{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# What are `LightCurveFile` objects?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial we looked at `LightCurve` objects, which contain time and flux points. Now we will look at `LightCurveFiles`. Rather than being generated by you using a [Target Pixel File](http://lightkurve.keplerscience.org/tutorials/1.02-target-pixel-files.html), these files have been pregenerated using NASA's [Kepler Data Processing Pipeline](https://github.com/nasa/kepler-pipeline/).\n", "Usually, you will access these files through the [MAST archive](https://archive.stsci.edu/kepler/data_search/search.php). \n", "\n", "We will demonstrate the difference between a `LightCurve` and a `LightCurveFile` using data from Kepler." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kepler light curves from MAST have some level of processing (more details [here](https://arxiv.org/pdf/1207.3093.pdf)) and allow you to access the two kinds of flux; the **SAP** flux and the **PDCSAP** flux. SAP flux is Simple Aperture Photometry flux, the same as we made in the [previous tutorial](http://lightkurve.keplerscience.org/tutorials/1.03-what-are-lightcurves.html). PDCSAP is the Pre-search Data Conditioning SAP flux. Long term trends have been removed from this data using so-called Cotrending Basis Vectors (CBVs). PDCSAP flux is usually cleaner data than the SAP flux and will have fewer systematic trends.\n", "\n", "We can read in a light curve file from the Kepler mission using `KeplerLightCurveFile`. We can use the `search_lightcurvefile()` function to fetch them from the data archive:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_lightcurvefile\n", "lcf = search_lightcurvefile('KIC 6922244', quarter=4).download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`lcf` is now a `KeplerLightCurveFile` object. In this case it contains two `KeplerLightCurve` objects, one for the SAP flux and one for the PDCSAP flux. The `plot` method on a `KeplerLightCurveFile` object will plot up both of these." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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iIiIiItPEx8fj4cOHAFTrCE6ePJnfv4nopWFtbY1WrVqhYcOGCAwMREpKCh4+fIj4+HjUrl3b3MNjgL+0FRQUICYmBjExMTrbtGzZEgEBAXB1ddXZJi0tTfI4Li4OcXFxRo3B1dVVa4AfABo3bozly5djzZo1YiZ/SkoKzp07p7V9jRo1MHv2bIM1/11cXLBs2TKsXr0a0dHRKCwslNTvF1SqVAkBAQFo1aqVwedRFn0SERERERERkWnUkw27du3K4D4RvZScnZ3RtWtX/PrrrwCAmzdvMsD/oujatStq166NyMhIREZGIiEhAc+ePUN6ejqUSiWcnJxQq1YtNG7cGF26dMGrr75q1vE2atQIGzduxIULF3D+/HncuXMHKSkpyM7Ohr29PSpXrgwPDw+0b98enTp1Mnq6Xd26dbF69WqEhobi1KlTuH//PlJTU+Hs7IwaNWrAx8cHPXv21LuocHn0SURERERERETGu3XrlrjdtGlTM46EiMi8mjRpIm5HRUWhR48eZhyNCgP8pcDGxgbNmjUzmOVuipEjR2LkyJGl1l9Rcrkcr732Gl577bVS7dfGxgbdu3fXu3jv89AnERERERERERlHqDJgZ2eH6tWrm3k0RETm4+rqCltbW+Tl5UkWHTcnLnNOREREREREREQ6Cevf2dnZmXkkRETmJ/xbmJOTY+aRqDDAT0REREREREREBslkMnMPgYjI7Kysnq+Q+vM1GiIiIiIiIiIiIiIiMgoD/EREREREREREREREFogBfiIiIiIiIiIiIiIiC8QAPxFZNKVSCW9vb+zZs0fjWGZmJqKjo80wKiIiIiIiIiIiorLHAD/RS+jUqVMIDg429zBKhUKhAAAcO3ZM49iHH36IYcOGlfeQykV2djby8/PNPQyzuX//PhYtWoTCwkJzD4WIiIiIiIiIyGwY4Cd6Cc2ZMwfz58839zBKRUFBgc5jN2/eLMeRlC9fX19MnDjR3MMwm8DAQPz+++9ITU0191CIiIiIiIiIiMzG2twDIHoeLFiwANbWhn8dgoKCymE0ZAohg18mk2kcs7LSfQ/z4cOHcHNzK9G179+/j5kzZ+Lbb7+Fs7NzifoqjqtXr5b7NYmIiIiIiOj5Eh0djZCQEERGRiI+Ph5ZWVmwsrKCk5MTXF1dUa9ePbz66qvw8vJCrVq1jO43NTUV7777rphY16ZNG3z66adGn//RRx/h2rVrWo/Z2NjAyckJbm5u8PT0RK9eveDq6mp036Z4/fXXTWr/yiuv4KuvvpLsCw4Oxrp16wAA3bt3x6xZs0wex9y5c8VExM8//xzNmzcv8Xm5ubkICAjAo0ePAKgSOv38/Az2efPmTcyfPx+FhYWoUKECNm7ciCpVqpj4jOh5wQx+IrJowgcNbQF+YZ+3t7fkQ8XZs2cxaNAgvQHypKQkRERESPYpFAqsXr0aT548AQD8+uuvuH//PqKiokr8PJ53GzZswKFDh8w9DA1KpdLcQyAiIiIiIjKLnJwcrFmzBgEBAThw4ACioqKQnp6OgoIC5OXl4enTp4iKisLx48cRFBSECRMmIDw83Oj+Q0JCJLPmIyIikJiYWCpjz8/PR2pqKq5du4Y9e/Zg4sSJ+Pnnn0ul75eJnZ0dZs2aJSY4btmyBSkpKXrPycnJwdq1a8WSt5MnT2Zw38Ixg58IwPLly+Hi4mLuYTxXBg8ejBkzZhh159ec9GXwy+VycfvYsWPw9PQEADx48AAAEBcXh5YtW2rtd/DgwcjKypJ8+Ll79y727NmDvLw8LFiwQNyv7dovmp07dwIABg4caN6BFMEAPxERERERvYwUCgUWL16M69evA1DNYG/Xrh2aN2+OatWqQSaTIT09HTExMbh+/br4PdiUdcyOHz8ueVxYWIgTJ05gxIgRJo939OjRqFevnvi4oKAAcXFxOHXqFB48eICCggLs3LkTNjY28Pf3N7l/Y6l/l9fFycmpzK5fFho3bozBgwdj3759yMjIwPr167Fo0SKd7Xfu3Im4uDgAQKdOneDr61teQ6UywgA/0Uts7969GDp0qNYA9f379xEUFAQ/Pz/ExcXB398fu3fvRqNGjUrl2mlpafjyyy/x3nvvwd3dvdj9CNkEly9fRkFBgaTUUtHnFRkZie+++04M6ufk5OjsNysrS2NfRkYGAM0/9qUZ4A8PD0d8fLzJUwhfVvrWYCAiIiIiInpRHT58WAzuV69eHYsWLUL9+vV1to+Li8OxY8eMDl7fuHEDDx8+BAB07twZly5dQnZ2NoKDgzF8+HCTvwc3a9YMLVq00Ng/dOhQbNq0CX/88QcA4LvvvoOfnx8qVqxoUv/G8vHxKZN+zW3kyJG4ePEiYmNjER4ejj/++AN9+vTRaHflyhUcPnwYAFC5cmVMnjy5vIdKZYAleoheYitXrsSBAwdw4cIFyX4hK15w48YNAMBff/0l2b93714cPHiwWNeePHkyDh8+jICAgGKdL1AP8B49elRyTD2DX6lUYsWKFTh69CjS09MBAMuWLROPh4SE4PPPP8esWbPEQH5RRQP8Qva48MHm0KFDePr0KQBg4cKFYn0+fZRKpeRGw6RJk0yqaVjW5s+fj7lz55p7GBqE17zoe5WIiIiIiOhlcPLkSXF7ypQpeoP7AFC7dm288847Rtd9V8/e79+/vxgYT0xMxJUrV4oxYu3kcjkmTpwoVlXIzs42qYwQqdjY2GDWrFli0uOOHTs0yillZWVh3bp1Yixj6tSpqFSpUrmPlUofA/xEL7lly5Zh6tSpkn35+fmSx/Pnz9c478qVK1i5cmWxg9G3bt0CULwM7IiICPE89QBv0b6KZhQIf8Q2b94s7hMyHubOnYt9+/YhNDQUoaGh4vHz58/D29sbiYmJOHLkCABVgD8rKwvfffcdANUHkPz8fCxevBgLFy4EABw5cgS7du0CAFy4cAErV64EoFqkaPPmzUhOTgag+qPbuXNno0vNxMXFYf/+/Ua1LQ3BwcEICQkpt+uZqrgB/v379+tc7ImIiIiIiOh5J2TXA9CaGV8S2dnZOHPmDADA1dUVnp6e6Nmzp3i8aOmekrKxsUHbtm3FxzExMaXa/8uiYcOGGDZsGADVz1A9mA8AW7duFdcU7N69Ozp27GiWcVLpY4Cf6CVy9epV8R97XZRKJZ49eyZ5rM3777+vt5+kpCTTB6jHli1bMHLkSDx+/Bjjxo3Dpk2bEBcXpxGsz8nJwfXr13Ht2jUkJCQY7Hfs2LHiDAWB+oI006ZNAwCMGzdO/BBz7949nDt3Tmwzffp03LlzBwDw6NEjcVswdepU7N27F97e3ujZsye2b9+OmTNnAgBOnToFQLXyvbq7d+9i06ZNkn2pqakICAiQzDwoKjMzEzt37jSprqIp7t69q/NYXFxcudfEL26Af9myZXjnnXdKdzBERERERETlRP27UFpaWqn2ffr0aXGmebdu3SCTyeDp6QlXV1cAQFhYmCRuUBrUS/JoK5lLxhk2bBgaNmwIQBUDOnToEABVRYYTJ04AAKpVq4bx48ebbYxU+hjgJ3qJjB8/HtHR0VqPnTx5EtnZ2Thw4AD69esn7teWYV80gF3UX3/9hb59+yIiIqJkA1azbds23Lp1CwMGDAAAfPPNN/D39xfr9AHAr7/+is6dO2Ps2LEmBW/HjBkjeRwYGKjRRliABgB++eUXMfNf8PbbbwNQLeA7fPhwg9e8efMmzpw5I06fK/oB5oMPPsCOHTvED02pqano2bMn7t27J2nn7e0Nb29vrF27FgDw9ddfY8OGDbh586bBMejy6NEjSTaIurfeekvr/vj4ePj7++PAgQN6+3769GmpZGMIszPefPNNsSwSERERERHRy6J27dri9m+//Vaqfatn6Hfv3h2A6juYsJ2fn48///yzVK+pfpPC0ha5fZ7I5XLMmjULNjY2AFSxk8jISGzYsEFsM2PGDDg7O5triFQGGOAneonoq6324YcfYs2aNZLMdJlMJinXIwRVdQWwN2/ejMuXL2PKlCkAgPXr1xscU3lnfJcWofyOIfoyD2bOnCmuE1C0XV5eHgCId9XVZxVoo14uCPj3dU1ISNCYTZGXl6c3833y5MkYNGiQziC/NvHx8QCA2NhYrcfj4uKQlJSEwYMHY+jQoUb3qy41NRW7d+/WeM/om1VARERERET0IurSpYu4feDAASxevBhnz57Vuaacse7fv4+oqCgAQNOmTSU3Enr06CHGBUqzTE9BQQH+/vtv8bGh9QRIv/r162PkyJEAVNUCPvroIzExrk+fPmjTpo05h0dlwNrcAyCi8uPu7q43UBwfHw8HBwfx8d27dxEUFCRpo6/0y/bt27F9+3bxcdGFd0JCQlCxYkV4e3sbPeb58+eLd55Lwlw3EoS1BnQRZjlkZGTg0qVL4n7hxsqdO3dQWFiosS6CNpcvXxbrJJ48eRKxsbFYtGgRAIiLFEVHR2PYsGHw9fXVOlMB+He2wqBBg7Qe9/b2xubNmyU/x8zMTADAmTNnMH78eDg6OkrO8ff3lzx+8uQJ8vLyMG/ePPj5+eHy5ctYuHAhatasqfP5rVy5EsePH0efPn0k+4uutUBERERERM+/nJwci6u17u7uDnt7e3MPAwDwn//8B+Hh4WLJ2UuXLuHSpUuQyWSoWbMmPDw80KhRIzRr1gyvvvqq0d+btGXvC2rWrIlmzZrh+vXruHfvHu7cuQMPD48SPQ+FQoGtW7eKiWkODg4mxQxM9frrr+s97urqih07dpTZ9cvLG2+8gfPnzyMqKkqszODq6mqw3DJZJgb4iV4ihuqy5+bmws7OTrJvz549ksfffPONxnl///03WrdurbXPhIQEVK9eHXK5HHPnzgXwb7DZGMHBwUa31ac4i/mWhnHjxhnVLisrC0uWLBEfCxn8gCpzXcjM10e9hl7Rn5NSqURgYKA4dTM0NBSzZ8/GmjVrjBpfUUePHtUa4L937x7efPNN/P777+KxyMhIjfPVy0AJx3/88UcEBATovKZwjaKM+aC6aNEiJCcnS6YlEhERERGR+cTExGD06NHmHoZJvvvuOzRp0sTcwwAA2NraYtmyZdi9ezcOHTok1sxXKpWIj49HfHw8QkNDAagCu/7+/ujfv7/eBLqCggKcPHlS7L9z584abbp37y6WrD127JjRAf4bN25IZhcUFBQgPj4ep0+flswEHzlypKQePxWPXC5H27ZtxdkYgOq1VU/qpBcHA/xELxFDC9UkJSXprcNWWFiIo0ePauyfMGECfv75Z63nDBw4EOPHj8ebb76p9XhGRgaSkpLg4uKid2wlVXQR2+JYtWoVPvzww1IYjSorQT1oP2HCBMnxoh98dAW3jbVjxw7s3r1bsu/06dPF7m///v2YP3++uIaA+vgeP36MXr16YdiwYRg/frzRH9oN/YyEG1T5+fmSoL4xszPUbzhYalkoIiIiIqIXibu7u1hq1FK4u7ubewgSNjY2GDt2LIYOHYqwsDBcuXIFkZGRSEhIkLRLTEzE9u3bERoaiv/+9786A+gXLlwQa+F36NBBa3ygc+fO2Lp1K3Jzc3H69Gm8//77GomC2hj6WVtbW2PEiBE6Z5KXlgULFug9bsxzsQQPHjzAvn37JPt+++03+Pn5iaWC6cXBAD/RS6ToVEI3NzdJnfUHDx6gbt26Os/Py8tDv379tGZBDxkyROd5169fx7Zt27Qey8rKQt++fbF69Wq0aNECVapUwaVLl9CuXTtDT8ckQjaDoGiA3RjdunXD9u3b8cMPP4irzxeXl5cXwsLCjGqbl5eH1NTUEl1v8+bNevv/4YcfMGrUKDFgb4yIiAh4e3sjJiZGkhUAqBbT3bJli2RWgSHnz58Xx9OjRw/Mnj0bqampePfddwH8Owuj6GyMiIgIfP3112jdurVkuuHDhw/xyy+/YPr06ZL2o0aNMnpMRERERERUNuzt7Z+bbHhL5+TkhJ49e6Jnz54AVAljt2/fxtWrV/Hnn3+K5W+ioqKwevVqyexxdceOHRO3i5bnETg6OsLHxwd//vknMjMzERYWBj8/P5PHbG1tDWdnZ9SpUweenp7o2bOn3pKtpcXHx6fMr2FuCoUCgYGBYmWAypUrIzU1FdHR0UVvakQAACAASURBVPjpp58wYsQIM4+QShsX2SV6ifzvf//DxIkT9bZRX2S3qPz8fFhZGffPhvDBAoDGFEBtwf4PPvgAGzZswLFjxzB58mTMnz9fUqampHJzc8XM7Xbt2mHmzJkmnS9k2Ht5eYl17YsaNmyY1v2HDx+W3LBo0aKF3hspReXm5uKff/4xYbTGUygUOHz4MNavX4+OHTvixx9/NPpc4a7/0KFD8csvv2htEx0dDScnJ6P6u3//PhISEvDs2TNkZ2fjs88+w8aNGyVjBaDxvti0aRPOnz+PTZs2SfZ//vnn+PbbbzVmPwjrIpg7a0GhUIgLHanbtWuXxdUiJSIiIiKi54ezszNat26NsWPHYuvWrRg4cKB47PLly7h586bGOUlJSeIacVWqVNFZhhdQLbYrMHax3eXLl+PgwYPif7/++it27dqFzz//HKNHjy6X4L65qcdTDJVQVqfe1pjvsfv27cPt27cBAC1btsTKlSvFmQk//fQT7t27Z/S1yTIwwE/0khGyoYsjLy8PSqUSFStWNPhHvEaNGuL2qVOnJMe2bNmi9Zz4+HhxRkFwcDB+/fVXyfGSZPWrB/grVaqEAQMGwMfHR8xcKDq7Qf2Odnh4uKSEjq2trbj92muvAVAFk7t166b12q6urpLgs1wuN3ijpejYS6PEkDZbt26VLLy8atUqnW2LPr8vvvgCFy9e1Nt/VlaWSfUTMzIyNAL1AiHAHxISojFjQBvhxlJ6errW48berCormzZtQq9evTRKBq1btw6zZ88206iIiIiIiOhFYmNjgwkTJuCVV14R9wmBfHXBwcFiIPnp06cYNGgQXn/9da3/LVy4UDzvn3/+QXx8fNk/kReAevKbKRUF1MstG0qgu3fvnriWooODA2bMmIHatWtjzJgxAFQz4teuXWu2dQqpbDDAT/SSsba2xrp161CnTh2T/0HPz8+HUqmETCYzuDBL9erVTR5beHi4pJRM0ezmli1bGryOrsz83NxcPHv2DIBqepq9vT3Wr18vTiVUvwv+v//9D02bNgUAdOrUSaMv9TI2HTt2BKAKPht6Pdu3bw9AFViuVKmS3rbq8vLytN7dV7/poGuNA0N27NiBoKAgo9oWfa1v376N+fPnGzzPlEV8hg8fjv3792vsDw4OxtWrVwGoyg3p+wB5//59pKamijdtdM1+KEmAPz4+Hm+//bbWtRGMzcS4dOkSANXvlUC4icEPW0REREREVFpkMhm8vLzEx8nJyZLjSqUSwcHBxeq7JOe+bKpUqSJux8XFGXWOQqHA48ePxceVK1fW2bagoACBgYHi98n3339fTL58/fXX4enpCUA1037v3r0mj5+eXwzwE72EOnXqhAMHDojBRGM4OTlJssgNLTzj5uZW7PEJhFIqAvV67sICPerZ3lZWVhqZ+ILc3FwxY0G4cw38+zyEYG+bNm3QsmVLseZ9v3799I5RCPYXFBSgVq1aetuuWLECgOEpdXXq1MHatWvFxzk5OZKg8c8//4zx48ejWrVqAFR/tOfNm1esmyqm0JYpICzApEthYSGUSiX69u1b7OsWFBRoXfdBl8GDB6Nnz5548OABAODjjz8Wj6lny6vPxDDVb7/9hps3b+Lq1as4ceIEbty4AUB1k6p9+/Z6b0CkpKQgJiZGfM9lZWWJr6NQfuh5XAg4Ly8PQ4YM0Tqdl4iIiIiInm/q3/+LJmFdvXpVDCLXqFEDI0aMMPifepLZiRMnTIovvKxeffVVcfvatWtGnXP79m3xe2Lt2rVRoUIFnW337Nkjlt9p06YN+vTpIx6TyWQICAgQYyY//fQToqOjTX4O9HxigJ/oJWZKzbcqVapIMvhlMhlCQ0N1tnd2dtbYp6tGvS6nT58Wt+vXry/JnG/SpAnCw8Ph7u4u7qtevTp8fX219pWfnw9bW1t07NgRtWvXFvcLwXbhLnidOnUAqBYUatCggcEFeNQD/O7u7npL1gg3E4ouJLV06VLxukJf6gFeoTSSoH79+pg4caI4duHGQrNmzfSOtaTUx2gsoTRStWrVsHnzZjRs2BBvvPGGSX107NhRa8C7YcOGGvsSEhLE7cjISI3j6tnyhm7I6CO89gUFBZg3bx7GjBmDrVu34sqVKwCA33//HdnZ2Th//jwiIyPh7e2Na9euYfPmzXjjjTcwdOhQsY8PPvhArGEp3EQr+nyFGyXm9OTJE8TGxmLXrl1mHQcREREREWnOeNenoKBAnEEMqL5TqlNfXLd///4YOXKkwf/GjBkjfrdNTk7G5cuXS/iMXnze3t5iDOHSpUtGZfEfPHhQ3BYqCGhz+/Zt7Nu3D4AqOW/69OkabWrWrIl33nkHAEv1vGgY4Cd6iQl32F1dXQEAn376qXhMKF0jqFGjhhholslkAFR3/SdNmqTRr52dnUaWevv27eHh4SE+1nfXuajKlStjzZo1Oo/v3LkT7733HrZu3YoaNWpIPpwsW7ZMUmtQGLu6ZcuWYcuWLfj888/x4YcfAlD94fvpp590ltKRyWQYP368WOddCBzLZDKdgXZ7e3vs2bMHU6dOley3traWLFJbdBFZXSV6hOci/ByFNr169dJ6fVOsXr1aY5/wMzUUoL9w4YK4LQT4ZTIZvL298eOPP2LKlCkmj0dbcFvbjAJ9awgA0qmoLi4uRl8/NjZWkmEhfChTz1LZunUrwsLCAKjKCI0fPx7Tpk3D6NGjAQDr16/H9u3bxbI+Qh/q9S9zcnIAaD7f9u3bY8aMGUaPl4iIiIiIXmyzZ89GYGCg1sQmddnZ2Vi3bh0ePXoEAHB0dESHDh3E4xkZGTh//jwA1cz2rl27Gj2G7t27i9vq38NJu2rVqonJXQUFBVixYgWSkpK0tlUqlfjll1/ExEd7e3v4+/trbZufn4/AwEDx++n48eN1ft/t378/WrRoAUBVr/+nn34q0XOi54O14SZE9KISAsIff/wxbt68KQlmjxs3DmPGjMF7770HQBW0LxrgB1SL9u7atUtSi7xr165iGzs7O+Tm5qJ///6Smn/Dhw/Htm3bjBrnqlWrNDIM1Hl6eoq15IB/A7/W1tbo27cvrl27hosXL+rMgBbKx/Ts2dOo8QAQM/Xv3LkDQJo9v2XLFmRlZUmmwwnUb3LMmjULgYGBAKRle/Ly8iT14ZVKJZRKJSpVqoSAgABxv3BO0ec1btw4g4sgA0Dnzp1x5swZg+0Ewpi0/Sxatmwp1shXfy5CwFr9PaNrUaC//vpLXKegKG2ZDdpu1hjKPnj99ddhY2OD/Px8rTdN1q1bh7Zt26Jz586S/UOGDAGgKsEDSDP41akvflT0g3bRn1PRNQAyMjJ0ZvADQFhYmMbvX3ky9wwCIiIiIiL6V0FBAUJCQhASEgJXV1d4enrilVdeQeXKlWFjY4P09HRER0cjLCxMLAkqk8kwceJEScLdn3/+KSaZeXl5iaVgjeHr64tt27YhPz8fFy9eRGpqqt4a8S+K6Ohoo2c2t2zZEq1atRIfv/fee7hx4wYePHiAmJgYTJw4EZ06dUKTJk1QsWJF5OXlIS4uDufPn0dsbCwA1c9t+vTpOn82u3btEkvUtmvXTryJoI1MJsOMGTMwY8YMZGdnY+/evejYsSMaNGhg7NOn5xAD/EQvMeHubrt27dCpUycx2Dtp0iQ0adJE/GNSv3592Nraag3wy+VyHDx4EOHh4YiOjoazszMGDhyIu3fvAgC6dOmCyMhI+Pj4SP4Y6aqVr2+cAkN18YXa6kLwVX28pR0c9fDwwMWLFyX9Ojg4GLWwbNeuXbF+/Xq0bt0agKpe3vDhw5Gfn4+OHTvinXfewc6dO6FQKKBUKtGkSRPJHXshQCwEXoWAta71Ed544w1YW1uLi+ksXboU3bp1A6CaoREYGIiRI0cC0L64sBDU1raGwOTJkzF58mSN/Tk5ORqBYV21762srDB69GhxfQVDrKysMG3aNEl9/rNnzxo8T5htoS3Av2vXLuzatUsM5N++fVtrzXkh+/7EiROS/dnZ2TqvK9zsEBR9HdVnzRQWFmLz5s0YOnSoJPNi06ZN4gyIyMhING7cuNwD/ua6wUBERERERP965ZVXEBERAaVSicTERISEhOhtX6VKFUyYMEEjmUk9OUw9I98Yzs7OaN++Pc6ePYuCggKcPHnS5JKsligmJgYxMTFGtZXL5ZIAv6OjI1auXInAwEBcvHgReXl5OHnyJE6ePKn1/IoVK2LGjBmSWRfqbt68iQMHDgBQVUqYNm2awTEJpXo2bdokLswbGBgoKYtMloU/OaKXmBDgFMrMFCUEkJs2bYrCwkJJdrK6ihUronv37pIPA0KWduPGjcXFZdWpBzdHjBiBnj17YseOHTh37pzOcQJAaGiowcVRtQUgyzL7uLgBTzc3N3EqJPBvdn9eXh7kcjnGjRuHnTt3QqlUorCwUCPjW6iJL/xfeI42NjbiDRl1H374Ia5du4a9e/dizJgxqFChArp164aTJ0+iS5cu4uvapUsXre8J4WemUCiwYcMGyQeHou1//PFHvPXWWzoz6n19fVGvXj08ffoUbdq0waBBgwDApGwPmUyGd955B15eXhg3bpzR5wmEsSkUCty5c0ecjaFuxIgROq8NQGOmhK7fEQDiQryCoj9PdUlJSdi+fTtiY2OxZMkScf/hw4cxZcoUREREYNy4cfjiiy9M/hAOQHxPGVrwWR1rMxIRERERPT+WLFki1r6/efMmYmNj8fjxY2RmZqKwsBD29vaoVq0a3N3d4e3tDR8fH41Euzt37ogLrTo6Ouqt8a5Ljx49xESr48ePvxQB/pKqUKEC/vvf/+LWrVs4efIkbt68iSdPniAzMxO2traoUKECGjZsiNatW6Nbt246EyRzcnKwdu1aMWYyYcIEVK1a1agx9OvXD+fOncOVK1cQExODPXv2iOVlyfIwwE/0EhP+CAjBSmFhXCHTXtivVCpha2srqaduiIeHB9asWYPXXntNsn/atGl4/PixZN/MmTMhl8vx1VdfwdvbGwDw/vvvY8eOHQCAtm3bim2NyYx/XqxatQrPnj0r9vlC8FVYYLXo696qVSv8+uuvqFu3LoB/A/y2trZo2bIlwsPDsX//fkydOhU+Pj6wsbERF5YVMghWrVqF8+fPw8vLS6z9p+3nO2rUKLz66qsAgBYtWqBVq1aYPn061q9fDwAad/obNmwIuVyudRYFALE0UVFVqlQx5qUB8G+AXL30k7qAgACsW7cOADBjxgx89dVX4jF3d3dJiarg4GDJuVlZWXB0dNToU3iNf/jhB63XzMjIMHr8xgTXjx8/LsnESUhIQGBgoLiAVdHfJUN8fX3h6OgorkVQdPaJPgzwExERERE9X6pVq4aePXuaVG5WnYeHh2QR1+Jo166dzj60JfuZQ0mfI4ASvc66NGrUCI0aNSr2+fb29tiyZUuxzpXJZFi2bFmxr03PFwb4iV5iRUuUeHl5Ye3atWJQvnbt2hgxYgTGjBmDTZs26Qw069KlSxeNfcKK7d9//z0AVf189UCnm5sbHj58iAEDBmDHjh3w9fU1KctYMHbsWEldfqD8a4gL5W9MMXDgQPj6+gKQ3mApLCzU+roLwX1AOiNDeK7VqlUTp+sBQK1atRAaGiq5USJkaeiaySGUqwFUdfKFwPrYsWORlJSEH374Qby2m5ub2Nba2hoFBQUmve7CbARANTMkPT1dZ1v1DHh3d3eNKZI+Pj7w9PTE+PHj4evrKwb4P/nkE1y5cgUHDx7EsWPHNIL7gGqBKGFWgbq3334bvXv3FheoKkqooW8MY8tUFS1RJfzuAP/eWElPT0fFihUN9pWdnS0pI6RQKHROw1QqlThw4AAGDBgAGxsbnTdriIiIiIiIiMh8GOAnArBgwQKjao0FBQWVw2jKj7Ya5Or1+KysrDBnzhwAqmxjUwP8xig6Bex///sf4uLixHIxxa0BN336dHFbJpOJQebnPTi5ePFicVsIYAuvu76SLgDEjHO5XI7mzZvj0qVLWoP2umZBCDdS9L1GRccgPFYoFDh8+LAk6109wG/s6962bVssW7YMmZmZqFGjBmbOnCk57uTkJC7orD4WbTcC7Ozs4OHhId6g+M9//oMDBw6gQYMG4iLJCxYs0DoOXTMvIiMjNRbPLS5hKmxJrFy5EitXrgQAfPvtt5LFngXfffcdLl68KM5mUCcspvT9999rvFcuXbqEZcuWISMjA6NHj2YGPxEREREREdFzSH+0iIheaL179za6bWkHyf39/dG7d2+NxVyrVq0KT09PVK5cGXK5HG+99VaJryUo7wz+khJeZ2NvrHz88cf45JNP4ODggClTpmD//v3FukEiXGfDhg2SbHFthOz/WrVqwdXVVSzzBPwb4Ffv05hr9+3bF0OGDBED+MOHD8fGjRsBqMo5jRkzRqPPtLQ0cdvZ2RlWVlYa9fyF/uzs7MQFpHVR76+s3Lp1q1T7CwkJwdGjR5GamirZv3btWpw9exaDBw/Wel50dLTWBZ2En51Qdkjbz/Lbb7/Fnj179I7rxo0bxZ42qsv169fh7e2NxMTEUu2XiIiIiIiIyNIwg58IwPLly+Hi4mLuYZS7xYsX4+OPPzaqrZWVFRQKRakFyStUqIDly5frPG5vb48LFy6UyrWEmxOlPfugrMlkMlhZWaGwsBCFhYU6S+gIKleuLJaVsba2lpTLMUalSpVQsWJFjBw5EgCMWmDJx8dHUrZHXXFK9KgT+pTJZOjQoQM2b96Mtm3bIioqCt9++63kmuplbN5++228++67GmMaMGAAfv31V9SuXRvt27fXm4lfNEher1493L9/v1jPo7zs3LkTgKoGZlBQEMaPH48pU6aIx/WNPyEhQfL7cejQIXGGwaVLlxAdHa01g18oezR8+HCdfU+fPh1paWmYOHGiyc9JlzNnzgBQLQrm6upaav0SEREREdHz4c6dO3jy5Emxz2/WrBkqVapUiiMien4xwE/0EpPL5UbXt7fUIHlRljZ2mUxWJqWRtLGxsZEs6GosXaWDrK2txcB7ccYuvDeF/wsLMNeqVQs1atTAe++9J7bdvn07du/ejZCQENSvX1/rmLy8vMRyPRMmTMC3336r89pZWVkAVGsYJCcnS2YmmEIoCyTw9vZGu3btsGnTJq3tBwwYAF9fX8yfP79Y1wOAmJgYKJVKREREYMKECUad89VXX6FOnTqoWbMm3N3dJaWiLl++jGHDhmHu3LnivvT0dKMXvC7LmTNF+y4sLMTff/8tvleIiIiIiMgyHTx4sFjfTwXLly9HixYtSnFERM8vlughIqOUVQ3+8qB+c8LSWFlZiYvsGqrB/7xRL9FTHOoZ/OoqVaqE33//Ha1atRL3eXl54YsvvsD27dvRo0cPg33b29uLAWr1YHvLli3h6+uLY8eOISEhAQ4ODnBzcxNnm9SoUQOAaq0AY2aYCLMhBNbW1noX4vXz84OdnZ3BfvVJS0sr1nv9s88+w9ixY3WW7vriiy/E7e7du0sC/uVN179BP/30EyZNmoSoqKhyHhERERERERGReTCDn4iMUp6Z5PQv9dJIlva6y+XyEpXoEZ6vKc/by8vL6LbCItPt2rXD0qVLsXDhQvj7+4uB+wULFkChUKBfv35wc3NDeHg4/vjjD3z88cewt7eHXC7HsmXL8PDhQ2zevFmj//Hjx2tMCVUqlcjJyZHsmz9/Pj7//HMAqpsX+fn54rHilAbKy8sr1msuLFSs7wYEABw5cgQAEBoaavI1Souu94RQk1/XIslERERERGQZZs2ahVmzZpl7GEQWwbLSQYnIbIRa8IBllrmxxOx9wLJLI6nX4C/O2IX3W1nNXPD19RW3+/Xrh/DwcAwaNEh8rwgzJ9TLWAmleoT1EPr27YuxY8dK+u3Tpw9CQkIwceJE2NvbS44plUqNmvFvvPGGuO3m5iZm8Pfq1Qs//PADjh49anQpredReZbosbTfESIiIiIiIqKSYoCfiIyivtirJbO0AKBQGsnSS/SUJMBfVj+zpUuXIjg4WGO/MOYKFSqgoKBAElx3cnICADg6Oor7rK2t4eTkhPfff188r2LFigCgtdzOiBEjsHPnTgwePBgDBgyAXC4XM/irV68uXq9q1aqws7ODi4sL+vfvXxpP+YWh6z0h/I5Y6g09IiIiIiIiIlNZVrSIiMxGCPBbYia5wBKDfkIGvyUH+Iv7upd1Br+NjQ0qV66ssV8I8Ds7O0OhUGjN4O/UqZO4TyaT4dSpU3j99dcBqIL0AmtrzUp4crkcnp6eWLBgAT799FMAQM+ePREeHg6ZTCaWyFHP/v/kk09w9uxZfPXVV+LNA32KvuaBgYFa2w0YMECylkFxCDehTB1TWbL0G5FERERERERExrKsaBERmY2w2KslB/gBy8vgt+QbKyUt0SMEhMv7eXfr1g2AKlBfNMDv4eGB/fv3o0+fPhrnubm5ISgoSFKyRxi70IcxQW53d3cAqoVsBXK5HHZ2dnjttddw8OBBWFtbY9KkSUY/Jx8fH637HR0dsX37dqP7cXFx0dinUCh0LsyrriyC7rpK9FjizTwiIiIiIiKi4mCAn4iMIiyyK2xbEvU69pZGfXFjS83gLy5zBfj/85//QCaTwdXVVSPAD6gC+bq0b99ea9a+v78/gH9r9+vj4uKC8PBwNG/eXOtxJycnnD9/Hn5+fhrH5s+fD7lcLnmvX7x4UeuYAMDPz8/g66s+k+C1117T2iY1NVVc4FaX0grwZ2Rk4PfffwfAGvyl4fz583jw4IG5h0FERERERETFpP0bPxFREUIZDksNkmvbtgTqNfgtbexWVlZQKBQASlaD3xw3NhwdHaFUKrUG+E11/vx5yOVy1K9fX2vmf3Gpj2vo0KHo1q0bHj16pPF7quu1Dw8PN+o6v/32G86cOYMlS5bAwcFBZ7tr165JZh0UpVAojLrBYciXX36pMyDNDH7TTZs2DVZWVvjrr7/MPRQiIiIiIiIqBgb4icgo6pnklhZoBvBCZPBb2ute0mCrENgvjaBwcZVGgF/Inh89enRpDElUs2ZNcbtr167o0KED9u/fr/O9vm/fPuTm5uLx48fiWgK6nD59Gv369UNmZiYcHR1RpUoVANAb4M/JydG6XxhLaWXwp6amavQtKO57zhJ/v0oT1ywgIiIiIiKyXJZV74GIzMaSa8Fbcga/sPaBJS6yC5Qsk7pDhw6YMmUKhg8fXoojMo7wPimNAH9ZcXBwwJkzZzBnzhx06NABwL9Z/cLMifHjx4vt3d3d0bhxY3Tp0gVt2rSR9DVgwAAsWbIEAwYMEPu2s7MT+2zSpAkA1WLAupw8eVLveEsriKzej673lynvu2vXrqFdu3a4c+dOicdGREREREREVN6YwU9ERrH0RXYtMXsfeDFurBR37HK5HO+9915pD8toCoUCSqXyuQ3wA6r6+CNGjBAfCzeBhAB/vXr1jOrn008/BaBa2HfEiBGQyWTizAm5XI7q1asbLOlz8uRJREZGijcDihLGVFLqAf6ifZqawd+1a1dkZmYCAO7cuQMPDw+dbb29vfHRRx9hyJAhpg6ZiIiIiIiIqMxYXjooEZlFSeupm5OljVedeoDfEjP4AcssfyKTycQFgp/nAH9RRTP4TX3d7e3txQC9ra0tAM01EPbv34+wsDAcOnQIb775puTY3r17AQBPnz7FkCFDJAvvllYGv3pQv2ifwvM19lpCcB9QPc9r167ho48+wooVKyTthBsG3333XbHGTERERERERFRWLDNaRETlTiaTWWwde4ElBpqFAL+lluixVDKZTAwkCzX0LUHRAH9JjBo1Sut+Nzc32NjYoGbNmvDz85McO3DgAHbt2oWvv/4asbGxCA4OFo8pFAokJSVJaugXh/pzW7x4MdLT08XH6qWVTCWTyfDOO+/g+PHj+Pnnn8V/6/Ly8pCWlgZAdeNAoVAgOzu7JE+BiIiIiIiIqNQwWkRERrHkUjECS7w5Yek3Viy5rJMQJLakGytFS/SUxNChQw2W5Wnfvj3Wrl0r2bdu3Trs3r0bALB582ZkZGQAUAXH+/bti4EDB+LZs2fYvn17sbL61c/Jzc3VunixQqFAYWGhOAvDGEXfowqFArdv38Zrr70mWXtg+vTp6Nq1q6Tt06dPkZCQYNR1hNeDiIiIiIiIqDRYTtSCiMzK0gP8QoDc0sZuyRn8lvZaq5PJZGIg2ZJe95KW6DGVTCZD586ddR7PysoSt4XXMycnB4GBgdi8eTMiIyN1nhsbG4uIiAgAwOnTp8XyOMI+QVxcnDgrQPhZnT17Fu3bt0fHjh01+lUqldixYwceP34s2X/37l3J4xs3buCnn36S7Hv06BH++usvjRsTAwcOxMCBA3U+F8Hx48fh5+encW0iIiIiIiKi4rKcqAURmZUlB/hNXXjzeSIEmi0xwA9Y5msusMSxC++R0qp3b6z169cbbDN37lxx+7fffgPw7w2AsLAw5OTkSNoPGTIE48aNw+XLlzF79mysXbsWeXl5Wn8uSUlJGD16NIKCggAABw8eFI8dOnRI0vbRo0fYtGkTPvvsM8n+bdu2SR6/9957OHfunM7n4+3tjevXrwNQzSQwxpYtW8TxEhEREREREZUGy4sWEZFZCKVihG1LY6ljl8vlYrDW0saufmPF0sYOWHaAXyhNU16vu4+PD3r16qW3zY0bNzT2paamIicnB9OnT8fs2bPF/cnJyeL2+PHjxe1NmzZp7Xv48OE6ZwMsXrwY3t7e+Oeff1BQUIBBgwbpHac6Q5n2p0+f1tiXm5uL7OxsFBYW4siRI+Lvb0xMDGJiYoy+NhEREREREZExLGflQCIyK7lcDoVCYZFBT0vP4FcqlRabwS+wtAC/+g0tS1LeJXrUTZ8+HcePHzfpnPnz52PDhg0ApKV3Bg8erLX9rl27JI9Xr16NDz74wKhrvfvuu3j3b+JY4wAAIABJREFU3XfFx8JrVRLqJYgEw4YNw6NHj7By5UosXLgQMpkMffv2RWZmZomvR0RERESk7vXXX9d5zN7eHs7OznB3d4e3tze6desGR0dHrW0DAwMREhKisV8mk8He3h6Ojo5wdnZGvXr10KBBA7Rs2RKNGjUq9rjT0tIQFhaGK1eu4N69e0hPT0dWVhbs7e1RuXJlNGzYEJ6enujcuTMqVKigt6/k5GSEhITg6tWruH//PjIyMlBYWAgHBwe4uLjAzc0NHh4e8PT0hIeHh0nfq6dPny4m6Tg5OeGbb76BnZ2dUefu3r0bP/zwg9ZjVlZWcHJygqurKxo3bozu3bujcePGRo/LFB999BGuXbtm0jk//PADnJ2dxcePHz/GuHHjAACurq7YsWOHyePYtWuXWAJ19OjReOutt0rlvDVr1uDkyZMAgD59+mDatGkG+8zIyMDUqVORkpICAFiyZAlat25t9HN5HjHAT0RGUV/s1dKCtYDlZvCr1+C3tLFb8gLBljpjpWiAvzw5OTkV67x//vkHAJCXl4eQkBB0797d6GC4n58fPDw8cOfOHaPaHz58WNy2ti75RyBtC+Y+evQIgGrhXQDIz88HIL3BOHbsWPz888+oX7++zr6vXr2KBg0aSD5YExEREREZKycnBzk5OUhKSkJ4eDj27NmDWbNmoU2bNkb3oVQqkZ2djezsbCQnJyM2NhahoaEAgPr162PQoEHo2bOnSWPas2cPDh8+jOzsbI3jmZmZyMzMxKNHj3D69Gls3boVvXr1wogRI1ClShWN9j///DN2796NvLw8jWPPnj3Ds2fPcO/ePXHMQ4YMwTvvvGPUWG/duiWZgZuZmYmwsDD4+fkZdb4+hYWF4vju3r2Lw4cPo2vXrpg+fbrRNxBIZcKECbh69SqSk5Pxxx9/wMfHB23bttV7zqZNm8Tgfr9+/Sw+uA8wwE9ERlKvwW9pmeSWFKAtSqjBb6k3VgDLLdFjiYTfTXNk8Nvb2wMAnJ2dIZPJ8OzZM6POUw+Sz507F+Hh4SZdt2nTpkYH+NVL7hh6bUaNGgVfX19MmjRJZxt9tfeFwL7wZaPol479+/fj5MmTmDlzJvz8/JCQkABbW1tUrVoVgGoNgA4dOmDjxo1a+4+OjoazszNcXV31Pg8iIiIiejksWLBA8jg7Oxv37t1DSEgI0tPTkZqaimXLlmHFihV6s8UHDhyIli1bio8LCgqQkZGB5ORk3L59G9evX0dubi5iY2Oxbt06nD59GnPmzEGlSpX0ji8xMRGfffYZoqOjxX3u7u5o3bo1atWqhQoVKiAzMxMpKSm4cuUKIiMjUVBQgCNHjsDGxkZSuhMAvv32W+zdu1d83LhxY7Rt2xY1a9aEra0tMjIy8PDhQ0RFRSEqKgqFhYUmJUJpm518/PjxYgX4fX194evrKz4uLCxEcnIyLl68KM5kPnXqFHJzc/Hxxx+b3L+xRo8ejXr16hlsJ3y3swTOzs6YMWMGFi1aBEC1PtyGDRt0JkqdPXtWLLVao0YNySxvS8YAPxFUfwiNyeYUFnB8GVlZWb0QGfyWRqjBb6kleiwxCx7498aKsG0pzJnBb2trK157+PDh+PrrrxEeHo7169fjm2++0Xne999/X6Lr6suC18fQvwlWVlbw9vbW2+bYsWOYNWuW1mP79u0DAKxYsQL+/v4aGUpCuaE1a9bAz88PAwcOhIODg6SdrhsXOTk5GDZsGGQyGS5evKh3jERERET0cvDx8dG6/80338TixYtx+/Zt5OfnY9u2bVi9erXOfho2bKizL0CVoHPkyBHs2bMHeXl5uHz5MpYuXYrPPvtMZ/Z5ZmYmFi5ciLi4OABAnTp1MGnSJHh5eWltP2LECCQlJWHv3r34448/NI7fu3cPP//8MwDVzNw5c+agc+fOOseclpaGU6dOwcbGRmcbdTk5OWIQuGbNmnBxccG1a9fwzz//ID4+HrVq1TKqH4Gbm5vW19Tf3x8nTpzAunXroFQqcf78efz9998mzbIwRbNmzdCiRYsy6duc2rRpgz59+uCPP/5AcnIytmzZgjlz5mi0S01NFeN6MpkMM2fOhIODQ3kPt0xYXrSIiMyiaGawJbHkxV4tNdAMvBhrH1gac/6eCj/vwsJCTJ06VczEN2VR29q1axvVztraWqzdP3r0aI3ja9euNdiHtkV/9dEVyO/Xr5+4rf6eiY2NFbeFhXe1yc7OxqlTp8RtddqmGgMQs0ws8T1KREREROWrYsWKks+yUVFRSExMLHZ/zs7OePPNN7Fq1SqxTGdUVJTepJ5169aJwf0GDRpg1apVOoP7AhcXF0yePBnLly+Hi4uL5Niff/4pfk/29/fXG9wHgEqVKsHf31/y2V2fc+fOiettde/eHT169ACg+vwdHBxsVB/G6tGjh2T8Z86cKdX+Xxbvv/++OLv5zz//RFhYmEabDRs2ID09HYBq/QpPT89yHWNZYoCfCMDy5csRFBRk8L+XmRA4tMRa8JZMmDlhqRn8lswSZx+Yc5FdQcOGDSWP69atK9a8BFQf7nXJzMwUP6gLevXqBQCSqaTz5s1Dx44dAaiC/WfPnpWc07lzZ+zbt0/v4k/q5XoEixcvFreL/r4Ji4h98cUXOvsUyvIU9fvvv+PYsWNajz19+lRrdgmgGeB/8OABQkNDcfv2bZ1jECQkJBhsY6pjx44hKSmp1PslIiIiorJVt25dSTKNejJKcTVo0AABAQHi46NHjyI5OVmj3e3bt8Vgq52dHebNm2dw4Vx1zZo1wxtvvCHZ9/DhQ3G7LDLShc/uMpkM3bp1Q6dOncSyNSdOnCj1hKr27duL2/fu3SvVvl8WDg4OCAgIEL8DBwUFIS0tTTx+4sQJXLhwAYBqBsmYMWPMMs6ywmgRERlF+EdS8X/2zjs8iqr749/dbAokEHooAUIPSO8ISBVEeQVEUZSmoqgvUkRflCJIDyASUPBHF7EgCAjSQyihE0qoIZAQCIQE0utm6++PzQwzu7M1u8necD7Pw8OUO3fO3tydvfO9556j1TIleAph0YOf5SS7Qli2nSVKMgY/YAg7s3LlSpPjZcqUweLFi/H777+ja9eu2LFjh0mZDz/8EDk5OXyyI8CQjHbhwoXYsmUL1q5dyx9XKpWia4VLgbl4okFBQahevbrJfWrXri1p+4kTJzBw4EB+n2s7LpZojRo1EBkZiU6dOkleD8BkcoJjyZIlCA8PN3udObgJg7y8PDx8+BBDhgwxu5JAyKVLlzBw4EBcvnzZYjl7VwBMmzYNX375pV3XEARBEARBEO6BMEZ+bm6uU+rs0qUL6tevD8AwdpUa8+7atYvf7t27t82rdi0hFNg5j2xnkZiYiBs3bgAwTC5Ur14dZcqUwYsvvggASE1NtTrOthfh34ZbOUDYT8uWLfHaa68BEIfjSUlJ4d8n5XI5Jk+eXOqSGZPATxCETQg9g1kUa1kNZcFyiB4AfN4G1mC13Us6lFbTpk3NJtfq3bs37wUvldipbt260Gq1ePDgAQBDci8ukVZwcDAqV67Ml23VqpXJ9Z9++ik2bNggiukvNWgztxKmbNmyAIDPP/8cwLO/O5esrEKFCgBgMUajRqMxe84RuD74yiuv2BXq6NKlSwAgmiyxVL8xer3ebHigjIwMm+0gCIIgCIIg3AfhOM5cAlJH6NWrF799/fp10Tm9Xo+oqCh+nwt1U1SEMfD37dvn1HG4MLlu7969+W2h7eZW5zqK0NOcC3tEOMbo0aP5SaTTp0/j2LFjWLFiBT+pNXToUItJplmFBH6CIOyCRS94lmPwc0l2WRXJATbbnVW4iThugOvO7W4stHPLdDlRevTo0fwyWI7IyEhERkaiWbNmJvV9+OGHaNmypeiYlMAvNfkRGBjIb3Ohf7iXhj59+iAyMpJ/CZLL5XjvvfcwdepUtGrVSrQiwFmeUMbY68XDef7rdDpkZGTw+RCMMfdc2bBhA++hZFyWxWcRQRAEQRDE805CQgIeP37M79etW9dpdQcHB/PbMTExonMPHz7kxWsvLy+TcJ6O0qNHD3779u3bmDRpEvbv31+k3AKA4V2BW4Xg5eUlio3fokULPsb7hQsXnOr4cv78eX47KCjIafU+j/j4+GDSpEn8+2ZoaCi/4qJu3boYPnx4SZrnMhQlbQBBEGzBqrjDsic5i7HgOVi1ndUku+4Qg99WNm/ejPPnz2PFihUAngn8OTk5TruHl5cXvz179mzMnj1b0rtn+/bt/HaTJk2wfv16i7E8uTA5b731FpKTk/lloJYEfl9fX3zxxReYO3euXZ+BW0Fgjg4dOmDDhg28vcJVVtnZ2Zg8eTKuXbsmKfKbW+lx5MgRAIaJIoXCMFTkvP3Nef0TBEEQBEHYS55Kg+gnzhv7FQfB1fxQ1ostKS0nJ0eUB6tJkyaoWrWq0+rnRG/uXlqtln8vEcbkr1q1Kj+2LCrBwcEYMmQIdu7cCcCQU4ALx1KhQgU0bNgQjRo1QtOmTdG8eXN4enraVO/Fixd5h6POnTvzq3yBZ/H4t27dCo1Gg6NHj5rkBnCEo0ePihLrWksYXBSsvVsAwLp16xAQEOAyG4qDpk2bYvDgwdixYwf//qdQKDB58mSb+wJrsPVUIgiixOAEIxZjwQvtZc12LgY/i2Kz0IOfNVgV+IXJsN2d4OBgBAcH8wI/5yHPCfzO+K5yLxYAMGDAALMCv/GLhlQIIHNUqlSJ37Yk8CsUCgwaNEgk8CsUChN7VqxYgQkTJvD71pb/6vV6rFu3Dt999x0++OAD+Pn54ebNmwAMAr8wAZnUtVJwLzVqtZoEfoIgCIIgXEb0kxy0+yGipM2wi4uTu6NtYIWSNkMSLpEth1KpxL1793D06FHe21yhUGDs2LFOva9xuJ/s7Gw+vGV2drbZckXlgw8+QJ06dfDbb78hJSWFP86tYOUcXHx9fdGnTx8MGzbMbDhRDuHYWyqcUJ8+fbB161YAhlA+tgr8Dx8+FP19dDod0tLSEBkZyYfXBAzJdtu2bWtTnYRlOnToIMr91qNHD6etIHFHSOAnCMIuWA23wqJYC7AbC56DWznBqu2sYezBzxJcOB5XJZUyDl/kLIQeIJbqlvJWat68Oa5duyb6eznS706dOoUffviBz1/AkZOTI0qQLpzw4I5Jwb0gFRQUoEyZMtBoNHj11VcBAMnJyVCpVKLVEQRBEARBEI4QXM0PFyd3L2kz7CK4mnNFameyYMECi+f9/f0xadIkUUgdZ1CS7019+/ZFz549cfnyZURGRuLWrVt48OCBaJybm5uL3bt3IyIiAjNnzkSjRo0k60pPT+cnBSpVqiTp9FOjRg00a9YMN2/eREJCAqKjo21qz4iICEREWJ7M6tatGyZOnGi1rqIwYsQIyXxoQqxNgrCASqXCTz/9JDp2+vRpDB8+nPnVCeYggZ8gCJtgOZ46a/YKKQ0x+FmE1dBInAc/CzH4hXTt2tVlKz4qVKiAESNGADDEzRw+fDi/NHXSpElm49M7grFgXqVKFVSuXBm3b9+WFPiDgoKwdu1apKWlwdPTE3///Tc6derk0L337t1rciwlJYX31lKpVCYJgq21dXx8PFq2bInMzEykp6fzx3fs2IFWrVpBJpMhODgYiYmJfCKr541Tp06hXr16z+3nJwiCIIiiUNZL4bbe8KUBLy8vlC9fHnXr1kW7du3Qq1cvp3vRA6YhNrnQm8bbzgzFKUShUKBDhw7o0KEDAMO4Ny4uDjdv3kRERATu3r0LwCDgz5kzB6tXr5ZshyNHjvDj+V69epk4x3D07t2bXzF7+PBhhyZM5HI5ypYti2rVqqFJkybo1asXmjZtanc99tKsWTOLoUhLC5s3b+ZXMleoUAEZGRnIz8/HihUrMG/ePGbek+2BBH6CIOyCRYEfYDsGP8se/CzDYn/hBqEshVE5efIkFAoFkpOTRced1d/DwsL47Y0bNwJ4FntyxIgRvPjvDLh2f//997Fx40asW7cOMpkMgwYNkhT4O3fuDJlMhsqVK/PXAcDBgwfxwQcf4NGjR0WyZ8+ePfw2542v0+mgVCpRpkwZ5Ofnm1yTmJjIb3PLt//8809RmZycHIwcORKAwVNs2rRp+Ouvv1C/fv0i2csiEydORIUKFUT9jCAIgiAIoiQQjv2KE+E43s/PTySMc+NcAHj69Kkox5Or8PLy4sOBvvHGGwgPD8eKFSug1WqRkZGBffv2YdiwYSbXCcdzvXr1Mlt/9+7dsXbtWhQUFCAiIgIfffQRvxrZHMOHD8e7777r+IcqBXDOaIB9K86FZYV1mOPGjRv8d8Hf3x/Lly/H7NmzER8fj6tXr2L//v386uTShPWWIQiCEMCi6CmENZFcLpczOzkBlI4QPSzZzg14WEiyy+Hj4wOFQlHsORsqVqzotLpCQkIAPGv3fv364dChQwgMDORD2QhfZLy9vXHs2DH07dtXsr7KlSujd+/eJse7dOnisI0FBQU4efIkDh8+jJdeegnLli3DgAEDTMqNHj3a5JgwdiUArF27lt/mJksyMjJw6tQpxMbGOmwjq3CrJAiCIAiCIJ5HoqOj+e3GjRuLzgUGBvIhX1QqVYmMFXv37i0SdK9cuWJS5saNGyLnmvHjx+M///mP5L+3334bBQUFAID8/HxRglzCPL6+vvy2lKOROYQhXIV1SKFUKhEaGso7Xn366aeoXLkyJk6cyE88bdq0ycS5rDRAAj9BEDbBcogeDhZtl8lkTMZTZx3W+gkHiwK/McUxsXLs2DHs3r3bafUJ49wDhr8Dl3yXi9HPCfwHDhzA3r17rS6PlooNGRgY6LCNS5cuxaRJkzB9+nQAhjaQQhiKh+Ovv/4S7Us9kz7++GNMnDgRM2fOdNhGgiAIgiAIgj2OHz/Ob7ds2VJ0TiaToXXr1vz+kSNHis0uIW3atOG309LSTM4Lk+vaS1GufZ7gEi8DwOPHj22+TljWmpPWhg0b+PI9evRA165dAQANGzbEm2++CQB8qB5WnSjNQSF6CIKwC51Ox5xoKIynzhpyuZx5gZ/ViRUWQyO5KpFscVCcHvzOjj3K2c71GeHSUU7Y5/6vUqWKTXUOHjwYMTExoomIBg0aOGzj0aNHRftSS6OdERc1JiYG+fn5JvH+CYIgCIIgiNLHqVOnEBcXB8AQGkcqtM2gQYP4SYDw8HAMHjy42PMXCd+PjMPp5OXl4dSpUwAM4/i33nrLplAwBw8eRFpaGm7duoWEhATUrl3buUaXMoSrO27dugWtVms2zwGHSqXCnTt3JOswJioqCgcOHABgmAgYN26c6Pw777yDc+fO8aF69u3bh9dee82Rj+KWkMDvJMLCwhAaGmrXNSNGjMDbb79tsUxycjKuXLmC69evIz4+Hk+fPuVj51apUgVNmjRBjx49ipQk4+7duzh58iSioqKQmpqK7OxslC9fHhUqVED9+vXRokULtGnTxqZwBmq1GhEREThx4gQePHiAjIwM+Pn5ISAgAF26dEGfPn3szsjtijoJ+yEP/pJBLpdDrVaXtBkOwU2ssNjuAJvhqLgBEnnwFy/GHvxC27kQPZwnv634+Phg5syZGDduHAICAnD27Fl07NgRW7Zs4RNGFQXOLo6cnBz07NmzyPUCwO3bt0WeWgRBEARBEETpIy4uDitXruT3BwwYwK9iFdKoUSO8+OKLOH36NAoKChASEoJ58+aJEvBa4tatW4iOjsaQIUP4Y+np6XaF3Dx37hy/XbduXdG5EydO8CF32rZta3OOLo1Gg23btgEwaIJcPi1Cmpo1a6Ju3bq4f/8+srKycPz4ccmwpEKOHDmC3NxcAIZ+JMzpICQvLw+hoaH8u+T48eNN+pdCocDkyZMxZcoUaDQabNq0Ce3atUP16tWd8OlKHhL43ZTY2FisWrUKMTExkudzcnKQk5OD+Ph4HDx4EC1atMCkSZNQrVo1m++RkZGB9evXSy7TT0tLQ1paGuLi4hAWFobXXnsNn3zyicX6EhISsHTpUn72liM9PR3p6emIjo7Gzp07MXHiRLRv394mG11RJ1E0WBRrWffgJ5G8+BH2GZba3ThED0uw1M7m4Npd6InCecq/8sordtcnk8n4UD2dO3cGYBgYP3z4EC1btsTVq1dNrqlfv77Jb6YU3t7eov2EhAS77TNHUlISoqKi0KpVK6fVSRAEQRAEQbgHOTk5OHDgAP744w+oVCoAQNOmTTFq1Ciz10yYMAHx8fFITExEXFwcvvrqK3z66acWx4upqanYtm0bDhw4YOJpvW7dOmRkZOA///kP2rVrZ9aZRq/XY8+ePQgPD+ePGYvKhw8fNnvOEr179+YF/vDwcIwaNcqqR/rzzptvvonvv/8eALBmzRpUq1YNzZs3lyx75coVbNy4kd+XSozMsXbtWjx9+hQA0KdPH3Ts2FGyXP369fHWW2/hjz/+gFKpxIoVKzB//vxS8S5KAr8LCAwMtOmltlGjRmbPPXr0yETcr1WrFurUqYPy5csjNzcX0dHRSElJAQBcu3YNX331FUJCQmyafXry5AmmTZsmSiwREBCABg0aoFy5clCpVEhMTMS9e/f4B7YlUlJSMGPGDD6WmUwmwwsvvIAaNWogMzMTV65cgUqlQkZGBubPn4/Zs2dbbSNX1EkUHS4EBYuwKJLL5XJm25zlVR+s2cvBDShZ7TMA2x78UmGd5HI5Lly44LR7LVy4ELdu3ULnzp2RlJSEgQMH8udefPFFDB48GP/73//4Y99//z2mTJliUo/xywc3IHYGM2bMAABs3bq1SGGFWOT69esYM2YMDhw4YHM4JoIgCIIgCHciNjZWlMxUo9EgLy8PKSkpuHPnDm7cuAGlUsmfb9u2LaZMmWKyQlSIr68v5s6di/nz5yMuLg6PHj3CjBkzUK9ePbRp0wY1a9aEr68v8vLykJqaiqtXr/JhXKTQ6/W4evUqrl69Cl9fX7Ro0QKNGjVCpUqVUKZMGeTn5+Phw4c4d+6caPXryy+/LNKN7t+/z2tvvr6+6NSpk83tFBgYiMaNGyMmJgYZGRk4f/48unTpYvP1rJKbm4tff/3VprIBAQHo168fv9+zZ09cvHgRx44dQ25uLqZNm4Y2bdqgdevWvHd+SkoKLl++LEqGPGDAAN7hyZgLFy4gLCwMgCEc6kcffWTRpmHDhuHcuXOIi4vDtWvXSk2oHhL4XUDjxo2tervbSo0aNdCvXz/06tXLZCmKTqdDWFgY1qxZg4KCAqSlpWHp0qVYsmSJRWEkNzcX06dP58X9Bg0aYNy4cWjatKlJ2fz8fERGRlr1wl26dCkvxFerVo1/UHNkZmZiyZIliIqKgkajQUhICNasWWMxDrIr6iSKDqtiLcue5Dqdjsl2B9j14AfYtJ3z4OdiTFKfKV6kYvADzv07+Pv784Pb6tWro1OnTvySY41Gw6/kW716NRQKBdq0aYNNmzZhzJgxAIAzZ85AJpOJJgYA6WRjReXtt9/Gpk2bzHrllEZOnDgBwLBknQR+giAIgiBY5N9//8W///5rtVxQUBAGDRqEvn372lRvtWrVEBISgj///BN79+6FUqnEvXv3cO/ePbPXeHp6on///ibe27Vr14anpyfUajVyc3Nx9uxZnD171mI9b7zxBt59913RcWGC3G7dulmcpJCid+/e/ATB4cOHnxuB/6+//rKpbPPmzUUCPwBMmjQJVapUwc6dO6HVanHp0iVcunRJ8nqFQoFhw4bhnXfekTyfk5ODH3/8kd///PPPRZNT5uqcNGkSvvjii1IVqocEfjelYsWKmDhxInr16mV2iY9cLke/fv1Qrlw5LFiwAIAh7u3ly5fRtm1bs3Vv2LABSUlJAIAXXngBs2fPNkkywlGmTBl0797doq2RkZG4ceMGAMMXZebMmQgKChKV8ff3x4wZM/D5558jKSkJ2dnZ2LFjh9klXK6okygaQm9sWxLOEM7Bw8ODWW9sFsVlISwKzaUpBj9LGMfgL85npHCMoFar0bx5c5w9e1aURFcosHt6eiInJ4dfAcjhqrBOkZGRz5XAz+IKlJJGqVRCoVBIJn4mCIIgCKJkkclk8Pb2RtmyZeHn54c6deqgQYMGaNWqlcWoFObw8fHBmDFjMGTIEJw+fRpRUVGIj49HVlYW8vLy4OPjgwoVKqBBgwZo2bIlunbtKunEOXz4cAwaNAhRUVG4efMm4uLi8PjxY2RlZUGtVsPb2xv+/v6oU6cOWrRoge7du5s4zarValHIanvC83C89NJLWLduHTQaDS5evIjU1FSzceIJAx4eHhg9ejQGDBiAsLAwXL9+HY8ePUJ2djZkMhn8/PwQGBiIFi1a4OWXX7bYnj///DPvqNS/f3+LWqiQevXqYdiwYfj999+hVCoRGhqKBQsWMD2Gp5G0m9KiRQubE+d26dKFXxYEGJanmOvUcXFx/AxlmTJl8OWXX5oV921l7969/HafPn1MhHgOHx8fvPfee3y8rQMHDuC9996TnMBwRZ2Ec2DRk5x1D37WY/CzaDu3coLbZgVOWGZxUkg4iSjcZ4GSFPiF9+JWblgTSh88eCDa5zyV5HI5FixYgK+//hpVq1a1GrbHy8vLahi//Px8i+dZRup3xVn9Ny0tDdnZ2SZJ4Eoj3bp1Q4cOHbB69eqSNoUgCIIgmGPPnj1OqWfy5MmYPHmyU+qyBX9/fwwYMAADBgxwuI6yZcuiS5cuDnvNe3p64rfffnP4/gBQrlw57Ny5U/Lcu+++a7JioCRYuHBhkesICAhwWl/jqFatWpHb58svv8SXX37p0LXDhw/H8OHDi3R/d4LccEsJwvA6T548MVtu//79/PbLL79c5OXj+fn5iIqK4vetLc3q2rUrypQpAwDIzs7G9evXi6VOougIY0yzJLwJYVFophj8hD0YJ9mldi8ejGPwF6fAL1yuaulZ8eOPP+K///0vACAxMRFKqtJiAAAgAElEQVSAIckUYHi54YTpPn36YP369di/fz/GjBmDadOmiep58803MWHCBDRr1gxLliyxumouPT3d/g/FCFLt7SyB/4033sDQoUOLVAdLODNPBUEQBEEQBEE8b5AHfylB+CJp7gVfq9XysWEBoEePHkW+761bt6BWqwEYvOmtLdHy9PREkyZN+GQZV69eNUmM64o6CQJgN/QHyzH4WUW46oO1dvfw8GBS4LeUqJYVSsKDv3PnzoiMjMT69etN4lsal+Ni96ekpMDLy4tf7uzp6QnA0OYymYz/DR0/fjwAQ8Kxo0ePIiwsDN26dUO3bt14Yb9r167w8PDA/v37+fB/QiIiIpCRkYEKFSo470M7wO7du5GWlsbnIjDm4cOH8PLyQrVq1XDmzBkcOHAA3333HQCD4wSX20CIcLzVvn17AIZEx0DR+29OTk6RricIgiAIgiAI4vmBBH4XkJubi4iICCQkJCA3Nxe+vr6oXLkymjVrhtq1a7vknvHx8fy2Oa/8Bw8eIC8vD4BBOG/QoAHUajXCwsJw/PhxPHz4EHl5eShfvjzq1auHzp07o3fv3vyLvxTCbOR169a1KTROgwYNeDE+ISGhWOokik5p8OAH2BMNWY7Bz8Hi5ATLYZ08PDz4UC0swmK7l6QHP8eHH35oc9mUlBTRWMFaMrH+/fsjPT0dYWFhkuF//vvf/+L27dtISkpCaGgotFotvvjiCwCASqXCnDlz8P333xfrc0CpVCIlJQWBgYEAgDlz5gCAicB/7tw55Ofn80t7IyMj8fXXXyM3NxezZ8/G6dOnMXHiRGzZsgXBwcGia3Nzc03ue/r0aQCWV1MSBEEQBEEQBEE4ExL4XcC5c+dw7tw5yXNBQUEYNmyY1cS19vD06VNcvXqV32/durVkOS5GPwDUqlULjx8/xqJFi3D//n1RudTUVKSmpiIyMhLbtm3D119/jYYNG0rWKRTjpbzbpKhatark9a6s0xpcUg5nUtTwR+4Ky2Itq7aTwF8ysOrBL5fLXZYw1ZWwHIOfg5WVE40bN4anpye6dOmCDz74AHK53OrEyptvvgkvLy906tRJ8jz3mZs1a8bXNXjwYHTv3h1TpkzBtm3bMGzYMOd+EAt8++23CA8PR6tWrdCuXTv++Pr16+Hn54e3334bAPiwRUL8/f2Rm5uLnJwc3LlzBwCQlJQkEviTkpIwcOBAs/efMWMGKlSowK+asAdruQ8IgiAIgiCI0s2TJ08QGxvr8PWBgYEuczAm3BMS+IuZ+Ph4LF68GBcvXsTnn3/ulGSw69at4wXAqlWromPHjpLlUlJS+G2ZTIZvv/2Wf4kMDAxEo0aNIJfLER8fzz9IkpOT8c0332DRokVo0KCBSZ3Z2dn8tq3L7ytWrMhvSy1Bd0Wd1pgyZYrd11jD2QlIShqKp14y2CK8uSsse8EDbHqSA+yG6GEZYw9+d0/0LgzlM3bsWOzZs8fqs12hUOCNN94we567ViaToWLFili+fDk6duwILy8vDBs2DMuXL0ebNm2sht1zFpzjQ1RUlCivD5fINT8/3+x4yd/fH4mJiUhNTeVXwxivyvj444+t2nDv3j1JgT8nJwd//vknP7liTHJystW6nYlGo8Hjx4/pJZAgCIIgCMJNuHr1KkJDQx2+fvjw4W6R4JcoPkjgdyIBAQHo3r07Wrdujdq1a6NcuXLQarV48uQJLl26hN27d/OC+pEjR+Dl5YXPPvusSPc8cuQIvxwcAEaNGmU2pI5wKfndu3cBGJblT5o0yWRFwdWrVxESEoKsrCwolUosXrwYP/30k8nSfKVSyW9bW+IvVU54vSvrJJwHi6Inyx78XJJdFm1nGZZj8LOamJllD37OVhYnVoT9pSh2Dxw4ECdPnuST3nfr1o0/N3HiRFy+fBnTpk3D5s2b+TL2Eh0djYCAANGkvjFZWVkIDw+3+lv1448/mj3HrQTMycnh2yYmJgZ+fn74+OOPceDAgSKt/Fu/fj1+/fVXdO7cGc2bNzc5X9z9Z8WKFfj9999x7tw5q5NTUVFRaNasmcXwjQRBEARBEARBFC8k8DsJLl69sSeWp6cn6tSpgzp16qBfv35YunQpLly4AADYv38/evTogRdeeMGhe965cwerVq3i97t3746ePXuaLS8lfE+ePFn0Es7RsmVLzJw5E1OnToVOp0NiYiKOHTuGvn37isqpVCp+WyourxTCl8KCggKT866o0xrff/89KlWqZPd1zyOsx+BnDZZD9LA8sQKwOZkFGARbzuuY2r14MBb43d2DX4hwErEo9O3bF5GRkZLnvL29sWDBAowcORLLli3D9OnTHbrHiBEjUKdOHezYscNsmZUrV2Lnzp0O1Q8A9+/f51cS5ufn83/Tn3/+mS/z4MED+Pr6WnUoCA8PR2xsLEaMGIGgoCD+OPf9NPdsz8/PNzmm1Wohk8lckt/hxo0bvF2W+m5WVhY+/PBDjBgxApMmTXK6HQRBEARBEISBvn37muhvBGGJ4s8CV0rx8/Oz+tJVtmxZTJ06FbVq1eKPbd++3aH7JSUlYe7cubwYHhQUJBlHVoixN3yjRo0kxX2O4OBgdOnShd+PiIiwWKetSR3VajW/7e3tXSx1WqNSpUqoUqWKU/+VVlgUa1kOFcMl2WWx3VmG9T7Doic5B6vtDrDpwV9cE3H16tXDl19+iZ07dyIsLMzheh48eGD23L59+4ok7gOGSQSOvLw8SRGeC99jjcuXL2PXrl148803ARjGUf369eMnQoR9/fTp09izZw9SU1NNJg62bt2KTp064aOPPnLoM1mDs8PamIsbcz569MgldhAEQRAEQRAE4RjkwV/MeHt7Y+jQoVixYgUA4Nq1a1Cr1XYtdU5LS8O3336L9PR0AED16tXx3XffwdfX1+J1Pj4+on2heG+Ozp0749SpUwCAW7duWaxT6HlvCWE5Y5tcVSdRdCgGf8nAstAMgFkPfpbbnWXbAbZD9HBisCu8rF1FcU4IDRo0COfOncO8efPQrFkz1KxZ06n1L1++vMh1CL3nzeXnmT17tkN1z5o1C1lZWXx4H+H3dMKECfz2woULRdctWbIEAES5BFyBNYGf5ecKQRAEQRAEQZRm2HkDLUW0atWK3y4oKMCTJ09svjYrKwszZ87E48ePARg8z+fOnWtTeJny5cuL9m1JplanTh1+Oz8/H3l5eaLz5cqV47czMjKs1geAn5gADCsfjHFFnYTzYFmsZdF2Z8XHLglKy6QQ2V48sGSrMSwL/MU5ISSTyTBt2jSUL18eM2bMMCso5+XlWRSbR40aJdrX6/XYvn17keLiF5WhQ4daPK/T6UxWA2g0Guj1eqxfv150nJtkKK5+ZOzB3759e8yZM8eknCvCxdGkAUEQBEEQBEEUHXbeQEsRxsnhuFiv1sjLy8OsWbP45enlypXDnDlzUL16dZuuDwwMFO3bkuTO2BveOC6ssE5bJyq4RMNSNrmqTqLoGAtYRPHAxeBnVQRh1e7S4gXPIix68HNwnvAsCfzOisFvK+XKlcO8efNw48YNrFmzRrLMSy+9hKlTp/L7GzZsQK9evfj9mzdvisonJiZi0aJFRbKrqOFv3n//fZw9e9bsebVabdLGKpUKWVlZWL16tej45cuXi2QLYHAIuX//vl3XCMMd7t692+S8K3J70JiCIAiCIAiCIIoOO2+gpQjjJLC2xIxXKpWYPXs27t69C8AQz3/OnDmoW7euzfcVeuMDMPHGl8JY0DcOAyQU0+/fv8+LG5aIjY3lt6VWEbiiTsK5sCi8AWx6knMx+AH22l1oL2u2A2C23QE2BX7hig/WMJ4AZanPCAX+4rK7ZcuW+OSTT7Bx40aziXmPHz/Ob69atcrEGUI4KWFrOD9LjB49ukjXKxQKKBTmI19mZmaajGdUKpVoBSLHnj17AEh7/XPs3bsX//77r9n7jRkzxuqqAg5bY/AXVeB//fXXERISIjoWExPjUF0EQRBEyUGTswRBEO73LCSBvwQQitEArIbXUalUmDt3Lh8D39vbG7NmzULDhg3tum/16tVF3v4JCQlWrxGWKVeunIlHf9OmTfn8AUqlEnfu3LFYn1qtxu3bt/n9li1bmpRxRZ1E0WFZfGMZ1j34WYbVNuf6DLfNGix68HO2arVaeHh4lLA19lFSYcBGjRqF9u3bY+bMmaJwfJyILBxvSK2I6NixIxYvXgwAyM3NtXo/Lq69v7+/yNu/bt26mDRpEnx8fLBp0yaHPgtg6gBhzHvvvWfyElBQUGA1Wa/xpMD9+/eRnZ2NWbNmWcwFYCkZsTFCgf/XX3/ljwsnXzQaDd/ejvaTxMREbNu2TXRs5MiRDtVFEARBFD/cb3N+fr5NTngEQRClFa1WyztEu0seUBL4S4CwsDB+u3bt2vD39zdbVqPRYOHChbh69SoAwNPTEzNmzECzZs0cunfnzp357TNnzlgtLyzzwgsvmJwvU6aMKKfAkSNHLNZ3+vRp/kvg5+eH5s2bF0udhPNg0Que5Rj8rNlrDMsiudQ2a7Bku/EkIku2c2i1WubsFj4fixMPDw/MmTMHarUa3333HX//rKwsAIYJ/qSkJKjVarMhj7Zt2wadToecnByL9/ruu+94AX7QoEHo27cvf65du3YYMWIEAIjGD9wxazRu3BiRkZF82ENzY5b09HSTlQYFBQX85zXHoEGDRPtDhw7Fhx9+KDp26NAhs+GOjFm1ahXefPNNAAavo5EjR+LGjRsAgF9++QWhoaF82U8++YQPOxQZGYlz584BcN13Mzk5GVu2bHFJ3QRBEETRCQgIAGDQKIydFgmCIJ4nYmNjecck7tlY0pDA7wSMw9hY4syZM6Jl5z179jRbVqvVYunSpbwHlYeHB6ZOnYrWrVs7bOurr77KLyG/e/cuTp48abZsdHS0KJ5snz59zNbJERYWZjbmq1KpxG+//cbvv/LKK2Y9HV1RJ1E0SoMHP4sCP8B+mwPsibUsx+Bn2XZWEYboYSn+PmDwjtdqtSXyfKxatSpmz56NiIgIbN26FYA4fODAgQMxd+5ci23622+/iQT+d99916SMXC7nVwZy3w1O8P/iiy9EZXfs2IHw8HB8/PHHZu8p9Jw3Dmvj7++PAQMG8Pv9+/c3W49KpbK6+kAqF1FcXBy/ffPmTUybNg1r1qxB+/btLY7rAEM+g/j4eP7+3OpQ4FloICEPHz7EH3/8YbFOcyiVSvTr188kZwJg+Dt069ZNdGzWrFlYvny5KBcAAISHh+PAgQMO2UAQBEE4D6ET3vHjx90uPAVBEERxoNPpRLqu8NlYkrD1FuqmnDp1ClOmTMHRo0fNxrXPy8vDn3/+iZCQEP7lskqVKnj99dcly+v1eqxcuRKnTp0CYHg5/eKLL9CpU6ci2VqjRg2ReL58+XLJl8GrV69i7ty5/I92kyZNzN67Q4cOvHe/RqPBnDlz+JdHjqysLMyfPx+PHz8GYAj3Yyk2rCvqJJwDiyI5y4Iny57kwnZnzXaA3ckJgE3bWU7kLQzRw6LAX5L9pVu3bhg+fDhCQ0Nx+/ZtE3F33759FmPsx8TE8LmNGjVqZCLYA8CjR4945wbus+7duxdnz541WVJbp04dlC9fHmXLlpW8X2RkJAYOHMjvV6lSxaTMrFmz+O2OHTuatb2goMCmfEiWGDVqlGj/8OHDov0zZ85g3759ktdai7kPAD/++CO+//57Ucgf4T0KCgpE51JTU7F+/Xro9Xo8evQIaWlpJmF5AEN4RaVSKTrG/Z2N+8D//vc/zJgxw6qtBEEQhGtp1qwZP2F+8+ZNrF+/HjExMRSuhyCI5wKtVouYmBisX7+ed2Dx9PR0OMKKszGfDYywi5iYGCxbtgwKhQKBgYGoVasW/Pz8oNVq8fTpU0RHR4uS6/r5+WH27NlmYzXt27dPtMy7evXquHnzpqQXlDHlypXDe++9Z/b8mDFjEBsbixs3bqCgoAAhISH4/fff0ahRI8jlcsTHx/PJfAFDjoCpU6dafPH/8ssvMWXKFKSlpeHJkyeYOHEimjdvjoCAAGRlZeHKlSv85+dWIvj5+Vn8HK6okyBYpCTCZzgLVu1mfVKIRYGfg9V2B9j14C/pSZXPP/8cFy9exLRp0/Dtt9/ada1cLucF4V9++QUA0KlTJz6cDGBYLcl5ynOf1ZHxAidqCFmwYIHJMYVCgb/++guXL19G1apVzdanUqlMxOyyZcsWSfQ/f/68KCHx559/DsCQv8nb29vk/tbgVkfs3r1bdJyb7F+wYAH27t3LrzYNCQlBeHg43njjDf67bPydUCqVFr/nKpXK7AQLQRAEUXL4+Phg1KhR2LRpE7RaLa9PKBQKlClThrkxEEEQhK3odDrk5+eLHGQ8PDwwatQot4nBTwK/k9FoNIiPjzfxNhfSsmVLTJw4EdWqVTNbJjMzU7SfmJiIxMREm2yoVq2aRYHf09MTM2fOxKpVq3DixAkAhmS6Ukl3mzRpgqlTp1p8QQUMHmzz5s3D0qVLERcXB51Ox+cNEOLv74+JEyfatITFFXUSzoE10ZB1sVZqmwVYt53VPgOwLZKzODkhXH3Akt3AMw/+khT5vby8sGDBAowcORIhISF2Xevh4QGVSgVPT094eXkBAH766Sfo9Xp06NAB5cqVQ8OGDfnxgyPfjdq1ayMhIUGUEHbJkiWoXLkyKlSoIHlN/fr1Ub9+fej1eowdOxbr1q3jz7388su4dOkSVCqViRe9n59fkQT+p0+fSk46TJ061eSYLQI/R3R0tGg/LS0NlStXxrVr1wAYQvkEBgbyXvnCZ6ix4LN27VqMGTNGdEwYXtEeuwiCIIjipXnz5hgzZgw2b97MT1JrNBrR5DJBEERpx9PTE6NGjXKrHKAk8DuBHj16oGbNmoiOjkZ0dDSSkpKQnZ2NrKws6PV6+Pr6okaNGmjSpAleeuklNGrUqKRNhq+vL7766isMGDAA4eHhuHnzJtLS0qDValGhQgUEBwejW7du6Ny5s81iRe3atbF06VJERETg+PHjePDgATIyMuDn54eAgAB06dIFffv2tZhUuDjqJIoG68Iha+IbQB78JQWrtrM+OcEiLOco4cTXkp6cCAoKQq9evcyGkzGHXC7nBX4h3GcZPHgwXw5w7G80depUjB8/XuRV3qtXL5uulclkGDhwoEjgnzVrFoYPH46CggKo1WpUr14d27dvx6lTp1C3bl2888478Pb2Fq38BICGDRuKVliawzhMjzmEqxzsJTMzE3PnzuXD8wwePBgXLlzgwzRotVqzk0a//PKLSRJjrVbLT3ZYEvjVajUWL16M8ePH09iPIAiihGjevDnmzJmDmzdvIioqCsnJySZh1wiCIEobPj4+CAgIQKtWrdCsWTO38dznIIHfCXAxl5wZd+ndd9+VTBTnbJo3b+7UGSdPT0/07t0bvXv3dus6CfthWcBiWfAsLV7wrNkOsOlJzsGi7cbPGJZs52DxOSMU+EuawMBAu69RKpVQq9WS4XO4sDFC7Pmcnp6eUKvV6NixI7766it+ssBeatasyXvxL1q0CD4+PvDy8uIFfD8/P/j4+KBPnz78NQEBAaLY9oBhUsEWgd8W7t27h7lz5zp8vU6nM8nhtG/fPl7g12g0fFtLhYGSiv/PhaE0DlskvOfFixexc+dOVK5cGWPHjkVKSgqqV68OwBBOiEI1EgRBFA8+Pj5o27Yt2rZtW9KmEARBEKAkuwRB2AmLAhYHqx78ALvt7g6ioSOwPCkEsNtfADYFfpZD9LiT7VyIHVtp2bIlL/Bbu9YRD/5du3bhjz/+gFwux9tvv20Sw95W5HI5PvnkE0RGRqJv374ADDHxVSqVZLvPmzcPq1at4vfr1asHQDoHgKO89dZbRbpe6tl+6NAhflJFq9XyQr0wTwKHpYSM3MRHQUEBxo4dyx/v2LEjnxNAp9Ohc+fOfMLj2NhY9OzZE2fOnCnCpyIIgiAIgiAINiGBnyAImxB615a0CPS8Qu1eMrDY7iyL5CxOTrDUzsZwsc+1Wm2Jfw57E6v6+/sjPz/fLoHfHgICAlwWVlEYgse43V955RVUr14dy5Ytw5o1a9CiRQsA9k+AOMrEiRNF+5999plJGSmB/9SpU/x2Xl4eZs+eDcDw+YwF/tTUVADSf5eCggLo9Xr88ssvuHLliujc8uXLAYifE1lZWfxqgsuXL+PJkydmPxtBEARBEARBlEZI4CcIwm5KWgRyFFYnJ1iNwc9yiB7WPfg5WGt3gP3JCZbsBsQe/CXN66+/blf58uXLQ6lUQqVSQaGwHHWycePGGDNmDMaNG1cUE52GQqGAWq222GdeeukltG3bFm3atAEAVK5c2aTMhg0b8M8//xTZnh9++AHvv/8+AEPYhd9//50PPalQKLB9+3ZReUse+ACwaNEiPsSQTCbjk/FyjB49GgBQtWpVk2s//PBDhIaG8t76QpKSkgCIQ/yMHTsWK1euBGBoj1dffdUt+jNBEARBEARBFBck8BMEYROse9eyaDfAlsgpBYtiLWCwlxOIWLSdxf7OWjtLwWK7u0uSXcAgLNetW1d0LCgoyGz5MmXK8AK/LR7848ePR4UKFZxhapGxJzTSwIEDcezYMbz88svo37+/6FyzZs1Qq1atItvTvXt31KlTB4BhVUfjxo0xatQo3kbjv4O1vi70vJfL5YiNjZUsN3PmTMnjW7ZssZi47Ndff+W34+LiTM4b5y8gCIIgCIIgiNIMCfwEQdgFix6qHKzazqJoyEG2lwysTk4AbLa7O8WxtxfOXmse2cWFsSc+55k9aNAgUdLckydP8gK/uSS77gw3EWfL75JMJoOfnx8UCgXmz5+PDRs2oHv37gBM26socF7x3KQPl3NAKiGuPf3ljz/+4EPrGOPv72/2ug0bNqB8+fI230dISkqKQ9cRBEEQBEEQBIuQwE8QhE2QB3/JIBR+WBMOAbY9+KW2WYDV/s7yM4ZluBj87jI5wdnDUalSJSxfvhxfffUVAOC///0vFi1aBB8fHz7MjVarNbnO3ZHL5Q5PxLVs2RLz5s3Dxo0bJc8PHTrUah1TpkwxOcaJ6ZUqVQIgzs8AAMOHD+fzJOh0OgQHBwMAOnToYJf9QhQKBX744Qez5xs3buxQvSTwEwRBEARBEM8TJPATBGE37iAC2QvLoiHLMfiltlmBxTYvDbA4KUQe/M5jyJAhAAzhdwBDYtlu3brx4Vref/999O3bF0DpyPPhaJ/x9fXlk+8K8fb2lvS4B4BXX30Vn3zyCQAgMDDQJHZ/7969ERoayq8O4Dz5ub4xZcoUbNmyBYChr+v1egwdOhSrV6/m67B3RYFcLkfbtm35/SpVqojO169f3676OEjgJwiCIAiCIJ4nSOAnCMIuWExcVxoSYBpvswLLIjmrtrMsegJsC/ws9hmhiOsObf7WW28hMjKSF5Ut2cTqahXAvhA9tvDzzz/jo48+wj///GNW4O/SpQvfrgqFwiR2v0wmQ9euXXl7goODIZPJ8PLLL/NlhDkbuGsAYPv27ahXrx4WL14sqpObqDGHVqvlQwEBhrA8Qq/9GjVqWLzeHKmpqQ5dRxAEQRAEQRAs4rzAnQTBMNOmTbPJ62zVqlXFYI17w6qYwqrdANse/CzaDbBtO8CmSM7BYruzLPC76ySiu6wocBVcIm+9Xs+L5kWhffv2aN++PQDTmPn79u1D2bJl4efnh59++gnAM0/7IUOGoGLFipJ1VqhQARcuXBAdEwr8wv4eFBSEbdu24fHjx6Ly+fn5Fu3WaDRQKBTYsWMHatasCYVCgT59+iAmJgYAEBAQwJcdMmQIdu7cabE+juTkZMTGxqJBgwY2lScIgiAIgiAIliEPfoIgbKI0CFgsevALYdF2VpO9suwFz+rkhPEzhrV2Zx136zMhISHo37+/xTJCL3jWcKXtQoF/6dKlqFatGvz8/ETnuKTE06dPx2effWZz3eY8+DnM5UKYNGkSxo0bJzpWtmxZ1K1bFwBQp04dftJBmDBZ6M0/ffp0REZGijz+zXHo0CG8/fbbyMzMtFrWmLt376Jjx464f/++3deyRlxcHG7cuFHSZhAEQRAEQRBFhDz4CQLAggULTOK+EuYh4a34YVXAYhkW29wYFv8GLLY7y5OI7mp7z5490bNnT4tl3HX1gS0IPfidbbtQ4Pfy8hKdGz16NAoKCtC8eXOH6jZOvGuM8fd3zJgx2LRpExQKBT766CNUrlwZCxYsQN++fbFo0SLJOjihf/78+QgKCgJgSK5sbANgGL9NmzbNrL1paWnw9/e3/sEEvPPOOwCAf/75BxMmTLDrWtYYNmwYACAyMlJ0PCIiAnl5eVYn2QiCIAiCIAj3gDz4CYKwCZY9+DncTcCyBZYFLIBdb2yWPfgBNtu9NHjws5ijhIP1ZztryOVy3oPfGSF6hAwePJjfNvaor1ChAv73v//ZnQyXQ/g9lWp3f39/+Pr6ol27dgCAJk2aiP5/8cUXAQDjx4/nr7nyKBOPs5T8fu/evREQEMCHHIqMjMT7778vaU/t2rUt2hsWFiZ5PDk5mY/Tf+fOHfz6668mZf79919kZGRYrL+0MnnyZEyfPr2kzSAIgiAIgiBshAR+giDsgkWRHGBTAOJgPQQFt80SrIa54WDZdhYpLROgLML6M8YVv6ndu3fH+vXrAQD169d3at1CD34p2318fHD8+HH8/PPPOHfuHPr06YPNmzejTZs2AIDq1asjMjISgYGB/DVtlp1A8yXH+P3q1atj7969qFy5sqQNnFc/YAjns2PHDrP2Gnumc7z22mvo378/oqOj8cEHHyA0NBSAIbQPR1paGubPn2+2btZRqVQlbQJBEARBEAThJEjgJwjCJlgWsNw1BIUtsGavMSz2Fw6WhUMWPcnpGVOysGg7xeA3T6tWrRAZGYmqVas6tV6uj1jLryKTyeDh4QG5XDgXB5oAACAASURBVI5mzZpZrTctT22zDUuWLOFXPXh7e4vi9xsjl8uRkZEBtVq6/mXLlokSARuH+0lNTcXFixeZfKZa4/Dhw/y2SqUy2xcTEhIcvsf8+fMRHR3t8PUEQRAEQRCEbZDATxCEXbAoAgFsioYcpcF2FvtMaYDFdmexz5SGyQnjbRZg3XYuBr+zQ/S4Es6Dn7O9JAgICOBzCNSsWRMA4OvrK1k2JSUFffv2xeDBg7Fr1y6T85cuXeK3V69ebXL+6tWrGDduHC5evOgM090K4d/vxRdfxPz58xEVFcWHRgIMIY6GDBmCy5cvO3SPnTt3YtasWUW2lSAIgiAIgrAMJdklCMImWBNPhJQW21n8HCwKngC7XvAAu+GFSoNIzuoEKMBmuwPshjATxuBnqc9wkxGuShBsKyEhIXj48CE/4dCoUSPJcDz37t0DYIi5P2/ePAwYMADe3t6SdXJhjaR48uSJE6x2b3bt2oW4uDjRsdmzZwMAkpKSSsAigiAIgiAIwlbYcRkiCMItYE2MANgVPDlYFbBKC6z1d4BNL3iO0mA7SzzN10Hr4cX8s51V21lrd6HAD5Rcu1etWpWP6w8AixcvRq1ataxet2jRIoful56e7tB17gwn3luC+345ssqExechQRAEYUCt1WH2wdtQqrUlbQpBEDZCAj9BEHbB8gsba0IKwLYHf2kQ31iE5XZnHRafMUP2Z+B26/eh0+mYs51lhCF6WGp3Y4HfXShfvjxat25ttdyePXscqj81NdWh61ijYsWKon3u782tlLAHnU6HrIr1oZJ5OsU2gihJnmQXQKdjc1xIEI6w+0YSvjsUg3XnHpS0KQRB2AgJ/ARB2AWLoifLIjnAtge/q7w881Qa7LuV7NQ6hbAs8ANsfk85WJycYDm8EADk+1UvaROeO1gN0SOMwe9umEuka4xGo7F4fsWKFSbHbt265ZBNrJGdnS3a5xIQO+rBf6flSJyr3M0pthFESaHR6hAw+xDmHI4paVMIotjQaA1jWrXW/X7vCYKQhgR+giBsgnUBC2DbdoAtwRNwrb1f7L6J19adR3qeymX3YLm/lHaRPDNfjUm7rrvNSwc9H0sGYZgbFtHr9cytnOBs1Wq1bjc5YUuIHgDIzMy0eL5SpUr4559/0KBBA/5YZGQkcnJyimQfC2RkZEged0Tg5yaB8jykEyATBCuoCscax2Kfj5U8rEArKgiCIMSQwE8QhN240wu9PbibGGEPLAtYgPP7zKNMJQBA46LBPethbljtL4BtfWbZ8TiERtzDkTspouOn76VBNmUPkrKULrXRmNIi8LPW11n+nnIe/ABbtnNCrztOrIwbNw7dunXD3LlzLZbbsGGDaP+ll17it2vWrIn69eujVq1amDBhgqicOfG7NGGcZJfDkRA9Wi0Xt9m9+glB2Ita63gfPhj9BPdS85xojSl5Kg00buLw4GpSc1XIU2nwOEsJj6/+xd6brlvN+7zD0tiEIAgDJPATBGETpUHAYhGWwwsVh/jmyu7Ial9nNbyQM54xu28YXvRuPSleT1uh7ax9TzlYt501WI3BL5PJIJfLefHWnWxXKBRYvnw5BgwYYLGcsQe/sPyaNWvg5eUFAAgICBCVy8tzrUjnzuzYscOmpLxCtM+J4EiUflRF6MuvrD2HNsuOO9EaU3y/2Y/XN1xw6T3chSrfHsRLP51GfJrheRx252kJW1R64X7e2RthscfNpGwcj02xWCYqMdNqGYJQlLQBBEGwBWtiBMC++MaieMXhKtu5v6LOhW3DonctR2mw3RL8S4dR2WfHnW2VbdB3tXhh2YOfs5e1ED2AeHKiqLg6xMK3336LOXPmiI4FBQWJ9p95mhuS9XLUq1cPANCrVy8cPXrU7QR+nU4HlUrF/1Mqlfx2QUEBCgoK+G2pY/YQEREBAHaJ/BpBuxIES+j1euSqtPDzNkglRfHgB4BMpeW8H85gf/QTl9/DXbj4MJMf58lg+fdzQdgdvBhUET0bVikGywjCMV5YcgwAoP/+P2bLtP7+hNUyBEECP0EQNlEaPPhZtJ1Vb2ygeAQ3rYNtk6fSwMtDDoWH9EI21gQ3c7D0OYyfMZZsN3empD8uq5OIAJu2u2sMfo1WZ/bZwsGiB79Gq0Ov1WegLFfDaba7Kswax+uvv84L/IcPH8arr74q6i9yuZxPuluvXj2ULVuWP+fh4YFjx44hJycHR48eRW5urkn9nMhuSUy3V3y3VEb4v0plfw4aLy8veHl5wdvb22K5GTNmYN68eXbXL0RL8bGZIiWnAFX8LPeL54Vlx+Pw5Z6bUC1+DZ4ect6D/zjF4C8xohIzEVzNj9+39ekyfX+0oTyJonbD/bq72RCLIAgLkMBPEITdsCJGcLA+OcGq3cCzJHuuwlEBwfeb/RgQXA37PuokeZ4T37htlmB5Ugiwr7+bK1ncn5/1ZwyHu/f1dj+cwMh2gZj0Un2Tc+5i++HbT9FvzVncm94HQZXKmi1nLQZ/zNMcJGUV4KUGlV1mK8dvFx9ixO+XoV0yEHK5+XZMyVXh5L00VKrd3WnPxzc2uSasRLNmzTBo0CDRsYoVK8Lf3x8AULZsWeTl5UEmk/GfYeTIkSb1+Pk9E5Tmzp0LT09PkfiuVqvtto0T2I3/57a5/fLly5s9Z+l6c3V6eXmJkuXu2rXLrIg/ePBgyXNqtRpbt27F0KFDUaZMGYufU00e/MzwJLsAAbMPYe1bLTG2c92SNqdEWRlxD1/uuQkAUGt18PSQ40x8On9er9fjg61RmNqrAYIDypWUmc8VGq2O917m4H4/zf1kRSdno+niYy627PlArwcKNFrMPhiDGX0bwdfbNgmx3Q8n8HXvhnirVU0XW0gQBAcJ/ARB2AXLAhaLtpsTa0f8dgkdalfARAmhyxX8fDoeQZXK4pXganZd5+rwGUXx/rS2nJnF/sLB4uSEsa0WPfjNnOO9jZxllI2UBoGfBdsvPczEpYeZJgK/O9l+rDA+amxKrkWBn3u263Q6KBSmw/Emi44CKB6vw9Wn4wEYnqdeFgR+vWDLkTYftjkSLwZVEv399t569hxOy1MhLCYFw1oXXQzYvHmz2XN6vR5lypRBXl4e5HI5+vXrh8ePH5uN3e/n54cJEyYgLS1NUjj38fGxWXz39PQUiewlyeDBgzFo0CB06NABANCkSRPcvn3b4jVbt27F8uXLce/ePcycOdNi2WdJP9n5HSpNBM0LQ5e6FfHHyHZWy+apDZMxh2NSeIE/I1+NuNRctA2s4FI73Y15YTH8tlYH3E3Jxbu/XeKPpeerselCAhIzlTg4rjMA4NLDDHywNQpf926Id9rUKnabSzv5alNnIW74b248yOVk4lh2PBb/aRaARlX9JMtbIk+lwaNMpUPXlhYi4tKwKPwuynh64Nt+jW265tLDTHy+87rTBP6oxExU8fVCLX/TyeV2P5xAoL8P/vmgo1PuRRCsQgI/QRA24a7JXvV6Pab+ewtjO9dBYzMDL3e13V6Etv926RF+u/So2AT+T/++BsB+scmdBX5LsB7bm1XbAXtj8Bsfl0kedzUsx1PncPVqG1fgjn2deyRZ8oQHxCF6jAXf4g5twt1OrdXBS2FefH4W8xgOhUbaFvUY26IeS67AAIAP/ryCf24kY0iL6vAUhDi6/SQHaq0OzWuUl7zOHoQTK4BhJYWnpyfGjh1r8bpRo0YV+d7uiPB7s2HDBixfvhwtW7ZEnkoDrYcXPLTiMEBJSUkAgH/++ccOgZ8oKhn5amQp1ahTUTxpmJxdgIByhrA6h24/Qf8155C9YAD8vBW4n56P++n5Ngn83OMqU/lsRcqQjRdwLDa11IY20Wh1WHw0Fl/0qA8fTw/+uPA7odHpkJkvXqWTUbjv6fGsXLsfDDkqhm+5hEsPMzFvQLDFZylhH9wElJAd1x5bvMY4MfKU3Tex8XwCrn3V0+77v/3rJfx7M7nUfhesoYce5Qq99qOf5Nh1rTPHM62/PwFvhRzKkNdMznEOICXN4vC7eK9dLclJCFs4EZtaLCs3idIL/fIQBGEX7uQpCRiEiSXHYjH6jytWy7qb7bbAcrgVVwpuXNWuEsLcRSx0N3Zde4x8iRctZ2KLYGvuK/HMg9++fpGYqbSrvMl9S0l/cZfPcfj2U8SmPIt3Pu9wDPyn7zcp5y72CuH6phV9XxSix5jzD9Ilj7sKzgq1leepRjAJ5IyJlZUR90T7T3IMYnKBRizMBIccRYulx/n7/hqZALUd4nG1as9Wngkn4wgxnp6emDp1KgYMGICg+Udwpds3JmX+/PNPm+vTUhs7jbbLTqDuvCOiY3dTclF99iFsj0oEAGyOfAgAeJxl/+8Z5ywhTAZ7y04hjzX23EzG9P3RWHv2gei48Imm0enhYfQwT88zCPx7bz3B6D8um9S75Fgs/r2ZbHKcsJ0mi8Lx08lnvw9S487Qwt+PpcdisejIHZPzUomRHf25OnLnqWMXMo7wHYubMCnQGP4Waq0O1x9nWb2W+/9GUjZyCxxPNp2SU1B4f/f9XVFpdJi695ZNmoQ51py970SLiOcREvgJ4jnk59PxCD0R59C17iY2c4KDpTGbMHyGMwWhJ9kFGPn7JX6w4ypK0kP1floe7qflOXy9M23X6fR4kC62Zee1pCLXa46S6uvXHmcVaRDsqkmhR5n5GLIpEl/vveX0uoVY6zObIxMw66AhjITxp5Q74MEfFvMUteYcxtn7RRdVWUqYaow7Pdv7rTmLhgvDkZiphFanx8wDt5GllP5OuJPdAKDj4wJb9+DnPMmN+4yxoORquDbkRPNGC8Mx64BpqBZVoWAiM7rOETRaHSbsui62o/B/Sy/wJ++lYdQfV7DCaHLgQXoeZFP24GJChsk127dvR3h4uMH2wrbmEuuaC8vzPCJcSfK0cLLl963bkFi3B/Qy01fG1FTLCUfVhWMjWbEHTSt93JMYh3FC/pnC3y5+ZZsD9XMCf45g7OFd6IFeWldiqAqfM8KJy86hEUjKLuD3pVaJpuY9W9WyOfIh/lu4wlWIh1yGlJwCyeeRs3G330BnEPM0F5P+uYEP/rwC2ZQ9OHInxWL5b/ZFmxwz9uAHAB+Fh8kxW5AKEfQ8wPX/pzkqXH5k8I7PKdAiPU+FD7dGocXS4/z3yJjbhROE6flqXH+cheZLjolCXdlL0Pwj1guVMNwYqiiOUF4ecugknjs7raxYcTVRiZno939nin2FKWE/JPATxHPIp39fw6R/bjh0rbsJWBpOcJAwaeGRO5BN2cPvO9v2pcdiseXiI6cIg5YoycF70PwjRRpUGYu1er0eWp0eKo0OSrUWR++m2DwQCjl6F3XnHREtl56+PxqRNrxAXU3Mstsr1tXtnlugwel7aSbHWy49jlESXmH24IpJIZXGUOcTwcuvM7E1jv2Oq88GucZl7RU4HqTn8d/fuNRci2FH7qflmX2RMWcPS9jyfJRN2YMlR++61A5hG9eacxiTdl03Eby5F0dOJC9Ku194kIETsWKhcs6hGP6340F6HhosOMJ7j5lj361kNFxwBHGFQpy1b57QduMQPVKeh66E9+AvvO/dlFzMORwjKpOUpUSjhYUiuSAGv6U+k6fSoPrsQ5Iil7H4IvwbWxL4lYVCS1qeCrIpeyCbsgd3U3Lx3SGDvV/9exMTdoonDsqWLYvy5Z+F9+EmVsaPH49vvjH1Un+e0On00FvoreHJMjwO6on0Ks1Mzr322rMwCe3bt8fff/8tOs+6B/+jzHyXO3DYS2a+GlVmHsC1x1n8ZCL3zOQmFTVaPdLzVGbrkIIbSwu/e56F30lz4mZCej5G/n6J2QkA7rknfIadeyB+Vk3bF41rRl7KCRniFRKrCnOYCFHIZei/9hzaL49wiq2WKG2CW3LhGFOj02PjhQQAwNi/oqxeF240CSAp8HtKS1+n76Vhl5GAmlugQZ7KcWeb0kB64fvWkmOxmLjLoBscinmKSjMP4teLhhVDuWba6IUlx/htbgXe+QeOT3jlqkyfxWvO3Mfvlx46XKe96PV67Lz2mBfgn+YU4P/OxPPnuT5XlO/kxgsJaLTIMNbS6Z6Ntd7YFMmXiU/Ls2sVozOYsvsmDsekILsIDmhE8UACP0EQNuGuSSQ57wKp19MlR2NF+0W1PV+tRYMFR3DlUfHG+HO3GNNSaLQ6bItKFIlzQk9yjU6Pb/begvzLf9EpNAJNQsJR5ut96L36DMp+vQ+3n+RY/fucKhTDjQft5gaXQlp9fxydQk8CgE1/v+KI7f3J31fR9cdTIk8N7p6RRYwj6crvaUk/ASyNm+31LK477whmFnoqyyDDxF03IP/yX7y44qRJ2aD5R/Dp31el71sKwn7Ymj9gjVE4A2eTbDSB9NPpeJOXpeAQQwJae/KrLDpyx0T4BYCOoRHoseo0HmcpkZprEMV+PhMPwCCc/Xk5EXGpeTgRJ56Mi0/Lw6bzCXiYYRC5Xlt3HrGpefi7cALq853XRd6wQi4mZGBqclMo9R6SEyvGz7QCjRbBi8LxwZ+OL/u2BPd1sfTCeO1xttE1eknbD0Y/gWzKHhRotLiXlo/k7AL8dCpeVOb0vTQTz1itTs//nc0J/H9efsRPBAiv7rA8AhvOG4Sgo3dTsfLkPZPVXsa263Q6+Pj4wMPDMY/O0kLH0AhcFoTiUaq1IsHkoYXwZdwqCK3WILxs3bpVdJ51gT9wThhG/l60yXZns/RYLFLz1Pi/M/eRXWBo9wKteCXr5H9uoNLMg3bVy30fCwTPAC6GvFT8cwD49uBtbLn4CHcF4dRYQphTxBybLiRglFG4DVvEZk8PGe6lOr761R6kQqutOhWPlkuPFcv9nU312Yccuq7Pz2cAANlKDRouOII/Lj8yKePtIS19df3xFIYIBFQA8Ju2H7XnhomOlbbJFGMy8tX8pMbem8n4XGLMZIy554MUtuZNU6q1WBlxj38/OnpXPHmzIMwQkmnc9qt47zfnP6MfZyklJy4P3X6KNzZFYkvhb+Qn26/ik+3XkF24wpRzktAW8R0sLjUPU3bfQIOFR0QTJRz15h/BV3tuWq1HqdYWSbPQaHX8JDeXe8TddCDCFBL4CYKwG3cSmnmBX8ImLgHW2afPPNQ44daa1/3cwzFoWigiccQ8zUFcap6ktw5g+CHlfvhm7I/GD8djJcvZgzu1NWD+h31z5EMM23wRh2KeSpYf8G8GFoUbPH8vPsxEfFq+qFxwyFE+fqw5NIJ4jsJWsRYKw5g2y07YVM7Vg5i7KYaXP+GEhTO8PwA2JoWMsXUSUThwNm4mXmh3oPlkMmBlYczXM/fTRXZwfw9jkdf4vtZQqrX45UIC0wNkV7/g5ht5zFprKnMe/Km5Khy9m4LwOym4/SQH3+yLxsqT9/BrZAJeWHzUpHzN7w6jwQLDaqUa5X0AAA8z8/n+ZryKoMuKk3h/6xXUnhuGLRdNhYQriVlYf056MoTzfMtSlJe0Pc/IU63rylO4/TSX92a0hXupeQiLsS1uMJezQq3TizyWvzt4mxf9hV2cS7ILANH5PuhbKKwAwI+FYn62UmM2XFHXH09JrlK4UOjpL7ThTPyz79zwLZfwv38NL7XCfphhlAQTAO6n55scM3wOgy1ardaiuL/vVjKznsn2cPFhJvQenvz+kmOxIsFkIR/bWvqLuHDhQuTnG9rax8dHdE7txrGSbeVYrOUwRMXNvEJhK0up4Vczct8vrm8bj8M4hCuTjOHC1DxIz8fTwtVKXoViqDknCv77XcwhxZwF99xzxTDJQyZDxbKe1gs6AamJ2f/uuGYyKetqspRqtFp6vEgTG1KhSey9/kZyNmJT8/A4y3TVnTCZMmAIOyIVhpQTlNPyxL8tBRqtidjsztxMyrYrzGrFGQfg+81+xKbkYuD68zZdk2TUzruvJ+GPS6ZjIsCyEwFHllKNZcfjMGHXdZyIS4VWp0fv1WdEZabvNw3J5Cy+2XsLNb87jMkSkQ64yQyub3GrCtSFz0/uf+H4ZO7hGEzaZX2ipF2gv2h/2fE4xKfl41ZyjuRKkgs2rF7/YvcNtFl2wmFv/xdXnoLP1H0Ano2zSvskV2mABH6CADBt2jR89tlnVv+VNsZujbL5Qe2uHvzcj1a8xADGs/DlZP51ILn2i7ztO68locuKkxYHad8euI1oowRjuYXeUr5epqKATqdHma/38asG5ofdwRe7pWfXO4dG8EnRjHn/zyuoN1/sMSIUayMTMvCFg+GVbOXbA9F4+eczkkvTjQdZHMmFL4T/WX8exwrblY91rCgDpQ0OHmcEky6/X3rIe0RwcAK/1LJbZ2PNg1+n0+OIxEt0gcZ2AVdR+FIs9Fblwk8UZQDlqtUHmmLyxrRmu05CeOcoSvJl47tpdHo8zSlA59AIHLz9hL/3zP3RfKgSjqWnExHX9A2rXvCvrD2HMX9eKfYXb3MI+6lwe82Z+yZCEPfiXVTPJGs4Gp6Ga/cTsakImHUQA9efR+/VZ9Dn5zO8xz8AjPrjCm4mSyeP5BJMXipcQZORr+b7kodchqjETKwunOBNthKyx2CTIaTGBcGy9FvJ2bhYWL9ODz5Ez52nOdh0PgF/XUnkXxq5SYWLDqzoeWHJUbz8f2dtKst9XdRaHd785SJ/fPahGISE38Wra8+JPO+eVArm+8tfqZVw5E4Kvy9cxfWs7UzvaemFU6l5lszvxZWnROe4trD2O2ApcbZer7co8H938DZeW3eeT+JYWpF6ThqvOuG+VzK9dHv//ffffCx+Y4Ffa0OOJOMJuqQsJQ4VPm+tMe9wDIZsvGBTWWtsufgQH2595qnN2aRwsXjd/cdT2BwpPXG36XwCxpgJ15elVONOoed8bEoutkUlWg0LtvGC9ITjxvMP0O6HZ6FkXvrpNIBnMfiNJxw5bPGAd2ee2S9DboEGN5Ls+13ePrqd2XManR4VyzhP4H+UmW82PGJxh3Qzx8l7abj6OIvvz/tvJZtd3aHX63E10TRBqyVv8B4NKlu1IU+tlXxH4zgWmwLZlD18nqvW35+QDEMqfNfZKlgJMC/sDnqvPiNpe0kRn5Zn9p3jhSXHbA6zKgylZ26SUArjMFSDNl4wG2tfarUJx/+zd93hUVTt98zsbnbTew/pQAidhN57R1QUERCxN1RE+ocFERVFxYK9ICI2bEjvLRB67yUQairpyZaZ3x+z9+7ULQl85WfO8/CQnW2zU+5973nPe16O47HuVD4CZ66mBL7ZxmHVSffmg7pg9trTWGy/bokYbaMKR0AqNKstNpRWW2hylazjyL0ojpdeWn3KrViCcxJb3yWrLgEcCVhnIGOaVg+rv4/fwKNOKpJIEuHe7/binD1x524VRj3+c6gn+OtRj38wvtp9STP4evyXQ3Sy53keO65Ugcet87HfdLYALd/ZQpVCtQWZaC6XVCvUikTBDwAWLz8aAJHGZFecEABymK0cTuULpJCvlx4cx+NLuzqTAUN95NVKQjefLcBUu+rwTH45si/dxFO/CU25eF6qmPx2T65E3S5vmDr8mz14T9Yg+c+j12kJXn55DSb8doSSJ78euur2YpngtXVnsP5MAc3aS37LuUIs2Hpe4e8qXmD0FAXGHMfhdIuxbn1vkf0z88trMHrJATz/p1Tx4CD4pcHF9gtFquqG1Sfz4Dt9pSbZ6+wydtWo9vNdF9Hns10K//+Pd+TgwR8PUjshMc4VVICZtBw7c4pw6GoJJe+2XyjCW/aAkhBb8kAv+2KxR2XwtyMRd7uDOndtbsTnc/nxGxLFFzmlzva1rNoKZtJy/H38hmR7jYwwfOTnQ5ix8iSyL93E4C8FJRPH85iz/oziXLy38xqKI5o7Pe6n8sqxxa4GdSdJdeJGmab/66dZOWAmLccXuy66/BxnEO+ueGwnFjViBTMh9i8VV+HyzSoUVpiRW1yF0moLfj10FTzPY2dOEc7V0a7BXaWR2copPPh3XypG94VZyCs3u1Q33SirUVWzir32K802er2NWLQXT/x6BE8tO4IbZTWapf5iMGBw17d70W6BYwGcPm8zttvHBx4Om5tGb27C+J8OYuTifQ6Cvw5zrTtNAW0cD2bScprQqDDbFPfFrNWnsOpknur4w/M8FXb3WJiF8horVbBZRZY7OpZRKDOdkVKt392KL3ddpLY7anh/q/MF89VS9fndWe8Dglfsfv4vLj/uNFHwv45lon4m9zw6AVYbp2hCScdbJ2Pb5ctCRYqc4LfaXGf22Rf/lpAX/T/PRv/Ps1FptrocC2atPoU/jl53+R3uYOwPByTXG5lD6nIPuoPtF4owbulB9FyYJRnvh3yZjfE/HcQijcrGfZdLaN+J9WcKcO93+1xWM5JTKI+JXpI11D6ZVw4bx1O/7HE/HqSkbdaFIjCTlqOs2ko/x93IgOP4Os8PtxJkvxkGGLv0AJqpWGGIMap1LACgdWwA3hiUhqQQH83XWjgeQTKCv6jSrBqPl9dYVQnj3w5fQzs7eRo3ez0iNaxr/h2iF3dARDkBJj0AYNCXu9H63S2qr/3p4FW0nL9F0Z9Fy9YOADolBqOHjORffH9rxfudCTzK7UKtggr1HhVdPtyuqPC+73sHWf3GBiFWl1sJ/qdwobASSa9vwDdO5kp3ISbqV51wvW787cFMj7/DqjHvrzuVjx8OXEG/z6WihOf/PIYPNcjxo9duXZLl5TWnFFZcFWYbkl5fj4+3X8Cvh67i+PUyLLFXJlRbOQTOXE2TD0ScReas2qyXnMVEa04pEy5ijmPNyTwkzFmP0FmrUWm2YtAX2Xh/63no7TGOWpUjIIjyvpRVml4tqVasPX455IgVrBwP/xkrRdV9QnKoXtn/34N6gr8e9QAwd+5cLFy40OW//4/Qyhh/vusSxtqVQ5vPFeKp9Xkoimhxy4jDXp/sxOFrpbjj67qpr8STqFzFb5At3suMIVhyI5AGdnJvVZ7nG0Es8AAAIABJREFUNRU8T/x6GA/9JGS5/bx0WHUyjzYfWrzvMm5WC38fvFqqII16frIT8zadw5gl+9HoTUFJSso+39x4FqapKxXH9Ux+Od60T548z8PGGjB0E69ISpwtqMDwb/ZQ25k568/gox05OGAn/O/5bh/6f55NX19QXoNhX+3Gk78eRnMXixktPP/nMUxfKS2PlC8wXlt3GucsQlKl2jfcrc/95dA1FFWa8Zu90dXXu3Ml54OQjfJGpzNWnoTv9FVYsk+6EP5w+wVUmm3I00giuVq4O1OSE/KouNKCFcdv4NBVqcL28LUyWGwc1p7Kw7mCCszbeBa/HxGIiE4f7kCr+Vvp9w/5ajemrTgBQFCFAEqLmQ4fbFeoxrXuxdul4L8VKrEbZTU0keMKWvsuvtS+3ZMr8QilCn4n41Sb94R7ZYEsUTZOFtx/t/eyIvCVJN8mLVeMF84SoGIFjbOzcvRaKfLLa5A+bzPGaPg/P7lMSBA+9ot6TwDA+UKZQHycxPtO/q+2OhYtYmur+xbvQ9hLaxA/Zz0CZ67GPd/tw86cYnT6cAea19H3193rbMwP+7H/pp4+ZhgGg75wjHWuFhtaPr/5ooV/pcXm8Ka2crho93XffqGQqludYXdusUQFNnuttHEtxwnH/TrvK9lOLDEsKsmuz3bmYG/uTfx59DptClhRY5U0H3cGs5WjRIy8Squtk4aQB2Q+rtU2HoXGCORbBRJr6/kizFx1kp4/i42naj2WYRRzhCtV3sc7ctxuwK6Gqyr2DIB634ZZq07Sebta9p2P/uLab/t/FeLjO+10COJeWw8vvfroVOMdjLLABNXncnMFcsloNEq2u2u3ISbpL9jjON/pqzD4y2ytt9x2EMJGr/v36NM3nyvExrOFYCYtx9ZzhVghItjUSGG13ghf7XbeH4WcjZwiR3N5LeJH7O+8/3IJxi09iCqLjfbTuFZWTdcPRZUWzc8RY+6GM0h9Y6PbY9XtBo2TABxyQ5E9uEkEAGBEixhM690QoT5ekue/uKcF/dts5RQEf8yr69D/82xkXSjCvtybOGBPrI5Zsh8t5yuJ8BeXH8ee3Jua4yAh4f7dzTa1UFpDCH7H7yaEuhhnCyowyk6aE0s3ArVGqgQsw+C1AY0l26L9jRiTESt5vzsxRH6FWdFUFwB25BSjo0oPJjn6fb5LsobSsgq83SCCtYd/PlSn60C+hlkuS/SroXG4n+RxtcXmsrm32cbh/a3n7X1weLy96Sye++Mo+n2+S7VH0okb5ZrVBKRxL/luV9h+vhDf7c3FpeJKt5qnXyyuQk5RFZ75/Sju+W6fxAtfroivtn8e9eBXmfsOXC7Bu1vO4bu9uZj0l1CJX1ZtxRe7LoLneY/PH/muKosNA77IxqXiKhRVWrD1fBFWnczDxD+P0Qo0V+dzxKK9NGkVO3sdBn6hPfdmXypGeY0NM1aexIkbZXhr41lkvr8NC2X3shzbzhfW2YKrHu5B7/ol9ahHPf4/QT4JfrwjB43D/TChaxLdJp+YSKmi1cuXkkBl1VZ8mX0RjcL9MDg9stb7c7lE3SfXGc4XViApxAcMw0gIfoNMUWmQLMwYHI/rg7ISX2yTkSwAsOtiMab+fRxbzxdh38SudPux62WY9NcxiUXC9JUn8fFdzenjL7MvUaWTMywReRLaOB6jv99PqwKqLDb4eDmG5KFf7cap/Ar0jzAKE78xQPUz5aQvCRBO5pWrlpaPXnLAo9JLLVyXqSPlgYmgCEtAR70fdJYqWI3+bn3u2YIKPPHrEfp4xKK9ODG1JwBHMmfGyhOqJOqYHw5gdEYcfRxoX2Rc01Byyj21xXBFjDMgXu+8xKfy3WHpAAT/07+OXZeoLgakSRMd8vNTbbEhr1wIjm0cj6PXSpEW4Qe96Lrem3sTBh2DVvMFsnXfxK5oExek2D+thcbuS8WwcTx+PXwNWTnFyJrQWfO3ltdYMfCLbCwd0wZxQd6qweeVkiqwDEM9y8U4W1CB1DApcRn1ylr4GXUomTMQh66WorXIc1JuA6ZJ8Mt+28KsHLw5uAn8TXp6XipqbPh+32V0SAiW7EON1UaVyPLxojb45dBVNI1qrPrc2YIKNHxjI05O7YnGEdKF0OS/j+Pvh9uhrMYGo56lRMCSfZclpL64EuRCYSXG/3QQC4Y3dblfG88UoPenO3FoUne0iFEfOwDpWC++Zoiiu9pig59Rj6JKiySZcVCFDCGLe3eU487g7iJHUBT5oAvPo5pj8ZFXP6Cy7sSR+J79eEeOxEKL+K5+mnWR2vk4g9ibn+d5fLBNmlTiGBYWnsO31c0k20mJOM8L95gY4vERAPj5Q+E3YxX92xUGfpGNjWcLwM8fqtnMVg1yNX2phUFW/B2SbZ9k5dBFp9nG0coklmEUC+LHfz1sf069Z8bBq6XokF97ta8rix4x3rDvJyDMvWJkXyzGuKUH8M3IVv+zXuNakA+xN8pqaJWRHFdS+gEA2myZDYuXH7zMjvFg61ZhPlJ48NeCcLKJ3rPudAGGfJmNFSfyEORtwMpH2kHHMiivsaFXwzD6up05ReiYGOLxdzkDIWxut4JfjDP2ePC1ddIYVSzSqAvIdd/q3S0or7Hh2OQeqg0cASgqRQHg6+xLdJzPK6uhCQNCiLoaf4gNY10V58WVZtg4HmF+RtcvdgIy7jAM41bClvxe8tqEEB8UzO6PL3ZdxPSVJ9Ew3BFrWGycwqKHjLedP3LYjvHzh+KAfT7lOF4yxoT6GnChSOjpJcflm1Vo8Np6/P5gJppFa8/x7sBi42DjeIU/vTN8uzsXB66WICunCHue7wbAISowOTmWZdVWyfX97Z5cvNKvEe5etBebnuyEcply+JuRrTDebp0VE2BCl2Spgr9XwzBYOJ7OtUeulSLcjevCWTLbXRwVxUQjFu3Fb0euuzUH30qI4+FDV0uR2UC5HlDDL4euYmBaBHy9dKg02+iawhOQuNbHbonU7/Nd2KbRp0qMiX8ew8ErJYrqpOI6JP7EAp3T+eVoJEs+AEBXu/UYAIzJiMXi+9soXrPaTTsgeS8+quDntBX8nT/aLomPU8N8cSa/Au9tPY82sYFO7YvUQNawPRdmSbaLyXmy3p/45zF0SAhG+/ggmG0cjHodTtxwXL/LDl9D8yh/vNxfWM9sPV+k6bAgtnFMn7eZ/k3EdOtO5aPf57tw45V+iPAX7sVj18vQ7eMsLBjeFM92Tfbod9bDc9Qr+OtRj38Qvt2dC+9pUtuVj3fk4FlZ8xdxZluabRXbsGThhb+Ou92ERwvuCh4sNg7FlWYUlNcgZe5GTP37BFafzJNYSFg5nqqDZ606KfFZ1vqaiX8exfnCCnT/OIs20DxwxUFeDf9mD9acyleUc8oVVYc1SgWdqZp+OHCFkoxysqjMrnpZkycohHjG9XA9Zsl+fJIlWHaMW3pQ4qlq43jcs2ivKrnPcTz+OnrdI/XJn8duUJI/7c2NmLdJvaGwRe8Dlndfhdl+gVQ5Q/ogfLDtPLLtSZQ/j91wqyyflAnLjwOBM59OwGEVwzAMtSMhIGt++RETJ3HkJZVyH1t5gsF72kpq5VFcZUHzd7Zgzvozkn1u+/42SSB+6GopeJ6XJDHkxPiNshpaytp+wXZ0+nAH3t1yHrsuFuOUvRRfDTsuFGH7hSKqYlcLWONmr0fMq+sU23dfKkbDNzai1fwtSJc1NC2vsWHS8mNo895WbdsPCAtYst+L9+bivsX7wHG8KgGVX1EDnuex364yHv/TQYz94QAavrERpqkrsPtSMTiOx/N/OPpXGG6BMlOuNuN5HrmBaZiz7jQ2nhGU24SkF5Ndm84W4ru9lxH1ylqM/1FYmOSV1SgU+9UiAnb6yhPYcq7QrYXYihOCWienqBKl1RaqFJSD01DwE4S/vBbHr5ehtFo6jqlZQYgXFTzPu1VBoIbrHpa+WxgDyuHl+oVuQtxY7a9jN1RLo9ef8bzJnsXGK8YLK1jUqGhtSKIPEO4xZ+j2sYMsYiYtx88H1fu7bDxTgKwLRZKKArndmSeoVnmvWDk59ocDdJzWscBnGnZSX49spfkdn+68iPRI5ULdHWw5X4gxS/YrGuUyDAOO43C8zWMYvpXFv1adlIyB8nNbWGnBd3svu6Xw/V+DvGoJkFZIqaHf5PdwpOML2N9lBt12+fJlcKweXkaB4M/MzMSSJUuoB78YxcXFMJuVKs9DV0uw5mQeKmVJJ6Jkv1llQacPd6D9gu3o/elOyZgk79PgCU7nl2PsDw4LDjJOE8JGSwiw//JNRL2yVtVGrbTa4tKKpkTU34OA3I+1GV+cwWrjcPx6GY23iapai9zXwqWbVfS4d/04yy1Lhh/2X6aErlnmU+0pdl0sxuK9uQh/eS3CX1avwMopqqRzz/VSpdWEGETVuu50Pk5o9GUhmNwjhVbeiZMBob5emNorFSWvD5CQihaOR6DJMx1lpcWGNu9uwZ3f7EFucRXSIwVhzLtbHMkWMr7n3hTi0U+yLrqlXnaGbh9nKdaGrjD+p4P4YNsF7M0tcfRfsTkqOsRrR/E5iHh5Db6TEbuzVp/CvsslmL7yhCK+GZ0Ri7mD0rDjmc54vKO0gmjFI+0UyZk7v92LQg37nduJ345I1yTf7s5F2/c9J81vVlmczuOA1EZQKtJw/fmVZit6fZKFe7/bB/8Zq/BV9iUqEHCGdY93UGzTsQxe7d+YXudq5P6ELkmKbQA0rcdqi59Ffe26f5yFZm9vxvbz2g3StRLZzpTrzlButsJsdfQwOl9YiUvFUlcBufjlqWVHaLIz8/1tdM5xFxeKKpFfXkPXxq7Q8YPteOa3ozBNXYlFe3Il5DwgWBOKLbO2Ojl+agjz9cKH2y5gkL3y7ru9l5EydwM4jqdcyHN/HNOs4uY4Hh9tv1Dn8awe9QR/Perxj8K5Qu0Fh8+0Fdh0VmiUV1jhWDjJlTYkkHPW9K+40oxBX2S7LNXzBD0WZiFk1hpK2r+9+RwGfpEtSTA88vMhhM5ag3c2ncOc9WekH6Chwnp/6wWkzN0o+Z2n8x2Bvpbv+Z/HXJcvAsBojUZDBGQxWVJlkUx61aIkC8/z4FnXCwUxuSxH8twN+PWwshyV53n8cOAK7vhmD9aeyne6GJKDnItTTlSWPM+D4eo2WVdbbPjAzWaHPM9j5soTYCYtx2c7lYTSEVEiJlNF+b7+dD61ehInPNLe2oT4OQ6ijVxNcgWsM1WvPLhzVkFA8Ora0/hou/Pf/sG2C4h5dR2OXS9D9sViWBmdJDnRcv4WSSmrGE3mbUbme1tVkzukwsBi4yTlo+4sIgjxfehqKV04ixOHxD/7Wmk1rDYOzKTl1OOX7EvKGxvR/J0tyLpQhJfWnMJPB69K7FPEKKgw477F+yWe0gQ1Vg7tF2yHbvLf2C0KXl0p+NMiXBOLFbL7heM4HIrshlmrTyG/QliEEUWavHkcsRbak3sTFworVf11xQG/swZccvjZq4EKK82469u91JZIDjmZp1Y10fTtzTRxSFDmgrx/7JfD8J+xqlaB+t2LlM3EnCEnvicscF95eLvwucieQQ1mG6e4d2xgUY26NWKUL6pHLt6HiyK7usNXS7H9fCF6f7pTohwFlBY9noDjnY9f4qbp284XqfYlAYCmUc6ru9xVJMpxpaQaS/ZfUa2u43keVf7RAIDXRbGCWuN0gl2XijWf+/8EuVWDHGbvYAAAr3Nctzdv3sSBrjOx8FAJvvrqKwDA77//rkiuAEDfvn3RqVMnnDlzBuUVjuu01fytGOABuRI4c7XksTNCzBmav71FUmlDyGGq4NeYpz/deRE3ympoo1sxBn+5G6lvbERZtVVCxgHCnPdpVg6C/rUan8uSXreD2EiL8MObG8+i6dubVW19PMG8Teckwhl35qTRSw5Qj38SZ9dYOY9J2OB/rUbHD7bjgaUHKal5oVBKoG08U4Ck1zdQu5voV9dhuEYTZp7nabwgF4w82UlpRTVvaDpNTMjV/gzDIMBkkGy32DiXPRHkqDDbcOBKKf44eh3xc9bjL5V1xsjF+2gzUEBQ6I5c7FDU9hb1wALc68dE7JraL9gm6WVWXGlWVOFsOluA3bKxkFRnkev32T+OUpIPEEi9m1UWmK2cRLRAsNhur/mxzOIjs0EgDDoW03s3RKekEMW9OKiJUD0u7ocT4eeFO+zn/MSUHs5/+C3ANxq2WE8sO4y9uc7HUjUQ1bS8Fw7BrovFCH95LbbZyVcxwe/sfrxn0V78fPAqNp8rxKazDuL2USc2j2KQBsfP2qv9iUDKqGc1iekxGbEI97t14gt3cb2sBseulyl5gNuIO77egzMFFRLOoOMHQrzlbBjwNzrW9ldLq91aFxKcL6zEwSueCQ9+OijMdQ/+qEzuA8BbmxzVjGKlvjvwN+rx7B9HqRjszY1ncL6wEsVVFomw5PJN9Xlo7el8TPj9KL7Y5dxqrh6uUU/w16Me/yA4W0hXWQRfvC+zL1Ei02rjFcEYz/PYWRms+hkv/HkMa0/l4cEfD2LVyTxJUxYtuEtZZeUIAWV3WSnaOVmADwj2F3X5Ni01em2w0kWjIpIoKam2SqwBxJ6bFtYLNl3dgqRLxepWSDfKamhmfcAX2fCd7lrJQdD70520T4AWePBgPFDwq2HY17tVz7MaPtx+AXM3nNV8vvW7W5EcKjRGUwu6+n62C63f3Up97AuiWuORFZcUFRykjFrex8FZxYa86ae7AvLnRYpiOZYdvkafP19YgQ4fbMfewHYAgErfCJhtPPVV3KOh8jh4tRRrVVTKxHt47oaz6P/5Lo/Uvmoxar/Pdim2VZhtKLcnA2bY+zqQBSlZTHf+aAf1vtdqqvXmxrMSBY8WjotKql1ZLwxJj8ThF7s7fY18YSNeTP9rlUBqPPfHMdRYbYoKDhIEXympRvLcDaqfTwiRsmorSqrUSfXv912WjBc7LhThA3tSKK/cLElqySH34Bf2W2kHoGbX4Ayk6sNTD/XaeNhaDD51JskB6UKrNhiYFoFL/+qj+fzZggrFAtzK6FQV/HWFOLHccv4WSWm6GO7aKT3SPl6xzZOE077LJaqVEIBQSXNqWk/6WN64skGQN/07xMfz8/yjB8RvH5UxikCrP8//NxS6sLnyEpFppLKwolIYn2+GNMInn3xCn3d2jfz888+4VnjrkiYjF+/D3tybeF80Vm09V0j93h/68aCioSegFLGEzFoDwFE9VVRpQUWNo2fF8mMCGUxiqlbzt2LRnlyU11hpQiPbToA2fXuTQmk+9KvdtIfKchmB6yx2qS18vHSqSYjaQhwLyQUO7ziJnS02jr5+T+5NhL20BqtP5mH1yTxsOJ2PaosNn2blqM4BYgWoGMlzN6CixkqTMqSX0fnCStpjZ93pAtVEk7O5aVTrWHx4p2Cb1jDMF1N6pgAARraOwcRuyRgjsoIUw09ks6lWseUKJbJKOa148oGlByXe9uKky8azBbTHCqBufyaGOKm0+9JNPCeq6A6ZtQYPyGLcXp/sVFTaEuGFuKJRPN6fyi9H8L9Wwzh1hfOdkWFcZgPV7U91SpRUR4hJ5NFtHOfG24Xl0E9jM9CklhViBKQ3mxyeELViUKtKjauHxMCn7NXN4hiO44Uqdo7j8efR6/hYJA769fA1jFy8r1bVM75eOhh0LM7P6I13hqZj38SuODFFmLONehY19vvLR1QVHWjS463B6VQo1MqJVaS7+MZJtZ8a1pzKx9pTeeB5XiFeYxgGL/51TNEzr7YorrIomnSTXm2xKhamBG9ulI7503qlKl4TH+yIgeR9PTyJwwDpOVKDJ7aNckyQuUGQWCK/vEbSyP3dLerzBLH4+X/mhPgfQT3BX496/INAyj21YLHxEqLvTEEFxogV6DxQ6R2GP8ujJe8jpZjvbT2P/p9nU9WJ3A7m5I0yRcmaq7nps505+FKjtN8z/HfNGFH+Uo/I/AozTWIAUuKFY/Xg6kjwayH61XWSJqXO8FA7ZbAtb7YrBwcdAAZ3pTgCnFWPtvdoH9edVi9X75CgTDTtuOCaMCABDFG+3Kyy4PJNRwLkZpWFBtkXGw/DlkvKxfFJ+4JKrmR2p9EcQW0XAGKIG/ENszesLjYEg+N5nMh8EjM2OJQQxP5HDQO+yMa284U0CZAydwPuW+y499edLkDfzwRlmBovLl5AF5TXoMdCqYqM43hqgSXGwC+ycd5eWSQ+7jdDG6nup5yAK3ytP9Ii/GgDY1cQJyytKvYRYjAAmrvwtv1mTy5mrDxBH2sR1NUWTqHgdxeHrpYgYOYqzd4ZY384QBflHMejy0c76HVYWu04pmp2CnKLHkCqaK4rVp7Ik5ANrqDmf3rchQqPZ1hU8c4XLf0bh7u0ejk7vRcKZvd3uY9aMOhYNBAtxORo/e5WxZLdBhY1TN2TE3K4k4zjeV7hN0/QKFzaOyM+2Btf3dtSss3ThaUWdAyDlFDH983onYoRLRwxhniuzHu1P7Y93Uny/lf6qY8VBNfLhEX2lnMFOJVXLmlC7gkuaiTJ/2kQExInWz0EAFSAwHKO+Y9hGHVi1ScchztMxIcHS7F+9xHF83VB2/e3YeKfx8DzPGwcj+4Ls/DQTwfB8zy+2ZOLh392r2HyH0eu4Yy9MvFGWQ262YUl72w+h2Ff78Hx62USAvPBHw/Cf8YqGKaswPHrZTRZmGtXKv504AoS7MKZPJGiX95o2lNv+sk9UtBb1ItADVYbLyGebyVWyAQscnGNWTTfdvs4i/6+g/YqkYFfZGPgF9no89kueE9biSeXHaFxcEWNld6nN6u146oGr62H/4xVWHnihkREIRZGXFXpw+Ssmau3QYdeqcJx7ZwUgreGpNPt797RVJM49tKz4OcPhZeOpZWPKaE+TsnNPZdu0mRR4zc3ab5Ojn6faycjxYp+tTin0myl67bxMiWvPE4RV/6KYx0xSLwh988nqK1dn9Yw/fHdzXHz9YH0cWqYL/o1EnpciYlxV2RmXKAJ0f7q5Kvt7SFu7+ca2X384l/HqKBjyvLj6PKh66a9BGrzqtXGoajSjB8PXKHjr54VKDyxdeaKE3kInbUGY344gOHf7MEzKms7rYoWNZS8PgDFcwbg6st9AQBJoT4w6Fi0iQuisY5Rz9I1VUqoIzn/8wMZiAk00V5orWMDUReE+hiQHiWN4dzpmzFu6UGMWLRXVbw23259pTZPeQotvdBnO3M8qpyKDTRh45MdJdtm9WlI/04K8cabg5u4/XmfjmgueZyroZ4nUKsachdyERNBE5kVkNieyWzlaCUpGUecuRHUwz3UE/z1qMc/CI0jfJ0+v+pkniK4kAbwPM6n36N4X/Cs1aoLZrldRpN5m5EwR6pUdaVxeeLXI26XELoCX0eSv7ae3T+MboPRbWIl21rIiEMtogUAONaAovBmms//uxDq43mSwWZX+Bl1DKxvD8GVl/qiU6J6BYinzakYAOtlvpBy9acartiDLRIYt1+wDQ1eWy8p966CQfWatto4nC+swA8H1AMQNZ96LcQ4UXXUBRzD0oXRj0fd91Ds9nEW2i3Yhve2nMP5wkqFFzr5acWVFoz/8aBE0eo7fRWKK804fr1M1RtXrlIRg6gYK8w2VPpGgud5nGs2yq19DvHxQh8XBIcW5J6pcsjL60kDZTneEKkutYjDKyXVLj1+teCO5/6l4ir0/2wXdJP/lmwvN9uoGkZux3LwSglC7WpVQN2Dv64Y88MBTFquXoFSbbHhwOUSLN6biynLj2PQF9kY9KVyHIwL1CbNAYHgt7kIZ+9qHo23h6qfPwI/ow6hvl54Y1Ca09dpvt8FmQAoiQ4bo0PNLag+kENeLaSGJm9t0lT2PiHzOjbpWTwkU/HbeCCgynVDOlcki43noWMZVL45CC90T8bojDh0FM0R4itSxzLokhwKP6PjM/s1ljYvl6OwwoKvsi+hx8KdSHtrE8w671oR/Htyb9aqaez/Ko5O7uHyNZUBsdjX/WVweiEJw3LS63vdemVl0vG2T8FiDMCN+C6Ysf72lOKzL/6NeXargYvFVZRYdjenfue3e2k/F8DRdJxYkdzQaD4ICJZmRbIqiPu+349LxVW1uu6c4eH28fh0RAuMau2IL8W2JP5GPawcJ7lf3MHIVjG13qf+n+3CrFUnYbFxeOZ3RwJn18Vi2qT8DSeVCmU1AvnsN2MV5torROUVlGKQxpwPayipAXUxhRYZBQjjHVFG16bJslHPotrKgYeQ+D0wqTteH6g+rzgTXgBA61jPlc/ixJFVJdnrO30V/rX6JK6WVCsqnNQqDTeczke3j3donrcqiw1WG6ew8iM4cs2z6qf37mgKwPX6kIBhGKx5vAPSI/0kSQFXBHDLmABJAmTB8Kb0b5ZlcHxKD3gbXFNlYmuxycuPU+IYEOxkd+RIhUeVZivG/rBf1YtcTWH/5LIjCJ21BqO+30+rmcl6VPx6Is6Q94jzBIkh3hiaHol28UEIMBkQ5G1AgEk7RjHqWNg4HqXVFpy4UY7YQGFdQxJopLoiPdIfvz2YKXnvc12l/vwkSSPHsck9cHxKT0n1GCAkaFzhelmNy1hfzTbKU2gN7U/8KoyBbeLcS3CY9Cx6pobhyIvd0SkxGO8OS8eo1rEI8jagdWwAvrmvFab2SqXraFdrzu7JoYgOqFsz8tuJtLc2IdK+ZiSJIrG9Yz1qh3qCvx71+AfBqNcpiGY5nE0VQjm28hWl1VbszFEfkB/+Sd3n7d8NjtXDfUMgJUJ9DKh5azByZvbGU50SPXrvqDax+H50G/q4XXwQZvVt6OQdUnA6A+qy77cKrprSElS/NYj+zbF68AwDhmGgYxnEBJrgq6ImIxYNn9zdXPGcFhgG6N0oHIcmOWxUxP6B3ZJDNN/rpXMs4E7blXpim5SjTKzqYtwwZYVE2V4XfCTzG1XD8GZRHn+ujdHViUh44S8tiysBa0/EaX+pAAAgAElEQVTn49s9uZJyVLONQ+ePdmg27ZN7q8o/j+B4xuMe73uk/60LXsXXjHxdT0gCZ/e/lnC66dubMdveaPB2YNuFIlWF/+c7L1JShVQF3ayyYMSivXjhLynxfjsIfkBQwJ7OL8dvh6/h1TWncM+ivUh7cyN8p69Em/e24oGlB/HzoauaFS3+Jj0mdU/WLqXneVjtNPDrA9OQ/2o/hRK/2mqji8MXuidjtayKKNCkp6rMab2dj80poT7Y8IRDYdU82h/8/KHwtat2Vz7STkKQicur5WsxG3SoZqTjIVH/6lWOhyfzhis4652iZ1lkP9cFGfZFqdoiUtjEoGtghURxJt9tV4kPQkB5G3SYP0xQx4pJNbONQ++GYVjxSDu6Tay+NehYp9VQm88V4BGRcvtQWEeXY0xcoElBNtwoq8H1Us8aQP+3gud5l37vrnojiGExCOIRsYL/xo0b2LBxo9P33fSNdvo8QeLJP8DYHJ/dO0x6HtTIE2L5tv9KCfXrZxkG45YekHiYayFfhcQPsNuCFLuwMdLCGxvOulRQeoIwXy+khvnihzFtaHwWIyK9Hu+YACvHw88D+7HfHszEj2MzPBZcEKw9nY8568/Aa8oKhZeyOw3Ua6wc7X+wZP8VXC+txjAnAhh3PttsVd7vrhT8Pvb5IDnUtWhEjgCTHmU1VvC8c/9td7DyEc8qXuUQj90WG4fOdjX5b4evKXpAAI7jIh4j+3y2S7WBKsG280VOVbdaJKRa3xrr20MQ7utl3wfNj1QFwzCSlRKZ86MDjODnD5UIggamRcDXqKeVjTue6YxnuyajW3IIutrjwCaR/tg3sRsWjXLfGuadzer2I90+dvS/WXEiD9/vu4Kvs5XjEBFiiH87sTwUY+WJPNRYbarjeLEHlcRy5BRV4a+H2yH7ua5uvZ4kUa6X1cDK8ZS0b2afP4hyv2mUHyL8hFi9U2Iw/n64naIP1p8PtcXOZ7vQx2ReT4/yR4S/EY3CfZEU4kPPx7Cmnq+PCMS2te40CyeY0CUJzaPdnxsJ3BGAAIBJL7yuWXQAdkzogondU+Br1KN4zgDsf6E7WsYIx5OsQ0jy+sLM3uDnD1Wsh/xNelx9ud9/pBeCMxCrqQtFlSiptmLa3yckFWyenJN6KFFP8NejHv8wuBoznSkteFaPwCKBQE2RBb3y5n0EX+/OxfrT+fjzqHoG/VppjcQXm+d5Ta/wuoDT6evEkXdICAbDMEgI8aHqEkDql+dK9TTW7tupt6sQ3QXHqqsnGotsFH4dl+H257kDtcA7zB50u/JBNuodgYyNEf6WqzABoKPdYqd5tD8ahQvknScLUaKwTgxRV/i+M9Rxnqb3TpX8Pap1DLadL1I0C3PsN0sb1crhjjq2LhAriGuj8rcwhltmn+EJnCnU1UrkCbJkyUFPCX41Ba8zq5XUMPVKpuuv9JPYRxHOcFCTCABAU7vF2V3NtRcVtltgBSYmj92FlhpRrEx6/NfDWLr/CgorzFh2+JrCU5zjeVzyVjYXrCv+OnYDjd/chLsX7cVHO3JQWGlGv8YR+HREC2RN6IyS1wcg5199sPzhdpqNat8Z1hTHJveAed5gxXOszQwbWOh4G2b0aYgwPyNCfaWLmbIaK13s8zzQPy2CLoT2Pt8VN18fKElulM8diIOTuqnuy9kZvdFLVDVyZzMpSTmwSSR+HOsYj9U8VQlsjA5mRrmvgLr6UK5gu5XIe7UfFtoTrAYdg3bxwXilf2MAzgh+oS6uZ2oYJbLeGiytlMgrd95MM1ZFhUcI20fax+OJTolY/0RH2lARAMa3ddjFGXQMzG8N1pyX5Lt+1S/J5RhzenovrH6svcJOri7ESV1htjcmzSmqxJFrpdiZU4S1p/Kw7PBVfLs7Fx9uu4C5689g+ooTeOa3Ixi39ADu+nYP+n66Ex0WbEOztzcjYc56hPxrNbymrID3tJW3bt9MwvlibcK1e7DTFFwJSKXspqejYvTFLQi76mi2HXpDqs6+tvprDE13XA/TeqVq2qDwvEMZePhaKb7bexkPLD2Itu9vddqfRO26JUlANeWtO5ip0t+ktrC9PUQyzpHEoFHP4p6W0dj8VEcYdAysHE+bkA5Mi9D8vKk9hXGqLqTZrcAvh67S+exmlQV7cm86TUa6g6UHruBXUY+eM/nlWKpRhQkI5zklzBdbnuqEqU7Gby0EmPQorbYKPajs2zx35BcQVcdKT/HYfaOshsZbHK9e2UB6E3hiFzVz1UnNpp3OoKbA1rEMeqaGwaBjMLRppMq7tMFASowTApkkjMVzKhHPkONjsiv1tzzdGVuf7kxf1yTSH31VlOU7n+2C1wY0dnvfxAkSMn6E+irnLGKvV1ptRZcPt2OAhhXTDweuwDR1pap1XG240QZBtbvOyDElY2yL6ADw84eioX1Nlxrmi9LXB2Jgk0j62mZR/hicHqmwj/LSsRLr1awJnbF0jEMc5+Olx/mZvfFAZgNY5g1GjxT319HO4Ml66clOCTj8Yg+0VJlvZju5Htxd27o7TpBrm9igkdjwmt1OCRCSVrH2ClitRsh1gbtVCWpo/s4WyeO3Np2VJF2vlNRbItYFt8eUrx71qMd/LYJFDVoah/sqAuezTppxcaweeksFvBkbNj7ZUWG3o4V3Np+T+JXK1VNN396MuEATTk3rib+O3cCo7/djxzOd0SlJW4HtKbRIcldoGuWPOQMaI1oUZIutesiCb87AxujdMBw/OWnoN29IEyzed1lVmekMgoJf+Z6nOifiuT+O4ct7W+LuFjG4q/kVl6WI7qKhCgkabCdQZvVthImyxq+rH20vKVP98M5mmPD7UXCE4Jft/spH2qFNXBCCvPUSKxR3qwTEnxlgMqBPwzCsPyP16vc2sODeGYJj18vQLDoAC3fkoKTait6pYViYlQMAimZhBJXwgvgIpEX44WRe7SxWPMEvD2RImhzVxqbfwnq5TZL3bhiGDWfUexzcLgxrGqnp86i3VLq970fsDXDbxQejYHZ/hL3ksJsJ9fVC2dyBmLfpLF5bJ/WU11KGEMJ3y1Od0H1hFk06vdKvMY5eL0PnpBDw84c63T+Od37Czs3ohZS5zlWtNo7H4x0T8NnOW9F7xIFlh68pbNPEuAlv7Azpovl8bfHusHQ0jw5A8+gARPh5Oa0SGN+2AR7TsGRjGEZhk9Y0wIZrhQxsPAOdbGFU9Fp/2jCzrNpGx12ygDozrResHIdgFesxX6OeKqVc4ZX+6h7wrWMDcOBKqapy64Xuyfhs21k7wS+E4qsebY+BX2QjOsCIa6U1MOpZhcpUrni7lQj3M8JgP0bke8hjorJ/pH08VRMKi2KGjsNnpvXCibxyNI/yl3hx+3jpUGm2ITHEG1kTuiDm1XX0OevbQ1RJpq7JoSh6rb/quQGAL+9tiYvFVdhwpgB6lgXLMuiQEOyyqT2BfAhoGOZL7YoOTepO5/W2DYIACHMNz3vWY8Vq41ButqGs2oqyGpV/ku02lKu9hr7O5pJwM+pZ+Bv1on86+Jv0CPYxID7YG36S54TnH1h6ayoszUbhXuEZBjwY2AzeuNKgK5JO/AZAuFZ27NiBjh2dJy/DL2fDy1yGyNwdqPKLQkFMJiJydypep7NU4dUOAVh+XJhH9LYaqq53BrGdxd7cErSQkQxi/KEiSplkr257ac0pxXN1AffOELAv/q35/KTuyYgNNOGFv44j0KRHtZUDK7tvAk16XC+rgZeOxc8PCFYYG84UwMrx1KLhgzuboeEbjvlHvAZ4c0gTvDlE6u3cPSUUF4sraZN7gtQwX5wtqIDJbkVzK7Fk/xVqYVlcafHI9lALJLHCz4/BZztzqG2GFogtS7daEogBRoHg9zPq6lQVJ7aMAYBtT3eSNEz/zG7PFDBT6S9OUGm2IX3eGiwbl4mEYIcwi4d6fEkOd12abbqLZlFSkpQ0zo0JNME8z30PfAKtqsv77BZW5PFjHeLxmN2GjlTyOmvIq/Zch4Rg5N70jIT8/cg1bD5XSMVS8oapgEPBT8Y2V3hP1FTcHTSL8sdRlYbxxNPfU5jsx8bZ9eJvP6+k2oBY/sjto+RjWrv4YLSLV7d01etY+rl1BUmqLBrVCve0jMHk5cdp1fEr/RohMcSHJrDIPPPbg5lYsO0CPtjmaGQ8s3dDSTNZyXe4eT+5Wx3mZY+F5XEBwzBY81h7lNVYJRzKT2PbKCwwSWzmLr4Z2Qrj7a4Mqx9tj/5pEYomxdVvDYJpqnvigRJZPPWhqCn0setliA/2vHqqHgLqCf561OMfhhe6J1Ny09O4mWf1gE1QHqgFJloQk/sAVBeVl0uq8dwfx2gjxCeWHcb2ZzpLXjMgLRyrT6o3mnQFjjVQ+icu0ISvR7aSNKnyM+pQXiNMdEHeBvwwujUGfbkbQSY9hjeXKjTFATsp420c7of28UH4c3xb3KHRxIgEQq4CqeRQHywY3oz68nOsQRK5Fszuj4IKM3ZcEBQhRH1AzueuZ7ugwwfqxHX7+CBkk0aqoT7Uz1GO7ioLGzERP7NPQ0kzTrna9OnOiZjw+1G7NzYDRpagGNhEXZnjSSMm8f7kq3i0ehuExVUz+2JxWNMoLN53GSE+Xk49XQHAAqnNTYMg0y0h+L0NLB5uFy+x53m+WxLe3yoENiE+XigVNZSrsnD4YXQb3L/k1tgCyeGqGkOOSH8jbrhRZk9w7eW+CPczQi/yhv/zoXaKoJCA4WwKP/XnuiZhgSiIBoBv72tFzysAhWIbEBQzj3dMUBL8KgS9WPHfLSUUh1/sTkuM28YH4eK/+jj2kWHw7rB0vL7+DAorLZJFdyWrrYLy8dIhURawdkkKgZ9Rh0X3tUaIjwGL911G74Zh6Ns4HGG+XoqGt0PSI/G3mws/V5ATD2XwXMF1d4tofHp3c0nfhXtaRsPHoMOivZfROjYAE7unuP15eh2L70a1wgNLD2JwkwhFE0c5vHUAx+gEBT+kCx3xHFVjs9HFIxkna7M4FPdOWTC8KRKCfTQJnH0Tu6Go0gI/ow7f7MnFprNCP4yH2jXA/GFNsXTnadgYHTieQaSuGgPSIrD9mc5oEGRCwpwNGJsRhwXbLsDbwGJ0mzh8mX2JLurE8GRBJUbHhGCF1ylRmREhACEiSPLri3tbYmqvVDR8YyNsPCmKE/YpJcwXKWG+CuXVgjua4tFfDmNit2REB5iwaFQrjFt6EGsf6+DUWkeL3AeEa3f+sHR8mnURqWHCPfXjmAy0W7DNrXG6zCYdY14flIZ7vxMaU4qJYjI+to4NxP7LJfhmTy7Wn8m3E+82dULeTsq7Ij4NOkZGuOvhZ9TB36hHlL9R2GaSk/J6yXY/Lx39uzbJn83nCvH1bofg4tv7WuHBHw/SsW/tYx2QGOKNRi6af9Z4C/FCSVgazjW91/GE/d6oqanBc889h7Vrlf1ZxDBVFyHiihD3eJdfR+y5tQjJU5KxOms1Hh03BuGpA5Ef2w4zJj2H2HumuP7BtwjXbrFVkzMSuEtSCN4Z1hQ2jkeHhGC0bRCkOof9Mb4tluy/IvksPcvCauNprCSvljn0YnfklZk1m6NufqoTrpZUI3b2OvzyQAbig73x66FrSAr1wVPLjiAtwg8Hr2pXQdQWJIlYbeVoUmZW34aKudxTPLXssKZPPOCIa131DXGFAJMepTUW+Bp1NPI16jz/zGe7JgMAfhzTBilhvgrLGkJS/zQ2A0v2X1YVTnyzJxd55WZ0/ThLYlHD87yizxDB5rMFHll01RbypvTLxmVqvNI9MBAaqPduGEbnruq3BsFgX3ORMTnY2zG3kHjWmdWjScPLP0BFlS1OFstx17dCVRKpClWDmp2UMzjrB6IGNXJ/57NdMG7pAY8+h4BUBxHy3lk+q31CMJ7unEgrqtXGMcB94plU1dYVpGolwChYNRIxSPeUULzQPQVrTzvi0Ch7U+bkUF8sGN5MQvDLExRilFS712g6yk2/fDLfk8SK+Lj3a6y8vgY2icT8Yek0SQ0AfRqGud1U97MRLSS8gEmjN4UnVaa/ywSJhIMBgL+P52nyBPVwjXqCvx71+IchJcwXT3VKxMKsHI+UMd56xu5jLyzn/VR81MW4p2U0fjmkrRZVg9hn8Mi1MryyRupZPS6zgYLgbxkTgEOiBca8IU0w5e8Tis/mdY79TQnzRd/G4Sh9fSAuFlei+Ttb7KS7DbGBJpyd3ouSaAOclDQDjgaCVRYbGIbBsGZRVN0kB1EFDUl3/pnyUjqO1UsaBIf6eiHU14v2PXAQ/ML/WqWAM3qnYkBaBLrZycjs57pS1fPgJhEY0SIG438SiDW1BSdZDHA8jzkD0yTko3xSZxgGLHjwrLqCXwuJIT64OWcAvtp9CWMz4hCh0rCVfofo7zyVIDdKFrCTJtMBJr2m/2qYrxcyGwRi98kKhEMHQ00pLMYAzOjdEOtOS5XuO5/tgo4aiRSC9+5oKql26JYcqjg/L3RLoQR/XJAJF4uE85gRF4ipvVLQMNwPE/865hGxLo+bj0/pgfR5mxWvCzQZ8NuDmXTh4QqPto9Hq9gAjFi0z+nrSIAeFWDC+ULHveBMZdklKQRZZ82oElmWhPoY8P7wZth+oQjjMhvg2T+OAlBX0p6e1hM6lpEEiSaRXRRJTqgp+OUJgubRzhvbTeyeggqzDbNWn0LjCIc3fA2jTUp66VjFAiA20CSxcxnfztHIVK1suDZ+wO6ignFvYdG2QRAi/Y14uV8jpEX4wc+oBz9/KAZ/mY2VJ/Iwb0g6/I16LNp7Gfe1ct7zRQ1jMxtgbGYDVFtsThXTr/RrhLX7ToBj9bACCoJfPIb9q08jnLNfh7Vxr3qhezLe3XIeg0VjNyFftMAwDL2uFt7VHE3mbUZsoAkfDBcaphtYHjaGBQ/H+NjZrriqeGMgTHodpvVKhVEvNLGL8jdKrjUCo16HU9N6orELElaO9glBCoL/3pYx4HngTrsNVUaDIKx7vAN6pjosiXSiecBOqUg+Q94kkBAtmXGCGv6BzAbokhSC5FB1qyx30TImEJ+McFg6+Zv0yIgLdIvgP1ol/W7xmCAeoxiGQdaEzkgN80WnD3fg9yPXVIn3MF8fEfmuExH2agS9QMqLrez+U/hsRAvMHtAYo77fj23ni3B3i2j0bRRO7V76umhgTFAa4kjilYQJFnM8w+JC2l0AQK+Rqiql4tVQXQKL3eJn8oheuLffywgICMDTTz+Nw4cF9f6nn36K9ksu0SuNeP37lAsEgVd1CTac+8825nNWmZYc6oPzGmIKgubR/qoWmY92EOYEHcugY6IwPqjNommR/nhN1shVxwJWjpPcoWsf60DFLUa9TkGyyhETaJJU2rSLD8ahqyV0n9RwZ/MoBXnjCcQEKVGozujdECXVVgmh5inUyP2v7m2Jh+09Omb3b4zHOyTU+d70M+pRXmOTePA/3SURVo7Ds12T4DtdUNyTZKcYe5/virMFFSgSzX0j7Qr0kzfULVTvbRWDVrEBqtffy6JqE3GfHh7AN7vVe1GsOZWPlDqOz3KE+BgUzacBYOvTnbDlXCEeaR9fZzsiQPhdnCh5IT6XxAM+o4FDSNQ43A+5N6sR4iShLBcw7bb708er3DvuCAfI+lCtoe6I75zH4k93TpT0tLoVbpwdEoJrXR0ot+hxBoOOxUd3OfqsaXEQF2b0RqWLHjEAEOFvxHejWuHtzefo2BkTYHJqCaoGR3JCWsE4u39j+Jv0iLaT+svGZToVJQDAHU0j8eexG3ipbyNcLa2mvIaXjsHYjDgs3ndZ871HJ/egIkdXIGtus1bjLxWEeEuv8Sc6JmDJ6DbwnyGMRx/d2QzP/H5U8T6GEZKJOUWOOYxcdxF+XtCxDE16k2PoZ9ShX6NwlNfYVPuDAUBMoPqaIz7YG38du453hqU7rayphzbqCf561OMfiPfuaIqJ3ZPR65Ms1y+2I9ikQw0hmhkhU134Wn+Ezlqj+vrMuCCPCX45xORDn4ZhuLuFsiHbD6PbSBp7ahGIHGsQKhAAxAcJQZm/SY+kEIEwI1N2lL8RJoOOBh4ZTjzmRrSIhr9RmHzEk+yuZ7ugsNKsIFyMeh3K5g5U2ND8NDYDdzWPgmHKCgBCiaZYPc4zjCpDTuIxUqFHYiWTnoWeZRTB04zeDXEqXyA/5g1pglBfL9x4pR8iX1mLu1tE08ZSaqqexBBvWs5LbBMLZvfHuKUHsOJEnmrQo2N4cLVo9RLobcALMtXvm4ObYNqKE/jk7uZ4cpmg6BPvZr7IL/epTokYmxlHm14STO2Zio4JIUgJ88UL3ZMxeolSsRLpb4S3QYci+OJUfB8wnBVPZoQriLWeqaHokBCMhGBvVQ9MguHNoiQEP8+DNpAjaBDsjbtbRGPZ4WtoEORNf0vHhGDqY7n5yY44cr0MnRKDkVNUhS4f7YC/UU/9ugn8jXqUV5th4x3B9tOdE5GmQgwCwvV9Z3PnjQ4z4gKx77JjQS+vxpAjxMeA41N64sAV4T0cL/SnGNkqhpJ8J6b0QBNZwuHBtg2w/UIRqhghmB7ftgE+uFMgQ/dOFPzQX99wBjfKanCvSr8LcqzEECuvjk3ugbCX1tyy5k0z+zTE2Iw4SmACkCTi5FBTX/trJOMAoHOio7yWJGUbBHqjUbgvbQxdF8j3xsoLx0pOznRODMYOUZ+El/o1wpB0bWWNl45FqK8Xzk7vVaeEhMmgQ5RKcP/7g5mICjChQ0IwNh04YVfwc2A1vEt9vHQI9fWiBFtt+lO83K8RNp8rxKPta9ejICHEB82j/fH9/W3ouOTFAhWMI2ku3Wdhu5jweG1gGq6WCAvX7Oe6oEV0AF1wNZJd+2G+6lVKo1rHokW0P6avPInMuCAsHdMGo753VAexLINRbaRJmT4y/2E6DxA7Ktl8EWM/Nx/e2QwhPgYkhfjg2OQeSBcpQutK7mvBXdFCOSe9rsTvk9+ThFQ9M71XHffuvw96HYvYQG883C4e284XwahnJU1a3YXZqEyImk1BACOMKTa9CQWRLVFWoSS5Wc6C5rveg6GmFPHdZiEyUhhbhgwZgsOHBbuuzMxMhL+/CjciWyFjy6v0vaHXDyCw8DQMlgoE5x1FcUQzj/edoFNisKIfjBhaTYlJDNA8Wp1gBYB2DYJcEvzj2zbAC38dx6Md4nGhsBLrzxRg/rB0PJDZwOn7nEHPsrByPI0nGbiftBFDHt8F2i02LDZeNdYMMjmqp8TzR6BJr6pkfXNwExRUmGmDUnFcZbEHuAYdC+42NF58qH08JfhZlnGZ8HAHOoaBzX7cSbzkbdApGrjf3zoWHAdqewEISdUMuzWYHGlOFMs+srlyeu9UvLHhrGTbvE2OBrDOrseCCjNq7MddHP+5A18vHSrMNmQ2CMTeXMf7Gof70TXdNyNboZm9UWnX5FB09aAnmTMQKzWOV7cfahrlj5yZvZEQ4ohLlj2YKVk/qH8uA9vbQ6Cb/DdGtIhG23jh/CSIrpWMuEBUWmzY78axIvGbRcV2rdSF0tud8GXb053w9e5cXCyugoXjFA2Sj03ugQm/H8XGsw7RkqfWsQSE4CfVEa7WB2IQi57fH8xEE9G1HeGkmkKOsZkNsPZ0PiX4r7zcV7NCWAtVFrLvAsixIONap6QQHHihm6rv/opH2qG40oL77XHTbw+2hY3nYdCx2HqukBL8Vo7Hd/e3RvalYnr++zQMw+uD0uClYxFg0nsUFxlkFj3uHPURLaMx/qeD8DPq8OU9LTEgTRDz/fJABqwcj/tax+KZ34+iY0IweADXSqtxsbiKxkTitROJE6693A8AoBNVaR+c1A0RfkZEB5iw+mQe1p7OV7WDVXMzGJAWjoNXSnG9rAYXiyqdjnn10EZ9k9161OMfCC89i9QwX0VQThrsqSHcRy8Q5IxDjeVM8aC2SJzS032rBgDYJSL4G4b7SgIQ7p0h4N4ZIiENWAYY3SZOlXziGR28zAK5/WzXJLpdnh0m1gT3tozBikfaaSr4i17rjx/GtMHIVrGY1bchRotIkVBfLwXhQuBn1NMM97vDHM0I9SL1RI0i6GNApu/JPRzHkJUoKR2Tr1HPops9YL63pYMINepZtIkLwrJxmXi+m6A+jfA3wvb2EIxvF08VAXJ+f9vTnZA1oQuGpEfi8Y4JVFEW6uuFhvZGv2qkqQ48OHtyoi4+pD1SQjG1Vyr4+UPxRKdEnJrWE4B0QRPu57gWk0N9JI2aCPQ6ljbHvL9NHA2QbG8PwXejWgEQKjGIQrXSFAIwLHQsEB1gwl8PtcXXI1sCcJBAx6f0wFVRUyNAUJ0/0TEBiSHekp4XgOD/rVaC+8ndzfHzAxnwNuho4ynxtZkW6Y97WsYgNtAbnZNC8OmI5sia4LCw6pIUgm9GtsJbdg9dcYJowfBmqsf/6OQeeLyjOmG5b2JX+NmTVysfaU+bn6olf7Y/0xlxgSbaNJnnhUQJuXdSw3zx49gM3Nk8mi6e1YI24r9azQrB/eSeKYpqh+uv9AM/f6ikJ4YziJVXRE0tLgvuqHKduAvSdFt8bHkn17la6er9bbQV7oPTI+n+TeiSiK/ubSkZu9RwR9NI/PKA84bbi0a1wu8PZqJEZAXFcFZhVOd5LBndBjNETam3Pt0ZZ6b3omOPK5KF3FcpYb51uu+1MLx5NL2/DYxgHadm0QMIyezt9oZ5ZPrwhN8nCeAAkwH7JnZDUi0TFt4GHQ6/2AMtRAtEPQO7RY/7TUhjAk3g5w9Fu/hgmAw6zcXPUI0EDMs4FFY+XjrqTewJdKxj3uFVlvNeehY7n+2CzAZBSA4VroH0f4PdA6BUWsp7NqiBYRxEw6Tuybe1z8F/K6qtNrCMNslTPGeA0/cT8YQEjCim8Q7BxbThyC1UKpBZzopwE4PmzZph0KBBdHvr1q0RGhqKH3/8EQCQkrMGrbfOkX4FAINFIEuSTizDhCbSeO4JjflNDfBSQcoAACAASURBVGq2hGLIq4n+frgd1j7WASseERoxN430p01DSQNPAncaLJLrrltyKEbaE9hqFiCeQM8ykthMPByT+b02IEKaGqsNKfYxcfsznfFKv0bwN+ol46Q4Aa6mxrTMG4ypvVLx9tB0/DouA2Mz4tCnoSMJYbZxYBhh3FEbujc/1VFVSe0JOicG0ybDtwIsw9jHR+d9lPQ6Fnr7GDUmIxbf3tfK5WfnzOwNAJjYTVpBJj+2PVPCUFvoWAZldqL5o7ua4w4Pmt2emd4LRyf3UMyz7eIdSYv2CUHI1Ehi1AUMhBjbxmnbD4nJfUCY21NUeo7JwbIMrr3cF9+Pbk23+Xjp8Zm9iuzHsRkKn/U3BqWh9PWBmp/52K+HJapod+BOE9YuyaH4+r5W2PBkR0nD4LYNgvDRnc2QHuWPDU92xLHJPXB0cg/hc2uZO/NEwS8H4SDSo/xVqxPdxcK7Wrh+kRMQix5SYUviBnECplVsoGo8O6hJJEZnxNHnWJZxjOUpobjykrA+tNh/6/EpPalYwMdLh3bxwWgVG+ix6IEq+KlFj+tYh4gLK8w2jGwdS98zomUMjQV/fzATf4xviy1PdcLJqT3x09gMWrFCMDQ9knIcLMsoKpNbxgTSNRr5zlAVvkjOG/Dzh2LVox2ocC0uqO7J1n8q/nlRbD3qUQ8KOcHvrMFpgBdrt+iRDuT5r/ZTfX1yiJIIqUvJ5yjRZAQIkxl5rKeTMgs/ox5LRAEYAQ+AtVajqZ9ZEliSialLUghiAkyY1bcR3T6oSaTmpBns4wWDjoWXnsXsAWnUX78u+NlOzNVYOerzZ/+x4BkgI5TBvKGOpMCgJhHolBhMSXxC9Bv1LP37i3tb4MpLfbH16U40iXBXi2gJiSEPauSBcZfkUEQHmGAy6PDpiBYIFJHWhAy38Tx+eSADe593BAIsA/D2aaa2NN/ll/pgxSPtJNsahfth0ahWmD/M0YBs54QumNlHUEfFeahAZFkGYzMbYHzbBlg8qjUN6nQ2M3iGpb9xaNMoxNiDFnL8fLz0tOyXHLb7WsfikxEtcGFmH8Wii+cFNfDz3ZIwvFkU+tnVseF+RtxjP4/k89onaC+AHu+YiGbRAbQJ21OdEvFguwbQ2Zscio+4XH2XGCJUDDSN8te8vlNCfam9TYDd+gIAmqiUj3ZOCkHuS31pzwwtX005Pr+nBdqLFn2ENLDUsiG2GvQqZF1b0f2/8cmOLskrT0B++kCVxKCXiHyMD/YGP3+oxPpEDUQBr9exeKh9vOQz8l7thzayCiOWZdAlKQR3NI3Enue74siL3VH55iDkicbpsRlx6N0wnKqWAAfBz4CHt0GH1wc1wZnpvZA1oTNYlkFqmC+e7JSIuEATtZGR49ZT+a7hpRMszDiw0KsQ/M93S0Zr+zEidmqe9J04OKmbIoF3q2A35wFwa44dqVbJmtAZFk59sW3SO7xtxfO9J2Sfg+Cv7Z7ePrxrnxPIOeZ5ad8EkhwWD1E6hqF+0/e0VFYG/RNQbeFgMmg3BA3yNsDbwOLZrklYOqYNtRv0FDfLHWTWg2nCXOpTdg0bNmzAt99+C4PBcW8mJSVhzZo1SE21E688D5YXrt2WLVsqPpsBsO3z1+jj1wY0xmQPRCXmsmKMSGTxx/i2qs8TheqLPVKw89kuGJweib6Nw9E0yh+npvXEfa1j8Jk9Ed4qJkDiJ/5we4f1Wp+G0jH/rcFCUl6NVKrrLUbU9fLPOTGlB05Pq31FCkk81Ng4Gk8bdAxe7t8YpXMH0h4OANAlyZE4kSfgAOkcfXeLGHx3f2sJGWyx8ZTMIvdtb9Ex9PXS49O7m9MK1Npg+4QuigbDdYGOZcDxQkzuincb0SIaHwxvhm/va41xbV1XaySE+ICfPxTv3iFtwCvvGxDoXfvkkJeOxY6cInjpWDSL8seS0W0k51SMCD8pcRcdYELTKH96zX14ZzN0TgzGW0OaYPWj7ZH/aj+JWvtWwqHg511aqdQGUQEmhX3TYx0TYJk3GKlhvhKSWs8ymNa7IfxNgoWh2nVQabbhEXv1CEG0Cw/2usy7u5/viqe7OEQi6VH+dO5zN26Xw6Hgd+3BLwexUZVXn3gKf5MerWIC6Bpw0ahWyH6ui+pr1eK/GpkKfkQLIQ5o5UFPOC2QuZIQ8TqWobFXXeyVDNSix/3ECpnfnX3v8ObRiPA3wkvPwmTQ4d5WMfS6Tg71wbvD0vHd/UqORQvk3FpFMemk7smSbQ2CpGt2Mpa5kxivhzrqj1w96vEPhjx7Sspqm0b5I2tCZ4xcvI963nvpGKrSEs/fYX5GRbO+dvFBdJInARegXo6ohdhAE67Y7QjWPd7BaQln2dyB8J62Ei/ZyXlfUX+APc93xf1fb0eu3ZZXLfY4/GJ3JIf4KCxdbjdGt4nD38fz0N9eMi2QC/tgsfFoGx9Em+XypFGtbOeDfbywY4IjiBET/GSxaNCxiAk0uFV2T64G8j06lkF3F6WzdzWPxvwt59Eo3E9xjgQFv5ZxhnuIDVTP4MvL1hNCfPDagMbokhRCj6crxASYJPY6X9vVU+b1wh7rbDUCwS9aKBDCPlykStOxDF7u1wh9G4Wjy0c7JNYq5DyQ+4CHUDXx3h3aVgJNIv1x+aU+mr9djLEZcTiTX4G7WkTRfQHDOA3gLszso9imZxk81iEBO3KKcOhqKfyMehq461kGbeKCcHxKD6RF+Gl665JEkbs2GY92SMCjHRJoOW2AffwxM8L/t4MwPjm1J2IDTdRz0mTQ3ZLk3POdGuD9rFxw9r2ePaAxRraKwT0to3G9rAYpczfS41k2d6Dbi8+3hjRBoMlAleQA8HC7eExdcQLhfkbseKYzkuduoP6XNVYOUQEm/PGQNCkmTjQxDKNozMZyNkXUnxrmi1SRsi0p1Ae5L2mT3T1Tw7DiRN6/1TPTixWa7Fp5Bizj/LprEumPnx/IwDAP1IgBJgO9Lm85GGE8EHvw1wXnZ/ZGeY0VDcP9aE8Pgq9HtsSFokq82CMFi/YIHrCkqWDB7P4eleezNKkrPP5PJHa0EOrrhQsze8PPS4fwl9eC43kcerE7HWMahfvBZKsEDx76mjJYjf5gGQZt44NQNnfgP3ZBWWPlaLNELVS+OZj+vfZUPr7Zo+7f7QyFZY75tlmIcKzbN2uo9XJNLFiwAAsXLsTPP/8s2c7wDhsdhoFk3BQjLcJP0ath+efz4V9yEXdMUPfAJsPjgMbhigpBtYpNcQItSGQd+fMDGej1yU78/Ug7VJht9L2ExLbYbh05SQl+eq8Kn1tX2wNCyqeE+iIjLhBL9l+hKlgAaGInhBJDvPFC92Tc2TwKqW9sRISf0amlIcGjHeKxJ/cmfjl0FRYbR+Oo57slYf+VEvwxvq1gmfbzIaRF+CGzQRDaJwRTy1B5z4NgbwOKZRUYo1rHYvaAxnU6DlpgGYEwFTz4ledy38SutALaZNBhgovKPHfgbdBRK8s3BqVJKiecQbzWItCzDEqqLQjy1tMxMS7IpNqgtUNCMLWmEgs2SBXpYx0S8IydVO7voqdZXcEwjN2D33nlxK0GuR++v781zhZUot2CbYo4ODHYBxeKKtEuPgi7L92k2y8WV+FqSTVdo6lZ3DzfLUkyp++b2BUMGGw4U4DJfx9XvF6OczN6ubSmrK11ZV0U/LMHNEaP1NBbotQ+MKk7/VvN1mzRqFbYfqEIs/s3RvSr6yTPkd9OrpkWMQHg5w+t8z4BjthbTMTrbkHAR8ZE2mTXzfc91SlRkiD1BAzDYGJ39aT5+sc74NA1ZcN1Mg9aOR6hPgYUVlqoZSyJIbc93VniCLHlqU5uWV3VQxv/zEi2HvWoBwAlEUfmnPtbxyLAZMAHw5uh0ZubEO7nJajC7Qp++USy8tH2yHxvK87ZA+rOiSE0qI30M+J6WQ2WP9yOBv2AoGJaL/NjE0MccMo9k+XqMZNBJ5mMxYujzAZBaBbMIvea9vTnqqFmbfFq/8bIV2n+ShDhb8SGJzsqtreOFfaH+v/bbW60Sk4JeqSEYd3pAhj1LL4e2QpL9l/xiGyL8jfihe7JeN7ePNIyb7CLdwjehFqBkI7hwTE6qCUnbgcYhnHZFFmMLU91kjRoJqgwC+WBOlsNAEYSjGXEBeL+1rF4tb90YfiK/XHp6wMlTbZo0yaWhdnGua3YcIfcB4Qkz4eiplXiigoACBbty+lpPakKUQ7L20MAAJeKK/HH0evQsQwN3Mn9RFRXPVJD0TjcF2se64BYlcSRSUWl5wrxwd7UosfC3HpClagmiRLlhe7Jbi+A3UGbWOHYkKPrY9BRNV6oj3AuCIHjCYkYG+iNj2XWaVN6pWJKL0HVajLo0DTSX0LwayHKXxiLAdCGzQEmPUqr/4+9M49zosjf/1PJDDPMwTkMDJfcKHLtCgoCciMioi58FdFVd0UXRcHFE38IKIgX3rviAbvueqGrojiKB3ihiHIIiogIOKAgDHIfM8Mk6d8fnaquzjGTZJJJHuj36yXTSTqdJ2Wlu/pTn3o+HsuipwpM6tsKV3RrWq1BUpcADJcLBioP8AOplaHt8q+0MSqs3BA5um2VnsE/96IutuLN1/VqgQ4Nc9ClsXl9CSwwXRnS9UZaUKRUhB9moXZJKFsswB+s9VvIyOHCiRrcB8zs9MwosvKv7tEcL6z+NWSRyIrYd8Qa15X7Mz7D/T8KR8uWLZGdnY1x48Zh9erV2LRpEzp16oTvvvsOQqs9s2fPXlx99dV4bMSVcNdroooHCmFaZ1yoFZb/3+Wn4T7N279tXrat0CtgjUMD7QjCoWdU67YgdbNq2IJRkj91MuvwjOpSAAHglTXbQ9adioY0t90fP57jsGU39MLJ+TnIzUhDnZrp6KNl6rfPz8Fzo7vigo6N4HIJtM7LxryLumBI+wZYVrQPzepk4swnvgh7bCEETs7PgQGzvlW636u5bYMcfDnBTGoZ3qEhfpturUxL1/ycN98xUE3qjT2jOW7t3xpTFv2IV9fuUPuc1rS2bQI7npgZ/Ia2RsvOH5vG354GAHL8fa5J7cyIxzc39mkVFCT2+AyUlvtsKy5u7tsa32w/qMYOkufH/AEvrt6O617/zjZRLMe6kdikxQsBc2KhIoueRFI3qwa6Nw/d7rf2b41rX/8OV53e3Bbg3/T7ETS5+0N8OaF3SGvRWplpuPvsk1WA/6S6NVX/qZHmwi2F63Hn4LY4/9RG6PboUgw7JfgeKBL7F3l+69UiOtvKYA/+yMlMd2PYKZEnXMRKg5waGNmpQAX+N9zWHyffb9XIkwH+RFhKyvbRr5XSliua1aSB6FaJQOTn9sD7iXgxsF0DDGwXnFwnEy49PgPrb+2PfSXlWLplDwAr6TO7htt233xKw9yErfI5UThxR7MODg5q4L/+1n7YdagMh/1L9+WCXjlAOufkfBw8eBA+VxqMEBeROjVNf+LNe45g856jGHFqQ3yz3QycXty1Mfq3ycO5p+TbLp5D2jdQAf6rTm+OeV9vC6tTLxA676IuOCNG32wzmyamt8bE1CHton7Phtv6q8xK2f4GREiv40BuH9AG1/Rojow0N5rWqYnbBkTnKSqEsNneVHWw4wZgCOnrn2JRIJg33YF+nAAwsnMBPtuyFxmlB2DUdkGPV2dnpOHFy/4Y9pi5YYo816mZhuLDx3BD7xZVlV0hMlYi7+lnDbY+L1QR2kCa183CBP8ET7sG2diy52jQ/7t6WTWwIczy/mf/rzPObBHdUvlvb+6LRrkZynfRi/j2mS13DESjgGXPej+PB6oeBqTNlfWaHOBHG8iKlJ4t6qpzaUUB/tWTzlI350u37EFGmgsPjzgVY19dC2FEPvkUDiEE8nIiL44WD8x2D+3NnPrIK200Zekio1vTOmqlTaOAgnVulwh5IxYp8sZSTkuk3pnd5OlRnUMGTGD4V1OJ6CfcjldKPV5lyRYJPVvUw7EHhuPLor0VBmoD2XukFIA5EVWmAvzR9aD//e9/AIBatWqhZ8+e2LRpE66//no8/vjj+P57q6D9u0/fh5yDv8LjmYt//etfKsAPWH7Ibr9HfX7Aeeurib1Rz58NLpHj5UjVSmuCfq3rR5RoUbtmOgr9fv4A8MHfgpM/oiXN5fIXe63yoYLoqV3n9QlEwLwWBNrN/NVvU3RRVzN5Yc+Ms5VdWCjk5b/c67NZ04UjLUw/evaiYDsnABjULnaP+spw6UV2q/EEaa3CFUHFwq/s3gzPrfgFfz+rFT7dskdlyIaycyv3+lDm8dnOCQPbNcDO6UPQZtYSlcx1c7/WqJWZjpGdCswAvzbG+ffornji85+rdewv/KviEmXRUxXGndkC485sgZdW/xry9Z6Pf44D9wyFAQMXdGyEN9eZ1++VN/axWejpddhObZRrS7DacsfASi1+wnHfuafg4udXYdHVPaJ6n1z5FUsGf3VRfNfZtsft83Owa/oQjPjX1/hq236VEJWILiP7v57BXy+rBl669I84t0PVV7Sk+tg32993PV4D+bkZyM/NwOc/m0WfPdp12CG+OB78Dg4nMHLW+pSGuegXwgu6Vf0sTBnUFg8O72Bm7fmDKaFOxbVrpuOPTevg/7o0RkaaW3nwn9ehIc7v2ChokKdnejw0ogOmDLIv05Yvn92+AZrXtYKwfz2jufIMjJRUDC6Ho31+Dur4Pe6VbJXBX/F7Xa7qD7BVhFsYVoA/yVqiYXyvlnDDhzRPqd+ip2qXyqdHdcZn43vBeOg8XNCpahl5laGCb7LdqzBwevmy0/Dh36Ib7I/tcVLUBTU7FdRCg5wMdWaJ94C1Zf2shNvGyN+qDKToWZ4ysB8qsyoeTBvSHt9MOgtAxTdZBbUyladoh4a5mDakHa46oznGdjafi1cmeXUiwmwz4BLSTiuKKrsRcvuANviLP8AW75sny6IncVlv8eCanieposaNtdUNcjrIEALNs6Fqh5zIlEWZwS/pWclkbqD10wHNJkWeq0L5sofiL3/5S9BzHo85KVy7dm3Urm2ex9qteQ5dPjeD+wDgdrvx0ksvqfe0qpeFPi3rISfDjc+uOxMDmmZgzXuW1Y/X60XdrBrYOrkvWq+br57/7aC5+iDSzGA52S8nrpOBbH8ZxE2lX2q9rBqVWnMYhhkYS4/gHFbZPn853TwfHrn3HBgPnadWMCUClzCTLMwM/uprdTX+EOZ5efkEy8Lz3mEnAwAu79YUb/2lOx7w1xzopxWXvu7MFvhDk1oo9xoo9fhC/jbl79b74HA86K8JplZ7ar+Nrk1qY97FlRcNjicCQnnwp2rMsCK/+ZJyM9FCr63UtkGOusZe3q1pyLpSkpb1s2K2nLywUwGOPTA8bJJSOGRNgtJy6cGfog0fQH5uBh6/0LRKlQlRifqtdi6ohYe0+nkAcMkfm1TJ/lEqlfNzqdrqsr83raOPwUw8/lUNaVW8x3YIxklbcXA4gQm06DmzRV00rZ2JS/zV1IUQmHGOOSi0indGlgWfn5sR0rql8CrTd3T7AcuHM6uGG3cObocW9bLwwqpf8cnmPVh3Sz90eOCTmOw+JP3bmANXexAoVS+DwQghNAOHygP8qYZbGPDABQhB1e5ul4AbPtMfW9gz+GPhmp4nxUVXJMgbLCuTPPZ2r1MzHYOqkOkbK9GcZ1KGCtrd5RL4/e6zUbdmYrzc3S6hAvdX92heyd4mIzo2woiO/roNQsAQLhipm4BVKamexRQKAb8Hv4j/2dHlEso+Kxp//UiwF9nl+JFuuK2/lakqzKsqhAvnNHXZCiOeqFzfq6Ua98WT4ruG4Px/r8DSLWbG3lGP9Uv9v26t8I9PFuGq0f0iOtbYsWMxduxY23NXX3018vPz0bp1axw7dgwAkHtgq22ftWvXYu3atajd8RIcrdsCn40fjEa1MnFo1jAAwOH5d+K/XiuTvKSkBDk5OaiV5kNaueXjHujTHApZiHRwuwZo7bfFCFwdUJ3I374ngRYUicI8Pxoo9xqqoGRFVDaROfTk/Lj5akeixac8+KvlIwEErwnTVzs3qpVp+/639G+DW/pbq3wz01z458hO6P3E5yj3+VDqQchJP1mQVE9ikAkU53dMvN1KRci29vqqNvaNB10bh7Z+PVAafsLvWAU2NwfvOSfm4uaJJNCihwn5O7EsehLzOWtvDrZkizepem7PTHdj8d96hFxNKYvshlt95RA7ToDfweEE5opuTfGvr61CafWyaoQtomheOwSqekN/bgdzAPjIp5vVc3LwftUZzXHpH5vgUJlH3ZiEWlkQCQfvOcfKPpHaCa8hpnRBmFtrWvSUu/zZJGTypZcnhIsqu8AefGOb0DL/qmXmSVMSPVKr/J0GFtGK1uc8FmINXrj8q7P8ec1xVFQ9pLpVTDjkNdUwDFStFHloLuraGDMX/xQ20BArgecYhrOjLSvRMK0zDOGi0F4dtKyfhZb1QxekjZZPruuJ5nWyULh+F+pm1UDhVafj7bXbcNmr61HitX6lfzi1PfY+2xppabHfitaqVQt//vOfAQArV4Yujitps+5ldO7cGUXfF+CN1atx/fXXAzAz9nXmzZuHiRMnoqzM7jWu+nsFgZTmdbNs5+F1t/RD4xgtM+KByuD3EgbfhKU9Eh93uX8qJMJYFj3Ve11SxZRj+FBpW5Xudvn9wn0hbbumD2mPKYs22J6rkeZCyX3DIl6NkyjMcXvyLXq2ThmoVmIHMqpzATYUH8Z9H20Keq3U41UjgdqZaTZ7vWgz66sLeY5JdJA8EcguYk3eEon3YxCM2QMtIS37Nb9FD2G7pzqpebZwcHCoFp79vy6YM7JzRPu6/XYC8Y6TPzfavoQzM92tlhhunzo4Zj9BW6FT7Xm264hLmBmeEIIuGGFa9Jj/L8maHYCVXZsKN4yRooJvssWJtDNjTU6kTpAhUvRAMxvqhoxQu8zghxAJyb7qVFArIRmrapWQYYSsyZPqyCCQQbgqLpX58G894DMM9G1tJmXc0KclAKBWZjp6nWQWhSwPWDValeB+IJMmTcLDDz9c6X4TJkwAALRv3x6DBwcntDz//PMhA/yWJVXkmqK1k4w3MjMy2voBqYJhmO0ezSqk2lWwvYgXpkWPYa6/rcabjtF/aIKXv9mOs9tbAbVBbfMqLdY8qG2eqpmQ7hYo9/rg9YmQAfvrerXAdb1aBD0fqzVMPBH+1VnJtujRbWUDyc5Iw73nnhImwO9TdRuK7zqb6n41FUdgO6YNVjYwoZDtG22h2lRAqHGYfJxEMVEiE8/kdSneq0wdnAC/gwMA4I477ojoRuPJJ5+sBjXVh8slUCPCE6sQpl1JvDLJz+/YCP9v0QbbQDSQxrUzw74WDfJCyJgF75LBNyQmCJRIpAe/qT3ZamJBAMIV0fLwVCEtIMDPlJGisuDVgJVJO2+7mxY9AqjmbMN4ELjqgwl9YoWpTLAcMvggOBte4nI7mWNxpCI7t8Bz+Qvnxr8WzZgxYyoN8H/77bdqe/LkyejevXvI/V599VX84Q9/QI3S/eo5xixPufpQZkoSSbcmQKOgbs103O/3lv96Yh81KVPduIWA14dqz+BvmJuB5RP72J77cFzlxZr1fcwMfnPFR1UsUpOFYZi/VabfqaS0XFr0iIgKS6cCQUHyJGoJpKBWxTGEQIsexjgzY2KOxOMzJ7NcjA2f4nCcPRwcHJKOeQKWVghVv6C0qp+No/edi0aVXIDjDdtlRFr0RFJkN9VwAzD8N5hMwVrA7OO+FFryHSmqyC5dT+cKPgQibyalEUIyl4dHizWJSIrgXH0gADMDnsw9zmbRIzh/t7K3EP1MU5b/XX4a7h7avsJ9rCCQ+TdR58e3337b9vjCCy+scP/LL7885PMPPPAAVqxYgRrHDqH1upcBWAEsea4vKSnBwoULqyo5oXBb9Jh/ozm17505FFf3MGsedW9eJ6Tvc3Xgkh784Ds/prsEyn3hi+ymMnJSyGfw2H7ofVS36GFBJdCxCYdWs0FNTnD0GUC3BbU/ZkC2u8fno/mdsuFk8Ds4AJg1axby8mLzej9RUFmeVJdAEzOQwqbaxEys5Qs0Hw/IbGym5YOBRXZ5lFswDlhdARMrRF3GKrJrGGBLybYmDoka3I/1C+XSLoQADMMfwOJbWSZgUC5rT1VGdWlc6T7VFQSqW9cKll133XVo1aoVFixYEHb/HTt2hH1t69atAACXzyyKKbM89+z5HWheB8888wyef/55dO7cGS1atKhU2/mnNsSKXw5E8jXiBnORXcDKTmXT7RYCXn+tDy7lZgb/0fJyAFyJCoD/fsmQFj0c2icPaIPz/70CgJnBX92FmeMFY4BfJeYQjwcoVzyrAH909msOkcM1Nevg4JA0ZJYn3WgV+kWbb3LCBZgZqoJPu4mZ4kmpXZiXSKbxR6AHP9PSR9lLWLOxAT3AT9TuAqrILo9qE0svXyDF74pE2u5WkJwRaxKRreU5sc6PiQ3YBlpttm7dOuZj7d2719zwX49kluekv9+IHTt2YPPmzQDMiYByf0C0It786+nYPi3Y8z9Spk+fjrPOOiuq91Bn8EP4a2Xw4RKAzycz+LnOMbLILuEwzJbB70rxCFfLeqZPv97MpR4v5aQQoJ/bkywkClQGP6H9mmVPSfhD9VPuTW4x7OOZhGfwP/bYY4n+iKgQQqgCSw4ODpFjZcGz+qn7IdNuBoFcAGOmpNC3ybTDrDkBWD62DFgBfglXuwNa8I1JusxQJbR1cgmzxgfjDb0Jp72QZXjHd021ZcEnV0psGMzi+aiuDH632yr0aRgGmjRpEvOxli9fbnusYuSGga1bt2LZsmUAgJtuugnnnXcepk2bpvbdv38/du3ahfbtK7YuAsyivt26dcMpp5xS4X6FhYXRfQFYRXbLKyg0marYxo/JkxETLiHgM0CZjS2L7LpdbroJUCGEKsyc6sHatTf1RZnHizU7Dqrnyjx+D/4U1x6I66YH+QAAIABJREFUEKCc8JetnIr1AyKFcSgjtXp8PieDP0EkPMC/ZMmSlDlRmZXJnQC/g0MsuP0e/ITXcAvBl7EnM/gZPfh1OKX7Q3BE4t0q0CxrHyRTTXToK23YUDcK/i2mrBS3P4OfsNmtLHjCC5PMNpTbTAgYlg0Y00kG3O3OSmCAP1HBN70vtm7dGi6XC9OnT8f06dOjPlZJSYl/yxTt004y+/bts+379ttvY+TIkejYsSMA0x5o48aNWLlyZaWf89hjjyEtLS1oQiESDMPAO++8g7PPPhvp6ekoLS3FJ598gqFDhwLQLSgMqrGAhPXc7nb5LXqQ+oHmQHS1ZNL94wEDPp+R8t7euZlpyEUaBrbNw5yRnXDt69/B6+PMx7b1GaKrqrxeqAx+onG7tSrO/5hHump3j9ex6EkU1ZaWmOwl98n+fAcHdmwZ/MkWEyVC8zlmuggCZiaw4c/yZLsOCn2LULthe8SBrQAmuJacShjtM2Q7M1r0uFzm+QWMHvxalVeiJgfgX+VBao0Eg3hcLTiz3pixzo+J7zNvvvkmFixYgH79+gEAhg8fjhUrVsR8PNlHZBBIwMDRo0eD9rvyyitxyy234IsvvsDGjRsBAHPmzMGkSZMq/QyPxxPRZABgTiYUFRXBMAysXLkS06dPxxtvvAEA+Mc//oEpU6bgt99+AwB8/vkXANjO6iYCur90UqVEjUuYkyo+H+c5hnViRfYZn8GzilIIgSu6NwMAf90G0j5D2GHUuf04yOBnxONzLHoSRbUF+M1lU0bS/mPLMHJwSDVkBj9hrJY/M1hNrPDpl3Bq5wscBnrwM2m3PCXtjxmQWqWLA1WAXwAQLn+gmUe3Du9NjjX5zITwh2o53YI5A57MqPNjNUw8N23aFM2aNQv4fPvnPfjggwCAzMxM9dyVV14Z+oABHvwwDNx3330hd/34448xceJE9XjevHn47LPP4PV6cfjw4Qp1jxs3Dt9//z2uvPJKbNu2DR6PB99//z0++OAD23533XUXRo0ahQULFqgiwS6/jeD+/fsBmBMGAPDcf55TX4Htl2qt+uD7tbqEUNnYREMBAFq7E57dVUa2YVBlY8vVBlYx7GSqiR7ht6Qyt5OrJRpcAdclJu2yr1v2QjziLYseJ8CfKBJu0QNY1jj33Xcf8vLyquMjbezevRuTJ0+u9s91cDiecAmhAs1E15Eg2KSb13BBadHjDzFT3uQAUJ2FSbqy6FGqmdSbMN7QW5MT5oabp2wD3P4i3mazc7W9dV7h0g3I1Vnmf2zndgAwfJxZbwKaXzDlhYkPPWiYCshrjO7Z37VrVwBAfn4+iouLg97jU4Vtov8Ojz/+OF588UWsXLkSGzduxKJFi7B582bceOONtv3Wrl2LdevW4ZVXXsHXX3+Nn3/+GQAwZMiQoGOuWbNGWQLp30NH+L+nAc5EN1W4k+ws43ZJD36DTjtgTgiZ9QO4tFsZ/Klv0aMjg5zMFj2MyoMseoj6jIRxlZO6XzL4zu0sVEuAX5KXl4f8/Pzq/EgHB4c44RKar3eStUSLvIDwDT8AF/zBN7pW1xB8qw+E/i/RyEkGlik9+AMmJYikawEss92ZbhRc/olbyvOjpp2nxU34ermFbmFG1NVNtAlENumsyHY2jNSYNW/VqhUAoFOnTli+fDkmT56M3r1746677sJpp52G4cOHa3ub/cXjj/CLGCagX3zxRfNIhoG///3v2LVrF4DgwHx5eTkAoEaNGiq4D1gZ+Tp79+5VKxECVwd4vV7b40gk+3w+/OMf/8Cf//xn1K1bt/I3JBjht9JivS75DNIM/jDbDMiaPD6fQTVpLrV6fQb1pBDA1WeE1u4Ap3bGiRUJs/ZUhyjHzMHBIZlYgRTCoYeA5tPMpV76NDNm8EMA6n6eUTtfT0eaf6m+sugh/A7Mgz6pnCnAL/znGEYbB2ZUgWDKXylxoVrBfY5hRFrIJLPdH330UQBAnz590KJFC6xYsQInn3wyAKB58+YAgHPPPReNGjUK+f6ychlkj/07fP3117Zg/dKlS22vywD/888/b3v+ggsuCDrWkSNH1EoEGeCX49vNmzdj7ty5al9fBOf23377Df/973/x8MMPR/ZlEowt0Ex2knG7ZLCW8PwIa2UZGwKmHbTXYBuDCbhdgtiih7W/mEj7NaY+I6GcWIG0F+Lr6yxUSwZ/qgTUUkWHgwMjLpeZSU51FfFj/fb5xAvBW2RXh/L8Szg5IZf6yskJJu2BNjdM2uWNgZxYYfqtulW788HURwIx3df4+rqJYVlp0WnnXNZ+PCDbPRmBlN69e+P9999HTk4OAHNMMmDAADz33HNo06ZN2PfJjP2yY8fMJ8Kkwzds2FBl5odj/PjxFb7+1FNPhXx+586dQc999913anvz5s1YtmyZenzbbbeZG7Wa+SUblfZ1uZpg9+7dFe9YjbAWe3X5PclNa6Rkq4kOyz6DTzvgz+A3DLpgrVur28CGgIBPTU7wtLsat/vt14ikW6vikqoiNvRzjENiqJYMflnoNtmkggYHB1Yscx4n27A6cQHqasg2YDXh7DOcph9WsNYL3j7DeKlWFj3+v0yFo1y2wsxcjS9gtnkkGaqphpy85Tw/6qsPuNTbezmXdlZSJRhRv359ZGRkqMcdOnTAypUrgyxpxowZE/TesjIzwD9+/HhMnjwZ7777Lj744AM0bdoUADBs2LAEKq+YTz/9FBMmTMCePXsCXjG0fytG2vrs3bs3vuJixLTo4bPOALQiu6Qe06rdyaQrWycDcJF5VKS5BbyGv88wtnuyRcSAsuihzuDn/K0CIL3L5iDhGfwLFy5M9EdUSn5+fsJ1LF68GI899lhU77nssstw8cUXV7jPrl27sGbNGqxbtw5FRUXYvXs3SktLUbNmTeTl5aF9+/bo27cvOnXqVBX5imeffdbWVvn5+Zg3b17E7y8vL8fSpUvx2WefYdu2bdi/fz9ycnLQsGFD9OzZEwMHDkTt2rWj0pSIYzpEj1tm8BOixnmC7yIohD/wJvhuE9j0hoOp5a3AsrD9YSBQKlO7yxsDa/UBj3arMDNVdwGgtzPf7aVdOZ9+5ix4Zu2MyElEgySQMmnSJCxcuNBvfWNqLveaaZ6N8vNx4cAz1b7Tpk3D1VdfrVYGJJOvv/465PMy0FxcXIzVq1dj6NChQfvIAL9uIVRYWIh//etfeOONNxIjuAKs2ll850Y3tQe/NR5gw5y8ZVRu9hkPoRe8hHFBn+zrXkJrJCHsv1Omew419uX8qVJQrUV2HSJn8+bNePLJJ7Fx48aQrx8+fBiHDx9GUVER3n//fXTq1Ak33nhjlYoYb9y4EYWFhTG//5dffsHs2bOxZcsW2/P79u3Dvn37sGHDBixYsAATJ05Et27dknZMh9gwrx3+bEOe64iJv34A19DDxAXAJxyLnuTAp1lZ9KiC2HzfgbF4pxXgd0EYviSriY5AayRGDMLZCZfwF1AXgq4glp4FT9bsALi1MxIYjGBgyZIl+Oabb3DZLTMAAKVlZQAAt9v+a+3atStuv/12jBgxArm5uZg1a1a1a60MaRVz8803Y/369SED/DKwL+sAAGbdgv3791ebzkAYxwKAmT3uMzhtblRtGMLVB1ZhZr7RjNslLXqYzpImrBMr8rfpI10pBHAGyeV4wEd4fmTBCfAngKZNm6JLly6V7te2bduwr23fvj0ouN+kSRM0b94ctWrVwpEjR7Bhwwb8/vvvAEwvxltuuQX3339/2AJRFeHxePDEE0/A54stMPH7779jypQpammnEAKnnnoqCgoKcODAAaxZswbHjh3D/v37cc8992D69OmVtlEijukQO24ZjADfRVC/gFAOWOEyM/jJroRqll7wTQpJ6w/Ayj5kQGZjW17wPNrZ+reOCpIL4bd34iGwzzBhTTzzXZdMzGgKX9c3/JMqdMIdi54kEJixx3Cud7vdcLvdSvvRUjPAH3hNFUJg1KhRAKCSrMaNGxfWTz8ZyHbft2+f/7ER9P8gVAZ/enp62P0TjQzWMuIWfrsV8N1zALwrnPhGXxZuoRVmJmt4/bfKJF3e2skMfqr7Jf9fxpUTDonHCfAngHbt2mHcuHFxOVZBQQGGDBmC/v37o379+rbXfD4fFi9ejGeeeQZlZWXYu3cvZs+ejQcffDDqi8Prr7+OoqIiAEDfvn3x6aefRvX+2bNnq0B8fn4+pkyZgpYtW6rXDxw4gAcffBBr166Fx+PB/fffj2eeeabCJa2JOKZD7KhACqVVjC3CT4VbQK1AIIozazAH3/gILLLLCGPWnpTqI7y7tAoE8/1O9cxgNu0uac6jTVKwIDP2zBg/l3bAkOmpDtWEy2+I7SOL2Jp929Qsg0CBGfyRUL9+/RD++BZPPPEEbrjhhpg0VohhGYAJWBZJHo9HBe8BoKSkBD/99BMAewZ/jRo1AABlZWXIzMyMv74KYLZxcAmz6CirnzrAWbfQ0p5cHbGQ5nbB4zMoxzIA1+osiYwN+AgnJyRy5QSTdmvVsEOiYFsVfMJQt25dTJw4EXPmzMGoUaOCgvuAOWAeMmQIbrrpJvXcjz/+iG+++Saqz/rll1/wyiuvAAD69euHrl27RvX+lStX4vvvvwcApKWl4c4777QF4gGgdu3amDJlilpdcOjQoQo9HRNxTIeq4RaC6wqiYc/g50JOrBiMEyt6u1P2Hf/kBJH0IIseIu3qhj6pKqqGQZhDJuNVBvOQkDBeK/zWa4BQwX4mGIMoEsZJRGYC25lpVZxEBfgj6DSGYeDRRx9Vj//5z39WuH/Pnj3Rpk2bqgmsRI9etPbAgQMoLi5Wr0+ZMgVTp04FAOzfvx+bN28GYN5/AeYEQDJhGz+6BPwFUzlTLdTkbbKFRImtMDNZn3H7CzMDfNcl4a85wcbxUWQ32QqiRyVE+ap/ZdiJAvHd3PFNp06dMGjQILjd7kr37dmzJ9q1a6cer1ixIuLPMQwDTzzxBMrLy5GTk4Orrroqaq3vvPOO2h44cCBatGgRcr/MzExceuml6vF7772nloRWxzEdqobLJfxBQz67FQCACqZw4YK0iiHN4Be2PzSw6ZWogqn+AD/jgFVG35imtNQgVQgIshE3oz+2xAX4z+18yLVNnFnwvD72ukUPm3ZWVOFOxh+qITP4TQvTSCYnDMOwZbxnZWVV+p6ePXvGKBB4+umnQz4vle7bfwDHjh1T2fl/+9vfMGzYMABAcXExVq1aZXvfmDFjAEDdg5aWlsasLVaor0suYXrwg+/crqvl025eTxn7jNtlTQqxYa4O8m8T9RkV4CecWAmuH8Aj3sngTzxOgP844ZRTTlHbelZGZbz77rv44YcfAAB/+ctfUKdOnag+t6SkBGvXrlWPBw0aVOH+vXr1Qs2aNQGYGffr1q2rlmM6VB23KlTLd1NsH7AmTUZM2KyRyMRbAw6+1R8Cmgc/kfbADH6mdtd97NlwEVsjpdk8+MmG3IJOsUK7pILtWwgtRE74c7UCzYziiWGbWGndurXa9sgMflf4W2eZ8Z6WlmYL8BcUFKjt008/3faeSZMmAUDY+6+8vDwUFhbi5ptvBgCV8DRt2jRceuml+NOf/oTTTjtN7V+rVq2gY2zcuBGGz6dsT7du3QoA+OqrrzBs2DAcPnzYtr/X68Xhw4exZcsWAOEz+D0eD5YvXx7ytapiWfTwXVV1eyHGxBzD4JyMs3nBJ1dK1KS5/BY9hMWNAc7+ouwpmYvsJltAFXCcEhOH48F/nKAH/iItlPv777/jP//5DwDg1FNPxeDBg6P+3B9++EFlhGRmZlZYOBgwCza1b98ea9asAQB8++23QYVxE3FMh6ojhBl4MwRjEIg0jRyAC7K4saCekSVsekrSAi16kikmVgj9MFWGKqFFj+wklEvyky2gCpgF1P3ndqbO7scKpBBq9//lU86JnABlq1GSm5uL22+7FVcu3q/urSry4O/evTvGjRuHMWPG4NdffwVgZubr92iPPPIIHnroIUyYMAHFxcVo1aoVAMvvvmfPnqhTpw4WLVqERo0aKSvSiy66CF26dEHjxo3h9XpRr14922cLIWAYBl544QWMGDECANC5c2dsAOBOSwPKEcT48ePDfpfRo0er7RUrViArK0tZokrmzp2LuXPnYuHChWjcuHHYY1UFsi6jMAwDPsNQE+gsMNe1MTPJObPg3S5mix7NCz7JWqJBauUssmtfFUckXbtf4vudspCSAf4vvvgC//73vyGEwLPPPptsOVFz5MgRLF26FL/88guOHDmC7Oxs1K9fHx06dECzZs0S8pmyQC5gZntEwpNPPomSkhKkpaVh/PjxMWUHywEsAJx00kkRWQq1bt1aBeN/+eWXajmmQ9WxZ/ATXUlgz6Bhy4J32TL4k60mOmQAS25TIdQ/VIM+mcEPadFDlD6mst4CHjNgZfDzIUJssSD8HvYG4doJu16unmNO8/tvz8ganjBFgZ7ALsJ0TZV4IvDgd7vdGDt2LACgUaNG6NChAy688ELbPhkZGbjjjjsAADk5Oep5WfR2yJAh8Hq9WLRoEcaOHYsePXoAMOuu6au1A6lduzb279+P/Px8AMDgwYNxtFYj4HfA7Y7+dn/nzp1q+8EHH8Tjjz+OL774AgBw9OhRZGVlYdeuXQCAY8eORX38ylAWFD6+8aNuQcF2zwHw1igRml0fm3a3MAPNjNcmAUE3eQtYv02vwTmxApBOrMjzI2ERchZSMsBfWlqK4uJiyosiYC55/Oqrr0K+1qJFC1x00UXo06dP3D5v9+7d+Pbbb9XjSIrkfvbZZ8qrf+TIkTFPPOjBeDmorIwGDRqEfH8ij1kZctlqPIl0ooUFl4DmKcB2JbeKGbKdVeTKCYBzqS8Ac3Ii2RqixIzvs6nWLXo4J+MAvrMLwDW4Dgdh0puVbUiYbuiS53aD71cqYNBaIQj9XzbxpFi/U76TjJyMUNm1EQ7EcnJy8N///jfiz5E+/bG2UatWrbB69Wq43W689tpraNSoEe547N8AAJfbXeUTfFlZGbxeLz744APceeed+OCDDyJeMR4L7FmeBjgDWLo1EiOs9kJpbpffg5/wmir04sZJFhMFVga/+Zdp4lkPkrNCLD3lSckA//FMUVERHnjgAaxatQo33HBDRNnplTF37lw1yGrQoEGQv2MgBw8eVCsjGjdujIsvvjjmzz506JDajtS/v27dumo70PcxUcesjJtuuinq91TG22+/HfdjJhOXFjhkm3zT5bKFUqTRigG+dpeYWZ582jWX6aTqiIbAIrtMzW71bxHwOPWxlrXzaJa4lHbOG0u1nTwZVUBQtjvA63UMaMEISvV8uPy+9VZ2LU+7S+0ywJ9WgQd/VRgyZAh27NiBoUOH4t133wUQXZD1gQcewDfffAMhhPLpd/nthOJxrwmYddtkAtvhw4fVvWci/38yepLrkxNcyk0Mw/DbDXKp19PP2LS7hYDHK4PkXNoBzmBtcKFaPiiLG/v/+gyD7nfKghPgjyMNGzZEnz590LVrVzRr1gy5ubnwer0oLi7G6tWrsXDhQuzevRsAsGTJEtSoUQPXXXddlT5zyZIlWLZsmXp8+eWXq2We4Zg7dy72798PwPRfrGz/iigtLVXb0j+yMvT99Pcn8pgOVUfd0ggXnce0CPsg9RFq5QSddBucqw/4RAcW2eX7BqQ3CmG2HaoBohsbHfvkbZLFRIkVSBGEHd6gznpjxMoKTqqMmLAy+P0e/AkazKSlpSl7H3lPE839WZ06ddC/f3/bc26XGdh3ud0ADPTs2RNffvllzBp37NiBo0ePArDXe0tEJr9uc8OIzCRnCrwB3PYZQgA+Upsbt8u0imFUL8BZkyeoyC6PdFuQXH/MgG3lrUNCiGuAv7i4OC7HOXjwYFyOU5306NEDAwYMUJkekvT0dDRv3hzNmzfHkCFDMHv2bGWNs2jRIvTt2xennnpqTJ/5008/4cknn1SP+/Tpg379+lX4ntWrV+Pjjz8GAAwYMACdO3eO6bMluu9iWlpk3UkfsJaVlVXLMSvjoYceCipY5WBHZXkKwqwO7arNpVyzcWAaedgQ2n882AK2RNWNrdiDXzRRvwm8oedRzh2MoC6qR3yjYPMLTqqS2GDVbjMZZBNPin6OAchqw/il+pNr45YNXxFDhgzB3r17MXTo0CodRxYErlEjA0AJpkyZgnPPPTfm4z377LPo1KkTAODWW29Fu3btAADff/89jh49GvP9bCisQLPBNIwBEBAkT66UmGAs3AkEZPCTaZdFdjknVgTnxIQ8txMW2ZXwtboFY19nIa4B/rFjx9LNVMcLvVBSOLKysnDbbbdh4sSJ2L59OwDgtddei2lAtHPnTsyYMUMFw1u0aIHx48dX+J7S0lL885//BADk5ubir3/9a9SfG4ieOe/xeCJ6T3l5udrOyMiolmNWRr169Y47z/x4YxWRdIHykiL4gsyAVmQXhJlA+jaXdBNCzUIICMOgtOhhhtmiR2Jo/7Jg3tBztrl5ahecVgiCc2l4ILzKuQiavCXqM6oQoz9LvTqCQGlpabjsssuqfByZdCbz62vXrl3lY3733XcAgC1btqBt27YAgOnTpwMAVq5cWeXjB8J1RbJjgHBygrj2gflb5VyhpY8ByLoMAM5JISlVevBTadcmEfXHDKgVfYTnGBbinpdoGEZc/jteycjIwMiRI9Xj7777zhacjoS9e/di6tSp2LdvHwCgUaNGuOuuu5CdnV3h+55//nm1yuKqq66Ky0AvMzNTbeuZ9xWh76e/P5HHdKg66toh+OwErNUHXBdBwB/AYrXo0eZU2DIj9MAhn3YrwM+k3Rr0+R/zSNfOj8lUERuCWbwfztUH+jbfuNeAoa5NbPgIb4qZCVxpw9TslkWP+ThWi54hQ4agefPm8ZIVETKDH/5MciGEbaX5fffdp7YfeeQRPPXUU3jzzTfx7rvvYvbs2ZUeP1prHsMwIrZR1S0omPoLYLekYpu8BbQCwckWEiW2iefkSokJA5wTWrpFDxNq8tbgzeCXcE2am38Z+wwLcc3gl52rTp06aNKkSczH2bdvn8pwPx7p0qWL2i4rK0NxcXHE7XXw4EHceeed+O233wCYmeczZsyo1F5m06ZNKCwsBAB07twZAwcOjFG9ndzcXLUtff0rQ05MAKFXPiTimA5Vx7rwMQ5XLdjUu/SVB1zSbZNCnHDqFrDWPTIN+iz4NNuD5Fyj1kD7DCaYb8hcwppEZLsuCS1Lkkt54GI+NvXcyIw9pla3e/C7rKB5lMyaNSuOqiLD5ffgN2CoaMrChQsxfPhwAMCgQYMwePBgfPjhh+jTp4/tvfn5+ZUeP5KEvPLycni9XmRmZmLBggWYNWsWPvvsM2RlZVX4Pmb7NYkBvuGvfeKZS7w/fz/ZMmKC3ZKK0QteztUyamdeaSNhTMxhIa4B/oKCAvz2229o2rQp7rnnnpiPs2TJEjz22GNxVJZa1K1b1/b40KFDEb3v6NGjmDZtGrZt2wbADITffffdaNSoUaXvLSoqUpkWu3fvxs033xx23wMHDqjtvXv32va9+OKL0b17d/W4adOmajvSGgyy0HDg+xN5TIf4YTCejfWbeTL9yoOfTbiCdPUBrPQlvpscg7LIbmCgmUo7lVo79mxDLmQRcsqbYgi/dubew3d+BDiXtR8PMAZrhT8KJHPVmSYV5WSEbqcVeM84c+ZM3HXXXSHf36ZNG+zatSvsferixYttj9evX48OHTrYnrvyyivx448/YuXKlVi6dCkAM7mtsgC/hLNQrb/PEK4+APwFgpMtIgaEEH7tBl2fAax2ZxsR8KW1mMh2Zvbg9xE2vDV5SyiehLgG+Fu3bo0dO3Zgy5Yt8TzscUdgEdhIPONLS0sxffp0bNq0CYDp53/33XfjpJNOivrzf/vtN7UCoDI8Hg9+/PFH9VgP/gP2YPrWrVvh9XorLUC1efNmtd2sWbOg1xNxTIeqI9SyZLahh1TMGWg2r4Ok2m0PuNQLLbuWDRepRY9CZtMQajcYz4+E7Xw8IM8xZpYn142OdUPP2XesSURO/ZQYhrVihajIrszXl0GgtGooshsv3CqD30Se6+vVq4czzjjD3MftDnuPNX/+fHz77bcR12y7/PLLg3z49XtIWVfN6/VWeqxAy75k4/V6ccYZZ2DmzJkRFz+mnJzw/zUIJydYrWIA+5WUrMsA4Jw0Dyyyy6idMUiun9vZzo8sxNWDXxbbOXr0aMQB5BMRPRgNoFJ7nWPHjmHGjBn44YcfAJgTAtOmTUObNm0SpjFSTjnlFKSnpwMwJyF++umnCvcvLy+3DfY6d+5cLcd0iCeC7oRMJteGC4AhXJRZHRIDAkT380GwBcn1DH4mrEEfV3sD2jmGrK/oMC6XZbsW6YgQW0woH/vkyogaNr3HF3zBCJfLnuUZqwd/MkhL0wP8Vtt/8MEHmDFjRkTHyMvLi+ozK6qlJ2vOyUB/RaRaAEtqX7BgQaX72gJYiZOUMJSVFpl4c9Kcs8gu4M/gJ9QuhKC0ipHdm3UsA3DagEkY+zoLcc3g1wPOmzZtQkFBQTwPf9ygL2ls1qxZhcVuPR4P7r33Xnz77bcAgPT0dEyZMiVoCWRlDBo0CIMGDYpYn7RIys/Px7x588LuW7NmTXTp0kVlbCxZsgQnn3xy2P2XLVuGkpISAKZXfseOHavlmA5VR97TmHYxXGdlc/Aht5MqJWpcWgY/4+iDq6dYCAA+xgaHnBQyb+wpA6DKGim5MqKBSGpYGH+r8vxIq93fyfkmEQHVY7ikA+DMNuTHUIEUF9EEtFWI0XzM9FuVBXV1i55oady4MRYtWoRnnnlGBbdr1qyp7rsC6d69OyZMmIDLL78cu3btUs/feuutKrAvg+WRkCpBcqk9mgkHH6N1HHHtAwFBe27Xf5tk0m3FjZlQk7eyyC7R5K1eqJZHtYnUzmp/cySEAAAgAElEQVRhxkBcR1itW7dGy5Yt0aJFiyArl2jo0KEDJk6ciAkTJsRRXeIIN8gJxZdffolPP/1UPe7Xr1/Yfb1eL2bPnq0C3W63G7fddhu6du0as9ZEMGzYMLW9ePFibN26NeR+paWlePHFF9XjoUOHhl0WmohjOsQPtkxyMwZk2vSwaVdBIMGm3A5noNlvJ0CmXQ93Mkm3F6rlQg22mRo8APNGge0ujfim2P8v5aS5P0vSIL0ucbX28QNju8uAvizEyHSPIbVWNQu+QYMGuP322/Hpp59i3Lhx+POf