUckAGe5MV3bWewDAyOAKHuq1F4LuvIpyh6ZpeSGdE2RxlcqjrWvg9+yReN1raFXnrOvyiJxMEid5WfGEaQoBsVjL+iShQJAik0HlnZ2dUqFBBIELkALVds2aNXhFKNQSBpqgxQaApYvpvzwSB/jFPyyMyQZCWV1+/c2eCQL94p+XRUjtBcHjjdSwbux9laxXEgiODsG3zIUwYvUAs+fh6zTBi21iYWqkue63J/vDz9MfmwXvw8Zm3MJ6bjqmLRsPrIN1PO1qT7lS2HdhnOmrUKicPN/B/5YOTQ7Yh7EsQsjjkgOP63jC1NtfKeDFR0Tg5aCs+3/GEVe7MaLV7kFLcPlx7Bc9zz1BjastYxAF5G9g3KQmzIjawtLaCqan6VSG0MgHuhBGIBwFKSP/5s7fe8SlWzAE5cuSId9zPnz+jdu3asQiCV69ewdHREVevXoWdnSw56ubNm7F//34cPHhQr3NggkCvcPNgmiDABIEmaHHbpCLABEFSEeTr1UWACQJ1kdJfu8+ffGFklA522VNXtv/EEgSUICuhUE39rc6vI4UFR+CfQbvhdlQWXtplTH30GF0XAR/8sWTDbgwY2gkFC2m3CsDNPfexf8ZxfA+NFCEFvVd2QMGqsuSF2hTKa+Ay7yimrJfl0po4bQBGjeuJ8NBIjG+0DOWiw5E+IlLmHfFfX5jFCWtIjC4XJ7mCEhMam5ui1a6ByFQgq1rdBHh8wf52K+VtTazM0GhlN+Qok3BiRrUG4EaMQBIR6NevPzZt2pLEXjS/fOPG9ejbt0+8FyojCO7evYvOnTvj9u3byJRJViFl9+7dWLlyJS5fvqy5Ekm4ggmCJIDHl+oWASYIdIsv9x4bASYIeEfoC4G0TBC8fP4WXduPR1RUNKpWL411m/8SsIeFhuPlS09kzZoZufP8LCunzTV5+vg1Xrl7IpudLarXLCu63rn1CGZMXYmgwBCM+b03JkxxEu/v2nYUp09ew7BR3VCxckltqqHXvjQlCE6ePIV58+bjzp278PT0kD+k6lXpBAZ78+QzZvbcig8efohGFLzgjj3H5sBz8WWE+QahxfYB4hRcm+L3zh9z6iwXXRapYY8ey7UTUqBMx8Ut1+P9o0/IUjIzVl/dh8GjO2PqjMGgUIrRzVbBKCIKbYrZwMKSjPlBMMsiq7yQWPny6D2O9PxPXN54eXfkqV1Eo64ivoXh9dGHeHXoPvyef4JtiZxotXOQRn1wY0ZAVwjMnTsPJ06c0lX38fb7xx+/o1mzpvF+rsqD4Nq1a3KClj0I9Lx0HGKgZ8ATMRwTBIkAjS9JNAJMECQaOr5QQwTSMkHw4P4LtP1thCAEatQuD9fDSwV69+8+g2MDmVFRvmJxHDu7Vrx2f+mJ+XM2IF+BXChRshDadWws3n/j8R6uzrKHvoKF8yb4/paNBzFx7ELRvlPXZli6erJ4fXDfWfw+eoGITW/fqTHGT+on3nesPxD37z0Xr1esm4r2nZpouMqG0VxdgmDLlq2YO3c+nj2TzZlkypRJmD1bRuAYgtxwe4hX172xeeYZoY5FNhNYlIhCl+6N8WP/KxEfb57VEs23OGmdIKDxTiy8ACPjdGg8sq5OQgokjN/ceof/+u1CeFAEMhewwSgXJ1hlk5EAz26/w8hGK2GWHhi7oC3q99VOVYNnu28iMiQCZZxqJ3qpo79HwdlxMSL8QlD3n/axSkkmulO+kBFIpQgoIwiU5SCgxPzUlnMQ6GkjMEGgJ6CTMAwTBEkAjy/VGAEmCDSGzGAvWLRoMeb8vQAOxQqhUKGCKFq0COg7v0iRwihWrBgyZkx6MrGkTD4tEwSEG5EBoSHhooScQ3FZbfdbNx7j99Hz4ecbgOo1y2Hd5pni/RNHr6Bvd5kx37BJdWzfM1e8PnfmBrp3+F3t96nO/IjBf8OhmD2aONZA3wHtVC7hnVtPsHLpThw/chlP3xxB5szWov3ZU25Cj5QiqgiCsLAwrFmzFkuWLMO7d15iSpkyWaNr1y5Ys2YdzM3N8Pbta3ksbHLO+cN7H7QtOwmZomWu7636V8eIBW0QFR6JEwO2gE7BydW++WYnWOdP+WEiXzz8sKbHNgR8DIR1disM3t4DXv7eIA+cbCY5MW/IHphkMMbKcyOQt5AtTg/bjkpjmiBbqZ/VD5JjvR7uccOdOScFUdPx2GikNzVODjV4TEbAoBGIjIwUiQepzOHp06dFmUOpjGGfPn1gbW3NVQySawWZIEgu5NUflwkC9bHilklHgAmCpGNoCD0sXbwBs6athJGRMb4E3VOqUvbsdnBwcEDhwoUEaVC8eHHY2xdA0aJFYWamvYRm8eGR1giCIwcv4uxpNyxeMVHjLUK5AS5duI2PH3yQL3/OBD0F4vMsUHdgPz8/pEuXTl4RiQgLIjJIyEitVKoDbG0zod+gDhg7obe63SZbO2UEAeUXWLZsBVatWo2vX/2Fbrly5cT48WMxcOAAWFhYoGPHzti7dx9GjBiGZcuWJJv+0sD9e/6Jp4d8YWVihYlru6F++7KIjogSSfu873qKZH3NN/eDTcFsyaYr/Q+REotpQwkqn0ieBO/uf4CJuTEufLsHz1BvzJ47CuEeJjiw9qqo3jC8dwU83+6G9BmM0WhpN+SqVjDB4em0//SwHcJjQJ32CXb4/wZUxeDi4N3wf+GNcgProvzQ+upeyu0YgTSDQLly5RASEiKfL1Xgu3Hjhvjbw8MD/fv3h5eXjLSlMoezZs3Se+JPzkGQZrZjypsoEwQpb81SssZMEKTk1ZPpvmPrQYwfKXMjD43wRmC4h3htbJQRMT+iEPPju9YnSaesCxfOx5Ahg9XuOy0RBMcOX4JTz6kCG+cDi1CnXiW1cdJnQ8oevXDhYmzdug10utOyZQv069dXxJCmT59eqOJ25T5GDfsHXp6f0Kx5LWzaMUefKiZqLEWCwNPTE/PmLcCmTZsRFhYu+iPvmgkTxqNXr57yEyx6nzJ/lyxZRszdw8MdefJoN+GfppMZP2oe9u89i20bF6BG09KIiYzG6eE78PGGhyj313xjP2Quml3TbrXSntx/O3fuhgcPHmDz5o1o00Z79cqjv0dj20hXPDpBoR8/cDP0OT6afMX1e7swp7czHru9RdmaBfCbQxZ4nn+O+vM7okCjhEs4nhvnDM+zz0QoRoejo7SCA3VCBEH42284PWg7yg+pj9J9a2qtb+6IEUhLCND3iqWlpfhJDlFKEPz48QP0Y2RkJHSKiorC27dvxd/58+eX/7NMDoW1NSZ7EGgLSd31wwSB7rDlnn9FgAmClLkrpBPe8PBwVKtWE16vYpDP3gb3Hp2XT6hd8xG4d+cZRo7riSEjusLf3w/u7u54/vwFXrx4iZcvX4rf7u6v1AbBKJ0prMzyIYNJFkTHhKNSzezYtm2LSCxEyfBKlCoUb19piSCgMAAKB/hnwRh5uTZ1QfZy/4JzLvfwyO0tXtz1gm12K+Qvll385HOwQ34H2WtTs8S5Mfu8D8CRvafgsu0oLt0/jtAY2Wm6ouTMmQM9e/aAk1Nf4WFCQrHwFHJQtFgB8fe6VXvw35q9aN6qLnr2ba317Pnq4qWsHREEVGebQgZcXFzlTSpUKI9Jk/5Ahw7tf7lsyoSlIpQib2ET7HXdjT59emHTpg1JUUMr1/r7Bwrcf0TF4MzoXXh/xV1k3f9tQx/YlsildIxg3xA8u/AKPq984f3aF97uX1CpfRk0HlFHKzrt338ATk4D4O8fIO9vwAAnLFmySKuhTMfmn8PZlVfEGGXalkDvxR0Q5B+KwbWXgvZx998bolmToshRWbYnVUm4fyiO9PoP4V9D0GrnQK2GZBBBQB4oP8KikSGTdkowJjQf/pwRYAS0j8AvBIGLiwv+/vtvWFlZYdSoUWjatCl69OiBp09lpWQKFCggEiUUKhT/w4/21dR+j0wQaB9TbffIBIG2EeX+VCHABEHK2h9khC9fvB0HXM/i3NVN+HfebGzduh358uXFnTs3kTWrLFY58FswmjcajFfu78Tfd5+6ImeuxLkhe3/2Q/YcsvhmMlZK2LcQr3/gO7y/3UG2bFmxeNFSjB8uK09GNcxdjyyTA0s6FC6SD2mJIKDJX7t8TyQk1FRO77ojYq1VSdMelTB+RUeVbTwef8Lj62/xwcMXn958Fb/fvfCJdY1HzGU071MFI0cOF/GfmzdvEaWxiESSpGbNGujduye6dOksnpHk71fsBo/X78WfW3f/i8bNaojXZGRnzpIJFSolfKKrKTYJtb958yYuX76C27fvYPfunxjWr18XEyf+gSZNGgsiy9XlFK5duocOXZrCaZCMLFixZAf+nrEWGS3M8M77JqKiQ/Ds2SORv0PfIpECiuMSQXBq2HZ4P/CC47reyFZGuXdDoE8wVnTcBD/P2MRPlU7l0HleqyRNhe7hESNGYfPmraKfDh3aoVGjhhg/fgKCg0NE6NKePbtArsTaklt7H2D3eFkt9Cqdy6Pz3JZ4/egT1kw5jCkbusEm28+Txg9XXwFG6ZC7uvJn9cjgCAS89dV6zgKJIDA1NZVPm6ocMFmgrV3A/TAC+kEgFkHw4cMH1KtXT3yh5cyZE8ePH0fr1q1BdRmJLKCENosXLxbJFPbu3Sv3MNCPqtodhQkC7eKpi96YINAFqtxnfAgwQZCy9saoIXOwZ9cJoXTLdlWxftMSmJllgJvbFaUP5eTq/vnTF/QbKDOCiDh4+eItKlUpleDEd28/hp3bjohEerceuSBPXpkr86njV2FpmRHRMZGYPWc6Tp06I8IZ8mavhLDQSFSuWgqHTq4SbZ89eY0GNfuK11Teb8feeeKkLTUKETdduv+GbHZZfpkeGRCDBw/FN58IWGRJL05Zzc3NxW/ZazP566iQ9Hh5MQAFy9khi50Vsma1hUUGG3g+94bHk8/id5NuFdFtXAOVMG6YcRy7l1yI1Sb6x3eEx4QgvXkUipUpiH7j26B6s1/3wpUrV7Bx42bs3u2MqPB0iPwRJvZZ+/btRAhCgwb1RUWGi+dv4+TxK5j97yhYWMpOTquX74q3bz4go4U5Tl5YL8ghXQmVxbp06bL8JyQkNNZQrVu3xNSpk5ErZz7kyi0rI0klHseNnCdeN/2tFjbvlIVMfP36DTMmr8Czpx4oXCIj1qxdIwxgFxdnXamvtN93bz+hbrWe6NKjufBAURTKP/D15WdkK62cHAj6EoyVnTbjy5uvKFq7ICq0Lo3MuTPBJqc1shb4dV9qMrFbt26JkII3b97CysoSK1cuF14mJBSq0rVrD0HMkCxcOA9jx8bWXZOx4rZ9fuEV1vfZKd4Os4uE4+SGaNmmXqxmQV5fsb/jakSHR6Le3A6wbyrb176PPyBTgawiJENXokgQRASE4uLkfQj1CUSbvUN1NST3ywgwAjpAIBZBcPDgQYwfP14QAsSOr1y5EkuWLAHVYKxZUxZHdP78eQwcOBBnz55Fvny6+2eng7nG6pIJAl0jnPT+mSBIOobcg/oIMEGgPlbJ0ZJOoV88fyPPPk8nts47jqFMhXxo0bKlUGnr1k3yB/WEdJw9Yw1WLtmJNu0bYurMIcidR2Y0KZMBvaeBEu2RLF01CZ26OSptR9UTxo2bID4rWsRBEOq/NZeV5SP9+/eaJjwPWrerj4XLJwiC4NPHL2Je9RpUSUjlFPH56GH/wHnHcZQqUwSnL8V2S3e7eAcjO8+GZVgBRMSEwC14U6LmlDdvHuHFSIkl6adgwYIoWNBe/M6e/dc49GMuF7Fp5R6cv3oaETFBCP8RjCaO9TB69Cg0btxILR3ev/FG3/KLEGntgzsfTiA4xldcR+OTC36dOr+6rC+ZtxuPH3ggOiYam3ZNk4/zx+gVqFDJAXXqV0DZ8sWQKVMm8aNJrOmlS5fkZAB5CoSHR8Sah41NJtSrVxe1atVEvjyF4LLrAm66PUKV6qWx58Bi0fb9u89Ytmg7atWtgJq1K8iTMUodBQQEITw8BPb2hREREY1bt66gYsWKauGljUad24wVCSp79mmFeUvG49GmqyjQpESCJQyD/UKxrN0G4TlQsEo+DNrWA8YZEheGEnceM2fOwowZstKP1apVxa5d24VnbVyZOHGyKBtJ0qhRA2zfvlXp3kwMTo9PPsemwXvIdQnv4IPVt2Yha7bMsbq6+tchvNx3V6bnxN+EJ8HhHuuRwSYjWmx1gllm1eTk5tkncf/ya/y1qw+ss6hf9UWRIIiJiobLb0sQ6hOEWjPboEhr7XlTJAY3voYRYATURyAWQbBjxw7Mnz8f9+/fFz0QUdC5c2dBCkgJaij7bY0aNbBz505UrlxZ/ZEMrCUTBAa2IErUYYLA8NcoNWnIBIFhrqaPtx9GDfkHF87dRIYMprj50Bl22WVu/uT1Vq5cRfj6+mmcbZ1OuefMXCf6WbZmCjp2aYqQ4DAcPXwRe51Pol79Khg6qqv4/PKFO7h54xE6dG6C/AWUxzpL6NH/z06dusrzGcydOwcTJsjK8ZH4+X1DgH8AcuTMKgiCf2etx9KF28QD/rSZg+MlHwxzdWJr9eD+CzSrNwBmZqZYv2UWGjWVlQN8fscLSyfuxqtbMqOaxNg8HSo7ZYRRHLuNYubJfTs0NDTWT1BQsMiF9P79B5VQZMxoDnt7e2G4U0b5d+/e4cyZc+IaOu11cuonwgiojSZybMtNLB71M4bfMvcPPPA+gzd+jxLsJr1RBkTHyAx4YyMLZLUqI15T4kyfwFvy6ymvRSabjHLCwMbGBtbWVrEIhBs3buLCBRlZpShUmaNOndooVrQMjI0sERNthBl/Dwfh+fLFa9Sv7iT2WINGVbF0taxspLoybtxEbF13FnY5rPDEXYalriUsLAJjhv2Lyxdu4+rdnTD9Djg3WQiL7NbodHJsvMMTObCq82Z4v/JFvnK5MWRnL5hmNEmyum/evEH37r3g5nZd9DVr1gxMnTpFZb/nzp1Hz5698fHjJxF+tGXLJjg6NkuyLtTB/SNPsG24KyJivqPiHxXQd9ivZTvvrjiLB/9djjVe3jpF0WhZN5U6BH4NRa9ycxESGI6suTJhjks/2JfMoZbecUMMPI4/wsVJrijUvAzq/K26tKhaA3AjRoAR0AsCsQgC8goYPHgwyH2K/jFR0ifKPVCqVCl5eYXHjx+jbdu2IvygcOHCelFSF4MwQaALVLXbJxME2sWTe1ONABMEhrtD6lbtCW9vP4we3xuDh3eWK1q5cjXhykuG0cWLsQ2Xz57+yJE/9qla3BlSCb3/1u7F1BmyCgT7957B0P6y08Fy5Yvh+HkZgaCp0P/OUaPGYN26/8SldevWwbZtm5E3b17xt2IOgpPHrmDjun3ipHS7yzw0bFxNtLly8Q5y580O+4LJmz1e07kf3HcWefLmQMXKJXHpwCO4rrqMpzc95d2Y2X3HpMX9UaN5SU27lrenBJNv33ri9evX4jeVhZL+lsr2KXZevHgxQSD16dNbhDMkVp7deof9a67gvOsDeRfZ8lsgyPIVgkxUExeKY4aHxiAk6IdIAP0jvT++ffuG4MBIWJo4ICo6HOGRXxAcIctpEJ84OBQV+96haEm0bNVUJFAMCgxB0Xw/vVvcvU6IPAJUujE4KCLRe+nksUvo001WiaJazVLYfy8RYz4AACAASURBVFQWNqMreXTtDUrXkBE4FO6QJUsmYeiSwavK0AzxD8Pqrlvw6bkPchXPjmHOfWBmnXR3+i1btop8A0RSFSpUUHgNqHtARs8xffs64dChI2I+o0ePxOLFskorSZWrO28j1CQCjTvGXynghesdXJt1WAxlnd8WrXcNgnHGn/kB4tPh5Pbb2D7/DOh71MzCFNM290CVxg4JqqwsB4HnuefI30D/+SsSVJYbMAKMQLwIxCII6AGZQgkmTpwIJycnpRdRyAGFHjx69Egv9aJ1tXZMEOgKWe31ywSB9rDknhJGgAmChDHSV4svPl/x1e8bHIrLjASK38+RK5vIYC5Jv379RRK53Llz4d6926J6AMnp3Xfhsvwi3jz5jGY9K2PgrOawslHPKKRTy5ZNhqBHn1bo3M0R5uZJMy5cXfeB9AwMDEKmTNZYs2aVSHCnLEkheUpInhE0j1qVuuP1Ky84FC+AXk6N4efvLRIvlixZAiVLljSY/AUUInFw37lYxA3pv2C4C8jIIPkeE4ZPkU/Qa1wzTJ3905tCF/uJsJWIA/pdunRptcMI1NXH73MgDm+4jiMbr+Obn6yWdfZ8mTFzey8UKqPawyS+MfbsPI5RQ/8RH7dqVxeDR7RDUFAQbl5/jIf33VGoaHYYm8QIIoAIp2ULd+HooYsgkksx8WbH1mOEBweFDHTv1ULkQyCCQLo/1J1j3HbDh06Ay44ryJ7HCA+fyLLp60IoeaRT1YUoVb0A5u4fIK9QQRULHm64jLL96yB3zV8Pp0IDwrCy8xZ8fuEjcgyMOuCEjGre9/HNIyAgAAMGDMLevftEk0GDBoiSponJHbJq1WoMGzZS9FO2bBk4O++Eg0PCBrc2MPY48RjX/zmKFtsGwDqf+vkXwoIj8Ffv7bh99qVs/rNboMPw2ipVUkYQaGMO3AcjwAjoF4FfqhjcuHFDGP5ly5ZVqsmyZcuQJUsWUdkgJQsTBIa/ekwQGP4apSYNmSAwjNU8c9INo4fOQVa7LLjgtkWpUmvXrsPgwcPEZ7duuaFSpUrYt/oKnJdcwFfvoFjX2GS1wOA5LdGwk+ZZ9LWBiJeXF7p164krV66K7nr06Ia5c/8RbuOSoUFu8K9evRa151+/9sCjh0/w5J4fYqIyIOZHJHwCZYY2SUbT7IiKDkP2XJlRsqSDIAtKlCgufsjbT5M4djLujY3Ty5MJUk6Gs6fdZHr2aYV2HWX5EyiZHYVdKHv/n1nr4fvFH0tWTkLn7j9Pr8/su47ZgzfjZYAbQsy94Oy8C82aNdUGpAbVB1VaOLDuGt699MGeF1NhnoQEcJTs8LrbQ2TLllnkcCCZ+sdSbFgrC22YPH0gRoyRPXv16PSHqJIg1sd1Aeo3VJ7DgkIMtEEQhISEoKC9A3y+eOPQof1o2bIFvgUEI5ONdmt096k0Hx9e+aJU7bxYfHi4WmsdHhiB1d224v3jT8iS1wYjXPvB2i5pelEYR5cu3eDt7QNb2yzYsGE9WrdOWuWDJ0+eiASGjx49FvNas2YlBg0aqNYcE2q0aukuuF27j23Oc2M1DQ4Ig6WNOahqgSbJCS+sd4PfO3/U6lUZO5ZfxPGtslAYx16VMXZZh3jViY8giP4ehac7rsP32SfUn6e66khCc03s59/e+CKTvay6DQsjwAioRuAXgiCtAMYEgeGvNBMEhr9GqUlDJgiSfzWpskDFUh0QHBSKajXKYt3mmb9kwndzc0ONGrKEcBs3rkffvn3E638H7sbZPffEyWOHYXWQPW9mETP+8r7MVbvNoJoYNjdpD/iqEDqy6TqCv4XD1NQYJhnSw0T8Nha/Tc2MsWfvHizbMBfRiESOHNlFgrN377xw9+69eLulmPT8+QojXwHZQ21Y6A+8exklXpMrum+w7Np06YxhZpJFEAd22TOhVOniIiHa58+fRUWA9EYmMDPLiMxZrMTfr1/44ua114j8HoXGv1WAY8tq4v0zJ+5g767zok9FY1TKkxDf++UrFhdGqo2NrPTf5cuX0bZtB/j5fRW5AI4ePYTixYsn/wbToQZETGXJ/rP0obaGunrpLo4duYwrF29j9tzRqF1PliTw+rUHiI6KRs06FVQOpS2CgAZZtmw5Ro0ai9KlS2HMiGlYNG8L9hxYhOIltVP2ev30Y9iz9CIiEI7CjtbYuGtWrLmNHUtJtH+9X/L5FkG24FyITB+B5znu47tJeJLgj46OlhN6TZs2xubNG5Ejh3ox+OoMTOFHy5bJSqFSdYlt27bEKpupTh+KbYhYql+jDzzffsS/i8ahd7/W4uPt886KEJ+V50cgl70sbwvJ3QvuKFXNXu6dodiX2447OLPiMgI+BYq3HeoUwsCt3bFz4TlsmiUjCVsPqIHh82VjxJX4CIJw/xC4NF+KqNDvaLq6J3LFU35R07mr2/75nlt4uf8uWu0apO4l3I4R0BkCP378AN0r5PFG/6szZPjVW5Fy/hHhn5SwuKRMIF6C4P379/j48aOYAAnlJCB3KPqdGoQJAsNfRSYIDH+NUpOGTBAYxmpSTP63gCClyfo+ffqEChUq4/NnbwwdOliUF5PEy/0LvodHoVDpnLEm4rL8EjbNPokFhweiRJX8OpukU5WF4hRZlYxY2xAjJgwWxICiUFZ+iimnvD6FCxdCiRIlRKwzuZMrCoUhUGnHKxfvwjqTBfoOchTJECmB4/EDsrj4qJhg+AbJEueZmWSDtXkBGKUzRkjERwSFy3IBmJvaIZN5IcT8iBbvh/w/3t0onQmMjcxRvnxZdOjUBk79eyJz5sygcnPvvT7j0+sABH/5Dq+nvvh9VSd4e/uK94kgMM9oJvpevXoNhg4dIV43aFAPe/fuEX2wJA8C2iQIaAZ58xYQiSJrVmqP1+4fYWmVEQeOrUDJ0knLSfXwigfGtVgrQPpg/hLn7q4XiTyjwr7DtdNKnHl/A//d/5kkUhFNMyNztMjWHmf9jsM/yk9rQC9duggjR8r2srbl6NFj6NOnn0iw+ttvzXD0qCxPQGLl9s3HaNlkKMqUK4qTF2S5T/7sugVux58id6GsgiTw9wnCmslHcOPUc/SZ0gTdf28oH+7Bsac4Pv+cKAtJYlc4K0o2LIpC1fKjeH2ZNwvl3lg2bj9WXRiJnPGUilQVYvB4mxtuLTwJq7xZ0P7AcKRLb5TY6Wp03be3vjjYaQ3Ii+G3jX2RvYLu/g9opBg3TpMIUCLjQYMGgWwcEvIknDp1Kjp0kHnmeHp6on///iIpL0nHjh0xc+ZMmJgkPdmqJoD/QhCQi+P06dNFBQNl0rhxY0ybNg05c8Z+CNNkUENoywSBIayCah2YIDD8NUpNGjJBkDyruWaFMx49eImV63+WgYtPk1q16uLq1WuoWbMGrlz5NZN7fNcFBYSpnYcgsSgcWHsVPh++ITIiSvx8//9vOqUX732PxoTVnWBiAVA8MpXpo+R5FCOfVLl35xlWL98F95fvUKtOBQwd1VEk7jt/5hZWLt4HE5P0qFStKOo0LCEqAwQEBCPwWxDSGUUjLCxMXi0gIOCbwJckPUxhY5wLlYrVhl1Ge/h7RSA8NFKu6pKTQ1GyauwH7cGDh2Lt2vWizbBhQ7BixbKkTi1VXb9jwTl89PBFt3ENhNGmD9E2QbBx4yY4OQ0UZSUb1u6Kjx984HJoSZLydVC2/AHVF+HLh2/CcC1YIyuq15SFue6YvA7fj33Ei2BPrPI5IHIA0PObrqVAgfxKyxdqc1wiPKtVqykIw6lTJ2PWrJlJ6v7i+VuoW/9ndTHKITC8wQpBXFI1At+P3+T9D/zrN3QcWRcvLr3GsXnnRHgGCYVoNB1dFxXblkE6o3S/6BPyLRwWmWRkoDJRRRBQ2cN9bVciyOsrqoxvhpI9ZAlZdS0f3F7j8tT9sC2eE+WH1EfWkonLE6JrPbn/tIEAEQQvX75Eo0aNhOcQ5fWjHyoCQJ4E/fr1E54Dc+fOBX1HtGvXThAErVsr99rRFWqxCILAwEC0adNGriCdXhCzIZUdIuVpEpSD4OjRozAy0g/7p4vJM0GgC1S12ycTBNrFk3tTjQATBPrfIZ3ajBElBEko34CUlFDShNy2Kcbb84UPPH5cEMannV02PHp0X5Sw04f4+wTjg4cvSlX7tdZ5YsdXlqSQ+qIHeqo9Xt2xRGK7jnUdhWz4+wcmWJpR8SL63p3QcRU878TO5UBt0plEw76MHeq3qIzGXSrCNqcsaSTFuLdq1RbXrrkhfXojrF+/Vh76oZWJJKKTV4cf4PGWq7Arlw9Vf2+G9Bni1FNMRJ9JvaR7qX/g8z5AdFOzRUnY5bFBVGQMwkMiEBosK4M4Y3uvBIdpbPOHqE2f0doMFlYZYJnJXOQ+yGgl+9smmyV6TZLlj4iPICBDb1KHDYLI+h4WiYjwSOGB8z08EqFBEbCwNkO5OoUw+b9usVzRyf2+aNHi8PB4g1WrlqNb1x7yPARU5jJnzqyxkm0mOBkAc5x2itPp8vUKY96BAeKSiIgIUQnE5kw4HCzz4YzRA/y9b7HOjXZ19NVmGzqMq1GjNiIivmP//r1o00Y7RoCUH+LjGz8MrbcMtN4k9duXxYC/miPcLwQH/zqJN7dl3kxW2SzReERtVOtaEelNEv9sn1CSwveX3XF6xA5RSaHj0dEwy5xRm3DG29f3wDCYWquXrFYvCvEgjMD/Edi9ezcWL16MK1euCLKecio5OzujQgVZ+BiRA0QUrFmzRq+YxSIIjhw5gjFjxuDOnTuwtv6ZLVpRI0qyQiTC6dOnU/QXNRMEet1niRqMCYJEwcYXJRIBJggSCVwSLhsz/F/cufkE/22bjaIOP0+jL+5/KIgBcoWV5H7IAXxL9w6XLp1HtWq6P3mi08xdi87j8AY35Ctqhw03xyVhprEvjY8g2LfqClZPPizKM7bsVx2/9a4iEozpW9ZNOwoKzchTxBbGNhFw//QAt55dRGiMzLjNnNkGHTq0R9euXUQCtxYtWsPL6714f/9+V5FlP7nE79knnB6+A2F+wXIVKHN7vX87wLZE8p4cPnZ7i5M7b+Ocyz1hjMcVyllxzPtvldCRN0y7AjNUtiHj/sA72Wl0fAQBkVGt8vypsh+KW99yb8IvbfbscUHnzt2QPbsd3r59LRJb0zi1K/fA589+GDm2h6hqkSFDwuX0iBggguBH+hhM29UFdZtUFFUoWrduB2/3D5hXfDhijH6gx+VJyGAR/8l1cu03bYy7c+cudO/eC+bmZrh5000kG02KUMnUoU4zsXTNFFE2lXIObJhxAsPmtUJWW0sc+fcMnpx+IYYwz2SGBkNqonafqjAxSzqJlhBBQGOeHLwVH697wKFDJdSY2iIpU1V57ec7nshRkcMJdAZwCun4lfs7+HyWhR4VLppPTmDq+v2E4Ll16xYOHDiAS5cuYcKECWjZsiVevXoFR0dHXL16VX4IsnnzZuzfvx8HDx5MqEutfh6LIHB1dcWsWbNA7g/xia+vL6pXrx6L3dCqRnrqjAkCPQGdhGGYIEgCeHypxggwQaAxZBpfcPrENRibGMszrlNZQamUICUTPLXjDs663ANl3pbEJq8x3F6ewOfvz7F63VIMGNBf43HVueDm6ReizvcHDz/smH9WEBSSkDv4khNDxMmsNiQ+guDqkSfY+NeJWLkMqFRju8G1YF9Se0nSEpoDeW6YZTRFRqufiZM+fPgAZ+c9ouSbm9v1X7qg8otHjhxMloMDSoBmltlC6BQdHondjRfCKk9mmFhkQKhPIALfyWI9K45shDL9aiU0fZ1/TsY5kWABvsEws8iAjJYZYG5hCnOrDKjUIHbeCWXKRITJTvlDg8JB7vnUHyXIlP6OifmBdkNk81QVYvDg8ut450p9REVGo3Ij5aX4ypevhPv3H2D+/H8xfvw4BAWGYOyIf3Hk4EVBDNx44IzsOX4mxotvoA+vfeHUcC5eB7xA8+7VUa12QVFaMDg4BD0KOaKBZQU4tK+IGtNa6nxdknOA0aPHYunS5SJ04/btG0nK27Fw7mYs+GejSPB66eY2kTw0Ivg79kw6jPuHn4hpGmcwRv2BNVBvYHWYKdznScVAHYKA7sd9bZbjR8wPtHUdBptCshK12hS/559wqMtaZC+fD79t6ifv2v3APTzachVNVvaAZa7UkVNNm7ilxr5GD/sHzjuOi6kpVtvR9fsJYUkGPx3MP3z4EMOGDUOvXr1EeH/nzp1x+/ZtUemIhDwMyHufkv/qU2IRBM+ePUOrVq0wadIkUcbQ1DQ2+0uuDxQTQZM6f/58kr7A9DlJZWMxQZDcK5Dw+EwQJIwRt9AeAkwQaA/LuD2Fh39HWYc2IJd3IgROXdqAwkXyyZuRQb7571Pyv7PkNcOX6Fdwe3EM4TGyk+C+fXtj40ZZ8i1tC53sjnFc/UucLrk8tx9aG1WbFNPqkPERBNIgRFbsXXkJ9y68ko9LCRZ7TmyE0tXtkcE88cmKAr4EJ5nooCTGu3c7w9nZBbdv3xFJ1qiMoSYlFrUBqL+7Nx5uuIw3Z56i7d6hyPT/ag+KhAGNc3/NBdxbc0EMaVc2rzAONCn5pg1dk6sPbecgkOZx7NhxNG/eCvaZyqNZ+e7oOLwesthZ4unj1/Dy+oymjjVF0/fvPuO5x2uMm6Y8dOL1Ky/UqtQdZmamqNUoP7bv2Cqua9qkEXpFNUCEXwhabB+AbKVyJxeEehmXQjcaNGiMS5cuo2HD+jh16kSSwnib1O0v8kPscl2A0mVlpNO8Rqvg/coXdftXQ8OhtWCRRfvu/VdPPIRD6Tz4+iYARWsVjBe7G/NPiLKHBRqVQP0FnbSKcWRIBA50XI3gjwEo2q4Cav75s3rNjbnH8XTXDRRtWwE1p+uuqo1WJ8SdJQkBxfK9w8f0QINGVUV/un5fXaXJk6Bbt244e/Ysvn//LjwIrl27hmzZZMSZQXgQiC+QefOwfr0syRAlT6JQA/riovwET58+lYG6ciWaNGmi7twNsh0TBAa5LLGUYoLA8NcoNWnIBIH2VvPWjcfYt+cUfp/ihCxZZCx4G8fheP7MA7+1rItJ0wbEKl/44q4X/uy1AaFmH3Hm7j6E/5Al07K2tkKXLp3RuXMnNGhQX3sKxumJQhkWj3SF32dZaa+mPSqJUokFimfXyZgJEQTSoB6PPwlX/zPOsqTB6rigx6fw5YOPsG/NFbx58hm7nk4WMevakDdv3sDe3l4bXWncx9nRu/DuwgsYm5ui9szWKNCkZLx9BLz2wYVJrsiY1QpNVvXQeKyUeoGuCALCg5KG+t+1Qi7T+HGndp9+vIWFPbB01WRRvjSunDt7BYMHjIX7G1kJw0WL5qNzjVY4OWgrrPPbov1B3VQSMLQ1JQ9d8sygKhG//z4O8+b9m2gVyX3a2toiVj6I948+iVwDmXJovxwnKUpeYGOarkZJW0tEh0ZiyuWRIumhMiEjnki7cgPrwtRKu6Ej58buhue558IzodXOQbHyj4T6BGGP42KhUucTY2CeTTdYJHrh+MI0hwCVM6xRo4bwzKfkxXFzEMyYMUOULE7WHATSqri7u+PEiROgfAPkLkSeBMRkFCxYUMRI5M+f8mN6mCAw/HuQCQLDX6PUpCETBNpZzQG9pwk3Y5KlqybJyxXSaVau3LETC1JSnu3bd8LFZS++fpWV1KU43JYtW6Bbt65wdGz2iyebdrT8tRfK0H9x3wNUbVYcNlll7uq6EnUJAml8v0+BOLb1pnAhHzRb/ZhdCtU4tuUmDq6/Jk+Ol9nOErOd+6Jo+Ty6mp5O+qUHe4/jj2Bua4FCLWRGps8DL3jf9USxjpXV9giIDI6Qt/U49giUnyBrKj6d1iVBQC6vDes2R26LYhg3bBLSGxnjexhV8IgEhUFQ9Q7vj3546fcCz7ye4eiZNahQKXYCTspn0LevE0JDw0RpT1fXPShbtiwuTdmH10cf6jXbvU42roadKiYt3L17hyBHtSFS0kJt9BVfH09vemJUk1XIY26KLBlMUKqJA/qu66zLIX/p+/meW3CbcxTpTY3RxmWIIJjiirS3SnStiqp/OOpVPx6MEaBwfgofqFy5svASWrBggfDMp+9TqmrQp08fcThvUFUM0tKyMUFg+KvNBIHhr1Fq0pAJAs1Xk4gA553HRE6BfgPbiw42/7cfO7YeQZ16lVA8b3G8f/IVo5e0k3f+4sULbN26HZSY6+1bT/n7jRs3RK9ePUUWb327qms+86RdoSlBoMloz+94YVL7DSLR4asHH+WXUqLFLmPqoXHXipp0l2xtw3yDhfHvff8d/N19QDHF34PCkdHOCp1PJT1hJOUmcG29AtERkSjjVBvlB9VDOuPEZ29PNqASGFiXBAEN7ejYHCdOnEKfPr3Qu3f8FRju33VHuQo/yxMu+ncXPnx4j3uPT+MHYtC5c0dR/YIekEmuzjyED9deobXzYGSw0b4rvKGuF+m1des29O7dT5Clbm5XBGGSWKEqJsMHzEK6dOmw3WVeYrtR+7qpXTfi9omXKJXFAj+if2C4Sx/YV/4ZTqaso5DP3/By/11RgjApQl5CBzuvBZVTrDWjNYq0Ka+0u0BPP7i2Xi48CzqdGKu3Sgrxze3t6acgj4r49E0KJnyt4SFAOQWmTftZ1jlHjhyCDCAvAhIqUdy/f394eckqjFCZQ8oPGDfsX9czi5WDQHEwijH8+PGj8CAgsbGxgYODg/idGoQJAsNfRSYIDH+NUpOGTBBotppT/1iKDWtdxUW16laEy0GZ2+az2+9w1vkeLu5/gADfEPHemFWt8fzzDezcuRt37sjc5UmqV6+Gbt26iDCCrFn1Uxdes1nqprUuCYKTO25jwTAXueKU9K7DiDqoWF/3teO1gdbFya7wue8l4ofjSo7KBVCyWzXkq5/0nBBRod9xfd5xUNIySlbWbt8wpDdLfG4HbcxdF33omiC4d+8eKlSoopHq5qZ2yGReSFwTGeOLhcsnqiQXNOo8lTQeMWIUVqxYhfz58+HOnZuwtU044aOyqXt5fkKjOk4i/0uPPi0xf8nvOkXo2X0PjKy3FlkzmCCXuSnsCmfF7yeHwCh9OqXjkmfQgU6rEREQipyV7VH33/Ywt9U8GWxUeCQOdlotEpLaNy2FenM7qJwnlVqkkoul+9ZCpVGNdIqJqs4pRIpCIiipqgilSaccp2RTkAfWCQJRUVGgkCISKtlMngRxhcIK6LAkuQ5MfiEInj9/junTp4tMisqkcePGgvnImTOnTkDTV6dMEOgL6cSPwwRB4rHjKzVHgAkCzTDz8/uGIU4z0LBxdVQsWwaPL74TsfLe72SkMknW/Ob4ghe48PAgohEp3itWzAHdu3cVIQQUtpYWRZcEAeFJVQiuHnmMcnUKI28R7WcI18aahXgH4tMND3y8+QY1p7WUxwk7N1kkKg8YGaeHbbEcsCuXF3bl8iF7uXww/x97VwEV5fZ9t0iXSImJ2IEtoiB2ByqK3aLY8ez4PZ8dz3x2d2CLoigqIAiChUpIiIQNKCEhoPzXufMHQWKCmWEGv7OW6/Fmbpy77zcwd99z9tHnHRwSPyUh4E4IDEz0YFBDr1g51dHuwYwYqGTOexZLW710SRMEhNm8eQuYWKWglpGehdgPP5EU/xMXrm+ChaVwBIOg88h7OyurDvD0fICOHdvj3r07Ii/Hw+0JptitwNLl9hg2qrfI4wjSkS4VT6xxw7WDD9HIQAtlMn6i//LusBrHE4YryIgQdF1wDulJ32F9ZlKO2Kgg82W3yRY9pJQCijpR5EP2UXTSjfFHmH7JkNt/iV0HQRDf3z0Ig8vM08j68ZM1J7FGEm3kjENAFhDIQxCQEGH//v2hoqKC8ePHo06dOtDQ0GBlcugLjb+/PxMo1NXVhZOTU7EUVkt68RxBUNI7wH9+jiDgjxHXQnwIcAQBfyyPHb4Ki7ZNUbvOLx2aS7s9sWfJtZzOalpK+KkXB+/Q6/iS8pG9bmRUAcOGDcXIkcPRvHlz/hOV8haSJgjkAb7LNrsQHx7DXO2+b3TOAZ3ExVR11FCheeFaR1TD/fBEh5xlKqqUhVFtQ+gZl4dhDX3om+gy8qBCLX2hSrj9+J6J66MPQsdEH+3XF30DKQ8Yk4/SIAhExeLLl4QcEdPsMShMnLQm6g5qiZeur1G9RVUY1ZFNkkvUdQvaj/4mkWjh+/cfMHPmdGzfzovSEsUogkC73K+beftx/6CBaU3MmjtKlOEK7UMEwc90BYxrsRmKaZkw0VRln8El7jOKrJpA2iBfwz4xMpCMInwU1fNWUivKUapc4jr/PNos7gWdmnm1bgrr5zh8P+IC36PZ1I5MLFGaFvPyLa6P4lXlMe5Uj4kq6tWrCOuz9tJ0g5uLQ6BQBPIQBFSPcc6cOXjy5AkTSCjISLiQSAQXF5cSqXcsrr3kCAJxISm5cTiCQHLYciPnR4AjCIp+Klb9vQe7/zsD4+qV8NDvbE7jkGdvMb3zTqgZZeDlB3dExL9AFrKgoaGOAQP6Y+TIEejatYtcE8ri/rxwBAFA5ca+hH5CxVYmqNWniVA1ySOfvYPnUV/ERX3Bx5AYfE9OF3iL2gxvgUFrC75FTYr+gmujDrJwZ4v/9UXdgfKh11DU4mWZICjIb99Nzgg4+RDVujbEjfNBrAkdLon8+RONonlbt7ZERkYmxCVa+CowHB0txjI4K1cxxH2fE1DXUBMLvEQQ0MXilT3eOLD8BuoZaEE54yeK+twVNPHtaSfxPSEVnbcMgbphweeR4joc5foKYdf8YDanG7Sq6hZ3OKH6U9SA+5JL7PcflVy80Gc7S6vqvnc0KrX+MyPrhAKQayxxBPIQBKSsSEIIfn5+hU5MORNt2rRh5Rjk+SaIIwgk/mwVewKOICg2hNwAQiDAEQSFgxXyKgLtW/MEyPYfXYm+/TsgKioKe/bsY2KDH6O/ID2LpzdAYoPjxo1lYoNqauL50inEY+NNuQAAIABJREFUNspF0z+VIPjg+4Z9ISZL+JhUrNSA3Bv9LS4FsZFfEPM6FjFvviAmPA5x0V/xLoAXwZLbWg9rDtt1hVeCiLwbhHtzHVjo8cCr0yV2OJHWgypPBAGJy53usBF0m5xW1QhhLz+jfsfasDsyTFpwyeQ8hw8fwYQJk5hvjx8/RIsWxSeuvDyeYenC7ahbzwR7Dy9nYyclJkNLu3gVXLIJAhJUG9FoHdK+pKK6kiIb/y+nSajc0IgvxkTQ3bQ7iq9hn6FSTg0dNtgWemh+8t8dNJnYjn1e5cFIaLWgso5BZ33xcP0NpsPQ48AYeVgK52MpRyAPQRAUFARra2ssXrwYI0eOzKeYmJKSwpQWqRyDq6srypeXX0aXIwhk/8nmCALZ36PS5CFHEBS9m1cv3WXRA02b18fZsw6ws5uE5OQU1qlFi+ZMbJCqEPxJYoOiPv9/IkFAYlx3Z5+BfjNjvE0rizDvCMy5PhFVTGVPz8h1/jmQsjjd5NGNnjybPBEEhPOHR2/gu88D9+9EQFlNCQvvTYNORcncIMvTvk6ZMg179+5H5cqV8OzZY1Z6XBwWH58EHR1e5QgSnr3n4oOV62agS/c2Ig2fmyAIehSFSjX04LHfG677vFC9eRXMuDReoHF/pGeycoUkIkpGJABVOSij8EvEz3vNdbw6/xhGLauj50FeRISolpmaLnGSIfp+CO4vu4xeB8eifJ0KeVz9kZYB0lGgkq269fiTKKKuk+vHISAoAvlECjdu3IgDBw6w/o0aNWKpBj9+/ADpEwQGBrLXSYegW7dugs4hk+04gkAmtyWPUxxBIPt7VJo85AiCvLv58nkIfB++xOAhvaClw4sESEtLw/TpM3Ho0BH2/3PnzsHEiRNYhRvOBEfgTyMIKHT/su1e/EhLx8eUMohNLwMVDWXYrOqFljaNBQdOSi0ptPlC3/+YYGG7NTao2ZvnY6jXG9S24EVAyIvJG0HwLTYZ6zrtRFrid9is7AnL0WbyArXE/Wzbtj0ePPCClVVb3L/vKvb5KO2A0g/IqCoNVacR1nITBNl9KQVoXYcdSIpJxqgdA9G0b0OBhw2/8RKeK66C9EGMWhgzIT/V8hqsWsFF6//YOL2PTYBhk6oCj/l7wze3/Nntvdlf3VGrr+glJYtygIQYne2PsXU0sbNC8+mdRfaX68ghIA0ECixzGBoaCmdnZ5DeAH3YKVSI2EpSnO7bty+MjQsXD5KG0+KYgyMIxIGiZMfgCALJ4suNnhcBjiD4hQeJES79azsqZpnA2MgYZ/2XIjAoALa2QxESEspusc6dO5NTt5d7loRD4E8iCDKS03GODttfviExHXiXqYSOkyzQdYYVFFV4oceyaOHO/nBfdIGFOFP5sQdnn8Fp/V0062eKAct7FCm4JkvrkReCIDv0+uTMS3jm6I9qTStj5uUJXNW3XA9TbtHCRYsWYN26NWJ/1I4euoLbNzxx+uKmnLELEpMsbOKCCAJq++i8H87Od4SWgSaW3J/BokMENRIzpegjIgWoBGKnzUNYdRMSGKQ0hFrWTQUdqsB2gacestt7qoAw8Mp0iZQa/PLqI25NOY4avRrDfH4Pvv4SSUm/ezjjECgpBAokCErKGWnOyxEE0kRbtLk4gkA03LheoiHAEQS/cBvbYwWiHiaiLHgHOKtJRli3439IS/uObt264OzZ03KdYibaEyK+Xn8KQfDW/wNuTDwKpdTv+P4DKNO4JmxW94aBiXQFwUTduexa6dW7NgBqVcH1dbxSc2raquizuAtIz0DWTV4IgheHPOB34D6ivmTia3oZLLw7DYY19WQdXqn7d//+fXTowLt9dnO7i3bt2knUh1s3PDFj8hrMnjcaE6fYQun/9QQKm7QwgoDab7M+iOgX79F1Rjv0mNtBKL8zkr/Dc/lVRNwJhHY1XQx0nClU/6IaU3i/Q/ctKFNWAdanJ0HDqJzYxs49EFVaoOiHouy992u4Lb6Iqla1YbVqgET84AblEBAEgQIJgqSkJHz48AFGRkb5qhlERkZi9+7d+Oeff+RagIojCAR5PEq2DUcQlCz+f9rsHEEAxLxLwIbJDnju8Zptf81GFRGt9AA3XK+wL4Z0YzV37l9SfzQoH5wd0kqJlXaCICU+FU4b7iLs0hMYqWXhJ8qg8dyeMBslX/XuU+O+4WK/Hajarg7arx2IuMivOL/4Oks1IDMxq4bB6/vK9EFWXgiCcz23IvlDAiK/lUHb2Z3QZbpVKfm0i38Z8+YtwObNW1n52MDAlxIla5cv2Yn9u8+xRcyYMxJLlvPEEguzogiC6Ofvsa3fQSZUSIKFoljACW9UsaqNctX1ReleaJ+PjyNgYFoZZVUFj2zg58D7h+EIcvBFp38Ho4yiAr/m7P2Uz0mgz0LWzywMcpwh9eoKAjnJNZIKAjExMdDU1Cyxs3Y+guDUqVPs8J9tw4cPx4IFC1jZEjIquTJkyBA8fvwY5cpJhmWTBvIcQSANlIs3B0cQFA8/rrdwCPzJBEFq6ncMarMI+KiO9LRMqKgpodOoeth29n+Ijn6LqlWr4PLlC2JRzxZuVwC/fe54tseVlcGzWtmfCVLJu5VmguDhmaeMHFD4lgpjjZ8sRLzDpiEw6VJfLretoFDfp1df4uqq26B8ebJus9qjeT9TGNSQvRtveSAIPvtFwWnsYWRmAfEVjDD/9mS5fFak5XR6ejpatGgFf/8A9O7dE9evO0p0anfXR1i3Yj+OO6yHYQXeM+52zxcdOuUn/IoiCKhfsPtr1G1fU6L+ysLgHx9FgEo1ktii+YKeaDDcXGC3PP53GbGBH9B+jQ0nWCgwavLTkM425ub5n4fjx4+zKoF0EW9nZ4eIiAi2KFtbW6xYsQJKSuIjrwRBKw9BkJGRATMzM9DhuV+/fqzcIVUsaNCgAY4dOwYdHR2OIBAEVa6NWBDgCAKxwMgNIiACfypBcO+OD/437DDUM3QYUo0tTaDWIAbrt67Gjx8/2RfQU6dOlAghTDfR7utv4cMtP5TJAtKMK+GnqgqaW5uizQjhBbQEfBQk3qw0EgRvX37AhWVOoFtCsgYVFKHwPR3NJndA08nChRNLfANEnCA3WUAiek4b78Lr5OOc0Qxr6aNu2xrsAFSzdXWh8qxFdIlvN3kgCG7PdsA7tyDEpgFDz01C1caV+K7rT28QEhKCJk2as7SvQ4f2Y/z4cVKDhIQMSdCwZq2qWL1xVh6igB9BIDUnRZyIKg3E+r9Ds6kdRRwBiHnxFjcnHQOlLlRpWxtdtg0TOIKAJuX0B0SGXi46xsXFoXXr1jh06BCqVauW43OFChVYtMD48eNZ5ABVDaRofhsbG0YQ0LlcmpaHIPDx8WHlDT08PFh6AdmjR48wceJEJlB44sQJBAcHSyWCgP6oZWVloWzZshLBg4sgkAisYh2UIwjECic3GB8E/lSCICQ4EmNarYWWkg5GLu6IA1fWw9PzAVRUlLFp00ZMnz5Nqs9ORlomXjgH4cnlF+y2iUyxTBZUywLfMnklrtrbtUZFdaDppPZQ0lSRqn/imKy0EQR0WF5utgmZ339Ay0AD1su6wbRTbfgf90LzaZ3EAVmJjxFw8iGo5nq3XSNhZPYrioVyqq+tdcHrh5H5fKzZ2hj9l/dApfp5S5pJczGyThCQqvsx8zUogyyU794c/TdYSxMeuZ5rz569mDp1BjQ01PHypR9MTKRTYeOxrz9m2K9BxJt3sOrQAueubM3BkR9BkBCXDIdtbpi0qrfMYU8H+tOd/kVmSjr6X5iK8rUMhfaRhBNvTDgKKptYobkxeuwbDQUlyZxjhHaO6yATCGQTBLdu3WJn69yWkJCAli1bwsHBAc2b8zRuiBwgomDv3r1S9T8PQXD27FmsX7+eRQ7ktrCwMIwYMQINGzbE5MmT2c+STDEgYmDZsmXMhTVrBFNppZCrMWPGICUlhUU98DOOIOCHUMm/zxEEJb8Hf5IHfxJB4Pc0CLXrVIeGJk8l2ePeE0SGRWHO0imIjY1D9erGuHLlIpo0kUzJp4KeqyDXMDy7+pKRA0oZmVAuC8SnA8bNq7BSeIY1f+WcfnINRMg5X6jqasB8Xg/U6NVI5h9VOkRHPnuLN0+iEfXiLWq0Nob5wGZM1bs0mPMWN6QlfUePvzpAVUv+SBt+e/DyiCceb7/DUl1sLk0rMFc53CcSbx5HI+JJNPtvamIa/uc9GzoVtfkNL7H3ZZ0gcJp/CZ9dXiBdoSzGey2GkqrsVraQ2CYVY+CuXbvjzp17aNasKXx9vaGoKD389u06h7btmqNho1psBUQclNNRh3H1Kqz6WUE2p+ce+HtHYNLKXrCd2b4YK5dMVyIBXxz2RI0epmi/fpBAkxCx8O5hOKLcXuG9TzjT0jBoVAU99o+GolrBOAgy8DuvMDzb7Ypuu0dCWZuraCAIZgW1iQ6NwZePiUV2r1rHELoVtIpsI65xsgmCzp07M/2QOnXqsCgBStun83bPnj3x4MEDGBryCKqjR4/i8uXLAp1tRcWooH55CAJ3d3eW90AqqRUrVszTPigoCMOGDWOv0wIkRRDcvHmTaSDQ4XDw4MECEQREKCxatAiXLl1i6RAcQSDOR6TkxuIIgpLD/k+c+U8hCP7bchLrVu7HiDF9sGn7ArbVmzdvwbx5C9nPQ4bY4sCBfdDSKvqPpTiekcinb/HkyktW1ozSCcjUFAAT7Z8gSSfL1YNQp49pvqm+hnyCx99XEPfqA3uPbmqsVvQTSNDJcfVtdJjYBtp8vgyIY300xvlF1/HmcRQ+hcUWOGRtCxM0tW6Ipr0aQlW75A7W4b5RUNVUQaUGot92R7kFI8zRD+3WDCjWF2NxYS/ucS702c7Ew3oeHMuIAn72OSwWlHYgilHt+IPjz+TrWr6iNozqGcKojiEq1jVE+cpFa0HJMkHw9V0CTvfYBvWyWag52BztlvQUBao/uk9sbCwaNWqKjx8/YfHihVi7dnWJ4JGWlg6L5sMQFxsPhyub0dqi4NKDPrdfYdngI1DXUsHpgCXQ0FYtEX8Lm5QqDTh03YKfP37C1mmWQJ9zqqzgOo8n5EhGEUZdtw+Horro5ACNc2PcYXx6FsUi5YqT8iBTAJeAM5umncetU79SwQpyYd4uW3Qf0bJI78Q1DkUQbt68GZRSQEUBLly4AAMDA3aG9ff3zxelT5f3u3btYtH90rQ8BEFiYiITobK3t8e8efPy+eHl5cVu6ckkRRBQBAD5sWnTJqioqAhEEFDYxfXr12FtbQ0nJyeOIJDmEyTBuTiCQILgckPnQ+BPIAgeej3HgF4z2Nq79rDA8bPrcejQYdjZ2bPXdu/egSlTpCcQ9nezf5H8lUcM0OG4aZc6+P4oGBlJaajZuzHarbEp/EnNysKrc4/xeMcdZHz7zsI4G49ri8Z2ViirXPAtmvsBbziucWFjdppiic5T2kr8UP7fgEOIfPaOzWncrDKqt6iKMkpl8DEkBq/uhuVZn2m3umhmbQrTrnWhqCL5m0BS4/e/FYznNwKRFPMNrYc2h+36PiL9dqA6305jDyEzLQOWy61RZ4DslwAUdqFxQR9Qzliv2F/8BZmXog+WNd7It6myuhIq1TeCUW0DVKitz34mlXi1cryDlywTBAlRX3HJejuyypTByPsLoawlW4dFvuDLSAMXlzvo1o1Hrri7S770YUHLjvn8BRPH/A0f7xewsGqGi9e2F4rOrG67EegbiUHTrWC/WrTfN5KE/sEKR4Rcfoq6g1rAYlnfX1NlZeGTXzTCb7xAXPBH9Dlux96jCIKrw/aheuf6qNW3KbSNxSNW+u5BGBM6pM/FUJe5Yq2wIEn8ZG1sSmnxdXlVpFtD53SEWZe6RbYR1zi/TxIeHo7u3bvj/PnzTHuAIgjovE2kAZlMRBCQIx8/fmR5/9mO/b4QX19fvH//Hr169So0hEgcD8fy5cuRmZnJlyBwdnYGtaWoAVdXVxDTwkUQiGMHSn4MjiAo+T34kzz4EwgC2s+/ZmxAo8a1MW6iDS5evITBg4fi588srF27CosXL5Lqll9ZcQuJn5NYCkH1RhVxfdQBJH9KRGWLWui6YzirS83P6MbHZ8NNhDv7s6Z0s9v2n36o2Cp/Pm5sxBdcW3cH/rd4XxbUddTQdWY7tBsvuMI0P39+f/+VWxgUlRVRvUWVnEN/tgaBkoIyAlyC4ecUmOMT9VdWU4LVOHP0WiD+/P0Qz3C8uBHESIHsqA2aU0VDGa2HNWf6AaJY6JVn8PznKn9iR5TBZbAP5c6XlTCJE+bNU7HONoqW/BIdD3qOPwZ/RmzUV1CUwu+mX10Xi92ms5dlmSBI+ZyIZ3vc8CPjB9qt5mq+F+cxnz37L2zfvoOVPgwJCZJKBNjv/iYmfMPAPjMxb/E4dO9VeJnKUL93mNrhP5RVVMDJF4ugX0m2KqIlRsax8qYKimUxxOUvqJbnVXGjz/zp9hsYCUo24OJU6NQUXqdAmH2+PHAX4l/HCF0JQZg5uLYliwB9H2jWrBnT+atfv34+DQKKqqezeYlqEJQsRHlnF4QgePHiBUaPHg0qDdG4cWOcOXOmQIKAdBV+N1KPpCgIzmQXge/fv7OyHgoK/A8JsrsKzjNZRYC+bOc2et4oaqm02c6tp6FdThOjx+cV/3J1dWPkQGbmD0yePAnr1gmm9yIJfNITUuE2zQHJb+NRrrYBOuwaCgUSIRDCYp+/w9MNt5H8PgFVOtWF2d+FhytHPX2P25vu40PgZzZDuUpa6DTDAqY9894gfHwVg5jwL9A3KY+K9fN/EUz9nITE8DhUaC1c6UUiv8uUKZNHhJfEGUPcwhFwOxTB916jnb052k/hT1wQof/jx48ikQrzjESgSwiC74UznYBsI62Aup1rokGX2qjV1lgItAtuGvfiHfQaVy72OLI+wLfor/BafBXG3Rqg7uj8pd4k4T+lNvj+44Rats2h1yivyv/X6ATQv5jXcYiLioeWoQasJv7yq7T+bpMEzvI2Jv0eISMdrvbtOyEo6BWsrfvg+PGjJbIU8oN+J/ETGN8y7TK8rgeh3QBTzNwme8KUD5c54r3Ha6joqMFykw10avN+/4eefYKfGT9g2KIayjfgiblL0t65h8Ln7+tQ0dNAr3N2QlVDkKRfkhibcvD/BKPL7LS0NFhYWDDNkC1btuDixYugNH/CYOzYsdDW1patKgaytDGCEATEqpCQQ8eOvHIkgYGBLH+DtAtmzJiRw6DeuXMn39KmTJkCIhg4k10EkpOToaqqyvcPjeyugPNMlhHI/mKV7SOpx9Iv5d9fl+U1FOVbakoaZk5Zhzu3vGGoWBG2/ftg3k5b1uXJkyfo0qU7K5E1atQI7N8vXXXc3H7Tbcxtu+NICIuBZmUddD88BsrlRBdker7HHXVtW0BVn7/434vrQbi1xR3x73kCRgY19aBnXJ530Ir8muNm+0mt0e2vdvngvjf9DD49joSqngaq92iIWv2aQquaLt9Hhr4ckNHvt4IsPTUDPzN+ipz+8Mr1NdKT0xHi+QaBd0Lw/Vt6zjRUZaBht7po0LU2SGW/uJaemAZlGcsjLu6a+PWPdAmC1/+usrSW3g4TBcpT5jcmv/d91txA+LUXLL2h28HRKFdDMG0DiiCgGyr63cZZ6UMgN9EdGhoKM7PWSE/PwN69uzB69CipLzj39zZKOzAwLPj34aeoeEy2/A8/Mn9ih+tUGNeT7E28sEDEBbyHi90J1q2xfTs0GNtG2CHE0z4rC05DDiAp+itaL+/D/s6UVqMSf3+CUfWChQsXgj4rZLq6uti6dSsjDMgo5YD0AKOjo9n/k4DhqlWrJBq1XxDueTQIZGljBCEIiG0hUiDbqPoC/SP2hSILNDR4YUEFGVfFQJZ2u2BfuBQD2d+j0uRhaUsxoHDPbu3t8PO9Gsql8758bXWegjJayWjbtj3i4xMwcOAAnDt3tkSjdG5NOYH33q9ZGKf16UnQqCi+W4TU2G+gMGa9BkXXVXc74A2XHfdBlQZym4GJLque0LRvQzTvl7dSQti15/D43+V8HwH9hpVQf0gr1LIuWKSLOki6zOHBcWcQ5Bqa41v5KuXQpGcDNOpRj2kgiMtIZfvunLOw/NuapRb8SXZr8nG8fxgOoxbG6HlIsjXoXx55gMfbedoZZK0X9UL9oYJFLgibYkDCoRTNUstCuKgYYff+zszTUNPTZAJs4vzMC+tHaWu/Y8dOzJw5R+qlD7NxpDKHX2KTMGzQfKipqcD94fFCId610BFX9j1A03Y18a/jJJnbCvrMVbGonaesaUk4mf23htIZKK2BM/lHgKIISWCUjMQKC7qYorQC0iSgfyVhMkcQUKgk/aO6jwQgsSYUgkFh5qT2OHLkSEyaNAm9e+evoVpYikFBwHIEQUk8bsLNyREEwuHFtS4eAqWFIPjyJQG6urxD9rJhh+BzM4T9PHNzfzTsWAFt2rTF588x6NChPVxcnItVFovKuj2/EYQBK3qIDD4JMbktuoBeR8aLVHe6sIkpb/PayAMsRNTm4jS+wnIklvjk0nOUr6wDgxp6MKrDEwgqyNK+JOOC9X9MHLHN0j7QMdHHG5cARN4JQmrcN1Z2sf3agaxremIqE00sq6qUM5SkCQKPo74Idn/NxOqIFKhimrcqkciblavjx0cRuDmRF8ZsPr8HGoxoLY5h5WYMIp4u9tvJ6p1brRqAWn0lUxI04nYAXBecB8qUYWXTsn5koVLrvLWziwJNWILg2JTzeHEziH0GsktwKiqVhYaeOrT0NKCpp8F+1tTVgKa+BjR11aFRXh3hvpFo2LVokS/yk/C6Mf4ISPCRypT2O2sPdUMuukGcD35Jlj4kgoAu57q2s0PIqwhs3DYPo8YWnEKQ+CUFo5qsh1W/RjnRbeLEobSMlZX5E+f7bmflE7vuHIEqbWuXlqVx65BhBGSOIKBD/t9//50HsrVr18LW1hbx8fEwMzNjZRBHjBiRD1aOIJDhJ00E1ziCQATQuC4iIyDvBEF8fBJmTVmLqMgPuOS4AxsnncPjezxyYNmREahtro/WrS0RHf0WZmYt4eZ2F+rq6uz91IQ0rLLclicUXRggp58fCxOzasJ0ydM2PSlNIgrmTmMP47NfFOrZtmQHeXEZpUVQmcXkjwnoc2wCO7xlGx2cVcqr55AdVFc78IwvjDvVg+loC+jWNZJ4BIG41lnYOFRe8sbYw0ysq9E4S7Sc1VXSU8rk+K/OPYL3WieolFPDoOuzxP4Mf/B9A4qwyfrxs0AS5uPjCBi1LPqmX1iC4NoaFzy/GYivbxOExnzRvWmMWOBnpBL/+cVbdN8zCuqGki+nys+f0vY+3UzWr2+K2Ng4LFmyCGvWrJLaErMJgru3fTBzyhqsXj8LQ0YUrgeT9DUFWuV5f4dyG1VYoRKwnPEQeHX+MaLuBaHZlI4waFyFg4VDQOIIyBxBIPEV//8EXASBtJAWfR6OIBAdO66n8AjIO0HQptkwRLx5h0pGRmis3RJvQ+KgrKqINefGo2pDHVhYWCEkJBQNGzaAp6c7dHTy1nG/8o8z6OZZGGOlCXs1RHu71kLVe39x2JPdqjccKdlb52/v43FvrgNazevBQsHFbd8TUtnhsCjz3XwLdJAkBezs2x9JRxCIe525x0uK/sIiM2jtJt0bosP6QXkIEknOLYtjZ5NQVdvVQcd/B4utssHXsM+4PvIAI2GoZCSVjsxtVIaNDto1+zQpsgKAsARB9hzpKRn4FpeM5C8prNpFYsw3JH9JRkp8Gu/nOPo5+/UUqGmrYsR2G9RoVTBR+PFJZJ7PYGZKOt+oHlncb3nx6c6du+jatQfjLr29PWFuzl/wVBxryyYIlJWVkTuaTZix7+z0wM1Nrmg/sQ2sl/6Z5KMweHFtOQQkgUCRBEFYWBgrqxAQEMBuPGrWrIlBgwaxEofyrizPEQSSeJzEOyZHEIgXT260ohGQd4LAydEdp/Y4QzVOD9EhMdDUUcO6ixNQrb4eOnTojEePHqNmzRrw8vKAoWHJCUKF33gJ9yUX2Wb0PTkR+qbyo3pPh2IKLS9fu4JQHycKq468G8QOc2QJX+LhOf8SWk7vggrNRI+8EMoJMTSm9IlrIw6wyIkKzY1ZyDuVAvuTjUqiUQ10OvDq1jNC76MToJgrnURUbBIiYkHkQ7nqeuh1aFy+kp8Jb2JxffRBUPSN+YKeaDC84AOgqASBqH7/3o9woRQJ0muwPmsv1jQicflYWseZMWMWdu7cjapVqyAg4AXf0ocknhoREcGizEggjdJ9J060Ewqe3ASBUB1zNX4X8BE7Bx0BibX2XtQZnSZbijoU149DgENARAQKJQhI4X/gQF4OpaWlJVNZpIoBdGizt7fHvHnzRJxSNrpxBIFs7ENRXnAEgezvUWnyUN4IgujIDzh39hbmLhybsw3f4lMxtP4aGFbRwT8nR6NaXUN06tQFrq7urD42kQMmJiUbtnnT7igoNLrBMHOYLyw89FQSzxaJ6lW2qCXy0ERskM5Ax39tUbU9/3zrwibyO+aBZ1vvsrfbrx+EGj1MRfZJWh0zkr/j+uhDiH/9GeWq6zNyR0mz9JUFFQVPIgnuzD4D/QaV0G6NjShDFNiHSAA1PQ0oaxccpUK38s/3u7PnsbA2JUkQUATP7WknQesg67DBlkWdcCYdBOjA36JFKwQGBqF/f2v8++8GvH37DlFRUXj37h0iI6Pw9i2RATxC4OvX+HyObdiwFgsWzBfY4d8JguCgN1izYh9MG9XGgqUTBB6HUgz2jzqJnz+yMHK7DZr1k/3fkQIvrhgNXzu9wIvDHui8ZSi0jfmn8xRjKq7rH45AoQQBkQBUMsXJyQnZpSeonMqmTZuwf/9++Pr6onz58nILH0cQyP7WcQSB7O9RafJQnggCx8v3MHfmRnxLSsF/e5fCdmj3nK34HB0Pw6q89IEBAwbiyhVH6OqWh4evZDV1AAAgAElEQVSHGxo0aJBvy0gA6fnB+why8GVq/xWaVoNh06owbFQlj7CesHud9jUZbz1CEe0ZChL163mQR2RQyPSLQx5oPq2TsEMWq/3VIXvxJfgjeh8dD8Omwt/aR98PASmvl1EoA+vT9uy2WFSjiLwXe+4j+BQvpaP59M5oYmcl6nBS6ZctSkjCctZn7KFRgROWyw387yHzhJeRmfCVAJ4f9BDrs1BSBAGRgFThgiIc1PQ12YGGy52Wykc1zyQUAWxqWnhFldyN6e9E1apVWfoZfd+/f9+DvX38+BGMGjVSIOd/JwjCQqNgZTYSKirK8Hp6GpUqCx699twpEMenXWC/c8cfGIIGnesI5ENpbvRo8y34n/AuMO2oNK+bW5v0ESiUIKB8pfHjx7NogdxGbGPHjh1x9uxZtGjRQvoei2lGjiAQE5ASHIYjCCQILjd0PgTkiSCYOXkNzp+9hR6922L3gb+hpq6abz1jxozD8eMnWbkrEiRs2bJlvjapMUlwmXEaJDpXkOnVr4iavZsIphWQlYWYgPd46xGCt56hiA14n2fIYffmM9XykrLA0z7w2XiTlVQbeHm60OQH5d7TLTEpSJvN6VasZWRrEHy4F8bEDpGVxdIPrFb0yxdKXqyJxNw53Nkf5WsaCJ1iIWY3ZH44EsYkpX6dWobosm0YNCvl1fsobAHPdrvCb787qndtwPQMhDEiKOj5tFjaJ8/NYkkQBEFnfeHzrzMTVzRoVAVd/hvGyphyVjIIbN26DStWrGKHf0o3yP5vlSpVYGxsjMqVK6FOnfyH723btmPOHF60sLOzE7p35/97r6AUgxn2q3HB4TZ27FuGQUP4j5EbpQfHH+HS3zdRVkkBU8+OEWuZ1pLZjeLNmvI5CQ7dNkNJQwUjHywu3mBcbw6BIhAolCAYMmQIK1Vy+PDhPN2vXr3K0gucnZ2ZJoG8GkcQyP7OcQSB7O9RafJQlgmC9LRMXDviDb0K2uhg0wRJick4eugyZswp+FZnypRp2Lt3P5SVlXDr1k1W0rAwu9hvB9K+pqD1gh7sS8eHxxH4+CQCX159ZF2o3jrVXScjVfVojxBUNDNBxZbVc0TGfDbcxOubL/E9PiXPNKQvUNWqDipb1GQHhRK1rCxcG3UQsf7vWEk+Ks0niv1IyxCaXPh9ntwihZT2cPcvB9C4dOPcdccIseSwi7K2gvq8836Nym3k92+9uHAQZhxKw7g97RTTaiBCicQp+VnMi7dMU4BMlFB8r9XXEHzhCbSq6sL61MSclANpEgQUjfRglSNCr/qxdVAaUau53VFGUYHf8rn3ZRSB+fMXYtOmLYxopii0Zs2aFelpQQRBVMQHfE9PR+06ggvFJsWnQkuHl1pDlTXcDnhDRUMZMy9PKLIErYzCKFa3otyCmeCnslb+iwGxTsQN9kcjUChB4ODggGXLlqFv376wsLBgGgQ+Pj64cuUKKleujIsXL6JMrtJO8oYiRxDI/o5xBIHs71Fp8lAWCQLSFDi+3gXXjz5ERtoP6FfWxpmApUXCTrdFf/3Fyxm9cuUi+vXLq35OecGUT54ttEdh91Rq7PcbPmpDOc70nl69imw8uhUMPPWQ/dxorCVazuYpTFPoPYXg0xcWyvGvalUblS1rQ7WA8lUl+cwkRn3BFdvdrKJAn5MTYSCAQCLVa9eqUl6sX8Z+r2LwNeQTbk46xggW2pfue0dBTU+zJKFic7888gCPt7vAdIxFsaMmSnwxUnaASDe3Bedhtao/NIzK8Z0962cWqOKFmq4GGk8QPt2E5rs6ZA/ohpFShCilhwQkpUkQEIHoPOkYq+TQ9p9+qNGzEd91cw1kH4GRI0fj1KkzLFXNx8cLtWoVruMiDpFCL6cAbJp+AaMWdsGA/xcoPD37Mp5ceQlNPXVGEuhVk98UZ9nfcc5DWUAgJiYGmpqaOWn+0vapUIKA8o9Ia4A0B3Jb586d8c8//8DISPT8S2kvsqD5OIJAFnahaB84gkD296g0eSiLBMGsbrsR6BvJYE5GAlr1qY1tJ+cWCHtCQgImTJiIixcvs/d/zxv9kZ6Jl4c9QSUGKSd4wKVpQt9Uf3oaiQiXQLz3fYOWMzvnCPV9fh4NOuDIgyJ/wAlvdhCjm1abS9OgoFS4Cj/pJVwasBP4mYUeB8ZCu5quWB75gsocJn9IgPPk46x8oPXpSQKHpYvFoQIGefcgjAnMkfXYPwYVW5WsuKWk1imtcSkFwO+AO1rOklzZNhIDpBKURO7V7N2YCSZKkyAgLAPP+KBSKxPo1BQ811xae8DNIzoCPXv2hrPzbZiYVGdlEytUKLiSCz+CYN+uc2jbrjkaNiqcZHjmHoYF/Q5ASUURRx/Pz9HU2T/6FILvv4ZuVR2M/G8gK7P5LfYbzGwF01gQffWy2ZPS+Ohvb2EVTGTTa86rBQsW4PJl3ve03LZy5UoMGzYMkZGRsLOzYxVFyGxtbbFixQooKSlJFbwiyxySJ6mpqUzllNRQK1WqBD290qGayREEUn3ORJqMIwhEgo3rJCICskYQrBp7EvevvIRWeVUEpfhhzvIRmDS14Lzkhw8fYvDgYUyNunx5Hfxjuxb2W8awkMxso9tpSiegA6jpqDZoMbNLkYdjEWGU/W65Ug0IB7O5vwQef3f+4foboHxq0i2wuThNbHXbCyIIaG4SdEt6+xWk/cD+PzG1UHV6SQNNURZuiy6gZs9GqN6NU54vLt73l13G6+vPWZm/TqRAXk0XVP7SZeZptJjWmd36i8Mo6sfZ/hgo3J+e7QYjzBEXFwcDAwNxDJ9vDHpm48NjYNhEPP5LxElu0GIjkJycDCurDnj2zA+mpg1ZRRwtLa184xZFEGxefwSb1h9h2jlHTq0t0qf1k87i7rlnaNahFjZemcj7fZiagd1DjyH6+S99GyVVRax/taTY65O3ASgS8HyvbSxaZ7DzHE7jQ442kCID6POUbXTOtra2xn///YeePXsy/T+KHNiwYQM+fPgAGxsbRhD069dPqqsslCCg9AISLRk9enQeh169eoWJEyeCtAgo7UBejSMIZH/nOIJA9veoNHkoSwTB3qXXcHGXJ9S1VLDNeSp0K2uinE7+kHO6HVy1ag1WrVqNHz9+okPLjuiq1Rdx4V/ZrcrQf63ZoTM7V5Fu/0kokPIX/2SjVIPLNrvwM/NHoakGMf7vcH3kAQZT932jUcm8htggK4wgyD0BHR4dh+9nBy/L//WVafFCsQFTigeiL/QuM04h/nUMI5rarbZB8PlHII0HIg36X5gqttW/ueUPt4UXgDJl0HXncKjU0ZEYQZBNfFgs64O6g/ILoYptUdxAJY4AEU3m5hZ4/TocbdtawtX1DhQVFfP4VRRBEB+fhFaNBzMNnVtuB9G4aeFVCRK/pGB0sw1ITkjD/N2D0W04TxQ9+WsqdtoeQeb3TOgb60LPuDysl3aDsrp0b1dLfDNIOHLiMXx49IZVPaFKOJzJJwIHDx7E6dOncfv2bUYckKA0pfk3b96cLYjIASIK9u7dK9UFFkoQTJ48Gaamppg+fXoeh+hLtKWlJSMICiqZJVXvizEZRxAUAzwpdeUIAikBzU3DEJAVguD26Sf4d+o5oEwWNl+fgsaWBYd2U93q4cNHwdPzARQUymDB0CXAMxWkp2TAuHkVDPq7G55tvcU0BIRVRP8THomXRx+wm0+zOV3z3b78zPiBSza7QJULavdvxvKpxWmCEAREUFA+N4WmCyp0V1wfkz8lsrx5Ck0n3QXOxIsACVG6L7mEyHtBOQOr6Kijn8NksZeN9Nvnjmd7XKGopoy2OwbBpKX4S8S99wnHLfvjUNJUYek66oZc6UvxPjGyN1pUVBRatWqDT58+w9Z2IBwczuTRI+OXYuBw6iYyMjIxcEg3qKmpFLnAm8cfYcvMC9DQVsWRx/NR3lA8uiwBLsFISUiD2aAmsgewEB5lf/7oAmCoy9xii+cKMbVcNf0cFovEmG8i+Vyhlj60DMTz3BXkAKWGtm/fHuvWrWPRA2FhYey/Dx48gKEhL03r6NGjLCWBzt3StHwEQWBgINLT05mzVKVg8OBfIa2ZmZlwcnLCyZMn8eLFixITThAHQBxBIA4UJTsGRxBIFl9u9LwIyApBMNFmJV7fS8R7vMZV7y2oWz8/QXDlylWMHTseCQmJqFShIuZ1XYa3HryqA52ntkXtOuXxcMNNFsJMXx4GOs7gQhCFeOAfbbkN/+NejFwZcHGaWAUKyQ1BCAJqR5UkSAegxYzOjKiQlEXee4WIOwH49CQSRBLUsWkOy7/ziltKau4/cVwSf3yy4w6LCul9dAL0G1aSCAxuC8/jS+hntFzVE9Uaii8CJttZEkT02eSMyq1rsmeGsz8DAX9/f1hYWCEp6RumTZuCnTv/y1k4P4JAWIRmdt2FoEdRsOrXCH8fK7hqjzBjRj59i/9sDkNVSwVL3GdAQ1ddmO4y19Zx6D5WppiqhTQc1Ubm/JMFh87Od8Sj87zKKsLakI3WaDVYchoXpPPn5uYGR0dHKCgo4OnTp6Aqgo8fP0a5cjxx27Nnz2LXrl3w8PAQ1v1itc9HEJibm4MOZoUZpRXY29uzHAl5No4gkP3d4wgC2d+j0uShrBAEC+dsxqnD13HozCp079U2D8SkBTNr1hzs388rh9ajbQ+0VeiKL5HxUNNWxYit/fH57kuE33jJ3jfp3hCtF/ZiaQWcFY4AlaOjVAyqIECHcsfh+5joYpf/hqNqO/HfvApKEJDHuVNE6P8vD9zFxCCNOzdAJTMTkUrIkWDlW89QRNwOQJR7CCOSsk23rhH6HJvA3UZJ+ANDiv+kCyJpfYf0b2lISE2SWIqBhGHihpdRBDw9PdG5czekp2dg/fo1WLhwAfNUGILg7m1vdO5W9KE2OjQG4814Yun/nBwNyz7F10PZNeQYwn0iYTGqJQau4pXwlVejkod3Z5+BmoEWhtycI9LfA3ldu6B+39vzAK/cwwRtnqddp8mWqNehcEFNkQb9/04fP36ElZUVKwjQsWNH9mp2BIGXl1fO72yZiSAg5zIyMkBqinSIJkXFbCMFxRo1ajCWQ96NIwhkfwc5gkD296g0eSgrBAFh+tDrOVpb5A1/DAgIwMCBgxEcHAJFxbJYNvZvpHoAGWmZMG5WGUPX9ob3iivsgKtSTg3t1w/i6tcL8IBSKP/N8UdYSH3f05Nwbfh+lnqQrQIvwBBCNxGGIMg9eKz/O6ZSn20UHUIEBpEFVSxrMcEqfkaEg0PXzaAKDdlGz0u1DnXZOJIgRPj5xL0vOQSyqxjoqGnjxWEPJk5aXKMbSzVdTRZhw9mfi4Cj4zX072+DrCzgxImjGDlyhMAEwdyZG3H6+HVs27UYQ0b0LBLE4+tccGLDHczY1B/WdsW/Jf8UGoN/u/PyuRfdmwb96vKrp0bgXx60m2mbWK3sj1rWkrvt/nOfdMmsnLT+goODcf78+ZwJKOXgdw0CqhxIZILMaBCkpKSgbNmyUFEpOkdIMrBJflSOIJA8xsWdgSMIiosg118YBEqSILhy8S6MKurnIwWy/d+5cxfmz1+ItLTvqF7VGHM6LkKkO0/JudMUS5j3rY87s84gNSaJle/rtmuk2EryCYOhvLa9OmQvvgR/RKPxbVFWqSyCLzxhZSDp4CwJE5UgIF/ee79GxN0gRN4NQtrXX0rIZVWVUMWiFmr3a5pTfpLak6p9+M2XaPVXt5wqDFcG70Ha1xQYd6qH6p0bMNFKCnfnrPQhkE0Q+M53xGe/aNQd1AIWy/qKvFDSUbhsuwcpMUks0oQiTjj7cxHYtWs3pk+fhbJlFXD9uiPMzVtBQ0MDysq/KugUhI7j5XuwH/cPqhpXhO9zB74ABvhEoqG5+MR1Lyx1gvepJ6hjVQP2J4qfusB3ARJsQL/f3RdfhLaxHgZemc7ESTmTbQRev36NHj16sJR9itzPbWPHjoW2trbsVjGQbWiL7x1HEBQfQ0mPwBEEkkaYGz83AiVFELjd88Uwm3nMlScBF1Cp8q/64fQZGDNmHK5fv8Het+k6EM2/W+SkFIzdOxi1LKrjpt1RfHwcwQ56nbcNE3vOfGl/Uuj2xWP5FbRe1AsGppXzhfWLe/3FIQhyfMnKYjWws8kCUsknyy2q6DL9FEslICOhxWwdA9IZ0KjACcqJe19lcbxsgqDslx9wGnOIRY70PTkR+qaVRXI3W59Dr15FWJ+ZxB1GREKxdHVatuxvrFmzDurqanBycoSFhQVfgoAQGGQ9G/Xqm2D+4gkFVumRJEqpCWlYZbkN37+lw+7IMNTvWFuS00l87At9/2Pkdve9ozixUImjXfwJZs6cicTERCZA+LuFh4fDzs4OJETNvvfZ2GDVqlUCfaaK79mvEQqtYiDOSWRxLI4gkMVdyesTRxDI/h6VJg9LiiBoVt8GHz/EYuW6GZg4xTYHUldXN4wYMQofPnyEiooylo9diQS37zkpBWP3DYH2/6s6pyemwv+EN5pP61SatqTUrkUsBMFv6FDYN0UVVDQzQcVWPGFLqtRAStc1ezaCcef6UNIonRGBpfZBEcPCsgkCAwMDvPXgkUVVrEQ7DGXrc9AY/c9PgU7NX2SmGFzlhpBjBEaNGoOTJ09DV7c8Hjy4j3r16sn8atwOeOPaGhdWKnHRvelQKCu/N++psd+gpi85tX2Z38xS6CClFWhqarJ/JWEcQVASqHNzCoQARxAIBBPXSEwICEoQHD14GV6ezxDo/xqej08Ve/bIiPe4ed0Dk6cPyRlr0aIl2LDhX/b/JibVcfLAcVyd6spqP3eZboWe8zrCb7876tmaQbW8fKswFxtAORxAEgSBHMLAuSwFBHITBL9P97sAZlHuZGX+BKWmkD5Ho7GWaDm7qxS856aQJwT69u3Hot2MjavBx8cLFSpUENh9H+8XMG/TWOD24mq4xuo/fImOh83KnrAcbSauYblxOATkHgGOIJD7LSy9C+AIgtK7t7K4soIIArrZ97z/FL2t2+fUbG5SdwA+f4qDGjTx97IZGDuvJ5K/paJPtykYNbYvho3sDTV11SKXGPAkHAeWOGPJoeEwrKKT05by0oYMGY4nT56y1+zsxmP79q1QV1fHC+cgqKgro267mnBfdAHhzv4sHL7PyYmyCCfnUxEIcAQB93hIC4HCCILn++/D/6Q3SzfQrsZfpO3p7nugPpqVdGBzaRpX5UJaGyhH81CVHUvLdnj69BlMTRvCy8sDWlr8hSwvONzGDPvVmDV3FBb9T7p/zwJcgnF4ogPUyqliqcdMVg1Ini3aPRhxQR/QdHIHeV4G57sMICAQQZCamgpFRUVQFYPSYlyKgezvJEcQyP4elSYPfycIxo1YAmcnT7bEc1e2wqpDC7wLj8Pa2Ufx9sVXpMRnwLxbPaw+Nw4kMjhlwgrWtnHTOrjlxitDWJCFvYqGveVWKPxQQv9JFpi2sR9rduzYcUyfPhPfviVDR6ccjh8/ir59++Qb4tPTSNwYf4QJznXZPoyFlHMmXwhwBIF87Zc8e1sYQZBNMlL1jj4nJhYZifQ19BOu2O5hMHTfNxqVzGvIMySc7xJEICIiAt2790JISCjatrXE3bu3+eZOHzlwCUvmb2Ne7T+6En37C3e4/XfqOSiUVcCgaVYwrid41EI2DNllD63GmaP/8u4SREeyQ2d8+46z3TYjMyUdA6/OYKKFnHEIiIpAoQRBZmYm9uzZwxQW6aC2adMm9OvXDxMmTGCVDXbv3i3qnDLRjyMIZGIbinSCIwhkf49k0UO6jYgIf8tco1KBbdu3YD9TCKOH2+MCX9+z8xj8noWgUdOqqFmHp8rt5R6Ml8+iUamCHmoZ1EDaJ2WkxPzMWbKSGlC/pxZmrxiDqlWr4tmTIOz+7zRaWzTFBPuBrJ3rXV/my1CKKlBTQWLCN/SrsxSK31WhoJmJK6FrkZ6ehsmTp+Ls2XOsT8eO7XH69EkYGRWuDh5y6SkMm1ThcoBl8QEUwCeOIBAAJK6JWBAojCD4mfGDEY0xL9+CBAf7nLCDglLZfHNm/fgJx+H7WZUPSZb+FMtiuUFKHIGvX7+yM4OVVQemnzNokA3On+dfpWDFsl3w9vSDw5WtQgkWJiemoX+15TnrNm1dHf0nW6J9f8HTFajs4caue1BGoYzclz18tPU2/I955RGrLfGHgnNALhEolCC4d+8e7O3tYWtri4cPH2LWrFmMIHB2dsaMGTPw+PFjlCtXTi4XTU5zBIHsbx1HEMj+Hsmih1s2HsO/aw8x13KHLO7YehJrV+zPeb1FaxM4OJzDpXOuUFGoyF5P+f4JiWnh7GflMhowVe8NXcUqeZb5IT0IHzNeIS7zTc7rXbp0wvjx4zBs2NA8bYcPnAe/OxHQVtPC1MWDEf4oBg+uB+CnUiaOP1qEqA9hGDx4GN6+fcf6rVu3GosWLcwHK6nsf/KLQt2BPLKDM/lGgCMI5Hv/5Mn7IjUIElPhOOIAkqK/sJKXnTYPyV+VICsLLw574uUxLwxynAEVHU7zRJ72X9q+EkFAZQ5DQ0PRurUli4ibOnUydu3awdeVpMRkaGlr8G33e4P42GQ4HfWB4wEvfPmUxN7WM9JGX7s26DPOHOX0+I/psPAafB2eoUGn2phweJjQPshKByp967fPHQ2GmXMRBLKyKXLqR6EEAUUKVKtWDcuXL8f48eMZOUD/SFXRysoKV69eRYMGDeR02RxBIA8bxxEE8rBLJe/jc79gPHzwHPbTBjNnUlO/Y9c2nnjg7xEEDqcd4e8fAP/Ax/jwOYK10dGugMYNW0GnvBbqNqgC9VxK748Pp+B7Yha0KinAsL4iDOoqoqzyL6Xj9PR0nDp1GlFRvHI0+vp6GD16FKZMsUetWrVwYM95nFvlDaT8Ss9S01TBuqvjcNHpJJYvX8n6kRDhhQsOaN68eT5AqXyhy4zTyExNR4/9Y3IU6kseec4DURHgCAJRkeP6CYtAUQQBjUXlMSlC4Ht8CkxHtYHZ3IJDrIURNBTWR6596UEgmyBQVlaGl5cXLC3bs8WtX78GCxcuEGihcXEJsB+3HNt2LUaVqsKlDNy74Ifrhx/ipdcvAn/Mkm4YuaBzkXN/i0vBasttrErQ1LNjULO1sUC+co04BEorAoUSBEQCTJ8+HUOGDCmQILh58yb7AiyvxkUQyP7OcQSB7O9RSXs4c/IanD97i7nh/vA46tSrzn6+su8BPBxfsp9JOOnTp08gjYGUlFT2WpkyZWDUpCzGzunP8vzpy0xBIoVP3UJRuYY+KlQrX+hSs7KycO+eK/bt248rV64iIyOTtbW0tMDEiROgjzp4cCMAgQ+jkJyQhoWHB+B//87Dw4c+rF1uIcLfJ3nn/Rq3p5xgL1Npsq47RpQ05Nz8YkCAIwjEACI3hEAI8CMIaBASNXMaewg/vmfCYllf1B3Ei1T6+CgCRma836mccQgIgkBugoDaOzpew4ABA/HzZxZOnDiKkSP5/w0bO3wJbt3wRJ26xrh2ew+0ywlf5u1N4Ec4HvDGrdOPMXurDboN5x99d2/vA3gc9sHgDdao31F+zzfZ+0SXClk/s7jytoI8uFybfAgUShAQORAfH4/jx4/Dzs4uJ4Jg69atTH/A39+faRHIq3EEgezvHEcQyP4elbSHA/vOgpfHM0ybPRyz/hqVE564aaYDbh3nVQIozEgckEQCs03QModFjRkbG4uDBw9h//6DePOGF6FQrpw2hg8fxqIKnnoHYtaCqUhISCxSiDB7jssDdyP+9WeYdDdF+zU2KKOoUNKQc/OLAQGOIBADiNwQAiEgCEFAA0XeDcK9uQ6sOsEQ5zl4cysA3uuc0HxaJzSZ2E6gubhGHAK/EwSEyKFDh2FnZ4+yZRVw/bojevQoWgiQSv/27DgJX78m4uK17bCwaiYysKRRoCFgZQIqI0xEhrKa/Auyv3Z6Aa8119F4bFs0mcR9fkV+gP7gjoUSBK9evULfvn1RvXp1JCYmolmzZvjx4wfc3Nwwb948pk8gz8YRBLK/exxBIPt7JE0PKexw4+qDqFjZALPnjWZTh4ZEQllZCcbVK7H/P3vWgVUDcL/tC9UyvFsHEhDs2rUzunbtkkf4r3JNfehX+qWjIg6CIDcezs63GFlw8eLlfDB16tQBJ04cQ6VKPL8LsrceoXCZcQoaFcvB9tosjhyQ5sMm4bk4gkDCAHPD5yAgKEFAHYIvPIa+aWWoaKuByEm6gWy9qBfqD23FIcohIBACBREE1HHlylUspU5dXQ1ubndhZmZW5Hh+T4Pw4X0sevaxEmherlFeBGID3uPaiP1Q1lLFUJe5XFlSGXxA6HtAcnIyDA0NWVTr7xYTEwNNTU2oqamViPdFljkkkoAiBnx8fNgi6tati9GjR2PQoEFQUJDvmyyOICiR502oSTmCQCi4SnXjV4Hh6Nt9Kr4lpUBdQw3+YY6sKgAZ5TkeO3YCp0+fYYJIZIaGBhgxYjiGDLGFubm5QNiImyDInvTDhw/sBuXgwcOIjIzCxo3rMH/+PL4+OY05hM/Po9FmSW/UG1z0lym+g3ENZAoBjiCQqe0o1c4IQxBkA0Fl0tyXXkLa1xT0Pjq+VOPDLU68CBRGENAs9vZTWHSdnp4uvL09mVi4oJYQ/02o6gaCjlua2920OwrSMCJdEdIX4Uw2ECDtqiVLljAtPzKqWLVr1y40bsyrvBEZGcki96lkKBkVC1ixYgWUlKQb2VIkQZAbSsqzLYjhkA24hfeCIwiEx0zaPTiCQNqICzZfXGw83F0fITwsGr2t26N+w5qso5OjO4ICXrOfJfG6ldlIVKlqhJXrZ0BDUwmHDx/B8eMnERoaluP4sGFDMGrUSPTs2UOwxeRqJSmCILcj9Ivf2Ji/+NGnZ1G4Me4w1PQ1MfQOfzJB6MVyHUoUAY4gKFH4/6jJRSEIsgH6npAKlXIlc3v1R21SKVpsUQQBLZP0CFkFF7MAACAASURBVK5ccWTCvEQSVKjAX4TwxFFH/LN0Fy5e24amzeuXIrQku5R3XmG4PfUk1Ay0WBQBZ7KBwLVr17B69WocOXKEkWSrVq2Cp6cnSNuPUvepMABFDmzYsAF0wWRjY8MIAioUIE0rlCCgNAIqY0jMRb169aTpk1Tm4ggCqcBcrEk4gqBY8Imtc2LCN/zMyoKOjhYbc+Tghbh725v9vOfQcvQfyFMHnjZxFS6dd5HY62+jP+Ce6x2WQuDq6oasLN4SSQxw9OiRrMSglhbPR1FMGgSBoH7RH3X64242pxtMx/zSSRC0P9dOthHgCALZ3p/S5F1xCILShAO3FukgwI8goNvTzp27wdPzAUxNG8LLy4Pv3+0Vy3Zh704H6OqWw417+3JSCqWzIvmeJVvHyGJZH9Qd1FK+F1NKvCfx/5YtW2L+/PlsRXTWoUjXy5cvs5RYes/B4VdVKyIHiCjYu3evVBEolCA4ffo0Nm7cyFILqPTW8OHD0a1btxLLhRA3KhxBIG5ExT8eRxCIH1NhRrx2xQ07t53EC78QzJ4xDk3rNkKAbwQe3HqJVM14tLVuiAGDOks0gqBX33b4HPuOkQIXLlzMSSEwM+yPFu3qY9GmCQLdyAuy7pIgCD4Gf8al5TcxepctNPV+1Rf/GvoJr849Qqu53bncQUE2T87acASBnG2YHLvLEQRyvHly6Do/goCWlJSUBDOz1ggODkHbtpa4e/c2qyRUlNmN/h/eRX/CiXMboG9QeFUhYSBL+poCrfK//u4K01de2pJY4f2ll3haRk6zUUYhf667vKxFVD8TImKRGvOtyO7lTPRZxCZZ7vaFvV7YYLnbF9aGIgIsLCyYnl+20ZmU0gxq1KiBnj174sGDB0ybgOzo0aOMPMhOSRAVB2H7FZlikJGRgfv37+P8+fO4e/cuNDQ0MGzYMKZBULMmL6xYXo0jCGR/5ziCQHp79PRxIEsboD+8o8Za48WDNzi7/zbuXn0M9SxtKJZRzOPMwGlWmLymT5EOfor6Ch0DTagIoAgcGhqKiIhIvH79mqn/h4eHIyYmFt+/f88pB6ihoY6hQ4dA42MDBHp+gKq6Es4ELoWmjnhCYKVNEJBi8qae+xATHgersa3Q/x/h0yKk94RwM4kTAY4gECea3FhFIcARBNzzIU0EBCEIyJ+PHz/C3NwCUVHRGDx4EBwczhTpZmrq9xzdIXGsZ9dCR1YO+bjfQlSsriuOIWVyDCpz6NB9C1JjktBujQ1q9ubluf9J5rn8CkKv+hW55LYr+qN2v6asTe72hb1e2GC52xfW5vDhw1i3bh0WLVrEhKr9/PxArxFBoK+vD4owePz4MYviJzt79ix7z8PDQ6rbJrAGAdURp5CHHTt2MAdzOy9Vj8U0GUcQiAlICQ7DEQSSATf5Wyo+fYpDjZpV2AREDAwdwMtPa9aiPibYjMTepdfzTK6mqYKGrYzRwNwYDc2NUb9lNdBrRdlS28PwdQlGzUYVUbtpFehWVcG3rBjEp79nJAD9I0IgOvptocNUrlwJTZo0xpgxo9G9aw+sG++AJ66hUNdSwZrz42HaWnw1uqVNEJxffB0PzzyFblUdzHOeDBUNZXA5v5J55mVtVI4gkLUdKb3+cARB6d1bWVyZoAQB+R4SEoI2bdriy5evWLp0MVavXinQkqii0ZH9FzFvsegCmltnX8SNo75o2bkO1l2cINC8BTXyOOKDjO+ZaNbHFOWr/KqKJPKAEugYdNYXD9ffgGHTquh9VPS1SsA1qQz58sgDvPUMKXKuxuOtUNmyFmuTu31hrxc2WO72hbUhTT+K0qeLd7IqVargzJkzLEpAVVWVRRCQ+LaBgQF7XyYjCLIX5+/vj4sXL+LkyZPsJSsrK8ZmlFTpBXE8URxBIA4UJTsGRxCIF9/oyA8Y0HsG3r39jDp1jeHuc4JNQOrA5k0Ho12HlujawxL1qtXBlpkXUb9lVUYINDAzRg3TikI7M6fHHvg/5Kmw5raMrDR8zYzG18y3eJ8eAFUNRZiamqJWrZqoV68uE22hnxs0aJDzO4ZqGRPhEOATCR19DWx0nASTBkZC+1RUB2kSBP63XuGI/TnmzuyrdqjahFfu8P6yy3jrGYoO6waiUhv5jtIS6+aUssE4gqCUbagML4cjCGR4c0qha8IQBLR8uhVt164TQ8LL6z7atOGvtt/RYiyoshERBHMXjhUJxaT4VIxuugHf4lOx4vQYWPRqINI4fzffhOQvKayvUR0DNOhcB7UtTKCgWHSlt7KKCjAxqybSnMJ2+pGWgae7XdHEzgrK2uKJuBTWB6594Qjs2bMH+/btg7e3N0ij43cNgn/++YdF3MiMBkF8fDycnJwYqxEcHMzSC8aMGYOBAweiWjXpPNSSfKA4gkCS6IpnbI4gEB3Howcvw8vzGV49i8SalfMQ4BuJkGdv4fPwOcJ/BqC6SWV4Pys6pE/02YE3b95g374DOHroJDLilVGubEVol60AffWqKJPxK9dw/+NpMKlV9O+ThLhkzO+7H28CP8LIuDz+vToJRhIICZQWQZDwMQkbu+1GWuJ39FrQCZ2ntmVQU97bpQG7oFBWAbY3ZkPdUHTBxeLsHddX8ghwBIHkMeZm4CHAEQTckyBNBIQlCMi3v/6ah61bt6NGDRO8fOkHdfWidQFcnL0weugiqKmr4uGzMzCsoCfSEp2O+mDb7EswrKKDI4/nQ1k1byqlIINGPnsHv+sBeObojyQ+ee65x1OlKMiXCwWZgmtTyhCg38mxsbHQ1taGj48PZs2ahdmzZ2PsWB7ZRf+l92S2isHkyZNZ+IOlpSWGDh2KTp068RURkac95AgC2d8tjiAQfo9eer2B3/3X2L/pEhQzVKFYJm/dVP1KWjgTuEz4gQXo8ePHD1y7dh179+7D7dsuOVUGKlWqCDu7CbC3n8jyrZIT0hhZ8fltPLqPLFpVN+ZdAqZ32oEvn5Jg0tAIG69MZLoGkrB3ke+h/FMF32KTkfj5GxJjvqFO2xqoUEtfrNPtGnIM4T6RqGFujGkOY3LGjgt8z2qPGzU3hsX/+op1Tm4w2UKAIwhkaz9KszccQVCad1f21iYKQUC3pk2aNMerV8GYNMkO+/bt4buww/svwtKqOerWN+HbtqgGUzv8h1C/dxi1sAtGL+5arLFCH7xhREFMxBe+46ioK8PuyDC+7cTdIPzGS0S5v4LZX92hUUFb3MNz4wmAAIn/N23K0zvQ1dXFnDlz2Dk720iDy87ODtHR0ewlEjWkUoj8hDwFmFqoJoVqENy+fRt169YVm0K4UF5JoTFHEEgB5GJOwREEggH47EkQFs/dgtkzJ2Dz+Ms5nRSVFVCzSSW0aFcHdZpVQSMLE2jril+x9/3799i//yAOHjyEd+/es/nLlAG6dOmMKVMmo2/fPlBUFJ6Zp3GeuYdhQb8DTGuANAdIe0Ac9j7oE+gfVRF4F/AR7199YsTA72a7vg9aD20u0pSB90IZDlUbV86pUHBnpwdubnKFqrYKFtyeinJG+aME0hNTuTBAkRCXn04cQSA/eyXvnnIEgbzvoHz5LwpBQCt88eIFWrRohczMH3B2dkL37t2ksvDgp9GY3mknm+uE30KJRCdKZSECTnK+1zZ8ex+PssqK6L5vNCo0k/+IcAGXLlPNKGVASUkJenqFR79QG01NTfavJCwPQZCZmclUwym8pwx9sy3FxhEEsr+5HEHAf4+OHrrCyAGyoSN7oZdlVyQnfYepeXXU+v+8dv6jCN+CRFZu3brNogWuX3fCjx8/2SD6+noYN24sJk+exMq1FNfCnr/HtSPemLa+n0jhfzQ/kQBBbmH4QIRAaAwjBAoznYra0K6gBS19DWgbaqHFgEYi5wlu6b0/Zy4as2JdQwTff82mHn9gCBp2rVtceLj+cooARxDI6cbJodscQSCHmybHLotKENCS165dh6VL/4aBgT6CgwNRvrxg5QxXLd8D3fLlMG32cJGQ2zrrIm4c84V5t3pYfW6cSGPISyciB3w3OePzi7cslZGIAs44BApCIA9BcO/ePdjb28PFxQVbtmzBzZs3C0WNq2LAPVCSRoAjCPgjHBnxHh3bjMGCpXaYPH0I/w4itEhMTMTLly/h7x+AoKBXCAgIQFLSN/j4+OaMZmHRBlOnTsaIEaL9gRbBLYG73N3tiRsb7+W019RTh2FN/Tz/KI0gUyWdqcaKixx1WHgNEU+i8TksNo+vFiNbYuDqXjmvUfmhO3POwmx2Vxi1FF9VBoEB4hpKHQGOIJA65H/shBxB8MdufYksvDgEATnctm17PHjghUGDbHD+vAPfNTzy8Yd196ms3W33g2jUpA7fPr83IJ2jMc02Mv2fgw//gm6F0q//k7tiUmzAezzadhtt/7aGVtXSW/JR6AfjD++QhyCgkmOOjo5MIOHp06c5+Q8FYTRs2DCoqIgn3Leg8emPGt1Sli1blu8Wpaamgg6TFStWhIJC0cqh2YNxEQR8YS3xBhxBkH8LqCTh2hX7cOr8v9A34LHrVIWgnE7xQ5BSUlLY4Z+IgICAQFD1Evrv27fvCnwWtLW1MGrUSEYMUMUBWbVPYbGIfPoWhrX0mZ6AmrZqga5KSqTwe3I6mz/iaTTIl6H/9oNSLjEk3823EHDCm5XY6bZrpKzCyPklRgQ4gkCMYHJDFYkARxBwD4g0ESguQUDnENIjSE5OwcmTxwS6dNi07jA2bziKkWP74t9t80VaLuk31WxUSWxpjCI5IUCnb3EpeHD8ETpNsczzPUKAroU2uTXlBN5786Ibm03piKb27YszHNe3lCBQqAZBXFwcy48gJcXclpaWxtQXK1euLLabtt+xJGJg2TKekNqaNWuKhDpbTJEakdgDVVlYsGAB3+3hCAK+EJV4A44gyLsF61bux39beKVGKVpg+eppxdojT09PeHs/hJeXN748S0JGPC9NoCCjPClDQwMYGhqiQgVDljdVtUYVVG9RFdWbVymWH7LSWVIEQVHrS09Kw9kum/DjeyZ6H5sAwyZVZQUOzg8JIsARBBIElxs6DwIcQcA9ENJEoLgEAflKekYTJ04GXUIEBLxgdeL52Y1r99Grbzt+zeT+fefNbnDZcZ/pGln/rzta9G9U7DWlfU3Go60uCHP0Y2NpVSmPtiv6w6iFcbHH5gaQXwQKJQjo4E21yadPn55ndaGhoejVqxfc3d2ZIrm4jdIaqOYjHQ4HDx7MlyDYvn07evTowcQUvby8WIrEhQsX0KRJkyJd4wgCce+c+MfjCIK8mPo+fIl+PaZh3qJxmDZ7BFRVf5UL5Ic+CQkSGUChe/Tfhw998nQZZDgS1dREUwMef3AoGnYRPqyPn8/Sfr8kCIJne1zht88dFVuZoMf+XxUNpL12bj7pIsARBNLF+0+ejSMI/uTdl/7axUEQkNd9+ljDyekmunTpBBeXW0ItRFxRlUJNKqXGj877wWnjXSTF8ESVp18YB5OW4rlY+OwXjQcrHREfHsPGrtHz/9g7D6imki6O/1E60sUudgV7wS4qWLF37BU7omtZy+7ae+9d14K9d1GxtwW7KGIHCxaQ3kG/M5NPFDWSkOTlJblzDseYzNy587+PkPzezL3lUP3PpjC2NhNodTSNmBSQGxCwLxr16tXDkSNH4ODgoPS1sG3O7Mzz/Pnz+RGGzHYQ/OiAs7MzunbtisGDBxMgUHp0hDWo64Ag7GME1q/ei3H/9E8X/saFR3CsVBhmUrbJf+3IaqsyCHD58hX+76+OCRQpUhgsd0DNmjWQOzE/zLNZyRXg5PhkhAV/QocZzWGuotKDcjmkYGehAUFaYgp2NloAtovAbX1vyj+gYPw0aTgBAk2Klmb7SoBAs+Onad4rCxC8f/8eDg5lEBkZheXLl2DoUEmegczascMXMGLoLH4Ms1oNxe+uZzafOl5PSUzFiflncWH9ddgWssafpwZD30h5yQYfbruOW6vOISU2CQZmRqgx1g3FW0nK8lHTHQV+AgTbt28H+5K+a9cufoygTp066WqkpKTwBIZv3rzhd+tlyQ+QVSknTZoEVlVBHkDw8uVLNGrUCGvXroWLiwsBgqyKL5JxugwITp24Aq/BM3h+gVUbJqFN+wa4fjIQU3t5w6FKQcw91B/6Bhnzc5w7d55nAT5z5ltCvu9DWaNGddSpU5tDgdq1a/HjAtS+KSA0IAjYeg3+C3xgV74AWmzxoFDokAIECHQo2GpeKgECNQdAx6ZXFiBgsh0+fAStW7eDsbER7t69hZIlM9+pOPmv5VizYjfy5c+FC9e3IIe58ks7iyGkn9O+YHGrdbxSkuug2mg+roFS3UoIjwXLj/T8+H2U7lYD1cc0Vap9MiZ+BX4CBK6urlKTE5qZmYG93rFjR9SsWVOlq5MXELAPXJ07d4a5uTm8vb0zwItfVWPw8vLidVepiVeBuLg4votEX195ZPT71bJcF2Jti+dtwbJF29G+UyOMmdAHl/c+wqbpp7m7tVo4YsyqDjzjLmv+/v6YMXE27l4PwIdkSQk/W1sbDgIYFJD81BDlUu8dC0T55o6i8C0mJoa/fwjVDrdeiYSPsai/xB25q9JZP6F0F8M8rJwwq5ZhaCj7MSFpfjM7Yn4vE4PeuuwDuzbY31J11dLWZe11ce3sBiP73KasG4hDhnhi8+atqFKlMi5ePCeTpE1dBiLsQwS898yBQ+msHZ2UaSI1d/rwNBzLWv3LvRi6vxfyOir/pk9SZAKMrEwEWamJiTDzCLIYLZhE6hGDmTNnolixYnB3V03ptMy0kwcQsCoGQ4cORWhoKNgOiB9rpy5YsOCn6VavXg1WqpGaeBVgH6LZB2hllZ37caWqsptVRWOi42Bu8e2s16ULt+BcrzJWjTuGM9slyWNaDayBXn9JSPHDhw8xZco0vLr0HvVsGiEFySg90h516zqjePHiWXVDsHFPLr3A9qGHYJTDEJXalkFV9wqwsf/9MYdXt9+iYCXl5z5hi2bvI8bGxiq73r4X9vnhe7g9/wwsS9ih4YYegmlOE4lDAbYbjzWWCFjRxir3sLvE1EiBXynAAAFLLk0fvun6EEIB9rmN3dRRFiBgcKtGjdoICXmFCRPGYuzYzJOQP3/2GubmprDLpXjJvtjIBOQQ6AtyVuJzbsU1XFzzH3KVsMWgvaqtgpQcnQjDTI63ZmUNX8dYWloqMpzGKlkBqYBAyfPIbU5WQMDyFQwZMoQfi9iwYcNPcEDaxJSkUO6QCD5Al44Y3L4ZiG4dxmDlhomo71qNa50Qm4R/umzG3UuS8jNeC9qgZb+aCAoKwj//TMLpg75oaNMC9sYSQm5fMR/6rO0Mi1yKlzwUItiv7r2F78rLuH/yUfp0Rarao0bnSnBqnzHJaGRoNDYN3A02ZsRhDxQsr3xIIOQRgzfXnuHO6vMo388ZBetmvm1SiHjQHMIpQEcMhNNa12eiIwa6fgUIu35lHjH46jk70lynTj0O7/38rqFKlSpyLSo8PAq2tln78jmxy2a8fxWBEYvbwdHJXq55heo8t+FKXkLZbbQLGno6K31ali/p8uRDeHP9OToc8YKh+a9LRSt9YjKoVgV+CwguXboEluyMEbwfGyslqAoinZaWBvYzZcoUnoNg2rRpnEayuyRsC3D37t0xYMAANG/enEMBVtaQ9Vu2bFn6FjpGLvPmzftbYQkQqPW6k2lyXQEE58/6oUu70VwT5/pVsPvgInx6H4PpfbaB1eZlbdKWHrCvaIGJEydju/dOVDKrhhpWztDXM4CJpTFaTmiEap0qQU9PJmlF1SnqXQyubb+J/3bdRvT7GO4bW5NTuwqo1d0JUe+jsWXIXsRHJiBPqVzot74zbArKl1BRlgULCQhk8Yf6aK8CBAi0N7ZiWxkBArFFRLv9UQUgYIqNGzcBc+bMQ7FiRREQcJfv9sussUTPfbv/hejoOJzwXQMT08zHfG+T7R7oW20+Ij7E8qfrt6uAAdOawy5/1mBDZv5m9XWWh2Bh87XIbpANY04NgV0RxXdO/OjLsd4bwKocOHauhhrjmmXVVRqnQQpIBQSsSsHIkSPB8g4wQFC4cGF+rojdvbSxsYGvr69KzrTt2LEDEydOzCAhO+7A8h5ERkaiatWqvAxit27d8O7dO7CqBT825h8DG79rBAjEf5XqCiAID4tE43oeqOvihFnzR/LyhYtG7MPxTX4wNjPEyJWtsPvkJmzYsBE59XKjcc6WsDWw4wGs1qkiWoxvBDNrydktllDG1M6cJ77LrsSstkJdLQE+j3B1+00EXZDsmvi+1exWhVdMUFXLKiCI/xADI0sTmfVmND67seJby1WlA9lVvQIECFSvMc0gUYAAAV0JQiqgKkDAbgRWqVIN9+7dh5eXJ5YsWZTpslJT0+DmOgAB956gWcu62LB1eqZjfuyQGJ+C3UvOY+ucM+kvdRvtis4jXWFsKp6/40dmnMb5dddQuHIBDNvfV+51ZjYg6kUYDrmv5oCg6sjGmXWn17VAAamAgN2pZ1+02R18JycnnD9/nlc1YOf5r1+/jj179mj08gkQiD982g4I4mITYJZD8sU+MjIGVlbfEuTFRSVi1d8HEZJyA+s2r8bnJKCOtQsqmlfl/XMVz4lOs1qAbcn/2v6bdxKsPA1rdae3RbEWkm36caFRMMsrLuKd2dUX8ToK13fewn+7biEpNhmd5rREpVZlMxum0OuZAYKEsFg8PxmAFyfvo4pXQ+StJjnacWHcXgSffQS7CgWQr2pR5K1eBHZl80Pv/0kkv3cqaO9N3Fp5FrX+aoFCDcSRnFEh0WhwlhQgQJAl2WhQFhQgQJAF0WhIlhVQFSBgDj169AgVKlRGcnIKzp07g/r162XqZ8jLUDRw7oM/J/RD/8EdM+0vrcOH15FY+88xXDggSW5um8cC/Sa7oVHnylm2qcyBrPThvMarEB4SgXZT3VC7p+SzojJbUmQ8jKy0syqEMnXSFltSAQGrVjBo0CB06NABpUqV4kCgYsWKfAdBixYt4OPjg6JFi2qsDgQIxB86bQUEr4JD4dHrH+TJa4fNO2b9MhDsD2G9eq748OEjipmURPN8baGfKsl4zsrZsLI237er044gaN9NfmeafTl1mdcRxtaShIeHu64Fo7+5K9uj5vjmMC9gLf7gf+chyz9glddC5T7/CAhSE1OQGp8MYxuJjuwM3pODt/ljljugyjBJssjjff/F+1vBGfzTNzFEniqFOETIW7UIbB3z4svnL9jTfDEHNrX+bolSHeQ7R6lyAWgCwRQgQCCY1Do/EQECnb8EBBVAlYCALWThwkUYNepPFC5cCC9ePJVpbaxctKWVcnIzPfgvGEtG7seLB5KKUePXdYZrx0oy+aHqTs/9QrCi0yYYGOtjrO9QWIvsKISq10/2lauAVEDg5ubGz/d7eHigdevW/Mw/O/v/4MEDtGnTJh0YKNcd4awRIBBO66zOpI2AgFUqcCrXEdFRsSjlWAT7jiyBbc6M5+kDAwNRv34DxIUnomOJbrBJkBwnKN2gJCfD37/pf0n9jPPj9+Ll6Yd8i3vj5d2Rp2rhDJKzO9yh/i/B6tp2vzIeBmZG/PVrM47CsnBO5HEqDJtSebIaJq0Z9+H9e2T7lIa3157jzbWn+HD7FUp3qYaqo5rwNb797zleXXyMfNWKcM2+6sheY1/62evsJ9T/Bdhug+9bx+Mj8DklDUd7rudxcj81Smt0o4XIrwABAvk1oxFZU4AAQdZ0o1FZU0DVgIB5VaxYSTx//gLe3pvRrVtXuRw9uM8XJUoWQplyWa/0xCqDnNp2Eye9/bHg2MD0ktNyOaKiznv/Ooagi8/QY1l72FfMr/RZ2I0OdjMq+MxDNFndAxqZ+ErpqminQamAYODAgXzFa9as4QkAly5dij59+oBlE/348SOuXLmisvr0QkhNgEAIlRWbQxsBAVNk/eq9CHz4HDPmjuD5Br5vbIcOy9abGvkZPQsOhP5nA1jls+Bn7x1dSmTo+zk1DWeG78CbK0/B7lg3WdUDuSoWlCp6zOuI9N0Dce+jsbvJwt8GyMTOHJ1PS77Ixn+Ixr7Wy2FsbQqbkrnRYHEXxYKrotFx76Jwov9mZNPPhnYHPPkskc8+4kD7FfyxZZGc6c+zvhf/PpDuSXhQKFJikjJ4xo4BuC6Qv9Rr5POPCPV7wX+iXoah7f6h3G5KXBI+PX6P3JXEmQ1ZRWEhsz8oQICALgmhFCBAIJTSNA9TQAhAsGLFSnh6DkfJkiUQFPRQZuEvnPNH57ajkNPOmictLGCvfTdG2JFMVjpaVS0tORV7mi3mN0FqT2yFku3EccRCVevVZbtSAQGrsf7+/Xu4uLggOTkZEyZMwKFDh3g+Ak9PT9SunXGLs6aJSIBA/BHTFkDw4X04QoJD4VRNcob+xtnH2DLzNOYdGQAjk29Jbr7CgbCwcLi61kf7XN1hmcsC7nNbQv+HhIMs0d1pr+38Cyi7k910TU/kLCs7LWYU+P3tEAT7PuTn59mX5R9bjnxWYHe+WYt5E4G9zZfwxyyfQacTf/DHDBz4DPaGQ0cnlGhdkYMKdTV2jOJE/038D5eNQx603jmIu/Lp0Tsc6ryaP7YumRttdg/mjyMev8fBTqsyuMsASN5qRZGvRlHkr1UcZrlVf7RBXXrRvOpTgACB+rTXtZkJEOhaxNW7XiEAAftOkidPfkREROLYscNo1sxNpkWzvE/dOo7Bf9fuoWWb+li7aapM46hTRgVe+ATg/Ni9/IZRh6PDM+ymJK20R4Hfljn8cZnsDw0rN6gNjQCB+KOoDYBg4vhl2LLxEJKSkrFl61xc3/cUFw/e5+KzBDedR9Tnj9nRHXas4CscOHbsCPRSs0klwex8PNuuzra2u63rzb8Qq7qlxCYh4VMcUuKTYOsgKSMasPUa/Bf48Mf6poYo0aoiSnepDotCtqp2J4P9jwFvcGrwViTHz1NljwAAIABJREFUJPJdFI1XdM/0jxbLLxD24G26ndiUeBSr6chrLVMjBVSpAAECVapLtr9XgAABXQ9CKiAEIGDrmTZtOiZOnIK6dZ1x4cJZmZcYH5eAebM2YvS4vulJomUeTB3TFTjafR3Y566yPWtRVQMtvS4yAILg4GDExEjqkGfWHB0dkT179sy6ifZ1AgSiDU26Y9oACDwHTMe+3adQq3RNpIQYIiE2ma+Plcnp/bfkbDuDA87O9TkNr1OnNk6fPilTjV+WUTY+LBbWxXOpNZgsQd/DnX4I9g3El7TP3Jd8NYuhdOdqKFi3pMrPqL259gy+I3YgLSmVz+cyvxOyG+rLrUlmVQzkNkgDSAEpChAgoEtDKAUIEAilNM3DFBAKELB58ue3R0JCIvz9r/HdzVlp31eTysr43415FxyBq8ceoN2QOso2rXZ7X3dm6rHjnPs9YWFvo3afyAHlKpABELCqBb6+vjLNcOPGDVhaalbptO8XRoBApjCrtZMmAoJzvn74+OETOnVpyrV7ePclVo46jKAbb/j/HZ3sMXpFR9iXknyp/xEO+Pgch6npr8vIJEbE4dzo3ag3qwNMc30riajWIH03OdvaH7jbD4923wCDF6yx4wiNl3eDVTHVQAxWdvDiX/s5mCjSpCzqzWoPvWxZ2wFAgEAsV5L2+0GAQPtjLJYVEiAQSyR0ww+hAAFT848/RmHx4qVo27Y19u/fK7fA70LD0LXDGJQuUwzL1/4t9/jMBnQvPxvvWdnBwXUweFbLzLpr3OtfKzuxGzMNl8qXLFLjFquDDmcABCEhITLvIHBwcKAdBDp4wQi5ZE0CBOHhURg+aAZ8T1+HuYUZ/O7tRtB/bzBn4E7ERCZw2QbPbJmBJH8PB6pXr4azZ09LhQNJUQk43ncjT7hXuHEZuMzNej1fVceQZet/ceoBAnf8h6jgcHQ5OwbZDCS7jVguA/P8yimz+OzYPQ4HOHjpXA01xjVTaGkECBSSjwbLoQABAjnEoq4KKUCAQCH5aLCcCggJCN6+fYtChYoiLS0Njx49QMmSJeXy9sXz12jeYBAiIqIx7I/umDBpgFzjM+t8fv9dzOi7nXer16Y8/t7ULbMhGvU6u2m1p/kSXg6aJclmO0epaY8CMuUgSEhI4BULDAy+JVTTdAloB4H4I6hJgCAlJRW1q3RFZGQM/hjTCx6DOmDln0dw9N/rKFI6DyZt7YH8xXKmi/4jHDhzxgc5ckiv0/vqQhCvWMASEbI3YkNzY/EHEOClFU1sJev6mhSwYL1SqOLpCusSuRVaA8u/cLjbWpTpVgPl+zkrZIsNJkCgsIRkQEYFCBDIKBR1U1gBAgQKS0gG5FBASEDA3OrZsze2bt2Gfv36YP36tXJ4Kul6/+5jtHbzxMy5I9C5u2I3GX41+b3LzzGh40YkJaSgfO0imLazD0zNJaWmtaEFbL4K/0Wn+GfTlt79tWFJtIb/KyAVEKSmpmLVqlXw9vYG+6I2f/58tG7dGv369YORkRFWrlyp0SISIBB/+MQMCBISkrBhzV7Udq6MSlUcuZh3bgWiYKF8sLWVHL2Jj0nC3uUX0XN8owxiywsHvg5mZ/1zls6H7MaaCeoCd/rh+uzjfDmK7IJgpQJZ5QbWWFJCZcESAgTif0/QFg8JEGhLJMW/DgIE4o+RNnkoNCB4/PgxHBzK8B3Nb9++gp2dndxyRkXGwtJK+g0auQ3+MODZvbcY1249IsPi+A2juYf6w8pOdfMp6q+84/0W+KB8nzowtjGTdyj1F7ECUgHB2bNnMXDgQHTs2BHXr1/H8OHDOSA4efIkhg0bBspBIOKoaolrYgUEjDizWrqfPkWhes3yOHhiucyKfw8HKleuxLPvSts5wO64f7j3CqU6ZC35jsxOCdiRlVMM2nsDhRqUhq2jpBLCk0N3eN6A4i0r/NYTVn+X5WBIik6E27pe6ccWlOU+AQJlKUl2MlOAAEFmCtHrylKAAIGylCQ7siggNCBgPrVo0QrHjp3AmDGjMHfubFnclNrn+JGLMDIyQIPGNRWy8+NglotgTKu1CH35CbkKWmHe4QHIV0TYak9KXRAZ03oFpAICtlPA3t4ekyZNQt++fTkcYD/v3r2Ds7MzDh06hNKlS2usQLSDQPyhEwMgCAp8gSuXbuFJUDBmLRjJRWPHCBwLN0ct50oYMaonnOtXkUnMO3fuwNW1Ea9WwOAAyzkgLdHn2+vPcXnSQcS9j+bJX3g1AC1saYkp2O22CIkR8fwogoN7VTh2qgojq58TNR7vsxHvb4fwHQPNN/VVeuJDAgRaeIGJdEkECEQaGC10iwCBFgZVxEtSByC4dOkS6tZ1hbl5Drx5EwJz86wlcb5z+xHcXCR5CLbsnI1GTWspVenoT/EY334DHt9+jVYeNTFsfhul2le3schnH/Dq0hOU611b3a7Q/EpQQCogYBDA09MT7u7uvwQEJ06cQPHixZXggnpMECBQj+7yzCoLIGBf4M+f9ceTxy/h0qA6mreqx6dgd/kfB71EyVKFUa6C7F+uQ16Gwr6w5M52YmIyHAs34/9ym08OIaedJMEesy+P3f8u+qFLm554EfEsUzjwwPs6/Oaf5POwzPzOU9sgu5H8Zfvk0Vptfb98QfDZR7i38RLCHrzlbrAShcWal0eZ7jVhVezbdkF2ROHu+os8B4Oi+Qt+tV4CBGq7CnRuYgIEOhdytS2YAIHapNfJidUBCJjQVavWwI0bNzFr1nSMGzc2y9r/9ecSbFy7j9/42X1wUZbtSBuYGJeM7QvOou9ESaUrbWkpsUnwrjOLL6fNnsEq+YymLVppyjqkAgIGByIjI7FlyxZ4eHik7yBYtGgRzz8QEBDAcxFoaiNAIP7IfQ8Irl66jUP7zyI8PBJNmzujg3tjvoClC70xa6okMc0gT3d07dUYLLbzZm7Awrmb+fPfZ6c9uM+X7whg4MC1UQ0UK16Q95k5ZS0OHziL4JdvcdFvK0qULMSf79l5HFJZAkLnyujaqwWsrS3480G3XmHN38cwY3cfmOT4/e/BmqkbcWNjAAzSDHDH5hqOnT8Ea+ufM/l/Sf2MK9MO8y33rFX2bIAKHoon3xN/pCUehvq9wP1NV/Dm6tN0l1lWXCevhunHEZSZc+BHXQgQaMqVovl+EiDQ/BhqygoIEGhKpLTDT3UBgsOHj6B163bIkyc3QkNfKyQm++w42NMdJqaakQw6K4v98DQMz/1DUKNL5awM/+WY/+adxMNt15G/dnE0XtFdaXbJkHoUkAoIHj16hJYtW6Jw4cKIjo5GpUqVeCmR8+fPY/To0Tw/gSY3AgTijN7jRy+xw/sYzvn6oVqNspgxdwSvnrFt81GMHj6XO921ZwssWPonf3zx/A1s23IYEZEfcC/gPwQ9CUC7dm3QqX1vHD10ke8iGDmmN9y7ufH+f46Yj62bDvPH02Z78WoDrA3sM5kDAtY2bJ2OZi3r/lIgv9NBOLHFD5ePBPDXe4xt+FMSQvZ8WFgYls9ahaA9wciXzZ73jcsWg/HHvVDIQQIlvm9JkfG8SsGHu6+gb2LIyxgWcC4hziCp2KuIJ+9xZ91FvDz1gM9U868WcOio+jwMBAhUHFgyn64AAQK6GIRSgACBUErTPEwBdQGCL1++8GSFjx8/wdq1q9C/v4dSAvLhfTji4hJQpGgBpdgTg5Hk+BTMrLcMMR9j4TbaBQ09lXMjipXjPjlgM6qObIx81YuKYankgwIK/LbMIYMEbMfAf//9h7i4OJQqVQo9e/ZEhw4dkC1bNgWmVf9QAgTqjwHz4IZfAGJi4uHSoBp36MjBcxjQexJ/7NKwGjbvmMUBwdMnITh7+jpsc1rBwbEoChfNiwMHDmLTps3w9T3302IKFiyA1UvXolmbjBUEWKWBq5fuIOjRC/To0wpO1crysTf9HyA+LhFVa5SDsbFhBntP7rzBmV23cHbvHUR+jE1/rWW/mhg4vTmMTL5VFbh16xYWzVmKN6fDUcG8MrLpZUcaUpG7jg2GLO0LSxvJDoTvW9SLMPgM2sLzDeTIZ8XJq2WRbyURxREp4b2IeR2B+/9eRtTLMLht6KNyBwgQqFximuD/ChAgoEtBKAUIEAilNM3DFFAXIGBz//vvJvTt2x8lShTH48eBCgck7GME2jX3QnJyCo6dWc0/f2pLu7jhOg5NO8WXU7tnVbSbKrmJRo0U+KqAVEBw5coVvnPAzU1y0TA6p6enpzXKESBQbygfBjxDi8aDkRCfCMcyxXD2yr/coY8fPmHOjPVo2LgWylUoily57fDiwXu8ePAOLwPfwe98AF4FheNK7DrEJ8alL4L9QejZszucnJzw11//4P7tQNSzGAIjqy9o368B6rQsixIV88u16DfPwjClx1a8ePgufZxtXgs4tyyLBu6V4VDl206Abdu2Y9WKNUgISEMNS2cYZzfhvzN5q+dE/yU9YJX3ZzDw1eiHOyE47rEJdmXyo9GyrjC0MJHLT+qsHAUIEChHR7KSuQIECDLXiHooRwECBMrRkazIpoA6AQHzMH9+e7x9G4p9+3ajXbu2sjktpVd4WCTaNhuGJ4+Dec6pUxfWK2RP1sGxkQnIYaX6z4F+u25j19gj3C2n9hXQeX5rKOtrXmpCMk4P245qo5vA1kGS14uaZikgFRB4eXmBfYjZuHGjZq1IRm8JEMgolBK6bVp/AJcv3uJvsheub+EWExKSUDRvI9jaWqJ23SpY8+/k9JkuHLiH2xee4v715wh59PGXHvwX6w2LPPro0qUzunXrgooVK6b3S01NxTivqbi8NQTm2XOnP5/b3hq1W5SBc8tyKFuzcKYrS05MRaeS02BuY8qhgHOrcnCsKjkuwBrLkbB69RqsXLkaxp9yoK51I1gb2PDXcjnaotvcdihQTvobI8vgn91Ysvvgnf9L5KmauU+ZOk0dsqwAAYIsS0cD5VSAAIGcglH3LCtAgCDL0tHALCigbkAwf/4CjBkzDk5OVeDvfz0LK8g4JDw8Cv26/4XR4/qgTj3ZKlYpOulfHTciLDQaI5e2R6nKPx9JVdT+9+PvHnsIb699+Jz2BeWaOqDHsg7IbqD4DnH/RacQsPkqTzpdd0Y7FG6kuVXvlKm3JtmSCgiWLVuGAwcO4OxZyblsbWsECFQX0e8rAbBZHAo1Q1SUZGv+/OVeyF9Akpn+w/sI5Mr9c7K+rX9dQ8iDiHQHEz9HIybtI2LTPiLVKAbOjaugz+CucHV1+e0ibt68ie6dPBD/2hB2BsVhrf/tDJlNbnN0GemCNgN/X47lw6tIXrP2+xYaGoqxY8dj69ZtsDWwg6uNGwoaS5IaWuW3QOu/m6C8m6NU35KjE3BqiDfM8lrCZV4n1QWCLMulAAECueSizgooQIBAAfFoqFwKECCQSy7qrKAC6gYE7L21QIFCiIqKxrlzZ1C/vqSylaa0uKhETOy6CfeuvOAus8+o/SY2hbFZxqOvylxP4Lmn+HfgLqQlp6F4zcLw+LcrDIwVq5zF8mr5/rGTl6ZmrUL/uqg81FWZbpMtFSsgFRCwJGsNGzbEkiVLUK+eZv2CyaIZAQJZVJKvz5zp63Fg7xleCeDk+XWwsTXF7NlzsXmDZAtTcmoUUtK+neGXZj23gQMM9Iz+DwXCkIZkdOjQDl27dkHbtvLVjU1MTMS4cROwZMkyGOiZwLVSa5TOWxP3LwfzGrSsFm1mjf3BOXPGFydOnOQ/r169hmk2M9S2ckHZHBWgp5cNxhZGaDSsLpx7V/8tfU2MiMfRnusR8+oTLOxt0GKLB4ysTDNzgV4XQAECBAKITFNwBQgQ0IUglAIECIRSmuZhCqgbEDAf/v57ImbMmAU3tyY4fvyoUgOzaN5mRHyKxtRZw5Rq90djh9ZdxfrJJ8DKIrKjrX8sbo/qTRxUNudzvxCs67UNyQkpKFghHwZv6wmjHIpBiS9pn3Fj6Rm+k4A1+/qlUG92B+j/f+esyhZDhpWigFRAMGLECBw7dkzqJDdu3IClpaVSnFCHEW0DBI9uvsL9qy9gXyoX7EvmQt7Ckq3uqmjRUbG4duUOLl24ibYdGqJK1TJ8GlZlgFUbKFehOHJYpeDA4Z38eVNTE1StWlXiSrIBYJgik1uGhgZo314CBszNzWUaI63T2bPn0LNnb7x58xY2NtZYs3ItmjVzg6n5r0sU3rlzh8OAkydP4eLFSz+Z7eLSFXmfF0O27Hqo2c0JTUfWh6mMZ8ZYtYLE8Fg0Xtmd8g0oFFXlDiZAoFw9yZp0BQgQ0NUhlAIECIRSmuZhCogBELC/5blzS3JOBQTcQZkyks+oirZXwaGoX6s34uMSMGn6UF5aW5XtfUgE5nvuwZ2Lz/g0LJcWu7HFdsCqor2+H4qVXTYjKTYZeUrlwpCdvWBmrXguhGDfQFz8az9SE1NgVSwXGq/oBrM8mvv9URXai9GmVEBw+vRphIRItob8qnXv3h1GRr+v/y7GBX/1SVsAgc+2G9ix6CzePA3PIPdnpCEJCchfLCcW7h7G/9204SDGj1rI+/Xu1wazFozkj79/vqt7S/To1g5vnofh9KHruHYuAAYwgrWlBY4Ez+T9J01YjrUrd/PHw/7ojgmTBvDH589cxoxOh5CYGofkL/H4rJeMoqXsUdPZCWFvYvibXLlaRTBrXz+ZLg12xp+BAVbFQBktJiYGnp5e2LLFm5sbMMADixYtgKmpKaKionD69Jn/QwEfnuTma2NJW8qXL4/GjRvxH2fnOvzaP7nwPKq0KQe7oraZuhf7NpJXKGCNvUkSQc1UMsE7ECAQXHKdnZAAgc6GXvCFEyAQXHKdnlAMgIAFYNCgIVizZh26dHHH9u2Sz3zKaJcv3ETH1n+ges3yOHhiuTJMZmrjyIZrWDvxON9NwI4arL44nH+mV0V7G/geq7ttRdyneOQqZouB3r9Psi2rD6wa1Rmv7YgO+QQjSxO4resN65LfcoTJaof6CafAb8scCueG8DNpAyCIjYnHoEbz8f6RJJt/pZqFkKqXDU/vv0ZCzLe79Ouvj0Qhh9y/BQQbR56Fkd7vSeGxdzNgaKwP31PXMPWflXCu74SWbVyQ3SAZ06fPxMnD5+Fs0f+3wazVrDSmbO8lU8BlBQSRodE4NtsXbx+9R3jwJ9jaWyOfYx7kK50b+Rxzo2D5fBnu7h88eAj9+w9EWFg4ChWyR4ECBXDlimQL1NeWM6ct3NyaomnTJmjUqCHs7CR5E+Rtkc8+4srUw/gU9A5t9g2Bef6fcy7Ia5P6q0YBAgSq0ZWs/qwAAQK6KoRSgACBUErTPEwBsQCCZ8+eoXhxyZb84OBnsLf/lmBa0Uhdv3oXNWpVUNSMXONZPqz5w/YgLSUNC44NkmusvJ0/PAvHys6bEfMxFpZ5zDF4Ry/YFVF8VzKrbHB+7F7Ehkah5VaP9CTd8vpH/YVRgACBMDqrZJagwBdoVmMYTJADXeqUhf2nbHCZ2xEFnEuAJTp5FhDKSwPKcs6+s8MMhL+L5qVV8hfNiXxFbDihzFfElv+bt7AtrHPlyLCOixcvYubM2fDxOc2fZ0cJhgz0RN+eHtBLMwAr1RLxIQZR4fEwyWGIuq3Lwdxa9vP2sgKCmI9xmFx1wW81zmFrinyl8yCfQ27kdcwN41wG+GveBBw+/O18WsOGrhwGNGnSGBUqKPbmnxKbhJvLfRG404/7ZVMqD+pObwvrEkRMVfLLoASjBAiUICKZkEkBAgQyyUSdlKAAAQIliEgmZFZALICAOezu3gW7d+/FsGFDsXTpYpnXIE/HyMgYvA55h7LlS8gzLMt9YyLi5focndWJIt9GY4X7Jnx6FQmbglb465JXVk39NC4pKoHvImAtOSYRhubGSrNNhpSnAAEC5WkpiCWf45fRpFmd9LlWLN6Owm+AD6cf8+e+fAGiSushqpQePkezJwA9I0BPyu+fnp4eDAz0kRSZDeY2RjAxN4S+vj7f1v/jz9fnX716hfXrN+LaNUkJGQYGhg3zxJgxo2Brm/l2e1mFkhUQMHtXtvgjV/GcYOtha/74IhzvHn/E6/tv8frBO6Qmpf5yWtuK5qg6tBwHA0ppX77g6ZG78F90GokRcdA3MeSZW0t3rQ69bHpKmYKMqEYBAgSq0ZWs/qwAAQK6KoRSgACBUErTPEwBMQGCW7duoUqV6jAxMcarVy+V+vmUrfXD+3A0bzgIbDfviXNrUbiIJO+BtjS2g+DM8stwGVgLVvkslL6stORUHOu9EcaWJryil0EOzT22rnRxRGCQAIEIgvCjC4nxKdg29wxuX3yG5Wc9+csXzvlj4vhlePzoJf6ZOhhDvLrw569MOYzHB27xx2fDbsI1p6ROq1/kQ7yJz4YSppLao5+/fEbC53gkpMUj/nOc5N+0eCR8jkN8Whziv76WFsf7JX5OyFSZr2Bg3Lg/YWWVsRRgpoNl6CAPIPidOQZN2NEDdrbqzYN3/N+3ge/ACKlT+wrosqC1DN5k3iXi8XtcnnoYYQFveGe2k6PW3y1hllv5b6yZe0M95FWAAIG8ilH/rCpAgCCrytE4eRUgQCCvYtRfEQXEBAjYOho2bAxf33OYNOkfTJ48UZGl/XKs54Dp2Lf7FAra54HfPUluLmqyKRAdHI6TA7cg7l0UbBzyoPVO1R6dkM0r6vVVAQIEar4W4mOS8OhmCB76hSDQPxgP/UP41vyvbcHRgShfpyhOHL2Evt3/Qp68OTFh0kB07NwELOnHvnbLofcZWPR8J4q4OKKmfUXkvPYF2VOBUGs9fAoDviQCSJHv7vWL3A8Rmu014uPjkZCQkOHf7NmzY/hwL4wcOUJhIsu2L906dB+3Dt5Hj+UdkNchV/ralQUIpIU4MSYJ7EcZZJQlHtzhMg/sjJVJzhyoOaE5Crk6qvnqounlUYAAgTxqUV9FFCBAoIh6NFYeBQgQyKMW9VVUAbEBApZ8unFjN9ja2vBdBCYmimfl/1GjHu5j4d61GVq01r6S8IpeD5mNZ0cMWIWDom7l+A818ShAgECNsZg9YCd8d9/+yQMjEwMULZ8berYpmLthGNj/WTt66EL6G1BiYiI8PAbg/mF/pCIVPSZ4YNy4sbwfy5j/4tQDlOtdO4NtlsyPZSaNi4jnyUdiw+MRH5mAaPY4LE7y+EMM7zNgSzcUrlJQJeow+3eOPsDNg/cRfOt1+hxuo13Q0NNZMECgjMV9f37q3oZLiP8YgyrDGsDAjLZKKUNfIW0QIBBSbd2eiwCBbsdfyNUTIBBSbZpLbICARaRcuYoICHiAxYsX8Jtbqm5RkbGwtMqYs0vVc5J9UkDZCvwWEFy/fh179+5FcHAwhgwZAhcXF8yZM4ffNfbw8FC2L4LaE7KKwbJF3jh35j++Ps8/usO1YXX+eEDjuXjhFw49k88oV6MI6jWvhNJVC+HQyVPYOu8AChnmRfVyZTHBR3LMgDV2p/r6ylP4Y8c03LhxExYW5ti1awfPti+tvbr4GNkNsiNfzWKCaHx4+ikYmhiiYIV8yF86D79Dnxyfgvs+gRwKBF2Q1HRlLUdOM1RpWx6VW5dFgbJ5M/in6h0Eiojx7sZLXJt1DDYlcqPe7A6KmKKxIlGAAIFIAqEDbhAg0IEgi2SJBAhEEggdcUOMgGDnzl3o0qU7rKwsERLygpfPVlWbMXkNPxK8cv1EFC+hvMoJsvi7eeYpuI9wgbGpckqDyzIn9dFeBaQCgoCAALRt2xZ58uQBqx8/ZcoUtG7dGt7e3vzx/fv3YWysuZknVQkIWEbT928iUKWmZIv58MEzsXvHSf548YrxcO/mxh8P7TUdBw+ewWe9z+nP3z4UgK0T9kNPUrmQt8n+o2BuZ4a0xBTs7bEK8U8+4eC7i3ho/hYnThxF8eLFpV6hcaFR2N92OQcLdSa3Rok2lVR+NY8tNTNDUkATS2MkRLFzDt9axRZl+Pl/RxfpvosJEMS9j07PJRDzJgJ7my/hi2HHCdofGkY7BlR+Val+AgIEqteYZpAoQICArgShFCBAIJTSNA9TQIyAgPlVooQDnj59Bg+Pvli3bo1KghUREQ1np24ID4/i9s9d3QSH0kVVMtePRud77oGP9w24dqiI8eslOcqokQKKKCAVEEyYMAGRkZFYsWIF+vXrx+EA+3n+/DmaNGmCEydO/PaLqSJOCTFWFYAgIiwaf/VfjYCzr2Fiow+fFwv5Up48DsbH95/44+Il7ZErtyTT//fPp71KwbWNN/D+aRh/LWcxGzQYUBsVmpeBUQ5D/tzWocuQeiUc75I+wb9ACDbt2wILi8wT4N1dexG3Vp6FiW0OdDjiBX1TiT1VNf+9d/+fEDAUbx6+Q2J0Ep+KHVlwal8elVuVS1/T73xQJyBI/BSHt34vEOr3HKH+LxHz6hNa7RwIWwfJLoer04/C2MoE5T3qQt+YaK2qriUh7RIgEFJt3Z6LAIFux1/I1RMgEFJtmkusgODs2XNo0KAxD5Cv7ym4urqoJFisssEor7kI+xiJE2dVAyJ+5fib5+EYWHsRkhJS4LWwLVr2raGS9ZFR3VFAKiCoXr06Ro8ejY4dO6Jv377pgIB9aWOvHTp0CKVLSzLka2JTJiCI/hSP/asuY//qS0iISeZyGFlnw9EXszKV5u7xhzi15CLeBX3gfVmpPrdRLijv9i3BHfsDP2rUGCxevBTt87jAsVs1TJ03TVLST8b29PAd/uXWumRuGUcor1vE6yiwNdjaW8tlVEhAwOqyvrv5EqEcCrxA5POPGXzNbqSP+rM7wN7FQa41UGfNUYAAgebEStM9JUCg6RHUHP8JEGhOrLTBU7ECAqbtsGHDsXz5SuTLlxeBgQEy3WDLakzCwyJhm1NS3evgPl8cOXgOU2Z4ooB9nqyazHTc2T23Mav/Tt5v9cXhKFY+X6ZjqAMpIE0BqYCgd+/eyJkzJ+bPn58BEDAwwMABqy+qynM8qg6ZMgBB6MtPWDh6Fx5HAfjCAAAgAElEQVRefo3kxFTucp6SFmg7uDba9an/2yU89H2MkwvP87J7rNkVtUWT4fVQsVVZfP+9/93zNxjqMRT7zx3jtVy9vbegXbu2Cstzc5kvynSvAWNrM4VtqcrA+5BQ2OTNCQMDA554MfZNJJ8qR34r5MgneeNlz7NqDmnJaficnIq0lDSw2qqfkyX/sv/blc2PvNWK8P7Pjt1LLwtZvEWF9CMXlycfwpOD3xJGstKEuSoWRK6K9shdoSBsSuWBXvZsqloq2RWBAgQIRBAEHXGBAIGOBFoEyyRAIIIg6JALYgYELLl32bIV8OzZc/Tq1QObNm0UJDLVKrjjVXAon2vfkSWo5ay6o74Lhu3Fya3+yG1vjbVX/oCpOSXMFiTIWjiJVEDg4+MDT09PdO/eHSxZoaurK2xsbDB79my0a9eOJyvU5KYoIJjYewOuHXycLkGT7k5wH14fBUvY8eeePn2KrVu3Ydu27bxMYJkypVGmTBkUNi6GGL9kRDyL5v1sClqh8fB6PFFftuwZdwTcu3oLZwZux5e0NGyI9cGeE3u4DUXb3XUXcWuF5MiB60J35KqgmmoFWfXz473XuLXqHEwLWaLGKDcOCO5tvIybS89wk+X71kEVr4b8MascwGDH71q5PrXhNLwR73L/38u4sURi5/vn31x5iteXn3AokLtSIZjmUl0Sm6zqQuNUqwABAtXqS9a/KUCAgK4GoRQgQCCU0jQPU0DMgID55+/vj+rVa+HLF+D48SNwc2uq8sCxvGR/jV2C+3cf48rN7TAxUd2XdnazcqjLUrwMfI86Lcti0tYeKl8fTaCdCvy2isHOnTs5EIiL+5Yxr2XLlpg0aRIsLS01WhFFAcH8MTtwfN1NJJpGofe4Jhjg1QHv37/nQGDXrj3w8/P/SZ8OubvD3lhyJzs2NRqP9O7B0EEP5cqVg6OjA8qWLYOyZcvynRlHth3E41kXYaNvgYhsceiyZzjyFiugFM2TIuNxdvRusEz8X1t2Q32Y5bWEeT4rfoe+gkddmOWRxJjdoWePVX3WPizgDe6svQBWdYG1wi3Los7E1hwQvDz1AIG7JZoWbVoWpTo48ccvfALw+OBtXqWBrYEdBcj29bFhdmQz0Oe7B/L/v4IDSzYYEyLJB2GWxwLmBW2UoikZ0XwFCBBofgw1ZQUECDQlUprvJwECzY+hJq1A7ICAaTlu3ATMmTOPHzV48OAerKwkO1JV3VgSQ2trSd6wm/4PsHDOJixeOR52uZT7OfT7fARD57ZGmwG1VL00sq+FCvwWELD1Jicn49WrV4iPj0eBAgVgbS3fOXKxaiYvIHj75gM2rtuPvycP4ktiiUBOHruMhm7VsHfvPg4GTp/+die7evVq6N27J9zdO/EqEIGBj3B13S1E34tHsMkTnH95BhHRki3zPzbH/MXhYekGawMLxFqkYNCJiSrJku+/wAevLj1B7LsoXiHh+9b+sBcs7CVvWqwKQtSLML6tv+naXjAvoNxrIOzBW55Ekd3FZ83Q3BgV+tdFniYlYGljxQEBNVJA1QoQIFC1wmT/qwIECOhaEEoBAgRCKU3zMAU0ARAwP0uXLsc/l/fo0Q1btmwSPHjtmg/DtSt3YWmVA2v+nYJ6LlWV6sP5/Xcxo+922OQ2x66gv5Vqm4zphgJSAcHDhw9x7NgxuLu7w97+Wy3PVatWIVeuXGjfvr1GKyQPIFiyYCtmT1uHAvp28OjfAQNndcGJEyfh7b0N+/cfQGLi/7P0Fy6EHj26o2fP7r+s8JAUm5whe//r16/5GxQrKZlw4g30w1JhlWYGAz19ru2Xwiboe3CsIDonRsSBlUSM/f+PQ0cnfjeetWO9NuDD3Vf8cdfzf8LIypQ/Ptx5DezK5Uex5uUlxxTkSJrIxjMwcHvVOb61nzV2579052ocDhhamEDIJIWCiEyTiFoBAgSiDo9WOUeAQKvCKerFECAQdXi0zjlNAQS3b99G5crVJJ9lDx9Ay5YtBI3F61fv4TlgGv67dg8+59ejfMWSSp9/95ILqN++AnIVEGaHhNIXQAbVqoBUQDB27Fg8ePCAVyvInj17upPe3t6YMmUK7t27BxMTE7U6r8jkmQGCuKhEmFkaIyUxFVN6LcX7qx9gkd0UKVZJ8A5Zi4iI/yfMy2GGrl27oFu3Lqhbt26mLrHt868uBCHU/wUaLOoMq2K5+Jgj3