/1zh/o8//jhmzJihivkCwEcffaQC+0VFRejWrZtamR4KVUQyRTpNJKsOAvH5DKoJIcAK1rKuGjbAeZ4B9JUTnO0OcPUZqVRZ9CRPSsykygqnaLBswJIq47gmrgH+mjVr4rHHHsNjjz1mu6hHS0FBAQYOHIiBAwfGUV3i+OKLL3DTTTfh448/xtGjR0Puc/ToUcyfPx/333+/+jHm5eVhxIgRIfc3DANPPPEEvvjiCwBmFsakSZOUZ2Iq0b17d5x66qkAzAHQ3XffjaKiIts+Bw8exD333KOsm3JzczFy5MhqPaZD1VAXbdIbegWZeAFh+dayaZerD4Sgu8mh5zhobqavYJ0VmVSbqN+mllHOBOsNvRDWhBBfq2vL2sn6DN90yvEH03hAajVUlifP6gO3X6svDpUY3W43srOzMXbsWPTu3RsA0KJFi7D7v/XWW0HBp8OHDwMwV2YDwKpVq/Dyyy/jtddeC3q/mjRH4rLgPR4Pnn322aDaeAcOHMDUqVPRrVs3FdiPJsBvZahSXlIVbNr1THIy6QB4A54C1gQoE3omufmYr9cw+9gz2wulOnG16DmR2bhxIx5++GGkpaWhadOmaNKkCXJycuD1erF7925s2LDBNoDIycnB9OnTkZmZGfJ47777rhoAAUCjRo2wfv16rF+/vlItubm5uPTSS6v+paLg5ptvxk033YS9e/eiuLgYEydORMeOHdGwYUMcPHgQa9asUd9frkTIycmp9mM6xANBd0IWWgCLTLrNxoFPPS962I1o1abCAF/gkDlIrp8T+dSbGIShT3V+ZFym7P9rgCvgCVhexwBXxh5g7yesN8aMCIPRpRmqw3jjECSvbswMfg+8hg/CMOLW37Ozs7XjR45cjV1YWAgAePTRR9Vro0aNQnl5uarBJklk3PCzzz7D008/jdzcXIwePVo9P2nSJKxduxaAGdhPS0tTqw9Wr14d8fFTxV4oGuQogDBeaysQzIY++qLrM4LTGkmOXRg9+HXtTLoB3QaM73fKghPgjzMejwdFRUVB2eY6nTt3xsSJE5Gfnx92n0CLox07dmDHjh0RacjPz6/2AH9eXh5mzpyJ2bNnY8uWLfD5fKpugE7t2rUxceJEdOnSJSnHdIgddUKmu5QEeBsyjT5gBrBYszwF44yKHwHAINWuQ9bdAVjtzvZbNeHT7LJSJQnVmzDeJqgVTqStznhDL2HO8mRGtTvRrLlb97E3DK4Mfn+A34hzhqoM8Hu93rgcDwBGjx6NTZs24e2330ZBQYFWANO661i5ciWKioowatSouHymzMoP/B6//PKL2vZ6vTh8+DDOO++8iI9rBd/iN6lS3RiEd3t6sVfGZrd+p0kWEiUCnMHaVCvkHQuM2vXkFrKuToMT4I8Dffv2RePGjbFhwwZs2LABO3fuxKFDh3Dw4EEYhoHs7GwUFBSgffv2OOuss9C2bdtkS04IzZo1w+zZs7F06VJ8+umn2LZtG/bv34+cnBw0bNgQPXv2xKBBgyosKlwdx3SoIoQxWxlI4Ruu6kV2Be2NAkBo0aPa3Qk0VxeBHvxM38Duwc834AY4Vdsnb5MoJAZcwvTfZ7zJsXo5W/4+YK09AF/Dk8N4jgn04GcK8LuURU98jysD/OXl5cjMzERpaant9Y4dO2LdunVRHXPTpk0AzCz/goIC+PyiZZ95+OGH8dJLLwEwE8BKS0sxdOjQKnwLhJ340INmXq8Xv/76a9B7Fy5ciLPOOgt16tSp4PjmKWbNmjVo3LhxhYl9qYJpc2OG99nGvmagmfM841+ISItafUDUZaxzu/mYSbuWl0OlW4dwboIGJ8AfB9LT09GhQwd06NAhbsccM2YMxowZE7fjRcOgQYMwaNCgmN6bnp6OAQMGYMCAAXHTk4hjOkSPSwu+sRViZAxBSGQQiBFrYoV3AMKI2ewySM7Y8HyaOdvZRGbTcp3VTYTgzYC34LO9AzgzxwBuKwRuDMqVE3Y7Aa6MbOXBH2ft0l7W4/GgVatWWL9+Pf7zn//giiuuAAC0a9cu6gC/pLy8HD6fD/9vyv8DOvyf6jMyuA+YFq4AEhLgX7JkCfbt26ce+3y+oEmdI0eO4O6778bgwYNx7733Bh1X9/YWAhg7dizq16+P999/v0p6HSpGD5Izjsms8yOXdiGsIDkT+iohVsxJRL7+AthSLRziTFLSEHbu3ImPPvoIH330UVyX9zk4OCQeyqwOTS5P7pUJXy5zOLi+gx4kp1t9oMEkPSCBn0u7bQKUFMIC6vJ3KjMlmVDFO8F5XWK26OFencUL4+28XjDVfMzTZ6RHfrwteuRxLrzwQpxzzjnqs/r27QsAaNy4sdr3rLPOiurYpaWlOHbsGIS/vQ3DgMdTHvH7DcOIevJRb5fbbrvN9prH4wlqN1ks+OjRoxVrgTUi2LNnT1SakoVM4WJMzFGrDwhPNAJ6sdfkaokWAWGdY4hGYkFFdpm0+/8yBsllOxsG1/WUiaRk8G/YsAGPPvoohBDo0aMHsrKykiHDwcEhCqxCtYwnY2H9JdOvF9klk64FbAV1oVo+GN1TLRi1632dDaWY7z6BsbkD4FyBoLLgBd+EP8itEJiR7c40ac5s0eNOMwP8PiPOHj0w/fABM6Datm1btG/fHvfddx+OHDmCVatWqf2ivcefPHkynnjiCcjeYgAoOVqC9BD7/v3vf8cjjzxie6579+4YMWIEpk6dWulnRTLxsWfPHuXVLzl48CAAYOPGjXjzzTdxwQUXoKioCOXl5WjTps1x4+3N8ys10deXE51iFMTdhfKaaq3OSrKQKmAGyZOtIjaImz3l4RmlODg4pAxs1xIhtEK1ZOLNJacuGITZtTpsQSBdrYtxdkLY/lAQ2EWYerxVhJwPau3+v5xZTNo2T1e3wdfqjkVPshDgNMd2BZwfmcYylkUPEhbFEkKgW7duEEIgPT0dderUQUFBge11Sf369SM65tKlS9V2WdkxbNmyJex+CxYswPz58+HxeLB582YApj8+AEyfPh0fffRR2M+JJMB/6aWXKushibTw2b17N2bOnAmPx4NRo0bhkksuwZ133qkdn+/cbmbBW9tM6NrZEIJ3coK9z3B68PNOTgRamDnEH8eD38HBISJkkNMQfH7BuvUHU9AQANxCW3XAJf04gLPBdVsnpmCEBZ9mEWKLBStIzqfe6t9syi0I78/8N8VyWTsfBmskhRyVwU80aS7PMT7DAAyDK4NfWvT4qjcbu2XLlmr7sssuw+bNm7Fx40Y0bNgwIqsac3VABgDg4KHDqOgsec899wAAfvjhB7zzzju21woLC1FYWKhWGwQiC/kKIfD111/j1VdfrVQbYBUElnz//fdq+7333kNx/Q4AcinP7RJG7aZ1HPN1iVO7bi/EBrN2gHO9trrn4G32lMcJ8Ds4OEQJW4icNchpYmYbypAt1/cwVx+YFhRs/wv02p3M/YcJETCRRdnsjJo12OTbJifIxOt6yaQDKhubz6JHhNl2SDAGYBA2uEpuIfTgt01OVCM1a9a0BdVfeuklFBYW4vTTT8ewYcNs+7711lvweDx48sknsWTJEgAwM/bzTgYQub1QYHD/6aefBgBkZGRU+l4hBO655x5s3749os96+OGHbY+vuuoq2+MPP1wMnHIhZwY/ZKBZEN5zCMqJCUDeL8lttnbXtpMnIyaEEJTJCnqQnKy7KBhtwFjgSUNwcHBIKswZqnoKP9uF0ObBn1wpUaPXbWC7UTDhzYI3SPuMCZ925iK7yi+YTjl472wkpPptNjecX8Gh2rGMtJg8+KVSnz8YwTQe0CdAk52TPXz4cOTn5wMA/vCHP6jnmzRpgpNOOgn3338/rrnmGowYMQK1atVSr/v8/hmTJ0+O6vOeffZZAEBZWRlKS0tD7jN9+nQAwP79+1GzZs2ojl8xpuayY8fw6y+/xvG41QPzuZ1xIk7CnNHMql0fyzDCqJ3ZFpQFJ8Dv4OAQHYJv0CdICxkCZoBfZsGzNbxQ/9BJt62cYApGWMjJiSTLiAJ7MIILSztRgyt0zVytL50+uO2F+IIRzFYItsmJZAo5AWEMAklLHqmdyaInFQMpX3zxBebMmRPytWuuuQZTp05Fr169lGiZwX/22WfH/Jn79+8Pek4vnPvUU08F2e6EYsKECbbHV199dYX7b9++HStWrIhQZWpgeXunUq+JDOZgrW4Vw3ZdsmXBk41lXEKoSUQm6VYhb742Z9bOAs8oxcHBIalYhcaYM1S5LuCA/+JHm41Nve6D1qKHS20oCCcntNUqbLeYtvNjUpVED/fEitnmXL3FRPVyph+pBqsVwvECU7vbi+waVNpTkYyMDKSlVewQXL9+fUizFRl8q1mzJkaPHh03HWVlZVG/p3HjxrbHffv2rXB/xiA5YAbeKMcDgnfiGeBdOcE36rXQi+wy4iO2uSFu9pTH8eB3cABwxx13VDrgBIAnn3yyGtSkOnyXEmELNHPptzL4CQd9Wgo/500x68QKwNjuzPVSiZo5CFuhWrbvoWfBJ1FGLOh62fqP7hdMh+DMJGeHNQgkPfhlhipTBr/EMFLv/Pjee++hpKQk5GtXX301/r30BwBWAMvtdsccMC8qKoLH40FBQQE+/fRT9O/fP+xnA+Zqgffffz/oeXmtvOSSSzBixAh4vd4KP9fsK9XT62+++WaceeaZ+NOf/lSl49ivS6nWaypGQFAHa1knhADea6pt5QRRfz8eVjwzT06kOnyjFAcHh+Sg+6mTnZFt/thk2t3EGfzsFhTWAy7tAKzVB8lVESOEkxP+v4Zgm0LUIBROKDkAXvs4ZVlC9DsF7NO2ZNLpsfyxk6sjGmT/9intPOL11VmpFoHLy8tDs2bNQr6WnZ2NAf37AzAz+ANtYyIpnKtz/fXX44ILLsCbb76JW2+9FatWrQrryw8Ao0aNCnpu5cqVKqDfqFEjtG3bFnXq1An5frn6QFTjZNAnn3yCWbNmxeVYBlKuu0SEOfFMKBywFQhmG0Xq7c6lnD+D3zAMquspYLfocUgMTga/gwOAWbNmIS8vL9kyUhp9tpjsWmKzuWFDZcHTfgfOyQnYVk6Qqde0M8F2U6Njy4Inw6VpZ1OvFwhm+51aevmM72Q2tsG46gOcWW/8cIbe1K+UMcAPGRgH3e9UNrPP8Kk2l6snMjMzlcVOgwYNsHv37oiOefjwYQDAwYMHwwbnAXMCYc6cObj22mtx5pln4q9//SsA4NixYwCAGjVqADAD/Z988gnGjx+P77//HtOmTcNdd92ljuNyuSP9uikDtWWf0CfikqslFhgnQAHulRPmxArf5IReX4Vt/CgxwDc5wYIT4HdwcIgIWxZ8MoVUETb1LmFmBZvbXNoFLO3CxadddhXGdmfOUDVs38ChuuC8P7NucljhnIzTghFJVRI9ulUM23jgeIHpmup2+4vsAoBhUFn02DL4STG0DP6rr74aNWvWxKhRo3D55Zdjz549mD17Nq644oqIjvW///0PAPD2229XaK+TmZmJrKwsAEC9evXQtWtXAEBOTg4As0aAJCcnB/Xq1QMAtGvXzi/a/FOdGfzxxMwK5lvxbF6XOHs7tXah1T4g6zMAdyY5o3bbxLNDQnAC/A4ODhGhF5Fku4C75NJHNuGQPmrCXyCYTD+bXg32ILll0cMj3kok59EsESG2WLCd25MrJWrsgUKuuwVh2+bSDn1JPuHvVUIsnRLKySxl0cPf35mQVyOvYajzfO3atTF+/HgAQGFhIb766iuceuqpePTRR/Hxxx/jrbfeqvCYO3fuBAAsXbq0wv0yMjKUR78+odO3b1888sgj6N27t23/qVOnYtu2bahdu7bteZfLBUEWxbKCb1y6AfO3qTL4Cc81PtJJc4Bt9GVhm/AnanjL5oYvC96x6Ek8nFPLDg4O1Y7dTIDsaqLBdyEUMIQ/zM+mPehfJrSQrWC7VDIurg6Gqb8z16m14FOuryxjQwhwdXIN86ZY+CeF+L4DY6CZHsOy6GHK4JdaGS16lHaAL9CsLHqMkG2enp6uAu29e/dWgX8AaNq0aUyf6XabljoZGRkqwC3teExNAn369AnSU7duXXTp0kWrDRDag3/gwIHo1q2bmmhIVQxwWn/oK8vY0AvXM51jAO4VfQDnZJaEV7nfooeyx6Q+bFELBweHZEE24NAxB0ucNjcuLYBFN+izmp2u3fUgOZ10LR+YSXtgFjzTwE9lvRFpluh9hE+9CWMwQofu3A7oPjdU2FZOkLU7M2af4QtH6F7HrBA2u8LwGRGNH9PSLFOCN998M6bPklY7mZmZaN26NcaOHYvrrrsu4vfrkwFA8PnlwIEDAIArrrgCO3fuxK5duwAACxYsQK9evWLSHG/07Fq206Ppwc9sFcP5QxVCEGvXJyf4Oo1h0A3BguraOMQfJ8Dv4OAQEVacmc+ih01vENLHnuyLCAgr4MmmXTDXPtAmJ5IrJSYMQtHMmeQSxskJtt/m8QRpfN+eKZlUJSceKoOfyJvclgVPFuZnnpyQ7e6LMIKlB/ijYc6cOWp7ypQpaNKkCWrWrAmXy4Vx48ahVq1aER8rOzsb06ZNU4/DXVP37NmD4cOH49xzzwUAzJ07VxUNTja2gCfZCVLQ/UItdO1s7Q7wrj4AOM+PspXDrXBKZWwFgrmk08AzwnJwcEgqTDdkgVgXE8LJCds2r3gy5bBb9PCpJ2xwrZ35Vk4wx/dt2sn060UkmfoLYNfO2O4G/boJh+qGchLRxRskl7Brj2QMFi7AP2PGDEyfPj3s+7p37662e/XqhbfeektZ9cTCeeedF6Cl8taX2c8ej8f2/JEjR7Bp06aI3x9PDNJeczwUe2WTLmDVD2BDQNBOaLHjZPAnDt6InYODQ7ViBfjZb+jJ1GsjDpeLS7ueQ86WacueBc8YJD8+4GtwfWKFT70JY+DQWuHE1+42r2M28eAOePJyfHjwM+HSZhHZcpujTawIF+A/55xzMGjQoKDnO3XqhH/9618AgJkzZ6rteCC1GIaZ1R9YfDcQn88HACgtLbU9P3PmTIwePRperxf33nsvnnrqqZDvD5wYqAoC5i+V0vpD8J7brUlzvnG7ueqDUzvAOZlly4JPrpSosa0+SKqS45ekBPgzMzPRoEED5OXlcWZGOjicgMgAP99l0H+TIziDtbo1Ept6IYQlmUu6GXIj06xjqMkJni8hArZ4lOvZ2HyLxJnaORB9DMn8PVjVG+AK1gL2swuZdIckoFv0sMKo3fJpjuyaWtEq48zMTAwdOtT23IABA9C5c2cAwNChQ9V2PMjwe/EbMAv3Ll68GNdee23Y/WVwtLS0FOXl5Th27BgAYPv27QCALVu24PXXX8fcuXNDvj+eAX4dthiNAODzp5JzKTdhnESUsEq3e/DzYVr0JFtFdNhWrzokhNgM66pIjx490KNHj2R8tIODQ4yom3hCD34bZNrNrA7OYIRe3Jgp0Cyx2p1Lu1D/kEKonbF/S1QmkOD7FoG2TkwwFzc2szz1R1wwa2fF1meYml0PRpBG4ChVxxgEysrKCvm81+u1Pc7Pz49BVGRkZFgBfgHzOpWenh5y35KSErVdVlaGnj17wuVy4YMPPkCrVq2wfv163H333RV+Xlwz+IVpWcLYZ9jG6jqmzY2cnOD6HvqKPi7lJpR93f+X9JIEwJzYJP7JpjSORY+Dg0NEuN28pwt9coIz29CEzaIH4LTOAMA5SrXBNymkZ8Gbj3nEW3FmHs0S5hx4dZMDvqbXb+LptMusN8IJf6EtyGfTTg9hMMIl5OpVvs7CnCmpn9ujoVevXiGfz8vLAwA88sgjeO655zBkyJDYxVVCRo2MoOfC+eRPmjRJBfl//vlnAKZlz6BBg7Bt2zYAwA8//FDhcUIF+J9++mmcccYZ0YvXPoevx5MXeyX1ghdCqMkJNszJCWkvRNbwILXoOQ5WxaU6Scngd3Bw4EMIYg9+OsEaNgsKri+ij5XYajSbWfB8VjGBEI5XFUzSAycnqCDuJEKbvKXDTO2k1K5nY3Oql1t86pmh9OCXRXYJoxEqkEKsPRoWLlyoAvlPPfWULWt//PjxOOOMM9C7d++4aQxHRqYZ4NebPVyAf8WKFWr7xhtvtL327bffBu3/1VdfoUePHigvL8esWbNw/fXXKw9/nWeffTYG5QHndp6fKQBTL2uxV4A34KnXPmANkrOh7jkIT+766gPG/sKAE+B3cHCICDdh9rjEKmbIF4ywspgE3YXQ9LHntejh6y06fNqp7VakZkKbGws+7WSnRBvE0sm1G7S2d9wwljI8Pjz4AdDWhokmQ7Vx48Zqu1u3brbXMjMzqyW4DwAZGf4MfsPqP6GC8LFw/fXXo7CwEMXFxXj77beRm5uLSy65JC7H1iGMGwLQsrGTrCNahABkF2HTDnAGmgHLkgpgbXfeIDlrn2GALKfSwcEh2RiCMNCs5PJpB2AFycm02zymuaRzZzHB/J2a22TiAWixchpsWol0A1oAi9JuRQbfyIQDAauz+DDvzfj6DPWFiR6zvSkz+EEYJCeenGAb7+rIgr/+UyQAoG/fvjEdq1mzZkHPXXDBBap9XnrpJaxZsyamY4fCtF8z/P2d6/+BPm5nRE6BsvV90+Ym2SpihzHQbI19+YYxzNZxLNBm8K9duxbLly/Hzp07kZ6ejmbNmqFfv34hL4QODg5Vh23AERayr6HLZbopljD6qQPKwT7JKqoOWbP7oRTtkGTYeo1NL9kPVS3JF4IzCOTcWVY79klznj7DOO6S6FYIbFgWFMnVEQsulwB89gBW69at8dZbb+H8889Xz6Wnp6O8vLzCY91///0YM2aM7TmPx4N9+/apx3feeafa/uSTT9CvX78q6ZewdX1VGwaE2iEoA82APwtebidVSfQwJ3MBnOdHNTlh8PUXFlIiwF9UVITPP/8cgHmSuOiii8JWmz927BgeeughLF++3Pb8V199hddffx0XXXRR0IXQwcEhnrDdztuzmNi027MNkycjFmxFJJOoIyZsSZ506kHY4grGIJBupcWGvsKJDeUcR9RX7HBOJXLfFFt3xMTOg3wYnMWNTzQf+1QhFoueVCHc2LdJkyZYuXKlsg/6+OOPK7UNatGiRcjnJ0+eHPL5m2++GStXroxKr44ZaObs7wCrEZiJj9ReCODtLwCndisLnvGuw4Sw2WlIiQB/YWEhPvzwQwBAx44dwwb3AbNozpdffqke64MXn8+HV155BW63GxdffHHiBDs4nICwXkAAfwYWqWWJFXsTcAkuVzUhYLU7440mo2b4+4zQtpkwGG/ntf7N7MEv+FreNjlB9ntlnhSC7ltL1+5CWZg5VCdWmzNlxUu7FUZ0KwTBGMUiRbd1quiqmpmZiR49egQlLUrq16+PGjVqhHytrKysiiorhjFwKCcnGLEXqk2qlKgxJ/ylvVBytUQLe4FgH6EHv5TrMwy6/sJCSoxaVq1apZYlDRgwIOx+P/30ExYvXgyheYAbhqH+MwtlGJg/fz5+/fXXatHu4HDCwXw2JvSY1qO1fNpFqE0KzAErZ3YtwGuNBICvs0DvI3zarWAb3+SEfXUW2Z09+Q19qG02+Ho8L4IyZGg/x7DlHOo+zWxNL9s9PqVpqxfhT8YxC2BWvO+5554b9FyDBg2QlpaG999/P6bPf/XVV9W21+uN6r0y4MlavNOyiiHUzjppLsxAMyOmZR+feMt+jVl7UmUc1yQ9g3/Pnj3Ys2ePevzHP/4x7L4LFy4EABXMHzZsGAYPHgy3240lS5Zg4cKFEELA5/PhjTfewIQJExKu38HhRIG5KArbYEnHFkgh+x7C9i+Xdm4Yf6UmKkhLNvIj+2mGhKvFTdR5xVwulFQt0cKl1o5u0cOGGcBibn1eGDMleZQGY2tmsh8st3Vc5ZplvKN79+7o27cvMjIysGvXLsybNw8ej8cWuBs1ahROOeUUNGzYENdff32lx37ggQfUttfrhdvtrnD/NWvWYN++fejfv3+lx05liE4rQcjixoyYKyd8apsNzlY34VzzbGJO+bOqT22SHuCXmfZCCNSrVw9169YNuV95eTm++uorNSg866yzMG7cOPX6VVddBQB46623AADLli3D+PHjK72oOTg4RAtfFjx3kFxQ3hQDsBVeYruGmwsniFdOKEsqNgRl8E1lpNB1lsBACtetDnGJEtv5nO0mR+8pTHYrgfAqJ4Xr9AIg0G6FE0bt+uoDF9k3sFkjhXh9+fLl6vyfl5eHhx56yPZ6Wpo9PHP77bcDALZt22Z7vmPHjrjwwgsxY8aMsFoiyeAfO3YsAGDlypWqCLmB6Me+hmGgsLAQQ4cOrdBuuaoUFxcjOzsb2dnZOHz4MHJycmwaAMJxO/TVB3xw/UIthOC0ddKLkLP1dWbtLCTdoqe4uFhtN23aNOx+GzZsQGlpqTpx/+lPfwraZ9SoUcorsaSkBFu3bo2zWgeHExd70SiuM7LQsju5lEMTLOgCKboHP6V2UoR2W8n3PXiLjJnoU3Is6FZaXC1v6eXSDWiTiGRtDnBnwYuwDxwSDeOkkGUJyzbytTAMvq4u9Cg5Gba6DSEaPi0tLaYExObNm9seP/fcczj//PMrfI/H4wl67r333sPvv/8e9Pw//vEP7Nu/H4DfLSFKfWvWrMFdd92FV155JTJUPFgAACAASURBVMp3RsewYcNw5ZVXYufOnejXrx8WL14MAGpyghG9fgDR6RGAXH1gbbNhgNcLnnHVhz55y9ruqU7SA/xHjhxR29nZ2WH3W79+PQDzgt+wYUO0bNkyaJ/atWvjpJNOUo8DZ7odHBziAKGPvS0IxKYd4M0kB0A7sQKA116IL8Rsg7CjswXGdazTI+93AAjla4JdZNptaz3YtAvKmCE9rFcl22QE51cgrR9gwqXaxKrbEP/R4znnnBP03DXXXBN2/8AM/l9//RVTpkzBrbfeCgBYu3ateu25557D4g8/UAVTly9fjm+++SZibfv27Qv5mfFi69atasLi559/xq5duwDYv4OTBV/9mBMrnOr1yQkm7PWnGHs7b59hIOkWPXoV+IyMjLD7bdiwQW137do17H6NGjXCzz//DAA4ePBgHBQ6nAjccccdQUsiQ/Hkk09Wg5rURL/HYcq+Auw39GwXQj2JyZYVRIDeT9gCoHxmJTpaBn9yhVQBrtZnDpInMhiRaOQ5htIaKdkCqgDzeMCEc2UZO2ocRjSjZS+yy4VLtTNPe0uIE/jtY984t/2UKVOwaNEiNGrUSD13zTXXYMCAARg9enTQ/h6PB/v27UOdOnVw6NAhXHDBBQCAAwcOwDAMZXEsKS8vB2C2+zfffINr33kSy5cvDzruvHnz0KFDB/Ts2VM9J5M2ZcLmrl27kJubi6ysrKp9aZiTBiNHjqxwH1a7FQD+QrW8K1jZJ1YYdQOskxPmXx/hyjIWkh4t0j3aSktLQ+5jGIYtwN+hQ4ewx9MnCcIdz8HBIXYMcFoKcGfBsyJU4I2t3XV7ITrtxJYrJoyaTQjH2vYaJUlTERsixJZD9cBq0QNw/k6PBxj7jD3Az9lzOFWbMNo4CL1uQ5y1Z2Rk4PPPP8frr79uez4zMzPk/l9//TUGDx6M+fPnB8VFFi1aFLR/eXm56cFvAIARNht/zpw5uOGGG/DII4+o52SAXwb0zz33XFx33XWRfjUbjz76KFauXKkel5SURPQ+ufqAcexr2dxwaTcnJ5KtIjaYVx8ApOdHMr2MJD2DX7fl0f34dTZv3myz8jn55JPDHk+/eEWSke3gAACzZs1CXl5esmWkNPr5mC3rzZ5Nw4Ua6AlSD361zaXd7ClsmiW8lYtYV05wtraJfo6h+yLU53aA9Tyj/07ZTjW2CS028dRYZ3amsQxzH+Ee+yZbQey4hJk/mai4YahgfuBzHTt2xLp16zB16lQAwEMPPYTWrVvb9tm+fXvQccrLy61fqmEPfs6ZMwfz5s3D0KFD1XMvvvgibrzxRgghcOzYsaDjrVu3LtKvZeOFF17Ayy+/jM8//xyGYYRM2rQK6lorVoljtWpygg1z5QRxcWOD7zyvLMxiqJWRKjD/VlOdpGfwN27cGIDZQYuKinD06NGgffSlYXXq1LEtSwvk0KFDajseS8IcHBwCIPTgl4INwoKG5o2CzCTn0m7CqNkO4zcwVJ9JspBYEHxWMRZ82in7iB/LgYL4S4BPvjU5wRWslfDeEjMjKNtdtzBjhTGOogoxEop3aRZU1dVratSoYXs8bty4oH3eeOMNtW0YRsh7Cp8/Y18P7F911VVYtWoV5s2bB8As0qtz4MABAJa9z3/+858qZUVLi2Wfz4cxY8bgggsuCBngl5bMOswTzyqDP6lKooc1MQfwT04kW0QVYNQuz+2+MOcgh6qT9AB/y5Yt4XK5IISAz+fD22+/bXu9tLQUH374IYQQEEKgU6dOFR5PL6zboEGDhGh2cDgREbZMIK4Tsn31QdJkxIR+o8AWSEmkD2miEeD09Qa4LVc4h6sBWfCkMHrw2wqNkYk3Y+ScN5eCtmRqYAZ/0mSccAgng7/aUedHwh8rde0D23WpevpPbm6uLYs/VJLj4sWLbY9DJVUCZnDfMKzf7Nq1a/G3v/0t7Gf//vvvAKy6ips3b8YPP/xQod69e/filltuCWm9M2DAAKXj559/RnFxMV544YWg/e655x7bY7NganCPee2112JeSVCdsE5OAPrkBJ94g9ALXtUoIVywzVxfhYWkB/hzcnLQuXNn/8XEwPz58zF//nxs27YN3333HaZOnYp9+/apE3bv3r3DHqu4uNiWwS9XBzg4OMQTPhsHc4CtUj2TKSVqbDcHdFdxK0juYptZIW52AKSiJXz5QMytrSBfOcGGfm5nCngCsBeuJ9SuVsUR9htmuM7qJsKMGvoLMXJ9A3vvJtOuj8HIfqdCuLTt6vpMgRtvvBEAcOeddyInJ6fC/bdt24b//ve/oV801D8RIYP0erD+8ssvV9u7du2y7X/s2DFMmTIFH3/8Md555x3bax6PJ+RnvPbaa2E//6WXXsLWrVst6bD3/fvuuw9XXnllJd8iueg2N2zoBYLZMO82OLUD3FnwzPZCqU7SA/wAMGrUKADmyc3r9eLll1/GDTfcgClTpuDHH39U2fsFBQU4/fTTwx5nxYoVajs7OxsFBQUJ1+7gcKKgz7jyBSOs4D6XcsDtkqdpQRckd9G1toXQ/mWDufYB88oJgNPGga2P6FindkF4dvdD2P7mTTGfbglzpuTxANM5hzmTXNlTEp4dlUWP9i8LVpHd6m11GSBOS0urNMBfwVFQUloSVdFUmbn/448/hnx91qxZanvZsmW4/vrr8fXXXwMwg+86oax4ImHkyJEQEPBpwjdv3oxu3brFdLxk4CPNgmde0QeQZsGD97okm5pROwspUYW2c+fOGD58OAoLC7XlhFbhFMMw4HK5cO2118LlCj8nsWzZMvWeigrxOjg4VAH/hBsdpBYaQggV8GQb9EHPlGRrd0D1Fbp21wp3simXsOm2Zxuywqec77dpYbO9I/sa9ix4B4fKYZ0UMn+nnKEI5kCKbkHBRrKKG+uxk9gD/IDX64MrzUCkPWfDhg349ddfsXr16pCvl5SUoFu3brjkkkvw8ssvh9Qtr4ehLHuiQZ+8/fzzz6t0rOpEQLO54TtN0hbZNVcfJFtF7BiGQZt0yTixwkJKZPADwDXXXINLL70UaWlptiVKhmGgdu3auO2229ClS5ew7//ll19s/mqnnXZaQvU6OJxoMPvWuoiDbzITCEJY2zQI1VnYBiAA500xwGhwEwhfX1EQ9nMXcaBZnhIN8BV/J5NrQ19pwzh5y7xKiBduD37uayrA9g2sLsLTVyT2c2L16ff5fAAAl8uFmjVrxnYQw749YcKESt/y6KOPYubMmWFflxn+oYL7APDRRx+hW7du2Lt3b4UB/vPOO69CHcXF/5+9M4+Posjf/9MzCUkg3CGAiATlkkMRA4LCKoeKIuvFV/whK3jgsrpKVnBdOQQUFBR3w+rixa4HcqyyoKusCIoHoCLR5RIjAhs0KEc4whlCMv37Y1LdVXMkM5PM9DxDvV8vTc/V83RRU131qU89tVeZEBKb/gqys7OxaNGiSs/hJMIqhq3GV7iY0eK1iuEqdWYPfgGrJRUDcZHBLxg6dCgGDx6Mb775Bvv27QMAnH322bjwwguRkpJS6Wd37Nih2PdUZuWj0Wiqg6H4SzLAnCnpdrmtY6ZBMcAdOFQyVMm0exP4SbWTwjY4CARl0JNRsx989kLyvjZcyrktzNhhHM7LFo9sV6BuZshZ17lK3Iuw1nRq83dhbTx69Gi88MILymvdunVTMu1dLpc1MSCdwPJU79KlC+rXr4/i4uKI9YgAfzAefvhhAMCdd97pF5SXadasGTp06ID8/PyAr7///vtA+77W40B+/osXL8att94aiuyYwhwkl1tGtluq116ItODB2T6KKuIh3NyYhbiL0tWuXRu9e/fGTTfdhJtuugk9evSoMrgPAFdccQUmTJhg/dekSZMYqNVozhyYLSisARqhvZBLDqSQaQfsJflsytn0yqi5Y1xXIlsjMSFnG7LJVyZAHdQRCXaxsymnlCxhp41xXgel6ASgYkUf3WpETtS2nSsUJK+cYKstTt1TBwwYgPbt26Nnz54AgLvvvtt6bcWKFUhPT8cjjzyCZs2aWc/fddddyjlEPTldVgbARIMGDTBo0KBq6dq+fXtI7yssLPTbkPfSSy+1jo8dO4bJkydXcgY7VGvACBjgr1WrVkhanMAjWSwx4bXTdlpF5DBmwVv2aybhOE+ZeNZEg7gL8Gs0mvjGJAySyz6kZNJ9Bgpc4hVrJLaCB3QAyyEYB/QCxg4rb3hfXiXE1jrair33VIfFhIm8qR5b265kGzop5AyEsX0EAJjewKFBFsWS+75sMP82XS57ciKWZGRkYP78+ahfv77fa40aNcInn3yC1q1bIzc3FxdddBEA4NChQ0HPZwBo3bo1cnJy0Ldv36DvixaXXXYZ/vKXvyAnJwcdOnTAzTffjLZt2yrv+dOf/qQ8FrYfKz9ciddff93vnKEkjToBsw0uINsLcYn3rpxgbCG9eIi1y3tvaGoWHeDXaDQhId+02RpkQwkCcWl3u+1mmi7rzTA4e6rkKBsz0xU/Z3ifO5OcT7MFsz82fbGL1Vm8F0Jd98mQS5rNbtCCTDZz/ebO4HfJD5wTUkF2drbyuE2bNpg9ezZSUlJw7bXX+r3frPhfvbp1AXhtfKJB06ZNK3390ksvhdvtxvDhw/HGG28gKyvL7z19+vTBwIEDvQ9MO1i74oMV/tZDiO8Mfsp+DLy/T+qNasHYxkjtI5l45olnFnSAX6PRhAlftqF855YD5gwYUpCcbbAmy2WbnDAMQ7IX4tIuw6tcEyusgQJjJrlhH5BJl+BTLltpsdUZL5zWcfQQVhajom0xYdBFJOxACl/7yLy5sZ3B73y5r1y5Erm5uX7P165dG2vXrsUFF1xgPXf77bdbFscmAJfb3gOspKQkpO8Tm/t26tSpyvcGs9u57rrrvBqqyE4eO3YsmjZtagf4YVaZ0RxpBn9xcTE2bNgQ0WdDwTAMeDycu2XIWfBsTbwB3r0PALFBMBdW205ojcQCV6RLo9HEBWzZV5Zew4haJkq0cLlctHYCXhuHCs9dso2ZAdD2POhDV4ZsAMKB4sHPpl06Yqs1RtAH8Y8R5JgBK+BJiHfy1j7WxA5R7mz9MFaYg+TWL5MwCKSueHZQCICGDRsiNTW1yve53W488MADSHK7YZreOpOcZAf4f/Ob36BRo0Y499xzKz3P0qVL8dZbb/k9n5SUFJLeL7/80tpDoKoA///7f/8PAJCcnGw9V17uzdoP1g8LFuD/9ttvsWbNmqDflZOTo+xpEA1YN6oFONsYAXMWPDPMmxvHO7qHpdFoQkLOlGS7E8qDSbeUkcKAIW2yy4ZXOmeWJ7sfpoBNO5ncIPBeBZty1X6NFMJ7qtq2k2kH6Mo7EWCb+BR46zenduZ6bm/EyHcNYqUwk/XHLbfcAgBwiVXOpqmMl3r06IEVK1b4bVx7zz33oG6FlU9ycjIyMjLQunVrv+C8vLGvwNc6CPBOBGRkZAAIbuHz1ltvYfbs2dZj2XbnVGlp0GsEgB9++AGDBg1Cqc/7RowYgZycnEo/F21YM8nlLHiW+i5g9+D3Tk5wlbrVtvMWe9wT2nSqRqPRVGCCL4Pf7RKdbYMuk9wtTU6QFbvPBsFcyB7TdMjBN8JrYBzQyzY3gL/vazyjTN6S4VLKnQtLO/haGiVD1UEd1YVtYMyObXvHB+d9yfvXNHknWDhVc5GXl2cdi1XDJgJn3Z86dQoAcOONN+LLL7/EPffcg2uuuQY33ngjunTp4vf+jIwMFBUVoVGjRigsLFRe813JIzYHzs7Oxuuvv47zzz8/oN7WrVujdevW1uNwfPWFhgMHDqB58+YoKioKybbHd0KgpjEkBzC2frthGNybvYKvLyDkejx8dyah10NoL8SCDvBrNJqQSIzhPLcHPye82rmtkTSxhK2OKFiBZj4Pfhle6Qbl4NIK1rJpl/6v0VSFmqjAdWe1A4V89Z1PsY1LSipiax+9SUUmTBgBVzyLAP+ECROs50SAXb5WkRX9wgsvYP/+/ViwYIH1Wm5urvXed999F7t378batWtx/fXXW+/p2LFjyJobN27s/X6Y6gbHITBw4MCgKwUOHz4MwzBQv379gBv21jS0PvaGlMFPJt4wDOpMcmLp1OUe7+gAv0ajCRu6DVPFUIHQg1+ekGDM6gh0zACzjYMcwKK8BPINU9m0s+mVse9FBmBwjRbY2kQZ2aKHDSVTkvMSKJH3bWDrQwKcK20EXC2jF3n/ALZydxH3fV1SwDMpQIB/xowZWLZsmfKcCPDL4ysREG/RogWysrKQmZmJ5ORkPPHEE8rKgObNm6N58+YB7XpCRVj6AIBhaTDRoEEDHD58OOBnTpw4gR07dgAA9u7dG/A9AwYMAKCucCgvL4+K1SuxERgAdu28meSMG9UqbTubeBK4Il0ajcYxrEbYMOgsemTcZAF+w3DRdj1chmFZZ7BdgRokJ1Ov+GM7KyVcyORaMNvcyG07GwlhFUM7oVURrGUUT1jX+eEMARlWeipfnWGu5szjDCuD3wTY6r2rInhtIvCeZdnZ2Zg8ebLynNjkNlAGvwjmt2rVCk899VTIm+2GQ1JSEkaNGuVX1PPnzw/6maFDh2Lo0KF+z1999dX4+eefcccddwT8XHl5ebW0VoawuWGr+V4PfmbtTqsIH+YJUKGXsdxZ4Ip0aTSa+ICs423L5cvglzPdyIpd4xCs4UIB64QWwDaU94et5LknVgIfM2DAnrxlE2/4/V8TGww7g5+szrDDGAQSghnvqfJ9ia0/Jo+RQv2dpqWl4dxzz8U999xjPTd+/HhceeWVMUuQ+e1vf4uGDRso9SU1NTXs8xw4cAD33XcfNm/ebD23b98+69h3k+GaQraKYUsqMgw28zIVbya50yoig3uDYObRXnyjLXo0Gk1IWDOuMOhmBg1poMC2NNzlctH2PLwDBdJMcgO8qw9kf2w69fAOislky17HZNKlQTxjuXth3j+AcYgjb0JOp16ZWKFTTwxvIAIQ6rmugduDn1e7Apl8lxSsDbV5dLvdePPNN5XnOnfujCeffLJmxVWFYSj301A2zw3ETz/9pDy+9tprrePS0lLUrl07Mn1VwLrvF8Cbje1doEXoc1MBo82NvPm7Jjo4Eqfbs2cPVq1ahVWrVkV1qZNGo4kOBlkWvAVjNo3i5emgkAhQtJOVO5veYLDVGdY8IKWcycpcQFnyxAXPNiiTUUqd7DIM2JO3mtghlzjbSkovBvjaGO9fxrZd9B8Ztcuw9SXlDYLZUBSbpmUd1LhxY3zyySd+75dXHITKgAEDAp6rusg2N2wYkOyF+KqN18eesL4DdrkzIcraY5qU9YUBR3pY+fn5yM3NxezZs63d2DUaTXyjLjnlgk2vP5xX4HK5eAMpcoYq2SV4pZOJFhgiiMLXaQVAOYnIbCdgu6/xZfDL2tkwlP1V+PQLmCdZGGHtD4iJZ7YJaOr6LU1OsF2FmtzCBXuVkX+hYg8Bt9uN9PR0/N///Z/y/u7du6N3795hf8+4ceOwZcuWaigNjMey6KnxU0cVeeN6Ngy6Vt1GbA/DWF8A3jrDgLbo0Wjg9QoMZeOfOXPmxEBN/MM7aOAMArEu2/TaIZEGyQ2DT7SA2T6DtMvHm0eutuds2tks14LBdk91SWE3Mum0LWMiwejBb/JJVi3MSO+trLKZCdeiJx7peuGF1vENN9wAAOjfvz/eeust6/kmTZpE7Kk/duxYXHDBBXj66aerJ7QCay9v8PUHAN5NdgHOILmAcQJUwLxyIt7RAX6NRhMSdofDoAuqCO1JFcs16SDteRiGvUiM7QoUH1JHlYSPPJSnHCgQrhIScC9rZ9QubBz46gx1uUsToIxtjIAx0MwK/8QKn/ZE+G0y7q+iTJqzaXdaQDVQNq6vsBrKy8uznkuWxoA9evTA2WefrVhFp6amoqSkJKTvOnDgAD7++ONqKlYxSWezDBi0fure1Qec4lltnayJZ0LtLOgAv0YD4IknnkBGRobTMijgnaMH6tSpQ6ecbXAg43LxZsEbllUMKazl7rSACGEe0AtMw6D7B1DshdgKXvKYJpsz99nImwvq1VnkJEJmMBOyFQJbkbPpDQ7jlRgVdYZPu7gvBZq8FZY9gO2/LwL8V1xxBR599FH069cPALBs2TIMGjQo5O/95ptvUFBQgJtuuiki3XKQnK3UDUO2F2JTLzLJOfGuPuBSry16oo8O8Gs0mpCQ/YLpMvgr/vLeTDgzJeWN9Ni0K5lAzNqdk1ENOFUDkPYQ4IHZood5YkW+p7KhWFKR6Vds78i0c8MYZq7ANCv2DyDrRYr6TTh5K0+A8klPgPsS4coJWX2gcarIzh8xYgS6du0KwA7w33HHHahXrx5GjRqFsrIyZGZmhvSN8+fPx2233WZNGEQa4Ad4J0DJ5CoQtuoWhmFQto8CZmukeMeRTXY1Gg03LoOz6fAwznSDN9vQ7XLZWZ5kl+AizvKU82pJL4Guw8qmV8bO0mPM1xPwKVcn4rj0qxY9DouJCErR1BjW/1itkQgnbyv+mtb/eCDLI1JQJ0Adk1Ft2KSriTn+49RWrVoBAPr27Ws9JwL8KSkpAIDf/va3uO+++2AYBhYvXlzld/7lL38J+PyJEydQWFgYsnYgPi1LiouLcdttt6GoqKjS9wmbG8b6bpomXWxAEIdVpkpsa01NtOCM0mk0mphj3/sMpKamOCklbKzlYIx3Qgm27gezFYI3M4IzgMXaUbUg1C+3j2zy2fTK2D7NfEFyGz7d3qw3Pt2AWGTD2bazw75ygnajWkLsyQnCHFvO6g3A/m2SlTgAtdgDTSI2adIEeXl56Ny5s/XcoUOHAAANGjTwe39WVhaWLl2KRx55pNLv3bp1q99z48aNszb3DQWv7V3FcRxVoHXr1uH777/HihUrgr5HtuhhgzkL3tsymnT9GDkmQyadBh3g12g04WEYio8hEyb4BvRsemUUix4HdUQCawBCYIoAlsM6woVwKK9AqV0M6A3iyQlK7bZ9BqV2q43hEs+lNtHgtBs0vGEUp2WEDXMmOVsdkVHKnazeWIFmwvuSLDjU+tOnTx8ACLoPX8uWLS1f/mDcfvvtfs9t3LgxpO+X8Xg4s+C9+wfw7tDHnPtHrd1pAQmMDvBrNJqQkDupbDdwazkY+d2ErtNH7EPqUgJYXKgWPWzqAb4S9wnWOislbIwgxwzY9dvgC6Q4LaAaGJLfCmMTwxisZUe+L3Fa9PBhZ2MTlrfI8gRfkFyGs6pTilZW2IS6V9zYsWPx5ZdfVvqeWrVqhazh5MmTFd8fXogt3pNbqloBH8/aK0PKEaFDTMaxtY+irD0m3+oDFnSAX6PRnDEw5mCx6ZXxdrBJr4BUNgDOnqoP1FdAVv5ykJwNeWKFTT7zBKgBe5UQJYYONDsBaxAIAF37Avi0MWSlr1r0cMGn2CYRkrmA0JNbDMNAUlJSpe8R/vwyH374YcDnb7jhBuzevdsK9AuP/1AQMXS6cjck7fqeGlNMwiB5oiRdxjM6wK/RaEJC3byI625i+70RBlKUARqXeEMaUrJp9wZ+OLPgvcm1vNm1nKIFbDVdynQjLHfm1QfMyFWFLUhOJjexEBMrlDuoGnQzFMwZ/Eq/i01+BFYx8YPJu1eGfF+qwTYmKSkJd911l/JcgwYNMGnSJL/3HjhwADfddJP1uKioCL/88kuV3yG84L3H1ZJbo4RSB+JJb7hYOSLOyogIAwbt3gcA5+oDFnSAX6PRnDEQ3wd5IQ00uwy2fDcJKQ5BVuzW5p1sugFwziACcBnSXhlk+l3UgRQbthrv1cs6AWrrZZuc0DiFybmHk9MCqgFbuyLDPPGsJhVxYUiddsOo2RDX6NGj/Z5LTU0N+F45a/+mm27C4MGDQ/oO28eeq+TZ9CYabKUvb7KriQ46wK/RaEJC6bCS3U2spb4mX+hQXTnhnI5IkH2a6SD24HdJwTdeeDt+nL9TzixPGTb1bPVExjAkix6y6xCTiJrYIt9NOYO3BrWnAFuJ2xY9hNrpJ54ZNSNqGfyA+u84f/58AEB6enqVnzt16hQAYN26dZWfH3avd/kHH+DYsWMR6YwWoQZj2WqO0Mv4O5UdKpmwYzJ82lnQAX6NRhM2rO0x8diMF9YguWTRQ4cBaeUE1zXI9kJssK75kDeDYyt5paqQ1RvmTHJDah/ZtDO3j9xwto8WhPt8iCAn44QW9d4wTguoJqwWPer+AdHRPnz4cLRv3x4A0KxZs5A/d9999ymP8/Pz/YLmnorH815/Dc8++2xI5z19+jQeeeQR7Nu3L2QtNQ1ZNVFgq+OJBHmPIK7RAX6NRhMSzPdA24eU7zqol/rKx2QF75Iz+LmkU9cZAatugK+uWxgGX11nthNgEyzBPRGncQrWjZkt1awRCcJyd0n9djrIN1C3jylLHwDgdtd8iCsvLw85OTnW48zMTL/3tG3btsrzbNy4EcOHD8dHH31kPSdvVAvA2qS3KvLz87Fy5UrMmzcv4OtvvPEGli9fHtK5AiH3sUpKSjBt2jQcPXpUfY/y/oi/ylFYdQN8Yw4rJsPbvMQ9lW8brgmZDz/8ELNnzw7rM8OHD8fQoUMrfc/evXuxYcMGbNmyBQUFBdi/fz9KSkqQlpaGjIwMtG/fHpdffjm6dOkS8vdG45yC06dPY/Xq1fjss8/w448/4vDhw0hPT0fTpk3Rq1cv9O/fH/Xr13f8nJrqQXYvsdA3E02osHWYFAyDMmMPgIgcUkfh2KRHP+ctelD/TkEcBDLsrGAy6dzWccRw1pYKSDe1YZ4AtTAI70tOC6gOBueKD8DH0jQG11CrVi1ceeWVWLlyJe644w7s2LEDW7duDfr+srIyJCUlYfv27QDgZ8MjD1FDtcQRfv8LFy7Efffd57cvQG5uLgBg4MCBIZ2vMvLy8vD222+jWbNmuPvuu6t9vniAre8lw7rGybZfM6nLP57RAf44ZceOHZgz4iqH8QAAIABJREFUZw62bdsW8PVjx47h2LFjKCgowAcffIAuXbogJycn4GxyNM8p89NPP2HWrFnYuXOn8vyhQ4dw6NAh5OfnY+nSpRgzZgyys7MdO6cmMvi62Da2xzRft1X14OdSzzy4NFyydi717Nk0eh7OGRjLnbmus+mVMSCvcCK8kArNNe3TrKkC3zRVMgwy6WrtJhNPTKwDzTWJvDqLsm2vIFZt+8iRI7FlyxYMHToUCxYswGeffRb0vT179kT//v1x7rnnAgAaNmxoveZtGsVvNPhvtaCgAEOGDMGiRYvQpk0bZUPfHTt2oFOnTtW7IB/Kysqs43r16gEA9uzZo7xHHetx1hlO1dwQdwXiHkcC/KmpqWjSpAkA7ptHMM4++2xceOGFVb6vsmVcu3fv9gvEt2jRAueccw7q1auH48ePIz8/H0VFRQCAzZs346GHHsLMmTODesJF45yCoqIiTJw4EQcPHgTg/Xft1KkTmjdvjuLiYmzYsAGlpaU4fPgwpk+fjilTplRZRtE4p6ZmYL2B65uJJlTofKUllAEa2W+V2fpDwCbftjrms+hR9g8gE89sYSZnwdNpd1rAmQp1wSdC55HrH0AN0PKWP1nzCO6VZUbA42jSvn17vPvuuwC8yYe+PPHEExg/frz1+KOPPrIsbnyz9MVDX+VHjx7Fjh070LVrV2zYsAEAsGXLFrRp0wYej0f6fM38TkpKSqyVAPIEgjg+fvy48n6yaqJArd1Q/7Ig9HpMk26MyoIjAf6ePXuiZ8+eTnx1TGjXrh1Gjx5dI+dq3rw5rrrqKvTt2xeNGzdWXvN4PPjwww/x0ksv4dSpUzh48CBmzZqFp59+utIbWzTOOWvWLCsQn5mZiYkTJ6J169bW68XFxXj66aexceNGlJWVYebMmXjppZcq3YE+GufURA7bDUTGXg7GGIwg7mzLx3TaicudTXAAGK/AgAhDMKr3wqbcpWSOccH8MzUMg9W1RIFZOxt29jtvsJYNI8gxA2x6EwXZd5/t30C+p8qT/7HivvvuQ3FxsZXFP3fuXHTt2lUJ8APeTHtAzY4H/FvGzZs3o3PnzsjJycHGjRsxcuRIvPrqqwCApCRvCE8OwNcE3bt3h2ma+Ne//oVWrVpZ2fr/+c9/sGDBAgBe62QA2L9/P95//30YRgfr8779milTpuC6666Le5eFRBg3sSDHZDTRQW+yG6c0bNgQY8aMwfPPP48hQ4b4BeIB783rqquuwtixY63nvv/+e/z3v/+N2TkBryfbt99+C8B7w5k0aZISiAeA+vXrY+LEidZKgKNHj2LJkiUxPaem5mC9D3pnizVOwNZ5orZukP2xyS6D2qe5Ajb19mQWm3If2Co7cXm7ANvmhqzc2e5FCUNCFDtZSEKp61zancjGrim4V2cRTwtJVdyJPnxGRgaeeeYZ63HXrl0BwG9PwwMHDgBQA/wGDHhEBr5pYt26dbjjjjvQvXt3bNy4EQCs4D7g9f8HoGTwy8eR8Pe//91aBfC///0Pd911F55//nkAwLZt27Bv3z4AwHfffYeXX34Z11xzDf7617/CUx78e9977z1MmDChWrqiCdvvU0ZoZ82CN03CbjsJOsAfp3Tp0gUDBgyA2+2u8r29evVCu3btrMfr16+P2TkBYNmyZdZx//79kZWVFfB9qampuO2226zHy5cvDzrzHI1zaqoHcyNsefBzjW8A+Hp5csFcZ9iCVjIuwyVZ9BBCuKmelyDrq1kwDLrBDnEogrpthwHAcNnHRDAH35jRJR171OrN9S/A/Ns0iCdWZNj+CeKhvgeqt6+88oplTS3jl8EvVRXhYBCMU6dOAVAz+HNzc7Fo0SKUlJRg/fr1yjn27NlTaXxk+vTpVjAf8Gbni4kFX/bu3YsXX3zReixPLAQq9epOPMQCsqquwPc7JRNMiA7wJwjnn3++dSxmWGNxzpMnTyo3gAEDBlR6zssuuwxpaWkAvBn3W7Zsick5NTULc9Os7yvOQFfsxNYfTixNrmmYO4Bs0xPMgWZlM2ziOsNW8HILQ13uGk0IGKTma+rml1yB5sSZvOVSz9wfkIm3VbjC015mypQp+PzzzwF4y93+hVb9W506dSqGDh2q+OFv2rQJs2bNwt13343f/e53uOqqq6zXrrvuOowdOxaHDx9G9+7dkZ2djRtvvBGmaWLv3r1YunSpcv7c3NyQr800AwfwxYRCPAf446uWhAer9kRpY+IZ/iiABoDaiauphjSUc3733XeWF1tqamqlGwcDQHJyMtq3b2893rRpU0zOqTmzYetgy2gfe2eolezIFjU1gndgw2nRw0yCGN1Qodo4OCgkArgDWLwToMrgkk08NRVBcsallKRQ930T5MeZGFfBgVzfXUZ8hbgGDhwIABg2bJjy/D/+8Q/rONxNcnfs2IF//etffs8L33xf1qxZg82bN1vf89NPP2H+/PkYNGiQ33vFCoFQKC4uto7ln62I5RQXF2Pq1Kkhn88JmJsbYumaKBFfrV8AioqKsGXLFnzxxRdYtWoVVq1a5bSkKjl+/DhWr16NBQsW4OWXX8aCBQvwwQcf4KefforadxYUFFjHGRkZMTtnYWGhddyqVauQ7H/OO+886zhQmUTjnJrqowZreW8nzAMeTexITbGzbdiqu8slWfSQiRdyyWQrsGknk6tArZ3ZY5pLblDYyp0ZXdKxxyBOlSSWTt2uMFuYqZvsOqu9W7duyuN77rkHa9as8bMcFjY6BkIzc7r00kuVx0VFRX7vOXr0aNDP/+1vf1Mer1ixIoRvrZytFXsm+iIH9d99911kZ2fjtddeq/b31SRkVVzBHi9xXQRzG8NCXKYo7tu3D++88w7WrVuH/fv3+73er18/v+e+/fZbK3M7PT0dgwcPjrrOYKxbtw7r1q0L+FpWVhZuueUW9OnTp8a+b//+/UrWutjUJRbnlIPxmZmZIZ1b9qGTPx/Nc1ZFVV53kVBTEy2a6sN8/1AzJbkuhHmZMptcGeb9AwT8V8AJW9VxEbePMmzKvfclbziCrb3hUqvRRA51kNxpAWcsvLZOUAL8zuWwfvTRR36WPIZhIDU1FXXq1FGe//HHH5GdnY3OY1+2PPgrW+XUrFkz5XEgC+XKvPa3b9+uPN66dWvQ91bFn/70J8yYMQPy1IRhGPjss89w8uRJrFy50u8zCxcuxIgRIyL+zmjB3H9kQwf1o09cBfg9Hg/eeOMNLF26FB6PJ+BSpWCVol69eli4cKH1enZ2Npo3bx5VvZFQUFCAp556Cl9//TXuv//+kLLTq2Lu3LmWhU6TJk3Qo0ePmJ1TniVu0KBBSOdu2LChdXzs2LGYnLMqxo4dG/ZnquLdd9+t8XM6CfNAQUbfV5yBrdxV+wwu8fLAhku5ZHPDJhyydkLxFbAp586C5/WKUUInXNKVsmabnGAmEUqa7RrY2kQFavs1Zu3BH8U78dJvr1+/ftDXkpICh97++9//AvDfiLcqwrHSqWkuuuiigM8/+OCDQT8jbHviBbbxnYzQznsF3NrjmbgJ8JeVlWHq1KnYtGkTTNP065QYhlGpN1nLli3RpUsXbN68GYZh4NNPP8Wtt94abdkKTZs2RZ8+fdC1a1e0bNkSdevWRXl5Ofbt24dvvvkG//73v60VCR999BFq1aqFe++9t1rf+dFHH1kbtADA7bffjuTk5Jids6SkxDquVatWSOeX3yd/Pprn1JzZcPvYS8dk2plhHhgrAX7Sy6DsdBNKBnjrCMDtp544Hvxc6rnUJiJkWcHEMLcxzJNvxNKVisJ3HfE/sRIsrrF7dyHQrOoAf7g+/TXFmjVr0Lt3b+W5pk2b+r1Pjh8FoqysrEZ11RTxWl9CgU07mVxK4ibA/9e//hUbN26EYRhWML9jx4644IILkJSUhDfeeKPKc1x66aXYvHkzAO9MaCwD/D179kS/fv38loQlJyfjnHPOwTnnnIOrrroKs2bNwvr16wEA77//Pi6//HJ06tQpou/84YcfMGfOHOtxnz59cMUVV0R8DZGcs7S01DoONivtizxZEGjmORrnrIpnnnkGjRo1CvtzZxKJEmgmlk6HXvXhDE57j1YH7cHvLGwTW1xqEwfF65jsH0GWyxxE1MQO26pET07EikT5ZbJdB3P7yCC3d+/eePXVVzFy5Ej1Balp6devHz5f9hYAbxzm4YcfxnXXXRc7kRV88sknVgwoNTUVs2bNQocOHXDdddfBMAykp6dj9OjRmPil7bzw0LhxlW7wWd0Af//+/XHZZZfhscce83tNWBOF447BUGeCwaqdVTcTcRHg37hxIz755BMrsN+8eXOMGzcObdu2BeD1FwslwN+9e3e8+OKLME0TP/zwA0pLS0POAK8u6enpVb6ndu3aePjhhzFmzBjs3r0bALB48eKIAvx79uzB448/bgXDs7KycN9994V9nuqeUy7fUBtteXlWSkpKTM5ZFY0aNdKe+QkMt42DdOycjGpDVuzUZV0r2W5D2bJrmUvesughuwbFTsBBHZFguOS23UEhEaDelxwUEgGJck/VxA5d7LGHua6ztSsyxNK5y10+jtPrMAwDnTt3rvQ98v6DTz31lOKp36FDB7z22msoKSnBmjVrMG/ePL/P33nnndi7dy+WLVvm99pZZ52Fn3/+2e/5rKwsFBQUAACmTZuGNm3aID09HfPnz7cC5iLY/9JLL1l7HyYnJ8PjCe7570t1Avy7d+9GcXEx/vOf/wQM8Pfr1w/NmjXDP//5z7DPHZ+1JTSotTOLj2Oc24FEYuHChQC8y46aNGmCp556ygruh0NmZqa1eUl5eXlEm61Gm5SUFNx8883W482bN4ftR3bw4EE8+uijOHToEADvhitTp07127glFueUN5GRM+8rQ36f7yY00TqnpvowL8nXOANzLaG2/qAOHHr/smWOKTBLJy53fV+KHUbQB2Qwa9fEDtLEfbXfzgWb3mDw3VNJKzu467uMXGWSk5OVuMZNN92ETp064eKLL8Z5550X8PP33nsvpk6dilWrVuGOO+5QXgsU3K9Xr54Sixo4cCDatGkDAGjfvr11LOjWrRtatmwJwJuUKfZsDIXKNgCWOXbsGHJzc60JgYKCAlx//fWVfub48ePYsWNHyFoA8nritIAI0X316ON4gP/o0aP47rvvLGuee+65p9LNSapCNDgArCz5eOPCCy+0jk+dOhVwB/RgHDlyBJMmTcIvv/wCwJt5/vjjj1fLXqY656xbt651fPjw4ZC+T0wiAIFXPkTjnJozG2YfUnWzLjb1NvqGrgkF5lpi+PxlgXkyy0U8meUiDka4iCf82fQmGgZxAJENtaZzlbuyOstBHZHApleGOUFEqeN84i0CjfU6deqEiRMnKq+1atXKOu7Tp4/fZ+rVqxeSu8O8efNCtkT2xZvBHzzAP2LECL/nsrOzUVRUhIKCAhw4cADHjh0DABQVFWH06NHYsmUL5s6dizfeeMOytR4yZIhyjm+//TYivcEgri50sYFEcSaIZxy36Nm6dau1YUj9+vVxySWXVOt89erVs46Li4urda5o0bBhQ+Xx0aNHg7xT5cSJE5g8eTJ+/PFHAN5A+GOPPYZmzZpFrKW65zz77LOt41AnKsRGw76fj+Y5NdUnYTz4ibWzwTxQUG1LuMQzd55EnWGrLyq84tlWTrgMaUNp4nJng3lSyDC4Ap2JAls9CQT3JXCrZ4K575sosBf7okWLFC/51157ze89Xbp0wcqVK63E2B49eqBDhw5Bz/nqq68iPT0deXl52LJlC9577z0AQIsWLSIO8NeqVQtQNv61Y3oLFy7Ev/71r4CfGz58OIqKigAAjRs3Rk5ODg4ePIi8vDxlf4Ly8nKcOHHC7/MjRoxAXl5eRJplmH+fiTFe0kQDxwP8Bw8eBOCtpL5LgCIhLS3NOj558mS1zxcNfDeBDcUzvqSkBFOmTMH27dsBeP38H3vsMWX2Nlxq4pxyMH3Xrl0oLy+vcnMTefmUvOIimufU1CxsNxM14MklnjlYywxbHQ8GW2aHwEVc29mKXNHLJl6CTboaJOcSz23ZZ+tlm9BKCPT8SsxwuaQJULKqzrzyNlFgax/57kXArFmzMG7cOMgNo8tAyDExOWn0lVdeQVZWlt976tSpg9LSUsv7PysrC0OGDMGKFSssa55wNqaV8e6baGt3u90wyzx47LHHkJmZaZ23Xbt22LZtm/U+EdwHgAMHDmDSpEno2LGj3/lzcnIqLYvBgwcjIyMDr7zySkT6BWx9MGYY9spgx/EAv1iWA9SMtYrsxR7pbGS08fUHq8oKp7S0FI8//ji+++47AN4JgcmTJ1drQqSmznn++ecjOTkZp0+fRklJCX744YdKZ49Pnz6N77//3np8wQUXxOScmuqTKG1wolwHAwkSN6TTTiZXQZQ1W5nLEEunG9C7XEqU3DkhZxhysbvIil1XE2dgLvbEsBXiuga2e5EMc9CKeWKFaWXZP//5Txw6dAjHjx/3ey3S+tOlS5eAzy9fvtxyy5BZsWJFtb8zOTlZeXzRRRfhm/VfWUm23gkAr5e/HOAPxNatWwM+LxJRfTFNE7/88otlMR0JzL9VAdsVJECRxz2Oe/DXrl3bOq6JjHvZs132co8nPvzwQ+u4ZcuWle45UFZWhieffBKbNm0C4G1IJ06cGHCWM1Rq8pxpaWnKngIfffRRpe///PPPrX/n9PT0gDvJR+OcmpqFrW1m3niJqcNaGWyZNcxlLcN2GWz1RMby4CerPOo+Hw4KiQDuYESCZJKTaZfVUpc7LVyBZmaYV9oo91Eu6WxyEwamOn7eeechOzvbCrxHsy+TlpamxNsE6enpVnJtOBvlyngteuzH/fr2Q0pKipVsmZmZCcCbwe9dqVBzhLphbyjw1Bwb1jGHDLH0uMbxAL/smR9oZ+9wKC8vx86dO63Hvl730SKciYkvvvgCn376qfX4iiuuCPre8vJyzJo1y/IYc7vdePjhh9G1a9eItUbjnNdee611/OGHH2LXrl0B31dSUoL58+dbjwcOHBh0SVg0zqmpHsxtMLN2Zphv3NyBw8DHDNgZ/GTCwVfWgWAsdwGzdjaYNzfma9E18QJbJj91TScWT51UJB/zNe4WLNovvvhiv70DndAeabA8OTlZaRfPPrsF1q5dawX2RcJmu3btAtoHVYfKYmihwlFLEguW3yYzjgf4xY/dNE3s3r1b8eQKl6+//lrxt2/fvn115YXE2rVrMXbsWHz88ccBNwIBvJvZLlq0CDNnzrRmazMyMvDrX/864PtN08Szzz6LtWvXAvD6KD744IPV2oQ4GucEgO7du6NTp04AvKsDHnvsMRQUFCjvOXLkCKZPn24to6pbty5uvvnmmJ5TU3OwNc7UXsfyMZl2GWLp1PDVGd5No8S9XfY9ZkAua7aMZtmih0u5am1DVuzUqw+Y6zszbMHxREANNHOVv4s4SM4M9eQE4aKPunXrYsGCBcpGtU5oLysrAwDcdNNNYX1OWPAEo0WLFli/fj0uvvhipKamKq+JSYBIKSkpqdbnZRi7AlZClLMywoY5gY4Fx03qW7ZsicaNG+PAgQMAgKVLl2LUqFFhn8fj8eCtt94C4L05tW7dukY8/UNl27Zt+POf/4ykpCScffbZaNGiBdLT01FeXo79+/cjPz9fmXxIT0/HlClT/Bo7wX/+8x/FmqZZs2bYunVrUH8ymbp16+K2226LyTkF48aNw9ixY3Hw4EHs27cPY8aMQefOndG0aVMcOXIEGzZssK5frBqo6t8nGufURA5foNAmUbzg2VCsPxzUEQnKIIes0jAtU/bFWnJKeQ3eAVpynO7/Ewp0dZ1xRJ8A6KLWaOIfsuZcge1eJMM8AUoNaVnHg/PAsGHDMGPGDIwfPz6sz/kG+AP9E4jfg/Dr79u3L2699VasXbsWr7/+emSCfTh06FBEnyOtMhpNpcTFKPTyyy/HkiVLYJomli1bhuzsbFx00UVhneP1119XNlq9+uqra1pmSJSVlaGgoMAv21zmggsuwJgxYyqduSwuLlYe//zzzyFbGGVmZgYMxkfjnIKMjAxMmzYNs2bNws6dO+HxeCyPf5n69etjzJgxisd+LM+pqRmY74ds2pmzaZjRZe0sjOVvmiZgAMnJcdG1ChnVk9wxGRGRKB7TbMEs6nKXj9kqfALAWOJs2e+BYCt35ixPNr0y1BaPQY7jHd8AvxP9gSFDhmDIkCFhf84btA+tfSwtLQUAnH322bj44ouxZs0a5fWsrKxK42eXXHIJ1q1bF/C16vr7s/VjANmD31EZYcOml5G4GIXefPPNWL58OU6ePAmPx4Np06Zh1KhRGDhwYJWfLS4uxj/+8Q988sknMAwDpmmiQYMGGDBgQAyUe7n88stx1llnIT8/H/n5+dizZw+OHj2KI0eOwDRN1KlTB82bN0f79u3xq1/9Cm3bto2ZtljSsmVLzJo1C6tXr8ann36KH3/8EYcPH0Z6ejqaNm2KXr16YcCAAZVuKhyLc2oig7lBVgMpDgo5g2ELYMmwKbd97J3VERkmAINTe0WAP4k4g5+ttuvVWc5AHQQi05so6GKPPcxlzqw9UWDrtxsG7FgzkXZfW0emeWe/DP5K3tu6dWu4XC5cc801AGxbIMErr7yCn3/+OWhC6ejRo4MG+Ddu3Ggd79q1Cw0bNkTdunWrrMOMgX1f2K5BWd1P9DtlIi5GoXXr1sU999yD3NxcGIaB06dP4/nnn8eSJUtw2WWXoVGjRsr7t23bhsLCQvz3v//FV199hZKSEsX7dsyYMdYyoFiQnJyMjh07omPHjjV2zmHDhmHYsGE1dr5ondOX5ORk9OvXD/369Yvrc2qqB1t7rGZ1cIlnDmAxu2ewlXWi4CkvB+CKiyXL4eLxeABX1Z6k8YyLaWQJX71k2olXZ6m2E1zqudQmEFbB82bDs9UdZgsz5sQc5n479wbqNkzSXS6XskqIKeiZnJysNOmVWVI1aNAAX331lfXY4/Eor9etWzfg/pm5ubnIzMz0e38w7rzzThQXF+P+++/HiBEjrOdnzpyJdevWYcmSJX6fqckiLyoqQsOGDcMex2zYsAH79+/HlVdeGdL7meqJJrbEzU5w/fr1wy233ALTNK1M/D179mDJkiWYO3eu9T7TNPHQQw9h9uzZ+Oyzz3Dy5EkAdiW//fbb0a1bN0euQaNJZJhvI8zZhhpnUDMMHBQSAawbLwGyV2dc5B9EBN8mu7zZNPLvlGxughrF1oms4LU/tjNYdgImb4CfDWqLRzrBErpdcRy2vgxrnfEmtEQ2OVFeXl7p6zfeeCMAoHfv3mjXrp2ftXXTpk0Dfk5YUn/99dfK82+99RZ+/PFHTJgwwXpNyP3ll1/wxz/+EQBQWFio7PMoU1hYiOzsbPzwww8Bv7usrAwDBw7ESy+9VOm1BeLuu+/GI488Evbn2KoO8bwzDXE1Ch0+fLiSfS8aCRH0F/+Zpmll7IvHSUlJyMnJCXv3b41GEz58WfBcemWYb4TMWUyJAN0AB0D9+vUAACm1UhxWEj51KzZ55yt1G+a2kq2RkSeC2ALNzNm1MmyTcRqnqAhgkdV1xj6AgK1NlFH77bzX4SLTrpY110Sii3TiuVatWtLiLLNGA/x/+tOfsGrVKutxo0aNsHr1akyfPh0A0KdPn0o/H8wu84MPPsDkyZOV5zzl5dZ33XDDDbj77rvx5JNP+n1269atAGCtRPjyyy/Rr18/61qE7ZDv5EI0YE3mYtPLSNz1bPv37485c+bg2muvRXJyshXIF0F9U8r8EIH/vn37Ys6cOdrCRaOJIswDBeYgucYZmOsM9YCyouAZmxvWYCFzNrasl2lQDHDWcQGzvZBS35n/EcjgLumK+xLx6gO28qcecwR9EP+QyVVQV2tzXQmbXoFqiR1e+yiC4W3btkXfvn2t5998803MnTsXbrcb9erVUz6TlpaGq6++Gl988QWys7MrPf9nn32G999/v9L3VFbq69evR3Z2NvLy8lBWVoaysjKsXLkSgD05MW/ePBw5csRyFBHXFKqdULgUFhbi+++/j8q5nYC02sc9cbkGPjMzE6NHj8bIkSOxdetWbN26FUVFRTh69CjKyspQr149NGjQAB06dMCFF16I9IqsOY1GExvYGmQ1k5xLPHOwlnl5OJveQDBeg6gz1NoZxVfApp3ZL1iximGbHJLKmi1Irm4fwKU9MeALklv+2GT1ha2/K6Pu8sF1HcTFztn5qkCx1nRQRySw/lYVi54IM/iffPJJZGVlWc+fe+65VX42OTkZKSlVr/SdOnUqdu7cibZt21b+xorJ2/3791tP7d27F4B3c18AcLvdlmbxV/jsi8C+79+a5oYbbgAA5OXl2bZ3ZFWHta4zEZcBfkFqaiq6deumPfU1mjiAuTlmDjTLMN8UtfbYwyjbWnJKrJ2NRLETYFPuMuygPlvdIZuO8IF31UciwF3ifJMTME2+Bga+q8m4yl0dc3Bpl2152KpNomTwM92X3G53xA5mwpUjmJVOVdSpU6fK95SVleGVV14J+NrWrVtx4EAR5HDoNddcE/RcsqVQWVkZLrvsMsunv7S01HoeqF4Gf0FBgTLhURVs/XbmyVsWuPvoGo3GEdiaY+ZNdtn0ynBr5xVPLF3KSCG+CGLoLHqINwiWy9pNlsFvEN9UmS2pmNElHXsSJbmFG96SZwo0s6P8VmnvS+Fl8D/wwAMYNmwYzjrrrIi+LdLPCW6//Xb88ssvEX22tLRU2YRXBPh9M/wjIdQNetn6vJrYwTWi0Gg0jsF8H0mU2WJe5Xz1hzh+ZcFY15k7rNbkBFm5M1uYcXvw8zYyrNmGAF1RJyBcGc0KlNIpRSsw/2TZtDO3j8za5Zg+02Uo/Zgw9yhp0qQJHnzwwYgtCps0aRLR5xQibB6PHj2qPBbBfpHBLwf4t23bhi1btoR8bq/1boIgAAAgAElEQVTtUeiw1Xviri8NOsCv0WjChi0IxAxzSRtBjjXRhdWXEZCD5BonYAvWyrBplwe1bB78SjCCrNzl1oVt5QQzlv2aszIig9OCX4FNO1t7LqNkY5NdBvMWJYoHP5t2xbKPR7xXqzOTiG63G3l5eejRo0fYn92zZ4/PM+Fdw+LFi5XHvhY9coB/2LBhGDlyZMjnFr7+VcFTS1SY6jcrce3Br9HEivHjx4fkATdnzpwYqIlP2LJSZRJltphZOxt6csIZuD34jYq/DgsJE+bONvWAXjpmC2ap+zZwoTfZdRjChHJdTWJPogTJ2WD2sYdyX+LSzjxOtRNznGncTWnlQF5eHrKzs8P5dI1oKC4uBlAzHvzvvPMO0tPT8fvf/x7JyclB38c8XtJEF526otFowobtZkIdBGITLME8UCCTq2AFmh3WEQnit8o2OEsU2DLJmQPNclkbZOUuT0jQTU5Ix2zamXE6CFQtwrSeiEfYanqi/DTp+r5Bjhkwgj6IfxJivwwzPA/+mmLo0KEx/05fHnjgAZimibfffhsA8PPPP1tZ/ZEwf/589OrVC+Xl5dZkwccff6y8JxHGS7zK45uoZ/DLnlPt27evdCYqWpw+fRrff/+99bhz584x16CJb5544glkZGQ4LSOuYQ6kMGuX0TdxZ2AboAkYZTNnpLBaI8l62fZ2U7VziZcD/G4y7axtoi+Jch2aKENaTZjrt0u2LCH7B+BSmzhw13de7XYWvDMToVdccQUA4Fe/+pUj3w94M/YXLVqEhQsXAvBa9EyYMAFPP/209Z4XXngBc+fOxZdffgmPx+Pntd+hQwfk5+crz/36179GSkoKlixZgoceekh5jbnKGEZCzJvHLVEP8I8fP95qcF9++WVkZmZG+yv9OHTokKLjnXfeibkGjUbjHOqKfK47IpnchIFtQCnDq5zbgz8RfquyDywbzG27QTazIgcj2LTL5a49+DUhITz4nVURGaYJGHzayZpzFeJsbOaVtzJsfXjmjesFBpyrM+vWrbO+e/r06WjVqhWGDx8e8ucN08TYsWPRtm1bfPDBB1i6dGlY39+kSRM888wzynO+Gfdz584FANx///1Yv3498vLylNeFvY/M3r17A37fokWLYHoaerVzVhcA3G1MPBOTnq0ZJ1M08aJDo2GHrT1OiKWPICx3amsk6dg5GdWCseNEKNkPuoGlfMwlnbqNkTNUXWQTK2xlLcM84c8MtUUPaTVhrt/KfZTsMsjkKjDfU9W2naudUfec4Cp4S62DcTa3222tirz66qvRoUOHkD4n34+aN2+O7OzsSvdknDJlCu69916/5/fv3x+y1vXr1wMAsrOzkZ+fj+uvvx4lJSXKxry+rF27Vnk8a9YsHCk+XHENfDBqZiImIwq2hkqj0fjD/CvmDmAlBmxBTxm6OiNsbpyVERH2RrV86pnruIAtEYLZood6QM88ac68myEzxEVNFitUMPwOSGDTK8HWnssQS6e+p7rIVsIFJn4bSmHjUxmizogA/x133IFVq1ZhzJgx1nu6du2KO++8M6zvbtq0adDXFi9ejN27d6N3796VevbLGizI+usyzHvFMXBGZfBrNJqagS2QRdbPCwrbZTCXuzIpRFfyvDBb9AiY633pqVNOS4gY5gA/2+bGyia7ZIEJWS6bdmYSoaTZVh8wT8RRa5ePycTLcl1kJc9W1jLMFj0Mq+LuvvtuvPDCCxgxYoT6gtSkC+1utxsAcOmll6JevXpo0aKF9Z7atWsDAF566aWQvtfj8VQa4K9Tp451vHv37pDOKQlWdGs0gqh78AN2xfv8889Rr169WHylwpEjR2L+nRpNosF8/1AHClwXwlzuMmzXoWYCOSgkAqwgOZluQFp9QKydDbmuN2zYwEEl4cMcSJGDy2yBZuZ7qgybNVIiwBYk98KoWcCp3QhyzABz+8i9wIk3g98g1i7aGCNOE3qzsrKQlZWF1NRUdOnSBW+++SZOnjxZ8aq9QbBvgF9Y5rRq1QoAMHjwYDRq1AgA0K1bN+Tl5SE7O9v6nuXLl2PgwIHKd/fp0wenKkmcmT9/vvLY5XLB4/GEdF2+CVGmaaKwsBAtW7a03rNs2TJMnjwZX331VVwlkjCPUxmISYAf8Fa6V155JVZf54dhGHolgUZTQ7A1yMxBIBm2Th/zAE2GVTvbwBKwNfMpT4zVB+l10p2WEBbMWW8uau32MZl06tUHzOiSjj3MWfDKRt5skxRshS3B2G8UyPWE9yoYsULMcTlOXbx4sXWckpKCd999FwMGDPB7n2+AX2x6e95552HNmjVITU2t9HsyMjL8nhPB/QsuuACbNm2qUuuQIUPw5ptvVvk+AIBpTwTMmzcPs2fPBgAsWbIEpaWlaNSokbVZ8IkTJ5CeHj/9+zisJglFzKZyRIDdqf80Gk31oO70ycEI52REBHO5M8M8KRSPHexQsTP4ea+BDea6zowhZVMZcZRZFQoMS/JDgVk7K7rEnYGtqjNPTiTORrWOyYgI7vZcmpwguwwyuWjQoAHy8vLQtWtX5XlRf7p16wYAOOuss6zXqgruT5w4sdLX09LSQtKWlZWFyy+/PKT3inpSWPiTFdwHgL179+LWW2/FsGHDrMmKY8eOhXTOWMNW11mImQe/00F2p79fo0kkmNtj5g4gm3QlA4tMu7pMmUx8BYyymZdtMmpmRy5yt5srSO6WLXrIKg/zZoYybOXOjF3SfOMx6tVZpONfZqsYNr0yakIU14UoEysO6ogE5tWI8WrR07VrV5xzzjlBX8/JyVEeCwubnj17Ys2aNZV+VjB48GD06NEDN9xwAwCgX79+Ad+XkpISkuZatWph6tSpim9/jx49rGPZs/9UiXd1wM6dO5VzrF69GgBQVFRkBfiPHj0a0vdXhsfjwZ49e6p9HoCvbWEj6hY9AXd91mg0dND1NySos2nI9MowDxRk2FwcrCx4Z2VEBHOwUMB2DdQrnCTBbrIseLm02axiVPsMLhJl9QErusRjiwGTcEqFu42R0W2MQ+hyjx1WWcdXSzN37twQ3lWh2VTtharK2BdMnjxZeTxjxgwcOnQI06ZNswLtgNciJxRSUlKQnp6O6dOn4+677wYA/OY3v8FXX30FAEhKkkO3gct7wYIF1rH43KRJk/DGG2/4fD48/v73v+PFF18Mya6oKvTPM7pEPcDfv3//aH+FRqOJMWwdVjK5Csw+9sxBfTUTiPc62GDOlGRrFwPBfA18Gfy2XrbNXqk3IU+QwKFGUxWJU9fjK3BYFdT9duLVq8zJCjJ05S4fE2n31VoT2l0uFxo3boy//OUveOCBB/D5558DCD3ALzbY7dq1K/Ly8nDq1Cns27fPer1p06bo1asXli9fbusOoX3cvn07du7ciXbt2oVzOTh69ChOnTqFjIwMfPHFFwDsvQlqAj2+jg5cIwqNRuMYRPdsP5g728zICbVs9Yd6ebj4yyYcieHBz6acuYOtWPSQZfArwTfmDH6y3yqX2sTBXlnGFaylJ85sM0KGOFjL1ibKqFYxDgqJhAS5L9FZ9Jim+pcEl8sFo0KygZqvM1OmTEGvXr0AAMnJyRg+fHiVnzl+/LjyOCUlBU2bNkXHjh1x7rnnYvz48Zg2bRrS0tLCtkQSKwJ8v6+wsDDoZ26++WYMHDgQAHDkyBEAQHl5eVjfGwiyGk5H1DP4NRpN4sHWMFMHa5kzJeVjMu0yrNIZdVNn8DstoAZguwa5fWQL8LskvW6X20ElEUBsv8Z8L9I4A+t9yds+VvhjOyslbORVTWzaZdi0M0/AydrZyl0WzBbgt9tHk2piJRoZ/DKNGjXChAkTcN111+H06dPIyclB586d8e9//9vK7PfFFaAfW6tWLbz++uvKcw8//DD+772KzP4Qf7InTpzAhg0bkJ+fj7p16+LLL7/E+++/DwDIy8uz3nfkyBGkpaUhOTkZBw8eBAD88ssv1nGNBPgN9a+mZuEaDWk0GsdgG8TLaLsVZ2DrpMpwL1Pm0isjtDNeAmuHlXsC1D4ONDCKZ2TffbZyl9t2tv0DQDxpzgxrkNwLc9CTE+77EplgiYTRTnYdBm8TYzcyZBn8XkzrbzTqflpaGgDb1mbAgAF46KGHAAB9+vTBJ598AgBo27YtHn30UWuz3qrweunb2gFv0N+Xl19+WXk8a9YszJo1C5MnT7aC+wDw9ttv4/Tp0wC8GwX36tULJ0+etF4fPHhwjWbwa6KLzuDXaDRhQ9Zv4h4oKMdc4pk32U0EWye2ug7INg6E4jWOwubBz7z6gLFtERBLp0ZKJtfECMMwrKAbW+BWTczhwgj6IP5htophrjPMgw7twR8csRltaWmp9VxycrL1fenp6VizZg3cbrf1fCgkJSUpEyrLli1D06ZNMXPmTOV9jRo1Uh7n5+cHPN+0adOwa9cuPPDAA9Zzu3btCvje8vJy/OMf/0CPHj3QuXPnkDXLWMlcEX1aUxVcIwqNRuMYRPdsPxJl4yU2lM42ccGzaWfOlLS0E4oX9Z1NOvUkonTMFyTn9QtWMvjJtDMHsBIDHeWPLabPXw6YVzipmxtziWe7FykQJ3PJ8N6X2NoYV6WPa4JatWoBUAP83ux7wKwI0KempoYV3BfnUPoyFdpzcnKU9zVo0AArV65E3bp1qzznvHnzsHDhQuvx/v37A76vvLwcc+bMwciRI61r2Lp1a1iZ/aw1nAWdwa/RaMKGrsMK3kAK8+oDNucGGebgGzO6rJ2FrfiVLHiyDH4XsXa53JOSiPcPIKvviQBzkbP5kzPfT9UgORdqsZPVGfmYrP6om787KOQMxTC1B3+w78jIyLCeq4mJBO+EgL+90PDhw3H++efj+PHj6NixI+rXrx/Wd27atMk6XrJkScD3jBo1yjru3r27dTxu3DjceuutYVwF82RWfKMD/BqNJiSYm2B9/3AG6gGa0wKqge0Fz3cV1KsPiMs9EUhycwWa1XrCVWdktUlJ4WWeOY1LUq8Hl7GDuaQt7YT1xTA5N9ll06tAnSAibVTLJl3CTaadeWUZl1pfKup7FCcnnnvuObRr1856XKdOHQDAlVdeGfE5xSqAQFx88cURn3fVqlXW8erVqwO+Z9++fQGfP3DgQMjfw7pnGQtcKUMajSYuYG6Q2aQzB8mZM/gF1HWdUDtzp49QMgDuVULUFj3SMVsGvxyASCLTLhc8WyAlEaAuceJNJNkCzaq1JmO5e+Eqde5Aszw5QXZXUmD7rdpw/U5jkcEPAD179lS88FNSUpCXl4drr7024nMmJyfb+6uEUOzPP/88ateuXeX7PB5PxJrEaoHS0lIsX7680vcKZwW+NoYD5vZPo9HEENWyxEEhEaAuOXVMxhmHGjjkKnh7s1c+2Cy0ZERnj/kayKq6Apt0uayj4Z8aK1wGl3ZD8cfmqjXUGzESkwhlTVbVfeANvrH1BxS1ZJWGrT2XkesJWwY/M2ICziCbAHW5XEqzyFT3vR788mqbyrW3a9cOd955Z1Q11alTB6+++iouvfRSTJw4Efn5+SgsLLRe37Ztm+XZLyAqciq4RhQajUYTAcx+6szZNMyBFGvDVLIyl2FUbln0EIpnrSvM7aMMXQa/VNTMGfxsdUaZFOKSTo09ac4VBAI4NVtYFj1clV01MOMq/0TRzoayJw9Z466O9RyTESF0ggHELoM/GqgWPaG1Mb4Z/JdcckkNKgL+/ve/47nnnrMeP/vss7jhhhtQVlaGgoICDBs2DEuXLgXAnUTHANeIQqPROAavWzC3dhmivgcAxk6qP8yXwNRZFTBb9AiIpdOhZOyRefBTI2VhsdV3dUUfm3pmDOn/mlhgGAZdgFkgr8hi+53KfV827bJetqQiOdBJl8HPbJVo6eXaZBeQVh+QaU9KSlL7YSFol/cBeP/999GqVasa1bRnzx7