dbyL8ysWTnmhmWFPHAdp3gywkwdkqNDxOP36VUQIp99xIH2K9JHs90FbOt/sRYVYFVUkochs3ZuzG68PP2QdyvqVg5OwxumH2tgzxEgyExBel2ZChAgUKaaZOt3ChAgoOtDKAUIEAilNM3DFNAUQMB8nTJlGiZPnoo8eXLzowYsz5rQ7cI5/wy7B9iugpq1KwjtRpbmi/kYi6veN1GqXjEUrqycI9BZcoQGqUQBqYDAzc0Nbdq0wcCBAzNMzD5E165dG0eOHIGDg3hKvrE/gl++fMkAM36nmDRA8Pj2a0zssQmWdgZo3awqLm3+D8mxKdDX+wLj7KkIS3kFn0/n4VCvPHr27AEn29KIfpKxJN738zK/Crk4wtYxL3/61OCteHPtGX/sPLUNireqyB+zu+jsjH8ep8IqCbQqjCZ+isPTI3fx+OAtfgTha2OlFIs1K89/vk/2l5qQjLCHochTpRDvGvH0A65OP4Ka45rDxuHn0i8ECFQRNbIpTQECBHRtCKUAAQKhlKZ5CBDQNSCkApoECFJTU+HkVB13796Du3tH7Ny5XUipfppriMdUHNh7BsNH9cC4f/qr1RdZJr/qfQP7/j7O4cCw/X1lGUJ9NEgBqYCAVSpgCfOmTp2aYTksA2jXrl1x8uRJFCtWTBRLZWDg778lZ2xmzJghk08/AoL4mCSsm3QMZzb5w87IANaG2aGfDUj9oodPKeHIZRwPB/P83Ha54fXh9P8yhuwLbtDem7+ds+rIxijbU5IkhJXSY6X5WOI8TYIBmYnKjiCwtT33CUBqfDLvzo4e1J3Rjj8O2neTV05IS0qFu89IGOTIPIsrAYLMVKfXlakAAQJlqkm2fqcAAQK6PoRSgACBUErTPEwBTQIEzN/AwEBUrFgFyckpOHBgL9q0aa22QG7bfBSjh8/l82/fNx8uDSRHIMTaPqd9waz6y/DpVST6beyC0q4lxOoq+ZUFBaQCgpkzZ+Lff//Fnj17eJZ9dsyAZemfMGECbt68CT8/PxgaGmZhSuUOOXHiBCZPnsy3o3fq1ClLgODS4QCsH3UQ5kkpyGucHeYGn2GmD7yIi4JPkj8adKuH9tWa4svzOJ4ssGDdUshZJh9fCDsyEPbgzW8Xlb9WcdGVElRuFL5ZS01MwQufB3hy8BbK9amDgnUl56p2NV6A+A8xvIxg/VkdeMWEzBoBgswUoteVqQABAmWqSbZ+pwABAro+hFKAAIFQStM8TAFNAwTM57lz52Hs2AmwsbHGkyeP1HLU4OvV8+RxME6fvIohXl004oK6deg+tg0/ALsiNhjrOxR62TKWa9eIRZCTv1RAKiCIjIwEK2n47t07mJmZ8QoGQUFB3Mj8+fPRurX6KNv3K2HVFaKjo7lPRkZGcgGC/dtOYEWXf1Ewuz6sDfVgIsnJl96MHWzgvt0T2bJlo8tHQQVYrgH2xlGogaPMlggQyCwVdVSCAgQIlCAimZBJAQIEMslEnZSgAAECJYhIJmRWQBMBAduFXL16Lfj730CbNq1w4MA+mder6o5sV8HTJ8GYNH2oqqfKsv15TVbjXdAHdFnYBk7tymfZDg0UlwK/LXMYFxeHHTt28ISECQkJKFKkCFq1asWPHoitTZo0Cew80a+OGLx9K0n+932rV68exph0hcEPtOtLfmNUaF0dhV0cYVkkp9iWqVP+REVFcTilr/8DudEpFWixQikQHh7O7xzoyVmNQyj/aB7tUYCBbXadaXKiX+2JhnavhAECdsNHHQnYtFtZWt2vFGA37Nj7mqaVp3727BkcHCTfbXbs8EaHDuqv1BYdFYuq5d0RH5eABo1rYMXaf2CWQznJ4e9ffYlytZST8+zR+af412M3rPJbYPwFzyz/YtBn/SxLp5KBvwUEKplRRUZ/Bwh69uz506zXrl3DnyZd8RlAjMUXVPeog5INyyG7sYGKPCSz8iqQlpbGd2/QFzZ5laP+WVGAXW/fV2zJig0aQwrIogD70saaMnansQ9VDI5TIwWkKUDvbXRtCKWAJn9u+/ffTfjzz/GwsrLE1auXYGcnW0UuVWp74ewNjB+9BObmpth1aD6srMwVnu7i/gdY9edxODUqjlGrlFMtbWu//Xh99x0aja4Dp85Z20WQMyfdlFU4uEo0kAEQPH36lJc17NOnD1iN0JCQEKlTsUSFbEu/WNrvAMGvfGRJCtdN34D67pmXJhTLGnXNDzpioGsRV+966YiBevXXpdnpiIEuRVu9a6UjBurVX9dm18QjBt/HyNW1Ic6duyCqowbvQsMQFRmDUo5FuKsREdGwtrbI8qUV+vIThrosQ0xEPJr2qIpRyzpk2dbXgS9vvcaydhthZmOKvy8Ph6Ep3WxVWFQ1G8gACM6dO4cBAwbg9OnTWLhwIVgCQGntxo0bsLTMPNGcUOvLCiB48uSJUO7RPFlQgABBFkSjIVlWgABBlqWjgXIqQIBATsGoe5YVIECQZeloYBYU0HRAEBwcjDJlyiMuLh5bt25C9+7dsqCC6oYkJCTBzXUAChTMg+Vr/87yjoInd95gRNOVSE5MhfuI+vCY7Kaw0+v77EDguSdo5FUXTUfWV9geGVCvAhkAAdsalJSUxM8Pacq2buYz+5kyZQrfZjlt2jR+Zj2zrZs/ljlUbxho9l8pQICArgshFSBAIKTauj0XAQLdjr+QqydAIKTaNJemAwIWwQ0bNsLDYyAsLMx5VYNcuXKJJrCPH71E22bD8OlTFAoUzI1L/ttgbJy1inL/nXqEiZ034fPnLxg8qyXaDa6j0DpDH33A/KarYWhigH+ujYCplXLyJSjkFA3OsgJScxCMHz+elzXcuHFjlo0LMZAlUZw4cWKGqViJxo4dO/52egIEQkRHsTkIECimH42WTwECBPLpRb2zrgABgqxrRyPlU4AAgXx6UW/FFNAGQMAUaN68JY4fP4l69epi167tyJ07t2LCKHH0h/fhGNxvCpq1rId+AxVLpnhq+03MG7Kbezd+fRe4dqiokKfeXvtx+3AA6vSqhrZTmipkiwarVwGpgGDChAk8B4G3t7d6PVTR7AQIVCSsEs0SIFCimGQqUwUIEGQqEXVQkgIECJQkJJnJVAECBJlKRB2UqIC2AAJW4r1Chcr48OEj7Oxywtt7Cxo3bqREpcRjatOMU9g2zxfZsulhyvZeqNFU9nLkP64iPCQCM+su4083GlYXji7FUahyAfEsljyRWQGpgMDX1xeDBg2C2HINyLyyTDoSIFCWkqqzQ4BAddqS5Z8VIEBAV4VQChAgEEppmocAAV0DQiqgLYCAacY+E3Tt2h2+vue4hJ6eQ7BgwTwYGmZtS7+q4uBz/DKaNFPseMDcwbtxds9tzNjTF1VcSijk6on553Bm+SVuY8jOXihWo5BC9miwehSQCgjOnj2LkSNHonr16qhT5+cLz93dXXS/JPJISIBAHrXU05cAgXp019VZCRDoauSFXzcBAuE119UZCRDoauTVs25tAgRfFVy+fAXGjBmLxMQkODo6YN++3XB0zPpddmVGZvTwudi2+SimzPTEgCGdFDL90C8Ypasp58t8YkwSHpwJQpW2WSt5qNBCaLBSFJAKCDw9PeHj4yN1Ek3fWUCAQCnXj0qNECBQqbxk/AcFCBDQJSGUAgQIhFKa5iFAQNeAkApoIyBg+gUGBqJ9+04IDHwEY2MjzJkzC15ew4SU9pdzXbt8B+1aePFEhVdubke+/OJJqKh2ccgBhRSQCggUsqoBgwkQiD9IBAjEHyNt8pAAgTZFU9xrIUAg7vhok3cECLQpmuJfi7YCAqZ8cnIyxo4djyVLluLLF6BBAxfs2rUDtra2ag3MKK+5yJnTCiNG94SJqbFafaHJtUeBTAHBly9fEBkZyVdsbW2tNSsnQCD+UBIgEH+MtMlDAgTaFE1xr4UAgbjjo03eESDQpmiKfy3aDAi+qu/re5bnJmAJDHPlssP27d5o0MBV/MEhD0kBORSQCgjS0tKwbNkybNq0CXFxcdykmZkZBgwYgH79+sHIyEiOacTXlQCB+GLyo0cECMQfI23ykACBNkVT3GshQCDu+GiTdwQItCma4l+LLgACFoXw8HB0794TJ0+e4kHx8vLEvHlz1J6bze/6fZQpWxxmOUzEf7GQh6JWQCog2LJlC6ZNmwZnZ2eeqJBl7bx06RL/YQkKp0+fLuqFZeYcAYLMFFL/6wQI1B8DXfKAAIEuRVu9ayVAoF79dWl2AgS6FG31r1VXAMFXpVevXoORI0cjISFR7QkM167cjUkTlqNH71aYu3i0+i8G8kCjFZAKCBgYsLOzw/79+zMscN68eVi7dq3Glz8kQCD+65YAgfhjpE0eEiDQpmiKey0ECMQdH23yjgCBNkVT/GvRNUDAIhIUFAR39664e/ceD9DKlcswePAgwYP1+NFLuNTqDfY7f/T0KlSpWkYpPnx8E4XZA3Zg1PKOyFdEvfkWlLIgMiKTAlIBQbt27VCrVi2MHp2RQj19+hRubm44cuQIHBwcZJpEjJ0IEIgxKhl9IkAg/hhpk4cECLQpmuJeCwECccdHm7wjQKBN0RT/WnQREHyNCiuFOH/+QrVCgnEjFyDw4XOs3TQVufMo58v8Qq+9OLHFHwVL2GHlheEwNjUQ/4VIHiqsgFRAsG7dOuzevRsnTpyAvr5++kR37txBx44dcfPmTVhYWCjsgLoMECBQl/Kyz0uAQHatqKfiChAgUFxDsiCbAgQIZNOJeimuAAECxTUkC7IroMuAgKm0bt16DBgwmAu2Z89OdOjQXnbxlNAzJjoO5hZmSrD0zURCbBIG1lmM0JefUKdlWUza2kOp9smYOBWQCgiWLl3KkxQ6OTllqF7w4sULsF0EjRo14iuysbHRyHwEBAjEeUF+7xUBAvHHSJs8JECgTdEU91oIEIg7PtrkHQECbYqm+Nei64CARWj8+L8we/ZcGBoawNf3FOrUqaO2wMXGxCOHuanC84c8/oAh9ZYiKSEFA6Y1R8dhdRW2SQbErYBUQLB8+XLcvXs3U+8ZIJgzZ06m/cTWgQCB2CLysz8ECMQfI23ykACBNkVT3GshQCDu+GiTdwQItCma4l8LAQJJjHr06AVv7+0wN8+Bq1cvoWzZsoIG786tQAzqOwV16zspLWHh5cMBmNJzK7Jl08NinyFwrGov6JpoMmEVkAoIhHVD+NkIEAivubwzEiCQVzHqr4gCBAgUUY/GyqMAAQJ51KK+iihAgEAR9WisvAoQIJAoxkrFt2jRipdBzJ07F/z8rsHeXrgv1CEvQ+FcrTuSk1OUmrBwzd9HsXf5JVjlNMO6ayNhZZdD3kuE+muIAgQINCRQuugmAQJdjLr61kyAQH3a69rMBAh0LeLqWy8BAvVpr4szEyD4FvXExETUq+cKPz9/FCtWFP/9dxW2tspJHCjLtbV88TasXrYTi1dOQMMmNWUZkmmfz2mfMaLJKgTeCIGjkz0W+wxGtuzZMh1HHTRPAQIEmhcznfGYAIHOhFoUCyVAIIow6IQTBAh0IsyiWCQBAlGEQWecIECQMdSRkZGoUaM2goIeo1Klirh06TzMzJSbRPB3F5cqkhZGfoxF/5oL0bBzZfSf0owAgZb+dhMg0NLAasOyCBBoQxQ1Zw0ECDQnVpruKQECTY+g5vhPgEBzYqUNnhIg+DmKb9++RdWqNfD2bShcXevj1KmTyJ49u+Dh/vQpCjY2lkqZNzYyATmsTJRii4yIUwECBOKMC3kFgAABXQZCKkCAQEi1dXsuAgS6HX8hV0+AQEi1aS4CBL++BoKCgvhOgsjIKHTv3hVbt24W7GJ5FRyK/r0mwtjECAdPLBdsXppIsxUgQKDZ8dNq7wkQaHV4Rbc4AgSiC4nWOkSAQGtDK7qFESAQXUi02iECBNLD6+fnx3MSJCYm4c8/R2POnFmCXAtxsQmoUakzwj5GYMHSP9G1ZwtB5qVJNFuB3wIC9gXN19cXb968QcOGDXmZjiNHjiBnzpyoWVM5CS/UJR9VMVCX8rLPS4BAdq2op+IKECBQXEOyIJsCBAhk04l6Ka4AAQLFNSQLsitAgOD3Wp086cOrG6Slfcby5UswdOgQ2cVVoKfv6evo3/MfTJrhiV59WytgiYbqigJSAUFoaCjc3NwQFxfHtZg/fz5at26NuXPnYt++fbhy5Qr09fU1VicCBOIPHQEC8cdImzwkQKBN0RT3WggQiDs+2uQdAQJtiqb410KAIPMYeXtvQ48evaGnB+zatQMdO3bIfJASekRERMPa2kIJlsiELiggFRAsW7YMZ86cwYoVKzBx4kQOB9hPQEAA2rZty3cWCFnTU9nBIECgbEWVb48AgfI1JYvSFSBAQFeHUAoQIBBKaZqHAAFdA0IqQIBANrXnzp2HsWMnQF8/O3x8TsDV1UW2gUrq9ffYJbAvlBcDhnRSkkUyo20KSAUEzs7OGDRoELp164a+ffumAwJWsqNq1ap8F0H58uU1Vg8CBOIPHQEC8cdImzwkQKBN0RT3WggQiDs+2uQdAQJtiqb410KAQPYYjRgxEkuWLEOOHGa4cuWiYN+pHgcFo171HtzR3h5tMWv+H7I7LUPPTdN90HV0Axgaa+4ucxmWqfVdpAKCjh07onLlyhg/fnwGQMCSbDBocPXqVdjZ2WmsQAQIxB86AgTij5E2eUiAQJuiKe61ECAQd3y0yTsCBNoUTfGvhQCBfDHq3r0ntm3bwQc1adIIw4Z5onnzZvIZyULv0yev8soG1WuWx/Z985RWdnFG3+04v/8uXDtUxPj1XbLgGQ0RiwJSAcGaNWuwatUqzJo1C9u3b0ebNm1QvHhxjB49GlZWVtizZ49Y1pAlPwgQZEk2QQcRIBBUbp2fjACBzl8CgglAgEAwqXV+IgIEOn8JCCoAAQL55fbyGoFly1akDyxSpDA8PYegf38PmJuby29QxhF3bgWiZKnCMDUzkXFE5t1eBr7HUJelSE5MTe9crHw+lK1eGA5OBVGmemHkLWyTuSHqoXYFpAKC1NRUDgOOHTuWwcmCBQti7dq1HBZociNAIP7oESAQf4y0yUMCBNoUTXGvhQCBuOOjTd4RINCmaIp/LQQIshYjdnx77dp1WLlyNYKDQ7gRdvSgV6+eGD58GNh3FlW28PAo9Oj0J2bMHYFKVRwVmuqG72Mc2Xgdj26E4NP7mAy2jE0NcOTtdIXs02BhFPhtmUPmwv379xEYGIiYmBgULlwYtWrVgomJ8miTMMv8eRYCBOpSXvZ5CRDIrhX1VFwBAgSKa0gWZFOAAIFsOlEvxRUgQKC4hmRBdgUIEMiu1a96st/XQ4cOY+nS5Th//gLvwqodNGrUMP34gR57Qslt4vhlWLdKsjN88YrxcO/mppQZPr6J4qAg8OYrBPoHwzSHEWbs6asU22REtQpkCghUO736rBMgUJ/2ss5MgEBWpaifMhQgQKAMFcmGLAoQIJBFJeqjDAUIEChDRbIhqwIECGRVKvN+Dx8+xKJFS7Bt23YkJCTyAcWKFcXQoYPRr19fWFgor2RhSkoqhg2cgcMHzuLYmdUK7yLIfHXUQ+wKZAAEK1euxN27d2XyeeHChTAzM5Oprxg7ESAQY1Qy+kSAQPwx0iYPCRBoUzTFvRYCBOKOjzZ5R4BAm6Ip/rUQIFB+jNjxg9Wr1/BdBaGh7/gExsZGfEfB3LmzlTrh1Uu3Ucu5UrrNqMhYWFrlUOocZEwzFMgACFhSQlkBwYIFCwgQaEaMNdZLAgQaGzqNdJwAgUaGTSOdJkCgkWHTSKcJEGhk2DTWaQIEqg3djh07sWrVGly6dJlPtHr1CgwcOEAlk/4zbil8TlzB5u0z4VimmErmIKPiVYCOGIg3NjrvGQECnb8EBBWAAIGgcuv0ZAQIdDr8gi6eAIGgcuv8ZAQIhLkEWELDgQOHwNTUBHfv3lJ64vjExGS0dfPEnduPYGJiBN8r/6JI0QLCLI5mEYUCBAhEEQZy4lcKECCg60JIBQgQCKm2bs9FgEC34y/k6gkQCKk2zUWAQLhroGnTZvDxOY0qVSrDz+8asmXLpvTJu3caC1NTY6zdNEXptsmguBWQCgiSk5OxbNkyXLlyhVcw+LHt379fpfU5VS0b5SBQtcKK2ydAoLiGZEF2BQgQyK4V9VRMAQIEiulHo2VXgACB7FpRT8UVIECguIayWvj48SNKlSqNiIhITJs2GX///ZesQ2XuFxebALMcml+5TuYFU8d0BaQCguXLl2PJkiVo0qQJfHx80KVLF55zYMeOHShUqBB27typ0eUOCRCI/7eAAIH4Y6RNHhIg0KZoinstBAjEHR9t8o4AgTZFU/xrIUAgbIxYScQ2bdpDXz87bt70Q/ny5VXmwIvnrzF25AJs3DoDOcxNVTYPGRaHAlIBQbt27VCzZk0MHToUFSpUwJkzZzgY2LVrF1gFA7azQF9fXxyryIIXBAiyIJrAQwgQCCy4jk9HgEDHLwABl0+AQECxdXwqAgQ6fgEIvHwCBAILDqBHj17w9t4OB4dSuH37BoyNjVXiRON6Hrh/9zGqVi+Lwz4rVTIHGRWPAlIBgbOzM4YNG4ZOnTqBfZnesmULBwbBwcFo2LAhDh06hNKlS4tnJXJ6QoBATsHU0J0AgRpE1+EpCRDocPAFXjoBAoEF1+HpCBDocPDVsHQCBMKLHh0dDQeHMrwEopeXJ5YsWaQSJ0JehqJV0yGIi0vA4ZMrqLKBSlQWj1GpgKB169YcBDBI0Lt3bxQuXBiTJ4qb5LkAACAASURBVE/mOwfY/48cOQIHBwfxrEROTwgQyCmYGroTIFCD6Do8JQECHQ6+wEsnQCCw4Do8HQECHQ6+GpZOgEANogM4f/4CXF0b4ssX4Ny5M6hfv55KHHkd8g4JiUkoUbKQSuyTUfEoIBUQjBw5Eq9evcKePXv4boHRo0fzMhpPnz5FqVKlcPToUfGsIgueECDIgmgCDyFAILDgOj4dAQIdvwAEXD4BAgHF1vGpCBDo+AUg8PIJEAgs+HfTjRw5GosWLUHevHnw6NEDWFhYqNyZC+f8Uc+lqsrnoQmEV0AqIGAfYJKSkmBra8u9YqDA19cXZcqUQceOHZEnTx6Vesuyc+bIkUPmRIhhYWG8v6xnbwgQqDR8SjFOgEApMpIRGRUgQCCjUNRNYQUIECgsIRmQUQECBDIKRd2UogABAqXImCUjrPpchQqV8ehRELp27Yxt27ZmyY6sg8aPWohNGw5i1vw/0NujrazDqJ+GKCAVEKjLf5bjwMPDAy9fvuQuMBgxZcoUGBgY/NKlS5cuYenSpQgJCeFAo1atWpg7dy6HBb9rBAjUFWHZ5yVAILtW1FNxBQgQKK4hWZBNAQIEsulEvRRXgACB4hqSBdkVIEAgu1aq6Hnv3j1UqVINqalpOHhwH1q3bqWKabjNc75+6Np+NH+888AC2kmgMqXVY/gnQMB2CrAvZgMGDICenh736uTJk9i9ezfYB+hWrVqhX79+yJ49u0o87tu3L/9yP2fOHISGhoJVU2CAgOVE+LGlpqbC0dERw4cP59UW4uPj0aZNG55YsX///gQIVBIh4YwSIBBOa5oJ/P3Nzs4u/X2PNCEFVKUAAQJVKUt2f1SAAAFdE0IqQIBASLV/PdesWbMxYcI/sLa2woMH95A3b16VObV31ymcOHoRqzZMgqHhr2/kqmxyMqxSBTIAApYJs0qVKujatSv/Us7a16oFNjY2/MNzUFAQvLy8ePJCZbeoqCg4OTnxUoqVK1fm5pkfDBSsXr36p+kYEGAlGGfPno327dvz1//8809efnHmzJkECJQdIIHtESAQWHAdn44AgY5fAAIunwCBgGLr+FQECHT8AhB4+QQIBBb8F9Ox33ln5/q4evUaT1bIkhYK1aKjYmFh+fsd3EL5QvMopkAGQHD9+nX06NEDJ06c4AkJWZs6dSq2bt2Kixcv8rwD7Mv4xo0bERAQACMjI8Vm/2E0S4Do5ubGKyXkypWLv7pp0yYcOHCAJ0r8VZs3bx7Wrl3LjyWwsovTp0/Hv//+m2kJRjpioNTQqcQYAQKVyEpGpShAgIAuDaEUIEAglNI0DwECugaEVIAAgZBqS5+LHbsuXboc4uLisXz5EgwdOkTljgU+eIZ2zb2wYv1EuDasrvL5aALVKpABEHytVvDw4cP0M/8tWrSAtbU1hwSs3bx5E507d4aPjw+KFi2qVO9u3boFd3d33LhxA5aWltz2zp07sWLFCrBcA79q165dw4gRI1CxYkWcPXsWzs7OWLRoUfp4NqZLly4/DWVzXL16Van+kzHlKsA+2LBjLl+PuijXOlkjBTIqwK63bNmykSykgMoV+MJqUQFKeW9jO+bYcTtqpIA0Bei9ja4NoRSgz21CKZ35PN7e2zBy5BgYGRni0qXzvFy9KtvsaRuwfctxGBkZYP3WKahQqZRc07Fd6tTEo0AGQHDw4EGMGTMGDx48gKGhIU/6V7ZsWZ6PgD3PGit96OrqyqsasC/lymxfdxCwL+5fL5Tf7SD4eiSBwYsaNWrw4xCDBg0C2x3AEhd+bawiwo+NJTN89OiRMt0nW0pWIDIykuejYB+AqZECqlaAVUJhVVsISKlaabIfFxfHrzNTU1MSgxRQqQLsCxu7q/u1IpVKJyPjOq8A+1zO3tekJRbXeYEEFqBZsxY4deoMKleuhOvXr6j8JkivLuNx/epd7DqwEBUrO+B1yDvMmrYODqWLolJlR9SpJzk+/qv2v/buA0iKat/j+F8kybIoPklVKBYGLGDRq6JP8QmIGKEkKSio6AoYEZSrBAkCigFEVEwIGMCsiPGJFwmWWssFRRQFURSFAhRERGDfCu6r/7nVWwu7Oz2zM3P6dPe3q6grl+k+53z+p3p6fp2y9Ww7y+SRaW6fgMA7g68/ytu0aWNuNdDnDej9/x06dDCDXrRokbmcf8GCBdK4ceOMQpT3DIIxY8bIpk2byn0Ggd72oA9MXLJkibnKQRe9vWDKlCmyfPnyhH3jFoOMli4rG+MWg6ywstEKBLjFgKlhS4BbDGxJ0w63GDAHbApwi4FNbf+29ARps2bNZdu232XMmFEyevRI/5XS+MTu3f8nq1f9ICf84zizlcULl0rPLreY/z7lv/Nk7v9ONf+97N8rpWfXW+S/DjtE2rZrLfc9+J+3IbC4I7BPQKBfJPqWAn0QoT4LQH+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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "infl_2003 = [1, 2.66, 6.14, 9.57, 12.69, 17.01, 16.60]\n",
    "\n",
    "fig = px.line(rel_percentiles, x='date', y='rel_price', \n",
    "              line_dash='percentile', color='percentile',\n",
    "              color_discrete_sequence=plotly.express.colors.sequential.Magma,\n",
    "              title='San Francisco sale prices, inflation-adjusted',\n",
    "              labels=dict(date='',rel_price='Sale price relative to 2003'),\n",
    "              width=600, height=350)\n",
    "fig.update_layout(legend_title_text='Percentile')\n",
    "margin(fig, t=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "When we follow the 10th percentile line plot over time, we see that it\n",
    "increases quickly in 2005, stays high relative to its 2003 value for a few\n",
    "years, and then drops earlier and more quickly than the other percentiles. This tells us that the less expensive houses, such as starter homes, suffered greater volatility and lost much more value in the housing market crash.\n",
    "In contrast, higher-end homes were affected less by the crash; at the end of 2008, the 90th percentile home prices were still higher than the 2003 prices.\n",
    "Applying this bit of domain knowledge helps reveal trends in the data that we might otherwise miss, and shows how we can use the data design to improve a visualization.\n",
    "\n",
    "The housing data are an example of observational data that form a complete census in a geographic region over a specific period of time. Next we consider another observational study where self-selection and the time period impact the visualization.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "## Observational Studies\n",
    "\n",
    "We need to be particularly cautious with data that do not form a census or scientific sample.\n",
    "We should also take care with cross-sectional studies, whether from a census or scientific sample. For this example, we revisit the data from the Cherry Blossom 10-mile run.\n",
    "Earlier in this chapter, we made a smoothed curve to examine the relationship between race time and age.\n",
    "We reproduce this plot here to highlight a potential pitfall in interpretation:"
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    "times = (\n",
    "    runners_over_17.assign(age_5yr=runners_over_17['age'] // 5 * 5)\n",
    "    .groupby('age_5yr')['time'].mean().reset_index()\n",
    ")\n",
    "\n",
    "px.line(times, x='age_5yr', y='time',\n",
    "        labels={'time':\"Average race time (sec)\", 'age_5yr':\"Runner age (5-yr)\"},\n",
    "        markers=True, \n",
    "        width=350, height=250)"
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    "It's tempting to look at this plot and conclude that, for instance, a runner at age 60 can  typically expect to take an additional 600 seconds to finish the run than when they were 40. \n",
    "However, this is a *cross-sectional* study, not a *longitudinal* study. The study does not follow people over time; instead, it gets a snapshot of a cross section of people.\n",
    "The 60-year-old runners represented in the plot are different people than the 40-year-old runners.\n",
    "These two groups could be different in ways that affect the relationship between race time and age. \n",
    "As a group, the 60-year-olds in the race are likely to be fitter for their age than the 40-year-olds.\n",
    "In other words, the data design doesn't let us make conclusions about individual runners.\n",
    "The visualization isn't wrong, but we need to be careful about the conclusions we draw from it."
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    "The design is even more complex because we have race results from many years.\n",
    "Each year forms a cohort, a group of racers, and from one year to the next, the cohort changes.\n",
    "We create a visualization that makes this message clear by comparing runners in different race years. \n",
    "Here, we've separately plotted lines for the runners in 1999, 2005, and 2010:"
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   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   "source": [
    "few = (runners_over_17.assign(age5=runners_over_17['age'] // 5 * 5)\n",
    "       .query('year in [1999, 2005, 2010]')\n",
    "       .groupby(['year', 'age5'])\n",
    "       ['time']\n",
    "       .median()\n",
    "       .reset_index()\n",
    "      )"
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   "execution_count": 8,
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    "fig = px.line(few, x='age5', y='time', color='year',\n",
    "              line_dash='year',\n",
    "              labels={'year':'Race year'},\n",
    "              width=450, height=250,\n",
    "             )\n",
    "fig.update_xaxes(range=[18, 75], title=\"Runner age (5-yr)\")\n",
    "fig.update_yaxes(range=[4500, 7500], title=\"Median race time (sec)\")\n",
    "margin(fig, t=30)"
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    "We see that the median race times in 2010 are higher at every age group than the times for \n",
    "the runners in 2005, and in turn, the times are higher for the runners in 2005 than for the runners in 1999.\n",
    "It's interesting that race times have slowed over the years. \n",
    "This is quite likely due to the increased popularity of the race where there is higher participation from novice runners in more recent years. This example has shown how we need to be aware of the data scope when interpreting patterns. We also need to keep data scope in mind with scientific studies. This is the topic of the next section."
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    "## Unequal Sampling\n",
    "\n",
    "In a scientific study, we must consider the sample design because it can impact our plots. Some samples draw individuals at unequal rates and this needs to be accounted for in our visualizations.\n",
    "We saw an example of a scientific study in {numref}`Chapters %s <ch:files>` and {numref}`%s <ch:wrangling>`: the Drug Abuse Warning Network (DAWN) survey.  These data are from a complex randomized study of drug-related emergency room visits, and each record comes with its weight that we must use in order to accurately represent the emergency room visits in the population. The two bar plots that follow show the distribution of the type of ER visit. The one on the left doesn't use the survey weights and the one on the right does:"
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   "cell_type": "code",
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    "dawn_type = dawn.groupby('type')['wt'].sum()\n",
    "dawn_wt_norm = dawn_type / sum(dawn_type)\n",
    "dawn_wts = dawn_wt_norm.sort_values(ascending=False)\n",
    "\n",
    "dawn_cts = dawn['type'].value_counts(normalize=True)\n",
    "\n",
    "types = {1:'suicide attempt', 2:'detox', 3:'alcohol', 4:'adverse reaction',\n",
    "         5:'overmedication', 6:'malicious poisoning', 7:'accidental ingestion', \n",
    "         8:'other'}\n",
    "\n",
    "types_ct = {k: types[k] for k in dawn_cts.index}\n",
    "types_wt = {k: types[k] for k in dawn_wts.index}"
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   "execution_count": 10,
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     "metadata": {},
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   ],
   "source": [
    "fig1 = px.bar(x=types_ct, y=dawn_cts.values)\n",
    "fig2 = px.bar(x=types_wt, y=dawn_wts.values)\n",
    "\n",
    "fig = left_right(fig1, fig2)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "In the unweighted bar plot, the \"Other\" category is as frequent as the \"Adverse reaction\" category. However, when weighted, \"Other\" drops to about two-thirds of \"Adverse reaction.\" Ignoring sampling weights can give a misleading presentation of a distribution. Whether for a histogram, bar plot, box plot, two-dimensional contour, or smooth curve, we need to use the weights to get a representative plot. Another aspect of the data scope that can impact our choice of plots is where the data are collected, which is the topic of the next section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "## Geographic Data\n",
    "\n",
    "When our data contains geographic information like latitude and longitude, we should consider making a map, in addition to the typical plots.\n",
    "For example, the following map shows the locations for US air quality sensors,\n",
    "which is the focus of the case study in {numref}`Chapter %s <ch:pa>`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "def rollup_dup_sites(df):\n",
    "    return (\n",
    "        df.groupby('AQS_Site_ID')\n",
    "        .first()\n",
    "        .reset_index()\n",
    "    )\n",
    "\n",
    "def subset_aqs(df):\n",
    "    subset = df[['AQS_Site_ID', 'Latitude', 'Longitude']]\n",
    "    subset.columns = ['site_id', 'lat', 'lon']\n",
    "    return subset\n",
    "\n",
    "aqs_sites = (pd.read_csv('data/list_of_aqs_sites.csv')\n",
    "             .pipe(rollup_dup_sites)\n",
    "             .pipe(subset_aqs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "fig = px.scatter_geo(aqs_sites, lat='lat', lon='lon',\n",
    "               locationmode='USA-states', scope='usa',\n",
    "               width=550, height=300)\n",
    "\n",
    "fig.update_layout(geo = dict(landcolor = 'rgb(217, 217, 217)'))\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   "source": [
    "Notice that there are many more points in California and the Eastern Seaboard.\n",
    "A simple histogram of air quality with data from all of these sensors would misrepresent the distribution of air quality in the US. To incorporate the spatial aspect into the distribution, we can add air quality measurements to the map with different color markers, and we can facet the histograms of air quality by location.\n",
    "\n",
    "In addition to plotting features like bars, color, and line styles, we also have the option to add text with contextual information to make our plot more informative. This is the topic of the next section."
   ]
  }
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