l8bp16wAAR48excGDBwEAmzdvBmBXd742hgO9ya5GA2D8+PGVblgimDNnTgzUaGoaao9pYr9galsn4kAzo2YBW5ahDKty5glQJQuebEaReX+V0tJTTkuIHJ3B7xCcgWYZXV1ih9o+ctUdtr66DK9y7gx+GaZAsxd7o1omfMuZyebRV2sodaZNmzYAgLp166JJkyb43e9+h2bNmuGvf/1rVDQKiouL8cgjjwAA3n33Xdx7773Wa3RVnQSemqzRaByF2k/daQE1BNugQclick5GtdAB59hiL9vkU0/28wwI2zXIctksepg5XVpqHfPVGV57oURAl3jsMAxDsujhhe1nShxbJk+I4vXgJ5Prg706i+meymzR48X0+Vs5derUAeDNqAe8gf7bb7/dev3++++v9PO/+93vwpcIYMiQIThw4ID1+NChQ1ZZ+8Y1du3a5efTrwkfncGv0QB44oknkJGR4bQMTZRgzpRk9mVkDNIKqL3gxV9G7cQrJwRsgwQyuUFhuw4yuQpZWVnA6g0A+Np57cHvDGz1JNGgax+Z++3M2qVjtqQimSTixp2t3G21XIFZpoz9QEjOSCGNO8R7fL34BSNGjMCzzz6Lyy67DGvXrlVeGzNmDK644go8//zzAICRI0eic+fOGDduXNi6hw0bBmPgNPUaAOTn52P48OGYOXMm+vfvH/Z5NTbcNVuj0cSMRLFxYAu+ybBJZy53O7vAYSFnGIaUCcQGo2Zf2IJwShtDpl2GrX1MTanltISIcbvsvRqY6wwbstcxG6y1hNmDHwDt6gO138ilnu1eJCPXdba+O/fEim3Rw1d/bO10Af8IMt1zc3Mxb968oK+/+uqreOKJJ9C3b18MGjQIAJCSkoLf/OY3yj5XPXv2xBVXXOH3+QULFoSkQ1QTj6ccJ06cAODN3geAn376KaRzaIKjM/g1Gk3Cwz05YStm6/SpG405p6M68HVWbc2MwSs7g59Pu8BNpl1uV8ikJ8Q+H4wo91Sy63C55Huqg0LONGz/NVoopZMGyb2YYOzJyG2MYXBNsKhtO1vJ2zB78LPCNpnIbNHj1Rr+pHnv3r39npsxYwbKy8sBAJ07dwYAPP300wCA7t27o0OHDgAAj8dT5flbt24dshYA+Pc772D9U8vw1Vdf4fjx4wCA5557DiNHjgzrPBqVhA3wnzx5EmlpaU7L0GgSBrXD6qCQCGAOAsmwBfiZOku+JEAsgrKuGz5/mbAmVsjEk8kNCvN1sGlntqDwZqGdBqD2azTRhblt5xTN3gfj7be75H0+yCqPuiqOC7ms3ZW8L94xyO5LrJNC3j1KxCPG1Qc21dE+YMCAoK9dd9111rEc4G/atGnA9yclhRZaPnniBIBklJaegsfjQXFxMU6ePGm9blKuBokf4mItyptvvlmj5ysoKMAf/vCHGj2nRnOmw5aVGgy6zrZ8zCWde+WE+MsmHHxlLcMaJJdhm4hzEQdrlWXtdINiLr0yvMrVzE7m62CDOcBvmMz2QhXayQpenUTkKne2e5GMwdxxl2D7J2AudqvOkG2OKlvyGGQBfifs18RelTNmzEDLli0BAP/85z+xePFiRVconC4t9R5UXMKoUaNQKp4DcPjw4RpQfOYSFxn8b7zxBvLz8/Hggw8iPT29WudatWoV5syZg9OnT9eQOo1GA/gGgXhuggB3kFyGOnBIpl3AVtdlGJUzahaIKk43sFSstLjEM2cbypAVu0+dcU5HJLgkD362eyo1zEVt2d4RQhZ0UzBNykJnzWgGEiTQDL5yp8b0OyCC2YPfPohFfa9duzby8vKU58477zy/97333nuoU6cOli1bhmXLluG7774Lek4xSbFz507Lix/w+vE3bNiwhpSfecRNTf7666/xhz/8ATt27Ijo86dPn8Zzzz2H2bNnKzNAGo2mZnDHTWsRPsz9PFk7c+CQDdsL3lkdkZAQ2p2VERFCM1vQkNkKQYZNO5teGXnik20S1C11Zpj/DVhhy8b2wqhZha2qK/tPOagjEtj66jLM+37J0AX4lbEel3bWfrvvKiG6OiPdl+JJe7NmzVC3bl3ceuutGD16NACgcePGQd5tX8PKlSut423btkVTYsITV/fMvXv34o9//CM++OCDiD63cuVKmMyZChpNHONm9uBXghG8sHX6uK0/eDP2yKqJgm2NxHsRjIN71uJmDjTLsNV3MrkKbilLj+2eykwilDTj5ASjZkBYUHDC3KxQrz4g0ysj/07pMsktuILkShtDFj+UN9mN5yZe7IfarVs3n1fslROCwsJC67iyrH9N1cSFRU9mZib27dsHwzBw+vRpzJkzB9999x3uvfde1KpVq9LPfvXVV8jNzbV2XhYNyy233BJ13RrNmQSzBz/zsk0lgMUlndrGQcBWXwBpcoJRO7EHv62dT7zLMFBumnQBFeY2hkyuArPtneq7q4k1lGVeEYOg1E7qwe/Fq51tIk4eL7FNsDD2XwLBdh2801mgDZKrEyl8Fj1GHG0QvGjRIvz0009+z6empgIAysvLA34ukOrLLrsMR44cqUl5ZxxxUZNnz56N7t27Wzsmm6aJjz/+GA899BB++eWXgJ8xTROvvfYapk+fjmPHjlnPpaenY/LkybjttttieQkaTcLDvDEdczBChm2Qw6VWhXXJKWBnkDNqZy53AWMGv1VnCLULiKXTaXd6MFkdtEWPMzAXdSLcl5hhC5LLfQC2tpI5g59tjCRjxKndSuJTMQFqOh8kDwclgz8OaNOmDfr27ev3vMjglwP8HTp0kN5hX8Pf/vY3PPfccygsLMSnn36KgoKCaMlNeOIiwF+nTh1MmjQJw4cP9y6XqQjy/+9//8Mf/vAHfPHFF8r7Dx8+jAkTJmDJkiXKpEC7du2Qm5sbYBmIRqOpLt7fptMqIoN5I0ZmD/5E2JiZsc5zD3Iq/hJeA6sHP8D3+xTIqtnKnUyuAvPKCbfYZJdsQM9OIgTJ2QLNAKTVB1wlr+4Nw6WdLRNYhrlttzA9TisIGzkLnq2+CziD5BWQaZeJZ9VyBr/b7e17DRkyxF7tIa36uOSSS9CzZ08cPHgQAJCRkRFbsQlEXFj0CG655Ra0b98es2bNQnFxMQzDwIkTJzBjxgzccMMNGDFiBLZu3Yqnn34ahw8fVoL7gwYNwl133YWkpLi6JI0mobBsHMhugsw2NzJ8A7TAx0wwyhaBTsYyZ2tbZIR0tok4QF71wSVebxDsDEqWJ1mdsYNvhMHaBICtrsswBvgNaoueir4MWbmrE8+OyYgIMrk+iGxsD11f0lbLVdcBuW3h0m4YhjQByhfbsMs7frXLGfxvv/02Dhw4gO3btyvvue+++3DgwAHr8QUXXIC1a9ciPT09ploTibiLhl944YXIzc3FzJkzkZ+fbwXw3377bXzzzTcoLCxEeXm5VZFTUlJw//33o0+fPg4r12gSH7dhoJzsBg6wDmy8MA8U2DJqZaj91CviV2yBN0DK4HdURfVgrPdWdi2ZdG0n4AzE0m2LHjK/YHaIqww5nPXcMOywPl3bLnXW2frtMrTaCdt2sioeFKbfqrLSxmT04I//ep6SkgIAcLvdaN68OZo3b47t27fbYz3TxI033ogGDRpYn5kxYwaKi4sdUJs4xGVNbty4MZ588kkMHjxYydLftWuXFdw3TRMtW7bEn//8Zx3c12hihBgXE92/Afha9JCJl2ALCBlBjhnQFj3OwBpoBuy2hbH8GTX7wnYFqoUZF8yr4twVg3gy2fwQW/QkwsQzm3ZldRbZJIUryDED6spbrlpjJeYQZvCD2INfDtbyUbHqI46z4AOh2gvFb51JS0tDTk4OJkyYYD2n7h9g+rmvpKWloVmzZrETmYDEXQa/wO12Y9SoUahXrx7mz59vVVyzovG46KKLMH78eGtmSKPRRB+x0W583kaCwxyMkG/aZMkF2qLHIZg3TBW/VeaJOMpyJw2+MbcxtNmR4N7XRvjAsmY2a5yDLdAMsAbdKmBr1CtwKxn8XNfApjcQlL9TcUBpgyvg0u7rwc8Hx6TQ8OHDK3nVlPpkmpoirsNFH3/8MRYvXuy30Y5pmti6dSs+//xzB9VpNGce7ji+gYQK8xWwBT2ZBwp2JjnfNVge/A7riATqDH7Lg59PvL1vA5d2NcuTC7meuMmi/VxqVVzaoscREiILnlI8Zz1nbtuVxByDs/wBvr6MS9QU5k12mSG7p6r9XS6LHnn/ADaUtt2EDvBHgbjM4C8rK8OLL76IFStWKBY9AsMwcOrUKeTm5uK7777DqFGjkJyc7KBijebMgHXzTu4lp/YxWQyIu9wtuxWHhUQAoWSLRAgCMdcZQukWbG2MXE/YJs99E2+YqJVcy2kJZyTMtneGZOPACmO5w1rRxwtdkJy4bYchNtnl+53KfTC6cq/AIJtYMQzDbtsJV04wbLIbCO/khK2daWKFhbgr0X379uGhhx7yC+5nZ2fjhRdeQNeuXZXnP/jgAzz88MPYt2+f09I1moSHLctQYAQ5ZoN6oOCgjurAtmoCsDd4Y+rwCZg3NxaK2X6nAKdmX9huT8pGjGTime+pKSneAD9zsJYS4pVlAkbt1JO3Bm+ihSDuAi1hwFbshpTBz9eH5AzWArLFI1+AXw40M5W7d3IiEdAWPdEgru47eXl5yMnJwc6dOwHYA/zbbrsNjz76KM466yxMnToVt956q/W6aZrYvn07cnJykJeX55h2jeZMQAT42YJBarahg0IiQJbLNsghk6vAbBVjefA7KyMiGDULXC7eYATzvg0CtuGOYtFDVvBkchXY+i+JQiKUOuU1EGYzA5yT/AJ1zMFV/oz9F4E9mcVV5gBp2yIQbQxZFrxhGNaqA8oMflOsLONCtTAz+MqdgLgI8JumiXnz5uHxxx/HsWPHrOfq1q2Lxx57DEOHDrXeaxgGhg0bhsmTJyM9Pd374zQMHDt2DI8//jjmzZun2PloNJqaQ3T82AbIXGpVqG1ujMDHDLBuOgrw/T5lmMtdBGnZfqeAtHKCsuS9sBW7YhpugVUAACAASURBVNFDFlXhnjQnE5xgMAbfBJzaK4JAZD9UNQjkoJBqEheBlgghqzK2YMJgLZlcBav/SGjRw2oV4y1zzokVwL6XMo9X45m4qMmTJk3C4sWLFeud9u3bY/bs2bjwwgsDfqZbt27Izc1F27Ztlc8tXrwYkyZNQnFxcYyvQqNJfMTAmDnbkO0m6CYe5CTCjZvxElj3ygASY+UE2+8U4NTsC9slJMomu1zKudsYZpgnbxk1C2ztjJMT/LD1g+V7EZ12stUSMlZJEwZrBQaZNZLX5qZiUoK43JnRRR4d4iLAv2nTJgC25c6gQYMwY8YMNG7cuNLPNWnSBDNmzMCgQYOUIP+mTZuQk5MTC+kazRkJ0SQ3AO5gBHNnWy13Tu2MHT5uix7eyQlWCzPArudusrZdhu23Ksf0yeL7lL9PX2qnpjkt4YzC8DvggzGD394gmKvgmTP4mbUz45Z+n2z9AWW8xKZdyCVz0PBa9Ij2kWv1AaDej5jqjK9Fj6bmSXJagExKSgp+//vf41e/+lXIn0lKSsJvf/tbdOzYEc8++yxOnToF0zRx8ODBKCrVJBrjx49HUlLVP4c5c+bEQE38ItphtgaZ2U5ADvCzaXcRa7ctS/hg+33K2FmefNcgyp1xQC80s2WSy7BVe7mO062Kg9y2k2kXbQxxXWeGudSZtbOh9Nsd1FFd2JoZ5kBzEvVmQlzBcRkrIYowg1/eP4DJogeAVGW4Vh/I5c485ohn4qYmt2jRAs8880xYwX2ZPn364JlnnkGLFi1qWJlGo/GFrT1WLHrIhgpu4pluLrWBIStyANzBWnvlhKMyIoI6gx+82gVs1V0eS7L9VomribQRoyaWJEK5c2bwq38ZYWtvmJOKmLNrhUWPCb6NO+2Vt1zBWhm2LHhlk12yclc8+IlxGXETik4o4iKDv3fv3njggQeQmpparfO0bNkSf/7zn/G3v/0Nn332WQ2p05wJPPHEE8jIyHBaRtwjbn182YbSMZd0H4seB4VEgDqxwoU9KGZTbg/Q2AZnAPvKCfGXTz2zdgHbb5XZg1+Wy1ZlRLnzD401sUJUcc72saKmM0qvgFg6XZ3hUquSxJwhIiD0grfUElr02BvV8q1YQQJY9BDJpiIuAvx//OMfa+xcqampGDt2LM4///waO6dGo/FiWfSQBSOYYfbgdyk3cS7tzBsxMmfwE0q2EBOfjHXGsOqMszqqA1u5y+0jW9uuWPQ4qCMShI2DhywYwY5B3D4KGKWzZvAzW/QoWfAO6ogEtnuRjNuSzncN9u+U777kMssBcFr0yBn8bLDuKS1PrBBVFyrY7jshc+211zotQaNJWNiCcMwDBTfxTLcR5JgJRt3MXvDMVjF2uWvtTsCmXP59usnEE1cTJFUUdrmHdHRMDnHVobynCoilU2unqzOSXrZkrqSKqJZJeIOyAswml80NALgqrHkMsklzeZNd5tUHbOUuwzpJEe8kbIBfo9FED23REzsSJYOfbaAgAs1M2SgC5mCtnUnOp9324HdYSDVgrDMCNu3MFj2K/RpZuSdVbH5QzhdHoYY1kxywg29kVR2AVN5k4hPFxoGsaafTK+O2srD5LsJqH8my4AHAbU1KcEVrVR97Lu2+sNUZ202Lu9zjFR3g12g0IcPq7c28yW4ScYCfTK6CZdHjrIyIYLboEeWeRKid2cdedLHZJm9lksjS4JUMfrL6Lt9H2X6r2qLHGYibFgvGS7AmJxzWES7MNjcybNrlesLWl0m2dqrl22RXwJiNLSx62FoZxaKHbO8D30126bQT1nMm2O47Go3GQcTtgzUbG+AbZMqBHzLpVB2OYDBeAnUGf8VftoAnwG2NJHAR9wrZAs3UHvyS3FpkGzeIelKuB5iOwFbXATtIzqjdY7gBAOmuMoeVRA7Z3C316gNVO5d4d0U2sEk3WpLHd1yBZsDO4DcNF5V2NdDM1x8wiLULeGoLF3Gxye7s2bNr/JyGYeCBBx6o8fNqNBrGznbgYwaYPfjJ4m0KzHYCdia5szoiQQwO2IK1gD0pwTTAEZgVAwXqDH6y2QnFooes3GW1yWQdguSKCQkd348t9pJ8R2VEhIs0Cx4ASmrVAwBkukscVhIeSgY/sY0Dc9vOpdwO8DNm8FtyyTLJAduD3zS4+mCAtMKJrNx9tbJpN8TGzMSTE/FMXAT4P/rooxqtmGbFj1QH+DWa6MCWxaR2WLm0Kxn8dOXOpVeGOVgrfp+MWfDcGfzqXyZEsJOtbZdhmxSitughzvJkqyeJBmPxuysCWIzaxYajycRBcrawodo+8pY7WdMOt/hbxjWZBchWWnz1xQ3ODH5ALm++chcdd4NsY2bDMGB4KmydCIudAbZ7ph+maSr/aTSa6GFYASyyG7gkl22Axhb4kSGrJgp2gN9hIRFAbdFD7MFvb7LLp130ngiL3YLOg18qbLZ2nkutCmPbkghYk7eE7aPLFAF+Pu2oyKp1EweayZp2Bbb6TiZXIbkiqtWgKJ8w0FyhlyyTHADcwoOfTDcgBfgJy10E9t1lJYTadQZ/NImLDH4A1QrOi0qtg/waTXQRHRC28bF840sm8wtmHtiw1RMZtkGZjD0R56yOSBA2K2wBT4Dbg190nRjLXcD2m5WLmq3YyYpagW0iKFEwiNtHkaHKWO9NiAA/l3glC54sCMTswe9Syp2LZBfQ6esXkXJsL4CrnJYTFsyZ5NQZ/GKTXXBlwQN2kDyp7KTDSsJD3tyYsb4zEBcB/rlz54b1fo/Hg2PHjuHHH3/E+vXr8cUXX8Dj8SA9PR33338/zjvvvCgp1Wg0AF8QiNkvmK2sZdg8sWVEuXs8fJ0PUWXYBvSAnV3LmGXrJl45YRJvIilgqzOKBz+Z9jLCdlHAVk8SDcbiN4g9+IVFD1nXV4GtfZRh7IcJ2PoDhmEg7fhemIQb1RrSXzbtqWYpAKA0pZ7DSsLHGqWSZfB7tVa07ae5AvyAPLHCU+ZMxEWAPzMzM6LPtWnTBv369cOuXbswc+ZMFBYWYvbs2ZgyZQo6dOhQwyo1Gg2rRY9MMlnQmXlgwzaZImMF+AnjWMwWPXaAn+t3CgBCMmGxWxA3N3SZ2cyb7J4oLXdaQsQwti2JgKjhjG2M7cHPJ94UK2/JMiWVTXYJtdc/8D2KG7enC18xTzwD1XOEiAsI9dcpO4q08hPI3L0ehnG903LCgnnvA4/LG8ZNKi91WEn42AF+vnJnIC4C/NWlVatWmD59OsaNG4f9+/dj+vTpePbZZ9GgQYOYafjwww8xe/bssD4zfPhwDB06tNL37N27Fxs2bMCWLVtQUFCA/fv3o6SkBGlpacjIyED79u1x+eWXo0uXLmFrPn36NFavXo3PPvsMP/74Iw4fPoz09HQ0bdoUvXr1Qv/+/VG/fv2EPKemerD1+WRbHragM1vgR4Y5UzLJCvDzdT6sAD9hHEsEacmctACQZ/AngEUPW+CWeZPdk6eZA/xcZZ0oiGaRsU9je/A7LCQSDDFp7rCOMDGUCVAHhUSItYkkWX2X1bK1lUwZ2L7YRc2VSQ5468z1e9/GD/t/cFpK2FgBfk+Zw0rCwzAMmGJ/Fc9ph9WEh2zRw1XTeUiIAD8ANGzYEHfccQeeeuopHDlyBAsX/n/27j26qvLe//0n94QsSAKBECGAIiAQRCtakHIpIL35c/dXuqvVtqc93aO1dmvqhm4UQRErikRHW2s6ti3tz9HRHvepW8fGYdEeqIWolC1WQNAIgQaiogFCLuRGslbOH2FOVkLuZK65vivv1xgO50rmevJdD3PNlXzmM5/n/9EPfvADv8vqt8OHD6uoqEgHDx7s9PtnzpzRmTNnVFZWpldeeUUzZszQj370o17fDVFeXq7CwkIdOXKk3ddPnz6t06dPq6SkRC+88IIKCgo0a9asmGoTF89aGBFer7k5+I31dThrfR3O6fegyYC/7f8WgxTTI/gtB/zn/m+xdoflMMLaeX5MRqrfJfSbtTs9Yo2xQ13S+RHkFmt3zu7WRsGHs/i55ARYQWPdHv5ZxKkyks4FzcamipHOhc0G/1aSpJbEtt9l0upO+lxJPzh/c5gM+O0OErEgZgJ+Sbr++usVCAR05swZbd++Xf/yL/+ipKSkiNcxduxYzZw5s8f9Jk2a1OX3PvzwwwvC/TFjxmjcuHEaNmyY6urqVFJSopMn205I77zzjn784x9rw4YNGj16dLc/9+TJk1q9erUqKysltb3Rpk+frtzcXFVXV2vPnj06e/asqqqq9PDDD2vt2rU9vh4rbeLinL/F2tYvH+GSjYXO1oKfcNbulgjnhOMmp+iJtxs0u4vsGqw9we13nwu5CJbPN9YC/nDWSp80MuB3Cf1m+TiJBRY/l+INL7Ibdy54SzAW8IeHnBYvymWdOKDTo/KVnmir38PPj5bPldZC8vPnRVvHi2Q74G9MGyFJSq2vMHXMtBvB32rr7gNJ7m3DcXE2j5toF1MBf3x8vCZNmqS3335bDQ0N2r9/v66++uqI1zF58mTdfvvtA9JWbm6uli5dqs9+9rMaMWJEu++FQiFt3bpVTz/9tJqamlRZWanCwkJt3Lix25NUYWGhG5qPGjVKq1ev1qWXXup+v7q6Whs3btTevXvV0tKiDRs26Omnn1Yg0PUfdFbaxMWJMzxC1WEtdLYYdDqsrXcQLhYW2bX4t5k7gt/Y+zScxTtXnD/OLB4zDsthhOXzvDWWjxPL3Cl6DPZ/guFFyJ0pKCz2u8PixYmskyW6ZvuDGnLtCr/L6ZPwX70M/ipj2Llj3OAIfsnu2gepjW05U2pDpc+V9IOTyQTtjeB3ONPfYWDF3Kl72LDzK3ifOHHCx0ouTlZWlgoKCvTLX/5SX/3qVy8I96W2CxpLly7V8uXL3a+9//77evvtt7tsd/fu3Tpw4IAkKTExUWvWrGkXmktSRkaGVq9e7d4JUFtbq+eff958mxg4hv9OMBe+xRvubMshbSwssmvxD3onfLMYeNY2tY2iyUyzN3YiJqboiYHzDbzn3CVk+FA3Kc5Z7NVgv5+fg99e8c4IfstT9CQYHixiLawN/xi19l4N72tr/e4c4RYXHbXc7+M/fF1fOfmi4lpDpmqPi4tT67mjJt7g+gHOnBAJBPyesPuJ2YXGxkZ3u7q62sdKLs6MGTO0ZMkSJSQk9LjvnDlzNHnyZPfxm2++2eW+L730kru9ePFiTZgwodP9UlNTddttt7mPX375ZQWDnc+XZaVNDBzLYYTl2q0xPYL/3GFicZFd5wi39MuqwwlpLYa1NY3nAv7UyE8NeLFiYZFdixeFHBbfq+/++0Jtv+N6v8vos7Skts8lg6d205xj3OL7NOHcNAL2Kj8fGCYaK779GiU+FtIPFs/njvBfvbjbyQcGP5gsT9ET3xpSWrDe7zL6xZmiJ97wfPaWa49mxj4ye1ZaWupuDxkyxMdKImvq1KnudkVFRaf7NDQ0aO/eve7jJUuWdNvm3LlzlZaWJqltdPz+/fvNtomBEQtz8CNyrE2HFM4Z5Wkx4HfenxZ73/II/prGtttks4ZYDPjtT9Fj+eKERVNzhmr+xAvvLo12wwxegIsFiYltdzZZC2ul8yP4Ew3Wfn6KHp8L6aN2Ab/B3wcc1sL+8LuGrfW75ZHk4dVaq106/zuktdrDL05Yqz2tvm2mEmsj+Nuc+1yyuH6AAcY+7ru3Y8cOnTp1yn2ck5PjYzWRFX5SCoU6v93lvffeU3NzWwCRmpra7SK/kpSUlKQpU6a4j/ft22e2TQwM5zAjR0FvWJsOKZwTFtqL98MCfoPvU6d2iyPHqs6N4M9KS/a5kr5zjnNrf9CHs/bHGfzBhSB/JCedC/gNvk+dOeCT7JXuBvx2fxtrP6rcglj5LIqV12GB87EUJ5tz8HeVPVlg9e6DMf/Ypq8371SisZA8Li5Occ60d4zg94S9iWK7sGvXLv3iF79wr8TFx8dr+vTpvtRSV1en4uJilZeXq66uTunp6RoxYoSmTZumvLw8T35mWVmZu52dnd3pPh988IG7PX78+F5N/zNx4kTt2bNHklReXm62TQws/kBGb1g+TJxrExbDCGdmJIu/s1peP+B4TdsUgZdkpPhcSf9xdxYALww9d+eEyTmm3VHwBmtvtbnIbnjImWh4sIi1sNb0KHhj9XbK4CK7sXLMmKu9NaQRrbUqs1Z3WMCfQMDviagI+PszpUowGFRdXZ3Ky8v1P//zPyotLW13i83ChQvdaVsibdeuXdq1a1en35swYYK+9rWvad68eQP2806cONFu1PpVV13V6X7hwfmoUaN61fbIkSM7fb61NntSWTnwq6d3daHFMstT9Fybl6k3y6v8LmNQsfbLUjgn2Ld4rCef+2M4aDDhj4W7hFISe74oHW2cQ8Xyot5Ab40MJOt/54/2u4xBZVhasqRmhQyuk+V8Llm84J8calK9hvpdRp+1n6LHx0IGMcu/w1ur3bmIGCd7I+Etz8Ev2RzB7xzfFmuX5P7RkWDweLcgKgL+VatWXdSJODzYb21tVWZmpr75zW8OVHkDqqysTI899pjeeust3Xnnnb0and6TX//61+6tUSNHjtR1113X6X61tbXudmZmZq/azsrKcrfPnDljts2eLF++vM/P6cmLL7444G1GC4sZ0P/3/dk6VtXgdxkwwhntZvFYTzk3UXBz0N4vfmdbzo3qMNjxr/3rXJVU9P3zJxpkDUnS6YZmkwEW0FcVD37O7xIGnYxzAX+wxdZ0AuGshYaSdP3Jv+pAbaJ0yTS/S+mzlPqTahqSbW7KPtOjgo3VG8507ef+Hx88a/J1WJ3HXjIckqutdmt9Hj6CH96IioDf0Z83WFxcXLurWDk5Obrvvvs0fPjwgS6vRzk5OZo3b56uuuoq5eXlaejQoQoGg6qoqNDf//53bd68WSdOtC2IsW3bNiUnJ+uOO+64qJ+5bds2vfHGG+7jb33rW0pK6nwBscbGRnc7Obl3cwSH7xf+fGttYmBZHNWckZakGWksrueHZIO3V7sBv7E/LCUp1Q347f0CVX1uHvtMg+/VqTlDNTXH3khJSZo4YoiOnKo3eUELQPTLSk+VVKeGFnufSw6Lp8f0UIOyPzmiuDh/pq29GBPe/2+dTclU4hVz/S4F8FRcnKRWKSF41u9S+owR/JFneQR/XFycUhvaZs5IIOj3RNQE/P09QJ3nZWdna+nSpfryl7+s1NTUgSytV2bPnq1FixYpPr59kJWUlKRx48Zp3LhxWrp0qQoLC/Xmm29KkrZs2aIFCxb0e62AQ4cOqaioyH08b948LVy4sMv9z549/6GRmNi7f/rwiwVNTU1m2+zJ448/7stFIWucAcFJ3C+LXhqbkapVS7pfKDsaOSOZLY5odqaIsTiC/3RD2/k/M9VewG/ZZSPSJZ1US8jeMQMg+mUF2v42azQY8Dt/21m84O8EQRZHeQZqPpD0geLiPuN3OYNGnJM0y94xY1n4CH5rLAf84bVzvEfO6GPFumHqaFUH6/wuJSZFRcD/9a9/vc/PiY+P15AhQ5SZmamJEyfqkksu8aCy3gsEAj3uM2TIEK1cuVIFBQX68MMPJUnPPfdcvwL+jz/+WA899JAbhk+YMEE//OEPu31O+Cj3ll7eItvc3Oxup6RcuHCglTZ7Mnz48JicM3+g1Ta1/XtkpfXuzgqg/P4b/C6hXxIT7C726k7RE7IXpIzNaFs7Z0xG5C/UD2bX5mXqP3YeVZPB8O1fPj1OIaN/XAKDxYihQyRJTQYvPJ+fTtXe7wOxEFrFwmuwyFq/m54a6dz/44PN5mqXbI4kt8w5RkKhkMnjJU6tyouvVY3B2i0wG/BblZKSomXLlunnP/+5JOmdd95Rc3Nzl9PqdKayslL333+/Tp8+LUkaPXq0HnzwQaWnp3f7vPA7G8JHyXcnfL/O7oyw0iYGRk1j24WUQIq9RSSBvji/yK7PhfRDquE5+H80/zItujxb44cP8buUQeX/vi5PucNSNO8ye3ey/eprM/0uod8Or1qkxmZ7F1WAvsoe1vY3SpO9NXYZwe8D02Gt4drhj9ZzEX9CS5PJY8bqKHhG8Eee5emFrIiKgH+wmTnz/B+jTU1Nqqio0JgxY3r13JqaGq1Zs0bHjx+X1Dby/KGHHurV9DJDh56fG7iqqqpXP8+5iCB1fpeClTYxMBrOBRF8CEbWjxdOdEeUIzKckfumR/AbnIM/IT5OV4/N8LuMQScuLk5fnJrjdxmDTtvUSEDscwP+kL3P1ISEBClkc/2pWAj4O05/i8iwfMxYq70mrm1wYsq5ucktiZUpeiwJD8mtHesOi/1uBQG/D7Kysto9rq2t7dXz6uvr9cADD+jYsWOS2oLwdevWafTo0b16/tixY93tioqKXj3HWRS44/OttYmB8X/NGqtndn/gdxmDzmP/a5rfJQw6ieeCfYu/NjkBv8UwAgAQe5wpegJZI3yupO/i49sCfhn8TLUa/lhmOWiOi4vTxP1/aJsq5n91P/UvBs6EuCqlNNcp81SJyWPG8ij4UMju4EWLAT8j+L3HJXEfdFwEtjdzxjc2Nmrt2rUqLS2V1Daf/7p16zR+/Phe/9zw4Pvo0aMKBnu+T/bw4cPudl5entk2MTB+e8tVCm680e8yAM9lpbVNm+asO2GJc9fB2EymKwMA+G/Yuc/UzGx7dwpdllwvSbo0tbmHPaOPtfDHwQh+/2SeOqhhVf/wu4w+s3xhJTOuSQsP/h8lNdebq12yG9Za7OtwFvs9Fu4+iHZ8YvogPIyW1OP0OmfPntVDDz2k9957T1LbBYEHHnhAl19+eZ9+7tSpU925/hsbG3Xo0KFu929ubtb777/vPr7yyivNtomBERcXZ3IOUqCvRqS3LSR9sq5364BEk9FDU5Q7LEWrFk/yuxQAANy1Yf73jN7ddRxNxqQGdc32B5Wbam/au1gIx62FQJaDZmv1xgqrU8VItmuX7K4fIBGSo3P2P/UN2rp1q7udl5enjIyu5xtuaWnRI488on379kmSkpKStHr1ak2b1vcpO9LS0trN/79t27Zu93/jjTfU0NAgqW1e+/z8fLNtAkBfOL8w3TB5pM+V9N2Q5ER99MBSzcrL9LsUAAAUFxenlo03asXCiX6X0meJiW0z2loOUqgdvRErFyes1S7ZHI0t2Z+ix2K/W57mxnLtVhDwDwAnXO6NnTt3avv27e7jhQsXdrlvMBhUYWGhdu/eLaltkaeVK1fqqquu6netX/ziF93trVu36ujRo53u19jYqN///vfu489//vNti0wZbhMA+uLkus/p//3WNX6XAQCAeQnxcSYDIOeuYouj4a0usivZrd160Ax/WA7JLbMcNFuvnWPdG54vsvuzn/3M6x/Rqbi4ON11110R+Vmvv/66tmzZohtvvFGf/vSnNWTIkAv2qa+v1+bNm/Xss8+6b8bs7GzddNNNnbbZ2tqqJ598Uq+//rqktl8q/+3f/k2f/vSnL6rWa6+9VtOnT9eBAwfU0tKidevWac2aNZowYYK7T01NjTZu3Kjjx49LalvMd9myZebbBIC+cKbpAQAAg5MT8FsMIyzW7HBGBlu8sGIVFyf8Yzngt7pQrbV6HbHwPrV8cSLaeR7wb9u2LeIHnnNFKFIBvyQdPHhQTzzxhBITEzV27FiNGTNGgUBAwWBQJ06cUElJSbvFdQOBgNauXavU1M4XQfzTn/7Ubmqa0aNH691339W7777bYy1Dhw7Vbbfd1uX3V6xYoeXLl6uyslIVFRUqKChQfn6+cnJyVFNToz179ri1OncNBAKBbn+mlTYBAAAAoDcsj+B3arYaAkm2a7eMfo8cy/PYW65dsj2S3GK/s8iu9zwP+AeblpYWlZWVqaysrMt9rrzyShUUFGjUqFFd7lNdXd3u8UcffaSPPvqoVzWMGjWq24A/OztbP/nJT1RYWKgjR44oFAq5c/yHy8jIUEFBQbv58K23CQAAAAC9wRz8/rA6RY9llvva+qhmyyP4LQbNkt2LE5ZDcubg915EAv5Y/wdcsGCBLrnkEpWUlKikpEQff/yxamtrVVNTo9bWVqWnpys3N1dTpkzR/PnzNWnSJL9LVl5engoLC1VcXKzt27fr2LFjqqqqUiAQUE5OjubMmaMlS5Z0uwCw1TYBAAAAoCeWA36LNXdk7TVYqzec9ZDcKssL1VqrtyOLIbkjFAqZrd1yv0c7zwP+X//6117/CN8lJSVp2rRpmjZt2oC1eeutt+rWW28dsPY6k5SUpEWLFmnRokWDrk0AAAAA6I4zRU9CQoLPlfSdxWmFOrL8GqwFWNbqDWe5dsnugFjrFycs9ru1fg7HCH7veR7wdzcNDQAAAAAA0cgJ+J3/W2J5mhuLNUt265Zs1x7O2uuwGjRLtmt3WDteHBZHwRPwe8/uJXEAAAAAADziTNFjMeC3zPLFCQe1R461erti8XUwgt8flmuHdwj4AQAAAADowAmtLE4V49RsLXgLZ63fLfd1rMzBb612gmb/ULs/LK8fEO1sfWICAAAAABBBFsMIy6PgLdfusFa75YDfWr0dhUIhSfZeh+U5+CXbIbnlKXrgHc/n4JfaL7R7yy23KBAIROLHAgAAAADQL5bDK0dycrLfJfSZ1X63Vm84y7WHs/g6rB7vEiF5pFm+EOewfMxEu4gE/Js3b3YPvptuuqnHgH///v3u9pQpU5jzEAAAAAAQUZaDt48++kiSdMUVV/hcSd9Z7neHtdpjIThEZFkewc/USJEXvsiutePFiogE/FLf/hFXrVrl7vurX/1Ko0aN8rI0AAAAAADasRpeSdLZs2clSUOHDvW5kv6zNgc/0B9WzzOxEJJb7HPJfu3wRtR+YvKPDgAAAABA3znzeicmRmxM34CxmgVYviBhLSwMZ712q8c7tfvHeu2W37PRLGo/7fkHRyStWrWqV7/8FhUVRaAaAAAAAOi/YDAoSUpIqRDN1AAAIABJREFUSPC5kv6zFphbqzec5Sl6LNcu2R3BLxE0Rxoj+NGdqP0E4h8dAAAAAOAXZ+24ntaQi0bOCH7LAb/VAKvjtgWWa7eMkeT+oN/9xTnGG1E7gh+IpPXr1ys7O9vvMgAAAABEiaVLlyohIUELFizwu5Q+c0bwW56ix1oIZK3ecLFSu8XXYfl4t1q7w1rdsTAK3nLt0c7epz0AAAAAAB6Lj4/XDTfc4HcZ/eKEKBZH8FsNDcOn6LFWezjLtVsTCyG5RbEwgt/a8eLU69xdhoEXtVP0AAAAAACAvnPCFMsj+K3NaW8tcAtneRS85doluyOa4+Li3LCWfo8sywG/5X6PdrY+MQEAAAAAQLeccNxiwO+wFmBZHsFvrd5YYfniRCyMgoc/rB3rVhDwAwAAAAAQQ5yw2eIUPVZZDq0s1x4uVl6HBZYvTkj2R8Fbrh3eIOAHAAAAACCGOMG+5RH8lqfosRq+ddwGYpH1YzwUCpl7DQT83rP1iQkAAAAAALoVCyP4rQVY1i5IdMVav1urtyuWX4fF2i2PgrfMYr9bEbHL+c4/4Pvvv6+KiopeP6+v+4fLz8/v1/MAAAAAALCKgD/yrNUbznLtscLav4G1esOxfoB/LNce7SJ6v15ra6sKCws927+j//7v/+73cwEAAAAAsIhFdiPP8gh+y1P0WKs3nOV+t661tdXce9byMcKx7r2Iftr39ipZ+D92f6/ucMAAAAAAAAYjZ+S+tQArnLXaw+u1lkfESvhmuXZrLPd1LIzgt9r/lvs92kX8cn5fD8L+HLQcMAAAAACAwcr5O9pqCCTZrt0ay30dK7Vbex2Wa3dYrTsUCpm7AOr0tcUFgq2ISMA/cuTISPwYAAAAAAAGvVtuueWipruNBtZCoPDAzfLaB5ZZO2bgD6sj+C0f307tFvvdiogE/Js2bYrEjwEAAAAAYNC75ZZbdMstt/hdxkWxFpIzRY8/rNUbznLt1lkOmi1P0QPv2LqnAwAAAAAAxDxrCwSHB27WLk7ESlho+XVYq93yRSGJgD/SGMHvPQJ+AAAAAAAQVSyH5FbDt47b8JblfrdWb0cWQ3KH5ZDccr9HOwJ+AAAAAAAQVawuIilxccIvlmu3zFq/W6vXEQuj4C3XHu1sfWICAAAAAICYR0iO3oiVvrb2OqzV25HlkeQWQ/JYuDgR7Qj4AQAAAABAVLEW8IezVjsXJ/xnrd8tHzNxcXEmg+bwkNxin3e2jYFDwA8AAAAAAKKKtZA8nLUAy1q94SzXDv9YDMkd1muHNwj4AQAAAABAVLEc8FurPVZG11qr3Vq9scJqv1ue5sapPRQKme3/aEfADwAAAAAAooq1kDyctQDLWr3hLNceztrrsFZvZyy/Bmu1W744YQUBPwAAAAAAiCqWA37LtVsNDjtuW0Dt6ItYCck5XryR6HcBQDRYtWqVEhN7fjsUFRVFoBoAAAAAGNwIySOHsBaww3LAb7n2aMcIfgAAAAAAEFXi4+3GFdYuThDq+8PyhZVYqd0ii4vsxsrdB9GMEfyApPXr1ys7O9vvMgAAAAAAUq/usI5WVsO3jtvWUHvkWKu3M1Zfg8WA30HA7x27l8QBAAAAAEBMsjYKPpy12q2GhRK1o+8s97vV2sNH8Ft9DdGOgB8AAAAAAEQVy1P0EGD5g373h9V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\n", 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" ] }, "metadata": { "image/png": { "height": 371, "width": 764 } }, "output_type": "display_data" } ], "source": [ "lcf.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the PDCSAP flux is flatter. To work more with this data we must choose which type of flux we want to work with. Let's choose PDCSAP flux:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pdcsap = lcf.PDCSAP_FLUX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can choose SAP flux in a similar way using\n", " \n", " sapflux = lcf.SAP_FLUX" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KeplerLightCurveFile(ID: 6922244)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcf" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KeplerLightCurve(ID: 6922244)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has created a `KeplerLightCurve` object. The only flux it contains is the PDCSAP flux. This has the same methods we used in the [previous tutorial](http://lightkurve.keplerscience.org/tutorials/what-are-lightcurves.html). For example you can check the meta data and the CDPP noise metric:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Kepler'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap.mission" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap.quarter" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "58.91594464215228" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap.estimate_cdpp()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }